From 81328b654027b405284e80df47c974d95a196821 Mon Sep 17 00:00:00 2001
From: suguanYang <wangbinqi77@gmail.com>
Date: Tue, 16 Jun 2026 03:53:20 +0000
Subject: [PATCH 1/4] Add official library demo catalog

---
 .../chunks.json                               | 12865 +++++
 .../doc_nav.json                              |  1581 +
 .../full.md                                   |  1290 +
 .../images/image-1-Alibaba.jpg                |   Bin 0 -> 4916 bytes
 .../images/image-2-### (vii) .jpg             |   Bin 0 -> 3619 bytes
 .../manifest.json                             |   259 +
 .../tables/table-0 Financial Results.html     |     1 +
 .../tables/table-1 Alibaba Revenue.html       |     1 +
 .../tables/table-10 Board of Directors.html   |     1 +
 .../tables/table-11 Shareholding Table.html   |     1 +
 .../tables/table-12 Shareholder Holdings.html |     1 +
 .../tables/table-13 RSU Grant Summary.html    |     1 +
 .../tables/table-14 Share Options Table.html  |     1 +
 .../tables/table-15 RSU Activity Report.html  |     1 +
 .../tables/table-16 RSU Grant Details.html    |     1 +
 .../tables/table-17 Share Repurchase.html     |     1 +
 .../tables/table-18 Notes Proceeds Use.html   |     1 +
 .../tables/table-19 Interim Report.html       |     1 +
 .../tables/table-2 Alibaba EBITA.html         |     1 +
 .../tables/table-20 Alibaba Financials.html   |     1 +
 .../tables/table-21 Income Statement.html     |     1 +
 .../tables/table-22 Balance Sheet Data.html   |     1 +
 .../tables/table-23 Equity Summary.html       |     1 +
 .../tables/table-24 Equity Changes.html       |     1 +
 .../tables/table-25 Cash Flow Statement.html  |     1 +
 .../tables/table-26 Financial Data.html       |     1 +
 .../tables/table-27 Alibaba Revenue.html      |     1 +
 .../tables/table-28 Revenue Breakdown.html    |     1 +
 .../tables/table-29 Tax Expense Data.html     |     1 +
 .../tables/table-3 Costs & Expenses.html      |     1 +
 .../tables/table-30 Cost Breakdown.html       |     1 +
 .../tables/table-31 EPS Data Table.html       |     1 +
 .../tables/table-32 Investment Summary.html   |     1 +
 .../tables/table-33 Fair Value Table.html     |     1 +
 .../tables/table-34 Fair Value Table.html     |     1 +
 .../tables/table-35 Balance Change.html       |     1 +
 .../tables/table-36 Fair Value Change.html    |     1 +
 .../tables/table-37 Intangible Assets.html    |     1 +
 .../table-38 Alibaba Segment Assets.html      |     1 +
 .../table-39 Financial Liabilities.html       |     1 +
 .../table-4 Share-based Compensation.html     |     1 +
 .../tables/table-40 Cloud Revenue Growth.html |     1 +
 .../table-41 Alibaba Segment Results.html     |     1 +
 .../tables/table-42 Financial Results.html    |     1 +
 .../table-43 Depreciation by Segment.html     |     1 +
 .../tables/table-44 Accounts Receivable.html  |     1 +
 .../tables/table-45 Accounts Payable.html     |     1 +
 .../tables/table-46 IFRS Adjustments.html     |     1 +
 .../tables/table-47 GAAP to IFRS.html         |     1 +
 .../tables/table-48 GAAP to IFRS.html         |     1 +
 .../table-49 GAAP to IFRS Reconciliation.html |     1 +
 .../table-5 Equity Investee Results.html      |     1 +
 .../tables/table-6 Financial Results.html     |     1 +
 .../tables/table-7 Non-GAAP Net Income.html   |     1 +
 .../tables/table-8 Earnings per Share.html    |     1 +
 .../tables/table-9 Free Cash Flow.html        |     1 +
 .../toc_hierarchies.json                      |    23 +
 .../financial-goog-10-k-2025/chunks.json      | 20355 ++++++++
 .../financial-goog-10-k-2025/doc_nav.json     |  2169 +
 .../financial-goog-10-k-2025/full.md          |  2198 +
 .../image-1-Stock Performance Comparison.jpg  |   Bin 0 -> 90564 bytes
 ...ock Performance Comparison (2020-2025).jpg |   Bin 0 -> 89187 bytes
 .../financial-goog-10-k-2025/manifest.json    |   325 +
 .../tables/table-0 Stock & Note Listings.html |     1 +
 .../tables/table-1 Filer Status.html          |     1 +
 .../tables/table-10 R&D Expenses.html         |     1 +
 .../tables/table-11 Sales Expenses.html       |     1 +
 .../tables/table-12 Expense Analysis.html     |     1 +
 .../tables/table-13 Alphabet Income.html      |     1 +
 .../tables/table-14 Other Income_Expense.html |     1 +
 .../tables/table-15 Tax Data Table.html       |     1 +
 .../tables/table-16 Cash Flow Table.html      |     1 +
 .../table-17 Foreign Currency Risk.html       |     1 +
 .../tables/table-18 Interest Rate Risk.html   |     1 +
 .../tables/table-19 Financial Index.html      |     1 +
 .../tables/table-2 Share Repurchase.html      |     1 +
 .../tables/table-20 Loss Contingencies.html   |     1 +
 .../tables/table-21 Balance Sheet.html        |     1 +
 .../tables/table-22 Financial Data.html       |     1 +
 .../tables/table-23 Comprehensive Income.html |     1 +
 .../tables/table-24 Stockholders' Equity.html |     1 +
 .../tables/table-25 Cash Flow Statement.html  |     1 +
 .../tables/table-26 Google Revenue.html       |     1 +
 .../tables/table-27 Revenue Breakdown.html    |     1 +
 .../tables/table-28 Fair Value Table.html     |     1 +
 .../tables/table-29 Fair Value Table.html     |     1 +
 .../table-3 Alphabet Stock vs Indexes.html    |   160 +
 .../tables/table-30 Debt Maturity.html        |     1 +
 .../tables/table-31 Investment Summary.html   |     1 +
 .../tables/table-32 Investment Summary.html   |     1 +
 .../table-33 Investment Securities.html       |     1 +
 .../table-34 Investment Securities.html       |     1 +
 .../tables/table-35 Debt Securities P&L.html  |     1 +
 .../table-36 Non-marketable securities.html   |     1 +
 .../tables/table-37 Equity Securities.html    |     1 +
 .../tables/table-38 Derivatives Table.html    |     1 +
 .../tables/table-39 Derivatives Table.html    |     1 +
 .../tables/table-4 Alphabet vs S&P 500.html   |   160 +
 .../tables/table-40 Hedge Gains_Losses.html   |     1 +
 .../tables/table-41 Hedge Effects.html        |     1 +
 .../table-42 Derivatives Offsetting.html      |     1 +
 .../tables/table-43 Lease Cost Table.html     |     1 +
 .../tables/table-44 Lease Data.html           |     1 +
 .../tables/table-45 Lease Cash Flows.html     |     1 +
 .../tables/table-46 Lease Payments.html       |     1 +
 .../tables/table-47 Debt Table.html           |     1 +
 .../tables/table-48 Debt Maturity.html        |     1 +
 .../tables/table-49 Property & Equipment.html |     1 +
 .../tables/table-5 Financial Results.html     |     1 +
 .../tables/table-50 Accrued Liabilities.html  |     1 +
 .../tables/table-51 OCI Rollforward.html      |     1 +
 .../tables/table-52 AOCI Reclass.html         |     1 +
 .../tables/table-53 Income Data Table.html    |     1 +
 .../table-54 Google Segment Balances.html     |     1 +
 .../tables/table-55 Share Repurchases.html    |     1 +
 .../tables/table-56 EPS Breakdown.html        |     1 +
 .../tables/table-57 EPS Calculation.html      |     1 +
 .../tables/table-58 EPS Calculation.html      |     1 +
 .../tables/table-59 Stock Vesting.html        |     1 +
 .../tables/table-6 Revenue Breakdown.html     |     1 +
 .../tables/table-60 Revenue Breakdown.html    |     1 +
 .../tables/table-61 Income Tax Provision.html |     1 +
 .../table-62 Tax Rate Reconciliation.html     |     1 +
 .../tables/table-63 Deferred Tax Assets.html  |     1 +
 .../tables/table-64 Income Tax Payments.html  |     1 +
 .../tables/table-65 Tax Benefits.html         |     1 +
 .../tables/table-66 Alphabet Revenue.html     |     1 +
 .../tables/table-67 Long-lived Assets.html    |     1 +
 .../tables/table-68 Warranty Reserves.html    |     1 +
 .../tables/table-69 Exhibit List.html         |     1 +
 .../tables/table-7 Google Ad Changes.html     |     1 +
 .../tables/table-70 CEO Signature.html        |     1 +
 .../tables/table-71 Signatures.html           |     1 +
 .../tables/table-8 Revenue by Region.html     |     1 +
 .../tables/table-9 Cost of Revenues.html      |     1 +
 .../toc_hierarchies.json                      |    19 +
 .../chunks.json                               |  2525 +
 .../doc_nav.json                              |   119 +
 .../full.md                                   |   419 +
 .../manifest.json                             |    64 +
 .../tables/table-0 AI Compute Plans.html      |     1 +
 .../chunks.json                               |  2115 +
 .../doc_nav.json                              |   306 +
 .../full.md                                   |   420 +
 .../image-1-Revenue Forecast by Region.jpg    |   Bin 0 -> 157397 bytes
 .../image-10-Quarterly Percentage Growth.jpg  |   Bin 0 -> 20956 bytes
 .../image-11-Quarterly Growth Trend.jpg       |   Bin 0 -> 23122 bytes
 .../image-12-Quarterly Growth Trend.jpg       |   Bin 0 -> 27098 bytes
 .../image-13-Growth Trend 2025-2026.jpg       |   Bin 0 -> 23156 bytes
 ...-Quarterly Percentage Data (2025-2026).jpg |   Bin 0 -> 22947 bytes
 ...-Quarterly Percentage Data (2025-2026).jpg |   Bin 0 -> 22700 bytes
 .../image-16-Quarterly Percentage Trends.jpg  |   Bin 0 -> 24735 bytes
 .../image-17-Quarterly Growth Trend.jpg       |   Bin 0 -> 20182 bytes
 ...-Quarterly Percentage Data (2025-2026).jpg |   Bin 0 -> 25843 bytes
 ...evenue Breakdown by Region and Quarter.jpg |   Bin 0 -> 154959 bytes
 ...image-3-Quarterly Percentage Breakdown.jpg |   Bin 0 -> 117606 bytes
 ...mage-4-Quarterly Financial Performance.jpg |   Bin 0 -> 84470 bytes
 .../image-5-Quarterly Financial Growth.jpg    |   Bin 0 -> 78096 bytes
 .../image-6-Financial Growth Projection.jpg   |   Bin 0 -> 56358 bytes
 .../images/image-7-Quarterly Data Trend.jpg   |   Bin 0 -> 82491 bytes
 .../image-8-Quarterly Financial Data.jpg      |   Bin 0 -> 86676 bytes
 .../images/image-9-Quarterly Growth Trend.jpg |   Bin 0 -> 24591 bytes
 .../manifest.json                             |    71 +
 .../tables/table-0 Revenue by Region.html     |   209 +
 .../tables/table-1 Quarterly Revenue.html     |    76 +
 .../tables/table-10 Quarterly Values.html     |    30 +
 .../tables/table-11 Quarterly Values.html     |    30 +
 .../tables/table-12 Quarterly Values.html     |    30 +
 .../tables/table-13 Quarterly Values.html     |    30 +
 .../tables/table-14 Quarterly Values.html     |    30 +
 .../tables/table-15 Quarterly Values.html     |    30 +
 .../tables/table-16 Quarterly Values.html     |    30 +
 .../tables/table-17 Quarterly Values.html     |    30 +
 .../tables/table-18 Quarterly Values.html     |    30 +
 .../tables/table-19 Quarterly Values.html     |    30 +
 .../tables/table-2 Meta Revenue Data.html     |     1 +
 .../tables/table-20 Free Cash Flow.html       |     1 +
 .../tables/table-3 Segment Margins.html       |    56 +
 .../tables/table-4 Quarterly Tax Data.html    |     1 +
 .../tables/table-5 Quarterly Values.html      |    46 +
 .../tables/table-6 Quarterly Values.html      |    46 +
 .../tables/table-7 Financial Data.html        |    26 +
 .../tables/table-8 Quarterly Values.html      |    46 +
 .../tables/table-9 Quarterly Values.html      |    46 +
 .../chunks.json                               |  1083 +
 .../doc_nav.json                              |   131 +
 .../financial-meta-q1-2026-results/full.md    |   128 +
 .../manifest.json                             |    63 +
 .../tables/table-0 Q1 Financial Results.html  |     1 +
 .../tables/table-1 Q1 Financial Results.html  |     1 +
 .../tables/table-2 Balance Sheet.html         |     1 +
 .../tables/table-3 Cash Flow Statement.html   |     1 +
 .../tables/table-4 Meta Q1 Revenue.html       |     1 +
 .../tables/table-5 Revenue & Cash Flow.html   |     1 +
 .../chunks.json                               | 14047 ++++++
 .../doc_nav.json                              |   712 +
 .../images/image-1 Annual Report 2025.png     |   Bin 0 -> 524557 bytes
 .../images/image-2 Signature.jpeg             |   Bin 0 -> 23982 bytes
 .../image-3 Microsoft vs S&P 500 v.jpeg       |   Bin 0 -> 96436 bytes
 .../image-4 FSC Certification Labe.jpeg       |   Bin 0 -> 26726 bytes
 .../manifest.json                             |    96 +
 .../tables/table-1 Share Repurchases.html     |     1 +
 .../tables/table-10 Sales & Marketing.html    |     1 +
 .../tables/table-11 G&A Expenses.html         |     1 +
 .../tables/table-12 Financial Summary.html    |     1 +
 .../tables/table-13 Revenue Schedule.html     |     1 +
 .../tables/table-14 Debt Commitments.html     |     1 +
 .../tables/table-15 Risk Sensitivity.html     |     1 +
 .../tables/table-16 Revenue & Income.html     |     1 +
 .../tables/table-17 Comprehensive Income.html |     1 +
 .../tables/table-18 Balance Sheet.html        |     1 +
 .../tables/table-19 Cash Flow Statement.html  |     1 +
 .../tables/table-2 Dividend History.html      |     1 +
 .../tables/table-20 Stockholders' Equity.html |     1 +
 .../tables/table-21 EPS Data Table.html       |     1 +
 .../tables/table-22 Investment Income.html    |     1 +
 .../tables/table-23 Investment Gains.html     |     1 +
 .../tables/table-24 Investment Gains.html     |     1 +
 .../tables/table-25 Investment Table.html     |     1 +
 .../tables/table-26 Investment Summary.html   |     1 +
 .../tables/table-27 Unrealized Losses.html    |     1 +
 .../tables/table-28 Debt Securities.html      |     1 +
 .../tables/table-29 Derivative Notional.html  |     1 +
 .../tables/table-3 Stock Index Data.html      |     1 +
 .../tables/table-30 Derivative Assets.html    |     1 +
 .../tables/table-31 Derivatives by Level.html |     1 +
 .../tables/table-32 Hedging Gains_Losses.html |     1 +
 .../tables/table-33 Cash Flow Hedges.html     |     1 +
 .../tables/table-34 Property Assets.html      |     1 +
 .../tables/table-35 Purchase Price.html       |     1 +
 .../tables/table-36 Intangible Assets.html    |     1 +
 .../tables/table-37 Microsoft FY2024.html     |     1 +
 .../tables/table-38 Goodwill by Segment.html  |     1 +
 .../tables/table-39 Intangible Assets.html    |     1 +
 .../tables/table-4 Microsoft Cloud KPIs.html  |     1 +
 .../tables/table-40 Intangible Assets.html    |     1 +
 .../tables/table-41 Revenue Forecast.html     |     1 +
 .../tables/table-42 Debt Issuance Table.html  |     1 +
 .../tables/table-43 Debt Maturity.html        |     1 +
 .../tables/table-44 Income Tax Provision.html |     1 +
 .../tables/table-45 Income Before Taxes.html  |     1 +
 .../tables/table-46 Tax Rate Analysis.html    |     1 +
 .../tables/table-47 Deferred Tax Assets.html  |     1 +
 .../tables/table-48 Tax Benefits.html         |     1 +
 .../tables/table-49 Microsoft Revenue.html    |     1 +
 .../tables/table-5 Microsoft Cloud KPIs.html  |     1 +
 .../tables/table-50 Unearned Revenue.html     |     1 +
 .../tables/table-51 Lease Costs.html          |     1 +
 .../tables/table-52 Lease Cash Flows.html     |     1 +
 .../tables/table-53 Lease Data.html           |     1 +
 .../tables/table-54 Lease Payments.html       |     1 +
 .../tables/table-55 Share Repurchases.html    |     1 +
 .../tables/table-56 Share Repurchases.html    |     1 +
 .../tables/table-57 Dividend History.html     |     1 +
 .../tables/table-58 AOCI Rollforward.html     |     1 +
 .../tables/table-59 Stock Compensation.html   |     1 +
 .../tables/table-6 Microsoft Revenue.html     |     1 +
 .../tables/table-60 Dividends & Rates.html    |     1 +
 .../tables/table-61 Stock Awards.html         |     1 +
 .../tables/table-62 Share Repurchase.html     |     1 +
 .../table-63 Microsoft Segment Results.html   |     1 +
 .../tables/table-64 Revenue by Region.html    |     1 +
 .../tables/table-65 Microsoft Revenue.html    |     1 +
 .../tables/table-66 Revenue by Region.html    |     1 +
 .../tables/table-67 Deloitte Signature.html   |     1 +
 .../tables/table-68 Microsoft Board.html      |     1 +
 .../tables/table-69 Microsoft Executives.html |     1 +
 .../tables/table-7 Revenue Growth.html        |     1 +
 .../table-8 Microsoft Segment Results.html    |     1 +
 .../tables/table-9 R&D Spending 2025.html     |     1 +
 .../chunks.json                               | 39384 ++++++++++++++++
 .../doc_nav.json                              |  3684 ++
 .../financial-nvda-fy26-annual-report/full.md |  4864 ++
 .../images/image-1-NVIDIA Logo.jpg            |   Bin 0 -> 118840 bytes
 .../images/image-10-SCIENCE AI.jpg            |   Bin 0 -> 3979 bytes
 ...11-Acronyms in AI and Machine Learning.jpg |   Bin 0 -> 17685 bytes
 .../images/image-12-Stacked Server Racks.jpg  |   Bin 0 -> 43349 bytes
 .../image-13-DSX Architecture Overview.jpg    |   Bin 0 -> 240714 bytes
 .../image-14-NVIDIA CEO InferenceMAX King.jpg |   Bin 0 -> 235454 bytes
 .../image-15-NVIDIA Leads Open-Source AI.jpg  |   Bin 0 -> 60385 bytes
 ...6-Collection of decorative enamel pins.jpg |   Bin 0 -> 50861 bytes
 ...ge-17-Nemoclaw Agentic AI Architecture.jpg |   Bin 0 -> 139575 bytes
 .../image-18-Future Robotics Exhibition.jpg   |   Bin 0 -> 255944 bytes
 .../images/image-19-Signature.jpg             |   Bin 0 -> 11853 bytes
 .../images/image-2-AI Technology Stack.jpg    |   Bin 0 -> 84636 bytes
 .../image-20-Jensen Huang Presentation.jpg    |   Bin 0 -> 168019 bytes
 .../images/image-21-Poster Gallery Event.jpg  |   Bin 0 -> 103761 bytes
 ...nference At-Scale is Extreme Computing.jpg |   Bin 0 -> 40257 bytes
 .../image-23-NVIDIA GTC Event Scene.jpg       |   Bin 0 -> 119359 bytes
 ...e-24-Silhouette of Man Gazing at Earth.jpg |   Bin 0 -> 170159 bytes
 .../images/image-25-Virtual me.jpg            |   Bin 0 -> 5141 bytes
 .../images/image-26-Server Rack Hardware.jpg  |   Bin 0 -> 16078 bytes
 .../images/image-27-NVIDIA RTX 4090.jpg       |   Bin 0 -> 11813 bytes
 .../image-28-Photo of a laptop workspace.jpg  |   Bin 0 -> 11910 bytes
 ...mage-29-Automotive X-Ray Visualization.jpg |   Bin 0 -> 11353 bytes
 .../images/image-3-EINFRASTRU.jpg             |   Bin 0 -> 2512 bytes
 .../images/image-30-Growth Over Time.jpg      |   Bin 0 -> 14649 bytes
 .../image-31-Financial Returns by Period.jpg  |   Bin 0 -> 25606 bytes
 .../images/image-32-TENCH COXE.jpg            |   Bin 0 -> 1151 bytes
 .../images/image-33-Tench Coxe.jpg            |   Bin 0 -> 1501 bytes
 .../images/image-34-Financial_.jpg            |   Bin 0 -> 1467 bytes
 .../images/image-35-Governance.jpg            |   Bin 0 -> 1445 bytes
 .../images/image-36-JOHN O. DA.jpg            |   Bin 0 -> 1389 bytes
 .../images/image-37-John O. Da.jpg            |   Bin 0 -> 1483 bytes
 .../images/image-38-Jen-Hsun H.jpg            |   Bin 0 -> 1561 bytes
 .../images/image-39-Mr. Huang .jpg            |   Bin 0 -> 1353 bytes
 .../images/image-4-ENERGY --_.jpg             |   Bin 0 -> 3155 bytes
 .../images/image-40-Mr. Huang .jpg            |   Bin 0 -> 1192 bytes
 .../images/image-41-Industry &.jpg            |   Bin 0 -> 1485 bytes
 .../images/image-42-Financial_.jpg            |   Bin 0 -> 1471 bytes
 .../images/image-43-Community .jpg            |   Bin 0 -> 1494 bytes
 .../images/image-44-Emerging T.jpg            |   Bin 0 -> 1442 bytes
 .../images/image-45-Marketing,.jpg            |   Bin 0 -> 1490 bytes
 .../images/image-46-Financial .jpg            |   Bin 0 -> 1194 bytes
 .../images/image-47-Ms. Hudson.jpg            |   Bin 0 -> 1502 bytes
 .../images/image-48-Financial_.jpg            |   Bin 0 -> 1587 bytes
 .../images/image-49-Company Bo.jpg            |   Bin 0 -> 1479 bytes
 .../images/image-5-__details_.jpg             |   Bin 0 -> 3730 bytes
 .../images/image-50-Other Curr.jpg            |   Bin 0 -> 1544 bytes
 .../images/image-51-Financial .jpg            |   Bin 0 -> 1353 bytes
 .../images/image-52-Mr. Jones .jpg            |   Bin 0 -> 1184 bytes
 .../images/image-53-Industry &.jpg            |   Bin 0 -> 1482 bytes
 .../images/image-54-Financial_.jpg            |   Bin 0 -> 1454 bytes
 .../images/image-55-Governance.jpg            |   Bin 0 -> 1520 bytes
 .../images/image-56-Emerging T.jpg            |   Bin 0 -> 1441 bytes
 .../images/image-57-### A. BRO.jpg            |   Bin 0 -> 1561 bytes
 .../images/image-58-Senior Lea.jpg            |   Bin 0 -> 1464 bytes
 .../images/image-59-Financial_.jpg            |   Bin 0 -> 1462 bytes
 .../images/image-6-CHATBOTS E.jpg             |   Bin 0 -> 4146 bytes
 .../images/image-60-Governance.jpg            |   Bin 0 -> 1446 bytes
 .../images/image-61-Company Bo.jpg            |   Bin 0 -> 1474 bytes
 .../images/image-62-AARTI SHAH.jpg            |   Bin 0 -> 1601 bytes
 .../images/image-63-Aarti Shah.jpg            |   Bin 0 -> 1350 bytes
 .../images/image-64-Dr. Shah b.jpg            |   Bin 0 -> 1457 bytes
 .../images/image-65-Industry &.jpg            |   Bin 0 -> 1432 bytes
 .../images/image-66-Governance.jpg            |   Bin 0 -> 1580 bytes
 .../images/image-67-Emerging T.jpg            |   Bin 0 -> 1449 bytes
 .../images/image-68-Marketing,.jpg            |   Bin 0 -> 1443 bytes
 .../images/image-69-Committees.jpg            |   Bin 0 -> 1352 bytes
 .../images/image-7-ROBOTAXI S.jpg             |   Bin 0 -> 3244 bytes
 .../images/image-70-#### Indep.jpg            |   Bin 0 -> 1166 bytes
 .../images/image-71-Mr. Steven.jpg            |   Bin 0 -> 1504 bytes
 .../images/image-72-Financial_.jpg            |   Bin 0 -> 1496 bytes
 ...ge-73-Compensation Structure Breakdown.jpg |   Bin 0 -> 14399 bytes
 ...ge-74-Compensation Structure Breakdown.jpg |   Bin 0 -> 14293 bytes
 ...age-75-Executive Compensation Timeline.jpg |   Bin 0 -> 64047 bytes
 .../image-76-NVIDIA Salary Percentiles.jpg    |   Bin 0 -> 20189 bytes
 .../image-77-NVIDIA vs Percentile Data.jpg    |   Bin 0 -> 21654 bytes
 .../images/image-78-NEO CAP versus TSR.jpg    |   Bin 0 -> 62737 bytes
 .../images/image-79-NEO CAP vs Income.jpg     |   Bin 0 -> 76940 bytes
 .../images/image-8-ENTERPRISE.jpg             |   Bin 0 -> 3405 bytes
 .../images/image-80-Effect of .jpg            |   Bin 0 -> 8185 bytes
 .../images/image-81-### Delinq.jpg            |   Bin 0 -> 4973 bytes
 .../images/image-82-ANNUAL REP.jpg            |   Bin 0 -> 2618 bytes
 .../images/image-83-NVIDIA Stock Growth.jpg   |   Bin 0 -> 56955 bytes
 .../images/image-9-AI AGENTS .jpg             |   Bin 0 -> 3464 bytes
 .../manifest.json                             |   467 +
 .../tables/table-0 GPU Cloud Growth.html      |    51 +
 .../tables/table-1 NVIDIA Definitions.html    |     1 +
 .../tables/table-10 Performance Payouts.html  |     1 +
 .../tables/table-100 Income Before Tax.html   |     1 +
 .../tables/table-101 Tax Rate Breakdown.html  |     1 +
 .../tables/table-102 Tax Rate Analysis.html   |     1 +
 .../tables/table-103 Income Tax Paid.html     |     1 +
 .../tables/table-104 Deferred Tax Assets.html |     1 +
 .../tables/table-105 Tax Positions.html       |     1 +
 .../tables/table-106 Segment Revenue.html     |     1 +
 .../tables/table-107 Income Breakdown.html    |     1 +
 .../tables/table-108 Revenue by Region.html   |     1 +
 .../tables/table-109 NVIDIA Revenue.html      |     1 +
 .../tables/table-11 Proxy Voting.html         |     1 +
 .../tables/table-110 Long-lived assets.html   |     1 +
 .../tables/table-111 Lease Obligations.html   |     1 +
 .../tables/table-112 Lease Cash Flows.html    |     1 +
 .../tables/table-113 Allowance Changes.html   |     1 +
 .../tables/table-114 Exhibit Index.html       |     1 +
 .../tables/table-115 Signatures.html          |     1 +
 .../tables/table-12 Proposal Voting.html      |     1 +
 .../tables/table-13 NVIDIA Board.html         |     1 +
 .../tables/table-14 Board Skills Matrix.html  |     1 +
 .../tables/table-15 Director Profile.html     |     1 +
 .../tables/table-16 Director Profile.html     |     1 +
 .../tables/table-17 Director Profile.html     |     1 +
 .../table-18 Leadership & Operations.html     |     1 +
 .../tables/table-19 Director Profile.html     |     1 +
 .../tables/table-2 Revenue Growth.html        |     1 +
 .../table-20 Leadership & Governance.html     |     1 +
 .../tables/table-21 Director Profile.html     |     1 +
 .../tables/table-22 Director Profile.html     |     1 +
 .../tables/table-23 Board Risk Oversight.html |     1 +
 .../tables/table-24 Board Oversight.html      |     1 +
 .../table-25 Director Compensation.html       |     1 +
 .../tables/table-26 RSU Holdings Table.html   |     1 +
 .../tables/table-27 Beneficial Ownership.html |     1 +
 .../table-28 Compensation Breakdown.html      |    26 +
 .../tables/table-29 Compensation Mix.html     |    30 +
 .../tables/table-3 NVIDIA Revenue.html        |     1 +
 .../tables/table-30 Fiscal 2026 Goals.html    |     1 +
 .../tables/table-31 Tech Companies.html       |     1 +
 .../tables/table-32 Percentile Values.html    |    26 +
 .../tables/table-33 NVIDIA Value Data.html    |    26 +
 .../tables/table-34 NEO Compensation.html     |     1 +
 .../tables/table-35 Compensation Plans.html   |     1 +
 .../tables/table-36 Compensation Plan.html    |     1 +
 .../tables/table-37 Performance Payouts.html  |     1 +
 .../tables/table-38 CEO Pay Summary.html      |     1 +
 .../tables/table-39 EVP CFO Pay.html          |     1 +
 .../tables/table-4 Returns by Period.html     |    22 +
 .../tables/table-40 EVP Compensation.html     |     1 +
 .../tables/table-41 EVP Compensation.html     |     1 +
 .../tables/table-42 Executive Pay.html        |     1 +
 .../tables/table-43 Non-GAAP Income.html      |     1 +
 .../table-44 Executive Compensation.html      |     1 +
 .../tables/table-45 PSU Awards Table.html     |     1 +
 .../table-46 Executive Compensation.html      |     1 +
 .../tables/table-47 Stock Awards.html         |     1 +
 .../tables/table-48 Stock Vesting Data.html   |     1 +
 .../tables/table-49 Unvested RSUs_PSUs.html   |     1 +
 .../tables/table-5 Dividend & Buyback.html    |    26 +
 .../tables/table-50 SY PSU Grants.html        |     1 +
 .../tables/table-51 MY PSU Grants 2024.html   |     1 +
 .../table-52 CEO Pay & Performance.html       |     1 +
 .../tables/table-53 CEO Compensation.html     |     1 +
 .../tables/table-54 Non-CEO NEO Pay.html      |     1 +
 .../tables/table-55 Financial Metrics.html    |     1 +
 .../tables/table-56 NVIDIA CEO Pay.html       |    48 +
 .../tables/table-57 CEO Pay & Income.html     |    48 +
 .../tables/table-58 Fee Breakdown.html        |     1 +
 .../tables/table-59 Equity Plan Table.html    |     1 +
 .../tables/table-6 Proxy Voting Items.html    |     1 +
 .../tables/table-60 Nvidia Executives.html    |     1 +
 .../tables/table-61 Stock Buyback.html        |     1 +
 .../tables/table-62 NVIDIA Stock Growth.html  |    48 +
 .../tables/table-63 Stock Performance.html    |     1 +
 .../tables/table-64 Financial Results.html    |     1 +
 .../tables/table-65 Income Statement.html     |     1 +
 .../tables/table-66 Revenue Growth.html       |     1 +
 .../tables/table-67 Revenue Growth.html       |     1 +
 .../tables/table-68 Operating Expenses.html   |     1 +
 .../tables/table-69 Other Income.html         |     1 +
 .../tables/table-7 Board of Directors.html    |     1 +
 .../tables/table-70 Cash & Securities.html    |     1 +
 .../tables/table-71 Cash Flow Table.html      |     1 +
 .../tables/table-72 Debt Maturity.html        |     1 +
 .../tables/table-73 Stock Sale Plans.html     |     1 +
 .../tables/table-74 Income Statement.html     |     1 +
 .../tables/table-75 Comprehensive Income.html |     1 +
 .../tables/table-76 Balance Sheet.html        |     1 +
 .../tables/table-77 Equity Changes.html       |     1 +
 .../tables/table-78 Cash Flow Statement.html  |     1 +
 .../tables/table-79 Cost Breakdown.html       |     1 +
 .../tables/table-8 Board Skills Matrix.html   |     1 +
 .../tables/table-80 Equity Awards.html        |     1 +
 .../tables/table-81 ESPP Option Data.html     |     1 +
 .../tables/table-82 RSU_PSU Activity.html     |     1 +
 .../tables/table-83 EPS Data.html             |     1 +
 .../tables/table-84 Intangible Assets.html    |     1 +
 .../tables/table-85 Amortization Expense.html |     1 +
 .../tables/table-86 Debt Securities.html      |     1 +
 .../tables/table-87 Fair Value Table.html     |     1 +
 .../tables/table-88 Debt Securities.html      |     1 +
 .../tables/table-89 Debt Maturity.html        |     1 +
 .../tables/table-9 Performance Goals.html     |     1 +
 .../tables/table-90 Equity Securities.html    |     1 +
 .../tables/table-91 Inventory Data.html       |     1 +
 .../tables/table-92 Property & Equipment.html |     1 +
 .../tables/table-93 Current Liabilities.html  |     1 +
 .../table-94 Long-Term Liabilities.html       |     1 +
 .../tables/table-95 Deferred Revenue.html     |     1 +
 .../tables/table-96 Hedge Values.html         |     1 +
 .../tables/table-97 Debt Notes Table.html     |     1 +
 .../table-98 Restructuring Reserve.html       |     1 +
 .../tables/table-99 Income Tax Expense.html   |     1 +
 .../toc_hierarchies.json                      |    64 +
 .../chunks.json                               |  1151 +
 .../doc_nav.json                              |   132 +
 .../full.md                                   |   135 +
 .../manifest.json                             |    64 +
 .../tables/table-0 Q1 FY27 Results.html       |     1 +
 .../tables/table-1 Q1 FY27 Results.html       |     1 +
 .../tables/table-2 Revenue Growth.html        |     1 +
 .../tables/table-3 Data Center Revenue.html   |     1 +
 .../tables/table-4 Non-GAAP Financials.html   |     1 +
 .../tables/table-5 Financial Data.html        |     1 +
 .../tables/table-6 Cost Data Table.html       |     1 +
 .../tables/table-7 Q2 FY27 Outlook.html       |     1 +
 .../chunks.json                               |  3912 ++
 .../doc_nav.json                              |   317 +
 .../full.md                                   |   443 +
 .../images/image-1-Thanks, Co.jpg             |   Bin 0 -> 1369 bytes
 .../images/image-10-Analyst, B.jpg            |   Bin 0 -> 1243 bytes
 .../images/image-11-And so for.jpg            |   Bin 0 -> 1368 bytes
 .../images/image-12-Analyst, G.jpg            |   Bin 0 -> 1169 bytes
 .../images/image-13-In terms o.jpg            |   Bin 0 -> 1378 bytes
 .../images/image-14-Analyst, T.jpg            |   Bin 0 -> 1208 bytes
 .../images/image-2-Analyst, M.jpg             |   Bin 0 -> 1186 bytes
 .../images/image-3-And as you.jpg             |   Bin 0 -> 1382 bytes
 .../images/image-4-This secon.jpg             |   Bin 0 -> 1377 bytes
 .../images/image-5-Analyst, C.jpg             |   Bin 0 -> 1214 bytes
 .../images/image-6-Let me go .jpg             |   Bin 0 -> 1375 bytes
 .../images/image-7-So, we're .jpg             |   Bin 0 -> 1371 bytes
 .../images/image-8-Hi, guys. .jpg             |   Bin 0 -> 1207 bytes
 .../images/image-9-Co-Founder.jpg             |   Bin 0 -> 1373 bytes
 .../manifest.json                             |    84 +
 .../chunks.json                               |  1417 +
 .../doc_nav.json                              |   224 +
 .../full.md                                   |   210 +
 .../image-1-Financial Growth Comparison.jpg   |   Bin 0 -> 41505 bytes
 ...mage-10-Dividends vs Share Repurchases.jpg |   Bin 0 -> 45689 bytes
 .../image-11-Abstract Green Wave Design.jpg   |   Bin 0 -> 183056 bytes
 .../image-2-Q1 FY26 vs Q1 FY27 Revenue.jpg    |   Bin 0 -> 39357 bytes
 .../image-3-Financial Growth Comparison.jpg   |   Bin 0 -> 39423 bytes
 .../images/image-4-Q1 FY26 vs Q1 FY27.jpg     |   Bin 0 -> 37490 bytes
 .../images/image-5-Q1 FY26 vs Q1 FY27.jpg     |   Bin 0 -> 36832 bytes
 .../images/image-6-GAAP Revenue Growth.jpg    |   Bin 0 -> 43665 bytes
 .../image-7-Non-GAAP Revenue Growth.jpg       |   Bin 0 -> 43938 bytes
 .../image-8-GAAP vs Non-GAAP Comparison.jpg   |   Bin 0 -> 49234 bytes
 .../image-9-Financial Growth Comparison.jpg   |   Bin 0 -> 36801 bytes
 .../manifest.json                             |    65 +
 .../tables/table-0 Revenue Forecast.html      |    18 +
 .../tables/table-1 Revenue Forecast.html      |    18 +
 .../tables/table-10 Q1 FY27 Results.html      |     1 +
 .../tables/table-11 Q2 FY27 Guidance.html     |     1 +
 .../tables/table-12 Q1 FY27 GAAP.html         |     1 +
 .../tables/table-13 Q1 FY26 Financials.html   |     1 +
 .../tables/table-14 Q2 FY27 Outlook.html      |     1 +
 .../tables/table-15 Free Cash Flow.html       |     1 +
 .../tables/table-2 Revenue Forecast.html      |    18 +
 .../tables/table-3 Quarterly Values.html      |    18 +
 .../tables/table-4 Quarterly Values.html      |    18 +
 .../tables/table-5 Revenue Forecast.html      |    18 +
 .../tables/table-6 Revenue Forecast.html      |    18 +
 .../tables/table-7 Revenue Forecast.html      |    18 +
 .../tables/table-8 Dividends & Buybacks.html  |    21 +
 .../tables/table-9 Q1 FY27 Results.html       |     1 +
 .../chunks.json                               |  8228 ++++
 .../doc_nav.json                              |   804 +
 .../financial-nvda-q1-fy27-results/full.md    |  1059 +
 .../images/image-1-\342\230\222 QUARTERL.jpg" |   Bin 0 -> 2333 bytes
 .../images/image-2-The Nasdaq.jpg             |   Bin 0 -> 842 bytes
 .../images/image-3-Indicate b.jpg             |   Bin 0 -> 799 bytes
 .../images/image-4-Large acce.jpg             |   Bin 0 -> 789 bytes
 .../images/image-5-Accelerate.jpg             |   Bin 0 -> 798 bytes
 .../images/image-6-Non-accele.jpg             |   Bin 0 -> 796 bytes
 .../manifest.json                             |   142 +
 .../tables/table-0 Financial Report.html      |     1 +
 .../tables/table-1 Financial Results.html     |     1 +
 .../tables/table-10 Amortization Expense.html |     1 +
 .../tables/table-11 Debt Securities.html      |     1 +
 .../tables/table-12 Fair Value Table.html     |     1 +
 .../tables/table-13 Debt Securities.html      |     1 +
 .../tables/table-14 Debt Maturity.html        |     1 +
 .../tables/table-15 Equity Securities.html    |     1 +
 .../tables/table-16 Inventory Data.html       |     1 +
 .../tables/table-17 Accrued Liabilities.html  |     1 +
 .../table-18 Long-Term Liabilities.html       |     1 +
 .../tables/table-19 Deferred Revenue.html     |     1 +
 .../tables/table-2 Comprehensive Income.html  |     1 +
 .../tables/table-20 Hedge Designation.html    |     1 +
 .../tables/table-21 Debt Notes Table.html     |     1 +
 .../tables/table-22 Balance Changes.html      |     1 +
 .../tables/table-23 Segment Revenue.html      |     1 +
 .../tables/table-24 Income Statement.html     |     1 +
 .../tables/table-25 Revenue by Region.html    |     1 +
 .../tables/table-26 Revenue by Market.html    |     1 +
 .../tables/table-27 Lease Obligations.html    |     1 +
 .../tables/table-28 Lease Cash Flows.html     |     1 +
 .../tables/table-29 Quarterly Financials.html |     1 +
 .../tables/table-3 Balance Sheet.html         |     1 +
 .../tables/table-30 Revenue by Market.html    |     1 +
 .../tables/table-31 Revenue Analysis.html     |     1 +
 .../tables/table-32 Revenue Growth.html       |     1 +
 .../tables/table-33 Revenue Growth.html       |     1 +
 .../tables/table-34 Operating Expenses.html   |     1 +
 .../tables/table-35 Other Income.html         |     1 +
 .../tables/table-36 Cash and Securities.html  |     1 +
 .../tables/table-37 Cash Flow Data.html       |     1 +
 .../tables/table-38 Debt Maturity.html        |     1 +
 .../tables/table-39 Stock Buyback.html        |     1 +
 .../tables/table-4 Shareholders' Equity.html  |     1 +
 .../tables/table-40 Stock Sale Plans.html     |     1 +
 .../tables/table-41 Exhibit List.html         |     1 +
 .../tables/table-5 Cash Flow Statement.html   |     1 +
 .../tables/table-6 Cost Breakdown.html        |     1 +
 .../tables/table-7 Stock Grant Activity.html  |     1 +
 .../tables/table-8 EPS Data Table.html        |     1 +
 .../tables/table-9 Intangible Assets.html     |     1 +
 .../toc_hierarchies.json                      |    17 +
 .../chunks.json                               |  5285 +++
 .../doc_nav.json                              |   425 +
 .../full.md                                   |   527 +
 .../images/image-1-We will no.jpg             |   Bin 0 -> 1369 bytes
 .../images/image-10-Hi, guys. .jpg            |   Bin 0 -> 1203 bytes
 .../images/image-11-It's too e.jpg            |   Bin 0 -> 1370 bytes
 .../images/image-12-Analyst, C.jpg            |   Bin 0 -> 1193 bytes
 .../images/image-13-For the Da.jpg            |   Bin 0 -> 1371 bytes
 .../image-14-Every \342\200\223 th.jpg"       |   Bin 0 -> 1354 bytes
 .../images/image-15-Analyst, N.jpg            |   Bin 0 -> 1200 bytes
 .../images/image-16-And one of.jpg            |   Bin 0 -> 1368 bytes
 .../images/image-17-Analyst, E.jpg            |   Bin 0 -> 1227 bytes
 .../images/image-18-And then l.jpg            |   Bin 0 -> 1361 bytes
 .../images/image-19-Yeah. Than.jpg            |   Bin 0 -> 1183 bytes
 .../images/image-2-Analyst, B.jpg             |   Bin 0 -> 1216 bytes
 .../images/image-20-So, thanks.jpg            |   Bin 0 -> 1378 bytes
 .../images/image-21-Thank you .jpg            |   Bin 0 -> 1222 bytes
 .../images/image-3-I am confi.jpg             |   Bin 0 -> 1362 bytes
 .../images/image-4-Analyst, M.jpg             |   Bin 0 -> 1214 bytes
 .../images/image-5-Our ecosys.jpg             |   Bin 0 -> 1369 bytes
 .../images/image-6-Good after.jpg             |   Bin 0 -> 1209 bytes
 .../images/image-7-We're also.jpg             |   Bin 0 -> 1370 bytes
 .../images/image-8-Analyst, C.jpg             |   Bin 0 -> 1205 bytes
 .../images/image-9-With respe.jpg             |   Bin 0 -> 1362 bytes
 .../manifest.json                             |    92 +
 .../chunks.json                               |  1301 +
 .../doc_nav.json                              |   153 +
 .../full.md                                   |   458 +
 .../image-1-Attention Mechanism Process.jpg   |   Bin 0 -> 21937 bytes
 ...e-10-Attention Mechanism Visualization.jpg |   Bin 0 -> 25953 bytes
 ...ge-11-Transformer Encoder Architecture.jpg |   Bin 0 -> 41229 bytes
 .../image-2-Attention Matrix Heatmap.jpg      |   Bin 0 -> 26710 bytes
 .../images/image-3-Word Alignment Matrix.jpg  |   Bin 0 -> 18131 bytes
 ...age-4-Transformer Architecture Diagram.jpg |   Bin 0 -> 25178 bytes
 .../images/image-5-Heatmap Visualization.jpg  |   Bin 0 -> 56322 bytes
 .../images/image-6-Heatmap Visualization.jpg  |   Bin 0 -> 30651 bytes
 .../images/image-7-Heatmap Visualization.jpg  |   Bin 0 -> 22458 bytes
 .../images/image-8-$$ _detail.jpg             |   Bin 0 -> 6542 bytes
 .../images/image-9-E --_ G[_K.jpg             |   Bin 0 -> 9871 bytes
 .../manifest.json                             |    62 +
 .../tables/table-0 Attention Matrix.html      |    69 +
 .../tables/table-1 EEA Agreement.html         |    70 +
 .../tables/table-2 Constant Matrix.html       |   201 +
 .../tables/table-3 Low Values Table.html      |   139 +
 .../tables/table-4 Color Pattern Table.html   |   158 +
 .../tables/table-5 BERT Embeddings.html       |     1 +
 .../chunks.json                               |  2186 +
 .../doc_nav.json                              |   447 +
 .../full.md                                   |   658 +
 .../image-1-Housing Prices Scatter Plot.jpg   |   Bin 0 -> 11300 bytes
 .../images/image-10-Movie Rank.jpg            |   Bin 0 -> 2883 bytes
 .../images/image-11-user_127 _.jpg            |   Bin 0 -> 2165 bytes
 .../images/image-12-_details_ .jpg            |   Bin 0 -> 1929 bytes
 .../images/image-13-_summary_n.jpg            |   Bin 0 -> 2634 bytes
 .../image-14-Loss Functions Comparison.jpg    |   Bin 0 -> 16704 bytes
 .../image-15-Exponential Functions Graph.jpg  |   Bin 0 -> 10793 bytes
 .../images/image-2-__details_.jpg             |   Bin 0 -> 9375 bytes
 .../images/image-3-graph LR _.jpg             |   Bin 0 -> 8368 bytes
 .../images/image-4-Image Type_ Photo.jpg      |   Bin 0 -> 60878 bytes
 .../images/image-5-Visual Data Grid.jpg       |   Bin 0 -> 119414 bytes
 .../images/image-6-Grid of nu.jpg             |   Bin 0 -> 3632 bytes
 .../images/image-7-_details_ .jpg             |   Bin 0 -> 4427 bytes
 .../images/image-8-Coffee mug.jpg             |   Bin 0 -> 2789 bytes
 .../images/image-9-Newspaper .jpg             |   Bin 0 -> 2763 bytes
 .../manifest.json                             |   103 +
 .../tables/table-0 Housing Data.html          |     1 +
 .../tables/table-1 House Price Data.html      |    94 +
 .../tables/table-2 Loss Functions.html        |    42 +
 .../tables/table-3 Data Table.html            |    34 +
 .../stem-jurafsky-transformers/chunks.json    |  4362 ++
 .../stem-jurafsky-transformers/doc_nav.json   |   300 +
 .../stem-jurafsky-transformers/full.md        |  1364 +
 ...ansformer Encoder Architecture Diagram.jpg |   Bin 0 -> 33126 bytes
 .../image-10-Attention Mechanism Process.jpg  |   Bin 0 -> 91348 bytes
 .../images/image-11-$$ _detail.jpg            |   Bin 0 -> 6361 bytes
 .../images/image-12-__details_.jpg            |   Bin 0 -> 10228 bytes
 ...mage-13-Transformer Block Architecture.jpg |   Bin 0 -> 34066 bytes
 ...ge-14-Language Model Head Architecture.jpg |   Bin 0 -> 57576 bytes
 ...ge-15-Transformer Architecture Diagram.jpg |   Bin 0 -> 82154 bytes
 ...ransformer Language Model Architecture.jpg |   Bin 0 -> 109648 bytes
 ...ention Mechanism Matrix Multiplication.jpg |   Bin 0 -> 20207 bytes
 ...ge-18-Pretrained Weights Decomposition.jpg |   Bin 0 -> 17397 bytes
 .../image-19-Prefix matching and copying.jpg  |   Bin 0 -> 15070 bytes
 ...age-2-Transformer Architecture Diagram.jpg |   Bin 0 -> 84211 bytes
 .../image-3-Self-Attention Visualization.jpg  |   Bin 0 -> 37010 bytes
 .../image-4-Self-Attention Layer Diagram.jpg  |   Bin 0 -> 23545 bytes
 ...age-5-Self-Attention Mechanism Process.jpg |   Bin 0 -> 78423 bytes
 ...image-6-Multi-Head Attention Mechanism.jpg |   Bin 0 -> 69112 bytes
 ...image-7-Transformer Block Architecture.jpg |   Bin 0 -> 32130 bytes
 ...ge-8-Diagram of Token Residual Streams.jpg |   Bin 0 -> 14453 bytes
 .../images/image-9-N x N Grid Structure.jpg   |   Bin 0 -> 13705 bytes
 .../stem-jurafsky-transformers/manifest.json  |    80 +
 .../tables/table-0 Self-Attention.html        |   106 +
 .../tables/table-1 Causal Attention Mask.html |     1 +
 .../tables/table-3 .html                      |     8 +
 .../tables/table-4 .html                      |     8 +
 .../chunks.json                               |  6120 +++
 .../doc_nav.json                              |   756 +
 .../full.md                                   |  4426 ++
 .../images/image-1-_- Events_.jpg             |   Bin 0 -> 5062 bytes
 .../images/image-10-PROPOSITIO.jpg            |   Bin 0 -> 853 bytes
 .../images/image-11-Step Function Graph.jpg   |   Bin 0 -> 59546 bytes
 .../images/image-12-PROOF. We .jpg            |   Bin 0 -> 853 bytes
 .../images/image-13-Thus plugg.jpg            |   Bin 0 -> 835 bytes
 .../images/image-14-DEFINITION.jpg            |   Bin 0 -> 854 bytes
 .../images/image-15-$$ _- Summ.jpg            |   Bin 0 -> 873 bytes
 .../images/image-16-$$ PROPOSI.jpg            |   Bin 0 -> 858 bytes
 ...-17-Standard Normal Distribution Curve.jpg |   Bin 0 -> 13394 bytes
 ...-18-Standard Normal Distribution Graph.jpg |   Bin 0 -> 12948 bytes
 .../image-19-Normal Distribution Curve.jpg    |   Bin 0 -> 16019 bytes
 .../images/image-2-- $A _cup .jpg             |   Bin 0 -> 5538 bytes
 .../images/image-20-PROOF. To .jpg            |   Bin 0 -> 853 bytes
 .../images/image-21-Graph of Inequality.jpg   |   Bin 0 -> 15988 bytes
 .../image-22-Linear Inequality Region.jpg     |   Bin 0 -> 17366 bytes
 .../images/image-23-Graph of Inequality.jpg   |   Bin 0 -> 16580 bytes
 .../images/image-24-$$ _- Exam.jpg            |   Bin 0 -> 858 bytes
 .../images/image-25-Linear Function Graph.jpg |   Bin 0 -> 16290 bytes
 .../images/image-26-(b) If $X .jpg            |   Bin 0 -> 838 bytes
 .../image-27-Scatter Plot with Trend Line.jpg |   Bin 0 -> 21473 bytes
 .../images/image-3-- $A _cap .jpg             |   Bin 0 -> 4725 bytes
 .../images/image-4-- $A^c$ is.jpg             |   Bin 0 -> 5225 bytes
 .../images/image-5-- Can exte.jpg             |   Bin 0 -> 5168 bytes
 .../images/image-6-\342\200\242 Example1.jpg" |   Bin 0 -> 4914 bytes
 .../images/image-7-\342\200\242 Example1.jpg" |   Bin 0 -> 4892 bytes
 .../images/image-8-\342\200\242 Example1.jpg" |   Bin 0 -> 4983 bytes
 .../images/image-9-\342\200\242 Example1.jpg" |   Bin 0 -> 5379 bytes
 .../manifest.json                             |   146 +
 .../tables/table-0 Income by Gender.html      |     1 +
 .../tables/table-1 Data Table.html            |    34 +
 .../tables/table-10 Joint Probability.html    |     1 +
 .../tables/table-11 Linear Data Table.html    |    78 +
 .../tables/table-2 Symmetric Data.html        |    62 +
 .../tables/table-3 Z and CDF Table.html       |    18 +
 .../tables/table-4 Normal Distribution.html   |    42 +
 .../tables/table-5 Table of Pairs.html        |     1 +
 .../table-6 Joint Probability Table.html      |     1 +
 .../tables/table-7 Linear Data Table.html     |    34 +
 .../tables/table-8 Data Table.html            |    14 +
 .../tables/table-9 Linear Data Table.html     |    34 +
 .../toc_hierarchies.json                      |    54 +
 .../stem-statistical-learning/chunks.json     |  6257 +++
 .../stem-statistical-learning/doc_nav.json    |   559 +
 .../stem-statistical-learning/full.md         |  2427 +
 ...-1-Support Vector Margin Visualization.jpg |   Bin 0 -> 37312 bytes
 .../images/image-10-This motiv.jpg            |   Bin 0 -> 4379 bytes
 .../images/image-11-$$ 5.1 Usi.jpg            |   Bin 0 -> 869 bytes
 .../images/image-2-Propositio.jpg             |   Bin 0 -> 842 bytes
 .../images/image-3-$$ # Chapt.jpg             |   Bin 0 -> 847 bytes
 .../images/image-4-From this .jpg             |   Bin 0 -> 846 bytes
 .../images/image-5-$$ We woul.jpg             |   Bin 0 -> 802 bytes
 .../images/image-6-Let $Z = (.jpg             |   Bin 0 -> 8451 bytes
 .../images/image-7-Z2 --_ Z3 .jpg             |   Bin 0 -> 7701 bytes
 .../images/image-8-Example 4..jpg             |   Bin 0 -> 7039 bytes
 .../images/image-9-$$ For a D.jpg             |   Bin 0 -> 4347 bytes
 .../stem-statistical-learning/manifest.json   |   130 +
 .../toc_hierarchies.json                      |    79 +
 .../services/demo/official_library_catalog.py |   359 +
 apps/api/app/services/demo/source_catalog.py  |   226 +-
 apps/api/scripts/validate_demo_documents.py   |    80 +
 .../contract/test_demo_documents_contract.py  |    31 +
 748 files changed, 172997 insertions(+), 7 deletions(-)
 create mode 100644 apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/chunks.json
 create mode 100644 apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/doc_nav.json
 create mode 100644 apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/full.md
 create mode 100644 apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/images/image-1-Alibaba.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/images/image-2-### (vii) .jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/manifest.json
 create mode 100644 apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-0 Financial Results.html
 create mode 100644 apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-1 Alibaba Revenue.html
 create mode 100644 apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-10 Board of Directors.html
 create mode 100644 apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-11 Shareholding Table.html
 create mode 100644 apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-12 Shareholder Holdings.html
 create mode 100644 apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-13 RSU Grant Summary.html
 create mode 100644 apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-14 Share Options Table.html
 create mode 100644 apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-15 RSU Activity Report.html
 create mode 100644 apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-16 RSU Grant Details.html
 create mode 100644 apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-17 Share Repurchase.html
 create mode 100644 apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-18 Notes Proceeds Use.html
 create mode 100644 apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-19 Interim Report.html
 create mode 100644 apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-2 Alibaba EBITA.html
 create mode 100644 apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-20 Alibaba Financials.html
 create mode 100644 apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-21 Income Statement.html
 create mode 100644 apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-22 Balance Sheet Data.html
 create mode 100644 apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-23 Equity Summary.html
 create mode 100644 apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-24 Equity Changes.html
 create mode 100644 apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-25 Cash Flow Statement.html
 create mode 100644 apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-26 Financial Data.html
 create mode 100644 apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-27 Alibaba Revenue.html
 create mode 100644 apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-28 Revenue Breakdown.html
 create mode 100644 apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-29 Tax Expense Data.html
 create mode 100644 apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-3 Costs & Expenses.html
 create mode 100644 apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-30 Cost Breakdown.html
 create mode 100644 apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-31 EPS Data Table.html
 create mode 100644 apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-32 Investment Summary.html
 create mode 100644 apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-33 Fair Value Table.html
 create mode 100644 apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-34 Fair Value Table.html
 create mode 100644 apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-35 Balance Change.html
 create mode 100644 apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-36 Fair Value Change.html
 create mode 100644 apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-37 Intangible Assets.html
 create mode 100644 apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-38 Alibaba Segment Assets.html
 create mode 100644 apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-39 Financial Liabilities.html
 create mode 100644 apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-4 Share-based Compensation.html
 create mode 100644 apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-40 Cloud Revenue Growth.html
 create mode 100644 apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-41 Alibaba Segment Results.html
 create mode 100644 apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-42 Financial Results.html
 create mode 100644 apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-43 Depreciation by Segment.html
 create mode 100644 apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-44 Accounts Receivable.html
 create mode 100644 apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-45 Accounts Payable.html
 create mode 100644 apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-46 IFRS Adjustments.html
 create mode 100644 apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-47 GAAP to IFRS.html
 create mode 100644 apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-48 GAAP to IFRS.html
 create mode 100644 apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-49 GAAP to IFRS Reconciliation.html
 create mode 100644 apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-5 Equity Investee Results.html
 create mode 100644 apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-6 Financial Results.html
 create mode 100644 apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-7 Non-GAAP Net Income.html
 create mode 100644 apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-8 Earnings per Share.html
 create mode 100644 apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-9 Free Cash Flow.html
 create mode 100644 apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/toc_hierarchies.json
 create mode 100644 apps/api/app/data/demo_documents/financial-goog-10-k-2025/chunks.json
 create mode 100644 apps/api/app/data/demo_documents/financial-goog-10-k-2025/doc_nav.json
 create mode 100644 apps/api/app/data/demo_documents/financial-goog-10-k-2025/full.md
 create mode 100644 apps/api/app/data/demo_documents/financial-goog-10-k-2025/images/image-1-Stock Performance Comparison.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-goog-10-k-2025/images/image-2-Stock Performance Comparison (2020-2025).jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-goog-10-k-2025/manifest.json
 create mode 100644 apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-0 Stock & Note Listings.html
 create mode 100644 apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-1 Filer Status.html
 create mode 100644 apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-10 R&D Expenses.html
 create mode 100644 apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-11 Sales Expenses.html
 create mode 100644 apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-12 Expense Analysis.html
 create mode 100644 apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-13 Alphabet Income.html
 create mode 100644 apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-14 Other Income_Expense.html
 create mode 100644 apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-15 Tax Data Table.html
 create mode 100644 apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-16 Cash Flow Table.html
 create mode 100644 apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-17 Foreign Currency Risk.html
 create mode 100644 apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-18 Interest Rate Risk.html
 create mode 100644 apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-19 Financial Index.html
 create mode 100644 apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-2 Share Repurchase.html
 create mode 100644 apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-20 Loss Contingencies.html
 create mode 100644 apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-21 Balance Sheet.html
 create mode 100644 apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-22 Financial Data.html
 create mode 100644 apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-23 Comprehensive Income.html
 create mode 100644 apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-24 Stockholders' Equity.html
 create mode 100644 apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-25 Cash Flow Statement.html
 create mode 100644 apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-26 Google Revenue.html
 create mode 100644 apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-27 Revenue Breakdown.html
 create mode 100644 apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-28 Fair Value Table.html
 create mode 100644 apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-29 Fair Value Table.html
 create mode 100644 apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-3 Alphabet Stock vs Indexes.html
 create mode 100644 apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-30 Debt Maturity.html
 create mode 100644 apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-31 Investment Summary.html
 create mode 100644 apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-32 Investment Summary.html
 create mode 100644 apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-33 Investment Securities.html
 create mode 100644 apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-34 Investment Securities.html
 create mode 100644 apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-35 Debt Securities P&L.html
 create mode 100644 apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-36 Non-marketable securities.html
 create mode 100644 apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-37 Equity Securities.html
 create mode 100644 apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-38 Derivatives Table.html
 create mode 100644 apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-39 Derivatives Table.html
 create mode 100644 apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-4 Alphabet vs S&P 500.html
 create mode 100644 apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-40 Hedge Gains_Losses.html
 create mode 100644 apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-41 Hedge Effects.html
 create mode 100644 apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-42 Derivatives Offsetting.html
 create mode 100644 apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-43 Lease Cost Table.html
 create mode 100644 apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-44 Lease Data.html
 create mode 100644 apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-45 Lease Cash Flows.html
 create mode 100644 apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-46 Lease Payments.html
 create mode 100644 apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-47 Debt Table.html
 create mode 100644 apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-48 Debt Maturity.html
 create mode 100644 apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-49 Property & Equipment.html
 create mode 100644 apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-5 Financial Results.html
 create mode 100644 apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-50 Accrued Liabilities.html
 create mode 100644 apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-51 OCI Rollforward.html
 create mode 100644 apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-52 AOCI Reclass.html
 create mode 100644 apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-53 Income Data Table.html
 create mode 100644 apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-54 Google Segment Balances.html
 create mode 100644 apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-55 Share Repurchases.html
 create mode 100644 apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-56 EPS Breakdown.html
 create mode 100644 apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-57 EPS Calculation.html
 create mode 100644 apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-58 EPS Calculation.html
 create mode 100644 apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-59 Stock Vesting.html
 create mode 100644 apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-6 Revenue Breakdown.html
 create mode 100644 apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-60 Revenue Breakdown.html
 create mode 100644 apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-61 Income Tax Provision.html
 create mode 100644 apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-62 Tax Rate Reconciliation.html
 create mode 100644 apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-63 Deferred Tax Assets.html
 create mode 100644 apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-64 Income Tax Payments.html
 create mode 100644 apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-65 Tax Benefits.html
 create mode 100644 apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-66 Alphabet Revenue.html
 create mode 100644 apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-67 Long-lived Assets.html
 create mode 100644 apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-68 Warranty Reserves.html
 create mode 100644 apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-69 Exhibit List.html
 create mode 100644 apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-7 Google Ad Changes.html
 create mode 100644 apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-70 CEO Signature.html
 create mode 100644 apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-71 Signatures.html
 create mode 100644 apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-8 Revenue by Region.html
 create mode 100644 apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-9 Cost of Revenues.html
 create mode 100644 apps/api/app/data/demo_documents/financial-goog-10-k-2025/toc_hierarchies.json
 create mode 100644 apps/api/app/data/demo_documents/financial-meta-q1-2026-earnings-call/chunks.json
 create mode 100644 apps/api/app/data/demo_documents/financial-meta-q1-2026-earnings-call/doc_nav.json
 create mode 100644 apps/api/app/data/demo_documents/financial-meta-q1-2026-earnings-call/full.md
 create mode 100644 apps/api/app/data/demo_documents/financial-meta-q1-2026-earnings-call/manifest.json
 create mode 100644 apps/api/app/data/demo_documents/financial-meta-q1-2026-earnings-call/tables/table-0 AI Compute Plans.html
 create mode 100644 apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/chunks.json
 create mode 100644 apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/doc_nav.json
 create mode 100644 apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/full.md
 create mode 100644 apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/images/image-1-Revenue Forecast by Region.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/images/image-10-Quarterly Percentage Growth.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/images/image-11-Quarterly Growth Trend.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/images/image-12-Quarterly Growth Trend.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/images/image-13-Growth Trend 2025-2026.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/images/image-14-Quarterly Percentage Data (2025-2026).jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/images/image-15-Quarterly Percentage Data (2025-2026).jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/images/image-16-Quarterly Percentage Trends.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/images/image-17-Quarterly Growth Trend.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/images/image-18-Quarterly Percentage Data (2025-2026).jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/images/image-2-Revenue Breakdown by Region and Quarter.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/images/image-3-Quarterly Percentage Breakdown.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/images/image-4-Quarterly Financial Performance.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/images/image-5-Quarterly Financial Growth.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/images/image-6-Financial Growth Projection.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/images/image-7-Quarterly Data Trend.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/images/image-8-Quarterly Financial Data.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/images/image-9-Quarterly Growth Trend.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/manifest.json
 create mode 100644 apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/tables/table-0 Revenue by Region.html
 create mode 100644 apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/tables/table-1 Quarterly Revenue.html
 create mode 100644 apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/tables/table-10 Quarterly Values.html
 create mode 100644 apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/tables/table-11 Quarterly Values.html
 create mode 100644 apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/tables/table-12 Quarterly Values.html
 create mode 100644 apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/tables/table-13 Quarterly Values.html
 create mode 100644 apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/tables/table-14 Quarterly Values.html
 create mode 100644 apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/tables/table-15 Quarterly Values.html
 create mode 100644 apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/tables/table-16 Quarterly Values.html
 create mode 100644 apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/tables/table-17 Quarterly Values.html
 create mode 100644 apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/tables/table-18 Quarterly Values.html
 create mode 100644 apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/tables/table-19 Quarterly Values.html
 create mode 100644 apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/tables/table-2 Meta Revenue Data.html
 create mode 100644 apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/tables/table-20 Free Cash Flow.html
 create mode 100644 apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/tables/table-3 Segment Margins.html
 create mode 100644 apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/tables/table-4 Quarterly Tax Data.html
 create mode 100644 apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/tables/table-5 Quarterly Values.html
 create mode 100644 apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/tables/table-6 Quarterly Values.html
 create mode 100644 apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/tables/table-7 Financial Data.html
 create mode 100644 apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/tables/table-8 Quarterly Values.html
 create mode 100644 apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/tables/table-9 Quarterly Values.html
 create mode 100644 apps/api/app/data/demo_documents/financial-meta-q1-2026-results/chunks.json
 create mode 100644 apps/api/app/data/demo_documents/financial-meta-q1-2026-results/doc_nav.json
 create mode 100644 apps/api/app/data/demo_documents/financial-meta-q1-2026-results/full.md
 create mode 100644 apps/api/app/data/demo_documents/financial-meta-q1-2026-results/manifest.json
 create mode 100644 apps/api/app/data/demo_documents/financial-meta-q1-2026-results/tables/table-0 Q1 Financial Results.html
 create mode 100644 apps/api/app/data/demo_documents/financial-meta-q1-2026-results/tables/table-1 Q1 Financial Results.html
 create mode 100644 apps/api/app/data/demo_documents/financial-meta-q1-2026-results/tables/table-2 Balance Sheet.html
 create mode 100644 apps/api/app/data/demo_documents/financial-meta-q1-2026-results/tables/table-3 Cash Flow Statement.html
 create mode 100644 apps/api/app/data/demo_documents/financial-meta-q1-2026-results/tables/table-4 Meta Q1 Revenue.html
 create mode 100644 apps/api/app/data/demo_documents/financial-meta-q1-2026-results/tables/table-5 Revenue & Cash Flow.html
 create mode 100644 apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/chunks.json
 create mode 100644 apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/doc_nav.json
 create mode 100644 apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/images/image-1 Annual Report 2025.png
 create mode 100644 apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/images/image-2 Signature.jpeg
 create mode 100644 apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/images/image-3 Microsoft vs S&P 500 v.jpeg
 create mode 100644 apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/images/image-4 FSC Certification Labe.jpeg
 create mode 100644 apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/manifest.json
 create mode 100644 apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-1 Share Repurchases.html
 create mode 100644 apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-10 Sales & Marketing.html
 create mode 100644 apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-11 G&A Expenses.html
 create mode 100644 apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-12 Financial Summary.html
 create mode 100644 apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-13 Revenue Schedule.html
 create mode 100644 apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-14 Debt Commitments.html
 create mode 100644 apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-15 Risk Sensitivity.html
 create mode 100644 apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-16 Revenue & Income.html
 create mode 100644 apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-17 Comprehensive Income.html
 create mode 100644 apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-18 Balance Sheet.html
 create mode 100644 apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-19 Cash Flow Statement.html
 create mode 100644 apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-2 Dividend History.html
 create mode 100644 apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-20 Stockholders' Equity.html
 create mode 100644 apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-21 EPS Data Table.html
 create mode 100644 apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-22 Investment Income.html
 create mode 100644 apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-23 Investment Gains.html
 create mode 100644 apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-24 Investment Gains.html
 create mode 100644 apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-25 Investment Table.html
 create mode 100644 apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-26 Investment Summary.html
 create mode 100644 apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-27 Unrealized Losses.html
 create mode 100644 apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-28 Debt Securities.html
 create mode 100644 apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-29 Derivative Notional.html
 create mode 100644 apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-3 Stock Index Data.html
 create mode 100644 apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-30 Derivative Assets.html
 create mode 100644 apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-31 Derivatives by Level.html
 create mode 100644 apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-32 Hedging Gains_Losses.html
 create mode 100644 apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-33 Cash Flow Hedges.html
 create mode 100644 apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-34 Property Assets.html
 create mode 100644 apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-35 Purchase Price.html
 create mode 100644 apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-36 Intangible Assets.html
 create mode 100644 apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-37 Microsoft FY2024.html
 create mode 100644 apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-38 Goodwill by Segment.html
 create mode 100644 apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-39 Intangible Assets.html
 create mode 100644 apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-4 Microsoft Cloud KPIs.html
 create mode 100644 apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-40 Intangible Assets.html
 create mode 100644 apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-41 Revenue Forecast.html
 create mode 100644 apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-42 Debt Issuance Table.html
 create mode 100644 apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-43 Debt Maturity.html
 create mode 100644 apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-44 Income Tax Provision.html
 create mode 100644 apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-45 Income Before Taxes.html
 create mode 100644 apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-46 Tax Rate Analysis.html
 create mode 100644 apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-47 Deferred Tax Assets.html
 create mode 100644 apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-48 Tax Benefits.html
 create mode 100644 apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-49 Microsoft Revenue.html
 create mode 100644 apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-5 Microsoft Cloud KPIs.html
 create mode 100644 apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-50 Unearned Revenue.html
 create mode 100644 apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-51 Lease Costs.html
 create mode 100644 apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-52 Lease Cash Flows.html
 create mode 100644 apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-53 Lease Data.html
 create mode 100644 apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-54 Lease Payments.html
 create mode 100644 apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-55 Share Repurchases.html
 create mode 100644 apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-56 Share Repurchases.html
 create mode 100644 apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-57 Dividend History.html
 create mode 100644 apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-58 AOCI Rollforward.html
 create mode 100644 apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-59 Stock Compensation.html
 create mode 100644 apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-6 Microsoft Revenue.html
 create mode 100644 apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-60 Dividends & Rates.html
 create mode 100644 apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-61 Stock Awards.html
 create mode 100644 apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-62 Share Repurchase.html
 create mode 100644 apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-63 Microsoft Segment Results.html
 create mode 100644 apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-64 Revenue by Region.html
 create mode 100644 apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-65 Microsoft Revenue.html
 create mode 100644 apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-66 Revenue by Region.html
 create mode 100644 apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-67 Deloitte Signature.html
 create mode 100644 apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-68 Microsoft Board.html
 create mode 100644 apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-69 Microsoft Executives.html
 create mode 100644 apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-7 Revenue Growth.html
 create mode 100644 apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-8 Microsoft Segment Results.html
 create mode 100644 apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-9 R&D Spending 2025.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/chunks.json
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/doc_nav.json
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/full.md
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-1-NVIDIA Logo.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-10-SCIENCE AI.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-11-Acronyms in AI and Machine Learning.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-12-Stacked Server Racks.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-13-DSX Architecture Overview.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-14-NVIDIA CEO InferenceMAX King.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-15-NVIDIA Leads Open-Source AI.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-16-Collection of decorative enamel pins.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-17-Nemoclaw Agentic AI Architecture.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-18-Future Robotics Exhibition.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-19-Signature.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-2-AI Technology Stack.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-20-Jensen Huang Presentation.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-21-Poster Gallery Event.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-22-Inference At-Scale is Extreme Computing.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-23-NVIDIA GTC Event Scene.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-24-Silhouette of Man Gazing at Earth.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-25-Virtual me.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-26-Server Rack Hardware.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-27-NVIDIA RTX 4090.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-28-Photo of a laptop workspace.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-29-Automotive X-Ray Visualization.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-3-EINFRASTRU.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-30-Growth Over Time.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-31-Financial Returns by Period.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-32-TENCH COXE.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-33-Tench Coxe.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-34-Financial_.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-35-Governance.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-36-JOHN O. DA.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-37-John O. Da.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-38-Jen-Hsun H.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-39-Mr. Huang .jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-4-ENERGY --_.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-40-Mr. Huang .jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-41-Industry &.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-42-Financial_.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-43-Community .jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-44-Emerging T.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-45-Marketing,.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-46-Financial .jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-47-Ms. Hudson.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-48-Financial_.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-49-Company Bo.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-5-__details_.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-50-Other Curr.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-51-Financial .jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-52-Mr. Jones .jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-53-Industry &.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-54-Financial_.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-55-Governance.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-56-Emerging T.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-57-### A. BRO.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-58-Senior Lea.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-59-Financial_.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-6-CHATBOTS E.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-60-Governance.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-61-Company Bo.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-62-AARTI SHAH.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-63-Aarti Shah.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-64-Dr. Shah b.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-65-Industry &.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-66-Governance.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-67-Emerging T.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-68-Marketing,.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-69-Committees.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-7-ROBOTAXI S.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-70-#### Indep.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-71-Mr. Steven.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-72-Financial_.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-73-Compensation Structure Breakdown.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-74-Compensation Structure Breakdown.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-75-Executive Compensation Timeline.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-76-NVIDIA Salary Percentiles.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-77-NVIDIA vs Percentile Data.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-78-NEO CAP versus TSR.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-79-NEO CAP vs Income.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-8-ENTERPRISE.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-80-Effect of .jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-81-### Delinq.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-82-ANNUAL REP.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-83-NVIDIA Stock Growth.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-9-AI AGENTS .jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/manifest.json
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-0 GPU Cloud Growth.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-1 NVIDIA Definitions.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-10 Performance Payouts.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-100 Income Before Tax.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-101 Tax Rate Breakdown.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-102 Tax Rate Analysis.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-103 Income Tax Paid.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-104 Deferred Tax Assets.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-105 Tax Positions.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-106 Segment Revenue.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-107 Income Breakdown.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-108 Revenue by Region.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-109 NVIDIA Revenue.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-11 Proxy Voting.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-110 Long-lived assets.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-111 Lease Obligations.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-112 Lease Cash Flows.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-113 Allowance Changes.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-114 Exhibit Index.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-115 Signatures.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-12 Proposal Voting.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-13 NVIDIA Board.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-14 Board Skills Matrix.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-15 Director Profile.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-16 Director Profile.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-17 Director Profile.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-18 Leadership & Operations.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-19 Director Profile.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-2 Revenue Growth.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-20 Leadership & Governance.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-21 Director Profile.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-22 Director Profile.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-23 Board Risk Oversight.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-24 Board Oversight.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-25 Director Compensation.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-26 RSU Holdings Table.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-27 Beneficial Ownership.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-28 Compensation Breakdown.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-29 Compensation Mix.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-3 NVIDIA Revenue.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-30 Fiscal 2026 Goals.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-31 Tech Companies.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-32 Percentile Values.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-33 NVIDIA Value Data.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-34 NEO Compensation.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-35 Compensation Plans.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-36 Compensation Plan.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-37 Performance Payouts.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-38 CEO Pay Summary.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-39 EVP CFO Pay.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-4 Returns by Period.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-40 EVP Compensation.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-41 EVP Compensation.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-42 Executive Pay.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-43 Non-GAAP Income.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-44 Executive Compensation.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-45 PSU Awards Table.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-46 Executive Compensation.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-47 Stock Awards.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-48 Stock Vesting Data.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-49 Unvested RSUs_PSUs.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-5 Dividend & Buyback.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-50 SY PSU Grants.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-51 MY PSU Grants 2024.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-52 CEO Pay & Performance.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-53 CEO Compensation.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-54 Non-CEO NEO Pay.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-55 Financial Metrics.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-56 NVIDIA CEO Pay.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-57 CEO Pay & Income.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-58 Fee Breakdown.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-59 Equity Plan Table.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-6 Proxy Voting Items.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-60 Nvidia Executives.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-61 Stock Buyback.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-62 NVIDIA Stock Growth.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-63 Stock Performance.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-64 Financial Results.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-65 Income Statement.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-66 Revenue Growth.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-67 Revenue Growth.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-68 Operating Expenses.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-69 Other Income.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-7 Board of Directors.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-70 Cash & Securities.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-71 Cash Flow Table.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-72 Debt Maturity.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-73 Stock Sale Plans.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-74 Income Statement.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-75 Comprehensive Income.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-76 Balance Sheet.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-77 Equity Changes.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-78 Cash Flow Statement.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-79 Cost Breakdown.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-8 Board Skills Matrix.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-80 Equity Awards.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-81 ESPP Option Data.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-82 RSU_PSU Activity.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-83 EPS Data.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-84 Intangible Assets.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-85 Amortization Expense.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-86 Debt Securities.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-87 Fair Value Table.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-88 Debt Securities.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-89 Debt Maturity.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-9 Performance Goals.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-90 Equity Securities.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-91 Inventory Data.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-92 Property & Equipment.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-93 Current Liabilities.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-94 Long-Term Liabilities.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-95 Deferred Revenue.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-96 Hedge Values.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-97 Debt Notes Table.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-98 Restructuring Reserve.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-99 Income Tax Expense.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/toc_hierarchies.json
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-cfo-commentary/chunks.json
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-cfo-commentary/doc_nav.json
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-cfo-commentary/full.md
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-cfo-commentary/manifest.json
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-cfo-commentary/tables/table-0 Q1 FY27 Results.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-cfo-commentary/tables/table-1 Q1 FY27 Results.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-cfo-commentary/tables/table-2 Revenue Growth.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-cfo-commentary/tables/table-3 Data Center Revenue.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-cfo-commentary/tables/table-4 Non-GAAP Financials.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-cfo-commentary/tables/table-5 Financial Data.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-cfo-commentary/tables/table-6 Cost Data Table.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-cfo-commentary/tables/table-7 Q2 FY27 Outlook.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-earnings-call/chunks.json
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-earnings-call/doc_nav.json
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-earnings-call/full.md
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-earnings-call/images/image-1-Thanks, Co.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-earnings-call/images/image-10-Analyst, B.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-earnings-call/images/image-11-And so for.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-earnings-call/images/image-12-Analyst, G.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-earnings-call/images/image-13-In terms o.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-earnings-call/images/image-14-Analyst, T.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-earnings-call/images/image-2-Analyst, M.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-earnings-call/images/image-3-And as you.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-earnings-call/images/image-4-This secon.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-earnings-call/images/image-5-Analyst, C.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-earnings-call/images/image-6-Let me go .jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-earnings-call/images/image-7-So, we're .jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-earnings-call/images/image-8-Hi, guys. .jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-earnings-call/images/image-9-Co-Founder.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-earnings-call/manifest.json
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/chunks.json
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/doc_nav.json
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/full.md
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/images/image-1-Financial Growth Comparison.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/images/image-10-Dividends vs Share Repurchases.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/images/image-11-Abstract Green Wave Design.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/images/image-2-Q1 FY26 vs Q1 FY27 Revenue.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/images/image-3-Financial Growth Comparison.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/images/image-4-Q1 FY26 vs Q1 FY27.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/images/image-5-Q1 FY26 vs Q1 FY27.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/images/image-6-GAAP Revenue Growth.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/images/image-7-Non-GAAP Revenue Growth.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/images/image-8-GAAP vs Non-GAAP Comparison.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/images/image-9-Financial Growth Comparison.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/manifest.json
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/tables/table-0 Revenue Forecast.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/tables/table-1 Revenue Forecast.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/tables/table-10 Q1 FY27 Results.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/tables/table-11 Q2 FY27 Guidance.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/tables/table-12 Q1 FY27 GAAP.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/tables/table-13 Q1 FY26 Financials.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/tables/table-14 Q2 FY27 Outlook.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/tables/table-15 Free Cash Flow.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/tables/table-2 Revenue Forecast.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/tables/table-3 Quarterly Values.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/tables/table-4 Quarterly Values.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/tables/table-5 Revenue Forecast.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/tables/table-6 Revenue Forecast.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/tables/table-7 Revenue Forecast.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/tables/table-8 Dividends & Buybacks.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/tables/table-9 Q1 FY27 Results.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/chunks.json
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/doc_nav.json
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/full.md
 create mode 100644 "apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/images/image-1-\342\230\222 QUARTERL.jpg"
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/images/image-2-The Nasdaq.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/images/image-3-Indicate b.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/images/image-4-Large acce.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/images/image-5-Accelerate.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/images/image-6-Non-accele.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/manifest.json
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-0 Financial Report.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-1 Financial Results.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-10 Amortization Expense.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-11 Debt Securities.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-12 Fair Value Table.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-13 Debt Securities.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-14 Debt Maturity.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-15 Equity Securities.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-16 Inventory Data.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-17 Accrued Liabilities.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-18 Long-Term Liabilities.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-19 Deferred Revenue.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-2 Comprehensive Income.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-20 Hedge Designation.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-21 Debt Notes Table.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-22 Balance Changes.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-23 Segment Revenue.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-24 Income Statement.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-25 Revenue by Region.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-26 Revenue by Market.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-27 Lease Obligations.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-28 Lease Cash Flows.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-29 Quarterly Financials.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-3 Balance Sheet.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-30 Revenue by Market.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-31 Revenue Analysis.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-32 Revenue Growth.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-33 Revenue Growth.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-34 Operating Expenses.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-35 Other Income.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-36 Cash and Securities.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-37 Cash Flow Data.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-38 Debt Maturity.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-39 Stock Buyback.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-4 Shareholders' Equity.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-40 Stock Sale Plans.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-41 Exhibit List.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-5 Cash Flow Statement.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-6 Cost Breakdown.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-7 Stock Grant Activity.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-8 EPS Data Table.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-9 Intangible Assets.html
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/toc_hierarchies.json
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q4-fy26-earnings-call/chunks.json
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q4-fy26-earnings-call/doc_nav.json
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q4-fy26-earnings-call/full.md
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q4-fy26-earnings-call/images/image-1-We will no.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q4-fy26-earnings-call/images/image-10-Hi, guys. .jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q4-fy26-earnings-call/images/image-11-It's too e.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q4-fy26-earnings-call/images/image-12-Analyst, C.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q4-fy26-earnings-call/images/image-13-For the Da.jpg
 create mode 100644 "apps/api/app/data/demo_documents/financial-nvda-q4-fy26-earnings-call/images/image-14-Every \342\200\223 th.jpg"
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q4-fy26-earnings-call/images/image-15-Analyst, N.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q4-fy26-earnings-call/images/image-16-And one of.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q4-fy26-earnings-call/images/image-17-Analyst, E.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q4-fy26-earnings-call/images/image-18-And then l.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q4-fy26-earnings-call/images/image-19-Yeah. Than.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q4-fy26-earnings-call/images/image-2-Analyst, B.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q4-fy26-earnings-call/images/image-20-So, thanks.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q4-fy26-earnings-call/images/image-21-Thank you .jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q4-fy26-earnings-call/images/image-3-I am confi.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q4-fy26-earnings-call/images/image-4-Analyst, M.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q4-fy26-earnings-call/images/image-5-Our ecosys.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q4-fy26-earnings-call/images/image-6-Good after.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q4-fy26-earnings-call/images/image-7-We're also.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q4-fy26-earnings-call/images/image-8-Analyst, C.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q4-fy26-earnings-call/images/image-9-With respe.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-nvda-q4-fy26-earnings-call/manifest.json
 create mode 100644 apps/api/app/data/demo_documents/stem-deep-learning-transformer-network/chunks.json
 create mode 100644 apps/api/app/data/demo_documents/stem-deep-learning-transformer-network/doc_nav.json
 create mode 100644 apps/api/app/data/demo_documents/stem-deep-learning-transformer-network/full.md
 create mode 100644 apps/api/app/data/demo_documents/stem-deep-learning-transformer-network/images/image-1-Attention Mechanism Process.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-deep-learning-transformer-network/images/image-10-Attention Mechanism Visualization.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-deep-learning-transformer-network/images/image-11-Transformer Encoder Architecture.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-deep-learning-transformer-network/images/image-2-Attention Matrix Heatmap.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-deep-learning-transformer-network/images/image-3-Word Alignment Matrix.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-deep-learning-transformer-network/images/image-4-Transformer Architecture Diagram.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-deep-learning-transformer-network/images/image-5-Heatmap Visualization.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-deep-learning-transformer-network/images/image-6-Heatmap Visualization.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-deep-learning-transformer-network/images/image-7-Heatmap Visualization.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-deep-learning-transformer-network/images/image-8-$$ _detail.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-deep-learning-transformer-network/images/image-9-E --_ G[_K.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-deep-learning-transformer-network/manifest.json
 create mode 100644 apps/api/app/data/demo_documents/stem-deep-learning-transformer-network/tables/table-0 Attention Matrix.html
 create mode 100644 apps/api/app/data/demo_documents/stem-deep-learning-transformer-network/tables/table-1 EEA Agreement.html
 create mode 100644 apps/api/app/data/demo_documents/stem-deep-learning-transformer-network/tables/table-2 Constant Matrix.html
 create mode 100644 apps/api/app/data/demo_documents/stem-deep-learning-transformer-network/tables/table-3 Low Values Table.html
 create mode 100644 apps/api/app/data/demo_documents/stem-deep-learning-transformer-network/tables/table-4 Color Pattern Table.html
 create mode 100644 apps/api/app/data/demo_documents/stem-deep-learning-transformer-network/tables/table-5 BERT Embeddings.html
 create mode 100644 apps/api/app/data/demo_documents/stem-introduction-statistical-learning-theory/chunks.json
 create mode 100644 apps/api/app/data/demo_documents/stem-introduction-statistical-learning-theory/doc_nav.json
 create mode 100644 apps/api/app/data/demo_documents/stem-introduction-statistical-learning-theory/full.md
 create mode 100644 apps/api/app/data/demo_documents/stem-introduction-statistical-learning-theory/images/image-1-Housing Prices Scatter Plot.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-introduction-statistical-learning-theory/images/image-10-Movie Rank.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-introduction-statistical-learning-theory/images/image-11-user_127 _.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-introduction-statistical-learning-theory/images/image-12-_details_ .jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-introduction-statistical-learning-theory/images/image-13-_summary_n.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-introduction-statistical-learning-theory/images/image-14-Loss Functions Comparison.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-introduction-statistical-learning-theory/images/image-15-Exponential Functions Graph.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-introduction-statistical-learning-theory/images/image-2-__details_.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-introduction-statistical-learning-theory/images/image-3-graph LR _.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-introduction-statistical-learning-theory/images/image-4-Image Type_ Photo.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-introduction-statistical-learning-theory/images/image-5-Visual Data Grid.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-introduction-statistical-learning-theory/images/image-6-Grid of nu.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-introduction-statistical-learning-theory/images/image-7-_details_ .jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-introduction-statistical-learning-theory/images/image-8-Coffee mug.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-introduction-statistical-learning-theory/images/image-9-Newspaper .jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-introduction-statistical-learning-theory/manifest.json
 create mode 100644 apps/api/app/data/demo_documents/stem-introduction-statistical-learning-theory/tables/table-0 Housing Data.html
 create mode 100644 apps/api/app/data/demo_documents/stem-introduction-statistical-learning-theory/tables/table-1 House Price Data.html
 create mode 100644 apps/api/app/data/demo_documents/stem-introduction-statistical-learning-theory/tables/table-2 Loss Functions.html
 create mode 100644 apps/api/app/data/demo_documents/stem-introduction-statistical-learning-theory/tables/table-3 Data Table.html
 create mode 100644 apps/api/app/data/demo_documents/stem-jurafsky-transformers/chunks.json
 create mode 100644 apps/api/app/data/demo_documents/stem-jurafsky-transformers/doc_nav.json
 create mode 100644 apps/api/app/data/demo_documents/stem-jurafsky-transformers/full.md
 create mode 100644 apps/api/app/data/demo_documents/stem-jurafsky-transformers/images/image-1-Transformer Encoder Architecture Diagram.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-jurafsky-transformers/images/image-10-Attention Mechanism Process.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-jurafsky-transformers/images/image-11-$$ _detail.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-jurafsky-transformers/images/image-12-__details_.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-jurafsky-transformers/images/image-13-Transformer Block Architecture.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-jurafsky-transformers/images/image-14-Language Model Head Architecture.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-jurafsky-transformers/images/image-15-Transformer Architecture Diagram.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-jurafsky-transformers/images/image-16-Transformer Language Model Architecture.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-jurafsky-transformers/images/image-17-Attention Mechanism Matrix Multiplication.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-jurafsky-transformers/images/image-18-Pretrained Weights Decomposition.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-jurafsky-transformers/images/image-19-Prefix matching and copying.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-jurafsky-transformers/images/image-2-Transformer Architecture Diagram.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-jurafsky-transformers/images/image-3-Self-Attention Visualization.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-jurafsky-transformers/images/image-4-Self-Attention Layer Diagram.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-jurafsky-transformers/images/image-5-Self-Attention Mechanism Process.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-jurafsky-transformers/images/image-6-Multi-Head Attention Mechanism.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-jurafsky-transformers/images/image-7-Transformer Block Architecture.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-jurafsky-transformers/images/image-8-Diagram of Token Residual Streams.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-jurafsky-transformers/images/image-9-N x N Grid Structure.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-jurafsky-transformers/manifest.json
 create mode 100644 apps/api/app/data/demo_documents/stem-jurafsky-transformers/tables/table-0 Self-Attention.html
 create mode 100644 apps/api/app/data/demo_documents/stem-jurafsky-transformers/tables/table-1 Causal Attention Mask.html
 create mode 100644 apps/api/app/data/demo_documents/stem-jurafsky-transformers/tables/table-3 .html
 create mode 100644 apps/api/app/data/demo_documents/stem-jurafsky-transformers/tables/table-4 .html
 create mode 100644 apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/chunks.json
 create mode 100644 apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/doc_nav.json
 create mode 100644 apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/full.md
 create mode 100644 apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/images/image-1-_- Events_.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/images/image-10-PROPOSITIO.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/images/image-11-Step Function Graph.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/images/image-12-PROOF. We .jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/images/image-13-Thus plugg.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/images/image-14-DEFINITION.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/images/image-15-$$ _- Summ.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/images/image-16-$$ PROPOSI.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/images/image-17-Standard Normal Distribution Curve.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/images/image-18-Standard Normal Distribution Graph.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/images/image-19-Normal Distribution Curve.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/images/image-2-- $A _cup .jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/images/image-20-PROOF. To .jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/images/image-21-Graph of Inequality.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/images/image-22-Linear Inequality Region.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/images/image-23-Graph of Inequality.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/images/image-24-$$ _- Exam.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/images/image-25-Linear Function Graph.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/images/image-26-(b) If $X .jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/images/image-27-Scatter Plot with Trend Line.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/images/image-3-- $A _cap .jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/images/image-4-- $A^c$ is.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/images/image-5-- Can exte.jpg
 create mode 100644 "apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/images/image-6-\342\200\242 Example1.jpg"
 create mode 100644 "apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/images/image-7-\342\200\242 Example1.jpg"
 create mode 100644 "apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/images/image-8-\342\200\242 Example1.jpg"
 create mode 100644 "apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/images/image-9-\342\200\242 Example1.jpg"
 create mode 100644 apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/manifest.json
 create mode 100644 apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/tables/table-0 Income by Gender.html
 create mode 100644 apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/tables/table-1 Data Table.html
 create mode 100644 apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/tables/table-10 Joint Probability.html
 create mode 100644 apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/tables/table-11 Linear Data Table.html
 create mode 100644 apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/tables/table-2 Symmetric Data.html
 create mode 100644 apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/tables/table-3 Z and CDF Table.html
 create mode 100644 apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/tables/table-4 Normal Distribution.html
 create mode 100644 apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/tables/table-5 Table of Pairs.html
 create mode 100644 apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/tables/table-6 Joint Probability Table.html
 create mode 100644 apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/tables/table-7 Linear Data Table.html
 create mode 100644 apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/tables/table-8 Data Table.html
 create mode 100644 apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/tables/table-9 Linear Data Table.html
 create mode 100644 apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/toc_hierarchies.json
 create mode 100644 apps/api/app/data/demo_documents/stem-statistical-learning/chunks.json
 create mode 100644 apps/api/app/data/demo_documents/stem-statistical-learning/doc_nav.json
 create mode 100644 apps/api/app/data/demo_documents/stem-statistical-learning/full.md
 create mode 100644 apps/api/app/data/demo_documents/stem-statistical-learning/images/image-1-Support Vector Margin Visualization.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-statistical-learning/images/image-10-This motiv.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-statistical-learning/images/image-11-$$ 5.1 Usi.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-statistical-learning/images/image-2-Propositio.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-statistical-learning/images/image-3-$$ # Chapt.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-statistical-learning/images/image-4-From this .jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-statistical-learning/images/image-5-$$ We woul.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-statistical-learning/images/image-6-Let $Z = (.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-statistical-learning/images/image-7-Z2 --_ Z3 .jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-statistical-learning/images/image-8-Example 4..jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-statistical-learning/images/image-9-$$ For a D.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-statistical-learning/manifest.json
 create mode 100644 apps/api/app/data/demo_documents/stem-statistical-learning/toc_hierarchies.json
 create mode 100644 apps/api/app/services/demo/official_library_catalog.py

diff --git a/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/chunks.json b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/chunks.json
new file mode 100644
index 000000000..3da9fb95d
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/chunks.json
@@ -0,0 +1,12865 @@
+{
+  "chunks": [
+    {
+      "chunk_id": "993d58a9-eab8-5049-a6ed-e3499a6ebaeb",
+      "type": "image",
+      "content": "\nAlibaba0\n[images/image-1-Alibaba.jpg]\n",
+      "path": "images/image-1-Alibaba.jpg",
+      "metadata": {
+        "length": 39,
+        "summary": "image-1\nAlibaba0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "file_path": "images/image-1-Alibaba.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "2e84d373-7ada-5b6b-a279-354102e231d8",
+      "type": "text",
+      "content": "Alibaba0\n[images/image-1-Alibaba.jpg]\n\nAlibaba\nAlibaba Group Holding Limited\nNYSE: BABA HKEX: 9988 (HKD Counter) 89988 (RMB Counter)",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf",
+      "metadata": {
+        "length": 132,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "Alibaba0",
+          "Alibaba",
+          "Group",
+          "Holding",
+          "Limited",
+          "NYSE",
+          "BABA",
+          "HKEX",
+          "9988",
+          "HKD",
+          "Counter",
+          "89988",
+          "RMB"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "993d58a9-eab8-5049-a6ed-e3499a6ebaeb",
+            "relation": "embeds",
+            "ref": "[images/image-1-Alibaba.jpg]",
+            "position": {
+              "start": 9,
+              "end": 37
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "d0517fb5-8828-5bb7-904c-d961aa10e640",
+      "type": "text",
+      "content": "We have one class of Shares, and each holder of our Shares is entitled to one vote per Share. Pursuant to our Articles of Association, for so long as the Partnership Condition (as defined in our Articles of Association) is satisfied, the Alibaba Partnership has the exclusive right to nominate or, in limited situations, appoint, up to a simple majority of the members of our board of directors. These rights are categorized as a weighted voting rights structure, or WVR structure, under the Hong Kong Listing Rules. As a result, we are deemed as a company with a WVR structure.\nAlibaba Partnership will remain in place for the life of the partnership unless our Articles of Association are amended to provide otherwise by a vote of shareholders representing at least 95% of shares that vote at a shareholders meeting. The nomination rights of the Alibaba Partnership will remain in place notwithstanding a change of control or merger of our company. For further details of the Alibaba Partnership, please see the section headed “Directors, Senior Management and Employees – Directors and Senior Management – Alibaba Partnership” in our fiscal year 2025 annual report.\nShareholders and prospective investors are advised to be aware of the potential risks of investing in companies with a WVR structure, in particular, the Alibaba Partnership limits the ability of our shareholders to nominate and elect directors, and the interests of the Alibaba Partnership may conflict with the interests of our shareholders. For further information about the risks associated with our WVR structure, please see the section headed “Risk Factors — Risks Related to Our Corporate Structure” in our fiscal year 2025 annual report. Prospective investors should make the decision to invest in us only after due and careful consideration.",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/Weighted Voting Rights",
+      "metadata": {
+        "length": 1818,
+        "summary": "The company has a weighted voting rights (WVR) structure where the Alibaba Partnership can nominate or appoint up to a simple majority of board members as long as the Partnership Condition is met. This structure is permanent unless amended by a 95% shareholder vote. The partnership's nomination rights survive a change of control. Shareholders face risks as the partnership limits their ability to elect directors and its interests may conflict with theirs.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "We",
+          "class",
+          "Shares",
+          "holder",
+          "entitled",
+          "vote",
+          "Share",
+          "Pursuant",
+          "Articles",
+          "Association",
+          "long",
+          "Partnership",
+          "Condition",
+          "defined",
+          "satisfied",
+          "Alibaba",
+          "exclusive",
+          "nominate",
+          "limited",
+          "situations",
+          "appoint",
+          "simple",
+          "majority",
+          "members",
+          "board",
+          "directors",
+          "These",
+          "rights",
+          "categorized",
+          "weighted",
+          "voting",
+          "structure",
+          "WVR",
+          "Hong",
+          "Kong",
+          "Listing",
+          "Rules",
+          "As",
+          "result",
+          "deemed",
+          "company",
+          "remain",
+          "place",
+          "life",
+          "partnership",
+          "amended",
+          "provide",
+          "shareholders",
+          "representing",
+          "95%",
+          "shares",
+          "meeting",
+          "The",
+          "nomination",
+          "notwithstanding",
+          "change",
+          "control",
+          "merger",
+          "For",
+          "details",
+          "section",
+          "headed",
+          "Directors",
+          "Senior",
+          "Management",
+          "Employees",
+          "fiscal",
+          "year",
+          "2025",
+          "annual",
+          "report",
+          "Shareholders",
+          "prospective",
+          "investors",
+          "advised",
+          "aware",
+          "potential",
+          "risks",
+          "investing",
+          "companies",
+          "limits",
+          "ability",
+          "elect",
+          "interests",
+          "conflict",
+          "information",
+          "Risk",
+          "Factors",
+          "Risks",
+          "Related",
+          "Our",
+          "Corporate",
+          "Structure",
+          "Prospective",
+          "make",
+          "decision",
+          "invest",
+          "due",
+          "careful",
+          "consideration"
+        ],
+        "keywords": [
+          "Alibaba Partnership",
+          "Weighted Voting Rights",
+          "Shareholder Risks"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "31cde054-445f-54e6-8f0a-e5fc954a8fc7",
+      "type": "text",
+      "content": "This Interim Report contains translations of certain Renminbi (“RMB”) amounts into U.S. dollars (“US\\$”) and Hong Kong dollars (“HK\\$”) for the convenience of the reader. Unless otherwise stated, all translations of RMB into US\\$ were made at RMB7.1190 to US\\$1.00, the exchange rate on September 30, 2025 as set forth in the H.10 statistical release of the Federal Reserve Board, and all translations of RMB into HK\\$ were made at RMB0.91298 to HK\\$1.00, the middle rate on September 30, 2025 as published by the People’s Bank of China. The percentages stated in this Interim Report are calculated based on the RMB amounts and there may be minor differences due to rounding.",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/Weighted Voting Rights/Exchange Rate Information",
+      "metadata": {
+        "length": 675,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "This",
+          "Interim",
+          "Report",
+          "translations",
+          "Renminbi",
+          "RMB",
+          "amounts",
+          "dollars",
+          "US",
+          "Hong",
+          "Kong",
+          "HK",
+          "convenience",
+          "reader",
+          "Unless",
+          "stated",
+          "made",
+          "RMB7.1190",
+          "1.00",
+          "exchange",
+          "rate",
+          "September",
+          "30",
+          "2025",
+          "set",
+          "H.10",
+          "statistical",
+          "release",
+          "Federal",
+          "Reserve",
+          "Board",
+          "RMB0.91298",
+          "middle",
+          "published",
+          "People",
+          "Bank",
+          "China",
+          "The",
+          "percentages",
+          "calculated",
+          "based",
+          "minor",
+          "differences",
+          "due",
+          "rounding"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "d8e74222-0839-546a-b7c9-bdb4d95cfc59",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"4\"></td><td colspan=\"3\">Six months ended September 30,</td><td></td></tr><tr><td>2024</td><td colspan=\"2\">2025</td><td rowspan=\"2\">YoY % Change</td></tr><tr><td>RMB</td><td>RMB</td><td>US$</td></tr><tr><td colspan=\"4\">(in millions, except percentages and per share amounts)</td></tr><tr><td>Revenue</td><td>479,739</td><td>495,447</td><td>69,595</td><td>3%</td></tr><tr><td>Income from operations</td><td>71,235</td><td>40,353</td><td>5,668</td><td>(43)% (2)</td></tr><tr><td>Operating margin</td><td>15%</td><td>8%</td><td></td><td></td></tr><tr><td>Adjusted EBITDA (1)</td><td>98,488</td><td>62,991</td><td>8,848</td><td>(36)% (3)</td></tr><tr><td>Adjusted EBITDA margin (1)</td><td>21%</td><td>13%</td><td></td><td></td></tr><tr><td>Adjusted EBITA (1)</td><td>85,596</td><td>47,917</td><td>6,731</td><td>(44)% (3)</td></tr><tr><td>Adjusted EBITA margin (1)</td><td>18%</td><td>10%</td><td></td><td></td></tr><tr><td>Net income</td><td>67,569</td><td>62,994</td><td>8,849</td><td>(7)% (4)</td></tr><tr><td>Net income attributable to ordinary shareholders</td><td>68,143</td><td>64,106</td><td>9,005</td><td>(6)% (4)</td></tr><tr><td>Non-GAAP net income (1)</td><td>77,209</td><td>43,862</td><td>6,161</td><td>(43)% (3)</td></tr><tr><td>Diluted earnings per share (5)</td><td>3.50</td><td>3.34</td><td>0.47</td><td>(5)% (4)(6)</td></tr><tr><td>Diluted earnings per ADS (5)</td><td>28.00</td><td>26.73</td><td>3.75</td><td>(5)% (4)(6)</td></tr><tr><td>Non-GAAP diluted earnings per share (1)(5)</td><td>3.94</td><td>2.39</td><td>0.34</td><td>(39)% (3)(6)</td></tr><tr><td>Non-GAAP diluted earnings per ADS (1)(5)</td><td>31.50</td><td>19.10</td><td>2.68</td><td>(39)% (3)(6)</td></tr></table>",
+      "path": "tables/table-0 Financial Results.html",
+      "metadata": {
+        "length": 1716,
+        "summary": "table-1\nThe table shows financial data for six months ending Sep 30, 2024 and 2025. Revenue grew 3% to RMB 495,447 million, while income from operations dropped 43%. Adjusted EBITDA fell 36% to RMB 62,991 million.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "file_path": "tables/table-0 Financial Results.html",
+        "keywords": [
+          "Revenue",
+          "Income",
+          "EBITDA"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "bd1ea156-fced-5d10-a8c6-3af98937c254",
+      "type": "text",
+      "content": "This Interim Report contains forward-looking statements. These statements are made under the “safe harbor” provisions of the U.S. Private Securities Litigation Reform Act of 1995. These forward-looking statements can be identified by terminology such as “may,” “will,” “expect,” “anticipate,” “future,” “aim,” “estimate,” “intend,” “seek,” “plan,” “believe,” “potential,” “continue,” “ongoing,” “target,” “guidance,” “is/are likely to” and similar statements. In addition, statements that are not historical facts, including statements about Alibaba’s strategies and business and operational plans, Alibaba’s beliefs, expectations and guidance regarding the growth of its business, its operating and financial results, return on investments, strategic investments and dispositions and share repurchases, and the business outlook in this Interim Report, are or contain forward-looking statements. Forward-looking statements involve inherent risks and uncertainties. A number of factors could cause actual results to differ materially from those contained in any forward-looking statement, including but not limited to: Alibaba’s ability to compete, innovate and maintain or grow its business; risks associated with sustained investments in Alibaba’s businesses; risks related to strategic transactions; fluctuations in general economic and business conditions in China and globally; uncertainties arising from competition among countries and geopolitical tensions, including national trade, investment, protectionist or other policies and\nexport control, economic or trade sanctions; changes to our shareholder return initiatives; and assumptions underlying or related to any of the foregoing. Further information regarding these and other risks is included in Alibaba’s filings with the U.S. Securities and Exchange Commission and announcements on the website of The Stock Exchange of Hong Kong Limited. All information provided in this Interim Report is as of the date of this Interim Report and are based on assumptions that we believe to be reasonable as of this date, and Alibaba does not undertake any obligation to update any forward-looking statement, except as required under applicable law.\nSix Months Ended September Summary Financial Results\n\n[tables/table-0 Financial Results.html]\n\n(1) See the sections entitled “Non-GAAP Financial Measures” and “Reconciliations of Non-GAAP Measures to the Nearest Comparable U.S. GAAP Measures” for more information about the non-GAAP measures referred to within this Interim Report.\n(2) The year-over-year decrease was primarily due to the decrease in adjusted EBITA, partly offset by a one-time provision in the same period last year (See the section entitled “Six Months Ended September Other Financial Results” for more information).\n(3) The year-over-year decreases were mainly attributable to the investment in quick commerce, user experiences, and technology, partly offset by double-digit revenue growth in Alibaba China E-commerce Group, the improved operating results supported by continued growth in Cloud business, as well as enhanced operating efficiencies across various businesses.\n(4) The year-over-year decreases were mainly attributable to the decrease in income from operations, partly offset by the mark-to-market changes from our equity investments, gain from the disposal of local consumer service business of Trendyol, and the decrease in both the impairment of our investments and net exchange loss, while net income attributable to ordinary shareholders and earnings per share/ADS would further take into account the net loss (income) attributable to noncontrolling interests and (accretion) reversal of accretion of mezzanine equity. We excluded non-cash share-based compensation expense, gains/losses of investments, impairment of goodwill and intangible assets, and certain other items from our non-GAAP measurements.\n(5) Each ADS represents eight ordinary shares.\n(6) The year-over-year percentages as stated are calculated based on the exact amount and there may be minor differences from the year-over-year percentages calculated based on the RMB amounts after rounding.",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/Weighted Voting Rights/Safe Harbor Statements",
+      "metadata": {
+        "length": 4155,
+        "summary": "This Interim Report contains forward-looking statements under safe harbor provisions, discussing Alibaba's strategies, business plans, and growth expectations. It highlights risks including competition, investments, strategic transactions, economic conditions, geopolitical tensions, and shareholder return changes. The Six Months Ended September Summary Financial Results section references non-GAAP measures, with year-over-year changes driven by factors like adjusted EBITA decrease, investments in quick commerce and technology, revenue growth in Alibaba China E-commerce Group, improved Cloud business results, and mark-to-market changes from equity investments.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "This",
+          "Interim",
+          "Report",
+          "forward",
+          "statements",
+          "These",
+          "made",
+          "safe",
+          "harbor",
+          "provisions",
+          "Private",
+          "Securities",
+          "Litigation",
+          "Reform",
+          "Act",
+          "1995",
+          "identified",
+          "terminology",
+          "expect",
+          "anticipate",
+          "future",
+          "aim",
+          "estimate",
+          "intend",
+          "seek",
+          "plan",
+          "potential",
+          "continue",
+          "ongoing",
+          "target",
+          "guidance",
+          "similar",
+          "In",
+          "addition",
+          "historical",
+          "facts",
+          "including",
+          "Alibaba",
+          "strategies",
+          "business",
+          "operational",
+          "plans",
+          "beliefs",
+          "expectations",
+          "growth",
+          "operating",
+          "financial",
+          "results",
+          "return",
+          "investments",
+          "strategic",
+          "dispositions",
+          "share",
+          "repurchases",
+          "outlook",
+          "Forward",
+          "involve",
+          "inherent",
+          "risks",
+          "uncertainties",
+          "number",
+          "factors",
+          "actual",
+          "differ",
+          "materially",
+          "contained",
+          "statement",
+          "limited",
+          "ability",
+          "compete",
+          "innovate",
+          "maintain",
+          "grow",
+          "sustained",
+          "businesses",
+          "related",
+          "transactions",
+          "fluctuations",
+          "general",
+          "economic",
+          "conditions",
+          "China",
+          "globally",
+          "arising",
+          "competition",
+          "countries",
+          "geopolitical",
+          "tensions",
+          "national",
+          "trade",
+          "investment",
+          "protectionist",
+          "policies",
+          "export",
+          "control",
+          "sanctions",
+          "shareholder",
+          "initiatives",
+          "assumptions",
+          "underlying",
+          "foregoing",
+          "Further",
+          "information",
+          "included",
+          "filings",
+          "Exchange",
+          "Commission",
+          "announcements",
+          "website",
+          "The",
+          "Stock",
+          "Hong",
+          "Kong",
+          "Limited",
+          "All",
+          "provided",
+          "date",
+          "based",
+          "reasonable",
+          "undertake",
+          "obligation",
+          "update",
+          "required",
+          "applicable",
+          "law",
+          "Six",
+          "Months",
+          "Ended",
+          "September",
+          "Summary",
+          "Financial",
+          "Results",
+          "See",
+          "sections",
+          "entitled",
+          "Non",
+          "GAAP",
+          "Measures",
+          "Reconciliations",
+          "Nearest",
+          "Comparable",
+          "measures",
+          "referred",
+          "year",
+          "decrease",
+          "primarily",
+          "due",
+          "adjusted",
+          "EBITA",
+          "partly",
+          "offset",
+          "time",
+          "provision",
+          "period",
+          "section",
+          "Other",
+          "decreases",
+          "attributable",
+          "quick",
+          "commerce",
+          "user",
+          "experiences",
+          "technology",
+          "double",
+          "digit",
+          "revenue",
+          "Group",
+          "improved",
+          "supported",
+          "continued",
+          "Cloud",
+          "enhanced",
+          "efficiencies",
+          "income",
+          "operations",
+          "mark",
+          "market",
+          "equity",
+          "gain",
+          "disposal",
+          "local",
+          "consumer",
+          "service",
+          "Trendyol",
+          "impairment",
+          "net",
+          "exchange",
+          "loss",
+          "ordinary",
+          "shareholders",
+          "earnings",
+          "ADS",
+          "account",
+          "noncontrolling",
+          "interests",
+          "accretion",
+          "reversal",
+          "mezzanine",
+          "We",
+          "excluded",
+          "cash",
+          "compensation",
+          "expense",
+          "gains",
+          "losses",
+          "goodwill",
+          "intangible",
+          "assets",
+          "items",
+          "measurements",
+          "Each",
+          "represents",
+          "shares",
+          "percentages",
+          "stated",
+          "calculated",
+          "exact",
+          "amount",
+          "minor",
+          "differences",
+          "RMB",
+          "amounts",
+          "rounding"
+        ],
+        "keywords": [
+          "forward-looking",
+          "financial results",
+          "risks"
+        ],
+        "connect_to": [
+          {
+            "target": "d8e74222-0839-546a-b7c9-bdb4d95cfc59",
+            "relation": "embeds",
+            "ref": "[tables/table-0 Financial Results.html]",
+            "position": {
+              "start": 2254,
+              "end": 2293
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "12ea3f3e-43c1-57f5-8a2e-0f8602614578",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"4\"></td><td colspan=\"3\">Six months ended September 30,</td><td></td></tr><tr><td>2024</td><td colspan=\"2\">2025</td><td rowspan=\"2\">YoY % Change</td></tr><tr><td>RMB</td><td>RMB</td><td>US$</td></tr><tr><td colspan=\"4\">(in millions, except percentages)</td></tr><tr><td>Alibaba China E-commerce Group:</td><td></td><td></td><td></td><td></td></tr><tr><td>E-commerce</td><td></td><td></td><td></td><td></td></tr><tr><td>- Customer management</td><td>152,755</td><td>168,179</td><td>23,624</td><td>10%</td></tr><tr><td>- Direct sales, logistics and others(2)</td><td>50,233</td><td>53,331</td><td>7,492</td><td>6%</td></tr><tr><td></td><td>202,988</td><td>221,510</td><td>31,116</td><td>9%</td></tr><tr><td>Quick commerce(3)</td><td>27,517</td><td>37,690</td><td>5,294</td><td>37%</td></tr><tr><td>China commerce wholesale</td><td>11,938</td><td>13,450</td><td>1,889</td><td>13%</td></tr><tr><td>Total Alibaba China E-commerce Group</td><td>242,443</td><td>272,650</td><td>38,299</td><td>12%</td></tr><tr><td>Alibaba International Digital Commerce Group:</td><td></td><td></td><td></td><td></td></tr><tr><td>International commerce retail</td><td>49,309</td><td>56,463</td><td>7,931</td><td>15%</td></tr><tr><td>International commerce wholesale</td><td>11,656</td><td>13,077</td><td>1,837</td><td>12%</td></tr><tr><td>Total Alibaba International Digital Commerce Group</td><td>60,965</td><td>69,540</td><td>9,768</td><td>14%</td></tr><tr><td>Cloud Intelligence Group</td><td>56,159</td><td>73,222</td><td>10,285</td><td>30%</td></tr><tr><td>All others(4)</td><td>165,837</td><td>121,568</td><td>17,077</td><td>(27)%</td></tr><tr><td>Unallocated</td><td>888</td><td>1,096</td><td>154</td><td></td></tr><tr><td>Inter-segment elimination</td><td>(46,553)</td><td>(42,629)</td><td>(5,988)</td><td></td></tr><tr><td>Consolidated revenue</td><td>479,739</td><td>495,447</td><td>69,595</td><td>3%</td></tr></table>",
+      "path": "tables/table-1 Alibaba Revenue.html",
+      "metadata": {
+        "length": 1927,
+        "summary": "table-2\nAlibaba's consolidated revenue for six months ended Sep 2025 was RMB 495,447 million (US$69,595 million), up 3% YoY. China E-commerce grew 12%, International Digital Commerce 14%, and Cloud Intelligence 30%.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "file_path": "tables/table-1 Alibaba Revenue.html",
+        "keywords": [
+          "Revenue",
+          "E-commerce",
+          "Growth"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "2a795fd6-a216-5029-86a6-f0f5de762830",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"4\"></td><td colspan=\"3\">Six months ended September 30,</td><td></td></tr><tr><td>2024</td><td colspan=\"2\">2025</td><td rowspan=\"3\">YoY % Change(3)</td></tr><tr><td>RMB</td><td>RMB</td><td>US$</td></tr><tr><td colspan=\"3\">(in millions, except percentages)</td></tr><tr><td>Alibaba China E-commerce Group</td><td>93,080</td><td>48,886</td><td>6,867</td><td>(47)%</td></tr><tr><td>Alibaba International Digital Commerce Group</td><td>(6,611)</td><td>103</td><td>14</td><td>N/A</td></tr><tr><td>Cloud Intelligence Group</td><td>4,998</td><td>6,558</td><td>921</td><td>31%</td></tr><tr><td>All others</td><td>(2,910)</td><td>(4,785)</td><td>(672)</td><td>(64)%</td></tr><tr><td>Unallocated(2)</td><td>(2,142)</td><td>(1,640)</td><td>(230)</td><td></td></tr><tr><td>Inter-segment elimination</td><td>(819)</td><td>(1,205)</td><td>(169)</td><td></td></tr><tr><td>Consolidated adjusted EBITA</td><td>85,596</td><td>47,917</td><td>6,731</td><td>(44)%</td></tr><tr><td>Less: Non-cash share-based compensation expense</td><td>(7,775)</td><td>(6,076)</td><td>(854)</td><td></td></tr><tr><td>Less: Amortization and impairment of intangible assets, and others</td><td>(3,441)</td><td>(1,488)</td><td>(209)</td><td></td></tr><tr><td>Less: Provision for the shareholder class action lawsuits</td><td>(3,145)</td><td>-</td><td>-</td><td></td></tr><tr><td>Income from operations</td><td>71,235</td><td>40,353</td><td>5,668</td><td>(43)%</td></tr></table>",
+      "path": "tables/table-2 Alibaba EBITA.html",
+      "metadata": {
+        "length": 1460,
+        "summary": "table-3\nAlibaba's consolidated adjusted EBITA for six months ended Sep 2025 was RMB 47,917M, down 44% YoY. Cloud Intelligence Group grew 31%, while China E-commerce dropped 47%.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "file_path": "tables/table-2 Alibaba EBITA.html",
+        "keywords": [
+          "EBITA",
+          "Revenue",
+          "YoY Change"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "2db1f9a2-1723-5ae1-ba8e-c1dbd6dc6094",
+      "type": "text",
+      "content": "Revenue for the six months ended September 30, 2025 was RMB495,447 million (US\\$69,595 million), an increase of 3% year-over-year compared to RMB479,739 million in the same period of 2024. Excluding revenue from the disposed businesses of Sun Art and Intime, revenue on a like-for-like basis would have grown by 12% year-over-year.\nThe following table sets forth a breakdown of our revenue by segment for the periods indicated:\n\n[tables/table-1 Alibaba Revenue.html]\n\n(1) To advance our “user first” strategy and enhance user experience, during the quarter ended June 30, 2025, we undertook a strategic combination of Taobao and Tmall Group, Ele.me and Fliggy into Alibaba China E-commerce Group. We simplified the financial reporting structure by reclassifying Cainiao, Amap and Digital Media and Entertainment Group (rebranded to Hujing Digital Media and Entertainment Group) into “All others”. The above presentation has been updated to conform with the new reporting structure, as reviewed by our chief operating decision maker.\n(2) Direct sales, logistics and others revenue under Alibaba China E-commerce Group primarily represents direct sales businesses of Tmall Supermarket, Tmall Global and other businesses, where revenue and cost of inventory are recorded on a gross basis within the business group, as well as revenue from logistics services and value-added services.\n(3) Quick commerce revenue represents quick commerce business revenue, including revenue generated through “Taobao Instant Commerce” and the Ele.me app. Quick commerce revenue is net of subsidies that are contra revenue.\n(4) All others include Freshippo, Cainiao, Alibaba Health, Hujing Digital Media and Entertainment Group, Amap, Intelligent Information Platform (which mainly consists of UCWeb and Quark businesses), Lingxi Games, DingTalk and other businesses. The majority of revenue within All others consists of direct sales, where revenue and cost of inventory are recorded on a gross basis, and revenue from logistics services. The decrease was primarily due to the revenue decrease as a result of the disposal of Sun Art and Intime businesses, as well as the decrease in revenue from Cainiao, partly offset by the increase in revenue from Freshippo, Alibaba Health and Amap.\nThe following table sets forth a breakdown of our adjusted EBITA by segment for the periods indicated:\n\n[tables/table-2 Alibaba EBITA.html]\n\n(1) To advance our “user first” strategy and enhance user experience, during the quarter ended June 30, 2025, we undertook a strategic combination of Taobao and Tmall Group, Ele.me and Fliggy into Alibaba China E-commerce Group. We simplified the financial reporting structure by reclassifying Cainiao, Amap and Digital Media and Entertainment Group (rebranded to Hujing Digital Media and Entertainment Group) into “All others”. The above presentation has been updated to conform with the new reporting structure, as reviewed by our chief operating decision maker.\n(2) Unallocated primarily relates to certain costs incurred by corporate functions and other miscellaneous items that are not allocated to individual segments.\n(3) For a more intuitive presentation, widening of loss in YoY% is shown in terms of negative growth rate, and narrowing of loss in YoY% is shown in terms of positive growth rate.",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/Weighted Voting Rights/Six Months Ended September Segment Results",
+      "metadata": {
+        "length": 3329,
+        "summary": "Alibaba Group's revenue for the six months ended September 30, 2025, was RMB495,447 million (US$69,595 million), a 3% year-over-year increase from RMB479,739 million in 2024. Excluding disposed businesses (Sun Art and Intime), like-for-like revenue grew 12%. The company restructured its reporting segments, combining Taobao, Tmall, Ele.me, and Fliggy into Alibaba China E-commerce Group, and reclassifying Cainiao, Amap, and Digital Media and Entertainment Group into 'All others'. The text includes tables detailing revenue and adjusted EBITA breakdowns by segment, with notes on direct sales, quick commerce revenue, and segment performance drivers.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "Revenue",
+          "months",
+          "ended",
+          "September",
+          "30",
+          "2025",
+          "RMB495",
+          "447",
+          "million",
+          "US",
+          "69",
+          "595",
+          "increase",
+          "3%",
+          "year",
+          "compared",
+          "RMB479",
+          "739",
+          "period",
+          "2024",
+          "Excluding",
+          "revenue",
+          "disposed",
+          "businesses",
+          "Sun",
+          "Art",
+          "Intime",
+          "basis",
+          "grown",
+          "12%",
+          "The",
+          "table",
+          "sets",
+          "breakdown",
+          "segment",
+          "periods",
+          "To",
+          "advance",
+          "user",
+          "strategy",
+          "enhance",
+          "experience",
+          "quarter",
+          "June",
+          "undertook",
+          "strategic",
+          "combination",
+          "Taobao",
+          "Tmall",
+          "Group",
+          "Ele",
+          "Fliggy",
+          "Alibaba",
+          "China",
+          "commerce",
+          "We",
+          "simplified",
+          "financial",
+          "reporting",
+          "structure",
+          "reclassifying",
+          "Cainiao",
+          "Amap",
+          "Digital",
+          "Media",
+          "Entertainment",
+          "rebranded",
+          "Hujing",
+          "All",
+          "presentation",
+          "updated",
+          "conform",
+          "reviewed",
+          "chief",
+          "operating",
+          "decision",
+          "maker",
+          "Direct",
+          "sales",
+          "logistics",
+          "primarily",
+          "represents",
+          "direct",
+          "Supermarket",
+          "Global",
+          "cost",
+          "inventory",
+          "recorded",
+          "gross",
+          "business",
+          "group",
+          "services",
+          "added",
+          "Quick",
+          "quick",
+          "including",
+          "generated",
+          "Instant",
+          "Commerce",
+          "app",
+          "net",
+          "subsidies",
+          "contra",
+          "include",
+          "Freshippo",
+          "Health",
+          "Intelligent",
+          "Information",
+          "Platform",
+          "consists",
+          "UCWeb",
+          "Quark",
+          "Lingxi",
+          "Games",
+          "DingTalk",
+          "majority",
+          "decrease",
+          "due",
+          "result",
+          "disposal",
+          "partly",
+          "offset",
+          "adjusted",
+          "EBITA",
+          "Unallocated",
+          "relates",
+          "costs",
+          "incurred",
+          "corporate",
+          "functions",
+          "miscellaneous",
+          "items",
+          "allocated",
+          "individual",
+          "segments",
+          "For",
+          "intuitive",
+          "widening",
+          "loss",
+          "YoY%",
+          "shown",
+          "terms",
+          "negative",
+          "growth",
+          "rate",
+          "narrowing",
+          "positive"
+        ],
+        "keywords": [
+          "Revenue",
+          "Segments",
+          "EBITA"
+        ],
+        "connect_to": [
+          {
+            "target": "12ea3f3e-43c1-57f5-8a2e-0f8602614578",
+            "relation": "embeds",
+            "ref": "[tables/table-1 Alibaba Revenue.html]",
+            "position": {
+              "start": 429,
+              "end": 466
+            }
+          },
+          {
+            "target": "2a795fd6-a216-5029-86a6-f0f5de762830",
+            "relation": "embeds",
+            "ref": "[tables/table-2 Alibaba EBITA.html]",
+            "position": {
+              "start": 2370,
+              "end": 2405
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "5ab9ab8a-5525-5725-ba30-3341dc3ee505",
+      "type": "text",
+      "content": "",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/Weighted Voting Rights/Six Months Ended September Segment Results/Alibaba China E-commerce Group",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "ee8b513d-5f91-570b-949c-9702cd2f8d95",
+      "type": "text",
+      "content": "",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/Weighted Voting Rights/Six Months Ended September Segment Results/Alibaba China E-commerce Group/(i) Segment revenue",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "cf9dd8ee-22ff-5276-84f1-b8911de9c041",
+      "type": "text",
+      "content": "Revenue from our E-commerce business in the six months ended September 30, 2025 was RMB221,510 million (US\\$31,116 million), an increase of 9% compared to RMB202,988 million in the same period of 2024.\nCustomer management revenue increased by 10% year-over-year, primarily due to the improvement of take rate.\nDirect sales, logistics and others revenue under E-commerce business in the six months ended September 30, 2025 was RMB53,331 million (US\\$7,492 million), an increase of 6% compared to RMB50,233 million in the same period of 2024, primarily driven by the increase in revenue from logistics services and value-added services, partly offset by the decrease in revenue from certain direct sales businesses.",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/Weighted Voting Rights/Six Months Ended September Segment Results/Alibaba China E-commerce Group/(i) Segment revenue/• E-commerce Business",
+      "metadata": {
+        "length": 713,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "Revenue",
+          "commerce",
+          "business",
+          "months",
+          "ended",
+          "September",
+          "30",
+          "2025",
+          "RMB221",
+          "510",
+          "million",
+          "US",
+          "31",
+          "116",
+          "increase",
+          "9%",
+          "compared",
+          "RMB202",
+          "988",
+          "period",
+          "2024",
+          "Customer",
+          "management",
+          "revenue",
+          "increased",
+          "10%",
+          "year",
+          "primarily",
+          "due",
+          "improvement",
+          "rate",
+          "Direct",
+          "sales",
+          "logistics",
+          "RMB53",
+          "331",
+          "492",
+          "6%",
+          "RMB50",
+          "233",
+          "driven",
+          "services",
+          "added",
+          "partly",
+          "offset",
+          "decrease",
+          "direct",
+          "businesses"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "eee7627f-5ba0-549e-83bb-1e16f9d28940",
+      "type": "text",
+      "content": "Revenue from our Quick commerce business in the six months ended September 30, 2025 was RMB37,690 million (US\\$5,294 million), an increase of 37% compared to RMB27,517 million in the same period of 2024, mainly due to order growth as a result of the rollout of “Taobao Instant Commerce” at the end of April 2025.",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/Weighted Voting Rights/Six Months Ended September Segment Results/Alibaba China E-commerce Group/(i) Segment revenue/• Quick Commerce Business",
+      "metadata": {
+        "length": 312,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "Revenue",
+          "Quick",
+          "commerce",
+          "business",
+          "months",
+          "ended",
+          "September",
+          "30",
+          "2025",
+          "RMB37",
+          "690",
+          "million",
+          "US",
+          "294",
+          "increase",
+          "37%",
+          "compared",
+          "RMB27",
+          "517",
+          "period",
+          "2024",
+          "due",
+          "order",
+          "growth",
+          "result",
+          "rollout",
+          "Taobao",
+          "Instant",
+          "Commerce",
+          "end",
+          "April"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "d2aa7def-41e8-50ac-a610-9820b5f8db9e",
+      "type": "text",
+      "content": "Revenue from our China commerce wholesale business in the six months ended September 30, 2025 was RMB13,450 million (US\\$1,889 million), an increase of 13% compared to RMB11,938 million in the same period of 2024, primarily due to an increase in revenue from value-added services provided to paying members.",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/Weighted Voting Rights/Six Months Ended September Segment Results/Alibaba China E-commerce Group/(i) Segment revenue/• China Commerce Wholesale Business",
+      "metadata": {
+        "length": 307,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "Revenue",
+          "China",
+          "commerce",
+          "wholesale",
+          "business",
+          "months",
+          "ended",
+          "September",
+          "30",
+          "2025",
+          "RMB13",
+          "450",
+          "million",
+          "US",
+          "889",
+          "increase",
+          "13%",
+          "compared",
+          "RMB11",
+          "938",
+          "period",
+          "2024",
+          "primarily",
+          "due",
+          "revenue",
+          "added",
+          "services",
+          "provided",
+          "paying",
+          "members"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "ad6c0695-d324-56dc-b57a-55076dbe60fc",
+      "type": "text",
+      "content": "Alibaba China E-commerce Group adjusted EBITA decreased by 47% to RMB48,886 million (US\\$6,867 million) in the six months ended September 30, 2025, compared to RMB93,080 million in the same period of 2024, primarily due to the investment in quick commerce, user experiences, and technology, partly offset by double-digit revenue growth in Alibaba China E-commerce Group.",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/Weighted Voting Rights/Six Months Ended September Segment Results/Alibaba China E-commerce Group/(ii) Segment adjusted EBITA",
+      "metadata": {
+        "length": 370,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "Alibaba",
+          "China",
+          "commerce",
+          "Group",
+          "adjusted",
+          "EBITA",
+          "decreased",
+          "47%",
+          "RMB48",
+          "886",
+          "million",
+          "US",
+          "867",
+          "months",
+          "ended",
+          "September",
+          "30",
+          "2025",
+          "compared",
+          "RMB93",
+          "080",
+          "period",
+          "2024",
+          "primarily",
+          "due",
+          "investment",
+          "quick",
+          "user",
+          "experiences",
+          "technology",
+          "partly",
+          "offset",
+          "double",
+          "digit",
+          "revenue",
+          "growth"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "6544088b-bb4c-5815-9b60-5e8dd8e6ea3a",
+      "type": "text",
+      "content": "",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/Weighted Voting Rights/Six Months Ended September Segment Results/Alibaba International Digital Commerce Group",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "e13f3f94-6d80-5a02-b9b1-b0a03feff0a9",
+      "type": "text",
+      "content": "",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/Weighted Voting Rights/Six Months Ended September Segment Results/Alibaba International Digital Commerce Group/(i) Segment revenue",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "1f55f4f3-aeb8-5fc5-a123-d940b3b7f768",
+      "type": "text",
+      "content": "Revenue from our International commerce retail business in the six months ended September 30, 2025 was RMB56,463 million (US\\$7,931 million), an increase of 15% compared to RMB49,309 million in the same period of 2024, primarily driven by the increase in revenue contributed by AliExpress and other international businesses. As certain of our international businesses generate revenue in local currencies while our reporting currency is Renminbi, AIDC's revenue is affected by exchange rate fluctuations.",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/Weighted Voting Rights/Six Months Ended September Segment Results/Alibaba International Digital Commerce Group/(i) Segment revenue/• International Commerce Retail Business",
+      "metadata": {
+        "length": 504,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "Revenue",
+          "International",
+          "commerce",
+          "retail",
+          "business",
+          "months",
+          "ended",
+          "September",
+          "30",
+          "2025",
+          "RMB56",
+          "463",
+          "million",
+          "US",
+          "931",
+          "increase",
+          "15%",
+          "compared",
+          "RMB49",
+          "309",
+          "period",
+          "2024",
+          "primarily",
+          "driven",
+          "revenue",
+          "contributed",
+          "AliExpress",
+          "international",
+          "businesses",
+          "As",
+          "generate",
+          "local",
+          "currencies",
+          "reporting",
+          "currency",
+          "Renminbi",
+          "AIDC",
+          "affected",
+          "exchange",
+          "rate",
+          "fluctuations"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "7f4a419e-7353-5897-9b3e-13865d071d1f",
+      "type": "text",
+      "content": "Revenue from our International commerce wholesale business in the six months ended September 30, 2025 was RMB13,077 million (US\\$1,837 million), an increase of 12% compared to RMB11,656 million in the same period of 2024, primarily due to an increase in revenue generated by cross-border related value-added services.",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/Weighted Voting Rights/Six Months Ended September Segment Results/Alibaba International Digital Commerce Group/(i) Segment revenue/• International Commerce Wholesale Business",
+      "metadata": {
+        "length": 317,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "Revenue",
+          "International",
+          "commerce",
+          "wholesale",
+          "business",
+          "months",
+          "ended",
+          "September",
+          "30",
+          "2025",
+          "RMB13",
+          "077",
+          "million",
+          "US",
+          "837",
+          "increase",
+          "12%",
+          "compared",
+          "RMB11",
+          "656",
+          "period",
+          "2024",
+          "primarily",
+          "due",
+          "revenue",
+          "generated",
+          "cross",
+          "border",
+          "related",
+          "added",
+          "services"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "5718a095-76b6-5deb-b0bc-dcdb0b5aa205",
+      "type": "text",
+      "content": "Alibaba International Digital Commerce Group adjusted EBITA was a profit of RMB103 million (US\\$14 million) in the six months ended September 30, 2025, compared to a loss of RMB6,611 million in the same period of 2024, primarily due to significant improvement in AliExpress' operating efficiency, and enhanced efficiency across various businesses.",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/Weighted Voting Rights/Six Months Ended September Segment Results/Alibaba International Digital Commerce Group/(ii) Segment adjusted EBITA",
+      "metadata": {
+        "length": 347,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "Alibaba",
+          "International",
+          "Digital",
+          "Commerce",
+          "Group",
+          "adjusted",
+          "EBITA",
+          "profit",
+          "RMB103",
+          "million",
+          "US",
+          "14",
+          "months",
+          "ended",
+          "September",
+          "30",
+          "2025",
+          "compared",
+          "loss",
+          "RMB6",
+          "611",
+          "period",
+          "2024",
+          "primarily",
+          "due",
+          "significant",
+          "improvement",
+          "AliExpress",
+          "operating",
+          "efficiency",
+          "enhanced",
+          "businesses"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "0d2966b9-f8ed-5a9c-91e8-0793d878983c",
+      "type": "text",
+      "content": "",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/Weighted Voting Rights/Six Months Ended September Segment Results/Cloud Intelligence Group",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "b556ada4-a4c3-51c6-bc96-a9fa87a6f234",
+      "type": "text",
+      "content": "Revenue from Cloud Intelligence Group was RMB73,222 million (US\\$10,285 million) in the six months ended September 30, 2025, an increase of 30% compared to RMB56,159 million in the same period of 2024. Overall revenue excluding Alibaba-consolidated subsidiaries increased by 28% year-over-year, primarily driven by public cloud revenue growth, including the increasing adoption of AI-related products.",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/Weighted Voting Rights/Six Months Ended September Segment Results/Cloud Intelligence Group/(i) Segment revenue",
+      "metadata": {
+        "length": 401,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "Revenue",
+          "Cloud",
+          "Intelligence",
+          "Group",
+          "RMB73",
+          "222",
+          "million",
+          "US",
+          "10",
+          "285",
+          "months",
+          "ended",
+          "September",
+          "30",
+          "2025",
+          "increase",
+          "30%",
+          "compared",
+          "RMB56",
+          "159",
+          "period",
+          "2024",
+          "Overall",
+          "revenue",
+          "excluding",
+          "Alibaba",
+          "consolidated",
+          "subsidiaries",
+          "increased",
+          "28%",
+          "year",
+          "primarily",
+          "driven",
+          "public",
+          "cloud",
+          "growth",
+          "including",
+          "increasing",
+          "adoption",
+          "AI",
+          "related",
+          "products"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "cd4dd494-e5cc-5c3b-939d-9be1eb8f70bb",
+      "type": "text",
+      "content": "Cloud Intelligence Group adjusted EBITA increased by 31% to RMB6,558 million (US\\$921 million) in the six months ended September 30, 2025, compared to RMB4,998 million in the same period of 2024, primarily due to revenue growth and improving operating efficiency, partly offset by the increasing investments in customer growth and technology innovation.",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/Weighted Voting Rights/Six Months Ended September Segment Results/Cloud Intelligence Group/(ii) Segment adjusted EBITA",
+      "metadata": {
+        "length": 353,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "Cloud",
+          "Intelligence",
+          "Group",
+          "adjusted",
+          "EBITA",
+          "increased",
+          "31%",
+          "RMB6",
+          "558",
+          "million",
+          "US",
+          "921",
+          "months",
+          "ended",
+          "September",
+          "30",
+          "2025",
+          "compared",
+          "RMB4",
+          "998",
+          "period",
+          "2024",
+          "primarily",
+          "due",
+          "revenue",
+          "growth",
+          "improving",
+          "operating",
+          "efficiency",
+          "partly",
+          "offset",
+          "increasing",
+          "investments",
+          "customer",
+          "technology",
+          "innovation"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "ab0b4c0b-7823-56b9-832c-a4500ab19ab6",
+      "type": "text",
+      "content": "",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/Weighted Voting Rights/Six Months Ended September Segment Results/All Others",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "25df0fe4-8ee9-5859-981b-3e914c0ce3d0",
+      "type": "text",
+      "content": "Revenue from All others segment was RMB121,568 million (US\\$17,077 million) in the six months ended September 30, 2025, a decrease of 27% compared to RMB165,837 million in the same period of 2024, primarily due to the revenue decrease as a result of the disposal of Sun Art and Intime businesses, as well as the decrease in revenue from Cainiao, partly offset by the increase in revenue from Freshippo, Alibaba Health and Amap.",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/Weighted Voting Rights/Six Months Ended September Segment Results/All Others/(i) Segment revenue",
+      "metadata": {
+        "length": 427,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "Revenue",
+          "All",
+          "segment",
+          "RMB121",
+          "568",
+          "million",
+          "US",
+          "17",
+          "077",
+          "months",
+          "ended",
+          "September",
+          "30",
+          "2025",
+          "decrease",
+          "27%",
+          "compared",
+          "RMB165",
+          "837",
+          "period",
+          "2024",
+          "primarily",
+          "due",
+          "revenue",
+          "result",
+          "disposal",
+          "Sun",
+          "Art",
+          "Intime",
+          "businesses",
+          "Cainiao",
+          "partly",
+          "offset",
+          "increase",
+          "Freshippo",
+          "Alibaba",
+          "Health",
+          "Amap"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "4e2788b6-2413-5828-bd82-0473726de7ae",
+      "type": "text",
+      "content": "Adjusted EBITA from All others segment in the six months ended September 30, 2025 was a loss of RMB4,785 million (US\\$672 million), compared to a loss of RMB2,910 million in the same period of 2024, primarily due to the increased investment in technology businesses, partly offset by the improved operating results of Freshippo, Hujing Digital Media and Entertainment Group and Alibaba Health.",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/Weighted Voting Rights/Six Months Ended September Segment Results/All Others/(ii) Segment adjusted EBITA",
+      "metadata": {
+        "length": 393,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "Adjusted",
+          "EBITA",
+          "All",
+          "segment",
+          "months",
+          "ended",
+          "September",
+          "30",
+          "2025",
+          "loss",
+          "RMB4",
+          "785",
+          "million",
+          "US",
+          "672",
+          "compared",
+          "RMB2",
+          "910",
+          "period",
+          "2024",
+          "primarily",
+          "due",
+          "increased",
+          "investment",
+          "technology",
+          "businesses",
+          "partly",
+          "offset",
+          "improved",
+          "operating",
+          "results",
+          "Freshippo",
+          "Hujing",
+          "Digital",
+          "Media",
+          "Entertainment",
+          "Group",
+          "Alibaba",
+          "Health"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "eac163cf-ee25-5494-b601-6a25e833c8f6",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"4\"></td><td colspan=\"5\">Six months ended September 30,</td><td rowspan=\"4\">% of Revenue YoY change</td></tr><tr><td colspan=\"2\">2024</td><td colspan=\"3\">2025</td></tr><tr><td>RMB</td><td>% of Revenue</td><td>RMB</td><td>US$</td><td>% of Revenue</td></tr><tr><td colspan=\"5\">(in millions, except percentages)</td></tr><tr><td colspan=\"7\">Costs and expenses:</td></tr><tr><td>Cost of revenue</td><td>290,135</td><td>60.5%</td><td>287,210</td><td>40,344</td><td>58.0%</td><td>(2.5)%</td></tr><tr><td>Product development expenses</td><td>27,555</td><td>5.7%</td><td>32,096</td><td>4,509</td><td>6.5%</td><td>0.8%</td></tr><tr><td>Sales and marketing expenses</td><td>65,167</td><td>13.6%</td><td>119,674</td><td>16,811</td><td>24.2%</td><td>10.6%</td></tr><tr><td>General and administrative expenses</td><td>23,057</td><td>4.8%</td><td>14,778</td><td>2,076</td><td>3.0%</td><td>(1.8)%</td></tr><tr><td>Amortization and impairment of intangible assets</td><td>3,441</td><td>0.7%</td><td>1,633</td><td>229</td><td>0.3%</td><td>(0.4)%</td></tr><tr><td>Total costs and expenses</td><td>409,355</td><td></td><td>455,391</td><td>63,969</td><td></td><td></td></tr><tr><td colspan=\"7\">Share-based compensation expense:</td></tr><tr><td>Cost of revenue</td><td>1,205</td><td>0.3%</td><td>913</td><td>128</td><td>0.2%</td><td>(0.1)%</td></tr><tr><td>Product development expenses</td><td>3,560</td><td>0.7%</td><td>2,862</td><td>402</td><td>0.6%</td><td>(0.1)%</td></tr><tr><td>Sales and marketing expenses</td><td>948</td><td>0.2%</td><td>958</td><td>135</td><td>0.2%</td><td>0.0%</td></tr><tr><td>General and administrative expenses</td><td>2,564</td><td>0.5%</td><td>2,137</td><td>300</td><td>0.4%</td><td>(0.1)%</td></tr><tr><td>Total share-based compensation expense(1)</td><td>8,277</td><td></td><td>6,870</td><td>965</td><td></td><td></td></tr><tr><td colspan=\"7\">Costs and expenses excluding share-based compensation expense:</td></tr><tr><td>Cost of revenue</td><td>288,930</td><td>60.2%</td><td>286,297</td><td>40,216</td><td>57.8%</td><td>(2.4)%</td></tr><tr><td>Product development expenses</td><td>23,995</td><td>5.0%</td><td>29,234</td><td>4,107</td><td>5.9%</td><td>0.9%</td></tr><tr><td>Sales and marketing expenses</td><td>64,219</td><td>13.4%</td><td>118,716</td><td>16,676</td><td>24.0%</td><td>10.6%</td></tr><tr><td>General and administrative expenses</td><td>20,493</td><td>4.3%</td><td>12,641</td><td>1,776</td><td>2.6%</td><td>(1.7)%</td></tr><tr><td>Amortization and impairment of intangible assets</td><td>3,441</td><td>0.7%</td><td>1,633</td><td>229</td><td>0.3%</td><td>(0.4)%</td></tr><tr><td>Total costs and expenses excluding share-based compensation expense</td><td>401,078</td><td></td><td>448,521</td><td>63,004</td><td></td><td></td></tr></table>",
+      "path": "tables/table-3 Costs & Expenses.html",
+      "metadata": {
+        "length": 2790,
+        "summary": "table-4\nThe table shows costs and expenses for six months ended Sep 30, 2024 and 2025. Total costs rose from 409,355 to 455,391 RMB. Sales and marketing expenses increased significantly by 10.6% of revenue.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "file_path": "tables/table-3 Costs & Expenses.html",
+        "keywords": [
+          "Cost of revenue",
+          "Expenses",
+          "YoY change"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "1fe38c48-14bf-5579-a964-aef1869b0708",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"4\"></td><td colspan=\"3\">Six months ended September 30,</td><td></td></tr><tr><td>2024</td><td colspan=\"2\">2025</td><td rowspan=\"2\">YoY % Change</td></tr><tr><td>RMB</td><td>RMB</td><td>US$</td></tr><tr><td colspan=\"4\">(in millions, except percentages)</td></tr><tr><td colspan=\"5\">By type of awards:</td></tr><tr><td>Alibaba Group share-based awards(1)</td><td>5,877</td><td>4,664</td><td>655</td><td>(21)%</td></tr><tr><td>Others(2)</td><td>2,400</td><td>2,206</td><td>310</td><td>(8)%</td></tr><tr><td>Total share-based compensation expense(3)</td><td>8,277</td><td>6,870</td><td>965</td><td>(17)%</td></tr></table>",
+      "path": "tables/table-4 Share-based Compensation.html",
+      "metadata": {
+        "length": 641,
+        "summary": "table-5\nAlibaba Group's share-based compensation expense decreased 17% YoY to RMB 6,870 million for six months ended Sep 2025, with Alibaba awards down 21% and others down 8%.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "file_path": "tables/table-4 Share-based Compensation.html",
+        "keywords": [
+          "share-based awards",
+          "compensation expense",
+          "YoY change"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "a99c8b09-3111-521d-817f-bd6bc8cb799a",
+      "type": "text",
+      "content": "Costs and Expenses\nThe following tables set forth a breakdown of our costs and expenses, share-based compensation expense, and costs and expenses excluding share-based compensation expense by function for the periods indicated:\n\n[tables/table-3 Costs & Expenses.html]\n\n(1) This includes both cash and non-cash share-based compensation expenses.\nCost of revenue – Cost of revenue in the six months ended September 30, 2025 was RMB287,210 million (US\\$40,344 million), or 58.0% of revenue, compared to RMB290,135 million, or 60.5% of revenue, in the same period of 2024. Without the effect of share-based compensation expense, cost of revenue as a percentage of revenue would have decreased from 60.2% in the same period of 2024 to 57.8% in the six months ended September 30, 2025, primarily due to the disposal of Sun Art and Intime businesses, decrease in scale of low margin direct sales businesses, improvement in monetization and operating efficiency, partly offset by higher logistics cost driven by the growth in our quick commerce business.\nProduct development expenses – Product development expenses in the six months ended September 30, 2025 were RMB32,096 million (US\\$4,509 million), or 6.5% of revenue, compared to RMB27,555 million, or 5.7% of revenue, in the same period of 2024. Without the effect of share-based compensation expense, product development expenses as a percentage of revenue would have increased from 5.0% in the same period of 2024 to 5.9% in the six months ended September 30, 2025, primarily attributable to our increased investment in technology development.\nSales and marketing expenses – Sales and marketing expenses in the six months ended September 30, 2025 were RMB119,674 million (US\\$16,811 million), or 24.2% of revenue, compared to RMB65,167 million, or 13.6% of revenue, in the same period of 2024. Without the effect of share-based compensation expense, sales and marketing expenses as a percentage of revenue would have increased from 13.4% in the same period of 2024 to 24.0% in the six months ended September 30, 2025, primarily attributable to the investment in user experiences of Alibaba China E-commerce Group.\nGeneral and administrative expenses – General and administrative expenses in the six months ended September 30, 2025 were RMB14,778 million (US\\$2,076 million), or 3.0% of revenue, compared to RMB23,057 million, or 4.8% of revenue, in the same period of 2024. Without the effect of share-based compensation expense, general and administrative expenses as a percentage of revenue would have decreased from 4.3% in the same period of 2024 to 2.6% in the six months ended September 30, 2025, primarily due to a one-time provision for the shareholder class action lawsuits in the same period last year and our improved cost control measures.\nShare-based compensation expense – Total share-based compensation expense included in the cost and expense items above in the six months ended September 30, 2025 was RMB6,870 million (US\\$965 million), compared to RMB8,277 million in the same period of 2024.\nThe following table sets forth our analysis of share-based compensation expense for the quarters indicated by type of share-based awards:\n\n[tables/table-4 Share-based Compensation.html]\n\nShare-based compensation expense decreased in the six months ended September 30, 2025 compared to the same period of 2024. This decrease was primarily due to the decrease in the number of Alibaba Group share-based awards granted as we have increased the proportion of long-term cash incentives granted after considering the macroeconomic environment and the general trends in the talent market.\nWe expect that our share-based compensation expense will continue to be affected by changes in the fair value of the underlying awards and the quantity of awards we grant in the future.\nAmortization and impairment of intangible assets – Amortization and impairment of intangible assets in the six months ended September 30, 2025 was RMB1,633 million (US\\$229 million), a decrease of 53% from RMB3,441 million in the same period of 2024, primarily due to full amortization of certain intangible assets.",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/Weighted Voting Rights/Six Months Ended September Other Financial Results Costs and Expenses",
+      "metadata": {
+        "length": 4173,
+        "summary": "The text details Alibaba's costs and expenses for the six months ended September 30, 2025, compared to the same period in 2024. Cost of revenue decreased to 58.0% of revenue from 60.5%, driven by disposal of Sun Art and Intime, lower direct sales, and improved efficiency. Product development expenses rose to 6.5% of revenue from 5.7% due to increased technology investment. Sales and marketing expenses surged to 24.2% from 13.6%, mainly from investment in Alibaba China E-commerce Group. General and administrative expenses fell to 3.0% from 4.8%, aided by a prior-year lawsuit provision and cost controls. Total share-based compensation expense decreased to RMB6,870 million from RMB8,277 million, due to fewer awards granted. Amortization and impairment of intangible assets dropped 53% to RMB1,633 million from full amortization of certain assets.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "Costs",
+          "Expenses",
+          "The",
+          "tables",
+          "set",
+          "breakdown",
+          "costs",
+          "expenses",
+          "share",
+          "based",
+          "compensation",
+          "expense",
+          "excluding",
+          "function",
+          "periods",
+          "This",
+          "includes",
+          "cash",
+          "Cost",
+          "revenue",
+          "months",
+          "ended",
+          "September",
+          "30",
+          "2025",
+          "RMB287",
+          "210",
+          "million",
+          "US",
+          "40",
+          "344",
+          "58.0%",
+          "compared",
+          "RMB290",
+          "135",
+          "60.5%",
+          "period",
+          "2024",
+          "Without",
+          "effect",
+          "cost",
+          "percentage",
+          "decreased",
+          "60.2%",
+          "57.8%",
+          "primarily",
+          "due",
+          "disposal",
+          "Sun",
+          "Art",
+          "Intime",
+          "businesses",
+          "decrease",
+          "scale",
+          "low",
+          "margin",
+          "direct",
+          "sales",
+          "improvement",
+          "monetization",
+          "operating",
+          "efficiency",
+          "partly",
+          "offset",
+          "higher",
+          "logistics",
+          "driven",
+          "growth",
+          "quick",
+          "commerce",
+          "business",
+          "Product",
+          "development",
+          "RMB32",
+          "096",
+          "509",
+          "6.5%",
+          "RMB27",
+          "555",
+          "5.7%",
+          "product",
+          "increased",
+          "5.0%",
+          "5.9%",
+          "attributable",
+          "investment",
+          "technology",
+          "Sales",
+          "marketing",
+          "RMB119",
+          "674",
+          "16",
+          "811",
+          "24.2%",
+          "RMB65",
+          "167",
+          "13.6%",
+          "13.4%",
+          "24.0%",
+          "user",
+          "experiences",
+          "Alibaba",
+          "China",
+          "Group",
+          "General",
+          "administrative",
+          "RMB14",
+          "778",
+          "076",
+          "3.0%",
+          "RMB23",
+          "057",
+          "4.8%",
+          "general",
+          "4.3%",
+          "2.6%",
+          "time",
+          "provision",
+          "shareholder",
+          "class",
+          "action",
+          "lawsuits",
+          "year",
+          "improved",
+          "control",
+          "measures",
+          "Share",
+          "Total",
+          "included",
+          "items",
+          "RMB6",
+          "870",
+          "965",
+          "RMB8",
+          "277",
+          "table",
+          "sets",
+          "analysis",
+          "quarters",
+          "type",
+          "awards",
+          "number",
+          "granted",
+          "proportion",
+          "long",
+          "term",
+          "incentives",
+          "macroeconomic",
+          "environment",
+          "trends",
+          "talent",
+          "market",
+          "We",
+          "expect",
+          "continue",
+          "affected",
+          "fair",
+          "underlying",
+          "quantity",
+          "grant",
+          "future",
+          "Amortization",
+          "impairment",
+          "intangible",
+          "assets",
+          "RMB1",
+          "633",
+          "229",
+          "53%",
+          "RMB3",
+          "441",
+          "full",
+          "amortization"
+        ],
+        "keywords": [
+          "costs",
+          "expenses",
+          "share-based compensation"
+        ],
+        "connect_to": [
+          {
+            "target": "eac163cf-ee25-5494-b601-6a25e833c8f6",
+            "relation": "embeds",
+            "ref": "[tables/table-3 Costs & Expenses.html]",
+            "position": {
+              "start": 229,
+              "end": 267
+            }
+          },
+          {
+            "target": "1fe38c48-14bf-5579-a964-aef1869b0708",
+            "relation": "embeds",
+            "ref": "[tables/table-4 Share-based Compensation.html]",
+            "position": {
+              "start": 3199,
+              "end": 3245
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "5e4ae1be-44c8-5035-809b-d56c2b426842",
+      "type": "text",
+      "content": "Income from operations in the six months ended September 30, 2025 was RMB40,353 million (US\\$5,668 million), or 8% of revenue, a decrease of 43% compared to RMB71,235 million, or 15% of revenue, in the same period of 2024, primarily due to the decrease in adjusted EBITA, partly offset by a one-time provision in the same period last year.",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/Weighted Voting Rights/Six Months Ended September Other Financial Results Costs and Expenses/Income from operations and operating margin",
+      "metadata": {
+        "length": 339,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "Income",
+          "operations",
+          "months",
+          "ended",
+          "September",
+          "30",
+          "2025",
+          "RMB40",
+          "353",
+          "million",
+          "US",
+          "668",
+          "8%",
+          "revenue",
+          "decrease",
+          "43%",
+          "compared",
+          "RMB71",
+          "235",
+          "15%",
+          "period",
+          "2024",
+          "primarily",
+          "due",
+          "adjusted",
+          "EBITA",
+          "partly",
+          "offset",
+          "time",
+          "provision",
+          "year"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "dcb535c5-0381-5a35-8831-de3e03f5f583",
+      "type": "text",
+      "content": "Adjusted EBITDA decreased 36% year-over-year to RMB62,991 million (US\\$8,848 million) in the six months ended September 30, 2025, compared to RMB98,488 million in the same period of 2024. Adjusted EBITA decreased 44% year-over-year to RMB47,917 million (US\\$6,731 million) in the six months ended September 30, 2025, compared to RMB85,596 million in the same period of 2024, primarily attributable to the investment in quick commerce, user experiences, and technology, partly offset by double-digit revenue growth in Alibaba China E-commerce Group, the improved operating results supported by continued growth in Cloud business, as well as enhanced operating efficiencies across various businesses. A reconciliation of net income to adjusted EBITDA and adjusted EBITA is included in the section entitled “Reconciliations of Non-GAAP Measures to the Nearest Comparable U.S. GAAP Measures” of this Interim Report.",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/Weighted Voting Rights/Six Months Ended September Other Financial Results Costs and Expenses/Adjusted EBITDA and Adjusted EBITA",
+      "metadata": {
+        "length": 911,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "Adjusted",
+          "EBITDA",
+          "decreased",
+          "36%",
+          "year",
+          "RMB62",
+          "991",
+          "million",
+          "US",
+          "848",
+          "months",
+          "ended",
+          "September",
+          "30",
+          "2025",
+          "compared",
+          "RMB98",
+          "488",
+          "period",
+          "2024",
+          "EBITA",
+          "44%",
+          "RMB47",
+          "917",
+          "731",
+          "RMB85",
+          "596",
+          "primarily",
+          "attributable",
+          "investment",
+          "quick",
+          "commerce",
+          "user",
+          "experiences",
+          "technology",
+          "partly",
+          "offset",
+          "double",
+          "digit",
+          "revenue",
+          "growth",
+          "Alibaba",
+          "China",
+          "Group",
+          "improved",
+          "operating",
+          "results",
+          "supported",
+          "continued",
+          "Cloud",
+          "business",
+          "enhanced",
+          "efficiencies",
+          "businesses",
+          "reconciliation",
+          "net",
+          "income",
+          "adjusted",
+          "included",
+          "section",
+          "entitled",
+          "Reconciliations",
+          "Non",
+          "GAAP",
+          "Measures",
+          "Nearest",
+          "Comparable",
+          "Interim",
+          "Report"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "02f885bb-a810-57b2-bf1d-ded78c771f2d",
+      "type": "text",
+      "content": "Adjusted EBITA by segment as well as a reconciliation of income from operations to adjusted EBITA are set forth in the section entitled “Six Months Ended September Segment Results” above.",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/Weighted Voting Rights/Six Months Ended September Other Financial Results Costs and Expenses/Adjusted EBITA by segment",
+      "metadata": {
+        "length": 187,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "Adjusted",
+          "EBITA",
+          "segment",
+          "reconciliation",
+          "income",
+          "operations",
+          "adjusted",
+          "set",
+          "section",
+          "entitled",
+          "Six",
+          "Months",
+          "Ended",
+          "September",
+          "Segment",
+          "Results"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "9374b98e-c2a1-57f8-8d6b-fc62b8d94f52",
+      "type": "text",
+      "content": "Interest and investment income, net in the six months ended September 30, 2025 was RMB37,468 million (US\\$5,263 million), an increase of 119% compared to RMB17,129 million in the same period of 2024, primarily due to mark-to-market changes from our equity investments, gain from the disposal of local consumer service business of Trendyol, and the decrease in impairment of our investments.\nThe above-mentioned investment gains and losses were excluded from our non-GAAP net income.",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/Weighted Voting Rights/Six Months Ended September Other Financial Results Costs and Expenses/Interest and investment income, net",
+      "metadata": {
+        "length": 482,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "Interest",
+          "investment",
+          "income",
+          "net",
+          "months",
+          "ended",
+          "September",
+          "30",
+          "2025",
+          "RMB37",
+          "468",
+          "million",
+          "US",
+          "263",
+          "increase",
+          "119%",
+          "compared",
+          "RMB17",
+          "129",
+          "period",
+          "2024",
+          "primarily",
+          "due",
+          "mark",
+          "market",
+          "equity",
+          "investments",
+          "gain",
+          "disposal",
+          "local",
+          "consumer",
+          "service",
+          "business",
+          "Trendyol",
+          "decrease",
+          "impairment",
+          "The",
+          "mentioned",
+          "gains",
+          "losses",
+          "excluded",
+          "GAAP"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "ab08db16-7ad2-596c-b5cf-c1604f04f57a",
+      "type": "text",
+      "content": "Other (expense) income, net in the six months ended September 30, 2025 was an income of RMB1,329 million (US\\$187 million), compared to expense of RMB1,221 million in the same period of 2024, was primarily due to the decrease in net exchange loss in the six months ended September 30, 2025 compared to the same period last year, arising from the exchange rate fluctuation between Renminbi and U.S. dollar.",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/Weighted Voting Rights/Six Months Ended September Other Financial Results Costs and Expenses/Other (expense) income, net",
+      "metadata": {
+        "length": 405,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "Other",
+          "expense",
+          "income",
+          "net",
+          "months",
+          "ended",
+          "September",
+          "30",
+          "2025",
+          "RMB1",
+          "329",
+          "million",
+          "US",
+          "187",
+          "compared",
+          "221",
+          "period",
+          "2024",
+          "primarily",
+          "due",
+          "decrease",
+          "exchange",
+          "loss",
+          "year",
+          "arising",
+          "rate",
+          "fluctuation",
+          "Renminbi",
+          "dollar"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "26ffbf71-d44e-5531-b1f3-20d3979d180d",
+      "type": "text",
+      "content": "Income tax expenses in the six months ended September 30, 2025 were RMB14,415 million (US\\$2,024 million), compared to RMB17,442 million in the same period of 2024.",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/Weighted Voting Rights/Six Months Ended September Other Financial Results Costs and Expenses/Income tax expenses",
+      "metadata": {
+        "length": 164,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "Income",
+          "tax",
+          "expenses",
+          "months",
+          "ended",
+          "September",
+          "30",
+          "2025",
+          "RMB14",
+          "415",
+          "million",
+          "US",
+          "024",
+          "compared",
+          "RMB17",
+          "442",
+          "period",
+          "2024"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "d348d07f-85ac-51cb-bec5-639f447a2809",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"4\"></td><td colspan=\"3\">Six months ended September 30,</td></tr><tr><td>2024</td><td colspan=\"2\">2025</td></tr><tr><td>RMB</td><td>RMB</td><td>US$</td></tr><tr><td></td><td>(in millions)</td><td></td></tr><tr><td>Share of profit (loss) of equity method investees</td><td></td><td></td><td></td></tr><tr><td>- Ant Group</td><td>6,395</td><td>4,280</td><td>601</td></tr><tr><td>- Others</td><td>(1,334)</td><td>1,126</td><td>158</td></tr><tr><td>Impairment loss</td><td>(2,157)</td><td>(5)</td><td>(1)</td></tr><tr><td> $Others^{(1)}$ </td><td>(421)</td><td>(2,147)</td><td>(301)</td></tr><tr><td>Total</td><td>2,483</td><td>3,254</td><td>457</td></tr></table>",
+      "path": "tables/table-5 Equity Investee Results.html",
+      "metadata": {
+        "length": 682,
+        "summary": "table-6\nThe table shows share of profit from equity investees for six months ending Sep 30, 2024 and 2025. Ant Group contributed RMB 6,395M (2024) and RMB 4,280M (2025). Total profit was RMB 2,483M (2024) and RMB 3,254M (2025).",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "file_path": "tables/table-5 Equity Investee Results.html",
+        "keywords": [
+          "Ant Group",
+          "Impairment",
+          "Share of Profit"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "190ebc3a-f4b0-5153-9a2a-19b34f78b3ea",
+      "type": "text",
+      "content": "Share of results of equity method investees in the six months ended September 30, 2025 was RMB3,254 million (US\\$457 million), an increase of 31% compared to RMB2,483 million in the same period of 2024. The following table sets forth a breakdown of share of results of equity method investees for the periods indicated:\n\n[tables/table-5 Equity Investee Results.html]\n\n(1) “Others” mainly include basis differences arising from equity method investees, share-based compensation expense related to share-based awards granted to employees of our equity method investees, as well as gain or loss arising from the deemed disposal of the equity method investees.\nWe record our share of results of all equity method investees one quarter in arrears. The share of net profit of other equity method investees recorded in the six months ended September 30 2025, compared to the share of net losses in the same period last year, was primarily attributable to the overall improvement in the financial performance of our equity method investees. This was partly offset by the decrease in share of profit of Ant Group, which was mainly attributable to investments in new growth initiatives and technologies.",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/Weighted Voting Rights/Six Months Ended September Other Financial Results Costs and Expenses/Share of results of equity method investees",
+      "metadata": {
+        "length": 1193,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "Share",
+          "results",
+          "equity",
+          "method",
+          "investees",
+          "months",
+          "ended",
+          "September",
+          "30",
+          "2025",
+          "RMB3",
+          "254",
+          "million",
+          "US",
+          "457",
+          "increase",
+          "31%",
+          "compared",
+          "RMB2",
+          "483",
+          "period",
+          "2024",
+          "The",
+          "table",
+          "sets",
+          "breakdown",
+          "share",
+          "periods",
+          "Others",
+          "include",
+          "basis",
+          "differences",
+          "arising",
+          "based",
+          "compensation",
+          "expense",
+          "related",
+          "awards",
+          "granted",
+          "employees",
+          "gain",
+          "loss",
+          "deemed",
+          "disposal",
+          "We",
+          "record",
+          "quarter",
+          "arrears",
+          "net",
+          "profit",
+          "recorded",
+          "losses",
+          "year",
+          "primarily",
+          "attributable",
+          "improvement",
+          "financial",
+          "performance",
+          "This",
+          "partly",
+          "offset",
+          "decrease",
+          "Ant",
+          "Group",
+          "investments",
+          "growth",
+          "initiatives",
+          "technologies"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "d348d07f-85ac-51cb-bec5-639f447a2809",
+            "relation": "embeds",
+            "ref": "[tables/table-5 Equity Investee Results.html]",
+            "position": {
+              "start": 321,
+              "end": 366
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "87d13fbd-2507-5e4a-b875-91e2b0bf4871",
+      "type": "text",
+      "content": "Our net income in the six months ended September 30, 2025 was RMB62,994 million (US\\$8,849 million), compared to RMB67,569 million in the same period of 2024, primarily attributable to the decrease in income from operations, partly offset by the mark-to-market changes from our equity investments, gain from the disposal of local consumer service business of Trendyol and the decrease in both the impairment of our investments and net exchange loss.\nExcluding non-cash share-based compensation expense, gains/losses of investments, impairment of goodwill and intangible assets, and certain other items, non-GAAP net income in the six months ended September 30, 2025 was RMB43,862 million (US\\$6,161 million), a decrease of 43% compared to RMB77,209 million in the same period of 2024, primarily attributable to the investment in quick commerce, user experiences, and technology, partly offset by double-digit revenue growth in Alibaba China E-commerce Group, the improved operating results supported by continued growth in Cloud business, as well as enhanced operating efficiencies across various businesses. A reconciliation of net income to non-GAAP net income is included in the section entitled “Reconciliations of Non-GAAP Measures to the Nearest Comparable U.S. GAAP Measures” of this Interim Report.",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/Weighted Voting Rights/Six Months Ended September Other Financial Results Costs and Expenses/Net income and Non-GAAP net income",
+      "metadata": {
+        "length": 1306,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "Our",
+          "net",
+          "income",
+          "months",
+          "ended",
+          "September",
+          "30",
+          "2025",
+          "RMB62",
+          "994",
+          "million",
+          "US",
+          "849",
+          "compared",
+          "RMB67",
+          "569",
+          "period",
+          "2024",
+          "primarily",
+          "attributable",
+          "decrease",
+          "operations",
+          "partly",
+          "offset",
+          "mark",
+          "market",
+          "equity",
+          "investments",
+          "gain",
+          "disposal",
+          "local",
+          "consumer",
+          "service",
+          "business",
+          "Trendyol",
+          "impairment",
+          "exchange",
+          "loss",
+          "Excluding",
+          "cash",
+          "share",
+          "based",
+          "compensation",
+          "expense",
+          "gains",
+          "losses",
+          "goodwill",
+          "intangible",
+          "assets",
+          "items",
+          "GAAP",
+          "RMB43",
+          "862",
+          "161",
+          "43%",
+          "RMB77",
+          "209",
+          "investment",
+          "quick",
+          "commerce",
+          "user",
+          "experiences",
+          "technology",
+          "double",
+          "digit",
+          "revenue",
+          "growth",
+          "Alibaba",
+          "China",
+          "Group",
+          "improved",
+          "operating",
+          "results",
+          "supported",
+          "continued",
+          "Cloud",
+          "enhanced",
+          "efficiencies",
+          "businesses",
+          "reconciliation",
+          "included",
+          "section",
+          "entitled",
+          "Reconciliations",
+          "Non",
+          "Measures",
+          "Nearest",
+          "Comparable",
+          "Interim",
+          "Report"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "0fdde5ee-22df-50db-ad40-e1f0b07ebf8a",
+      "type": "text",
+      "content": "Net income attributable to ordinary shareholders in the six months ended September 30, 2025 was RMB64,106 million (US\\$9,005 million), compared to RMB68,143 million in the same period of 2024, primarily attributable to the decrease in income from operations, partly offset by the mark-to-market changes from our equity investments, gain from the disposal of local consumer service business of Trendyol and the decrease in both the impairment of our investments and net exchange loss.\nDiluted earnings per ADS/share and non-GAAP diluted earnings per ADS/share\nDiluted earnings per ADS in the six months ended September 30, 2025 was RMB26.73 (US\\$3.75), compared to RMB28.00 in the same period of 2024. Excluding non-cash share-based compensation expense, gains/losses of investments, impairment of goodwill and intangible assets, and certain other items, non-GAAP diluted earnings per ADS in the six months ended September 30, 2025 was RMB19.10 (US\\$2.68), a decrease of 39% compared to RMB31.50 in the same period of 2024.\nDiluted earnings per share in the six months ended September 30, 2025 was RMB3.34 (US\\$0.47 or HK\\$3.66), compared to RMB3.50 in the same period of 2024. Excluding non-cash share-based compensation expense, gains/losses of investments, impairment of goodwill and intangible assets, and certain other items, non-GAAP diluted earnings per share in the six months ended September 30, 2025 was RMB2.39 (US\\$0.34 or HK\\$2.62), a decrease of 39% compared to RMB3.94 in the same period of 2024.\nA reconciliation of diluted earnings per ADS/share to non-GAAP diluted earnings per ADS/share is included in the section entitled “Reconciliations of Non-GAAP Measures to the Nearest Comparable U.S. GAAP Measures” of this Interim Report. Each ADS represents eight ordinary shares.\nCash and cash equivalents, short-term investments and other treasury investments\nAs of September 30, 2025, cash and cash equivalents, short-term investments and other treasury investments included in equity securities and other investments on the consolidated balance sheets, of which that are unrestricted for withdrawal and use, were RMB573,889 million (US\\$80,614 million), compared to RMB597,132 million as of March 31, 2025. Other treasury investments consist of fixed deposits, certificate of deposits and marketable debt securities with original maturities over one year for treasury purposes. The decrease in cash and cash equivalents, short-term investments and other treasury investments of RMB23,243 million during the six months ended September 30, 2025, was primarily due to (i) free cash flow outflow of RMB40,655 million (US\\$5,711 million), (ii) dividend payment of RMB33,621 million (US\\$4,723 million), (iii) cash used in repurchase of ordinary shares of RMB7,638 million (US\\$1,073 million), partly offset by (iv) net proceeds from issuance of convertible unsecured senior notes and payments for capped call transactions of RMB20,994 million (US\\$2,949 million), (v) net proceeds from bank borrowings of RMB17,804 million (US\\$2,501 million), (vi) net proceeds from issuance of exchangeable bonds of RMB10,986 million (US\\$1,543 million) and (vii) proceeds of RMB12,026 million (US\\$1,689 million) from the disposal of Intime and local consumer service business of Trendyol.",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/Weighted Voting Rights/Six Months Ended September Other Financial Results Costs and Expenses/Net income attributable to ordinary shareholders",
+      "metadata": {
+        "length": 3285,
+        "summary": "Net income attributable to ordinary shareholders for the six months ended September 30, 2025 was RMB64,106 million, down from RMB68,143 million in 2024, due to decreased income from operations, partially offset by investment mark-to-market changes, Trendyol disposal gains, and lower impairment and exchange losses. Diluted earnings per ADS were RMB26.73, compared to RMB28.00 in 2024; non-GAAP diluted earnings per ADS fell 39% to RMB19.10. Diluted earnings per share were RMB3.34, versus RMB3.50 in 2024; non-GAAP diluted earnings per share also decreased 39% to RMB2.39. Cash, cash equivalents, short-term investments, and other treasury investments totaled RMB573,889 million as of September 30, 2025, down from RMB597,132 million as of March 31, 2025, primarily due to free cash flow outflow of RMB40,655 million, dividend payments of RMB33,621 million, and share repurchases of RMB7,638 million, partly offset by proceeds from convertible notes, bank borrowings, exchangeable bonds, and asset disposals.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "Net",
+          "income",
+          "attributable",
+          "ordinary",
+          "shareholders",
+          "months",
+          "ended",
+          "September",
+          "30",
+          "2025",
+          "RMB64",
+          "106",
+          "million",
+          "US",
+          "005",
+          "compared",
+          "RMB68",
+          "143",
+          "period",
+          "2024",
+          "primarily",
+          "decrease",
+          "operations",
+          "partly",
+          "offset",
+          "mark",
+          "market",
+          "equity",
+          "investments",
+          "gain",
+          "disposal",
+          "local",
+          "consumer",
+          "service",
+          "business",
+          "Trendyol",
+          "impairment",
+          "net",
+          "exchange",
+          "loss",
+          "Diluted",
+          "earnings",
+          "ADS",
+          "share",
+          "GAAP",
+          "diluted",
+          "RMB26.73",
+          "3.75",
+          "RMB28.00",
+          "Excluding",
+          "cash",
+          "based",
+          "compensation",
+          "expense",
+          "gains",
+          "losses",
+          "goodwill",
+          "intangible",
+          "assets",
+          "items",
+          "RMB19.10",
+          "2.68",
+          "39%",
+          "RMB31.50",
+          "RMB3.34",
+          "0.47",
+          "HK",
+          "3.66",
+          "RMB3.50",
+          "RMB2.39",
+          "0.34",
+          "2.62",
+          "RMB3.94",
+          "reconciliation",
+          "included",
+          "section",
+          "entitled",
+          "Reconciliations",
+          "Non",
+          "Measures",
+          "Nearest",
+          "Comparable",
+          "Interim",
+          "Report",
+          "Each",
+          "represents",
+          "shares",
+          "Cash",
+          "equivalents",
+          "short",
+          "term",
+          "treasury",
+          "As",
+          "securities",
+          "consolidated",
+          "balance",
+          "sheets",
+          "unrestricted",
+          "withdrawal",
+          "RMB573",
+          "889",
+          "80",
+          "614",
+          "RMB597",
+          "132",
+          "March",
+          "31",
+          "Other",
+          "consist",
+          "fixed",
+          "deposits",
+          "certificate",
+          "marketable",
+          "debt",
+          "original",
+          "maturities",
+          "year",
+          "purposes",
+          "The",
+          "RMB23",
+          "243",
+          "due",
+          "free",
+          "flow",
+          "outflow",
+          "RMB40",
+          "655",
+          "711",
+          "ii",
+          "dividend",
+          "payment",
+          "RMB33",
+          "621",
+          "723",
+          "iii",
+          "repurchase",
+          "RMB7",
+          "638",
+          "073",
+          "iv",
+          "proceeds",
+          "issuance",
+          "convertible",
+          "unsecured",
+          "senior",
+          "notes",
+          "payments",
+          "capped",
+          "call",
+          "transactions",
+          "RMB20",
+          "994",
+          "949",
+          "bank",
+          "borrowings",
+          "RMB17",
+          "804",
+          "501",
+          "vi",
+          "exchangeable",
+          "bonds",
+          "RMB10",
+          "986",
+          "543",
+          "vii",
+          "RMB12",
+          "026",
+          "689",
+          "Intime"
+        ],
+        "keywords": [
+          "Net income",
+          "Earnings per ADS",
+          "Cash investments"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "d701c347-b47d-5939-af4c-1753208fcd4c",
+      "type": "text",
+      "content": "During the six months ended September 30, 2025, net cash provided by operating activities was RMB30,771 million (US\\$4,322 million), a decrease of 53% compared to RMB65,074 million in the same period of 2024. Free cash flow, a non-GAAP measurement of liquidity, was an outflow of RMB40,655 million (US\\$5,711 million), compared to an inflow of RMB31,107 million in the same period of 2024. The decrease in free cash flow was mainly attributed to the increase in our cloud infrastructure expenditure and the investment in quick commerce. A reconciliation of net cash provided by operating activities to free cash flow is included in the section entitled “Reconciliations of Non-GAAP Measures to the Nearest Comparable U.S. GAAP Measures” of this Interim Report.",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/Weighted Voting Rights/Six Months Ended September Other Financial Results Costs and Expenses/Net cash provided by operating activities and free cash flow",
+      "metadata": {
+        "length": 760,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "During",
+          "months",
+          "ended",
+          "September",
+          "30",
+          "2025",
+          "net",
+          "cash",
+          "provided",
+          "operating",
+          "activities",
+          "RMB30",
+          "771",
+          "million",
+          "US",
+          "322",
+          "decrease",
+          "53%",
+          "compared",
+          "RMB65",
+          "074",
+          "period",
+          "2024",
+          "Free",
+          "flow",
+          "GAAP",
+          "measurement",
+          "liquidity",
+          "outflow",
+          "RMB40",
+          "655",
+          "711",
+          "inflow",
+          "RMB31",
+          "107",
+          "The",
+          "free",
+          "attributed",
+          "increase",
+          "cloud",
+          "infrastructure",
+          "expenditure",
+          "investment",
+          "quick",
+          "commerce",
+          "reconciliation",
+          "included",
+          "section",
+          "entitled",
+          "Reconciliations",
+          "Non",
+          "Measures",
+          "Nearest",
+          "Comparable",
+          "Interim",
+          "Report"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "d8dfa2cb-781a-5c32-ae58-0d57d130776c",
+      "type": "text",
+      "content": "During the six months ended September 30, 2025, net cash used in investing activities of RMB51,324 million (US\\$7,209 million) primarily reflected capital expenditures of RMB70,177 million (US\\$9,858 million) and net increase in short-term investments and other treasury investments by RMB11,119 million (US\\$1,562 million), partly offset by net cash inflow of RMB29,710 million (US\\$4,173 million) for investment and acquisition activities.",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/Weighted Voting Rights/Six Months Ended September Other Financial Results Costs and Expenses/Net cash used in investing activities",
+      "metadata": {
+        "length": 441,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "During",
+          "months",
+          "ended",
+          "September",
+          "30",
+          "2025",
+          "net",
+          "cash",
+          "investing",
+          "activities",
+          "RMB51",
+          "324",
+          "million",
+          "US",
+          "209",
+          "primarily",
+          "reflected",
+          "capital",
+          "expenditures",
+          "RMB70",
+          "177",
+          "858",
+          "increase",
+          "short",
+          "term",
+          "investments",
+          "treasury",
+          "RMB11",
+          "119",
+          "562",
+          "partly",
+          "offset",
+          "inflow",
+          "RMB29",
+          "710",
+          "173",
+          "investment",
+          "acquisition"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "9281a011-69f6-55c1-a1db-3446e38b3a0d",
+      "type": "text",
+      "content": "During the six months ended September 30, 2025, net cash provided by financing activities of RMB8,171 million (US\\$1,148 million) primarily reflected cash provided by net proceeds from issuance of convertible unsecured senior notes and payments for capped call transactions of RMB20,994 million (US\\$2,949 million), net proceeds from bank borrowings of RMB17,804 million (US\\$2,501 million), and net proceeds from issuance of exchangeable bonds of RMB10,986 million (US\\$1,543 million), partly offset by dividend payment of RMB33,621 million (US\\$4,723 million), and cash used in repurchase of ordinary shares of RMB7,638 million (US\\$1,073 million).",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/Weighted Voting Rights/Six Months Ended September Other Financial Results Costs and Expenses/Net cash provided by financing activities",
+      "metadata": {
+        "length": 650,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "During",
+          "months",
+          "ended",
+          "September",
+          "30",
+          "2025",
+          "net",
+          "cash",
+          "provided",
+          "financing",
+          "activities",
+          "RMB8",
+          "171",
+          "million",
+          "US",
+          "148",
+          "primarily",
+          "reflected",
+          "proceeds",
+          "issuance",
+          "convertible",
+          "unsecured",
+          "senior",
+          "notes",
+          "payments",
+          "capped",
+          "call",
+          "transactions",
+          "RMB20",
+          "994",
+          "949",
+          "bank",
+          "borrowings",
+          "RMB17",
+          "804",
+          "501",
+          "exchangeable",
+          "bonds",
+          "RMB10",
+          "986",
+          "543",
+          "partly",
+          "offset",
+          "dividend",
+          "payment",
+          "RMB33",
+          "621",
+          "723",
+          "repurchase",
+          "ordinary",
+          "shares",
+          "RMB7",
+          "638",
+          "073"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "0e128507-3b38-5c99-92ca-852f2f4b781a",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"4\"></td><td colspan=\"3\">Six months ended September 30,</td></tr><tr><td>2024</td><td colspan=\"2\">2025</td></tr><tr><td>RMB</td><td>RMB</td><td>US$</td></tr><tr><td colspan=\"3\">(in millions)</td></tr><tr><td>Net income</td><td>67,569</td><td>62,994</td><td>8,849</td></tr><tr><td>Adjustments to reconcile net income to adjusted EBITA and adjusted EBITDA:</td><td></td><td></td><td></td></tr><tr><td>Interest and investment income, net</td><td>(17,129)</td><td>(37,468)</td><td>(5,263)</td></tr><tr><td>Interest expense</td><td>4,615</td><td>4,995</td><td>702</td></tr><tr><td>Other expense (income), net</td><td>1,221</td><td>(1,329)</td><td>(187)</td></tr><tr><td>Income tax expenses</td><td>17,442</td><td>14,415</td><td>2,024</td></tr><tr><td>Share of results of equity method investees</td><td>(2,483)</td><td>(3,254)</td><td>(457)</td></tr><tr><td>Income from operations</td><td>71,235</td><td>40,353</td><td>5,668</td></tr><tr><td>Non-cash share-based compensation expense</td><td>7,775</td><td>6,076</td><td>854</td></tr><tr><td>Amortization and impairment of intangible assets, and others</td><td>3,441</td><td>1,488</td><td>209</td></tr><tr><td>Provision for the shareholder class action lawsuits</td><td>3,145</td><td>-</td><td>-</td></tr><tr><td>Adjusted EBITA</td><td>85,596</td><td>47,917</td><td>6,731</td></tr><tr><td>Depreciation and impairment of property and equipment, and operating lease cost relating to land use rights</td><td>12,892</td><td>15,074</td><td>2,117</td></tr><tr><td>Adjusted EBITDA</td><td>98,488</td><td>62,991</td><td>8,848</td></tr></table>",
+      "path": "tables/table-6 Financial Results.html",
+      "metadata": {
+        "length": 1602,
+        "summary": "table-7\nThe table shows financial data for six months ending Sep 30, 2024 and 2025, with net income, adjusted EBITA, and EBITDA in RMB and US dollars.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "file_path": "tables/table-6 Financial Results.html",
+        "keywords": [
+          "Adjusted EBITA",
+          "Net Income",
+          "EBITDA"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "cf726d83-13c5-59df-973d-1ae0d77a2240",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"4\"></td><td colspan=\"3\">Six months ended September 30,</td></tr><tr><td>2024</td><td colspan=\"2\">2025</td></tr><tr><td>RMB</td><td>RMB</td><td>US$</td></tr><tr><td colspan=\"3\">(in millions)</td></tr><tr><td>Net income</td><td>67,569</td><td>62,994</td><td>8,849</td></tr><tr><td>Adjustments to reconcile net income to non-GAAP net income:</td><td></td><td></td><td></td></tr><tr><td>Non-cash share-based compensation expense</td><td>7,775</td><td>6,076</td><td>854</td></tr><tr><td>Amortization and impairment of intangible assets</td><td>3,441</td><td>1,633</td><td>229</td></tr><tr><td>Provision for the shareholder class action lawsuits</td><td>3,145</td><td>-</td><td>-</td></tr><tr><td>Gain on deemed disposals/disposals/revaluation of investments</td><td>(8,116)</td><td>(29,320)</td><td>(4,119)</td></tr><tr><td>Impairment of investments, and others</td><td>5,067</td><td>2,455</td><td>345</td></tr><tr><td>Tax effects(1)</td><td>(1,672)</td><td>24</td><td>3</td></tr><tr><td>Non-GAAP net income</td><td>77,209</td><td>43,862</td><td>6,161</td></tr></table>",
+      "path": "tables/table-7 Non-GAAP Net Income.html",
+      "metadata": {
+        "length": 1088,
+        "summary": "table-8\nThe table shows net income and non-GAAP net income for six months ending September 30, 2024 and 2025, with adjustments including share-based compensation, amortization, and investment gains.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "file_path": "tables/table-7 Non-GAAP Net Income.html",
+        "keywords": [
+          "Net income",
+          "Non-GAAP adjustments",
+          "Financial results"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "fd2dc317-0fc3-572a-a24c-f37cf5f0db4d",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"4\"></td><td colspan=\"3\">Six months ended September 30,</td></tr><tr><td>2024</td><td colspan=\"2\">2025</td></tr><tr><td>RMB</td><td>RMB</td><td>US$</td></tr><tr><td colspan=\"3\">(in millions, except per share data)</td></tr><tr><td>Net income attributable to ordinary shareholders – basic</td><td>68,143</td><td>64,106</td><td>9,005</td></tr><tr><td>Dilution effect on earnings arising from non-cash share-based awards operated by equity method investees and subsidiaries</td><td>(131)</td><td>(258)</td><td>(36)</td></tr><tr><td>Adjustments for interest expense attributable to convertible unsecured senior notes</td><td>95</td><td>143</td><td>20</td></tr><tr><td>Net income attributable to ordinary shareholders – diluted</td><td>68,107</td><td>63,991</td><td>8,989</td></tr><tr><td>Non-GAAP adjustments to net income attributable to ordinary shareholders(1)</td><td>8,521</td><td>(18,250)</td><td>(2,564)</td></tr><tr><td>Non-GAAP net income attributable to ordinary shareholders for computing non-GAAP diluted earnings per share/ADS</td><td>76,628</td><td>45,741</td><td>6,425</td></tr><tr><td>Weighted average number of shares on a diluted basis for computing non-GAAP diluted earnings per share/ADS (million shares)(2)</td><td>19,459</td><td>19,154</td><td></td></tr><tr><td>Diluted earnings per share(2)(3)</td><td>3.50</td><td>3.34</td><td>0.47</td></tr><tr><td>Non-GAAP diluted earnings per share(2)(4)</td><td>3.94</td><td>2.39</td><td>0.34</td></tr><tr><td>Diluted earnings per ADS(2)(3)</td><td>28.00</td><td>26.73</td><td>3.75</td></tr><tr><td>Non-GAAP diluted earnings per ADS(2)(4)</td><td>31.50</td><td>19.10</td><td>2.68</td></tr></table>",
+      "path": "tables/table-8 Earnings per Share.html",
+      "metadata": {
+        "length": 1677,
+        "summary": "table-9\nThe table shows basic and diluted net income attributable to ordinary shareholders for six months ending Sep 30, 2024 and 2025, with non-GAAP adjustments and diluted earnings per share/ADS in RMB and USD.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "file_path": "tables/table-8 Earnings per Share.html",
+        "keywords": [
+          "Net income",
+          "Diluted EPS",
+          "Non-GAAP"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "b7a25b9e-4b38-5c23-a976-7b75b7d25f45",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"4\"></td><td colspan=\"3\">Six months ended September 30,</td></tr><tr><td>2024</td><td colspan=\"2\">2025</td></tr><tr><td>RMB</td><td>RMB</td><td>US$</td></tr><tr><td colspan=\"3\">(in millions)</td></tr><tr><td>Net cash provided by operating activities</td><td>65,074</td><td>30,771</td><td>4,322</td></tr><tr><td>Less: Purchase of property and equipment (excluding land use rights and construction in progress relating to office campuses)</td><td>(28,916)</td><td>(70,057)</td><td>(9,841)</td></tr><tr><td>Less: Changes in the buyer protection fund deposits</td><td>(5,051)</td><td>(1,369)</td><td>(192)</td></tr><tr><td>Free cash flow</td><td>31,107</td><td>(40,655)</td><td>(5,711)</td></tr></table>",
+      "path": "tables/table-9 Free Cash Flow.html",
+      "metadata": {
+        "length": 722,
+        "summary": "table-10\nThe table shows net cash from operations, property purchases, and buyer protection deposits for six months ending Sep 2024 and 2025, resulting in free cash flow of 31,107 RMB (2024) and -40,655 RMB (2025).",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "file_path": "tables/table-9 Free Cash Flow.html",
+        "keywords": [
+          "Free cash flow",
+          "Operating activities",
+          "Capital expenditure"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "fb07a64f-f537-5605-8b7b-49fda91cd7c3",
+      "type": "text",
+      "content": "As of September 30, 2025, we had a total of 126,661 employees, compared to 124,320 as of March 31, 2025.\nReconciliations of Non-GAAP Measures to the Nearest Comparable U.S. GAAP Measures\nThe table below sets forth a reconciliation of our net income to adjusted EBITA and adjusted EBITDA for the periods indicated:\n\n[tables/table-6 Financial Results.html]\n\nReconciliations of Non-GAAP Measures to the Nearest Comparable U.S. GAAP Measures (Continued)\nThe table below sets forth a reconciliation of our net income to non-GAAP net income for the periods indicated:\n\n[tables/table-7 Non-GAAP Net Income.html]\n\n(1) Tax effects primarily comprise tax effects relating to non-cash share-based compensation expense, amortization and impairment of intangible assets and certain gains and losses from investments, and others.\nReconciliations of Non-GAAP Measures to the Nearest Comparable U.S. GAAP Measures (Continued)\nThe table below sets forth a reconciliation of our diluted earnings per share/ADS to non-GAAP diluted earnings per share/ADS for the periods indicated:\n\n[tables/table-8 Earnings per Share.html]\n\n(1) Non-GAAP adjustments excluding the attributions to the noncontrolling interests. See the table above for items regarding the reconciliation of net income to non-GAAP net income (before excluding the attributions to the noncontrolling interests).\n(2) Each ADS represents eight ordinary shares.\n(3) Diluted earnings per share is derived from dividing net income attributable to ordinary shareholders by the weighted average number of outstanding ordinary shares, on a diluted basis. Diluted earnings per ADS is derived from the diluted earnings per share after adjusting for the ordinary share-to-ADS ratio.\n(4) Non-GAAP diluted earnings per share is derived from dividing non-GAAP net income attributable to ordinary shareholders by the weighted average number of outstanding ordinary shares for computing non-GAAP diluted earnings per share, on a diluted basis. Non-GAAP diluted earnings per ADS is derived from the non-GAAP diluted earnings per share after adjusting for the ordinary share-to-ADS ratio.\nReconciliations of Non-GAAP Measures to the Nearest Comparable U.S. GAAP Measures (Continued)\nThe table below sets forth a reconciliation of net cash provided by operating activities to free cash flow for the periods indicated:\n\n[tables/table-9 Free Cash Flow.html]",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/Weighted Voting Rights/Six Months Ended September Other Financial Results Costs and Expenses/Employees",
+      "metadata": {
+        "length": 2404,
+        "summary": "The passage provides reconciliations of non-GAAP financial measures to GAAP measures for a company, including adjusted EBITA, adjusted EBITDA, non-GAAP net income, non-GAAP diluted earnings per share/ADS, and free cash flow for the six months ended September 30, 2025. It also notes employee counts: 126,661 as of September 30, 2025, compared to 124,320 as of March 31, 2025. The reconciliations are presented in tables, with footnotes explaining tax effects, ADS-to-ordinary share ratio (1:8), and adjustments for noncontrolling interests.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "As",
+          "September",
+          "30",
+          "2025",
+          "total",
+          "126",
+          "661",
+          "employees",
+          "compared",
+          "124",
+          "320",
+          "March",
+          "31",
+          "Reconciliations",
+          "Non",
+          "GAAP",
+          "Measures",
+          "Nearest",
+          "Comparable",
+          "The",
+          "table",
+          "sets",
+          "reconciliation",
+          "net",
+          "income",
+          "adjusted",
+          "EBITA",
+          "EBITDA",
+          "periods",
+          "Continued",
+          "Tax",
+          "effects",
+          "primarily",
+          "comprise",
+          "tax",
+          "relating",
+          "cash",
+          "share",
+          "based",
+          "compensation",
+          "expense",
+          "amortization",
+          "impairment",
+          "intangible",
+          "assets",
+          "gains",
+          "losses",
+          "investments",
+          "diluted",
+          "earnings",
+          "ADS",
+          "adjustments",
+          "excluding",
+          "attributions",
+          "noncontrolling",
+          "interests",
+          "See",
+          "items",
+          "Each",
+          "represents",
+          "ordinary",
+          "shares",
+          "Diluted",
+          "derived",
+          "dividing",
+          "attributable",
+          "shareholders",
+          "weighted",
+          "average",
+          "number",
+          "outstanding",
+          "basis",
+          "adjusting",
+          "ratio",
+          "computing",
+          "provided",
+          "operating",
+          "activities",
+          "free",
+          "flow"
+        ],
+        "keywords": [
+          "Non-GAAP",
+          "reconciliation",
+          "financial measures"
+        ],
+        "connect_to": [
+          {
+            "target": "0e128507-3b38-5c99-92ca-852f2f4b781a",
+            "relation": "embeds",
+            "ref": "[tables/table-6 Financial Results.html]",
+            "position": {
+              "start": 315,
+              "end": 354
+            }
+          },
+          {
+            "target": "cf726d83-13c5-59df-973d-1ae0d77a2240",
+            "relation": "embeds",
+            "ref": "[tables/table-7 Non-GAAP Net Income.html]",
+            "position": {
+              "start": 563,
+              "end": 604
+            }
+          },
+          {
+            "target": "fd2dc317-0fc3-572a-a24c-f37cf5f0db4d",
+            "relation": "embeds",
+            "ref": "[tables/table-8 Earnings per Share.html]",
+            "position": {
+              "start": 1063,
+              "end": 1103
+            }
+          },
+          {
+            "target": "b7a25b9e-4b38-5c23-a976-7b75b7d25f45",
+            "relation": "embeds",
+            "ref": "[tables/table-9 Free Cash Flow.html]",
+            "position": {
+              "start": 2343,
+              "end": 2379
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "82c16a00-2789-5824-bd1e-8a55ab010121",
+      "type": "text",
+      "content": "To supplement our unaudited condensed consolidated financial statements, which are prepared and presented in accordance with GAAP, we use the following non-GAAP financial measures: for our consolidated results, adjusted EBITDA (including adjusted EBITDA margin), adjusted EBITA (including adjusted EBITA margin), non-GAAP net income, non-GAAP diluted earnings per share/ADS and free cash flow. For more information on these non-GAAP financial measures, please refer to the table captioned “Reconciliations of Non-GAAP Measures to the Nearest Comparable U.S. GAAP Measures” in this Interim Report.\nWe believe that adjusted EBITDA, adjusted EBITA, non-GAAP net income and non-GAAP diluted earnings per share/ADS help identify underlying trends in our business that could otherwise be distorted by the effect of certain income or expenses that we include in income from operations, net income and diluted earnings per share/ADS. We believe that these non-GAAP measures provide useful information about our core operating results, enhance the overall understanding of our past performance and future prospects and allow for greater visibility with respect to key metrics used by our management in its financial and operational decision-making. We present three different income measures, namely adjusted EBITDA, adjusted EBITA and non-GAAP net income in order to provide more information and greater transparency to investors about our operating results.\nWe consider free cash flow to be a liquidity measure that provides useful information to management and investors about the amount of cash generated by our business that can be used for strategic corporate transactions, including investing in our new business initiatives, making strategic investments and acquisitions and strengthening our balance sheet.\nAdjusted EBITDA, adjusted EBITA, non-GAAP net income, non-GAAP diluted earnings per share/ADS and free cash flow should not be considered in isolation or construed as an alternative to income from operations, net income, diluted earnings per share/ADS, cash flows or any other measure of performance or as an indicator of our operating performance. These non-GAAP financial measures presented here do not have standardized meanings prescribed by U.S. GAAP and may not be comparable to similarly titled measures presented by other companies. Other companies may calculate similarly titled measures differently, limiting their usefulness as comparative measures to our data.\nAdjusted EBITDA represents net income before interest and investment income, net, interest expense, other income (expense), net, income tax expenses, share of results of equity method investees, certain non-cash expenses, consisting of share-based compensation expense, amortization and impairment of intangible assets, impairment of goodwill, depreciation and impairment of property and equipment, and operating lease cost relating to land use rights, and others (including provision in relation to matters outside the ordinary course of business), which we do not believe are reflective of our core operating performance during the periods presented.\nAdjusted EBITA represents net income before interest and investment income, net, interest expense, other income (expense), net, income tax expenses, share of results of equity method investees, certain non-cash expenses, consisting of share-based compensation expense, amortization and impairment of intangible assets, impairment of goodwill, and others (including provision in relation to matters outside the ordinary course of business), which we do not believe are reflective of our core operating performance during the periods presented.\nNon-GAAP net income represents net income before non-cash share-based compensation expense, amortization and impairment of intangible assets, gain or loss on deemed disposals/disposals/revaluation of investments, impairment of goodwill and investments, and others (including provision in relation to matters outside the ordinary course of business), and adjustments for the tax effects.\nNon-GAAP diluted earnings per share represents non-GAAP net income attributable to ordinary shareholders divided by the weighted average number of outstanding ordinary shares for computing non-GAAP diluted earnings per share on a diluted basis. Non-GAAP diluted earnings per ADS represents non-GAAP diluted earnings per share after adjusting for the ordinary share-to-ADS ratio.\nFree cash flow represents net cash provided by operating activities as presented in our unaudited condensed consolidated cash flow statement less purchases of property and equipment (excluding acquisition of land use rights and construction in progress relating to office campuses) and intangible assets (excluding those acquired through acquisitions), as well as adjustments to exclude from net cash provided by operating activities the buyer protection fund deposits from merchants on our marketplaces. We deduct certain items of cash flows from investing activities in order to provide greater transparency into cash flow from our revenue-generating business operations. We exclude “acquisition of land use rights and construction in progress relating to office campuses” because the office campuses are used by us for corporate and administrative purposes and are not directly related to our revenue-generating business operations. We also exclude buyer protection fund deposits from merchants on our marketplaces because these deposits are restricted for the purpose of compensating buyers for claims against merchants.\nThe table captioned “Reconciliations of Non-GAAP Measures to the Nearest Comparable U.S. GAAP Measures” in this Interim Report has more details on the non-GAAP financial measures that are most directly comparable to GAAP financial measures and the related reconciliations between these financial measures.",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/Weighted Voting Rights/Non-GAAP Financial Measures",
+      "metadata": {
+        "length": 5872,
+        "summary": "The passage explains the company's use of non-GAAP financial measures including adjusted EBITDA, adjusted EBITA, non-GAAP net income, non-GAAP diluted earnings per share/ADS, and free cash flow. These measures are used to supplement GAAP financial statements and help identify underlying business trends by excluding certain non-cash expenses and items not reflective of core operating performance. The definitions of each measure are provided, along with cautionary notes that they should not be considered in isolation or as alternatives to GAAP measures, and may not be comparable to similarly titled measures from other companies. Free cash flow is described as a liquidity measure for strategic corporate transactions, with specific adjustments explained.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "To",
+          "supplement",
+          "unaudited",
+          "condensed",
+          "consolidated",
+          "financial",
+          "statements",
+          "prepared",
+          "presented",
+          "accordance",
+          "GAAP",
+          "measures",
+          "results",
+          "adjusted",
+          "EBITDA",
+          "including",
+          "margin",
+          "EBITA",
+          "net",
+          "income",
+          "diluted",
+          "earnings",
+          "share",
+          "ADS",
+          "free",
+          "cash",
+          "flow",
+          "For",
+          "information",
+          "refer",
+          "table",
+          "captioned",
+          "Reconciliations",
+          "Non",
+          "Measures",
+          "Nearest",
+          "Comparable",
+          "Interim",
+          "Report",
+          "We",
+          "identify",
+          "underlying",
+          "trends",
+          "business",
+          "distorted",
+          "effect",
+          "expenses",
+          "include",
+          "operations",
+          "provide",
+          "core",
+          "operating",
+          "enhance",
+          "understanding",
+          "past",
+          "performance",
+          "future",
+          "prospects",
+          "greater",
+          "visibility",
+          "respect",
+          "key",
+          "metrics",
+          "management",
+          "operational",
+          "decision",
+          "making",
+          "present",
+          "order",
+          "transparency",
+          "investors",
+          "liquidity",
+          "measure",
+          "amount",
+          "generated",
+          "strategic",
+          "corporate",
+          "transactions",
+          "investing",
+          "initiatives",
+          "investments",
+          "acquisitions",
+          "strengthening",
+          "balance",
+          "sheet",
+          "Adjusted",
+          "considered",
+          "isolation",
+          "construed",
+          "alternative",
+          "flows",
+          "indicator",
+          "These",
+          "standardized",
+          "meanings",
+          "prescribed",
+          "comparable",
+          "similarly",
+          "titled",
+          "companies",
+          "Other",
+          "calculate",
+          "differently",
+          "limiting",
+          "usefulness",
+          "comparative",
+          "data",
+          "represents",
+          "interest",
+          "investment",
+          "expense",
+          "tax",
+          "equity",
+          "method",
+          "investees",
+          "consisting",
+          "based",
+          "compensation",
+          "amortization",
+          "impairment",
+          "intangible",
+          "assets",
+          "goodwill",
+          "depreciation",
+          "property",
+          "equipment",
+          "lease",
+          "cost",
+          "relating",
+          "land",
+          "rights",
+          "provision",
+          "relation",
+          "matters",
+          "ordinary",
+          "reflective",
+          "periods",
+          "gain",
+          "loss",
+          "deemed",
+          "disposals",
+          "revaluation",
+          "adjustments",
+          "effects",
+          "attributable",
+          "shareholders",
+          "divided",
+          "weighted",
+          "average",
+          "number",
+          "outstanding",
+          "shares",
+          "computing",
+          "basis",
+          "adjusting",
+          "ratio",
+          "Free",
+          "provided",
+          "activities",
+          "statement",
+          "purchases",
+          "excluding",
+          "acquisition",
+          "construction",
+          "progress",
+          "office",
+          "campuses",
+          "acquired",
+          "exclude",
+          "buyer",
+          "protection",
+          "fund",
+          "deposits",
+          "merchants",
+          "marketplaces",
+          "deduct",
+          "items",
+          "revenue",
+          "generating",
+          "administrative",
+          "purposes",
+          "directly",
+          "related",
+          "restricted",
+          "purpose",
+          "compensating",
+          "buyers",
+          "claims",
+          "The",
+          "details",
+          "reconciliations"
+        ],
+        "keywords": [
+          "adjusted EBITDA",
+          "non-GAAP net income",
+          "free cash flow"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "cc3cbde1-83cc-5ae8-8fde-0f08c6849593",
+      "type": "text",
+      "content": "",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/Weighted Voting Rights/Other Financial Information",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "42159302-b4f8-5cfe-840d-777e319a8516",
+      "type": "text",
+      "content": "We fund our operations and strategic investments from cash generated from our operations and through debt and equity financing. We generated RMB65,074 million and RMB30,771 million (US\\$4,322 million) of cash from operating activities for the six months ended September 30, 2024 and 2025, respectively. As of September 30, 2025, we had cash and cash equivalents, short-term investments and other treasury investments of RMB573,889 million (US\\$80,614 million) that are unrestricted for withdrawal and use. Short-term investments include investments in fixed deposits with original maturities between three months and one year and certain investments in wealth management products, certificates of deposits, marketable debt securities and other investments whereby we have the intention to redeem within one year. Other treasury investments mainly include investments in fixed deposits, certificates of deposits and marketable debt securities with original maturities over one year for treasury purposes. The remaining maturities of these treasury investments held by us generally range from one to five years.\nWe believe that our current levels of cash and cash flows from operations will be sufficient to meet our anticipated cash needs for at least the next twelve months. However, we may need additional cash resources in the future if we find and wish to pursue opportunities for investment, acquisition, strategic cooperation or other similar actions, which may include investing in technology, infrastructure, including data management and analytics solutions, or related talent. If we determine that our cash requirements exceed our amounts of cash on hand or if we decide to further optimize our capital structure, we may seek to issue additional debt or equity securities or obtain credit facilities or other sources of funding.\nIn July 2025, we issued zero coupon exchangeable bonds due 2032 by reference to the ordinary shares of our subsidiary, Alibaba Health Information Technology Limited, that are listed on the Hong Kong Stock Exchange, for an aggregate principal amount of approximately HK\\$12 billion.\nIn September 2025, we issued zero coupon convertible unsecured senior notes due 2032 for an aggregate principal amount of approximately US\\$3.2 billion.\nWe have made a series of amendments to our syndicated loan facility. Subsequent to the partial repayment of US\\$830 million in January 2025, the size of the US\\$4.0 billion syndicated loan was reduced to US\\$3.17 billion. In September 2025, we amended the loan facility and reduced the pricing terms to Secured Overnight Financing Rate (“SOFR”) plus 66 basis points. Effective on November 28, 2025, the facility was restructured as a revolving credit facility with drawdowns permitted in both U.S. dollars and Hong Kong dollars, and the expiration date of the facility was extended to September 30, 2028, with an option to further extend to September 30, 2030. The interest rate of the credit facility is 66 basis points over SOFR or Hong Kong Interbank Offered Rate (“HIBOR”), and the margin will be 81 basis points for the optional extension period. Subsequently, we submitted a prepayment notice to repay the outstanding balance of US\\$3.17 billion under the revolving credit facility.\nIn September 2025, we amended the terms of a US\\$6.5 billion revolving credit facility agreement. The size of the credit facility was amended to US\\$3.33 billion and the utilization currency was also amended from U.S. dollar only to both U.S. dollar and Hong Kong dollar. The interest rate of the credit facility was adjusted to SOFR or HIBOR plus 66 basis points. The expiration date of the credit facility was extended from June 24, 2026 to September 30, 2028, with an option to further extend to September 30, 2030 and the margin will be 81 basis points for the optional extension period. We have not yet drawn down this facility.\nThe Group monitors its financial health and liquidity position by reviewing its total debts to adjusted EBITDA ratio and total debts to total capital ratio. Our total debts is defined as the sum of bank borrowings, unsecured senior notes, convertible unsecured senior notes and exchangeable bonds. Our total debts to adjusted EBITDA ratio is calculated by dividing total debts by adjusted EBITDA for the last twelve months. Our total debts to total capital ratio is calculated by dividing total debts by total capital. Total capital is calculated as total equity plus total debts. The Group's total debts to adjusted EBITDA ratio was 1.14 and 1.69 as at March 31, 2025 and September 30, 2025, respectively. The Group's total debts to total capital ratio was $17.62\\%$ and $20.35\\%$ as at March 31, 2025 and September 30, 2025, respectively.",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/Weighted Voting Rights/Other Financial Information/Liquidity and Capital Resources",
+      "metadata": {
+        "length": 4736,
+        "summary": "The passage discusses the company's funding sources, including cash from operations and debt/equity financing. It reports cash from operations of RMB65,074 million and RMB30,771 million for the six months ended September 30, 2024 and 2025, respectively. As of September 30, 2025, unrestricted cash, short-term investments, and other treasury investments totaled RMB573,889 million. The company issued zero coupon exchangeable bonds due 2032 for HK$12 billion in July 2025 and zero coupon convertible unsecured senior notes due 2032 for US$3.2 billion in September 2025. It amended a syndicated loan facility, reducing it to US$3.17 billion and restructuring it as a revolving credit facility expiring September 30, 2028, with an option to extend to 2030. Another US$6.5 billion revolving credit facility was amended to US$3.33 billion with similar terms. The company monitors financial health via total debts to adjusted EBITDA ratio (1.14 as of March 2025, 1.69 as of September 2025) and total debts to total capital ratio (17.62% and 20.35%, respectively).",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "We",
+          "fund",
+          "operations",
+          "strategic",
+          "investments",
+          "cash",
+          "generated",
+          "debt",
+          "equity",
+          "financing",
+          "RMB65",
+          "074",
+          "million",
+          "RMB30",
+          "771",
+          "US",
+          "322",
+          "operating",
+          "activities",
+          "months",
+          "ended",
+          "September",
+          "30",
+          "2024",
+          "2025",
+          "As",
+          "equivalents",
+          "short",
+          "term",
+          "treasury",
+          "RMB573",
+          "889",
+          "80",
+          "614",
+          "unrestricted",
+          "withdrawal",
+          "Short",
+          "include",
+          "fixed",
+          "deposits",
+          "original",
+          "maturities",
+          "year",
+          "wealth",
+          "management",
+          "products",
+          "certificates",
+          "marketable",
+          "securities",
+          "intention",
+          "redeem",
+          "Other",
+          "purposes",
+          "The",
+          "remaining",
+          "held",
+          "generally",
+          "range",
+          "years",
+          "current",
+          "levels",
+          "flows",
+          "sufficient",
+          "meet",
+          "anticipated",
+          "twelve",
+          "However",
+          "additional",
+          "resources",
+          "future",
+          "find",
+          "pursue",
+          "opportunities",
+          "investment",
+          "acquisition",
+          "cooperation",
+          "similar",
+          "actions",
+          "investing",
+          "technology",
+          "infrastructure",
+          "including",
+          "data",
+          "analytics",
+          "solutions",
+          "related",
+          "talent",
+          "If",
+          "determine",
+          "requirements",
+          "exceed",
+          "amounts",
+          "hand",
+          "decide",
+          "optimize",
+          "capital",
+          "structure",
+          "seek",
+          "issue",
+          "obtain",
+          "credit",
+          "facilities",
+          "sources",
+          "funding",
+          "In",
+          "July",
+          "issued",
+          "coupon",
+          "exchangeable",
+          "bonds",
+          "due",
+          "2032",
+          "reference",
+          "ordinary",
+          "shares",
+          "subsidiary",
+          "Alibaba",
+          "Health",
+          "Information",
+          "Technology",
+          "Limited",
+          "listed",
+          "Hong",
+          "Kong",
+          "Stock",
+          "Exchange",
+          "aggregate",
+          "principal",
+          "amount",
+          "approximately",
+          "HK",
+          "12",
+          "billion",
+          "convertible",
+          "unsecured",
+          "senior",
+          "notes",
+          "3.2",
+          "made",
+          "series",
+          "amendments",
+          "syndicated",
+          "loan",
+          "facility",
+          "Subsequent",
+          "partial",
+          "repayment",
+          "830",
+          "January",
+          "size",
+          "4.0",
+          "reduced",
+          "3.17",
+          "amended",
+          "pricing",
+          "terms",
+          "Secured",
+          "Overnight",
+          "Financing",
+          "Rate",
+          "SOFR",
+          "66",
+          "basis",
+          "points",
+          "Effective",
+          "November",
+          "28",
+          "restructured",
+          "revolving",
+          "drawdowns",
+          "permitted",
+          "dollars",
+          "expiration",
+          "date",
+          "extended",
+          "2028",
+          "option",
+          "extend",
+          "2030",
+          "interest",
+          "rate",
+          "Interbank",
+          "Offered",
+          "HIBOR",
+          "margin",
+          "81",
+          "optional",
+          "extension",
+          "period",
+          "Subsequently",
+          "submitted",
+          "prepayment",
+          "notice",
+          "repay",
+          "outstanding",
+          "balance",
+          "6.5",
+          "agreement",
+          "3.33",
+          "utilization",
+          "currency",
+          "dollar",
+          "adjusted",
+          "June",
+          "24",
+          "2026",
+          "drawn",
+          "Group",
+          "monitors",
+          "financial",
+          "health",
+          "liquidity",
+          "position",
+          "reviewing",
+          "total",
+          "debts",
+          "EBITDA",
+          "ratio",
+          "Our",
+          "defined",
+          "sum",
+          "bank",
+          "borrowings",
+          "calculated",
+          "dividing",
+          "Total",
+          "1.14",
+          "1.69",
+          "March",
+          "31",
+          "17.62",
+          "20.35"
+        ],
+        "keywords": [
+          "cash flow",
+          "debt financing",
+          "liquidity"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "fba5a379-4b76-5183-a470-e276b950ff12",
+      "type": "text",
+      "content": "Our significant investment consists of Ant Group. Ant Group provides comprehensive digital payment services and facilitates digital financial and value-added services for consumers and merchants, in China and across the world. As of September 30, 2025, our equity interest in Ant Group on a fully diluted basis was 33%. During the six months ended September 30, 2025, dividend received from Ant Group amounted to RMB3,293 million (US\\$463 million).\nWe did not hold any other significant investments as of September 30, 2025.",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/Weighted Voting Rights/Other Financial Information/Significant Investments",
+      "metadata": {
+        "length": 524,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "Our",
+          "significant",
+          "investment",
+          "consists",
+          "Ant",
+          "Group",
+          "comprehensive",
+          "digital",
+          "payment",
+          "services",
+          "facilitates",
+          "financial",
+          "added",
+          "consumers",
+          "merchants",
+          "China",
+          "world",
+          "As",
+          "September",
+          "30",
+          "2025",
+          "equity",
+          "interest",
+          "fully",
+          "diluted",
+          "basis",
+          "33%",
+          "During",
+          "months",
+          "ended",
+          "dividend",
+          "received",
+          "amounted",
+          "RMB3",
+          "293",
+          "million",
+          "US",
+          "463",
+          "We",
+          "hold",
+          "investments"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "20cc45a1-c317-54f5-9f4e-6726fc2fffd3",
+      "type": "text",
+      "content": "Our material investments, acquisitions and dispositions in the six months ended September 30, 2025 and the period through the date of this Interim Report are set forth below.\nIn May 2025, we agreed to sell 85% of the equity interest in Trendyol GO, a wholly-owned subsidiary of Trendyol that operates local service business in Türkiye (the “Disposal”). The cash consideration for the Disposal is approximately US\\$0.7 billion (RMB5 billion). The Disposal was completed during the six months ended September 30, 2025.\nSave as disclosed above, as at the date of this Interim Report, the Group did not have detailed future plans for material investments or capital assets.",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/Weighted Voting Rights/Other Financial Information/Material Investments, Acquisitions and Dispositions",
+      "metadata": {
+        "length": 669,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "Our",
+          "material",
+          "investments",
+          "acquisitions",
+          "dispositions",
+          "months",
+          "ended",
+          "September",
+          "30",
+          "2025",
+          "period",
+          "date",
+          "Interim",
+          "Report",
+          "set",
+          "In",
+          "May",
+          "agreed",
+          "sell",
+          "85%",
+          "equity",
+          "interest",
+          "Trendyol",
+          "GO",
+          "wholly",
+          "owned",
+          "subsidiary",
+          "operates",
+          "local",
+          "service",
+          "business",
+          "rkiye",
+          "Disposal",
+          "The",
+          "cash",
+          "consideration",
+          "approximately",
+          "US",
+          "0.7",
+          "billion",
+          "RMB5",
+          "completed",
+          "Save",
+          "disclosed",
+          "Group",
+          "detailed",
+          "future",
+          "plans",
+          "capital",
+          "assets"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "a7c4e83d-e10f-5f5d-83f4-24914bf28e62",
+      "type": "text",
+      "content": "Certain of the Group's bank borrowings are collateralized by a pledge of certain buildings and property improvements, construction in progress and land use rights in the PRC, receivables and other treasury investments with carrying values of RMB30,213 million and RMB25,417 million, as of March 31, 2025 and September 30, 2025, respectively. In addition, certain of the Group's payables are collateralized by a pledge of certain short-term investments and other treasury investments with carrying values of RMB3,697 million and RMB4,155 million as of March 31, 2025 and September 30, 2025, respectively.",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/Weighted Voting Rights/Other Financial Information/Pledge of Assets",
+      "metadata": {
+        "length": 603,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "Certain",
+          "Group",
+          "bank",
+          "borrowings",
+          "collateralized",
+          "pledge",
+          "buildings",
+          "property",
+          "improvements",
+          "construction",
+          "progress",
+          "land",
+          "rights",
+          "PRC",
+          "receivables",
+          "treasury",
+          "investments",
+          "carrying",
+          "values",
+          "RMB30",
+          "213",
+          "million",
+          "RMB25",
+          "417",
+          "March",
+          "31",
+          "2025",
+          "September",
+          "30",
+          "In",
+          "addition",
+          "payables",
+          "short",
+          "term",
+          "RMB3",
+          "697",
+          "RMB4",
+          "155"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "47a67577-5880-5dd9-b9ca-618bcf257c68",
+      "type": "text",
+      "content": "Foreign currency risk arises from future commercial transactions, recognized assets and liabilities and net investments in foreign operations. Although we operate businesses in different countries and regions, most of our revenue-generating transactions, and a majority of our expense-related transactions, are denominated in Renminbi, which is the functional currency of our major operating subsidiaries and the reporting currency of our financial statements. When considered appropriate, we enter into hedging activities with regard to exchange rate risk.\nThe value of the Renminbi against the U.S. dollar and other currencies may fluctuate and is affected by, among other things, changes in political and economic conditions and the foreign exchange policy adopted by the governments. It is difficult to predict how market forces or PRC or U.S. government policy may impact the exchange rate between the Renminbi and the U.S. dollar in the future. There remains significant international pressure on the PRC government to adopt a more flexible currency policy, which could result in greater fluctuations of the Renminbi against the U.S. dollar.\nTo the extent that we need to convert U.S. dollars into Renminbi for our operations, appreciation of the Renminbi against the U.S. dollar would reduce the Renminbi amount we receive from the conversion. Conversely, if we decide to convert Renminbi into U.S. dollars for the purpose of making payments for dividends on our ordinary shares or ADSs, servicing our outstanding debts, or for other business purposes, appreciation of the U.S. dollar against the Renminbi would reduce the U.S. dollar amounts available to us.",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/Weighted Voting Rights/Other Financial Information/Foreign Exchange Risk",
+      "metadata": {
+        "length": 1666,
+        "summary": "The passage discusses foreign currency risk arising from transactions and investments. Most revenue and expenses are in Renminbi, the functional currency. The Renminbi's value against the U.S. dollar fluctuates due to political, economic, and policy factors. Appreciation of the Renminbi reduces U.S. dollar conversion amounts for operations, while U.S. dollar appreciation reduces Renminbi conversion for dividends or debt payments.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "Foreign",
+          "currency",
+          "risk",
+          "arises",
+          "future",
+          "commercial",
+          "transactions",
+          "recognized",
+          "assets",
+          "liabilities",
+          "net",
+          "investments",
+          "foreign",
+          "operations",
+          "Although",
+          "operate",
+          "businesses",
+          "countries",
+          "regions",
+          "revenue",
+          "generating",
+          "majority",
+          "expense",
+          "related",
+          "denominated",
+          "Renminbi",
+          "functional",
+          "major",
+          "operating",
+          "subsidiaries",
+          "reporting",
+          "financial",
+          "statements",
+          "When",
+          "considered",
+          "enter",
+          "hedging",
+          "activities",
+          "regard",
+          "exchange",
+          "rate",
+          "The",
+          "dollar",
+          "currencies",
+          "fluctuate",
+          "affected",
+          "things",
+          "political",
+          "economic",
+          "conditions",
+          "policy",
+          "adopted",
+          "governments",
+          "It",
+          "difficult",
+          "predict",
+          "market",
+          "forces",
+          "PRC",
+          "government",
+          "impact",
+          "There",
+          "remains",
+          "significant",
+          "international",
+          "pressure",
+          "adopt",
+          "flexible",
+          "result",
+          "greater",
+          "fluctuations",
+          "To",
+          "extent",
+          "convert",
+          "dollars",
+          "appreciation",
+          "reduce",
+          "amount",
+          "receive",
+          "conversion",
+          "Conversely",
+          "decide",
+          "purpose",
+          "making",
+          "payments",
+          "dividends",
+          "ordinary",
+          "shares",
+          "ADSs",
+          "servicing",
+          "outstanding",
+          "debts",
+          "business",
+          "purposes",
+          "amounts"
+        ],
+        "keywords": [
+          "Renminbi",
+          "U.S. dollar",
+          "exchange rate"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "2aab5adc-6216-562a-9d01-2fdc27a01f50",
+      "type": "text",
+      "content": "Save as disclosed in this Interim Report, as at September 30, 2025, the Group had no material contingent liabilities.",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/Weighted Voting Rights/Other Financial Information/Contingent Liabilities",
+      "metadata": {
+        "length": 117,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "Save",
+          "disclosed",
+          "Interim",
+          "Report",
+          "September",
+          "30",
+          "2025",
+          "Group",
+          "material",
+          "contingent",
+          "liabilities"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "3ad0c078-f679-5493-a796-114c8bd29bbe",
+      "type": "text",
+      "content": "Our capital expenditures have been incurred primarily in relation to (i) the acquisition of computer equipment and construction of data centers relating to our Cloud business and the operation of our mobile platforms and websites; (ii) the acquisition of infrastructure for logistics services and direct sales businesses; and (iii) the acquisition of land use rights and construction of corporate campuses and office facilities. In the six months ended September 30, 2024 and 2025, our capital expenditures totaled RMB29,585 million and RMB70,177 million (US\\$9,858 million), respectively.\nThe Group’s capital commitments primarily relate to capital expenditures contracted for purchase of property and equipment, including the construction of corporate campuses. Total capital commitments contracted but not provided for amounted to RMB45,321 million and RMB29,483 million (US\\$4,141 million) as of March 31, 2025 and September 30, 2025, respectively.",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/Weighted Voting Rights/Other Financial Information/Capital Expenditure and Capital Commitment",
+      "metadata": {
+        "length": 952,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "Our",
+          "capital",
+          "expenditures",
+          "incurred",
+          "primarily",
+          "relation",
+          "acquisition",
+          "computer",
+          "equipment",
+          "construction",
+          "data",
+          "centers",
+          "relating",
+          "Cloud",
+          "business",
+          "operation",
+          "mobile",
+          "platforms",
+          "websites",
+          "ii",
+          "infrastructure",
+          "logistics",
+          "services",
+          "direct",
+          "sales",
+          "businesses",
+          "iii",
+          "land",
+          "rights",
+          "corporate",
+          "campuses",
+          "office",
+          "facilities",
+          "In",
+          "months",
+          "ended",
+          "September",
+          "30",
+          "2024",
+          "2025",
+          "totaled",
+          "RMB29",
+          "585",
+          "million",
+          "RMB70",
+          "177",
+          "US",
+          "858",
+          "The",
+          "Group",
+          "commitments",
+          "relate",
+          "contracted",
+          "purchase",
+          "property",
+          "including",
+          "Total",
+          "provided",
+          "amounted",
+          "RMB45",
+          "321",
+          "483",
+          "141",
+          "March",
+          "31"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "24224826-6d2f-5702-b4b7-1ef7bfc87014",
+      "type": "text",
+      "content": "Alibaba Group periodically reviews its remuneration policy and compensation packages to ensure they are competitive within the industry. Furthermore, discretionary bonuses and other long-term incentives may be awarded to selected employees based on various factors including but not limited to individual performance and the overall performance of our business. We have established learning and training programs to develop our employees both personally and professionally, helping them to better realize their potential and create value, thereby supporting their long-term career success.\nThe Company’s subsidiaries in the PRC participate in a government-mandated multi-employer defined contribution plan. These plans provide employees with housing, pension, medical, maternity, work-related injury and unemployment benefits, as well as other welfare benefits. The relevant labor regulations require the Company’s subsidiaries in the PRC to make monthly contributions to the local labor and social security authorities based on the applicable benchmarks and rates stipulated by the local government. Additionally, we provide commercial health and accidental insurance for our employees. The Company’s subsidiaries also formulate their own unique benefit plans and assistance programs tailored to their specific business needs.\nAlibaba Group also makes payments to other defined contribution plans and defined benefit plans for the benefit of employees employed by subsidiaries outside of the PRC.\nShare-based awards such as restricted share units, incentive and non-statutory stock options, restricted shares and share appreciation rights may be granted to any directors, employees, service providers and consultants of Alibaba Group or affiliated companies under equity incentive plans adopted since the inception of the Company. For details of Alibaba Group's equity incentive plans, please refer to the section titled “Equity Incentive Plans”.",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/Weighted Voting Rights/Other Financial Information/Remuneration Policy",
+      "metadata": {
+        "length": 1947,
+        "summary": "Alibaba Group reviews its remuneration policy to maintain industry competitiveness, offering discretionary bonuses and long-term incentives based on performance. It provides learning programs for employee development. PRC subsidiaries participate in government-mandated defined contribution plans covering housing, pension, medical, and other benefits, with monthly contributions to local authorities. Commercial health and accidental insurance are also provided, along with tailored benefit plans. Outside the PRC, subsidiaries make payments to defined contribution and benefit plans. Equity incentives, including restricted share units, stock options, and share appreciation rights, may be granted to directors, employees, service providers, and consultants under adopted plans.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "Alibaba",
+          "Group",
+          "periodically",
+          "reviews",
+          "remuneration",
+          "policy",
+          "compensation",
+          "packages",
+          "ensure",
+          "competitive",
+          "industry",
+          "Furthermore",
+          "discretionary",
+          "bonuses",
+          "long",
+          "term",
+          "incentives",
+          "awarded",
+          "selected",
+          "employees",
+          "based",
+          "factors",
+          "including",
+          "limited",
+          "individual",
+          "performance",
+          "business",
+          "We",
+          "established",
+          "learning",
+          "training",
+          "programs",
+          "develop",
+          "personally",
+          "professionally",
+          "helping",
+          "realize",
+          "potential",
+          "create",
+          "supporting",
+          "career",
+          "success",
+          "The",
+          "Company",
+          "subsidiaries",
+          "PRC",
+          "participate",
+          "government",
+          "mandated",
+          "multi",
+          "employer",
+          "defined",
+          "contribution",
+          "plan",
+          "These",
+          "plans",
+          "provide",
+          "housing",
+          "pension",
+          "medical",
+          "maternity",
+          "work",
+          "related",
+          "injury",
+          "unemployment",
+          "benefits",
+          "welfare",
+          "relevant",
+          "labor",
+          "regulations",
+          "require",
+          "make",
+          "monthly",
+          "contributions",
+          "local",
+          "social",
+          "security",
+          "authorities",
+          "applicable",
+          "benchmarks",
+          "rates",
+          "stipulated",
+          "Additionally",
+          "commercial",
+          "health",
+          "accidental",
+          "insurance",
+          "formulate",
+          "unique",
+          "benefit",
+          "assistance",
+          "tailored",
+          "specific",
+          "makes",
+          "payments",
+          "employed",
+          "Share",
+          "awards",
+          "restricted",
+          "share",
+          "units",
+          "incentive",
+          "statutory",
+          "stock",
+          "options",
+          "shares",
+          "appreciation",
+          "rights",
+          "granted",
+          "directors",
+          "service",
+          "providers",
+          "consultants",
+          "affiliated",
+          "companies",
+          "equity",
+          "adopted",
+          "inception",
+          "For",
+          "details",
+          "refer",
+          "section",
+          "titled",
+          "Equity",
+          "Incentive",
+          "Plans"
+        ],
+        "keywords": [
+          "remuneration",
+          "benefits",
+          "equity incentives"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "1b63af73-b5b8-5688-80e4-4b83c9babb76",
+      "type": "text",
+      "content": "Save as disclosed in this Interim Report, as at the date of this Interim Report, there were no significant events that might affect Alibaba Group since September 30, 2025.",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/Weighted Voting Rights/Other Financial Information/Subsequent Events",
+      "metadata": {
+        "length": 171,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "Save",
+          "disclosed",
+          "Interim",
+          "Report",
+          "date",
+          "significant",
+          "events",
+          "affect",
+          "Alibaba",
+          "Group",
+          "September",
+          "30",
+          "2025"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "e2c7d6e5-68fd-5d7c-8402-f83871e5a379",
+      "type": "table",
+      "content": "<table><tr><td>Name(1)</td><td>Age</td><td>Position/Title</td></tr><tr><td>Joseph C. TSAI $^{\\dagger(a)}$ </td><td>61</td><td>Chairman</td></tr><tr><td>Eddie Yongming WU $^{\\dagger(b)}$ </td><td>50</td><td>Director and Chief Executive Officer</td></tr><tr><td>J. Michael EVANS $^{\\dagger(a)}$ </td><td>68</td><td>Director and President</td></tr><tr><td>Maggie Wei WU $^{\\dagger(c)}$ </td><td>57</td><td>Director $^{(d)}$ </td></tr><tr><td>Jerry YANG $^{(b)}$ </td><td>57</td><td>Independent director</td></tr><tr><td>Wan Ling MARTELLO $^{(b)}$ </td><td>67</td><td>Independent director</td></tr><tr><td>Weijian SHAN $^{(c)}$ </td><td>72</td><td>Independent director</td></tr><tr><td>Irene Yun-Lien LEE $^{(a)}$ </td><td>72</td><td>Independent director</td></tr><tr><td>Albert Kong Ping NG $^{(b)}$ </td><td>68</td><td>Independent director</td></tr><tr><td>Kabir MISRA $^{(c)}$ </td><td>56</td><td>Independent director</td></tr></table>",
+      "path": "tables/table-10 Board of Directors.html",
+      "metadata": {
+        "length": 934,
+        "summary": "table-11\nThe table lists 10 board members of a company, including Chairman Joseph C. Tsai (61), CEO Eddie Yongming Wu (50), and President J. Michael Evans (68), along with independent directors.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "file_path": "tables/table-10 Board of Directors.html",
+        "keywords": [
+          "Directors",
+          "Ages",
+          "Titles"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "27c29d8b-8af0-5e5c-98fa-11c63b8afdbb",
+      "type": "text",
+      "content": "The following table sets forth certain information relating to our directors and chief executive officer.\n\n[tables/table-10 Board of Directors.html]\n\n$^{\\dagger}$ Director nominated by the Alibaba Partnership.\n(a) Group I directors. Current term of office will expire at our 2027 annual general meeting.\n(b) Group II directors. Current term of office will expire at our 2028 annual general meeting.\n(c) Group III directors. Current term of office will expire at our 2026 annual general meeting.\n(d) Beginning from April 1, 2025, Maggie Wu has started to serve as a non-executive director.\n(1) The business address of our directors is 26/F Tower One, Times Square, 1 Matheson Street, Causeway Bay, Hong Kong SAR., the People's Republic of China.",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/DIRECTORS AND CHIEF EXECUTIVE OFFICER",
+      "metadata": {
+        "length": 752,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "The",
+          "table",
+          "sets",
+          "information",
+          "relating",
+          "directors",
+          "chief",
+          "executive",
+          "officer",
+          "dagger",
+          "Director",
+          "nominated",
+          "Alibaba",
+          "Partnership",
+          "Group",
+          "Current",
+          "term",
+          "office",
+          "expire",
+          "2027",
+          "annual",
+          "general",
+          "meeting",
+          "II",
+          "2028",
+          "III",
+          "2026",
+          "Beginning",
+          "April",
+          "2025",
+          "Maggie",
+          "Wu",
+          "started",
+          "serve",
+          "director",
+          "business",
+          "address",
+          "26",
+          "Tower",
+          "One",
+          "Times",
+          "Square",
+          "Matheson",
+          "Street",
+          "Causeway",
+          "Bay",
+          "Hong",
+          "Kong",
+          "SAR",
+          "People",
+          "Republic",
+          "China"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "e2c7d6e5-68fd-5d7c-8402-f83871e5a379",
+            "relation": "embeds",
+            "ref": "[tables/table-10 Board of Directors.html]",
+            "position": {
+              "start": 107,
+              "end": 148
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "f684a444-f5a8-5c5d-82cc-7e27dd8954d1",
+      "type": "text",
+      "content": "Joseph C. TSAI (蔡崇信) joined our company in 1999 as a member of the Alibaba founding team and has served on our board of directors since our inception. He was chief financial officer until 2013, our executive vice chairman until September 2023 and currently serves as our Chairman. Joe is a founding member of the Alibaba Partnership and a board member of our affiliate Ant Group. From 1995 to 1999, Joe was a private equity investor based in Asia with Investor AB of Sweden's Wallenberg family. Prior to that, he was general counsel of Rosecliff, Inc., a management buyout firm based in New York. From 1990 to 1993, Joe was an associate attorney in the tax group of Sullivan & Cromwell LLP, a New York-based international law firm. Joe is qualified to practice law in the State of New York. Joe received his bachelor's degree in Economics and East Asian Studies from Yale College and a juris doctor degree from Yale Law School.\nEddie Yongming WU (吳泳銘) has served as our Chief Executive Officer and director since September 2023. Eddie is one of our co-founders and a member of the Alibaba Partnership. Eddie was technology director of Alibaba at the company's inception in 1999. He served as chief technology officer of Alipay from December 2004, and became business director of our monetization platform, Alimama, in November 2005 and was promoted to its general manager in December 2007. In September 2008, he became chief technology officer of Taobao, and in October 2011 he took on the role of head of Alibaba Group's search, advertising and mobile business. Eddie served as a non-executive director of Alibaba Health Information Technology Limited, a company listed on the Main Board of the Hong Kong Stock Exchange, from April 2015 to October 2021 and chairman of Alibaba Health from April 2015 to March 2020. From September 2014 to September 2019, Eddie was a special assistant to Alibaba Group's chairman. In August 2015, Eddie founded Vision Plus Capital, a venture capital firm focused on investing in the areas of advanced technologies, enterprise services and digital healthcare. Eddie graduated from the College of Information Engineering of Zhejiang University of Technology in June 1996.\nJ. Michael EVANS has been our president since August 2015 and our director since September 2014. Mike served as vice chairman of The Goldman Sachs Group, Inc. from February 2008 until his retirement in December 2013. He served as chairman of Asia operations at Goldman Sachs from 2004 to 2013 and was the global head of Growth Markets at Goldman Sachs from January 2011 to December 2013. He also co-chaired the Business Standards Committee of Goldman Sachs from 2010 to 2013. Mike joined Goldman Sachs in 1993, became a partner of the firm in 1994 and held various leadership positions within the firm’s securities business while based in New York and London, including global head of equity capital markets and global co-head of the equities division, and global co-head of the securities business. Mike is a trustee of the Asia Society and a member of the Advisory Council for the Bendheim Center for Finance at Princeton University. Mike received his bachelor’s degree in politics from Princeton University in 1981.\nMaggie Wei WU (武衛) has been our director since September 2020. Maggie joined our company in July 2007 as chief financial officer of Alibaba.com. She served as our chief financial officer from May 2013 to March 2022 and our head of strategic investments from June 2019 to March 2022. She was voted the best CFO in FinanceAsia’s annual poll for Asia’s Best Managed Companies in 2010. In 2018, she was named as one of the world’s 100 most powerful women by Forbes. Before joining Alibaba, Maggie was an audit partner at KPMG in Beijing. Maggie is a member of the Association of Chartered Certified Accountants (ACCA). She received a bachelor’s degree in accounting from Capital University of Economics and Business.\nJerry YANG (楊致遠) has served as our director since September 2014 and previously held the role from October 2005 to January 2012. Since March 2012, Jerry has been the founding partner of AME Cloud Ventures, a venture capital firm. Jerry is also a co-founder of Yahoo! Inc., where he served as Chief Yahoo! and as a member of its board of directors from March 1995 to January 2012. Jerry held the position of Yahoo!'s CEO from June 2007 to January 2009 and served as a director of Yahoo! Japan from January 1996 to January 2012. Jerry also served as an independent director of Cisco Systems, Inc. from July 2000 to November 2012 and Lenovo Group Limited, a company listed on the Main Board of the Hong Kong Stock Exchange, from November 2014 to November 2023. He is currently an independent director of Workday Inc., a company listed on the NYSE. He also serves as a director of various private companies and foundations. Jerry holds bachelor's and master's degrees in electrical engineering from Stanford University. Since 2017, he has served on Stanford's board of Trustees, including as board chair from 2021 to 2025. He was previously on Stanford's board of Trustees from 2005 to 2015, during which he also held the role of vice chair.\nWan Ling MARTELLO has been our director since September 2015. She is a founding partner of BayPine, a private equity firm based in Boston, U.S.A., a role she has held since February 2020. She is on the board of portfolio companies of BayPine. She has also served as a director of Nasdaq-listed Lovesac since November 2025. She served as the executive vice president and chief executive officer of the Asia, Oceania, and sub-Saharan Africa region for Nestlé SA from May 2015 to December 2018. She was Nestlé’s global chief financial officer from April 2012 to May 2015, and executive vice president from November 2011 to March 2012. Prior to Nestlé, Wan Ling was a senior executive at Walmart Stores Inc., a global retailer, from 2005 to 2011. Her roles included executive vice president and chief operating officer for Global eCommerce, and senior vice president, chief financial officer and strategy for Walmart International. Before Walmart, she was president, U.S.A. at NCH Marketing Services Inc. She was with the firm from 1998 to 2005. She also worked at Borden Foods Corporation and Kraft Inc. where she held various senior management positions. Wan Ling received a master’s degree in business administration (management information systems) from the University of Minnesota and a bachelor’s degree in business administration and accountancy from the University of the Philippines.\nWeijian SHAN (單偉建) has been our director since March 2022. He is the executive chairman and a co-founder of PAG, a leading private equity firm in Asia. Between 1998 and 2010, he was a partner of the private equity firm TPG and co-managing partner of TPG Asia (formerly known as Newbridge Capital). Previously, he was a managing director of JP Morgan, where he was concurrently the chief representative for China between 1993 and 1998. He was an assistant professor at the Wharton School of the University of Pennsylvania between 1987 and 1993. Shan is a Trustee of the British Museum. He is also a member of the International Advisory Council of Hong Kong Exchanges and Clearing Limited. He served as an independent director of Singapore-listed Wilmar International Limited between 2018 and 2021. He also served as a director of Nasdaq-listed iQiyi, Inc since December 2022. He holds an M.A. and a Ph.D. from the University of California, Berkeley, and an M.B.A. from the University of San Francisco. He graduated with a major in English from the Beijing Institute of Foreign Trade (currently the Beijing University of International Business and Economics).\nIrene Yun-Lien LEE (利蘊蓮) has been our director since August 2022. Irene is the executive chairman of Hysan Development Limited and serves as a member of the board of trustees of the Better Hong Kong Foundation. Irene was on the board of many listed and unlisted companies in Hong Kong, Singapore, UK and Australia. She was a member of the Australian Takeovers Panel, a member of the Advisory Council of JP Morgan Australia, and a member of the Exchange Fund Advisory Committee of the Hong Kong Monetary Authority. She was the independent non-executive chairman of Hang Seng Bank Limited, an independent non-executive director of HSBC Holding plc and The Hongkong and Shanghai Banking Corporation Limited. She was also an independent non-executive director of CLP Holdings Limited and Cathay Pacific Airways Limited, amongst others. Irene had a long career in financial services and held senior positions at Citibank in New York, London and Sydney. She was the global head of corporate finance at the Commonwealth Bank of Australia and she held other senior positions in investment banking and funds management in a number of international financial institutions. Irene received a Bachelor of Arts degree from Smith College, United States of America, and is a Barrister-at-Law in England and Wales and a member of the Honourable Society of Gray's Inn, United Kingdom. She was awarded the degree of Doctor of Social Science, honoris causa from the Chinese University of Hong Kong in November 2022.\nAlbert Kong Ping NG (吳港平) has been our director since August 2022 and chairman of our Audit Committee since December 2022. Albert currently serves as an independent non-executive director and chairman of the audit committee of a number of public companies, including Ping An Insurance (Group) Company of China, Ltd., a company listed on the Shanghai Stock Exchange and the Hong Kong Stock Exchange, China International Capital Corporation Limited, a company listed on the Shanghai Stock Exchange and the Hong Kong Stock Exchange and Shui On Land Limited, a company listed on the Hong Kong Stock Exchange. Albert worked at Ernst & Young China from April 2007 to June 2020, where he was the chairman of Ernst & Young China and a member of Ernst & Young's Global Executive Board. Prior to joining Ernst & Young, he was Greater China managing partner of Arthur Andersen, managing partner – China Operation of PricewaterhouseCoopers and managing director of Citigroup – China Investment Banking. Albert is a member of the Hong Kong Institute of Certified Public Accountants (HKICPA), Chartered Accountants of Australia and New Zealand (CAANZ), CPA Australia (CPAA) and Association of Chartered Certified Accountants (ACCA). He received a bachelor's degree in business administration and a master's degree in business administration from the Chinese University of Hong Kong.\nKabir MISRA has been our director since September 2020, redesignated as our independent director since February 2023, and is currently managing partner at RPS Ventures, a venture capital firm in Palo Alto, CA. Prior to October 2018, Kabir was a managing partner at SoftBank Investment Advisors (which manages the SoftBank Vision Fund) and SoftBank Capital. He worked with SoftBank from 2006 to 2022 (as advisor from\n2018 to 2022) and has assisted Mr. Masayoshi Son with our company, and his duties as one of our directors, since before our IPO. Kabir also represented SoftBank at various points on the boards of its investee companies, including other e-commerce and payments companies Flipkart, Paytm, Tokopedia, Coupang and BigCommerce. Prior to joining SoftBank, Kabir worked as an investment banker in the U.S. and Hong Kong. Kabir is currently also an independent director of PayActiv and Cargomatic. He received a Bachelor of Arts degree in Economics from Harvard University and a master's degree in business administration from the Stanford Graduate School of Business.",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/DIRECTORS AND CHIEF EXECUTIVE OFFICER/Biographical Information",
+      "metadata": {
+        "length": 11661,
+        "summary": "The text provides detailed biographies of 10 members of Alibaba Group's board of directors, including Joseph C. Tsai (Chairman), Eddie Yongming Wu (CEO), J. Michael Evans (President), Maggie Wei Wu, Jerry Yang, Wan Ling Martello, Weijian Shan, Irene Yun-Lien Lee, Albert Kong Ping Ng, and Kabir Misra. Each entry outlines their professional background, education, key roles at Alibaba and other companies, and board memberships.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "Joseph",
+          "TSAI",
+          "崇信",
+          "joined",
+          "company",
+          "1999",
+          "member",
+          "Alibaba",
+          "founding",
+          "team",
+          "served",
+          "board",
+          "directors",
+          "inception",
+          "He",
+          "chief",
+          "financial",
+          "officer",
+          "2013",
+          "executive",
+          "vice",
+          "chairman",
+          "September",
+          "2023",
+          "serves",
+          "Chairman",
+          "Joe",
+          "Partnership",
+          "affiliate",
+          "Ant",
+          "Group",
+          "From",
+          "1995",
+          "private",
+          "equity",
+          "investor",
+          "based",
+          "Asia",
+          "Investor",
+          "AB",
+          "Sweden",
+          "Wallenberg",
+          "family",
+          "Prior",
+          "general",
+          "counsel",
+          "Rosecliff",
+          "Inc",
+          "management",
+          "buyout",
+          "firm",
+          "New",
+          "York",
+          "1990",
+          "1993",
+          "associate",
+          "attorney",
+          "tax",
+          "group",
+          "Sullivan",
+          "Cromwell",
+          "LLP",
+          "international",
+          "law",
+          "qualified",
+          "practice",
+          "State",
+          "received",
+          "bachelor",
+          "degree",
+          "Economics",
+          "East",
+          "Asian",
+          "Studies",
+          "Yale",
+          "College",
+          "juris",
+          "doctor",
+          "Law",
+          "School",
+          "Eddie",
+          "Yongming",
+          "WU",
+          "吳泳銘",
+          "Chief",
+          "Executive",
+          "Officer",
+          "director",
+          "founders",
+          "technology",
+          "Alipay",
+          "December",
+          "2004",
+          "business",
+          "monetization",
+          "platform",
+          "Alimama",
+          "November",
+          "2005",
+          "promoted",
+          "manager",
+          "2007",
+          "In",
+          "2008",
+          "Taobao",
+          "October",
+          "2011",
+          "role",
+          "head",
+          "search",
+          "advertising",
+          "mobile",
+          "Health",
+          "Information",
+          "Technology",
+          "Limited",
+          "listed",
+          "Main",
+          "Board",
+          "Hong",
+          "Kong",
+          "Stock",
+          "Exchange",
+          "April",
+          "2015",
+          "2021",
+          "March",
+          "2020",
+          "2014",
+          "2019",
+          "special",
+          "assistant",
+          "August",
+          "founded",
+          "Vision",
+          "Plus",
+          "Capital",
+          "venture",
+          "capital",
+          "focused",
+          "investing",
+          "areas",
+          "advanced",
+          "technologies",
+          "enterprise",
+          "services",
+          "digital",
+          "healthcare",
+          "graduated",
+          "Engineering",
+          "Zhejiang",
+          "University",
+          "June",
+          "1996",
+          "Michael",
+          "EVANS",
+          "president",
+          "Mike",
+          "The",
+          "Goldman",
+          "Sachs",
+          "February",
+          "retirement",
+          "operations",
+          "global",
+          "Growth",
+          "Markets",
+          "January",
+          "chaired",
+          "Business",
+          "Standards",
+          "Committee",
+          "2010",
+          "partner",
+          "1994",
+          "held",
+          "leadership",
+          "positions",
+          "securities",
+          "London",
+          "including",
+          "markets",
+          "equities",
+          "division",
+          "trustee",
+          "Society",
+          "Advisory",
+          "Council",
+          "Bendheim",
+          "Center",
+          "Finance",
+          "Princeton",
+          "politics",
+          "1981",
+          "Maggie",
+          "Wei",
+          "武衛",
+          "July",
+          "She",
+          "May",
+          "2022",
+          "strategic",
+          "investments",
+          "voted",
+          "CFO",
+          "FinanceAsia",
+          "annual",
+          "poll",
+          "Best",
+          "Managed",
+          "Companies",
+          "2018",
+          "named",
+          "world",
+          "100",
+          "powerful",
+          "women",
+          "Forbes",
+          "Before",
+          "joining",
+          "audit",
+          "KPMG",
+          "Beijing",
+          "Association",
+          "Chartered",
+          "Certified",
+          "Accountants",
+          "ACCA",
+          "accounting",
+          "Jerry",
+          "YANG",
+          "楊致",
+          "previously",
+          "2012",
+          "Since",
+          "AME",
+          "Cloud",
+          "Ventures",
+          "founder",
+          "Yahoo",
+          "position",
+          "CEO",
+          "2009",
+          "Japan",
+          "independent",
+          "Cisco",
+          "Systems",
+          "2000",
+          "Lenovo",
+          "Workday",
+          "NYSE",
+          "companies",
+          "foundations",
+          "holds",
+          "master",
+          "degrees",
+          "electrical",
+          "engineering",
+          "Stanford",
+          "2017",
+          "Trustees",
+          "chair",
+          "2025",
+          "Wan",
+          "Ling",
+          "MARTELLO",
+          "BayPine",
+          "Boston",
+          "portfolio",
+          "Nasdaq",
+          "Lovesac",
+          "Oceania",
+          "Saharan",
+          "Africa",
+          "region",
+          "Nestl",
+          "SA",
+          "senior",
+          "Walmart",
+          "Stores",
+          "retailer",
+          "Her",
+          "roles",
+          "included",
+          "operating",
+          "Global",
+          "eCommerce",
+          "strategy",
+          "International",
+          "NCH",
+          "Marketing",
+          "Services",
+          "1998",
+          "worked",
+          "Borden",
+          "Foods",
+          "Corporation",
+          "Kraft",
+          "administration",
+          "information",
+          "systems",
+          "Minnesota",
+          "accountancy",
+          "Philippines",
+          "Weijian",
+          "SHAN",
+          "單偉建",
+          "PAG",
+          "leading",
+          "Between",
+          "TPG",
+          "managing",
+          "Newbridge",
+          "Previously",
+          "JP",
+          "Morgan",
+          "concurrently",
+          "representative",
+          "China",
+          "professor",
+          "Wharton",
+          "Pennsylvania",
+          "1987",
+          "Shan",
+          "Trustee",
+          "British",
+          "Museum",
+          "Exchanges",
+          "Clearing",
+          "Singapore",
+          "Wilmar",
+          "iQiyi",
+          "Ph",
+          "California",
+          "Berkeley",
+          "San",
+          "Francisco",
+          "major",
+          "English",
+          "Institute",
+          "Foreign",
+          "Trade",
+          "Irene",
+          "Yun",
+          "Lien",
+          "LEE",
+          "利蘊蓮",
+          "Hysan",
+          "Development",
+          "trustees",
+          "Better",
+          "Foundation",
+          "unlisted",
+          "UK",
+          "Australia",
+          "Australian",
+          "Takeovers",
+          "Panel",
+          "Fund",
+          "Monetary",
+          "Authority",
+          "Hang",
+          "Seng",
+          "Bank",
+          "HSBC",
+          "Holding",
+          "plc",
+          "Hongkong",
+          "Shanghai",
+          "Banking",
+          "CLP",
+          "Holdings",
+          "Cathay",
+          "Pacific",
+          "Airways",
+          "long",
+          "career",
+          "Citibank",
+          "Sydney",
+          "corporate",
+          "finance",
+          "Commonwealth",
+          "investment",
+          "banking",
+          "funds",
+          "number",
+          "institutions",
+          "Bachelor",
+          "Arts",
+          "Smith",
+          "United",
+          "States",
+          "America",
+          "Barrister",
+          "England",
+          "Wales",
+          "Honourable",
+          "Gray",
+          "Inn",
+          "Kingdom",
+          "awarded",
+          "Doctor",
+          "Social",
+          "Science",
+          "honoris",
+          "causa",
+          "Chinese",
+          "Albert",
+          "Ping",
+          "NG",
+          "吳港平",
+          "Audit",
+          "committee",
+          "public",
+          "An",
+          "Insurance",
+          "Company",
+          "Ltd",
+          "Shui",
+          "On",
+          "Land",
+          "Ernst",
+          "Young",
+          "Greater",
+          "Arthur",
+          "Andersen",
+          "Operation",
+          "PricewaterhouseCoopers",
+          "Citigroup",
+          "Investment",
+          "Public",
+          "HKICPA",
+          "Zealand",
+          "CAANZ",
+          "CPA",
+          "CPAA",
+          "Kabir",
+          "MISRA",
+          "redesignated",
+          "RPS",
+          "Palo",
+          "Alto",
+          "CA",
+          "SoftBank",
+          "Advisors",
+          "manages",
+          "2006",
+          "advisor",
+          "assisted",
+          "Mr",
+          "Masayoshi",
+          "Son",
+          "duties",
+          "IPO",
+          "represented",
+          "points",
+          "boards",
+          "investee",
+          "commerce",
+          "payments",
+          "Flipkart",
+          "Paytm",
+          "Tokopedia",
+          "Coupang",
+          "BigCommerce",
+          "banker",
+          "PayActiv",
+          "Cargomatic",
+          "Harvard",
+          "Graduate"
+        ],
+        "keywords": [
+          "Alibaba",
+          "Board of Directors",
+          "Biographies"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "d1fcf8ba-8289-5e6b-a87b-991967302ae3",
+      "type": "text",
+      "content": "Our board of directors has established an audit committee, a compensation committee, a nominating and corporate governance committee, a sustainability committee, a compliance and risk committee and a capital management committee.",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/DIRECTORS AND CHIEF EXECUTIVE OFFICER/Board Committees",
+      "metadata": {
+        "length": 229,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "Our",
+          "board",
+          "directors",
+          "established",
+          "audit",
+          "committee",
+          "compensation",
+          "nominating",
+          "corporate",
+          "governance",
+          "sustainability",
+          "compliance",
+          "risk",
+          "capital",
+          "management"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "eb70153e-7ea5-5263-969d-332a07532a8a",
+      "type": "text",
+      "content": "Our audit committee currently consists of Albert Ng, Wan Ling Martello and Weijian Shan. Mr. Ng is the chairman of our audit committee.",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/DIRECTORS AND CHIEF EXECUTIVE OFFICER/Board Committees/Audit Committee",
+      "metadata": {
+        "length": 135,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "Our",
+          "audit",
+          "committee",
+          "consists",
+          "Albert",
+          "Ng",
+          "Wan",
+          "Ling",
+          "Martello",
+          "Weijian",
+          "Shan",
+          "Mr",
+          "chairman"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "88634be9-ec1b-5fb8-8b03-e0a052ae0332",
+      "type": "text",
+      "content": "Our compensation committee currently consists of Jerry Yang, Albert Ng and Kabir Misra. Mr. Yang is the chairman of our compensation committee.",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/DIRECTORS AND CHIEF EXECUTIVE OFFICER/Board Committees/Compensation Committee",
+      "metadata": {
+        "length": 143,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "Our",
+          "compensation",
+          "committee",
+          "consists",
+          "Jerry",
+          "Yang",
+          "Albert",
+          "Ng",
+          "Kabir",
+          "Misra",
+          "Mr",
+          "chairman"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "22ae1fa1-4a25-5b3e-8fcf-e5b86a463ed2",
+      "type": "text",
+      "content": "Our nominating and corporate governance committee currently consists of Irene Lee and Jerry Yang. Ms. Lee is the chairman of our nominating and corporate governance committee.",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/DIRECTORS AND CHIEF EXECUTIVE OFFICER/Board Committees/Nominating and Corporate Governance Committee",
+      "metadata": {
+        "length": 175,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "Our",
+          "nominating",
+          "corporate",
+          "governance",
+          "committee",
+          "consists",
+          "Irene",
+          "Lee",
+          "Jerry",
+          "Yang",
+          "Ms",
+          "chairman"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "122df0ff-bc5d-526a-b1db-71d7b9a3586a",
+      "type": "text",
+      "content": "Our sustainability committee currently consists of Jerry Yang, Joe Tsai and Maggie Wu. Mr. Yang is the chairman of our sustainability committee.",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/DIRECTORS AND CHIEF EXECUTIVE OFFICER/Board Committees/Sustainability Committee",
+      "metadata": {
+        "length": 144,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "Our",
+          "sustainability",
+          "committee",
+          "consists",
+          "Jerry",
+          "Yang",
+          "Joe",
+          "Tsai",
+          "Maggie",
+          "Wu",
+          "Mr",
+          "chairman"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "9943eae6-89dd-5753-9c12-5db691b70a65",
+      "type": "text",
+      "content": "Our compliance and risk committee currently consists of Irene Lee, Albert Ng, Kabir Misra and J. Michael Evans. Ms. Lee is the chairman of our compliance and risk committee.",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/DIRECTORS AND CHIEF EXECUTIVE OFFICER/Board Committees/Compliance and Risk Committee",
+      "metadata": {
+        "length": 173,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "Our",
+          "compliance",
+          "risk",
+          "committee",
+          "consists",
+          "Irene",
+          "Lee",
+          "Albert",
+          "Ng",
+          "Kabir",
+          "Misra",
+          "Michael",
+          "Evans",
+          "Ms",
+          "chairman"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "029a6af5-c4e0-5bb9-b85b-cd29cf1c0408",
+      "type": "text",
+      "content": "Our capital management committee currently consists of Joe Tsai, Eddie Wu, J. Michael Evans and Maggie Wu. Mr. Tsai is the chairman of our capital management committee.",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/DIRECTORS AND CHIEF EXECUTIVE OFFICER/Board Committees/Capital Management Committee",
+      "metadata": {
+        "length": 168,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "Our",
+          "capital",
+          "management",
+          "committee",
+          "consists",
+          "Joe",
+          "Tsai",
+          "Eddie",
+          "Wu",
+          "Michael",
+          "Evans",
+          "Maggie",
+          "Mr",
+          "chairman"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "1395476e-8563-522a-bfaa-57757f3eca57",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"3\">Name of director / chief executive officer</td><td rowspan=\"3\">Capacity / nature of interest</td><td colspan=\"2\">Number of shares/</td><td rowspan=\"3\">Approximate % of shareholding (3)</td></tr><tr><td colspan=\"2\">underlying shares (1),(2)</td></tr><tr><td>(in the number of Shares)</td><td>(in the number of ADSs)</td></tr><tr><td rowspan=\"5\">Joseph C. TSAI (4)</td><td>Beneficial owner</td><td>881,072 (L)</td><td>110,134 (L)</td><td>0.00%</td></tr><tr><td>Interest of spouse</td><td>1,280,000 (L)</td><td>160,000 (L)</td><td>0.01%</td></tr><tr><td>Founder of a discretionary trust who can influence how the trustee exercises his discretion</td><td>12,658,152 (L)</td><td>1,582,269 (L)</td><td>0.06%</td></tr><tr><td>Interest in controlled corporation</td><td>260,924,840 (L)</td><td>32,615,605 (L)</td><td>1.37%</td></tr><tr><td></td><td>275,744,064 (L)</td><td>34,468,008 (L)</td><td>1.44%</td></tr><tr><td rowspan=\"4\">Eddie Yongming WU (5)</td><td>Beneficial owner</td><td>18,199,752 (L)</td><td>2,274,969 (L)</td><td>0.10%</td></tr><tr><td>Interest of spouse</td><td>108,000 (L)</td><td>13,500 (L)</td><td>0.00%</td></tr><tr><td>Founder of a discretionary trust who can influence how the trustee exercises his discretion</td><td>12,320,000 (L)</td><td>1,540,000 (L)</td><td>0.06%</td></tr><tr><td></td><td>30,627,752 (L)</td><td>3,828,469 (L)</td><td>0.16%</td></tr><tr><td>J. Michael EVANS (6)</td><td>Beneficial owner</td><td>9,964,000 (L)</td><td>1,245,500 (L)</td><td>0.05%</td></tr><tr><td rowspan=\"3\">Maggie Wei WU (7)</td><td>Beneficial owner</td><td>3,661,632 (L)</td><td>457,704 (L)</td><td>0.02%</td></tr><tr><td>Founder of a discretionary trust who can influence how the trustee exercises his discretion</td><td>7,200,000 (L)</td><td>900,000 (L)</td><td>0.04%</td></tr><tr><td></td><td>10,861,632 (L)</td><td>1,357,704 (L)</td><td>0.06%</td></tr><tr><td>Jerry YANG</td><td>Beneficial owner</td><td>485,072 (L)</td><td>60,634 (L)</td><td>0.00%</td></tr><tr><td>Wan Ling MARTELLO</td><td>Beneficial owner</td><td>360,000 (L)</td><td>45,000 (L)</td><td>0.00%</td></tr><tr><td>Weijian SHAN</td><td>Beneficial owner</td><td>144,800 (L)</td><td>18,100 (L)</td><td>0.00%</td></tr><tr><td>Irene Yun-Lien LEE</td><td>Beneficial owner</td><td>133,600 (L)</td><td>16,700 (L)</td><td>0.00%</td></tr><tr><td>Albert Kong Ping NG</td><td>Beneficial owner</td><td>133,600 (L)</td><td>16,700 (L)</td><td>0.00%</td></tr><tr><td>Kabir MISRA</td><td>Beneficial owner</td><td>528,800 (L)</td><td>66,100 (L)</td><td>0.00%</td></tr></table>",
+      "path": "tables/table-11 Shareholding Table.html",
+      "metadata": {
+        "length": 2561,
+        "summary": "table-12\nThe table lists directors and CEOs with their shareholding interests, including beneficial ownership, spouse interests, and controlled corporations, showing share and ADS counts with percentages.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "file_path": "tables/table-11 Shareholding Table.html",
+        "keywords": [
+          "shareholding",
+          "directors",
+          "ADSs"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "883f191e-f742-58a1-96f7-1f7f61f7521e",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"2\">Name of shareholder</td><td rowspan=\"2\">Capacity / nature of interest</td><td colspan=\"2\">Number of shares/ underlying shares (1),(2)</td><td rowspan=\"2\">Approximate % of shareholding (3)</td></tr><tr><td>(in the number of Shares)</td><td>(in the number of ADSs)</td></tr><tr><td rowspan=\"11\">JPMorgan Chase &amp; Co. (4)</td><td rowspan=\"2\">Beneficial owner</td><td>411,801,958 (L)</td><td>51,475,245 (L)</td><td>2.16%</td></tr><tr><td>418,739,874 (S)</td><td>52,342,484 (S)</td><td>2.19%</td></tr><tr><td>Trustee</td><td>1,753,320 (L)</td><td>219,165 (L)</td><td>0.01%</td></tr><tr><td rowspan=\"2\">Investment manager</td><td>281,850,861 (L)</td><td>35,231,358 (L)</td><td>1.47%</td></tr><tr><td>6,527,284 (S)</td><td>815,911 (S)</td><td>0.04%</td></tr><tr><td>Person having a security interest in shares</td><td>85,927,145 (L)</td><td>10,740,893 (L)</td><td>0.45%</td></tr><tr><td rowspan=\"5\">Approved lending agent</td><td>581,658,439 (L)</td><td>72,707,305 (L)</td><td>3.05%</td></tr><tr><td>581,658,439 (P)</td><td>72,707,305 (P)</td><td>3.05%</td></tr><tr><td>1,362,991,723 (L)</td><td>170,373,966 (L)</td><td>7.14%</td></tr><tr><td>425,267,158 (S)</td><td>53,158,395 (S)</td><td>2.23%</td></tr><tr><td>581,658,439 (P)</td><td>72,707,305 (P)</td><td>3.05%</td></tr><tr><td rowspan=\"8\">Citigroup Inc. (5)</td><td rowspan=\"2\">Interest in controlled corporation</td><td>183,474,400 (L)</td><td>22,934,300 (L)</td><td>0.96%</td></tr><tr><td>197,906,617 (S)</td><td>24,738,327 (S)</td><td>1.04%</td></tr><tr><td>Person having a security interest in shares</td><td>160 (L)</td><td>20 (L)</td><td>0.00%</td></tr><tr><td rowspan=\"5\">Approved lending agent</td><td>832,721,084 (L)</td><td>104,090,136 (L)</td><td>4.36%</td></tr><tr><td>832,721,084 (P)</td><td>104,090,136 (P)</td><td>4.36%</td></tr><tr><td>1,016,195,644 (L)</td><td>127,024,456 (L)</td><td>5.32%</td></tr><tr><td>197,906,617 (S)</td><td>24,738,327 (S)</td><td>1.04%</td></tr><tr><td>832,721,084 (P)</td><td>104,090,136 (P)</td><td>4.36%</td></tr><tr><td rowspan=\"2\">BlackRock, Inc. (6)</td><td rowspan=\"2\">Interest in controlled corporation</td><td>983,512,344 (L)</td><td>122,939,043 (L)</td><td>5.15%</td></tr><tr><td>3,297,800 (S)</td><td>412,225 (S)</td><td>0.02%</td></tr></table>",
+      "path": "tables/table-12 Shareholder Holdings.html",
+      "metadata": {
+        "length": 2276,
+        "summary": "table-13\nThe table lists major shareholders (JPMorgan, Citigroup, BlackRock) with their share counts, ADS equivalents, and approximate percentages of total shareholding, categorized by capacity (beneficial owner, trustee, etc.).",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "file_path": "tables/table-12 Shareholder Holdings.html",
+        "keywords": [
+          "shareholders",
+          "holdings",
+          "percentage"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "18b2d082-7b58-5dcc-93a5-b1c7674dfa4b",
+      "type": "text",
+      "content": "The following tables set forth:\n- the interest and short positions of our directors and chief executive officer in the shares, underlying shares and debentures of our Company or its associated corporations within the meaning of Part XV of the SFO, which were required (a) to be notified to us and the Hong Kong Stock Exchange pursuant to Divisions 7 and 8 of Part XV of the SFO (including interests and short positions which they were taken or deemed to have under such provisions of the SFO); or (b) to be recorded in the register required to be kept by us pursuant to Section 352 of the SFO; or (c) as otherwise notified to us and the Hong Kong Stock Exchange pursuant to the Model Code; and\n- the interest and short positions of persons other than our directors and chief executive officer in the Shares and underlying Shares which would fall to be disclosed to us pursuant to Divisions 2 and 3 of Part XV of the SFO or as recorded in the register required to be kept by us pursuant to Section 336 of the SFO,\nInformation about persons other than our directors and chief executive officer, including our substantial shareholders (as defined under SFO), was obtained solely from publicly available information on the website of the Hong Kong Stock Exchange or as otherwise the Company is aware, and the Company cannot guarantee the accuracy and completeness of such information.\nDirectors and Chief Executive Officer\nInterest in our Company\n\n[tables/table-11 Shareholding Table.html]\n\nNotes:\n1. The letter \"L\" stands for long position.\n2. Each ADS represents eight Shares.\n3. The calculation is based on a total of 19,088,280,284 Shares in issue as of September 30, 2025.\n4. The interests comprised (i) 804,405 Shares held by Mr. Joseph C. TSAI; (ii) 76,667 Shares underlying the outstanding RSUs granted to Mr. Joseph C. TSAI; (iii) 1,280,000 Shares held by his spouse; (iv) 12,658,152 Shares held by Joe and\nClara Tsai Foundation Limited, a company incorporated under the law of the Island of Guernsey that has granted Mr. Joseph C. TSAI a revocable proxy over these Shares and which is wholly-owned by Joe and Clara Tsai Foundation; (v) 147,385,672 Shares held by Parufam Limited, a Bahamas corporation of which Mr. Joseph C. TSAI is the sole director; and (vi) 113,539,168 Shares held by PMH Holding Limited, a British Virgin Islands corporation of which Mr. Joseph C. TSAI is the sole director.\n5. The interests comprised (i) 933,085 Shares held by Mr. Eddie Yongming WU; (ii) 1,266,667 Shares underlying the outstanding RSUs and 16,000,000 Shares underlying the outstanding share options granted to Mr. Eddie Yongming WU; (iii) 108,000 Shares held by his spouse; and (iv) 12,320,000 Shares held by a discretionary trust of which Mr. Eddie Yongming WU is a founder.\n6. The interests comprised 764,000 Shares underlying the outstanding RSUs and 9,200,000 Shares underlying the outstanding share options granted to Mr. J. Michael EVANS.\n7. The interests comprised (i) 3,613,352 Shares held by Ms. Maggie Wei WU; (ii) 48,280 Shares underlying the outstanding RSUs granted to Ms. Maggie Wei WU; and (iii) 7,200,000 Shares held by a discretionary trust of which Ms. Maggie Wei WU is a founder.\nSave as disclosed above, as of September 30, 2025, none of our directors or chief executive officer had any interest or short position in the shares, underlying shares or debentures of our Company or any of its associated corporations (within the meaning of Part XV of the SFO) which were required to be notified to us and the Hong Kong Stock Exchange pursuant to Divisions 7 and 8 of Part XV of the SFO (including interests and short positions which were taken or deemed to have taken under such provisions of the SFO), or which were recorded in the register required to be kept pursuant to Section 352 of the SFO, to be entered in the register referred to therein, or which were required, pursuant to the Model Code, to be notified to us and the Hong Kong Stock Exchange.\nSubstantial Shareholders\n\n[tables/table-12 Shareholder Holdings.html]\n\nNotes:\n1. The letter “L” stands for long position, the letter “S” stands for short position and the letter “P” stands for lending pool.\n2. Each ADS represents eight Shares. The number of ADSs is, where applicable, rounded down to the nearest whole number and for reference only.\n3. The calculation is based on a total of 19,088,280,284 Shares in issue as of September 30, 2025.\n4. According to the disclosure of interests notice filed by JPMorgan Chase & Co. regarding the relevant event dated September 26, 2025, (a) 411,801,958 Shares (long position) and 418,739,874 Shares (short position) were held by JPMorgan Chase & Co. directly; (b) 1,753,320 Shares (long position) were held by a trust of which JPMorgan Chase & Co. is a trustee; and (c) the remaining interests were held by JPMorgan Chase & Co. indirectly through certain of its controlled corporations. Among them, (i) 105,285,940 Shares (long position) and 105,155,304 Shares (short position) were held through physically settled listed derivatives; (ii) 6,797,279 Shares (long position) and 18,013,180 Shares (short position) were held through cash settled listed derivatives; (iii) 40,691,926 Shares (long position) and 48,319,704 Shares (short position) were held through physically settled unlisted derivatives; (iv) 87,425,503 Shares (long position) and\n90,603,044 Shares (short position) were held through cash settled unlisted derivatives; and (v) 84,973,906 Shares (long position) and 1,381,027 Shares (short position) were held through listed derivatives which are convertible instruments.\n5. According to the disclosure of interests notice filed by Citigroup Inc. regarding the relevant event dated September 11, 2025, 183,474,400 Shares (long position) and 197,906,617 Shares (short position) interests were held by Citigroup Inc. indirectly through certain of its controlled corporations. Among them, (i) 54,743,028 Shares (long position) and 36,327,420 Shares (short position) were held through physically settled listed derivatives; (ii) 77,818,263 Shares (long position) and 120,475,576 Shares (short position) were held through physically settled unlisted derivatives; (iii) 13,761,835 Shares (long position) and 37,337,978 Shares (short position) were held through cash settled unlisted derivatives; and (iv) 82,139 Shares (long position) were held through listed derivatives which are convertible instruments.\n6. According to the disclosure of interests notice filed by Blackrock, Inc. regarding the relevant event dated June 13, 2025, 983,512,344 Shares (long position) and 3,297,800 Shares (short position) were held by Blackrock, Inc. indirectly through certain of its controlled corporations. Among them, (i) 6,137,756 Shares (long position) and 3,297,800 Shares (short position) were held through cash settled unlisted derivatives; and (ii) 6,572,498 Shares (long position) were held through listed derivatives which are convertible instruments.\nSave as disclosed above, as of September 30, 2025, so far as known to the Company, no person (other than our directors and chief executive officer) had an interest or short position in the Shares or underlying Shares which would fall to be disclosed to us under Divisions 2 and 3 of Part XV of the SFO, or would fall to be recorded in the register required to be kept by us pursuant to Section 336 of the SFO.",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/DISCLOSURE OF INTERESTS",
+      "metadata": {
+        "length": 7501,
+        "summary": "The document details the interests and short positions in shares of the company as of September 30, 2025, for directors, the CEO, and substantial shareholders, as required under the Securities and Futures Ordinance (SFO). It includes tables and notes for directors like Joseph C. Tsai, Eddie Yongming Wu, J. Michael Evans, and Maggie Wei Wu, listing their holdings through shares, RSUs, options, trusts, and foundations. For substantial shareholders, it covers JPMorgan Chase & Co., Citigroup Inc., and Blackrock, Inc., with breakdowns of long and short positions, including derivatives. The report confirms no other disclosable interests beyond those listed.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "The",
+          "tables",
+          "set",
+          "interest",
+          "short",
+          "positions",
+          "directors",
+          "chief",
+          "executive",
+          "officer",
+          "shares",
+          "underlying",
+          "debentures",
+          "Company",
+          "corporations",
+          "meaning",
+          "Part",
+          "XV",
+          "SFO",
+          "required",
+          "notified",
+          "Hong",
+          "Kong",
+          "Stock",
+          "Exchange",
+          "pursuant",
+          "Divisions",
+          "including",
+          "interests",
+          "deemed",
+          "provisions",
+          "recorded",
+          "register",
+          "Section",
+          "352",
+          "Model",
+          "Code",
+          "persons",
+          "Shares",
+          "fall",
+          "disclosed",
+          "336",
+          "Information",
+          "substantial",
+          "shareholders",
+          "defined",
+          "obtained",
+          "solely",
+          "publicly",
+          "information",
+          "website",
+          "aware",
+          "guarantee",
+          "accuracy",
+          "completeness",
+          "Directors",
+          "Chief",
+          "Executive",
+          "Officer",
+          "Interest",
+          "Notes",
+          "letter",
+          "stands",
+          "long",
+          "position",
+          "Each",
+          "ADS",
+          "represents",
+          "calculation",
+          "based",
+          "total",
+          "19",
+          "088",
+          "280",
+          "284",
+          "issue",
+          "September",
+          "30",
+          "2025",
+          "comprised",
+          "804",
+          "405",
+          "held",
+          "Mr",
+          "Joseph",
+          "TSAI",
+          "ii",
+          "76",
+          "667",
+          "outstanding",
+          "RSUs",
+          "granted",
+          "iii",
+          "000",
+          "spouse",
+          "iv",
+          "12",
+          "658",
+          "152",
+          "Joe",
+          "Clara",
+          "Tsai",
+          "Foundation",
+          "Limited",
+          "company",
+          "incorporated",
+          "law",
+          "Island",
+          "Guernsey",
+          "revocable",
+          "proxy",
+          "wholly",
+          "owned",
+          "147",
+          "385",
+          "672",
+          "Parufam",
+          "Bahamas",
+          "corporation",
+          "sole",
+          "director",
+          "vi",
+          "113",
+          "539",
+          "168",
+          "PMH",
+          "Holding",
+          "British",
+          "Virgin",
+          "Islands",
+          "933",
+          "085",
+          "Eddie",
+          "Yongming",
+          "WU",
+          "266",
+          "16",
+          "share",
+          "options",
+          "108",
+          "320",
+          "discretionary",
+          "trust",
+          "founder",
+          "764",
+          "200",
+          "Michael",
+          "EVANS",
+          "613",
+          "Ms",
+          "Maggie",
+          "Wei",
+          "48",
+          "Save",
+          "entered",
+          "referred",
+          "Substantial",
+          "Shareholders",
+          "lending",
+          "pool",
+          "number",
+          "ADSs",
+          "applicable",
+          "rounded",
+          "nearest",
+          "reference",
+          "According",
+          "disclosure",
+          "notice",
+          "filed",
+          "JPMorgan",
+          "Chase",
+          "Co",
+          "relevant",
+          "event",
+          "dated",
+          "26",
+          "411",
+          "801",
+          "958",
+          "418",
+          "739",
+          "874",
+          "directly",
+          "753",
+          "trustee",
+          "remaining",
+          "indirectly",
+          "controlled",
+          "Among",
+          "105",
+          "285",
+          "940",
+          "155",
+          "304",
+          "physically",
+          "settled",
+          "listed",
+          "derivatives",
+          "797",
+          "279",
+          "18",
+          "013",
+          "180",
+          "cash",
+          "40",
+          "691",
+          "926",
+          "319",
+          "704",
+          "unlisted",
+          "87",
+          "425",
+          "503",
+          "90",
+          "603",
+          "044",
+          "84",
+          "973",
+          "906",
+          "381",
+          "027",
+          "convertible",
+          "instruments",
+          "Citigroup",
+          "Inc",
+          "11",
+          "183",
+          "474",
+          "400",
+          "197",
+          "617",
+          "54",
+          "743",
+          "028",
+          "36",
+          "327",
+          "420",
+          "77",
+          "818",
+          "263",
+          "120",
+          "475",
+          "576",
+          "13",
+          "761",
+          "835",
+          "37",
+          "337",
+          "978",
+          "82",
+          "139",
+          "Blackrock",
+          "June",
+          "983",
+          "512",
+          "344",
+          "297",
+          "800",
+          "137",
+          "756",
+          "572",
+          "498",
+          "person"
+        ],
+        "keywords": [
+          "Directors",
+          "Substantial Shareholders",
+          "SFO"
+        ],
+        "connect_to": [
+          {
+            "target": "1395476e-8563-522a-bfaa-57757f3eca57",
+            "relation": "embeds",
+            "ref": "[tables/table-11 Shareholding Table.html]",
+            "position": {
+              "start": 1444,
+              "end": 1485
+            }
+          },
+          {
+            "target": "883f191e-f742-58a1-96f7-1f7f61f7521e",
+            "relation": "embeds",
+            "ref": "[tables/table-12 Shareholder Holdings.html]",
+            "position": {
+              "start": 3996,
+              "end": 4039
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "b39dda78-f6f6-52c7-814a-fcc8411ef71a",
+      "type": "text",
+      "content": "The 2014 Plan, the 2024 Plan and the 2024 Plan (Existing Shares) are the equity incentive plans of our Company in effect. For a summary of the key terms of these plans, please see “Directors, Senior Management and Employees - Equity Incentive Plans” in our fiscal year 2025 annual report.\nDuring the Reporting Period, a total of 63,594,318 Shares (equivalent to approximately 7,949,290 ADSs), representing approximately 0.3% of the weighted average number of Shares in issue (excluding treasury shares) of our Company, that may be issued in respect of all share-based awards were granted to eligible participants under the 2024 Plan of our Company.",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/EQUITY INCENTIVE PLANS",
+      "metadata": {
+        "length": 648,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "The",
+          "2014",
+          "Plan",
+          "2024",
+          "Existing",
+          "Shares",
+          "equity",
+          "incentive",
+          "plans",
+          "Company",
+          "effect",
+          "For",
+          "summary",
+          "key",
+          "terms",
+          "Directors",
+          "Senior",
+          "Management",
+          "Employees",
+          "Equity",
+          "Incentive",
+          "Plans",
+          "fiscal",
+          "year",
+          "2025",
+          "annual",
+          "report",
+          "During",
+          "Reporting",
+          "Period",
+          "total",
+          "63",
+          "594",
+          "318",
+          "equivalent",
+          "approximately",
+          "949",
+          "290",
+          "ADSs",
+          "representing",
+          "0.3%",
+          "weighted",
+          "average",
+          "number",
+          "issue",
+          "excluding",
+          "treasury",
+          "shares",
+          "issued",
+          "respect",
+          "share",
+          "based",
+          "awards",
+          "granted",
+          "eligible",
+          "participants"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "cbf659a3-f78f-5e7d-b07a-81c2c24f6057",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"2\">Name of grantee</td><td rowspan=\"2\">Date of grant</td><td colspan=\"6\">Number of RSUs (1), (2)</td><td rowspan=\"2\">Number of underlying Shares as of September 30, 2025 (2)</td><td rowspan=\"2\">Notes</td></tr><tr><td>Outstanding as of April 1, 2025</td><td>Granted during the Reporting Period</td><td>Vested during the Reporting Period</td><td>Lapsed/ forfeited during the Reporting Period</td><td>Cancelled during the Reporting Period</td><td>Outstanding as of September 30, 2025</td></tr><tr><td colspan=\"10\">Directors and chief executive officer of our Company</td></tr><tr><td>Joseph C. TSAI</td><td>July 24, 2018 to August 16, 2019</td><td>1,334</td><td>-</td><td>1,334</td><td>-</td><td>-</td><td>-</td><td>-</td><td>Notes 3, 8</td></tr><tr><td>Eddie Yongming WU</td><td>November 25, 2023</td><td>160,000</td><td>-</td><td>40,000</td><td>-</td><td>-</td><td>120,000</td><td>960,000</td><td>Notes 4, 8</td></tr><tr><td>J. Michael EVANS</td><td>June 15, 2020 to May 20, 2023</td><td>10,050</td><td>-</td><td>4,550</td><td>-</td><td>-</td><td>5,500</td><td>44,000</td><td>Notes 5, 8</td></tr><tr><td></td><td>May 13, 2024</td><td>160,000</td><td></td><td>80,000</td><td></td><td>-</td><td>80,000</td><td>640,000</td><td>Notes 6, 8</td></tr><tr><td>Maggie Wei WU</td><td>July 24, 2018 to May 24, 2021</td><td>12,801</td><td>-</td><td>6,766</td><td>-</td><td>-</td><td>6,035</td><td>48,280</td><td>Notes 3, 8</td></tr><tr><td colspan=\"10\">Other grantees by category</td></tr><tr><td>Employee participants</td><td>November 15, 2016 to August 18, 2024</td><td>44,402,154</td><td>-</td><td>16,110,683</td><td>1,681,379</td><td>1,825</td><td>26,608,267</td><td>212,866,136</td><td>Notes 7, 9</td></tr><tr><td>Related entity  $participants^{(11)}$ </td><td>July 24, 2018 to June 8, 2022</td><td>113,139</td><td>-</td><td>84,767</td><td>2,578</td><td>-</td><td>25,794</td><td>206,352</td><td>Notes 7, 10</td></tr><tr><td>Total</td><td></td><td>44,859,478</td><td>-</td><td>16,328,100</td><td>1,683,957</td><td>1,825</td><td>26,845,596</td><td>214,764,768</td><td></td></tr></table>",
+      "path": "tables/table-13 RSU Grant Summary.html",
+      "metadata": {
+        "length": 2100,
+        "summary": "table-14\nTable shows RSU activity for directors, CEO, and employees from April to September 2025, with 44.9M outstanding, 16.3M vested, and 26.8M remaining.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "file_path": "tables/table-13 RSU Grant Summary.html",
+        "keywords": [
+          "RSU",
+          "grants",
+          "shares"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "bde3bc38-582d-502c-8329-8ae99e527f8e",
+      "type": "text",
+      "content": "The 2014 Plan (which we adopted in September 2014, amended and restated in February 2020 to reflect the Share Split and other administrative changes, and further amended and restated in May 2022 to reflect administrative changes) provides for the granting of share-based awards, including restricted share units, stock options, restricted shares and share appreciation rights, to any participant who is an employee, consultant or director of our company, our affiliates and/or certain other companies.\nNo further awards will be granted under the 2014 Plan as from September 18, 2024. Any shares authorized but unissued under the 2014 Plan will no longer be available for granting. The share-based awards already granted under the 2014 Plan will remain in full force and effect pursuant to the terms and conditions of the 2014 Plan.\nDetails of movements of RSUs under the 2014 Plan during the Reporting Period are as follows:\n\n[tables/table-13 RSU Grant Summary.html]",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/EQUITY INCENTIVE PLANS/The 2014 Plan",
+      "metadata": {
+        "length": 1029,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "The",
+          "2014",
+          "Plan",
+          "adopted",
+          "September",
+          "amended",
+          "restated",
+          "February",
+          "2020",
+          "reflect",
+          "Share",
+          "Split",
+          "administrative",
+          "May",
+          "2022",
+          "granting",
+          "share",
+          "based",
+          "awards",
+          "including",
+          "restricted",
+          "units",
+          "stock",
+          "options",
+          "shares",
+          "appreciation",
+          "rights",
+          "participant",
+          "employee",
+          "consultant",
+          "director",
+          "company",
+          "affiliates",
+          "companies",
+          "No",
+          "granted",
+          "18",
+          "2024",
+          "Any",
+          "authorized",
+          "unissued",
+          "longer",
+          "remain",
+          "full",
+          "force",
+          "effect",
+          "pursuant",
+          "terms",
+          "conditions",
+          "Details",
+          "movements",
+          "RSUs",
+          "Reporting",
+          "Period"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "cbf659a3-f78f-5e7d-b07a-81c2c24f6057",
+            "relation": "embeds",
+            "ref": "[tables/table-13 RSU Grant Summary.html]",
+            "position": {
+              "start": 926,
+              "end": 966
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "3f1d825b-a6b9-57e9-b47a-3b10f61cf790",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"2\">Name of grantee</td><td rowspan=\"2\">Date of grant</td><td rowspan=\"2\">Exercise price (US$)</td><td colspan=\"5\">Number of share options (1)</td><td rowspan=\"2\">Number of underlying Shares as of September 30, 2025 (1)</td><td rowspan=\"2\">Notes</td></tr><tr><td>Outstanding as of April 1, 2025</td><td>Granted during the Reporting Period</td><td>Exercised during the Reporting Period</td><td>Lapsed/ forfeited during the Reporting Period (9)</td><td>Outstanding as of September 30, 2025</td></tr><tr><td colspan=\"10\">Directors and chief executive officer of our Company</td></tr><tr><td>Eddie Yongming WU</td><td>November 25, 2023</td><td>78.37</td><td>2,000,000</td><td>-</td><td>-</td><td>-</td><td>2,000,000</td><td>16,000,000</td><td>Note 2</td></tr><tr><td>J. Michael EVANS</td><td>July 31, 2015</td><td>79.96</td><td>2,000,000</td><td>-</td><td>1,000,000</td><td>-</td><td>1,000,000</td><td>8,000,000</td><td>Note 3, 6</td></tr><tr><td></td><td>May 13, 2024</td><td>84.60</td><td>150,000</td><td>-</td><td>-</td><td>-</td><td>150,000</td><td>1,200,000</td><td>Note 4</td></tr><tr><td colspan=\"10\">Other grantees by category</td></tr><tr><td>Employee participants</td><td>May 10, 2015 to March 12, 2022</td><td>23.00 to 182.48</td><td>2,385,667</td><td>-</td><td>842,667</td><td>1,000,000</td><td>543,000</td><td>4,344,000</td><td>Notes 5, 7</td></tr><tr><td>Related entity participant (10)</td><td>March 12, 2022</td><td>23.00</td><td>100,000</td><td>-</td><td>100,000</td><td>-</td><td>-</td><td>-</td><td>Notes 5, 8</td></tr><tr><td>Total</td><td></td><td></td><td>6,635,667</td><td>-</td><td>1,942,667</td><td>1,000,000</td><td>3,693,000</td><td>29,544,000</td><td></td></tr></table>",
+      "path": "tables/table-14 Share Options Table.html",
+      "metadata": {
+        "length": 1716,
+        "summary": "table-15\nTable shows share option grants for directors and employees, including exercise prices, outstanding numbers, and changes during the reporting period ending September 30, 2025.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "file_path": "tables/table-14 Share Options Table.html",
+        "keywords": [
+          "share options",
+          "grantees",
+          "exercise price"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "983caa0b-f639-57e0-b3a3-e0a938eb9e32",
+      "type": "text",
+      "content": "1. The purchase price of all RSUs granted is nil.\n2. Eight Shares are issuable upon the vesting of each RSU.\n3. The RSUs vest over a period of 6 years.\n4. The RSUs vest over a period of 5 years.\n5. The RSUs vest over a period of 4 years.\n6. The RSUs vest over a period of 2 years.\n7. The RSUs granted to employee participants and related entity participants vest over a period of up to 10 years.\n8. For directors and chief executive officer, the weighted average closing price of ADSs traded on the NYSE immediately before the dates on which the RSUs were vested during the Reporting Period was US\\$136.71.\n9. For employee participants, the weighted average closing price of ADSs traded on the NYSE immediately before the dates on which the RSUs were vested during the Reporting Period was US\\$131.05\n10. For related entity participants, the weighted average closing price of ADSs traded on the NYSE immediately before the dates on which the RSUs were vested during the Reporting Period was US\\$132.15.\n11. A related entity participant is an employee of an associated company in which our Company owns, directly or indirectly, securities or interests representing 20% or more of its voting power.\nDetails of movements of share options under the 2014 Plan during the Reporting Period are as follows:\n\n[tables/table-14 Share Options Table.html]",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/EQUITY INCENTIVE PLANS/The 2014 Plan/Notes:",
+      "metadata": {
+        "length": 1403,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "The",
+          "purchase",
+          "price",
+          "RSUs",
+          "granted",
+          "nil",
+          "Eight",
+          "Shares",
+          "issuable",
+          "vesting",
+          "RSU",
+          "vest",
+          "period",
+          "years",
+          "employee",
+          "participants",
+          "related",
+          "entity",
+          "10",
+          "For",
+          "directors",
+          "chief",
+          "executive",
+          "officer",
+          "weighted",
+          "average",
+          "closing",
+          "ADSs",
+          "traded",
+          "NYSE",
+          "immediately",
+          "dates",
+          "vested",
+          "Reporting",
+          "Period",
+          "US",
+          "136.71",
+          "131.05",
+          "132.15",
+          "11",
+          "participant",
+          "company",
+          "Company",
+          "owns",
+          "directly",
+          "indirectly",
+          "securities",
+          "interests",
+          "representing",
+          "20%",
+          "voting",
+          "power",
+          "Details",
+          "movements",
+          "share",
+          "options",
+          "2014",
+          "Plan"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "3f1d825b-a6b9-57e9-b47a-3b10f61cf790",
+            "relation": "embeds",
+            "ref": "[tables/table-14 Share Options Table.html]",
+            "position": {
+              "start": 1300,
+              "end": 1342
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "927c4caa-9a64-5c73-93d7-31dfb673dd4a",
+      "type": "text",
+      "content": "1. Eight Shares are issuable upon the exercise of each share option.\n2. The share options vest over a period of 5 years and are exercisable within 10 years after date of grant.\n3. The share options vest over a period of 6 years and are exercisable within 12 years after date of grant.\n4. The share options vest over a period of 2 years and are exercisable within 8 years after date of grant.\n5. The share options vest over a period of up to 9 years and are exercisable within up to 12 years after date of grant.\n6. The closing price of ADSs traded on the NYSE immediately before the date on which the share options were exercised during the Reporting Period was US\\$123.90.\n7. For employee participants, the weighted average closing price of ADSs traded on the NYSE immediately before the dates on which the share options were exercised during the Reporting Period was US\\$114.78.\n8. For related entity participant, the weighted average closing price of ADSs traded on the NYSE immediately before the date on which the share options were exercised during the Reporting Period was US\\$118.09.\n9. No share options granted were cancelled during the Reporting Period.\n10. A related entity participant is an employee of an associated company in which our Company owns, directly or indirectly, securities or interests representing 20% or more of its voting power.",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/EQUITY INCENTIVE PLANS/The 2014 Plan/Notes:_2",
+      "metadata": {
+        "length": 1357,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "Eight",
+          "Shares",
+          "issuable",
+          "exercise",
+          "share",
+          "option",
+          "The",
+          "options",
+          "vest",
+          "period",
+          "years",
+          "exercisable",
+          "10",
+          "date",
+          "grant",
+          "12",
+          "closing",
+          "price",
+          "ADSs",
+          "traded",
+          "NYSE",
+          "immediately",
+          "exercised",
+          "Reporting",
+          "Period",
+          "US",
+          "123.90",
+          "For",
+          "employee",
+          "participants",
+          "weighted",
+          "average",
+          "dates",
+          "114.78",
+          "related",
+          "entity",
+          "participant",
+          "118.09",
+          "No",
+          "granted",
+          "cancelled",
+          "company",
+          "Company",
+          "owns",
+          "directly",
+          "indirectly",
+          "securities",
+          "interests",
+          "representing",
+          "20%",
+          "voting",
+          "power"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "354b9644-5d8b-5d56-a5ca-8679ec93219f",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"2\">Name (3)</td><td rowspan=\"2\">Date of grant</td><td colspan=\"5\">Number of RSUs (1),(2)</td><td rowspan=\"2\">Number of underlying Shares as of September 30, 2025 (2)</td><td rowspan=\"2\">Notes</td></tr><tr><td>Outstanding as of April 1, 2025</td><td>Granted during the Reporting Period</td><td>Vested during the Reporting Period</td><td>Lapsed/ forfeited during the Reporting Period (8)</td><td>Outstanding as of September 30, 2025</td></tr><tr><td rowspan=\"2\">Employee participants</td><td>November 19, 2024 and February 24, 2025</td><td>9,435,535</td><td>-</td><td>1,456,534</td><td>236,200</td><td>7,742,801</td><td>7,742,801</td><td>Notes 4, 5</td></tr><tr><td>May 23, 2025, June 13, 2025 and September 4, 2025</td><td>-</td><td>63,594,318</td><td>3,209,796</td><td>1,116,599</td><td>59,267,923</td><td>59,267,923</td><td>Notes 5, 6, 7</td></tr><tr><td>Total</td><td></td><td>9,435,535</td><td>63,594,318</td><td>4,666,330</td><td>1,352,799</td><td>67,010,724</td><td>67,010,724</td><td></td></tr></table>",
+      "path": "tables/table-15 RSU Activity Report.html",
+      "metadata": {
+        "length": 1032,
+        "summary": "table-16\nThe table shows RSU activity for employee participants from April to September 2025, with 63.6 million granted, 4.7 million vested, 1.4 million forfeited, and 67 million outstanding as of September 30, 2025.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "file_path": "tables/table-15 RSU Activity Report.html",
+        "keywords": [
+          "RSUs",
+          "Employee Grants",
+          "Share Counts"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "9cad7312-407b-5ad0-bc77-472a9ee56bfc",
+      "type": "table",
+      "content": "<table><tr><td>Date of grant</td><td>Number of RSUs granted</td><td>Number of underlying Shares</td><td>Closing price of sharesimmediately before date of grant(HK$)</td><td>Fair value of each RSU as of dateof grant (HK$)</td></tr><tr><td>May 23, 2025</td><td>53,429,597</td><td>53,429,597</td><td>119.10</td><td>118.78</td></tr><tr><td>June 13, 2025</td><td>7,687,091</td><td>7,687,091</td><td>114.60</td><td>114.60</td></tr><tr><td>September 4, 2025</td><td>2,477,630</td><td>2,477,630</td><td>134.10</td><td>130.31</td></tr><tr><td></td><td>63,594,318</td><td>63,594,318</td><td></td><td></td></tr></table>",
+      "path": "tables/table-16 RSU Grant Details.html",
+      "metadata": {
+        "length": 608,
+        "summary": "table-17\nThe table shows RSU grants on three dates in 2025: May 23 (53,429,597 RSUs, HK$118.78 fair value), June 13 (7,687,091 RSUs, HK$114.60), and September 4 (2,477,630 RSUs, HK$130.31), totaling 63,594,318 RSUs.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "file_path": "tables/table-16 RSU Grant Details.html",
+        "keywords": [
+          "RSU",
+          "Shares",
+          "Grant Date"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "7f25c25b-f029-5311-9ea5-3f9a861544d9",
+      "type": "text",
+      "content": "The 2024 Plan was approved at our annual general meeting of shareholders held in August 2024. The purpose of the 2024 Plan is to provide incentives to attract, motivate and retain the grantees and align the interests of the grantees with those of our shareholders. It provides for the granting of restricted share units, stock options, restricted shares and share appreciation rights to any participant who is an employee, an executive director or a service provider.\nAs of April 1, 2025 and September 30, 2025, the number of share-based awards available for grant under the scheme mandate was 473,488,465 Shares (equivalent to approximately 59,186,058 ADSs) and 411,246,946 Shares (equivalent to approximately 51,405,868 ADSs), respectively.\nAs of April 1, 2025 and September 30, 2025, the number of share-based awards available for grant under the service provider sub-limit was 93,716,369 Shares (equivalent to 11,714,546 ADSs).\nDetails of movements of RSUs under the 2024 Plan during the Reporting Period are as follows:\n\n[tables/table-15 RSU Activity Report.html]\n\nNotes:\n1. The purchase price of all RSUs granted is nil.\n2. One Share is issuable upon the vesting of each RSU.\n3. No RSUs were granted under the 2024 Plan to directors during the Reporting Period. As at September 30, 2025, no directors were holding any outstanding awards under the 2024 Plan.\n4. The RSUs granted to employee participants vest over a period of up to 6 years.\n5. For employee participants, the weighted average closing price of the Shares traded on the Hong Kong Stock Exchange immediately before the dates on which the RSUs were vested during the Reporting Period was HK\\$113.70.\n6. The following grants of RSUs were made to employee participants during the Reporting Period. These RSUs vest over up to 6 years without any performance target, except that certain RSUs granted to selected participants on May 23, 2025 are subject to satisfaction of certain performance targets based on the financial or operational indicators of the relevant segments as determined by the administrator of the 2024 Plan.\n\n[tables/table-16 RSU Grant Details.html]\n\n7. In accordance with the accounting standards and policies adopted for preparing our Company's financial statements, the fair values of RSUs granted during the Reporting Period were determined with reference to the fair values of the underlying Shares on grant date.\n8. No RSUs granted were cancelled during the Reporting Period.",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/EQUITY INCENTIVE PLANS/The 2024 Plan",
+      "metadata": {
+        "length": 2583,
+        "summary": "The 2024 Plan, approved in August 2024, aims to attract, motivate, and retain employees, executive directors, and service providers by granting restricted share units (RSUs), stock options, restricted shares, and share appreciation rights. As of April 1, 2025, 473,488,465 shares were available for grant under the scheme mandate, and 93,716,369 shares under the service provider sub-limit. By September 30, 2025, available shares under the scheme mandate decreased to 411,246,946. RSUs granted have a nil purchase price, vest over up to 6 years, and one share is issuable per RSU. No RSUs were granted to directors during the reporting period. The weighted average closing price before vesting was HK$113.70. Grants to employee participants on various dates are detailed in a table, with some RSUs granted on May 23, 2025 subject to performance targets based on financial or operational indicators. Fair values of RSUs were determined by reference to underlying share fair values on grant date. No RSUs were cancelled during the period.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "The",
+          "2024",
+          "Plan",
+          "approved",
+          "annual",
+          "general",
+          "meeting",
+          "shareholders",
+          "held",
+          "August",
+          "purpose",
+          "provide",
+          "incentives",
+          "attract",
+          "motivate",
+          "retain",
+          "grantees",
+          "align",
+          "interests",
+          "It",
+          "granting",
+          "restricted",
+          "share",
+          "units",
+          "stock",
+          "options",
+          "shares",
+          "appreciation",
+          "rights",
+          "participant",
+          "employee",
+          "executive",
+          "director",
+          "service",
+          "provider",
+          "As",
+          "April",
+          "2025",
+          "September",
+          "30",
+          "number",
+          "based",
+          "awards",
+          "grant",
+          "scheme",
+          "mandate",
+          "473",
+          "488",
+          "465",
+          "Shares",
+          "equivalent",
+          "approximately",
+          "59",
+          "186",
+          "058",
+          "ADSs",
+          "411",
+          "246",
+          "946",
+          "51",
+          "405",
+          "868",
+          "limit",
+          "93",
+          "716",
+          "369",
+          "11",
+          "714",
+          "546",
+          "Details",
+          "movements",
+          "RSUs",
+          "Reporting",
+          "Period",
+          "Notes",
+          "purchase",
+          "price",
+          "granted",
+          "nil",
+          "One",
+          "Share",
+          "issuable",
+          "vesting",
+          "RSU",
+          "No",
+          "directors",
+          "holding",
+          "outstanding",
+          "participants",
+          "vest",
+          "period",
+          "years",
+          "For",
+          "weighted",
+          "average",
+          "closing",
+          "traded",
+          "Hong",
+          "Kong",
+          "Stock",
+          "Exchange",
+          "immediately",
+          "dates",
+          "vested",
+          "HK",
+          "113.70",
+          "grants",
+          "made",
+          "These",
+          "performance",
+          "target",
+          "selected",
+          "May",
+          "23",
+          "subject",
+          "satisfaction",
+          "targets",
+          "financial",
+          "operational",
+          "indicators",
+          "relevant",
+          "segments",
+          "determined",
+          "administrator",
+          "In",
+          "accordance",
+          "accounting",
+          "standards",
+          "policies",
+          "adopted",
+          "preparing",
+          "Company",
+          "statements",
+          "fair",
+          "values",
+          "reference",
+          "underlying",
+          "date",
+          "cancelled"
+        ],
+        "keywords": [
+          "RSUs",
+          "2024 Plan",
+          "Share Awards"
+        ],
+        "connect_to": [
+          {
+            "target": "354b9644-5d8b-5d56-a5ca-8679ec93219f",
+            "relation": "embeds",
+            "ref": "[tables/table-15 RSU Activity Report.html]",
+            "position": {
+              "start": 1026,
+              "end": 1068
+            }
+          },
+          {
+            "target": "9cad7312-407b-5ad0-bc77-472a9ee56bfc",
+            "relation": "embeds",
+            "ref": "[tables/table-16 RSU Grant Details.html]",
+            "position": {
+              "start": 2091,
+              "end": 2131
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "e6ee7abc-d522-51a0-881e-6df36d050dc0",
+      "type": "text",
+      "content": "The 2024 Plan (Existing Shares) was approved by our board in August 2024. The purpose of the 2024 Plan (Existing Shares) is to provide incentives to attract, motivate and retain the grantees and align the interests of the grantees with those of our shareholders. It provides for the granting of restricted share units, stock options, restricted shares and share appreciation rights to any participant who is an employee, a director or a service provider. The 2024 Plan (Existing Shares) is funded by existing Shares, therefore it does not constitute a scheme involving the new issuance of Shares as referred to in Chapter 17 of the Hong Kong Listing Rules but is subject to the applicable disclosure requirements under Rule 17.12 of the Hong Kong Listing Rules.",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/EQUITY INCENTIVE PLANS/The 2024 Plan (Existing Shares)",
+      "metadata": {
+        "length": 761,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "The",
+          "2024",
+          "Plan",
+          "Existing",
+          "Shares",
+          "approved",
+          "board",
+          "August",
+          "purpose",
+          "provide",
+          "incentives",
+          "attract",
+          "motivate",
+          "retain",
+          "grantees",
+          "align",
+          "interests",
+          "shareholders",
+          "It",
+          "granting",
+          "restricted",
+          "share",
+          "units",
+          "stock",
+          "options",
+          "shares",
+          "appreciation",
+          "rights",
+          "participant",
+          "employee",
+          "director",
+          "service",
+          "provider",
+          "funded",
+          "existing",
+          "constitute",
+          "scheme",
+          "involving",
+          "issuance",
+          "referred",
+          "Chapter",
+          "17",
+          "Hong",
+          "Kong",
+          "Listing",
+          "Rules",
+          "subject",
+          "applicable",
+          "disclosure",
+          "requirements",
+          "Rule",
+          "17.12"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "d4bbd080-2225-5e9c-9794-ad3353e3c8fe",
+      "type": "table",
+      "content": "<table><tr><td>Month of repurchase</td><td>Number of Shares underlying ADSs repurchased (1)</td><td>Highest price paid (US$)</td><td>Lowest price paid (US$)</td><td>Aggregate consideration paid (US$, in millions)</td></tr><tr><td>April 2025</td><td>30,630,480</td><td>16.76</td><td>11.97</td><td>427</td></tr><tr><td>May 2025</td><td>13,559,320</td><td>16.79</td><td>14.02</td><td>210</td></tr><tr><td>June 2025</td><td>11,685,192</td><td>15.00</td><td>13.92</td><td>168</td></tr><tr><td>July 2025</td><td>11,019,160</td><td>15.00</td><td>12.96</td><td>154</td></tr><tr><td>August 2025</td><td>5,839,336</td><td>15.00</td><td>14.52</td><td>87</td></tr><tr><td>Total</td><td>72,733,488</td><td></td><td></td><td>1,046</td></tr></table>",
+      "path": "tables/table-17 Share Repurchase.html",
+      "metadata": {
+        "length": 734,
+        "summary": "table-18\nThe table shows monthly share repurchases from April to August 2025, totaling 72,733,488 shares for $1,046 million, with prices ranging from $11.97 to $16.79.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "file_path": "tables/table-17 Share Repurchase.html",
+        "keywords": [
+          "Share repurchase",
+          "ADSs",
+          "Monthly data"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "88e93b21-7256-53d9-a05a-f6863bcb612c",
+      "type": "text",
+      "content": "During the Reporting Period, our Company repurchased a total of 73 million Shares on the NYSE for an aggregate consideration of US\\$1.0 billion.\nDetails of the Shares repurchased on the NYSE are as follows:\n\n[tables/table-17 Share Repurchase.html]\n\nNote:\n1. Each ADS represents eight Shares.\nAs of the date of this Interim Report, all the Shares repurchased during the Reporting Period have been cancelled.\nSave as disclosed above, neither our Company nor any of its subsidiaries purchased, sold or redeemed any of our Company's securities listed on the Hong Kong Stock Exchange or the NYSE (including sale of treasury shares) during the Reporting Period. As of September 30, 2025, our Company did not hold any treasury shares as defined in the Hong Kong Listing Rules.",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES",
+      "metadata": {
+        "length": 833,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "During",
+          "Reporting",
+          "Period",
+          "Company",
+          "repurchased",
+          "total",
+          "73",
+          "million",
+          "Shares",
+          "NYSE",
+          "aggregate",
+          "consideration",
+          "US",
+          "1.0",
+          "billion",
+          "Details",
+          "Note",
+          "Each",
+          "ADS",
+          "represents",
+          "As",
+          "date",
+          "Interim",
+          "Report",
+          "cancelled",
+          "Save",
+          "disclosed",
+          "subsidiaries",
+          "purchased",
+          "sold",
+          "redeemed",
+          "securities",
+          "listed",
+          "Hong",
+          "Kong",
+          "Stock",
+          "Exchange",
+          "including",
+          "sale",
+          "treasury",
+          "shares",
+          "September",
+          "30",
+          "2025",
+          "hold",
+          "defined",
+          "Listing",
+          "Rules"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "d4bbd080-2225-5e9c-9794-ad3353e3c8fe",
+            "relation": "embeds",
+            "ref": "[tables/table-17 Share Repurchase.html]",
+            "position": {
+              "start": 208,
+              "end": 247
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "386fa6ba-552b-5613-be13-09afca6ad8bf",
+      "type": "text",
+      "content": "",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/OTHER INFORMATION",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "89ad1d88-5a52-5029-bddb-4c04e8451dfe",
+      "type": "text",
+      "content": "",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/OTHER INFORMATION/Corporate Governance",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "8d970e60-8767-5d79-89a0-0adc2b675c6e",
+      "type": "text",
+      "content": "To the knowledge of the Company and our directors, we have complied with all applicable code provisions set out in the Corporate Governance Code as set forth in Part 2 of Appendix C1 to the Hong Kong Listing Rules for the six months ended September 30, 2025.",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/OTHER INFORMATION/Corporate Governance/Compliance with the Corporate Governance Code",
+      "metadata": {
+        "length": 258,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "To",
+          "knowledge",
+          "Company",
+          "directors",
+          "complied",
+          "applicable",
+          "code",
+          "provisions",
+          "set",
+          "Corporate",
+          "Governance",
+          "Code",
+          "Part",
+          "Appendix",
+          "C1",
+          "Hong",
+          "Kong",
+          "Listing",
+          "Rules",
+          "months",
+          "ended",
+          "September",
+          "30",
+          "2025"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "b31ab0ef-8d72-5c31-b3fd-7c7b7905cc5e",
+      "type": "text",
+      "content": "We have adopted our own trading guidelines, on terms no less exacting than the required standard set out in the Model Code as set forth in Appendix C3 to the Hong Kong Listing Rules, to regulate, among others, all dealings by directors and relevant employees of securities in the Company.\nHaving made specific enquiry of all directors, all directors confirmed that they have complied with our trading guidelines during the six months ended September 30, 2025.",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/OTHER INFORMATION/Corporate Governance/Compliance with the Model Code",
+      "metadata": {
+        "length": 459,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "We",
+          "adopted",
+          "trading",
+          "guidelines",
+          "terms",
+          "exacting",
+          "required",
+          "standard",
+          "set",
+          "Model",
+          "Code",
+          "Appendix",
+          "C3",
+          "Hong",
+          "Kong",
+          "Listing",
+          "Rules",
+          "regulate",
+          "dealings",
+          "directors",
+          "relevant",
+          "employees",
+          "securities",
+          "Company",
+          "Having",
+          "made",
+          "specific",
+          "enquiry",
+          "confirmed",
+          "complied",
+          "months",
+          "ended",
+          "September",
+          "30",
+          "2025"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "f2870f99-7335-5811-99ad-73d09ad75b2a",
+      "type": "text",
+      "content": "The audit committee oversees our accounting and financial reporting processes and the audits of our financial statements. Our audit committee is responsible for, among other things:\n- selecting, and evaluating the qualifications, performance and independence of the independent auditor;\n- pre-approving or, as permitted, approving auditing and non-auditing services permitted to be performed by the independent auditor;\n• assessing the adequacy of our internal accounting controls and audit procedures;\n- reviewing with the independent auditor any audit problems or difficulties and management's response;\n- reviewing and approving related party transactions (as defined in Form 20-F) and connected transactions (as required under the Hong Kong Listing Rules);\n- reviewing and discussing the quarterly reports, half-year reports and annual reports with management and the independent auditor;\n- establishing procedures for the receipt, retention and treatment of complaints received from our employees regarding accounting, internal accounting controls or auditing matters and the confidential, anonymous submission by our employees of concerns regarding questionable accounting or auditing matters;\n- meeting separately, periodically, with management, internal auditors and the independent auditor; and\n• reporting regularly to the full board of directors.\nOur audit committee has reviewed our unaudited condensed consolidated interim financial statements for the six months ended September 30, 2025, and has met with the independent auditor of the Company,\nPricewaterhouseCoopers. Our audit committee has also discussed the accounting policies and practices adopted by us, as well as internal control and financial reporting matters.\nOur unaudited condensed consolidated interim financial statements for the six months ended September 30, 2025 have been reviewed by the independent auditor of the Company, PricewaterhouseCoopers, in accordance with International Standard on Review Engagements 2410 “Review of Interim Financial Information Performed by the Independent Auditor of the Entity”.",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/OTHER INFORMATION/Corporate Governance/Audit Committee Review",
+      "metadata": {
+        "length": 2094,
+        "summary": "The audit committee oversees accounting, financial reporting, and audits. Its responsibilities include selecting and evaluating the independent auditor, pre-approving audit and non-audit services, assessing internal controls, reviewing audit problems and related party transactions, and discussing quarterly, half-year, and annual reports. It also establishes procedures for employee complaints on accounting matters and meets separately with management and auditors. The committee reviewed the unaudited interim financial statements for the six months ended September 30, 2025, with PricewaterhouseCoopers, which also reviewed the statements under International Standard on Review Engagements 2410.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "The",
+          "audit",
+          "committee",
+          "oversees",
+          "accounting",
+          "financial",
+          "reporting",
+          "processes",
+          "audits",
+          "statements",
+          "Our",
+          "responsible",
+          "things",
+          "selecting",
+          "evaluating",
+          "qualifications",
+          "performance",
+          "independence",
+          "independent",
+          "auditor",
+          "pre",
+          "approving",
+          "permitted",
+          "auditing",
+          "services",
+          "performed",
+          "assessing",
+          "adequacy",
+          "internal",
+          "controls",
+          "procedures",
+          "reviewing",
+          "problems",
+          "difficulties",
+          "management",
+          "response",
+          "related",
+          "party",
+          "transactions",
+          "defined",
+          "Form",
+          "20",
+          "connected",
+          "required",
+          "Hong",
+          "Kong",
+          "Listing",
+          "Rules",
+          "discussing",
+          "quarterly",
+          "reports",
+          "half",
+          "year",
+          "annual",
+          "establishing",
+          "receipt",
+          "retention",
+          "treatment",
+          "complaints",
+          "received",
+          "employees",
+          "matters",
+          "confidential",
+          "anonymous",
+          "submission",
+          "concerns",
+          "questionable",
+          "meeting",
+          "separately",
+          "periodically",
+          "auditors",
+          "regularly",
+          "full",
+          "board",
+          "directors",
+          "reviewed",
+          "unaudited",
+          "condensed",
+          "consolidated",
+          "interim",
+          "months",
+          "ended",
+          "September",
+          "30",
+          "2025",
+          "met",
+          "Company",
+          "PricewaterhouseCoopers",
+          "discussed",
+          "policies",
+          "practices",
+          "adopted",
+          "control",
+          "accordance",
+          "International",
+          "Standard",
+          "Review",
+          "Engagements",
+          "2410",
+          "Interim",
+          "Financial",
+          "Information",
+          "Performed",
+          "Independent",
+          "Auditor",
+          "Entity"
+        ],
+        "keywords": [
+          "audit committee",
+          "financial oversight",
+          "internal controls"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "d5ca1f33-d7a1-5b6c-85a1-c88f5c2ad303",
+      "type": "text",
+      "content": "Our board did not recommend the distribution of an interim dividend for the Reporting Period.",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/OTHER INFORMATION/Interim Dividend",
+      "metadata": {
+        "length": 93,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "Our",
+          "board",
+          "recommend",
+          "distribution",
+          "interim",
+          "dividend",
+          "Reporting",
+          "Period"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "87c76147-9c67-5b79-a77e-d3430c6a4d6d",
+      "type": "table",
+      "content": "<table><tr><td>General Corporate purposes</td><td>Net proceeds from the September 2025 Notes Offering (US$ in millions)</td><td>Amount of net proceeds utilized during the reporting period (US$ in millions)</td><td>Actual use of proceeds up to September 30, 2025 (US$ in millions)</td></tr><tr><td>Enhancing its cloud infrastructure</td><td>2,504</td><td>443</td><td>443</td></tr><tr><td>Expanding international commerce operations</td><td>626</td><td>287</td><td>287</td></tr><tr><td>Total</td><td>3,130</td><td>730</td><td>730</td></tr></table>",
+      "path": "tables/table-18 Notes Proceeds Use.html",
+      "metadata": {
+        "length": 545,
+        "summary": "table-19\nThe table shows $3,130M net proceeds from September 2025 Notes Offering, with $730M utilized by September 30, 2025: $443M for cloud infrastructure and $287M for international commerce.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "file_path": "tables/table-18 Notes Proceeds Use.html",
+        "keywords": [
+          "Net proceeds",
+          "Cloud infrastructure",
+          "Commerce expansion"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "acc2ea20-a2ee-5a9b-b315-4eaa53fbaffb",
+      "type": "text",
+      "content": "September 2025 Notes Offering\nIn September 2025, we completed a private offering (the “September 2025 Notes Offering”) of US\\$3.168 billion aggregate principal amount of Zero Coupon Convertible Senior Notes due 2032 (the “September 2025 Notes”). In connection with the September 2025 Notes Offering, we also entered into capped call transactions (the “Capped Call Transactions”) with certain financial institutions at the costs of US\\$184 million. The cap price of the Capped Call Transactions is initially US\\$235.46 per ADS (subject to certain adjustments), which represents a premium of 60% over the closing price of the ordinary shares on the Hong Kong Stock Exchange on the date of pricing of the Notes Offering of HK\\$143.30, which is converted and multiplied by eight, the ordinary-share-to-ADS ratio to, US\\$147.16 (the “Reference Share Price”). The September 2025 Notes have been offered to certain non-U.S. persons in offshore transaction in reliance on Regulation S under the U.S. Securities Act.\nThe Company intended to use the net proceeds from the September 2025 Notes Offering for general corporate purposes, with a strategic focus on strengthening its cloud infrastructure capabilities and international commerce business operations. Specifically, the allocation will include approximately 80% directed towards enhancing its cloud infrastructure, which encompasses scaling up data centers, upgrading technology, and improving services to meet growing demand. The remaining 20% will be invested in expanding international commerce operations, focusing on operational investments that will enable the Company to enhance its market presence and efficiency.\nThe September 2025 Notes will mature on September 15, 2032, unless earlier redeemed, repurchased or converted in accordance with their terms prior to such date. Prior to the close of business on the business day immediately preceding March 15, 2032, holders will have the right to convert all or any portion of their Notes, in multiples of US\\$1,000 principal amount, only upon satisfaction of certain conditions. On or after March 15, 2032, until the close of business on the third scheduled trading day immediately preceding the maturity date, holders may convert all or any portion of their Notes, in multiples of US\\$1,000 principal amount, at their option at any time irrespective of the foregoing conditions. Upon conversion, we retain flexibility to control any potential dilution with full discretion to settle the conversions in cash or ADSs, or a combination of both. Holders may also elect to receive ordinary shares in lieu of any ADSs upon conversion.\nThe initial conversion rate for the Notes is 5.1773 ADSs per US\\$1,000 principal amount of the September 2025 Notes, which is equivalent to an initial conversion price of approximately US\\$193.15 per ADS (or HK\\$188.08 per ordinary share, as converted and divided by eight, the ordinary-share-to-ADS ratio). The initial conversion price represents a premium of approximately 31.25% over the Reference Share Price, and the conversion rate will be subject to adjustment in some events, including but not limited to a share split, a share combination, cash distributions, certain issuances of rights, options or warrants, distribution of capital stock, certain tender or exchange offers, and certain other dilutive events.\nThe net price of each conversion share, based on the estimated net proceeds of approximately US\\$3.13 billion and 16,401,686 conversion shares (in the form of ADSs) that are issuable under the September 2025 Notes (excluding adjustment and make-whole adjustments), is expected to be approximately US\\$190.60. Upon exercise in full of the conversion rights attached to the September 2025 Notes at the initial conversion price of US\\$193.15 per ADS (equivalent to HK\\$188.08 per ordinary share, as converted and divided by eight, the ordinary-share-to-ADS ratio), a total of approximately 16,401,686 ADSs (or 131,213,488 ordinary shares) will be issued.\nFor further details of the September 2025 Notes Offering, please see the announcements of our Company dated September 11, 2025 and September 17, 2025.\nThe net proceeds raised from the September 2025 Notes Offering were used according to the intentions as disclosed in the announcement of our Company dated September 11, 2025. As of September 30, 2025, the unutilized proceeds amounted to US\\$2,400 million. A summary of the utilization of the net proceeds from the September 2025 Notes Offering as of September 30, 2025 is as follows:\n\n[tables/table-18 Notes Proceeds Use.html]",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/OTHER INFORMATION/Use of Proceeds from the Notes Offerings",
+      "metadata": {
+        "length": 4646,
+        "summary": "In September 2025, the company completed a private offering of $3.168 billion in Zero Coupon Convertible Senior Notes due 2032, along with capped call transactions costing $184 million. The notes have an initial conversion rate of 5.1773 ADSs per $1,000 principal, equivalent to an initial conversion price of about $193.15 per ADS. Net proceeds of approximately $3.13 billion are intended for general corporate purposes, with 80% allocated to enhancing cloud infrastructure and 20% to expanding international commerce operations. As of September 30, 2025, unutilized proceeds totaled $2.4 billion.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "September",
+          "2025",
+          "Notes",
+          "Offering",
+          "In",
+          "completed",
+          "private",
+          "offering",
+          "US",
+          "3.168",
+          "billion",
+          "aggregate",
+          "principal",
+          "amount",
+          "Zero",
+          "Coupon",
+          "Convertible",
+          "Senior",
+          "due",
+          "2032",
+          "connection",
+          "entered",
+          "capped",
+          "call",
+          "transactions",
+          "Capped",
+          "Call",
+          "Transactions",
+          "financial",
+          "institutions",
+          "costs",
+          "184",
+          "million",
+          "The",
+          "cap",
+          "price",
+          "initially",
+          "235.46",
+          "ADS",
+          "subject",
+          "adjustments",
+          "represents",
+          "premium",
+          "60%",
+          "closing",
+          "ordinary",
+          "shares",
+          "Hong",
+          "Kong",
+          "Stock",
+          "Exchange",
+          "date",
+          "pricing",
+          "HK",
+          "143.30",
+          "converted",
+          "multiplied",
+          "share",
+          "ratio",
+          "147.16",
+          "Reference",
+          "Share",
+          "Price",
+          "offered",
+          "persons",
+          "offshore",
+          "transaction",
+          "reliance",
+          "Regulation",
+          "Securities",
+          "Act",
+          "Company",
+          "intended",
+          "net",
+          "proceeds",
+          "general",
+          "corporate",
+          "purposes",
+          "strategic",
+          "focus",
+          "strengthening",
+          "cloud",
+          "infrastructure",
+          "capabilities",
+          "international",
+          "commerce",
+          "business",
+          "operations",
+          "Specifically",
+          "allocation",
+          "include",
+          "approximately",
+          "80%",
+          "directed",
+          "enhancing",
+          "encompasses",
+          "scaling",
+          "data",
+          "centers",
+          "upgrading",
+          "technology",
+          "improving",
+          "services",
+          "meet",
+          "growing",
+          "demand",
+          "remaining",
+          "20%",
+          "invested",
+          "expanding",
+          "focusing",
+          "operational",
+          "investments",
+          "enable",
+          "enhance",
+          "market",
+          "presence",
+          "efficiency",
+          "mature",
+          "15",
+          "earlier",
+          "redeemed",
+          "repurchased",
+          "accordance",
+          "terms",
+          "prior",
+          "Prior",
+          "close",
+          "day",
+          "immediately",
+          "preceding",
+          "March",
+          "holders",
+          "convert",
+          "portion",
+          "multiples",
+          "000",
+          "satisfaction",
+          "conditions",
+          "On",
+          "scheduled",
+          "trading",
+          "maturity",
+          "option",
+          "time",
+          "irrespective",
+          "foregoing",
+          "Upon",
+          "conversion",
+          "retain",
+          "flexibility",
+          "control",
+          "potential",
+          "dilution",
+          "full",
+          "discretion",
+          "settle",
+          "conversions",
+          "cash",
+          "ADSs",
+          "combination",
+          "Holders",
+          "elect",
+          "receive",
+          "lieu",
+          "initial",
+          "rate",
+          "5.1773",
+          "equivalent",
+          "193.15",
+          "188.08",
+          "divided",
+          "31.25%",
+          "adjustment",
+          "events",
+          "including",
+          "limited",
+          "split",
+          "distributions",
+          "issuances",
+          "rights",
+          "options",
+          "warrants",
+          "distribution",
+          "capital",
+          "stock",
+          "tender",
+          "exchange",
+          "offers",
+          "dilutive",
+          "based",
+          "estimated",
+          "3.13",
+          "16",
+          "401",
+          "686",
+          "form",
+          "issuable",
+          "excluding",
+          "make",
+          "expected",
+          "190.60",
+          "exercise",
+          "attached",
+          "total",
+          "131",
+          "213",
+          "488",
+          "issued",
+          "For",
+          "details",
+          "announcements",
+          "dated",
+          "11",
+          "17",
+          "raised",
+          "intentions",
+          "disclosed",
+          "announcement",
+          "As",
+          "30",
+          "unutilized",
+          "amounted",
+          "400",
+          "summary",
+          "utilization"
+        ],
+        "keywords": [
+          "Convertible Notes",
+          "Cloud Infrastructure",
+          "Capital Raising"
+        ],
+        "connect_to": [
+          {
+            "target": "87c76147-9c67-5b79-a77e-d3430c6a4d6d",
+            "relation": "embeds",
+            "ref": "[tables/table-18 Notes Proceeds Use.html]",
+            "position": {
+              "start": 4543,
+              "end": 4584
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "33a7dcb1-935d-5f20-9810-518072efabe7",
+      "type": "text",
+      "content": "Conventions that apply to this Interim Report\nUnless the context otherwise requires, references in this interim report to:\n- “2014 Plan” is to the 2014 Post-IPO Equity Incentive Plan, which we adopted on September 2, 2014 and amended and restated on February 12, 2020 and May 25, 2022;\n- “2024 Plan” is to the 2024 Equity Incentive Plan, which we adopted on August 22, 2024;\n- “2024 Plan (Existing Shares)” is to the 2024 Equity Incentive Plan (Existing Shares), which we adopted on August 26, 2024;\n- “ADS(s)” are to the American depositary share(s), each of which represents eight Shares;\n- “Alibaba,” “Alibaba Group,” “the Group,” “Company,” “our company,” “we,” “our” or “us” are to Alibaba Group Holding Limited, a company incorporated in the Cayman Islands with limited liability on June 28, 1999 and, where the context requires, its consolidated subsidiaries and its affiliated consolidated entities, including its variable interest entities and their subsidiaries, from time to time;\n- “Articles” or “Articles of Association” is to our Amended and Restated Articles of Association (as amended and restated from time to time), adopted on September 30, 2020 and amended on August 22, 2024;\n- “board” or “board of directors” is to our board of directors, unless otherwise stated;\n- “Corporate Governance Code” is to the Corporate Governance Code set out in Appendix C1 to the Hong Kong Listing Rules;\n- “director(s)” are to member(s) of our board, unless otherwise stated;\n- “Hong Kong Listing Rules” are to the Rules Governing the Listing of Securities on The Stock Exchange of Hong Kong Limited, as amended or supplemented from time to time;\n- “Hong Kong Stock Exchange” is to The Stock Exchange of Hong Kong Limited;\n- “Model Code” is to the Model Code for Securities Transactions by Directors of Listed Issuers set out in Appendix C3 to the Hong Kong Listing Rules;\n- “NYSE” is to the New York Stock Exchange;\n- “Reporting Period” is to the six months ended September 30, 2025;\n- “RSU(s)” are to restricted share unit(s);\n- “SEC” is to the United States Securities and Exchange Commission;\n- “SFO” is to the Securities and Futures Ordinance (Chapter 571 of the Laws of Hong Kong), as amended or supplemented from time to time;\n- “Share Split” is to the subdivision of each ordinary share into eight Shares, pursuant to which the par value of our Shares was correspondingly changed from US\\$0.000025 per Share to US\\$0.000003125 per Share, with effect from July 30, 2019; immediately after the Share Split became effective, our authorized share capital became US\\$100,000 divided into 32,000,000,000 Shares of par value US\\$0.000003125 per Share;\n- “shareholder(s)” are to holder(s) of Shares and, where the context requires, ADSs;\n- “Share(s)” or “ordinary share(s)” are to ordinary share(s) in our capital with par value of US\\$0.000003125 each;\n- “substantial shareholder(s)” has the meaning ascribed to it under the Hong Kong Listing Rules;\n- “U.S.” or “United States” is to the United States of America, its territories, its possessions and all areas subject to its jurisdiction;\n- “US\\$” or “U.S. dollars” are to the lawful currency of the United States;\n- “U.S. Exchange Act” is to the United States Securities Exchange Act of 1934, as amended, and the rules and regulations promulgated thereunder;\n- “U.S. Securities Act” is to the United States Securities Act of 1933, as amended, and the rules and regulations promulgated thereunder.",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/DEFINITIONS Conventions that apply to this Interim Report",
+      "metadata": {
+        "length": 3451,
+        "summary": "This section defines key terms and conventions used in the interim report, including references to equity incentive plans (2014 Plan, 2024 Plan, 2024 Plan Existing Shares), ADSs, Alibaba Group, Articles of Association, board of directors, Corporate Governance Code, Hong Kong Listing Rules, Model Code, NYSE, Reporting Period, RSUs, SEC, SFO, Share Split, shareholders, Shares, substantial shareholders, U.S., U.S. dollars, U.S. Exchange Act, and U.S. Securities Act.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "Conventions",
+          "apply",
+          "Interim",
+          "Report",
+          "Unless",
+          "context",
+          "requires",
+          "references",
+          "interim",
+          "report",
+          "2014",
+          "Plan",
+          "Post",
+          "IPO",
+          "Equity",
+          "Incentive",
+          "adopted",
+          "September",
+          "amended",
+          "restated",
+          "February",
+          "12",
+          "2020",
+          "May",
+          "25",
+          "2022",
+          "2024",
+          "August",
+          "22",
+          "Existing",
+          "Shares",
+          "26",
+          "ADS",
+          "American",
+          "depositary",
+          "share",
+          "represents",
+          "Alibaba",
+          "Group",
+          "Company",
+          "company",
+          "Holding",
+          "Limited",
+          "incorporated",
+          "Cayman",
+          "Islands",
+          "limited",
+          "liability",
+          "June",
+          "28",
+          "1999",
+          "consolidated",
+          "subsidiaries",
+          "affiliated",
+          "entities",
+          "including",
+          "variable",
+          "interest",
+          "time",
+          "Articles",
+          "Association",
+          "Amended",
+          "Restated",
+          "30",
+          "board",
+          "directors",
+          "stated",
+          "Corporate",
+          "Governance",
+          "Code",
+          "set",
+          "Appendix",
+          "C1",
+          "Hong",
+          "Kong",
+          "Listing",
+          "Rules",
+          "director",
+          "member",
+          "Governing",
+          "Securities",
+          "The",
+          "Stock",
+          "Exchange",
+          "supplemented",
+          "Model",
+          "Transactions",
+          "Directors",
+          "Listed",
+          "Issuers",
+          "C3",
+          "NYSE",
+          "New",
+          "York",
+          "Reporting",
+          "Period",
+          "months",
+          "ended",
+          "2025",
+          "RSU",
+          "restricted",
+          "unit",
+          "SEC",
+          "United",
+          "States",
+          "Commission",
+          "SFO",
+          "Futures",
+          "Ordinance",
+          "Chapter",
+          "571",
+          "Laws",
+          "Share",
+          "Split",
+          "subdivision",
+          "ordinary",
+          "pursuant",
+          "par",
+          "correspondingly",
+          "changed",
+          "US",
+          "0.000025",
+          "0.000003125",
+          "effect",
+          "July",
+          "2019",
+          "immediately",
+          "effective",
+          "authorized",
+          "capital",
+          "100",
+          "000",
+          "divided",
+          "32",
+          "shareholder",
+          "holder",
+          "ADSs",
+          "substantial",
+          "meaning",
+          "ascribed",
+          "America",
+          "territories",
+          "possessions",
+          "areas",
+          "subject",
+          "jurisdiction",
+          "dollars",
+          "lawful",
+          "currency",
+          "Act",
+          "1934",
+          "rules",
+          "regulations",
+          "promulgated",
+          "thereunder",
+          "1933"
+        ],
+        "keywords": [
+          "definitions",
+          "terminology",
+          "glossary"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "4758cb97-9722-5894-88b7-214ccb7cb5ba",
+      "type": "text",
+      "content": "",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "cb9c96f5-c33e-5385-8c33-17acf3ab221a",
+      "type": "table",
+      "content": "<table><tr><td></td><td>Page</td></tr><tr><td>Report on Review of Interim Financial Information for the six-months ended September 30, 2025</td><td>45</td></tr><tr><td>Unaudited Condensed Consolidated Income Statements for the six months ended September 30, 2024 and 2025</td><td>46</td></tr><tr><td>Unaudited Condensed Consolidated Statements of Comprehensive Income for the six months ended September 30, 2024 and 2025</td><td>47</td></tr><tr><td>Unaudited Condensed Consolidated Balance Sheets as of March 31, 2025 and September 30, 2025</td><td>48</td></tr><tr><td>Unaudited Condensed Consolidated Statements of Changes in Shareholders’ Equity for the six months ended September 30, 2024 and 2025</td><td>50</td></tr><tr><td>Unaudited Condensed Consolidated Statements of Cash Flows for the six months ended September 30, 2024 and 2025</td><td>52</td></tr><tr><td>Notes to Unaudited Condensed Consolidated Financial Statements</td><td>53</td></tr></table>",
+      "path": "tables/table-19 Interim Report.html",
+      "metadata": {
+        "length": 959,
+        "summary": "table-20\nTable of contents for an interim financial report for the six months ended September 30, 2025, listing unaudited financial statements and notes starting on page 45.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "file_path": "tables/table-19 Interim Report.html",
+        "keywords": [
+          "Financial Statements",
+          "Interim Report",
+          "2025"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "84d877c2-cdfc-5b18-8ac9-5fed9f8befdf",
+      "type": "text",
+      "content": "[tables/table-19 Interim Report.html]\n\nReport on Review of Interim Financial Information To the Board of Directors of Alibaba Group Holding Limited (incorporated in the Cayman Islands with limited liability)",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED/INDEX TO CONDENSED CONSOLIDATED INTERIM FINANCIAL STATEMENTS",
+      "metadata": {
+        "length": 197,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "Report",
+          "Review",
+          "Interim",
+          "Financial",
+          "Information",
+          "To",
+          "Board",
+          "Directors",
+          "Alibaba",
+          "Group",
+          "Holding",
+          "Limited",
+          "incorporated",
+          "Cayman",
+          "Islands",
+          "limited",
+          "liability"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "cb9c96f5-c33e-5385-8c33-17acf3ab221a",
+            "relation": "embeds",
+            "ref": "[tables/table-19 Interim Report.html]",
+            "position": {
+              "start": 0,
+              "end": 37
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "3a566ab5-5827-5994-82bb-8049fa9214f8",
+      "type": "text",
+      "content": "We have reviewed the interim financial information set out on pages 46 to 81, which comprises the condensed consolidated balance sheet of Alibaba Group Holding Limited (the “Company”) and its subsidiaries (together, the “Group”) as at September 30, 2025 and the condensed consolidated income statement, the condensed consolidated statement of comprehensive income, the condensed consolidated statement of changes in shareholders’ equity and the condensed consolidated statement of cash flows for the six-month period then ended, and selected explanatory notes. The Rules Governing the Listing of Securities on The Stock Exchange of Hong Kong Limited require the preparation of a report on interim financial information to be in compliance with the relevant provisions thereof and accounting principles generally accepted in the United States of America (“U.S. GAAP”). The directors of the Company are responsible for the preparation and presentation of this interim financial information in accordance with U.S. GAAP. Our responsibility is to express a conclusion on this interim financial information based on our review and to report our conclusion solely to you, as a body, in accordance with our agreed terms of engagement, and for no other purpose. We do not assume responsibility towards or accept liability to any other person for the contents of this report.",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED/INDEX TO CONDENSED CONSOLIDATED INTERIM FINANCIAL STATEMENTS/Introduction",
+      "metadata": {
+        "length": 1366,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "We",
+          "reviewed",
+          "interim",
+          "financial",
+          "information",
+          "set",
+          "pages",
+          "46",
+          "81",
+          "comprises",
+          "condensed",
+          "consolidated",
+          "balance",
+          "sheet",
+          "Alibaba",
+          "Group",
+          "Holding",
+          "Limited",
+          "Company",
+          "subsidiaries",
+          "September",
+          "30",
+          "2025",
+          "income",
+          "statement",
+          "comprehensive",
+          "shareholders",
+          "equity",
+          "cash",
+          "flows",
+          "month",
+          "period",
+          "ended",
+          "selected",
+          "explanatory",
+          "notes",
+          "The",
+          "Rules",
+          "Governing",
+          "Listing",
+          "Securities",
+          "Stock",
+          "Exchange",
+          "Hong",
+          "Kong",
+          "require",
+          "preparation",
+          "report",
+          "compliance",
+          "relevant",
+          "provisions",
+          "thereof",
+          "accounting",
+          "principles",
+          "generally",
+          "accepted",
+          "United",
+          "States",
+          "America",
+          "GAAP",
+          "directors",
+          "responsible",
+          "presentation",
+          "accordance",
+          "Our",
+          "responsibility",
+          "express",
+          "conclusion",
+          "based",
+          "review",
+          "solely",
+          "body",
+          "agreed",
+          "terms",
+          "engagement",
+          "purpose",
+          "assume",
+          "accept",
+          "liability",
+          "person",
+          "contents"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "b9676ef9-177d-54db-b5ac-b831d2a9e634",
+      "type": "text",
+      "content": "We conducted our review in accordance with International Standard on Review Engagements 2410, “Review of Interim Financial Information Performed by the Independent Auditor of the Entity”. A review of interim financial information consists of making inquiries, primarily of persons responsible for financial and accounting matters, and applying analytical and other review procedures. A review is substantially less in scope than an audit conducted in accordance with International Standards on Auditing and consequently does not enable us to obtain assurance that we would become aware of all significant matters that might be identified in an audit. Accordingly, we do not express an audit opinion.",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED/INDEX TO CONDENSED CONSOLIDATED INTERIM FINANCIAL STATEMENTS/Scope of Review",
+      "metadata": {
+        "length": 699,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "We",
+          "conducted",
+          "review",
+          "accordance",
+          "International",
+          "Standard",
+          "Review",
+          "Engagements",
+          "2410",
+          "Interim",
+          "Financial",
+          "Information",
+          "Performed",
+          "Independent",
+          "Auditor",
+          "Entity",
+          "interim",
+          "financial",
+          "information",
+          "consists",
+          "making",
+          "inquiries",
+          "primarily",
+          "persons",
+          "responsible",
+          "accounting",
+          "matters",
+          "applying",
+          "analytical",
+          "procedures",
+          "substantially",
+          "scope",
+          "audit",
+          "Standards",
+          "Auditing",
+          "enable",
+          "obtain",
+          "assurance",
+          "aware",
+          "significant",
+          "identified",
+          "Accordingly",
+          "express",
+          "opinion"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "025455e0-0711-5ac3-a008-b7537466da15",
+      "type": "text",
+      "content": "Based on our review, nothing has come to our attention that causes us to believe that the interim financial information of the Group is not prepared, in all material respects, in accordance with U.S. GAAP.",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED/INDEX TO CONDENSED CONSOLIDATED INTERIM FINANCIAL STATEMENTS/Conclusion",
+      "metadata": {
+        "length": 205,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "Based",
+          "review",
+          "attention",
+          "interim",
+          "financial",
+          "information",
+          "Group",
+          "prepared",
+          "material",
+          "respects",
+          "accordance",
+          "GAAP"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "20b56326-11ff-560d-991f-19b9c9961eb2",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"4\" colspan=\"2\"></td><td colspan=\"3\">Six months ended September 30,</td></tr><tr><td>2024</td><td colspan=\"2\">2025</td></tr><tr><td>RMB</td><td>RMB</td><td>US$ (Note 2(a))</td></tr><tr><td colspan=\"3\">(in millions, except per share data)</td></tr><tr><td colspan=\"5\">Notes</td></tr><tr><td>Revenue</td><td>4,16</td><td>479,739</td><td>495,447</td><td>69,595</td></tr><tr><td>Cost of revenue</td><td>16</td><td>(290,135)</td><td>(287,210)</td><td>(40,344)</td></tr><tr><td>Product development expenses</td><td>16</td><td>(27,555)</td><td>(32,096)</td><td>(4,509)</td></tr><tr><td>Sales and marketing expenses</td><td>16</td><td>(65,167)</td><td>(119,674)</td><td>(16,811)</td></tr><tr><td>General and administrative expenses</td><td>16</td><td>(23,057)</td><td>(14,778)</td><td>(2,076)</td></tr><tr><td>Amortization and impairment of intangible assets</td><td></td><td>(3,441)</td><td>(1,633)</td><td>(229)</td></tr><tr><td>Other gains, net</td><td></td><td>851</td><td>297</td><td>42</td></tr><tr><td>Income from operations</td><td></td><td>71,235</td><td>40,353</td><td>5,668</td></tr><tr><td>Interest and investment income, net</td><td></td><td>17,129</td><td>37,468</td><td>5,263</td></tr><tr><td>Interest expense</td><td></td><td>(4,615)</td><td>(4,995)</td><td>(702)</td></tr><tr><td>Other (expense) income, net</td><td>16</td><td>(1,221)</td><td>1,329</td><td>187</td></tr><tr><td>Income before income tax and share of results of equity method investees</td><td></td><td>82,528</td><td>74,155</td><td>10,416</td></tr><tr><td>Income tax expenses</td><td>5</td><td>(17,442)</td><td>(14,415)</td><td>(2,024)</td></tr><tr><td>Share of results of equity method investees</td><td></td><td>2,483</td><td>3,254</td><td>457</td></tr><tr><td>Net income</td><td></td><td>67,569</td><td>62,994</td><td>8,849</td></tr><tr><td>Net loss (income) attributable to noncontrolling interests</td><td></td><td>854</td><td>(1,326)</td><td>(187)</td></tr><tr><td>Net income attributable to Alibaba Group Holding Limited</td><td></td><td>68,423</td><td>61,668</td><td>8,662</td></tr><tr><td>(Accretion) Reversal of accretion of mezzanine equity</td><td></td><td>(280)</td><td>2,438</td><td>343</td></tr><tr><td>Net income attributable to ordinary shareholders</td><td></td><td>68,143</td><td>64,106</td><td>9,005</td></tr><tr><td>Earnings per share attributable to ordinary shareholders</td><td>7</td><td></td><td></td><td></td></tr><tr><td>Basic</td><td></td><td>3.58</td><td>3.45</td><td>0.49</td></tr><tr><td>Diluted</td><td></td><td>3.50</td><td>3.34</td><td>0.47</td></tr><tr><td>Earnings per ADS attributable to ordinary shareholders (one ADS equals eight ordinary shares)</td><td>7</td><td></td><td></td><td></td></tr><tr><td>Basic</td><td></td><td>28.62</td><td>27.63</td><td>3.88</td></tr><tr><td>Diluted</td><td></td><td>28.00</td><td>26.73</td><td>3.75</td></tr><tr><td>Weighted average number of shares used in computing earnings per share (million shares)</td><td>7</td><td></td><td></td><td></td></tr><tr><td>Basic</td><td></td><td>19,045</td><td>18,562</td><td></td></tr><tr><td>Diluted</td><td></td><td>19,459</td><td>19,154</td><td></td></tr></table>",
+      "path": "tables/table-20 Alibaba Financials.html",
+      "metadata": {
+        "length": 3172,
+        "summary": "table-21\nAlibaba Group's financial results for six months ended Sep 30, 2024 and 2025, showing revenue of 495,447 million RMB and net income attributable to ordinary shareholders of 64,106 million RMB in 2025.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "file_path": "tables/table-20 Alibaba Financials.html",
+        "keywords": [
+          "Revenue",
+          "Net Income",
+          "Earnings Per Share"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "f722fa1a-9184-54f7-b15b-a327ddc38537",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"4\"></td><td colspan=\"3\">Six months ended September 30,</td></tr><tr><td>2024</td><td colspan=\"2\">2025</td></tr><tr><td>RMB</td><td>RMB</td><td>US$ (Note 2(a))</td></tr><tr><td></td><td>(in millions)</td><td></td></tr><tr><td>Net income</td><td>67,569</td><td>62,994</td><td>8,849</td></tr><tr><td>Other comprehensive income (loss):</td><td></td><td></td><td></td></tr><tr><td>- Foreign currency translation:</td><td></td><td></td><td></td></tr><tr><td>Change in unrealized losses, net of tax</td><td>(3,699)</td><td>(5,081)</td><td>(714)</td></tr><tr><td>- Share of other comprehensive income (loss) of equity method investees:</td><td></td><td></td><td></td></tr><tr><td>Change in unrealized gains (losses)</td><td>350</td><td>(40)</td><td>(6)</td></tr><tr><td>- Interest rate swaps under hedge accounting and others:</td><td></td><td></td><td></td></tr><tr><td>Change in unrealized gains</td><td>60</td><td>1</td><td>—</td></tr><tr><td>Other comprehensive loss</td><td>(3,289)</td><td>(5,120)</td><td>(720)</td></tr><tr><td>Total comprehensive income</td><td>64,280</td><td>57,874</td><td>8,129</td></tr><tr><td>Total comprehensive loss (income) attributable to noncontrolling interests</td><td>1,119</td><td>(273)</td><td>(38)</td></tr><tr><td>Total comprehensive income attributable to ordinary shareholders</td><td>65,399</td><td>57,601</td><td>8,091</td></tr></table>",
+      "path": "tables/table-21 Income Statement.html",
+      "metadata": {
+        "length": 1397,
+        "summary": "table-22\nThe table shows net income of 67,569 RMB (2024) and 62,994 RMB (2025), with total comprehensive income of 64,280 RMB and 57,874 RMB respectively, including foreign currency translation losses and other items.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "file_path": "tables/table-21 Income Statement.html",
+        "keywords": [
+          "comprehensive income",
+          "net income",
+          "foreign currency"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "16a35153-a74b-531d-9c83-a89110c2420c",
+      "type": "table",
+      "content": "<table><tr><td></td><td></td><td>As of March 31,</td><td colspan=\"2\">As of September 30,</td></tr><tr><td></td><td></td><td>2025</td><td colspan=\"2\">2025</td></tr><tr><td></td><td></td><td>RMB</td><td>RMB</td><td>US$</td></tr><tr><td></td><td></td><td></td><td>(in millions)</td><td>(Note 2(a))</td></tr><tr><td>Assets</td><td>Notes</td><td></td><td></td><td></td></tr><tr><td>Current assets:</td><td></td><td></td><td></td><td></td></tr><tr><td>Cash and cash equivalents</td><td></td><td>145,487</td><td>135,069</td><td>18,973</td></tr><tr><td>Short-term investments</td><td></td><td>228,826</td><td>193,246</td><td>27,145</td></tr><tr><td>Restricted cash and escrow receivables</td><td></td><td>43,781</td><td>40,374</td><td>5,671</td></tr><tr><td>Equity securities and other investments</td><td>8</td><td>53,780</td><td>45,257</td><td>6,357</td></tr><tr><td>Prepayments, receivables and other assets</td><td></td><td>202,175</td><td>232,673</td><td>32,684</td></tr><tr><td>Total current assets</td><td></td><td>674,049</td><td>646,619</td><td>90,830</td></tr><tr><td>Equity securities and other investments</td><td>8</td><td>356,818</td><td>411,953</td><td>57,867</td></tr><tr><td>Prepayments, receivables and other assets</td><td></td><td>83,431</td><td>96,927</td><td>13,615</td></tr><tr><td>Investments in equity method investees</td><td></td><td>210,169</td><td>206,862</td><td>29,058</td></tr><tr><td>Property and equipment, net</td><td></td><td>203,348</td><td>246,539</td><td>34,631</td></tr><tr><td>Intangible assets, net</td><td>10</td><td>20,911</td><td>19,429</td><td>2,729</td></tr><tr><td>Goodwill</td><td>11</td><td>255,501</td><td>255,551</td><td>35,897</td></tr><tr><td>Total assets</td><td></td><td>1,804,227</td><td>1,883,880</td><td>264,627</td></tr><tr><td>Liabilities, mezzanine equity and shareholders&#x27; equity</td><td></td><td></td><td></td><td></td></tr><tr><td>Current liabilities:</td><td></td><td></td><td></td><td></td></tr><tr><td>Current bank borrowings</td><td></td><td>22,562</td><td>26,288</td><td>3,693</td></tr><tr><td>Income tax payable</td><td></td><td>11,638</td><td>5,588</td><td>785</td></tr><tr><td>Accrued expenses, accounts payable and other liabilities</td><td>12</td><td>332,537</td><td>340,769</td><td>47,868</td></tr><tr><td>Merchant deposits</td><td></td><td>274</td><td>251</td><td>35</td></tr><tr><td>Deferred revenue and customer advances</td><td></td><td>68,335</td><td>71,241</td><td>10,007</td></tr><tr><td>Total current liabilities</td><td></td><td>435,346</td><td>444,137</td><td>62,388</td></tr><tr><td>Deferred revenue</td><td></td><td>4,536</td><td>4,496</td><td>632</td></tr><tr><td>Deferred tax liabilities</td><td></td><td>48,454</td><td>46,802</td><td>6,574</td></tr><tr><td>Non-current bank borrowings</td><td></td><td>49,909</td><td>63,566</td><td>8,929</td></tr><tr><td>Non-current unsecured senior notes</td><td></td><td>122,398</td><td>120,504</td><td>16,927</td></tr><tr><td>Non-current convertible unsecured senior notes</td><td>13</td><td>35,834</td><td>57,481</td><td>8,074</td></tr><tr><td>Non-current exchangeable bonds</td><td>14</td><td>—</td><td>13,755</td><td>1,932</td></tr><tr><td>Other liabilities</td><td>12</td><td>17,644</td><td>21,354</td><td>3,000</td></tr><tr><td>Total liabilities</td><td></td><td>714,121</td><td>772,095</td><td>108,456</td></tr></table>",
+      "path": "tables/table-22 Balance Sheet Data.html",
+      "metadata": {
+        "length": 3350,
+        "summary": "table-23\nThe table shows assets, liabilities, and equity as of March 31, 2025 and September 30, 2025, with figures in RMB and US dollars. Total assets were 1,804,227 million RMB in March and 1,883,880 million in September.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "file_path": "tables/table-22 Balance Sheet Data.html",
+        "keywords": [
+          "Assets",
+          "Liabilities",
+          "Financials"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "c97e9b7d-9775-5f33-b3fe-37a1aefc264f",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"4\"></td><td>As of March 31,</td><td colspan=\"2\">As of September 30,</td></tr><tr><td>2025</td><td colspan=\"2\">2025</td></tr><tr><td>RMB</td><td>RMB</td><td>US$ (Note 2(a))</td></tr><tr><td></td><td>(in millions)</td><td></td></tr><tr><td colspan=\"4\">Commitments and contingencies</td></tr><tr><td>Mezzanine equity</td><td>11,713</td><td>9,884</td><td>1,388</td></tr><tr><td colspan=\"4\">Shareholders’ equity:</td></tr><tr><td>Ordinary shares, US$0.000003125 par value; 32,000,000,000 shares authorized as of March 31 and September 30, 2025; 18,474,235,708 and 18,551,943,896 shares issued and outstanding as of March 31 and September 30, 2025 respectively</td><td>1</td><td>1</td><td>—</td></tr><tr><td>Additional paid-in capital</td><td>381,379</td><td>387,147</td><td>54,382</td></tr><tr><td>Treasury shares, at cost</td><td>(36,329)</td><td>(36,162)</td><td>(5,080)</td></tr><tr><td>Statutory reserves</td><td>15,936</td><td>16,286</td><td>2,288</td></tr><tr><td colspan=\"4\">Accumulated other comprehensive income (loss)</td></tr><tr><td>Cumulative translation adjustments</td><td>3,286</td><td>(1,670)</td><td>(234)</td></tr><tr><td>Unrealized gains on interest rate swaps and others</td><td>107</td><td>109</td><td>15</td></tr><tr><td>Retained earnings</td><td>645,478</td><td>666,784</td><td>93,663</td></tr><tr><td>Total shareholders’ equity</td><td>1,009,858</td><td>1,032,495</td><td>145,034</td></tr><tr><td>Noncontrolling interests</td><td>68,535</td><td>69,406</td><td>9,749</td></tr><tr><td>Total equity</td><td>1,078,393</td><td>1,101,901</td><td>154,783</td></tr><tr><td>Total liabilities, mezzanine equity and equity</td><td>1,804,227</td><td>1,883,880</td><td>264,627</td></tr></table>",
+      "path": "tables/table-23 Equity Summary.html",
+      "metadata": {
+        "length": 1725,
+        "summary": "table-24\nThe table shows commitments, mezzanine equity, and shareholders' equity components as of March 31 and September 30, 2025, with RMB and US$ values. Total equity increased from 1,078,393 to 1,101,901 million RMB.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "file_path": "tables/table-23 Equity Summary.html",
+        "keywords": [
+          "Shareholders' equity",
+          "mezzanine equity",
+          "financial data"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "b0d44ad2-3684-5ae4-9b17-dea56f9beb54",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"3\"></td><td colspan=\"2\">Ordinary shares</td><td colspan=\"9\">Accumulated othercomprehensive income (loss)</td></tr><tr><td>Share</td><td>Amount</td><td>Additionalpaid-incapitalRMB</td><td>TreasurysharesRMB</td><td>StatutoryreservesRMB</td><td>CumulativetranslationadjustmentsRMB</td><td>Unrealizedgains(losses) oninterestrate swapsand othersRMB</td><td>RetainedearningsRMB</td><td>Totalshareholders’equityRMB</td><td>NoncontrollinginterestsRMB</td><td>TotalequityRMB</td></tr><tr><td colspan=\"11\">(in millions, except per share data)</td></tr><tr><td>Balance as ofApril 1, 2024</td><td>19,469,126,956</td><td>1</td><td>397,999</td><td>(27,684)</td><td>14,733</td><td>3,635</td><td>(37)</td><td>597,897</td><td>986,544</td><td>115,327</td><td>1,101,871</td></tr><tr><td>Foreign currencytranslationadjustment,net of tax</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>(3,541)</td><td>—</td><td>—</td><td>(3,541)</td><td>(158)</td><td>(3,699)</td></tr><tr><td>Share of additionalpaid-in capitaland othercomprehensiveincome of equitymethod investees</td><td>—</td><td>—</td><td>(42)</td><td>—</td><td>—</td><td>335</td><td>15</td><td>—</td><td>308</td><td>—</td><td>308</td></tr><tr><td>Change in fair value ofinterest rate swapsunder hedgeaccountingand others</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>60</td><td>—</td><td>60</td><td>—</td><td>60</td></tr><tr><td>Net income for theperiod</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>68,423</td><td>68,423</td><td>(961)</td><td>67,462</td></tr><tr><td>Acquisition ofsubsidiaries</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>187</td><td>187</td></tr><tr><td>Issuance of shares,including vesting ofRSUs and earlyexercised optionsand exercise ofshare options</td><td>178,297,456</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td></tr><tr><td>Repurchase andretirement ofordinary shares</td><td>(1,027,554,280)</td><td>—</td><td>(21,096)</td><td>(8,501)</td><td>—</td><td>—</td><td>—</td><td>(42,216)</td><td>(71,813)</td><td>—</td><td>(71,813)</td></tr><tr><td>Transactions withnoncontrollinginterests</td><td>—</td><td>—</td><td>2,357</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>2,357</td><td>(23,852)</td><td>(21,495)</td></tr><tr><td>Amortization ofcompensation cost</td><td>—</td><td>—</td><td>5,819</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>5,819</td><td>1,962</td><td>7,781</td></tr><tr><td>Declaration ofdividends</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>(29,340)</td><td>(29,340)</td><td>—</td><td>(29,340)</td></tr><tr><td>Capped calltransactions</td><td>—</td><td>—</td><td>(4,612)</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>(4,612)</td><td>—</td><td>(4,612)</td></tr><tr><td>Appropriation tostatutory reserves</td><td>—</td><td>—</td><td>—</td><td>—</td><td>1,152</td><td>—</td><td>—</td><td>(1,152)</td><td>—</td><td>—</td><td>—</td></tr><tr><td>Others</td><td>—</td><td>—</td><td>(280)</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>(280)</td><td>(144)</td><td>(424)</td></tr><tr><td>Balance as ofSeptember 30, 2024(in millions, except per share data)</td><td>18,619,870,132</td><td>1</td><td>380,145</td><td>(36,185)</td><td>15,885</td><td>429</td><td>38</td><td>593,612</td><td>953,925</td><td>92,361</td><td>1,046,286</td></tr><tr><td>Balance as ofApril 1, 2025</td><td>18,474,235,708</td><td>1</td><td>381,379</td><td>(36,329)</td><td>15,936</td><td>3,286</td><td>107</td><td>645,478</td><td>1,009,858</td><td>68,535</td><td>1,078,393</td></tr><tr><td>Foreign currencytranslationadjustment,net of tax</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>(3,643)</td><td>7</td><td>—</td><td>(3,636)</td><td>(166)</td><td>(3,802)</td></tr><tr><td>Share of additionalpaid-in capitaland othercomprehensiveincome of equitymethod investees</td><td>—</td><td>—</td><td>(129)</td><td>—</td><td>—</td><td>(34)</td><td>(6)</td><td>—</td><td>(169)</td><td>—</td><td>(169)</td></tr><tr><td>Change in fair value ofinterest rate swapsunder hedgeaccounting and others</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>1</td><td>—</td><td>1</td><td>—</td><td>1</td></tr><tr><td>Net investment hedge</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>(1,279)</td><td>—</td><td>—</td><td>(1,279)</td><td>—</td><td>(1,279)</td></tr><tr><td>Net income for theperiod</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>61,668</td><td>61,668</td><td>439</td><td>62,107</td></tr><tr><td>Acquisition ofsubsidiaries</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>2</td><td>2</td></tr><tr><td>Deconsolidation ofsubsidiaries</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>(80)</td><td>(80)</td></tr><tr><td>Issuance of shares,including vesting ofRSUs and earlyexercised optionsand exercise ofshare options</td><td>150,441,676</td><td>—</td><td>1,038</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>1,038</td><td>—</td><td>1,038</td></tr><tr><td>Repurchase andretirement ofordinary shares</td><td>(72,733,488)</td><td>—</td><td>(1,737)</td><td>167</td><td>—</td><td>—</td><td>—</td><td>(5,965)</td><td>(7,535)</td><td>—</td><td>(7,535)</td></tr><tr><td>Transactions withnoncontrollinginterests</td><td>—</td><td>—</td><td>68</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>68</td><td>(315)</td><td>(247)</td></tr><tr><td>Amortization ofcompensation cost</td><td>—</td><td>—</td><td>5,397</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>5,397</td><td>1,075</td><td>6,472</td></tr><tr><td>Declaration ofdividends</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>(34,047)</td><td>(34,047)</td><td>—</td><td>(34,047)</td></tr><tr><td>Capped calltransactions</td><td>—</td><td>—</td><td>(1,309)</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>(1,309)</td><td>—</td><td>(1,309)</td></tr><tr><td>Appropriation tostatutory reserves</td><td>—</td><td>—</td><td>—</td><td>—</td><td>350</td><td>—</td><td>—</td><td>(350)</td><td>—</td><td>—</td><td>—</td></tr><tr><td>Others</td><td>—</td><td>—</td><td>2,440</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>2,440</td><td>(84)</td><td>2,356</td></tr><tr><td>Balance as ofSeptember 30, 2025</td><td>18,551,943,896</td><td>1</td><td>387,147</td><td>(36,162)</td><td>16,286</td><td>(1,670)</td><td>109</td><td>666,784</td><td>1,032,495</td><td>69,406</td><td>1,101,901</td></tr></table>",
+      "path": "tables/table-24 Equity Changes.html",
+      "metadata": {
+        "length": 6682,
+        "summary": "table-25\nThe table shows changes in shareholders' equity from April to September 2024 and 2025, including share issuances, repurchases, dividends, and net income, with totals in millions of RMB.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "file_path": "tables/table-24 Equity Changes.html",
+        "keywords": [
+          "shareholders' equity",
+          "financial data",
+          "stock transactions"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "e5b2d47b-9c5a-543f-a075-2113a27a1252",
+      "type": "text",
+      "content": "Hong Kong, December 4, 2025\nALIBABA GROUP HOLDING LIMITED\nUNAUDITED CONDENSED CONSOLIDATED INCOME STATEMENTS\n\n[tables/table-20 Alibaba Financials.html]\n\nThe accompanying notes form an integral part of these unaudited condensed consolidated financial statements.\nALIBABA GROUP HOLDING LIMITED\nUNAUDITED CONDENSED CONSOLIDATED STATEMENTS OF COMPREHENSIVE INCOME\n\n[tables/table-21 Income Statement.html]\n\nThe accompanying notes form an integral part of these unaudited condensed consolidated financial statements.\nALIBABA GROUP HOLDING LIMITED\nUNAUDITED CONDENSED CONSOLIDATED BALANCE SHEETS\n\n[tables/table-22 Balance Sheet Data.html]\n\nThe accompanying notes form an integral part of these unaudited condensed consolidated financial statements.\nALIBABA GROUP HOLDING LIMITED\nUNAUDITED CONDENSED CONSOLIDATED BALANCE SHEETS (CONTINUED)\n\n[tables/table-23 Equity Summary.html]\n\nThe accompanying notes form an integral part of these unaudited condensed consolidated financial statements.\nALIBABA GROUP HOLDING LIMITED\nUNAUDITED CONDENSED CONSOLIDATED STATEMENTS OF CHANGES IN SHAREHOLDERS' EQUITY\n\n[tables/table-24 Equity Changes.html]\n\nThe accompanying notes form an integral part of these unaudited condensed consolidated financial statements.",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED/INDEX TO CONDENSED CONSOLIDATED INTERIM FINANCIAL STATEMENTS/PricewaterhouseCoopers Certified Public Accountants",
+      "metadata": {
+        "length": 1313,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "Hong",
+          "Kong",
+          "December",
+          "2025",
+          "ALIBABA",
+          "GROUP",
+          "HOLDING",
+          "LIMITED",
+          "UNAUDITED",
+          "CONDENSED",
+          "CONSOLIDATED",
+          "INCOME",
+          "STATEMENTS",
+          "The",
+          "accompanying",
+          "notes",
+          "form",
+          "integral",
+          "part",
+          "unaudited",
+          "condensed",
+          "consolidated",
+          "financial",
+          "statements",
+          "OF",
+          "COMPREHENSIVE",
+          "BALANCE",
+          "SHEETS",
+          "CONTINUED",
+          "CHANGES",
+          "IN",
+          "SHAREHOLDERS",
+          "EQUITY"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "20b56326-11ff-560d-991f-19b9c9961eb2",
+            "relation": "embeds",
+            "ref": "[tables/table-20 Alibaba Financials.html]",
+            "position": {
+              "start": 110,
+              "end": 151
+            }
+          },
+          {
+            "target": "f722fa1a-9184-54f7-b15b-a327ddc38537",
+            "relation": "embeds",
+            "ref": "[tables/table-21 Income Statement.html]",
+            "position": {
+              "start": 361,
+              "end": 400
+            }
+          },
+          {
+            "target": "16a35153-a74b-531d-9c83-a89110c2420c",
+            "relation": "embeds",
+            "ref": "[tables/table-22 Balance Sheet Data.html]",
+            "position": {
+              "start": 590,
+              "end": 631
+            }
+          },
+          {
+            "target": "c97e9b7d-9775-5f33-b3fe-37a1aefc264f",
+            "relation": "embeds",
+            "ref": "[tables/table-23 Equity Summary.html]",
+            "position": {
+              "start": 833,
+              "end": 870
+            }
+          },
+          {
+            "target": "b0d44ad2-3684-5ae4-9b17-dea56f9beb54",
+            "relation": "embeds",
+            "ref": "[tables/table-24 Equity Changes.html]",
+            "position": {
+              "start": 1091,
+              "end": 1128
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "a94bfa0c-3ded-56f1-ae92-af805378926f",
+      "type": "text",
+      "content": "",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_2",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "16ede654-c979-5091-8964-4d3c4be26524",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"4\"></td><td colspan=\"3\">Six months ended September 30,</td></tr><tr><td>2024</td><td colspan=\"2\">2025</td></tr><tr><td>RMB</td><td>RMB</td><td>US$</td></tr><tr><td></td><td>(in millions)</td><td>(Note 2(a))</td></tr><tr><td>Cash flows from operating activities:</td><td>65,074</td><td>30,771</td><td>4,322</td></tr><tr><td>Cash flows from investing activities:</td><td></td><td></td><td></td></tr><tr><td>Decrease in short-term investments, net</td><td>105,470</td><td>12,972</td><td>1,822</td></tr><tr><td>Increase in other treasury investments, net</td><td>(113,387)</td><td>(24,091)</td><td>(3,384)</td></tr><tr><td>Settlement of forward exchange contracts, net</td><td>311</td><td>(111)</td><td>(16)</td></tr><tr><td>Acquisitions of equity and debt securities, and others</td><td>(3,905)</td><td>(18,690)</td><td>(2,625)</td></tr><tr><td>Disposals of equity and debt securities, and others</td><td>5,772</td><td>35,390</td><td>4,971</td></tr><tr><td>Acquisitions of equity method investees</td><td>(1,964)</td><td>(1,179)</td><td>(165)</td></tr><tr><td>Disposals of and distributions from equity method investees</td><td>737</td><td>2,426</td><td>341</td></tr><tr><td>Acquisitions of land use rights, property and equipment</td><td>(29,585)</td><td>(70,177)</td><td>(9,858)</td></tr><tr><td>Disposals of property and equipment</td><td>1,475</td><td>239</td><td>34</td></tr><tr><td>Cash received (paid) for business combinations, net of cash acquired</td><td>62</td><td>(62)</td><td>(9)</td></tr><tr><td>Deconsolidation and disposal of subsidiaries, net of cash proceeds</td><td>—</td><td>11,825</td><td>1,661</td></tr><tr><td>Loans to employees, net of repayments</td><td>149</td><td>134</td><td>19</td></tr><tr><td>Net cash used in investing activities</td><td>(34,865)</td><td>(51,324)</td><td>(7,209)</td></tr><tr><td>Cash flows from financing activities:</td><td></td><td></td><td></td></tr><tr><td>Issuance of ordinary shares</td><td>1</td><td>1,038</td><td>146</td></tr><tr><td>Repurchase of ordinary shares</td><td>(72,889)</td><td>(7,638)</td><td>(1,073)</td></tr><tr><td>Dividend distribution</td><td>(29,022)</td><td>(33,621)</td><td>(4,723)</td></tr><tr><td>Proceeds from convertible unsecured senior notes, net of debt issuance cost</td><td>35,677</td><td>22,303</td><td>3,133</td></tr><tr><td>Payments for capped call transactions</td><td>(4,612)</td><td>(1,309)</td><td>(184)</td></tr><tr><td>Acquisition of additional equity interests in non-wholly owned subsidiaries</td><td>(19,947)</td><td>(1,155)</td><td>(162)</td></tr><tr><td>Dividends paid by non-wholly owned subsidiaries to noncontrolling interests</td><td>(116)</td><td>(306)</td><td>(43)</td></tr><tr><td>Contingent consideration payments made after a business combination</td><td>(149)</td><td>(81)</td><td>(11)</td></tr><tr><td>Capital injection from noncontrolling interests</td><td>2,636</td><td>168</td><td>24</td></tr><tr><td>Proceeds from exchangeable bonds, net of debt issuance cost</td><td>—</td><td>10,986</td><td>1,543</td></tr><tr><td>Proceeds from bank borrowings and other borrowings, net of upfront fee payment for a syndicated loan</td><td>22,098</td><td>37,805</td><td>5,310</td></tr><tr><td>Repayment of bank borrowings</td><td>(20,041)</td><td>(20,019)</td><td>(2,812)</td></tr><tr><td>Net cash (used in) provided by financing activities</td><td>(86,364)</td><td>8,171</td><td>1,148</td></tr><tr><td>Effect of exchange rate changes on cash and cash equivalents, restricted cash and escrow receivables</td><td>(1,797)</td><td>(1,443)</td><td>(203)</td></tr><tr><td>Decrease in cash and cash equivalents, restricted cash and escrow receivables</td><td>(57,952)</td><td>(13,825)</td><td>(1,942)</td></tr><tr><td>Cash and cash equivalents, restricted cash and escrow receivables at beginning of period</td><td>286,424</td><td>189,268</td><td>26,586</td></tr><tr><td>Cash and cash equivalents, restricted cash and escrow receivables at end of period</td><td>228,472</td><td>175,443</td><td>24,644</td></tr></table>",
+      "path": "tables/table-25 Cash Flow Statement.html",
+      "metadata": {
+        "length": 4033,
+        "summary": "table-26\nThe table shows cash flows for six months ending Sep 30, 2024 and 2025. Operating cash flow decreased from 65,074 to 30,771. Investing activities used 34,865 in 2024 and 51,324 in 2025. Financing activities shifted from -86,364 to 8,171.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "file_path": "tables/table-25 Cash Flow Statement.html",
+        "keywords": [
+          "Cash flows",
+          "Investing",
+          "Financing"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "7a395fd5-ab2c-59c0-85fd-3099acec4397",
+      "type": "text",
+      "content": "[tables/table-25 Cash Flow Statement.html]\n\nThe accompanying notes form an integral part of these unaudited condensed consolidated financial statements.\nALIBABA GROUP HOLDING LIMITED NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS FOR THE SIX MONTHS ENDED SEPTEMBER 30, 2024 and 2025",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_2/UNAUDITED CONDENSED CONSOLIDATED STATEMENTS OF CASH FLOWS",
+      "metadata": {
+        "length": 302,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "The",
+          "accompanying",
+          "notes",
+          "form",
+          "integral",
+          "part",
+          "unaudited",
+          "condensed",
+          "consolidated",
+          "financial",
+          "statements",
+          "ALIBABA",
+          "GROUP",
+          "HOLDING",
+          "LIMITED",
+          "NOTES",
+          "TO",
+          "UNAUDITED",
+          "CONDENSED",
+          "CONSOLIDATED",
+          "FINANCIAL",
+          "STATEMENTS",
+          "FOR",
+          "THE",
+          "SIX",
+          "MONTHS",
+          "ENDED",
+          "SEPTEMBER",
+          "30",
+          "2024",
+          "2025"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "16ede654-c979-5091-8964-4d3c4be26524",
+            "relation": "embeds",
+            "ref": "[tables/table-25 Cash Flow Statement.html]",
+            "position": {
+              "start": 0,
+              "end": 42
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "4ae780ef-abf5-59df-9696-006cb85ed1d7",
+      "type": "text",
+      "content": "Alibaba Group Holding Limited (the “Company”) is a limited liability company, which was incorporated in the Cayman Islands on June 28, 1999. The Company is a holding company and conducts its businesses primarily through its subsidiaries and variable interest entities. In these unaudited condensed consolidated financial statements, where appropriate, the term “Company” also refers to its subsidiaries as a whole. The Company provides the technology infrastructure and marketing reach to help merchants, brands, retailers and other businesses to leverage the power of new technology to engage with their users and customers and operate in a more efficient way.\nThe Company's businesses comprise Alibaba China E-commerce Group, Alibaba International Digital Commerce Group, Cloud Intelligence Group and All others. An ecosystem has developed around the Company's platforms and businesses that consists of consumers, merchants, brands, retailers, enterprises, third-party service providers, strategic alliance partners and other businesses.\nThe Company's American depositary shares (“ADSs”) are listed on the New York Stock Exchange (“NYSE”) under the symbol “BABA” and the Company’s ordinary shares are listed on the Hong Kong Stock Exchange (“HKSE”) under the stock codes “9988 (HKD Counter)” and “89988 (RMB Counter).”",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_2/1. Organization and principal activities",
+      "metadata": {
+        "length": 1320,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "Alibaba",
+          "Group",
+          "Holding",
+          "Limited",
+          "Company",
+          "limited",
+          "liability",
+          "company",
+          "incorporated",
+          "Cayman",
+          "Islands",
+          "June",
+          "28",
+          "1999",
+          "The",
+          "holding",
+          "conducts",
+          "businesses",
+          "primarily",
+          "subsidiaries",
+          "variable",
+          "interest",
+          "entities",
+          "In",
+          "unaudited",
+          "condensed",
+          "consolidated",
+          "financial",
+          "statements",
+          "term",
+          "refers",
+          "technology",
+          "infrastructure",
+          "marketing",
+          "reach",
+          "merchants",
+          "brands",
+          "retailers",
+          "leverage",
+          "power",
+          "engage",
+          "users",
+          "customers",
+          "operate",
+          "efficient",
+          "comprise",
+          "China",
+          "commerce",
+          "International",
+          "Digital",
+          "Commerce",
+          "Cloud",
+          "Intelligence",
+          "All",
+          "An",
+          "ecosystem",
+          "developed",
+          "platforms",
+          "consists",
+          "consumers",
+          "enterprises",
+          "party",
+          "service",
+          "providers",
+          "strategic",
+          "alliance",
+          "partners",
+          "American",
+          "depositary",
+          "shares",
+          "ADSs",
+          "listed",
+          "New",
+          "York",
+          "Stock",
+          "Exchange",
+          "NYSE",
+          "symbol",
+          "BABA",
+          "ordinary",
+          "Hong",
+          "Kong",
+          "HKSE",
+          "stock",
+          "codes",
+          "9988",
+          "HKD",
+          "Counter",
+          "89988",
+          "RMB"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "460358e7-d379-519c-949f-6d5f575812d5",
+      "type": "text",
+      "content": "(a) Basis of presentation\nThe accompanying unaudited condensed consolidated financial statements are prepared in accordance with accounting principles generally accepted in the United States of America (“U.S. GAAP”) for interim financial reporting and the disclosure requirements of the Rules Governing the Listing of Securities on The Stock Exchange of Hong Kong Limited, as amended or supplemented from time to time (“Hong Kong Listing Rules”). Accordingly, they do not include all of the information and footnote disclosures required by U.S. GAAP for a complete set of financial statements. These unaudited condensed consolidated financial statements include all adjustments of a normal recurring nature necessary to a fair statement of the results for the interim periods presented. Results of operations for an interim period are not necessarily indicative of results for the entire year.\nThese unaudited condensed consolidated financial statements should be read in conjunction with the audited consolidated financial statements and notes thereto for the year ended March 31, 2025. There were no significant changes to our significant accounting policies from the audited consolidated financial statements for the preceding fiscal year, except that the accounting policies relating to derivatives and hedging (Note 2(d)) and borrowings (Note 2(e)) were updated as a result of the issuance of exchangeable bonds.\nTranslations of balances in the unaudited condensed consolidated balance sheet, unaudited condensed consolidated income statements, unaudited condensed consolidated statement of comprehensive income and unaudited condensed consolidated statement of cash flows from RMB into the United States Dollar (“US\\$”) as of and for the six months ended September 30, 2025 are solely for the convenience of the readers and are calculated at the rate of US\\$1.00=RMB7.1190, representing the exchange rate set forth in the H.10 statistical release of the Federal Reserve Board on September 30, 2025. No representation is made that the RMB amounts could have been, or could be, converted, realized or settled into US\\$ at this rate, or at any other rate.",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_2/2. Summary of significant accounting policies",
+      "metadata": {
+        "length": 2158,
+        "summary": "The document outlines the basis of presentation for unaudited condensed consolidated financial statements prepared under U.S. GAAP and Hong Kong Listing Rules for interim periods. It notes that these statements do not include all disclosures required for a full set of financials, but include normal recurring adjustments. The statements should be read with the audited financials for the year ended March 31, 2025, with no significant accounting policy changes except updates for derivatives, hedging, and borrowings due to exchangeable bonds. RMB amounts are translated to US dollars at a rate of 7.1190 for convenience, with no guarantee of convertibility at that rate.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "Basis",
+          "presentation",
+          "The",
+          "accompanying",
+          "unaudited",
+          "condensed",
+          "consolidated",
+          "financial",
+          "statements",
+          "prepared",
+          "accordance",
+          "accounting",
+          "principles",
+          "generally",
+          "accepted",
+          "United",
+          "States",
+          "America",
+          "GAAP",
+          "interim",
+          "reporting",
+          "disclosure",
+          "requirements",
+          "Rules",
+          "Governing",
+          "Listing",
+          "Securities",
+          "Stock",
+          "Exchange",
+          "Hong",
+          "Kong",
+          "Limited",
+          "amended",
+          "supplemented",
+          "time",
+          "Accordingly",
+          "include",
+          "information",
+          "footnote",
+          "disclosures",
+          "required",
+          "complete",
+          "set",
+          "These",
+          "adjustments",
+          "normal",
+          "recurring",
+          "nature",
+          "fair",
+          "statement",
+          "results",
+          "periods",
+          "presented",
+          "Results",
+          "operations",
+          "period",
+          "necessarily",
+          "indicative",
+          "entire",
+          "year",
+          "read",
+          "conjunction",
+          "audited",
+          "notes",
+          "thereto",
+          "ended",
+          "March",
+          "31",
+          "2025",
+          "There",
+          "significant",
+          "policies",
+          "preceding",
+          "fiscal",
+          "relating",
+          "derivatives",
+          "hedging",
+          "Note",
+          "borrowings",
+          "updated",
+          "result",
+          "issuance",
+          "exchangeable",
+          "bonds",
+          "Translations",
+          "balances",
+          "balance",
+          "sheet",
+          "income",
+          "comprehensive",
+          "cash",
+          "flows",
+          "RMB",
+          "Dollar",
+          "US",
+          "months",
+          "September",
+          "30",
+          "solely",
+          "convenience",
+          "readers",
+          "calculated",
+          "rate",
+          "1.00",
+          "RMB7.1190",
+          "representing",
+          "exchange",
+          "H.10",
+          "statistical",
+          "release",
+          "Federal",
+          "Reserve",
+          "Board",
+          "No",
+          "representation",
+          "made",
+          "amounts",
+          "converted",
+          "realized",
+          "settled"
+        ],
+        "keywords": [
+          "U.S. GAAP",
+          "Exchangeable Bonds",
+          "RMB Translation"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "71f755ac-d123-5bff-bbc0-cdc6ab203c04",
+      "type": "text",
+      "content": "",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_3",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "00f3c68c-07ec-59ec-8d48-a994959b7460",
+      "type": "text",
+      "content": "FOR THE SIX MONTHS ENDED SEPTEMBER 30, 2024 and 2025",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_3/NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS",
+      "metadata": {
+        "length": 52,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "FOR",
+          "THE",
+          "SIX",
+          "MONTHS",
+          "ENDED",
+          "SEPTEMBER",
+          "30",
+          "2024",
+          "2025"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "fff0fc29-3e7a-521d-99c5-8cffaed65721",
+      "type": "text",
+      "content": "",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_3/2. Summary of significant accounting policies (Continued)",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "ae585794-4405-51cc-9cdb-e7bbad89e68d",
+      "type": "text",
+      "content": "The preparation of the unaudited condensed consolidated financial statements in conformity with U.S. GAAP requires the Company to make estimates and assumptions that affect the reported amounts of assets and liabilities, disclosure of contingent assets and liabilities as of the date of the unaudited condensed consolidated financial statements and the reported amounts of revenue and expenses during the reporting period. The Company bases its estimates on historical experience and on various other assumptions that are believed to be reasonable, the results of which form the basis for making judgments about the carrying values of assets and liabilities.",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_3/2. Summary of significant accounting policies (Continued)/(b) Use of estimates",
+      "metadata": {
+        "length": 658,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "The",
+          "preparation",
+          "unaudited",
+          "condensed",
+          "consolidated",
+          "financial",
+          "statements",
+          "conformity",
+          "GAAP",
+          "requires",
+          "Company",
+          "make",
+          "estimates",
+          "assumptions",
+          "affect",
+          "reported",
+          "amounts",
+          "assets",
+          "liabilities",
+          "disclosure",
+          "contingent",
+          "date",
+          "revenue",
+          "expenses",
+          "reporting",
+          "period",
+          "bases",
+          "historical",
+          "experience",
+          "believed",
+          "reasonable",
+          "results",
+          "form",
+          "basis",
+          "making",
+          "judgments",
+          "carrying",
+          "values"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "8a7d3377-59dd-5525-8c4d-5be0b3cccf52",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"4\"></td><td>As of March 31,</td><td>As of September 30,</td></tr><tr><td>2025</td><td>2025</td></tr><tr><td>RMB</td><td>RMB</td></tr><tr><td colspan=\"2\">(in millions)</td></tr><tr><td>Cash and cash equivalents and short-term investments</td><td>10,621</td><td>8,807</td></tr><tr><td>Investments in equity method investees and equity securities and other investments</td><td>37,117</td><td>35,335</td></tr><tr><td>Accounts receivable and contract assets, net of allowance</td><td>18,408</td><td>18,666</td></tr><tr><td>Amounts due from non-VIE subsidiaries of the Company</td><td>53,792</td><td>51,309</td></tr><tr><td>Property and equipment, net and intangible assets, net</td><td>19,911</td><td>37,527</td></tr><tr><td>Others</td><td>40,429</td><td>56,590</td></tr><tr><td>Total assets</td><td>180,278</td><td>208,234</td></tr><tr><td>Amounts due to non-VIE subsidiaries of the Company</td><td>113,332</td><td>131,635</td></tr><tr><td>Accrued expenses, accounts payable and other liabilities</td><td>50,521</td><td>60,882</td></tr><tr><td>Deferred revenue and customer advances</td><td>19,126</td><td>18,669</td></tr><tr><td>Total liabilities</td><td>182,979</td><td>211,186</td></tr><tr><td rowspan=\"4\"></td><td colspan=\"2\">Six months ended September 30,</td></tr><tr><td>2024</td><td>2025</td></tr><tr><td>RMB</td><td>RMB</td></tr><tr><td colspan=\"2\">(in millions)</td></tr><tr><td>Revenue (i)</td><td>67,739</td><td>77,466</td></tr><tr><td>Net income</td><td>2,103</td><td>2,442</td></tr><tr><td>Net cash provided by operating activities</td><td>12,118</td><td>2,817</td></tr><tr><td>Net cash used in investing activities</td><td>(28,993)</td><td>(31,914)</td></tr><tr><td>Net cash provided by financing activities</td><td>8,625</td><td>27,034</td></tr></table>",
+      "path": "tables/table-26 Financial Data.html",
+      "metadata": {
+        "length": 1789,
+        "summary": "table-27\nThe table shows financial data for a company as of March 31 and September 30, 2025, and for six months ended September 30, 2024 and 2025. Total assets were 180,278 million RMB and 208,234 million RMB, while total liabilities were 182,979 million and 211,186 million. Revenue increased from 67,739 to 77,466 million, net income from 2,103 to 2,442 million.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "file_path": "tables/table-26 Financial Data.html",
+        "keywords": [
+          "assets",
+          "liabilities",
+          "revenue"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "34fcadf7-59f0-5422-b8e2-4b1ae61f95b6",
+      "type": "text",
+      "content": "The unaudited condensed consolidated financial statements include the financial statements of the Company and its subsidiaries, which include the PRC-registered entities directly or indirectly owned by the Company (“WFOEs”) and variable interest entities (“VIEs”) over which the Company is the primary beneficiary for accounting purposes only. All transactions and balances among the Company, its subsidiaries and the VIEs have been eliminated upon consolidation. The results of subsidiaries acquired or disposed of are recorded in the unaudited condensed consolidated income statements from the effective date of acquisition or up to the effective date of disposal, as appropriate. The nature of the businesses and activities of the consolidated VIEs have not changed materially from the preceding fiscal year.\nThe following financial information of the consolidated VIEs and their subsidiaries was recorded in the accompanying unaudited condensed consolidated financial statements:\n\n[tables/table-26 Financial Data.html]\n\n(i) Revenue generated by the VIEs are primarily from cloud services, digital media and entertainment services and others.\nALIBABA GROUP HOLDING LIMITED NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS FOR THE SIX MONTHS ENDED SEPTEMBER 30, 2024 and 2025",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_3/2. Summary of significant accounting policies (Continued)/(c) Consolidation",
+      "metadata": {
+        "length": 1312,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "The",
+          "unaudited",
+          "condensed",
+          "consolidated",
+          "financial",
+          "statements",
+          "include",
+          "Company",
+          "subsidiaries",
+          "PRC",
+          "registered",
+          "entities",
+          "directly",
+          "indirectly",
+          "owned",
+          "WFOEs",
+          "variable",
+          "interest",
+          "VIEs",
+          "primary",
+          "beneficiary",
+          "accounting",
+          "purposes",
+          "All",
+          "transactions",
+          "balances",
+          "eliminated",
+          "consolidation",
+          "results",
+          "acquired",
+          "disposed",
+          "recorded",
+          "income",
+          "effective",
+          "date",
+          "acquisition",
+          "disposal",
+          "nature",
+          "businesses",
+          "activities",
+          "changed",
+          "materially",
+          "preceding",
+          "fiscal",
+          "year",
+          "information",
+          "accompanying",
+          "Revenue",
+          "generated",
+          "primarily",
+          "cloud",
+          "services",
+          "digital",
+          "media",
+          "entertainment",
+          "ALIBABA",
+          "GROUP",
+          "HOLDING",
+          "LIMITED",
+          "NOTES",
+          "TO",
+          "UNAUDITED",
+          "CONDENSED",
+          "CONSOLIDATED",
+          "FINANCIAL",
+          "STATEMENTS",
+          "FOR",
+          "THE",
+          "SIX",
+          "MONTHS",
+          "ENDED",
+          "SEPTEMBER",
+          "30",
+          "2024",
+          "2025"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "8a7d3377-59dd-5525-8c4d-5be0b3cccf52",
+            "relation": "embeds",
+            "ref": "[tables/table-26 Financial Data.html]",
+            "position": {
+              "start": 985,
+              "end": 1022
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "732045e3-0649-58f6-b477-1bb98d34a752",
+      "type": "text",
+      "content": "",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_3/2. Summary of significant accounting policies (Continued)_2",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "da71b847-ac22-535a-89aa-0e79609981fc",
+      "type": "text",
+      "content": "Contracts that meet the definition of a derivative and an embedded derivative that is not closely related to the host contract are generally recognized on the unaudited condensed consolidated balance sheets as either assets or liabilities and recorded at fair value. Changes in the fair value of derivative assets or liabilities are either recognized periodically in the unaudited condensed consolidated income statements or in other comprehensive income depending on the use of the derivatives and whether they qualify for hedge accounting and are so designated as cash flow hedges, fair value hedges or net investment hedges. The capped call transactions in connection with the issuance of the convertible unsecured senior notes meet the scope exception for contracts in an entity’s own equity provided in ASC 815 “Derivatives and Hedging” and are recognized in shareholders’ equity. Other instruments involving an entity’s own equity that do not meet the scope exception for contracts in an entity’s own equity provided in ASC 815 are classified as assets or liabilities and recorded at fair value.\nTo qualify for hedge accounting, the hedge relationship is designated and formally documented at inception, detailing the particular risk management objective and strategy for the hedge (which includes the item and risk that is being hedged), the hedging instrument that is being used and how hedge effectiveness is being assessed. A hedging instrument has to be effective in accomplishing the objective of offsetting changes in the risk being hedged. The effectiveness of the hedging relationship is evaluated on a prospective and retrospective basis using qualitative and quantitative measures of correlation. Qualitative methods may include comparison of critical terms of the hedging instrument to those of the hedged item due to the hedged risk.\nQuantitative methods include a comparison of the changes in the value or discounted cash flow of the hedging instrument to those of the hedged item due to the hedged risk. A hedging relationship is considered effective if the results of the hedging instrument are within a ratio of $80\\%$ to $125\\%$ of the results of the hedged item.",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_3/2. Summary of significant accounting policies (Continued)_2/(d) Derivatives and hedging",
+      "metadata": {
+        "length": 2187,
+        "summary": "The passage discusses the accounting treatment for derivatives and embedded derivatives under ASC 815. Derivatives are recorded at fair value on the balance sheet, with changes recognized in income or other comprehensive income depending on hedge designation. Capped call transactions meeting the scope exception are recognized in shareholders' equity. Hedge accounting requires formal documentation and effectiveness testing, with a hedging relationship considered effective if results fall within an 80% to 125% ratio.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "Contracts",
+          "meet",
+          "definition",
+          "derivative",
+          "embedded",
+          "closely",
+          "related",
+          "host",
+          "contract",
+          "generally",
+          "recognized",
+          "unaudited",
+          "condensed",
+          "consolidated",
+          "balance",
+          "sheets",
+          "assets",
+          "liabilities",
+          "recorded",
+          "fair",
+          "Changes",
+          "periodically",
+          "income",
+          "statements",
+          "comprehensive",
+          "depending",
+          "derivatives",
+          "qualify",
+          "hedge",
+          "accounting",
+          "designated",
+          "cash",
+          "flow",
+          "hedges",
+          "net",
+          "investment",
+          "The",
+          "capped",
+          "call",
+          "transactions",
+          "connection",
+          "issuance",
+          "convertible",
+          "unsecured",
+          "senior",
+          "notes",
+          "scope",
+          "exception",
+          "contracts",
+          "entity",
+          "equity",
+          "provided",
+          "ASC",
+          "815",
+          "Derivatives",
+          "Hedging",
+          "shareholders",
+          "Other",
+          "instruments",
+          "involving",
+          "classified",
+          "To",
+          "relationship",
+          "formally",
+          "documented",
+          "inception",
+          "detailing",
+          "risk",
+          "management",
+          "objective",
+          "strategy",
+          "includes",
+          "item",
+          "hedged",
+          "hedging",
+          "instrument",
+          "effectiveness",
+          "assessed",
+          "effective",
+          "accomplishing",
+          "offsetting",
+          "evaluated",
+          "prospective",
+          "retrospective",
+          "basis",
+          "qualitative",
+          "quantitative",
+          "measures",
+          "correlation",
+          "Qualitative",
+          "methods",
+          "include",
+          "comparison",
+          "critical",
+          "terms",
+          "due",
+          "Quantitative",
+          "discounted",
+          "considered",
+          "results",
+          "ratio",
+          "80",
+          "125"
+        ],
+        "keywords": [
+          "Derivatives",
+          "Hedge Accounting",
+          "Fair Value"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "2d711627-5185-5101-95cb-84e9e81ce03c",
+      "type": "text",
+      "content": "Interest rate swaps designated as hedging instruments to hedge against the cash flows attributable to recognized assets or liabilities or forecasted payments may qualify as cash flow hedges. The Company entered into interest rate swap contracts to swap floating interest payments related to certain borrowings for fixed interest payments to hedge the interest rate risk associated with certain forecasted payments and obligations. All changes in the fair value of interest rate swaps that are designated and qualify as cash flow hedges are recognized in accumulated other comprehensive income. Amounts in accumulated other comprehensive income are reclassified into earnings in the same period during which the hedged forecasted transaction affects earnings. The Company has elected the optional expedients under ASC 848 “Reference Rate Reform” for certain existing interest rate swaps that are designated as cash flow hedges in the hedging relationship designation and the assessment of probability of forecasted transaction and hedge effectiveness.",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_3/2. Summary of significant accounting policies (Continued)_2/(d) Derivatives and hedging/Cash flow hedges",
+      "metadata": {
+        "length": 1050,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "Interest",
+          "rate",
+          "swaps",
+          "designated",
+          "hedging",
+          "instruments",
+          "hedge",
+          "cash",
+          "flows",
+          "attributable",
+          "recognized",
+          "assets",
+          "liabilities",
+          "forecasted",
+          "payments",
+          "qualify",
+          "flow",
+          "hedges",
+          "The",
+          "Company",
+          "entered",
+          "interest",
+          "swap",
+          "contracts",
+          "floating",
+          "related",
+          "borrowings",
+          "fixed",
+          "risk",
+          "obligations",
+          "All",
+          "fair",
+          "accumulated",
+          "comprehensive",
+          "income",
+          "Amounts",
+          "reclassified",
+          "earnings",
+          "period",
+          "hedged",
+          "transaction",
+          "affects",
+          "elected",
+          "optional",
+          "expedients",
+          "ASC",
+          "848",
+          "Reference",
+          "Rate",
+          "Reform",
+          "existing",
+          "relationship",
+          "designation",
+          "assessment",
+          "probability",
+          "effectiveness"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "f649f490-7a7b-5f5c-9db0-4f6fbbd0ef09",
+      "type": "text",
+      "content": "The Company uses cross currency swap (“CCS”) contracts and RMB denominated unsecured senior notes and borrowings to hedge the foreign currency risk associated with investments in net assets of certain PRC subsidiaries held by the Company which are designated as net investment hedges. The Company excludes the changes in the fair value of the CCS contracts attributable to changes other than those due to fluctuations in the spot exchange rate from the assessment of hedge effectiveness and the value of such excluded component is recognized in interest expenses in the unaudited condensed consolidated income statement over the life of the hedging instrument under a systematic and rational method. Changes in the value of the hedging instruments due to fluctuations in the spot foreign currency exchange rates designated in net investment hedges are recognized in accumulated other comprehensive income to offset the cumulative translation adjustments relating to those subsidiaries. For the six months ended September 30, 2025, the losses recognized in accumulated other comprehensive income from changes in value of the CCS contracts and the non-derivative financial instruments designated as net investment hedges amounted to RMB1,279 million.\nAmounts accumulated are reclassified from accumulated other comprehensive income and recognized in the unaudited condensed consolidated income statements upon disposal of those subsidiaries. Once the hedge becomes ineffective, hedge accounting is discontinued prospectively. The estimated fair value of the derivatives is determined based on relevant market information. These estimates are calculated with reference to the market rates using industry standard valuation techniques.\nALIBABA GROUP HOLDING LIMITED NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS FOR THE SIX MONTHS ENDED SEPTEMBER 30, 2024 and 2025",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_3/2. Summary of significant accounting policies (Continued)_2/(d) Derivatives and hedging/Net investment hedges",
+      "metadata": {
+        "length": 1877,
+        "summary": "The Company uses cross currency swap contracts and RMB denominated unsecured senior notes and borrowings to hedge foreign currency risk from investments in PRC subsidiaries, designated as net investment hedges. Changes in fair value from spot exchange rate fluctuations are recognized in accumulated other comprehensive income, while excluded components are recognized in interest expenses. For the six months ended September 30, 2025, losses of RMB1,279 million were recognized in accumulated other comprehensive income. Amounts are reclassified to income upon subsidiary disposal, and hedge accounting is discontinued if ineffective. Fair values are estimated using market rates and industry standard valuation techniques.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "The",
+          "Company",
+          "cross",
+          "currency",
+          "swap",
+          "CCS",
+          "contracts",
+          "RMB",
+          "denominated",
+          "unsecured",
+          "senior",
+          "notes",
+          "borrowings",
+          "hedge",
+          "foreign",
+          "risk",
+          "investments",
+          "net",
+          "assets",
+          "PRC",
+          "subsidiaries",
+          "held",
+          "designated",
+          "investment",
+          "hedges",
+          "excludes",
+          "fair",
+          "attributable",
+          "due",
+          "fluctuations",
+          "spot",
+          "exchange",
+          "rate",
+          "assessment",
+          "effectiveness",
+          "excluded",
+          "component",
+          "recognized",
+          "interest",
+          "expenses",
+          "unaudited",
+          "condensed",
+          "consolidated",
+          "income",
+          "statement",
+          "life",
+          "hedging",
+          "instrument",
+          "systematic",
+          "rational",
+          "method",
+          "Changes",
+          "instruments",
+          "rates",
+          "accumulated",
+          "comprehensive",
+          "offset",
+          "cumulative",
+          "translation",
+          "adjustments",
+          "relating",
+          "For",
+          "months",
+          "ended",
+          "September",
+          "30",
+          "2025",
+          "losses",
+          "derivative",
+          "financial",
+          "amounted",
+          "RMB1",
+          "279",
+          "million",
+          "Amounts",
+          "reclassified",
+          "statements",
+          "disposal",
+          "Once",
+          "ineffective",
+          "accounting",
+          "discontinued",
+          "prospectively",
+          "estimated",
+          "derivatives",
+          "determined",
+          "based",
+          "relevant",
+          "market",
+          "information",
+          "These",
+          "estimates",
+          "calculated",
+          "reference",
+          "industry",
+          "standard",
+          "valuation",
+          "techniques",
+          "ALIBABA",
+          "GROUP",
+          "HOLDING",
+          "LIMITED",
+          "NOTES",
+          "TO",
+          "UNAUDITED",
+          "CONDENSED",
+          "CONSOLIDATED",
+          "FINANCIAL",
+          "STATEMENTS",
+          "FOR",
+          "THE",
+          "SIX",
+          "MONTHS",
+          "ENDED",
+          "SEPTEMBER",
+          "2024"
+        ],
+        "keywords": [
+          "hedging",
+          "foreign currency",
+          "derivatives"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "3f4849d9-a5a4-53f5-ba20-12ce846c1646",
+      "type": "text",
+      "content": "",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_3/2. Summary of significant accounting policies (Continued)_3",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "33ff0b0e-e43b-507e-a7c6-4cba7e2c801a",
+      "type": "text",
+      "content": "Borrowings consist of bank borrowings, unsecured senior notes, convertible unsecured senior notes and exchangeable bonds. Bank borrowings and unsecured senior notes are recognized initially at fair value, net of upfront fees, debt discounts or premiums, debt issuance costs and other incidental fees. Upfront fees, debt discounts or premiums, debt issuance costs and other incidental fees are recorded as a reduction of the proceeds received and the related accretion is recorded as interest expense in the unaudited condensed consolidated income statements over the estimated term of the facilities using the effective interest method. Convertible unsecured senior notes are accounted for in its entirety as liabilities, and the embedded conversion feature is not required to be accounted for separately under ASC 815. Exchangeable bonds are accounted for under the fair value option with changes in fair value recorded in the unaudited condensed consolidated income statements.",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_3/2. Summary of significant accounting policies (Continued)_3/(e) Borrowings",
+      "metadata": {
+        "length": 979,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "Borrowings",
+          "consist",
+          "bank",
+          "borrowings",
+          "unsecured",
+          "senior",
+          "notes",
+          "convertible",
+          "exchangeable",
+          "bonds",
+          "Bank",
+          "recognized",
+          "initially",
+          "fair",
+          "net",
+          "upfront",
+          "fees",
+          "debt",
+          "discounts",
+          "premiums",
+          "issuance",
+          "costs",
+          "incidental",
+          "Upfront",
+          "recorded",
+          "reduction",
+          "proceeds",
+          "received",
+          "related",
+          "accretion",
+          "interest",
+          "expense",
+          "unaudited",
+          "condensed",
+          "consolidated",
+          "income",
+          "statements",
+          "estimated",
+          "term",
+          "facilities",
+          "effective",
+          "method",
+          "Convertible",
+          "accounted",
+          "entirety",
+          "liabilities",
+          "embedded",
+          "conversion",
+          "feature",
+          "required",
+          "separately",
+          "ASC",
+          "815",
+          "Exchangeable",
+          "option"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "bd7f7eb3-fc1a-530e-a7d7-5dc398e56957",
+      "type": "text",
+      "content": "In July 2025, the Financial Accounting Standards Board (“FASB”) issued ASU 2025-05, “Financial Instruments—Credit Losses (Topic 326): Measurement of Credit Losses for Accounts Receivable and Contract Assets”. The amendments provide all entities with a practical expedient when estimating expected credit losses for current accounts receivable and current contract assets arising from transactions accounted for under Topic 606. In developing reasonable and supportable forecasts as part of estimating expected credit losses, all entities may elect a practical expedient that assumes that current conditions as of the balance sheet date do not change for the remaining life of the asset. The new guidance is required to be applied prospectively. This guidance is effective for the Company for the year ending March 31, 2027. Early adoption is permitted. The Company is evaluating the impact of the adoption of this guidance.\nIn September 2025, the FASB issued ASU 2025-06, “Intangibles—Goodwill and Other—Internal-Use Software (Subtopic 350-40): Targeted Improvements to the Accounting for Internal-Use Software”, which removes all references to prescriptive and sequential software development stages (“project stages”) throughout Subtopic 350-40. The amendments provide guidance on determining whether there is significant development uncertainty in evaluating the probable-to-complete recognition threshold. The amendments also supersede the website development costs guidance and incorporate the recognition requirements for website-specific development costs. This guidance also specifies the disclosures requirements for capitalized internal-use software costs. The new guidance is required to be applied using either the prospective transition approach, the modified transition approach or the retrospective transition approach. This guidance is effective for the Company for the year ending March 31, 2029. Early adoption is permitted. The Company is evaluating the impact of the adoption of this guidance.\nIn November 2025, the FASB issued ASU 2025-08, “Financial Instruments—Credit Losses (Topic 326): Purchased Loans”, which defines purchased seasoned loans and expands the use of the gross-up approach in ASC 326 to the purchased seasoned loans. The new guidance is required to be applied prospectively to loans that are acquired on or after the initial application date. This guidance is effective for the Company for the year ending March 31, 2028. Early adoption is permitted. The Company is evaluating the impact of the adoption of this guidance.\nIn November 2025, the FASB issued ASU 2025-09, “Derivatives and Hedging (Topic 815): Hedge Accounting Improvements”, which clarifies certain aspects of the guidance on hedge accounting and addresses several incremental hedge accounting issues arising from the global reference rate reform initiative. The amendments include: (i) expanding the hedged risks permitted to be aggregated in a group of individual forecasted transactions in a cash flow hedge and clarifying the circumstance under which a group of individual forecasted transactions can be considered to have a similar risk exposure; (ii) providing a model to facilitate the application of cash flow hedge accounting to forecasted interest payments on choose-your-rate debt instruments; (iii) expanding hedge accounting for forecasted purchases and sales of nonfinancial assets; (iv) eliminating the requirement to apply the net written option test to a compound derivative comprising a swap and a written option designated as the hedging instrument in a cash flow hedge or a fair value hedge of interest rate risk; and (v) eliminating the recognition and presentation mismatch related to a dual hedge strategy. The new guidance is required to be applied prospectively for all hedging relationships. This guidance is effective for the Company for the year ending March 31, 2028. Early adoption is permitted. The Company is evaluating the impact of the adoption of this guidance.\nALIBABA GROUP HOLDING LIMITED NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS FOR THE SIX MONTHS ENDED SEPTEMBER 30, 2024 and 2025",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_3/2. Summary of significant accounting policies (Continued)_3/(f) Recent accounting pronouncements",
+      "metadata": {
+        "length": 4146,
+        "summary": "The passage discusses four FASB Accounting Standards Updates (ASUs) issued in 2025. ASU 2025-05 provides a practical expedient for estimating credit losses on current receivables and contract assets, effective for the year ending March 31, 2027. ASU 2025-06 removes prescriptive software development stages for internal-use software, effective for the year ending March 31, 2029. ASU 2025-08 defines purchased seasoned loans and expands the gross-up approach for credit losses, effective for the year ending March 31, 2028. ASU 2025-09 clarifies hedge accounting, including expanding hedged risks and eliminating certain tests, effective for the year ending March 31, 2028. All updates permit early adoption, and the Company is evaluating their impacts.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "In",
+          "July",
+          "2025",
+          "Financial",
+          "Accounting",
+          "Standards",
+          "Board",
+          "FASB",
+          "issued",
+          "ASU",
+          "05",
+          "Instruments",
+          "Credit",
+          "Losses",
+          "Topic",
+          "326",
+          "Measurement",
+          "Accounts",
+          "Receivable",
+          "Contract",
+          "Assets",
+          "The",
+          "amendments",
+          "provide",
+          "entities",
+          "practical",
+          "expedient",
+          "estimating",
+          "expected",
+          "credit",
+          "losses",
+          "current",
+          "accounts",
+          "receivable",
+          "contract",
+          "assets",
+          "arising",
+          "transactions",
+          "accounted",
+          "606",
+          "developing",
+          "reasonable",
+          "supportable",
+          "forecasts",
+          "part",
+          "elect",
+          "assumes",
+          "conditions",
+          "balance",
+          "sheet",
+          "date",
+          "change",
+          "remaining",
+          "life",
+          "asset",
+          "guidance",
+          "required",
+          "applied",
+          "prospectively",
+          "This",
+          "effective",
+          "Company",
+          "year",
+          "ending",
+          "March",
+          "31",
+          "2027",
+          "Early",
+          "adoption",
+          "permitted",
+          "evaluating",
+          "impact",
+          "September",
+          "06",
+          "Intangibles",
+          "Goodwill",
+          "Other",
+          "Internal",
+          "Use",
+          "Software",
+          "Subtopic",
+          "350",
+          "40",
+          "Targeted",
+          "Improvements",
+          "removes",
+          "references",
+          "prescriptive",
+          "sequential",
+          "software",
+          "development",
+          "stages",
+          "project",
+          "determining",
+          "significant",
+          "uncertainty",
+          "probable",
+          "complete",
+          "recognition",
+          "threshold",
+          "supersede",
+          "website",
+          "costs",
+          "incorporate",
+          "requirements",
+          "specific",
+          "specifies",
+          "disclosures",
+          "capitalized",
+          "internal",
+          "prospective",
+          "transition",
+          "approach",
+          "modified",
+          "retrospective",
+          "2029",
+          "November",
+          "08",
+          "Purchased",
+          "Loans",
+          "defines",
+          "purchased",
+          "seasoned",
+          "loans",
+          "expands",
+          "gross",
+          "ASC",
+          "acquired",
+          "initial",
+          "application",
+          "2028",
+          "09",
+          "Derivatives",
+          "Hedging",
+          "815",
+          "Hedge",
+          "clarifies",
+          "aspects",
+          "hedge",
+          "accounting",
+          "addresses",
+          "incremental",
+          "issues",
+          "global",
+          "reference",
+          "rate",
+          "reform",
+          "initiative",
+          "include",
+          "expanding",
+          "hedged",
+          "risks",
+          "aggregated",
+          "group",
+          "individual",
+          "forecasted",
+          "cash",
+          "flow",
+          "clarifying",
+          "circumstance",
+          "considered",
+          "similar",
+          "risk",
+          "exposure",
+          "ii",
+          "providing",
+          "model",
+          "facilitate",
+          "interest",
+          "payments",
+          "choose",
+          "debt",
+          "instruments",
+          "iii",
+          "purchases",
+          "sales",
+          "nonfinancial",
+          "iv",
+          "eliminating",
+          "requirement",
+          "apply",
+          "net",
+          "written",
+          "option",
+          "test",
+          "compound",
+          "derivative",
+          "comprising",
+          "swap",
+          "designated",
+          "hedging",
+          "instrument",
+          "fair",
+          "presentation",
+          "mismatch",
+          "related",
+          "dual",
+          "strategy",
+          "relationships",
+          "ALIBABA",
+          "GROUP",
+          "HOLDING",
+          "LIMITED",
+          "NOTES",
+          "TO",
+          "UNAUDITED",
+          "CONDENSED",
+          "CONSOLIDATED",
+          "FINANCIAL",
+          "STATEMENTS",
+          "FOR",
+          "THE",
+          "SIX",
+          "MONTHS",
+          "ENDED",
+          "SEPTEMBER",
+          "30",
+          "2024"
+        ],
+        "keywords": [
+          "FASB",
+          "ASU",
+          "Accounting Standards"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "cbca7f98-abeb-566b-a191-6d49f65bb57b",
+      "type": "text",
+      "content": "Disposal of Trendyol GO\nIn May 2025, the Company entered into a sale and purchase agreement to sell 85% of the equity interest in Trendyol GO, a wholly-owned subsidiary of Trendyol that operates local service business in Türkiye (the \"Disposal\"). The cash consideration for the Disposal is approximately US\\$0.7 billion (RMB5 billion). The Disposal was completed during the six months ended September 30, 2025, and a gain arising from the Disposal of approximately RMB6 billion was recorded in interest and investment income, net in the unaudited condensed consolidated income statements for the six months ended September 30, 2025, primarily taking into consideration (i) the cash considerations received, (ii) the carrying values of the net assets of Trendyol GO, and (iii) the fair value of the 15% retained equity interest in Trendyol GO.",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_3/3. Significant mergers and acquisitions, investments and dispositions",
+      "metadata": {
+        "length": 842,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "Disposal",
+          "Trendyol",
+          "GO",
+          "In",
+          "May",
+          "2025",
+          "Company",
+          "entered",
+          "sale",
+          "purchase",
+          "agreement",
+          "sell",
+          "85%",
+          "equity",
+          "interest",
+          "wholly",
+          "owned",
+          "subsidiary",
+          "operates",
+          "local",
+          "service",
+          "business",
+          "rkiye",
+          "The",
+          "cash",
+          "consideration",
+          "approximately",
+          "US",
+          "0.7",
+          "billion",
+          "RMB5",
+          "completed",
+          "months",
+          "ended",
+          "September",
+          "30",
+          "gain",
+          "arising",
+          "RMB6",
+          "recorded",
+          "investment",
+          "income",
+          "net",
+          "unaudited",
+          "condensed",
+          "consolidated",
+          "statements",
+          "primarily",
+          "taking",
+          "considerations",
+          "received",
+          "ii",
+          "carrying",
+          "values",
+          "assets",
+          "iii",
+          "fair",
+          "15%",
+          "retained"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "43f47aa9-02e7-5678-934d-850767a0e84d",
+      "type": "text",
+      "content": "",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_4",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "00f3c68c-07ec-59ec-8d48-a994959b7460",
+      "type": "text",
+      "content": "FOR THE SIX MONTHS ENDED SEPTEMBER 30, 2024 and 2025",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_4/NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS",
+      "metadata": {
+        "length": 52,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "FOR",
+          "THE",
+          "SIX",
+          "MONTHS",
+          "ENDED",
+          "SEPTEMBER",
+          "30",
+          "2024",
+          "2025"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "52362dc1-7657-5609-9e11-1d9f5c72ec56",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"4\"></td><td colspan=\"2\">Six months ended September 30,</td></tr><tr><td>2024</td><td>2025</td></tr><tr><td>RMB</td><td>RMB</td></tr><tr><td colspan=\"2\">(in millions)</td></tr><tr><td>Alibaba China E-commerce Group:</td><td></td><td></td></tr><tr><td>E-commerce (i)</td><td></td><td></td></tr><tr><td>- Customer management</td><td>152,755</td><td>168,179</td></tr><tr><td>- Direct sales, logistics and others (ii)</td><td>50,233</td><td>53,331</td></tr><tr><td></td><td>202,988</td><td>221,510</td></tr><tr><td>Quick commerce (iii)</td><td>27,517</td><td>37,690</td></tr><tr><td>China commerce wholesale (iv)</td><td>11,938</td><td>13,450</td></tr><tr><td>Total Alibaba China E-commerce Group:</td><td>242,443</td><td>272,650</td></tr><tr><td>Alibaba International Digital Commerce Group:</td><td></td><td></td></tr><tr><td>International commerce retail (v)</td><td>49,309</td><td>56,463</td></tr><tr><td>International commerce wholesale (vi)</td><td>11,656</td><td>13,077</td></tr><tr><td>Total Alibaba International Digital Commerce Group</td><td>60,965</td><td>69,540</td></tr><tr><td>Cloud Intelligence Group (vii)</td><td>56,159</td><td>73,222</td></tr><tr><td>All others (viii)</td><td>165,837</td><td>121,568</td></tr><tr><td>Unallocated</td><td>888</td><td>1,096</td></tr><tr><td>Inter-segment elimination (ix)</td><td>(46,553)</td><td>(42,629)</td></tr><tr><td>Consolidated revenue</td><td>479,739</td><td>495,447</td></tr></table>",
+      "path": "tables/table-27 Alibaba Revenue.html",
+      "metadata": {
+        "length": 1463,
+        "summary": "table-28\nAlibaba Group's consolidated revenue for six months ended Sep 30, 2025 was RMB 495,447 million, up from RMB 479,739 million in 2024, driven by growth in China E-commerce, International Digital Commerce, and Cloud Intelligence.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "file_path": "tables/table-27 Alibaba Revenue.html",
+        "keywords": [
+          "Revenue",
+          "Segments",
+          "Comparison"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "22f4487a-93f7-547c-ae22-a789920a9054",
+      "type": "text",
+      "content": "Revenue by segment is as follows:\n\n[tables/table-27 Alibaba Revenue.html]\n\n(i) Revenue from E-commerce is primarily generated from Alibaba China E-commerce Group and includes primarily revenue from customer management services, sales of goods and logistics services.\n(ii) Revenue from direct sales, logistics and other revenue under Alibaba China E-commerce Group primarily represents direct sales businesses of Tmall Supermarket, Tmall Global and other businesses, and primarily consists of revenue from sales of goods, as well as logistics services.\n(iii) Revenue from Quick commerce is primarily generated from through “Taobao Instant Commerce” and the Ele.me app. Quick commerce revenue is net of subsidies that are contra revenue, and includes primarily revenue from logistics services and customer management services.\n(iv) Revenue from China commerce wholesale is primarily generated from 1688.com and includes revenue from membership fees and related value-added services and customer management services.\n(v) Revenue from International commerce retail is primarily generated from AliExpress, Trendyol and Lazada and includes revenue from customer management services, logistics services and sales of goods.\n(vi) Revenue from International commerce wholesale is primarily generated from Alibaba.com and includes revenue from membership fees and related value-added services and customer management services.\n(vii) Revenue from Cloud Intelligence Group is primarily generated from the provision of cloud services, which include public cloud services and non-public cloud services.\n(viii) Revenue from All others represents revenue from businesses including Freshippo, Cainiao, Alibaba Health, Hujing Digital Media and Entertainment Group, Amap, Intelligent Information Platform (which mainly consists of UCWeb and Quark businesses), Lingxi Games, DingTalk and other businesses. Revenue within All others includes primarily revenue from sales of goods, and logistics services.\n(ix) Inter-segment elimination consists of revenue primarily from Cloud Intelligence Group and Cainiao.",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_4/4. Revenue",
+      "metadata": {
+        "length": 2094,
+        "summary": "The passage details revenue breakdown by segment for Alibaba. Key segments include E-commerce (Alibaba China E-commerce Group with customer management, goods, logistics), Quick commerce (Taobao Instant Commerce, Ele.me), China commerce wholesale (1688.com), International commerce retail (AliExpress, Trendyol, Lazada), International commerce wholesale (Alibaba.com), Cloud Intelligence Group (cloud services), and All others (Freshippo, Cainiao, Alibaba Health, etc.). Inter-segment eliminations primarily involve Cloud Intelligence Group and Cainiao.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "Revenue",
+          "segment",
+          "commerce",
+          "primarily",
+          "generated",
+          "Alibaba",
+          "China",
+          "Group",
+          "includes",
+          "revenue",
+          "customer",
+          "management",
+          "services",
+          "sales",
+          "goods",
+          "logistics",
+          "ii",
+          "direct",
+          "represents",
+          "businesses",
+          "Tmall",
+          "Supermarket",
+          "Global",
+          "consists",
+          "iii",
+          "Quick",
+          "Taobao",
+          "Instant",
+          "Commerce",
+          "Ele",
+          "app",
+          "net",
+          "subsidies",
+          "contra",
+          "iv",
+          "wholesale",
+          "1688",
+          "membership",
+          "fees",
+          "related",
+          "added",
+          "International",
+          "retail",
+          "AliExpress",
+          "Trendyol",
+          "Lazada",
+          "vi",
+          "vii",
+          "Cloud",
+          "Intelligence",
+          "provision",
+          "cloud",
+          "include",
+          "public",
+          "viii",
+          "All",
+          "including",
+          "Freshippo",
+          "Cainiao",
+          "Health",
+          "Hujing",
+          "Digital",
+          "Media",
+          "Entertainment",
+          "Amap",
+          "Intelligent",
+          "Information",
+          "Platform",
+          "UCWeb",
+          "Quark",
+          "Lingxi",
+          "Games",
+          "DingTalk",
+          "ix",
+          "Inter",
+          "elimination"
+        ],
+        "keywords": [
+          "E-commerce",
+          "Cloud",
+          "Commerce"
+        ],
+        "connect_to": [
+          {
+            "target": "52362dc1-7657-5609-9e11-1d9f5c72ec56",
+            "relation": "embeds",
+            "ref": "[tables/table-27 Alibaba Revenue.html]",
+            "position": {
+              "start": 35,
+              "end": 73
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "627ab9d5-9aef-5225-9da5-23a2d9fbb3ea",
+      "type": "text",
+      "content": "",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_5",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "00f3c68c-07ec-59ec-8d48-a994959b7460",
+      "type": "text",
+      "content": "FOR THE SIX MONTHS ENDED SEPTEMBER 30, 2024 and 2025",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_5/NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS",
+      "metadata": {
+        "length": 52,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "FOR",
+          "THE",
+          "SIX",
+          "MONTHS",
+          "ENDED",
+          "SEPTEMBER",
+          "30",
+          "2024",
+          "2025"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "7cabbae6-1c04-5b35-8ee9-bd7693a7b129",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"4\"></td><td colspan=\"2\">Six months ended September 30,</td></tr><tr><td>2024</td><td>2025</td></tr><tr><td>RMB</td><td>RMB</td></tr><tr><td colspan=\"2\">(in millions)</td></tr><tr><td>Customer management services (i)</td><td>199,821</td><td>223,399</td></tr><tr><td>Membership fees and value-added services</td><td>23,044</td><td>24,035</td></tr><tr><td>Logistics services</td><td>59,904</td><td>68,018</td></tr><tr><td>Cloud services</td><td>41,326</td><td>52,826</td></tr><tr><td>Sales of goods</td><td>135,837</td><td>108,435</td></tr><tr><td>Other revenue (ii)</td><td>19,807</td><td>18,734</td></tr><tr><td></td><td>479,739</td><td>495,447</td></tr></table>",
+      "path": "tables/table-28 Revenue Breakdown.html",
+      "metadata": {
+        "length": 685,
+        "summary": "table-29\nThe table shows revenue for six months ending Sep 30, 2024 and 2025 in RMB millions. Key services include customer management, membership, logistics, cloud, goods sales, and other revenue, totaling 479,739 in 2024 and 495,447 in 2025.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "file_path": "tables/table-28 Revenue Breakdown.html",
+        "keywords": [
+          "Revenue",
+          "Services",
+          "Six Months"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "15a25806-8ba9-5afc-9d5b-cc1f7d352236",
+      "type": "text",
+      "content": "(x) As a result of the change in composition in reportable segments (Note 18), the Company reclassified revenue by segment. Comparative figures for the six months ended September 30, 2024 were updated to conform to the segment presentation.\nRevenue by type is as follows:\n\n[tables/table-28 Revenue Breakdown.html]\n\n(i) Customer management services mainly include cost-per-click (\"CPC\"), cost-per-thousand impressions (\"CPM\"), time-based and cost-per-sale (\"CPS\") marketing services.\n(ii) Other revenue includes revenue from self-developed online games and multiple services provided through various platforms and businesses.\nThe amount of revenue recognized for performance obligations satisfied (or partially satisfied) in prior periods for contracts with expected duration of more than one year during the six months ended September 30, 2024 and 2025 were not material.\nDeferred revenue and customer advances of the Company primarily represent service fees prepaid by merchants or customers for which the relevant services have not been provided. Substantially all of the balances of deferred revenue and customer advances are generally recognized as revenue within one year.",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_5/4. Revenue (Continued)",
+      "metadata": {
+        "length": 1183,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "As",
+          "result",
+          "change",
+          "composition",
+          "reportable",
+          "segments",
+          "Note",
+          "18",
+          "Company",
+          "reclassified",
+          "revenue",
+          "segment",
+          "Comparative",
+          "figures",
+          "months",
+          "ended",
+          "September",
+          "30",
+          "2024",
+          "updated",
+          "conform",
+          "presentation",
+          "Revenue",
+          "type",
+          "Customer",
+          "management",
+          "services",
+          "include",
+          "cost",
+          "click",
+          "CPC",
+          "thousand",
+          "impressions",
+          "CPM",
+          "time",
+          "based",
+          "sale",
+          "CPS",
+          "marketing",
+          "ii",
+          "Other",
+          "includes",
+          "developed",
+          "online",
+          "games",
+          "multiple",
+          "provided",
+          "platforms",
+          "businesses",
+          "The",
+          "amount",
+          "recognized",
+          "performance",
+          "obligations",
+          "satisfied",
+          "partially",
+          "prior",
+          "periods",
+          "contracts",
+          "expected",
+          "duration",
+          "year",
+          "2025",
+          "material",
+          "Deferred",
+          "customer",
+          "advances",
+          "primarily",
+          "represent",
+          "service",
+          "fees",
+          "prepaid",
+          "merchants",
+          "customers",
+          "relevant",
+          "Substantially",
+          "balances",
+          "deferred",
+          "generally"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "7cabbae6-1c04-5b35-8ee9-bd7693a7b129",
+            "relation": "embeds",
+            "ref": "[tables/table-28 Revenue Breakdown.html]",
+            "position": {
+              "start": 273,
+              "end": 313
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "d8f11a06-45d2-563e-8415-711f6a7849b8",
+      "type": "text",
+      "content": "",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_6",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "00f3c68c-07ec-59ec-8d48-a994959b7460",
+      "type": "text",
+      "content": "FOR THE SIX MONTHS ENDED SEPTEMBER 30, 2024 and 2025",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_6/NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS",
+      "metadata": {
+        "length": 52,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "FOR",
+          "THE",
+          "SIX",
+          "MONTHS",
+          "ENDED",
+          "SEPTEMBER",
+          "30",
+          "2024",
+          "2025"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "48220f87-af11-5cec-ae46-424d72de7304",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"4\"></td><td colspan=\"2\">Six months ended September 30,</td></tr><tr><td>2024</td><td>2025</td></tr><tr><td>RMB</td><td>RMB</td></tr><tr><td colspan=\"2\">(in millions)</td></tr><tr><td>Current income tax expense</td><td>14,939</td><td>13,985</td></tr><tr><td>Deferred taxation</td><td>2,503</td><td>430</td></tr><tr><td></td><td>17,442</td><td>14,415</td></tr></table>",
+      "path": "tables/table-29 Tax Expense Data.html",
+      "metadata": {
+        "length": 390,
+        "summary": "table-30\nThe table shows current income tax expense and deferred taxation for six-month periods ending September 30, 2024 and 2025, with totals of 17,442 and 14,415 million RMB respectively.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "file_path": "tables/table-29 Tax Expense Data.html",
+        "keywords": [
+          "income tax",
+          "deferred taxation",
+          "RMB"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "0bdf9b8a-4a46-5653-bfbf-904151570bbc",
+      "type": "text",
+      "content": "Composition of income tax expenses is as follows:\n\n[tables/table-29 Tax Expense Data.html]\n\nThe Company's effective tax rate for the six months ended September 30, 2024 and 2025 was $21\\%$ and $19\\%$ , respectively. For the interim financial reporting, the Company estimates the annual tax rate based on projected taxable income for the full year and records an income tax provision for the interim period in accordance with the guidance on accounting for income taxes in an interim period.\nThe tax status of the subsidiaries of the Company with major taxable profits is described below:\n\\- Alibaba (China) Technology Co., Ltd. (“Alibaba China”), Taobao (China) Software Co., Ltd. (“Taobao China”) and Zhejiang Tmall Technology Co., Ltd. (“Tmall China”), entities primarily engaged in the operations of the Company’s wholesale marketplaces, Taobao and Tmall, respectively, and Alibaba (Beijing) Software Services Co., Ltd (“Alibaba Beijing”) and Alibaba (China) Co., Ltd (“China Co.”), entities primarily engaged in the operations of technology, software research and development and relevant services, were qualified as High and New Technology Enterprises. For the taxation years of 2024 and 2025, Alibaba China, Taobao China, Tmall China, Alibaba Beijing and China Co. applied an EIT rate of 15% as High and New Technology Enterprises.\nMost of the remaining PRC entities of the Company are subject to EIT at 25% for the six months ended September 30, 2024 and 2025.",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_6/5. Income tax expenses",
+      "metadata": {
+        "length": 1474,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "Composition",
+          "income",
+          "tax",
+          "expenses",
+          "The",
+          "Company",
+          "effective",
+          "rate",
+          "months",
+          "ended",
+          "September",
+          "30",
+          "2024",
+          "2025",
+          "21",
+          "19",
+          "For",
+          "interim",
+          "financial",
+          "reporting",
+          "estimates",
+          "annual",
+          "based",
+          "projected",
+          "taxable",
+          "full",
+          "year",
+          "records",
+          "provision",
+          "period",
+          "accordance",
+          "guidance",
+          "accounting",
+          "taxes",
+          "status",
+          "subsidiaries",
+          "major",
+          "profits",
+          "Alibaba",
+          "China",
+          "Technology",
+          "Co",
+          "Ltd",
+          "Taobao",
+          "Software",
+          "Zhejiang",
+          "Tmall",
+          "entities",
+          "primarily",
+          "engaged",
+          "operations",
+          "wholesale",
+          "marketplaces",
+          "Beijing",
+          "Services",
+          "technology",
+          "software",
+          "research",
+          "development",
+          "relevant",
+          "services",
+          "qualified",
+          "High",
+          "New",
+          "Enterprises",
+          "taxation",
+          "years",
+          "applied",
+          "EIT",
+          "15%",
+          "Most",
+          "remaining",
+          "PRC",
+          "subject",
+          "25%"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "48220f87-af11-5cec-ae46-424d72de7304",
+            "relation": "embeds",
+            "ref": "[tables/table-29 Tax Expense Data.html]",
+            "position": {
+              "start": 51,
+              "end": 90
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "2c037159-55ff-540c-8c5f-8e964f78f78d",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"4\"></td><td colspan=\"2\">Six months ended September 30,</td></tr><tr><td>2024</td><td>2025</td></tr><tr><td>RMB</td><td>RMB</td></tr><tr><td colspan=\"2\">(in millions)</td></tr><tr><td>Cost of revenue</td><td>1,205</td><td>913</td></tr><tr><td>Product development expenses</td><td>3,560</td><td>2,862</td></tr><tr><td>Sales and marketing expenses</td><td>948</td><td>958</td></tr><tr><td>General and administrative expenses</td><td>2,564</td><td>2,137</td></tr><tr><td></td><td>8,277</td><td>6,870</td></tr></table>",
+      "path": "tables/table-30 Cost Breakdown.html",
+      "metadata": {
+        "length": 537,
+        "summary": "table-31\nThe table shows cost of revenue, product development, sales and marketing, and general administrative expenses for six months ending Sep 30, 2024 and 2025, with totals of 8,277 and 6,870 million RMB respectively.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "file_path": "tables/table-30 Cost Breakdown.html",
+        "keywords": [
+          "Cost",
+          "Expenses",
+          "RMB"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "33d5cfe0-5bd7-5df5-9788-6f8abc6845e7",
+      "type": "text",
+      "content": "Share-based compensation expense by function is as follows:\n\n[tables/table-30 Cost Breakdown.html]",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_6/6. Share-based compensation expense by function",
+      "metadata": {
+        "length": 107,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "Share",
+          "based",
+          "compensation",
+          "expense",
+          "function"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "2c037159-55ff-540c-8c5f-8e964f78f78d",
+            "relation": "embeds",
+            "ref": "[tables/table-30 Cost Breakdown.html]",
+            "position": {
+              "start": 61,
+              "end": 98
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "8b72c77d-bf9a-583a-bc99-2297b5e0c57d",
+      "type": "text",
+      "content": "",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_7",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "00f3c68c-07ec-59ec-8d48-a994959b7460",
+      "type": "text",
+      "content": "FOR THE SIX MONTHS ENDED SEPTEMBER 30, 2024 and 2025",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_7/NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS",
+      "metadata": {
+        "length": 52,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "FOR",
+          "THE",
+          "SIX",
+          "MONTHS",
+          "ENDED",
+          "SEPTEMBER",
+          "30",
+          "2024",
+          "2025"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "55052ccf-a69d-50b7-8733-6e28f09d87e1",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"4\"></td><td colspan=\"2\">Six months ended September 30,</td></tr><tr><td>2024</td><td>2025</td></tr><tr><td>RMB</td><td>RMB</td></tr><tr><td colspan=\"2\">(in millions, except per share data)</td></tr><tr><td>Earnings per share</td><td></td><td></td></tr><tr><td>Numerator:</td><td></td><td></td></tr><tr><td>Net income attributable to ordinary shareholders for computing net income per ordinary share — basic</td><td>68,143</td><td>64,106</td></tr><tr><td>Dilution effect on earnings arising from non-cash share-based awards operated by equity method investees and subsidiaries</td><td>(131)</td><td>(258)</td></tr><tr><td>Adjustments for interest expense attributable to convertible unsecured senior notes</td><td>95</td><td>143</td></tr><tr><td>Net income attributable to ordinary shareholders for computing net income per ordinary share — diluted</td><td>68,107</td><td>63,991</td></tr><tr><td>Shares (denominator):</td><td></td><td></td></tr><tr><td>Weighted average number of shares used in calculating net income per ordinary share — basic (million shares)</td><td>19,045</td><td>18,562</td></tr><tr><td>Adjustments for dilutive RSUs and share options (million shares)</td><td>149</td><td>186</td></tr><tr><td>Adjustments for convertible unsecured senior notes (million shares)</td><td>265</td><td>406</td></tr><tr><td>Weighted average number of shares used in calculating net income per ordinary share — diluted (million shares)</td><td>19,459</td><td>19,154</td></tr><tr><td>Net income per ordinary share — basic (RMB)</td><td>3.58</td><td>3.45</td></tr><tr><td>Net income per ordinary share — diluted (RMB)</td><td>3.50</td><td>3.34</td></tr><tr><td>Earnings per ADS</td><td></td><td></td></tr><tr><td>Net income per ADS — basic (RMB)</td><td>28.62</td><td>27.63</td></tr><tr><td>Net income per ADS — diluted (RMB)</td><td>28.00</td><td>26.73</td></tr></table>",
+      "path": "tables/table-31 EPS Data Table.html",
+      "metadata": {
+        "length": 1891,
+        "summary": "table-32\nThe table shows basic and diluted earnings per ordinary share and ADS for six months ending September 30, 2024 and 2025, with net income and share count adjustments.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "file_path": "tables/table-31 EPS Data Table.html",
+        "keywords": [
+          "Earnings per share",
+          "Net income",
+          "Diluted"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "666292ce-8f67-5389-95a3-c1bc740a99f5",
+      "type": "text",
+      "content": "Each ADS represents eight ordinary shares.\nBasic earnings per share is computed by dividing net income attributable to ordinary shareholders by the weighted average number of outstanding ordinary shares, adjusted for treasury shares. Basic earnings per ADS is derived from the basic earnings per share.\nFor the calculation of diluted earnings per share, net income attributable to ordinary shareholders for basic earnings per share is adjusted by the effect of dilutive securities, including share-based awards under the treasury stock method and convertible unsecured senior notes and exchangeable bonds under the if-converted method. Certain potentially dilutive instruments, including the exchangeable bonds and the share lending arrangement in connection with the issuance of the exchangeable bonds, and the capped call transactions in connection with the issuance of the convertible unsecured senior notes have been excluded from the computation of diluted net income per share as their inclusion is anti-dilutive. Diluted earnings per ADS is derived from the diluted earnings per share.\nThe following table sets forth the computation of basic and diluted net income per share/ADS for the following periods:\n\n[tables/table-31 EPS Data Table.html]",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_7/7. Earnings per share∕ADS",
+      "metadata": {
+        "length": 1260,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "Each",
+          "ADS",
+          "represents",
+          "ordinary",
+          "shares",
+          "Basic",
+          "earnings",
+          "share",
+          "computed",
+          "dividing",
+          "net",
+          "income",
+          "attributable",
+          "shareholders",
+          "weighted",
+          "average",
+          "number",
+          "outstanding",
+          "adjusted",
+          "treasury",
+          "derived",
+          "basic",
+          "For",
+          "calculation",
+          "diluted",
+          "effect",
+          "dilutive",
+          "securities",
+          "including",
+          "based",
+          "awards",
+          "stock",
+          "method",
+          "convertible",
+          "unsecured",
+          "senior",
+          "notes",
+          "exchangeable",
+          "bonds",
+          "converted",
+          "Certain",
+          "potentially",
+          "instruments",
+          "lending",
+          "arrangement",
+          "connection",
+          "issuance",
+          "capped",
+          "call",
+          "transactions",
+          "excluded",
+          "computation",
+          "inclusion",
+          "anti",
+          "Diluted",
+          "The",
+          "table",
+          "sets",
+          "periods"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "55052ccf-a69d-50b7-8733-6e28f09d87e1",
+            "relation": "embeds",
+            "ref": "[tables/table-31 EPS Data Table.html]",
+            "position": {
+              "start": 1214,
+              "end": 1251
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "55415a65-d598-5572-ac82-a8542542fbfe",
+      "type": "text",
+      "content": "",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_8",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "00f3c68c-07ec-59ec-8d48-a994959b7460",
+      "type": "text",
+      "content": "FOR THE SIX MONTHS ENDED SEPTEMBER 30, 2024 and 2025",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_8/NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS",
+      "metadata": {
+        "length": 52,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "FOR",
+          "THE",
+          "SIX",
+          "MONTHS",
+          "ENDED",
+          "SEPTEMBER",
+          "30",
+          "2024",
+          "2025"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "46cc6b97-cdd7-5fbb-9ecc-888194681086",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"4\"></td><td colspan=\"3\">As of March 31, 2025</td></tr><tr><td>Original cost</td><td>Cumulative net (losses) gains</td><td>Carrying value</td></tr><tr><td>RMB</td><td>RMB</td><td>RMB</td></tr><tr><td colspan=\"3\">(in millions)</td></tr><tr><td>Equity securities:</td><td></td><td></td><td></td></tr><tr><td>Listed equity securities</td><td>79,024</td><td>(1,394)</td><td>77,630</td></tr><tr><td>Investments in privately held companies</td><td>113,646</td><td>(17,479)</td><td>96,167</td></tr><tr><td>Debt investments:</td><td></td><td></td><td></td></tr><tr><td>Debt securities and loan investments</td><td>15,009</td><td>(6,224)</td><td>8,785</td></tr><tr><td>Other treasury investments</td><td>227,935</td><td>81</td><td>228,016</td></tr><tr><td></td><td>435,614</td><td>(25,016)</td><td>410,598</td></tr><tr><td rowspan=\"4\"></td><td colspan=\"3\">As of September 30, 2025</td></tr><tr><td>Original cost</td><td>Cumulative net gains (losses)</td><td>Carrying value</td></tr><tr><td>RMB</td><td>RMB</td><td>RMB</td></tr><tr><td colspan=\"3\">(in millions)</td></tr><tr><td>Equity securities:</td><td></td><td></td><td></td></tr><tr><td>Listed equity securities</td><td>70,880</td><td>4,424</td><td>75,304</td></tr><tr><td>Investments in privately held companies</td><td>120,899</td><td>(1,279)</td><td>119,620</td></tr><tr><td>Debt investments:</td><td></td><td></td><td></td></tr><tr><td>Debt securities and loan investments</td><td>14,892</td><td>(5,173)</td><td>9,719</td></tr><tr><td>Other treasury investments</td><td>252,464</td><td>103</td><td>252,567</td></tr><tr><td></td><td>459,135</td><td>(1,925)</td><td>457,210</td></tr></table>",
+      "path": "tables/table-32 Investment Summary.html",
+      "metadata": {
+        "length": 1661,
+        "summary": "table-33\nThe table compares investment portfolios as of March 31, 2025 and September 30, 2025, showing original cost, cumulative net gains/losses, and carrying value for equity and debt investments in millions of RMB.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "file_path": "tables/table-32 Investment Summary.html",
+        "keywords": [
+          "Equity securities",
+          "Debt investments",
+          "Carrying value"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "c5854108-9e0c-5d03-b5f6-43f3085da536",
+      "type": "text",
+      "content": "[tables/table-32 Investment Summary.html]",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_8/8. Equity securities and other investments",
+      "metadata": {
+        "length": 43,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "46cc6b97-cdd7-5fbb-9ecc-888194681086",
+            "relation": "embeds",
+            "ref": "[tables/table-32 Investment Summary.html]",
+            "position": {
+              "start": 0,
+              "end": 41
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "c5693655-31cf-5b3c-acfb-c33c49c9b468",
+      "type": "text",
+      "content": "Net unrealized gains, including impairment losses, on equity securities, recognized in interest and investment income, net were RMB4,159 million and RMB20,017 million for the six months ended September 30, 2024 and 2025, respectively.\nInvestments in privately held companies include equity investments for which the Company elected to account for using the measurement alternative, for which the carrying value as of March 31 and September 30, 2025 were RMB88,728 million and RMB112,829 million, respectively. For the equity investments accounted for using the measurement alternative, the cumulative upward adjustments as of March 31 and September 30, 2025 were RMB27,197 million and RMB45,334 million, respectively, and the cumulative impairments and downward adjustments as of March 31 and September 30, 2025 were RMB44,232 million and RMB45,741 million, respectively.\nUpward adjustments recorded in the unaudited condensed consolidated income statements on equity investments accounted for using the measurement alternative were RMB4,614 million and RMB20,241 million for the six months ended September 30, 2024 and 2025, respectively, and impairments and downward adjustments recorded in the unaudited condensed consolidated income statements were RMB4,918 million and RMB4,338 million for the same periods, respectively.",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_8/8. Equity securities and other investments/Equity securities",
+      "metadata": {
+        "length": 1326,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "Net",
+          "unrealized",
+          "gains",
+          "including",
+          "impairment",
+          "losses",
+          "equity",
+          "securities",
+          "recognized",
+          "interest",
+          "investment",
+          "income",
+          "net",
+          "RMB4",
+          "159",
+          "million",
+          "RMB20",
+          "017",
+          "months",
+          "ended",
+          "September",
+          "30",
+          "2024",
+          "2025",
+          "Investments",
+          "privately",
+          "held",
+          "companies",
+          "include",
+          "investments",
+          "Company",
+          "elected",
+          "account",
+          "measurement",
+          "alternative",
+          "carrying",
+          "March",
+          "31",
+          "RMB88",
+          "728",
+          "RMB112",
+          "829",
+          "For",
+          "accounted",
+          "cumulative",
+          "upward",
+          "adjustments",
+          "RMB27",
+          "197",
+          "RMB45",
+          "334",
+          "impairments",
+          "downward",
+          "RMB44",
+          "232",
+          "741",
+          "Upward",
+          "recorded",
+          "unaudited",
+          "condensed",
+          "consolidated",
+          "statements",
+          "614",
+          "241",
+          "918",
+          "338",
+          "periods"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "5031d9ef-8428-508a-b46d-e30efb85e1c5",
+      "type": "text",
+      "content": "Debt investments include convertible and exchangeable bonds accounted for under the fair value option, for which the fair value as of March 31 and September 30, 2025 were RMB963 million and RMB759 million, respectively. The aggregate fair value of these convertible and exchangeable bonds was lower than their aggregate unpaid principal balance as of March 31 and September 30, 2025 by RMB2,420 million and RMB2,529 million, respectively. Unrealized losses recorded in the unaudited condensed consolidated income statements on these convertible and exchangeable bonds were RMB32 million and RMB158 million for the six months ended September 30, 2024 and 2025, respectively.\nALIBABA GROUP HOLDING LIMITED NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS FOR THE SIX MONTHS ENDED SEPTEMBER 30, 2024 and 2025",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_8/8. Equity securities and other investments/Debt investments",
+      "metadata": {
+        "length": 819,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "Debt",
+          "investments",
+          "include",
+          "convertible",
+          "exchangeable",
+          "bonds",
+          "accounted",
+          "fair",
+          "option",
+          "March",
+          "31",
+          "September",
+          "30",
+          "2025",
+          "RMB963",
+          "million",
+          "RMB759",
+          "The",
+          "aggregate",
+          "lower",
+          "unpaid",
+          "principal",
+          "balance",
+          "RMB2",
+          "420",
+          "529",
+          "Unrealized",
+          "losses",
+          "recorded",
+          "unaudited",
+          "condensed",
+          "consolidated",
+          "income",
+          "statements",
+          "RMB32",
+          "RMB158",
+          "months",
+          "ended",
+          "2024",
+          "ALIBABA",
+          "GROUP",
+          "HOLDING",
+          "LIMITED",
+          "NOTES",
+          "TO",
+          "UNAUDITED",
+          "CONDENSED",
+          "CONSOLIDATED",
+          "FINANCIAL",
+          "STATEMENTS",
+          "FOR",
+          "THE",
+          "SIX",
+          "MONTHS",
+          "ENDED",
+          "SEPTEMBER"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "09c5ba95-a054-58fe-b00b-14d320c0805f",
+      "type": "text",
+      "content": "Debt investments (Continued)\nDebt investments also include debt investments accounted for at amortized cost, for which the allowance for credit losses as of March 31 and September 30, 2025 were RMB3,779 million and RMB2,641 million, respectively. Reversal of impairment losses recorded in the unaudited condensed consolidated income statements on these debt investments were RMB1,117 million and RMB1,103 million for the six months ended September 30, 2024 and 2025, respectively.\nAs of September 30, 2025, repayment of loans provided to shareholders of equity method investees with total principal amount of RMB5,518 million was expected to be provided substantially through the sale of collateral. Expected credit losses for these loans were assessed on an individual basis, based on the fair value of the corresponding shares pledged as collateral as of the reporting date, adjusted for selling costs as appropriate. The fair value of these collateral as of March 31 and September 30, 2025 were RMB4,325 million and RMB6,250 million, respectively. There was no commitment to lend additional funds.\nThe carrying amount of debt investments accounted for at amortized cost approximates their fair value due to the fact that the related effective interest rates approximate rates currently offered by financial institutions for similar debt instruments of comparable maturities.\nOther treasury investments mainly comprise of investments in fixed deposits, certificates of deposits and marketable debt securities with original maturities over one year for treasury purposes.",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_8/8. Equity securities and other investments (Continued)",
+      "metadata": {
+        "length": 1572,
+        "summary": "The passage discusses debt investments accounted for at amortized cost, with allowances for credit losses of RMB3,779 million and RMB2,641 million as of March 31 and September 30, 2025. Reversal of impairment losses were RMB1,117 million and RMB1,103 million for the six months ended September 30, 2024 and 2025. Loans to shareholders of equity method investees totaling RMB5,518 million principal are expected to be repaid through collateral sale, with collateral fair values of RMB4,325 million and RMB6,250 million as of March 31 and September 30, 2025. Carrying amounts approximate fair value due to comparable interest rates. Other treasury investments include fixed deposits, certificates of deposit, and marketable debt securities with maturities over one year.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "Debt",
+          "investments",
+          "Continued",
+          "include",
+          "debt",
+          "accounted",
+          "amortized",
+          "cost",
+          "allowance",
+          "credit",
+          "losses",
+          "March",
+          "31",
+          "September",
+          "30",
+          "2025",
+          "RMB3",
+          "779",
+          "million",
+          "RMB2",
+          "641",
+          "Reversal",
+          "impairment",
+          "recorded",
+          "unaudited",
+          "condensed",
+          "consolidated",
+          "income",
+          "statements",
+          "RMB1",
+          "117",
+          "103",
+          "months",
+          "ended",
+          "2024",
+          "As",
+          "repayment",
+          "loans",
+          "provided",
+          "shareholders",
+          "equity",
+          "method",
+          "investees",
+          "total",
+          "principal",
+          "amount",
+          "RMB5",
+          "518",
+          "expected",
+          "substantially",
+          "sale",
+          "collateral",
+          "Expected",
+          "assessed",
+          "individual",
+          "basis",
+          "based",
+          "fair",
+          "shares",
+          "pledged",
+          "reporting",
+          "date",
+          "adjusted",
+          "selling",
+          "costs",
+          "The",
+          "RMB4",
+          "325",
+          "RMB6",
+          "250",
+          "There",
+          "commitment",
+          "lend",
+          "additional",
+          "funds",
+          "carrying",
+          "approximates",
+          "due",
+          "fact",
+          "related",
+          "effective",
+          "interest",
+          "rates",
+          "approximate",
+          "offered",
+          "financial",
+          "institutions",
+          "similar",
+          "instruments",
+          "comparable",
+          "maturities",
+          "Other",
+          "treasury",
+          "comprise",
+          "fixed",
+          "deposits",
+          "certificates",
+          "marketable",
+          "securities",
+          "original",
+          "year",
+          "purposes"
+        ],
+        "keywords": [
+          "debt investments",
+          "credit losses",
+          "collateral"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "dc88d61e-5448-594f-9a98-323acb562d81",
+      "type": "text",
+      "content": "Fair value is defined as the price that would be received to sell an asset or paid to transfer a liability in an orderly transaction between market participants at the measurement date. To increase the comparability of fair value measures, the following hierarchy prioritizes the inputs to valuation methodologies used to measure fair value:\nLevel 1 — Valuations based on unadjusted quoted prices for identical assets and liabilities in active markets.\nLevel 2 — Valuations based on observable inputs other than quoted prices included in Level 1, such as quoted prices for similar assets and liabilities in active markets, quoted prices for identical or similar assets and liabilities in markets that are not active, or other inputs that are observable or can be corroborated by observable market data.\nLevel 3 — Valuations based on unobservable inputs reflecting assumptions, consistent with reasonably available assumptions made by other market participants. These valuations require significant judgment.\nFair value of listed equity investments are based on quoted prices in active markets for identical assets or liabilities and, if applicable, are adjusted for the characteristic included in the equity security. The valuation of unlisted equity investments that do not have a quoted price may include the use of market and income valuation approaches and the use of estimates, which may include discount rates, investees' liquidity and financial performance, and market data of comparable companies in similar industries. Certain other financial instruments, such as interest rate swap contracts and certain option and forward agreements, are valued based on inputs derived from or corroborated by observable market data. Valuations of investments in convertible and exchangeable bonds that do not have a quoted price are generally performed using valuation models such as the binomial model with unobservable inputs including risk-free interest rate and expected volatility. The valuation of the exchangeable bonds is primarily determined based on quoted market price in the over-the-counter market. The valuation of contingent consideration is performed using an expected cash flow method with unobservable inputs including the probability to achieve the contingencies, which is assessed by the Company, in connection with the contingent consideration arrangements. Investments in privately held companies for which the Company elected to record using the measurement alternative are remeasured on a non-recurring basis, and are categorized within Level 3 under the fair value hierarchy. The values are estimated based on valuation methods using the observable transaction price at the transaction date and considering the rights and obligations of the securities and other unobservable inputs including volatility.",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_8/9. Fair value measurement",
+      "metadata": {
+        "length": 2823,
+        "summary": "The passage defines fair value and describes the three-level hierarchy for valuation inputs: Level 1 uses unadjusted quoted prices in active markets for identical assets; Level 2 uses observable inputs like quoted prices for similar assets or inactive markets; Level 3 uses unobservable inputs requiring significant judgment. It details valuation methods for various instruments: listed equities use Level 1 inputs; unlisted equities may use market/income approaches with estimates; interest rate swaps and options use observable market data; convertible bonds use binomial models with unobservable inputs; exchangeable bonds rely on over-the-counter market prices; contingent consideration uses expected cash flow methods; and privately held company investments are measured on a non-recurring basis under Level 3.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "Fair",
+          "defined",
+          "price",
+          "received",
+          "sell",
+          "asset",
+          "paid",
+          "transfer",
+          "liability",
+          "orderly",
+          "transaction",
+          "market",
+          "participants",
+          "measurement",
+          "date",
+          "To",
+          "increase",
+          "comparability",
+          "fair",
+          "measures",
+          "hierarchy",
+          "prioritizes",
+          "inputs",
+          "valuation",
+          "methodologies",
+          "measure",
+          "Level",
+          "Valuations",
+          "based",
+          "unadjusted",
+          "quoted",
+          "prices",
+          "identical",
+          "assets",
+          "liabilities",
+          "active",
+          "markets",
+          "observable",
+          "included",
+          "similar",
+          "corroborated",
+          "data",
+          "unobservable",
+          "reflecting",
+          "assumptions",
+          "consistent",
+          "made",
+          "These",
+          "valuations",
+          "require",
+          "significant",
+          "judgment",
+          "listed",
+          "equity",
+          "investments",
+          "applicable",
+          "adjusted",
+          "characteristic",
+          "security",
+          "The",
+          "unlisted",
+          "include",
+          "income",
+          "approaches",
+          "estimates",
+          "discount",
+          "rates",
+          "investees",
+          "liquidity",
+          "financial",
+          "performance",
+          "comparable",
+          "companies",
+          "industries",
+          "Certain",
+          "instruments",
+          "interest",
+          "rate",
+          "swap",
+          "contracts",
+          "option",
+          "forward",
+          "agreements",
+          "valued",
+          "derived",
+          "convertible",
+          "exchangeable",
+          "bonds",
+          "generally",
+          "performed",
+          "models",
+          "binomial",
+          "model",
+          "including",
+          "risk",
+          "free",
+          "expected",
+          "volatility",
+          "primarily",
+          "determined",
+          "counter",
+          "contingent",
+          "consideration",
+          "cash",
+          "flow",
+          "method",
+          "probability",
+          "achieve",
+          "contingencies",
+          "assessed",
+          "Company",
+          "connection",
+          "arrangements",
+          "Investments",
+          "privately",
+          "held",
+          "elected",
+          "record",
+          "alternative",
+          "remeasured",
+          "recurring",
+          "basis",
+          "categorized",
+          "values",
+          "estimated",
+          "methods",
+          "rights",
+          "obligations",
+          "securities"
+        ],
+        "keywords": [
+          "Fair Value",
+          "Valuation Hierarchy",
+          "Financial Instruments"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "c3ce39e7-dcd4-578d-bf43-376005b76d6c",
+      "type": "text",
+      "content": "",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_9",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "00f3c68c-07ec-59ec-8d48-a994959b7460",
+      "type": "text",
+      "content": "FOR THE SIX MONTHS ENDED SEPTEMBER 30, 2024 and 2025",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_9/NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS",
+      "metadata": {
+        "length": 52,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "FOR",
+          "THE",
+          "SIX",
+          "MONTHS",
+          "ENDED",
+          "SEPTEMBER",
+          "30",
+          "2024",
+          "2025"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "fee6bc2c-a451-59ab-b938-3120a3571297",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"3\"></td><td colspan=\"4\">As of March 31, 2025</td></tr><tr><td>Level 1RMB</td><td>Level 2RMB</td><td>Level 3RMB</td><td>TotalRMB</td></tr><tr><td colspan=\"4\">(in millions)</td></tr><tr><td colspan=\"5\">Assets</td></tr><tr><td>Time deposits and certificate of deposits (i)</td><td>—</td><td>357,569</td><td>—</td><td>357,569</td></tr><tr><td>Wealth management products (i)</td><td>—</td><td>83,144</td><td>—</td><td>83,144</td></tr><tr><td>Marketable debt securities (i)</td><td>—</td><td>16,129</td><td>—</td><td>16,129</td></tr><tr><td>Restricted cash and escrow receivables</td><td>43,781</td><td>—</td><td>—</td><td>43,781</td></tr><tr><td>Listed equity securities (ii)(v)</td><td>67,712</td><td>9,918</td><td>—</td><td>77,630</td></tr><tr><td>Convertible and exchangeable bonds (ii)</td><td>—</td><td>145</td><td>818</td><td>963</td></tr><tr><td>Option agreements (iii)</td><td>—</td><td>87</td><td>814</td><td>901</td></tr><tr><td>Deferred consideration (iii)</td><td>—</td><td>—</td><td>3,039</td><td>3,039</td></tr><tr><td>Others (vi)</td><td>—</td><td>1,329</td><td>6,047</td><td>7,376</td></tr><tr><td></td><td>111,493</td><td>468,321</td><td>10,718</td><td>590,532</td></tr><tr><td colspan=\"5\">Liabilities</td></tr><tr><td>Contingent consideration in relation to investments and acquisitions (iv)</td><td>—</td><td>—</td><td>484</td><td>484</td></tr><tr><td>Others (iv)</td><td>—</td><td>389</td><td>924</td><td>1,313</td></tr><tr><td></td><td>—</td><td>389</td><td>1,408</td><td>1,797</td></tr></table>",
+      "path": "tables/table-33 Fair Value Table.html",
+      "metadata": {
+        "length": 1535,
+        "summary": "table-34\nThe table shows assets and liabilities measured at fair value as of March 31, 2025, with totals of 590,532 million RMB for assets and 1,797 million RMB for liabilities, categorized by Level 1, 2, and 3 inputs.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "file_path": "tables/table-33 Fair Value Table.html",
+        "keywords": [
+          "fair value",
+          "assets",
+          "liabilities"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "af7f31f6-fbb8-5e7a-8a70-f54833c5d861",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"3\"></td><td colspan=\"4\">As of September 30, 2025</td></tr><tr><td>Level 1RMB</td><td>Level 2RMB</td><td>Level 3RMB</td><td>TotalRMB</td></tr><tr><td colspan=\"4\">(in millions)</td></tr><tr><td>Assets</td><td></td><td></td><td></td><td></td></tr><tr><td>Time deposits and certificate of deposits (i)</td><td>—</td><td>314,794</td><td>—</td><td>314,794</td></tr><tr><td>Wealth management products (i)</td><td>—</td><td>84,789</td><td>—</td><td>84,789</td></tr><tr><td>Marketable debt securities (i)</td><td>—</td><td>46,230</td><td>—</td><td>46,230</td></tr><tr><td>Restricted cash and escrow receivables</td><td>40,374</td><td>—</td><td>—</td><td>40,374</td></tr><tr><td>Listed equity securities (ii)(v)</td><td>65,327</td><td>9,977</td><td>—</td><td>75,304</td></tr><tr><td>Convertible and exchangeable bonds (ii)</td><td>—</td><td>139</td><td>620</td><td>759</td></tr><tr><td>Option and forward agreements (iii)</td><td>—</td><td>3,478</td><td>1,154</td><td>4,632</td></tr><tr><td>Deferred consideration (iii)</td><td>—</td><td>—</td><td>3,052</td><td>3,052</td></tr><tr><td>Others (vi)</td><td>—</td><td>845</td><td>5,627</td><td>6,472</td></tr><tr><td></td><td>105,701</td><td>460,252</td><td>10,453</td><td>576,406</td></tr><tr><td>Liabilities</td><td></td><td></td><td></td><td></td></tr><tr><td>Exchangeable bonds</td><td>—</td><td>13,755</td><td>—</td><td>13,755</td></tr><tr><td>Contingent consideration in relation to investments and acquisitions (iv)</td><td>—</td><td>—</td><td>397</td><td>397</td></tr><tr><td>Others (iv)</td><td>—</td><td>1,122</td><td>907</td><td>2,029</td></tr><tr><td></td><td>—</td><td>14,877</td><td>1,304</td><td>16,181</td></tr></table>",
+      "path": "tables/table-34 Fair Value Table.html",
+      "metadata": {
+        "length": 1696,
+        "summary": "table-35\nTable shows assets and liabilities measured at fair value as of September 30, 2025, with totals of 576,406 million RMB for assets and 16,181 million RMB for liabilities, categorized by Level 1, 2, and 3 inputs.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "file_path": "tables/table-34 Fair Value Table.html",
+        "keywords": [
+          "fair value",
+          "assets",
+          "liabilities"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "611497b4-d515-5152-9680-11789921fbad",
+      "type": "text",
+      "content": "The following table summarizes the Company's assets and liabilities that are measured at fair value on a recurring basis and are categorized under the fair value hierarchy:\n\n[tables/table-33 Fair Value Table.html]\n\n\n[tables/table-34 Fair Value Table.html]",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_9/9. Fair value measurement (Continued)",
+      "metadata": {
+        "length": 266,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "The",
+          "table",
+          "summarizes",
+          "Company",
+          "assets",
+          "liabilities",
+          "measured",
+          "fair",
+          "recurring",
+          "basis",
+          "categorized",
+          "hierarchy"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "fee6bc2c-a451-59ab-b938-3120a3571297",
+            "relation": "embeds",
+            "ref": "[tables/table-33 Fair Value Table.html]",
+            "position": {
+              "start": 174,
+              "end": 213
+            }
+          },
+          {
+            "target": "af7f31f6-fbb8-5e7a-8a70-f54833c5d861",
+            "relation": "embeds",
+            "ref": "[tables/table-34 Fair Value Table.html]",
+            "position": {
+              "start": 216,
+              "end": 255
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "66eafa59-dd45-5abd-a82b-936c1b36a809",
+      "type": "text",
+      "content": "",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_10",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "00f3c68c-07ec-59ec-8d48-a994959b7460",
+      "type": "text",
+      "content": "FOR THE SIX MONTHS ENDED SEPTEMBER 30, 2024 and 2025",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_10/NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS",
+      "metadata": {
+        "length": 52,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "FOR",
+          "THE",
+          "SIX",
+          "MONTHS",
+          "ENDED",
+          "SEPTEMBER",
+          "30",
+          "2024",
+          "2025"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "bdda5c98-eded-5e74-87c1-c49e7694cea0",
+      "type": "table",
+      "content": "<table><tr><td></td><td>Amounts RMB (in millions)</td></tr><tr><td>Balance as of April 1, 2025</td><td>818</td></tr><tr><td>Additions</td><td>42</td></tr><tr><td>Net decrease in fair value</td><td>(158)</td></tr><tr><td>Disposal</td><td>(39)</td></tr><tr><td>Conversion</td><td>(34)</td></tr><tr><td>Foreign currency translation adjustments</td><td>(9)</td></tr><tr><td>Balance as of September 30, 2025</td><td>620</td></tr></table>",
+      "path": "tables/table-35 Balance Change.html",
+      "metadata": {
+        "length": 432,
+        "summary": "table-36\nBalance decreased from 818 to 620 million RMB between April and September 2025, with additions of 42, net fair value decrease of 158, disposals of 39, conversions of 34, and currency adjustments of 9.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "file_path": "tables/table-35 Balance Change.html",
+        "keywords": [
+          "balance",
+          "fair value",
+          "conversion"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "544a0505-d888-5655-99f3-68d46fc987c5",
+      "type": "table",
+      "content": "<table><tr><td></td><td>Amounts RMB (in millions)</td></tr><tr><td>Balance as of April 1, 2025</td><td>3,039</td></tr><tr><td>Net increase in fair value</td><td>40</td></tr><tr><td>Foreign currency translation adjustments</td><td>(27)</td></tr><tr><td>Balance as of September 30, 2025</td><td>3,052</td></tr></table>",
+      "path": "tables/table-36 Fair Value Change.html",
+      "metadata": {
+        "length": 316,
+        "summary": "table-37\nBalance increased from 3,039 to 3,052 million RMB between April and September 2025, with a net fair value increase of 40 and a currency translation loss of 27.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "file_path": "tables/table-36 Fair Value Change.html",
+        "keywords": [
+          "fair value",
+          "balance",
+          "currency"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "74114f0c-6168-53b2-8e75-882026ec0b77",
+      "type": "text",
+      "content": "(i) Included in short-term investments and equity securities and other investments on the unaudited condensed consolidated balance sheets.\n(ii) Included in equity securities and other investments on the unaudited condensed consolidated balance sheets.\n(iii) Included in prepayments, receivables and other assets on the unaudited condensed consolidated balance sheets.\n(iv) Included in accrued expenses, accounts payable and other liabilities on the unaudited condensed consolidated balance sheets.\n(v) As of March 31 and September 30, 2025, listed equity securities with fair value of RMB11,921 million and RMB10,415 million were subject to contractual sale restrictions, respectively.\n(vi) Others primarily represent other investments with underlying assets measured at fair value.\nConvertible and exchangeable bonds investments categorized within Level 3 under the fair value hierarchy:\n\n[tables/table-35 Balance Change.html]\n\nDeferred consideration categorized within Level 3 under the fair value hierarchy:\n\n[tables/table-36 Fair Value Change.html]",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_10/9. Fair value measurement (Continued)",
+      "metadata": {
+        "length": 1067,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "Included",
+          "short",
+          "term",
+          "investments",
+          "equity",
+          "securities",
+          "unaudited",
+          "condensed",
+          "consolidated",
+          "balance",
+          "sheets",
+          "ii",
+          "iii",
+          "prepayments",
+          "receivables",
+          "assets",
+          "iv",
+          "accrued",
+          "expenses",
+          "accounts",
+          "payable",
+          "liabilities",
+          "As",
+          "March",
+          "31",
+          "September",
+          "30",
+          "2025",
+          "listed",
+          "fair",
+          "RMB11",
+          "921",
+          "million",
+          "RMB10",
+          "415",
+          "subject",
+          "contractual",
+          "sale",
+          "restrictions",
+          "vi",
+          "Others",
+          "primarily",
+          "represent",
+          "underlying",
+          "measured",
+          "Convertible",
+          "exchangeable",
+          "bonds",
+          "categorized",
+          "Level",
+          "hierarchy",
+          "Deferred",
+          "consideration"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "bdda5c98-eded-5e74-87c1-c49e7694cea0",
+            "relation": "embeds",
+            "ref": "[tables/table-35 Balance Change.html]",
+            "position": {
+              "start": 890,
+              "end": 927
+            }
+          },
+          {
+            "target": "544a0505-d888-5655-99f3-68d46fc987c5",
+            "relation": "embeds",
+            "ref": "[tables/table-36 Fair Value Change.html]",
+            "position": {
+              "start": 1012,
+              "end": 1052
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "4c9dcbde-b694-5545-94fb-1dc3d518a609",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"4\"></td><td>As of March 31,</td><td>As of September 30,</td></tr><tr><td>2025</td><td>2025</td></tr><tr><td>RMB</td><td>RMB</td></tr><tr><td colspan=\"2\">(in millions)</td></tr><tr><td>User base and customer relationships</td><td>48,565</td><td>40,420</td></tr><tr><td>Trade names, trademarks and domain names</td><td>26,936</td><td>27,256</td></tr><tr><td>Non-compete agreements</td><td>6,030</td><td>5,745</td></tr><tr><td>Developed technology and patents</td><td>4,823</td><td>5,136</td></tr><tr><td>Licensed copyrights and others</td><td>8,001</td><td>8,585</td></tr><tr><td></td><td>94,355</td><td>87,142</td></tr><tr><td>Less: accumulated amortization and impairment</td><td>(73,444)</td><td>(67,713)</td></tr><tr><td>Net book value</td><td>20,911</td><td>19,429</td></tr></table>",
+      "path": "tables/table-37 Intangible Assets.html",
+      "metadata": {
+        "length": 809,
+        "summary": "table-38\nThe table shows intangible assets as of March 31 and September 30, 2025, including user base, trademarks, non-compete agreements, developed technology, and licensed copyrights, with total cost, accumulated amortization, and net book value.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "file_path": "tables/table-37 Intangible Assets.html",
+        "keywords": [
+          "intangible assets",
+          "amortization",
+          "net book value"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "736daa1c-7a17-57ec-997f-a4037d9df4eb",
+      "type": "text",
+      "content": "[tables/table-37 Intangible Assets.html]\n\nTotal amortization expenses recognized for the six months ended September 30, 2024 and 2025 amounted to RMB7,122 million and RMB5,111 million, respectively, including the portion relating to licensed copyrights of RMB3,689 million and RMB3,478 million which were recorded in cost of revenue for the six months ended September 30, 2024 and 2025, respectively.",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_10/10. Intangible assets, net",
+      "metadata": {
+        "length": 418,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "Total",
+          "amortization",
+          "expenses",
+          "recognized",
+          "months",
+          "ended",
+          "September",
+          "30",
+          "2024",
+          "2025",
+          "amounted",
+          "RMB7",
+          "122",
+          "million",
+          "RMB5",
+          "111",
+          "including",
+          "portion",
+          "relating",
+          "licensed",
+          "copyrights",
+          "RMB3",
+          "689",
+          "478",
+          "recorded",
+          "cost",
+          "revenue"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "4c9dcbde-b694-5545-94fb-1dc3d518a609",
+            "relation": "embeds",
+            "ref": "[tables/table-37 Intangible Assets.html]",
+            "position": {
+              "start": 0,
+              "end": 40
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "c5f8c9ca-00ad-50c4-9eec-5fbcc41286f2",
+      "type": "text",
+      "content": "",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_11",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "00f3c68c-07ec-59ec-8d48-a994959b7460",
+      "type": "text",
+      "content": "FOR THE SIX MONTHS ENDED SEPTEMBER 30, 2024 and 2025",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_11/NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS",
+      "metadata": {
+        "length": 52,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "FOR",
+          "THE",
+          "SIX",
+          "MONTHS",
+          "ENDED",
+          "SEPTEMBER",
+          "30",
+          "2024",
+          "2025"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "9b9ddceb-a453-5d04-8e13-ef22a3ff13f2",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"2\"></td><td>AlibabaChinaE-commerceGroupRMB</td><td>AlibabaInternationalDigitalCommerceGroupRMB</td><td>CloudIntelligenceGroupRMB</td><td>CainiaoSmartLogisticsNetworkLimitedRMB</td><td>LocalServicesGroupRMB</td><td>HujingDigital MediaandEntertainmentGroupRMB</td><td>All othersRMB</td><td>TotalRMB</td></tr><tr><td colspan=\"8\">(in millions)</td></tr><tr><td>Balance as of April 1, 2025</td><td>164,945</td><td>20,077</td><td>3,728</td><td>20,385</td><td>20,447</td><td>8,031</td><td>17,888</td><td>255,501</td></tr><tr><td>Segment changes</td><td>12,948</td><td>—</td><td>—</td><td>(20,385)</td><td>(20,447)</td><td>(8,031)</td><td>35,915</td><td>—</td></tr><tr><td>Additions</td><td>—</td><td>4</td><td>35</td><td>—</td><td>—</td><td>—</td><td>1</td><td>40</td></tr><tr><td>Foreign currency translationadjustments</td><td>—</td><td>(42)</td><td>46</td><td>—</td><td>—</td><td>—</td><td>6</td><td>10</td></tr><tr><td>Balance as of September 30, 2025</td><td>177,893</td><td>20,039</td><td>3,809</td><td>—</td><td>—</td><td>—</td><td>53,810</td><td>255,551</td></tr></table>",
+      "path": "tables/table-38 Alibaba Segment Assets.html",
+      "metadata": {
+        "length": 1096,
+        "summary": "table-39\nAlibaba's segment asset balances from April to September 2025 show a total of 255,551 million RMB, with major changes including the transfer of Cainiao, Local Services, and Hujing to 'All others'.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "file_path": "tables/table-38 Alibaba Segment Assets.html",
+        "keywords": [
+          "Segment Assets",
+          "Balance Sheet",
+          "Alibaba"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "9e0b6fd9-805f-5659-919b-bfc9d0306647",
+      "type": "text",
+      "content": "Changes in the carrying amount of goodwill by segment for the six months ended September 30, 2025 were as follows:\n\n[tables/table-38 Alibaba Segment Assets.html]\n\nGross goodwill balances were RMB302,194 million and RMB302,244 million as of March 31 and September 30, 2025, respectively. Accumulated impairment losses were RMB46,693 million and RMB46,693 million as of March 31 and September 30, 2025, respectively.",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_11/11. Goodwill",
+      "metadata": {
+        "length": 472,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "Changes",
+          "carrying",
+          "amount",
+          "goodwill",
+          "segment",
+          "months",
+          "ended",
+          "September",
+          "30",
+          "2025",
+          "Gross",
+          "balances",
+          "RMB302",
+          "194",
+          "million",
+          "244",
+          "March",
+          "31",
+          "Accumulated",
+          "impairment",
+          "losses",
+          "RMB46",
+          "693"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "9b9ddceb-a453-5d04-8e13-ef22a3ff13f2",
+            "relation": "embeds",
+            "ref": "[tables/table-38 Alibaba Segment Assets.html]",
+            "position": {
+              "start": 116,
+              "end": 161
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "d273f37f-9810-5d1a-ad82-dab8a03b1289",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"3\"></td><td>As of March 31,</td><td>As of September 30,</td></tr><tr><td>2025</td><td>2025</td></tr><tr><td>RMB</td><td>RMB</td></tr><tr><td></td><td colspan=\"2\">(in millions)</td></tr><tr><td>Accrued expenses, accounts payable and other liabilities</td><td>1,605</td><td>3,152</td></tr><tr><td>Bank borrowings</td><td>4,470</td><td>4,047</td></tr><tr><td></td><td>6,075</td><td>7,199</td></tr></table>",
+      "path": "tables/table-39 Financial Liabilities.html",
+      "metadata": {
+        "length": 426,
+        "summary": "table-40\nThe table shows accrued expenses, accounts payable, and bank borrowings as of March 31 and September 30, 2025, in millions of RMB, with totals of 6,075 and 7,199 respectively.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "file_path": "tables/table-39 Financial Liabilities.html",
+        "keywords": [
+          "accrued expenses",
+          "bank borrowings",
+          "liabilities"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "38860174-1536-51a8-b4aa-a3a1f97f7403",
+      "type": "text",
+      "content": "The Company enters into agreements with several financial institutions and offer supplier finance programs to the Company's suppliers. Suppliers can sell one or more of the Company's payment obligations at their sole discretion to the financial institutions to receive funds, usually at a discounted price, prior to the scheduled due dates to meet their cash flow needs. The Company's current payment terms with the majority of suppliers are up to 180 days. Generally, the Company's rights and obligations are not impacted and the original payment terms, timing or amount, remain unchanged. Except for the pledge of other treasury investments with carrying value of RMB1,500 million and nil as of March 31 and September 30, 2025, respectively, the Company did not provide assets pledged as security or other forms of guarantees under these supplier finance programs.\nThe outstanding payment obligations under these supplier finance programs are generally recorded within accrued expenses, accounts payable and other liabilities on the unaudited condensed consolidated balance sheets, except for certain arrangements in which the Company pays the discount to the financial institutions on behalf of the suppliers which are recorded within current bank borrowings. The respective balances are as follows:\n\n[tables/table-39 Financial Liabilities.html]\n\nALIBABA GROUP HOLDING LIMITED NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS FOR THE SIX MONTHS ENDED SEPTEMBER 30, 2024 and 2025",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_11/12. Supplier Finance Programs",
+      "metadata": {
+        "length": 1509,
+        "summary": "The Company uses supplier finance programs with financial institutions, allowing suppliers to sell payment obligations at a discount for early cash. Payment terms are up to 180 days, and the Company's rights and obligations remain unchanged. As of March 31 and September 30, 2025, no assets were pledged except for RMB1,500 million in treasury investments. Outstanding obligations are recorded in accrued expenses, accounts payable, and other liabilities, except for certain discount payments recorded as current bank borrowings.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "The",
+          "Company",
+          "enters",
+          "agreements",
+          "financial",
+          "institutions",
+          "offer",
+          "supplier",
+          "finance",
+          "programs",
+          "suppliers",
+          "Suppliers",
+          "sell",
+          "payment",
+          "obligations",
+          "sole",
+          "discretion",
+          "receive",
+          "funds",
+          "discounted",
+          "price",
+          "prior",
+          "scheduled",
+          "due",
+          "dates",
+          "meet",
+          "cash",
+          "flow",
+          "current",
+          "terms",
+          "majority",
+          "180",
+          "days",
+          "Generally",
+          "rights",
+          "impacted",
+          "original",
+          "timing",
+          "amount",
+          "remain",
+          "unchanged",
+          "Except",
+          "pledge",
+          "treasury",
+          "investments",
+          "carrying",
+          "RMB1",
+          "500",
+          "million",
+          "nil",
+          "March",
+          "31",
+          "September",
+          "30",
+          "2025",
+          "provide",
+          "assets",
+          "pledged",
+          "security",
+          "forms",
+          "guarantees",
+          "outstanding",
+          "generally",
+          "recorded",
+          "accrued",
+          "expenses",
+          "accounts",
+          "payable",
+          "liabilities",
+          "unaudited",
+          "condensed",
+          "consolidated",
+          "balance",
+          "sheets",
+          "arrangements",
+          "pays",
+          "discount",
+          "behalf",
+          "bank",
+          "borrowings",
+          "respective",
+          "balances",
+          "ALIBABA",
+          "GROUP",
+          "HOLDING",
+          "LIMITED",
+          "NOTES",
+          "TO",
+          "UNAUDITED",
+          "CONDENSED",
+          "CONSOLIDATED",
+          "FINANCIAL",
+          "STATEMENTS",
+          "FOR",
+          "THE",
+          "SIX",
+          "MONTHS",
+          "ENDED",
+          "SEPTEMBER",
+          "2024"
+        ],
+        "keywords": [
+          "supplier finance",
+          "payment obligations",
+          "financial institutions"
+        ],
+        "connect_to": [
+          {
+            "target": "d273f37f-9810-5d1a-ad82-dab8a03b1289",
+            "relation": "embeds",
+            "ref": "[tables/table-39 Financial Liabilities.html]",
+            "position": {
+              "start": 1304,
+              "end": 1348
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "e9e7a86a-d932-5152-8f67-50f0d12e93fd",
+      "type": "text",
+      "content": "In May 2024, the Company issued convertible unsecured senior notes for an aggregate principal amount of US\\$5.0 billion due on June 1, 2031 (the “2024 Convertible Senior Notes”). The 2024 Convertible Senior Notes are senior unsecured obligations, and interest at an annual rate of 0.5% is payable in arrears semiannually. The 2024 Convertible Senior Notes may be converted into the Company’s ADSs, at the option of holders, at any time prior to the maturity date at an initial conversion rate of 9.5202 ADSs per US\\$1,000 principal amount.\nIn September 2025, the Company issued zero coupon convertible unsecured senior notes for an aggregate principal amount of approximately US\\$3.2 billion due on September 15, 2032 (the “2025 Convertible Senior Notes”). The 2025 Convertible Senior Notes are senior unsecured obligations. The 2025 Convertible Senior Notes may be converted into the Company’s ADSs, at the option of holders, at any time from March 15, 2032 until maturity at an initial conversion rate of 5.1773 ADSs per US\\$1,000 principal amount, and may be convertible prior to March 15, 2032 only upon satisfaction of certain conditions.\nThe initial conversion rates are subject to adjustment in some events such as dividend distribution. In addition, in the event of a fundamental change that occurs prior to the respective maturity dates or following the Company's delivery of a notice of redemption, the Company will increase the initial conversion rates respectively, which shall not exceed 12.3762 ADSs per US\\$1,000 principal amount for the 2024 Convertible Senior Notes and 6.7953 ADSs per US\\$1,000 principal amount for the 2025 Convertible Senior Notes, for a holder who elects to convert its notes in connection with such a fundamental change or such notice of redemption. Such make-whole adjustments are subject to the same adjustments as the respective initial conversion rates noted above. Upon conversion, the Company will pay or deliver, at its election, cash, ADSs, or a combination of cash and ADSs. Holders may also elect to receive ordinary shares in lieu of any ADSs deliverable upon conversion, with each ADS representing eight ordinary shares.\nAs of September 30, 2025, the adjusted conversion rate for the 2024 Convertible Senior Notes was 9.8915 ADSs per US\\$1,000 principal amount, and the adjusted conversion rate taking into account the make-whole adjustments was 12.8589 ADSs per US\\$1,000 principal amount. As of September 30, 2025, the conversion rate for the 2025 Convertible Senior Notes remained unadjusted at its initial conversion rate.\nThe Company may redeem for cash all but not part of the respective convertible senior notes in the event of certain tax law changes, or at any time if less than $10\\%$ of the aggregate principal amount of the respective convertible senior notes originally issued remains outstanding. The Company may also redeem for cash all or part of the 2024 Convertible Senior Notes and the 2025 Convertible Senior Notes on or after June 8, 2029 and September 20, 2030, respectively, provided that the Company's ADS price has been at least $130\\%$ of the then effective conversion price for a specific period of time and on the specified date. The redemption price will be equal to the principal amount of the notes being redeemed plus accrued and unpaid interest, if any, to, but excluding, the related redemption date.\nHolders have the right to require the Company to repurchase for cash all or part of the 2024 Convertible Senior Notes and the 2025 Convertible Senior Notes on June 1, 2029 and September 15, 2030, respectively, or in the event of a fundamental change, subject to certain conditions. The repurchase price will be equal to the principal amount of the notes being repurchased plus accrued and unpaid interest, if any, to, but excluding, the related repurchase date.\nAs of March 31 and September 30, 2025, the unamortized debt discounts and debt issuance costs of the 2024 Convertible Senior Notes were US\\$58 million (RMB424 million) and US\\$52 million (RMB367 million), respectively, and the fair value of the 2024 Convertible Senior Notes, based on level 2 inputs, was US\\$7,151 million (RMB51,854 million) and US\\$9,234 million (RMB65,733 million), respectively.\nAs of September 30, 2025, the unamortized debt discounts and debt issuance costs of the 2025 Convertible Senior Notes were US\\$42 million (RMB296 million), and the fair value of the 2025 Convertible Senior Notes, based on level 2 inputs, was US\\$3,626 million (RMB25,812 million).\nFor the six months ended September 30, 2024 and 2025, the effective interest rate for the 2024 Convertible Senior Notes was approximately 0.8%. For the six months ended September 30, 2025, the effective interest rate for the 2025 Convertible Senior Notes was approximately 0.3%.\nALIBABA GROUP HOLDING LIMITED NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS FOR THE SIX MONTHS ENDED SEPTEMBER 30, 2024 and 2025",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_11/13. Convertible unsecured senior notes",
+      "metadata": {
+        "length": 4953,
+        "summary": "The passage details two convertible senior note issuances by Alibaba Group: $5.0 billion in 2024 notes due 2031 with 0.5% interest and initial conversion rate of 9.5202 ADSs per $1,000, and $3.2 billion in 2025 zero-coupon notes due 2032 with initial conversion rate of 5.1773 ADSs per $1,000. Both are senior unsecured obligations convertible into ADSs, with adjustment provisions for dividends and fundamental changes. As of September 30, 2025, the 2024 notes had an adjusted conversion rate of 9.8915 ADSs, while the 2025 notes remained unadjusted. The company may redeem notes under certain conditions, and holders can require repurchase on specific dates or upon fundamental changes. Unamortized costs and fair values are provided for both notes as of March and September 2025, with effective interest rates of 0.8% for 2024 notes and 0.3% for 2025 notes.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "In",
+          "May",
+          "2024",
+          "Company",
+          "issued",
+          "convertible",
+          "unsecured",
+          "senior",
+          "notes",
+          "aggregate",
+          "principal",
+          "amount",
+          "US",
+          "5.0",
+          "billion",
+          "due",
+          "June",
+          "2031",
+          "Convertible",
+          "Senior",
+          "Notes",
+          "The",
+          "obligations",
+          "interest",
+          "annual",
+          "rate",
+          "0.5%",
+          "payable",
+          "arrears",
+          "semiannually",
+          "converted",
+          "ADSs",
+          "option",
+          "holders",
+          "time",
+          "prior",
+          "maturity",
+          "date",
+          "initial",
+          "conversion",
+          "9.5202",
+          "000",
+          "September",
+          "2025",
+          "coupon",
+          "approximately",
+          "3.2",
+          "15",
+          "2032",
+          "March",
+          "5.1773",
+          "satisfaction",
+          "conditions",
+          "rates",
+          "subject",
+          "adjustment",
+          "events",
+          "dividend",
+          "distribution",
+          "addition",
+          "event",
+          "fundamental",
+          "change",
+          "occurs",
+          "respective",
+          "dates",
+          "delivery",
+          "notice",
+          "redemption",
+          "increase",
+          "exceed",
+          "12.3762",
+          "6.7953",
+          "holder",
+          "elects",
+          "convert",
+          "connection",
+          "Such",
+          "make",
+          "adjustments",
+          "noted",
+          "Upon",
+          "pay",
+          "deliver",
+          "election",
+          "cash",
+          "combination",
+          "Holders",
+          "elect",
+          "receive",
+          "ordinary",
+          "shares",
+          "lieu",
+          "deliverable",
+          "ADS",
+          "representing",
+          "As",
+          "30",
+          "adjusted",
+          "9.8915",
+          "taking",
+          "account",
+          "12.8589",
+          "remained",
+          "unadjusted",
+          "redeem",
+          "part",
+          "tax",
+          "law",
+          "10",
+          "originally",
+          "remains",
+          "outstanding",
+          "2029",
+          "20",
+          "2030",
+          "provided",
+          "price",
+          "130",
+          "effective",
+          "specific",
+          "period",
+          "equal",
+          "redeemed",
+          "accrued",
+          "unpaid",
+          "excluding",
+          "related",
+          "require",
+          "repurchase",
+          "repurchased",
+          "31",
+          "unamortized",
+          "debt",
+          "discounts",
+          "issuance",
+          "costs",
+          "58",
+          "million",
+          "RMB424",
+          "52",
+          "RMB367",
+          "fair",
+          "based",
+          "level",
+          "inputs",
+          "151",
+          "RMB51",
+          "854",
+          "234",
+          "RMB65",
+          "733",
+          "42",
+          "RMB296",
+          "626",
+          "RMB25",
+          "812",
+          "For",
+          "months",
+          "ended",
+          "0.8%",
+          "0.3%",
+          "ALIBABA",
+          "GROUP",
+          "HOLDING",
+          "LIMITED",
+          "NOTES",
+          "TO",
+          "UNAUDITED",
+          "CONDENSED",
+          "CONSOLIDATED",
+          "FINANCIAL",
+          "STATEMENTS",
+          "FOR",
+          "THE",
+          "SIX",
+          "MONTHS",
+          "ENDED",
+          "SEPTEMBER"
+        ],
+        "keywords": [
+          "Convertible Senior Notes",
+          "Alibaba",
+          "ADS"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "60185086-2fc0-5bb8-9f03-c2cddd0c8921",
+      "type": "text",
+      "content": "In connection with the issuance of the convertible senior notes, the Company entered into capped call transactions with certain financial institutions at a cost of US\\$638 million (RMB4,612 million) and US\\$184 million (RMB1,309 million) for the 2024 Convertible Senior Notes and the 2025 Convertible Senior Notes, respectively, which are expected to reduce potential dilution and/or offset cash payments upon conversion. The cap prices of the capped call transactions for the 2024 Convertible Senior Notes and the 2025 Convertible Senior Notes are initially US\\$161.60 per ADS and US\\$235.46 per ADS, respectively. The capped prices are subject to adjustments similar to the adjustments on the conversion rates of the respective convertible senior notes. The capped call transactions may be settled in cash at the Company’s election.",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_11/13. Convertible unsecured senior notes (Continued)",
+      "metadata": {
+        "length": 834,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "In",
+          "connection",
+          "issuance",
+          "convertible",
+          "senior",
+          "notes",
+          "Company",
+          "entered",
+          "capped",
+          "call",
+          "transactions",
+          "financial",
+          "institutions",
+          "cost",
+          "US",
+          "638",
+          "million",
+          "RMB4",
+          "612",
+          "184",
+          "RMB1",
+          "309",
+          "2024",
+          "Convertible",
+          "Senior",
+          "Notes",
+          "2025",
+          "expected",
+          "reduce",
+          "potential",
+          "dilution",
+          "offset",
+          "cash",
+          "payments",
+          "conversion",
+          "The",
+          "cap",
+          "prices",
+          "initially",
+          "161.60",
+          "ADS",
+          "235.46",
+          "subject",
+          "adjustments",
+          "similar",
+          "rates",
+          "respective",
+          "settled",
+          "election"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "499795f3-8bf6-5200-9d73-51cbae770124",
+      "type": "text",
+      "content": "In July 2025, the Company issued HKD denominated zero coupon exchangeable bonds referencing the ordinary shares of Alibaba Health Information Technology Limited (“Alibaba Health”), a subsidiary of the Company in which the Company holds approximately 64% of equity interest for an aggregate principal amount of approximately HK\\$12 billion (approximately RMB11 billion) due on July 9, 2032 (the “2025 Exchangeable Bonds”). The ordinary shares of Alibaba Health are listed on the Hong Kong Stock Exchange (“AH Shares”). The 2025 Exchangeable Bonds are unsecured and unsubordinated obligations of the Company and are listed on the Vienna MTF operated by the Vienna Stock Exchange.\nThe 2025 Exchangeable Bonds may be exchanged into the AH Shares, at the option of holders, at any time prior to the maturity date at an initial exchange rate of approximately 160,513.6 AH Shares per HK\\$1,000,000 principal amount.\nThe initial exchange rate is subject to adjustment in some events such as dividend distribution by Alibaba Health. In addition, in a relevant event such as the delisting of AH Shares occurring prior to the maturity date or following the Company's delivery of a notice of redemption, the Company will increase the initial exchange rate, which shall not exceed approximately 237,529.7 AH Shares per HK\\$1,000,000 principal amount, for a holder who elects to exchange its bonds in connection with such a relevant event or such notice of redemption. Such make-whole adjustment is subject to the same adjustments as the initial exchange rate noted above. Upon exchange, the Company will pay or deliver, at its election, cash, AH Shares, or a combination of cash and AH Shares.\nAs of September 30, 2025, the exchange rate for the 2025 Exchangeable bonds remained unadjusted at its initial exchange rate.\nThe Company may redeem for cash all but not part of the 2025 Exchangeable Bonds in the event of certain tax law changes, or at any time if less than 10% of the aggregate principal amount of the 2025 Exchangeable Bonds originally issued remains outstanding. The Company may also redeem for cash all or part of the 2025 Exchangeable Bonds on or after July 9, 2030, provided that the AH Shares price has been at least 130% of the then effective exchange price for a specific period of time. The redemption price will be equal to the principal amount of the bonds being redeemed.\nHolders have the right to require the Company to repurchase for cash all or part of the 2025 Exchangeable Bonds on July 9, 2030, or in a relevant event, subject to certain conditions. The repurchase price will be equal to the principal amount of the bonds being repurchased.\nIn connection with the issuance of the 2025 Exchangeable Bonds, the Company entered into a stock borrowing and lending arrangement with an affiliate of one of the bookrunners (the “Borrower”), pursuant to which the Company has committed to lending a certain number of AH Shares, which shall not exceed the number of AH Shares exchangeable under the 2025 Exchangeable Bonds, to the Borrower to facilitate hedging activities of certain bondholders. If a termination event occurs and the Borrower is unable to deliver the AH Shares due to legal restrictions, force majeure, or market disruption, cash settlement by the Borrower would be required. As of September 30, 2025, the fair value of the outstanding AH Shares lent under the arrangement was HK\\$8,492 million (RMB7,770 million).\nFor the six months ended September 30, 2025, losses of RMB327 million arising from changes in the fair value of the 2025 Exchangeable Bonds and the stock borrowing and lending arrangement were recorded in the unaudited condensed consolidated income statements.",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_11/14. Exchangeable bonds",
+      "metadata": {
+        "length": 3701,
+        "summary": "In July 2025, the Company issued HKD-denominated zero coupon exchangeable bonds due 2032, referencing Alibaba Health shares, with an aggregate principal of HK$12 billion. The bonds are exchangeable into AH Shares at an initial rate of 160,513.6 shares per HK$1,000,000, subject to adjustments. The Company may redeem or repurchase the bonds under certain conditions. A stock borrowing and lending arrangement was entered into for hedging, with fair value of lent shares at HK$8,492 million as of September 30, 2025. Losses of RMB327 million from fair value changes were recorded for the six months ended September 30, 2025.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "In",
+          "July",
+          "2025",
+          "Company",
+          "issued",
+          "HKD",
+          "denominated",
+          "coupon",
+          "exchangeable",
+          "bonds",
+          "referencing",
+          "ordinary",
+          "shares",
+          "Alibaba",
+          "Health",
+          "Information",
+          "Technology",
+          "Limited",
+          "subsidiary",
+          "holds",
+          "approximately",
+          "64%",
+          "equity",
+          "interest",
+          "aggregate",
+          "principal",
+          "amount",
+          "HK",
+          "12",
+          "billion",
+          "RMB11",
+          "due",
+          "2032",
+          "Exchangeable",
+          "Bonds",
+          "The",
+          "listed",
+          "Hong",
+          "Kong",
+          "Stock",
+          "Exchange",
+          "AH",
+          "Shares",
+          "unsecured",
+          "unsubordinated",
+          "obligations",
+          "Vienna",
+          "MTF",
+          "operated",
+          "exchanged",
+          "option",
+          "holders",
+          "time",
+          "prior",
+          "maturity",
+          "date",
+          "initial",
+          "exchange",
+          "rate",
+          "160",
+          "513.6",
+          "000",
+          "subject",
+          "adjustment",
+          "events",
+          "dividend",
+          "distribution",
+          "addition",
+          "relevant",
+          "event",
+          "delisting",
+          "occurring",
+          "delivery",
+          "notice",
+          "redemption",
+          "increase",
+          "exceed",
+          "237",
+          "529.7",
+          "holder",
+          "elects",
+          "connection",
+          "Such",
+          "make",
+          "adjustments",
+          "noted",
+          "Upon",
+          "pay",
+          "deliver",
+          "election",
+          "cash",
+          "combination",
+          "As",
+          "September",
+          "30",
+          "remained",
+          "unadjusted",
+          "redeem",
+          "part",
+          "tax",
+          "law",
+          "10%",
+          "originally",
+          "remains",
+          "outstanding",
+          "2030",
+          "provided",
+          "price",
+          "130%",
+          "effective",
+          "specific",
+          "period",
+          "equal",
+          "redeemed",
+          "Holders",
+          "require",
+          "repurchase",
+          "conditions",
+          "repurchased",
+          "issuance",
+          "entered",
+          "stock",
+          "borrowing",
+          "lending",
+          "arrangement",
+          "affiliate",
+          "bookrunners",
+          "Borrower",
+          "pursuant",
+          "committed",
+          "number",
+          "facilitate",
+          "hedging",
+          "activities",
+          "bondholders",
+          "If",
+          "termination",
+          "occurs",
+          "unable",
+          "legal",
+          "restrictions",
+          "force",
+          "majeure",
+          "market",
+          "disruption",
+          "settlement",
+          "required",
+          "fair",
+          "lent",
+          "492",
+          "million",
+          "RMB7",
+          "770",
+          "For",
+          "months",
+          "ended",
+          "losses",
+          "RMB327",
+          "arising",
+          "recorded",
+          "unaudited",
+          "condensed",
+          "consolidated",
+          "income",
+          "statements"
+        ],
+        "keywords": [
+          "Exchangeable Bonds",
+          "Alibaba Health",
+          "Hedging"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "62351f79-83f9-51e8-b71f-505076785868",
+      "type": "text",
+      "content": "",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_12",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "00f3c68c-07ec-59ec-8d48-a994959b7460",
+      "type": "text",
+      "content": "FOR THE SIX MONTHS ENDED SEPTEMBER 30, 2024 and 2025",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_12/NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS",
+      "metadata": {
+        "length": 52,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "FOR",
+          "THE",
+          "SIX",
+          "MONTHS",
+          "ENDED",
+          "SEPTEMBER",
+          "30",
+          "2024",
+          "2025"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "523c4b2c-1636-5e72-a06e-6f7029e05a97",
+      "type": "text",
+      "content": "The Company has made a series of amendments to the syndicated loan facility. Subsequent to the partial repayment of US\\$830 million in January 2025, the size of the US\\$4.0 billion syndicated loan was reduced to US\\$3.17 billion. In September 2025, the Company amended the loan facility and reduced the pricing terms to Secured Overnight Financing Rate (“SOFR”) plus 66 basis points. Effective on November 28, 2025, the facility was restructured as a revolving credit facility with drawdowns permitted in both U.S. dollars and Hong Kong dollars, and the expiration date of the facility was extended to September 30, 2028, with an option to further extend to September 30, 2030. The interest rate of the credit facility is 66 basis points over SOFR or Hong Kong Interbank Offered Rate (“HIBOR”), and the margin will be 81 basis points for the optional extension period. Subsequently, the Company submitted a prepayment notice to repay the outstanding balance of US\\$3.17 billion under the revolving credit facility.\nIn September 2025, the Company amended the terms of a US\\$6.5 billion revolving credit facility agreement. The size of the credit facility was amended to US\\$3.33 billion and the utilization currency was also amended from U.S. dollar only to both U.S. dollar and Hong Kong dollar. The interest rate of the credit facility was adjusted to SOFR or HIBOR plus 66 basis points. The expiration date of the credit facility was extended from June 24, 2026 to September 30, 2028, with an option to further extend to September 30, 2030 and the margin will be 81 basis points for the optional extension period. The Company has not yet drawn down this facility.",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_12/15. Bank borrowings",
+      "metadata": {
+        "length": 1665,
+        "summary": "The Company amended its syndicated loan facility, reducing it from $4.0 billion to $3.17 billion after a partial repayment. In September 2025, pricing was reduced to SOFR plus 66 basis points. The facility was restructured as a revolving credit facility on November 28, 2025, allowing drawdowns in USD and HKD, with the expiration extended to September 30, 2028, and an option to extend to September 30, 2030. Interest is SOFR or HIBOR plus 66 basis points, rising to 81 basis points during the optional extension. The Company then prepaid the $3.17 billion outstanding balance. Separately, a $6.5 billion revolving credit facility was amended to $3.33 billion, allowing USD and HKD utilization, with interest at SOFR or HIBOR plus 66 basis points, and expiration extended to September 30, 2028, with an optional extension to September 30, 2030 at 81 basis points. This facility has not been drawn.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "The",
+          "Company",
+          "made",
+          "series",
+          "amendments",
+          "syndicated",
+          "loan",
+          "facility",
+          "Subsequent",
+          "partial",
+          "repayment",
+          "US",
+          "830",
+          "million",
+          "January",
+          "2025",
+          "size",
+          "4.0",
+          "billion",
+          "reduced",
+          "3.17",
+          "In",
+          "September",
+          "amended",
+          "pricing",
+          "terms",
+          "Secured",
+          "Overnight",
+          "Financing",
+          "Rate",
+          "SOFR",
+          "66",
+          "basis",
+          "points",
+          "Effective",
+          "November",
+          "28",
+          "restructured",
+          "revolving",
+          "credit",
+          "drawdowns",
+          "permitted",
+          "dollars",
+          "Hong",
+          "Kong",
+          "expiration",
+          "date",
+          "extended",
+          "30",
+          "2028",
+          "option",
+          "extend",
+          "2030",
+          "interest",
+          "rate",
+          "Interbank",
+          "Offered",
+          "HIBOR",
+          "margin",
+          "81",
+          "optional",
+          "extension",
+          "period",
+          "Subsequently",
+          "submitted",
+          "prepayment",
+          "notice",
+          "repay",
+          "outstanding",
+          "balance",
+          "6.5",
+          "agreement",
+          "3.33",
+          "utilization",
+          "currency",
+          "dollar",
+          "adjusted",
+          "June",
+          "24",
+          "2026",
+          "drawn"
+        ],
+        "keywords": [
+          "Loan Amendments",
+          "Interest Rate",
+          "Revolving Credit"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "b2603e11-998c-553b-bf44-03b283e6ed4c",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"4\"></td><td colspan=\"2\">Six months ended September 30,</td></tr><tr><td>2024</td><td>2025</td></tr><tr><td>RMB</td><td>RMB</td></tr><tr><td colspan=\"2\">(in millions)</td></tr><tr><td>Amounts earned by the Company</td><td></td><td></td></tr><tr><td>Cloud services revenue (i)</td><td>4,977</td><td>8,928</td></tr><tr><td>Marketplace software technology services fee and other amounts earned (i)</td><td>3,514</td><td>2,819</td></tr><tr><td></td><td>8,491</td><td>11,747</td></tr><tr><td>Amounts incurred by the Company</td><td></td><td></td></tr><tr><td>Payment processing and escrow services fee (ii)</td><td>6,381</td><td>8,937</td></tr><tr><td>Other amounts incurred (i)</td><td>1,449</td><td>2,378</td></tr><tr><td></td><td>7,830</td><td>11,315</td></tr></table>",
+      "path": "tables/table-40 Cloud Revenue Growth.html",
+      "metadata": {
+        "length": 789,
+        "summary": "table-41\nThe table shows six-month financial data ending September 30, 2024 and 2025. Cloud services revenue rose from 4,977 to 8,928 million RMB, while marketplace fees decreased. Total amounts earned increased from 8,491 to 11,747 million RMB.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "file_path": "tables/table-40 Cloud Revenue Growth.html",
+        "keywords": [
+          "cloud services",
+          "marketplace fees",
+          "payment processing"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "976143be-850e-5b5d-9e99-cbe37c4d7d93",
+      "type": "text",
+      "content": "During the six months ended September 30, 2024 and 2025, other than disclosed elsewhere, the Company had the following material related party transactions:\nTransactions with Ant Group and its affiliates\n\n[tables/table-40 Cloud Revenue Growth.html]\n\n(i) The Company has other commercial arrangements and cost sharing arrangements with Ant Group and its affiliates on various sales and marketing, cloud, and other administrative and support services.\n(ii) The Company has a commercial agreement with Alipay.com Co., Ltd., a wholly-owned subsidiary of Ant Group (“Alipay”), whereby the Company receives payment processing and escrow services in exchange for a payment for the services fee, which was recognized in cost of revenue.\nAs of March 31 and September 30, 2025, the Company had certain amounts of cash held in accounts managed by Alipay in connection with the provision of online and mobile commerce and related services for a total amount of RMB5,863 million and RMB6,379 million, respectively, which have been classified as cash and cash equivalents on the unaudited condensed consolidated balance sheets.\nALIBABA GROUP HOLDING LIMITED NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS FOR THE SIX MONTHS ENDED SEPTEMBER 30, 2024 and 2025",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_12/16. Related party transactions",
+      "metadata": {
+        "length": 1261,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "During",
+          "months",
+          "ended",
+          "September",
+          "30",
+          "2024",
+          "2025",
+          "disclosed",
+          "Company",
+          "material",
+          "related",
+          "party",
+          "transactions",
+          "Transactions",
+          "Ant",
+          "Group",
+          "affiliates",
+          "The",
+          "commercial",
+          "arrangements",
+          "cost",
+          "sharing",
+          "sales",
+          "marketing",
+          "cloud",
+          "administrative",
+          "support",
+          "services",
+          "ii",
+          "agreement",
+          "Alipay",
+          "Co",
+          "Ltd",
+          "wholly",
+          "owned",
+          "subsidiary",
+          "receives",
+          "payment",
+          "processing",
+          "escrow",
+          "exchange",
+          "fee",
+          "recognized",
+          "revenue",
+          "As",
+          "March",
+          "31",
+          "amounts",
+          "cash",
+          "held",
+          "accounts",
+          "managed",
+          "connection",
+          "provision",
+          "online",
+          "mobile",
+          "commerce",
+          "total",
+          "amount",
+          "RMB5",
+          "863",
+          "million",
+          "RMB6",
+          "379",
+          "classified",
+          "equivalents",
+          "unaudited",
+          "condensed",
+          "consolidated",
+          "balance",
+          "sheets",
+          "ALIBABA",
+          "GROUP",
+          "HOLDING",
+          "LIMITED",
+          "NOTES",
+          "TO",
+          "UNAUDITED",
+          "CONDENSED",
+          "CONSOLIDATED",
+          "FINANCIAL",
+          "STATEMENTS",
+          "FOR",
+          "THE",
+          "SIX",
+          "MONTHS",
+          "ENDED",
+          "SEPTEMBER"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "b2603e11-998c-553b-bf44-03b283e6ed4c",
+            "relation": "embeds",
+            "ref": "[tables/table-40 Cloud Revenue Growth.html]",
+            "position": {
+              "start": 204,
+              "end": 247
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "7325c87e-0d01-5420-8f36-99eb27f13ed0",
+      "type": "text",
+      "content": "Transactions with other investees\nThe Company has commercial arrangements with certain investees of the Company related to cloud services. In connection with these services provided by the Company, RMB1,058 million and RMB3,854 million were recorded in revenue in the unaudited condensed consolidated income statements for the six months ended September 30, 2024 and 2025, respectively.\nThe Company has commercial arrangements with certain investees of the Company related to marketing services. In connection with these services provided to the Company, RMB358 million and RMB864 million were recorded in cost of revenue and sales and marketing expenses in the unaudited condensed consolidated income statements for the six months ended September 30, 2024 and 2025, respectively.\nThe Company has commercial arrangements with certain investees of the Company related to logistics services. In connection with these services provided by the Company, RMB2,092 million and RMB1,680 million were recorded in revenue in the unaudited condensed consolidated income statements for the six months ended September 30, 2024 and 2025, respectively. Costs and expenses incurred in connection with these services provided to the Company of RMB7,999 million and RMB8,251 million were recorded in the unaudited condensed consolidated income statements for the same periods, respectively.\nThe Company has extended loans to certain investees for working capital and other uses in conjunction with the Company's investments. As of March 31 and September 30, 2025, the aggregate outstanding balance of these loans was RMB1,771 million and RMB1,992 million, respectively, with remaining terms of up to 5 years and interest rates of up to $10\\%$ per annum as of March 31, 2025, and remaining terms of up to 6 years and interest rates of up to $10\\%$ per annum as of September 30, 2025.\nThe Company provided a guarantee for a term loan facility of HK\\$7.7 billion in favor of Hong Kong Cingleot Investment Management Limited (“Cingleot”), a company that is partially owned by the Company, in connection with a logistics center development project at the Hong Kong International Airport. In May 2024, the loan facility was modified to a revolving loan facility and the facility amount was reduced to HK\\$6.5 billion. As of March 31 and September 30, 2025, HK\\$5,090 million (RMB4,697 million) and HK\\$5,226 million (RMB4,771 million) was drawn down by Cingleot under this facility, respectively.\nThe Company's ecosystem offers different platforms on which different enterprises operate and the Company believes that all transactions on the Company's platforms are conducted on terms determined based on normal commercial negotiation with similar unrelated parties.\nOther than the transactions disclosed above or elsewhere in the unaudited condensed consolidated financial statements, the Company has commercial arrangements with other investees and other related parties to provide and receive certain marketing, cloud and other services and products. The amounts relating to these services provided and received represent less than $1\\%$ of the Company's revenue and total costs and expenses, respectively, for the six months ended September 30, 2024 and 2025.\nIn addition, the Company has made certain acquisitions and equity investments together with related parties from time to time. The agreements for acquisitions and equity investments were entered into by the parties involved and conducted on fair value basis.",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_12/16. Related party transactions (Continued)",
+      "metadata": {
+        "length": 3497,
+        "summary": "The Company has commercial arrangements with investees for cloud, marketing, and logistics services, recording revenues and costs for the six months ended September 30, 2024 and 2025. Loans to investees totaled RMB1,771 million and RMB1,992 million as of March 31 and September 30, 2025, with terms up to 6 years and interest rates up to 10% per annum. A guarantee was provided for a HK$6.5 billion revolving loan facility to Cingleot, with HK$5,090 million and HK$5,226 million drawn as of those dates. Other transactions with investees and related parties are less than 1% of revenue and costs.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "Transactions",
+          "investees",
+          "The",
+          "Company",
+          "commercial",
+          "arrangements",
+          "related",
+          "cloud",
+          "services",
+          "In",
+          "connection",
+          "provided",
+          "RMB1",
+          "058",
+          "million",
+          "RMB3",
+          "854",
+          "recorded",
+          "revenue",
+          "unaudited",
+          "condensed",
+          "consolidated",
+          "income",
+          "statements",
+          "months",
+          "ended",
+          "September",
+          "30",
+          "2024",
+          "2025",
+          "marketing",
+          "RMB358",
+          "RMB864",
+          "cost",
+          "sales",
+          "expenses",
+          "logistics",
+          "RMB2",
+          "092",
+          "680",
+          "Costs",
+          "incurred",
+          "RMB7",
+          "999",
+          "RMB8",
+          "251",
+          "periods",
+          "extended",
+          "loans",
+          "working",
+          "capital",
+          "conjunction",
+          "investments",
+          "As",
+          "March",
+          "31",
+          "aggregate",
+          "outstanding",
+          "balance",
+          "771",
+          "992",
+          "remaining",
+          "terms",
+          "years",
+          "interest",
+          "rates",
+          "10",
+          "annum",
+          "guarantee",
+          "term",
+          "loan",
+          "facility",
+          "HK",
+          "7.7",
+          "billion",
+          "favor",
+          "Hong",
+          "Kong",
+          "Cingleot",
+          "Investment",
+          "Management",
+          "Limited",
+          "company",
+          "partially",
+          "owned",
+          "center",
+          "development",
+          "project",
+          "International",
+          "Airport",
+          "May",
+          "modified",
+          "revolving",
+          "amount",
+          "reduced",
+          "6.5",
+          "090",
+          "RMB4",
+          "697",
+          "226",
+          "drawn",
+          "ecosystem",
+          "offers",
+          "platforms",
+          "enterprises",
+          "operate",
+          "believes",
+          "transactions",
+          "conducted",
+          "determined",
+          "based",
+          "normal",
+          "negotiation",
+          "similar",
+          "unrelated",
+          "parties",
+          "Other",
+          "disclosed",
+          "financial",
+          "provide",
+          "receive",
+          "products",
+          "amounts",
+          "relating",
+          "received",
+          "represent",
+          "total",
+          "costs",
+          "addition",
+          "made",
+          "acquisitions",
+          "equity",
+          "time",
+          "agreements",
+          "entered",
+          "involved",
+          "fair",
+          "basis"
+        ],
+        "keywords": [
+          "investees",
+          "commercial arrangements",
+          "loans"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "98ae8846-9947-5021-b1a0-e020184f7545",
+      "type": "text",
+      "content": "(a) The Company is incorporated in the Cayman Islands and considered as a foreign entity under PRC laws. Due to legal restrictions on foreign ownership and investment in, among other areas, value-added telecommunications services, which include the operations of Internet content providers, the Company operates its Internet businesses and other businesses through various contractual arrangements with VIEs that are incorporated and owned by PRC citizens or by PRC entities owned and/or controlled by PRC citizens. The VIEs hold the licenses and approvals that are essential for their business operations in the PRC and the Company has entered into various agreements with the VIEs and their equity holders such that the Company has the right to benefit from their licenses and approvals and generally has control of the VIEs. In the Company’s opinion, the current ownership structure and the contractual arrangements with the VIEs and their equity holders as well as the operations of the VIEs are in substantial compliance with all existing PRC laws, rules and regulations. However, there may be changes and other developments in PRC laws, rules and regulations. Accordingly, the Company gives no assurance that PRC government authorities will not take a view in the future that is contrary to the opinion of the Company. If the current ownership structure of the Company and its contractual arrangements with the VIEs and their equity holders were found to be in violation of any existing or future PRC laws or regulations, the Company’s ability to conduct its business could be impacted and the Company may be required to restructure its ownership structure and operations in the PRC to comply with the changes in the PRC laws which may result in deconsolidation of the VIEs.\n(b) The PRC market in which the Company operates poses certain macro-economic and regulatory risks and uncertainties. These uncertainties extend to the ability of the Company to operate or invest in online and mobile commerce or other Internet related businesses, representing the principal services provided by the Company, in the PRC. The information and technology industries are highly regulated. Restrictions are currently in place or are unclear regarding what specific segments of these industries foreign owned enterprises, like the Company, may operate. If new or more extensive restrictions were imposed on the segments in which the Company is permitted to operate, the Company could be required to sell or cease to operate or invest in some or all of its current businesses in the PRC.\n(c) Because of the Company's equity interest in and close association with Ant Group and overlapping user bases, regulatory developments, litigation or proceedings, media and other reports, whether or not true, and other events that affect Ant Group could also negatively affect customers', regulators', investors' and other third parties' perception of the Company. Changes in Ant Group's business and future prospects, or speculation of such changes, as well as additional regulatory requirements placed on Ant Group, could in turn have a material adverse effect on the Company.\n(d) The Company's sales, purchase and expense transactions are generally denominated in RMB and a significant portion of the Company's assets and liabilities are denominated in RMB. RMB is not freely convertible into foreign currencies. In the PRC, foreign exchange transactions are required by law to be transacted only by authorized financial institutions at exchange rates set by the People's Bank of China (the “PBOC”).\nRemittances in currencies other than RMB by the Company in the PRC must be processed through the PBOC or other PRC foreign exchange regulatory bodies and require certain supporting documentation in order to effect the remittance. If the foreign exchange control system prevents the Company from obtaining sufficient foreign currencies to satisfy its currency demands, the Company may not be able to pay dividends in foreign currencies and the Company’s ability to fund its business activities that are conducted in foreign currencies could be adversely affected.",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_12/17. Risks and contingencies",
+      "metadata": {
+        "length": 4145,
+        "summary": "The passage outlines key risks for a Cayman Islands company operating in China through Variable Interest Entities (VIEs) due to foreign ownership restrictions in value-added telecom services. It highlights uncertainties in PRC laws that could force restructuring or deconsolidation of VIEs. Macro-economic and regulatory risks in the PRC market, especially for internet and mobile commerce, are noted, with potential new restrictions possibly requiring business sales or closures. The company's association with Ant Group poses reputational and regulatory risks. Additionally, currency risks are discussed, as RMB is not freely convertible, and foreign exchange controls could hinder dividend payments and funding of foreign currency activities.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "The",
+          "Company",
+          "incorporated",
+          "Cayman",
+          "Islands",
+          "considered",
+          "foreign",
+          "entity",
+          "PRC",
+          "laws",
+          "Due",
+          "legal",
+          "restrictions",
+          "ownership",
+          "investment",
+          "areas",
+          "added",
+          "telecommunications",
+          "services",
+          "include",
+          "operations",
+          "Internet",
+          "content",
+          "providers",
+          "operates",
+          "businesses",
+          "contractual",
+          "arrangements",
+          "VIEs",
+          "owned",
+          "citizens",
+          "entities",
+          "controlled",
+          "hold",
+          "licenses",
+          "approvals",
+          "essential",
+          "business",
+          "entered",
+          "agreements",
+          "equity",
+          "holders",
+          "benefit",
+          "generally",
+          "control",
+          "In",
+          "opinion",
+          "current",
+          "structure",
+          "substantial",
+          "compliance",
+          "existing",
+          "rules",
+          "regulations",
+          "However",
+          "developments",
+          "Accordingly",
+          "assurance",
+          "government",
+          "authorities",
+          "view",
+          "future",
+          "contrary",
+          "If",
+          "found",
+          "violation",
+          "ability",
+          "conduct",
+          "impacted",
+          "required",
+          "restructure",
+          "comply",
+          "result",
+          "deconsolidation",
+          "market",
+          "poses",
+          "macro",
+          "economic",
+          "regulatory",
+          "risks",
+          "uncertainties",
+          "These",
+          "extend",
+          "operate",
+          "invest",
+          "online",
+          "mobile",
+          "commerce",
+          "related",
+          "representing",
+          "principal",
+          "provided",
+          "information",
+          "technology",
+          "industries",
+          "highly",
+          "regulated",
+          "Restrictions",
+          "place",
+          "unclear",
+          "specific",
+          "segments",
+          "enterprises",
+          "extensive",
+          "imposed",
+          "permitted",
+          "sell",
+          "cease",
+          "Because",
+          "interest",
+          "close",
+          "association",
+          "Ant",
+          "Group",
+          "overlapping",
+          "user",
+          "bases",
+          "litigation",
+          "proceedings",
+          "media",
+          "reports",
+          "true",
+          "events",
+          "affect",
+          "negatively",
+          "customers",
+          "regulators",
+          "investors",
+          "parties",
+          "perception",
+          "Changes",
+          "prospects",
+          "speculation",
+          "additional",
+          "requirements",
+          "turn",
+          "material",
+          "adverse",
+          "effect",
+          "sales",
+          "purchase",
+          "expense",
+          "transactions",
+          "denominated",
+          "RMB",
+          "significant",
+          "portion",
+          "assets",
+          "liabilities",
+          "freely",
+          "convertible",
+          "currencies",
+          "exchange",
+          "law",
+          "transacted",
+          "authorized",
+          "financial",
+          "institutions",
+          "rates",
+          "set",
+          "People",
+          "Bank",
+          "China",
+          "PBOC",
+          "Remittances",
+          "processed",
+          "bodies",
+          "require",
+          "supporting",
+          "documentation",
+          "order",
+          "remittance",
+          "system",
+          "prevents",
+          "obtaining",
+          "sufficient",
+          "satisfy",
+          "currency",
+          "demands",
+          "pay",
+          "dividends",
+          "fund",
+          "activities",
+          "conducted",
+          "adversely",
+          "affected"
+        ],
+        "keywords": [
+          "VIE structure",
+          "PRC regulatory risk",
+          "foreign exchange"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "71bb0fd2-cf31-5290-adc7-ec73ca565af6",
+      "type": "text",
+      "content": "(e) In the ordinary course of business, the Company makes strategic investments to increase the service offerings and expand capabilities. The Company continually reviews its investments to determine whether there is a decline in fair value below the carrying value. Fair value of the listed securities is subject to volatility and may be materially affected by market fluctuations.\n(f) Financial instruments that potentially subject the Company to significant concentration of credit risk consist principally of cash and cash equivalents, short-term investments, restricted cash and equity securities and other investments. As of September 30, 2025, substantially all of the Company's cash and cash equivalents, restricted cash, short-term investments and other treasury investments were held by major financial institutions located worldwide, including Chinese mainland and Hong Kong S.A.R. If the financial institutions and other issuers of financial instruments held by the Company could become insolvent or if the markets for these instruments could become illiquid as a result of a severe economic downturn, the Company could lose some or all of the value of its investments.\n(g) The Company offers trade assurance program on the international wholesale marketplaces at no charge to the wholesale buyers and sellers. If the wholesale sellers who participate in this program do not deliver the products in their stated specifications to the wholesale buyers on schedule, the Company may compensate the wholesale buyers for their losses on behalf of the wholesale sellers up to a pre-determined amount following a review of each particular case. In turn, the Company will seek a full reimbursement from the wholesale sellers for the prepaid reimbursement amount, yet the Company is exposed to a risk over the collectability of the reimbursement from the wholesale sellers. During the six months ended September 30, 2025, the Company did not incur any material losses with respect to the compensation provided under this program. Given that the maximum compensation for each wholesale seller is pre-determined based on their individual risk assessments by the Company considering their credit profile or other relevant information, the Company determined that the likelihood of material default on the payments is not probable and therefore no provisions have been made in relation to this program.\n(h) In the ordinary course of business, the Company is from time to time involved in legal proceedings and litigations and is subject to regulatory investigations. The more stringent obligations under laws and regulations will create additional operational requirements with increased compliance costs for the Company. In March 2024, the European Commission, or the EU Commission, opened formal proceeding against AliExpress to assess whether AliExpress breached the Digital Services Act. On June 18, 2025, the EU Commission issued preliminary findings in which it considers on a preliminary basis that AliExpress is in breach of its obligation to assess and mitigate risks related to the dissemination of illegal content on its platform. In September 2025, AliExpress filed observations concerning such preliminary findings. The ultimate timeline and final outcome of the investigation is currently uncertain and subject to further communications with the EU Commission and their final decision based on such further communications and their deliberations. Any potential loss associated with the investigation is not reasonably estimable at this stage. Except for the above, there are no legal proceedings and litigations that have in the recent past had, or to the Company’s knowledge, are probable to have, a material impact on the Company’s financial positions, results of operations or cash flows. The Company did not accrue any material loss contingencies in this respect as of September 30, 2025.\n(i) The Russia-Ukraine conflict has resulted in significant disruptions to supply chains, logistics and business activities in the region that has negatively affected our international commerce business and Cainiao's international logistics business. The conflict has also caused, and continues to intensify, significant geopolitical tensions in Europe and across the globe. The resulting sanctions imposed are expected to have significant impacts on the economic conditions of the countries and markets targeted by such sanctions, and may have unforeseen, unpredictable secondary effects on global energy prices, supply chains and other aspects of the global economy. The conflict may adversely affect the Company's business, financial condition and results of operations.\n(j) The United Nations and a number of countries and jurisdictions, including China, the United States and the EU, have adopted various export control and economic or trade sanction regimes. In particular, the United States government and other governments have increasingly threatened and/or imposed export control, as well as economic, trade and other sanctions on a number of China-based companies. The United States and other countries may impose other and more expansive restrictions on the supply of chips, computing power or other technologies or services to China and China-based companies, including the Company, in the future. Such restrictions may affect the Company's businesses by limiting the Company's ability to upgrade its products and services, technological capabilities, in particular AI technologies, and to maintain its competitive edge, thereby negatively affecting the Company's results of operations, financial condition and growth potential.",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_12/17. Risks and contingencies (Continued)",
+      "metadata": {
+        "length": 5647,
+        "summary": "The passage outlines various risks faced by the company, including strategic investment volatility, credit risk from financial institutions, trade assurance program liabilities, legal proceedings such as the EU investigation into AliExpress under the Digital Services Act, impacts from the Russia-Ukraine conflict on supply chains and logistics, and risks from export controls and sanctions affecting technology upgrades and competitive edge.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "In",
+          "ordinary",
+          "business",
+          "Company",
+          "makes",
+          "strategic",
+          "investments",
+          "increase",
+          "service",
+          "offerings",
+          "expand",
+          "capabilities",
+          "The",
+          "continually",
+          "reviews",
+          "determine",
+          "decline",
+          "fair",
+          "carrying",
+          "Fair",
+          "listed",
+          "securities",
+          "subject",
+          "volatility",
+          "materially",
+          "affected",
+          "market",
+          "fluctuations",
+          "Financial",
+          "instruments",
+          "potentially",
+          "significant",
+          "concentration",
+          "credit",
+          "risk",
+          "consist",
+          "principally",
+          "cash",
+          "equivalents",
+          "short",
+          "term",
+          "restricted",
+          "equity",
+          "As",
+          "September",
+          "30",
+          "2025",
+          "substantially",
+          "treasury",
+          "held",
+          "major",
+          "financial",
+          "institutions",
+          "located",
+          "worldwide",
+          "including",
+          "Chinese",
+          "mainland",
+          "Hong",
+          "Kong",
+          "If",
+          "issuers",
+          "insolvent",
+          "markets",
+          "illiquid",
+          "result",
+          "severe",
+          "economic",
+          "downturn",
+          "lose",
+          "offers",
+          "trade",
+          "assurance",
+          "program",
+          "international",
+          "wholesale",
+          "marketplaces",
+          "charge",
+          "buyers",
+          "sellers",
+          "participate",
+          "deliver",
+          "products",
+          "stated",
+          "specifications",
+          "schedule",
+          "compensate",
+          "losses",
+          "behalf",
+          "pre",
+          "determined",
+          "amount",
+          "review",
+          "case",
+          "turn",
+          "seek",
+          "full",
+          "reimbursement",
+          "prepaid",
+          "exposed",
+          "collectability",
+          "During",
+          "months",
+          "ended",
+          "incur",
+          "material",
+          "respect",
+          "compensation",
+          "provided",
+          "Given",
+          "maximum",
+          "seller",
+          "based",
+          "individual",
+          "assessments",
+          "profile",
+          "relevant",
+          "information",
+          "likelihood",
+          "default",
+          "payments",
+          "probable",
+          "provisions",
+          "made",
+          "relation",
+          "time",
+          "involved",
+          "legal",
+          "proceedings",
+          "litigations",
+          "regulatory",
+          "investigations",
+          "stringent",
+          "obligations",
+          "laws",
+          "regulations",
+          "create",
+          "additional",
+          "operational",
+          "requirements",
+          "increased",
+          "compliance",
+          "costs",
+          "March",
+          "2024",
+          "European",
+          "Commission",
+          "EU",
+          "opened",
+          "formal",
+          "proceeding",
+          "AliExpress",
+          "assess",
+          "breached",
+          "Digital",
+          "Services",
+          "Act",
+          "On",
+          "June",
+          "18",
+          "issued",
+          "preliminary",
+          "findings",
+          "considers",
+          "basis",
+          "breach",
+          "obligation",
+          "mitigate",
+          "risks",
+          "related",
+          "dissemination",
+          "illegal",
+          "content",
+          "platform",
+          "filed",
+          "observations",
+          "ultimate",
+          "timeline",
+          "final",
+          "outcome",
+          "investigation",
+          "uncertain",
+          "communications",
+          "decision",
+          "deliberations",
+          "Any",
+          "potential",
+          "loss",
+          "estimable",
+          "stage",
+          "Except",
+          "recent",
+          "past",
+          "knowledge",
+          "impact",
+          "positions",
+          "results",
+          "operations",
+          "flows",
+          "accrue",
+          "contingencies",
+          "Russia",
+          "Ukraine",
+          "conflict",
+          "resulted",
+          "disruptions",
+          "supply",
+          "chains",
+          "logistics",
+          "activities",
+          "region",
+          "negatively",
+          "commerce",
+          "Cainiao",
+          "caused",
+          "continues",
+          "intensify",
+          "geopolitical",
+          "tensions",
+          "Europe",
+          "globe",
+          "resulting",
+          "sanctions",
+          "imposed",
+          "expected",
+          "impacts",
+          "conditions",
+          "countries",
+          "targeted",
+          "unforeseen",
+          "unpredictable",
+          "secondary",
+          "effects",
+          "global",
+          "energy",
+          "prices",
+          "aspects",
+          "economy",
+          "adversely",
+          "affect",
+          "condition",
+          "United",
+          "Nations",
+          "number",
+          "jurisdictions",
+          "China",
+          "States",
+          "adopted",
+          "export",
+          "control",
+          "sanction",
+          "regimes",
+          "government",
+          "governments",
+          "increasingly",
+          "threatened",
+          "companies",
+          "impose",
+          "expansive",
+          "restrictions",
+          "chips",
+          "computing",
+          "power",
+          "technologies",
+          "services",
+          "future",
+          "Such",
+          "businesses",
+          "limiting",
+          "ability",
+          "upgrade",
+          "technological",
+          "AI",
+          "maintain",
+          "competitive",
+          "edge",
+          "affecting",
+          "growth"
+        ],
+        "keywords": [
+          "Financial Risks",
+          "Legal Proceedings",
+          "Geopolitical Risks"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "6c24ca06-8e05-51d9-b945-d5fcdebe76b7",
+      "type": "text",
+      "content": "",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_13",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "00f3c68c-07ec-59ec-8d48-a994959b7460",
+      "type": "text",
+      "content": "FOR THE SIX MONTHS ENDED SEPTEMBER 30, 2024 and 2025",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_13/NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS",
+      "metadata": {
+        "length": 52,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "FOR",
+          "THE",
+          "SIX",
+          "MONTHS",
+          "ENDED",
+          "SEPTEMBER",
+          "30",
+          "2024",
+          "2025"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "ee1f4a8d-c134-5b2e-8eb9-04c9e0eb3230",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"4\"></td><td colspan=\"2\">Six months ended September 30,</td></tr><tr><td>2024</td><td>2025</td></tr><tr><td>RMB</td><td>RMB</td></tr><tr><td colspan=\"2\">(in millions)</td></tr><tr><td>Alibaba China E-commerce Group</td><td></td><td></td></tr><tr><td>Revenue</td><td>242,443</td><td>272,650</td></tr><tr><td>Costs and expenses (i)</td><td>(149,363)</td><td>(223,764)</td></tr><tr><td>Adjusted EBITA (ii)</td><td>93,080</td><td>48,886</td></tr><tr><td>Alibaba International Digital Commerce Group</td><td></td><td></td></tr><tr><td>Revenue</td><td>60,965</td><td>69,540</td></tr><tr><td>Costs and expenses (i)</td><td>(67,576)</td><td>(69,437)</td></tr><tr><td>Adjusted EBITA (ii)</td><td>(6,611)</td><td>103</td></tr><tr><td>Cloud Intelligence Group</td><td></td><td></td></tr><tr><td>Revenue</td><td>56,159</td><td>73,222</td></tr><tr><td>Costs and expenses (i)</td><td>(51,161)</td><td>(66,664)</td></tr><tr><td>Adjusted EBITA (ii)</td><td>4,998</td><td>6,558</td></tr><tr><td>All others</td><td></td><td></td></tr><tr><td>Revenue</td><td>165,837</td><td>121,568</td></tr><tr><td>Costs and expenses (i)</td><td>(168,747)</td><td>(126,353)</td></tr><tr><td>Adjusted EBITA (ii)</td><td>(2,910)</td><td>(4,785)</td></tr></table>",
+      "path": "tables/table-41 Alibaba Segment Results.html",
+      "metadata": {
+        "length": 1249,
+        "summary": "table-42\nFinancial data for Alibaba segments (China E-commerce, International Digital Commerce, Cloud Intelligence, Others) for six months ended Sep 2024 and 2025, showing revenue, costs, and adjusted EBITA in RMB millions.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "file_path": "tables/table-41 Alibaba Segment Results.html",
+        "keywords": [
+          "Revenue",
+          "Adjusted EBITA",
+          "Segment"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "8a68445e-21ca-5a0f-88a6-5a05c0902789",
+      "type": "text",
+      "content": "Prior to the quarter ended June 30, 2025, the Company had six reportable segments, namely Taobao and Tmall Group, Alibaba International Digital Commerce Group, Cloud Intelligence Group, Cainiao Smart Logistics Network Limited, Local Services Group, and Hujing Digital Media and Entertainment Group. Starting from the quarter ended June 30, 2025, the Company has implemented a new organizational structure, which the CODM started to review information under a new reporting structure, and segment reporting has been updated to conform to this change. Comparative figures for the six months ended September 30, 2024 were updated to conform to the segment presentation.\nSegment information is presented before elimination of inter-segment transactions. In general, revenue, cost of revenue and operating expenses are directly attributable, or are allocated, to each segment. The Company allocates costs and expenses that are not directly attributable to a specific segment, such as those that support infrastructure across different segments, to different segments mainly on the basis of usage, revenue or headcount, depending on the nature of the relevant costs and expenses. The Company does not allocate assets to its segments as the CODM does not evaluate the performance of segments using asset information.\nThe CODM regularly reviews adjusted earnings before interest, taxes and amortization (“Adjusted EBITA”) for each segment which is considered as a segment operating performance measure. The CODM uses revenue and Adjusted EBITA to assess performance for each segment and allocate resources for each segment in the annual budget and forecasting process.\nThe following table presents the information by segment for the six months ended September 30, 2024 and 2025:\n\n[tables/table-41 Alibaba Segment Results.html]",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_13/18. Segment information",
+      "metadata": {
+        "length": 1818,
+        "summary": "The company updated its segment reporting from six segments to a new organizational structure starting June 30, 2025. Segments include Taobao and Tmall Group, Alibaba International Digital Commerce Group, Cloud Intelligence Group, Cainiao Smart Logistics, Local Services Group, and Hujing Digital Media. The CODM uses revenue and Adjusted EBITA to evaluate performance and allocate resources. Segment information is presented before inter-segment elimination, with costs allocated based on usage, revenue, or headcount. Assets are not allocated to segments. The table provides segment data for the six months ended September 30, 2024 and 2025.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "Prior",
+          "quarter",
+          "ended",
+          "June",
+          "30",
+          "2025",
+          "Company",
+          "reportable",
+          "segments",
+          "Taobao",
+          "Tmall",
+          "Group",
+          "Alibaba",
+          "International",
+          "Digital",
+          "Commerce",
+          "Cloud",
+          "Intelligence",
+          "Cainiao",
+          "Smart",
+          "Logistics",
+          "Network",
+          "Limited",
+          "Local",
+          "Services",
+          "Hujing",
+          "Media",
+          "Entertainment",
+          "Starting",
+          "implemented",
+          "organizational",
+          "structure",
+          "CODM",
+          "started",
+          "review",
+          "information",
+          "reporting",
+          "segment",
+          "updated",
+          "conform",
+          "change",
+          "Comparative",
+          "figures",
+          "months",
+          "September",
+          "2024",
+          "presentation",
+          "Segment",
+          "presented",
+          "elimination",
+          "inter",
+          "transactions",
+          "In",
+          "general",
+          "revenue",
+          "cost",
+          "operating",
+          "expenses",
+          "directly",
+          "attributable",
+          "allocated",
+          "The",
+          "allocates",
+          "costs",
+          "specific",
+          "support",
+          "infrastructure",
+          "basis",
+          "usage",
+          "headcount",
+          "depending",
+          "nature",
+          "relevant",
+          "allocate",
+          "assets",
+          "evaluate",
+          "performance",
+          "asset",
+          "regularly",
+          "reviews",
+          "adjusted",
+          "earnings",
+          "interest",
+          "taxes",
+          "amortization",
+          "Adjusted",
+          "EBITA",
+          "considered",
+          "measure",
+          "assess",
+          "resources",
+          "annual",
+          "budget",
+          "forecasting",
+          "process",
+          "table",
+          "presents"
+        ],
+        "keywords": [
+          "segments",
+          "Adjusted EBITA",
+          "organizational structure"
+        ],
+        "connect_to": [
+          {
+            "target": "ee1f4a8d-c134-5b2e-8eb9-04c9e0eb3230",
+            "relation": "embeds",
+            "ref": "[tables/table-41 Alibaba Segment Results.html]",
+            "position": {
+              "start": 1772,
+              "end": 1818
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "d8b1e398-4315-5ec4-b339-231ee4d640fc",
+      "type": "text",
+      "content": "",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_14",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "00f3c68c-07ec-59ec-8d48-a994959b7460",
+      "type": "text",
+      "content": "FOR THE SIX MONTHS ENDED SEPTEMBER 30, 2024 and 2025",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_14/NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS",
+      "metadata": {
+        "length": 52,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "FOR",
+          "THE",
+          "SIX",
+          "MONTHS",
+          "ENDED",
+          "SEPTEMBER",
+          "30",
+          "2024",
+          "2025"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "4543413c-2e9a-597d-961e-6c5e116f0993",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"3\"></td><td colspan=\"2\">Six months ended September 30,</td></tr><tr><td>2024</td><td>2025</td></tr><tr><td>RMB</td><td>RMB</td></tr><tr><td></td><td colspan=\"2\">(in millions)</td></tr><tr><td>Total segments Adjusted EBITA</td><td>88,557</td><td>50,762</td></tr><tr><td>Unallocated (iii)</td><td>(2,142)</td><td>(1,640)</td></tr><tr><td>Inter-segment elimination</td><td>(819)</td><td>(1,205)</td></tr><tr><td>Non-cash share-based compensation expense</td><td>(7,775)</td><td>(6,076)</td></tr><tr><td>Amortization and impairment of intangible assets, and others</td><td>(3,441)</td><td>(1,488)</td></tr><tr><td>Provision for the shareholder class action lawsuits</td><td>(3,145)</td><td>—</td></tr><tr><td>Consolidated income from operations</td><td>71,235</td><td>40,353</td></tr><tr><td>Interest and investment income, net</td><td>17,129</td><td>37,468</td></tr><tr><td>Interest expense</td><td>(4,615)</td><td>(4,995)</td></tr><tr><td>Other (expense) income, net</td><td>(1,221)</td><td>1,329</td></tr><tr><td>Income tax expenses</td><td>(17,442)</td><td>(14,415)</td></tr><tr><td>Share of results of equity method investees</td><td>2,483</td><td>3,254</td></tr><tr><td>Consolidated net income</td><td>67,569</td><td>62,994</td></tr></table>",
+      "path": "tables/table-42 Financial Results.html",
+      "metadata": {
+        "length": 1267,
+        "summary": "table-43\nThe table shows consolidated income from operations decreased from 71,235 to 40,353 million RMB, while net income dropped from 67,569 to 62,994 million RMB for the six months ended September 30, 2024 and 2025.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "file_path": "tables/table-42 Financial Results.html",
+        "keywords": [
+          "EBITA",
+          "Net Income",
+          "Operations"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "70c66016-defa-5742-83c6-c44462b7552d",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"4\"></td><td colspan=\"2\">Six months ended September 30,</td></tr><tr><td>2024</td><td>2025</td></tr><tr><td>RMB</td><td>RMB</td></tr><tr><td colspan=\"2\">(in millions)</td></tr><tr><td>Alibaba China E-commerce Group</td><td>79</td><td>62</td></tr><tr><td>Alibaba International Digital Commerce Group</td><td>547</td><td>370</td></tr><tr><td>Cloud Intelligence Group</td><td>6,906</td><td>11,877</td></tr><tr><td>All others</td><td>4,087</td><td>1,226</td></tr><tr><td>Total segments depreciation and impairment of property and equipment, and operating lease cost relating to land use rights</td><td>11,619</td><td>13,535</td></tr></table>",
+      "path": "tables/table-43 Depreciation by Segment.html",
+      "metadata": {
+        "length": 660,
+        "summary": "table-44\nThe table shows depreciation and impairment of property and equipment for Alibaba segments for six months ended September 30, 2024 and 2025, with totals of 11,619 and 13,535 million RMB respectively.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "file_path": "tables/table-43 Depreciation by Segment.html",
+        "keywords": [
+          "depreciation",
+          "segments",
+          "Alibaba"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "6fa09758-cf3c-50ee-a2d4-691d01aaf544",
+      "type": "text",
+      "content": "The following table presents the reconciliation from the total segments Adjusted EBITA to the consolidated net income for the six months ended September 30, 2024 and 2025:\n\n[tables/table-42 Financial Results.html]\n\nThe following table presents the depreciation and impairment of property and equipment, and operating lease cost relating to land use rights by segment for the six months ended September 30, 2024 and 2025:\n\n[tables/table-43 Depreciation by Segment.html]\n\n(i) Segment costs and expenses primarily comprise components that are included in cost of revenue, product development expenses, sales and marketing expenses, as well as general and administrative expenses.\n(ii) Adjusted EBITA represents net income before interest and investment income, net, interest expense, other (expense) income, net, income tax expenses, share of results of equity method investees, certain non-cash expenses, consisting of share-based compensation expense, amortization and impairment of intangible assets, impairment of goodwill, and others, which the Company does not believe are reflective of the Company's core operating performance during the periods presented.\n(iii) Unallocated primarily relates to certain costs incurred by corporate functions and other miscellaneous items that are not allocated to individual segments.\nDetails of the Company's revenue by segment are set out in Note 4.",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_14/18. Segment information (Continued)",
+      "metadata": {
+        "length": 1395,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "The",
+          "table",
+          "presents",
+          "reconciliation",
+          "total",
+          "segments",
+          "Adjusted",
+          "EBITA",
+          "consolidated",
+          "net",
+          "income",
+          "months",
+          "ended",
+          "September",
+          "30",
+          "2024",
+          "2025",
+          "depreciation",
+          "impairment",
+          "property",
+          "equipment",
+          "operating",
+          "lease",
+          "cost",
+          "relating",
+          "land",
+          "rights",
+          "segment",
+          "Segment",
+          "costs",
+          "expenses",
+          "primarily",
+          "comprise",
+          "components",
+          "included",
+          "revenue",
+          "product",
+          "development",
+          "sales",
+          "marketing",
+          "general",
+          "administrative",
+          "ii",
+          "represents",
+          "interest",
+          "investment",
+          "expense",
+          "tax",
+          "share",
+          "results",
+          "equity",
+          "method",
+          "investees",
+          "cash",
+          "consisting",
+          "based",
+          "compensation",
+          "amortization",
+          "intangible",
+          "assets",
+          "goodwill",
+          "Company",
+          "reflective",
+          "core",
+          "performance",
+          "periods",
+          "presented",
+          "iii",
+          "Unallocated",
+          "relates",
+          "incurred",
+          "corporate",
+          "functions",
+          "miscellaneous",
+          "items",
+          "allocated",
+          "individual",
+          "Details",
+          "set",
+          "Note"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "4543413c-2e9a-597d-961e-6c5e116f0993",
+            "relation": "embeds",
+            "ref": "[tables/table-42 Financial Results.html]",
+            "position": {
+              "start": 173,
+              "end": 213
+            }
+          },
+          {
+            "target": "70c66016-defa-5742-83c6-c44462b7552d",
+            "relation": "embeds",
+            "ref": "[tables/table-43 Depreciation by Segment.html]",
+            "position": {
+              "start": 422,
+              "end": 468
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "1d4d310f-7f2b-5e90-893f-3758245a3353",
+      "type": "text",
+      "content": "",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_15",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "00f3c68c-07ec-59ec-8d48-a994959b7460",
+      "type": "text",
+      "content": "FOR THE SIX MONTHS ENDED SEPTEMBER 30, 2024 and 2025",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_15/NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS",
+      "metadata": {
+        "length": 52,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "FOR",
+          "THE",
+          "SIX",
+          "MONTHS",
+          "ENDED",
+          "SEPTEMBER",
+          "30",
+          "2024",
+          "2025"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "99274fe1-9806-5dc6-bf00-dea24e15e8da",
+      "type": "text",
+      "content": "",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_15/19. Aging analysis",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "80b62589-b7e3-503f-be82-c2cabc32b546",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"4\"></td><td>As of March 31,</td><td>As of September 30,</td></tr><tr><td>2025</td><td>2025</td></tr><tr><td>RMB</td><td>RMB</td></tr><tr><td colspan=\"2\">(in millions)</td></tr><tr><td>0-3 months</td><td>25,172</td><td>25,073</td></tr><tr><td>3-6 months</td><td>3,078</td><td>3,395</td></tr><tr><td>6-12 months</td><td>1,775</td><td>2,344</td></tr><tr><td>Over 1 year</td><td>627</td><td>834</td></tr><tr><td>Accounts receivable, net of allowance</td><td>30,652</td><td>31,646</td></tr></table>",
+      "path": "tables/table-44 Accounts Receivable.html",
+      "metadata": {
+        "length": 517,
+        "summary": "table-45\nThe table shows accounts receivable aging as of March 31 and September 30, 2025, with totals of 30,652 and 31,646 million RMB respectively, broken down by 0-3, 3-6, 6-12 months, and over 1 year.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "file_path": "tables/table-44 Accounts Receivable.html",
+        "keywords": [
+          "Accounts Receivable",
+          "Aging",
+          "RMB"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "b2790564-1fe9-562e-84bb-502b2a7c59b6",
+      "type": "text",
+      "content": "The aging analysis of the accounts receivable, net of allowance, based on billing date is as follows:\n\n[tables/table-44 Accounts Receivable.html]",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_15/19. Aging analysis/Accounts receivable",
+      "metadata": {
+        "length": 161,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "The",
+          "aging",
+          "analysis",
+          "accounts",
+          "receivable",
+          "net",
+          "allowance",
+          "based",
+          "billing",
+          "date"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "80b62589-b7e3-503f-be82-c2cabc32b546",
+            "relation": "embeds",
+            "ref": "[tables/table-44 Accounts Receivable.html]",
+            "position": {
+              "start": 103,
+              "end": 145
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "4ad4f24e-df74-5d21-b267-84d469b43112",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"4\"></td><td>As of March 31,</td><td>As of September 30,</td></tr><tr><td>2025</td><td>2025</td></tr><tr><td>RMB</td><td>RMB</td></tr><tr><td colspan=\"2\">(in millions)</td></tr><tr><td>0-3 months</td><td>52,019</td><td>56,073</td></tr><tr><td>3-6 months</td><td>3,990</td><td>5,696</td></tr><tr><td>6-12 months</td><td>846</td><td>1,600</td></tr><tr><td>Over 1 year</td><td>1,346</td><td>1,570</td></tr><tr><td>Accounts payable</td><td>58,201</td><td>64,939</td></tr></table>",
+      "path": "tables/table-45 Accounts Payable.html",
+      "metadata": {
+        "length": 498,
+        "summary": "table-46\nThe table shows accounts payable by maturity as of March 31 and September 30, 2025, in millions of RMB. Total payables are 58,201 and 64,939, with most due within 3 months.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "file_path": "tables/table-45 Accounts Payable.html",
+        "keywords": [
+          "Accounts Payable",
+          "Maturity",
+          "RMB"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "f703a9a6-ffe1-598a-bf46-613acf15dd2e",
+      "type": "text",
+      "content": "The aging analysis of the accounts payable based on billing date is as follows:\n\n[tables/table-45 Accounts Payable.html]",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_15/19. Aging analysis/Accounts payable",
+      "metadata": {
+        "length": 139,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "The",
+          "aging",
+          "analysis",
+          "accounts",
+          "payable",
+          "based",
+          "billing",
+          "date"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "4ad4f24e-df74-5d21-b267-84d469b43112",
+            "relation": "embeds",
+            "ref": "[tables/table-45 Accounts Payable.html]",
+            "position": {
+              "start": 81,
+              "end": 120
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "08afc35e-c6c7-5594-8868-8a67169f1218",
+      "type": "text",
+      "content": "The Board did not recommend the distribution of interim dividend for the six months ended September 30, 2024 and 2025.",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_15/20. Dividends",
+      "metadata": {
+        "length": 118,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "The",
+          "Board",
+          "recommend",
+          "distribution",
+          "interim",
+          "dividend",
+          "months",
+          "ended",
+          "September",
+          "30",
+          "2024",
+          "2025"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "b258f4c5-ae5e-569e-a64e-9a43407488c0",
+      "type": "text",
+      "content": "Save as disclosed in the unaudited condensed consolidated financial statements, there were no significant events that might affect the Company since September 30, 2025.",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_15/21. Subsequent events",
+      "metadata": {
+        "length": 168,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "Save",
+          "disclosed",
+          "unaudited",
+          "condensed",
+          "consolidated",
+          "financial",
+          "statements",
+          "significant",
+          "events",
+          "affect",
+          "Company",
+          "September",
+          "30",
+          "2025"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "862bb99a-e381-54a8-93cb-7ab69138224e",
+      "type": "text",
+      "content": "",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_16",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "5fa7fa56-65ab-506c-b7ce-e97e85afdf22",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"3\"></td><td colspan=\"10\">As of March 31, 2025</td></tr><tr><td>Amounts as reported under U.S. GAAP</td><td>Consolidation and business combinations, and others (i)</td><td>Equity securities without readily determinable fair value (ii)</td><td>Equity method investments (iii)</td><td>Share-based awards (iv)</td><td>Operating leases (v)</td><td>Redeemable noncontrolling interests (vi)</td><td>Hyperinflation (vii)</td><td>Convertible unsecured senior notes and instruments in an entity’s own equity (viii)</td><td>Amounts under IFRS</td></tr><tr><td colspan=\"10\">(in millions of RMB)</td></tr><tr><td>Equity securities and other investments</td><td>356,818</td><td>—</td><td>5,003</td><td>3,547</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>365,368</td></tr><tr><td>Prepayments, receivables and other assets</td><td>83,431</td><td>(258)</td><td>485</td><td>—</td><td>578</td><td>(1,010)</td><td>—</td><td>382</td><td>6,874</td><td>90,482</td></tr><tr><td>Investments in equity method investees</td><td>210,169</td><td>(241)</td><td>—</td><td>(226)</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>209,702</td></tr><tr><td>Property and equipment, net</td><td>203,348</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>1,318</td><td>—</td><td>204,666</td></tr><tr><td>Intangible assets, net</td><td>20,911</td><td>(1,861)</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>426</td><td>—</td><td>19,476</td></tr><tr><td>Goodwill</td><td>255,501</td><td>(36,284)</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>3,180</td><td>—</td><td>222,397</td></tr><tr><td>Total assets</td><td>1,804,227</td><td>(38,644)</td><td>5,488</td><td>3,321</td><td>578</td><td>(1,010)</td><td>—</td><td>5,306</td><td>6,874</td><td>1,786,140</td></tr><tr><td>Deferred tax liabilities</td><td>48,454</td><td>(719)</td><td>368</td><td>(283)</td><td>(78)</td><td>—</td><td>—</td><td>(51)</td><td>—</td><td>47,691</td></tr><tr><td>Convertible unsecured senior notes</td><td>35,834</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>16,021</td><td>51,855</td></tr><tr><td>Other liabilities</td><td>17,644</td><td>—</td><td>—</td><td>—</td><td>—</td><td>(2)</td><td>10,247</td><td>—</td><td>—</td><td>27,889</td></tr><tr><td>Total liabilities</td><td>714,121</td><td>(719)</td><td>368</td><td>(283)</td><td>(78)</td><td>(2)</td><td>10,247</td><td>(51)</td><td>16,021</td><td>739,624</td></tr><tr><td>Mezzanine equity</td><td>11,713</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>(11,713)</td><td>—</td><td>—</td><td>—</td></tr><tr><td>Total shareholders’ equity</td><td>1,009,858</td><td>(17,402)</td><td>5,120</td><td>3,604</td><td>656</td><td>(1,008)</td><td>1,439</td><td>2,616</td><td>(9,147)</td><td>995,736</td></tr><tr><td>Noncontrolling interests</td><td>68,535</td><td>(20,523)</td><td>—</td><td>—</td><td>—</td><td>—</td><td>27</td><td>2,741</td><td>—</td><td>50,780</td></tr><tr><td>Total equity</td><td>1,078,393</td><td>(37,925)</td><td>5,120</td><td>3,604</td><td>656</td><td>(1,008)</td><td>1,466</td><td>5,357</td><td>(9,147)</td><td>1,046,516</td></tr><tr><td>Total liabilities, mezzanine equity and equity</td><td>1,804,227</td><td>(38,644)</td><td>5,488</td><td>3,321</td><td>578</td><td>(1,010)</td><td>—</td><td>5,306</td><td>6,874</td><td>1,786,140</td></tr></table>",
+      "path": "tables/table-46 IFRS Adjustments.html",
+      "metadata": {
+        "length": 3372,
+        "summary": "table-47\nReconciliation of U.S. GAAP to IFRS for assets, liabilities, and equity as of March 31, 2025, showing adjustments for consolidation, investments, leases, and convertible notes.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "file_path": "tables/table-46 IFRS Adjustments.html",
+        "keywords": [
+          "IFRS",
+          "GAAP",
+          "reconciliation"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "a5af7c4f-4493-5c2c-9e4b-8446c8232801",
+      "type": "text",
+      "content": "FOR THE SIX MONTHS ENDED SEPTEMBER 30, 2024 and 2025\n22. Reconciliations between U.S. GAAP and International Financial Reporting Standards\nThe unaudited condensed consolidated financial statements are prepared in accordance with U.S. GAAP, which differ in certain respects from International Financial Reporting Standards (“IFRS”). The effects of material differences between the unaudited condensed consolidated financial statements of the Company prepared under U.S. GAAP and IFRS are as follows:\nReconciliation of Unaudited Condensed Consolidated Balance Sheets (Extract)\n\n[tables/table-46 IFRS Adjustments.html]",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_16/NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS",
+      "metadata": {
+        "length": 619,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "FOR",
+          "THE",
+          "SIX",
+          "MONTHS",
+          "ENDED",
+          "SEPTEMBER",
+          "30",
+          "2024",
+          "2025",
+          "22",
+          "Reconciliations",
+          "GAAP",
+          "International",
+          "Financial",
+          "Reporting",
+          "Standards",
+          "The",
+          "unaudited",
+          "condensed",
+          "consolidated",
+          "financial",
+          "statements",
+          "prepared",
+          "accordance",
+          "differ",
+          "respects",
+          "IFRS",
+          "effects",
+          "material",
+          "differences",
+          "Company",
+          "Reconciliation",
+          "Unaudited",
+          "Condensed",
+          "Consolidated",
+          "Balance",
+          "Sheets",
+          "Extract"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "5fa7fa56-65ab-506c-b7ce-e97e85afdf22",
+            "relation": "embeds",
+            "ref": "[tables/table-46 IFRS Adjustments.html]",
+            "position": {
+              "start": 576,
+              "end": 615
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "a7d64cc9-32b2-56a7-835e-791463e0508f",
+      "type": "text",
+      "content": "",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_17",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "da3489db-58f6-5ae2-ac42-24d4999305f1",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"2\"></td><td>Amounts as reported under U.S. GAAP</td><td>Consolidation and business combinations, and others (i)</td><td>Equity securities without readily determinable fair value (ii)</td><td>Equity method investments (iii)</td><td>Share-based awards (iv)</td><td>Operating leases (v)</td><td>Redeemable noncontrolling interests (vi)</td><td>Hyperinflation (vii)</td><td>Convertible unsecured senior notes and instruments in an entity&#x27;s own equity (viii)</td><td>Amounts under IFRS</td></tr><tr><td colspan=\"10\">(in millions of RMB)</td></tr><tr><td>Equity securities and other investments</td><td>411,953</td><td>—</td><td>3,282</td><td>4,223</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>419,458</td></tr><tr><td>Prepayments, receivables and other assets</td><td>96,927</td><td>(258)</td><td>521</td><td>—</td><td>637</td><td>(974)</td><td>—</td><td>1,023</td><td>8,315</td><td>106,191</td></tr><tr><td>Investments in equity method investees</td><td>206,862</td><td>(241)</td><td>—</td><td>(784)</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>205,837</td></tr><tr><td>Property and equipment, net</td><td>246,539</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>699</td><td>—</td><td>247,238</td></tr><tr><td>Intangible assets, net</td><td>19,429</td><td>(1,688)</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>445</td><td>—</td><td>18,186</td></tr><tr><td>Goodwill</td><td>255,551</td><td>(36,278)</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>3,304</td><td>—</td><td>222,577</td></tr><tr><td>Total assets</td><td>1,883,880</td><td>(38,465)</td><td>3,803</td><td>3,439</td><td>637</td><td>(974)</td><td>—</td><td>5,471</td><td>8,315</td><td>1,866,106</td></tr><tr><td>Deferred tax liabilities</td><td>46,802</td><td>(684)</td><td>324</td><td>(292)</td><td>(170)</td><td>—</td><td>—</td><td>(52)</td><td>—</td><td>45,928</td></tr><tr><td>Convertible unsecured senior notes</td><td>57,481</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>34,064</td><td>91,545</td></tr><tr><td>Exchangeable bonds</td><td>13,755</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>13,755</td></tr><tr><td>Other liabilities</td><td>21,354</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>8,467</td><td>—</td><td>—</td><td>29,821</td></tr><tr><td>Total liabilities</td><td>772,095</td><td>(684)</td><td>324</td><td>(292)</td><td>(170)</td><td>—</td><td>8,467</td><td>(52)</td><td>34,064</td><td>813,752</td></tr><tr><td>Mezzanine equity</td><td>9,884</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>(9,884)</td><td>—</td><td>—</td><td>—</td></tr><tr><td>Total shareholders&#x27; equity</td><td>1,032,495</td><td>(17,252)</td><td>3,479</td><td>3,731</td><td>807</td><td>(974)</td><td>1,432</td><td>2,711</td><td>(25,749)</td><td>1,000,680</td></tr><tr><td>Noncontrolling interests</td><td>69,406</td><td>(20,529)</td><td>—</td><td>—</td><td>—</td><td>—</td><td>(15)</td><td>2,812</td><td>—</td><td>51,674</td></tr><tr><td>Total equity</td><td>1,101,901</td><td>(37,781)</td><td>3,479</td><td>3,731</td><td>807</td><td>(974)</td><td>1,417</td><td>5,523</td><td>(25,749)</td><td>1,052,354</td></tr><tr><td>Total liabilities, mezzanine equity and equity</td><td>1,883,880</td><td>(38,465)</td><td>3,803</td><td>3,439</td><td>637</td><td>(974)</td><td>—</td><td>5,471</td><td>8,315</td><td>1,866,106</td></tr></table>",
+      "path": "tables/table-47 GAAP to IFRS.html",
+      "metadata": {
+        "length": 3468,
+        "summary": "table-48\nReconciliation of U.S. GAAP to IFRS for assets, liabilities, and equity, showing adjustments for consolidation, equity securities, leases, and convertible notes.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "file_path": "tables/table-47 GAAP to IFRS.html",
+        "keywords": [
+          "GAAP",
+          "IFRS",
+          "reconciliation"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "8a988273-cbf5-5031-8898-dd4481f593d3",
+      "type": "text",
+      "content": "FOR THE SIX MONTHS ENDED SEPTEMBER 30, 2024 and 2025\n22. Reconciliations between U.S. GAAP and International Financial Reporting Standards (Continued)\nReconciliation of Unaudited Condensed Consolidated Balance Sheets (Extract)\nAs of September 30, 2025\n\n[tables/table-47 GAAP to IFRS.html]",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_17/NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS",
+      "metadata": {
+        "length": 356,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "FOR",
+          "THE",
+          "SIX",
+          "MONTHS",
+          "ENDED",
+          "SEPTEMBER",
+          "30",
+          "2024",
+          "2025",
+          "22",
+          "Reconciliations",
+          "GAAP",
+          "International",
+          "Financial",
+          "Reporting",
+          "Standards",
+          "Continued",
+          "Reconciliation",
+          "Unaudited",
+          "Condensed",
+          "Consolidated",
+          "Balance",
+          "Sheets",
+          "Extract",
+          "As",
+          "September"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "da3489db-58f6-5ae2-ac42-24d4999305f1",
+            "relation": "embeds",
+            "ref": "[tables/table-47 GAAP to IFRS.html]",
+            "position": {
+              "start": 253,
+              "end": 288
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "7db1b722-ad9e-572f-a8c0-99b1062d5e37",
+      "type": "text",
+      "content": "",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_18",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "859bfd8e-2b98-5081-aed8-ee1cbdcf329b",
+      "type": "text",
+      "content": "",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_18/NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "02532963-dfe0-58ae-9d80-c082b4c19956",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"2\"></td><td>Amounts as reported under U.S. GAAP</td><td>Consolidation and business combinations, and others (i)</td><td>Equity securities without readily determinable fair value (ii)</td><td>Equity method investments (iii)</td><td>Share-based awards (iv)</td><td>Operating leases (v)</td><td>Redeemable noncontrolling interests (vi)</td><td>Hyperinflation (vii)</td><td>Convertible unsecured senior notes and instruments in an entity&#x27;s own equity (viii)</td><td>Amounts under IFRS</td></tr><tr><td colspan=\"10\">(in millions of RMB)</td></tr><tr><td>Revenue</td><td>479,739</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>97</td><td>—</td><td>479,836</td></tr><tr><td>Cost of revenue</td><td>(290,135)</td><td>—</td><td>—</td><td>—</td><td>(22)</td><td>641</td><td>—</td><td>(235)</td><td>—</td><td>(289,751)</td></tr><tr><td>Product development expenses</td><td>(27,555)</td><td>—</td><td>—</td><td>—</td><td>(10)</td><td>—</td><td>—</td><td>(1)</td><td>—</td><td>(27,566)</td></tr><tr><td>Sales and marketing expenses</td><td>(65,167)</td><td>—</td><td>—</td><td>—</td><td>(2)</td><td>1</td><td>—</td><td>(323)</td><td>—</td><td>(65,491)</td></tr><tr><td>General and administrative expenses</td><td>(23,057)</td><td>—</td><td>—</td><td>—</td><td>(18)</td><td>70</td><td>—</td><td>(9)</td><td>—</td><td>(23,014)</td></tr><tr><td>Amortization and impairment of intangible assets</td><td>(3,441)</td><td>160</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>39</td><td>—</td><td>(3,242)</td></tr><tr><td>Other gains, net</td><td>851</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>851</td></tr><tr><td>Income from operations</td><td>71,235</td><td>160</td><td>—</td><td>—</td><td>(52)</td><td>712</td><td>—</td><td>(432)</td><td>—</td><td>71,623</td></tr><tr><td>Interest and investment income, net</td><td>17,129</td><td>—</td><td>1,750</td><td>(56)</td><td>—</td><td>—</td><td>22</td><td>61</td><td>(7,689)</td><td>11,217</td></tr><tr><td>Interest expense</td><td>(4,615)</td><td>—</td><td>—</td><td>—</td><td>—</td><td>(775)</td><td>(434)</td><td>(12)</td><td>—</td><td>(5,836)</td></tr><tr><td>Other expense, net</td><td>(1,221)</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>442</td><td>—</td><td>(779)</td></tr><tr><td>Income tax expenses</td><td>(17,442)</td><td>(35)</td><td>109</td><td>(227)</td><td>866</td><td>11</td><td>—</td><td>(221)</td><td>—</td><td>(16,939)</td></tr><tr><td>Share of results of equity method investees</td><td>2,483</td><td>—</td><td>—</td><td>1,151</td><td>4</td><td>—</td><td>—</td><td>—</td><td>—</td><td>3,638</td></tr><tr><td>Net income</td><td>67,569</td><td>125</td><td>1,859</td><td>868</td><td>818</td><td>(52)</td><td>(412)</td><td>(162)</td><td>(7,689)</td><td>62,924</td></tr><tr><td>Net loss attributable to noncontrolling interests</td><td>854</td><td>(59)</td><td>—</td><td>—</td><td>(3)</td><td>—</td><td>133</td><td>145</td><td>—</td><td>1,070</td></tr><tr><td>Accretion of mezzanine equity</td><td>(280)</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>280</td><td>—</td><td>—</td><td>—</td></tr><tr><td>Net income attributable to ordinary shareholders</td><td>68,143</td><td>66</td><td>1,859</td><td>868</td><td>815</td><td>(52)</td><td>1</td><td>(17)</td><td>(7,689)</td><td>63,994</td></tr></table>",
+      "path": "tables/table-48 GAAP to IFRS.html",
+      "metadata": {
+        "length": 3378,
+        "summary": "table-49\nReconciliation of financial data from U.S. GAAP to IFRS for a company, showing adjustments for items like hyperinflation, convertible notes, and equity method investments, resulting in net income of 62,924 million RMB under IFRS.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "file_path": "tables/table-48 GAAP to IFRS.html",
+        "keywords": [
+          "GAAP",
+          "IFRS",
+          "reconciliation"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "e965f3b3-fb05-5387-b683-7bb1b8b0c0c9",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"2\"></td><td>Amounts as reported under U.S. GAAP</td><td>Consolidation and business combinations, and others (i)</td><td>Equity securities without readily determinable fair value (ii)</td><td>Equity method investments (iii)</td><td>Share-based awards (iv)</td><td>Operating leases (v)</td><td>Redeemable noncontrolling interests (vi)</td><td>Hyperinflation (vii)</td><td>Convertible unsecured senior notes and instruments in an entity’s own equity (viii)</td><td>Amounts under IFRS</td></tr><tr><td colspan=\"10\">(in millions of RMB)</td></tr><tr><td>Revenue</td><td>495,447</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>1</td><td>—</td><td>495,448</td></tr><tr><td>Cost of revenue</td><td>(287,210)</td><td>—</td><td>—</td><td>—</td><td>(12)</td><td>304</td><td>—</td><td>(425)</td><td>—</td><td>(287,343)</td></tr><tr><td>Product development expenses</td><td>(32,096)</td><td>—</td><td>—</td><td>—</td><td>(7)</td><td>—</td><td>—</td><td>(15)</td><td>—</td><td>(32,118)</td></tr><tr><td>Sales and marketing expenses</td><td>(119,674)</td><td>—</td><td>—</td><td>—</td><td>(2)</td><td>1</td><td>—</td><td>(154)</td><td>—</td><td>(119,829)</td></tr><tr><td>General and administrative expenses</td><td>(14,778)</td><td>—</td><td>—</td><td>—</td><td>(14)</td><td>36</td><td>—</td><td>(5)</td><td>—</td><td>(14,761)</td></tr><tr><td>Amortization and impairment of intangible assets</td><td>(1,633)</td><td>173</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>67</td><td>—</td><td>(1,393)</td></tr><tr><td>Other gains (losses), net</td><td>297</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>(506)</td><td>—</td><td>(209)</td></tr><tr><td>Income from operations</td><td>40,353</td><td>173</td><td>—</td><td>—</td><td>(35)</td><td>341</td><td>—</td><td>(1,037)</td><td>—</td><td>39,795</td></tr><tr><td>Interest and investment income, net</td><td>37,468</td><td>—</td><td>(1,641)</td><td>210</td><td>—</td><td>61</td><td>10</td><td>16</td><td>(18,008)</td><td>18,116</td></tr><tr><td>Interest expense</td><td>(4,995)</td><td>(395)</td><td>—</td><td>—</td><td>—</td><td>(337)</td><td>1,536</td><td>(30)</td><td>—</td><td>(4,221)</td></tr><tr><td>Other income, net</td><td>1,329</td><td>7</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>396</td><td>—</td><td>1,732</td></tr><tr><td>Income tax expenses</td><td>(14,415)</td><td>(35)</td><td>39</td><td>1</td><td>60</td><td>(31)</td><td>—</td><td>(389)</td><td>—</td><td>(14,770)</td></tr><tr><td>Share of results of equity method investees</td><td>3,254</td><td>—</td><td>—</td><td>(79)</td><td>29</td><td>—</td><td>—</td><td>—</td><td>—</td><td>3,204</td></tr><tr><td>Net income</td><td>62,994</td><td>(250)</td><td>(1,602)</td><td>132</td><td>54</td><td>34</td><td>1,546</td><td>(1,044)</td><td>(18,008)</td><td>43,856</td></tr><tr><td>Net income attributable to noncontrolling interests</td><td>(1,326)</td><td>(65)</td><td>—</td><td>—</td><td>(3)</td><td>—</td><td>887</td><td>251</td><td>—</td><td>(256)</td></tr><tr><td>Reversal of accretion of mezzanine equity</td><td>2,438</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>(2,438)</td><td>—</td><td>—</td><td>—</td></tr><tr><td>Net income attributable to ordinary shareholders</td><td>64,106</td><td>(315)</td><td>(1,602)</td><td>132</td><td>51</td><td>34</td><td>(5)</td><td>(793)</td><td>(18,008)</td><td>43,600</td></tr></table>",
+      "path": "tables/table-49 GAAP to IFRS Reconciliation.html",
+      "metadata": {
+        "length": 3423,
+        "summary": "table-50\nThis table reconciles financial statement line items from U.S. GAAP to IFRS, showing adjustments for consolidation, equity securities, leases, and convertible notes, resulting in net income of RMB 43,856 million under IFRS.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "file_path": "tables/table-49 GAAP to IFRS Reconciliation.html",
+        "keywords": [
+          "GAAP",
+          "IFRS",
+          "reconciliation"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "b3fb2f2a-e0b3-5822-8741-ce3018c26d7b",
+      "type": "text",
+      "content": "22. Reconciliations between U.S. GAAP and International Financial Reporting Standards (Continued)\nReconciliation of Unaudited Condensed Consolidated Income Statement (Extract)\nSix months ended September 30, 2024\n\n[tables/table-48 GAAP to IFRS.html]\n\n22. Reconciliations between U.S. GAAP and International Financial Reporting Standards (Continued)\nReconciliation of Unaudited Condensed Consolidated Income Statement (Extract) (Continued)\nSix months ended September 30, 2025\n\n[tables/table-49 GAAP to IFRS Reconciliation.html]",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_18/NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS/FOR THE SIX MONTHS ENDED SEPTEMBER 30, 2024 and 2025",
+      "metadata": {
+        "length": 646,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "22",
+          "Reconciliations",
+          "GAAP",
+          "International",
+          "Financial",
+          "Reporting",
+          "Standards",
+          "Continued",
+          "Reconciliation",
+          "Unaudited",
+          "Condensed",
+          "Consolidated",
+          "Income",
+          "Statement",
+          "Extract",
+          "Six",
+          "months",
+          "ended",
+          "September",
+          "30",
+          "2024",
+          "2025"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "02532963-dfe0-58ae-9d80-c082b4c19956",
+            "relation": "embeds",
+            "ref": "[tables/table-48 GAAP to IFRS.html]",
+            "position": {
+              "start": 213,
+              "end": 248
+            }
+          },
+          {
+            "target": "e965f3b3-fb05-5387-b683-7bb1b8b0c0c9",
+            "relation": "embeds",
+            "ref": "[tables/table-49 GAAP to IFRS Reconciliation.html]",
+            "position": {
+              "start": 475,
+              "end": 525
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "7aa61892-1fa2-5b0b-85e8-45fd421af7a0",
+      "type": "text",
+      "content": "The Company consolidates an entity when the Company obtains control over the entity and deconsolidates the entity upon the loss of control. Under U.S. GAAP, control generally exists when the Company obtains a controlling financial interest over an entity, whereby the usual condition is ownership of over 50% of the voting shares. Under IFRS, de facto control exists when the Company has the practical ability to direct the relevant activities of the entity, even if the Company owns less than 50% of the voting shares.\nThe Company recognizes noncontrolling interests to reflect the portion of equity of a subsidiary that is not attributable to the Company. Under U.S. GAAP, noncontrolling interests are measured at fair value and full goodwill in relation to the acquiree is recognized in a business combination. Under IFRS, the Company can elect, on a transaction-by-transaction basis, to measure noncontrolling interests at the noncontrolling interests' proportionate share of the acquiree's net identifiable assets and partial goodwill is recognized to reflect the controlling interests only.\nThe Company recognizes an impairment loss when the Company determines that the carrying value of goodwill is not recoverable. Under U.S. GAAP, the impairment loss is measured by comparing the carrying value of the reporting unit, including goodwill, with its fair value. Under IFRS, the carrying value is compared with the recoverable amount, which is the higher of fair value less costs of disposal and value in use.\nALIBABA GROUP HOLDING LIMITED NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS FOR THE SIX MONTHS ENDED SEPTEMBER 30, 2024 and 2025\n22. Reconciliations between U.S. GAAP and International Financial Reporting Standards (Continued)",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_18/NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS/(i) Consolidation and business combinations",
+      "metadata": {
+        "length": 1758,
+        "summary": "The passage discusses key differences between U.S. GAAP and IFRS in three areas: consolidation criteria (control via voting shares vs. de facto control), measurement of noncontrolling interests (fair value with full goodwill vs. proportionate share with partial goodwill), and goodwill impairment testing (comparing carrying value to fair value vs. recoverable amount). It is from Alibaba Group's financial statement notes for the six months ended September 30, 2024 and 2025.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "The",
+          "Company",
+          "consolidates",
+          "entity",
+          "obtains",
+          "control",
+          "deconsolidates",
+          "loss",
+          "Under",
+          "GAAP",
+          "generally",
+          "exists",
+          "controlling",
+          "financial",
+          "interest",
+          "usual",
+          "condition",
+          "ownership",
+          "50%",
+          "voting",
+          "shares",
+          "IFRS",
+          "de",
+          "facto",
+          "practical",
+          "ability",
+          "direct",
+          "relevant",
+          "activities",
+          "owns",
+          "recognizes",
+          "noncontrolling",
+          "interests",
+          "reflect",
+          "portion",
+          "equity",
+          "subsidiary",
+          "attributable",
+          "measured",
+          "fair",
+          "full",
+          "goodwill",
+          "relation",
+          "acquiree",
+          "recognized",
+          "business",
+          "combination",
+          "elect",
+          "transaction",
+          "basis",
+          "measure",
+          "proportionate",
+          "share",
+          "net",
+          "identifiable",
+          "assets",
+          "partial",
+          "impairment",
+          "determines",
+          "carrying",
+          "recoverable",
+          "comparing",
+          "reporting",
+          "unit",
+          "including",
+          "compared",
+          "amount",
+          "higher",
+          "costs",
+          "disposal",
+          "ALIBABA",
+          "GROUP",
+          "HOLDING",
+          "LIMITED",
+          "NOTES",
+          "TO",
+          "UNAUDITED",
+          "CONDENSED",
+          "CONSOLIDATED",
+          "FINANCIAL",
+          "STATEMENTS",
+          "FOR",
+          "THE",
+          "SIX",
+          "MONTHS",
+          "ENDED",
+          "SEPTEMBER",
+          "30",
+          "2024",
+          "2025",
+          "22",
+          "Reconciliations",
+          "International",
+          "Financial",
+          "Reporting",
+          "Standards",
+          "Continued"
+        ],
+        "keywords": [
+          "U.S. GAAP",
+          "IFRS",
+          "Consolidation"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "99c8e281-71d6-517d-ba9b-f1cebcd939df",
+      "type": "text",
+      "content": "Under U.S. GAAP, the Company can elect, on an instrument-by-instrument basis, to apply the measurement alternative to record the investments in equity securities without readily determinable fair values at cost, less impairment, with subsequent adjustments for observable price changes recognized in the unaudited condensed consolidated income statements. Under IFRS, these investments are measured at fair value with changes in fair value recognized in the unaudited condensed consolidated income statements.",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_18/NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS/(ii) Equity securities without readily determinable fair value",
+      "metadata": {
+        "length": 509,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "Under",
+          "GAAP",
+          "Company",
+          "elect",
+          "instrument",
+          "basis",
+          "apply",
+          "measurement",
+          "alternative",
+          "record",
+          "investments",
+          "equity",
+          "securities",
+          "readily",
+          "determinable",
+          "fair",
+          "values",
+          "cost",
+          "impairment",
+          "subsequent",
+          "adjustments",
+          "observable",
+          "price",
+          "recognized",
+          "unaudited",
+          "condensed",
+          "consolidated",
+          "income",
+          "statements",
+          "IFRS",
+          "measured"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "3099eafb-6cde-5acf-8312-13d910bcc320",
+      "type": "text",
+      "content": "The Company generally applies the equity method to account for equity investments over which it has significant influence. Under U.S. GAAP, significant influence is presumed to exist for an investment in limited partnership or unincorporated entity, unless the investment is so minor that the Company has virtually no influence over the entity's operating and financial policies. Under IFRS, significant influence is presumed to exist for an investment of over $20\\%$ of the voting rights of an entity.\nThe Company records its share of the post-acquisition results of its equity method investees and adjusts for the basis differences that exist between the carrying values of the equity method investments and the Company's proportionate share of the carrying value of the investee's net assets. Adjustments are made to the financial statements of the equity method investees prepared under U.S. GAAP in order to conform to the Company's accounting policies under IFRS and to reflect the basis differences of the equity method investments under IFRS, if different from those under U.S. GAAP.",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_18/NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS/(iii) Equity method investments",
+      "metadata": {
+        "length": 1091,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "The",
+          "Company",
+          "generally",
+          "applies",
+          "equity",
+          "method",
+          "account",
+          "investments",
+          "significant",
+          "influence",
+          "Under",
+          "GAAP",
+          "presumed",
+          "exist",
+          "investment",
+          "limited",
+          "partnership",
+          "unincorporated",
+          "entity",
+          "minor",
+          "virtually",
+          "operating",
+          "financial",
+          "policies",
+          "IFRS",
+          "20",
+          "voting",
+          "rights",
+          "records",
+          "share",
+          "post",
+          "acquisition",
+          "results",
+          "investees",
+          "adjusts",
+          "basis",
+          "differences",
+          "carrying",
+          "values",
+          "proportionate",
+          "investee",
+          "net",
+          "assets",
+          "Adjustments",
+          "made",
+          "statements",
+          "prepared",
+          "order",
+          "conform",
+          "accounting",
+          "reflect"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "9eebafb5-7ced-5cc1-9ca5-b6aa5fb0e5d8",
+      "type": "text",
+      "content": "The employees of the Company hold share-based awards relating to an equity method investee of the Company that were granted and will be settled by related parties or economic interest holders of the Company. Under U.S. GAAP, the cost related to these awards is recognized over the requisite service period, with subsequent changes in fair value of these awards recognized in the unaudited condensed consolidated income statements. Under IFRS, these awards are not considered as share based payments of the Company and the cost relating to these awards is not recognized.\nThe Company accounts for income tax effects of share-based awards that ordinarily give rise to tax deduction. Under U.S. GAAP, deferred taxes for these awards are measured based on share-based compensation expenses recognized in the unaudited condensed consolidated financial statements. Under IFRS, deferred taxes for these awards are measured based on future tax deduction estimated at the end of each reporting period.",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_18/NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS/(iv) Share-based awards",
+      "metadata": {
+        "length": 992,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "The",
+          "employees",
+          "Company",
+          "hold",
+          "share",
+          "based",
+          "awards",
+          "relating",
+          "equity",
+          "method",
+          "investee",
+          "granted",
+          "settled",
+          "related",
+          "parties",
+          "economic",
+          "interest",
+          "holders",
+          "Under",
+          "GAAP",
+          "cost",
+          "recognized",
+          "requisite",
+          "service",
+          "period",
+          "subsequent",
+          "fair",
+          "unaudited",
+          "condensed",
+          "consolidated",
+          "income",
+          "statements",
+          "IFRS",
+          "considered",
+          "payments",
+          "accounts",
+          "tax",
+          "effects",
+          "ordinarily",
+          "give",
+          "rise",
+          "deduction",
+          "deferred",
+          "taxes",
+          "measured",
+          "compensation",
+          "expenses",
+          "financial",
+          "future",
+          "estimated",
+          "end",
+          "reporting"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "6dc18dc5-b646-573e-ba3a-071b29921aef",
+      "type": "text",
+      "content": "Under U.S. GAAP, the amortization of right-of-use assets and the interest expense related to lease liabilities are recorded together as lease expense and recognized in the unaudited condensed consolidated income statements on a straight-line basis. Under IFRS, the right-of-use assets are amortized on a straight-line basis while the interest expense related to lease liabilities are recognized in the unaudited condensed consolidated income statements using effective interest method.",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_18/NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS/(v) Operating leases",
+      "metadata": {
+        "length": 485,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "Under",
+          "GAAP",
+          "amortization",
+          "assets",
+          "interest",
+          "expense",
+          "related",
+          "lease",
+          "liabilities",
+          "recorded",
+          "recognized",
+          "unaudited",
+          "condensed",
+          "consolidated",
+          "income",
+          "statements",
+          "straight",
+          "line",
+          "basis",
+          "IFRS",
+          "amortized",
+          "effective",
+          "method"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "166864b7-c89b-5499-b5f4-b6aaf7063132",
+      "type": "text",
+      "content": "Equity interests issued by certain subsidiaries of the Company are redeemable. Under U.S. GAAP, redeemable equity interests are classified as mezzanine equity if the redemption is outside the Company's control and as noncontrolling interests if equity interests issued by finite-lived subsidiaries are mandatorily redeemable only upon liquidation. Under IFRS, these redeemable equity interests are generally classified as financial liabilities.\nALIBABA GROUP HOLDING LIMITED NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS FOR THE SIX MONTHS ENDED SEPTEMBER 30, 2024 and 2025\n22. Reconciliations between U.S. GAAP and International Financial Reporting Standards (Continued)",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_18/NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS/(vi) Redeemable noncontrolling interests",
+      "metadata": {
+        "length": 688,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "Equity",
+          "interests",
+          "issued",
+          "subsidiaries",
+          "Company",
+          "redeemable",
+          "Under",
+          "GAAP",
+          "equity",
+          "classified",
+          "mezzanine",
+          "redemption",
+          "control",
+          "noncontrolling",
+          "finite",
+          "lived",
+          "mandatorily",
+          "liquidation",
+          "IFRS",
+          "generally",
+          "financial",
+          "liabilities",
+          "ALIBABA",
+          "GROUP",
+          "HOLDING",
+          "LIMITED",
+          "NOTES",
+          "TO",
+          "UNAUDITED",
+          "CONDENSED",
+          "CONSOLIDATED",
+          "FINANCIAL",
+          "STATEMENTS",
+          "FOR",
+          "THE",
+          "SIX",
+          "MONTHS",
+          "ENDED",
+          "SEPTEMBER",
+          "30",
+          "2024",
+          "2025",
+          "22",
+          "Reconciliations",
+          "International",
+          "Financial",
+          "Reporting",
+          "Standards",
+          "Continued"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "6182ef4d-731c-53ad-80c5-26b10780a5f1",
+      "type": "image",
+      "content": "\n### (vii) Hyperinflation ### Alibaba0\n[images/image-2-### (vii) .jpg]\n",
+      "path": "images/image-2-### (vii) .jpg",
+      "metadata": {
+        "length": 71,
+        "summary": "image-2\n### (vii) Hyperinflation ### Alibaba0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "file_path": "images/image-2-### (vii) .jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "2adc00fb-4e23-542c-94c8-b940de8f14b7",
+      "type": "text",
+      "content": "Under U.S. GAAP, when the Company determines that a subsidiary is operating in a highly inflationary economy, the financial statements of this subsidiary are remeasured prospectively as if its functional currency was the functional currency of its immediate parent company. Under IFRS, the financial statements of the subsidiary operating in a highly inflationary economy are restated in terms of the measuring unit current at the end of the reporting period.\n(viii) Convertible unsecured senior notes and instruments in an entity's own equity\nCertain unsecured senior notes issued by the Company are convertible into its ordinary shares. Under U.S. GAAP, these convertible notes are accounted for in entirety as liabilities measured at amortized cost with debt discounts and debt issuance costs amortized using the effective interest method. Under IFRS, these convertible notes that the Company can settle in cash at its election are accounted for as hybrid instruments, and the Company designates the hybrid instruments as financial liabilities measured at fair value with changes in fair value recognized in the unaudited condensed consolidated income statements, whereas changes in fair value attributed to credit risk recognized separately in other comprehensive income are insignificant. Furthermore, under IFRS, if the conversion options embedded in the convertible unsecured senior notes or the exchange options embedded in the exchangeable bonds are not classified as equity, the respective instruments are classified as current liabilities when the holders have the right to convert or exchange them within twelve months after the reporting period.\nUnder U.S. GAAP, for an instrument in an entity's own equity to be classified as equity, the instrument must be both (1) indexed to the entity's stock (commonly referred to as “fixed-for-fixed” test) and (2) classified in shareholders' equity, regardless of whether the instrument is a derivative under ASC 815. Under IFRS, a derivative in an entity's own equity may nonetheless be considered an equity instrument if the derivative meets the “fixed-for-fixed” test, whereas a non-derivative that includes no contractual obligation for the entity to deliver cash, financial asset or a variable number of its own equity instrument is recognized in shareholders' equity with no subsequent measurement. Besides, differences exist in the application of the “fixed-for-fixed” test between U.S. GAAP and IFRS. For example, settlement alternatives that may permit equity classification under U.S. GAAP typically result in an asset or a liability classification under IFRS. Consequently, depending on the specific terms and conditions, an instrument in an entity's own equity may be classified as equity under U.S. GAAP but as an asset or a liability measured at fair value, with changes in fair value recognized in the unaudited condensed consolidated income statement, under IFRS, or vice versa.\n\n### (vii) Hyperinflation ### Alibaba0\n[images/image-2-### (vii) .jpg]",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_18/NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS/(vii) Hyperinflation",
+      "metadata": {
+        "length": 3018,
+        "summary": "The passage compares U.S. GAAP and IFRS treatments for hyperinflationary subsidiaries, convertible unsecured senior notes, and instruments in an entity's own equity. Under U.S. GAAP, subsidiaries in highly inflationary economies are remeasured using the parent's functional currency, while IFRS requires restatement for current purchasing power. For convertible notes, U.S. GAAP treats them as liabilities at amortized cost, whereas IFRS accounts for them as hybrid instruments at fair value with credit risk changes in OCI. For equity instruments, U.S. GAAP requires both a fixed-for-fixed test and equity classification, while IFRS allows equity treatment for derivatives meeting the test and non-derivatives without cash delivery obligations, with differences in settlement alternatives leading to potential classification disparities.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "Under",
+          "GAAP",
+          "Company",
+          "determines",
+          "subsidiary",
+          "operating",
+          "highly",
+          "inflationary",
+          "economy",
+          "financial",
+          "statements",
+          "remeasured",
+          "prospectively",
+          "functional",
+          "currency",
+          "parent",
+          "company",
+          "IFRS",
+          "restated",
+          "terms",
+          "measuring",
+          "unit",
+          "current",
+          "end",
+          "reporting",
+          "period",
+          "viii",
+          "Convertible",
+          "unsecured",
+          "senior",
+          "notes",
+          "instruments",
+          "entity",
+          "equity",
+          "Certain",
+          "issued",
+          "convertible",
+          "ordinary",
+          "shares",
+          "accounted",
+          "entirety",
+          "liabilities",
+          "measured",
+          "amortized",
+          "cost",
+          "debt",
+          "discounts",
+          "issuance",
+          "costs",
+          "effective",
+          "interest",
+          "method",
+          "settle",
+          "cash",
+          "election",
+          "hybrid",
+          "designates",
+          "fair",
+          "recognized",
+          "unaudited",
+          "condensed",
+          "consolidated",
+          "income",
+          "attributed",
+          "credit",
+          "risk",
+          "separately",
+          "comprehensive",
+          "insignificant",
+          "Furthermore",
+          "conversion",
+          "options",
+          "embedded",
+          "exchange",
+          "exchangeable",
+          "bonds",
+          "classified",
+          "respective",
+          "holders",
+          "convert",
+          "twelve",
+          "months",
+          "instrument",
+          "indexed",
+          "stock",
+          "commonly",
+          "referred",
+          "fixed",
+          "test",
+          "shareholders",
+          "derivative",
+          "ASC",
+          "815",
+          "nonetheless",
+          "considered",
+          "meets",
+          "includes",
+          "contractual",
+          "obligation",
+          "deliver",
+          "asset",
+          "variable",
+          "number",
+          "subsequent",
+          "measurement",
+          "Besides",
+          "differences",
+          "exist",
+          "application",
+          "For",
+          "settlement",
+          "alternatives",
+          "permit",
+          "classification",
+          "typically",
+          "result",
+          "liability",
+          "Consequently",
+          "depending",
+          "specific",
+          "conditions",
+          "statement",
+          "vice",
+          "versa",
+          "vii",
+          "Hyperinflation",
+          "Alibaba0"
+        ],
+        "keywords": [
+          "Hyperinflation",
+          "Convertible Notes",
+          "Equity Instruments"
+        ],
+        "connect_to": [
+          {
+            "target": "6182ef4d-731c-53ad-80c5-26b10780a5f1",
+            "relation": "embeds",
+            "ref": "[images/image-2-### (vii) .jpg]",
+            "position": {
+              "start": 2987,
+              "end": 3018
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "871b41b6-9016-52a2-94d2-0d36953f69a7",
+      "type": "text",
+      "content": "Alibaba Group Holding Limited",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_18/NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS/Alibaba",
+      "metadata": {
+        "length": 29,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Weighted Voting Rights, DIRECTORS AND CHIEF EXECUTIVE OFFICER, DISCLOSURE OF INTERESTS, EQUITY INCENTIVE PLANS, PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES, OTHER INFORMATION, DEFINITIONS Conventions that apply to this Interim Report, ALIBABA GROUP HOLDING LIMITED, ALIBABA GROUP HOLDING LIMITED_2, ALIBABA GROUP HOLDING LIMITED_3, ALIBABA GROUP HOLDING LIMITED_4, ALIBABA GROUP HOLDING LIMITED_5, ALIBABA GROUP HOLDING LIMITED_6, ALIBABA GROUP HOLDING LIMITED_7, ALIBABA GROUP HOLDING LIMITED_8, ALIBABA GROUP HOLDING LIMITED_9, ALIBABA GROUP HOLDING LIMITED_10, ALIBABA GROUP HOLDING LIMITED_11, ALIBABA GROUP HOLDING LIMITED_12, ALIBABA GROUP HOLDING LIMITED_13, ALIBABA GROUP HOLDING LIMITED_14, ALIBABA GROUP HOLDING LIMITED_15, ALIBABA GROUP HOLDING LIMITED_16, ALIBABA GROUP HOLDING LIMITED_17, ALIBABA GROUP HOLDING LIMITED_18",
+        "tokens": [
+          "Alibaba",
+          "Group",
+          "Holding",
+          "Limited"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    }
+  ]
+}
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/doc_nav.json b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/doc_nav.json
new file mode 100644
index 000000000..a48a13255
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/doc_nav.json
@@ -0,0 +1,1581 @@
+{
+  "version": "1.0",
+  "file_name": "Alibaba Fiscal Year 2026 Interim Report.pdf",
+  "stats": {
+    "total_chunks": 216,
+    "text_chunks": 164,
+    "image_chunks": 2,
+    "table_chunks": 50,
+    "max_depth": 5
+  },
+  "sections": [
+    {
+      "title": "Root",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf",
+      "level": 1,
+      "summary": "Alibaba0 [images/image-1-Alibaba.jpg] Alibaba Alibaba Group Holding Limited NYSE: BABA HKEX: 9988 (HKD Counter) 89988 (RMB Counter)",
+      "chunk_count": 1,
+      "children": []
+    },
+    {
+      "title": "Weighted Voting Rights",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/Weighted Voting Rights",
+      "level": 1,
+      "summary": "The company has a weighted voting rights (WVR) structure where the Alibaba Partnership can nominate or appoint up to a simple majority of board members as long as the Partnership Condition is met. This structure is permanent unless amended by a 95% shareholder vote. The partnership's nomination rights survive a change of control. Shareholders face risks as the partnership limits their ability to elect directors and its interests may conflict with theirs.",
+      "chunk_count": 46,
+      "children": [
+        {
+          "title": "Exchange Rate Information",
+          "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/Weighted Voting Rights/Exchange Rate Information",
+          "level": 2,
+          "summary": "This Interim Report contains translations of certain Renminbi (“RMB”) amounts into U.S. dollars (“US\\$”) and Hong Kong dollars (“HK\\$”) for the convenience of the reader. Unless otherwise stated, all translations of RMB into US\\$ were made at RMB7.1190 to US\\$1.00, the exchange rate on September 30, 2025 as set forth in the H.10 statistical release of the Federal Reserve Board, and all translations of RMB into HK\\$ were made at RMB0.91298 to HK\\$1.00, the middle rate on September 30, 2025 as published by the People’s Bank of China. The percentages stated in this Interim Report are calculated based on the RMB amounts and there may be minor differences due to rounding.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Safe Harbor Statements",
+          "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/Weighted Voting Rights/Safe Harbor Statements",
+          "level": 2,
+          "summary": "This Interim Report contains forward-looking statements under safe harbor provisions, discussing Alibaba's strategies, business plans, and growth expectations. It highlights risks including competition, investments, strategic transactions, economic conditions, geopolitical tensions, and shareholder return changes. The Six Months Ended September Summary Financial Results section references non-GAAP measures, with year-over-year changes driven by factors like adjusted EBITA decrease, investments in quick commerce and technology, revenue growth in Alibaba China E-commerce Group, improved Cloud business results, and mark-to-market changes from equity investments.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Six Months Ended September Segment Results",
+          "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/Weighted Voting Rights/Six Months Ended September Segment Results",
+          "level": 2,
+          "summary": "Alibaba Group's revenue for the six months ended September 30, 2025, was RMB495,447 million (US$69,595 million), a 3% year-over-year increase from RMB479,739 million in 2024. Excluding disposed businesses (Sun Art and Intime), like-for-like revenue grew 12%. The company restructured its reporting segments, combining Taobao, Tmall, Ele.me, and Fliggy into Alibaba China E-commerce Group, and reclassifying Cainiao, Amap, and Digital Media and Entertainment Group into 'All others'. The text includes tables detailing revenue and adjusted EBITA breakdowns by segment, with notes on direct sales, quick commerce revenue, and segment performance drivers.",
+          "chunk_count": 18,
+          "children": [
+            {
+              "title": "Alibaba China E-commerce Group",
+              "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/Weighted Voting Rights/Six Months Ended September Segment Results/Alibaba China E-commerce Group",
+              "level": 3,
+              "summary": "",
+              "chunk_count": 6,
+              "children": [
+                {
+                  "title": "(i) Segment revenue",
+                  "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/Weighted Voting Rights/Six Months Ended September Segment Results/Alibaba China E-commerce Group/(i) Segment revenue",
+                  "level": 4,
+                  "summary": "",
+                  "chunk_count": 4,
+                  "children": [
+                    {
+                      "title": "• E-commerce Business",
+                      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/Weighted Voting Rights/Six Months Ended September Segment Results/Alibaba China E-commerce Group/(i) Segment revenue/• E-commerce Business",
+                      "level": 5,
+                      "summary": "Revenue from our E-commerce business in the six months ended September 30, 2025 was RMB221,510 million (US\\$31,116 million), an increase of 9% compared to RMB202,988 million in the same period of 2024. Customer management revenue increased by 10% year-over-year, primarily due to the improvement of take rate. Direct sales, logistics and others revenue under E-commerce business in the six months ended September 30, 2025 was RMB53,331 million (US\\$7,492 million), an increase of 6% compared to RMB50,233 million in the same period of 2024, primarily driven by the increase in revenue from logistics services and value-added services, partly offset by the decrease in revenue from certain direct sales businesses.",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "• Quick Commerce Business",
+                      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/Weighted Voting Rights/Six Months Ended September Segment Results/Alibaba China E-commerce Group/(i) Segment revenue/• Quick Commerce Business",
+                      "level": 5,
+                      "summary": "Revenue from our Quick commerce business in the six months ended September 30, 2025 was RMB37,690 million (US\\$5,294 million), an increase of 37% compared to RMB27,517 million in the same period of 2024, mainly due to order growth as a result of the rollout of “Taobao Instant Commerce” at the end of April 2025.",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "• China Commerce Wholesale Business",
+                      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/Weighted Voting Rights/Six Months Ended September Segment Results/Alibaba China E-commerce Group/(i) Segment revenue/• China Commerce Wholesale Business",
+                      "level": 5,
+                      "summary": "Revenue from our China commerce wholesale business in the six months ended September 30, 2025 was RMB13,450 million (US\\$1,889 million), an increase of 13% compared to RMB11,938 million in the same period of 2024, primarily due to an increase in revenue from value-added services provided to paying members.",
+                      "chunk_count": 1,
+                      "children": []
+                    }
+                  ]
+                },
+                {
+                  "title": "(ii) Segment adjusted EBITA",
+                  "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/Weighted Voting Rights/Six Months Ended September Segment Results/Alibaba China E-commerce Group/(ii) Segment adjusted EBITA",
+                  "level": 4,
+                  "summary": "Alibaba China E-commerce Group adjusted EBITA decreased by 47% to RMB48,886 million (US\\$6,867 million) in the six months ended September 30, 2025, compared to RMB93,080 million in the same period of 2024, primarily due to the investment in quick commerce, user experiences, and technology, partly offset by double-digit revenue growth in Alibaba China E-commerce Group.",
+                  "chunk_count": 1,
+                  "children": []
+                }
+              ]
+            },
+            {
+              "title": "Alibaba International Digital Commerce Group",
+              "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/Weighted Voting Rights/Six Months Ended September Segment Results/Alibaba International Digital Commerce Group",
+              "level": 3,
+              "summary": "",
+              "chunk_count": 5,
+              "children": [
+                {
+                  "title": "(i) Segment revenue",
+                  "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/Weighted Voting Rights/Six Months Ended September Segment Results/Alibaba International Digital Commerce Group/(i) Segment revenue",
+                  "level": 4,
+                  "summary": "",
+                  "chunk_count": 3,
+                  "children": [
+                    {
+                      "title": "• International Commerce Retail Business",
+                      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/Weighted Voting Rights/Six Months Ended September Segment Results/Alibaba International Digital Commerce Group/(i) Segment revenue/• International Commerce Retail Business",
+                      "level": 5,
+                      "summary": "Revenue from our International commerce retail business in the six months ended September 30, 2025 was RMB56,463 million (US\\$7,931 million), an increase of 15% compared to RMB49,309 million in the same period of 2024, primarily driven by the increase in revenue contributed by AliExpress and other international businesses. As certain of our international businesses generate revenue in local currencies while our reporting currency is Renminbi, AIDC's revenue is affected by exchange rate fluctuations.",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "• International Commerce Wholesale Business",
+                      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/Weighted Voting Rights/Six Months Ended September Segment Results/Alibaba International Digital Commerce Group/(i) Segment revenue/• International Commerce Wholesale Business",
+                      "level": 5,
+                      "summary": "Revenue from our International commerce wholesale business in the six months ended September 30, 2025 was RMB13,077 million (US\\$1,837 million), an increase of 12% compared to RMB11,656 million in the same period of 2024, primarily due to an increase in revenue generated by cross-border related value-added services.",
+                      "chunk_count": 1,
+                      "children": []
+                    }
+                  ]
+                },
+                {
+                  "title": "(ii) Segment adjusted EBITA",
+                  "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/Weighted Voting Rights/Six Months Ended September Segment Results/Alibaba International Digital Commerce Group/(ii) Segment adjusted EBITA",
+                  "level": 4,
+                  "summary": "Alibaba International Digital Commerce Group adjusted EBITA was a profit of RMB103 million (US\\$14 million) in the six months ended September 30, 2025, compared to a loss of RMB6,611 million in the same period of 2024, primarily due to significant improvement in AliExpress' operating efficiency, and enhanced efficiency across various businesses.",
+                  "chunk_count": 1,
+                  "children": []
+                }
+              ]
+            },
+            {
+              "title": "Cloud Intelligence Group",
+              "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/Weighted Voting Rights/Six Months Ended September Segment Results/Cloud Intelligence Group",
+              "level": 3,
+              "summary": "",
+              "chunk_count": 3,
+              "children": [
+                {
+                  "title": "(i) Segment revenue",
+                  "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/Weighted Voting Rights/Six Months Ended September Segment Results/Cloud Intelligence Group/(i) Segment revenue",
+                  "level": 4,
+                  "summary": "Revenue from Cloud Intelligence Group was RMB73,222 million (US\\$10,285 million) in the six months ended September 30, 2025, an increase of 30% compared to RMB56,159 million in the same period of 2024. Overall revenue excluding Alibaba-consolidated subsidiaries increased by 28% year-over-year, primarily driven by public cloud revenue growth, including the increasing adoption of AI-related products.",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "(ii) Segment adjusted EBITA",
+                  "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/Weighted Voting Rights/Six Months Ended September Segment Results/Cloud Intelligence Group/(ii) Segment adjusted EBITA",
+                  "level": 4,
+                  "summary": "Cloud Intelligence Group adjusted EBITA increased by 31% to RMB6,558 million (US\\$921 million) in the six months ended September 30, 2025, compared to RMB4,998 million in the same period of 2024, primarily due to revenue growth and improving operating efficiency, partly offset by the increasing investments in customer growth and technology innovation.",
+                  "chunk_count": 1,
+                  "children": []
+                }
+              ]
+            },
+            {
+              "title": "All Others",
+              "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/Weighted Voting Rights/Six Months Ended September Segment Results/All Others",
+              "level": 3,
+              "summary": "",
+              "chunk_count": 3,
+              "children": [
+                {
+                  "title": "(i) Segment revenue",
+                  "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/Weighted Voting Rights/Six Months Ended September Segment Results/All Others/(i) Segment revenue",
+                  "level": 4,
+                  "summary": "Revenue from All others segment was RMB121,568 million (US\\$17,077 million) in the six months ended September 30, 2025, a decrease of 27% compared to RMB165,837 million in the same period of 2024, primarily due to the revenue decrease as a result of the disposal of Sun Art and Intime businesses, as well as the decrease in revenue from Cainiao, partly offset by the increase in revenue from Freshippo, Alibaba Health and Amap.",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "(ii) Segment adjusted EBITA",
+                  "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/Weighted Voting Rights/Six Months Ended September Segment Results/All Others/(ii) Segment adjusted EBITA",
+                  "level": 4,
+                  "summary": "Adjusted EBITA from All others segment in the six months ended September 30, 2025 was a loss of RMB4,785 million (US\\$672 million), compared to a loss of RMB2,910 million in the same period of 2024, primarily due to the increased investment in technology businesses, partly offset by the improved operating results of Freshippo, Hujing Digital Media and Entertainment Group and Alibaba Health.",
+                  "chunk_count": 1,
+                  "children": []
+                }
+              ]
+            }
+          ]
+        },
+        {
+          "title": "Six Months Ended September Other Financial Results Costs and Expenses",
+          "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/Weighted Voting Rights/Six Months Ended September Other Financial Results Costs and Expenses",
+          "level": 2,
+          "summary": "The text details Alibaba's costs and expenses for the six months ended September 30, 2025, compared to the same period in 2024. Cost of revenue decreased to 58.0% of revenue from 60.5%, driven by disposal of Sun Art and Intime, lower direct sales, and improved efficiency. Product development expenses rose to 6.5% of revenue from 5.7% due to increased technology investment. Sales and marketing expenses surged to 24.2% from 13.6%, mainly from investment in Alibaba China E-commerce Group. General and administrative expenses fell to 3.0% from 4.8%, aided by a prior-year lawsuit provision and cost controls. Total share-based compensation expense decreased to RMB6,870 million from RMB8,277 million, due to fewer awards granted. Amortization and impairment of intangible assets dropped 53% to RMB1,633 million from full amortization of certain assets.",
+          "chunk_count": 14,
+          "children": [
+            {
+              "title": "Income from operations and operating margin",
+              "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/Weighted Voting Rights/Six Months Ended September Other Financial Results Costs and Expenses/Income from operations and operating margin",
+              "level": 3,
+              "summary": "Income from operations in the six months ended September 30, 2025 was RMB40,353 million (US\\$5,668 million), or 8% of revenue, a decrease of 43% compared to RMB71,235 million, or 15% of revenue, in the same period of 2024, primarily due to the decrease in adjusted EBITA, partly offset by a one-time provision in the same period last year.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Adjusted EBITDA and Adjusted EBITA",
+              "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/Weighted Voting Rights/Six Months Ended September Other Financial Results Costs and Expenses/Adjusted EBITDA and Adjusted EBITA",
+              "level": 3,
+              "summary": "Adjusted EBITDA decreased 36% year-over-year to RMB62,991 million (US\\$8,848 million) in the six months ended September 30, 2025, compared to RMB98,488 million in the same period of 2024. Adjusted EBITA decreased 44% year-over-year to RMB47,917 million (US\\$6,731 million) in the six months ended September 30, 2025, compared to RMB85,596 million in the same period of 2024, primarily attributable to the investment in quick commerce, user experiences, and technology, partly offset by double-digit revenue growth in Alibaba China E-commerce Group, the improved operating results supported by continued growth in Cloud business, as well as enhanced operating efficiencies across various businesses. A reconciliation of net income to adjusted EBITDA and adjusted EBITA is included in the section entitled “Reconciliations of Non-GAAP Measures to the Nearest Comparable U.S. GAAP Measures” of this Interim Report.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Adjusted EBITA by segment",
+              "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/Weighted Voting Rights/Six Months Ended September Other Financial Results Costs and Expenses/Adjusted EBITA by segment",
+              "level": 3,
+              "summary": "Adjusted EBITA by segment as well as a reconciliation of income from operations to adjusted EBITA are set forth in the section entitled “Six Months Ended September Segment Results” above.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Interest and investment income, net",
+              "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/Weighted Voting Rights/Six Months Ended September Other Financial Results Costs and Expenses/Interest and investment income, net",
+              "level": 3,
+              "summary": "Interest and investment income, net in the six months ended September 30, 2025 was RMB37,468 million (US\\$5,263 million), an increase of 119% compared to RMB17,129 million in the same period of 2024, primarily due to mark-to-market changes from our equity investments, gain from the disposal of local consumer service business of Trendyol, and the decrease in impairment of our investments. The above-mentioned investment gains and losses were excluded from our non-GAAP net income.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Other (expense) income, net",
+              "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/Weighted Voting Rights/Six Months Ended September Other Financial Results Costs and Expenses/Other (expense) income, net",
+              "level": 3,
+              "summary": "Other (expense) income, net in the six months ended September 30, 2025 was an income of RMB1,329 million (US\\$187 million), compared to expense of RMB1,221 million in the same period of 2024, was primarily due to the decrease in net exchange loss in the six months ended September 30, 2025 compared to the same period last year, arising from the exchange rate fluctuation between Renminbi and U.S. dollar.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Income tax expenses",
+              "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/Weighted Voting Rights/Six Months Ended September Other Financial Results Costs and Expenses/Income tax expenses",
+              "level": 3,
+              "summary": "Income tax expenses in the six months ended September 30, 2025 were RMB14,415 million (US\\$2,024 million), compared to RMB17,442 million in the same period of 2024.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Share of results of equity method investees",
+              "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/Weighted Voting Rights/Six Months Ended September Other Financial Results Costs and Expenses/Share of results of equity method investees",
+              "level": 3,
+              "summary": "Share of results of equity method investees in the six months ended September 30, 2025 was RMB3,254 million (US\\$457 million), an increase of 31% compared to RMB2,483 million in the same period of 2024. The following table sets forth a breakdown of share of results of equity method investees for the periods indicated: [tables/table-5 Equity Investee Results.html] (1) “Others” mainly include basis differences arising from equity method investees, share-based compensation expense related to share-based awards granted to employees of our equity method investees, as well as gain or loss arising from the deemed disposal of the equity method investees. We record our share of results of all equity method investees one quarter in arrears. The share of net profit of other equity method investees recorded in the six months ended September 30 2025, compared to the share of net losses in the same period last year, was primarily attributable to the overall improvement in the financial performance of our equity method investees. This was partly offset by the decrease in share of profit of Ant Group, which was mainly attributable to investments in new growth initiatives and technologies.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Net income and Non-GAAP net income",
+              "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/Weighted Voting Rights/Six Months Ended September Other Financial Results Costs and Expenses/Net income and Non-GAAP net income",
+              "level": 3,
+              "summary": "Our net income in the six months ended September 30, 2025 was RMB62,994 million (US\\$8,849 million), compared to RMB67,569 million in the same period of 2024, primarily attributable to the decrease in income from operations, partly offset by the mark-to-market changes from our equity investments, gain from the disposal of local consumer service business of Trendyol and the decrease in both the impairment of our investments and net exchange loss. Excluding non-cash share-based compensation expense, gains/losses of investments, impairment of goodwill and intangible assets, and certain other items, non-GAAP net income in the six months ended September 30, 2025 was RMB43,862 million (US\\$6,161 million), a decrease of 43% compared to RMB77,209 million in the same period of 2024, primarily attributable to the investment in quick commerce, user experiences, and technology, partly offset by double-digit revenue growth in Alibaba China E-commerce Group, the improved operating results supported by continued growth in Cloud business, as well as enhanced operating efficiencies across various businesses. A reconciliation of net income to non-GAAP net income is included in the section entitled “Reconciliations of Non-GAAP Measures to the Nearest Comparable U.S. GAAP Measures” of this Interim Report.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Net income attributable to ordinary shareholders",
+              "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/Weighted Voting Rights/Six Months Ended September Other Financial Results Costs and Expenses/Net income attributable to ordinary shareholders",
+              "level": 3,
+              "summary": "Net income attributable to ordinary shareholders for the six months ended September 30, 2025 was RMB64,106 million, down from RMB68,143 million in 2024, due to decreased income from operations, partially offset by investment mark-to-market changes, Trendyol disposal gains, and lower impairment and exchange losses. Diluted earnings per ADS were RMB26.73, compared to RMB28.00 in 2024; non-GAAP diluted earnings per ADS fell 39% to RMB19.10. Diluted earnings per share were RMB3.34, versus RMB3.50 in 2024; non-GAAP diluted earnings per share also decreased 39% to RMB2.39. Cash, cash equivalents, short-term investments, and other treasury investments totaled RMB573,889 million as of September 30, 2025, down from RMB597,132 million as of March 31, 2025, primarily due to free cash flow outflow of RMB40,655 million, dividend payments of RMB33,621 million, and share repurchases of RMB7,638 million, partly offset by proceeds from convertible notes, bank borrowings, exchangeable bonds, and asset disposals.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Net cash provided by operating activities and free cash flow",
+              "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/Weighted Voting Rights/Six Months Ended September Other Financial Results Costs and Expenses/Net cash provided by operating activities and free cash flow",
+              "level": 3,
+              "summary": "During the six months ended September 30, 2025, net cash provided by operating activities was RMB30,771 million (US\\$4,322 million), a decrease of 53% compared to RMB65,074 million in the same period of 2024. Free cash flow, a non-GAAP measurement of liquidity, was an outflow of RMB40,655 million (US\\$5,711 million), compared to an inflow of RMB31,107 million in the same period of 2024. The decrease in free cash flow was mainly attributed to the increase in our cloud infrastructure expenditure and the investment in quick commerce. A reconciliation of net cash provided by operating activities to free cash flow is included in the section entitled “Reconciliations of Non-GAAP Measures to the Nearest Comparable U.S. GAAP Measures” of this Interim Report.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Net cash used in investing activities",
+              "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/Weighted Voting Rights/Six Months Ended September Other Financial Results Costs and Expenses/Net cash used in investing activities",
+              "level": 3,
+              "summary": "During the six months ended September 30, 2025, net cash used in investing activities of RMB51,324 million (US\\$7,209 million) primarily reflected capital expenditures of RMB70,177 million (US\\$9,858 million) and net increase in short-term investments and other treasury investments by RMB11,119 million (US\\$1,562 million), partly offset by net cash inflow of RMB29,710 million (US\\$4,173 million) for investment and acquisition activities.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Net cash provided by financing activities",
+              "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/Weighted Voting Rights/Six Months Ended September Other Financial Results Costs and Expenses/Net cash provided by financing activities",
+              "level": 3,
+              "summary": "During the six months ended September 30, 2025, net cash provided by financing activities of RMB8,171 million (US\\$1,148 million) primarily reflected cash provided by net proceeds from issuance of convertible unsecured senior notes and payments for capped call transactions of RMB20,994 million (US\\$2,949 million), net proceeds from bank borrowings of RMB17,804 million (US\\$2,501 million), and net proceeds from issuance of exchangeable bonds of RMB10,986 million (US\\$1,543 million), partly offset by dividend payment of RMB33,621 million (US\\$4,723 million), and cash used in repurchase of ordinary shares of RMB7,638 million (US\\$1,073 million).",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Employees",
+              "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/Weighted Voting Rights/Six Months Ended September Other Financial Results Costs and Expenses/Employees",
+              "level": 3,
+              "summary": "The passage provides reconciliations of non-GAAP financial measures to GAAP measures for a company, including adjusted EBITA, adjusted EBITDA, non-GAAP net income, non-GAAP diluted earnings per share/ADS, and free cash flow for the six months ended September 30, 2025. It also notes employee counts: 126,661 as of September 30, 2025, compared to 124,320 as of March 31, 2025. The reconciliations are presented in tables, with footnotes explaining tax effects, ADS-to-ordinary share ratio (1:8), and adjustments for noncontrolling interests.",
+              "chunk_count": 1,
+              "children": []
+            }
+          ]
+        },
+        {
+          "title": "Non-GAAP Financial Measures",
+          "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/Weighted Voting Rights/Non-GAAP Financial Measures",
+          "level": 2,
+          "summary": "The passage explains the company's use of non-GAAP financial measures including adjusted EBITDA, adjusted EBITA, non-GAAP net income, non-GAAP diluted earnings per share/ADS, and free cash flow. These measures are used to supplement GAAP financial statements and help identify underlying business trends by excluding certain non-cash expenses and items not reflective of core operating performance. The definitions of each measure are provided, along with cautionary notes that they should not be considered in isolation or as alternatives to GAAP measures, and may not be comparable to similarly titled measures from other companies. Free cash flow is described as a liquidity measure for strategic corporate transactions, with specific adjustments explained.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Other Financial Information",
+          "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/Weighted Voting Rights/Other Financial Information",
+          "level": 2,
+          "summary": "",
+          "chunk_count": 10,
+          "children": [
+            {
+              "title": "Liquidity and Capital Resources",
+              "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/Weighted Voting Rights/Other Financial Information/Liquidity and Capital Resources",
+              "level": 3,
+              "summary": "The passage discusses the company's funding sources, including cash from operations and debt/equity financing. It reports cash from operations of RMB65,074 million and RMB30,771 million for the six months ended September 30, 2024 and 2025, respectively. As of September 30, 2025, unrestricted cash, short-term investments, and other treasury investments totaled RMB573,889 million. The company issued zero coupon exchangeable bonds due 2032 for HK$12 billion in July 2025 and zero coupon convertible unsecured senior notes due 2032 for US$3.2 billion in September 2025. It amended a syndicated loan facility, reducing it to US$3.17 billion and restructuring it as a revolving credit facility expiring September 30, 2028, with an option to extend to 2030. Another US$6.5 billion revolving credit facility was amended to US$3.33 billion with similar terms. The company monitors financial health via total debts to adjusted EBITDA ratio (1.14 as of March 2025, 1.69 as of September 2025) and total debts to total capital ratio (17.62% and 20.35%, respectively).",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Significant Investments",
+              "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/Weighted Voting Rights/Other Financial Information/Significant Investments",
+              "level": 3,
+              "summary": "Our significant investment consists of Ant Group. Ant Group provides comprehensive digital payment services and facilitates digital financial and value-added services for consumers and merchants, in China and across the world. As of September 30, 2025, our equity interest in Ant Group on a fully diluted basis was 33%. During the six months ended September 30, 2025, dividend received from Ant Group amounted to RMB3,293 million (US\\$463 million). We did not hold any other significant investments as of September 30, 2025.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Material Investments, Acquisitions and Dispositions",
+              "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/Weighted Voting Rights/Other Financial Information/Material Investments, Acquisitions and Dispositions",
+              "level": 3,
+              "summary": "Our material investments, acquisitions and dispositions in the six months ended September 30, 2025 and the period through the date of this Interim Report are set forth below. In May 2025, we agreed to sell 85% of the equity interest in Trendyol GO, a wholly-owned subsidiary of Trendyol that operates local service business in Türkiye (the “Disposal”). The cash consideration for the Disposal is approximately US\\$0.7 billion (RMB5 billion). The Disposal was completed during the six months ended September 30, 2025. Save as disclosed above, as at the date of this Interim Report, the Group did not have detailed future plans for material investments or capital assets.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Pledge of Assets",
+              "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/Weighted Voting Rights/Other Financial Information/Pledge of Assets",
+              "level": 3,
+              "summary": "Certain of the Group's bank borrowings are collateralized by a pledge of certain buildings and property improvements, construction in progress and land use rights in the PRC, receivables and other treasury investments with carrying values of RMB30,213 million and RMB25,417 million, as of March 31, 2025 and September 30, 2025, respectively. In addition, certain of the Group's payables are collateralized by a pledge of certain short-term investments and other treasury investments with carrying values of RMB3,697 million and RMB4,155 million as of March 31, 2025 and September 30, 2025, respectively.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Foreign Exchange Risk",
+              "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/Weighted Voting Rights/Other Financial Information/Foreign Exchange Risk",
+              "level": 3,
+              "summary": "The passage discusses foreign currency risk arising from transactions and investments. Most revenue and expenses are in Renminbi, the functional currency. The Renminbi's value against the U.S. dollar fluctuates due to political, economic, and policy factors. Appreciation of the Renminbi reduces U.S. dollar conversion amounts for operations, while U.S. dollar appreciation reduces Renminbi conversion for dividends or debt payments.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Contingent Liabilities",
+              "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/Weighted Voting Rights/Other Financial Information/Contingent Liabilities",
+              "level": 3,
+              "summary": "Save as disclosed in this Interim Report, as at September 30, 2025, the Group had no material contingent liabilities.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Capital Expenditure and Capital Commitment",
+              "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/Weighted Voting Rights/Other Financial Information/Capital Expenditure and Capital Commitment",
+              "level": 3,
+              "summary": "Our capital expenditures have been incurred primarily in relation to (i) the acquisition of computer equipment and construction of data centers relating to our Cloud business and the operation of our mobile platforms and websites; (ii) the acquisition of infrastructure for logistics services and direct sales businesses; and (iii) the acquisition of land use rights and construction of corporate campuses and office facilities. In the six months ended September 30, 2024 and 2025, our capital expenditures totaled RMB29,585 million and RMB70,177 million (US\\$9,858 million), respectively. The Group’s capital commitments primarily relate to capital expenditures contracted for purchase of property and equipment, including the construction of corporate campuses. Total capital commitments contracted but not provided for amounted to RMB45,321 million and RMB29,483 million (US\\$4,141 million) as of March 31, 2025 and September 30, 2025, respectively.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Remuneration Policy",
+              "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/Weighted Voting Rights/Other Financial Information/Remuneration Policy",
+              "level": 3,
+              "summary": "Alibaba Group reviews its remuneration policy to maintain industry competitiveness, offering discretionary bonuses and long-term incentives based on performance. It provides learning programs for employee development. PRC subsidiaries participate in government-mandated defined contribution plans covering housing, pension, medical, and other benefits, with monthly contributions to local authorities. Commercial health and accidental insurance are also provided, along with tailored benefit plans. Outside the PRC, subsidiaries make payments to defined contribution and benefit plans. Equity incentives, including restricted share units, stock options, and share appreciation rights, may be granted to directors, employees, service providers, and consultants under adopted plans.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Subsequent Events",
+              "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/Weighted Voting Rights/Other Financial Information/Subsequent Events",
+              "level": 3,
+              "summary": "Save as disclosed in this Interim Report, as at the date of this Interim Report, there were no significant events that might affect Alibaba Group since September 30, 2025.",
+              "chunk_count": 1,
+              "children": []
+            }
+          ]
+        }
+      ]
+    },
+    {
+      "title": "DIRECTORS AND CHIEF EXECUTIVE OFFICER",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/DIRECTORS AND CHIEF EXECUTIVE OFFICER",
+      "level": 1,
+      "summary": "The following table sets forth certain information relating to our directors and chief executive officer. [tables/table-10 Board of Directors.html] $^{\\dagger}$ Director nominated by the Alibaba Partnership. (a) Group I directors. Current term of office will expire at our 2027 annual general meeting. (b) Group II directors. Current term of office will expire at our 2028 annual general meeting. (c) Group III directors. Current term of office will expire at our 2026 annual general meeting. (d) Beginning from April 1, 2025, Maggie Wu has started to serve as a non-executive director. (1) The business address of our directors is 26/F Tower One, Times Square, 1 Matheson Street, Causeway Bay, Hong Kong SAR., the People's Republic of China.",
+      "chunk_count": 9,
+      "children": [
+        {
+          "title": "Biographical Information",
+          "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/DIRECTORS AND CHIEF EXECUTIVE OFFICER/Biographical Information",
+          "level": 2,
+          "summary": "The text provides detailed biographies of 10 members of Alibaba Group's board of directors, including Joseph C. Tsai (Chairman), Eddie Yongming Wu (CEO), J. Michael Evans (President), Maggie Wei Wu, Jerry Yang, Wan Ling Martello, Weijian Shan, Irene Yun-Lien Lee, Albert Kong Ping Ng, and Kabir Misra. Each entry outlines their professional background, education, key roles at Alibaba and other companies, and board memberships.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Board Committees",
+          "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/DIRECTORS AND CHIEF EXECUTIVE OFFICER/Board Committees",
+          "level": 2,
+          "summary": "Our board of directors has established an audit committee, a compensation committee, a nominating and corporate governance committee, a sustainability committee, a compliance and risk committee and a capital management committee.",
+          "chunk_count": 7,
+          "children": [
+            {
+              "title": "Audit Committee",
+              "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/DIRECTORS AND CHIEF EXECUTIVE OFFICER/Board Committees/Audit Committee",
+              "level": 3,
+              "summary": "Our audit committee currently consists of Albert Ng, Wan Ling Martello and Weijian Shan. Mr. Ng is the chairman of our audit committee.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Compensation Committee",
+              "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/DIRECTORS AND CHIEF EXECUTIVE OFFICER/Board Committees/Compensation Committee",
+              "level": 3,
+              "summary": "Our compensation committee currently consists of Jerry Yang, Albert Ng and Kabir Misra. Mr. Yang is the chairman of our compensation committee.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Nominating and Corporate Governance Committee",
+              "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/DIRECTORS AND CHIEF EXECUTIVE OFFICER/Board Committees/Nominating and Corporate Governance Committee",
+              "level": 3,
+              "summary": "Our nominating and corporate governance committee currently consists of Irene Lee and Jerry Yang. Ms. Lee is the chairman of our nominating and corporate governance committee.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Sustainability Committee",
+              "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/DIRECTORS AND CHIEF EXECUTIVE OFFICER/Board Committees/Sustainability Committee",
+              "level": 3,
+              "summary": "Our sustainability committee currently consists of Jerry Yang, Joe Tsai and Maggie Wu. Mr. Yang is the chairman of our sustainability committee.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Compliance and Risk Committee",
+              "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/DIRECTORS AND CHIEF EXECUTIVE OFFICER/Board Committees/Compliance and Risk Committee",
+              "level": 3,
+              "summary": "Our compliance and risk committee currently consists of Irene Lee, Albert Ng, Kabir Misra and J. Michael Evans. Ms. Lee is the chairman of our compliance and risk committee.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Capital Management Committee",
+              "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/DIRECTORS AND CHIEF EXECUTIVE OFFICER/Board Committees/Capital Management Committee",
+              "level": 3,
+              "summary": "Our capital management committee currently consists of Joe Tsai, Eddie Wu, J. Michael Evans and Maggie Wu. Mr. Tsai is the chairman of our capital management committee.",
+              "chunk_count": 1,
+              "children": []
+            }
+          ]
+        }
+      ]
+    },
+    {
+      "title": "DISCLOSURE OF INTERESTS",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/DISCLOSURE OF INTERESTS",
+      "level": 1,
+      "summary": "The document details the interests and short positions in shares of the company as of September 30, 2025, for directors, the CEO, and substantial shareholders, as required under the Securities and Futures Ordinance (SFO). It includes tables and notes for directors like Joseph C. Tsai, Eddie Yongming Wu, J. Michael Evans, and Maggie Wei Wu, listing their holdings through shares, RSUs, options, trusts, and foundations. For substantial shareholders, it covers JPMorgan Chase & Co., Citigroup Inc., and Blackrock, Inc., with breakdowns of long and short positions, including derivatives. The report confirms no other disclosable interests beyond those listed.",
+      "chunk_count": 1,
+      "children": []
+    },
+    {
+      "title": "EQUITY INCENTIVE PLANS",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/EQUITY INCENTIVE PLANS",
+      "level": 1,
+      "summary": "The 2014 Plan, the 2024 Plan and the 2024 Plan (Existing Shares) are the equity incentive plans of our Company in effect. For a summary of the key terms of these plans, please see “Directors, Senior Management and Employees - Equity Incentive Plans” in our fiscal year 2025 annual report. During the Reporting Period, a total of 63,594,318 Shares (equivalent to approximately 7,949,290 ADSs), representing approximately 0.3% of the weighted average number of Shares in issue (excluding treasury shares) of our Company, that may be issued in respect of all share-based awards were granted to eligible participants under the 2024 Plan of our Company.",
+      "chunk_count": 6,
+      "children": [
+        {
+          "title": "The 2014 Plan",
+          "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/EQUITY INCENTIVE PLANS/The 2014 Plan",
+          "level": 2,
+          "summary": "The 2014 Plan (which we adopted in September 2014, amended and restated in February 2020 to reflect the Share Split and other administrative changes, and further amended and restated in May 2022 to reflect administrative changes) provides for the granting of share-based awards, including restricted share units, stock options, restricted shares and share appreciation rights, to any participant who is an employee, consultant or director of our company, our affiliates and/or certain other companies. No further awards will be granted under the 2014 Plan as from September 18, 2024. Any shares authorized but unissued under the 2014 Plan will no longer be available for granting. The share-based awards already granted under the 2014 Plan will remain in full force and effect pursuant to the terms and conditions of the 2014 Plan. Details of movements of RSUs under the 2014 Plan during the Reporting Period are as follows: [tables/table-13 RSU Grant Summary.html]",
+          "chunk_count": 3,
+          "children": [
+            {
+              "title": "Notes:",
+              "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/EQUITY INCENTIVE PLANS/The 2014 Plan/Notes:",
+              "level": 3,
+              "summary": "1. The purchase price of all RSUs granted is nil. 2. Eight Shares are issuable upon the vesting of each RSU. 3. The RSUs vest over a period of 6 years. 4. The RSUs vest over a period of 5 years. 5. The RSUs vest over a period of 4 years. 6. The RSUs vest over a period of 2 years. 7. The RSUs granted to employee participants and related entity participants vest over a period of up to 10 years. 8. For directors and chief executive officer, the weighted average closing price of ADSs traded on the NYSE immediately before the dates on which the RSUs were vested during the Reporting Period was US\\$136.71. 9. For employee participants, the weighted average closing price of ADSs traded on the NYSE immediately before the dates on which the RSUs were vested during the Reporting Period was US\\$131.05 10. For related entity participants, the weighted average closing price of ADSs traded on the NYSE immediately before the dates on which the RSUs were vested during the Reporting Period was US\\$132.15. 11. A related entity participant is an employee of an associated company in which our Company owns, directly or indirectly, securities or interests representing 20% or more of its voting power. Details of movements of share options under the 2014 Plan during the Reporting Period are as follows: [tables/table-14 Share Options Table.html]",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Notes:_2",
+              "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/EQUITY INCENTIVE PLANS/The 2014 Plan/Notes:_2",
+              "level": 3,
+              "summary": "1. Eight Shares are issuable upon the exercise of each share option. 2. The share options vest over a period of 5 years and are exercisable within 10 years after date of grant. 3. The share options vest over a period of 6 years and are exercisable within 12 years after date of grant. 4. The share options vest over a period of 2 years and are exercisable within 8 years after date of grant. 5. The share options vest over a period of up to 9 years and are exercisable within up to 12 years after date of grant. 6. The closing price of ADSs traded on the NYSE immediately before the date on which the share options were exercised during the Reporting Period was US\\$123.90. 7. For employee participants, the weighted average closing price of ADSs traded on the NYSE immediately before the dates on which the share options were exercised during the Reporting Period was US\\$114.78. 8. For related entity participant, the weighted average closing price of ADSs traded on the NYSE immediately before the date on which the share options were exercised during the Reporting Period was US\\$118.09. 9. No share options granted were cancelled during the Reporting Period. 10. A related entity participant is an employee of an associated company in which our Company owns, directly or indirectly, securities or interests representing 20% or more of its voting power.",
+              "chunk_count": 1,
+              "children": []
+            }
+          ]
+        },
+        {
+          "title": "The 2024 Plan",
+          "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/EQUITY INCENTIVE PLANS/The 2024 Plan",
+          "level": 2,
+          "summary": "The 2024 Plan, approved in August 2024, aims to attract, motivate, and retain employees, executive directors, and service providers by granting restricted share units (RSUs), stock options, restricted shares, and share appreciation rights. As of April 1, 2025, 473,488,465 shares were available for grant under the scheme mandate, and 93,716,369 shares under the service provider sub-limit. By September 30, 2025, available shares under the scheme mandate decreased to 411,246,946. RSUs granted have a nil purchase price, vest over up to 6 years, and one share is issuable per RSU. No RSUs were granted to directors during the reporting period. The weighted average closing price before vesting was HK$113.70. Grants to employee participants on various dates are detailed in a table, with some RSUs granted on May 23, 2025 subject to performance targets based on financial or operational indicators. Fair values of RSUs were determined by reference to underlying share fair values on grant date. No RSUs were cancelled during the period.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "The 2024 Plan (Existing Shares)",
+          "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/EQUITY INCENTIVE PLANS/The 2024 Plan (Existing Shares)",
+          "level": 2,
+          "summary": "The 2024 Plan (Existing Shares) was approved by our board in August 2024. The purpose of the 2024 Plan (Existing Shares) is to provide incentives to attract, motivate and retain the grantees and align the interests of the grantees with those of our shareholders. It provides for the granting of restricted share units, stock options, restricted shares and share appreciation rights to any participant who is an employee, a director or a service provider. The 2024 Plan (Existing Shares) is funded by existing Shares, therefore it does not constitute a scheme involving the new issuance of Shares as referred to in Chapter 17 of the Hong Kong Listing Rules but is subject to the applicable disclosure requirements under Rule 17.12 of the Hong Kong Listing Rules.",
+          "chunk_count": 1,
+          "children": []
+        }
+      ]
+    },
+    {
+      "title": "PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES",
+      "level": 1,
+      "summary": "During the Reporting Period, our Company repurchased a total of 73 million Shares on the NYSE for an aggregate consideration of US\\$1.0 billion. Details of the Shares repurchased on the NYSE are as follows: [tables/table-17 Share Repurchase.html] Note: 1. Each ADS represents eight Shares. As of the date of this Interim Report, all the Shares repurchased during the Reporting Period have been cancelled. Save as disclosed above, neither our Company nor any of its subsidiaries purchased, sold or redeemed any of our Company's securities listed on the Hong Kong Stock Exchange or the NYSE (including sale of treasury shares) during the Reporting Period. As of September 30, 2025, our Company did not hold any treasury shares as defined in the Hong Kong Listing Rules.",
+      "chunk_count": 1,
+      "children": []
+    },
+    {
+      "title": "OTHER INFORMATION",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/OTHER INFORMATION",
+      "level": 1,
+      "summary": "",
+      "chunk_count": 7,
+      "children": [
+        {
+          "title": "Corporate Governance",
+          "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/OTHER INFORMATION/Corporate Governance",
+          "level": 2,
+          "summary": "",
+          "chunk_count": 4,
+          "children": [
+            {
+              "title": "Compliance with the Corporate Governance Code",
+              "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/OTHER INFORMATION/Corporate Governance/Compliance with the Corporate Governance Code",
+              "level": 3,
+              "summary": "To the knowledge of the Company and our directors, we have complied with all applicable code provisions set out in the Corporate Governance Code as set forth in Part 2 of Appendix C1 to the Hong Kong Listing Rules for the six months ended September 30, 2025.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Compliance with the Model Code",
+              "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/OTHER INFORMATION/Corporate Governance/Compliance with the Model Code",
+              "level": 3,
+              "summary": "We have adopted our own trading guidelines, on terms no less exacting than the required standard set out in the Model Code as set forth in Appendix C3 to the Hong Kong Listing Rules, to regulate, among others, all dealings by directors and relevant employees of securities in the Company. Having made specific enquiry of all directors, all directors confirmed that they have complied with our trading guidelines during the six months ended September 30, 2025.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Audit Committee Review",
+              "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/OTHER INFORMATION/Corporate Governance/Audit Committee Review",
+              "level": 3,
+              "summary": "The audit committee oversees accounting, financial reporting, and audits. Its responsibilities include selecting and evaluating the independent auditor, pre-approving audit and non-audit services, assessing internal controls, reviewing audit problems and related party transactions, and discussing quarterly, half-year, and annual reports. It also establishes procedures for employee complaints on accounting matters and meets separately with management and auditors. The committee reviewed the unaudited interim financial statements for the six months ended September 30, 2025, with PricewaterhouseCoopers, which also reviewed the statements under International Standard on Review Engagements 2410.",
+              "chunk_count": 1,
+              "children": []
+            }
+          ]
+        },
+        {
+          "title": "Interim Dividend",
+          "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/OTHER INFORMATION/Interim Dividend",
+          "level": 2,
+          "summary": "Our board did not recommend the distribution of an interim dividend for the Reporting Period.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Use of Proceeds from the Notes Offerings",
+          "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/OTHER INFORMATION/Use of Proceeds from the Notes Offerings",
+          "level": 2,
+          "summary": "In September 2025, the company completed a private offering of $3.168 billion in Zero Coupon Convertible Senior Notes due 2032, along with capped call transactions costing $184 million. The notes have an initial conversion rate of 5.1773 ADSs per $1,000 principal, equivalent to an initial conversion price of about $193.15 per ADS. Net proceeds of approximately $3.13 billion are intended for general corporate purposes, with 80% allocated to enhancing cloud infrastructure and 20% to expanding international commerce operations. As of September 30, 2025, unutilized proceeds totaled $2.4 billion.",
+          "chunk_count": 1,
+          "children": []
+        }
+      ]
+    },
+    {
+      "title": "DEFINITIONS Conventions that apply to this Interim Report",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/DEFINITIONS Conventions that apply to this Interim Report",
+      "level": 1,
+      "summary": "This section defines key terms and conventions used in the interim report, including references to equity incentive plans (2014 Plan, 2024 Plan, 2024 Plan Existing Shares), ADSs, Alibaba Group, Articles of Association, board of directors, Corporate Governance Code, Hong Kong Listing Rules, Model Code, NYSE, Reporting Period, RSUs, SEC, SFO, Share Split, shareholders, Shares, substantial shareholders, U.S., U.S. dollars, U.S. Exchange Act, and U.S. Securities Act.",
+      "chunk_count": 1,
+      "children": []
+    },
+    {
+      "title": "ALIBABA GROUP HOLDING LIMITED",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED",
+      "level": 1,
+      "summary": "",
+      "chunk_count": 6,
+      "children": [
+        {
+          "title": "INDEX TO CONDENSED CONSOLIDATED INTERIM FINANCIAL STATEMENTS",
+          "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED/INDEX TO CONDENSED CONSOLIDATED INTERIM FINANCIAL STATEMENTS",
+          "level": 2,
+          "summary": "[tables/table-19 Interim Report.html] Report on Review of Interim Financial Information To the Board of Directors of Alibaba Group Holding Limited (incorporated in the Cayman Islands with limited liability)",
+          "chunk_count": 5,
+          "children": [
+            {
+              "title": "Introduction",
+              "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED/INDEX TO CONDENSED CONSOLIDATED INTERIM FINANCIAL STATEMENTS/Introduction",
+              "level": 3,
+              "summary": "We have reviewed the interim financial information set out on pages 46 to 81, which comprises the condensed consolidated balance sheet of Alibaba Group Holding Limited (the “Company”) and its subsidiaries (together, the “Group”) as at September 30, 2025 and the condensed consolidated income statement, the condensed consolidated statement of comprehensive income, the condensed consolidated statement of changes in shareholders’ equity and the condensed consolidated statement of cash flows for the six-month period then ended, and selected explanatory notes. The Rules Governing the Listing of Securities on The Stock Exchange of Hong Kong Limited require the preparation of a report on interim financial information to be in compliance with the relevant provisions thereof and accounting principles generally accepted in the United States of America (“U.S. GAAP”). The directors of the Company are responsible for the preparation and presentation of this interim financial information in accordance with U.S. GAAP. Our responsibility is to express a conclusion on this interim financial information based on our review and to report our conclusion solely to you, as a body, in accordance with our agreed terms of engagement, and for no other purpose. We do not assume responsibility towards or accept liability to any other person for the contents of this report.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Scope of Review",
+              "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED/INDEX TO CONDENSED CONSOLIDATED INTERIM FINANCIAL STATEMENTS/Scope of Review",
+              "level": 3,
+              "summary": "We conducted our review in accordance with International Standard on Review Engagements 2410, “Review of Interim Financial Information Performed by the Independent Auditor of the Entity”. A review of interim financial information consists of making inquiries, primarily of persons responsible for financial and accounting matters, and applying analytical and other review procedures. A review is substantially less in scope than an audit conducted in accordance with International Standards on Auditing and consequently does not enable us to obtain assurance that we would become aware of all significant matters that might be identified in an audit. Accordingly, we do not express an audit opinion.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Conclusion",
+              "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED/INDEX TO CONDENSED CONSOLIDATED INTERIM FINANCIAL STATEMENTS/Conclusion",
+              "level": 3,
+              "summary": "Based on our review, nothing has come to our attention that causes us to believe that the interim financial information of the Group is not prepared, in all material respects, in accordance with U.S. GAAP.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "PricewaterhouseCoopers Certified Public Accountants",
+              "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED/INDEX TO CONDENSED CONSOLIDATED INTERIM FINANCIAL STATEMENTS/PricewaterhouseCoopers Certified Public Accountants",
+              "level": 3,
+              "summary": "Hong Kong, December 4, 2025 ALIBABA GROUP HOLDING LIMITED UNAUDITED CONDENSED CONSOLIDATED INCOME STATEMENTS [tables/table-20 Alibaba Financials.html] The accompanying notes form an integral part of these unaudited condensed consolidated financial statements. ALIBABA GROUP HOLDING LIMITED UNAUDITED CONDENSED CONSOLIDATED STATEMENTS OF COMPREHENSIVE INCOME [tables/table-21 Income Statement.html] The accompanying notes form an integral part of these unaudited condensed consolidated financial statements. ALIBABA GROUP HOLDING LIMITED UNAUDITED CONDENSED CONSOLIDATED BALANCE SHEETS [tables/table-22 Balance Sheet Data.html] The accompanying notes form an integral part of these unaudited condensed consolidated financial statements. ALIBABA GROUP HOLDING LIMITED UNAUDITED CONDENSED CONSOLIDATED BALANCE SHEETS (CONTINUED) [tables/table-23 Equity Summary.html] The accompanying notes form an integral part of these unaudited condensed consolidated financial statements. ALIBABA GROUP HOLDING LIMITED UNAUDITED CONDENSED CONSOLIDATED STATEMENTS OF CHANGES IN SHAREHOLDERS' EQUITY [tables/table-24 Equity Changes.html] The accompanying notes form an integral part of these unaudited condensed consolidated financial statements.",
+              "chunk_count": 1,
+              "children": []
+            }
+          ]
+        }
+      ]
+    },
+    {
+      "title": "ALIBABA GROUP HOLDING LIMITED_2",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_2",
+      "level": 1,
+      "summary": "",
+      "chunk_count": 4,
+      "children": [
+        {
+          "title": "UNAUDITED CONDENSED CONSOLIDATED STATEMENTS OF CASH FLOWS",
+          "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_2/UNAUDITED CONDENSED CONSOLIDATED STATEMENTS OF CASH FLOWS",
+          "level": 2,
+          "summary": "[tables/table-25 Cash Flow Statement.html] The accompanying notes form an integral part of these unaudited condensed consolidated financial statements. ALIBABA GROUP HOLDING LIMITED NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS FOR THE SIX MONTHS ENDED SEPTEMBER 30, 2024 and 2025",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "1. Organization and principal activities",
+          "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_2/1. Organization and principal activities",
+          "level": 2,
+          "summary": "Alibaba Group Holding Limited (the “Company”) is a limited liability company, which was incorporated in the Cayman Islands on June 28, 1999. The Company is a holding company and conducts its businesses primarily through its subsidiaries and variable interest entities. In these unaudited condensed consolidated financial statements, where appropriate, the term “Company” also refers to its subsidiaries as a whole. The Company provides the technology infrastructure and marketing reach to help merchants, brands, retailers and other businesses to leverage the power of new technology to engage with their users and customers and operate in a more efficient way. The Company's businesses comprise Alibaba China E-commerce Group, Alibaba International Digital Commerce Group, Cloud Intelligence Group and All others. An ecosystem has developed around the Company's platforms and businesses that consists of consumers, merchants, brands, retailers, enterprises, third-party service providers, strategic alliance partners and other businesses. The Company's American depositary shares (“ADSs”) are listed on the New York Stock Exchange (“NYSE”) under the symbol “BABA” and the Company’s ordinary shares are listed on the Hong Kong Stock Exchange (“HKSE”) under the stock codes “9988 (HKD Counter)” and “89988 (RMB Counter).”",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "2. Summary of significant accounting policies",
+          "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_2/2. Summary of significant accounting policies",
+          "level": 2,
+          "summary": "The document outlines the basis of presentation for unaudited condensed consolidated financial statements prepared under U.S. GAAP and Hong Kong Listing Rules for interim periods. It notes that these statements do not include all disclosures required for a full set of financials, but include normal recurring adjustments. The statements should be read with the audited financials for the year ended March 31, 2025, with no significant accounting policy changes except updates for derivatives, hedging, and borrowings due to exchangeable bonds. RMB amounts are translated to US dollars at a rate of 7.1190 for convenience, with no guarantee of convertibility at that rate.",
+          "chunk_count": 1,
+          "children": []
+        }
+      ]
+    },
+    {
+      "title": "ALIBABA GROUP HOLDING LIMITED_3",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_3",
+      "level": 1,
+      "summary": "",
+      "chunk_count": 13,
+      "children": [
+        {
+          "title": "NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS",
+          "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_3/NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS",
+          "level": 2,
+          "summary": "FOR THE SIX MONTHS ENDED SEPTEMBER 30, 2024 and 2025",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "2. Summary of significant accounting policies (Continued)",
+          "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_3/2. Summary of significant accounting policies (Continued)",
+          "level": 2,
+          "summary": "",
+          "chunk_count": 3,
+          "children": [
+            {
+              "title": "(b) Use of estimates",
+              "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_3/2. Summary of significant accounting policies (Continued)/(b) Use of estimates",
+              "level": 3,
+              "summary": "The preparation of the unaudited condensed consolidated financial statements in conformity with U.S. GAAP requires the Company to make estimates and assumptions that affect the reported amounts of assets and liabilities, disclosure of contingent assets and liabilities as of the date of the unaudited condensed consolidated financial statements and the reported amounts of revenue and expenses during the reporting period. The Company bases its estimates on historical experience and on various other assumptions that are believed to be reasonable, the results of which form the basis for making judgments about the carrying values of assets and liabilities.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "(c) Consolidation",
+              "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_3/2. Summary of significant accounting policies (Continued)/(c) Consolidation",
+              "level": 3,
+              "summary": "The unaudited condensed consolidated financial statements include the financial statements of the Company and its subsidiaries, which include the PRC-registered entities directly or indirectly owned by the Company (“WFOEs”) and variable interest entities (“VIEs”) over which the Company is the primary beneficiary for accounting purposes only. All transactions and balances among the Company, its subsidiaries and the VIEs have been eliminated upon consolidation. The results of subsidiaries acquired or disposed of are recorded in the unaudited condensed consolidated income statements from the effective date of acquisition or up to the effective date of disposal, as appropriate. The nature of the businesses and activities of the consolidated VIEs have not changed materially from the preceding fiscal year. The following financial information of the consolidated VIEs and their subsidiaries was recorded in the accompanying unaudited condensed consolidated financial statements: [tables/table-26 Financial Data.html] (i) Revenue generated by the VIEs are primarily from cloud services, digital media and entertainment services and others. ALIBABA GROUP HOLDING LIMITED NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS FOR THE SIX MONTHS ENDED SEPTEMBER 30, 2024 and 2025",
+              "chunk_count": 1,
+              "children": []
+            }
+          ]
+        },
+        {
+          "title": "2. Summary of significant accounting policies (Continued)_2",
+          "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_3/2. Summary of significant accounting policies (Continued)_2",
+          "level": 2,
+          "summary": "",
+          "chunk_count": 4,
+          "children": [
+            {
+              "title": "(d) Derivatives and hedging",
+              "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_3/2. Summary of significant accounting policies (Continued)_2/(d) Derivatives and hedging",
+              "level": 3,
+              "summary": "The passage discusses the accounting treatment for derivatives and embedded derivatives under ASC 815. Derivatives are recorded at fair value on the balance sheet, with changes recognized in income or other comprehensive income depending on hedge designation. Capped call transactions meeting the scope exception are recognized in shareholders' equity. Hedge accounting requires formal documentation and effectiveness testing, with a hedging relationship considered effective if results fall within an 80% to 125% ratio.",
+              "chunk_count": 3,
+              "children": [
+                {
+                  "title": "Cash flow hedges",
+                  "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_3/2. Summary of significant accounting policies (Continued)_2/(d) Derivatives and hedging/Cash flow hedges",
+                  "level": 4,
+                  "summary": "Interest rate swaps designated as hedging instruments to hedge against the cash flows attributable to recognized assets or liabilities or forecasted payments may qualify as cash flow hedges. The Company entered into interest rate swap contracts to swap floating interest payments related to certain borrowings for fixed interest payments to hedge the interest rate risk associated with certain forecasted payments and obligations. All changes in the fair value of interest rate swaps that are designated and qualify as cash flow hedges are recognized in accumulated other comprehensive income. Amounts in accumulated other comprehensive income are reclassified into earnings in the same period during which the hedged forecasted transaction affects earnings. The Company has elected the optional expedients under ASC 848 “Reference Rate Reform” for certain existing interest rate swaps that are designated as cash flow hedges in the hedging relationship designation and the assessment of probability of forecasted transaction and hedge effectiveness.",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Net investment hedges",
+                  "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_3/2. Summary of significant accounting policies (Continued)_2/(d) Derivatives and hedging/Net investment hedges",
+                  "level": 4,
+                  "summary": "The Company uses cross currency swap contracts and RMB denominated unsecured senior notes and borrowings to hedge foreign currency risk from investments in PRC subsidiaries, designated as net investment hedges. Changes in fair value from spot exchange rate fluctuations are recognized in accumulated other comprehensive income, while excluded components are recognized in interest expenses. For the six months ended September 30, 2025, losses of RMB1,279 million were recognized in accumulated other comprehensive income. Amounts are reclassified to income upon subsidiary disposal, and hedge accounting is discontinued if ineffective. Fair values are estimated using market rates and industry standard valuation techniques.",
+                  "chunk_count": 1,
+                  "children": []
+                }
+              ]
+            }
+          ]
+        },
+        {
+          "title": "2. Summary of significant accounting policies (Continued)_3",
+          "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_3/2. Summary of significant accounting policies (Continued)_3",
+          "level": 2,
+          "summary": "",
+          "chunk_count": 3,
+          "children": [
+            {
+              "title": "(e) Borrowings",
+              "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_3/2. Summary of significant accounting policies (Continued)_3/(e) Borrowings",
+              "level": 3,
+              "summary": "Borrowings consist of bank borrowings, unsecured senior notes, convertible unsecured senior notes and exchangeable bonds. Bank borrowings and unsecured senior notes are recognized initially at fair value, net of upfront fees, debt discounts or premiums, debt issuance costs and other incidental fees. Upfront fees, debt discounts or premiums, debt issuance costs and other incidental fees are recorded as a reduction of the proceeds received and the related accretion is recorded as interest expense in the unaudited condensed consolidated income statements over the estimated term of the facilities using the effective interest method. Convertible unsecured senior notes are accounted for in its entirety as liabilities, and the embedded conversion feature is not required to be accounted for separately under ASC 815. Exchangeable bonds are accounted for under the fair value option with changes in fair value recorded in the unaudited condensed consolidated income statements.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "(f) Recent accounting pronouncements",
+              "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_3/2. Summary of significant accounting policies (Continued)_3/(f) Recent accounting pronouncements",
+              "level": 3,
+              "summary": "The passage discusses four FASB Accounting Standards Updates (ASUs) issued in 2025. ASU 2025-05 provides a practical expedient for estimating credit losses on current receivables and contract assets, effective for the year ending March 31, 2027. ASU 2025-06 removes prescriptive software development stages for internal-use software, effective for the year ending March 31, 2029. ASU 2025-08 defines purchased seasoned loans and expands the gross-up approach for credit losses, effective for the year ending March 31, 2028. ASU 2025-09 clarifies hedge accounting, including expanding hedged risks and eliminating certain tests, effective for the year ending March 31, 2028. All updates permit early adoption, and the Company is evaluating their impacts.",
+              "chunk_count": 1,
+              "children": []
+            }
+          ]
+        },
+        {
+          "title": "3. Significant mergers and acquisitions, investments and dispositions",
+          "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_3/3. Significant mergers and acquisitions, investments and dispositions",
+          "level": 2,
+          "summary": "Disposal of Trendyol GO In May 2025, the Company entered into a sale and purchase agreement to sell 85% of the equity interest in Trendyol GO, a wholly-owned subsidiary of Trendyol that operates local service business in Türkiye (the \"Disposal\"). The cash consideration for the Disposal is approximately US\\$0.7 billion (RMB5 billion). The Disposal was completed during the six months ended September 30, 2025, and a gain arising from the Disposal of approximately RMB6 billion was recorded in interest and investment income, net in the unaudited condensed consolidated income statements for the six months ended September 30, 2025, primarily taking into consideration (i) the cash considerations received, (ii) the carrying values of the net assets of Trendyol GO, and (iii) the fair value of the 15% retained equity interest in Trendyol GO.",
+          "chunk_count": 1,
+          "children": []
+        }
+      ]
+    },
+    {
+      "title": "ALIBABA GROUP HOLDING LIMITED_4",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_4",
+      "level": 1,
+      "summary": "",
+      "chunk_count": 3,
+      "children": [
+        {
+          "title": "NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS",
+          "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_4/NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS",
+          "level": 2,
+          "summary": "FOR THE SIX MONTHS ENDED SEPTEMBER 30, 2024 and 2025",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "4. Revenue",
+          "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_4/4. Revenue",
+          "level": 2,
+          "summary": "The passage details revenue breakdown by segment for Alibaba. Key segments include E-commerce (Alibaba China E-commerce Group with customer management, goods, logistics), Quick commerce (Taobao Instant Commerce, Ele.me), China commerce wholesale (1688.com), International commerce retail (AliExpress, Trendyol, Lazada), International commerce wholesale (Alibaba.com), Cloud Intelligence Group (cloud services), and All others (Freshippo, Cainiao, Alibaba Health, etc.). Inter-segment eliminations primarily involve Cloud Intelligence Group and Cainiao.",
+          "chunk_count": 1,
+          "children": []
+        }
+      ]
+    },
+    {
+      "title": "ALIBABA GROUP HOLDING LIMITED_5",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_5",
+      "level": 1,
+      "summary": "",
+      "chunk_count": 3,
+      "children": [
+        {
+          "title": "NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS",
+          "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_5/NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS",
+          "level": 2,
+          "summary": "FOR THE SIX MONTHS ENDED SEPTEMBER 30, 2024 and 2025",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "4. Revenue (Continued)",
+          "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_5/4. Revenue (Continued)",
+          "level": 2,
+          "summary": "(x) As a result of the change in composition in reportable segments (Note 18), the Company reclassified revenue by segment. Comparative figures for the six months ended September 30, 2024 were updated to conform to the segment presentation. Revenue by type is as follows: [tables/table-28 Revenue Breakdown.html] (i) Customer management services mainly include cost-per-click (\"CPC\"), cost-per-thousand impressions (\"CPM\"), time-based and cost-per-sale (\"CPS\") marketing services. (ii) Other revenue includes revenue from self-developed online games and multiple services provided through various platforms and businesses. The amount of revenue recognized for performance obligations satisfied (or partially satisfied) in prior periods for contracts with expected duration of more than one year during the six months ended September 30, 2024 and 2025 were not material. Deferred revenue and customer advances of the Company primarily represent service fees prepaid by merchants or customers for which the relevant services have not been provided. Substantially all of the balances of deferred revenue and customer advances are generally recognized as revenue within one year.",
+          "chunk_count": 1,
+          "children": []
+        }
+      ]
+    },
+    {
+      "title": "ALIBABA GROUP HOLDING LIMITED_6",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_6",
+      "level": 1,
+      "summary": "",
+      "chunk_count": 4,
+      "children": [
+        {
+          "title": "NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS",
+          "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_6/NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS",
+          "level": 2,
+          "summary": "FOR THE SIX MONTHS ENDED SEPTEMBER 30, 2024 and 2025",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "5. Income tax expenses",
+          "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_6/5. Income tax expenses",
+          "level": 2,
+          "summary": "Composition of income tax expenses is as follows: [tables/table-29 Tax Expense Data.html] The Company's effective tax rate for the six months ended September 30, 2024 and 2025 was $21\\%$ and $19\\%$ , respectively. For the interim financial reporting, the Company estimates the annual tax rate based on projected taxable income for the full year and records an income tax provision for the interim period in accordance with the guidance on accounting for income taxes in an interim period. The tax status of the subsidiaries of the Company with major taxable profits is described below: \\- Alibaba (China) Technology Co., Ltd. (“Alibaba China”), Taobao (China) Software Co., Ltd. (“Taobao China”) and Zhejiang Tmall Technology Co., Ltd. (“Tmall China”), entities primarily engaged in the operations of the Company’s wholesale marketplaces, Taobao and Tmall, respectively, and Alibaba (Beijing) Software Services Co., Ltd (“Alibaba Beijing”) and Alibaba (China) Co., Ltd (“China Co.”), entities primarily engaged in the operations of technology, software research and development and relevant services, were qualified as High and New Technology Enterprises. For the taxation years of 2024 and 2025, Alibaba China, Taobao China, Tmall China, Alibaba Beijing and China Co. applied an EIT rate of 15% as High and New Technology Enterprises. Most of the remaining PRC entities of the Company are subject to EIT at 25% for the six months ended September 30, 2024 and 2025.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "6. Share-based compensation expense by function",
+          "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_6/6. Share-based compensation expense by function",
+          "level": 2,
+          "summary": "Share-based compensation expense by function is as follows: [tables/table-30 Cost Breakdown.html]",
+          "chunk_count": 1,
+          "children": []
+        }
+      ]
+    },
+    {
+      "title": "ALIBABA GROUP HOLDING LIMITED_7",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_7",
+      "level": 1,
+      "summary": "",
+      "chunk_count": 3,
+      "children": [
+        {
+          "title": "NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS",
+          "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_7/NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS",
+          "level": 2,
+          "summary": "FOR THE SIX MONTHS ENDED SEPTEMBER 30, 2024 and 2025",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "7. Earnings per share∕ADS",
+          "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_7/7. Earnings per share∕ADS",
+          "level": 2,
+          "summary": "Each ADS represents eight ordinary shares. Basic earnings per share is computed by dividing net income attributable to ordinary shareholders by the weighted average number of outstanding ordinary shares, adjusted for treasury shares. Basic earnings per ADS is derived from the basic earnings per share. For the calculation of diluted earnings per share, net income attributable to ordinary shareholders for basic earnings per share is adjusted by the effect of dilutive securities, including share-based awards under the treasury stock method and convertible unsecured senior notes and exchangeable bonds under the if-converted method. Certain potentially dilutive instruments, including the exchangeable bonds and the share lending arrangement in connection with the issuance of the exchangeable bonds, and the capped call transactions in connection with the issuance of the convertible unsecured senior notes have been excluded from the computation of diluted net income per share as their inclusion is anti-dilutive. Diluted earnings per ADS is derived from the diluted earnings per share. The following table sets forth the computation of basic and diluted net income per share/ADS for the following periods: [tables/table-31 EPS Data Table.html]",
+          "chunk_count": 1,
+          "children": []
+        }
+      ]
+    },
+    {
+      "title": "ALIBABA GROUP HOLDING LIMITED_8",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_8",
+      "level": 1,
+      "summary": "",
+      "chunk_count": 7,
+      "children": [
+        {
+          "title": "NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS",
+          "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_8/NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS",
+          "level": 2,
+          "summary": "FOR THE SIX MONTHS ENDED SEPTEMBER 30, 2024 and 2025",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "8. Equity securities and other investments",
+          "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_8/8. Equity securities and other investments",
+          "level": 2,
+          "summary": "[tables/table-32 Investment Summary.html]",
+          "chunk_count": 3,
+          "children": [
+            {
+              "title": "Equity securities",
+              "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_8/8. Equity securities and other investments/Equity securities",
+              "level": 3,
+              "summary": "Net unrealized gains, including impairment losses, on equity securities, recognized in interest and investment income, net were RMB4,159 million and RMB20,017 million for the six months ended September 30, 2024 and 2025, respectively. Investments in privately held companies include equity investments for which the Company elected to account for using the measurement alternative, for which the carrying value as of March 31 and September 30, 2025 were RMB88,728 million and RMB112,829 million, respectively. For the equity investments accounted for using the measurement alternative, the cumulative upward adjustments as of March 31 and September 30, 2025 were RMB27,197 million and RMB45,334 million, respectively, and the cumulative impairments and downward adjustments as of March 31 and September 30, 2025 were RMB44,232 million and RMB45,741 million, respectively. Upward adjustments recorded in the unaudited condensed consolidated income statements on equity investments accounted for using the measurement alternative were RMB4,614 million and RMB20,241 million for the six months ended September 30, 2024 and 2025, respectively, and impairments and downward adjustments recorded in the unaudited condensed consolidated income statements were RMB4,918 million and RMB4,338 million for the same periods, respectively.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Debt investments",
+              "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_8/8. Equity securities and other investments/Debt investments",
+              "level": 3,
+              "summary": "Debt investments include convertible and exchangeable bonds accounted for under the fair value option, for which the fair value as of March 31 and September 30, 2025 were RMB963 million and RMB759 million, respectively. The aggregate fair value of these convertible and exchangeable bonds was lower than their aggregate unpaid principal balance as of March 31 and September 30, 2025 by RMB2,420 million and RMB2,529 million, respectively. Unrealized losses recorded in the unaudited condensed consolidated income statements on these convertible and exchangeable bonds were RMB32 million and RMB158 million for the six months ended September 30, 2024 and 2025, respectively. ALIBABA GROUP HOLDING LIMITED NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS FOR THE SIX MONTHS ENDED SEPTEMBER 30, 2024 and 2025",
+              "chunk_count": 1,
+              "children": []
+            }
+          ]
+        },
+        {
+          "title": "8. Equity securities and other investments (Continued)",
+          "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_8/8. Equity securities and other investments (Continued)",
+          "level": 2,
+          "summary": "The passage discusses debt investments accounted for at amortized cost, with allowances for credit losses of RMB3,779 million and RMB2,641 million as of March 31 and September 30, 2025. Reversal of impairment losses were RMB1,117 million and RMB1,103 million for the six months ended September 30, 2024 and 2025. Loans to shareholders of equity method investees totaling RMB5,518 million principal are expected to be repaid through collateral sale, with collateral fair values of RMB4,325 million and RMB6,250 million as of March 31 and September 30, 2025. Carrying amounts approximate fair value due to comparable interest rates. Other treasury investments include fixed deposits, certificates of deposit, and marketable debt securities with maturities over one year.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "9. Fair value measurement",
+          "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_8/9. Fair value measurement",
+          "level": 2,
+          "summary": "The passage defines fair value and describes the three-level hierarchy for valuation inputs: Level 1 uses unadjusted quoted prices in active markets for identical assets; Level 2 uses observable inputs like quoted prices for similar assets or inactive markets; Level 3 uses unobservable inputs requiring significant judgment. It details valuation methods for various instruments: listed equities use Level 1 inputs; unlisted equities may use market/income approaches with estimates; interest rate swaps and options use observable market data; convertible bonds use binomial models with unobservable inputs; exchangeable bonds rely on over-the-counter market prices; contingent consideration uses expected cash flow methods; and privately held company investments are measured on a non-recurring basis under Level 3.",
+          "chunk_count": 1,
+          "children": []
+        }
+      ]
+    },
+    {
+      "title": "ALIBABA GROUP HOLDING LIMITED_9",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_9",
+      "level": 1,
+      "summary": "",
+      "chunk_count": 3,
+      "children": [
+        {
+          "title": "NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS",
+          "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_9/NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS",
+          "level": 2,
+          "summary": "FOR THE SIX MONTHS ENDED SEPTEMBER 30, 2024 and 2025",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "9. Fair value measurement (Continued)",
+          "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_9/9. Fair value measurement (Continued)",
+          "level": 2,
+          "summary": "The following table summarizes the Company's assets and liabilities that are measured at fair value on a recurring basis and are categorized under the fair value hierarchy: [tables/table-33 Fair Value Table.html] [tables/table-34 Fair Value Table.html]",
+          "chunk_count": 1,
+          "children": []
+        }
+      ]
+    },
+    {
+      "title": "ALIBABA GROUP HOLDING LIMITED_10",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_10",
+      "level": 1,
+      "summary": "",
+      "chunk_count": 4,
+      "children": [
+        {
+          "title": "NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS",
+          "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_10/NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS",
+          "level": 2,
+          "summary": "FOR THE SIX MONTHS ENDED SEPTEMBER 30, 2024 and 2025",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "9. Fair value measurement (Continued)",
+          "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_10/9. Fair value measurement (Continued)",
+          "level": 2,
+          "summary": "(i) Included in short-term investments and equity securities and other investments on the unaudited condensed consolidated balance sheets. (ii) Included in equity securities and other investments on the unaudited condensed consolidated balance sheets. (iii) Included in prepayments, receivables and other assets on the unaudited condensed consolidated balance sheets. (iv) Included in accrued expenses, accounts payable and other liabilities on the unaudited condensed consolidated balance sheets. (v) As of March 31 and September 30, 2025, listed equity securities with fair value of RMB11,921 million and RMB10,415 million were subject to contractual sale restrictions, respectively. (vi) Others primarily represent other investments with underlying assets measured at fair value. Convertible and exchangeable bonds investments categorized within Level 3 under the fair value hierarchy: [tables/table-35 Balance Change.html] Deferred consideration categorized within Level 3 under the fair value hierarchy: [tables/table-36 Fair Value Change.html]",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "10. Intangible assets, net",
+          "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_10/10. Intangible assets, net",
+          "level": 2,
+          "summary": "[tables/table-37 Intangible Assets.html] Total amortization expenses recognized for the six months ended September 30, 2024 and 2025 amounted to RMB7,122 million and RMB5,111 million, respectively, including the portion relating to licensed copyrights of RMB3,689 million and RMB3,478 million which were recorded in cost of revenue for the six months ended September 30, 2024 and 2025, respectively.",
+          "chunk_count": 1,
+          "children": []
+        }
+      ]
+    },
+    {
+      "title": "ALIBABA GROUP HOLDING LIMITED_11",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_11",
+      "level": 1,
+      "summary": "",
+      "chunk_count": 7,
+      "children": [
+        {
+          "title": "NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS",
+          "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_11/NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS",
+          "level": 2,
+          "summary": "FOR THE SIX MONTHS ENDED SEPTEMBER 30, 2024 and 2025",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "11. Goodwill",
+          "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_11/11. Goodwill",
+          "level": 2,
+          "summary": "Changes in the carrying amount of goodwill by segment for the six months ended September 30, 2025 were as follows: [tables/table-38 Alibaba Segment Assets.html] Gross goodwill balances were RMB302,194 million and RMB302,244 million as of March 31 and September 30, 2025, respectively. Accumulated impairment losses were RMB46,693 million and RMB46,693 million as of March 31 and September 30, 2025, respectively.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "12. Supplier Finance Programs",
+          "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_11/12. Supplier Finance Programs",
+          "level": 2,
+          "summary": "The Company uses supplier finance programs with financial institutions, allowing suppliers to sell payment obligations at a discount for early cash. Payment terms are up to 180 days, and the Company's rights and obligations remain unchanged. As of March 31 and September 30, 2025, no assets were pledged except for RMB1,500 million in treasury investments. Outstanding obligations are recorded in accrued expenses, accounts payable, and other liabilities, except for certain discount payments recorded as current bank borrowings.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "13. Convertible unsecured senior notes",
+          "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_11/13. Convertible unsecured senior notes",
+          "level": 2,
+          "summary": "The passage details two convertible senior note issuances by Alibaba Group: $5.0 billion in 2024 notes due 2031 with 0.5% interest and initial conversion rate of 9.5202 ADSs per $1,000, and $3.2 billion in 2025 zero-coupon notes due 2032 with initial conversion rate of 5.1773 ADSs per $1,000. Both are senior unsecured obligations convertible into ADSs, with adjustment provisions for dividends and fundamental changes. As of September 30, 2025, the 2024 notes had an adjusted conversion rate of 9.8915 ADSs, while the 2025 notes remained unadjusted. The company may redeem notes under certain conditions, and holders can require repurchase on specific dates or upon fundamental changes. Unamortized costs and fair values are provided for both notes as of March and September 2025, with effective interest rates of 0.8% for 2024 notes and 0.3% for 2025 notes.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "13. Convertible unsecured senior notes (Continued)",
+          "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_11/13. Convertible unsecured senior notes (Continued)",
+          "level": 2,
+          "summary": "In connection with the issuance of the convertible senior notes, the Company entered into capped call transactions with certain financial institutions at a cost of US\\$638 million (RMB4,612 million) and US\\$184 million (RMB1,309 million) for the 2024 Convertible Senior Notes and the 2025 Convertible Senior Notes, respectively, which are expected to reduce potential dilution and/or offset cash payments upon conversion. The cap prices of the capped call transactions for the 2024 Convertible Senior Notes and the 2025 Convertible Senior Notes are initially US\\$161.60 per ADS and US\\$235.46 per ADS, respectively. The capped prices are subject to adjustments similar to the adjustments on the conversion rates of the respective convertible senior notes. The capped call transactions may be settled in cash at the Company’s election.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "14. Exchangeable bonds",
+          "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_11/14. Exchangeable bonds",
+          "level": 2,
+          "summary": "In July 2025, the Company issued HKD-denominated zero coupon exchangeable bonds due 2032, referencing Alibaba Health shares, with an aggregate principal of HK$12 billion. The bonds are exchangeable into AH Shares at an initial rate of 160,513.6 shares per HK$1,000,000, subject to adjustments. The Company may redeem or repurchase the bonds under certain conditions. A stock borrowing and lending arrangement was entered into for hedging, with fair value of lent shares at HK$8,492 million as of September 30, 2025. Losses of RMB327 million from fair value changes were recorded for the six months ended September 30, 2025.",
+          "chunk_count": 1,
+          "children": []
+        }
+      ]
+    },
+    {
+      "title": "ALIBABA GROUP HOLDING LIMITED_12",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_12",
+      "level": 1,
+      "summary": "",
+      "chunk_count": 7,
+      "children": [
+        {
+          "title": "NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS",
+          "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_12/NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS",
+          "level": 2,
+          "summary": "FOR THE SIX MONTHS ENDED SEPTEMBER 30, 2024 and 2025",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "15. Bank borrowings",
+          "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_12/15. Bank borrowings",
+          "level": 2,
+          "summary": "The Company amended its syndicated loan facility, reducing it from $4.0 billion to $3.17 billion after a partial repayment. In September 2025, pricing was reduced to SOFR plus 66 basis points. The facility was restructured as a revolving credit facility on November 28, 2025, allowing drawdowns in USD and HKD, with the expiration extended to September 30, 2028, and an option to extend to September 30, 2030. Interest is SOFR or HIBOR plus 66 basis points, rising to 81 basis points during the optional extension. The Company then prepaid the $3.17 billion outstanding balance. Separately, a $6.5 billion revolving credit facility was amended to $3.33 billion, allowing USD and HKD utilization, with interest at SOFR or HIBOR plus 66 basis points, and expiration extended to September 30, 2028, with an optional extension to September 30, 2030 at 81 basis points. This facility has not been drawn.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "16. Related party transactions",
+          "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_12/16. Related party transactions",
+          "level": 2,
+          "summary": "During the six months ended September 30, 2024 and 2025, other than disclosed elsewhere, the Company had the following material related party transactions: Transactions with Ant Group and its affiliates [tables/table-40 Cloud Revenue Growth.html] (i) The Company has other commercial arrangements and cost sharing arrangements with Ant Group and its affiliates on various sales and marketing, cloud, and other administrative and support services. (ii) The Company has a commercial agreement with Alipay.com Co., Ltd., a wholly-owned subsidiary of Ant Group (“Alipay”), whereby the Company receives payment processing and escrow services in exchange for a payment for the services fee, which was recognized in cost of revenue. As of March 31 and September 30, 2025, the Company had certain amounts of cash held in accounts managed by Alipay in connection with the provision of online and mobile commerce and related services for a total amount of RMB5,863 million and RMB6,379 million, respectively, which have been classified as cash and cash equivalents on the unaudited condensed consolidated balance sheets. ALIBABA GROUP HOLDING LIMITED NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS FOR THE SIX MONTHS ENDED SEPTEMBER 30, 2024 and 2025",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "16. Related party transactions (Continued)",
+          "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_12/16. Related party transactions (Continued)",
+          "level": 2,
+          "summary": "The Company has commercial arrangements with investees for cloud, marketing, and logistics services, recording revenues and costs for the six months ended September 30, 2024 and 2025. Loans to investees totaled RMB1,771 million and RMB1,992 million as of March 31 and September 30, 2025, with terms up to 6 years and interest rates up to 10% per annum. A guarantee was provided for a HK$6.5 billion revolving loan facility to Cingleot, with HK$5,090 million and HK$5,226 million drawn as of those dates. Other transactions with investees and related parties are less than 1% of revenue and costs.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "17. Risks and contingencies",
+          "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_12/17. Risks and contingencies",
+          "level": 2,
+          "summary": "The passage outlines key risks for a Cayman Islands company operating in China through Variable Interest Entities (VIEs) due to foreign ownership restrictions in value-added telecom services. It highlights uncertainties in PRC laws that could force restructuring or deconsolidation of VIEs. Macro-economic and regulatory risks in the PRC market, especially for internet and mobile commerce, are noted, with potential new restrictions possibly requiring business sales or closures. The company's association with Ant Group poses reputational and regulatory risks. Additionally, currency risks are discussed, as RMB is not freely convertible, and foreign exchange controls could hinder dividend payments and funding of foreign currency activities.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "17. Risks and contingencies (Continued)",
+          "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_12/17. Risks and contingencies (Continued)",
+          "level": 2,
+          "summary": "The passage outlines various risks faced by the company, including strategic investment volatility, credit risk from financial institutions, trade assurance program liabilities, legal proceedings such as the EU investigation into AliExpress under the Digital Services Act, impacts from the Russia-Ukraine conflict on supply chains and logistics, and risks from export controls and sanctions affecting technology upgrades and competitive edge.",
+          "chunk_count": 1,
+          "children": []
+        }
+      ]
+    },
+    {
+      "title": "ALIBABA GROUP HOLDING LIMITED_13",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_13",
+      "level": 1,
+      "summary": "",
+      "chunk_count": 3,
+      "children": [
+        {
+          "title": "NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS",
+          "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_13/NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS",
+          "level": 2,
+          "summary": "FOR THE SIX MONTHS ENDED SEPTEMBER 30, 2024 and 2025",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "18. Segment information",
+          "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_13/18. Segment information",
+          "level": 2,
+          "summary": "The company updated its segment reporting from six segments to a new organizational structure starting June 30, 2025. Segments include Taobao and Tmall Group, Alibaba International Digital Commerce Group, Cloud Intelligence Group, Cainiao Smart Logistics, Local Services Group, and Hujing Digital Media. The CODM uses revenue and Adjusted EBITA to evaluate performance and allocate resources. Segment information is presented before inter-segment elimination, with costs allocated based on usage, revenue, or headcount. Assets are not allocated to segments. The table provides segment data for the six months ended September 30, 2024 and 2025.",
+          "chunk_count": 1,
+          "children": []
+        }
+      ]
+    },
+    {
+      "title": "ALIBABA GROUP HOLDING LIMITED_14",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_14",
+      "level": 1,
+      "summary": "",
+      "chunk_count": 3,
+      "children": [
+        {
+          "title": "NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS",
+          "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_14/NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS",
+          "level": 2,
+          "summary": "FOR THE SIX MONTHS ENDED SEPTEMBER 30, 2024 and 2025",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "18. Segment information (Continued)",
+          "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_14/18. Segment information (Continued)",
+          "level": 2,
+          "summary": "The following table presents the reconciliation from the total segments Adjusted EBITA to the consolidated net income for the six months ended September 30, 2024 and 2025: [tables/table-42 Financial Results.html] The following table presents the depreciation and impairment of property and equipment, and operating lease cost relating to land use rights by segment for the six months ended September 30, 2024 and 2025: [tables/table-43 Depreciation by Segment.html] (i) Segment costs and expenses primarily comprise components that are included in cost of revenue, product development expenses, sales and marketing expenses, as well as general and administrative expenses. (ii) Adjusted EBITA represents net income before interest and investment income, net, interest expense, other (expense) income, net, income tax expenses, share of results of equity method investees, certain non-cash expenses, consisting of share-based compensation expense, amortization and impairment of intangible assets, impairment of goodwill, and others, which the Company does not believe are reflective of the Company's core operating performance during the periods presented. (iii) Unallocated primarily relates to certain costs incurred by corporate functions and other miscellaneous items that are not allocated to individual segments. Details of the Company's revenue by segment are set out in Note 4.",
+          "chunk_count": 1,
+          "children": []
+        }
+      ]
+    },
+    {
+      "title": "ALIBABA GROUP HOLDING LIMITED_15",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_15",
+      "level": 1,
+      "summary": "",
+      "chunk_count": 7,
+      "children": [
+        {
+          "title": "NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS",
+          "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_15/NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS",
+          "level": 2,
+          "summary": "FOR THE SIX MONTHS ENDED SEPTEMBER 30, 2024 and 2025",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "19. Aging analysis",
+          "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_15/19. Aging analysis",
+          "level": 2,
+          "summary": "",
+          "chunk_count": 3,
+          "children": [
+            {
+              "title": "Accounts receivable",
+              "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_15/19. Aging analysis/Accounts receivable",
+              "level": 3,
+              "summary": "The aging analysis of the accounts receivable, net of allowance, based on billing date is as follows: [tables/table-44 Accounts Receivable.html]",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Accounts payable",
+              "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_15/19. Aging analysis/Accounts payable",
+              "level": 3,
+              "summary": "The aging analysis of the accounts payable based on billing date is as follows: [tables/table-45 Accounts Payable.html]",
+              "chunk_count": 1,
+              "children": []
+            }
+          ]
+        },
+        {
+          "title": "20. Dividends",
+          "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_15/20. Dividends",
+          "level": 2,
+          "summary": "The Board did not recommend the distribution of interim dividend for the six months ended September 30, 2024 and 2025.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "21. Subsequent events",
+          "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_15/21. Subsequent events",
+          "level": 2,
+          "summary": "Save as disclosed in the unaudited condensed consolidated financial statements, there were no significant events that might affect the Company since September 30, 2025.",
+          "chunk_count": 1,
+          "children": []
+        }
+      ]
+    },
+    {
+      "title": "ALIBABA GROUP HOLDING LIMITED_16",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_16",
+      "level": 1,
+      "summary": "",
+      "chunk_count": 2,
+      "children": [
+        {
+          "title": "NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS",
+          "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_16/NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS",
+          "level": 2,
+          "summary": "FOR THE SIX MONTHS ENDED SEPTEMBER 30, 2024 and 2025 22. Reconciliations between U.S. GAAP and International Financial Reporting Standards The unaudited condensed consolidated financial statements are prepared in accordance with U.S. GAAP, which differ in certain respects from International Financial Reporting Standards (“IFRS”). The effects of material differences between the unaudited condensed consolidated financial statements of the Company prepared under U.S. GAAP and IFRS are as follows: Reconciliation of Unaudited Condensed Consolidated Balance Sheets (Extract) [tables/table-46 IFRS Adjustments.html]",
+          "chunk_count": 1,
+          "children": []
+        }
+      ]
+    },
+    {
+      "title": "ALIBABA GROUP HOLDING LIMITED_17",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_17",
+      "level": 1,
+      "summary": "",
+      "chunk_count": 2,
+      "children": [
+        {
+          "title": "NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS",
+          "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_17/NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS",
+          "level": 2,
+          "summary": "FOR THE SIX MONTHS ENDED SEPTEMBER 30, 2024 and 2025 22. Reconciliations between U.S. GAAP and International Financial Reporting Standards (Continued) Reconciliation of Unaudited Condensed Consolidated Balance Sheets (Extract) As of September 30, 2025 [tables/table-47 GAAP to IFRS.html]",
+          "chunk_count": 1,
+          "children": []
+        }
+      ]
+    },
+    {
+      "title": "ALIBABA GROUP HOLDING LIMITED_18",
+      "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_18",
+      "level": 1,
+      "summary": "",
+      "chunk_count": 11,
+      "children": [
+        {
+          "title": "NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS",
+          "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_18/NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS",
+          "level": 2,
+          "summary": "",
+          "chunk_count": 10,
+          "children": [
+            {
+              "title": "FOR THE SIX MONTHS ENDED SEPTEMBER 30, 2024 and 2025",
+              "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_18/NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS/FOR THE SIX MONTHS ENDED SEPTEMBER 30, 2024 and 2025",
+              "level": 3,
+              "summary": "22. Reconciliations between U.S. GAAP and International Financial Reporting Standards (Continued) Reconciliation of Unaudited Condensed Consolidated Income Statement (Extract) Six months ended September 30, 2024 [tables/table-48 GAAP to IFRS.html] 22. Reconciliations between U.S. GAAP and International Financial Reporting Standards (Continued) Reconciliation of Unaudited Condensed Consolidated Income Statement (Extract) (Continued) Six months ended September 30, 2025 [tables/table-49 GAAP to IFRS Reconciliation.html]",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "(i) Consolidation and business combinations",
+              "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_18/NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS/(i) Consolidation and business combinations",
+              "level": 3,
+              "summary": "The passage discusses key differences between U.S. GAAP and IFRS in three areas: consolidation criteria (control via voting shares vs. de facto control), measurement of noncontrolling interests (fair value with full goodwill vs. proportionate share with partial goodwill), and goodwill impairment testing (comparing carrying value to fair value vs. recoverable amount). It is from Alibaba Group's financial statement notes for the six months ended September 30, 2024 and 2025.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "(ii) Equity securities without readily determinable fair value",
+              "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_18/NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS/(ii) Equity securities without readily determinable fair value",
+              "level": 3,
+              "summary": "Under U.S. GAAP, the Company can elect, on an instrument-by-instrument basis, to apply the measurement alternative to record the investments in equity securities without readily determinable fair values at cost, less impairment, with subsequent adjustments for observable price changes recognized in the unaudited condensed consolidated income statements. Under IFRS, these investments are measured at fair value with changes in fair value recognized in the unaudited condensed consolidated income statements.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "(iii) Equity method investments",
+              "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_18/NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS/(iii) Equity method investments",
+              "level": 3,
+              "summary": "The Company generally applies the equity method to account for equity investments over which it has significant influence. Under U.S. GAAP, significant influence is presumed to exist for an investment in limited partnership or unincorporated entity, unless the investment is so minor that the Company has virtually no influence over the entity's operating and financial policies. Under IFRS, significant influence is presumed to exist for an investment of over $20\\%$ of the voting rights of an entity. The Company records its share of the post-acquisition results of its equity method investees and adjusts for the basis differences that exist between the carrying values of the equity method investments and the Company's proportionate share of the carrying value of the investee's net assets. Adjustments are made to the financial statements of the equity method investees prepared under U.S. GAAP in order to conform to the Company's accounting policies under IFRS and to reflect the basis differences of the equity method investments under IFRS, if different from those under U.S. GAAP.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "(iv) Share-based awards",
+              "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_18/NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS/(iv) Share-based awards",
+              "level": 3,
+              "summary": "The employees of the Company hold share-based awards relating to an equity method investee of the Company that were granted and will be settled by related parties or economic interest holders of the Company. Under U.S. GAAP, the cost related to these awards is recognized over the requisite service period, with subsequent changes in fair value of these awards recognized in the unaudited condensed consolidated income statements. Under IFRS, these awards are not considered as share based payments of the Company and the cost relating to these awards is not recognized. The Company accounts for income tax effects of share-based awards that ordinarily give rise to tax deduction. Under U.S. GAAP, deferred taxes for these awards are measured based on share-based compensation expenses recognized in the unaudited condensed consolidated financial statements. Under IFRS, deferred taxes for these awards are measured based on future tax deduction estimated at the end of each reporting period.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "(v) Operating leases",
+              "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_18/NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS/(v) Operating leases",
+              "level": 3,
+              "summary": "Under U.S. GAAP, the amortization of right-of-use assets and the interest expense related to lease liabilities are recorded together as lease expense and recognized in the unaudited condensed consolidated income statements on a straight-line basis. Under IFRS, the right-of-use assets are amortized on a straight-line basis while the interest expense related to lease liabilities are recognized in the unaudited condensed consolidated income statements using effective interest method.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "(vi) Redeemable noncontrolling interests",
+              "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_18/NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS/(vi) Redeemable noncontrolling interests",
+              "level": 3,
+              "summary": "Equity interests issued by certain subsidiaries of the Company are redeemable. Under U.S. GAAP, redeemable equity interests are classified as mezzanine equity if the redemption is outside the Company's control and as noncontrolling interests if equity interests issued by finite-lived subsidiaries are mandatorily redeemable only upon liquidation. Under IFRS, these redeemable equity interests are generally classified as financial liabilities. ALIBABA GROUP HOLDING LIMITED NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS FOR THE SIX MONTHS ENDED SEPTEMBER 30, 2024 and 2025 22. Reconciliations between U.S. GAAP and International Financial Reporting Standards (Continued)",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "(vii) Hyperinflation",
+              "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_18/NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS/(vii) Hyperinflation",
+              "level": 3,
+              "summary": "The passage compares U.S. GAAP and IFRS treatments for hyperinflationary subsidiaries, convertible unsecured senior notes, and instruments in an entity's own equity. Under U.S. GAAP, subsidiaries in highly inflationary economies are remeasured using the parent's functional currency, while IFRS requires restatement for current purchasing power. For convertible notes, U.S. GAAP treats them as liabilities at amortized cost, whereas IFRS accounts for them as hybrid instruments at fair value with credit risk changes in OCI. For equity instruments, U.S. GAAP requires both a fixed-for-fixed test and equity classification, while IFRS allows equity treatment for derivatives meeting the test and non-derivatives without cash delivery obligations, with differences in settlement alternatives leading to potential classification disparities.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Alibaba",
+              "path": "Fiscal%20Year%202026%20Interim%20Report.pdf/ALIBABA GROUP HOLDING LIMITED_18/NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS/Alibaba",
+              "level": 3,
+              "summary": "Alibaba Group Holding Limited",
+              "chunk_count": 1,
+              "children": []
+            }
+          ]
+        }
+      ]
+    }
+  ],
+  "resources": {
+    "images": [
+      {
+        "path": "images/image-1-Alibaba.jpg",
+        "summary": "image-1 Alibaba0"
+      },
+      {
+        "path": "images/image-2-### (vii) .jpg",
+        "summary": "image-2 ### (vii) Hyperinflation ### Alibaba0"
+      }
+    ],
+    "tables": [
+      {
+        "path": "tables/table-0 Financial Results.html",
+        "summary": "table-1 The table shows financial data for six months ending Sep 30, 2024 and 2025. Revenue grew 3% to RMB 495,447 million, while income from operations dropped 43%. Adjusted EBITDA fell 36% to RMB 62,991 million."
+      },
+      {
+        "path": "tables/table-1 Alibaba Revenue.html",
+        "summary": "table-2 Alibaba's consolidated revenue for six months ended Sep 2025 was RMB 495,447 million (US$69,595 million), up 3% YoY. China E-commerce grew 12%, International Digital Commerce 14%, and Cloud Intelligence 30%."
+      },
+      {
+        "path": "tables/table-2 Alibaba EBITA.html",
+        "summary": "table-3 Alibaba's consolidated adjusted EBITA for six months ended Sep 2025 was RMB 47,917M, down 44% YoY. Cloud Intelligence Group grew 31%, while China E-commerce dropped 47%."
+      },
+      {
+        "path": "tables/table-3 Costs & Expenses.html",
+        "summary": "table-4 The table shows costs and expenses for six months ended Sep 30, 2024 and 2025. Total costs rose from 409,355 to 455,391 RMB. Sales and marketing expenses increased significantly by 10.6% of revenue."
+      },
+      {
+        "path": "tables/table-4 Share-based Compensation.html",
+        "summary": "table-5 Alibaba Group's share-based compensation expense decreased 17% YoY to RMB 6,870 million for six months ended Sep 2025, with Alibaba awards down 21% and others down 8%."
+      },
+      {
+        "path": "tables/table-5 Equity Investee Results.html",
+        "summary": "table-6 The table shows share of profit from equity investees for six months ending Sep 30, 2024 and 2025. Ant Group contributed RMB 6,395M (2024) and RMB 4,280M (2025). Total profit was RMB 2,483M (2024) and RMB 3,254M (2025)."
+      },
+      {
+        "path": "tables/table-6 Financial Results.html",
+        "summary": "table-7 The table shows financial data for six months ending Sep 30, 2024 and 2025, with net income, adjusted EBITA, and EBITDA in RMB and US dollars."
+      },
+      {
+        "path": "tables/table-7 Non-GAAP Net Income.html",
+        "summary": "table-8 The table shows net income and non-GAAP net income for six months ending September 30, 2024 and 2025, with adjustments including share-based compensation, amortization, and investment gains."
+      },
+      {
+        "path": "tables/table-8 Earnings per Share.html",
+        "summary": "table-9 The table shows basic and diluted net income attributable to ordinary shareholders for six months ending Sep 30, 2024 and 2025, with non-GAAP adjustments and diluted earnings per share/ADS in RMB and USD."
+      },
+      {
+        "path": "tables/table-9 Free Cash Flow.html",
+        "summary": "table-10 The table shows net cash from operations, property purchases, and buyer protection deposits for six months ending Sep 2024 and 2025, resulting in free cash flow of 31,107 RMB (2024) and -40,655 RMB (2025)."
+      },
+      {
+        "path": "tables/table-10 Board of Directors.html",
+        "summary": "table-11 The table lists 10 board members of a company, including Chairman Joseph C. Tsai (61), CEO Eddie Yongming Wu (50), and President J. Michael Evans (68), along with independent directors."
+      },
+      {
+        "path": "tables/table-11 Shareholding Table.html",
+        "summary": "table-12 The table lists directors and CEOs with their shareholding interests, including beneficial ownership, spouse interests, and controlled corporations, showing share and ADS counts with percentages."
+      },
+      {
+        "path": "tables/table-12 Shareholder Holdings.html",
+        "summary": "table-13 The table lists major shareholders (JPMorgan, Citigroup, BlackRock) with their share counts, ADS equivalents, and approximate percentages of total shareholding, categorized by capacity (beneficial owner, trustee, etc.)."
+      },
+      {
+        "path": "tables/table-13 RSU Grant Summary.html",
+        "summary": "table-14 Table shows RSU activity for directors, CEO, and employees from April to September 2025, with 44.9M outstanding, 16.3M vested, and 26.8M remaining."
+      },
+      {
+        "path": "tables/table-14 Share Options Table.html",
+        "summary": "table-15 Table shows share option grants for directors and employees, including exercise prices, outstanding numbers, and changes during the reporting period ending September 30, 2025."
+      },
+      {
+        "path": "tables/table-15 RSU Activity Report.html",
+        "summary": "table-16 The table shows RSU activity for employee participants from April to September 2025, with 63.6 million granted, 4.7 million vested, 1.4 million forfeited, and 67 million outstanding as of September 30, 2025."
+      },
+      {
+        "path": "tables/table-16 RSU Grant Details.html",
+        "summary": "table-17 The table shows RSU grants on three dates in 2025: May 23 (53,429,597 RSUs, HK$118.78 fair value), June 13 (7,687,091 RSUs, HK$114.60), and September 4 (2,477,630 RSUs, HK$130.31), totaling 63,594,318 RSUs."
+      },
+      {
+        "path": "tables/table-17 Share Repurchase.html",
+        "summary": "table-18 The table shows monthly share repurchases from April to August 2025, totaling 72,733,488 shares for $1,046 million, with prices ranging from $11.97 to $16.79."
+      },
+      {
+        "path": "tables/table-18 Notes Proceeds Use.html",
+        "summary": "table-19 The table shows $3,130M net proceeds from September 2025 Notes Offering, with $730M utilized by September 30, 2025: $443M for cloud infrastructure and $287M for international commerce."
+      },
+      {
+        "path": "tables/table-19 Interim Report.html",
+        "summary": "table-20 Table of contents for an interim financial report for the six months ended September 30, 2025, listing unaudited financial statements and notes starting on page 45."
+      },
+      {
+        "path": "tables/table-20 Alibaba Financials.html",
+        "summary": "table-21 Alibaba Group's financial results for six months ended Sep 30, 2024 and 2025, showing revenue of 495,447 million RMB and net income attributable to ordinary shareholders of 64,106 million RMB in 2025."
+      },
+      {
+        "path": "tables/table-21 Income Statement.html",
+        "summary": "table-22 The table shows net income of 67,569 RMB (2024) and 62,994 RMB (2025), with total comprehensive income of 64,280 RMB and 57,874 RMB respectively, including foreign currency translation losses and other items."
+      },
+      {
+        "path": "tables/table-22 Balance Sheet Data.html",
+        "summary": "table-23 The table shows assets, liabilities, and equity as of March 31, 2025 and September 30, 2025, with figures in RMB and US dollars. Total assets were 1,804,227 million RMB in March and 1,883,880 million in September."
+      },
+      {
+        "path": "tables/table-23 Equity Summary.html",
+        "summary": "table-24 The table shows commitments, mezzanine equity, and shareholders' equity components as of March 31 and September 30, 2025, with RMB and US$ values. Total equity increased from 1,078,393 to 1,101,901 million RMB."
+      },
+      {
+        "path": "tables/table-24 Equity Changes.html",
+        "summary": "table-25 The table shows changes in shareholders' equity from April to September 2024 and 2025, including share issuances, repurchases, dividends, and net income, with totals in millions of RMB."
+      },
+      {
+        "path": "tables/table-25 Cash Flow Statement.html",
+        "summary": "table-26 The table shows cash flows for six months ending Sep 30, 2024 and 2025. Operating cash flow decreased from 65,074 to 30,771. Investing activities used 34,865 in 2024 and 51,324 in 2025. Financing activities shifted from -86,364 to 8,171."
+      },
+      {
+        "path": "tables/table-26 Financial Data.html",
+        "summary": "table-27 The table shows financial data for a company as of March 31 and September 30, 2025, and for six months ended September 30, 2024 and 2025. Total assets were 180,278 million RMB and 208,234 million RMB, while total liabilities were 182,979 million and 211,186 million. Revenue increased from 67,739 to 77,466 million, net income from 2,103 to 2,442 million."
+      },
+      {
+        "path": "tables/table-27 Alibaba Revenue.html",
+        "summary": "table-28 Alibaba Group's consolidated revenue for six months ended Sep 30, 2025 was RMB 495,447 million, up from RMB 479,739 million in 2024, driven by growth in China E-commerce, International Digital Commerce, and Cloud Intelligence."
+      },
+      {
+        "path": "tables/table-28 Revenue Breakdown.html",
+        "summary": "table-29 The table shows revenue for six months ending Sep 30, 2024 and 2025 in RMB millions. Key services include customer management, membership, logistics, cloud, goods sales, and other revenue, totaling 479,739 in 2024 and 495,447 in 2025."
+      },
+      {
+        "path": "tables/table-29 Tax Expense Data.html",
+        "summary": "table-30 The table shows current income tax expense and deferred taxation for six-month periods ending September 30, 2024 and 2025, with totals of 17,442 and 14,415 million RMB respectively."
+      },
+      {
+        "path": "tables/table-30 Cost Breakdown.html",
+        "summary": "table-31 The table shows cost of revenue, product development, sales and marketing, and general administrative expenses for six months ending Sep 30, 2024 and 2025, with totals of 8,277 and 6,870 million RMB respectively."
+      },
+      {
+        "path": "tables/table-31 EPS Data Table.html",
+        "summary": "table-32 The table shows basic and diluted earnings per ordinary share and ADS for six months ending September 30, 2024 and 2025, with net income and share count adjustments."
+      },
+      {
+        "path": "tables/table-32 Investment Summary.html",
+        "summary": "table-33 The table compares investment portfolios as of March 31, 2025 and September 30, 2025, showing original cost, cumulative net gains/losses, and carrying value for equity and debt investments in millions of RMB."
+      },
+      {
+        "path": "tables/table-33 Fair Value Table.html",
+        "summary": "table-34 The table shows assets and liabilities measured at fair value as of March 31, 2025, with totals of 590,532 million RMB for assets and 1,797 million RMB for liabilities, categorized by Level 1, 2, and 3 inputs."
+      },
+      {
+        "path": "tables/table-34 Fair Value Table.html",
+        "summary": "table-35 Table shows assets and liabilities measured at fair value as of September 30, 2025, with totals of 576,406 million RMB for assets and 16,181 million RMB for liabilities, categorized by Level 1, 2, and 3 inputs."
+      },
+      {
+        "path": "tables/table-35 Balance Change.html",
+        "summary": "table-36 Balance decreased from 818 to 620 million RMB between April and September 2025, with additions of 42, net fair value decrease of 158, disposals of 39, conversions of 34, and currency adjustments of 9."
+      },
+      {
+        "path": "tables/table-36 Fair Value Change.html",
+        "summary": "table-37 Balance increased from 3,039 to 3,052 million RMB between April and September 2025, with a net fair value increase of 40 and a currency translation loss of 27."
+      },
+      {
+        "path": "tables/table-37 Intangible Assets.html",
+        "summary": "table-38 The table shows intangible assets as of March 31 and September 30, 2025, including user base, trademarks, non-compete agreements, developed technology, and licensed copyrights, with total cost, accumulated amortization, and net book value."
+      },
+      {
+        "path": "tables/table-38 Alibaba Segment Assets.html",
+        "summary": "table-39 Alibaba's segment asset balances from April to September 2025 show a total of 255,551 million RMB, with major changes including the transfer of Cainiao, Local Services, and Hujing to 'All others'."
+      },
+      {
+        "path": "tables/table-39 Financial Liabilities.html",
+        "summary": "table-40 The table shows accrued expenses, accounts payable, and bank borrowings as of March 31 and September 30, 2025, in millions of RMB, with totals of 6,075 and 7,199 respectively."
+      },
+      {
+        "path": "tables/table-40 Cloud Revenue Growth.html",
+        "summary": "table-41 The table shows six-month financial data ending September 30, 2024 and 2025. Cloud services revenue rose from 4,977 to 8,928 million RMB, while marketplace fees decreased. Total amounts earned increased from 8,491 to 11,747 million RMB."
+      },
+      {
+        "path": "tables/table-41 Alibaba Segment Results.html",
+        "summary": "table-42 Financial data for Alibaba segments (China E-commerce, International Digital Commerce, Cloud Intelligence, Others) for six months ended Sep 2024 and 2025, showing revenue, costs, and adjusted EBITA in RMB millions."
+      },
+      {
+        "path": "tables/table-42 Financial Results.html",
+        "summary": "table-43 The table shows consolidated income from operations decreased from 71,235 to 40,353 million RMB, while net income dropped from 67,569 to 62,994 million RMB for the six months ended September 30, 2024 and 2025."
+      },
+      {
+        "path": "tables/table-43 Depreciation by Segment.html",
+        "summary": "table-44 The table shows depreciation and impairment of property and equipment for Alibaba segments for six months ended September 30, 2024 and 2025, with totals of 11,619 and 13,535 million RMB respectively."
+      },
+      {
+        "path": "tables/table-44 Accounts Receivable.html",
+        "summary": "table-45 The table shows accounts receivable aging as of March 31 and September 30, 2025, with totals of 30,652 and 31,646 million RMB respectively, broken down by 0-3, 3-6, 6-12 months, and over 1 year."
+      },
+      {
+        "path": "tables/table-45 Accounts Payable.html",
+        "summary": "table-46 The table shows accounts payable by maturity as of March 31 and September 30, 2025, in millions of RMB. Total payables are 58,201 and 64,939, with most due within 3 months."
+      },
+      {
+        "path": "tables/table-46 IFRS Adjustments.html",
+        "summary": "table-47 Reconciliation of U.S. GAAP to IFRS for assets, liabilities, and equity as of March 31, 2025, showing adjustments for consolidation, investments, leases, and convertible notes."
+      },
+      {
+        "path": "tables/table-47 GAAP to IFRS.html",
+        "summary": "table-48 Reconciliation of U.S. GAAP to IFRS for assets, liabilities, and equity, showing adjustments for consolidation, equity securities, leases, and convertible notes."
+      },
+      {
+        "path": "tables/table-48 GAAP to IFRS.html",
+        "summary": "table-49 Reconciliation of financial data from U.S. GAAP to IFRS for a company, showing adjustments for items like hyperinflation, convertible notes, and equity method investments, resulting in net income of 62,924 million RMB under IFRS."
+      },
+      {
+        "path": "tables/table-49 GAAP to IFRS Reconciliation.html",
+        "summary": "table-50 This table reconciles financial statement line items from U.S. GAAP to IFRS, showing adjustments for consolidation, equity securities, leases, and convertible notes, resulting in net income of RMB 43,856 million under IFRS."
+      }
+    ]
+  }
+}
diff --git a/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/full.md b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/full.md
new file mode 100644
index 000000000..089bf2222
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/full.md
@@ -0,0 +1,1290 @@
+![](images/cf85a522c9ebb0f5c0b0503aff6d37164121606686506820e69c44ac67aeef6b.jpg)
+
+# Alibaba
+
+Alibaba Group Holding Limited
+
+NYSE: BABA HKEX: 9988 (HKD Counter) 89988 (RMB Counter)
+
+## CONTENTS
+
+4 Management Discussion and Analysis  
+25 Directors and Chief Executive Officer  
+29 Disclosure of Interests  
+34 Equity Incentive Plans  
+38 Purchase, Sale or Redemption of our Company's Listed Securities  
+39 Other Information  
+42 Definitions  
+44 Financial Statements
+
+## Weighted Voting Rights
+
+We have one class of Shares, and each holder of our Shares is entitled to one vote per Share. Pursuant to our Articles of Association, for so long as the Partnership Condition (as defined in our Articles of Association) is satisfied, the Alibaba Partnership has the exclusive right to nominate or, in limited situations, appoint, up to a simple majority of the members of our board of directors. These rights are categorized as a weighted voting rights structure, or WVR structure, under the Hong Kong Listing Rules. As a result, we are deemed as a company with a WVR structure.
+
+Alibaba Partnership will remain in place for the life of the partnership unless our Articles of Association are amended to provide otherwise by a vote of shareholders representing at least 95% of shares that vote at a shareholders meeting. The nomination rights of the Alibaba Partnership will remain in place notwithstanding a change of control or merger of our company. For further details of the Alibaba Partnership, please see the section headed “Directors, Senior Management and Employees – Directors and Senior Management – Alibaba Partnership” in our fiscal year 2025 annual report.
+
+Shareholders and prospective investors are advised to be aware of the potential risks of investing in companies with a WVR structure, in particular, the Alibaba Partnership limits the ability of our shareholders to nominate and elect directors, and the interests of the Alibaba Partnership may conflict with the interests of our shareholders. For further information about the risks associated with our WVR structure, please see the section headed “Risk Factors — Risks Related to Our Corporate Structure” in our fiscal year 2025 annual report. Prospective investors should make the decision to invest in us only after due and careful consideration.
+
+## Exchange Rate Information
+
+This Interim Report contains translations of certain Renminbi (“RMB”) amounts into U.S. dollars (“US\$”) and Hong Kong dollars (“HK\$”) for the convenience of the reader. Unless otherwise stated, all translations of RMB into US\$ were made at RMB7.1190 to US\$1.00, the exchange rate on September 30, 2025 as set forth in the H.10 statistical release of the Federal Reserve Board, and all translations of RMB into HK\$ were made at RMB0.91298 to HK\$1.00, the middle rate on September 30, 2025 as published by the People’s Bank of China. The percentages stated in this Interim Report are calculated based on the RMB amounts and there may be minor differences due to rounding.
+
+## Safe Harbor Statements
+
+This Interim Report contains forward-looking statements. These statements are made under the “safe harbor” provisions of the U.S. Private Securities Litigation Reform Act of 1995. These forward-looking statements can be identified by terminology such as “may,” “will,” “expect,” “anticipate,” “future,” “aim,” “estimate,” “intend,” “seek,” “plan,” “believe,” “potential,” “continue,” “ongoing,” “target,” “guidance,” “is/are likely to” and similar statements. In addition, statements that are not historical facts, including statements about Alibaba’s strategies and business and operational plans, Alibaba’s beliefs, expectations and guidance regarding the growth of its business, its operating and financial results, return on investments, strategic investments and dispositions and share repurchases, and the business outlook in this Interim Report, are or contain forward-looking statements. Forward-looking statements involve inherent risks and uncertainties. A number of factors could cause actual results to differ materially from those contained in any forward-looking statement, including but not limited to: Alibaba’s ability to compete, innovate and maintain or grow its business; risks associated with sustained investments in Alibaba’s businesses; risks related to strategic transactions; fluctuations in general economic and business conditions in China and globally; uncertainties arising from competition among countries and geopolitical tensions, including national trade, investment, protectionist or other policies and
+
+export control, economic or trade sanctions; changes to our shareholder return initiatives; and assumptions underlying or related to any of the foregoing. Further information regarding these and other risks is included in Alibaba’s filings with the U.S. Securities and Exchange Commission and announcements on the website of The Stock Exchange of Hong Kong Limited. All information provided in this Interim Report is as of the date of this Interim Report and are based on assumptions that we believe to be reasonable as of this date, and Alibaba does not undertake any obligation to update any forward-looking statement, except as required under applicable law.
+
+Six Months Ended September Summary Financial Results
+
+<table><tr><td rowspan="4"></td><td colspan="3">Six months ended September 30,</td><td></td></tr><tr><td>2024</td><td colspan="2">2025</td><td rowspan="2">YoY % Change</td></tr><tr><td>RMB</td><td>RMB</td><td>US$</td></tr><tr><td colspan="4">(in millions, except percentages and per share amounts)</td></tr><tr><td>Revenue</td><td>479,739</td><td>495,447</td><td>69,595</td><td>3%</td></tr><tr><td>Income from operations</td><td>71,235</td><td>40,353</td><td>5,668</td><td>(43)% (2)</td></tr><tr><td>Operating margin</td><td>15%</td><td>8%</td><td></td><td></td></tr><tr><td>Adjusted EBITDA (1)</td><td>98,488</td><td>62,991</td><td>8,848</td><td>(36)% (3)</td></tr><tr><td>Adjusted EBITDA margin (1)</td><td>21%</td><td>13%</td><td></td><td></td></tr><tr><td>Adjusted EBITA (1)</td><td>85,596</td><td>47,917</td><td>6,731</td><td>(44)% (3)</td></tr><tr><td>Adjusted EBITA margin (1)</td><td>18%</td><td>10%</td><td></td><td></td></tr><tr><td>Net income</td><td>67,569</td><td>62,994</td><td>8,849</td><td>(7)% (4)</td></tr><tr><td>Net income attributable to ordinary shareholders</td><td>68,143</td><td>64,106</td><td>9,005</td><td>(6)% (4)</td></tr><tr><td>Non-GAAP net income (1)</td><td>77,209</td><td>43,862</td><td>6,161</td><td>(43)% (3)</td></tr><tr><td>Diluted earnings per share (5)</td><td>3.50</td><td>3.34</td><td>0.47</td><td>(5)% (4)(6)</td></tr><tr><td>Diluted earnings per ADS (5)</td><td>28.00</td><td>26.73</td><td>3.75</td><td>(5)% (4)(6)</td></tr><tr><td>Non-GAAP diluted earnings per share (1)(5)</td><td>3.94</td><td>2.39</td><td>0.34</td><td>(39)% (3)(6)</td></tr><tr><td>Non-GAAP diluted earnings per ADS (1)(5)</td><td>31.50</td><td>19.10</td><td>2.68</td><td>(39)% (3)(6)</td></tr></table>
+
+(1) See the sections entitled “Non-GAAP Financial Measures” and “Reconciliations of Non-GAAP Measures to the Nearest Comparable U.S. GAAP Measures” for more information about the non-GAAP measures referred to within this Interim Report.  
+(2) The year-over-year decrease was primarily due to the decrease in adjusted EBITA, partly offset by a one-time provision in the same period last year (See the section entitled “Six Months Ended September Other Financial Results” for more information).  
+(3) The year-over-year decreases were mainly attributable to the investment in quick commerce, user experiences, and technology, partly offset by double-digit revenue growth in Alibaba China E-commerce Group, the improved operating results supported by continued growth in Cloud business, as well as enhanced operating efficiencies across various businesses.  
+(4) The year-over-year decreases were mainly attributable to the decrease in income from operations, partly offset by the mark-to-market changes from our equity investments, gain from the disposal of local consumer service business of Trendyol, and the decrease in both the impairment of our investments and net exchange loss, while net income attributable to ordinary shareholders and earnings per share/ADS would further take into account the net loss (income) attributable to noncontrolling interests and (accretion) reversal of accretion of mezzanine equity. We excluded non-cash share-based compensation expense, gains/losses of investments, impairment of goodwill and intangible assets, and certain other items from our non-GAAP measurements.  
+(5) Each ADS represents eight ordinary shares.  
+(6) The year-over-year percentages as stated are calculated based on the exact amount and there may be minor differences from the year-over-year percentages calculated based on the RMB amounts after rounding.
+
+## Six Months Ended September Segment Results
+
+Revenue for the six months ended September 30, 2025 was RMB495,447 million (US\$69,595 million), an increase of 3% year-over-year compared to RMB479,739 million in the same period of 2024. Excluding revenue from the disposed businesses of Sun Art and Intime, revenue on a like-for-like basis would have grown by 12% year-over-year.
+
+The following table sets forth a breakdown of our revenue by segment for the periods indicated:
+
+<table><tr><td rowspan="4"></td><td colspan="3">Six months ended September 30,</td><td></td></tr><tr><td>2024</td><td colspan="2">2025</td><td rowspan="2">YoY % Change</td></tr><tr><td>RMB</td><td>RMB</td><td>US$</td></tr><tr><td colspan="4">(in millions, except percentages)</td></tr><tr><td>Alibaba China E-commerce Group:</td><td></td><td></td><td></td><td></td></tr><tr><td>E-commerce</td><td></td><td></td><td></td><td></td></tr><tr><td>- Customer management</td><td>152,755</td><td>168,179</td><td>23,624</td><td>10%</td></tr><tr><td>- Direct sales, logistics and others(2)</td><td>50,233</td><td>53,331</td><td>7,492</td><td>6%</td></tr><tr><td></td><td>202,988</td><td>221,510</td><td>31,116</td><td>9%</td></tr><tr><td>Quick commerce(3)</td><td>27,517</td><td>37,690</td><td>5,294</td><td>37%</td></tr><tr><td>China commerce wholesale</td><td>11,938</td><td>13,450</td><td>1,889</td><td>13%</td></tr><tr><td>Total Alibaba China E-commerce Group</td><td>242,443</td><td>272,650</td><td>38,299</td><td>12%</td></tr><tr><td>Alibaba International Digital Commerce Group:</td><td></td><td></td><td></td><td></td></tr><tr><td>International commerce retail</td><td>49,309</td><td>56,463</td><td>7,931</td><td>15%</td></tr><tr><td>International commerce wholesale</td><td>11,656</td><td>13,077</td><td>1,837</td><td>12%</td></tr><tr><td>Total Alibaba International Digital Commerce Group</td><td>60,965</td><td>69,540</td><td>9,768</td><td>14%</td></tr><tr><td>Cloud Intelligence Group</td><td>56,159</td><td>73,222</td><td>10,285</td><td>30%</td></tr><tr><td>All others(4)</td><td>165,837</td><td>121,568</td><td>17,077</td><td>(27)%</td></tr><tr><td>Unallocated</td><td>888</td><td>1,096</td><td>154</td><td></td></tr><tr><td>Inter-segment elimination</td><td>(46,553)</td><td>(42,629)</td><td>(5,988)</td><td></td></tr><tr><td>Consolidated revenue</td><td>479,739</td><td>495,447</td><td>69,595</td><td>3%</td></tr></table>
+
+(1) To advance our “user first” strategy and enhance user experience, during the quarter ended June 30, 2025, we undertook a strategic combination of Taobao and Tmall Group, Ele.me and Fliggy into Alibaba China E-commerce Group. We simplified the financial reporting structure by reclassifying Cainiao, Amap and Digital Media and Entertainment Group (rebranded to Hujing Digital Media and Entertainment Group) into “All others”. The above presentation has been updated to conform with the new reporting structure, as reviewed by our chief operating decision maker.  
+(2) Direct sales, logistics and others revenue under Alibaba China E-commerce Group primarily represents direct sales businesses of Tmall Supermarket, Tmall Global and other businesses, where revenue and cost of inventory are recorded on a gross basis within the business group, as well as revenue from logistics services and value-added services.  
+(3) Quick commerce revenue represents quick commerce business revenue, including revenue generated through “Taobao Instant Commerce” and the Ele.me app. Quick commerce revenue is net of subsidies that are contra revenue.  
+(4) All others include Freshippo, Cainiao, Alibaba Health, Hujing Digital Media and Entertainment Group, Amap, Intelligent Information Platform (which mainly consists of UCWeb and Quark businesses), Lingxi Games, DingTalk and other businesses. The majority of revenue within All others consists of direct sales, where revenue and cost of inventory are recorded on a gross basis, and revenue from logistics services. The decrease was primarily due to the revenue decrease as a result of the disposal of Sun Art and Intime businesses, as well as the decrease in revenue from Cainiao, partly offset by the increase in revenue from Freshippo, Alibaba Health and Amap.
+
+The following table sets forth a breakdown of our adjusted EBITA by segment for the periods indicated:
+
+<table><tr><td rowspan="4"></td><td colspan="3">Six months ended September 30,</td><td></td></tr><tr><td>2024</td><td colspan="2">2025</td><td rowspan="3">YoY % Change(3)</td></tr><tr><td>RMB</td><td>RMB</td><td>US$</td></tr><tr><td colspan="3">(in millions, except percentages)</td></tr><tr><td>Alibaba China E-commerce Group</td><td>93,080</td><td>48,886</td><td>6,867</td><td>(47)%</td></tr><tr><td>Alibaba International Digital Commerce Group</td><td>(6,611)</td><td>103</td><td>14</td><td>N/A</td></tr><tr><td>Cloud Intelligence Group</td><td>4,998</td><td>6,558</td><td>921</td><td>31%</td></tr><tr><td>All others</td><td>(2,910)</td><td>(4,785)</td><td>(672)</td><td>(64)%</td></tr><tr><td>Unallocated(2)</td><td>(2,142)</td><td>(1,640)</td><td>(230)</td><td></td></tr><tr><td>Inter-segment elimination</td><td>(819)</td><td>(1,205)</td><td>(169)</td><td></td></tr><tr><td>Consolidated adjusted EBITA</td><td>85,596</td><td>47,917</td><td>6,731</td><td>(44)%</td></tr><tr><td>Less: Non-cash share-based compensation expense</td><td>(7,775)</td><td>(6,076)</td><td>(854)</td><td></td></tr><tr><td>Less: Amortization and impairment of intangible assets, and others</td><td>(3,441)</td><td>(1,488)</td><td>(209)</td><td></td></tr><tr><td>Less: Provision for the shareholder class action lawsuits</td><td>(3,145)</td><td>-</td><td>-</td><td></td></tr><tr><td>Income from operations</td><td>71,235</td><td>40,353</td><td>5,668</td><td>(43)%</td></tr></table>
+
+(1) To advance our “user first” strategy and enhance user experience, during the quarter ended June 30, 2025, we undertook a strategic combination of Taobao and Tmall Group, Ele.me and Fliggy into Alibaba China E-commerce Group. We simplified the financial reporting structure by reclassifying Cainiao, Amap and Digital Media and Entertainment Group (rebranded to Hujing Digital Media and Entertainment Group) into “All others”. The above presentation has been updated to conform with the new reporting structure, as reviewed by our chief operating decision maker.  
+(2) Unallocated primarily relates to certain costs incurred by corporate functions and other miscellaneous items that are not allocated to individual segments.  
+(3) For a more intuitive presentation, widening of loss in YoY% is shown in terms of negative growth rate, and narrowing of loss in YoY% is shown in terms of positive growth rate.
+
+## Alibaba China E-commerce Group
+
+## (i) Segment revenue
+
+## • E-commerce Business
+
+Revenue from our E-commerce business in the six months ended September 30, 2025 was RMB221,510 million (US\$31,116 million), an increase of 9% compared to RMB202,988 million in the same period of 2024.
+
+Customer management revenue increased by 10% year-over-year, primarily due to the improvement of take rate.
+
+Direct sales, logistics and others revenue under E-commerce business in the six months ended September 30, 2025 was RMB53,331 million (US\$7,492 million), an increase of 6% compared to RMB50,233 million in the same period of 2024, primarily driven by the increase in revenue from logistics services and value-added services, partly offset by the decrease in revenue from certain direct sales businesses.
+
+## • Quick Commerce Business
+
+Revenue from our Quick commerce business in the six months ended September 30, 2025 was RMB37,690 million (US\$5,294 million), an increase of 37% compared to RMB27,517 million in the same period of 2024, mainly due to order growth as a result of the rollout of “Taobao Instant Commerce” at the end of April 2025.
+
+## • China Commerce Wholesale Business
+
+Revenue from our China commerce wholesale business in the six months ended September 30, 2025 was RMB13,450 million (US\$1,889 million), an increase of 13% compared to RMB11,938 million in the same period of 2024, primarily due to an increase in revenue from value-added services provided to paying members.
+
+## (ii) Segment adjusted EBITA
+
+Alibaba China E-commerce Group adjusted EBITA decreased by 47% to RMB48,886 million (US\$6,867 million) in the six months ended September 30, 2025, compared to RMB93,080 million in the same period of 2024, primarily due to the investment in quick commerce, user experiences, and technology, partly offset by double-digit revenue growth in Alibaba China E-commerce Group.
+
+## Alibaba International Digital Commerce Group
+
+## (i) Segment revenue
+
+## • International Commerce Retail Business
+
+Revenue from our International commerce retail business in the six months ended September 30, 2025 was RMB56,463 million (US\$7,931 million), an increase of 15% compared to RMB49,309 million in the same period of 2024, primarily driven by the increase in revenue contributed by AliExpress and other international businesses. As certain of our international businesses generate revenue in local currencies while our reporting currency is Renminbi, AIDC's revenue is affected by exchange rate fluctuations.
+
+## • International Commerce Wholesale Business
+
+Revenue from our International commerce wholesale business in the six months ended September 30, 2025 was RMB13,077 million (US\$1,837 million), an increase of 12% compared to RMB11,656 million in the same period of 2024, primarily due to an increase in revenue generated by cross-border related value-added services.
+
+## (ii) Segment adjusted EBITA
+
+Alibaba International Digital Commerce Group adjusted EBITA was a profit of RMB103 million (US\$14 million) in the six months ended September 30, 2025, compared to a loss of RMB6,611 million in the same period of 2024, primarily due to significant improvement in AliExpress' operating efficiency, and enhanced efficiency across various businesses.
+
+## Cloud Intelligence Group
+
+## (i) Segment revenue
+
+Revenue from Cloud Intelligence Group was RMB73,222 million (US\$10,285 million) in the six months ended September 30, 2025, an increase of 30% compared to RMB56,159 million in the same period of 2024. Overall revenue excluding Alibaba-consolidated subsidiaries increased by 28% year-over-year, primarily driven by public cloud revenue growth, including the increasing adoption of AI-related products.
+
+## (ii) Segment adjusted EBITA
+
+Cloud Intelligence Group adjusted EBITA increased by 31% to RMB6,558 million (US\$921 million) in the six months ended September 30, 2025, compared to RMB4,998 million in the same period of 2024, primarily due to revenue growth and improving operating efficiency, partly offset by the increasing investments in customer growth and technology innovation.
+
+## All Others
+
+## (i) Segment revenue
+
+Revenue from All others segment was RMB121,568 million (US\$17,077 million) in the six months ended September 30, 2025, a decrease of 27% compared to RMB165,837 million in the same period of 2024, primarily due to the revenue decrease as a result of the disposal of Sun Art and Intime businesses, as well as the decrease in revenue from Cainiao, partly offset by the increase in revenue from Freshippo, Alibaba Health and Amap.
+
+## (ii) Segment adjusted EBITA
+
+Adjusted EBITA from All others segment in the six months ended September 30, 2025 was a loss of RMB4,785 million (US\$672 million), compared to a loss of RMB2,910 million in the same period of 2024, primarily due to the increased investment in technology businesses, partly offset by the improved operating results of Freshippo, Hujing Digital Media and Entertainment Group and Alibaba Health.
+
+## Six Months Ended September Other Financial Results
+
+## Costs and Expenses
+
+The following tables set forth a breakdown of our costs and expenses, share-based compensation expense, and costs and expenses excluding share-based compensation expense by function for the periods indicated:
+
+<table><tr><td rowspan="4"></td><td colspan="5">Six months ended September 30,</td><td rowspan="4">% of Revenue YoY change</td></tr><tr><td colspan="2">2024</td><td colspan="3">2025</td></tr><tr><td>RMB</td><td>% of Revenue</td><td>RMB</td><td>US$</td><td>% of Revenue</td></tr><tr><td colspan="5">(in millions, except percentages)</td></tr><tr><td colspan="7">Costs and expenses:</td></tr><tr><td>Cost of revenue</td><td>290,135</td><td>60.5%</td><td>287,210</td><td>40,344</td><td>58.0%</td><td>(2.5)%</td></tr><tr><td>Product development expenses</td><td>27,555</td><td>5.7%</td><td>32,096</td><td>4,509</td><td>6.5%</td><td>0.8%</td></tr><tr><td>Sales and marketing expenses</td><td>65,167</td><td>13.6%</td><td>119,674</td><td>16,811</td><td>24.2%</td><td>10.6%</td></tr><tr><td>General and administrative expenses</td><td>23,057</td><td>4.8%</td><td>14,778</td><td>2,076</td><td>3.0%</td><td>(1.8)%</td></tr><tr><td>Amortization and impairment of intangible assets</td><td>3,441</td><td>0.7%</td><td>1,633</td><td>229</td><td>0.3%</td><td>(0.4)%</td></tr><tr><td>Total costs and expenses</td><td>409,355</td><td></td><td>455,391</td><td>63,969</td><td></td><td></td></tr><tr><td colspan="7">Share-based compensation expense:</td></tr><tr><td>Cost of revenue</td><td>1,205</td><td>0.3%</td><td>913</td><td>128</td><td>0.2%</td><td>(0.1)%</td></tr><tr><td>Product development expenses</td><td>3,560</td><td>0.7%</td><td>2,862</td><td>402</td><td>0.6%</td><td>(0.1)%</td></tr><tr><td>Sales and marketing expenses</td><td>948</td><td>0.2%</td><td>958</td><td>135</td><td>0.2%</td><td>0.0%</td></tr><tr><td>General and administrative expenses</td><td>2,564</td><td>0.5%</td><td>2,137</td><td>300</td><td>0.4%</td><td>(0.1)%</td></tr><tr><td>Total share-based compensation expense(1)</td><td>8,277</td><td></td><td>6,870</td><td>965</td><td></td><td></td></tr><tr><td colspan="7">Costs and expenses excluding share-based compensation expense:</td></tr><tr><td>Cost of revenue</td><td>288,930</td><td>60.2%</td><td>286,297</td><td>40,216</td><td>57.8%</td><td>(2.4)%</td></tr><tr><td>Product development expenses</td><td>23,995</td><td>5.0%</td><td>29,234</td><td>4,107</td><td>5.9%</td><td>0.9%</td></tr><tr><td>Sales and marketing expenses</td><td>64,219</td><td>13.4%</td><td>118,716</td><td>16,676</td><td>24.0%</td><td>10.6%</td></tr><tr><td>General and administrative expenses</td><td>20,493</td><td>4.3%</td><td>12,641</td><td>1,776</td><td>2.6%</td><td>(1.7)%</td></tr><tr><td>Amortization and impairment of intangible assets</td><td>3,441</td><td>0.7%</td><td>1,633</td><td>229</td><td>0.3%</td><td>(0.4)%</td></tr><tr><td>Total costs and expenses excluding share-based compensation expense</td><td>401,078</td><td></td><td>448,521</td><td>63,004</td><td></td><td></td></tr></table>
+
+(1) This includes both cash and non-cash share-based compensation expenses.
+
+Cost of revenue – Cost of revenue in the six months ended September 30, 2025 was RMB287,210 million (US\$40,344 million), or 58.0% of revenue, compared to RMB290,135 million, or 60.5% of revenue, in the same period of 2024. Without the effect of share-based compensation expense, cost of revenue as a percentage of revenue would have decreased from 60.2% in the same period of 2024 to 57.8% in the six months ended September 30, 2025, primarily due to the disposal of Sun Art and Intime businesses, decrease in scale of low margin direct sales businesses, improvement in monetization and operating efficiency, partly offset by higher logistics cost driven by the growth in our quick commerce business.
+
+Product development expenses – Product development expenses in the six months ended September 30, 2025 were RMB32,096 million (US\$4,509 million), or 6.5% of revenue, compared to RMB27,555 million, or 5.7% of revenue, in the same period of 2024. Without the effect of share-based compensation expense, product development expenses as a percentage of revenue would have increased from 5.0% in the same period of 2024 to 5.9% in the six months ended September 30, 2025, primarily attributable to our increased investment in technology development.
+
+Sales and marketing expenses – Sales and marketing expenses in the six months ended September 30, 2025 were RMB119,674 million (US\$16,811 million), or 24.2% of revenue, compared to RMB65,167 million, or 13.6% of revenue, in the same period of 2024. Without the effect of share-based compensation expense, sales and marketing expenses as a percentage of revenue would have increased from 13.4% in the same period of 2024 to 24.0% in the six months ended September 30, 2025, primarily attributable to the investment in user experiences of Alibaba China E-commerce Group.
+
+General and administrative expenses – General and administrative expenses in the six months ended September 30, 2025 were RMB14,778 million (US\$2,076 million), or 3.0% of revenue, compared to RMB23,057 million, or 4.8% of revenue, in the same period of 2024. Without the effect of share-based compensation expense, general and administrative expenses as a percentage of revenue would have decreased from 4.3% in the same period of 2024 to 2.6% in the six months ended September 30, 2025, primarily due to a one-time provision for the shareholder class action lawsuits in the same period last year and our improved cost control measures.
+
+Share-based compensation expense – Total share-based compensation expense included in the cost and expense items above in the six months ended September 30, 2025 was RMB6,870 million (US\$965 million), compared to RMB8,277 million in the same period of 2024.
+
+The following table sets forth our analysis of share-based compensation expense for the quarters indicated by type of share-based awards:
+
+<table><tr><td rowspan="4"></td><td colspan="3">Six months ended September 30,</td><td></td></tr><tr><td>2024</td><td colspan="2">2025</td><td rowspan="2">YoY % Change</td></tr><tr><td>RMB</td><td>RMB</td><td>US$</td></tr><tr><td colspan="4">(in millions, except percentages)</td></tr><tr><td colspan="5">By type of awards:</td></tr><tr><td>Alibaba Group share-based awards(1)</td><td>5,877</td><td>4,664</td><td>655</td><td>(21)%</td></tr><tr><td>Others(2)</td><td>2,400</td><td>2,206</td><td>310</td><td>(8)%</td></tr><tr><td>Total share-based compensation expense(3)</td><td>8,277</td><td>6,870</td><td>965</td><td>(17)%</td></tr></table>
+
+Share-based compensation expense decreased in the six months ended September 30, 2025 compared to the same period of 2024. This decrease was primarily due to the decrease in the number of Alibaba Group share-based awards granted as we have increased the proportion of long-term cash incentives granted after considering the macroeconomic environment and the general trends in the talent market.
+
+We expect that our share-based compensation expense will continue to be affected by changes in the fair value of the underlying awards and the quantity of awards we grant in the future.
+
+Amortization and impairment of intangible assets – Amortization and impairment of intangible assets in the six months ended September 30, 2025 was RMB1,633 million (US\$229 million), a decrease of 53% from RMB3,441 million in the same period of 2024, primarily due to full amortization of certain intangible assets.
+
+## Income from operations and operating margin
+
+Income from operations in the six months ended September 30, 2025 was RMB40,353 million (US\$5,668 million), or 8% of revenue, a decrease of 43% compared to RMB71,235 million, or 15% of revenue, in the same period of 2024, primarily due to the decrease in adjusted EBITA, partly offset by a one-time provision in the same period last year.
+
+## Adjusted EBITDA and Adjusted EBITA
+
+Adjusted EBITDA decreased 36% year-over-year to RMB62,991 million (US\$8,848 million) in the six months ended September 30, 2025, compared to RMB98,488 million in the same period of 2024. Adjusted EBITA decreased 44% year-over-year to RMB47,917 million (US\$6,731 million) in the six months ended September 30, 2025, compared to RMB85,596 million in the same period of 2024, primarily attributable to the investment in quick commerce, user experiences, and technology, partly offset by double-digit revenue growth in Alibaba China E-commerce Group, the improved operating results supported by continued growth in Cloud business, as well as enhanced operating efficiencies across various businesses. A reconciliation of net income to adjusted EBITDA and adjusted EBITA is included in the section entitled “Reconciliations of Non-GAAP Measures to the Nearest Comparable U.S. GAAP Measures” of this Interim Report.
+
+## Adjusted EBITA by segment
+
+Adjusted EBITA by segment as well as a reconciliation of income from operations to adjusted EBITA are set forth in the section entitled “Six Months Ended September Segment Results” above.
+
+## Interest and investment income, net
+
+Interest and investment income, net in the six months ended September 30, 2025 was RMB37,468 million (US\$5,263 million), an increase of 119% compared to RMB17,129 million in the same period of 2024, primarily due to mark-to-market changes from our equity investments, gain from the disposal of local consumer service business of Trendyol, and the decrease in impairment of our investments.
+
+The above-mentioned investment gains and losses were excluded from our non-GAAP net income.
+
+## Other (expense) income, net
+
+Other (expense) income, net in the six months ended September 30, 2025 was an income of RMB1,329 million (US\$187 million), compared to expense of RMB1,221 million in the same period of 2024, was primarily due to the decrease in net exchange loss in the six months ended September 30, 2025 compared to the same period last year, arising from the exchange rate fluctuation between Renminbi and U.S. dollar.
+
+## Income tax expenses
+
+Income tax expenses in the six months ended September 30, 2025 were RMB14,415 million (US\$2,024 million), compared to RMB17,442 million in the same period of 2024.
+
+## Share of results of equity method investees
+
+Share of results of equity method investees in the six months ended September 30, 2025 was RMB3,254 million (US\$457 million), an increase of 31% compared to RMB2,483 million in the same period of 2024. The following table sets forth a breakdown of share of results of equity method investees for the periods indicated:
+
+<table><tr><td rowspan="4"></td><td colspan="3">Six months ended September 30,</td></tr><tr><td>2024</td><td colspan="2">2025</td></tr><tr><td>RMB</td><td>RMB</td><td>US$</td></tr><tr><td></td><td>(in millions)</td><td></td></tr><tr><td>Share of profit (loss) of equity method investees</td><td></td><td></td><td></td></tr><tr><td>- Ant Group</td><td>6,395</td><td>4,280</td><td>601</td></tr><tr><td>- Others</td><td>(1,334)</td><td>1,126</td><td>158</td></tr><tr><td>Impairment loss</td><td>(2,157)</td><td>(5)</td><td>(1)</td></tr><tr><td> $Others^{(1)}$ </td><td>(421)</td><td>(2,147)</td><td>(301)</td></tr><tr><td>Total</td><td>2,483</td><td>3,254</td><td>457</td></tr></table>
+
+(1) “Others” mainly include basis differences arising from equity method investees, share-based compensation expense related to share-based awards granted to employees of our equity method investees, as well as gain or loss arising from the deemed disposal of the equity method investees.
+
+We record our share of results of all equity method investees one quarter in arrears. The share of net profit of other equity method investees recorded in the six months ended September 30 2025, compared to the share of net losses in the same period last year, was primarily attributable to the overall improvement in the financial performance of our equity method investees. This was partly offset by the decrease in share of profit of Ant Group, which was mainly attributable to investments in new growth initiatives and technologies.
+
+## Net income and Non-GAAP net income
+
+Our net income in the six months ended September 30, 2025 was RMB62,994 million (US\$8,849 million), compared to RMB67,569 million in the same period of 2024, primarily attributable to the decrease in income from operations, partly offset by the mark-to-market changes from our equity investments, gain from the disposal of local consumer service business of Trendyol and the decrease in both the impairment of our investments and net exchange loss.
+
+Excluding non-cash share-based compensation expense, gains/losses of investments, impairment of goodwill and intangible assets, and certain other items, non-GAAP net income in the six months ended September 30, 2025 was RMB43,862 million (US\$6,161 million), a decrease of 43% compared to RMB77,209 million in the same period of 2024, primarily attributable to the investment in quick commerce, user experiences, and technology, partly offset by double-digit revenue growth in Alibaba China E-commerce Group, the improved operating results supported by continued growth in Cloud business, as well as enhanced operating efficiencies across various businesses. A reconciliation of net income to non-GAAP net income is included in the section entitled “Reconciliations of Non-GAAP Measures to the Nearest Comparable U.S. GAAP Measures” of this Interim Report.
+
+## Net income attributable to ordinary shareholders
+
+Net income attributable to ordinary shareholders in the six months ended September 30, 2025 was RMB64,106 million (US\$9,005 million), compared to RMB68,143 million in the same period of 2024, primarily attributable to the decrease in income from operations, partly offset by the mark-to-market changes from our equity investments, gain from the disposal of local consumer service business of Trendyol and the decrease in both the impairment of our investments and net exchange loss.
+
+## Diluted earnings per ADS/share and non-GAAP diluted earnings per ADS/share
+
+Diluted earnings per ADS in the six months ended September 30, 2025 was RMB26.73 (US\$3.75), compared to RMB28.00 in the same period of 2024. Excluding non-cash share-based compensation expense, gains/losses of investments, impairment of goodwill and intangible assets, and certain other items, non-GAAP diluted earnings per ADS in the six months ended September 30, 2025 was RMB19.10 (US\$2.68), a decrease of 39% compared to RMB31.50 in the same period of 2024.
+
+Diluted earnings per share in the six months ended September 30, 2025 was RMB3.34 (US\$0.47 or HK\$3.66), compared to RMB3.50 in the same period of 2024. Excluding non-cash share-based compensation expense, gains/losses of investments, impairment of goodwill and intangible assets, and certain other items, non-GAAP diluted earnings per share in the six months ended September 30, 2025 was RMB2.39 (US\$0.34 or HK\$2.62), a decrease of 39% compared to RMB3.94 in the same period of 2024.
+
+A reconciliation of diluted earnings per ADS/share to non-GAAP diluted earnings per ADS/share is included in the section entitled “Reconciliations of Non-GAAP Measures to the Nearest Comparable U.S. GAAP Measures” of this Interim Report. Each ADS represents eight ordinary shares.
+
+## Cash and cash equivalents, short-term investments and other treasury investments
+
+As of September 30, 2025, cash and cash equivalents, short-term investments and other treasury investments included in equity securities and other investments on the consolidated balance sheets, of which that are unrestricted for withdrawal and use, were RMB573,889 million (US\$80,614 million), compared to RMB597,132 million as of March 31, 2025. Other treasury investments consist of fixed deposits, certificate of deposits and marketable debt securities with original maturities over one year for treasury purposes. The decrease in cash and cash equivalents, short-term investments and other treasury investments of RMB23,243 million during the six months ended September 30, 2025, was primarily due to (i) free cash flow outflow of RMB40,655 million (US\$5,711 million), (ii) dividend payment of RMB33,621 million (US\$4,723 million), (iii) cash used in repurchase of ordinary shares of RMB7,638 million (US\$1,073 million), partly offset by (iv) net proceeds from issuance of convertible unsecured senior notes and payments for capped call transactions of RMB20,994 million (US\$2,949 million), (v) net proceeds from bank borrowings of RMB17,804 million (US\$2,501 million), (vi) net proceeds from issuance of exchangeable bonds of RMB10,986 million (US\$1,543 million) and (vii) proceeds of RMB12,026 million (US\$1,689 million) from the disposal of Intime and local consumer service business of Trendyol.
+
+## Net cash provided by operating activities and free cash flow
+
+During the six months ended September 30, 2025, net cash provided by operating activities was RMB30,771 million (US\$4,322 million), a decrease of 53% compared to RMB65,074 million in the same period of 2024. Free cash flow, a non-GAAP measurement of liquidity, was an outflow of RMB40,655 million (US\$5,711 million), compared to an inflow of RMB31,107 million in the same period of 2024. The decrease in free cash flow was mainly attributed to the increase in our cloud infrastructure expenditure and the investment in quick commerce. A reconciliation of net cash provided by operating activities to free cash flow is included in the section entitled “Reconciliations of Non-GAAP Measures to the Nearest Comparable U.S. GAAP Measures” of this Interim Report.
+
+## Net cash used in investing activities
+
+During the six months ended September 30, 2025, net cash used in investing activities of RMB51,324 million (US\$7,209 million) primarily reflected capital expenditures of RMB70,177 million (US\$9,858 million) and net increase in short-term investments and other treasury investments by RMB11,119 million (US\$1,562 million), partly offset by net cash inflow of RMB29,710 million (US\$4,173 million) for investment and acquisition activities.
+
+## Net cash provided by financing activities
+
+During the six months ended September 30, 2025, net cash provided by financing activities of RMB8,171 million (US\$1,148 million) primarily reflected cash provided by net proceeds from issuance of convertible unsecured senior notes and payments for capped call transactions of RMB20,994 million (US\$2,949 million), net proceeds from bank borrowings of RMB17,804 million (US\$2,501 million), and net proceeds from issuance of exchangeable bonds of RMB10,986 million (US\$1,543 million), partly offset by dividend payment of RMB33,621 million (US\$4,723 million), and cash used in repurchase of ordinary shares of RMB7,638 million (US\$1,073 million).
+
+## Employees
+
+As of September 30, 2025, we had a total of 126,661 employees, compared to 124,320 as of March 31, 2025.
+
+## Reconciliations of Non-GAAP Measures to the Nearest Comparable U.S. GAAP Measures
+
+The table below sets forth a reconciliation of our net income to adjusted EBITA and adjusted EBITDA for the periods indicated:
+
+<table><tr><td rowspan="4"></td><td colspan="3">Six months ended September 30,</td></tr><tr><td>2024</td><td colspan="2">2025</td></tr><tr><td>RMB</td><td>RMB</td><td>US$</td></tr><tr><td colspan="3">(in millions)</td></tr><tr><td>Net income</td><td>67,569</td><td>62,994</td><td>8,849</td></tr><tr><td>Adjustments to reconcile net income to adjusted EBITA and adjusted EBITDA:</td><td></td><td></td><td></td></tr><tr><td>Interest and investment income, net</td><td>(17,129)</td><td>(37,468)</td><td>(5,263)</td></tr><tr><td>Interest expense</td><td>4,615</td><td>4,995</td><td>702</td></tr><tr><td>Other expense (income), net</td><td>1,221</td><td>(1,329)</td><td>(187)</td></tr><tr><td>Income tax expenses</td><td>17,442</td><td>14,415</td><td>2,024</td></tr><tr><td>Share of results of equity method investees</td><td>(2,483)</td><td>(3,254)</td><td>(457)</td></tr><tr><td>Income from operations</td><td>71,235</td><td>40,353</td><td>5,668</td></tr><tr><td>Non-cash share-based compensation expense</td><td>7,775</td><td>6,076</td><td>854</td></tr><tr><td>Amortization and impairment of intangible assets, and others</td><td>3,441</td><td>1,488</td><td>209</td></tr><tr><td>Provision for the shareholder class action lawsuits</td><td>3,145</td><td>-</td><td>-</td></tr><tr><td>Adjusted EBITA</td><td>85,596</td><td>47,917</td><td>6,731</td></tr><tr><td>Depreciation and impairment of property and equipment, and operating lease cost relating to land use rights</td><td>12,892</td><td>15,074</td><td>2,117</td></tr><tr><td>Adjusted EBITDA</td><td>98,488</td><td>62,991</td><td>8,848</td></tr></table>
+
+## Reconciliations of Non-GAAP Measures to the Nearest Comparable U.S. GAAP Measures (Continued)
+
+The table below sets forth a reconciliation of our net income to non-GAAP net income for the periods indicated:
+
+<table><tr><td rowspan="4"></td><td colspan="3">Six months ended September 30,</td></tr><tr><td>2024</td><td colspan="2">2025</td></tr><tr><td>RMB</td><td>RMB</td><td>US$</td></tr><tr><td colspan="3">(in millions)</td></tr><tr><td>Net income</td><td>67,569</td><td>62,994</td><td>8,849</td></tr><tr><td>Adjustments to reconcile net income to non-GAAP net income:</td><td></td><td></td><td></td></tr><tr><td>Non-cash share-based compensation expense</td><td>7,775</td><td>6,076</td><td>854</td></tr><tr><td>Amortization and impairment of intangible assets</td><td>3,441</td><td>1,633</td><td>229</td></tr><tr><td>Provision for the shareholder class action lawsuits</td><td>3,145</td><td>-</td><td>-</td></tr><tr><td>Gain on deemed disposals/disposals/revaluation of investments</td><td>(8,116)</td><td>(29,320)</td><td>(4,119)</td></tr><tr><td>Impairment of investments, and others</td><td>5,067</td><td>2,455</td><td>345</td></tr><tr><td>Tax effects(1)</td><td>(1,672)</td><td>24</td><td>3</td></tr><tr><td>Non-GAAP net income</td><td>77,209</td><td>43,862</td><td>6,161</td></tr></table>
+
+(1) Tax effects primarily comprise tax effects relating to non-cash share-based compensation expense, amortization and impairment of intangible assets and certain gains and losses from investments, and others.
+
+## Reconciliations of Non-GAAP Measures to the Nearest Comparable U.S. GAAP Measures (Continued)
+
+The table below sets forth a reconciliation of our diluted earnings per share/ADS to non-GAAP diluted earnings per share/ADS for the periods indicated:
+
+<table><tr><td rowspan="4"></td><td colspan="3">Six months ended September 30,</td></tr><tr><td>2024</td><td colspan="2">2025</td></tr><tr><td>RMB</td><td>RMB</td><td>US$</td></tr><tr><td colspan="3">(in millions, except per share data)</td></tr><tr><td>Net income attributable to ordinary shareholders – basic</td><td>68,143</td><td>64,106</td><td>9,005</td></tr><tr><td>Dilution effect on earnings arising from non-cash share-based awards operated by equity method investees and subsidiaries</td><td>(131)</td><td>(258)</td><td>(36)</td></tr><tr><td>Adjustments for interest expense attributable to convertible unsecured senior notes</td><td>95</td><td>143</td><td>20</td></tr><tr><td>Net income attributable to ordinary shareholders – diluted</td><td>68,107</td><td>63,991</td><td>8,989</td></tr><tr><td>Non-GAAP adjustments to net income attributable to ordinary shareholders(1)</td><td>8,521</td><td>(18,250)</td><td>(2,564)</td></tr><tr><td>Non-GAAP net income attributable to ordinary shareholders for computing non-GAAP diluted earnings per share/ADS</td><td>76,628</td><td>45,741</td><td>6,425</td></tr><tr><td>Weighted average number of shares on a diluted basis for computing non-GAAP diluted earnings per share/ADS (million shares)(2)</td><td>19,459</td><td>19,154</td><td></td></tr><tr><td>Diluted earnings per share(2)(3)</td><td>3.50</td><td>3.34</td><td>0.47</td></tr><tr><td>Non-GAAP diluted earnings per share(2)(4)</td><td>3.94</td><td>2.39</td><td>0.34</td></tr><tr><td>Diluted earnings per ADS(2)(3)</td><td>28.00</td><td>26.73</td><td>3.75</td></tr><tr><td>Non-GAAP diluted earnings per ADS(2)(4)</td><td>31.50</td><td>19.10</td><td>2.68</td></tr></table>
+
+(1) Non-GAAP adjustments excluding the attributions to the noncontrolling interests. See the table above for items regarding the reconciliation of net income to non-GAAP net income (before excluding the attributions to the noncontrolling interests).  
+(2) Each ADS represents eight ordinary shares.  
+(3) Diluted earnings per share is derived from dividing net income attributable to ordinary shareholders by the weighted average number of outstanding ordinary shares, on a diluted basis. Diluted earnings per ADS is derived from the diluted earnings per share after adjusting for the ordinary share-to-ADS ratio.  
+(4) Non-GAAP diluted earnings per share is derived from dividing non-GAAP net income attributable to ordinary shareholders by the weighted average number of outstanding ordinary shares for computing non-GAAP diluted earnings per share, on a diluted basis. Non-GAAP diluted earnings per ADS is derived from the non-GAAP diluted earnings per share after adjusting for the ordinary share-to-ADS ratio.
+
+## Reconciliations of Non-GAAP Measures to the Nearest Comparable U.S. GAAP Measures (Continued)
+
+The table below sets forth a reconciliation of net cash provided by operating activities to free cash flow for the periods indicated:
+
+<table><tr><td rowspan="4"></td><td colspan="3">Six months ended September 30,</td></tr><tr><td>2024</td><td colspan="2">2025</td></tr><tr><td>RMB</td><td>RMB</td><td>US$</td></tr><tr><td colspan="3">(in millions)</td></tr><tr><td>Net cash provided by operating activities</td><td>65,074</td><td>30,771</td><td>4,322</td></tr><tr><td>Less: Purchase of property and equipment (excluding land use rights and construction in progress relating to office campuses)</td><td>(28,916)</td><td>(70,057)</td><td>(9,841)</td></tr><tr><td>Less: Changes in the buyer protection fund deposits</td><td>(5,051)</td><td>(1,369)</td><td>(192)</td></tr><tr><td>Free cash flow</td><td>31,107</td><td>(40,655)</td><td>(5,711)</td></tr></table>
+
+## Non-GAAP Financial Measures
+
+To supplement our unaudited condensed consolidated financial statements, which are prepared and presented in accordance with GAAP, we use the following non-GAAP financial measures: for our consolidated results, adjusted EBITDA (including adjusted EBITDA margin), adjusted EBITA (including adjusted EBITA margin), non-GAAP net income, non-GAAP diluted earnings per share/ADS and free cash flow. For more information on these non-GAAP financial measures, please refer to the table captioned “Reconciliations of Non-GAAP Measures to the Nearest Comparable U.S. GAAP Measures” in this Interim Report.
+
+We believe that adjusted EBITDA, adjusted EBITA, non-GAAP net income and non-GAAP diluted earnings per share/ADS help identify underlying trends in our business that could otherwise be distorted by the effect of certain income or expenses that we include in income from operations, net income and diluted earnings per share/ADS. We believe that these non-GAAP measures provide useful information about our core operating results, enhance the overall understanding of our past performance and future prospects and allow for greater visibility with respect to key metrics used by our management in its financial and operational decision-making. We present three different income measures, namely adjusted EBITDA, adjusted EBITA and non-GAAP net income in order to provide more information and greater transparency to investors about our operating results.
+
+We consider free cash flow to be a liquidity measure that provides useful information to management and investors about the amount of cash generated by our business that can be used for strategic corporate transactions, including investing in our new business initiatives, making strategic investments and acquisitions and strengthening our balance sheet.
+
+Adjusted EBITDA, adjusted EBITA, non-GAAP net income, non-GAAP diluted earnings per share/ADS and free cash flow should not be considered in isolation or construed as an alternative to income from operations, net income, diluted earnings per share/ADS, cash flows or any other measure of performance or as an indicator of our operating performance. These non-GAAP financial measures presented here do not have standardized meanings prescribed by U.S. GAAP and may not be comparable to similarly titled measures presented by other companies. Other companies may calculate similarly titled measures differently, limiting their usefulness as comparative measures to our data.
+
+Adjusted EBITDA represents net income before interest and investment income, net, interest expense, other income (expense), net, income tax expenses, share of results of equity method investees, certain non-cash expenses, consisting of share-based compensation expense, amortization and impairment of intangible assets, impairment of goodwill, depreciation and impairment of property and equipment, and operating lease cost relating to land use rights, and others (including provision in relation to matters outside the ordinary course of business), which we do not believe are reflective of our core operating performance during the periods presented.
+
+Adjusted EBITA represents net income before interest and investment income, net, interest expense, other income (expense), net, income tax expenses, share of results of equity method investees, certain non-cash expenses, consisting of share-based compensation expense, amortization and impairment of intangible assets, impairment of goodwill, and others (including provision in relation to matters outside the ordinary course of business), which we do not believe are reflective of our core operating performance during the periods presented.
+
+Non-GAAP net income represents net income before non-cash share-based compensation expense, amortization and impairment of intangible assets, gain or loss on deemed disposals/disposals/revaluation of investments, impairment of goodwill and investments, and others (including provision in relation to matters outside the ordinary course of business), and adjustments for the tax effects.
+
+Non-GAAP diluted earnings per share represents non-GAAP net income attributable to ordinary shareholders divided by the weighted average number of outstanding ordinary shares for computing non-GAAP diluted earnings per share on a diluted basis. Non-GAAP diluted earnings per ADS represents non-GAAP diluted earnings per share after adjusting for the ordinary share-to-ADS ratio.
+
+Free cash flow represents net cash provided by operating activities as presented in our unaudited condensed consolidated cash flow statement less purchases of property and equipment (excluding acquisition of land use rights and construction in progress relating to office campuses) and intangible assets (excluding those acquired through acquisitions), as well as adjustments to exclude from net cash provided by operating activities the buyer protection fund deposits from merchants on our marketplaces. We deduct certain items of cash flows from investing activities in order to provide greater transparency into cash flow from our revenue-generating business operations. We exclude “acquisition of land use rights and construction in progress relating to office campuses” because the office campuses are used by us for corporate and administrative purposes and are not directly related to our revenue-generating business operations. We also exclude buyer protection fund deposits from merchants on our marketplaces because these deposits are restricted for the purpose of compensating buyers for claims against merchants.
+
+The table captioned “Reconciliations of Non-GAAP Measures to the Nearest Comparable U.S. GAAP Measures” in this Interim Report has more details on the non-GAAP financial measures that are most directly comparable to GAAP financial measures and the related reconciliations between these financial measures.
+
+## Other Financial Information
+
+## Liquidity and Capital Resources
+
+We fund our operations and strategic investments from cash generated from our operations and through debt and equity financing. We generated RMB65,074 million and RMB30,771 million (US\$4,322 million) of cash from operating activities for the six months ended September 30, 2024 and 2025, respectively. As of September 30, 2025, we had cash and cash equivalents, short-term investments and other treasury investments of RMB573,889 million (US\$80,614 million) that are unrestricted for withdrawal and use. Short-term investments include investments in fixed deposits with original maturities between three months and one year and certain investments in wealth management products, certificates of deposits, marketable debt securities and other investments whereby we have the intention to redeem within one year. Other treasury investments mainly include investments in fixed deposits, certificates of deposits and marketable debt securities with original maturities over one year for treasury purposes. The remaining maturities of these treasury investments held by us generally range from one to five years.
+
+We believe that our current levels of cash and cash flows from operations will be sufficient to meet our anticipated cash needs for at least the next twelve months. However, we may need additional cash resources in the future if we find and wish to pursue opportunities for investment, acquisition, strategic cooperation or other similar actions, which may include investing in technology, infrastructure, including data management and analytics solutions, or related talent. If we determine that our cash requirements exceed our amounts of cash on hand or if we decide to further optimize our capital structure, we may seek to issue additional debt or equity securities or obtain credit facilities or other sources of funding.
+
+In July 2025, we issued zero coupon exchangeable bonds due 2032 by reference to the ordinary shares of our subsidiary, Alibaba Health Information Technology Limited, that are listed on the Hong Kong Stock Exchange, for an aggregate principal amount of approximately HK\$12 billion.
+
+In September 2025, we issued zero coupon convertible unsecured senior notes due 2032 for an aggregate principal amount of approximately US\$3.2 billion.
+
+We have made a series of amendments to our syndicated loan facility. Subsequent to the partial repayment of US\$830 million in January 2025, the size of the US\$4.0 billion syndicated loan was reduced to US\$3.17 billion. In September 2025, we amended the loan facility and reduced the pricing terms to Secured Overnight Financing Rate (“SOFR”) plus 66 basis points. Effective on November 28, 2025, the facility was restructured as a revolving credit facility with drawdowns permitted in both U.S. dollars and Hong Kong dollars, and the expiration date of the facility was extended to September 30, 2028, with an option to further extend to September 30, 2030. The interest rate of the credit facility is 66 basis points over SOFR or Hong Kong Interbank Offered Rate (“HIBOR”), and the margin will be 81 basis points for the optional extension period. Subsequently, we submitted a prepayment notice to repay the outstanding balance of US\$3.17 billion under the revolving credit facility.
+
+In September 2025, we amended the terms of a US\$6.5 billion revolving credit facility agreement. The size of the credit facility was amended to US\$3.33 billion and the utilization currency was also amended from U.S. dollar only to both U.S. dollar and Hong Kong dollar. The interest rate of the credit facility was adjusted to SOFR or HIBOR plus 66 basis points. The expiration date of the credit facility was extended from June 24, 2026 to September 30, 2028, with an option to further extend to September 30, 2030 and the margin will be 81 basis points for the optional extension period. We have not yet drawn down this facility.
+
+The Group monitors its financial health and liquidity position by reviewing its total debts to adjusted EBITDA ratio and total debts to total capital ratio. Our total debts is defined as the sum of bank borrowings, unsecured senior notes, convertible unsecured senior notes and exchangeable bonds. Our total debts to adjusted EBITDA ratio is calculated by dividing total debts by adjusted EBITDA for the last twelve months. Our total debts to total capital ratio is calculated by dividing total debts by total capital. Total capital is calculated as total equity plus total debts. The Group's total debts to adjusted EBITDA ratio was 1.14 and 1.69 as at March 31, 2025 and September 30, 2025, respectively. The Group's total debts to total capital ratio was $17.62\%$ and $20.35\%$ as at March 31, 2025 and September 30, 2025, respectively.
+
+## Significant Investments
+
+Our significant investment consists of Ant Group. Ant Group provides comprehensive digital payment services and facilitates digital financial and value-added services for consumers and merchants, in China and across the world. As of September 30, 2025, our equity interest in Ant Group on a fully diluted basis was 33%. During the six months ended September 30, 2025, dividend received from Ant Group amounted to RMB3,293 million (US\$463 million).
+
+We did not hold any other significant investments as of September 30, 2025.
+
+## Material Investments, Acquisitions and Dispositions
+
+Our material investments, acquisitions and dispositions in the six months ended September 30, 2025 and the period through the date of this Interim Report are set forth below.
+
+In May 2025, we agreed to sell 85% of the equity interest in Trendyol GO, a wholly-owned subsidiary of Trendyol that operates local service business in Türkiye (the “Disposal”). The cash consideration for the Disposal is approximately US\$0.7 billion (RMB5 billion). The Disposal was completed during the six months ended September 30, 2025.
+
+Save as disclosed above, as at the date of this Interim Report, the Group did not have detailed future plans for material investments or capital assets.
+
+## Pledge of Assets
+
+Certain of the Group's bank borrowings are collateralized by a pledge of certain buildings and property improvements, construction in progress and land use rights in the PRC, receivables and other treasury investments with carrying values of RMB30,213 million and RMB25,417 million, as of March 31, 2025 and September 30, 2025, respectively. In addition, certain of the Group's payables are collateralized by a pledge of certain short-term investments and other treasury investments with carrying values of RMB3,697 million and RMB4,155 million as of March 31, 2025 and September 30, 2025, respectively.
+
+## Foreign Exchange Risk
+
+Foreign currency risk arises from future commercial transactions, recognized assets and liabilities and net investments in foreign operations. Although we operate businesses in different countries and regions, most of our revenue-generating transactions, and a majority of our expense-related transactions, are denominated in Renminbi, which is the functional currency of our major operating subsidiaries and the reporting currency of our financial statements. When considered appropriate, we enter into hedging activities with regard to exchange rate risk.
+
+The value of the Renminbi against the U.S. dollar and other currencies may fluctuate and is affected by, among other things, changes in political and economic conditions and the foreign exchange policy adopted by the governments. It is difficult to predict how market forces or PRC or U.S. government policy may impact the exchange rate between the Renminbi and the U.S. dollar in the future. There remains significant international pressure on the PRC government to adopt a more flexible currency policy, which could result in greater fluctuations of the Renminbi against the U.S. dollar.
+
+To the extent that we need to convert U.S. dollars into Renminbi for our operations, appreciation of the Renminbi against the U.S. dollar would reduce the Renminbi amount we receive from the conversion. Conversely, if we decide to convert Renminbi into U.S. dollars for the purpose of making payments for dividends on our ordinary shares or ADSs, servicing our outstanding debts, or for other business purposes, appreciation of the U.S. dollar against the Renminbi would reduce the U.S. dollar amounts available to us.
+
+## Contingent Liabilities
+
+Save as disclosed in this Interim Report, as at September 30, 2025, the Group had no material contingent liabilities.
+
+## Capital Expenditure and Capital Commitment
+
+Our capital expenditures have been incurred primarily in relation to (i) the acquisition of computer equipment and construction of data centers relating to our Cloud business and the operation of our mobile platforms and websites; (ii) the acquisition of infrastructure for logistics services and direct sales businesses; and (iii) the acquisition of land use rights and construction of corporate campuses and office facilities. In the six months ended September 30, 2024 and 2025, our capital expenditures totaled RMB29,585 million and RMB70,177 million (US\$9,858 million), respectively.
+
+The Group’s capital commitments primarily relate to capital expenditures contracted for purchase of property and equipment, including the construction of corporate campuses. Total capital commitments contracted but not provided for amounted to RMB45,321 million and RMB29,483 million (US\$4,141 million) as of March 31, 2025 and September 30, 2025, respectively.
+
+## Remuneration Policy
+
+Alibaba Group periodically reviews its remuneration policy and compensation packages to ensure they are competitive within the industry. Furthermore, discretionary bonuses and other long-term incentives may be awarded to selected employees based on various factors including but not limited to individual performance and the overall performance of our business. We have established learning and training programs to develop our employees both personally and professionally, helping them to better realize their potential and create value, thereby supporting their long-term career success.
+
+The Company’s subsidiaries in the PRC participate in a government-mandated multi-employer defined contribution plan. These plans provide employees with housing, pension, medical, maternity, work-related injury and unemployment benefits, as well as other welfare benefits. The relevant labor regulations require the Company’s subsidiaries in the PRC to make monthly contributions to the local labor and social security authorities based on the applicable benchmarks and rates stipulated by the local government. Additionally, we provide commercial health and accidental insurance for our employees. The Company’s subsidiaries also formulate their own unique benefit plans and assistance programs tailored to their specific business needs.
+
+Alibaba Group also makes payments to other defined contribution plans and defined benefit plans for the benefit of employees employed by subsidiaries outside of the PRC.
+
+Share-based awards such as restricted share units, incentive and non-statutory stock options, restricted shares and share appreciation rights may be granted to any directors, employees, service providers and consultants of Alibaba Group or affiliated companies under equity incentive plans adopted since the inception of the Company. For details of Alibaba Group's equity incentive plans, please refer to the section titled “Equity Incentive Plans”.
+
+## Subsequent Events
+
+Save as disclosed in this Interim Report, as at the date of this Interim Report, there were no significant events that might affect Alibaba Group since September 30, 2025.
+
+## DIRECTORS AND CHIEF EXECUTIVE OFFICER
+
+The following table sets forth certain information relating to our directors and chief executive officer.
+
+<table><tr><td>Name(1)</td><td>Age</td><td>Position/Title</td></tr><tr><td>Joseph C. TSAI $^{\dagger(a)}$ </td><td>61</td><td>Chairman</td></tr><tr><td>Eddie Yongming WU $^{\dagger(b)}$ </td><td>50</td><td>Director and Chief Executive Officer</td></tr><tr><td>J. Michael EVANS $^{\dagger(a)}$ </td><td>68</td><td>Director and President</td></tr><tr><td>Maggie Wei WU $^{\dagger(c)}$ </td><td>57</td><td>Director $^{(d)}$ </td></tr><tr><td>Jerry YANG $^{(b)}$ </td><td>57</td><td>Independent director</td></tr><tr><td>Wan Ling MARTELLO $^{(b)}$ </td><td>67</td><td>Independent director</td></tr><tr><td>Weijian SHAN $^{(c)}$ </td><td>72</td><td>Independent director</td></tr><tr><td>Irene Yun-Lien LEE $^{(a)}$ </td><td>72</td><td>Independent director</td></tr><tr><td>Albert Kong Ping NG $^{(b)}$ </td><td>68</td><td>Independent director</td></tr><tr><td>Kabir MISRA $^{(c)}$ </td><td>56</td><td>Independent director</td></tr></table>
+
+$^{\dagger}$ Director nominated by the Alibaba Partnership.  
+(a) Group I directors. Current term of office will expire at our 2027 annual general meeting.  
+(b) Group II directors. Current term of office will expire at our 2028 annual general meeting.  
+(c) Group III directors. Current term of office will expire at our 2026 annual general meeting.  
+(d) Beginning from April 1, 2025, Maggie Wu has started to serve as a non-executive director.  
+(1) The business address of our directors is 26/F Tower One, Times Square, 1 Matheson Street, Causeway Bay, Hong Kong SAR., the People's Republic of China.
+
+## Biographical Information
+
+Joseph C. TSAI (蔡崇信) joined our company in 1999 as a member of the Alibaba founding team and has served on our board of directors since our inception. He was chief financial officer until 2013, our executive vice chairman until September 2023 and currently serves as our Chairman. Joe is a founding member of the Alibaba Partnership and a board member of our affiliate Ant Group. From 1995 to 1999, Joe was a private equity investor based in Asia with Investor AB of Sweden's Wallenberg family. Prior to that, he was general counsel of Rosecliff, Inc., a management buyout firm based in New York. From 1990 to 1993, Joe was an associate attorney in the tax group of Sullivan & Cromwell LLP, a New York-based international law firm. Joe is qualified to practice law in the State of New York. Joe received his bachelor's degree in Economics and East Asian Studies from Yale College and a juris doctor degree from Yale Law School.
+
+Eddie Yongming WU (吳泳銘) has served as our Chief Executive Officer and director since September 2023. Eddie is one of our co-founders and a member of the Alibaba Partnership. Eddie was technology director of Alibaba at the company's inception in 1999. He served as chief technology officer of Alipay from December 2004, and became business director of our monetization platform, Alimama, in November 2005 and was promoted to its general manager in December 2007. In September 2008, he became chief technology officer of Taobao, and in October 2011 he took on the role of head of Alibaba Group's search, advertising and mobile business. Eddie served as a non-executive director of Alibaba Health Information Technology Limited, a company listed on the Main Board of the Hong Kong Stock Exchange, from April 2015 to October 2021 and chairman of Alibaba Health from April 2015 to March 2020. From September 2014 to September 2019, Eddie was a special assistant to Alibaba Group's chairman. In August 2015, Eddie founded Vision Plus Capital, a venture capital firm focused on investing in the areas of advanced technologies, enterprise services and digital healthcare. Eddie graduated from the College of Information Engineering of Zhejiang University of Technology in June 1996.
+
+J. Michael EVANS has been our president since August 2015 and our director since September 2014. Mike served as vice chairman of The Goldman Sachs Group, Inc. from February 2008 until his retirement in December 2013. He served as chairman of Asia operations at Goldman Sachs from 2004 to 2013 and was the global head of Growth Markets at Goldman Sachs from January 2011 to December 2013. He also co-chaired the Business Standards Committee of Goldman Sachs from 2010 to 2013. Mike joined Goldman Sachs in 1993, became a partner of the firm in 1994 and held various leadership positions within the firm’s securities business while based in New York and London, including global head of equity capital markets and global co-head of the equities division, and global co-head of the securities business. Mike is a trustee of the Asia Society and a member of the Advisory Council for the Bendheim Center for Finance at Princeton University. Mike received his bachelor’s degree in politics from Princeton University in 1981.
+
+Maggie Wei WU (武衛) has been our director since September 2020. Maggie joined our company in July 2007 as chief financial officer of Alibaba.com. She served as our chief financial officer from May 2013 to March 2022 and our head of strategic investments from June 2019 to March 2022. She was voted the best CFO in FinanceAsia’s annual poll for Asia’s Best Managed Companies in 2010. In 2018, she was named as one of the world’s 100 most powerful women by Forbes. Before joining Alibaba, Maggie was an audit partner at KPMG in Beijing. Maggie is a member of the Association of Chartered Certified Accountants (ACCA). She received a bachelor’s degree in accounting from Capital University of Economics and Business.
+
+Jerry YANG (楊致遠) has served as our director since September 2014 and previously held the role from October 2005 to January 2012. Since March 2012, Jerry has been the founding partner of AME Cloud Ventures, a venture capital firm. Jerry is also a co-founder of Yahoo! Inc., where he served as Chief Yahoo! and as a member of its board of directors from March 1995 to January 2012. Jerry held the position of Yahoo!'s CEO from June 2007 to January 2009 and served as a director of Yahoo! Japan from January 1996 to January 2012. Jerry also served as an independent director of Cisco Systems, Inc. from July 2000 to November 2012 and Lenovo Group Limited, a company listed on the Main Board of the Hong Kong Stock Exchange, from November 2014 to November 2023. He is currently an independent director of Workday Inc., a company listed on the NYSE. He also serves as a director of various private companies and foundations. Jerry holds bachelor's and master's degrees in electrical engineering from Stanford University. Since 2017, he has served on Stanford's board of Trustees, including as board chair from 2021 to 2025. He was previously on Stanford's board of Trustees from 2005 to 2015, during which he also held the role of vice chair.
+
+Wan Ling MARTELLO has been our director since September 2015. She is a founding partner of BayPine, a private equity firm based in Boston, U.S.A., a role she has held since February 2020. She is on the board of portfolio companies of BayPine. She has also served as a director of Nasdaq-listed Lovesac since November 2025. She served as the executive vice president and chief executive officer of the Asia, Oceania, and sub-Saharan Africa region for Nestlé SA from May 2015 to December 2018. She was Nestlé’s global chief financial officer from April 2012 to May 2015, and executive vice president from November 2011 to March 2012. Prior to Nestlé, Wan Ling was a senior executive at Walmart Stores Inc., a global retailer, from 2005 to 2011. Her roles included executive vice president and chief operating officer for Global eCommerce, and senior vice president, chief financial officer and strategy for Walmart International. Before Walmart, she was president, U.S.A. at NCH Marketing Services Inc. She was with the firm from 1998 to 2005. She also worked at Borden Foods Corporation and Kraft Inc. where she held various senior management positions. Wan Ling received a master’s degree in business administration (management information systems) from the University of Minnesota and a bachelor’s degree in business administration and accountancy from the University of the Philippines.
+
+Weijian SHAN (單偉建) has been our director since March 2022. He is the executive chairman and a co-founder of PAG, a leading private equity firm in Asia. Between 1998 and 2010, he was a partner of the private equity firm TPG and co-managing partner of TPG Asia (formerly known as Newbridge Capital). Previously, he was a managing director of JP Morgan, where he was concurrently the chief representative for China between 1993 and 1998. He was an assistant professor at the Wharton School of the University of Pennsylvania between 1987 and 1993. Shan is a Trustee of the British Museum. He is also a member of the International Advisory Council of Hong Kong Exchanges and Clearing Limited. He served as an independent director of Singapore-listed Wilmar International Limited between 2018 and 2021. He also served as a director of Nasdaq-listed iQiyi, Inc since December 2022. He holds an M.A. and a Ph.D. from the University of California, Berkeley, and an M.B.A. from the University of San Francisco. He graduated with a major in English from the Beijing Institute of Foreign Trade (currently the Beijing University of International Business and Economics).
+
+Irene Yun-Lien LEE (利蘊蓮) has been our director since August 2022. Irene is the executive chairman of Hysan Development Limited and serves as a member of the board of trustees of the Better Hong Kong Foundation. Irene was on the board of many listed and unlisted companies in Hong Kong, Singapore, UK and Australia. She was a member of the Australian Takeovers Panel, a member of the Advisory Council of JP Morgan Australia, and a member of the Exchange Fund Advisory Committee of the Hong Kong Monetary Authority. She was the independent non-executive chairman of Hang Seng Bank Limited, an independent non-executive director of HSBC Holding plc and The Hongkong and Shanghai Banking Corporation Limited. She was also an independent non-executive director of CLP Holdings Limited and Cathay Pacific Airways Limited, amongst others. Irene had a long career in financial services and held senior positions at Citibank in New York, London and Sydney. She was the global head of corporate finance at the Commonwealth Bank of Australia and she held other senior positions in investment banking and funds management in a number of international financial institutions. Irene received a Bachelor of Arts degree from Smith College, United States of America, and is a Barrister-at-Law in England and Wales and a member of the Honourable Society of Gray's Inn, United Kingdom. She was awarded the degree of Doctor of Social Science, honoris causa from the Chinese University of Hong Kong in November 2022.
+
+Albert Kong Ping NG (吳港平) has been our director since August 2022 and chairman of our Audit Committee since December 2022. Albert currently serves as an independent non-executive director and chairman of the audit committee of a number of public companies, including Ping An Insurance (Group) Company of China, Ltd., a company listed on the Shanghai Stock Exchange and the Hong Kong Stock Exchange, China International Capital Corporation Limited, a company listed on the Shanghai Stock Exchange and the Hong Kong Stock Exchange and Shui On Land Limited, a company listed on the Hong Kong Stock Exchange. Albert worked at Ernst & Young China from April 2007 to June 2020, where he was the chairman of Ernst & Young China and a member of Ernst & Young's Global Executive Board. Prior to joining Ernst & Young, he was Greater China managing partner of Arthur Andersen, managing partner – China Operation of PricewaterhouseCoopers and managing director of Citigroup – China Investment Banking. Albert is a member of the Hong Kong Institute of Certified Public Accountants (HKICPA), Chartered Accountants of Australia and New Zealand (CAANZ), CPA Australia (CPAA) and Association of Chartered Certified Accountants (ACCA). He received a bachelor's degree in business administration and a master's degree in business administration from the Chinese University of Hong Kong.
+
+Kabir MISRA has been our director since September 2020, redesignated as our independent director since February 2023, and is currently managing partner at RPS Ventures, a venture capital firm in Palo Alto, CA. Prior to October 2018, Kabir was a managing partner at SoftBank Investment Advisors (which manages the SoftBank Vision Fund) and SoftBank Capital. He worked with SoftBank from 2006 to 2022 (as advisor from
+
+2018 to 2022) and has assisted Mr. Masayoshi Son with our company, and his duties as one of our directors, since before our IPO. Kabir also represented SoftBank at various points on the boards of its investee companies, including other e-commerce and payments companies Flipkart, Paytm, Tokopedia, Coupang and BigCommerce. Prior to joining SoftBank, Kabir worked as an investment banker in the U.S. and Hong Kong. Kabir is currently also an independent director of PayActiv and Cargomatic. He received a Bachelor of Arts degree in Economics from Harvard University and a master's degree in business administration from the Stanford Graduate School of Business.
+
+## Board Committees
+
+Our board of directors has established an audit committee, a compensation committee, a nominating and corporate governance committee, a sustainability committee, a compliance and risk committee and a capital management committee.
+
+## Audit Committee
+
+Our audit committee currently consists of Albert Ng, Wan Ling Martello and Weijian Shan. Mr. Ng is the chairman of our audit committee.
+
+## Compensation Committee
+
+Our compensation committee currently consists of Jerry Yang, Albert Ng and Kabir Misra. Mr. Yang is the chairman of our compensation committee.
+
+## Nominating and Corporate Governance Committee
+
+Our nominating and corporate governance committee currently consists of Irene Lee and Jerry Yang. Ms. Lee is the chairman of our nominating and corporate governance committee.
+
+## Sustainability Committee
+
+Our sustainability committee currently consists of Jerry Yang, Joe Tsai and Maggie Wu. Mr. Yang is the chairman of our sustainability committee.
+
+## Compliance and Risk Committee
+
+Our compliance and risk committee currently consists of Irene Lee, Albert Ng, Kabir Misra and J. Michael Evans. Ms. Lee is the chairman of our compliance and risk committee.
+
+## Capital Management Committee
+
+Our capital management committee currently consists of Joe Tsai, Eddie Wu, J. Michael Evans and Maggie Wu. Mr. Tsai is the chairman of our capital management committee.
+
+## DISCLOSURE OF INTERESTS
+
+The following tables set forth:
+
+- the interest and short positions of our directors and chief executive officer in the shares, underlying shares and debentures of our Company or its associated corporations within the meaning of Part XV of the SFO, which were required (a) to be notified to us and the Hong Kong Stock Exchange pursuant to Divisions 7 and 8 of Part XV of the SFO (including interests and short positions which they were taken or deemed to have under such provisions of the SFO); or (b) to be recorded in the register required to be kept by us pursuant to Section 352 of the SFO; or (c) as otherwise notified to us and the Hong Kong Stock Exchange pursuant to the Model Code; and  
+- the interest and short positions of persons other than our directors and chief executive officer in the Shares and underlying Shares which would fall to be disclosed to us pursuant to Divisions 2 and 3 of Part XV of the SFO or as recorded in the register required to be kept by us pursuant to Section 336 of the SFO,
+
+Information about persons other than our directors and chief executive officer, including our substantial shareholders (as defined under SFO), was obtained solely from publicly available information on the website of the Hong Kong Stock Exchange or as otherwise the Company is aware, and the Company cannot guarantee the accuracy and completeness of such information.
+
+## Directors and Chief Executive Officer
+
+Interest in our Company
+
+<table><tr><td rowspan="3">Name of director / chief executive officer</td><td rowspan="3">Capacity / nature of interest</td><td colspan="2">Number of shares/</td><td rowspan="3">Approximate % of shareholding (3)</td></tr><tr><td colspan="2">underlying shares (1),(2)</td></tr><tr><td>(in the number of Shares)</td><td>(in the number of ADSs)</td></tr><tr><td rowspan="5">Joseph C. TSAI (4)</td><td>Beneficial owner</td><td>881,072 (L)</td><td>110,134 (L)</td><td>0.00%</td></tr><tr><td>Interest of spouse</td><td>1,280,000 (L)</td><td>160,000 (L)</td><td>0.01%</td></tr><tr><td>Founder of a discretionary trust who can influence how the trustee exercises his discretion</td><td>12,658,152 (L)</td><td>1,582,269 (L)</td><td>0.06%</td></tr><tr><td>Interest in controlled corporation</td><td>260,924,840 (L)</td><td>32,615,605 (L)</td><td>1.37%</td></tr><tr><td></td><td>275,744,064 (L)</td><td>34,468,008 (L)</td><td>1.44%</td></tr><tr><td rowspan="4">Eddie Yongming WU (5)</td><td>Beneficial owner</td><td>18,199,752 (L)</td><td>2,274,969 (L)</td><td>0.10%</td></tr><tr><td>Interest of spouse</td><td>108,000 (L)</td><td>13,500 (L)</td><td>0.00%</td></tr><tr><td>Founder of a discretionary trust who can influence how the trustee exercises his discretion</td><td>12,320,000 (L)</td><td>1,540,000 (L)</td><td>0.06%</td></tr><tr><td></td><td>30,627,752 (L)</td><td>3,828,469 (L)</td><td>0.16%</td></tr><tr><td>J. Michael EVANS (6)</td><td>Beneficial owner</td><td>9,964,000 (L)</td><td>1,245,500 (L)</td><td>0.05%</td></tr><tr><td rowspan="3">Maggie Wei WU (7)</td><td>Beneficial owner</td><td>3,661,632 (L)</td><td>457,704 (L)</td><td>0.02%</td></tr><tr><td>Founder of a discretionary trust who can influence how the trustee exercises his discretion</td><td>7,200,000 (L)</td><td>900,000 (L)</td><td>0.04%</td></tr><tr><td></td><td>10,861,632 (L)</td><td>1,357,704 (L)</td><td>0.06%</td></tr><tr><td>Jerry YANG</td><td>Beneficial owner</td><td>485,072 (L)</td><td>60,634 (L)</td><td>0.00%</td></tr><tr><td>Wan Ling MARTELLO</td><td>Beneficial owner</td><td>360,000 (L)</td><td>45,000 (L)</td><td>0.00%</td></tr><tr><td>Weijian SHAN</td><td>Beneficial owner</td><td>144,800 (L)</td><td>18,100 (L)</td><td>0.00%</td></tr><tr><td>Irene Yun-Lien LEE</td><td>Beneficial owner</td><td>133,600 (L)</td><td>16,700 (L)</td><td>0.00%</td></tr><tr><td>Albert Kong Ping NG</td><td>Beneficial owner</td><td>133,600 (L)</td><td>16,700 (L)</td><td>0.00%</td></tr><tr><td>Kabir MISRA</td><td>Beneficial owner</td><td>528,800 (L)</td><td>66,100 (L)</td><td>0.00%</td></tr></table>
+
+Notes:  
+1. The letter "L" stands for long position.  
+2. Each ADS represents eight Shares.  
+3. The calculation is based on a total of 19,088,280,284 Shares in issue as of September 30, 2025.  
+4. The interests comprised (i) 804,405 Shares held by Mr. Joseph C. TSAI; (ii) 76,667 Shares underlying the outstanding RSUs granted to Mr. Joseph C. TSAI; (iii) 1,280,000 Shares held by his spouse; (iv) 12,658,152 Shares held by Joe and
+
+Clara Tsai Foundation Limited, a company incorporated under the law of the Island of Guernsey that has granted Mr. Joseph C. TSAI a revocable proxy over these Shares and which is wholly-owned by Joe and Clara Tsai Foundation; (v) 147,385,672 Shares held by Parufam Limited, a Bahamas corporation of which Mr. Joseph C. TSAI is the sole director; and (vi) 113,539,168 Shares held by PMH Holding Limited, a British Virgin Islands corporation of which Mr. Joseph C. TSAI is the sole director.
+
+5. The interests comprised (i) 933,085 Shares held by Mr. Eddie Yongming WU; (ii) 1,266,667 Shares underlying the outstanding RSUs and 16,000,000 Shares underlying the outstanding share options granted to Mr. Eddie Yongming WU; (iii) 108,000 Shares held by his spouse; and (iv) 12,320,000 Shares held by a discretionary trust of which Mr. Eddie Yongming WU is a founder.  
+6. The interests comprised 764,000 Shares underlying the outstanding RSUs and 9,200,000 Shares underlying the outstanding share options granted to Mr. J. Michael EVANS.  
+7. The interests comprised (i) 3,613,352 Shares held by Ms. Maggie Wei WU; (ii) 48,280 Shares underlying the outstanding RSUs granted to Ms. Maggie Wei WU; and (iii) 7,200,000 Shares held by a discretionary trust of which Ms. Maggie Wei WU is a founder.
+
+Save as disclosed above, as of September 30, 2025, none of our directors or chief executive officer had any interest or short position in the shares, underlying shares or debentures of our Company or any of its associated corporations (within the meaning of Part XV of the SFO) which were required to be notified to us and the Hong Kong Stock Exchange pursuant to Divisions 7 and 8 of Part XV of the SFO (including interests and short positions which were taken or deemed to have taken under such provisions of the SFO), or which were recorded in the register required to be kept pursuant to Section 352 of the SFO, to be entered in the register referred to therein, or which were required, pursuant to the Model Code, to be notified to us and the Hong Kong Stock Exchange.
+
+Substantial Shareholders
+
+<table><tr><td rowspan="2">Name of shareholder</td><td rowspan="2">Capacity / nature of interest</td><td colspan="2">Number of shares/ underlying shares (1),(2)</td><td rowspan="2">Approximate % of shareholding (3)</td></tr><tr><td>(in the number of Shares)</td><td>(in the number of ADSs)</td></tr><tr><td rowspan="11">JPMorgan Chase &amp; Co. (4)</td><td rowspan="2">Beneficial owner</td><td>411,801,958 (L)</td><td>51,475,245 (L)</td><td>2.16%</td></tr><tr><td>418,739,874 (S)</td><td>52,342,484 (S)</td><td>2.19%</td></tr><tr><td>Trustee</td><td>1,753,320 (L)</td><td>219,165 (L)</td><td>0.01%</td></tr><tr><td rowspan="2">Investment manager</td><td>281,850,861 (L)</td><td>35,231,358 (L)</td><td>1.47%</td></tr><tr><td>6,527,284 (S)</td><td>815,911 (S)</td><td>0.04%</td></tr><tr><td>Person having a security interest in shares</td><td>85,927,145 (L)</td><td>10,740,893 (L)</td><td>0.45%</td></tr><tr><td rowspan="5">Approved lending agent</td><td>581,658,439 (L)</td><td>72,707,305 (L)</td><td>3.05%</td></tr><tr><td>581,658,439 (P)</td><td>72,707,305 (P)</td><td>3.05%</td></tr><tr><td>1,362,991,723 (L)</td><td>170,373,966 (L)</td><td>7.14%</td></tr><tr><td>425,267,158 (S)</td><td>53,158,395 (S)</td><td>2.23%</td></tr><tr><td>581,658,439 (P)</td><td>72,707,305 (P)</td><td>3.05%</td></tr><tr><td rowspan="8">Citigroup Inc. (5)</td><td rowspan="2">Interest in controlled corporation</td><td>183,474,400 (L)</td><td>22,934,300 (L)</td><td>0.96%</td></tr><tr><td>197,906,617 (S)</td><td>24,738,327 (S)</td><td>1.04%</td></tr><tr><td>Person having a security interest in shares</td><td>160 (L)</td><td>20 (L)</td><td>0.00%</td></tr><tr><td rowspan="5">Approved lending agent</td><td>832,721,084 (L)</td><td>104,090,136 (L)</td><td>4.36%</td></tr><tr><td>832,721,084 (P)</td><td>104,090,136 (P)</td><td>4.36%</td></tr><tr><td>1,016,195,644 (L)</td><td>127,024,456 (L)</td><td>5.32%</td></tr><tr><td>197,906,617 (S)</td><td>24,738,327 (S)</td><td>1.04%</td></tr><tr><td>832,721,084 (P)</td><td>104,090,136 (P)</td><td>4.36%</td></tr><tr><td rowspan="2">BlackRock, Inc. (6)</td><td rowspan="2">Interest in controlled corporation</td><td>983,512,344 (L)</td><td>122,939,043 (L)</td><td>5.15%</td></tr><tr><td>3,297,800 (S)</td><td>412,225 (S)</td><td>0.02%</td></tr></table>
+
+Notes:  
+1. The letter “L” stands for long position, the letter “S” stands for short position and the letter “P” stands for lending pool.  
+2. Each ADS represents eight Shares. The number of ADSs is, where applicable, rounded down to the nearest whole number and for reference only.  
+3. The calculation is based on a total of 19,088,280,284 Shares in issue as of September 30, 2025.  
+4. According to the disclosure of interests notice filed by JPMorgan Chase & Co. regarding the relevant event dated September 26, 2025, (a) 411,801,958 Shares (long position) and 418,739,874 Shares (short position) were held by JPMorgan Chase & Co. directly; (b) 1,753,320 Shares (long position) were held by a trust of which JPMorgan Chase & Co. is a trustee; and (c) the remaining interests were held by JPMorgan Chase & Co. indirectly through certain of its controlled corporations. Among them, (i) 105,285,940 Shares (long position) and 105,155,304 Shares (short position) were held through physically settled listed derivatives; (ii) 6,797,279 Shares (long position) and 18,013,180 Shares (short position) were held through cash settled listed derivatives; (iii) 40,691,926 Shares (long position) and 48,319,704 Shares (short position) were held through physically settled unlisted derivatives; (iv) 87,425,503 Shares (long position) and
+
+90,603,044 Shares (short position) were held through cash settled unlisted derivatives; and (v) 84,973,906 Shares (long position) and 1,381,027 Shares (short position) were held through listed derivatives which are convertible instruments.
+
+5. According to the disclosure of interests notice filed by Citigroup Inc. regarding the relevant event dated September 11, 2025, 183,474,400 Shares (long position) and 197,906,617 Shares (short position) interests were held by Citigroup Inc. indirectly through certain of its controlled corporations. Among them, (i) 54,743,028 Shares (long position) and 36,327,420 Shares (short position) were held through physically settled listed derivatives; (ii) 77,818,263 Shares (long position) and 120,475,576 Shares (short position) were held through physically settled unlisted derivatives; (iii) 13,761,835 Shares (long position) and 37,337,978 Shares (short position) were held through cash settled unlisted derivatives; and (iv) 82,139 Shares (long position) were held through listed derivatives which are convertible instruments.  
+6. According to the disclosure of interests notice filed by Blackrock, Inc. regarding the relevant event dated June 13, 2025, 983,512,344 Shares (long position) and 3,297,800 Shares (short position) were held by Blackrock, Inc. indirectly through certain of its controlled corporations. Among them, (i) 6,137,756 Shares (long position) and 3,297,800 Shares (short position) were held through cash settled unlisted derivatives; and (ii) 6,572,498 Shares (long position) were held through listed derivatives which are convertible instruments.
+
+Save as disclosed above, as of September 30, 2025, so far as known to the Company, no person (other than our directors and chief executive officer) had an interest or short position in the Shares or underlying Shares which would fall to be disclosed to us under Divisions 2 and 3 of Part XV of the SFO, or would fall to be recorded in the register required to be kept by us pursuant to Section 336 of the SFO.
+
+## EQUITY INCENTIVE PLANS
+
+The 2014 Plan, the 2024 Plan and the 2024 Plan (Existing Shares) are the equity incentive plans of our Company in effect. For a summary of the key terms of these plans, please see “Directors, Senior Management and Employees - Equity Incentive Plans” in our fiscal year 2025 annual report.
+
+During the Reporting Period, a total of 63,594,318 Shares (equivalent to approximately 7,949,290 ADSs), representing approximately 0.3% of the weighted average number of Shares in issue (excluding treasury shares) of our Company, that may be issued in respect of all share-based awards were granted to eligible participants under the 2024 Plan of our Company.
+
+## The 2014 Plan
+
+The 2014 Plan (which we adopted in September 2014, amended and restated in February 2020 to reflect the Share Split and other administrative changes, and further amended and restated in May 2022 to reflect administrative changes) provides for the granting of share-based awards, including restricted share units, stock options, restricted shares and share appreciation rights, to any participant who is an employee, consultant or director of our company, our affiliates and/or certain other companies.
+
+No further awards will be granted under the 2014 Plan as from September 18, 2024. Any shares authorized but unissued under the 2014 Plan will no longer be available for granting. The share-based awards already granted under the 2014 Plan will remain in full force and effect pursuant to the terms and conditions of the 2014 Plan.
+
+Details of movements of RSUs under the 2014 Plan during the Reporting Period are as follows:
+
+<table><tr><td rowspan="2">Name of grantee</td><td rowspan="2">Date of grant</td><td colspan="6">Number of RSUs (1), (2)</td><td rowspan="2">Number of underlying Shares as of September 30, 2025 (2)</td><td rowspan="2">Notes</td></tr><tr><td>Outstanding as of April 1, 2025</td><td>Granted during the Reporting Period</td><td>Vested during the Reporting Period</td><td>Lapsed/ forfeited during the Reporting Period</td><td>Cancelled during the Reporting Period</td><td>Outstanding as of September 30, 2025</td></tr><tr><td colspan="10">Directors and chief executive officer of our Company</td></tr><tr><td>Joseph C. TSAI</td><td>July 24, 2018 to August 16, 2019</td><td>1,334</td><td>-</td><td>1,334</td><td>-</td><td>-</td><td>-</td><td>-</td><td>Notes 3, 8</td></tr><tr><td>Eddie Yongming WU</td><td>November 25, 2023</td><td>160,000</td><td>-</td><td>40,000</td><td>-</td><td>-</td><td>120,000</td><td>960,000</td><td>Notes 4, 8</td></tr><tr><td>J. Michael EVANS</td><td>June 15, 2020 to May 20, 2023</td><td>10,050</td><td>-</td><td>4,550</td><td>-</td><td>-</td><td>5,500</td><td>44,000</td><td>Notes 5, 8</td></tr><tr><td></td><td>May 13, 2024</td><td>160,000</td><td></td><td>80,000</td><td></td><td>-</td><td>80,000</td><td>640,000</td><td>Notes 6, 8</td></tr><tr><td>Maggie Wei WU</td><td>July 24, 2018 to May 24, 2021</td><td>12,801</td><td>-</td><td>6,766</td><td>-</td><td>-</td><td>6,035</td><td>48,280</td><td>Notes 3, 8</td></tr><tr><td colspan="10">Other grantees by category</td></tr><tr><td>Employee participants</td><td>November 15, 2016 to August 18, 2024</td><td>44,402,154</td><td>-</td><td>16,110,683</td><td>1,681,379</td><td>1,825</td><td>26,608,267</td><td>212,866,136</td><td>Notes 7, 9</td></tr><tr><td>Related entity  $participants^{(11)}$ </td><td>July 24, 2018 to June 8, 2022</td><td>113,139</td><td>-</td><td>84,767</td><td>2,578</td><td>-</td><td>25,794</td><td>206,352</td><td>Notes 7, 10</td></tr><tr><td>Total</td><td></td><td>44,859,478</td><td>-</td><td>16,328,100</td><td>1,683,957</td><td>1,825</td><td>26,845,596</td><td>214,764,768</td><td></td></tr></table>
+
+## Notes:
+
+1. The purchase price of all RSUs granted is nil.  
+2. Eight Shares are issuable upon the vesting of each RSU.  
+3. The RSUs vest over a period of 6 years.  
+4. The RSUs vest over a period of 5 years.  
+5. The RSUs vest over a period of 4 years.  
+6. The RSUs vest over a period of 2 years.
+
+7. The RSUs granted to employee participants and related entity participants vest over a period of up to 10 years.  
+8. For directors and chief executive officer, the weighted average closing price of ADSs traded on the NYSE immediately before the dates on which the RSUs were vested during the Reporting Period was US\$136.71.  
+9. For employee participants, the weighted average closing price of ADSs traded on the NYSE immediately before the dates on which the RSUs were vested during the Reporting Period was US\$131.05  
+10. For related entity participants, the weighted average closing price of ADSs traded on the NYSE immediately before the dates on which the RSUs were vested during the Reporting Period was US\$132.15.  
+11. A related entity participant is an employee of an associated company in which our Company owns, directly or indirectly, securities or interests representing 20% or more of its voting power.
+
+Details of movements of share options under the 2014 Plan during the Reporting Period are as follows:
+
+<table><tr><td rowspan="2">Name of grantee</td><td rowspan="2">Date of grant</td><td rowspan="2">Exercise price (US$)</td><td colspan="5">Number of share options (1)</td><td rowspan="2">Number of underlying Shares as of September 30, 2025 (1)</td><td rowspan="2">Notes</td></tr><tr><td>Outstanding as of April 1, 2025</td><td>Granted during the Reporting Period</td><td>Exercised during the Reporting Period</td><td>Lapsed/ forfeited during the Reporting Period (9)</td><td>Outstanding as of September 30, 2025</td></tr><tr><td colspan="10">Directors and chief executive officer of our Company</td></tr><tr><td>Eddie Yongming WU</td><td>November 25, 2023</td><td>78.37</td><td>2,000,000</td><td>-</td><td>-</td><td>-</td><td>2,000,000</td><td>16,000,000</td><td>Note 2</td></tr><tr><td>J. Michael EVANS</td><td>July 31, 2015</td><td>79.96</td><td>2,000,000</td><td>-</td><td>1,000,000</td><td>-</td><td>1,000,000</td><td>8,000,000</td><td>Note 3, 6</td></tr><tr><td></td><td>May 13, 2024</td><td>84.60</td><td>150,000</td><td>-</td><td>-</td><td>-</td><td>150,000</td><td>1,200,000</td><td>Note 4</td></tr><tr><td colspan="10">Other grantees by category</td></tr><tr><td>Employee participants</td><td>May 10, 2015 to March 12, 2022</td><td>23.00 to 182.48</td><td>2,385,667</td><td>-</td><td>842,667</td><td>1,000,000</td><td>543,000</td><td>4,344,000</td><td>Notes 5, 7</td></tr><tr><td>Related entity participant (10)</td><td>March 12, 2022</td><td>23.00</td><td>100,000</td><td>-</td><td>100,000</td><td>-</td><td>-</td><td>-</td><td>Notes 5, 8</td></tr><tr><td>Total</td><td></td><td></td><td>6,635,667</td><td>-</td><td>1,942,667</td><td>1,000,000</td><td>3,693,000</td><td>29,544,000</td><td></td></tr></table>
+
+## Notes:
+
+1. Eight Shares are issuable upon the exercise of each share option.  
+2. The share options vest over a period of 5 years and are exercisable within 10 years after date of grant.  
+3. The share options vest over a period of 6 years and are exercisable within 12 years after date of grant.  
+4. The share options vest over a period of 2 years and are exercisable within 8 years after date of grant.  
+5. The share options vest over a period of up to 9 years and are exercisable within up to 12 years after date of grant.  
+6. The closing price of ADSs traded on the NYSE immediately before the date on which the share options were exercised during the Reporting Period was US\$123.90.  
+7. For employee participants, the weighted average closing price of ADSs traded on the NYSE immediately before the dates on which the share options were exercised during the Reporting Period was US\$114.78.  
+8. For related entity participant, the weighted average closing price of ADSs traded on the NYSE immediately before the date on which the share options were exercised during the Reporting Period was US\$118.09.  
+9. No share options granted were cancelled during the Reporting Period.  
+10. A related entity participant is an employee of an associated company in which our Company owns, directly or indirectly, securities or interests representing 20% or more of its voting power.
+
+## The 2024 Plan
+
+The 2024 Plan was approved at our annual general meeting of shareholders held in August 2024. The purpose of the 2024 Plan is to provide incentives to attract, motivate and retain the grantees and align the interests of the grantees with those of our shareholders. It provides for the granting of restricted share units, stock options, restricted shares and share appreciation rights to any participant who is an employee, an executive director or a service provider.
+
+As of April 1, 2025 and September 30, 2025, the number of share-based awards available for grant under the scheme mandate was 473,488,465 Shares (equivalent to approximately 59,186,058 ADSs) and 411,246,946 Shares (equivalent to approximately 51,405,868 ADSs), respectively.
+
+As of April 1, 2025 and September 30, 2025, the number of share-based awards available for grant under the service provider sub-limit was 93,716,369 Shares (equivalent to 11,714,546 ADSs).
+
+Details of movements of RSUs under the 2024 Plan during the Reporting Period are as follows:
+
+<table><tr><td rowspan="2">Name (3)</td><td rowspan="2">Date of grant</td><td colspan="5">Number of RSUs (1),(2)</td><td rowspan="2">Number of underlying Shares as of September 30, 2025 (2)</td><td rowspan="2">Notes</td></tr><tr><td>Outstanding as of April 1, 2025</td><td>Granted during the Reporting Period</td><td>Vested during the Reporting Period</td><td>Lapsed/ forfeited during the Reporting Period (8)</td><td>Outstanding as of September 30, 2025</td></tr><tr><td rowspan="2">Employee participants</td><td>November 19, 2024 and February 24, 2025</td><td>9,435,535</td><td>-</td><td>1,456,534</td><td>236,200</td><td>7,742,801</td><td>7,742,801</td><td>Notes 4, 5</td></tr><tr><td>May 23, 2025, June 13, 2025 and September 4, 2025</td><td>-</td><td>63,594,318</td><td>3,209,796</td><td>1,116,599</td><td>59,267,923</td><td>59,267,923</td><td>Notes 5, 6, 7</td></tr><tr><td>Total</td><td></td><td>9,435,535</td><td>63,594,318</td><td>4,666,330</td><td>1,352,799</td><td>67,010,724</td><td>67,010,724</td><td></td></tr></table>
+
+Notes:  
+1. The purchase price of all RSUs granted is nil.  
+2. One Share is issuable upon the vesting of each RSU.  
+3. No RSUs were granted under the 2024 Plan to directors during the Reporting Period. As at September 30, 2025, no directors were holding any outstanding awards under the 2024 Plan.  
+4. The RSUs granted to employee participants vest over a period of up to 6 years.  
+5. For employee participants, the weighted average closing price of the Shares traded on the Hong Kong Stock Exchange immediately before the dates on which the RSUs were vested during the Reporting Period was HK\$113.70.  
+6. The following grants of RSUs were made to employee participants during the Reporting Period. These RSUs vest over up to 6 years without any performance target, except that certain RSUs granted to selected participants on May 23, 2025 are subject to satisfaction of certain performance targets based on the financial or operational indicators of the relevant segments as determined by the administrator of the 2024 Plan.
+
+<table><tr><td>Date of grant</td><td>Number of RSUs granted</td><td>Number of underlying Shares</td><td>Closing price of sharesimmediately before date of grant(HK$)</td><td>Fair value of each RSU as of dateof grant (HK$)</td></tr><tr><td>May 23, 2025</td><td>53,429,597</td><td>53,429,597</td><td>119.10</td><td>118.78</td></tr><tr><td>June 13, 2025</td><td>7,687,091</td><td>7,687,091</td><td>114.60</td><td>114.60</td></tr><tr><td>September 4, 2025</td><td>2,477,630</td><td>2,477,630</td><td>134.10</td><td>130.31</td></tr><tr><td></td><td>63,594,318</td><td>63,594,318</td><td></td><td></td></tr></table>
+
+7. In accordance with the accounting standards and policies adopted for preparing our Company's financial statements, the fair values of RSUs granted during the Reporting Period were determined with reference to the fair values of the underlying Shares on grant date.  
+8. No RSUs granted were cancelled during the Reporting Period.
+
+## The 2024 Plan (Existing Shares)
+
+The 2024 Plan (Existing Shares) was approved by our board in August 2024. The purpose of the 2024 Plan (Existing Shares) is to provide incentives to attract, motivate and retain the grantees and align the interests of the grantees with those of our shareholders. It provides for the granting of restricted share units, stock options, restricted shares and share appreciation rights to any participant who is an employee, a director or a service provider. The 2024 Plan (Existing Shares) is funded by existing Shares, therefore it does not constitute a scheme involving the new issuance of Shares as referred to in Chapter 17 of the Hong Kong Listing Rules but is subject to the applicable disclosure requirements under Rule 17.12 of the Hong Kong Listing Rules.
+
+## PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES
+
+During the Reporting Period, our Company repurchased a total of 73 million Shares on the NYSE for an aggregate consideration of US\$1.0 billion.
+
+Details of the Shares repurchased on the NYSE are as follows:
+
+<table><tr><td>Month of repurchase</td><td>Number of Shares underlying ADSs repurchased (1)</td><td>Highest price paid (US$)</td><td>Lowest price paid (US$)</td><td>Aggregate consideration paid (US$, in millions)</td></tr><tr><td>April 2025</td><td>30,630,480</td><td>16.76</td><td>11.97</td><td>427</td></tr><tr><td>May 2025</td><td>13,559,320</td><td>16.79</td><td>14.02</td><td>210</td></tr><tr><td>June 2025</td><td>11,685,192</td><td>15.00</td><td>13.92</td><td>168</td></tr><tr><td>July 2025</td><td>11,019,160</td><td>15.00</td><td>12.96</td><td>154</td></tr><tr><td>August 2025</td><td>5,839,336</td><td>15.00</td><td>14.52</td><td>87</td></tr><tr><td>Total</td><td>72,733,488</td><td></td><td></td><td>1,046</td></tr></table>
+
+Note:
+
+1. Each ADS represents eight Shares.
+
+As of the date of this Interim Report, all the Shares repurchased during the Reporting Period have been cancelled.
+
+Save as disclosed above, neither our Company nor any of its subsidiaries purchased, sold or redeemed any of our Company's securities listed on the Hong Kong Stock Exchange or the NYSE (including sale of treasury shares) during the Reporting Period. As of September 30, 2025, our Company did not hold any treasury shares as defined in the Hong Kong Listing Rules.
+
+## OTHER INFORMATION
+
+## Corporate Governance
+
+## Compliance with the Corporate Governance Code
+
+To the knowledge of the Company and our directors, we have complied with all applicable code provisions set out in the Corporate Governance Code as set forth in Part 2 of Appendix C1 to the Hong Kong Listing Rules for the six months ended September 30, 2025.
+
+## Compliance with the Model Code
+
+We have adopted our own trading guidelines, on terms no less exacting than the required standard set out in the Model Code as set forth in Appendix C3 to the Hong Kong Listing Rules, to regulate, among others, all dealings by directors and relevant employees of securities in the Company.
+
+Having made specific enquiry of all directors, all directors confirmed that they have complied with our trading guidelines during the six months ended September 30, 2025.
+
+## Audit Committee Review
+
+The audit committee oversees our accounting and financial reporting processes and the audits of our financial statements. Our audit committee is responsible for, among other things:
+
+- selecting, and evaluating the qualifications, performance and independence of the independent auditor;  
+- pre-approving or, as permitted, approving auditing and non-auditing services permitted to be performed by the independent auditor;  
+• assessing the adequacy of our internal accounting controls and audit procedures;  
+- reviewing with the independent auditor any audit problems or difficulties and management's response;  
+- reviewing and approving related party transactions (as defined in Form 20-F) and connected transactions (as required under the Hong Kong Listing Rules);  
+- reviewing and discussing the quarterly reports, half-year reports and annual reports with management and the independent auditor;  
+- establishing procedures for the receipt, retention and treatment of complaints received from our employees regarding accounting, internal accounting controls or auditing matters and the confidential, anonymous submission by our employees of concerns regarding questionable accounting or auditing matters;  
+- meeting separately, periodically, with management, internal auditors and the independent auditor; and  
+• reporting regularly to the full board of directors.
+
+Our audit committee has reviewed our unaudited condensed consolidated interim financial statements for the six months ended September 30, 2025, and has met with the independent auditor of the Company,
+
+PricewaterhouseCoopers. Our audit committee has also discussed the accounting policies and practices adopted by us, as well as internal control and financial reporting matters.
+
+Our unaudited condensed consolidated interim financial statements for the six months ended September 30, 2025 have been reviewed by the independent auditor of the Company, PricewaterhouseCoopers, in accordance with International Standard on Review Engagements 2410 “Review of Interim Financial Information Performed by the Independent Auditor of the Entity”.
+
+## Interim Dividend
+
+Our board did not recommend the distribution of an interim dividend for the Reporting Period.
+
+## Use of Proceeds from the Notes Offerings
+
+## September 2025 Notes Offering
+
+In September 2025, we completed a private offering (the “September 2025 Notes Offering”) of US\$3.168 billion aggregate principal amount of Zero Coupon Convertible Senior Notes due 2032 (the “September 2025 Notes”). In connection with the September 2025 Notes Offering, we also entered into capped call transactions (the “Capped Call Transactions”) with certain financial institutions at the costs of US\$184 million. The cap price of the Capped Call Transactions is initially US\$235.46 per ADS (subject to certain adjustments), which represents a premium of 60% over the closing price of the ordinary shares on the Hong Kong Stock Exchange on the date of pricing of the Notes Offering of HK\$143.30, which is converted and multiplied by eight, the ordinary-share-to-ADS ratio to, US\$147.16 (the “Reference Share Price”). The September 2025 Notes have been offered to certain non-U.S. persons in offshore transaction in reliance on Regulation S under the U.S. Securities Act.
+
+The Company intended to use the net proceeds from the September 2025 Notes Offering for general corporate purposes, with a strategic focus on strengthening its cloud infrastructure capabilities and international commerce business operations. Specifically, the allocation will include approximately 80% directed towards enhancing its cloud infrastructure, which encompasses scaling up data centers, upgrading technology, and improving services to meet growing demand. The remaining 20% will be invested in expanding international commerce operations, focusing on operational investments that will enable the Company to enhance its market presence and efficiency.
+
+The September 2025 Notes will mature on September 15, 2032, unless earlier redeemed, repurchased or converted in accordance with their terms prior to such date. Prior to the close of business on the business day immediately preceding March 15, 2032, holders will have the right to convert all or any portion of their Notes, in multiples of US\$1,000 principal amount, only upon satisfaction of certain conditions. On or after March 15, 2032, until the close of business on the third scheduled trading day immediately preceding the maturity date, holders may convert all or any portion of their Notes, in multiples of US\$1,000 principal amount, at their option at any time irrespective of the foregoing conditions. Upon conversion, we retain flexibility to control any potential dilution with full discretion to settle the conversions in cash or ADSs, or a combination of both. Holders may also elect to receive ordinary shares in lieu of any ADSs upon conversion.
+
+The initial conversion rate for the Notes is 5.1773 ADSs per US\$1,000 principal amount of the September 2025 Notes, which is equivalent to an initial conversion price of approximately US\$193.15 per ADS (or HK\$188.08 per ordinary share, as converted and divided by eight, the ordinary-share-to-ADS ratio). The initial conversion price represents a premium of approximately 31.25% over the Reference Share Price, and the conversion rate will be subject to adjustment in some events, including but not limited to a share split, a share combination, cash distributions, certain issuances of rights, options or warrants, distribution of capital stock, certain tender or exchange offers, and certain other dilutive events.
+
+The net price of each conversion share, based on the estimated net proceeds of approximately US\$3.13 billion and 16,401,686 conversion shares (in the form of ADSs) that are issuable under the September 2025 Notes (excluding adjustment and make-whole adjustments), is expected to be approximately US\$190.60. Upon exercise in full of the conversion rights attached to the September 2025 Notes at the initial conversion price of US\$193.15 per ADS (equivalent to HK\$188.08 per ordinary share, as converted and divided by eight, the ordinary-share-to-ADS ratio), a total of approximately 16,401,686 ADSs (or 131,213,488 ordinary shares) will be issued.
+
+For further details of the September 2025 Notes Offering, please see the announcements of our Company dated September 11, 2025 and September 17, 2025.
+
+The net proceeds raised from the September 2025 Notes Offering were used according to the intentions as disclosed in the announcement of our Company dated September 11, 2025. As of September 30, 2025, the unutilized proceeds amounted to US\$2,400 million. A summary of the utilization of the net proceeds from the September 2025 Notes Offering as of September 30, 2025 is as follows:
+
+<table><tr><td>General Corporate purposes</td><td>Net proceeds from the September 2025 Notes Offering (US$ in millions)</td><td>Amount of net proceeds utilized during the reporting period (US$ in millions)</td><td>Actual use of proceeds up to September 30, 2025 (US$ in millions)</td></tr><tr><td>Enhancing its cloud infrastructure</td><td>2,504</td><td>443</td><td>443</td></tr><tr><td>Expanding international commerce operations</td><td>626</td><td>287</td><td>287</td></tr><tr><td>Total</td><td>3,130</td><td>730</td><td>730</td></tr></table>
+
+## DEFINITIONS
+
+## Conventions that apply to this Interim Report
+
+Unless the context otherwise requires, references in this interim report to:
+
+- “2014 Plan” is to the 2014 Post-IPO Equity Incentive Plan, which we adopted on September 2, 2014 and amended and restated on February 12, 2020 and May 25, 2022;  
+- “2024 Plan” is to the 2024 Equity Incentive Plan, which we adopted on August 22, 2024;  
+- “2024 Plan (Existing Shares)” is to the 2024 Equity Incentive Plan (Existing Shares), which we adopted on August 26, 2024;  
+- “ADS(s)” are to the American depositary share(s), each of which represents eight Shares;  
+- “Alibaba,” “Alibaba Group,” “the Group,” “Company,” “our company,” “we,” “our” or “us” are to Alibaba Group Holding Limited, a company incorporated in the Cayman Islands with limited liability on June 28, 1999 and, where the context requires, its consolidated subsidiaries and its affiliated consolidated entities, including its variable interest entities and their subsidiaries, from time to time;  
+- “Articles” or “Articles of Association” is to our Amended and Restated Articles of Association (as amended and restated from time to time), adopted on September 30, 2020 and amended on August 22, 2024;  
+- “board” or “board of directors” is to our board of directors, unless otherwise stated;  
+- “Corporate Governance Code” is to the Corporate Governance Code set out in Appendix C1 to the Hong Kong Listing Rules;  
+- “director(s)” are to member(s) of our board, unless otherwise stated;  
+- “Hong Kong Listing Rules” are to the Rules Governing the Listing of Securities on The Stock Exchange of Hong Kong Limited, as amended or supplemented from time to time;  
+- “Hong Kong Stock Exchange” is to The Stock Exchange of Hong Kong Limited;  
+- “Model Code” is to the Model Code for Securities Transactions by Directors of Listed Issuers set out in Appendix C3 to the Hong Kong Listing Rules;  
+- “NYSE” is to the New York Stock Exchange;  
+- “Reporting Period” is to the six months ended September 30, 2025;  
+- “RSU(s)” are to restricted share unit(s);  
+- “SEC” is to the United States Securities and Exchange Commission;  
+- “SFO” is to the Securities and Futures Ordinance (Chapter 571 of the Laws of Hong Kong), as amended or supplemented from time to time;
+
+- “Share Split” is to the subdivision of each ordinary share into eight Shares, pursuant to which the par value of our Shares was correspondingly changed from US\$0.000025 per Share to US\$0.000003125 per Share, with effect from July 30, 2019; immediately after the Share Split became effective, our authorized share capital became US\$100,000 divided into 32,000,000,000 Shares of par value US\$0.000003125 per Share;  
+- “shareholder(s)” are to holder(s) of Shares and, where the context requires, ADSs;  
+- “Share(s)” or “ordinary share(s)” are to ordinary share(s) in our capital with par value of US\$0.000003125 each;  
+- “substantial shareholder(s)” has the meaning ascribed to it under the Hong Kong Listing Rules;  
+- “U.S.” or “United States” is to the United States of America, its territories, its possessions and all areas subject to its jurisdiction;  
+- “US\$” or “U.S. dollars” are to the lawful currency of the United States;  
+- “U.S. Exchange Act” is to the United States Securities Exchange Act of 1934, as amended, and the rules and regulations promulgated thereunder;  
+- “U.S. Securities Act” is to the United States Securities Act of 1933, as amended, and the rules and regulations promulgated thereunder.
+
+# ALIBABA GROUP HOLDING LIMITED
+
+# INDEX TO CONDENSED CONSOLIDATED INTERIM FINANCIAL STATEMENTS
+
+<table><tr><td></td><td>Page</td></tr><tr><td>Report on Review of Interim Financial Information for the six-months ended September 30, 2025</td><td>45</td></tr><tr><td>Unaudited Condensed Consolidated Income Statements for the six months ended September 30, 2024 and 2025</td><td>46</td></tr><tr><td>Unaudited Condensed Consolidated Statements of Comprehensive Income for the six months ended September 30, 2024 and 2025</td><td>47</td></tr><tr><td>Unaudited Condensed Consolidated Balance Sheets as of March 31, 2025 and September 30, 2025</td><td>48</td></tr><tr><td>Unaudited Condensed Consolidated Statements of Changes in Shareholders’ Equity for the six months ended September 30, 2024 and 2025</td><td>50</td></tr><tr><td>Unaudited Condensed Consolidated Statements of Cash Flows for the six months ended September 30, 2024 and 2025</td><td>52</td></tr><tr><td>Notes to Unaudited Condensed Consolidated Financial Statements</td><td>53</td></tr></table>
+
+# Report on Review of Interim Financial Information To the Board of Directors of Alibaba Group Holding Limited (incorporated in the Cayman Islands with limited liability)
+
+## Introduction
+
+We have reviewed the interim financial information set out on pages 46 to 81, which comprises the condensed consolidated balance sheet of Alibaba Group Holding Limited (the “Company”) and its subsidiaries (together, the “Group”) as at September 30, 2025 and the condensed consolidated income statement, the condensed consolidated statement of comprehensive income, the condensed consolidated statement of changes in shareholders’ equity and the condensed consolidated statement of cash flows for the six-month period then ended, and selected explanatory notes. The Rules Governing the Listing of Securities on The Stock Exchange of Hong Kong Limited require the preparation of a report on interim financial information to be in compliance with the relevant provisions thereof and accounting principles generally accepted in the United States of America (“U.S. GAAP”). The directors of the Company are responsible for the preparation and presentation of this interim financial information in accordance with U.S. GAAP. Our responsibility is to express a conclusion on this interim financial information based on our review and to report our conclusion solely to you, as a body, in accordance with our agreed terms of engagement, and for no other purpose. We do not assume responsibility towards or accept liability to any other person for the contents of this report.
+
+## Scope of Review
+
+We conducted our review in accordance with International Standard on Review Engagements 2410, “Review of Interim Financial Information Performed by the Independent Auditor of the Entity”. A review of interim financial information consists of making inquiries, primarily of persons responsible for financial and accounting matters, and applying analytical and other review procedures. A review is substantially less in scope than an audit conducted in accordance with International Standards on Auditing and consequently does not enable us to obtain assurance that we would become aware of all significant matters that might be identified in an audit. Accordingly, we do not express an audit opinion.
+
+## Conclusion
+
+Based on our review, nothing has come to our attention that causes us to believe that the interim financial information of the Group is not prepared, in all material respects, in accordance with U.S. GAAP.
+
+## PricewaterhouseCoopers Certified Public Accountants
+
+Hong Kong, December 4, 2025
+
+ALIBABA GROUP HOLDING LIMITED  
+UNAUDITED CONDENSED CONSOLIDATED INCOME STATEMENTS
+
+<table><tr><td rowspan="4" colspan="2"></td><td colspan="3">Six months ended September 30,</td></tr><tr><td>2024</td><td colspan="2">2025</td></tr><tr><td>RMB</td><td>RMB</td><td>US$ (Note 2(a))</td></tr><tr><td colspan="3">(in millions, except per share data)</td></tr><tr><td colspan="5">Notes</td></tr><tr><td>Revenue</td><td>4,16</td><td>479,739</td><td>495,447</td><td>69,595</td></tr><tr><td>Cost of revenue</td><td>16</td><td>(290,135)</td><td>(287,210)</td><td>(40,344)</td></tr><tr><td>Product development expenses</td><td>16</td><td>(27,555)</td><td>(32,096)</td><td>(4,509)</td></tr><tr><td>Sales and marketing expenses</td><td>16</td><td>(65,167)</td><td>(119,674)</td><td>(16,811)</td></tr><tr><td>General and administrative expenses</td><td>16</td><td>(23,057)</td><td>(14,778)</td><td>(2,076)</td></tr><tr><td>Amortization and impairment of intangible assets</td><td></td><td>(3,441)</td><td>(1,633)</td><td>(229)</td></tr><tr><td>Other gains, net</td><td></td><td>851</td><td>297</td><td>42</td></tr><tr><td>Income from operations</td><td></td><td>71,235</td><td>40,353</td><td>5,668</td></tr><tr><td>Interest and investment income, net</td><td></td><td>17,129</td><td>37,468</td><td>5,263</td></tr><tr><td>Interest expense</td><td></td><td>(4,615)</td><td>(4,995)</td><td>(702)</td></tr><tr><td>Other (expense) income, net</td><td>16</td><td>(1,221)</td><td>1,329</td><td>187</td></tr><tr><td>Income before income tax and share of results of equity method investees</td><td></td><td>82,528</td><td>74,155</td><td>10,416</td></tr><tr><td>Income tax expenses</td><td>5</td><td>(17,442)</td><td>(14,415)</td><td>(2,024)</td></tr><tr><td>Share of results of equity method investees</td><td></td><td>2,483</td><td>3,254</td><td>457</td></tr><tr><td>Net income</td><td></td><td>67,569</td><td>62,994</td><td>8,849</td></tr><tr><td>Net loss (income) attributable to noncontrolling interests</td><td></td><td>854</td><td>(1,326)</td><td>(187)</td></tr><tr><td>Net income attributable to Alibaba Group Holding Limited</td><td></td><td>68,423</td><td>61,668</td><td>8,662</td></tr><tr><td>(Accretion) Reversal of accretion of mezzanine equity</td><td></td><td>(280)</td><td>2,438</td><td>343</td></tr><tr><td>Net income attributable to ordinary shareholders</td><td></td><td>68,143</td><td>64,106</td><td>9,005</td></tr><tr><td>Earnings per share attributable to ordinary shareholders</td><td>7</td><td></td><td></td><td></td></tr><tr><td>Basic</td><td></td><td>3.58</td><td>3.45</td><td>0.49</td></tr><tr><td>Diluted</td><td></td><td>3.50</td><td>3.34</td><td>0.47</td></tr><tr><td>Earnings per ADS attributable to ordinary shareholders (one ADS equals eight ordinary shares)</td><td>7</td><td></td><td></td><td></td></tr><tr><td>Basic</td><td></td><td>28.62</td><td>27.63</td><td>3.88</td></tr><tr><td>Diluted</td><td></td><td>28.00</td><td>26.73</td><td>3.75</td></tr><tr><td>Weighted average number of shares used in computing earnings per share (million shares)</td><td>7</td><td></td><td></td><td></td></tr><tr><td>Basic</td><td></td><td>19,045</td><td>18,562</td><td></td></tr><tr><td>Diluted</td><td></td><td>19,459</td><td>19,154</td><td></td></tr></table>
+
+The accompanying notes form an integral part of these unaudited condensed consolidated financial statements.
+
+ALIBABA GROUP HOLDING LIMITED  
+UNAUDITED CONDENSED CONSOLIDATED STATEMENTS OF COMPREHENSIVE INCOME
+
+<table><tr><td rowspan="4"></td><td colspan="3">Six months ended September 30,</td></tr><tr><td>2024</td><td colspan="2">2025</td></tr><tr><td>RMB</td><td>RMB</td><td>US$ (Note 2(a))</td></tr><tr><td></td><td>(in millions)</td><td></td></tr><tr><td>Net income</td><td>67,569</td><td>62,994</td><td>8,849</td></tr><tr><td>Other comprehensive income (loss):</td><td></td><td></td><td></td></tr><tr><td>- Foreign currency translation:</td><td></td><td></td><td></td></tr><tr><td>Change in unrealized losses, net of tax</td><td>(3,699)</td><td>(5,081)</td><td>(714)</td></tr><tr><td>- Share of other comprehensive income (loss) of equity method investees:</td><td></td><td></td><td></td></tr><tr><td>Change in unrealized gains (losses)</td><td>350</td><td>(40)</td><td>(6)</td></tr><tr><td>- Interest rate swaps under hedge accounting and others:</td><td></td><td></td><td></td></tr><tr><td>Change in unrealized gains</td><td>60</td><td>1</td><td>—</td></tr><tr><td>Other comprehensive loss</td><td>(3,289)</td><td>(5,120)</td><td>(720)</td></tr><tr><td>Total comprehensive income</td><td>64,280</td><td>57,874</td><td>8,129</td></tr><tr><td>Total comprehensive loss (income) attributable to noncontrolling interests</td><td>1,119</td><td>(273)</td><td>(38)</td></tr><tr><td>Total comprehensive income attributable to ordinary shareholders</td><td>65,399</td><td>57,601</td><td>8,091</td></tr></table>
+
+The accompanying notes form an integral part of these unaudited condensed consolidated financial statements.
+
+ALIBABA GROUP HOLDING LIMITED  
+UNAUDITED CONDENSED CONSOLIDATED BALANCE SHEETS
+
+<table><tr><td></td><td></td><td>As of March 31,</td><td colspan="2">As of September 30,</td></tr><tr><td></td><td></td><td>2025</td><td colspan="2">2025</td></tr><tr><td></td><td></td><td>RMB</td><td>RMB</td><td>US$</td></tr><tr><td></td><td></td><td></td><td>(in millions)</td><td>(Note 2(a))</td></tr><tr><td>Assets</td><td>Notes</td><td></td><td></td><td></td></tr><tr><td>Current assets:</td><td></td><td></td><td></td><td></td></tr><tr><td>Cash and cash equivalents</td><td></td><td>145,487</td><td>135,069</td><td>18,973</td></tr><tr><td>Short-term investments</td><td></td><td>228,826</td><td>193,246</td><td>27,145</td></tr><tr><td>Restricted cash and escrow receivables</td><td></td><td>43,781</td><td>40,374</td><td>5,671</td></tr><tr><td>Equity securities and other investments</td><td>8</td><td>53,780</td><td>45,257</td><td>6,357</td></tr><tr><td>Prepayments, receivables and other assets</td><td></td><td>202,175</td><td>232,673</td><td>32,684</td></tr><tr><td>Total current assets</td><td></td><td>674,049</td><td>646,619</td><td>90,830</td></tr><tr><td>Equity securities and other investments</td><td>8</td><td>356,818</td><td>411,953</td><td>57,867</td></tr><tr><td>Prepayments, receivables and other assets</td><td></td><td>83,431</td><td>96,927</td><td>13,615</td></tr><tr><td>Investments in equity method investees</td><td></td><td>210,169</td><td>206,862</td><td>29,058</td></tr><tr><td>Property and equipment, net</td><td></td><td>203,348</td><td>246,539</td><td>34,631</td></tr><tr><td>Intangible assets, net</td><td>10</td><td>20,911</td><td>19,429</td><td>2,729</td></tr><tr><td>Goodwill</td><td>11</td><td>255,501</td><td>255,551</td><td>35,897</td></tr><tr><td>Total assets</td><td></td><td>1,804,227</td><td>1,883,880</td><td>264,627</td></tr><tr><td>Liabilities, mezzanine equity and shareholders&#x27; equity</td><td></td><td></td><td></td><td></td></tr><tr><td>Current liabilities:</td><td></td><td></td><td></td><td></td></tr><tr><td>Current bank borrowings</td><td></td><td>22,562</td><td>26,288</td><td>3,693</td></tr><tr><td>Income tax payable</td><td></td><td>11,638</td><td>5,588</td><td>785</td></tr><tr><td>Accrued expenses, accounts payable and other liabilities</td><td>12</td><td>332,537</td><td>340,769</td><td>47,868</td></tr><tr><td>Merchant deposits</td><td></td><td>274</td><td>251</td><td>35</td></tr><tr><td>Deferred revenue and customer advances</td><td></td><td>68,335</td><td>71,241</td><td>10,007</td></tr><tr><td>Total current liabilities</td><td></td><td>435,346</td><td>444,137</td><td>62,388</td></tr><tr><td>Deferred revenue</td><td></td><td>4,536</td><td>4,496</td><td>632</td></tr><tr><td>Deferred tax liabilities</td><td></td><td>48,454</td><td>46,802</td><td>6,574</td></tr><tr><td>Non-current bank borrowings</td><td></td><td>49,909</td><td>63,566</td><td>8,929</td></tr><tr><td>Non-current unsecured senior notes</td><td></td><td>122,398</td><td>120,504</td><td>16,927</td></tr><tr><td>Non-current convertible unsecured senior notes</td><td>13</td><td>35,834</td><td>57,481</td><td>8,074</td></tr><tr><td>Non-current exchangeable bonds</td><td>14</td><td>—</td><td>13,755</td><td>1,932</td></tr><tr><td>Other liabilities</td><td>12</td><td>17,644</td><td>21,354</td><td>3,000</td></tr><tr><td>Total liabilities</td><td></td><td>714,121</td><td>772,095</td><td>108,456</td></tr></table>
+
+The accompanying notes form an integral part of these unaudited condensed consolidated financial statements.
+
+ALIBABA GROUP HOLDING LIMITED  
+UNAUDITED CONDENSED CONSOLIDATED BALANCE SHEETS (CONTINUED)
+
+<table><tr><td rowspan="4"></td><td>As of March 31,</td><td colspan="2">As of September 30,</td></tr><tr><td>2025</td><td colspan="2">2025</td></tr><tr><td>RMB</td><td>RMB</td><td>US$ (Note 2(a))</td></tr><tr><td></td><td>(in millions)</td><td></td></tr><tr><td colspan="4">Commitments and contingencies</td></tr><tr><td>Mezzanine equity</td><td>11,713</td><td>9,884</td><td>1,388</td></tr><tr><td colspan="4">Shareholders’ equity:</td></tr><tr><td>Ordinary shares, US$0.000003125 par value; 32,000,000,000 shares authorized as of March 31 and September 30, 2025; 18,474,235,708 and 18,551,943,896 shares issued and outstanding as of March 31 and September 30, 2025 respectively</td><td>1</td><td>1</td><td>—</td></tr><tr><td>Additional paid-in capital</td><td>381,379</td><td>387,147</td><td>54,382</td></tr><tr><td>Treasury shares, at cost</td><td>(36,329)</td><td>(36,162)</td><td>(5,080)</td></tr><tr><td>Statutory reserves</td><td>15,936</td><td>16,286</td><td>2,288</td></tr><tr><td colspan="4">Accumulated other comprehensive income (loss)</td></tr><tr><td>Cumulative translation adjustments</td><td>3,286</td><td>(1,670)</td><td>(234)</td></tr><tr><td>Unrealized gains on interest rate swaps and others</td><td>107</td><td>109</td><td>15</td></tr><tr><td>Retained earnings</td><td>645,478</td><td>666,784</td><td>93,663</td></tr><tr><td>Total shareholders’ equity</td><td>1,009,858</td><td>1,032,495</td><td>145,034</td></tr><tr><td>Noncontrolling interests</td><td>68,535</td><td>69,406</td><td>9,749</td></tr><tr><td>Total equity</td><td>1,078,393</td><td>1,101,901</td><td>154,783</td></tr><tr><td>Total liabilities, mezzanine equity and equity</td><td>1,804,227</td><td>1,883,880</td><td>264,627</td></tr></table>
+
+The accompanying notes form an integral part of these unaudited condensed consolidated financial statements.
+
+ALIBABA GROUP HOLDING LIMITED  
+UNAUDITED CONDENSED CONSOLIDATED STATEMENTS OF CHANGES IN SHAREHOLDERS' EQUITY
+
+<table><tr><td rowspan="3"></td><td colspan="2">Ordinary shares</td><td colspan="9">Accumulated othercomprehensive income (loss)</td></tr><tr><td>Share</td><td>Amount</td><td>Additionalpaid-incapitalRMB</td><td>TreasurysharesRMB</td><td>StatutoryreservesRMB</td><td>CumulativetranslationadjustmentsRMB</td><td>Unrealizedgains(losses) oninterestrate swapsand othersRMB</td><td>RetainedearningsRMB</td><td>Totalshareholders’equityRMB</td><td>NoncontrollinginterestsRMB</td><td>TotalequityRMB</td></tr><tr><td colspan="11">(in millions, except per share data)</td></tr><tr><td>Balance as ofApril 1, 2024</td><td>19,469,126,956</td><td>1</td><td>397,999</td><td>(27,684)</td><td>14,733</td><td>3,635</td><td>(37)</td><td>597,897</td><td>986,544</td><td>115,327</td><td>1,101,871</td></tr><tr><td>Foreign currencytranslationadjustment,net of tax</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>(3,541)</td><td>—</td><td>—</td><td>(3,541)</td><td>(158)</td><td>(3,699)</td></tr><tr><td>Share of additionalpaid-in capitaland othercomprehensiveincome of equitymethod investees</td><td>—</td><td>—</td><td>(42)</td><td>—</td><td>—</td><td>335</td><td>15</td><td>—</td><td>308</td><td>—</td><td>308</td></tr><tr><td>Change in fair value ofinterest rate swapsunder hedgeaccountingand others</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>60</td><td>—</td><td>60</td><td>—</td><td>60</td></tr><tr><td>Net income for theperiod</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>68,423</td><td>68,423</td><td>(961)</td><td>67,462</td></tr><tr><td>Acquisition ofsubsidiaries</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>187</td><td>187</td></tr><tr><td>Issuance of shares,including vesting ofRSUs and earlyexercised optionsand exercise ofshare options</td><td>178,297,456</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td></tr><tr><td>Repurchase andretirement ofordinary shares</td><td>(1,027,554,280)</td><td>—</td><td>(21,096)</td><td>(8,501)</td><td>—</td><td>—</td><td>—</td><td>(42,216)</td><td>(71,813)</td><td>—</td><td>(71,813)</td></tr><tr><td>Transactions withnoncontrollinginterests</td><td>—</td><td>—</td><td>2,357</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>2,357</td><td>(23,852)</td><td>(21,495)</td></tr><tr><td>Amortization ofcompensation cost</td><td>—</td><td>—</td><td>5,819</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>5,819</td><td>1,962</td><td>7,781</td></tr><tr><td>Declaration ofdividends</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>(29,340)</td><td>(29,340)</td><td>—</td><td>(29,340)</td></tr><tr><td>Capped calltransactions</td><td>—</td><td>—</td><td>(4,612)</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>(4,612)</td><td>—</td><td>(4,612)</td></tr><tr><td>Appropriation tostatutory reserves</td><td>—</td><td>—</td><td>—</td><td>—</td><td>1,152</td><td>—</td><td>—</td><td>(1,152)</td><td>—</td><td>—</td><td>—</td></tr><tr><td>Others</td><td>—</td><td>—</td><td>(280)</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>(280)</td><td>(144)</td><td>(424)</td></tr><tr><td>Balance as ofSeptember 30, 2024(in millions, except per share data)</td><td>18,619,870,132</td><td>1</td><td>380,145</td><td>(36,185)</td><td>15,885</td><td>429</td><td>38</td><td>593,612</td><td>953,925</td><td>92,361</td><td>1,046,286</td></tr><tr><td>Balance as ofApril 1, 2025</td><td>18,474,235,708</td><td>1</td><td>381,379</td><td>(36,329)</td><td>15,936</td><td>3,286</td><td>107</td><td>645,478</td><td>1,009,858</td><td>68,535</td><td>1,078,393</td></tr><tr><td>Foreign currencytranslationadjustment,net of tax</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>(3,643)</td><td>7</td><td>—</td><td>(3,636)</td><td>(166)</td><td>(3,802)</td></tr><tr><td>Share of additionalpaid-in capitaland othercomprehensiveincome of equitymethod investees</td><td>—</td><td>—</td><td>(129)</td><td>—</td><td>—</td><td>(34)</td><td>(6)</td><td>—</td><td>(169)</td><td>—</td><td>(169)</td></tr><tr><td>Change in fair value ofinterest rate swapsunder hedgeaccounting and others</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>1</td><td>—</td><td>1</td><td>—</td><td>1</td></tr><tr><td>Net investment hedge</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>(1,279)</td><td>—</td><td>—</td><td>(1,279)</td><td>—</td><td>(1,279)</td></tr><tr><td>Net income for theperiod</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>61,668</td><td>61,668</td><td>439</td><td>62,107</td></tr><tr><td>Acquisition ofsubsidiaries</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>2</td><td>2</td></tr><tr><td>Deconsolidation ofsubsidiaries</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>(80)</td><td>(80)</td></tr><tr><td>Issuance of shares,including vesting ofRSUs and earlyexercised optionsand exercise ofshare options</td><td>150,441,676</td><td>—</td><td>1,038</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>1,038</td><td>—</td><td>1,038</td></tr><tr><td>Repurchase andretirement ofordinary shares</td><td>(72,733,488)</td><td>—</td><td>(1,737)</td><td>167</td><td>—</td><td>—</td><td>—</td><td>(5,965)</td><td>(7,535)</td><td>—</td><td>(7,535)</td></tr><tr><td>Transactions withnoncontrollinginterests</td><td>—</td><td>—</td><td>68</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>68</td><td>(315)</td><td>(247)</td></tr><tr><td>Amortization ofcompensation cost</td><td>—</td><td>—</td><td>5,397</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>5,397</td><td>1,075</td><td>6,472</td></tr><tr><td>Declaration ofdividends</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>(34,047)</td><td>(34,047)</td><td>—</td><td>(34,047)</td></tr><tr><td>Capped calltransactions</td><td>—</td><td>—</td><td>(1,309)</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>(1,309)</td><td>—</td><td>(1,309)</td></tr><tr><td>Appropriation tostatutory reserves</td><td>—</td><td>—</td><td>—</td><td>—</td><td>350</td><td>—</td><td>—</td><td>(350)</td><td>—</td><td>—</td><td>—</td></tr><tr><td>Others</td><td>—</td><td>—</td><td>2,440</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>2,440</td><td>(84)</td><td>2,356</td></tr><tr><td>Balance as ofSeptember 30, 2025</td><td>18,551,943,896</td><td>1</td><td>387,147</td><td>(36,162)</td><td>16,286</td><td>(1,670)</td><td>109</td><td>666,784</td><td>1,032,495</td><td>69,406</td><td>1,101,901</td></tr></table>
+
+The accompanying notes form an integral part of these unaudited condensed consolidated financial statements.
+
+## ALIBABA GROUP HOLDING LIMITED
+
+## UNAUDITED CONDENSED CONSOLIDATED STATEMENTS OF CASH FLOWS
+
+<table><tr><td rowspan="4"></td><td colspan="3">Six months ended September 30,</td></tr><tr><td>2024</td><td colspan="2">2025</td></tr><tr><td>RMB</td><td>RMB</td><td>US$</td></tr><tr><td></td><td>(in millions)</td><td>(Note 2(a))</td></tr><tr><td>Cash flows from operating activities:</td><td>65,074</td><td>30,771</td><td>4,322</td></tr><tr><td>Cash flows from investing activities:</td><td></td><td></td><td></td></tr><tr><td>Decrease in short-term investments, net</td><td>105,470</td><td>12,972</td><td>1,822</td></tr><tr><td>Increase in other treasury investments, net</td><td>(113,387)</td><td>(24,091)</td><td>(3,384)</td></tr><tr><td>Settlement of forward exchange contracts, net</td><td>311</td><td>(111)</td><td>(16)</td></tr><tr><td>Acquisitions of equity and debt securities, and others</td><td>(3,905)</td><td>(18,690)</td><td>(2,625)</td></tr><tr><td>Disposals of equity and debt securities, and others</td><td>5,772</td><td>35,390</td><td>4,971</td></tr><tr><td>Acquisitions of equity method investees</td><td>(1,964)</td><td>(1,179)</td><td>(165)</td></tr><tr><td>Disposals of and distributions from equity method investees</td><td>737</td><td>2,426</td><td>341</td></tr><tr><td>Acquisitions of land use rights, property and equipment</td><td>(29,585)</td><td>(70,177)</td><td>(9,858)</td></tr><tr><td>Disposals of property and equipment</td><td>1,475</td><td>239</td><td>34</td></tr><tr><td>Cash received (paid) for business combinations, net of cash acquired</td><td>62</td><td>(62)</td><td>(9)</td></tr><tr><td>Deconsolidation and disposal of subsidiaries, net of cash proceeds</td><td>—</td><td>11,825</td><td>1,661</td></tr><tr><td>Loans to employees, net of repayments</td><td>149</td><td>134</td><td>19</td></tr><tr><td>Net cash used in investing activities</td><td>(34,865)</td><td>(51,324)</td><td>(7,209)</td></tr><tr><td>Cash flows from financing activities:</td><td></td><td></td><td></td></tr><tr><td>Issuance of ordinary shares</td><td>1</td><td>1,038</td><td>146</td></tr><tr><td>Repurchase of ordinary shares</td><td>(72,889)</td><td>(7,638)</td><td>(1,073)</td></tr><tr><td>Dividend distribution</td><td>(29,022)</td><td>(33,621)</td><td>(4,723)</td></tr><tr><td>Proceeds from convertible unsecured senior notes, net of debt issuance cost</td><td>35,677</td><td>22,303</td><td>3,133</td></tr><tr><td>Payments for capped call transactions</td><td>(4,612)</td><td>(1,309)</td><td>(184)</td></tr><tr><td>Acquisition of additional equity interests in non-wholly owned subsidiaries</td><td>(19,947)</td><td>(1,155)</td><td>(162)</td></tr><tr><td>Dividends paid by non-wholly owned subsidiaries to noncontrolling interests</td><td>(116)</td><td>(306)</td><td>(43)</td></tr><tr><td>Contingent consideration payments made after a business combination</td><td>(149)</td><td>(81)</td><td>(11)</td></tr><tr><td>Capital injection from noncontrolling interests</td><td>2,636</td><td>168</td><td>24</td></tr><tr><td>Proceeds from exchangeable bonds, net of debt issuance cost</td><td>—</td><td>10,986</td><td>1,543</td></tr><tr><td>Proceeds from bank borrowings and other borrowings, net of upfront fee payment for a syndicated loan</td><td>22,098</td><td>37,805</td><td>5,310</td></tr><tr><td>Repayment of bank borrowings</td><td>(20,041)</td><td>(20,019)</td><td>(2,812)</td></tr><tr><td>Net cash (used in) provided by financing activities</td><td>(86,364)</td><td>8,171</td><td>1,148</td></tr><tr><td>Effect of exchange rate changes on cash and cash equivalents, restricted cash and escrow receivables</td><td>(1,797)</td><td>(1,443)</td><td>(203)</td></tr><tr><td>Decrease in cash and cash equivalents, restricted cash and escrow receivables</td><td>(57,952)</td><td>(13,825)</td><td>(1,942)</td></tr><tr><td>Cash and cash equivalents, restricted cash and escrow receivables at beginning of period</td><td>286,424</td><td>189,268</td><td>26,586</td></tr><tr><td>Cash and cash equivalents, restricted cash and escrow receivables at end of period</td><td>228,472</td><td>175,443</td><td>24,644</td></tr></table>
+
+The accompanying notes form an integral part of these unaudited condensed consolidated financial statements.
+
+# ALIBABA GROUP HOLDING LIMITED NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS FOR THE SIX MONTHS ENDED SEPTEMBER 30, 2024 and 2025
+
+## 1. Organization and principal activities
+
+Alibaba Group Holding Limited (the “Company”) is a limited liability company, which was incorporated in the Cayman Islands on June 28, 1999. The Company is a holding company and conducts its businesses primarily through its subsidiaries and variable interest entities. In these unaudited condensed consolidated financial statements, where appropriate, the term “Company” also refers to its subsidiaries as a whole. The Company provides the technology infrastructure and marketing reach to help merchants, brands, retailers and other businesses to leverage the power of new technology to engage with their users and customers and operate in a more efficient way.
+
+The Company's businesses comprise Alibaba China E-commerce Group, Alibaba International Digital Commerce Group, Cloud Intelligence Group and All others. An ecosystem has developed around the Company's platforms and businesses that consists of consumers, merchants, brands, retailers, enterprises, third-party service providers, strategic alliance partners and other businesses.
+
+The Company's American depositary shares (“ADSs”) are listed on the New York Stock Exchange (“NYSE”) under the symbol “BABA” and the Company’s ordinary shares are listed on the Hong Kong Stock Exchange (“HKSE”) under the stock codes “9988 (HKD Counter)” and “89988 (RMB Counter).”
+
+## 2. Summary of significant accounting policies
+
+## (a) Basis of presentation
+
+The accompanying unaudited condensed consolidated financial statements are prepared in accordance with accounting principles generally accepted in the United States of America (“U.S. GAAP”) for interim financial reporting and the disclosure requirements of the Rules Governing the Listing of Securities on The Stock Exchange of Hong Kong Limited, as amended or supplemented from time to time (“Hong Kong Listing Rules”). Accordingly, they do not include all of the information and footnote disclosures required by U.S. GAAP for a complete set of financial statements. These unaudited condensed consolidated financial statements include all adjustments of a normal recurring nature necessary to a fair statement of the results for the interim periods presented. Results of operations for an interim period are not necessarily indicative of results for the entire year.
+
+These unaudited condensed consolidated financial statements should be read in conjunction with the audited consolidated financial statements and notes thereto for the year ended March 31, 2025. There were no significant changes to our significant accounting policies from the audited consolidated financial statements for the preceding fiscal year, except that the accounting policies relating to derivatives and hedging (Note 2(d)) and borrowings (Note 2(e)) were updated as a result of the issuance of exchangeable bonds.
+
+Translations of balances in the unaudited condensed consolidated balance sheet, unaudited condensed consolidated income statements, unaudited condensed consolidated statement of comprehensive income and unaudited condensed consolidated statement of cash flows from RMB into the United States Dollar (“US\$”) as of and for the six months ended September 30, 2025 are solely for the convenience of the readers and are calculated at the rate of US\$1.00=RMB7.1190, representing the exchange rate set forth in the H.10 statistical release of the Federal Reserve Board on September 30, 2025. No representation is made that the RMB amounts could have been, or could be, converted, realized or settled into US\$ at this rate, or at any other rate.
+
+# ALIBABA GROUP HOLDING LIMITED
+
+# NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS
+
+# FOR THE SIX MONTHS ENDED SEPTEMBER 30, 2024 and 2025
+
+## 2. Summary of significant accounting policies (Continued)
+
+## (b) Use of estimates
+
+The preparation of the unaudited condensed consolidated financial statements in conformity with U.S. GAAP requires the Company to make estimates and assumptions that affect the reported amounts of assets and liabilities, disclosure of contingent assets and liabilities as of the date of the unaudited condensed consolidated financial statements and the reported amounts of revenue and expenses during the reporting period. The Company bases its estimates on historical experience and on various other assumptions that are believed to be reasonable, the results of which form the basis for making judgments about the carrying values of assets and liabilities.
+
+## (c) Consolidation
+
+The unaudited condensed consolidated financial statements include the financial statements of the Company and its subsidiaries, which include the PRC-registered entities directly or indirectly owned by the Company (“WFOEs”) and variable interest entities (“VIEs”) over which the Company is the primary beneficiary for accounting purposes only. All transactions and balances among the Company, its subsidiaries and the VIEs have been eliminated upon consolidation. The results of subsidiaries acquired or disposed of are recorded in the unaudited condensed consolidated income statements from the effective date of acquisition or up to the effective date of disposal, as appropriate. The nature of the businesses and activities of the consolidated VIEs have not changed materially from the preceding fiscal year.
+
+The following financial information of the consolidated VIEs and their subsidiaries was recorded in the accompanying unaudited condensed consolidated financial statements:
+
+<table><tr><td rowspan="4"></td><td>As of March 31,</td><td>As of September 30,</td></tr><tr><td>2025</td><td>2025</td></tr><tr><td>RMB</td><td>RMB</td></tr><tr><td colspan="2">(in millions)</td></tr><tr><td>Cash and cash equivalents and short-term investments</td><td>10,621</td><td>8,807</td></tr><tr><td>Investments in equity method investees and equity securities and other investments</td><td>37,117</td><td>35,335</td></tr><tr><td>Accounts receivable and contract assets, net of allowance</td><td>18,408</td><td>18,666</td></tr><tr><td>Amounts due from non-VIE subsidiaries of the Company</td><td>53,792</td><td>51,309</td></tr><tr><td>Property and equipment, net and intangible assets, net</td><td>19,911</td><td>37,527</td></tr><tr><td>Others</td><td>40,429</td><td>56,590</td></tr><tr><td>Total assets</td><td>180,278</td><td>208,234</td></tr><tr><td>Amounts due to non-VIE subsidiaries of the Company</td><td>113,332</td><td>131,635</td></tr><tr><td>Accrued expenses, accounts payable and other liabilities</td><td>50,521</td><td>60,882</td></tr><tr><td>Deferred revenue and customer advances</td><td>19,126</td><td>18,669</td></tr><tr><td>Total liabilities</td><td>182,979</td><td>211,186</td></tr><tr><td rowspan="4"></td><td colspan="2">Six months ended September 30,</td></tr><tr><td>2024</td><td>2025</td></tr><tr><td>RMB</td><td>RMB</td></tr><tr><td colspan="2">(in millions)</td></tr><tr><td>Revenue (i)</td><td>67,739</td><td>77,466</td></tr><tr><td>Net income</td><td>2,103</td><td>2,442</td></tr><tr><td>Net cash provided by operating activities</td><td>12,118</td><td>2,817</td></tr><tr><td>Net cash used in investing activities</td><td>(28,993)</td><td>(31,914)</td></tr><tr><td>Net cash provided by financing activities</td><td>8,625</td><td>27,034</td></tr></table>
+
+(i) Revenue generated by the VIEs are primarily from cloud services, digital media and entertainment services and others.
+
+# ALIBABA GROUP HOLDING LIMITED NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS FOR THE SIX MONTHS ENDED SEPTEMBER 30, 2024 and 2025
+
+## 2. Summary of significant accounting policies (Continued)
+
+## (d) Derivatives and hedging
+
+Contracts that meet the definition of a derivative and an embedded derivative that is not closely related to the host contract are generally recognized on the unaudited condensed consolidated balance sheets as either assets or liabilities and recorded at fair value. Changes in the fair value of derivative assets or liabilities are either recognized periodically in the unaudited condensed consolidated income statements or in other comprehensive income depending on the use of the derivatives and whether they qualify for hedge accounting and are so designated as cash flow hedges, fair value hedges or net investment hedges. The capped call transactions in connection with the issuance of the convertible unsecured senior notes meet the scope exception for contracts in an entity’s own equity provided in ASC 815 “Derivatives and Hedging” and are recognized in shareholders’ equity. Other instruments involving an entity’s own equity that do not meet the scope exception for contracts in an entity’s own equity provided in ASC 815 are classified as assets or liabilities and recorded at fair value.
+
+To qualify for hedge accounting, the hedge relationship is designated and formally documented at inception, detailing the particular risk management objective and strategy for the hedge (which includes the item and risk that is being hedged), the hedging instrument that is being used and how hedge effectiveness is being assessed. A hedging instrument has to be effective in accomplishing the objective of offsetting changes in the risk being hedged. The effectiveness of the hedging relationship is evaluated on a prospective and retrospective basis using qualitative and quantitative measures of correlation. Qualitative methods may include comparison of critical terms of the hedging instrument to those of the hedged item due to the hedged risk.
+
+Quantitative methods include a comparison of the changes in the value or discounted cash flow of the hedging instrument to those of the hedged item due to the hedged risk. A hedging relationship is considered effective if the results of the hedging instrument are within a ratio of $80\%$ to $125\%$ of the results of the hedged item.
+
+## Cash flow hedges
+
+Interest rate swaps designated as hedging instruments to hedge against the cash flows attributable to recognized assets or liabilities or forecasted payments may qualify as cash flow hedges. The Company entered into interest rate swap contracts to swap floating interest payments related to certain borrowings for fixed interest payments to hedge the interest rate risk associated with certain forecasted payments and obligations. All changes in the fair value of interest rate swaps that are designated and qualify as cash flow hedges are recognized in accumulated other comprehensive income. Amounts in accumulated other comprehensive income are reclassified into earnings in the same period during which the hedged forecasted transaction affects earnings. The Company has elected the optional expedients under ASC 848 “Reference Rate Reform” for certain existing interest rate swaps that are designated as cash flow hedges in the hedging relationship designation and the assessment of probability of forecasted transaction and hedge effectiveness.
+
+## Net investment hedges
+
+The Company uses cross currency swap (“CCS”) contracts and RMB denominated unsecured senior notes and borrowings to hedge the foreign currency risk associated with investments in net assets of certain PRC subsidiaries held by the Company which are designated as net investment hedges. The Company excludes the changes in the fair value of the CCS contracts attributable to changes other than those due to fluctuations in the spot exchange rate from the assessment of hedge effectiveness and the value of such excluded component is recognized in interest expenses in the unaudited condensed consolidated income statement over the life of the hedging instrument under a systematic and rational method. Changes in the value of the hedging instruments due to fluctuations in the spot foreign currency exchange rates designated in net investment hedges are recognized in accumulated other comprehensive income to offset the cumulative translation adjustments relating to those subsidiaries. For the six months ended September 30, 2025, the losses recognized in accumulated other comprehensive income from changes in value of the CCS contracts and the non-derivative financial instruments designated as net investment hedges amounted to RMB1,279 million.
+
+Amounts accumulated are reclassified from accumulated other comprehensive income and recognized in the unaudited condensed consolidated income statements upon disposal of those subsidiaries. Once the hedge becomes ineffective, hedge accounting is discontinued prospectively. The estimated fair value of the derivatives is determined based on relevant market information. These estimates are calculated with reference to the market rates using industry standard valuation techniques.
+
+# ALIBABA GROUP HOLDING LIMITED NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS FOR THE SIX MONTHS ENDED SEPTEMBER 30, 2024 and 2025
+
+## 2. Summary of significant accounting policies (Continued)
+
+## (e) Borrowings
+
+Borrowings consist of bank borrowings, unsecured senior notes, convertible unsecured senior notes and exchangeable bonds. Bank borrowings and unsecured senior notes are recognized initially at fair value, net of upfront fees, debt discounts or premiums, debt issuance costs and other incidental fees. Upfront fees, debt discounts or premiums, debt issuance costs and other incidental fees are recorded as a reduction of the proceeds received and the related accretion is recorded as interest expense in the unaudited condensed consolidated income statements over the estimated term of the facilities using the effective interest method. Convertible unsecured senior notes are accounted for in its entirety as liabilities, and the embedded conversion feature is not required to be accounted for separately under ASC 815. Exchangeable bonds are accounted for under the fair value option with changes in fair value recorded in the unaudited condensed consolidated income statements.
+
+## (f) Recent accounting pronouncements
+
+In July 2025, the Financial Accounting Standards Board (“FASB”) issued ASU 2025-05, “Financial Instruments—Credit Losses (Topic 326): Measurement of Credit Losses for Accounts Receivable and Contract Assets”. The amendments provide all entities with a practical expedient when estimating expected credit losses for current accounts receivable and current contract assets arising from transactions accounted for under Topic 606. In developing reasonable and supportable forecasts as part of estimating expected credit losses, all entities may elect a practical expedient that assumes that current conditions as of the balance sheet date do not change for the remaining life of the asset. The new guidance is required to be applied prospectively. This guidance is effective for the Company for the year ending March 31, 2027. Early adoption is permitted. The Company is evaluating the impact of the adoption of this guidance.
+
+In September 2025, the FASB issued ASU 2025-06, “Intangibles—Goodwill and Other—Internal-Use Software (Subtopic 350-40): Targeted Improvements to the Accounting for Internal-Use Software”, which removes all references to prescriptive and sequential software development stages (“project stages”) throughout Subtopic 350-40. The amendments provide guidance on determining whether there is significant development uncertainty in evaluating the probable-to-complete recognition threshold. The amendments also supersede the website development costs guidance and incorporate the recognition requirements for website-specific development costs. This guidance also specifies the disclosures requirements for capitalized internal-use software costs. The new guidance is required to be applied using either the prospective transition approach, the modified transition approach or the retrospective transition approach. This guidance is effective for the Company for the year ending March 31, 2029. Early adoption is permitted. The Company is evaluating the impact of the adoption of this guidance.
+
+In November 2025, the FASB issued ASU 2025-08, “Financial Instruments—Credit Losses (Topic 326): Purchased Loans”, which defines purchased seasoned loans and expands the use of the gross-up approach in ASC 326 to the purchased seasoned loans. The new guidance is required to be applied prospectively to loans that are acquired on or after the initial application date. This guidance is effective for the Company for the year ending March 31, 2028. Early adoption is permitted. The Company is evaluating the impact of the adoption of this guidance.
+
+In November 2025, the FASB issued ASU 2025-09, “Derivatives and Hedging (Topic 815): Hedge Accounting Improvements”, which clarifies certain aspects of the guidance on hedge accounting and addresses several incremental hedge accounting issues arising from the global reference rate reform initiative. The amendments include: (i) expanding the hedged risks permitted to be aggregated in a group of individual forecasted transactions in a cash flow hedge and clarifying the circumstance under which a group of individual forecasted transactions can be considered to have a similar risk exposure; (ii) providing a model to facilitate the application of cash flow hedge accounting to forecasted interest payments on choose-your-rate debt instruments; (iii) expanding hedge accounting for forecasted purchases and sales of nonfinancial assets; (iv) eliminating the requirement to apply the net written option test to a compound derivative comprising a swap and a written option designated as the hedging instrument in a cash flow hedge or a fair value hedge of interest rate risk; and (v) eliminating the recognition and presentation mismatch related to a dual hedge strategy. The new guidance is required to be applied prospectively for all hedging relationships. This guidance is effective for the Company for the year ending March 31, 2028. Early adoption is permitted. The Company is evaluating the impact of the adoption of this guidance.
+
+# ALIBABA GROUP HOLDING LIMITED NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS FOR THE SIX MONTHS ENDED SEPTEMBER 30, 2024 and 2025
+
+## 3. Significant mergers and acquisitions, investments and dispositions
+
+## Disposal of Trendyol GO
+
+In May 2025, the Company entered into a sale and purchase agreement to sell 85% of the equity interest in Trendyol GO, a wholly-owned subsidiary of Trendyol that operates local service business in Türkiye (the "Disposal"). The cash consideration for the Disposal is approximately US\$0.7 billion (RMB5 billion). The Disposal was completed during the six months ended September 30, 2025, and a gain arising from the Disposal of approximately RMB6 billion was recorded in interest and investment income, net in the unaudited condensed consolidated income statements for the six months ended September 30, 2025, primarily taking into consideration (i) the cash considerations received, (ii) the carrying values of the net assets of Trendyol GO, and (iii) the fair value of the 15% retained equity interest in Trendyol GO.
+
+# ALIBABA GROUP HOLDING LIMITED
+
+# NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS
+
+# FOR THE SIX MONTHS ENDED SEPTEMBER 30, 2024 and 2025
+
+## 4. Revenue
+
+Revenue by segment is as follows:
+
+<table><tr><td rowspan="4"></td><td colspan="2">Six months ended September 30,</td></tr><tr><td>2024</td><td>2025</td></tr><tr><td>RMB</td><td>RMB</td></tr><tr><td colspan="2">(in millions)</td></tr><tr><td>Alibaba China E-commerce Group:</td><td></td><td></td></tr><tr><td>E-commerce (i)</td><td></td><td></td></tr><tr><td>- Customer management</td><td>152,755</td><td>168,179</td></tr><tr><td>- Direct sales, logistics and others (ii)</td><td>50,233</td><td>53,331</td></tr><tr><td></td><td>202,988</td><td>221,510</td></tr><tr><td>Quick commerce (iii)</td><td>27,517</td><td>37,690</td></tr><tr><td>China commerce wholesale (iv)</td><td>11,938</td><td>13,450</td></tr><tr><td>Total Alibaba China E-commerce Group:</td><td>242,443</td><td>272,650</td></tr><tr><td>Alibaba International Digital Commerce Group:</td><td></td><td></td></tr><tr><td>International commerce retail (v)</td><td>49,309</td><td>56,463</td></tr><tr><td>International commerce wholesale (vi)</td><td>11,656</td><td>13,077</td></tr><tr><td>Total Alibaba International Digital Commerce Group</td><td>60,965</td><td>69,540</td></tr><tr><td>Cloud Intelligence Group (vii)</td><td>56,159</td><td>73,222</td></tr><tr><td>All others (viii)</td><td>165,837</td><td>121,568</td></tr><tr><td>Unallocated</td><td>888</td><td>1,096</td></tr><tr><td>Inter-segment elimination (ix)</td><td>(46,553)</td><td>(42,629)</td></tr><tr><td>Consolidated revenue</td><td>479,739</td><td>495,447</td></tr></table>
+
+(i) Revenue from E-commerce is primarily generated from Alibaba China E-commerce Group and includes primarily revenue from customer management services, sales of goods and logistics services.  
+(ii) Revenue from direct sales, logistics and other revenue under Alibaba China E-commerce Group primarily represents direct sales businesses of Tmall Supermarket, Tmall Global and other businesses, and primarily consists of revenue from sales of goods, as well as logistics services.  
+(iii) Revenue from Quick commerce is primarily generated from through “Taobao Instant Commerce” and the Ele.me app. Quick commerce revenue is net of subsidies that are contra revenue, and includes primarily revenue from logistics services and customer management services.  
+(iv) Revenue from China commerce wholesale is primarily generated from 1688.com and includes revenue from membership fees and related value-added services and customer management services.  
+(v) Revenue from International commerce retail is primarily generated from AliExpress, Trendyol and Lazada and includes revenue from customer management services, logistics services and sales of goods.  
+(vi) Revenue from International commerce wholesale is primarily generated from Alibaba.com and includes revenue from membership fees and related value-added services and customer management services.  
+(vii) Revenue from Cloud Intelligence Group is primarily generated from the provision of cloud services, which include public cloud services and non-public cloud services.  
+(viii) Revenue from All others represents revenue from businesses including Freshippo, Cainiao, Alibaba Health, Hujing Digital Media and Entertainment Group, Amap, Intelligent Information Platform (which mainly consists of UCWeb and Quark businesses), Lingxi Games, DingTalk and other businesses. Revenue within All others includes primarily revenue from sales of goods, and logistics services.  
+(ix) Inter-segment elimination consists of revenue primarily from Cloud Intelligence Group and Cainiao.
+
+# ALIBABA GROUP HOLDING LIMITED
+
+# NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS
+
+# FOR THE SIX MONTHS ENDED SEPTEMBER 30, 2024 and 2025
+
+## 4. Revenue (Continued)
+
+(x) As a result of the change in composition in reportable segments (Note 18), the Company reclassified revenue by segment. Comparative figures for the six months ended September 30, 2024 were updated to conform to the segment presentation.
+
+Revenue by type is as follows:
+
+<table><tr><td rowspan="4"></td><td colspan="2">Six months ended September 30,</td></tr><tr><td>2024</td><td>2025</td></tr><tr><td>RMB</td><td>RMB</td></tr><tr><td colspan="2">(in millions)</td></tr><tr><td>Customer management services (i)</td><td>199,821</td><td>223,399</td></tr><tr><td>Membership fees and value-added services</td><td>23,044</td><td>24,035</td></tr><tr><td>Logistics services</td><td>59,904</td><td>68,018</td></tr><tr><td>Cloud services</td><td>41,326</td><td>52,826</td></tr><tr><td>Sales of goods</td><td>135,837</td><td>108,435</td></tr><tr><td>Other revenue (ii)</td><td>19,807</td><td>18,734</td></tr><tr><td></td><td>479,739</td><td>495,447</td></tr></table>
+
+(i) Customer management services mainly include cost-per-click ("CPC"), cost-per-thousand impressions ("CPM"), time-based and cost-per-sale ("CPS") marketing services.  
+(ii) Other revenue includes revenue from self-developed online games and multiple services provided through various platforms and businesses.
+
+The amount of revenue recognized for performance obligations satisfied (or partially satisfied) in prior periods for contracts with expected duration of more than one year during the six months ended September 30, 2024 and 2025 were not material.
+
+Deferred revenue and customer advances of the Company primarily represent service fees prepaid by merchants or customers for which the relevant services have not been provided. Substantially all of the balances of deferred revenue and customer advances are generally recognized as revenue within one year.
+
+# ALIBABA GROUP HOLDING LIMITED
+
+# NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS
+
+# FOR THE SIX MONTHS ENDED SEPTEMBER 30, 2024 and 2025
+
+## 5. Income tax expenses
+
+Composition of income tax expenses is as follows:
+
+<table><tr><td rowspan="4"></td><td colspan="2">Six months ended September 30,</td></tr><tr><td>2024</td><td>2025</td></tr><tr><td>RMB</td><td>RMB</td></tr><tr><td colspan="2">(in millions)</td></tr><tr><td>Current income tax expense</td><td>14,939</td><td>13,985</td></tr><tr><td>Deferred taxation</td><td>2,503</td><td>430</td></tr><tr><td></td><td>17,442</td><td>14,415</td></tr></table>
+
+The Company's effective tax rate for the six months ended September 30, 2024 and 2025 was $21\%$ and $19\%$ , respectively. For the interim financial reporting, the Company estimates the annual tax rate based on projected taxable income for the full year and records an income tax provision for the interim period in accordance with the guidance on accounting for income taxes in an interim period.
+
+The tax status of the subsidiaries of the Company with major taxable profits is described below:
+
+\- Alibaba (China) Technology Co., Ltd. (“Alibaba China”), Taobao (China) Software Co., Ltd. (“Taobao China”) and Zhejiang Tmall Technology Co., Ltd. (“Tmall China”), entities primarily engaged in the operations of the Company’s wholesale marketplaces, Taobao and Tmall, respectively, and Alibaba (Beijing) Software Services Co., Ltd (“Alibaba Beijing”) and Alibaba (China) Co., Ltd (“China Co.”), entities primarily engaged in the operations of technology, software research and development and relevant services, were qualified as High and New Technology Enterprises. For the taxation years of 2024 and 2025, Alibaba China, Taobao China, Tmall China, Alibaba Beijing and China Co. applied an EIT rate of 15% as High and New Technology Enterprises.
+
+Most of the remaining PRC entities of the Company are subject to EIT at 25% for the six months ended September 30, 2024 and 2025.
+
+## 6. Share-based compensation expense by function
+
+Share-based compensation expense by function is as follows:
+
+<table><tr><td rowspan="4"></td><td colspan="2">Six months ended September 30,</td></tr><tr><td>2024</td><td>2025</td></tr><tr><td>RMB</td><td>RMB</td></tr><tr><td colspan="2">(in millions)</td></tr><tr><td>Cost of revenue</td><td>1,205</td><td>913</td></tr><tr><td>Product development expenses</td><td>3,560</td><td>2,862</td></tr><tr><td>Sales and marketing expenses</td><td>948</td><td>958</td></tr><tr><td>General and administrative expenses</td><td>2,564</td><td>2,137</td></tr><tr><td></td><td>8,277</td><td>6,870</td></tr></table>
+
+# ALIBABA GROUP HOLDING LIMITED
+
+# NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS
+
+# FOR THE SIX MONTHS ENDED SEPTEMBER 30, 2024 and 2025
+
+## 7. Earnings per share/ADS
+
+Each ADS represents eight ordinary shares.
+
+Basic earnings per share is computed by dividing net income attributable to ordinary shareholders by the weighted average number of outstanding ordinary shares, adjusted for treasury shares. Basic earnings per ADS is derived from the basic earnings per share.
+
+For the calculation of diluted earnings per share, net income attributable to ordinary shareholders for basic earnings per share is adjusted by the effect of dilutive securities, including share-based awards under the treasury stock method and convertible unsecured senior notes and exchangeable bonds under the if-converted method. Certain potentially dilutive instruments, including the exchangeable bonds and the share lending arrangement in connection with the issuance of the exchangeable bonds, and the capped call transactions in connection with the issuance of the convertible unsecured senior notes have been excluded from the computation of diluted net income per share as their inclusion is anti-dilutive. Diluted earnings per ADS is derived from the diluted earnings per share.
+
+The following table sets forth the computation of basic and diluted net income per share/ADS for the following periods:
+
+<table><tr><td rowspan="4"></td><td colspan="2">Six months ended September 30,</td></tr><tr><td>2024</td><td>2025</td></tr><tr><td>RMB</td><td>RMB</td></tr><tr><td colspan="2">(in millions, except per share data)</td></tr><tr><td>Earnings per share</td><td></td><td></td></tr><tr><td>Numerator:</td><td></td><td></td></tr><tr><td>Net income attributable to ordinary shareholders for computing net income per ordinary share — basic</td><td>68,143</td><td>64,106</td></tr><tr><td>Dilution effect on earnings arising from non-cash share-based awards operated by equity method investees and subsidiaries</td><td>(131)</td><td>(258)</td></tr><tr><td>Adjustments for interest expense attributable to convertible unsecured senior notes</td><td>95</td><td>143</td></tr><tr><td>Net income attributable to ordinary shareholders for computing net income per ordinary share — diluted</td><td>68,107</td><td>63,991</td></tr><tr><td>Shares (denominator):</td><td></td><td></td></tr><tr><td>Weighted average number of shares used in calculating net income per ordinary share — basic (million shares)</td><td>19,045</td><td>18,562</td></tr><tr><td>Adjustments for dilutive RSUs and share options (million shares)</td><td>149</td><td>186</td></tr><tr><td>Adjustments for convertible unsecured senior notes (million shares)</td><td>265</td><td>406</td></tr><tr><td>Weighted average number of shares used in calculating net income per ordinary share — diluted (million shares)</td><td>19,459</td><td>19,154</td></tr><tr><td>Net income per ordinary share — basic (RMB)</td><td>3.58</td><td>3.45</td></tr><tr><td>Net income per ordinary share — diluted (RMB)</td><td>3.50</td><td>3.34</td></tr><tr><td>Earnings per ADS</td><td></td><td></td></tr><tr><td>Net income per ADS — basic (RMB)</td><td>28.62</td><td>27.63</td></tr><tr><td>Net income per ADS — diluted (RMB)</td><td>28.00</td><td>26.73</td></tr></table>
+
+# ALIBABA GROUP HOLDING LIMITED
+
+# NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS
+
+# FOR THE SIX MONTHS ENDED SEPTEMBER 30, 2024 and 2025
+
+## 8. Equity securities and other investments
+
+<table><tr><td rowspan="4"></td><td colspan="3">As of March 31, 2025</td></tr><tr><td>Original cost</td><td>Cumulative net (losses) gains</td><td>Carrying value</td></tr><tr><td>RMB</td><td>RMB</td><td>RMB</td></tr><tr><td colspan="3">(in millions)</td></tr><tr><td>Equity securities:</td><td></td><td></td><td></td></tr><tr><td>Listed equity securities</td><td>79,024</td><td>(1,394)</td><td>77,630</td></tr><tr><td>Investments in privately held companies</td><td>113,646</td><td>(17,479)</td><td>96,167</td></tr><tr><td>Debt investments:</td><td></td><td></td><td></td></tr><tr><td>Debt securities and loan investments</td><td>15,009</td><td>(6,224)</td><td>8,785</td></tr><tr><td>Other treasury investments</td><td>227,935</td><td>81</td><td>228,016</td></tr><tr><td></td><td>435,614</td><td>(25,016)</td><td>410,598</td></tr><tr><td rowspan="4"></td><td colspan="3">As of September 30, 2025</td></tr><tr><td>Original cost</td><td>Cumulative net gains (losses)</td><td>Carrying value</td></tr><tr><td>RMB</td><td>RMB</td><td>RMB</td></tr><tr><td colspan="3">(in millions)</td></tr><tr><td>Equity securities:</td><td></td><td></td><td></td></tr><tr><td>Listed equity securities</td><td>70,880</td><td>4,424</td><td>75,304</td></tr><tr><td>Investments in privately held companies</td><td>120,899</td><td>(1,279)</td><td>119,620</td></tr><tr><td>Debt investments:</td><td></td><td></td><td></td></tr><tr><td>Debt securities and loan investments</td><td>14,892</td><td>(5,173)</td><td>9,719</td></tr><tr><td>Other treasury investments</td><td>252,464</td><td>103</td><td>252,567</td></tr><tr><td></td><td>459,135</td><td>(1,925)</td><td>457,210</td></tr></table>
+
+## Equity securities
+
+Net unrealized gains, including impairment losses, on equity securities, recognized in interest and investment income, net were RMB4,159 million and RMB20,017 million for the six months ended September 30, 2024 and 2025, respectively.
+
+Investments in privately held companies include equity investments for which the Company elected to account for using the measurement alternative, for which the carrying value as of March 31 and September 30, 2025 were RMB88,728 million and RMB112,829 million, respectively. For the equity investments accounted for using the measurement alternative, the cumulative upward adjustments as of March 31 and September 30, 2025 were RMB27,197 million and RMB45,334 million, respectively, and the cumulative impairments and downward adjustments as of March 31 and September 30, 2025 were RMB44,232 million and RMB45,741 million, respectively.
+
+Upward adjustments recorded in the unaudited condensed consolidated income statements on equity investments accounted for using the measurement alternative were RMB4,614 million and RMB20,241 million for the six months ended September 30, 2024 and 2025, respectively, and impairments and downward adjustments recorded in the unaudited condensed consolidated income statements were RMB4,918 million and RMB4,338 million for the same periods, respectively.
+
+## Debt investments
+
+Debt investments include convertible and exchangeable bonds accounted for under the fair value option, for which the fair value as of March 31 and September 30, 2025 were RMB963 million and RMB759 million, respectively. The aggregate fair value of these convertible and exchangeable bonds was lower than their aggregate unpaid principal balance as of March 31 and September 30, 2025 by RMB2,420 million and RMB2,529 million, respectively. Unrealized losses recorded in the unaudited condensed consolidated income statements on these convertible and exchangeable bonds were RMB32 million and RMB158 million for the six months ended September 30, 2024 and 2025, respectively.
+
+# ALIBABA GROUP HOLDING LIMITED NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS FOR THE SIX MONTHS ENDED SEPTEMBER 30, 2024 and 2025
+
+## 8. Equity securities and other investments (Continued)
+
+Debt investments (Continued)
+
+Debt investments also include debt investments accounted for at amortized cost, for which the allowance for credit losses as of March 31 and September 30, 2025 were RMB3,779 million and RMB2,641 million, respectively. Reversal of impairment losses recorded in the unaudited condensed consolidated income statements on these debt investments were RMB1,117 million and RMB1,103 million for the six months ended September 30, 2024 and 2025, respectively.
+
+As of September 30, 2025, repayment of loans provided to shareholders of equity method investees with total principal amount of RMB5,518 million was expected to be provided substantially through the sale of collateral. Expected credit losses for these loans were assessed on an individual basis, based on the fair value of the corresponding shares pledged as collateral as of the reporting date, adjusted for selling costs as appropriate. The fair value of these collateral as of March 31 and September 30, 2025 were RMB4,325 million and RMB6,250 million, respectively. There was no commitment to lend additional funds.
+
+The carrying amount of debt investments accounted for at amortized cost approximates their fair value due to the fact that the related effective interest rates approximate rates currently offered by financial institutions for similar debt instruments of comparable maturities.
+
+Other treasury investments mainly comprise of investments in fixed deposits, certificates of deposits and marketable debt securities with original maturities over one year for treasury purposes.
+
+## 9. Fair value measurement
+
+Fair value is defined as the price that would be received to sell an asset or paid to transfer a liability in an orderly transaction between market participants at the measurement date. To increase the comparability of fair value measures, the following hierarchy prioritizes the inputs to valuation methodologies used to measure fair value:
+
+Level 1 — Valuations based on unadjusted quoted prices for identical assets and liabilities in active markets.
+
+Level 2 — Valuations based on observable inputs other than quoted prices included in Level 1, such as quoted prices for similar assets and liabilities in active markets, quoted prices for identical or similar assets and liabilities in markets that are not active, or other inputs that are observable or can be corroborated by observable market data.
+
+Level 3 — Valuations based on unobservable inputs reflecting assumptions, consistent with reasonably available assumptions made by other market participants. These valuations require significant judgment.
+
+Fair value of listed equity investments are based on quoted prices in active markets for identical assets or liabilities and, if applicable, are adjusted for the characteristic included in the equity security. The valuation of unlisted equity investments that do not have a quoted price may include the use of market and income valuation approaches and the use of estimates, which may include discount rates, investees' liquidity and financial performance, and market data of comparable companies in similar industries. Certain other financial instruments, such as interest rate swap contracts and certain option and forward agreements, are valued based on inputs derived from or corroborated by observable market data. Valuations of investments in convertible and exchangeable bonds that do not have a quoted price are generally performed using valuation models such as the binomial model with unobservable inputs including risk-free interest rate and expected volatility. The valuation of the exchangeable bonds is primarily determined based on quoted market price in the over-the-counter market. The valuation of contingent consideration is performed using an expected cash flow method with unobservable inputs including the probability to achieve the contingencies, which is assessed by the Company, in connection with the contingent consideration arrangements. Investments in privately held companies for which the Company elected to record using the measurement alternative are remeasured on a non-recurring basis, and are categorized within Level 3 under the fair value hierarchy. The values are estimated based on valuation methods using the observable transaction price at the transaction date and considering the rights and obligations of the securities and other unobservable inputs including volatility.
+
+# ALIBABA GROUP HOLDING LIMITED
+
+# NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS
+
+# FOR THE SIX MONTHS ENDED SEPTEMBER 30, 2024 and 2025
+
+## 9. Fair value measurement (Continued)
+
+The following table summarizes the Company's assets and liabilities that are measured at fair value on a recurring basis and are categorized under the fair value hierarchy:
+
+<table><tr><td rowspan="3"></td><td colspan="4">As of March 31, 2025</td></tr><tr><td>Level 1RMB</td><td>Level 2RMB</td><td>Level 3RMB</td><td>TotalRMB</td></tr><tr><td colspan="4">(in millions)</td></tr><tr><td colspan="5">Assets</td></tr><tr><td>Time deposits and certificate of deposits (i)</td><td>—</td><td>357,569</td><td>—</td><td>357,569</td></tr><tr><td>Wealth management products (i)</td><td>—</td><td>83,144</td><td>—</td><td>83,144</td></tr><tr><td>Marketable debt securities (i)</td><td>—</td><td>16,129</td><td>—</td><td>16,129</td></tr><tr><td>Restricted cash and escrow receivables</td><td>43,781</td><td>—</td><td>—</td><td>43,781</td></tr><tr><td>Listed equity securities (ii)(v)</td><td>67,712</td><td>9,918</td><td>—</td><td>77,630</td></tr><tr><td>Convertible and exchangeable bonds (ii)</td><td>—</td><td>145</td><td>818</td><td>963</td></tr><tr><td>Option agreements (iii)</td><td>—</td><td>87</td><td>814</td><td>901</td></tr><tr><td>Deferred consideration (iii)</td><td>—</td><td>—</td><td>3,039</td><td>3,039</td></tr><tr><td>Others (vi)</td><td>—</td><td>1,329</td><td>6,047</td><td>7,376</td></tr><tr><td></td><td>111,493</td><td>468,321</td><td>10,718</td><td>590,532</td></tr><tr><td colspan="5">Liabilities</td></tr><tr><td>Contingent consideration in relation to investments and acquisitions (iv)</td><td>—</td><td>—</td><td>484</td><td>484</td></tr><tr><td>Others (iv)</td><td>—</td><td>389</td><td>924</td><td>1,313</td></tr><tr><td></td><td>—</td><td>389</td><td>1,408</td><td>1,797</td></tr></table>
+
+<table><tr><td rowspan="3"></td><td colspan="4">As of September 30, 2025</td></tr><tr><td>Level 1RMB</td><td>Level 2RMB</td><td>Level 3RMB</td><td>TotalRMB</td></tr><tr><td colspan="4">(in millions)</td></tr><tr><td>Assets</td><td></td><td></td><td></td><td></td></tr><tr><td>Time deposits and certificate of deposits (i)</td><td>—</td><td>314,794</td><td>—</td><td>314,794</td></tr><tr><td>Wealth management products (i)</td><td>—</td><td>84,789</td><td>—</td><td>84,789</td></tr><tr><td>Marketable debt securities (i)</td><td>—</td><td>46,230</td><td>—</td><td>46,230</td></tr><tr><td>Restricted cash and escrow receivables</td><td>40,374</td><td>—</td><td>—</td><td>40,374</td></tr><tr><td>Listed equity securities (ii)(v)</td><td>65,327</td><td>9,977</td><td>—</td><td>75,304</td></tr><tr><td>Convertible and exchangeable bonds (ii)</td><td>—</td><td>139</td><td>620</td><td>759</td></tr><tr><td>Option and forward agreements (iii)</td><td>—</td><td>3,478</td><td>1,154</td><td>4,632</td></tr><tr><td>Deferred consideration (iii)</td><td>—</td><td>—</td><td>3,052</td><td>3,052</td></tr><tr><td>Others (vi)</td><td>—</td><td>845</td><td>5,627</td><td>6,472</td></tr><tr><td></td><td>105,701</td><td>460,252</td><td>10,453</td><td>576,406</td></tr><tr><td>Liabilities</td><td></td><td></td><td></td><td></td></tr><tr><td>Exchangeable bonds</td><td>—</td><td>13,755</td><td>—</td><td>13,755</td></tr><tr><td>Contingent consideration in relation to investments and acquisitions (iv)</td><td>—</td><td>—</td><td>397</td><td>397</td></tr><tr><td>Others (iv)</td><td>—</td><td>1,122</td><td>907</td><td>2,029</td></tr><tr><td></td><td>—</td><td>14,877</td><td>1,304</td><td>16,181</td></tr></table>
+
+# ALIBABA GROUP HOLDING LIMITED
+
+# NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS
+
+# FOR THE SIX MONTHS ENDED SEPTEMBER 30, 2024 and 2025
+
+## 9. Fair value measurement (Continued)
+
+(i) Included in short-term investments and equity securities and other investments on the unaudited condensed consolidated balance sheets.  
+(ii) Included in equity securities and other investments on the unaudited condensed consolidated balance sheets.  
+(iii) Included in prepayments, receivables and other assets on the unaudited condensed consolidated balance sheets.  
+(iv) Included in accrued expenses, accounts payable and other liabilities on the unaudited condensed consolidated balance sheets.  
+(v) As of March 31 and September 30, 2025, listed equity securities with fair value of RMB11,921 million and RMB10,415 million were subject to contractual sale restrictions, respectively.  
+(vi) Others primarily represent other investments with underlying assets measured at fair value.
+
+Convertible and exchangeable bonds investments categorized within Level 3 under the fair value hierarchy:
+
+<table><tr><td></td><td>Amounts RMB (in millions)</td></tr><tr><td>Balance as of April 1, 2025</td><td>818</td></tr><tr><td>Additions</td><td>42</td></tr><tr><td>Net decrease in fair value</td><td>(158)</td></tr><tr><td>Disposal</td><td>(39)</td></tr><tr><td>Conversion</td><td>(34)</td></tr><tr><td>Foreign currency translation adjustments</td><td>(9)</td></tr><tr><td>Balance as of September 30, 2025</td><td>620</td></tr></table>
+
+Deferred consideration categorized within Level 3 under the fair value hierarchy:
+
+<table><tr><td></td><td>Amounts RMB (in millions)</td></tr><tr><td>Balance as of April 1, 2025</td><td>3,039</td></tr><tr><td>Net increase in fair value</td><td>40</td></tr><tr><td>Foreign currency translation adjustments</td><td>(27)</td></tr><tr><td>Balance as of September 30, 2025</td><td>3,052</td></tr></table>
+
+## 10. Intangible assets, net
+
+<table><tr><td rowspan="4"></td><td>As of March 31,</td><td>As of September 30,</td></tr><tr><td>2025</td><td>2025</td></tr><tr><td>RMB</td><td>RMB</td></tr><tr><td colspan="2">(in millions)</td></tr><tr><td>User base and customer relationships</td><td>48,565</td><td>40,420</td></tr><tr><td>Trade names, trademarks and domain names</td><td>26,936</td><td>27,256</td></tr><tr><td>Non-compete agreements</td><td>6,030</td><td>5,745</td></tr><tr><td>Developed technology and patents</td><td>4,823</td><td>5,136</td></tr><tr><td>Licensed copyrights and others</td><td>8,001</td><td>8,585</td></tr><tr><td></td><td>94,355</td><td>87,142</td></tr><tr><td>Less: accumulated amortization and impairment</td><td>(73,444)</td><td>(67,713)</td></tr><tr><td>Net book value</td><td>20,911</td><td>19,429</td></tr></table>
+
+Total amortization expenses recognized for the six months ended September 30, 2024 and 2025 amounted to RMB7,122 million and RMB5,111 million, respectively, including the portion relating to licensed copyrights of RMB3,689 million and RMB3,478 million which were recorded in cost of revenue for the six months ended September 30, 2024 and 2025, respectively.
+
+# ALIBABA GROUP HOLDING LIMITED
+
+# NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS
+
+# FOR THE SIX MONTHS ENDED SEPTEMBER 30, 2024 and 2025
+
+## 11. Goodwill
+
+Changes in the carrying amount of goodwill by segment for the six months ended September 30, 2025 were as follows:
+
+<table><tr><td rowspan="2"></td><td>AlibabaChinaE-commerceGroupRMB</td><td>AlibabaInternationalDigitalCommerceGroupRMB</td><td>CloudIntelligenceGroupRMB</td><td>CainiaoSmartLogisticsNetworkLimitedRMB</td><td>LocalServicesGroupRMB</td><td>HujingDigital MediaandEntertainmentGroupRMB</td><td>All othersRMB</td><td>TotalRMB</td></tr><tr><td colspan="8">(in millions)</td></tr><tr><td>Balance as of April 1, 2025</td><td>164,945</td><td>20,077</td><td>3,728</td><td>20,385</td><td>20,447</td><td>8,031</td><td>17,888</td><td>255,501</td></tr><tr><td>Segment changes</td><td>12,948</td><td>—</td><td>—</td><td>(20,385)</td><td>(20,447)</td><td>(8,031)</td><td>35,915</td><td>—</td></tr><tr><td>Additions</td><td>—</td><td>4</td><td>35</td><td>—</td><td>—</td><td>—</td><td>1</td><td>40</td></tr><tr><td>Foreign currency translationadjustments</td><td>—</td><td>(42)</td><td>46</td><td>—</td><td>—</td><td>—</td><td>6</td><td>10</td></tr><tr><td>Balance as of September 30, 2025</td><td>177,893</td><td>20,039</td><td>3,809</td><td>—</td><td>—</td><td>—</td><td>53,810</td><td>255,551</td></tr></table>
+
+Gross goodwill balances were RMB302,194 million and RMB302,244 million as of March 31 and September 30, 2025, respectively. Accumulated impairment losses were RMB46,693 million and RMB46,693 million as of March 31 and September 30, 2025, respectively.
+
+## 12. Supplier Finance Programs
+
+The Company enters into agreements with several financial institutions and offer supplier finance programs to the Company's suppliers. Suppliers can sell one or more of the Company's payment obligations at their sole discretion to the financial institutions to receive funds, usually at a discounted price, prior to the scheduled due dates to meet their cash flow needs. The Company's current payment terms with the majority of suppliers are up to 180 days. Generally, the Company's rights and obligations are not impacted and the original payment terms, timing or amount, remain unchanged. Except for the pledge of other treasury investments with carrying value of RMB1,500 million and nil as of March 31 and September 30, 2025, respectively, the Company did not provide assets pledged as security or other forms of guarantees under these supplier finance programs.
+
+The outstanding payment obligations under these supplier finance programs are generally recorded within accrued expenses, accounts payable and other liabilities on the unaudited condensed consolidated balance sheets, except for certain arrangements in which the Company pays the discount to the financial institutions on behalf of the suppliers which are recorded within current bank borrowings. The respective balances are as follows:
+
+<table><tr><td rowspan="3"></td><td>As of March 31,</td><td>As of September 30,</td></tr><tr><td>2025</td><td>2025</td></tr><tr><td>RMB</td><td>RMB</td></tr><tr><td></td><td colspan="2">(in millions)</td></tr><tr><td>Accrued expenses, accounts payable and other liabilities</td><td>1,605</td><td>3,152</td></tr><tr><td>Bank borrowings</td><td>4,470</td><td>4,047</td></tr><tr><td></td><td>6,075</td><td>7,199</td></tr></table>
+
+# ALIBABA GROUP HOLDING LIMITED NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS FOR THE SIX MONTHS ENDED SEPTEMBER 30, 2024 and 2025
+
+## 13. Convertible unsecured senior notes
+
+In May 2024, the Company issued convertible unsecured senior notes for an aggregate principal amount of US\$5.0 billion due on June 1, 2031 (the “2024 Convertible Senior Notes”). The 2024 Convertible Senior Notes are senior unsecured obligations, and interest at an annual rate of 0.5% is payable in arrears semiannually. The 2024 Convertible Senior Notes may be converted into the Company’s ADSs, at the option of holders, at any time prior to the maturity date at an initial conversion rate of 9.5202 ADSs per US\$1,000 principal amount.
+
+In September 2025, the Company issued zero coupon convertible unsecured senior notes for an aggregate principal amount of approximately US\$3.2 billion due on September 15, 2032 (the “2025 Convertible Senior Notes”). The 2025 Convertible Senior Notes are senior unsecured obligations. The 2025 Convertible Senior Notes may be converted into the Company’s ADSs, at the option of holders, at any time from March 15, 2032 until maturity at an initial conversion rate of 5.1773 ADSs per US\$1,000 principal amount, and may be convertible prior to March 15, 2032 only upon satisfaction of certain conditions.
+
+The initial conversion rates are subject to adjustment in some events such as dividend distribution. In addition, in the event of a fundamental change that occurs prior to the respective maturity dates or following the Company's delivery of a notice of redemption, the Company will increase the initial conversion rates respectively, which shall not exceed 12.3762 ADSs per US\$1,000 principal amount for the 2024 Convertible Senior Notes and 6.7953 ADSs per US\$1,000 principal amount for the 2025 Convertible Senior Notes, for a holder who elects to convert its notes in connection with such a fundamental change or such notice of redemption. Such make-whole adjustments are subject to the same adjustments as the respective initial conversion rates noted above. Upon conversion, the Company will pay or deliver, at its election, cash, ADSs, or a combination of cash and ADSs. Holders may also elect to receive ordinary shares in lieu of any ADSs deliverable upon conversion, with each ADS representing eight ordinary shares.
+
+As of September 30, 2025, the adjusted conversion rate for the 2024 Convertible Senior Notes was 9.8915 ADSs per US\$1,000 principal amount, and the adjusted conversion rate taking into account the make-whole adjustments was 12.8589 ADSs per US\$1,000 principal amount. As of September 30, 2025, the conversion rate for the 2025 Convertible Senior Notes remained unadjusted at its initial conversion rate.
+
+The Company may redeem for cash all but not part of the respective convertible senior notes in the event of certain tax law changes, or at any time if less than $10\%$ of the aggregate principal amount of the respective convertible senior notes originally issued remains outstanding. The Company may also redeem for cash all or part of the 2024 Convertible Senior Notes and the 2025 Convertible Senior Notes on or after June 8, 2029 and September 20, 2030, respectively, provided that the Company's ADS price has been at least $130\%$ of the then effective conversion price for a specific period of time and on the specified date. The redemption price will be equal to the principal amount of the notes being redeemed plus accrued and unpaid interest, if any, to, but excluding, the related redemption date.
+
+Holders have the right to require the Company to repurchase for cash all or part of the 2024 Convertible Senior Notes and the 2025 Convertible Senior Notes on June 1, 2029 and September 15, 2030, respectively, or in the event of a fundamental change, subject to certain conditions. The repurchase price will be equal to the principal amount of the notes being repurchased plus accrued and unpaid interest, if any, to, but excluding, the related repurchase date.
+
+As of March 31 and September 30, 2025, the unamortized debt discounts and debt issuance costs of the 2024 Convertible Senior Notes were US\$58 million (RMB424 million) and US\$52 million (RMB367 million), respectively, and the fair value of the 2024 Convertible Senior Notes, based on level 2 inputs, was US\$7,151 million (RMB51,854 million) and US\$9,234 million (RMB65,733 million), respectively.
+
+As of September 30, 2025, the unamortized debt discounts and debt issuance costs of the 2025 Convertible Senior Notes were US\$42 million (RMB296 million), and the fair value of the 2025 Convertible Senior Notes, based on level 2 inputs, was US\$3,626 million (RMB25,812 million).
+
+For the six months ended September 30, 2024 and 2025, the effective interest rate for the 2024 Convertible Senior Notes was approximately 0.8%. For the six months ended September 30, 2025, the effective interest rate for the 2025 Convertible Senior Notes was approximately 0.3%.
+
+# ALIBABA GROUP HOLDING LIMITED NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS FOR THE SIX MONTHS ENDED SEPTEMBER 30, 2024 and 2025
+
+## 13. Convertible unsecured senior notes (Continued)
+
+In connection with the issuance of the convertible senior notes, the Company entered into capped call transactions with certain financial institutions at a cost of US\$638 million (RMB4,612 million) and US\$184 million (RMB1,309 million) for the 2024 Convertible Senior Notes and the 2025 Convertible Senior Notes, respectively, which are expected to reduce potential dilution and/or offset cash payments upon conversion. The cap prices of the capped call transactions for the 2024 Convertible Senior Notes and the 2025 Convertible Senior Notes are initially US\$161.60 per ADS and US\$235.46 per ADS, respectively. The capped prices are subject to adjustments similar to the adjustments on the conversion rates of the respective convertible senior notes. The capped call transactions may be settled in cash at the Company’s election.
+
+## 14. Exchangeable bonds
+
+In July 2025, the Company issued HKD denominated zero coupon exchangeable bonds referencing the ordinary shares of Alibaba Health Information Technology Limited (“Alibaba Health”), a subsidiary of the Company in which the Company holds approximately 64% of equity interest for an aggregate principal amount of approximately HK\$12 billion (approximately RMB11 billion) due on July 9, 2032 (the “2025 Exchangeable Bonds”). The ordinary shares of Alibaba Health are listed on the Hong Kong Stock Exchange (“AH Shares”). The 2025 Exchangeable Bonds are unsecured and unsubordinated obligations of the Company and are listed on the Vienna MTF operated by the Vienna Stock Exchange.
+
+The 2025 Exchangeable Bonds may be exchanged into the AH Shares, at the option of holders, at any time prior to the maturity date at an initial exchange rate of approximately 160,513.6 AH Shares per HK\$1,000,000 principal amount.
+
+The initial exchange rate is subject to adjustment in some events such as dividend distribution by Alibaba Health. In addition, in a relevant event such as the delisting of AH Shares occurring prior to the maturity date or following the Company's delivery of a notice of redemption, the Company will increase the initial exchange rate, which shall not exceed approximately 237,529.7 AH Shares per HK\$1,000,000 principal amount, for a holder who elects to exchange its bonds in connection with such a relevant event or such notice of redemption. Such make-whole adjustment is subject to the same adjustments as the initial exchange rate noted above. Upon exchange, the Company will pay or deliver, at its election, cash, AH Shares, or a combination of cash and AH Shares.
+
+As of September 30, 2025, the exchange rate for the 2025 Exchangeable bonds remained unadjusted at its initial exchange rate.
+
+The Company may redeem for cash all but not part of the 2025 Exchangeable Bonds in the event of certain tax law changes, or at any time if less than 10% of the aggregate principal amount of the 2025 Exchangeable Bonds originally issued remains outstanding. The Company may also redeem for cash all or part of the 2025 Exchangeable Bonds on or after July 9, 2030, provided that the AH Shares price has been at least 130% of the then effective exchange price for a specific period of time. The redemption price will be equal to the principal amount of the bonds being redeemed.
+
+Holders have the right to require the Company to repurchase for cash all or part of the 2025 Exchangeable Bonds on July 9, 2030, or in a relevant event, subject to certain conditions. The repurchase price will be equal to the principal amount of the bonds being repurchased.
+
+In connection with the issuance of the 2025 Exchangeable Bonds, the Company entered into a stock borrowing and lending arrangement with an affiliate of one of the bookrunners (the “Borrower”), pursuant to which the Company has committed to lending a certain number of AH Shares, which shall not exceed the number of AH Shares exchangeable under the 2025 Exchangeable Bonds, to the Borrower to facilitate hedging activities of certain bondholders. If a termination event occurs and the Borrower is unable to deliver the AH Shares due to legal restrictions, force majeure, or market disruption, cash settlement by the Borrower would be required. As of September 30, 2025, the fair value of the outstanding AH Shares lent under the arrangement was HK\$8,492 million (RMB7,770 million).
+
+For the six months ended September 30, 2025, losses of RMB327 million arising from changes in the fair value of the 2025 Exchangeable Bonds and the stock borrowing and lending arrangement were recorded in the unaudited condensed consolidated income statements.
+
+# ALIBABA GROUP HOLDING LIMITED
+
+# NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS
+
+# FOR THE SIX MONTHS ENDED SEPTEMBER 30, 2024 and 2025
+
+## 15. Bank borrowings
+
+The Company has made a series of amendments to the syndicated loan facility. Subsequent to the partial repayment of US\$830 million in January 2025, the size of the US\$4.0 billion syndicated loan was reduced to US\$3.17 billion. In September 2025, the Company amended the loan facility and reduced the pricing terms to Secured Overnight Financing Rate (“SOFR”) plus 66 basis points. Effective on November 28, 2025, the facility was restructured as a revolving credit facility with drawdowns permitted in both U.S. dollars and Hong Kong dollars, and the expiration date of the facility was extended to September 30, 2028, with an option to further extend to September 30, 2030. The interest rate of the credit facility is 66 basis points over SOFR or Hong Kong Interbank Offered Rate (“HIBOR”), and the margin will be 81 basis points for the optional extension period. Subsequently, the Company submitted a prepayment notice to repay the outstanding balance of US\$3.17 billion under the revolving credit facility.
+
+In September 2025, the Company amended the terms of a US\$6.5 billion revolving credit facility agreement. The size of the credit facility was amended to US\$3.33 billion and the utilization currency was also amended from U.S. dollar only to both U.S. dollar and Hong Kong dollar. The interest rate of the credit facility was adjusted to SOFR or HIBOR plus 66 basis points. The expiration date of the credit facility was extended from June 24, 2026 to September 30, 2028, with an option to further extend to September 30, 2030 and the margin will be 81 basis points for the optional extension period. The Company has not yet drawn down this facility.
+
+## 16. Related party transactions
+
+During the six months ended September 30, 2024 and 2025, other than disclosed elsewhere, the Company had the following material related party transactions:
+
+Transactions with Ant Group and its affiliates
+
+<table><tr><td rowspan="4"></td><td colspan="2">Six months ended September 30,</td></tr><tr><td>2024</td><td>2025</td></tr><tr><td>RMB</td><td>RMB</td></tr><tr><td colspan="2">(in millions)</td></tr><tr><td>Amounts earned by the Company</td><td></td><td></td></tr><tr><td>Cloud services revenue (i)</td><td>4,977</td><td>8,928</td></tr><tr><td>Marketplace software technology services fee and other amounts earned (i)</td><td>3,514</td><td>2,819</td></tr><tr><td></td><td>8,491</td><td>11,747</td></tr><tr><td>Amounts incurred by the Company</td><td></td><td></td></tr><tr><td>Payment processing and escrow services fee (ii)</td><td>6,381</td><td>8,937</td></tr><tr><td>Other amounts incurred (i)</td><td>1,449</td><td>2,378</td></tr><tr><td></td><td>7,830</td><td>11,315</td></tr></table>
+
+(i) The Company has other commercial arrangements and cost sharing arrangements with Ant Group and its affiliates on various sales and marketing, cloud, and other administrative and support services.  
+(ii) The Company has a commercial agreement with Alipay.com Co., Ltd., a wholly-owned subsidiary of Ant Group (“Alipay”), whereby the Company receives payment processing and escrow services in exchange for a payment for the services fee, which was recognized in cost of revenue.
+
+As of March 31 and September 30, 2025, the Company had certain amounts of cash held in accounts managed by Alipay in connection with the provision of online and mobile commerce and related services for a total amount of RMB5,863 million and RMB6,379 million, respectively, which have been classified as cash and cash equivalents on the unaudited condensed consolidated balance sheets.
+
+# ALIBABA GROUP HOLDING LIMITED NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS FOR THE SIX MONTHS ENDED SEPTEMBER 30, 2024 and 2025
+
+## 16. Related party transactions (Continued)
+
+Transactions with other investees
+
+The Company has commercial arrangements with certain investees of the Company related to cloud services. In connection with these services provided by the Company, RMB1,058 million and RMB3,854 million were recorded in revenue in the unaudited condensed consolidated income statements for the six months ended September 30, 2024 and 2025, respectively.
+
+The Company has commercial arrangements with certain investees of the Company related to marketing services. In connection with these services provided to the Company, RMB358 million and RMB864 million were recorded in cost of revenue and sales and marketing expenses in the unaudited condensed consolidated income statements for the six months ended September 30, 2024 and 2025, respectively.
+
+The Company has commercial arrangements with certain investees of the Company related to logistics services. In connection with these services provided by the Company, RMB2,092 million and RMB1,680 million were recorded in revenue in the unaudited condensed consolidated income statements for the six months ended September 30, 2024 and 2025, respectively. Costs and expenses incurred in connection with these services provided to the Company of RMB7,999 million and RMB8,251 million were recorded in the unaudited condensed consolidated income statements for the same periods, respectively.
+
+The Company has extended loans to certain investees for working capital and other uses in conjunction with the Company's investments. As of March 31 and September 30, 2025, the aggregate outstanding balance of these loans was RMB1,771 million and RMB1,992 million, respectively, with remaining terms of up to 5 years and interest rates of up to $10\%$ per annum as of March 31, 2025, and remaining terms of up to 6 years and interest rates of up to $10\%$ per annum as of September 30, 2025.
+
+The Company provided a guarantee for a term loan facility of HK\$7.7 billion in favor of Hong Kong Cingleot Investment Management Limited (“Cingleot”), a company that is partially owned by the Company, in connection with a logistics center development project at the Hong Kong International Airport. In May 2024, the loan facility was modified to a revolving loan facility and the facility amount was reduced to HK\$6.5 billion. As of March 31 and September 30, 2025, HK\$5,090 million (RMB4,697 million) and HK\$5,226 million (RMB4,771 million) was drawn down by Cingleot under this facility, respectively.
+
+The Company's ecosystem offers different platforms on which different enterprises operate and the Company believes that all transactions on the Company's platforms are conducted on terms determined based on normal commercial negotiation with similar unrelated parties.
+
+Other than the transactions disclosed above or elsewhere in the unaudited condensed consolidated financial statements, the Company has commercial arrangements with other investees and other related parties to provide and receive certain marketing, cloud and other services and products. The amounts relating to these services provided and received represent less than $1\%$ of the Company's revenue and total costs and expenses, respectively, for the six months ended September 30, 2024 and 2025.
+
+In addition, the Company has made certain acquisitions and equity investments together with related parties from time to time. The agreements for acquisitions and equity investments were entered into by the parties involved and conducted on fair value basis.
+
+## 17. Risks and contingencies
+
+(a) The Company is incorporated in the Cayman Islands and considered as a foreign entity under PRC laws. Due to legal restrictions on foreign ownership and investment in, among other areas, value-added telecommunications services, which include the operations of Internet content providers, the Company operates its Internet businesses and other businesses through various contractual arrangements with VIEs that are incorporated and owned by PRC citizens or by PRC entities owned and/or controlled by PRC citizens. The VIEs hold the licenses and approvals that are essential for their business operations in the PRC and the Company has entered into various agreements with the VIEs and their equity holders such that the Company has the right to benefit from their licenses and approvals and generally has control of the VIEs. In the Company’s opinion, the current ownership structure and the contractual arrangements with the VIEs and their equity holders as well as the operations of the VIEs are in substantial compliance with all existing PRC laws, rules and regulations. However, there may be changes and other developments in PRC laws, rules and regulations. Accordingly, the Company gives no assurance that PRC government authorities will not take a view in the future that is contrary to the opinion of the Company. If the current ownership structure of the Company and its contractual arrangements with the VIEs and their equity holders were found to be in violation of any existing or future PRC laws or regulations, the Company’s ability to conduct its business could be impacted and the Company may be required to restructure its ownership structure and operations in the PRC to comply with the changes in the PRC laws which may result in deconsolidation of the VIEs.  
+(b) The PRC market in which the Company operates poses certain macro-economic and regulatory risks and uncertainties. These uncertainties extend to the ability of the Company to operate or invest in online and mobile commerce or other Internet related businesses, representing the principal services provided by the Company, in the PRC. The information and technology industries are highly regulated. Restrictions are currently in place or are unclear regarding what specific segments of these industries foreign owned enterprises, like the Company, may operate. If new or more extensive restrictions were imposed on the segments in which the Company is permitted to operate, the Company could be required to sell or cease to operate or invest in some or all of its current businesses in the PRC.  
+(c) Because of the Company's equity interest in and close association with Ant Group and overlapping user bases, regulatory developments, litigation or proceedings, media and other reports, whether or not true, and other events that affect Ant Group could also negatively affect customers', regulators', investors' and other third parties' perception of the Company. Changes in Ant Group's business and future prospects, or speculation of such changes, as well as additional regulatory requirements placed on Ant Group, could in turn have a material adverse effect on the Company.  
+(d) The Company's sales, purchase and expense transactions are generally denominated in RMB and a significant portion of the Company's assets and liabilities are denominated in RMB. RMB is not freely convertible into foreign currencies. In the PRC, foreign exchange transactions are required by law to be transacted only by authorized financial institutions at exchange rates set by the People's Bank of China (the “PBOC”).
+
+Remittances in currencies other than RMB by the Company in the PRC must be processed through the PBOC or other PRC foreign exchange regulatory bodies and require certain supporting documentation in order to effect the remittance. If the foreign exchange control system prevents the Company from obtaining sufficient foreign currencies to satisfy its currency demands, the Company may not be able to pay dividends in foreign currencies and the Company’s ability to fund its business activities that are conducted in foreign currencies could be adversely affected.
+
+## 17. Risks and contingencies (Continued)
+
+(e) In the ordinary course of business, the Company makes strategic investments to increase the service offerings and expand capabilities. The Company continually reviews its investments to determine whether there is a decline in fair value below the carrying value. Fair value of the listed securities is subject to volatility and may be materially affected by market fluctuations.  
+(f) Financial instruments that potentially subject the Company to significant concentration of credit risk consist principally of cash and cash equivalents, short-term investments, restricted cash and equity securities and other investments. As of September 30, 2025, substantially all of the Company's cash and cash equivalents, restricted cash, short-term investments and other treasury investments were held by major financial institutions located worldwide, including Chinese mainland and Hong Kong S.A.R. If the financial institutions and other issuers of financial instruments held by the Company could become insolvent or if the markets for these instruments could become illiquid as a result of a severe economic downturn, the Company could lose some or all of the value of its investments.  
+(g) The Company offers trade assurance program on the international wholesale marketplaces at no charge to the wholesale buyers and sellers. If the wholesale sellers who participate in this program do not deliver the products in their stated specifications to the wholesale buyers on schedule, the Company may compensate the wholesale buyers for their losses on behalf of the wholesale sellers up to a pre-determined amount following a review of each particular case. In turn, the Company will seek a full reimbursement from the wholesale sellers for the prepaid reimbursement amount, yet the Company is exposed to a risk over the collectability of the reimbursement from the wholesale sellers. During the six months ended September 30, 2025, the Company did not incur any material losses with respect to the compensation provided under this program. Given that the maximum compensation for each wholesale seller is pre-determined based on their individual risk assessments by the Company considering their credit profile or other relevant information, the Company determined that the likelihood of material default on the payments is not probable and therefore no provisions have been made in relation to this program.  
+(h) In the ordinary course of business, the Company is from time to time involved in legal proceedings and litigations and is subject to regulatory investigations. The more stringent obligations under laws and regulations will create additional operational requirements with increased compliance costs for the Company. In March 2024, the European Commission, or the EU Commission, opened formal proceeding against AliExpress to assess whether AliExpress breached the Digital Services Act. On June 18, 2025, the EU Commission issued preliminary findings in which it considers on a preliminary basis that AliExpress is in breach of its obligation to assess and mitigate risks related to the dissemination of illegal content on its platform. In September 2025, AliExpress filed observations concerning such preliminary findings. The ultimate timeline and final outcome of the investigation is currently uncertain and subject to further communications with the EU Commission and their final decision based on such further communications and their deliberations. Any potential loss associated with the investigation is not reasonably estimable at this stage. Except for the above, there are no legal proceedings and litigations that have in the recent past had, or to the Company’s knowledge, are probable to have, a material impact on the Company’s financial positions, results of operations or cash flows. The Company did not accrue any material loss contingencies in this respect as of September 30, 2025.  
+(i) The Russia-Ukraine conflict has resulted in significant disruptions to supply chains, logistics and business activities in the region that has negatively affected our international commerce business and Cainiao's international logistics business. The conflict has also caused, and continues to intensify, significant geopolitical tensions in Europe and across the globe. The resulting sanctions imposed are expected to have significant impacts on the economic conditions of the countries and markets targeted by such sanctions, and may have unforeseen, unpredictable secondary effects on global energy prices, supply chains and other aspects of the global economy. The conflict may adversely affect the Company's business, financial condition and results of operations.  
+(j) The United Nations and a number of countries and jurisdictions, including China, the United States and the EU, have adopted various export control and economic or trade sanction regimes. In particular, the United States government and other governments have increasingly threatened and/or imposed export control, as well as economic, trade and other sanctions on a number of China-based companies. The United States and other countries may impose other and more expansive restrictions on the supply of chips, computing power or other technologies or services to China and China-based companies, including the Company, in the future. Such restrictions may affect the Company's businesses by limiting the Company's ability to upgrade its products and services, technological capabilities, in particular AI technologies, and to maintain its competitive edge, thereby negatively affecting the Company's results of operations, financial condition and growth potential.
+
+# ALIBABA GROUP HOLDING LIMITED
+
+# NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS
+
+# FOR THE SIX MONTHS ENDED SEPTEMBER 30, 2024 and 2025
+
+## 18. Segment information
+
+Prior to the quarter ended June 30, 2025, the Company had six reportable segments, namely Taobao and Tmall Group, Alibaba International Digital Commerce Group, Cloud Intelligence Group, Cainiao Smart Logistics Network Limited, Local Services Group, and Hujing Digital Media and Entertainment Group. Starting from the quarter ended June 30, 2025, the Company has implemented a new organizational structure, which the CODM started to review information under a new reporting structure, and segment reporting has been updated to conform to this change. Comparative figures for the six months ended September 30, 2024 were updated to conform to the segment presentation.
+
+Segment information is presented before elimination of inter-segment transactions. In general, revenue, cost of revenue and operating expenses are directly attributable, or are allocated, to each segment. The Company allocates costs and expenses that are not directly attributable to a specific segment, such as those that support infrastructure across different segments, to different segments mainly on the basis of usage, revenue or headcount, depending on the nature of the relevant costs and expenses. The Company does not allocate assets to its segments as the CODM does not evaluate the performance of segments using asset information.
+
+The CODM regularly reviews adjusted earnings before interest, taxes and amortization (“Adjusted EBITA”) for each segment which is considered as a segment operating performance measure. The CODM uses revenue and Adjusted EBITA to assess performance for each segment and allocate resources for each segment in the annual budget and forecasting process.
+
+The following table presents the information by segment for the six months ended September 30, 2024 and 2025:
+
+<table><tr><td rowspan="4"></td><td colspan="2">Six months ended September 30,</td></tr><tr><td>2024</td><td>2025</td></tr><tr><td>RMB</td><td>RMB</td></tr><tr><td colspan="2">(in millions)</td></tr><tr><td>Alibaba China E-commerce Group</td><td></td><td></td></tr><tr><td>Revenue</td><td>242,443</td><td>272,650</td></tr><tr><td>Costs and expenses (i)</td><td>(149,363)</td><td>(223,764)</td></tr><tr><td>Adjusted EBITA (ii)</td><td>93,080</td><td>48,886</td></tr><tr><td>Alibaba International Digital Commerce Group</td><td></td><td></td></tr><tr><td>Revenue</td><td>60,965</td><td>69,540</td></tr><tr><td>Costs and expenses (i)</td><td>(67,576)</td><td>(69,437)</td></tr><tr><td>Adjusted EBITA (ii)</td><td>(6,611)</td><td>103</td></tr><tr><td>Cloud Intelligence Group</td><td></td><td></td></tr><tr><td>Revenue</td><td>56,159</td><td>73,222</td></tr><tr><td>Costs and expenses (i)</td><td>(51,161)</td><td>(66,664)</td></tr><tr><td>Adjusted EBITA (ii)</td><td>4,998</td><td>6,558</td></tr><tr><td>All others</td><td></td><td></td></tr><tr><td>Revenue</td><td>165,837</td><td>121,568</td></tr><tr><td>Costs and expenses (i)</td><td>(168,747)</td><td>(126,353)</td></tr><tr><td>Adjusted EBITA (ii)</td><td>(2,910)</td><td>(4,785)</td></tr></table>
+
+# ALIBABA GROUP HOLDING LIMITED
+
+# NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS
+
+# FOR THE SIX MONTHS ENDED SEPTEMBER 30, 2024 and 2025
+
+## 18. Segment information (Continued)
+
+The following table presents the reconciliation from the total segments Adjusted EBITA to the consolidated net income for the six months ended September 30, 2024 and 2025:
+
+<table><tr><td rowspan="3"></td><td colspan="2">Six months ended September 30,</td></tr><tr><td>2024</td><td>2025</td></tr><tr><td>RMB</td><td>RMB</td></tr><tr><td></td><td colspan="2">(in millions)</td></tr><tr><td>Total segments Adjusted EBITA</td><td>88,557</td><td>50,762</td></tr><tr><td>Unallocated (iii)</td><td>(2,142)</td><td>(1,640)</td></tr><tr><td>Inter-segment elimination</td><td>(819)</td><td>(1,205)</td></tr><tr><td>Non-cash share-based compensation expense</td><td>(7,775)</td><td>(6,076)</td></tr><tr><td>Amortization and impairment of intangible assets, and others</td><td>(3,441)</td><td>(1,488)</td></tr><tr><td>Provision for the shareholder class action lawsuits</td><td>(3,145)</td><td>—</td></tr><tr><td>Consolidated income from operations</td><td>71,235</td><td>40,353</td></tr><tr><td>Interest and investment income, net</td><td>17,129</td><td>37,468</td></tr><tr><td>Interest expense</td><td>(4,615)</td><td>(4,995)</td></tr><tr><td>Other (expense) income, net</td><td>(1,221)</td><td>1,329</td></tr><tr><td>Income tax expenses</td><td>(17,442)</td><td>(14,415)</td></tr><tr><td>Share of results of equity method investees</td><td>2,483</td><td>3,254</td></tr><tr><td>Consolidated net income</td><td>67,569</td><td>62,994</td></tr></table>
+
+The following table presents the depreciation and impairment of property and equipment, and operating lease cost relating to land use rights by segment for the six months ended September 30, 2024 and 2025:
+
+<table><tr><td rowspan="4"></td><td colspan="2">Six months ended September 30,</td></tr><tr><td>2024</td><td>2025</td></tr><tr><td>RMB</td><td>RMB</td></tr><tr><td colspan="2">(in millions)</td></tr><tr><td>Alibaba China E-commerce Group</td><td>79</td><td>62</td></tr><tr><td>Alibaba International Digital Commerce Group</td><td>547</td><td>370</td></tr><tr><td>Cloud Intelligence Group</td><td>6,906</td><td>11,877</td></tr><tr><td>All others</td><td>4,087</td><td>1,226</td></tr><tr><td>Total segments depreciation and impairment of property and equipment, and operating lease cost relating to land use rights</td><td>11,619</td><td>13,535</td></tr></table>
+
+(i) Segment costs and expenses primarily comprise components that are included in cost of revenue, product development expenses, sales and marketing expenses, as well as general and administrative expenses.  
+(ii) Adjusted EBITA represents net income before interest and investment income, net, interest expense, other (expense) income, net, income tax expenses, share of results of equity method investees, certain non-cash expenses, consisting of share-based compensation expense, amortization and impairment of intangible assets, impairment of goodwill, and others, which the Company does not believe are reflective of the Company's core operating performance during the periods presented.  
+(iii) Unallocated primarily relates to certain costs incurred by corporate functions and other miscellaneous items that are not allocated to individual segments.
+
+Details of the Company's revenue by segment are set out in Note 4.
+
+# ALIBABA GROUP HOLDING LIMITED
+
+# NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS
+
+# FOR THE SIX MONTHS ENDED SEPTEMBER 30, 2024 and 2025
+
+## 19. Aging analysis
+
+## Accounts receivable
+
+The aging analysis of the accounts receivable, net of allowance, based on billing date is as follows:
+
+<table><tr><td rowspan="4"></td><td>As of March 31,</td><td>As of September 30,</td></tr><tr><td>2025</td><td>2025</td></tr><tr><td>RMB</td><td>RMB</td></tr><tr><td colspan="2">(in millions)</td></tr><tr><td>0-3 months</td><td>25,172</td><td>25,073</td></tr><tr><td>3-6 months</td><td>3,078</td><td>3,395</td></tr><tr><td>6-12 months</td><td>1,775</td><td>2,344</td></tr><tr><td>Over 1 year</td><td>627</td><td>834</td></tr><tr><td>Accounts receivable, net of allowance</td><td>30,652</td><td>31,646</td></tr></table>
+
+## Accounts payable
+
+The aging analysis of the accounts payable based on billing date is as follows:
+
+<table><tr><td rowspan="4"></td><td>As of March 31,</td><td>As of September 30,</td></tr><tr><td>2025</td><td>2025</td></tr><tr><td>RMB</td><td>RMB</td></tr><tr><td colspan="2">(in millions)</td></tr><tr><td>0-3 months</td><td>52,019</td><td>56,073</td></tr><tr><td>3-6 months</td><td>3,990</td><td>5,696</td></tr><tr><td>6-12 months</td><td>846</td><td>1,600</td></tr><tr><td>Over 1 year</td><td>1,346</td><td>1,570</td></tr><tr><td>Accounts payable</td><td>58,201</td><td>64,939</td></tr></table>
+
+## 20. Dividends
+
+The Board did not recommend the distribution of interim dividend for the six months ended September 30, 2024 and 2025.
+
+## 21. Subsequent events
+
+Save as disclosed in the unaudited condensed consolidated financial statements, there were no significant events that might affect the Company since September 30, 2025.
+
+# ALIBABA GROUP HOLDING LIMITED
+
+# NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS
+
+# FOR THE SIX MONTHS ENDED SEPTEMBER 30, 2024 and 2025
+
+## 22. Reconciliations between U.S. GAAP and International Financial Reporting Standards
+
+The unaudited condensed consolidated financial statements are prepared in accordance with U.S. GAAP, which differ in certain respects from International Financial Reporting Standards (“IFRS”). The effects of material differences between the unaudited condensed consolidated financial statements of the Company prepared under U.S. GAAP and IFRS are as follows:
+
+Reconciliation of Unaudited Condensed Consolidated Balance Sheets (Extract)
+
+<table><tr><td rowspan="3"></td><td colspan="10">As of March 31, 2025</td></tr><tr><td>Amounts as reported under U.S. GAAP</td><td>Consolidation and business combinations, and others (i)</td><td>Equity securities without readily determinable fair value (ii)</td><td>Equity method investments (iii)</td><td>Share-based awards (iv)</td><td>Operating leases (v)</td><td>Redeemable noncontrolling interests (vi)</td><td>Hyperinflation (vii)</td><td>Convertible unsecured senior notes and instruments in an entity’s own equity (viii)</td><td>Amounts under IFRS</td></tr><tr><td colspan="10">(in millions of RMB)</td></tr><tr><td>Equity securities and other investments</td><td>356,818</td><td>—</td><td>5,003</td><td>3,547</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>365,368</td></tr><tr><td>Prepayments, receivables and other assets</td><td>83,431</td><td>(258)</td><td>485</td><td>—</td><td>578</td><td>(1,010)</td><td>—</td><td>382</td><td>6,874</td><td>90,482</td></tr><tr><td>Investments in equity method investees</td><td>210,169</td><td>(241)</td><td>—</td><td>(226)</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>209,702</td></tr><tr><td>Property and equipment, net</td><td>203,348</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>1,318</td><td>—</td><td>204,666</td></tr><tr><td>Intangible assets, net</td><td>20,911</td><td>(1,861)</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>426</td><td>—</td><td>19,476</td></tr><tr><td>Goodwill</td><td>255,501</td><td>(36,284)</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>3,180</td><td>—</td><td>222,397</td></tr><tr><td>Total assets</td><td>1,804,227</td><td>(38,644)</td><td>5,488</td><td>3,321</td><td>578</td><td>(1,010)</td><td>—</td><td>5,306</td><td>6,874</td><td>1,786,140</td></tr><tr><td>Deferred tax liabilities</td><td>48,454</td><td>(719)</td><td>368</td><td>(283)</td><td>(78)</td><td>—</td><td>—</td><td>(51)</td><td>—</td><td>47,691</td></tr><tr><td>Convertible unsecured senior notes</td><td>35,834</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>16,021</td><td>51,855</td></tr><tr><td>Other liabilities</td><td>17,644</td><td>—</td><td>—</td><td>—</td><td>—</td><td>(2)</td><td>10,247</td><td>—</td><td>—</td><td>27,889</td></tr><tr><td>Total liabilities</td><td>714,121</td><td>(719)</td><td>368</td><td>(283)</td><td>(78)</td><td>(2)</td><td>10,247</td><td>(51)</td><td>16,021</td><td>739,624</td></tr><tr><td>Mezzanine equity</td><td>11,713</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>(11,713)</td><td>—</td><td>—</td><td>—</td></tr><tr><td>Total shareholders’ equity</td><td>1,009,858</td><td>(17,402)</td><td>5,120</td><td>3,604</td><td>656</td><td>(1,008)</td><td>1,439</td><td>2,616</td><td>(9,147)</td><td>995,736</td></tr><tr><td>Noncontrolling interests</td><td>68,535</td><td>(20,523)</td><td>—</td><td>—</td><td>—</td><td>—</td><td>27</td><td>2,741</td><td>—</td><td>50,780</td></tr><tr><td>Total equity</td><td>1,078,393</td><td>(37,925)</td><td>5,120</td><td>3,604</td><td>656</td><td>(1,008)</td><td>1,466</td><td>5,357</td><td>(9,147)</td><td>1,046,516</td></tr><tr><td>Total liabilities, mezzanine equity and equity</td><td>1,804,227</td><td>(38,644)</td><td>5,488</td><td>3,321</td><td>578</td><td>(1,010)</td><td>—</td><td>5,306</td><td>6,874</td><td>1,786,140</td></tr></table>
+
+# ALIBABA GROUP HOLDING LIMITED
+
+# NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS
+
+# FOR THE SIX MONTHS ENDED SEPTEMBER 30, 2024 and 2025
+
+## 22. Reconciliations between U.S. GAAP and International Financial Reporting Standards (Continued)
+
+Reconciliation of Unaudited Condensed Consolidated Balance Sheets (Extract)
+
+As of September 30, 2025
+
+<table><tr><td rowspan="2"></td><td>Amounts as reported under U.S. GAAP</td><td>Consolidation and business combinations, and others (i)</td><td>Equity securities without readily determinable fair value (ii)</td><td>Equity method investments (iii)</td><td>Share-based awards (iv)</td><td>Operating leases (v)</td><td>Redeemable noncontrolling interests (vi)</td><td>Hyperinflation (vii)</td><td>Convertible unsecured senior notes and instruments in an entity&#x27;s own equity (viii)</td><td>Amounts under IFRS</td></tr><tr><td colspan="10">(in millions of RMB)</td></tr><tr><td>Equity securities and other investments</td><td>411,953</td><td>—</td><td>3,282</td><td>4,223</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>419,458</td></tr><tr><td>Prepayments, receivables and other assets</td><td>96,927</td><td>(258)</td><td>521</td><td>—</td><td>637</td><td>(974)</td><td>—</td><td>1,023</td><td>8,315</td><td>106,191</td></tr><tr><td>Investments in equity method investees</td><td>206,862</td><td>(241)</td><td>—</td><td>(784)</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>205,837</td></tr><tr><td>Property and equipment, net</td><td>246,539</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>699</td><td>—</td><td>247,238</td></tr><tr><td>Intangible assets, net</td><td>19,429</td><td>(1,688)</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>445</td><td>—</td><td>18,186</td></tr><tr><td>Goodwill</td><td>255,551</td><td>(36,278)</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>3,304</td><td>—</td><td>222,577</td></tr><tr><td>Total assets</td><td>1,883,880</td><td>(38,465)</td><td>3,803</td><td>3,439</td><td>637</td><td>(974)</td><td>—</td><td>5,471</td><td>8,315</td><td>1,866,106</td></tr><tr><td>Deferred tax liabilities</td><td>46,802</td><td>(684)</td><td>324</td><td>(292)</td><td>(170)</td><td>—</td><td>—</td><td>(52)</td><td>—</td><td>45,928</td></tr><tr><td>Convertible unsecured senior notes</td><td>57,481</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>34,064</td><td>91,545</td></tr><tr><td>Exchangeable bonds</td><td>13,755</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>13,755</td></tr><tr><td>Other liabilities</td><td>21,354</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>8,467</td><td>—</td><td>—</td><td>29,821</td></tr><tr><td>Total liabilities</td><td>772,095</td><td>(684)</td><td>324</td><td>(292)</td><td>(170)</td><td>—</td><td>8,467</td><td>(52)</td><td>34,064</td><td>813,752</td></tr><tr><td>Mezzanine equity</td><td>9,884</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>(9,884)</td><td>—</td><td>—</td><td>—</td></tr><tr><td>Total shareholders&#x27; equity</td><td>1,032,495</td><td>(17,252)</td><td>3,479</td><td>3,731</td><td>807</td><td>(974)</td><td>1,432</td><td>2,711</td><td>(25,749)</td><td>1,000,680</td></tr><tr><td>Noncontrolling interests</td><td>69,406</td><td>(20,529)</td><td>—</td><td>—</td><td>—</td><td>—</td><td>(15)</td><td>2,812</td><td>—</td><td>51,674</td></tr><tr><td>Total equity</td><td>1,101,901</td><td>(37,781)</td><td>3,479</td><td>3,731</td><td>807</td><td>(974)</td><td>1,417</td><td>5,523</td><td>(25,749)</td><td>1,052,354</td></tr><tr><td>Total liabilities, mezzanine equity and equity</td><td>1,883,880</td><td>(38,465)</td><td>3,803</td><td>3,439</td><td>637</td><td>(974)</td><td>—</td><td>5,471</td><td>8,315</td><td>1,866,106</td></tr></table>
+
+# ALIBABA GROUP HOLDING LIMITED
+
+# NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS
+
+# FOR THE SIX MONTHS ENDED SEPTEMBER 30, 2024 and 2025
+
+## 22. Reconciliations between U.S. GAAP and International Financial Reporting Standards (Continued)
+
+Reconciliation of Unaudited Condensed Consolidated Income Statement (Extract)
+
+Six months ended September 30, 2024
+
+<table><tr><td rowspan="2"></td><td>Amounts as reported under U.S. GAAP</td><td>Consolidation and business combinations, and others (i)</td><td>Equity securities without readily determinable fair value (ii)</td><td>Equity method investments (iii)</td><td>Share-based awards (iv)</td><td>Operating leases (v)</td><td>Redeemable noncontrolling interests (vi)</td><td>Hyperinflation (vii)</td><td>Convertible unsecured senior notes and instruments in an entity&#x27;s own equity (viii)</td><td>Amounts under IFRS</td></tr><tr><td colspan="10">(in millions of RMB)</td></tr><tr><td>Revenue</td><td>479,739</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>97</td><td>—</td><td>479,836</td></tr><tr><td>Cost of revenue</td><td>(290,135)</td><td>—</td><td>—</td><td>—</td><td>(22)</td><td>641</td><td>—</td><td>(235)</td><td>—</td><td>(289,751)</td></tr><tr><td>Product development expenses</td><td>(27,555)</td><td>—</td><td>—</td><td>—</td><td>(10)</td><td>—</td><td>—</td><td>(1)</td><td>—</td><td>(27,566)</td></tr><tr><td>Sales and marketing expenses</td><td>(65,167)</td><td>—</td><td>—</td><td>—</td><td>(2)</td><td>1</td><td>—</td><td>(323)</td><td>—</td><td>(65,491)</td></tr><tr><td>General and administrative expenses</td><td>(23,057)</td><td>—</td><td>—</td><td>—</td><td>(18)</td><td>70</td><td>—</td><td>(9)</td><td>—</td><td>(23,014)</td></tr><tr><td>Amortization and impairment of intangible assets</td><td>(3,441)</td><td>160</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>39</td><td>—</td><td>(3,242)</td></tr><tr><td>Other gains, net</td><td>851</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>851</td></tr><tr><td>Income from operations</td><td>71,235</td><td>160</td><td>—</td><td>—</td><td>(52)</td><td>712</td><td>—</td><td>(432)</td><td>—</td><td>71,623</td></tr><tr><td>Interest and investment income, net</td><td>17,129</td><td>—</td><td>1,750</td><td>(56)</td><td>—</td><td>—</td><td>22</td><td>61</td><td>(7,689)</td><td>11,217</td></tr><tr><td>Interest expense</td><td>(4,615)</td><td>—</td><td>—</td><td>—</td><td>—</td><td>(775)</td><td>(434)</td><td>(12)</td><td>—</td><td>(5,836)</td></tr><tr><td>Other expense, net</td><td>(1,221)</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>442</td><td>—</td><td>(779)</td></tr><tr><td>Income tax expenses</td><td>(17,442)</td><td>(35)</td><td>109</td><td>(227)</td><td>866</td><td>11</td><td>—</td><td>(221)</td><td>—</td><td>(16,939)</td></tr><tr><td>Share of results of equity method investees</td><td>2,483</td><td>—</td><td>—</td><td>1,151</td><td>4</td><td>—</td><td>—</td><td>—</td><td>—</td><td>3,638</td></tr><tr><td>Net income</td><td>67,569</td><td>125</td><td>1,859</td><td>868</td><td>818</td><td>(52)</td><td>(412)</td><td>(162)</td><td>(7,689)</td><td>62,924</td></tr><tr><td>Net loss attributable to noncontrolling interests</td><td>854</td><td>(59)</td><td>—</td><td>—</td><td>(3)</td><td>—</td><td>133</td><td>145</td><td>—</td><td>1,070</td></tr><tr><td>Accretion of mezzanine equity</td><td>(280)</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>280</td><td>—</td><td>—</td><td>—</td></tr><tr><td>Net income attributable to ordinary shareholders</td><td>68,143</td><td>66</td><td>1,859</td><td>868</td><td>815</td><td>(52)</td><td>1</td><td>(17)</td><td>(7,689)</td><td>63,994</td></tr></table>
+
+## 22. Reconciliations between U.S. GAAP and International Financial Reporting Standards (Continued)
+
+Reconciliation of Unaudited Condensed Consolidated Income Statement (Extract) (Continued)
+
+Six months ended September 30, 2025
+
+<table><tr><td rowspan="2"></td><td>Amounts as reported under U.S. GAAP</td><td>Consolidation and business combinations, and others (i)</td><td>Equity securities without readily determinable fair value (ii)</td><td>Equity method investments (iii)</td><td>Share-based awards (iv)</td><td>Operating leases (v)</td><td>Redeemable noncontrolling interests (vi)</td><td>Hyperinflation (vii)</td><td>Convertible unsecured senior notes and instruments in an entity’s own equity (viii)</td><td>Amounts under IFRS</td></tr><tr><td colspan="10">(in millions of RMB)</td></tr><tr><td>Revenue</td><td>495,447</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>1</td><td>—</td><td>495,448</td></tr><tr><td>Cost of revenue</td><td>(287,210)</td><td>—</td><td>—</td><td>—</td><td>(12)</td><td>304</td><td>—</td><td>(425)</td><td>—</td><td>(287,343)</td></tr><tr><td>Product development expenses</td><td>(32,096)</td><td>—</td><td>—</td><td>—</td><td>(7)</td><td>—</td><td>—</td><td>(15)</td><td>—</td><td>(32,118)</td></tr><tr><td>Sales and marketing expenses</td><td>(119,674)</td><td>—</td><td>—</td><td>—</td><td>(2)</td><td>1</td><td>—</td><td>(154)</td><td>—</td><td>(119,829)</td></tr><tr><td>General and administrative expenses</td><td>(14,778)</td><td>—</td><td>—</td><td>—</td><td>(14)</td><td>36</td><td>—</td><td>(5)</td><td>—</td><td>(14,761)</td></tr><tr><td>Amortization and impairment of intangible assets</td><td>(1,633)</td><td>173</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>67</td><td>—</td><td>(1,393)</td></tr><tr><td>Other gains (losses), net</td><td>297</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>(506)</td><td>—</td><td>(209)</td></tr><tr><td>Income from operations</td><td>40,353</td><td>173</td><td>—</td><td>—</td><td>(35)</td><td>341</td><td>—</td><td>(1,037)</td><td>—</td><td>39,795</td></tr><tr><td>Interest and investment income, net</td><td>37,468</td><td>—</td><td>(1,641)</td><td>210</td><td>—</td><td>61</td><td>10</td><td>16</td><td>(18,008)</td><td>18,116</td></tr><tr><td>Interest expense</td><td>(4,995)</td><td>(395)</td><td>—</td><td>—</td><td>—</td><td>(337)</td><td>1,536</td><td>(30)</td><td>—</td><td>(4,221)</td></tr><tr><td>Other income, net</td><td>1,329</td><td>7</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>396</td><td>—</td><td>1,732</td></tr><tr><td>Income tax expenses</td><td>(14,415)</td><td>(35)</td><td>39</td><td>1</td><td>60</td><td>(31)</td><td>—</td><td>(389)</td><td>—</td><td>(14,770)</td></tr><tr><td>Share of results of equity method investees</td><td>3,254</td><td>—</td><td>—</td><td>(79)</td><td>29</td><td>—</td><td>—</td><td>—</td><td>—</td><td>3,204</td></tr><tr><td>Net income</td><td>62,994</td><td>(250)</td><td>(1,602)</td><td>132</td><td>54</td><td>34</td><td>1,546</td><td>(1,044)</td><td>(18,008)</td><td>43,856</td></tr><tr><td>Net income attributable to noncontrolling interests</td><td>(1,326)</td><td>(65)</td><td>—</td><td>—</td><td>(3)</td><td>—</td><td>887</td><td>251</td><td>—</td><td>(256)</td></tr><tr><td>Reversal of accretion of mezzanine equity</td><td>2,438</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>(2,438)</td><td>—</td><td>—</td><td>—</td></tr><tr><td>Net income attributable to ordinary shareholders</td><td>64,106</td><td>(315)</td><td>(1,602)</td><td>132</td><td>51</td><td>34</td><td>(5)</td><td>(793)</td><td>(18,008)</td><td>43,600</td></tr></table>
+
+## (i) Consolidation and business combinations
+
+The Company consolidates an entity when the Company obtains control over the entity and deconsolidates the entity upon the loss of control. Under U.S. GAAP, control generally exists when the Company obtains a controlling financial interest over an entity, whereby the usual condition is ownership of over 50% of the voting shares. Under IFRS, de facto control exists when the Company has the practical ability to direct the relevant activities of the entity, even if the Company owns less than 50% of the voting shares.
+
+The Company recognizes noncontrolling interests to reflect the portion of equity of a subsidiary that is not attributable to the Company. Under U.S. GAAP, noncontrolling interests are measured at fair value and full goodwill in relation to the acquiree is recognized in a business combination. Under IFRS, the Company can elect, on a transaction-by-transaction basis, to measure noncontrolling interests at the noncontrolling interests' proportionate share of the acquiree's net identifiable assets and partial goodwill is recognized to reflect the controlling interests only.
+
+The Company recognizes an impairment loss when the Company determines that the carrying value of goodwill is not recoverable. Under U.S. GAAP, the impairment loss is measured by comparing the carrying value of the reporting unit, including goodwill, with its fair value. Under IFRS, the carrying value is compared with the recoverable amount, which is the higher of fair value less costs of disposal and value in use.
+
+# ALIBABA GROUP HOLDING LIMITED NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS FOR THE SIX MONTHS ENDED SEPTEMBER 30, 2024 and 2025
+
+## 22. Reconciliations between U.S. GAAP and International Financial Reporting Standards (Continued)
+
+## (ii) Equity securities without readily determinable fair value
+
+Under U.S. GAAP, the Company can elect, on an instrument-by-instrument basis, to apply the measurement alternative to record the investments in equity securities without readily determinable fair values at cost, less impairment, with subsequent adjustments for observable price changes recognized in the unaudited condensed consolidated income statements. Under IFRS, these investments are measured at fair value with changes in fair value recognized in the unaudited condensed consolidated income statements.
+
+## (iii) Equity method investments
+
+The Company generally applies the equity method to account for equity investments over which it has significant influence. Under U.S. GAAP, significant influence is presumed to exist for an investment in limited partnership or unincorporated entity, unless the investment is so minor that the Company has virtually no influence over the entity's operating and financial policies. Under IFRS, significant influence is presumed to exist for an investment of over $20\%$ of the voting rights of an entity.
+
+The Company records its share of the post-acquisition results of its equity method investees and adjusts for the basis differences that exist between the carrying values of the equity method investments and the Company's proportionate share of the carrying value of the investee's net assets. Adjustments are made to the financial statements of the equity method investees prepared under U.S. GAAP in order to conform to the Company's accounting policies under IFRS and to reflect the basis differences of the equity method investments under IFRS, if different from those under U.S. GAAP.
+
+## (iv) Share-based awards
+
+The employees of the Company hold share-based awards relating to an equity method investee of the Company that were granted and will be settled by related parties or economic interest holders of the Company. Under U.S. GAAP, the cost related to these awards is recognized over the requisite service period, with subsequent changes in fair value of these awards recognized in the unaudited condensed consolidated income statements. Under IFRS, these awards are not considered as share based payments of the Company and the cost relating to these awards is not recognized.
+
+The Company accounts for income tax effects of share-based awards that ordinarily give rise to tax deduction. Under U.S. GAAP, deferred taxes for these awards are measured based on share-based compensation expenses recognized in the unaudited condensed consolidated financial statements. Under IFRS, deferred taxes for these awards are measured based on future tax deduction estimated at the end of each reporting period.
+
+## (v) Operating leases
+
+Under U.S. GAAP, the amortization of right-of-use assets and the interest expense related to lease liabilities are recorded together as lease expense and recognized in the unaudited condensed consolidated income statements on a straight-line basis. Under IFRS, the right-of-use assets are amortized on a straight-line basis while the interest expense related to lease liabilities are recognized in the unaudited condensed consolidated income statements using effective interest method.
+
+## (vi) Redeemable noncontrolling interests
+
+Equity interests issued by certain subsidiaries of the Company are redeemable. Under U.S. GAAP, redeemable equity interests are classified as mezzanine equity if the redemption is outside the Company's control and as noncontrolling interests if equity interests issued by finite-lived subsidiaries are mandatorily redeemable only upon liquidation. Under IFRS, these redeemable equity interests are generally classified as financial liabilities.
+
+# ALIBABA GROUP HOLDING LIMITED NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS FOR THE SIX MONTHS ENDED SEPTEMBER 30, 2024 and 2025
+
+## 22. Reconciliations between U.S. GAAP and International Financial Reporting Standards (Continued)
+
+## (vii) Hyperinflation
+
+Under U.S. GAAP, when the Company determines that a subsidiary is operating in a highly inflationary economy, the financial statements of this subsidiary are remeasured prospectively as if its functional currency was the functional currency of its immediate parent company. Under IFRS, the financial statements of the subsidiary operating in a highly inflationary economy are restated in terms of the measuring unit current at the end of the reporting period.
+
+## (viii) Convertible unsecured senior notes and instruments in an entity's own equity
+
+Certain unsecured senior notes issued by the Company are convertible into its ordinary shares. Under U.S. GAAP, these convertible notes are accounted for in entirety as liabilities measured at amortized cost with debt discounts and debt issuance costs amortized using the effective interest method. Under IFRS, these convertible notes that the Company can settle in cash at its election are accounted for as hybrid instruments, and the Company designates the hybrid instruments as financial liabilities measured at fair value with changes in fair value recognized in the unaudited condensed consolidated income statements, whereas changes in fair value attributed to credit risk recognized separately in other comprehensive income are insignificant. Furthermore, under IFRS, if the conversion options embedded in the convertible unsecured senior notes or the exchange options embedded in the exchangeable bonds are not classified as equity, the respective instruments are classified as current liabilities when the holders have the right to convert or exchange them within twelve months after the reporting period.
+
+Under U.S. GAAP, for an instrument in an entity's own equity to be classified as equity, the instrument must be both (1) indexed to the entity's stock (commonly referred to as “fixed-for-fixed” test) and (2) classified in shareholders' equity, regardless of whether the instrument is a derivative under ASC 815. Under IFRS, a derivative in an entity's own equity may nonetheless be considered an equity instrument if the derivative meets the “fixed-for-fixed” test, whereas a non-derivative that includes no contractual obligation for the entity to deliver cash, financial asset or a variable number of its own equity instrument is recognized in shareholders' equity with no subsequent measurement. Besides, differences exist in the application of the “fixed-for-fixed” test between U.S. GAAP and IFRS. For example, settlement alternatives that may permit equity classification under U.S. GAAP typically result in an asset or a liability classification under IFRS. Consequently, depending on the specific terms and conditions, an instrument in an entity's own equity may be classified as equity under U.S. GAAP but as an asset or a liability measured at fair value, with changes in fair value recognized in the unaudited condensed consolidated income statement, under IFRS, or vice versa.
+
+![](images/660e275e7fb83ccfc83880f2a2915923c0d612de14238c317aa7c59ec73b42d0.jpg)
+
+## Alibaba
+
+Alibaba Group Holding Limited
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/images/image-1-Alibaba.jpg b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/images/image-1-Alibaba.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..61a0f0f3da4419241fb40b25d4e33801991d5b95
GIT binary patch
literal 4916
zcmbW4XH-*Lw}v-OI!H$$geC$3l-`Mop&meL=p00fMDc*sAVfh$awq}<f(Q~oB$R*z
zX#!Fd0UIsRP$cvsNDDP2H+t^)zA^6i=iWQ_nETIOV~zQ|Ys`1gMgK~l0*+gmS(*V%
zOaQ>dcmVnsU<z;?JH~#Djf0(?os*M;i$|E3hnt({grE?=Fz6&$3UpFZQd(Z^w6v^>
zoTQ|pu9C`GbuBF|@M(QxJq;r@O)ZUIn=o;5a`JHVi1YG_Ysg5-X#Agp{ss`>03HF~
zS(s!2W&tJ^0VaA60A|$5#`HUY{|+W*7FM=n>>Qk2+>8Yc#{p(078Yh!7B)6kR>tZ$
z#&>{KfK5<F{roW@dtY|hP+^Tb8O0oO7wS4i90u3rH7|!HaB_)?iJv%mO5wDklCqYz
zj;@}*f$2q<nYo3fm7|lh3*6Ps-S3KjKw!|-;G5wQkx|hx$i%z%?k7D+MrUR{%FfAs
zoR^O&DJ^?m{-Of=vL4^?s<ElLrK`K=?YrLhef>kjBclZ3*KZ{9^vvws{KDeW^2X-Y
zHf3jbZ~x#I7Zbqp4;JJ757__U5@2vKv$C?Vvj5^@Vvb@YivTN|jQTOb^Y-k%p+d46
zcQ}MEWE9tRa>{8stczR@8{`s|*CL<V_=WbH?0*NA@c$zF7udhKNB|ED6XWn$1OO<|
z1`~$&g5!nlVZeW;qX%i+tMBC`=cyYP9j=y6KCmgRc^_1hHr#2@_KBwg)Kav+I8HOw
zZoa;L@a?Y<od3fEvtm>s0xPb(MS{k>byV+moP=+WOex}=5<3r6K-Z1BSLCveLg6!m
z;Y~?><zxJZS9rsFm0#=z&E`bGZmD0}=!cN*Wn)sfgUkonwDE_h4+#%-31@@pz)OGX
z_d7*9v#6{MI&eF>O=M+r4`opRI*90?vgyzP<$;!Uoh&^Cu)##@wOi@$=j(Ie&bL%G
zT?3uKJ^4mM=;a1}=4H`0ZKcWKiF@%Y@#g7-=DgyZNf&g`q`nxosZ*reCDqDy*u_{`
z5AB@2)IS?;54&>hKV@M^b&2UTa3y~!JpGuD&uY%fktoaO4<<LaK^-TDo+^z-CNyUU
zZ!h-dm(+c{?RuL@ew(=w|DAm~cP}c%<01;}%|F$K%8nuhCT*`OnSYx)X1m#;f|B}v
zFBo2J4zYH}&8G7UJk>1|*+R|UG(aVU5B#D122sJj`$=pQOw=AUW!2euKu(rBKWKjr
zTxJPFhA$33uV(Y>t$a}FHd$K3C^_h|u)V!a#Ep>F@_fCd%3AQJtg9hfPX@)kWjD0)
z<uiIgPb_?j)c5{CvaC3(P-A^{*hVzQitM*=OP`nE+R)?CNJLa)OH&$I0xO$CeSp(z
z7rnen>)LGSSl`F8@Q3hg&ra7lE7|22411+Vu_ctb7pb~mH#t~F&J|Yr#%m%Xgv$?$
zo2f0M{p;&i51k&GUx3`O+X$#Ef7p&HI!@zkzd@`Pu6Npg(N1>hlW!=4928bMY1>E*
zz;E|P9GB<MIp2Ne3n4OfdJN>8BSr_zn~dddc7y#UTe!AMlq1N`Uu>S@YKmEj#>YrC
z7kdWfdV3ZbsnTjL>G>Y<`omuaw_G!*DN?QKzJJ1nwi2m5vwPeUaZ_F}#Zp4VcMa0{
zjvRLv2g;+Ih}2y<i*G-5<e7$6tPvXIQpDW;R}Kz^TTfiRo-;_jP2Ftd>PX+NM)B>L
zd0Af{U0bY1Vz;kC-^3Cz9%H6gnY&pLlEG(1%mAD<cW!@qha+si&`eh=RiZ2BB~>5;
zv*+Dw!L9J!VBvL*K^%MVI0n6|G@Pop+35z>b*Ne%$Pf9Uh>dEgPAh0`X-PY?V>wF$
zA@bWdj_@%akif@uAl|eArB=ROwLE>*VQ==TIj4JLr^M4#cyoJ0y$w-U-~x2)FHLX%
z*y)MOyK<{07r^AZ*N>322K3sdepEn!v9)BDr--I2E<u-KY~?0D*>LKH=}-+dw9I4n
zf`8ME9Wj<Iy(&ltc+xThfe@A(?Ynsdd5CEW4iH%&OeU3CD|eelpd4Kmdh*{+-Wu3H
zXIx^)zJ&e|6?pm6+s737+2NoXOIt^R?LxRx7uOd{Heq`QS9_Q+z>=6jXoGaNjOS-R
z8S|{WI@S9D`LZx?7fkj>c%^qQx_+PdOobdbrJRNiwTA8YYY%zZ8EThv`j#n$yfS8f
zJ@9S^^Sws_CNA`@CcX_?hP)p0vxgaqUo{WqJiVp8Ja1_rwq@jrvAOKv<*3g%yY}#d
zS`1nd_?0zdT{OW-K|0`&o>q6R8`p}ur`u(6Vk<Hj-nSWXUk4m}RI<9{wHhlf$-C-;
z**3qE7hvO^Dz;1qE&_l4X%7?mQDkBoC0|RjmKWH6i4}Zds|&W;0-3%gwe7$^9~uSj
z$w;8Q8<vyGVxZ`1X*_XFaAKsAItSn5T!wzGj>&scA+BWRVqTwxb$BtOH?fuy84#)R
z!7bgv*0L0XUblPBrC8~5mNafR=Q*z36e4QV`Us4=fxPPV)gcqzsyyiK{wgV^)L?(P
zn)|4)MBk-~6n6L7{*|h}dln<<TA(kC5>MR|wm-+v`y3k*cQ3r8Y_Tp`Oz7ibpXQh`
z`xLY~wEg&?ZCM3(GF*o+tNz(6r2Bwa4zJJgT}8g!2OAem<AMb!zTWWZ!_KH_rJaH*
z>5EXljtcF?gZ5|n0lCIwezQK0kd5b{1{=i4OtUEYdO=I$KJ3R}l5##p)DqTgRk`$x
zq=<QKx|o1ge8${zhASF%=>Bt6jGLCkx!*B%V~q}^`YjQJf}=Lv&zZ#VX?`;gLlCP}
ze21$r4R=B%{lJdnMab>5;ywtqm}}_}t#^kUVW!il1QkH!!kycCfWsgxj&rjZCc-L~
zL-e>SCh*>goKPzdM#4RK6-Gat5#GxPf6UuZ&k`#=(~)Cr*HISpq}4E&A#|9fzC5vb
zS?bvR&1uUaT12L4bINTKyCt{u^@AVa%$;N4RVDC@w}M)lGJb8Q+;nkWJO#uR=`i}U
zL~j{VYnMd4OWmziqyzqzbbxEHVV$kuibQ3zf3H6iJEbOQN?q_!$6z7f*KY^683;Vs
z)Uz1P`#PnZlI0bjG?f?N-!#gUCiDI-IIq1uk#gWN_I>YWw}lInSU&s2-wQV>#vMYQ
z&l{%4CY-d?Q6(NyTuS?oV~dvD4^N861-A!&i+|29ko-0l?>8Xz6O}<q-hO&j4IhMl
z9csq()x`OS&XFEYt@%!MNLeGQL+BCoQmAc1TXWsRK7?V{>~)nSR&<)%l|pz9{ES>d
zy;LbdufPf?Ose<E7{1$Oq*eL|C$^u0K|>y{{kFV1|3IDM7?CRO7E3<%#^xRD5n|X#
z?itFT6o(~4hvp>{soYBxN=<<ph*&W&T+y5Qwn|$q1m_oMJzPA5->a4ZEAx4@O3jY;
zLr(V?bOjxFeBjW84hSAJ;=aI#bWdJt?*q$;e`>H+^$0vQ^VHLGQthcwfF9qH`os~G
ziMo<eZir9&^uz6OrscAYPP=y-+@<8na$MobyFm_4GhY-j==bA_7(5=NwcOGp+5<jg
zSZabcpaV%W&K%8su#moj5!nUR3{te5`QfQM9oeY3zfAsM92<&qKyw})lEq3p1B&86
zWEl=yV(E~Ouz1T%7GF6MacYFI^+*q-mvVcj<!IgP3dHc?`A*6CwuILuZyyNt5T95`
zXNMS%z;p9)6L0qm2^Mr9R&m#-LRd<kpn6+iS?IW-K0kE}F7~cvC@nCxy^d?)1x{8E
zT}QI}X}shcWDRHAl|$N{K!luC%Z5%Qqq^#A8sf~h1wvzu(5So3y>mkq_EyeV>**|%
zdN;q>$#+V(7`;@L`n#ciH5D4-*WDtq0w-I@l8jDxB9Z(z;T%?_kNjF?t1X5S3nm|Y
zT@OrZA66V$%i2{$g_Xw5gJ_BS#Am~@$<oQPsTVK+w&a=c!NDzUjxR~dCYoZ&ISM5O
zuNF1j95@Qy#FeF0J|F=|-|O>LCiN9s;}3-9lI{E{2l?MOYC7iihpLO_91nNcD`-FW
zh+^Khe&~hVmuUkx$NT^C{$xUmZEJ&0F<i*oZS}VgMHTV?Na&0}cIWsC7Wwwk{5EU&
z+Uz>(9#A!}nZwn3X$MfU_k9mG<=r@exp|7@Uj#3AAKc;%hM8@j?q_oxX|T3Y{`xse
z+L<OISr0y^)bgsFFQdFKN>?V@8RXW=wHasa&^&tM<ow*O`XSapaa*K2<()EjHbQRb
zjsH)<{jyT~x~k|dI$*B~YL)Pae{8ySb{9(aB+C~R+6cq%F#fnES6hqhtx^rt=bl&n
z()#0t-#Y)&`k&<dv8vGV8ckrEkWam{`qR6)bm`&J$y<@NDKohtKPEo@87*ff`YO;q
z4;81^6}aa}2XHhI0<j~P+*V**+K9^7+^^9jjqKR(!Kb@wjT~{jQoRGoNu+u46jXRr
z@aV`5^6)kP)&jEJiQceSCU4k_Wrjlzd3_37iv~T4WX6HfJL+@kJ?{t3dQaZkV(fA#
zlJ~cIfP7|{<xfkP$X5C2zl}dPQ9*Doc;fuL&K2nHAoM+Ylk~%g6RRTTur%~a^hTi(
z9f;;LpN3{f`Hu=iDk)#KZU);vKhZGk_$3H~KG2*^W1r^PlxVe%zg2sWR$73vBQ*6>
ze1w9aW06*Je>SQM`kgNRd<pU4XZT^8iI4Icdva@tB)E7Hu~5(Dm<rdeH^C|6Y@I~3
zC|+D6_OO_R7ypdTwijb0f+3nnrmS<k82svM!^#Q2{@TYZ6U09mH-XvpN3SmJlb#+m
zU?N#_{kB<fWDj$G7pr9hacdDXwNF+@ji@kvlA>`mrcRfux$N6hQ>RyWko;eKhJ1A3
zdGOP4DQ;jdpJ&Is_h=L0uI^YN-d-&}t*|ush_IwNJSeI+DsTaN8vxxiKtope@9RUs
z@*hjO-g71g9Qz}3YDRm(dG+T>t9u|*IUW(;hp@|bWM08YmFqe}biiohQM}vRnCK5Y
zD|UrEJGCdC8VDa14DU<9VaS4b-Y;KfN%g2U2rAX5aWH(qfk#JY*?i*~D=nb8B-<G!
zWPW9<1w#HiFpIR**jO$~$g*C05xP%UExHq7oub_hyVkJ^`nb=(QM2Gcz#l0Xjeo*^
zoz|X9CwuDPW~|3n2i+18oHNqYg^ks{_;5Sk``vUv5FYoiVtV5-jtqlEp@@sFt;0sf
z<c+^8<U3kHGQ9Y}?;xlkBB!;$bHY-iTT;3A!Hl@`fz!oIOZiM>mZhh5aK(~%X-7?Y
znOS0aRp~614!~Y=g&Dq;eV^hyGUpm`><R30xKuXzv*`H>vm9btoj0FGw3|sGZFHEJ
z<g)f;dcx86QejY`3{~i6dhv?)JFw=<xys!_zB8v=!=BN6W|3tY7MJt5tWO$9VY{V?
zrw|*=AK!?%WL=EAbRRr~FWJaRmY)Anyd5+~g?vd<yG!gzS8$d5L#h^~ijsAsDq+S2
z-TRIgZe(^m)5F?Kd4bZwK|a2x_s~s~s$WJ>y$3}Yby~K!oy20ru78f*t{;>rQb2o7
zxz%w8Z_<uW*PS*q;w(ud%pP3<lO4^c+5`;7TIoQW9Lm&fn0g-XLlJe<rvuj$7$b?l
z=iaV;uI!|^j8v&86bCNzRsJe|Eo&d7UYzGN(XeHxc+0q?v;XQ2HOha2x-8Ka3mXzH
zf5PEQ2UMP2vRisXMST3JU2R1NWal^Gj#T|Fnkl;2bL)d2NU^KeNh8_XogzVNt*;q*
z9TlPD&?OL3^c|Jg@g}}uz|+$vLMdk&o?|*%FgxM|XLF}0w|*R_DEd}haw(T!n5gTM
zdqF|DGd6_lHDiVXwR^OsDLP>A8H3db&CFc<W2#(CtlqdqU(l6c@m1q2o2z7k5@i+{
z_@F`cRHVn}#~lj=iD5LUqI-yR@UrVXVWh}YcaPZ0^C`=FCuKiBPdj>Gyxtr$q={7u
z`14tW{PgR7l*EcAv!Dfot|pWYq#;CC?AzM)TUv5_0xqAUDhK8}`fy#t#;C$K`p)!h
zS2IRnoBK{SJIU<prd#oCkjxS4^%s*N*4NxGqME`M7}s>J`5>IhE0YGBGybzkyvA!|
lRrl5{Iw13DRgN*5^~~nzD?EXT^dMzmj2rd;Gui3i{tI2kI}!i@

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/images/image-2-### (vii) .jpg b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/images/image-2-### (vii) .jpg
new file mode 100644
index 0000000000000000000000000000000000000000..61136e120ccbc93739f3a3b3161f27f7ab7e6a1c
GIT binary patch
literal 3619
zcmbW2XH?Tmx5oc80|?S0(j!%rqBM~bas>kfkr-N#jx-|zN<D-U0V&2qRf;H}^d3M0
zNL4`)Q0e{9Yd|4D2oNE>c;36-v)27|@7=SW`7(RWn%~Uc&m4~(&jQ>=`Uri1fdK#*
zP6lv13FrZ=r%r)Rv9N+bAT~Bub`CHn$LZ4?g1mfOU{N86n5dA5$ayKn3+E-|B}GJJ
z)i26lQBqY^g<Q~pUQ^aqR8dv_y$J&w8ym-I4gpS10cCL!apnJW9De|KSOHHUpNT;N
zVB}$7;$b*$2OuZsWMTL_fd38#MkZ#KQy^A0_R}W`L~ekQfr*KcnTdsknfW9;^kf}i
z=3(I#SGs<R59I`scm!4sPkPHLsay5&tZ6@4O69Ik1RFd5IRQZ-X_*VM7cZ%*T~)uP
zp{aKRu5Vz7Ffuc@utZzkv37QGb#uRmx$o=e9}xIQ5H|8jRCG-2Q+)FC7b&S}=`S;K
za`W;F3X6(Ms^8TRYwPOYH+*Vq|J>2}rK@{jaA<gBbZmTLZhm2LX?bOpw6?XqL)oS7
z?H|y7b1?u+|He9*{|)v(xOh&u7@3)wm_fg}7#IUj#KgnQBCd3b_c{vX^oUPFIh+-&
zoAkEoBb%g(Df#SOpMG|JDb+dYt>0*Wll||&BK}`w{{j1lYXab4VmNs`CLRC=G{eE@
zPDmIS1qc3-nT@rrJz{C{x)fm*e@pdMfUc)>fF9g$Bn&j{^>8rAvWGtD+A407It^4C
z3%@GP*NJ81TDLPNtF2Hy*B%aitsJ5(w-yv;_1l+oJ*hD?;5S+so_a+aCid055D@Yw
zEO4t0RF`DB#3S7Ouy8sk0cHPbf<L(pWI{ZYU@Y#P6Xkt~>uYx(QJ196$D~-S_AO-g
z<G^>8%+da#<fDhy9X}$+Wdx55_R*3>7<7Yei``!wFMpK}+pK!T*YcMuxYcN_I^RPN
z@Q&7*W`a?+E4NW_Fz}D8D+f1-a^Wm_3X)m%tDs_Nao*yOsEe|tUE^mx&^O7{+){4O
zxyf^fyU&*#=&f^hS#h(aH_unk++7Z9G(0#*-rT2K3<2PiqVQvEwia~84hL*&Yg_sX
z{Hi&7INpP4IaOKPHmzcZAnloLZ`#T8lPC2hBc$R$a5!LIgDy9U(lqL`)Ycrs6EoM0
z=HRHN5!GKDM+MsgV>q@4b&DEhas)9_m5a@1)s<0UgY{mLQGrAX3~yLsWj!3mTI=th
zSvKilhuIX%_N4~VqB|WPP-&y*d>4M|8b1sELtLyp4b~TylJsca?(VwQ=F;t8{Q#Ui
z`mAloGm}f3WGK6!i8ul=ZqrhL-!HTuP!yWp;Z+s^X9gX1I+S~j?NhrSC@k{Y)a|9M
zIBXrs^)99&vO}s>>Pkg2T!Sh*EenoD{a1>AnD;!~MK=q>6u2<N=GvAgH$Am|3QI&5
z)=4G}H4)UQ+4`q0Ph&29YV!F`UH&wS^iYAH-zX%Ejx_7FWsHqbjsc|?@>`kJMWn3u
zV4>a0`muRvmmKUXdF#C&xwR>>;SjY#m*~sB(K5#75u|+A_b{Qp47-awH?FV}Qy~n|
zzLtV4(4@a4$Pq3GUq_YR`_b#G*xm#e?(xrMm(8jFPR_y00y+5ACY8Cu5t*G87Wu?&
ztRUALdO=OTk%ddH=+{!qC;^RctFeAuoVM$x-WvFR6CqR0UzdvsMuU_|JLR$K9^5xX
zL#=4fr_1y>0=DE)5_$Kol;i^Jp`rZ3C;ryB5t5}MYR0GFm*7~|cnolpumLyrFikkd
zkZ%WPvg1s*;>y2HNcMQj$2w_cqGG3;cPQ%zqiG`oUmvXAOjbI`)CjZVFxFVQoU9eR
z8Oz~Q%b!jON}xa%Y^OG3{cR4P5~L<@;b(>qqufyTaAS-6+290h{An(Oxr8;a*<!Sn
zm3&nLuQHS3wF0!pP$u;R{PEw~po@K2=iL4Hz0>vjhCYIRw?6iK^78yO3DW_?kLG6<
zM+qb$9}L#z>eKHZchvXNchyL)FJ71IPz;h@qi^T_p!IC)di+`ZW+s(H4TPktEf7gM
z8m;^jvP8>+4J!^@wZ=(}sVxufAPOzue!5+l`hK5KD-`_fve*X{9KoS%Ym(TWpO+L-
z62CZTL}Lm-yQRfY5Nf4c5IM$>f%+d%(0c;9E<(<VSKzkP$)##CnAhBrfkJM@k6&@v
zG&}~Ty>@dQ5Rq+{xJT!MvmxouVloBU?30I|@NzQV+@vJ?Z_bZ=7mc$oPP51B`*4};
z4qxnm@KtrP`(`Dfm9!n^QC<lJ<Mk?6+ACm>v0S(%dz{^2)|r9JR$U%NUv7#dOWgtO
z4>^ztKRXqQufo>TAtO!3`Vc<*kZ+hlv(?J<CNZIG39lnR_tRz*cWh_AixZ=k5~--c
zb&_2+6%<98$=JKSV@PL`rQiIf=f5DVCBRu5<C2tcu-X&8+llL_q?I|9W26^}?#NMB
zGh=Px9jv5L&yBjefx83#&+<|+UE9vRO0V6Qpt$^p>Qrwh95nBBjR{((B|7z%?uN%q
zEwnv)R^+M57aG>wtXJXdH`Q&`Wc6t`4Vj$g`~DIyoIS$q-O?XGtxbJi6GD$dVpntU
zOIo^kxxh9dJ`eS|JZ9?~*AtI{;G-n8$?Fn?uGTwEqO;K%-*I6&YhP0heYhT(8GRm9
zxiJ$L@Z>R@Hv3r%?n{r)>I0%tJ}s&v^v|wTR^h#!g!F_tB)t{+y(LN3NfsL>e;}xt
z{=<MU8*k9wK%mxENyUywz@|P^M2`VJD+<a%UE_UMx6QkCl3Cm}Sp%1o-{rcK9U)vb
zZW~cz)FfjnLfeB4?o`M#eg$(RKV%73Omk@nd+B}uP1sLBXXX9jj(xlh+=QSq9_If1
z)x4;t_OqZcyPJL}cqqg6M|-D*drhsp-7`A_s@{W;frfJ5&(sWORsLC9+jv&clHLaH
z4FNW^do$B|^QXFT{#Ff(EdYgCZ>z||HT1>{1AV8vuMpqDJfvOvO<uec%ggRa#&03t
z{-<?h^DW#ROW5450sb<N6)+7Uw0ufH>Vo3R^Kk<oj}gk0CZ}SDmeo1-$mdfDJ|60A
zLcFUZ40*s*H$x%~SFMv$yHWKvz_BD(D(f-2-|=BfhxWjJ_H0OjYaFfpK%7iyFD_ZT
zO|lM2GZO<lp&Qj5<-Tls%M4wXZpf@dNV@zAW*^$pX_)wSz>}<SS4tn&yfzc(H2O0B
zb1-JRbIzbD)v-BB2NQxMZ~yi=E@RmoJkXeT{<(FP{_5Zx*j^vOg}_&vK53_?xf|D(
z@L{<*hb?)Ybvdq13NMH(Qv2zu;M3)=6R7=c`ANflgl){9O?uMFahm<z-z1g|L@h!=
z?<-oGdOB)VY}Tu7D`f;f$WB!Q%wZ|R>E^Fxr$J(9qfBF6GZNwJ@=3)VyjzdJ%f4a6
zU;HnrSw`fWH_SPCscdg9$vj<<S7s^}6l)sto2Zn@Dw3-p>%=R1WuspDihv$C?%^Ch
z;4~LKMh?}yYNti3;SlVVmA~p>BaPK-M)@8s8Ch<gb^~wkZ7OiypAUIdUgL<lt;F&e
zla38=ShpiSnwBAFe$NjZ9q|!&2eiE&eG&Mgw!UCt051uq$3&)SDplm)S#4G6U9EWX
zhn&rYQ>-6$mGO<<WcmTwOK~<9S9uyjvIjp*S*p218R(qLsaS4>eObg<+!?!c(G3a+
z%AEN5{*4-_3<PG{5QsXWPH^>|L9STsP0QBRS=RNHOA-^_W;>plK_WXU{y@4AED=Fo
zU+3bf--je-UiIS~Br{S4&nI@OdW%Gs)PICTf#ZKlzH8(U(2(zx%8*Ms5bdT8c?Rh4
zZRy_0A?@|niqO~0`k@JR&5wpGUw9b(c`)xB+t$W&29Y&eR`K>lL}8)<Hhz9WxXAkA
zJVMf|WI>`S&196QaQU>S&nMWy@-d)HHz=I5lTJ&h5KYzi;p_%$k4IC^kJcfTbJZ}U
z{cJ6?Y`a-tbZdBF;H;fufWqlpUP#vm38RM|&=xVpuv>=Vn_S0$eH~xB*4&OxPlC6~
zF;IRdu;rSES$JWzPJuVQBgN3M<>KXDim1@bXCaliv^BItOeE}To*^~n7$8{YkXa&j
z6o%W5fkq<kZ5ie;xEPVd!N0|2%MbfrwXu6-N#TJ~@{ty1HDS8%rO_;0(dV>s^^~$Z
zO=kjE<3BCjB&Yrf8whBM+!xaQc?^UkkjsKw&%ptu)rOF(xrG_d!mZ++D;Z1oDuNcI
ziPwr~-g}vTWFG6`=dX6Kq3w0*X4A%Q^(jk<yY3olXTfMm&&GG}rBV{nrTdmNttrMa
zNltRn)6sg#a2ooB#WSt-avkrh1A$LzyoH3Jz>3#07sik;OA8(?kh84|yE8MO1^Df`
zg<B64b^2cJZl}Szi~ib=v}|I&g}XX9Z2l8cAUBkXK`8KPTP+eN_wtg~&P|MD7DQ4@
zi~3{8OsR)4YF+okpaG|#S2-i;*q*LK(Ecdc!~|(Ahp%<D#2Vbdnk(bMyV*_009Sq1
l26dU{tTxmum-Pc13cbWGOMuo+jju`Nl%2F#p33p~zW_B6&r$#Y

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/manifest.json b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/manifest.json
new file mode 100644
index 000000000..abefbf2e1
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/manifest.json
@@ -0,0 +1,259 @@
+{
+  "version": "2.0",
+  "job_id": "job_b510179326c7",
+  "data_id": null,
+  "source_file_name": "Fiscal%20Year%202026%20Interim%20Report.pdf",
+  "processing_date": "2026-06-16T03:39:11.026115Z",
+  "processing": {
+    "page_count": 83,
+    "billing_status": "charged",
+    "cost": {
+      "micro_dollars": 124500,
+      "credits": 0.1245
+    },
+    "timing": {
+      "started_at": "2026-06-16T03:35:17.798204+00:00",
+      "completed_at": "2026-06-16T03:39:10.995478+00:00",
+      "duration_ms": 233197
+    },
+    "stages": {
+      "timing_ms": {
+        "document.profile": 7645,
+        "pdf.extract.standard": 178449,
+        "toc.detect_range_llm": 1797,
+        "heading.hierarchy_llm_call": 15078,
+        "toc.parse_hierarchy_llm": 1851,
+        "md.detect_toc": 3709,
+        "heading.merge_pre_pass_llm": 3010,
+        "heading.hierarchy_llm": 13257,
+        "md.predict_headings": 17338,
+        "md.deferred_summaries": 25282,
+        "md.build_dataframe": 2,
+        "pdf.parse_md": 46970,
+        "document.cleanup_unreferenced_images": 2,
+        "document.compress_images": 0,
+        "worker.parse.document": 233091
+      },
+      "token_usage": {
+        "prompt_tokens": 13512,
+        "completion_tokens": 2901,
+        "total_tokens": 16413
+      }
+    }
+  },
+  "statistics": {
+    "total_chunks": 216,
+    "text_chunks": 164,
+    "image_chunks": 2,
+    "table_chunks": 50,
+    "total_pages": null
+  },
+  "HIERARCHY": {
+    "Root": {},
+    "Weighted Voting Rights": {
+      "Exchange Rate Information": {},
+      "Safe Harbor Statements": {},
+      "Six Months Ended September Segment Results": {
+        "Alibaba China E-commerce Group": {
+          "(i) Segment revenue": {
+            "• E-commerce Business": {},
+            "• Quick Commerce Business": {},
+            "• China Commerce Wholesale Business": {}
+          },
+          "(ii) Segment adjusted EBITA": {}
+        },
+        "Alibaba International Digital Commerce Group": {
+          "(i) Segment revenue": {
+            "• International Commerce Retail Business": {},
+            "• International Commerce Wholesale Business": {}
+          },
+          "(ii) Segment adjusted EBITA": {}
+        },
+        "Cloud Intelligence Group": {
+          "(i) Segment revenue": {},
+          "(ii) Segment adjusted EBITA": {}
+        },
+        "All Others": {
+          "(i) Segment revenue": {},
+          "(ii) Segment adjusted EBITA": {}
+        }
+      },
+      "Six Months Ended September Other Financial Results Costs and Expenses": {
+        "Income from operations and operating margin": {},
+        "Adjusted EBITDA and Adjusted EBITA": {},
+        "Adjusted EBITA by segment": {},
+        "Interest and investment income, net": {},
+        "Other (expense) income, net": {},
+        "Income tax expenses": {},
+        "Share of results of equity method investees": {},
+        "Net income and Non-GAAP net income": {},
+        "Net income attributable to ordinary shareholders": {},
+        "Net cash provided by operating activities and free cash flow": {},
+        "Net cash used in investing activities": {},
+        "Net cash provided by financing activities": {},
+        "Employees": {}
+      },
+      "Non-GAAP Financial Measures": {},
+      "Other Financial Information": {
+        "Liquidity and Capital Resources": {},
+        "Significant Investments": {},
+        "Material Investments, Acquisitions and Dispositions": {},
+        "Pledge of Assets": {},
+        "Foreign Exchange Risk": {},
+        "Contingent Liabilities": {},
+        "Capital Expenditure and Capital Commitment": {},
+        "Remuneration Policy": {},
+        "Subsequent Events": {}
+      }
+    },
+    "DIRECTORS AND CHIEF EXECUTIVE OFFICER": {
+      "Biographical Information": {},
+      "Board Committees": {
+        "Audit Committee": {},
+        "Compensation Committee": {},
+        "Nominating and Corporate Governance Committee": {},
+        "Sustainability Committee": {},
+        "Compliance and Risk Committee": {},
+        "Capital Management Committee": {}
+      }
+    },
+    "DISCLOSURE OF INTERESTS": {},
+    "EQUITY INCENTIVE PLANS": {
+      "The 2014 Plan": {
+        "Notes:": {},
+        "Notes:_2": {}
+      },
+      "The 2024 Plan": {},
+      "The 2024 Plan (Existing Shares)": {}
+    },
+    "PURCHASE, SALE OR REDEMPTION OF OUR COMPANY'S LISTED SECURITIES": {},
+    "OTHER INFORMATION": {
+      "Corporate Governance": {
+        "Compliance with the Corporate Governance Code": {},
+        "Compliance with the Model Code": {},
+        "Audit Committee Review": {}
+      },
+      "Interim Dividend": {},
+      "Use of Proceeds from the Notes Offerings": {}
+    },
+    "DEFINITIONS Conventions that apply to this Interim Report": {},
+    "ALIBABA GROUP HOLDING LIMITED": {
+      "INDEX TO CONDENSED CONSOLIDATED INTERIM FINANCIAL STATEMENTS": {
+        "Introduction": {},
+        "Scope of Review": {},
+        "Conclusion": {},
+        "PricewaterhouseCoopers Certified Public Accountants": {}
+      }
+    },
+    "ALIBABA GROUP HOLDING LIMITED_2": {
+      "UNAUDITED CONDENSED CONSOLIDATED STATEMENTS OF CASH FLOWS": {},
+      "1. Organization and principal activities": {},
+      "2. Summary of significant accounting policies": {}
+    },
+    "ALIBABA GROUP HOLDING LIMITED_3": {
+      "NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS": {},
+      "2. Summary of significant accounting policies (Continued)": {
+        "(b) Use of estimates": {},
+        "(c) Consolidation": {}
+      },
+      "2. Summary of significant accounting policies (Continued)_2": {
+        "(d) Derivatives and hedging": {
+          "Cash flow hedges": {},
+          "Net investment hedges": {}
+        }
+      },
+      "2. Summary of significant accounting policies (Continued)_3": {
+        "(e) Borrowings": {},
+        "(f) Recent accounting pronouncements": {}
+      },
+      "3. Significant mergers and acquisitions, investments and dispositions": {}
+    },
+    "ALIBABA GROUP HOLDING LIMITED_4": {
+      "NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS": {},
+      "4. Revenue": {}
+    },
+    "ALIBABA GROUP HOLDING LIMITED_5": {
+      "NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS": {},
+      "4. Revenue (Continued)": {}
+    },
+    "ALIBABA GROUP HOLDING LIMITED_6": {
+      "NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS": {},
+      "5. Income tax expenses": {},
+      "6. Share-based compensation expense by function": {}
+    },
+    "ALIBABA GROUP HOLDING LIMITED_7": {
+      "NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS": {},
+      "7. Earnings per share∕ADS": {}
+    },
+    "ALIBABA GROUP HOLDING LIMITED_8": {
+      "NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS": {},
+      "8. Equity securities and other investments": {
+        "Equity securities": {},
+        "Debt investments": {}
+      },
+      "8. Equity securities and other investments (Continued)": {},
+      "9. Fair value measurement": {}
+    },
+    "ALIBABA GROUP HOLDING LIMITED_9": {
+      "NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS": {},
+      "9. Fair value measurement (Continued)": {}
+    },
+    "ALIBABA GROUP HOLDING LIMITED_10": {
+      "NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS": {},
+      "9. Fair value measurement (Continued)": {},
+      "10. Intangible assets, net": {}
+    },
+    "ALIBABA GROUP HOLDING LIMITED_11": {
+      "NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS": {},
+      "11. Goodwill": {},
+      "12. Supplier Finance Programs": {},
+      "13. Convertible unsecured senior notes": {},
+      "13. Convertible unsecured senior notes (Continued)": {},
+      "14. Exchangeable bonds": {}
+    },
+    "ALIBABA GROUP HOLDING LIMITED_12": {
+      "NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS": {},
+      "15. Bank borrowings": {},
+      "16. Related party transactions": {},
+      "16. Related party transactions (Continued)": {},
+      "17. Risks and contingencies": {},
+      "17. Risks and contingencies (Continued)": {}
+    },
+    "ALIBABA GROUP HOLDING LIMITED_13": {
+      "NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS": {},
+      "18. Segment information": {}
+    },
+    "ALIBABA GROUP HOLDING LIMITED_14": {
+      "NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS": {},
+      "18. Segment information (Continued)": {}
+    },
+    "ALIBABA GROUP HOLDING LIMITED_15": {
+      "NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS": {},
+      "19. Aging analysis": {
+        "Accounts receivable": {},
+        "Accounts payable": {}
+      },
+      "20. Dividends": {},
+      "21. Subsequent events": {}
+    },
+    "ALIBABA GROUP HOLDING LIMITED_16": {
+      "NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS": {}
+    },
+    "ALIBABA GROUP HOLDING LIMITED_17": {
+      "NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS": {}
+    },
+    "ALIBABA GROUP HOLDING LIMITED_18": {
+      "NOTES TO UNAUDITED CONDENSED CONSOLIDATED FINANCIAL STATEMENTS": {
+        "FOR THE SIX MONTHS ENDED SEPTEMBER 30, 2024 and 2025": {},
+        "(i) Consolidation and business combinations": {},
+        "(ii) Equity securities without readily determinable fair value": {},
+        "(iii) Equity method investments": {},
+        "(iv) Share-based awards": {},
+        "(v) Operating leases": {},
+        "(vi) Redeemable noncontrolling interests": {},
+        "(vii) Hyperinflation": {},
+        "Alibaba": {}
+      }
+    }
+  }
+}
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-0 Financial Results.html b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-0 Financial Results.html
new file mode 100644
index 000000000..448246700
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-0 Financial Results.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="4"></td><td colspan="3">Six months ended September 30,</td><td></td></tr><tr><td>2024</td><td colspan="2">2025</td><td rowspan="2">YoY % Change</td></tr><tr><td>RMB</td><td>RMB</td><td>US$</td></tr><tr><td colspan="4">(in millions, except percentages and per share amounts)</td></tr><tr><td>Revenue</td><td>479,739</td><td>495,447</td><td>69,595</td><td>3%</td></tr><tr><td>Income from operations</td><td>71,235</td><td>40,353</td><td>5,668</td><td>(43)% (2)</td></tr><tr><td>Operating margin</td><td>15%</td><td>8%</td><td></td><td></td></tr><tr><td>Adjusted EBITDA (1)</td><td>98,488</td><td>62,991</td><td>8,848</td><td>(36)% (3)</td></tr><tr><td>Adjusted EBITDA margin (1)</td><td>21%</td><td>13%</td><td></td><td></td></tr><tr><td>Adjusted EBITA (1)</td><td>85,596</td><td>47,917</td><td>6,731</td><td>(44)% (3)</td></tr><tr><td>Adjusted EBITA margin (1)</td><td>18%</td><td>10%</td><td></td><td></td></tr><tr><td>Net income</td><td>67,569</td><td>62,994</td><td>8,849</td><td>(7)% (4)</td></tr><tr><td>Net income attributable to ordinary shareholders</td><td>68,143</td><td>64,106</td><td>9,005</td><td>(6)% (4)</td></tr><tr><td>Non-GAAP net income (1)</td><td>77,209</td><td>43,862</td><td>6,161</td><td>(43)% (3)</td></tr><tr><td>Diluted earnings per share (5)</td><td>3.50</td><td>3.34</td><td>0.47</td><td>(5)% (4)(6)</td></tr><tr><td>Diluted earnings per ADS (5)</td><td>28.00</td><td>26.73</td><td>3.75</td><td>(5)% (4)(6)</td></tr><tr><td>Non-GAAP diluted earnings per share (1)(5)</td><td>3.94</td><td>2.39</td><td>0.34</td><td>(39)% (3)(6)</td></tr><tr><td>Non-GAAP diluted earnings per ADS (1)(5)</td><td>31.50</td><td>19.10</td><td>2.68</td><td>(39)% (3)(6)</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-1 Alibaba Revenue.html b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-1 Alibaba Revenue.html
new file mode 100644
index 000000000..512fb8dfe
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-1 Alibaba Revenue.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="4"></td><td colspan="3">Six months ended September 30,</td><td></td></tr><tr><td>2024</td><td colspan="2">2025</td><td rowspan="2">YoY % Change</td></tr><tr><td>RMB</td><td>RMB</td><td>US$</td></tr><tr><td colspan="4">(in millions, except percentages)</td></tr><tr><td>Alibaba China E-commerce Group:</td><td></td><td></td><td></td><td></td></tr><tr><td>E-commerce</td><td></td><td></td><td></td><td></td></tr><tr><td>- Customer management</td><td>152,755</td><td>168,179</td><td>23,624</td><td>10%</td></tr><tr><td>- Direct sales, logistics and others(2)</td><td>50,233</td><td>53,331</td><td>7,492</td><td>6%</td></tr><tr><td></td><td>202,988</td><td>221,510</td><td>31,116</td><td>9%</td></tr><tr><td>Quick commerce(3)</td><td>27,517</td><td>37,690</td><td>5,294</td><td>37%</td></tr><tr><td>China commerce wholesale</td><td>11,938</td><td>13,450</td><td>1,889</td><td>13%</td></tr><tr><td>Total Alibaba China E-commerce Group</td><td>242,443</td><td>272,650</td><td>38,299</td><td>12%</td></tr><tr><td>Alibaba International Digital Commerce Group:</td><td></td><td></td><td></td><td></td></tr><tr><td>International commerce retail</td><td>49,309</td><td>56,463</td><td>7,931</td><td>15%</td></tr><tr><td>International commerce wholesale</td><td>11,656</td><td>13,077</td><td>1,837</td><td>12%</td></tr><tr><td>Total Alibaba International Digital Commerce Group</td><td>60,965</td><td>69,540</td><td>9,768</td><td>14%</td></tr><tr><td>Cloud Intelligence Group</td><td>56,159</td><td>73,222</td><td>10,285</td><td>30%</td></tr><tr><td>All others(4)</td><td>165,837</td><td>121,568</td><td>17,077</td><td>(27)%</td></tr><tr><td>Unallocated</td><td>888</td><td>1,096</td><td>154</td><td></td></tr><tr><td>Inter-segment elimination</td><td>(46,553)</td><td>(42,629)</td><td>(5,988)</td><td></td></tr><tr><td>Consolidated revenue</td><td>479,739</td><td>495,447</td><td>69,595</td><td>3%</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-10 Board of Directors.html b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-10 Board of Directors.html
new file mode 100644
index 000000000..ea46f5f65
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-10 Board of Directors.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td>Name(1)</td><td>Age</td><td>Position/Title</td></tr><tr><td>Joseph C. TSAI $^{\dagger(a)}$ </td><td>61</td><td>Chairman</td></tr><tr><td>Eddie Yongming WU $^{\dagger(b)}$ </td><td>50</td><td>Director and Chief Executive Officer</td></tr><tr><td>J. Michael EVANS $^{\dagger(a)}$ </td><td>68</td><td>Director and President</td></tr><tr><td>Maggie Wei WU $^{\dagger(c)}$ </td><td>57</td><td>Director $^{(d)}$ </td></tr><tr><td>Jerry YANG $^{(b)}$ </td><td>57</td><td>Independent director</td></tr><tr><td>Wan Ling MARTELLO $^{(b)}$ </td><td>67</td><td>Independent director</td></tr><tr><td>Weijian SHAN $^{(c)}$ </td><td>72</td><td>Independent director</td></tr><tr><td>Irene Yun-Lien LEE $^{(a)}$ </td><td>72</td><td>Independent director</td></tr><tr><td>Albert Kong Ping NG $^{(b)}$ </td><td>68</td><td>Independent director</td></tr><tr><td>Kabir MISRA $^{(c)}$ </td><td>56</td><td>Independent director</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-11 Shareholding Table.html b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-11 Shareholding Table.html
new file mode 100644
index 000000000..3a8c0fc2d
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-11 Shareholding Table.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="3">Name of director / chief executive officer</td><td rowspan="3">Capacity / nature of interest</td><td colspan="2">Number of shares/</td><td rowspan="3">Approximate % of shareholding (3)</td></tr><tr><td colspan="2">underlying shares (1),(2)</td></tr><tr><td>(in the number of Shares)</td><td>(in the number of ADSs)</td></tr><tr><td rowspan="5">Joseph C. TSAI (4)</td><td>Beneficial owner</td><td>881,072 (L)</td><td>110,134 (L)</td><td>0.00%</td></tr><tr><td>Interest of spouse</td><td>1,280,000 (L)</td><td>160,000 (L)</td><td>0.01%</td></tr><tr><td>Founder of a discretionary trust who can influence how the trustee exercises his discretion</td><td>12,658,152 (L)</td><td>1,582,269 (L)</td><td>0.06%</td></tr><tr><td>Interest in controlled corporation</td><td>260,924,840 (L)</td><td>32,615,605 (L)</td><td>1.37%</td></tr><tr><td></td><td>275,744,064 (L)</td><td>34,468,008 (L)</td><td>1.44%</td></tr><tr><td rowspan="4">Eddie Yongming WU (5)</td><td>Beneficial owner</td><td>18,199,752 (L)</td><td>2,274,969 (L)</td><td>0.10%</td></tr><tr><td>Interest of spouse</td><td>108,000 (L)</td><td>13,500 (L)</td><td>0.00%</td></tr><tr><td>Founder of a discretionary trust who can influence how the trustee exercises his discretion</td><td>12,320,000 (L)</td><td>1,540,000 (L)</td><td>0.06%</td></tr><tr><td></td><td>30,627,752 (L)</td><td>3,828,469 (L)</td><td>0.16%</td></tr><tr><td>J. Michael EVANS (6)</td><td>Beneficial owner</td><td>9,964,000 (L)</td><td>1,245,500 (L)</td><td>0.05%</td></tr><tr><td rowspan="3">Maggie Wei WU (7)</td><td>Beneficial owner</td><td>3,661,632 (L)</td><td>457,704 (L)</td><td>0.02%</td></tr><tr><td>Founder of a discretionary trust who can influence how the trustee exercises his discretion</td><td>7,200,000 (L)</td><td>900,000 (L)</td><td>0.04%</td></tr><tr><td></td><td>10,861,632 (L)</td><td>1,357,704 (L)</td><td>0.06%</td></tr><tr><td>Jerry YANG</td><td>Beneficial owner</td><td>485,072 (L)</td><td>60,634 (L)</td><td>0.00%</td></tr><tr><td>Wan Ling MARTELLO</td><td>Beneficial owner</td><td>360,000 (L)</td><td>45,000 (L)</td><td>0.00%</td></tr><tr><td>Weijian SHAN</td><td>Beneficial owner</td><td>144,800 (L)</td><td>18,100 (L)</td><td>0.00%</td></tr><tr><td>Irene Yun-Lien LEE</td><td>Beneficial owner</td><td>133,600 (L)</td><td>16,700 (L)</td><td>0.00%</td></tr><tr><td>Albert Kong Ping NG</td><td>Beneficial owner</td><td>133,600 (L)</td><td>16,700 (L)</td><td>0.00%</td></tr><tr><td>Kabir MISRA</td><td>Beneficial owner</td><td>528,800 (L)</td><td>66,100 (L)</td><td>0.00%</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-12 Shareholder Holdings.html b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-12 Shareholder Holdings.html
new file mode 100644
index 000000000..40263f88d
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-12 Shareholder Holdings.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="2">Name of shareholder</td><td rowspan="2">Capacity / nature of interest</td><td colspan="2">Number of shares/ underlying shares (1),(2)</td><td rowspan="2">Approximate % of shareholding (3)</td></tr><tr><td>(in the number of Shares)</td><td>(in the number of ADSs)</td></tr><tr><td rowspan="11">JPMorgan Chase &amp; Co. (4)</td><td rowspan="2">Beneficial owner</td><td>411,801,958 (L)</td><td>51,475,245 (L)</td><td>2.16%</td></tr><tr><td>418,739,874 (S)</td><td>52,342,484 (S)</td><td>2.19%</td></tr><tr><td>Trustee</td><td>1,753,320 (L)</td><td>219,165 (L)</td><td>0.01%</td></tr><tr><td rowspan="2">Investment manager</td><td>281,850,861 (L)</td><td>35,231,358 (L)</td><td>1.47%</td></tr><tr><td>6,527,284 (S)</td><td>815,911 (S)</td><td>0.04%</td></tr><tr><td>Person having a security interest in shares</td><td>85,927,145 (L)</td><td>10,740,893 (L)</td><td>0.45%</td></tr><tr><td rowspan="5">Approved lending agent</td><td>581,658,439 (L)</td><td>72,707,305 (L)</td><td>3.05%</td></tr><tr><td>581,658,439 (P)</td><td>72,707,305 (P)</td><td>3.05%</td></tr><tr><td>1,362,991,723 (L)</td><td>170,373,966 (L)</td><td>7.14%</td></tr><tr><td>425,267,158 (S)</td><td>53,158,395 (S)</td><td>2.23%</td></tr><tr><td>581,658,439 (P)</td><td>72,707,305 (P)</td><td>3.05%</td></tr><tr><td rowspan="8">Citigroup Inc. (5)</td><td rowspan="2">Interest in controlled corporation</td><td>183,474,400 (L)</td><td>22,934,300 (L)</td><td>0.96%</td></tr><tr><td>197,906,617 (S)</td><td>24,738,327 (S)</td><td>1.04%</td></tr><tr><td>Person having a security interest in shares</td><td>160 (L)</td><td>20 (L)</td><td>0.00%</td></tr><tr><td rowspan="5">Approved lending agent</td><td>832,721,084 (L)</td><td>104,090,136 (L)</td><td>4.36%</td></tr><tr><td>832,721,084 (P)</td><td>104,090,136 (P)</td><td>4.36%</td></tr><tr><td>1,016,195,644 (L)</td><td>127,024,456 (L)</td><td>5.32%</td></tr><tr><td>197,906,617 (S)</td><td>24,738,327 (S)</td><td>1.04%</td></tr><tr><td>832,721,084 (P)</td><td>104,090,136 (P)</td><td>4.36%</td></tr><tr><td rowspan="2">BlackRock, Inc. (6)</td><td rowspan="2">Interest in controlled corporation</td><td>983,512,344 (L)</td><td>122,939,043 (L)</td><td>5.15%</td></tr><tr><td>3,297,800 (S)</td><td>412,225 (S)</td><td>0.02%</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-13 RSU Grant Summary.html b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-13 RSU Grant Summary.html
new file mode 100644
index 000000000..11b47edd8
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-13 RSU Grant Summary.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="2">Name of grantee</td><td rowspan="2">Date of grant</td><td colspan="6">Number of RSUs (1), (2)</td><td rowspan="2">Number of underlying Shares as of September 30, 2025 (2)</td><td rowspan="2">Notes</td></tr><tr><td>Outstanding as of April 1, 2025</td><td>Granted during the Reporting Period</td><td>Vested during the Reporting Period</td><td>Lapsed/ forfeited during the Reporting Period</td><td>Cancelled during the Reporting Period</td><td>Outstanding as of September 30, 2025</td></tr><tr><td colspan="10">Directors and chief executive officer of our Company</td></tr><tr><td>Joseph C. TSAI</td><td>July 24, 2018 to August 16, 2019</td><td>1,334</td><td>-</td><td>1,334</td><td>-</td><td>-</td><td>-</td><td>-</td><td>Notes 3, 8</td></tr><tr><td>Eddie Yongming WU</td><td>November 25, 2023</td><td>160,000</td><td>-</td><td>40,000</td><td>-</td><td>-</td><td>120,000</td><td>960,000</td><td>Notes 4, 8</td></tr><tr><td>J. Michael EVANS</td><td>June 15, 2020 to May 20, 2023</td><td>10,050</td><td>-</td><td>4,550</td><td>-</td><td>-</td><td>5,500</td><td>44,000</td><td>Notes 5, 8</td></tr><tr><td></td><td>May 13, 2024</td><td>160,000</td><td></td><td>80,000</td><td></td><td>-</td><td>80,000</td><td>640,000</td><td>Notes 6, 8</td></tr><tr><td>Maggie Wei WU</td><td>July 24, 2018 to May 24, 2021</td><td>12,801</td><td>-</td><td>6,766</td><td>-</td><td>-</td><td>6,035</td><td>48,280</td><td>Notes 3, 8</td></tr><tr><td colspan="10">Other grantees by category</td></tr><tr><td>Employee participants</td><td>November 15, 2016 to August 18, 2024</td><td>44,402,154</td><td>-</td><td>16,110,683</td><td>1,681,379</td><td>1,825</td><td>26,608,267</td><td>212,866,136</td><td>Notes 7, 9</td></tr><tr><td>Related entity  $participants^{(11)}$ </td><td>July 24, 2018 to June 8, 2022</td><td>113,139</td><td>-</td><td>84,767</td><td>2,578</td><td>-</td><td>25,794</td><td>206,352</td><td>Notes 7, 10</td></tr><tr><td>Total</td><td></td><td>44,859,478</td><td>-</td><td>16,328,100</td><td>1,683,957</td><td>1,825</td><td>26,845,596</td><td>214,764,768</td><td></td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-14 Share Options Table.html b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-14 Share Options Table.html
new file mode 100644
index 000000000..3d43edfea
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-14 Share Options Table.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="2">Name of grantee</td><td rowspan="2">Date of grant</td><td rowspan="2">Exercise price (US$)</td><td colspan="5">Number of share options (1)</td><td rowspan="2">Number of underlying Shares as of September 30, 2025 (1)</td><td rowspan="2">Notes</td></tr><tr><td>Outstanding as of April 1, 2025</td><td>Granted during the Reporting Period</td><td>Exercised during the Reporting Period</td><td>Lapsed/ forfeited during the Reporting Period (9)</td><td>Outstanding as of September 30, 2025</td></tr><tr><td colspan="10">Directors and chief executive officer of our Company</td></tr><tr><td>Eddie Yongming WU</td><td>November 25, 2023</td><td>78.37</td><td>2,000,000</td><td>-</td><td>-</td><td>-</td><td>2,000,000</td><td>16,000,000</td><td>Note 2</td></tr><tr><td>J. Michael EVANS</td><td>July 31, 2015</td><td>79.96</td><td>2,000,000</td><td>-</td><td>1,000,000</td><td>-</td><td>1,000,000</td><td>8,000,000</td><td>Note 3, 6</td></tr><tr><td></td><td>May 13, 2024</td><td>84.60</td><td>150,000</td><td>-</td><td>-</td><td>-</td><td>150,000</td><td>1,200,000</td><td>Note 4</td></tr><tr><td colspan="10">Other grantees by category</td></tr><tr><td>Employee participants</td><td>May 10, 2015 to March 12, 2022</td><td>23.00 to 182.48</td><td>2,385,667</td><td>-</td><td>842,667</td><td>1,000,000</td><td>543,000</td><td>4,344,000</td><td>Notes 5, 7</td></tr><tr><td>Related entity participant (10)</td><td>March 12, 2022</td><td>23.00</td><td>100,000</td><td>-</td><td>100,000</td><td>-</td><td>-</td><td>-</td><td>Notes 5, 8</td></tr><tr><td>Total</td><td></td><td></td><td>6,635,667</td><td>-</td><td>1,942,667</td><td>1,000,000</td><td>3,693,000</td><td>29,544,000</td><td></td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-15 RSU Activity Report.html b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-15 RSU Activity Report.html
new file mode 100644
index 000000000..b2d56655f
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-15 RSU Activity Report.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="2">Name (3)</td><td rowspan="2">Date of grant</td><td colspan="5">Number of RSUs (1),(2)</td><td rowspan="2">Number of underlying Shares as of September 30, 2025 (2)</td><td rowspan="2">Notes</td></tr><tr><td>Outstanding as of April 1, 2025</td><td>Granted during the Reporting Period</td><td>Vested during the Reporting Period</td><td>Lapsed/ forfeited during the Reporting Period (8)</td><td>Outstanding as of September 30, 2025</td></tr><tr><td rowspan="2">Employee participants</td><td>November 19, 2024 and February 24, 2025</td><td>9,435,535</td><td>-</td><td>1,456,534</td><td>236,200</td><td>7,742,801</td><td>7,742,801</td><td>Notes 4, 5</td></tr><tr><td>May 23, 2025, June 13, 2025 and September 4, 2025</td><td>-</td><td>63,594,318</td><td>3,209,796</td><td>1,116,599</td><td>59,267,923</td><td>59,267,923</td><td>Notes 5, 6, 7</td></tr><tr><td>Total</td><td></td><td>9,435,535</td><td>63,594,318</td><td>4,666,330</td><td>1,352,799</td><td>67,010,724</td><td>67,010,724</td><td></td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-16 RSU Grant Details.html b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-16 RSU Grant Details.html
new file mode 100644
index 000000000..ddd416e59
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-16 RSU Grant Details.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td>Date of grant</td><td>Number of RSUs granted</td><td>Number of underlying Shares</td><td>Closing price of sharesimmediately before date of grant(HK$)</td><td>Fair value of each RSU as of dateof grant (HK$)</td></tr><tr><td>May 23, 2025</td><td>53,429,597</td><td>53,429,597</td><td>119.10</td><td>118.78</td></tr><tr><td>June 13, 2025</td><td>7,687,091</td><td>7,687,091</td><td>114.60</td><td>114.60</td></tr><tr><td>September 4, 2025</td><td>2,477,630</td><td>2,477,630</td><td>134.10</td><td>130.31</td></tr><tr><td></td><td>63,594,318</td><td>63,594,318</td><td></td><td></td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-17 Share Repurchase.html b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-17 Share Repurchase.html
new file mode 100644
index 000000000..043c75cf5
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-17 Share Repurchase.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td>Month of repurchase</td><td>Number of Shares underlying ADSs repurchased (1)</td><td>Highest price paid (US$)</td><td>Lowest price paid (US$)</td><td>Aggregate consideration paid (US$, in millions)</td></tr><tr><td>April 2025</td><td>30,630,480</td><td>16.76</td><td>11.97</td><td>427</td></tr><tr><td>May 2025</td><td>13,559,320</td><td>16.79</td><td>14.02</td><td>210</td></tr><tr><td>June 2025</td><td>11,685,192</td><td>15.00</td><td>13.92</td><td>168</td></tr><tr><td>July 2025</td><td>11,019,160</td><td>15.00</td><td>12.96</td><td>154</td></tr><tr><td>August 2025</td><td>5,839,336</td><td>15.00</td><td>14.52</td><td>87</td></tr><tr><td>Total</td><td>72,733,488</td><td></td><td></td><td>1,046</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-18 Notes Proceeds Use.html b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-18 Notes Proceeds Use.html
new file mode 100644
index 000000000..02d300473
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-18 Notes Proceeds Use.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td>General Corporate purposes</td><td>Net proceeds from the September 2025 Notes Offering (US$ in millions)</td><td>Amount of net proceeds utilized during the reporting period (US$ in millions)</td><td>Actual use of proceeds up to September 30, 2025 (US$ in millions)</td></tr><tr><td>Enhancing its cloud infrastructure</td><td>2,504</td><td>443</td><td>443</td></tr><tr><td>Expanding international commerce operations</td><td>626</td><td>287</td><td>287</td></tr><tr><td>Total</td><td>3,130</td><td>730</td><td>730</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-19 Interim Report.html b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-19 Interim Report.html
new file mode 100644
index 000000000..6a974aca7
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-19 Interim Report.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td></td><td>Page</td></tr><tr><td>Report on Review of Interim Financial Information for the six-months ended September 30, 2025</td><td>45</td></tr><tr><td>Unaudited Condensed Consolidated Income Statements for the six months ended September 30, 2024 and 2025</td><td>46</td></tr><tr><td>Unaudited Condensed Consolidated Statements of Comprehensive Income for the six months ended September 30, 2024 and 2025</td><td>47</td></tr><tr><td>Unaudited Condensed Consolidated Balance Sheets as of March 31, 2025 and September 30, 2025</td><td>48</td></tr><tr><td>Unaudited Condensed Consolidated Statements of Changes in Shareholders’ Equity for the six months ended September 30, 2024 and 2025</td><td>50</td></tr><tr><td>Unaudited Condensed Consolidated Statements of Cash Flows for the six months ended September 30, 2024 and 2025</td><td>52</td></tr><tr><td>Notes to Unaudited Condensed Consolidated Financial Statements</td><td>53</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-2 Alibaba EBITA.html b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-2 Alibaba EBITA.html
new file mode 100644
index 000000000..73266fa12
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-2 Alibaba EBITA.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="4"></td><td colspan="3">Six months ended September 30,</td><td></td></tr><tr><td>2024</td><td colspan="2">2025</td><td rowspan="3">YoY % Change(3)</td></tr><tr><td>RMB</td><td>RMB</td><td>US$</td></tr><tr><td colspan="3">(in millions, except percentages)</td></tr><tr><td>Alibaba China E-commerce Group</td><td>93,080</td><td>48,886</td><td>6,867</td><td>(47)%</td></tr><tr><td>Alibaba International Digital Commerce Group</td><td>(6,611)</td><td>103</td><td>14</td><td>N/A</td></tr><tr><td>Cloud Intelligence Group</td><td>4,998</td><td>6,558</td><td>921</td><td>31%</td></tr><tr><td>All others</td><td>(2,910)</td><td>(4,785)</td><td>(672)</td><td>(64)%</td></tr><tr><td>Unallocated(2)</td><td>(2,142)</td><td>(1,640)</td><td>(230)</td><td></td></tr><tr><td>Inter-segment elimination</td><td>(819)</td><td>(1,205)</td><td>(169)</td><td></td></tr><tr><td>Consolidated adjusted EBITA</td><td>85,596</td><td>47,917</td><td>6,731</td><td>(44)%</td></tr><tr><td>Less: Non-cash share-based compensation expense</td><td>(7,775)</td><td>(6,076)</td><td>(854)</td><td></td></tr><tr><td>Less: Amortization and impairment of intangible assets, and others</td><td>(3,441)</td><td>(1,488)</td><td>(209)</td><td></td></tr><tr><td>Less: Provision for the shareholder class action lawsuits</td><td>(3,145)</td><td>-</td><td>-</td><td></td></tr><tr><td>Income from operations</td><td>71,235</td><td>40,353</td><td>5,668</td><td>(43)%</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-20 Alibaba Financials.html b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-20 Alibaba Financials.html
new file mode 100644
index 000000000..6853608ff
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-20 Alibaba Financials.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="4" colspan="2"></td><td colspan="3">Six months ended September 30,</td></tr><tr><td>2024</td><td colspan="2">2025</td></tr><tr><td>RMB</td><td>RMB</td><td>US$ (Note 2(a))</td></tr><tr><td colspan="3">(in millions, except per share data)</td></tr><tr><td colspan="5">Notes</td></tr><tr><td>Revenue</td><td>4,16</td><td>479,739</td><td>495,447</td><td>69,595</td></tr><tr><td>Cost of revenue</td><td>16</td><td>(290,135)</td><td>(287,210)</td><td>(40,344)</td></tr><tr><td>Product development expenses</td><td>16</td><td>(27,555)</td><td>(32,096)</td><td>(4,509)</td></tr><tr><td>Sales and marketing expenses</td><td>16</td><td>(65,167)</td><td>(119,674)</td><td>(16,811)</td></tr><tr><td>General and administrative expenses</td><td>16</td><td>(23,057)</td><td>(14,778)</td><td>(2,076)</td></tr><tr><td>Amortization and impairment of intangible assets</td><td></td><td>(3,441)</td><td>(1,633)</td><td>(229)</td></tr><tr><td>Other gains, net</td><td></td><td>851</td><td>297</td><td>42</td></tr><tr><td>Income from operations</td><td></td><td>71,235</td><td>40,353</td><td>5,668</td></tr><tr><td>Interest and investment income, net</td><td></td><td>17,129</td><td>37,468</td><td>5,263</td></tr><tr><td>Interest expense</td><td></td><td>(4,615)</td><td>(4,995)</td><td>(702)</td></tr><tr><td>Other (expense) income, net</td><td>16</td><td>(1,221)</td><td>1,329</td><td>187</td></tr><tr><td>Income before income tax and share of results of equity method investees</td><td></td><td>82,528</td><td>74,155</td><td>10,416</td></tr><tr><td>Income tax expenses</td><td>5</td><td>(17,442)</td><td>(14,415)</td><td>(2,024)</td></tr><tr><td>Share of results of equity method investees</td><td></td><td>2,483</td><td>3,254</td><td>457</td></tr><tr><td>Net income</td><td></td><td>67,569</td><td>62,994</td><td>8,849</td></tr><tr><td>Net loss (income) attributable to noncontrolling interests</td><td></td><td>854</td><td>(1,326)</td><td>(187)</td></tr><tr><td>Net income attributable to Alibaba Group Holding Limited</td><td></td><td>68,423</td><td>61,668</td><td>8,662</td></tr><tr><td>(Accretion) Reversal of accretion of mezzanine equity</td><td></td><td>(280)</td><td>2,438</td><td>343</td></tr><tr><td>Net income attributable to ordinary shareholders</td><td></td><td>68,143</td><td>64,106</td><td>9,005</td></tr><tr><td>Earnings per share attributable to ordinary shareholders</td><td>7</td><td></td><td></td><td></td></tr><tr><td>Basic</td><td></td><td>3.58</td><td>3.45</td><td>0.49</td></tr><tr><td>Diluted</td><td></td><td>3.50</td><td>3.34</td><td>0.47</td></tr><tr><td>Earnings per ADS attributable to ordinary shareholders (one ADS equals eight ordinary shares)</td><td>7</td><td></td><td></td><td></td></tr><tr><td>Basic</td><td></td><td>28.62</td><td>27.63</td><td>3.88</td></tr><tr><td>Diluted</td><td></td><td>28.00</td><td>26.73</td><td>3.75</td></tr><tr><td>Weighted average number of shares used in computing earnings per share (million shares)</td><td>7</td><td></td><td></td><td></td></tr><tr><td>Basic</td><td></td><td>19,045</td><td>18,562</td><td></td></tr><tr><td>Diluted</td><td></td><td>19,459</td><td>19,154</td><td></td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-21 Income Statement.html b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-21 Income Statement.html
new file mode 100644
index 000000000..282a955f5
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-21 Income Statement.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="4"></td><td colspan="3">Six months ended September 30,</td></tr><tr><td>2024</td><td colspan="2">2025</td></tr><tr><td>RMB</td><td>RMB</td><td>US$ (Note 2(a))</td></tr><tr><td></td><td>(in millions)</td><td></td></tr><tr><td>Net income</td><td>67,569</td><td>62,994</td><td>8,849</td></tr><tr><td>Other comprehensive income (loss):</td><td></td><td></td><td></td></tr><tr><td>- Foreign currency translation:</td><td></td><td></td><td></td></tr><tr><td>Change in unrealized losses, net of tax</td><td>(3,699)</td><td>(5,081)</td><td>(714)</td></tr><tr><td>- Share of other comprehensive income (loss) of equity method investees:</td><td></td><td></td><td></td></tr><tr><td>Change in unrealized gains (losses)</td><td>350</td><td>(40)</td><td>(6)</td></tr><tr><td>- Interest rate swaps under hedge accounting and others:</td><td></td><td></td><td></td></tr><tr><td>Change in unrealized gains</td><td>60</td><td>1</td><td>—</td></tr><tr><td>Other comprehensive loss</td><td>(3,289)</td><td>(5,120)</td><td>(720)</td></tr><tr><td>Total comprehensive income</td><td>64,280</td><td>57,874</td><td>8,129</td></tr><tr><td>Total comprehensive loss (income) attributable to noncontrolling interests</td><td>1,119</td><td>(273)</td><td>(38)</td></tr><tr><td>Total comprehensive income attributable to ordinary shareholders</td><td>65,399</td><td>57,601</td><td>8,091</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-22 Balance Sheet Data.html b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-22 Balance Sheet Data.html
new file mode 100644
index 000000000..245ce7fed
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-22 Balance Sheet Data.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td></td><td></td><td>As of March 31,</td><td colspan="2">As of September 30,</td></tr><tr><td></td><td></td><td>2025</td><td colspan="2">2025</td></tr><tr><td></td><td></td><td>RMB</td><td>RMB</td><td>US$</td></tr><tr><td></td><td></td><td></td><td>(in millions)</td><td>(Note 2(a))</td></tr><tr><td>Assets</td><td>Notes</td><td></td><td></td><td></td></tr><tr><td>Current assets:</td><td></td><td></td><td></td><td></td></tr><tr><td>Cash and cash equivalents</td><td></td><td>145,487</td><td>135,069</td><td>18,973</td></tr><tr><td>Short-term investments</td><td></td><td>228,826</td><td>193,246</td><td>27,145</td></tr><tr><td>Restricted cash and escrow receivables</td><td></td><td>43,781</td><td>40,374</td><td>5,671</td></tr><tr><td>Equity securities and other investments</td><td>8</td><td>53,780</td><td>45,257</td><td>6,357</td></tr><tr><td>Prepayments, receivables and other assets</td><td></td><td>202,175</td><td>232,673</td><td>32,684</td></tr><tr><td>Total current assets</td><td></td><td>674,049</td><td>646,619</td><td>90,830</td></tr><tr><td>Equity securities and other investments</td><td>8</td><td>356,818</td><td>411,953</td><td>57,867</td></tr><tr><td>Prepayments, receivables and other assets</td><td></td><td>83,431</td><td>96,927</td><td>13,615</td></tr><tr><td>Investments in equity method investees</td><td></td><td>210,169</td><td>206,862</td><td>29,058</td></tr><tr><td>Property and equipment, net</td><td></td><td>203,348</td><td>246,539</td><td>34,631</td></tr><tr><td>Intangible assets, net</td><td>10</td><td>20,911</td><td>19,429</td><td>2,729</td></tr><tr><td>Goodwill</td><td>11</td><td>255,501</td><td>255,551</td><td>35,897</td></tr><tr><td>Total assets</td><td></td><td>1,804,227</td><td>1,883,880</td><td>264,627</td></tr><tr><td>Liabilities, mezzanine equity and shareholders&#x27; equity</td><td></td><td></td><td></td><td></td></tr><tr><td>Current liabilities:</td><td></td><td></td><td></td><td></td></tr><tr><td>Current bank borrowings</td><td></td><td>22,562</td><td>26,288</td><td>3,693</td></tr><tr><td>Income tax payable</td><td></td><td>11,638</td><td>5,588</td><td>785</td></tr><tr><td>Accrued expenses, accounts payable and other liabilities</td><td>12</td><td>332,537</td><td>340,769</td><td>47,868</td></tr><tr><td>Merchant deposits</td><td></td><td>274</td><td>251</td><td>35</td></tr><tr><td>Deferred revenue and customer advances</td><td></td><td>68,335</td><td>71,241</td><td>10,007</td></tr><tr><td>Total current liabilities</td><td></td><td>435,346</td><td>444,137</td><td>62,388</td></tr><tr><td>Deferred revenue</td><td></td><td>4,536</td><td>4,496</td><td>632</td></tr><tr><td>Deferred tax liabilities</td><td></td><td>48,454</td><td>46,802</td><td>6,574</td></tr><tr><td>Non-current bank borrowings</td><td></td><td>49,909</td><td>63,566</td><td>8,929</td></tr><tr><td>Non-current unsecured senior notes</td><td></td><td>122,398</td><td>120,504</td><td>16,927</td></tr><tr><td>Non-current convertible unsecured senior notes</td><td>13</td><td>35,834</td><td>57,481</td><td>8,074</td></tr><tr><td>Non-current exchangeable bonds</td><td>14</td><td>—</td><td>13,755</td><td>1,932</td></tr><tr><td>Other liabilities</td><td>12</td><td>17,644</td><td>21,354</td><td>3,000</td></tr><tr><td>Total liabilities</td><td></td><td>714,121</td><td>772,095</td><td>108,456</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-23 Equity Summary.html b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-23 Equity Summary.html
new file mode 100644
index 000000000..3c134608b
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-23 Equity Summary.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="4"></td><td>As of March 31,</td><td colspan="2">As of September 30,</td></tr><tr><td>2025</td><td colspan="2">2025</td></tr><tr><td>RMB</td><td>RMB</td><td>US$ (Note 2(a))</td></tr><tr><td></td><td>(in millions)</td><td></td></tr><tr><td colspan="4">Commitments and contingencies</td></tr><tr><td>Mezzanine equity</td><td>11,713</td><td>9,884</td><td>1,388</td></tr><tr><td colspan="4">Shareholders’ equity:</td></tr><tr><td>Ordinary shares, US$0.000003125 par value; 32,000,000,000 shares authorized as of March 31 and September 30, 2025; 18,474,235,708 and 18,551,943,896 shares issued and outstanding as of March 31 and September 30, 2025 respectively</td><td>1</td><td>1</td><td>—</td></tr><tr><td>Additional paid-in capital</td><td>381,379</td><td>387,147</td><td>54,382</td></tr><tr><td>Treasury shares, at cost</td><td>(36,329)</td><td>(36,162)</td><td>(5,080)</td></tr><tr><td>Statutory reserves</td><td>15,936</td><td>16,286</td><td>2,288</td></tr><tr><td colspan="4">Accumulated other comprehensive income (loss)</td></tr><tr><td>Cumulative translation adjustments</td><td>3,286</td><td>(1,670)</td><td>(234)</td></tr><tr><td>Unrealized gains on interest rate swaps and others</td><td>107</td><td>109</td><td>15</td></tr><tr><td>Retained earnings</td><td>645,478</td><td>666,784</td><td>93,663</td></tr><tr><td>Total shareholders’ equity</td><td>1,009,858</td><td>1,032,495</td><td>145,034</td></tr><tr><td>Noncontrolling interests</td><td>68,535</td><td>69,406</td><td>9,749</td></tr><tr><td>Total equity</td><td>1,078,393</td><td>1,101,901</td><td>154,783</td></tr><tr><td>Total liabilities, mezzanine equity and equity</td><td>1,804,227</td><td>1,883,880</td><td>264,627</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-24 Equity Changes.html b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-24 Equity Changes.html
new file mode 100644
index 000000000..ce168b407
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-24 Equity Changes.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="3"></td><td colspan="2">Ordinary shares</td><td colspan="9">Accumulated othercomprehensive income (loss)</td></tr><tr><td>Share</td><td>Amount</td><td>Additionalpaid-incapitalRMB</td><td>TreasurysharesRMB</td><td>StatutoryreservesRMB</td><td>CumulativetranslationadjustmentsRMB</td><td>Unrealizedgains(losses) oninterestrate swapsand othersRMB</td><td>RetainedearningsRMB</td><td>Totalshareholders’equityRMB</td><td>NoncontrollinginterestsRMB</td><td>TotalequityRMB</td></tr><tr><td colspan="11">(in millions, except per share data)</td></tr><tr><td>Balance as ofApril 1, 2024</td><td>19,469,126,956</td><td>1</td><td>397,999</td><td>(27,684)</td><td>14,733</td><td>3,635</td><td>(37)</td><td>597,897</td><td>986,544</td><td>115,327</td><td>1,101,871</td></tr><tr><td>Foreign currencytranslationadjustment,net of tax</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>(3,541)</td><td>—</td><td>—</td><td>(3,541)</td><td>(158)</td><td>(3,699)</td></tr><tr><td>Share of additionalpaid-in capitaland othercomprehensiveincome of equitymethod investees</td><td>—</td><td>—</td><td>(42)</td><td>—</td><td>—</td><td>335</td><td>15</td><td>—</td><td>308</td><td>—</td><td>308</td></tr><tr><td>Change in fair value ofinterest rate swapsunder hedgeaccountingand others</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>60</td><td>—</td><td>60</td><td>—</td><td>60</td></tr><tr><td>Net income for theperiod</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>68,423</td><td>68,423</td><td>(961)</td><td>67,462</td></tr><tr><td>Acquisition ofsubsidiaries</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>187</td><td>187</td></tr><tr><td>Issuance of shares,including vesting ofRSUs and earlyexercised optionsand exercise ofshare options</td><td>178,297,456</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td></tr><tr><td>Repurchase andretirement ofordinary shares</td><td>(1,027,554,280)</td><td>—</td><td>(21,096)</td><td>(8,501)</td><td>—</td><td>—</td><td>—</td><td>(42,216)</td><td>(71,813)</td><td>—</td><td>(71,813)</td></tr><tr><td>Transactions withnoncontrollinginterests</td><td>—</td><td>—</td><td>2,357</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>2,357</td><td>(23,852)</td><td>(21,495)</td></tr><tr><td>Amortization ofcompensation cost</td><td>—</td><td>—</td><td>5,819</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>5,819</td><td>1,962</td><td>7,781</td></tr><tr><td>Declaration ofdividends</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>(29,340)</td><td>(29,340)</td><td>—</td><td>(29,340)</td></tr><tr><td>Capped calltransactions</td><td>—</td><td>—</td><td>(4,612)</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>(4,612)</td><td>—</td><td>(4,612)</td></tr><tr><td>Appropriation tostatutory reserves</td><td>—</td><td>—</td><td>—</td><td>—</td><td>1,152</td><td>—</td><td>—</td><td>(1,152)</td><td>—</td><td>—</td><td>—</td></tr><tr><td>Others</td><td>—</td><td>—</td><td>(280)</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>(280)</td><td>(144)</td><td>(424)</td></tr><tr><td>Balance as ofSeptember 30, 2024(in millions, except per share data)</td><td>18,619,870,132</td><td>1</td><td>380,145</td><td>(36,185)</td><td>15,885</td><td>429</td><td>38</td><td>593,612</td><td>953,925</td><td>92,361</td><td>1,046,286</td></tr><tr><td>Balance as ofApril 1, 2025</td><td>18,474,235,708</td><td>1</td><td>381,379</td><td>(36,329)</td><td>15,936</td><td>3,286</td><td>107</td><td>645,478</td><td>1,009,858</td><td>68,535</td><td>1,078,393</td></tr><tr><td>Foreign currencytranslationadjustment,net of tax</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>(3,643)</td><td>7</td><td>—</td><td>(3,636)</td><td>(166)</td><td>(3,802)</td></tr><tr><td>Share of additionalpaid-in capitaland othercomprehensiveincome of equitymethod investees</td><td>—</td><td>—</td><td>(129)</td><td>—</td><td>—</td><td>(34)</td><td>(6)</td><td>—</td><td>(169)</td><td>—</td><td>(169)</td></tr><tr><td>Change in fair value ofinterest rate swapsunder hedgeaccounting and others</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>1</td><td>—</td><td>1</td><td>—</td><td>1</td></tr><tr><td>Net investment hedge</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>(1,279)</td><td>—</td><td>—</td><td>(1,279)</td><td>—</td><td>(1,279)</td></tr><tr><td>Net income for theperiod</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>61,668</td><td>61,668</td><td>439</td><td>62,107</td></tr><tr><td>Acquisition ofsubsidiaries</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>2</td><td>2</td></tr><tr><td>Deconsolidation ofsubsidiaries</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>(80)</td><td>(80)</td></tr><tr><td>Issuance of shares,including vesting ofRSUs and earlyexercised optionsand exercise ofshare options</td><td>150,441,676</td><td>—</td><td>1,038</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>1,038</td><td>—</td><td>1,038</td></tr><tr><td>Repurchase andretirement ofordinary shares</td><td>(72,733,488)</td><td>—</td><td>(1,737)</td><td>167</td><td>—</td><td>—</td><td>—</td><td>(5,965)</td><td>(7,535)</td><td>—</td><td>(7,535)</td></tr><tr><td>Transactions withnoncontrollinginterests</td><td>—</td><td>—</td><td>68</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>68</td><td>(315)</td><td>(247)</td></tr><tr><td>Amortization ofcompensation cost</td><td>—</td><td>—</td><td>5,397</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>5,397</td><td>1,075</td><td>6,472</td></tr><tr><td>Declaration ofdividends</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>(34,047)</td><td>(34,047)</td><td>—</td><td>(34,047)</td></tr><tr><td>Capped calltransactions</td><td>—</td><td>—</td><td>(1,309)</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>(1,309)</td><td>—</td><td>(1,309)</td></tr><tr><td>Appropriation tostatutory reserves</td><td>—</td><td>—</td><td>—</td><td>—</td><td>350</td><td>—</td><td>—</td><td>(350)</td><td>—</td><td>—</td><td>—</td></tr><tr><td>Others</td><td>—</td><td>—</td><td>2,440</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>2,440</td><td>(84)</td><td>2,356</td></tr><tr><td>Balance as ofSeptember 30, 2025</td><td>18,551,943,896</td><td>1</td><td>387,147</td><td>(36,162)</td><td>16,286</td><td>(1,670)</td><td>109</td><td>666,784</td><td>1,032,495</td><td>69,406</td><td>1,101,901</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-25 Cash Flow Statement.html b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-25 Cash Flow Statement.html
new file mode 100644
index 000000000..06f8d2c9e
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-25 Cash Flow Statement.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="4"></td><td colspan="3">Six months ended September 30,</td></tr><tr><td>2024</td><td colspan="2">2025</td></tr><tr><td>RMB</td><td>RMB</td><td>US$</td></tr><tr><td></td><td>(in millions)</td><td>(Note 2(a))</td></tr><tr><td>Cash flows from operating activities:</td><td>65,074</td><td>30,771</td><td>4,322</td></tr><tr><td>Cash flows from investing activities:</td><td></td><td></td><td></td></tr><tr><td>Decrease in short-term investments, net</td><td>105,470</td><td>12,972</td><td>1,822</td></tr><tr><td>Increase in other treasury investments, net</td><td>(113,387)</td><td>(24,091)</td><td>(3,384)</td></tr><tr><td>Settlement of forward exchange contracts, net</td><td>311</td><td>(111)</td><td>(16)</td></tr><tr><td>Acquisitions of equity and debt securities, and others</td><td>(3,905)</td><td>(18,690)</td><td>(2,625)</td></tr><tr><td>Disposals of equity and debt securities, and others</td><td>5,772</td><td>35,390</td><td>4,971</td></tr><tr><td>Acquisitions of equity method investees</td><td>(1,964)</td><td>(1,179)</td><td>(165)</td></tr><tr><td>Disposals of and distributions from equity method investees</td><td>737</td><td>2,426</td><td>341</td></tr><tr><td>Acquisitions of land use rights, property and equipment</td><td>(29,585)</td><td>(70,177)</td><td>(9,858)</td></tr><tr><td>Disposals of property and equipment</td><td>1,475</td><td>239</td><td>34</td></tr><tr><td>Cash received (paid) for business combinations, net of cash acquired</td><td>62</td><td>(62)</td><td>(9)</td></tr><tr><td>Deconsolidation and disposal of subsidiaries, net of cash proceeds</td><td>—</td><td>11,825</td><td>1,661</td></tr><tr><td>Loans to employees, net of repayments</td><td>149</td><td>134</td><td>19</td></tr><tr><td>Net cash used in investing activities</td><td>(34,865)</td><td>(51,324)</td><td>(7,209)</td></tr><tr><td>Cash flows from financing activities:</td><td></td><td></td><td></td></tr><tr><td>Issuance of ordinary shares</td><td>1</td><td>1,038</td><td>146</td></tr><tr><td>Repurchase of ordinary shares</td><td>(72,889)</td><td>(7,638)</td><td>(1,073)</td></tr><tr><td>Dividend distribution</td><td>(29,022)</td><td>(33,621)</td><td>(4,723)</td></tr><tr><td>Proceeds from convertible unsecured senior notes, net of debt issuance cost</td><td>35,677</td><td>22,303</td><td>3,133</td></tr><tr><td>Payments for capped call transactions</td><td>(4,612)</td><td>(1,309)</td><td>(184)</td></tr><tr><td>Acquisition of additional equity interests in non-wholly owned subsidiaries</td><td>(19,947)</td><td>(1,155)</td><td>(162)</td></tr><tr><td>Dividends paid by non-wholly owned subsidiaries to noncontrolling interests</td><td>(116)</td><td>(306)</td><td>(43)</td></tr><tr><td>Contingent consideration payments made after a business combination</td><td>(149)</td><td>(81)</td><td>(11)</td></tr><tr><td>Capital injection from noncontrolling interests</td><td>2,636</td><td>168</td><td>24</td></tr><tr><td>Proceeds from exchangeable bonds, net of debt issuance cost</td><td>—</td><td>10,986</td><td>1,543</td></tr><tr><td>Proceeds from bank borrowings and other borrowings, net of upfront fee payment for a syndicated loan</td><td>22,098</td><td>37,805</td><td>5,310</td></tr><tr><td>Repayment of bank borrowings</td><td>(20,041)</td><td>(20,019)</td><td>(2,812)</td></tr><tr><td>Net cash (used in) provided by financing activities</td><td>(86,364)</td><td>8,171</td><td>1,148</td></tr><tr><td>Effect of exchange rate changes on cash and cash equivalents, restricted cash and escrow receivables</td><td>(1,797)</td><td>(1,443)</td><td>(203)</td></tr><tr><td>Decrease in cash and cash equivalents, restricted cash and escrow receivables</td><td>(57,952)</td><td>(13,825)</td><td>(1,942)</td></tr><tr><td>Cash and cash equivalents, restricted cash and escrow receivables at beginning of period</td><td>286,424</td><td>189,268</td><td>26,586</td></tr><tr><td>Cash and cash equivalents, restricted cash and escrow receivables at end of period</td><td>228,472</td><td>175,443</td><td>24,644</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-26 Financial Data.html b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-26 Financial Data.html
new file mode 100644
index 000000000..492cbd0b2
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-26 Financial Data.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="4"></td><td>As of March 31,</td><td>As of September 30,</td></tr><tr><td>2025</td><td>2025</td></tr><tr><td>RMB</td><td>RMB</td></tr><tr><td colspan="2">(in millions)</td></tr><tr><td>Cash and cash equivalents and short-term investments</td><td>10,621</td><td>8,807</td></tr><tr><td>Investments in equity method investees and equity securities and other investments</td><td>37,117</td><td>35,335</td></tr><tr><td>Accounts receivable and contract assets, net of allowance</td><td>18,408</td><td>18,666</td></tr><tr><td>Amounts due from non-VIE subsidiaries of the Company</td><td>53,792</td><td>51,309</td></tr><tr><td>Property and equipment, net and intangible assets, net</td><td>19,911</td><td>37,527</td></tr><tr><td>Others</td><td>40,429</td><td>56,590</td></tr><tr><td>Total assets</td><td>180,278</td><td>208,234</td></tr><tr><td>Amounts due to non-VIE subsidiaries of the Company</td><td>113,332</td><td>131,635</td></tr><tr><td>Accrued expenses, accounts payable and other liabilities</td><td>50,521</td><td>60,882</td></tr><tr><td>Deferred revenue and customer advances</td><td>19,126</td><td>18,669</td></tr><tr><td>Total liabilities</td><td>182,979</td><td>211,186</td></tr><tr><td rowspan="4"></td><td colspan="2">Six months ended September 30,</td></tr><tr><td>2024</td><td>2025</td></tr><tr><td>RMB</td><td>RMB</td></tr><tr><td colspan="2">(in millions)</td></tr><tr><td>Revenue (i)</td><td>67,739</td><td>77,466</td></tr><tr><td>Net income</td><td>2,103</td><td>2,442</td></tr><tr><td>Net cash provided by operating activities</td><td>12,118</td><td>2,817</td></tr><tr><td>Net cash used in investing activities</td><td>(28,993)</td><td>(31,914)</td></tr><tr><td>Net cash provided by financing activities</td><td>8,625</td><td>27,034</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-27 Alibaba Revenue.html b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-27 Alibaba Revenue.html
new file mode 100644
index 000000000..0832687a7
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-27 Alibaba Revenue.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="4"></td><td colspan="2">Six months ended September 30,</td></tr><tr><td>2024</td><td>2025</td></tr><tr><td>RMB</td><td>RMB</td></tr><tr><td colspan="2">(in millions)</td></tr><tr><td>Alibaba China E-commerce Group:</td><td></td><td></td></tr><tr><td>E-commerce (i)</td><td></td><td></td></tr><tr><td>- Customer management</td><td>152,755</td><td>168,179</td></tr><tr><td>- Direct sales, logistics and others (ii)</td><td>50,233</td><td>53,331</td></tr><tr><td></td><td>202,988</td><td>221,510</td></tr><tr><td>Quick commerce (iii)</td><td>27,517</td><td>37,690</td></tr><tr><td>China commerce wholesale (iv)</td><td>11,938</td><td>13,450</td></tr><tr><td>Total Alibaba China E-commerce Group:</td><td>242,443</td><td>272,650</td></tr><tr><td>Alibaba International Digital Commerce Group:</td><td></td><td></td></tr><tr><td>International commerce retail (v)</td><td>49,309</td><td>56,463</td></tr><tr><td>International commerce wholesale (vi)</td><td>11,656</td><td>13,077</td></tr><tr><td>Total Alibaba International Digital Commerce Group</td><td>60,965</td><td>69,540</td></tr><tr><td>Cloud Intelligence Group (vii)</td><td>56,159</td><td>73,222</td></tr><tr><td>All others (viii)</td><td>165,837</td><td>121,568</td></tr><tr><td>Unallocated</td><td>888</td><td>1,096</td></tr><tr><td>Inter-segment elimination (ix)</td><td>(46,553)</td><td>(42,629)</td></tr><tr><td>Consolidated revenue</td><td>479,739</td><td>495,447</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-28 Revenue Breakdown.html b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-28 Revenue Breakdown.html
new file mode 100644
index 000000000..ab9ecc6a4
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-28 Revenue Breakdown.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="4"></td><td colspan="2">Six months ended September 30,</td></tr><tr><td>2024</td><td>2025</td></tr><tr><td>RMB</td><td>RMB</td></tr><tr><td colspan="2">(in millions)</td></tr><tr><td>Customer management services (i)</td><td>199,821</td><td>223,399</td></tr><tr><td>Membership fees and value-added services</td><td>23,044</td><td>24,035</td></tr><tr><td>Logistics services</td><td>59,904</td><td>68,018</td></tr><tr><td>Cloud services</td><td>41,326</td><td>52,826</td></tr><tr><td>Sales of goods</td><td>135,837</td><td>108,435</td></tr><tr><td>Other revenue (ii)</td><td>19,807</td><td>18,734</td></tr><tr><td></td><td>479,739</td><td>495,447</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-29 Tax Expense Data.html b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-29 Tax Expense Data.html
new file mode 100644
index 000000000..a6cda3180
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-29 Tax Expense Data.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="4"></td><td colspan="2">Six months ended September 30,</td></tr><tr><td>2024</td><td>2025</td></tr><tr><td>RMB</td><td>RMB</td></tr><tr><td colspan="2">(in millions)</td></tr><tr><td>Current income tax expense</td><td>14,939</td><td>13,985</td></tr><tr><td>Deferred taxation</td><td>2,503</td><td>430</td></tr><tr><td></td><td>17,442</td><td>14,415</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-3 Costs & Expenses.html b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-3 Costs & Expenses.html
new file mode 100644
index 000000000..57a67a9bd
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-3 Costs & Expenses.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="4"></td><td colspan="5">Six months ended September 30,</td><td rowspan="4">% of Revenue YoY change</td></tr><tr><td colspan="2">2024</td><td colspan="3">2025</td></tr><tr><td>RMB</td><td>% of Revenue</td><td>RMB</td><td>US$</td><td>% of Revenue</td></tr><tr><td colspan="5">(in millions, except percentages)</td></tr><tr><td colspan="7">Costs and expenses:</td></tr><tr><td>Cost of revenue</td><td>290,135</td><td>60.5%</td><td>287,210</td><td>40,344</td><td>58.0%</td><td>(2.5)%</td></tr><tr><td>Product development expenses</td><td>27,555</td><td>5.7%</td><td>32,096</td><td>4,509</td><td>6.5%</td><td>0.8%</td></tr><tr><td>Sales and marketing expenses</td><td>65,167</td><td>13.6%</td><td>119,674</td><td>16,811</td><td>24.2%</td><td>10.6%</td></tr><tr><td>General and administrative expenses</td><td>23,057</td><td>4.8%</td><td>14,778</td><td>2,076</td><td>3.0%</td><td>(1.8)%</td></tr><tr><td>Amortization and impairment of intangible assets</td><td>3,441</td><td>0.7%</td><td>1,633</td><td>229</td><td>0.3%</td><td>(0.4)%</td></tr><tr><td>Total costs and expenses</td><td>409,355</td><td></td><td>455,391</td><td>63,969</td><td></td><td></td></tr><tr><td colspan="7">Share-based compensation expense:</td></tr><tr><td>Cost of revenue</td><td>1,205</td><td>0.3%</td><td>913</td><td>128</td><td>0.2%</td><td>(0.1)%</td></tr><tr><td>Product development expenses</td><td>3,560</td><td>0.7%</td><td>2,862</td><td>402</td><td>0.6%</td><td>(0.1)%</td></tr><tr><td>Sales and marketing expenses</td><td>948</td><td>0.2%</td><td>958</td><td>135</td><td>0.2%</td><td>0.0%</td></tr><tr><td>General and administrative expenses</td><td>2,564</td><td>0.5%</td><td>2,137</td><td>300</td><td>0.4%</td><td>(0.1)%</td></tr><tr><td>Total share-based compensation expense(1)</td><td>8,277</td><td></td><td>6,870</td><td>965</td><td></td><td></td></tr><tr><td colspan="7">Costs and expenses excluding share-based compensation expense:</td></tr><tr><td>Cost of revenue</td><td>288,930</td><td>60.2%</td><td>286,297</td><td>40,216</td><td>57.8%</td><td>(2.4)%</td></tr><tr><td>Product development expenses</td><td>23,995</td><td>5.0%</td><td>29,234</td><td>4,107</td><td>5.9%</td><td>0.9%</td></tr><tr><td>Sales and marketing expenses</td><td>64,219</td><td>13.4%</td><td>118,716</td><td>16,676</td><td>24.0%</td><td>10.6%</td></tr><tr><td>General and administrative expenses</td><td>20,493</td><td>4.3%</td><td>12,641</td><td>1,776</td><td>2.6%</td><td>(1.7)%</td></tr><tr><td>Amortization and impairment of intangible assets</td><td>3,441</td><td>0.7%</td><td>1,633</td><td>229</td><td>0.3%</td><td>(0.4)%</td></tr><tr><td>Total costs and expenses excluding share-based compensation expense</td><td>401,078</td><td></td><td>448,521</td><td>63,004</td><td></td><td></td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-30 Cost Breakdown.html b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-30 Cost Breakdown.html
new file mode 100644
index 000000000..a935122e0
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-30 Cost Breakdown.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="4"></td><td colspan="2">Six months ended September 30,</td></tr><tr><td>2024</td><td>2025</td></tr><tr><td>RMB</td><td>RMB</td></tr><tr><td colspan="2">(in millions)</td></tr><tr><td>Cost of revenue</td><td>1,205</td><td>913</td></tr><tr><td>Product development expenses</td><td>3,560</td><td>2,862</td></tr><tr><td>Sales and marketing expenses</td><td>948</td><td>958</td></tr><tr><td>General and administrative expenses</td><td>2,564</td><td>2,137</td></tr><tr><td></td><td>8,277</td><td>6,870</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-31 EPS Data Table.html b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-31 EPS Data Table.html
new file mode 100644
index 000000000..195b1cd16
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-31 EPS Data Table.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="4"></td><td colspan="2">Six months ended September 30,</td></tr><tr><td>2024</td><td>2025</td></tr><tr><td>RMB</td><td>RMB</td></tr><tr><td colspan="2">(in millions, except per share data)</td></tr><tr><td>Earnings per share</td><td></td><td></td></tr><tr><td>Numerator:</td><td></td><td></td></tr><tr><td>Net income attributable to ordinary shareholders for computing net income per ordinary share — basic</td><td>68,143</td><td>64,106</td></tr><tr><td>Dilution effect on earnings arising from non-cash share-based awards operated by equity method investees and subsidiaries</td><td>(131)</td><td>(258)</td></tr><tr><td>Adjustments for interest expense attributable to convertible unsecured senior notes</td><td>95</td><td>143</td></tr><tr><td>Net income attributable to ordinary shareholders for computing net income per ordinary share — diluted</td><td>68,107</td><td>63,991</td></tr><tr><td>Shares (denominator):</td><td></td><td></td></tr><tr><td>Weighted average number of shares used in calculating net income per ordinary share — basic (million shares)</td><td>19,045</td><td>18,562</td></tr><tr><td>Adjustments for dilutive RSUs and share options (million shares)</td><td>149</td><td>186</td></tr><tr><td>Adjustments for convertible unsecured senior notes (million shares)</td><td>265</td><td>406</td></tr><tr><td>Weighted average number of shares used in calculating net income per ordinary share — diluted (million shares)</td><td>19,459</td><td>19,154</td></tr><tr><td>Net income per ordinary share — basic (RMB)</td><td>3.58</td><td>3.45</td></tr><tr><td>Net income per ordinary share — diluted (RMB)</td><td>3.50</td><td>3.34</td></tr><tr><td>Earnings per ADS</td><td></td><td></td></tr><tr><td>Net income per ADS — basic (RMB)</td><td>28.62</td><td>27.63</td></tr><tr><td>Net income per ADS — diluted (RMB)</td><td>28.00</td><td>26.73</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-32 Investment Summary.html b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-32 Investment Summary.html
new file mode 100644
index 000000000..7344192bb
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-32 Investment Summary.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="4"></td><td colspan="3">As of March 31, 2025</td></tr><tr><td>Original cost</td><td>Cumulative net (losses) gains</td><td>Carrying value</td></tr><tr><td>RMB</td><td>RMB</td><td>RMB</td></tr><tr><td colspan="3">(in millions)</td></tr><tr><td>Equity securities:</td><td></td><td></td><td></td></tr><tr><td>Listed equity securities</td><td>79,024</td><td>(1,394)</td><td>77,630</td></tr><tr><td>Investments in privately held companies</td><td>113,646</td><td>(17,479)</td><td>96,167</td></tr><tr><td>Debt investments:</td><td></td><td></td><td></td></tr><tr><td>Debt securities and loan investments</td><td>15,009</td><td>(6,224)</td><td>8,785</td></tr><tr><td>Other treasury investments</td><td>227,935</td><td>81</td><td>228,016</td></tr><tr><td></td><td>435,614</td><td>(25,016)</td><td>410,598</td></tr><tr><td rowspan="4"></td><td colspan="3">As of September 30, 2025</td></tr><tr><td>Original cost</td><td>Cumulative net gains (losses)</td><td>Carrying value</td></tr><tr><td>RMB</td><td>RMB</td><td>RMB</td></tr><tr><td colspan="3">(in millions)</td></tr><tr><td>Equity securities:</td><td></td><td></td><td></td></tr><tr><td>Listed equity securities</td><td>70,880</td><td>4,424</td><td>75,304</td></tr><tr><td>Investments in privately held companies</td><td>120,899</td><td>(1,279)</td><td>119,620</td></tr><tr><td>Debt investments:</td><td></td><td></td><td></td></tr><tr><td>Debt securities and loan investments</td><td>14,892</td><td>(5,173)</td><td>9,719</td></tr><tr><td>Other treasury investments</td><td>252,464</td><td>103</td><td>252,567</td></tr><tr><td></td><td>459,135</td><td>(1,925)</td><td>457,210</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-33 Fair Value Table.html b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-33 Fair Value Table.html
new file mode 100644
index 000000000..e801031c4
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-33 Fair Value Table.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="3"></td><td colspan="4">As of March 31, 2025</td></tr><tr><td>Level 1RMB</td><td>Level 2RMB</td><td>Level 3RMB</td><td>TotalRMB</td></tr><tr><td colspan="4">(in millions)</td></tr><tr><td colspan="5">Assets</td></tr><tr><td>Time deposits and certificate of deposits (i)</td><td>—</td><td>357,569</td><td>—</td><td>357,569</td></tr><tr><td>Wealth management products (i)</td><td>—</td><td>83,144</td><td>—</td><td>83,144</td></tr><tr><td>Marketable debt securities (i)</td><td>—</td><td>16,129</td><td>—</td><td>16,129</td></tr><tr><td>Restricted cash and escrow receivables</td><td>43,781</td><td>—</td><td>—</td><td>43,781</td></tr><tr><td>Listed equity securities (ii)(v)</td><td>67,712</td><td>9,918</td><td>—</td><td>77,630</td></tr><tr><td>Convertible and exchangeable bonds (ii)</td><td>—</td><td>145</td><td>818</td><td>963</td></tr><tr><td>Option agreements (iii)</td><td>—</td><td>87</td><td>814</td><td>901</td></tr><tr><td>Deferred consideration (iii)</td><td>—</td><td>—</td><td>3,039</td><td>3,039</td></tr><tr><td>Others (vi)</td><td>—</td><td>1,329</td><td>6,047</td><td>7,376</td></tr><tr><td></td><td>111,493</td><td>468,321</td><td>10,718</td><td>590,532</td></tr><tr><td colspan="5">Liabilities</td></tr><tr><td>Contingent consideration in relation to investments and acquisitions (iv)</td><td>—</td><td>—</td><td>484</td><td>484</td></tr><tr><td>Others (iv)</td><td>—</td><td>389</td><td>924</td><td>1,313</td></tr><tr><td></td><td>—</td><td>389</td><td>1,408</td><td>1,797</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-34 Fair Value Table.html b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-34 Fair Value Table.html
new file mode 100644
index 000000000..5f54f9318
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-34 Fair Value Table.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="3"></td><td colspan="4">As of September 30, 2025</td></tr><tr><td>Level 1RMB</td><td>Level 2RMB</td><td>Level 3RMB</td><td>TotalRMB</td></tr><tr><td colspan="4">(in millions)</td></tr><tr><td>Assets</td><td></td><td></td><td></td><td></td></tr><tr><td>Time deposits and certificate of deposits (i)</td><td>—</td><td>314,794</td><td>—</td><td>314,794</td></tr><tr><td>Wealth management products (i)</td><td>—</td><td>84,789</td><td>—</td><td>84,789</td></tr><tr><td>Marketable debt securities (i)</td><td>—</td><td>46,230</td><td>—</td><td>46,230</td></tr><tr><td>Restricted cash and escrow receivables</td><td>40,374</td><td>—</td><td>—</td><td>40,374</td></tr><tr><td>Listed equity securities (ii)(v)</td><td>65,327</td><td>9,977</td><td>—</td><td>75,304</td></tr><tr><td>Convertible and exchangeable bonds (ii)</td><td>—</td><td>139</td><td>620</td><td>759</td></tr><tr><td>Option and forward agreements (iii)</td><td>—</td><td>3,478</td><td>1,154</td><td>4,632</td></tr><tr><td>Deferred consideration (iii)</td><td>—</td><td>—</td><td>3,052</td><td>3,052</td></tr><tr><td>Others (vi)</td><td>—</td><td>845</td><td>5,627</td><td>6,472</td></tr><tr><td></td><td>105,701</td><td>460,252</td><td>10,453</td><td>576,406</td></tr><tr><td>Liabilities</td><td></td><td></td><td></td><td></td></tr><tr><td>Exchangeable bonds</td><td>—</td><td>13,755</td><td>—</td><td>13,755</td></tr><tr><td>Contingent consideration in relation to investments and acquisitions (iv)</td><td>—</td><td>—</td><td>397</td><td>397</td></tr><tr><td>Others (iv)</td><td>—</td><td>1,122</td><td>907</td><td>2,029</td></tr><tr><td></td><td>—</td><td>14,877</td><td>1,304</td><td>16,181</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-35 Balance Change.html b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-35 Balance Change.html
new file mode 100644
index 000000000..ddf928675
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-35 Balance Change.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td></td><td>Amounts RMB (in millions)</td></tr><tr><td>Balance as of April 1, 2025</td><td>818</td></tr><tr><td>Additions</td><td>42</td></tr><tr><td>Net decrease in fair value</td><td>(158)</td></tr><tr><td>Disposal</td><td>(39)</td></tr><tr><td>Conversion</td><td>(34)</td></tr><tr><td>Foreign currency translation adjustments</td><td>(9)</td></tr><tr><td>Balance as of September 30, 2025</td><td>620</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-36 Fair Value Change.html b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-36 Fair Value Change.html
new file mode 100644
index 000000000..727385dd5
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-36 Fair Value Change.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td></td><td>Amounts RMB (in millions)</td></tr><tr><td>Balance as of April 1, 2025</td><td>3,039</td></tr><tr><td>Net increase in fair value</td><td>40</td></tr><tr><td>Foreign currency translation adjustments</td><td>(27)</td></tr><tr><td>Balance as of September 30, 2025</td><td>3,052</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-37 Intangible Assets.html b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-37 Intangible Assets.html
new file mode 100644
index 000000000..0cdc839ab
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-37 Intangible Assets.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="4"></td><td>As of March 31,</td><td>As of September 30,</td></tr><tr><td>2025</td><td>2025</td></tr><tr><td>RMB</td><td>RMB</td></tr><tr><td colspan="2">(in millions)</td></tr><tr><td>User base and customer relationships</td><td>48,565</td><td>40,420</td></tr><tr><td>Trade names, trademarks and domain names</td><td>26,936</td><td>27,256</td></tr><tr><td>Non-compete agreements</td><td>6,030</td><td>5,745</td></tr><tr><td>Developed technology and patents</td><td>4,823</td><td>5,136</td></tr><tr><td>Licensed copyrights and others</td><td>8,001</td><td>8,585</td></tr><tr><td></td><td>94,355</td><td>87,142</td></tr><tr><td>Less: accumulated amortization and impairment</td><td>(73,444)</td><td>(67,713)</td></tr><tr><td>Net book value</td><td>20,911</td><td>19,429</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-38 Alibaba Segment Assets.html b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-38 Alibaba Segment Assets.html
new file mode 100644
index 000000000..00eb05066
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-38 Alibaba Segment Assets.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="2"></td><td>AlibabaChinaE-commerceGroupRMB</td><td>AlibabaInternationalDigitalCommerceGroupRMB</td><td>CloudIntelligenceGroupRMB</td><td>CainiaoSmartLogisticsNetworkLimitedRMB</td><td>LocalServicesGroupRMB</td><td>HujingDigital MediaandEntertainmentGroupRMB</td><td>All othersRMB</td><td>TotalRMB</td></tr><tr><td colspan="8">(in millions)</td></tr><tr><td>Balance as of April 1, 2025</td><td>164,945</td><td>20,077</td><td>3,728</td><td>20,385</td><td>20,447</td><td>8,031</td><td>17,888</td><td>255,501</td></tr><tr><td>Segment changes</td><td>12,948</td><td>—</td><td>—</td><td>(20,385)</td><td>(20,447)</td><td>(8,031)</td><td>35,915</td><td>—</td></tr><tr><td>Additions</td><td>—</td><td>4</td><td>35</td><td>—</td><td>—</td><td>—</td><td>1</td><td>40</td></tr><tr><td>Foreign currency translationadjustments</td><td>—</td><td>(42)</td><td>46</td><td>—</td><td>—</td><td>—</td><td>6</td><td>10</td></tr><tr><td>Balance as of September 30, 2025</td><td>177,893</td><td>20,039</td><td>3,809</td><td>—</td><td>—</td><td>—</td><td>53,810</td><td>255,551</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-39 Financial Liabilities.html b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-39 Financial Liabilities.html
new file mode 100644
index 000000000..2c03c5cc3
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-39 Financial Liabilities.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="3"></td><td>As of March 31,</td><td>As of September 30,</td></tr><tr><td>2025</td><td>2025</td></tr><tr><td>RMB</td><td>RMB</td></tr><tr><td></td><td colspan="2">(in millions)</td></tr><tr><td>Accrued expenses, accounts payable and other liabilities</td><td>1,605</td><td>3,152</td></tr><tr><td>Bank borrowings</td><td>4,470</td><td>4,047</td></tr><tr><td></td><td>6,075</td><td>7,199</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-4 Share-based Compensation.html b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-4 Share-based Compensation.html
new file mode 100644
index 000000000..9911cc7be
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-4 Share-based Compensation.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="4"></td><td colspan="3">Six months ended September 30,</td><td></td></tr><tr><td>2024</td><td colspan="2">2025</td><td rowspan="2">YoY % Change</td></tr><tr><td>RMB</td><td>RMB</td><td>US$</td></tr><tr><td colspan="4">(in millions, except percentages)</td></tr><tr><td colspan="5">By type of awards:</td></tr><tr><td>Alibaba Group share-based awards(1)</td><td>5,877</td><td>4,664</td><td>655</td><td>(21)%</td></tr><tr><td>Others(2)</td><td>2,400</td><td>2,206</td><td>310</td><td>(8)%</td></tr><tr><td>Total share-based compensation expense(3)</td><td>8,277</td><td>6,870</td><td>965</td><td>(17)%</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-40 Cloud Revenue Growth.html b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-40 Cloud Revenue Growth.html
new file mode 100644
index 000000000..7879bd334
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-40 Cloud Revenue Growth.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="4"></td><td colspan="2">Six months ended September 30,</td></tr><tr><td>2024</td><td>2025</td></tr><tr><td>RMB</td><td>RMB</td></tr><tr><td colspan="2">(in millions)</td></tr><tr><td>Amounts earned by the Company</td><td></td><td></td></tr><tr><td>Cloud services revenue (i)</td><td>4,977</td><td>8,928</td></tr><tr><td>Marketplace software technology services fee and other amounts earned (i)</td><td>3,514</td><td>2,819</td></tr><tr><td></td><td>8,491</td><td>11,747</td></tr><tr><td>Amounts incurred by the Company</td><td></td><td></td></tr><tr><td>Payment processing and escrow services fee (ii)</td><td>6,381</td><td>8,937</td></tr><tr><td>Other amounts incurred (i)</td><td>1,449</td><td>2,378</td></tr><tr><td></td><td>7,830</td><td>11,315</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-41 Alibaba Segment Results.html b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-41 Alibaba Segment Results.html
new file mode 100644
index 000000000..4ffe9259d
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-41 Alibaba Segment Results.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="4"></td><td colspan="2">Six months ended September 30,</td></tr><tr><td>2024</td><td>2025</td></tr><tr><td>RMB</td><td>RMB</td></tr><tr><td colspan="2">(in millions)</td></tr><tr><td>Alibaba China E-commerce Group</td><td></td><td></td></tr><tr><td>Revenue</td><td>242,443</td><td>272,650</td></tr><tr><td>Costs and expenses (i)</td><td>(149,363)</td><td>(223,764)</td></tr><tr><td>Adjusted EBITA (ii)</td><td>93,080</td><td>48,886</td></tr><tr><td>Alibaba International Digital Commerce Group</td><td></td><td></td></tr><tr><td>Revenue</td><td>60,965</td><td>69,540</td></tr><tr><td>Costs and expenses (i)</td><td>(67,576)</td><td>(69,437)</td></tr><tr><td>Adjusted EBITA (ii)</td><td>(6,611)</td><td>103</td></tr><tr><td>Cloud Intelligence Group</td><td></td><td></td></tr><tr><td>Revenue</td><td>56,159</td><td>73,222</td></tr><tr><td>Costs and expenses (i)</td><td>(51,161)</td><td>(66,664)</td></tr><tr><td>Adjusted EBITA (ii)</td><td>4,998</td><td>6,558</td></tr><tr><td>All others</td><td></td><td></td></tr><tr><td>Revenue</td><td>165,837</td><td>121,568</td></tr><tr><td>Costs and expenses (i)</td><td>(168,747)</td><td>(126,353)</td></tr><tr><td>Adjusted EBITA (ii)</td><td>(2,910)</td><td>(4,785)</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-42 Financial Results.html b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-42 Financial Results.html
new file mode 100644
index 000000000..21ecf552d
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-42 Financial Results.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="3"></td><td colspan="2">Six months ended September 30,</td></tr><tr><td>2024</td><td>2025</td></tr><tr><td>RMB</td><td>RMB</td></tr><tr><td></td><td colspan="2">(in millions)</td></tr><tr><td>Total segments Adjusted EBITA</td><td>88,557</td><td>50,762</td></tr><tr><td>Unallocated (iii)</td><td>(2,142)</td><td>(1,640)</td></tr><tr><td>Inter-segment elimination</td><td>(819)</td><td>(1,205)</td></tr><tr><td>Non-cash share-based compensation expense</td><td>(7,775)</td><td>(6,076)</td></tr><tr><td>Amortization and impairment of intangible assets, and others</td><td>(3,441)</td><td>(1,488)</td></tr><tr><td>Provision for the shareholder class action lawsuits</td><td>(3,145)</td><td>—</td></tr><tr><td>Consolidated income from operations</td><td>71,235</td><td>40,353</td></tr><tr><td>Interest and investment income, net</td><td>17,129</td><td>37,468</td></tr><tr><td>Interest expense</td><td>(4,615)</td><td>(4,995)</td></tr><tr><td>Other (expense) income, net</td><td>(1,221)</td><td>1,329</td></tr><tr><td>Income tax expenses</td><td>(17,442)</td><td>(14,415)</td></tr><tr><td>Share of results of equity method investees</td><td>2,483</td><td>3,254</td></tr><tr><td>Consolidated net income</td><td>67,569</td><td>62,994</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-43 Depreciation by Segment.html b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-43 Depreciation by Segment.html
new file mode 100644
index 000000000..aeb740f8b
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-43 Depreciation by Segment.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="4"></td><td colspan="2">Six months ended September 30,</td></tr><tr><td>2024</td><td>2025</td></tr><tr><td>RMB</td><td>RMB</td></tr><tr><td colspan="2">(in millions)</td></tr><tr><td>Alibaba China E-commerce Group</td><td>79</td><td>62</td></tr><tr><td>Alibaba International Digital Commerce Group</td><td>547</td><td>370</td></tr><tr><td>Cloud Intelligence Group</td><td>6,906</td><td>11,877</td></tr><tr><td>All others</td><td>4,087</td><td>1,226</td></tr><tr><td>Total segments depreciation and impairment of property and equipment, and operating lease cost relating to land use rights</td><td>11,619</td><td>13,535</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-44 Accounts Receivable.html b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-44 Accounts Receivable.html
new file mode 100644
index 000000000..b021be1d9
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-44 Accounts Receivable.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="4"></td><td>As of March 31,</td><td>As of September 30,</td></tr><tr><td>2025</td><td>2025</td></tr><tr><td>RMB</td><td>RMB</td></tr><tr><td colspan="2">(in millions)</td></tr><tr><td>0-3 months</td><td>25,172</td><td>25,073</td></tr><tr><td>3-6 months</td><td>3,078</td><td>3,395</td></tr><tr><td>6-12 months</td><td>1,775</td><td>2,344</td></tr><tr><td>Over 1 year</td><td>627</td><td>834</td></tr><tr><td>Accounts receivable, net of allowance</td><td>30,652</td><td>31,646</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-45 Accounts Payable.html b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-45 Accounts Payable.html
new file mode 100644
index 000000000..28bd0e3dd
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-45 Accounts Payable.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="4"></td><td>As of March 31,</td><td>As of September 30,</td></tr><tr><td>2025</td><td>2025</td></tr><tr><td>RMB</td><td>RMB</td></tr><tr><td colspan="2">(in millions)</td></tr><tr><td>0-3 months</td><td>52,019</td><td>56,073</td></tr><tr><td>3-6 months</td><td>3,990</td><td>5,696</td></tr><tr><td>6-12 months</td><td>846</td><td>1,600</td></tr><tr><td>Over 1 year</td><td>1,346</td><td>1,570</td></tr><tr><td>Accounts payable</td><td>58,201</td><td>64,939</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-46 IFRS Adjustments.html b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-46 IFRS Adjustments.html
new file mode 100644
index 000000000..6b7230900
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-46 IFRS Adjustments.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="3"></td><td colspan="10">As of March 31, 2025</td></tr><tr><td>Amounts as reported under U.S. GAAP</td><td>Consolidation and business combinations, and others (i)</td><td>Equity securities without readily determinable fair value (ii)</td><td>Equity method investments (iii)</td><td>Share-based awards (iv)</td><td>Operating leases (v)</td><td>Redeemable noncontrolling interests (vi)</td><td>Hyperinflation (vii)</td><td>Convertible unsecured senior notes and instruments in an entity’s own equity (viii)</td><td>Amounts under IFRS</td></tr><tr><td colspan="10">(in millions of RMB)</td></tr><tr><td>Equity securities and other investments</td><td>356,818</td><td>—</td><td>5,003</td><td>3,547</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>365,368</td></tr><tr><td>Prepayments, receivables and other assets</td><td>83,431</td><td>(258)</td><td>485</td><td>—</td><td>578</td><td>(1,010)</td><td>—</td><td>382</td><td>6,874</td><td>90,482</td></tr><tr><td>Investments in equity method investees</td><td>210,169</td><td>(241)</td><td>—</td><td>(226)</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>209,702</td></tr><tr><td>Property and equipment, net</td><td>203,348</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>1,318</td><td>—</td><td>204,666</td></tr><tr><td>Intangible assets, net</td><td>20,911</td><td>(1,861)</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>426</td><td>—</td><td>19,476</td></tr><tr><td>Goodwill</td><td>255,501</td><td>(36,284)</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>3,180</td><td>—</td><td>222,397</td></tr><tr><td>Total assets</td><td>1,804,227</td><td>(38,644)</td><td>5,488</td><td>3,321</td><td>578</td><td>(1,010)</td><td>—</td><td>5,306</td><td>6,874</td><td>1,786,140</td></tr><tr><td>Deferred tax liabilities</td><td>48,454</td><td>(719)</td><td>368</td><td>(283)</td><td>(78)</td><td>—</td><td>—</td><td>(51)</td><td>—</td><td>47,691</td></tr><tr><td>Convertible unsecured senior notes</td><td>35,834</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>16,021</td><td>51,855</td></tr><tr><td>Other liabilities</td><td>17,644</td><td>—</td><td>—</td><td>—</td><td>—</td><td>(2)</td><td>10,247</td><td>—</td><td>—</td><td>27,889</td></tr><tr><td>Total liabilities</td><td>714,121</td><td>(719)</td><td>368</td><td>(283)</td><td>(78)</td><td>(2)</td><td>10,247</td><td>(51)</td><td>16,021</td><td>739,624</td></tr><tr><td>Mezzanine equity</td><td>11,713</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>(11,713)</td><td>—</td><td>—</td><td>—</td></tr><tr><td>Total shareholders’ equity</td><td>1,009,858</td><td>(17,402)</td><td>5,120</td><td>3,604</td><td>656</td><td>(1,008)</td><td>1,439</td><td>2,616</td><td>(9,147)</td><td>995,736</td></tr><tr><td>Noncontrolling interests</td><td>68,535</td><td>(20,523)</td><td>—</td><td>—</td><td>—</td><td>—</td><td>27</td><td>2,741</td><td>—</td><td>50,780</td></tr><tr><td>Total equity</td><td>1,078,393</td><td>(37,925)</td><td>5,120</td><td>3,604</td><td>656</td><td>(1,008)</td><td>1,466</td><td>5,357</td><td>(9,147)</td><td>1,046,516</td></tr><tr><td>Total liabilities, mezzanine equity and equity</td><td>1,804,227</td><td>(38,644)</td><td>5,488</td><td>3,321</td><td>578</td><td>(1,010)</td><td>—</td><td>5,306</td><td>6,874</td><td>1,786,140</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-47 GAAP to IFRS.html b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-47 GAAP to IFRS.html
new file mode 100644
index 000000000..314f46fcc
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-47 GAAP to IFRS.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="2"></td><td>Amounts as reported under U.S. GAAP</td><td>Consolidation and business combinations, and others (i)</td><td>Equity securities without readily determinable fair value (ii)</td><td>Equity method investments (iii)</td><td>Share-based awards (iv)</td><td>Operating leases (v)</td><td>Redeemable noncontrolling interests (vi)</td><td>Hyperinflation (vii)</td><td>Convertible unsecured senior notes and instruments in an entity&#x27;s own equity (viii)</td><td>Amounts under IFRS</td></tr><tr><td colspan="10">(in millions of RMB)</td></tr><tr><td>Equity securities and other investments</td><td>411,953</td><td>—</td><td>3,282</td><td>4,223</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>419,458</td></tr><tr><td>Prepayments, receivables and other assets</td><td>96,927</td><td>(258)</td><td>521</td><td>—</td><td>637</td><td>(974)</td><td>—</td><td>1,023</td><td>8,315</td><td>106,191</td></tr><tr><td>Investments in equity method investees</td><td>206,862</td><td>(241)</td><td>—</td><td>(784)</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>205,837</td></tr><tr><td>Property and equipment, net</td><td>246,539</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>699</td><td>—</td><td>247,238</td></tr><tr><td>Intangible assets, net</td><td>19,429</td><td>(1,688)</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>445</td><td>—</td><td>18,186</td></tr><tr><td>Goodwill</td><td>255,551</td><td>(36,278)</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>3,304</td><td>—</td><td>222,577</td></tr><tr><td>Total assets</td><td>1,883,880</td><td>(38,465)</td><td>3,803</td><td>3,439</td><td>637</td><td>(974)</td><td>—</td><td>5,471</td><td>8,315</td><td>1,866,106</td></tr><tr><td>Deferred tax liabilities</td><td>46,802</td><td>(684)</td><td>324</td><td>(292)</td><td>(170)</td><td>—</td><td>—</td><td>(52)</td><td>—</td><td>45,928</td></tr><tr><td>Convertible unsecured senior notes</td><td>57,481</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>34,064</td><td>91,545</td></tr><tr><td>Exchangeable bonds</td><td>13,755</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>13,755</td></tr><tr><td>Other liabilities</td><td>21,354</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>8,467</td><td>—</td><td>—</td><td>29,821</td></tr><tr><td>Total liabilities</td><td>772,095</td><td>(684)</td><td>324</td><td>(292)</td><td>(170)</td><td>—</td><td>8,467</td><td>(52)</td><td>34,064</td><td>813,752</td></tr><tr><td>Mezzanine equity</td><td>9,884</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>(9,884)</td><td>—</td><td>—</td><td>—</td></tr><tr><td>Total shareholders&#x27; equity</td><td>1,032,495</td><td>(17,252)</td><td>3,479</td><td>3,731</td><td>807</td><td>(974)</td><td>1,432</td><td>2,711</td><td>(25,749)</td><td>1,000,680</td></tr><tr><td>Noncontrolling interests</td><td>69,406</td><td>(20,529)</td><td>—</td><td>—</td><td>—</td><td>—</td><td>(15)</td><td>2,812</td><td>—</td><td>51,674</td></tr><tr><td>Total equity</td><td>1,101,901</td><td>(37,781)</td><td>3,479</td><td>3,731</td><td>807</td><td>(974)</td><td>1,417</td><td>5,523</td><td>(25,749)</td><td>1,052,354</td></tr><tr><td>Total liabilities, mezzanine equity and equity</td><td>1,883,880</td><td>(38,465)</td><td>3,803</td><td>3,439</td><td>637</td><td>(974)</td><td>—</td><td>5,471</td><td>8,315</td><td>1,866,106</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-48 GAAP to IFRS.html b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-48 GAAP to IFRS.html
new file mode 100644
index 000000000..f0c1d63d0
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-48 GAAP to IFRS.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="2"></td><td>Amounts as reported under U.S. GAAP</td><td>Consolidation and business combinations, and others (i)</td><td>Equity securities without readily determinable fair value (ii)</td><td>Equity method investments (iii)</td><td>Share-based awards (iv)</td><td>Operating leases (v)</td><td>Redeemable noncontrolling interests (vi)</td><td>Hyperinflation (vii)</td><td>Convertible unsecured senior notes and instruments in an entity&#x27;s own equity (viii)</td><td>Amounts under IFRS</td></tr><tr><td colspan="10">(in millions of RMB)</td></tr><tr><td>Revenue</td><td>479,739</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>97</td><td>—</td><td>479,836</td></tr><tr><td>Cost of revenue</td><td>(290,135)</td><td>—</td><td>—</td><td>—</td><td>(22)</td><td>641</td><td>—</td><td>(235)</td><td>—</td><td>(289,751)</td></tr><tr><td>Product development expenses</td><td>(27,555)</td><td>—</td><td>—</td><td>—</td><td>(10)</td><td>—</td><td>—</td><td>(1)</td><td>—</td><td>(27,566)</td></tr><tr><td>Sales and marketing expenses</td><td>(65,167)</td><td>—</td><td>—</td><td>—</td><td>(2)</td><td>1</td><td>—</td><td>(323)</td><td>—</td><td>(65,491)</td></tr><tr><td>General and administrative expenses</td><td>(23,057)</td><td>—</td><td>—</td><td>—</td><td>(18)</td><td>70</td><td>—</td><td>(9)</td><td>—</td><td>(23,014)</td></tr><tr><td>Amortization and impairment of intangible assets</td><td>(3,441)</td><td>160</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>39</td><td>—</td><td>(3,242)</td></tr><tr><td>Other gains, net</td><td>851</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>851</td></tr><tr><td>Income from operations</td><td>71,235</td><td>160</td><td>—</td><td>—</td><td>(52)</td><td>712</td><td>—</td><td>(432)</td><td>—</td><td>71,623</td></tr><tr><td>Interest and investment income, net</td><td>17,129</td><td>—</td><td>1,750</td><td>(56)</td><td>—</td><td>—</td><td>22</td><td>61</td><td>(7,689)</td><td>11,217</td></tr><tr><td>Interest expense</td><td>(4,615)</td><td>—</td><td>—</td><td>—</td><td>—</td><td>(775)</td><td>(434)</td><td>(12)</td><td>—</td><td>(5,836)</td></tr><tr><td>Other expense, net</td><td>(1,221)</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>442</td><td>—</td><td>(779)</td></tr><tr><td>Income tax expenses</td><td>(17,442)</td><td>(35)</td><td>109</td><td>(227)</td><td>866</td><td>11</td><td>—</td><td>(221)</td><td>—</td><td>(16,939)</td></tr><tr><td>Share of results of equity method investees</td><td>2,483</td><td>—</td><td>—</td><td>1,151</td><td>4</td><td>—</td><td>—</td><td>—</td><td>—</td><td>3,638</td></tr><tr><td>Net income</td><td>67,569</td><td>125</td><td>1,859</td><td>868</td><td>818</td><td>(52)</td><td>(412)</td><td>(162)</td><td>(7,689)</td><td>62,924</td></tr><tr><td>Net loss attributable to noncontrolling interests</td><td>854</td><td>(59)</td><td>—</td><td>—</td><td>(3)</td><td>—</td><td>133</td><td>145</td><td>—</td><td>1,070</td></tr><tr><td>Accretion of mezzanine equity</td><td>(280)</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>280</td><td>—</td><td>—</td><td>—</td></tr><tr><td>Net income attributable to ordinary shareholders</td><td>68,143</td><td>66</td><td>1,859</td><td>868</td><td>815</td><td>(52)</td><td>1</td><td>(17)</td><td>(7,689)</td><td>63,994</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-49 GAAP to IFRS Reconciliation.html b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-49 GAAP to IFRS Reconciliation.html
new file mode 100644
index 000000000..b4e7b73f4
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-49 GAAP to IFRS Reconciliation.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="2"></td><td>Amounts as reported under U.S. GAAP</td><td>Consolidation and business combinations, and others (i)</td><td>Equity securities without readily determinable fair value (ii)</td><td>Equity method investments (iii)</td><td>Share-based awards (iv)</td><td>Operating leases (v)</td><td>Redeemable noncontrolling interests (vi)</td><td>Hyperinflation (vii)</td><td>Convertible unsecured senior notes and instruments in an entity’s own equity (viii)</td><td>Amounts under IFRS</td></tr><tr><td colspan="10">(in millions of RMB)</td></tr><tr><td>Revenue</td><td>495,447</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>1</td><td>—</td><td>495,448</td></tr><tr><td>Cost of revenue</td><td>(287,210)</td><td>—</td><td>—</td><td>—</td><td>(12)</td><td>304</td><td>—</td><td>(425)</td><td>—</td><td>(287,343)</td></tr><tr><td>Product development expenses</td><td>(32,096)</td><td>—</td><td>—</td><td>—</td><td>(7)</td><td>—</td><td>—</td><td>(15)</td><td>—</td><td>(32,118)</td></tr><tr><td>Sales and marketing expenses</td><td>(119,674)</td><td>—</td><td>—</td><td>—</td><td>(2)</td><td>1</td><td>—</td><td>(154)</td><td>—</td><td>(119,829)</td></tr><tr><td>General and administrative expenses</td><td>(14,778)</td><td>—</td><td>—</td><td>—</td><td>(14)</td><td>36</td><td>—</td><td>(5)</td><td>—</td><td>(14,761)</td></tr><tr><td>Amortization and impairment of intangible assets</td><td>(1,633)</td><td>173</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>67</td><td>—</td><td>(1,393)</td></tr><tr><td>Other gains (losses), net</td><td>297</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>(506)</td><td>—</td><td>(209)</td></tr><tr><td>Income from operations</td><td>40,353</td><td>173</td><td>—</td><td>—</td><td>(35)</td><td>341</td><td>—</td><td>(1,037)</td><td>—</td><td>39,795</td></tr><tr><td>Interest and investment income, net</td><td>37,468</td><td>—</td><td>(1,641)</td><td>210</td><td>—</td><td>61</td><td>10</td><td>16</td><td>(18,008)</td><td>18,116</td></tr><tr><td>Interest expense</td><td>(4,995)</td><td>(395)</td><td>—</td><td>—</td><td>—</td><td>(337)</td><td>1,536</td><td>(30)</td><td>—</td><td>(4,221)</td></tr><tr><td>Other income, net</td><td>1,329</td><td>7</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>396</td><td>—</td><td>1,732</td></tr><tr><td>Income tax expenses</td><td>(14,415)</td><td>(35)</td><td>39</td><td>1</td><td>60</td><td>(31)</td><td>—</td><td>(389)</td><td>—</td><td>(14,770)</td></tr><tr><td>Share of results of equity method investees</td><td>3,254</td><td>—</td><td>—</td><td>(79)</td><td>29</td><td>—</td><td>—</td><td>—</td><td>—</td><td>3,204</td></tr><tr><td>Net income</td><td>62,994</td><td>(250)</td><td>(1,602)</td><td>132</td><td>54</td><td>34</td><td>1,546</td><td>(1,044)</td><td>(18,008)</td><td>43,856</td></tr><tr><td>Net income attributable to noncontrolling interests</td><td>(1,326)</td><td>(65)</td><td>—</td><td>—</td><td>(3)</td><td>—</td><td>887</td><td>251</td><td>—</td><td>(256)</td></tr><tr><td>Reversal of accretion of mezzanine equity</td><td>2,438</td><td>—</td><td>—</td><td>—</td><td>—</td><td>—</td><td>(2,438)</td><td>—</td><td>—</td><td>—</td></tr><tr><td>Net income attributable to ordinary shareholders</td><td>64,106</td><td>(315)</td><td>(1,602)</td><td>132</td><td>51</td><td>34</td><td>(5)</td><td>(793)</td><td>(18,008)</td><td>43,600</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-5 Equity Investee Results.html b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-5 Equity Investee Results.html
new file mode 100644
index 000000000..60ac84251
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-5 Equity Investee Results.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="4"></td><td colspan="3">Six months ended September 30,</td></tr><tr><td>2024</td><td colspan="2">2025</td></tr><tr><td>RMB</td><td>RMB</td><td>US$</td></tr><tr><td></td><td>(in millions)</td><td></td></tr><tr><td>Share of profit (loss) of equity method investees</td><td></td><td></td><td></td></tr><tr><td>- Ant Group</td><td>6,395</td><td>4,280</td><td>601</td></tr><tr><td>- Others</td><td>(1,334)</td><td>1,126</td><td>158</td></tr><tr><td>Impairment loss</td><td>(2,157)</td><td>(5)</td><td>(1)</td></tr><tr><td> $Others^{(1)}$ </td><td>(421)</td><td>(2,147)</td><td>(301)</td></tr><tr><td>Total</td><td>2,483</td><td>3,254</td><td>457</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-6 Financial Results.html b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-6 Financial Results.html
new file mode 100644
index 000000000..ddce537cc
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-6 Financial Results.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="4"></td><td colspan="3">Six months ended September 30,</td></tr><tr><td>2024</td><td colspan="2">2025</td></tr><tr><td>RMB</td><td>RMB</td><td>US$</td></tr><tr><td colspan="3">(in millions)</td></tr><tr><td>Net income</td><td>67,569</td><td>62,994</td><td>8,849</td></tr><tr><td>Adjustments to reconcile net income to adjusted EBITA and adjusted EBITDA:</td><td></td><td></td><td></td></tr><tr><td>Interest and investment income, net</td><td>(17,129)</td><td>(37,468)</td><td>(5,263)</td></tr><tr><td>Interest expense</td><td>4,615</td><td>4,995</td><td>702</td></tr><tr><td>Other expense (income), net</td><td>1,221</td><td>(1,329)</td><td>(187)</td></tr><tr><td>Income tax expenses</td><td>17,442</td><td>14,415</td><td>2,024</td></tr><tr><td>Share of results of equity method investees</td><td>(2,483)</td><td>(3,254)</td><td>(457)</td></tr><tr><td>Income from operations</td><td>71,235</td><td>40,353</td><td>5,668</td></tr><tr><td>Non-cash share-based compensation expense</td><td>7,775</td><td>6,076</td><td>854</td></tr><tr><td>Amortization and impairment of intangible assets, and others</td><td>3,441</td><td>1,488</td><td>209</td></tr><tr><td>Provision for the shareholder class action lawsuits</td><td>3,145</td><td>-</td><td>-</td></tr><tr><td>Adjusted EBITA</td><td>85,596</td><td>47,917</td><td>6,731</td></tr><tr><td>Depreciation and impairment of property and equipment, and operating lease cost relating to land use rights</td><td>12,892</td><td>15,074</td><td>2,117</td></tr><tr><td>Adjusted EBITDA</td><td>98,488</td><td>62,991</td><td>8,848</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-7 Non-GAAP Net Income.html b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-7 Non-GAAP Net Income.html
new file mode 100644
index 000000000..ad0549e82
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-7 Non-GAAP Net Income.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="4"></td><td colspan="3">Six months ended September 30,</td></tr><tr><td>2024</td><td colspan="2">2025</td></tr><tr><td>RMB</td><td>RMB</td><td>US$</td></tr><tr><td colspan="3">(in millions)</td></tr><tr><td>Net income</td><td>67,569</td><td>62,994</td><td>8,849</td></tr><tr><td>Adjustments to reconcile net income to non-GAAP net income:</td><td></td><td></td><td></td></tr><tr><td>Non-cash share-based compensation expense</td><td>7,775</td><td>6,076</td><td>854</td></tr><tr><td>Amortization and impairment of intangible assets</td><td>3,441</td><td>1,633</td><td>229</td></tr><tr><td>Provision for the shareholder class action lawsuits</td><td>3,145</td><td>-</td><td>-</td></tr><tr><td>Gain on deemed disposals/disposals/revaluation of investments</td><td>(8,116)</td><td>(29,320)</td><td>(4,119)</td></tr><tr><td>Impairment of investments, and others</td><td>5,067</td><td>2,455</td><td>345</td></tr><tr><td>Tax effects(1)</td><td>(1,672)</td><td>24</td><td>3</td></tr><tr><td>Non-GAAP net income</td><td>77,209</td><td>43,862</td><td>6,161</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-8 Earnings per Share.html b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-8 Earnings per Share.html
new file mode 100644
index 000000000..0b4f4414d
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-8 Earnings per Share.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="4"></td><td colspan="3">Six months ended September 30,</td></tr><tr><td>2024</td><td colspan="2">2025</td></tr><tr><td>RMB</td><td>RMB</td><td>US$</td></tr><tr><td colspan="3">(in millions, except per share data)</td></tr><tr><td>Net income attributable to ordinary shareholders – basic</td><td>68,143</td><td>64,106</td><td>9,005</td></tr><tr><td>Dilution effect on earnings arising from non-cash share-based awards operated by equity method investees and subsidiaries</td><td>(131)</td><td>(258)</td><td>(36)</td></tr><tr><td>Adjustments for interest expense attributable to convertible unsecured senior notes</td><td>95</td><td>143</td><td>20</td></tr><tr><td>Net income attributable to ordinary shareholders – diluted</td><td>68,107</td><td>63,991</td><td>8,989</td></tr><tr><td>Non-GAAP adjustments to net income attributable to ordinary shareholders(1)</td><td>8,521</td><td>(18,250)</td><td>(2,564)</td></tr><tr><td>Non-GAAP net income attributable to ordinary shareholders for computing non-GAAP diluted earnings per share/ADS</td><td>76,628</td><td>45,741</td><td>6,425</td></tr><tr><td>Weighted average number of shares on a diluted basis for computing non-GAAP diluted earnings per share/ADS (million shares)(2)</td><td>19,459</td><td>19,154</td><td></td></tr><tr><td>Diluted earnings per share(2)(3)</td><td>3.50</td><td>3.34</td><td>0.47</td></tr><tr><td>Non-GAAP diluted earnings per share(2)(4)</td><td>3.94</td><td>2.39</td><td>0.34</td></tr><tr><td>Diluted earnings per ADS(2)(3)</td><td>28.00</td><td>26.73</td><td>3.75</td></tr><tr><td>Non-GAAP diluted earnings per ADS(2)(4)</td><td>31.50</td><td>19.10</td><td>2.68</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-9 Free Cash Flow.html b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-9 Free Cash Flow.html
new file mode 100644
index 000000000..380d1784d
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/tables/table-9 Free Cash Flow.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="4"></td><td colspan="3">Six months ended September 30,</td></tr><tr><td>2024</td><td colspan="2">2025</td></tr><tr><td>RMB</td><td>RMB</td><td>US$</td></tr><tr><td colspan="3">(in millions)</td></tr><tr><td>Net cash provided by operating activities</td><td>65,074</td><td>30,771</td><td>4,322</td></tr><tr><td>Less: Purchase of property and equipment (excluding land use rights and construction in progress relating to office campuses)</td><td>(28,916)</td><td>(70,057)</td><td>(9,841)</td></tr><tr><td>Less: Changes in the buyer protection fund deposits</td><td>(5,051)</td><td>(1,369)</td><td>(192)</td></tr><tr><td>Free cash flow</td><td>31,107</td><td>(40,655)</td><td>(5,711)</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/toc_hierarchies.json b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/toc_hierarchies.json
new file mode 100644
index 000000000..b38b706ca
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-alibaba-fy2026-interim-report/toc_hierarchies.json
@@ -0,0 +1,23 @@
+[
+  {
+    "toc_range": [
+      4,
+      12
+    ],
+    "scan_range": [
+      4,
+      163
+    ],
+    "toc_with_level": "| id | heading                                                            | level |\n|----|--------------------------------------------------------------------|-------|\n| 1  | 4 Management Discussion and Analysis                               | 1     |\n| 2  | 25 Directors and Chief Executive Officer                           | 1     |\n| 3  | 29 Disclosure of Interests                                         | 1     |\n| 4  | 34 Equity Incentive Plans                                          | 1     |\n| 5  | 38 Purchase, Sale or Redemption of our Company's Listed Securities | 1     |\n| 6  | 39 Other Information                                               | 1     |\n| 7  | 42 Definitions                                                     | 1     |\n| 8  | 44 Financial Statements                                            | 1     |",
+    "toc_tree": {
+      "4 Management Discussion and Analysis": {},
+      "25 Directors and Chief Executive Officer": {},
+      "29 Disclosure of Interests": {},
+      "34 Equity Incentive Plans": {},
+      "38 Purchase, Sale or Redemption of our Company's Listed Securities": {},
+      "39 Other Information": {},
+      "42 Definitions": {},
+      "44 Financial Statements": {}
+    }
+  }
+]
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-goog-10-k-2025/chunks.json b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/chunks.json
new file mode 100644
index 000000000..a4ece90de
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/chunks.json
@@ -0,0 +1,20355 @@
+{
+  "chunks": [
+    {
+      "chunk_id": "4253031f-a154-518a-80db-53af82529a33",
+      "type": "table",
+      "content": "<table><tr><td>Title of each class</td><td>Trading Symbol(s)</td><td>Name of each exchange on which registered</td></tr><tr><td>Class A Common Stock, $0.001 par value</td><td>GOOGL</td><td>Nasdaq Stock Market LLC(Nasdaq Global Select Market)</td></tr><tr><td>Class C Capital Stock, $0.001 par value</td><td>GOOG</td><td>Nasdaq Stock Market LLC(Nasdaq Global Select Market)</td></tr><tr><td>2.375% Senior Notes due 2028</td><td>—</td><td>Nasdaq Stock Market LLC</td></tr><tr><td>2.500% Senior Notes due 2029</td><td>—</td><td>Nasdaq Stock Market LLC</td></tr><tr><td>2.875% Senior Notes due 2031</td><td>—</td><td>Nasdaq Stock Market LLC</td></tr><tr><td>3.000% Senior Notes due 2033</td><td>—</td><td>Nasdaq Stock Market LLC</td></tr><tr><td>3.125% Senior Notes due 2034</td><td>—</td><td>Nasdaq Stock Market LLC</td></tr><tr><td>3.375% Senior Notes due 2037</td><td>—</td><td>Nasdaq Stock Market LLC</td></tr><tr><td>3.500% Senior Notes due 2038</td><td>—</td><td>Nasdaq Stock Market LLC</td></tr><tr><td>4.000% Senior Notes due 2044</td><td>—</td><td>Nasdaq Stock Market LLC</td></tr><tr><td>3.875% Senior Notes due 2045</td><td>—</td><td>Nasdaq Stock Market LLC</td></tr><tr><td>4.000% Senior Notes due 2054</td><td>—</td><td>Nasdaq Stock Market LLC</td></tr><tr><td>4.375% Senior Notes due 2064</td><td>—</td><td>Nasdaq Stock Market LLC</td></tr></table>",
+      "path": "tables/table-0 Stock & Note Listings.html",
+      "metadata": {
+        "length": 1358,
+        "summary": "table-1\nTable lists Alphabet's Class A and C stocks (GOOGL, GOOG) on Nasdaq, plus multiple senior notes (2.375%-4.375%) also listed on Nasdaq.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "file_path": "tables/table-0 Stock & Note Listings.html",
+        "keywords": [
+          "Stock",
+          "Notes",
+          "Nasdaq"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "ea12468c-955a-5298-8122-7c12828f904d",
+      "type": "table",
+      "content": "<table><tr><td>Large accelerated filer</td><td>☒</td><td>Accelerated filer</td><td>☐</td></tr><tr><td>Non-accelerated filer</td><td>☐</td><td>Smaller reporting company</td><td>☐</td></tr><tr><td>Emerging growth company</td><td>☐</td><td></td><td></td></tr></table>",
+      "path": "tables/table-1 Filer Status.html",
+      "metadata": {
+        "length": 264,
+        "summary": "table-2\nThe table shows filer statuses: Large accelerated filer is checked, while Accelerated filer, Non-accelerated filer, Smaller reporting company, and Emerging growth company are unchecked.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "file_path": "tables/table-1 Filer Status.html",
+        "keywords": [
+          "Filer",
+          "Status",
+          "SEC"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "816c2fd6-819d-572c-9926-949105ee9ee3",
+      "type": "text",
+      "content": "UNITED STATES\nSECURITIES AND EXCHANGE COMMISSION\nWashington, D.C. 20549\nFORM 10-K\n(Mark One)\nANNUAL REPORT PURSUANT TO SECTION 13 OR 15(d) OF THE SECURITIES EXCHANGE ACT OF 1934\nFor the fiscal year ended December 31, 2025\nOR\n☐ TRANSITION REPORT PURSUANT TO SECTION 13 OR 15(d) OF THE SECURITIES EXCHANGE ACT OF 1934\nFor the transition period from \\_\\_\\_\\_ to \\_\\_\\_\\_.\nCommission file number: 001-37580\nAlphabet Inc.\n(Exact name of registrant as specified in its charter)\nDelaware\n(State or other jurisdiction of incorporation or organization)\n61-1767919\n(I.R.S. Employer Identification No.)\n1600 Amphitheatre Parkway\nMountain View, CA 94043\n(Address of principal executive offices, including zip code)\n(650) 253-0000\n(Registrant's telephone number, including area code)\nSecurities registered pursuant to Section 12(b) of the Act:\n\n[tables/table-0 Stock & Note Listings.html]\n\nSecurities registered pursuant to Section 12(g) of the Act:\nTitle of each class\nNone\nIndicate by check mark whether the registrant (1) has filed all reports required to be filed by Section 13 or 15(d) of the Securities Exchange Act of 1934 during the preceding 12 months (or for such shorter period that the registrant was required to file such reports), and (2) has been subject to such filing requirements for the past 90 days. Yes ☑ No □\nIndicate by check mark whether the registrant has submitted electronically every Interactive Data File required to be submitted pursuant to Rule 405 of Regulation S-T ( $§232.405$ of this chapter) during the preceding 12 months (or for such shorter period that the registrant was required to submit such files). Yes ☒ No ☐\nIndicate by check mark whether the registrant is a large accelerated filer, an accelerated filer, a non-accelerated filer, a smaller reporting company, or an emerging growth company. See the definitions of “large accelerated filer,” “accelerated filer,” “smaller reporting company,” and \"emerging growth company\" in Rule 12b-2 of the Exchange Act.\n\n[tables/table-1 Filer Status.html]\n\nIf an emerging growth company, indicate by check mark if the registrant has elected not to use the extended transition period for complying with any new or revised financial accounting standards provided pursuant to Section 13(a) of the Exchange Act. □\nIndicate by check mark whether the registrant has filed a report on and attestation to its management's assessment of the effectiveness of its internal control over financial reporting under Section 404(b) of the Sarbanes-Oxley Act (15 U.S.C.7262(b)) by the registered public accounting firm that prepared or issued its audit report. ☒\nIf securities are registered pursuant to Section 12(b) of the Act, indicate by check mark whether the financial statements of the registrant included in the filing reflect the correction of an error to previously issued financial statements. □\nIndicate by check mark whether any of those error corrections are restatements that required a recovery analysis of incentive-based compensation received by any of the registrant's executive officers during the relevant recovery period pursuant to §240.10D-1(b). □\nIndicate by check mark whether the registrant is a shell company (as defined in Rule 12b-2 of the Exchange Act). Yes □ No ☒\nAs of June 30, 2025, the aggregate market value of shares held by non-affiliates of the registrant (based upon the closing sale prices of such shares on the Nasdaq Global Select Market on June 30, 2025) was approximately \\$1.9 trillion. For purposes of calculating the aggregate market value of shares held by non-affiliates, we have assumed that all outstanding shares are held by non-affiliates, except for shares held by each of our executive officers, directors, and 5% or greater stockholders. In the case of 5% or greater stockholders, we have not deemed such stockholders to be affiliates unless there are facts and circumstances which would indicate that such stockholders exercise any control over our company, or unless they hold 10% or more of our outstanding common stock. These assumptions should not be deemed to constitute an admission that all executive officers, directors, and 5% or greater stockholders are, in fact, affiliates of our company, or that there are not other persons who may be deemed to be affiliates of our company. Further information concerning shareholdings of our officers, directors, and principal stockholders is included or incorporated by reference in Part III, Item 12 of this Annual Report on Form 10-K.\nAs of January 28, 2026, there were 5,822 million shares of Alphabet's Class A stock outstanding, 837 million shares of Alphabet's Class B stock outstanding, and 5,438 million shares of the Alphabet's Class C stock outstanding.\nDOCUMENTS INCORPORATED BY REFERENCE\nPortions of the registrant's Proxy Statement for the 2026 Annual Meeting of Stockholders are incorporated herein by reference in Part III of this Annual Report on Form 10-K to the extent stated herein. Such proxy statement will be filed with the Securities and Exchange Commission within 120 days of the registrant's fiscal year ended December 31, 2025.\nAlphabet Inc.\nForm 10-K\nFor the Fiscal Year Ended December 31, 2025",
+      "path": "GOOG-10-K-2025.pdf",
+      "metadata": {
+        "length": 5249,
+        "summary": "This is the Form 10-K annual report filed by Alphabet Inc. with the U.S. Securities and Exchange Commission for the fiscal year ended December 31, 2025. It includes company identification details (Delaware incorporation, IRS employer ID, principal executive offices in Mountain View, CA), checkmarks indicating compliance with SEC filing requirements, and classification as a large accelerated filer. The report notes that as of June 30, 2025, the aggregate market value of shares held by non-affiliates was approximately $1.9 trillion, and as of January 28, 2026, there were 5,822 million Class A shares, 837 million Class B shares, and 5,438 million Class C shares outstanding. Portions of the proxy statement for the 2026 annual meeting are incorporated by reference in Part III.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "UNITED",
+          "STATES",
+          "SECURITIES",
+          "AND",
+          "EXCHANGE",
+          "COMMISSION",
+          "Washington",
+          "20549",
+          "FORM",
+          "10",
+          "Mark",
+          "One",
+          "ANNUAL",
+          "REPORT",
+          "PURSUANT",
+          "TO",
+          "SECTION",
+          "13",
+          "OR",
+          "15",
+          "OF",
+          "THE",
+          "ACT",
+          "1934",
+          "For",
+          "fiscal",
+          "year",
+          "ended",
+          "December",
+          "31",
+          "2025",
+          "TRANSITION",
+          "transition",
+          "period",
+          "Commission",
+          "file",
+          "number",
+          "001",
+          "37580",
+          "Alphabet",
+          "Inc",
+          "Exact",
+          "registrant",
+          "charter",
+          "Delaware",
+          "State",
+          "jurisdiction",
+          "incorporation",
+          "organization",
+          "61",
+          "1767919",
+          "Employer",
+          "Identification",
+          "No",
+          "1600",
+          "Amphitheatre",
+          "Parkway",
+          "Mountain",
+          "View",
+          "CA",
+          "94043",
+          "Address",
+          "principal",
+          "executive",
+          "offices",
+          "including",
+          "zip",
+          "code",
+          "650",
+          "253",
+          "0000",
+          "Registrant",
+          "telephone",
+          "area",
+          "Securities",
+          "registered",
+          "pursuant",
+          "Section",
+          "12",
+          "Act",
+          "Title",
+          "class",
+          "None",
+          "Indicate",
+          "check",
+          "mark",
+          "filed",
+          "reports",
+          "required",
+          "Exchange",
+          "preceding",
+          "months",
+          "shorter",
+          "subject",
+          "filing",
+          "requirements",
+          "past",
+          "90",
+          "days",
+          "Yes",
+          "submitted",
+          "electronically",
+          "Interactive",
+          "Data",
+          "File",
+          "Rule",
+          "405",
+          "Regulation",
+          "232.405",
+          "chapter",
+          "submit",
+          "files",
+          "large",
+          "accelerated",
+          "filer",
+          "smaller",
+          "reporting",
+          "company",
+          "emerging",
+          "growth",
+          "See",
+          "definitions",
+          "12b",
+          "If",
+          "elected",
+          "extended",
+          "complying",
+          "revised",
+          "financial",
+          "accounting",
+          "standards",
+          "provided",
+          "report",
+          "attestation",
+          "management",
+          "assessment",
+          "effectiveness",
+          "internal",
+          "control",
+          "404",
+          "Sarbanes",
+          "Oxley",
+          "C.7262",
+          "public",
+          "firm",
+          "prepared",
+          "issued",
+          "audit",
+          "securities",
+          "statements",
+          "included",
+          "reflect",
+          "correction",
+          "error",
+          "previously",
+          "corrections",
+          "restatements",
+          "recovery",
+          "analysis",
+          "incentive",
+          "based",
+          "compensation",
+          "received",
+          "officers",
+          "relevant",
+          "240.10",
+          "shell",
+          "defined",
+          "As",
+          "June",
+          "30",
+          "aggregate",
+          "market",
+          "shares",
+          "held",
+          "affiliates",
+          "closing",
+          "sale",
+          "prices",
+          "Nasdaq",
+          "Global",
+          "Select",
+          "Market",
+          "approximately",
+          "1.9",
+          "trillion",
+          "purposes",
+          "calculating",
+          "assumed",
+          "outstanding",
+          "directors",
+          "5%",
+          "greater",
+          "stockholders",
+          "In",
+          "case",
+          "deemed",
+          "facts",
+          "circumstances",
+          "exercise",
+          "hold",
+          "10%",
+          "common",
+          "stock",
+          "These",
+          "assumptions",
+          "constitute",
+          "admission",
+          "fact",
+          "persons",
+          "Further",
+          "information",
+          "shareholdings",
+          "incorporated",
+          "reference",
+          "Part",
+          "III",
+          "Item",
+          "Annual",
+          "Report",
+          "Form",
+          "January",
+          "28",
+          "2026",
+          "822",
+          "million",
+          "Class",
+          "837",
+          "438",
+          "DOCUMENTS",
+          "INCORPORATED",
+          "BY",
+          "REFERENCE",
+          "Portions",
+          "Proxy",
+          "Statement",
+          "Meeting",
+          "Stockholders",
+          "extent",
+          "stated",
+          "Such",
+          "proxy",
+          "statement",
+          "120",
+          "Fiscal",
+          "Year",
+          "Ended"
+        ],
+        "keywords": [
+          "SEC Filing",
+          "Annual Report",
+          "Alphabet"
+        ],
+        "connect_to": [
+          {
+            "target": "4253031f-a154-518a-80db-53af82529a33",
+            "relation": "embeds",
+            "ref": "[tables/table-0 Stock & Note Listings.html]",
+            "position": {
+              "start": 832,
+              "end": 875
+            }
+          },
+          {
+            "target": "ea12468c-955a-5298-8122-7c12828f904d",
+            "relation": "embeds",
+            "ref": "[tables/table-1 Filer Status.html]",
+            "position": {
+              "start": 1990,
+              "end": 2024
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "a48980e5-7c03-5b19-b8e9-e4416b727182",
+      "type": "text",
+      "content": "",
+      "path": "GOOG-10-K-2025.pdf/PART I",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "c0b5be75-51c2-521d-85c7-49ae34e32796",
+      "type": "text",
+      "content": "",
+      "path": "GOOG-10-K-2025.pdf/PART I/ITEM 1. BUSINESS",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "a92f9964-19af-5284-8791-fd92807ffffd",
+      "type": "text",
+      "content": "As our founders Larry and Sergey wrote in the original founders' letter, \"Google is not a conventional company. We do not intend to become one.\" That unconventional spirit has been a driving force throughout our history, inspiring us to tackle big problems and invest in moonshots. It led us to be a pioneer in the development of artificial intelligence (AI) and, since 2016, be an AI-first company. We continue this work under the leadership of Alphabet and Google CEO, Sundar Pichai.\nAlphabet is a collection of businesses — the largest of which is Google. We report Google in two segments, Google Services and Google Cloud, and all non-Google businesses collectively as Other Bets. Supporting these businesses, we have centralized certain AI-related research and development focused on advanced research in AI and developing the frontier models that serve our businesses, which is reported in Alphabet-level activities. Alphabet's structure is about helping each of our businesses prosper through strong leaders and independence.",
+      "path": "GOOG-10-K-2025.pdf/PART I/ITEM 1. BUSINESS/Overview",
+      "metadata": {
+        "length": 1032,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "As",
+          "founders",
+          "Larry",
+          "Sergey",
+          "wrote",
+          "original",
+          "letter",
+          "Google",
+          "conventional",
+          "company",
+          "We",
+          "intend",
+          "That",
+          "unconventional",
+          "spirit",
+          "driving",
+          "force",
+          "history",
+          "inspiring",
+          "tackle",
+          "big",
+          "problems",
+          "invest",
+          "moonshots",
+          "It",
+          "led",
+          "pioneer",
+          "development",
+          "artificial",
+          "intelligence",
+          "AI",
+          "2016",
+          "continue",
+          "work",
+          "leadership",
+          "Alphabet",
+          "CEO",
+          "Sundar",
+          "Pichai",
+          "collection",
+          "businesses",
+          "largest",
+          "report",
+          "segments",
+          "Services",
+          "Cloud",
+          "collectively",
+          "Other",
+          "Bets",
+          "Supporting",
+          "centralized",
+          "related",
+          "research",
+          "focused",
+          "advanced",
+          "developing",
+          "frontier",
+          "models",
+          "serve",
+          "reported",
+          "level",
+          "activities",
+          "structure",
+          "helping",
+          "prosper",
+          "strong",
+          "leaders",
+          "independence"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "fc6d7284-d91d-5c3a-b9f8-3a1e706a060b",
+      "type": "text",
+      "content": "The Internet is one of the world's most powerful equalizers; it propels ideas, people, and businesses large and small. Our mission to organize the world's information and make it universally accessible and useful is as relevant today as it was when we were founded in 1998. Since then, we have evolved from a company that helps people find answers to a company that also helps people get things done.\nWe are focused on building an even more helpful Google for everyone, and we aspire to give everyone the tools they need to increase their knowledge, health, happiness, and success. Google Search helps people find information and make sense of the world in more natural and intuitive ways, with trillions of searches on Google every year. YouTube provides people with entertainment, information, and opportunities to learn something new and helps support the creator economy through the YouTube Partner Program. Google Cloud helps customers build for the future, improve productivity, reduce costs, and unlock new growth engines. We continually innovate and build new products and features to help our users, partners, customers, and communities and have invested more than \\$200 billion in research and development in the last five years in support of these efforts.",
+      "path": "GOOG-10-K-2025.pdf/PART I/ITEM 1. BUSINESS/Overview/Access and Technology for Everyone",
+      "metadata": {
+        "length": 1267,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "The",
+          "Internet",
+          "world",
+          "powerful",
+          "equalizers",
+          "propels",
+          "ideas",
+          "people",
+          "businesses",
+          "large",
+          "small",
+          "Our",
+          "mission",
+          "organize",
+          "information",
+          "make",
+          "universally",
+          "accessible",
+          "relevant",
+          "today",
+          "founded",
+          "1998",
+          "Since",
+          "evolved",
+          "company",
+          "helps",
+          "find",
+          "answers",
+          "things",
+          "We",
+          "focused",
+          "building",
+          "helpful",
+          "Google",
+          "aspire",
+          "give",
+          "tools",
+          "increase",
+          "knowledge",
+          "health",
+          "happiness",
+          "success",
+          "Search",
+          "sense",
+          "natural",
+          "intuitive",
+          "ways",
+          "trillions",
+          "searches",
+          "year",
+          "YouTube",
+          "entertainment",
+          "opportunities",
+          "learn",
+          "support",
+          "creator",
+          "economy",
+          "Partner",
+          "Program",
+          "Cloud",
+          "customers",
+          "build",
+          "future",
+          "improve",
+          "productivity",
+          "reduce",
+          "costs",
+          "unlock",
+          "growth",
+          "engines",
+          "continually",
+          "innovate",
+          "products",
+          "features",
+          "users",
+          "partners",
+          "communities",
+          "invested",
+          "200",
+          "billion",
+          "research",
+          "development",
+          "years",
+          "efforts"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "ff58f036-8701-548d-871f-e238853d3194",
+      "type": "text",
+      "content": "We believe AI is a profound platform shift that can bring meaningful and positive change to people and societies across the world, and to our business. We aim to build the most advanced, safe, and responsible AI through our full-stack approach, which spans AI-optimized infrastructure; world-class research, including models and tooling; and our products and platforms that bring AI to billions of people, developers, and enterprises.\nAt the foundation of our full-stack approach is our AI-optimized infrastructure — a key differentiator enabling us to power our own products, such as Search and YouTube, and support the services we provide to our Google Cloud customers. Our technical infrastructure allows us to use and offer our customers a range of AI accelerator options, including specialized Graphics Processing Units (GPUs) and our own custom-built Tensor Processing Units (TPUs), such as Ironwood, our seventh-generation TPU. We are focused on driving efficiencies in our data centers, allowing us to leverage our technical infrastructure to deliver our products and services at an increasing scale while simultaneously enabling world-class research and model development.\nOver the last decade, our research teams have pushed the boundaries of AI forward, which is displayed through Gemini 3, our most intelligent AI model yet. Designed to deliver advanced multimodal understanding, Gemini 3 represents our most capable iteration of agentic and generative coding technologies. Gemini 3 integrates enhanced reasoning capabilities to support visualizations and interactive user experiences across our product ecosystem, including Search and the Gemini app.\nAs technology continues to improve rapidly, we are focused on bringing our latest AI advances to our products and platforms. We continue to help our users access information and knowledge, express themselves, and get things done by embedding the power of generative AI and Gemini into our products and platforms. Today, all 15 of our half-billion-user products — including seven with two billion users — use our Gemini models. For our Google Cloud customers, our offerings are helping organizations stay at the forefront of innovation with solutions such as Gemini Enterprise and Gemini for Google Workspace.\nGuided by our AI principles, we believe our approach to AI must be both bold and responsible. That means developing AI in a way that maximizes the positive benefits to society while addressing its potential challenges.",
+      "path": "GOOG-10-K-2025.pdf/PART I/ITEM 1. BUSINESS/Overview/Making AI Helpful for Everyone",
+      "metadata": {
+        "length": 2491,
+        "summary": "Google's AI strategy is a full-stack approach encompassing AI-optimized infrastructure, world-class research, and products. Key differentiators include custom TPUs like Ironwood and GPUs. Gemini 3 is their most advanced model, featuring enhanced reasoning and multimodal capabilities. AI is embedded across all major products, including Search and YouTube, and offered to Google Cloud customers. The approach is guided by principles of boldness and responsibility.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "We",
+          "AI",
+          "profound",
+          "platform",
+          "shift",
+          "bring",
+          "meaningful",
+          "positive",
+          "change",
+          "people",
+          "societies",
+          "world",
+          "business",
+          "aim",
+          "build",
+          "advanced",
+          "safe",
+          "responsible",
+          "full",
+          "stack",
+          "approach",
+          "spans",
+          "optimized",
+          "infrastructure",
+          "class",
+          "research",
+          "including",
+          "models",
+          "tooling",
+          "products",
+          "platforms",
+          "billions",
+          "developers",
+          "enterprises",
+          "At",
+          "foundation",
+          "key",
+          "differentiator",
+          "enabling",
+          "power",
+          "Search",
+          "YouTube",
+          "support",
+          "services",
+          "provide",
+          "Google",
+          "Cloud",
+          "customers",
+          "Our",
+          "technical",
+          "offer",
+          "range",
+          "accelerator",
+          "options",
+          "specialized",
+          "Graphics",
+          "Processing",
+          "Units",
+          "GPUs",
+          "custom",
+          "built",
+          "Tensor",
+          "TPUs",
+          "Ironwood",
+          "seventh",
+          "generation",
+          "TPU",
+          "focused",
+          "driving",
+          "efficiencies",
+          "data",
+          "centers",
+          "allowing",
+          "leverage",
+          "deliver",
+          "increasing",
+          "scale",
+          "simultaneously",
+          "model",
+          "development",
+          "Over",
+          "decade",
+          "teams",
+          "pushed",
+          "boundaries",
+          "forward",
+          "displayed",
+          "Gemini",
+          "intelligent",
+          "Designed",
+          "multimodal",
+          "understanding",
+          "represents",
+          "capable",
+          "iteration",
+          "agentic",
+          "generative",
+          "coding",
+          "technologies",
+          "integrates",
+          "enhanced",
+          "reasoning",
+          "capabilities",
+          "visualizations",
+          "interactive",
+          "user",
+          "experiences",
+          "product",
+          "ecosystem",
+          "app",
+          "As",
+          "technology",
+          "continues",
+          "improve",
+          "rapidly",
+          "bringing",
+          "latest",
+          "advances",
+          "continue",
+          "users",
+          "access",
+          "information",
+          "knowledge",
+          "express",
+          "things",
+          "embedding",
+          "Today",
+          "15",
+          "half",
+          "billion",
+          "For",
+          "offerings",
+          "helping",
+          "organizations",
+          "stay",
+          "forefront",
+          "innovation",
+          "solutions",
+          "Enterprise",
+          "Workspace",
+          "Guided",
+          "principles",
+          "bold",
+          "That",
+          "means",
+          "developing",
+          "maximizes",
+          "benefits",
+          "society",
+          "addressing",
+          "potential",
+          "challenges"
+        ],
+        "keywords": [
+          "AI",
+          "infrastructure",
+          "Gemini"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "d4c98f29-5ab9-5346-a504-c4263b2a2423",
+      "type": "text",
+      "content": "Many companies get comfortable doing what they have always done, making only incremental changes. This incrementalism leads to irrelevance over time, especially in technology, where change tends to be revolutionary, not evolutionary.\nOur early investments in AI started out as moonshots but are now incorporated into our core products and central to future developments. In Other Bets, our fully autonomous driving technology company, Waymo, is now providing fully autonomous, paid ride-hailing services to customers in multiple cities. Isomorphic Labs is reimagining the drug discovery process from first principles, applying AI to accelerate the development of new medicines. We continue to look toward the future and to invest for the long term, most notably for the application of AI to our products and services, as well as other frontier technologies such as quantum computing.",
+      "path": "GOOG-10-K-2025.pdf/PART I/ITEM 1. BUSINESS/Overview/Moonshots",
+      "metadata": {
+        "length": 883,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "Many",
+          "companies",
+          "comfortable",
+          "making",
+          "incremental",
+          "This",
+          "incrementalism",
+          "leads",
+          "irrelevance",
+          "time",
+          "technology",
+          "change",
+          "revolutionary",
+          "evolutionary",
+          "Our",
+          "early",
+          "investments",
+          "AI",
+          "started",
+          "moonshots",
+          "incorporated",
+          "core",
+          "products",
+          "central",
+          "future",
+          "developments",
+          "In",
+          "Other",
+          "Bets",
+          "fully",
+          "autonomous",
+          "driving",
+          "company",
+          "Waymo",
+          "providing",
+          "paid",
+          "ride",
+          "hailing",
+          "services",
+          "customers",
+          "multiple",
+          "cities",
+          "Isomorphic",
+          "Labs",
+          "reimagining",
+          "drug",
+          "discovery",
+          "process",
+          "principles",
+          "applying",
+          "accelerate",
+          "development",
+          "medicines",
+          "We",
+          "continue",
+          "invest",
+          "long",
+          "term",
+          "notably",
+          "application",
+          "frontier",
+          "technologies",
+          "quantum",
+          "computing"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "fe8f8933-fb80-55c2-946d-4f28d7cf2b09",
+      "type": "text",
+      "content": "We make it a priority to protect the privacy and security of our products, users, and customers, even if there are near-term financial consequences. We do this by continuously investing in building products that are secure by default; strictly upholding responsible data practices that emphasize privacy by design; and building easy-to-use settings that put people in control. We are continually enhancing these efforts over time, whether by enabling users to auto-delete their data, applying privacy technologies like on-device processing, giving people tools to control their experience, or advancing anti-malware, anti-phishing, and password security features.",
+      "path": "GOOG-10-K-2025.pdf/PART I/ITEM 1. BUSINESS/Overview/Privacy and Security",
+      "metadata": {
+        "length": 663,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "We",
+          "make",
+          "priority",
+          "protect",
+          "privacy",
+          "security",
+          "products",
+          "users",
+          "customers",
+          "term",
+          "financial",
+          "consequences",
+          "continuously",
+          "investing",
+          "building",
+          "secure",
+          "default",
+          "strictly",
+          "upholding",
+          "responsible",
+          "data",
+          "practices",
+          "emphasize",
+          "design",
+          "easy",
+          "settings",
+          "put",
+          "people",
+          "control",
+          "continually",
+          "enhancing",
+          "efforts",
+          "time",
+          "enabling",
+          "auto",
+          "delete",
+          "applying",
+          "technologies",
+          "device",
+          "processing",
+          "giving",
+          "tools",
+          "experience",
+          "advancing",
+          "anti",
+          "malware",
+          "phishing",
+          "password",
+          "features"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "a740b5a0-bb9e-5731-b930-c38e38561280",
+      "type": "text",
+      "content": "For reporting purposes Google comprises two segments: Google Services and Google Cloud.",
+      "path": "GOOG-10-K-2025.pdf/PART I/ITEM 1. BUSINESS/Overview/Google",
+      "metadata": {
+        "length": 87,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "For",
+          "reporting",
+          "purposes",
+          "Google",
+          "comprises",
+          "segments",
+          "Services",
+          "Cloud"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "4d146748-3b1d-5ada-b9ae-dadb95d7ecc8",
+      "type": "text",
+      "content": "",
+      "path": "GOOG-10-K-2025.pdf/PART I/ITEM 1. BUSINESS/Overview/Google Services",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "b97fe3a8-4f38-52ed-a066-56bd445a5dc8",
+      "type": "text",
+      "content": "We have always been committed to building helpful products that can improve the lives of millions of people worldwide. Our product innovations are what make our services widely used, and our brand one of the most recognized in the world. Google Services' core products and platforms include ads, Android, Chrome, devices, Gmail, Google Drive, Google Gemini, Google Maps, Google Photos, Google Play, Search, and YouTube, with broad and growing adoption by users around the world.\nOur products and services have come a long way since the company was founded more than 25 years ago. While Google Search started as a way to find web pages, organized into ten blue links, we have driven technical advancements and product innovations that have transformed Google Search into a dynamic, multimodal experience. Large language models have made it possible to express more natural language queries, vastly improving the types of questions users can ask, and the quality of results. For example, AI Overviews makes it easier to ask Google anything and get a helpful response. AI Mode allows users to ask more nuanced questions that might have previously taken multiple searches, using Gemini's advanced reasoning, thinking, and multimodal capabilities.\nThis drive to make information more accessible and helpful has led us over the years to improve the discovery and creation of digital content both on the web and through platforms like Google Play and YouTube. People are consuming many forms of digital content, including watching long and short form videos and podcasts, streaming TV, playing games, listening to music, reading books, and using apps. Working with content creators and partners, we continue to build new ways for people around the world to create and find great digital content.\nFueling all of these great digital experiences are extraordinary platforms and devices. That is why we continue to invest in platforms like our Android mobile operating system, Chrome browser, and Chrome operating system, as well as our family of devices. We see tremendous potential for devices to be helpful and make people's lives easier by combining the best of our AI, software, and hardware. This potential is reflected in our latest generation of devices, such as the new Pixel 10 series and the Pixel Watch 4. Creating products and services that people rely on every day is a journey that we are investing in for the long-term.",
+      "path": "GOOG-10-K-2025.pdf/PART I/ITEM 1. BUSINESS/Overview/Google Services/Serving Our Users",
+      "metadata": {
+        "length": 2424,
+        "summary": "Google is committed to building helpful products that improve lives worldwide, with core offerings including ads, Android, Chrome, devices, Gmail, Google Drive, Gemini, Maps, Photos, Play, Search, and YouTube. Over 25 years, Google Search evolved from simple web links to a multimodal experience using large language models, enabling natural language queries and features like AI Overviews and AI Mode. The company enhances digital content discovery and creation through platforms like Google Play and YouTube, supporting videos, podcasts, TV, games, music, books, and apps. Investments in Android, Chrome, and devices like the Pixel 10 series and Pixel Watch 4 combine AI, software, and hardware to make daily life easier.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "We",
+          "committed",
+          "building",
+          "helpful",
+          "products",
+          "improve",
+          "lives",
+          "millions",
+          "people",
+          "worldwide",
+          "Our",
+          "product",
+          "innovations",
+          "make",
+          "services",
+          "widely",
+          "brand",
+          "recognized",
+          "world",
+          "Google",
+          "Services",
+          "core",
+          "platforms",
+          "include",
+          "ads",
+          "Android",
+          "Chrome",
+          "devices",
+          "Gmail",
+          "Drive",
+          "Gemini",
+          "Maps",
+          "Photos",
+          "Play",
+          "Search",
+          "YouTube",
+          "broad",
+          "growing",
+          "adoption",
+          "users",
+          "long",
+          "company",
+          "founded",
+          "25",
+          "years",
+          "ago",
+          "While",
+          "started",
+          "find",
+          "web",
+          "pages",
+          "organized",
+          "ten",
+          "blue",
+          "links",
+          "driven",
+          "technical",
+          "advancements",
+          "transformed",
+          "dynamic",
+          "multimodal",
+          "experience",
+          "Large",
+          "language",
+          "models",
+          "made",
+          "express",
+          "natural",
+          "queries",
+          "vastly",
+          "improving",
+          "types",
+          "questions",
+          "quality",
+          "results",
+          "For",
+          "AI",
+          "Overviews",
+          "makes",
+          "easier",
+          "response",
+          "Mode",
+          "nuanced",
+          "previously",
+          "multiple",
+          "searches",
+          "advanced",
+          "reasoning",
+          "thinking",
+          "capabilities",
+          "This",
+          "drive",
+          "information",
+          "accessible",
+          "led",
+          "discovery",
+          "creation",
+          "digital",
+          "content",
+          "People",
+          "consuming",
+          "forms",
+          "including",
+          "watching",
+          "short",
+          "form",
+          "videos",
+          "podcasts",
+          "streaming",
+          "TV",
+          "playing",
+          "games",
+          "listening",
+          "music",
+          "reading",
+          "books",
+          "apps",
+          "Working",
+          "creators",
+          "partners",
+          "continue",
+          "build",
+          "ways",
+          "create",
+          "great",
+          "Fueling",
+          "experiences",
+          "extraordinary",
+          "That",
+          "invest",
+          "mobile",
+          "operating",
+          "system",
+          "browser",
+          "family",
+          "tremendous",
+          "potential",
+          "combining",
+          "software",
+          "hardware",
+          "reflected",
+          "latest",
+          "generation",
+          "Pixel",
+          "10",
+          "series",
+          "Watch",
+          "Creating",
+          "rely",
+          "day",
+          "journey",
+          "investing",
+          "term"
+        ],
+        "keywords": [
+          "Google",
+          "AI",
+          "Products"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "37e500b7-d0ba-5c73-9f83-6e1b95b3ac2e",
+      "type": "text",
+      "content": "We have built world-class advertising technologies for advertisers, agencies, and publishers to power their digital marketing businesses. Our advertising solutions help millions of companies grow their businesses through our wide range of products across devices and formats, and we aim to ensure positive user experiences by serving the right ads at the right time and by building deep partnerships with brands and agencies. AI has been foundational to our advertising business for more than a decade. Products like Demand Gen, Performance Max, and Product Studio use the full power of our AI to help advertisers find untapped and incremental conversion opportunities.\nGoogle Services generates revenues primarily by delivering both performance and brand advertising that appears on Google Search & other properties, YouTube, and Google Network partners' properties (\"Google Network properties\"). We continue to invest in both performance and brand advertising and seek to improve the measurability of advertising so advertisers understand the effectiveness of their campaigns.\n- Performance advertising creates and delivers relevant ads that users will click on leading to direct engagement with advertisers. Performance advertising lets our advertisers connect with users while driving measurable results. Our ads tools allow performance advertisers to create simple text-based ads.\n- Brand advertising helps enhance users' awareness of and affinity for advertisers' products and services, through videos, text, images, and other interactive ads that run across various devices. We help brand advertisers deliver digital videos and other types of ads to specific audiences for their brand-building marketing campaigns.\nWe have allocated substantial resources to stopping bad advertising practices and protecting users on the web. We focus on creating the best advertising experiences for our users and advertisers in many ways, including filtering out invalid traffic, removing billions of bad ads from our systems every year, and closely monitoring the sites, apps, and videos where ads appear and blocklisting them when necessary to ensure that ads do not fund bad content.\nIn addition, Google Services generates revenues from products and services beyond advertising, including:\n- consumer subscriptions, which primarily include revenues from YouTube services, such as YouTube TV, YouTube Music and Premium, and NFL Sunday Ticket, as well as Google One, which offers access to our most capable Gemini models;\n- platforms, which primarily include revenues from Google Play sales of apps and in-app purchases; and\n• devices, which primarily include sales of the Pixel family of devices.",
+      "path": "GOOG-10-K-2025.pdf/PART I/ITEM 1. BUSINESS/Overview/Google Services/How We Make Money",
+      "metadata": {
+        "length": 2690,
+        "summary": "Google provides world-class advertising technologies for advertisers, agencies, and publishers, using AI for over a decade in products like Demand Gen and Performance Max. Revenue comes from performance and brand ads on Google Search, YouTube, and Google Network properties. Performance ads drive direct user engagement, while brand ads enhance awareness. Google invests in stopping bad advertising practices. Additional revenue sources include consumer subscriptions (YouTube services, Google One), platforms (Google Play), and devices (Pixel).",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "We",
+          "built",
+          "world",
+          "class",
+          "advertising",
+          "technologies",
+          "advertisers",
+          "agencies",
+          "publishers",
+          "power",
+          "digital",
+          "marketing",
+          "businesses",
+          "Our",
+          "solutions",
+          "millions",
+          "companies",
+          "grow",
+          "wide",
+          "range",
+          "products",
+          "devices",
+          "formats",
+          "aim",
+          "ensure",
+          "positive",
+          "user",
+          "experiences",
+          "serving",
+          "ads",
+          "time",
+          "building",
+          "deep",
+          "partnerships",
+          "brands",
+          "AI",
+          "foundational",
+          "business",
+          "decade",
+          "Products",
+          "Demand",
+          "Gen",
+          "Performance",
+          "Max",
+          "Product",
+          "Studio",
+          "full",
+          "find",
+          "untapped",
+          "incremental",
+          "conversion",
+          "opportunities",
+          "Google",
+          "Services",
+          "generates",
+          "revenues",
+          "primarily",
+          "delivering",
+          "performance",
+          "brand",
+          "appears",
+          "Search",
+          "properties",
+          "YouTube",
+          "Network",
+          "partners",
+          "continue",
+          "invest",
+          "seek",
+          "improve",
+          "measurability",
+          "understand",
+          "effectiveness",
+          "campaigns",
+          "creates",
+          "delivers",
+          "relevant",
+          "users",
+          "click",
+          "leading",
+          "direct",
+          "engagement",
+          "lets",
+          "connect",
+          "driving",
+          "measurable",
+          "results",
+          "tools",
+          "create",
+          "simple",
+          "text",
+          "based",
+          "Brand",
+          "helps",
+          "enhance",
+          "awareness",
+          "affinity",
+          "services",
+          "videos",
+          "images",
+          "interactive",
+          "run",
+          "deliver",
+          "types",
+          "specific",
+          "audiences",
+          "allocated",
+          "substantial",
+          "resources",
+          "stopping",
+          "bad",
+          "practices",
+          "protecting",
+          "web",
+          "focus",
+          "creating",
+          "ways",
+          "including",
+          "filtering",
+          "invalid",
+          "traffic",
+          "removing",
+          "billions",
+          "systems",
+          "year",
+          "closely",
+          "monitoring",
+          "sites",
+          "apps",
+          "blocklisting",
+          "fund",
+          "content",
+          "In",
+          "addition",
+          "consumer",
+          "subscriptions",
+          "include",
+          "TV",
+          "Music",
+          "Premium",
+          "NFL",
+          "Sunday",
+          "Ticket",
+          "One",
+          "offers",
+          "access",
+          "capable",
+          "Gemini",
+          "models",
+          "platforms",
+          "Play",
+          "sales",
+          "app",
+          "purchases",
+          "Pixel",
+          "family"
+        ],
+        "keywords": [
+          "Advertising",
+          "AI",
+          "Google Services"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "f815d4c0-81e8-5d77-bc02-40ffdf8c9f04",
+      "type": "text",
+      "content": "Through our Google Cloud Platform and Google Workspace offerings, Google Cloud generates revenues primarily from consumption-based fees and subscriptions for infrastructure, platform, applications, and other cloud services. Customers use Google Cloud in multiple ways such as:\n- AI-optimized Infrastructure: runs on our Cloud, at the edge, or in customers' data centers. It can be used to migrate and modernize information technology (IT) systems and to train and serve various types of AI models. Our AI infrastructure delivers cost-performance for AI workloads. We offer a range of AI accelerators, including our custom TPUs and specialized GPUs, as well as AI-optimized storage offerings, and efficient AI software.\n- Developer Platform: delivers a fully managed AI development platform, through Vertex AI, for accessing, tuning, augmenting, and deploying custom models and agents, helping customers build applications with more than 200 foundation models, including our Gemini family, third-party, and open models.\n- Cybersecurity: provides AI-powered threat intelligence and cybersecurity solutions to help customers detect, analyze, protect against, and respond to a broad range of cybersecurity threats.\n- Data and Analytics: enables customers to migrate, clean, prepare, and feed data into their models. Our data platform also unifies data lakes, data warehouses, data governance, and advanced machine learning into a single platform that helps users analyze data using AI models across any cloud.\nGemini Enterprise: empowers teams to discover, create, share, and run AI agents all in one secure platform, bringing the best of Google AI to employees through an intuitive chat interface, helping to automate workflows and drive smarter business outcomes.\nGemini for Google Workspace: brings our AI-powered agents into Gmail, Docs, Sheets, and more to help users write, organize, visualize, accelerate workflows, and have more productive meetings.\n- Agents:",
+      "path": "GOOG-10-K-2025.pdf/PART I/ITEM 1. BUSINESS/Overview/Google Services/Google Cloud",
+      "metadata": {
+        "length": 1963,
+        "summary": "Google Cloud generates revenue from consumption-based fees and subscriptions for infrastructure, platform, applications, and other cloud services. Customers use Google Cloud for AI-optimized infrastructure, a developer platform (Vertex AI) with over 200 foundation models, cybersecurity solutions, data and analytics, Gemini Enterprise for AI agents, and Gemini for Google Workspace.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "Through",
+          "Google",
+          "Cloud",
+          "Platform",
+          "Workspace",
+          "offerings",
+          "generates",
+          "revenues",
+          "primarily",
+          "consumption",
+          "based",
+          "fees",
+          "subscriptions",
+          "infrastructure",
+          "platform",
+          "applications",
+          "cloud",
+          "services",
+          "Customers",
+          "multiple",
+          "ways",
+          "AI",
+          "optimized",
+          "Infrastructure",
+          "runs",
+          "edge",
+          "customers",
+          "data",
+          "centers",
+          "It",
+          "migrate",
+          "modernize",
+          "information",
+          "technology",
+          "IT",
+          "systems",
+          "train",
+          "serve",
+          "types",
+          "models",
+          "Our",
+          "delivers",
+          "cost",
+          "performance",
+          "workloads",
+          "We",
+          "offer",
+          "range",
+          "accelerators",
+          "including",
+          "custom",
+          "TPUs",
+          "specialized",
+          "GPUs",
+          "storage",
+          "efficient",
+          "software",
+          "Developer",
+          "fully",
+          "managed",
+          "development",
+          "Vertex",
+          "accessing",
+          "tuning",
+          "augmenting",
+          "deploying",
+          "agents",
+          "helping",
+          "build",
+          "200",
+          "foundation",
+          "Gemini",
+          "family",
+          "party",
+          "open",
+          "Cybersecurity",
+          "powered",
+          "threat",
+          "intelligence",
+          "cybersecurity",
+          "solutions",
+          "detect",
+          "analyze",
+          "protect",
+          "respond",
+          "broad",
+          "threats",
+          "Data",
+          "Analytics",
+          "enables",
+          "clean",
+          "prepare",
+          "feed",
+          "unifies",
+          "lakes",
+          "warehouses",
+          "governance",
+          "advanced",
+          "machine",
+          "learning",
+          "single",
+          "helps",
+          "users",
+          "Enterprise",
+          "empowers",
+          "teams",
+          "discover",
+          "create",
+          "share",
+          "run",
+          "secure",
+          "bringing",
+          "employees",
+          "intuitive",
+          "chat",
+          "interface",
+          "automate",
+          "workflows",
+          "drive",
+          "smarter",
+          "business",
+          "outcomes",
+          "brings",
+          "Gmail",
+          "Docs",
+          "Sheets",
+          "write",
+          "organize",
+          "visualize",
+          "accelerate",
+          "productive",
+          "meetings",
+          "Agents"
+        ],
+        "keywords": [
+          "Google Cloud",
+          "AI",
+          "cloud services"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "9a7e9411-d339-5c44-a494-9da3d02708eb",
+      "type": "text",
+      "content": "Across Alphabet, we are also using technology to try to solve big problems that affect a wide variety of industries, including transportation and health technology. Alphabet's investment in the portfolio of Other Bets includes businesses that are at various stages of development, ranging from those in the research and development phase, such as X, our moonshot factory focused on developing breakthrough technologies, to those that are scaling commercialization, such as Waymo, which is expanding to more cities domestically, entering international markets, and further scaling operations.\nOther Bets operate as independent companies and some of them have their own boards with independent members and outside investors. While these early-stage businesses naturally come with considerable uncertainty, some of them are already generating revenue and making important strides in their industries. Revenues from Other Bets are generated primarily from the sale of autonomous transportation and internet services.",
+      "path": "GOOG-10-K-2025.pdf/PART I/ITEM 1. BUSINESS/Overview/Google Services/Other Bets",
+      "metadata": {
+        "length": 1012,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "Across",
+          "Alphabet",
+          "technology",
+          "solve",
+          "big",
+          "problems",
+          "affect",
+          "wide",
+          "variety",
+          "industries",
+          "including",
+          "transportation",
+          "health",
+          "investment",
+          "portfolio",
+          "Other",
+          "Bets",
+          "includes",
+          "businesses",
+          "stages",
+          "development",
+          "ranging",
+          "research",
+          "phase",
+          "moonshot",
+          "factory",
+          "focused",
+          "developing",
+          "breakthrough",
+          "technologies",
+          "scaling",
+          "commercialization",
+          "Waymo",
+          "expanding",
+          "cities",
+          "domestically",
+          "entering",
+          "international",
+          "markets",
+          "operations",
+          "operate",
+          "independent",
+          "companies",
+          "boards",
+          "members",
+          "investors",
+          "While",
+          "early",
+          "stage",
+          "naturally",
+          "considerable",
+          "uncertainty",
+          "generating",
+          "revenue",
+          "making",
+          "important",
+          "strides",
+          "Revenues",
+          "generated",
+          "primarily",
+          "sale",
+          "autonomous",
+          "internet",
+          "services"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "777662ef-e768-56f2-80f7-73eefe8b2055",
+      "type": "text",
+      "content": "Our business is characterized by rapid change as well as new and disruptive technologies. We face formidable competition in every aspect of our business, including but not limited to, from:\n- general purpose search engines and information services;\n• vertical search engines and e-commerce providers for queries on topics such as those related to travel, jobs, and health, which users may navigate directly to rather than go through Google;\n• online advertising platforms and networks, including online shopping and streaming services;\n- other forms of advertising, such as billboards, magazines, newspapers, radio, and television, as our advertisers typically advertise in multiple media, both online and offline;\n• digital content and application platform providers;\n- providers of enterprise cloud services;\n• AI model developers and providers of AI products and services;\n- companies that design, manufacture, and market consumer hardware products, including businesses that have developed proprietary platforms;\n• providers of digital video services;\n- social networks, which users may rely on for product or service referrals, rather than seeking information through traditional search engines; and\n- providers of workspace communication and connectivity products.\nCompeting successfully depends heavily on our ability to continually develop and distribute innovative products and technologies to the marketplace across our businesses. For example, for advertising, competing successfully depends on attracting and retaining:\n- users, for whom other products and services are literally one click away, on the basis of the relevance of our advertising, as well as the general usefulness, security, and availability of our products and services;\n- advertisers, primarily based on our ability to generate sales leads, and ultimately customers, and to deliver their advertisements in an efficient and effective manner across a variety of distribution channels even as trends in advertising mediums and user preferences change; and\n- content providers, primarily based on the quality of our advertiser base, our ability to help these partners generate revenues from advertising, and the terms of our agreements with them.\nFor additional information about competition, see Item 1A Risk Factors of this Annual Report on Form 10-K.",
+      "path": "GOOG-10-K-2025.pdf/PART I/ITEM 1. BUSINESS/Overview/Competition",
+      "metadata": {
+        "length": 2329,
+        "summary": "The passage describes the competitive landscape of a business facing rapid change and disruptive technologies. It lists various competitors including general and vertical search engines, online advertising platforms, other media, cloud services, AI developers, hardware makers, digital video services, social networks, and workspace communication providers. Success depends on continuous innovation and attracting users, advertisers, and content providers based on relevance, efficiency, and quality.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "Our",
+          "business",
+          "characterized",
+          "rapid",
+          "change",
+          "disruptive",
+          "technologies",
+          "We",
+          "face",
+          "formidable",
+          "competition",
+          "aspect",
+          "including",
+          "limited",
+          "general",
+          "purpose",
+          "search",
+          "engines",
+          "information",
+          "services",
+          "vertical",
+          "commerce",
+          "providers",
+          "queries",
+          "topics",
+          "related",
+          "travel",
+          "jobs",
+          "health",
+          "users",
+          "navigate",
+          "directly",
+          "Google",
+          "online",
+          "advertising",
+          "platforms",
+          "networks",
+          "shopping",
+          "streaming",
+          "forms",
+          "billboards",
+          "magazines",
+          "newspapers",
+          "radio",
+          "television",
+          "advertisers",
+          "typically",
+          "advertise",
+          "multiple",
+          "media",
+          "offline",
+          "digital",
+          "content",
+          "application",
+          "platform",
+          "enterprise",
+          "cloud",
+          "AI",
+          "model",
+          "developers",
+          "products",
+          "companies",
+          "design",
+          "manufacture",
+          "market",
+          "consumer",
+          "hardware",
+          "businesses",
+          "developed",
+          "proprietary",
+          "video",
+          "social",
+          "rely",
+          "product",
+          "service",
+          "referrals",
+          "seeking",
+          "traditional",
+          "workspace",
+          "communication",
+          "connectivity",
+          "Competing",
+          "successfully",
+          "depends",
+          "heavily",
+          "ability",
+          "continually",
+          "develop",
+          "distribute",
+          "innovative",
+          "marketplace",
+          "For",
+          "competing",
+          "attracting",
+          "retaining",
+          "literally",
+          "click",
+          "basis",
+          "relevance",
+          "usefulness",
+          "security",
+          "availability",
+          "primarily",
+          "based",
+          "generate",
+          "sales",
+          "leads",
+          "ultimately",
+          "customers",
+          "deliver",
+          "advertisements",
+          "efficient",
+          "effective",
+          "manner",
+          "variety",
+          "distribution",
+          "channels",
+          "trends",
+          "mediums",
+          "user",
+          "preferences",
+          "quality",
+          "advertiser",
+          "base",
+          "partners",
+          "revenues",
+          "terms",
+          "agreements",
+          "additional",
+          "Item",
+          "1A",
+          "Risk",
+          "Factors",
+          "Annual",
+          "Report",
+          "Form",
+          "10"
+        ],
+        "keywords": [
+          "competition",
+          "technology",
+          "advertising"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "bcbb40c7-e306-58ad-9cce-17ae56dc85e4",
+      "type": "text",
+      "content": "Our people are critical for our continued success, so we work hard to create an environment where employees can have fulfilling careers and perform at a high level. We offer industry-leading benefits and programs to take care of the diverse needs of our employees and their families, including opportunities for career growth and development, resources to support their financial health, and access to excellent healthcare choices. Our competitive compensation programs help us to attract and retain key talent, and we will continue to invest in recruiting talented people to technical and non-technical roles and rewarding them well. We provide a variety of high-quality training and support to managers to build and strengthen their capabilities — ranging from courses for new managers, to learning resources that help them provide feedback and manage performance, to coaching and individual support.\nAs of December 31, 2025, Alphabet had 190,820 employees. We have work councils and statutory employee representation obligations in certain countries, and we are committed to supporting protected labor rights, maintaining an open culture, and listening to our employees.\nWhen appropriate we partner with outside companies on a contractual basis to provide a specialized service or to temporarily cover a short-term need. The employees of our suppliers and staffing partners — vendors and temporary staff, respectively — and independent contractors who are self-employed, make up our extended workforce. We choose our partners and staffing agencies carefully, and review their compliance with Google's Supplier Code of Conduct.",
+      "path": "GOOG-10-K-2025.pdf/PART I/ITEM 1. BUSINESS/Overview/Culture and Workforce",
+      "metadata": {
+        "length": 1629,
+        "summary": "Alphabet emphasizes its commitment to employees through industry-leading benefits, career growth opportunities, and competitive compensation to attract and retain talent. As of December 31, 2025, it had 190,820 employees. The company supports labor rights and maintains an open culture. It also partners with external companies for specialized services, using an extended workforce of vendors, temporary staff, and independent contractors, while ensuring compliance with its Supplier Code of Conduct.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "Our",
+          "people",
+          "critical",
+          "continued",
+          "success",
+          "work",
+          "hard",
+          "create",
+          "environment",
+          "employees",
+          "fulfilling",
+          "careers",
+          "perform",
+          "high",
+          "level",
+          "We",
+          "offer",
+          "industry",
+          "leading",
+          "benefits",
+          "programs",
+          "care",
+          "diverse",
+          "families",
+          "including",
+          "opportunities",
+          "career",
+          "growth",
+          "development",
+          "resources",
+          "support",
+          "financial",
+          "health",
+          "access",
+          "excellent",
+          "healthcare",
+          "choices",
+          "competitive",
+          "compensation",
+          "attract",
+          "retain",
+          "key",
+          "talent",
+          "continue",
+          "invest",
+          "recruiting",
+          "talented",
+          "technical",
+          "roles",
+          "rewarding",
+          "provide",
+          "variety",
+          "quality",
+          "training",
+          "managers",
+          "build",
+          "strengthen",
+          "capabilities",
+          "ranging",
+          "courses",
+          "learning",
+          "feedback",
+          "manage",
+          "performance",
+          "coaching",
+          "individual",
+          "As",
+          "December",
+          "31",
+          "2025",
+          "Alphabet",
+          "190",
+          "820",
+          "councils",
+          "statutory",
+          "employee",
+          "representation",
+          "obligations",
+          "countries",
+          "committed",
+          "supporting",
+          "protected",
+          "labor",
+          "rights",
+          "maintaining",
+          "open",
+          "culture",
+          "listening",
+          "When",
+          "partner",
+          "companies",
+          "contractual",
+          "basis",
+          "specialized",
+          "service",
+          "temporarily",
+          "cover",
+          "short",
+          "term",
+          "The",
+          "suppliers",
+          "staffing",
+          "partners",
+          "vendors",
+          "temporary",
+          "staff",
+          "independent",
+          "contractors",
+          "employed",
+          "make",
+          "extended",
+          "workforce",
+          "choose",
+          "agencies",
+          "carefully",
+          "review",
+          "compliance",
+          "Google",
+          "Supplier",
+          "Code",
+          "Conduct"
+        ],
+        "keywords": [
+          "employees",
+          "benefits",
+          "workforce"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "55cb9ade-2586-519e-a6da-4d445b380c1f",
+      "type": "text",
+      "content": "We are subject to numerous United States (US) federal, state, and local, as well as foreign laws, and regulations covering a wide variety of subjects, and the scope of this coverage continues to broaden with continuing new legal and regulatory developments in the US and internationally. Like other companies in the technology industry, we face increasingly heightened scrutiny from both US and foreign governments with respect to our compliance with laws and regulations. Many of these laws and regulations are evolving and their applicability and scope, as interpreted by the courts, remain uncertain. Particularly with regard to AI; competition; consumer protection; content moderation, including access restrictions for minors; data privacy and security; intellectual property; news publications; and sustainability and other social matters, we have seen an increase in new and evolving laws and regulations, as well as related enforcement actions and investigations, being proposed and implemented in recent years by legislative and regulatory bodies around the world. As we have seen in recent years, different laws and regulations on the same topic may not always have the same requirements (and sometimes may seem to have conflicting requirements), and even when requirements overlap, the rules are not always consistently implemented, interpreted, and enforced from jurisdiction to jurisdiction.\nOur compliance with these laws and regulations may be onerous and could, individually or in the aggregate, increase our cost of doing business, make our products and services less useful, limit our ability to pursue certain business practices or offer certain products and services (either in certain geographies or at all), cause us to change our business models and operations, affect our competitive position relative to our peers, or otherwise harm our business, reputation, financial condition, and operating results.\nFor additional information about government regulation applicable to our business, see Item 1A Risk Factors; Trends in Our Business and Financial Effect in Part II, Item 7; and Legal Matters in Note 10 of the Notes to Consolidated Financial Statements included in Part II, Item 8 of this Annual Report on Form 10-K.",
+      "path": "GOOG-10-K-2025.pdf/PART I/ITEM 1. BUSINESS/Overview/Government Regulation",
+      "metadata": {
+        "length": 2243,
+        "summary": "The passage discusses the company's exposure to numerous US and foreign laws and regulations, particularly in areas like AI, competition, consumer protection, data privacy, and sustainability. It notes increasing scrutiny, evolving and sometimes conflicting requirements across jurisdictions, and potential negative impacts on business operations, costs, and competitive position.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "We",
+          "subject",
+          "numerous",
+          "United",
+          "States",
+          "US",
+          "federal",
+          "state",
+          "local",
+          "foreign",
+          "laws",
+          "regulations",
+          "covering",
+          "wide",
+          "variety",
+          "subjects",
+          "scope",
+          "coverage",
+          "continues",
+          "broaden",
+          "continuing",
+          "legal",
+          "regulatory",
+          "developments",
+          "internationally",
+          "Like",
+          "companies",
+          "technology",
+          "industry",
+          "face",
+          "increasingly",
+          "heightened",
+          "scrutiny",
+          "governments",
+          "respect",
+          "compliance",
+          "Many",
+          "evolving",
+          "applicability",
+          "interpreted",
+          "courts",
+          "remain",
+          "uncertain",
+          "Particularly",
+          "regard",
+          "AI",
+          "competition",
+          "consumer",
+          "protection",
+          "content",
+          "moderation",
+          "including",
+          "access",
+          "restrictions",
+          "minors",
+          "data",
+          "privacy",
+          "security",
+          "intellectual",
+          "property",
+          "news",
+          "publications",
+          "sustainability",
+          "social",
+          "matters",
+          "increase",
+          "related",
+          "enforcement",
+          "actions",
+          "investigations",
+          "proposed",
+          "implemented",
+          "recent",
+          "years",
+          "legislative",
+          "bodies",
+          "world",
+          "As",
+          "topic",
+          "requirements",
+          "conflicting",
+          "overlap",
+          "rules",
+          "consistently",
+          "enforced",
+          "jurisdiction",
+          "Our",
+          "onerous",
+          "individually",
+          "aggregate",
+          "cost",
+          "business",
+          "make",
+          "products",
+          "services",
+          "limit",
+          "ability",
+          "pursue",
+          "practices",
+          "offer",
+          "geographies",
+          "change",
+          "models",
+          "operations",
+          "affect",
+          "competitive",
+          "position",
+          "relative",
+          "peers",
+          "harm",
+          "reputation",
+          "financial",
+          "condition",
+          "operating",
+          "results",
+          "For",
+          "additional",
+          "information",
+          "government",
+          "regulation",
+          "applicable",
+          "Item",
+          "1A",
+          "Risk",
+          "Factors",
+          "Trends",
+          "Business",
+          "Financial",
+          "Effect",
+          "Part",
+          "II",
+          "Legal",
+          "Matters",
+          "Note",
+          "10",
+          "Notes",
+          "Consolidated",
+          "Statements",
+          "included",
+          "Annual",
+          "Report",
+          "Form"
+        ],
+        "keywords": [
+          "compliance",
+          "regulations",
+          "technology"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "1e0fa1f2-0f30-5654-ab1d-feba71cf4d21",
+      "type": "text",
+      "content": "We rely on intellectual property such as trademarks, copyrights, patents, and trade secrets, as well as confidentiality procedures and contractual provisions, to protect our proprietary technology and our brand. We have registered, and applied for the registration of, US and international trademarks, service marks, domain names, and copyrights. We have also filed patent applications in the US and foreign countries covering certain of our technology, and acquired patent assets to supplement our portfolio. We have licensed in the past, and expect that we may license in the future, certain of our rights to other parties. For additional information, see Item 1A Risk Factors of this Annual Report on Form 10-K.",
+      "path": "GOOG-10-K-2025.pdf/PART I/ITEM 1. BUSINESS/Overview/Intellectual Property",
+      "metadata": {
+        "length": 714,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "We",
+          "rely",
+          "intellectual",
+          "property",
+          "trademarks",
+          "copyrights",
+          "patents",
+          "trade",
+          "secrets",
+          "confidentiality",
+          "procedures",
+          "contractual",
+          "provisions",
+          "protect",
+          "proprietary",
+          "technology",
+          "brand",
+          "registered",
+          "applied",
+          "registration",
+          "US",
+          "international",
+          "service",
+          "marks",
+          "domain",
+          "names",
+          "filed",
+          "patent",
+          "applications",
+          "foreign",
+          "countries",
+          "covering",
+          "acquired",
+          "assets",
+          "supplement",
+          "portfolio",
+          "licensed",
+          "past",
+          "expect",
+          "license",
+          "future",
+          "rights",
+          "parties",
+          "For",
+          "additional",
+          "information",
+          "Item",
+          "1A",
+          "Risk",
+          "Factors",
+          "Annual",
+          "Report",
+          "Form",
+          "10"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "241ab189-1167-558a-b2a6-8438c1fb8acb",
+      "type": "text",
+      "content": "Our website is located at www.abc.xyz, and our investor relations website is located at www.abc.xyz/investor. Access to our Annual Reports on Form 10-K, Quarterly Reports on Form 10-Q, Current Reports on Form 8-K, and our Proxy Statements, and any amendments to these reports, is available on our investor relations website, free of charge, after we file or furnish them with the SEC and they are available on the SEC's website at www.sec.gov.\nWe webcast our earnings calls, as well as certain events we participate in or host with members of the investment community, via our investor relations YouTube channel and website. Our investor relations website also provides notifications of news or announcements regarding our financial performance and other items that may be material or of interest to our investors, including SEC filings, investor events, press and earnings releases, and blogs. We also share Google news and product updates on Google's Keyword blog at https://www.blog.google/ and News From Google page on X at x.com/NewsFromGoogle, and our executive officers may also use certain social media channels, such as X and LinkedIn, to communicate information about earnings results and company updates, which may be of interest or material to our investors. Further, corporate governance information, including our certificate of incorporation, bylaws, corporate governance guidelines, board committee charters, and code of conduct, is also available on our investor relations website under the heading \"Governance.\" The information contained on, or that may be accessed through our websites or our executive officers' social media channels, is not incorporated by reference into this Annual Report on Form 10-K or in any other report or document we file with the SEC, and any references to our websites are intended to be inactive textual references only.",
+      "path": "GOOG-10-K-2025.pdf/PART I/ITEM 1. BUSINESS/Overview/Available Information",
+      "metadata": {
+        "length": 1869,
+        "summary": "The passage describes the company's investor relations website (www.abc.xyz/investor) where annual and quarterly reports, proxy statements, and SEC filings are available free of charge. It also mentions webcasts of earnings calls, notifications of financial news, and corporate governance information. Additionally, it notes that executive officers may use social media like X and LinkedIn to share company updates, but clarifies that information on these platforms is not incorporated into SEC filings.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "Our",
+          "website",
+          "located",
+          "www",
+          "abc",
+          "xyz",
+          "investor",
+          "relations",
+          "Access",
+          "Annual",
+          "Reports",
+          "Form",
+          "10",
+          "Quarterly",
+          "Current",
+          "Proxy",
+          "Statements",
+          "amendments",
+          "reports",
+          "free",
+          "charge",
+          "file",
+          "furnish",
+          "SEC",
+          "sec",
+          "gov",
+          "We",
+          "webcast",
+          "earnings",
+          "calls",
+          "events",
+          "participate",
+          "host",
+          "members",
+          "investment",
+          "community",
+          "YouTube",
+          "channel",
+          "notifications",
+          "news",
+          "announcements",
+          "financial",
+          "performance",
+          "items",
+          "material",
+          "interest",
+          "investors",
+          "including",
+          "filings",
+          "press",
+          "releases",
+          "blogs",
+          "share",
+          "Google",
+          "product",
+          "updates",
+          "Keyword",
+          "blog",
+          "https",
+          "google",
+          "News",
+          "From",
+          "page",
+          "NewsFromGoogle",
+          "executive",
+          "officers",
+          "social",
+          "media",
+          "channels",
+          "LinkedIn",
+          "communicate",
+          "information",
+          "results",
+          "company",
+          "Further",
+          "corporate",
+          "governance",
+          "certificate",
+          "incorporation",
+          "bylaws",
+          "guidelines",
+          "board",
+          "committee",
+          "charters",
+          "code",
+          "conduct",
+          "heading",
+          "Governance",
+          "The",
+          "contained",
+          "accessed",
+          "websites",
+          "incorporated",
+          "reference",
+          "Report",
+          "report",
+          "document",
+          "references",
+          "intended",
+          "inactive",
+          "textual"
+        ],
+        "keywords": [
+          "SEC filings",
+          "investor website",
+          "social media"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "ff20ce5b-0b0a-5c94-a526-41a43668024a",
+      "type": "text",
+      "content": "Our operations and financial results are subject to various risks and uncertainties, including but not limited to those described below, which could harm our business, reputation, financial condition, and operating results, and may affect the trading price and price volatility of our Class A and Class C stock.",
+      "path": "GOOG-10-K-2025.pdf/PART I/ITEM 1A. RISK FACTORS",
+      "metadata": {
+        "length": 311,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "Our",
+          "operations",
+          "financial",
+          "results",
+          "subject",
+          "risks",
+          "uncertainties",
+          "including",
+          "limited",
+          "harm",
+          "business",
+          "reputation",
+          "condition",
+          "operating",
+          "affect",
+          "trading",
+          "price",
+          "volatility",
+          "Class",
+          "stock"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "62e62f8a-ce07-5d93-a601-636ee71acc75",
+      "type": "text",
+      "content": "We generate a significant portion of our revenues from advertising. Reduced spending by advertisers, a loss of partners, shifts in online advertising, new and evolving advertising formats, or new or existing technologies that block ads online or affect our ability to personalize ads could harm our business.\nWe generated more than 70% of total revenues from online advertising in 2025. Many of our advertisers, companies that distribute our products and services, digital publishers, and content providers can terminate their contracts with us at any time. These partners may not continue to do business with us if we do not create more value (such as increased numbers of users or customers, new sales leads, increased brand awareness, or more effective monetization) than their available alternatives.\nWe believe AI is quickly reshaping the advertising industry, including how ads are delivered online, and we and our competitors are constantly adjusting to meet this shift and provide new and evolving advertising formats. There is no assurance that we will adapt effectively and competitively to meet this shift, and that such advertising formats, strategies, and offerings will be successful.\nChanges to our advertising policies and data privacy practices, as well as changes to other companies' advertising or data privacy practices have in the past, and may in the future, affect the advertising services that we are able to provide. In addition, technologies have been developed that make personalized ads more difficult, or that block the display of ads altogether, and some providers of online services have integrated technologies that could impair the availability and functionality of third-party digital advertising. Failing to provide superior value or deliver advertisements effectively and competitively could harm our business, reputation, financial condition, and operating results.\nExpenditures by advertisers tend to correlate with overall economic conditions. Adverse macroeconomic conditions have affected, and may in the future affect, the demand for advertising, resulting in fluctuations in the amounts our advertisers spend on advertising, which could harm our financial condition and operating results.\nOur increasing investment in new businesses, products, services, and technologies is inherently risky, and could divert management attention and harm our business, financial condition, and operating results.\nWe have invested and expect to expand our investment in new businesses, products, services, and technologies in a wide range of industries beyond online advertising. The investments that we are making across our businesses — such as building AI-optimized infrastructure, including our custom TPUs, and integrating AI capabilities into new and existing products and services — reflect our ongoing efforts to innovate and provide products and services that are helpful to users, advertisers, publishers, customers, content providers, and distribution partners. Our investments ultimately may not be commercially viable or may not result in an adequate return of capital and, in pursuing new strategies, we may incur unanticipated liabilities.\nTo meet the compute capacity demands of AI training and inference, as well as traditional cloud computing services, we are entering into significant leasing arrangements with third party operators, which may increase costs and operational complexity. We also have a number of large, long-duration commercial agreements, which could increase our liabilities and obligations in the event of nonperformance by us, our counterparties, or vendors. In such nonperformance or an industry downturn, we may incur additional liabilities, have excess capacity that we cannot easily redeploy, and not receive payments from our counterparties or customers.\nWe have invested and expect to significantly expand our investment in property and equipment, including our technical infrastructure, and we expect these assets to benefit our business over their estimated useful lives. Changes in facts and circumstances such as changes to historical asset performance, expected technology advancements, and future network deployment plans could change the period over which we expect to benefit from the asset and impact our financial condition and operating results.\nInnovations in our products and services could also result in changes to user and customer behavior and affect our revenue trends. These endeavors involve significant risks and uncertainties, including diversion of resources and management attention from current operations, different monetization models, and the use of alternative investment, governance, or compensation structures that may fail to adequately align incentives across the company or otherwise accomplish their objectives.\nWithin Google Services, we continue to invest heavily in devices, including our smartphones, home devices, and wearables, which is a highly competitive market with frequent introduction of new products and services, rapid adoption of technological advancements by competitors, increased market saturation in developed countries, short product life cycles, evolving industry standards, continual improvement in performance characteristics, and price and feature sensitivity on the part of consumers and businesses. There can be no assurance we will be able to provide devices that compete effectively.\nWithin Google Cloud, we devote significant resources to develop and deploy our enterprise-ready cloud services, including Google Cloud Platform and Google Workspace, and we are advancing our AI platforms and models to support these tools and technologies, including the development of our custom TPUs and how we deliver them to our customers. We are incurring significant and increasing costs and new liabilities, including contingent liabilities, to build and maintain infrastructure to support cloud computing services, invest in cybersecurity, and hire talent. Meanwhile, our competitors are rapidly developing and deploying cloud-based services and capacity. Pricing and delivery models, which are subject to increasing regulatory scrutiny and requirements, are competitive and constantly evolving, and we may therefore not achieve our business objectives. Further, our business with financial services, healthcare, and public sector customers may present additional risks, including regulatory compliance risks. For instance, we may be subject to government audits and cost reviews, and any failure to comply or any deficiencies found may expose us to legal, financial, and reputational risks. Evolving laws and regulations may require us to make new capital investments, build new products, and seek partners to deliver localized services in other countries, and we may not be able to meet sovereign operating requirements.\nWithin Other Bets, we are investing significantly in areas such as life sciences and transportation, among others. These investment areas face intense competition from large, experienced, and well-funded competitors, and our offerings, many of which involve the development of new and emerging technologies, may not be successful, or be able to compete effectively or operate at sufficient levels of profitability.\nIn addition, new and evolving products and services, including those that use AI, raise ethical, technological, legal, regulatory, and other challenges, which could harm our brands and demand for our products and services. Because all of these investment areas are inherently risky, no assurance can be given that such strategies and offerings will be successful or will not harm our reputation, financial condition, and operating results.\nWe face intense competition. If we do not continue to innovate and provide products and services that are useful to users, customers, and other partners, we may not remain competitive, which could harm our business, financial condition, and operating results.\nOur business environment is rapidly evolving and intensely competitive. Our businesses face changing technologies, shifting user needs, and frequent introductions of rival products and services. To compete successfully, we must accurately anticipate technology developments and deliver innovative, relevant, and useful products, services, and technologies in a timely manner. For example, with the rise of AI in recent years, we have increasingly focused our investments in building powerful AI tools and AI enhancements to our existing products and services to better cater to our users, customers, and other partners. As our businesses evolve, the competitive pressure to innovate will encompass a wider range of products and services. We must continue to invest significant resources in technical infrastructure, including the development of our custom TPUs, and research and development, including through acquisitions, in order to enhance our technology, products, and services.\nWe have many competitors in different industries. Our current and potential domestic and international competitors range from large and established companies to emerging start-ups. Some competitors have longer operating histories and well-established relationships in various sectors. They can use their experience and resources in ways that could affect our competitive position, including by making acquisitions and entering into other strategic arrangements; continuing to invest heavily in technical infrastructure, research and development, and in talent; initiating intellectual property and competition claims (whether or not meritorious); and continuing to compete for users, advertisers, customers, and content providers. Further, discrepancies in enforcement of existing laws may enable our lesser known competitors to aggressively interpret those laws without commensurate scrutiny, thereby affording them competitive advantages. Our competitors may also be able to innovate and provide products and services faster or more cost effectively than we can or may foresee the need for products and services before we do.\nWe are developing frontier generative AI models and building AI capabilities into products and services across the company, tailoring them to the evolving preferences of our users and customers. AI technology and services are highly competitive, rapidly evolving, and require significant investment, including technical infrastructure, development, and operational costs. Our ability to deploy certain AI technologies critical for our products and services and for our business strategy may depend on the availability and pricing of third-party equipment and other technical infrastructure operations costs, including network capacity, energy, and equipment costs. Additionally, other companies may develop\nAI products and technologies that are similar or superior to our technologies or more cost-effective to develop or deploy. Other companies may also have (or in the future may obtain) patents or other proprietary rights that would prevent, limit, or interfere with our ability to make, use, or sell our own AI products and services.\nOur financial condition and operating results may also suffer if our products and services are not responsive in a timely manner to the evolving needs and desires of our users, advertisers, publishers, customers, and content providers, or if we miscalculate those needs and desires and invest significantly in areas that fail to gain sufficient market traction. As new and existing technologies continue to develop, competitors and new entrants may be able to offer experiences that are, or that are perceived to be, substantially similar to or better than ours, and the consumers may change how they obtain information online, potentially reducing the utility of our existing products and services. These technologies could reduce usage of our products and services, and force us to compete in different ways and expend significant resources to develop and operate equal or better products and services. Competitors' success in providing compelling products and services or in attracting and retaining users, advertisers, publishers, customers, and content providers could harm our financial condition and operating results.\nOur revenue growth rate could decline over time, and we may experience downward pressure on our operating margin in the future.\nOur revenue growth rate could decline over time as a result of a number of factors, including changes in customer usage and demand for our existing products and increasing demand for competing technologies; changes in the devices and modalities used to access our products and services; changes in geographic mix; deceleration or declines in advertiser spending; competition; decreases in the pricing of our products and services; ongoing product and policy changes; and shifts to lower priced products and services.\nWe may experience downward pressure on our operating margin resulting from a variety of factors. These include increasing costs for many aspects of our business resulting from a higher level of investment in technical infrastructure, increasing regulations, and increasing competition. Certain of our costs and expenses are relatively fixed and may not correlate to changes in revenue, and we may also not be able to continue to drive efficiencies at the rate we have in the past. We may also face margin compression from an increase in the mix of lower-margin products and services, in particular from the continued expansion of our business into new fields, including products and services such as Google Cloud, our devices, and consumer subscription products, as well as significant investments in Other Bets. For instance, margins on our devices have had, and may continue to have, an adverse effect on our consolidated margins due to pricing pressures and higher cost of sales. Due to these factors and the evolving nature of our business, our historical revenue growth rate and historical operating margin may not be indicative of our future performance. For additional information, see Trends in Our Business and Financial Effect and Revenues and Monetization Metrics in Part II, Item 7 of this Annual Report on Form 10-K.\nOur intellectual property rights are valuable, and any inability to protect them could reduce the value of our products, services, and brands as well as affect our ability to compete.\nOur patents, trademarks, trade secrets, copyrights, and other intellectual property rights are important assets for us. Various events outside of our control pose a threat to our intellectual property rights, as well as to our products, services, and technologies. For example, effective intellectual property protection may not be available in every country in which our products and services are distributed or made available through the Internet. Also, the efforts we have taken and may take in the future to protect our proprietary rights, including obtaining copyright and patent protections for our important innovations, including AI innovations, may not be sufficient or effective. There is also the possibility that an issued patent may be deemed invalid or unenforceable.\nWe also seek to maintain certain intellectual property as trade secrets. The confidentiality of such trade secrets and other sensitive information could be compromised, which could cause us to lose the competitive advantage resulting from these trade secrets. We also face risks associated with our trademarks. For example, there is a risk that the word \"Google\" could become so commonly used that it becomes synonymous with the word \"search.\" Some courts have ruled that \"Google\" is a protectable trademark, but it is possible that other courts, particularly those outside of the US, may reach a different determination. If this happens, we could lose protection for this trademark.\nAny significant impairment of our intellectual property rights could harm our business and ability to compete. Protecting our intellectual property rights is costly and time consuming; any increase in unauthorized use could make it more expensive to do business and harm our financial condition and operating results.\nOur business depends on strong brands, and failing to maintain and enhance our brands would hurt our ability to expand our base of users, advertisers, customers, content providers, and other partners.\nOur strong brands have significantly contributed to the success of our business. Maintaining and enhancing the brands within Google Services, Google Cloud, and Other Bets increases our ability to enter new categories and launch new and innovative products and services that better serve the needs of our users, advertisers, customers, content providers, and other partners. Our brands have been, and may in the future be, harmed by a number of factors, including, among others, reputational issues, third-party content shared on our platforms, data privacy and security issues and developments, issues in delivering age-appropriate experiences to minors, and product or technical performance failures. For example, if we fail to respond appropriately to the sharing of misinformation or objectionable content on our services or products or objectionable practices by advertisers, or otherwise to adequately address user concerns, our users may lose confidence in our brands. Furthermore, failure to maintain and enhance our brands could harm our business, reputation, financial condition, and operating results. Our success will depend largely on our ability to remain a technology leader and continue to provide high-quality, trustworthy, innovative products and services that are truly useful and play a valuable role in a range of settings.\nWe face a number of manufacturing and supply chain risks that could affect our ability to supply our products and services and harm our business, financial condition, and operating results.\nWe rely on contract manufacturers to manufacture or assemble our devices as well as servers and networking equipment used in our technical infrastructure, certain components of which we may supply. We also rely on third parties to supply components and distribute our products and services. Our business could be harmed if we are not able to engage these companies with the necessary capabilities or capacity on reasonable terms, or if those we engage fail to meet their obligations (whether due to financial difficulties or other reasons), or make adverse changes in the pricing or other material terms of our arrangements with them.\nWe have experienced and may in the future experience supply shortages, price increases, quality issues, or longer lead times that could harm our operations, driven by raw material or component availability, manufacturing capacity, labor shortages, industry allocations, logistics capacity, inflation, foreign currency exchange rates, tariffs, sanctions and export controls, trade disputes and barriers, forced labor concerns, sourcing requirements, geopolitical tensions, armed conflicts, natural disasters or pandemics, the effects of climate change, power and transmission availability, and significant changes in the financial or business condition of our suppliers. Some of the components we use in our technical infrastructure and our devices are available from only one or limited sources, and we may not be able to find replacement vendors on favorable terms in the event of a supply chain disruption. A significant supply interruption that affects us or our vendors could delay critical data center or network infrastructure upgrades or expansions and delay consumer product availability.\nOur ability to scale our technical infrastructure is increasingly constrained by the availability of power, water, and land. For example, energy supply is constrained globally due to the significant increase in demand for and limited availability of energy to power AI compute. Securing this capacity involves entering into complex, long-lead-time arrangements. Additionally, manufacturing and supply of servers and network equipment for our technical infrastructure, particularly for specialized AI chips, is limited to a small number of qualified suppliers. Extended or unforeseen disruptions at these suppliers could impact our ability to meet customer demand. Failure to secure sufficient capacity in a timely manner would limit our ability to train models and serve Cloud customers.\nWe may enter into long-term contracts for materials and products that commit us to significant terms and conditions. We may face costs for materials and products that are not consumed due to market demand, technological change, excess or obsolete inventory, changed consumer preferences, quality, product recalls, and warranty issues. Certain of our competitors may negotiate more favorable contractual terms based on volume and other commitments that may provide them with competitive advantages and may affect our supply. For example, industry supply capacity for AI accelerators, including GPUs as well as our custom-built TPUs, is highly competitive and rapidly evolving. If we are unable to negotiate favorable contractual terms or our competitors claim the supply or capacity first, we may face increased costs and supply constraints, which could harm our business, financial condition, and operating results.\nOur devices have had, and in the future may have, quality issues resulting from design, manufacturing, or operations. Sometimes, these issues may be caused by components we purchase from other manufacturers or suppliers. In addition, quality issues with equipment used in our technical infrastructure could constrain our capacity to support the delivery and continued development of our products and services. If the quality of our products and services does not meet expectations, we lack the capacity to deliver them, or our products or services are defective or require a corrective action or recall, it could harm our business, reputation, financial condition, and operating results.\nWe require our suppliers and business partners to comply with laws and, where applicable, our company policies and practices, such as the Google Supplier Code of Conduct, regarding workplace and employment practices, data security, environmental compliance, and intellectual property licensing, but we do not control them or their practices. Violations of law or unethical business practices could result in supply chain disruptions, canceled orders, harm to key relationships, and damage to our reputation. Their failure to procure necessary license rights to intellectual property could affect our ability to sell our products or services and expose us to litigation or financial claims.\nInterruption to, interference with, or failure of our complex information technology and communications systems could hurt our ability to effectively provide our products and services, which could harm our reputation, financial condition, and operating results.\nThe availability of our products and services and fulfillment of our customer contracts depend on the continuing operation of our information technology and communications systems. Our systems are vulnerable to damage, interference, or interruption from modifications or upgrades, terrorist attacks, state-sponsored attacks, natural disasters or pandemics, geopolitical tensions or armed conflicts, export controls and sanctions, tariffs and non-tariff trade barriers, the effects of climate change, power and transmission availability challenges, utility outages, telecommunications failures, computer viruses, software bugs, cyber attacks, supply-chain attacks, computer denial of service attacks, phishing schemes, or other attempts to harm or access our systems. Some of our data centers are located in areas with a high risk of major earthquakes or other natural disasters. Our data centers are also subject to break-ins, sabotage, and intentional acts of vandalism, and, in some cases, to potential disruptions resulting from problems experienced by facility operators or disruptions as a result of geopolitical tensions and conflicts happening in the area. Some of our systems are not fully redundant, and disaster recovery planning cannot account for all eventualities. The occurrence of a natural disaster or pandemic, closure of a facility, or other unanticipated problems affecting our data centers could result in lengthy interruptions in our service. In addition, our products and services are highly technical and complex and have contained in the past, and may contain in the future, errors or vulnerabilities, which could result in interruptions in or failure of our services or systems. Any of these incidents could impede or prevent us from effectively offering products and providing services, which could harm our business, reputation, financial condition, and operating results.\nOur international operations expose us to additional risks that could harm our business, reputation, financial condition, and operating results.\nOur international operations are significant to our revenues and net income, and we plan to continue growing internationally. International revenues accounted for approximately 52% of consolidated revenues in 2025. In addition to risks described elsewhere in this section, our international operations expose us to other risks, including:\n- restrictions on foreign ownership and investments, and stringent foreign exchange controls that might prevent us from repatriating cash earned in countries outside the US;\n- sanctions, tariffs, import and export controls, other market access barriers, political unrest, geopolitical tensions, changes in regimes, or armed conflict (such as ongoing conflicts in the Middle East and Ukraine), any of which may affect our business continuity, increase our operating costs, limit demand for our products and services, limit our ability to source components or final products, or prevent or impede us from operating in certain jurisdictions, complying with local laws, or offering products or services;\n- longer payment cycles in some countries, increased credit risk, and higher levels of payment fraud;\n- an evolving foreign policy landscape that could harm our revenues and could subject us to litigation, new regulatory costs and challenges (including new customer requirements), uncertainty regarding regulatory outcomes, and other liabilities under local laws that may not offer due process or clear legal precedent;\n- anti-corruption laws, such as the US Foreign Corrupt Practices Act, and other local laws prohibiting certain payments to government officials, violations of which could result in civil and criminal penalties; and\n- different employee/employer relationships; different labor laws, regulations, and labor practices; and other challenges caused by distance, language, local expertise, and cultural differences, increasing the complexity of doing business in multiple jurisdictions.\nBecause we conduct business in currencies other than US dollars but report our financial results in US dollars, we have faced, and will continue to face, exposure to fluctuations in foreign currency exchange rates. Although we hedge a portion of our international currency exposure, significant fluctuations in exchange rates between the US dollar and foreign currencies have and may in the future adversely affect our revenues and earnings. Hedging programs are also inherently risky and could expose us to additional risks that could harm our financial condition and operating results.\nDisruptions in our ability to access future financing or manage our indebtedness could adversely affect our ability to execute our strategy and harm our financial condition.\nWe may from time to time access capital markets for debt or seek to enter into other forms of financing, such as leases. Any difficulty in accessing capital markets, entering into other forms of financing on favorable terms, or managing our existing indebtedness could increase our costs of financing and restrict our ability to invest in our business. Furthermore, the combination of our current and any future indebtedness, including obligations arising under leases, backstops, guarantees, and potential liabilities from large commercial agreements, could harm our financial condition and reduce our financial and business flexibility.\nWe are exposed to fluctuations in the fair values of our investments and, in some instances, our financial statements incorporate inherently subjective valuation methodologies.\nThe fair value of our debt and equity investments may in the future be, and certain investments have been in the past, negatively affected by liquidity, credit deterioration or losses, performance and financial results of the underlying entities, foreign exchange rates, changes in interest rates, the effect of new or changing regulations, the stock market in general, or other factors. As a result of these factors, the value of our investments could significantly decline, which could harm our financial condition and operating results.\nWe measure certain of our non-marketable equity and debt securities, and certain other instruments including stock-based compensation (SBC) awards of Other Bet companies, at fair value on a nonrecurring basis, which is inherently subjective and requires management judgment and estimation. Gains and losses on non-marketable equity securities are recognized in other income (expense), net (OI&E), which increases the volatility of our OI&E. The unrealized gains and losses or impairments we record from fair value remeasurements in any particular period may differ significantly from the gains and losses we ultimately realize on such investments. Changes in fair value on SBC awards are recognized primarily through operating expenses.",
+      "path": "GOOG-10-K-2025.pdf/PART I/ITEM 1A. RISK FACTORS/Risks Specific to our Company",
+      "metadata": {
+        "length": 29834,
+        "summary": "The passage outlines significant risks to the company's business, primarily from its heavy reliance on advertising revenue (over 70% in 2025), which is threatened by reduced advertiser spending, loss of partners, and new ad-blocking technologies. Intense competition, especially in AI, requires substantial investment in infrastructure like custom TPUs, with no guarantee of success. The company also faces risks from supply chain disruptions, intellectual property protection, brand reputation, international operations, and the inherent uncertainty of investing in new businesses and technologies.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "We",
+          "generate",
+          "significant",
+          "portion",
+          "revenues",
+          "advertising",
+          "Reduced",
+          "spending",
+          "advertisers",
+          "loss",
+          "partners",
+          "shifts",
+          "online",
+          "evolving",
+          "formats",
+          "existing",
+          "technologies",
+          "block",
+          "ads",
+          "affect",
+          "ability",
+          "personalize",
+          "harm",
+          "business",
+          "generated",
+          "70%",
+          "total",
+          "2025",
+          "Many",
+          "companies",
+          "distribute",
+          "products",
+          "services",
+          "digital",
+          "publishers",
+          "content",
+          "providers",
+          "terminate",
+          "contracts",
+          "time",
+          "These",
+          "continue",
+          "create",
+          "increased",
+          "numbers",
+          "users",
+          "customers",
+          "sales",
+          "leads",
+          "brand",
+          "awareness",
+          "effective",
+          "monetization",
+          "alternatives",
+          "AI",
+          "quickly",
+          "reshaping",
+          "industry",
+          "including",
+          "delivered",
+          "competitors",
+          "constantly",
+          "adjusting",
+          "meet",
+          "shift",
+          "provide",
+          "There",
+          "assurance",
+          "adapt",
+          "effectively",
+          "competitively",
+          "strategies",
+          "offerings",
+          "successful",
+          "Changes",
+          "policies",
+          "data",
+          "privacy",
+          "practices",
+          "past",
+          "future",
+          "In",
+          "addition",
+          "developed",
+          "make",
+          "personalized",
+          "difficult",
+          "display",
+          "altogether",
+          "integrated",
+          "impair",
+          "availability",
+          "functionality",
+          "party",
+          "Failing",
+          "superior",
+          "deliver",
+          "advertisements",
+          "reputation",
+          "financial",
+          "condition",
+          "operating",
+          "results",
+          "Expenditures",
+          "tend",
+          "correlate",
+          "economic",
+          "conditions",
+          "Adverse",
+          "macroeconomic",
+          "affected",
+          "demand",
+          "resulting",
+          "fluctuations",
+          "amounts",
+          "spend",
+          "Our",
+          "increasing",
+          "investment",
+          "businesses",
+          "inherently",
+          "risky",
+          "divert",
+          "management",
+          "attention",
+          "invested",
+          "expect",
+          "expand",
+          "wide",
+          "range",
+          "industries",
+          "The",
+          "investments",
+          "making",
+          "building",
+          "optimized",
+          "infrastructure",
+          "custom",
+          "TPUs",
+          "integrating",
+          "capabilities",
+          "reflect",
+          "ongoing",
+          "efforts",
+          "innovate",
+          "helpful",
+          "distribution",
+          "ultimately",
+          "commercially",
+          "viable",
+          "result",
+          "adequate",
+          "return",
+          "capital",
+          "pursuing",
+          "incur",
+          "unanticipated",
+          "liabilities",
+          "To",
+          "compute",
+          "capacity",
+          "demands",
+          "training",
+          "inference",
+          "traditional",
+          "cloud",
+          "computing",
+          "entering",
+          "leasing",
+          "arrangements",
+          "operators",
+          "increase",
+          "costs",
+          "operational",
+          "complexity",
+          "number",
+          "large",
+          "long",
+          "duration",
+          "commercial",
+          "agreements",
+          "obligations",
+          "event",
+          "nonperformance",
+          "counterparties",
+          "vendors",
+          "downturn",
+          "additional",
+          "excess",
+          "easily",
+          "redeploy",
+          "receive",
+          "payments",
+          "significantly",
+          "property",
+          "equipment",
+          "technical",
+          "assets",
+          "benefit",
+          "estimated",
+          "lives",
+          "facts",
+          "circumstances",
+          "historical",
+          "asset",
+          "performance",
+          "expected",
+          "technology",
+          "advancements",
+          "network",
+          "deployment",
+          "plans",
+          "change",
+          "period",
+          "impact",
+          "Innovations",
+          "user",
+          "customer",
+          "behavior",
+          "revenue",
+          "trends",
+          "endeavors",
+          "involve",
+          "risks",
+          "uncertainties",
+          "diversion",
+          "resources",
+          "current",
+          "operations",
+          "models",
+          "alternative",
+          "governance",
+          "compensation",
+          "structures",
+          "fail",
+          "adequately",
+          "align",
+          "incentives",
+          "company",
+          "accomplish",
+          "objectives",
+          "Within",
+          "Google",
+          "Services",
+          "invest",
+          "heavily",
+          "devices",
+          "smartphones",
+          "home",
+          "wearables",
+          "highly",
+          "competitive",
+          "market",
+          "frequent",
+          "introduction",
+          "rapid",
+          "adoption",
+          "technological",
+          "saturation",
+          "countries",
+          "short",
+          "product",
+          "life",
+          "cycles",
+          "standards",
+          "continual",
+          "improvement",
+          "characteristics",
+          "price",
+          "feature",
+          "sensitivity",
+          "part",
+          "consumers",
+          "compete",
+          "Cloud",
+          "devote",
+          "develop",
+          "deploy",
+          "enterprise",
+          "ready",
+          "Platform",
+          "Workspace",
+          "advancing",
+          "platforms",
+          "support",
+          "tools",
+          "development",
+          "incurring",
+          "contingent",
+          "build",
+          "maintain",
+          "cybersecurity",
+          "hire",
+          "talent",
+          "Meanwhile",
+          "rapidly",
+          "developing",
+          "deploying",
+          "based",
+          "Pricing",
+          "delivery",
+          "subject",
+          "regulatory",
+          "scrutiny",
+          "requirements",
+          "achieve",
+          "Further",
+          "healthcare",
+          "public",
+          "sector",
+          "present",
+          "compliance",
+          "For",
+          "instance",
+          "government",
+          "audits",
+          "cost",
+          "reviews",
+          "failure",
+          "comply",
+          "deficiencies",
+          "found",
+          "expose",
+          "legal",
+          "reputational",
+          "Evolving",
+          "laws",
+          "regulations",
+          "require",
+          "seek",
+          "localized",
+          "sovereign",
+          "Other",
+          "Bets",
+          "investing",
+          "areas",
+          "sciences",
+          "transportation",
+          "face",
+          "intense",
+          "competition",
+          "experienced",
+          "funded",
+          "emerging",
+          "operate",
+          "sufficient",
+          "levels",
+          "profitability",
+          "raise",
+          "ethical",
+          "challenges",
+          "brands",
+          "Because",
+          "If",
+          "remain",
+          "environment",
+          "intensely",
+          "changing",
+          "shifting",
+          "introductions",
+          "rival",
+          "successfully",
+          "accurately",
+          "anticipate",
+          "developments",
+          "innovative",
+          "relevant",
+          "timely",
+          "manner",
+          "rise",
+          "recent",
+          "years",
+          "increasingly",
+          "focused",
+          "powerful",
+          "enhancements",
+          "cater",
+          "As",
+          "evolve",
+          "pressure",
+          "encompass",
+          "wider",
+          "research",
+          "acquisitions",
+          "order",
+          "enhance",
+          "potential",
+          "domestic",
+          "international",
+          "established",
+          "start",
+          "ups",
+          "Some",
+          "longer",
+          "histories",
+          "relationships",
+          "sectors",
+          "They",
+          "experience",
+          "ways",
+          "position",
+          "strategic",
+          "continuing",
+          "initiating",
+          "intellectual",
+          "claims",
+          "meritorious",
+          "discrepancies",
+          "enforcement",
+          "enable",
+          "lesser",
+          "aggressively",
+          "interpret",
+          "commensurate",
+          "affording",
+          "advantages",
+          "faster",
+          "foresee",
+          "frontier",
+          "generative",
+          "tailoring",
+          "preferences",
+          "critical",
+          "strategy",
+          "depend",
+          "pricing",
+          "energy",
+          "Additionally",
+          "similar",
+          "obtain",
+          "patents",
+          "proprietary",
+          "rights",
+          "prevent",
+          "limit",
+          "interfere",
+          "sell",
+          "suffer",
+          "responsive",
+          "desires",
+          "miscalculate",
+          "gain",
+          "traction",
+          "entrants",
+          "offer",
+          "experiences",
+          "perceived",
+          "substantially",
+          "information",
+          "potentially",
+          "reducing",
+          "utility",
+          "reduce",
+          "usage",
+          "force",
+          "expend",
+          "equal",
+          "Competitors",
+          "success",
+          "providing",
+          "compelling",
+          "attracting",
+          "retaining",
+          "growth",
+          "rate",
+          "decline",
+          "downward",
+          "margin",
+          "factors",
+          "competing",
+          "modalities",
+          "access",
+          "geographic",
+          "mix",
+          "deceleration",
+          "declines",
+          "advertiser",
+          "decreases",
+          "policy",
+          "lower",
+          "priced",
+          "variety",
+          "include",
+          "aspects",
+          "higher",
+          "level",
+          "Certain",
+          "expenses",
+          "fixed",
+          "drive",
+          "efficiencies",
+          "compression",
+          "continued",
+          "expansion",
+          "fields",
+          "consumer",
+          "subscription",
+          "margins",
+          "adverse",
+          "effect",
+          "consolidated",
+          "due",
+          "pressures",
+          "Due",
+          "nature",
+          "indicative",
+          "Trends",
+          "Business",
+          "Financial",
+          "Effect",
+          "Revenues",
+          "Monetization",
+          "Metrics",
+          "Part",
+          "II",
+          "Item",
+          "Annual",
+          "Report",
+          "Form",
+          "10",
+          "valuable",
+          "inability",
+          "protect",
+          "trademarks",
+          "trade",
+          "secrets",
+          "copyrights",
+          "important",
+          "Various",
+          "events",
+          "control",
+          "pose",
+          "threat",
+          "protection",
+          "country",
+          "distributed",
+          "made",
+          "Internet",
+          "Also",
+          "obtaining",
+          "copyright",
+          "patent",
+          "protections",
+          "innovations",
+          "possibility",
+          "issued",
+          "deemed",
+          "invalid",
+          "unenforceable",
+          "confidentiality",
+          "sensitive",
+          "compromised",
+          "lose",
+          "advantage",
+          "risk",
+          "word",
+          "commonly",
+          "synonymous",
+          "search",
+          "courts",
+          "ruled",
+          "protectable",
+          "trademark",
+          "US",
+          "reach",
+          "determination",
+          "Any",
+          "impairment",
+          "Protecting",
+          "costly",
+          "consuming",
+          "unauthorized",
+          "expensive",
+          "depends",
+          "strong",
+          "failing",
+          "hurt",
+          "base",
+          "contributed",
+          "Maintaining",
+          "enhancing",
+          "increases",
+          "enter",
+          "categories",
+          "launch",
+          "serve",
+          "harmed",
+          "issues",
+          "shared",
+          "security",
+          "delivering",
+          "age",
+          "minors",
+          "failures",
+          "respond",
+          "appropriately",
+          "sharing",
+          "misinformation",
+          "objectionable",
+          "address",
+          "concerns",
+          "confidence",
+          "Furthermore",
+          "largely",
+          "leader",
+          "high",
+          "quality",
+          "trustworthy",
+          "play",
+          "role",
+          "settings",
+          "manufacturing",
+          "supply",
+          "chain",
+          "rely",
+          "contract",
+          "manufacturers",
+          "manufacture",
+          "assemble",
+          "servers",
+          "networking",
+          "components",
+          "parties",
+          "engage",
+          "reasonable",
+          "terms",
+          "difficulties",
+          "reasons",
+          "material",
+          "shortages",
+          "lead",
+          "times",
+          "driven",
+          "raw",
+          "component",
+          "labor",
+          "allocations",
+          "logistics",
+          "inflation",
+          "foreign",
+          "currency",
+          "exchange",
+          "rates",
+          "tariffs",
+          "sanctions",
+          "export",
+          "controls",
+          "disputes",
+          "barriers",
+          "forced",
+          "sourcing",
+          "geopolitical",
+          "tensions",
+          "armed",
+          "conflicts",
+          "natural",
+          "disasters",
+          "pandemics",
+          "effects",
+          "climate",
+          "power",
+          "transmission",
+          "suppliers",
+          "limited",
+          "sources",
+          "find",
+          "replacement",
+          "favorable",
+          "disruption",
+          "interruption",
+          "affects",
+          "delay",
+          "center",
+          "upgrades",
+          "expansions",
+          "scale",
+          "constrained",
+          "water",
+          "land",
+          "globally",
+          "Securing",
+          "involves",
+          "complex",
+          "specialized",
+          "chips",
+          "small",
+          "qualified",
+          "Extended",
+          "unforeseen",
+          "disruptions",
+          "Failure",
+          "secure",
+          "train",
+          "term",
+          "materials",
+          "commit",
+          "consumed",
+          "obsolete",
+          "inventory",
+          "changed",
+          "recalls",
+          "warranty",
+          "negotiate",
+          "contractual",
+          "volume",
+          "commitments",
+          "accelerators",
+          "GPUs",
+          "built",
+          "unable",
+          "claim",
+          "constraints",
+          "design",
+          "Sometimes",
+          "caused",
+          "purchase",
+          "constrain",
+          "expectations",
+          "lack",
+          "defective",
+          "corrective",
+          "action",
+          "recall",
+          "applicable",
+          "Supplier",
+          "Code",
+          "Conduct",
+          "workplace",
+          "employment",
+          "environmental",
+          "licensing",
+          "Violations",
+          "law",
+          "unethical",
+          "canceled",
+          "orders",
+          "key",
+          "damage",
+          "Their",
+          "procure",
+          "license",
+          "litigation",
+          "Interruption",
+          "interference",
+          "communications",
+          "systems",
+          "fulfillment",
+          "operation",
+          "vulnerable",
+          "modifications",
+          "terrorist",
+          "attacks",
+          "state",
+          "sponsored",
+          "tariff",
+          "outages",
+          "telecommunications",
+          "computer",
+          "viruses",
+          "software",
+          "bugs",
+          "cyber",
+          "denial",
+          "service",
+          "phishing",
+          "schemes",
+          "attempts",
+          "centers",
+          "located",
+          "major",
+          "earthquakes",
+          "break",
+          "ins",
+          "sabotage",
+          "intentional",
+          "acts",
+          "vandalism",
+          "cases",
+          "problems",
+          "facility",
+          "happening",
+          "area",
+          "fully",
+          "redundant",
+          "disaster",
+          "recovery",
+          "planning",
+          "account",
+          "eventualities",
+          "occurrence",
+          "pandemic",
+          "closure",
+          "affecting",
+          "lengthy",
+          "interruptions",
+          "contained",
+          "errors",
+          "vulnerabilities",
+          "incidents",
+          "impede",
+          "offering",
+          "net",
+          "income",
+          "plan",
+          "growing",
+          "internationally",
+          "International",
+          "accounted",
+          "approximately",
+          "52%",
+          "section",
+          "restrictions",
+          "ownership",
+          "stringent",
+          "repatriating",
+          "cash",
+          "earned",
+          "import",
+          "political",
+          "unrest",
+          "regimes",
+          "conflict",
+          "Middle",
+          "East",
+          "Ukraine",
+          "continuity",
+          "source",
+          "final",
+          "jurisdictions",
+          "complying",
+          "local",
+          "payment",
+          "credit",
+          "fraud",
+          "landscape",
+          "uncertainty",
+          "outcomes",
+          "process",
+          "clear",
+          "precedent",
+          "anti",
+          "corruption",
+          "Foreign",
+          "Corrupt",
+          "Practices",
+          "Act",
+          "prohibiting",
+          "officials",
+          "violations",
+          "civil",
+          "criminal",
+          "penalties",
+          "employee",
+          "employer",
+          "distance",
+          "language",
+          "expertise",
+          "cultural",
+          "differences",
+          "multiple",
+          "conduct",
+          "currencies",
+          "dollars",
+          "report",
+          "faced",
+          "exposure",
+          "Although",
+          "hedge",
+          "dollar",
+          "adversely",
+          "earnings",
+          "Hedging",
+          "programs",
+          "Disruptions",
+          "financing",
+          "manage",
+          "indebtedness",
+          "execute",
+          "markets",
+          "debt",
+          "forms",
+          "leases",
+          "difficulty",
+          "accessing",
+          "managing",
+          "restrict",
+          "combination",
+          "arising",
+          "backstops",
+          "guarantees",
+          "flexibility",
+          "exposed",
+          "fair",
+          "values",
+          "instances",
+          "statements",
+          "incorporate",
+          "subjective",
+          "valuation",
+          "methodologies",
+          "equity",
+          "negatively",
+          "liquidity",
+          "deterioration",
+          "losses",
+          "underlying",
+          "entities",
+          "interest",
+          "stock",
+          "general",
+          "measure",
+          "marketable",
+          "securities",
+          "instruments",
+          "SBC",
+          "awards",
+          "Bet",
+          "nonrecurring",
+          "basis",
+          "requires",
+          "judgment",
+          "estimation",
+          "Gains",
+          "recognized",
+          "expense",
+          "OI",
+          "volatility",
+          "unrealized",
+          "gains",
+          "impairments",
+          "record",
+          "remeasurements",
+          "differ",
+          "realize",
+          "primarily"
+        ],
+        "keywords": [
+          "Advertising",
+          "Competition",
+          "AI"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "0194eebe-cf80-5ed8-80d2-add97c36fb3f",
+      "type": "text",
+      "content": "Issues in the development and use of AI may result in reputational harm and increased liability exposure.\nOur evolving AI-enabled products and services may give rise to risks related to harmful content, inaccuracies, discrimination, intellectual property infringement or misappropriation, violation of rights of publicity, defamation, data privacy, cybersecurity, minor protection, and other issues. As a result of these and other challenges associated with innovative technologies, our implementation of AI systems could subject us to competitive harm, regulatory action, legal liability (including under new and proposed legislation and regulations), new applications of existing data protection, privacy, intellectual property, and other laws, and brand or reputational harm.\nSome uses of AI will present ethical issues and may have broad effects on society. In order to implement AI responsibly and minimize unintended harmful effects, we have already devoted and will continue to invest significant resources to develop, test, and maintain our products and services, but we may not be able to identify or resolve all AI-related issues, deficiencies, and failures before they arise. Unintended consequences, uses, or customization of our AI tools and systems may negatively affect human rights, privacy, employment, or other social concerns, which may result in claims, lawsuits, brand or reputational harm, and increased regulatory scrutiny, any of which could harm our business, financial condition, and operating results.\nPeople access our products and services through a variety of platforms and devices that continue to evolve with the advancement of technology and user preferences. If manufacturers and users do not widely adopt versions of our products and services developed for these interfaces, our business could be harmed.\nWhile the modalities used to access information is evolving, people access our products and services through a growing variety of devices such as phones, laptops and tablets, video game consoles, voice-activated speakers, wearables (including virtual reality and augmented reality devices), automobiles, and television-streaming devices. Our products and services may be less popular on some interfaces. Each manufacturer or distributor may establish unique technical standards for its devices, and our products and services may not be available or may only be available with limited functionality for our users or our advertisers on these devices as a result. Some manufacturers may also elect not to include our products on their devices.\nIt is hard to predict the challenges we may encounter in adapting our products and services and developing competitive new products and services. We expect to continue to devote significant resources to creating and supporting products and services across multiple platforms and devices. Failing to attract and retain a substantial number of device manufacturers, suppliers, distributors, developers, and users, or failing to develop products and technologies that work well on new devices and platforms, could harm our business, financial condition, and operating results and ability to capture future business opportunities.\nProblematic content on our platforms, including low-quality user-generated content, web spam, content farms, and other violations of our guidelines could affect the quality of our services, which could harm our reputation and deter our current and potential users from using our products and services.\nWe, like others in the industry, face violations of our content guidelines across our platforms, including sophisticated attempts by bad actors to manipulate our hosting and advertising systems to fraudulently generate revenues, or to otherwise generate traffic that does not represent genuine user interest or intent. While we invest significantly in efforts to promote high-quality and relevant results and to detect and prevent low-quality content and invalid traffic, we have been unable and may continue to be unable to detect and prevent all such abuses or promote uniformly high-quality content. Increased use of AI in our offerings and internal systems may create new instances of problematic content and increased potential for misuse and abuse.\nMany websites violate or attempt to violate our guidelines, including by seeking to inappropriately rank higher in search results than our search engine's assessment of their relevance and utility would rank them. Such efforts have affected, and may continue to affect, the quality of content on our platforms and lead them to display false, misleading, or undesirable content. Although English-language web spam in our search results has been reduced, and web spam in most other languages is limited, we expect web spammers will continue to seek inappropriate ways to improve their rankings. Although we continue to invest in and deploy proprietary technology to detect and prevent web spam on our platforms and to evolve our policies to address emerging threats, there is no guarantee that our technology and policy enforcement will always be successful, and our users may have negative experiences that make them less likely to use our platforms. We face legal and regulatory challenges to our efforts to address low-quality content, and our ability to address it may be constrained or made more costly through added compliance requirements. We also face other challenges to the quality of our search results from low-quality and irrelevant content websites, including content farms, which are websites that generate large quantities of low-quality content in an effort to improve their search rankings. We are continually launching algorithmic changes designed to detect and prevent these efforts, but we may not always be successful. We also face other challenges on our platforms, including attempted election interference; fraud, content inappropriate for minors, misleading or deceptive information, and other types of potentially harmful content.\nIf we fail to either detect and prevent an increase in problematic content or effectively promote high-quality content, it could hurt our reputation for delivering relevant information or reduce use of our platforms, harming our financial condition and operating results. It may also subject us to litigation and regulatory actions, which could result in monetary penalties and damages and divert management's time and attention.\nData privacy and security concerns relating to our technology and our practices could harm our reputation, cause us to incur significant liability, and deter current and potential users or customers from using our products and services. Computer viruses, software bugs or defects, security breaches, and attacks on our systems could result in the improper disclosure and use of user data and interference with our users' and customers' ability to use our products and services, harming our business and reputation.\nConcerns about, including the adequacy of, our practices with regard to the collection, use, governance, disclosure, or security of personal data or other data-privacy-related matters, even if unfounded, could harm our business, reputation, financial condition, and operating results. Our policies and practices may change over time as expectations and regulations regarding privacy and data change.\nOur products and services involve the storage, handling, and transmission of proprietary and other sensitive information. Malicious software such as viruses, software bugs, theft, misuse, defects, vulnerabilities in our products and services, as well as cyber attacks, phishing schemes, and other types of security attacks, which increasingly use AI, expose us to a risk of loss or improper use and disclosure of such information, which could result in litigation and other potential liabilities, including regulatory fines and penalties, as well as reputational harm. Additionally, our products incorporate highly technical and complex technologies, and thus our technologies and software have contained, and are likely in the future to contain, undetected errors, bugs, or vulnerabilities. We continue to add new features involving AI to our offerings and internal systems, and features that rely on AI may be susceptible to unanticipated security threats as our and the market's understanding of AI-centric security risks and protection methods continue to develop. We have in the past discovered, and may in the future discover, some errors in our software code only after we have released the code. Systems and control failures, security breaches, failure to comply with our privacy policies, and inadvertent disclosure of user data could result in regulatory and legal exposure, seriously harm our reputation, brand, and business, and impair our ability to attract and retain users or customers. Such incidents have occurred in the past and may continue to occur due to the scale and nature of our products and services. While there is no guarantee that such incidents will not cause significant damage, we expect to continue to expend significant resources to maintain security protections that limit the effect of bugs, theft, misuse, and security vulnerabilities or breaches.\nWe experience cyber attacks and other attempts to gain unauthorized access to our systems on a regular basis. Cyber attacks continue to evolve in sophistication and volume, and inherently may be difficult to detect for long periods of time. The development and implementation of AI technologies may further increase our exposure to or exacerbate the risks of cyber attacks or other security incidents, particularly where such technologies are exploited by third parties to breach our or other parties' systems, including when such technologies are used to target our employees or impersonate members of senior management in order to gain unauthorized access to our systems. We have also seen, and will continue to see, industry-wide software supply chain vulnerabilities and attacks on telecommunications and other critical infrastructure, which could affect our or other parties' systems. We expect to continue to experience such incidents or vulnerabilities in the future. Our efforts to prevent security incidents and address undesirable activity on our platform may require us to spend additional resources to prepare and defend against such threats, and could also increase the risk of retaliatory attack. In addition, we face the risk of cyber attacks and data exfiltration or compromise by nation-states and state-sponsored actors. These attacks may target us or our customers, particularly our public sector customers (including federal, state, and local governments). Geopolitical tensions or armed conflicts, such as the ongoing conflict in the Middle East and Ukraine, may increase these risks.\nWe may experience security and privacy issues, whether due to employee or insider error or malfeasance, system errors, or vulnerabilities in our or other parties' systems. While we may not determine some of these issues to be material when they occur and may remedy them quickly, there is no guarantee that these issues will not ultimately result in significant legal, financial, and reputational harm, including government inquiries, enforcement actions, litigation, and negative publicity. There is also no guarantee that a series of related issues may not be determined to be material at a later date in the aggregate, even if they may not be material individually at the time of their occurrence. Because the techniques used to obtain unauthorized access to, disable, or degrade service provided by or otherwise sabotage systems change frequently and often are recognized only after being launched against a target, even taking all reasonable precautions, including those required by law, we have been unable in the past and may continue to be unable to anticipate or detect certain attacks or vulnerabilities or implement adequate preventative measures.\nFurther, if any partners with whom we share user or other customer information fail to implement adequate data-security practices, fail to comply with our terms and policies, or otherwise suffer a network or other security breach, our users' data may be improperly accessed, used, or disclosed. If an actual or perceived breach of our or our business partners' or service providers' security occurs, the market perception of the effectiveness of our security measures would be harmed, we could lose users and customers, our trade secrets or those of our business partners may be compromised, and we may be exposed to significant legal and financial risks, including legal claims (which may include class-action litigation) and regulatory actions, fines, and penalties. Any of the foregoing consequences could harm our business, reputation, financial condition, and operating results.\nWhile we have dedicated significant resources to privacy and security incident response capabilities, including dedicated worldwide incident response teams, our response process, particularly during times of a natural disaster or pandemic, may not be adequate, may fail to accurately assess the severity of an incident, may not be fast enough to prevent or limit harm, or may fail to sufficiently remediate an incident. As a result, we may suffer significant legal, reputational, or financial exposure, which could harm our business, financial condition, and operating results.\nFor additional information, see also our risk factor on privacy and data protection regulations under 'Risks Related to Laws, Regulations, and Policies' below.\nOur ongoing investments in safety, security, and content review will likely continue to identify abuse of our platforms and misuse of user data.\nIn addition to our efforts to prevent and mitigate cyber attacks, we are making significant investments in safety, security, and review efforts to combat misuse of our services and unauthorized access to user data by third parties, including investigation and review of platform applications that could access the information of users of our services. As a result of these efforts, we have in the past discovered, and may in the future discover, incidents of unnecessary access to or misuse of user data or other undesirable activity by third parties. However, we may not have discovered, and may in the future not discover, all such incidents or activity, whether as a result of our data limitations, including our lack of visibility over our encrypted services, the scale of activity on our platform, or other factors, including factors outside of our control such as a natural disaster or pandemic, and we may learn of such incidents or activity via third parties. Such incidents and activities may include the use of user data or our systems in a manner inconsistent with our terms, contracts, or policies, the existence of false or undesirable user accounts, election interference, improper ad purchases, activities that threaten people's safety on- or off-line, or instances of spamming, scraping, or spreading disinformation. While we may not determine some of these incidents to be material at the time they occurred and we may remedy them quickly, there is no guarantee that these issues will not ultimately result in significant legal, financial, and reputational harm, including government inquiries and enforcement actions, litigation, and negative publicity. There is also no guarantee that a series of related issues may not be determined to be material at a later date in the aggregate, even if they may not be material individually at the time of their occurrence.\nWe may also be unsuccessful in our efforts to enforce our policies or otherwise prevent or remediate any such incidents. Any of the foregoing developments may negatively affect user trust and engagement, harm our reputation and brands, require us to change our business practices in ways that harm our business operations, and adversely affect our business and financial results. Any such developments may also subject us to additional litigation and regulatory inquiries, which could result in monetary penalties and damages, divert management's time and attention, and lead to enhanced regulatory oversight.\nOur business depends on continued and unimpeded access to the Internet by us and our users. Internet access providers may be able to restrict, block, degrade, or charge for access to certain of our products and services, which could lead to additional expenses and the loss of users and advertisers.\nOur products and services depend on the ability of our users to access the Internet, and certain of our products require significant network capacity to work effectively. Currently, this access is provided by companies that have significant market power in the broadband and internet access marketplace, including incumbent telephone companies, cable companies, mobile communications companies, and government-owned service providers. Some of these providers have taken, or have stated that they may take, measures that could degrade, disrupt, or increase the cost of user access to certain of our products by restricting or prohibiting the use of their infrastructure to support or facilitate our offerings, by charging increased fees to us or our users to provide our offerings, or by providing our competitors preferential access. Some jurisdictions have adopted regulations prohibiting certain forms of discrimination by internet access providers; however, substantial uncertainty exists in the US and elsewhere regarding such protections. In addition, in some jurisdictions, our products and services have been subject to government-initiated restrictions or blockages. These could harm existing key relationships, including with our users, customers, advertisers, and content providers, and impair our ability to attract new ones; harm our reputation; and increase costs, thereby negatively affecting our business.",
+      "path": "GOOG-10-K-2025.pdf/PART I/ITEM 1A. RISK FACTORS/Risks Related to our Industry",
+      "metadata": {
+        "length": 17994,
+        "summary": "The passage outlines significant risks associated with developing and using AI, including reputational harm, legal liability, and regulatory scrutiny due to issues like harmful content, inaccuracies, discrimination, and intellectual property violations. It highlights challenges in implementing AI responsibly, the impact of problematic content on platforms, and the evolving landscape of device access. Data privacy and security concerns are emphasized, with risks from cyber attacks, software bugs, and unauthorized access potentially leading to litigation, fines, and loss of user trust. The text also discusses the dependence on internet access providers and the potential for restrictions or increased costs, which could harm business operations and financial results.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "Issues",
+          "development",
+          "AI",
+          "result",
+          "reputational",
+          "harm",
+          "increased",
+          "liability",
+          "exposure",
+          "Our",
+          "evolving",
+          "enabled",
+          "products",
+          "services",
+          "give",
+          "rise",
+          "risks",
+          "related",
+          "harmful",
+          "content",
+          "inaccuracies",
+          "discrimination",
+          "intellectual",
+          "property",
+          "infringement",
+          "misappropriation",
+          "violation",
+          "rights",
+          "publicity",
+          "defamation",
+          "data",
+          "privacy",
+          "cybersecurity",
+          "minor",
+          "protection",
+          "issues",
+          "As",
+          "challenges",
+          "innovative",
+          "technologies",
+          "implementation",
+          "systems",
+          "subject",
+          "competitive",
+          "regulatory",
+          "action",
+          "legal",
+          "including",
+          "proposed",
+          "legislation",
+          "regulations",
+          "applications",
+          "existing",
+          "laws",
+          "brand",
+          "Some",
+          "present",
+          "ethical",
+          "broad",
+          "effects",
+          "society",
+          "In",
+          "order",
+          "implement",
+          "responsibly",
+          "minimize",
+          "unintended",
+          "devoted",
+          "continue",
+          "invest",
+          "significant",
+          "resources",
+          "develop",
+          "test",
+          "maintain",
+          "identify",
+          "resolve",
+          "deficiencies",
+          "failures",
+          "arise",
+          "Unintended",
+          "consequences",
+          "customization",
+          "tools",
+          "negatively",
+          "affect",
+          "human",
+          "employment",
+          "social",
+          "concerns",
+          "claims",
+          "lawsuits",
+          "scrutiny",
+          "business",
+          "financial",
+          "condition",
+          "operating",
+          "results",
+          "People",
+          "access",
+          "variety",
+          "platforms",
+          "devices",
+          "evolve",
+          "advancement",
+          "technology",
+          "user",
+          "preferences",
+          "If",
+          "manufacturers",
+          "users",
+          "widely",
+          "adopt",
+          "versions",
+          "developed",
+          "interfaces",
+          "harmed",
+          "While",
+          "modalities",
+          "information",
+          "people",
+          "growing",
+          "phones",
+          "laptops",
+          "tablets",
+          "video",
+          "game",
+          "consoles",
+          "voice",
+          "activated",
+          "speakers",
+          "wearables",
+          "virtual",
+          "reality",
+          "augmented",
+          "automobiles",
+          "television",
+          "streaming",
+          "popular",
+          "Each",
+          "manufacturer",
+          "distributor",
+          "establish",
+          "unique",
+          "technical",
+          "standards",
+          "limited",
+          "functionality",
+          "advertisers",
+          "elect",
+          "include",
+          "It",
+          "hard",
+          "predict",
+          "encounter",
+          "adapting",
+          "developing",
+          "We",
+          "expect",
+          "devote",
+          "creating",
+          "supporting",
+          "multiple",
+          "Failing",
+          "attract",
+          "retain",
+          "substantial",
+          "number",
+          "device",
+          "suppliers",
+          "distributors",
+          "developers",
+          "failing",
+          "work",
+          "ability",
+          "capture",
+          "future",
+          "opportunities",
+          "Problematic",
+          "low",
+          "quality",
+          "generated",
+          "web",
+          "spam",
+          "farms",
+          "violations",
+          "guidelines",
+          "reputation",
+          "deter",
+          "current",
+          "potential",
+          "industry",
+          "face",
+          "sophisticated",
+          "attempts",
+          "bad",
+          "actors",
+          "manipulate",
+          "hosting",
+          "advertising",
+          "fraudulently",
+          "generate",
+          "revenues",
+          "traffic",
+          "represent",
+          "genuine",
+          "interest",
+          "intent",
+          "significantly",
+          "efforts",
+          "promote",
+          "high",
+          "relevant",
+          "detect",
+          "prevent",
+          "invalid",
+          "unable",
+          "abuses",
+          "uniformly",
+          "Increased",
+          "offerings",
+          "internal",
+          "create",
+          "instances",
+          "problematic",
+          "misuse",
+          "abuse",
+          "Many",
+          "websites",
+          "violate",
+          "attempt",
+          "seeking",
+          "inappropriately",
+          "rank",
+          "higher",
+          "search",
+          "engine",
+          "assessment",
+          "relevance",
+          "utility",
+          "Such",
+          "affected",
+          "lead",
+          "display",
+          "false",
+          "misleading",
+          "undesirable",
+          "Although",
+          "English",
+          "language",
+          "reduced",
+          "languages",
+          "spammers",
+          "seek",
+          "inappropriate",
+          "ways",
+          "improve",
+          "rankings",
+          "deploy",
+          "proprietary",
+          "policies",
+          "address",
+          "emerging",
+          "threats",
+          "guarantee",
+          "policy",
+          "enforcement",
+          "successful",
+          "negative",
+          "experiences",
+          "make",
+          "constrained",
+          "made",
+          "costly",
+          "added",
+          "compliance",
+          "requirements",
+          "irrelevant",
+          "large",
+          "quantities",
+          "effort",
+          "continually",
+          "launching",
+          "algorithmic",
+          "designed",
+          "attempted",
+          "election",
+          "interference",
+          "fraud",
+          "minors",
+          "deceptive",
+          "types",
+          "potentially",
+          "fail",
+          "increase",
+          "effectively",
+          "hurt",
+          "delivering",
+          "reduce",
+          "harming",
+          "litigation",
+          "actions",
+          "monetary",
+          "penalties",
+          "damages",
+          "divert",
+          "management",
+          "time",
+          "attention",
+          "Data",
+          "security",
+          "relating",
+          "practices",
+          "incur",
+          "customers",
+          "Computer",
+          "viruses",
+          "software",
+          "bugs",
+          "defects",
+          "breaches",
+          "attacks",
+          "improper",
+          "disclosure",
+          "Concerns",
+          "adequacy",
+          "regard",
+          "collection",
+          "governance",
+          "personal",
+          "matters",
+          "unfounded",
+          "change",
+          "expectations",
+          "involve",
+          "storage",
+          "handling",
+          "transmission",
+          "sensitive",
+          "Malicious",
+          "theft",
+          "vulnerabilities",
+          "cyber",
+          "phishing",
+          "schemes",
+          "increasingly",
+          "expose",
+          "risk",
+          "loss",
+          "liabilities",
+          "fines",
+          "Additionally",
+          "incorporate",
+          "highly",
+          "complex",
+          "contained",
+          "undetected",
+          "errors",
+          "add",
+          "features",
+          "involving",
+          "rely",
+          "susceptible",
+          "unanticipated",
+          "market",
+          "understanding",
+          "centric",
+          "methods",
+          "past",
+          "discovered",
+          "discover",
+          "code",
+          "released",
+          "Systems",
+          "control",
+          "failure",
+          "comply",
+          "inadvertent",
+          "impair",
+          "incidents",
+          "occurred",
+          "occur",
+          "due",
+          "scale",
+          "nature",
+          "damage",
+          "expend",
+          "protections",
+          "limit",
+          "effect",
+          "experience",
+          "gain",
+          "unauthorized",
+          "regular",
+          "basis",
+          "Cyber",
+          "sophistication",
+          "volume",
+          "inherently",
+          "difficult",
+          "long",
+          "periods",
+          "The",
+          "exacerbate",
+          "exploited",
+          "parties",
+          "breach",
+          "target",
+          "employees",
+          "impersonate",
+          "members",
+          "senior",
+          "wide",
+          "supply",
+          "chain",
+          "telecommunications",
+          "critical",
+          "infrastructure",
+          "activity",
+          "platform",
+          "require",
+          "spend",
+          "additional",
+          "prepare",
+          "defend",
+          "retaliatory",
+          "attack",
+          "addition",
+          "exfiltration",
+          "compromise",
+          "nation",
+          "states",
+          "state",
+          "sponsored",
+          "These",
+          "public",
+          "sector",
+          "federal",
+          "local",
+          "governments",
+          "Geopolitical",
+          "tensions",
+          "armed",
+          "conflicts",
+          "ongoing",
+          "conflict",
+          "Middle",
+          "East",
+          "Ukraine",
+          "employee",
+          "insider",
+          "error",
+          "malfeasance",
+          "system",
+          "determine",
+          "material",
+          "remedy",
+          "quickly",
+          "ultimately",
+          "government",
+          "inquiries",
+          "There",
+          "series",
+          "determined",
+          "date",
+          "aggregate",
+          "individually",
+          "occurrence",
+          "Because",
+          "techniques",
+          "obtain",
+          "disable",
+          "degrade",
+          "service",
+          "provided",
+          "sabotage",
+          "frequently",
+          "recognized",
+          "launched",
+          "taking",
+          "reasonable",
+          "precautions",
+          "required",
+          "law",
+          "anticipate",
+          "adequate",
+          "preventative",
+          "measures",
+          "Further",
+          "partners",
+          "share",
+          "customer",
+          "terms",
+          "suffer",
+          "network",
+          "improperly",
+          "accessed",
+          "disclosed",
+          "actual",
+          "perceived",
+          "providers",
+          "occurs",
+          "perception",
+          "effectiveness",
+          "lose",
+          "trade",
+          "secrets",
+          "compromised",
+          "exposed",
+          "class",
+          "Any",
+          "foregoing",
+          "dedicated",
+          "incident",
+          "response",
+          "capabilities",
+          "worldwide",
+          "teams",
+          "process",
+          "times",
+          "natural",
+          "disaster",
+          "pandemic",
+          "accurately",
+          "assess",
+          "severity",
+          "fast",
+          "sufficiently",
+          "remediate",
+          "For",
+          "factor",
+          "Risks",
+          "Related",
+          "Laws",
+          "Regulations",
+          "Policies",
+          "investments",
+          "safety",
+          "review",
+          "mitigate",
+          "making",
+          "combat",
+          "investigation",
+          "unnecessary",
+          "However",
+          "limitations",
+          "lack",
+          "visibility",
+          "encrypted",
+          "factors",
+          "learn",
+          "activities",
+          "manner",
+          "inconsistent",
+          "contracts",
+          "existence",
+          "accounts",
+          "ad",
+          "purchases",
+          "threaten",
+          "line",
+          "spamming",
+          "scraping",
+          "spreading",
+          "disinformation",
+          "unsuccessful",
+          "enforce",
+          "developments",
+          "trust",
+          "engagement",
+          "brands",
+          "operations",
+          "adversely",
+          "enhanced",
+          "oversight",
+          "depends",
+          "continued",
+          "unimpeded",
+          "Internet",
+          "restrict",
+          "block",
+          "charge",
+          "expenses",
+          "depend",
+          "capacity",
+          "Currently",
+          "companies",
+          "power",
+          "broadband",
+          "internet",
+          "marketplace",
+          "incumbent",
+          "telephone",
+          "cable",
+          "mobile",
+          "communications",
+          "owned",
+          "stated",
+          "disrupt",
+          "cost",
+          "restricting",
+          "prohibiting",
+          "support",
+          "facilitate",
+          "charging",
+          "fees",
+          "provide",
+          "providing",
+          "competitors",
+          "preferential",
+          "jurisdictions",
+          "adopted",
+          "forms",
+          "uncertainty",
+          "exists",
+          "US",
+          "initiated",
+          "restrictions",
+          "blockages",
+          "key",
+          "relationships",
+          "costs",
+          "affecting"
+        ],
+        "keywords": [
+          "AI risks",
+          "data privacy",
+          "cybersecurity"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "9c60953b-01fc-5d74-b822-f32702073c53",
+      "type": "text",
+      "content": "We are subject to a variety of new, existing, and changing laws and regulations worldwide that could harm our business, and will likely be subject to an even broader scope of laws and regulations as we continue to expand our business.\nWe are subject to numerous US federal and state as well as foreign laws and regulations covering a wide variety of subjects, and our introduction of new businesses, products, services, and technologies will likely continue to subject us to additional laws and regulations. In recent years, governments around the world have proposed and adopted a large number of new laws and regulations relevant to the digital economy, particularly in the areas of data privacy and security, competition, AI, and online content. The costs of compliance with these measures are high and are likely to increase in the future, including as a result of differing, and sometimes conflicting, laws and regulations.\nNew or changing laws and regulations, or interpretations or applications of existing laws and regulations in a manner inconsistent with our interpretations of such laws and regulations or our practices, have resulted in, and may continue to result in, less useful products and services, altered business models and operations, limited ability to pursue certain business practices or offer certain products and services, substantial costs, and civil or criminal liability. Examples include laws and regulations regarding:\n\\- Competition and technology platforms' business practices: Laws and regulations focused on large technology platforms, including the Digital Markets Act in the European Union (EU) and the Act on Promotion of Competition for Specified Smartphone Software in Japan; regulations and legal settlements in the US, South Korea, and elsewhere that affect Google Play's billing policies, fees, and business model; as well as litigation and new and expected regulations in a range of jurisdictions.\n\\- AI: Laws and regulations focused on the development, use, and provision of AI technologies and other digital products and services, which could result in monetary penalties or other regulatory actions. For example, the EU AI Act came into force on August 1, 2024, and will generally become fully applicable after a two-year transitional period (although certain obligations have already taken effect). The EU AI Act introduces various requirements for AI systems and models placed on the market in the EU, including specific transparency, safety, and copyright requirements for general purpose AI systems and the models on which those systems are based. Various countries, including Brazil, India, Japan, South Korea, Singapore, and Vietnam, have also enacted or are considering enacting regulations focused on AI. In the US, an increasing amount of legislative and regulatory activity regarding AI is taking place at the state level. In 2025, state legislatures considered more than 1,000 AI-related bills, including on fundamental model research and development, synthetic media, algorithmic decision-making, and many others, and took a variety of approaches to AI regulation. For instance, in 2025, California and New York passed the Transparency in Frontier Artificial Intelligence Act and the Responsible AI Safety and Education Act, respectively, each of which imposes safety and reporting obligations on developers of frontier models. At the same time, the White House's Executive Order, Removing Barriers to American Leadership in Artificial Intelligence, prioritizes deregulation, while its AI Action Plan emphasizes accelerating American innovation leadership.\n- Data privacy, collection, processing, and portability: Laws and regulations further restricting the collection, processing, or sharing of user or advertising-related data, including privacy and data protection laws; laws affecting the processing of children's data (as discussed further below), data breach notification laws; laws limiting data transfers (including data localization laws); laws limiting use of data for AI training; and laws requiring data portability.\n- Copyright and other intellectual property: Copyright and related laws, including the EU Directive on Copyright in the Digital Single Market and European Economic Area transpositions, which have introduced new licensing regimes, increase liability with respect to content uploaded by users or linked to from our platforms, or create property rights in news publications that could require payments to news agencies and publishers, which may result in other regulatory actions. The scope of the text and data mining exception is being challenged before courts in the EU, which could harm some aspects of our business.\n- Content moderation: Various laws covering content moderation and removal, and related disclosure obligations, such as the EU's Digital Services Act, Florida's Senate Bill 7072 and Texas' House Bill 20, and laws and proposed legislation in Singapore, Australia, and the United Kingdom (UK) that impose penalties for failure to remove certain types of content or require disclosure of information about the operation of our services and algorithms, which may make it harder for services like Google Search and YouTube to detect and limit low-quality, deceptive, or harmful content, or, on the other hand, may impinge on the rights of free expression and access to content. Additionally, new regulations apply to online child safety, including access and content restrictions as well as other limitations for minors, which may also conflict with rights of free expression and access to information. These regulations could result in our having to modify our products and services and monitor minors' experiences on our products and services.\n- Consumer protection: Consumer protection laws, including the EU's New Deal for Consumers, which could result in monetary penalties and create a range of new compliance obligations.\nIn addition, the applicability and scope of these and other laws and regulations, as interpreted by courts, regulators, or administrative bodies, remain uncertain and could be interpreted in ways that harm our business. For example, we rely on statutory safe harbors, like those set forth in the Digital Millennium Copyright Act and Section 230 of the Communications Decency Act in the US and the Digital Services Act in Europe, to protect against liability for various linking, caching, ranking, recommending, and hosting activities. Legislation or court rulings affecting these safe harbors may harm us and may impose significant operational challenges. There are legislative proposals and pending litigation in the US, EU, and around the world that could diminish or eliminate safe harbor protection for websites and online platforms. Our development, use, and commercialization of AI products and services (including our implementation of AI in our offerings and internal systems) could subject us to regulatory action and legal liability, including under specific legislation regulating AI, as well as new applications of existing data protection, cybersecurity, privacy, intellectual property, and other laws.\nFurther, we are subject to evolving laws, regulations, policies, and international accords relating to matters beyond our core products and services, including environmental sustainability, climate change, human capital, and employment matters. In response, we have implemented robust programs and initiatives and adopted reporting frameworks and principles that may require considerable investments. For instance, AI's energy and water demands have made efforts to reduce our emissions more complex and challenging across every level. We cannot guarantee that our initiatives will be fully realized on the timelines we expect or at all, and projects that are completed as planned may not achieve the results we anticipate.\nWe are and may continue to be subject to claims, lawsuits, regulatory and government inquiries and investigations, enforcement actions, consent orders, and other forms of regulatory scrutiny and legal liability, including competition matters, that could harm our business, reputation, financial condition, and operating results.\nWe are subject to claims, lawsuits, regulatory and government inquiries and investigations, other proceedings, and orders involving competition, intellectual property, data privacy and security, tax and related compliance, labor and employment, commercial disputes, content generated by our users, goods and services offered by advertisers or publishers using our platforms, design of our products and services, personal injury and other tort and nuisance theories, consumer protection claims, including how we moderate content on our platforms, AI, and other matters.\nThe US Department of Justice (DOJ), various states, and other plaintiffs have filed, and may continue to file in the future, several antitrust lawsuits about aspects of our business, including our advertising technologies and practices, the operation and distribution of Google Search, and the operation and distribution of Android operating system and Play Store. If we are unsuccessful in these lawsuits, we could face significant expenses to implement the remedies, and such costs and alterations could harm our business, reputation, financial condition, and operating results.\nFor example, the DOJ and a number of state Attorneys General filed a lawsuit concerning our Search and Search advertising practices and our compliance with US antitrust laws. In August 2024, the US District Court for the District of Columbia ruled against Google, and in December 2025, entered a final judgment requiring remedies, which, among other things, imposes restrictions on how we distribute our services and requires us to share certain search data with and offer syndication services to certain competitors. In January 2026, we appealed the final judgment and moved to pause implementation of certain remedies. In February 2026, the DOJ and state Attorneys General also appealed.\nFurthermore, in December 2020, a number of state Attorneys General, led by the Texas Attorney General, filed a lawsuit in the US District Court for the Eastern District of Texas concerning our advertising technology and our compliance with US antitrust laws and other laws. In January 2023, the DOJ and a number of state Attorneys General sued in the Eastern District of Virginia alleging similar antitrust violations relating to our advertising technology. In April 2025, the presiding judge issued a mixed decision in the DOJ case against us, ruling that neither our advertiser tools nor the DoubleClick and AdMeld acquisitions were anticompetitive, but that our publisher tools unfairly excluded rivals. A separate proceeding to determine remedies, the range of which varies widely, took place in September 2025 with the parties presenting differing remedy proposals. The DOJ's remedy proposal includes structural remedies that could harm our business. Closing arguments were held in November 2025, and we are awaiting a final judgment. After that judgment, we plan to appeal the adverse portion of the April 2025 decision and potentially aspects of the remedies decision. A trial in the state Attorneys General case in the Eastern District of Texas will take place after a decision on remedies is issued in the DOJ advertising technology case, and could result in remedies that could harm our business, reputation, financial condition, and operating results.\nIn addition to these regulatory proceedings, private individual and collective actions that overlap with claims pursued by regulators are pending in the US and in several other jurisdictions. Adverse results in these or similar future lawsuits may include awards of monetary damages and remedies that could harm our business, reputation, financial condition, and operating results.\nOther regulatory agencies in the US and around the world, including competition enforcers, consumer protection agencies, and data protection authorities, have challenged and may continue to challenge our business practices and compliance with laws and regulations. We are cooperating with these investigations and defending litigation or appealing decisions where appropriate.\nWe are also subject to a variety of claims including product warranty, product liability, and consumer protection claims related to product defects, among other litigation, and we may also be subject to claims involving health and safety, hazardous materials usage, other environmental effects, AI training, development, and commercialization, or service disruptions or failures. Claims have been brought, and we expect will continue to be brought, against us for defamation, negligence, breaches of contract, patent, copyright, and trademark infringement, unfair competition, unlawful activity, torts, privacy rights violations, fraud, or other legal theories based on the nature and content of information available on or via our services, the design and effect of our products and services, or due to our involvement in hosting, transmitting, marketing, branding, or providing access to content created by third parties.\nVarious laws, regulations, investigations, enforcement lawsuits, and regulatory actions have involved in the past, and may in the future result in substantial fines and penalties, injunctive relief, ongoing monitoring and auditing obligations, changes to our products and services, alterations to our business models and operations, including divestiture, and collateral related civil litigation or other adverse consequences. Any of these legal proceedings could also result in legal costs, diversion of management resources, and negative publicity, all of which could harm our business, reputation, financial condition, and operating results.\nEstimating liabilities for our pending proceedings is a complex, fact-specific, and speculative process that requires significant judgment, and the amounts we are ultimately liable for may differ from our estimates. The resolution of one or more such proceedings has resulted in, and may in the future result in, additional substantial fines, penalties, injunctions, and other sanctions that could harm our business, reputation, financial condition, and operating results.\nFor additional information about the ongoing material legal proceedings to which we are subject, see Legal Proceedings in Item 3 of this Annual Report on Form 10-K.\nPrivacy, data protection, data usage, and portability regulations are complex and rapidly evolving areas. Any failure or alleged failure to comply with these laws could harm our business, reputation, financial condition, and operating results.\nAuthorities around the world have adopted and are considering a number of legislative and regulatory proposals concerning data protection, data usage and portability, and encryption of user data. Additionally, the increasing adoption of AI technologies, which rely on the collection of large amounts of data and use of such data for training purposes, has led data protection authorities around the world to consider and adopt new and evolving interpretations of data protection laws, imposing specific obligations with respect to the processing of personal data, including required notices, consents, and opt-outs. Further, the increased risk of inadvertent disclosure of confidential information or personal data in connection with the utilization of AI technologies may result in stronger regulatory scrutiny, leading to legal and regulatory investigations and enforcement actions that could harm our business, even if unfounded. Adverse legal rulings, legislation, or regulation have resulted in, and may continue to result in, fines and orders requiring that we change our practices, which have had and could continue to have an adverse effect on how we provide services, harming our business, reputation, financial condition, and operating results. These laws and regulations are evolving and subject to interpretation, and compliance obligations could cause us to incur substantial costs or harm the quality and operations of our products and services in ways that harm our business. Examples of these laws include:\n- The EU General Data Protection Regulation and the UK General Data Protection Regulations, which apply to all of our activities conducted from an establishment in the EU or the UK, respectively, or related to products and services that we offer to EU or the UK users or customers, respectively, or the monitoring of their behavior in the EU or the UK, respectively.\n- Various US federal, US state, and foreign privacy laws related to the processing and security of personal data, including (1) comprehensive privacy laws that provide data privacy rights (including, in California, a private right of action in the event of a data breach resulting from our failure to implement and maintain reasonable security procedures and practices) and impose significant obligations on controllers and processors of consumer data; (2) laws imposing obligations on businesses that collect or disclose biometric information (including, in Colorado, Illinois, Texas, and Washington); (3) laws governing the collection and processing of children and minor's data and how companies provide age-appropriate online experiences (including, in the US, the Children's Online Privacy Protection Act of 1998; the pending Children and Teens' Online Privacy Protection Act (COPPA 2.0); similar US state laws related to children's privacy, such as the New York Child Data Protection Act; and the UK's Age-Appropriate Design Code); and (4) laws regulating internet-connected devices (such as, in California, the Internet of Things Security Law).\n- The EU's Digital Markets Act, which requires in-scope companies to obtain user consent for combining data across certain products and require search engines to share anonymized data with rival companies, among other changes; and the EU Data Act, which introduces new data portability requirements with respect to connected products (i.e., 'internet of things' products) and related services, as well as interoperability obligations on data processing services.\nFurther, we are subject to evolving laws and regulations that dictate whether, how, and under what circumstances we can transfer, process, or receive personal data, as well as ongoing enforcement actions from supervisory authorities related to cross-border transfers of personal data. The validity of various data transfer mechanisms we currently rely upon remains subject to legal, regulatory, and political developments globally, which may require us to adapt our existing arrangements.\nWe face, and may continue to face, intellectual property infringement or misappropriation, violation of rights of publicity, and other claims that could be costly to defend, result in significant damage awards or other costs (including indemnification awards), and limit our ability to use certain technologies.\nWe, like other internet, technology, and media companies, are frequently subject to litigation based on allegations of infringement or other violations of intellectual property rights, including patent, copyright, trade secrets, and trademarks. Parties have also sought broad injunctive relief against us by filing claims in US and international courts and the US International Trade Commission (ITC) for exclusion and cease-and-desist orders. In addition, patent-holding companies may frequently seek to generate income from patents they have obtained by bringing claims against us. As we continue to expand our business, intellectual property claims against us have increased and may continue to increase as we develop and acquire new products, services, and technologies, including AI technologies.\nAdverse results in any of these lawsuits may include awards of monetary damages, costly royalty or licensing agreements (if licenses are available at all), or orders limiting our ability to sell our products and services in the US or elsewhere, including by preventing us from offering certain features, functionalities, products, or services in certain jurisdictions. They may also cause us to change our business practices in ways that could result in a loss of revenues for us and otherwise harm our business.\nMany of our agreements with our customers and partners, including certain suppliers, require us to defend against certain intellectual property infringement claims and in some cases indemnify them for certain intellectual property infringement claims against them, which could result in increased costs for defending such claims or significant damages if there were an adverse ruling in any such claims. Such customers and partners may also discontinue the use of our products, services, and technologies, as a result of injunctions or otherwise, which could result in loss of revenues and harm our business. Moreover, intellectual property indemnities provided to us by our suppliers, when obtainable, may not cover all damages and losses suffered by us and our customers arising from intellectual property infringement claims. Furthermore, in connection with our divestitures, we have agreed, and may in the future agree, to provide indemnification for certain potential liabilities, including those associated with intellectual property claims. Regardless of their merits, intellectual property claims are often time consuming and expensive to litigate or settle. To the extent such claims are successful, they could harm our business, including our product and service offerings, financial condition, and operating results.\nWe could be subject to changes in tax rates, the adoption of new US or international tax legislation, or exposure to additional tax liabilities.\nWe are subject to a variety of taxes and tax collection obligations in the US and numerous foreign jurisdictions. Our effective tax rates are affected by a variety of factors, including changes in the mix of earnings in jurisdictions with different statutory tax rates, net gains and losses on hedges and related transactions under our foreign exchange risk management program, changes in our stock price for shares issued as employee compensation, changes in the valuation of our deferred tax assets or liabilities, and the application of different provisions of tax laws or changes in tax laws, regulations, or accounting principles (including changes in the interpretation of existing laws). Further, if we are unable or fail to collect taxes on behalf of customers, employees, and partners as the withholding agent, we could become liable for taxes that are levied against third parties.\nWe are subject to regular review and audit by both domestic and foreign tax authorities. As a result, we have received, and may in the future receive, assessments in multiple jurisdictions, on various tax-related assertions, such as transfer-pricing adjustments or permanent-establishment claims. Any adverse outcome of such a review or audit could harm our financial condition and operating results, require adverse changes to our business practices, or subject us to additional litigation and regulatory inquiries. In addition, the determination of our worldwide provision for income taxes and other tax liabilities requires significant judgment and often involves uncertainty. Although we believe our estimates are reasonable, the ultimate tax outcome may differ from the amounts recorded in our financial statements and may affect our financial results in the period or periods for which such determination is made.\nFurther, due to shifting economic and political conditions, tax policies, laws, or rates in various jurisdictions may be subject to significant changes in ways that could harm our financial condition and operating results. For example, various jurisdictions around the world have enacted or are considering revenue-based taxes such as digital services taxes and other targeted taxes, which could lead to inconsistent and potentially overlapping international tax regimes. The US has imposed a 1% excise tax on the fair market value of shares repurchased, which could increase in the future. Over 140 countries are negotiating changes to international tax policies led by the Organization for Economic Cooperation and Development (OECD), including a 15% global minimum tax rate. In January 2026, the OECD announced a \"Side-by-Side Safe Harbor\" that exempts US operations of US-parented companies from global minimum tax rules. Adoption of minimum tax rules outside the US could increase our effective tax rate and cash tax payments.",
+      "path": "GOOG-10-K-2025.pdf/PART I/ITEM 1A. RISK FACTORS/Risks Related to Laws, Regulations, and Policies",
+      "metadata": {
+        "length": 24650,
+        "summary": "The passage details extensive legal and regulatory risks facing a large technology company, including antitrust lawsuits (e.g., DOJ cases on Search and ad tech), evolving AI regulations (e.g., EU AI Act), data privacy laws (e.g., GDPR, state laws), content moderation rules, intellectual property claims, and tax changes. It highlights potential costs, business model alterations, and liability from global compliance challenges.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "We",
+          "subject",
+          "variety",
+          "existing",
+          "changing",
+          "laws",
+          "regulations",
+          "worldwide",
+          "harm",
+          "business",
+          "broader",
+          "scope",
+          "continue",
+          "expand",
+          "numerous",
+          "US",
+          "federal",
+          "state",
+          "foreign",
+          "covering",
+          "wide",
+          "subjects",
+          "introduction",
+          "businesses",
+          "products",
+          "services",
+          "technologies",
+          "additional",
+          "In",
+          "recent",
+          "years",
+          "governments",
+          "world",
+          "proposed",
+          "adopted",
+          "large",
+          "number",
+          "relevant",
+          "digital",
+          "economy",
+          "areas",
+          "data",
+          "privacy",
+          "security",
+          "competition",
+          "AI",
+          "online",
+          "content",
+          "The",
+          "costs",
+          "compliance",
+          "measures",
+          "high",
+          "increase",
+          "future",
+          "including",
+          "result",
+          "differing",
+          "conflicting",
+          "New",
+          "interpretations",
+          "applications",
+          "manner",
+          "inconsistent",
+          "practices",
+          "resulted",
+          "altered",
+          "models",
+          "operations",
+          "limited",
+          "ability",
+          "pursue",
+          "offer",
+          "substantial",
+          "civil",
+          "criminal",
+          "liability",
+          "Examples",
+          "include",
+          "Competition",
+          "technology",
+          "platforms",
+          "Laws",
+          "focused",
+          "Digital",
+          "Markets",
+          "Act",
+          "European",
+          "Union",
+          "EU",
+          "Promotion",
+          "Specified",
+          "Smartphone",
+          "Software",
+          "Japan",
+          "legal",
+          "settlements",
+          "South",
+          "Korea",
+          "affect",
+          "Google",
+          "Play",
+          "billing",
+          "policies",
+          "fees",
+          "model",
+          "litigation",
+          "expected",
+          "range",
+          "jurisdictions",
+          "development",
+          "provision",
+          "monetary",
+          "penalties",
+          "regulatory",
+          "actions",
+          "For",
+          "force",
+          "August",
+          "2024",
+          "generally",
+          "fully",
+          "applicable",
+          "year",
+          "transitional",
+          "period",
+          "obligations",
+          "effect",
+          "introduces",
+          "requirements",
+          "systems",
+          "market",
+          "specific",
+          "transparency",
+          "safety",
+          "copyright",
+          "general",
+          "purpose",
+          "based",
+          "Various",
+          "countries",
+          "Brazil",
+          "India",
+          "Singapore",
+          "Vietnam",
+          "enacted",
+          "enacting",
+          "increasing",
+          "amount",
+          "legislative",
+          "activity",
+          "taking",
+          "place",
+          "level",
+          "2025",
+          "legislatures",
+          "considered",
+          "000",
+          "related",
+          "bills",
+          "fundamental",
+          "research",
+          "synthetic",
+          "media",
+          "algorithmic",
+          "decision",
+          "making",
+          "approaches",
+          "regulation",
+          "instance",
+          "California",
+          "York",
+          "passed",
+          "Transparency",
+          "Frontier",
+          "Artificial",
+          "Intelligence",
+          "Responsible",
+          "Safety",
+          "Education",
+          "imposes",
+          "reporting",
+          "developers",
+          "frontier",
+          "At",
+          "time",
+          "White",
+          "House",
+          "Executive",
+          "Order",
+          "Removing",
+          "Barriers",
+          "American",
+          "Leadership",
+          "prioritizes",
+          "deregulation",
+          "Action",
+          "Plan",
+          "emphasizes",
+          "accelerating",
+          "innovation",
+          "leadership",
+          "Data",
+          "collection",
+          "processing",
+          "portability",
+          "restricting",
+          "sharing",
+          "user",
+          "advertising",
+          "protection",
+          "affecting",
+          "children",
+          "discussed",
+          "breach",
+          "notification",
+          "limiting",
+          "transfers",
+          "localization",
+          "training",
+          "requiring",
+          "Copyright",
+          "intellectual",
+          "property",
+          "Directive",
+          "Single",
+          "Market",
+          "Economic",
+          "Area",
+          "transpositions",
+          "introduced",
+          "licensing",
+          "regimes",
+          "respect",
+          "uploaded",
+          "users",
+          "linked",
+          "create",
+          "rights",
+          "news",
+          "publications",
+          "require",
+          "payments",
+          "agencies",
+          "publishers",
+          "text",
+          "mining",
+          "exception",
+          "challenged",
+          "courts",
+          "aspects",
+          "Content",
+          "moderation",
+          "removal",
+          "disclosure",
+          "Services",
+          "Florida",
+          "Senate",
+          "Bill",
+          "7072",
+          "Texas",
+          "20",
+          "legislation",
+          "Australia",
+          "United",
+          "Kingdom",
+          "UK",
+          "impose",
+          "failure",
+          "remove",
+          "types",
+          "information",
+          "operation",
+          "algorithms",
+          "make",
+          "harder",
+          "Search",
+          "YouTube",
+          "detect",
+          "limit",
+          "low",
+          "quality",
+          "deceptive",
+          "harmful",
+          "hand",
+          "impinge",
+          "free",
+          "expression",
+          "access",
+          "Additionally",
+          "apply",
+          "child",
+          "restrictions",
+          "limitations",
+          "minors",
+          "conflict",
+          "These",
+          "modify",
+          "monitor",
+          "experiences",
+          "Consumer",
+          "Deal",
+          "Consumers",
+          "addition",
+          "applicability",
+          "interpreted",
+          "regulators",
+          "administrative",
+          "bodies",
+          "remain",
+          "uncertain",
+          "ways",
+          "rely",
+          "statutory",
+          "safe",
+          "harbors",
+          "set",
+          "Millennium",
+          "Section",
+          "230",
+          "Communications",
+          "Decency",
+          "Europe",
+          "protect",
+          "linking",
+          "caching",
+          "ranking",
+          "recommending",
+          "hosting",
+          "activities",
+          "Legislation",
+          "court",
+          "rulings",
+          "significant",
+          "operational",
+          "challenges",
+          "There",
+          "proposals",
+          "pending",
+          "diminish",
+          "eliminate",
+          "harbor",
+          "websites",
+          "Our",
+          "commercialization",
+          "implementation",
+          "offerings",
+          "internal",
+          "action",
+          "regulating",
+          "cybersecurity",
+          "Further",
+          "evolving",
+          "international",
+          "accords",
+          "relating",
+          "matters",
+          "core",
+          "environmental",
+          "sustainability",
+          "climate",
+          "change",
+          "human",
+          "capital",
+          "employment",
+          "response",
+          "implemented",
+          "robust",
+          "programs",
+          "initiatives",
+          "frameworks",
+          "principles",
+          "considerable",
+          "investments",
+          "energy",
+          "water",
+          "demands",
+          "made",
+          "efforts",
+          "reduce",
+          "emissions",
+          "complex",
+          "challenging",
+          "guarantee",
+          "realized",
+          "timelines",
+          "expect",
+          "projects",
+          "completed",
+          "planned",
+          "achieve",
+          "results",
+          "anticipate",
+          "claims",
+          "lawsuits",
+          "government",
+          "inquiries",
+          "investigations",
+          "enforcement",
+          "consent",
+          "orders",
+          "forms",
+          "scrutiny",
+          "reputation",
+          "financial",
+          "condition",
+          "operating",
+          "proceedings",
+          "involving",
+          "tax",
+          "labor",
+          "commercial",
+          "disputes",
+          "generated",
+          "goods",
+          "offered",
+          "advertisers",
+          "design",
+          "personal",
+          "injury",
+          "tort",
+          "nuisance",
+          "theories",
+          "consumer",
+          "moderate",
+          "Department",
+          "Justice",
+          "DOJ",
+          "states",
+          "plaintiffs",
+          "filed",
+          "file",
+          "antitrust",
+          "distribution",
+          "Android",
+          "system",
+          "Store",
+          "If",
+          "unsuccessful",
+          "face",
+          "expenses",
+          "implement",
+          "remedies",
+          "alterations",
+          "Attorneys",
+          "General",
+          "lawsuit",
+          "District",
+          "Court",
+          "Columbia",
+          "ruled",
+          "December",
+          "entered",
+          "final",
+          "judgment",
+          "things",
+          "distribute",
+          "requires",
+          "share",
+          "search",
+          "syndication",
+          "competitors",
+          "January",
+          "2026",
+          "appealed",
+          "moved",
+          "pause",
+          "February",
+          "Furthermore",
+          "2020",
+          "led",
+          "Attorney",
+          "Eastern",
+          "2023",
+          "sued",
+          "Virginia",
+          "alleging",
+          "similar",
+          "violations",
+          "April",
+          "presiding",
+          "judge",
+          "issued",
+          "mixed",
+          "case",
+          "ruling",
+          "advertiser",
+          "tools",
+          "DoubleClick",
+          "AdMeld",
+          "acquisitions",
+          "anticompetitive",
+          "publisher",
+          "unfairly",
+          "excluded",
+          "rivals",
+          "separate",
+          "proceeding",
+          "determine",
+          "varies",
+          "widely",
+          "September",
+          "parties",
+          "presenting",
+          "remedy",
+          "proposal",
+          "includes",
+          "structural",
+          "Closing",
+          "arguments",
+          "held",
+          "November",
+          "awaiting",
+          "After",
+          "plan",
+          "appeal",
+          "adverse",
+          "portion",
+          "potentially",
+          "trial",
+          "private",
+          "individual",
+          "collective",
+          "overlap",
+          "pursued",
+          "Adverse",
+          "awards",
+          "damages",
+          "Other",
+          "enforcers",
+          "authorities",
+          "challenge",
+          "cooperating",
+          "defending",
+          "appealing",
+          "decisions",
+          "product",
+          "warranty",
+          "defects",
+          "health",
+          "hazardous",
+          "materials",
+          "usage",
+          "effects",
+          "service",
+          "disruptions",
+          "failures",
+          "Claims",
+          "brought",
+          "defamation",
+          "negligence",
+          "breaches",
+          "contract",
+          "patent",
+          "trademark",
+          "infringement",
+          "unfair",
+          "unlawful",
+          "torts",
+          "fraud",
+          "nature",
+          "due",
+          "involvement",
+          "transmitting",
+          "marketing",
+          "branding",
+          "providing",
+          "created",
+          "involved",
+          "past",
+          "fines",
+          "injunctive",
+          "relief",
+          "ongoing",
+          "monitoring",
+          "auditing",
+          "divestiture",
+          "collateral",
+          "consequences",
+          "Any",
+          "diversion",
+          "management",
+          "resources",
+          "negative",
+          "publicity",
+          "Estimating",
+          "liabilities",
+          "fact",
+          "speculative",
+          "process",
+          "amounts",
+          "ultimately",
+          "liable",
+          "differ",
+          "estimates",
+          "resolution",
+          "injunctions",
+          "sanctions",
+          "material",
+          "Legal",
+          "Proceedings",
+          "Item",
+          "Annual",
+          "Report",
+          "Form",
+          "10",
+          "Privacy",
+          "rapidly",
+          "alleged",
+          "comply",
+          "Authorities",
+          "encryption",
+          "adoption",
+          "purposes",
+          "adopt",
+          "imposing",
+          "required",
+          "notices",
+          "consents",
+          "opt",
+          "outs",
+          "increased",
+          "risk",
+          "inadvertent",
+          "confidential",
+          "connection",
+          "utilization",
+          "stronger",
+          "leading",
+          "unfounded",
+          "provide",
+          "harming",
+          "interpretation",
+          "incur",
+          "Protection",
+          "Regulation",
+          "Regulations",
+          "conducted",
+          "establishment",
+          "customers",
+          "behavior",
+          "comprehensive",
+          "event",
+          "resulting",
+          "maintain",
+          "reasonable",
+          "procedures",
+          "controllers",
+          "processors",
+          "collect",
+          "disclose",
+          "biometric",
+          "Colorado",
+          "Illinois",
+          "Washington",
+          "governing",
+          "minor",
+          "companies",
+          "age",
+          "Children",
+          "Online",
+          "1998",
+          "Teens",
+          "COPPA",
+          "2.0",
+          "Child",
+          "Age",
+          "Appropriate",
+          "Design",
+          "Code",
+          "internet",
+          "connected",
+          "devices",
+          "Internet",
+          "Things",
+          "Security",
+          "Law",
+          "obtain",
+          "combining",
+          "engines",
+          "anonymized",
+          "rival",
+          "interoperability",
+          "dictate",
+          "circumstances",
+          "transfer",
+          "receive",
+          "supervisory",
+          "cross",
+          "border",
+          "validity",
+          "mechanisms",
+          "remains",
+          "political",
+          "developments",
+          "globally",
+          "adapt",
+          "arrangements",
+          "misappropriation",
+          "violation",
+          "costly",
+          "defend",
+          "damage",
+          "indemnification",
+          "frequently",
+          "allegations",
+          "trade",
+          "secrets",
+          "trademarks",
+          "Parties",
+          "sought",
+          "broad",
+          "filing",
+          "International",
+          "Trade",
+          "Commission",
+          "ITC",
+          "exclusion",
+          "cease",
+          "desist",
+          "holding",
+          "seek",
+          "generate",
+          "income",
+          "patents",
+          "obtained",
+          "bringing",
+          "As",
+          "develop",
+          "acquire",
+          "royalty",
+          "agreements",
+          "licenses",
+          "sell",
+          "preventing",
+          "offering",
+          "features",
+          "functionalities",
+          "They",
+          "loss",
+          "revenues",
+          "Many",
+          "partners",
+          "suppliers",
+          "cases",
+          "indemnify",
+          "Such",
+          "discontinue",
+          "Moreover",
+          "indemnities",
+          "provided",
+          "obtainable",
+          "cover",
+          "losses",
+          "suffered",
+          "arising",
+          "divestitures",
+          "agreed",
+          "agree",
+          "potential",
+          "Regardless",
+          "merits",
+          "consuming",
+          "expensive",
+          "litigate",
+          "settle",
+          "To",
+          "extent",
+          "successful",
+          "rates",
+          "exposure",
+          "taxes",
+          "effective",
+          "affected",
+          "factors",
+          "mix",
+          "earnings",
+          "net",
+          "gains",
+          "hedges",
+          "transactions",
+          "exchange",
+          "program",
+          "stock",
+          "price",
+          "shares",
+          "employee",
+          "compensation",
+          "valuation",
+          "deferred",
+          "assets",
+          "application",
+          "provisions",
+          "accounting",
+          "unable",
+          "fail",
+          "behalf",
+          "employees",
+          "withholding",
+          "agent",
+          "levied",
+          "regular",
+          "review",
+          "audit",
+          "domestic",
+          "received",
+          "assessments",
+          "multiple",
+          "assertions",
+          "pricing",
+          "adjustments",
+          "permanent",
+          "outcome",
+          "determination",
+          "involves",
+          "uncertainty",
+          "Although",
+          "ultimate",
+          "recorded",
+          "statements",
+          "periods",
+          "shifting",
+          "economic",
+          "conditions",
+          "revenue",
+          "targeted",
+          "lead",
+          "overlapping",
+          "imposed",
+          "1%",
+          "excise",
+          "fair",
+          "repurchased",
+          "Over",
+          "140",
+          "negotiating",
+          "Organization",
+          "Cooperation",
+          "Development",
+          "OECD",
+          "15%",
+          "global",
+          "minimum",
+          "rate",
+          "announced",
+          "Side",
+          "Safe",
+          "Harbor",
+          "exempts",
+          "parented",
+          "rules",
+          "Adoption",
+          "cash"
+        ],
+        "keywords": [
+          "Regulatory",
+          "Compliance",
+          "Litigation"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "3e4be579-9be2-5452-8fb7-e0c7da6c618b",
+      "type": "text",
+      "content": "We cannot guarantee that any share repurchase program or dividend program will be continuously active or fully consummated or will enhance long-term stockholder value, and share repurchases or dividends could increase the volatility of our stock prices and could diminish our cash reserves.\nWe engage in share repurchases of our Class A and Class C stock from time to time in accordance with authorizations from the Board of Directors of Alphabet. Our repurchase program does not have an expiration date and does not obligate Alphabet to repurchase any specific dollar amount or to acquire any specific number of shares. Our cash dividend program pays regular cash dividends to our Class A, Class B, and Class C stockholders. Any and all future cash dividends are subject to declaration by our Board of Directors in its sole discretion, and in accordance with the requirements of any applicable laws, rules, and regulations, including the Delaware General Corporation Law. Our cash dividend program does not require, and our Board of Directors may decide not to declare, a cash dividend each quarter, and does not obligate our Board of Directors to declare a dividend at any specific dollar amount per share. Any such decision by our Board of Directors may depend on a variety of factors that it may deem relevant, including but not limited to our earnings, liquidity, financial condition, other capital deployment opportunities, level of indebtedness, and general market conditions. Our share repurchases and dividends could affect our share trading prices, increase their volatility, reduce our cash reserves and may be suspended or terminated at any time, which may result in a decrease in the trading prices of our stock.\nThe concentration of our stock ownership limits our stockholders' ability to influence corporate matters.\nOur Class B stock has 10 votes per share, our Class A stock has one vote per share, and our Class C stock has no voting rights. As of December 31, 2025, Larry Page and Sergey Brin beneficially owned approximately 89.3% of our outstanding Class B stock, which represented approximately 52.7% of the voting power of our outstanding common stock. Through their stock ownership, Larry and Sergey have significant influence over all matters requiring stockholder approval, including the election of directors and significant corporate transactions, such as a merger or other sale of our company or our assets, for the foreseeable future. In addition, because our Class C stock carries no voting rights (except as required by applicable law), the issuance of the Class C stock, including in future stock-based acquisition transactions and to fund employee equity incentive programs, could continue Larry and Sergey's current relative voting power and their ability to elect all of our directors and to determine the outcome of most matters submitted to a vote of our stockholders. The share repurchases made pursuant to our repurchase program may also affect Larry and Sergey's relative voting power. This concentrated control limits or severely restricts other stockholders' ability to influence corporate matters and we may take actions that some of our stockholders do not view as beneficial, which could reduce the market price of our Class A stock and our Class C stock.\nProvisions in our charter documents and under Delaware law could discourage a takeover that stockholders may consider favorable.\nProvisions in Alphabet's certificate of incorporation and bylaws may have the effect of delaying or preventing a change of control or changes in our management. These provisions include the following:\n- Our Board of Directors has the right to elect directors to fill a vacancy created by the expansion of the Board of Directors or the resignation, death, or removal of a director.\n- Our stockholders may not act by written consent, which makes it difficult to take certain actions without holding a stockholders' meeting.\n- Our certificate of incorporation prohibits cumulative voting in the election of directors. This limits the ability of minority stockholders to elect director candidates.\n- Stockholders must provide advance notice to nominate individuals for election to the Board of Directors or to propose matters that can be acted upon at a stockholders' meeting. These provisions may discourage or deter a potential acquirer from conducting a solicitation of proxies to elect the acquirer's own slate of directors or otherwise attempting to obtain control of our company.\n- Our Board of Directors may issue, without stockholder approval, shares of undesignated preferred stock, which makes it possible for our Board of Directors to issue preferred stock with voting or other rights or preferences that could impede the success of any attempt to acquire us.\nAs a Delaware corporation, we are also subject to certain Delaware anti-takeover provisions. Under Delaware law, a corporation may not engage in a business combination with any holder of 15% or more of its outstanding voting stock unless the holder has held the stock for three years or, among other things, the Board of Directors has approved the transaction. Our Board of Directors could rely on Delaware law to prevent or delay an acquisition of us.",
+      "path": "GOOG-10-K-2025.pdf/PART I/ITEM 1A. RISK FACTORS/Risks Related to Ownership of Our Stock",
+      "metadata": {
+        "length": 5250,
+        "summary": "The passage discusses Alphabet's share repurchase and dividend programs, noting they are not guaranteed to enhance long-term value and may increase stock price volatility. It highlights the concentrated voting power of Larry Page and Sergey Brin through Class B stock, which limits other stockholders' influence. Additionally, it outlines charter provisions and Delaware law that could discourage takeovers, such as the ability to issue preferred stock without stockholder approval and restrictions on business combinations with large stockholders.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "We",
+          "guarantee",
+          "share",
+          "repurchase",
+          "program",
+          "dividend",
+          "continuously",
+          "active",
+          "fully",
+          "consummated",
+          "enhance",
+          "long",
+          "term",
+          "stockholder",
+          "repurchases",
+          "dividends",
+          "increase",
+          "volatility",
+          "stock",
+          "prices",
+          "diminish",
+          "cash",
+          "reserves",
+          "engage",
+          "Class",
+          "time",
+          "accordance",
+          "authorizations",
+          "Board",
+          "Directors",
+          "Alphabet",
+          "Our",
+          "expiration",
+          "date",
+          "obligate",
+          "specific",
+          "dollar",
+          "amount",
+          "acquire",
+          "number",
+          "shares",
+          "pays",
+          "regular",
+          "stockholders",
+          "Any",
+          "future",
+          "subject",
+          "declaration",
+          "sole",
+          "discretion",
+          "requirements",
+          "applicable",
+          "laws",
+          "rules",
+          "regulations",
+          "including",
+          "Delaware",
+          "General",
+          "Corporation",
+          "Law",
+          "require",
+          "decide",
+          "declare",
+          "quarter",
+          "decision",
+          "depend",
+          "variety",
+          "factors",
+          "deem",
+          "relevant",
+          "limited",
+          "earnings",
+          "liquidity",
+          "financial",
+          "condition",
+          "capital",
+          "deployment",
+          "opportunities",
+          "level",
+          "indebtedness",
+          "general",
+          "market",
+          "conditions",
+          "affect",
+          "trading",
+          "reduce",
+          "suspended",
+          "terminated",
+          "result",
+          "decrease",
+          "The",
+          "concentration",
+          "ownership",
+          "limits",
+          "ability",
+          "influence",
+          "corporate",
+          "matters",
+          "10",
+          "votes",
+          "vote",
+          "voting",
+          "rights",
+          "As",
+          "December",
+          "31",
+          "2025",
+          "Larry",
+          "Page",
+          "Sergey",
+          "Brin",
+          "beneficially",
+          "owned",
+          "approximately",
+          "89.3%",
+          "outstanding",
+          "represented",
+          "52.7%",
+          "power",
+          "common",
+          "Through",
+          "significant",
+          "requiring",
+          "approval",
+          "election",
+          "directors",
+          "transactions",
+          "merger",
+          "sale",
+          "company",
+          "assets",
+          "foreseeable",
+          "In",
+          "addition",
+          "carries",
+          "required",
+          "law",
+          "issuance",
+          "based",
+          "acquisition",
+          "fund",
+          "employee",
+          "equity",
+          "incentive",
+          "programs",
+          "continue",
+          "current",
+          "relative",
+          "elect",
+          "determine",
+          "outcome",
+          "submitted",
+          "made",
+          "pursuant",
+          "This",
+          "concentrated",
+          "control",
+          "severely",
+          "restricts",
+          "actions",
+          "view",
+          "beneficial",
+          "price",
+          "Provisions",
+          "charter",
+          "documents",
+          "discourage",
+          "takeover",
+          "favorable",
+          "certificate",
+          "incorporation",
+          "bylaws",
+          "effect",
+          "delaying",
+          "preventing",
+          "change",
+          "management",
+          "These",
+          "provisions",
+          "include",
+          "fill",
+          "vacancy",
+          "created",
+          "expansion",
+          "resignation",
+          "death",
+          "removal",
+          "director",
+          "act",
+          "written",
+          "consent",
+          "makes",
+          "difficult",
+          "holding",
+          "meeting",
+          "prohibits",
+          "cumulative",
+          "minority",
+          "candidates",
+          "Stockholders",
+          "provide",
+          "advance",
+          "notice",
+          "nominate",
+          "individuals",
+          "propose",
+          "acted",
+          "deter",
+          "potential",
+          "acquirer",
+          "conducting",
+          "solicitation",
+          "proxies",
+          "slate",
+          "attempting",
+          "obtain",
+          "issue",
+          "undesignated",
+          "preferred",
+          "preferences",
+          "impede",
+          "success",
+          "attempt",
+          "corporation",
+          "anti",
+          "Under",
+          "business",
+          "combination",
+          "holder",
+          "15%",
+          "held",
+          "years",
+          "things",
+          "approved",
+          "transaction",
+          "rely",
+          "prevent",
+          "delay"
+        ],
+        "keywords": [
+          "share repurchase",
+          "voting control",
+          "anti-takeover"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "ed5ae0be-e762-53a1-a54c-85053157e430",
+      "type": "text",
+      "content": "Our operating results may fluctuate, which makes our results difficult to predict and could cause our results to fall short of expectations.\nOur operating results have fluctuated, and may in the future fluctuate, as a result of a number of factors, many outside of our control, including the cyclical nature and seasonality in our business and geopolitical events. As a result, comparing our operating results (including our expenses as a percentage of our revenues) on a period-to-period basis may not be meaningful, and our past results should not be relied on as an indication of our future performance. Consequently, our operating results in future quarters may fall below expectations.\nAcquisitions, joint ventures, investments, and divestitures could result in operating difficulties, dilution, and other consequences that could harm our business, financial condition, and operating results.\nAcquisitions, joint ventures, investments, and divestitures are important elements of our overall corporate strategy and use of capital, and these transactions could be material to our financial condition and operating results. We expect to continue to evaluate and enter into discussions regarding a wide array of such potential strategic arrangements, which could create unforeseen operating difficulties and expenditures. Some of the areas where we face risks include:\n- diversion of management time and focus from operating our business to challenges related to acquisitions and other strategic arrangements;\n- failure to obtain required approvals on a timely basis, if at all, from governmental authorities, or conditions placed upon approval, either of which could, among other things, delay or prevent us from completing a transaction, result in the payment of fees or penalties to a counterparty, or otherwise restrict our ability to\nrealize the expected financial or strategic goals of a transaction; or investigations or litigation by governmental authorities related to our acquisitions, investments, and other strategic arrangements;\n- failure to successfully integrate the acquired operations, technologies, services, and personnel (including cultural integration and retention of employees) and further develop the acquired business or technology;\n- implementation of controls (or remediation of deficiencies), procedures, and policies at the acquired company;\n- integration of the acquired company's accounting and other administrative systems, and the coordination of product, engineering, and sales and marketing functions;\n• transition of operations, users, and customers onto our existing platforms;\n- in the case of foreign acquisitions, the need to integrate operations across different cultures and languages and to address the particular economic, currency, political, and regulatory risks associated with specific countries;\n- failure to accomplish commercial, strategic, or financial objectives with respect to investments, joint ventures, and other strategic arrangements;\n- failure to realize the value of investments and joint ventures due to a lack of liquidity or an inability to identify buyers or negotiate favorable terms for intended divestitures;\n- liability for activities of the acquired company before the acquisition, including intellectual property infringement claims, data privacy and security issues, violations of laws, commercial disputes, tax liabilities, warranty claims, product liabilities, and other known and unknown liabilities; and\n- litigation or other claims in connection with the acquired company, including claims from terminated employees, customers, former stockholders, or other third parties.\nOur failure to address these risks or other problems encountered in connection with our past or future acquisitions and other strategic arrangements could cause us to fail to realize their anticipated benefits, incur unanticipated liabilities, and harm our business generally.\nOur acquisitions and other strategic arrangements could also result in dilutive issuances of our equity securities, the incurrence of debt, contingent liabilities, or amortization expenses, or impairment of goodwill or purchased long-lived assets, and restructuring charges, any of which could harm our financial condition and operating results. Also, the anticipated benefits or value of our acquisitions, investments, and other strategic arrangements may not materialize. In connection with our divestitures and certain strategic arrangements, we have agreed, and may in the future agree, to provide indemnification for certain potential liabilities, which could harm our financial condition and operating results.\nWe rely on highly skilled personnel and, if we are unable to retain or motivate key personnel, hire qualified personnel, or maintain and continue to adapt our corporate culture, we may not be able to grow or operate effectively.\nOur performance and future success depends in large part upon the continued service of key technical leads as well as members of our senior management team. For instance, Sundar Pichai is critical to the overall management of Alphabet and its subsidiaries and plays an important role in the development of our technology, maintaining our culture, and setting our strategic direction.\nOur ability to compete effectively and our future success depend on our continuing to identify, hire, develop, motivate, and retain highly skilled personnel for all areas of our organization. Competition in our industry for qualified employees, particularly AI talent, is intense, and certain of our competitors have directly targeted, and may continue to target, our employees. In addition, our compensation arrangements, such as our equity award programs, may not always be successful in attracting new employees and retaining and motivating our existing employees. Immigration policy and regulatory changes, and uncertainty regarding such policies and regulations, may also affect our ability to hire, mobilize, or retain some of our global talent. All of our executive officers and key employees are at-will employees, and we do not maintain any key-person life insurance policies.\nWe believe that our corporate culture fosters innovation, creativity, and teamwork. As our organization grows and evolves, we may need to adapt our corporate culture and work environments to ever-changing circumstances, and these changes could affect our ability to compete effectively or have an adverse effect on our corporate culture.",
+      "path": "GOOG-10-K-2025.pdf/PART I/ITEM 1A. RISK FACTORS/General Risks",
+      "metadata": {
+        "length": 6483,
+        "summary": "The passage discusses factors causing fluctuations in operating results, including cyclical nature, seasonality, and geopolitical events. It highlights risks from acquisitions, joint ventures, investments, and divestitures, such as management distraction, integration failures, regulatory issues, and potential dilution. It also emphasizes reliance on highly skilled personnel, competition for talent, and the need to maintain corporate culture for effective growth and competition.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "Our",
+          "operating",
+          "results",
+          "fluctuate",
+          "makes",
+          "difficult",
+          "predict",
+          "fall",
+          "short",
+          "expectations",
+          "fluctuated",
+          "future",
+          "result",
+          "number",
+          "factors",
+          "control",
+          "including",
+          "cyclical",
+          "nature",
+          "seasonality",
+          "business",
+          "geopolitical",
+          "events",
+          "As",
+          "comparing",
+          "expenses",
+          "percentage",
+          "revenues",
+          "period",
+          "basis",
+          "meaningful",
+          "past",
+          "relied",
+          "indication",
+          "performance",
+          "Consequently",
+          "quarters",
+          "Acquisitions",
+          "joint",
+          "ventures",
+          "investments",
+          "divestitures",
+          "difficulties",
+          "dilution",
+          "consequences",
+          "harm",
+          "financial",
+          "condition",
+          "important",
+          "elements",
+          "corporate",
+          "strategy",
+          "capital",
+          "transactions",
+          "material",
+          "We",
+          "expect",
+          "continue",
+          "evaluate",
+          "enter",
+          "discussions",
+          "wide",
+          "array",
+          "potential",
+          "strategic",
+          "arrangements",
+          "create",
+          "unforeseen",
+          "expenditures",
+          "Some",
+          "areas",
+          "face",
+          "risks",
+          "include",
+          "diversion",
+          "management",
+          "time",
+          "focus",
+          "challenges",
+          "related",
+          "acquisitions",
+          "failure",
+          "obtain",
+          "required",
+          "approvals",
+          "timely",
+          "governmental",
+          "authorities",
+          "conditions",
+          "approval",
+          "things",
+          "delay",
+          "prevent",
+          "completing",
+          "transaction",
+          "payment",
+          "fees",
+          "penalties",
+          "counterparty",
+          "restrict",
+          "ability",
+          "realize",
+          "expected",
+          "goals",
+          "investigations",
+          "litigation",
+          "successfully",
+          "integrate",
+          "acquired",
+          "operations",
+          "technologies",
+          "services",
+          "personnel",
+          "cultural",
+          "integration",
+          "retention",
+          "employees",
+          "develop",
+          "technology",
+          "implementation",
+          "controls",
+          "remediation",
+          "deficiencies",
+          "procedures",
+          "policies",
+          "company",
+          "accounting",
+          "administrative",
+          "systems",
+          "coordination",
+          "product",
+          "engineering",
+          "sales",
+          "marketing",
+          "functions",
+          "transition",
+          "users",
+          "customers",
+          "existing",
+          "platforms",
+          "case",
+          "foreign",
+          "cultures",
+          "languages",
+          "address",
+          "economic",
+          "currency",
+          "political",
+          "regulatory",
+          "specific",
+          "countries",
+          "accomplish",
+          "commercial",
+          "objectives",
+          "respect",
+          "due",
+          "lack",
+          "liquidity",
+          "inability",
+          "identify",
+          "buyers",
+          "negotiate",
+          "favorable",
+          "terms",
+          "intended",
+          "liability",
+          "activities",
+          "acquisition",
+          "intellectual",
+          "property",
+          "infringement",
+          "claims",
+          "data",
+          "privacy",
+          "security",
+          "issues",
+          "violations",
+          "laws",
+          "disputes",
+          "tax",
+          "liabilities",
+          "warranty",
+          "unknown",
+          "connection",
+          "terminated",
+          "stockholders",
+          "parties",
+          "problems",
+          "encountered",
+          "fail",
+          "anticipated",
+          "benefits",
+          "incur",
+          "unanticipated",
+          "generally",
+          "dilutive",
+          "issuances",
+          "equity",
+          "securities",
+          "incurrence",
+          "debt",
+          "contingent",
+          "amortization",
+          "impairment",
+          "goodwill",
+          "purchased",
+          "long",
+          "lived",
+          "assets",
+          "restructuring",
+          "charges",
+          "Also",
+          "materialize",
+          "In",
+          "agreed",
+          "agree",
+          "provide",
+          "indemnification",
+          "rely",
+          "highly",
+          "skilled",
+          "unable",
+          "retain",
+          "motivate",
+          "key",
+          "hire",
+          "qualified",
+          "maintain",
+          "adapt",
+          "culture",
+          "grow",
+          "operate",
+          "effectively",
+          "success",
+          "depends",
+          "large",
+          "part",
+          "continued",
+          "service",
+          "technical",
+          "leads",
+          "members",
+          "senior",
+          "team",
+          "For",
+          "instance",
+          "Sundar",
+          "Pichai",
+          "critical",
+          "Alphabet",
+          "subsidiaries",
+          "plays",
+          "role",
+          "development",
+          "maintaining",
+          "setting",
+          "direction",
+          "compete",
+          "depend",
+          "continuing",
+          "organization",
+          "Competition",
+          "industry",
+          "AI",
+          "talent",
+          "intense",
+          "competitors",
+          "directly",
+          "targeted",
+          "target",
+          "addition",
+          "compensation",
+          "award",
+          "programs",
+          "successful",
+          "attracting",
+          "retaining",
+          "motivating",
+          "Immigration",
+          "policy",
+          "uncertainty",
+          "regulations",
+          "affect",
+          "mobilize",
+          "global",
+          "All",
+          "executive",
+          "officers",
+          "person",
+          "life",
+          "insurance",
+          "fosters",
+          "innovation",
+          "creativity",
+          "teamwork",
+          "grows",
+          "evolves",
+          "work",
+          "environments",
+          "changing",
+          "circumstances",
+          "adverse",
+          "effect"
+        ],
+        "keywords": [
+          "Operating results",
+          "Acquisitions",
+          "Personnel"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "cc4c3124-4c66-5fd7-863e-f016f6ab1f29",
+      "type": "text",
+      "content": "Not applicable.",
+      "path": "GOOG-10-K-2025.pdf/PART I/ITEM 1B. UNRESOLVED STAFF COMMENTS",
+      "metadata": {
+        "length": 15,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "Not",
+          "applicable"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "8b50df7b-f7bc-5dac-a7a6-39a8a665d86f",
+      "type": "text",
+      "content": "We maintain a comprehensive process for identifying, assessing, and managing material risks from cybersecurity threats as part of our broader risk management system and processes. For example, some risks include our software supply chain and other third-party dependencies, vulnerabilities in our products and services, theft of our intellectual property, and attempts to compromise our infrastructure. We obtain input, as appropriate, for our cybersecurity risk management program on the security industry and threat trends from multiple external experts and internal threat intelligence teams. Teams of dedicated privacy, safety, and security professionals oversee cybersecurity risk management and mitigation, incident prevention, detection, and remediation. These teams comprise professionals with deep cybersecurity expertise across multiple industries and are led by our Vice President of Privacy, Safety, and Security, who has more than 20 years of experience, including roles in technology infrastructure for two other large public companies. Our executive leadership team, along with input from the above teams, are responsible for our overall enterprise risk management system and processes and regularly consider cybersecurity risks in the context of other material risks to the company.\nAs part of our cybersecurity risk management process, our incident management teams track and log privacy and security incidents across Alphabet, our vendors, and other third-party service providers to remediate and resolve any such incidents. Significant incidents are reviewed regularly by a cross-functional working group to determine whether further escalation is appropriate. Any incident assessed as potentially being or potentially becoming material is promptly escalated for further assessment, and then reported to designated members of our senior management. We consult with outside counsel as appropriate, including on materiality analysis and disclosure matters, and our senior management makes the final materiality determinations and disclosure and other compliance decisions. Our management apprises Alphabet's independent public accounting firm of relevant matters and developments.\nThe Risk and Compliance Committee has oversight responsibility for risks and incidents relating to cybersecurity threats, including compliance with disclosure requirements, cooperation with law enforcement, and related effects on financial and other risks, and it reports any findings and recommendations, as appropriate, to the full Board for consideration. Senior management regularly discusses cybersecurity risks and trends and, should they arise, any material incidents with the Risk and Compliance Committee. Internal Audit maintains a dedicated cybersecurity auditing team that independently tests our cybersecurity controls.\nOur business strategy, results of operations and financial condition have not been materially affected by risks from cybersecurity threats, including as a result of previously identified cybersecurity incidents, but we cannot provide assurance that they will not be materially affected in the future by such risks or any future material incidents. For more information on our cybersecurity related risks, see Item 1A Risk Factors of this Annual Report on Form 10-K.",
+      "path": "GOOG-10-K-2025.pdf/PART I/ITEM 1C. CYBERSECURITY",
+      "metadata": {
+        "length": 3296,
+        "summary": "The passage describes a comprehensive process for identifying, assessing, and managing material cybersecurity risks, including software supply chain vulnerabilities, IP theft, and infrastructure compromise. It details oversight by dedicated teams led by a Vice President with over 20 years of experience, incident tracking and escalation procedures, and board-level oversight via the Risk and Compliance Committee. The company states that cybersecurity threats have not materially affected its business strategy or financial condition to date, but acknowledges future risks cannot be assured.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "We",
+          "maintain",
+          "comprehensive",
+          "process",
+          "identifying",
+          "assessing",
+          "managing",
+          "material",
+          "risks",
+          "cybersecurity",
+          "threats",
+          "part",
+          "broader",
+          "risk",
+          "management",
+          "system",
+          "processes",
+          "For",
+          "include",
+          "software",
+          "supply",
+          "chain",
+          "party",
+          "dependencies",
+          "vulnerabilities",
+          "products",
+          "services",
+          "theft",
+          "intellectual",
+          "property",
+          "attempts",
+          "compromise",
+          "infrastructure",
+          "obtain",
+          "input",
+          "program",
+          "security",
+          "industry",
+          "threat",
+          "trends",
+          "multiple",
+          "external",
+          "experts",
+          "internal",
+          "intelligence",
+          "teams",
+          "Teams",
+          "dedicated",
+          "privacy",
+          "safety",
+          "professionals",
+          "oversee",
+          "mitigation",
+          "incident",
+          "prevention",
+          "detection",
+          "remediation",
+          "These",
+          "comprise",
+          "deep",
+          "expertise",
+          "industries",
+          "led",
+          "Vice",
+          "President",
+          "Privacy",
+          "Safety",
+          "Security",
+          "20",
+          "years",
+          "experience",
+          "including",
+          "roles",
+          "technology",
+          "large",
+          "public",
+          "companies",
+          "Our",
+          "executive",
+          "leadership",
+          "team",
+          "responsible",
+          "enterprise",
+          "regularly",
+          "context",
+          "company",
+          "As",
+          "track",
+          "log",
+          "incidents",
+          "Alphabet",
+          "vendors",
+          "service",
+          "providers",
+          "remediate",
+          "resolve",
+          "Significant",
+          "reviewed",
+          "cross",
+          "functional",
+          "working",
+          "group",
+          "determine",
+          "escalation",
+          "Any",
+          "assessed",
+          "potentially",
+          "promptly",
+          "escalated",
+          "assessment",
+          "reported",
+          "designated",
+          "members",
+          "senior",
+          "consult",
+          "counsel",
+          "materiality",
+          "analysis",
+          "disclosure",
+          "matters",
+          "makes",
+          "final",
+          "determinations",
+          "compliance",
+          "decisions",
+          "apprises",
+          "independent",
+          "accounting",
+          "firm",
+          "relevant",
+          "developments",
+          "The",
+          "Risk",
+          "Compliance",
+          "Committee",
+          "oversight",
+          "responsibility",
+          "relating",
+          "requirements",
+          "cooperation",
+          "law",
+          "enforcement",
+          "related",
+          "effects",
+          "financial",
+          "reports",
+          "findings",
+          "recommendations",
+          "full",
+          "Board",
+          "consideration",
+          "Senior",
+          "discusses",
+          "arise",
+          "Internal",
+          "Audit",
+          "maintains",
+          "auditing",
+          "independently",
+          "tests",
+          "controls",
+          "business",
+          "strategy",
+          "results",
+          "operations",
+          "condition",
+          "materially",
+          "affected",
+          "result",
+          "previously",
+          "identified",
+          "provide",
+          "assurance",
+          "future",
+          "information",
+          "Item",
+          "1A",
+          "Factors",
+          "Annual",
+          "Report",
+          "Form",
+          "10"
+        ],
+        "keywords": [
+          "cybersecurity",
+          "risk management",
+          "incident response"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "c6e34405-c56e-5ea7-98c8-c60e37930a8a",
+      "type": "text",
+      "content": "Our headquarters are located in Mountain View, California. We own and lease office facilities and data centers around the world, primarily in Asia, Europe, and North America. We believe our existing facilities are in good condition and suitable for the conduct of our business.",
+      "path": "GOOG-10-K-2025.pdf/PART I/ITEM 2. PROPERTIES",
+      "metadata": {
+        "length": 277,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "Our",
+          "headquarters",
+          "located",
+          "Mountain",
+          "View",
+          "California",
+          "We",
+          "lease",
+          "office",
+          "facilities",
+          "data",
+          "centers",
+          "world",
+          "primarily",
+          "Asia",
+          "Europe",
+          "North",
+          "America",
+          "existing",
+          "good",
+          "condition",
+          "suitable",
+          "conduct",
+          "business"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "0fc02f66-50e6-5618-bcba-e45190c6c37c",
+      "type": "text",
+      "content": "For a description of our material pending legal proceedings, see Legal Matters in Note 10 of the Notes to Consolidated Financial Statements included in Part II, Item 8 of this Annual Report on Form 10-K, which is incorporated herein by reference.",
+      "path": "GOOG-10-K-2025.pdf/PART I/ITEM 3. LEGAL PROCEEDINGS",
+      "metadata": {
+        "length": 246,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "For",
+          "description",
+          "material",
+          "pending",
+          "legal",
+          "proceedings",
+          "Legal",
+          "Matters",
+          "Note",
+          "10",
+          "Notes",
+          "Consolidated",
+          "Financial",
+          "Statements",
+          "included",
+          "Part",
+          "II",
+          "Item",
+          "Annual",
+          "Report",
+          "Form",
+          "incorporated",
+          "reference"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "cc4c3124-4c66-5fd7-863e-f016f6ab1f29",
+      "type": "text",
+      "content": "Not applicable.",
+      "path": "GOOG-10-K-2025.pdf/PART I/ITEM 4. MINE SAFETY DISCLOSURES",
+      "metadata": {
+        "length": 15,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "Not",
+          "applicable"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "12e026ef-e52d-5a17-b5c3-c9e5f5bb6bdf",
+      "type": "text",
+      "content": "ITEM 5. MARKET FOR REGISTRANT'S COMMON EQUITY, RELATED STOCKHOLDER MATTERS, AND ISSUER PURCHASES OF EQUITY SECURITIES\nAs of October 2, 2015, Alphabet Inc. became the successor issuer of Google Inc. pursuant to Rule 12g-3(a) under the Exchange Act. Our Class A stock has been listed on the Nasdaq Global Select Market under the symbol \"GOOG\" since August 19, 2004, and under the symbol \"GOOGL\" since April 3, 2014. Prior to August 19, 2004, there was no public market for our stock. Our Class B stock is neither listed nor traded. Our Class C stock has been listed on the Nasdaq Global Select Market under the symbol \"GOOG\" since April 3, 2014.",
+      "path": "GOOG-10-K-2025.pdf/PART II",
+      "metadata": {
+        "length": 643,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "ITEM",
+          "MARKET",
+          "FOR",
+          "REGISTRANT",
+          "COMMON",
+          "EQUITY",
+          "RELATED",
+          "STOCKHOLDER",
+          "MATTERS",
+          "AND",
+          "ISSUER",
+          "PURCHASES",
+          "OF",
+          "SECURITIES",
+          "As",
+          "October",
+          "2015",
+          "Alphabet",
+          "Inc",
+          "successor",
+          "issuer",
+          "Google",
+          "pursuant",
+          "Rule",
+          "12g",
+          "Exchange",
+          "Act",
+          "Our",
+          "Class",
+          "stock",
+          "listed",
+          "Nasdaq",
+          "Global",
+          "Select",
+          "Market",
+          "symbol",
+          "GOOG",
+          "August",
+          "19",
+          "2004",
+          "GOOGL",
+          "April",
+          "2014",
+          "Prior",
+          "public",
+          "market",
+          "traded"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "a51305e8-f591-5d8e-8245-0a2a293b451c",
+      "type": "text",
+      "content": "As of December 31, 2025, there were approximately 5,861 and 1,611 stockholders of record of our Class A stock and Class C stock, respectively. Because many of our shares of Class A stock and Class C stock are held by brokers and other institutions on behalf of stockholders, we are unable to estimate the total number of stockholders represented by these record holders. As of December 31, 2025, there were approximately 57 stockholders of record of our Class B stock.",
+      "path": "GOOG-10-K-2025.pdf/PART II/Holders of Record",
+      "metadata": {
+        "length": 468,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "As",
+          "December",
+          "31",
+          "2025",
+          "approximately",
+          "861",
+          "611",
+          "stockholders",
+          "record",
+          "Class",
+          "stock",
+          "Because",
+          "shares",
+          "held",
+          "brokers",
+          "institutions",
+          "behalf",
+          "unable",
+          "estimate",
+          "total",
+          "number",
+          "represented",
+          "holders",
+          "57"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "abb8c718-a977-5a7c-8e77-e17a2d15b7a1",
+      "type": "text",
+      "content": "Dividend payments to stockholders of Class A, Class B, and Class C shares were \\$4.8 billion, \\$703 million, and \\$4.5 billion, respectively, for the year ended December 31, 2025. The company intends to pay quarterly cash dividends in the future, subject to review and approval by the company's Board of Directors in its sole discretion. We regularly evaluate our cash and capital structure, including the size, pace, and form of capital return to stockholders.",
+      "path": "GOOG-10-K-2025.pdf/PART II/Dividend Program",
+      "metadata": {
+        "length": 461,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "Dividend",
+          "payments",
+          "stockholders",
+          "Class",
+          "shares",
+          "4.8",
+          "billion",
+          "703",
+          "million",
+          "4.5",
+          "year",
+          "ended",
+          "December",
+          "31",
+          "2025",
+          "The",
+          "company",
+          "intends",
+          "pay",
+          "quarterly",
+          "cash",
+          "dividends",
+          "future",
+          "subject",
+          "review",
+          "approval",
+          "Board",
+          "Directors",
+          "sole",
+          "discretion",
+          "We",
+          "regularly",
+          "evaluate",
+          "capital",
+          "structure",
+          "including",
+          "size",
+          "pace",
+          "form",
+          "return"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "b3cd25a0-bdb7-58b3-9405-fcdccbc49bef",
+      "type": "table",
+      "content": "<table><tr><td>Period</td><td>Total Number of Class A Shares Purchased (in thousands)(1)</td><td>Total Number of Class C Shares Purchased (in thousands)(1)</td><td>Average Price Paid per Class A Share(2)</td><td>Average Price Paid per Class C Share(2)</td><td>Total Number of Shares Purchased as Part of Publicly Announced Programs (in thousands)(1)</td><td>Approximate Dollar Value of Shares that May Yet Be Purchased Under the Program (in millions)</td></tr><tr><td>October 1 - 31</td><td>841</td><td>13,305</td><td>$ 253.20</td><td>$ 255.03</td><td>14,146</td><td>$ 71,231</td></tr><tr><td>November 1 - 30</td><td>209</td><td>5,885</td><td>$ 286.00</td><td>$ 281.46</td><td>6,094</td><td>$ 69,503</td></tr><tr><td>December 1 - 31</td><td>0</td><td>0</td><td>$ 0.00</td><td>$ 0.00</td><td>0</td><td>$ 69,503</td></tr><tr><td>Total</td><td>1,050</td><td>19,190</td><td></td><td></td><td>20,240</td><td></td></tr></table>",
+      "path": "tables/table-2 Share Repurchase.html",
+      "metadata": {
+        "length": 921,
+        "summary": "table-3\nThe table shows monthly share repurchases from October to December, with 1,050 Class A and 19,190 Class C shares bought, totaling 20,240 shares under a publicly announced program, leaving $69,503 million available.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "file_path": "tables/table-2 Share Repurchase.html",
+        "keywords": [
+          "share repurchase",
+          "Class A",
+          "Class C"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "a97d03c5-7d76-5830-91be-b3fa8a6050c3",
+      "type": "text",
+      "content": "The following table presents information with respect to Alphabet's repurchases of Class A and Class C stock during the quarter ended December 31, 2025:\n\n[tables/table-2 Share Repurchase.html]\n\n(1) In April 2024, the company's Board of Directors authorized a \\$70.0 billion share repurchase program for its Class A and Class C shares. In April 2025, the company's Board of Directors authorized an additional \\$70.0 billion share repurchase program for its Class A and Class C shares. Repurchases are being executed from time to time, subject to general business and market conditions and other investment opportunities, through open market purchases or privately negotiated transactions, including through Rule 10b5-1 plans. The repurchase programs do not have an expiration date. For additional information related to share repurchases, see Note 11 of the Notes to Consolidated Financial Statements included in Item 8 of this Annual Report on Form 10-K.\n(2) Average price paid per share includes costs associated with the repurchases.",
+      "path": "GOOG-10-K-2025.pdf/PART II/Issuer Purchases of Equity Securities",
+      "metadata": {
+        "length": 1099,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "The",
+          "table",
+          "presents",
+          "information",
+          "respect",
+          "Alphabet",
+          "repurchases",
+          "Class",
+          "stock",
+          "quarter",
+          "ended",
+          "December",
+          "31",
+          "2025",
+          "In",
+          "April",
+          "2024",
+          "company",
+          "Board",
+          "Directors",
+          "authorized",
+          "70.0",
+          "billion",
+          "share",
+          "repurchase",
+          "program",
+          "shares",
+          "additional",
+          "Repurchases",
+          "executed",
+          "time",
+          "subject",
+          "general",
+          "business",
+          "market",
+          "conditions",
+          "investment",
+          "opportunities",
+          "open",
+          "purchases",
+          "privately",
+          "negotiated",
+          "transactions",
+          "including",
+          "Rule",
+          "10b5",
+          "plans",
+          "programs",
+          "expiration",
+          "date",
+          "For",
+          "related",
+          "Note",
+          "11",
+          "Notes",
+          "Consolidated",
+          "Financial",
+          "Statements",
+          "included",
+          "Item",
+          "Annual",
+          "Report",
+          "Form",
+          "10",
+          "Average",
+          "price",
+          "paid",
+          "includes",
+          "costs"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "b3cd25a0-bdb7-58b3-9405-fcdccbc49bef",
+            "relation": "embeds",
+            "ref": "[tables/table-2 Share Repurchase.html]",
+            "position": {
+              "start": 154,
+              "end": 192
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "03c81db1-5030-5162-a756-87070b310e3f",
+      "type": "text",
+      "content": "The graph below matches Alphabet Inc. Class A's cumulative five-year total stockholder return on common stock with the cumulative total returns of the S&P 500 index, the NASDAQ Composite index, and the RDG Internet Composite index. The graph tracks the performance of a \\$100 investment in our common stock and in each index (with the reinvestment of all dividends) from December 31, 2020, to December 31, 2025. The returns shown are based on historical results and are not intended to suggest future performance.",
+      "path": "GOOG-10-K-2025.pdf/PART II/Stock Performance Graphs",
+      "metadata": {
+        "length": 513,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "The",
+          "graph",
+          "matches",
+          "Alphabet",
+          "Inc",
+          "Class",
+          "cumulative",
+          "year",
+          "total",
+          "stockholder",
+          "return",
+          "common",
+          "stock",
+          "returns",
+          "500",
+          "index",
+          "NASDAQ",
+          "Composite",
+          "RDG",
+          "Internet",
+          "tracks",
+          "performance",
+          "100",
+          "investment",
+          "reinvestment",
+          "dividends",
+          "December",
+          "31",
+          "2020",
+          "2025",
+          "shown",
+          "based",
+          "historical",
+          "results",
+          "intended",
+          "suggest",
+          "future"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "940870ef-e25f-5db3-a862-70c4db1d767c",
+      "type": "image",
+      "content": "\nThe graph below matches Alphabet Inc. Class A's cumulative five-year total stockholder return on common stock with the cumulative total returns of the S&P 500 index, the NASDAQ Composite index, and the RDG Internet Composite index. The graph tracks the performance of a \\$100 investment in our common stock and in each index (with the reinvestment of all dividends) from December 31, 2020, to December 31, 2025. The returns shown are based on historical results and are not intended to suggest future performance. <details>0\n[images/image-1-Stock Performance Comparison.jpg]\n",
+      "path": "images/image-1-Stock Performance Comparison.jpg",
+      "metadata": {
+        "length": 558,
+        "summary": "image-1\nChart Title: Stock Performance Comparison (implied)\nY-Axis: Dollar Value ($) ranging from $0 to $400\nX-Axis: Time range from 12/20 to 12/25\n\nData Series:\n- Alphabet Inc. Class A (Red Line): Starts at $100, peaks around $165 in late 2021, drops below $100 in late 2022, and shows a sharp upward trend ending above $350 by 12/25.\n- S&P 500 (Green Line): Starts at $100, fluctuates between roughly $100 and $170 until mid-2024, then rises to just under $200 by 12/25.\n- NASDAQ Composite (Yellow Line): Starts at $100, generally tracks below the S&P 500, dips significantly in 2022, and ends near $190 by 12/25.\n- RDG Internet Composite (Blue Line):",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "file_path": "images/image-1-Stock Performance Comparison.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "0a62485f-cee1-587f-8412-7d7a1625c25e",
+      "type": "table",
+      "content": "<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th>Date</th>\n      <th>Alphabet Inc. Class A</th>\n      <th>S&amp;P 500</th>\n      <th>NASDAQ Composite</th>\n      <th>RDG Internet Composite</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>12/20</td>\n      <td>$100</td>\n      <td>$100</td>\n      <td>$100</td>\n      <td>$100</td>\n    </tr>\n    <tr>\n      <td>3/21</td>\n      <td>$120</td>\n      <td>$110</td>\n      <td>$110</td>\n      <td>$105</td>\n    </tr>\n    <tr>\n      <td>6/21</td>\n      <td>$140</td>\n      <td>$115</td>\n      <td>$115</td>\n      <td>$110</td>\n    </tr>\n    <tr>\n      <td>9/21</td>\n      <td>$150</td>\n      <td>$120</td>\n      <td>$120</td>\n      <td>$105</td>\n    </tr>\n    <tr>\n      <td>12/21</td>\n      <td>$165</td>\n      <td>$130</td>\n      <td>$125</td>\n      <td>$100</td>\n    </tr>\n    <tr>\n      <td>3/22</td>\n      <td>$160</td>\n      <td>$125</td>\n      <td>$120</td>\n      <td>$95</td>\n    </tr>\n    <tr>\n      <td>6/22</td>\n      <td>$140</td>\n      <td>$110</td>\n      <td>$105</td>\n      <td>$85</td>\n    </tr>\n    <tr>\n      <td>9/22</td>\n      <td>$120</td>\n      <td>$100</td>\n      <td>$95</td>\n      <td>$75</td>\n    </tr>\n    <tr>\n      <td>12/22</td>\n      <td>$105</td>\n      <td>$95</td>\n      <td>$85</td>\n      <td>$65</td>\n    </tr>\n    <tr>\n      <td>3/23</td>\n      <td>$110</td>\n      <td>$105</td>\n      <td>$95</td>\n      <td>$75</td>\n    </tr>\n    <tr>\n      <td>6/23</td>\n      <td>$130</td>\n      <td>$120</td>\n      <td>$105</td>\n      <td>$85</td>\n    </tr>\n    <tr>\n      <td>9/23</td>\n      <td>$145</td>\n      <td>$125</td>\n      <td>$110</td>\n      <td>$90</td>\n    </tr>\n    <tr>\n      <td>12/23</td>\n      <td>$160</td>\n      <td>$135</td>\n      <td>$120</td>\n      <td>$95</td>\n    </tr>\n    <tr>\n      <td>3/24</td>\n      <td>$170</td>\n      <td>$145</td>\n      <td>$130</td>\n      <td>$100</td>\n    </tr>\n    <tr>\n      <td>6/24</td>\n      <td>$205</td>\n      <td>$155</td>\n      <td>$140</td>\n      <td>$105</td>\n    </tr>\n    <tr>\n      <td>9/24</td>\n      <td>$190</td>\n      <td>$165</td>\n      <td>$145</td>\n      <td>$110</td>\n    </tr>\n    <tr>\n      <td>12/24</td>\n      <td>$215</td>\n      <td>$170</td>\n      <td>$155</td>\n      <td>$115</td>\n    </tr>\n    <tr>\n      <td>3/25</td>\n      <td>$180</td>\n      <td>$160</td>\n      <td>$140</td>\n      <td>$105</td>\n    </tr>\n    <tr>\n      <td>6/25</td>\n      <td>$200</td>\n      <td>$175</td>\n      <td>$160</td>\n      <td>$120</td>\n    </tr>\n    <tr>\n      <td>9/25</td>\n      <td>$250</td>\n      <td>$185</td>\n      <td>$175</td>\n      <td>$130</td>\n    </tr>\n    <tr>\n      <td>12/25</td>\n      <td>$360</td>\n      <td>$195</td>\n      <td>$185</td>\n      <td>$135</td>\n    </tr>\n  </tbody>\n</table>",
+      "path": "tables/table-3 Alphabet Stock vs Indexes.html",
+      "metadata": {
+        "length": 2780,
+        "summary": "table-4\nThe table tracks Alphabet Inc. Class A stock price alongside S&P 500, NASDAQ Composite, and RDG Internet Composite from Dec 2020 to Dec 2025, showing Alphabet's growth from $100 to $360.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "file_path": "tables/table-3 Alphabet Stock vs Indexes.html",
+        "keywords": [
+          "Alphabet",
+          "S&P 500",
+          "NASDAQ"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "1869c30a-2baa-5a14-8536-912821d272bc",
+      "type": "text",
+      "content": "ALPHABET INC. CLASS A COMMON STOCK\nAmong Alphabet Inc., the S&P 500 Index, the\nNASDAQ Composite Index, and the RDG Internet Composite Index\n\nThe graph below matches Alphabet Inc. Class A's cumulative five-year total stockholder return on common stock with the cumulative total returns of the S&P 500 index, the NASDAQ Composite index, and the RDG Internet Composite index. The graph tracks the performance of a \\$100 investment in our common stock and in each index (with the reinvestment of all dividends) from December 31, 2020, to December 31, 2025. The returns shown are based on historical results and are not intended to suggest future performance. <details>0\n[images/image-1-Stock Performance Comparison.jpg]\n\n<details>\n<summary>line chart</summary>\n\n[tables/table-3 Alphabet Stock vs Indexes.html]\n\n</details>\n\\*\\$100 invested on December 31, 2020, in stock or index, including reinvestment of dividends.\nCopyright $^{©}$ 2026 S&P, a division of The McGraw-Hill Companies Inc. All rights reserved.\nThe graph below matches Alphabet Inc. Class C's cumulative five-year total stockholder return on capital stock with the cumulative total returns of the S&P 500 index, the NASDAQ Composite index, and the RDG Internet Composite index. The graph tracks the performance of a \\$100 investment in our Class C capital stock and in each index (with the reinvestment of all dividends) from December 31, 2020, to December 31, 2025. The returns shown are based on historical results and are not intended to suggest future performance.",
+      "path": "GOOG-10-K-2025.pdf/PART II/Stock Performance Graphs/COMPARISON OF CUMULATIVE 5-YEAR TOTAL RETURN\\* ALPHABET INC. CLASS A COMMON STOCK",
+      "metadata": {
+        "length": 1563,
+        "summary": "The document compares the cumulative five-year total stockholder return of Alphabet Inc. Class A and Class C common stock against the S&P 500 Index, NASDAQ Composite Index, and RDG Internet Composite Index. It tracks a $100 investment from December 31, 2020, to December 31, 2025, with dividends reinvested. The returns are historical and not indicative of future performance. A line chart and supporting table provide detailed data on the performance of each investment over the period.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "ALPHABET",
+          "INC",
+          "CLASS",
+          "COMMON",
+          "STOCK",
+          "Among",
+          "Alphabet",
+          "Inc",
+          "500",
+          "Index",
+          "NASDAQ",
+          "Composite",
+          "RDG",
+          "Internet",
+          "The",
+          "graph",
+          "matches",
+          "Class",
+          "cumulative",
+          "year",
+          "total",
+          "stockholder",
+          "return",
+          "common",
+          "stock",
+          "returns",
+          "index",
+          "tracks",
+          "performance",
+          "100",
+          "investment",
+          "reinvestment",
+          "dividends",
+          "December",
+          "31",
+          "2020",
+          "2025",
+          "shown",
+          "based",
+          "historical",
+          "results",
+          "intended",
+          "suggest",
+          "future",
+          "details",
+          "summary",
+          "line",
+          "chart",
+          "invested",
+          "including",
+          "Copyright",
+          "2026",
+          "division",
+          "McGraw",
+          "Hill",
+          "Companies",
+          "All",
+          "rights",
+          "reserved",
+          "capital"
+        ],
+        "keywords": [
+          "Alphabet Inc.",
+          "stock return",
+          "index comparison"
+        ],
+        "connect_to": [
+          {
+            "target": "940870ef-e25f-5db3-a862-70c4db1d767c",
+            "relation": "embeds",
+            "ref": "[images/image-1-Stock Performance Comparison.jpg]",
+            "position": {
+              "start": 666,
+              "end": 715
+            }
+          },
+          {
+            "target": "0a62485f-cee1-587f-8412-7d7a1625c25e",
+            "relation": "embeds",
+            "ref": "[tables/table-3 Alphabet Stock vs Indexes.html]",
+            "position": {
+              "start": 758,
+              "end": 805
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "39793db0-1fca-5f04-a5ed-d3fcb40c2632",
+      "type": "image",
+      "content": "\nThe graph below matches Alphabet Inc. Class C's cumulative five-year total stockholder return on capital stock with the cumulative total returns of the S&P 500 index, the NASDAQ Composite index, and the RDG Internet Composite index. The graph tracks the performance of a \\$100 investment in our Class C capital stock and in each index (with the reinvestment of all dividends) from December 31, 2020, to December 31, 2025. The returns shown are based on historical results and are not intended to suggest future performance. <details>0\n[images/image-2-Stock Performance Comparison (2020-2025).jpg]\n",
+      "path": "images/image-2-Stock Performance Comparison (2020-2025).jpg",
+      "metadata": {
+        "length": 568,
+        "summary": "image-2\nChart Title: Stock Performance Comparison (implied by legend and data)\nTime Range: December 2020 to December 2025\n\nData Series & Trends:\n- Alphabet Inc. Class C (Red Line): Starts at $100, peaks around $165 in late 2021, dips below $100 in late 2022, then rises sharply to over $350 by the end of the period.\n- S&P 500 (Green Line): Starts at $100, fluctuates between $100-$170 until mid-2024, then climbs steadily to approximately $200.\n- NASDAQ Composite (Yellow Line): Starts at $100, generally follows a similar but lower trajectory than the S&P 500, ending near $190.\n- RDG Internet Composite (Blue Line): Starts at $100, drops significantly to ~$60 in late 2022, recovers slowly to end around $",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "file_path": "images/image-2-Stock Performance Comparison (2020-2025).jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "fe1a02f5-477c-5bd8-9a2a-8c34350f256e",
+      "type": "table",
+      "content": "<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th>Date</th>\n      <th>Alphabet Inc. Class C</th>\n      <th>S&amp;P 500</th>\n      <th>NASDAQ Composite</th>\n      <th>RDG Internet Composite</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>12/20</td>\n      <td>$100</td>\n      <td>$100</td>\n      <td>$100</td>\n      <td>$100</td>\n    </tr>\n    <tr>\n      <td>3/21</td>\n      <td>$120</td>\n      <td>$110</td>\n      <td>$110</td>\n      <td>$105</td>\n    </tr>\n    <tr>\n      <td>6/21</td>\n      <td>$140</td>\n      <td>$115</td>\n      <td>$115</td>\n      <td>$110</td>\n    </tr>\n    <tr>\n      <td>9/21</td>\n      <td>$150</td>\n      <td>$120</td>\n      <td>$120</td>\n      <td>$105</td>\n    </tr>\n    <tr>\n      <td>12/21</td>\n      <td>$160</td>\n      <td>$130</td>\n      <td>$125</td>\n      <td>$100</td>\n    </tr>\n    <tr>\n      <td>3/22</td>\n      <td>$165</td>\n      <td>$135</td>\n      <td>$125</td>\n      <td>$95</td>\n    </tr>\n    <tr>\n      <td>6/22</td>\n      <td>$150</td>\n      <td>$130</td>\n      <td>$120</td>\n      <td>$85</td>\n    </tr>\n    <tr>\n      <td>9/22</td>\n      <td>$130</td>\n      <td>$110</td>\n      <td>$105</td>\n      <td>$75</td>\n    </tr>\n    <tr>\n      <td>12/22</td>\n      <td>$105</td>\n      <td>$105</td>\n      <td>$95</td>\n      <td>$60</td>\n    </tr>\n    <tr>\n      <td>3/23</td>\n      <td>$110</td>\n      <td>$115</td>\n      <td>$105</td>\n      <td>$70</td>\n    </tr>\n    <tr>\n      <td>6/23</td>\n      <td>$130</td>\n      <td>$125</td>\n      <td>$115</td>\n      <td>$80</td>\n    </tr>\n    <tr>\n      <td>9/23</td>\n      <td>$145</td>\n      <td>$130</td>\n      <td>$120</td>\n      <td>$85</td>\n    </tr>\n    <tr>\n      <td>12/23</td>\n      <td>$160</td>\n      <td>$140</td>\n      <td>$130</td>\n      <td>$90</td>\n    </tr>\n    <tr>\n      <td>3/24</td>\n      <td>$170</td>\n      <td>$150</td>\n      <td>$140</td>\n      <td>$95</td>\n    </tr>\n    <tr>\n      <td>6/24</td>\n      <td>$210</td>\n      <td>$160</td>\n      <td>$150</td>\n      <td>$105</td>\n    </tr>\n    <tr>\n      <td>9/24</td>\n      <td>$190</td>\n      <td>$165</td>\n      <td>$155</td>\n      <td>$110</td>\n    </tr>\n    <tr>\n      <td>12/24</td>\n      <td>$220</td>\n      <td>$170</td>\n      <td>$160</td>\n      <td>$115</td>\n    </tr>\n    <tr>\n      <td>3/25</td>\n      <td>$180</td>\n      <td>$165</td>\n      <td>$155</td>\n      <td>$105</td>\n    </tr>\n    <tr>\n      <td>6/25</td>\n      <td>$200</td>\n      <td>$175</td>\n      <td>$165</td>\n      <td>$115</td>\n    </tr>\n    <tr>\n      <td>9/25</td>\n      <td>$250</td>\n      <td>$185</td>\n      <td>$175</td>\n      <td>$125</td>\n    </tr>\n    <tr>\n      <td>12/25</td>\n      <td>$360</td>\n      <td>$195</td>\n      <td>$185</td>\n      <td>$135</td>\n    </tr>\n  </tbody>\n</table>",
+      "path": "tables/table-4 Alphabet vs S&P 500.html",
+      "metadata": {
+        "length": 2782,
+        "summary": "table-5\nThe table tracks Alphabet Inc. Class C stock price from $100 (12/20) to $360 (12/25), compared to S&P 500, NASDAQ Composite, and RDG Internet Composite indices over the same period.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "file_path": "tables/table-4 Alphabet vs S&P 500.html",
+        "keywords": [
+          "Alphabet",
+          "S&P 500",
+          "NASDAQ"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "37f93f33-b2e2-577e-bdc1-8c5180cae55f",
+      "type": "text",
+      "content": "ALPHABET INC. CLASS C CAPITAL STOCK\nAmong Alphabet Inc., the S&P 500 Index, the\nNASDAQ Composite Index, and the RDG Internet Composite Index\n\nThe graph below matches Alphabet Inc. Class C's cumulative five-year total stockholder return on capital stock with the cumulative total returns of the S&P 500 index, the NASDAQ Composite index, and the RDG Internet Composite index. The graph tracks the performance of a \\$100 investment in our Class C capital stock and in each index (with the reinvestment of all dividends) from December 31, 2020, to December 31, 2025. The returns shown are based on historical results and are not intended to suggest future performance. <details>0\n[images/image-2-Stock Performance Comparison (2020-2025).jpg]\n\n<details>\n<summary>line chart</summary>\n\n[tables/table-4 Alphabet vs S&P 500.html]\n\n</details>\n\\*\\$100 invested on December 31, 2020, in stock or in index, including reinvestment of dividends.\nCopyright $^{©}$ 2026 S&P, a division of The McGraw-Hill Companies Inc. All rights reserved.",
+      "path": "GOOG-10-K-2025.pdf/PART II/Stock Performance Graphs/COMPARISON OF CUMULATIVE 5-YEAR TOTAL RETURN\\* ALPHABET INC. CLASS C CAPITAL STOCK",
+      "metadata": {
+        "length": 1053,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "ALPHABET",
+          "INC",
+          "CLASS",
+          "CAPITAL",
+          "STOCK",
+          "Among",
+          "Alphabet",
+          "Inc",
+          "500",
+          "Index",
+          "NASDAQ",
+          "Composite",
+          "RDG",
+          "Internet",
+          "The",
+          "graph",
+          "matches",
+          "Class",
+          "cumulative",
+          "year",
+          "total",
+          "stockholder",
+          "return",
+          "capital",
+          "stock",
+          "returns",
+          "index",
+          "tracks",
+          "performance",
+          "100",
+          "investment",
+          "reinvestment",
+          "dividends",
+          "December",
+          "31",
+          "2020",
+          "2025",
+          "shown",
+          "based",
+          "historical",
+          "results",
+          "intended",
+          "suggest",
+          "future",
+          "details",
+          "summary",
+          "line",
+          "chart",
+          "invested",
+          "including",
+          "Copyright",
+          "2026",
+          "division",
+          "McGraw",
+          "Hill",
+          "Companies",
+          "All",
+          "rights",
+          "reserved"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "39793db0-1fca-5f04-a5ed-d3fcb40c2632",
+            "relation": "embeds",
+            "ref": "[images/image-2-Stock Performance Comparison (2020-2025).jpg]",
+            "position": {
+              "start": 677,
+              "end": 738
+            }
+          },
+          {
+            "target": "fe1a02f5-477c-5bd8-9a2a-8c34350f256e",
+            "relation": "embeds",
+            "ref": "[tables/table-4 Alphabet vs S&P 500.html]",
+            "position": {
+              "start": 781,
+              "end": 822
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "9ea3153b-ec56-52f3-9f85-265ad97100f4",
+      "type": "text",
+      "content": "ITEM 7. MANAGEMENT'S DISCUSSION AND ANALYSIS OF FINANCIAL CONDITION AND RESULTS OF OPERATIONS\nPlease read the following discussion and analysis of our financial condition and results of operations together with \"Note about Forward-Looking Statements,\" Part I, Item 1 \"Business,\" Part I, Item 1A \"Risk Factors,\" and our consolidated financial statements and related notes included under Item 8 of this Annual Report on Form 10-K.\nThe following section generally discusses 2025 results compared to 2024 results. Discussion of 2024 results compared to 2023 results to the extent not included in this report can be found in Item 7 of our 2024 Annual Report on Form 10-K.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]",
+      "metadata": {
+        "length": 666,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "ITEM",
+          "MANAGEMENT",
+          "DISCUSSION",
+          "AND",
+          "ANALYSIS",
+          "OF",
+          "FINANCIAL",
+          "CONDITION",
+          "RESULTS",
+          "OPERATIONS",
+          "Please",
+          "read",
+          "discussion",
+          "analysis",
+          "financial",
+          "condition",
+          "results",
+          "operations",
+          "Note",
+          "Forward",
+          "Looking",
+          "Statements",
+          "Part",
+          "Item",
+          "Business",
+          "1A",
+          "Risk",
+          "Factors",
+          "consolidated",
+          "statements",
+          "related",
+          "notes",
+          "included",
+          "Annual",
+          "Report",
+          "Form",
+          "10",
+          "The",
+          "section",
+          "generally",
+          "discusses",
+          "2025",
+          "compared",
+          "2024",
+          "Discussion",
+          "2023",
+          "extent",
+          "report",
+          "found"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "73db955f-7e14-56dd-adc6-0ee65dc6b7b2",
+      "type": "text",
+      "content": "Alphabet is a collection of businesses — the largest of which is Google. We report Google in two segments, Google Services and Google Cloud, and all non-Google businesses collectively as Other Bets. Supporting these businesses, we have centralized certain AI-related research and development focused on advanced research in AI and developing the frontier models that serve our businesses, which is reported in Alphabet-level activities. For further details on our segments, see Part I, Item 1 Business and Note 15 of the Notes to Consolidated Financial Statements included in Item 8 of this Annual Report on Form 10-K.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Understanding Alphabet's Financial Results",
+      "metadata": {
+        "length": 618,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "Alphabet",
+          "collection",
+          "businesses",
+          "largest",
+          "Google",
+          "We",
+          "report",
+          "segments",
+          "Services",
+          "Cloud",
+          "collectively",
+          "Other",
+          "Bets",
+          "Supporting",
+          "centralized",
+          "AI",
+          "related",
+          "research",
+          "development",
+          "focused",
+          "advanced",
+          "developing",
+          "frontier",
+          "models",
+          "serve",
+          "reported",
+          "level",
+          "activities",
+          "For",
+          "details",
+          "Part",
+          "Item",
+          "Business",
+          "Note",
+          "15",
+          "Notes",
+          "Consolidated",
+          "Financial",
+          "Statements",
+          "included",
+          "Annual",
+          "Report",
+          "Form",
+          "10"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "975324c7-e7b2-5624-9ed8-a68d7e60f725",
+      "type": "text",
+      "content": "The following long-term trends have contributed to the results of our consolidated operations, and we anticipate that they will continue to affect our future results:\n\\- As we continue to grow our business and meet the evolving behaviors and needs of our users and customers, our revenue growth and mix along with our cost and margin profiles are being influenced by a number of factors, including:\nExpanded AI Offerings in our Products and Services: The continuing evolution of the online world has contributed to the growth of our business. We expect that this evolution, including user engagement with AI products and services, will continue to benefit our business and our revenues. As we continue to incorporate AI into our products and services, such as with AI Overviews and AI Mode in Search, and with enterprise AI solutions on our Google Cloud Platform, we may monetize differently than our historical consumer and enterprise offerings which could affect revenue growth rates and margin trends. When developing new products and services we generally focus first on user experience and then on monetization. At the same time, we face increasing competition, including from other developers and providers of AI products and services, which may affect our revenues.\nIncreasing Revenues Beyond Advertising: Revenues from cloud, consumer subscriptions, platforms, and devices, which may have differing characteristics than our advertising revenues, have grown over time. Certain of these revenues have been growing at a rate higher than our advertising revenues, becoming a larger percentage of our consolidated revenues, and we expect this trend to continue. The margins on these revenues vary significantly and are generally lower than the margins on our advertising revenues.\nIncreased Investment in Technical Infrastructure: We continue to invest in capital expenditures as we scale our technical infrastructure, in particular for AI, to meet the demand of our users and enterprise customers and to support research internally. We invested heavily in capital expenditures in 2025 and in 2026, we expect to significantly increase, relative to 2025, our investment in our technical infrastructure, including servers and network equipment, and data centers. The costs associated with operating our technical infrastructure - depreciation, energy, equipment, and network capacity - are expected to significantly increase as developing and serving AI offerings require more compute power than our historical consumer and enterprise offerings. While our technical infrastructure costs increase, we expect to continue to drive efficiencies in our data centers, for example, through the design of our AI models and our TPU and GPU-based technical infrastructure.\nContinued Investment in Intellectual Property through R&D and Acquisitions: We continue to make significant research and development investments in areas of strategic focus as we seek to develop new, innovative offerings, and improve our existing offerings across our businesses. Acquisitions and strategic investments remain important elements in our use of capital and contribute to the breadth and depth of our offerings, expand our expertise in engineering and other functional areas, and build strong partnerships around strategic initiatives.\nTraffic Acquisition Costs Growth and Rate Changes: We expect traffic acquisition costs (\"TAC\") paid to our distribution partners and Google Network partners to increase as our advertising revenues grow. Our overall TAC as a percentage of our advertising revenues (\"TAC rate\") has been decreasing primarily due to a revenue mix shift from Google Network properties to Google Search & other properties. Our TAC rate will continue to be affected by changes in device mix; geographic mix; partner agreement terms; partner mix; the percentage of queries channeled through paid access points; product mix; the relative revenue growth rates of advertising revenues from different channels; and revenue share terms.\n• We have raised capital through external financing in the form of debt and we may continue to seek debt or other forms of financing in the future to support our capital and operating needs.\nIn 2025, we raised capital through the issuance of debt and we expect to continue to assess the use of debt and other forms of financing in the future. We expect to continue to enter into finance leases, primarily for data centers. Additionally, in 2025, we provided credit support, such as through backstops and guarantees, to certain infrastructure related counterparties and may continue to provide additional credit support in the future.\n• We face an evolving regulatory environment, and we are subject to claims, lawsuits, investigations, and other forms of potential legal liability, which could affect our business practices and financial results.\nChanges in social, political, economic, tax, and regulatory conditions or in laws and policies governing a wide range of topics and related legal matters, including investigations, lawsuits, and regulatory actions, have resulted in fines and caused us to change our business practices. As the regulatory environment continues to evolve, we may continue to incur fines and we expect increased costs associated with compliance, modifications to our products and services, and limitations on our ability to pursue certain business practices. For additional information, see Part I, Item 1A Risk Factors and Legal Matters in Note 10 of the Notes to Consolidated Financial Statements included in Item 8 of this Annual Report on Form 10-K.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Trends in Our Business and Financial Effect",
+      "metadata": {
+        "length": 5601,
+        "summary": "The passage outlines long-term trends affecting consolidated operations, including expanded AI offerings that may alter monetization and face competition; increasing non-advertising revenues from cloud and subscriptions with generally lower margins; significant capital expenditure growth for technical infrastructure, especially AI, driving higher operating costs; continued R&D and acquisition investments; rising traffic acquisition costs with a shifting rate; potential future debt financing; and an evolving regulatory environment leading to compliance costs and business practice changes.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "The",
+          "long",
+          "term",
+          "trends",
+          "contributed",
+          "results",
+          "consolidated",
+          "operations",
+          "anticipate",
+          "continue",
+          "affect",
+          "future",
+          "As",
+          "grow",
+          "business",
+          "meet",
+          "evolving",
+          "behaviors",
+          "users",
+          "customers",
+          "revenue",
+          "growth",
+          "mix",
+          "cost",
+          "margin",
+          "profiles",
+          "influenced",
+          "number",
+          "factors",
+          "including",
+          "Expanded",
+          "AI",
+          "Offerings",
+          "Products",
+          "Services",
+          "continuing",
+          "evolution",
+          "online",
+          "world",
+          "We",
+          "expect",
+          "user",
+          "engagement",
+          "products",
+          "services",
+          "benefit",
+          "revenues",
+          "incorporate",
+          "Overviews",
+          "Mode",
+          "Search",
+          "enterprise",
+          "solutions",
+          "Google",
+          "Cloud",
+          "Platform",
+          "monetize",
+          "differently",
+          "historical",
+          "consumer",
+          "offerings",
+          "rates",
+          "When",
+          "developing",
+          "generally",
+          "focus",
+          "experience",
+          "monetization",
+          "At",
+          "time",
+          "face",
+          "increasing",
+          "competition",
+          "developers",
+          "providers",
+          "Increasing",
+          "Revenues",
+          "Beyond",
+          "Advertising",
+          "cloud",
+          "subscriptions",
+          "platforms",
+          "devices",
+          "differing",
+          "characteristics",
+          "advertising",
+          "grown",
+          "Certain",
+          "growing",
+          "rate",
+          "higher",
+          "larger",
+          "percentage",
+          "trend",
+          "margins",
+          "vary",
+          "significantly",
+          "lower",
+          "Increased",
+          "Investment",
+          "Technical",
+          "Infrastructure",
+          "invest",
+          "capital",
+          "expenditures",
+          "scale",
+          "technical",
+          "infrastructure",
+          "demand",
+          "support",
+          "research",
+          "internally",
+          "invested",
+          "heavily",
+          "2025",
+          "2026",
+          "increase",
+          "relative",
+          "investment",
+          "servers",
+          "network",
+          "equipment",
+          "data",
+          "centers",
+          "costs",
+          "operating",
+          "depreciation",
+          "energy",
+          "capacity",
+          "expected",
+          "serving",
+          "require",
+          "compute",
+          "power",
+          "While",
+          "drive",
+          "efficiencies",
+          "design",
+          "models",
+          "TPU",
+          "GPU",
+          "based",
+          "Continued",
+          "Intellectual",
+          "Property",
+          "Acquisitions",
+          "make",
+          "significant",
+          "development",
+          "investments",
+          "areas",
+          "strategic",
+          "seek",
+          "develop",
+          "innovative",
+          "improve",
+          "existing",
+          "businesses",
+          "remain",
+          "important",
+          "elements",
+          "contribute",
+          "breadth",
+          "depth",
+          "expand",
+          "expertise",
+          "engineering",
+          "functional",
+          "build",
+          "strong",
+          "partnerships",
+          "initiatives",
+          "Traffic",
+          "Acquisition",
+          "Costs",
+          "Growth",
+          "Rate",
+          "Changes",
+          "traffic",
+          "acquisition",
+          "TAC",
+          "paid",
+          "distribution",
+          "partners",
+          "Network",
+          "Our",
+          "decreasing",
+          "primarily",
+          "due",
+          "shift",
+          "properties",
+          "affected",
+          "device",
+          "geographic",
+          "partner",
+          "agreement",
+          "terms",
+          "queries",
+          "channeled",
+          "access",
+          "points",
+          "product",
+          "channels",
+          "share",
+          "raised",
+          "external",
+          "financing",
+          "form",
+          "debt",
+          "forms",
+          "In",
+          "issuance",
+          "assess",
+          "enter",
+          "finance",
+          "leases",
+          "Additionally",
+          "provided",
+          "credit",
+          "backstops",
+          "guarantees",
+          "related",
+          "counterparties",
+          "provide",
+          "additional",
+          "regulatory",
+          "environment",
+          "subject",
+          "claims",
+          "lawsuits",
+          "investigations",
+          "potential",
+          "legal",
+          "liability",
+          "practices",
+          "financial",
+          "social",
+          "political",
+          "economic",
+          "tax",
+          "conditions",
+          "laws",
+          "policies",
+          "governing",
+          "wide",
+          "range",
+          "topics",
+          "matters",
+          "actions",
+          "resulted",
+          "fines",
+          "caused",
+          "change",
+          "continues",
+          "evolve",
+          "incur",
+          "increased",
+          "compliance",
+          "modifications",
+          "limitations",
+          "ability",
+          "pursue",
+          "For",
+          "information",
+          "Part",
+          "Item",
+          "1A",
+          "Risk",
+          "Factors",
+          "Legal",
+          "Matters",
+          "Note",
+          "10",
+          "Notes",
+          "Consolidated",
+          "Financial",
+          "Statements",
+          "included",
+          "Annual",
+          "Report",
+          "Form"
+        ],
+        "keywords": [
+          "AI investment",
+          "revenue mix",
+          "regulatory risks"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "3f6a010d-cc2c-5dd6-9ec7-449c72f4e80a",
+      "type": "text",
+      "content": "We generate revenues by delivering relevant, cost-effective online advertising; cloud-based solutions that provide enterprise customers of all sizes with infrastructure, platform services, and applications; and sales of other products and services, such as fees received for subscription-based products, apps and in-app purchases, and devices. For additional information on how we recognize revenue, see Note 1 of the Notes to Consolidated Financial Statements included in Item 8 of this Annual Report on Form 10-K.\nIn addition to the long-term trends and their financial effect on our business discussed above, fluctuations in our revenues have been and may continue to be affected by a combination of factors, including:\n• changes in foreign currency exchange rates;\n• changes in pricing, such as those resulting from changes in fee structures, discounts, and customer incentives;\n- general economic conditions and various external dynamics, including geopolitical events, regulations, and other measures and their effect on advertiser, consumer, and enterprise spending;\n- new product, service, and market launches; and\n- seasonality.\nAdditionally, fluctuations in our revenues generated from advertising (\"Google advertising\"), other sources (\"Google subscriptions, platforms, and devices\"), Google Cloud, and Other Bets have been, and may continue to be, affected by other factors unique to each set of revenues, as described below.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Revenues and Monetization Metrics",
+      "metadata": {
+        "length": 1437,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "We",
+          "generate",
+          "revenues",
+          "delivering",
+          "relevant",
+          "cost",
+          "effective",
+          "online",
+          "advertising",
+          "cloud",
+          "based",
+          "solutions",
+          "provide",
+          "enterprise",
+          "customers",
+          "sizes",
+          "infrastructure",
+          "platform",
+          "services",
+          "applications",
+          "sales",
+          "products",
+          "fees",
+          "received",
+          "subscription",
+          "apps",
+          "app",
+          "purchases",
+          "devices",
+          "For",
+          "additional",
+          "information",
+          "recognize",
+          "revenue",
+          "Note",
+          "Notes",
+          "Consolidated",
+          "Financial",
+          "Statements",
+          "included",
+          "Item",
+          "Annual",
+          "Report",
+          "Form",
+          "10",
+          "In",
+          "addition",
+          "long",
+          "term",
+          "trends",
+          "financial",
+          "effect",
+          "business",
+          "discussed",
+          "fluctuations",
+          "continue",
+          "affected",
+          "combination",
+          "factors",
+          "including",
+          "foreign",
+          "currency",
+          "exchange",
+          "rates",
+          "pricing",
+          "resulting",
+          "fee",
+          "structures",
+          "discounts",
+          "customer",
+          "incentives",
+          "general",
+          "economic",
+          "conditions",
+          "external",
+          "dynamics",
+          "geopolitical",
+          "events",
+          "regulations",
+          "measures",
+          "advertiser",
+          "consumer",
+          "spending",
+          "product",
+          "service",
+          "market",
+          "launches",
+          "seasonality",
+          "Additionally",
+          "generated",
+          "Google",
+          "sources",
+          "subscriptions",
+          "platforms",
+          "Cloud",
+          "Other",
+          "Bets",
+          "unique",
+          "set"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "563b357c-c855-5f6d-adf4-952742e5df67",
+      "type": "text",
+      "content": "Google Services revenues consist of Google advertising as well as Google subscriptions, platforms, and devices revenues.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Revenues and Monetization Metrics/Google Services",
+      "metadata": {
+        "length": 120,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "Google",
+          "Services",
+          "revenues",
+          "consist",
+          "advertising",
+          "subscriptions",
+          "platforms",
+          "devices"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "eab7f293-a847-5f21-a169-bd0a037731a5",
+      "type": "text",
+      "content": "Google advertising revenues are comprised of the following:\n- Google Search & other, which includes revenues generated on Google search properties (including revenues from traffic generated by search distribution partners who use Google.com as their default search in browsers, toolbars, etc.), and other Google owned and operated properties like Gmail, Google Maps, and Google Play;\n• YouTube ads, which includes revenues generated on YouTube properties; and\n- Google Network, which includes revenues generated on Google Network properties participating in AdMob, AdSense, and Google Ad Manager.\nWe use certain metrics to track how well traffic across various properties is monetized as it relates to our advertising revenues: paid clicks and cost-per-click pertain to traffic on Google Search & other properties, while impressions and cost-per-impression pertain to traffic on our Google Network properties.\nPaid clicks represent engagement by users and include clicks on advertisements by end-users on Google search properties and other Google owned and operated properties including Gmail, Google Maps, and Google Play. Cost-per-click is defined as click-driven revenues divided by our total number of paid clicks and represents the average amount we charge advertisers for each engagement by users.\nImpressions include impressions displayed to users on Google Network properties participating primarily in AdMob, AdSense, and Google Ad Manager. Cost-per-impression is defined as impression-based and click-based revenues divided by our total number of impressions, and represents the average amount we charge advertisers for each impression displayed to users.\nAs our business evolves, we periodically review, refine, and update our methodologies for monitoring, gathering, and counting the number of paid clicks and the number of impressions, and for identifying the revenues generated by the corresponding click and impression activity.\nFluctuations in our advertising revenues, as well as the change in paid clicks and cost-per-click on Google Search & other properties and the change in impressions and cost-per-impression on Google Network properties and the correlation between these items have been, and may continue to be, affected by factors in addition to the general factors described above, such as:\n• advertiser competition for keywords;\n• changes in advertising quality, formats, delivery, or policy;\n• changes in device mix;\n- seasonal fluctuations in internet usage, advertising expenditures, and underlying business trends, such as traditional retail seasonality; and\n- traffic growth in emerging markets compared to more mature markets and across various verticals and channels.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Revenues and Monetization Metrics/Google Services/Google Advertising",
+      "metadata": {
+        "length": 2701,
+        "summary": "Google advertising revenues come from Google Search & other properties, YouTube ads, and Google Network. Key metrics include paid clicks and cost-per-click for Search, and impressions and cost-per-impression for Network. Revenues are affected by factors like advertiser competition, ad quality, device mix, seasonality, and emerging market growth.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "Google",
+          "advertising",
+          "revenues",
+          "comprised",
+          "Search",
+          "includes",
+          "generated",
+          "search",
+          "properties",
+          "including",
+          "traffic",
+          "distribution",
+          "partners",
+          "default",
+          "browsers",
+          "toolbars",
+          "owned",
+          "operated",
+          "Gmail",
+          "Maps",
+          "Play",
+          "YouTube",
+          "ads",
+          "Network",
+          "participating",
+          "AdMob",
+          "AdSense",
+          "Ad",
+          "Manager",
+          "We",
+          "metrics",
+          "track",
+          "monetized",
+          "relates",
+          "paid",
+          "clicks",
+          "cost",
+          "click",
+          "pertain",
+          "impressions",
+          "impression",
+          "Paid",
+          "represent",
+          "engagement",
+          "users",
+          "include",
+          "advertisements",
+          "end",
+          "Cost",
+          "defined",
+          "driven",
+          "divided",
+          "total",
+          "number",
+          "represents",
+          "average",
+          "amount",
+          "charge",
+          "advertisers",
+          "Impressions",
+          "displayed",
+          "primarily",
+          "based",
+          "As",
+          "business",
+          "evolves",
+          "periodically",
+          "review",
+          "refine",
+          "update",
+          "methodologies",
+          "monitoring",
+          "gathering",
+          "counting",
+          "identifying",
+          "activity",
+          "Fluctuations",
+          "change",
+          "correlation",
+          "items",
+          "continue",
+          "affected",
+          "factors",
+          "addition",
+          "general",
+          "advertiser",
+          "competition",
+          "keywords",
+          "quality",
+          "formats",
+          "delivery",
+          "policy",
+          "device",
+          "mix",
+          "seasonal",
+          "fluctuations",
+          "internet",
+          "usage",
+          "expenditures",
+          "underlying",
+          "trends",
+          "traditional",
+          "retail",
+          "seasonality",
+          "growth",
+          "emerging",
+          "markets",
+          "compared",
+          "mature",
+          "verticals",
+          "channels"
+        ],
+        "keywords": [
+          "advertising",
+          "paid clicks",
+          "impressions"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "0974902e-d672-55cf-ae75-1a6788144e2a",
+      "type": "text",
+      "content": "Google subscriptions, platforms, and devices revenues are comprised of the following:\n- consumer subscriptions, which primarily include revenues from YouTube services, such as YouTube TV, YouTube Music and Premium, and NFL Sunday Ticket, as well as Google One, which offers access to our most capable Gemini models;\n- platforms, which primarily include revenues from Google Play sales of apps and in-app purchases;\n• devices, which primarily include sales of the Pixel family of devices; and\n• other products and services.\nFluctuations in our Google subscriptions, platforms, and devices revenues have been, and may continue to be, affected by factors in addition to the general factors described above, such as changes in customer usage and demand, number of subscribers, and the timing of product launches.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Revenues and Monetization Metrics/Google Services/Google Subscriptions, Platforms, and Devices",
+      "metadata": {
+        "length": 808,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "Google",
+          "subscriptions",
+          "platforms",
+          "devices",
+          "revenues",
+          "comprised",
+          "consumer",
+          "primarily",
+          "include",
+          "YouTube",
+          "services",
+          "TV",
+          "Music",
+          "Premium",
+          "NFL",
+          "Sunday",
+          "Ticket",
+          "One",
+          "offers",
+          "access",
+          "capable",
+          "Gemini",
+          "models",
+          "Play",
+          "sales",
+          "apps",
+          "app",
+          "purchases",
+          "Pixel",
+          "family",
+          "products",
+          "Fluctuations",
+          "continue",
+          "affected",
+          "factors",
+          "addition",
+          "general",
+          "customer",
+          "usage",
+          "demand",
+          "number",
+          "subscribers",
+          "timing",
+          "product",
+          "launches"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "64d5d750-eb27-5e0e-854a-6d4de7c26d96",
+      "type": "text",
+      "content": "Google Cloud revenues are comprised of the following:\n- Google Cloud Platform primarily generates consumption-based fees and subscriptions for infrastructure, platform, and other services. These services provide access to solutions such as AI offerings including our enterprise AI infrastructure, Vertex AI platform, and Gemini Enterprise; cybersecurity offerings; and data and analytics solutions;\n- Google Workspace includes subscriptions for cloud-based communication and collaboration tools for enterprises, such as Gmail, Docs, Calendar, Drive, and Meet, with integrated features like Gemini for Google Workspace; and\n• other enterprise services.\nFluctuations in our Google Cloud revenues have been, and may continue to be, affected by factors in addition to the general factors described above, such as changes in customer usage, demand, and supply availability.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Revenues and Monetization Metrics/Google Services/Google Cloud",
+      "metadata": {
+        "length": 868,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "Google",
+          "Cloud",
+          "revenues",
+          "comprised",
+          "Platform",
+          "primarily",
+          "generates",
+          "consumption",
+          "based",
+          "fees",
+          "subscriptions",
+          "infrastructure",
+          "platform",
+          "services",
+          "These",
+          "provide",
+          "access",
+          "solutions",
+          "AI",
+          "offerings",
+          "including",
+          "enterprise",
+          "Vertex",
+          "Gemini",
+          "Enterprise",
+          "cybersecurity",
+          "data",
+          "analytics",
+          "Workspace",
+          "includes",
+          "cloud",
+          "communication",
+          "collaboration",
+          "tools",
+          "enterprises",
+          "Gmail",
+          "Docs",
+          "Calendar",
+          "Drive",
+          "Meet",
+          "integrated",
+          "features",
+          "Fluctuations",
+          "continue",
+          "affected",
+          "factors",
+          "addition",
+          "general",
+          "customer",
+          "usage",
+          "demand",
+          "supply",
+          "availability"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "70bce9c9-092f-58fa-8e74-8b766e3b8166",
+      "type": "text",
+      "content": "Revenues from Other Bets are generated primarily from the sale of autonomous transportation services and internet services.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Revenues and Monetization Metrics/Google Services/Other Bets",
+      "metadata": {
+        "length": 123,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "Revenues",
+          "Other",
+          "Bets",
+          "generated",
+          "primarily",
+          "sale",
+          "autonomous",
+          "transportation",
+          "services",
+          "internet"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "95b151ef-1975-571e-b52d-3399f43e825c",
+      "type": "text",
+      "content": "Our cost structure has two components: cost of revenues and operating expenses. Our operating expenses include costs related to research and development, sales and marketing, and general and administrative functions. Certain of our costs and expenses, including those associated with the operation of our technical infrastructure as well as components of our operating expenses, are generally less variable in nature and may not correlate to changes in revenue. Additionally, fluctuations in employee compensation expenses may not directly correlate with changes in headcount, due to factors such as annual SBC awards that vest over time.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Costs and Expenses",
+      "metadata": {
+        "length": 638,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "Our",
+          "cost",
+          "structure",
+          "components",
+          "revenues",
+          "operating",
+          "expenses",
+          "include",
+          "costs",
+          "related",
+          "research",
+          "development",
+          "sales",
+          "marketing",
+          "general",
+          "administrative",
+          "functions",
+          "Certain",
+          "including",
+          "operation",
+          "technical",
+          "infrastructure",
+          "generally",
+          "variable",
+          "nature",
+          "correlate",
+          "revenue",
+          "Additionally",
+          "fluctuations",
+          "employee",
+          "compensation",
+          "directly",
+          "headcount",
+          "due",
+          "factors",
+          "annual",
+          "SBC",
+          "awards",
+          "vest",
+          "time"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "d94184e9-a762-5d60-afaf-19c0a8c0807b",
+      "type": "text",
+      "content": "Cost of revenues is comprised of TAC and other costs of revenues.\n• TAC includes:\namounts paid to our distribution partners who make available our search access points and other ad-supported services. Our distribution partners include browser providers, mobile carriers, original equipment manufacturers, and software developers; and\n• amounts paid to Google Network partners primarily for ads displayed on their properties.\n• Other cost of revenues primarily includes:\ncontent acquisition costs, which are payments to content providers from whom we license video and other content for distribution, primarily related to YouTube (we pay fees to these content providers based on revenues generated, subscriber counts, or a flat fee);\n• depreciation expense, primarily related to our technical infrastructure;\n• employee compensation expenses related to our technical infrastructure and other operations such as content review and customer and product support;\ninventory and other costs related to the devices we sell; and\nother technical infrastructure operations costs, including energy, equipment, and network capacity costs.\nTAC as a percentage of revenues generated from ads placed on Google Network properties are significantly higher than TAC as a percentage of revenues generated from ads placed on Google Search & other properties, because most of the advertiser revenues from ads served on Google Network properties are paid as TAC to our Google Network partners.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Costs and Expenses/Cost of Revenues",
+      "metadata": {
+        "length": 1471,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "Cost",
+          "revenues",
+          "comprised",
+          "TAC",
+          "costs",
+          "includes",
+          "amounts",
+          "paid",
+          "distribution",
+          "partners",
+          "make",
+          "search",
+          "access",
+          "points",
+          "ad",
+          "supported",
+          "services",
+          "Our",
+          "include",
+          "browser",
+          "providers",
+          "mobile",
+          "carriers",
+          "original",
+          "equipment",
+          "manufacturers",
+          "software",
+          "developers",
+          "Google",
+          "Network",
+          "primarily",
+          "ads",
+          "displayed",
+          "properties",
+          "Other",
+          "cost",
+          "content",
+          "acquisition",
+          "payments",
+          "license",
+          "video",
+          "related",
+          "YouTube",
+          "pay",
+          "fees",
+          "based",
+          "generated",
+          "subscriber",
+          "counts",
+          "flat",
+          "fee",
+          "depreciation",
+          "expense",
+          "technical",
+          "infrastructure",
+          "employee",
+          "compensation",
+          "expenses",
+          "operations",
+          "review",
+          "customer",
+          "product",
+          "support",
+          "inventory",
+          "devices",
+          "sell",
+          "including",
+          "energy",
+          "network",
+          "capacity",
+          "percentage",
+          "significantly",
+          "higher",
+          "Search",
+          "advertiser",
+          "served"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "a734fcb3-cde2-5c8a-aa36-ff2a8c357c4c",
+      "type": "text",
+      "content": "Operating expenses are generally incurred during our normal course of business, which we categorize as either research and development, sales and marketing, or general and administrative.\nThe main components of our research and development expenses are:\n• depreciation expense, primarily related to our technical infrastructure;\n- employee compensation expenses for engineering and technical employees responsible for research and development related to our existing and new products and services;\n• other technical infrastructure operations costs, including energy, equipment, and network capacity costs; and\n- third-party services fees primarily relating to consulting and outsourced services in support of our engineering and product development efforts.\nThe main components of our sales and marketing expenses are:\n- employee compensation expenses for employees engaged in sales and marketing, sales support, and certain customer service functions; and\n- spend relating to our advertising and promotional activities in support of our products and services.\nThe main components of our general and administrative expenses are:\n- employee compensation expenses for employees in finance, human resources, information technology, legal, and other administrative support functions;\n• expenses relating to legal and other matters, including certain fines and settlements; and\n- third-party services fees, including audit, consulting, outside legal, and other outsourced administrative services.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Costs and Expenses/Operating Expenses",
+      "metadata": {
+        "length": 1491,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "Operating",
+          "expenses",
+          "generally",
+          "incurred",
+          "normal",
+          "business",
+          "categorize",
+          "research",
+          "development",
+          "sales",
+          "marketing",
+          "general",
+          "administrative",
+          "The",
+          "main",
+          "components",
+          "depreciation",
+          "expense",
+          "primarily",
+          "related",
+          "technical",
+          "infrastructure",
+          "employee",
+          "compensation",
+          "engineering",
+          "employees",
+          "responsible",
+          "existing",
+          "products",
+          "services",
+          "operations",
+          "costs",
+          "including",
+          "energy",
+          "equipment",
+          "network",
+          "capacity",
+          "party",
+          "fees",
+          "relating",
+          "consulting",
+          "outsourced",
+          "support",
+          "product",
+          "efforts",
+          "engaged",
+          "customer",
+          "service",
+          "functions",
+          "spend",
+          "advertising",
+          "promotional",
+          "activities",
+          "finance",
+          "human",
+          "resources",
+          "information",
+          "technology",
+          "legal",
+          "matters",
+          "fines",
+          "settlements",
+          "audit"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "c6f65398-6674-58e6-bcaa-ee7cc7160add",
+      "type": "text",
+      "content": "OI&E, net primarily consists of interest income (expense), the effect of foreign currency exchange gains (losses), net gains (losses) and impairment on our marketable and non-marketable securities and income (loss) and impairment from our equity method investments.\nFor additional information, including how we account for our investments and factors that can drive fluctuations in the value of our investments, see Note 1 and Note 3 of the Notes to Consolidated Financial Statements included in Item 8 as well as Item 7A Quantitative and Qualitative Disclosures About Market Risk of this Annual Report on Form 10-K.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Costs and Expenses/Other Income (Expense), Net",
+      "metadata": {
+        "length": 616,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "OI",
+          "net",
+          "primarily",
+          "consists",
+          "interest",
+          "income",
+          "expense",
+          "effect",
+          "foreign",
+          "currency",
+          "exchange",
+          "gains",
+          "losses",
+          "impairment",
+          "marketable",
+          "securities",
+          "loss",
+          "equity",
+          "method",
+          "investments",
+          "For",
+          "additional",
+          "information",
+          "including",
+          "account",
+          "factors",
+          "drive",
+          "fluctuations",
+          "Note",
+          "Notes",
+          "Consolidated",
+          "Financial",
+          "Statements",
+          "included",
+          "Item",
+          "7A",
+          "Quantitative",
+          "Qualitative",
+          "Disclosures",
+          "About",
+          "Market",
+          "Risk",
+          "Annual",
+          "Report",
+          "Form",
+          "10"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "d82a6b7b-8b0f-53dd-8627-cecbcf104c1a",
+      "type": "text",
+      "content": "Provision for income taxes represents the estimated amount of federal, state, and foreign income taxes incurred in the US and the many jurisdictions in which we operate. The provision includes the effect of reserve provisions and changes to reserves that are considered appropriate as well as the related net interest and penalties.\nFor additional information, including a reconciliation of the US federal statutory rate to our effective tax rate, see Note 14 of the Notes to Consolidated Financial Statements included in Item 8 of this Annual Report on Form 10-K.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Costs and Expenses/Provision for Income Taxes",
+      "metadata": {
+        "length": 564,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "Provision",
+          "income",
+          "taxes",
+          "represents",
+          "estimated",
+          "amount",
+          "federal",
+          "state",
+          "foreign",
+          "incurred",
+          "US",
+          "jurisdictions",
+          "operate",
+          "The",
+          "provision",
+          "includes",
+          "effect",
+          "reserve",
+          "provisions",
+          "reserves",
+          "considered",
+          "related",
+          "net",
+          "interest",
+          "penalties",
+          "For",
+          "additional",
+          "information",
+          "including",
+          "reconciliation",
+          "statutory",
+          "rate",
+          "effective",
+          "tax",
+          "Note",
+          "14",
+          "Notes",
+          "Consolidated",
+          "Financial",
+          "Statements",
+          "included",
+          "Item",
+          "Annual",
+          "Report",
+          "Form",
+          "10"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "fb4f5994-9126-534f-9dcd-1d08d979a0b4",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"2\"></td><td colspan=\"2\">Year Ended December 31,</td><td rowspan=\"2\">$ Change</td><td rowspan=\"2\">% Change</td></tr><tr><td>2024</td><td>2025</td></tr><tr><td>Consolidated revenues</td><td>$ 350,018</td><td>$ 402,836</td><td>$ 52,818</td><td>15 %</td></tr><tr><td>Cost of revenues</td><td>$ 146,306</td><td>$ 162,535</td><td>$ 16,229</td><td>11 %</td></tr><tr><td>Operating expenses</td><td>$ 91,322</td><td>$ 111,262</td><td>$ 19,940</td><td>22 %</td></tr><tr><td>Operating income</td><td>$ 112,390</td><td>$ 129,039</td><td>$ 16,649</td><td>15 %</td></tr><tr><td>Operating margin</td><td>32 %</td><td>32 %</td><td></td><td>0 %</td></tr><tr><td>Other income (expense), net</td><td>$ 7,425</td><td>$ 29,787</td><td>$ 22,362</td><td>301 %</td></tr><tr><td>Net income</td><td>$ 100,118</td><td>$ 132,170</td><td>$ 32,052</td><td>32 %</td></tr><tr><td>Diluted net income per share(1)</td><td>$ 8.04</td><td>$ 10.81</td><td>$ 2.77</td><td>34 %</td></tr></table>",
+      "path": "tables/table-5 Financial Results.html",
+      "metadata": {
+        "length": 980,
+        "summary": "table-6\nThe table shows financial data for years ended December 31, 2024 and 2025. Consolidated revenues increased 15% to $402,836, net income rose 32% to $132,170, and diluted net income per share grew 34% to $10.81.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "file_path": "tables/table-5 Financial Results.html",
+        "keywords": [
+          "revenues",
+          "net income",
+          "operating income"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "643e21e4-bb5b-5bc0-9dbc-a4d309218737",
+      "type": "text",
+      "content": "The following table summarizes consolidated financial results (in millions, except for per share information and percentages):\n\n[tables/table-5 Financial Results.html]\n\n(1) For additional information on the calculation of diluted net income per share, see Note 12 of the Notes to Consolidated Financial Statements included in Item 8 of this Annual Report on Form 10-K.\n- Revenues were \\$402.8 billion, an increase of 15% year over year, primarily driven by an increase in Google Services revenues of \\$37.8 billion, or 12%, and an increase in Google Cloud revenues of \\$15.5 billion, or 36%.\n- Cost of revenues was \\$162.5 billion, an increase of 11% year over year, primarily driven by increases in TAC, content acquisition costs, and depreciation expense.\n- Operating expenses were \\$111.3 billion, an increase of 22% year over year, primarily driven by increases in employee compensation expenses, expenses related to legal and other matters, and depreciation expense.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Executive Overview",
+      "metadata": {
+        "length": 995,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "The",
+          "table",
+          "summarizes",
+          "consolidated",
+          "financial",
+          "results",
+          "millions",
+          "share",
+          "information",
+          "percentages",
+          "For",
+          "additional",
+          "calculation",
+          "diluted",
+          "net",
+          "income",
+          "Note",
+          "12",
+          "Notes",
+          "Consolidated",
+          "Financial",
+          "Statements",
+          "included",
+          "Item",
+          "Annual",
+          "Report",
+          "Form",
+          "10",
+          "Revenues",
+          "402.8",
+          "billion",
+          "increase",
+          "15%",
+          "year",
+          "primarily",
+          "driven",
+          "Google",
+          "Services",
+          "revenues",
+          "37.8",
+          "12%",
+          "Cloud",
+          "15.5",
+          "36%",
+          "Cost",
+          "162.5",
+          "11%",
+          "increases",
+          "TAC",
+          "content",
+          "acquisition",
+          "costs",
+          "depreciation",
+          "expense",
+          "Operating",
+          "expenses",
+          "111.3",
+          "22%",
+          "employee",
+          "compensation",
+          "related",
+          "legal",
+          "matters"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "fb4f5994-9126-534f-9dcd-1d08d979a0b4",
+            "relation": "embeds",
+            "ref": "[tables/table-5 Financial Results.html]",
+            "position": {
+              "start": 128,
+              "end": 167
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "a4b5d9a4-cf8c-5906-b920-b3a276af44c6",
+      "type": "text",
+      "content": "- In 2025, we entered into definitive agreements to acquire Wiz, a leading cloud security platform, for \\$32.0 billion, and Intersect, a provider of data center and energy infrastructure solutions, for \\$4.8 billion in cash plus the assumption of debt. Both acquisitions are expected to close in 2026, subject to customary closing conditions, including the receipt of regulatory approvals.\n- In 2025, we issued senior unsecured notes for net proceeds of \\$37.3 billion, to be used for general corporate purposes.\n- OI&E of \\$29.8 billion for the year ended December 31, 2025 included net gains on equity securities of \\$24.1 billion, primarily related to unrealized gains on our non-marketable equity securities.\n- Other Bets operating loss of \\$7.5 billion for the year ended December 31, 2025 included a \\$2.1 billion employee compensation charge recognized in the fourth quarter for Waymo, primarily reflected in research and development expenses, based on estimated stock valuation. In February 2026, Waymo announced an investment round of \\$16.0 billion, the significant majority of which was funded by Alphabet.\n- Changes to U.S. tax law enacted on July 4, 2025, allow, among other things, for immediate expensing of domestic research and experimentation costs and accelerated depreciation on eligible capital expenditures, the effects of which are included in operating cash flows for the year ended December 31, 2025.\n- Repurchases of Class A and Class C shares were \\$6.5 billion and \\$38.9 billion, respectively, totaling \\$45.4 billion for the year ended December 31, 2025.\n- Operating cash flow was \\$164.7 billion for the year ended December 31, 2025.\n- Capital expenditures, which primarily reflected investments in technical infrastructure, were \\$91.4 billion for the year ended December 31, 2025.\n• As of December 31, 2025, we had 190,820 employees.\nWe are monitoring ongoing developments surrounding international trade and the macroeconomic environment. As a result of volatility in international trade and financial markets, we may experience direct and indirect effects on our business, operations, and financial results. Our past results may not be indicative of our future performance, and our financial results may differ materially from historical trends.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Other Information:",
+      "metadata": {
+        "length": 2280,
+        "summary": "In 2025, Alphabet entered agreements to acquire Wiz for $32.0 billion and Intersect for $4.8 billion, both expected to close in 2026. It issued $37.3 billion in senior notes. Other income and expense included $24.1 billion in net gains on equity securities. Other Bets had a $7.5 billion operating loss including a $2.1 billion Waymo compensation charge. U.S. tax law changes allowed immediate expensing of R&D costs. Share repurchases totaled $45.4 billion. Operating cash flow was $164.7 billion, capital expenditures $91.4 billion, and employee count 190,820. The company noted potential impacts from international trade volatility.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "In",
+          "2025",
+          "entered",
+          "definitive",
+          "agreements",
+          "acquire",
+          "Wiz",
+          "leading",
+          "cloud",
+          "security",
+          "platform",
+          "32.0",
+          "billion",
+          "Intersect",
+          "provider",
+          "data",
+          "center",
+          "energy",
+          "infrastructure",
+          "solutions",
+          "4.8",
+          "cash",
+          "assumption",
+          "debt",
+          "Both",
+          "acquisitions",
+          "expected",
+          "close",
+          "2026",
+          "subject",
+          "customary",
+          "closing",
+          "conditions",
+          "including",
+          "receipt",
+          "regulatory",
+          "approvals",
+          "issued",
+          "senior",
+          "unsecured",
+          "notes",
+          "net",
+          "proceeds",
+          "37.3",
+          "general",
+          "corporate",
+          "purposes",
+          "OI",
+          "29.8",
+          "year",
+          "ended",
+          "December",
+          "31",
+          "included",
+          "gains",
+          "equity",
+          "securities",
+          "24.1",
+          "primarily",
+          "related",
+          "unrealized",
+          "marketable",
+          "Other",
+          "Bets",
+          "operating",
+          "loss",
+          "7.5",
+          "2.1",
+          "employee",
+          "compensation",
+          "charge",
+          "recognized",
+          "fourth",
+          "quarter",
+          "Waymo",
+          "reflected",
+          "research",
+          "development",
+          "expenses",
+          "based",
+          "estimated",
+          "stock",
+          "valuation",
+          "February",
+          "announced",
+          "investment",
+          "round",
+          "16.0",
+          "significant",
+          "majority",
+          "funded",
+          "Alphabet",
+          "Changes",
+          "tax",
+          "law",
+          "enacted",
+          "July",
+          "things",
+          "expensing",
+          "domestic",
+          "experimentation",
+          "costs",
+          "accelerated",
+          "depreciation",
+          "eligible",
+          "capital",
+          "expenditures",
+          "effects",
+          "flows",
+          "Repurchases",
+          "Class",
+          "shares",
+          "6.5",
+          "38.9",
+          "totaling",
+          "45.4",
+          "Operating",
+          "flow",
+          "164.7",
+          "Capital",
+          "investments",
+          "technical",
+          "91.4",
+          "As",
+          "190",
+          "820",
+          "employees",
+          "We",
+          "monitoring",
+          "ongoing",
+          "developments",
+          "surrounding",
+          "international",
+          "trade",
+          "macroeconomic",
+          "environment",
+          "result",
+          "volatility",
+          "financial",
+          "markets",
+          "experience",
+          "direct",
+          "indirect",
+          "business",
+          "operations",
+          "results",
+          "Our",
+          "past",
+          "indicative",
+          "future",
+          "performance",
+          "differ",
+          "materially",
+          "historical",
+          "trends"
+        ],
+        "keywords": [
+          "acquisitions",
+          "financial results",
+          "tax law"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "047f28cf-731c-5e8f-ad68-f5104050b011",
+      "type": "text",
+      "content": "",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Financial Results",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "0f78488e-2596-5d22-ab3c-7f51ebc11d1f",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"2\"></td><td colspan=\"2\">Year Ended December 31,</td></tr><tr><td>2024</td><td>2025</td></tr><tr><td>Google Search &amp; other</td><td>$ 198,084</td><td>$ 224,532</td></tr><tr><td>YouTube ads</td><td>36,147</td><td>40,367</td></tr><tr><td>Google Network</td><td>30,359</td><td>29,792</td></tr><tr><td>Google advertising</td><td>264,590</td><td>294,691</td></tr><tr><td>Google subscriptions, platforms, and devices</td><td>40,340</td><td>48,030</td></tr><tr><td>Google Services total</td><td>304,930</td><td>342,721</td></tr><tr><td>Google Cloud</td><td>43,229</td><td>58,705</td></tr><tr><td>Other Bets</td><td>1,648</td><td>1,537</td></tr><tr><td>Hedging gains (losses)</td><td>211</td><td>(127)</td></tr><tr><td>Total revenues</td><td>$ 350,018</td><td>$ 402,836</td></tr></table>",
+      "path": "tables/table-6 Revenue Breakdown.html",
+      "metadata": {
+        "length": 805,
+        "summary": "table-7\nThe table shows Google's revenue breakdown for 2024 and 2025, with total revenues rising from $350,018 to $402,836, driven by growth in Search, YouTube, and Cloud.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "file_path": "tables/table-6 Revenue Breakdown.html",
+        "keywords": [
+          "Google",
+          "Revenue",
+          "2024-2025"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "1a95e78c-c850-5db1-84ea-1245afaf0dea",
+      "type": "text",
+      "content": "The following table presents revenues by type (in millions):\n\n[tables/table-6 Revenue Breakdown.html]",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Financial Results/Revenues",
+      "metadata": {
+        "length": 107,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "The",
+          "table",
+          "presents",
+          "revenues",
+          "type",
+          "millions"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "0f78488e-2596-5d22-ab3c-7f51ebc11d1f",
+            "relation": "embeds",
+            "ref": "[tables/table-6 Revenue Breakdown.html]",
+            "position": {
+              "start": 62,
+              "end": 101
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "720ac780-b2e9-5147-a0c1-bc5ca477ab8c",
+      "type": "text",
+      "content": "Google Advertising\nGoogle Search & other\nGoogle Search & other revenues increased \\$26.4 billion from 2024 to 2025. The overall growth was driven by interrelated factors including increases in search queries resulting from growth in user adoption and usage on mobile devices; growth in advertiser spending; and improvements we have made in ad formats and delivery.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Financial Results/Revenues/Google Services",
+      "metadata": {
+        "length": 364,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "Google",
+          "Advertising",
+          "Search",
+          "revenues",
+          "increased",
+          "26.4",
+          "billion",
+          "2024",
+          "2025",
+          "The",
+          "growth",
+          "driven",
+          "interrelated",
+          "factors",
+          "including",
+          "increases",
+          "search",
+          "queries",
+          "resulting",
+          "user",
+          "adoption",
+          "usage",
+          "mobile",
+          "devices",
+          "advertiser",
+          "spending",
+          "improvements",
+          "made",
+          "ad",
+          "formats",
+          "delivery"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "27539173-e19a-5dbc-a024-baaa41e4660e",
+      "type": "text",
+      "content": "YouTube ads revenues increased \\$4.2 billion from 2024 to 2025. The growth was driven by our direct response advertising products followed by our brand advertising products, both of which benefited from increased spending by our advertisers.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Financial Results/Revenues/Google Services/YouTube ads",
+      "metadata": {
+        "length": 241,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "YouTube",
+          "ads",
+          "revenues",
+          "increased",
+          "4.2",
+          "billion",
+          "2024",
+          "2025",
+          "The",
+          "growth",
+          "driven",
+          "direct",
+          "response",
+          "advertising",
+          "products",
+          "brand",
+          "benefited",
+          "spending",
+          "advertisers"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "349b4f87-a8a7-512f-82ed-6eefb63c1933",
+      "type": "text",
+      "content": "Google Network revenues decreased \\$567 million from 2024 to 2025, primarily due to a decrease in AdSense revenues, partially offset by an increase in AdMob revenues.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Financial Results/Revenues/Google Services/Google Network",
+      "metadata": {
+        "length": 166,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "Google",
+          "Network",
+          "revenues",
+          "decreased",
+          "567",
+          "million",
+          "2024",
+          "2025",
+          "primarily",
+          "due",
+          "decrease",
+          "AdSense",
+          "partially",
+          "offset",
+          "increase",
+          "AdMob"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "cec58956-34bb-5e45-8711-1c3d6e52246c",
+      "type": "table",
+      "content": "<table><tr><td colspan=\"2\">Google Search &amp; other</td></tr><tr><td>Paid clicks change</td><td>6 %</td></tr><tr><td>Cost-per-click change</td><td>7 %</td></tr><tr><td colspan=\"2\">Google Network</td></tr><tr><td>Impressions change</td><td>(7)%</td></tr><tr><td>Cost-per-impression change</td><td>7 %</td></tr></table>",
+      "path": "tables/table-7 Google Ad Changes.html",
+      "metadata": {
+        "length": 318,
+        "summary": "table-8\nGoogle Search shows 6% paid clicks and 7% cost-per-click increases. Google Network shows 7% impressions decrease and 7% cost-per-impression increase.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "file_path": "tables/table-7 Google Ad Changes.html",
+        "keywords": [
+          "Paid clicks",
+          "Cost-per-click",
+          "Impressions"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "92489b58-8f66-5152-9d39-45fecf671dd5",
+      "type": "text",
+      "content": "The following table presents changes in monetization metrics for Google Search & other revenues (paid clicks and cost-per-click) and Google Network revenues (impressions and cost-per-impression), expressed as a percentage, from 2024 to 2025:\n\n[tables/table-7 Google Ad Changes.html]\n\nChanges in paid clicks and impressions are driven by a number of interrelated factors, including changes in advertiser spending; ongoing product and policy changes; and, as it relates to paid clicks, fluctuations in search queries resulting from changes in user adoption and usage, primarily on mobile devices.\nChanges in cost-per-click and cost-per-impression are driven by a number of interrelated factors including changes in device mix, geographic mix, advertiser spending, ongoing product and policy changes, product mix, property mix, and changes in foreign currency exchange rates.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Financial Results/Revenues/Monetization Metrics",
+      "metadata": {
+        "length": 878,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "The",
+          "table",
+          "presents",
+          "monetization",
+          "metrics",
+          "Google",
+          "Search",
+          "revenues",
+          "paid",
+          "clicks",
+          "cost",
+          "click",
+          "Network",
+          "impressions",
+          "impression",
+          "expressed",
+          "percentage",
+          "2024",
+          "2025",
+          "Changes",
+          "driven",
+          "number",
+          "interrelated",
+          "factors",
+          "including",
+          "advertiser",
+          "spending",
+          "ongoing",
+          "product",
+          "policy",
+          "relates",
+          "fluctuations",
+          "search",
+          "queries",
+          "resulting",
+          "user",
+          "adoption",
+          "usage",
+          "primarily",
+          "mobile",
+          "devices",
+          "device",
+          "mix",
+          "geographic",
+          "property",
+          "foreign",
+          "currency",
+          "exchange",
+          "rates"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "cec58956-34bb-5e45-8711-1c3d6e52246c",
+            "relation": "embeds",
+            "ref": "[tables/table-7 Google Ad Changes.html]",
+            "position": {
+              "start": 243,
+              "end": 282
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "1b9b2905-e35b-5a61-9ee7-7ea7a3f2d7c7",
+      "type": "text",
+      "content": "Google subscriptions, platforms, and devices revenues increased \\$7.7 billion from 2024 to 2025. The growth was primarily driven by an increase in subscriptions revenues. This increase was primarily due to the contribution from growth in paid subscriptions across both YouTube services and Google One.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Financial Results/Revenues/Google Subscriptions, Platforms, and Devices",
+      "metadata": {
+        "length": 301,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "Google",
+          "subscriptions",
+          "platforms",
+          "devices",
+          "revenues",
+          "increased",
+          "7.7",
+          "billion",
+          "2024",
+          "2025",
+          "The",
+          "growth",
+          "primarily",
+          "driven",
+          "increase",
+          "This",
+          "due",
+          "contribution",
+          "paid",
+          "YouTube",
+          "services",
+          "One"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "cfde9343-8ac8-514f-8ec7-5740d601e56d",
+      "type": "text",
+      "content": "Google Cloud revenues increased \\$15.5 billion from 2024 to 2025, primarily driven by growth in Google Cloud Platform largely from infrastructure and platform services.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Financial Results/Revenues/Google Cloud",
+      "metadata": {
+        "length": 168,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "Google",
+          "Cloud",
+          "revenues",
+          "increased",
+          "15.5",
+          "billion",
+          "2024",
+          "2025",
+          "primarily",
+          "driven",
+          "growth",
+          "Platform",
+          "largely",
+          "infrastructure",
+          "platform",
+          "services"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "1e770cf0-3189-5a4c-9564-f2340d2e1b76",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"2\"></td><td colspan=\"2\">Year Ended December 31,</td></tr><tr><td>2024</td><td>2025</td></tr><tr><td>United States</td><td>49 %</td><td>48 %</td></tr><tr><td> $EMEA^{(1)}$ </td><td>29 %</td><td>29 %</td></tr><tr><td> $APAC^{(1)}$ </td><td>16 %</td><td>17 %</td></tr><tr><td> $Other Americas^{(1)}$ </td><td>6 %</td><td>6 %</td></tr><tr><td>Hedging gains (losses)</td><td>0 %</td><td>0 %</td></tr></table>",
+      "path": "tables/table-8 Revenue by Region.html",
+      "metadata": {
+        "length": 427,
+        "summary": "table-9\nThe table shows revenue percentages by region for years 2024 and 2025: United States 49% to 48%, EMEA 29% both years, APAC 16% to 17%, Other Americas 6% both years, hedging gains 0%.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "file_path": "tables/table-8 Revenue by Region.html",
+        "keywords": [
+          "Revenue",
+          "Region",
+          "Percentage"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "4cc424b5-d065-5b93-b3ee-c5a2a3c2d1c3",
+      "type": "text",
+      "content": "The following table presents revenues by geography as a percentage of revenues, determined based on the addresses of our customers:\n\n[tables/table-8 Revenue by Region.html]\n\n(1) Regions represent Europe, the Middle East, and Africa (EMEA); Asia-Pacific (APAC); and Canada and Latin America (\"Other Americas\").\nFor additional information, see Note 2 of the Notes to Consolidated Financial Statements included in Item 8 of this Annual Report on Form 10-K.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Financial Results/Revenues/Revenues by Geography",
+      "metadata": {
+        "length": 459,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "The",
+          "table",
+          "presents",
+          "revenues",
+          "geography",
+          "percentage",
+          "determined",
+          "based",
+          "addresses",
+          "customers",
+          "Regions",
+          "represent",
+          "Europe",
+          "Middle",
+          "East",
+          "Africa",
+          "EMEA",
+          "Asia",
+          "Pacific",
+          "APAC",
+          "Canada",
+          "Latin",
+          "America",
+          "Other",
+          "Americas",
+          "For",
+          "additional",
+          "information",
+          "Note",
+          "Notes",
+          "Consolidated",
+          "Financial",
+          "Statements",
+          "included",
+          "Item",
+          "Annual",
+          "Report",
+          "Form",
+          "10"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "1e770cf0-3189-5a4c-9564-f2340d2e1b76",
+            "relation": "embeds",
+            "ref": "[tables/table-8 Revenue by Region.html]",
+            "position": {
+              "start": 133,
+              "end": 172
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "5ea4d928-4b72-5fe5-8cbe-e4a4ad6558a0",
+      "type": "text",
+      "content": "",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Costs and Expenses_2",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "1bb2b228-d785-5419-82f0-a07aea247efe",
+      "type": "table",
+      "content": "<table><tr><td></td><td colspan=\"2\">Year Ended December 31,</td></tr><tr><td></td><td>2024</td><td>2025</td></tr><tr><td>TAC</td><td>$ 54,900</td><td>$ 59,926</td></tr><tr><td>Other cost of revenues</td><td>91,406</td><td>102,609</td></tr><tr><td>Total cost of revenues</td><td>$ 146,306</td><td>$ 162,535</td></tr><tr><td>Total cost of revenues as a percentage of revenues</td><td>42 %</td><td>40 %</td></tr></table>",
+      "path": "tables/table-9 Cost of Revenues.html",
+      "metadata": {
+        "length": 417,
+        "summary": "table-10\nThe table shows TAC, other cost of revenues, and total cost of revenues for 2024 and 2025, with total cost as a percentage of revenues decreasing from 42% to 40%.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "file_path": "tables/table-9 Cost of Revenues.html",
+        "keywords": [
+          "TAC",
+          "cost of revenues",
+          "percentage"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "28b8bcf2-932d-5722-b272-47d1ff9ecc01",
+      "type": "text",
+      "content": "The following table presents cost of revenues, including TAC (in millions, except percentages):\n\n[tables/table-9 Cost of Revenues.html]\n\nCost of revenues increased \\$16.2 billion from 2024 to 2025 due to an increase in other cost of revenues and TAC of \\$11.2 billion and \\$5.0 billion, respectively.\nThe increase in TAC from 2024 to 2025 was largely due to an increase in TAC paid to distribution partners, primarily driven by growth in revenues subject to TAC. The TAC rate decreased from 20.7% to 20.3% from 2024 to 2025, primarily due to a revenue mix shift from Google Network properties to Google Search & other properties. The TAC rates on Google Search & other and Google Network revenues were substantially consistent from 2024 to 2025.\nThe increase in other cost of revenues from 2024 to 2025 was primarily due to increases in content acquisition costs, largely for YouTube, depreciation expense, and other technical infrastructure operations costs.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Costs and Expenses_2/Cost of Revenues",
+      "metadata": {
+        "length": 967,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "The",
+          "table",
+          "presents",
+          "cost",
+          "revenues",
+          "including",
+          "TAC",
+          "millions",
+          "percentages",
+          "Cost",
+          "increased",
+          "16.2",
+          "billion",
+          "2024",
+          "2025",
+          "due",
+          "increase",
+          "11.2",
+          "5.0",
+          "largely",
+          "paid",
+          "distribution",
+          "partners",
+          "primarily",
+          "driven",
+          "growth",
+          "subject",
+          "rate",
+          "decreased",
+          "20.7%",
+          "20.3%",
+          "revenue",
+          "mix",
+          "shift",
+          "Google",
+          "Network",
+          "properties",
+          "Search",
+          "rates",
+          "substantially",
+          "consistent",
+          "increases",
+          "content",
+          "acquisition",
+          "costs",
+          "YouTube",
+          "depreciation",
+          "expense",
+          "technical",
+          "infrastructure",
+          "operations"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "1bb2b228-d785-5419-82f0-a07aea247efe",
+            "relation": "embeds",
+            "ref": "[tables/table-9 Cost of Revenues.html]",
+            "position": {
+              "start": 97,
+              "end": 135
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "8536888b-5925-55e0-9c1b-963c8a082365",
+      "type": "table",
+      "content": "<table><tr><td></td><td colspan=\"2\">Year Ended December 31,</td></tr><tr><td></td><td>2024</td><td>2025</td></tr><tr><td>Research and development expenses</td><td>$ 49,326</td><td>$ 61,087</td></tr><tr><td>Research and development expenses as a percentage of revenues</td><td>14 %</td><td>15 %</td></tr></table>",
+      "path": "tables/table-10 R&D Expenses.html",
+      "metadata": {
+        "length": 311,
+        "summary": "table-11\nResearch and development expenses increased from $49,326 in 2024 to $61,087 in 2025, rising from 14% to 15% of revenues.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "file_path": "tables/table-10 R&D Expenses.html",
+        "keywords": [
+          "R&D",
+          "Revenue",
+          "Percentage"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "e0805667-883c-58b1-8a19-8d9bb1c3955d",
+      "type": "text",
+      "content": "The following table presents research and development expenses (in millions, except percentages):\n\n[tables/table-10 R&D Expenses.html]\n\nResearch and development expenses increased \\$11.8 billion from 2024 to 2025, primarily driven by increases in employee compensation expenses of \\$6.9 billion and depreciation expense of \\$2.4 billion. The increase in employee compensation expenses was primarily driven by an increase in SBC expenses of \\$4.2 billion, which included an increase in a valuation-based compensation charge related to Waymo.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Costs and Expenses_2/Research and Development",
+      "metadata": {
+        "length": 551,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "The",
+          "table",
+          "presents",
+          "research",
+          "development",
+          "expenses",
+          "millions",
+          "percentages",
+          "Research",
+          "increased",
+          "11.8",
+          "billion",
+          "2024",
+          "2025",
+          "primarily",
+          "driven",
+          "increases",
+          "employee",
+          "compensation",
+          "6.9",
+          "depreciation",
+          "expense",
+          "2.4",
+          "increase",
+          "SBC",
+          "4.2",
+          "included",
+          "valuation",
+          "based",
+          "charge",
+          "related",
+          "Waymo"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "8536888b-5925-55e0-9c1b-963c8a082365",
+            "relation": "embeds",
+            "ref": "[tables/table-10 R&D Expenses.html]",
+            "position": {
+              "start": 99,
+              "end": 134
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "f5b85065-17e6-543e-b18a-8fcae12fa9a4",
+      "type": "table",
+      "content": "<table><tr><td></td><td colspan=\"2\">Year Ended December 31,</td></tr><tr><td></td><td>2024</td><td>2025</td></tr><tr><td>Sales and marketing expenses</td><td>$ 27,808</td><td>$ 28,693</td></tr><tr><td>Sales and marketing expenses as a percentage of revenues</td><td>8 %</td><td>7 %</td></tr></table>",
+      "path": "tables/table-11 Sales Expenses.html",
+      "metadata": {
+        "length": 299,
+        "summary": "table-12\nSales and marketing expenses were $27,808 in 2024 and $28,693 in 2025, with percentages of revenue at 8% and 7% respectively.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "file_path": "tables/table-11 Sales Expenses.html",
+        "keywords": [
+          "Sales expenses",
+          "Revenue percentage",
+          "2024-2025"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "2201e9e3-8747-5cf2-8663-ddc7df327f94",
+      "type": "text",
+      "content": "The following table presents sales and marketing expenses (in millions, except percentages):\n\n[tables/table-11 Sales Expenses.html]\n\nSales and marketing expenses increased \\$885 million from 2024 to 2025, primarily driven by an increase in advertising and promotional activities of \\$1.2 billion, partially offset by a decrease in employee compensation expenses of \\$214 million.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Costs and Expenses_2/Sales and Marketing",
+      "metadata": {
+        "length": 388,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "The",
+          "table",
+          "presents",
+          "sales",
+          "marketing",
+          "expenses",
+          "millions",
+          "percentages",
+          "Sales",
+          "increased",
+          "885",
+          "million",
+          "2024",
+          "2025",
+          "primarily",
+          "driven",
+          "increase",
+          "advertising",
+          "promotional",
+          "activities",
+          "1.2",
+          "billion",
+          "partially",
+          "offset",
+          "decrease",
+          "employee",
+          "compensation",
+          "214"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "f5b85065-17e6-543e-b18a-8fcae12fa9a4",
+            "relation": "embeds",
+            "ref": "[tables/table-11 Sales Expenses.html]",
+            "position": {
+              "start": 94,
+              "end": 131
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "f3ece2c5-3ab2-5ae1-8f3c-0200ce067736",
+      "type": "table",
+      "content": "<table><tr><td></td><td colspan=\"2\">Year Ended December 31,</td></tr><tr><td></td><td>2024</td><td>2025</td></tr><tr><td>General and administrative expenses</td><td>$ 14,188</td><td>$ 21,482</td></tr><tr><td>General and administrative expenses as a percentage of revenues</td><td>4 %</td><td>5 %</td></tr></table>",
+      "path": "tables/table-12 Expense Analysis.html",
+      "metadata": {
+        "length": 313,
+        "summary": "table-13\nGeneral and administrative expenses rose from $14,188 in 2024 to $21,482 in 2025, with the percentage of revenues increasing from 4% to 5%.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "file_path": "tables/table-12 Expense Analysis.html",
+        "keywords": [
+          "General expenses",
+          "Revenue percentage",
+          "2024-2025"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "1ace6bbf-e843-5452-bb35-9b295c92a474",
+      "type": "text",
+      "content": "The following table presents general and administrative expenses (in millions, except percentages):\n\n[tables/table-12 Expense Analysis.html]\n\nGeneral and administrative expenses increased \\$7.3 billion from 2024 to 2025, primarily driven by an increase in expenses related to legal and other matters of \\$6.2 billion, largely the result of the \\$3.5 billion EC fine accrued in the third quarter of 2025 and a \\$1.4 billion legal accrual made in the second quarter of 2025.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Costs and Expenses_2/General and Administrative",
+      "metadata": {
+        "length": 479,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "The",
+          "table",
+          "presents",
+          "general",
+          "administrative",
+          "expenses",
+          "millions",
+          "percentages",
+          "General",
+          "increased",
+          "7.3",
+          "billion",
+          "2024",
+          "2025",
+          "primarily",
+          "driven",
+          "increase",
+          "related",
+          "legal",
+          "matters",
+          "6.2",
+          "largely",
+          "result",
+          "3.5",
+          "EC",
+          "fine",
+          "accrued",
+          "quarter",
+          "1.4",
+          "accrual",
+          "made"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "f3ece2c5-3ab2-5ae1-8f3c-0200ce067736",
+            "relation": "embeds",
+            "ref": "[tables/table-12 Expense Analysis.html]",
+            "position": {
+              "start": 101,
+              "end": 140
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "6f6395c6-f065-5073-be84-c1fa7b7304b4",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"2\"></td><td colspan=\"2\">Year Ended December 31,</td></tr><tr><td>2024</td><td>2025</td></tr><tr><td>Operating income (loss):</td><td></td><td></td></tr><tr><td>Google Services</td><td>$ 121,263</td><td>$ 139,404</td></tr><tr><td>Google Cloud</td><td>6,112</td><td>13,910</td></tr><tr><td>Other Bets</td><td>(4,444)</td><td>(7,515)</td></tr><tr><td>Alphabet-level activities(1)</td><td>(10,541)</td><td>(16,760)</td></tr><tr><td>Total income from operations</td><td>$ 112,390</td><td>$ 129,039</td></tr></table>",
+      "path": "tables/table-13 Alphabet Income.html",
+      "metadata": {
+        "length": 534,
+        "summary": "table-14\nThe table shows Alphabet's operating income for 2024 and 2025. Google Services earned $121,263M and $139,404M; Google Cloud $6,112M and $13,910M; total income from operations was $112,390M and $129,039M.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "file_path": "tables/table-13 Alphabet Income.html",
+        "keywords": [
+          "Operating Income",
+          "Google Services",
+          "Google Cloud"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "a0e1aed0-6c9c-5929-8964-803a30682080",
+      "type": "text",
+      "content": "We report our segment results as Google Services, Google Cloud, and Other Bets. Additionally, certain costs are not allocated to our segments because they represent Alphabet-level activities. For further details on our segments, see Part I, Item 1 Business and Note 15 of the Notes to Consolidated Financial Statements included in Item 8 of this Annual Report on Form 10-K.\nThe following table presents segment operating income (loss) (in millions).\n\n[tables/table-13 Alphabet Income.html]\n\n(1) Alphabet-level activities primarily reflect expenses related to our shared AI research and development.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Segment Profitability",
+      "metadata": {
+        "length": 606,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "We",
+          "report",
+          "segment",
+          "results",
+          "Google",
+          "Services",
+          "Cloud",
+          "Other",
+          "Bets",
+          "Additionally",
+          "costs",
+          "allocated",
+          "segments",
+          "represent",
+          "Alphabet",
+          "level",
+          "activities",
+          "For",
+          "details",
+          "Part",
+          "Item",
+          "Business",
+          "Note",
+          "15",
+          "Notes",
+          "Consolidated",
+          "Financial",
+          "Statements",
+          "included",
+          "Annual",
+          "Report",
+          "Form",
+          "10",
+          "The",
+          "table",
+          "presents",
+          "operating",
+          "income",
+          "loss",
+          "millions",
+          "primarily",
+          "reflect",
+          "expenses",
+          "related",
+          "shared",
+          "AI",
+          "research",
+          "development"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "6f6395c6-f065-5073-be84-c1fa7b7304b4",
+            "relation": "embeds",
+            "ref": "[tables/table-13 Alphabet Income.html]",
+            "position": {
+              "start": 451,
+              "end": 489
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "3f89770a-c436-53ff-ba7e-ac002394a7d3",
+      "type": "text",
+      "content": "Google Services operating income increased \\$18.1 billion from 2024 to 2025. The increase in operating income was primarily driven by an increase in revenues, partially offset by an increase in expenses related to legal and other matters, TAC, and content acquisition costs.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Segment Profitability/Google Services",
+      "metadata": {
+        "length": 274,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "Google",
+          "Services",
+          "operating",
+          "income",
+          "increased",
+          "18.1",
+          "billion",
+          "2024",
+          "2025",
+          "The",
+          "increase",
+          "primarily",
+          "driven",
+          "revenues",
+          "partially",
+          "offset",
+          "expenses",
+          "related",
+          "legal",
+          "matters",
+          "TAC",
+          "content",
+          "acquisition",
+          "costs"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "648bf6e2-b7a1-5628-87e0-af2411543d68",
+      "type": "text",
+      "content": "Google Cloud operating income increased \\$7.8 billion from 2024 to 2025. The increase in operating income was primarily driven by an increase in revenues, partially offset by increases in usage costs for technical infrastructure and employee compensation expenses.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Segment Profitability/Google Cloud",
+      "metadata": {
+        "length": 264,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "Google",
+          "Cloud",
+          "operating",
+          "income",
+          "increased",
+          "7.8",
+          "billion",
+          "2024",
+          "2025",
+          "The",
+          "increase",
+          "primarily",
+          "driven",
+          "revenues",
+          "partially",
+          "offset",
+          "increases",
+          "usage",
+          "costs",
+          "technical",
+          "infrastructure",
+          "employee",
+          "compensation",
+          "expenses"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "2a145b46-2807-5620-a778-37e6ceb3d2ca",
+      "type": "text",
+      "content": "Other Bets operating loss increased \\$3.1 billion from 2024 to 2025. The increase in operating loss was primarily driven by an increase in employee compensation expenses largely due to an increase in a valuation-based compensation charge related to Waymo.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Segment Profitability/Other Bets",
+      "metadata": {
+        "length": 255,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "Other",
+          "Bets",
+          "operating",
+          "loss",
+          "increased",
+          "3.1",
+          "billion",
+          "2024",
+          "2025",
+          "The",
+          "increase",
+          "primarily",
+          "driven",
+          "employee",
+          "compensation",
+          "expenses",
+          "largely",
+          "due",
+          "valuation",
+          "based",
+          "charge",
+          "related",
+          "Waymo"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "4c0578e1-0f98-5df8-b3b8-2672b79407bf",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"2\"></td><td colspan=\"2\">Year Ended December 31,</td></tr><tr><td>2024</td><td>2025</td></tr><tr><td>Interest income</td><td>$ 4,482</td><td>$ 4,337</td></tr><tr><td>Interest expense</td><td>(268)</td><td>(736)</td></tr><tr><td>Foreign currency exchange gain (loss), net</td><td>(409)</td><td>(382)</td></tr><tr><td>Gain (loss) on debt securities, net</td><td>(1,043)</td><td>540</td></tr><tr><td>Gain (loss) on equity securities, net</td><td>3,714</td><td>24,080</td></tr><tr><td>Income (loss) and impairment from equity method investments, net</td><td>(188)</td><td>281</td></tr><tr><td>Other</td><td>1,137</td><td>1,667</td></tr><tr><td>Other income (expense), net</td><td>$ 7,425</td><td>$ 29,787</td></tr></table>",
+      "path": "tables/table-14 Other Income_Expense.html",
+      "metadata": {
+        "length": 741,
+        "summary": "table-15\nThe table shows other income/expense for years ended Dec 31, 2024 and 2025. Total net income increased from $7,425 to $29,787, driven by gains on equity securities.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "file_path": "tables/table-14 Other Income_Expense.html",
+        "keywords": [
+          "Interest",
+          "Securities",
+          "Foreign Exchange"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "e16837dc-82c9-57e4-b121-5d738323f2a9",
+      "type": "text",
+      "content": "The following table presents OI&E, (in millions):\n\n[tables/table-14 Other Income_Expense.html]\n\nOI&E, net increased \\$22.4 billion from 2024 to 2025, primarily due to increases in net unrealized gains on equity securities resulting from fair value adjustments on non-marketable equity securities.\nFor additional information, see Note 3 and Note 7 of the Notes to Consolidated Financial Statements included in Item 8 of this Annual Report on Form 10-K.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Segment Profitability/Other Income (Expense), Net",
+      "metadata": {
+        "length": 454,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "The",
+          "table",
+          "presents",
+          "OI",
+          "millions",
+          "net",
+          "increased",
+          "22.4",
+          "billion",
+          "2024",
+          "2025",
+          "primarily",
+          "due",
+          "increases",
+          "unrealized",
+          "gains",
+          "equity",
+          "securities",
+          "resulting",
+          "fair",
+          "adjustments",
+          "marketable",
+          "For",
+          "additional",
+          "information",
+          "Note",
+          "Notes",
+          "Consolidated",
+          "Financial",
+          "Statements",
+          "included",
+          "Item",
+          "Annual",
+          "Report",
+          "Form",
+          "10"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "4c0578e1-0f98-5df8-b3b8-2672b79407bf",
+            "relation": "embeds",
+            "ref": "[tables/table-14 Other Income_Expense.html]",
+            "position": {
+              "start": 51,
+              "end": 94
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "d65abff2-aed5-522b-b7bf-fab4e01d9039",
+      "type": "table",
+      "content": "<table><tr><td></td><td colspan=\"2\">Year Ended December 31,</td></tr><tr><td></td><td>2024</td><td>2025</td></tr><tr><td>Income before provision for income taxes</td><td>$ 119,815</td><td>$ 158,826</td></tr><tr><td>Provision for income taxes</td><td>$ 19,697</td><td>$ 26,656</td></tr><tr><td>Effective tax rate</td><td>16.4 %</td><td>16.8 %</td></tr></table>",
+      "path": "tables/table-15 Tax Data Table.html",
+      "metadata": {
+        "length": 359,
+        "summary": "table-16\nThe table shows income before taxes, provision for income taxes, and effective tax rates for years 2024 and 2025.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "file_path": "tables/table-15 Tax Data Table.html",
+        "keywords": [
+          "income",
+          "tax",
+          "rate"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "4a9c2bb8-8fea-56e0-b45a-3ae23e1d2656",
+      "type": "text",
+      "content": "The following table presents provision for income taxes (in millions, except effective tax rate):\n\n[tables/table-15 Tax Data Table.html]\n\nThe effective tax rate increased from 2024 to 2025. This increase was primarily due to a decrease in the US Federal Foreign Derived Intangible Income tax deduction, a non-deductible EC fine and legal settlement in the US, partially offset by changes in prior period tax positions.\nChanges to US tax law enacted on July 4, 2025, allow for immediate expensing of domestic research and experimentation costs, accelerated depreciation on eligible capital expenditures, and other tax law changes impacting 2025 with certain changes effective in 2026. These changes are reflected in our results for the year ended December 31, 2025.\nThe OECD is coordinating negotiations among more than 140 countries with the goal of achieving consensus around substantial changes to international tax policies, including the implementation of a minimum global effective tax rate of 15%. Some countries have already implemented the legislation effective January 1, 2024. This did not have a material effect on our income tax provision for the 2025 fiscal year.\nIn January 2026, the OECD introduced new guidance including a \"Side-by-Side Safe Harbor\" which, if elected, exempts U.S. domestic operations from being taxed by global minimum tax rules. However, it does not exempt foreign subsidiaries from local minimum tax requirements if implemented. As more countries enact these global minimum tax rules, our effective tax rate and cash tax payments could increase.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Segment Profitability/Provision for Income Taxes",
+      "metadata": {
+        "length": 1590,
+        "summary": "The effective tax rate increased from 2024 to 2025 due to a decrease in the US Foreign Derived Intangible Income deduction and a non-deductible EC fine, partially offset by prior period tax adjustments. US tax law changes enacted July 4, 2025, allow immediate expensing of R&D and accelerated depreciation, impacting 2025 with some changes effective in 2026. OECD global minimum tax rules (15% rate) did not materially affect 2025 provision. New OECD guidance in January 2026 introduces a safe harbor exempting US domestic operations from global minimum tax, but foreign subsidiaries may still be subject to local minimum taxes, potentially increasing future effective tax rates and cash taxes.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "The",
+          "table",
+          "presents",
+          "provision",
+          "income",
+          "taxes",
+          "millions",
+          "effective",
+          "tax",
+          "rate",
+          "increased",
+          "2024",
+          "2025",
+          "This",
+          "increase",
+          "primarily",
+          "due",
+          "decrease",
+          "US",
+          "Federal",
+          "Foreign",
+          "Derived",
+          "Intangible",
+          "Income",
+          "deduction",
+          "deductible",
+          "EC",
+          "fine",
+          "legal",
+          "settlement",
+          "partially",
+          "offset",
+          "prior",
+          "period",
+          "positions",
+          "Changes",
+          "law",
+          "enacted",
+          "July",
+          "expensing",
+          "domestic",
+          "research",
+          "experimentation",
+          "costs",
+          "accelerated",
+          "depreciation",
+          "eligible",
+          "capital",
+          "expenditures",
+          "impacting",
+          "2026",
+          "These",
+          "reflected",
+          "results",
+          "year",
+          "ended",
+          "December",
+          "31",
+          "OECD",
+          "coordinating",
+          "negotiations",
+          "140",
+          "countries",
+          "goal",
+          "achieving",
+          "consensus",
+          "substantial",
+          "international",
+          "policies",
+          "including",
+          "implementation",
+          "minimum",
+          "global",
+          "15%",
+          "Some",
+          "implemented",
+          "legislation",
+          "January",
+          "material",
+          "effect",
+          "fiscal",
+          "In",
+          "introduced",
+          "guidance",
+          "Side",
+          "Safe",
+          "Harbor",
+          "elected",
+          "exempts",
+          "operations",
+          "taxed",
+          "rules",
+          "However",
+          "exempt",
+          "foreign",
+          "subsidiaries",
+          "local",
+          "requirements",
+          "As",
+          "enact",
+          "cash",
+          "payments"
+        ],
+        "keywords": [
+          "effective tax rate",
+          "US tax law",
+          "global minimum tax"
+        ],
+        "connect_to": [
+          {
+            "target": "d65abff2-aed5-522b-b7bf-fab4e01d9039",
+            "relation": "embeds",
+            "ref": "[tables/table-15 Tax Data Table.html]",
+            "position": {
+              "start": 99,
+              "end": 136
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "16b881e6-1bb7-5942-90a9-4c9c2a2f9f6d",
+      "type": "text",
+      "content": "",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Financial Condition",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "913cba9c-1b8c-5a7a-8e2c-a6f012f0902e",
+      "type": "text",
+      "content": "As of December 31, 2025, we had \\$126.8 billion in cash, cash equivalents, and short-term marketable securities. Cash equivalents and marketable securities are comprised of time deposits, money market funds, highly liquid government bonds, corporate debt securities, mortgage-backed and asset-backed securities, and marketable equity securities.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Financial Condition/Cash, Cash Equivalents, and Marketable Securities",
+      "metadata": {
+        "length": 345,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "As",
+          "December",
+          "31",
+          "2025",
+          "126.8",
+          "billion",
+          "cash",
+          "equivalents",
+          "short",
+          "term",
+          "marketable",
+          "securities",
+          "Cash",
+          "comprised",
+          "time",
+          "deposits",
+          "money",
+          "market",
+          "funds",
+          "highly",
+          "liquid",
+          "government",
+          "bonds",
+          "corporate",
+          "debt",
+          "mortgage",
+          "backed",
+          "asset",
+          "equity"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "af950cbb-fc50-5d6d-8a06-45b7ea21a51e",
+      "type": "table",
+      "content": "<table><tr><td></td><td colspan=\"2\">Year Ended December 31,</td></tr><tr><td></td><td>2024</td><td>2025</td></tr><tr><td>Net cash provided by operating activities</td><td>$ 125,299</td><td>$ 164,713</td></tr><tr><td>Net cash used in investing activities</td><td>$ (45,536)</td><td>$ (120,291)</td></tr><tr><td>Net cash used in financing activities</td><td>$ (79,733)</td><td>$ (37,388)</td></tr></table>",
+      "path": "tables/table-16 Cash Flow Table.html",
+      "metadata": {
+        "length": 403,
+        "summary": "table-17\nThe table shows net cash from operating activities increased from $125,299 in 2024 to $164,713 in 2025, while investing activities used more cash in 2025 ($120,291) than 2024 ($45,536), and financing activities used less cash in 2025 ($37,388) than 2024 ($79,733).",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "file_path": "tables/table-16 Cash Flow Table.html",
+        "keywords": [
+          "cash flow",
+          "operating",
+          "investing"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "854be2e8-66e8-5e0b-941e-cd2b21019e1d",
+      "type": "text",
+      "content": "Our principal sources of liquidity are cash, cash equivalents, and marketable securities, as well as the cash flow that we generate from operations. The primary use of capital continues to be to invest for the long-term growth of the business. We regularly evaluate our cash and capital structure, including the size, pace, and form of capital return to stockholders.\nThe following table presents cash flows (in millions):\n\n[tables/table-16 Cash Flow Table.html]",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Financial Condition/Sources, Uses of Cash and Related Trends",
+      "metadata": {
+        "length": 470,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "Our",
+          "principal",
+          "sources",
+          "liquidity",
+          "cash",
+          "equivalents",
+          "marketable",
+          "securities",
+          "flow",
+          "generate",
+          "operations",
+          "The",
+          "primary",
+          "capital",
+          "continues",
+          "invest",
+          "long",
+          "term",
+          "growth",
+          "business",
+          "We",
+          "regularly",
+          "evaluate",
+          "structure",
+          "including",
+          "size",
+          "pace",
+          "form",
+          "return",
+          "stockholders",
+          "table",
+          "presents",
+          "flows",
+          "millions"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "af950cbb-fc50-5d6d-8a06-45b7ea21a51e",
+            "relation": "embeds",
+            "ref": "[tables/table-16 Cash Flow Table.html]",
+            "position": {
+              "start": 424,
+              "end": 462
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "4b442b8d-9c82-5f5b-9eaa-699aa61e5a88",
+      "type": "text",
+      "content": "Our largest source of cash provided by operations are advertising revenues generated by Google Search & other properties, YouTube properties, and Google Network properties. In Google Services, we also generate cash through consumer subscriptions, the sale of apps and in-app purchases, and devices. In Google Cloud, we generate cash through consumption-based fees and subscriptions for infrastructure, platform, applications, and other cloud services.\nOur primary uses of cash from operating activities include payments to distribution and Google Network partners, to employees for compensation, and to content providers. Other uses of cash from operating activities include payments to suppliers for devices, to tax authorities for income taxes, and other general corporate expenditures.\nNet cash provided by operating activities increased from 2024 to 2025 due to an increase in cash received from customers, partially offset by an increase in cash payments for cost of revenues and operating expenses.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Financial Condition/Sources, Uses of Cash and Related Trends/Cash Provided by Operating Activities",
+      "metadata": {
+        "length": 1004,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "Our",
+          "largest",
+          "source",
+          "cash",
+          "provided",
+          "operations",
+          "advertising",
+          "revenues",
+          "generated",
+          "Google",
+          "Search",
+          "properties",
+          "YouTube",
+          "Network",
+          "In",
+          "Services",
+          "generate",
+          "consumer",
+          "subscriptions",
+          "sale",
+          "apps",
+          "app",
+          "purchases",
+          "devices",
+          "Cloud",
+          "consumption",
+          "based",
+          "fees",
+          "infrastructure",
+          "platform",
+          "applications",
+          "cloud",
+          "services",
+          "primary",
+          "operating",
+          "activities",
+          "include",
+          "payments",
+          "distribution",
+          "partners",
+          "employees",
+          "compensation",
+          "content",
+          "providers",
+          "Other",
+          "suppliers",
+          "tax",
+          "authorities",
+          "income",
+          "taxes",
+          "general",
+          "corporate",
+          "expenditures",
+          "Net",
+          "increased",
+          "2024",
+          "2025",
+          "due",
+          "increase",
+          "received",
+          "customers",
+          "partially",
+          "offset",
+          "cost",
+          "expenses"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "1d71c96c-1eec-535b-a89e-407001afdd49",
+      "type": "text",
+      "content": "Cash provided by investing activities consists primarily of maturities and sales of investments in marketable and non-marketable securities. Cash used in investing activities consists primarily of purchases of marketable and non-marketable securities, purchases of property and equipment, and payments for acquisitions.\nNet cash used in investing activities increased from 2024 to 2025, primarily due to an increase in purchases of property and equipment, driven by investments in technical infrastructure, and a decrease in maturities and sales of marketable securities.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Financial Condition/Sources, Uses of Cash and Related Trends/Cash Used in Investing Activities",
+      "metadata": {
+        "length": 571,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "Cash",
+          "provided",
+          "investing",
+          "activities",
+          "consists",
+          "primarily",
+          "maturities",
+          "sales",
+          "investments",
+          "marketable",
+          "securities",
+          "purchases",
+          "property",
+          "equipment",
+          "payments",
+          "acquisitions",
+          "Net",
+          "cash",
+          "increased",
+          "2024",
+          "2025",
+          "due",
+          "increase",
+          "driven",
+          "technical",
+          "infrastructure",
+          "decrease"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "1b8f912c-7669-5ab6-8b9b-197b58c7947b",
+      "type": "text",
+      "content": "Cash provided by financing activities consists primarily of proceeds from issuance of debt and proceeds from the sale of interests in consolidated entities. Cash used in financing activities consists primarily of repurchases of stock, repayments of debt, net payments related to stock-based award activities, and dividend payments.\nNet cash used in financing activities decreased from 2024 to 2025 due to an increase in proceeds from issuance of debt and a decrease in repurchases of stock, partially offset by repayments of debt.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Financial Condition/Sources, Uses of Cash and Related Trends/Cash Used in Financing Activities",
+      "metadata": {
+        "length": 530,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "Cash",
+          "provided",
+          "financing",
+          "activities",
+          "consists",
+          "primarily",
+          "proceeds",
+          "issuance",
+          "debt",
+          "sale",
+          "interests",
+          "consolidated",
+          "entities",
+          "repurchases",
+          "stock",
+          "repayments",
+          "net",
+          "payments",
+          "related",
+          "based",
+          "award",
+          "dividend",
+          "Net",
+          "cash",
+          "decreased",
+          "2024",
+          "2025",
+          "due",
+          "increase",
+          "decrease",
+          "partially",
+          "offset"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "fe230205-045b-5afc-84e6-52b9faaf2ef6",
+      "type": "text",
+      "content": "We expect existing cash, cash equivalents, short-term marketable securities, and cash flows from operations and financing activities to continue to be sufficient to fund our operating activities and cash commitments for investing and financing activities for at least the next 12 months, and thereafter for the foreseeable future.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Financial Condition/Liquidity and Material Cash Requirements",
+      "metadata": {
+        "length": 330,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "We",
+          "expect",
+          "existing",
+          "cash",
+          "equivalents",
+          "short",
+          "term",
+          "marketable",
+          "securities",
+          "flows",
+          "operations",
+          "financing",
+          "activities",
+          "continue",
+          "sufficient",
+          "fund",
+          "operating",
+          "commitments",
+          "investing",
+          "12",
+          "months",
+          "foreseeable",
+          "future"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "76257d19-4010-516f-9887-f460e1e5214f",
+      "type": "text",
+      "content": "We make investments in land, buildings, and servers and network equipment through purchases of property and equipment and lease arrangements to provide capacity for the growth of our services and products.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Financial Condition/Capital Expenditures and Leases",
+      "metadata": {
+        "length": 205,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "We",
+          "make",
+          "investments",
+          "land",
+          "buildings",
+          "servers",
+          "network",
+          "equipment",
+          "purchases",
+          "property",
+          "lease",
+          "arrangements",
+          "provide",
+          "capacity",
+          "growth",
+          "services",
+          "products"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "6d68f18b-f5f9-5744-b991-8e0e069d83ab",
+      "type": "text",
+      "content": "Our capital investments in property and equipment consist primarily of the following major categories:\n- technical infrastructure, which consists of our investments in servers and network equipment, data center land, and building construction and improvements; and\n• office facilities, ground-up development projects, and building improvements.\nAssets not yet in service are those that are not ready for their intended use, including assets in the process of construction or assembly, and consist primarily of technical infrastructure. The time frame from date of purchase to placement in service of these assets may extend from months to years. For example, our data center construction projects are generally multi-year projects with multiple phases, where we acquire land and buildings, construct buildings, and secure and install servers and network equipment.\nDuring the years ended December 31, 2024 and 2025, we spent \\$52.5 billion and \\$91.4 billion on capital expenditures, respectively. In 2026, we expect to significantly increase, relative to 2025, our investment in our technical infrastructure, including servers and network equipment, and data centers. Depreciation of our property and equipment commences when such assets are ready for their intended use. For the years ended December 31, 2024 and 2025, our depreciation on property and equipment was \\$15.3 billion and \\$21.1 billion, respectively.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Financial Condition/Capital Expenditures and Leases/Capital Expenditures",
+      "metadata": {
+        "length": 1416,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "Our",
+          "capital",
+          "investments",
+          "property",
+          "equipment",
+          "consist",
+          "primarily",
+          "major",
+          "categories",
+          "technical",
+          "infrastructure",
+          "consists",
+          "servers",
+          "network",
+          "data",
+          "center",
+          "land",
+          "building",
+          "construction",
+          "improvements",
+          "office",
+          "facilities",
+          "ground",
+          "development",
+          "projects",
+          "Assets",
+          "service",
+          "ready",
+          "intended",
+          "including",
+          "assets",
+          "process",
+          "assembly",
+          "The",
+          "time",
+          "frame",
+          "date",
+          "purchase",
+          "placement",
+          "extend",
+          "months",
+          "years",
+          "For",
+          "generally",
+          "multi",
+          "year",
+          "multiple",
+          "phases",
+          "acquire",
+          "buildings",
+          "construct",
+          "secure",
+          "install",
+          "During",
+          "ended",
+          "December",
+          "31",
+          "2024",
+          "2025",
+          "spent",
+          "52.5",
+          "billion",
+          "91.4",
+          "expenditures",
+          "In",
+          "2026",
+          "expect",
+          "significantly",
+          "increase",
+          "relative",
+          "investment",
+          "centers",
+          "Depreciation",
+          "commences",
+          "depreciation",
+          "15.3",
+          "21.1"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "61bc9068-867a-5779-9c9a-7642dd9ddeb9",
+      "type": "text",
+      "content": "As of December 31, 2025, the amount of total undiscounted future lease payments under operating leases was \\$18.3 billion, of which \\$3.3 billion is short-term, and total undiscounted future lease payments under finance leases was \\$2.9 billion, of which \\$491 million is short-term.\nAs of December 31, 2025, we have entered into leases primarily related to data centers that have not yet commenced with short-term and long-term future lease payments of \\$5.8 billion and \\$52.7 billion, respectively. These leases will commence between 2026 and 2031 with non-cancelable lease terms primarily between one and 25 years.\nIn January 2026, we executed a power purchase agreement which we expect to be accounted for as a lease resulting in future payments depending on certain agreement terms of \\$9.9 billion between 2027 and 2047. If certain contractual conditions for the project are not met, we would instead make a one-time payment of approximately \\$3.5 billion and assume ownership of the power generating assets.\nFor additional information on leases, see Note 4 of the Notes to Consolidated Financial Statements included in Item 8 of this Annual Report on Form 10-K.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Financial Condition/Capital Expenditures and Leases/Leases",
+      "metadata": {
+        "length": 1169,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "As",
+          "December",
+          "31",
+          "2025",
+          "amount",
+          "total",
+          "undiscounted",
+          "future",
+          "lease",
+          "payments",
+          "operating",
+          "leases",
+          "18.3",
+          "billion",
+          "3.3",
+          "short",
+          "term",
+          "finance",
+          "2.9",
+          "491",
+          "million",
+          "entered",
+          "primarily",
+          "related",
+          "data",
+          "centers",
+          "commenced",
+          "long",
+          "5.8",
+          "52.7",
+          "These",
+          "commence",
+          "2026",
+          "2031",
+          "cancelable",
+          "terms",
+          "25",
+          "years",
+          "In",
+          "January",
+          "executed",
+          "power",
+          "purchase",
+          "agreement",
+          "expect",
+          "accounted",
+          "resulting",
+          "depending",
+          "9.9",
+          "2027",
+          "2047",
+          "If",
+          "contractual",
+          "conditions",
+          "project",
+          "met",
+          "make",
+          "time",
+          "payment",
+          "approximately",
+          "3.5",
+          "assume",
+          "ownership",
+          "generating",
+          "assets",
+          "For",
+          "additional",
+          "information",
+          "Note",
+          "Notes",
+          "Consolidated",
+          "Financial",
+          "Statements",
+          "included",
+          "Item",
+          "Annual",
+          "Report",
+          "Form",
+          "10"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "292f223d-30c0-572c-9a38-513e3929f349",
+      "type": "text",
+      "content": "As of December 31, 2025, we had senior unsecured notes outstanding with a total carrying value of \\$48.5 billion, of which \\$2.0 billion was short-term. The associated short-term and long-term future interest payments were \\$1.8 billion and \\$35.7 billion, respectively.\nDuring 2025, we issued \\$22.5 billion of US dollar-denominated senior unsecured notes and €13.25 billion of euro-denominated senior unsecured notes for general corporate purposes, comprised of the following:\n- May 2025: We issued \\$5.0 billion of US dollar-denominated fixed-rate senior unsecured notes with a weighted-average coupon rate of 4.89%, and a weighted-average maturity of approximately 24 years. We also issued €6.75 billion of euro-denominated fixed-rate senior unsecured notes with a weighted-average coupon rate of 3.31%, and a weighted-average maturity of approximately 14 years.\n- November 2025: We issued \\$500 million of US dollar-denominated floating-rate senior unsecured notes and \\$17.0 billion of US dollar-denominated fixed-rate senior unsecured notes with a weighted-average coupon rate of 4.92% and a weighted-average maturity of approximately 20 years. We also issued €6.5 billion of euro-denominated fixed-rate senior unsecured notes with a weighted-average coupon rate of 3.44% and a weighted-average maturity of approximately 16 years.\nAs of December 31, 2025, we had \\$10.0 billion of revolving credit facilities, \\$4.0 billion expiring in April 2026 and \\$6.0 billion expiring in April 2030. No amounts have been borrowed under the credit facilities. We also have a commercial paper program of up to \\$25.0 billion, which is used for general corporate purposes. As of December 31, 2025, we had no commercial paper outstanding.\nFor additional information, see Note 6 of the Notes to Consolidated Financial Statements included in Item 8 of this Annual Report on Form 10-K.\nWe use contract manufacturers for our technical infrastructure and device assembly and may supply them with components purchased directly from suppliers. Certain of these arrangements result in a portion of the cash received from and paid to contract manufacturers to be presented as financing activities on the Consolidated Statements of Cash Flows included in Item 8 of this Annual Report on Form 10-K.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Financial Condition/Capital Expenditures and Leases/Financing",
+      "metadata": {
+        "length": 2279,
+        "summary": "As of December 31, 2025, the company had $48.5 billion in senior unsecured notes outstanding, with $2.0 billion short-term. Future interest payments were $1.8 billion short-term and $35.7 billion long-term. In 2025, it issued $22.5 billion in USD and €13.25 billion in EUR senior unsecured notes, including fixed and floating-rate notes with varying maturities and coupon rates. The company also had $10.0 billion in revolving credit facilities (expiring 2026 and 2030) with no borrowings, and a $25.0 billion commercial paper program with no outstanding balance. Additional details are in Note 6 of the financial statements.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "As",
+          "December",
+          "31",
+          "2025",
+          "senior",
+          "unsecured",
+          "notes",
+          "outstanding",
+          "total",
+          "carrying",
+          "48.5",
+          "billion",
+          "2.0",
+          "short",
+          "term",
+          "The",
+          "long",
+          "future",
+          "interest",
+          "payments",
+          "1.8",
+          "35.7",
+          "During",
+          "issued",
+          "22.5",
+          "US",
+          "dollar",
+          "denominated",
+          "13.25",
+          "euro",
+          "general",
+          "corporate",
+          "purposes",
+          "comprised",
+          "May",
+          "We",
+          "5.0",
+          "fixed",
+          "rate",
+          "weighted",
+          "average",
+          "coupon",
+          "4.89%",
+          "maturity",
+          "approximately",
+          "24",
+          "years",
+          "6.75",
+          "3.31%",
+          "14",
+          "November",
+          "500",
+          "million",
+          "floating",
+          "17.0",
+          "4.92%",
+          "20",
+          "6.5",
+          "3.44%",
+          "16",
+          "10.0",
+          "revolving",
+          "credit",
+          "facilities",
+          "4.0",
+          "expiring",
+          "April",
+          "2026",
+          "6.0",
+          "2030",
+          "No",
+          "amounts",
+          "borrowed",
+          "commercial",
+          "paper",
+          "program",
+          "25.0",
+          "For",
+          "additional",
+          "information",
+          "Note",
+          "Notes",
+          "Consolidated",
+          "Financial",
+          "Statements",
+          "included",
+          "Item",
+          "Annual",
+          "Report",
+          "Form",
+          "10",
+          "contract",
+          "manufacturers",
+          "technical",
+          "infrastructure",
+          "device",
+          "assembly",
+          "supply",
+          "components",
+          "purchased",
+          "directly",
+          "suppliers",
+          "Certain",
+          "arrangements",
+          "result",
+          "portion",
+          "cash",
+          "received",
+          "paid",
+          "presented",
+          "financing",
+          "activities",
+          "Cash",
+          "Flows"
+        ],
+        "keywords": [
+          "senior notes",
+          "credit facilities",
+          "commercial paper"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "86470a22-c774-52e3-96a0-5b38bfafa7cd",
+      "type": "text",
+      "content": "During 2025, we repurchased and subsequently retired 240 million shares for \\$45.4 billion.\nIn April 2024, the company's Board of Directors authorized a \\$70.0 billion share repurchase program for its Class A and Class C shares. In April 2025, the company's Board of Directors authorized an additional \\$70.0 billion share repurchase program for its Class A and Class C shares. As of December 31, 2025, \\$69.5 billion remained available for Class A and Class C share repurchases.\nFor additional information, see Note 11 of the Notes to Consolidated Financial Statements included in Item 8 of this Annual Report on Form 10-K.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Financial Condition/Capital Expenditures and Leases/Share Repurchase Program",
+      "metadata": {
+        "length": 624,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "During",
+          "2025",
+          "repurchased",
+          "subsequently",
+          "retired",
+          "240",
+          "million",
+          "shares",
+          "45.4",
+          "billion",
+          "In",
+          "April",
+          "2024",
+          "company",
+          "Board",
+          "Directors",
+          "authorized",
+          "70.0",
+          "share",
+          "repurchase",
+          "program",
+          "Class",
+          "additional",
+          "As",
+          "December",
+          "31",
+          "69.5",
+          "remained",
+          "repurchases",
+          "For",
+          "information",
+          "Note",
+          "11",
+          "Notes",
+          "Consolidated",
+          "Financial",
+          "Statements",
+          "included",
+          "Item",
+          "Annual",
+          "Report",
+          "Form",
+          "10"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "0ad5d51d-0a0c-5bd9-a523-aad31f89a6ff",
+      "type": "text",
+      "content": "During the year ended December 31, 2025, total cash dividends were \\$4.8 billion for Class A, \\$703 million for Class B, and \\$4.5 billion for Class C shares, respectively.\nIn April 2025, the company's Board of Directors increased the quarterly cash dividend by 5% to \\$0.21 per share of outstanding Class A, Class B, and Class C shares.\nThe company has declared a quarterly cash dividend in the current quarter, and intends to pay quarterly cash dividends in the future, subject to review and approval by the company's Board of Directors in its sole discretion.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Financial Condition/Capital Expenditures and Leases/Dividend Program",
+      "metadata": {
+        "length": 562,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "During",
+          "year",
+          "ended",
+          "December",
+          "31",
+          "2025",
+          "total",
+          "cash",
+          "dividends",
+          "4.8",
+          "billion",
+          "Class",
+          "703",
+          "million",
+          "4.5",
+          "shares",
+          "In",
+          "April",
+          "company",
+          "Board",
+          "Directors",
+          "increased",
+          "quarterly",
+          "dividend",
+          "5%",
+          "0.21",
+          "share",
+          "outstanding",
+          "The",
+          "declared",
+          "current",
+          "quarter",
+          "intends",
+          "pay",
+          "future",
+          "subject",
+          "review",
+          "approval",
+          "sole",
+          "discretion"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "8f0f45c5-c1f9-5953-9eea-e9055d958577",
+      "type": "text",
+      "content": "As of December 31, 2025, we had short-term accrued legal and regulatory fines and settlements of \\$15.6 billion. This amount primarily included EC fines, in addition to accruals related to other legal matters and regulatory fines and settlements. For additional information, see Note 10 of the Notes to Consolidated Financial Statements included in Item 8 of this Annual Report on Form 10-K.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Financial Condition/Capital Expenditures and Leases/Accrued Legal and Regulatory",
+      "metadata": {
+        "length": 391,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "As",
+          "December",
+          "31",
+          "2025",
+          "short",
+          "term",
+          "accrued",
+          "legal",
+          "regulatory",
+          "fines",
+          "settlements",
+          "15.6",
+          "billion",
+          "This",
+          "amount",
+          "primarily",
+          "included",
+          "EC",
+          "addition",
+          "accruals",
+          "related",
+          "matters",
+          "For",
+          "additional",
+          "information",
+          "Note",
+          "10",
+          "Notes",
+          "Consolidated",
+          "Financial",
+          "Statements",
+          "Item",
+          "Annual",
+          "Report",
+          "Form"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "64860e99-6e70-576d-832b-9cf4d1d67a2b",
+      "type": "text",
+      "content": "As of December 31, 2025, we had long-term income taxes payable of \\$9.5 billion primarily related to unrecognized tax benefits. The timing and amount of any payment related to these unrecognized tax benefits are uncertain and cannot be estimated.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Financial Condition/Capital Expenditures and Leases/Taxes",
+      "metadata": {
+        "length": 246,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "As",
+          "December",
+          "31",
+          "2025",
+          "long",
+          "term",
+          "income",
+          "taxes",
+          "payable",
+          "9.5",
+          "billion",
+          "primarily",
+          "related",
+          "unrecognized",
+          "tax",
+          "benefits",
+          "The",
+          "timing",
+          "amount",
+          "payment",
+          "uncertain",
+          "estimated"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "bb288ebf-330a-5175-8e00-84d51fb990a9",
+      "type": "text",
+      "content": "We have material purchase commitments and other contractual obligations primarily related to energy take-or-pay contracts, licenses (including content licenses), and technical infrastructure and inventory orders. As of December 31, 2025, the total for these commitments was \\$149.1 billion, of which \\$113.0 billion was short-term, mostly related to technical infrastructure and inventory orders. These amounts reflect commitments and obligations through open purchase orders as well as the non-cancelable portion or the minimum cancellation fee in certain agreements. For those agreements with variable terms, we do not estimate the non-cancelable obligation beyond any minimum quantities and/or pricing as of December 31, 2025. In certain instances, the amount of our contractual obligations may change based on the expected timing of order fulfillment from our suppliers. For additional information related to our content licenses, see Note 10 of the Notes to Consolidated Financial Statements included in Item 8 of this Annual Report on Form 10-K.\nAs of December 31, 2025, we provided backstops in the form of financial guarantees and credit derivatives with maximum potential amount of future payments of \\$5.7 billion and \\$16.9 billion, respectively. For additional information on credit derivatives and financial guarantees, see Note 3 and Note 10 of the Notes to Consolidated Financial Statements included in Item 8 of this Annual Report on Form 10-K.\nIn addition, we regularly enter into multi-year, non-cancellable power purchase agreements with third-party suppliers that do not include a minimum dollar commitment. The amounts to be paid under these agreements are based on the actual volumes to be generated and are not readily determinable.\nWe may experience increases in the costs associated with our purchase commitments and other contractual obligations as a result of ongoing developments surrounding international trade. For details on risks related to our manufacturing and supply chain and other risks, refer to Part 1, Item 1A, \"Risk Factors\" of this Annual Report on Form 10-K.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Financial Condition/Capital Expenditures and Leases/Purchase Commitments and Other Contractual Obligations",
+      "metadata": {
+        "length": 2101,
+        "summary": "As of December 31, 2025, the company had material purchase commitments and contractual obligations totaling $149.1 billion, with $113.0 billion short-term, mainly for technical infrastructure and inventory orders. These include energy take-or-pay contracts, licenses, and inventory orders, reflecting non-cancelable portions or minimum cancellation fees. Additionally, the company provided backstops via financial guarantees ($5.7 billion) and credit derivatives ($16.9 billion). Multi-year power purchase agreements without minimum dollar commitments are also entered into, with payments based on actual volumes. Risks from international trade developments may increase costs.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "We",
+          "material",
+          "purchase",
+          "commitments",
+          "contractual",
+          "obligations",
+          "primarily",
+          "related",
+          "energy",
+          "pay",
+          "contracts",
+          "licenses",
+          "including",
+          "content",
+          "technical",
+          "infrastructure",
+          "inventory",
+          "orders",
+          "As",
+          "December",
+          "31",
+          "2025",
+          "total",
+          "149.1",
+          "billion",
+          "113.0",
+          "short",
+          "term",
+          "These",
+          "amounts",
+          "reflect",
+          "open",
+          "cancelable",
+          "portion",
+          "minimum",
+          "cancellation",
+          "fee",
+          "agreements",
+          "For",
+          "variable",
+          "terms",
+          "estimate",
+          "obligation",
+          "quantities",
+          "pricing",
+          "In",
+          "instances",
+          "amount",
+          "change",
+          "based",
+          "expected",
+          "timing",
+          "order",
+          "fulfillment",
+          "suppliers",
+          "additional",
+          "information",
+          "Note",
+          "10",
+          "Notes",
+          "Consolidated",
+          "Financial",
+          "Statements",
+          "included",
+          "Item",
+          "Annual",
+          "Report",
+          "Form",
+          "provided",
+          "backstops",
+          "form",
+          "financial",
+          "guarantees",
+          "credit",
+          "derivatives",
+          "maximum",
+          "potential",
+          "future",
+          "payments",
+          "5.7",
+          "16.9",
+          "addition",
+          "regularly",
+          "enter",
+          "multi",
+          "year",
+          "cancellable",
+          "power",
+          "party",
+          "include",
+          "dollar",
+          "commitment",
+          "The",
+          "paid",
+          "actual",
+          "volumes",
+          "generated",
+          "readily",
+          "determinable",
+          "experience",
+          "increases",
+          "costs",
+          "result",
+          "ongoing",
+          "developments",
+          "surrounding",
+          "international",
+          "trade",
+          "details",
+          "risks",
+          "manufacturing",
+          "supply",
+          "chain",
+          "refer",
+          "Part",
+          "1A",
+          "Risk",
+          "Factors"
+        ],
+        "keywords": [
+          "purchase commitments",
+          "financial guarantees",
+          "contractual obligations"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "07300c9a-f552-5afb-8e43-8748d1a772c0",
+      "type": "text",
+      "content": "In March 2025, we entered into a definitive agreement to acquire Wiz, Inc. (\"Wiz\"), a leading cloud security platform, for \\$32.0 billion, subject to closing adjustments, in an all-cash transaction. The acquisition of Wiz is expected to close in 2026, subject to customary closing conditions, including the receipt of regulatory approvals.\nIn December 2025, we entered into a definitive agreement to acquire Intersect, which provides data center and energy infrastructure solutions, for \\$4.8 billion in cash, plus the assumption of debt. The acquisition of Intersect is expected to close in the first half of 2026, subject to customary closing conditions.\nFor additional information, see Note 8 of the Notes to Consolidated Financial Statements included in Item 8 of this Annual Report on Form 10-K.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Financial Condition/Capital Expenditures and Leases/Pending Acquisitions",
+      "metadata": {
+        "length": 800,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "In",
+          "March",
+          "2025",
+          "entered",
+          "definitive",
+          "agreement",
+          "acquire",
+          "Wiz",
+          "Inc",
+          "leading",
+          "cloud",
+          "security",
+          "platform",
+          "32.0",
+          "billion",
+          "subject",
+          "closing",
+          "adjustments",
+          "cash",
+          "transaction",
+          "The",
+          "acquisition",
+          "expected",
+          "close",
+          "2026",
+          "customary",
+          "conditions",
+          "including",
+          "receipt",
+          "regulatory",
+          "approvals",
+          "December",
+          "Intersect",
+          "data",
+          "center",
+          "energy",
+          "infrastructure",
+          "solutions",
+          "4.8",
+          "assumption",
+          "debt",
+          "half",
+          "For",
+          "additional",
+          "information",
+          "Note",
+          "Notes",
+          "Consolidated",
+          "Financial",
+          "Statements",
+          "included",
+          "Item",
+          "Annual",
+          "Report",
+          "Form",
+          "10"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "4f4ef56d-2101-53f1-be67-ae4434c34234",
+      "type": "text",
+      "content": "We prepare our consolidated financial statements in accordance with GAAP. In doing so, we have to make estimates and assumptions. Our critical accounting estimates are those estimates that involve a significant level of uncertainty at the time the estimate was made, and changes in them have had or are reasonably likely to have a material effect on our financial condition or results of operations. Accordingly, actual results could differ materially from our estimates. We base our estimates on past experience and other assumptions that we believe are reasonable under the circumstances, and we evaluate these estimates on an ongoing basis. We have reviewed our critical accounting estimates with the Audit Committee of our Board of Directors.\nFor a summary of significant accounting policies and the effect on our financial statements, see Note 1 of the Notes to Consolidated Financial Statements included in Item 8 of this Annual Report on Form 10-K.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Critical Accounting Estimates",
+      "metadata": {
+        "length": 955,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "We",
+          "prepare",
+          "consolidated",
+          "financial",
+          "statements",
+          "accordance",
+          "GAAP",
+          "In",
+          "make",
+          "estimates",
+          "assumptions",
+          "Our",
+          "critical",
+          "accounting",
+          "involve",
+          "significant",
+          "level",
+          "uncertainty",
+          "time",
+          "estimate",
+          "made",
+          "material",
+          "effect",
+          "condition",
+          "results",
+          "operations",
+          "Accordingly",
+          "actual",
+          "differ",
+          "materially",
+          "base",
+          "past",
+          "experience",
+          "reasonable",
+          "circumstances",
+          "evaluate",
+          "ongoing",
+          "basis",
+          "reviewed",
+          "Audit",
+          "Committee",
+          "Board",
+          "Directors",
+          "For",
+          "summary",
+          "policies",
+          "Note",
+          "Notes",
+          "Consolidated",
+          "Financial",
+          "Statements",
+          "included",
+          "Item",
+          "Annual",
+          "Report",
+          "Form",
+          "10"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "738c806e-6488-593c-88b1-26923da02e79",
+      "type": "text",
+      "content": "We measure certain financial instruments at fair value on a nonrecurring basis, consisting primarily of our non-marketable equity securities. These investments are accounted for under the measurement alternative method (\"the measurement alternative\") and are measured at cost, less impairment, subject to upward and downward adjustments resulting from observable price changes for identical or similar investments of the same issuer. These adjustments require quantitative assessments of the fair value of our securities, which may require the use of unobservable inputs.\nAdjustments are determined primarily based on a market approach as of the transaction date and involve the use of estimates using the best information available, which may include cash flow projections or other available market data.\nNon-marketable equity securities are also evaluated for impairment, based on qualitative factors including the companies' financial and liquidity position and access to capital resources, among others. When indicators of impairment exist, we prepare quantitative measurements of the fair value of our equity investments using a market approach or an income approach, which requires judgment and the use of unobservable inputs, including discount rates, investee revenues and costs, and comparable market data of private and public companies, among others. When the quantitative remeasurements of fair value indicate an impairment exists, we write down the investment to its current fair value.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Critical Accounting Estimates/Fair Value Measurements of Non-Marketable Equity Securities",
+      "metadata": {
+        "length": 1499,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "We",
+          "measure",
+          "financial",
+          "instruments",
+          "fair",
+          "nonrecurring",
+          "basis",
+          "consisting",
+          "primarily",
+          "marketable",
+          "equity",
+          "securities",
+          "These",
+          "investments",
+          "accounted",
+          "measurement",
+          "alternative",
+          "method",
+          "measured",
+          "cost",
+          "impairment",
+          "subject",
+          "upward",
+          "downward",
+          "adjustments",
+          "resulting",
+          "observable",
+          "price",
+          "identical",
+          "similar",
+          "issuer",
+          "require",
+          "quantitative",
+          "assessments",
+          "unobservable",
+          "inputs",
+          "Adjustments",
+          "determined",
+          "based",
+          "market",
+          "approach",
+          "transaction",
+          "date",
+          "involve",
+          "estimates",
+          "information",
+          "include",
+          "cash",
+          "flow",
+          "projections",
+          "data",
+          "Non",
+          "evaluated",
+          "qualitative",
+          "factors",
+          "including",
+          "companies",
+          "liquidity",
+          "position",
+          "access",
+          "capital",
+          "resources",
+          "When",
+          "indicators",
+          "exist",
+          "prepare",
+          "measurements",
+          "income",
+          "requires",
+          "judgment",
+          "discount",
+          "rates",
+          "investee",
+          "revenues",
+          "costs",
+          "comparable",
+          "private",
+          "public",
+          "remeasurements",
+          "exists",
+          "write",
+          "investment",
+          "current"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "033ba763-000f-5cc0-a5ac-231cc4a8de45",
+      "type": "text",
+      "content": "We assess the reasonableness of the useful lives of our property and equipment periodically or when events indicate a change is necessary. To determine the useful lives of our technical infrastructure, we rely on multiple inputs, including historical asset performance, expected technology advancements, and our future infrastructure deployment plans. Any change in the estimated useful lives is recognized on a prospective basis.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Critical Accounting Estimates/Property and Equipment",
+      "metadata": {
+        "length": 430,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "We",
+          "assess",
+          "reasonableness",
+          "lives",
+          "property",
+          "equipment",
+          "periodically",
+          "events",
+          "change",
+          "To",
+          "determine",
+          "technical",
+          "infrastructure",
+          "rely",
+          "multiple",
+          "inputs",
+          "including",
+          "historical",
+          "asset",
+          "performance",
+          "expected",
+          "technology",
+          "advancements",
+          "future",
+          "deployment",
+          "plans",
+          "Any",
+          "estimated",
+          "recognized",
+          "prospective",
+          "basis"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "4b9b0246-c96e-5723-849e-848557fb14d4",
+      "type": "text",
+      "content": "We are subject to income taxes in the US and foreign jurisdictions. Significant judgment is required in evaluating our uncertain tax positions and determining our provision for income taxes.\nRecording an uncertain tax position involves various qualitative considerations, including evaluation of comparable and resolved tax exposures, applicability of tax laws, and likelihood of settlement. We evaluate uncertain tax positions periodically, considering changes in facts and circumstances, such as new regulations or recent judicial opinions, as well as the status of audit activities by taxing authorities. Although we believe we have adequately reserved for our uncertain tax positions, no assurance can be given that the final tax outcome of these matters will not be different. To the extent that the final tax outcome of these matters is different than the amounts recorded, such differences will affect the provision for income taxes and the effective tax rate in the period in which such determination is made.\nThe provision for income taxes includes the effect of reserve provisions and changes to reserves as well as the related net interest and penalties. In addition, we are subject to the continuous examination of our income tax returns by the Internal Revenue Service (IRS) and other tax authorities which may assert assessments against us. We regularly assess the likelihood of adverse outcomes resulting from these examinations and assessments to determine the adequacy of our provision for income taxes.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Critical Accounting Estimates/Income Taxes",
+      "metadata": {
+        "length": 1520,
+        "summary": "The passage discusses the company's exposure to income taxes in the US and foreign jurisdictions, emphasizing the need for significant judgment in evaluating uncertain tax positions and determining the provision for income taxes. It describes qualitative considerations such as comparable tax exposures, tax laws, and settlement likelihood, and notes periodic evaluation of these positions based on new regulations, judicial opinions, and audit activities. The provision includes reserves, changes to reserves, and related net interest and penalties. The company is subject to continuous examination by tax authorities, and it regularly assesses the likelihood of adverse outcomes to ensure adequate provisioning.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "We",
+          "subject",
+          "income",
+          "taxes",
+          "US",
+          "foreign",
+          "jurisdictions",
+          "Significant",
+          "judgment",
+          "required",
+          "evaluating",
+          "uncertain",
+          "tax",
+          "positions",
+          "determining",
+          "provision",
+          "Recording",
+          "position",
+          "involves",
+          "qualitative",
+          "considerations",
+          "including",
+          "evaluation",
+          "comparable",
+          "resolved",
+          "exposures",
+          "applicability",
+          "laws",
+          "likelihood",
+          "settlement",
+          "evaluate",
+          "periodically",
+          "facts",
+          "circumstances",
+          "regulations",
+          "recent",
+          "judicial",
+          "opinions",
+          "status",
+          "audit",
+          "activities",
+          "taxing",
+          "authorities",
+          "Although",
+          "adequately",
+          "reserved",
+          "assurance",
+          "final",
+          "outcome",
+          "matters",
+          "To",
+          "extent",
+          "amounts",
+          "recorded",
+          "differences",
+          "affect",
+          "effective",
+          "rate",
+          "period",
+          "determination",
+          "made",
+          "The",
+          "includes",
+          "effect",
+          "reserve",
+          "provisions",
+          "reserves",
+          "related",
+          "net",
+          "interest",
+          "penalties",
+          "In",
+          "addition",
+          "continuous",
+          "examination",
+          "returns",
+          "Internal",
+          "Revenue",
+          "Service",
+          "IRS",
+          "assert",
+          "assessments",
+          "regularly",
+          "assess",
+          "adverse",
+          "outcomes",
+          "resulting",
+          "examinations",
+          "determine",
+          "adequacy"
+        ],
+        "keywords": [
+          "income taxes",
+          "uncertain tax positions",
+          "tax reserves"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "b5a840da-e34e-5021-ae6e-c3bc1637469d",
+      "type": "text",
+      "content": "We are subject to claims, lawsuits, regulatory and government inquiries and investigations, other proceedings, and consent orders involving competition, intellectual property, data privacy and security, tax and related compliance, labor and employment, commercial disputes, content generated by our users, goods and services offered by advertisers or publishers using our platforms, personal injury, consumer protection, and other matters. Certain of these matters include speculative claims for substantial or indeterminate amounts of damages. We record a liability when we believe that it is probable that a loss has been incurred and the amount can be reasonably estimated. If we determine that a loss is reasonably possible and the loss or range of loss can be estimated, we disclose the possible loss in Note 10 of the Notes to Consolidated Financial Statements included in Item 8 of this Annual Report on Form 10-K.\nWe evaluate, on a regular basis, developments in our legal matters that could affect the amount of liability that has been previously accrued, and the matters and related reasonably possible losses disclosed, and make adjustments as necessary. Significant judgment is required to determine both the likelihood and the estimated amount of a loss related to such matters. Until the final resolution of such matters, there may be an exposure to loss in excess of the amount recorded, and such amounts could be material.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Critical Accounting Estimates/Loss Contingencies",
+      "metadata": {
+        "length": 1438,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "We",
+          "subject",
+          "claims",
+          "lawsuits",
+          "regulatory",
+          "government",
+          "inquiries",
+          "investigations",
+          "proceedings",
+          "consent",
+          "orders",
+          "involving",
+          "competition",
+          "intellectual",
+          "property",
+          "data",
+          "privacy",
+          "security",
+          "tax",
+          "related",
+          "compliance",
+          "labor",
+          "employment",
+          "commercial",
+          "disputes",
+          "content",
+          "generated",
+          "users",
+          "goods",
+          "services",
+          "offered",
+          "advertisers",
+          "publishers",
+          "platforms",
+          "personal",
+          "injury",
+          "consumer",
+          "protection",
+          "matters",
+          "Certain",
+          "include",
+          "speculative",
+          "substantial",
+          "indeterminate",
+          "amounts",
+          "damages",
+          "record",
+          "liability",
+          "probable",
+          "loss",
+          "incurred",
+          "amount",
+          "estimated",
+          "If",
+          "determine",
+          "range",
+          "disclose",
+          "Note",
+          "10",
+          "Notes",
+          "Consolidated",
+          "Financial",
+          "Statements",
+          "included",
+          "Item",
+          "Annual",
+          "Report",
+          "Form",
+          "evaluate",
+          "regular",
+          "basis",
+          "developments",
+          "legal",
+          "affect",
+          "previously",
+          "accrued",
+          "losses",
+          "disclosed",
+          "make",
+          "adjustments",
+          "Significant",
+          "judgment",
+          "required",
+          "likelihood",
+          "Until",
+          "final",
+          "resolution",
+          "exposure",
+          "excess",
+          "recorded",
+          "material"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "0be73f7a-bd8c-53dc-9ab2-7a4f59883226",
+      "type": "text",
+      "content": "We are exposed to financial market risks, including changes in foreign currency exchange rates, interest rates, and equity investment risks.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 7A. QUANTITATIVE AND QUALITATIVE DISCLOSURES ABOUT MARKET RISK",
+      "metadata": {
+        "length": 140,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "We",
+          "exposed",
+          "financial",
+          "market",
+          "risks",
+          "including",
+          "foreign",
+          "currency",
+          "exchange",
+          "rates",
+          "interest",
+          "equity",
+          "investment"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "38e8b2c6-900e-5609-8bbf-b9152f8a839d",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"2\"></td><td rowspan=\"2\">Impact</td><td colspan=\"2\">As of December 31,</td></tr><tr><td>2024</td><td>2025</td></tr><tr><td>Foreign currency risk</td><td></td><td></td><td></td></tr><tr><td>Foreign denominated monetary assets and liabilities(1)</td><td>OI&amp;E</td><td>$ 135</td><td>$ 671</td></tr><tr><td>Cash flow hedges of foreign currency revenue(2)</td><td>AOCI</td><td>$ 1,627</td><td>$ 2,096</td></tr><tr><td>Net investment hedges of investments in foreign subsidiaries(3)</td><td>AOCI</td><td>$ 660</td><td>$ 2,942</td></tr></table>",
+      "path": "tables/table-17 Foreign Currency Risk.html",
+      "metadata": {
+        "length": 563,
+        "summary": "table-18\nThe table shows foreign currency risk impacts on OI&E and AOCI for 2024 and 2025, with monetary assets/liabilities, cash flow hedges, and net investment hedges.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "file_path": "tables/table-17 Foreign Currency Risk.html",
+        "keywords": [
+          "Foreign currency risk",
+          "hedges",
+          "monetary assets"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "7b1c523f-7a2e-5cff-9efb-f671df41fe9f",
+      "type": "text",
+      "content": "We transact business globally in multiple currencies. International revenues, foreign-denominated monetary assets and liabilities, and investments in foreign subsidiaries expose us to the risk of fluctuations in foreign exchange rates against the US dollar. Principal currency exposures include the Australian dollar, British pound, Canadian dollar, Euro, and Japanese yen.\nWe monitor our foreign currency exposures and hedge foreign exchange risks with derivative and non-derivative instruments, including forwards, options (including collars), cross-currency swaps, and foreign currency-denominated debt. Gains or losses on these foreign currency exposures are generally offset by corresponding gains or losses on the derivative and non-derivative instruments.\nConsidering historical trends in foreign exchange rates, we determined that it was reasonably possible that adverse changes in exchange rates of 10% could be experienced. We performed a sensitivity analysis on our foreign currency exposures to estimate the potential impact of this adverse 10% change. The estimated effects on our financial position would be as follows (in millions):\n\n[tables/table-17 Foreign Currency Risk.html]\n\n(1) After consideration of the effect of derivative contracts.\n(2) The change in accumulated other comprehensive income (AOCI) would be expected to offset a corresponding foreign currency change in forecasted hedged revenues when recognized.\n(3) The change in AOCI would be expected to offset a corresponding foreign currency translation gain or loss from our investments in foreign subsidiaries.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 7A. QUANTITATIVE AND QUALITATIVE DISCLOSURES ABOUT MARKET RISK/Foreign Currency Exchange Risk",
+      "metadata": {
+        "length": 1595,
+        "summary": "The company transacts globally in multiple currencies, exposing it to foreign exchange rate fluctuations against the US dollar, with principal exposures including the Australian dollar, British pound, Canadian dollar, Euro, and Japanese yen. It monitors and hedges these risks using derivatives and non-derivatives such as forwards, options, cross-currency swaps, and foreign currency-denominated debt. A sensitivity analysis assuming a 10% adverse change in exchange rates estimates the potential impact on financial position, with offsets from derivative contracts and changes in accumulated other comprehensive income (AOCI) for forecasted hedged revenues and foreign subsidiary investments.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "We",
+          "transact",
+          "business",
+          "globally",
+          "multiple",
+          "currencies",
+          "International",
+          "revenues",
+          "foreign",
+          "denominated",
+          "monetary",
+          "assets",
+          "liabilities",
+          "investments",
+          "subsidiaries",
+          "expose",
+          "risk",
+          "fluctuations",
+          "exchange",
+          "rates",
+          "US",
+          "dollar",
+          "Principal",
+          "currency",
+          "exposures",
+          "include",
+          "Australian",
+          "British",
+          "pound",
+          "Canadian",
+          "Euro",
+          "Japanese",
+          "yen",
+          "monitor",
+          "hedge",
+          "risks",
+          "derivative",
+          "instruments",
+          "including",
+          "forwards",
+          "options",
+          "collars",
+          "cross",
+          "swaps",
+          "debt",
+          "Gains",
+          "losses",
+          "generally",
+          "offset",
+          "gains",
+          "Considering",
+          "historical",
+          "trends",
+          "determined",
+          "adverse",
+          "10%",
+          "experienced",
+          "performed",
+          "sensitivity",
+          "analysis",
+          "estimate",
+          "potential",
+          "impact",
+          "change",
+          "The",
+          "estimated",
+          "effects",
+          "financial",
+          "position",
+          "millions",
+          "After",
+          "consideration",
+          "effect",
+          "contracts",
+          "accumulated",
+          "comprehensive",
+          "income",
+          "AOCI",
+          "expected",
+          "forecasted",
+          "hedged",
+          "recognized",
+          "translation",
+          "gain",
+          "loss"
+        ],
+        "keywords": [
+          "foreign exchange",
+          "hedging",
+          "sensitivity analysis"
+        ],
+        "connect_to": [
+          {
+            "target": "38e8b2c6-900e-5609-8bbf-b9152f8a839d",
+            "relation": "embeds",
+            "ref": "[tables/table-17 Foreign Currency Risk.html]",
+            "position": {
+              "start": 1149,
+              "end": 1193
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "fe1ebedb-d41a-57da-9cf8-1c6e369d4f18",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"2\"></td><td colspan=\"2\">As of December 31,</td><td colspan=\"2\">12-Month Average As of December 31,</td></tr><tr><td>2024</td><td>2025</td><td>2024</td><td>2025</td></tr><tr><td>Risk category - interest rate</td><td>$ 208</td><td>$ 162</td><td>$ 230</td><td>$ 184</td></tr></table>",
+      "path": "tables/table-18 Interest Rate Risk.html",
+      "metadata": {
+        "length": 304,
+        "summary": "table-19\nThe table shows interest rate risk values for 2024 and 2025, with point-in-time figures of $208 and $162, and 12-month averages of $230 and $184, respectively.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "file_path": "tables/table-18 Interest Rate Risk.html",
+        "keywords": [
+          "interest rate",
+          "risk",
+          "financial"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "2da6c060-26c4-51e9-8477-18c97df647b0",
+      "type": "text",
+      "content": "We are exposed to interest rate risk related to our investment portfolio and outstanding debt.\nOur Corporate Treasury investment strategy is to achieve a return that will allow us to preserve capital and maintain liquidity. By policy, we limit the amount of credit exposure within our investment portfolio to any one issuer. Our investments in both fixed rate and floating rate interest earning securities carry a degree of interest rate risk. Fixed rate securities may have their fair market value adversely affected due to a rise in interest rates, while floating rate securities may produce less income than predicted if interest rates fall. Unrealized gains and losses on our marketable debt securities are primarily due to interest rate fluctuations as compared to interest rates at the time of purchase. For certain fixed and floating rate debt securities, we have elected the fair value option for which changes in fair value are recorded in OI&E. We measure securities for which we have not elected the fair value option at fair value with gains and losses recorded in AOCI until the securities are sold, less any expected credit losses.\nWe use value-at-risk (VaR) analysis to determine the potential effect of fluctuations in interest rates on the value of our investment portfolio. The VaR is the expected loss in fair value, for a given confidence interval, for our investment portfolio due to adverse movements in interest rates. We use a variance/covariance VaR model with 95% confidence interval. The estimated one-day loss in fair value of our investment portfolio as of December 31, 2024 and 2025 are shown below (in millions):\n\n[tables/table-18 Interest Rate Risk.html]\n\nActual future gains and losses associated with our investment portfolio may differ materially from the sensitivity analyses performed as of December 31, 2024 and 2025 due to the inherent limitations associated with predicting the timing and amount of changes in interest rates and our actual exposures and positions. VaR analysis is not intended to represent actual losses but is used as a risk estimation.\nAdditionally, we had senior unsecured notes outstanding with a total carrying value of \\$11.9 billion and \\$48.5 billion as of December 31, 2024 and 2025, respectively. As our senior unsecured notes primarily bear interest at fixed rates and are recorded at amortized cost, interest rate fluctuations generally do not affect our consolidated financial statements. However, the fair value of the notes will fluctuate with movement in market interest rates.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 7A. QUANTITATIVE AND QUALITATIVE DISCLOSURES ABOUT MARKET RISK/Interest Rate Risk",
+      "metadata": {
+        "length": 2574,
+        "summary": "The passage discusses interest rate risk related to the company's investment portfolio and outstanding debt. The Corporate Treasury strategy aims to preserve capital and maintain liquidity. Fixed and floating rate securities carry interest rate risk, with fair value changes recorded in OI&E or AOCI. Value-at-risk (VaR) analysis with a 95% confidence interval estimates potential daily losses, with figures for 2024 and 2025 shown in a table. Actual results may differ due to limitations. Additionally, senior unsecured notes with carrying values of $11.9 billion (2024) and $48.5 billion (2025) bear fixed rates and are recorded at amortized cost, so interest rate fluctuations do not affect financial statements but impact fair value.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "We",
+          "exposed",
+          "interest",
+          "rate",
+          "risk",
+          "related",
+          "investment",
+          "portfolio",
+          "outstanding",
+          "debt",
+          "Our",
+          "Corporate",
+          "Treasury",
+          "strategy",
+          "achieve",
+          "return",
+          "preserve",
+          "capital",
+          "maintain",
+          "liquidity",
+          "By",
+          "policy",
+          "limit",
+          "amount",
+          "credit",
+          "exposure",
+          "issuer",
+          "investments",
+          "fixed",
+          "floating",
+          "earning",
+          "securities",
+          "carry",
+          "degree",
+          "Fixed",
+          "fair",
+          "market",
+          "adversely",
+          "affected",
+          "due",
+          "rise",
+          "rates",
+          "produce",
+          "income",
+          "predicted",
+          "fall",
+          "Unrealized",
+          "gains",
+          "losses",
+          "marketable",
+          "primarily",
+          "fluctuations",
+          "compared",
+          "time",
+          "purchase",
+          "For",
+          "elected",
+          "option",
+          "recorded",
+          "OI",
+          "measure",
+          "AOCI",
+          "sold",
+          "expected",
+          "VaR",
+          "analysis",
+          "determine",
+          "potential",
+          "effect",
+          "The",
+          "loss",
+          "confidence",
+          "interval",
+          "adverse",
+          "movements",
+          "variance",
+          "covariance",
+          "model",
+          "95%",
+          "estimated",
+          "day",
+          "December",
+          "31",
+          "2024",
+          "2025",
+          "shown",
+          "millions",
+          "Actual",
+          "future",
+          "differ",
+          "materially",
+          "sensitivity",
+          "analyses",
+          "performed",
+          "inherent",
+          "limitations",
+          "predicting",
+          "timing",
+          "actual",
+          "exposures",
+          "positions",
+          "intended",
+          "represent",
+          "estimation",
+          "Additionally",
+          "senior",
+          "unsecured",
+          "notes",
+          "total",
+          "carrying",
+          "11.9",
+          "billion",
+          "48.5",
+          "As",
+          "bear",
+          "amortized",
+          "cost",
+          "generally",
+          "affect",
+          "consolidated",
+          "financial",
+          "statements",
+          "However",
+          "fluctuate",
+          "movement"
+        ],
+        "keywords": [
+          "Interest rate risk",
+          "VaR analysis",
+          "Investment portfolio"
+        ],
+        "connect_to": [
+          {
+            "target": "fe1ebedb-d41a-57da-9cf8-1c6e369d4f18",
+            "relation": "embeds",
+            "ref": "[tables/table-18 Interest Rate Risk.html]",
+            "position": {
+              "start": 1645,
+              "end": 1686
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "93db7b0d-b3f0-5405-a27b-2b21c5492879",
+      "type": "text",
+      "content": "Our marketable and non-marketable equity securities are subject to a wide variety of market-related risks that could substantially reduce or increase the fair value of our holdings.\nOur marketable equity securities are primarily publicly traded stocks or funds and our non-marketable equity securities are primarily investments in privately held companies, some of which are in the startup or development stages.\nWe record marketable equity securities at fair value subject to market price volatility. These securities represent \\$5.1 billion and \\$6.3 billion of our investments as of December 31, 2024 and 2025, respectively. A hypothetical adverse price change of 10% on our December 31, 2025 balance would decrease the fair value of marketable equity securities by \\$631 million. From time to time, we may enter into derivatives to hedge the market price risk on certain of our marketable equity securities.\nOur non-marketable equity securities not accounted for under the equity method are primarily adjusted to fair value for observable transactions for identical or similar investments of the same issuer or impairment (referred to as the measurement alternative). The fair value measured at the time of the observable transaction is not necessarily an indication of the current fair value as of the balance sheet date. These investments, especially those that are in the early stages, are inherently risky because the technologies or products these companies have under development are typically in the early phases and may never materialize, and they may experience a decline in financial condition, which could result in a loss of a substantial part of our investment in these companies. Valuations of our equity investments in private companies are inherently more complex due to the lack of readily available market data and observable transactions at lower valuations could result in significant losses. In addition, global economic conditions could result in additional volatility. The success of our investment in any private company is also typically dependent on the likelihood of our ability to realize appreciation in the value of investments through liquidity events such as public offerings, acquisitions, private sales, or other market events. Changes in the valuation of non-marketable equity securities may not directly correlate with changes in valuation of marketable equity securities. As of December 31, 2024 and 2025, the carrying value of our non-marketable equity securities, which were accounted for under the measurement alternative, was \\$35.2 billion and \\$64.1 billion, respectively.\nThe carrying values of our equity method investments, which totaled approximately \\$2.0 billion and \\$2.5 billion as of December 31, 2024 and 2025, respectively, generally do not fluctuate based on market price changes. However, these investments could be impaired if the carrying value exceeds the fair value and is not expected to recover.\nFor additional information about our equity investments, see Note 1 and Note 3 of the Notes to Consolidated Financial Statements included in Item 8 of this Annual Report on Form 10-K.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 7A. QUANTITATIVE AND QUALITATIVE DISCLOSURES ABOUT MARKET RISK/Equity Investment Risk",
+      "metadata": {
+        "length": 3145,
+        "summary": "The passage discusses marketable and non-marketable equity securities, their risks, and valuation methods. Marketable equity securities, primarily publicly traded stocks, are recorded at fair value with market price volatility, totaling $6.3 billion as of December 31, 2025, with a hypothetical 10% adverse price change decreasing fair value by $631 million. Non-marketable equity securities, mainly investments in private companies, are adjusted to fair value based on observable transactions or impairment, with carrying values of $64.1 billion as of December 31, 2025. These investments are inherently risky due to early-stage technologies and lack of market data. Equity method investments, totaling $2.5 billion as of December 31, 2025, generally do not fluctuate with market prices but may be impaired. The passage highlights the complexity and volatility of these investments.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "Our",
+          "marketable",
+          "equity",
+          "securities",
+          "subject",
+          "wide",
+          "variety",
+          "market",
+          "related",
+          "risks",
+          "substantially",
+          "reduce",
+          "increase",
+          "fair",
+          "holdings",
+          "primarily",
+          "publicly",
+          "traded",
+          "stocks",
+          "funds",
+          "investments",
+          "privately",
+          "held",
+          "companies",
+          "startup",
+          "development",
+          "stages",
+          "We",
+          "record",
+          "price",
+          "volatility",
+          "These",
+          "represent",
+          "5.1",
+          "billion",
+          "6.3",
+          "December",
+          "31",
+          "2024",
+          "2025",
+          "hypothetical",
+          "adverse",
+          "change",
+          "10%",
+          "balance",
+          "decrease",
+          "631",
+          "million",
+          "From",
+          "time",
+          "enter",
+          "derivatives",
+          "hedge",
+          "risk",
+          "accounted",
+          "method",
+          "adjusted",
+          "observable",
+          "transactions",
+          "identical",
+          "similar",
+          "issuer",
+          "impairment",
+          "referred",
+          "measurement",
+          "alternative",
+          "The",
+          "measured",
+          "transaction",
+          "necessarily",
+          "indication",
+          "current",
+          "sheet",
+          "date",
+          "early",
+          "inherently",
+          "risky",
+          "technologies",
+          "products",
+          "typically",
+          "phases",
+          "materialize",
+          "experience",
+          "decline",
+          "financial",
+          "condition",
+          "result",
+          "loss",
+          "substantial",
+          "part",
+          "investment",
+          "Valuations",
+          "private",
+          "complex",
+          "due",
+          "lack",
+          "readily",
+          "data",
+          "lower",
+          "valuations",
+          "significant",
+          "losses",
+          "In",
+          "addition",
+          "global",
+          "economic",
+          "conditions",
+          "additional",
+          "success",
+          "company",
+          "dependent",
+          "likelihood",
+          "ability",
+          "realize",
+          "appreciation",
+          "liquidity",
+          "events",
+          "public",
+          "offerings",
+          "acquisitions",
+          "sales",
+          "Changes",
+          "valuation",
+          "directly",
+          "correlate",
+          "As",
+          "carrying",
+          "35.2",
+          "64.1",
+          "values",
+          "totaled",
+          "approximately",
+          "2.0",
+          "2.5",
+          "generally",
+          "fluctuate",
+          "based",
+          "However",
+          "impaired",
+          "exceeds",
+          "expected",
+          "recover",
+          "For",
+          "information",
+          "Note",
+          "Notes",
+          "Consolidated",
+          "Financial",
+          "Statements",
+          "included",
+          "Item",
+          "Annual",
+          "Report",
+          "Form",
+          "10"
+        ],
+        "keywords": [
+          "marketable",
+          "non-marketable",
+          "fair value"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "3bb9d496-c8de-5b50-a537-0204d9e0f225",
+      "type": "text",
+      "content": "Alphabet Inc.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA",
+      "metadata": {
+        "length": 13,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "Alphabet",
+          "Inc"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "6c8cb0fd-ab33-575d-b4ed-85db334a7fc8",
+      "type": "table",
+      "content": "<table><tr><td></td><td>Page</td></tr><tr><td>Reports of Independent Registered Public Accounting Firm (PCAOB ID: 42)</td><td>45</td></tr><tr><td>Financial Statements:</td><td></td></tr><tr><td>Consolidated Balance Sheets</td><td>48</td></tr><tr><td>Consolidated Statements of Income</td><td>49</td></tr><tr><td>Consolidated Statements of Comprehensive Income</td><td>50</td></tr><tr><td>Consolidated Statements of Stockholders’ Equity</td><td>51</td></tr><tr><td>Consolidated Statements of Cash Flows</td><td>52</td></tr><tr><td>Notes to Consolidated Financial Statements</td><td>53</td></tr></table>",
+      "path": "tables/table-19 Financial Index.html",
+      "metadata": {
+        "length": 601,
+        "summary": "table-20\nThe table lists page numbers for financial statements including balance sheets, income statements, and auditor reports.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "file_path": "tables/table-19 Financial Index.html",
+        "keywords": [
+          "Financial Statements",
+          "Page Numbers",
+          "SEC Filing"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "fa32ae04-53d9-5c18-a28e-298734ec6d4b",
+      "type": "text",
+      "content": "[tables/table-19 Financial Index.html]",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/INDEX TO CONSOLIDATED FINANCIAL STATEMENTS",
+      "metadata": {
+        "length": 27,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "6c8cb0fd-ab33-575d-b4ed-85db334a7fc8",
+            "relation": "embeds",
+            "ref": "[tables/table-19 Financial Index.html]",
+            "position": {
+              "start": 0,
+              "end": 38
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "bda85331-7fe8-5392-8b19-16901e73b47a",
+      "type": "text",
+      "content": "To the Stockholders and the Board of Directors of Alphabet Inc.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/INDEX TO CONSOLIDATED FINANCIAL STATEMENTS/REPORT OF INDEPENDENT REGISTERED PUBLIC ACCOUNTING FIRM",
+      "metadata": {
+        "length": 63,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "To",
+          "Stockholders",
+          "Board",
+          "Directors",
+          "Alphabet",
+          "Inc"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "ecf3ab4a-b753-5d60-9046-6adf1bb39fe8",
+      "type": "text",
+      "content": "We have audited the accompanying consolidated balance sheets of Alphabet Inc. (the Company) as of December 31, 2024 and 2025, the related consolidated statements of income, comprehensive income, stockholders' equity and cash flows for each of the three years in the period ended December 31, 2025, and the related notes and financial statement schedule listed in the Index at Item 15 (collectively referred to as the “consolidated financial statements”). In our opinion, the consolidated financial statements present fairly, in all material respects, the financial position of the Company at December 31, 2024 and 2025, and the results of its operations and its cash flows for each of the three years in the period ended December 31, 2025, in conformity with U.S. generally accepted accounting principles.\nWe also have audited, in accordance with the standards of the Public Company Accounting Oversight Board (United States) (PCAOB), the Company's internal control over financial reporting as of December 31, 2025, based on criteria established in Internal Control—Integrated Framework issued by the Committee of Sponsoring Organizations of the Treadway Commission (2013 framework), and our report dated February 4, 2026 expressed an unqualified opinion thereon.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/INDEX TO CONSOLIDATED FINANCIAL STATEMENTS/REPORT OF INDEPENDENT REGISTERED PUBLIC ACCOUNTING FIRM/Opinion on the Financial Statements",
+      "metadata": {
+        "length": 1263,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "We",
+          "audited",
+          "accompanying",
+          "consolidated",
+          "balance",
+          "sheets",
+          "Alphabet",
+          "Inc",
+          "Company",
+          "December",
+          "31",
+          "2024",
+          "2025",
+          "related",
+          "statements",
+          "income",
+          "comprehensive",
+          "stockholders",
+          "equity",
+          "cash",
+          "flows",
+          "years",
+          "period",
+          "ended",
+          "notes",
+          "financial",
+          "statement",
+          "schedule",
+          "listed",
+          "Index",
+          "Item",
+          "15",
+          "collectively",
+          "referred",
+          "In",
+          "opinion",
+          "present",
+          "fairly",
+          "material",
+          "respects",
+          "position",
+          "results",
+          "operations",
+          "conformity",
+          "generally",
+          "accepted",
+          "accounting",
+          "principles",
+          "accordance",
+          "standards",
+          "Public",
+          "Accounting",
+          "Oversight",
+          "Board",
+          "United",
+          "States",
+          "PCAOB",
+          "internal",
+          "control",
+          "reporting",
+          "based",
+          "criteria",
+          "established",
+          "Internal",
+          "Control",
+          "Integrated",
+          "Framework",
+          "issued",
+          "Committee",
+          "Sponsoring",
+          "Organizations",
+          "Treadway",
+          "Commission",
+          "2013",
+          "framework",
+          "report",
+          "dated",
+          "February",
+          "2026",
+          "expressed",
+          "unqualified",
+          "thereon"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "11f7596c-04a6-5e85-8821-bea66ebb47b7",
+      "type": "text",
+      "content": "These financial statements are the responsibility of the Company's management. Our responsibility is to express an opinion on the Company's financial statements based on our audits. We are a public accounting firm registered with the PCAOB and are required to be independent with respect to the Company in accordance with the U.S. federal securities laws and the applicable rules and regulations of the Securities and Exchange Commission and the PCAOB.\nWe conducted our audits in accordance with the standards of the PCAOB. Those standards require that we plan and perform the audit to obtain reasonable assurance about whether the financial statements are free of material misstatement, whether due to error or fraud. Our audits included performing procedures to assess the risks of material misstatement of the financial statements, whether due to error or fraud, and performing procedures that respond to those risks. Such procedures included examining, on a test basis, evidence regarding the amounts and disclosures in the financial statements. Our audits also included evaluating the accounting principles used and significant estimates made by management, as well as evaluating the overall presentation of the financial statements. We believe that our audits provide a reasonable basis for our opinion.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/INDEX TO CONSOLIDATED FINANCIAL STATEMENTS/REPORT OF INDEPENDENT REGISTERED PUBLIC ACCOUNTING FIRM/Basis for Opinion",
+      "metadata": {
+        "length": 1309,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "These",
+          "financial",
+          "statements",
+          "responsibility",
+          "Company",
+          "management",
+          "Our",
+          "express",
+          "opinion",
+          "based",
+          "audits",
+          "We",
+          "public",
+          "accounting",
+          "firm",
+          "registered",
+          "PCAOB",
+          "required",
+          "independent",
+          "respect",
+          "accordance",
+          "federal",
+          "securities",
+          "laws",
+          "applicable",
+          "rules",
+          "regulations",
+          "Securities",
+          "Exchange",
+          "Commission",
+          "conducted",
+          "standards",
+          "Those",
+          "require",
+          "plan",
+          "perform",
+          "audit",
+          "obtain",
+          "reasonable",
+          "assurance",
+          "free",
+          "material",
+          "misstatement",
+          "due",
+          "error",
+          "fraud",
+          "included",
+          "performing",
+          "procedures",
+          "assess",
+          "risks",
+          "respond",
+          "Such",
+          "examining",
+          "test",
+          "basis",
+          "evidence",
+          "amounts",
+          "disclosures",
+          "evaluating",
+          "principles",
+          "significant",
+          "estimates",
+          "made",
+          "presentation",
+          "provide"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "6d802d6d-2196-541f-84d8-c77bf792525c",
+      "type": "table",
+      "content": "<table><tr><td>Description of the Matter</td><td>The Company is subject to claims, lawsuits, regulatory and government inquiries and investigations, other proceedings, and consent orders. As described in Note 10 to the consolidated financial statements, such claims, lawsuits, regulatory and government inquiries and investigations, other proceedings, and consent orders could result in adverse consequences.Significant judgment is required to determine both the likelihood and the estimated amount of a loss related to such matters. Auditing management’s accounting for and disclosure of loss contingencies from these matters involved challenging and subjective auditor judgment in assessing the Company’s evaluation of the probability of a loss, and the estimated amount or range of loss.</td></tr><tr><td>How We Addressed the Matter in Our Audit</td><td>We tested relevant controls over the identified risks associated with management’s accounting for and disclosure of these matters. This included controls over management’s assessment of the probability of incurrence of a loss and whether the loss or range of loss was reasonably estimable and the development of related disclosures.Our audit procedures included, among others, gaining an understanding of previous rulings and the status of ongoing lawsuits, reviewing letters from internal and external legal counsel addressing the matters, meeting with internal legal counsel to discuss the allegations, and obtaining a representation letter from management on these matters. We also evaluated the Company’s disclosures in relation to these matters.</td></tr></table>",
+      "path": "tables/table-20 Loss Contingencies.html",
+      "metadata": {
+        "length": 1625,
+        "summary": "table-21\nThe company faces claims and lawsuits requiring judgment on loss probability and amount. Audit tested controls, reviewed legal counsel letters, and evaluated disclosures.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "file_path": "tables/table-20 Loss Contingencies.html",
+        "keywords": [
+          "loss contingencies",
+          "legal proceedings",
+          "audit"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "50357562-293d-58bc-84ed-867e9dec0f2b",
+      "type": "text",
+      "content": "The critical audit matter communicated below is a matter arising from the current period audit of the financial statements that was communicated or required to be communicated to the audit committee and that: (1) relates to accounts or disclosures that are material to the financial statements and (2) involved our especially challenging, subjective or complex judgments. The communication of the critical audit matter does not alter in any way our opinion on the consolidated financial statements, taken as a whole, and we are not, by communicating the critical audit matter below, providing a separate opinion on the critical audit matter or on the accounts or disclosures to which it relates.\nLoss Contingencies\n\n[tables/table-20 Loss Contingencies.html]\n\n/s/ Ernst & Young LLP\nWe have served as the Company's auditor since 1999.\nSan Jose, California\nFebruary 4, 2026",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/INDEX TO CONSOLIDATED FINANCIAL STATEMENTS/REPORT OF INDEPENDENT REGISTERED PUBLIC ACCOUNTING FIRM/Critical Audit Matter",
+      "metadata": {
+        "length": 899,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "The",
+          "critical",
+          "audit",
+          "matter",
+          "communicated",
+          "arising",
+          "current",
+          "period",
+          "financial",
+          "statements",
+          "required",
+          "committee",
+          "relates",
+          "accounts",
+          "disclosures",
+          "material",
+          "involved",
+          "challenging",
+          "subjective",
+          "complex",
+          "judgments",
+          "communication",
+          "alter",
+          "opinion",
+          "consolidated",
+          "communicating",
+          "providing",
+          "separate",
+          "Loss",
+          "Contingencies",
+          "Ernst",
+          "Young",
+          "LLP",
+          "We",
+          "served",
+          "Company",
+          "auditor",
+          "1999",
+          "San",
+          "Jose",
+          "California",
+          "February",
+          "2026"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "6d802d6d-2196-541f-84d8-c77bf792525c",
+            "relation": "embeds",
+            "ref": "[tables/table-20 Loss Contingencies.html]",
+            "position": {
+              "start": 716,
+              "end": 757
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "bda85331-7fe8-5392-8b19-16901e73b47a",
+      "type": "text",
+      "content": "To the Stockholders and the Board of Directors of Alphabet Inc.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/INDEX TO CONSOLIDATED FINANCIAL STATEMENTS/REPORT OF INDEPENDENT REGISTERED PUBLIC ACCOUNTING FIRM_2",
+      "metadata": {
+        "length": 63,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "To",
+          "Stockholders",
+          "Board",
+          "Directors",
+          "Alphabet",
+          "Inc"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "ee3dd9f9-895d-5979-82d8-f5e0b210623e",
+      "type": "text",
+      "content": "We have audited Alphabet Inc.'s internal control over financial reporting as of December 31, 2025, based on criteria established in Internal Control—Integrated Framework issued by the Committee of Sponsoring Organizations of the Treadway Commission (2013 framework) (the COSO criteria). In our opinion, Alphabet Inc. (the Company) maintained, in all material respects, effective internal control over financial reporting as of December 31, 2025, based on the COSO criteria.\nWe also have audited, in accordance with the standards of the Public Company Accounting Oversight Board (United States) (PCAOB), the 2025 consolidated financial statements of the Company and our report dated February 4, 2026 expressed an unqualified opinion thereon.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/INDEX TO CONSOLIDATED FINANCIAL STATEMENTS/REPORT OF INDEPENDENT REGISTERED PUBLIC ACCOUNTING FIRM_2/Opinion on Internal Control Over Financial Reporting",
+      "metadata": {
+        "length": 740,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "We",
+          "audited",
+          "Alphabet",
+          "Inc",
+          "internal",
+          "control",
+          "financial",
+          "reporting",
+          "December",
+          "31",
+          "2025",
+          "based",
+          "criteria",
+          "established",
+          "Internal",
+          "Control",
+          "Integrated",
+          "Framework",
+          "issued",
+          "Committee",
+          "Sponsoring",
+          "Organizations",
+          "Treadway",
+          "Commission",
+          "2013",
+          "framework",
+          "COSO",
+          "In",
+          "opinion",
+          "Company",
+          "maintained",
+          "material",
+          "respects",
+          "effective",
+          "accordance",
+          "standards",
+          "Public",
+          "Accounting",
+          "Oversight",
+          "Board",
+          "United",
+          "States",
+          "PCAOB",
+          "consolidated",
+          "statements",
+          "report",
+          "dated",
+          "February",
+          "2026",
+          "expressed",
+          "unqualified",
+          "thereon"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "5f5995bd-122c-5543-8208-a2963863de60",
+      "type": "text",
+      "content": "The Company's management is responsible for maintaining effective internal control over financial reporting and for its assessment of the effectiveness of internal control over financial reporting included in the accompanying Management's Report on Internal Control over Financial Reporting. Our responsibility is to express an opinion on the Company's internal control over financial reporting based on our audit. We are a public accounting firm registered with the PCAOB and are required to be independent with respect to the Company in accordance with the U.S. federal securities laws and the applicable rules and regulations of the Securities and Exchange Commission and the PCAOB.\nWe conducted our audit in accordance with the standards of the PCAOB. Those standards require that we plan and perform the audit to obtain reasonable assurance about whether effective internal control over financial reporting was maintained in all material respects.\nOur audit included obtaining an understanding of internal control over financial reporting, assessing the risk that a material weakness exists, testing and evaluating the design and operating effectiveness of internal control based on the assessed risk, and performing such other procedures as we considered necessary in the circumstances. We believe that our audit provides a reasonable basis for our opinion.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/INDEX TO CONSOLIDATED FINANCIAL STATEMENTS/REPORT OF INDEPENDENT REGISTERED PUBLIC ACCOUNTING FIRM_2/Basis for Opinion",
+      "metadata": {
+        "length": 1363,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "The",
+          "Company",
+          "management",
+          "responsible",
+          "maintaining",
+          "effective",
+          "internal",
+          "control",
+          "financial",
+          "reporting",
+          "assessment",
+          "effectiveness",
+          "included",
+          "accompanying",
+          "Management",
+          "Report",
+          "Internal",
+          "Control",
+          "Financial",
+          "Reporting",
+          "Our",
+          "responsibility",
+          "express",
+          "opinion",
+          "based",
+          "audit",
+          "We",
+          "public",
+          "accounting",
+          "firm",
+          "registered",
+          "PCAOB",
+          "required",
+          "independent",
+          "respect",
+          "accordance",
+          "federal",
+          "securities",
+          "laws",
+          "applicable",
+          "rules",
+          "regulations",
+          "Securities",
+          "Exchange",
+          "Commission",
+          "conducted",
+          "standards",
+          "Those",
+          "require",
+          "plan",
+          "perform",
+          "obtain",
+          "reasonable",
+          "assurance",
+          "maintained",
+          "material",
+          "respects",
+          "obtaining",
+          "understanding",
+          "assessing",
+          "risk",
+          "weakness",
+          "exists",
+          "testing",
+          "evaluating",
+          "design",
+          "operating",
+          "assessed",
+          "performing",
+          "procedures",
+          "considered",
+          "circumstances",
+          "basis"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "d6f0d8ea-10fd-50a3-bb14-da4241a8b3c7",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"2\"></td><td colspan=\"2\">As of December 31,</td></tr><tr><td>2024</td><td>2025</td></tr><tr><td colspan=\"3\">Assets</td></tr><tr><td colspan=\"3\">Current assets:</td></tr><tr><td>Cash and cash equivalents</td><td>$ 23,466</td><td>$ 30,708</td></tr><tr><td>Marketable securities</td><td>72,191</td><td>96,135</td></tr><tr><td>Total cash, cash equivalents, and marketable securities</td><td>95,657</td><td>126,843</td></tr><tr><td>Accounts receivable, net</td><td>52,340</td><td>62,886</td></tr><tr><td>Other current assets</td><td>15,714</td><td>16,309</td></tr><tr><td>Total current assets</td><td>163,711</td><td>206,038</td></tr><tr><td>Non-marketable securities</td><td>37,982</td><td>68,687</td></tr><tr><td>Deferred income taxes</td><td>17,180</td><td>9,113</td></tr><tr><td>Property and equipment, net</td><td>171,036</td><td>246,597</td></tr><tr><td>Operating lease assets</td><td>13,588</td><td>15,221</td></tr><tr><td>Goodwill</td><td>31,885</td><td>33,380</td></tr><tr><td>Other non-current assets</td><td>14,874</td><td>16,245</td></tr><tr><td>Total assets</td><td>$ 450,256</td><td>$ 595,281</td></tr><tr><td colspan=\"3\">Liabilities and Stockholders’ Equity</td></tr><tr><td colspan=\"3\">Current liabilities:</td></tr><tr><td>Accounts payable</td><td>$ 7,987</td><td>$ 12,200</td></tr><tr><td>Accrued compensation and benefits</td><td>15,069</td><td>17,546</td></tr><tr><td>Accrued expenses and other current liabilities</td><td>51,228</td><td>55,557</td></tr><tr><td>Accrued revenue share</td><td>9,802</td><td>10,864</td></tr><tr><td>Deferred revenue</td><td>5,036</td><td>6,578</td></tr><tr><td>Total current liabilities</td><td>89,122</td><td>102,745</td></tr><tr><td>Long-term debt</td><td>10,883</td><td>46,547</td></tr><tr><td>Income taxes payable, non-current</td><td>8,782</td><td>9,531</td></tr><tr><td>Operating lease liabilities</td><td>11,691</td><td>12,744</td></tr><tr><td>Other long-term liabilities</td><td>4,694</td><td>8,449</td></tr><tr><td>Total liabilities</td><td>125,172</td><td>180,016</td></tr><tr><td colspan=\"3\">Commitments and Contingencies (Note 10)</td></tr><tr><td colspan=\"3\">Stockholders’ equity:</td></tr><tr><td>Preferred stock, $0.001 par value per share, 100 shares authorized; no shares issued and outstanding</td><td>0</td><td>0</td></tr><tr><td>Class A, Class B, and Class C stock and additional paid-in capital, $0.001 par value per share: 300,000 shares authorized (Class A 180,000, Class B 60,000, Class C 60,000); 12,211 (Class A 5,835, Class B 861, Class C 5,515) and 12,088 (Class A 5,822, Class B 837, Class C 5,429) shares issued and outstanding</td><td>84,800</td><td>93,126</td></tr><tr><td>Accumulated other comprehensive income (loss)</td><td>(4,800)</td><td>(1,916)</td></tr><tr><td>Retained earnings</td><td>245,084</td><td>324,055</td></tr><tr><td>Total stockholders’ equity</td><td>325,084</td><td>415,265</td></tr><tr><td>Total liabilities and stockholders’ equity</td><td>$ 450,256</td><td>$ 595,281</td></tr></table>",
+      "path": "tables/table-21 Balance Sheet.html",
+      "metadata": {
+        "length": 3008,
+        "summary": "table-22\nBalance sheet as of Dec 31, 2024 and 2025: total assets $450,256 and $595,281; total liabilities $125,172 and $180,016; stockholders' equity $325,084 and $415,265.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "file_path": "tables/table-21 Balance Sheet.html",
+        "keywords": [
+          "Assets",
+          "Liabilities",
+          "Equity"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "4a1a0d55-6b9c-54e6-917f-9a9fc8e08092",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"2\"></td><td colspan=\"3\">Year Ended December 31,</td></tr><tr><td>2023</td><td>2024</td><td>2025</td></tr><tr><td>Revenues</td><td>$ 307,394</td><td>$ 350,018</td><td>$ 402,836</td></tr><tr><td>Costs and expenses:</td><td></td><td></td><td></td></tr><tr><td>Cost of revenues</td><td>133,332</td><td>146,306</td><td>162,535</td></tr><tr><td>Research and development</td><td>45,427</td><td>49,326</td><td>61,087</td></tr><tr><td>Sales and marketing</td><td>27,917</td><td>27,808</td><td>28,693</td></tr><tr><td>General and administrative</td><td>16,425</td><td>14,188</td><td>21,482</td></tr><tr><td>Total costs and expenses</td><td>223,101</td><td>237,628</td><td>273,797</td></tr><tr><td>Income from operations</td><td>84,293</td><td>112,390</td><td>129,039</td></tr><tr><td>Other income (expense), net</td><td>1,424</td><td>7,425</td><td>29,787</td></tr><tr><td>Income before income taxes</td><td>85,717</td><td>119,815</td><td>158,826</td></tr><tr><td>Provision for income taxes</td><td>11,922</td><td>19,697</td><td>26,656</td></tr><tr><td>Net income</td><td>$ 73,795</td><td>$ 100,118</td><td>$ 132,170</td></tr><tr><td>Basic net income per share (Note 12)</td><td>$ 5.84</td><td>$ 8.13</td><td>$ 10.91</td></tr><tr><td>Diluted net income per share (Note 12)</td><td>$ 5.80</td><td>$ 8.04</td><td>$ 10.81</td></tr></table>",
+      "path": "tables/table-22 Financial Data.html",
+      "metadata": {
+        "length": 1349,
+        "summary": "table-23\nThe table shows revenues, costs, and net income for 2023-2025. Revenues grew from $307,394 to $402,836, and net income rose from $73,795 to $132,170.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "file_path": "tables/table-22 Financial Data.html",
+        "keywords": [
+          "Revenue",
+          "Net Income",
+          "Expenses"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "39d3d348-fbc9-557b-a530-851e53c82c5c",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"2\"></td><td colspan=\"3\">Year Ended December 31,</td></tr><tr><td>2023</td><td>2024</td><td>2025</td></tr><tr><td>Net income</td><td>$ 73,795</td><td>$ 100,118</td><td>$ 132,170</td></tr><tr><td>Other comprehensive income (loss):</td><td></td><td></td><td></td></tr><tr><td>Change in foreign currency translation adjustment, net of income tax benefit (expense) of $63, $(49) and $180</td><td>735</td><td>(1,673)</td><td>2,522</td></tr><tr><td>Available-for-sale investments:</td><td></td><td></td><td></td></tr><tr><td>Change in net unrealized gains (losses)</td><td>1,344</td><td>(116)</td><td>1,146</td></tr><tr><td>Less: reclassification adjustment for net (gains) losses included in net income</td><td>1,168</td><td>782</td><td>(169)</td></tr><tr><td>Net change, net of income tax benefit (expense) of $(698), $(190), and $(276)</td><td>2,512</td><td>666</td><td>977</td></tr><tr><td>Cash flow hedges:</td><td></td><td></td><td></td></tr><tr><td>Change in net unrealized gains (losses)</td><td>168</td><td>775</td><td>(779)</td></tr><tr><td>Less: reclassification adjustment for net (gains) losses included in net income</td><td>(214)</td><td>(166)</td><td>164</td></tr><tr><td>Net change, net of income tax benefit (expense) of $2, $(151), and $174</td><td>(46)</td><td>609</td><td>(615)</td></tr><tr><td>Other comprehensive income (loss)</td><td>3,201</td><td>(398)</td><td>2,884</td></tr><tr><td>Comprehensive income</td><td>$ 76,996</td><td>$ 99,720</td><td>$ 135,054</td></tr></table>",
+      "path": "tables/table-23 Comprehensive Income.html",
+      "metadata": {
+        "length": 1516,
+        "summary": "table-24\nThe table shows net income, other comprehensive income (OCI) components, and total comprehensive income for 2023-2025. Net income grew from $73,795 to $132,170, while OCI fluctuated, resulting in comprehensive income of $76,996, $99,720, and $135,054 respectively.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "file_path": "tables/table-23 Comprehensive Income.html",
+        "keywords": [
+          "Comprehensive income",
+          "Net income",
+          "OCI"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "618f672e-71c9-57bf-a816-53463b91fd5b",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"2\"></td><td colspan=\"2\">Class A, Class B, Class C Stock and Additional Paid-In Capital</td><td rowspan=\"2\">Accumulated Other Comprehensive Income (Loss)</td><td rowspan=\"2\">Retained Earnings</td><td rowspan=\"2\">Total Stockholders&#x27; Equity</td></tr><tr><td>Shares</td><td>Amount</td></tr><tr><td>Balance as of December 31, 2022</td><td>12,849</td><td>$ 68,184</td><td>$ (7,603)</td><td>$ 195,563</td><td>$ 256,144</td></tr><tr><td>Stock issued</td><td>139</td><td>0</td><td>0</td><td>0</td><td>0</td></tr><tr><td>Stock-based compensation</td><td>0</td><td>22,578</td><td>0</td><td>0</td><td>22,578</td></tr><tr><td>Tax withholding related to vesting of restricted stock units and other</td><td>0</td><td>(10,164)</td><td>0</td><td>9</td><td>(10,155)</td></tr><tr><td>Repurchases of stock</td><td>(528)</td><td>(4,064)</td><td>0</td><td>(58,120)</td><td>(62,184)</td></tr><tr><td>Net income</td><td>0</td><td>0</td><td>0</td><td>73,795</td><td>73,795</td></tr><tr><td>Other comprehensive income (loss)</td><td>0</td><td>0</td><td>3,201</td><td>0</td><td>3,201</td></tr><tr><td>Balance as of December 31, 2023</td><td>12,460</td><td>76,534</td><td>(4,402)</td><td>211,247</td><td>283,379</td></tr><tr><td>Stock issued</td><td>130</td><td>0</td><td>0</td><td>0</td><td>0</td></tr><tr><td>Stock-based compensation</td><td>0</td><td>22,937</td><td>0</td><td>0</td><td>22,937</td></tr><tr><td>Tax withholding related to vesting of restricted stock units and other</td><td>0</td><td>(12,507)</td><td>0</td><td>(16)</td><td>(12,523)</td></tr><tr><td>Repurchases of stock</td><td>(379)</td><td>(3,359)</td><td>0</td><td>(58,688)</td><td>(62,047)</td></tr><tr><td>Dividends and dividend equivalents declared ($0.60 per share)</td><td>0</td><td>41</td><td>0</td><td>(7,577)</td><td>(7,536)</td></tr><tr><td>Sale of interest in consolidated entities</td><td>0</td><td>1,154</td><td>0</td><td>0</td><td>1,154</td></tr><tr><td>Net income</td><td>0</td><td>0</td><td>0</td><td>100,118</td><td>100,118</td></tr><tr><td>Other comprehensive income (loss)</td><td>0</td><td>0</td><td>(398)</td><td>0</td><td>(398)</td></tr><tr><td>Balance as of December 31, 2024</td><td>12,211</td><td>84,800</td><td>(4,800)</td><td>245,084</td><td>325,084</td></tr><tr><td>Stock issued</td><td>117</td><td>0</td><td>0</td><td>0</td><td>0</td></tr><tr><td>Stock-based compensation</td><td>0</td><td>25,130</td><td>0</td><td>0</td><td>25,130</td></tr><tr><td>Tax withholding related to vesting of restricted stock units and other</td><td>0</td><td>(14,842)</td><td>0</td><td>0</td><td>(14,842)</td></tr><tr><td>Repurchases of stock</td><td>(240)</td><td>(2,514)</td><td>0</td><td>(42,884)</td><td>(45,398)</td></tr><tr><td>Dividends and dividend equivalents declared ($0.83 per share)</td><td>0</td><td>152</td><td>0</td><td>(10,315)</td><td>(10,163)</td></tr><tr><td>Sale of interest in consolidated entities</td><td>0</td><td>400</td><td>0</td><td>0</td><td>400</td></tr><tr><td>Net income</td><td>0</td><td>0</td><td>0</td><td>132,170</td><td>132,170</td></tr><tr><td>Other comprehensive income (loss)</td><td>0</td><td>0</td><td>2,884</td><td>0</td><td>2,884</td></tr><tr><td>Balance as of December 31, 2025</td><td>12,088</td><td>$ 93,126</td><td>$ (1,916)</td><td>$ 324,055</td><td>$ 415,265</td></tr></table>",
+      "path": "tables/table-24 Stockholders' Equity.html",
+      "metadata": {
+        "length": 3306,
+        "summary": "table-25\nThe table shows stockholders' equity from 2022 to 2025, detailing changes in shares, paid-in capital, comprehensive income, and retained earnings, with net income increasing each year.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "file_path": "tables/table-24 Stockholders' Equity.html",
+        "keywords": [
+          "Stockholders' Equity",
+          "Stock Repurchases",
+          "Net Income"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "732473c5-c78f-5c31-b842-10239502aec9",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"2\"></td><td colspan=\"3\">Year Ended December 31,</td></tr><tr><td>2023</td><td>2024</td><td>2025</td></tr><tr><td>Operating activities</td><td></td><td></td><td></td></tr><tr><td>Net income</td><td>$ 73,795</td><td>$ 100,118</td><td>$ 132,170</td></tr><tr><td>Adjustments:</td><td></td><td></td><td></td></tr><tr><td>Depreciation of property and equipment</td><td>11,946</td><td>15,311</td><td>21,136</td></tr><tr><td>Stock-based compensation expense</td><td>22,460</td><td>22,785</td><td>24,953</td></tr><tr><td>Deferred income taxes</td><td>(7,763)</td><td>(5,257)</td><td>8,348</td></tr><tr><td>Loss (gain) on debt and equity securities, net</td><td>823</td><td>(2,671)</td><td>(24,620)</td></tr><tr><td>Other</td><td>4,330</td><td>3,419</td><td>2,108</td></tr><tr><td>Changes in assets and liabilities, net of effects of acquisitions:</td><td></td><td></td><td></td></tr><tr><td>Accounts receivable, net</td><td>(7,833)</td><td>(5,891)</td><td>(8,779)</td></tr><tr><td>Income taxes, net</td><td>523</td><td>(2,418)</td><td>(3,226)</td></tr><tr><td>Other assets</td><td>(2,143)</td><td>(1,397)</td><td>(4,542)</td></tr><tr><td>Accounts payable</td><td>664</td><td>359</td><td>907</td></tr><tr><td>Accrued expenses and other liabilities</td><td>3,937</td><td>(1,161)</td><td>12,939</td></tr><tr><td>Accrued revenue share</td><td>482</td><td>1,059</td><td>899</td></tr><tr><td>Deferred revenue</td><td>525</td><td>1,043</td><td>2,420</td></tr><tr><td>Net cash provided by operating activities</td><td>101,746</td><td>125,299</td><td>164,713</td></tr><tr><td>Investing activities</td><td></td><td></td><td></td></tr><tr><td>Purchases of property and equipment</td><td>(32,251)</td><td>(52,535)</td><td>(91,447)</td></tr><tr><td>Purchases of marketable securities</td><td>(77,858)</td><td>(86,679)</td><td>(103,773)</td></tr><tr><td>Maturities and sales of marketable securities</td><td>86,672</td><td>103,428</td><td>83,240</td></tr><tr><td>Purchases of non-marketable securities</td><td>(3,027)</td><td>(5,034)</td><td>(5,716)</td></tr><tr><td>Maturities and sales of non-marketable securities</td><td>947</td><td>882</td><td>1,367</td></tr><tr><td>Acquisitions, net of cash acquired, and purchases of intangible assets</td><td>(495)</td><td>(2,931)</td><td>(1,592)</td></tr><tr><td>Other investing activities</td><td>(1,051)</td><td>(2,667)</td><td>(2,370)</td></tr><tr><td>Net cash used in investing activities</td><td>(27,063)</td><td>(45,536)</td><td>(120,291)</td></tr><tr><td>Financing activities</td><td></td><td></td><td></td></tr><tr><td>Net payments related to stock-based award activities</td><td>(9,837)</td><td>(12,190)</td><td>(14,167)</td></tr><tr><td>Repurchases of stock</td><td>(61,504)</td><td>(62,222)</td><td>(45,709)</td></tr><tr><td>Dividend payments</td><td>0</td><td>(7,363)</td><td>(10,049)</td></tr><tr><td>Proceeds from issuance of debt, net of costs</td><td>10,790</td><td>13,589</td><td>64,564</td></tr><tr><td>Repayments of debt</td><td>(11,550)</td><td>(12,701)</td><td>(32,427)</td></tr><tr><td>Proceeds from sale of interest in consolidated entities, net</td><td>8</td><td>1,154</td><td>400</td></tr><tr><td>Net cash used in financing activities</td><td>(72,093)</td><td>(79,733)</td><td>(37,388)</td></tr><tr><td>Effect of exchange rate changes on cash and cash equivalents</td><td>(421)</td><td>(612)</td><td>208</td></tr><tr><td>Net increase (decrease) in cash and cash equivalents</td><td>2,169</td><td>(582)</td><td>7,242</td></tr><tr><td>Cash and cash equivalents at beginning of period</td><td>21,879</td><td>24,048</td><td>23,466</td></tr><tr><td>Cash and cash equivalents at end of period</td><td>$ 24,048</td><td>$ 23,466</td><td>$ 30,708</td></tr><tr><td>Supplemental disclosures of non-cash investing activities:</td><td></td><td></td><td></td></tr><tr><td>Purchases of property and equipment included in accrued liabilities and accounts payable</td><td>$ 7,435</td><td>$ 10,326</td><td>$ 15,090</td></tr></table>",
+      "path": "tables/table-25 Cash Flow Statement.html",
+      "metadata": {
+        "length": 3983,
+        "summary": "table-26\nThe table shows cash flow from operating, investing, and financing activities for 2023-2025. Net cash from operations increased from $101,746 to $164,713. Investing activities used more cash over time, while financing activities fluctuated.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "file_path": "tables/table-25 Cash Flow Statement.html",
+        "keywords": [
+          "cash flow",
+          "operating",
+          "investing"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "fb0bb8f8-07fc-5d11-9d4d-9b146212adaf",
+      "type": "text",
+      "content": "A company's internal control over financial reporting is a process designed to provide reasonable assurance regarding the reliability of financial reporting and the preparation of financial statements for external purposes in accordance with generally accepted accounting principles. A company's internal control over financial reporting includes those policies and procedures that (1) pertain to the maintenance of records that, in reasonable detail, accurately and fairly reflect the transactions and dispositions of the assets of the company; (2) provide reasonable assurance that transactions are recorded as necessary to permit preparation of financial statements in accordance with generally accepted accounting principles, and that receipts and expenditures of the company are being made only in accordance with authorizations of management and directors of the company; and (3) provide reasonable assurance regarding prevention or timely detection of unauthorized acquisition, use, or disposition of the company's assets that could have a material effect on the financial statements.\nBecause of its inherent limitations, internal control over financial reporting may not prevent or detect misstatements. Also, projections of any evaluation of effectiveness to future periods are subject to the risk that controls may become inadequate because of changes in conditions, or that the degree of compliance with the policies or procedures may deteriorate.\n/s/ Ernst & Young LLP\nSan Jose, California\nFebruary 4, 2026\nAlphabet Inc.\nCONSOLIDATED BALANCE SHEETS\n(in millions, except par value per share amounts)\n\n[tables/table-21 Balance Sheet.html]\n\nSee accompanying notes.\nAlphabet Inc.\nCONSOLIDATED STATEMENTS OF INCOME\n(in millions, except per share amounts)\n\n[tables/table-22 Financial Data.html]\n\nSee accompanying notes.\nAlphabet Inc.\nCONSOLIDATED STATEMENTS OF COMPREHENSIVE INCOME\n(in millions)\n\n[tables/table-23 Comprehensive Income.html]\n\nSee accompanying notes.\nAlphabet Inc.\nCONSOLIDATED STATEMENTS OF STOCKHOLDERS' EQUITY (in millions)\n\n[tables/table-24 Stockholders' Equity.html]\n\nSee accompanying notes.\nAlphabet Inc.\nCONSOLIDATED STATEMENTS OF CASH FLOWS\n(in millions)\n\n[tables/table-25 Cash Flow Statement.html]\n\nSee accompanying notes.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/INDEX TO CONSOLIDATED FINANCIAL STATEMENTS/REPORT OF INDEPENDENT REGISTERED PUBLIC ACCOUNTING FIRM_2/Definition and Limitations of Internal Control Over Financial Reporting",
+      "metadata": {
+        "length": 2333,
+        "summary": "The passage describes a company's internal control over financial reporting, designed to ensure reliable financial statements in accordance with GAAP. It includes policies for accurate record-keeping, authorized transactions, and asset protection. Inherent limitations mean controls may not prevent all misstatements, and future effectiveness is subject to change. The text also includes audit firm Ernst & Young's signature and references to Alphabet Inc.'s consolidated financial statements for December 2025, including balance sheets, income statements, and cash flows.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "company",
+          "internal",
+          "control",
+          "financial",
+          "reporting",
+          "process",
+          "designed",
+          "provide",
+          "reasonable",
+          "assurance",
+          "reliability",
+          "preparation",
+          "statements",
+          "external",
+          "purposes",
+          "accordance",
+          "generally",
+          "accepted",
+          "accounting",
+          "principles",
+          "includes",
+          "policies",
+          "procedures",
+          "pertain",
+          "maintenance",
+          "records",
+          "detail",
+          "accurately",
+          "fairly",
+          "reflect",
+          "transactions",
+          "dispositions",
+          "assets",
+          "recorded",
+          "permit",
+          "receipts",
+          "expenditures",
+          "made",
+          "authorizations",
+          "management",
+          "directors",
+          "prevention",
+          "timely",
+          "detection",
+          "unauthorized",
+          "acquisition",
+          "disposition",
+          "material",
+          "effect",
+          "Because",
+          "inherent",
+          "limitations",
+          "prevent",
+          "detect",
+          "misstatements",
+          "Also",
+          "projections",
+          "evaluation",
+          "effectiveness",
+          "future",
+          "periods",
+          "subject",
+          "risk",
+          "controls",
+          "inadequate",
+          "conditions",
+          "degree",
+          "compliance",
+          "deteriorate",
+          "Ernst",
+          "Young",
+          "LLP",
+          "San",
+          "Jose",
+          "California",
+          "February",
+          "2026",
+          "Alphabet",
+          "Inc",
+          "CONSOLIDATED",
+          "BALANCE",
+          "SHEETS",
+          "millions",
+          "par",
+          "share",
+          "amounts",
+          "See",
+          "accompanying",
+          "notes",
+          "STATEMENTS",
+          "OF",
+          "INCOME",
+          "COMPREHENSIVE",
+          "STOCKHOLDERS",
+          "EQUITY",
+          "CASH",
+          "FLOWS"
+        ],
+        "keywords": [
+          "Internal Control",
+          "Financial Reporting",
+          "Audit"
+        ],
+        "connect_to": [
+          {
+            "target": "d6f0d8ea-10fd-50a3-bb14-da4241a8b3c7",
+            "relation": "embeds",
+            "ref": "[tables/table-21 Balance Sheet.html]",
+            "position": {
+              "start": 1612,
+              "end": 1648
+            }
+          },
+          {
+            "target": "4a1a0d55-6b9c-54e6-917f-9a9fc8e08092",
+            "relation": "embeds",
+            "ref": "[tables/table-22 Financial Data.html]",
+            "position": {
+              "start": 1763,
+              "end": 1800
+            }
+          },
+          {
+            "target": "39d3d348-fbc9-557b-a530-851e53c82c5c",
+            "relation": "embeds",
+            "ref": "[tables/table-23 Comprehensive Income.html]",
+            "position": {
+              "start": 1903,
+              "end": 1946
+            }
+          },
+          {
+            "target": "618f672e-71c9-57bf-a816-53463b91fd5b",
+            "relation": "embeds",
+            "ref": "[tables/table-24 Stockholders' Equity.html]",
+            "position": {
+              "start": 2049,
+              "end": 2092
+            }
+          },
+          {
+            "target": "732473c5-c78f-5c31-b842-10239502aec9",
+            "relation": "embeds",
+            "ref": "[tables/table-25 Cash Flow Statement.html]",
+            "position": {
+              "start": 2185,
+              "end": 2227
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "f62b1565-e001-5645-99d0-e8614aea8de6",
+      "type": "text",
+      "content": "",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "961de481-a6cc-5370-b90e-cfa29f429427",
+      "type": "text",
+      "content": "",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 1. Summary of Significant Accounting Policies",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "3e7e3f16-44b6-5661-85ad-0cf46ebd9b74",
+      "type": "text",
+      "content": "Google was incorporated in California in September 1998 and re-incorporated in the State of Delaware in August 2003. In 2015, we implemented a holding company reorganization, and as a result, Alphabet Inc. (\"Alphabet\") became the successor issuer to Google.\nWe generate revenues by delivering relevant, cost-effective online advertising; cloud-based solutions that provide enterprise customers of all sizes with infrastructure, platform services, and applications; and sales of other products and services, such as fees received for subscription-based products, apps and in-app purchases, and devices.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 1. Summary of Significant Accounting Policies/Nature of Operations",
+      "metadata": {
+        "length": 601,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "Google",
+          "incorporated",
+          "California",
+          "September",
+          "1998",
+          "State",
+          "Delaware",
+          "August",
+          "2003",
+          "In",
+          "2015",
+          "implemented",
+          "holding",
+          "company",
+          "reorganization",
+          "result",
+          "Alphabet",
+          "Inc",
+          "successor",
+          "issuer",
+          "We",
+          "generate",
+          "revenues",
+          "delivering",
+          "relevant",
+          "cost",
+          "effective",
+          "online",
+          "advertising",
+          "cloud",
+          "based",
+          "solutions",
+          "provide",
+          "enterprise",
+          "customers",
+          "sizes",
+          "infrastructure",
+          "platform",
+          "services",
+          "applications",
+          "sales",
+          "products",
+          "fees",
+          "received",
+          "subscription",
+          "apps",
+          "app",
+          "purchases",
+          "devices"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "3b953578-220e-5853-b567-745abc1ef3bc",
+      "type": "text",
+      "content": "The consolidated financial statements of Alphabet include the accounts of Alphabet and entities consolidated under the variable interest and voting models. Intercompany balances and transactions have been eliminated.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 1. Summary of Significant Accounting Policies/Basis of Consolidation",
+      "metadata": {
+        "length": 216,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "The",
+          "consolidated",
+          "financial",
+          "statements",
+          "Alphabet",
+          "include",
+          "accounts",
+          "entities",
+          "variable",
+          "interest",
+          "voting",
+          "models",
+          "Intercompany",
+          "balances",
+          "transactions",
+          "eliminated"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "5ed644c3-5c58-55f0-971b-bc3ba1ec7dc4",
+      "type": "text",
+      "content": "Preparation of consolidated financial statements in conformity with GAAP requires us to make estimates and assumptions that affect the amounts reported and disclosed in the financial statements and the accompanying notes. Actual results could differ materially from these estimates due to uncertainties. On an ongoing basis, we evaluate our estimates, including those related to the allowance for credit losses; contingent liabilities; fair values of financial instruments and goodwill; income taxes; inventory; and useful lives of property and equipment, among others. We base our estimates on assumptions, both historical and forward looking, that are believed to be reasonable, and the results of which form the basis for making judgments about the carrying values of assets and liabilities.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 1. Summary of Significant Accounting Policies/Use of Estimates",
+      "metadata": {
+        "length": 794,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "Preparation",
+          "consolidated",
+          "financial",
+          "statements",
+          "conformity",
+          "GAAP",
+          "requires",
+          "make",
+          "estimates",
+          "assumptions",
+          "affect",
+          "amounts",
+          "reported",
+          "disclosed",
+          "accompanying",
+          "notes",
+          "Actual",
+          "results",
+          "differ",
+          "materially",
+          "due",
+          "uncertainties",
+          "On",
+          "ongoing",
+          "basis",
+          "evaluate",
+          "including",
+          "related",
+          "allowance",
+          "credit",
+          "losses",
+          "contingent",
+          "liabilities",
+          "fair",
+          "values",
+          "instruments",
+          "goodwill",
+          "income",
+          "taxes",
+          "inventory",
+          "lives",
+          "property",
+          "equipment",
+          "We",
+          "base",
+          "historical",
+          "forward",
+          "believed",
+          "reasonable",
+          "form",
+          "making",
+          "judgments",
+          "carrying",
+          "assets"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "35d9b68b-ca08-5ce5-aedd-7e8f373eb2e5",
+      "type": "text",
+      "content": "Revenues are recognized when control of the promised goods or services is transferred to our customers, and the collectibility of an amount that we expect in exchange for those goods or services is probable. Sales and other similar taxes are excluded from revenues.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 1. Summary of Significant Accounting Policies/Revenue Recognition",
+      "metadata": {
+        "length": 265,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "Revenues",
+          "recognized",
+          "control",
+          "promised",
+          "goods",
+          "services",
+          "transferred",
+          "customers",
+          "collectibility",
+          "amount",
+          "expect",
+          "exchange",
+          "probable",
+          "Sales",
+          "similar",
+          "taxes",
+          "excluded",
+          "revenues"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "4e3e9ba6-cebf-561c-8ea7-684c9ac0ad13",
+      "type": "text",
+      "content": "Google advertising revenues consist of revenues from:\n- Google Search and other properties, including revenues from traffic generated by search distribution partners who use Google.com as their default search in browsers, toolbars, etc. and other Google owned and operated properties like Gmail, Google Maps, and Google Play;\n• YouTube properties; and\n- Google Network properties, including revenues from Google Network properties participating in AdMob, AdSense, and Google Ad Manager.\nOur customers generally purchase advertising inventory through Google Ads, Google Ad Manager, Google Display & Video 360, and Google Marketing Platform, among others.\nWe offer advertising by delivering both performance and brand advertising. We recognize revenues for performance advertising when a user engages with the advertisement. For brand advertising, we recognize revenues when the ad is displayed, or a user views the ad.\nFor ads placed on Google Network properties, we evaluate whether we are the principal (i.e., report revenues on a gross basis) or agent (i.e., report revenues on a net basis). Generally, we report advertising revenues for ads placed on Google Network properties on a gross basis, that is, the amounts billed to our customers are recorded as revenues, and amounts paid to Google Network partners are recorded as cost of revenues. Where we are the principal, we control the advertising inventory before it is transferred to our customers. Our control is evidenced by our sole ability to monetize the advertising inventory before it is transferred to our customers and is further supported by us being primarily responsible to our customers and having a level of discretion in establishing pricing.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 1. Summary of Significant Accounting Policies/Revenue Recognition/Google Advertising",
+      "metadata": {
+        "length": 1713,
+        "summary": "Google advertising revenues come from Google Search, YouTube, and Google Network properties. Customers purchase inventory through platforms like Google Ads and Google Ad Manager. Performance advertising revenue is recognized upon user engagement, while brand advertising revenue is recognized upon display or view. For Google Network ads, Google generally acts as principal, reporting revenue on a gross basis.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "Google",
+          "advertising",
+          "revenues",
+          "consist",
+          "Search",
+          "properties",
+          "including",
+          "traffic",
+          "generated",
+          "search",
+          "distribution",
+          "partners",
+          "default",
+          "browsers",
+          "toolbars",
+          "owned",
+          "operated",
+          "Gmail",
+          "Maps",
+          "Play",
+          "YouTube",
+          "Network",
+          "participating",
+          "AdMob",
+          "AdSense",
+          "Ad",
+          "Manager",
+          "Our",
+          "customers",
+          "generally",
+          "purchase",
+          "inventory",
+          "Ads",
+          "Display",
+          "Video",
+          "360",
+          "Marketing",
+          "Platform",
+          "We",
+          "offer",
+          "delivering",
+          "performance",
+          "brand",
+          "recognize",
+          "user",
+          "engages",
+          "advertisement",
+          "For",
+          "ad",
+          "displayed",
+          "views",
+          "ads",
+          "evaluate",
+          "principal",
+          "report",
+          "gross",
+          "basis",
+          "agent",
+          "net",
+          "Generally",
+          "amounts",
+          "billed",
+          "recorded",
+          "paid",
+          "cost",
+          "Where",
+          "control",
+          "transferred",
+          "evidenced",
+          "sole",
+          "ability",
+          "monetize",
+          "supported",
+          "primarily",
+          "responsible",
+          "level",
+          "discretion",
+          "establishing",
+          "pricing"
+        ],
+        "keywords": [
+          "advertising",
+          "revenue",
+          "Google"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "64887c68-47ef-5b79-ba80-97728d1e2a5d",
+      "type": "text",
+      "content": "Google subscriptions, platforms, and devices revenues consist of revenues from:\n- consumer subscriptions, which primarily include revenues from YouTube services, such as YouTube TV, YouTube Music and Premium, and NFL Sunday Ticket, as well as Google One, which offers access to our most capable Gemini models;\n- platforms, which primarily include revenues from Google Play sales of apps and in-app purchases;\n• devices, which primarily include sales of the Pixel family of devices; and\n• other products and services.\nSubscription revenues are recognized ratably over the period of the subscription, primarily monthly. We report revenues from Google Play sales of apps and in-app purchases on a net basis because our performance obligation is to facilitate a transaction between app developers and end users for which we earn a service fee.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 1. Summary of Significant Accounting Policies/Revenue Recognition/Google Subscriptions, Platforms, and Devices",
+      "metadata": {
+        "length": 839,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "Google",
+          "subscriptions",
+          "platforms",
+          "devices",
+          "revenues",
+          "consist",
+          "consumer",
+          "primarily",
+          "include",
+          "YouTube",
+          "services",
+          "TV",
+          "Music",
+          "Premium",
+          "NFL",
+          "Sunday",
+          "Ticket",
+          "One",
+          "offers",
+          "access",
+          "capable",
+          "Gemini",
+          "models",
+          "Play",
+          "sales",
+          "apps",
+          "app",
+          "purchases",
+          "Pixel",
+          "family",
+          "products",
+          "Subscription",
+          "recognized",
+          "ratably",
+          "period",
+          "subscription",
+          "monthly",
+          "We",
+          "report",
+          "net",
+          "basis",
+          "performance",
+          "obligation",
+          "facilitate",
+          "transaction",
+          "developers",
+          "end",
+          "users",
+          "earn",
+          "service",
+          "fee"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "f5112a17-44a4-5e7f-aa59-7b78130348aa",
+      "type": "text",
+      "content": "Google Cloud revenues consist of revenues from:\n- Google Cloud Platform primarily generates consumption-based fees and subscriptions for infrastructure, platform, and other services. These services provide access to solutions such as AI offerings including our enterprise AI infrastructure, Vertex AI platform, and Gemini Enterprise; cybersecurity offerings; and data and analytics solutions;\n- Google Workspace includes subscriptions for cloud-based communication and collaboration tools for enterprises, such as Gmail, Docs, Calendar, Drive, and Meet, with integrated features like Gemini for Google Workspace; and\n• other enterprise services.\nOur cloud services are generally provided on either a consumption or subscription basis and may have contract terms longer than a year. Revenues related to cloud services provided on a consumption basis are recognized when the customer utilizes the services, based on the quantity of services consumed using the relative standalone selling price allocation. Revenues related to cloud services provided on a subscription basis are recognized ratably over the contract term as the customer receives and consumes the benefits of the cloud services.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 1. Summary of Significant Accounting Policies/Revenue Recognition/Google Cloud",
+      "metadata": {
+        "length": 1191,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "Google",
+          "Cloud",
+          "revenues",
+          "consist",
+          "Platform",
+          "primarily",
+          "generates",
+          "consumption",
+          "based",
+          "fees",
+          "subscriptions",
+          "infrastructure",
+          "platform",
+          "services",
+          "These",
+          "provide",
+          "access",
+          "solutions",
+          "AI",
+          "offerings",
+          "including",
+          "enterprise",
+          "Vertex",
+          "Gemini",
+          "Enterprise",
+          "cybersecurity",
+          "data",
+          "analytics",
+          "Workspace",
+          "includes",
+          "cloud",
+          "communication",
+          "collaboration",
+          "tools",
+          "enterprises",
+          "Gmail",
+          "Docs",
+          "Calendar",
+          "Drive",
+          "Meet",
+          "integrated",
+          "features",
+          "Our",
+          "generally",
+          "provided",
+          "subscription",
+          "basis",
+          "contract",
+          "terms",
+          "longer",
+          "year",
+          "Revenues",
+          "related",
+          "recognized",
+          "customer",
+          "utilizes",
+          "quantity",
+          "consumed",
+          "relative",
+          "standalone",
+          "selling",
+          "price",
+          "allocation",
+          "ratably",
+          "term",
+          "receives",
+          "consumes",
+          "benefits"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "068978eb-deee-5ab4-b790-efa367d3483e",
+      "type": "text",
+      "content": "Our contracts with customers may include multiple performance obligations. For such arrangements, we allocate revenues to each performance obligation based on its relative standalone selling price. We generally determine standalone selling prices based on observable prices of our products and services sold or priced separately in comparable circumstances to similar customers.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 1. Summary of Significant Accounting Policies/Revenue Recognition/Arrangements with Multiple Performance Obligations",
+      "metadata": {
+        "length": 378,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "Our",
+          "contracts",
+          "customers",
+          "include",
+          "multiple",
+          "performance",
+          "obligations",
+          "For",
+          "arrangements",
+          "allocate",
+          "revenues",
+          "obligation",
+          "based",
+          "relative",
+          "standalone",
+          "selling",
+          "price",
+          "We",
+          "generally",
+          "determine",
+          "prices",
+          "observable",
+          "products",
+          "services",
+          "sold",
+          "priced",
+          "separately",
+          "comparable",
+          "circumstances",
+          "similar"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "a64f07ab-e7c7-54ae-a365-d36db8c5366e",
+      "type": "text",
+      "content": "Certain customers receive cash-based incentives or credits, which are accounted for as variable consideration. We estimate these amounts based on the expected amount to be provided to customers and reduce revenues. We believe that there will not be significant changes to our estimates of variable consideration related to customer incentives and credits.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 1. Summary of Significant Accounting Policies/Revenue Recognition/Customer Incentives and Credits",
+      "metadata": {
+        "length": 355,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "Certain",
+          "customers",
+          "receive",
+          "cash",
+          "based",
+          "incentives",
+          "credits",
+          "accounted",
+          "variable",
+          "consideration",
+          "We",
+          "estimate",
+          "amounts",
+          "expected",
+          "amount",
+          "provided",
+          "reduce",
+          "revenues",
+          "significant",
+          "estimates",
+          "related",
+          "customer"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "f5e4b355-98db-57e6-80b9-0809d9d2cad5",
+      "type": "text",
+      "content": "We expense sales commissions when incurred when the period of the expected benefit is one year or less. We recognize an asset for certain sales commissions and amortize if the expected benefit period is greater than one year. These costs are recorded within sales and marketing expenses.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 1. Summary of Significant Accounting Policies/Revenue Recognition/Sales Commissions",
+      "metadata": {
+        "length": 287,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "We",
+          "expense",
+          "sales",
+          "commissions",
+          "incurred",
+          "period",
+          "expected",
+          "benefit",
+          "year",
+          "recognize",
+          "asset",
+          "amortize",
+          "greater",
+          "These",
+          "costs",
+          "recorded",
+          "marketing",
+          "expenses"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "8dfb08f1-ce1d-5cfa-93be-31a8c514a147",
+      "type": "text",
+      "content": "Cost of revenues consists of TAC and other costs of revenues.\n• TAC includes:\namounts paid to our distribution partners who make available our search access points and other ad-supported services. Our distribution partners include browser providers, mobile carriers, original equipment manufacturers, and software developers; and\n- amounts paid to Google Network partners primarily for ads displayed on their properties.\n• Other cost of revenues includes:\ncontent acquisition costs, which are payments to content providers from whom we license video and other content for distribution, primarily related to YouTube (we pay fees to these content providers based on revenues generated, subscriber counts, or a flat fee);\n• depreciation expense, primarily related to our technical infrastructure;\n• employee compensation expenses related to our technical infrastructure and other operations such as content review and customer and product support;\ninventory and other costs related to the devices we sell; and\nother technical infrastructure operations costs, including energy, equipment, and network capacity costs.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 1. Summary of Significant Accounting Policies/Cost of Revenues",
+      "metadata": {
+        "length": 1112,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "Cost",
+          "revenues",
+          "consists",
+          "TAC",
+          "costs",
+          "includes",
+          "amounts",
+          "paid",
+          "distribution",
+          "partners",
+          "make",
+          "search",
+          "access",
+          "points",
+          "ad",
+          "supported",
+          "services",
+          "Our",
+          "include",
+          "browser",
+          "providers",
+          "mobile",
+          "carriers",
+          "original",
+          "equipment",
+          "manufacturers",
+          "software",
+          "developers",
+          "Google",
+          "Network",
+          "primarily",
+          "ads",
+          "displayed",
+          "properties",
+          "Other",
+          "cost",
+          "content",
+          "acquisition",
+          "payments",
+          "license",
+          "video",
+          "related",
+          "YouTube",
+          "pay",
+          "fees",
+          "based",
+          "generated",
+          "subscriber",
+          "counts",
+          "flat",
+          "fee",
+          "depreciation",
+          "expense",
+          "technical",
+          "infrastructure",
+          "employee",
+          "compensation",
+          "expenses",
+          "operations",
+          "review",
+          "customer",
+          "product",
+          "support",
+          "inventory",
+          "devices",
+          "sell",
+          "including",
+          "energy",
+          "network",
+          "capacity"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "a5655c13-e1e1-5631-ba25-7526c01f759b",
+      "type": "text",
+      "content": "We expense software development costs, including costs to develop software products or the software component of products to be sold, leased, or marketed to external users, before technological feasibility is reached. Technological feasibility is typically reached shortly before the release of such products. As a result, development costs that meet the criteria for capitalization were not material for the periods presented.\nSoftware development costs also include costs to develop software to be used solely to meet internal needs and cloud-based applications used to deliver our services. We capitalize development costs related to these software applications once the preliminary project stage is complete and it is probable that the project will be completed and the software will be used to perform the function intended. Costs capitalized for developing such software applications were not material for the periods presented.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 1. Summary of Significant Accounting Policies/Software Development Costs",
+      "metadata": {
+        "length": 934,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "We",
+          "expense",
+          "software",
+          "development",
+          "costs",
+          "including",
+          "develop",
+          "products",
+          "component",
+          "sold",
+          "leased",
+          "marketed",
+          "external",
+          "users",
+          "technological",
+          "feasibility",
+          "reached",
+          "Technological",
+          "typically",
+          "shortly",
+          "release",
+          "As",
+          "result",
+          "meet",
+          "criteria",
+          "capitalization",
+          "material",
+          "periods",
+          "presented",
+          "Software",
+          "include",
+          "solely",
+          "internal",
+          "cloud",
+          "based",
+          "applications",
+          "deliver",
+          "services",
+          "capitalize",
+          "related",
+          "preliminary",
+          "project",
+          "stage",
+          "complete",
+          "probable",
+          "completed",
+          "perform",
+          "function",
+          "intended",
+          "Costs",
+          "capitalized",
+          "developing"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "e8ceb96a-dab5-5dd4-8b96-98482342179c",
+      "type": "text",
+      "content": "Stock-based compensation (SBC) primarily consists of Alphabet restricted stock units (RSUs). RSUs are equity classified and measured at the fair market value of the underlying stock at the grant date. We recognize RSU expense using the straight-line attribution method over the requisite service period and account for forfeitures as they occur. RSUs are awarded dividend equivalents, which are subject to the same vesting conditions as the underlying award, and settled in Class C shares.\nFor RSUs, shares are issued on the vesting dates net of the applicable statutory income tax withholding to be paid by us on behalf of our employees. As a result, fewer shares are issued than the number of RSUs vested, and the income tax withholding is recorded as a reduction to additional paid-in capital.\nAdditionally, SBC includes other stock-based awards, such as performance stock units (PSUs) that include market conditions and awards that may be settled in cash or the stock of certain Other Bet companies. PSUs and certain awards granted by Other Bet companies are equity classified and expense is recognized over the requisite service period. Certain awards granted by Other Bet companies are liability classified and remeasured at fair value through settlement. The fair value of awards granted by Other Bet companies is based on the equity valuation of the respective Other Bet company.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 1. Summary of Significant Accounting Policies/Stock-Based Compensation",
+      "metadata": {
+        "length": 1387,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "Stock",
+          "based",
+          "compensation",
+          "SBC",
+          "primarily",
+          "consists",
+          "Alphabet",
+          "restricted",
+          "stock",
+          "units",
+          "RSUs",
+          "equity",
+          "classified",
+          "measured",
+          "fair",
+          "market",
+          "underlying",
+          "grant",
+          "date",
+          "We",
+          "recognize",
+          "RSU",
+          "expense",
+          "straight",
+          "line",
+          "attribution",
+          "method",
+          "requisite",
+          "service",
+          "period",
+          "account",
+          "forfeitures",
+          "occur",
+          "awarded",
+          "dividend",
+          "equivalents",
+          "subject",
+          "vesting",
+          "conditions",
+          "award",
+          "settled",
+          "Class",
+          "shares",
+          "For",
+          "issued",
+          "dates",
+          "net",
+          "applicable",
+          "statutory",
+          "income",
+          "tax",
+          "withholding",
+          "paid",
+          "behalf",
+          "employees",
+          "As",
+          "result",
+          "fewer",
+          "number",
+          "vested",
+          "recorded",
+          "reduction",
+          "additional",
+          "capital",
+          "Additionally",
+          "includes",
+          "awards",
+          "performance",
+          "PSUs",
+          "include",
+          "cash",
+          "Other",
+          "Bet",
+          "companies",
+          "granted",
+          "recognized",
+          "Certain",
+          "liability",
+          "remeasured",
+          "settlement",
+          "The",
+          "valuation",
+          "respective",
+          "company"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "2456b038-f05e-5923-b99d-aba3731bad50",
+      "type": "text",
+      "content": "We expense advertising and promotional costs in the period in which they are incurred. For the years ended December 31, 2023, 2024, and 2025, advertising and promotional expenses totaled approximately \\$8.7 billion, \\$8.7 billion, and \\$9.9 billion, respectively.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 1. Summary of Significant Accounting Policies/Advertising and Promotional Expenses",
+      "metadata": {
+        "length": 263,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "We",
+          "expense",
+          "advertising",
+          "promotional",
+          "costs",
+          "period",
+          "incurred",
+          "For",
+          "years",
+          "ended",
+          "December",
+          "31",
+          "2023",
+          "2024",
+          "2025",
+          "expenses",
+          "totaled",
+          "approximately",
+          "8.7",
+          "billion",
+          "9.9"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "a12ef2ec-d7e2-5ae5-88f0-21a39867692c",
+      "type": "text",
+      "content": "Fair value is an exit price, representing the amount that would be received to sell an asset or paid to transfer a liability in an orderly transaction between market participants. Assets and liabilities recorded at fair value are measured and classified in accordance with a three-tier fair value hierarchy based on the observability of the inputs available in the market used to measure fair value:\nLevel 1 - Observable inputs that reflect quoted prices (unadjusted) for identical assets or liabilities in active markets.\nLevel 2 - Inputs that are based upon quoted prices for similar instruments in active markets, quoted prices for identical or similar instruments in markets that are not active, and model-based valuation techniques for which all significant inputs are observable in the market or can be derived from observable market data. Where applicable, these models project future cash flows and discount the future amounts to a present value using market-based observable inputs including interest rate curves, foreign exchange rates, and credit ratings.\nLevel 3 - Unobservable inputs that are supported by little or no market activities.\nThe fair value hierarchy requires an entity to maximize the use of observable inputs and minimize the use of unobservable inputs when measuring fair value. The determination of fair value involves the use of appropriate valuation methods and relevant inputs into valuation models.\nOur financial assets and liabilities that are measured at fair value on a recurring basis include cash equivalents, marketable securities, and derivative financial instruments. Our financial assets measured at fair value on a nonrecurring basis include non-marketable equity securities. Other financial assets and liabilities are carried at cost with fair value disclosed, if required.\nWe measure certain other instruments, and certain assets and liabilities acquired in a business combination, also at fair value on a nonrecurring basis.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 1. Summary of Significant Accounting Policies/Fair Value Measurements",
+      "metadata": {
+        "length": 1970,
+        "summary": "Fair value is an exit price for selling assets or transferring liabilities in an orderly transaction. It uses a three-tier hierarchy: Level 1 (quoted prices in active markets), Level 2 (observable inputs from similar instruments or models), and Level 3 (unobservable inputs). The hierarchy prioritizes observable inputs. Financial assets and liabilities measured at fair value include cash equivalents, marketable securities, derivatives, and non-marketable equity securities.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "Fair",
+          "exit",
+          "price",
+          "representing",
+          "amount",
+          "received",
+          "sell",
+          "asset",
+          "paid",
+          "transfer",
+          "liability",
+          "orderly",
+          "transaction",
+          "market",
+          "participants",
+          "Assets",
+          "liabilities",
+          "recorded",
+          "fair",
+          "measured",
+          "classified",
+          "accordance",
+          "tier",
+          "hierarchy",
+          "based",
+          "observability",
+          "inputs",
+          "measure",
+          "Level",
+          "Observable",
+          "reflect",
+          "quoted",
+          "prices",
+          "unadjusted",
+          "identical",
+          "assets",
+          "active",
+          "markets",
+          "Inputs",
+          "similar",
+          "instruments",
+          "model",
+          "valuation",
+          "techniques",
+          "significant",
+          "observable",
+          "derived",
+          "data",
+          "Where",
+          "applicable",
+          "models",
+          "project",
+          "future",
+          "cash",
+          "flows",
+          "discount",
+          "amounts",
+          "present",
+          "including",
+          "interest",
+          "rate",
+          "curves",
+          "foreign",
+          "exchange",
+          "rates",
+          "credit",
+          "ratings",
+          "Unobservable",
+          "supported",
+          "activities",
+          "The",
+          "requires",
+          "entity",
+          "maximize",
+          "minimize",
+          "unobservable",
+          "measuring",
+          "determination",
+          "involves",
+          "methods",
+          "relevant",
+          "Our",
+          "financial",
+          "recurring",
+          "basis",
+          "include",
+          "equivalents",
+          "marketable",
+          "securities",
+          "derivative",
+          "nonrecurring",
+          "equity",
+          "Other",
+          "carried",
+          "cost",
+          "disclosed",
+          "required",
+          "We",
+          "acquired",
+          "business",
+          "combination"
+        ],
+        "keywords": [
+          "Fair value",
+          "Hierarchy",
+          "Observable inputs"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "3d51c76c-dbd7-5142-aa28-163cc0e75b00",
+      "type": "text",
+      "content": "Our financial instruments include cash, cash equivalents, marketable and non-marketable securities, derivative financial instruments, financial guarantees, accounts receivable, and convertible notes.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 1. Summary of Significant Accounting Policies/Financial Instruments",
+      "metadata": {
+        "length": 199,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "Our",
+          "financial",
+          "instruments",
+          "include",
+          "cash",
+          "equivalents",
+          "marketable",
+          "securities",
+          "derivative",
+          "guarantees",
+          "accounts",
+          "receivable",
+          "convertible",
+          "notes"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "75eb49a9-da90-5fd1-b14a-05efc18a33dc",
+      "type": "text",
+      "content": "We are subject to concentration of credit risk primarily from cash equivalents, marketable debt securities, derivative financial instruments, including foreign exchange contracts, accounts receivable, and convertible notes. We manage the concentration of our credit risk exposure through timely assessment of our counterparty creditworthiness, credit limits, and use of collateral management. Foreign exchange contracts are transacted with various financial institutions with high credit standing. Accounts receivable are typically unsecured and are derived from revenues earned from customers located around the world. We manage the concentration of our credit risk exposure by performing ongoing evaluations to determine customer credit and we limit the amount of credit we extend. We generally do not require collateral from our customers.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 1. Summary of Significant Accounting Policies/Financial Instruments/Credit Risks",
+      "metadata": {
+        "length": 842,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "We",
+          "subject",
+          "concentration",
+          "credit",
+          "risk",
+          "primarily",
+          "cash",
+          "equivalents",
+          "marketable",
+          "debt",
+          "securities",
+          "derivative",
+          "financial",
+          "instruments",
+          "including",
+          "foreign",
+          "exchange",
+          "contracts",
+          "accounts",
+          "receivable",
+          "convertible",
+          "notes",
+          "manage",
+          "exposure",
+          "timely",
+          "assessment",
+          "counterparty",
+          "creditworthiness",
+          "limits",
+          "collateral",
+          "management",
+          "Foreign",
+          "transacted",
+          "institutions",
+          "high",
+          "standing",
+          "Accounts",
+          "typically",
+          "unsecured",
+          "derived",
+          "revenues",
+          "earned",
+          "customers",
+          "located",
+          "world",
+          "performing",
+          "ongoing",
+          "evaluations",
+          "determine",
+          "customer",
+          "limit",
+          "amount",
+          "extend",
+          "generally",
+          "require"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "7992fa1d-869f-54b2-a2f4-22c5d1ed87f4",
+      "type": "text",
+      "content": "We invest excess cash primarily in asset-backed and mortgage-backed securities, corporate debt securities, government bonds, money market funds, and time deposits.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 1. Summary of Significant Accounting Policies/Financial Instruments/Cash Equivalents",
+      "metadata": {
+        "length": 163,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "We",
+          "invest",
+          "excess",
+          "cash",
+          "primarily",
+          "asset",
+          "backed",
+          "mortgage",
+          "securities",
+          "corporate",
+          "debt",
+          "government",
+          "bonds",
+          "money",
+          "market",
+          "funds",
+          "time",
+          "deposits"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "4b918c7d-dfce-5c4f-9266-573aee652fae",
+      "type": "text",
+      "content": "We classify all marketable debt securities that have effective maturities of three months or less from the date of purchase as cash equivalents and those with effective maturities of greater than three months as marketable securities. We determine the appropriate classification of our investments in marketable debt securities at the time of purchase and reevaluate such designation at each balance sheet date. We have classified and accounted for our marketable debt securities as available-for-sale. After consideration of our risk versus reward objectives, as well as our liquidity requirements, we may sell these debt securities prior to their effective maturities. As we view these securities as available to support current operations, we classify highly liquid securities with maturities beyond 12 months as current assets under the caption marketable securities. We carry these securities at fair value, and report the unrealized gains and losses, net of taxes, as a component of stockholders' equity, except for the changes in allowance for expected credit losses, which are recorded in OI&E. For certain marketable debt securities we have elected the fair value option, for which changes in fair value are recorded in OI&E. We determine any realized gains and losses on the sale of marketable debt securities on a specific identification method, and we record such gains and losses as a component of OI&E.\nOur investments in marketable equity securities are measured at fair value with the related gains and losses, including unrealized, recognized in OI&E.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 1. Summary of Significant Accounting Policies/Financial Instruments/Marketable Securities",
+      "metadata": {
+        "length": 1568,
+        "summary": "The passage describes the classification and accounting treatment of marketable debt securities. Securities with maturities of three months or less are cash equivalents; longer maturities are marketable securities. They are classified as available-for-sale, carried at fair value, with unrealized gains/losses (net of taxes) in stockholders' equity, except credit loss allowances in OI&E. Some securities use the fair value option with changes in OI&E. Realized gains/losses use specific identification and are in OI&E. Marketable equity securities are also at fair value with gains/losses in OI&E.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "We",
+          "classify",
+          "marketable",
+          "debt",
+          "securities",
+          "effective",
+          "maturities",
+          "months",
+          "date",
+          "purchase",
+          "cash",
+          "equivalents",
+          "greater",
+          "determine",
+          "classification",
+          "investments",
+          "time",
+          "reevaluate",
+          "designation",
+          "balance",
+          "sheet",
+          "classified",
+          "accounted",
+          "sale",
+          "After",
+          "consideration",
+          "risk",
+          "versus",
+          "reward",
+          "objectives",
+          "liquidity",
+          "requirements",
+          "sell",
+          "prior",
+          "As",
+          "view",
+          "support",
+          "current",
+          "operations",
+          "highly",
+          "liquid",
+          "12",
+          "assets",
+          "caption",
+          "carry",
+          "fair",
+          "report",
+          "unrealized",
+          "gains",
+          "losses",
+          "net",
+          "taxes",
+          "component",
+          "stockholders",
+          "equity",
+          "allowance",
+          "expected",
+          "credit",
+          "recorded",
+          "OI",
+          "For",
+          "elected",
+          "option",
+          "realized",
+          "specific",
+          "identification",
+          "method",
+          "record",
+          "Our",
+          "measured",
+          "related",
+          "including",
+          "recognized"
+        ],
+        "keywords": [
+          "marketable debt",
+          "fair value",
+          "classification"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "63e39cae-0db9-5757-8019-d762b6ab08e7",
+      "type": "text",
+      "content": "Non-marketable securities primarily consist of equity securities. We account for non-marketable equity securities through which we exercise significant influence but do not have control over the investee under the equity method. Other non-marketable equity securities that we hold are primarily accounted for under the measurement alternative. Under the measurement alternative, the carrying value is measured at cost, less any impairment, plus or minus changes resulting from observable price changes in orderly transactions for identical or similar investments of the same issuer. Adjustments are determined primarily based on a market approach as of the transaction date and are recorded as a component of OI&E.\nNon-marketable securities that do not have effective contractual maturity dates are classified as other non-current assets.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 1. Summary of Significant Accounting Policies/Financial Instruments/Non-Marketable Securities",
+      "metadata": {
+        "length": 838,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "Non",
+          "marketable",
+          "securities",
+          "primarily",
+          "consist",
+          "equity",
+          "We",
+          "account",
+          "exercise",
+          "significant",
+          "influence",
+          "control",
+          "investee",
+          "method",
+          "Other",
+          "hold",
+          "accounted",
+          "measurement",
+          "alternative",
+          "Under",
+          "carrying",
+          "measured",
+          "cost",
+          "impairment",
+          "minus",
+          "resulting",
+          "observable",
+          "price",
+          "orderly",
+          "transactions",
+          "identical",
+          "similar",
+          "investments",
+          "issuer",
+          "Adjustments",
+          "determined",
+          "based",
+          "market",
+          "approach",
+          "transaction",
+          "date",
+          "recorded",
+          "component",
+          "OI",
+          "effective",
+          "contractual",
+          "maturity",
+          "dates",
+          "classified",
+          "current",
+          "assets"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "749a1337-91d7-5cda-b503-cb4950c7f8b5",
+      "type": "text",
+      "content": "See Note 3 for the accounting policy pertaining to derivative financial instruments.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 1. Summary of Significant Accounting Policies/Financial Instruments/Derivative Financial Instruments",
+      "metadata": {
+        "length": 84,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "See",
+          "Note",
+          "accounting",
+          "policy",
+          "pertaining",
+          "derivative",
+          "financial",
+          "instruments"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "1a01c4df-78f5-51c2-9e57-6fc03e28a16a",
+      "type": "text",
+      "content": "In certain arrangements, we provide reimbursements for costs incurred by third parties during power generation project development phases if specified trigger events occur. We recognize a noncontingent liability for the fair value of our obligation to stand ready to perform, reported in other long-term liabilities. We also recognize a contingent liability when it becomes probable that a payment will be required and the amount can be reasonably estimated.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 1. Summary of Significant Accounting Policies/Financial Instruments/Financial Guarantees",
+      "metadata": {
+        "length": 458,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "In",
+          "arrangements",
+          "provide",
+          "reimbursements",
+          "costs",
+          "incurred",
+          "parties",
+          "power",
+          "generation",
+          "project",
+          "development",
+          "phases",
+          "trigger",
+          "events",
+          "occur",
+          "We",
+          "recognize",
+          "noncontingent",
+          "liability",
+          "fair",
+          "obligation",
+          "stand",
+          "ready",
+          "perform",
+          "reported",
+          "long",
+          "term",
+          "liabilities",
+          "contingent",
+          "probable",
+          "payment",
+          "required",
+          "amount",
+          "estimated"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "b2664bc1-29dc-5586-bc9e-45e4c3ac944a",
+      "type": "text",
+      "content": "Our payment terms for accounts receivable vary by the types and locations of our customers and the products or services offered. The term between invoicing and when payment is due is not significant. Additionally, accounts receivable includes amounts for services performed in advance of the right to invoice the customer.\nWe maintain an allowance for credit losses for accounts receivable, which is recorded as an offset to accounts receivable, and changes in such are classified as general and administrative expense. We assess collectibility by reviewing accounts receivable on a collective basis where similar characteristics exist and on an individual basis when we identify specific customers with known disputes or collectibility issues. With respect to current accounts receivables, we elected to assume that current conditions as of the balance sheet date do not change for the remaining life of the asset. In determining the amount of the allowance for credit losses for those assets, we adjust historical loss information to reflect current market conditions and customer-specific information to the extent that historical loss information does not reflect current conditions.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 1. Summary of Significant Accounting Policies/Financial Instruments/Accounts Receivable",
+      "metadata": {
+        "length": 1187,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "Our",
+          "payment",
+          "terms",
+          "accounts",
+          "receivable",
+          "vary",
+          "types",
+          "locations",
+          "customers",
+          "products",
+          "services",
+          "offered",
+          "The",
+          "term",
+          "invoicing",
+          "due",
+          "significant",
+          "Additionally",
+          "includes",
+          "amounts",
+          "performed",
+          "advance",
+          "invoice",
+          "customer",
+          "We",
+          "maintain",
+          "allowance",
+          "credit",
+          "losses",
+          "recorded",
+          "offset",
+          "classified",
+          "general",
+          "administrative",
+          "expense",
+          "assess",
+          "collectibility",
+          "reviewing",
+          "collective",
+          "basis",
+          "similar",
+          "characteristics",
+          "exist",
+          "individual",
+          "identify",
+          "specific",
+          "disputes",
+          "issues",
+          "With",
+          "respect",
+          "current",
+          "receivables",
+          "elected",
+          "assume",
+          "conditions",
+          "balance",
+          "sheet",
+          "date",
+          "change",
+          "remaining",
+          "life",
+          "asset",
+          "In",
+          "determining",
+          "amount",
+          "assets",
+          "adjust",
+          "historical",
+          "loss",
+          "information",
+          "reflect",
+          "market",
+          "extent"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "985546b4-ea65-5b2c-b1c9-989d4c447e09",
+      "type": "text",
+      "content": "Our investments in convertible notes are primarily recorded at amortized cost which includes unpaid principal balances, deferred origination costs, and any related discount or premium, net of allowances for credit losses, and are included within other non-current assets.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 1. Summary of Significant Accounting Policies/Financial Instruments/Convertible Notes",
+      "metadata": {
+        "length": 271,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "Our",
+          "investments",
+          "convertible",
+          "notes",
+          "primarily",
+          "recorded",
+          "amortized",
+          "cost",
+          "includes",
+          "unpaid",
+          "principal",
+          "balances",
+          "deferred",
+          "origination",
+          "costs",
+          "related",
+          "discount",
+          "premium",
+          "net",
+          "allowances",
+          "credit",
+          "losses",
+          "included",
+          "current",
+          "assets"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "ec208930-e017-5bb1-9fc9-fd8c47329d02",
+      "type": "text",
+      "content": "Our financial instruments also include debt and equity investments in companies with which we also entered into commercial arrangements at or near the same time. For these transactions, judgment is required in assessing the substance of the arrangements, including assessing whether the components of the arrangements should be accounted for as separate transactions under the applicable GAAP, and determining the value of the components of the arrangements, including the fair value of the investments. Additionally, if our investment in such companies becomes impaired, we may need to re-evaluate the accounting for the commercial arrangement, including reducing any remaining performance obligations.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 1. Summary of Significant Accounting Policies/Financial Instruments/Other",
+      "metadata": {
+        "length": 703,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "Our",
+          "financial",
+          "instruments",
+          "include",
+          "debt",
+          "equity",
+          "investments",
+          "companies",
+          "entered",
+          "commercial",
+          "arrangements",
+          "time",
+          "For",
+          "transactions",
+          "judgment",
+          "required",
+          "assessing",
+          "substance",
+          "including",
+          "components",
+          "accounted",
+          "separate",
+          "applicable",
+          "GAAP",
+          "determining",
+          "fair",
+          "Additionally",
+          "investment",
+          "impaired",
+          "evaluate",
+          "accounting",
+          "arrangement",
+          "reducing",
+          "remaining",
+          "performance",
+          "obligations"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "a086f7d2-556d-5721-912d-4581c7fa584a",
+      "type": "text",
+      "content": "We periodically review our debt securities with unrealized gains and losses recorded as a component of stockholders' equity and non-marketable equity securities for impairment.\nFor debt securities in an unrealized loss position, we determine whether a credit loss exists. The credit loss is estimated by considering available information relevant to the collectibility of the security and information about past events, current conditions, and reasonable and supportable forecasts. Any credit loss is recorded as a charge to OI&E, not to exceed the amount of the unrealized loss. Unrealized losses other than the credit loss are recognized in AOCI. If we have an intent to sell, or if it is more likely than not that we will be required to sell a debt security in an unrealized loss position before recovery of its amortized cost basis, we will write down the security to its fair value and record the corresponding charge as a component of OI&E.\nFor non-marketable equity securities, including equity method investments, we consider whether impairment indicators exist by evaluating the companies' financial and liquidity position and access to capital resources, among other indicators. If the assessment indicates that the investment is impaired, we write down the investment to its fair value by recording the corresponding charge as a component of OI&E. We prepare quantitative measurements of the fair value of our equity investments using a market approach or an income approach.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 1. Summary of Significant Accounting Policies/Impairment of Investments",
+      "metadata": {
+        "length": 1486,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "We",
+          "periodically",
+          "review",
+          "debt",
+          "securities",
+          "unrealized",
+          "gains",
+          "losses",
+          "recorded",
+          "component",
+          "stockholders",
+          "equity",
+          "marketable",
+          "impairment",
+          "For",
+          "loss",
+          "position",
+          "determine",
+          "credit",
+          "exists",
+          "The",
+          "estimated",
+          "information",
+          "relevant",
+          "collectibility",
+          "security",
+          "past",
+          "events",
+          "current",
+          "conditions",
+          "reasonable",
+          "supportable",
+          "forecasts",
+          "Any",
+          "charge",
+          "OI",
+          "exceed",
+          "amount",
+          "Unrealized",
+          "recognized",
+          "AOCI",
+          "If",
+          "intent",
+          "sell",
+          "required",
+          "recovery",
+          "amortized",
+          "cost",
+          "basis",
+          "write",
+          "fair",
+          "record",
+          "including",
+          "method",
+          "investments",
+          "indicators",
+          "exist",
+          "evaluating",
+          "companies",
+          "financial",
+          "liquidity",
+          "access",
+          "capital",
+          "resources",
+          "assessment",
+          "investment",
+          "impaired",
+          "recording",
+          "prepare",
+          "quantitative",
+          "measurements",
+          "market",
+          "approach",
+          "income"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "e68ee47f-a442-5aa2-88a6-61fb2eb01158",
+      "type": "text",
+      "content": "Inventory consists primarily of finished goods and is stated at the lower of cost and net realizable value. Cost is generally computed using the first-in, first-out method.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 1. Summary of Significant Accounting Policies/Inventory",
+      "metadata": {
+        "length": 172,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "Inventory",
+          "consists",
+          "primarily",
+          "finished",
+          "goods",
+          "stated",
+          "lower",
+          "cost",
+          "net",
+          "realizable",
+          "Cost",
+          "generally",
+          "computed",
+          "method"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "3d53afc2-36f8-576b-a07f-e4c5073bdc5e",
+      "type": "text",
+      "content": "We determine at the inception of each arrangement whether an entity in which we have made an investment or in which we have other variable interests is considered a variable interest entity (VIE). We consolidate VIEs when we are the primary beneficiary. We are the primary beneficiary of a VIE when we have the power to direct activities that most significantly affect the economic performance of the VIE and have the obligation to absorb the majority of their losses or benefits. If we are not the primary beneficiary in a VIE, we account for the investment or other variable interests in a VIE in accordance with applicable GAAP.\nPeriodically, we assess whether any changes in our interest or relationship with the entity affect our determination of whether the entity is a VIE and, if so, whether we are the primary beneficiary.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 1. Summary of Significant Accounting Policies/Variable Interest Entities",
+      "metadata": {
+        "length": 831,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "We",
+          "determine",
+          "inception",
+          "arrangement",
+          "entity",
+          "made",
+          "investment",
+          "variable",
+          "interests",
+          "considered",
+          "interest",
+          "VIE",
+          "consolidate",
+          "VIEs",
+          "primary",
+          "beneficiary",
+          "power",
+          "direct",
+          "activities",
+          "significantly",
+          "affect",
+          "economic",
+          "performance",
+          "obligation",
+          "absorb",
+          "majority",
+          "losses",
+          "benefits",
+          "If",
+          "account",
+          "accordance",
+          "applicable",
+          "GAAP",
+          "Periodically",
+          "assess",
+          "relationship",
+          "determination"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "eba31bed-562f-5afd-9190-2d1f52d7635f",
+      "type": "text",
+      "content": "Property and equipment is comprised of technical infrastructure, office space, corporate and other assets currently in service, and assets not yet in service. Technical infrastructure includes data center land, buildings and leasehold improvements, and servers and network equipment. Office space includes office land, buildings, and leasehold improvements. Assets not yet in service are those that are not ready for their intended use, including data center buildings and servers in the process of construction or assembly.\nProperty and equipment are stated at cost less accumulated depreciation. Depreciation commences once assets are ready for their intended use and is recorded using the straight-line method over the estimated useful lives of the assets, which we regularly evaluate for factors such as technological obsolescence and our planned use and utilization. We depreciate data center and office buildings over periods of seven to 40 years. We depreciate servers and network equipment generally over a period of six years. We depreciate corporate and other assets over periods of two to 25 years. We depreciate leasehold improvements over the shorter of the remaining lease term or the estimated useful lives of the assets. Land is not depreciated.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 1. Summary of Significant Accounting Policies/Property and Equipment",
+      "metadata": {
+        "length": 1261,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "Property",
+          "equipment",
+          "comprised",
+          "technical",
+          "infrastructure",
+          "office",
+          "space",
+          "corporate",
+          "assets",
+          "service",
+          "Technical",
+          "includes",
+          "data",
+          "center",
+          "land",
+          "buildings",
+          "leasehold",
+          "improvements",
+          "servers",
+          "network",
+          "Office",
+          "Assets",
+          "ready",
+          "intended",
+          "including",
+          "process",
+          "construction",
+          "assembly",
+          "stated",
+          "cost",
+          "accumulated",
+          "depreciation",
+          "Depreciation",
+          "commences",
+          "recorded",
+          "straight",
+          "line",
+          "method",
+          "estimated",
+          "lives",
+          "regularly",
+          "evaluate",
+          "factors",
+          "technological",
+          "obsolescence",
+          "planned",
+          "utilization",
+          "We",
+          "depreciate",
+          "periods",
+          "40",
+          "years",
+          "generally",
+          "period",
+          "25",
+          "shorter",
+          "remaining",
+          "lease",
+          "term",
+          "Land",
+          "depreciated"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "df676685-16d7-5d29-946c-c64673c40969",
+      "type": "text",
+      "content": "We allocate goodwill to reporting units based on the expected benefit from the business combination. We evaluate our reporting units periodically, as well as when changes in our operating segments occur. For changes in reporting units, we reassign goodwill using a relative fair value allocation approach. We test our goodwill for impairment at least annually, or more frequently if events or changes in circumstances indicate that the asset may be impaired. Goodwill impairments were not material for the periods presented.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 1. Summary of Significant Accounting Policies/Goodwill",
+      "metadata": {
+        "length": 524,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "We",
+          "allocate",
+          "goodwill",
+          "reporting",
+          "units",
+          "based",
+          "expected",
+          "benefit",
+          "business",
+          "combination",
+          "evaluate",
+          "periodically",
+          "operating",
+          "segments",
+          "occur",
+          "For",
+          "reassign",
+          "relative",
+          "fair",
+          "allocation",
+          "approach",
+          "test",
+          "impairment",
+          "annually",
+          "frequently",
+          "events",
+          "circumstances",
+          "asset",
+          "impaired",
+          "Goodwill",
+          "impairments",
+          "material",
+          "periods",
+          "presented"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "75335eb4-8f37-5475-81f9-f610dc7f561d",
+      "type": "text",
+      "content": "We determine if an arrangement is a lease at inception. Our lease agreements generally contain lease and non-lease components. Payments under our lease arrangements are primarily fixed. Non-lease components primarily include payments for maintenance and utilities. We combine fixed payments for non-lease components with lease payments and account for them together as a single lease component which increases the amount of our lease assets and liabilities.\nCertain lease agreements contain variable payments, which are expensed as incurred and not included in the lease assets and liabilities. These amounts primarily include payments affected by the Consumer Price Index, and payments for maintenance and utilities.\nLease assets and liabilities are recognized at the present value of the future lease payments at the lease commencement date. The interest rate used to determine the present value of the future lease payments is our incremental borrowing rate, because the interest rate implicit in our leases is not readily determinable. Our incremental borrowing rate is estimated to approximate the interest rate on a collateralized basis with similar terms and payments, and in economic environments where the leased asset is located. Our lease terms and payments include periods under options to purchase, extend, or terminate the lease when it is reasonably certain that we will exercise that option. We generally use the base, non-cancelable, lease term when determining the lease assets and liabilities. Lease assets also include any prepaid lease payments and lease incentives.\nThe current portion of our operating lease liabilities is included in accrued expenses and other current liabilities, and the long-term portion is included in operating lease liabilities. Finance lease assets are included in property and equipment, net. Finance lease liabilities are included in accrued expenses and other current liabilities or other long-term liabilities.\nOperating lease expense (excluding variable lease costs) is recognized on a straight-line basis over the lease term. Finance lease expense is recognized on a straight-line basis over the shorter of the lease term or the useful life of the asset, and interest expense is recognized based on the incremental borrowing rate.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 1. Summary of Significant Accounting Policies/Leases",
+      "metadata": {
+        "length": 2284,
+        "summary": "The passage explains how lease arrangements are classified and accounted for. Lease and non-lease components are combined into a single lease component for fixed payments, increasing lease assets and liabilities. Variable payments are expensed as incurred. Lease assets and liabilities are recognized at present value using the incremental borrowing rate. Lease terms include options reasonably certain to be exercised. Operating lease expense is recognized straight-line, while finance lease expense is also straight-line with separate interest expense.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "We",
+          "determine",
+          "arrangement",
+          "lease",
+          "inception",
+          "Our",
+          "agreements",
+          "generally",
+          "components",
+          "Payments",
+          "arrangements",
+          "primarily",
+          "fixed",
+          "Non",
+          "include",
+          "payments",
+          "maintenance",
+          "utilities",
+          "combine",
+          "account",
+          "single",
+          "component",
+          "increases",
+          "amount",
+          "assets",
+          "liabilities",
+          "Certain",
+          "variable",
+          "expensed",
+          "incurred",
+          "included",
+          "These",
+          "amounts",
+          "affected",
+          "Consumer",
+          "Price",
+          "Index",
+          "Lease",
+          "recognized",
+          "present",
+          "future",
+          "commencement",
+          "date",
+          "The",
+          "interest",
+          "rate",
+          "incremental",
+          "borrowing",
+          "implicit",
+          "leases",
+          "readily",
+          "determinable",
+          "estimated",
+          "approximate",
+          "collateralized",
+          "basis",
+          "similar",
+          "terms",
+          "economic",
+          "environments",
+          "leased",
+          "asset",
+          "located",
+          "periods",
+          "options",
+          "purchase",
+          "extend",
+          "terminate",
+          "exercise",
+          "option",
+          "base",
+          "cancelable",
+          "term",
+          "determining",
+          "prepaid",
+          "incentives",
+          "current",
+          "portion",
+          "operating",
+          "accrued",
+          "expenses",
+          "long",
+          "Finance",
+          "property",
+          "equipment",
+          "net",
+          "Operating",
+          "expense",
+          "excluding",
+          "costs",
+          "straight",
+          "line",
+          "shorter",
+          "life",
+          "based"
+        ],
+        "keywords": [
+          "Lease",
+          "Assets",
+          "Liabilities"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "5cb85c6e-25f2-5627-9108-e9bec62cce91",
+      "type": "text",
+      "content": "We review leases, property and equipment, and intangible assets, excluding goodwill, for impairment when events or changes in circumstances indicate the carrying amount may not be recoverable. The evaluation is performed at the lowest level of identifiable cash flows independent of other assets. We measure recoverability of these assets by comparing the carrying amounts to the future undiscounted cash flows that the assets or the asset group are expected to generate. If the carrying value of the assets or asset group is not recoverable, the impairment recognized is measured as the amount by which the carrying value exceeds its fair value.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 1. Summary of Significant Accounting Policies/Impairment of Long-Lived Assets",
+      "metadata": {
+        "length": 646,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "We",
+          "review",
+          "leases",
+          "property",
+          "equipment",
+          "intangible",
+          "assets",
+          "excluding",
+          "goodwill",
+          "impairment",
+          "events",
+          "circumstances",
+          "carrying",
+          "amount",
+          "recoverable",
+          "The",
+          "evaluation",
+          "performed",
+          "lowest",
+          "level",
+          "identifiable",
+          "cash",
+          "flows",
+          "independent",
+          "measure",
+          "recoverability",
+          "comparing",
+          "amounts",
+          "future",
+          "undiscounted",
+          "asset",
+          "group",
+          "expected",
+          "generate",
+          "If",
+          "recognized",
+          "measured",
+          "exceeds",
+          "fair"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "78531d53-fbe4-567b-90b3-c6c083b0ea2d",
+      "type": "text",
+      "content": "We account for income taxes using the asset and liability method, under which we recognize the amount of taxes payable or refundable for the current year and deferred tax assets and liabilities for the future tax consequences of events that have been recognized in our financial statements or tax returns. We measure current and deferred tax assets and liabilities based on provisions of enacted tax law. We evaluate the likelihood of future realization of our deferred tax assets based on all available evidence and establish a valuation allowance to reduce deferred tax assets when it is more likely than not that they will not be realized or release a valuation allowance to increase deferred tax assets when it is more likely than not that they will be realized. We have elected to account for the tax effects of the global intangible low tax income provision as a current period expense.\nWe recognize the financial statement effects of a tax position when it is more likely than not that, based on technical merits, the position will be sustained upon examination. The tax benefits of the position recognized in the financial statements are then measured based on the largest amount of benefit that is greater than 50% likely to be realized upon settlement with a taxing authority. In addition, we recognize interest and penalties related to unrecognized tax benefits as a component of the income tax provision.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 1. Summary of Significant Accounting Policies/Income Taxes",
+      "metadata": {
+        "length": 1416,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "We",
+          "account",
+          "income",
+          "taxes",
+          "asset",
+          "liability",
+          "method",
+          "recognize",
+          "amount",
+          "payable",
+          "refundable",
+          "current",
+          "year",
+          "deferred",
+          "tax",
+          "assets",
+          "liabilities",
+          "future",
+          "consequences",
+          "events",
+          "recognized",
+          "financial",
+          "statements",
+          "returns",
+          "measure",
+          "based",
+          "provisions",
+          "enacted",
+          "law",
+          "evaluate",
+          "likelihood",
+          "realization",
+          "evidence",
+          "establish",
+          "valuation",
+          "allowance",
+          "reduce",
+          "realized",
+          "release",
+          "increase",
+          "elected",
+          "effects",
+          "global",
+          "intangible",
+          "low",
+          "provision",
+          "period",
+          "expense",
+          "statement",
+          "position",
+          "technical",
+          "merits",
+          "sustained",
+          "examination",
+          "The",
+          "benefits",
+          "measured",
+          "largest",
+          "benefit",
+          "greater",
+          "50%",
+          "settlement",
+          "taxing",
+          "authority",
+          "In",
+          "addition",
+          "interest",
+          "penalties",
+          "related",
+          "unrecognized",
+          "component"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "9f353c5f-b74b-59f2-ad13-b9214cbb950c",
+      "type": "text",
+      "content": "We include the results of operations of the businesses that we acquire as of the acquisition date. We allocate the purchase price of the acquisitions to the assets acquired and liabilities assumed based on their estimated fair values, except for revenue contracts acquired, which are recognized in accordance with our revenue recognition policy. The excess of the purchase price over the fair values of identifiable assets and liabilities is recorded as goodwill. Acquisition-related expenses are recognized separately from the business combination and are expensed as incurred.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 1. Summary of Significant Accounting Policies/Business Combinations",
+      "metadata": {
+        "length": 578,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "We",
+          "include",
+          "results",
+          "operations",
+          "businesses",
+          "acquire",
+          "acquisition",
+          "date",
+          "allocate",
+          "purchase",
+          "price",
+          "acquisitions",
+          "assets",
+          "acquired",
+          "liabilities",
+          "assumed",
+          "based",
+          "estimated",
+          "fair",
+          "values",
+          "revenue",
+          "contracts",
+          "recognized",
+          "accordance",
+          "recognition",
+          "policy",
+          "The",
+          "excess",
+          "identifiable",
+          "recorded",
+          "goodwill",
+          "Acquisition",
+          "related",
+          "expenses",
+          "separately",
+          "business",
+          "combination",
+          "expensed",
+          "incurred"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "a38540c2-3cde-57e2-b9ec-d4c4a20c5bc9",
+      "type": "text",
+      "content": "We translate the financial statements of our international subsidiaries to US dollars using month-end exchange rates for assets and liabilities, and average rates for the period derived from month-end exchange rates for revenues, costs, and expenses. We record translation gains and losses in AOCI as a component of stockholders' equity. We reflect net foreign exchange transaction gains and losses resulting from the conversion of the transaction currency to functional currency as a component of foreign currency exchange gain (loss) in OI&E.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 1. Summary of Significant Accounting Policies/Foreign Currency",
+      "metadata": {
+        "length": 544,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "We",
+          "translate",
+          "financial",
+          "statements",
+          "international",
+          "subsidiaries",
+          "US",
+          "dollars",
+          "month",
+          "end",
+          "exchange",
+          "rates",
+          "assets",
+          "liabilities",
+          "average",
+          "period",
+          "derived",
+          "revenues",
+          "costs",
+          "expenses",
+          "record",
+          "translation",
+          "gains",
+          "losses",
+          "AOCI",
+          "component",
+          "stockholders",
+          "equity",
+          "reflect",
+          "net",
+          "foreign",
+          "transaction",
+          "resulting",
+          "conversion",
+          "currency",
+          "functional",
+          "gain",
+          "loss",
+          "OI"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "99f2f366-4949-549e-a261-aa1aa17aa804",
+      "type": "text",
+      "content": "In November 2024, the Financial Accounting Standards Board (FASB) issued Accounting Standards Update (ASU) 2024-03 \"Income Statement: Reporting Comprehensive Income-Expense Disaggregation Disclosures (Subtopic 220-40)\" to improve the disclosures about an entity's expenses. Upon adoption, we will be required to disclose in the notes to the financial statements a disaggregation of certain expense categories included within the relevant expense captions on the consolidated statements of income. The standard is effective for our 2027 annual period, and our interim periods beginning in 2028, with early adoption permitted. The standard can be applied either prospectively or retrospectively. We are currently assessing adoption timing, the method of adoption, and the effect that the updated standard will have on our financial statement disclosures.\nIn September 2025, the FASB issued ASU 2025-06 \"Intangibles: Goodwill and Other–Internal-Use Software (Subtopic 350-40): Targeted Improvements to the Accounting for Internal-Use Software\" to modernize the accounting for software costs under Subtopic 350-40, Intangibles–Goodwill and Other–Internal-Use Software (referred to as \"internal-use software\"). Upon adoption, we will be required to account for internal-use software under the updated capitalization criteria. The standard is effective for our interim and annual 2028 periods, with early adoption permitted. The standard can be applied either prospectively, retrospectively, or under a modified transition approach. We are currently assessing adoption timing, the method of adoption, and the effect that the updated standard will have on our consolidated financial statements.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 1. Summary of Significant Accounting Policies/Recently Issued Accounting Pronouncements Not Yet Adopted",
+      "metadata": {
+        "length": 1687,
+        "summary": "The passage discusses two recent FASB Accounting Standards Updates. ASU 2024-03, issued in November 2024, requires disaggregation of certain expense categories in financial statement notes, effective for annual 2027 and interim 2028 periods. ASU 2025-06, issued in September 2025, modernizes accounting for internal-use software costs, effective for interim and annual 2028 periods. Both standards permit early adoption and various transition methods. The entity is currently assessing adoption timing, method, and impact on financial statements.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "In",
+          "November",
+          "2024",
+          "Financial",
+          "Accounting",
+          "Standards",
+          "Board",
+          "FASB",
+          "issued",
+          "Update",
+          "ASU",
+          "03",
+          "Income",
+          "Statement",
+          "Reporting",
+          "Comprehensive",
+          "Expense",
+          "Disaggregation",
+          "Disclosures",
+          "Subtopic",
+          "220",
+          "40",
+          "improve",
+          "disclosures",
+          "entity",
+          "expenses",
+          "Upon",
+          "adoption",
+          "required",
+          "disclose",
+          "notes",
+          "financial",
+          "statements",
+          "disaggregation",
+          "expense",
+          "categories",
+          "included",
+          "relevant",
+          "captions",
+          "consolidated",
+          "income",
+          "The",
+          "standard",
+          "effective",
+          "2027",
+          "annual",
+          "period",
+          "interim",
+          "periods",
+          "beginning",
+          "2028",
+          "early",
+          "permitted",
+          "applied",
+          "prospectively",
+          "retrospectively",
+          "We",
+          "assessing",
+          "timing",
+          "method",
+          "effect",
+          "updated",
+          "statement",
+          "September",
+          "2025",
+          "06",
+          "Intangibles",
+          "Goodwill",
+          "Other",
+          "Internal",
+          "Use",
+          "Software",
+          "350",
+          "Targeted",
+          "Improvements",
+          "modernize",
+          "accounting",
+          "software",
+          "costs",
+          "referred",
+          "internal",
+          "account",
+          "capitalization",
+          "criteria",
+          "modified",
+          "transition",
+          "approach"
+        ],
+        "keywords": [
+          "FASB",
+          "ASU",
+          "Disclosures"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "debc154e-4e56-50c5-a4bf-a99cc4ef25a7",
+      "type": "text",
+      "content": "In December 2023, the FASB issued ASU 2023-09 \"Income Taxes (Topics 740): Improvements to Income Tax Disclosures\" which expands the disclosure requirements for income taxes. We adopted this ASU for our 2025 annual period with the comparative periods updated to reflect additional disclosures. See Note 14 for the revised disclosures consistent with the new standard.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 1. Summary of Significant Accounting Policies/Recently Adopted Accounting Pronouncements",
+      "metadata": {
+        "length": 366,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "In",
+          "December",
+          "2023",
+          "FASB",
+          "issued",
+          "ASU",
+          "09",
+          "Income",
+          "Taxes",
+          "Topics",
+          "740",
+          "Improvements",
+          "Tax",
+          "Disclosures",
+          "expands",
+          "disclosure",
+          "requirements",
+          "income",
+          "taxes",
+          "We",
+          "adopted",
+          "2025",
+          "annual",
+          "period",
+          "comparative",
+          "periods",
+          "updated",
+          "reflect",
+          "additional",
+          "disclosures",
+          "See",
+          "Note",
+          "14",
+          "revised",
+          "consistent",
+          "standard"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "a63f53a5-5e6e-58e8-8711-a289a7736b21",
+      "type": "text",
+      "content": "Certain amounts in prior periods have been reclassified to conform with current period presentation.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 1. Summary of Significant Accounting Policies/Prior Period Reclassifications",
+      "metadata": {
+        "length": 100,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "Certain",
+          "amounts",
+          "prior",
+          "periods",
+          "reclassified",
+          "conform",
+          "current",
+          "period",
+          "presentation"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "8f28f761-3ee9-54e3-9f0c-d00b17c2a32c",
+      "type": "text",
+      "content": "",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 2. Revenues",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "f7100cd2-7c6b-505a-83b2-80acc6ffa12a",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"2\"></td><td colspan=\"3\">Year Ended December 31,</td></tr><tr><td>2023</td><td>2024</td><td>2025</td></tr><tr><td>Google Search &amp; other</td><td>$ 175,033</td><td>$ 198,084</td><td>$ 224,532</td></tr><tr><td>YouTube ads</td><td>31,510</td><td>36,147</td><td>40,367</td></tr><tr><td>Google Network</td><td>31,312</td><td>30,359</td><td>29,792</td></tr><tr><td>Google advertising</td><td>237,855</td><td>264,590</td><td>294,691</td></tr><tr><td>Google subscriptions, platforms, and devices</td><td>34,688</td><td>40,340</td><td>48,030</td></tr><tr><td>Google Services total</td><td>272,543</td><td>304,930</td><td>342,721</td></tr><tr><td>Google Cloud</td><td>33,088</td><td>43,229</td><td>58,705</td></tr><tr><td>Other Bets</td><td>1,527</td><td>1,648</td><td>1,537</td></tr><tr><td>Hedging gains (losses)</td><td>236</td><td>211</td><td>(127)</td></tr><tr><td>Total revenues</td><td>$ 307,394</td><td>$ 350,018</td><td>$ 402,836</td></tr></table>",
+      "path": "tables/table-26 Google Revenue.html",
+      "metadata": {
+        "length": 972,
+        "summary": "table-27\nGoogle's total revenues grew from $307.4B in 2023 to $402.8B in 2025, driven by Search, YouTube, and Cloud.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "file_path": "tables/table-26 Google Revenue.html",
+        "keywords": [
+          "Google",
+          "Revenue",
+          "2023-2025"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "4598bb76-0e0d-5c14-8433-2c216f59a649",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"2\"></td><td colspan=\"6\">Year Ended December 31,</td></tr><tr><td colspan=\"2\">2023</td><td colspan=\"2\">2024</td><td colspan=\"2\">2025</td></tr><tr><td>United States</td><td>$ 146,286</td><td>47 %</td><td>$ 170,447</td><td>49 %</td><td>$ 194,229</td><td>48 %</td></tr><tr><td> $EMEA^{(1)}$ </td><td>91,038</td><td>30</td><td>102,127</td><td>29</td><td>117,152</td><td>29</td></tr><tr><td> $APAC^{(1)}$ </td><td>51,514</td><td>17</td><td>56,815</td><td>16</td><td>67,680</td><td>17</td></tr><tr><td>Other  $Americas^{(1)}$ </td><td>18,320</td><td>6</td><td>20,418</td><td>6</td><td>23,902</td><td>6</td></tr><tr><td>Hedging gains (losses)</td><td>236</td><td>0</td><td>211</td><td>0</td><td>(127)</td><td>0</td></tr><tr><td>Total revenues</td><td>$ 307,394</td><td>100 %</td><td>$ 350,018</td><td>100 %</td><td>$ 402,836</td><td>100 %</td></tr></table>",
+      "path": "tables/table-27 Revenue Breakdown.html",
+      "metadata": {
+        "length": 872,
+        "summary": "table-28\nThe table shows total revenues by region for 2023-2025, with US leading at 48-49%, followed by EMEA, APAC, and Other Americas, including hedging gains.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "file_path": "tables/table-27 Revenue Breakdown.html",
+        "keywords": [
+          "Revenue",
+          "Region",
+          "Year"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "9a96ae1f-d96f-549e-b59b-49fd61ae4af9",
+      "type": "text",
+      "content": "The following table presents revenues disaggregated by type (in millions):\n\n[tables/table-26 Google Revenue.html]\n\nNo individual customer or groups of affiliated customers represented more than 10% of our revenues in 2023, 2024, or 2025.\nThe following table presents revenues disaggregated by geography, based on the addresses of our customers (in millions):\n\n[tables/table-27 Revenue Breakdown.html]\n\n(1) Regions represent Europe, the Middle East, and Africa (EMEA); Asia-Pacific (APAC); and Canada and Latin America (\"Other Americas\").",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 2. Revenues/Disaggregated Revenues",
+      "metadata": {
+        "length": 552,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "The",
+          "table",
+          "presents",
+          "revenues",
+          "disaggregated",
+          "type",
+          "millions",
+          "No",
+          "individual",
+          "customer",
+          "groups",
+          "affiliated",
+          "customers",
+          "represented",
+          "10%",
+          "2023",
+          "2024",
+          "2025",
+          "geography",
+          "based",
+          "addresses",
+          "Regions",
+          "represent",
+          "Europe",
+          "Middle",
+          "East",
+          "Africa",
+          "EMEA",
+          "Asia",
+          "Pacific",
+          "APAC",
+          "Canada",
+          "Latin",
+          "America",
+          "Other",
+          "Americas"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "f7100cd2-7c6b-505a-83b2-80acc6ffa12a",
+            "relation": "embeds",
+            "ref": "[tables/table-26 Google Revenue.html]",
+            "position": {
+              "start": 76,
+              "end": 113
+            }
+          },
+          {
+            "target": "4598bb76-0e0d-5c14-8433-2c216f59a649",
+            "relation": "embeds",
+            "ref": "[tables/table-27 Revenue Breakdown.html]",
+            "position": {
+              "start": 360,
+              "end": 400
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "51c1c3ab-da4f-5840-a21b-0370f2211cac",
+      "type": "text",
+      "content": "As of December 31, 2025, we had \\$242.8 billion of remaining performance obligations (\"revenue backlog\"), primarily related to Google Cloud. Revenue backlog represents commitments in customer contracts that have not yet been recognized as revenue. We expect to recognize just over 50% of the revenue backlog as revenues over the next 24 months with the remainder to be recognized thereafter. The estimated revenue backlog and timing of revenue recognition for these commitments is largely driven by contract duration, our ability to deliver in accordance with relevant contract terms, and when our customers utilize services. Revenue backlog includes related deferred revenue currently recorded as well as amounts that will be invoiced in future periods, and excludes contracts with an original expected term of one year or less and cancellable contracts.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 2. Revenues/Revenue Backlog",
+      "metadata": {
+        "length": 855,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "As",
+          "December",
+          "31",
+          "2025",
+          "242.8",
+          "billion",
+          "remaining",
+          "performance",
+          "obligations",
+          "revenue",
+          "backlog",
+          "primarily",
+          "related",
+          "Google",
+          "Cloud",
+          "Revenue",
+          "represents",
+          "commitments",
+          "customer",
+          "contracts",
+          "recognized",
+          "We",
+          "expect",
+          "recognize",
+          "50%",
+          "revenues",
+          "24",
+          "months",
+          "remainder",
+          "The",
+          "estimated",
+          "timing",
+          "recognition",
+          "largely",
+          "driven",
+          "contract",
+          "duration",
+          "ability",
+          "deliver",
+          "accordance",
+          "relevant",
+          "terms",
+          "customers",
+          "utilize",
+          "services",
+          "includes",
+          "deferred",
+          "recorded",
+          "amounts",
+          "invoiced",
+          "future",
+          "periods",
+          "excludes",
+          "original",
+          "expected",
+          "term",
+          "year",
+          "cancellable"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "73eacb3a-b71c-51cc-872d-e8afc7e7faf0",
+      "type": "text",
+      "content": "We record deferred revenues when cash payments are received or due in advance of our performance, including amounts which are refundable. Deferred revenues primarily relate to Google Cloud and Google subscriptions, platforms, and devices. Total deferred revenue as of December 31, 2024 was \\$6.0 billion, of which \\$4.6 billion was recognized as revenues for the year ended December 31, 2025. Total deferred revenue as of December 31, 2025 was \\$8.6 billion.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 2. Revenues/Deferred Revenues",
+      "metadata": {
+        "length": 458,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "We",
+          "record",
+          "deferred",
+          "revenues",
+          "cash",
+          "payments",
+          "received",
+          "due",
+          "advance",
+          "performance",
+          "including",
+          "amounts",
+          "refundable",
+          "Deferred",
+          "primarily",
+          "relate",
+          "Google",
+          "Cloud",
+          "subscriptions",
+          "platforms",
+          "devices",
+          "Total",
+          "revenue",
+          "December",
+          "31",
+          "2024",
+          "6.0",
+          "billion",
+          "4.6",
+          "recognized",
+          "year",
+          "ended",
+          "2025",
+          "8.6"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "e320c229-571c-58bc-8fe0-69f5197e91fd",
+      "type": "text",
+      "content": "",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 3. Financial Instruments",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "8ec98047-1413-546f-84ae-32a037bb520e",
+      "type": "text",
+      "content": "",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 3. Financial Instruments/Fair Value Measurements",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "a2c15371-b763-5e46-89a5-01a8e8108296",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"2\"></td><td colspan=\"3\">As of December 31, 2024</td></tr><tr><td>Quoted Prices in Active Markets for Identical Assets (Level 1)</td><td>Significant Other Observable Inputs (Level 2)</td><td>Total</td></tr><tr><td>Cash</td><td></td><td></td><td>$ 12,407</td></tr><tr><td>Cash equivalents:</td><td></td><td></td><td></td></tr><tr><td>Money market funds</td><td>$ 8,154</td><td>$ 0</td><td>$ 8,154</td></tr><tr><td>Time deposits</td><td>0</td><td>2,081</td><td>2,081</td></tr><tr><td>Government bonds</td><td>0</td><td>746</td><td>746</td></tr><tr><td>Corporate debt securities</td><td>0</td><td>78</td><td>78</td></tr><tr><td>Total cash and cash equivalents</td><td>8,154</td><td>2,905</td><td>23,466</td></tr><tr><td>Marketable securities:</td><td></td><td></td><td></td></tr><tr><td>Marketable equity  $securities^{(1)}$ </td><td>4,708</td><td>105</td><td>4,813</td></tr><tr><td>Time deposits</td><td>0</td><td>136</td><td>136</td></tr><tr><td>Government bonds</td><td>0</td><td>28,709</td><td>28,709</td></tr><tr><td>Corporate debt securities</td><td>0</td><td>21,116</td><td>21,116</td></tr><tr><td>Mortgage-backed and asset-backed securities</td><td>0</td><td>17,417</td><td>17,417</td></tr><tr><td>Total marketable securities</td><td>4,708</td><td>67,483</td><td>72,191</td></tr><tr><td>Total</td><td>$ 12,862</td><td>$ 70,388</td><td>$ 95,657</td></tr></table>",
+      "path": "tables/table-28 Fair Value Table.html",
+      "metadata": {
+        "length": 1389,
+        "summary": "table-29\nThe table presents the fair value hierarchy of cash, cash equivalents, and marketable securities as of December 31, 2024, totaling $95,657, with Level 1 and Level 2 classifications.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "file_path": "tables/table-28 Fair Value Table.html",
+        "keywords": [
+          "fair value",
+          "cash equivalents",
+          "marketable securities"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "e5735ebc-e049-5b2e-92eb-ad1c7594d541",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"2\"></td><td colspan=\"3\">As of December 31, 2025</td></tr><tr><td>Quoted Prices in Active Markets for Identical Assets (Level 1)</td><td>Significant Other Observable Inputs (Level 2)</td><td>Total</td></tr><tr><td>Cash</td><td></td><td></td><td>$ 15,305</td></tr><tr><td>Cash equivalents:</td><td></td><td></td><td></td></tr><tr><td>Money market funds</td><td>$ 11,349</td><td>$ 0</td><td>$ 11,349</td></tr><tr><td>Time deposits</td><td>0</td><td>3,353</td><td>3,353</td></tr><tr><td>Government bonds</td><td>0</td><td>602</td><td>602</td></tr><tr><td>Corporate debt securities</td><td>0</td><td>99</td><td>99</td></tr><tr><td>Total cash and cash equivalents</td><td>11,349</td><td>4,054</td><td>30,708</td></tr><tr><td>Marketable securities:</td><td></td><td></td><td></td></tr><tr><td>Marketable equity securities</td><td>4,402</td><td>1,911</td><td>6,313</td></tr><tr><td>Time deposits</td><td>0</td><td>0</td><td>0</td></tr><tr><td>Government bonds</td><td>0</td><td>50,549</td><td>50,549</td></tr><tr><td>Corporate debt securities</td><td>0</td><td>21,565</td><td>21,565</td></tr><tr><td>Mortgage-backed and asset-backed securities</td><td>0</td><td>17,708</td><td>17,708</td></tr><tr><td>Total marketable securities</td><td>4,402</td><td>91,733</td><td>96,135</td></tr><tr><td>Total</td><td>$ 15,751</td><td>$ 95,787</td><td>$ 126,843</td></tr></table>",
+      "path": "tables/table-29 Fair Value Table.html",
+      "metadata": {
+        "length": 1381,
+        "summary": "table-30\nThe table shows fair value measurements of cash, cash equivalents, and marketable securities as of December 31, 2025, totaling $126,843, with Level 1 and Level 2 inputs.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "file_path": "tables/table-29 Fair Value Table.html",
+        "keywords": [
+          "fair value",
+          "cash equivalents",
+          "marketable securities"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "d2ae6e55-f115-5c69-a201-f18c966e3416",
+      "type": "text",
+      "content": "Cash equivalents and marketable equity securities are measured at fair value and classified within Level 1 and Level 2 in the fair value hierarchy, because we use quoted prices for identical assets in active markets or inputs that are based upon quoted prices for similar instruments in active markets.\nDebt securities are measured at fair value and classified within Level 2 in the fair value hierarchy, because we use quoted market prices to the extent available or alternative pricing sources and models utilizing market observable inputs to determine fair value.\nThe following tables summarize our cash, cash equivalents, and marketable securities measured at fair value on a recurring basis (in millions):\n\n[tables/table-28 Fair Value Table.html]\n\n(1) The long-term portion of marketable equity securities (subject to long-term lock-up restrictions) of \\$266 million as of December 31, 2024 is included within other non-current assets.\n\n[tables/table-29 Fair Value Table.html]",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 3. Financial Instruments/Fair Value Measurements/Investments Measured at Fair Value on a Recurring Basis",
+      "metadata": {
+        "length": 995,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "Cash",
+          "equivalents",
+          "marketable",
+          "equity",
+          "securities",
+          "measured",
+          "fair",
+          "classified",
+          "Level",
+          "hierarchy",
+          "quoted",
+          "prices",
+          "identical",
+          "assets",
+          "active",
+          "markets",
+          "inputs",
+          "based",
+          "similar",
+          "instruments",
+          "Debt",
+          "market",
+          "extent",
+          "alternative",
+          "pricing",
+          "sources",
+          "models",
+          "utilizing",
+          "observable",
+          "determine",
+          "The",
+          "tables",
+          "summarize",
+          "cash",
+          "recurring",
+          "basis",
+          "millions",
+          "long",
+          "term",
+          "portion",
+          "subject",
+          "lock",
+          "restrictions",
+          "266",
+          "million",
+          "December",
+          "31",
+          "2024",
+          "included",
+          "current"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "a2c15371-b763-5e46-89a5-01a8e8108296",
+            "relation": "embeds",
+            "ref": "[tables/table-28 Fair Value Table.html]",
+            "position": {
+              "start": 712,
+              "end": 751
+            }
+          },
+          {
+            "target": "e5735ebc-e049-5b2e-92eb-ad1c7594d541",
+            "relation": "embeds",
+            "ref": "[tables/table-29 Fair Value Table.html]",
+            "position": {
+              "start": 942,
+              "end": 981
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "3732a340-67a9-57d7-be74-f8992f5a1fe2",
+      "type": "text",
+      "content": "Non-marketable equity securities accounted for under the measurement alternative are investments in privately held companies without readily determinable market values. The carrying value of these non-marketable equity securities is adjusted upward or downward to fair value upon observable transactions for identical or similar investments of the same issuer or impairment. Non-marketable equity securities that have been remeasured during the period based on observable transactions are classified within Level 2 or Level 3 in the fair value hierarchy, and remeasurements due to impairment are classified within Level 3. Our valuation methods include option pricing models, market comparable approach, and common stock equivalent method, which may include a combination of the observable transaction price at the transaction date and other unobservable inputs including volatility, expected time to exit, risk free rate, and the rights and obligations of the securities we hold. These inputs vary significantly based on investment type.\nAs of December 31, 2025, the carrying value of our non-marketable equity securities accounted for under the measurement alternative was \\$64.1 billion, of which \\$45.6 billion were remeasured at fair value during the year ended December 31, 2025, and were primarily classified within Level 2 of the fair value hierarchy at the time of measurement.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 3. Financial Instruments/Fair Value Measurements/Investments Measured at Fair Value on a Nonrecurring Basis",
+      "metadata": {
+        "length": 1386,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "Non",
+          "marketable",
+          "equity",
+          "securities",
+          "accounted",
+          "measurement",
+          "alternative",
+          "investments",
+          "privately",
+          "held",
+          "companies",
+          "readily",
+          "determinable",
+          "market",
+          "values",
+          "The",
+          "carrying",
+          "adjusted",
+          "upward",
+          "downward",
+          "fair",
+          "observable",
+          "transactions",
+          "identical",
+          "similar",
+          "issuer",
+          "impairment",
+          "remeasured",
+          "period",
+          "based",
+          "classified",
+          "Level",
+          "hierarchy",
+          "remeasurements",
+          "due",
+          "Our",
+          "valuation",
+          "methods",
+          "include",
+          "option",
+          "pricing",
+          "models",
+          "comparable",
+          "approach",
+          "common",
+          "stock",
+          "equivalent",
+          "method",
+          "combination",
+          "transaction",
+          "price",
+          "date",
+          "unobservable",
+          "inputs",
+          "including",
+          "volatility",
+          "expected",
+          "time",
+          "exit",
+          "risk",
+          "free",
+          "rate",
+          "rights",
+          "obligations",
+          "hold",
+          "These",
+          "vary",
+          "significantly",
+          "investment",
+          "type",
+          "As",
+          "December",
+          "31",
+          "2025",
+          "64.1",
+          "billion",
+          "45.6",
+          "year",
+          "ended",
+          "primarily"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "e419e364-6208-5c1f-b4ef-053c7ffad219",
+      "type": "text",
+      "content": "",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 3. Financial Instruments/Debt and Equity Securities",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "ca65f157-5068-54ea-b1aa-3d384330270c",
+      "type": "table",
+      "content": "<table><tr><td></td><td>As of December 31, 2025</td></tr><tr><td>Due in 1 year or less</td><td>$ 26,735</td></tr><tr><td>Due in 1 year through 5 years</td><td>37,001</td></tr><tr><td>Due in 5 years through 10 years</td><td>12,769</td></tr><tr><td>Due after 10 years</td><td>13,317</td></tr><tr><td>Total</td><td>$ 89,822</td></tr></table>",
+      "path": "tables/table-30 Debt Maturity.html",
+      "metadata": {
+        "length": 338,
+        "summary": "table-31\nThe table shows debt due by maturity: $26,735 within 1 year, $37,001 in 1-5 years, $12,769 in 5-10 years, $13,317 after 10 years, totaling $89,822 as of December 31, 2025.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "file_path": "tables/table-30 Debt Maturity.html",
+        "keywords": [
+          "Debt",
+          "Maturity",
+          "Schedule"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "1e2f785d-54c4-533d-8a15-387e130765bb",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"2\"></td><td colspan=\"4\">As of December 31, 2024</td></tr><tr><td>Adjusted Cost</td><td>Gross Unrealized Gains</td><td>Gross Unrealized Losses</td><td>Fair Value</td></tr><tr><td>Time deposits</td><td>$ 2,217</td><td>$ 0</td><td>$ 0</td><td>$ 2,217</td></tr><tr><td>Government bonds</td><td>27,551</td><td>83</td><td>(214)</td><td>27,420</td></tr><tr><td>Corporate debt securities</td><td>18,300</td><td>79</td><td>(222)</td><td>18,157</td></tr><tr><td>Mortgage-backed and asset-backed securities</td><td>14,437</td><td>63</td><td>(385)</td><td>14,115</td></tr><tr><td>Total investments with fair value change reflected in other comprehensive income</td><td>$ 62,505</td><td>$ 225</td><td>$ (821)</td><td>$ 61,909</td></tr></table>",
+      "path": "tables/table-31 Investment Summary.html",
+      "metadata": {
+        "length": 754,
+        "summary": "table-32\nThe table shows investments as of Dec 31, 2024, with total adjusted cost of $62,505, fair value of $61,909, and net unrealized losses of $596 across time deposits, government bonds, corporate debt, and mortgage-backed securities.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "file_path": "tables/table-31 Investment Summary.html",
+        "keywords": [
+          "Investments",
+          "Fair Value",
+          "Unrealized Gains"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "bc1334b5-4a0e-5406-98fb-40c9a6dac277",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"2\"></td><td colspan=\"4\">As of December 31, 2025</td></tr><tr><td>Adjusted Cost</td><td>Gross Unrealized Gains</td><td>Gross Unrealized Losses</td><td>Fair Value</td></tr><tr><td>Time deposits</td><td>$ 3,353</td><td>$ 0</td><td>$ 0</td><td>$ 3,353</td></tr><tr><td>Government bonds</td><td>49,087</td><td>443</td><td>(26)</td><td>49,504</td></tr><tr><td>Corporate debt securities</td><td>18,346</td><td>242</td><td>(32)</td><td>18,556</td></tr><tr><td>Mortgage-backed and asset-backed securities</td><td>14,337</td><td>174</td><td>(128)</td><td>14,383</td></tr><tr><td>Total investments with fair value change reflected in other comprehensive income</td><td>$ 85,123</td><td>$ 859</td><td>$ (186)</td><td>$ 85,796</td></tr></table>",
+      "path": "tables/table-32 Investment Summary.html",
+      "metadata": {
+        "length": 755,
+        "summary": "table-33\nThe table shows investments as of Dec 31, 2025, with total adjusted cost of $85,123, gross unrealized gains of $859, losses of $186, and fair value of $85,796 across time deposits, government bonds, corporate debt, and mortgage-backed securities.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "file_path": "tables/table-32 Investment Summary.html",
+        "keywords": [
+          "Investments",
+          "Fair Value",
+          "Unrealized Gains"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "8171126d-2e6e-596e-93c2-c3f671df6c8d",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"3\"></td><td colspan=\"6\">As of December 31, 2024</td></tr><tr><td colspan=\"2\">Less than 12 Months</td><td colspan=\"2\">12 Months or Greater</td><td colspan=\"2\">Total</td></tr><tr><td>Fair Value</td><td>Unrealized Loss</td><td>Fair Value</td><td>Unrealized Loss</td><td>Fair Value</td><td>Unrealized Loss</td></tr><tr><td>Government bonds</td><td>$ 11,119</td><td>$ (126)</td><td>$ 2,576</td><td>$ (88)</td><td>$ 13,695</td><td>$ (214)</td></tr><tr><td>Corporate debt securities</td><td>4,228</td><td>(17)</td><td>6,838</td><td>(168)</td><td>11,066</td><td>(185)</td></tr><tr><td>Mortgage-backed and asset-backed securities</td><td>5,222</td><td>(106)</td><td>3,813</td><td>(279)</td><td>9,035</td><td>(385)</td></tr><tr><td>Total</td><td>$ 20,569</td><td>$ (249)</td><td>$ 13,227</td><td>$ (535)</td><td>$ 33,796</td><td>$ (784)</td></tr></table>",
+      "path": "tables/table-33 Investment Securities.html",
+      "metadata": {
+        "length": 868,
+        "summary": "table-34\nThe table shows fair value and unrealized losses for government bonds, corporate debt, and mortgage-backed securities as of December 31, 2024, totaling $33,796 and $(784) respectively.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "file_path": "tables/table-33 Investment Securities.html",
+        "keywords": [
+          "Fair Value",
+          "Unrealized Loss",
+          "Securities"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "58628132-a0a6-534c-ac13-d31792ae5b6b",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"3\"></td><td colspan=\"6\">As of December 31, 2025</td></tr><tr><td colspan=\"2\">Less than 12 Months</td><td colspan=\"2\">12 Months or Greater</td><td colspan=\"2\">Total</td></tr><tr><td>Fair Value</td><td>Unrealized Loss</td><td>Fair Value</td><td>Unrealized Loss</td><td>Fair Value</td><td>Unrealized Loss</td></tr><tr><td>Government bonds</td><td>$ 4,230</td><td>$ (9)</td><td>$ 1,174</td><td>$ (17)</td><td>$ 5,404</td><td>$ (26)</td></tr><tr><td>Corporate debt securities</td><td>915</td><td>0</td><td>2,429</td><td>(24)</td><td>3,344</td><td>(24)</td></tr><tr><td>Mortgage-backed and asset-backed securities</td><td>1,377</td><td>(4)</td><td>3,035</td><td>(124)</td><td>4,412</td><td>(128)</td></tr><tr><td>Total</td><td>$ 6,522</td><td>$ (13)</td><td>$ 6,638</td><td>$ (165)</td><td>$ 13,160</td><td>$ (178)</td></tr></table>",
+      "path": "tables/table-34 Investment Securities.html",
+      "metadata": {
+        "length": 850,
+        "summary": "table-35\nThe table shows fair value and unrealized losses for government bonds, corporate debt, and mortgage-backed securities as of Dec 31, 2025, totaling $13,160 with $178 unrealized loss.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "file_path": "tables/table-34 Investment Securities.html",
+        "keywords": [
+          "Fair Value",
+          "Unrealized Loss",
+          "Debt Securities"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "a423fc68-eb8e-5682-bb00-0a9a800def71",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"2\"></td><td colspan=\"3\">Year Ended December 31,</td></tr><tr><td>2023</td><td>2024</td><td>2025</td></tr><tr><td>Unrealized gain (loss) on fair value option debt securities</td><td>$ 386</td><td>$ 30</td><td>$ 254</td></tr><tr><td>Gross realized gain on debt securities</td><td>182</td><td>482</td><td>572</td></tr><tr><td>Gross realized loss on debt securities</td><td>(1,833)</td><td>(1,553)</td><td>(316)</td></tr><tr><td>(Increase) decrease in allowance for credit losses</td><td>50</td><td>(2)</td><td>30</td></tr><tr><td>Total gain (loss) on debt securities recognized in other income (expense), net</td><td>$ (1,215)</td><td>$ (1,043)</td><td>$ 540</td></tr></table>",
+      "path": "tables/table-35 Debt Securities P&L.html",
+      "metadata": {
+        "length": 697,
+        "summary": "table-36\nThe table shows unrealized gains/losses, realized gains/losses, and credit loss allowances for debt securities from 2023 to 2025, with total net gains/losses of -$1,215, -$1,043, and $540 respectively.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "file_path": "tables/table-35 Debt Securities P&L.html",
+        "keywords": [
+          "debt securities",
+          "gains",
+          "losses"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "9e11d899-922a-56e5-a3d9-3313bde9b1d9",
+      "type": "text",
+      "content": "The following table summarizes the estimated fair value of investments in available-for-sale marketable debt securities by effective contractual maturity dates (in millions):\n\n[tables/table-30 Debt Maturity.html]\n\nThe following tables present fair values and gross unrealized gains and losses recorded to AOCI, less any expected credit losses, aggregated by investment category (in millions):\n\n[tables/table-31 Investment Summary.html]\n\n\n[tables/table-32 Investment Summary.html]\n\nThe following tables present fair values and gross unrealized losses recorded to AOCI, aggregated by investment category and the length of time that individual securities have been in a continuous loss position (in millions):\n\n[tables/table-33 Investment Securities.html]\n\n\n[tables/table-34 Investment Securities.html]\n\nWe determine realized gains or losses on the sale or extinguishment of debt securities on a specific identification method. For certain marketable debt securities, we have elected the fair value option for which changes in fair value are recorded in OI&E. The fair value option was elected for these securities to align with the unrealized gains and losses from related derivative contracts.\nThe following table summarizes gains and losses for debt securities, reflected as a component of OI&E (in millions):\n\n[tables/table-35 Debt Securities P&L.html]",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 3. Financial Instruments/Debt and Equity Securities/Debt Securities",
+      "metadata": {
+        "length": 1381,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "The",
+          "table",
+          "summarizes",
+          "estimated",
+          "fair",
+          "investments",
+          "sale",
+          "marketable",
+          "debt",
+          "securities",
+          "effective",
+          "contractual",
+          "maturity",
+          "dates",
+          "millions",
+          "tables",
+          "present",
+          "values",
+          "gross",
+          "unrealized",
+          "gains",
+          "losses",
+          "recorded",
+          "AOCI",
+          "expected",
+          "credit",
+          "aggregated",
+          "investment",
+          "category",
+          "length",
+          "time",
+          "individual",
+          "continuous",
+          "loss",
+          "position",
+          "We",
+          "determine",
+          "realized",
+          "extinguishment",
+          "specific",
+          "identification",
+          "method",
+          "For",
+          "elected",
+          "option",
+          "OI",
+          "align",
+          "related",
+          "derivative",
+          "contracts",
+          "reflected",
+          "component"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "ca65f157-5068-54ea-b1aa-3d384330270c",
+            "relation": "embeds",
+            "ref": "[tables/table-30 Debt Maturity.html]",
+            "position": {
+              "start": 176,
+              "end": 212
+            }
+          },
+          {
+            "target": "1e2f785d-54c4-533d-8a15-387e130765bb",
+            "relation": "embeds",
+            "ref": "[tables/table-31 Investment Summary.html]",
+            "position": {
+              "start": 394,
+              "end": 435
+            }
+          },
+          {
+            "target": "bc1334b5-4a0e-5406-98fb-40c9a6dac277",
+            "relation": "embeds",
+            "ref": "[tables/table-32 Investment Summary.html]",
+            "position": {
+              "start": 438,
+              "end": 479
+            }
+          },
+          {
+            "target": "8171126d-2e6e-596e-93c2-c3f671df6c8d",
+            "relation": "embeds",
+            "ref": "[tables/table-33 Investment Securities.html]",
+            "position": {
+              "start": 708,
+              "end": 752
+            }
+          },
+          {
+            "target": "58628132-a0a6-534c-ac13-d31792ae5b6b",
+            "relation": "embeds",
+            "ref": "[tables/table-34 Investment Securities.html]",
+            "position": {
+              "start": 755,
+              "end": 799
+            }
+          },
+          {
+            "target": "a423fc68-eb8e-5682-bb00-0a9a800def71",
+            "relation": "embeds",
+            "ref": "[tables/table-35 Debt Securities P&L.html]",
+            "position": {
+              "start": 1311,
+              "end": 1353
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "bf0c7272-91a1-50eb-b0f6-bde9399063f9",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"2\"></td><td colspan=\"2\">As of December 31,</td></tr><tr><td>2024</td><td>2025</td></tr><tr><td>Non-marketable securities:</td><td></td><td></td></tr><tr><td>Total initial cost of non-marketable equity securities accounted for under the measurement alternative</td><td>$ 20,940</td><td>$ 28,429</td></tr><tr><td>Cumulative upward adjustments</td><td>22,709</td><td>44,485</td></tr><tr><td>Cumulative downward adjustments (including impairments)</td><td>(8,431)</td><td>(8,820)</td></tr><tr><td>Carrying value of non-marketable equity securities accounted for under the measurement alternative</td><td>35,218</td><td>64,094</td></tr><tr><td>Equity method investments and other</td><td>2,764</td><td>4,593</td></tr><tr><td>Total non-marketable securities</td><td>$ 37,982</td><td>$ 68,687</td></tr></table>",
+      "path": "tables/table-36 Non-marketable securities.html",
+      "metadata": {
+        "length": 827,
+        "summary": "table-37\nThe table shows non-marketable securities data for 2024 and 2025, including initial cost, cumulative adjustments, carrying value, equity method investments, and total non-marketable securities.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "file_path": "tables/table-36 Non-marketable securities.html",
+        "keywords": [
+          "non-marketable securities",
+          "equity securities",
+          "carrying value"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "4ebf09fd-0bd8-5ce9-80bb-49ec83307335",
+      "type": "text",
+      "content": "Our non-marketable securities primarily consist of non-marketable equity securities accounted for under the measurement alternative. The carrying value is measured at the total initial cost plus the cumulative net upward and downward adjustments (including impairments). We account for non-marketable equity securities through which we exercise significant influence but do not have control over the investee under the equity method. Certain of our non-marketable securities include our investments in VIEs where we are not the primary beneficiary. See Note 5 for further details on VIEs.\nRealized net gain (loss) on equity securities sold during the period reflects the difference between the sale proceeds and the carrying value of the equity securities at the beginning of the period or the purchase date, if later.\nAll gains and losses, including impairments, are included as components of OI&E.\nThe carrying values for non-marketable securities are summarized below (in millions):\n\n[tables/table-36 Non-marketable securities.html]",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 3. Financial Instruments/Debt and Equity Securities/Non-marketable Securities",
+      "metadata": {
+        "length": 1028,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "Our",
+          "marketable",
+          "securities",
+          "primarily",
+          "consist",
+          "equity",
+          "accounted",
+          "measurement",
+          "alternative",
+          "The",
+          "carrying",
+          "measured",
+          "total",
+          "initial",
+          "cost",
+          "cumulative",
+          "net",
+          "upward",
+          "downward",
+          "adjustments",
+          "including",
+          "impairments",
+          "We",
+          "account",
+          "exercise",
+          "significant",
+          "influence",
+          "control",
+          "investee",
+          "method",
+          "Certain",
+          "include",
+          "investments",
+          "VIEs",
+          "primary",
+          "beneficiary",
+          "See",
+          "Note",
+          "details",
+          "Realized",
+          "gain",
+          "loss",
+          "sold",
+          "period",
+          "reflects",
+          "difference",
+          "sale",
+          "proceeds",
+          "beginning",
+          "purchase",
+          "date",
+          "All",
+          "gains",
+          "losses",
+          "included",
+          "components",
+          "OI",
+          "values",
+          "summarized",
+          "millions"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "bf0c7272-91a1-50eb-b0f6-bde9399063f9",
+            "relation": "embeds",
+            "ref": "[tables/table-36 Non-marketable securities.html]",
+            "position": {
+              "start": 987,
+              "end": 1035
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "955a097a-2011-5988-9405-f5336a7e2488",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"2\"></td><td colspan=\"3\">Year Ended December 31,</td></tr><tr><td>2023</td><td>2024</td><td>2025</td></tr><tr><td>Gross unrealized gain on non-marketable equity securities accounted for under the measurement alternative</td><td>$ 1,806</td><td>$ 5,582</td><td>$ 22,666</td></tr><tr><td>Gross unrealized loss (including impairments) on non-marketable equity securities accounted for under the measurement alternative</td><td>(2,894)</td><td>(2,210)</td><td>(1,271)</td></tr><tr><td>Unrealized net gain (loss) on non-marketable equity securities accounted for under the measurement alternative</td><td>(1,088)</td><td>3,372</td><td>21,395</td></tr><tr><td>Unrealized net gain (loss) on marketable and other equity securities</td><td>790</td><td>156</td><td>1,907</td></tr><tr><td>Realized net gain (loss) on marketable and non-marketable equity securities sold during the period</td><td>690</td><td>186</td><td>778</td></tr><tr><td>Total gain (loss) on equity securities in other income (expense), net (1)</td><td>$ 392</td><td>$ 3,714</td><td>$ 24,080</td></tr></table>",
+      "path": "tables/table-37 Equity Securities.html",
+      "metadata": {
+        "length": 1091,
+        "summary": "table-38\nThe table shows unrealized gains and losses on non-marketable and marketable equity securities from 2023 to 2025, with total net gains rising from $392 to $24,080.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "file_path": "tables/table-37 Equity Securities.html",
+        "keywords": [
+          "unrealized gain",
+          "equity securities",
+          "net gain"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "011d1d79-02f8-5cd6-8fac-78a92d7db421",
+      "type": "text",
+      "content": "Gains and losses (including impairments), net, for equity securities included in OI&E are summarized below (in millions):\n\n[tables/table-37 Equity Securities.html]\n\n(1) Excludes income (loss) and impairment from equity method investments. Refer to Note 7 for further details.\nCumulative net gains (losses), calculated as the difference between the sales price and purchase price, represent the total net gains (losses) recognized after the initial purchase date. This represents the total economic impact of the investment, regardless of when the gains or losses were previously recognized. Cumulative net gains on equity securities sold were \\$748 million and \\$387 million for the years ended December 31, 2024 and 2025, respectively.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 3. Financial Instruments/Debt and Equity Securities/Gains and Losses on Equity Securities",
+      "metadata": {
+        "length": 742,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "Gains",
+          "losses",
+          "including",
+          "impairments",
+          "net",
+          "equity",
+          "securities",
+          "included",
+          "OI",
+          "summarized",
+          "millions",
+          "Excludes",
+          "income",
+          "loss",
+          "impairment",
+          "method",
+          "investments",
+          "Refer",
+          "Note",
+          "details",
+          "Cumulative",
+          "gains",
+          "calculated",
+          "difference",
+          "sales",
+          "price",
+          "purchase",
+          "represent",
+          "total",
+          "recognized",
+          "initial",
+          "date",
+          "This",
+          "represents",
+          "economic",
+          "impact",
+          "investment",
+          "previously",
+          "sold",
+          "748",
+          "million",
+          "387",
+          "years",
+          "ended",
+          "December",
+          "31",
+          "2024",
+          "2025"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "955a097a-2011-5988-9405-f5336a7e2488",
+            "relation": "embeds",
+            "ref": "[tables/table-37 Equity Securities.html]",
+            "position": {
+              "start": 123,
+              "end": 163
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "06e4d243-d405-5ce5-9fbb-0ba419013abe",
+      "type": "text",
+      "content": "We primarily use derivative instruments to manage risks relating to our ongoing business operations, including foreign currencies, interest rates, commodity prices, credit exposures, and market prices of certain marketable equity securities. Additionally, we enter into derivatives to enhance investment returns. We also enter into derivatives as a result of agreements with third parties to backstop certain obligations related to data center leases. These backstop agreements are accounted for as credit derivatives.\nWe recognize derivative instruments in the Consolidated Balance Sheets at fair value and classify them primarily within Level 2 in the fair value hierarchy. We present our foreign currency collars (an option strategy comprised of a combination of purchased and written options) at net fair values and present all other derivatives at gross fair values. The accounting treatment for derivatives is based on the intended use and hedge designation.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 3. Financial Instruments/Debt and Equity Securities/Derivative Financial Instruments",
+      "metadata": {
+        "length": 964,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "We",
+          "primarily",
+          "derivative",
+          "instruments",
+          "manage",
+          "risks",
+          "relating",
+          "ongoing",
+          "business",
+          "operations",
+          "including",
+          "foreign",
+          "currencies",
+          "interest",
+          "rates",
+          "commodity",
+          "prices",
+          "credit",
+          "exposures",
+          "market",
+          "marketable",
+          "equity",
+          "securities",
+          "Additionally",
+          "enter",
+          "derivatives",
+          "enhance",
+          "investment",
+          "returns",
+          "result",
+          "agreements",
+          "parties",
+          "backstop",
+          "obligations",
+          "related",
+          "data",
+          "center",
+          "leases",
+          "These",
+          "accounted",
+          "recognize",
+          "Consolidated",
+          "Balance",
+          "Sheets",
+          "fair",
+          "classify",
+          "Level",
+          "hierarchy",
+          "present",
+          "currency",
+          "collars",
+          "option",
+          "strategy",
+          "comprised",
+          "combination",
+          "purchased",
+          "written",
+          "options",
+          "net",
+          "values",
+          "gross",
+          "The",
+          "accounting",
+          "treatment",
+          "based",
+          "intended",
+          "hedge",
+          "designation"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "04559ea8-772f-5690-9d2e-decdf2312b8c",
+      "type": "text",
+      "content": "We designate foreign currency forwards and options (including collars) as cash flow hedges to hedge certain forecasted revenue transactions denominated in currencies other than the US dollar. These contracts have maturities of 24 months or less.\nCash flow hedge amounts included in the assessment of hedge effectiveness are deferred in AOCI and reclassified to revenue when the hedged item is recognized in earnings. Hedge components excluded from our assessment of hedge effectiveness are amortized on a straight-line basis over the life of the hedging instrument in revenues. The difference between fair value changes of the excluded component and the amount amortized to revenues is recorded in AOCI.\nAs of December 31, 2025, the net accumulated loss on our foreign currency cash flow hedges before tax effect was \\$60 million, which is expected to be reclassified from AOCI into revenues within the next 12 months.\nAdditionally, we may designate interest rate derivatives as cash flow hedges to manage our exposure to certain interest rate risks. Changes in the fair value of these derivatives are deferred in AOCI and reclassified to OI&E when the hedged item is recognized in earnings.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 3. Financial Instruments/Debt and Equity Securities/Derivative Financial Instruments/Cash Flow Hedges",
+      "metadata": {
+        "length": 1191,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "We",
+          "designate",
+          "foreign",
+          "currency",
+          "forwards",
+          "options",
+          "including",
+          "collars",
+          "cash",
+          "flow",
+          "hedges",
+          "hedge",
+          "forecasted",
+          "revenue",
+          "transactions",
+          "denominated",
+          "currencies",
+          "US",
+          "dollar",
+          "These",
+          "contracts",
+          "maturities",
+          "24",
+          "months",
+          "Cash",
+          "amounts",
+          "included",
+          "assessment",
+          "effectiveness",
+          "deferred",
+          "AOCI",
+          "reclassified",
+          "hedged",
+          "item",
+          "recognized",
+          "earnings",
+          "Hedge",
+          "components",
+          "excluded",
+          "amortized",
+          "straight",
+          "line",
+          "basis",
+          "life",
+          "hedging",
+          "instrument",
+          "revenues",
+          "The",
+          "difference",
+          "fair",
+          "component",
+          "amount",
+          "recorded",
+          "As",
+          "December",
+          "31",
+          "2025",
+          "net",
+          "accumulated",
+          "loss",
+          "tax",
+          "effect",
+          "60",
+          "million",
+          "expected",
+          "12",
+          "Additionally",
+          "interest",
+          "rate",
+          "derivatives",
+          "manage",
+          "exposure",
+          "risks",
+          "Changes",
+          "OI"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "3e9ab57c-07c2-522f-be3c-53bf2a98b2d7",
+      "type": "text",
+      "content": "We designate foreign currency forwards as fair value hedges to hedge foreign currency risks for our marketable debt securities denominated in currencies other than the US dollar. Fair value hedge amounts included and excluded from the assessment of hedge effectiveness are recognized in OI&E.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 3. Financial Instruments/Debt and Equity Securities/Derivative Financial Instruments/Fair Value Hedges",
+      "metadata": {
+        "length": 292,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "We",
+          "designate",
+          "foreign",
+          "currency",
+          "forwards",
+          "fair",
+          "hedges",
+          "hedge",
+          "risks",
+          "marketable",
+          "debt",
+          "securities",
+          "denominated",
+          "currencies",
+          "US",
+          "dollar",
+          "Fair",
+          "amounts",
+          "included",
+          "excluded",
+          "assessment",
+          "effectiveness",
+          "recognized",
+          "OI"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "ddc290d0-3ec6-5969-b1d1-aefc7443426a",
+      "type": "text",
+      "content": "We designate foreign currency forwards, options (including collars), cross-currency swaps, and foreign currency-denominated debt as net investment hedges to hedge the foreign currency risks related to our investments in foreign subsidiaries. Net investment hedge amounts included in the assessment of hedge effectiveness are recognized in AOCI.\nChanges in the fair value of hedge components of forward and option contracts that are excluded from the assessment of hedge effectiveness are recognized in OI&E. Hedge components of cross-currency swaps that are excluded from the assessment of hedge effectiveness are amortized over the life of the hedging instrument and recognized in OI&E. The difference between fair value changes of the excluded component and the amount amortized to OI&E is recorded in AOCI.\nWe had no foreign currency-denominated debt as of December 31, 2024 and \\$15.4 billion carrying value of foreign currency-denominated debt designated as net investment hedges as of December 31, 2025.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 3. Financial Instruments/Debt and Equity Securities/Derivative Financial Instruments/Net Investment Hedges",
+      "metadata": {
+        "length": 1009,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "We",
+          "designate",
+          "foreign",
+          "currency",
+          "forwards",
+          "options",
+          "including",
+          "collars",
+          "cross",
+          "swaps",
+          "denominated",
+          "debt",
+          "net",
+          "investment",
+          "hedges",
+          "hedge",
+          "risks",
+          "related",
+          "investments",
+          "subsidiaries",
+          "Net",
+          "amounts",
+          "included",
+          "assessment",
+          "effectiveness",
+          "recognized",
+          "AOCI",
+          "Changes",
+          "fair",
+          "components",
+          "forward",
+          "option",
+          "contracts",
+          "excluded",
+          "OI",
+          "Hedge",
+          "amortized",
+          "life",
+          "hedging",
+          "instrument",
+          "The",
+          "difference",
+          "component",
+          "amount",
+          "recorded",
+          "December",
+          "31",
+          "2024",
+          "15.4",
+          "billion",
+          "carrying",
+          "designated",
+          "2025"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "49e1229d-c921-56da-b27b-180efba338f0",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"2\"></td><td colspan=\"2\">As of December 31,</td></tr><tr><td>2024</td><td>2025</td></tr><tr><td colspan=\"3\">Derivatives designated as hedging instruments:</td></tr><tr><td colspan=\"3\">Foreign exchange contracts</td></tr><tr><td>Cash flow hedges</td><td>$ 20,315</td><td>$ 23,852</td></tr><tr><td>Fair value hedges</td><td>$ 1,562</td><td>$ 0</td></tr><tr><td>Net investment hedges</td><td>$ 6,986</td><td>$ 14,203</td></tr><tr><td colspan=\"3\">Derivatives not designated as hedging instruments:</td></tr><tr><td>Foreign exchange contracts</td><td>$ 44,227</td><td>$ 56,085</td></tr><tr><td>Credit derivatives(1)</td><td>$ 0</td><td>$ 16,940</td></tr><tr><td>Other contracts</td><td>$ 15,082</td><td>$ 15,900</td></tr></table>",
+      "path": "tables/table-38 Derivatives Table.html",
+      "metadata": {
+        "length": 747,
+        "summary": "table-39\nTable shows derivatives designated and not designated as hedging instruments, including foreign exchange contracts, credit derivatives, and other contracts, with values for 2024 and 2025.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "file_path": "tables/table-38 Derivatives Table.html",
+        "keywords": [
+          "derivatives",
+          "hedging",
+          "foreign exchange"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "b933a60d-6dc2-519c-bdf9-8a3ab62bb266",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"2\"></td><td colspan=\"2\">As of December 31, 2024</td><td colspan=\"2\">As of December 31, 2025</td></tr><tr><td>Assets(1)</td><td>Liabilities(2)</td><td>Assets(1)</td><td>Liabilities(2)</td></tr><tr><td colspan=\"5\">Derivatives designated as hedging instruments:</td></tr><tr><td>Foreign exchange contracts</td><td>$ 1,054</td><td>$ 0</td><td>$ 316</td><td>$ 197</td></tr><tr><td colspan=\"5\">Derivatives not designated as hedging instruments:</td></tr><tr><td>Foreign exchange contracts</td><td>200</td><td>593</td><td>92</td><td>84</td></tr><tr><td>Other contracts</td><td>474</td><td>19</td><td>324</td><td>98</td></tr><tr><td>Total derivatives not designated as hedging instruments</td><td>674</td><td>612</td><td>416</td><td>182</td></tr><tr><td>Total</td><td>$ 1,728</td><td>$ 612</td><td>$ 732</td><td>$ 379</td></tr></table>",
+      "path": "tables/table-39 Derivatives Table.html",
+      "metadata": {
+        "length": 851,
+        "summary": "table-40\nThe table shows derivative assets and liabilities for 2024 and 2025, including hedging and non-hedging instruments, with totals decreasing from $1,728 to $732 in assets and $612 to $379 in liabilities.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "file_path": "tables/table-39 Derivatives Table.html",
+        "keywords": [
+          "derivatives",
+          "hedging",
+          "financial"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "005cb45e-8711-528d-a235-10a015c48732",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"2\"></td><td colspan=\"3\">Year Ended December 31,</td></tr><tr><td>2023</td><td>2024</td><td>2025</td></tr><tr><td colspan=\"4\">Cash flow hedging relationship:</td></tr><tr><td colspan=\"4\">Foreign exchange and other contracts</td></tr><tr><td>Amount included in the assessment of effectiveness</td><td>$ 90</td><td>$ 857</td><td>$ (978)</td></tr><tr><td>Amount excluded from the assessment of effectiveness</td><td>84</td><td>77</td><td>(45)</td></tr><tr><td colspan=\"4\">Net investment hedging relationship:</td></tr><tr><td colspan=\"4\">Amounts included in the assessment of effectiveness</td></tr><tr><td>Foreign exchange contracts</td><td>(287)</td><td>223</td><td>(765)</td></tr><tr><td>Foreign currency-denominated debt</td><td>0</td><td>0</td><td>(393)</td></tr><tr><td colspan=\"4\">Amounts excluded from the assessment of effectiveness</td></tr><tr><td>Foreign exchange contracts</td><td>0</td><td>0</td><td>11</td></tr><tr><td>Total</td><td>$ (113)</td><td>$ 1,157</td><td>$ (2,170)</td></tr></table>",
+      "path": "tables/table-40 Hedge Gains_Losses.html",
+      "metadata": {
+        "length": 1027,
+        "summary": "table-41\nThe table shows gains and losses from cash flow and net investment hedging relationships for 2023-2025, with totals of -113, 1,157, and -2,170 respectively.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "file_path": "tables/table-40 Hedge Gains_Losses.html",
+        "keywords": [
+          "hedging",
+          "foreign exchange",
+          "effectiveness"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "68d1ddb7-2617-5c13-81b3-3f37764c3aad",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"3\"></td><td colspan=\"6\">Year Ended December 31,</td></tr><tr><td colspan=\"2\">2023</td><td colspan=\"2\">2024</td><td colspan=\"2\">2025</td></tr><tr><td>Revenues</td><td>Other income (expense), net</td><td>Revenues</td><td>Other income (expense), net</td><td>Revenues</td><td>Other income (expense), net</td></tr><tr><td>Total amounts included on the Consolidated Statements of Income</td><td>$ 307,394</td><td>$ 1,424</td><td>$ 350,018</td><td>$ 7,425</td><td>$ 402,836</td><td>$ 29,787</td></tr><tr><td colspan=\"7\">Effect of cash flow hedges:</td></tr><tr><td colspan=\"7\">Foreign exchange contracts</td></tr><tr><td>Amount included in the assessment of effectiveness</td><td>213</td><td>0</td><td>174</td><td>0</td><td>(233)</td><td>0</td></tr><tr><td>Amount excluded from the assessment of effectiveness</td><td>24</td><td>0</td><td>37</td><td>0</td><td>107</td><td>0</td></tr><tr><td colspan=\"7\">Effect of fair value hedges:</td></tr><tr><td colspan=\"7\">Foreign exchange contracts</td></tr><tr><td>Hedged items</td><td>0</td><td>59</td><td>0</td><td>(59)</td><td>0</td><td>(9)</td></tr><tr><td>Amount included in the assessment of effectiveness</td><td>0</td><td>(59)</td><td>0</td><td>58</td><td>0</td><td>9</td></tr><tr><td>Amount excluded from the assessment of effectiveness</td><td>0</td><td>15</td><td>0</td><td>13</td><td>0</td><td>1</td></tr><tr><td colspan=\"7\">Effect of net investment hedges:</td></tr><tr><td colspan=\"7\">Foreign exchange contracts</td></tr><tr><td>Amount excluded from the assessment of effectiveness</td><td>0</td><td>187</td><td>0</td><td>137</td><td>0</td><td>189</td></tr><tr><td colspan=\"7\">Effect of non-designated hedges:</td></tr><tr><td>Foreign exchange contracts</td><td>0</td><td>7</td><td>0</td><td>335</td><td>0</td><td>445</td></tr><tr><td>Other contracts</td><td>0</td><td>53</td><td>0</td><td>174</td><td>0</td><td>(148)</td></tr><tr><td>Total gains (losses)</td><td>$ 237</td><td>$ 262</td><td>$ 211</td><td>$ 658</td><td>$ (126)</td><td>$ 487</td></tr></table>",
+      "path": "tables/table-41 Hedge Effects.html",
+      "metadata": {
+        "length": 2030,
+        "summary": "table-42\nThe table shows the effect of cash flow, fair value, net investment, and non-designated hedges on revenues and other income for 2023-2025, with total gains of $237, $211, and -$126 for revenues and $262, $658, and $487 for other income.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "file_path": "tables/table-41 Hedge Effects.html",
+        "keywords": [
+          "hedges",
+          "foreign exchange",
+          "income"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "f134386f-f7db-5a36-93f7-e03b6c11ddc2",
+      "type": "text",
+      "content": "We enter into derivatives not designated as hedging instruments to manage risks related to our ongoing business operations. The primary risk managed is foreign exchange risk related to the remeasurement of monetary assets or liabilities denominated in currencies other than the functional currency of a subsidiary. Gains and losses on these foreign exchange derivatives are recorded within the “foreign currency exchange gain (loss), net” component of OI&E.\nWe also enter into derivatives to manage other risks, to enhance investment returns, and as a result of agreements with certain third parties to backstop certain obligations relating to data center leases. Gains and losses arising from other derivatives are primarily reflected within the “other” component of OI&E. See Note 7 for further details.\nThe gross notional amounts of outstanding derivative instruments were as follows (in millions):\n\n[tables/table-38 Derivatives Table.html]\n\n(1) Notional amounts for credit derivatives are the backstop obligations related to certain third-party data center leases and represent the maximum potential amount of future payments that could be required in the event of certain default scenarios over remaining agreement periods of up to 15 years. In the event we are required to make payments under certain backstop obligations, we may receive equity in or cash payments from certain counterparties, the amounts for which are not reflected in the notional amounts for credit derivatives. See Note 5 for further details.\nThe fair values of outstanding derivative instruments were as follows (in millions):\n\n[tables/table-39 Derivatives Table.html]\n\n(1) Derivative assets are recorded as other current and non-current assets.\n(2) Derivative liabilities are recorded as accrued expenses and other liabilities, current and non-current.\nThe gains (losses) on derivatives and non-derivative financial instruments in cash flow hedging and net investment hedging relationships recognized in other comprehensive income are summarized below (in millions):\n\n[tables/table-40 Hedge Gains_Losses.html]\n\nThe table below presents the gains (losses) of derivatives included on the Consolidated Statements of Income: (in millions):\n\n[tables/table-41 Hedge Effects.html]",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 3. Financial Instruments/Debt and Equity Securities/Derivative Financial Instruments/Derivatives Not Designated as Hedging Instruments",
+      "metadata": {
+        "length": 2274,
+        "summary": "The passage describes the company's use of derivatives not designated as hedging instruments to manage risks, primarily foreign exchange risk from remeasurement of monetary assets/liabilities in non-functional currencies. Gains/losses on these are recorded in foreign currency exchange gain/loss. Other derivatives manage risks, enhance returns, or backstop data center lease obligations, with gains/losses in other OI&E. Tables provide gross notional amounts and fair values of outstanding derivatives as of year-end, with notes on credit derivatives' maximum potential payments up to 15 years. Additional tables summarize gains/losses on derivatives in cash flow and net investment hedging relationships recognized in OCI, and gains/losses included in the Consolidated Statements of Income.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "We",
+          "enter",
+          "derivatives",
+          "designated",
+          "hedging",
+          "instruments",
+          "manage",
+          "risks",
+          "related",
+          "ongoing",
+          "business",
+          "operations",
+          "The",
+          "primary",
+          "risk",
+          "managed",
+          "foreign",
+          "exchange",
+          "remeasurement",
+          "monetary",
+          "assets",
+          "liabilities",
+          "denominated",
+          "currencies",
+          "functional",
+          "currency",
+          "subsidiary",
+          "Gains",
+          "losses",
+          "recorded",
+          "gain",
+          "loss",
+          "net",
+          "component",
+          "OI",
+          "enhance",
+          "investment",
+          "returns",
+          "result",
+          "agreements",
+          "parties",
+          "backstop",
+          "obligations",
+          "relating",
+          "data",
+          "center",
+          "leases",
+          "arising",
+          "primarily",
+          "reflected",
+          "See",
+          "Note",
+          "details",
+          "gross",
+          "notional",
+          "amounts",
+          "outstanding",
+          "derivative",
+          "millions",
+          "Notional",
+          "credit",
+          "party",
+          "represent",
+          "maximum",
+          "potential",
+          "amount",
+          "future",
+          "payments",
+          "required",
+          "event",
+          "default",
+          "scenarios",
+          "remaining",
+          "agreement",
+          "periods",
+          "15",
+          "years",
+          "In",
+          "make",
+          "receive",
+          "equity",
+          "cash",
+          "counterparties",
+          "fair",
+          "values",
+          "Derivative",
+          "current",
+          "accrued",
+          "expenses",
+          "gains",
+          "financial",
+          "flow",
+          "relationships",
+          "recognized",
+          "comprehensive",
+          "income",
+          "summarized",
+          "table",
+          "presents",
+          "included",
+          "Consolidated",
+          "Statements",
+          "Income"
+        ],
+        "keywords": [
+          "derivatives",
+          "foreign exchange",
+          "risk management"
+        ],
+        "connect_to": [
+          {
+            "target": "49e1229d-c921-56da-b27b-180efba338f0",
+            "relation": "embeds",
+            "ref": "[tables/table-38 Derivatives Table.html]",
+            "position": {
+              "start": 903,
+              "end": 943
+            }
+          },
+          {
+            "target": "b933a60d-6dc2-519c-bdf9-8a3ab62bb266",
+            "relation": "embeds",
+            "ref": "[tables/table-39 Derivatives Table.html]",
+            "position": {
+              "start": 1606,
+              "end": 1646
+            }
+          },
+          {
+            "target": "005cb45e-8711-528d-a235-10a015c48732",
+            "relation": "embeds",
+            "ref": "[tables/table-40 Hedge Gains_Losses.html]",
+            "position": {
+              "start": 2047,
+              "end": 2088
+            }
+          },
+          {
+            "target": "68d1ddb7-2617-5c13-81b3-3f37764c3aad",
+            "relation": "embeds",
+            "ref": "[tables/table-41 Hedge Effects.html]",
+            "position": {
+              "start": 2216,
+              "end": 2252
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "df0054e0-5df8-5e78-a292-66b970b035b9",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"2\"></td><td colspan=\"6\">As of December 31, 2024</td></tr><tr><td>Gross Amounts Recognized</td><td>Gross Amounts Offset in the Consolidated Balance Sheets</td><td>Net Amounts Presented in the Consolidated Balance Sheets</td><td>Financial Instruments(1)</td><td>Cash and Non-Cash Collateral Received or Pledged</td><td>Net Amounts</td></tr><tr><td>Derivatives assets</td><td>$ 1,776</td><td>$ (48)</td><td>$ 1,728</td><td>$ (516)</td><td>$ (721)</td><td>$ 491</td></tr><tr><td>Derivatives liabilities</td><td>$ 660</td><td>$ (48)</td><td>$ 612</td><td>$ (516)</td><td>$ (9)</td><td>$ 87</td></tr><tr><td rowspan=\"2\"></td><td colspan=\"6\">As of December 31, 2025</td></tr><tr><td>Gross Amounts Recognized</td><td>Gross Amounts Offset in the Consolidated Balance Sheets</td><td>Net Amounts Presented in the Consolidated Balance Sheets</td><td>Financial Instruments(1)</td><td>Cash and Non-Cash Collateral Received or Pledged</td><td>Net Amounts</td></tr><tr><td>Derivatives assets</td><td>$ 842</td><td>$ (110)</td><td>$ 732</td><td>$ (140)</td><td>$ (231)</td><td>$ 361</td></tr><tr><td>Derivatives liabilities</td><td>$ 489</td><td>$ (110)</td><td>$ 379</td><td>$ (140)</td><td>$ (15)</td><td>$ 224</td></tr></table>",
+      "path": "tables/table-42 Derivatives Offsetting.html",
+      "metadata": {
+        "length": 1237,
+        "summary": "table-43\nThe table shows derivatives assets and liabilities with gross amounts, offsets, net balances, and collateral for 2024 and 2025. In 2024, net assets were $1,728M and net liabilities $612M; in 2025, net assets were $732M and net liabilities $379M.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "file_path": "tables/table-42 Derivatives Offsetting.html",
+        "keywords": [
+          "Derivatives",
+          "Offsetting",
+          "Collateral"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "b0ab3736-7c8b-57b6-aa2c-67afe672951e",
+      "type": "text",
+      "content": "We enter into master netting arrangements and collateral security arrangements to reduce credit risk. Cash collateral received related to derivative instruments under our collateral security arrangements are included in other current assets with a corresponding liability. Cash and non-cash collateral pledged related to derivative instruments under our collateral security arrangements are primarily included in other current assets.\nThe gross amounts of derivative instruments subject to master netting arrangements with various counterparties, and cash and non-cash collateral received and pledged under such agreements were as follows (in millions):\n\n[tables/table-42 Derivatives Offsetting.html]\n\n(1) The balances as of December 31, 2024 and 2025 were related to derivatives allowed to be net settled in accordance with our master netting agreements.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 3. Financial Instruments/Debt and Equity Securities/Derivative Financial Instruments/Offsetting of Derivatives",
+      "metadata": {
+        "length": 856,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "We",
+          "enter",
+          "master",
+          "netting",
+          "arrangements",
+          "collateral",
+          "security",
+          "reduce",
+          "credit",
+          "risk",
+          "Cash",
+          "received",
+          "related",
+          "derivative",
+          "instruments",
+          "included",
+          "current",
+          "assets",
+          "liability",
+          "cash",
+          "pledged",
+          "primarily",
+          "The",
+          "gross",
+          "amounts",
+          "subject",
+          "counterparties",
+          "agreements",
+          "millions",
+          "balances",
+          "December",
+          "31",
+          "2024",
+          "2025",
+          "derivatives",
+          "allowed",
+          "net",
+          "settled",
+          "accordance"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "df0054e0-5df8-5e78-a292-66b970b035b9",
+            "relation": "embeds",
+            "ref": "[tables/table-42 Derivatives Offsetting.html]",
+            "position": {
+              "start": 655,
+              "end": 700
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "92e430cc-3234-5cd2-9d06-f2fe8cff3715",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"2\"></td><td colspan=\"3\">Year Ended December 31,</td></tr><tr><td>2023</td><td>2024</td><td>2025</td></tr><tr><td>Operating lease cost</td><td>$ 3,362</td><td>$ 3,304</td><td>$ 3,345</td></tr><tr><td>Finance lease cost:</td><td></td><td></td><td></td></tr><tr><td>Amortization of lease assets</td><td>469</td><td>413</td><td>553</td></tr><tr><td>Interest on lease liabilities</td><td>35</td><td>31</td><td>65</td></tr><tr><td>Finance lease cost</td><td>504</td><td>444</td><td>618</td></tr><tr><td>Variable lease cost</td><td>1,182</td><td>1,425</td><td>1,739</td></tr><tr><td>Total lease cost</td><td>$ 5,048</td><td>$ 5,173</td><td>$ 5,702</td></tr></table>",
+      "path": "tables/table-43 Lease Cost Table.html",
+      "metadata": {
+        "length": 682,
+        "summary": "table-44\nThe table shows lease costs for 2023-2025: operating lease cost around $3.3K, finance lease cost increasing from $504 to $618, variable lease cost rising from $1,182 to $1,739, and total lease cost growing from $5,048 to $5,702.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "file_path": "tables/table-43 Lease Cost Table.html",
+        "keywords": [
+          "lease cost",
+          "operating lease",
+          "finance lease"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "dd49735a-4b7d-5ca1-9a3d-746234b026be",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"2\"></td><td colspan=\"2\">December 31,</td></tr><tr><td>2024</td><td>2025</td></tr><tr><td>Weighted-average remaining lease term:</td><td></td><td></td></tr><tr><td>Operating leases</td><td>7.8 years</td><td>7.6 years</td></tr><tr><td>Finance leases</td><td>10.4 years</td><td>8.3 years</td></tr><tr><td>Weighted-average discount rate:</td><td></td><td></td></tr><tr><td>Operating leases</td><td>3.4 %</td><td>3.6 %</td></tr><tr><td>Finance leases</td><td>2.8 %</td><td>3.1 %</td></tr><tr><td rowspan=\"2\"></td><td colspan=\"2\">December 31,</td></tr><tr><td>2024</td><td>2025</td></tr><tr><td>Operating leases:</td><td></td><td></td></tr><tr><td>Operating lease assets</td><td>$ 13,588</td><td>$ 15,221</td></tr><tr><td></td><td></td><td></td></tr><tr><td>Accrued expenses and other liabilities</td><td>$ 2,887</td><td>$ 3,209</td></tr><tr><td>Operating lease liabilities</td><td>11,691</td><td>12,744</td></tr><tr><td>Total operating lease liabilities</td><td>$ 14,578</td><td>$ 15,954</td></tr><tr><td>Finance leases:</td><td></td><td></td></tr><tr><td>Property and equipment, at cost</td><td>$ 4,622</td><td>$ 6,822</td></tr><tr><td>Accumulated depreciation</td><td>(2,037)</td><td>(2,025)</td></tr><tr><td>Property and equipment, net</td><td>$ 2,585</td><td>$ 4,797</td></tr><tr><td></td><td></td><td></td></tr><tr><td>Accrued expenses and other liabilities</td><td>$ 235</td><td>$ 441</td></tr><tr><td>Other long-term liabilities</td><td>1,442</td><td>2,059</td></tr><tr><td>Total finance lease liabilities</td><td>$ 1,677</td><td>$ 2,500</td></tr></table>",
+      "path": "tables/table-44 Lease Data.html",
+      "metadata": {
+        "length": 1581,
+        "summary": "table-45\nThe table presents weighted-average remaining lease terms and discount rates for operating and finance leases for 2024 and 2025, along with corresponding lease assets and liabilities.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "file_path": "tables/table-44 Lease Data.html",
+        "keywords": [
+          "Lease terms",
+          "Discount rates",
+          "Lease liabilities"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "f2892caf-e15e-59b2-b913-7bdd049cdfd9",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"2\"></td><td colspan=\"3\">Year Ended December 31,</td></tr><tr><td>2023</td><td>2024</td><td>2025</td></tr><tr><td colspan=\"4\">Cash payments for lease liabilities:</td></tr><tr><td>Operating cash flows used for operating leases</td><td>$ 3,173</td><td>$ 3,425</td><td>$ 3,370</td></tr><tr><td>Operating cash flows used for finance leases</td><td>$ 35</td><td>$ 31</td><td>$ 65</td></tr><tr><td>Financing cash flows used for finance leases(1)</td><td>$ 705</td><td>$ 405</td><td>$ 1,988</td></tr><tr><td colspan=\"4\">Assets obtained in exchange for lease liabilities:</td></tr><tr><td>Operating leases</td><td>$ 2,877</td><td>$ 2,510</td><td>$ 4,070</td></tr><tr><td>Finance leases</td><td>$ 564</td><td>$ 313</td><td>$ 1,606</td></tr></table>",
+      "path": "tables/table-45 Lease Cash Flows.html",
+      "metadata": {
+        "length": 763,
+        "summary": "table-46\nThe table shows cash payments for operating and finance leases from 2023 to 2025, including operating cash flows and financing cash flows, plus assets obtained in exchange for lease liabilities.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "file_path": "tables/table-45 Lease Cash Flows.html",
+        "keywords": [
+          "lease liabilities",
+          "cash flows",
+          "finance leases"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "0aaff577-19af-5e90-bcd6-e5688cb6d39d",
+      "type": "table",
+      "content": "<table><tr><td></td><td>Operating Leases</td><td>Finance Leases</td></tr><tr><td>2026</td><td>$ 3,275</td><td>$ 491</td></tr><tr><td>2027</td><td>3,082</td><td>345</td></tr><tr><td>2028</td><td>2,510</td><td>335</td></tr><tr><td>2029</td><td>2,061</td><td>314</td></tr><tr><td>2030</td><td>1,669</td><td>241</td></tr><tr><td>Thereafter</td><td>5,654</td><td>1,143</td></tr><tr><td>Total undiscounted lease payments</td><td>18,251</td><td>2,869</td></tr><tr><td>Less: imputed interest</td><td>(2,297)</td><td>(369)</td></tr><tr><td>Total lease liability balance</td><td>$ 15,954</td><td>$ 2,500</td></tr></table>",
+      "path": "tables/table-46 Lease Payments.html",
+      "metadata": {
+        "length": 611,
+        "summary": "table-47\nThe table shows future lease payments for operating and finance leases from 2026 to 2030 and thereafter, totaling $18,251 and $2,869 undiscounted, with imputed interest deducted to yield lease liabilities of $15,954 and $2,500.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "file_path": "tables/table-46 Lease Payments.html",
+        "keywords": [
+          "Operating Leases",
+          "Finance Leases",
+          "Undiscounted Payments"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "55d6d5b7-45e6-52ec-8fae-d4442d5edb7e",
+      "type": "text",
+      "content": "We have entered into operating and finance lease agreements primarily for data centers, land, and offices throughout the world with varying lease terms.\nComponents of lease costs were as follows (in millions):\n\n[tables/table-43 Lease Cost Table.html]\n\nSupplemental information related to leases was as follows (in millions):\n\n[tables/table-44 Lease Data.html]\n\n\n[tables/table-45 Lease Cash Flows.html]\n\n(1) Financing cash flows used for financing leases are included within financing activities as repayments of debt. The year ended December 31, 2025 includes \\$1.1 billion of prepayments for finance leases not yet commenced.\nFuture lease payments as of December 31, 2025 were as follows (in millions):\n\n[tables/table-46 Lease Payments.html]\n\nAs of December 31, 2025, we have entered into leases primarily related to data centers that have not yet commenced with short-term and long-term future lease payments of \\$5.8 billion and \\$52.7 billion, respectively, that are not yet recorded. These leases will commence between 2026 and 2031 with non-cancelable lease terms primarily between one and 25 years.\nIn January 2026, we executed a power purchase agreement which we expect to be accounted for as a lease resulting in future payments depending on certain agreement terms of \\$9.9 billion between 2027 and 2047. If certain contractual conditions for the project are not met, we would instead make a one-time payment of approximately \\$3.5 billion and assume ownership of the power generating assets.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 4. Leases",
+      "metadata": {
+        "length": 1535,
+        "summary": "The passage details operating and finance leases for data centers, land, and offices. Lease costs are summarized in tables. Supplemental information includes cash flows, with $1.1 billion in prepayments for finance leases not yet commenced in 2025. Future lease payments as of December 31, 2025, are presented in a table. Additionally, $5.8 billion in short-term and $52.7 billion in long-term future lease payments for not-yet-commenced data center leases are disclosed, commencing between 2026 and 2031. A January 2026 power purchase agreement, expected to be accounted for as a lease, involves future payments of $9.9 billion from 2027 to 2047, or a one-time payment of $3.5 billion if conditions are unmet.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "We",
+          "entered",
+          "operating",
+          "finance",
+          "lease",
+          "agreements",
+          "primarily",
+          "data",
+          "centers",
+          "land",
+          "offices",
+          "world",
+          "varying",
+          "terms",
+          "Components",
+          "costs",
+          "millions",
+          "Supplemental",
+          "information",
+          "related",
+          "leases",
+          "Financing",
+          "cash",
+          "flows",
+          "financing",
+          "included",
+          "activities",
+          "repayments",
+          "debt",
+          "The",
+          "year",
+          "ended",
+          "December",
+          "31",
+          "2025",
+          "includes",
+          "1.1",
+          "billion",
+          "prepayments",
+          "commenced",
+          "Future",
+          "payments",
+          "As",
+          "short",
+          "term",
+          "long",
+          "future",
+          "5.8",
+          "52.7",
+          "recorded",
+          "These",
+          "commence",
+          "2026",
+          "2031",
+          "cancelable",
+          "25",
+          "years",
+          "In",
+          "January",
+          "executed",
+          "power",
+          "purchase",
+          "agreement",
+          "expect",
+          "accounted",
+          "resulting",
+          "depending",
+          "9.9",
+          "2027",
+          "2047",
+          "If",
+          "contractual",
+          "conditions",
+          "project",
+          "met",
+          "make",
+          "time",
+          "payment",
+          "approximately",
+          "3.5",
+          "assume",
+          "ownership",
+          "generating",
+          "assets"
+        ],
+        "keywords": [
+          "Leases",
+          "Future Payments",
+          "Finance Leases"
+        ],
+        "connect_to": [
+          {
+            "target": "92e430cc-3234-5cd2-9d06-f2fe8cff3715",
+            "relation": "embeds",
+            "ref": "[tables/table-43 Lease Cost Table.html]",
+            "position": {
+              "start": 211,
+              "end": 250
+            }
+          },
+          {
+            "target": "dd49735a-4b7d-5ca1-9a3d-746234b026be",
+            "relation": "embeds",
+            "ref": "[tables/table-44 Lease Data.html]",
+            "position": {
+              "start": 326,
+              "end": 359
+            }
+          },
+          {
+            "target": "f2892caf-e15e-59b2-b913-7bdd049cdfd9",
+            "relation": "embeds",
+            "ref": "[tables/table-45 Lease Cash Flows.html]",
+            "position": {
+              "start": 362,
+              "end": 401
+            }
+          },
+          {
+            "target": "0aaff577-19af-5e90-bcd6-e5688cb6d39d",
+            "relation": "embeds",
+            "ref": "[tables/table-46 Lease Payments.html]",
+            "position": {
+              "start": 705,
+              "end": 742
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "ad3f644d-c44a-5ff7-bf05-1a6fe7ec0939",
+      "type": "text",
+      "content": "",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 5. Variable Interest Entities",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "e89b53bb-1875-5779-be90-433810d27bb4",
+      "type": "text",
+      "content": "We consolidate VIEs in which we hold a variable interest and are the primary beneficiary. The results of operations and financial position of these VIEs are included in our consolidated financial statements.\nFor certain consolidated VIEs, their assets are not available to us, and their creditors do not have recourse to us. As of December 31, 2024 and 2025, assets that can only be used to settle obligations of these VIEs were \\$8.7 billion and \\$5.6 billion, respectively, and are primarily included in cash and cash equivalents. As of December 31, 2024 and 2025, liabilities for which creditors only have recourse to the VIEs were \\$2.3 billion and \\$2.0 billion, respectively. We may continue to fund ongoing operations, including the potential funding of employee compensation programs, of certain VIEs that are included within Other Bets.\nIn February 2026, Waymo, a consolidated VIE, announced an investment round of \\$16.0 billion, the significant majority of which was funded by Alphabet. Investments from external parties will be accounted for as equity transactions and will result in recognition of noncontrolling interests.\nTotal noncontrolling interests (NCI) in our consolidated subsidiaries were \\$4.2 billion and \\$3.4 billion as of December 31, 2024 and 2025, respectively, of which \\$1.1 billion and \\$841 million were redeemable noncontrolling interests (RNCI) as of December 31, 2024 and 2025, respectively. NCI and RNCI are included within additional paid-in capital. Net loss attributable to noncontrolling interests was not material for any period presented and is included within the \"other\" component of OI&E. See Note 7 for further details on OI&E.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 5. Variable Interest Entities/Consolidated VIEs",
+      "metadata": {
+        "length": 1675,
+        "summary": "The passage discusses the consolidation of Variable Interest Entities (VIEs) where the company is the primary beneficiary. It details restricted assets and liabilities of certain VIEs, with assets of $8.7 billion and $5.6 billion and liabilities of $2.3 billion and $2.0 billion as of December 31, 2024 and 2025, respectively. Waymo, a consolidated VIE, announced a $16.0 billion investment round in February 2026, mostly funded by Alphabet, with external investments treated as equity transactions leading to noncontrolling interests. Total noncontrolling interests were $4.2 billion and $3.4 billion as of December 31, 2024 and 2025, including redeemable noncontrolling interests of $1.1 billion and $841 million. Net loss attributable to noncontrolling interests was not material.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "We",
+          "consolidate",
+          "VIEs",
+          "hold",
+          "variable",
+          "interest",
+          "primary",
+          "beneficiary",
+          "The",
+          "results",
+          "operations",
+          "financial",
+          "position",
+          "included",
+          "consolidated",
+          "statements",
+          "For",
+          "assets",
+          "creditors",
+          "recourse",
+          "As",
+          "December",
+          "31",
+          "2024",
+          "2025",
+          "settle",
+          "obligations",
+          "8.7",
+          "billion",
+          "5.6",
+          "primarily",
+          "cash",
+          "equivalents",
+          "liabilities",
+          "2.3",
+          "2.0",
+          "continue",
+          "fund",
+          "ongoing",
+          "including",
+          "potential",
+          "funding",
+          "employee",
+          "compensation",
+          "programs",
+          "Other",
+          "Bets",
+          "In",
+          "February",
+          "2026",
+          "Waymo",
+          "VIE",
+          "announced",
+          "investment",
+          "round",
+          "16.0",
+          "significant",
+          "majority",
+          "funded",
+          "Alphabet",
+          "Investments",
+          "external",
+          "parties",
+          "accounted",
+          "equity",
+          "transactions",
+          "result",
+          "recognition",
+          "noncontrolling",
+          "interests",
+          "Total",
+          "NCI",
+          "subsidiaries",
+          "4.2",
+          "3.4",
+          "1.1",
+          "841",
+          "million",
+          "redeemable",
+          "RNCI",
+          "additional",
+          "paid",
+          "capital",
+          "Net",
+          "loss",
+          "attributable",
+          "material",
+          "period",
+          "presented",
+          "component",
+          "OI",
+          "See",
+          "Note",
+          "details"
+        ],
+        "keywords": [
+          "VIE",
+          "noncontrolling interests",
+          "Waymo"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "69e9bca4-089a-5c9b-8c91-da6def74f219",
+      "type": "text",
+      "content": "We hold various forms of interests in Variable Interest Entities (VIEs), including certain of our investments in private companies and renewable energy entities, certain leases and credit backstops with data center entities, and certain backstops with energy infrastructure entities. Because we have determined that we do not direct the activities that most significantly impact the economic performance of these entities, we are not the primary beneficiary. Therefore, these VIEs are not consolidated within our financial statements.\nOur investments in private companies and renewable energy VIEs are primarily accounted for as non-marketable securities under the measurement alternative or the equity method. The carrying value of these investments are included within non-marketable securities on our Consolidated Balance Sheets. See Note 3 for further details on investments. The maximum exposure to these VIEs is generally limited to the current carrying value plus future funding commitments. As of December 31, 2024 and 2025, future funding commitments were \\$1.5 billion and \\$1.1 billion, respectively.\nLeases with data center leasing VIEs are accounted for as finance leases and are included within total lease obligations disclosed in Note 4. The maximum exposure arising from leases with VIEs is limited to the net carrying value of commenced finance lease assets, plus the undiscounted future obligations for leases that have not yet commenced. See Note 4 for further details on leases.\nCredit backstops we have provided to data center VIEs are accounted for as credit derivatives. The maximum exposure arising from credit backstops with VIEs is limited to the financial risk over the remaining period of the arrangements, as reflected by the credit derivative notional value. See Note 3 for further details on credit derivatives.\nBackstop agreements we have provided to energy infrastructure VIEs are accounted for as financial guarantees. The maximum exposure to these VIEs is limited to the potential amount of future payments under these arrangements. See Note 10 for further details on financial guarantees.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 5. Variable Interest Entities/Unconsolidated VIEs",
+      "metadata": {
+        "length": 2125,
+        "summary": "The passage describes various interests in Variable Interest Entities (VIEs), including investments in private companies and renewable energy entities, leases and credit backstops with data center entities, and backstops with energy infrastructure entities. The company is not the primary beneficiary and does not consolidate these VIEs. Investments are accounted for as non-marketable securities, with carrying values included in non-marketable securities. Maximum exposure is limited to carrying value plus future funding commitments, which were $1.5 billion and $1.1 billion as of December 31, 2024 and 2025, respectively. Leases with data center VIEs are finance leases, with exposure limited to net carrying value of commenced assets plus undiscounted future obligations. Credit backstops are accounted for as credit derivatives, with exposure limited to the notional value. Backstop agreements for energy infrastructure VIEs are financial guarantees, with exposure limited to potential future payments.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "We",
+          "hold",
+          "forms",
+          "interests",
+          "Variable",
+          "Interest",
+          "Entities",
+          "VIEs",
+          "including",
+          "investments",
+          "private",
+          "companies",
+          "renewable",
+          "energy",
+          "entities",
+          "leases",
+          "credit",
+          "backstops",
+          "data",
+          "center",
+          "infrastructure",
+          "Because",
+          "determined",
+          "direct",
+          "activities",
+          "significantly",
+          "impact",
+          "economic",
+          "performance",
+          "primary",
+          "beneficiary",
+          "Therefore",
+          "consolidated",
+          "financial",
+          "statements",
+          "Our",
+          "primarily",
+          "accounted",
+          "marketable",
+          "securities",
+          "measurement",
+          "alternative",
+          "equity",
+          "method",
+          "The",
+          "carrying",
+          "included",
+          "Consolidated",
+          "Balance",
+          "Sheets",
+          "See",
+          "Note",
+          "details",
+          "maximum",
+          "exposure",
+          "generally",
+          "limited",
+          "current",
+          "future",
+          "funding",
+          "commitments",
+          "As",
+          "December",
+          "31",
+          "2024",
+          "2025",
+          "1.5",
+          "billion",
+          "1.1",
+          "Leases",
+          "leasing",
+          "finance",
+          "total",
+          "lease",
+          "obligations",
+          "disclosed",
+          "arising",
+          "net",
+          "commenced",
+          "assets",
+          "undiscounted",
+          "Credit",
+          "provided",
+          "derivatives",
+          "risk",
+          "remaining",
+          "period",
+          "arrangements",
+          "reflected",
+          "derivative",
+          "notional",
+          "Backstop",
+          "agreements",
+          "guarantees",
+          "potential",
+          "amount",
+          "payments",
+          "10"
+        ],
+        "keywords": [
+          "Variable Interest Entities",
+          "VIE",
+          "Exposure"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "c509dd08-2741-5972-81c9-b65c9a1731bd",
+      "type": "text",
+      "content": "",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 6. Debt",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "822c3bab-18e8-5557-b541-c98c63bff65f",
+      "type": "text",
+      "content": "We have a commercial paper program of up to \\$25.0 billion, which is used for general corporate purposes. We had \\$2.3 billion of commercial paper outstanding with a weighted-average effective interest rate of 4.4% as of December 31, 2024 and no commercial paper outstanding as of December 31, 2025. The fair value of the commercial paper approximated its carrying value as of December 31, 2024.\nOur short-term debt balance also includes the current portion of certain long-term debt.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 6. Debt/Short-Term Debt",
+      "metadata": {
+        "length": 484,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "We",
+          "commercial",
+          "paper",
+          "program",
+          "25.0",
+          "billion",
+          "general",
+          "corporate",
+          "purposes",
+          "2.3",
+          "outstanding",
+          "weighted",
+          "average",
+          "effective",
+          "interest",
+          "rate",
+          "4.4%",
+          "December",
+          "31",
+          "2024",
+          "2025",
+          "The",
+          "fair",
+          "approximated",
+          "carrying",
+          "Our",
+          "short",
+          "term",
+          "debt",
+          "balance",
+          "includes",
+          "current",
+          "portion",
+          "long"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "ca9c8f5a-9435-5c09-8dc9-45d0edd8b4e2",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"2\"></td><td rowspan=\"2\">Maturity</td><td rowspan=\"2\">Coupon Rate</td><td rowspan=\"2\">Effective Interest Rate</td><td colspan=\"2\">As of December 31,</td></tr><tr><td>2024</td><td>2025</td></tr><tr><td colspan=\"6\">Debt</td></tr><tr><td>2016 US dollar notes</td><td>2026</td><td>2.00%</td><td>2.23%</td><td>$ 2,000</td><td>$ 2,000</td></tr><tr><td>2020 US dollar notes</td><td>2027 - 2060</td><td>0.80% - 2.25%</td><td>0.93% - 2.33%</td><td>10,000</td><td>9,000</td></tr><tr><td> $2025 \\text{ US dollar notes}^{(1)}$ </td><td>2028 - 2075</td><td>3.88% - 5.70%</td><td>4.00% - 5.79%</td><td>0</td><td>22,500</td></tr><tr><td> $2025 \\text{ Euro notes}^{(2)}$ </td><td>2028 - 2064</td><td>2.38% - 4.38%</td><td>2.57% - 4.51%</td><td>0</td><td>15,585</td></tr><tr><td colspan=\"4\">Total face value of long-term debt</td><td>12,000</td><td>49,085</td></tr><tr><td colspan=\"4\">Unamortized discount and debt issuance costs $^{(2)}$ </td><td>(118)</td><td>(542)</td></tr><tr><td colspan=\"4\">Less: current portion of long-term notes $^{(3)}$ </td><td>(999)</td><td>(1,996)</td></tr><tr><td colspan=\"4\">Total long-term debt</td><td>$ 10,883</td><td>$ 46,547</td></tr></table>",
+      "path": "tables/table-47 Debt Table.html",
+      "metadata": {
+        "length": 1185,
+        "summary": "table-48\nThe table shows long-term debt with maturities from 2026 to 2075, coupon rates from 0.80% to 5.70%, and effective interest rates from 0.93% to 5.79%. Total face value increased from $12,000 in 2024 to $49,085 in 2025, with net long-term debt of $10,883 and $46,547 respectively.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "file_path": "tables/table-47 Debt Table.html",
+        "keywords": [
+          "Long-term debt",
+          "Maturity",
+          "Interest rates"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "1b434ccf-107e-5ce5-a075-710e149efda3",
+      "type": "table",
+      "content": "<table><tr><td>2026</td><td>$ 2,000</td></tr><tr><td>2027</td><td>1,000</td></tr><tr><td>2028</td><td>2,676</td></tr><tr><td>2029</td><td>1,764</td></tr><tr><td>2030</td><td>5,500</td></tr><tr><td>Thereafter</td><td>36,145</td></tr><tr><td>Total</td><td>$ 49,085</td></tr></table>",
+      "path": "tables/table-48 Debt Maturity.html",
+      "metadata": {
+        "length": 280,
+        "summary": "table-49\nThe table shows a debt maturity schedule from 2026 to 2030 and thereafter, with total obligations of $49,085.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "file_path": "tables/table-48 Debt Maturity.html",
+        "keywords": [
+          "Debt",
+          "Maturity",
+          "Schedule"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "855a388e-f3d6-5674-880a-02994519d0b7",
+      "type": "text",
+      "content": "During 2025, we issued \\$22.5 billion of US dollar-denominated senior unsecured notes and €13.25 billion of euro-denominated senior unsecured notes for general corporate purposes.\nIn May 2025, we issued \\$5.0 billion of US dollar-denominated fixed-rate senior unsecured notes with a weighted-average coupon rate of 4.89%, and a weighted-average maturity of approximately 24 years. Additionally, in May 2025, we issued €6.75 billion of euro-denominated fixed-rate senior unsecured notes with a weighted-average coupon rate of 3.31%, and a weighted-average maturity of approximately 14 years.\nIn November 2025, we issued \\$500 million of US dollar-denominated floating-rate senior unsecured notes and \\$17.0 billion of US dollar-denominated fixed-rate senior unsecured notes with a weighted-average coupon rate of 4.92% and a weighted-average maturity of approximately 20 years. Additionally in November 2025, we issued €6.5 billion of euro-denominated fixed-rate senior unsecured notes with a weighted-average coupon rate of 3.44% and a weighted-average maturity of approximately 16 years.\nTotal outstanding long-term debt is summarized below (in millions, except percentages):\n\n[tables/table-47 Debt Table.html]\n\n(1) Includes \\$500 million of floating-rate notes due in 2028. Interest is calculated using the compounded Secured Overnight Financing Rate (SOFR) plus 0.52%, reset quarterly.\n(2) Principal, unamortized discount, and debt issuance costs for the euro-denominated notes include the effect of foreign exchange rates.\n(3) Total current portion of long-term debt is included within accrued expenses and other current liabilities. See Note 7 for further details.\nThe notes in the table above are senior unsecured obligations and rank equally with each other. We may redeem the fixed-rate notes at any time in whole or in part at specified redemption prices. The floating-rate notes are not redeemable prior to maturity. Interest is payable quarterly for the floating-rate notes, semi-annually for the US dollar-denominated fixed-rate notes, and annually for the euro-denominated fixed-rate notes. The effective interest rates are based on proceeds received and contractual interest payments.\nThe total estimated fair value of the outstanding notes was approximately \\$9.0 billion and \\$45.6 billion as of December 31, 2024 and December 31, 2025, respectively. The fair value was determined based on observable market prices of identical instruments in less active markets and is categorized accordingly as Level 2 in the fair value hierarchy.\nAs of December 31, 2025, the future principal payments for long-term debt were as follows (in millions):\n\n[tables/table-48 Debt Maturity.html]",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 6. Debt/Long-Term Debt",
+      "metadata": {
+        "length": 2744,
+        "summary": "In 2025, the company issued $22.5 billion in US dollar-denominated and €13.25 billion in euro-denominated senior unsecured notes. May 2025 issuances included $5.0 billion of US dollar notes (4.89% coupon, ~24-year maturity) and €6.75 billion of euro notes (3.31% coupon, ~14-year maturity). November 2025 issuances included $500 million floating-rate notes and $17.0 billion fixed-rate US dollar notes (4.92% coupon, ~20-year maturity), plus €6.5 billion fixed-rate euro notes (3.44% coupon, ~16-year maturity). Total outstanding long-term debt is summarized in a table with maturity dates, coupon rates, and effective interest rates. The estimated fair value of outstanding notes was $45.6 billion as of December 31, 2025. Future principal payments include $2,000 million due in 2026.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "During",
+          "2025",
+          "issued",
+          "22.5",
+          "billion",
+          "US",
+          "dollar",
+          "denominated",
+          "senior",
+          "unsecured",
+          "notes",
+          "13.25",
+          "euro",
+          "general",
+          "corporate",
+          "purposes",
+          "In",
+          "May",
+          "5.0",
+          "fixed",
+          "rate",
+          "weighted",
+          "average",
+          "coupon",
+          "4.89%",
+          "maturity",
+          "approximately",
+          "24",
+          "years",
+          "Additionally",
+          "6.75",
+          "3.31%",
+          "14",
+          "November",
+          "500",
+          "million",
+          "floating",
+          "17.0",
+          "4.92%",
+          "20",
+          "6.5",
+          "3.44%",
+          "16",
+          "Total",
+          "outstanding",
+          "long",
+          "term",
+          "debt",
+          "summarized",
+          "millions",
+          "percentages",
+          "Includes",
+          "due",
+          "2028",
+          "Interest",
+          "calculated",
+          "compounded",
+          "Secured",
+          "Overnight",
+          "Financing",
+          "Rate",
+          "SOFR",
+          "0.52%",
+          "reset",
+          "quarterly",
+          "Principal",
+          "unamortized",
+          "discount",
+          "issuance",
+          "costs",
+          "include",
+          "effect",
+          "foreign",
+          "exchange",
+          "rates",
+          "current",
+          "portion",
+          "included",
+          "accrued",
+          "expenses",
+          "liabilities",
+          "See",
+          "Note",
+          "details",
+          "The",
+          "table",
+          "obligations",
+          "rank",
+          "equally",
+          "We",
+          "redeem",
+          "time",
+          "part",
+          "redemption",
+          "prices",
+          "redeemable",
+          "prior",
+          "payable",
+          "semi",
+          "annually",
+          "effective",
+          "interest",
+          "based",
+          "proceeds",
+          "received",
+          "contractual",
+          "payments",
+          "total",
+          "estimated",
+          "fair",
+          "9.0",
+          "45.6",
+          "December",
+          "31",
+          "2024",
+          "determined",
+          "observable",
+          "market",
+          "identical",
+          "instruments",
+          "active",
+          "markets",
+          "categorized",
+          "Level",
+          "hierarchy",
+          "As",
+          "future",
+          "principal"
+        ],
+        "keywords": [
+          "senior notes",
+          "fixed-rate",
+          "euro-denominated"
+        ],
+        "connect_to": [
+          {
+            "target": "ca9c8f5a-9435-5c09-8dc9-45d0edd8b4e2",
+            "relation": "embeds",
+            "ref": "[tables/table-47 Debt Table.html]",
+            "position": {
+              "start": 1178,
+              "end": 1211
+            }
+          },
+          {
+            "target": "1b434ccf-107e-5ce5-a075-710e149efda3",
+            "relation": "embeds",
+            "ref": "[tables/table-48 Debt Maturity.html]",
+            "position": {
+              "start": 2656,
+              "end": 2692
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "a018a591-8148-51d3-b582-646169002ca8",
+      "type": "text",
+      "content": "As of December 31, 2025, we had \\$10.0 billion of revolving credit facilities, of which \\$4.0 billion expires in April 2026 and \\$6.0 billion expires in April 2030. The interest rates for all credit facilities are determined based on a formula using certain market rates. No amounts were outstanding under the credit facilities as of December 31, 2024 and 2025.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 6. Debt/Credit Facility",
+      "metadata": {
+        "length": 361,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "As",
+          "December",
+          "31",
+          "2025",
+          "10.0",
+          "billion",
+          "revolving",
+          "credit",
+          "facilities",
+          "4.0",
+          "expires",
+          "April",
+          "2026",
+          "6.0",
+          "2030",
+          "The",
+          "interest",
+          "rates",
+          "determined",
+          "based",
+          "formula",
+          "market",
+          "No",
+          "amounts",
+          "outstanding",
+          "2024"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "2b2d2ac0-0092-538c-b643-058516c6fe70",
+      "type": "text",
+      "content": "",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 7. Supplemental Financial Statement Information",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "40ff1546-023c-57c8-a256-3f1da0e38c20",
+      "type": "text",
+      "content": "The allowance for credit losses on accounts receivable was \\$879 million and \\$924 million as of December 31, 2024 and 2025, respectively.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 7. Supplemental Financial Statement Information/Accounts Receivable",
+      "metadata": {
+        "length": 138,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "The",
+          "allowance",
+          "credit",
+          "losses",
+          "accounts",
+          "receivable",
+          "879",
+          "million",
+          "924",
+          "December",
+          "31",
+          "2024",
+          "2025"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "21d337f8-fda0-588f-965f-bc5062201dc8",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"2\"></td><td colspan=\"2\">As of December 31,</td></tr><tr><td>2024</td><td>2025</td></tr><tr><td>Technical infrastructure(1)</td><td>$ 141,852</td><td>$ 203,679</td></tr><tr><td>Office space</td><td>45,403</td><td>48,348</td></tr><tr><td>Corporate and other assets</td><td>12,574</td><td>14,463</td></tr><tr><td>Property and equipment, in service</td><td>199,829</td><td>266,490</td></tr><tr><td>Less: accumulated depreciation</td><td>(79,390)</td><td>(98,485)</td></tr><tr><td>Add: assets not yet in service</td><td>50,597</td><td>78,592</td></tr><tr><td>Property and equipment, net</td><td>$ 171,036</td><td>$ 246,597</td></tr></table>",
+      "path": "tables/table-49 Property & Equipment.html",
+      "metadata": {
+        "length": 659,
+        "summary": "table-50\nThe table shows property and equipment net values of $171,036 in 2024 and $246,597 in 2025, with categories including technical infrastructure, office space, and accumulated depreciation.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "file_path": "tables/table-49 Property & Equipment.html",
+        "keywords": [
+          "Property",
+          "Equipment",
+          "Depreciation"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "fe1a858e-cec4-541a-b178-52de4bcdc8bf",
+      "type": "text",
+      "content": "Property and equipment, net, consisted of the following (in millions):\n\n[tables/table-49 Property & Equipment.html]\n\n(1) As of December 31, 2024 and 2025, approximately 60% of technical infrastructure assets were comprised of servers and network equipment. The remaining balance was comprised of data center land and buildings and related assets.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 7. Supplemental Financial Statement Information/Property and Equipment, Net",
+      "metadata": {
+        "length": 344,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "Property",
+          "equipment",
+          "net",
+          "consisted",
+          "millions",
+          "As",
+          "December",
+          "31",
+          "2024",
+          "2025",
+          "approximately",
+          "60%",
+          "technical",
+          "infrastructure",
+          "assets",
+          "comprised",
+          "servers",
+          "network",
+          "The",
+          "remaining",
+          "balance",
+          "data",
+          "center",
+          "land",
+          "buildings",
+          "related"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "21d337f8-fda0-588f-965f-bc5062201dc8",
+            "relation": "embeds",
+            "ref": "[tables/table-49 Property & Equipment.html]",
+            "position": {
+              "start": 72,
+              "end": 115
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "99d57e29-6ca5-594f-9be4-29ba68130cc0",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"2\"></td><td colspan=\"2\">As of December 31,</td></tr><tr><td>2024</td><td>2025</td></tr><tr><td>Accrued fines and settlements(1)</td><td>$ 9,830</td><td>$ 15,594</td></tr><tr><td>Accrued purchases of property and equipment</td><td>7,104</td><td>8,877</td></tr><tr><td>Accrued customer liabilities</td><td>4,304</td><td>5,029</td></tr><tr><td>Payables to brokers for unsettled investment trades</td><td>3,866</td><td>950</td></tr><tr><td>Income taxes payable, net</td><td>2,905</td><td>523</td></tr><tr><td>Other accrued expenses and current liabilities</td><td>23,219</td><td>24,584</td></tr><tr><td>Accrued expenses and other current liabilities</td><td>$ 51,228</td><td>$ 55,557</td></tr></table>",
+      "path": "tables/table-50 Accrued Liabilities.html",
+      "metadata": {
+        "length": 721,
+        "summary": "table-51\nThe table lists accrued expenses and other current liabilities as of December 31, 2024 and 2025, with totals of $51,228 and $55,557 respectively, including fines, property purchases, customer liabilities, and more.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "file_path": "tables/table-50 Accrued Liabilities.html",
+        "keywords": [
+          "accrued expenses",
+          "current liabilities",
+          "financial table"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "236081ca-188b-5992-af93-63eb678917fb",
+      "type": "text",
+      "content": "Accrued expenses and other current liabilities consisted of the following (in millions):\n\n[tables/table-50 Accrued Liabilities.html]\n\n(1) See Legal Matters in Note 10 for further details.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 7. Supplemental Financial Statement Information/Accrued Expenses and Other Current Liabilities",
+      "metadata": {
+        "length": 186,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "Accrued",
+          "expenses",
+          "current",
+          "liabilities",
+          "consisted",
+          "millions",
+          "See",
+          "Legal",
+          "Matters",
+          "Note",
+          "10",
+          "details"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "99d57e29-6ca5-594f-9be4-29ba68130cc0",
+            "relation": "embeds",
+            "ref": "[tables/table-50 Accrued Liabilities.html]",
+            "position": {
+              "start": 90,
+              "end": 132
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "d8172b90-2954-57be-9152-d03c3b8036e2",
+      "type": "table",
+      "content": "<table><tr><td></td><td>Foreign Currency Translation Adjustments</td><td>Unrealized Gains (Losses) on Available-for-Sale Investments</td><td>Unrealized Gains (Losses) on Cash Flow Hedges</td><td>Total</td></tr><tr><td>Balance as of December 31, 2022</td><td>$ (4,142)</td><td>$ (3,477)</td><td>$ 16</td><td>$ (7,603)</td></tr><tr><td>Other comprehensive income (loss) before reclassifications</td><td>735</td><td>1,344</td><td>84</td><td>2,163</td></tr><tr><td>Amounts excluded from the assessment of hedge effectiveness recorded in AOCI</td><td>0</td><td>0</td><td>84</td><td>84</td></tr><tr><td>Amounts reclassified from AOCI</td><td>0</td><td>1,168</td><td>(214)</td><td>954</td></tr><tr><td>Other comprehensive income (loss)</td><td>735</td><td>2,512</td><td>(46)</td><td>3,201</td></tr><tr><td>Balance as of December 31, 2023</td><td>(3,407)</td><td>(965)</td><td>(30)</td><td>(4,402)</td></tr><tr><td>Other comprehensive income (loss) before reclassifications</td><td>(1,673)</td><td>(116)</td><td>698</td><td>(1,091)</td></tr><tr><td>Amounts excluded from the assessment of hedge effectiveness recorded in AOCI</td><td>0</td><td>0</td><td>77</td><td>77</td></tr><tr><td>Amounts reclassified from AOCI</td><td>0</td><td>782</td><td>(166)</td><td>616</td></tr><tr><td>Other comprehensive income (loss)</td><td>(1,673)</td><td>666</td><td>609</td><td>(398)</td></tr><tr><td>Balance as of December 31, 2024</td><td>(5,080)</td><td>(299)</td><td>579</td><td>(4,800)</td></tr><tr><td>Other comprehensive income (loss) before reclassifications</td><td>2,511</td><td>1,146</td><td>(734)</td><td>2,923</td></tr><tr><td>Amounts excluded from the assessment of hedge effectiveness recorded in AOCI</td><td>11</td><td>0</td><td>(45)</td><td>(34)</td></tr><tr><td>Amounts reclassified from AOCI</td><td>0</td><td>(169)</td><td>164</td><td>(5)</td></tr><tr><td>Other comprehensive income (loss)</td><td>2,522</td><td>977</td><td>(615)</td><td>2,884</td></tr><tr><td>Balance as of December 31, 2025</td><td>$ (2,558)</td><td>$ 678</td><td>$ (36)</td><td>$ (1,916)</td></tr></table>",
+      "path": "tables/table-51 OCI Rollforward.html",
+      "metadata": {
+        "length": 2073,
+        "summary": "table-52\nThe table shows the rollforward of Accumulated Other Comprehensive Income (AOCI) from 2022 to 2025, detailing changes in foreign currency translation, available-for-sale investments, and cash flow hedges.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "file_path": "tables/table-51 OCI Rollforward.html",
+        "keywords": [
+          "OCI",
+          "AOCI",
+          "Comprehensive Income"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "f1050b65-9d32-5ba8-862d-7bc26d4627d4",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"2\">AOCI Components</td><td rowspan=\"2\">Location</td><td colspan=\"3\">Year Ended December 31,</td></tr><tr><td>2023</td><td>2024</td><td>2025</td></tr><tr><td colspan=\"5\">Unrealized gains (losses) on available-for-sale investments</td></tr><tr><td></td><td>Other income (expense), net</td><td>$ (1,497)</td><td>$ (1,008)</td><td>$ 213</td></tr><tr><td></td><td>Benefit (provision) for income taxes</td><td>329</td><td>226</td><td>(44)</td></tr><tr><td></td><td>Net of income tax</td><td>(1,168)</td><td>(782)</td><td>169</td></tr><tr><td colspan=\"5\">Unrealized gains (losses) on cash flow hedges</td></tr><tr><td>Foreign exchange contracts</td><td>Revenue</td><td>213</td><td>174</td><td>(233)</td></tr><tr><td>Interest rate contracts</td><td>Other income (expense), net</td><td>6</td><td>1</td><td>1</td></tr><tr><td></td><td>Benefit (provision) for income taxes</td><td>(5)</td><td>(9)</td><td>68</td></tr><tr><td></td><td>Net of income tax</td><td>214</td><td>166</td><td>(164)</td></tr><tr><td colspan=\"2\">Total amount reclassified, net of income tax</td><td>$ (954)</td><td>$ (616)</td><td>$ 5</td></tr></table>",
+      "path": "tables/table-52 AOCI Reclass.html",
+      "metadata": {
+        "length": 1138,
+        "summary": "table-53\nThe table shows reclassifications of AOCI components for 2023-2025, including unrealized gains/losses on investments and cash flow hedges, with tax impacts and net totals.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "file_path": "tables/table-52 AOCI Reclass.html",
+        "keywords": [
+          "AOCI",
+          "Unrealized gains",
+          "Tax effect"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "dc5b25d7-c0d4-5db6-9dbb-d7a090977963",
+      "type": "text",
+      "content": "Components of AOCI, net of income tax, were as follows (in millions):\n\n[tables/table-51 OCI Rollforward.html]\n\nThe effects on net income of amounts reclassified from AOCI were as follows (in millions):\n\n[tables/table-52 AOCI Reclass.html]",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 7. Supplemental Financial Statement Information/Accumulated Other Comprehensive Income (Loss)",
+      "metadata": {
+        "length": 312,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "Components",
+          "AOCI",
+          "net",
+          "income",
+          "tax",
+          "millions",
+          "The",
+          "effects",
+          "amounts",
+          "reclassified"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "d8172b90-2954-57be-9152-d03c3b8036e2",
+            "relation": "embeds",
+            "ref": "[tables/table-51 OCI Rollforward.html]",
+            "position": {
+              "start": 71,
+              "end": 109
+            }
+          },
+          {
+            "target": "f1050b65-9d32-5ba8-862d-7bc26d4627d4",
+            "relation": "embeds",
+            "ref": "[tables/table-52 AOCI Reclass.html]",
+            "position": {
+              "start": 203,
+              "end": 238
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "c0b18650-9348-568c-9a9b-cf50b9707b85",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"2\"></td><td colspan=\"3\">Year Ended December 31,</td></tr><tr><td>2023</td><td>2024</td><td>2025</td></tr><tr><td>Interest income</td><td>$ 3,865</td><td>$ 4,482</td><td>$ 4,337</td></tr><tr><td>Interest expense(1)</td><td>(308)</td><td>(268)</td><td>(736)</td></tr><tr><td>Foreign currency exchange gain (loss), net</td><td>(1,238)</td><td>(409)</td><td>(382)</td></tr><tr><td>Gain (loss) on debt securities, net</td><td>(1,215)</td><td>(1,043)</td><td>540</td></tr><tr><td>Gain (loss) on equity securities, net</td><td>392</td><td>3,714</td><td>24,080</td></tr><tr><td>Income (loss) and impairment from equity method investments, net</td><td>(628)</td><td>(188)</td><td>281</td></tr><tr><td>Other</td><td>556</td><td>1,137</td><td>1,667</td></tr><tr><td>Other income (expense), net</td><td>$ 1,424</td><td>$ 7,425</td><td>$ 29,787</td></tr></table>",
+      "path": "tables/table-53 Income Data Table.html",
+      "metadata": {
+        "length": 873,
+        "summary": "table-54\nThe table shows financial data for 2023-2025: interest income rises then falls, interest expense increases sharply in 2025, and net other income grows significantly, driven by equity securities gains.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "file_path": "tables/table-53 Income Data Table.html",
+        "keywords": [
+          "Interest",
+          "Gains",
+          "Expenses"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "fb1ac6ca-b7d2-5950-88ed-e59dfc2ed124",
+      "type": "text",
+      "content": "Components of OI&E were as follows (in millions):\n\n[tables/table-53 Income Data Table.html]\n\n(1) Interest expense is net of interest capitalized of \\$181 million, \\$194 million, and \\$447 million for the years ended December 31, 2023, 2024, and 2025, respectively.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 7. Supplemental Financial Statement Information/Other Income (Expense), Net",
+      "metadata": {
+        "length": 270,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "Components",
+          "OI",
+          "millions",
+          "Interest",
+          "expense",
+          "net",
+          "interest",
+          "capitalized",
+          "181",
+          "million",
+          "194",
+          "447",
+          "years",
+          "ended",
+          "December",
+          "31",
+          "2023",
+          "2024",
+          "2025"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "c0b18650-9348-568c-9a9b-cf50b9707b85",
+            "relation": "embeds",
+            "ref": "[tables/table-53 Income Data Table.html]",
+            "position": {
+              "start": 51,
+              "end": 91
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "7f529d94-9f36-513f-b5fd-c9d68af8650b",
+      "type": "text",
+      "content": "Pending Acquisitions\nIn March 2025, we entered into a definitive agreement to acquire Wiz, a leading cloud security platform, for \\$32.0 billion, subject to closing adjustments, in an all-cash transaction. The acquisition of Wiz is expected to close in 2026, subject to customary closing conditions, including the receipt of regulatory approvals. Upon the close of the acquisition, Wiz will be part of the Google Cloud segment.\nIn December 2025, we entered into a definitive agreement to acquire Intersect, which provides data center and energy infrastructure solutions, for \\$4.8 billion in cash, plus the assumption of debt. The acquisition of Intersect is expected to close in the first half of 2026, subject to customary closing conditions.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 8. Acquisitions",
+      "metadata": {
+        "length": 744,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "Pending",
+          "Acquisitions",
+          "In",
+          "March",
+          "2025",
+          "entered",
+          "definitive",
+          "agreement",
+          "acquire",
+          "Wiz",
+          "leading",
+          "cloud",
+          "security",
+          "platform",
+          "32.0",
+          "billion",
+          "subject",
+          "closing",
+          "adjustments",
+          "cash",
+          "transaction",
+          "The",
+          "acquisition",
+          "expected",
+          "close",
+          "2026",
+          "customary",
+          "conditions",
+          "including",
+          "receipt",
+          "regulatory",
+          "approvals",
+          "Upon",
+          "part",
+          "Google",
+          "Cloud",
+          "segment",
+          "December",
+          "Intersect",
+          "data",
+          "center",
+          "energy",
+          "infrastructure",
+          "solutions",
+          "4.8",
+          "assumption",
+          "debt",
+          "half"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "f7fc6732-dccf-5a8d-841f-83c6acaac100",
+      "type": "table",
+      "content": "<table><tr><td></td><td>Google Services</td><td>Google Cloud</td><td>Other Bets</td><td>Total</td></tr><tr><td>Balance as of December 31, 2023</td><td>$ 21,118</td><td>$ 7,199</td><td>$ 881</td><td>$ 29,198</td></tr><tr><td>Additions</td><td>2,441</td><td>295</td><td>0</td><td>2,736</td></tr><tr><td>Foreign currency translation and other adjustments</td><td>(38)</td><td>(4)</td><td>(7)</td><td>(49)</td></tr><tr><td>Balance as of December 31, 2024</td><td>23,521</td><td>7,490</td><td>874</td><td>31,885</td></tr><tr><td>Additions</td><td>1,269</td><td>163</td><td>0</td><td>1,432</td></tr><tr><td>Foreign currency translation and other adjustments</td><td>80</td><td>7</td><td>(24)</td><td>63</td></tr><tr><td>Balance as of December 31, 2025</td><td>$ 24,870</td><td>$ 7,660</td><td>$ 850</td><td>$ 33,380</td></tr></table>",
+      "path": "tables/table-54 Google Segment Balances.html",
+      "metadata": {
+        "length": 827,
+        "summary": "table-55\nThe table shows goodwill balances for Google Services, Google Cloud, and Other Bets from 2023 to 2025, with additions and currency adjustments, totaling $33,380 million by end of 2025.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "file_path": "tables/table-54 Google Segment Balances.html",
+        "keywords": [
+          "Goodwill",
+          "Segment",
+          "Balance"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "44935a41-bf1d-58b6-acbb-9cbee3baefb2",
+      "type": "text",
+      "content": "Changes in the carrying amount of goodwill for the years ended December 31, 2024 and 2025 were as follows (in millions):\n\n[tables/table-54 Google Segment Balances.html]",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 9. Goodwill",
+      "metadata": {
+        "length": 190,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "Changes",
+          "carrying",
+          "amount",
+          "goodwill",
+          "years",
+          "ended",
+          "December",
+          "31",
+          "2024",
+          "2025",
+          "millions"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "f7fc6732-dccf-5a8d-841f-83c6acaac100",
+            "relation": "embeds",
+            "ref": "[tables/table-54 Google Segment Balances.html]",
+            "position": {
+              "start": 122,
+              "end": 168
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "ae9e85e2-f37e-5f6c-acdf-3d119ca64aea",
+      "type": "text",
+      "content": "",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 10. Commitments and Contingencies",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "7405d768-cf67-5f93-bcc8-d425a49081e1",
+      "type": "text",
+      "content": "We have certain content licensing agreements with future fixed or minimum guaranteed commitments of \\$7.7 billion as of December 31, 2025, of which the majority is paid quarterly through the first quarter of 2030.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 10. Commitments and Contingencies/Commitments",
+      "metadata": {
+        "length": 213,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "We",
+          "content",
+          "licensing",
+          "agreements",
+          "future",
+          "fixed",
+          "minimum",
+          "guaranteed",
+          "commitments",
+          "7.7",
+          "billion",
+          "December",
+          "31",
+          "2025",
+          "majority",
+          "paid",
+          "quarterly",
+          "quarter",
+          "2030"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "da31062e-dda9-5fff-a5b3-c00baa1074fe",
+      "type": "text",
+      "content": "We provide financial guarantees to certain counterparties, in the form of backstop agreements with varying terms through August 2026. These backstop agreements support counterparty procurement of long-lead time equipment for our future power purchase agreements. As of December 31, 2025, our maximum potential amount of future payments under these guarantees was \\$5.7 billion, upon which we may receive certain assets. The fair value of these obligations was not material.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 10. Commitments and Contingencies/Financial Guarantees",
+      "metadata": {
+        "length": 473,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "We",
+          "provide",
+          "financial",
+          "guarantees",
+          "counterparties",
+          "form",
+          "backstop",
+          "agreements",
+          "varying",
+          "terms",
+          "August",
+          "2026",
+          "These",
+          "support",
+          "counterparty",
+          "procurement",
+          "long",
+          "lead",
+          "time",
+          "equipment",
+          "future",
+          "power",
+          "purchase",
+          "As",
+          "December",
+          "31",
+          "2025",
+          "maximum",
+          "potential",
+          "amount",
+          "payments",
+          "5.7",
+          "billion",
+          "receive",
+          "assets",
+          "The",
+          "fair",
+          "obligations",
+          "material"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "9849757b-607e-53da-9c9f-580004e39c56",
+      "type": "text",
+      "content": "In the normal course of business, including to facilitate transactions in our services and products and corporate activities, we indemnify certain parties, including advertisers, Google Network partners, distribution partners, customers of Google Cloud offerings, lessors, and service providers with respect to certain matters. We have agreed to defend and/or indemnify certain parties against losses arising from a breach of representations or covenants, or out of intellectual property infringement or other claims made against certain parties. Several of these agreements limit the time within which an indemnification claim can be made and the amount of the claim. In addition, we have entered into indemnification agreements with our officers and directors, and our bylaws contain similar indemnification obligations to our agents.\nIt is not possible to make a reasonable estimate of the maximum potential amount under these indemnification agreements due to the unique facts and circumstances involved in each particular agreement. Additionally, the payments we have made under such agreements have not had a material adverse effect on our results of operations, cash flows, or financial position. However, to the extent that valid indemnification claims arise in the future, future payments by us could be significant and could have a material adverse effect on our results of operations or cash flows in a particular period.\nAs of December 31, 2025, we did not have any material indemnification claims that were probable or reasonably possible.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 10. Commitments and Contingencies/Indemnifications",
+      "metadata": {
+        "length": 1552,
+        "summary": "The passage discusses the company's practice of indemnifying various parties like advertisers, partners, and officers against losses from breaches or claims. It notes that the maximum potential liability cannot be estimated due to unique circumstances, but past payments have not been material. However, future claims could be significant. As of December 31, 2025, no material indemnification claims were probable or reasonably possible.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "In",
+          "normal",
+          "business",
+          "including",
+          "facilitate",
+          "transactions",
+          "services",
+          "products",
+          "corporate",
+          "activities",
+          "indemnify",
+          "parties",
+          "advertisers",
+          "Google",
+          "Network",
+          "partners",
+          "distribution",
+          "customers",
+          "Cloud",
+          "offerings",
+          "lessors",
+          "service",
+          "providers",
+          "respect",
+          "matters",
+          "We",
+          "agreed",
+          "defend",
+          "losses",
+          "arising",
+          "breach",
+          "representations",
+          "covenants",
+          "intellectual",
+          "property",
+          "infringement",
+          "claims",
+          "made",
+          "Several",
+          "agreements",
+          "limit",
+          "time",
+          "indemnification",
+          "claim",
+          "amount",
+          "addition",
+          "entered",
+          "officers",
+          "directors",
+          "bylaws",
+          "similar",
+          "obligations",
+          "agents",
+          "It",
+          "make",
+          "reasonable",
+          "estimate",
+          "maximum",
+          "potential",
+          "due",
+          "unique",
+          "facts",
+          "circumstances",
+          "involved",
+          "agreement",
+          "Additionally",
+          "payments",
+          "material",
+          "adverse",
+          "effect",
+          "results",
+          "operations",
+          "cash",
+          "flows",
+          "financial",
+          "position",
+          "However",
+          "extent",
+          "valid",
+          "arise",
+          "future",
+          "significant",
+          "period",
+          "As",
+          "December",
+          "31",
+          "2025",
+          "probable"
+        ],
+        "keywords": [
+          "indemnification",
+          "agreements",
+          "claims"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "7c72474b-7a29-5c21-a649-05b176151c33",
+      "type": "text",
+      "content": "We record a liability when we believe that it is probable that a loss has been incurred, and the amount can be reasonably estimated. If we determine that a loss is reasonably possible and the loss or range of loss can be estimated, we disclose the reasonably possible loss. We evaluate developments in our legal matters that could affect the amount of liability that has been previously accrued, and the matters and related reasonably possible losses disclosed, and make adjustments as appropriate.\nCertain outstanding matters seek speculative, substantial, or indeterminate monetary amounts, substantial changes to our business practices and products, or structural remedies. Significant judgment is required to determine both the likelihood of there being a loss and the estimated amount of a loss related to such matters, and we may be unable to estimate the reasonably possible loss or range of losses. The outcomes of outstanding legal matters are inherently unpredictable and subject to significant uncertainties, and could, either individually or in aggregate, have a material adverse effect.\nWe expense legal fees in the period in which they are incurred.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 10. Commitments and Contingencies/Legal Matters",
+      "metadata": {
+        "length": 1163,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "We",
+          "record",
+          "liability",
+          "probable",
+          "loss",
+          "incurred",
+          "amount",
+          "estimated",
+          "If",
+          "determine",
+          "range",
+          "disclose",
+          "evaluate",
+          "developments",
+          "legal",
+          "matters",
+          "affect",
+          "previously",
+          "accrued",
+          "related",
+          "losses",
+          "disclosed",
+          "make",
+          "adjustments",
+          "Certain",
+          "outstanding",
+          "seek",
+          "speculative",
+          "substantial",
+          "indeterminate",
+          "monetary",
+          "amounts",
+          "business",
+          "practices",
+          "products",
+          "structural",
+          "remedies",
+          "Significant",
+          "judgment",
+          "required",
+          "likelihood",
+          "unable",
+          "estimate",
+          "The",
+          "outcomes",
+          "inherently",
+          "unpredictable",
+          "subject",
+          "significant",
+          "uncertainties",
+          "individually",
+          "aggregate",
+          "material",
+          "adverse",
+          "effect",
+          "expense",
+          "fees",
+          "period"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "3ec53275-6590-5261-90dc-991db7865d0a",
+      "type": "text",
+      "content": "We are subject to formal and informal inquiries and investigations as well as litigation on various competition matters by regulatory authorities and private parties in the US, Europe, and other jurisdictions globally, including the following:\n- Shopping: In June 2017, the EC announced its decision that certain actions taken by Google relating to its display and ranking of shopping search results and ads infringed European antitrust laws and imposed a €2.4 billion fine. In 2024, we made a cash payment of \\$3.0 billion for the fine.\n- Android: In July 2018, the EC announced its decision that certain provisions in Google's Android-related distribution agreements infringed European antitrust laws, imposed a €4.3 billion fine, and directed the termination of the conduct at issue. We appealed the EC decision and implemented changes to certain of our Android distribution practices. In September 2022, the General Court affirmed the EC decision but reduced the fine from €4.3 billion to €4.1 billion. We subsequently appealed the General Court's affirmation of the EC decision with the European Court of Justice, which remains pending. In 2018, we recognized a charge of \\$5.1 billion for the fine, which we reduced by \\$217 million in 2022.\n- AdSense for Search: In March 2019, the EC announced its decision that certain provisions in Google's agreements with AdSense for Search partners infringed European antitrust laws, imposed a €1.5 billion fine, and directed actions related to AdSense for Search partners' agreements, which we implemented prior to the decision. In 2019, we recognized a charge of \\$1.7 billion for the fine and appealed the EC decision. In September 2024, the General Court overturned the EC decision and annulled the €1.5 billion fine. The EC has appealed the General Court's decision with the European Court of Justice.\n- Search: In October 2020, the DOJ and a number of state Attorneys General filed a lawsuit in the US District Court for the District of Columbia concerning Google's Search and Search advertising practices and its compliance with US antitrust laws. In August 2024, the US District Court for the District of Columbia ruled against Google. A final judgment was entered in December 2025, which, among other things, imposes restrictions on how Google distributes its services and requires Google to share certain search data with and offer syndication services to certain competitors. In January 2026, we appealed the final judgment and moved to pause implementation of certain remedies. In February 2026, the DOJ and state Attorneys General also appealed.\nFurther, in June 2022, the Australian Competition and Consumer Commission (ACCC) opened an investigation into Search distribution practices. In August 2025, we agreed to a settlement with the ACCC requiring, among other things, changes to our Android agreements. We recognized a charge in the second quarter of 2025, and the settlement was approved by the court in December 2025.\nIn October 2023, the Japanese Fair Trade Commission (JFTC) opened an investigation into Search distribution practices. In April 2025, the JFTC issued a cease-and-desist order requiring us to make changes to our Android agreements to ensure they are consistent with Japanese antitrust law. The JFTC did not impose monetary penalties.\n\\- Advertising Technology: In December 2020, a number of state Attorneys General filed a lawsuit in the US District Court for the Eastern District of Texas concerning Google's advertising technology and its compliance with US antitrust laws and state deceptive trade laws. In January 2023, the DOJ, along with a number of state Attorneys General, filed a lawsuit in the US District Court for the Eastern District of Virginia concerning Google's advertising technology and its compliance with US antitrust laws, and a number of additional state Attorneys General subsequently joined the lawsuit. In April 2025, the US District Court for the Eastern District of Virginia issued a mixed decision in the DOJ case against Google, ruling that neither Google's advertiser tools nor the DoubleClick and AdMeld acquisitions were anticompetitive, but that Google's publisher tools unfairly excluded rivals. A separate proceeding to determine remedies, the range of which vary widely, took place in September 2025, with the parties presenting differing remedy proposals. The DOJ's remedy proposal includes structural remedies that could have a material adverse effect on our business. Closing arguments were held in November 2025, and we are awaiting a final judgment. After that judgment, we plan to appeal the adverse portion of the April 2025 decision and potentially aspects of the remedies decision. A trial in the state Attorneys General case in the Eastern District of Texas will take place after a decision on remedies is issued in the DOJ case. Given the nature of these matters, we cannot estimate a possible loss.\nFurther, in September 2025, the EC announced its decision that Google had infringed European competition laws through \"self-preferencing\" practices on the buy-side and the sell-side relating to Google's advertising technology business. The EC decision imposed a €3.0 billion fine and directed Google to cease and desist the alleged \"self-preferencing\" practices. We appealed the ruling in November 2025. We recognized a charge of \\$3.5 billion in the third quarter of 2025, and we placed bank guarantees in the fourth quarter of 2025 in lieu of cash payment.\nIn September 2024, the UK also issued a Statement of Objections concerning Google's advertising technology and its compliance with UK antitrust laws, to which we responded.\n\\- Google Play: In July 2021, a number of state Attorneys General filed a lawsuit in the US District Court for the Northern District of California concerning Google's operation of Android and Google Play and its compliance with US antitrust laws and state antitrust and consumer protection laws. In September 2023, we reached a settlement in principle with 50 state Attorneys General and three territories and recognized a charge. The court preliminarily approved the settlement in November 2025, and final approval remains pending before the court. In May 2024, we funded the settlement amount to an escrow agent.\nIn December 2023, a California jury delivered a verdict against Google in Epic Games v. Google related to Google Play's business. Epic did not seek monetary damages. The presiding judge issued a remedies decision in October 2024, ordering a variety of alterations to our business models and operations and contractual agreements for Android and Google Play. We appealed the judgment, including the jury verdict and aspects of the remedies ordered, and in July 2025, the Court of Appeals denied our appeal. We are in the process of appealing that decision to the US Supreme Court, and we implemented the ordered remedies in October 2025 while the appeal is pending. In October 2025, we reached a settlement with Epic to modify the remedies in this case and resolve certain other lawsuits Epic has filed regarding Google Play's business. The settlement is contingent on the court approving a proposed modified injunction. Epic and Google filed a joint motion to modify the injunction in November 2025, which is currently pending before the court.\n\\- European Digital Markets Act: In March 2024, the EC opened two investigations regarding Google's compliance with certain provisions of the EU's Digital Markets Act relating to Google Play and Search. In March 2025, the EC issued preliminary findings of non-compliance in both investigations, to which we responded. Given the nature of this matter, we cannot estimate a possible loss.\nIn addition to these antitrust proceedings, private individual and collective actions that overlap with claims pursued by regulatory authorities are pending in the US and in several other jurisdictions, including across Europe. Given the nature of these matters, we cannot estimate a possible loss.\nWe believe we have strong arguments against these open claims and will defend ourselves vigorously. We continue to cooperate with federal and state regulators in the US, the EC, and other regulators around the world.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 10. Commitments and Contingencies/Legal Matters/Antitrust Matters",
+      "metadata": {
+        "length": 8226,
+        "summary": "The passage details numerous antitrust investigations, lawsuits, and fines against Google globally. Key cases include the EC's Shopping fine (€2.4B), Android fine (reduced to €4.1B), AdSense for Search fine (€1.5B, later overturned), and US DOJ cases on Search and advertising technology. Other matters involve the ACCC, JFTC, Google Play settlements, and the EU Digital Markets Act. Fines and charges are noted in euros and US dollars, with ongoing appeals and remedy proceedings.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "We",
+          "subject",
+          "formal",
+          "informal",
+          "inquiries",
+          "investigations",
+          "litigation",
+          "competition",
+          "matters",
+          "regulatory",
+          "authorities",
+          "private",
+          "parties",
+          "US",
+          "Europe",
+          "jurisdictions",
+          "globally",
+          "including",
+          "Shopping",
+          "In",
+          "June",
+          "2017",
+          "EC",
+          "announced",
+          "decision",
+          "actions",
+          "Google",
+          "relating",
+          "display",
+          "ranking",
+          "shopping",
+          "search",
+          "results",
+          "ads",
+          "infringed",
+          "European",
+          "antitrust",
+          "laws",
+          "imposed",
+          "2.4",
+          "billion",
+          "fine",
+          "2024",
+          "made",
+          "cash",
+          "payment",
+          "3.0",
+          "Android",
+          "July",
+          "2018",
+          "provisions",
+          "related",
+          "distribution",
+          "agreements",
+          "4.3",
+          "directed",
+          "termination",
+          "conduct",
+          "issue",
+          "appealed",
+          "implemented",
+          "practices",
+          "September",
+          "2022",
+          "General",
+          "Court",
+          "affirmed",
+          "reduced",
+          "4.1",
+          "subsequently",
+          "affirmation",
+          "Justice",
+          "remains",
+          "pending",
+          "recognized",
+          "charge",
+          "5.1",
+          "217",
+          "million",
+          "AdSense",
+          "Search",
+          "March",
+          "2019",
+          "partners",
+          "1.5",
+          "prior",
+          "1.7",
+          "overturned",
+          "annulled",
+          "The",
+          "October",
+          "2020",
+          "DOJ",
+          "number",
+          "state",
+          "Attorneys",
+          "filed",
+          "lawsuit",
+          "District",
+          "Columbia",
+          "advertising",
+          "compliance",
+          "August",
+          "ruled",
+          "final",
+          "judgment",
+          "entered",
+          "December",
+          "2025",
+          "things",
+          "imposes",
+          "restrictions",
+          "distributes",
+          "services",
+          "requires",
+          "share",
+          "data",
+          "offer",
+          "syndication",
+          "competitors",
+          "January",
+          "2026",
+          "moved",
+          "pause",
+          "implementation",
+          "remedies",
+          "February",
+          "Further",
+          "Australian",
+          "Competition",
+          "Consumer",
+          "Commission",
+          "ACCC",
+          "opened",
+          "investigation",
+          "agreed",
+          "settlement",
+          "requiring",
+          "quarter",
+          "approved",
+          "court",
+          "2023",
+          "Japanese",
+          "Fair",
+          "Trade",
+          "JFTC",
+          "April",
+          "issued",
+          "cease",
+          "desist",
+          "order",
+          "make",
+          "ensure",
+          "consistent",
+          "law",
+          "impose",
+          "monetary",
+          "penalties",
+          "Advertising",
+          "Technology",
+          "Eastern",
+          "Texas",
+          "technology",
+          "deceptive",
+          "trade",
+          "Virginia",
+          "additional",
+          "joined",
+          "mixed",
+          "case",
+          "ruling",
+          "advertiser",
+          "tools",
+          "DoubleClick",
+          "AdMeld",
+          "acquisitions",
+          "anticompetitive",
+          "publisher",
+          "unfairly",
+          "excluded",
+          "rivals",
+          "separate",
+          "proceeding",
+          "determine",
+          "range",
+          "vary",
+          "widely",
+          "place",
+          "presenting",
+          "differing",
+          "remedy",
+          "proposals",
+          "proposal",
+          "includes",
+          "structural",
+          "material",
+          "adverse",
+          "effect",
+          "business",
+          "Closing",
+          "arguments",
+          "held",
+          "November",
+          "awaiting",
+          "After",
+          "plan",
+          "appeal",
+          "portion",
+          "potentially",
+          "aspects",
+          "trial",
+          "Given",
+          "nature",
+          "estimate",
+          "loss",
+          "preferencing",
+          "buy",
+          "side",
+          "sell",
+          "alleged",
+          "3.5",
+          "bank",
+          "guarantees",
+          "fourth",
+          "lieu",
+          "UK",
+          "Statement",
+          "Objections",
+          "responded",
+          "Play",
+          "2021",
+          "Northern",
+          "California",
+          "operation",
+          "consumer",
+          "protection",
+          "reached",
+          "principle",
+          "50",
+          "territories",
+          "preliminarily",
+          "approval",
+          "May",
+          "funded",
+          "amount",
+          "escrow",
+          "agent",
+          "jury",
+          "delivered",
+          "verdict",
+          "Epic",
+          "Games",
+          "seek",
+          "damages",
+          "presiding",
+          "judge",
+          "ordering",
+          "variety",
+          "alterations",
+          "models",
+          "operations",
+          "contractual",
+          "ordered",
+          "Appeals",
+          "denied",
+          "process",
+          "appealing",
+          "Supreme",
+          "modify",
+          "resolve",
+          "lawsuits",
+          "contingent",
+          "approving",
+          "proposed",
+          "modified",
+          "injunction",
+          "joint",
+          "motion",
+          "Digital",
+          "Markets",
+          "Act",
+          "EU",
+          "preliminary",
+          "findings",
+          "matter",
+          "addition",
+          "proceedings",
+          "individual",
+          "collective",
+          "overlap",
+          "claims",
+          "pursued",
+          "strong",
+          "open",
+          "defend",
+          "vigorously",
+          "continue",
+          "cooperate",
+          "federal",
+          "regulators",
+          "world"
+        ],
+        "keywords": [
+          "antitrust",
+          "Google",
+          "fines"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "73fa74f6-1bed-56f7-b46c-9fc2732899f6",
+      "type": "text",
+      "content": "We are subject to a number of privacy-related laws and regulations, and we currently are party to a number of privacy investigations and lawsuits ongoing in multiple jurisdictions. For example, there are ongoing investigations and litigation in the US and the EU, including those relating to our collection and use of location information, the choices we offer users, and advertising practices, which could result in significant fines, judgments, and product changes. In October 2025, we finalized a \\$1.4 billion settlement of certain privacy matters.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 10. Commitments and Contingencies/Legal Matters/Privacy Matters",
+      "metadata": {
+        "length": 552,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "We",
+          "subject",
+          "number",
+          "privacy",
+          "related",
+          "laws",
+          "regulations",
+          "party",
+          "investigations",
+          "lawsuits",
+          "ongoing",
+          "multiple",
+          "jurisdictions",
+          "For",
+          "litigation",
+          "US",
+          "EU",
+          "including",
+          "relating",
+          "collection",
+          "location",
+          "information",
+          "choices",
+          "offer",
+          "users",
+          "advertising",
+          "practices",
+          "result",
+          "significant",
+          "fines",
+          "judgments",
+          "product",
+          "In",
+          "October",
+          "2025",
+          "finalized",
+          "1.4",
+          "billion",
+          "settlement",
+          "matters"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "c4449e1b-64b6-5c73-99b8-d77e690c680f",
+      "type": "text",
+      "content": "We have had patent, copyright, trade secret, and trademark infringement lawsuits filed against us claiming that certain of our products, services, and technologies infringe others' intellectual property rights. Adverse results in these lawsuits may include awards of substantial monetary damages, costly royalty or licensing agreements, or orders preventing us from offering certain features, functionalities, products, or services. As a result, we may have to change our business practices and develop non-infringing products or technologies, which could result in a loss of revenues for us and otherwise harm our business. In addition, the ITC has increasingly become an important forum to litigate intellectual property disputes because an ultimate loss in an ITC action can result in a prohibition on importing infringing products into the US. Because the US is an important market, a prohibition on importation could have an adverse effect on us, including preventing us from importing many important products into the US or necessitating workarounds that may limit certain features of our products. Further, our customers and partners may discontinue the use of our products, services, and technologies, as a result of injunctions or otherwise, which could result in loss of revenues and adversely affect our business.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 10. Commitments and Contingencies/Legal Matters/Patent and Intellectual Property Claims",
+      "metadata": {
+        "length": 1324,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "We",
+          "patent",
+          "copyright",
+          "trade",
+          "secret",
+          "trademark",
+          "infringement",
+          "lawsuits",
+          "filed",
+          "claiming",
+          "products",
+          "services",
+          "technologies",
+          "infringe",
+          "intellectual",
+          "property",
+          "rights",
+          "Adverse",
+          "results",
+          "include",
+          "awards",
+          "substantial",
+          "monetary",
+          "damages",
+          "costly",
+          "royalty",
+          "licensing",
+          "agreements",
+          "orders",
+          "preventing",
+          "offering",
+          "features",
+          "functionalities",
+          "As",
+          "result",
+          "change",
+          "business",
+          "practices",
+          "develop",
+          "infringing",
+          "loss",
+          "revenues",
+          "harm",
+          "In",
+          "addition",
+          "ITC",
+          "increasingly",
+          "important",
+          "forum",
+          "litigate",
+          "disputes",
+          "ultimate",
+          "action",
+          "prohibition",
+          "importing",
+          "US",
+          "Because",
+          "market",
+          "importation",
+          "adverse",
+          "effect",
+          "including",
+          "necessitating",
+          "workarounds",
+          "limit",
+          "Further",
+          "customers",
+          "partners",
+          "discontinue",
+          "injunctions",
+          "adversely",
+          "affect"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "b6b65ac8-8783-5172-b1fe-06de896aa01c",
+      "type": "text",
+      "content": "We are subject to claims, lawsuits, regulatory and government inquiries and investigations, other proceedings, and consent orders involving competition, intellectual property, data privacy and security, tax and related compliance, labor and employment, commercial disputes, content generated by our users, goods and services offered by advertisers or publishers using our platforms, design of our products and services, personal injury and other tort and nuisance theories, consumer protection, including how we moderate content on our platforms, AI, and other matters.\nFor example, we periodically have data incidents that we report to relevant regulators as required by law. Such claims, consent orders, lawsuits, regulatory and government investigations, and other proceedings could result in substantial fines and penalties, injunctive relief, ongoing monitoring and auditing obligations, changes to our products and services, alterations to our business models and operations, and collateral related civil litigation or other adverse consequences, all of which could harm our business, reputation, financial condition, and operating results.\nWe have ongoing legal matters relating to Russia. For example, some matters concern civil judgments that include compounding penalties imposed upon us in connection with disputes regarding the termination of accounts, including those of sanctioned parties. We do not expect these ongoing legal matters will have a material adverse effect.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 10. Commitments and Contingencies/Legal Matters/Other",
+      "metadata": {
+        "length": 1485,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "We",
+          "subject",
+          "claims",
+          "lawsuits",
+          "regulatory",
+          "government",
+          "inquiries",
+          "investigations",
+          "proceedings",
+          "consent",
+          "orders",
+          "involving",
+          "competition",
+          "intellectual",
+          "property",
+          "data",
+          "privacy",
+          "security",
+          "tax",
+          "related",
+          "compliance",
+          "labor",
+          "employment",
+          "commercial",
+          "disputes",
+          "content",
+          "generated",
+          "users",
+          "goods",
+          "services",
+          "offered",
+          "advertisers",
+          "publishers",
+          "platforms",
+          "design",
+          "products",
+          "personal",
+          "injury",
+          "tort",
+          "nuisance",
+          "theories",
+          "consumer",
+          "protection",
+          "including",
+          "moderate",
+          "AI",
+          "matters",
+          "For",
+          "periodically",
+          "incidents",
+          "report",
+          "relevant",
+          "regulators",
+          "required",
+          "law",
+          "Such",
+          "result",
+          "substantial",
+          "fines",
+          "penalties",
+          "injunctive",
+          "relief",
+          "ongoing",
+          "monitoring",
+          "auditing",
+          "obligations",
+          "alterations",
+          "business",
+          "models",
+          "operations",
+          "collateral",
+          "civil",
+          "litigation",
+          "adverse",
+          "consequences",
+          "harm",
+          "reputation",
+          "financial",
+          "condition",
+          "operating",
+          "results",
+          "legal",
+          "relating",
+          "Russia",
+          "concern",
+          "judgments",
+          "include",
+          "compounding",
+          "imposed",
+          "connection",
+          "termination",
+          "accounts",
+          "sanctioned",
+          "parties",
+          "expect",
+          "material",
+          "effect"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "35c771ad-7edf-590f-bc06-3c0a70fea643",
+      "type": "text",
+      "content": "We are under audit by various domestic and foreign tax authorities with regards to non-income tax matters. The subject matter of non-income tax audits primarily arises from disputes on the tax treatment and tax rate applied to the sale of our products and services in these jurisdictions and the tax treatment of certain employee benefits. We accrue non-income taxes that may result from examinations by, or any negotiated agreements with, these tax authorities when a loss is probable and reasonably estimable. If we determine that a loss is reasonably possible and the loss or range of loss can be estimated, we disclose the reasonably possible loss. Due to the inherent complexity and uncertainty of these matters and judicial process in certain jurisdictions, the final outcome may be materially different from our expectations.\nSee Note 14 for further details regarding income tax contingencies.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 10. Commitments and Contingencies/Non-Income Taxes",
+      "metadata": {
+        "length": 900,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "We",
+          "audit",
+          "domestic",
+          "foreign",
+          "tax",
+          "authorities",
+          "income",
+          "matters",
+          "The",
+          "subject",
+          "matter",
+          "audits",
+          "primarily",
+          "arises",
+          "disputes",
+          "treatment",
+          "rate",
+          "applied",
+          "sale",
+          "products",
+          "services",
+          "jurisdictions",
+          "employee",
+          "benefits",
+          "accrue",
+          "taxes",
+          "result",
+          "examinations",
+          "negotiated",
+          "agreements",
+          "loss",
+          "probable",
+          "estimable",
+          "If",
+          "determine",
+          "range",
+          "estimated",
+          "disclose",
+          "Due",
+          "inherent",
+          "complexity",
+          "uncertainty",
+          "judicial",
+          "process",
+          "final",
+          "outcome",
+          "materially",
+          "expectations",
+          "See",
+          "Note",
+          "14",
+          "details",
+          "contingencies"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "c0245856-84f7-579e-a4a1-a6f695604a26",
+      "type": "text",
+      "content": "Class A and Class B Common Stock and Class C Capital Stock\nOur Board of Directors has authorized three classes of stock, Class A and Class B common stock, and Class C capital stock. The rights of the holders of each class of our common and capital stock are identical, except with respect to voting. Each share of Class A common stock is entitled to one vote per share. Each share of Class B common stock is entitled to 10 votes per share. Class C capital stock has no voting rights, except as required by applicable law. Shares of Class B common stock may be converted at any time at the option of the stockholder and automatically convert upon sale or transfer to Class A common stock.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 11. Stockholders' Equity",
+      "metadata": {
+        "length": 687,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "Class",
+          "Common",
+          "Stock",
+          "Capital",
+          "Our",
+          "Board",
+          "Directors",
+          "authorized",
+          "classes",
+          "stock",
+          "common",
+          "capital",
+          "The",
+          "rights",
+          "holders",
+          "class",
+          "identical",
+          "respect",
+          "voting",
+          "Each",
+          "share",
+          "entitled",
+          "vote",
+          "10",
+          "votes",
+          "required",
+          "applicable",
+          "law",
+          "Shares",
+          "converted",
+          "time",
+          "option",
+          "stockholder",
+          "automatically",
+          "convert",
+          "sale",
+          "transfer"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "c6d07343-e993-5a69-b576-8da141606332",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"2\"></td><td colspan=\"2\">2023</td><td colspan=\"2\">2024</td><td colspan=\"2\">2025</td></tr><tr><td>Shares</td><td>Amount</td><td>Shares</td><td>Amount</td><td>Shares</td><td>Amount</td></tr><tr><td>Class A share repurchases</td><td>78</td><td>$ 9,316</td><td>73</td><td>$ 11,855</td><td>37</td><td>$ 6,501</td></tr><tr><td>Class C share repurchases</td><td>450</td><td>52,868</td><td>306</td><td>50,192</td><td>203</td><td>38,897</td></tr><tr><td>Total share repurchases(1)</td><td>528</td><td>$ 62,184</td><td>379</td><td>$ 62,047</td><td>240</td><td>$ 45,398</td></tr></table>",
+      "path": "tables/table-55 Share Repurchases.html",
+      "metadata": {
+        "length": 599,
+        "summary": "table-56\nThe table shows Class A and Class C share repurchases from 2023 to 2025, with total shares and amounts decreasing over the years.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "file_path": "tables/table-55 Share Repurchases.html",
+        "keywords": [
+          "share repurchases",
+          "Class A",
+          "Class C"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "4f83fe1b-75f1-5283-b817-098a4bdc725e",
+      "type": "text",
+      "content": "In the years ended December 31, 2023, 2024, and 2025, we continued to repurchase both Class A and Class C shares in a manner deemed in the best interest of the company and its stockholders, taking into account the economic cost and prevailing market conditions, including the relative trading prices and volumes of the Class A and Class C shares. In April 2024, the company's Board of Directors authorized a \\$70.0 billion share repurchase program for its Class A and Class C shares. In April 2025, the company's Board of Directors authorized an additional \\$70.0 billion share repurchase program for its Class A and Class C shares. As of December 31, 2025, \\$69.5 billion remained available for Class A and Class C share repurchases.\nThe following table presents Class A and Class C shares repurchased and subsequently retired (in millions):\nYear Ended December 31,\n\n[tables/table-55 Share Repurchases.html]\n\n(1) Shares repurchased include any unsettled repurchases.\nRepurchases are executed from time to time, subject to general business and market conditions and other investment opportunities, through open market purchases or privately negotiated transactions, including through Rule 10b5-1 plans. The repurchase programs do not have an expiration date.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 11. Stockholders' Equity/Share Repurchases",
+      "metadata": {
+        "length": 1255,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "In",
+          "years",
+          "ended",
+          "December",
+          "31",
+          "2023",
+          "2024",
+          "2025",
+          "continued",
+          "repurchase",
+          "Class",
+          "shares",
+          "manner",
+          "deemed",
+          "interest",
+          "company",
+          "stockholders",
+          "taking",
+          "account",
+          "economic",
+          "cost",
+          "prevailing",
+          "market",
+          "conditions",
+          "including",
+          "relative",
+          "trading",
+          "prices",
+          "volumes",
+          "April",
+          "Board",
+          "Directors",
+          "authorized",
+          "70.0",
+          "billion",
+          "share",
+          "program",
+          "additional",
+          "As",
+          "69.5",
+          "remained",
+          "repurchases",
+          "The",
+          "table",
+          "presents",
+          "repurchased",
+          "subsequently",
+          "retired",
+          "millions",
+          "Year",
+          "Ended",
+          "Shares",
+          "include",
+          "unsettled",
+          "Repurchases",
+          "executed",
+          "time",
+          "subject",
+          "general",
+          "business",
+          "investment",
+          "opportunities",
+          "open",
+          "purchases",
+          "privately",
+          "negotiated",
+          "transactions",
+          "Rule",
+          "10b5",
+          "plans",
+          "programs",
+          "expiration",
+          "date"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "c6d07343-e993-5a69-b576-8da141606332",
+            "relation": "embeds",
+            "ref": "[tables/table-55 Share Repurchases.html]",
+            "position": {
+              "start": 868,
+              "end": 908
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "0ad5d51d-0a0c-5bd9-a523-aad31f89a6ff",
+      "type": "text",
+      "content": "During the year ended December 31, 2025, total cash dividends were \\$4.8 billion for Class A, \\$703 million for Class B, and \\$4.5 billion for Class C shares, respectively.\nIn April 2025, the company's Board of Directors increased the quarterly cash dividend by 5% to \\$0.21 per share of outstanding Class A, Class B, and Class C shares.\nThe company has declared a quarterly cash dividend in the current quarter, and intends to pay quarterly cash dividends in the future, subject to review and approval by the company's Board of Directors in its sole discretion.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 11. Stockholders' Equity/Dividends",
+      "metadata": {
+        "length": 562,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "During",
+          "year",
+          "ended",
+          "December",
+          "31",
+          "2025",
+          "total",
+          "cash",
+          "dividends",
+          "4.8",
+          "billion",
+          "Class",
+          "703",
+          "million",
+          "4.5",
+          "shares",
+          "In",
+          "April",
+          "company",
+          "Board",
+          "Directors",
+          "increased",
+          "quarterly",
+          "dividend",
+          "5%",
+          "0.21",
+          "share",
+          "outstanding",
+          "The",
+          "declared",
+          "current",
+          "quarter",
+          "intends",
+          "pay",
+          "future",
+          "subject",
+          "review",
+          "approval",
+          "sole",
+          "discretion"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "b0745017-4108-5452-b2ed-e590fa29864b",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"2\"></td><td colspan=\"4\">Year Ended December 31, 2023</td></tr><tr><td>Class A</td><td>Class B</td><td>Class C</td><td>Consolidated</td></tr><tr><td>Basic net income per share:</td><td></td><td></td><td></td><td></td></tr><tr><td>Numerator</td><td></td><td></td><td></td><td></td></tr><tr><td>Allocation of distributed earnings (cash dividends paid)</td><td>$ 0</td><td>$ 0</td><td>$ 0</td><td>$ 0</td></tr><tr><td>Allocation of undistributed earnings</td><td>34,601</td><td>5,124</td><td>34,070</td><td>73,795</td></tr><tr><td>Net income</td><td>$ 34,601</td><td>$ 5,124</td><td>$ 34,070</td><td>$ 73,795</td></tr><tr><td>Denominator</td><td></td><td></td><td></td><td></td></tr><tr><td>Number of shares used in per share computation</td><td>5,922</td><td>877</td><td>5,831</td><td>12,630</td></tr><tr><td>Basic net income per share</td><td>$ 5.84</td><td>$ 5.84</td><td>$ 5.84</td><td>$ 5.84</td></tr><tr><td>Diluted net income per share:</td><td></td><td></td><td></td><td></td></tr><tr><td>Numerator</td><td></td><td></td><td></td><td></td></tr><tr><td>Allocation of total earnings for basic computation</td><td>$ 34,601</td><td>$ 5,124</td><td>$ 34,070</td><td>$ 73,795</td></tr><tr><td>Reallocation of total earnings as a result of conversion of Class B to Class A shares</td><td>5,124</td><td>0</td><td>0</td><td>(1)</td></tr><tr><td>Reallocation of undistributed earnings</td><td>(287)</td><td>(37)</td><td>287</td><td>(1)</td></tr><tr><td>Net income</td><td>$ 39,438</td><td>$ 5,087</td><td>$ 34,357</td><td>$ 73,795</td></tr><tr><td>Denominator</td><td></td><td></td><td></td><td></td></tr><tr><td>Number of shares used in basic computation</td><td>5,922</td><td>877</td><td>5,831</td><td>12,630</td></tr><tr><td>Weighted-average effect of dilutive securities</td><td></td><td></td><td></td><td></td></tr><tr><td>Add:</td><td></td><td></td><td></td><td></td></tr><tr><td>Conversion of Class B to Class A shares outstanding</td><td>877</td><td>0</td><td>0</td><td>(1)</td></tr><tr><td>Restricted stock units and other contingently issuable shares</td><td>0</td><td>0</td><td>92</td><td>92</td></tr><tr><td>Number of shares used in per share computation</td><td>6,799</td><td>877</td><td>5,923</td><td>12,722</td></tr><tr><td>Diluted net income per share</td><td>$ 5.80</td><td>$ 5.80</td><td>$ 5.80</td><td>$ 5.80</td></tr></table>",
+      "path": "tables/table-56 EPS Breakdown.html",
+      "metadata": {
+        "length": 2363,
+        "summary": "table-57\nThe table details basic and diluted net income per share for Class A, B, and C shares for the year ended December 31, 2023, showing allocations of earnings and share counts.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "file_path": "tables/table-56 EPS Breakdown.html",
+        "keywords": [
+          "net income",
+          "per share",
+          "diluted"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "91aacc88-6e89-518e-8f58-13b93a494f1c",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"2\"></td><td colspan=\"4\">Year Ended December 31, 2024</td></tr><tr><td>Class A</td><td>Class B</td><td>Class C</td><td>Consolidated</td></tr><tr><td>Basic net income per share:</td><td></td><td></td><td></td><td></td></tr><tr><td>Numerator</td><td></td><td></td><td></td><td></td></tr><tr><td>Allocation of distributed earnings (cash dividends paid)</td><td>$ 3,509</td><td>$ 519</td><td>$ 3,335</td><td>$ 7,363</td></tr><tr><td>Allocation of undistributed earnings</td><td>44,085</td><td>6,520</td><td>42,150</td><td>92,755</td></tr><tr><td>Net income</td><td>$ 47,594</td><td>$ 7,039</td><td>$ 45,485</td><td>$ 100,118</td></tr><tr><td>Denominator</td><td></td><td></td><td></td><td></td></tr><tr><td>Number of shares used in per share computation</td><td>5,855</td><td>866</td><td>5,598</td><td>12,319</td></tr><tr><td>Basic net income per share</td><td>$ 8.13</td><td>$ 8.13</td><td>$ 8.13</td><td>$ 8.13</td></tr><tr><td>Diluted net income per share:</td><td></td><td></td><td></td><td></td></tr><tr><td>Numerator</td><td></td><td></td><td></td><td></td></tr><tr><td>Allocation of total earnings for basic computation</td><td>$ 47,594</td><td>$ 7,039</td><td>$ 45,485</td><td>$ 100,118</td></tr><tr><td>Reallocation of total earnings as a result of conversion of Class B to Class A shares</td><td>7,039</td><td>0</td><td>0</td><td>(1)</td></tr><tr><td>Reallocation of undistributed earnings</td><td>(520)</td><td>(67)</td><td>520</td><td>(1)</td></tr><tr><td>Net income</td><td>$ 54,113</td><td>$ 6,972</td><td>$ 46,005</td><td>$ 100,118</td></tr><tr><td>Denominator</td><td></td><td></td><td></td><td></td></tr><tr><td>Number of shares used in basic computation</td><td>5,855</td><td>866</td><td>5,598</td><td>12,319</td></tr><tr><td>Weighted-average effect of dilutive securities</td><td></td><td></td><td></td><td></td></tr><tr><td>Add:</td><td></td><td></td><td></td><td></td></tr><tr><td>Conversion of Class B to Class A shares outstanding</td><td>866</td><td>0</td><td>0</td><td>(1)</td></tr><tr><td>Restricted stock units and other contingently issuable shares</td><td>0</td><td>0</td><td>128</td><td>128</td></tr><tr><td>Number of shares used in per share computation</td><td>6,721</td><td>866</td><td>5,726</td><td>12,447</td></tr><tr><td>Diluted net income per share</td><td>$ 8.05</td><td>$ 8.05</td><td>$ 8.03</td><td>$ 8.04</td></tr></table>",
+      "path": "tables/table-57 EPS Calculation.html",
+      "metadata": {
+        "length": 2382,
+        "summary": "table-58\nThe table details basic and diluted net income per share for Class A, B, and C shares for the year ended December 31, 2024, with consolidated net income of $100,118 and basic EPS of $8.13.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "file_path": "tables/table-57 EPS Calculation.html",
+        "keywords": [
+          "net income",
+          "shares",
+          "EPS"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "27725503-821e-5738-8db0-f52316729da0",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"2\"></td><td colspan=\"4\">Year Ended December 31, 2025</td></tr><tr><td>Class A</td><td>Class B</td><td>Class C</td><td>Consolidated</td></tr><tr><td>Basic net income per share:</td><td></td><td></td><td></td><td></td></tr><tr><td>Numerator</td><td></td><td></td><td></td><td></td></tr><tr><td>Allocation of distributed earnings (cash dividends paid)</td><td>$ 4,832</td><td>$ 703</td><td>$ 4,514</td><td>$ 10,049</td></tr><tr><td>Allocation of undistributed earnings</td><td>58,682</td><td>8,557</td><td>54,882</td><td>122,121</td></tr><tr><td>Net income</td><td>$ 63,514</td><td>$ 9,260</td><td>$ 59,396</td><td>$ 132,170</td></tr><tr><td>Denominator</td><td></td><td></td><td></td><td></td></tr><tr><td>Number of shares used in per share computation</td><td>5,822</td><td>849</td><td>5,445</td><td>12,116</td></tr><tr><td>Basic net income per share</td><td>$ 10.91</td><td>$ 10.91</td><td>$ 10.91</td><td>$ 10.91</td></tr><tr><td>Diluted net income per share:</td><td></td><td></td><td></td><td></td></tr><tr><td>Numerator</td><td></td><td></td><td></td><td></td></tr><tr><td>Allocation of total earnings for basic computation</td><td>$ 63,514</td><td>$ 9,260</td><td>$ 59,396</td><td>$ 132,170</td></tr><tr><td>Reallocation of total earnings as a result of conversion of Class B to Class A shares</td><td>9,260</td><td>0</td><td>0</td><td>(1)</td></tr><tr><td>Reallocation of undistributed earnings</td><td>(627)</td><td>(79)</td><td>627</td><td>(1)</td></tr><tr><td>Net income</td><td>$ 72,147</td><td>$ 9,181</td><td>$ 60,023</td><td>$ 132,170</td></tr><tr><td>Denominator</td><td></td><td></td><td></td><td></td></tr><tr><td>Number of shares used in basic computation</td><td>5,822</td><td>849</td><td>5,445</td><td>12,116</td></tr><tr><td>Weighted-average effect of dilutive securities</td><td></td><td></td><td></td><td></td></tr><tr><td>Add:</td><td></td><td></td><td></td><td></td></tr><tr><td>Conversion of Class B to Class A shares outstanding</td><td>849</td><td>0</td><td>0</td><td>(1)</td></tr><tr><td>Restricted stock units and other contingently issuable shares</td><td>0</td><td>0</td><td>114</td><td>114</td></tr><tr><td>Number of shares used in per share computation</td><td>6,671</td><td>849</td><td>5,559</td><td>12,230</td></tr><tr><td>Diluted net income per share</td><td>$ 10.82</td><td>$ 10.81</td><td>$ 10.80</td><td>$ 10.81</td></tr></table>",
+      "path": "tables/table-58 EPS Calculation.html",
+      "metadata": {
+        "length": 2392,
+        "summary": "table-59\nThe table shows basic and diluted net income per share for Class A, B, and C shares for the year ended December 31, 2025, with allocations of distributed and undistributed earnings, share counts, and resulting EPS values.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "file_path": "tables/table-58 EPS Calculation.html",
+        "keywords": [
+          "net income",
+          "shares",
+          "EPS"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "9ea7f890-c381-5f49-915e-17051ac64a4d",
+      "type": "text",
+      "content": "We compute net income per share of Class A, Class B, and Class C stock using the two-class method. Basic net income per share is computed using the weighted-average number of shares outstanding during the period. Diluted net income per share is computed using the weighted-average number of shares and the effect of potentially dilutive securities outstanding during the period. Potentially dilutive securities consist of RSUs and other contingently issuable shares. The dilutive effect of outstanding RSUs and other contingently issuable shares is reflected in diluted earnings per share by application of the treasury stock method. The computation of the diluted net income per share of Class A stock assumes the conversion of Class B stock, while the diluted net income per share of Class B stock does not assume the conversion of those shares.\nIn accordance with our certificate of incorporation, the rights, including the liquidation and dividend rights, of the holders of our Class A, Class B, and Class C stock are identical, except with respect to voting. Furthermore, there are a number of safeguards built into our certificate of incorporation, as well as Delaware law, which preclude our Board of Directors from declaring or paying unequal per share dividends on our Class A, Class B, and Class C stock. Specifically, Delaware law provides that amendments to our certificate of incorporation which would have the effect of adversely altering the rights, powers, or preferences of a given class of stock must be approved by the class of stock adversely affected by the proposed amendment. In addition, our certificate of incorporation provides that before any such amendment may be put to a stockholder vote, it must be approved by the unanimous consent of our Board of Directors.\nImmaterial differences in net income per share across our Class A, Class B, and Class C shares may arise due to the allocation of distributed earnings, which is based on the holders as of the record date, compared with the allocation of undistributed earnings and number of shares, which is based on the weighted average shares outstanding over the periods.\nThe following tables set forth the computation of basic and diluted net income per share of Class A, Class B, and Class C stock (in millions, except per share amounts):\n\n[tables/table-56 EPS Breakdown.html]\n\n(1) Not applicable for consolidated net income per share.\n\n[tables/table-57 EPS Calculation.html]\n\n(1) Not applicable for consolidated net income per share.\n\n[tables/table-58 EPS Calculation.html]\n\n(1) Not applicable for consolidated net income per share.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 12. Net Income Per Share",
+      "metadata": {
+        "length": 2638,
+        "summary": "The passage explains the computation of net income per share for Class A, Class B, and Class C stock using the two-class method. Basic EPS uses weighted-average shares outstanding, while diluted EPS includes potentially dilutive securities like RSUs via the treasury stock method. The rights of the three classes are identical except for voting, with safeguards preventing unequal dividends. Immaterial differences in EPS may arise from allocation of distributed versus undistributed earnings. The text references tables showing basic and diluted EPS calculations for multiple years.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "We",
+          "compute",
+          "net",
+          "income",
+          "share",
+          "Class",
+          "stock",
+          "class",
+          "method",
+          "Basic",
+          "computed",
+          "weighted",
+          "average",
+          "number",
+          "shares",
+          "outstanding",
+          "period",
+          "Diluted",
+          "effect",
+          "potentially",
+          "dilutive",
+          "securities",
+          "Potentially",
+          "consist",
+          "RSUs",
+          "contingently",
+          "issuable",
+          "The",
+          "reflected",
+          "diluted",
+          "earnings",
+          "application",
+          "treasury",
+          "computation",
+          "assumes",
+          "conversion",
+          "assume",
+          "In",
+          "accordance",
+          "certificate",
+          "incorporation",
+          "rights",
+          "including",
+          "liquidation",
+          "dividend",
+          "holders",
+          "identical",
+          "respect",
+          "voting",
+          "Furthermore",
+          "safeguards",
+          "built",
+          "Delaware",
+          "law",
+          "preclude",
+          "Board",
+          "Directors",
+          "declaring",
+          "paying",
+          "unequal",
+          "dividends",
+          "Specifically",
+          "amendments",
+          "adversely",
+          "altering",
+          "powers",
+          "preferences",
+          "approved",
+          "affected",
+          "proposed",
+          "amendment",
+          "addition",
+          "put",
+          "stockholder",
+          "vote",
+          "unanimous",
+          "consent",
+          "Immaterial",
+          "differences",
+          "arise",
+          "due",
+          "allocation",
+          "distributed",
+          "based",
+          "record",
+          "date",
+          "compared",
+          "undistributed",
+          "periods",
+          "tables",
+          "set",
+          "basic",
+          "millions",
+          "amounts",
+          "Not",
+          "applicable",
+          "consolidated"
+        ],
+        "keywords": [
+          "net income per share",
+          "two-class method",
+          "diluted EPS"
+        ],
+        "connect_to": [
+          {
+            "target": "b0745017-4108-5452-b2ed-e590fa29864b",
+            "relation": "embeds",
+            "ref": "[tables/table-56 EPS Breakdown.html]",
+            "position": {
+              "start": 2319,
+              "end": 2355
+            }
+          },
+          {
+            "target": "91aacc88-6e89-518e-8f58-13b93a494f1c",
+            "relation": "embeds",
+            "ref": "[tables/table-57 EPS Calculation.html]",
+            "position": {
+              "start": 2416,
+              "end": 2454
+            }
+          },
+          {
+            "target": "27725503-821e-5738-8db0-f52316729da0",
+            "relation": "embeds",
+            "ref": "[tables/table-58 EPS Calculation.html]",
+            "position": {
+              "start": 2515,
+              "end": 2553
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "5b441737-ac75-5d50-ae6a-017dba5b4a90",
+      "type": "text",
+      "content": "",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 13. Compensation Plans",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "bf282e69-0b25-511e-be42-debd4bc1d949",
+      "type": "text",
+      "content": "Our stock plans include the Alphabet Amended and Restated 2021 Stock Plan (\"Alphabet 2021 Stock Plan\") and Other Bets stock-based plans. Under our stock plans, RSUs and other types of awards may be granted. Under the Alphabet 2021 Stock Plan, an RSU award is an agreement to issue shares of our Class C stock at the time the award vests. RSUs generally vest over four years contingent upon employment on the vesting date. RSUs are awarded dividend equivalents, which are subject to the same vesting conditions as the underlying award, and settled in Class C shares.\nAs of December 31, 2025, there were 534 million shares of Class C stock reserved for future issuance under the Alphabet 2021 Stock Plan.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 13. Compensation Plans/Stock Plans",
+      "metadata": {
+        "length": 702,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "Our",
+          "stock",
+          "plans",
+          "include",
+          "Alphabet",
+          "Amended",
+          "Restated",
+          "2021",
+          "Stock",
+          "Plan",
+          "Other",
+          "Bets",
+          "based",
+          "Under",
+          "RSUs",
+          "types",
+          "awards",
+          "granted",
+          "RSU",
+          "award",
+          "agreement",
+          "issue",
+          "shares",
+          "Class",
+          "time",
+          "vests",
+          "generally",
+          "vest",
+          "years",
+          "contingent",
+          "employment",
+          "vesting",
+          "date",
+          "awarded",
+          "dividend",
+          "equivalents",
+          "subject",
+          "conditions",
+          "underlying",
+          "settled",
+          "As",
+          "December",
+          "31",
+          "2025",
+          "534",
+          "million",
+          "reserved",
+          "future",
+          "issuance"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "90b8f517-413c-53ca-90aa-4d6e770eda80",
+      "type": "text",
+      "content": "For the years ended December 31, 2023, 2024, and 2025, total SBC expense was \\$22.1 billion, \\$22.8 billion, and \\$27.1 billion, including amounts associated with awards we expect to settle in Alphabet stock of \\$21.7 billion, \\$22.0 billion, and \\$24.1 billion, respectively.\nFor the years ended December 31, 2023, 2024, and 2025, we recognized tax benefits on total SBC expense, which are reflected in the provision for income taxes, of \\$4.5 billion, \\$4.6 billion, and \\$5.0 billion, respectively.\nFor the years ended December 31, 2023, 2024, and 2025, tax benefit realized related to awards vested or exercised during the period was \\$5.6 billion, \\$6.8 billion, and \\$8.1 billion, respectively. These amounts do not include the indirect effects of stock-based awards, which primarily relate to the research and development tax credit.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 13. Compensation Plans/Stock-Based Compensation",
+      "metadata": {
+        "length": 840,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "For",
+          "years",
+          "ended",
+          "December",
+          "31",
+          "2023",
+          "2024",
+          "2025",
+          "total",
+          "SBC",
+          "expense",
+          "22.1",
+          "billion",
+          "22.8",
+          "27.1",
+          "including",
+          "amounts",
+          "awards",
+          "expect",
+          "settle",
+          "Alphabet",
+          "stock",
+          "21.7",
+          "22.0",
+          "24.1",
+          "recognized",
+          "tax",
+          "benefits",
+          "reflected",
+          "provision",
+          "income",
+          "taxes",
+          "4.5",
+          "4.6",
+          "5.0",
+          "benefit",
+          "realized",
+          "related",
+          "vested",
+          "exercised",
+          "period",
+          "5.6",
+          "6.8",
+          "8.1",
+          "These",
+          "include",
+          "indirect",
+          "effects",
+          "based",
+          "primarily",
+          "relate",
+          "research",
+          "development",
+          "credit"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "85f94d24-2424-56d0-9ec0-fe3c4b199ab9",
+      "type": "table",
+      "content": "<table><tr><td></td><td>Number of Shares</td><td>Weighted-Average Grant-Date Fair Value</td></tr><tr><td>Unvested as of December 31, 2024</td><td>299</td><td>$ 122.77</td></tr><tr><td>Granted</td><td>198</td><td>$ 188.82</td></tr><tr><td>Vested</td><td>(181)</td><td>$ 133.90</td></tr><tr><td>Forfeited/canceled</td><td>(34)</td><td>$ 142.33</td></tr><tr><td>Unvested as of December 31, 2025</td><td>282</td><td>$ 159.75</td></tr></table>",
+      "path": "tables/table-59 Stock Vesting.html",
+      "metadata": {
+        "length": 438,
+        "summary": "table-60\nThe table shows unvested shares changing from 299 to 282 during 2025, with 198 granted, 181 vested, and 34 forfeited. Weighted-average fair values are provided for each category.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "file_path": "tables/table-59 Stock Vesting.html",
+        "keywords": [
+          "unvested shares",
+          "grant-date fair value",
+          "vesting"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "af282188-be23-5510-802e-fc12116d1a2f",
+      "type": "text",
+      "content": "The following table summarizes the activities for unvested Alphabet RSUs, which include dividend equivalents awarded to holders of unvested stock, for the year ended December 31, 2025 (in millions, except per share amounts):\n\n[tables/table-59 Stock Vesting.html]\n\nThe weighted-average grant-date fair value of RSUs granted during the years ended December 31, 2023 and 2024 was \\$97.59 and \\$140.04, respectively. Total fair value of RSUs, as of their respective vesting dates, during the years ended December 31, 2023, 2024, and 2025, were \\$26.6 billion, \\$33.3 billion, and \\$39.7 billion, respectively.\nAs of December 31, 2025, there was \\$42.9 billion of unrecognized compensation cost related to unvested RSUs. This amount is expected to be recognized over a weighted-average period of 2.6 years.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 13. Compensation Plans/Stock-Based Award Activities",
+      "metadata": {
+        "length": 828,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "The",
+          "table",
+          "summarizes",
+          "activities",
+          "unvested",
+          "Alphabet",
+          "RSUs",
+          "include",
+          "dividend",
+          "equivalents",
+          "awarded",
+          "holders",
+          "stock",
+          "year",
+          "ended",
+          "December",
+          "31",
+          "2025",
+          "millions",
+          "share",
+          "amounts",
+          "weighted",
+          "average",
+          "grant",
+          "date",
+          "fair",
+          "granted",
+          "years",
+          "2023",
+          "2024",
+          "97.59",
+          "140.04",
+          "Total",
+          "respective",
+          "vesting",
+          "dates",
+          "26.6",
+          "billion",
+          "33.3",
+          "39.7",
+          "As",
+          "42.9",
+          "unrecognized",
+          "compensation",
+          "cost",
+          "related",
+          "This",
+          "amount",
+          "expected",
+          "recognized",
+          "period",
+          "2.6"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "85f94d24-2424-56d0-9ec0-fe3c4b199ab9",
+            "relation": "embeds",
+            "ref": "[tables/table-59 Stock Vesting.html]",
+            "position": {
+              "start": 226,
+              "end": 262
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "f66ea29c-44a6-5e42-8068-0295a35bfb25",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"2\"></td><td colspan=\"3\">Year Ended December 31,</td></tr><tr><td>2023</td><td>2024</td><td>2025</td></tr><tr><td>Domestic operations</td><td>$ 73,600</td><td>$ 108,076</td><td>$ 143,591</td></tr><tr><td>Foreign operations</td><td>12,117</td><td>11,739</td><td>15,235</td></tr><tr><td>Total</td><td>$ 85,717</td><td>$ 119,815</td><td>$ 158,826</td></tr></table>",
+      "path": "tables/table-60 Revenue Breakdown.html",
+      "metadata": {
+        "length": 384,
+        "summary": "table-61\nThe table shows total revenue from domestic and foreign operations for 2023-2025, increasing from $85,717 to $158,826.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "file_path": "tables/table-60 Revenue Breakdown.html",
+        "keywords": [
+          "Revenue",
+          "Domestic",
+          "Foreign"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "861ebe58-6ff6-5ecd-a9e9-7ef88de801fa",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"2\"></td><td colspan=\"3\">Year Ended December 31,</td></tr><tr><td>2023</td><td>2024</td><td>2025</td></tr><tr><td>Current:</td><td></td><td></td><td></td></tr><tr><td>Federal and state</td><td>$ 15,716</td><td>$ 21,101</td><td>$ 13,378</td></tr><tr><td>Foreign</td><td>3,935</td><td>3,852</td><td>5,028</td></tr><tr><td>Total</td><td>19,651</td><td>24,953</td><td>18,406</td></tr><tr><td>Deferred:</td><td></td><td></td><td></td></tr><tr><td>Federal and state</td><td>(7,482)</td><td>(5,350)</td><td>8,243</td></tr><tr><td>Foreign</td><td>(247)</td><td>94</td><td>7</td></tr><tr><td>Total</td><td>(7,729)</td><td>(5,256)</td><td>8,250</td></tr><tr><td>Provision for income taxes</td><td>$ 11,922</td><td>$ 19,697</td><td>$ 26,656</td></tr></table>",
+      "path": "tables/table-61 Income Tax Provision.html",
+      "metadata": {
+        "length": 770,
+        "summary": "table-62\nThe table shows current and deferred income tax provisions for 2023-2025. Current taxes total $19,651, $24,953, $18,406; deferred taxes total ($7,729), ($5,256), $8,250; total provision is $11,922, $19,697, $26,656.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "file_path": "tables/table-61 Income Tax Provision.html",
+        "keywords": [
+          "tax provision",
+          "current",
+          "deferred"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "95d1b703-a13d-5e30-a147-c52e45235b9d",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"2\"></td><td colspan=\"6\">Year Ended December 31,</td></tr><tr><td colspan=\"2\">2023</td><td colspan=\"2\">2024</td><td colspan=\"2\">2025</td></tr><tr><td>US federal statutory rate</td><td>18,001</td><td>21.0 %</td><td>25,161</td><td>21.0 %</td><td>33,353</td><td>21.0 %</td></tr><tr><td>State and local income taxes, net of federal income tax effect(1)</td><td>823</td><td>1.0 %</td><td>1,199</td><td>1.0 %</td><td>1,606</td><td>1.0 %</td></tr><tr><td>Foreign tax effects:</td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Brazil:</td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Withholding taxes</td><td>1,064</td><td>1.2 %</td><td>1,041</td><td>0.9 %</td><td>1,384</td><td>0.9 %</td></tr><tr><td>Other</td><td>62</td><td>0.1 %</td><td>12</td><td>0.0 %</td><td>23</td><td>0.0 %</td></tr><tr><td>Other foreign jurisdictions</td><td>(74)</td><td>(0.1)%</td><td>353</td><td>0.3 %</td><td>396</td><td>0.2 %</td></tr><tr><td>Effect of change in tax laws or rates enacted in the current period</td><td>(829)</td><td>(1.0)%</td><td>0</td><td>0.0 %</td><td>0</td><td>0.0 %</td></tr><tr><td>Effect of cross-border tax laws:</td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Foreign-derived intangible income deduction</td><td>(3,980)</td><td>(4.6)%</td><td>(4,568)</td><td>(3.8)%</td><td>(3,931)</td><td>(2.5)%</td></tr><tr><td>Other</td><td>215</td><td>0.2 %</td><td>321</td><td>0.3 %</td><td>295</td><td>0.2 %</td></tr><tr><td>Tax credits:</td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Federal research credit</td><td>(1,575)</td><td>(1.8)%</td><td>(1,792)</td><td>(1.5)%</td><td>(2,088)</td><td>(1.3)%</td></tr><tr><td>Foreign tax credits</td><td>(1,396)</td><td>(1.6)%</td><td>(1,373)</td><td>(1.1)%</td><td>(1,684)</td><td>(1.1)%</td></tr><tr><td>Other</td><td>(498)</td><td>(0.6)%</td><td>(198)</td><td>(0.2)%</td><td>(98)</td><td>(0.1)%</td></tr><tr><td>Changes in valuation allowances</td><td>513</td><td>0.6 %</td><td>603</td><td>0.5 %</td><td>1,170</td><td>0.7 %</td></tr><tr><td>Nontaxable or nondeductible items:</td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Stock-based compensation expense</td><td>(602)</td><td>(0.7)%</td><td>(1,743)</td><td>(1.5)%</td><td>(2,601)</td><td>(1.6)%</td></tr><tr><td>Other</td><td>169</td><td>0.2 %</td><td>203</td><td>0.2 %</td><td>955</td><td>0.6 %</td></tr><tr><td>Changes in unrecognized tax benefits</td><td>432</td><td>0.5 %</td><td>689</td><td>0.6 %</td><td>(1,123)</td><td>(0.7)%</td></tr><tr><td>Other adjustments</td><td>(403)</td><td>(0.5)%</td><td>(211)</td><td>(0.2)%</td><td>(1,002)</td><td>(0.6)%</td></tr><tr><td>Total</td><td>$ 11,922</td><td>13.9 %</td><td>$ 19,697</td><td>16.4 %</td><td>$ 26,656</td><td>16.8 %</td></tr></table>",
+      "path": "tables/table-62 Tax Rate Reconciliation.html",
+      "metadata": {
+        "length": 2819,
+        "summary": "table-63\nThe table shows a reconciliation of the US federal statutory income tax rate to the effective tax rate for 2023-2025, listing adjustments like state taxes, foreign effects, credits, and valuation allowances.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "file_path": "tables/table-62 Tax Rate Reconciliation.html",
+        "keywords": [
+          "tax rate",
+          "reconciliation",
+          "income"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "9b2b554f-311a-504b-a32c-81537c2d8eb1",
+      "type": "text",
+      "content": "Income from continuing operations before income taxes consisted of the following (in millions):\n\n[tables/table-60 Revenue Breakdown.html]\n\nProvision for income taxes consisted of the following (in millions):\n\n[tables/table-61 Income Tax Provision.html]\n\nThe reconciliation of federal statutory income tax rate to our effective income tax rate was as follows:\n\n[tables/table-62 Tax Rate Reconciliation.html]\n\n(1) The tax effect in this category primarily reflects state and local taxes in New York state, New York city, Pennsylvania, Minnesota, Illinois, New Jersey and Wisconsin.\nIn 2023, the IRS issued a rule change allowing taxpayers to temporarily apply the regulations in effect prior to 2022 related to US federal foreign tax credits as well as a separate rule change with guidance on the capitalization and amortization of research and development expenses. A cumulative one-time adjustment for these tax rule changes was recorded in 2023.\nChanges to US tax law enacted on July 4, 2025, allow for immediate expensing of domestic research and experimentation costs, accelerated depreciation on eligible capital expenditures, and other tax law changes impacting 2025 with certain changes effective in 2026. These changes are reflected in our results for the year ended December 31, 2025.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 14. Income Taxes",
+      "metadata": {
+        "length": 1301,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "Income",
+          "continuing",
+          "operations",
+          "income",
+          "taxes",
+          "consisted",
+          "millions",
+          "Provision",
+          "The",
+          "reconciliation",
+          "federal",
+          "statutory",
+          "tax",
+          "rate",
+          "effective",
+          "effect",
+          "category",
+          "primarily",
+          "reflects",
+          "state",
+          "local",
+          "New",
+          "York",
+          "city",
+          "Pennsylvania",
+          "Minnesota",
+          "Illinois",
+          "Jersey",
+          "Wisconsin",
+          "In",
+          "2023",
+          "IRS",
+          "issued",
+          "rule",
+          "change",
+          "allowing",
+          "taxpayers",
+          "temporarily",
+          "apply",
+          "regulations",
+          "prior",
+          "2022",
+          "related",
+          "US",
+          "foreign",
+          "credits",
+          "separate",
+          "guidance",
+          "capitalization",
+          "amortization",
+          "research",
+          "development",
+          "expenses",
+          "cumulative",
+          "time",
+          "adjustment",
+          "recorded",
+          "Changes",
+          "law",
+          "enacted",
+          "July",
+          "2025",
+          "expensing",
+          "domestic",
+          "experimentation",
+          "costs",
+          "accelerated",
+          "depreciation",
+          "eligible",
+          "capital",
+          "expenditures",
+          "impacting",
+          "2026",
+          "These",
+          "reflected",
+          "results",
+          "year",
+          "ended",
+          "December",
+          "31"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "f66ea29c-44a6-5e42-8068-0295a35bfb25",
+            "relation": "embeds",
+            "ref": "[tables/table-60 Revenue Breakdown.html]",
+            "position": {
+              "start": 97,
+              "end": 137
+            }
+          },
+          {
+            "target": "861ebe58-6ff6-5ecd-a9e9-7ef88de801fa",
+            "relation": "embeds",
+            "ref": "[tables/table-61 Income Tax Provision.html]",
+            "position": {
+              "start": 209,
+              "end": 252
+            }
+          },
+          {
+            "target": "95d1b703-a13d-5e30-a147-c52e45235b9d",
+            "relation": "embeds",
+            "ref": "[tables/table-62 Tax Rate Reconciliation.html]",
+            "position": {
+              "start": 360,
+              "end": 406
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "a52ec118-6577-53c0-93b4-25e06b8f7439",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"2\"></td><td colspan=\"2\">As of December 31,</td></tr><tr><td>2024</td><td>2025</td></tr><tr><td>Deferred tax assets:</td><td></td><td></td></tr><tr><td>Accrued employee benefits</td><td>$ 1,834</td><td>$ 1,951</td></tr><tr><td>Accruals and reserves not currently deductible</td><td>2,552</td><td>3,570</td></tr><tr><td>Tax credits</td><td>6,384</td><td>7,314</td></tr><tr><td>Net operating losses</td><td>3,472</td><td>4,953</td></tr><tr><td>Operating leases</td><td>3,336</td><td>3,337</td></tr><tr><td>Capitalized research and development</td><td>25,903</td><td>24,758</td></tr><tr><td>Other</td><td>1,376</td><td>2,143</td></tr><tr><td>Total deferred tax assets</td><td>44,857</td><td>48,026</td></tr><tr><td>Valuation allowance</td><td>(11,493)</td><td>(13,942)</td></tr><tr><td>Total deferred tax assets net of valuation allowance</td><td>33,364</td><td>34,084</td></tr><tr><td>Deferred tax liabilities:</td><td></td><td></td></tr><tr><td>Property and equipment, net</td><td>(9,932)</td><td>(13,256)</td></tr><tr><td>Net investment gains</td><td>(2,978)</td><td>(8,242)</td></tr><tr><td>Operating leases</td><td>(2,986)</td><td>(3,103)</td></tr><tr><td>Other</td><td>(1,008)</td><td>(1,289)</td></tr><tr><td>Total deferred tax liabilities</td><td>(16,904)</td><td>(25,890)</td></tr><tr><td>Net deferred tax assets (liabilities)</td><td>$ 16,460</td><td>$ 8,194</td></tr></table>",
+      "path": "tables/table-63 Deferred Tax Assets.html",
+      "metadata": {
+        "length": 1406,
+        "summary": "table-64\nThe table shows deferred tax assets and liabilities for 2024 and 2025. Total deferred tax assets net of valuation allowance were $33,364 in 2024 and $34,084 in 2025. Net deferred tax assets decreased from $16,460 to $8,194.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "file_path": "tables/table-63 Deferred Tax Assets.html",
+        "keywords": [
+          "deferred tax",
+          "valuation allowance",
+          "net DTA"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "5d7e2613-c86c-5780-88e6-bce9040c95d8",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"2\"></td><td colspan=\"3\">Year Ended December 31,</td></tr><tr><td>2023</td><td>2024</td><td>2025</td></tr><tr><td>US federal</td><td>$ 13,689</td><td>$ 19,921</td><td>$ 13,658</td></tr><tr><td>US state and local</td><td>1,224</td><td>2,697</td><td>2,919</td></tr><tr><td>Foreign:</td><td></td><td></td><td></td></tr><tr><td>Brazil</td><td>1,264</td><td>1,101</td><td>1,368</td></tr><tr><td>Other</td><td>2,987</td><td>3,634</td><td>3,581</td></tr><tr><td>Total foreign</td><td>4,251</td><td>4,735</td><td>4,949</td></tr><tr><td>Total cash paid for income taxes, net of refunds</td><td>$ 19,164</td><td>$ 27,353</td><td>$ 21,526</td></tr></table>",
+      "path": "tables/table-64 Income Tax Payments.html",
+      "metadata": {
+        "length": 668,
+        "summary": "table-65\nThe table shows cash paid for income taxes (net of refunds) for 2023-2025: US federal, state/local, and foreign (Brazil, Other). Total: $19,164 (2023), $27,353 (2024), $21,526 (2025).",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "file_path": "tables/table-64 Income Tax Payments.html",
+        "keywords": [
+          "income tax",
+          "cash paid",
+          "tax breakdown"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "c0cec73d-62b3-5dc7-8868-a93d4d725875",
+      "type": "text",
+      "content": "Deferred income taxes reflect the net effects of temporary differences between the carrying amounts of assets and liabilities for financial reporting purposes and the amounts used for income tax purposes. Significant components of our deferred tax assets and liabilities were as follows (in millions):\n\n[tables/table-63 Deferred Tax Assets.html]\n\nAs of December 31, 2025, our federal, state, and foreign net operating loss carryforwards for income tax purposes were approximately \\$13.0 billion, \\$25.1 billion, and \\$2.9 billion respectively. If not utilized, the federal, foreign and state net operating loss carryforwards will all begin to expire in 2026. It is more likely than not that the majority of the net operating loss carryforwards will not be realized. The net operating loss carryforwards are subject to various annual limitations under the tax laws of the different jurisdictions.\nAs of December 31, 2025, our Federal and California research and development credit carryforwards for income tax purposes were approximately \\$771 million and \\$6.4 billion, respectively. If not utilized, the Federal research and development credit will begin to expire in 2037 and the California research and development credit can be carried over indefinitely. We believe the majority of the federal tax credit and state tax credit is not likely to be realized.\nAs of December 31, 2025, our investment tax credit carryforwards for state income tax purposes were approximately \\$1.3 billion and will begin to expire in 2033. We use the flow-through method of accounting for investment tax credits. We believe this tax credit is not likely to be realized.\nAs of December 31, 2025, we maintained a valuation allowance with respect to California deferred tax assets, certain federal net operating losses, certain state net operating losses and tax credits, net deferred tax assets relating to certain Other Bet companies, and certain foreign net operating losses that we believe are not likely to be realized. We continue to reassess the remaining valuation allowance quarterly, and if future evidence allows for a partial or full release of the valuation allowance, a tax benefit will be recorded accordingly.\nCash paid for income taxes, net of refunds, were as follows (in millions):\n\n[tables/table-64 Income Tax Payments.html]",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 14. Income Taxes/Deferred Income Taxes",
+      "metadata": {
+        "length": 2326,
+        "summary": "The passage discusses deferred income taxes, focusing on temporary differences between financial reporting and tax purposes. As of December 31, 2025, the company has significant net operating loss carryforwards: federal $13.0 billion, state $25.1 billion, and foreign $2.9 billion, all beginning to expire in 2026, with most unlikely to be realized. Research and development credits include federal $771 million (expiring 2037) and California $6.4 billion (indefinite), also mostly unrealizable. Investment tax credits of $1.3 billion expire in 2033. A valuation allowance is maintained for California deferred tax assets, certain federal and state NOLs, tax credits, and foreign NOLs deemed unlikely to be realized. The allowance is reassessed quarterly. Cash paid for income taxes is presented in a referenced table.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "Deferred",
+          "income",
+          "taxes",
+          "reflect",
+          "net",
+          "effects",
+          "temporary",
+          "differences",
+          "carrying",
+          "amounts",
+          "assets",
+          "liabilities",
+          "financial",
+          "reporting",
+          "purposes",
+          "tax",
+          "Significant",
+          "components",
+          "deferred",
+          "millions",
+          "As",
+          "December",
+          "31",
+          "2025",
+          "federal",
+          "state",
+          "foreign",
+          "operating",
+          "loss",
+          "carryforwards",
+          "approximately",
+          "13.0",
+          "billion",
+          "25.1",
+          "2.9",
+          "If",
+          "utilized",
+          "begin",
+          "expire",
+          "2026",
+          "It",
+          "majority",
+          "realized",
+          "The",
+          "subject",
+          "annual",
+          "limitations",
+          "laws",
+          "jurisdictions",
+          "Federal",
+          "California",
+          "research",
+          "development",
+          "credit",
+          "771",
+          "million",
+          "6.4",
+          "2037",
+          "carried",
+          "indefinitely",
+          "We",
+          "investment",
+          "1.3",
+          "2033",
+          "flow",
+          "method",
+          "accounting",
+          "credits",
+          "maintained",
+          "valuation",
+          "allowance",
+          "respect",
+          "losses",
+          "relating",
+          "Other",
+          "Bet",
+          "companies",
+          "continue",
+          "reassess",
+          "remaining",
+          "quarterly",
+          "future",
+          "evidence",
+          "partial",
+          "full",
+          "release",
+          "benefit",
+          "recorded",
+          "Cash",
+          "paid",
+          "refunds"
+        ],
+        "keywords": [
+          "deferred taxes",
+          "NOL carryforwards",
+          "valuation allowance"
+        ],
+        "connect_to": [
+          {
+            "target": "a52ec118-6577-53c0-93b4-25e06b8f7439",
+            "relation": "embeds",
+            "ref": "[tables/table-63 Deferred Tax Assets.html]",
+            "position": {
+              "start": 303,
+              "end": 345
+            }
+          },
+          {
+            "target": "5d7e2613-c86c-5780-88e6-bce9040c95d8",
+            "relation": "embeds",
+            "ref": "[tables/table-64 Income Tax Payments.html]",
+            "position": {
+              "start": 2281,
+              "end": 2323
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "9feb0c3b-d76c-58fb-b466-48c594a35674",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"2\"></td><td colspan=\"3\">Year Ended December 31,</td></tr><tr><td>2023</td><td>2024</td><td>2025</td></tr><tr><td>Beginning gross unrecognized tax benefits</td><td>$ 7,055</td><td>$ 9,438</td><td>$ 12,619</td></tr><tr><td>Increases related to prior year tax positions</td><td>740</td><td>896</td><td>278</td></tr><tr><td>Decreases related to prior year tax positions</td><td>(682)</td><td>(83)</td><td>(1,301)</td></tr><tr><td>Decreases related to settlement with tax authorities</td><td>(21)</td><td>(311)</td><td>(2,183)</td></tr><tr><td>Increases related to current year tax positions</td><td>2,346</td><td>2,679</td><td>2,099</td></tr><tr><td>Ending gross unrecognized tax benefits</td><td>$ 9,438</td><td>$ 12,619</td><td>$ 11,512</td></tr></table>",
+      "path": "tables/table-65 Tax Benefits.html",
+      "metadata": {
+        "length": 776,
+        "summary": "table-66\nThe table shows changes in gross unrecognized tax benefits from 2023 to 2025, including increases and decreases from prior and current year positions and settlements, ending at $11,512 in 2025.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "file_path": "tables/table-65 Tax Benefits.html",
+        "keywords": [
+          "unrecognized tax benefits",
+          "tax positions",
+          "settlements"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "83c3330c-0ed3-52ff-8b90-4ce949b45540",
+      "type": "text",
+      "content": "The following table summarizes the activity related to our gross unrecognized tax benefits (in millions):\n\n[tables/table-65 Tax Benefits.html]\n\nWe are subject to income taxes in the US and foreign jurisdictions. Significant judgment is required in evaluating our uncertain tax positions and determining our provision for income taxes. The total amount of gross unrecognized tax benefits was \\$9.4 billion, \\$12.6 billion, and \\$11.5 billion as of December 31, 2023, 2024, and 2025, respectively, of which \\$7.4 billion, \\$10.0 billion, and \\$9.7 billion, if recognized, would affect our effective tax rate, respectively.\nAs of December 31, 2024 and 2025, we accrued \\$1.1 billion and \\$1.2 billion in interest and penalties in provision for income taxes, respectively.\nWe are subject to the continuous examination of our income tax returns by the IRS and other tax authorities. The IRS is currently examining our 2019 through 2021 tax returns. We have also received tax assessments in multiple foreign jurisdictions asserting transfer pricing adjustments or permanent establishment. We continue to defend such claims as presented.\nWe regularly assess the likelihood of adverse outcomes resulting from these examinations to determine the adequacy of our provision for income taxes. We continue to monitor the progress of ongoing discussions with tax authorities and the effect, if any, of the expected expiration of the statute of limitations in various taxing jurisdictions.\nWe believe that an adequate provision has been made for any adjustments that may result from tax examinations. However, the outcome of tax audits cannot be predicted with certainty. If any issues addressed in our tax audits are resolved in a manner not consistent with management's expectations, we could be required to adjust our provision for income taxes in the period such resolutions occur.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 14. Income Taxes/Uncertain Tax Positions",
+      "metadata": {
+        "length": 1881,
+        "summary": "The passage discusses the company's gross unrecognized tax benefits, which were $9.4 billion, $12.6 billion, and $11.5 billion as of December 31, 2023, 2024, and 2025, respectively. A significant portion would affect the effective tax rate if recognized. Interest and penalties accrued were $1.1 billion (2024) and $1.2 billion (2025). The company is under IRS examination for 2019-2021 returns and faces transfer pricing or permanent establishment assessments in foreign jurisdictions. Management regularly assesses outcomes and believes adequate provisions have been made, though audit results remain uncertain.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "The",
+          "table",
+          "summarizes",
+          "activity",
+          "related",
+          "gross",
+          "unrecognized",
+          "tax",
+          "benefits",
+          "millions",
+          "We",
+          "subject",
+          "income",
+          "taxes",
+          "US",
+          "foreign",
+          "jurisdictions",
+          "Significant",
+          "judgment",
+          "required",
+          "evaluating",
+          "uncertain",
+          "positions",
+          "determining",
+          "provision",
+          "total",
+          "amount",
+          "9.4",
+          "billion",
+          "12.6",
+          "11.5",
+          "December",
+          "31",
+          "2023",
+          "2024",
+          "2025",
+          "7.4",
+          "10.0",
+          "9.7",
+          "recognized",
+          "affect",
+          "effective",
+          "rate",
+          "As",
+          "accrued",
+          "1.1",
+          "1.2",
+          "interest",
+          "penalties",
+          "continuous",
+          "examination",
+          "returns",
+          "IRS",
+          "authorities",
+          "examining",
+          "2019",
+          "2021",
+          "received",
+          "assessments",
+          "multiple",
+          "asserting",
+          "transfer",
+          "pricing",
+          "adjustments",
+          "permanent",
+          "establishment",
+          "continue",
+          "defend",
+          "claims",
+          "presented",
+          "regularly",
+          "assess",
+          "likelihood",
+          "adverse",
+          "outcomes",
+          "resulting",
+          "examinations",
+          "determine",
+          "adequacy",
+          "monitor",
+          "progress",
+          "ongoing",
+          "discussions",
+          "effect",
+          "expected",
+          "expiration",
+          "statute",
+          "limitations",
+          "taxing",
+          "adequate",
+          "made",
+          "result",
+          "However",
+          "outcome",
+          "audits",
+          "predicted",
+          "certainty",
+          "If",
+          "issues",
+          "addressed",
+          "resolved",
+          "manner",
+          "consistent",
+          "management",
+          "expectations",
+          "adjust",
+          "period",
+          "resolutions",
+          "occur"
+        ],
+        "keywords": [
+          "unrecognized tax benefits",
+          "income tax audits",
+          "transfer pricing"
+        ],
+        "connect_to": [
+          {
+            "target": "9feb0c3b-d76c-58fb-b466-48c594a35674",
+            "relation": "embeds",
+            "ref": "[tables/table-65 Tax Benefits.html]",
+            "position": {
+              "start": 107,
+              "end": 142
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "16709af2-137b-5cc7-ac98-2bb8d6910538",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"2\"></td><td colspan=\"3\">Year Ended December 31,</td></tr><tr><td>2023</td><td>2024</td><td>2025</td></tr><tr><td colspan=\"4\">Revenues:</td></tr><tr><td>Google Services</td><td>$ 272,543</td><td>$ 304,930</td><td>$ 342,721</td></tr><tr><td>Google Cloud</td><td>33,088</td><td>43,229</td><td>58,705</td></tr><tr><td>Other Bets</td><td>1,527</td><td>1,648</td><td>1,537</td></tr><tr><td>Hedging gains (losses)</td><td>236</td><td>211</td><td>(127)</td></tr><tr><td>Total revenues</td><td>$ 307,394</td><td>$ 350,018</td><td>$ 402,836</td></tr><tr><td colspan=\"4\">Operating income (loss):</td></tr><tr><td>Google Services</td><td>$ 95,858</td><td>$ 121,263</td><td>$ 139,404</td></tr><tr><td>Google Cloud</td><td>1,716</td><td>6,112</td><td>13,910</td></tr><tr><td>Other Bets</td><td>(4,095)</td><td>(4,444)</td><td>(7,515)</td></tr><tr><td>Alphabet-level activities</td><td>(9,186)</td><td>(10,541)</td><td>(16,760)</td></tr><tr><td>Total income from operations</td><td>$ 84,293</td><td>$ 112,390</td><td>$ 129,039</td></tr><tr><td colspan=\"4\">Supplemental information about segment expenses:</td></tr><tr><td colspan=\"4\">Google Services:</td></tr><tr><td>Employee compensation expenses</td><td>$ 46,224</td><td>$ 44,560</td><td>$ 45,124</td></tr><tr><td>Other costs and expenses</td><td>130,461</td><td>139,107</td><td>158,193</td></tr><tr><td>Total Google Services costs and expenses</td><td>$ 176,685</td><td>$ 183,667</td><td>$ 203,317</td></tr><tr><td colspan=\"4\">Google Cloud:</td></tr><tr><td>Employee compensation expenses</td><td>$ 19,054</td><td>$ 20,519</td><td>$ 22,078</td></tr><tr><td>Other costs and expenses</td><td>12,318</td><td>16,598</td><td>22,717</td></tr><tr><td>Total Google Cloud costs and expenses</td><td>$ 31,372</td><td>$ 37,117</td><td>$ 44,795</td></tr></table>",
+      "path": "tables/table-66 Alphabet Revenue.html",
+      "metadata": {
+        "length": 1813,
+        "summary": "table-67\nAlphabet's total revenues grew from $307B in 2023 to $403B in 2025, driven by Google Services and Cloud. Operating income rose from $84B to $129B, with Google Cloud turning profitable.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "file_path": "tables/table-66 Alphabet Revenue.html",
+        "keywords": [
+          "Revenue",
+          "Operating Income",
+          "Segment"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "b2b6f826-08c4-594e-81f4-6ebdd2184358",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"2\"></td><td colspan=\"2\">As of December 31,</td></tr><tr><td>2024</td><td>2025</td></tr><tr><td>Long-lived assets:</td><td></td><td></td></tr><tr><td>United States</td><td>$ 138,993</td><td>$ 195,337</td></tr><tr><td>International</td><td>45,631</td><td>66,481</td></tr><tr><td>Total long-lived assets</td><td>$ 184,624</td><td>$ 261,818</td></tr></table>",
+      "path": "tables/table-67 Long-lived Assets.html",
+      "metadata": {
+        "length": 378,
+        "summary": "table-68\nThe table shows long-lived assets as of December 31, 2024 and 2025. United States assets grew from $138,993 to $195,337, International from $45,631 to $66,481, totaling $184,624 and $261,818 respectively.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "file_path": "tables/table-67 Long-lived Assets.html",
+        "keywords": [
+          "Long-lived assets",
+          "United States",
+          "International"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "221efafa-075f-5748-a22a-8ddec1063ee9",
+      "type": "text",
+      "content": "We report our segment results as Google Services, Google Cloud, and Other Bets:\n- Google Services includes products and services such as ads, Android, Chrome, devices, Google Maps, Google Play, Search, and YouTube. Google Services generates revenues primarily from advertising; fees received for consumer subscription-based products such as YouTube TV, YouTube Music and Premium, and NFL Sunday Ticket, as well as Google One; the sale of apps and in-app purchases; and devices.\n- Google Cloud includes infrastructure and platform services, applications, and other services for enterprise customers. Google Cloud generates revenues primarily from consumption-based fees and subscriptions received for Google Cloud Platform services, Google Workspace communication and collaboration tools, and other enterprise services.\n\\- Other Bets is a combination of multiple operating segments that are not individually material. Revenues from Other Bets are generated primarily from the sale of autonomous transportation services and internet services.\nRevenues, certain costs, such as costs associated with content and traffic acquisition, certain engineering activities, and devices, as well as certain operating expenses are directly attributable to our segments. Due to the integrated nature of Alphabet, other costs and expenses, such as technical infrastructure and office facilities, are managed centrally at a consolidated level. These costs, including the associated depreciation, are allocated to operating segments as a service cost generally based on usage, headcount, or revenue.\nCertain costs are not allocated to our segments because they represent Alphabet-level activities. These costs primarily include:\n- certain AI-focused shared research and development activities, including employee compensation expenses and technical infrastructure usage costs associated with the development of our general AI models;\n• corporate initiatives such as our philanthropic activities; and\n• corporate shared costs such as certain finance, human resource, and legal costs, including certain fines and settlements.\nCharges associated with employee severance and office space reductions are also not allocated to our segments. Additionally, hedging gains (losses) related to revenue are not allocated to our segments.\nOur Chief Operating Decision Maker (CODM) is our Chief Executive Officer, Sundar Pichai. Our CODM uses segment operating income (loss) to allocate resources to our segments in our annual planning process and to assess the performance of our segments, primarily by monitoring actual results versus the annual plan. Our operating segments are not evaluated using asset information.\nThe following table presents revenue, profitability, and expense information about our segments (in millions):\n\n[tables/table-66 Alphabet Revenue.html]\n\nGoogle Services and Google Cloud employee compensation expenses include the costs associated with direct and allocated employees. Google Services and Google Cloud other costs and expenses primarily include direct costs, such as advertising and promotional activities, legal and other matters, and third-party services fees as well as allocated costs, such as technical infrastructure and office facilities usage costs. Additionally, Google Services other costs and expenses include content and traffic acquisition costs and device costs.\nSee Note 2 for further details relating to revenues by geography.\nThe following table presents long-lived assets by geographic area, which includes property and equipment, net and operating lease assets (in millions):\n\n[tables/table-67 Long-lived Assets.html]",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 15. Information about Segments and Geographic Areas",
+      "metadata": {
+        "length": 3645,
+        "summary": "The text describes Alphabet's three reportable segments: Google Services (ads, subscriptions, devices), Google Cloud (enterprise services), and Other Bets (autonomous transportation, internet services). It explains revenue sources, cost allocation methods (direct vs. centrally managed), and unallocated costs like AI R&D and corporate initiatives. The CODM uses segment operating income for resource allocation and performance assessment. The passage references tables for segment financials and long-lived assets by geography.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "We",
+          "report",
+          "segment",
+          "results",
+          "Google",
+          "Services",
+          "Cloud",
+          "Other",
+          "Bets",
+          "includes",
+          "products",
+          "services",
+          "ads",
+          "Android",
+          "Chrome",
+          "devices",
+          "Maps",
+          "Play",
+          "Search",
+          "YouTube",
+          "generates",
+          "revenues",
+          "primarily",
+          "advertising",
+          "fees",
+          "received",
+          "consumer",
+          "subscription",
+          "based",
+          "TV",
+          "Music",
+          "Premium",
+          "NFL",
+          "Sunday",
+          "Ticket",
+          "One",
+          "sale",
+          "apps",
+          "app",
+          "purchases",
+          "infrastructure",
+          "platform",
+          "applications",
+          "enterprise",
+          "customers",
+          "consumption",
+          "subscriptions",
+          "Platform",
+          "Workspace",
+          "communication",
+          "collaboration",
+          "tools",
+          "combination",
+          "multiple",
+          "operating",
+          "segments",
+          "individually",
+          "material",
+          "Revenues",
+          "generated",
+          "autonomous",
+          "transportation",
+          "internet",
+          "costs",
+          "content",
+          "traffic",
+          "acquisition",
+          "engineering",
+          "activities",
+          "expenses",
+          "directly",
+          "attributable",
+          "Due",
+          "integrated",
+          "nature",
+          "Alphabet",
+          "technical",
+          "office",
+          "facilities",
+          "managed",
+          "centrally",
+          "consolidated",
+          "level",
+          "These",
+          "including",
+          "depreciation",
+          "allocated",
+          "service",
+          "cost",
+          "generally",
+          "usage",
+          "headcount",
+          "revenue",
+          "Certain",
+          "represent",
+          "include",
+          "AI",
+          "focused",
+          "shared",
+          "research",
+          "development",
+          "employee",
+          "compensation",
+          "general",
+          "models",
+          "corporate",
+          "initiatives",
+          "philanthropic",
+          "finance",
+          "human",
+          "resource",
+          "legal",
+          "fines",
+          "settlements",
+          "Charges",
+          "severance",
+          "space",
+          "reductions",
+          "Additionally",
+          "hedging",
+          "gains",
+          "losses",
+          "related",
+          "Our",
+          "Chief",
+          "Operating",
+          "Decision",
+          "Maker",
+          "CODM",
+          "Executive",
+          "Officer",
+          "Sundar",
+          "Pichai",
+          "income",
+          "loss",
+          "allocate",
+          "resources",
+          "annual",
+          "planning",
+          "process",
+          "assess",
+          "performance",
+          "monitoring",
+          "actual",
+          "versus",
+          "plan",
+          "evaluated",
+          "asset",
+          "information",
+          "The",
+          "table",
+          "presents",
+          "profitability",
+          "expense",
+          "millions",
+          "direct",
+          "employees",
+          "promotional",
+          "matters",
+          "party",
+          "device",
+          "See",
+          "Note",
+          "details",
+          "relating",
+          "geography",
+          "long",
+          "lived",
+          "assets",
+          "geographic",
+          "area",
+          "property",
+          "equipment",
+          "net",
+          "lease"
+        ],
+        "keywords": [
+          "Google Services",
+          "Google Cloud",
+          "Other Bets"
+        ],
+        "connect_to": [
+          {
+            "target": "16709af2-137b-5cc7-ac98-2bb8d6910538",
+            "relation": "embeds",
+            "ref": "[tables/table-66 Alphabet Revenue.html]",
+            "position": {
+              "start": 2799,
+              "end": 2838
+            }
+          },
+          {
+            "target": "b2b6f826-08c4-594e-81f4-6ebdd2184358",
+            "relation": "embeds",
+            "ref": "[tables/table-67 Long-lived Assets.html]",
+            "position": {
+              "start": 3597,
+              "end": 3637
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "b0321c4f-8f9c-528d-844e-e3c549a64bb7",
+      "type": "text",
+      "content": "In January 2026, we recognized approximately \\$32.0 billion of unrealized gains in our non-marketable investments. These unrealized gains reflect an estimated increase in the fair value measurement following observable transactions that occurred in January 2026, and are subject to change as we finalize related valuations. See Note 3 and Note 7 for further details on equity investments and OI&E.\nITEM 9. CHANGES IN AND DISAGREEMENTS WITH ACCOUNTANTS ON ACCOUNTING AND FINANCIAL DISCLOSURE\nNone.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 16. Subsequent Event",
+      "metadata": {
+        "length": 496,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "In",
+          "January",
+          "2026",
+          "recognized",
+          "approximately",
+          "32.0",
+          "billion",
+          "unrealized",
+          "gains",
+          "marketable",
+          "investments",
+          "These",
+          "reflect",
+          "estimated",
+          "increase",
+          "fair",
+          "measurement",
+          "observable",
+          "transactions",
+          "occurred",
+          "subject",
+          "change",
+          "finalize",
+          "related",
+          "valuations",
+          "See",
+          "Note",
+          "details",
+          "equity",
+          "OI",
+          "ITEM",
+          "CHANGES",
+          "IN",
+          "AND",
+          "DISAGREEMENTS",
+          "WITH",
+          "ACCOUNTANTS",
+          "ON",
+          "ACCOUNTING",
+          "FINANCIAL",
+          "DISCLOSURE",
+          "None"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "f79e5f7f-6ebf-58cc-bc85-2994df22f5e0",
+      "type": "text",
+      "content": "",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 9A. CONTROLS AND PROCEDURES",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "72d13b7e-befe-57df-bf33-24ce62a0c074",
+      "type": "text",
+      "content": "Our management, with the participation of our chief executive officer and chief financial officer, evaluated the effectiveness of our disclosure controls and procedures pursuant to Rule 13a-15 under the Exchange Act, as of the end of the period covered by this Annual Report on Form 10-K.\nBased on this evaluation, our chief executive officer and chief financial officer concluded that, as of December 31, 2025, our disclosure controls and procedures are designed at a reasonable assurance level and are effective to provide reasonable assurance that information we are required to disclose in reports that we file or submit under the Exchange Act is recorded, processed, summarized, and reported within the time periods specified in the SEC's rules and forms, and that such information is accumulated and communicated to our management, including our chief executive officer and chief financial officer, as appropriate, to allow timely decisions regarding required disclosure.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 9A. CONTROLS AND PROCEDURES/Evaluation of Disclosure Controls and Procedures",
+      "metadata": {
+        "length": 977,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "Our",
+          "management",
+          "participation",
+          "chief",
+          "executive",
+          "officer",
+          "financial",
+          "evaluated",
+          "effectiveness",
+          "disclosure",
+          "controls",
+          "procedures",
+          "pursuant",
+          "Rule",
+          "13a",
+          "15",
+          "Exchange",
+          "Act",
+          "end",
+          "period",
+          "covered",
+          "Annual",
+          "Report",
+          "Form",
+          "10",
+          "Based",
+          "evaluation",
+          "concluded",
+          "December",
+          "31",
+          "2025",
+          "designed",
+          "reasonable",
+          "assurance",
+          "level",
+          "effective",
+          "provide",
+          "information",
+          "required",
+          "disclose",
+          "reports",
+          "file",
+          "submit",
+          "recorded",
+          "processed",
+          "summarized",
+          "reported",
+          "time",
+          "periods",
+          "SEC",
+          "rules",
+          "forms",
+          "accumulated",
+          "communicated",
+          "including",
+          "timely",
+          "decisions"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "770a25c9-21f8-5fee-8e3e-ea0bec58decc",
+      "type": "text",
+      "content": "There have been no changes in our internal control over financial reporting that occurred during the quarter ended December 31, 2025 that have materially affected, or are reasonably likely to materially affect, our internal control over financial reporting.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 9A. CONTROLS AND PROCEDURES/Changes in Internal Control over Financial Reporting",
+      "metadata": {
+        "length": 257,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "There",
+          "internal",
+          "control",
+          "financial",
+          "reporting",
+          "occurred",
+          "quarter",
+          "ended",
+          "December",
+          "31",
+          "2025",
+          "materially",
+          "affected",
+          "affect"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "cd7f642f-1acc-549e-bb6f-2651442e8a3e",
+      "type": "text",
+      "content": "Our management is responsible for establishing and maintaining adequate internal control over financial reporting, as defined in Rule 13a-15(f) of the Exchange Act. Our management conducted an evaluation of the effectiveness of our internal control over financial reporting based on the framework in Internal Control—Integrated Framework issued by the Committee of Sponsoring Organizations of the Treadway Commission (2013 framework). Based on this evaluation, management concluded that our internal control over financial reporting was effective as of December 31, 2025. Management reviewed the results of its assessment with our Audit Committee. The effectiveness of our internal control over financial reporting as of December 31, 2025 has been audited by Ernst & Young LLP, an independent registered public accounting firm, as stated in its report which is included in Item 8 of this Annual Report on Form 10-K.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 9A. CONTROLS AND PROCEDURES/Management's Report on Internal Control over Financial Reporting",
+      "metadata": {
+        "length": 915,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "Our",
+          "management",
+          "responsible",
+          "establishing",
+          "maintaining",
+          "adequate",
+          "internal",
+          "control",
+          "financial",
+          "reporting",
+          "defined",
+          "Rule",
+          "13a",
+          "15",
+          "Exchange",
+          "Act",
+          "conducted",
+          "evaluation",
+          "effectiveness",
+          "based",
+          "framework",
+          "Internal",
+          "Control",
+          "Integrated",
+          "Framework",
+          "issued",
+          "Committee",
+          "Sponsoring",
+          "Organizations",
+          "Treadway",
+          "Commission",
+          "2013",
+          "Based",
+          "concluded",
+          "effective",
+          "December",
+          "31",
+          "2025",
+          "Management",
+          "reviewed",
+          "results",
+          "assessment",
+          "Audit",
+          "The",
+          "audited",
+          "Ernst",
+          "Young",
+          "LLP",
+          "independent",
+          "registered",
+          "public",
+          "accounting",
+          "firm",
+          "stated",
+          "report",
+          "included",
+          "Item",
+          "Annual",
+          "Report",
+          "Form",
+          "10"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "8b0d135a-ac28-5cfc-b9f3-ea1d14f71fc0",
+      "type": "text",
+      "content": "In designing and evaluating the disclosure controls and procedures, management recognizes that any controls and procedures, no matter how well designed and operated, can provide only reasonable assurance of achieving the desired control objectives. In addition, the design of disclosure controls and procedures must reflect the fact that there are resource constraints and that management is required to apply its judgment in evaluating the benefits of possible controls and procedures relative to their costs.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 9A. CONTROLS AND PROCEDURES/Limitations on Effectiveness of Controls and Procedures",
+      "metadata": {
+        "length": 510,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "In",
+          "designing",
+          "evaluating",
+          "disclosure",
+          "controls",
+          "procedures",
+          "management",
+          "recognizes",
+          "matter",
+          "designed",
+          "operated",
+          "provide",
+          "reasonable",
+          "assurance",
+          "achieving",
+          "desired",
+          "control",
+          "objectives",
+          "addition",
+          "design",
+          "reflect",
+          "fact",
+          "resource",
+          "constraints",
+          "required",
+          "apply",
+          "judgment",
+          "benefits",
+          "relative",
+          "costs"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "c0fd0d75-4689-5c53-a935-0f31a392520d",
+      "type": "text",
+      "content": "10b5-1 Trading Plans\nDuring the quarter ended December 31, 2025, the following Section 16 director and officer adopted, modified, or terminated a \"Rule 10b5-1 trading arrangement\" (as defined in Item 408 of Regulation S-K of the Exchange Act):\n- John Hennessy, Chair of the Board of Directors, through the John L. Hennessy & Andrea J. Hennessy Revocable Trust, adopted a new trading plan on November 10, 2025 (with the first trade under the new plan scheduled for March 15, 2026). The trading plan will be effective until March 15, 2027 to sell up to 8,400 shares of Class C Capital Stock and up to 4,200 shares of Class A Common Stock.\n- Ruth M. Porat, President and Chief Investment Officer, adopted a new trading plan on November 29, 2025 (with the first trade under the new plan scheduled for March 2, 2026). The trading plan is scheduled to be in effect until March 2, 2027 to sell up to 154,486 shares (gross, plus any dividend equivalent units) of Class C Capital Stock issued upon the vesting of Ruth's Alphabet 2021 Performance Stock Units, as adjusted based on performance (shares sold are net of tax withholding).\nThere were no \"non-Rule 10b5-1 trading arrangements\" (as defined in Item 408 of Regulation S-K of the Exchange Act) adopted, modified, or terminated during the quarter ended December 31, 2025 by our directors and Section 16 officers. Each of the Rule 10b5-1 trading arrangements are in accordance with our Policy Against Insider\nTrading and actual sale transactions made pursuant to such trading arrangements will be disclosed publicly in Section 16 filings with the SEC in accordance with applicable securities laws, rules, and regulations.\nRequired Disclosure Pursuant to Section 13(r) of the Exchange Act\nAs previously disclosed, Google LLC, a subsidiary of Alphabet, filed notifications with the Russian Federal Security Service (FSB) pursuant to Russian encryption control requirements, which must be complied with prior to the import of covered items. The information provided pursuant to Section 13(r) of the Exchange Act in Part II, Item 5 of our Quarterly Report on Form 10-Q for the quarter ended September 30, 2025 is incorporated herein by reference.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 9B. OTHER INFORMATION",
+      "metadata": {
+        "length": 2187,
+        "summary": "During the quarter ended December 31, 2025, two Section 16 officers adopted new Rule 10b5-1 trading plans. John Hennessy, Chair of the Board, adopted a plan on November 10, 2025 to sell up to 8,400 shares of Class C Capital Stock and up to 4,200 shares of Class A Common Stock, effective until March 15, 2027. Ruth M. Porat, President and Chief Investment Officer, adopted a plan on November 29, 2025 to sell up to 154,486 shares of Class C Capital Stock upon vesting of performance stock units, effective until March 2, 2027. No non-Rule 10b5-1 trading arrangements were adopted, modified, or terminated. The disclosure also references required reporting under Section 13(r) of the Exchange Act regarding Russian encryption control notifications.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "10b5",
+          "Trading",
+          "Plans",
+          "During",
+          "quarter",
+          "ended",
+          "December",
+          "31",
+          "2025",
+          "Section",
+          "16",
+          "director",
+          "officer",
+          "adopted",
+          "modified",
+          "terminated",
+          "Rule",
+          "trading",
+          "arrangement",
+          "defined",
+          "Item",
+          "408",
+          "Regulation",
+          "Exchange",
+          "Act",
+          "John",
+          "Hennessy",
+          "Chair",
+          "Board",
+          "Directors",
+          "Andrea",
+          "Revocable",
+          "Trust",
+          "plan",
+          "November",
+          "10",
+          "trade",
+          "scheduled",
+          "March",
+          "15",
+          "2026",
+          "The",
+          "effective",
+          "2027",
+          "sell",
+          "400",
+          "shares",
+          "Class",
+          "Capital",
+          "Stock",
+          "200",
+          "Common",
+          "Ruth",
+          "Porat",
+          "President",
+          "Chief",
+          "Investment",
+          "Officer",
+          "29",
+          "effect",
+          "154",
+          "486",
+          "gross",
+          "dividend",
+          "equivalent",
+          "units",
+          "issued",
+          "vesting",
+          "Alphabet",
+          "2021",
+          "Performance",
+          "Units",
+          "adjusted",
+          "based",
+          "performance",
+          "sold",
+          "net",
+          "tax",
+          "withholding",
+          "There",
+          "arrangements",
+          "directors",
+          "officers",
+          "Each",
+          "accordance",
+          "Policy",
+          "Against",
+          "Insider",
+          "actual",
+          "sale",
+          "transactions",
+          "made",
+          "pursuant",
+          "disclosed",
+          "publicly",
+          "filings",
+          "SEC",
+          "applicable",
+          "securities",
+          "laws",
+          "rules",
+          "regulations",
+          "Required",
+          "Disclosure",
+          "Pursuant",
+          "13",
+          "As",
+          "previously",
+          "Google",
+          "LLC",
+          "subsidiary",
+          "filed",
+          "notifications",
+          "Russian",
+          "Federal",
+          "Security",
+          "Service",
+          "FSB",
+          "encryption",
+          "control",
+          "requirements",
+          "complied",
+          "prior",
+          "import",
+          "covered",
+          "items",
+          "information",
+          "provided",
+          "Part",
+          "II",
+          "Quarterly",
+          "Report",
+          "Form",
+          "September",
+          "30",
+          "incorporated",
+          "reference"
+        ],
+        "keywords": [
+          "10b5-1",
+          "trading plans",
+          "insider trading"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "cc4c3124-4c66-5fd7-863e-f016f6ab1f29",
+      "type": "text",
+      "content": "Not applicable.",
+      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 9C. DISCLOSURE REGARDING FOREIGN JURISDICTIONS THAT PREVENT INSPECTIONS",
+      "metadata": {
+        "length": 15,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "Not",
+          "applicable"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "defbd9dd-3fc7-583a-9c79-490402dd297d",
+      "type": "text",
+      "content": "",
+      "path": "GOOG-10-K-2025.pdf/PART III",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "d4f9774b-4a3f-5f31-b460-dfe3ad0a1508",
+      "type": "text",
+      "content": "The information required by this item will be included under the caption \"Directors, Executive Officers, and Corporate Governance\" in our Proxy Statement for the 2026 Annual Meeting of Stockholders to be filed with the SEC within 120 days of the fiscal year ended December 31, 2025 (2026 Proxy Statement) and is incorporated herein by reference. The information required by this item regarding delinquent filers pursuant to Item 405 of Regulation S-K will be included under the caption \"Delinquent Section 16(a) Reports\" in the 2026 Proxy Statement and is incorporated herein by reference.\nWe have adopted insider trading policies and procedures governing the purchase, sale, and other dispositions of securities of Alphabet by directors, officers, and employees that we believe are reasonably designed to promote compliance with insider trading laws, rules and regulations, and applicable Nasdaq listing standards. Our insider trading policy states, among other things, that our directors, officers, and employees are prohibited from trading in such securities while in possession of material, nonpublic information. The foregoing summary of our insider trading policies and procedures does not purport to be complete and is qualified by reference to our Policy Against Insider Trading filed as Exhibit 19.1 to our 2024 Annual Report on Form 10-K and incorporated by reference herein.",
+      "path": "GOOG-10-K-2025.pdf/PART III/ITEM 10. DIRECTORS, EXECUTIVE OFFICERS, AND CORPORATE GOVERNANCE",
+      "metadata": {
+        "length": 1385,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "The",
+          "information",
+          "required",
+          "item",
+          "included",
+          "caption",
+          "Directors",
+          "Executive",
+          "Officers",
+          "Corporate",
+          "Governance",
+          "Proxy",
+          "Statement",
+          "2026",
+          "Annual",
+          "Meeting",
+          "Stockholders",
+          "filed",
+          "SEC",
+          "120",
+          "days",
+          "fiscal",
+          "year",
+          "ended",
+          "December",
+          "31",
+          "2025",
+          "incorporated",
+          "reference",
+          "delinquent",
+          "filers",
+          "pursuant",
+          "Item",
+          "405",
+          "Regulation",
+          "Delinquent",
+          "Section",
+          "16",
+          "Reports",
+          "We",
+          "adopted",
+          "insider",
+          "trading",
+          "policies",
+          "procedures",
+          "governing",
+          "purchase",
+          "sale",
+          "dispositions",
+          "securities",
+          "Alphabet",
+          "directors",
+          "officers",
+          "employees",
+          "designed",
+          "promote",
+          "compliance",
+          "laws",
+          "rules",
+          "regulations",
+          "applicable",
+          "Nasdaq",
+          "listing",
+          "standards",
+          "Our",
+          "policy",
+          "states",
+          "things",
+          "prohibited",
+          "possession",
+          "material",
+          "nonpublic",
+          "foregoing",
+          "summary",
+          "purport",
+          "complete",
+          "qualified",
+          "Policy",
+          "Against",
+          "Insider",
+          "Trading",
+          "Exhibit",
+          "19.1",
+          "2024",
+          "Report",
+          "Form",
+          "10"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "88dcb81e-5112-5eb3-9277-155678d391c0",
+      "type": "text",
+      "content": "The information required by this item will be included under the captions \"Director Compensation,\" \"Executive Compensation\" and \"Directors, Executive Officers, and Corporate Governance—Corporate Governance and Board Matters—Compensation Committee Interlocks and Insider Participation\" in the 2026 Proxy Statement and is incorporated herein by reference, except as to information disclosed therein pursuant to Item 402(v) of Regulation S-K relating to pay versus performance.\nITEM 12. SECURITY OWNERSHIP OF CERTAIN BENEFICIAL OWNERS AND MANAGEMENT AND RELATED STOCKHOLDER MATTERS\nThe information required by this item will be included under the captions \"Common Stock Ownership of Certain Beneficial Owners and Management\" and \"Equity Compensation Plan Information\" in the 2026 Proxy Statement and is incorporated herein by reference.",
+      "path": "GOOG-10-K-2025.pdf/PART III/ITEM 11. EXECUTIVE COMPENSATION",
+      "metadata": {
+        "length": 833,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "The",
+          "information",
+          "required",
+          "item",
+          "included",
+          "captions",
+          "Director",
+          "Compensation",
+          "Executive",
+          "Directors",
+          "Officers",
+          "Corporate",
+          "Governance",
+          "Board",
+          "Matters",
+          "Committee",
+          "Interlocks",
+          "Insider",
+          "Participation",
+          "2026",
+          "Proxy",
+          "Statement",
+          "incorporated",
+          "reference",
+          "disclosed",
+          "pursuant",
+          "Item",
+          "402",
+          "Regulation",
+          "relating",
+          "pay",
+          "versus",
+          "performance",
+          "ITEM",
+          "12",
+          "SECURITY",
+          "OWNERSHIP",
+          "OF",
+          "CERTAIN",
+          "BENEFICIAL",
+          "OWNERS",
+          "AND",
+          "MANAGEMENT",
+          "RELATED",
+          "STOCKHOLDER",
+          "MATTERS",
+          "Common",
+          "Stock",
+          "Ownership",
+          "Certain",
+          "Beneficial",
+          "Owners",
+          "Management",
+          "Equity",
+          "Plan",
+          "Information"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "d1574abe-bbd4-53f1-b244-f7e8896a51d4",
+      "type": "text",
+      "content": "The information required by this item will be included under the captions \"Certain Relationships and Related Transactions\" and \"Directors, Executive Officers, and Corporate Governance—Corporate Governance and Board Matters—Director Independence\" in the 2026 Proxy Statement and is incorporated herein by reference.",
+      "path": "GOOG-10-K-2025.pdf/PART III/ITEM 13. CERTAIN RELATIONSHIPS AND RELATED TRANSACTIONS, AND DIRECTOR INDEPENDENCE",
+      "metadata": {
+        "length": 314,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "The",
+          "information",
+          "required",
+          "item",
+          "included",
+          "captions",
+          "Certain",
+          "Relationships",
+          "Related",
+          "Transactions",
+          "Directors",
+          "Executive",
+          "Officers",
+          "Corporate",
+          "Governance",
+          "Board",
+          "Matters",
+          "Director",
+          "Independence",
+          "2026",
+          "Proxy",
+          "Statement",
+          "incorporated",
+          "reference"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "553ce4dc-fa20-52d0-93fa-89793700eb42",
+      "type": "text",
+      "content": "The information required by this item will be included under the caption \"Independent Registered Public Accounting Firm\" in the 2026 Proxy Statement and is incorporated herein by reference.",
+      "path": "GOOG-10-K-2025.pdf/PART III/ITEM 14. PRINCIPAL ACCOUNTANT FEES AND SERVICES",
+      "metadata": {
+        "length": 189,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "The",
+          "information",
+          "required",
+          "item",
+          "included",
+          "caption",
+          "Independent",
+          "Registered",
+          "Public",
+          "Accounting",
+          "Firm",
+          "2026",
+          "Proxy",
+          "Statement",
+          "incorporated",
+          "reference"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "0830dffe-7f86-5393-8278-d932c955e81b",
+      "type": "text",
+      "content": "",
+      "path": "GOOG-10-K-2025.pdf/PART IV",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "a1500ada-20a5-5ebf-ba5e-80b9c1bd9731",
+      "type": "text",
+      "content": "We have filed the following documents as part of this Annual Report on Form 10-K:",
+      "path": "GOOG-10-K-2025.pdf/PART IV/ITEM 15. EXHIBITS, FINANCIAL STATEMENT SCHEDULES",
+      "metadata": {
+        "length": 81,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "We",
+          "filed",
+          "documents",
+          "part",
+          "Annual",
+          "Report",
+          "Form",
+          "10"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "dddecd11-4609-5a63-b797-ad5e0f42c39e",
+      "type": "text",
+      "content": "Reports of Independent Registered Public Accounting Firm 45\nFinancial Statements:\nConsolidated Balance Sheets 48\nConsolidated Statements of Income 49\nConsolidated Statements of Comprehensive Income 50\nConsolidated Statements of Stockholders' Equity 51\nConsolidated Statements of Cash Flows 52\nNotes to Consolidated Financial Statements 53",
+      "path": "GOOG-10-K-2025.pdf/PART IV/ITEM 15. EXHIBITS, FINANCIAL STATEMENT SCHEDULES/1. Consolidated Financial Statements",
+      "metadata": {
+        "length": 338,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "Reports",
+          "Independent",
+          "Registered",
+          "Public",
+          "Accounting",
+          "Firm",
+          "45",
+          "Financial",
+          "Statements",
+          "Consolidated",
+          "Balance",
+          "Sheets",
+          "48",
+          "Income",
+          "49",
+          "Comprehensive",
+          "50",
+          "Stockholders",
+          "Equity",
+          "51",
+          "Cash",
+          "Flows",
+          "52",
+          "Notes",
+          "53"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "2b63de4a-1d84-5ace-830d-73c017485072",
+      "type": "table",
+      "content": "<table><tr><td></td><td>Balance atBeginning of Year</td><td>Additions</td><td>Usage</td><td>Balance atEnd of Year</td></tr><tr><td>Year ended December 31, 2023</td><td>$ 1,213</td><td>$ 3,115</td><td>$ (2,737)</td><td>$ 1,591</td></tr><tr><td>Year ended December 31, 2024</td><td>$ 1,591</td><td>$ 2,895</td><td>$ (2,850)</td><td>$ 1,636</td></tr><tr><td>Year ended December 31, 2025</td><td>$ 1,636</td><td>$ 4,128</td><td>$ (3,408)</td><td>$ 2,356</td></tr></table>",
+      "path": "tables/table-68 Warranty Reserves.html",
+      "metadata": {
+        "length": 467,
+        "summary": "table-69\nThe table shows warranty reserve balances for 2023-2025, with beginning balances, additions, usage, and ending balances. The ending balance increased from $1,213 to $2,356 over the three years.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "file_path": "tables/table-68 Warranty Reserves.html",
+        "keywords": [
+          "Warranty",
+          "Reserves",
+          "Balance"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "568517af-53a0-584b-bde1-eac1456f760a",
+      "type": "text",
+      "content": "Schedule II: Valuation and Qualifying Accounts\nThe table below details the activity of the allowance for credit losses and sales credits for the years ended December 31, 2023, 2024, and 2025 (in millions):\n\n[tables/table-68 Warranty Reserves.html]\n\nNote: Additions to the allowance for credit losses are charged to expense. Additions to the allowance for sales credits are charged against revenues.\nAll other schedules have been omitted because they are not required, not applicable, or the required information is otherwise included.",
+      "path": "GOOG-10-K-2025.pdf/PART IV/ITEM 15. EXHIBITS, FINANCIAL STATEMENT SCHEDULES/2. Financial Statement Schedules",
+      "metadata": {
+        "length": 580,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "Schedule",
+          "II",
+          "Valuation",
+          "Qualifying",
+          "Accounts",
+          "The",
+          "table",
+          "details",
+          "activity",
+          "allowance",
+          "credit",
+          "losses",
+          "sales",
+          "credits",
+          "years",
+          "ended",
+          "December",
+          "31",
+          "2023",
+          "2024",
+          "2025",
+          "millions",
+          "Note",
+          "Additions",
+          "charged",
+          "expense",
+          "revenues",
+          "All",
+          "schedules",
+          "omitted",
+          "required",
+          "applicable",
+          "information",
+          "included"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "2b63de4a-1d84-5ace-830d-73c017485072",
+            "relation": "embeds",
+            "ref": "[tables/table-68 Warranty Reserves.html]",
+            "position": {
+              "start": 207,
+              "end": 247
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "5d443d19-0796-57e7-b32d-c7f7ef7189ec",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"2\">Exhibit Number</td><td rowspan=\"2\">Description</td><td colspan=\"3\">Incorporated by reference herein</td></tr><tr><td>Form</td><td colspan=\"2\">Date</td></tr><tr><td>2.01</td><td>Agreement and Plan of Merger, dated October 2, 2015, by and among Google Inc., the Registrant and Maple Technologies Inc.</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td colspan=\"2\">October 2, 2015</td></tr><tr><td>3.01</td><td>Amended and Restated Certificate of Incorporation of the Registrant</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td colspan=\"2\">June 3, 2022</td></tr><tr><td>3.02</td><td>Amended and Restated Bylaws of the Registrant, dated October 19, 2022</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td colspan=\"2\">October 25, 2022</td></tr><tr><td>4.01</td><td>Specimen Class A Common Stock certificate</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td colspan=\"2\">October 2, 2015</td></tr><tr><td>4.02</td><td>Specimen Class C Capital Stock certificate</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td colspan=\"2\">October 2, 2015</td></tr><tr><td>4.03</td><td>Alphabet Inc. Deferred Compensation Plan</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td colspan=\"2\">October 2, 2015</td></tr><tr><td>4.04</td><td>Transfer Restriction Agreement, dated October 2, 2015, between the Registrant and Larry Page and certain of his affiliates</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td colspan=\"2\">October 2, 2015</td></tr><tr><td>4.05</td><td>Transfer Restriction Agreement, dated October 2, 2015, between the Registrant and Sergey Brin and certain of his affiliates</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td colspan=\"2\">October 2, 2015</td></tr><tr><td>4.06</td><td>Joinder Agreement, dated December 31, 2021, among the Registrant, Sergey Brin and certain of his affiliates</td><td>Annual Report on Form 10-K (File No. 001-37580)</td><td colspan=\"2\">February 2, 2022</td></tr><tr><td>4.07</td><td>Transfer Restriction Agreement, dated October 2, 2015, between the Registrant and Eric E. Schmidt and certain of its affiliates</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td colspan=\"2\">October 2, 2015</td></tr><tr><td>4.08</td><td>Class C Undertaking, dated October 2, 2015, executed by the Registrant</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td colspan=\"2\">October 2, 2015</td></tr><tr><td>4.09</td><td>Indenture, dated February 12, 2016, between the Registrant and The Bank of New York Mellon Trust Company, N.A., as Trustee</td><td>Registration Statement on Form S-3 (File No. 333-209510)</td><td colspan=\"2\">February 12, 2016</td></tr><tr><td>4.10</td><td>Registrant Registration Rights Agreement dated December 14, 2015</td><td>Registration Statement on Form S-3 (File No. 333-209518)</td><td colspan=\"2\">February 12, 2016</td></tr><tr><td>4.11</td><td>First Supplemental Indenture, dated April 27, 2016, between the Registrant and The Bank of New York Mellon Trust Company, N.A., as trustee</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td colspan=\"2\">April 27, 2016</td></tr><tr><td>4.12</td><td>Form of the Registrant's 1.998% Note due 2026</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td colspan=\"2\">August 9, 2016</td></tr><tr><td>4.13</td><td>Form of Global Note representing the Registrant's 0.800% notes due 2027</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td colspan=\"2\">August 5, 2020</td></tr><tr><td>4.14</td><td>Form of Global Note representing the Registrant's 1.100% notes due 2030</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td colspan=\"2\">August 5, 2020</td></tr><tr><td>4.15</td><td>Form of Global Note representing the Registrant's 1.900% notes due 2040</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td colspan=\"2\">August 5, 2020</td></tr><tr><td>4.16</td><td>Form of Global Note representing the Registrant's 2.050% notes due 2050</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td colspan=\"2\">August 5, 2020</td></tr><tr><td>4.17</td><td>Form of Global Note representing the Registrant's 2.250% notes due 2060</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td colspan=\"2\">August 5, 2020</td></tr><tr><td>4.18</td><td>Form of Global Note representing the Registrant's 4.000% notes due 2030</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td colspan=\"2\">May 1, 2025</td></tr><tr><td>4.19</td><td>Form of Global Note representing the Registrant's 4.500% notes due 2035</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td colspan=\"2\">May 1, 2025</td></tr><tr><td>4.20</td><td>Form of Global Note representing the Registrant's 5.250% notes due 2055</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td colspan=\"2\">May 1, 2025</td></tr><tr><td>4.21</td><td>Form of Global Note representing the Registrant's 5.300% notes due 2065</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td colspan=\"2\">May 1, 2025</td></tr><tr><td>4.22</td><td>Form of Global Note representing the Registrant's 2.500% notes due 2029</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td colspan=\"2\">May 6, 2025</td></tr><tr><td>4.23</td><td>Form of Global Note representing the Registrant's 3.000% notes due 2033</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td colspan=\"2\">May 6, 2025</td></tr><tr><td>4.24</td><td>Form of Global Note representing the Registrant's 3.375% notes due 2037</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td colspan=\"2\">May 6, 2025</td></tr><tr><td>4.25</td><td>Form of Global Note representing the Registrant's 3.875% notes due 2045</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td colspan=\"2\">May 6, 2025</td></tr><tr><td>4.26</td><td>Form of Global Note representing the Registrant's 4.000% notes due 2054</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td colspan=\"2\">May 6, 2025</td></tr><tr><td>4.27</td><td>Form of Global Note representing the Registrant's 2.375% notes due 2028</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td colspan=\"2\">November 6, 2025</td></tr><tr><td>4.28</td><td>Form of Global Note representing the Registrant's 2.875% notes due 2031</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td colspan=\"2\">November 6, 2025</td></tr><tr><td>4.29</td><td>Form of Global Note representing the Registrant's 3.125% notes due 2034</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td colspan=\"2\">November 6, 2025</td></tr><tr><td>4.30</td><td>Form of Global Note representing the Registrant's 3.500% notes due 2038</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td colspan=\"2\">November 6, 2025</td></tr><tr><td>4.31</td><td>Form of Global Note representing the Registrant's 4.000% notes due 2044</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td colspan=\"2\">November 6, 2025</td></tr><tr><td rowspan=\"2\">Exhibit Number</td><td rowspan=\"2\"></td><td rowspan=\"2\">Description</td><td colspan=\"2\">Incorporated by reference herein</td></tr><tr><td>Form</td><td>Date</td></tr><tr><td>4.32</td><td></td><td>Form of Global Note representing the Registrant's 4.375% notes due 2064</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td>November 6, 2025</td></tr><tr><td>4.33</td><td></td><td>Form of Global Note representing the Registrant's floating rate notes due 2028</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td>November 6, 2025</td></tr><tr><td>4.34</td><td></td><td>Form of Global Note representing the Registrant's 3.875% notes due 2028</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td>November 6, 2025</td></tr><tr><td>4.35</td><td></td><td>Form of Global Note representing the Registrant's 4.100% notes due 2030</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td>November 6, 2025</td></tr><tr><td>4.36</td><td></td><td>Form of Global Note representing the Registrant's 4.375% notes due 2032</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td>November 6, 2025</td></tr><tr><td>4.37</td><td></td><td>Form of Global Note representing the Registrant's 4.700% notes due 2035</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td>November 6, 2025</td></tr><tr><td>4.38</td><td></td><td>Form of Global Note representing the Registrant's 5.350% notes due 2045</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td>November 6, 2025</td></tr><tr><td>4.39</td><td></td><td>Form of Global Note representing the Registrant's 5.450% notes due 2055</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td>November 6, 2025</td></tr><tr><td>4.40</td><td></td><td>Form of Global Note representing the Registrant's 5.700% notes due 2075</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td>November 6, 2025</td></tr><tr><td>4.41</td><td></td><td>Description of Registrant's Securities</td><td>Annual Report on Form 10-K (File No. 001-37580)</td><td>February 3, 2023</td></tr><tr><td>10.01</td><td>◆</td><td>Form of Indemnification Agreement entered into between the Registrant, its affiliates and its directors and officers</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td>October 2, 2015</td></tr><tr><td>10.02</td><td>◆</td><td>Form of Offer Letter for Directors</td><td>Annual Report on Form 10-K (File No. 001-37580)</td><td>January 31, 2024</td></tr><tr><td>10.03</td><td>◆</td><td>Letter Agreement dated June 3, 2024, between Anat Ashkenazi and Alphabet</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td>June 7, 2024</td></tr><tr><td>10.04</td><td>◆</td><td>Compensation Plan Agreement, dated October 2, 2015, between Google Inc. and the Registrant</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td>October 2, 2015</td></tr><tr><td>10.05</td><td>◆</td><td>Director Arrangements Agreement, dated October 2, 2015, between Google Inc. and the Registrant</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td>October 2, 2015</td></tr><tr><td>10.06</td><td>◆</td><td>Alphabet Inc. Deferred Compensation Plan</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td>October 2, 2015</td></tr><tr><td>10.07</td><td>◆</td><td>Alphabet Inc. Amended and Restated 2012 Stock Plan</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td>June 5, 2020</td></tr><tr><td>10.07.1</td><td>◆</td><td>Alphabet Inc. Amended and Restated 2012 Stock Plan - Form of Alphabet Restricted Stock Unit Agreement</td><td>Annual Report on Form 10-K (File No. 001-37580)</td><td>February 4, 2020</td></tr><tr><td>10.08</td><td>◆</td><td>Alphabet Inc. Amended and Restated 2021 Stock Plan</td><td>Current Report on Form 8-K (file No. 001-37580)</td><td>June 8, 2023</td></tr><tr><td>10.08.1</td><td>◆</td><td>Alphabet Inc. Amended and Restated 2021 Stock Plan - Form of Alphabet Restricted Stock Unit Agreement</td><td>Quarterly Report on Form 10-Q (file No. 001-37580)</td><td>July 28, 2021</td></tr><tr><td>10.08.2</td><td>◆</td><td>Alphabet Inc. Amended and Restated 2021 Stock Plan - Form of Alphabet Restricted Stock Unit Agreement</td><td>Quarterly Report on Form 10-Q (File No. 001-37580)</td><td>July 26, 2023</td></tr><tr><td>10.08.3</td><td>◆</td><td>Alphabet Inc. Amended and Restated 2021 Stock Plan – Form of Alphabet Restricted Stock Unit Agreement</td><td>Quarterly Report on Form 10-Q (File No. 001-37580)</td><td>April 26, 2024</td></tr><tr><td>10.08.4</td><td>◆</td><td>Alphabet Inc. Amended and Restated 2021 Stock Plan - Form of Alphabet 2022 CEO Performance Stock Unit Agreement</td><td>Annual Report on Form 10-K (File No. 001-37580)</td><td>February 3, 2023</td></tr><tr><td>10.08.5</td><td>◆</td><td>Alphabet Inc. Amended and Restated 2021 Stock Plan – Form of Alphabet CEO Performance Stock Unit Agreement</td><td>Quarterly Report on Form 10-Q (File No. 001-37580)</td><td>April 26, 2024</td></tr><tr><td>10.08.6</td><td>◆</td><td>Alphabet Inc. Amended and Restated 2021 Stock Plan - Form of Alphabet 2022 Non-CEO Performance Stock Unit Agreement</td><td>Annual Report on Form 10-K (File No. 001-37580)</td><td>February 2, 2022</td></tr><tr><td>10.08.7</td><td>◆</td><td>Alphabet Inc. Amended and Restated 2021 Stock Plan - Form of Alphabet 2023 Non-CEO Performance Stock Unit Agreement</td><td>Quarterly Report on Form 10-Q (File No. 001-37580)</td><td>July 26, 2023</td></tr><tr><td>10.08.8</td><td>◆</td><td>Alphabet Inc. Amended and Restated 2021 Stock Plan – Form of Alphabet Non-CEO Performance Stock Unit Agreement</td><td>Quarterly Report on Form 10-Q (File No. 001-37580)</td><td>April 26, 2024</td></tr><tr><td>10.09</td><td>◆</td><td>Alphabet Inc. Company Bonus Plan, as amended</td><td>Annual Report on Form 10-K (File No. 001-37350)</td><td>February 2, 2023</td></tr><tr><td>19.01</td><td></td><td>Alphabet Inc. Policy Against Insider Trading</td><td>Annual Report on Form 10-K (File No. 001-37350)</td><td>February 5, 2025</td></tr><tr><td>21.01</td><td>*</td><td>Subsidiaries of the Registrant</td><td></td><td></td></tr><tr><td>23.01</td><td>*</td><td>Consent of Independent Registered Public Accounting Firm</td><td></td><td></td></tr><tr><td>24.01</td><td>*</td><td>Power of Attorney (incorporated by reference to the signature page of this Annual Report on Form 10-K)</td><td></td><td></td></tr><tr><td>31.01</td><td>*</td><td>Certification of Chief Executive Officer pursuant to Exchange Act Rules 13a-14(a) and 15d-14(a), as adopted pursuant to Section 302 of the Sarbanes-Oxley Act of 2002</td><td></td><td></td></tr><tr><td>31.02</td><td>*</td><td>Certification of Chief Financial Officer pursuant to Exchange Act Rules 13a-14(a) and 15d-14(a), as adopted pursuant to Section 302 of the Sarbanes-Oxley Act of 2002</td><td></td><td></td></tr><tr><td>32.01</td><td>‡</td><td>Certifications of Chief Executive Officer and Chief Financial Officer pursuant to 18 U.S.C. Section 1350, as adopted pursuant to Section 906 of the Sarbanes-Oxley Act of 2002</td><td></td><td></td></tr><tr><td>97.01</td><td>◆</td><td>Clawback Policy</td><td>Annual Report on Form 10-K (File No. 001-37350)</td><td>January 31, 2024</td></tr><tr><td>101.INS</td><td>*</td><td>Inline XBRL Instance Document - the instance document does not appear in the Interactive Data File because its XBRL tags are embedded within the Inline XBRL document</td><td></td><td></td></tr><tr><td>101.SCH</td><td>*</td><td>Inline XBRL Taxonomy Extension Schema Document</td><td></td><td></td></tr><tr><td>101.CAL</td><td>*</td><td>Inline XBRL Taxonomy Extension Calculation Linkbase Document</td><td></td><td></td></tr><tr><td>101.DEF</td><td>*</td><td>Inline XBRL Taxonomy Extension Definition Linkbase Document</td><td></td><td></td></tr><tr><td>101.LAB</td><td>*</td><td>Inline XBRL Taxonomy Extension Label Linkbase Document</td><td></td><td></td></tr><tr><td>101.PRE</td><td>*</td><td>Inline XBRL Taxonomy Extension Presentation Linkbase Document</td><td></td><td></td></tr><tr><td>104</td><td>*</td><td>Cover Page Interactive Data File (embedded within the Inline XBRL document and contained in Exhibit 101)</td><td></td><td></td></tr></table>",
+      "path": "tables/table-69 Exhibit List.html",
+      "metadata": {
+        "length": 15187,
+        "summary": "table-70\nHTML table listing exhibits (2.01-104) for Alphabet Inc., including descriptions and incorporation by reference details for SEC filings.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "file_path": "tables/table-69 Exhibit List.html",
+        "keywords": [
+          "Exhibits",
+          "SEC Filings",
+          "Alphabet"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "981952d0-4f35-5d70-8278-d4baa74c6cf2",
+      "type": "text",
+      "content": "[tables/table-69 Exhibit List.html]\n\n◆ Indicates management compensatory plan, contract, or arrangement.\n\\* Filed herewith.\n‡ Furnished herewith.",
+      "path": "GOOG-10-K-2025.pdf/PART IV/ITEM 15. EXHIBITS, FINANCIAL STATEMENT SCHEDULES/3. Exhibits",
+      "metadata": {
+        "length": 183,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "Indicates",
+          "management",
+          "compensatory",
+          "plan",
+          "contract",
+          "arrangement",
+          "Filed",
+          "herewith",
+          "Furnished"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "5d443d19-0796-57e7-b32d-c7f7ef7189ec",
+            "relation": "embeds",
+            "ref": "[tables/table-69 Exhibit List.html]",
+            "position": {
+              "start": 0,
+              "end": 35
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "67ddeed7-c2ee-51fb-ada3-a387f94472c0",
+      "type": "text",
+      "content": "None.",
+      "path": "GOOG-10-K-2025.pdf/PART IV/ITEM 16. FORM 10-K SUMMARY",
+      "metadata": {
+        "length": 5,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "d8df950a-a463-5032-b530-e48c2902589a",
+      "type": "table",
+      "content": "<table><tr><td>By:</td><td>/S/ SUNDAR PICHAI</td></tr><tr><td></td><td>Sundar Pichai</td></tr><tr><td></td><td>Chief Executive Officer(Principal Executive Officer of the Registrant)</td></tr></table>",
+      "path": "tables/table-70 CEO Signature.html",
+      "metadata": {
+        "length": 199,
+        "summary": "table-71\nThe document is signed by Sundar Pichai, Chief Executive Officer and Principal Executive Officer of the registrant.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "file_path": "tables/table-70 CEO Signature.html",
+        "keywords": [
+          "CEO",
+          "Signature",
+          "Registrant"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "276e3598-d5f9-53ef-8d3b-0d48aaf59185",
+      "type": "text",
+      "content": "Pursuant to the requirements of Section 13 or 15(d) of the Securities Exchange Act of 1934, the Registrant has duly caused this Annual Report on Form 10-K to be signed on its behalf by the undersigned, thereunto duly authorized.\nDate: February 4, 2026\nALPHABET INC.\n\n[tables/table-70 CEO Signature.html]",
+      "path": "GOOG-10-K-2025.pdf/PART IV/SIGNATURES",
+      "metadata": {
+        "length": 311,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "Pursuant",
+          "requirements",
+          "Section",
+          "13",
+          "15",
+          "Securities",
+          "Exchange",
+          "Act",
+          "1934",
+          "Registrant",
+          "duly",
+          "caused",
+          "Annual",
+          "Report",
+          "Form",
+          "10",
+          "signed",
+          "behalf",
+          "undersigned",
+          "thereunto",
+          "authorized",
+          "Date",
+          "February",
+          "2026",
+          "ALPHABET",
+          "INC"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "d8df950a-a463-5032-b530-e48c2902589a",
+            "relation": "embeds",
+            "ref": "[tables/table-70 CEO Signature.html]",
+            "position": {
+              "start": 267,
+              "end": 303
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "cf5c96e9-bdc1-5842-9cbc-c3e9d008b003",
+      "type": "table",
+      "content": "<table><tr><td colspan=\"2\">Signature</td><td>Title</td><td>Date</td></tr><tr><td>/S/</td><td>SUNDAR PICHAI</td><td>Chief Executive Officer and Director (Principal Executive Officer)</td><td>February 4, 2026</td></tr><tr><td colspan=\"2\">Sundar Pichai</td><td></td><td></td></tr><tr><td>/S/</td><td>ANAT ASHKENAZI</td><td>Senior Vice President and Chief Financial Officer (Principal Financial Officer)</td><td>February 4, 2026</td></tr><tr><td colspan=\"2\">Anat Ashkenazi</td><td></td><td></td></tr><tr><td>/S/</td><td>AMIE THUENER O&#x27;TOOLE</td><td>Vice President, Corporate Controller and Principal Accounting Officer</td><td>February 4, 2026</td></tr><tr><td colspan=\"2\">Amie Thuener O&#x27;Toole</td><td></td><td></td></tr><tr><td>/S/</td><td>FRANCES H. ARNOLD</td><td>Director</td><td>February 4, 2026</td></tr><tr><td colspan=\"2\">Frances H. Arnold</td><td></td><td></td></tr><tr><td>/S/</td><td>SERGEY BRIN</td><td>Co-Founder and Director</td><td>February 4, 2026</td></tr><tr><td colspan=\"2\">Sergey Brin</td><td></td><td></td></tr><tr><td>/S/</td><td>R. MARTIN CHAVEZ</td><td>Director</td><td>February 4, 2026</td></tr><tr><td colspan=\"2\">R. Martin Chávez</td><td></td><td></td></tr><tr><td>/S/</td><td>L. JOHN DOERR</td><td>Director</td><td>February 4, 2026</td></tr><tr><td colspan=\"2\">L. John Doerr</td><td></td><td></td></tr><tr><td>/S/</td><td>ROGER W. FERGUSON JR.</td><td>Director</td><td>February 4, 2026</td></tr><tr><td colspan=\"2\">Roger W. Ferguson Jr.</td><td></td><td></td></tr><tr><td>/S/</td><td>JOHN L. HENNESSY</td><td>Director, Chair</td><td>February 4, 2026</td></tr><tr><td colspan=\"2\">John L. Hennessy</td><td></td><td></td></tr><tr><td>/S/</td><td>LARRY PAGE</td><td>Co-Founder and Director</td><td>February 4, 2026</td></tr><tr><td colspan=\"2\">Larry Page</td><td></td><td></td></tr><tr><td>/S/</td><td>K. RAM SHRIRAM</td><td>Director</td><td>February 4, 2026</td></tr><tr><td colspan=\"2\">K. Ram Shriram</td><td></td><td></td></tr><tr><td>/S/</td><td>ROBIN L. WASHINGTON</td><td>Director</td><td>February 4, 2026</td></tr><tr><td colspan=\"2\">Robin L. Washington</td><td></td><td></td></tr></table>",
+      "path": "tables/table-71 Signatures.html",
+      "metadata": {
+        "length": 2126,
+        "summary": "table-72\nSignatures of Sundar Pichai, Anat Ashkenazi, Amie Thuener O'Toole, and directors including Frances Arnold, Sergey Brin, and others, all dated February 4, 2026.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "file_path": "tables/table-71 Signatures.html",
+        "keywords": [
+          "Signatures",
+          "Executives",
+          "Directors"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "69de83b9-0974-5f20-acec-e0a38add0359",
+      "type": "text",
+      "content": "KNOW ALL PERSONS BY THESE PRESENTS, that each person whose signature appears below constitutes and appoints Sundar Pichai and Anat Ashkenazi, jointly and severally, his or her attorney-in-fact, with the power of substitution, for him or her in any and all capacities, to sign any amendments to this Annual Report on Form 10-K and to file the same, with exhibits thereto and other documents in connection therewith, with the Securities and Exchange Commission, hereby ratifying and confirming all that each of said attorneys-in-fact, or his or her substitute or substitutes, may do or cause to be done by virtue hereof.\nPursuant to the requirements of the Securities Exchange Act of 1934, this Annual Report on Form 10-K has been signed below by the following persons on behalf of the Registrant and in the capacities and on the dates indicated.\n\n[tables/table-71 Signatures.html]",
+      "path": "GOOG-10-K-2025.pdf/PART IV/POWER OF ATTORNEY",
+      "metadata": {
+        "length": 889,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: PART I, PART II, PART III, PART IV",
+        "tokens": [
+          "KNOW",
+          "ALL",
+          "PERSONS",
+          "BY",
+          "THESE",
+          "PRESENTS",
+          "person",
+          "signature",
+          "appears",
+          "constitutes",
+          "appoints",
+          "Sundar",
+          "Pichai",
+          "Anat",
+          "Ashkenazi",
+          "jointly",
+          "severally",
+          "attorney",
+          "fact",
+          "power",
+          "substitution",
+          "capacities",
+          "sign",
+          "amendments",
+          "Annual",
+          "Report",
+          "Form",
+          "10",
+          "file",
+          "exhibits",
+          "thereto",
+          "documents",
+          "connection",
+          "therewith",
+          "Securities",
+          "Exchange",
+          "Commission",
+          "ratifying",
+          "confirming",
+          "attorneys",
+          "substitute",
+          "substitutes",
+          "virtue",
+          "hereof",
+          "Pursuant",
+          "requirements",
+          "Act",
+          "1934",
+          "signed",
+          "persons",
+          "behalf",
+          "Registrant",
+          "dates"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "cf5c96e9-bdc1-5842-9cbc-c3e9d008b003",
+            "relation": "embeds",
+            "ref": "[tables/table-71 Signatures.html]",
+            "position": {
+              "start": 846,
+              "end": 879
+            }
+          }
+        ]
+      }
+    }
+  ]
+}
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-goog-10-k-2025/doc_nav.json b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/doc_nav.json
new file mode 100644
index 000000000..eaaefde5c
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/doc_nav.json
@@ -0,0 +1,2169 @@
+{
+  "version": "1.0",
+  "file_name": "GOOG 10-K 2025.pdf",
+  "stats": {
+    "total_chunks": 300,
+    "text_chunks": 226,
+    "image_chunks": 2,
+    "table_chunks": 72,
+    "max_depth": 7
+  },
+  "sections": [
+    {
+      "title": "Root",
+      "path": "GOOG-10-K-2025.pdf",
+      "level": 1,
+      "summary": "This is the Form 10-K annual report filed by Alphabet Inc. with the U.S. Securities and Exchange Commission for the fiscal year ended December 31, 2025. It includes company identification details (Delaware incorporation, IRS employer ID, principal executive offices in Mountain View, CA), checkmarks indicating compliance with SEC filing requirements, and classification as a large accelerated filer. The report notes that as of June 30, 2025, the aggregate market value of shares held by non-affiliates was approximately $1.9 trillion, and as of January 28, 2026, there were 5,822 million Class A shares, 837 million Class B shares, and 5,438 million Class C shares outstanding. Portions of the proxy statement for the 2026 annual meeting are incorporated by reference in Part III.",
+      "chunk_count": 1,
+      "children": []
+    },
+    {
+      "title": "PART I",
+      "path": "GOOG-10-K-2025.pdf/PART I",
+      "level": 1,
+      "summary": "",
+      "chunk_count": 29,
+      "children": [
+        {
+          "title": "ITEM 1. BUSINESS",
+          "path": "GOOG-10-K-2025.pdf/PART I/ITEM 1. BUSINESS",
+          "level": 2,
+          "summary": "",
+          "chunk_count": 17,
+          "children": [
+            {
+              "title": "Overview",
+              "path": "GOOG-10-K-2025.pdf/PART I/ITEM 1. BUSINESS/Overview",
+              "level": 3,
+              "summary": "As our founders Larry and Sergey wrote in the original founders' letter, \"Google is not a conventional company. We do not intend to become one.\" That unconventional spirit has been a driving force throughout our history, inspiring us to tackle big problems and invest in moonshots. It led us to be a pioneer in the development of artificial intelligence (AI) and, since 2016, be an AI-first company. We continue this work under the leadership of Alphabet and Google CEO, Sundar Pichai. Alphabet is a collection of businesses — the largest of which is Google. We report Google in two segments, Google Services and Google Cloud, and all non-Google businesses collectively as Other Bets. Supporting these businesses, we have centralized certain AI-related research and development focused on advanced research in AI and developing the frontier models that serve our businesses, which is reported in Alphabet-level activities. Alphabet's structure is about helping each of our businesses prosper through strong leaders and independence.",
+              "chunk_count": 16,
+              "children": [
+                {
+                  "title": "Access and Technology for Everyone",
+                  "path": "GOOG-10-K-2025.pdf/PART I/ITEM 1. BUSINESS/Overview/Access and Technology for Everyone",
+                  "level": 4,
+                  "summary": "The Internet is one of the world's most powerful equalizers; it propels ideas, people, and businesses large and small. Our mission to organize the world's information and make it universally accessible and useful is as relevant today as it was when we were founded in 1998. Since then, we have evolved from a company that helps people find answers to a company that also helps people get things done. We are focused on building an even more helpful Google for everyone, and we aspire to give everyone the tools they need to increase their knowledge, health, happiness, and success. Google Search helps people find information and make sense of the world in more natural and intuitive ways, with trillions of searches on Google every year. YouTube provides people with entertainment, information, and opportunities to learn something new and helps support the creator economy through the YouTube Partner Program. Google Cloud helps customers build for the future, improve productivity, reduce costs, and unlock new growth engines. We continually innovate and build new products and features to help our users, partners, customers, and communities and have invested more than \\$200 billion in research and development in the last five years in support of these efforts.",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Making AI Helpful for Everyone",
+                  "path": "GOOG-10-K-2025.pdf/PART I/ITEM 1. BUSINESS/Overview/Making AI Helpful for Everyone",
+                  "level": 4,
+                  "summary": "Google's AI strategy is a full-stack approach encompassing AI-optimized infrastructure, world-class research, and products. Key differentiators include custom TPUs like Ironwood and GPUs. Gemini 3 is their most advanced model, featuring enhanced reasoning and multimodal capabilities. AI is embedded across all major products, including Search and YouTube, and offered to Google Cloud customers. The approach is guided by principles of boldness and responsibility.",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Moonshots",
+                  "path": "GOOG-10-K-2025.pdf/PART I/ITEM 1. BUSINESS/Overview/Moonshots",
+                  "level": 4,
+                  "summary": "Many companies get comfortable doing what they have always done, making only incremental changes. This incrementalism leads to irrelevance over time, especially in technology, where change tends to be revolutionary, not evolutionary. Our early investments in AI started out as moonshots but are now incorporated into our core products and central to future developments. In Other Bets, our fully autonomous driving technology company, Waymo, is now providing fully autonomous, paid ride-hailing services to customers in multiple cities. Isomorphic Labs is reimagining the drug discovery process from first principles, applying AI to accelerate the development of new medicines. We continue to look toward the future and to invest for the long term, most notably for the application of AI to our products and services, as well as other frontier technologies such as quantum computing.",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Privacy and Security",
+                  "path": "GOOG-10-K-2025.pdf/PART I/ITEM 1. BUSINESS/Overview/Privacy and Security",
+                  "level": 4,
+                  "summary": "We make it a priority to protect the privacy and security of our products, users, and customers, even if there are near-term financial consequences. We do this by continuously investing in building products that are secure by default; strictly upholding responsible data practices that emphasize privacy by design; and building easy-to-use settings that put people in control. We are continually enhancing these efforts over time, whether by enabling users to auto-delete their data, applying privacy technologies like on-device processing, giving people tools to control their experience, or advancing anti-malware, anti-phishing, and password security features.",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Google",
+                  "path": "GOOG-10-K-2025.pdf/PART I/ITEM 1. BUSINESS/Overview/Google",
+                  "level": 4,
+                  "summary": "For reporting purposes Google comprises two segments: Google Services and Google Cloud.",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Google Services",
+                  "path": "GOOG-10-K-2025.pdf/PART I/ITEM 1. BUSINESS/Overview/Google Services",
+                  "level": 4,
+                  "summary": "",
+                  "chunk_count": 5,
+                  "children": [
+                    {
+                      "title": "Serving Our Users",
+                      "path": "GOOG-10-K-2025.pdf/PART I/ITEM 1. BUSINESS/Overview/Google Services/Serving Our Users",
+                      "level": 5,
+                      "summary": "Google is committed to building helpful products that improve lives worldwide, with core offerings including ads, Android, Chrome, devices, Gmail, Google Drive, Gemini, Maps, Photos, Play, Search, and YouTube. Over 25 years, Google Search evolved from simple web links to a multimodal experience using large language models, enabling natural language queries and features like AI Overviews and AI Mode. The company enhances digital content discovery and creation through platforms like Google Play and YouTube, supporting videos, podcasts, TV, games, music, books, and apps. Investments in Android, Chrome, and devices like the Pixel 10 series and Pixel Watch 4 combine AI, software, and hardware to make daily life easier.",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "How We Make Money",
+                      "path": "GOOG-10-K-2025.pdf/PART I/ITEM 1. BUSINESS/Overview/Google Services/How We Make Money",
+                      "level": 5,
+                      "summary": "Google provides world-class advertising technologies for advertisers, agencies, and publishers, using AI for over a decade in products like Demand Gen and Performance Max. Revenue comes from performance and brand ads on Google Search, YouTube, and Google Network properties. Performance ads drive direct user engagement, while brand ads enhance awareness. Google invests in stopping bad advertising practices. Additional revenue sources include consumer subscriptions (YouTube services, Google One), platforms (Google Play), and devices (Pixel).",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "Google Cloud",
+                      "path": "GOOG-10-K-2025.pdf/PART I/ITEM 1. BUSINESS/Overview/Google Services/Google Cloud",
+                      "level": 5,
+                      "summary": "Google Cloud generates revenue from consumption-based fees and subscriptions for infrastructure, platform, applications, and other cloud services. Customers use Google Cloud for AI-optimized infrastructure, a developer platform (Vertex AI) with over 200 foundation models, cybersecurity solutions, data and analytics, Gemini Enterprise for AI agents, and Gemini for Google Workspace.",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "Other Bets",
+                      "path": "GOOG-10-K-2025.pdf/PART I/ITEM 1. BUSINESS/Overview/Google Services/Other Bets",
+                      "level": 5,
+                      "summary": "Across Alphabet, we are also using technology to try to solve big problems that affect a wide variety of industries, including transportation and health technology. Alphabet's investment in the portfolio of Other Bets includes businesses that are at various stages of development, ranging from those in the research and development phase, such as X, our moonshot factory focused on developing breakthrough technologies, to those that are scaling commercialization, such as Waymo, which is expanding to more cities domestically, entering international markets, and further scaling operations. Other Bets operate as independent companies and some of them have their own boards with independent members and outside investors. While these early-stage businesses naturally come with considerable uncertainty, some of them are already generating revenue and making important strides in their industries. Revenues from Other Bets are generated primarily from the sale of autonomous transportation and internet services.",
+                      "chunk_count": 1,
+                      "children": []
+                    }
+                  ]
+                },
+                {
+                  "title": "Competition",
+                  "path": "GOOG-10-K-2025.pdf/PART I/ITEM 1. BUSINESS/Overview/Competition",
+                  "level": 4,
+                  "summary": "The passage describes the competitive landscape of a business facing rapid change and disruptive technologies. It lists various competitors including general and vertical search engines, online advertising platforms, other media, cloud services, AI developers, hardware makers, digital video services, social networks, and workspace communication providers. Success depends on continuous innovation and attracting users, advertisers, and content providers based on relevance, efficiency, and quality.",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Culture and Workforce",
+                  "path": "GOOG-10-K-2025.pdf/PART I/ITEM 1. BUSINESS/Overview/Culture and Workforce",
+                  "level": 4,
+                  "summary": "Alphabet emphasizes its commitment to employees through industry-leading benefits, career growth opportunities, and competitive compensation to attract and retain talent. As of December 31, 2025, it had 190,820 employees. The company supports labor rights and maintains an open culture. It also partners with external companies for specialized services, using an extended workforce of vendors, temporary staff, and independent contractors, while ensuring compliance with its Supplier Code of Conduct.",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Government Regulation",
+                  "path": "GOOG-10-K-2025.pdf/PART I/ITEM 1. BUSINESS/Overview/Government Regulation",
+                  "level": 4,
+                  "summary": "The passage discusses the company's exposure to numerous US and foreign laws and regulations, particularly in areas like AI, competition, consumer protection, data privacy, and sustainability. It notes increasing scrutiny, evolving and sometimes conflicting requirements across jurisdictions, and potential negative impacts on business operations, costs, and competitive position.",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Intellectual Property",
+                  "path": "GOOG-10-K-2025.pdf/PART I/ITEM 1. BUSINESS/Overview/Intellectual Property",
+                  "level": 4,
+                  "summary": "We rely on intellectual property such as trademarks, copyrights, patents, and trade secrets, as well as confidentiality procedures and contractual provisions, to protect our proprietary technology and our brand. We have registered, and applied for the registration of, US and international trademarks, service marks, domain names, and copyrights. We have also filed patent applications in the US and foreign countries covering certain of our technology, and acquired patent assets to supplement our portfolio. We have licensed in the past, and expect that we may license in the future, certain of our rights to other parties. For additional information, see Item 1A Risk Factors of this Annual Report on Form 10-K.",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Available Information",
+                  "path": "GOOG-10-K-2025.pdf/PART I/ITEM 1. BUSINESS/Overview/Available Information",
+                  "level": 4,
+                  "summary": "The passage describes the company's investor relations website (www.abc.xyz/investor) where annual and quarterly reports, proxy statements, and SEC filings are available free of charge. It also mentions webcasts of earnings calls, notifications of financial news, and corporate governance information. Additionally, it notes that executive officers may use social media like X and LinkedIn to share company updates, but clarifies that information on these platforms is not incorporated into SEC filings.",
+                  "chunk_count": 1,
+                  "children": []
+                }
+              ]
+            }
+          ]
+        },
+        {
+          "title": "ITEM 1A. RISK FACTORS",
+          "path": "GOOG-10-K-2025.pdf/PART I/ITEM 1A. RISK FACTORS",
+          "level": 2,
+          "summary": "Our operations and financial results are subject to various risks and uncertainties, including but not limited to those described below, which could harm our business, reputation, financial condition, and operating results, and may affect the trading price and price volatility of our Class A and Class C stock.",
+          "chunk_count": 6,
+          "children": [
+            {
+              "title": "Risks Specific to our Company",
+              "path": "GOOG-10-K-2025.pdf/PART I/ITEM 1A. RISK FACTORS/Risks Specific to our Company",
+              "level": 3,
+              "summary": "The passage outlines significant risks to the company's business, primarily from its heavy reliance on advertising revenue (over 70% in 2025), which is threatened by reduced advertiser spending, loss of partners, and new ad-blocking technologies. Intense competition, especially in AI, requires substantial investment in infrastructure like custom TPUs, with no guarantee of success. The company also faces risks from supply chain disruptions, intellectual property protection, brand reputation, international operations, and the inherent uncertainty of investing in new businesses and technologies.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Risks Related to our Industry",
+              "path": "GOOG-10-K-2025.pdf/PART I/ITEM 1A. RISK FACTORS/Risks Related to our Industry",
+              "level": 3,
+              "summary": "The passage outlines significant risks associated with developing and using AI, including reputational harm, legal liability, and regulatory scrutiny due to issues like harmful content, inaccuracies, discrimination, and intellectual property violations. It highlights challenges in implementing AI responsibly, the impact of problematic content on platforms, and the evolving landscape of device access. Data privacy and security concerns are emphasized, with risks from cyber attacks, software bugs, and unauthorized access potentially leading to litigation, fines, and loss of user trust. The text also discusses the dependence on internet access providers and the potential for restrictions or increased costs, which could harm business operations and financial results.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Risks Related to Laws, Regulations, and Policies",
+              "path": "GOOG-10-K-2025.pdf/PART I/ITEM 1A. RISK FACTORS/Risks Related to Laws, Regulations, and Policies",
+              "level": 3,
+              "summary": "The passage details extensive legal and regulatory risks facing a large technology company, including antitrust lawsuits (e.g., DOJ cases on Search and ad tech), evolving AI regulations (e.g., EU AI Act), data privacy laws (e.g., GDPR, state laws), content moderation rules, intellectual property claims, and tax changes. It highlights potential costs, business model alterations, and liability from global compliance challenges.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Risks Related to Ownership of Our Stock",
+              "path": "GOOG-10-K-2025.pdf/PART I/ITEM 1A. RISK FACTORS/Risks Related to Ownership of Our Stock",
+              "level": 3,
+              "summary": "The passage discusses Alphabet's share repurchase and dividend programs, noting they are not guaranteed to enhance long-term value and may increase stock price volatility. It highlights the concentrated voting power of Larry Page and Sergey Brin through Class B stock, which limits other stockholders' influence. Additionally, it outlines charter provisions and Delaware law that could discourage takeovers, such as the ability to issue preferred stock without stockholder approval and restrictions on business combinations with large stockholders.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "General Risks",
+              "path": "GOOG-10-K-2025.pdf/PART I/ITEM 1A. RISK FACTORS/General Risks",
+              "level": 3,
+              "summary": "The passage discusses factors causing fluctuations in operating results, including cyclical nature, seasonality, and geopolitical events. It highlights risks from acquisitions, joint ventures, investments, and divestitures, such as management distraction, integration failures, regulatory issues, and potential dilution. It also emphasizes reliance on highly skilled personnel, competition for talent, and the need to maintain corporate culture for effective growth and competition.",
+              "chunk_count": 1,
+              "children": []
+            }
+          ]
+        },
+        {
+          "title": "ITEM 1B. UNRESOLVED STAFF COMMENTS",
+          "path": "GOOG-10-K-2025.pdf/PART I/ITEM 1B. UNRESOLVED STAFF COMMENTS",
+          "level": 2,
+          "summary": "Not applicable.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "ITEM 1C. CYBERSECURITY",
+          "path": "GOOG-10-K-2025.pdf/PART I/ITEM 1C. CYBERSECURITY",
+          "level": 2,
+          "summary": "The passage describes a comprehensive process for identifying, assessing, and managing material cybersecurity risks, including software supply chain vulnerabilities, IP theft, and infrastructure compromise. It details oversight by dedicated teams led by a Vice President with over 20 years of experience, incident tracking and escalation procedures, and board-level oversight via the Risk and Compliance Committee. The company states that cybersecurity threats have not materially affected its business strategy or financial condition to date, but acknowledges future risks cannot be assured.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "ITEM 2. PROPERTIES",
+          "path": "GOOG-10-K-2025.pdf/PART I/ITEM 2. PROPERTIES",
+          "level": 2,
+          "summary": "Our headquarters are located in Mountain View, California. We own and lease office facilities and data centers around the world, primarily in Asia, Europe, and North America. We believe our existing facilities are in good condition and suitable for the conduct of our business.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "ITEM 3. LEGAL PROCEEDINGS",
+          "path": "GOOG-10-K-2025.pdf/PART I/ITEM 3. LEGAL PROCEEDINGS",
+          "level": 2,
+          "summary": "For a description of our material pending legal proceedings, see Legal Matters in Note 10 of the Notes to Consolidated Financial Statements included in Part II, Item 8 of this Annual Report on Form 10-K, which is incorporated herein by reference.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "ITEM 4. MINE SAFETY DISCLOSURES",
+          "path": "GOOG-10-K-2025.pdf/PART I/ITEM 4. MINE SAFETY DISCLOSURES",
+          "level": 2,
+          "summary": "Not applicable.",
+          "chunk_count": 1,
+          "children": []
+        }
+      ]
+    },
+    {
+      "title": "PART II",
+      "path": "GOOG-10-K-2025.pdf/PART II",
+      "level": 1,
+      "summary": "ITEM 5. MARKET FOR REGISTRANT'S COMMON EQUITY, RELATED STOCKHOLDER MATTERS, AND ISSUER PURCHASES OF EQUITY SECURITIES As of October 2, 2015, Alphabet Inc. became the successor issuer of Google Inc. pursuant to Rule 12g-3(a) under the Exchange Act. Our Class A stock has been listed on the Nasdaq Global Select Market under the symbol \"GOOG\" since August 19, 2004, and under the symbol \"GOOGL\" since April 3, 2014. Prior to August 19, 2004, there was no public market for our stock. Our Class B stock is neither listed nor traded. Our Class C stock has been listed on the Nasdaq Global Select Market under the symbol \"GOOG\" since April 3, 2014.",
+      "chunk_count": 183,
+      "children": [
+        {
+          "title": "Holders of Record",
+          "path": "GOOG-10-K-2025.pdf/PART II/Holders of Record",
+          "level": 2,
+          "summary": "As of December 31, 2025, there were approximately 5,861 and 1,611 stockholders of record of our Class A stock and Class C stock, respectively. Because many of our shares of Class A stock and Class C stock are held by brokers and other institutions on behalf of stockholders, we are unable to estimate the total number of stockholders represented by these record holders. As of December 31, 2025, there were approximately 57 stockholders of record of our Class B stock.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Dividend Program",
+          "path": "GOOG-10-K-2025.pdf/PART II/Dividend Program",
+          "level": 2,
+          "summary": "Dividend payments to stockholders of Class A, Class B, and Class C shares were \\$4.8 billion, \\$703 million, and \\$4.5 billion, respectively, for the year ended December 31, 2025. The company intends to pay quarterly cash dividends in the future, subject to review and approval by the company's Board of Directors in its sole discretion. We regularly evaluate our cash and capital structure, including the size, pace, and form of capital return to stockholders.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Issuer Purchases of Equity Securities",
+          "path": "GOOG-10-K-2025.pdf/PART II/Issuer Purchases of Equity Securities",
+          "level": 2,
+          "summary": "The following table presents information with respect to Alphabet's repurchases of Class A and Class C stock during the quarter ended December 31, 2025: [tables/table-2 Share Repurchase.html] (1) In April 2024, the company's Board of Directors authorized a \\$70.0 billion share repurchase program for its Class A and Class C shares. In April 2025, the company's Board of Directors authorized an additional \\$70.0 billion share repurchase program for its Class A and Class C shares. Repurchases are being executed from time to time, subject to general business and market conditions and other investment opportunities, through open market purchases or privately negotiated transactions, including through Rule 10b5-1 plans. The repurchase programs do not have an expiration date. For additional information related to share repurchases, see Note 11 of the Notes to Consolidated Financial Statements included in Item 8 of this Annual Report on Form 10-K. (2) Average price paid per share includes costs associated with the repurchases.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Stock Performance Graphs",
+          "path": "GOOG-10-K-2025.pdf/PART II/Stock Performance Graphs",
+          "level": 2,
+          "summary": "The graph below matches Alphabet Inc. Class A's cumulative five-year total stockholder return on common stock with the cumulative total returns of the S&P 500 index, the NASDAQ Composite index, and the RDG Internet Composite index. The graph tracks the performance of a \\$100 investment in our common stock and in each index (with the reinvestment of all dividends) from December 31, 2020, to December 31, 2025. The returns shown are based on historical results and are not intended to suggest future performance.",
+          "chunk_count": 3,
+          "children": [
+            {
+              "title": "COMPARISON OF CUMULATIVE 5-YEAR TOTAL RETURN\\* ALPHABET INC. CLASS A COMMON STOCK",
+              "path": "GOOG-10-K-2025.pdf/PART II/Stock Performance Graphs/COMPARISON OF CUMULATIVE 5-YEAR TOTAL RETURN\\* ALPHABET INC. CLASS A COMMON STOCK",
+              "level": 3,
+              "summary": "The document compares the cumulative five-year total stockholder return of Alphabet Inc. Class A and Class C common stock against the S&P 500 Index, NASDAQ Composite Index, and RDG Internet Composite Index. It tracks a $100 investment from December 31, 2020, to December 31, 2025, with dividends reinvested. The returns are historical and not indicative of future performance. A line chart and supporting table provide detailed data on the performance of each investment over the period.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "COMPARISON OF CUMULATIVE 5-YEAR TOTAL RETURN\\* ALPHABET INC. CLASS C CAPITAL STOCK",
+              "path": "GOOG-10-K-2025.pdf/PART II/Stock Performance Graphs/COMPARISON OF CUMULATIVE 5-YEAR TOTAL RETURN\\* ALPHABET INC. CLASS C CAPITAL STOCK",
+              "level": 3,
+              "summary": "ALPHABET INC. CLASS C CAPITAL STOCK Among Alphabet Inc., the S&P 500 Index, the NASDAQ Composite Index, and the RDG Internet Composite Index The graph below matches Alphabet Inc. Class C's cumulative five-year total stockholder return on capital stock with the cumulative total returns of the S&P 500 index, the NASDAQ Composite index, and the RDG Internet Composite index. The graph tracks the performance of a \\$100 investment in our Class C capital stock and in each index (with the reinvestment of all dividends) from December 31, 2020, to December 31, 2025. The returns shown are based on historical results and are not intended to suggest future performance. <details>0 [images/image-2-Stock Performance Comparison (2020-2025).jpg] <details> <summary>line chart</summary> [tables/table-4 Alphabet vs S&P 500.html] </details> \\*\\$100 invested on December 31, 2020, in stock or in index, including reinvestment of dividends. Copyright $^{©}$ 2026 S&P, a division of The McGraw-Hill Companies Inc. All rights reserved.",
+              "chunk_count": 1,
+              "children": []
+            }
+          ]
+        },
+        {
+          "title": "ITEM 6. [Reserved]",
+          "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]",
+          "level": 2,
+          "summary": "ITEM 7. MANAGEMENT'S DISCUSSION AND ANALYSIS OF FINANCIAL CONDITION AND RESULTS OF OPERATIONS Please read the following discussion and analysis of our financial condition and results of operations together with \"Note about Forward-Looking Statements,\" Part I, Item 1 \"Business,\" Part I, Item 1A \"Risk Factors,\" and our consolidated financial statements and related notes included under Item 8 of this Annual Report on Form 10-K. The following section generally discusses 2025 results compared to 2024 results. Discussion of 2024 results compared to 2023 results to the extent not included in this report can be found in Item 7 of our 2024 Annual Report on Form 10-K.",
+          "chunk_count": 58,
+          "children": [
+            {
+              "title": "Understanding Alphabet's Financial Results",
+              "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Understanding Alphabet's Financial Results",
+              "level": 3,
+              "summary": "Alphabet is a collection of businesses — the largest of which is Google. We report Google in two segments, Google Services and Google Cloud, and all non-Google businesses collectively as Other Bets. Supporting these businesses, we have centralized certain AI-related research and development focused on advanced research in AI and developing the frontier models that serve our businesses, which is reported in Alphabet-level activities. For further details on our segments, see Part I, Item 1 Business and Note 15 of the Notes to Consolidated Financial Statements included in Item 8 of this Annual Report on Form 10-K.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Trends in Our Business and Financial Effect",
+              "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Trends in Our Business and Financial Effect",
+              "level": 3,
+              "summary": "The passage outlines long-term trends affecting consolidated operations, including expanded AI offerings that may alter monetization and face competition; increasing non-advertising revenues from cloud and subscriptions with generally lower margins; significant capital expenditure growth for technical infrastructure, especially AI, driving higher operating costs; continued R&D and acquisition investments; rising traffic acquisition costs with a shifting rate; potential future debt financing; and an evolving regulatory environment leading to compliance costs and business practice changes.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Revenues and Monetization Metrics",
+              "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Revenues and Monetization Metrics",
+              "level": 3,
+              "summary": "We generate revenues by delivering relevant, cost-effective online advertising; cloud-based solutions that provide enterprise customers of all sizes with infrastructure, platform services, and applications; and sales of other products and services, such as fees received for subscription-based products, apps and in-app purchases, and devices. For additional information on how we recognize revenue, see Note 1 of the Notes to Consolidated Financial Statements included in Item 8 of this Annual Report on Form 10-K. In addition to the long-term trends and their financial effect on our business discussed above, fluctuations in our revenues have been and may continue to be affected by a combination of factors, including: • changes in foreign currency exchange rates; • changes in pricing, such as those resulting from changes in fee structures, discounts, and customer incentives; - general economic conditions and various external dynamics, including geopolitical events, regulations, and other measures and their effect on advertiser, consumer, and enterprise spending; - new product, service, and market launches; and - seasonality. Additionally, fluctuations in our revenues generated from advertising (\"Google advertising\"), other sources (\"Google subscriptions, platforms, and devices\"), Google Cloud, and Other Bets have been, and may continue to be, affected by other factors unique to each set of revenues, as described below.",
+              "chunk_count": 6,
+              "children": [
+                {
+                  "title": "Google Services",
+                  "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Revenues and Monetization Metrics/Google Services",
+                  "level": 4,
+                  "summary": "Google Services revenues consist of Google advertising as well as Google subscriptions, platforms, and devices revenues.",
+                  "chunk_count": 5,
+                  "children": [
+                    {
+                      "title": "Google Advertising",
+                      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Revenues and Monetization Metrics/Google Services/Google Advertising",
+                      "level": 5,
+                      "summary": "Google advertising revenues come from Google Search & other properties, YouTube ads, and Google Network. Key metrics include paid clicks and cost-per-click for Search, and impressions and cost-per-impression for Network. Revenues are affected by factors like advertiser competition, ad quality, device mix, seasonality, and emerging market growth.",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "Google Subscriptions, Platforms, and Devices",
+                      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Revenues and Monetization Metrics/Google Services/Google Subscriptions, Platforms, and Devices",
+                      "level": 5,
+                      "summary": "Google subscriptions, platforms, and devices revenues are comprised of the following: - consumer subscriptions, which primarily include revenues from YouTube services, such as YouTube TV, YouTube Music and Premium, and NFL Sunday Ticket, as well as Google One, which offers access to our most capable Gemini models; - platforms, which primarily include revenues from Google Play sales of apps and in-app purchases; • devices, which primarily include sales of the Pixel family of devices; and • other products and services. Fluctuations in our Google subscriptions, platforms, and devices revenues have been, and may continue to be, affected by factors in addition to the general factors described above, such as changes in customer usage and demand, number of subscribers, and the timing of product launches.",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "Google Cloud",
+                      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Revenues and Monetization Metrics/Google Services/Google Cloud",
+                      "level": 5,
+                      "summary": "Google Cloud revenues are comprised of the following: - Google Cloud Platform primarily generates consumption-based fees and subscriptions for infrastructure, platform, and other services. These services provide access to solutions such as AI offerings including our enterprise AI infrastructure, Vertex AI platform, and Gemini Enterprise; cybersecurity offerings; and data and analytics solutions; - Google Workspace includes subscriptions for cloud-based communication and collaboration tools for enterprises, such as Gmail, Docs, Calendar, Drive, and Meet, with integrated features like Gemini for Google Workspace; and • other enterprise services. Fluctuations in our Google Cloud revenues have been, and may continue to be, affected by factors in addition to the general factors described above, such as changes in customer usage, demand, and supply availability.",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "Other Bets",
+                      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Revenues and Monetization Metrics/Google Services/Other Bets",
+                      "level": 5,
+                      "summary": "Revenues from Other Bets are generated primarily from the sale of autonomous transportation services and internet services.",
+                      "chunk_count": 1,
+                      "children": []
+                    }
+                  ]
+                }
+              ]
+            },
+            {
+              "title": "Costs and Expenses",
+              "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Costs and Expenses",
+              "level": 3,
+              "summary": "Our cost structure has two components: cost of revenues and operating expenses. Our operating expenses include costs related to research and development, sales and marketing, and general and administrative functions. Certain of our costs and expenses, including those associated with the operation of our technical infrastructure as well as components of our operating expenses, are generally less variable in nature and may not correlate to changes in revenue. Additionally, fluctuations in employee compensation expenses may not directly correlate with changes in headcount, due to factors such as annual SBC awards that vest over time.",
+              "chunk_count": 5,
+              "children": [
+                {
+                  "title": "Cost of Revenues",
+                  "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Costs and Expenses/Cost of Revenues",
+                  "level": 4,
+                  "summary": "Cost of revenues is comprised of TAC and other costs of revenues. • TAC includes: amounts paid to our distribution partners who make available our search access points and other ad-supported services. Our distribution partners include browser providers, mobile carriers, original equipment manufacturers, and software developers; and • amounts paid to Google Network partners primarily for ads displayed on their properties. • Other cost of revenues primarily includes: content acquisition costs, which are payments to content providers from whom we license video and other content for distribution, primarily related to YouTube (we pay fees to these content providers based on revenues generated, subscriber counts, or a flat fee); • depreciation expense, primarily related to our technical infrastructure; • employee compensation expenses related to our technical infrastructure and other operations such as content review and customer and product support; inventory and other costs related to the devices we sell; and other technical infrastructure operations costs, including energy, equipment, and network capacity costs. TAC as a percentage of revenues generated from ads placed on Google Network properties are significantly higher than TAC as a percentage of revenues generated from ads placed on Google Search & other properties, because most of the advertiser revenues from ads served on Google Network properties are paid as TAC to our Google Network partners.",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Operating Expenses",
+                  "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Costs and Expenses/Operating Expenses",
+                  "level": 4,
+                  "summary": "Operating expenses are generally incurred during our normal course of business, which we categorize as either research and development, sales and marketing, or general and administrative. The main components of our research and development expenses are: • depreciation expense, primarily related to our technical infrastructure; - employee compensation expenses for engineering and technical employees responsible for research and development related to our existing and new products and services; • other technical infrastructure operations costs, including energy, equipment, and network capacity costs; and - third-party services fees primarily relating to consulting and outsourced services in support of our engineering and product development efforts. The main components of our sales and marketing expenses are: - employee compensation expenses for employees engaged in sales and marketing, sales support, and certain customer service functions; and - spend relating to our advertising and promotional activities in support of our products and services. The main components of our general and administrative expenses are: - employee compensation expenses for employees in finance, human resources, information technology, legal, and other administrative support functions; • expenses relating to legal and other matters, including certain fines and settlements; and - third-party services fees, including audit, consulting, outside legal, and other outsourced administrative services.",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Other Income (Expense), Net",
+                  "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Costs and Expenses/Other Income (Expense), Net",
+                  "level": 4,
+                  "summary": "OI&E, net primarily consists of interest income (expense), the effect of foreign currency exchange gains (losses), net gains (losses) and impairment on our marketable and non-marketable securities and income (loss) and impairment from our equity method investments. For additional information, including how we account for our investments and factors that can drive fluctuations in the value of our investments, see Note 1 and Note 3 of the Notes to Consolidated Financial Statements included in Item 8 as well as Item 7A Quantitative and Qualitative Disclosures About Market Risk of this Annual Report on Form 10-K.",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Provision for Income Taxes",
+                  "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Costs and Expenses/Provision for Income Taxes",
+                  "level": 4,
+                  "summary": "Provision for income taxes represents the estimated amount of federal, state, and foreign income taxes incurred in the US and the many jurisdictions in which we operate. The provision includes the effect of reserve provisions and changes to reserves that are considered appropriate as well as the related net interest and penalties. For additional information, including a reconciliation of the US federal statutory rate to our effective tax rate, see Note 14 of the Notes to Consolidated Financial Statements included in Item 8 of this Annual Report on Form 10-K.",
+                  "chunk_count": 1,
+                  "children": []
+                }
+              ]
+            },
+            {
+              "title": "Executive Overview",
+              "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Executive Overview",
+              "level": 3,
+              "summary": "The following table summarizes consolidated financial results (in millions, except for per share information and percentages): [tables/table-5 Financial Results.html] (1) For additional information on the calculation of diluted net income per share, see Note 12 of the Notes to Consolidated Financial Statements included in Item 8 of this Annual Report on Form 10-K. - Revenues were \\$402.8 billion, an increase of 15% year over year, primarily driven by an increase in Google Services revenues of \\$37.8 billion, or 12%, and an increase in Google Cloud revenues of \\$15.5 billion, or 36%. - Cost of revenues was \\$162.5 billion, an increase of 11% year over year, primarily driven by increases in TAC, content acquisition costs, and depreciation expense. - Operating expenses were \\$111.3 billion, an increase of 22% year over year, primarily driven by increases in employee compensation expenses, expenses related to legal and other matters, and depreciation expense.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Other Information:",
+              "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Other Information:",
+              "level": 3,
+              "summary": "In 2025, Alphabet entered agreements to acquire Wiz for $32.0 billion and Intersect for $4.8 billion, both expected to close in 2026. It issued $37.3 billion in senior notes. Other income and expense included $24.1 billion in net gains on equity securities. Other Bets had a $7.5 billion operating loss including a $2.1 billion Waymo compensation charge. U.S. tax law changes allowed immediate expensing of R&D costs. Share repurchases totaled $45.4 billion. Operating cash flow was $164.7 billion, capital expenditures $91.4 billion, and employee count 190,820. The company noted potential impacts from international trade volatility.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Financial Results",
+              "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Financial Results",
+              "level": 3,
+              "summary": "",
+              "chunk_count": 9,
+              "children": [
+                {
+                  "title": "Revenues",
+                  "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Financial Results/Revenues",
+                  "level": 4,
+                  "summary": "The following table presents revenues by type (in millions): [tables/table-6 Revenue Breakdown.html]",
+                  "chunk_count": 8,
+                  "children": [
+                    {
+                      "title": "Google Services",
+                      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Financial Results/Revenues/Google Services",
+                      "level": 5,
+                      "summary": "Google Advertising Google Search & other Google Search & other revenues increased \\$26.4 billion from 2024 to 2025. The overall growth was driven by interrelated factors including increases in search queries resulting from growth in user adoption and usage on mobile devices; growth in advertiser spending; and improvements we have made in ad formats and delivery.",
+                      "chunk_count": 3,
+                      "children": [
+                        {
+                          "title": "YouTube ads",
+                          "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Financial Results/Revenues/Google Services/YouTube ads",
+                          "level": 6,
+                          "summary": "YouTube ads revenues increased \\$4.2 billion from 2024 to 2025. The growth was driven by our direct response advertising products followed by our brand advertising products, both of which benefited from increased spending by our advertisers.",
+                          "chunk_count": 1,
+                          "children": []
+                        },
+                        {
+                          "title": "Google Network",
+                          "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Financial Results/Revenues/Google Services/Google Network",
+                          "level": 6,
+                          "summary": "Google Network revenues decreased \\$567 million from 2024 to 2025, primarily due to a decrease in AdSense revenues, partially offset by an increase in AdMob revenues.",
+                          "chunk_count": 1,
+                          "children": []
+                        }
+                      ]
+                    },
+                    {
+                      "title": "Monetization Metrics",
+                      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Financial Results/Revenues/Monetization Metrics",
+                      "level": 5,
+                      "summary": "The following table presents changes in monetization metrics for Google Search & other revenues (paid clicks and cost-per-click) and Google Network revenues (impressions and cost-per-impression), expressed as a percentage, from 2024 to 2025: [tables/table-7 Google Ad Changes.html] Changes in paid clicks and impressions are driven by a number of interrelated factors, including changes in advertiser spending; ongoing product and policy changes; and, as it relates to paid clicks, fluctuations in search queries resulting from changes in user adoption and usage, primarily on mobile devices. Changes in cost-per-click and cost-per-impression are driven by a number of interrelated factors including changes in device mix, geographic mix, advertiser spending, ongoing product and policy changes, product mix, property mix, and changes in foreign currency exchange rates.",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "Google Subscriptions, Platforms, and Devices",
+                      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Financial Results/Revenues/Google Subscriptions, Platforms, and Devices",
+                      "level": 5,
+                      "summary": "Google subscriptions, platforms, and devices revenues increased \\$7.7 billion from 2024 to 2025. The growth was primarily driven by an increase in subscriptions revenues. This increase was primarily due to the contribution from growth in paid subscriptions across both YouTube services and Google One.",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "Google Cloud",
+                      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Financial Results/Revenues/Google Cloud",
+                      "level": 5,
+                      "summary": "Google Cloud revenues increased \\$15.5 billion from 2024 to 2025, primarily driven by growth in Google Cloud Platform largely from infrastructure and platform services.",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "Revenues by Geography",
+                      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Financial Results/Revenues/Revenues by Geography",
+                      "level": 5,
+                      "summary": "The following table presents revenues by geography as a percentage of revenues, determined based on the addresses of our customers: [tables/table-8 Revenue by Region.html] (1) Regions represent Europe, the Middle East, and Africa (EMEA); Asia-Pacific (APAC); and Canada and Latin America (\"Other Americas\"). For additional information, see Note 2 of the Notes to Consolidated Financial Statements included in Item 8 of this Annual Report on Form 10-K.",
+                      "chunk_count": 1,
+                      "children": []
+                    }
+                  ]
+                }
+              ]
+            },
+            {
+              "title": "Costs and Expenses_2",
+              "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Costs and Expenses_2",
+              "level": 3,
+              "summary": "",
+              "chunk_count": 5,
+              "children": [
+                {
+                  "title": "Cost of Revenues",
+                  "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Costs and Expenses_2/Cost of Revenues",
+                  "level": 4,
+                  "summary": "The following table presents cost of revenues, including TAC (in millions, except percentages): [tables/table-9 Cost of Revenues.html] Cost of revenues increased \\$16.2 billion from 2024 to 2025 due to an increase in other cost of revenues and TAC of \\$11.2 billion and \\$5.0 billion, respectively. The increase in TAC from 2024 to 2025 was largely due to an increase in TAC paid to distribution partners, primarily driven by growth in revenues subject to TAC. The TAC rate decreased from 20.7% to 20.3% from 2024 to 2025, primarily due to a revenue mix shift from Google Network properties to Google Search & other properties. The TAC rates on Google Search & other and Google Network revenues were substantially consistent from 2024 to 2025. The increase in other cost of revenues from 2024 to 2025 was primarily due to increases in content acquisition costs, largely for YouTube, depreciation expense, and other technical infrastructure operations costs.",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Research and Development",
+                  "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Costs and Expenses_2/Research and Development",
+                  "level": 4,
+                  "summary": "The following table presents research and development expenses (in millions, except percentages): [tables/table-10 R&D Expenses.html] Research and development expenses increased \\$11.8 billion from 2024 to 2025, primarily driven by increases in employee compensation expenses of \\$6.9 billion and depreciation expense of \\$2.4 billion. The increase in employee compensation expenses was primarily driven by an increase in SBC expenses of \\$4.2 billion, which included an increase in a valuation-based compensation charge related to Waymo.",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Sales and Marketing",
+                  "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Costs and Expenses_2/Sales and Marketing",
+                  "level": 4,
+                  "summary": "The following table presents sales and marketing expenses (in millions, except percentages): [tables/table-11 Sales Expenses.html] Sales and marketing expenses increased \\$885 million from 2024 to 2025, primarily driven by an increase in advertising and promotional activities of \\$1.2 billion, partially offset by a decrease in employee compensation expenses of \\$214 million.",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "General and Administrative",
+                  "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Costs and Expenses_2/General and Administrative",
+                  "level": 4,
+                  "summary": "The following table presents general and administrative expenses (in millions, except percentages): [tables/table-12 Expense Analysis.html] General and administrative expenses increased \\$7.3 billion from 2024 to 2025, primarily driven by an increase in expenses related to legal and other matters of \\$6.2 billion, largely the result of the \\$3.5 billion EC fine accrued in the third quarter of 2025 and a \\$1.4 billion legal accrual made in the second quarter of 2025.",
+                  "chunk_count": 1,
+                  "children": []
+                }
+              ]
+            },
+            {
+              "title": "Segment Profitability",
+              "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Segment Profitability",
+              "level": 3,
+              "summary": "We report our segment results as Google Services, Google Cloud, and Other Bets. Additionally, certain costs are not allocated to our segments because they represent Alphabet-level activities. For further details on our segments, see Part I, Item 1 Business and Note 15 of the Notes to Consolidated Financial Statements included in Item 8 of this Annual Report on Form 10-K. The following table presents segment operating income (loss) (in millions). [tables/table-13 Alphabet Income.html] (1) Alphabet-level activities primarily reflect expenses related to our shared AI research and development.",
+              "chunk_count": 6,
+              "children": [
+                {
+                  "title": "Google Services",
+                  "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Segment Profitability/Google Services",
+                  "level": 4,
+                  "summary": "Google Services operating income increased \\$18.1 billion from 2024 to 2025. The increase in operating income was primarily driven by an increase in revenues, partially offset by an increase in expenses related to legal and other matters, TAC, and content acquisition costs.",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Google Cloud",
+                  "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Segment Profitability/Google Cloud",
+                  "level": 4,
+                  "summary": "Google Cloud operating income increased \\$7.8 billion from 2024 to 2025. The increase in operating income was primarily driven by an increase in revenues, partially offset by increases in usage costs for technical infrastructure and employee compensation expenses.",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Other Bets",
+                  "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Segment Profitability/Other Bets",
+                  "level": 4,
+                  "summary": "Other Bets operating loss increased \\$3.1 billion from 2024 to 2025. The increase in operating loss was primarily driven by an increase in employee compensation expenses largely due to an increase in a valuation-based compensation charge related to Waymo.",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Other Income (Expense), Net",
+                  "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Segment Profitability/Other Income (Expense), Net",
+                  "level": 4,
+                  "summary": "The following table presents OI&E, (in millions): [tables/table-14 Other Income_Expense.html] OI&E, net increased \\$22.4 billion from 2024 to 2025, primarily due to increases in net unrealized gains on equity securities resulting from fair value adjustments on non-marketable equity securities. For additional information, see Note 3 and Note 7 of the Notes to Consolidated Financial Statements included in Item 8 of this Annual Report on Form 10-K.",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Provision for Income Taxes",
+                  "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Segment Profitability/Provision for Income Taxes",
+                  "level": 4,
+                  "summary": "The effective tax rate increased from 2024 to 2025 due to a decrease in the US Foreign Derived Intangible Income deduction and a non-deductible EC fine, partially offset by prior period tax adjustments. US tax law changes enacted July 4, 2025, allow immediate expensing of R&D and accelerated depreciation, impacting 2025 with some changes effective in 2026. OECD global minimum tax rules (15% rate) did not materially affect 2025 provision. New OECD guidance in January 2026 introduces a safe harbor exempting US domestic operations from global minimum tax, but foreign subsidiaries may still be subject to local minimum taxes, potentially increasing future effective tax rates and cash taxes.",
+                  "chunk_count": 1,
+                  "children": []
+                }
+              ]
+            },
+            {
+              "title": "Financial Condition",
+              "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Financial Condition",
+              "level": 3,
+              "summary": "",
+              "chunk_count": 17,
+              "children": [
+                {
+                  "title": "Cash, Cash Equivalents, and Marketable Securities",
+                  "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Financial Condition/Cash, Cash Equivalents, and Marketable Securities",
+                  "level": 4,
+                  "summary": "As of December 31, 2025, we had \\$126.8 billion in cash, cash equivalents, and short-term marketable securities. Cash equivalents and marketable securities are comprised of time deposits, money market funds, highly liquid government bonds, corporate debt securities, mortgage-backed and asset-backed securities, and marketable equity securities.",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Sources, Uses of Cash and Related Trends",
+                  "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Financial Condition/Sources, Uses of Cash and Related Trends",
+                  "level": 4,
+                  "summary": "Our principal sources of liquidity are cash, cash equivalents, and marketable securities, as well as the cash flow that we generate from operations. The primary use of capital continues to be to invest for the long-term growth of the business. We regularly evaluate our cash and capital structure, including the size, pace, and form of capital return to stockholders. The following table presents cash flows (in millions): [tables/table-16 Cash Flow Table.html]",
+                  "chunk_count": 4,
+                  "children": [
+                    {
+                      "title": "Cash Provided by Operating Activities",
+                      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Financial Condition/Sources, Uses of Cash and Related Trends/Cash Provided by Operating Activities",
+                      "level": 5,
+                      "summary": "Our largest source of cash provided by operations are advertising revenues generated by Google Search & other properties, YouTube properties, and Google Network properties. In Google Services, we also generate cash through consumer subscriptions, the sale of apps and in-app purchases, and devices. In Google Cloud, we generate cash through consumption-based fees and subscriptions for infrastructure, platform, applications, and other cloud services. Our primary uses of cash from operating activities include payments to distribution and Google Network partners, to employees for compensation, and to content providers. Other uses of cash from operating activities include payments to suppliers for devices, to tax authorities for income taxes, and other general corporate expenditures. Net cash provided by operating activities increased from 2024 to 2025 due to an increase in cash received from customers, partially offset by an increase in cash payments for cost of revenues and operating expenses.",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "Cash Used in Investing Activities",
+                      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Financial Condition/Sources, Uses of Cash and Related Trends/Cash Used in Investing Activities",
+                      "level": 5,
+                      "summary": "Cash provided by investing activities consists primarily of maturities and sales of investments in marketable and non-marketable securities. Cash used in investing activities consists primarily of purchases of marketable and non-marketable securities, purchases of property and equipment, and payments for acquisitions. Net cash used in investing activities increased from 2024 to 2025, primarily due to an increase in purchases of property and equipment, driven by investments in technical infrastructure, and a decrease in maturities and sales of marketable securities.",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "Cash Used in Financing Activities",
+                      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Financial Condition/Sources, Uses of Cash and Related Trends/Cash Used in Financing Activities",
+                      "level": 5,
+                      "summary": "Cash provided by financing activities consists primarily of proceeds from issuance of debt and proceeds from the sale of interests in consolidated entities. Cash used in financing activities consists primarily of repurchases of stock, repayments of debt, net payments related to stock-based award activities, and dividend payments. Net cash used in financing activities decreased from 2024 to 2025 due to an increase in proceeds from issuance of debt and a decrease in repurchases of stock, partially offset by repayments of debt.",
+                      "chunk_count": 1,
+                      "children": []
+                    }
+                  ]
+                },
+                {
+                  "title": "Liquidity and Material Cash Requirements",
+                  "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Financial Condition/Liquidity and Material Cash Requirements",
+                  "level": 4,
+                  "summary": "We expect existing cash, cash equivalents, short-term marketable securities, and cash flows from operations and financing activities to continue to be sufficient to fund our operating activities and cash commitments for investing and financing activities for at least the next 12 months, and thereafter for the foreseeable future.",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Capital Expenditures and Leases",
+                  "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Financial Condition/Capital Expenditures and Leases",
+                  "level": 4,
+                  "summary": "We make investments in land, buildings, and servers and network equipment through purchases of property and equipment and lease arrangements to provide capacity for the growth of our services and products.",
+                  "chunk_count": 10,
+                  "children": [
+                    {
+                      "title": "Capital Expenditures",
+                      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Financial Condition/Capital Expenditures and Leases/Capital Expenditures",
+                      "level": 5,
+                      "summary": "Our capital investments in property and equipment consist primarily of the following major categories: - technical infrastructure, which consists of our investments in servers and network equipment, data center land, and building construction and improvements; and • office facilities, ground-up development projects, and building improvements. Assets not yet in service are those that are not ready for their intended use, including assets in the process of construction or assembly, and consist primarily of technical infrastructure. The time frame from date of purchase to placement in service of these assets may extend from months to years. For example, our data center construction projects are generally multi-year projects with multiple phases, where we acquire land and buildings, construct buildings, and secure and install servers and network equipment. During the years ended December 31, 2024 and 2025, we spent \\$52.5 billion and \\$91.4 billion on capital expenditures, respectively. In 2026, we expect to significantly increase, relative to 2025, our investment in our technical infrastructure, including servers and network equipment, and data centers. Depreciation of our property and equipment commences when such assets are ready for their intended use. For the years ended December 31, 2024 and 2025, our depreciation on property and equipment was \\$15.3 billion and \\$21.1 billion, respectively.",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "Leases",
+                      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Financial Condition/Capital Expenditures and Leases/Leases",
+                      "level": 5,
+                      "summary": "As of December 31, 2025, the amount of total undiscounted future lease payments under operating leases was \\$18.3 billion, of which \\$3.3 billion is short-term, and total undiscounted future lease payments under finance leases was \\$2.9 billion, of which \\$491 million is short-term. As of December 31, 2025, we have entered into leases primarily related to data centers that have not yet commenced with short-term and long-term future lease payments of \\$5.8 billion and \\$52.7 billion, respectively. These leases will commence between 2026 and 2031 with non-cancelable lease terms primarily between one and 25 years. In January 2026, we executed a power purchase agreement which we expect to be accounted for as a lease resulting in future payments depending on certain agreement terms of \\$9.9 billion between 2027 and 2047. If certain contractual conditions for the project are not met, we would instead make a one-time payment of approximately \\$3.5 billion and assume ownership of the power generating assets. For additional information on leases, see Note 4 of the Notes to Consolidated Financial Statements included in Item 8 of this Annual Report on Form 10-K.",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "Financing",
+                      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Financial Condition/Capital Expenditures and Leases/Financing",
+                      "level": 5,
+                      "summary": "As of December 31, 2025, the company had $48.5 billion in senior unsecured notes outstanding, with $2.0 billion short-term. Future interest payments were $1.8 billion short-term and $35.7 billion long-term. In 2025, it issued $22.5 billion in USD and €13.25 billion in EUR senior unsecured notes, including fixed and floating-rate notes with varying maturities and coupon rates. The company also had $10.0 billion in revolving credit facilities (expiring 2026 and 2030) with no borrowings, and a $25.0 billion commercial paper program with no outstanding balance. Additional details are in Note 6 of the financial statements.",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "Share Repurchase Program",
+                      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Financial Condition/Capital Expenditures and Leases/Share Repurchase Program",
+                      "level": 5,
+                      "summary": "During 2025, we repurchased and subsequently retired 240 million shares for \\$45.4 billion. In April 2024, the company's Board of Directors authorized a \\$70.0 billion share repurchase program for its Class A and Class C shares. In April 2025, the company's Board of Directors authorized an additional \\$70.0 billion share repurchase program for its Class A and Class C shares. As of December 31, 2025, \\$69.5 billion remained available for Class A and Class C share repurchases. For additional information, see Note 11 of the Notes to Consolidated Financial Statements included in Item 8 of this Annual Report on Form 10-K.",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "Dividend Program",
+                      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Financial Condition/Capital Expenditures and Leases/Dividend Program",
+                      "level": 5,
+                      "summary": "During the year ended December 31, 2025, total cash dividends were \\$4.8 billion for Class A, \\$703 million for Class B, and \\$4.5 billion for Class C shares, respectively. In April 2025, the company's Board of Directors increased the quarterly cash dividend by 5% to \\$0.21 per share of outstanding Class A, Class B, and Class C shares. The company has declared a quarterly cash dividend in the current quarter, and intends to pay quarterly cash dividends in the future, subject to review and approval by the company's Board of Directors in its sole discretion.",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "Accrued Legal and Regulatory",
+                      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Financial Condition/Capital Expenditures and Leases/Accrued Legal and Regulatory",
+                      "level": 5,
+                      "summary": "As of December 31, 2025, we had short-term accrued legal and regulatory fines and settlements of \\$15.6 billion. This amount primarily included EC fines, in addition to accruals related to other legal matters and regulatory fines and settlements. For additional information, see Note 10 of the Notes to Consolidated Financial Statements included in Item 8 of this Annual Report on Form 10-K.",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "Taxes",
+                      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Financial Condition/Capital Expenditures and Leases/Taxes",
+                      "level": 5,
+                      "summary": "As of December 31, 2025, we had long-term income taxes payable of \\$9.5 billion primarily related to unrecognized tax benefits. The timing and amount of any payment related to these unrecognized tax benefits are uncertain and cannot be estimated.",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "Purchase Commitments and Other Contractual Obligations",
+                      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Financial Condition/Capital Expenditures and Leases/Purchase Commitments and Other Contractual Obligations",
+                      "level": 5,
+                      "summary": "As of December 31, 2025, the company had material purchase commitments and contractual obligations totaling $149.1 billion, with $113.0 billion short-term, mainly for technical infrastructure and inventory orders. These include energy take-or-pay contracts, licenses, and inventory orders, reflecting non-cancelable portions or minimum cancellation fees. Additionally, the company provided backstops via financial guarantees ($5.7 billion) and credit derivatives ($16.9 billion). Multi-year power purchase agreements without minimum dollar commitments are also entered into, with payments based on actual volumes. Risks from international trade developments may increase costs.",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "Pending Acquisitions",
+                      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Financial Condition/Capital Expenditures and Leases/Pending Acquisitions",
+                      "level": 5,
+                      "summary": "In March 2025, we entered into a definitive agreement to acquire Wiz, Inc. (\"Wiz\"), a leading cloud security platform, for \\$32.0 billion, subject to closing adjustments, in an all-cash transaction. The acquisition of Wiz is expected to close in 2026, subject to customary closing conditions, including the receipt of regulatory approvals. In December 2025, we entered into a definitive agreement to acquire Intersect, which provides data center and energy infrastructure solutions, for \\$4.8 billion in cash, plus the assumption of debt. The acquisition of Intersect is expected to close in the first half of 2026, subject to customary closing conditions. For additional information, see Note 8 of the Notes to Consolidated Financial Statements included in Item 8 of this Annual Report on Form 10-K.",
+                      "chunk_count": 1,
+                      "children": []
+                    }
+                  ]
+                }
+              ]
+            },
+            {
+              "title": "Critical Accounting Estimates",
+              "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Critical Accounting Estimates",
+              "level": 3,
+              "summary": "We prepare our consolidated financial statements in accordance with GAAP. In doing so, we have to make estimates and assumptions. Our critical accounting estimates are those estimates that involve a significant level of uncertainty at the time the estimate was made, and changes in them have had or are reasonably likely to have a material effect on our financial condition or results of operations. Accordingly, actual results could differ materially from our estimates. We base our estimates on past experience and other assumptions that we believe are reasonable under the circumstances, and we evaluate these estimates on an ongoing basis. We have reviewed our critical accounting estimates with the Audit Committee of our Board of Directors. For a summary of significant accounting policies and the effect on our financial statements, see Note 1 of the Notes to Consolidated Financial Statements included in Item 8 of this Annual Report on Form 10-K.",
+              "chunk_count": 5,
+              "children": [
+                {
+                  "title": "Fair Value Measurements of Non-Marketable Equity Securities",
+                  "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Critical Accounting Estimates/Fair Value Measurements of Non-Marketable Equity Securities",
+                  "level": 4,
+                  "summary": "We measure certain financial instruments at fair value on a nonrecurring basis, consisting primarily of our non-marketable equity securities. These investments are accounted for under the measurement alternative method (\"the measurement alternative\") and are measured at cost, less impairment, subject to upward and downward adjustments resulting from observable price changes for identical or similar investments of the same issuer. These adjustments require quantitative assessments of the fair value of our securities, which may require the use of unobservable inputs. Adjustments are determined primarily based on a market approach as of the transaction date and involve the use of estimates using the best information available, which may include cash flow projections or other available market data. Non-marketable equity securities are also evaluated for impairment, based on qualitative factors including the companies' financial and liquidity position and access to capital resources, among others. When indicators of impairment exist, we prepare quantitative measurements of the fair value of our equity investments using a market approach or an income approach, which requires judgment and the use of unobservable inputs, including discount rates, investee revenues and costs, and comparable market data of private and public companies, among others. When the quantitative remeasurements of fair value indicate an impairment exists, we write down the investment to its current fair value.",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Property and Equipment",
+                  "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Critical Accounting Estimates/Property and Equipment",
+                  "level": 4,
+                  "summary": "We assess the reasonableness of the useful lives of our property and equipment periodically or when events indicate a change is necessary. To determine the useful lives of our technical infrastructure, we rely on multiple inputs, including historical asset performance, expected technology advancements, and our future infrastructure deployment plans. Any change in the estimated useful lives is recognized on a prospective basis.",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Income Taxes",
+                  "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Critical Accounting Estimates/Income Taxes",
+                  "level": 4,
+                  "summary": "The passage discusses the company's exposure to income taxes in the US and foreign jurisdictions, emphasizing the need for significant judgment in evaluating uncertain tax positions and determining the provision for income taxes. It describes qualitative considerations such as comparable tax exposures, tax laws, and settlement likelihood, and notes periodic evaluation of these positions based on new regulations, judicial opinions, and audit activities. The provision includes reserves, changes to reserves, and related net interest and penalties. The company is subject to continuous examination by tax authorities, and it regularly assesses the likelihood of adverse outcomes to ensure adequate provisioning.",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Loss Contingencies",
+                  "path": "GOOG-10-K-2025.pdf/PART II/ITEM 6. [Reserved]/Critical Accounting Estimates/Loss Contingencies",
+                  "level": 4,
+                  "summary": "We are subject to claims, lawsuits, regulatory and government inquiries and investigations, other proceedings, and consent orders involving competition, intellectual property, data privacy and security, tax and related compliance, labor and employment, commercial disputes, content generated by our users, goods and services offered by advertisers or publishers using our platforms, personal injury, consumer protection, and other matters. Certain of these matters include speculative claims for substantial or indeterminate amounts of damages. We record a liability when we believe that it is probable that a loss has been incurred and the amount can be reasonably estimated. If we determine that a loss is reasonably possible and the loss or range of loss can be estimated, we disclose the possible loss in Note 10 of the Notes to Consolidated Financial Statements included in Item 8 of this Annual Report on Form 10-K. We evaluate, on a regular basis, developments in our legal matters that could affect the amount of liability that has been previously accrued, and the matters and related reasonably possible losses disclosed, and make adjustments as necessary. Significant judgment is required to determine both the likelihood and the estimated amount of a loss related to such matters. Until the final resolution of such matters, there may be an exposure to loss in excess of the amount recorded, and such amounts could be material.",
+                  "chunk_count": 1,
+                  "children": []
+                }
+              ]
+            }
+          ]
+        },
+        {
+          "title": "ITEM 7A. QUANTITATIVE AND QUALITATIVE DISCLOSURES ABOUT MARKET RISK",
+          "path": "GOOG-10-K-2025.pdf/PART II/ITEM 7A. QUANTITATIVE AND QUALITATIVE DISCLOSURES ABOUT MARKET RISK",
+          "level": 2,
+          "summary": "We are exposed to financial market risks, including changes in foreign currency exchange rates, interest rates, and equity investment risks.",
+          "chunk_count": 4,
+          "children": [
+            {
+              "title": "Foreign Currency Exchange Risk",
+              "path": "GOOG-10-K-2025.pdf/PART II/ITEM 7A. QUANTITATIVE AND QUALITATIVE DISCLOSURES ABOUT MARKET RISK/Foreign Currency Exchange Risk",
+              "level": 3,
+              "summary": "The company transacts globally in multiple currencies, exposing it to foreign exchange rate fluctuations against the US dollar, with principal exposures including the Australian dollar, British pound, Canadian dollar, Euro, and Japanese yen. It monitors and hedges these risks using derivatives and non-derivatives such as forwards, options, cross-currency swaps, and foreign currency-denominated debt. A sensitivity analysis assuming a 10% adverse change in exchange rates estimates the potential impact on financial position, with offsets from derivative contracts and changes in accumulated other comprehensive income (AOCI) for forecasted hedged revenues and foreign subsidiary investments.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Interest Rate Risk",
+              "path": "GOOG-10-K-2025.pdf/PART II/ITEM 7A. QUANTITATIVE AND QUALITATIVE DISCLOSURES ABOUT MARKET RISK/Interest Rate Risk",
+              "level": 3,
+              "summary": "The passage discusses interest rate risk related to the company's investment portfolio and outstanding debt. The Corporate Treasury strategy aims to preserve capital and maintain liquidity. Fixed and floating rate securities carry interest rate risk, with fair value changes recorded in OI&E or AOCI. Value-at-risk (VaR) analysis with a 95% confidence interval estimates potential daily losses, with figures for 2024 and 2025 shown in a table. Actual results may differ due to limitations. Additionally, senior unsecured notes with carrying values of $11.9 billion (2024) and $48.5 billion (2025) bear fixed rates and are recorded at amortized cost, so interest rate fluctuations do not affect financial statements but impact fair value.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Equity Investment Risk",
+              "path": "GOOG-10-K-2025.pdf/PART II/ITEM 7A. QUANTITATIVE AND QUALITATIVE DISCLOSURES ABOUT MARKET RISK/Equity Investment Risk",
+              "level": 3,
+              "summary": "The passage discusses marketable and non-marketable equity securities, their risks, and valuation methods. Marketable equity securities, primarily publicly traded stocks, are recorded at fair value with market price volatility, totaling $6.3 billion as of December 31, 2025, with a hypothetical 10% adverse price change decreasing fair value by $631 million. Non-marketable equity securities, mainly investments in private companies, are adjusted to fair value based on observable transactions or impairment, with carrying values of $64.1 billion as of December 31, 2025. These investments are inherently risky due to early-stage technologies and lack of market data. Equity method investments, totaling $2.5 billion as of December 31, 2025, generally do not fluctuate with market prices but may be impaired. The passage highlights the complexity and volatility of these investments.",
+              "chunk_count": 1,
+              "children": []
+            }
+          ]
+        },
+        {
+          "title": "ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA",
+          "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA",
+          "level": 2,
+          "summary": "Alphabet Inc.",
+          "chunk_count": 107,
+          "children": [
+            {
+              "title": "INDEX TO CONSOLIDATED FINANCIAL STATEMENTS",
+              "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/INDEX TO CONSOLIDATED FINANCIAL STATEMENTS",
+              "level": 3,
+              "summary": "[tables/table-19 Financial Index.html]",
+              "chunk_count": 9,
+              "children": [
+                {
+                  "title": "REPORT OF INDEPENDENT REGISTERED PUBLIC ACCOUNTING FIRM",
+                  "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/INDEX TO CONSOLIDATED FINANCIAL STATEMENTS/REPORT OF INDEPENDENT REGISTERED PUBLIC ACCOUNTING FIRM",
+                  "level": 4,
+                  "summary": "To the Stockholders and the Board of Directors of Alphabet Inc.",
+                  "chunk_count": 4,
+                  "children": [
+                    {
+                      "title": "Opinion on the Financial Statements",
+                      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/INDEX TO CONSOLIDATED FINANCIAL STATEMENTS/REPORT OF INDEPENDENT REGISTERED PUBLIC ACCOUNTING FIRM/Opinion on the Financial Statements",
+                      "level": 5,
+                      "summary": "We have audited the accompanying consolidated balance sheets of Alphabet Inc. (the Company) as of December 31, 2024 and 2025, the related consolidated statements of income, comprehensive income, stockholders' equity and cash flows for each of the three years in the period ended December 31, 2025, and the related notes and financial statement schedule listed in the Index at Item 15 (collectively referred to as the “consolidated financial statements”). In our opinion, the consolidated financial statements present fairly, in all material respects, the financial position of the Company at December 31, 2024 and 2025, and the results of its operations and its cash flows for each of the three years in the period ended December 31, 2025, in conformity with U.S. generally accepted accounting principles. We also have audited, in accordance with the standards of the Public Company Accounting Oversight Board (United States) (PCAOB), the Company's internal control over financial reporting as of December 31, 2025, based on criteria established in Internal Control—Integrated Framework issued by the Committee of Sponsoring Organizations of the Treadway Commission (2013 framework), and our report dated February 4, 2026 expressed an unqualified opinion thereon.",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "Basis for Opinion",
+                      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/INDEX TO CONSOLIDATED FINANCIAL STATEMENTS/REPORT OF INDEPENDENT REGISTERED PUBLIC ACCOUNTING FIRM/Basis for Opinion",
+                      "level": 5,
+                      "summary": "These financial statements are the responsibility of the Company's management. Our responsibility is to express an opinion on the Company's financial statements based on our audits. We are a public accounting firm registered with the PCAOB and are required to be independent with respect to the Company in accordance with the U.S. federal securities laws and the applicable rules and regulations of the Securities and Exchange Commission and the PCAOB. We conducted our audits in accordance with the standards of the PCAOB. Those standards require that we plan and perform the audit to obtain reasonable assurance about whether the financial statements are free of material misstatement, whether due to error or fraud. Our audits included performing procedures to assess the risks of material misstatement of the financial statements, whether due to error or fraud, and performing procedures that respond to those risks. Such procedures included examining, on a test basis, evidence regarding the amounts and disclosures in the financial statements. Our audits also included evaluating the accounting principles used and significant estimates made by management, as well as evaluating the overall presentation of the financial statements. We believe that our audits provide a reasonable basis for our opinion.",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "Critical Audit Matter",
+                      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/INDEX TO CONSOLIDATED FINANCIAL STATEMENTS/REPORT OF INDEPENDENT REGISTERED PUBLIC ACCOUNTING FIRM/Critical Audit Matter",
+                      "level": 5,
+                      "summary": "The critical audit matter communicated below is a matter arising from the current period audit of the financial statements that was communicated or required to be communicated to the audit committee and that: (1) relates to accounts or disclosures that are material to the financial statements and (2) involved our especially challenging, subjective or complex judgments. The communication of the critical audit matter does not alter in any way our opinion on the consolidated financial statements, taken as a whole, and we are not, by communicating the critical audit matter below, providing a separate opinion on the critical audit matter or on the accounts or disclosures to which it relates. Loss Contingencies [tables/table-20 Loss Contingencies.html] /s/ Ernst & Young LLP We have served as the Company's auditor since 1999. San Jose, California February 4, 2026",
+                      "chunk_count": 1,
+                      "children": []
+                    }
+                  ]
+                },
+                {
+                  "title": "REPORT OF INDEPENDENT REGISTERED PUBLIC ACCOUNTING FIRM_2",
+                  "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/INDEX TO CONSOLIDATED FINANCIAL STATEMENTS/REPORT OF INDEPENDENT REGISTERED PUBLIC ACCOUNTING FIRM_2",
+                  "level": 4,
+                  "summary": "To the Stockholders and the Board of Directors of Alphabet Inc.",
+                  "chunk_count": 4,
+                  "children": [
+                    {
+                      "title": "Opinion on Internal Control Over Financial Reporting",
+                      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/INDEX TO CONSOLIDATED FINANCIAL STATEMENTS/REPORT OF INDEPENDENT REGISTERED PUBLIC ACCOUNTING FIRM_2/Opinion on Internal Control Over Financial Reporting",
+                      "level": 5,
+                      "summary": "We have audited Alphabet Inc.'s internal control over financial reporting as of December 31, 2025, based on criteria established in Internal Control—Integrated Framework issued by the Committee of Sponsoring Organizations of the Treadway Commission (2013 framework) (the COSO criteria). In our opinion, Alphabet Inc. (the Company) maintained, in all material respects, effective internal control over financial reporting as of December 31, 2025, based on the COSO criteria. We also have audited, in accordance with the standards of the Public Company Accounting Oversight Board (United States) (PCAOB), the 2025 consolidated financial statements of the Company and our report dated February 4, 2026 expressed an unqualified opinion thereon.",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "Basis for Opinion",
+                      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/INDEX TO CONSOLIDATED FINANCIAL STATEMENTS/REPORT OF INDEPENDENT REGISTERED PUBLIC ACCOUNTING FIRM_2/Basis for Opinion",
+                      "level": 5,
+                      "summary": "The Company's management is responsible for maintaining effective internal control over financial reporting and for its assessment of the effectiveness of internal control over financial reporting included in the accompanying Management's Report on Internal Control over Financial Reporting. Our responsibility is to express an opinion on the Company's internal control over financial reporting based on our audit. We are a public accounting firm registered with the PCAOB and are required to be independent with respect to the Company in accordance with the U.S. federal securities laws and the applicable rules and regulations of the Securities and Exchange Commission and the PCAOB. We conducted our audit in accordance with the standards of the PCAOB. Those standards require that we plan and perform the audit to obtain reasonable assurance about whether effective internal control over financial reporting was maintained in all material respects. Our audit included obtaining an understanding of internal control over financial reporting, assessing the risk that a material weakness exists, testing and evaluating the design and operating effectiveness of internal control based on the assessed risk, and performing such other procedures as we considered necessary in the circumstances. We believe that our audit provides a reasonable basis for our opinion.",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "Definition and Limitations of Internal Control Over Financial Reporting",
+                      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/INDEX TO CONSOLIDATED FINANCIAL STATEMENTS/REPORT OF INDEPENDENT REGISTERED PUBLIC ACCOUNTING FIRM_2/Definition and Limitations of Internal Control Over Financial Reporting",
+                      "level": 5,
+                      "summary": "The passage describes a company's internal control over financial reporting, designed to ensure reliable financial statements in accordance with GAAP. It includes policies for accurate record-keeping, authorized transactions, and asset protection. Inherent limitations mean controls may not prevent all misstatements, and future effectiveness is subject to change. The text also includes audit firm Ernst & Young's signature and references to Alphabet Inc.'s consolidated financial statements for December 2025, including balance sheets, income statements, and cash flows.",
+                      "chunk_count": 1,
+                      "children": []
+                    }
+                  ]
+                }
+              ]
+            },
+            {
+              "title": "Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS",
+              "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS",
+              "level": 3,
+              "summary": "",
+              "chunk_count": 97,
+              "children": [
+                {
+                  "title": "Note 1. Summary of Significant Accounting Policies",
+                  "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 1. Summary of Significant Accounting Policies",
+                  "level": 4,
+                  "summary": "",
+                  "chunk_count": 39,
+                  "children": [
+                    {
+                      "title": "Nature of Operations",
+                      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 1. Summary of Significant Accounting Policies/Nature of Operations",
+                      "level": 5,
+                      "summary": "Google was incorporated in California in September 1998 and re-incorporated in the State of Delaware in August 2003. In 2015, we implemented a holding company reorganization, and as a result, Alphabet Inc. (\"Alphabet\") became the successor issuer to Google. We generate revenues by delivering relevant, cost-effective online advertising; cloud-based solutions that provide enterprise customers of all sizes with infrastructure, platform services, and applications; and sales of other products and services, such as fees received for subscription-based products, apps and in-app purchases, and devices.",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "Basis of Consolidation",
+                      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 1. Summary of Significant Accounting Policies/Basis of Consolidation",
+                      "level": 5,
+                      "summary": "The consolidated financial statements of Alphabet include the accounts of Alphabet and entities consolidated under the variable interest and voting models. Intercompany balances and transactions have been eliminated.",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "Use of Estimates",
+                      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 1. Summary of Significant Accounting Policies/Use of Estimates",
+                      "level": 5,
+                      "summary": "Preparation of consolidated financial statements in conformity with GAAP requires us to make estimates and assumptions that affect the amounts reported and disclosed in the financial statements and the accompanying notes. Actual results could differ materially from these estimates due to uncertainties. On an ongoing basis, we evaluate our estimates, including those related to the allowance for credit losses; contingent liabilities; fair values of financial instruments and goodwill; income taxes; inventory; and useful lives of property and equipment, among others. We base our estimates on assumptions, both historical and forward looking, that are believed to be reasonable, and the results of which form the basis for making judgments about the carrying values of assets and liabilities.",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "Revenue Recognition",
+                      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 1. Summary of Significant Accounting Policies/Revenue Recognition",
+                      "level": 5,
+                      "summary": "Revenues are recognized when control of the promised goods or services is transferred to our customers, and the collectibility of an amount that we expect in exchange for those goods or services is probable. Sales and other similar taxes are excluded from revenues.",
+                      "chunk_count": 7,
+                      "children": [
+                        {
+                          "title": "Google Advertising",
+                          "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 1. Summary of Significant Accounting Policies/Revenue Recognition/Google Advertising",
+                          "level": 6,
+                          "summary": "Google advertising revenues come from Google Search, YouTube, and Google Network properties. Customers purchase inventory through platforms like Google Ads and Google Ad Manager. Performance advertising revenue is recognized upon user engagement, while brand advertising revenue is recognized upon display or view. For Google Network ads, Google generally acts as principal, reporting revenue on a gross basis.",
+                          "chunk_count": 1,
+                          "children": []
+                        },
+                        {
+                          "title": "Google Subscriptions, Platforms, and Devices",
+                          "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 1. Summary of Significant Accounting Policies/Revenue Recognition/Google Subscriptions, Platforms, and Devices",
+                          "level": 6,
+                          "summary": "Google subscriptions, platforms, and devices revenues consist of revenues from: - consumer subscriptions, which primarily include revenues from YouTube services, such as YouTube TV, YouTube Music and Premium, and NFL Sunday Ticket, as well as Google One, which offers access to our most capable Gemini models; - platforms, which primarily include revenues from Google Play sales of apps and in-app purchases; • devices, which primarily include sales of the Pixel family of devices; and • other products and services. Subscription revenues are recognized ratably over the period of the subscription, primarily monthly. We report revenues from Google Play sales of apps and in-app purchases on a net basis because our performance obligation is to facilitate a transaction between app developers and end users for which we earn a service fee.",
+                          "chunk_count": 1,
+                          "children": []
+                        },
+                        {
+                          "title": "Google Cloud",
+                          "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 1. Summary of Significant Accounting Policies/Revenue Recognition/Google Cloud",
+                          "level": 6,
+                          "summary": "Google Cloud revenues consist of revenues from: - Google Cloud Platform primarily generates consumption-based fees and subscriptions for infrastructure, platform, and other services. These services provide access to solutions such as AI offerings including our enterprise AI infrastructure, Vertex AI platform, and Gemini Enterprise; cybersecurity offerings; and data and analytics solutions; - Google Workspace includes subscriptions for cloud-based communication and collaboration tools for enterprises, such as Gmail, Docs, Calendar, Drive, and Meet, with integrated features like Gemini for Google Workspace; and • other enterprise services. Our cloud services are generally provided on either a consumption or subscription basis and may have contract terms longer than a year. Revenues related to cloud services provided on a consumption basis are recognized when the customer utilizes the services, based on the quantity of services consumed using the relative standalone selling price allocation. Revenues related to cloud services provided on a subscription basis are recognized ratably over the contract term as the customer receives and consumes the benefits of the cloud services.",
+                          "chunk_count": 1,
+                          "children": []
+                        },
+                        {
+                          "title": "Arrangements with Multiple Performance Obligations",
+                          "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 1. Summary of Significant Accounting Policies/Revenue Recognition/Arrangements with Multiple Performance Obligations",
+                          "level": 6,
+                          "summary": "Our contracts with customers may include multiple performance obligations. For such arrangements, we allocate revenues to each performance obligation based on its relative standalone selling price. We generally determine standalone selling prices based on observable prices of our products and services sold or priced separately in comparable circumstances to similar customers.",
+                          "chunk_count": 1,
+                          "children": []
+                        },
+                        {
+                          "title": "Customer Incentives and Credits",
+                          "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 1. Summary of Significant Accounting Policies/Revenue Recognition/Customer Incentives and Credits",
+                          "level": 6,
+                          "summary": "Certain customers receive cash-based incentives or credits, which are accounted for as variable consideration. We estimate these amounts based on the expected amount to be provided to customers and reduce revenues. We believe that there will not be significant changes to our estimates of variable consideration related to customer incentives and credits.",
+                          "chunk_count": 1,
+                          "children": []
+                        },
+                        {
+                          "title": "Sales Commissions",
+                          "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 1. Summary of Significant Accounting Policies/Revenue Recognition/Sales Commissions",
+                          "level": 6,
+                          "summary": "We expense sales commissions when incurred when the period of the expected benefit is one year or less. We recognize an asset for certain sales commissions and amortize if the expected benefit period is greater than one year. These costs are recorded within sales and marketing expenses.",
+                          "chunk_count": 1,
+                          "children": []
+                        }
+                      ]
+                    },
+                    {
+                      "title": "Cost of Revenues",
+                      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 1. Summary of Significant Accounting Policies/Cost of Revenues",
+                      "level": 5,
+                      "summary": "Cost of revenues consists of TAC and other costs of revenues. • TAC includes: amounts paid to our distribution partners who make available our search access points and other ad-supported services. Our distribution partners include browser providers, mobile carriers, original equipment manufacturers, and software developers; and - amounts paid to Google Network partners primarily for ads displayed on their properties. • Other cost of revenues includes: content acquisition costs, which are payments to content providers from whom we license video and other content for distribution, primarily related to YouTube (we pay fees to these content providers based on revenues generated, subscriber counts, or a flat fee); • depreciation expense, primarily related to our technical infrastructure; • employee compensation expenses related to our technical infrastructure and other operations such as content review and customer and product support; inventory and other costs related to the devices we sell; and other technical infrastructure operations costs, including energy, equipment, and network capacity costs.",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "Software Development Costs",
+                      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 1. Summary of Significant Accounting Policies/Software Development Costs",
+                      "level": 5,
+                      "summary": "We expense software development costs, including costs to develop software products or the software component of products to be sold, leased, or marketed to external users, before technological feasibility is reached. Technological feasibility is typically reached shortly before the release of such products. As a result, development costs that meet the criteria for capitalization were not material for the periods presented. Software development costs also include costs to develop software to be used solely to meet internal needs and cloud-based applications used to deliver our services. We capitalize development costs related to these software applications once the preliminary project stage is complete and it is probable that the project will be completed and the software will be used to perform the function intended. Costs capitalized for developing such software applications were not material for the periods presented.",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "Stock-Based Compensation",
+                      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 1. Summary of Significant Accounting Policies/Stock-Based Compensation",
+                      "level": 5,
+                      "summary": "Stock-based compensation (SBC) primarily consists of Alphabet restricted stock units (RSUs). RSUs are equity classified and measured at the fair market value of the underlying stock at the grant date. We recognize RSU expense using the straight-line attribution method over the requisite service period and account for forfeitures as they occur. RSUs are awarded dividend equivalents, which are subject to the same vesting conditions as the underlying award, and settled in Class C shares. For RSUs, shares are issued on the vesting dates net of the applicable statutory income tax withholding to be paid by us on behalf of our employees. As a result, fewer shares are issued than the number of RSUs vested, and the income tax withholding is recorded as a reduction to additional paid-in capital. Additionally, SBC includes other stock-based awards, such as performance stock units (PSUs) that include market conditions and awards that may be settled in cash or the stock of certain Other Bet companies. PSUs and certain awards granted by Other Bet companies are equity classified and expense is recognized over the requisite service period. Certain awards granted by Other Bet companies are liability classified and remeasured at fair value through settlement. The fair value of awards granted by Other Bet companies is based on the equity valuation of the respective Other Bet company.",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "Advertising and Promotional Expenses",
+                      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 1. Summary of Significant Accounting Policies/Advertising and Promotional Expenses",
+                      "level": 5,
+                      "summary": "We expense advertising and promotional costs in the period in which they are incurred. For the years ended December 31, 2023, 2024, and 2025, advertising and promotional expenses totaled approximately \\$8.7 billion, \\$8.7 billion, and \\$9.9 billion, respectively.",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "Fair Value Measurements",
+                      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 1. Summary of Significant Accounting Policies/Fair Value Measurements",
+                      "level": 5,
+                      "summary": "Fair value is an exit price for selling assets or transferring liabilities in an orderly transaction. It uses a three-tier hierarchy: Level 1 (quoted prices in active markets), Level 2 (observable inputs from similar instruments or models), and Level 3 (unobservable inputs). The hierarchy prioritizes observable inputs. Financial assets and liabilities measured at fair value include cash equivalents, marketable securities, derivatives, and non-marketable equity securities.",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "Financial Instruments",
+                      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 1. Summary of Significant Accounting Policies/Financial Instruments",
+                      "level": 5,
+                      "summary": "Our financial instruments include cash, cash equivalents, marketable and non-marketable securities, derivative financial instruments, financial guarantees, accounts receivable, and convertible notes.",
+                      "chunk_count": 10,
+                      "children": [
+                        {
+                          "title": "Credit Risks",
+                          "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 1. Summary of Significant Accounting Policies/Financial Instruments/Credit Risks",
+                          "level": 6,
+                          "summary": "We are subject to concentration of credit risk primarily from cash equivalents, marketable debt securities, derivative financial instruments, including foreign exchange contracts, accounts receivable, and convertible notes. We manage the concentration of our credit risk exposure through timely assessment of our counterparty creditworthiness, credit limits, and use of collateral management. Foreign exchange contracts are transacted with various financial institutions with high credit standing. Accounts receivable are typically unsecured and are derived from revenues earned from customers located around the world. We manage the concentration of our credit risk exposure by performing ongoing evaluations to determine customer credit and we limit the amount of credit we extend. We generally do not require collateral from our customers.",
+                          "chunk_count": 1,
+                          "children": []
+                        },
+                        {
+                          "title": "Cash Equivalents",
+                          "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 1. Summary of Significant Accounting Policies/Financial Instruments/Cash Equivalents",
+                          "level": 6,
+                          "summary": "We invest excess cash primarily in asset-backed and mortgage-backed securities, corporate debt securities, government bonds, money market funds, and time deposits.",
+                          "chunk_count": 1,
+                          "children": []
+                        },
+                        {
+                          "title": "Marketable Securities",
+                          "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 1. Summary of Significant Accounting Policies/Financial Instruments/Marketable Securities",
+                          "level": 6,
+                          "summary": "The passage describes the classification and accounting treatment of marketable debt securities. Securities with maturities of three months or less are cash equivalents; longer maturities are marketable securities. They are classified as available-for-sale, carried at fair value, with unrealized gains/losses (net of taxes) in stockholders' equity, except credit loss allowances in OI&E. Some securities use the fair value option with changes in OI&E. Realized gains/losses use specific identification and are in OI&E. Marketable equity securities are also at fair value with gains/losses in OI&E.",
+                          "chunk_count": 1,
+                          "children": []
+                        },
+                        {
+                          "title": "Non-Marketable Securities",
+                          "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 1. Summary of Significant Accounting Policies/Financial Instruments/Non-Marketable Securities",
+                          "level": 6,
+                          "summary": "Non-marketable securities primarily consist of equity securities. We account for non-marketable equity securities through which we exercise significant influence but do not have control over the investee under the equity method. Other non-marketable equity securities that we hold are primarily accounted for under the measurement alternative. Under the measurement alternative, the carrying value is measured at cost, less any impairment, plus or minus changes resulting from observable price changes in orderly transactions for identical or similar investments of the same issuer. Adjustments are determined primarily based on a market approach as of the transaction date and are recorded as a component of OI&E. Non-marketable securities that do not have effective contractual maturity dates are classified as other non-current assets.",
+                          "chunk_count": 1,
+                          "children": []
+                        },
+                        {
+                          "title": "Derivative Financial Instruments",
+                          "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 1. Summary of Significant Accounting Policies/Financial Instruments/Derivative Financial Instruments",
+                          "level": 6,
+                          "summary": "See Note 3 for the accounting policy pertaining to derivative financial instruments.",
+                          "chunk_count": 1,
+                          "children": []
+                        },
+                        {
+                          "title": "Financial Guarantees",
+                          "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 1. Summary of Significant Accounting Policies/Financial Instruments/Financial Guarantees",
+                          "level": 6,
+                          "summary": "In certain arrangements, we provide reimbursements for costs incurred by third parties during power generation project development phases if specified trigger events occur. We recognize a noncontingent liability for the fair value of our obligation to stand ready to perform, reported in other long-term liabilities. We also recognize a contingent liability when it becomes probable that a payment will be required and the amount can be reasonably estimated.",
+                          "chunk_count": 1,
+                          "children": []
+                        },
+                        {
+                          "title": "Accounts Receivable",
+                          "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 1. Summary of Significant Accounting Policies/Financial Instruments/Accounts Receivable",
+                          "level": 6,
+                          "summary": "Our payment terms for accounts receivable vary by the types and locations of our customers and the products or services offered. The term between invoicing and when payment is due is not significant. Additionally, accounts receivable includes amounts for services performed in advance of the right to invoice the customer. We maintain an allowance for credit losses for accounts receivable, which is recorded as an offset to accounts receivable, and changes in such are classified as general and administrative expense. We assess collectibility by reviewing accounts receivable on a collective basis where similar characteristics exist and on an individual basis when we identify specific customers with known disputes or collectibility issues. With respect to current accounts receivables, we elected to assume that current conditions as of the balance sheet date do not change for the remaining life of the asset. In determining the amount of the allowance for credit losses for those assets, we adjust historical loss information to reflect current market conditions and customer-specific information to the extent that historical loss information does not reflect current conditions.",
+                          "chunk_count": 1,
+                          "children": []
+                        },
+                        {
+                          "title": "Convertible Notes",
+                          "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 1. Summary of Significant Accounting Policies/Financial Instruments/Convertible Notes",
+                          "level": 6,
+                          "summary": "Our investments in convertible notes are primarily recorded at amortized cost which includes unpaid principal balances, deferred origination costs, and any related discount or premium, net of allowances for credit losses, and are included within other non-current assets.",
+                          "chunk_count": 1,
+                          "children": []
+                        },
+                        {
+                          "title": "Other",
+                          "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 1. Summary of Significant Accounting Policies/Financial Instruments/Other",
+                          "level": 6,
+                          "summary": "Our financial instruments also include debt and equity investments in companies with which we also entered into commercial arrangements at or near the same time. For these transactions, judgment is required in assessing the substance of the arrangements, including assessing whether the components of the arrangements should be accounted for as separate transactions under the applicable GAAP, and determining the value of the components of the arrangements, including the fair value of the investments. Additionally, if our investment in such companies becomes impaired, we may need to re-evaluate the accounting for the commercial arrangement, including reducing any remaining performance obligations.",
+                          "chunk_count": 1,
+                          "children": []
+                        }
+                      ]
+                    },
+                    {
+                      "title": "Impairment of Investments",
+                      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 1. Summary of Significant Accounting Policies/Impairment of Investments",
+                      "level": 5,
+                      "summary": "We periodically review our debt securities with unrealized gains and losses recorded as a component of stockholders' equity and non-marketable equity securities for impairment. For debt securities in an unrealized loss position, we determine whether a credit loss exists. The credit loss is estimated by considering available information relevant to the collectibility of the security and information about past events, current conditions, and reasonable and supportable forecasts. Any credit loss is recorded as a charge to OI&E, not to exceed the amount of the unrealized loss. Unrealized losses other than the credit loss are recognized in AOCI. If we have an intent to sell, or if it is more likely than not that we will be required to sell a debt security in an unrealized loss position before recovery of its amortized cost basis, we will write down the security to its fair value and record the corresponding charge as a component of OI&E. For non-marketable equity securities, including equity method investments, we consider whether impairment indicators exist by evaluating the companies' financial and liquidity position and access to capital resources, among other indicators. If the assessment indicates that the investment is impaired, we write down the investment to its fair value by recording the corresponding charge as a component of OI&E. We prepare quantitative measurements of the fair value of our equity investments using a market approach or an income approach.",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "Inventory",
+                      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 1. Summary of Significant Accounting Policies/Inventory",
+                      "level": 5,
+                      "summary": "Inventory consists primarily of finished goods and is stated at the lower of cost and net realizable value. Cost is generally computed using the first-in, first-out method.",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "Variable Interest Entities",
+                      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 1. Summary of Significant Accounting Policies/Variable Interest Entities",
+                      "level": 5,
+                      "summary": "We determine at the inception of each arrangement whether an entity in which we have made an investment or in which we have other variable interests is considered a variable interest entity (VIE). We consolidate VIEs when we are the primary beneficiary. We are the primary beneficiary of a VIE when we have the power to direct activities that most significantly affect the economic performance of the VIE and have the obligation to absorb the majority of their losses or benefits. If we are not the primary beneficiary in a VIE, we account for the investment or other variable interests in a VIE in accordance with applicable GAAP. Periodically, we assess whether any changes in our interest or relationship with the entity affect our determination of whether the entity is a VIE and, if so, whether we are the primary beneficiary.",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "Property and Equipment",
+                      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 1. Summary of Significant Accounting Policies/Property and Equipment",
+                      "level": 5,
+                      "summary": "Property and equipment is comprised of technical infrastructure, office space, corporate and other assets currently in service, and assets not yet in service. Technical infrastructure includes data center land, buildings and leasehold improvements, and servers and network equipment. Office space includes office land, buildings, and leasehold improvements. Assets not yet in service are those that are not ready for their intended use, including data center buildings and servers in the process of construction or assembly. Property and equipment are stated at cost less accumulated depreciation. Depreciation commences once assets are ready for their intended use and is recorded using the straight-line method over the estimated useful lives of the assets, which we regularly evaluate for factors such as technological obsolescence and our planned use and utilization. We depreciate data center and office buildings over periods of seven to 40 years. We depreciate servers and network equipment generally over a period of six years. We depreciate corporate and other assets over periods of two to 25 years. We depreciate leasehold improvements over the shorter of the remaining lease term or the estimated useful lives of the assets. Land is not depreciated.",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "Goodwill",
+                      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 1. Summary of Significant Accounting Policies/Goodwill",
+                      "level": 5,
+                      "summary": "We allocate goodwill to reporting units based on the expected benefit from the business combination. We evaluate our reporting units periodically, as well as when changes in our operating segments occur. For changes in reporting units, we reassign goodwill using a relative fair value allocation approach. We test our goodwill for impairment at least annually, or more frequently if events or changes in circumstances indicate that the asset may be impaired. Goodwill impairments were not material for the periods presented.",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "Leases",
+                      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 1. Summary of Significant Accounting Policies/Leases",
+                      "level": 5,
+                      "summary": "The passage explains how lease arrangements are classified and accounted for. Lease and non-lease components are combined into a single lease component for fixed payments, increasing lease assets and liabilities. Variable payments are expensed as incurred. Lease assets and liabilities are recognized at present value using the incremental borrowing rate. Lease terms include options reasonably certain to be exercised. Operating lease expense is recognized straight-line, while finance lease expense is also straight-line with separate interest expense.",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "Impairment of Long-Lived Assets",
+                      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 1. Summary of Significant Accounting Policies/Impairment of Long-Lived Assets",
+                      "level": 5,
+                      "summary": "We review leases, property and equipment, and intangible assets, excluding goodwill, for impairment when events or changes in circumstances indicate the carrying amount may not be recoverable. The evaluation is performed at the lowest level of identifiable cash flows independent of other assets. We measure recoverability of these assets by comparing the carrying amounts to the future undiscounted cash flows that the assets or the asset group are expected to generate. If the carrying value of the assets or asset group is not recoverable, the impairment recognized is measured as the amount by which the carrying value exceeds its fair value.",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "Income Taxes",
+                      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 1. Summary of Significant Accounting Policies/Income Taxes",
+                      "level": 5,
+                      "summary": "We account for income taxes using the asset and liability method, under which we recognize the amount of taxes payable or refundable for the current year and deferred tax assets and liabilities for the future tax consequences of events that have been recognized in our financial statements or tax returns. We measure current and deferred tax assets and liabilities based on provisions of enacted tax law. We evaluate the likelihood of future realization of our deferred tax assets based on all available evidence and establish a valuation allowance to reduce deferred tax assets when it is more likely than not that they will not be realized or release a valuation allowance to increase deferred tax assets when it is more likely than not that they will be realized. We have elected to account for the tax effects of the global intangible low tax income provision as a current period expense. We recognize the financial statement effects of a tax position when it is more likely than not that, based on technical merits, the position will be sustained upon examination. The tax benefits of the position recognized in the financial statements are then measured based on the largest amount of benefit that is greater than 50% likely to be realized upon settlement with a taxing authority. In addition, we recognize interest and penalties related to unrecognized tax benefits as a component of the income tax provision.",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "Business Combinations",
+                      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 1. Summary of Significant Accounting Policies/Business Combinations",
+                      "level": 5,
+                      "summary": "We include the results of operations of the businesses that we acquire as of the acquisition date. We allocate the purchase price of the acquisitions to the assets acquired and liabilities assumed based on their estimated fair values, except for revenue contracts acquired, which are recognized in accordance with our revenue recognition policy. The excess of the purchase price over the fair values of identifiable assets and liabilities is recorded as goodwill. Acquisition-related expenses are recognized separately from the business combination and are expensed as incurred.",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "Foreign Currency",
+                      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 1. Summary of Significant Accounting Policies/Foreign Currency",
+                      "level": 5,
+                      "summary": "We translate the financial statements of our international subsidiaries to US dollars using month-end exchange rates for assets and liabilities, and average rates for the period derived from month-end exchange rates for revenues, costs, and expenses. We record translation gains and losses in AOCI as a component of stockholders' equity. We reflect net foreign exchange transaction gains and losses resulting from the conversion of the transaction currency to functional currency as a component of foreign currency exchange gain (loss) in OI&E.",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "Recently Issued Accounting Pronouncements Not Yet Adopted",
+                      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 1. Summary of Significant Accounting Policies/Recently Issued Accounting Pronouncements Not Yet Adopted",
+                      "level": 5,
+                      "summary": "The passage discusses two recent FASB Accounting Standards Updates. ASU 2024-03, issued in November 2024, requires disaggregation of certain expense categories in financial statement notes, effective for annual 2027 and interim 2028 periods. ASU 2025-06, issued in September 2025, modernizes accounting for internal-use software costs, effective for interim and annual 2028 periods. Both standards permit early adoption and various transition methods. The entity is currently assessing adoption timing, method, and impact on financial statements.",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "Recently Adopted Accounting Pronouncements",
+                      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 1. Summary of Significant Accounting Policies/Recently Adopted Accounting Pronouncements",
+                      "level": 5,
+                      "summary": "In December 2023, the FASB issued ASU 2023-09 \"Income Taxes (Topics 740): Improvements to Income Tax Disclosures\" which expands the disclosure requirements for income taxes. We adopted this ASU for our 2025 annual period with the comparative periods updated to reflect additional disclosures. See Note 14 for the revised disclosures consistent with the new standard.",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "Prior Period Reclassifications",
+                      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 1. Summary of Significant Accounting Policies/Prior Period Reclassifications",
+                      "level": 5,
+                      "summary": "Certain amounts in prior periods have been reclassified to conform with current period presentation.",
+                      "chunk_count": 1,
+                      "children": []
+                    }
+                  ]
+                },
+                {
+                  "title": "Note 2. Revenues",
+                  "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 2. Revenues",
+                  "level": 4,
+                  "summary": "",
+                  "chunk_count": 4,
+                  "children": [
+                    {
+                      "title": "Disaggregated Revenues",
+                      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 2. Revenues/Disaggregated Revenues",
+                      "level": 5,
+                      "summary": "The following table presents revenues disaggregated by type (in millions): [tables/table-26 Google Revenue.html] No individual customer or groups of affiliated customers represented more than 10% of our revenues in 2023, 2024, or 2025. The following table presents revenues disaggregated by geography, based on the addresses of our customers (in millions): [tables/table-27 Revenue Breakdown.html] (1) Regions represent Europe, the Middle East, and Africa (EMEA); Asia-Pacific (APAC); and Canada and Latin America (\"Other Americas\").",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "Revenue Backlog",
+                      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 2. Revenues/Revenue Backlog",
+                      "level": 5,
+                      "summary": "As of December 31, 2025, we had \\$242.8 billion of remaining performance obligations (\"revenue backlog\"), primarily related to Google Cloud. Revenue backlog represents commitments in customer contracts that have not yet been recognized as revenue. We expect to recognize just over 50% of the revenue backlog as revenues over the next 24 months with the remainder to be recognized thereafter. The estimated revenue backlog and timing of revenue recognition for these commitments is largely driven by contract duration, our ability to deliver in accordance with relevant contract terms, and when our customers utilize services. Revenue backlog includes related deferred revenue currently recorded as well as amounts that will be invoiced in future periods, and excludes contracts with an original expected term of one year or less and cancellable contracts.",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "Deferred Revenues",
+                      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 2. Revenues/Deferred Revenues",
+                      "level": 5,
+                      "summary": "We record deferred revenues when cash payments are received or due in advance of our performance, including amounts which are refundable. Deferred revenues primarily relate to Google Cloud and Google subscriptions, platforms, and devices. Total deferred revenue as of December 31, 2024 was \\$6.0 billion, of which \\$4.6 billion was recognized as revenues for the year ended December 31, 2025. Total deferred revenue as of December 31, 2025 was \\$8.6 billion.",
+                      "chunk_count": 1,
+                      "children": []
+                    }
+                  ]
+                },
+                {
+                  "title": "Note 3. Financial Instruments",
+                  "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 3. Financial Instruments",
+                  "level": 4,
+                  "summary": "",
+                  "chunk_count": 14,
+                  "children": [
+                    {
+                      "title": "Fair Value Measurements",
+                      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 3. Financial Instruments/Fair Value Measurements",
+                      "level": 5,
+                      "summary": "",
+                      "chunk_count": 3,
+                      "children": [
+                        {
+                          "title": "Investments Measured at Fair Value on a Recurring Basis",
+                          "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 3. Financial Instruments/Fair Value Measurements/Investments Measured at Fair Value on a Recurring Basis",
+                          "level": 6,
+                          "summary": "Cash equivalents and marketable equity securities are measured at fair value and classified within Level 1 and Level 2 in the fair value hierarchy, because we use quoted prices for identical assets in active markets or inputs that are based upon quoted prices for similar instruments in active markets. Debt securities are measured at fair value and classified within Level 2 in the fair value hierarchy, because we use quoted market prices to the extent available or alternative pricing sources and models utilizing market observable inputs to determine fair value. The following tables summarize our cash, cash equivalents, and marketable securities measured at fair value on a recurring basis (in millions): [tables/table-28 Fair Value Table.html] (1) The long-term portion of marketable equity securities (subject to long-term lock-up restrictions) of \\$266 million as of December 31, 2024 is included within other non-current assets. [tables/table-29 Fair Value Table.html]",
+                          "chunk_count": 1,
+                          "children": []
+                        },
+                        {
+                          "title": "Investments Measured at Fair Value on a Nonrecurring Basis",
+                          "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 3. Financial Instruments/Fair Value Measurements/Investments Measured at Fair Value on a Nonrecurring Basis",
+                          "level": 6,
+                          "summary": "Non-marketable equity securities accounted for under the measurement alternative are investments in privately held companies without readily determinable market values. The carrying value of these non-marketable equity securities is adjusted upward or downward to fair value upon observable transactions for identical or similar investments of the same issuer or impairment. Non-marketable equity securities that have been remeasured during the period based on observable transactions are classified within Level 2 or Level 3 in the fair value hierarchy, and remeasurements due to impairment are classified within Level 3. Our valuation methods include option pricing models, market comparable approach, and common stock equivalent method, which may include a combination of the observable transaction price at the transaction date and other unobservable inputs including volatility, expected time to exit, risk free rate, and the rights and obligations of the securities we hold. These inputs vary significantly based on investment type. As of December 31, 2025, the carrying value of our non-marketable equity securities accounted for under the measurement alternative was \\$64.1 billion, of which \\$45.6 billion were remeasured at fair value during the year ended December 31, 2025, and were primarily classified within Level 2 of the fair value hierarchy at the time of measurement.",
+                          "chunk_count": 1,
+                          "children": []
+                        }
+                      ]
+                    },
+                    {
+                      "title": "Debt and Equity Securities",
+                      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 3. Financial Instruments/Debt and Equity Securities",
+                      "level": 5,
+                      "summary": "",
+                      "chunk_count": 10,
+                      "children": [
+                        {
+                          "title": "Debt Securities",
+                          "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 3. Financial Instruments/Debt and Equity Securities/Debt Securities",
+                          "level": 6,
+                          "summary": "The following table summarizes the estimated fair value of investments in available-for-sale marketable debt securities by effective contractual maturity dates (in millions): [tables/table-30 Debt Maturity.html] The following tables present fair values and gross unrealized gains and losses recorded to AOCI, less any expected credit losses, aggregated by investment category (in millions): [tables/table-31 Investment Summary.html] [tables/table-32 Investment Summary.html] The following tables present fair values and gross unrealized losses recorded to AOCI, aggregated by investment category and the length of time that individual securities have been in a continuous loss position (in millions): [tables/table-33 Investment Securities.html] [tables/table-34 Investment Securities.html] We determine realized gains or losses on the sale or extinguishment of debt securities on a specific identification method. For certain marketable debt securities, we have elected the fair value option for which changes in fair value are recorded in OI&E. The fair value option was elected for these securities to align with the unrealized gains and losses from related derivative contracts. The following table summarizes gains and losses for debt securities, reflected as a component of OI&E (in millions): [tables/table-35 Debt Securities P&L.html]",
+                          "chunk_count": 1,
+                          "children": []
+                        },
+                        {
+                          "title": "Non-marketable Securities",
+                          "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 3. Financial Instruments/Debt and Equity Securities/Non-marketable Securities",
+                          "level": 6,
+                          "summary": "Our non-marketable securities primarily consist of non-marketable equity securities accounted for under the measurement alternative. The carrying value is measured at the total initial cost plus the cumulative net upward and downward adjustments (including impairments). We account for non-marketable equity securities through which we exercise significant influence but do not have control over the investee under the equity method. Certain of our non-marketable securities include our investments in VIEs where we are not the primary beneficiary. See Note 5 for further details on VIEs. Realized net gain (loss) on equity securities sold during the period reflects the difference between the sale proceeds and the carrying value of the equity securities at the beginning of the period or the purchase date, if later. All gains and losses, including impairments, are included as components of OI&E. The carrying values for non-marketable securities are summarized below (in millions): [tables/table-36 Non-marketable securities.html]",
+                          "chunk_count": 1,
+                          "children": []
+                        },
+                        {
+                          "title": "Gains and Losses on Equity Securities",
+                          "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 3. Financial Instruments/Debt and Equity Securities/Gains and Losses on Equity Securities",
+                          "level": 6,
+                          "summary": "Gains and losses (including impairments), net, for equity securities included in OI&E are summarized below (in millions): [tables/table-37 Equity Securities.html] (1) Excludes income (loss) and impairment from equity method investments. Refer to Note 7 for further details. Cumulative net gains (losses), calculated as the difference between the sales price and purchase price, represent the total net gains (losses) recognized after the initial purchase date. This represents the total economic impact of the investment, regardless of when the gains or losses were previously recognized. Cumulative net gains on equity securities sold were \\$748 million and \\$387 million for the years ended December 31, 2024 and 2025, respectively.",
+                          "chunk_count": 1,
+                          "children": []
+                        },
+                        {
+                          "title": "Derivative Financial Instruments",
+                          "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 3. Financial Instruments/Debt and Equity Securities/Derivative Financial Instruments",
+                          "level": 6,
+                          "summary": "We primarily use derivative instruments to manage risks relating to our ongoing business operations, including foreign currencies, interest rates, commodity prices, credit exposures, and market prices of certain marketable equity securities. Additionally, we enter into derivatives to enhance investment returns. We also enter into derivatives as a result of agreements with third parties to backstop certain obligations related to data center leases. These backstop agreements are accounted for as credit derivatives. We recognize derivative instruments in the Consolidated Balance Sheets at fair value and classify them primarily within Level 2 in the fair value hierarchy. We present our foreign currency collars (an option strategy comprised of a combination of purchased and written options) at net fair values and present all other derivatives at gross fair values. The accounting treatment for derivatives is based on the intended use and hedge designation.",
+                          "chunk_count": 6,
+                          "children": [
+                            {
+                              "title": "Cash Flow Hedges",
+                              "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 3. Financial Instruments/Debt and Equity Securities/Derivative Financial Instruments/Cash Flow Hedges",
+                              "level": 7,
+                              "summary": "We designate foreign currency forwards and options (including collars) as cash flow hedges to hedge certain forecasted revenue transactions denominated in currencies other than the US dollar. These contracts have maturities of 24 months or less. Cash flow hedge amounts included in the assessment of hedge effectiveness are deferred in AOCI and reclassified to revenue when the hedged item is recognized in earnings. Hedge components excluded from our assessment of hedge effectiveness are amortized on a straight-line basis over the life of the hedging instrument in revenues. The difference between fair value changes of the excluded component and the amount amortized to revenues is recorded in AOCI. As of December 31, 2025, the net accumulated loss on our foreign currency cash flow hedges before tax effect was \\$60 million, which is expected to be reclassified from AOCI into revenues within the next 12 months. Additionally, we may designate interest rate derivatives as cash flow hedges to manage our exposure to certain interest rate risks. Changes in the fair value of these derivatives are deferred in AOCI and reclassified to OI&E when the hedged item is recognized in earnings.",
+                              "chunk_count": 1,
+                              "children": []
+                            },
+                            {
+                              "title": "Fair Value Hedges",
+                              "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 3. Financial Instruments/Debt and Equity Securities/Derivative Financial Instruments/Fair Value Hedges",
+                              "level": 7,
+                              "summary": "We designate foreign currency forwards as fair value hedges to hedge foreign currency risks for our marketable debt securities denominated in currencies other than the US dollar. Fair value hedge amounts included and excluded from the assessment of hedge effectiveness are recognized in OI&E.",
+                              "chunk_count": 1,
+                              "children": []
+                            },
+                            {
+                              "title": "Net Investment Hedges",
+                              "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 3. Financial Instruments/Debt and Equity Securities/Derivative Financial Instruments/Net Investment Hedges",
+                              "level": 7,
+                              "summary": "We designate foreign currency forwards, options (including collars), cross-currency swaps, and foreign currency-denominated debt as net investment hedges to hedge the foreign currency risks related to our investments in foreign subsidiaries. Net investment hedge amounts included in the assessment of hedge effectiveness are recognized in AOCI. Changes in the fair value of hedge components of forward and option contracts that are excluded from the assessment of hedge effectiveness are recognized in OI&E. Hedge components of cross-currency swaps that are excluded from the assessment of hedge effectiveness are amortized over the life of the hedging instrument and recognized in OI&E. The difference between fair value changes of the excluded component and the amount amortized to OI&E is recorded in AOCI. We had no foreign currency-denominated debt as of December 31, 2024 and \\$15.4 billion carrying value of foreign currency-denominated debt designated as net investment hedges as of December 31, 2025.",
+                              "chunk_count": 1,
+                              "children": []
+                            },
+                            {
+                              "title": "Derivatives Not Designated as Hedging Instruments",
+                              "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 3. Financial Instruments/Debt and Equity Securities/Derivative Financial Instruments/Derivatives Not Designated as Hedging Instruments",
+                              "level": 7,
+                              "summary": "The passage describes the company's use of derivatives not designated as hedging instruments to manage risks, primarily foreign exchange risk from remeasurement of monetary assets/liabilities in non-functional currencies. Gains/losses on these are recorded in foreign currency exchange gain/loss. Other derivatives manage risks, enhance returns, or backstop data center lease obligations, with gains/losses in other OI&E. Tables provide gross notional amounts and fair values of outstanding derivatives as of year-end, with notes on credit derivatives' maximum potential payments up to 15 years. Additional tables summarize gains/losses on derivatives in cash flow and net investment hedging relationships recognized in OCI, and gains/losses included in the Consolidated Statements of Income.",
+                              "chunk_count": 1,
+                              "children": []
+                            },
+                            {
+                              "title": "Offsetting of Derivatives",
+                              "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 3. Financial Instruments/Debt and Equity Securities/Derivative Financial Instruments/Offsetting of Derivatives",
+                              "level": 7,
+                              "summary": "We enter into master netting arrangements and collateral security arrangements to reduce credit risk. Cash collateral received related to derivative instruments under our collateral security arrangements are included in other current assets with a corresponding liability. Cash and non-cash collateral pledged related to derivative instruments under our collateral security arrangements are primarily included in other current assets. The gross amounts of derivative instruments subject to master netting arrangements with various counterparties, and cash and non-cash collateral received and pledged under such agreements were as follows (in millions): [tables/table-42 Derivatives Offsetting.html] (1) The balances as of December 31, 2024 and 2025 were related to derivatives allowed to be net settled in accordance with our master netting agreements.",
+                              "chunk_count": 1,
+                              "children": []
+                            }
+                          ]
+                        }
+                      ]
+                    }
+                  ]
+                },
+                {
+                  "title": "Note 4. Leases",
+                  "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 4. Leases",
+                  "level": 4,
+                  "summary": "The passage details operating and finance leases for data centers, land, and offices. Lease costs are summarized in tables. Supplemental information includes cash flows, with $1.1 billion in prepayments for finance leases not yet commenced in 2025. Future lease payments as of December 31, 2025, are presented in a table. Additionally, $5.8 billion in short-term and $52.7 billion in long-term future lease payments for not-yet-commenced data center leases are disclosed, commencing between 2026 and 2031. A January 2026 power purchase agreement, expected to be accounted for as a lease, involves future payments of $9.9 billion from 2027 to 2047, or a one-time payment of $3.5 billion if conditions are unmet.",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Note 5. Variable Interest Entities",
+                  "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 5. Variable Interest Entities",
+                  "level": 4,
+                  "summary": "",
+                  "chunk_count": 3,
+                  "children": [
+                    {
+                      "title": "Consolidated VIEs",
+                      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 5. Variable Interest Entities/Consolidated VIEs",
+                      "level": 5,
+                      "summary": "The passage discusses the consolidation of Variable Interest Entities (VIEs) where the company is the primary beneficiary. It details restricted assets and liabilities of certain VIEs, with assets of $8.7 billion and $5.6 billion and liabilities of $2.3 billion and $2.0 billion as of December 31, 2024 and 2025, respectively. Waymo, a consolidated VIE, announced a $16.0 billion investment round in February 2026, mostly funded by Alphabet, with external investments treated as equity transactions leading to noncontrolling interests. Total noncontrolling interests were $4.2 billion and $3.4 billion as of December 31, 2024 and 2025, including redeemable noncontrolling interests of $1.1 billion and $841 million. Net loss attributable to noncontrolling interests was not material.",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "Unconsolidated VIEs",
+                      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 5. Variable Interest Entities/Unconsolidated VIEs",
+                      "level": 5,
+                      "summary": "The passage describes various interests in Variable Interest Entities (VIEs), including investments in private companies and renewable energy entities, leases and credit backstops with data center entities, and backstops with energy infrastructure entities. The company is not the primary beneficiary and does not consolidate these VIEs. Investments are accounted for as non-marketable securities, with carrying values included in non-marketable securities. Maximum exposure is limited to carrying value plus future funding commitments, which were $1.5 billion and $1.1 billion as of December 31, 2024 and 2025, respectively. Leases with data center VIEs are finance leases, with exposure limited to net carrying value of commenced assets plus undiscounted future obligations. Credit backstops are accounted for as credit derivatives, with exposure limited to the notional value. Backstop agreements for energy infrastructure VIEs are financial guarantees, with exposure limited to potential future payments.",
+                      "chunk_count": 1,
+                      "children": []
+                    }
+                  ]
+                },
+                {
+                  "title": "Note 6. Debt",
+                  "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 6. Debt",
+                  "level": 4,
+                  "summary": "",
+                  "chunk_count": 4,
+                  "children": [
+                    {
+                      "title": "Short-Term Debt",
+                      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 6. Debt/Short-Term Debt",
+                      "level": 5,
+                      "summary": "We have a commercial paper program of up to \\$25.0 billion, which is used for general corporate purposes. We had \\$2.3 billion of commercial paper outstanding with a weighted-average effective interest rate of 4.4% as of December 31, 2024 and no commercial paper outstanding as of December 31, 2025. The fair value of the commercial paper approximated its carrying value as of December 31, 2024. Our short-term debt balance also includes the current portion of certain long-term debt.",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "Long-Term Debt",
+                      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 6. Debt/Long-Term Debt",
+                      "level": 5,
+                      "summary": "In 2025, the company issued $22.5 billion in US dollar-denominated and €13.25 billion in euro-denominated senior unsecured notes. May 2025 issuances included $5.0 billion of US dollar notes (4.89% coupon, ~24-year maturity) and €6.75 billion of euro notes (3.31% coupon, ~14-year maturity). November 2025 issuances included $500 million floating-rate notes and $17.0 billion fixed-rate US dollar notes (4.92% coupon, ~20-year maturity), plus €6.5 billion fixed-rate euro notes (3.44% coupon, ~16-year maturity). Total outstanding long-term debt is summarized in a table with maturity dates, coupon rates, and effective interest rates. The estimated fair value of outstanding notes was $45.6 billion as of December 31, 2025. Future principal payments include $2,000 million due in 2026.",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "Credit Facility",
+                      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 6. Debt/Credit Facility",
+                      "level": 5,
+                      "summary": "As of December 31, 2025, we had \\$10.0 billion of revolving credit facilities, of which \\$4.0 billion expires in April 2026 and \\$6.0 billion expires in April 2030. The interest rates for all credit facilities are determined based on a formula using certain market rates. No amounts were outstanding under the credit facilities as of December 31, 2024 and 2025.",
+                      "chunk_count": 1,
+                      "children": []
+                    }
+                  ]
+                },
+                {
+                  "title": "Note 7. Supplemental Financial Statement Information",
+                  "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 7. Supplemental Financial Statement Information",
+                  "level": 4,
+                  "summary": "",
+                  "chunk_count": 6,
+                  "children": [
+                    {
+                      "title": "Accounts Receivable",
+                      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 7. Supplemental Financial Statement Information/Accounts Receivable",
+                      "level": 5,
+                      "summary": "The allowance for credit losses on accounts receivable was \\$879 million and \\$924 million as of December 31, 2024 and 2025, respectively.",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "Property and Equipment, Net",
+                      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 7. Supplemental Financial Statement Information/Property and Equipment, Net",
+                      "level": 5,
+                      "summary": "Property and equipment, net, consisted of the following (in millions): [tables/table-49 Property & Equipment.html] (1) As of December 31, 2024 and 2025, approximately 60% of technical infrastructure assets were comprised of servers and network equipment. The remaining balance was comprised of data center land and buildings and related assets.",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "Accrued Expenses and Other Current Liabilities",
+                      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 7. Supplemental Financial Statement Information/Accrued Expenses and Other Current Liabilities",
+                      "level": 5,
+                      "summary": "Accrued expenses and other current liabilities consisted of the following (in millions): [tables/table-50 Accrued Liabilities.html] (1) See Legal Matters in Note 10 for further details.",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "Accumulated Other Comprehensive Income (Loss)",
+                      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 7. Supplemental Financial Statement Information/Accumulated Other Comprehensive Income (Loss)",
+                      "level": 5,
+                      "summary": "Components of AOCI, net of income tax, were as follows (in millions): [tables/table-51 OCI Rollforward.html] The effects on net income of amounts reclassified from AOCI were as follows (in millions): [tables/table-52 AOCI Reclass.html]",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "Other Income (Expense), Net",
+                      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 7. Supplemental Financial Statement Information/Other Income (Expense), Net",
+                      "level": 5,
+                      "summary": "Components of OI&E were as follows (in millions): [tables/table-53 Income Data Table.html] (1) Interest expense is net of interest capitalized of \\$181 million, \\$194 million, and \\$447 million for the years ended December 31, 2023, 2024, and 2025, respectively.",
+                      "chunk_count": 1,
+                      "children": []
+                    }
+                  ]
+                },
+                {
+                  "title": "Note 8. Acquisitions",
+                  "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 8. Acquisitions",
+                  "level": 4,
+                  "summary": "Pending Acquisitions In March 2025, we entered into a definitive agreement to acquire Wiz, a leading cloud security platform, for \\$32.0 billion, subject to closing adjustments, in an all-cash transaction. The acquisition of Wiz is expected to close in 2026, subject to customary closing conditions, including the receipt of regulatory approvals. Upon the close of the acquisition, Wiz will be part of the Google Cloud segment. In December 2025, we entered into a definitive agreement to acquire Intersect, which provides data center and energy infrastructure solutions, for \\$4.8 billion in cash, plus the assumption of debt. The acquisition of Intersect is expected to close in the first half of 2026, subject to customary closing conditions.",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Note 9. Goodwill",
+                  "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 9. Goodwill",
+                  "level": 4,
+                  "summary": "Changes in the carrying amount of goodwill for the years ended December 31, 2024 and 2025 were as follows (in millions): [tables/table-54 Google Segment Balances.html]",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Note 10. Commitments and Contingencies",
+                  "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 10. Commitments and Contingencies",
+                  "level": 4,
+                  "summary": "",
+                  "chunk_count": 10,
+                  "children": [
+                    {
+                      "title": "Commitments",
+                      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 10. Commitments and Contingencies/Commitments",
+                      "level": 5,
+                      "summary": "We have certain content licensing agreements with future fixed or minimum guaranteed commitments of \\$7.7 billion as of December 31, 2025, of which the majority is paid quarterly through the first quarter of 2030.",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "Financial Guarantees",
+                      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 10. Commitments and Contingencies/Financial Guarantees",
+                      "level": 5,
+                      "summary": "We provide financial guarantees to certain counterparties, in the form of backstop agreements with varying terms through August 2026. These backstop agreements support counterparty procurement of long-lead time equipment for our future power purchase agreements. As of December 31, 2025, our maximum potential amount of future payments under these guarantees was \\$5.7 billion, upon which we may receive certain assets. The fair value of these obligations was not material.",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "Indemnifications",
+                      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 10. Commitments and Contingencies/Indemnifications",
+                      "level": 5,
+                      "summary": "The passage discusses the company's practice of indemnifying various parties like advertisers, partners, and officers against losses from breaches or claims. It notes that the maximum potential liability cannot be estimated due to unique circumstances, but past payments have not been material. However, future claims could be significant. As of December 31, 2025, no material indemnification claims were probable or reasonably possible.",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "Legal Matters",
+                      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 10. Commitments and Contingencies/Legal Matters",
+                      "level": 5,
+                      "summary": "We record a liability when we believe that it is probable that a loss has been incurred, and the amount can be reasonably estimated. If we determine that a loss is reasonably possible and the loss or range of loss can be estimated, we disclose the reasonably possible loss. We evaluate developments in our legal matters that could affect the amount of liability that has been previously accrued, and the matters and related reasonably possible losses disclosed, and make adjustments as appropriate. Certain outstanding matters seek speculative, substantial, or indeterminate monetary amounts, substantial changes to our business practices and products, or structural remedies. Significant judgment is required to determine both the likelihood of there being a loss and the estimated amount of a loss related to such matters, and we may be unable to estimate the reasonably possible loss or range of losses. The outcomes of outstanding legal matters are inherently unpredictable and subject to significant uncertainties, and could, either individually or in aggregate, have a material adverse effect. We expense legal fees in the period in which they are incurred.",
+                      "chunk_count": 5,
+                      "children": [
+                        {
+                          "title": "Antitrust Matters",
+                          "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 10. Commitments and Contingencies/Legal Matters/Antitrust Matters",
+                          "level": 6,
+                          "summary": "The passage details numerous antitrust investigations, lawsuits, and fines against Google globally. Key cases include the EC's Shopping fine (€2.4B), Android fine (reduced to €4.1B), AdSense for Search fine (€1.5B, later overturned), and US DOJ cases on Search and advertising technology. Other matters involve the ACCC, JFTC, Google Play settlements, and the EU Digital Markets Act. Fines and charges are noted in euros and US dollars, with ongoing appeals and remedy proceedings.",
+                          "chunk_count": 1,
+                          "children": []
+                        },
+                        {
+                          "title": "Privacy Matters",
+                          "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 10. Commitments and Contingencies/Legal Matters/Privacy Matters",
+                          "level": 6,
+                          "summary": "We are subject to a number of privacy-related laws and regulations, and we currently are party to a number of privacy investigations and lawsuits ongoing in multiple jurisdictions. For example, there are ongoing investigations and litigation in the US and the EU, including those relating to our collection and use of location information, the choices we offer users, and advertising practices, which could result in significant fines, judgments, and product changes. In October 2025, we finalized a \\$1.4 billion settlement of certain privacy matters.",
+                          "chunk_count": 1,
+                          "children": []
+                        },
+                        {
+                          "title": "Patent and Intellectual Property Claims",
+                          "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 10. Commitments and Contingencies/Legal Matters/Patent and Intellectual Property Claims",
+                          "level": 6,
+                          "summary": "We have had patent, copyright, trade secret, and trademark infringement lawsuits filed against us claiming that certain of our products, services, and technologies infringe others' intellectual property rights. Adverse results in these lawsuits may include awards of substantial monetary damages, costly royalty or licensing agreements, or orders preventing us from offering certain features, functionalities, products, or services. As a result, we may have to change our business practices and develop non-infringing products or technologies, which could result in a loss of revenues for us and otherwise harm our business. In addition, the ITC has increasingly become an important forum to litigate intellectual property disputes because an ultimate loss in an ITC action can result in a prohibition on importing infringing products into the US. Because the US is an important market, a prohibition on importation could have an adverse effect on us, including preventing us from importing many important products into the US or necessitating workarounds that may limit certain features of our products. Further, our customers and partners may discontinue the use of our products, services, and technologies, as a result of injunctions or otherwise, which could result in loss of revenues and adversely affect our business.",
+                          "chunk_count": 1,
+                          "children": []
+                        },
+                        {
+                          "title": "Other",
+                          "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 10. Commitments and Contingencies/Legal Matters/Other",
+                          "level": 6,
+                          "summary": "We are subject to claims, lawsuits, regulatory and government inquiries and investigations, other proceedings, and consent orders involving competition, intellectual property, data privacy and security, tax and related compliance, labor and employment, commercial disputes, content generated by our users, goods and services offered by advertisers or publishers using our platforms, design of our products and services, personal injury and other tort and nuisance theories, consumer protection, including how we moderate content on our platforms, AI, and other matters. For example, we periodically have data incidents that we report to relevant regulators as required by law. Such claims, consent orders, lawsuits, regulatory and government investigations, and other proceedings could result in substantial fines and penalties, injunctive relief, ongoing monitoring and auditing obligations, changes to our products and services, alterations to our business models and operations, and collateral related civil litigation or other adverse consequences, all of which could harm our business, reputation, financial condition, and operating results. We have ongoing legal matters relating to Russia. For example, some matters concern civil judgments that include compounding penalties imposed upon us in connection with disputes regarding the termination of accounts, including those of sanctioned parties. We do not expect these ongoing legal matters will have a material adverse effect.",
+                          "chunk_count": 1,
+                          "children": []
+                        }
+                      ]
+                    },
+                    {
+                      "title": "Non-Income Taxes",
+                      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 10. Commitments and Contingencies/Non-Income Taxes",
+                      "level": 5,
+                      "summary": "We are under audit by various domestic and foreign tax authorities with regards to non-income tax matters. The subject matter of non-income tax audits primarily arises from disputes on the tax treatment and tax rate applied to the sale of our products and services in these jurisdictions and the tax treatment of certain employee benefits. We accrue non-income taxes that may result from examinations by, or any negotiated agreements with, these tax authorities when a loss is probable and reasonably estimable. If we determine that a loss is reasonably possible and the loss or range of loss can be estimated, we disclose the reasonably possible loss. Due to the inherent complexity and uncertainty of these matters and judicial process in certain jurisdictions, the final outcome may be materially different from our expectations. See Note 14 for further details regarding income tax contingencies.",
+                      "chunk_count": 1,
+                      "children": []
+                    }
+                  ]
+                },
+                {
+                  "title": "Note 11. Stockholders' Equity",
+                  "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 11. Stockholders' Equity",
+                  "level": 4,
+                  "summary": "Class A and Class B Common Stock and Class C Capital Stock Our Board of Directors has authorized three classes of stock, Class A and Class B common stock, and Class C capital stock. The rights of the holders of each class of our common and capital stock are identical, except with respect to voting. Each share of Class A common stock is entitled to one vote per share. Each share of Class B common stock is entitled to 10 votes per share. Class C capital stock has no voting rights, except as required by applicable law. Shares of Class B common stock may be converted at any time at the option of the stockholder and automatically convert upon sale or transfer to Class A common stock.",
+                  "chunk_count": 3,
+                  "children": [
+                    {
+                      "title": "Share Repurchases",
+                      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 11. Stockholders' Equity/Share Repurchases",
+                      "level": 5,
+                      "summary": "In the years ended December 31, 2023, 2024, and 2025, we continued to repurchase both Class A and Class C shares in a manner deemed in the best interest of the company and its stockholders, taking into account the economic cost and prevailing market conditions, including the relative trading prices and volumes of the Class A and Class C shares. In April 2024, the company's Board of Directors authorized a \\$70.0 billion share repurchase program for its Class A and Class C shares. In April 2025, the company's Board of Directors authorized an additional \\$70.0 billion share repurchase program for its Class A and Class C shares. As of December 31, 2025, \\$69.5 billion remained available for Class A and Class C share repurchases. The following table presents Class A and Class C shares repurchased and subsequently retired (in millions): Year Ended December 31, [tables/table-55 Share Repurchases.html] (1) Shares repurchased include any unsettled repurchases. Repurchases are executed from time to time, subject to general business and market conditions and other investment opportunities, through open market purchases or privately negotiated transactions, including through Rule 10b5-1 plans. The repurchase programs do not have an expiration date.",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "Dividends",
+                      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 11. Stockholders' Equity/Dividends",
+                      "level": 5,
+                      "summary": "During the year ended December 31, 2025, total cash dividends were \\$4.8 billion for Class A, \\$703 million for Class B, and \\$4.5 billion for Class C shares, respectively. In April 2025, the company's Board of Directors increased the quarterly cash dividend by 5% to \\$0.21 per share of outstanding Class A, Class B, and Class C shares. The company has declared a quarterly cash dividend in the current quarter, and intends to pay quarterly cash dividends in the future, subject to review and approval by the company's Board of Directors in its sole discretion.",
+                      "chunk_count": 1,
+                      "children": []
+                    }
+                  ]
+                },
+                {
+                  "title": "Note 12. Net Income Per Share",
+                  "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 12. Net Income Per Share",
+                  "level": 4,
+                  "summary": "The passage explains the computation of net income per share for Class A, Class B, and Class C stock using the two-class method. Basic EPS uses weighted-average shares outstanding, while diluted EPS includes potentially dilutive securities like RSUs via the treasury stock method. The rights of the three classes are identical except for voting, with safeguards preventing unequal dividends. Immaterial differences in EPS may arise from allocation of distributed versus undistributed earnings. The text references tables showing basic and diluted EPS calculations for multiple years.",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Note 13. Compensation Plans",
+                  "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 13. Compensation Plans",
+                  "level": 4,
+                  "summary": "",
+                  "chunk_count": 4,
+                  "children": [
+                    {
+                      "title": "Stock Plans",
+                      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 13. Compensation Plans/Stock Plans",
+                      "level": 5,
+                      "summary": "Our stock plans include the Alphabet Amended and Restated 2021 Stock Plan (\"Alphabet 2021 Stock Plan\") and Other Bets stock-based plans. Under our stock plans, RSUs and other types of awards may be granted. Under the Alphabet 2021 Stock Plan, an RSU award is an agreement to issue shares of our Class C stock at the time the award vests. RSUs generally vest over four years contingent upon employment on the vesting date. RSUs are awarded dividend equivalents, which are subject to the same vesting conditions as the underlying award, and settled in Class C shares. As of December 31, 2025, there were 534 million shares of Class C stock reserved for future issuance under the Alphabet 2021 Stock Plan.",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "Stock-Based Compensation",
+                      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 13. Compensation Plans/Stock-Based Compensation",
+                      "level": 5,
+                      "summary": "For the years ended December 31, 2023, 2024, and 2025, total SBC expense was \\$22.1 billion, \\$22.8 billion, and \\$27.1 billion, including amounts associated with awards we expect to settle in Alphabet stock of \\$21.7 billion, \\$22.0 billion, and \\$24.1 billion, respectively. For the years ended December 31, 2023, 2024, and 2025, we recognized tax benefits on total SBC expense, which are reflected in the provision for income taxes, of \\$4.5 billion, \\$4.6 billion, and \\$5.0 billion, respectively. For the years ended December 31, 2023, 2024, and 2025, tax benefit realized related to awards vested or exercised during the period was \\$5.6 billion, \\$6.8 billion, and \\$8.1 billion, respectively. These amounts do not include the indirect effects of stock-based awards, which primarily relate to the research and development tax credit.",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "Stock-Based Award Activities",
+                      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 13. Compensation Plans/Stock-Based Award Activities",
+                      "level": 5,
+                      "summary": "The following table summarizes the activities for unvested Alphabet RSUs, which include dividend equivalents awarded to holders of unvested stock, for the year ended December 31, 2025 (in millions, except per share amounts): [tables/table-59 Stock Vesting.html] The weighted-average grant-date fair value of RSUs granted during the years ended December 31, 2023 and 2024 was \\$97.59 and \\$140.04, respectively. Total fair value of RSUs, as of their respective vesting dates, during the years ended December 31, 2023, 2024, and 2025, were \\$26.6 billion, \\$33.3 billion, and \\$39.7 billion, respectively. As of December 31, 2025, there was \\$42.9 billion of unrecognized compensation cost related to unvested RSUs. This amount is expected to be recognized over a weighted-average period of 2.6 years.",
+                      "chunk_count": 1,
+                      "children": []
+                    }
+                  ]
+                },
+                {
+                  "title": "Note 14. Income Taxes",
+                  "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 14. Income Taxes",
+                  "level": 4,
+                  "summary": "Income from continuing operations before income taxes consisted of the following (in millions): [tables/table-60 Revenue Breakdown.html] Provision for income taxes consisted of the following (in millions): [tables/table-61 Income Tax Provision.html] The reconciliation of federal statutory income tax rate to our effective income tax rate was as follows: [tables/table-62 Tax Rate Reconciliation.html] (1) The tax effect in this category primarily reflects state and local taxes in New York state, New York city, Pennsylvania, Minnesota, Illinois, New Jersey and Wisconsin. In 2023, the IRS issued a rule change allowing taxpayers to temporarily apply the regulations in effect prior to 2022 related to US federal foreign tax credits as well as a separate rule change with guidance on the capitalization and amortization of research and development expenses. A cumulative one-time adjustment for these tax rule changes was recorded in 2023. Changes to US tax law enacted on July 4, 2025, allow for immediate expensing of domestic research and experimentation costs, accelerated depreciation on eligible capital expenditures, and other tax law changes impacting 2025 with certain changes effective in 2026. These changes are reflected in our results for the year ended December 31, 2025.",
+                  "chunk_count": 3,
+                  "children": [
+                    {
+                      "title": "Deferred Income Taxes",
+                      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 14. Income Taxes/Deferred Income Taxes",
+                      "level": 5,
+                      "summary": "The passage discusses deferred income taxes, focusing on temporary differences between financial reporting and tax purposes. As of December 31, 2025, the company has significant net operating loss carryforwards: federal $13.0 billion, state $25.1 billion, and foreign $2.9 billion, all beginning to expire in 2026, with most unlikely to be realized. Research and development credits include federal $771 million (expiring 2037) and California $6.4 billion (indefinite), also mostly unrealizable. Investment tax credits of $1.3 billion expire in 2033. A valuation allowance is maintained for California deferred tax assets, certain federal and state NOLs, tax credits, and foreign NOLs deemed unlikely to be realized. The allowance is reassessed quarterly. Cash paid for income taxes is presented in a referenced table.",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "Uncertain Tax Positions",
+                      "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 14. Income Taxes/Uncertain Tax Positions",
+                      "level": 5,
+                      "summary": "The passage discusses the company's gross unrecognized tax benefits, which were $9.4 billion, $12.6 billion, and $11.5 billion as of December 31, 2023, 2024, and 2025, respectively. A significant portion would affect the effective tax rate if recognized. Interest and penalties accrued were $1.1 billion (2024) and $1.2 billion (2025). The company is under IRS examination for 2019-2021 returns and faces transfer pricing or permanent establishment assessments in foreign jurisdictions. Management regularly assesses outcomes and believes adequate provisions have been made, though audit results remain uncertain.",
+                      "chunk_count": 1,
+                      "children": []
+                    }
+                  ]
+                },
+                {
+                  "title": "Note 15. Information about Segments and Geographic Areas",
+                  "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 15. Information about Segments and Geographic Areas",
+                  "level": 4,
+                  "summary": "The text describes Alphabet's three reportable segments: Google Services (ads, subscriptions, devices), Google Cloud (enterprise services), and Other Bets (autonomous transportation, internet services). It explains revenue sources, cost allocation methods (direct vs. centrally managed), and unallocated costs like AI R&D and corporate initiatives. The CODM uses segment operating income for resource allocation and performance assessment. The passage references tables for segment financials and long-lived assets by geography.",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Note 16. Subsequent Event",
+                  "path": "GOOG-10-K-2025.pdf/PART II/ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA/Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS/Note 16. Subsequent Event",
+                  "level": 4,
+                  "summary": "In January 2026, we recognized approximately \\$32.0 billion of unrealized gains in our non-marketable investments. These unrealized gains reflect an estimated increase in the fair value measurement following observable transactions that occurred in January 2026, and are subject to change as we finalize related valuations. See Note 3 and Note 7 for further details on equity investments and OI&E. ITEM 9. CHANGES IN AND DISAGREEMENTS WITH ACCOUNTANTS ON ACCOUNTING AND FINANCIAL DISCLOSURE None.",
+                  "chunk_count": 1,
+                  "children": []
+                }
+              ]
+            }
+          ]
+        },
+        {
+          "title": "ITEM 9A. CONTROLS AND PROCEDURES",
+          "path": "GOOG-10-K-2025.pdf/PART II/ITEM 9A. CONTROLS AND PROCEDURES",
+          "level": 2,
+          "summary": "",
+          "chunk_count": 5,
+          "children": [
+            {
+              "title": "Evaluation of Disclosure Controls and Procedures",
+              "path": "GOOG-10-K-2025.pdf/PART II/ITEM 9A. CONTROLS AND PROCEDURES/Evaluation of Disclosure Controls and Procedures",
+              "level": 3,
+              "summary": "Our management, with the participation of our chief executive officer and chief financial officer, evaluated the effectiveness of our disclosure controls and procedures pursuant to Rule 13a-15 under the Exchange Act, as of the end of the period covered by this Annual Report on Form 10-K. Based on this evaluation, our chief executive officer and chief financial officer concluded that, as of December 31, 2025, our disclosure controls and procedures are designed at a reasonable assurance level and are effective to provide reasonable assurance that information we are required to disclose in reports that we file or submit under the Exchange Act is recorded, processed, summarized, and reported within the time periods specified in the SEC's rules and forms, and that such information is accumulated and communicated to our management, including our chief executive officer and chief financial officer, as appropriate, to allow timely decisions regarding required disclosure.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Changes in Internal Control over Financial Reporting",
+              "path": "GOOG-10-K-2025.pdf/PART II/ITEM 9A. CONTROLS AND PROCEDURES/Changes in Internal Control over Financial Reporting",
+              "level": 3,
+              "summary": "There have been no changes in our internal control over financial reporting that occurred during the quarter ended December 31, 2025 that have materially affected, or are reasonably likely to materially affect, our internal control over financial reporting.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Management's Report on Internal Control over Financial Reporting",
+              "path": "GOOG-10-K-2025.pdf/PART II/ITEM 9A. CONTROLS AND PROCEDURES/Management's Report on Internal Control over Financial Reporting",
+              "level": 3,
+              "summary": "Our management is responsible for establishing and maintaining adequate internal control over financial reporting, as defined in Rule 13a-15(f) of the Exchange Act. Our management conducted an evaluation of the effectiveness of our internal control over financial reporting based on the framework in Internal Control—Integrated Framework issued by the Committee of Sponsoring Organizations of the Treadway Commission (2013 framework). Based on this evaluation, management concluded that our internal control over financial reporting was effective as of December 31, 2025. Management reviewed the results of its assessment with our Audit Committee. The effectiveness of our internal control over financial reporting as of December 31, 2025 has been audited by Ernst & Young LLP, an independent registered public accounting firm, as stated in its report which is included in Item 8 of this Annual Report on Form 10-K.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Limitations on Effectiveness of Controls and Procedures",
+              "path": "GOOG-10-K-2025.pdf/PART II/ITEM 9A. CONTROLS AND PROCEDURES/Limitations on Effectiveness of Controls and Procedures",
+              "level": 3,
+              "summary": "In designing and evaluating the disclosure controls and procedures, management recognizes that any controls and procedures, no matter how well designed and operated, can provide only reasonable assurance of achieving the desired control objectives. In addition, the design of disclosure controls and procedures must reflect the fact that there are resource constraints and that management is required to apply its judgment in evaluating the benefits of possible controls and procedures relative to their costs.",
+              "chunk_count": 1,
+              "children": []
+            }
+          ]
+        },
+        {
+          "title": "ITEM 9B. OTHER INFORMATION",
+          "path": "GOOG-10-K-2025.pdf/PART II/ITEM 9B. OTHER INFORMATION",
+          "level": 2,
+          "summary": "During the quarter ended December 31, 2025, two Section 16 officers adopted new Rule 10b5-1 trading plans. John Hennessy, Chair of the Board, adopted a plan on November 10, 2025 to sell up to 8,400 shares of Class C Capital Stock and up to 4,200 shares of Class A Common Stock, effective until March 15, 2027. Ruth M. Porat, President and Chief Investment Officer, adopted a plan on November 29, 2025 to sell up to 154,486 shares of Class C Capital Stock upon vesting of performance stock units, effective until March 2, 2027. No non-Rule 10b5-1 trading arrangements were adopted, modified, or terminated. The disclosure also references required reporting under Section 13(r) of the Exchange Act regarding Russian encryption control notifications.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "ITEM 9C. DISCLOSURE REGARDING FOREIGN JURISDICTIONS THAT PREVENT INSPECTIONS",
+          "path": "GOOG-10-K-2025.pdf/PART II/ITEM 9C. DISCLOSURE REGARDING FOREIGN JURISDICTIONS THAT PREVENT INSPECTIONS",
+          "level": 2,
+          "summary": "Not applicable.",
+          "chunk_count": 1,
+          "children": []
+        }
+      ]
+    },
+    {
+      "title": "PART III",
+      "path": "GOOG-10-K-2025.pdf/PART III",
+      "level": 1,
+      "summary": "",
+      "chunk_count": 5,
+      "children": [
+        {
+          "title": "ITEM 10. DIRECTORS, EXECUTIVE OFFICERS, AND CORPORATE GOVERNANCE",
+          "path": "GOOG-10-K-2025.pdf/PART III/ITEM 10. DIRECTORS, EXECUTIVE OFFICERS, AND CORPORATE GOVERNANCE",
+          "level": 2,
+          "summary": "The information required by this item will be included under the caption \"Directors, Executive Officers, and Corporate Governance\" in our Proxy Statement for the 2026 Annual Meeting of Stockholders to be filed with the SEC within 120 days of the fiscal year ended December 31, 2025 (2026 Proxy Statement) and is incorporated herein by reference. The information required by this item regarding delinquent filers pursuant to Item 405 of Regulation S-K will be included under the caption \"Delinquent Section 16(a) Reports\" in the 2026 Proxy Statement and is incorporated herein by reference. We have adopted insider trading policies and procedures governing the purchase, sale, and other dispositions of securities of Alphabet by directors, officers, and employees that we believe are reasonably designed to promote compliance with insider trading laws, rules and regulations, and applicable Nasdaq listing standards. Our insider trading policy states, among other things, that our directors, officers, and employees are prohibited from trading in such securities while in possession of material, nonpublic information. The foregoing summary of our insider trading policies and procedures does not purport to be complete and is qualified by reference to our Policy Against Insider Trading filed as Exhibit 19.1 to our 2024 Annual Report on Form 10-K and incorporated by reference herein.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "ITEM 11. EXECUTIVE COMPENSATION",
+          "path": "GOOG-10-K-2025.pdf/PART III/ITEM 11. EXECUTIVE COMPENSATION",
+          "level": 2,
+          "summary": "The information required by this item will be included under the captions \"Director Compensation,\" \"Executive Compensation\" and \"Directors, Executive Officers, and Corporate Governance—Corporate Governance and Board Matters—Compensation Committee Interlocks and Insider Participation\" in the 2026 Proxy Statement and is incorporated herein by reference, except as to information disclosed therein pursuant to Item 402(v) of Regulation S-K relating to pay versus performance. ITEM 12. SECURITY OWNERSHIP OF CERTAIN BENEFICIAL OWNERS AND MANAGEMENT AND RELATED STOCKHOLDER MATTERS The information required by this item will be included under the captions \"Common Stock Ownership of Certain Beneficial Owners and Management\" and \"Equity Compensation Plan Information\" in the 2026 Proxy Statement and is incorporated herein by reference.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "ITEM 13. CERTAIN RELATIONSHIPS AND RELATED TRANSACTIONS, AND DIRECTOR INDEPENDENCE",
+          "path": "GOOG-10-K-2025.pdf/PART III/ITEM 13. CERTAIN RELATIONSHIPS AND RELATED TRANSACTIONS, AND DIRECTOR INDEPENDENCE",
+          "level": 2,
+          "summary": "The information required by this item will be included under the captions \"Certain Relationships and Related Transactions\" and \"Directors, Executive Officers, and Corporate Governance—Corporate Governance and Board Matters—Director Independence\" in the 2026 Proxy Statement and is incorporated herein by reference.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "ITEM 14. PRINCIPAL ACCOUNTANT FEES AND SERVICES",
+          "path": "GOOG-10-K-2025.pdf/PART III/ITEM 14. PRINCIPAL ACCOUNTANT FEES AND SERVICES",
+          "level": 2,
+          "summary": "The information required by this item will be included under the caption \"Independent Registered Public Accounting Firm\" in the 2026 Proxy Statement and is incorporated herein by reference.",
+          "chunk_count": 1,
+          "children": []
+        }
+      ]
+    },
+    {
+      "title": "PART IV",
+      "path": "GOOG-10-K-2025.pdf/PART IV",
+      "level": 1,
+      "summary": "",
+      "chunk_count": 8,
+      "children": [
+        {
+          "title": "ITEM 15. EXHIBITS, FINANCIAL STATEMENT SCHEDULES",
+          "path": "GOOG-10-K-2025.pdf/PART IV/ITEM 15. EXHIBITS, FINANCIAL STATEMENT SCHEDULES",
+          "level": 2,
+          "summary": "We have filed the following documents as part of this Annual Report on Form 10-K:",
+          "chunk_count": 4,
+          "children": [
+            {
+              "title": "1. Consolidated Financial Statements",
+              "path": "GOOG-10-K-2025.pdf/PART IV/ITEM 15. EXHIBITS, FINANCIAL STATEMENT SCHEDULES/1. Consolidated Financial Statements",
+              "level": 3,
+              "summary": "Reports of Independent Registered Public Accounting Firm 45 Financial Statements: Consolidated Balance Sheets 48 Consolidated Statements of Income 49 Consolidated Statements of Comprehensive Income 50 Consolidated Statements of Stockholders' Equity 51 Consolidated Statements of Cash Flows 52 Notes to Consolidated Financial Statements 53",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "2. Financial Statement Schedules",
+              "path": "GOOG-10-K-2025.pdf/PART IV/ITEM 15. EXHIBITS, FINANCIAL STATEMENT SCHEDULES/2. Financial Statement Schedules",
+              "level": 3,
+              "summary": "Schedule II: Valuation and Qualifying Accounts The table below details the activity of the allowance for credit losses and sales credits for the years ended December 31, 2023, 2024, and 2025 (in millions): [tables/table-68 Warranty Reserves.html] Note: Additions to the allowance for credit losses are charged to expense. Additions to the allowance for sales credits are charged against revenues. All other schedules have been omitted because they are not required, not applicable, or the required information is otherwise included.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "3. Exhibits",
+              "path": "GOOG-10-K-2025.pdf/PART IV/ITEM 15. EXHIBITS, FINANCIAL STATEMENT SCHEDULES/3. Exhibits",
+              "level": 3,
+              "summary": "[tables/table-69 Exhibit List.html] ◆ Indicates management compensatory plan, contract, or arrangement. \\* Filed herewith. ‡ Furnished herewith.",
+              "chunk_count": 1,
+              "children": []
+            }
+          ]
+        },
+        {
+          "title": "ITEM 16. FORM 10-K SUMMARY",
+          "path": "GOOG-10-K-2025.pdf/PART IV/ITEM 16. FORM 10-K SUMMARY",
+          "level": 2,
+          "summary": "None.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "SIGNATURES",
+          "path": "GOOG-10-K-2025.pdf/PART IV/SIGNATURES",
+          "level": 2,
+          "summary": "Pursuant to the requirements of Section 13 or 15(d) of the Securities Exchange Act of 1934, the Registrant has duly caused this Annual Report on Form 10-K to be signed on its behalf by the undersigned, thereunto duly authorized. Date: February 4, 2026 ALPHABET INC. [tables/table-70 CEO Signature.html]",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "POWER OF ATTORNEY",
+          "path": "GOOG-10-K-2025.pdf/PART IV/POWER OF ATTORNEY",
+          "level": 2,
+          "summary": "KNOW ALL PERSONS BY THESE PRESENTS, that each person whose signature appears below constitutes and appoints Sundar Pichai and Anat Ashkenazi, jointly and severally, his or her attorney-in-fact, with the power of substitution, for him or her in any and all capacities, to sign any amendments to this Annual Report on Form 10-K and to file the same, with exhibits thereto and other documents in connection therewith, with the Securities and Exchange Commission, hereby ratifying and confirming all that each of said attorneys-in-fact, or his or her substitute or substitutes, may do or cause to be done by virtue hereof. Pursuant to the requirements of the Securities Exchange Act of 1934, this Annual Report on Form 10-K has been signed below by the following persons on behalf of the Registrant and in the capacities and on the dates indicated. [tables/table-71 Signatures.html]",
+          "chunk_count": 1,
+          "children": []
+        }
+      ]
+    }
+  ],
+  "resources": {
+    "images": [
+      {
+        "path": "images/image-1-Stock Performance Comparison.jpg",
+        "summary": "image-1 Chart Title: Stock Performance Comparison (implied) Y-Axis: Dollar Value ($) ranging from $0 to $400 X-Axis: Time range from 12/20 to 12/25 Data Series: - Alphabet Inc. Class A (Red Line): Starts at $100, peaks around $165 in late 2021, drops below $100 in late 2022, and shows a sharp upward trend ending above $350 by 12/25. - S&P 500 (Green Line): Starts at $100, fluctuates between roughly $100 and $170 until mid-2024, then rises to just under $200 by 12/25. - NASDAQ Composite (Yellow Line): Starts at $100, generally tracks below the S&P 500, dips significantly in 2022, and ends near $190 by 12/25. - RDG Internet Composite (Blue Line):"
+      },
+      {
+        "path": "images/image-2-Stock Performance Comparison (2020-2025).jpg",
+        "summary": "image-2 Chart Title: Stock Performance Comparison (implied by legend and data) Time Range: December 2020 to December 2025 Data Series & Trends: - Alphabet Inc. Class C (Red Line): Starts at $100, peaks around $165 in late 2021, dips below $100 in late 2022, then rises sharply to over $350 by the end of the period. - S&P 500 (Green Line): Starts at $100, fluctuates between $100-$170 until mid-2024, then climbs steadily to approximately $200. - NASDAQ Composite (Yellow Line): Starts at $100, generally follows a similar but lower trajectory than the S&P 500, ending near $190. - RDG Internet Composite (Blue Line): Starts at $100, drops significantly to ~$60 in late 2022, recovers slowly to end around $"
+      }
+    ],
+    "tables": [
+      {
+        "path": "tables/table-0 Stock & Note Listings.html",
+        "summary": "table-1 Table lists Alphabet's Class A and C stocks (GOOGL, GOOG) on Nasdaq, plus multiple senior notes (2.375%-4.375%) also listed on Nasdaq."
+      },
+      {
+        "path": "tables/table-1 Filer Status.html",
+        "summary": "table-2 The table shows filer statuses: Large accelerated filer is checked, while Accelerated filer, Non-accelerated filer, Smaller reporting company, and Emerging growth company are unchecked."
+      },
+      {
+        "path": "tables/table-2 Share Repurchase.html",
+        "summary": "table-3 The table shows monthly share repurchases from October to December, with 1,050 Class A and 19,190 Class C shares bought, totaling 20,240 shares under a publicly announced program, leaving $69,503 million available."
+      },
+      {
+        "path": "tables/table-3 Alphabet Stock vs Indexes.html",
+        "summary": "table-4 The table tracks Alphabet Inc. Class A stock price alongside S&P 500, NASDAQ Composite, and RDG Internet Composite from Dec 2020 to Dec 2025, showing Alphabet's growth from $100 to $360."
+      },
+      {
+        "path": "tables/table-4 Alphabet vs S&P 500.html",
+        "summary": "table-5 The table tracks Alphabet Inc. Class C stock price from $100 (12/20) to $360 (12/25), compared to S&P 500, NASDAQ Composite, and RDG Internet Composite indices over the same period."
+      },
+      {
+        "path": "tables/table-5 Financial Results.html",
+        "summary": "table-6 The table shows financial data for years ended December 31, 2024 and 2025. Consolidated revenues increased 15% to $402,836, net income rose 32% to $132,170, and diluted net income per share grew 34% to $10.81."
+      },
+      {
+        "path": "tables/table-6 Revenue Breakdown.html",
+        "summary": "table-7 The table shows Google's revenue breakdown for 2024 and 2025, with total revenues rising from $350,018 to $402,836, driven by growth in Search, YouTube, and Cloud."
+      },
+      {
+        "path": "tables/table-7 Google Ad Changes.html",
+        "summary": "table-8 Google Search shows 6% paid clicks and 7% cost-per-click increases. Google Network shows 7% impressions decrease and 7% cost-per-impression increase."
+      },
+      {
+        "path": "tables/table-8 Revenue by Region.html",
+        "summary": "table-9 The table shows revenue percentages by region for years 2024 and 2025: United States 49% to 48%, EMEA 29% both years, APAC 16% to 17%, Other Americas 6% both years, hedging gains 0%."
+      },
+      {
+        "path": "tables/table-9 Cost of Revenues.html",
+        "summary": "table-10 The table shows TAC, other cost of revenues, and total cost of revenues for 2024 and 2025, with total cost as a percentage of revenues decreasing from 42% to 40%."
+      },
+      {
+        "path": "tables/table-10 R&D Expenses.html",
+        "summary": "table-11 Research and development expenses increased from $49,326 in 2024 to $61,087 in 2025, rising from 14% to 15% of revenues."
+      },
+      {
+        "path": "tables/table-11 Sales Expenses.html",
+        "summary": "table-12 Sales and marketing expenses were $27,808 in 2024 and $28,693 in 2025, with percentages of revenue at 8% and 7% respectively."
+      },
+      {
+        "path": "tables/table-12 Expense Analysis.html",
+        "summary": "table-13 General and administrative expenses rose from $14,188 in 2024 to $21,482 in 2025, with the percentage of revenues increasing from 4% to 5%."
+      },
+      {
+        "path": "tables/table-13 Alphabet Income.html",
+        "summary": "table-14 The table shows Alphabet's operating income for 2024 and 2025. Google Services earned $121,263M and $139,404M; Google Cloud $6,112M and $13,910M; total income from operations was $112,390M and $129,039M."
+      },
+      {
+        "path": "tables/table-14 Other Income_Expense.html",
+        "summary": "table-15 The table shows other income/expense for years ended Dec 31, 2024 and 2025. Total net income increased from $7,425 to $29,787, driven by gains on equity securities."
+      },
+      {
+        "path": "tables/table-15 Tax Data Table.html",
+        "summary": "table-16 The table shows income before taxes, provision for income taxes, and effective tax rates for years 2024 and 2025."
+      },
+      {
+        "path": "tables/table-16 Cash Flow Table.html",
+        "summary": "table-17 The table shows net cash from operating activities increased from $125,299 in 2024 to $164,713 in 2025, while investing activities used more cash in 2025 ($120,291) than 2024 ($45,536), and financing activities used less cash in 2025 ($37,388) than 2024 ($79,733)."
+      },
+      {
+        "path": "tables/table-17 Foreign Currency Risk.html",
+        "summary": "table-18 The table shows foreign currency risk impacts on OI&E and AOCI for 2024 and 2025, with monetary assets/liabilities, cash flow hedges, and net investment hedges."
+      },
+      {
+        "path": "tables/table-18 Interest Rate Risk.html",
+        "summary": "table-19 The table shows interest rate risk values for 2024 and 2025, with point-in-time figures of $208 and $162, and 12-month averages of $230 and $184, respectively."
+      },
+      {
+        "path": "tables/table-19 Financial Index.html",
+        "summary": "table-20 The table lists page numbers for financial statements including balance sheets, income statements, and auditor reports."
+      },
+      {
+        "path": "tables/table-20 Loss Contingencies.html",
+        "summary": "table-21 The company faces claims and lawsuits requiring judgment on loss probability and amount. Audit tested controls, reviewed legal counsel letters, and evaluated disclosures."
+      },
+      {
+        "path": "tables/table-21 Balance Sheet.html",
+        "summary": "table-22 Balance sheet as of Dec 31, 2024 and 2025: total assets $450,256 and $595,281; total liabilities $125,172 and $180,016; stockholders' equity $325,084 and $415,265."
+      },
+      {
+        "path": "tables/table-22 Financial Data.html",
+        "summary": "table-23 The table shows revenues, costs, and net income for 2023-2025. Revenues grew from $307,394 to $402,836, and net income rose from $73,795 to $132,170."
+      },
+      {
+        "path": "tables/table-23 Comprehensive Income.html",
+        "summary": "table-24 The table shows net income, other comprehensive income (OCI) components, and total comprehensive income for 2023-2025. Net income grew from $73,795 to $132,170, while OCI fluctuated, resulting in comprehensive income of $76,996, $99,720, and $135,054 respectively."
+      },
+      {
+        "path": "tables/table-24 Stockholders' Equity.html",
+        "summary": "table-25 The table shows stockholders' equity from 2022 to 2025, detailing changes in shares, paid-in capital, comprehensive income, and retained earnings, with net income increasing each year."
+      },
+      {
+        "path": "tables/table-25 Cash Flow Statement.html",
+        "summary": "table-26 The table shows cash flow from operating, investing, and financing activities for 2023-2025. Net cash from operations increased from $101,746 to $164,713. Investing activities used more cash over time, while financing activities fluctuated."
+      },
+      {
+        "path": "tables/table-26 Google Revenue.html",
+        "summary": "table-27 Google's total revenues grew from $307.4B in 2023 to $402.8B in 2025, driven by Search, YouTube, and Cloud."
+      },
+      {
+        "path": "tables/table-27 Revenue Breakdown.html",
+        "summary": "table-28 The table shows total revenues by region for 2023-2025, with US leading at 48-49%, followed by EMEA, APAC, and Other Americas, including hedging gains."
+      },
+      {
+        "path": "tables/table-28 Fair Value Table.html",
+        "summary": "table-29 The table presents the fair value hierarchy of cash, cash equivalents, and marketable securities as of December 31, 2024, totaling $95,657, with Level 1 and Level 2 classifications."
+      },
+      {
+        "path": "tables/table-29 Fair Value Table.html",
+        "summary": "table-30 The table shows fair value measurements of cash, cash equivalents, and marketable securities as of December 31, 2025, totaling $126,843, with Level 1 and Level 2 inputs."
+      },
+      {
+        "path": "tables/table-30 Debt Maturity.html",
+        "summary": "table-31 The table shows debt due by maturity: $26,735 within 1 year, $37,001 in 1-5 years, $12,769 in 5-10 years, $13,317 after 10 years, totaling $89,822 as of December 31, 2025."
+      },
+      {
+        "path": "tables/table-31 Investment Summary.html",
+        "summary": "table-32 The table shows investments as of Dec 31, 2024, with total adjusted cost of $62,505, fair value of $61,909, and net unrealized losses of $596 across time deposits, government bonds, corporate debt, and mortgage-backed securities."
+      },
+      {
+        "path": "tables/table-32 Investment Summary.html",
+        "summary": "table-33 The table shows investments as of Dec 31, 2025, with total adjusted cost of $85,123, gross unrealized gains of $859, losses of $186, and fair value of $85,796 across time deposits, government bonds, corporate debt, and mortgage-backed securities."
+      },
+      {
+        "path": "tables/table-33 Investment Securities.html",
+        "summary": "table-34 The table shows fair value and unrealized losses for government bonds, corporate debt, and mortgage-backed securities as of December 31, 2024, totaling $33,796 and $(784) respectively."
+      },
+      {
+        "path": "tables/table-34 Investment Securities.html",
+        "summary": "table-35 The table shows fair value and unrealized losses for government bonds, corporate debt, and mortgage-backed securities as of Dec 31, 2025, totaling $13,160 with $178 unrealized loss."
+      },
+      {
+        "path": "tables/table-35 Debt Securities P&L.html",
+        "summary": "table-36 The table shows unrealized gains/losses, realized gains/losses, and credit loss allowances for debt securities from 2023 to 2025, with total net gains/losses of -$1,215, -$1,043, and $540 respectively."
+      },
+      {
+        "path": "tables/table-36 Non-marketable securities.html",
+        "summary": "table-37 The table shows non-marketable securities data for 2024 and 2025, including initial cost, cumulative adjustments, carrying value, equity method investments, and total non-marketable securities."
+      },
+      {
+        "path": "tables/table-37 Equity Securities.html",
+        "summary": "table-38 The table shows unrealized gains and losses on non-marketable and marketable equity securities from 2023 to 2025, with total net gains rising from $392 to $24,080."
+      },
+      {
+        "path": "tables/table-38 Derivatives Table.html",
+        "summary": "table-39 Table shows derivatives designated and not designated as hedging instruments, including foreign exchange contracts, credit derivatives, and other contracts, with values for 2024 and 2025."
+      },
+      {
+        "path": "tables/table-39 Derivatives Table.html",
+        "summary": "table-40 The table shows derivative assets and liabilities for 2024 and 2025, including hedging and non-hedging instruments, with totals decreasing from $1,728 to $732 in assets and $612 to $379 in liabilities."
+      },
+      {
+        "path": "tables/table-40 Hedge Gains_Losses.html",
+        "summary": "table-41 The table shows gains and losses from cash flow and net investment hedging relationships for 2023-2025, with totals of -113, 1,157, and -2,170 respectively."
+      },
+      {
+        "path": "tables/table-41 Hedge Effects.html",
+        "summary": "table-42 The table shows the effect of cash flow, fair value, net investment, and non-designated hedges on revenues and other income for 2023-2025, with total gains of $237, $211, and -$126 for revenues and $262, $658, and $487 for other income."
+      },
+      {
+        "path": "tables/table-42 Derivatives Offsetting.html",
+        "summary": "table-43 The table shows derivatives assets and liabilities with gross amounts, offsets, net balances, and collateral for 2024 and 2025. In 2024, net assets were $1,728M and net liabilities $612M; in 2025, net assets were $732M and net liabilities $379M."
+      },
+      {
+        "path": "tables/table-43 Lease Cost Table.html",
+        "summary": "table-44 The table shows lease costs for 2023-2025: operating lease cost around $3.3K, finance lease cost increasing from $504 to $618, variable lease cost rising from $1,182 to $1,739, and total lease cost growing from $5,048 to $5,702."
+      },
+      {
+        "path": "tables/table-44 Lease Data.html",
+        "summary": "table-45 The table presents weighted-average remaining lease terms and discount rates for operating and finance leases for 2024 and 2025, along with corresponding lease assets and liabilities."
+      },
+      {
+        "path": "tables/table-45 Lease Cash Flows.html",
+        "summary": "table-46 The table shows cash payments for operating and finance leases from 2023 to 2025, including operating cash flows and financing cash flows, plus assets obtained in exchange for lease liabilities."
+      },
+      {
+        "path": "tables/table-46 Lease Payments.html",
+        "summary": "table-47 The table shows future lease payments for operating and finance leases from 2026 to 2030 and thereafter, totaling $18,251 and $2,869 undiscounted, with imputed interest deducted to yield lease liabilities of $15,954 and $2,500."
+      },
+      {
+        "path": "tables/table-47 Debt Table.html",
+        "summary": "table-48 The table shows long-term debt with maturities from 2026 to 2075, coupon rates from 0.80% to 5.70%, and effective interest rates from 0.93% to 5.79%. Total face value increased from $12,000 in 2024 to $49,085 in 2025, with net long-term debt of $10,883 and $46,547 respectively."
+      },
+      {
+        "path": "tables/table-48 Debt Maturity.html",
+        "summary": "table-49 The table shows a debt maturity schedule from 2026 to 2030 and thereafter, with total obligations of $49,085."
+      },
+      {
+        "path": "tables/table-49 Property & Equipment.html",
+        "summary": "table-50 The table shows property and equipment net values of $171,036 in 2024 and $246,597 in 2025, with categories including technical infrastructure, office space, and accumulated depreciation."
+      },
+      {
+        "path": "tables/table-50 Accrued Liabilities.html",
+        "summary": "table-51 The table lists accrued expenses and other current liabilities as of December 31, 2024 and 2025, with totals of $51,228 and $55,557 respectively, including fines, property purchases, customer liabilities, and more."
+      },
+      {
+        "path": "tables/table-51 OCI Rollforward.html",
+        "summary": "table-52 The table shows the rollforward of Accumulated Other Comprehensive Income (AOCI) from 2022 to 2025, detailing changes in foreign currency translation, available-for-sale investments, and cash flow hedges."
+      },
+      {
+        "path": "tables/table-52 AOCI Reclass.html",
+        "summary": "table-53 The table shows reclassifications of AOCI components for 2023-2025, including unrealized gains/losses on investments and cash flow hedges, with tax impacts and net totals."
+      },
+      {
+        "path": "tables/table-53 Income Data Table.html",
+        "summary": "table-54 The table shows financial data for 2023-2025: interest income rises then falls, interest expense increases sharply in 2025, and net other income grows significantly, driven by equity securities gains."
+      },
+      {
+        "path": "tables/table-54 Google Segment Balances.html",
+        "summary": "table-55 The table shows goodwill balances for Google Services, Google Cloud, and Other Bets from 2023 to 2025, with additions and currency adjustments, totaling $33,380 million by end of 2025."
+      },
+      {
+        "path": "tables/table-55 Share Repurchases.html",
+        "summary": "table-56 The table shows Class A and Class C share repurchases from 2023 to 2025, with total shares and amounts decreasing over the years."
+      },
+      {
+        "path": "tables/table-56 EPS Breakdown.html",
+        "summary": "table-57 The table details basic and diluted net income per share for Class A, B, and C shares for the year ended December 31, 2023, showing allocations of earnings and share counts."
+      },
+      {
+        "path": "tables/table-57 EPS Calculation.html",
+        "summary": "table-58 The table details basic and diluted net income per share for Class A, B, and C shares for the year ended December 31, 2024, with consolidated net income of $100,118 and basic EPS of $8.13."
+      },
+      {
+        "path": "tables/table-58 EPS Calculation.html",
+        "summary": "table-59 The table shows basic and diluted net income per share for Class A, B, and C shares for the year ended December 31, 2025, with allocations of distributed and undistributed earnings, share counts, and resulting EPS values."
+      },
+      {
+        "path": "tables/table-59 Stock Vesting.html",
+        "summary": "table-60 The table shows unvested shares changing from 299 to 282 during 2025, with 198 granted, 181 vested, and 34 forfeited. Weighted-average fair values are provided for each category."
+      },
+      {
+        "path": "tables/table-60 Revenue Breakdown.html",
+        "summary": "table-61 The table shows total revenue from domestic and foreign operations for 2023-2025, increasing from $85,717 to $158,826."
+      },
+      {
+        "path": "tables/table-61 Income Tax Provision.html",
+        "summary": "table-62 The table shows current and deferred income tax provisions for 2023-2025. Current taxes total $19,651, $24,953, $18,406; deferred taxes total ($7,729), ($5,256), $8,250; total provision is $11,922, $19,697, $26,656."
+      },
+      {
+        "path": "tables/table-62 Tax Rate Reconciliation.html",
+        "summary": "table-63 The table shows a reconciliation of the US federal statutory income tax rate to the effective tax rate for 2023-2025, listing adjustments like state taxes, foreign effects, credits, and valuation allowances."
+      },
+      {
+        "path": "tables/table-63 Deferred Tax Assets.html",
+        "summary": "table-64 The table shows deferred tax assets and liabilities for 2024 and 2025. Total deferred tax assets net of valuation allowance were $33,364 in 2024 and $34,084 in 2025. Net deferred tax assets decreased from $16,460 to $8,194."
+      },
+      {
+        "path": "tables/table-64 Income Tax Payments.html",
+        "summary": "table-65 The table shows cash paid for income taxes (net of refunds) for 2023-2025: US federal, state/local, and foreign (Brazil, Other). Total: $19,164 (2023), $27,353 (2024), $21,526 (2025)."
+      },
+      {
+        "path": "tables/table-65 Tax Benefits.html",
+        "summary": "table-66 The table shows changes in gross unrecognized tax benefits from 2023 to 2025, including increases and decreases from prior and current year positions and settlements, ending at $11,512 in 2025."
+      },
+      {
+        "path": "tables/table-66 Alphabet Revenue.html",
+        "summary": "table-67 Alphabet's total revenues grew from $307B in 2023 to $403B in 2025, driven by Google Services and Cloud. Operating income rose from $84B to $129B, with Google Cloud turning profitable."
+      },
+      {
+        "path": "tables/table-67 Long-lived Assets.html",
+        "summary": "table-68 The table shows long-lived assets as of December 31, 2024 and 2025. United States assets grew from $138,993 to $195,337, International from $45,631 to $66,481, totaling $184,624 and $261,818 respectively."
+      },
+      {
+        "path": "tables/table-68 Warranty Reserves.html",
+        "summary": "table-69 The table shows warranty reserve balances for 2023-2025, with beginning balances, additions, usage, and ending balances. The ending balance increased from $1,213 to $2,356 over the three years."
+      },
+      {
+        "path": "tables/table-69 Exhibit List.html",
+        "summary": "table-70 HTML table listing exhibits (2.01-104) for Alphabet Inc., including descriptions and incorporation by reference details for SEC filings."
+      },
+      {
+        "path": "tables/table-70 CEO Signature.html",
+        "summary": "table-71 The document is signed by Sundar Pichai, Chief Executive Officer and Principal Executive Officer of the registrant."
+      },
+      {
+        "path": "tables/table-71 Signatures.html",
+        "summary": "table-72 Signatures of Sundar Pichai, Anat Ashkenazi, Amie Thuener O'Toole, and directors including Frances Arnold, Sergey Brin, and others, all dated February 4, 2026."
+      }
+    ]
+  }
+}
diff --git a/apps/api/app/data/demo_documents/financial-goog-10-k-2025/full.md b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/full.md
new file mode 100644
index 000000000..07a0cb035
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/full.md
@@ -0,0 +1,2198 @@
+# UNITED STATES
+
+# SECURITIES AND EXCHANGE COMMISSION
+
+Washington, D.C. 20549
+
+# FORM 10-K
+
+(Mark One)
+
+ANNUAL REPORT PURSUANT TO SECTION 13 OR 15(d) OF THE SECURITIES EXCHANGE ACT OF 1934
+
+For the fiscal year ended December 31, 2025
+
+OR
+
+☐ TRANSITION REPORT PURSUANT TO SECTION 13 OR 15(d) OF THE SECURITIES EXCHANGE ACT OF 1934
+
+For the transition period from \_\_\_\_ to \_\_\_\_.
+
+Commission file number: 001-37580
+
+# Alphabet Inc.
+
+(Exact name of registrant as specified in its charter)
+
+Delaware
+
+(State or other jurisdiction of incorporation or organization)
+
+61-1767919
+
+(I.R.S. Employer Identification No.)
+
+1600 Amphitheatre Parkway
+
+Mountain View, CA 94043
+
+(Address of principal executive offices, including zip code)
+
+(650) 253-0000
+
+(Registrant's telephone number, including area code)
+
+Securities registered pursuant to Section 12(b) of the Act:
+
+<table><tr><td>Title of each class</td><td>Trading Symbol(s)</td><td>Name of each exchange on which registered</td></tr><tr><td>Class A Common Stock, $0.001 par value</td><td>GOOGL</td><td>Nasdaq Stock Market LLC(Nasdaq Global Select Market)</td></tr><tr><td>Class C Capital Stock, $0.001 par value</td><td>GOOG</td><td>Nasdaq Stock Market LLC(Nasdaq Global Select Market)</td></tr><tr><td>2.375% Senior Notes due 2028</td><td>—</td><td>Nasdaq Stock Market LLC</td></tr><tr><td>2.500% Senior Notes due 2029</td><td>—</td><td>Nasdaq Stock Market LLC</td></tr><tr><td>2.875% Senior Notes due 2031</td><td>—</td><td>Nasdaq Stock Market LLC</td></tr><tr><td>3.000% Senior Notes due 2033</td><td>—</td><td>Nasdaq Stock Market LLC</td></tr><tr><td>3.125% Senior Notes due 2034</td><td>—</td><td>Nasdaq Stock Market LLC</td></tr><tr><td>3.375% Senior Notes due 2037</td><td>—</td><td>Nasdaq Stock Market LLC</td></tr><tr><td>3.500% Senior Notes due 2038</td><td>—</td><td>Nasdaq Stock Market LLC</td></tr><tr><td>4.000% Senior Notes due 2044</td><td>—</td><td>Nasdaq Stock Market LLC</td></tr><tr><td>3.875% Senior Notes due 2045</td><td>—</td><td>Nasdaq Stock Market LLC</td></tr><tr><td>4.000% Senior Notes due 2054</td><td>—</td><td>Nasdaq Stock Market LLC</td></tr><tr><td>4.375% Senior Notes due 2064</td><td>—</td><td>Nasdaq Stock Market LLC</td></tr></table>
+
+Securities registered pursuant to Section 12(g) of the Act:
+
+Title of each class
+
+None
+
+Indicate by check mark whether the registrant (1) has filed all reports required to be filed by Section 13 or 15(d) of the Securities Exchange Act of 1934 during the preceding 12 months (or for such shorter period that the registrant was required to file such reports), and (2) has been subject to such filing requirements for the past 90 days. Yes ☑ No □
+
+Indicate by check mark whether the registrant has submitted electronically every Interactive Data File required to be submitted pursuant to Rule 405 of Regulation S-T ( $§232.405$ of this chapter) during the preceding 12 months (or for such shorter period that the registrant was required to submit such files). Yes ☒ No ☐
+
+Indicate by check mark whether the registrant is a large accelerated filer, an accelerated filer, a non-accelerated filer, a smaller reporting company, or an emerging growth company. See the definitions of “large accelerated filer,” “accelerated filer,” “smaller reporting company,” and "emerging growth company" in Rule 12b-2 of the Exchange Act.
+
+<table><tr><td>Large accelerated filer</td><td>☒</td><td>Accelerated filer</td><td>☐</td></tr><tr><td>Non-accelerated filer</td><td>☐</td><td>Smaller reporting company</td><td>☐</td></tr><tr><td>Emerging growth company</td><td>☐</td><td></td><td></td></tr></table>
+
+If an emerging growth company, indicate by check mark if the registrant has elected not to use the extended transition period for complying with any new or revised financial accounting standards provided pursuant to Section 13(a) of the Exchange Act. □
+
+Indicate by check mark whether the registrant has filed a report on and attestation to its management's assessment of the effectiveness of its internal control over financial reporting under Section 404(b) of the Sarbanes-Oxley Act (15 U.S.C.7262(b)) by the registered public accounting firm that prepared or issued its audit report. ☒
+
+If securities are registered pursuant to Section 12(b) of the Act, indicate by check mark whether the financial statements of the registrant included in the filing reflect the correction of an error to previously issued financial statements. □
+
+Indicate by check mark whether any of those error corrections are restatements that required a recovery analysis of incentive-based compensation received by any of the registrant's executive officers during the relevant recovery period pursuant to §240.10D-1(b). □
+
+Indicate by check mark whether the registrant is a shell company (as defined in Rule 12b-2 of the Exchange Act). Yes □ No ☒
+
+As of June 30, 2025, the aggregate market value of shares held by non-affiliates of the registrant (based upon the closing sale prices of such shares on the Nasdaq Global Select Market on June 30, 2025) was approximately \$1.9 trillion. For purposes of calculating the aggregate market value of shares held by non-affiliates, we have assumed that all outstanding shares are held by non-affiliates, except for shares held by each of our executive officers, directors, and 5% or greater stockholders. In the case of 5% or greater stockholders, we have not deemed such stockholders to be affiliates unless there are facts and circumstances which would indicate that such stockholders exercise any control over our company, or unless they hold 10% or more of our outstanding common stock. These assumptions should not be deemed to constitute an admission that all executive officers, directors, and 5% or greater stockholders are, in fact, affiliates of our company, or that there are not other persons who may be deemed to be affiliates of our company. Further information concerning shareholdings of our officers, directors, and principal stockholders is included or incorporated by reference in Part III, Item 12 of this Annual Report on Form 10-K.
+
+As of January 28, 2026, there were 5,822 million shares of Alphabet's Class A stock outstanding, 837 million shares of Alphabet's Class B stock outstanding, and 5,438 million shares of the Alphabet's Class C stock outstanding.
+
+## DOCUMENTS INCORPORATED BY REFERENCE
+
+Portions of the registrant's Proxy Statement for the 2026 Annual Meeting of Stockholders are incorporated herein by reference in Part III of this Annual Report on Form 10-K to the extent stated herein. Such proxy statement will be filed with the Securities and Exchange Commission within 120 days of the registrant's fiscal year ended December 31, 2025.
+
+## Alphabet Inc.
+
+## Form 10-K
+
+## For the Fiscal Year Ended December 31, 2025
+
+TABLE OF CONTENTS
+
+<table><tr><td colspan="2">Note About Forward-Looking Statements</td><td>Page</td></tr><tr><td></td><td></td><td>3</td></tr><tr><td colspan="3">PART I</td></tr><tr><td>Item 1.</td><td>Business</td><td>3</td></tr><tr><td>Item 1A.</td><td>Risk Factors</td><td>9</td></tr><tr><td>Item 1B.</td><td>Unresolved Staff Comments</td><td>23</td></tr><tr><td>Item 1C.</td><td>Cybersecurity</td><td>23</td></tr><tr><td>Item 2.</td><td>Properties</td><td>24</td></tr><tr><td>Item 3.</td><td>Legal Proceedings</td><td>24</td></tr><tr><td>Item 4.</td><td>Mine Safety Disclosures</td><td>24</td></tr><tr><td colspan="3">PART II</td></tr><tr><td>Item 5.</td><td>Market for Registrant&#x27;s Common Equity, Related Stockholder Matters, and Issuer Purchases of Equity Securities</td><td>25</td></tr><tr><td>Item 6.</td><td>[Reserved]</td><td>27</td></tr><tr><td>Item 7.</td><td>Management&#x27;s Discussion and Analysis of Financial Condition and Results of Operations</td><td>28</td></tr><tr><td>Item 7A.</td><td>Quantitative and Qualitative Disclosures About Market Risk</td><td>41</td></tr><tr><td>Item 8.</td><td>Financial Statements and Supplementary Data</td><td>44</td></tr><tr><td>Item 9.</td><td>Changes in and Disagreements With Accountants on Accounting and Financial Disclosure</td><td>89</td></tr><tr><td>Item 9A.</td><td>Controls and Procedures</td><td>89</td></tr><tr><td>Item 9B.</td><td>Other Information</td><td>89</td></tr><tr><td>Item 9C.</td><td>Disclosure Regarding Foreign Jurisdictions that Prevent Inspections</td><td>90</td></tr><tr><td colspan="3">PART III</td></tr><tr><td>Item 10.</td><td>Directors, Executive Officers, and Corporate Governance</td><td>91</td></tr><tr><td>Item 11.</td><td>Executive Compensation</td><td>91</td></tr><tr><td>Item 12.</td><td>Security Ownership of Certain Beneficial Owners and Management and Related Stockholder Matters</td><td>91</td></tr><tr><td>Item 13.</td><td>Certain Relationships and Related Transactions, and Director Independence</td><td>91</td></tr><tr><td>Item 14.</td><td>Principal Accountant Fees and Services</td><td>91</td></tr><tr><td colspan="3">PART IV</td></tr><tr><td>Item 15.</td><td>Exhibits, Financial Statement Schedules</td><td>92</td></tr><tr><td>Item 16.</td><td>Form 10-K Summary</td><td>96</td></tr><tr><td colspan="3">Signatures</td></tr></table>
+
+# Note About Forward-Looking Statements
+
+This Annual Report on Form 10-K contains forward-looking statements within the meaning of the Private Securities Litigation Reform Act of 1995. Forward-looking statements generally can be identified by words such as, but are not limited to, "anticipates," "believes," "could," "estimates," "expects," "intends," "may," "plans," "predicts," "projects," "will be," "will continue," "will likely result," and similar expressions. These include, among other things, expectations regarding the growth of our business and revenues, including factors that may impact such growth, and fluctuations in our revenues and margins; statements relating to plans, expectations, and trends about our core business metrics, costs and expenses, capital expenditures, sources of funding, products and services, strategic business transactions, and other aspects of our business operations and strategies; statements regarding the global macroeconomic and regulatory environment; as well as other statements regarding our future operations, financial condition and prospects, and actual or potential risk and liability exposures. Forward-looking statements may appear throughout this report and other documents we file with the Securities and Exchange Commission (SEC), including without limitation, the following sections: Part I, Item 1 "Business;" Part I, Item 1A "Risk Factors;" and Part II, Item 7 "Management's Discussion and Analysis of Financial Condition and Results of Operations." These forward-looking statements are based on current expectations and assumptions that are subject to risks and uncertainties, which could cause our actual results to differ materially from those reflected in the forward-looking statements. Factors that could cause or contribute to such differences include, but are not limited to, those discussed in this Annual Report on Form 10-K, including the risks discussed in Part I, Item 1A "Risk Factors" and the trends discussed in Part II, Item 7 "Management's Discussion and Analysis of Financial Condition and Results of Operations," and those discussed in other documents we file with the SEC. We undertake no obligation to revise or publicly release the results of any revision to these forward-looking statements, except as required by law. Given these risks and uncertainties, readers are cautioned not to place undue reliance on such forward-looking statements.
+
+As used herein, "Alphabet," "the company," "we," "us," "our," and similar terms include Alphabet Inc. and its subsidiaries, unless the context indicates otherwise.
+
+"Alphabet," "Google," and other trademarks of ours appearing in this report are our property. We do not intend our use or display of other companies' trade names or trademarks to imply an endorsement or sponsorship of us by such companies, or any relationship with any of these companies.
+
+## PART I
+
+## ITEM 1. BUSINESS
+
+## Overview
+
+As our founders Larry and Sergey wrote in the original founders' letter, "Google is not a conventional company. We do not intend to become one." That unconventional spirit has been a driving force throughout our history, inspiring us to tackle big problems and invest in moonshots. It led us to be a pioneer in the development of artificial intelligence (AI) and, since 2016, be an AI-first company. We continue this work under the leadership of Alphabet and Google CEO, Sundar Pichai.
+
+Alphabet is a collection of businesses — the largest of which is Google. We report Google in two segments, Google Services and Google Cloud, and all non-Google businesses collectively as Other Bets. Supporting these businesses, we have centralized certain AI-related research and development focused on advanced research in AI and developing the frontier models that serve our businesses, which is reported in Alphabet-level activities. Alphabet's structure is about helping each of our businesses prosper through strong leaders and independence.
+
+## Access and Technology for Everyone
+
+The Internet is one of the world's most powerful equalizers; it propels ideas, people, and businesses large and small. Our mission to organize the world's information and make it universally accessible and useful is as relevant today as it was when we were founded in 1998. Since then, we have evolved from a company that helps people find answers to a company that also helps people get things done.
+
+We are focused on building an even more helpful Google for everyone, and we aspire to give everyone the tools they need to increase their knowledge, health, happiness, and success. Google Search helps people find information and make sense of the world in more natural and intuitive ways, with trillions of searches on Google every year. YouTube provides people with entertainment, information, and opportunities to learn something new and helps support the creator economy through the YouTube Partner Program. Google Cloud helps customers build for the future, improve productivity, reduce costs, and unlock new growth engines. We continually innovate and build new products and features to help our users, partners, customers, and communities and have invested more than \$200 billion in research and development in the last five years in support of these efforts.
+
+## Making AI Helpful for Everyone
+
+We believe AI is a profound platform shift that can bring meaningful and positive change to people and societies across the world, and to our business. We aim to build the most advanced, safe, and responsible AI through our full-stack approach, which spans AI-optimized infrastructure; world-class research, including models and tooling; and our products and platforms that bring AI to billions of people, developers, and enterprises.
+
+At the foundation of our full-stack approach is our AI-optimized infrastructure — a key differentiator enabling us to power our own products, such as Search and YouTube, and support the services we provide to our Google Cloud customers. Our technical infrastructure allows us to use and offer our customers a range of AI accelerator options, including specialized Graphics Processing Units (GPUs) and our own custom-built Tensor Processing Units (TPUs), such as Ironwood, our seventh-generation TPU. We are focused on driving efficiencies in our data centers, allowing us to leverage our technical infrastructure to deliver our products and services at an increasing scale while simultaneously enabling world-class research and model development.
+
+Over the last decade, our research teams have pushed the boundaries of AI forward, which is displayed through Gemini 3, our most intelligent AI model yet. Designed to deliver advanced multimodal understanding, Gemini 3 represents our most capable iteration of agentic and generative coding technologies. Gemini 3 integrates enhanced reasoning capabilities to support visualizations and interactive user experiences across our product ecosystem, including Search and the Gemini app.
+
+As technology continues to improve rapidly, we are focused on bringing our latest AI advances to our products and platforms. We continue to help our users access information and knowledge, express themselves, and get things done by embedding the power of generative AI and Gemini into our products and platforms. Today, all 15 of our half-billion-user products — including seven with two billion users — use our Gemini models. For our Google Cloud customers, our offerings are helping organizations stay at the forefront of innovation with solutions such as Gemini Enterprise and Gemini for Google Workspace.
+
+Guided by our AI principles, we believe our approach to AI must be both bold and responsible. That means developing AI in a way that maximizes the positive benefits to society while addressing its potential challenges.
+
+## Moonshots
+
+Many companies get comfortable doing what they have always done, making only incremental changes. This incrementalism leads to irrelevance over time, especially in technology, where change tends to be revolutionary, not evolutionary.
+
+Our early investments in AI started out as moonshots but are now incorporated into our core products and central to future developments. In Other Bets, our fully autonomous driving technology company, Waymo, is now providing fully autonomous, paid ride-hailing services to customers in multiple cities. Isomorphic Labs is reimagining the drug discovery process from first principles, applying AI to accelerate the development of new medicines. We continue to look toward the future and to invest for the long term, most notably for the application of AI to our products and services, as well as other frontier technologies such as quantum computing.
+
+## Privacy and Security
+
+We make it a priority to protect the privacy and security of our products, users, and customers, even if there are near-term financial consequences. We do this by continuously investing in building products that are secure by default; strictly upholding responsible data practices that emphasize privacy by design; and building easy-to-use settings that put people in control. We are continually enhancing these efforts over time, whether by enabling users to auto-delete their data, applying privacy technologies like on-device processing, giving people tools to control their experience, or advancing anti-malware, anti-phishing, and password security features.
+
+## Google
+
+For reporting purposes Google comprises two segments: Google Services and Google Cloud.
+
+## Google Services
+
+## Serving Our Users
+
+We have always been committed to building helpful products that can improve the lives of millions of people worldwide. Our product innovations are what make our services widely used, and our brand one of the most recognized in the world. Google Services' core products and platforms include ads, Android, Chrome, devices, Gmail, Google Drive, Google Gemini, Google Maps, Google Photos, Google Play, Search, and YouTube, with broad and growing adoption by users around the world.
+
+Our products and services have come a long way since the company was founded more than 25 years ago. While Google Search started as a way to find web pages, organized into ten blue links, we have driven technical advancements and product innovations that have transformed Google Search into a dynamic, multimodal experience. Large language models have made it possible to express more natural language queries, vastly improving the types of questions users can ask, and the quality of results. For example, AI Overviews makes it easier to ask Google anything and get a helpful response. AI Mode allows users to ask more nuanced questions that might have previously taken multiple searches, using Gemini's advanced reasoning, thinking, and multimodal capabilities.
+
+This drive to make information more accessible and helpful has led us over the years to improve the discovery and creation of digital content both on the web and through platforms like Google Play and YouTube. People are consuming many forms of digital content, including watching long and short form videos and podcasts, streaming TV, playing games, listening to music, reading books, and using apps. Working with content creators and partners, we continue to build new ways for people around the world to create and find great digital content.
+
+Fueling all of these great digital experiences are extraordinary platforms and devices. That is why we continue to invest in platforms like our Android mobile operating system, Chrome browser, and Chrome operating system, as well as our family of devices. We see tremendous potential for devices to be helpful and make people's lives easier by combining the best of our AI, software, and hardware. This potential is reflected in our latest generation of devices, such as the new Pixel 10 series and the Pixel Watch 4. Creating products and services that people rely on every day is a journey that we are investing in for the long-term.
+
+## How We Make Money
+
+We have built world-class advertising technologies for advertisers, agencies, and publishers to power their digital marketing businesses. Our advertising solutions help millions of companies grow their businesses through our wide range of products across devices and formats, and we aim to ensure positive user experiences by serving the right ads at the right time and by building deep partnerships with brands and agencies. AI has been foundational to our advertising business for more than a decade. Products like Demand Gen, Performance Max, and Product Studio use the full power of our AI to help advertisers find untapped and incremental conversion opportunities.
+
+Google Services generates revenues primarily by delivering both performance and brand advertising that appears on Google Search & other properties, YouTube, and Google Network partners' properties ("Google Network properties"). We continue to invest in both performance and brand advertising and seek to improve the measurability of advertising so advertisers understand the effectiveness of their campaigns.
+
+- Performance advertising creates and delivers relevant ads that users will click on leading to direct engagement with advertisers. Performance advertising lets our advertisers connect with users while driving measurable results. Our ads tools allow performance advertisers to create simple text-based ads.  
+- Brand advertising helps enhance users' awareness of and affinity for advertisers' products and services, through videos, text, images, and other interactive ads that run across various devices. We help brand advertisers deliver digital videos and other types of ads to specific audiences for their brand-building marketing campaigns.
+
+We have allocated substantial resources to stopping bad advertising practices and protecting users on the web. We focus on creating the best advertising experiences for our users and advertisers in many ways, including filtering out invalid traffic, removing billions of bad ads from our systems every year, and closely monitoring the sites, apps, and videos where ads appear and blocklisting them when necessary to ensure that ads do not fund bad content.
+
+In addition, Google Services generates revenues from products and services beyond advertising, including:
+
+- consumer subscriptions, which primarily include revenues from YouTube services, such as YouTube TV, YouTube Music and Premium, and NFL Sunday Ticket, as well as Google One, which offers access to our most capable Gemini models;  
+- platforms, which primarily include revenues from Google Play sales of apps and in-app purchases; and  
+• devices, which primarily include sales of the Pixel family of devices.
+
+## Google Cloud
+
+Through our Google Cloud Platform and Google Workspace offerings, Google Cloud generates revenues primarily from consumption-based fees and subscriptions for infrastructure, platform, applications, and other cloud services. Customers use Google Cloud in multiple ways such as:
+
+- AI-optimized Infrastructure: runs on our Cloud, at the edge, or in customers' data centers. It can be used to migrate and modernize information technology (IT) systems and to train and serve various types of AI models. Our AI infrastructure delivers cost-performance for AI workloads. We offer a range of AI accelerators, including our custom TPUs and specialized GPUs, as well as AI-optimized storage offerings, and efficient AI software.  
+- Developer Platform: delivers a fully managed AI development platform, through Vertex AI, for accessing, tuning, augmenting, and deploying custom models and agents, helping customers build applications with more than 200 foundation models, including our Gemini family, third-party, and open models.  
+- Cybersecurity: provides AI-powered threat intelligence and cybersecurity solutions to help customers detect, analyze, protect against, and respond to a broad range of cybersecurity threats.  
+- Data and Analytics: enables customers to migrate, clean, prepare, and feed data into their models. Our data platform also unifies data lakes, data warehouses, data governance, and advanced machine learning into a single platform that helps users analyze data using AI models across any cloud.  
+Gemini Enterprise: empowers teams to discover, create, share, and run AI agents all in one secure platform, bringing the best of Google AI to employees through an intuitive chat interface, helping to automate workflows and drive smarter business outcomes.  
+Gemini for Google Workspace: brings our AI-powered agents into Gmail, Docs, Sheets, and more to help users write, organize, visualize, accelerate workflows, and have more productive meetings.
+
+## - Agents:
+
+## Other Bets
+
+Across Alphabet, we are also using technology to try to solve big problems that affect a wide variety of industries, including transportation and health technology. Alphabet's investment in the portfolio of Other Bets includes businesses that are at various stages of development, ranging from those in the research and development phase, such as X, our moonshot factory focused on developing breakthrough technologies, to those that are scaling commercialization, such as Waymo, which is expanding to more cities domestically, entering international markets, and further scaling operations.
+
+Other Bets operate as independent companies and some of them have their own boards with independent members and outside investors. While these early-stage businesses naturally come with considerable uncertainty, some of them are already generating revenue and making important strides in their industries. Revenues from Other Bets are generated primarily from the sale of autonomous transportation and internet services.
+
+## Competition
+
+Our business is characterized by rapid change as well as new and disruptive technologies. We face formidable competition in every aspect of our business, including but not limited to, from:
+
+- general purpose search engines and information services;  
+• vertical search engines and e-commerce providers for queries on topics such as those related to travel, jobs, and health, which users may navigate directly to rather than go through Google;  
+• online advertising platforms and networks, including online shopping and streaming services;  
+- other forms of advertising, such as billboards, magazines, newspapers, radio, and television, as our advertisers typically advertise in multiple media, both online and offline;  
+• digital content and application platform providers;  
+- providers of enterprise cloud services;  
+• AI model developers and providers of AI products and services;  
+- companies that design, manufacture, and market consumer hardware products, including businesses that have developed proprietary platforms;  
+• providers of digital video services;  
+- social networks, which users may rely on for product or service referrals, rather than seeking information through traditional search engines; and  
+- providers of workspace communication and connectivity products.
+
+Competing successfully depends heavily on our ability to continually develop and distribute innovative products and technologies to the marketplace across our businesses. For example, for advertising, competing successfully depends on attracting and retaining:
+
+- users, for whom other products and services are literally one click away, on the basis of the relevance of our advertising, as well as the general usefulness, security, and availability of our products and services;  
+- advertisers, primarily based on our ability to generate sales leads, and ultimately customers, and to deliver their advertisements in an efficient and effective manner across a variety of distribution channels even as trends in advertising mediums and user preferences change; and  
+- content providers, primarily based on the quality of our advertiser base, our ability to help these partners generate revenues from advertising, and the terms of our agreements with them.
+
+For additional information about competition, see Item 1A Risk Factors of this Annual Report on Form 10-K.
+
+## Culture and Workforce
+
+Our people are critical for our continued success, so we work hard to create an environment where employees can have fulfilling careers and perform at a high level. We offer industry-leading benefits and programs to take care of the diverse needs of our employees and their families, including opportunities for career growth and development, resources to support their financial health, and access to excellent healthcare choices. Our competitive compensation programs help us to attract and retain key talent, and we will continue to invest in recruiting talented people to technical and non-technical roles and rewarding them well. We provide a variety of high-quality training and support to managers to build and strengthen their capabilities — ranging from courses for new managers, to learning resources that help them provide feedback and manage performance, to coaching and individual support.
+
+As of December 31, 2025, Alphabet had 190,820 employees. We have work councils and statutory employee representation obligations in certain countries, and we are committed to supporting protected labor rights, maintaining an open culture, and listening to our employees.
+
+When appropriate we partner with outside companies on a contractual basis to provide a specialized service or to temporarily cover a short-term need. The employees of our suppliers and staffing partners — vendors and temporary staff, respectively — and independent contractors who are self-employed, make up our extended workforce. We choose our partners and staffing agencies carefully, and review their compliance with Google's Supplier Code of Conduct.
+
+## Government Regulation
+
+We are subject to numerous United States (US) federal, state, and local, as well as foreign laws, and regulations covering a wide variety of subjects, and the scope of this coverage continues to broaden with continuing new legal and regulatory developments in the US and internationally. Like other companies in the technology industry, we face increasingly heightened scrutiny from both US and foreign governments with respect to our compliance with laws and regulations. Many of these laws and regulations are evolving and their applicability and scope, as interpreted by the courts, remain uncertain. Particularly with regard to AI; competition; consumer protection; content moderation, including access restrictions for minors; data privacy and security; intellectual property; news publications; and sustainability and other social matters, we have seen an increase in new and evolving laws and regulations, as well as related enforcement actions and investigations, being proposed and implemented in recent years by legislative and regulatory bodies around the world. As we have seen in recent years, different laws and regulations on the same topic may not always have the same requirements (and sometimes may seem to have conflicting requirements), and even when requirements overlap, the rules are not always consistently implemented, interpreted, and enforced from jurisdiction to jurisdiction.
+
+Our compliance with these laws and regulations may be onerous and could, individually or in the aggregate, increase our cost of doing business, make our products and services less useful, limit our ability to pursue certain business practices or offer certain products and services (either in certain geographies or at all), cause us to change our business models and operations, affect our competitive position relative to our peers, or otherwise harm our business, reputation, financial condition, and operating results.
+
+For additional information about government regulation applicable to our business, see Item 1A Risk Factors; Trends in Our Business and Financial Effect in Part II, Item 7; and Legal Matters in Note 10 of the Notes to Consolidated Financial Statements included in Part II, Item 8 of this Annual Report on Form 10-K.
+
+## Intellectual Property
+
+We rely on intellectual property such as trademarks, copyrights, patents, and trade secrets, as well as confidentiality procedures and contractual provisions, to protect our proprietary technology and our brand. We have registered, and applied for the registration of, US and international trademarks, service marks, domain names, and copyrights. We have also filed patent applications in the US and foreign countries covering certain of our technology, and acquired patent assets to supplement our portfolio. We have licensed in the past, and expect that we may license in the future, certain of our rights to other parties. For additional information, see Item 1A Risk Factors of this Annual Report on Form 10-K.
+
+## Available Information
+
+Our website is located at www.abc.xyz, and our investor relations website is located at www.abc.xyz/investor. Access to our Annual Reports on Form 10-K, Quarterly Reports on Form 10-Q, Current Reports on Form 8-K, and our Proxy Statements, and any amendments to these reports, is available on our investor relations website, free of charge, after we file or furnish them with the SEC and they are available on the SEC's website at www.sec.gov.
+
+We webcast our earnings calls, as well as certain events we participate in or host with members of the investment community, via our investor relations YouTube channel and website. Our investor relations website also provides notifications of news or announcements regarding our financial performance and other items that may be material or of interest to our investors, including SEC filings, investor events, press and earnings releases, and blogs. We also share Google news and product updates on Google's Keyword blog at https://www.blog.google/ and News From Google page on X at x.com/NewsFromGoogle, and our executive officers may also use certain social media channels, such as X and LinkedIn, to communicate information about earnings results and company updates, which may be of interest or material to our investors. Further, corporate governance information, including our certificate of incorporation, bylaws, corporate governance guidelines, board committee charters, and code of conduct, is also available on our investor relations website under the heading "Governance." The information contained on, or that may be accessed through our websites or our executive officers' social media channels, is not incorporated by reference into this Annual Report on Form 10-K or in any other report or document we file with the SEC, and any references to our websites are intended to be inactive textual references only.
+
+## ITEM 1A. RISK FACTORS
+
+Our operations and financial results are subject to various risks and uncertainties, including but not limited to those described below, which could harm our business, reputation, financial condition, and operating results, and may affect the trading price and price volatility of our Class A and Class C stock.
+
+## Risks Specific to our Company
+
+We generate a significant portion of our revenues from advertising. Reduced spending by advertisers, a loss of partners, shifts in online advertising, new and evolving advertising formats, or new or existing technologies that block ads online or affect our ability to personalize ads could harm our business.
+
+We generated more than 70% of total revenues from online advertising in 2025. Many of our advertisers, companies that distribute our products and services, digital publishers, and content providers can terminate their contracts with us at any time. These partners may not continue to do business with us if we do not create more value (such as increased numbers of users or customers, new sales leads, increased brand awareness, or more effective monetization) than their available alternatives.
+
+We believe AI is quickly reshaping the advertising industry, including how ads are delivered online, and we and our competitors are constantly adjusting to meet this shift and provide new and evolving advertising formats. There is no assurance that we will adapt effectively and competitively to meet this shift, and that such advertising formats, strategies, and offerings will be successful.
+
+Changes to our advertising policies and data privacy practices, as well as changes to other companies' advertising or data privacy practices have in the past, and may in the future, affect the advertising services that we are able to provide. In addition, technologies have been developed that make personalized ads more difficult, or that block the display of ads altogether, and some providers of online services have integrated technologies that could impair the availability and functionality of third-party digital advertising. Failing to provide superior value or deliver advertisements effectively and competitively could harm our business, reputation, financial condition, and operating results.
+
+Expenditures by advertisers tend to correlate with overall economic conditions. Adverse macroeconomic conditions have affected, and may in the future affect, the demand for advertising, resulting in fluctuations in the amounts our advertisers spend on advertising, which could harm our financial condition and operating results.
+
+Our increasing investment in new businesses, products, services, and technologies is inherently risky, and could divert management attention and harm our business, financial condition, and operating results.
+
+We have invested and expect to expand our investment in new businesses, products, services, and technologies in a wide range of industries beyond online advertising. The investments that we are making across our businesses — such as building AI-optimized infrastructure, including our custom TPUs, and integrating AI capabilities into new and existing products and services — reflect our ongoing efforts to innovate and provide products and services that are helpful to users, advertisers, publishers, customers, content providers, and distribution partners. Our investments ultimately may not be commercially viable or may not result in an adequate return of capital and, in pursuing new strategies, we may incur unanticipated liabilities.
+
+To meet the compute capacity demands of AI training and inference, as well as traditional cloud computing services, we are entering into significant leasing arrangements with third party operators, which may increase costs and operational complexity. We also have a number of large, long-duration commercial agreements, which could increase our liabilities and obligations in the event of nonperformance by us, our counterparties, or vendors. In such nonperformance or an industry downturn, we may incur additional liabilities, have excess capacity that we cannot easily redeploy, and not receive payments from our counterparties or customers.
+
+We have invested and expect to significantly expand our investment in property and equipment, including our technical infrastructure, and we expect these assets to benefit our business over their estimated useful lives. Changes in facts and circumstances such as changes to historical asset performance, expected technology advancements, and future network deployment plans could change the period over which we expect to benefit from the asset and impact our financial condition and operating results.
+
+Innovations in our products and services could also result in changes to user and customer behavior and affect our revenue trends. These endeavors involve significant risks and uncertainties, including diversion of resources and management attention from current operations, different monetization models, and the use of alternative investment, governance, or compensation structures that may fail to adequately align incentives across the company or otherwise accomplish their objectives.
+
+Within Google Services, we continue to invest heavily in devices, including our smartphones, home devices, and wearables, which is a highly competitive market with frequent introduction of new products and services, rapid adoption of technological advancements by competitors, increased market saturation in developed countries, short product life cycles, evolving industry standards, continual improvement in performance characteristics, and price and feature sensitivity on the part of consumers and businesses. There can be no assurance we will be able to provide devices that compete effectively.
+
+Within Google Cloud, we devote significant resources to develop and deploy our enterprise-ready cloud services, including Google Cloud Platform and Google Workspace, and we are advancing our AI platforms and models to support these tools and technologies, including the development of our custom TPUs and how we deliver them to our customers. We are incurring significant and increasing costs and new liabilities, including contingent liabilities, to build and maintain infrastructure to support cloud computing services, invest in cybersecurity, and hire talent. Meanwhile, our competitors are rapidly developing and deploying cloud-based services and capacity. Pricing and delivery models, which are subject to increasing regulatory scrutiny and requirements, are competitive and constantly evolving, and we may therefore not achieve our business objectives. Further, our business with financial services, healthcare, and public sector customers may present additional risks, including regulatory compliance risks. For instance, we may be subject to government audits and cost reviews, and any failure to comply or any deficiencies found may expose us to legal, financial, and reputational risks. Evolving laws and regulations may require us to make new capital investments, build new products, and seek partners to deliver localized services in other countries, and we may not be able to meet sovereign operating requirements.
+
+Within Other Bets, we are investing significantly in areas such as life sciences and transportation, among others. These investment areas face intense competition from large, experienced, and well-funded competitors, and our offerings, many of which involve the development of new and emerging technologies, may not be successful, or be able to compete effectively or operate at sufficient levels of profitability.
+
+In addition, new and evolving products and services, including those that use AI, raise ethical, technological, legal, regulatory, and other challenges, which could harm our brands and demand for our products and services. Because all of these investment areas are inherently risky, no assurance can be given that such strategies and offerings will be successful or will not harm our reputation, financial condition, and operating results.
+
+We face intense competition. If we do not continue to innovate and provide products and services that are useful to users, customers, and other partners, we may not remain competitive, which could harm our business, financial condition, and operating results.
+
+Our business environment is rapidly evolving and intensely competitive. Our businesses face changing technologies, shifting user needs, and frequent introductions of rival products and services. To compete successfully, we must accurately anticipate technology developments and deliver innovative, relevant, and useful products, services, and technologies in a timely manner. For example, with the rise of AI in recent years, we have increasingly focused our investments in building powerful AI tools and AI enhancements to our existing products and services to better cater to our users, customers, and other partners. As our businesses evolve, the competitive pressure to innovate will encompass a wider range of products and services. We must continue to invest significant resources in technical infrastructure, including the development of our custom TPUs, and research and development, including through acquisitions, in order to enhance our technology, products, and services.
+
+We have many competitors in different industries. Our current and potential domestic and international competitors range from large and established companies to emerging start-ups. Some competitors have longer operating histories and well-established relationships in various sectors. They can use their experience and resources in ways that could affect our competitive position, including by making acquisitions and entering into other strategic arrangements; continuing to invest heavily in technical infrastructure, research and development, and in talent; initiating intellectual property and competition claims (whether or not meritorious); and continuing to compete for users, advertisers, customers, and content providers. Further, discrepancies in enforcement of existing laws may enable our lesser known competitors to aggressively interpret those laws without commensurate scrutiny, thereby affording them competitive advantages. Our competitors may also be able to innovate and provide products and services faster or more cost effectively than we can or may foresee the need for products and services before we do.
+
+We are developing frontier generative AI models and building AI capabilities into products and services across the company, tailoring them to the evolving preferences of our users and customers. AI technology and services are highly competitive, rapidly evolving, and require significant investment, including technical infrastructure, development, and operational costs. Our ability to deploy certain AI technologies critical for our products and services and for our business strategy may depend on the availability and pricing of third-party equipment and other technical infrastructure operations costs, including network capacity, energy, and equipment costs. Additionally, other companies may develop
+
+AI products and technologies that are similar or superior to our technologies or more cost-effective to develop or deploy. Other companies may also have (or in the future may obtain) patents or other proprietary rights that would prevent, limit, or interfere with our ability to make, use, or sell our own AI products and services.
+
+Our financial condition and operating results may also suffer if our products and services are not responsive in a timely manner to the evolving needs and desires of our users, advertisers, publishers, customers, and content providers, or if we miscalculate those needs and desires and invest significantly in areas that fail to gain sufficient market traction. As new and existing technologies continue to develop, competitors and new entrants may be able to offer experiences that are, or that are perceived to be, substantially similar to or better than ours, and the consumers may change how they obtain information online, potentially reducing the utility of our existing products and services. These technologies could reduce usage of our products and services, and force us to compete in different ways and expend significant resources to develop and operate equal or better products and services. Competitors' success in providing compelling products and services or in attracting and retaining users, advertisers, publishers, customers, and content providers could harm our financial condition and operating results.
+
+Our revenue growth rate could decline over time, and we may experience downward pressure on our operating margin in the future.
+
+Our revenue growth rate could decline over time as a result of a number of factors, including changes in customer usage and demand for our existing products and increasing demand for competing technologies; changes in the devices and modalities used to access our products and services; changes in geographic mix; deceleration or declines in advertiser spending; competition; decreases in the pricing of our products and services; ongoing product and policy changes; and shifts to lower priced products and services.
+
+We may experience downward pressure on our operating margin resulting from a variety of factors. These include increasing costs for many aspects of our business resulting from a higher level of investment in technical infrastructure, increasing regulations, and increasing competition. Certain of our costs and expenses are relatively fixed and may not correlate to changes in revenue, and we may also not be able to continue to drive efficiencies at the rate we have in the past. We may also face margin compression from an increase in the mix of lower-margin products and services, in particular from the continued expansion of our business into new fields, including products and services such as Google Cloud, our devices, and consumer subscription products, as well as significant investments in Other Bets. For instance, margins on our devices have had, and may continue to have, an adverse effect on our consolidated margins due to pricing pressures and higher cost of sales. Due to these factors and the evolving nature of our business, our historical revenue growth rate and historical operating margin may not be indicative of our future performance. For additional information, see Trends in Our Business and Financial Effect and Revenues and Monetization Metrics in Part II, Item 7 of this Annual Report on Form 10-K.
+
+Our intellectual property rights are valuable, and any inability to protect them could reduce the value of our products, services, and brands as well as affect our ability to compete.
+
+Our patents, trademarks, trade secrets, copyrights, and other intellectual property rights are important assets for us. Various events outside of our control pose a threat to our intellectual property rights, as well as to our products, services, and technologies. For example, effective intellectual property protection may not be available in every country in which our products and services are distributed or made available through the Internet. Also, the efforts we have taken and may take in the future to protect our proprietary rights, including obtaining copyright and patent protections for our important innovations, including AI innovations, may not be sufficient or effective. There is also the possibility that an issued patent may be deemed invalid or unenforceable.
+
+We also seek to maintain certain intellectual property as trade secrets. The confidentiality of such trade secrets and other sensitive information could be compromised, which could cause us to lose the competitive advantage resulting from these trade secrets. We also face risks associated with our trademarks. For example, there is a risk that the word "Google" could become so commonly used that it becomes synonymous with the word "search." Some courts have ruled that "Google" is a protectable trademark, but it is possible that other courts, particularly those outside of the US, may reach a different determination. If this happens, we could lose protection for this trademark.
+
+Any significant impairment of our intellectual property rights could harm our business and ability to compete. Protecting our intellectual property rights is costly and time consuming; any increase in unauthorized use could make it more expensive to do business and harm our financial condition and operating results.
+
+Our business depends on strong brands, and failing to maintain and enhance our brands would hurt our ability to expand our base of users, advertisers, customers, content providers, and other partners.
+
+Our strong brands have significantly contributed to the success of our business. Maintaining and enhancing the brands within Google Services, Google Cloud, and Other Bets increases our ability to enter new categories and launch new and innovative products and services that better serve the needs of our users, advertisers, customers, content providers, and other partners. Our brands have been, and may in the future be, harmed by a number of factors, including, among others, reputational issues, third-party content shared on our platforms, data privacy and security issues and developments, issues in delivering age-appropriate experiences to minors, and product or technical performance failures. For example, if we fail to respond appropriately to the sharing of misinformation or objectionable content on our services or products or objectionable practices by advertisers, or otherwise to adequately address user concerns, our users may lose confidence in our brands. Furthermore, failure to maintain and enhance our brands could harm our business, reputation, financial condition, and operating results. Our success will depend largely on our ability to remain a technology leader and continue to provide high-quality, trustworthy, innovative products and services that are truly useful and play a valuable role in a range of settings.
+
+We face a number of manufacturing and supply chain risks that could affect our ability to supply our products and services and harm our business, financial condition, and operating results.
+
+We rely on contract manufacturers to manufacture or assemble our devices as well as servers and networking equipment used in our technical infrastructure, certain components of which we may supply. We also rely on third parties to supply components and distribute our products and services. Our business could be harmed if we are not able to engage these companies with the necessary capabilities or capacity on reasonable terms, or if those we engage fail to meet their obligations (whether due to financial difficulties or other reasons), or make adverse changes in the pricing or other material terms of our arrangements with them.
+
+We have experienced and may in the future experience supply shortages, price increases, quality issues, or longer lead times that could harm our operations, driven by raw material or component availability, manufacturing capacity, labor shortages, industry allocations, logistics capacity, inflation, foreign currency exchange rates, tariffs, sanctions and export controls, trade disputes and barriers, forced labor concerns, sourcing requirements, geopolitical tensions, armed conflicts, natural disasters or pandemics, the effects of climate change, power and transmission availability, and significant changes in the financial or business condition of our suppliers. Some of the components we use in our technical infrastructure and our devices are available from only one or limited sources, and we may not be able to find replacement vendors on favorable terms in the event of a supply chain disruption. A significant supply interruption that affects us or our vendors could delay critical data center or network infrastructure upgrades or expansions and delay consumer product availability.
+
+Our ability to scale our technical infrastructure is increasingly constrained by the availability of power, water, and land. For example, energy supply is constrained globally due to the significant increase in demand for and limited availability of energy to power AI compute. Securing this capacity involves entering into complex, long-lead-time arrangements. Additionally, manufacturing and supply of servers and network equipment for our technical infrastructure, particularly for specialized AI chips, is limited to a small number of qualified suppliers. Extended or unforeseen disruptions at these suppliers could impact our ability to meet customer demand. Failure to secure sufficient capacity in a timely manner would limit our ability to train models and serve Cloud customers.
+
+We may enter into long-term contracts for materials and products that commit us to significant terms and conditions. We may face costs for materials and products that are not consumed due to market demand, technological change, excess or obsolete inventory, changed consumer preferences, quality, product recalls, and warranty issues. Certain of our competitors may negotiate more favorable contractual terms based on volume and other commitments that may provide them with competitive advantages and may affect our supply. For example, industry supply capacity for AI accelerators, including GPUs as well as our custom-built TPUs, is highly competitive and rapidly evolving. If we are unable to negotiate favorable contractual terms or our competitors claim the supply or capacity first, we may face increased costs and supply constraints, which could harm our business, financial condition, and operating results.
+
+Our devices have had, and in the future may have, quality issues resulting from design, manufacturing, or operations. Sometimes, these issues may be caused by components we purchase from other manufacturers or suppliers. In addition, quality issues with equipment used in our technical infrastructure could constrain our capacity to support the delivery and continued development of our products and services. If the quality of our products and services does not meet expectations, we lack the capacity to deliver them, or our products or services are defective or require a corrective action or recall, it could harm our business, reputation, financial condition, and operating results.
+
+We require our suppliers and business partners to comply with laws and, where applicable, our company policies and practices, such as the Google Supplier Code of Conduct, regarding workplace and employment practices, data security, environmental compliance, and intellectual property licensing, but we do not control them or their practices. Violations of law or unethical business practices could result in supply chain disruptions, canceled orders, harm to key relationships, and damage to our reputation. Their failure to procure necessary license rights to intellectual property could affect our ability to sell our products or services and expose us to litigation or financial claims.
+
+Interruption to, interference with, or failure of our complex information technology and communications systems could hurt our ability to effectively provide our products and services, which could harm our reputation, financial condition, and operating results.
+
+The availability of our products and services and fulfillment of our customer contracts depend on the continuing operation of our information technology and communications systems. Our systems are vulnerable to damage, interference, or interruption from modifications or upgrades, terrorist attacks, state-sponsored attacks, natural disasters or pandemics, geopolitical tensions or armed conflicts, export controls and sanctions, tariffs and non-tariff trade barriers, the effects of climate change, power and transmission availability challenges, utility outages, telecommunications failures, computer viruses, software bugs, cyber attacks, supply-chain attacks, computer denial of service attacks, phishing schemes, or other attempts to harm or access our systems. Some of our data centers are located in areas with a high risk of major earthquakes or other natural disasters. Our data centers are also subject to break-ins, sabotage, and intentional acts of vandalism, and, in some cases, to potential disruptions resulting from problems experienced by facility operators or disruptions as a result of geopolitical tensions and conflicts happening in the area. Some of our systems are not fully redundant, and disaster recovery planning cannot account for all eventualities. The occurrence of a natural disaster or pandemic, closure of a facility, or other unanticipated problems affecting our data centers could result in lengthy interruptions in our service. In addition, our products and services are highly technical and complex and have contained in the past, and may contain in the future, errors or vulnerabilities, which could result in interruptions in or failure of our services or systems. Any of these incidents could impede or prevent us from effectively offering products and providing services, which could harm our business, reputation, financial condition, and operating results.
+
+Our international operations expose us to additional risks that could harm our business, reputation, financial condition, and operating results.
+
+Our international operations are significant to our revenues and net income, and we plan to continue growing internationally. International revenues accounted for approximately 52% of consolidated revenues in 2025. In addition to risks described elsewhere in this section, our international operations expose us to other risks, including:
+
+- restrictions on foreign ownership and investments, and stringent foreign exchange controls that might prevent us from repatriating cash earned in countries outside the US;  
+- sanctions, tariffs, import and export controls, other market access barriers, political unrest, geopolitical tensions, changes in regimes, or armed conflict (such as ongoing conflicts in the Middle East and Ukraine), any of which may affect our business continuity, increase our operating costs, limit demand for our products and services, limit our ability to source components or final products, or prevent or impede us from operating in certain jurisdictions, complying with local laws, or offering products or services;  
+- longer payment cycles in some countries, increased credit risk, and higher levels of payment fraud;  
+- an evolving foreign policy landscape that could harm our revenues and could subject us to litigation, new regulatory costs and challenges (including new customer requirements), uncertainty regarding regulatory outcomes, and other liabilities under local laws that may not offer due process or clear legal precedent;  
+- anti-corruption laws, such as the US Foreign Corrupt Practices Act, and other local laws prohibiting certain payments to government officials, violations of which could result in civil and criminal penalties; and  
+- different employee/employer relationships; different labor laws, regulations, and labor practices; and other challenges caused by distance, language, local expertise, and cultural differences, increasing the complexity of doing business in multiple jurisdictions.
+
+Because we conduct business in currencies other than US dollars but report our financial results in US dollars, we have faced, and will continue to face, exposure to fluctuations in foreign currency exchange rates. Although we hedge a portion of our international currency exposure, significant fluctuations in exchange rates between the US dollar and foreign currencies have and may in the future adversely affect our revenues and earnings. Hedging programs are also inherently risky and could expose us to additional risks that could harm our financial condition and operating results.
+
+Disruptions in our ability to access future financing or manage our indebtedness could adversely affect our ability to execute our strategy and harm our financial condition.
+
+We may from time to time access capital markets for debt or seek to enter into other forms of financing, such as leases. Any difficulty in accessing capital markets, entering into other forms of financing on favorable terms, or managing our existing indebtedness could increase our costs of financing and restrict our ability to invest in our business. Furthermore, the combination of our current and any future indebtedness, including obligations arising under leases, backstops, guarantees, and potential liabilities from large commercial agreements, could harm our financial condition and reduce our financial and business flexibility.
+
+## We are exposed to fluctuations in the fair values of our investments and, in some instances, our financial statements incorporate inherently subjective valuation methodologies.
+
+The fair value of our debt and equity investments may in the future be, and certain investments have been in the past, negatively affected by liquidity, credit deterioration or losses, performance and financial results of the underlying entities, foreign exchange rates, changes in interest rates, the effect of new or changing regulations, the stock market in general, or other factors. As a result of these factors, the value of our investments could significantly decline, which could harm our financial condition and operating results.
+
+We measure certain of our non-marketable equity and debt securities, and certain other instruments including stock-based compensation (SBC) awards of Other Bet companies, at fair value on a nonrecurring basis, which is inherently subjective and requires management judgment and estimation. Gains and losses on non-marketable equity securities are recognized in other income (expense), net (OI&E), which increases the volatility of our OI&E. The unrealized gains and losses or impairments we record from fair value remeasurements in any particular period may differ significantly from the gains and losses we ultimately realize on such investments. Changes in fair value on SBC awards are recognized primarily through operating expenses.
+
+## Risks Related to our Industry
+
+Issues in the development and use of AI may result in reputational harm and increased liability exposure.
+
+Our evolving AI-enabled products and services may give rise to risks related to harmful content, inaccuracies, discrimination, intellectual property infringement or misappropriation, violation of rights of publicity, defamation, data privacy, cybersecurity, minor protection, and other issues. As a result of these and other challenges associated with innovative technologies, our implementation of AI systems could subject us to competitive harm, regulatory action, legal liability (including under new and proposed legislation and regulations), new applications of existing data protection, privacy, intellectual property, and other laws, and brand or reputational harm.
+
+Some uses of AI will present ethical issues and may have broad effects on society. In order to implement AI responsibly and minimize unintended harmful effects, we have already devoted and will continue to invest significant resources to develop, test, and maintain our products and services, but we may not be able to identify or resolve all AI-related issues, deficiencies, and failures before they arise. Unintended consequences, uses, or customization of our AI tools and systems may negatively affect human rights, privacy, employment, or other social concerns, which may result in claims, lawsuits, brand or reputational harm, and increased regulatory scrutiny, any of which could harm our business, financial condition, and operating results.
+
+People access our products and services through a variety of platforms and devices that continue to evolve with the advancement of technology and user preferences. If manufacturers and users do not widely adopt versions of our products and services developed for these interfaces, our business could be harmed.
+
+While the modalities used to access information is evolving, people access our products and services through a growing variety of devices such as phones, laptops and tablets, video game consoles, voice-activated speakers, wearables (including virtual reality and augmented reality devices), automobiles, and television-streaming devices. Our products and services may be less popular on some interfaces. Each manufacturer or distributor may establish unique technical standards for its devices, and our products and services may not be available or may only be available with limited functionality for our users or our advertisers on these devices as a result. Some manufacturers may also elect not to include our products on their devices.
+
+It is hard to predict the challenges we may encounter in adapting our products and services and developing competitive new products and services. We expect to continue to devote significant resources to creating and supporting products and services across multiple platforms and devices. Failing to attract and retain a substantial number of device manufacturers, suppliers, distributors, developers, and users, or failing to develop products and technologies that work well on new devices and platforms, could harm our business, financial condition, and operating results and ability to capture future business opportunities.
+
+Problematic content on our platforms, including low-quality user-generated content, web spam, content farms, and other violations of our guidelines could affect the quality of our services, which could harm our reputation and deter our current and potential users from using our products and services.
+
+We, like others in the industry, face violations of our content guidelines across our platforms, including sophisticated attempts by bad actors to manipulate our hosting and advertising systems to fraudulently generate revenues, or to otherwise generate traffic that does not represent genuine user interest or intent. While we invest significantly in efforts to promote high-quality and relevant results and to detect and prevent low-quality content and invalid traffic, we have been unable and may continue to be unable to detect and prevent all such abuses or promote uniformly high-quality content. Increased use of AI in our offerings and internal systems may create new instances of problematic content and increased potential for misuse and abuse.
+
+Many websites violate or attempt to violate our guidelines, including by seeking to inappropriately rank higher in search results than our search engine's assessment of their relevance and utility would rank them. Such efforts have affected, and may continue to affect, the quality of content on our platforms and lead them to display false, misleading, or undesirable content. Although English-language web spam in our search results has been reduced, and web spam in most other languages is limited, we expect web spammers will continue to seek inappropriate ways to improve their rankings. Although we continue to invest in and deploy proprietary technology to detect and prevent web spam on our platforms and to evolve our policies to address emerging threats, there is no guarantee that our technology and policy enforcement will always be successful, and our users may have negative experiences that make them less likely to use our platforms. We face legal and regulatory challenges to our efforts to address low-quality content, and our ability to address it may be constrained or made more costly through added compliance requirements. We also face other challenges to the quality of our search results from low-quality and irrelevant content websites, including content farms, which are websites that generate large quantities of low-quality content in an effort to improve their search rankings. We are continually launching algorithmic changes designed to detect and prevent these efforts, but we may not always be successful. We also face other challenges on our platforms, including attempted election interference; fraud, content inappropriate for minors, misleading or deceptive information, and other types of potentially harmful content.
+
+If we fail to either detect and prevent an increase in problematic content or effectively promote high-quality content, it could hurt our reputation for delivering relevant information or reduce use of our platforms, harming our financial condition and operating results. It may also subject us to litigation and regulatory actions, which could result in monetary penalties and damages and divert management's time and attention.
+
+Data privacy and security concerns relating to our technology and our practices could harm our reputation, cause us to incur significant liability, and deter current and potential users or customers from using our products and services. Computer viruses, software bugs or defects, security breaches, and attacks on our systems could result in the improper disclosure and use of user data and interference with our users' and customers' ability to use our products and services, harming our business and reputation.
+
+Concerns about, including the adequacy of, our practices with regard to the collection, use, governance, disclosure, or security of personal data or other data-privacy-related matters, even if unfounded, could harm our business, reputation, financial condition, and operating results. Our policies and practices may change over time as expectations and regulations regarding privacy and data change.
+
+Our products and services involve the storage, handling, and transmission of proprietary and other sensitive information. Malicious software such as viruses, software bugs, theft, misuse, defects, vulnerabilities in our products and services, as well as cyber attacks, phishing schemes, and other types of security attacks, which increasingly use AI, expose us to a risk of loss or improper use and disclosure of such information, which could result in litigation and other potential liabilities, including regulatory fines and penalties, as well as reputational harm. Additionally, our products incorporate highly technical and complex technologies, and thus our technologies and software have contained, and are likely in the future to contain, undetected errors, bugs, or vulnerabilities. We continue to add new features involving AI to our offerings and internal systems, and features that rely on AI may be susceptible to unanticipated security threats as our and the market's understanding of AI-centric security risks and protection methods continue to develop. We have in the past discovered, and may in the future discover, some errors in our software code only after we have released the code. Systems and control failures, security breaches, failure to comply with our privacy policies, and inadvertent disclosure of user data could result in regulatory and legal exposure, seriously harm our reputation, brand, and business, and impair our ability to attract and retain users or customers. Such incidents have occurred in the past and may continue to occur due to the scale and nature of our products and services. While there is no guarantee that such incidents will not cause significant damage, we expect to continue to expend significant resources to maintain security protections that limit the effect of bugs, theft, misuse, and security vulnerabilities or breaches.
+
+We experience cyber attacks and other attempts to gain unauthorized access to our systems on a regular basis. Cyber attacks continue to evolve in sophistication and volume, and inherently may be difficult to detect for long periods of time. The development and implementation of AI technologies may further increase our exposure to or exacerbate the risks of cyber attacks or other security incidents, particularly where such technologies are exploited by third parties to breach our or other parties' systems, including when such technologies are used to target our employees or impersonate members of senior management in order to gain unauthorized access to our systems. We have also seen, and will continue to see, industry-wide software supply chain vulnerabilities and attacks on telecommunications and other critical infrastructure, which could affect our or other parties' systems. We expect to continue to experience such incidents or vulnerabilities in the future. Our efforts to prevent security incidents and address undesirable activity on our platform may require us to spend additional resources to prepare and defend against such threats, and could also increase the risk of retaliatory attack. In addition, we face the risk of cyber attacks and data exfiltration or compromise by nation-states and state-sponsored actors. These attacks may target us or our customers, particularly our public sector customers (including federal, state, and local governments). Geopolitical tensions or armed conflicts, such as the ongoing conflict in the Middle East and Ukraine, may increase these risks.
+
+We may experience security and privacy issues, whether due to employee or insider error or malfeasance, system errors, or vulnerabilities in our or other parties' systems. While we may not determine some of these issues to be material when they occur and may remedy them quickly, there is no guarantee that these issues will not ultimately result in significant legal, financial, and reputational harm, including government inquiries, enforcement actions, litigation, and negative publicity. There is also no guarantee that a series of related issues may not be determined to be material at a later date in the aggregate, even if they may not be material individually at the time of their occurrence. Because the techniques used to obtain unauthorized access to, disable, or degrade service provided by or otherwise sabotage systems change frequently and often are recognized only after being launched against a target, even taking all reasonable precautions, including those required by law, we have been unable in the past and may continue to be unable to anticipate or detect certain attacks or vulnerabilities or implement adequate preventative measures.
+
+Further, if any partners with whom we share user or other customer information fail to implement adequate data-security practices, fail to comply with our terms and policies, or otherwise suffer a network or other security breach, our users' data may be improperly accessed, used, or disclosed. If an actual or perceived breach of our or our business partners' or service providers' security occurs, the market perception of the effectiveness of our security measures would be harmed, we could lose users and customers, our trade secrets or those of our business partners may be compromised, and we may be exposed to significant legal and financial risks, including legal claims (which may include class-action litigation) and regulatory actions, fines, and penalties. Any of the foregoing consequences could harm our business, reputation, financial condition, and operating results.
+
+While we have dedicated significant resources to privacy and security incident response capabilities, including dedicated worldwide incident response teams, our response process, particularly during times of a natural disaster or pandemic, may not be adequate, may fail to accurately assess the severity of an incident, may not be fast enough to prevent or limit harm, or may fail to sufficiently remediate an incident. As a result, we may suffer significant legal, reputational, or financial exposure, which could harm our business, financial condition, and operating results.
+
+For additional information, see also our risk factor on privacy and data protection regulations under 'Risks Related to Laws, Regulations, and Policies' below.
+
+## Our ongoing investments in safety, security, and content review will likely continue to identify abuse of our platforms and misuse of user data.
+
+In addition to our efforts to prevent and mitigate cyber attacks, we are making significant investments in safety, security, and review efforts to combat misuse of our services and unauthorized access to user data by third parties, including investigation and review of platform applications that could access the information of users of our services. As a result of these efforts, we have in the past discovered, and may in the future discover, incidents of unnecessary access to or misuse of user data or other undesirable activity by third parties. However, we may not have discovered, and may in the future not discover, all such incidents or activity, whether as a result of our data limitations, including our lack of visibility over our encrypted services, the scale of activity on our platform, or other factors, including factors outside of our control such as a natural disaster or pandemic, and we may learn of such incidents or activity via third parties. Such incidents and activities may include the use of user data or our systems in a manner inconsistent with our terms, contracts, or policies, the existence of false or undesirable user accounts, election interference, improper ad purchases, activities that threaten people's safety on- or off-line, or instances of spamming, scraping, or spreading disinformation. While we may not determine some of these incidents to be material at the time they occurred and we may remedy them quickly, there is no guarantee that these issues will not ultimately result in significant legal, financial, and reputational harm, including government inquiries and enforcement actions, litigation, and negative publicity. There is also no guarantee that a series of related issues may not be determined to be material at a later date in the aggregate, even if they may not be material individually at the time of their occurrence.
+
+We may also be unsuccessful in our efforts to enforce our policies or otherwise prevent or remediate any such incidents. Any of the foregoing developments may negatively affect user trust and engagement, harm our reputation and brands, require us to change our business practices in ways that harm our business operations, and adversely affect our business and financial results. Any such developments may also subject us to additional litigation and regulatory inquiries, which could result in monetary penalties and damages, divert management's time and attention, and lead to enhanced regulatory oversight.
+
+Our business depends on continued and unimpeded access to the Internet by us and our users. Internet access providers may be able to restrict, block, degrade, or charge for access to certain of our products and services, which could lead to additional expenses and the loss of users and advertisers.
+
+Our products and services depend on the ability of our users to access the Internet, and certain of our products require significant network capacity to work effectively. Currently, this access is provided by companies that have significant market power in the broadband and internet access marketplace, including incumbent telephone companies, cable companies, mobile communications companies, and government-owned service providers. Some of these providers have taken, or have stated that they may take, measures that could degrade, disrupt, or increase the cost of user access to certain of our products by restricting or prohibiting the use of their infrastructure to support or facilitate our offerings, by charging increased fees to us or our users to provide our offerings, or by providing our competitors preferential access. Some jurisdictions have adopted regulations prohibiting certain forms of discrimination by internet access providers; however, substantial uncertainty exists in the US and elsewhere regarding such protections. In addition, in some jurisdictions, our products and services have been subject to government-initiated restrictions or blockages. These could harm existing key relationships, including with our users, customers, advertisers, and content providers, and impair our ability to attract new ones; harm our reputation; and increase costs, thereby negatively affecting our business.
+
+## Risks Related to Laws, Regulations, and Policies
+
+We are subject to a variety of new, existing, and changing laws and regulations worldwide that could harm our business, and will likely be subject to an even broader scope of laws and regulations as we continue to expand our business.
+
+We are subject to numerous US federal and state as well as foreign laws and regulations covering a wide variety of subjects, and our introduction of new businesses, products, services, and technologies will likely continue to subject us to additional laws and regulations. In recent years, governments around the world have proposed and adopted a large number of new laws and regulations relevant to the digital economy, particularly in the areas of data privacy and security, competition, AI, and online content. The costs of compliance with these measures are high and are likely to increase in the future, including as a result of differing, and sometimes conflicting, laws and regulations.
+
+New or changing laws and regulations, or interpretations or applications of existing laws and regulations in a manner inconsistent with our interpretations of such laws and regulations or our practices, have resulted in, and may continue to result in, less useful products and services, altered business models and operations, limited ability to pursue certain business practices or offer certain products and services, substantial costs, and civil or criminal liability. Examples include laws and regulations regarding:
+
+\- Competition and technology platforms' business practices: Laws and regulations focused on large technology platforms, including the Digital Markets Act in the European Union (EU) and the Act on Promotion of Competition for Specified Smartphone Software in Japan; regulations and legal settlements in the US, South Korea, and elsewhere that affect Google Play's billing policies, fees, and business model; as well as litigation and new and expected regulations in a range of jurisdictions.
+
+\- AI: Laws and regulations focused on the development, use, and provision of AI technologies and other digital products and services, which could result in monetary penalties or other regulatory actions. For example, the EU AI Act came into force on August 1, 2024, and will generally become fully applicable after a two-year transitional period (although certain obligations have already taken effect). The EU AI Act introduces various requirements for AI systems and models placed on the market in the EU, including specific transparency, safety, and copyright requirements for general purpose AI systems and the models on which those systems are based. Various countries, including Brazil, India, Japan, South Korea, Singapore, and Vietnam, have also enacted or are considering enacting regulations focused on AI. In the US, an increasing amount of legislative and regulatory activity regarding AI is taking place at the state level. In 2025, state legislatures considered more than 1,000 AI-related bills, including on fundamental model research and development, synthetic media, algorithmic decision-making, and many others, and took a variety of approaches to AI regulation. For instance, in 2025, California and New York passed the Transparency in Frontier Artificial Intelligence Act and the Responsible AI Safety and Education Act, respectively, each of which imposes safety and reporting obligations on developers of frontier models. At the same time, the White House's Executive Order, Removing Barriers to American Leadership in Artificial Intelligence, prioritizes deregulation, while its AI Action Plan emphasizes accelerating American innovation leadership.
+
+- Data privacy, collection, processing, and portability: Laws and regulations further restricting the collection, processing, or sharing of user or advertising-related data, including privacy and data protection laws; laws affecting the processing of children's data (as discussed further below), data breach notification laws; laws limiting data transfers (including data localization laws); laws limiting use of data for AI training; and laws requiring data portability.  
+- Copyright and other intellectual property: Copyright and related laws, including the EU Directive on Copyright in the Digital Single Market and European Economic Area transpositions, which have introduced new licensing regimes, increase liability with respect to content uploaded by users or linked to from our platforms, or create property rights in news publications that could require payments to news agencies and publishers, which may result in other regulatory actions. The scope of the text and data mining exception is being challenged before courts in the EU, which could harm some aspects of our business.  
+- Content moderation: Various laws covering content moderation and removal, and related disclosure obligations, such as the EU's Digital Services Act, Florida's Senate Bill 7072 and Texas' House Bill 20, and laws and proposed legislation in Singapore, Australia, and the United Kingdom (UK) that impose penalties for failure to remove certain types of content or require disclosure of information about the operation of our services and algorithms, which may make it harder for services like Google Search and YouTube to detect and limit low-quality, deceptive, or harmful content, or, on the other hand, may impinge on the rights of free expression and access to content. Additionally, new regulations apply to online child safety, including access and content restrictions as well as other limitations for minors, which may also conflict with rights of free expression and access to information. These regulations could result in our having to modify our products and services and monitor minors' experiences on our products and services.  
+- Consumer protection: Consumer protection laws, including the EU's New Deal for Consumers, which could result in monetary penalties and create a range of new compliance obligations.
+
+In addition, the applicability and scope of these and other laws and regulations, as interpreted by courts, regulators, or administrative bodies, remain uncertain and could be interpreted in ways that harm our business. For example, we rely on statutory safe harbors, like those set forth in the Digital Millennium Copyright Act and Section 230 of the Communications Decency Act in the US and the Digital Services Act in Europe, to protect against liability for various linking, caching, ranking, recommending, and hosting activities. Legislation or court rulings affecting these safe harbors may harm us and may impose significant operational challenges. There are legislative proposals and pending litigation in the US, EU, and around the world that could diminish or eliminate safe harbor protection for websites and online platforms. Our development, use, and commercialization of AI products and services (including our implementation of AI in our offerings and internal systems) could subject us to regulatory action and legal liability, including under specific legislation regulating AI, as well as new applications of existing data protection, cybersecurity, privacy, intellectual property, and other laws.
+
+Further, we are subject to evolving laws, regulations, policies, and international accords relating to matters beyond our core products and services, including environmental sustainability, climate change, human capital, and employment matters. In response, we have implemented robust programs and initiatives and adopted reporting frameworks and principles that may require considerable investments. For instance, AI's energy and water demands have made efforts to reduce our emissions more complex and challenging across every level. We cannot guarantee that our initiatives will be fully realized on the timelines we expect or at all, and projects that are completed as planned may not achieve the results we anticipate.
+
+We are and may continue to be subject to claims, lawsuits, regulatory and government inquiries and investigations, enforcement actions, consent orders, and other forms of regulatory scrutiny and legal liability, including competition matters, that could harm our business, reputation, financial condition, and operating results.
+
+We are subject to claims, lawsuits, regulatory and government inquiries and investigations, other proceedings, and orders involving competition, intellectual property, data privacy and security, tax and related compliance, labor and employment, commercial disputes, content generated by our users, goods and services offered by advertisers or publishers using our platforms, design of our products and services, personal injury and other tort and nuisance theories, consumer protection claims, including how we moderate content on our platforms, AI, and other matters.
+
+The US Department of Justice (DOJ), various states, and other plaintiffs have filed, and may continue to file in the future, several antitrust lawsuits about aspects of our business, including our advertising technologies and practices, the operation and distribution of Google Search, and the operation and distribution of Android operating system and Play Store. If we are unsuccessful in these lawsuits, we could face significant expenses to implement the remedies, and such costs and alterations could harm our business, reputation, financial condition, and operating results.
+
+For example, the DOJ and a number of state Attorneys General filed a lawsuit concerning our Search and Search advertising practices and our compliance with US antitrust laws. In August 2024, the US District Court for the District of Columbia ruled against Google, and in December 2025, entered a final judgment requiring remedies, which, among other things, imposes restrictions on how we distribute our services and requires us to share certain search data with and offer syndication services to certain competitors. In January 2026, we appealed the final judgment and moved to pause implementation of certain remedies. In February 2026, the DOJ and state Attorneys General also appealed.
+
+Furthermore, in December 2020, a number of state Attorneys General, led by the Texas Attorney General, filed a lawsuit in the US District Court for the Eastern District of Texas concerning our advertising technology and our compliance with US antitrust laws and other laws. In January 2023, the DOJ and a number of state Attorneys General sued in the Eastern District of Virginia alleging similar antitrust violations relating to our advertising technology. In April 2025, the presiding judge issued a mixed decision in the DOJ case against us, ruling that neither our advertiser tools nor the DoubleClick and AdMeld acquisitions were anticompetitive, but that our publisher tools unfairly excluded rivals. A separate proceeding to determine remedies, the range of which varies widely, took place in September 2025 with the parties presenting differing remedy proposals. The DOJ's remedy proposal includes structural remedies that could harm our business. Closing arguments were held in November 2025, and we are awaiting a final judgment. After that judgment, we plan to appeal the adverse portion of the April 2025 decision and potentially aspects of the remedies decision. A trial in the state Attorneys General case in the Eastern District of Texas will take place after a decision on remedies is issued in the DOJ advertising technology case, and could result in remedies that could harm our business, reputation, financial condition, and operating results.
+
+In addition to these regulatory proceedings, private individual and collective actions that overlap with claims pursued by regulators are pending in the US and in several other jurisdictions. Adverse results in these or similar future lawsuits may include awards of monetary damages and remedies that could harm our business, reputation, financial condition, and operating results.
+
+Other regulatory agencies in the US and around the world, including competition enforcers, consumer protection agencies, and data protection authorities, have challenged and may continue to challenge our business practices and compliance with laws and regulations. We are cooperating with these investigations and defending litigation or appealing decisions where appropriate.
+
+We are also subject to a variety of claims including product warranty, product liability, and consumer protection claims related to product defects, among other litigation, and we may also be subject to claims involving health and safety, hazardous materials usage, other environmental effects, AI training, development, and commercialization, or service disruptions or failures. Claims have been brought, and we expect will continue to be brought, against us for defamation, negligence, breaches of contract, patent, copyright, and trademark infringement, unfair competition, unlawful activity, torts, privacy rights violations, fraud, or other legal theories based on the nature and content of information available on or via our services, the design and effect of our products and services, or due to our involvement in hosting, transmitting, marketing, branding, or providing access to content created by third parties.
+
+Various laws, regulations, investigations, enforcement lawsuits, and regulatory actions have involved in the past, and may in the future result in substantial fines and penalties, injunctive relief, ongoing monitoring and auditing obligations, changes to our products and services, alterations to our business models and operations, including divestiture, and collateral related civil litigation or other adverse consequences. Any of these legal proceedings could also result in legal costs, diversion of management resources, and negative publicity, all of which could harm our business, reputation, financial condition, and operating results.
+
+Estimating liabilities for our pending proceedings is a complex, fact-specific, and speculative process that requires significant judgment, and the amounts we are ultimately liable for may differ from our estimates. The resolution of one or more such proceedings has resulted in, and may in the future result in, additional substantial fines, penalties, injunctions, and other sanctions that could harm our business, reputation, financial condition, and operating results.
+
+For additional information about the ongoing material legal proceedings to which we are subject, see Legal Proceedings in Item 3 of this Annual Report on Form 10-K.
+
+Privacy, data protection, data usage, and portability regulations are complex and rapidly evolving areas. Any failure or alleged failure to comply with these laws could harm our business, reputation, financial condition, and operating results.
+
+Authorities around the world have adopted and are considering a number of legislative and regulatory proposals concerning data protection, data usage and portability, and encryption of user data. Additionally, the increasing adoption of AI technologies, which rely on the collection of large amounts of data and use of such data for training purposes, has led data protection authorities around the world to consider and adopt new and evolving interpretations of data protection laws, imposing specific obligations with respect to the processing of personal data, including required notices, consents, and opt-outs. Further, the increased risk of inadvertent disclosure of confidential information or personal data in connection with the utilization of AI technologies may result in stronger regulatory scrutiny, leading to legal and regulatory investigations and enforcement actions that could harm our business, even if unfounded. Adverse legal rulings, legislation, or regulation have resulted in, and may continue to result in, fines and orders requiring that we change our practices, which have had and could continue to have an adverse effect on how we provide services, harming our business, reputation, financial condition, and operating results. These laws and regulations are evolving and subject to interpretation, and compliance obligations could cause us to incur substantial costs or harm the quality and operations of our products and services in ways that harm our business. Examples of these laws include:
+
+- The EU General Data Protection Regulation and the UK General Data Protection Regulations, which apply to all of our activities conducted from an establishment in the EU or the UK, respectively, or related to products and services that we offer to EU or the UK users or customers, respectively, or the monitoring of their behavior in the EU or the UK, respectively.  
+- Various US federal, US state, and foreign privacy laws related to the processing and security of personal data, including (1) comprehensive privacy laws that provide data privacy rights (including, in California, a private right of action in the event of a data breach resulting from our failure to implement and maintain reasonable security procedures and practices) and impose significant obligations on controllers and processors of consumer data; (2) laws imposing obligations on businesses that collect or disclose biometric information (including, in Colorado, Illinois, Texas, and Washington); (3) laws governing the collection and processing of children and minor's data and how companies provide age-appropriate online experiences (including, in the US, the Children's Online Privacy Protection Act of 1998; the pending Children and Teens' Online Privacy Protection Act (COPPA 2.0); similar US state laws related to children's privacy, such as the New York Child Data Protection Act; and the UK's Age-Appropriate Design Code); and (4) laws regulating internet-connected devices (such as, in California, the Internet of Things Security Law).  
+- The EU's Digital Markets Act, which requires in-scope companies to obtain user consent for combining data across certain products and require search engines to share anonymized data with rival companies, among other changes; and the EU Data Act, which introduces new data portability requirements with respect to connected products (i.e., 'internet of things' products) and related services, as well as interoperability obligations on data processing services.
+
+Further, we are subject to evolving laws and regulations that dictate whether, how, and under what circumstances we can transfer, process, or receive personal data, as well as ongoing enforcement actions from supervisory authorities related to cross-border transfers of personal data. The validity of various data transfer mechanisms we currently rely upon remains subject to legal, regulatory, and political developments globally, which may require us to adapt our existing arrangements.
+
+We face, and may continue to face, intellectual property infringement or misappropriation, violation of rights of publicity, and other claims that could be costly to defend, result in significant damage awards or other costs (including indemnification awards), and limit our ability to use certain technologies.
+
+We, like other internet, technology, and media companies, are frequently subject to litigation based on allegations of infringement or other violations of intellectual property rights, including patent, copyright, trade secrets, and trademarks. Parties have also sought broad injunctive relief against us by filing claims in US and international courts and the US International Trade Commission (ITC) for exclusion and cease-and-desist orders. In addition, patent-holding companies may frequently seek to generate income from patents they have obtained by bringing claims against us. As we continue to expand our business, intellectual property claims against us have increased and may continue to increase as we develop and acquire new products, services, and technologies, including AI technologies.
+
+Adverse results in any of these lawsuits may include awards of monetary damages, costly royalty or licensing agreements (if licenses are available at all), or orders limiting our ability to sell our products and services in the US or elsewhere, including by preventing us from offering certain features, functionalities, products, or services in certain jurisdictions. They may also cause us to change our business practices in ways that could result in a loss of revenues for us and otherwise harm our business.
+
+Many of our agreements with our customers and partners, including certain suppliers, require us to defend against certain intellectual property infringement claims and in some cases indemnify them for certain intellectual property infringement claims against them, which could result in increased costs for defending such claims or significant damages if there were an adverse ruling in any such claims. Such customers and partners may also discontinue the use of our products, services, and technologies, as a result of injunctions or otherwise, which could result in loss of revenues and harm our business. Moreover, intellectual property indemnities provided to us by our suppliers, when obtainable, may not cover all damages and losses suffered by us and our customers arising from intellectual property infringement claims. Furthermore, in connection with our divestitures, we have agreed, and may in the future agree, to provide indemnification for certain potential liabilities, including those associated with intellectual property claims. Regardless of their merits, intellectual property claims are often time consuming and expensive to litigate or settle. To the extent such claims are successful, they could harm our business, including our product and service offerings, financial condition, and operating results.
+
+We could be subject to changes in tax rates, the adoption of new US or international tax legislation, or exposure to additional tax liabilities.
+
+We are subject to a variety of taxes and tax collection obligations in the US and numerous foreign jurisdictions. Our effective tax rates are affected by a variety of factors, including changes in the mix of earnings in jurisdictions with different statutory tax rates, net gains and losses on hedges and related transactions under our foreign exchange risk management program, changes in our stock price for shares issued as employee compensation, changes in the valuation of our deferred tax assets or liabilities, and the application of different provisions of tax laws or changes in tax laws, regulations, or accounting principles (including changes in the interpretation of existing laws). Further, if we are unable or fail to collect taxes on behalf of customers, employees, and partners as the withholding agent, we could become liable for taxes that are levied against third parties.
+
+We are subject to regular review and audit by both domestic and foreign tax authorities. As a result, we have received, and may in the future receive, assessments in multiple jurisdictions, on various tax-related assertions, such as transfer-pricing adjustments or permanent-establishment claims. Any adverse outcome of such a review or audit could harm our financial condition and operating results, require adverse changes to our business practices, or subject us to additional litigation and regulatory inquiries. In addition, the determination of our worldwide provision for income taxes and other tax liabilities requires significant judgment and often involves uncertainty. Although we believe our estimates are reasonable, the ultimate tax outcome may differ from the amounts recorded in our financial statements and may affect our financial results in the period or periods for which such determination is made.
+
+Further, due to shifting economic and political conditions, tax policies, laws, or rates in various jurisdictions may be subject to significant changes in ways that could harm our financial condition and operating results. For example, various jurisdictions around the world have enacted or are considering revenue-based taxes such as digital services taxes and other targeted taxes, which could lead to inconsistent and potentially overlapping international tax regimes. The US has imposed a 1% excise tax on the fair market value of shares repurchased, which could increase in the future. Over 140 countries are negotiating changes to international tax policies led by the Organization for Economic Cooperation and Development (OECD), including a 15% global minimum tax rate. In January 2026, the OECD announced a "Side-by-Side Safe Harbor" that exempts US operations of US-parented companies from global minimum tax rules. Adoption of minimum tax rules outside the US could increase our effective tax rate and cash tax payments.
+
+## Risks Related to Ownership of Our Stock
+
+We cannot guarantee that any share repurchase program or dividend program will be continuously active or fully consummated or will enhance long-term stockholder value, and share repurchases or dividends could increase the volatility of our stock prices and could diminish our cash reserves.
+
+We engage in share repurchases of our Class A and Class C stock from time to time in accordance with authorizations from the Board of Directors of Alphabet. Our repurchase program does not have an expiration date and does not obligate Alphabet to repurchase any specific dollar amount or to acquire any specific number of shares. Our cash dividend program pays regular cash dividends to our Class A, Class B, and Class C stockholders. Any and all future cash dividends are subject to declaration by our Board of Directors in its sole discretion, and in accordance with the requirements of any applicable laws, rules, and regulations, including the Delaware General Corporation Law. Our cash dividend program does not require, and our Board of Directors may decide not to declare, a cash dividend each quarter, and does not obligate our Board of Directors to declare a dividend at any specific dollar amount per share. Any such decision by our Board of Directors may depend on a variety of factors that it may deem relevant, including but not limited to our earnings, liquidity, financial condition, other capital deployment opportunities, level of indebtedness, and general market conditions. Our share repurchases and dividends could affect our share trading prices, increase their volatility, reduce our cash reserves and may be suspended or terminated at any time, which may result in a decrease in the trading prices of our stock.
+
+The concentration of our stock ownership limits our stockholders' ability to influence corporate matters.
+
+Our Class B stock has 10 votes per share, our Class A stock has one vote per share, and our Class C stock has no voting rights. As of December 31, 2025, Larry Page and Sergey Brin beneficially owned approximately 89.3% of our outstanding Class B stock, which represented approximately 52.7% of the voting power of our outstanding common stock. Through their stock ownership, Larry and Sergey have significant influence over all matters requiring stockholder approval, including the election of directors and significant corporate transactions, such as a merger or other sale of our company or our assets, for the foreseeable future. In addition, because our Class C stock carries no voting rights (except as required by applicable law), the issuance of the Class C stock, including in future stock-based acquisition transactions and to fund employee equity incentive programs, could continue Larry and Sergey's current relative voting power and their ability to elect all of our directors and to determine the outcome of most matters submitted to a vote of our stockholders. The share repurchases made pursuant to our repurchase program may also affect Larry and Sergey's relative voting power. This concentrated control limits or severely restricts other stockholders' ability to influence corporate matters and we may take actions that some of our stockholders do not view as beneficial, which could reduce the market price of our Class A stock and our Class C stock.
+
+## Provisions in our charter documents and under Delaware law could discourage a takeover that stockholders may consider favorable.
+
+Provisions in Alphabet's certificate of incorporation and bylaws may have the effect of delaying or preventing a change of control or changes in our management. These provisions include the following:
+
+- Our Board of Directors has the right to elect directors to fill a vacancy created by the expansion of the Board of Directors or the resignation, death, or removal of a director.  
+- Our stockholders may not act by written consent, which makes it difficult to take certain actions without holding a stockholders' meeting.  
+- Our certificate of incorporation prohibits cumulative voting in the election of directors. This limits the ability of minority stockholders to elect director candidates.  
+- Stockholders must provide advance notice to nominate individuals for election to the Board of Directors or to propose matters that can be acted upon at a stockholders' meeting. These provisions may discourage or deter a potential acquirer from conducting a solicitation of proxies to elect the acquirer's own slate of directors or otherwise attempting to obtain control of our company.  
+- Our Board of Directors may issue, without stockholder approval, shares of undesignated preferred stock, which makes it possible for our Board of Directors to issue preferred stock with voting or other rights or preferences that could impede the success of any attempt to acquire us.
+
+As a Delaware corporation, we are also subject to certain Delaware anti-takeover provisions. Under Delaware law, a corporation may not engage in a business combination with any holder of 15% or more of its outstanding voting stock unless the holder has held the stock for three years or, among other things, the Board of Directors has approved the transaction. Our Board of Directors could rely on Delaware law to prevent or delay an acquisition of us.
+
+## General Risks
+
+Our operating results may fluctuate, which makes our results difficult to predict and could cause our results to fall short of expectations.
+
+Our operating results have fluctuated, and may in the future fluctuate, as a result of a number of factors, many outside of our control, including the cyclical nature and seasonality in our business and geopolitical events. As a result, comparing our operating results (including our expenses as a percentage of our revenues) on a period-to-period basis may not be meaningful, and our past results should not be relied on as an indication of our future performance. Consequently, our operating results in future quarters may fall below expectations.
+
+Acquisitions, joint ventures, investments, and divestitures could result in operating difficulties, dilution, and other consequences that could harm our business, financial condition, and operating results.
+
+Acquisitions, joint ventures, investments, and divestitures are important elements of our overall corporate strategy and use of capital, and these transactions could be material to our financial condition and operating results. We expect to continue to evaluate and enter into discussions regarding a wide array of such potential strategic arrangements, which could create unforeseen operating difficulties and expenditures. Some of the areas where we face risks include:
+
+- diversion of management time and focus from operating our business to challenges related to acquisitions and other strategic arrangements;  
+- failure to obtain required approvals on a timely basis, if at all, from governmental authorities, or conditions placed upon approval, either of which could, among other things, delay or prevent us from completing a transaction, result in the payment of fees or penalties to a counterparty, or otherwise restrict our ability to
+
+realize the expected financial or strategic goals of a transaction; or investigations or litigation by governmental authorities related to our acquisitions, investments, and other strategic arrangements;
+
+- failure to successfully integrate the acquired operations, technologies, services, and personnel (including cultural integration and retention of employees) and further develop the acquired business or technology;  
+- implementation of controls (or remediation of deficiencies), procedures, and policies at the acquired company;  
+- integration of the acquired company's accounting and other administrative systems, and the coordination of product, engineering, and sales and marketing functions;  
+• transition of operations, users, and customers onto our existing platforms;  
+- in the case of foreign acquisitions, the need to integrate operations across different cultures and languages and to address the particular economic, currency, political, and regulatory risks associated with specific countries;  
+- failure to accomplish commercial, strategic, or financial objectives with respect to investments, joint ventures, and other strategic arrangements;  
+- failure to realize the value of investments and joint ventures due to a lack of liquidity or an inability to identify buyers or negotiate favorable terms for intended divestitures;  
+- liability for activities of the acquired company before the acquisition, including intellectual property infringement claims, data privacy and security issues, violations of laws, commercial disputes, tax liabilities, warranty claims, product liabilities, and other known and unknown liabilities; and  
+- litigation or other claims in connection with the acquired company, including claims from terminated employees, customers, former stockholders, or other third parties.
+
+Our failure to address these risks or other problems encountered in connection with our past or future acquisitions and other strategic arrangements could cause us to fail to realize their anticipated benefits, incur unanticipated liabilities, and harm our business generally.
+
+Our acquisitions and other strategic arrangements could also result in dilutive issuances of our equity securities, the incurrence of debt, contingent liabilities, or amortization expenses, or impairment of goodwill or purchased long-lived assets, and restructuring charges, any of which could harm our financial condition and operating results. Also, the anticipated benefits or value of our acquisitions, investments, and other strategic arrangements may not materialize. In connection with our divestitures and certain strategic arrangements, we have agreed, and may in the future agree, to provide indemnification for certain potential liabilities, which could harm our financial condition and operating results.
+
+We rely on highly skilled personnel and, if we are unable to retain or motivate key personnel, hire qualified personnel, or maintain and continue to adapt our corporate culture, we may not be able to grow or operate effectively.
+
+Our performance and future success depends in large part upon the continued service of key technical leads as well as members of our senior management team. For instance, Sundar Pichai is critical to the overall management of Alphabet and its subsidiaries and plays an important role in the development of our technology, maintaining our culture, and setting our strategic direction.
+
+Our ability to compete effectively and our future success depend on our continuing to identify, hire, develop, motivate, and retain highly skilled personnel for all areas of our organization. Competition in our industry for qualified employees, particularly AI talent, is intense, and certain of our competitors have directly targeted, and may continue to target, our employees. In addition, our compensation arrangements, such as our equity award programs, may not always be successful in attracting new employees and retaining and motivating our existing employees. Immigration policy and regulatory changes, and uncertainty regarding such policies and regulations, may also affect our ability to hire, mobilize, or retain some of our global talent. All of our executive officers and key employees are at-will employees, and we do not maintain any key-person life insurance policies.
+
+We believe that our corporate culture fosters innovation, creativity, and teamwork. As our organization grows and evolves, we may need to adapt our corporate culture and work environments to ever-changing circumstances, and these changes could affect our ability to compete effectively or have an adverse effect on our corporate culture.
+
+## ITEM 1B. UNRESOLVED STAFF COMMENTS
+
+Not applicable.
+
+## ITEM 1C. CYBERSECURITY
+
+We maintain a comprehensive process for identifying, assessing, and managing material risks from cybersecurity threats as part of our broader risk management system and processes. For example, some risks include our software supply chain and other third-party dependencies, vulnerabilities in our products and services, theft of our intellectual property, and attempts to compromise our infrastructure. We obtain input, as appropriate, for our cybersecurity risk management program on the security industry and threat trends from multiple external experts and internal threat intelligence teams. Teams of dedicated privacy, safety, and security professionals oversee cybersecurity risk management and mitigation, incident prevention, detection, and remediation. These teams comprise professionals with deep cybersecurity expertise across multiple industries and are led by our Vice President of Privacy, Safety, and Security, who has more than 20 years of experience, including roles in technology infrastructure for two other large public companies. Our executive leadership team, along with input from the above teams, are responsible for our overall enterprise risk management system and processes and regularly consider cybersecurity risks in the context of other material risks to the company.
+
+As part of our cybersecurity risk management process, our incident management teams track and log privacy and security incidents across Alphabet, our vendors, and other third-party service providers to remediate and resolve any such incidents. Significant incidents are reviewed regularly by a cross-functional working group to determine whether further escalation is appropriate. Any incident assessed as potentially being or potentially becoming material is promptly escalated for further assessment, and then reported to designated members of our senior management. We consult with outside counsel as appropriate, including on materiality analysis and disclosure matters, and our senior management makes the final materiality determinations and disclosure and other compliance decisions. Our management apprises Alphabet's independent public accounting firm of relevant matters and developments.
+
+The Risk and Compliance Committee has oversight responsibility for risks and incidents relating to cybersecurity threats, including compliance with disclosure requirements, cooperation with law enforcement, and related effects on financial and other risks, and it reports any findings and recommendations, as appropriate, to the full Board for consideration. Senior management regularly discusses cybersecurity risks and trends and, should they arise, any material incidents with the Risk and Compliance Committee. Internal Audit maintains a dedicated cybersecurity auditing team that independently tests our cybersecurity controls.
+
+Our business strategy, results of operations and financial condition have not been materially affected by risks from cybersecurity threats, including as a result of previously identified cybersecurity incidents, but we cannot provide assurance that they will not be materially affected in the future by such risks or any future material incidents. For more information on our cybersecurity related risks, see Item 1A Risk Factors of this Annual Report on Form 10-K.
+
+## ITEM 2. PROPERTIES
+
+Our headquarters are located in Mountain View, California. We own and lease office facilities and data centers around the world, primarily in Asia, Europe, and North America. We believe our existing facilities are in good condition and suitable for the conduct of our business.
+
+## ITEM 3. LEGAL PROCEEDINGS
+
+For a description of our material pending legal proceedings, see Legal Matters in Note 10 of the Notes to Consolidated Financial Statements included in Part II, Item 8 of this Annual Report on Form 10-K, which is incorporated herein by reference.
+
+## ITEM 4. MINE SAFETY DISCLOSURES
+
+Not applicable.
+
+## PART II
+
+## ITEM 5. MARKET FOR REGISTRANT'S COMMON EQUITY, RELATED STOCKHOLDER MATTERS, AND ISSUER PURCHASES OF EQUITY SECURITIES
+
+As of October 2, 2015, Alphabet Inc. became the successor issuer of Google Inc. pursuant to Rule 12g-3(a) under the Exchange Act. Our Class A stock has been listed on the Nasdaq Global Select Market under the symbol "GOOG" since August 19, 2004, and under the symbol "GOOGL" since April 3, 2014. Prior to August 19, 2004, there was no public market for our stock. Our Class B stock is neither listed nor traded. Our Class C stock has been listed on the Nasdaq Global Select Market under the symbol "GOOG" since April 3, 2014.
+
+## Holders of Record
+
+As of December 31, 2025, there were approximately 5,861 and 1,611 stockholders of record of our Class A stock and Class C stock, respectively. Because many of our shares of Class A stock and Class C stock are held by brokers and other institutions on behalf of stockholders, we are unable to estimate the total number of stockholders represented by these record holders. As of December 31, 2025, there were approximately 57 stockholders of record of our Class B stock.
+
+## Dividend Program
+
+Dividend payments to stockholders of Class A, Class B, and Class C shares were \$4.8 billion, \$703 million, and \$4.5 billion, respectively, for the year ended December 31, 2025. The company intends to pay quarterly cash dividends in the future, subject to review and approval by the company's Board of Directors in its sole discretion. We regularly evaluate our cash and capital structure, including the size, pace, and form of capital return to stockholders.
+
+## Issuer Purchases of Equity Securities
+
+The following table presents information with respect to Alphabet's repurchases of Class A and Class C stock during the quarter ended December 31, 2025:
+
+<table><tr><td>Period</td><td>Total Number of Class A Shares Purchased (in thousands)(1)</td><td>Total Number of Class C Shares Purchased (in thousands)(1)</td><td>Average Price Paid per Class A Share(2)</td><td>Average Price Paid per Class C Share(2)</td><td>Total Number of Shares Purchased as Part of Publicly Announced Programs (in thousands)(1)</td><td>Approximate Dollar Value of Shares that May Yet Be Purchased Under the Program (in millions)</td></tr><tr><td>October 1 - 31</td><td>841</td><td>13,305</td><td>$ 253.20</td><td>$ 255.03</td><td>14,146</td><td>$ 71,231</td></tr><tr><td>November 1 - 30</td><td>209</td><td>5,885</td><td>$ 286.00</td><td>$ 281.46</td><td>6,094</td><td>$ 69,503</td></tr><tr><td>December 1 - 31</td><td>0</td><td>0</td><td>$ 0.00</td><td>$ 0.00</td><td>0</td><td>$ 69,503</td></tr><tr><td>Total</td><td>1,050</td><td>19,190</td><td></td><td></td><td>20,240</td><td></td></tr></table>
+
+(1) In April 2024, the company's Board of Directors authorized a \$70.0 billion share repurchase program for its Class A and Class C shares. In April 2025, the company's Board of Directors authorized an additional \$70.0 billion share repurchase program for its Class A and Class C shares. Repurchases are being executed from time to time, subject to general business and market conditions and other investment opportunities, through open market purchases or privately negotiated transactions, including through Rule 10b5-1 plans. The repurchase programs do not have an expiration date. For additional information related to share repurchases, see Note 11 of the Notes to Consolidated Financial Statements included in Item 8 of this Annual Report on Form 10-K.  
+(2) Average price paid per share includes costs associated with the repurchases.
+
+## Stock Performance Graphs
+
+The graph below matches Alphabet Inc. Class A's cumulative five-year total stockholder return on common stock with the cumulative total returns of the S&P 500 index, the NASDAQ Composite index, and the RDG Internet Composite index. The graph tracks the performance of a \$100 investment in our common stock and in each index (with the reinvestment of all dividends) from December 31, 2020, to December 31, 2025. The returns shown are based on historical results and are not intended to suggest future performance.
+
+## COMPARISON OF CUMULATIVE 5-YEAR TOTAL RETURN\*
+
+## ALPHABET INC. CLASS A COMMON STOCK
+
+Among Alphabet Inc., the S&P 500 Index, the
+
+NASDAQ Composite Index, and the RDG Internet Composite Index
+
+![](images/35a1be409ff10928ffa22cc46162da7c3489970479062a937876e325e6f4969a.jpg)
+
+<details>
+<summary>line chart</summary>
+
+| Date   | Alphabet Inc. Class A | S&P 500 | NASDAQ Composite | RDG Internet Composite |
+|--------|------------------------|---------|------------------|------------------------|
+| 12/20  | $100                   | $100    | $100             | $100                   |
+| 3/21   | $120                   | $110    | $110             | $105                   |
+| 6/21   | $140                   | $115    | $115             | $110                   |
+| 9/21   | $150                   | $120    | $120             | $105                   |
+| 12/21  | $165                   | $130    | $125             | $100                   |
+| 3/22   | $160                   | $125    | $120             | $95                    |
+| 6/22   | $140                   | $110    | $105             | $85                    |
+| 9/22   | $120                   | $100    | $95              | $75                    |
+| 12/22  | $105                   | $95     | $85              | $65                    |
+| 3/23   | $110                   | $105    | $95              | $75                    |
+| 6/23   | $130                   | $120    | $105             | $85                    |
+| 9/23   | $145                   | $125    | $110             | $90                    |
+| 12/23  | $160                   | $135    | $120             | $95                    |
+| 3/24   | $170                   | $145    | $130             | $100                   |
+| 6/24   | $205                   | $155    | $140             | $105                   |
+| 9/24   | $190                   | $165    | $145             | $110                   |
+| 12/24  | $215                   | $170    | $155             | $115                   |
+| 3/25   | $180                   | $160    | $140             | $105                   |
+| 6/25   | $200                   | $175    | $160             | $120                   |
+| 9/25   | $250                   | $185    | $175             | $130                   |
+| 12/25  | $360                   | $195    | $185             | $135                   |
+</details>
+
+\*\$100 invested on December 31, 2020, in stock or index, including reinvestment of dividends.  
+Copyright $^{©}$ 2026 S&P, a division of The McGraw-Hill Companies Inc. All rights reserved.
+
+The graph below matches Alphabet Inc. Class C's cumulative five-year total stockholder return on capital stock with the cumulative total returns of the S&P 500 index, the NASDAQ Composite index, and the RDG Internet Composite index. The graph tracks the performance of a \$100 investment in our Class C capital stock and in each index (with the reinvestment of all dividends) from December 31, 2020, to December 31, 2025. The returns shown are based on historical results and are not intended to suggest future performance.
+
+## COMPARISON OF CUMULATIVE 5-YEAR TOTAL RETURN\*
+
+## ALPHABET INC. CLASS C CAPITAL STOCK
+
+Among Alphabet Inc., the S&P 500 Index, the
+
+NASDAQ Composite Index, and the RDG Internet Composite Index
+
+![](images/4c314e6ebadd1d2697f30ec183852cf94657538413c2e56652e5be51dd631c1a.jpg)
+
+<details>
+<summary>line chart</summary>
+
+| Date   | Alphabet Inc. Class C | S&P 500 | NASDAQ Composite | RDG Internet Composite |
+|--------|------------------------|---------|------------------|------------------------|
+| 12/20  | $100                   | $100    | $100             | $100                   |
+| 3/21   | $120                   | $110    | $110             | $105                   |
+| 6/21   | $140                   | $115    | $115             | $110                   |
+| 9/21   | $150                   | $120    | $120             | $105                   |
+| 12/21  | $160                   | $130    | $125             | $100                   |
+| 3/22   | $165                   | $135    | $125             | $95                    |
+| 6/22   | $150                   | $130    | $120             | $85                    |
+| 9/22   | $130                   | $110    | $105             | $75                    |
+| 12/22  | $105                   | $105    | $95              | $60                    |
+| 3/23   | $110                   | $115    | $105             | $70                    |
+| 6/23   | $130                   | $125    | $115             | $80                    |
+| 9/23   | $145                   | $130    | $120             | $85                    |
+| 12/23  | $160                   | $140    | $130             | $90                    |
+| 3/24   | $170                   | $150    | $140             | $95                    |
+| 6/24   | $210                   | $160    | $150             | $105                   |
+| 9/24   | $190                   | $165    | $155             | $110                   |
+| 12/24  | $220                   | $170    | $160             | $115                   |
+| 3/25   | $180                   | $165    | $155             | $105                   |
+| 6/25   | $200                   | $175    | $165             | $115                   |
+| 9/25   | $250                   | $185    | $175             | $125                   |
+| 12/25  | $360                   | $195    | $185             | $135                   |
+</details>
+
+\*\$100 invested on December 31, 2020, in stock or in index, including reinvestment of dividends.  
+Copyright $^{©}$ 2026 S&P, a division of The McGraw-Hill Companies Inc. All rights reserved.
+
+## ITEM 6. [Reserved]
+
+## ITEM 7. MANAGEMENT'S DISCUSSION AND ANALYSIS OF FINANCIAL CONDITION AND RESULTS OF OPERATIONS
+
+Please read the following discussion and analysis of our financial condition and results of operations together with "Note about Forward-Looking Statements," Part I, Item 1 "Business," Part I, Item 1A "Risk Factors," and our consolidated financial statements and related notes included under Item 8 of this Annual Report on Form 10-K.
+
+The following section generally discusses 2025 results compared to 2024 results. Discussion of 2024 results compared to 2023 results to the extent not included in this report can be found in Item 7 of our 2024 Annual Report on Form 10-K.
+
+## Understanding Alphabet's Financial Results
+
+Alphabet is a collection of businesses — the largest of which is Google. We report Google in two segments, Google Services and Google Cloud, and all non-Google businesses collectively as Other Bets. Supporting these businesses, we have centralized certain AI-related research and development focused on advanced research in AI and developing the frontier models that serve our businesses, which is reported in Alphabet-level activities. For further details on our segments, see Part I, Item 1 Business and Note 15 of the Notes to Consolidated Financial Statements included in Item 8 of this Annual Report on Form 10-K.
+
+## Trends in Our Business and Financial Effect
+
+The following long-term trends have contributed to the results of our consolidated operations, and we anticipate that they will continue to affect our future results:
+
+\- As we continue to grow our business and meet the evolving behaviors and needs of our users and customers, our revenue growth and mix along with our cost and margin profiles are being influenced by a number of factors, including:
+
+Expanded AI Offerings in our Products and Services: The continuing evolution of the online world has contributed to the growth of our business. We expect that this evolution, including user engagement with AI products and services, will continue to benefit our business and our revenues. As we continue to incorporate AI into our products and services, such as with AI Overviews and AI Mode in Search, and with enterprise AI solutions on our Google Cloud Platform, we may monetize differently than our historical consumer and enterprise offerings which could affect revenue growth rates and margin trends. When developing new products and services we generally focus first on user experience and then on monetization. At the same time, we face increasing competition, including from other developers and providers of AI products and services, which may affect our revenues.
+
+Increasing Revenues Beyond Advertising: Revenues from cloud, consumer subscriptions, platforms, and devices, which may have differing characteristics than our advertising revenues, have grown over time. Certain of these revenues have been growing at a rate higher than our advertising revenues, becoming a larger percentage of our consolidated revenues, and we expect this trend to continue. The margins on these revenues vary significantly and are generally lower than the margins on our advertising revenues.
+
+Increased Investment in Technical Infrastructure: We continue to invest in capital expenditures as we scale our technical infrastructure, in particular for AI, to meet the demand of our users and enterprise customers and to support research internally. We invested heavily in capital expenditures in 2025 and in 2026, we expect to significantly increase, relative to 2025, our investment in our technical infrastructure, including servers and network equipment, and data centers. The costs associated with operating our technical infrastructure - depreciation, energy, equipment, and network capacity - are expected to significantly increase as developing and serving AI offerings require more compute power than our historical consumer and enterprise offerings. While our technical infrastructure costs increase, we expect to continue to drive efficiencies in our data centers, for example, through the design of our AI models and our TPU and GPU-based technical infrastructure.
+
+Continued Investment in Intellectual Property through R&D and Acquisitions: We continue to make significant research and development investments in areas of strategic focus as we seek to develop new, innovative offerings, and improve our existing offerings across our businesses. Acquisitions and strategic investments remain important elements in our use of capital and contribute to the breadth and depth of our offerings, expand our expertise in engineering and other functional areas, and build strong partnerships around strategic initiatives.
+
+Traffic Acquisition Costs Growth and Rate Changes: We expect traffic acquisition costs ("TAC") paid to our distribution partners and Google Network partners to increase as our advertising revenues grow. Our overall TAC as a percentage of our advertising revenues ("TAC rate") has been decreasing primarily due to a revenue mix shift from Google Network properties to Google Search & other properties. Our TAC rate will continue to be affected by changes in device mix; geographic mix; partner agreement terms; partner mix; the percentage of queries channeled through paid access points; product mix; the relative revenue growth rates of advertising revenues from different channels; and revenue share terms.
+
+• We have raised capital through external financing in the form of debt and we may continue to seek debt or other forms of financing in the future to support our capital and operating needs.  
+In 2025, we raised capital through the issuance of debt and we expect to continue to assess the use of debt and other forms of financing in the future. We expect to continue to enter into finance leases, primarily for data centers. Additionally, in 2025, we provided credit support, such as through backstops and guarantees, to certain infrastructure related counterparties and may continue to provide additional credit support in the future.  
+• We face an evolving regulatory environment, and we are subject to claims, lawsuits, investigations, and other forms of potential legal liability, which could affect our business practices and financial results.
+
+Changes in social, political, economic, tax, and regulatory conditions or in laws and policies governing a wide range of topics and related legal matters, including investigations, lawsuits, and regulatory actions, have resulted in fines and caused us to change our business practices. As the regulatory environment continues to evolve, we may continue to incur fines and we expect increased costs associated with compliance, modifications to our products and services, and limitations on our ability to pursue certain business practices. For additional information, see Part I, Item 1A Risk Factors and Legal Matters in Note 10 of the Notes to Consolidated Financial Statements included in Item 8 of this Annual Report on Form 10-K.
+
+## Revenues and Monetization Metrics
+
+We generate revenues by delivering relevant, cost-effective online advertising; cloud-based solutions that provide enterprise customers of all sizes with infrastructure, platform services, and applications; and sales of other products and services, such as fees received for subscription-based products, apps and in-app purchases, and devices. For additional information on how we recognize revenue, see Note 1 of the Notes to Consolidated Financial Statements included in Item 8 of this Annual Report on Form 10-K.
+
+In addition to the long-term trends and their financial effect on our business discussed above, fluctuations in our revenues have been and may continue to be affected by a combination of factors, including:
+
+• changes in foreign currency exchange rates;  
+• changes in pricing, such as those resulting from changes in fee structures, discounts, and customer incentives;  
+- general economic conditions and various external dynamics, including geopolitical events, regulations, and other measures and their effect on advertiser, consumer, and enterprise spending;  
+- new product, service, and market launches; and  
+- seasonality.
+
+Additionally, fluctuations in our revenues generated from advertising ("Google advertising"), other sources ("Google subscriptions, platforms, and devices"), Google Cloud, and Other Bets have been, and may continue to be, affected by other factors unique to each set of revenues, as described below.
+
+## Google Services
+
+Google Services revenues consist of Google advertising as well as Google subscriptions, platforms, and devices revenues.
+
+## Google Advertising
+
+Google advertising revenues are comprised of the following:
+
+- Google Search & other, which includes revenues generated on Google search properties (including revenues from traffic generated by search distribution partners who use Google.com as their default search in browsers, toolbars, etc.), and other Google owned and operated properties like Gmail, Google Maps, and Google Play;  
+• YouTube ads, which includes revenues generated on YouTube properties; and  
+- Google Network, which includes revenues generated on Google Network properties participating in AdMob, AdSense, and Google Ad Manager.
+
+We use certain metrics to track how well traffic across various properties is monetized as it relates to our advertising revenues: paid clicks and cost-per-click pertain to traffic on Google Search & other properties, while impressions and cost-per-impression pertain to traffic on our Google Network properties.
+
+Paid clicks represent engagement by users and include clicks on advertisements by end-users on Google search properties and other Google owned and operated properties including Gmail, Google Maps, and Google Play. Cost-per-click is defined as click-driven revenues divided by our total number of paid clicks and represents the average amount we charge advertisers for each engagement by users.
+
+Impressions include impressions displayed to users on Google Network properties participating primarily in AdMob, AdSense, and Google Ad Manager. Cost-per-impression is defined as impression-based and click-based revenues divided by our total number of impressions, and represents the average amount we charge advertisers for each impression displayed to users.
+
+As our business evolves, we periodically review, refine, and update our methodologies for monitoring, gathering, and counting the number of paid clicks and the number of impressions, and for identifying the revenues generated by the corresponding click and impression activity.
+
+Fluctuations in our advertising revenues, as well as the change in paid clicks and cost-per-click on Google Search & other properties and the change in impressions and cost-per-impression on Google Network properties and the correlation between these items have been, and may continue to be, affected by factors in addition to the general factors described above, such as:
+
+• advertiser competition for keywords;  
+• changes in advertising quality, formats, delivery, or policy;  
+• changes in device mix;  
+- seasonal fluctuations in internet usage, advertising expenditures, and underlying business trends, such as traditional retail seasonality; and  
+- traffic growth in emerging markets compared to more mature markets and across various verticals and channels.
+
+## Google Subscriptions, Platforms, and Devices
+
+Google subscriptions, platforms, and devices revenues are comprised of the following:
+
+- consumer subscriptions, which primarily include revenues from YouTube services, such as YouTube TV, YouTube Music and Premium, and NFL Sunday Ticket, as well as Google One, which offers access to our most capable Gemini models;  
+- platforms, which primarily include revenues from Google Play sales of apps and in-app purchases;  
+• devices, which primarily include sales of the Pixel family of devices; and  
+• other products and services.
+
+Fluctuations in our Google subscriptions, platforms, and devices revenues have been, and may continue to be, affected by factors in addition to the general factors described above, such as changes in customer usage and demand, number of subscribers, and the timing of product launches.
+
+## Google Cloud
+
+Google Cloud revenues are comprised of the following:
+
+- Google Cloud Platform primarily generates consumption-based fees and subscriptions for infrastructure, platform, and other services. These services provide access to solutions such as AI offerings including our enterprise AI infrastructure, Vertex AI platform, and Gemini Enterprise; cybersecurity offerings; and data and analytics solutions;  
+- Google Workspace includes subscriptions for cloud-based communication and collaboration tools for enterprises, such as Gmail, Docs, Calendar, Drive, and Meet, with integrated features like Gemini for Google Workspace; and  
+• other enterprise services.
+
+Fluctuations in our Google Cloud revenues have been, and may continue to be, affected by factors in addition to the general factors described above, such as changes in customer usage, demand, and supply availability.
+
+## Other Bets
+
+Revenues from Other Bets are generated primarily from the sale of autonomous transportation services and internet services.
+
+## Costs and Expenses
+
+Our cost structure has two components: cost of revenues and operating expenses. Our operating expenses include costs related to research and development, sales and marketing, and general and administrative functions. Certain of our costs and expenses, including those associated with the operation of our technical infrastructure as well as components of our operating expenses, are generally less variable in nature and may not correlate to changes in revenue. Additionally, fluctuations in employee compensation expenses may not directly correlate with changes in headcount, due to factors such as annual SBC awards that vest over time.
+
+## Cost of Revenues
+
+Cost of revenues is comprised of TAC and other costs of revenues.
+
+• TAC includes:
+
+amounts paid to our distribution partners who make available our search access points and other ad-supported services. Our distribution partners include browser providers, mobile carriers, original equipment manufacturers, and software developers; and  
+• amounts paid to Google Network partners primarily for ads displayed on their properties.
+
+• Other cost of revenues primarily includes:
+
+content acquisition costs, which are payments to content providers from whom we license video and other content for distribution, primarily related to YouTube (we pay fees to these content providers based on revenues generated, subscriber counts, or a flat fee);  
+• depreciation expense, primarily related to our technical infrastructure;  
+• employee compensation expenses related to our technical infrastructure and other operations such as content review and customer and product support;  
+inventory and other costs related to the devices we sell; and  
+other technical infrastructure operations costs, including energy, equipment, and network capacity costs.
+
+TAC as a percentage of revenues generated from ads placed on Google Network properties are significantly higher than TAC as a percentage of revenues generated from ads placed on Google Search & other properties, because most of the advertiser revenues from ads served on Google Network properties are paid as TAC to our Google Network partners.
+
+## Operating Expenses
+
+Operating expenses are generally incurred during our normal course of business, which we categorize as either research and development, sales and marketing, or general and administrative.
+
+The main components of our research and development expenses are:
+
+• depreciation expense, primarily related to our technical infrastructure;  
+- employee compensation expenses for engineering and technical employees responsible for research and development related to our existing and new products and services;  
+• other technical infrastructure operations costs, including energy, equipment, and network capacity costs; and  
+- third-party services fees primarily relating to consulting and outsourced services in support of our engineering and product development efforts.
+
+The main components of our sales and marketing expenses are:
+
+- employee compensation expenses for employees engaged in sales and marketing, sales support, and certain customer service functions; and  
+- spend relating to our advertising and promotional activities in support of our products and services.
+
+The main components of our general and administrative expenses are:
+
+- employee compensation expenses for employees in finance, human resources, information technology, legal, and other administrative support functions;  
+• expenses relating to legal and other matters, including certain fines and settlements; and  
+- third-party services fees, including audit, consulting, outside legal, and other outsourced administrative services.
+
+## Other Income (Expense), Net
+
+OI&E, net primarily consists of interest income (expense), the effect of foreign currency exchange gains (losses), net gains (losses) and impairment on our marketable and non-marketable securities and income (loss) and impairment from our equity method investments.
+
+For additional information, including how we account for our investments and factors that can drive fluctuations in the value of our investments, see Note 1 and Note 3 of the Notes to Consolidated Financial Statements included in Item 8 as well as Item 7A Quantitative and Qualitative Disclosures About Market Risk of this Annual Report on Form 10-K.
+
+## Provision for Income Taxes
+
+Provision for income taxes represents the estimated amount of federal, state, and foreign income taxes incurred in the US and the many jurisdictions in which we operate. The provision includes the effect of reserve provisions and changes to reserves that are considered appropriate as well as the related net interest and penalties.
+
+For additional information, including a reconciliation of the US federal statutory rate to our effective tax rate, see Note 14 of the Notes to Consolidated Financial Statements included in Item 8 of this Annual Report on Form 10-K.
+
+## Executive Overview
+
+The following table summarizes consolidated financial results (in millions, except for per share information and percentages):
+
+<table><tr><td rowspan="2"></td><td colspan="2">Year Ended December 31,</td><td rowspan="2">$ Change</td><td rowspan="2">% Change</td></tr><tr><td>2024</td><td>2025</td></tr><tr><td>Consolidated revenues</td><td>$ 350,018</td><td>$ 402,836</td><td>$ 52,818</td><td>15 %</td></tr><tr><td>Cost of revenues</td><td>$ 146,306</td><td>$ 162,535</td><td>$ 16,229</td><td>11 %</td></tr><tr><td>Operating expenses</td><td>$ 91,322</td><td>$ 111,262</td><td>$ 19,940</td><td>22 %</td></tr><tr><td>Operating income</td><td>$ 112,390</td><td>$ 129,039</td><td>$ 16,649</td><td>15 %</td></tr><tr><td>Operating margin</td><td>32 %</td><td>32 %</td><td></td><td>0 %</td></tr><tr><td>Other income (expense), net</td><td>$ 7,425</td><td>$ 29,787</td><td>$ 22,362</td><td>301 %</td></tr><tr><td>Net income</td><td>$ 100,118</td><td>$ 132,170</td><td>$ 32,052</td><td>32 %</td></tr><tr><td>Diluted net income per share(1)</td><td>$ 8.04</td><td>$ 10.81</td><td>$ 2.77</td><td>34 %</td></tr></table>
+
+(1) For additional information on the calculation of diluted net income per share, see Note 12 of the Notes to Consolidated Financial Statements included in Item 8 of this Annual Report on Form 10-K.
+
+- Revenues were \$402.8 billion, an increase of 15% year over year, primarily driven by an increase in Google Services revenues of \$37.8 billion, or 12%, and an increase in Google Cloud revenues of \$15.5 billion, or 36%.  
+- Cost of revenues was \$162.5 billion, an increase of 11% year over year, primarily driven by increases in TAC, content acquisition costs, and depreciation expense.  
+- Operating expenses were \$111.3 billion, an increase of 22% year over year, primarily driven by increases in employee compensation expenses, expenses related to legal and other matters, and depreciation expense.
+
+## Other Information:
+
+- In 2025, we entered into definitive agreements to acquire Wiz, a leading cloud security platform, for \$32.0 billion, and Intersect, a provider of data center and energy infrastructure solutions, for \$4.8 billion in cash plus the assumption of debt. Both acquisitions are expected to close in 2026, subject to customary closing conditions, including the receipt of regulatory approvals.  
+- In 2025, we issued senior unsecured notes for net proceeds of \$37.3 billion, to be used for general corporate purposes.  
+- OI&E of \$29.8 billion for the year ended December 31, 2025 included net gains on equity securities of \$24.1 billion, primarily related to unrealized gains on our non-marketable equity securities.  
+- Other Bets operating loss of \$7.5 billion for the year ended December 31, 2025 included a \$2.1 billion employee compensation charge recognized in the fourth quarter for Waymo, primarily reflected in research and development expenses, based on estimated stock valuation. In February 2026, Waymo announced an investment round of \$16.0 billion, the significant majority of which was funded by Alphabet.  
+- Changes to U.S. tax law enacted on July 4, 2025, allow, among other things, for immediate expensing of domestic research and experimentation costs and accelerated depreciation on eligible capital expenditures, the effects of which are included in operating cash flows for the year ended December 31, 2025.  
+- Repurchases of Class A and Class C shares were \$6.5 billion and \$38.9 billion, respectively, totaling \$45.4 billion for the year ended December 31, 2025.  
+- Operating cash flow was \$164.7 billion for the year ended December 31, 2025.  
+- Capital expenditures, which primarily reflected investments in technical infrastructure, were \$91.4 billion for the year ended December 31, 2025.  
+• As of December 31, 2025, we had 190,820 employees.
+
+We are monitoring ongoing developments surrounding international trade and the macroeconomic environment. As a result of volatility in international trade and financial markets, we may experience direct and indirect effects on our business, operations, and financial results. Our past results may not be indicative of our future performance, and our financial results may differ materially from historical trends.
+
+## Financial Results
+
+## Revenues
+
+The following table presents revenues by type (in millions):
+
+<table><tr><td rowspan="2"></td><td colspan="2">Year Ended December 31,</td></tr><tr><td>2024</td><td>2025</td></tr><tr><td>Google Search &amp; other</td><td>$ 198,084</td><td>$ 224,532</td></tr><tr><td>YouTube ads</td><td>36,147</td><td>40,367</td></tr><tr><td>Google Network</td><td>30,359</td><td>29,792</td></tr><tr><td>Google advertising</td><td>264,590</td><td>294,691</td></tr><tr><td>Google subscriptions, platforms, and devices</td><td>40,340</td><td>48,030</td></tr><tr><td>Google Services total</td><td>304,930</td><td>342,721</td></tr><tr><td>Google Cloud</td><td>43,229</td><td>58,705</td></tr><tr><td>Other Bets</td><td>1,648</td><td>1,537</td></tr><tr><td>Hedging gains (losses)</td><td>211</td><td>(127)</td></tr><tr><td>Total revenues</td><td>$ 350,018</td><td>$ 402,836</td></tr></table>
+
+## Google Services
+
+Google Advertising
+
+Google Search & other
+
+Google Search & other revenues increased \$26.4 billion from 2024 to 2025. The overall growth was driven by interrelated factors including increases in search queries resulting from growth in user adoption and usage on mobile devices; growth in advertiser spending; and improvements we have made in ad formats and delivery.
+
+## YouTube ads
+
+YouTube ads revenues increased \$4.2 billion from 2024 to 2025. The growth was driven by our direct response advertising products followed by our brand advertising products, both of which benefited from increased spending by our advertisers.
+
+## Google Network
+
+Google Network revenues decreased \$567 million from 2024 to 2025, primarily due to a decrease in AdSense revenues, partially offset by an increase in AdMob revenues.
+
+## Monetization Metrics
+
+The following table presents changes in monetization metrics for Google Search & other revenues (paid clicks and cost-per-click) and Google Network revenues (impressions and cost-per-impression), expressed as a percentage, from 2024 to 2025:
+
+<table><tr><td colspan="2">Google Search &amp; other</td></tr><tr><td>Paid clicks change</td><td>6 %</td></tr><tr><td>Cost-per-click change</td><td>7 %</td></tr><tr><td colspan="2">Google Network</td></tr><tr><td>Impressions change</td><td>(7)%</td></tr><tr><td>Cost-per-impression change</td><td>7 %</td></tr></table>
+
+Changes in paid clicks and impressions are driven by a number of interrelated factors, including changes in advertiser spending; ongoing product and policy changes; and, as it relates to paid clicks, fluctuations in search queries resulting from changes in user adoption and usage, primarily on mobile devices.
+
+Changes in cost-per-click and cost-per-impression are driven by a number of interrelated factors including changes in device mix, geographic mix, advertiser spending, ongoing product and policy changes, product mix, property mix, and changes in foreign currency exchange rates.
+
+## Google Subscriptions, Platforms, and Devices
+
+Google subscriptions, platforms, and devices revenues increased \$7.7 billion from 2024 to 2025. The growth was primarily driven by an increase in subscriptions revenues. This increase was primarily due to the contribution from growth in paid subscriptions across both YouTube services and Google One.
+
+## Google Cloud
+
+Google Cloud revenues increased \$15.5 billion from 2024 to 2025, primarily driven by growth in Google Cloud Platform largely from infrastructure and platform services.
+
+## Revenues by Geography
+
+The following table presents revenues by geography as a percentage of revenues, determined based on the addresses of our customers:
+
+<table><tr><td rowspan="2"></td><td colspan="2">Year Ended December 31,</td></tr><tr><td>2024</td><td>2025</td></tr><tr><td>United States</td><td>49 %</td><td>48 %</td></tr><tr><td> $EMEA^{(1)}$ </td><td>29 %</td><td>29 %</td></tr><tr><td> $APAC^{(1)}$ </td><td>16 %</td><td>17 %</td></tr><tr><td> $Other Americas^{(1)}$ </td><td>6 %</td><td>6 %</td></tr><tr><td>Hedging gains (losses)</td><td>0 %</td><td>0 %</td></tr></table>
+
+(1) Regions represent Europe, the Middle East, and Africa (EMEA); Asia-Pacific (APAC); and Canada and Latin America ("Other Americas").
+
+For additional information, see Note 2 of the Notes to Consolidated Financial Statements included in Item 8 of this Annual Report on Form 10-K.
+
+## Costs and Expenses
+
+## Cost of Revenues
+
+The following table presents cost of revenues, including TAC (in millions, except percentages):
+
+<table><tr><td></td><td colspan="2">Year Ended December 31,</td></tr><tr><td></td><td>2024</td><td>2025</td></tr><tr><td>TAC</td><td>$ 54,900</td><td>$ 59,926</td></tr><tr><td>Other cost of revenues</td><td>91,406</td><td>102,609</td></tr><tr><td>Total cost of revenues</td><td>$ 146,306</td><td>$ 162,535</td></tr><tr><td>Total cost of revenues as a percentage of revenues</td><td>42 %</td><td>40 %</td></tr></table>
+
+Cost of revenues increased \$16.2 billion from 2024 to 2025 due to an increase in other cost of revenues and TAC of \$11.2 billion and \$5.0 billion, respectively.
+
+The increase in TAC from 2024 to 2025 was largely due to an increase in TAC paid to distribution partners, primarily driven by growth in revenues subject to TAC. The TAC rate decreased from 20.7% to 20.3% from 2024 to 2025, primarily due to a revenue mix shift from Google Network properties to Google Search & other properties. The TAC rates on Google Search & other and Google Network revenues were substantially consistent from 2024 to 2025.
+
+The increase in other cost of revenues from 2024 to 2025 was primarily due to increases in content acquisition costs, largely for YouTube, depreciation expense, and other technical infrastructure operations costs.
+
+## Research and Development
+
+The following table presents research and development expenses (in millions, except percentages):
+
+<table><tr><td></td><td colspan="2">Year Ended December 31,</td></tr><tr><td></td><td>2024</td><td>2025</td></tr><tr><td>Research and development expenses</td><td>$ 49,326</td><td>$ 61,087</td></tr><tr><td>Research and development expenses as a percentage of revenues</td><td>14 %</td><td>15 %</td></tr></table>
+
+Research and development expenses increased \$11.8 billion from 2024 to 2025, primarily driven by increases in employee compensation expenses of \$6.9 billion and depreciation expense of \$2.4 billion. The increase in employee compensation expenses was primarily driven by an increase in SBC expenses of \$4.2 billion, which included an increase in a valuation-based compensation charge related to Waymo.
+
+## Sales and Marketing
+
+The following table presents sales and marketing expenses (in millions, except percentages):
+
+<table><tr><td></td><td colspan="2">Year Ended December 31,</td></tr><tr><td></td><td>2024</td><td>2025</td></tr><tr><td>Sales and marketing expenses</td><td>$ 27,808</td><td>$ 28,693</td></tr><tr><td>Sales and marketing expenses as a percentage of revenues</td><td>8 %</td><td>7 %</td></tr></table>
+
+Sales and marketing expenses increased \$885 million from 2024 to 2025, primarily driven by an increase in advertising and promotional activities of \$1.2 billion, partially offset by a decrease in employee compensation expenses of \$214 million.
+
+## General and Administrative
+
+The following table presents general and administrative expenses (in millions, except percentages):
+
+<table><tr><td></td><td colspan="2">Year Ended December 31,</td></tr><tr><td></td><td>2024</td><td>2025</td></tr><tr><td>General and administrative expenses</td><td>$ 14,188</td><td>$ 21,482</td></tr><tr><td>General and administrative expenses as a percentage of revenues</td><td>4 %</td><td>5 %</td></tr></table>
+
+General and administrative expenses increased \$7.3 billion from 2024 to 2025, primarily driven by an increase in expenses related to legal and other matters of \$6.2 billion, largely the result of the \$3.5 billion EC fine accrued in the third quarter of 2025 and a \$1.4 billion legal accrual made in the second quarter of 2025.
+
+## Segment Profitability
+
+We report our segment results as Google Services, Google Cloud, and Other Bets. Additionally, certain costs are not allocated to our segments because they represent Alphabet-level activities. For further details on our segments, see Part I, Item 1 Business and Note 15 of the Notes to Consolidated Financial Statements included in Item 8 of this Annual Report on Form 10-K.
+
+The following table presents segment operating income (loss) (in millions).
+
+<table><tr><td rowspan="2"></td><td colspan="2">Year Ended December 31,</td></tr><tr><td>2024</td><td>2025</td></tr><tr><td>Operating income (loss):</td><td></td><td></td></tr><tr><td>Google Services</td><td>$ 121,263</td><td>$ 139,404</td></tr><tr><td>Google Cloud</td><td>6,112</td><td>13,910</td></tr><tr><td>Other Bets</td><td>(4,444)</td><td>(7,515)</td></tr><tr><td>Alphabet-level activities(1)</td><td>(10,541)</td><td>(16,760)</td></tr><tr><td>Total income from operations</td><td>$ 112,390</td><td>$ 129,039</td></tr></table>
+
+(1) Alphabet-level activities primarily reflect expenses related to our shared AI research and development.
+
+## Google Services
+
+Google Services operating income increased \$18.1 billion from 2024 to 2025. The increase in operating income was primarily driven by an increase in revenues, partially offset by an increase in expenses related to legal and other matters, TAC, and content acquisition costs.
+
+## Google Cloud
+
+Google Cloud operating income increased \$7.8 billion from 2024 to 2025. The increase in operating income was primarily driven by an increase in revenues, partially offset by increases in usage costs for technical infrastructure and employee compensation expenses.
+
+## Other Bets
+
+Other Bets operating loss increased \$3.1 billion from 2024 to 2025. The increase in operating loss was primarily driven by an increase in employee compensation expenses largely due to an increase in a valuation-based compensation charge related to Waymo.
+
+## Other Income (Expense), Net
+
+The following table presents OI&E, (in millions):
+
+<table><tr><td rowspan="2"></td><td colspan="2">Year Ended December 31,</td></tr><tr><td>2024</td><td>2025</td></tr><tr><td>Interest income</td><td>$ 4,482</td><td>$ 4,337</td></tr><tr><td>Interest expense</td><td>(268)</td><td>(736)</td></tr><tr><td>Foreign currency exchange gain (loss), net</td><td>(409)</td><td>(382)</td></tr><tr><td>Gain (loss) on debt securities, net</td><td>(1,043)</td><td>540</td></tr><tr><td>Gain (loss) on equity securities, net</td><td>3,714</td><td>24,080</td></tr><tr><td>Income (loss) and impairment from equity method investments, net</td><td>(188)</td><td>281</td></tr><tr><td>Other</td><td>1,137</td><td>1,667</td></tr><tr><td>Other income (expense), net</td><td>$ 7,425</td><td>$ 29,787</td></tr></table>
+
+OI&E, net increased \$22.4 billion from 2024 to 2025, primarily due to increases in net unrealized gains on equity securities resulting from fair value adjustments on non-marketable equity securities.
+
+For additional information, see Note 3 and Note 7 of the Notes to Consolidated Financial Statements included in Item 8 of this Annual Report on Form 10-K.
+
+## Provision for Income Taxes
+
+The following table presents provision for income taxes (in millions, except effective tax rate):
+
+<table><tr><td></td><td colspan="2">Year Ended December 31,</td></tr><tr><td></td><td>2024</td><td>2025</td></tr><tr><td>Income before provision for income taxes</td><td>$ 119,815</td><td>$ 158,826</td></tr><tr><td>Provision for income taxes</td><td>$ 19,697</td><td>$ 26,656</td></tr><tr><td>Effective tax rate</td><td>16.4 %</td><td>16.8 %</td></tr></table>
+
+The effective tax rate increased from 2024 to 2025. This increase was primarily due to a decrease in the US Federal Foreign Derived Intangible Income tax deduction, a non-deductible EC fine and legal settlement in the US, partially offset by changes in prior period tax positions.
+
+Changes to US tax law enacted on July 4, 2025, allow for immediate expensing of domestic research and experimentation costs, accelerated depreciation on eligible capital expenditures, and other tax law changes impacting 2025 with certain changes effective in 2026. These changes are reflected in our results for the year ended December 31, 2025.
+
+The OECD is coordinating negotiations among more than 140 countries with the goal of achieving consensus around substantial changes to international tax policies, including the implementation of a minimum global effective tax rate of 15%. Some countries have already implemented the legislation effective January 1, 2024. This did not have a material effect on our income tax provision for the 2025 fiscal year.
+
+In January 2026, the OECD introduced new guidance including a "Side-by-Side Safe Harbor" which, if elected, exempts U.S. domestic operations from being taxed by global minimum tax rules. However, it does not exempt foreign subsidiaries from local minimum tax requirements if implemented. As more countries enact these global minimum tax rules, our effective tax rate and cash tax payments could increase.
+
+## Financial Condition
+
+## Cash, Cash Equivalents, and Marketable Securities
+
+As of December 31, 2025, we had \$126.8 billion in cash, cash equivalents, and short-term marketable securities. Cash equivalents and marketable securities are comprised of time deposits, money market funds, highly liquid government bonds, corporate debt securities, mortgage-backed and asset-backed securities, and marketable equity securities.
+
+## Sources, Uses of Cash and Related Trends
+
+Our principal sources of liquidity are cash, cash equivalents, and marketable securities, as well as the cash flow that we generate from operations. The primary use of capital continues to be to invest for the long-term growth of the business. We regularly evaluate our cash and capital structure, including the size, pace, and form of capital return to stockholders.
+
+The following table presents cash flows (in millions):
+
+<table><tr><td></td><td colspan="2">Year Ended December 31,</td></tr><tr><td></td><td>2024</td><td>2025</td></tr><tr><td>Net cash provided by operating activities</td><td>$ 125,299</td><td>$ 164,713</td></tr><tr><td>Net cash used in investing activities</td><td>$ (45,536)</td><td>$ (120,291)</td></tr><tr><td>Net cash used in financing activities</td><td>$ (79,733)</td><td>$ (37,388)</td></tr></table>
+
+## Cash Provided by Operating Activities
+
+Our largest source of cash provided by operations are advertising revenues generated by Google Search & other properties, YouTube properties, and Google Network properties. In Google Services, we also generate cash through consumer subscriptions, the sale of apps and in-app purchases, and devices. In Google Cloud, we generate cash through consumption-based fees and subscriptions for infrastructure, platform, applications, and other cloud services.
+
+Our primary uses of cash from operating activities include payments to distribution and Google Network partners, to employees for compensation, and to content providers. Other uses of cash from operating activities include payments to suppliers for devices, to tax authorities for income taxes, and other general corporate expenditures.
+
+Net cash provided by operating activities increased from 2024 to 2025 due to an increase in cash received from customers, partially offset by an increase in cash payments for cost of revenues and operating expenses.
+
+## Cash Used in Investing Activities
+
+Cash provided by investing activities consists primarily of maturities and sales of investments in marketable and non-marketable securities. Cash used in investing activities consists primarily of purchases of marketable and non-marketable securities, purchases of property and equipment, and payments for acquisitions.
+
+Net cash used in investing activities increased from 2024 to 2025, primarily due to an increase in purchases of property and equipment, driven by investments in technical infrastructure, and a decrease in maturities and sales of marketable securities.
+
+## Cash Used in Financing Activities
+
+Cash provided by financing activities consists primarily of proceeds from issuance of debt and proceeds from the sale of interests in consolidated entities. Cash used in financing activities consists primarily of repurchases of stock, repayments of debt, net payments related to stock-based award activities, and dividend payments.
+
+Net cash used in financing activities decreased from 2024 to 2025 due to an increase in proceeds from issuance of debt and a decrease in repurchases of stock, partially offset by repayments of debt.
+
+## Liquidity and Material Cash Requirements
+
+We expect existing cash, cash equivalents, short-term marketable securities, and cash flows from operations and financing activities to continue to be sufficient to fund our operating activities and cash commitments for investing and financing activities for at least the next 12 months, and thereafter for the foreseeable future.
+
+## Capital Expenditures and Leases
+
+We make investments in land, buildings, and servers and network equipment through purchases of property and equipment and lease arrangements to provide capacity for the growth of our services and products.
+
+## Capital Expenditures
+
+Our capital investments in property and equipment consist primarily of the following major categories:
+
+- technical infrastructure, which consists of our investments in servers and network equipment, data center land, and building construction and improvements; and  
+• office facilities, ground-up development projects, and building improvements.
+
+Assets not yet in service are those that are not ready for their intended use, including assets in the process of construction or assembly, and consist primarily of technical infrastructure. The time frame from date of purchase to placement in service of these assets may extend from months to years. For example, our data center construction projects are generally multi-year projects with multiple phases, where we acquire land and buildings, construct buildings, and secure and install servers and network equipment.
+
+During the years ended December 31, 2024 and 2025, we spent \$52.5 billion and \$91.4 billion on capital expenditures, respectively. In 2026, we expect to significantly increase, relative to 2025, our investment in our technical infrastructure, including servers and network equipment, and data centers. Depreciation of our property and equipment commences when such assets are ready for their intended use. For the years ended December 31, 2024 and 2025, our depreciation on property and equipment was \$15.3 billion and \$21.1 billion, respectively.
+
+## Leases
+
+As of December 31, 2025, the amount of total undiscounted future lease payments under operating leases was \$18.3 billion, of which \$3.3 billion is short-term, and total undiscounted future lease payments under finance leases was \$2.9 billion, of which \$491 million is short-term.
+
+As of December 31, 2025, we have entered into leases primarily related to data centers that have not yet commenced with short-term and long-term future lease payments of \$5.8 billion and \$52.7 billion, respectively. These leases will commence between 2026 and 2031 with non-cancelable lease terms primarily between one and 25 years.
+
+In January 2026, we executed a power purchase agreement which we expect to be accounted for as a lease resulting in future payments depending on certain agreement terms of \$9.9 billion between 2027 and 2047. If certain contractual conditions for the project are not met, we would instead make a one-time payment of approximately \$3.5 billion and assume ownership of the power generating assets.
+
+For additional information on leases, see Note 4 of the Notes to Consolidated Financial Statements included in Item 8 of this Annual Report on Form 10-K.
+
+## Financing
+
+As of December 31, 2025, we had senior unsecured notes outstanding with a total carrying value of \$48.5 billion, of which \$2.0 billion was short-term. The associated short-term and long-term future interest payments were \$1.8 billion and \$35.7 billion, respectively.
+
+During 2025, we issued \$22.5 billion of US dollar-denominated senior unsecured notes and €13.25 billion of euro-denominated senior unsecured notes for general corporate purposes, comprised of the following:
+
+- May 2025: We issued \$5.0 billion of US dollar-denominated fixed-rate senior unsecured notes with a weighted-average coupon rate of 4.89%, and a weighted-average maturity of approximately 24 years. We also issued €6.75 billion of euro-denominated fixed-rate senior unsecured notes with a weighted-average coupon rate of 3.31%, and a weighted-average maturity of approximately 14 years.  
+- November 2025: We issued \$500 million of US dollar-denominated floating-rate senior unsecured notes and \$17.0 billion of US dollar-denominated fixed-rate senior unsecured notes with a weighted-average coupon rate of 4.92% and a weighted-average maturity of approximately 20 years. We also issued €6.5 billion of euro-denominated fixed-rate senior unsecured notes with a weighted-average coupon rate of 3.44% and a weighted-average maturity of approximately 16 years.
+
+As of December 31, 2025, we had \$10.0 billion of revolving credit facilities, \$4.0 billion expiring in April 2026 and \$6.0 billion expiring in April 2030. No amounts have been borrowed under the credit facilities. We also have a commercial paper program of up to \$25.0 billion, which is used for general corporate purposes. As of December 31, 2025, we had no commercial paper outstanding.
+
+For additional information, see Note 6 of the Notes to Consolidated Financial Statements included in Item 8 of this Annual Report on Form 10-K.
+
+We use contract manufacturers for our technical infrastructure and device assembly and may supply them with components purchased directly from suppliers. Certain of these arrangements result in a portion of the cash received from and paid to contract manufacturers to be presented as financing activities on the Consolidated Statements of Cash Flows included in Item 8 of this Annual Report on Form 10-K.
+
+## Share Repurchase Program
+
+During 2025, we repurchased and subsequently retired 240 million shares for \$45.4 billion.
+
+In April 2024, the company's Board of Directors authorized a \$70.0 billion share repurchase program for its Class A and Class C shares. In April 2025, the company's Board of Directors authorized an additional \$70.0 billion share repurchase program for its Class A and Class C shares. As of December 31, 2025, \$69.5 billion remained available for Class A and Class C share repurchases.
+
+For additional information, see Note 11 of the Notes to Consolidated Financial Statements included in Item 8 of this Annual Report on Form 10-K.
+
+## Dividend Program
+
+During the year ended December 31, 2025, total cash dividends were \$4.8 billion for Class A, \$703 million for Class B, and \$4.5 billion for Class C shares, respectively.
+
+In April 2025, the company's Board of Directors increased the quarterly cash dividend by 5% to \$0.21 per share of outstanding Class A, Class B, and Class C shares.
+
+The company has declared a quarterly cash dividend in the current quarter, and intends to pay quarterly cash dividends in the future, subject to review and approval by the company's Board of Directors in its sole discretion.
+
+## Accrued Legal and Regulatory
+
+As of December 31, 2025, we had short-term accrued legal and regulatory fines and settlements of \$15.6 billion. This amount primarily included EC fines, in addition to accruals related to other legal matters and regulatory fines and settlements. For additional information, see Note 10 of the Notes to Consolidated Financial Statements included in Item 8 of this Annual Report on Form 10-K.
+
+## Taxes
+
+As of December 31, 2025, we had long-term income taxes payable of \$9.5 billion primarily related to unrecognized tax benefits. The timing and amount of any payment related to these unrecognized tax benefits are uncertain and cannot be estimated.
+
+## Purchase Commitments and Other Contractual Obligations
+
+We have material purchase commitments and other contractual obligations primarily related to energy take-or-pay contracts, licenses (including content licenses), and technical infrastructure and inventory orders. As of December 31, 2025, the total for these commitments was \$149.1 billion, of which \$113.0 billion was short-term, mostly related to technical infrastructure and inventory orders. These amounts reflect commitments and obligations through open purchase orders as well as the non-cancelable portion or the minimum cancellation fee in certain agreements. For those agreements with variable terms, we do not estimate the non-cancelable obligation beyond any minimum quantities and/or pricing as of December 31, 2025. In certain instances, the amount of our contractual obligations may change based on the expected timing of order fulfillment from our suppliers. For additional information related to our content licenses, see Note 10 of the Notes to Consolidated Financial Statements included in Item 8 of this Annual Report on Form 10-K.
+
+As of December 31, 2025, we provided backstops in the form of financial guarantees and credit derivatives with maximum potential amount of future payments of \$5.7 billion and \$16.9 billion, respectively. For additional information on credit derivatives and financial guarantees, see Note 3 and Note 10 of the Notes to Consolidated Financial Statements included in Item 8 of this Annual Report on Form 10-K.
+
+In addition, we regularly enter into multi-year, non-cancellable power purchase agreements with third-party suppliers that do not include a minimum dollar commitment. The amounts to be paid under these agreements are based on the actual volumes to be generated and are not readily determinable.
+
+We may experience increases in the costs associated with our purchase commitments and other contractual obligations as a result of ongoing developments surrounding international trade. For details on risks related to our manufacturing and supply chain and other risks, refer to Part 1, Item 1A, "Risk Factors" of this Annual Report on Form 10-K.
+
+## Pending Acquisitions
+
+In March 2025, we entered into a definitive agreement to acquire Wiz, Inc. ("Wiz"), a leading cloud security platform, for \$32.0 billion, subject to closing adjustments, in an all-cash transaction. The acquisition of Wiz is expected to close in 2026, subject to customary closing conditions, including the receipt of regulatory approvals.
+
+In December 2025, we entered into a definitive agreement to acquire Intersect, which provides data center and energy infrastructure solutions, for \$4.8 billion in cash, plus the assumption of debt. The acquisition of Intersect is expected to close in the first half of 2026, subject to customary closing conditions.
+
+For additional information, see Note 8 of the Notes to Consolidated Financial Statements included in Item 8 of this Annual Report on Form 10-K.
+
+## Critical Accounting Estimates
+
+We prepare our consolidated financial statements in accordance with GAAP. In doing so, we have to make estimates and assumptions. Our critical accounting estimates are those estimates that involve a significant level of uncertainty at the time the estimate was made, and changes in them have had or are reasonably likely to have a material effect on our financial condition or results of operations. Accordingly, actual results could differ materially from our estimates. We base our estimates on past experience and other assumptions that we believe are reasonable under the circumstances, and we evaluate these estimates on an ongoing basis. We have reviewed our critical accounting estimates with the Audit Committee of our Board of Directors.
+
+For a summary of significant accounting policies and the effect on our financial statements, see Note 1 of the Notes to Consolidated Financial Statements included in Item 8 of this Annual Report on Form 10-K.
+
+## Fair Value Measurements of Non-Marketable Equity Securities
+
+We measure certain financial instruments at fair value on a nonrecurring basis, consisting primarily of our non-marketable equity securities. These investments are accounted for under the measurement alternative method ("the measurement alternative") and are measured at cost, less impairment, subject to upward and downward adjustments resulting from observable price changes for identical or similar investments of the same issuer. These adjustments require quantitative assessments of the fair value of our securities, which may require the use of unobservable inputs.
+
+Adjustments are determined primarily based on a market approach as of the transaction date and involve the use of estimates using the best information available, which may include cash flow projections or other available market data.
+
+Non-marketable equity securities are also evaluated for impairment, based on qualitative factors including the companies' financial and liquidity position and access to capital resources, among others. When indicators of impairment exist, we prepare quantitative measurements of the fair value of our equity investments using a market approach or an income approach, which requires judgment and the use of unobservable inputs, including discount rates, investee revenues and costs, and comparable market data of private and public companies, among others. When the quantitative remeasurements of fair value indicate an impairment exists, we write down the investment to its current fair value.
+
+## Property and Equipment
+
+We assess the reasonableness of the useful lives of our property and equipment periodically or when events indicate a change is necessary. To determine the useful lives of our technical infrastructure, we rely on multiple inputs, including historical asset performance, expected technology advancements, and our future infrastructure deployment plans. Any change in the estimated useful lives is recognized on a prospective basis.
+
+## Income Taxes
+
+We are subject to income taxes in the US and foreign jurisdictions. Significant judgment is required in evaluating our uncertain tax positions and determining our provision for income taxes.
+
+Recording an uncertain tax position involves various qualitative considerations, including evaluation of comparable and resolved tax exposures, applicability of tax laws, and likelihood of settlement. We evaluate uncertain tax positions periodically, considering changes in facts and circumstances, such as new regulations or recent judicial opinions, as well as the status of audit activities by taxing authorities. Although we believe we have adequately reserved for our uncertain tax positions, no assurance can be given that the final tax outcome of these matters will not be different. To the extent that the final tax outcome of these matters is different than the amounts recorded, such differences will affect the provision for income taxes and the effective tax rate in the period in which such determination is made.
+
+The provision for income taxes includes the effect of reserve provisions and changes to reserves as well as the related net interest and penalties. In addition, we are subject to the continuous examination of our income tax returns by the Internal Revenue Service (IRS) and other tax authorities which may assert assessments against us. We regularly assess the likelihood of adverse outcomes resulting from these examinations and assessments to determine the adequacy of our provision for income taxes.
+
+## Loss Contingencies
+
+We are subject to claims, lawsuits, regulatory and government inquiries and investigations, other proceedings, and consent orders involving competition, intellectual property, data privacy and security, tax and related compliance, labor and employment, commercial disputes, content generated by our users, goods and services offered by advertisers or publishers using our platforms, personal injury, consumer protection, and other matters. Certain of these matters include speculative claims for substantial or indeterminate amounts of damages. We record a liability when we believe that it is probable that a loss has been incurred and the amount can be reasonably estimated. If we determine that a loss is reasonably possible and the loss or range of loss can be estimated, we disclose the possible loss in Note 10 of the Notes to Consolidated Financial Statements included in Item 8 of this Annual Report on Form 10-K.
+
+We evaluate, on a regular basis, developments in our legal matters that could affect the amount of liability that has been previously accrued, and the matters and related reasonably possible losses disclosed, and make adjustments as necessary. Significant judgment is required to determine both the likelihood and the estimated amount of a loss related to such matters. Until the final resolution of such matters, there may be an exposure to loss in excess of the amount recorded, and such amounts could be material.
+
+## ITEM 7A. QUANTITATIVE AND QUALITATIVE DISCLOSURES ABOUT MARKET RISK
+
+We are exposed to financial market risks, including changes in foreign currency exchange rates, interest rates, and equity investment risks.
+
+## Foreign Currency Exchange Risk
+
+We transact business globally in multiple currencies. International revenues, foreign-denominated monetary assets and liabilities, and investments in foreign subsidiaries expose us to the risk of fluctuations in foreign exchange rates against the US dollar. Principal currency exposures include the Australian dollar, British pound, Canadian dollar, Euro, and Japanese yen.
+
+We monitor our foreign currency exposures and hedge foreign exchange risks with derivative and non-derivative instruments, including forwards, options (including collars), cross-currency swaps, and foreign currency-denominated debt. Gains or losses on these foreign currency exposures are generally offset by corresponding gains or losses on the derivative and non-derivative instruments.
+
+Considering historical trends in foreign exchange rates, we determined that it was reasonably possible that adverse changes in exchange rates of 10% could be experienced. We performed a sensitivity analysis on our foreign currency exposures to estimate the potential impact of this adverse 10% change. The estimated effects on our financial position would be as follows (in millions):
+
+<table><tr><td rowspan="2"></td><td rowspan="2">Impact</td><td colspan="2">As of December 31,</td></tr><tr><td>2024</td><td>2025</td></tr><tr><td>Foreign currency risk</td><td></td><td></td><td></td></tr><tr><td>Foreign denominated monetary assets and liabilities(1)</td><td>OI&amp;E</td><td>$ 135</td><td>$ 671</td></tr><tr><td>Cash flow hedges of foreign currency revenue(2)</td><td>AOCI</td><td>$ 1,627</td><td>$ 2,096</td></tr><tr><td>Net investment hedges of investments in foreign subsidiaries(3)</td><td>AOCI</td><td>$ 660</td><td>$ 2,942</td></tr></table>
+
+(1) After consideration of the effect of derivative contracts.  
+(2) The change in accumulated other comprehensive income (AOCI) would be expected to offset a corresponding foreign currency change in forecasted hedged revenues when recognized.  
+(3) The change in AOCI would be expected to offset a corresponding foreign currency translation gain or loss from our investments in foreign subsidiaries.
+
+## Interest Rate Risk
+
+We are exposed to interest rate risk related to our investment portfolio and outstanding debt.
+
+Our Corporate Treasury investment strategy is to achieve a return that will allow us to preserve capital and maintain liquidity. By policy, we limit the amount of credit exposure within our investment portfolio to any one issuer. Our investments in both fixed rate and floating rate interest earning securities carry a degree of interest rate risk. Fixed rate securities may have their fair market value adversely affected due to a rise in interest rates, while floating rate securities may produce less income than predicted if interest rates fall. Unrealized gains and losses on our marketable debt securities are primarily due to interest rate fluctuations as compared to interest rates at the time of purchase. For certain fixed and floating rate debt securities, we have elected the fair value option for which changes in fair value are recorded in OI&E. We measure securities for which we have not elected the fair value option at fair value with gains and losses recorded in AOCI until the securities are sold, less any expected credit losses.
+
+We use value-at-risk (VaR) analysis to determine the potential effect of fluctuations in interest rates on the value of our investment portfolio. The VaR is the expected loss in fair value, for a given confidence interval, for our investment portfolio due to adverse movements in interest rates. We use a variance/covariance VaR model with 95% confidence interval. The estimated one-day loss in fair value of our investment portfolio as of December 31, 2024 and 2025 are shown below (in millions):
+
+<table><tr><td rowspan="2"></td><td colspan="2">As of December 31,</td><td colspan="2">12-Month Average As of December 31,</td></tr><tr><td>2024</td><td>2025</td><td>2024</td><td>2025</td></tr><tr><td>Risk category - interest rate</td><td>$ 208</td><td>$ 162</td><td>$ 230</td><td>$ 184</td></tr></table>
+
+Actual future gains and losses associated with our investment portfolio may differ materially from the sensitivity analyses performed as of December 31, 2024 and 2025 due to the inherent limitations associated with predicting the timing and amount of changes in interest rates and our actual exposures and positions. VaR analysis is not intended to represent actual losses but is used as a risk estimation.
+
+Additionally, we had senior unsecured notes outstanding with a total carrying value of \$11.9 billion and \$48.5 billion as of December 31, 2024 and 2025, respectively. As our senior unsecured notes primarily bear interest at fixed rates and are recorded at amortized cost, interest rate fluctuations generally do not affect our consolidated financial statements. However, the fair value of the notes will fluctuate with movement in market interest rates.
+
+## Equity Investment Risk
+
+Our marketable and non-marketable equity securities are subject to a wide variety of market-related risks that could substantially reduce or increase the fair value of our holdings.
+
+Our marketable equity securities are primarily publicly traded stocks or funds and our non-marketable equity securities are primarily investments in privately held companies, some of which are in the startup or development stages.
+
+We record marketable equity securities at fair value subject to market price volatility. These securities represent \$5.1 billion and \$6.3 billion of our investments as of December 31, 2024 and 2025, respectively. A hypothetical adverse price change of 10% on our December 31, 2025 balance would decrease the fair value of marketable equity securities by \$631 million. From time to time, we may enter into derivatives to hedge the market price risk on certain of our marketable equity securities.
+
+Our non-marketable equity securities not accounted for under the equity method are primarily adjusted to fair value for observable transactions for identical or similar investments of the same issuer or impairment (referred to as the measurement alternative). The fair value measured at the time of the observable transaction is not necessarily an indication of the current fair value as of the balance sheet date. These investments, especially those that are in the early stages, are inherently risky because the technologies or products these companies have under development are typically in the early phases and may never materialize, and they may experience a decline in financial condition, which could result in a loss of a substantial part of our investment in these companies. Valuations of our equity investments in private companies are inherently more complex due to the lack of readily available market data and observable transactions at lower valuations could result in significant losses. In addition, global economic conditions could result in additional volatility. The success of our investment in any private company is also typically dependent on the likelihood of our ability to realize appreciation in the value of investments through liquidity events such as public offerings, acquisitions, private sales, or other market events. Changes in the valuation of non-marketable equity securities may not directly correlate with changes in valuation of marketable equity securities. As of December 31, 2024 and 2025, the carrying value of our non-marketable equity securities, which were accounted for under the measurement alternative, was \$35.2 billion and \$64.1 billion, respectively.
+
+The carrying values of our equity method investments, which totaled approximately \$2.0 billion and \$2.5 billion as of December 31, 2024 and 2025, respectively, generally do not fluctuate based on market price changes. However, these investments could be impaired if the carrying value exceeds the fair value and is not expected to recover.
+
+For additional information about our equity investments, see Note 1 and Note 3 of the Notes to Consolidated Financial Statements included in Item 8 of this Annual Report on Form 10-K.
+
+## ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA
+
+## Alphabet Inc.
+
+## INDEX TO CONSOLIDATED FINANCIAL STATEMENTS
+
+<table><tr><td></td><td>Page</td></tr><tr><td>Reports of Independent Registered Public Accounting Firm (PCAOB ID: 42)</td><td>45</td></tr><tr><td>Financial Statements:</td><td></td></tr><tr><td>Consolidated Balance Sheets</td><td>48</td></tr><tr><td>Consolidated Statements of Income</td><td>49</td></tr><tr><td>Consolidated Statements of Comprehensive Income</td><td>50</td></tr><tr><td>Consolidated Statements of Stockholders’ Equity</td><td>51</td></tr><tr><td>Consolidated Statements of Cash Flows</td><td>52</td></tr><tr><td>Notes to Consolidated Financial Statements</td><td>53</td></tr></table>
+
+# REPORT OF INDEPENDENT REGISTERED PUBLIC ACCOUNTING FIRM
+
+To the Stockholders and the Board of Directors of Alphabet Inc.
+
+## Opinion on the Financial Statements
+
+We have audited the accompanying consolidated balance sheets of Alphabet Inc. (the Company) as of December 31, 2024 and 2025, the related consolidated statements of income, comprehensive income, stockholders' equity and cash flows for each of the three years in the period ended December 31, 2025, and the related notes and financial statement schedule listed in the Index at Item 15 (collectively referred to as the “consolidated financial statements”). In our opinion, the consolidated financial statements present fairly, in all material respects, the financial position of the Company at December 31, 2024 and 2025, and the results of its operations and its cash flows for each of the three years in the period ended December 31, 2025, in conformity with U.S. generally accepted accounting principles.
+
+We also have audited, in accordance with the standards of the Public Company Accounting Oversight Board (United States) (PCAOB), the Company's internal control over financial reporting as of December 31, 2025, based on criteria established in Internal Control—Integrated Framework issued by the Committee of Sponsoring Organizations of the Treadway Commission (2013 framework), and our report dated February 4, 2026 expressed an unqualified opinion thereon.
+
+## Basis for Opinion
+
+These financial statements are the responsibility of the Company's management. Our responsibility is to express an opinion on the Company's financial statements based on our audits. We are a public accounting firm registered with the PCAOB and are required to be independent with respect to the Company in accordance with the U.S. federal securities laws and the applicable rules and regulations of the Securities and Exchange Commission and the PCAOB.
+
+We conducted our audits in accordance with the standards of the PCAOB. Those standards require that we plan and perform the audit to obtain reasonable assurance about whether the financial statements are free of material misstatement, whether due to error or fraud. Our audits included performing procedures to assess the risks of material misstatement of the financial statements, whether due to error or fraud, and performing procedures that respond to those risks. Such procedures included examining, on a test basis, evidence regarding the amounts and disclosures in the financial statements. Our audits also included evaluating the accounting principles used and significant estimates made by management, as well as evaluating the overall presentation of the financial statements. We believe that our audits provide a reasonable basis for our opinion.
+
+## Critical Audit Matter
+
+The critical audit matter communicated below is a matter arising from the current period audit of the financial statements that was communicated or required to be communicated to the audit committee and that: (1) relates to accounts or disclosures that are material to the financial statements and (2) involved our especially challenging, subjective or complex judgments. The communication of the critical audit matter does not alter in any way our opinion on the consolidated financial statements, taken as a whole, and we are not, by communicating the critical audit matter below, providing a separate opinion on the critical audit matter or on the accounts or disclosures to which it relates.
+
+Loss Contingencies
+
+<table><tr><td>Description of the Matter</td><td>The Company is subject to claims, lawsuits, regulatory and government inquiries and investigations, other proceedings, and consent orders. As described in Note 10 to the consolidated financial statements, such claims, lawsuits, regulatory and government inquiries and investigations, other proceedings, and consent orders could result in adverse consequences.Significant judgment is required to determine both the likelihood and the estimated amount of a loss related to such matters. Auditing management’s accounting for and disclosure of loss contingencies from these matters involved challenging and subjective auditor judgment in assessing the Company’s evaluation of the probability of a loss, and the estimated amount or range of loss.</td></tr><tr><td>How We Addressed the Matter in Our Audit</td><td>We tested relevant controls over the identified risks associated with management’s accounting for and disclosure of these matters. This included controls over management’s assessment of the probability of incurrence of a loss and whether the loss or range of loss was reasonably estimable and the development of related disclosures.Our audit procedures included, among others, gaining an understanding of previous rulings and the status of ongoing lawsuits, reviewing letters from internal and external legal counsel addressing the matters, meeting with internal legal counsel to discuss the allegations, and obtaining a representation letter from management on these matters. We also evaluated the Company’s disclosures in relation to these matters.</td></tr></table>
+
+/s/ Ernst & Young LLP
+
+We have served as the Company's auditor since 1999.
+
+San Jose, California
+
+February 4, 2026
+
+# REPORT OF INDEPENDENT REGISTERED PUBLIC ACCOUNTING FIRM
+
+To the Stockholders and the Board of Directors of Alphabet Inc.
+
+## Opinion on Internal Control Over Financial Reporting
+
+We have audited Alphabet Inc.'s internal control over financial reporting as of December 31, 2025, based on criteria established in Internal Control—Integrated Framework issued by the Committee of Sponsoring Organizations of the Treadway Commission (2013 framework) (the COSO criteria). In our opinion, Alphabet Inc. (the Company) maintained, in all material respects, effective internal control over financial reporting as of December 31, 2025, based on the COSO criteria.
+
+We also have audited, in accordance with the standards of the Public Company Accounting Oversight Board (United States) (PCAOB), the 2025 consolidated financial statements of the Company and our report dated February 4, 2026 expressed an unqualified opinion thereon.
+
+## Basis for Opinion
+
+The Company's management is responsible for maintaining effective internal control over financial reporting and for its assessment of the effectiveness of internal control over financial reporting included in the accompanying Management's Report on Internal Control over Financial Reporting. Our responsibility is to express an opinion on the Company's internal control over financial reporting based on our audit. We are a public accounting firm registered with the PCAOB and are required to be independent with respect to the Company in accordance with the U.S. federal securities laws and the applicable rules and regulations of the Securities and Exchange Commission and the PCAOB.
+
+We conducted our audit in accordance with the standards of the PCAOB. Those standards require that we plan and perform the audit to obtain reasonable assurance about whether effective internal control over financial reporting was maintained in all material respects.
+
+Our audit included obtaining an understanding of internal control over financial reporting, assessing the risk that a material weakness exists, testing and evaluating the design and operating effectiveness of internal control based on the assessed risk, and performing such other procedures as we considered necessary in the circumstances. We believe that our audit provides a reasonable basis for our opinion.
+
+## Definition and Limitations of Internal Control Over Financial Reporting
+
+A company's internal control over financial reporting is a process designed to provide reasonable assurance regarding the reliability of financial reporting and the preparation of financial statements for external purposes in accordance with generally accepted accounting principles. A company's internal control over financial reporting includes those policies and procedures that (1) pertain to the maintenance of records that, in reasonable detail, accurately and fairly reflect the transactions and dispositions of the assets of the company; (2) provide reasonable assurance that transactions are recorded as necessary to permit preparation of financial statements in accordance with generally accepted accounting principles, and that receipts and expenditures of the company are being made only in accordance with authorizations of management and directors of the company; and (3) provide reasonable assurance regarding prevention or timely detection of unauthorized acquisition, use, or disposition of the company's assets that could have a material effect on the financial statements.
+
+Because of its inherent limitations, internal control over financial reporting may not prevent or detect misstatements. Also, projections of any evaluation of effectiveness to future periods are subject to the risk that controls may become inadequate because of changes in conditions, or that the degree of compliance with the policies or procedures may deteriorate.
+
+/s/ Ernst & Young LLP
+
+San Jose, California
+
+February 4, 2026
+
+Alphabet Inc.  
+CONSOLIDATED BALANCE SHEETS  
+(in millions, except par value per share amounts)
+
+<table><tr><td rowspan="2"></td><td colspan="2">As of December 31,</td></tr><tr><td>2024</td><td>2025</td></tr><tr><td colspan="3">Assets</td></tr><tr><td colspan="3">Current assets:</td></tr><tr><td>Cash and cash equivalents</td><td>$ 23,466</td><td>$ 30,708</td></tr><tr><td>Marketable securities</td><td>72,191</td><td>96,135</td></tr><tr><td>Total cash, cash equivalents, and marketable securities</td><td>95,657</td><td>126,843</td></tr><tr><td>Accounts receivable, net</td><td>52,340</td><td>62,886</td></tr><tr><td>Other current assets</td><td>15,714</td><td>16,309</td></tr><tr><td>Total current assets</td><td>163,711</td><td>206,038</td></tr><tr><td>Non-marketable securities</td><td>37,982</td><td>68,687</td></tr><tr><td>Deferred income taxes</td><td>17,180</td><td>9,113</td></tr><tr><td>Property and equipment, net</td><td>171,036</td><td>246,597</td></tr><tr><td>Operating lease assets</td><td>13,588</td><td>15,221</td></tr><tr><td>Goodwill</td><td>31,885</td><td>33,380</td></tr><tr><td>Other non-current assets</td><td>14,874</td><td>16,245</td></tr><tr><td>Total assets</td><td>$ 450,256</td><td>$ 595,281</td></tr><tr><td colspan="3">Liabilities and Stockholders’ Equity</td></tr><tr><td colspan="3">Current liabilities:</td></tr><tr><td>Accounts payable</td><td>$ 7,987</td><td>$ 12,200</td></tr><tr><td>Accrued compensation and benefits</td><td>15,069</td><td>17,546</td></tr><tr><td>Accrued expenses and other current liabilities</td><td>51,228</td><td>55,557</td></tr><tr><td>Accrued revenue share</td><td>9,802</td><td>10,864</td></tr><tr><td>Deferred revenue</td><td>5,036</td><td>6,578</td></tr><tr><td>Total current liabilities</td><td>89,122</td><td>102,745</td></tr><tr><td>Long-term debt</td><td>10,883</td><td>46,547</td></tr><tr><td>Income taxes payable, non-current</td><td>8,782</td><td>9,531</td></tr><tr><td>Operating lease liabilities</td><td>11,691</td><td>12,744</td></tr><tr><td>Other long-term liabilities</td><td>4,694</td><td>8,449</td></tr><tr><td>Total liabilities</td><td>125,172</td><td>180,016</td></tr><tr><td colspan="3">Commitments and Contingencies (Note 10)</td></tr><tr><td colspan="3">Stockholders’ equity:</td></tr><tr><td>Preferred stock, $0.001 par value per share, 100 shares authorized; no shares issued and outstanding</td><td>0</td><td>0</td></tr><tr><td>Class A, Class B, and Class C stock and additional paid-in capital, $0.001 par value per share: 300,000 shares authorized (Class A 180,000, Class B 60,000, Class C 60,000); 12,211 (Class A 5,835, Class B 861, Class C 5,515) and 12,088 (Class A 5,822, Class B 837, Class C 5,429) shares issued and outstanding</td><td>84,800</td><td>93,126</td></tr><tr><td>Accumulated other comprehensive income (loss)</td><td>(4,800)</td><td>(1,916)</td></tr><tr><td>Retained earnings</td><td>245,084</td><td>324,055</td></tr><tr><td>Total stockholders’ equity</td><td>325,084</td><td>415,265</td></tr><tr><td>Total liabilities and stockholders’ equity</td><td>$ 450,256</td><td>$ 595,281</td></tr></table>
+
+See accompanying notes.
+
+Alphabet Inc.  
+CONSOLIDATED STATEMENTS OF INCOME  
+(in millions, except per share amounts)
+
+<table><tr><td rowspan="2"></td><td colspan="3">Year Ended December 31,</td></tr><tr><td>2023</td><td>2024</td><td>2025</td></tr><tr><td>Revenues</td><td>$ 307,394</td><td>$ 350,018</td><td>$ 402,836</td></tr><tr><td>Costs and expenses:</td><td></td><td></td><td></td></tr><tr><td>Cost of revenues</td><td>133,332</td><td>146,306</td><td>162,535</td></tr><tr><td>Research and development</td><td>45,427</td><td>49,326</td><td>61,087</td></tr><tr><td>Sales and marketing</td><td>27,917</td><td>27,808</td><td>28,693</td></tr><tr><td>General and administrative</td><td>16,425</td><td>14,188</td><td>21,482</td></tr><tr><td>Total costs and expenses</td><td>223,101</td><td>237,628</td><td>273,797</td></tr><tr><td>Income from operations</td><td>84,293</td><td>112,390</td><td>129,039</td></tr><tr><td>Other income (expense), net</td><td>1,424</td><td>7,425</td><td>29,787</td></tr><tr><td>Income before income taxes</td><td>85,717</td><td>119,815</td><td>158,826</td></tr><tr><td>Provision for income taxes</td><td>11,922</td><td>19,697</td><td>26,656</td></tr><tr><td>Net income</td><td>$ 73,795</td><td>$ 100,118</td><td>$ 132,170</td></tr><tr><td>Basic net income per share (Note 12)</td><td>$ 5.84</td><td>$ 8.13</td><td>$ 10.91</td></tr><tr><td>Diluted net income per share (Note 12)</td><td>$ 5.80</td><td>$ 8.04</td><td>$ 10.81</td></tr></table>
+
+See accompanying notes.
+
+Alphabet Inc.
+CONSOLIDATED STATEMENTS OF COMPREHENSIVE INCOME
+(in millions)
+
+<table><tr><td rowspan="2"></td><td colspan="3">Year Ended December 31,</td></tr><tr><td>2023</td><td>2024</td><td>2025</td></tr><tr><td>Net income</td><td>$ 73,795</td><td>$ 100,118</td><td>$ 132,170</td></tr><tr><td>Other comprehensive income (loss):</td><td></td><td></td><td></td></tr><tr><td>Change in foreign currency translation adjustment, net of income tax benefit (expense) of $63, $(49) and $180</td><td>735</td><td>(1,673)</td><td>2,522</td></tr><tr><td>Available-for-sale investments:</td><td></td><td></td><td></td></tr><tr><td>Change in net unrealized gains (losses)</td><td>1,344</td><td>(116)</td><td>1,146</td></tr><tr><td>Less: reclassification adjustment for net (gains) losses included in net income</td><td>1,168</td><td>782</td><td>(169)</td></tr><tr><td>Net change, net of income tax benefit (expense) of $(698), $(190), and $(276)</td><td>2,512</td><td>666</td><td>977</td></tr><tr><td>Cash flow hedges:</td><td></td><td></td><td></td></tr><tr><td>Change in net unrealized gains (losses)</td><td>168</td><td>775</td><td>(779)</td></tr><tr><td>Less: reclassification adjustment for net (gains) losses included in net income</td><td>(214)</td><td>(166)</td><td>164</td></tr><tr><td>Net change, net of income tax benefit (expense) of $2, $(151), and $174</td><td>(46)</td><td>609</td><td>(615)</td></tr><tr><td>Other comprehensive income (loss)</td><td>3,201</td><td>(398)</td><td>2,884</td></tr><tr><td>Comprehensive income</td><td>$ 76,996</td><td>$ 99,720</td><td>$ 135,054</td></tr></table>
+
+See accompanying notes.
+
+Alphabet Inc.  
+CONSOLIDATED STATEMENTS OF STOCKHOLDERS' EQUITY (in millions)
+
+<table><tr><td rowspan="2"></td><td colspan="2">Class A, Class B, Class C Stock and Additional Paid-In Capital</td><td rowspan="2">Accumulated Other Comprehensive Income (Loss)</td><td rowspan="2">Retained Earnings</td><td rowspan="2">Total Stockholders&#x27; Equity</td></tr><tr><td>Shares</td><td>Amount</td></tr><tr><td>Balance as of December 31, 2022</td><td>12,849</td><td>$ 68,184</td><td>$ (7,603)</td><td>$ 195,563</td><td>$ 256,144</td></tr><tr><td>Stock issued</td><td>139</td><td>0</td><td>0</td><td>0</td><td>0</td></tr><tr><td>Stock-based compensation</td><td>0</td><td>22,578</td><td>0</td><td>0</td><td>22,578</td></tr><tr><td>Tax withholding related to vesting of restricted stock units and other</td><td>0</td><td>(10,164)</td><td>0</td><td>9</td><td>(10,155)</td></tr><tr><td>Repurchases of stock</td><td>(528)</td><td>(4,064)</td><td>0</td><td>(58,120)</td><td>(62,184)</td></tr><tr><td>Net income</td><td>0</td><td>0</td><td>0</td><td>73,795</td><td>73,795</td></tr><tr><td>Other comprehensive income (loss)</td><td>0</td><td>0</td><td>3,201</td><td>0</td><td>3,201</td></tr><tr><td>Balance as of December 31, 2023</td><td>12,460</td><td>76,534</td><td>(4,402)</td><td>211,247</td><td>283,379</td></tr><tr><td>Stock issued</td><td>130</td><td>0</td><td>0</td><td>0</td><td>0</td></tr><tr><td>Stock-based compensation</td><td>0</td><td>22,937</td><td>0</td><td>0</td><td>22,937</td></tr><tr><td>Tax withholding related to vesting of restricted stock units and other</td><td>0</td><td>(12,507)</td><td>0</td><td>(16)</td><td>(12,523)</td></tr><tr><td>Repurchases of stock</td><td>(379)</td><td>(3,359)</td><td>0</td><td>(58,688)</td><td>(62,047)</td></tr><tr><td>Dividends and dividend equivalents declared ($0.60 per share)</td><td>0</td><td>41</td><td>0</td><td>(7,577)</td><td>(7,536)</td></tr><tr><td>Sale of interest in consolidated entities</td><td>0</td><td>1,154</td><td>0</td><td>0</td><td>1,154</td></tr><tr><td>Net income</td><td>0</td><td>0</td><td>0</td><td>100,118</td><td>100,118</td></tr><tr><td>Other comprehensive income (loss)</td><td>0</td><td>0</td><td>(398)</td><td>0</td><td>(398)</td></tr><tr><td>Balance as of December 31, 2024</td><td>12,211</td><td>84,800</td><td>(4,800)</td><td>245,084</td><td>325,084</td></tr><tr><td>Stock issued</td><td>117</td><td>0</td><td>0</td><td>0</td><td>0</td></tr><tr><td>Stock-based compensation</td><td>0</td><td>25,130</td><td>0</td><td>0</td><td>25,130</td></tr><tr><td>Tax withholding related to vesting of restricted stock units and other</td><td>0</td><td>(14,842)</td><td>0</td><td>0</td><td>(14,842)</td></tr><tr><td>Repurchases of stock</td><td>(240)</td><td>(2,514)</td><td>0</td><td>(42,884)</td><td>(45,398)</td></tr><tr><td>Dividends and dividend equivalents declared ($0.83 per share)</td><td>0</td><td>152</td><td>0</td><td>(10,315)</td><td>(10,163)</td></tr><tr><td>Sale of interest in consolidated entities</td><td>0</td><td>400</td><td>0</td><td>0</td><td>400</td></tr><tr><td>Net income</td><td>0</td><td>0</td><td>0</td><td>132,170</td><td>132,170</td></tr><tr><td>Other comprehensive income (loss)</td><td>0</td><td>0</td><td>2,884</td><td>0</td><td>2,884</td></tr><tr><td>Balance as of December 31, 2025</td><td>12,088</td><td>$ 93,126</td><td>$ (1,916)</td><td>$ 324,055</td><td>$ 415,265</td></tr></table>
+
+See accompanying notes.
+
+Alphabet Inc.
+CONSOLIDATED STATEMENTS OF CASH FLOWS
+(in millions)
+
+<table><tr><td rowspan="2"></td><td colspan="3">Year Ended December 31,</td></tr><tr><td>2023</td><td>2024</td><td>2025</td></tr><tr><td>Operating activities</td><td></td><td></td><td></td></tr><tr><td>Net income</td><td>$ 73,795</td><td>$ 100,118</td><td>$ 132,170</td></tr><tr><td>Adjustments:</td><td></td><td></td><td></td></tr><tr><td>Depreciation of property and equipment</td><td>11,946</td><td>15,311</td><td>21,136</td></tr><tr><td>Stock-based compensation expense</td><td>22,460</td><td>22,785</td><td>24,953</td></tr><tr><td>Deferred income taxes</td><td>(7,763)</td><td>(5,257)</td><td>8,348</td></tr><tr><td>Loss (gain) on debt and equity securities, net</td><td>823</td><td>(2,671)</td><td>(24,620)</td></tr><tr><td>Other</td><td>4,330</td><td>3,419</td><td>2,108</td></tr><tr><td>Changes in assets and liabilities, net of effects of acquisitions:</td><td></td><td></td><td></td></tr><tr><td>Accounts receivable, net</td><td>(7,833)</td><td>(5,891)</td><td>(8,779)</td></tr><tr><td>Income taxes, net</td><td>523</td><td>(2,418)</td><td>(3,226)</td></tr><tr><td>Other assets</td><td>(2,143)</td><td>(1,397)</td><td>(4,542)</td></tr><tr><td>Accounts payable</td><td>664</td><td>359</td><td>907</td></tr><tr><td>Accrued expenses and other liabilities</td><td>3,937</td><td>(1,161)</td><td>12,939</td></tr><tr><td>Accrued revenue share</td><td>482</td><td>1,059</td><td>899</td></tr><tr><td>Deferred revenue</td><td>525</td><td>1,043</td><td>2,420</td></tr><tr><td>Net cash provided by operating activities</td><td>101,746</td><td>125,299</td><td>164,713</td></tr><tr><td>Investing activities</td><td></td><td></td><td></td></tr><tr><td>Purchases of property and equipment</td><td>(32,251)</td><td>(52,535)</td><td>(91,447)</td></tr><tr><td>Purchases of marketable securities</td><td>(77,858)</td><td>(86,679)</td><td>(103,773)</td></tr><tr><td>Maturities and sales of marketable securities</td><td>86,672</td><td>103,428</td><td>83,240</td></tr><tr><td>Purchases of non-marketable securities</td><td>(3,027)</td><td>(5,034)</td><td>(5,716)</td></tr><tr><td>Maturities and sales of non-marketable securities</td><td>947</td><td>882</td><td>1,367</td></tr><tr><td>Acquisitions, net of cash acquired, and purchases of intangible assets</td><td>(495)</td><td>(2,931)</td><td>(1,592)</td></tr><tr><td>Other investing activities</td><td>(1,051)</td><td>(2,667)</td><td>(2,370)</td></tr><tr><td>Net cash used in investing activities</td><td>(27,063)</td><td>(45,536)</td><td>(120,291)</td></tr><tr><td>Financing activities</td><td></td><td></td><td></td></tr><tr><td>Net payments related to stock-based award activities</td><td>(9,837)</td><td>(12,190)</td><td>(14,167)</td></tr><tr><td>Repurchases of stock</td><td>(61,504)</td><td>(62,222)</td><td>(45,709)</td></tr><tr><td>Dividend payments</td><td>0</td><td>(7,363)</td><td>(10,049)</td></tr><tr><td>Proceeds from issuance of debt, net of costs</td><td>10,790</td><td>13,589</td><td>64,564</td></tr><tr><td>Repayments of debt</td><td>(11,550)</td><td>(12,701)</td><td>(32,427)</td></tr><tr><td>Proceeds from sale of interest in consolidated entities, net</td><td>8</td><td>1,154</td><td>400</td></tr><tr><td>Net cash used in financing activities</td><td>(72,093)</td><td>(79,733)</td><td>(37,388)</td></tr><tr><td>Effect of exchange rate changes on cash and cash equivalents</td><td>(421)</td><td>(612)</td><td>208</td></tr><tr><td>Net increase (decrease) in cash and cash equivalents</td><td>2,169</td><td>(582)</td><td>7,242</td></tr><tr><td>Cash and cash equivalents at beginning of period</td><td>21,879</td><td>24,048</td><td>23,466</td></tr><tr><td>Cash and cash equivalents at end of period</td><td>$ 24,048</td><td>$ 23,466</td><td>$ 30,708</td></tr><tr><td>Supplemental disclosures of non-cash investing activities:</td><td></td><td></td><td></td></tr><tr><td>Purchases of property and equipment included in accrued liabilities and accounts payable</td><td>$ 7,435</td><td>$ 10,326</td><td>$ 15,090</td></tr></table>
+
+See accompanying notes.
+
+# Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS
+
+## Note 1. Summary of Significant Accounting Policies
+
+## Nature of Operations
+
+Google was incorporated in California in September 1998 and re-incorporated in the State of Delaware in August 2003. In 2015, we implemented a holding company reorganization, and as a result, Alphabet Inc. ("Alphabet") became the successor issuer to Google.
+
+We generate revenues by delivering relevant, cost-effective online advertising; cloud-based solutions that provide enterprise customers of all sizes with infrastructure, platform services, and applications; and sales of other products and services, such as fees received for subscription-based products, apps and in-app purchases, and devices.
+
+## Basis of Consolidation
+
+The consolidated financial statements of Alphabet include the accounts of Alphabet and entities consolidated under the variable interest and voting models. Intercompany balances and transactions have been eliminated.
+
+## Use of Estimates
+
+Preparation of consolidated financial statements in conformity with GAAP requires us to make estimates and assumptions that affect the amounts reported and disclosed in the financial statements and the accompanying notes. Actual results could differ materially from these estimates due to uncertainties. On an ongoing basis, we evaluate our estimates, including those related to the allowance for credit losses; contingent liabilities; fair values of financial instruments and goodwill; income taxes; inventory; and useful lives of property and equipment, among others. We base our estimates on assumptions, both historical and forward looking, that are believed to be reasonable, and the results of which form the basis for making judgments about the carrying values of assets and liabilities.
+
+## Revenue Recognition
+
+Revenues are recognized when control of the promised goods or services is transferred to our customers, and the collectibility of an amount that we expect in exchange for those goods or services is probable. Sales and other similar taxes are excluded from revenues.
+
+## Google Advertising
+
+Google advertising revenues consist of revenues from:
+
+- Google Search and other properties, including revenues from traffic generated by search distribution partners who use Google.com as their default search in browsers, toolbars, etc. and other Google owned and operated properties like Gmail, Google Maps, and Google Play;  
+• YouTube properties; and  
+- Google Network properties, including revenues from Google Network properties participating in AdMob, AdSense, and Google Ad Manager.
+
+Our customers generally purchase advertising inventory through Google Ads, Google Ad Manager, Google Display & Video 360, and Google Marketing Platform, among others.
+
+We offer advertising by delivering both performance and brand advertising. We recognize revenues for performance advertising when a user engages with the advertisement. For brand advertising, we recognize revenues when the ad is displayed, or a user views the ad.
+
+For ads placed on Google Network properties, we evaluate whether we are the principal (i.e., report revenues on a gross basis) or agent (i.e., report revenues on a net basis). Generally, we report advertising revenues for ads placed on Google Network properties on a gross basis, that is, the amounts billed to our customers are recorded as revenues, and amounts paid to Google Network partners are recorded as cost of revenues. Where we are the principal, we control the advertising inventory before it is transferred to our customers. Our control is evidenced by our sole ability to monetize the advertising inventory before it is transferred to our customers and is further supported by us being primarily responsible to our customers and having a level of discretion in establishing pricing.
+
+## Google Subscriptions, Platforms, and Devices
+
+Google subscriptions, platforms, and devices revenues consist of revenues from:
+
+- consumer subscriptions, which primarily include revenues from YouTube services, such as YouTube TV, YouTube Music and Premium, and NFL Sunday Ticket, as well as Google One, which offers access to our most capable Gemini models;  
+- platforms, which primarily include revenues from Google Play sales of apps and in-app purchases;  
+• devices, which primarily include sales of the Pixel family of devices; and  
+• other products and services.
+
+Subscription revenues are recognized ratably over the period of the subscription, primarily monthly. We report revenues from Google Play sales of apps and in-app purchases on a net basis because our performance obligation is to facilitate a transaction between app developers and end users for which we earn a service fee.
+
+## Google Cloud
+
+Google Cloud revenues consist of revenues from:
+
+- Google Cloud Platform primarily generates consumption-based fees and subscriptions for infrastructure, platform, and other services. These services provide access to solutions such as AI offerings including our enterprise AI infrastructure, Vertex AI platform, and Gemini Enterprise; cybersecurity offerings; and data and analytics solutions;  
+- Google Workspace includes subscriptions for cloud-based communication and collaboration tools for enterprises, such as Gmail, Docs, Calendar, Drive, and Meet, with integrated features like Gemini for Google Workspace; and  
+• other enterprise services.
+
+Our cloud services are generally provided on either a consumption or subscription basis and may have contract terms longer than a year. Revenues related to cloud services provided on a consumption basis are recognized when the customer utilizes the services, based on the quantity of services consumed using the relative standalone selling price allocation. Revenues related to cloud services provided on a subscription basis are recognized ratably over the contract term as the customer receives and consumes the benefits of the cloud services.
+
+## Arrangements with Multiple Performance Obligations
+
+Our contracts with customers may include multiple performance obligations. For such arrangements, we allocate revenues to each performance obligation based on its relative standalone selling price. We generally determine standalone selling prices based on observable prices of our products and services sold or priced separately in comparable circumstances to similar customers.
+
+## Customer Incentives and Credits
+
+Certain customers receive cash-based incentives or credits, which are accounted for as variable consideration. We estimate these amounts based on the expected amount to be provided to customers and reduce revenues. We believe that there will not be significant changes to our estimates of variable consideration related to customer incentives and credits.
+
+## Sales Commissions
+
+We expense sales commissions when incurred when the period of the expected benefit is one year or less. We recognize an asset for certain sales commissions and amortize if the expected benefit period is greater than one year. These costs are recorded within sales and marketing expenses.
+
+## Cost of Revenues
+
+Cost of revenues consists of TAC and other costs of revenues.
+
+• TAC includes:
+
+amounts paid to our distribution partners who make available our search access points and other ad-supported services. Our distribution partners include browser providers, mobile carriers, original equipment manufacturers, and software developers; and  
+- amounts paid to Google Network partners primarily for ads displayed on their properties.
+
+• Other cost of revenues includes:
+
+content acquisition costs, which are payments to content providers from whom we license video and other content for distribution, primarily related to YouTube (we pay fees to these content providers based on revenues generated, subscriber counts, or a flat fee);  
+• depreciation expense, primarily related to our technical infrastructure;  
+• employee compensation expenses related to our technical infrastructure and other operations such as content review and customer and product support;  
+inventory and other costs related to the devices we sell; and  
+other technical infrastructure operations costs, including energy, equipment, and network capacity costs.
+
+## Software Development Costs
+
+We expense software development costs, including costs to develop software products or the software component of products to be sold, leased, or marketed to external users, before technological feasibility is reached. Technological feasibility is typically reached shortly before the release of such products. As a result, development costs that meet the criteria for capitalization were not material for the periods presented.
+
+Software development costs also include costs to develop software to be used solely to meet internal needs and cloud-based applications used to deliver our services. We capitalize development costs related to these software applications once the preliminary project stage is complete and it is probable that the project will be completed and the software will be used to perform the function intended. Costs capitalized for developing such software applications were not material for the periods presented.
+
+## Stock-Based Compensation
+
+Stock-based compensation (SBC) primarily consists of Alphabet restricted stock units (RSUs). RSUs are equity classified and measured at the fair market value of the underlying stock at the grant date. We recognize RSU expense using the straight-line attribution method over the requisite service period and account for forfeitures as they occur. RSUs are awarded dividend equivalents, which are subject to the same vesting conditions as the underlying award, and settled in Class C shares.
+
+For RSUs, shares are issued on the vesting dates net of the applicable statutory income tax withholding to be paid by us on behalf of our employees. As a result, fewer shares are issued than the number of RSUs vested, and the income tax withholding is recorded as a reduction to additional paid-in capital.
+
+Additionally, SBC includes other stock-based awards, such as performance stock units (PSUs) that include market conditions and awards that may be settled in cash or the stock of certain Other Bet companies. PSUs and certain awards granted by Other Bet companies are equity classified and expense is recognized over the requisite service period. Certain awards granted by Other Bet companies are liability classified and remeasured at fair value through settlement. The fair value of awards granted by Other Bet companies is based on the equity valuation of the respective Other Bet company.
+
+## Advertising and Promotional Expenses
+
+We expense advertising and promotional costs in the period in which they are incurred. For the years ended December 31, 2023, 2024, and 2025, advertising and promotional expenses totaled approximately \$8.7 billion, \$8.7 billion, and \$9.9 billion, respectively.
+
+## Fair Value Measurements
+
+Fair value is an exit price, representing the amount that would be received to sell an asset or paid to transfer a liability in an orderly transaction between market participants. Assets and liabilities recorded at fair value are measured and classified in accordance with a three-tier fair value hierarchy based on the observability of the inputs available in the market used to measure fair value:
+
+Level 1 - Observable inputs that reflect quoted prices (unadjusted) for identical assets or liabilities in active markets.
+
+Level 2 - Inputs that are based upon quoted prices for similar instruments in active markets, quoted prices for identical or similar instruments in markets that are not active, and model-based valuation techniques for which all significant inputs are observable in the market or can be derived from observable market data. Where applicable, these models project future cash flows and discount the future amounts to a present value using market-based observable inputs including interest rate curves, foreign exchange rates, and credit ratings.
+
+Level 3 - Unobservable inputs that are supported by little or no market activities.
+
+The fair value hierarchy requires an entity to maximize the use of observable inputs and minimize the use of unobservable inputs when measuring fair value. The determination of fair value involves the use of appropriate valuation methods and relevant inputs into valuation models.
+
+Our financial assets and liabilities that are measured at fair value on a recurring basis include cash equivalents, marketable securities, and derivative financial instruments. Our financial assets measured at fair value on a nonrecurring basis include non-marketable equity securities. Other financial assets and liabilities are carried at cost with fair value disclosed, if required.
+
+We measure certain other instruments, and certain assets and liabilities acquired in a business combination, also at fair value on a nonrecurring basis.
+
+## Financial Instruments
+
+Our financial instruments include cash, cash equivalents, marketable and non-marketable securities, derivative financial instruments, financial guarantees, accounts receivable, and convertible notes.
+
+## Credit Risks
+
+We are subject to concentration of credit risk primarily from cash equivalents, marketable debt securities, derivative financial instruments, including foreign exchange contracts, accounts receivable, and convertible notes. We manage the concentration of our credit risk exposure through timely assessment of our counterparty creditworthiness, credit limits, and use of collateral management. Foreign exchange contracts are transacted with various financial institutions with high credit standing. Accounts receivable are typically unsecured and are derived from revenues earned from customers located around the world. We manage the concentration of our credit risk exposure by performing ongoing evaluations to determine customer credit and we limit the amount of credit we extend. We generally do not require collateral from our customers.
+
+## Cash Equivalents
+
+We invest excess cash primarily in asset-backed and mortgage-backed securities, corporate debt securities, government bonds, money market funds, and time deposits.
+
+## Marketable Securities
+
+We classify all marketable debt securities that have effective maturities of three months or less from the date of purchase as cash equivalents and those with effective maturities of greater than three months as marketable securities. We determine the appropriate classification of our investments in marketable debt securities at the time of purchase and reevaluate such designation at each balance sheet date. We have classified and accounted for our marketable debt securities as available-for-sale. After consideration of our risk versus reward objectives, as well as our liquidity requirements, we may sell these debt securities prior to their effective maturities. As we view these securities as available to support current operations, we classify highly liquid securities with maturities beyond 12 months as current assets under the caption marketable securities. We carry these securities at fair value, and report the unrealized gains and losses, net of taxes, as a component of stockholders' equity, except for the changes in allowance for expected credit losses, which are recorded in OI&E. For certain marketable debt securities we have elected the fair value option, for which changes in fair value are recorded in OI&E. We determine any realized gains and losses on the sale of marketable debt securities on a specific identification method, and we record such gains and losses as a component of OI&E.
+
+Our investments in marketable equity securities are measured at fair value with the related gains and losses, including unrealized, recognized in OI&E.
+
+## Non-Marketable Securities
+
+Non-marketable securities primarily consist of equity securities. We account for non-marketable equity securities through which we exercise significant influence but do not have control over the investee under the equity method. Other non-marketable equity securities that we hold are primarily accounted for under the measurement alternative. Under the measurement alternative, the carrying value is measured at cost, less any impairment, plus or minus changes resulting from observable price changes in orderly transactions for identical or similar investments of the same issuer. Adjustments are determined primarily based on a market approach as of the transaction date and are recorded as a component of OI&E.
+
+Non-marketable securities that do not have effective contractual maturity dates are classified as other non-current assets.
+
+## Derivative Financial Instruments
+
+See Note 3 for the accounting policy pertaining to derivative financial instruments.
+
+## Financial Guarantees
+
+In certain arrangements, we provide reimbursements for costs incurred by third parties during power generation project development phases if specified trigger events occur. We recognize a noncontingent liability for the fair value of our obligation to stand ready to perform, reported in other long-term liabilities. We also recognize a contingent liability when it becomes probable that a payment will be required and the amount can be reasonably estimated.
+
+## Accounts Receivable
+
+Our payment terms for accounts receivable vary by the types and locations of our customers and the products or services offered. The term between invoicing and when payment is due is not significant. Additionally, accounts receivable includes amounts for services performed in advance of the right to invoice the customer.
+
+We maintain an allowance for credit losses for accounts receivable, which is recorded as an offset to accounts receivable, and changes in such are classified as general and administrative expense. We assess collectibility by reviewing accounts receivable on a collective basis where similar characteristics exist and on an individual basis when we identify specific customers with known disputes or collectibility issues. With respect to current accounts receivables, we elected to assume that current conditions as of the balance sheet date do not change for the remaining life of the asset. In determining the amount of the allowance for credit losses for those assets, we adjust historical loss information to reflect current market conditions and customer-specific information to the extent that historical loss information does not reflect current conditions.
+
+## Convertible Notes
+
+Our investments in convertible notes are primarily recorded at amortized cost which includes unpaid principal balances, deferred origination costs, and any related discount or premium, net of allowances for credit losses, and are included within other non-current assets.
+
+## Other
+
+Our financial instruments also include debt and equity investments in companies with which we also entered into commercial arrangements at or near the same time. For these transactions, judgment is required in assessing the substance of the arrangements, including assessing whether the components of the arrangements should be accounted for as separate transactions under the applicable GAAP, and determining the value of the components of the arrangements, including the fair value of the investments. Additionally, if our investment in such companies becomes impaired, we may need to re-evaluate the accounting for the commercial arrangement, including reducing any remaining performance obligations.
+
+## Impairment of Investments
+
+We periodically review our debt securities with unrealized gains and losses recorded as a component of stockholders' equity and non-marketable equity securities for impairment.
+
+For debt securities in an unrealized loss position, we determine whether a credit loss exists. The credit loss is estimated by considering available information relevant to the collectibility of the security and information about past events, current conditions, and reasonable and supportable forecasts. Any credit loss is recorded as a charge to OI&E, not to exceed the amount of the unrealized loss. Unrealized losses other than the credit loss are recognized in AOCI. If we have an intent to sell, or if it is more likely than not that we will be required to sell a debt security in an unrealized loss position before recovery of its amortized cost basis, we will write down the security to its fair value and record the corresponding charge as a component of OI&E.
+
+For non-marketable equity securities, including equity method investments, we consider whether impairment indicators exist by evaluating the companies' financial and liquidity position and access to capital resources, among other indicators. If the assessment indicates that the investment is impaired, we write down the investment to its fair value by recording the corresponding charge as a component of OI&E. We prepare quantitative measurements of the fair value of our equity investments using a market approach or an income approach.
+
+## Inventory
+
+Inventory consists primarily of finished goods and is stated at the lower of cost and net realizable value. Cost is generally computed using the first-in, first-out method.
+
+## Variable Interest Entities
+
+We determine at the inception of each arrangement whether an entity in which we have made an investment or in which we have other variable interests is considered a variable interest entity (VIE). We consolidate VIEs when we are the primary beneficiary. We are the primary beneficiary of a VIE when we have the power to direct activities that most significantly affect the economic performance of the VIE and have the obligation to absorb the majority of their losses or benefits. If we are not the primary beneficiary in a VIE, we account for the investment or other variable interests in a VIE in accordance with applicable GAAP.
+
+Periodically, we assess whether any changes in our interest or relationship with the entity affect our determination of whether the entity is a VIE and, if so, whether we are the primary beneficiary.
+
+## Property and Equipment
+
+Property and equipment is comprised of technical infrastructure, office space, corporate and other assets currently in service, and assets not yet in service. Technical infrastructure includes data center land, buildings and leasehold improvements, and servers and network equipment. Office space includes office land, buildings, and leasehold improvements. Assets not yet in service are those that are not ready for their intended use, including data center buildings and servers in the process of construction or assembly.
+
+Property and equipment are stated at cost less accumulated depreciation. Depreciation commences once assets are ready for their intended use and is recorded using the straight-line method over the estimated useful lives of the assets, which we regularly evaluate for factors such as technological obsolescence and our planned use and utilization. We depreciate data center and office buildings over periods of seven to 40 years. We depreciate servers and network equipment generally over a period of six years. We depreciate corporate and other assets over periods of two to 25 years. We depreciate leasehold improvements over the shorter of the remaining lease term or the estimated useful lives of the assets. Land is not depreciated.
+
+## Goodwill
+
+We allocate goodwill to reporting units based on the expected benefit from the business combination. We evaluate our reporting units periodically, as well as when changes in our operating segments occur. For changes in reporting units, we reassign goodwill using a relative fair value allocation approach. We test our goodwill for impairment at least annually, or more frequently if events or changes in circumstances indicate that the asset may be impaired. Goodwill impairments were not material for the periods presented.
+
+## Leases
+
+We determine if an arrangement is a lease at inception. Our lease agreements generally contain lease and non-lease components. Payments under our lease arrangements are primarily fixed. Non-lease components primarily include payments for maintenance and utilities. We combine fixed payments for non-lease components with lease payments and account for them together as a single lease component which increases the amount of our lease assets and liabilities.
+
+Certain lease agreements contain variable payments, which are expensed as incurred and not included in the lease assets and liabilities. These amounts primarily include payments affected by the Consumer Price Index, and payments for maintenance and utilities.
+
+Lease assets and liabilities are recognized at the present value of the future lease payments at the lease commencement date. The interest rate used to determine the present value of the future lease payments is our incremental borrowing rate, because the interest rate implicit in our leases is not readily determinable. Our incremental borrowing rate is estimated to approximate the interest rate on a collateralized basis with similar terms and payments, and in economic environments where the leased asset is located. Our lease terms and payments include periods under options to purchase, extend, or terminate the lease when it is reasonably certain that we will exercise that option. We generally use the base, non-cancelable, lease term when determining the lease assets and liabilities. Lease assets also include any prepaid lease payments and lease incentives.
+
+The current portion of our operating lease liabilities is included in accrued expenses and other current liabilities, and the long-term portion is included in operating lease liabilities. Finance lease assets are included in property and equipment, net. Finance lease liabilities are included in accrued expenses and other current liabilities or other long-term liabilities.
+
+Operating lease expense (excluding variable lease costs) is recognized on a straight-line basis over the lease term. Finance lease expense is recognized on a straight-line basis over the shorter of the lease term or the useful life of the asset, and interest expense is recognized based on the incremental borrowing rate.
+
+## Impairment of Long-Lived Assets
+
+We review leases, property and equipment, and intangible assets, excluding goodwill, for impairment when events or changes in circumstances indicate the carrying amount may not be recoverable. The evaluation is performed at the lowest level of identifiable cash flows independent of other assets. We measure recoverability of these assets by comparing the carrying amounts to the future undiscounted cash flows that the assets or the asset group are expected to generate. If the carrying value of the assets or asset group is not recoverable, the impairment recognized is measured as the amount by which the carrying value exceeds its fair value.
+
+## Income Taxes
+
+We account for income taxes using the asset and liability method, under which we recognize the amount of taxes payable or refundable for the current year and deferred tax assets and liabilities for the future tax consequences of events that have been recognized in our financial statements or tax returns. We measure current and deferred tax assets and liabilities based on provisions of enacted tax law. We evaluate the likelihood of future realization of our deferred tax assets based on all available evidence and establish a valuation allowance to reduce deferred tax assets when it is more likely than not that they will not be realized or release a valuation allowance to increase deferred tax assets when it is more likely than not that they will be realized. We have elected to account for the tax effects of the global intangible low tax income provision as a current period expense.
+
+We recognize the financial statement effects of a tax position when it is more likely than not that, based on technical merits, the position will be sustained upon examination. The tax benefits of the position recognized in the financial statements are then measured based on the largest amount of benefit that is greater than 50% likely to be realized upon settlement with a taxing authority. In addition, we recognize interest and penalties related to unrecognized tax benefits as a component of the income tax provision.
+
+## Business Combinations
+
+We include the results of operations of the businesses that we acquire as of the acquisition date. We allocate the purchase price of the acquisitions to the assets acquired and liabilities assumed based on their estimated fair values, except for revenue contracts acquired, which are recognized in accordance with our revenue recognition policy. The excess of the purchase price over the fair values of identifiable assets and liabilities is recorded as goodwill. Acquisition-related expenses are recognized separately from the business combination and are expensed as incurred.
+
+## Foreign Currency
+
+We translate the financial statements of our international subsidiaries to US dollars using month-end exchange rates for assets and liabilities, and average rates for the period derived from month-end exchange rates for revenues, costs, and expenses. We record translation gains and losses in AOCI as a component of stockholders' equity. We reflect net foreign exchange transaction gains and losses resulting from the conversion of the transaction currency to functional currency as a component of foreign currency exchange gain (loss) in OI&E.
+
+## Recently Issued Accounting Pronouncements Not Yet Adopted
+
+In November 2024, the Financial Accounting Standards Board (FASB) issued Accounting Standards Update (ASU) 2024-03 "Income Statement: Reporting Comprehensive Income-Expense Disaggregation Disclosures (Subtopic 220-40)" to improve the disclosures about an entity's expenses. Upon adoption, we will be required to disclose in the notes to the financial statements a disaggregation of certain expense categories included within the relevant expense captions on the consolidated statements of income. The standard is effective for our 2027 annual period, and our interim periods beginning in 2028, with early adoption permitted. The standard can be applied either prospectively or retrospectively. We are currently assessing adoption timing, the method of adoption, and the effect that the updated standard will have on our financial statement disclosures.
+
+In September 2025, the FASB issued ASU 2025-06 "Intangibles: Goodwill and Other–Internal-Use Software (Subtopic 350-40): Targeted Improvements to the Accounting for Internal-Use Software" to modernize the accounting for software costs under Subtopic 350-40, Intangibles–Goodwill and Other–Internal-Use Software (referred to as "internal-use software"). Upon adoption, we will be required to account for internal-use software under the updated capitalization criteria. The standard is effective for our interim and annual 2028 periods, with early adoption permitted. The standard can be applied either prospectively, retrospectively, or under a modified transition approach. We are currently assessing adoption timing, the method of adoption, and the effect that the updated standard will have on our consolidated financial statements.
+
+## Recently Adopted Accounting Pronouncements
+
+In December 2023, the FASB issued ASU 2023-09 "Income Taxes (Topics 740): Improvements to Income Tax Disclosures" which expands the disclosure requirements for income taxes. We adopted this ASU for our 2025 annual period with the comparative periods updated to reflect additional disclosures. See Note 14 for the revised disclosures consistent with the new standard.
+
+## Prior Period Reclassifications
+
+Certain amounts in prior periods have been reclassified to conform with current period presentation.
+
+## Note 2. Revenues
+
+## Disaggregated Revenues
+
+The following table presents revenues disaggregated by type (in millions):
+
+<table><tr><td rowspan="2"></td><td colspan="3">Year Ended December 31,</td></tr><tr><td>2023</td><td>2024</td><td>2025</td></tr><tr><td>Google Search &amp; other</td><td>$ 175,033</td><td>$ 198,084</td><td>$ 224,532</td></tr><tr><td>YouTube ads</td><td>31,510</td><td>36,147</td><td>40,367</td></tr><tr><td>Google Network</td><td>31,312</td><td>30,359</td><td>29,792</td></tr><tr><td>Google advertising</td><td>237,855</td><td>264,590</td><td>294,691</td></tr><tr><td>Google subscriptions, platforms, and devices</td><td>34,688</td><td>40,340</td><td>48,030</td></tr><tr><td>Google Services total</td><td>272,543</td><td>304,930</td><td>342,721</td></tr><tr><td>Google Cloud</td><td>33,088</td><td>43,229</td><td>58,705</td></tr><tr><td>Other Bets</td><td>1,527</td><td>1,648</td><td>1,537</td></tr><tr><td>Hedging gains (losses)</td><td>236</td><td>211</td><td>(127)</td></tr><tr><td>Total revenues</td><td>$ 307,394</td><td>$ 350,018</td><td>$ 402,836</td></tr></table>
+
+No individual customer or groups of affiliated customers represented more than 10% of our revenues in 2023, 2024, or 2025.
+
+The following table presents revenues disaggregated by geography, based on the addresses of our customers (in millions):
+
+<table><tr><td rowspan="2"></td><td colspan="6">Year Ended December 31,</td></tr><tr><td colspan="2">2023</td><td colspan="2">2024</td><td colspan="2">2025</td></tr><tr><td>United States</td><td>$ 146,286</td><td>47 %</td><td>$ 170,447</td><td>49 %</td><td>$ 194,229</td><td>48 %</td></tr><tr><td> $EMEA^{(1)}$ </td><td>91,038</td><td>30</td><td>102,127</td><td>29</td><td>117,152</td><td>29</td></tr><tr><td> $APAC^{(1)}$ </td><td>51,514</td><td>17</td><td>56,815</td><td>16</td><td>67,680</td><td>17</td></tr><tr><td>Other  $Americas^{(1)}$ </td><td>18,320</td><td>6</td><td>20,418</td><td>6</td><td>23,902</td><td>6</td></tr><tr><td>Hedging gains (losses)</td><td>236</td><td>0</td><td>211</td><td>0</td><td>(127)</td><td>0</td></tr><tr><td>Total revenues</td><td>$ 307,394</td><td>100 %</td><td>$ 350,018</td><td>100 %</td><td>$ 402,836</td><td>100 %</td></tr></table>
+
+(1) Regions represent Europe, the Middle East, and Africa (EMEA); Asia-Pacific (APAC); and Canada and Latin America ("Other Americas").
+
+## Revenue Backlog
+
+As of December 31, 2025, we had \$242.8 billion of remaining performance obligations ("revenue backlog"), primarily related to Google Cloud. Revenue backlog represents commitments in customer contracts that have not yet been recognized as revenue. We expect to recognize just over 50% of the revenue backlog as revenues over the next 24 months with the remainder to be recognized thereafter. The estimated revenue backlog and timing of revenue recognition for these commitments is largely driven by contract duration, our ability to deliver in accordance with relevant contract terms, and when our customers utilize services. Revenue backlog includes related deferred revenue currently recorded as well as amounts that will be invoiced in future periods, and excludes contracts with an original expected term of one year or less and cancellable contracts.
+
+## Deferred Revenues
+
+We record deferred revenues when cash payments are received or due in advance of our performance, including amounts which are refundable. Deferred revenues primarily relate to Google Cloud and Google subscriptions, platforms, and devices. Total deferred revenue as of December 31, 2024 was \$6.0 billion, of which \$4.6 billion was recognized as revenues for the year ended December 31, 2025. Total deferred revenue as of December 31, 2025 was \$8.6 billion.
+
+## Note 3. Financial Instruments
+
+## Fair Value Measurements
+
+## Investments Measured at Fair Value on a Recurring Basis
+
+Cash equivalents and marketable equity securities are measured at fair value and classified within Level 1 and Level 2 in the fair value hierarchy, because we use quoted prices for identical assets in active markets or inputs that are based upon quoted prices for similar instruments in active markets.
+
+Debt securities are measured at fair value and classified within Level 2 in the fair value hierarchy, because we use quoted market prices to the extent available or alternative pricing sources and models utilizing market observable inputs to determine fair value.
+
+The following tables summarize our cash, cash equivalents, and marketable securities measured at fair value on a recurring basis (in millions):
+
+<table><tr><td rowspan="2"></td><td colspan="3">As of December 31, 2024</td></tr><tr><td>Quoted Prices in Active Markets for Identical Assets (Level 1)</td><td>Significant Other Observable Inputs (Level 2)</td><td>Total</td></tr><tr><td>Cash</td><td></td><td></td><td>$ 12,407</td></tr><tr><td>Cash equivalents:</td><td></td><td></td><td></td></tr><tr><td>Money market funds</td><td>$ 8,154</td><td>$ 0</td><td>$ 8,154</td></tr><tr><td>Time deposits</td><td>0</td><td>2,081</td><td>2,081</td></tr><tr><td>Government bonds</td><td>0</td><td>746</td><td>746</td></tr><tr><td>Corporate debt securities</td><td>0</td><td>78</td><td>78</td></tr><tr><td>Total cash and cash equivalents</td><td>8,154</td><td>2,905</td><td>23,466</td></tr><tr><td>Marketable securities:</td><td></td><td></td><td></td></tr><tr><td>Marketable equity  $securities^{(1)}$ </td><td>4,708</td><td>105</td><td>4,813</td></tr><tr><td>Time deposits</td><td>0</td><td>136</td><td>136</td></tr><tr><td>Government bonds</td><td>0</td><td>28,709</td><td>28,709</td></tr><tr><td>Corporate debt securities</td><td>0</td><td>21,116</td><td>21,116</td></tr><tr><td>Mortgage-backed and asset-backed securities</td><td>0</td><td>17,417</td><td>17,417</td></tr><tr><td>Total marketable securities</td><td>4,708</td><td>67,483</td><td>72,191</td></tr><tr><td>Total</td><td>$ 12,862</td><td>$ 70,388</td><td>$ 95,657</td></tr></table>
+
+(1) The long-term portion of marketable equity securities (subject to long-term lock-up restrictions) of \$266 million as of December 31, 2024 is included within other non-current assets.
+
+<table><tr><td rowspan="2"></td><td colspan="3">As of December 31, 2025</td></tr><tr><td>Quoted Prices in Active Markets for Identical Assets (Level 1)</td><td>Significant Other Observable Inputs (Level 2)</td><td>Total</td></tr><tr><td>Cash</td><td></td><td></td><td>$ 15,305</td></tr><tr><td>Cash equivalents:</td><td></td><td></td><td></td></tr><tr><td>Money market funds</td><td>$ 11,349</td><td>$ 0</td><td>$ 11,349</td></tr><tr><td>Time deposits</td><td>0</td><td>3,353</td><td>3,353</td></tr><tr><td>Government bonds</td><td>0</td><td>602</td><td>602</td></tr><tr><td>Corporate debt securities</td><td>0</td><td>99</td><td>99</td></tr><tr><td>Total cash and cash equivalents</td><td>11,349</td><td>4,054</td><td>30,708</td></tr><tr><td>Marketable securities:</td><td></td><td></td><td></td></tr><tr><td>Marketable equity securities</td><td>4,402</td><td>1,911</td><td>6,313</td></tr><tr><td>Time deposits</td><td>0</td><td>0</td><td>0</td></tr><tr><td>Government bonds</td><td>0</td><td>50,549</td><td>50,549</td></tr><tr><td>Corporate debt securities</td><td>0</td><td>21,565</td><td>21,565</td></tr><tr><td>Mortgage-backed and asset-backed securities</td><td>0</td><td>17,708</td><td>17,708</td></tr><tr><td>Total marketable securities</td><td>4,402</td><td>91,733</td><td>96,135</td></tr><tr><td>Total</td><td>$ 15,751</td><td>$ 95,787</td><td>$ 126,843</td></tr></table>
+
+## Investments Measured at Fair Value on a Nonrecurring Basis
+
+Non-marketable equity securities accounted for under the measurement alternative are investments in privately held companies without readily determinable market values. The carrying value of these non-marketable equity securities is adjusted upward or downward to fair value upon observable transactions for identical or similar investments of the same issuer or impairment. Non-marketable equity securities that have been remeasured during the period based on observable transactions are classified within Level 2 or Level 3 in the fair value hierarchy, and remeasurements due to impairment are classified within Level 3. Our valuation methods include option pricing models, market comparable approach, and common stock equivalent method, which may include a combination of the observable transaction price at the transaction date and other unobservable inputs including volatility, expected time to exit, risk free rate, and the rights and obligations of the securities we hold. These inputs vary significantly based on investment type.
+
+As of December 31, 2025, the carrying value of our non-marketable equity securities accounted for under the measurement alternative was \$64.1 billion, of which \$45.6 billion were remeasured at fair value during the year ended December 31, 2025, and were primarily classified within Level 2 of the fair value hierarchy at the time of measurement.
+
+## Debt and Equity Securities
+
+## Debt Securities
+
+The following table summarizes the estimated fair value of investments in available-for-sale marketable debt securities by effective contractual maturity dates (in millions):
+
+<table><tr><td></td><td>As of December 31, 2025</td></tr><tr><td>Due in 1 year or less</td><td>$ 26,735</td></tr><tr><td>Due in 1 year through 5 years</td><td>37,001</td></tr><tr><td>Due in 5 years through 10 years</td><td>12,769</td></tr><tr><td>Due after 10 years</td><td>13,317</td></tr><tr><td>Total</td><td>$ 89,822</td></tr></table>
+
+The following tables present fair values and gross unrealized gains and losses recorded to AOCI, less any expected credit losses, aggregated by investment category (in millions):
+
+<table><tr><td rowspan="2"></td><td colspan="4">As of December 31, 2024</td></tr><tr><td>Adjusted Cost</td><td>Gross Unrealized Gains</td><td>Gross Unrealized Losses</td><td>Fair Value</td></tr><tr><td>Time deposits</td><td>$ 2,217</td><td>$ 0</td><td>$ 0</td><td>$ 2,217</td></tr><tr><td>Government bonds</td><td>27,551</td><td>83</td><td>(214)</td><td>27,420</td></tr><tr><td>Corporate debt securities</td><td>18,300</td><td>79</td><td>(222)</td><td>18,157</td></tr><tr><td>Mortgage-backed and asset-backed securities</td><td>14,437</td><td>63</td><td>(385)</td><td>14,115</td></tr><tr><td>Total investments with fair value change reflected in other comprehensive income</td><td>$ 62,505</td><td>$ 225</td><td>$ (821)</td><td>$ 61,909</td></tr></table>
+
+<table><tr><td rowspan="2"></td><td colspan="4">As of December 31, 2025</td></tr><tr><td>Adjusted Cost</td><td>Gross Unrealized Gains</td><td>Gross Unrealized Losses</td><td>Fair Value</td></tr><tr><td>Time deposits</td><td>$ 3,353</td><td>$ 0</td><td>$ 0</td><td>$ 3,353</td></tr><tr><td>Government bonds</td><td>49,087</td><td>443</td><td>(26)</td><td>49,504</td></tr><tr><td>Corporate debt securities</td><td>18,346</td><td>242</td><td>(32)</td><td>18,556</td></tr><tr><td>Mortgage-backed and asset-backed securities</td><td>14,337</td><td>174</td><td>(128)</td><td>14,383</td></tr><tr><td>Total investments with fair value change reflected in other comprehensive income</td><td>$ 85,123</td><td>$ 859</td><td>$ (186)</td><td>$ 85,796</td></tr></table>
+
+The following tables present fair values and gross unrealized losses recorded to AOCI, aggregated by investment category and the length of time that individual securities have been in a continuous loss position (in millions):
+
+<table><tr><td rowspan="3"></td><td colspan="6">As of December 31, 2024</td></tr><tr><td colspan="2">Less than 12 Months</td><td colspan="2">12 Months or Greater</td><td colspan="2">Total</td></tr><tr><td>Fair Value</td><td>Unrealized Loss</td><td>Fair Value</td><td>Unrealized Loss</td><td>Fair Value</td><td>Unrealized Loss</td></tr><tr><td>Government bonds</td><td>$ 11,119</td><td>$ (126)</td><td>$ 2,576</td><td>$ (88)</td><td>$ 13,695</td><td>$ (214)</td></tr><tr><td>Corporate debt securities</td><td>4,228</td><td>(17)</td><td>6,838</td><td>(168)</td><td>11,066</td><td>(185)</td></tr><tr><td>Mortgage-backed and asset-backed securities</td><td>5,222</td><td>(106)</td><td>3,813</td><td>(279)</td><td>9,035</td><td>(385)</td></tr><tr><td>Total</td><td>$ 20,569</td><td>$ (249)</td><td>$ 13,227</td><td>$ (535)</td><td>$ 33,796</td><td>$ (784)</td></tr></table>
+
+<table><tr><td rowspan="3"></td><td colspan="6">As of December 31, 2025</td></tr><tr><td colspan="2">Less than 12 Months</td><td colspan="2">12 Months or Greater</td><td colspan="2">Total</td></tr><tr><td>Fair Value</td><td>Unrealized Loss</td><td>Fair Value</td><td>Unrealized Loss</td><td>Fair Value</td><td>Unrealized Loss</td></tr><tr><td>Government bonds</td><td>$ 4,230</td><td>$ (9)</td><td>$ 1,174</td><td>$ (17)</td><td>$ 5,404</td><td>$ (26)</td></tr><tr><td>Corporate debt securities</td><td>915</td><td>0</td><td>2,429</td><td>(24)</td><td>3,344</td><td>(24)</td></tr><tr><td>Mortgage-backed and asset-backed securities</td><td>1,377</td><td>(4)</td><td>3,035</td><td>(124)</td><td>4,412</td><td>(128)</td></tr><tr><td>Total</td><td>$ 6,522</td><td>$ (13)</td><td>$ 6,638</td><td>$ (165)</td><td>$ 13,160</td><td>$ (178)</td></tr></table>
+
+We determine realized gains or losses on the sale or extinguishment of debt securities on a specific identification method. For certain marketable debt securities, we have elected the fair value option for which changes in fair value are recorded in OI&E. The fair value option was elected for these securities to align with the unrealized gains and losses from related derivative contracts.
+
+The following table summarizes gains and losses for debt securities, reflected as a component of OI&E (in millions):
+
+<table><tr><td rowspan="2"></td><td colspan="3">Year Ended December 31,</td></tr><tr><td>2023</td><td>2024</td><td>2025</td></tr><tr><td>Unrealized gain (loss) on fair value option debt securities</td><td>$ 386</td><td>$ 30</td><td>$ 254</td></tr><tr><td>Gross realized gain on debt securities</td><td>182</td><td>482</td><td>572</td></tr><tr><td>Gross realized loss on debt securities</td><td>(1,833)</td><td>(1,553)</td><td>(316)</td></tr><tr><td>(Increase) decrease in allowance for credit losses</td><td>50</td><td>(2)</td><td>30</td></tr><tr><td>Total gain (loss) on debt securities recognized in other income (expense), net</td><td>$ (1,215)</td><td>$ (1,043)</td><td>$ 540</td></tr></table>
+
+## Non-marketable Securities
+
+Our non-marketable securities primarily consist of non-marketable equity securities accounted for under the measurement alternative. The carrying value is measured at the total initial cost plus the cumulative net upward and downward adjustments (including impairments). We account for non-marketable equity securities through which we exercise significant influence but do not have control over the investee under the equity method. Certain of our non-marketable securities include our investments in VIEs where we are not the primary beneficiary. See Note 5 for further details on VIEs.
+
+Realized net gain (loss) on equity securities sold during the period reflects the difference between the sale proceeds and the carrying value of the equity securities at the beginning of the period or the purchase date, if later.
+
+All gains and losses, including impairments, are included as components of OI&E.
+
+The carrying values for non-marketable securities are summarized below (in millions):
+
+<table><tr><td rowspan="2"></td><td colspan="2">As of December 31,</td></tr><tr><td>2024</td><td>2025</td></tr><tr><td>Non-marketable securities:</td><td></td><td></td></tr><tr><td>Total initial cost of non-marketable equity securities accounted for under the measurement alternative</td><td>$ 20,940</td><td>$ 28,429</td></tr><tr><td>Cumulative upward adjustments</td><td>22,709</td><td>44,485</td></tr><tr><td>Cumulative downward adjustments (including impairments)</td><td>(8,431)</td><td>(8,820)</td></tr><tr><td>Carrying value of non-marketable equity securities accounted for under the measurement alternative</td><td>35,218</td><td>64,094</td></tr><tr><td>Equity method investments and other</td><td>2,764</td><td>4,593</td></tr><tr><td>Total non-marketable securities</td><td>$ 37,982</td><td>$ 68,687</td></tr></table>
+
+## Gains and Losses on Equity Securities
+
+Gains and losses (including impairments), net, for equity securities included in OI&E are summarized below (in millions):
+
+<table><tr><td rowspan="2"></td><td colspan="3">Year Ended December 31,</td></tr><tr><td>2023</td><td>2024</td><td>2025</td></tr><tr><td>Gross unrealized gain on non-marketable equity securities accounted for under the measurement alternative</td><td>$ 1,806</td><td>$ 5,582</td><td>$ 22,666</td></tr><tr><td>Gross unrealized loss (including impairments) on non-marketable equity securities accounted for under the measurement alternative</td><td>(2,894)</td><td>(2,210)</td><td>(1,271)</td></tr><tr><td>Unrealized net gain (loss) on non-marketable equity securities accounted for under the measurement alternative</td><td>(1,088)</td><td>3,372</td><td>21,395</td></tr><tr><td>Unrealized net gain (loss) on marketable and other equity securities</td><td>790</td><td>156</td><td>1,907</td></tr><tr><td>Realized net gain (loss) on marketable and non-marketable equity securities sold during the period</td><td>690</td><td>186</td><td>778</td></tr><tr><td>Total gain (loss) on equity securities in other income (expense), net (1)</td><td>$ 392</td><td>$ 3,714</td><td>$ 24,080</td></tr></table>
+
+(1) Excludes income (loss) and impairment from equity method investments. Refer to Note 7 for further details.
+
+Cumulative net gains (losses), calculated as the difference between the sales price and purchase price, represent the total net gains (losses) recognized after the initial purchase date. This represents the total economic impact of the investment, regardless of when the gains or losses were previously recognized. Cumulative net gains on equity securities sold were \$748 million and \$387 million for the years ended December 31, 2024 and 2025, respectively.
+
+## Derivative Financial Instruments
+
+We primarily use derivative instruments to manage risks relating to our ongoing business operations, including foreign currencies, interest rates, commodity prices, credit exposures, and market prices of certain marketable equity securities. Additionally, we enter into derivatives to enhance investment returns. We also enter into derivatives as a result of agreements with third parties to backstop certain obligations related to data center leases. These backstop agreements are accounted for as credit derivatives.
+
+We recognize derivative instruments in the Consolidated Balance Sheets at fair value and classify them primarily within Level 2 in the fair value hierarchy. We present our foreign currency collars (an option strategy comprised of a combination of purchased and written options) at net fair values and present all other derivatives at gross fair values. The accounting treatment for derivatives is based on the intended use and hedge designation.
+
+## Cash Flow Hedges
+
+We designate foreign currency forwards and options (including collars) as cash flow hedges to hedge certain forecasted revenue transactions denominated in currencies other than the US dollar. These contracts have maturities of 24 months or less.
+
+Cash flow hedge amounts included in the assessment of hedge effectiveness are deferred in AOCI and reclassified to revenue when the hedged item is recognized in earnings. Hedge components excluded from our assessment of hedge effectiveness are amortized on a straight-line basis over the life of the hedging instrument in revenues. The difference between fair value changes of the excluded component and the amount amortized to revenues is recorded in AOCI.
+
+As of December 31, 2025, the net accumulated loss on our foreign currency cash flow hedges before tax effect was \$60 million, which is expected to be reclassified from AOCI into revenues within the next 12 months.
+
+Additionally, we may designate interest rate derivatives as cash flow hedges to manage our exposure to certain interest rate risks. Changes in the fair value of these derivatives are deferred in AOCI and reclassified to OI&E when the hedged item is recognized in earnings.
+
+## Fair Value Hedges
+
+We designate foreign currency forwards as fair value hedges to hedge foreign currency risks for our marketable debt securities denominated in currencies other than the US dollar. Fair value hedge amounts included and excluded from the assessment of hedge effectiveness are recognized in OI&E.
+
+## Net Investment Hedges
+
+We designate foreign currency forwards, options (including collars), cross-currency swaps, and foreign currency-denominated debt as net investment hedges to hedge the foreign currency risks related to our investments in foreign subsidiaries. Net investment hedge amounts included in the assessment of hedge effectiveness are recognized in AOCI.
+
+Changes in the fair value of hedge components of forward and option contracts that are excluded from the assessment of hedge effectiveness are recognized in OI&E. Hedge components of cross-currency swaps that are excluded from the assessment of hedge effectiveness are amortized over the life of the hedging instrument and recognized in OI&E. The difference between fair value changes of the excluded component and the amount amortized to OI&E is recorded in AOCI.
+
+We had no foreign currency-denominated debt as of December 31, 2024 and \$15.4 billion carrying value of foreign currency-denominated debt designated as net investment hedges as of December 31, 2025.
+
+## Derivatives Not Designated as Hedging Instruments
+
+We enter into derivatives not designated as hedging instruments to manage risks related to our ongoing business operations. The primary risk managed is foreign exchange risk related to the remeasurement of monetary assets or liabilities denominated in currencies other than the functional currency of a subsidiary. Gains and losses on these foreign exchange derivatives are recorded within the “foreign currency exchange gain (loss), net” component of OI&E.
+
+We also enter into derivatives to manage other risks, to enhance investment returns, and as a result of agreements with certain third parties to backstop certain obligations relating to data center leases. Gains and losses arising from other derivatives are primarily reflected within the “other” component of OI&E. See Note 7 for further details.
+
+The gross notional amounts of outstanding derivative instruments were as follows (in millions):
+
+<table><tr><td rowspan="2"></td><td colspan="2">As of December 31,</td></tr><tr><td>2024</td><td>2025</td></tr><tr><td colspan="3">Derivatives designated as hedging instruments:</td></tr><tr><td colspan="3">Foreign exchange contracts</td></tr><tr><td>Cash flow hedges</td><td>$ 20,315</td><td>$ 23,852</td></tr><tr><td>Fair value hedges</td><td>$ 1,562</td><td>$ 0</td></tr><tr><td>Net investment hedges</td><td>$ 6,986</td><td>$ 14,203</td></tr><tr><td colspan="3">Derivatives not designated as hedging instruments:</td></tr><tr><td>Foreign exchange contracts</td><td>$ 44,227</td><td>$ 56,085</td></tr><tr><td>Credit derivatives(1)</td><td>$ 0</td><td>$ 16,940</td></tr><tr><td>Other contracts</td><td>$ 15,082</td><td>$ 15,900</td></tr></table>
+
+(1) Notional amounts for credit derivatives are the backstop obligations related to certain third-party data center leases and represent the maximum potential amount of future payments that could be required in the event of certain default scenarios over remaining agreement periods of up to 15 years. In the event we are required to make payments under certain backstop obligations, we may receive equity in or cash payments from certain counterparties, the amounts for which are not reflected in the notional amounts for credit derivatives. See Note 5 for further details.
+
+The fair values of outstanding derivative instruments were as follows (in millions):
+
+<table><tr><td rowspan="2"></td><td colspan="2">As of December 31, 2024</td><td colspan="2">As of December 31, 2025</td></tr><tr><td>Assets(1)</td><td>Liabilities(2)</td><td>Assets(1)</td><td>Liabilities(2)</td></tr><tr><td colspan="5">Derivatives designated as hedging instruments:</td></tr><tr><td>Foreign exchange contracts</td><td>$ 1,054</td><td>$ 0</td><td>$ 316</td><td>$ 197</td></tr><tr><td colspan="5">Derivatives not designated as hedging instruments:</td></tr><tr><td>Foreign exchange contracts</td><td>200</td><td>593</td><td>92</td><td>84</td></tr><tr><td>Other contracts</td><td>474</td><td>19</td><td>324</td><td>98</td></tr><tr><td>Total derivatives not designated as hedging instruments</td><td>674</td><td>612</td><td>416</td><td>182</td></tr><tr><td>Total</td><td>$ 1,728</td><td>$ 612</td><td>$ 732</td><td>$ 379</td></tr></table>
+
+(1) Derivative assets are recorded as other current and non-current assets.  
+(2) Derivative liabilities are recorded as accrued expenses and other liabilities, current and non-current.
+
+The gains (losses) on derivatives and non-derivative financial instruments in cash flow hedging and net investment hedging relationships recognized in other comprehensive income are summarized below (in millions):
+
+<table><tr><td rowspan="2"></td><td colspan="3">Year Ended December 31,</td></tr><tr><td>2023</td><td>2024</td><td>2025</td></tr><tr><td colspan="4">Cash flow hedging relationship:</td></tr><tr><td colspan="4">Foreign exchange and other contracts</td></tr><tr><td>Amount included in the assessment of effectiveness</td><td>$ 90</td><td>$ 857</td><td>$ (978)</td></tr><tr><td>Amount excluded from the assessment of effectiveness</td><td>84</td><td>77</td><td>(45)</td></tr><tr><td colspan="4">Net investment hedging relationship:</td></tr><tr><td colspan="4">Amounts included in the assessment of effectiveness</td></tr><tr><td>Foreign exchange contracts</td><td>(287)</td><td>223</td><td>(765)</td></tr><tr><td>Foreign currency-denominated debt</td><td>0</td><td>0</td><td>(393)</td></tr><tr><td colspan="4">Amounts excluded from the assessment of effectiveness</td></tr><tr><td>Foreign exchange contracts</td><td>0</td><td>0</td><td>11</td></tr><tr><td>Total</td><td>$ (113)</td><td>$ 1,157</td><td>$ (2,170)</td></tr></table>
+
+The table below presents the gains (losses) of derivatives included on the Consolidated Statements of Income: (in millions):
+
+<table><tr><td rowspan="3"></td><td colspan="6">Year Ended December 31,</td></tr><tr><td colspan="2">2023</td><td colspan="2">2024</td><td colspan="2">2025</td></tr><tr><td>Revenues</td><td>Other income (expense), net</td><td>Revenues</td><td>Other income (expense), net</td><td>Revenues</td><td>Other income (expense), net</td></tr><tr><td>Total amounts included on the Consolidated Statements of Income</td><td>$ 307,394</td><td>$ 1,424</td><td>$ 350,018</td><td>$ 7,425</td><td>$ 402,836</td><td>$ 29,787</td></tr><tr><td colspan="7">Effect of cash flow hedges:</td></tr><tr><td colspan="7">Foreign exchange contracts</td></tr><tr><td>Amount included in the assessment of effectiveness</td><td>213</td><td>0</td><td>174</td><td>0</td><td>(233)</td><td>0</td></tr><tr><td>Amount excluded from the assessment of effectiveness</td><td>24</td><td>0</td><td>37</td><td>0</td><td>107</td><td>0</td></tr><tr><td colspan="7">Effect of fair value hedges:</td></tr><tr><td colspan="7">Foreign exchange contracts</td></tr><tr><td>Hedged items</td><td>0</td><td>59</td><td>0</td><td>(59)</td><td>0</td><td>(9)</td></tr><tr><td>Amount included in the assessment of effectiveness</td><td>0</td><td>(59)</td><td>0</td><td>58</td><td>0</td><td>9</td></tr><tr><td>Amount excluded from the assessment of effectiveness</td><td>0</td><td>15</td><td>0</td><td>13</td><td>0</td><td>1</td></tr><tr><td colspan="7">Effect of net investment hedges:</td></tr><tr><td colspan="7">Foreign exchange contracts</td></tr><tr><td>Amount excluded from the assessment of effectiveness</td><td>0</td><td>187</td><td>0</td><td>137</td><td>0</td><td>189</td></tr><tr><td colspan="7">Effect of non-designated hedges:</td></tr><tr><td>Foreign exchange contracts</td><td>0</td><td>7</td><td>0</td><td>335</td><td>0</td><td>445</td></tr><tr><td>Other contracts</td><td>0</td><td>53</td><td>0</td><td>174</td><td>0</td><td>(148)</td></tr><tr><td>Total gains (losses)</td><td>$ 237</td><td>$ 262</td><td>$ 211</td><td>$ 658</td><td>$ (126)</td><td>$ 487</td></tr></table>
+
+## Offsetting of Derivatives
+
+We enter into master netting arrangements and collateral security arrangements to reduce credit risk. Cash collateral received related to derivative instruments under our collateral security arrangements are included in other current assets with a corresponding liability. Cash and non-cash collateral pledged related to derivative instruments under our collateral security arrangements are primarily included in other current assets.
+
+The gross amounts of derivative instruments subject to master netting arrangements with various counterparties, and cash and non-cash collateral received and pledged under such agreements were as follows (in millions):
+
+<table><tr><td rowspan="2"></td><td colspan="6">As of December 31, 2024</td></tr><tr><td>Gross Amounts Recognized</td><td>Gross Amounts Offset in the Consolidated Balance Sheets</td><td>Net Amounts Presented in the Consolidated Balance Sheets</td><td>Financial Instruments(1)</td><td>Cash and Non-Cash Collateral Received or Pledged</td><td>Net Amounts</td></tr><tr><td>Derivatives assets</td><td>$ 1,776</td><td>$ (48)</td><td>$ 1,728</td><td>$ (516)</td><td>$ (721)</td><td>$ 491</td></tr><tr><td>Derivatives liabilities</td><td>$ 660</td><td>$ (48)</td><td>$ 612</td><td>$ (516)</td><td>$ (9)</td><td>$ 87</td></tr><tr><td rowspan="2"></td><td colspan="6">As of December 31, 2025</td></tr><tr><td>Gross Amounts Recognized</td><td>Gross Amounts Offset in the Consolidated Balance Sheets</td><td>Net Amounts Presented in the Consolidated Balance Sheets</td><td>Financial Instruments(1)</td><td>Cash and Non-Cash Collateral Received or Pledged</td><td>Net Amounts</td></tr><tr><td>Derivatives assets</td><td>$ 842</td><td>$ (110)</td><td>$ 732</td><td>$ (140)</td><td>$ (231)</td><td>$ 361</td></tr><tr><td>Derivatives liabilities</td><td>$ 489</td><td>$ (110)</td><td>$ 379</td><td>$ (140)</td><td>$ (15)</td><td>$ 224</td></tr></table>
+
+(1) The balances as of December 31, 2024 and 2025 were related to derivatives allowed to be net settled in accordance with our master netting agreements.
+
+## Note 4. Leases
+
+We have entered into operating and finance lease agreements primarily for data centers, land, and offices throughout the world with varying lease terms.
+
+Components of lease costs were as follows (in millions):
+
+<table><tr><td rowspan="2"></td><td colspan="3">Year Ended December 31,</td></tr><tr><td>2023</td><td>2024</td><td>2025</td></tr><tr><td>Operating lease cost</td><td>$ 3,362</td><td>$ 3,304</td><td>$ 3,345</td></tr><tr><td>Finance lease cost:</td><td></td><td></td><td></td></tr><tr><td>Amortization of lease assets</td><td>469</td><td>413</td><td>553</td></tr><tr><td>Interest on lease liabilities</td><td>35</td><td>31</td><td>65</td></tr><tr><td>Finance lease cost</td><td>504</td><td>444</td><td>618</td></tr><tr><td>Variable lease cost</td><td>1,182</td><td>1,425</td><td>1,739</td></tr><tr><td>Total lease cost</td><td>$ 5,048</td><td>$ 5,173</td><td>$ 5,702</td></tr></table>
+
+Supplemental information related to leases was as follows (in millions):
+
+<table><tr><td rowspan="2"></td><td colspan="2">December 31,</td></tr><tr><td>2024</td><td>2025</td></tr><tr><td>Weighted-average remaining lease term:</td><td></td><td></td></tr><tr><td>Operating leases</td><td>7.8 years</td><td>7.6 years</td></tr><tr><td>Finance leases</td><td>10.4 years</td><td>8.3 years</td></tr><tr><td>Weighted-average discount rate:</td><td></td><td></td></tr><tr><td>Operating leases</td><td>3.4 %</td><td>3.6 %</td></tr><tr><td>Finance leases</td><td>2.8 %</td><td>3.1 %</td></tr><tr><td rowspan="2"></td><td colspan="2">December 31,</td></tr><tr><td>2024</td><td>2025</td></tr><tr><td>Operating leases:</td><td></td><td></td></tr><tr><td>Operating lease assets</td><td>$ 13,588</td><td>$ 15,221</td></tr><tr><td></td><td></td><td></td></tr><tr><td>Accrued expenses and other liabilities</td><td>$ 2,887</td><td>$ 3,209</td></tr><tr><td>Operating lease liabilities</td><td>11,691</td><td>12,744</td></tr><tr><td>Total operating lease liabilities</td><td>$ 14,578</td><td>$ 15,954</td></tr><tr><td>Finance leases:</td><td></td><td></td></tr><tr><td>Property and equipment, at cost</td><td>$ 4,622</td><td>$ 6,822</td></tr><tr><td>Accumulated depreciation</td><td>(2,037)</td><td>(2,025)</td></tr><tr><td>Property and equipment, net</td><td>$ 2,585</td><td>$ 4,797</td></tr><tr><td></td><td></td><td></td></tr><tr><td>Accrued expenses and other liabilities</td><td>$ 235</td><td>$ 441</td></tr><tr><td>Other long-term liabilities</td><td>1,442</td><td>2,059</td></tr><tr><td>Total finance lease liabilities</td><td>$ 1,677</td><td>$ 2,500</td></tr></table>
+
+<table><tr><td rowspan="2"></td><td colspan="3">Year Ended December 31,</td></tr><tr><td>2023</td><td>2024</td><td>2025</td></tr><tr><td colspan="4">Cash payments for lease liabilities:</td></tr><tr><td>Operating cash flows used for operating leases</td><td>$ 3,173</td><td>$ 3,425</td><td>$ 3,370</td></tr><tr><td>Operating cash flows used for finance leases</td><td>$ 35</td><td>$ 31</td><td>$ 65</td></tr><tr><td>Financing cash flows used for finance leases(1)</td><td>$ 705</td><td>$ 405</td><td>$ 1,988</td></tr><tr><td colspan="4">Assets obtained in exchange for lease liabilities:</td></tr><tr><td>Operating leases</td><td>$ 2,877</td><td>$ 2,510</td><td>$ 4,070</td></tr><tr><td>Finance leases</td><td>$ 564</td><td>$ 313</td><td>$ 1,606</td></tr></table>
+
+(1) Financing cash flows used for financing leases are included within financing activities as repayments of debt. The year ended December 31, 2025 includes \$1.1 billion of prepayments for finance leases not yet commenced.
+
+Future lease payments as of December 31, 2025 were as follows (in millions):
+
+<table><tr><td></td><td>Operating Leases</td><td>Finance Leases</td></tr><tr><td>2026</td><td>$ 3,275</td><td>$ 491</td></tr><tr><td>2027</td><td>3,082</td><td>345</td></tr><tr><td>2028</td><td>2,510</td><td>335</td></tr><tr><td>2029</td><td>2,061</td><td>314</td></tr><tr><td>2030</td><td>1,669</td><td>241</td></tr><tr><td>Thereafter</td><td>5,654</td><td>1,143</td></tr><tr><td>Total undiscounted lease payments</td><td>18,251</td><td>2,869</td></tr><tr><td>Less: imputed interest</td><td>(2,297)</td><td>(369)</td></tr><tr><td>Total lease liability balance</td><td>$ 15,954</td><td>$ 2,500</td></tr></table>
+
+As of December 31, 2025, we have entered into leases primarily related to data centers that have not yet commenced with short-term and long-term future lease payments of \$5.8 billion and \$52.7 billion, respectively, that are not yet recorded. These leases will commence between 2026 and 2031 with non-cancelable lease terms primarily between one and 25 years.
+
+In January 2026, we executed a power purchase agreement which we expect to be accounted for as a lease resulting in future payments depending on certain agreement terms of \$9.9 billion between 2027 and 2047. If certain contractual conditions for the project are not met, we would instead make a one-time payment of approximately \$3.5 billion and assume ownership of the power generating assets.
+
+## Note 5. Variable Interest Entities
+
+## Consolidated VIEs
+
+We consolidate VIEs in which we hold a variable interest and are the primary beneficiary. The results of operations and financial position of these VIEs are included in our consolidated financial statements.
+
+For certain consolidated VIEs, their assets are not available to us, and their creditors do not have recourse to us. As of December 31, 2024 and 2025, assets that can only be used to settle obligations of these VIEs were \$8.7 billion and \$5.6 billion, respectively, and are primarily included in cash and cash equivalents. As of December 31, 2024 and 2025, liabilities for which creditors only have recourse to the VIEs were \$2.3 billion and \$2.0 billion, respectively. We may continue to fund ongoing operations, including the potential funding of employee compensation programs, of certain VIEs that are included within Other Bets.
+
+In February 2026, Waymo, a consolidated VIE, announced an investment round of \$16.0 billion, the significant majority of which was funded by Alphabet. Investments from external parties will be accounted for as equity transactions and will result in recognition of noncontrolling interests.
+
+Total noncontrolling interests (NCI) in our consolidated subsidiaries were \$4.2 billion and \$3.4 billion as of December 31, 2024 and 2025, respectively, of which \$1.1 billion and \$841 million were redeemable noncontrolling interests (RNCI) as of December 31, 2024 and 2025, respectively. NCI and RNCI are included within additional paid-in capital. Net loss attributable to noncontrolling interests was not material for any period presented and is included within the "other" component of OI&E. See Note 7 for further details on OI&E.
+
+## Unconsolidated VIEs
+
+We hold various forms of interests in Variable Interest Entities (VIEs), including certain of our investments in private companies and renewable energy entities, certain leases and credit backstops with data center entities, and certain backstops with energy infrastructure entities. Because we have determined that we do not direct the activities that most significantly impact the economic performance of these entities, we are not the primary beneficiary. Therefore, these VIEs are not consolidated within our financial statements.
+
+Our investments in private companies and renewable energy VIEs are primarily accounted for as non-marketable securities under the measurement alternative or the equity method. The carrying value of these investments are included within non-marketable securities on our Consolidated Balance Sheets. See Note 3 for further details on investments. The maximum exposure to these VIEs is generally limited to the current carrying value plus future funding commitments. As of December 31, 2024 and 2025, future funding commitments were \$1.5 billion and \$1.1 billion, respectively.
+
+Leases with data center leasing VIEs are accounted for as finance leases and are included within total lease obligations disclosed in Note 4. The maximum exposure arising from leases with VIEs is limited to the net carrying value of commenced finance lease assets, plus the undiscounted future obligations for leases that have not yet commenced. See Note 4 for further details on leases.
+
+Credit backstops we have provided to data center VIEs are accounted for as credit derivatives. The maximum exposure arising from credit backstops with VIEs is limited to the financial risk over the remaining period of the arrangements, as reflected by the credit derivative notional value. See Note 3 for further details on credit derivatives.
+
+Backstop agreements we have provided to energy infrastructure VIEs are accounted for as financial guarantees. The maximum exposure to these VIEs is limited to the potential amount of future payments under these arrangements. See Note 10 for further details on financial guarantees.
+
+## Note 6. Debt
+
+## Short-Term Debt
+
+We have a commercial paper program of up to \$25.0 billion, which is used for general corporate purposes. We had \$2.3 billion of commercial paper outstanding with a weighted-average effective interest rate of 4.4% as of December 31, 2024 and no commercial paper outstanding as of December 31, 2025. The fair value of the commercial paper approximated its carrying value as of December 31, 2024.
+
+Our short-term debt balance also includes the current portion of certain long-term debt.
+
+## Long-Term Debt
+
+During 2025, we issued \$22.5 billion of US dollar-denominated senior unsecured notes and €13.25 billion of euro-denominated senior unsecured notes for general corporate purposes.
+
+In May 2025, we issued \$5.0 billion of US dollar-denominated fixed-rate senior unsecured notes with a weighted-average coupon rate of 4.89%, and a weighted-average maturity of approximately 24 years. Additionally, in May 2025, we issued €6.75 billion of euro-denominated fixed-rate senior unsecured notes with a weighted-average coupon rate of 3.31%, and a weighted-average maturity of approximately 14 years.
+
+In November 2025, we issued \$500 million of US dollar-denominated floating-rate senior unsecured notes and \$17.0 billion of US dollar-denominated fixed-rate senior unsecured notes with a weighted-average coupon rate of 4.92% and a weighted-average maturity of approximately 20 years. Additionally in November 2025, we issued €6.5 billion of euro-denominated fixed-rate senior unsecured notes with a weighted-average coupon rate of 3.44% and a weighted-average maturity of approximately 16 years.
+
+Total outstanding long-term debt is summarized below (in millions, except percentages):
+
+<table><tr><td rowspan="2"></td><td rowspan="2">Maturity</td><td rowspan="2">Coupon Rate</td><td rowspan="2">Effective Interest Rate</td><td colspan="2">As of December 31,</td></tr><tr><td>2024</td><td>2025</td></tr><tr><td colspan="6">Debt</td></tr><tr><td>2016 US dollar notes</td><td>2026</td><td>2.00%</td><td>2.23%</td><td>$ 2,000</td><td>$ 2,000</td></tr><tr><td>2020 US dollar notes</td><td>2027 - 2060</td><td>0.80% - 2.25%</td><td>0.93% - 2.33%</td><td>10,000</td><td>9,000</td></tr><tr><td> $2025 \text{ US dollar notes}^{(1)}$ </td><td>2028 - 2075</td><td>3.88% - 5.70%</td><td>4.00% - 5.79%</td><td>0</td><td>22,500</td></tr><tr><td> $2025 \text{ Euro notes}^{(2)}$ </td><td>2028 - 2064</td><td>2.38% - 4.38%</td><td>2.57% - 4.51%</td><td>0</td><td>15,585</td></tr><tr><td colspan="4">Total face value of long-term debt</td><td>12,000</td><td>49,085</td></tr><tr><td colspan="4">Unamortized discount and debt issuance costs $^{(2)}$ </td><td>(118)</td><td>(542)</td></tr><tr><td colspan="4">Less: current portion of long-term notes $^{(3)}$ </td><td>(999)</td><td>(1,996)</td></tr><tr><td colspan="4">Total long-term debt</td><td>$ 10,883</td><td>$ 46,547</td></tr></table>
+
+(1) Includes \$500 million of floating-rate notes due in 2028. Interest is calculated using the compounded Secured Overnight Financing Rate (SOFR) plus 0.52%, reset quarterly.  
+(2) Principal, unamortized discount, and debt issuance costs for the euro-denominated notes include the effect of foreign exchange rates.  
+(3) Total current portion of long-term debt is included within accrued expenses and other current liabilities. See Note 7 for further details.
+
+The notes in the table above are senior unsecured obligations and rank equally with each other. We may redeem the fixed-rate notes at any time in whole or in part at specified redemption prices. The floating-rate notes are not redeemable prior to maturity. Interest is payable quarterly for the floating-rate notes, semi-annually for the US dollar-denominated fixed-rate notes, and annually for the euro-denominated fixed-rate notes. The effective interest rates are based on proceeds received and contractual interest payments.
+
+The total estimated fair value of the outstanding notes was approximately \$9.0 billion and \$45.6 billion as of December 31, 2024 and December 31, 2025, respectively. The fair value was determined based on observable market prices of identical instruments in less active markets and is categorized accordingly as Level 2 in the fair value hierarchy.
+
+As of December 31, 2025, the future principal payments for long-term debt were as follows (in millions):
+
+<table><tr><td>2026</td><td>$ 2,000</td></tr><tr><td>2027</td><td>1,000</td></tr><tr><td>2028</td><td>2,676</td></tr><tr><td>2029</td><td>1,764</td></tr><tr><td>2030</td><td>5,500</td></tr><tr><td>Thereafter</td><td>36,145</td></tr><tr><td>Total</td><td>$ 49,085</td></tr></table>
+
+## Credit Facility
+
+As of December 31, 2025, we had \$10.0 billion of revolving credit facilities, of which \$4.0 billion expires in April 2026 and \$6.0 billion expires in April 2030. The interest rates for all credit facilities are determined based on a formula using certain market rates. No amounts were outstanding under the credit facilities as of December 31, 2024 and 2025.
+
+## Note 7. Supplemental Financial Statement Information
+
+## Accounts Receivable
+
+The allowance for credit losses on accounts receivable was \$879 million and \$924 million as of December 31, 2024 and 2025, respectively.
+
+## Property and Equipment, Net
+
+Property and equipment, net, consisted of the following (in millions):
+
+<table><tr><td rowspan="2"></td><td colspan="2">As of December 31,</td></tr><tr><td>2024</td><td>2025</td></tr><tr><td>Technical infrastructure(1)</td><td>$ 141,852</td><td>$ 203,679</td></tr><tr><td>Office space</td><td>45,403</td><td>48,348</td></tr><tr><td>Corporate and other assets</td><td>12,574</td><td>14,463</td></tr><tr><td>Property and equipment, in service</td><td>199,829</td><td>266,490</td></tr><tr><td>Less: accumulated depreciation</td><td>(79,390)</td><td>(98,485)</td></tr><tr><td>Add: assets not yet in service</td><td>50,597</td><td>78,592</td></tr><tr><td>Property and equipment, net</td><td>$ 171,036</td><td>$ 246,597</td></tr></table>
+
+(1) As of December 31, 2024 and 2025, approximately 60% of technical infrastructure assets were comprised of servers and network equipment. The remaining balance was comprised of data center land and buildings and related assets.
+
+## Accrued Expenses and Other Current Liabilities
+
+Accrued expenses and other current liabilities consisted of the following (in millions):
+
+<table><tr><td rowspan="2"></td><td colspan="2">As of December 31,</td></tr><tr><td>2024</td><td>2025</td></tr><tr><td>Accrued fines and settlements(1)</td><td>$ 9,830</td><td>$ 15,594</td></tr><tr><td>Accrued purchases of property and equipment</td><td>7,104</td><td>8,877</td></tr><tr><td>Accrued customer liabilities</td><td>4,304</td><td>5,029</td></tr><tr><td>Payables to brokers for unsettled investment trades</td><td>3,866</td><td>950</td></tr><tr><td>Income taxes payable, net</td><td>2,905</td><td>523</td></tr><tr><td>Other accrued expenses and current liabilities</td><td>23,219</td><td>24,584</td></tr><tr><td>Accrued expenses and other current liabilities</td><td>$ 51,228</td><td>$ 55,557</td></tr></table>
+
+(1) See Legal Matters in Note 10 for further details.
+
+## Accumulated Other Comprehensive Income (Loss)
+
+Components of AOCI, net of income tax, were as follows (in millions):
+
+<table><tr><td></td><td>Foreign Currency Translation Adjustments</td><td>Unrealized Gains (Losses) on Available-for-Sale Investments</td><td>Unrealized Gains (Losses) on Cash Flow Hedges</td><td>Total</td></tr><tr><td>Balance as of December 31, 2022</td><td>$ (4,142)</td><td>$ (3,477)</td><td>$ 16</td><td>$ (7,603)</td></tr><tr><td>Other comprehensive income (loss) before reclassifications</td><td>735</td><td>1,344</td><td>84</td><td>2,163</td></tr><tr><td>Amounts excluded from the assessment of hedge effectiveness recorded in AOCI</td><td>0</td><td>0</td><td>84</td><td>84</td></tr><tr><td>Amounts reclassified from AOCI</td><td>0</td><td>1,168</td><td>(214)</td><td>954</td></tr><tr><td>Other comprehensive income (loss)</td><td>735</td><td>2,512</td><td>(46)</td><td>3,201</td></tr><tr><td>Balance as of December 31, 2023</td><td>(3,407)</td><td>(965)</td><td>(30)</td><td>(4,402)</td></tr><tr><td>Other comprehensive income (loss) before reclassifications</td><td>(1,673)</td><td>(116)</td><td>698</td><td>(1,091)</td></tr><tr><td>Amounts excluded from the assessment of hedge effectiveness recorded in AOCI</td><td>0</td><td>0</td><td>77</td><td>77</td></tr><tr><td>Amounts reclassified from AOCI</td><td>0</td><td>782</td><td>(166)</td><td>616</td></tr><tr><td>Other comprehensive income (loss)</td><td>(1,673)</td><td>666</td><td>609</td><td>(398)</td></tr><tr><td>Balance as of December 31, 2024</td><td>(5,080)</td><td>(299)</td><td>579</td><td>(4,800)</td></tr><tr><td>Other comprehensive income (loss) before reclassifications</td><td>2,511</td><td>1,146</td><td>(734)</td><td>2,923</td></tr><tr><td>Amounts excluded from the assessment of hedge effectiveness recorded in AOCI</td><td>11</td><td>0</td><td>(45)</td><td>(34)</td></tr><tr><td>Amounts reclassified from AOCI</td><td>0</td><td>(169)</td><td>164</td><td>(5)</td></tr><tr><td>Other comprehensive income (loss)</td><td>2,522</td><td>977</td><td>(615)</td><td>2,884</td></tr><tr><td>Balance as of December 31, 2025</td><td>$ (2,558)</td><td>$ 678</td><td>$ (36)</td><td>$ (1,916)</td></tr></table>
+
+The effects on net income of amounts reclassified from AOCI were as follows (in millions):
+
+<table><tr><td rowspan="2">AOCI Components</td><td rowspan="2">Location</td><td colspan="3">Year Ended December 31,</td></tr><tr><td>2023</td><td>2024</td><td>2025</td></tr><tr><td colspan="5">Unrealized gains (losses) on available-for-sale investments</td></tr><tr><td></td><td>Other income (expense), net</td><td>$ (1,497)</td><td>$ (1,008)</td><td>$ 213</td></tr><tr><td></td><td>Benefit (provision) for income taxes</td><td>329</td><td>226</td><td>(44)</td></tr><tr><td></td><td>Net of income tax</td><td>(1,168)</td><td>(782)</td><td>169</td></tr><tr><td colspan="5">Unrealized gains (losses) on cash flow hedges</td></tr><tr><td>Foreign exchange contracts</td><td>Revenue</td><td>213</td><td>174</td><td>(233)</td></tr><tr><td>Interest rate contracts</td><td>Other income (expense), net</td><td>6</td><td>1</td><td>1</td></tr><tr><td></td><td>Benefit (provision) for income taxes</td><td>(5)</td><td>(9)</td><td>68</td></tr><tr><td></td><td>Net of income tax</td><td>214</td><td>166</td><td>(164)</td></tr><tr><td colspan="2">Total amount reclassified, net of income tax</td><td>$ (954)</td><td>$ (616)</td><td>$ 5</td></tr></table>
+
+## Other Income (Expense), Net
+
+Components of OI&E were as follows (in millions):
+
+<table><tr><td rowspan="2"></td><td colspan="3">Year Ended December 31,</td></tr><tr><td>2023</td><td>2024</td><td>2025</td></tr><tr><td>Interest income</td><td>$ 3,865</td><td>$ 4,482</td><td>$ 4,337</td></tr><tr><td>Interest expense(1)</td><td>(308)</td><td>(268)</td><td>(736)</td></tr><tr><td>Foreign currency exchange gain (loss), net</td><td>(1,238)</td><td>(409)</td><td>(382)</td></tr><tr><td>Gain (loss) on debt securities, net</td><td>(1,215)</td><td>(1,043)</td><td>540</td></tr><tr><td>Gain (loss) on equity securities, net</td><td>392</td><td>3,714</td><td>24,080</td></tr><tr><td>Income (loss) and impairment from equity method investments, net</td><td>(628)</td><td>(188)</td><td>281</td></tr><tr><td>Other</td><td>556</td><td>1,137</td><td>1,667</td></tr><tr><td>Other income (expense), net</td><td>$ 1,424</td><td>$ 7,425</td><td>$ 29,787</td></tr></table>
+
+(1) Interest expense is net of interest capitalized of \$181 million, \$194 million, and \$447 million for the years ended December 31, 2023, 2024, and 2025, respectively.
+
+## Note 8. Acquisitions
+
+## Pending Acquisitions
+
+In March 2025, we entered into a definitive agreement to acquire Wiz, a leading cloud security platform, for \$32.0 billion, subject to closing adjustments, in an all-cash transaction. The acquisition of Wiz is expected to close in 2026, subject to customary closing conditions, including the receipt of regulatory approvals. Upon the close of the acquisition, Wiz will be part of the Google Cloud segment.
+
+In December 2025, we entered into a definitive agreement to acquire Intersect, which provides data center and energy infrastructure solutions, for \$4.8 billion in cash, plus the assumption of debt. The acquisition of Intersect is expected to close in the first half of 2026, subject to customary closing conditions.
+
+## Note 9. Goodwill
+
+Changes in the carrying amount of goodwill for the years ended December 31, 2024 and 2025 were as follows (in millions):
+
+<table><tr><td></td><td>Google Services</td><td>Google Cloud</td><td>Other Bets</td><td>Total</td></tr><tr><td>Balance as of December 31, 2023</td><td>$ 21,118</td><td>$ 7,199</td><td>$ 881</td><td>$ 29,198</td></tr><tr><td>Additions</td><td>2,441</td><td>295</td><td>0</td><td>2,736</td></tr><tr><td>Foreign currency translation and other adjustments</td><td>(38)</td><td>(4)</td><td>(7)</td><td>(49)</td></tr><tr><td>Balance as of December 31, 2024</td><td>23,521</td><td>7,490</td><td>874</td><td>31,885</td></tr><tr><td>Additions</td><td>1,269</td><td>163</td><td>0</td><td>1,432</td></tr><tr><td>Foreign currency translation and other adjustments</td><td>80</td><td>7</td><td>(24)</td><td>63</td></tr><tr><td>Balance as of December 31, 2025</td><td>$ 24,870</td><td>$ 7,660</td><td>$ 850</td><td>$ 33,380</td></tr></table>
+
+## Note 10. Commitments and Contingencies
+
+## Commitments
+
+We have certain content licensing agreements with future fixed or minimum guaranteed commitments of \$7.7 billion as of December 31, 2025, of which the majority is paid quarterly through the first quarter of 2030.
+
+## Financial Guarantees
+
+We provide financial guarantees to certain counterparties, in the form of backstop agreements with varying terms through August 2026. These backstop agreements support counterparty procurement of long-lead time equipment for our future power purchase agreements. As of December 31, 2025, our maximum potential amount of future payments under these guarantees was \$5.7 billion, upon which we may receive certain assets. The fair value of these obligations was not material.
+
+## Indemnifications
+
+In the normal course of business, including to facilitate transactions in our services and products and corporate activities, we indemnify certain parties, including advertisers, Google Network partners, distribution partners, customers of Google Cloud offerings, lessors, and service providers with respect to certain matters. We have agreed to defend and/or indemnify certain parties against losses arising from a breach of representations or covenants, or out of intellectual property infringement or other claims made against certain parties. Several of these agreements limit the time within which an indemnification claim can be made and the amount of the claim. In addition, we have entered into indemnification agreements with our officers and directors, and our bylaws contain similar indemnification obligations to our agents.
+
+It is not possible to make a reasonable estimate of the maximum potential amount under these indemnification agreements due to the unique facts and circumstances involved in each particular agreement. Additionally, the payments we have made under such agreements have not had a material adverse effect on our results of operations, cash flows, or financial position. However, to the extent that valid indemnification claims arise in the future, future payments by us could be significant and could have a material adverse effect on our results of operations or cash flows in a particular period.
+
+As of December 31, 2025, we did not have any material indemnification claims that were probable or reasonably possible.
+
+## Legal Matters
+
+We record a liability when we believe that it is probable that a loss has been incurred, and the amount can be reasonably estimated. If we determine that a loss is reasonably possible and the loss or range of loss can be estimated, we disclose the reasonably possible loss. We evaluate developments in our legal matters that could affect the amount of liability that has been previously accrued, and the matters and related reasonably possible losses disclosed, and make adjustments as appropriate.
+
+Certain outstanding matters seek speculative, substantial, or indeterminate monetary amounts, substantial changes to our business practices and products, or structural remedies. Significant judgment is required to determine both the likelihood of there being a loss and the estimated amount of a loss related to such matters, and we may be unable to estimate the reasonably possible loss or range of losses. The outcomes of outstanding legal matters are inherently unpredictable and subject to significant uncertainties, and could, either individually or in aggregate, have a material adverse effect.
+
+We expense legal fees in the period in which they are incurred.
+
+## Antitrust Matters
+
+We are subject to formal and informal inquiries and investigations as well as litigation on various competition matters by regulatory authorities and private parties in the US, Europe, and other jurisdictions globally, including the following:
+
+- Shopping: In June 2017, the EC announced its decision that certain actions taken by Google relating to its display and ranking of shopping search results and ads infringed European antitrust laws and imposed a €2.4 billion fine. In 2024, we made a cash payment of \$3.0 billion for the fine.  
+- Android: In July 2018, the EC announced its decision that certain provisions in Google's Android-related distribution agreements infringed European antitrust laws, imposed a €4.3 billion fine, and directed the termination of the conduct at issue. We appealed the EC decision and implemented changes to certain of our Android distribution practices. In September 2022, the General Court affirmed the EC decision but reduced the fine from €4.3 billion to €4.1 billion. We subsequently appealed the General Court's affirmation of the EC decision with the European Court of Justice, which remains pending. In 2018, we recognized a charge of \$5.1 billion for the fine, which we reduced by \$217 million in 2022.  
+- AdSense for Search: In March 2019, the EC announced its decision that certain provisions in Google's agreements with AdSense for Search partners infringed European antitrust laws, imposed a €1.5 billion fine, and directed actions related to AdSense for Search partners' agreements, which we implemented prior to the decision. In 2019, we recognized a charge of \$1.7 billion for the fine and appealed the EC decision. In September 2024, the General Court overturned the EC decision and annulled the €1.5 billion fine. The EC has appealed the General Court's decision with the European Court of Justice.  
+- Search: In October 2020, the DOJ and a number of state Attorneys General filed a lawsuit in the US District Court for the District of Columbia concerning Google's Search and Search advertising practices and its compliance with US antitrust laws. In August 2024, the US District Court for the District of Columbia ruled against Google. A final judgment was entered in December 2025, which, among other things, imposes restrictions on how Google distributes its services and requires Google to share certain search data with and offer syndication services to certain competitors. In January 2026, we appealed the final judgment and moved to pause implementation of certain remedies. In February 2026, the DOJ and state Attorneys General also appealed.
+
+Further, in June 2022, the Australian Competition and Consumer Commission (ACCC) opened an investigation into Search distribution practices. In August 2025, we agreed to a settlement with the ACCC requiring, among other things, changes to our Android agreements. We recognized a charge in the second quarter of 2025, and the settlement was approved by the court in December 2025.
+
+In October 2023, the Japanese Fair Trade Commission (JFTC) opened an investigation into Search distribution practices. In April 2025, the JFTC issued a cease-and-desist order requiring us to make changes to our Android agreements to ensure they are consistent with Japanese antitrust law. The JFTC did not impose monetary penalties.
+
+\- Advertising Technology: In December 2020, a number of state Attorneys General filed a lawsuit in the US District Court for the Eastern District of Texas concerning Google's advertising technology and its compliance with US antitrust laws and state deceptive trade laws. In January 2023, the DOJ, along with a number of state Attorneys General, filed a lawsuit in the US District Court for the Eastern District of Virginia concerning Google's advertising technology and its compliance with US antitrust laws, and a number of additional state Attorneys General subsequently joined the lawsuit. In April 2025, the US District Court for the Eastern District of Virginia issued a mixed decision in the DOJ case against Google, ruling that neither Google's advertiser tools nor the DoubleClick and AdMeld acquisitions were anticompetitive, but that Google's publisher tools unfairly excluded rivals. A separate proceeding to determine remedies, the range of which vary widely, took place in September 2025, with the parties presenting differing remedy proposals. The DOJ's remedy proposal includes structural remedies that could have a material adverse effect on our business. Closing arguments were held in November 2025, and we are awaiting a final judgment. After that judgment, we plan to appeal the adverse portion of the April 2025 decision and potentially aspects of the remedies decision. A trial in the state Attorneys General case in the Eastern District of Texas will take place after a decision on remedies is issued in the DOJ case. Given the nature of these matters, we cannot estimate a possible loss.
+
+Further, in September 2025, the EC announced its decision that Google had infringed European competition laws through "self-preferencing" practices on the buy-side and the sell-side relating to Google's advertising technology business. The EC decision imposed a €3.0 billion fine and directed Google to cease and desist the alleged "self-preferencing" practices. We appealed the ruling in November 2025. We recognized a charge of \$3.5 billion in the third quarter of 2025, and we placed bank guarantees in the fourth quarter of 2025 in lieu of cash payment.
+
+In September 2024, the UK also issued a Statement of Objections concerning Google's advertising technology and its compliance with UK antitrust laws, to which we responded.
+
+\- Google Play: In July 2021, a number of state Attorneys General filed a lawsuit in the US District Court for the Northern District of California concerning Google's operation of Android and Google Play and its compliance with US antitrust laws and state antitrust and consumer protection laws. In September 2023, we reached a settlement in principle with 50 state Attorneys General and three territories and recognized a charge. The court preliminarily approved the settlement in November 2025, and final approval remains pending before the court. In May 2024, we funded the settlement amount to an escrow agent.
+
+In December 2023, a California jury delivered a verdict against Google in Epic Games v. Google related to Google Play's business. Epic did not seek monetary damages. The presiding judge issued a remedies decision in October 2024, ordering a variety of alterations to our business models and operations and contractual agreements for Android and Google Play. We appealed the judgment, including the jury verdict and aspects of the remedies ordered, and in July 2025, the Court of Appeals denied our appeal. We are in the process of appealing that decision to the US Supreme Court, and we implemented the ordered remedies in October 2025 while the appeal is pending. In October 2025, we reached a settlement with Epic to modify the remedies in this case and resolve certain other lawsuits Epic has filed regarding Google Play's business. The settlement is contingent on the court approving a proposed modified injunction. Epic and Google filed a joint motion to modify the injunction in November 2025, which is currently pending before the court.
+
+\- European Digital Markets Act: In March 2024, the EC opened two investigations regarding Google's compliance with certain provisions of the EU's Digital Markets Act relating to Google Play and Search. In March 2025, the EC issued preliminary findings of non-compliance in both investigations, to which we responded. Given the nature of this matter, we cannot estimate a possible loss.
+
+In addition to these antitrust proceedings, private individual and collective actions that overlap with claims pursued by regulatory authorities are pending in the US and in several other jurisdictions, including across Europe. Given the nature of these matters, we cannot estimate a possible loss.
+
+We believe we have strong arguments against these open claims and will defend ourselves vigorously. We continue to cooperate with federal and state regulators in the US, the EC, and other regulators around the world.
+
+## Privacy Matters
+
+We are subject to a number of privacy-related laws and regulations, and we currently are party to a number of privacy investigations and lawsuits ongoing in multiple jurisdictions. For example, there are ongoing investigations and litigation in the US and the EU, including those relating to our collection and use of location information, the choices we offer users, and advertising practices, which could result in significant fines, judgments, and product changes. In October 2025, we finalized a \$1.4 billion settlement of certain privacy matters.
+
+## Patent and Intellectual Property Claims
+
+We have had patent, copyright, trade secret, and trademark infringement lawsuits filed against us claiming that certain of our products, services, and technologies infringe others' intellectual property rights. Adverse results in these lawsuits may include awards of substantial monetary damages, costly royalty or licensing agreements, or orders preventing us from offering certain features, functionalities, products, or services. As a result, we may have to change our business practices and develop non-infringing products or technologies, which could result in a loss of revenues for us and otherwise harm our business. In addition, the ITC has increasingly become an important forum to litigate intellectual property disputes because an ultimate loss in an ITC action can result in a prohibition on importing infringing products into the US. Because the US is an important market, a prohibition on importation could have an adverse effect on us, including preventing us from importing many important products into the US or necessitating workarounds that may limit certain features of our products. Further, our customers and partners may discontinue the use of our products, services, and technologies, as a result of injunctions or otherwise, which could result in loss of revenues and adversely affect our business.
+
+## Other
+
+We are subject to claims, lawsuits, regulatory and government inquiries and investigations, other proceedings, and consent orders involving competition, intellectual property, data privacy and security, tax and related compliance, labor and employment, commercial disputes, content generated by our users, goods and services offered by advertisers or publishers using our platforms, design of our products and services, personal injury and other tort and nuisance theories, consumer protection, including how we moderate content on our platforms, AI, and other matters.
+
+For example, we periodically have data incidents that we report to relevant regulators as required by law. Such claims, consent orders, lawsuits, regulatory and government investigations, and other proceedings could result in substantial fines and penalties, injunctive relief, ongoing monitoring and auditing obligations, changes to our products and services, alterations to our business models and operations, and collateral related civil litigation or other adverse consequences, all of which could harm our business, reputation, financial condition, and operating results.
+
+We have ongoing legal matters relating to Russia. For example, some matters concern civil judgments that include compounding penalties imposed upon us in connection with disputes regarding the termination of accounts, including those of sanctioned parties. We do not expect these ongoing legal matters will have a material adverse effect.
+
+## Non-Income Taxes
+
+We are under audit by various domestic and foreign tax authorities with regards to non-income tax matters. The subject matter of non-income tax audits primarily arises from disputes on the tax treatment and tax rate applied to the sale of our products and services in these jurisdictions and the tax treatment of certain employee benefits. We accrue non-income taxes that may result from examinations by, or any negotiated agreements with, these tax authorities when a loss is probable and reasonably estimable. If we determine that a loss is reasonably possible and the loss or range of loss can be estimated, we disclose the reasonably possible loss. Due to the inherent complexity and uncertainty of these matters and judicial process in certain jurisdictions, the final outcome may be materially different from our expectations.
+
+See Note 14 for further details regarding income tax contingencies.
+
+## Note 11. Stockholders' Equity
+
+## Class A and Class B Common Stock and Class C Capital Stock
+
+Our Board of Directors has authorized three classes of stock, Class A and Class B common stock, and Class C capital stock. The rights of the holders of each class of our common and capital stock are identical, except with respect to voting. Each share of Class A common stock is entitled to one vote per share. Each share of Class B common stock is entitled to 10 votes per share. Class C capital stock has no voting rights, except as required by applicable law. Shares of Class B common stock may be converted at any time at the option of the stockholder and automatically convert upon sale or transfer to Class A common stock.
+
+## Share Repurchases
+
+In the years ended December 31, 2023, 2024, and 2025, we continued to repurchase both Class A and Class C shares in a manner deemed in the best interest of the company and its stockholders, taking into account the economic cost and prevailing market conditions, including the relative trading prices and volumes of the Class A and Class C shares. In April 2024, the company's Board of Directors authorized a \$70.0 billion share repurchase program for its Class A and Class C shares. In April 2025, the company's Board of Directors authorized an additional \$70.0 billion share repurchase program for its Class A and Class C shares. As of December 31, 2025, \$69.5 billion remained available for Class A and Class C share repurchases.
+
+The following table presents Class A and Class C shares repurchased and subsequently retired (in millions):
+
+Year Ended December 31,
+
+<table><tr><td rowspan="2"></td><td colspan="2">2023</td><td colspan="2">2024</td><td colspan="2">2025</td></tr><tr><td>Shares</td><td>Amount</td><td>Shares</td><td>Amount</td><td>Shares</td><td>Amount</td></tr><tr><td>Class A share repurchases</td><td>78</td><td>$ 9,316</td><td>73</td><td>$ 11,855</td><td>37</td><td>$ 6,501</td></tr><tr><td>Class C share repurchases</td><td>450</td><td>52,868</td><td>306</td><td>50,192</td><td>203</td><td>38,897</td></tr><tr><td>Total share repurchases(1)</td><td>528</td><td>$ 62,184</td><td>379</td><td>$ 62,047</td><td>240</td><td>$ 45,398</td></tr></table>
+
+(1) Shares repurchased include any unsettled repurchases.
+
+Repurchases are executed from time to time, subject to general business and market conditions and other investment opportunities, through open market purchases or privately negotiated transactions, including through Rule 10b5-1 plans. The repurchase programs do not have an expiration date.
+
+## Dividends
+
+During the year ended December 31, 2025, total cash dividends were \$4.8 billion for Class A, \$703 million for Class B, and \$4.5 billion for Class C shares, respectively.
+
+In April 2025, the company's Board of Directors increased the quarterly cash dividend by 5% to \$0.21 per share of outstanding Class A, Class B, and Class C shares.
+
+The company has declared a quarterly cash dividend in the current quarter, and intends to pay quarterly cash dividends in the future, subject to review and approval by the company's Board of Directors in its sole discretion.
+
+## Note 12. Net Income Per Share
+
+We compute net income per share of Class A, Class B, and Class C stock using the two-class method. Basic net income per share is computed using the weighted-average number of shares outstanding during the period. Diluted net income per share is computed using the weighted-average number of shares and the effect of potentially dilutive securities outstanding during the period. Potentially dilutive securities consist of RSUs and other contingently issuable shares. The dilutive effect of outstanding RSUs and other contingently issuable shares is reflected in diluted earnings per share by application of the treasury stock method. The computation of the diluted net income per share of Class A stock assumes the conversion of Class B stock, while the diluted net income per share of Class B stock does not assume the conversion of those shares.
+
+In accordance with our certificate of incorporation, the rights, including the liquidation and dividend rights, of the holders of our Class A, Class B, and Class C stock are identical, except with respect to voting. Furthermore, there are a number of safeguards built into our certificate of incorporation, as well as Delaware law, which preclude our Board of Directors from declaring or paying unequal per share dividends on our Class A, Class B, and Class C stock. Specifically, Delaware law provides that amendments to our certificate of incorporation which would have the effect of adversely altering the rights, powers, or preferences of a given class of stock must be approved by the class of stock adversely affected by the proposed amendment. In addition, our certificate of incorporation provides that before any such amendment may be put to a stockholder vote, it must be approved by the unanimous consent of our Board of Directors.
+
+Immaterial differences in net income per share across our Class A, Class B, and Class C shares may arise due to the allocation of distributed earnings, which is based on the holders as of the record date, compared with the allocation of undistributed earnings and number of shares, which is based on the weighted average shares outstanding over the periods.
+
+The following tables set forth the computation of basic and diluted net income per share of Class A, Class B, and Class C stock (in millions, except per share amounts):
+
+<table><tr><td rowspan="2"></td><td colspan="4">Year Ended December 31, 2023</td></tr><tr><td>Class A</td><td>Class B</td><td>Class C</td><td>Consolidated</td></tr><tr><td>Basic net income per share:</td><td></td><td></td><td></td><td></td></tr><tr><td>Numerator</td><td></td><td></td><td></td><td></td></tr><tr><td>Allocation of distributed earnings (cash dividends paid)</td><td>$ 0</td><td>$ 0</td><td>$ 0</td><td>$ 0</td></tr><tr><td>Allocation of undistributed earnings</td><td>34,601</td><td>5,124</td><td>34,070</td><td>73,795</td></tr><tr><td>Net income</td><td>$ 34,601</td><td>$ 5,124</td><td>$ 34,070</td><td>$ 73,795</td></tr><tr><td>Denominator</td><td></td><td></td><td></td><td></td></tr><tr><td>Number of shares used in per share computation</td><td>5,922</td><td>877</td><td>5,831</td><td>12,630</td></tr><tr><td>Basic net income per share</td><td>$ 5.84</td><td>$ 5.84</td><td>$ 5.84</td><td>$ 5.84</td></tr><tr><td>Diluted net income per share:</td><td></td><td></td><td></td><td></td></tr><tr><td>Numerator</td><td></td><td></td><td></td><td></td></tr><tr><td>Allocation of total earnings for basic computation</td><td>$ 34,601</td><td>$ 5,124</td><td>$ 34,070</td><td>$ 73,795</td></tr><tr><td>Reallocation of total earnings as a result of conversion of Class B to Class A shares</td><td>5,124</td><td>0</td><td>0</td><td>(1)</td></tr><tr><td>Reallocation of undistributed earnings</td><td>(287)</td><td>(37)</td><td>287</td><td>(1)</td></tr><tr><td>Net income</td><td>$ 39,438</td><td>$ 5,087</td><td>$ 34,357</td><td>$ 73,795</td></tr><tr><td>Denominator</td><td></td><td></td><td></td><td></td></tr><tr><td>Number of shares used in basic computation</td><td>5,922</td><td>877</td><td>5,831</td><td>12,630</td></tr><tr><td>Weighted-average effect of dilutive securities</td><td></td><td></td><td></td><td></td></tr><tr><td>Add:</td><td></td><td></td><td></td><td></td></tr><tr><td>Conversion of Class B to Class A shares outstanding</td><td>877</td><td>0</td><td>0</td><td>(1)</td></tr><tr><td>Restricted stock units and other contingently issuable shares</td><td>0</td><td>0</td><td>92</td><td>92</td></tr><tr><td>Number of shares used in per share computation</td><td>6,799</td><td>877</td><td>5,923</td><td>12,722</td></tr><tr><td>Diluted net income per share</td><td>$ 5.80</td><td>$ 5.80</td><td>$ 5.80</td><td>$ 5.80</td></tr></table>
+
+(1) Not applicable for consolidated net income per share.
+
+<table><tr><td rowspan="2"></td><td colspan="4">Year Ended December 31, 2024</td></tr><tr><td>Class A</td><td>Class B</td><td>Class C</td><td>Consolidated</td></tr><tr><td>Basic net income per share:</td><td></td><td></td><td></td><td></td></tr><tr><td>Numerator</td><td></td><td></td><td></td><td></td></tr><tr><td>Allocation of distributed earnings (cash dividends paid)</td><td>$ 3,509</td><td>$ 519</td><td>$ 3,335</td><td>$ 7,363</td></tr><tr><td>Allocation of undistributed earnings</td><td>44,085</td><td>6,520</td><td>42,150</td><td>92,755</td></tr><tr><td>Net income</td><td>$ 47,594</td><td>$ 7,039</td><td>$ 45,485</td><td>$ 100,118</td></tr><tr><td>Denominator</td><td></td><td></td><td></td><td></td></tr><tr><td>Number of shares used in per share computation</td><td>5,855</td><td>866</td><td>5,598</td><td>12,319</td></tr><tr><td>Basic net income per share</td><td>$ 8.13</td><td>$ 8.13</td><td>$ 8.13</td><td>$ 8.13</td></tr><tr><td>Diluted net income per share:</td><td></td><td></td><td></td><td></td></tr><tr><td>Numerator</td><td></td><td></td><td></td><td></td></tr><tr><td>Allocation of total earnings for basic computation</td><td>$ 47,594</td><td>$ 7,039</td><td>$ 45,485</td><td>$ 100,118</td></tr><tr><td>Reallocation of total earnings as a result of conversion of Class B to Class A shares</td><td>7,039</td><td>0</td><td>0</td><td>(1)</td></tr><tr><td>Reallocation of undistributed earnings</td><td>(520)</td><td>(67)</td><td>520</td><td>(1)</td></tr><tr><td>Net income</td><td>$ 54,113</td><td>$ 6,972</td><td>$ 46,005</td><td>$ 100,118</td></tr><tr><td>Denominator</td><td></td><td></td><td></td><td></td></tr><tr><td>Number of shares used in basic computation</td><td>5,855</td><td>866</td><td>5,598</td><td>12,319</td></tr><tr><td>Weighted-average effect of dilutive securities</td><td></td><td></td><td></td><td></td></tr><tr><td>Add:</td><td></td><td></td><td></td><td></td></tr><tr><td>Conversion of Class B to Class A shares outstanding</td><td>866</td><td>0</td><td>0</td><td>(1)</td></tr><tr><td>Restricted stock units and other contingently issuable shares</td><td>0</td><td>0</td><td>128</td><td>128</td></tr><tr><td>Number of shares used in per share computation</td><td>6,721</td><td>866</td><td>5,726</td><td>12,447</td></tr><tr><td>Diluted net income per share</td><td>$ 8.05</td><td>$ 8.05</td><td>$ 8.03</td><td>$ 8.04</td></tr></table>
+
+(1) Not applicable for consolidated net income per share.
+
+<table><tr><td rowspan="2"></td><td colspan="4">Year Ended December 31, 2025</td></tr><tr><td>Class A</td><td>Class B</td><td>Class C</td><td>Consolidated</td></tr><tr><td>Basic net income per share:</td><td></td><td></td><td></td><td></td></tr><tr><td>Numerator</td><td></td><td></td><td></td><td></td></tr><tr><td>Allocation of distributed earnings (cash dividends paid)</td><td>$ 4,832</td><td>$ 703</td><td>$ 4,514</td><td>$ 10,049</td></tr><tr><td>Allocation of undistributed earnings</td><td>58,682</td><td>8,557</td><td>54,882</td><td>122,121</td></tr><tr><td>Net income</td><td>$ 63,514</td><td>$ 9,260</td><td>$ 59,396</td><td>$ 132,170</td></tr><tr><td>Denominator</td><td></td><td></td><td></td><td></td></tr><tr><td>Number of shares used in per share computation</td><td>5,822</td><td>849</td><td>5,445</td><td>12,116</td></tr><tr><td>Basic net income per share</td><td>$ 10.91</td><td>$ 10.91</td><td>$ 10.91</td><td>$ 10.91</td></tr><tr><td>Diluted net income per share:</td><td></td><td></td><td></td><td></td></tr><tr><td>Numerator</td><td></td><td></td><td></td><td></td></tr><tr><td>Allocation of total earnings for basic computation</td><td>$ 63,514</td><td>$ 9,260</td><td>$ 59,396</td><td>$ 132,170</td></tr><tr><td>Reallocation of total earnings as a result of conversion of Class B to Class A shares</td><td>9,260</td><td>0</td><td>0</td><td>(1)</td></tr><tr><td>Reallocation of undistributed earnings</td><td>(627)</td><td>(79)</td><td>627</td><td>(1)</td></tr><tr><td>Net income</td><td>$ 72,147</td><td>$ 9,181</td><td>$ 60,023</td><td>$ 132,170</td></tr><tr><td>Denominator</td><td></td><td></td><td></td><td></td></tr><tr><td>Number of shares used in basic computation</td><td>5,822</td><td>849</td><td>5,445</td><td>12,116</td></tr><tr><td>Weighted-average effect of dilutive securities</td><td></td><td></td><td></td><td></td></tr><tr><td>Add:</td><td></td><td></td><td></td><td></td></tr><tr><td>Conversion of Class B to Class A shares outstanding</td><td>849</td><td>0</td><td>0</td><td>(1)</td></tr><tr><td>Restricted stock units and other contingently issuable shares</td><td>0</td><td>0</td><td>114</td><td>114</td></tr><tr><td>Number of shares used in per share computation</td><td>6,671</td><td>849</td><td>5,559</td><td>12,230</td></tr><tr><td>Diluted net income per share</td><td>$ 10.82</td><td>$ 10.81</td><td>$ 10.80</td><td>$ 10.81</td></tr></table>
+
+(1) Not applicable for consolidated net income per share.
+
+## Note 13. Compensation Plans
+
+## Stock Plans
+
+Our stock plans include the Alphabet Amended and Restated 2021 Stock Plan ("Alphabet 2021 Stock Plan") and Other Bets stock-based plans. Under our stock plans, RSUs and other types of awards may be granted. Under the Alphabet 2021 Stock Plan, an RSU award is an agreement to issue shares of our Class C stock at the time the award vests. RSUs generally vest over four years contingent upon employment on the vesting date. RSUs are awarded dividend equivalents, which are subject to the same vesting conditions as the underlying award, and settled in Class C shares.
+
+As of December 31, 2025, there were 534 million shares of Class C stock reserved for future issuance under the Alphabet 2021 Stock Plan.
+
+## Stock-Based Compensation
+
+For the years ended December 31, 2023, 2024, and 2025, total SBC expense was \$22.1 billion, \$22.8 billion, and \$27.1 billion, including amounts associated with awards we expect to settle in Alphabet stock of \$21.7 billion, \$22.0 billion, and \$24.1 billion, respectively.
+
+For the years ended December 31, 2023, 2024, and 2025, we recognized tax benefits on total SBC expense, which are reflected in the provision for income taxes, of \$4.5 billion, \$4.6 billion, and \$5.0 billion, respectively.
+
+For the years ended December 31, 2023, 2024, and 2025, tax benefit realized related to awards vested or exercised during the period was \$5.6 billion, \$6.8 billion, and \$8.1 billion, respectively. These amounts do not include the indirect effects of stock-based awards, which primarily relate to the research and development tax credit.
+
+## Stock-Based Award Activities
+
+The following table summarizes the activities for unvested Alphabet RSUs, which include dividend equivalents awarded to holders of unvested stock, for the year ended December 31, 2025 (in millions, except per share amounts):
+
+<table><tr><td></td><td>Number of Shares</td><td>Weighted-Average Grant-Date Fair Value</td></tr><tr><td>Unvested as of December 31, 2024</td><td>299</td><td>$ 122.77</td></tr><tr><td>Granted</td><td>198</td><td>$ 188.82</td></tr><tr><td>Vested</td><td>(181)</td><td>$ 133.90</td></tr><tr><td>Forfeited/canceled</td><td>(34)</td><td>$ 142.33</td></tr><tr><td>Unvested as of December 31, 2025</td><td>282</td><td>$ 159.75</td></tr></table>
+
+The weighted-average grant-date fair value of RSUs granted during the years ended December 31, 2023 and 2024 was \$97.59 and \$140.04, respectively. Total fair value of RSUs, as of their respective vesting dates, during the years ended December 31, 2023, 2024, and 2025, were \$26.6 billion, \$33.3 billion, and \$39.7 billion, respectively.
+
+As of December 31, 2025, there was \$42.9 billion of unrecognized compensation cost related to unvested RSUs. This amount is expected to be recognized over a weighted-average period of 2.6 years.
+
+## Note 14. Income Taxes
+
+Income from continuing operations before income taxes consisted of the following (in millions):
+
+<table><tr><td rowspan="2"></td><td colspan="3">Year Ended December 31,</td></tr><tr><td>2023</td><td>2024</td><td>2025</td></tr><tr><td>Domestic operations</td><td>$ 73,600</td><td>$ 108,076</td><td>$ 143,591</td></tr><tr><td>Foreign operations</td><td>12,117</td><td>11,739</td><td>15,235</td></tr><tr><td>Total</td><td>$ 85,717</td><td>$ 119,815</td><td>$ 158,826</td></tr></table>
+
+Provision for income taxes consisted of the following (in millions):
+
+<table><tr><td rowspan="2"></td><td colspan="3">Year Ended December 31,</td></tr><tr><td>2023</td><td>2024</td><td>2025</td></tr><tr><td>Current:</td><td></td><td></td><td></td></tr><tr><td>Federal and state</td><td>$ 15,716</td><td>$ 21,101</td><td>$ 13,378</td></tr><tr><td>Foreign</td><td>3,935</td><td>3,852</td><td>5,028</td></tr><tr><td>Total</td><td>19,651</td><td>24,953</td><td>18,406</td></tr><tr><td>Deferred:</td><td></td><td></td><td></td></tr><tr><td>Federal and state</td><td>(7,482)</td><td>(5,350)</td><td>8,243</td></tr><tr><td>Foreign</td><td>(247)</td><td>94</td><td>7</td></tr><tr><td>Total</td><td>(7,729)</td><td>(5,256)</td><td>8,250</td></tr><tr><td>Provision for income taxes</td><td>$ 11,922</td><td>$ 19,697</td><td>$ 26,656</td></tr></table>
+
+The reconciliation of federal statutory income tax rate to our effective income tax rate was as follows:
+
+<table><tr><td rowspan="2"></td><td colspan="6">Year Ended December 31,</td></tr><tr><td colspan="2">2023</td><td colspan="2">2024</td><td colspan="2">2025</td></tr><tr><td>US federal statutory rate</td><td>18,001</td><td>21.0 %</td><td>25,161</td><td>21.0 %</td><td>33,353</td><td>21.0 %</td></tr><tr><td>State and local income taxes, net of federal income tax effect(1)</td><td>823</td><td>1.0 %</td><td>1,199</td><td>1.0 %</td><td>1,606</td><td>1.0 %</td></tr><tr><td>Foreign tax effects:</td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Brazil:</td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Withholding taxes</td><td>1,064</td><td>1.2 %</td><td>1,041</td><td>0.9 %</td><td>1,384</td><td>0.9 %</td></tr><tr><td>Other</td><td>62</td><td>0.1 %</td><td>12</td><td>0.0 %</td><td>23</td><td>0.0 %</td></tr><tr><td>Other foreign jurisdictions</td><td>(74)</td><td>(0.1)%</td><td>353</td><td>0.3 %</td><td>396</td><td>0.2 %</td></tr><tr><td>Effect of change in tax laws or rates enacted in the current period</td><td>(829)</td><td>(1.0)%</td><td>0</td><td>0.0 %</td><td>0</td><td>0.0 %</td></tr><tr><td>Effect of cross-border tax laws:</td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Foreign-derived intangible income deduction</td><td>(3,980)</td><td>(4.6)%</td><td>(4,568)</td><td>(3.8)%</td><td>(3,931)</td><td>(2.5)%</td></tr><tr><td>Other</td><td>215</td><td>0.2 %</td><td>321</td><td>0.3 %</td><td>295</td><td>0.2 %</td></tr><tr><td>Tax credits:</td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Federal research credit</td><td>(1,575)</td><td>(1.8)%</td><td>(1,792)</td><td>(1.5)%</td><td>(2,088)</td><td>(1.3)%</td></tr><tr><td>Foreign tax credits</td><td>(1,396)</td><td>(1.6)%</td><td>(1,373)</td><td>(1.1)%</td><td>(1,684)</td><td>(1.1)%</td></tr><tr><td>Other</td><td>(498)</td><td>(0.6)%</td><td>(198)</td><td>(0.2)%</td><td>(98)</td><td>(0.1)%</td></tr><tr><td>Changes in valuation allowances</td><td>513</td><td>0.6 %</td><td>603</td><td>0.5 %</td><td>1,170</td><td>0.7 %</td></tr><tr><td>Nontaxable or nondeductible items:</td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Stock-based compensation expense</td><td>(602)</td><td>(0.7)%</td><td>(1,743)</td><td>(1.5)%</td><td>(2,601)</td><td>(1.6)%</td></tr><tr><td>Other</td><td>169</td><td>0.2 %</td><td>203</td><td>0.2 %</td><td>955</td><td>0.6 %</td></tr><tr><td>Changes in unrecognized tax benefits</td><td>432</td><td>0.5 %</td><td>689</td><td>0.6 %</td><td>(1,123)</td><td>(0.7)%</td></tr><tr><td>Other adjustments</td><td>(403)</td><td>(0.5)%</td><td>(211)</td><td>(0.2)%</td><td>(1,002)</td><td>(0.6)%</td></tr><tr><td>Total</td><td>$ 11,922</td><td>13.9 %</td><td>$ 19,697</td><td>16.4 %</td><td>$ 26,656</td><td>16.8 %</td></tr></table>
+
+(1) The tax effect in this category primarily reflects state and local taxes in New York state, New York city, Pennsylvania, Minnesota, Illinois, New Jersey and Wisconsin.
+
+In 2023, the IRS issued a rule change allowing taxpayers to temporarily apply the regulations in effect prior to 2022 related to US federal foreign tax credits as well as a separate rule change with guidance on the capitalization and amortization of research and development expenses. A cumulative one-time adjustment for these tax rule changes was recorded in 2023.
+
+Changes to US tax law enacted on July 4, 2025, allow for immediate expensing of domestic research and experimentation costs, accelerated depreciation on eligible capital expenditures, and other tax law changes impacting 2025 with certain changes effective in 2026. These changes are reflected in our results for the year ended December 31, 2025.
+
+## Deferred Income Taxes
+
+Deferred income taxes reflect the net effects of temporary differences between the carrying amounts of assets and liabilities for financial reporting purposes and the amounts used for income tax purposes. Significant components of our deferred tax assets and liabilities were as follows (in millions):
+
+<table><tr><td rowspan="2"></td><td colspan="2">As of December 31,</td></tr><tr><td>2024</td><td>2025</td></tr><tr><td>Deferred tax assets:</td><td></td><td></td></tr><tr><td>Accrued employee benefits</td><td>$ 1,834</td><td>$ 1,951</td></tr><tr><td>Accruals and reserves not currently deductible</td><td>2,552</td><td>3,570</td></tr><tr><td>Tax credits</td><td>6,384</td><td>7,314</td></tr><tr><td>Net operating losses</td><td>3,472</td><td>4,953</td></tr><tr><td>Operating leases</td><td>3,336</td><td>3,337</td></tr><tr><td>Capitalized research and development</td><td>25,903</td><td>24,758</td></tr><tr><td>Other</td><td>1,376</td><td>2,143</td></tr><tr><td>Total deferred tax assets</td><td>44,857</td><td>48,026</td></tr><tr><td>Valuation allowance</td><td>(11,493)</td><td>(13,942)</td></tr><tr><td>Total deferred tax assets net of valuation allowance</td><td>33,364</td><td>34,084</td></tr><tr><td>Deferred tax liabilities:</td><td></td><td></td></tr><tr><td>Property and equipment, net</td><td>(9,932)</td><td>(13,256)</td></tr><tr><td>Net investment gains</td><td>(2,978)</td><td>(8,242)</td></tr><tr><td>Operating leases</td><td>(2,986)</td><td>(3,103)</td></tr><tr><td>Other</td><td>(1,008)</td><td>(1,289)</td></tr><tr><td>Total deferred tax liabilities</td><td>(16,904)</td><td>(25,890)</td></tr><tr><td>Net deferred tax assets (liabilities)</td><td>$ 16,460</td><td>$ 8,194</td></tr></table>
+
+As of December 31, 2025, our federal, state, and foreign net operating loss carryforwards for income tax purposes were approximately \$13.0 billion, \$25.1 billion, and \$2.9 billion respectively. If not utilized, the federal, foreign and state net operating loss carryforwards will all begin to expire in 2026. It is more likely than not that the majority of the net operating loss carryforwards will not be realized. The net operating loss carryforwards are subject to various annual limitations under the tax laws of the different jurisdictions.
+
+As of December 31, 2025, our Federal and California research and development credit carryforwards for income tax purposes were approximately \$771 million and \$6.4 billion, respectively. If not utilized, the Federal research and development credit will begin to expire in 2037 and the California research and development credit can be carried over indefinitely. We believe the majority of the federal tax credit and state tax credit is not likely to be realized.
+
+As of December 31, 2025, our investment tax credit carryforwards for state income tax purposes were approximately \$1.3 billion and will begin to expire in 2033. We use the flow-through method of accounting for investment tax credits. We believe this tax credit is not likely to be realized.
+
+As of December 31, 2025, we maintained a valuation allowance with respect to California deferred tax assets, certain federal net operating losses, certain state net operating losses and tax credits, net deferred tax assets relating to certain Other Bet companies, and certain foreign net operating losses that we believe are not likely to be realized. We continue to reassess the remaining valuation allowance quarterly, and if future evidence allows for a partial or full release of the valuation allowance, a tax benefit will be recorded accordingly.
+
+Cash paid for income taxes, net of refunds, were as follows (in millions):
+
+<table><tr><td rowspan="2"></td><td colspan="3">Year Ended December 31,</td></tr><tr><td>2023</td><td>2024</td><td>2025</td></tr><tr><td>US federal</td><td>$ 13,689</td><td>$ 19,921</td><td>$ 13,658</td></tr><tr><td>US state and local</td><td>1,224</td><td>2,697</td><td>2,919</td></tr><tr><td>Foreign:</td><td></td><td></td><td></td></tr><tr><td>Brazil</td><td>1,264</td><td>1,101</td><td>1,368</td></tr><tr><td>Other</td><td>2,987</td><td>3,634</td><td>3,581</td></tr><tr><td>Total foreign</td><td>4,251</td><td>4,735</td><td>4,949</td></tr><tr><td>Total cash paid for income taxes, net of refunds</td><td>$ 19,164</td><td>$ 27,353</td><td>$ 21,526</td></tr></table>
+
+## Uncertain Tax Positions
+
+The following table summarizes the activity related to our gross unrecognized tax benefits (in millions):
+
+<table><tr><td rowspan="2"></td><td colspan="3">Year Ended December 31,</td></tr><tr><td>2023</td><td>2024</td><td>2025</td></tr><tr><td>Beginning gross unrecognized tax benefits</td><td>$ 7,055</td><td>$ 9,438</td><td>$ 12,619</td></tr><tr><td>Increases related to prior year tax positions</td><td>740</td><td>896</td><td>278</td></tr><tr><td>Decreases related to prior year tax positions</td><td>(682)</td><td>(83)</td><td>(1,301)</td></tr><tr><td>Decreases related to settlement with tax authorities</td><td>(21)</td><td>(311)</td><td>(2,183)</td></tr><tr><td>Increases related to current year tax positions</td><td>2,346</td><td>2,679</td><td>2,099</td></tr><tr><td>Ending gross unrecognized tax benefits</td><td>$ 9,438</td><td>$ 12,619</td><td>$ 11,512</td></tr></table>
+
+We are subject to income taxes in the US and foreign jurisdictions. Significant judgment is required in evaluating our uncertain tax positions and determining our provision for income taxes. The total amount of gross unrecognized tax benefits was \$9.4 billion, \$12.6 billion, and \$11.5 billion as of December 31, 2023, 2024, and 2025, respectively, of which \$7.4 billion, \$10.0 billion, and \$9.7 billion, if recognized, would affect our effective tax rate, respectively.
+
+As of December 31, 2024 and 2025, we accrued \$1.1 billion and \$1.2 billion in interest and penalties in provision for income taxes, respectively.
+
+We are subject to the continuous examination of our income tax returns by the IRS and other tax authorities. The IRS is currently examining our 2019 through 2021 tax returns. We have also received tax assessments in multiple foreign jurisdictions asserting transfer pricing adjustments or permanent establishment. We continue to defend such claims as presented.
+
+We regularly assess the likelihood of adverse outcomes resulting from these examinations to determine the adequacy of our provision for income taxes. We continue to monitor the progress of ongoing discussions with tax authorities and the effect, if any, of the expected expiration of the statute of limitations in various taxing jurisdictions.
+
+We believe that an adequate provision has been made for any adjustments that may result from tax examinations. However, the outcome of tax audits cannot be predicted with certainty. If any issues addressed in our tax audits are resolved in a manner not consistent with management's expectations, we could be required to adjust our provision for income taxes in the period such resolutions occur.
+
+## Note 15. Information about Segments and Geographic Areas
+
+We report our segment results as Google Services, Google Cloud, and Other Bets:
+
+- Google Services includes products and services such as ads, Android, Chrome, devices, Google Maps, Google Play, Search, and YouTube. Google Services generates revenues primarily from advertising; fees received for consumer subscription-based products such as YouTube TV, YouTube Music and Premium, and NFL Sunday Ticket, as well as Google One; the sale of apps and in-app purchases; and devices.  
+- Google Cloud includes infrastructure and platform services, applications, and other services for enterprise customers. Google Cloud generates revenues primarily from consumption-based fees and subscriptions received for Google Cloud Platform services, Google Workspace communication and collaboration tools, and other enterprise services.
+
+\- Other Bets is a combination of multiple operating segments that are not individually material. Revenues from Other Bets are generated primarily from the sale of autonomous transportation services and internet services.
+
+Revenues, certain costs, such as costs associated with content and traffic acquisition, certain engineering activities, and devices, as well as certain operating expenses are directly attributable to our segments. Due to the integrated nature of Alphabet, other costs and expenses, such as technical infrastructure and office facilities, are managed centrally at a consolidated level. These costs, including the associated depreciation, are allocated to operating segments as a service cost generally based on usage, headcount, or revenue.
+
+Certain costs are not allocated to our segments because they represent Alphabet-level activities. These costs primarily include:
+
+- certain AI-focused shared research and development activities, including employee compensation expenses and technical infrastructure usage costs associated with the development of our general AI models;  
+• corporate initiatives such as our philanthropic activities; and  
+• corporate shared costs such as certain finance, human resource, and legal costs, including certain fines and settlements.
+
+Charges associated with employee severance and office space reductions are also not allocated to our segments. Additionally, hedging gains (losses) related to revenue are not allocated to our segments.
+
+Our Chief Operating Decision Maker (CODM) is our Chief Executive Officer, Sundar Pichai. Our CODM uses segment operating income (loss) to allocate resources to our segments in our annual planning process and to assess the performance of our segments, primarily by monitoring actual results versus the annual plan. Our operating segments are not evaluated using asset information.
+
+The following table presents revenue, profitability, and expense information about our segments (in millions):
+
+<table><tr><td rowspan="2"></td><td colspan="3">Year Ended December 31,</td></tr><tr><td>2023</td><td>2024</td><td>2025</td></tr><tr><td colspan="4">Revenues:</td></tr><tr><td>Google Services</td><td>$ 272,543</td><td>$ 304,930</td><td>$ 342,721</td></tr><tr><td>Google Cloud</td><td>33,088</td><td>43,229</td><td>58,705</td></tr><tr><td>Other Bets</td><td>1,527</td><td>1,648</td><td>1,537</td></tr><tr><td>Hedging gains (losses)</td><td>236</td><td>211</td><td>(127)</td></tr><tr><td>Total revenues</td><td>$ 307,394</td><td>$ 350,018</td><td>$ 402,836</td></tr><tr><td colspan="4">Operating income (loss):</td></tr><tr><td>Google Services</td><td>$ 95,858</td><td>$ 121,263</td><td>$ 139,404</td></tr><tr><td>Google Cloud</td><td>1,716</td><td>6,112</td><td>13,910</td></tr><tr><td>Other Bets</td><td>(4,095)</td><td>(4,444)</td><td>(7,515)</td></tr><tr><td>Alphabet-level activities</td><td>(9,186)</td><td>(10,541)</td><td>(16,760)</td></tr><tr><td>Total income from operations</td><td>$ 84,293</td><td>$ 112,390</td><td>$ 129,039</td></tr><tr><td colspan="4">Supplemental information about segment expenses:</td></tr><tr><td colspan="4">Google Services:</td></tr><tr><td>Employee compensation expenses</td><td>$ 46,224</td><td>$ 44,560</td><td>$ 45,124</td></tr><tr><td>Other costs and expenses</td><td>130,461</td><td>139,107</td><td>158,193</td></tr><tr><td>Total Google Services costs and expenses</td><td>$ 176,685</td><td>$ 183,667</td><td>$ 203,317</td></tr><tr><td colspan="4">Google Cloud:</td></tr><tr><td>Employee compensation expenses</td><td>$ 19,054</td><td>$ 20,519</td><td>$ 22,078</td></tr><tr><td>Other costs and expenses</td><td>12,318</td><td>16,598</td><td>22,717</td></tr><tr><td>Total Google Cloud costs and expenses</td><td>$ 31,372</td><td>$ 37,117</td><td>$ 44,795</td></tr></table>
+
+Google Services and Google Cloud employee compensation expenses include the costs associated with direct and allocated employees. Google Services and Google Cloud other costs and expenses primarily include direct costs, such as advertising and promotional activities, legal and other matters, and third-party services fees as well as allocated costs, such as technical infrastructure and office facilities usage costs. Additionally, Google Services other costs and expenses include content and traffic acquisition costs and device costs.
+
+See Note 2 for further details relating to revenues by geography.
+
+The following table presents long-lived assets by geographic area, which includes property and equipment, net and operating lease assets (in millions):
+
+<table><tr><td rowspan="2"></td><td colspan="2">As of December 31,</td></tr><tr><td>2024</td><td>2025</td></tr><tr><td>Long-lived assets:</td><td></td><td></td></tr><tr><td>United States</td><td>$ 138,993</td><td>$ 195,337</td></tr><tr><td>International</td><td>45,631</td><td>66,481</td></tr><tr><td>Total long-lived assets</td><td>$ 184,624</td><td>$ 261,818</td></tr></table>
+
+## Note 16. Subsequent Event
+
+In January 2026, we recognized approximately \$32.0 billion of unrealized gains in our non-marketable investments. These unrealized gains reflect an estimated increase in the fair value measurement following observable transactions that occurred in January 2026, and are subject to change as we finalize related valuations. See Note 3 and Note 7 for further details on equity investments and OI&E.
+
+## ITEM 9. CHANGES IN AND DISAGREEMENTS WITH ACCOUNTANTS ON ACCOUNTING AND FINANCIAL DISCLOSURE
+
+None.
+
+## ITEM 9A. CONTROLS AND PROCEDURES
+
+## Evaluation of Disclosure Controls and Procedures
+
+Our management, with the participation of our chief executive officer and chief financial officer, evaluated the effectiveness of our disclosure controls and procedures pursuant to Rule 13a-15 under the Exchange Act, as of the end of the period covered by this Annual Report on Form 10-K.
+
+Based on this evaluation, our chief executive officer and chief financial officer concluded that, as of December 31, 2025, our disclosure controls and procedures are designed at a reasonable assurance level and are effective to provide reasonable assurance that information we are required to disclose in reports that we file or submit under the Exchange Act is recorded, processed, summarized, and reported within the time periods specified in the SEC's rules and forms, and that such information is accumulated and communicated to our management, including our chief executive officer and chief financial officer, as appropriate, to allow timely decisions regarding required disclosure.
+
+## Changes in Internal Control over Financial Reporting
+
+There have been no changes in our internal control over financial reporting that occurred during the quarter ended December 31, 2025 that have materially affected, or are reasonably likely to materially affect, our internal control over financial reporting.
+
+## Management's Report on Internal Control over Financial Reporting
+
+Our management is responsible for establishing and maintaining adequate internal control over financial reporting, as defined in Rule 13a-15(f) of the Exchange Act. Our management conducted an evaluation of the effectiveness of our internal control over financial reporting based on the framework in Internal Control—Integrated Framework issued by the Committee of Sponsoring Organizations of the Treadway Commission (2013 framework). Based on this evaluation, management concluded that our internal control over financial reporting was effective as of December 31, 2025. Management reviewed the results of its assessment with our Audit Committee. The effectiveness of our internal control over financial reporting as of December 31, 2025 has been audited by Ernst & Young LLP, an independent registered public accounting firm, as stated in its report which is included in Item 8 of this Annual Report on Form 10-K.
+
+## Limitations on Effectiveness of Controls and Procedures
+
+In designing and evaluating the disclosure controls and procedures, management recognizes that any controls and procedures, no matter how well designed and operated, can provide only reasonable assurance of achieving the desired control objectives. In addition, the design of disclosure controls and procedures must reflect the fact that there are resource constraints and that management is required to apply its judgment in evaluating the benefits of possible controls and procedures relative to their costs.
+
+## ITEM 9B. OTHER INFORMATION
+
+## 10b5-1 Trading Plans
+
+During the quarter ended December 31, 2025, the following Section 16 director and officer adopted, modified, or terminated a "Rule 10b5-1 trading arrangement" (as defined in Item 408 of Regulation S-K of the Exchange Act):
+
+- John Hennessy, Chair of the Board of Directors, through the John L. Hennessy & Andrea J. Hennessy Revocable Trust, adopted a new trading plan on November 10, 2025 (with the first trade under the new plan scheduled for March 15, 2026). The trading plan will be effective until March 15, 2027 to sell up to 8,400 shares of Class C Capital Stock and up to 4,200 shares of Class A Common Stock.  
+- Ruth M. Porat, President and Chief Investment Officer, adopted a new trading plan on November 29, 2025 (with the first trade under the new plan scheduled for March 2, 2026). The trading plan is scheduled to be in effect until March 2, 2027 to sell up to 154,486 shares (gross, plus any dividend equivalent units) of Class C Capital Stock issued upon the vesting of Ruth's Alphabet 2021 Performance Stock Units, as adjusted based on performance (shares sold are net of tax withholding).
+
+There were no "non-Rule 10b5-1 trading arrangements" (as defined in Item 408 of Regulation S-K of the Exchange Act) adopted, modified, or terminated during the quarter ended December 31, 2025 by our directors and Section 16 officers. Each of the Rule 10b5-1 trading arrangements are in accordance with our Policy Against Insider
+
+Trading and actual sale transactions made pursuant to such trading arrangements will be disclosed publicly in Section 16 filings with the SEC in accordance with applicable securities laws, rules, and regulations.
+
+## Required Disclosure Pursuant to Section 13(r) of the Exchange Act
+
+As previously disclosed, Google LLC, a subsidiary of Alphabet, filed notifications with the Russian Federal Security Service (FSB) pursuant to Russian encryption control requirements, which must be complied with prior to the import of covered items. The information provided pursuant to Section 13(r) of the Exchange Act in Part II, Item 5 of our Quarterly Report on Form 10-Q for the quarter ended September 30, 2025 is incorporated herein by reference.
+
+## ITEM 9C. DISCLOSURE REGARDING FOREIGN JURISDICTIONS THAT PREVENT INSPECTIONS
+
+Not applicable.
+
+## PART III
+
+## ITEM 10. DIRECTORS, EXECUTIVE OFFICERS, AND CORPORATE GOVERNANCE
+
+The information required by this item will be included under the caption "Directors, Executive Officers, and Corporate Governance" in our Proxy Statement for the 2026 Annual Meeting of Stockholders to be filed with the SEC within 120 days of the fiscal year ended December 31, 2025 (2026 Proxy Statement) and is incorporated herein by reference. The information required by this item regarding delinquent filers pursuant to Item 405 of Regulation S-K will be included under the caption "Delinquent Section 16(a) Reports" in the 2026 Proxy Statement and is incorporated herein by reference.
+
+We have adopted insider trading policies and procedures governing the purchase, sale, and other dispositions of securities of Alphabet by directors, officers, and employees that we believe are reasonably designed to promote compliance with insider trading laws, rules and regulations, and applicable Nasdaq listing standards. Our insider trading policy states, among other things, that our directors, officers, and employees are prohibited from trading in such securities while in possession of material, nonpublic information. The foregoing summary of our insider trading policies and procedures does not purport to be complete and is qualified by reference to our Policy Against Insider Trading filed as Exhibit 19.1 to our 2024 Annual Report on Form 10-K and incorporated by reference herein.
+
+## ITEM 11. EXECUTIVE COMPENSATION
+
+The information required by this item will be included under the captions "Director Compensation," "Executive Compensation" and "Directors, Executive Officers, and Corporate Governance—Corporate Governance and Board Matters—Compensation Committee Interlocks and Insider Participation" in the 2026 Proxy Statement and is incorporated herein by reference, except as to information disclosed therein pursuant to Item 402(v) of Regulation S-K relating to pay versus performance.
+
+## ITEM 12. SECURITY OWNERSHIP OF CERTAIN BENEFICIAL OWNERS AND MANAGEMENT AND RELATED STOCKHOLDER MATTERS
+
+The information required by this item will be included under the captions "Common Stock Ownership of Certain Beneficial Owners and Management" and "Equity Compensation Plan Information" in the 2026 Proxy Statement and is incorporated herein by reference.
+
+## ITEM 13. CERTAIN RELATIONSHIPS AND RELATED TRANSACTIONS, AND DIRECTOR INDEPENDENCE
+
+The information required by this item will be included under the captions "Certain Relationships and Related Transactions" and "Directors, Executive Officers, and Corporate Governance—Corporate Governance and Board Matters—Director Independence" in the 2026 Proxy Statement and is incorporated herein by reference.
+
+## ITEM 14. PRINCIPAL ACCOUNTANT FEES AND SERVICES
+
+The information required by this item will be included under the caption "Independent Registered Public Accounting Firm" in the 2026 Proxy Statement and is incorporated herein by reference.
+
+## PART IV
+
+## ITEM 15. EXHIBITS, FINANCIAL STATEMENT SCHEDULES
+
+We have filed the following documents as part of this Annual Report on Form 10-K:
+
+## 1. Consolidated Financial Statements
+
+Reports of Independent Registered Public Accounting Firm 45
+
+Financial Statements:
+
+Consolidated Balance Sheets 48
+
+Consolidated Statements of Income 49
+
+Consolidated Statements of Comprehensive Income 50
+
+Consolidated Statements of Stockholders' Equity 51
+
+Consolidated Statements of Cash Flows 52
+
+Notes to Consolidated Financial Statements 53
+
+## 2. Financial Statement Schedules
+
+## Schedule II: Valuation and Qualifying Accounts
+
+The table below details the activity of the allowance for credit losses and sales credits for the years ended December 31, 2023, 2024, and 2025 (in millions):
+
+<table><tr><td></td><td>Balance atBeginning of Year</td><td>Additions</td><td>Usage</td><td>Balance atEnd of Year</td></tr><tr><td>Year ended December 31, 2023</td><td>$ 1,213</td><td>$ 3,115</td><td>$ (2,737)</td><td>$ 1,591</td></tr><tr><td>Year ended December 31, 2024</td><td>$ 1,591</td><td>$ 2,895</td><td>$ (2,850)</td><td>$ 1,636</td></tr><tr><td>Year ended December 31, 2025</td><td>$ 1,636</td><td>$ 4,128</td><td>$ (3,408)</td><td>$ 2,356</td></tr></table>
+
+Note: Additions to the allowance for credit losses are charged to expense. Additions to the allowance for sales credits are charged against revenues.
+
+All other schedules have been omitted because they are not required, not applicable, or the required information is otherwise included.
+
+## 3. Exhibits
+
+<table><tr><td rowspan="2">Exhibit Number</td><td rowspan="2">Description</td><td colspan="3">Incorporated by reference herein</td></tr><tr><td>Form</td><td colspan="2">Date</td></tr><tr><td>2.01</td><td>Agreement and Plan of Merger, dated October 2, 2015, by and among Google Inc., the Registrant and Maple Technologies Inc.</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td colspan="2">October 2, 2015</td></tr><tr><td>3.01</td><td>Amended and Restated Certificate of Incorporation of the Registrant</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td colspan="2">June 3, 2022</td></tr><tr><td>3.02</td><td>Amended and Restated Bylaws of the Registrant, dated October 19, 2022</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td colspan="2">October 25, 2022</td></tr><tr><td>4.01</td><td>Specimen Class A Common Stock certificate</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td colspan="2">October 2, 2015</td></tr><tr><td>4.02</td><td>Specimen Class C Capital Stock certificate</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td colspan="2">October 2, 2015</td></tr><tr><td>4.03</td><td>Alphabet Inc. Deferred Compensation Plan</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td colspan="2">October 2, 2015</td></tr><tr><td>4.04</td><td>Transfer Restriction Agreement, dated October 2, 2015, between the Registrant and Larry Page and certain of his affiliates</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td colspan="2">October 2, 2015</td></tr><tr><td>4.05</td><td>Transfer Restriction Agreement, dated October 2, 2015, between the Registrant and Sergey Brin and certain of his affiliates</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td colspan="2">October 2, 2015</td></tr><tr><td>4.06</td><td>Joinder Agreement, dated December 31, 2021, among the Registrant, Sergey Brin and certain of his affiliates</td><td>Annual Report on Form 10-K (File No. 001-37580)</td><td colspan="2">February 2, 2022</td></tr><tr><td>4.07</td><td>Transfer Restriction Agreement, dated October 2, 2015, between the Registrant and Eric E. Schmidt and certain of its affiliates</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td colspan="2">October 2, 2015</td></tr><tr><td>4.08</td><td>Class C Undertaking, dated October 2, 2015, executed by the Registrant</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td colspan="2">October 2, 2015</td></tr><tr><td>4.09</td><td>Indenture, dated February 12, 2016, between the Registrant and The Bank of New York Mellon Trust Company, N.A., as Trustee</td><td>Registration Statement on Form S-3 (File No. 333-209510)</td><td colspan="2">February 12, 2016</td></tr><tr><td>4.10</td><td>Registrant Registration Rights Agreement dated December 14, 2015</td><td>Registration Statement on Form S-3 (File No. 333-209518)</td><td colspan="2">February 12, 2016</td></tr><tr><td>4.11</td><td>First Supplemental Indenture, dated April 27, 2016, between the Registrant and The Bank of New York Mellon Trust Company, N.A., as trustee</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td colspan="2">April 27, 2016</td></tr><tr><td>4.12</td><td>Form of the Registrant's 1.998% Note due 2026</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td colspan="2">August 9, 2016</td></tr><tr><td>4.13</td><td>Form of Global Note representing the Registrant's 0.800% notes due 2027</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td colspan="2">August 5, 2020</td></tr><tr><td>4.14</td><td>Form of Global Note representing the Registrant's 1.100% notes due 2030</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td colspan="2">August 5, 2020</td></tr><tr><td>4.15</td><td>Form of Global Note representing the Registrant's 1.900% notes due 2040</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td colspan="2">August 5, 2020</td></tr><tr><td>4.16</td><td>Form of Global Note representing the Registrant's 2.050% notes due 2050</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td colspan="2">August 5, 2020</td></tr><tr><td>4.17</td><td>Form of Global Note representing the Registrant's 2.250% notes due 2060</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td colspan="2">August 5, 2020</td></tr><tr><td>4.18</td><td>Form of Global Note representing the Registrant's 4.000% notes due 2030</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td colspan="2">May 1, 2025</td></tr><tr><td>4.19</td><td>Form of Global Note representing the Registrant's 4.500% notes due 2035</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td colspan="2">May 1, 2025</td></tr><tr><td>4.20</td><td>Form of Global Note representing the Registrant's 5.250% notes due 2055</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td colspan="2">May 1, 2025</td></tr><tr><td>4.21</td><td>Form of Global Note representing the Registrant's 5.300% notes due 2065</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td colspan="2">May 1, 2025</td></tr><tr><td>4.22</td><td>Form of Global Note representing the Registrant's 2.500% notes due 2029</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td colspan="2">May 6, 2025</td></tr><tr><td>4.23</td><td>Form of Global Note representing the Registrant's 3.000% notes due 2033</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td colspan="2">May 6, 2025</td></tr><tr><td>4.24</td><td>Form of Global Note representing the Registrant's 3.375% notes due 2037</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td colspan="2">May 6, 2025</td></tr><tr><td>4.25</td><td>Form of Global Note representing the Registrant's 3.875% notes due 2045</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td colspan="2">May 6, 2025</td></tr><tr><td>4.26</td><td>Form of Global Note representing the Registrant's 4.000% notes due 2054</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td colspan="2">May 6, 2025</td></tr><tr><td>4.27</td><td>Form of Global Note representing the Registrant's 2.375% notes due 2028</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td colspan="2">November 6, 2025</td></tr><tr><td>4.28</td><td>Form of Global Note representing the Registrant's 2.875% notes due 2031</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td colspan="2">November 6, 2025</td></tr><tr><td>4.29</td><td>Form of Global Note representing the Registrant's 3.125% notes due 2034</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td colspan="2">November 6, 2025</td></tr><tr><td>4.30</td><td>Form of Global Note representing the Registrant's 3.500% notes due 2038</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td colspan="2">November 6, 2025</td></tr><tr><td>4.31</td><td>Form of Global Note representing the Registrant's 4.000% notes due 2044</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td colspan="2">November 6, 2025</td></tr><tr><td rowspan="2">Exhibit Number</td><td rowspan="2"></td><td rowspan="2">Description</td><td colspan="2">Incorporated by reference herein</td></tr><tr><td>Form</td><td>Date</td></tr><tr><td>4.32</td><td></td><td>Form of Global Note representing the Registrant's 4.375% notes due 2064</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td>November 6, 2025</td></tr><tr><td>4.33</td><td></td><td>Form of Global Note representing the Registrant's floating rate notes due 2028</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td>November 6, 2025</td></tr><tr><td>4.34</td><td></td><td>Form of Global Note representing the Registrant's 3.875% notes due 2028</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td>November 6, 2025</td></tr><tr><td>4.35</td><td></td><td>Form of Global Note representing the Registrant's 4.100% notes due 2030</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td>November 6, 2025</td></tr><tr><td>4.36</td><td></td><td>Form of Global Note representing the Registrant's 4.375% notes due 2032</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td>November 6, 2025</td></tr><tr><td>4.37</td><td></td><td>Form of Global Note representing the Registrant's 4.700% notes due 2035</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td>November 6, 2025</td></tr><tr><td>4.38</td><td></td><td>Form of Global Note representing the Registrant's 5.350% notes due 2045</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td>November 6, 2025</td></tr><tr><td>4.39</td><td></td><td>Form of Global Note representing the Registrant's 5.450% notes due 2055</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td>November 6, 2025</td></tr><tr><td>4.40</td><td></td><td>Form of Global Note representing the Registrant's 5.700% notes due 2075</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td>November 6, 2025</td></tr><tr><td>4.41</td><td></td><td>Description of Registrant's Securities</td><td>Annual Report on Form 10-K (File No. 001-37580)</td><td>February 3, 2023</td></tr><tr><td>10.01</td><td>◆</td><td>Form of Indemnification Agreement entered into between the Registrant, its affiliates and its directors and officers</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td>October 2, 2015</td></tr><tr><td>10.02</td><td>◆</td><td>Form of Offer Letter for Directors</td><td>Annual Report on Form 10-K (File No. 001-37580)</td><td>January 31, 2024</td></tr><tr><td>10.03</td><td>◆</td><td>Letter Agreement dated June 3, 2024, between Anat Ashkenazi and Alphabet</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td>June 7, 2024</td></tr><tr><td>10.04</td><td>◆</td><td>Compensation Plan Agreement, dated October 2, 2015, between Google Inc. and the Registrant</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td>October 2, 2015</td></tr><tr><td>10.05</td><td>◆</td><td>Director Arrangements Agreement, dated October 2, 2015, between Google Inc. and the Registrant</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td>October 2, 2015</td></tr><tr><td>10.06</td><td>◆</td><td>Alphabet Inc. Deferred Compensation Plan</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td>October 2, 2015</td></tr><tr><td>10.07</td><td>◆</td><td>Alphabet Inc. Amended and Restated 2012 Stock Plan</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td>June 5, 2020</td></tr><tr><td>10.07.1</td><td>◆</td><td>Alphabet Inc. Amended and Restated 2012 Stock Plan - Form of Alphabet Restricted Stock Unit Agreement</td><td>Annual Report on Form 10-K (File No. 001-37580)</td><td>February 4, 2020</td></tr><tr><td>10.08</td><td>◆</td><td>Alphabet Inc. Amended and Restated 2021 Stock Plan</td><td>Current Report on Form 8-K (file No. 001-37580)</td><td>June 8, 2023</td></tr><tr><td>10.08.1</td><td>◆</td><td>Alphabet Inc. Amended and Restated 2021 Stock Plan - Form of Alphabet Restricted Stock Unit Agreement</td><td>Quarterly Report on Form 10-Q (file No. 001-37580)</td><td>July 28, 2021</td></tr><tr><td>10.08.2</td><td>◆</td><td>Alphabet Inc. Amended and Restated 2021 Stock Plan - Form of Alphabet Restricted Stock Unit Agreement</td><td>Quarterly Report on Form 10-Q (File No. 001-37580)</td><td>July 26, 2023</td></tr><tr><td>10.08.3</td><td>◆</td><td>Alphabet Inc. Amended and Restated 2021 Stock Plan – Form of Alphabet Restricted Stock Unit Agreement</td><td>Quarterly Report on Form 10-Q (File No. 001-37580)</td><td>April 26, 2024</td></tr><tr><td>10.08.4</td><td>◆</td><td>Alphabet Inc. Amended and Restated 2021 Stock Plan - Form of Alphabet 2022 CEO Performance Stock Unit Agreement</td><td>Annual Report on Form 10-K (File No. 001-37580)</td><td>February 3, 2023</td></tr><tr><td>10.08.5</td><td>◆</td><td>Alphabet Inc. Amended and Restated 2021 Stock Plan – Form of Alphabet CEO Performance Stock Unit Agreement</td><td>Quarterly Report on Form 10-Q (File No. 001-37580)</td><td>April 26, 2024</td></tr><tr><td>10.08.6</td><td>◆</td><td>Alphabet Inc. Amended and Restated 2021 Stock Plan - Form of Alphabet 2022 Non-CEO Performance Stock Unit Agreement</td><td>Annual Report on Form 10-K (File No. 001-37580)</td><td>February 2, 2022</td></tr><tr><td>10.08.7</td><td>◆</td><td>Alphabet Inc. Amended and Restated 2021 Stock Plan - Form of Alphabet 2023 Non-CEO Performance Stock Unit Agreement</td><td>Quarterly Report on Form 10-Q (File No. 001-37580)</td><td>July 26, 2023</td></tr><tr><td>10.08.8</td><td>◆</td><td>Alphabet Inc. Amended and Restated 2021 Stock Plan – Form of Alphabet Non-CEO Performance Stock Unit Agreement</td><td>Quarterly Report on Form 10-Q (File No. 001-37580)</td><td>April 26, 2024</td></tr><tr><td>10.09</td><td>◆</td><td>Alphabet Inc. Company Bonus Plan, as amended</td><td>Annual Report on Form 10-K (File No. 001-37350)</td><td>February 2, 2023</td></tr><tr><td>19.01</td><td></td><td>Alphabet Inc. Policy Against Insider Trading</td><td>Annual Report on Form 10-K (File No. 001-37350)</td><td>February 5, 2025</td></tr><tr><td>21.01</td><td>*</td><td>Subsidiaries of the Registrant</td><td></td><td></td></tr><tr><td>23.01</td><td>*</td><td>Consent of Independent Registered Public Accounting Firm</td><td></td><td></td></tr><tr><td>24.01</td><td>*</td><td>Power of Attorney (incorporated by reference to the signature page of this Annual Report on Form 10-K)</td><td></td><td></td></tr><tr><td>31.01</td><td>*</td><td>Certification of Chief Executive Officer pursuant to Exchange Act Rules 13a-14(a) and 15d-14(a), as adopted pursuant to Section 302 of the Sarbanes-Oxley Act of 2002</td><td></td><td></td></tr><tr><td>31.02</td><td>*</td><td>Certification of Chief Financial Officer pursuant to Exchange Act Rules 13a-14(a) and 15d-14(a), as adopted pursuant to Section 302 of the Sarbanes-Oxley Act of 2002</td><td></td><td></td></tr><tr><td>32.01</td><td>‡</td><td>Certifications of Chief Executive Officer and Chief Financial Officer pursuant to 18 U.S.C. Section 1350, as adopted pursuant to Section 906 of the Sarbanes-Oxley Act of 2002</td><td></td><td></td></tr><tr><td>97.01</td><td>◆</td><td>Clawback Policy</td><td>Annual Report on Form 10-K (File No. 001-37350)</td><td>January 31, 2024</td></tr><tr><td>101.INS</td><td>*</td><td>Inline XBRL Instance Document - the instance document does not appear in the Interactive Data File because its XBRL tags are embedded within the Inline XBRL document</td><td></td><td></td></tr><tr><td>101.SCH</td><td>*</td><td>Inline XBRL Taxonomy Extension Schema Document</td><td></td><td></td></tr><tr><td>101.CAL</td><td>*</td><td>Inline XBRL Taxonomy Extension Calculation Linkbase Document</td><td></td><td></td></tr><tr><td>101.DEF</td><td>*</td><td>Inline XBRL Taxonomy Extension Definition Linkbase Document</td><td></td><td></td></tr><tr><td>101.LAB</td><td>*</td><td>Inline XBRL Taxonomy Extension Label Linkbase Document</td><td></td><td></td></tr><tr><td>101.PRE</td><td>*</td><td>Inline XBRL Taxonomy Extension Presentation Linkbase Document</td><td></td><td></td></tr><tr><td>104</td><td>*</td><td>Cover Page Interactive Data File (embedded within the Inline XBRL document and contained in Exhibit 101)</td><td></td><td></td></tr></table>
+
+◆ Indicates management compensatory plan, contract, or arrangement.  
+\* Filed herewith.  
+‡ Furnished herewith.
+
+## ITEM 16. FORM 10-K SUMMARY
+
+None.
+
+## SIGNATURES
+
+Pursuant to the requirements of Section 13 or 15(d) of the Securities Exchange Act of 1934, the Registrant has duly caused this Annual Report on Form 10-K to be signed on its behalf by the undersigned, thereunto duly authorized.
+
+Date: February 4, 2026
+
+ALPHABET INC.
+
+<table><tr><td>By:</td><td>/S/ SUNDAR PICHAI</td></tr><tr><td></td><td>Sundar Pichai</td></tr><tr><td></td><td>Chief Executive Officer(Principal Executive Officer of the Registrant)</td></tr></table>
+
+## POWER OF ATTORNEY
+
+KNOW ALL PERSONS BY THESE PRESENTS, that each person whose signature appears below constitutes and appoints Sundar Pichai and Anat Ashkenazi, jointly and severally, his or her attorney-in-fact, with the power of substitution, for him or her in any and all capacities, to sign any amendments to this Annual Report on Form 10-K and to file the same, with exhibits thereto and other documents in connection therewith, with the Securities and Exchange Commission, hereby ratifying and confirming all that each of said attorneys-in-fact, or his or her substitute or substitutes, may do or cause to be done by virtue hereof.
+
+Pursuant to the requirements of the Securities Exchange Act of 1934, this Annual Report on Form 10-K has been signed below by the following persons on behalf of the Registrant and in the capacities and on the dates indicated.
+
+<table><tr><td colspan="2">Signature</td><td>Title</td><td>Date</td></tr><tr><td>/S/</td><td>SUNDAR PICHAI</td><td>Chief Executive Officer and Director (Principal Executive Officer)</td><td>February 4, 2026</td></tr><tr><td colspan="2">Sundar Pichai</td><td></td><td></td></tr><tr><td>/S/</td><td>ANAT ASHKENAZI</td><td>Senior Vice President and Chief Financial Officer (Principal Financial Officer)</td><td>February 4, 2026</td></tr><tr><td colspan="2">Anat Ashkenazi</td><td></td><td></td></tr><tr><td>/S/</td><td>AMIE THUENER O&#x27;TOOLE</td><td>Vice President, Corporate Controller and Principal Accounting Officer</td><td>February 4, 2026</td></tr><tr><td colspan="2">Amie Thuener O&#x27;Toole</td><td></td><td></td></tr><tr><td>/S/</td><td>FRANCES H. ARNOLD</td><td>Director</td><td>February 4, 2026</td></tr><tr><td colspan="2">Frances H. Arnold</td><td></td><td></td></tr><tr><td>/S/</td><td>SERGEY BRIN</td><td>Co-Founder and Director</td><td>February 4, 2026</td></tr><tr><td colspan="2">Sergey Brin</td><td></td><td></td></tr><tr><td>/S/</td><td>R. MARTIN CHAVEZ</td><td>Director</td><td>February 4, 2026</td></tr><tr><td colspan="2">R. Martin Chávez</td><td></td><td></td></tr><tr><td>/S/</td><td>L. JOHN DOERR</td><td>Director</td><td>February 4, 2026</td></tr><tr><td colspan="2">L. John Doerr</td><td></td><td></td></tr><tr><td>/S/</td><td>ROGER W. FERGUSON JR.</td><td>Director</td><td>February 4, 2026</td></tr><tr><td colspan="2">Roger W. Ferguson Jr.</td><td></td><td></td></tr><tr><td>/S/</td><td>JOHN L. HENNESSY</td><td>Director, Chair</td><td>February 4, 2026</td></tr><tr><td colspan="2">John L. Hennessy</td><td></td><td></td></tr><tr><td>/S/</td><td>LARRY PAGE</td><td>Co-Founder and Director</td><td>February 4, 2026</td></tr><tr><td colspan="2">Larry Page</td><td></td><td></td></tr><tr><td>/S/</td><td>K. RAM SHRIRAM</td><td>Director</td><td>February 4, 2026</td></tr><tr><td colspan="2">K. Ram Shriram</td><td></td><td></td></tr><tr><td>/S/</td><td>ROBIN L. WASHINGTON</td><td>Director</td><td>February 4, 2026</td></tr><tr><td colspan="2">Robin L. Washington</td><td></td><td></td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-goog-10-k-2025/images/image-1-Stock Performance Comparison.jpg b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/images/image-1-Stock Performance Comparison.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..fa5c1a32c1dd89a9d01c80db76279e88c179c04a
GIT binary patch
literal 90564
zcmeEucU)85mUa*krHb?#5L6TarC4YIlrB;wbVNi11f+L@ARxU7C<sxi)JX3|dhbQL
zB=nk4LrB7ReCNA&-aB*W&fNRm`Tm%B!*3@*PRc&}?6ubOtY@v$AE!S-7gZHi6hR~;
zAP@=g13H}sJpi3QcaHoV*?Dqu@(UNvQ&2HbQ&Cb<v0kF5W#D83b8)h9aB%YpUE{ud
zlb3^o|L*mhw{DAxiGi=(m%b+=B_t{)^6O1VE?l@kMM=d%P0b?0!@(o+ci&E%Ky>Fx
zN636gNiKuV(2<bRk({=Iz`*w;Bl+zH`oA}lGo)w9&XJ$LKtTx{P<|0~hJ=*#%vn-0
zva@G_qkVzrL1*d6F7e!!J4df&PJY>uLF7&Bm-D>x#ormVhtPbY&zu4-P%tsGu(Dmb
zdX4}34KeXMckkVoc<@j`QAt@vRY&)U9#r4J(Biq}3#*sbHqI`tZtfnQUV(3ef<xYg
zhQ-CdPe@Gq@G&_(BQq;I=WA|WNoiSmMP*fWO>;|YTYE=mSNHJ9=-BwgkIAV8Bx-SK
zd1ZBN9kaW)e{gt&J;wc-7YT^;U#11z|I5Vw&AjM<d7U|Xmh>$7uX&N2aR&w|-B~i8
z+vhIHX_1>d(q9&NbDlvy_Dk{i3%sJ*XvSwwLljJWVhdL=zoz!v%>HW=3;2g-_UDQH
z>%68wRHP)p;*rvUAfO{0e}My|M`BO23}^MYLra;a|5@v!%xA9|yyIor#h?+8Hd=Q5
z^~$@IL<WW7h0?HfBe5zSF*?y(m*^wnI|QaVs}Y97;zlM8%4MUQaNqJ#dHpVydom6C
zByM5IIwQ>Gmgc$3!(u%4_B-VlVp*Bg8{|dps66hkd_F83VDL!MKqm&>Da;l1yd9Gl
z8&MbKbt78m*9WIuYm?l#u(^m44&2!{5y3Po`0N$rW$y1WfOIfLrEPu!BXzuADsp{H
z6>jndvnZ~798l1bWiNw%`i_w~?9nU<X_L8BKUlEyNy)*JZ{vo&G^zi&f%bYfe+vHe
zKgK`n94yIP#%epTU?os$<sW%!Y2sxEj@)xQ$$#t$<QHim1y@4F<|$NQ3vU{Br=G;=
zzm->v<2mv_%jJzb_)IHSf!SIKsk8FD7FBoG+1^Y&czB`ky#~|ZPAK~)vRAQDUTphY
zR_$zeL+TikXFrD78qg`cy@NXA?obs*o{O(W2-jo3EaY!l88&L%Sva7+Byg{wE?8(U
z(WhNe(w<{~zt3(Jc428uigY2x#7t+jtcM`kn@X1X#_*2Y%zfT~a}q9HpK07%{a9;;
zY2TLnTE1=I9&=sIsgEamo`T%2>{Hw;szo;9pkZ}n*<F2gQ$<HQLt$I(Fi~SztJxXj
z)d^Ep11U44z$vJFJ(MD)wt4vsEK-_%u4eun7xSn~BPG^bt2p^YzXrYZvpRO0qf2Ti
zvFG^_Z*-F;xdP_Jlq5W8YPa+AX5}8Ubl5lEV<_2I<F5R5v-5@9p)RpZ3oS7EJfREt
zM#E~9*}EF0NS_-%cNdhBPeFQP6>W<JLfK@UH;rT8L_90P9<@xEf`@&;h1Q3=Ca0ig
z(aRT5?<|u!^H}{)LH@)tl2T0C>@_Sjzx2(AhfZJipKc6nn3#oJ^F~mv-M#dwOYpr=
z$LRaB6Nw%x9foGD)MvmHSVaR@N`kg>>l<@dCQL9@@8X-NgpF~gQ1cwa$uHeT&9TBm
zvfyF=o4U@OgVQ~i6^BcBo`#RT<0Mm206m2{tb_N3O^MHn*4T>2$eL`Sl^$RV-f!0+
zLDqWYA*Y~4fud8;#QgqeYTQ5TYW!dRJ|gMpgSRq#aMOp7S7~H#s@P?<A1kpANPQYF
zWY8p0V9-44INd^D+d=hm=jfyEnRzqAxG?@R_qG;-KBfnY2|2atQW0!a`9Gft1I9Ng
z$SH`&#GTl13d(XA|6|4ezxj<O^eG4*<T{T#Atp5HbAeAmF-5hfAT!vo|J~K}FcAMA
z<G<w`2#~g%f_51vU>iF)J;GBD7*W1vhv0h(QU%SYhw+2{82>%zpn#V46x0a?ycVKy
z&FJ9G!YSyOVx#fkh`>+k_sbOhG5#OVfj~Sq7MY6&|D29|JS-NsmCEf8nWgCf!OemA
zrz8v=GDPGy@JQ0EF2m?nCNDK4QBSuVTHYQ=dezLFeU66a{(#NCw0j$_A{xC-{c<&)
z^M%VpCP_+9r%H0S`xN&f2_U!k(727e@Jn@^pW*a263eN%-_K3dj*um{(_H|)jd4;Q
zfQ{Ec*s<Lv*B0Wj(W*Q`LcBqRK5f*2JS?3%-^EC#hfK|Bk}v`KyfN4$Ig@pE>+<`o
zoH9#x9y@K7M5ZCJX<PpEnu&w!+QXAZ+n#T!`;|Tu)BPn41-cIGj5-==Gs?!xw_Xew
z56$U@9rAB6F;`MKR#Omu(ju1T>J9H-dKstxLqsB2TQYFipA+zfB!6L9D>r_(`8CfG
z7_?-`{uqDfIe<!{d@WAcn<un0?9$8^6*j7CiKN%ix$ocW#EWOBKFL%3<Zj<V>WoUY
zhp|3NR%r6}w7U5HY<M+`)k~QSX%F5)FWkz@*#O6Wfet_Bm!}}RiOkXG#%(X)Lf*Bn
zAw2Nm`lxDjk#_j|v=v0!4Y3WyApWfGa$ka<*#|8J#!(OR-`17LkDiSV_klQPtn=VQ
zn_9lK@RG)~%&`3c0EuvreVx&Q%FVJ9c<Fr0jTxirXACu`pbH%qL<W*&d0H+H_O_{T
zeUoXA2>rEKvGg@6r<A7y{#8=nTAWnyUeIqI&{n;<o9MB`@|O{@Gue+`IcdH5uCvcQ
z5tC}xaYW=FyQ$Nh%T(!{*=8*k>6WIeR^5@hP4oDiM~ByjPy@T!w9n0N=<V1%F}A|M
z@OLXv{<xmF-W+hV%DsWlpQ%nkVKwC8JDUy;k2A>TL+pNN2*qC9eV%ybJ9k%rhP)%e
z=CD3P9iy}`5i$^B&pl#CRXk(&fqp6POsy>G+1vqBnj00ld3a?ESBP-P#P^}K3Fz%(
zW{HT(uY>8a!IoNGodZSE>&vA;gaQ4ARtz*>uu~Y(8k|uL+hvGaUAb96(s3;|P11Yt
zoJJU)7YRPM8jpo5Vu~u=J)fo9z7t;A<M}9e?EeT<=eC0W>N@+>BcvThDXtgY6Sm_s
zEh&&-3X!NSn(>jvjK|G!$S|5vuz$L8uzwVK`Rzb29W)-^fg5iO$CEljg2nFD-CIqD
zhos%V=`-@?>L7`>x78W{n?4rj{TMb<Fh}%Yv)hg)*Mg3~=T~d@YBw)h$ut;Fq}smr
zm`94&7rpuF@$w~`)u%WcW)YLjY}p)13(A3OIOmOxi>)zo9Jh;ppfvNOK`aa)T$Cr5
zfG1y+s6ZZ*{`c?C$TiwC)BSHjD#guk%=WOI^-&qdWR)G)k5}G&ajQO?!I5xp%|!4I
z_y7MI?jX3ZSp~kO#^LIbrHsjzm^sBo;sfwUg#M^Q`iRSP%4GER&xq=yrZwzDFxIWz
zi~-vXDZ?WT)Z4yqm2t#k_wlyz%vXoAE3F2fi&?O0FzYM?;9(1mqGNdKj8l*W)^L*3
zQ3^GXG$A<XM|!44mA~jio8k?AjKFw;O<b<vbQNF|6y<)IgkR7{etgzGdF|;tV~MlY
z^3+R8-1HM1X*Uf2N_g=H^7$v@XsIJ)QSqU#(7bA7gLmQ{AL&W>px?DqkX$DANd^J_
zsA??JEN!W-DwK#kfP|ic25mzyocj&eG4C5+9JiK)dpl0Qya)c+g}0q?*<dN_yED~J
zcT&ZBUK%Yyl(r2^+OfUAuQZHm{86%Mp4297c5oydYZJy_G_oA<pM{Qpto1*0tyiR+
z3t$!=hRY9MY24ere9+?x@$V{%s&hw16(7!eNlV=6)wABSsEh2v2SW^7=yc*zta9F)
z`;~@AnD#(-PeB2~&0FBD<jtD*;U5Y{mIgf8-yBmB6E?;BvAjyec652c<65f^p1Zhh
z`#>}cILJlUd~H`pS=0wQ?&uUZ`LY4n?s_X97_<~Xe`_%Q4r2)T{lzr^au`xz0BQX(
z{;TJJ1ghN_{%AzVAsdJ(&RTXJbU1WmdBB1TEHO$E=_eZfeD7zB)7s>^@crZ{lgc(b
zi_Q_dvJcZMRStJFAyxI{NZ39bthpY%iF?wXe;I$IULpdks)vcfPnN6lh=(O14}FEm
z3E_fiSMWMRFf;FCu0RC_sP*2TEc-9({vVD%g8Y9Hkm2MnvhDEdID`Zh8L-pO_#uUj
zD|N8I-V}+8F#cFbAyTL(mQm{_mC?#vg3WK&_Jyy|KjN<BtO)dnaWzJIr@<|mQgVzY
z<!^J)y_=XPE%a1so&|4t%}jj?|FAi7A#HocFA(wp@wDg_pV8xt*|a%d!`q*3y(h8=
zcM#e40P?M70RER091zYch2@}Of%f8(%EM|EE&-rZkc%Y88Q+kr{u12+&0r<$8%v~#
z{PIYf_MB}Z&iJka?d1Co8I#iUrXN`D-CL2)A3T_6UY~-rREcM#KXUyzbWwj(aH)HS
z^T#6pB2kxQO3PHOV9rMs?H1sp{&geSE$1w|>CPi2Tb74>XD-Qg@k*b93|H}HsF8H+
zU5zoZT1RPO(X(icfX6|LtYr26pK0d8cI_;*u%SQISbXFPHkc&FlZyg~{gMiypY`r_
z-&*>n0qd@TaA2oQXyr$Y9)?L4Y8WK&jErkkCxUiln&^%P$?X(8WeW2>ju!UalE>={
zCO48LyJJn;IMbUC7ozU+nAMRS;A<!Hl`gAaQe!`-q}i?X+Dnu4E5H)|!D#(+7%K!j
z_Dg|prJ1@6;J{RZJ3QIrkEv+;>n)y)ULG#X&p&Qhq)Y0^-GtD;F}<>2Cu2tM(a!69
z(q>KF*CpL_AM%mgPrM^M-de|~bk&JXD=<wcr-clA3TpAQD)10cBDSIH3xsN|-g}OC
zZQIZLH{k`oq=&6X=xQsYH=g{JVD>k2r~f}0=h{MAr^*xS-O&im;<qh18Xgo6VM`y`
znH_%0frD(;lM$`abgNESUms4cR99zktn=3%uSkmPEH9pLe2T!K=887p)K?)i`*vW3
zYOTDN_DM|6D$RAD<C<`1Q~+Ah3i<f~y0KLf6J3(lP|ZTH?O&Xm>iE7O<K_#OIt6(@
zL*exLtE7BU1QB8CIS+FeNdpr|nL}o+3ds}hShgrn-g(@F911~ZV&io+hRF32IVN^p
z+m<nA!I+=aT)G5=|4QO_`z?gRwGVp|8jbi+RTSTR68+Z2<aqY*yeQmE(6+z4O3DGl
zHa8(VDkUaHE!wXlPWe%2Sch9DwK!-co^b!*;N3H2?kJXtSB_twaQRbFfP9rC>)du#
z7!(Z{FX(@7M@60Ue(@WWt#C!)n3hgKO_`@4ijd}#9`WsxJ=v#j)nqZ>>~c6o|A4dq
zs2xz`(Jj3QV&yyhOnV<&Sm3GWRwHG%_sC~WmbiM7fw>Psvz4Mtl}>~r@8n)as#Q#V
z+zjtncRr^0DQ=rvXM(zR>p3CYk%4tHl>}c6iS#Z{$kb!HWhi@_;r6>xZ;~)%#>rHF
zjzaN%b;t>mna25s>ox!lZX)w=UrWIaF80@g*oT64<7-8U=Yv{4E57HR({&<|cI-lC
z{gtH9ALjobUG{%{T@e&XQ%s0ou#RP?pCv9x%R)Se2H<x^d38|a<6=S<(!!eEKDg6U
zmS)@2VHHBrLJxqNJ!#_<%7X}FohgaNB>W{H9bX9EVoPl=yo^umS!&fd`r!m4IR$-z
z7LH$gyARuhP)`|@AfGinpWmsxw!4Pao0VWVzMg57{H&oo?EUz(umZst$ol=*`%m%g
zpYZNqV46R&xBr;pN3?uaOU&fbj;4>_vWPC%riT_bPM|}IE~}v)xta+VQKDr3_~R5r
zN6rh;<2@)!K{gb(Wk=J)Mm&p;`H5D$g|J`=$PX#0iD99u^>!`N@-)micq^0va4;rH
z=`tzQ#Fj+W%BkG+ePR(2Rhb?pP<9;i_t0*CWX}EyefOs=@LzdM;R|K3<Nc;9YY@5$
z%7OA?*rCK;blJCzXSOYih?9DKqOqU2Xxv-lj}2^Z^T#9k53G_N?_pcot?cFMs-_w@
z6(#&sA*x4J+)-0=0v@_IwYVQ@{UGrd=<#E)=CWIwLtMsxi@tgpR_AGfrJ}_$dX+ny
zUp_XT+dLG-t&K-<fvFf9VCeDR;LYEa)c(V^|ErDud$!D<jzutF6Y@_%FR`Dd+9!j%
zd_I%AOI7ZJ(QF4>W?JgklxrK~*`G#Kkyrl~)C>IVyMJ&BVriOSjn(QKT|D|e0Brfa
zA}JmF(FvW^5;n)2t=sWal$cXcFn+)kogGUEU8t43W2{Q=)A)aFdLIMSSUaplimm*L
zo_%Je{el96j_6+^+CQ18B68H#99Wjmy}A^QL}gPI-e7}_lcDwwD!HvS>>#-jSACXx
zfl6ivjMS_>K+*qhF9{#)L5JZG;#?)xVxiDXziy=Lj;`fU;r1)U@C&}jKx*AXS!#t8
zk}c4Pxe^kovoM>TkU2wH=!&lra<Fh@)g@jhd3L{v3;#)z+*QHj6cp;mxa!A_4%#ly
zS!avPE;lEsVhgQv+LegFx7=IAH0`J$=NW9+LYmmwk5kh}U7rM;>DrBJtLEhtVSu;$
zO9zKxA|)3FS~fP`e+y}cCb9X0q%Llp?=|9BknOX_KN=M-e2U(AD;8dD_hMX#X>wbu
z(Ie(7$vc@GUU(tM>j@)@>lXS6qQ!(wn8`yMc{sP;tlu}|WGoiy&ia(y;~GM`3h}hK
zMs0)AwzF|;;8J&^A}D%Ami`xc_ZRB2Lfr4<H1A0o{}x&F$8*0CY2>MRy|KE~I}-q1
zZyUV#{LgfKt{>wX<i${t_<iP;8sD$5AEpo;cqfz+nZG8bg1R5n*w3bAXD=-)sVI|k
z4TEqPd1Wyo)?>@!w@8;qy76WLvtg{;=xH#JE|bJb>_{AG5f1Ze9Ka`amj7)+Pk-*}
zn2VsO3U8}+b0YI2!R|g*SEpG9f9hA`!eMo{&5@@d+L@QQcjgRLma(*b>`@WYZ6Hss
zEc7;~K)c}}Iyl$!i<(tdhc8R;i`%tKKKajA9J-}Lz91f=ArZmF=(&;B<k4ayyU@tq
z!rg4m1VJn+r~Y*=8r2Rp<*Oeq!W%del5swoDt;BRQs`iZneBl&&VH5etVNY=5Gspt
zJbexpsyb$*GP1?O#HIAfk~DkgqxUDc7ieYv1d0-02gO@AkO!!@r7R_BSxVQ_<9EGW
z{ltLlzubtLU4FtoDD_*aLPD9-JN&p-88<36FzWXBx1U%?l(&(`&p@Pat7iKbI(k)E
z1{!}_kxKFC5LBxlZOO2Bp{aMOYG2)ta@`0e?)UV;)A7@!tXr}ir=V6u2$87-O-3NX
zvka{(lU?M!y;F4Qsw{ayu{~Bf_Y2hJiR(v(Se3$czMWK6)veh{=vjhu@@kO`hewK;
z{!Je!N@-NgBh{d=aC7`zRfqZ}Etcprp@T$_t<7CWZ+fYfPWh%LY+Vfuu5?{cJq6v=
zJa@O<Iu0CU*y%(PYoWlE*;zh{wPCJASHzwTq~(0i-*m_W5^s$T#vPV=K9e#>w&Yun
zi(IfM4I472zqR_DdvBj$JM7=ov?fcYB%yMpE|j4`H{vZ{igOt%FbbQ?|Cx$*Gt!+H
ztOo#Hu~QIRNOQ3|^>#`8jOVUkC)LTB?Ry(<{y@5apIa=@V78h6(ZEtyqc?qBLrB<U
zs|jC2WUMsR!I(k!9PGqCOfLofLc5p+rJtgwAYVQ4l`i$t!ESV;L7P0S-F!N+;00b}
z*l!-G<FWCfARdONLN|^Q8Mhd_d?bb;rBVV6{Z+~6<1OOag3{6e%Ea!b*!}AWQR5YQ
z03an#NeCz5F9MOTbN63&g@1C1f93IahW!tn<X?gRe@iF&yd?8t-S9Vkly+~&H;#By
za+Z`fq8RH8^;W+|p3*63Tnh)y!K;j&f=cUz4p)C9AJoN0)p`}<t4=|0p!d;m<#|WX
z{LVT>sdu3VQpNb<<76b_q`NrVR|rb%3doP}u4g{jIOfXWux7Aj<JXmClm!Cp|B%!8
zYdpvA|My42?jKG_zVHZqVnQ!pJIc<U{@@$ewujbntV&tJq|3sMc+IGt2VH)=>npmL
z2SyLwAH0xCAO)1h%o`o}bM??>oW|j`kei$DTJut}PC-7qurvt8t{KUidLg#rx>Zky
zy?SrKe5)J^qSvu#JCh$z@##}uL(ZU8d?bYnT65~g&IGRZIEX>ZB&7cz64U)&gERjZ
zSXY)E;K%-Eiud<d&;O|3b?-vm4)wMiU8P<(*PAL*kU2r&^myr4C+2tWnqm~*oPwh1
zv~I+PwDyOwr~;TJ=v;q)7;67lNDpp!uf#j>vg1qYx%poD=nlq-Upb>L`uuj(jc%v&
z2j|}Pi(>Wj7i=}%@|o(D0Qt;||1hy?YJf2^qLr?Qq;~}GWOw8O#yuVzwqLvP!)4>b
zju1PYY|xJr5>xu@X=9I$_8V9G?XyK5DWSOm4bU4b^y&@!Zb~=rV;U}*Vf{Qf6*KA-
zMB*2cg%=-cEcLm2Sj|j7fA`~nW?&F82UFCa^2>^F*f3rsd%_9g%pDtgOhKom6dTs6
zMrZiMatye{^qhgazf-OV9RI)b3ey#rwpAZOU9w@0H3~d>0RBJ#Ee_iW8fd=FK7Llz
zvkzqzZaoFjbnrZ}%>@y!gajVP*c?Ph``q<g5C3{o2o~&m9hU|%3^Gh{(^k?g*))cV
zW^b+bCx+QbD8E5jJ~xl)cA}OjyVv}0DVT3{8pv=6)ep~7x+^V#i%qmbz8as8@(qcV
zb_;~7MjP>|bxJH!owM(uVG2xzDEOsMse9c{efW!?iL!o;I>uugPTs|{Y3<O&0)-7d
zw;WD9zOnaO%|xAJ0a?q8s^6kYtE2EP>CA*hHvWpnbt9coBTtTwR~e+lvtGm}GpiD0
zNg-tiWu=e3x~`uL-^~RkIhL!VLD6s{xzxwhQwQsz;Y4XC4irpznpUFolm(~kxVBa-
zS$D63M15JFTK#x)P#{c!tvP9)I0Zegy;T0rsnn?IIQ{<OSLyTnJEkaO+E$J8MHw$~
zZ4qW`F-0$)fHySVanVay-LWrSJHta6uV`$FA)8e@ULuo+unC>&it6CqDajO1CS^;_
z&W*u9?TI+N7)GwFmW^|oh;&YIyS5EE@(Vd8*pBC?M?TS(>cs3(F?@5Ky>B;kBnOCH
zaxVURt;&;8#LwaVjqr`cR!ttaqkYnuG=BT3;&vf*MafcsY!2f5)|Vk}Semh#j3oa_
zJ~j<TvY{u#v<kBvxjMG|NX^AfA$ItdCnS_8UnRiq-N@$AcqzVNU5Bp#vh>NKNG1^E
z$GD>@$5>eRTK>)DQ2EPI{s83_7Is+92`%}7Gwv#&p<&_o(H=LOK>Q2^!jLVQ=YK00
z`SqLt#Av)gN;+d^z2*~=UCni7D+2zM+)0C_kOJ9o!^8d*)Fwk#T|B}dJ>$fOX?=XQ
z_OTmLjHFk%eMeX~PHlk7W*o;Ia9^S2!AYy$v$IjvO%I|V2*$O$GCaet@DM`1^u9{A
zr@Z-Vjc(oj4(Ct%8>WyPAK5`6A4^}_h@19embJrQij&82OcVwNl~iw<V?3@gu1Qn|
zh=J*_h8+reah#XQRlca*KQ~UwM-}6gBS!KL&L$;!l3OH3a2nA_2*}QGe5yBFI=J0+
z4=+$UT22sF9-KF<uM3lw=Dp<kbMcn+?WpR`c8LiA4Af{u%#38tdapfh#)gjFNK%~D
znge~SA^bZ&KLm3w!QE<MCzy+Fv`fZy%C|_wiDrf~WUVT?*<aF561fwCD5o?s3RgE$
zH)@}@b%wos7W~Z1?p0a?wy4x(qHLaejov1?uzPw+VeDNO-#&;&MJA!w$7JMZJ=Uy%
zTw&JkVj6FBRkz$(FUMHy1T(_43#kSV(z_ed8;s5xYpzsb)$+m};a5pZh8u3aWJ}Do
z%^9%Hw{|k+Fzos|<$1f``(Hk6yY2*~{@xu-<w_awS^WiOfbvL@=A6<`bvFs>k$DgI
zM|CmFDqEKm8Vda3E3#}1TFT0rD%>PpSN)m(B0XW}n>SDNZUewYSSxx@z{YDq`}|$w
zi@sk;KmUoX`=9lQ^6^IQY*Nx$y+EDFFL*%qx*+ujfQR1D?YE&@et~@@{Yd?ZYVue@
zoi%D{XmWq+W@geXU(D{e6Yt7hg22E&oW?dyxYj%2=DN{Qk~@{#%El<%9QS0N%tJ=w
z(wzA0^1%qwA+@x(kT3}Qh_DGbU-(p+JJKTTcDdF$5Z726n^UWd=V~oj$&69ydi1vz
zfzkE(1FVbGGWhN5^C9qj<>#lM?AQL}%eIo*Sgo(JLHj4G_Qm~O%sm$Si_rs&8!mb~
zlq&i9dpv2V3?VDYV*@U7^8#$(_sV73x$k95TUO*2w8k(k)6#`#mNnv)@aM3qI<2Hi
z=YcT|M?=H@pq!2I;5i}*H`uX*CS***1_Qr{wbenpWpTD@-}je!S{oe!ey|EleLD6?
zCSO18lhxb4iJM7R%m(nMAko>?B7yII65%FKiW>!((#gBMZqA_wPy9@03*F=$lb1vH
zsy>Muiz_|OD+MrR!OCyI^7)9818JXVo&sB<n}t7U-TGk3?2?cEwb(KNR#7(aevZ!3
z2N?On{QR21*w@^SkEtK17%&M5{P_9j&JEWlit5Y}nQon1AlQvzy3xf0nHBs#LLZ$J
zY>pm}<2g3nHWqIUtlsAWD##FX)rjCZhLbB*<2x1vd_FO%Kn4j$;^0dMh=&EY_TiXo
zwbD{3_OpqUw3)n(Da6KK__qLk2Jn`&w3zvj>6R&MRXLfUy-MPxx>rv<wf3c=p9zfO
zc@VT0v3~5?yjvGes+%@Zji~SVml!voXc>(^^rtPmw!?j`G%66Y=qJ83PkS&vh*uP}
zzo6z_!t?$vyBXv<9*egP!7|om`YPcgcDE0%69tGAc&)8bEd_V5(7z3m8J8gRcx53W
z<_8r%9T#X{%dHcV&>IIGS?*kd7zRI%A-?Lf>>p*+T%@NbRwYhBxQ*^Q)`epqEhMS<
z+)8<9-A0lFif>VP6h0!}6`BGp?d1M_AvT85;xQtN-SR1@u&#e+0TB}QF(XxV;kL5}
ziE)&k%skwzyEaVrSF;69P*zdcYt67QsaJYeJ(7p>rGEessnxxI@9+LnuL-@5p>0jh
zd5agCYEQCYoR7cZ`{g;6TdUt572QbK`Wh$G!{@G41-En~0{BVWTz42fB%h4=$bB`P
zGcd6}k~n*r?*&z#(AurM`Ue3@Rr$%_uxzX|T3EGyEZwTX^}4kk&v(1tHj;f3PaM?9
z4&BqDHz$x{q%NQ_g--9VJ5-qDcoQl@GkKph$7W4jkXd!yB1&54QAtCTXf@M1+577U
zByZY40L30yE_~r?rW6!lFPW`tLf$R0Du@I!#vMN76p@Ar>mV?S%j|`Bo9DzwI861e
zy#faKVtkrfmB~WB2}HNo!mx5uKxL?WHc&|&unNN_PgIT+6y9WNp6Z`t7uOD$yO&@=
z;T8GWf+HEUXBOIUXGmNaq@KMxl~C~oR&chmys{!jvSOL_iV|<M=>Z&NcSGa+B$m|3
z#j0|UFN$(pF7;ja=gJXo;<I|*$7uK9{cx0b&Pzkz!l8kkXO&OP;qv6*pjYZt(2I4V
zt#PeC^E19$ny<=j$Z|n3(6;2ql|S1CU8LowwMJb(J_|l?_xuuv{n_FUxel-Wz8eE4
zlFB8;{eFFCU$0Eqydm5OPFeudyiBrl&wlB~ltdk48BC@}I>_-_CZSxGOys3SRe-Xk
z$xvsOfyQga^EpGZEc58lRoFglG!f^3$xCCd2p&E$3_g2-%{b@@r$6KHU!(y3XBL=?
z9@LvsQ!2wXtClRx5}bRAS2NaaTgy(QAG8zsWh~<P`j*wN-isv98GK5zU#RiUk56K}
z_>j_S*6L-O;#{1{AiU)>-q&`}hkBuSfk5}DD}4HsR7VX?cmdy4#Og;x+`wubFkI^X
zW;$iomNut`8#|ulBnygcNU@+!EimT}lFy6Y8!rHC#}zx;5AQ#vIJf~O<P1gd_V65W
zT+QffqCOwH3Cn8*bp`gwJE=oRE+MqtM6giMQijTvH?KPQPlmX@zavn)&QW3ml0%ZR
zH!j^UK^M<(F_~Gc&JS!%G$gYW@p!z5d>;B;Pmz^M`aFUc18eEpU-91Jx|`OEA2`2+
z#Cb)J`jxjxIAsWVdArG^&_;gwFrxqJMZA$34oJoM<sgPk#TVf3j%rj3i!u?OFYoCM
z?C^565*9XL68rUc+mgBR{HJX+&p~$k6@Q@6kl~u^6F~|YQUx!bgf{ogMNYU@;z@17
z5aI_}Wr_ydpTlnB9k{iQlNWr{F(TvRcPoa@S5--|2gp3c!90j?!`!h5#>IZ0I}{C9
zeabRmGU3annE8mL2j#Yu*GWcSn0`J5<?76w;AlHGTCudvc8K+JxPuGd-jqx?E|nfk
z?*mHCF%2rLDG=^X#m{K)1x)yDgeNT)Z=dt3+$H+WT3R{eOtx9uUTQn5R?gtY*mJ(S
z?s%o-$5F9(?ve`^Q((OkMrMBE@pL?3L8(XvDGd3GP)mOXVs&Q7$3cW71fhYkt$y1q
zDxCYI1@n`5wLZOA%HT^RtYw1fDXp~9M-u5zF8E_`r1`s?Egt)vocAc1+)!;8<q!_m
z#Dg}iCDbo;UX3kvrrpjtxG72GCEqIwu6xkLwl-L&C|L9-pTiEh4tdalw4GjU89j`d
zaFIfh9~i4?VJ-7cLBcVBF|S_wGiq0o!Wd3>No^Omu_d|N`_p7+BCccOkwdP$FWp35
z@J|!2jG}uXfvb`y1ObV1#(R6Bl_UXaA|*MTH4UB1_y+~19zCsLf+#mdha2NyxwM>_
z0|-zp2cdp>3+t{B+%6>s_p&C(RImG`hI}j1S*Q&1YqJs0@5DGtAj!;+E&@h)6!=z!
zUW^vOfRa5_aB_9!UZ>>KRiBG^GdyiCfKk?^07w0cUY7vUWY5;QZVrjfgd$MZ<oMF?
z6^D@=lyUt|EB3p9d5)-;)J`<s#p-xM(Abi~jG<ARQ@L<*RTmm<f&~isYxwvu)45wz
z7RR5Gb1GYL9a_0Fxd(Glyg=;op#3Ovl55gMsd#4HjR}U?^R~ONANRy;+4c_5X2p-T
zF;5;g1Jnt2vh9UCfUp55vce31uH9}(OjqGOKbCbtVhwH#GD9^#sEu0|fsqM#or08&
z54bwlUSLB%D;#kl&5ka2?6q0-VPx81qt-{l#FHC9_Ga`JUg#|hF=kR9cd@ZIc`#(5
zA{;ED=6U@nh6G0;{Glh^%pHG`u)*9icVFW0TLoki3F_=+@1OC&lesa5W_xHT4GWF0
z4^Jk#o+TG4UccqhFJNE$ZK#mNu(Xy~PyIAAsSdCYE)4%R&iMV`|Ep+TC=Wn-(NohZ
z-5K9~hTCL(#HHn3xz7c(8(4D{l%H1}$!VzZ{nlLj;Yh~cJHE}ss3HRu&4`BhI$=rk
zT3CqwelQ*5AIU`miISyLUEgjOYE9(h@BNYw4iGO?qNiKTro29m+3Vb?h}=DM&r>40
z2Qk68>8hbRVz=)rLP_~#nnB>rdPlX);vV$I>agyDMUqH|l%=~)cF!Piwg1@rv(*3s
zQyOS17s;^rxaXL9>a>&P+t(e0tX0^99b?X;<}J6$>CHk1x73P;c1WNjZlY96UxWIw
zSDDub;}zx*<Klz~D+HdtIRop74CSM6`59O%HuTd^-9#@0oy+T*VpwAUy1y&f1tRG0
z9s9Yix#%igcr0|1GJ&MB)Zfj{SUUxgl?Zry*a;5L&GCh?v@>3ON}@fa;L0UnSNjdv
zlE0@wNKj^%0Jxu0NUeIdt$giD@zC>~;{*Ig16uf<V*O|Cggwt!XLYP{_Z?dOK93hQ
zW;{T=99i3Y>cFbhG2=LR3QC(qFb;{U4Ul0|>##pOUzr2S%$~IQUN8pmib%xWNvlz<
z3TyvEVeI?EJ+tw&3hCXju<>Q~Y5gL*#Y+!v1S^@oWlOA${$QQ+;x~uLU&PzaB~vkk
zO6*W~P0>8b>bOojF;?FQQ4Q_C1&tjFZXRnL)m;;4+<1-IiAYi`x4YA<>B<VF>V}Qx
z?hr9s$2chGPvP^aZbv8b#}`I^+DD#(1mPpAlEfz(&2vn382ij4W?Jqt+8X3SwUF0O
z`myLWJfWh$f3A60Kutf9|FX%~@E_1C_qyu{nTM;s=Wf(X6$Lgg%&tR14~aEy^G>gU
zmTdmOns3VhGQ+RyhVAgo2g~y&eBArmPJR2N@v7Qd(D;&bo2Ge5xYWcX@>FkUjtkR{
ziv)5VEEH}FxnzHJmMNY#CRJ)pRv1eYi0ON(zv{IUCZyhEU`gd?n-a_e6P;KU=*|C_
zeatUpg=MLk<;@*ihtu<@53RWcKbSJWntfNgw#V3IY}3Gv0f49oas{&6&d8%QN&}%c
z=}$nT)XS%icBK~s^9Zf@kZXH*fuf4C%F?$F?9RS!m$+%e;Fka&yR9E-+uu_{Z0t3T
zPih?y9wD-?SKhPjGB0~DN?#B3v+39{QIBq^XBs7aeYMt)Xt8D1<%sWd6&YY473s`B
z5SKTxxpFV;4$QeJ_iM=vGsdtn4Y3XIfesoJOX&RgDQh;@V3{rphYR4=SbvyIxl{GA
zxOdJ;mL{wO(w;u+?L242HQDB*_71(aYra<PB>?-5r^yP8Gc1b=&5D%4hc)Vi1tGSe
z1#4K2@f+6e4uI)BB<Sn*r1$&n$42)K6UTbjVU*MkMnIBV;Kz_r@1R8Chf`2uCV^pu
zru3D>1=>N_!Ftu;0LGYP-;7wVET#+;jaxxv$++gF(?(HXAb%5Q-V<zMAYGBeINHpo
zbT(oUSu`eKcZc2J?bmI6Dknuqf(gQk<N#qwoUpgu-*g^ZTt2!3pyb*|zu)p_{vCV!
zzo#P*LIiUZ1$|y~CtgUUd**S7zhpXm8Aj2cr92WjIT7%Ev~5gx4FR2GIR#zB>(%t3
zM+!1$E$rt-uOkhleVbMxV4E!&FxKpZR`tZB`x$Xf?y1u49L+}46#(}dH?|C%^DR+6
zC{%>(yWFn~4Z$@--ks3QH4cp1roH9J+Opb}_L*RO9CXFM<yFJA*;9}a;X5FaG2i?0
z_ehkCA<=ja*IL*X`&qC<(CbdfQc2YO4$WM>v_MsQ`fHtN0f}2x$scU;3h(AgJ@`%(
zhqq{_sAYN<ur>g_7s7aFiheOT*2qW-9LY_#!t9aBrSmQ8H0KMV={?9FV@Ojzq-?t9
z?5Kt(z>Y!?jeA9xU_o=-QS!wpD$vrKnXuc&v4^9+qeao5a|tOQh=)3d&Km?ff{oXw
zxvPVP9XsOTbeq?-VcfRNn%IPe4ep1cY97RxcE{ri@}*=X57q#Afp*}^`v-(v6{4!G
zX~zQ349%B3>c*MM==f968OXwut=pHT?uh8$%uXy9xbFpPQoLFZC^*NC<gAE+uV(Dt
zEh}<u5m|Ea0_gP}UDw*NL^UI+MMXuvBs7t32jJTf3PV1e>8p?U%F3zl0h?@ub6X}g
z<R_Vf7Kdp3a^AN3tL4-i_EG0J@*B-I`eF<wr>zfTr>5j%zOyu^Q<3NlY0jEV|Clas
z8||V}8=LtFHH|e@8t7K9tx(r>mA29tTG(?a(&qMCk56>?%#r*PNXNY!?(RDm(O~RL
z-Gb<a&64K;l_uv>7Wy1oOH)#dwE7L#7ounf(=--LEseYGJDE?2;;F7cjg)k34Y9GV
zjy0TDg-bg|`eV+ltV+<17rV?;Z}?q-Z%G<wd@Ap2;Q)V;f;ZQbDxkR%vbGWz{H9;u
zpXEQ6J2b=expISU-D9L{(knVH7CGj*;gncvbv?s_Ty?~)%S8q_us3j#d=l0nJ_cfx
z{|cf35^eDsoHY&!&Cx6Rm4;;{OXj`S8#6#gQA$seJh3HVXVQV-mFn_(+l*pxtg0bk
zI>e{)2pVs2m#uDhQR&^pbo?<;>Djd{V?~(a+5$8o2#1{M>8E-24m)?R)|KBJ5gCWn
zWD}2YMCG+|Hp!FTw&3RV)twu%kk*yLmo4e7b={jQgRcc1hi$jKCelQe8t)9?8~c}?
z+jJABF1A@a(Bi6Mz{bysuHp>P(#M~!7wPjQC5A}atpjE(|Mx+`->hZ*3$EawE*G>i
z*}zGMGuDi5U3MH}vz$G)5>L3+N=w<^_W0`s@NDn{T+mln?n<kNw?2f0p#%LwQ^gs3
zfP#TmbS2?zG?BCm&~l9=A(?|xh|m0epT@v8%jydu%VwT1O@J{U$c6nB#z!TGt)MU+
z!I}3=4C#nyOX4%cH1MgDln!|YogG*`*K50d+Mi5&`#lWN*v}JP$zq!4dAS$0bf5k{
z`2PR*yY2zCUW;mYUqfy1thZ+b2}Ev`$dIC@r)zOtMnAt~>B*?Lfb@-_B1F-p^HA)k
zgG18lL&op6a7Mv&YNl{|E7<YQts8->^%|%!<R!>O?6l6nPSMh;K8EALF@KTGhp&Y^
z`O<YlN_w_a&&>FkeNRC@eTXRMHW;0~tLCAh-ifVfi?T<Y)+wkY+P<+n8*SAx>5wM<
zz#ufE3@qlh)uOiT%X}a{3TSDUg2S}e_Y0SHcQ1fzBY+o3!kuwYD;<hUDJ%I$Y)EHA
z-RlH1P(e*kKCzb2qQxYpt3VNUD=z~?tLplnTWlrqR;I27&x}xClYr>)5-W`T8@p6o
zCOLSoHwoy2;H-5cCZu(k-rC+y%lH#eY2d<AT3qzv6jbDB0dRkpzc#iKq+t2qY8;Nj
zqStNH^f#s4ldnxFRnKaf0=SPM29`ezxTt!^XhLEJuyHd_LHp;;@aIoKn>JjQK}3h|
zKySJF0?D*U1<xrT?M2UIC9ZtOQ_zp`pvKnv%kpOrk2F^r2AlkpAX&Q3RALqIWr_l@
zPFZ@%rjJU-`a{8@FQoTZBc}C<<mbu-@<b!XklTjVo4}Q%`LB`01<-S}z*`I?8dW}T
zl~K|IQLI|eCGO-NtsNBDBCiidi%p8eh1K50%OS(Tv@Iv&d-fkJxgT^L$pp^T)oh;_
zV1o0Cx2!+GXIsD*Scq^PotJ6sqj)X137YM1qA!ecot%6d>ukr$d@pr8D7$FTRtfP_
zT>6BIH`R{x@vf_%g24}tSf-x14{_{-G=Qh9PlUt;E1|qG9|%+69E=|%!R;vsL<(|Y
z(AAkyaNs)DCz&3d$f0m~Jvv(u2RPr9yKe<EwFF<x*$lP351}E}hhWDj>s5`?wM1gm
zZb`rk)vYo`7q&(6Cne#CEFXf;RD+0puyMU5!S47_>D5cc<mLP$#!Hf^^3Ob-XQSne
z?j*m``|;v<@j#k<xG>ZD(pd$HjL!_~TTRd3f7_WF_c@Sk9Kp~3w1U!I_bwg+q%)?I
z{r|}B{BMBM;<LPp?v}b*alNlWpUHKhcl8e4wxoN9S}3SWJHN}~)g8Hbuqo!|4b)c@
zwwh4AQV(-B#u{m)HwH}2=sYI0rcX|~NEV>)P~a}V@;)6#mInRx0f!55dih{$liddc
zu#M4e*MYFailr|@Tf|{hw2X0{A89T@;9b=?UIXbl#UsAdzx{1Gmx8<o0Zw&iBX6EI
zdR=O(O~^KFc=+%wSZ9<7k94m{bQ`~QUQiGjz%#_FnXz9$NU*8tn{<<yg9taBR2lm0
z60Hb+dQvZX0CKQsP%L(ODsal$6aSuVB6@*yQfqmAP{5s%&K%$7RnBO8LB-x_6v^=_
zEmBy42$TsB85!pHSvBzF5d0JI20G*D+Wc0(Z?Od1G5$PUp-?+)`o}3~1<!oUrE;y=
z<Pq)c`ke^a6jkHkxbHv<n662b!)=0VNIjZxp5n0PhAB<FSja_`MXkmXQBUgZ6gH>j
zroPfw1OCMlrXPNpKG_vzjbRdfA1Qq~phHJ|uVB57IB1C;P5#eWO8uD$Cc4ZVqG8MK
z9bb<P>~hBXNC<k-<>m_YyAfsuh<M{M@rpV#@?1!PU1ZJ)C$QfW-B~m>N?joRH8FCm
z9AUeHwhNYoqBWO~<J-3f-eXnB_aQmM-}W2nv4PD=5KF<!>EPtyrN`uhTu}6vXV=JW
z@|Q1lp|M}9f7+M<&Ix)#+?#t@WYHpXcf{u*69*yrgyTEU$^3R2;GL#wyfz|GS3F9a
z5b{|Us-EbXD=<7^1up2nU#at7eGMaHTQ5^AtG!heO9wQz`3*LCsa*IS5&W&YO)4pl
zcA?TZ`egN|pTXDnC~#=XQ1f`vmZ~6*(^bSEJwTLin9mWR=LVu}ortx8Gm0A(cI6ng
zy$H#G&p|di*7R@dd!)3*U+}5znMvb|i3wcQ=!Q_NBnsUvV;p#qL_4On(%L5nGZSt-
zuv0?PhPZ4Zru~LdSi2<H#u3bLX@@9S-Mxm>=Zbc`3d0N$#mydL)xCw-wHm`nW_h%?
zjz5v$CZ3oB)J=tlh@9Yb)Ly6Ku@IR$Ms!zfsq5QxCE&44!}p}-_Byz(j={Utx_D=s
z!iL=7P0=X_={-%vtK(PpOox>N4-&U3h)?nJS>ASOsg^m}J(9|T6IEfis_}V!;%}G7
zGmEZUb;m6=4{H(Y3UO($4E)WJEd$FjAuddZj5c*FQF>s_WVXD3>Ge&f!44|5BW-aC
z@}D;h1+p0yXoI-!Tw^!8v||XxH~dTwyV0+i{%@OOW+ZzQqC_-qJPgd2BqPO$_pftF
z4Hh`%zMjygU3lXJ*~xf=8+R4Z$wu6X`4l&^_VpU+wJcA!42-a5ih#K-W67cW@iZRt
zKwnXV4jbFqw}p)FWc>j-)H3ziGlVW>e}W$nUOnFsN=_^EMW)g}?u2W;ts<W9Kg1{9
z!`r6TVpA=+6tW`rzy>Vb#PT2u^gOhx#YBZH{fMlxa`7I)Hlq}4o7qfKlZITVjd-hr
zrGXhn+eYW3+Z2Gt&%h?(G0m*dyWfKdm1v!00)%deXAGr&&r$mY*%Ll$`Ng`m4Ik3-
z?avb~Lh}th%pR0<#Ah2Vx>%X4?7bS#%S#XXWzb1MS_f1L8pyGe#!Rk$4L6TE8CneI
z$&M|noV2Ms1xzP-yb_?o@166m)vteFN{6F3kPuL|6k~346PK6PfCMhMkb+;1@xin>
z<X|7gJ!RNd^N(`sVFh83xCu)I2aa=WlCq7KG#xkLv_3MaPd}c5<~{)IVLb7oFb!-V
z95xStO}4d{g-n+MPAIp*eBK<ba9X_7Mo>ipZC>yEXmVc-)*`0{UNUdoI=??C5Iw>;
zGo*8qiOcA_pS%ka$EEVsM{?Yb#2a>Xi~QxZt)CK(-r#U*=bew_t+##7H1o&iuQMZj
z*>e_5Cp2dbjZB-L)dbwnfV5l=1{XSM2t=5Pv)(J=<SKT%r+yddV)u4*^CPXNV80S!
z7uGrfwLsc2Ymsi^BG{wRlCK;(k;Sgy5DA4j!=a^8=gG(W_-II>(?lbUc#2QTi-0w6
zGP}ZKE{GxAI{HgyMt>t>!`w8}9V%`0wKKg=;{@D_bHLS_DBg4raU>-kXAws*s+hx6
zU0<~k;#g&e`sc&hp)Fql@+X+6$jkt)RgGJKDb&2Uf{`Xi+V)aMhlx8RD!WPsLG~v6
z=KHD&BkwLW<T!Ot?6z5hUCF(PpZv<wAaqbwG2$!fOn7sc#7cy?#zkejFVtkEsrhFO
zZk~d6xN_EpD}2P!I2Bcs4OMNK{8zNS^E+HE(}>|(PUdEu>D#-8Ej2z*`>yq_;2{)~
zc^OI7YCwo8x;5yS<?gvI!k-avC5%rWB^UIB1>{ZP%b4_a-BjyVlOGJ}0I*O88wloz
ztia6mCvIl&I0@^K_wzSZ5aoR3-B-EH9=B}huO>-EEbgw<as^}+kIZe=b##VHRl4Ey
z_8s~7FNsrRd_#Q732w8xbXXPAqn5rya6gHvyr*egJg#6XEg_)EzSBiOO|L=u(;L!)
zxe~c3Qu!x2oZ{o_0>bzUL;q8KKG6LMS%qg^FiJJ~EZUi65zK+|iFi#SlL|B?Slvj)
zGzRft;6d9io>sRc6XLG>4<udw6c~lVza;H_fuU{VyldFdn7ZGSSTT}bUo|`^(-!)%
z>aid8d)L59*ufUNK{ymm$S$(*e!22iwF}a1fr@cn>+|T9xs1sPkh1i3ELz3bzL-}J
z60#RNzLVfDxfK&|U)s5e!wq3l30J~Qywy|aYfs935Ui~lmlKe~5%?)kmcz@(pnOc`
zs&xa);9F)rCsw9)bby?twroUTV1$z=2WG<r5`}+6yomNaEN4&=8{DF6UtIY30YoEH
z-fAoHBsd(C)RZV;mwBh6c-q)5?8+2*x95?}K`q9rWojoBf8R2D_4NY*LdE?Tdzlnp
zn5CUOS$W^|fvgme;BaU8xSYU!-=Z(U4zl+kXo)o`a}@6anAXTd?S;LoTBWjJL59OY
z{H-;(+=emi9eFE)%sLWz7bBQfYHJr#I}#bzocHnjkCyo87R*;4t-KbbFbDot{X1}p
zN$Kq6N{e!3@)^x@2^~>V)(ZxkMRisg*47!bs>RansRD`RFV>dN@qt^Sz4n)$cC#vT
zM+8VtP+}6r;urKP>qyIaEpeetH4aqDyI2jyIC-`D2&&ejE9YL4>V@67zii~~`QmAt
zh5RCa7dI7}|BUMIiZR~9nvDQ>B2#$^!qV7)DQ2=}w@XC?^6EREa=w18<S5H2_+Rzr
zza95BNV`{-G)}{2`M`|J1ExAt=pkeY-tGV40D;RLk9IqT)qN~vW3*LEd~f8Zr1p!G
zF_3>zlg59U(^QE9B5JCh@1r}qU8$5k-C@PLx^>b)@Bqgau-k!K8*YBmSTZrOA{zC#
za^sj#XvV&qhV`F|2JEBcw3L7d;5-qsgiQlF)oKoJ1}bH@AC=OO5;{AOo)CY$?EvCn
z;3BqR(<m|7w?n|zK9d_yz9&8jkY^N^<x6atgCCrNr0lTZa4wCXWbRXL2^N{t?`{fO
zR7O|Hb>Y%72{yi|HjV5hcW~P#K$m{kXsMINja@U*e!MigEH#O3vx?KNhu#_Bx`56C
z68qr->?RVEb_H9g0LInWB60u*7HFA>t;r`JX(5pqY=kjF&(LiZKngD%|D0F-)0wui
z!7-&48L@~{K7Vhq<QD~hFsc{HkgRTyaH0E>c3`Pe2sY<Cl*sbIWLk3IISXT|$IEED
zA8QB1Cu3ONj%A|qe*H69A=)15@2FnLtixgb3Be1;-X7OJ)S0*1LRBDgeqS8rcOR{`
z>U<|7C*#hitv&w5CJl!pU)qHOWa@oQpZ&x2=<F7Y>n~p8Duh)CA7Lgi@^x=<M!-wa
z;%%mqi(+$CQp(I`x;s9~Zo;O(h`oJ^jT|lAXb~wYQ>JXD{45>Vz^^=P=?CEM?<$u5
zo5vUQX|x(DM$k_0EQE&OOZ$QE(*WS|^+u+r>Rnm-VmW1%<iL_P{7O%}-;f8>OTM0T
z6QIZ6lXRc--P}*^8}*UPwB{z%Y6dWYn~a2kN{J|#Dkgk@(Icf*)RWTr^>mHg%PhIW
z=3N-aSiR&z<2%<gTrVw3AM|g895?R7#vdcU;YPEv?#&z|DyfDox9e%`nxSEx8?N9m
zoC~XoOt)>~<}O$emP;UWG7M>jU!1ozPZW44_3Z4*-hD`-0Aj?CVePefIc4?sbWP6o
z2o639HOj%ll!uECIVI+p!0q&cfVz?kW@tJ<2MPTFGwOal|2=#8q!9~Q^eE%v#3;SX
zq8Be;Ts#H!*k*HE{HQc*t^qvY&A#B#14g+yN!J<JP6qK@{o}Bz1@7|1Y{sfUM)4jM
zeqmwY9h_^--rylw7l-r<hNF+I9Zy=0xyXMCqyq{B7E&NTw;Ex=_&l1c&?^Bhu5t$t
zFavoa|LRN%YIo>Xan_eNG~aNzD%kZxNaA&_w^Qu80j!6Omazg5Qs23(kd@W;opbtp
z&M|!W+jhfM8>dAhLnB#fBO#?-aF*kMNXvsQv%wHO%G`AqXm}4wgKqZDkl#jHID<`N
z=ZlP8z&N_9>$yVa=AZ}2>Nz`d{JpybpU%ULbm=IRW=Yw=l!M?x2Yx?Bcuzdu6=g;{
z6__f==dj(HwTFEZwwDhh!3G1FcBYHoJvX8UFWDMSF9hwy9u~^a-Jb8!UO8wJE<{~J
zYgZ!n1Jg1l+3v#Wx9BhTXe8@QW<3quWi9eLK{8dlQM96`0L^)t%D^%}A{kks=amA_
zA=Sd;XPBlMV^$7|f_vnL%Qo57W#;a1f}aW=r@h2ANFX|7o&ddlNbxO+nU!u*QJn0p
ze%vvtPiw0NRIHvcqXh{9=_5pz85wrX2IUTyH}2qG6gU>4nqHQZp!Imq{*g_D*Sa&#
zJz!r@lB(jFCpl(@b7gl8r-uUq)h84g{-7p?GUyiy&Fn%l3*ERMz-B4_&3rKG`N~gG
z1;>cOTs_58WJ(1V<<oDkdx|e1_aeBMRl0XdfbuZY?7=VE-n`a}%1JI!dD1FvT1om9
zkKWGm9I`MbaF)+*I861y0q)H#<o|H?)^Sb${oXhxDgr7ZN=-_H(Sk@$R6s;Px<Lh`
z1VlQgpddNvQbzX}NauhN3eqvUJ4cL-mG|d+UFSOI+~-`s>v!(+*B;wod#qmZtoIX+
zH}P@n@FfeA--klBq+AgrJQVvDb<f301>Obz!9TVFdCv>d(RkwF_ru#7q>RuTcH#kT
zD&ehClTBN)Pv7hsR5m<zcG5LTjsUR!GCvbKyX4{$bAdIh00TrTLZ$uU*ZkUL{k6&(
z*N_mvt9YtNnpN^G-NOz>ylITCkcjJN{Kn{UL<JzdqrU2Y<SS*R#;bNkLd-^?HQ!JI
z>6YIc{Q^&$iD*!G1TKd)@Owap8h(&B)9+Yx7A+S}P~pqAh79v{*+s&G%FH|L3;)i=
zFvANrPfz$4^w~fNJ8p~RdO-CyDg6aC5V_)(B*<3ip!ig*4eIS10}#``+4<va`G>qe
zzko>VLq<kb%V~3pMi6nFV#0u6(OrF-yEkbJdl$q;-Av|8JHWb@m!YNKNkk6a)J)E&
zE~6h#J*1(beJEg;)m#p?i@yEeR<HlMiv8PlAS+J<zDNgjrl<bmUXrZe8;d1)b>7~)
zyP1NgCX8u6<fIpcdC=`$bLgCF^ZhmE;_hA2+<x5d^WNFNg7eqmJJ<dy-%vD?e%f2B
zWzspuv$gcK&cTk%rQaQ2Xr~?^mWPFwMsr7RToJVid+FoFsjYU~>cOUlDG-~qub2jP
z-A`-94@{W-vUNGT==dot(ls{!RPyD^q_O;VseQfsH)NAOTd3LmsJ&)3o_EiK#p4!-
z_qu}PkE{>!q3yF0qw;PGCyi1W-iD?@$CM}1OqP=;;-*{>aUm^!GD&}q#hd5FaHIHw
zBb>3_MT+sVtZdr@=?gRrv~``X7TL-)-fQ7f6x~JV6xz>~Q2MR=U=Kl#M_Vtd#rf(5
z&VKOw1{*%WO__RcZ_ihMdHul32uNo7NG@{tyOs9;GM@dfjwkpv)~KFqchwnHum3f&
zMBq>^fEFijn7oBz^3YI96_yG_y9~cuRU!KYg1%enGz#qE6xccS!#cLk+2Q@5ttXuM
zMO*c6B3M!iEL0h9UC=ac4wsQyBceJ&`LYMMKX9DI$irJzagfh$zJ@^njCw0@U|(MQ
z=X;E_b<`~R0NO9LE-Q`JVAG`I+ub?=%G^z*BW;RWiOkk0K|f}bVk*=E<+K<INSwnI
zpKv+~<HH(FWg?qa_T;;6a!V0E9>5AqL!S}!3(cGYG*`h-_E-afpo^BkH%)JDa#e@D
z4&n`$TK|&ykbF)}pPkpmr=fy%f?{FuT=F^#?tskTqK3WmF~`Zhl7)%!#L?{#-jhKt
z&H)q$V&|?KKDWAAtjx*hfOAw&%}ERV{|AWvQiFb8NMT;`5bQ>CecYs13_m630HfQ7
zhB(U$l<*#xEDp{ERJI&M%1mk%>};K2@(AD#wMC74Ow6VP8m8M+QB}^aBgp5sn?(KU
zsyvNXo^{bmtsHvCuXe%cKQxQB^Dftk8fTy_Zvedi5rk(K9Hh3e_PhB;fWAPNbQ?+F
z56ulWMd0Wn%SQaBV028;l%t8Y^l?=33J0UU!U!q6$^2JdDJ<z5-^B;Nj5D&r1!Dg<
z;O&3>kJ)a;QUIg!bnMK<U0QN^&B>JFS_WC;dG5{PU#WwcI+b<y9W~4D`UWJO@?kE3
zaa^d;>{LAi(K0#EuwC>-LhI$usbA3YILU!vd4{o|D4TJDZhJFN+Rpil;}Fxd>f0cH
zfN)G*NfefLa9FET=XwXL?C4brgshx=A4BZxYE;i~ra18}9mfEtV!;=oTxKenfXv46
z$BBR|uLJpl&`4=O?FnqnJTVTN*Uj<6p~mI?%wp)WR;Gg1hI#Y%9DCw(3-iz4?r%+J
z9R%hVlI{Iuaf;H`_PE~_w0WFx`37JR$&&YaPViWye;&pk_IAlxeYzT8E?QJ&h>HzQ
z-~~^ZZPi|GB2j6CsT{%u99`ARTq0JvG_-buU%t~|P(8s1n!e&EN2j0&66_me^ZrBA
zaP3_GiUANCdab%EMnFcc=I`><{~UJ=W;5DXNys`~BYi55gDYYc+EcR>en_!hypa#B
z2VW7&l(%89hG0eJLf6c^BRyDI)n<-W-WT3XPb%1w^^D^rZPhL;ajEryvZ6IyO_1%Q
zXS;Gu0H;!34F}{LXo+AblkW{NA6q`0y%PqCllsM@NZ53&8fxa)@HDl+r5|fgH0yyr
zY!OnIj>ms%VVAlafbsu{n_l`PJ1-IQrBPYnlZJ;PbS3iAqorw49D<H9)OU28-gSAB
z3z#CJ>QG$pk#L;1a7NV^WtYo;SHUp0=vBFPFV0EX%ZL|&edN9=C!rN&Z_}?#<LTEw
zaQ~svC628iKe@BX`}kT5srtC_Q$MFpWi@bp%47_=P;~(j!)}0`Djk0nExsO3dr%0x
zfjZS4pRfPoi{?t<(DVDIFW?bjy&(NGAcS_ytTxga#7H*IJ)uk`vA$1gi@F46&~N|(
z8Vp(Q;#Z5SD9ib$4T*QV4v^f)Yx9dcXIIvNz>lb<PX+ja4FLqV=&T1w*K94uPgE}j
zHQSHN7fJG-JLmx!Fee=!-+{KF)hNJ0VTPj_%>Yw9Jr!Ni37LPL?1K2ae&)g8F3cKa
zkRNqp9v3T4fMc^sT2e{qkQxNQ_|cYU)ud!i=B5HOtr_L|2qWU5;_`cG%;`*XdQ|v3
z#R%Oy5j3Qsr*qFQDU|vd+NnUiPRdr$B8Y_Lu@x7bD>ucb2%)gDFjcSmhsH(~l<U-$
zH>o;wMT=xMn(!j~5)J1E9cowCB6N0ZV*;uccxq?k@qF0l^Dy~jiI|&5n~s|F_a`r3
zNt+ryDRwu^{q*adx04lH^PVN){JnO)^lf0w!aaZVZyK8m`8Cmt3b7)pF4{)Yo)Qxe
zJb3d04LO>t28Sd<bV^Rq7D%nUG1g#z>wJ_t@rMTP=Agf#adInBw&>TF-3yEpBoM;E
zKzKJ+SHd*Nu-*&wENECK6?0+9->Q65F=1ul(1dV{VkvGBJ4Xc_?ndRRNU<o0)~?$X
z4Q$>R{#gAGK^dDL{rdg^GAGv}!R}Bu*74^`yqS6GB|!mau1{~&m;>`udm6^*PA9f}
zq#R<frDktzL)uhud`O!*_w_!PCnl&7gYlb7=x5OV$)1YJSmNv7n!i`Z@%hH~2j<Nu
z66I@rFax3i*)>P|Q`Dn^^>f~OVxxz?#aF}4Dia6yC>{a69M`_tsV1@oakqcGLX+|G
zlx9{qu`*sivFk4;zvW-9aQ}mK@PD6|wIZ**)C57dA{IM<d6&Ge+Xij)3y`G<+CFHt
zcs?1zS<3D3ozK(VaPo6riXGmt=HglK==2hnGk>xX-418k74e#~3x64rS?79KL&_#V
z;X`#PwivQ&@#pp=31A`<z1j|mg}D(i*#wt`PI&Iwx{>PHnP|@#QjQ{;(42ozDy@@i
z>)<Q0Hqb>I-19m=!vBz}PYHy&wydYq1GJdvB;5VQQ!lB}U%aT=-MOCGrpFJl_hA`3
z39m^S02P&Zc=;=If`j%DUmAb;GDEz<2zDT(p`x#I?PjD_JzU676hkZn<k$l~T>n1P
z{)<fQfBcOZDymVanP&*!mSH&+G*E*Nb%$8Y{-KHTxUSbH=$Mf90x8SPY~tL@$uW<*
zuD%eUzq5;u5HNkat}0%(<f)+gNI@~EsafWl(b&@&bN2HFx?h#nm3=Vnmb3wxAhY2m
z%E9I7&g{L9WUFbf<Fzd~cB>O&6C<hdNNZZAqcSpZ3ACWtRfEDr%j&w@Z0FZJUUxm>
zN**BYa`^QuT4Ig{H;?|ZHi`X5EB$}T3^1$tBJY!9XS!fWGM``i^$D9#$y<l$?f~1V
z;K7>_F`Q$6Y`k+{#@AE4^9(r{o>H>%U}e;xY0cEGDjOH%w&LFKL9b6Wa`C%ghZpzA
zE%}-U>gq4w1=g;hSZ4>CZ<tT-q#37e58@79bLBvE2Lh{p?lTqasQLH%-cn(^$gB&3
zkUXG<q~=3LgZ*gKqH*)@=neKzI!A{KGuy5`&~&htGT~LxoKuo^%-dJ;I}piGEIVU6
zm3dQEGdR!g>xpkbj;r-6_$^Oj`SMu8g9Yc4BDo)6+vYyS{&VLp;J2ujDgEoSbOT2k
z$a5Kq9)EpL$UAUnH1>4;rMsmC9m>W$=wg#xdpEr}m%nhA?EkWDJbHLGmWD$u<6Ksq
zf@2r)O{xjl@@S$9)bQY8z!Yi$kUN2{J2rDAZ7)poV1*I!ktA2(2#26%E0wqvi^Btn
z1f%Rh9PHLQQDxblI{4r(Jl?+@<Te16o%eupY!VB_ra<Lw(`P@C*EVOMLiz~MLSLp&
zwT6n4?bS8g*{@U%+LOhG9Ue5RLHMbv>hrGvS!~V;{BVcxy3WV77D4$*g{+-0Im8{P
zezT*V8LfJBrygYWu})a52cCr^?^}G#_I|83=-K$f2XlsMs&Oc$I1{>HI%4<+bV?<<
z&>U~m`Rz6E-SJF4cU|AOip@^qa$4G;Pf4+1u8RDqb?l*__<PT%RZo8x<fa6Doc?AY
zG&zEZxpbB@KTiLwmsjsM`Si66<R#Qq?bYSB){&$ID)i$ZyAZ;sfyX4kVpizOA&=iX
zh-_b)eqHi{X%A-v=CD}IuIcgtv_+Tf_>AqTaM$kAivVAEUpcYaC7LQkiT49=9Qwdx
zL#a#9OATUHWes(5;nILyirH8AibtwWz*nfrSXO-*SuQvqq27A}NI@yiPs;T<Cz-8=
z5!@SBtTv}d6ZDlnzo5+kcK&j8MwRfY2f6DduLPc%0!R(`^*<WY>HjMJ{Kxg8>2W2G
z9uW-n09UMMpkJViWO!Dt;gfLdK|}T>b5?gqgU#1Km10WJzBd43NevBJFl*jw{WZ&=
zeFR;N{v26QGqRRF<UD=wk+zt1pn8bwOGx}l)W&3`U1_9<QV_b?(G8*ir4LKLlT$e^
z3lydQylDSbl$axs-ZhV~zfE!GDmU39ON?iD0<OCej*22}`0a|z?<cN~GA{t;pRSbT
zMw9c&1x@EV7JiYhYSJ!h4b{q2!P&fLy}oD_Zqj^{yuaBdj?+J-x?~Y0Us{qRrIOY7
zJJ$lNTzC|izobQP*O3S)FDt?@C9fauLgvA7L_@xSeRNx54&sO9ENAE4M@Xu?5(V7n
zjtoi{L|wwa#%MjBwD(d}3<Kt}t!>3qMz?9TF(PjiIvUkEAvb2o#agdE=I{6I^-yU~
z;`$9t!OSj-kZ9$k&|gRPrO*t^Eh9XLQ~t@x4Weht6`Zvvgm{Ijzn%y^-^k_&yWh9C
z9(`yA@Kyt!W4(Ze^n$5X4;B{&>~pZ+z>O8^Q}aC7VHYBf!362)?bOw2dFwaS%g=?D
z;#LhH(V1uT;ETwp+^tf8wm%ibM^(3cX1dNQm8aO7GyWKMvi3HD{Mq8^>j;XO9elUo
zdH|H6nH7xvLv#CBcZ+8QNznB7@W6WnXaE3;d?(~<Hpyy{12faO&tpsVsYIU`j$YTM
z<e#hJqxc7pqgLg?3vS-+gh|GoxY9Jp9gVrS_k4W1Kz@;!`a$J)i;g6p!^zGvnBZTH
zr_bnLnL7Vh0zK`1d4mD@;h!;2f`xX0)2vf}?bC)!&M}y}G$gtIzQ=yC2Ss3Xvrs~K
z#~JTO5lxF^qSEm9-&w;70dMb7iQpoSmd3>9%87=VWiw^m3!0C!%G$SVFBI{buzNoE
zcyPD=9<*Uyfk*+1w#}Yy#!R?~s!th-&osi)E%8cJTU=>=8yv9KP52=Mwcg8^1{T2g
z{^k%nx-BLqYao^>2unv!``(P~3t?bn{9y5eT0?HQUfFb~OQpipl+Hbb3&UYVj2lU9
zP-Y&FefIO@m!@u9{P!sUI8FKQU7DGFxWkFAS3ZpWsYKrz4I_en{GwnkHQy!|y=F1p
zb=q^*=P!{RGkOaUkp(5y48C9*nEnZr+z&_`B;oxS>z%sAw8UC%-b`4po7@!?9GZcY
zsJ5=FyDMTJcwV9ykzF`3M}A)ZIedJg=bh?)-2n#hGaLONYm6FEH~V^NNlM9oXx1Oq
zNX~`S`(I*vQJc6zD)JAbLJAPI<a-MZu9f!3@Z;fCNTF0jw5&;=0|bK`x$f|D0kUAT
zWqG&<@I`@hfati8Y0<evk@7u;2!>Ho8&KOIM$S~v^uQPdkGJW=B<d?q6qdQ`AWKsG
zJ;Ct~!*~6WB`ZRvJL8`FPa|jrm*u(x1=T@!2eKjSz7He5SpfDV@O!PZ-k#ch-->sC
zJfK#=U9oe@@qwG_1&mImHv_Yf6K}*O?ExS&s7imN!FCC8di&!s`V8kVmn9~D%XAEX
zAMbjSINT*^OUQnQK4e~#hF=yjywmd{TuV9SQed`J|Fk!>-Q;rKD;KvLb0<!3+am)E
z^Ow}Ol8Y=m^YfFA(36^wYYL^|2OM&X3{}>TrX{^%qO<hT(7DIN)dmI8#q%&|mB_7<
zT!q{f=w2qp)m+kzmD#-sp5j`3!^2(ID&`L0fgBwSc`Wb~5+&OZ^;c~^gYe#i`QMn-
zM{m}<8<%}ueWFdxg;Beqn&}DKdJ{ZqR(8wE?l1KdLX>FBONxf{dER*05Qxcwjo7K8
zT_4Oxc~6lizADK3{2(C~hQL2GS>?DR1!_|OXQNkV`spM!dnpcKR`t_f@>YqVWW%`{
zs7ciV<CncR<>QWThaM{G)ouRTp3R;^j@509xzAM;<I}69h4Ujq$FQ>bjlRgOnrYt-
zX7+m>ZkII9hVg1jl!o4hS?K`BwnUk#06q2ee-HrwB-!oXm-GUWJ>e4J^u=B8h0ltI
zKgUmh%$fSZUxILH_q7e(A@`6zl&a|Pt<0@Mkk1z6RrjA%lbp_p$+8u)zzLTC#lGOm
z5tME#UAW#c%d*?^cT&>XuYupkDUfH&>HHQZ4%_&$I-VED;}h>y0YK~H$;l1!<NY)G
z7$Ede+IUiYlIII~4+n5>z-!+NNsZ3^5ugzjRlfG>Rzm170SfAFqD42;4K>OZ^J<^q
zy;m2tfrjw`wm=QUHA(K9c3P+EMbQFsqQE!t?{>A)E9yKB3$#PaTT~MjfCgppHWOF|
zo)5e{s3hq}#)N!5*uy!ahAOuhmO2$d)x3)NOjm(Q+X@|3D!~KZy~5iHXi|ygqN8dU
z8m(#FY}+@2?B^Hg-uZ6B{0rG`elGfAouwNK@W3S<OGt+9horzZD2fS&xtaNTT_Lae
zz-MWCeZ7Pf;H6gI6;o&;qwuL1-Xl{yA9RZLHlDfC=9VMN`?%UlK)m_y3N2<;oiRxY
zH|Rcb^Fhdizsx`!8a{nZ`wRypcUF_C9NJ(2i7=WYYc2FQy<ZfMFA(+Fnku|jcyrg2
zxEFpjbM9F$f0|qL?Z_1rNC}6O9BouD@lIVf71?L{##cf!Pw}fV8fauL+;SEX@iH|P
zpSFp&fv?L^w6-i#fHy~TU}3_RhCzkXU}b6(nz7hOHPe({#B%|IjiqZszV0t}#W3uw
zPjzo`&vL#cw*(!$a2;aV)<BVaI((Ge*uZAAaI^KLL@$m%&d?625^^o!+^(=6PAZaz
zBPd)jXELht)_INI^>3qN?K+v94nNd<QadH$ekj+=8t_hzM74{5=0yA|`n)G<dMj4z
z)i4>{j%fFGKe?;idjeDpTC6P3r^EwK={qA%ujadN5=EsRIXS_uw9_`YX`{2Ble@S6
z!T}y}2#$$7OJOXAety;eZAtNZq3S-xaz4D86P_lXYT7W?X&pE2UM#jg43Q{{^!1Rc
zEh-YrppiSJZZf#gt!YLmtcMX#sN9Jn29?a=?=}(#=C@~Ok-cU#r#=pagJ-fsvmeP<
zX2l-J<jSbcJ_iQ%@vm9`A2h)K{Pvc8mdGOz-4o5iz%UVs>W#x^bIPFK^M0d`uBEMn
zH!#^d^b%Y4L6JwIm(VD^<|pxyxs6as<dHUT%u|y$COq)I!(@h^6NBjXlvUTar}oJK
zzM>0pdq&Od1jj|_O^xG;gdIe#T>1g_8>&9|P#Tlp<m-Mgdf{-<rW?h?VzN76C`H!Z
zM;ebxPpy|nNsR2T+PeQ%Y+}K#&6blP*r^Uh(X^e|&SUH|FR7J%8R$DeYh#g)+p)Mo
zuw0nCd^XvXQh(w@()dXqOzl3hT-!58=v7>DH@w4o{}75<<x}f1uIOu2z&fH$9vF)b
z;!I;k^B2W{30lW-KzJvk^5e_upa-v%K1WMl%3eRGuIy9gs8_Tn?Pk}ZY7G=H>lgoO
zWcg?J{lASd%sqsNE)&fUoVWkbI5e{RTm{ubC!K>&NP2(MJ5*g_{`>lws%8~(C(%$Z
zO2s&N{?w+14<@XcU->-A{K7@+b?0yX#nkmZoP2;|<fyz7(z_GqRL&dTh4)OH-{D;L
zBEp9n80r1Ro>rSXmT(Xw^jzYhjcDXR;F~%QhXhMuzI?ZJft6abv-)Q4NRb%JF;r6F
zPrGLJF@LK-{N-J%Hx%6R3D3HMRv871Aww1dq|u2}!rU|WF008M>`~8*8#Ib_xLkUC
z*`D1_tRR?%@s$>$@YRx*`NW#lp+hao)vs(DWx3g^eBJ$)RNcxs<^;b*a~7?iwIdmq
zWsB|ua=ts|B8t3rG1gC#bUCN2XaaK#m^!pWJ9yQ<8EkLgEj>rQJH=R+_iS$O8SRnO
z8Gjw>F6;!bs2ocL|9)4z6UayoJ1*Px6=q&tTa0h2jQ>M}0_goPz~J3BSi6%8I4Gc6
z1Rd%y8Y(@Ho_bujp=Su-g>8d%e`qqyEb%}l&u1<|rrXr>P%8Cr@FG2VE|{e{)NN=T
zDFL}I>SsRyoqLl!$5h3Gf9phxaivzGs>A@zIL+~Z!lR&vxA;#trn-d5PDgx-?i2Nh
zj3dSw-`fo2+P`RRU%IPDS&qCCyvYLV`;qRV?0>OZ^ld%QAP&i4Z=zHA?m=T6``It#
z3{s6&kJOsiWOdcz)XJyO<hb~nPyWSwuuTVQ+I*+KTA`VbI?yLxp=F5a!MM`;zPs)u
zXoWpixY4$>&lnH|I_EXYzj4mbRkJ6TQ=s#d&Ve=n)whd8u(f)!I!{G8DA(4qM;P_#
zLuUcqC$2OBXMFm?PWDqP?awsspzer(J3eJYfja?2s($hL?@lx~ANEpKSHEA9Nff-F
z(-a9|0Sr7_kzz;8i6!WZK3;u%Updzv6rPXs^v!}5Us^9Ht;P1zA{=7ls7+8Y?_UA&
zG5s8OwxO5c1ZJ@fe9Yl;4f$*^zzAi1tF^j7y`|=lIXT@4q>xIAxH!Q?1xXN~r6JIW
zrwn%@#c&q%Zxb$ywOn0y_%>-?IsNHiYV-jGEFHgk)9GE+9w1=ILvfLObqR}VE&(oX
zZHjCpL~AiHquJj>C&KU%)PBqE*g4(W8aYdRxSX^$VN|EzVF3Q)w?J+4mdn;)nYRs}
zuja~(I=Wu7gmH2^+ZJ*#sDdGPNp)<ZE-ybEvNwFyMLvKB6U3H|nCGS}TRqzDgZ}m$
z+kWgK672gGT18aUz3^OSKQ#yMNS6A&Psrz1ebsMQvcB4Yu<L=@ho!*5PgI2;qqm&)
zf+l7-Px0fO17I$h<gL7>vdR&s-z<syy;rF$x4LSNq}DjO2>}Y}Bm|E~JI8a{B+Gn!
z=oYS2^)XX0zEIKbn2LJLU_4ClP%Y55c)YO3W@%SaUGu8+Eie{?(jj;?s_GF^ceo0y
zVKC@il4tzdMYAa2!nR`rePsR@i(OcGiJ-t+)4$?}%C;>07EvMCIhLluM@sK}{M_0g
zB-9L`1#h|(9v;7>ZKA5la?6xX(N}XW4kyp@bf2MSehObBxEVgzRQc^n{<JR$uzr^i
z{5pNLzUb@R@=t4Ya}hv8TeMWj5W$*KZ<pu$^r$50d2`iY67M#SAOrgrx=6CZ=#ioH
z4JD*g{IdLGd>GCG^@ReC9kp{R(SlCCbkisG&y4O30+9ErpAGY3J*Yjv>KT}RjTlhB
zAEwC*Qu#x}j>)v=gba8%6*vd}k^xX8FNo;!48&wM{mwVy_@TIuBAC7yCb3%u1m$>K
z*ExOj^o8387jhB(cmEZpEO0BR@Xc)+3AG(#R(zQI9K)1PQbpi?h}CBqFCwFsTZhk$
zhQ%4H4zEXJQr<f=<s3P;<eF<&U>iF|`t2&|X%!<aHd5t*cr?S_(XLlIHz6T^qhaT$
zr3S+jHBa5p!Vpl5eT^F{`;1Xl!l>qkubj-@(Ol$szp>+lc{x)_Q`Gg%E0g@QH;Ql1
z&goLlYYo+`?9WDIn^0g%!!_JT4-SSEoAdWO-i;QeSFLn6c#vQ!-sJN}b?<u8p#U6!
z?AZe?%!L>ju!(qtn$~qGKK(<ZhqBxYl=m}O&0peRQqkglUhy>eG}}uCg^B^gG)wPL
zi+$cX+e5y06ycrt&yWwxR2f77|3YV`2Y|WhR|0G(%?V&aQaYhB$GgVC>pq3{!ezpL
zi{Gp})R;T4<QCRl6hU|!3ylgbD%_9iKY_1<CFtqeO-R7FW?KjMB3FMeV;m@7!y<Kt
z8U?b~=Ou3x9WtIcN%zgoLoOSPn)DQnVy?=ah;ALpH2r1Y7O5uK6#UGXo}EIc|D=l{
z7b`2WJY>PAmPA4)J~3`O4%{vMvXX3b>~d&RB)0vI9$P;ROVW!6d4Hr<8Mu5N{^0*z
zM_Lhf(Q;YCSL6DuX$aJI|J8Qp_yHIeYH}oVFg6P%u8Ba7ZiD4FX88s$f*CU3(i(iJ
zp6m5SI%Sn5>Z*II<*8@X-|O7*_gbXWN+?Zy2??=lrKm7&nH&S*4SR+l`(Xr7bV{9d
zPga|*t!b7w0r{)Naz22$H0KrSyY;j;7>$t;&gTXh%_JSsGDGw_AI}#<EjJ=!vnG<Y
z$uBA(TkaDW3WlD_EKL@g;Ro%n`2h;D{693zy1%e<kD>K=SAfjCP0bhqVM{83_rGgp
zk8%VjYskF;7eU_z9wA)!A5Ewd@27xCziwMD)4$w=T&XJlji`$rWF#M$)vQAEz{nbc
zTjnD-u6p>S+B?Yp0N5Fgu2)HJMMx5?TnB$nqxWSbn~~AQIjgb2DXbr<uX?n1`vr%|
zqNRioH@U9chBA&3St?LPz?S+k)0<6Wu)9}`WHYcVA8}B4Y`N)XuFO0b+EXy(-)}gR
z#Ht;gseE7U8m}nNIqm5&g|V{V&!(cXNo$Ck(>;tqQJXy$J#Jaw1@r<pily4`Z>3n%
z?M#ooC1SMCLb3b+A(Bh~y?4u{wRLkB+UKZ4&wT-FeMbd9AE>`rVqu>QZBU&+H_Q=_
zEbryVMu|qvqzDVoY*~r&lfXlW$Jx&be@)R08cs!mA|o#{JkMOOs^a9xS?Lc?`-WmX
zB&#I~{@WZ~c39zq3v?Jir9wmFd&vYmogI>`^nNHDmIX}G>WhFB!C?8n=_vo9r~I#%
z%<P9~Cnj}yAioCZbMr1JtW;Nr0H5CxPvITQOzFZ-fz{z1N+5)pfF|_xTTL}*k0Zkb
zbAN9v`K@wwT0wvG_SI9sXB$QVOK44=zunb?o%%tnTDPQp#pv|xi`oS~ksa9eQ)XTg
z3mmwyJ%_?>7bsXYFp>uhRrCDqun8nVE#c7!Y0$<MaviY{f_RR-nd~tChX(SK*+?-z
zb5Os;gH2d-+RVtj)#Ks@uLLb9xmc=uSo8N^SsxF9f%f0il$jHd-Y_-nXjsE2lBWhn
zxPGu3z^uxPVOfGl_<DuP_t5kAphnN@e~}4iq7HIsm64w!Im(8BVO`YH$4kvaoTs-g
zdGW5{@BpJSD8cu^+onFnp^BBT$jymK*@~Qfm(BoFL)+?sVEgI-`QO2EFeH}BP8u@|
zRb(N+J9Hu%zD)K_KCUZ8-m5#D7M*n|Y*DP*R%9d?W)duW>QYoP3q=+Edk!-H(7f_x
zEc`_@^fJ`~X@)Pib<RRDo6mAqN+!_23Sb#3e_zKlcn4qH4|hLx2|A$}j8nu-Yb*OC
z2=-;KrZq@wYa1v5pRv{d42t+CFvWk;JpYRT`iiOmFO7luLl3%~2%Z(qk~wAeRE?a{
z?oWI=&%_Mh4wg8%b+8(SX7%p096s%C1@-a-ax~|kZrrjYzytj1>ACOOo?7aCd&`t4
zx*4#={}^jfvuGSRDnbxmmP=h-0w_P)MB)*?RBh4u#2#ERml-SQdOW`IUbV(@YiPS1
zNq#h1Rqf~}KVeed@-*6<ilCf_u%@Bs=&OWv-x6aS*{u4;KuxcXb_f90JV_hu4r3H-
zymEqh=;kUaOz^a9t6r-Onvm|7bmhnAyv)XBJ@Df1HJ<((mhq$Iae~(t#W%h(fL3F`
zsqwqwgjN5nTMudkj}TnjlXuE6US`9kgkswOA!RhgWX*-jpK;Eeq7b%?rw0;}piweQ
zVn+#eNj=n4hgFV;zq;Qy*k&3S<S%OQtNm<fin0bB{L)+_hiY{;7Lhtkj>}3pca}a~
z{(&Y{YVQUp=G8fVcT_IxhkHBcfDXC`oXOK<RO04Jv|=^4S@JVytzmNYN#*O!njfTo
zjge-)9-f<(X+lgbv4LvDyFdXqJI;11o>g9RoUEUil73JZufjO^SEk8#bHd?^+a0+|
zH@@Fma)-+2_|;KA=uH};`)?BRwB3$xjq)zfSjs#Mpt>Z(GNfiWL0yJsgw5`6e!`X~
z(2XZ<9r&bqRR4kW>OLqK*dk6`d<uWcJq9JhOBq-6L5nI$j5pG6ej!R8I#ce$*USx)
zu$OK#R|Pl$Z0&W=m{TwUlP%C`OY<=Em|)@kRbw-=m|4dp5b+{&<9oB%#JJT0@)Siz
z+d)6DTYUxaB*LjTfc=JEk`b?AT208et))ZJPwnguiuErW5-~`|&s4fIpm8ziTo<5l
zDpn)`59>VgrKD8ouP0=ohyTJe4iy<&JeIOmLZ$(di-_ao&&NsAsGlp9D0YIJ?n@ZE
z!F$dKkJAMZELY4)jQJ;7{qOByAzA-x?Ms3i7hbBCpRVQbnpaqs%N?kCu**^qvi=s@
z8hV!Uu#|I_)CpqnxOYX`*ZtEn`u5EAX2Oc;CPemd6Kg?x?WD|O^1$~GO&q!RhU~kc
zoU41FanG5f0u+`V`kDWj8A&+}{MK7sseqjo66Nchr-Ny~TKfIHH&f|zp#W0;Qp}!3
z?)Aa`OX`=yc%7xefKt>qNEQ=k`iW0@(u23z605Nk`Kd}<m4)&dKy4n@LjQVT;5nd2
zbfHu-Berxlyo+LFd3ZvZ!#*SahQ_e#*j0D8<fUAAHSpy;G{F+4)$s0gOAA9<ZP%K)
z6tnh1xC<e{8iU(}AWRp+RU~D3INy9_v{}O;?h4IUgBl((;$e64vzq+x=znV4(qzT^
zqP7M)J@Wq+V7Z?1@95fJJ;boCJZRm2D};)j9}Ne~R@#rj_@1O5vRg0iM*FU*r_Zfw
z&EDQ^QeDuh8qE!*6WwD16xmIByOrb4@5d+j@kyw$=J(ZVrt}b}B&~!$G~fwfTY~yv
z*q^+qbI9@*d0nS5D5jWQTj-b?3yzX~_a4x>4U9EKXC)b_w)Jd`Q^3Wdefstk%WHLl
zfs6nw8Nyu(N^pCuXYC!=TJ5_jIe4z7x$D|TG)Zg^w`JkPUf&;F^<He?nQY+-pXDZ`
zpLu6gRewmRD($h8-vxK-jrE@aN;~GsC8rB0x%@r%LfrR?rhBn_5pO*RZKrQHo>~0}
zv-D5^a(K>p@1o{+R3Cnwd1&INFPCUX095v~9L-IN35bQcFYjA_Oc~DznV)Nm{PBmT
zQI6tEag>$$lnDq-4FZ7qmhegi@jcJihS{R;81tfrX;O=Q5VZIh{)a~22&pYOItUO;
z*IU}g8bMiGx#_zDLTgl0^Z{hi7t|%y0;FVJs-g=RviB13{GJ`R4DHVZ5RAJe4lnW*
z2G<wd%naC`KHI7og<6Du$ejx#^WW9LSM$j81h3Q#fZ{P)xn!e;2nUBm@xG?z58Ez3
zmq9~KI#07x??>wys>~N(4kj3i7x~L$skwEr;}hM`=<yv8zF%vo?3no#S%x$JxRj1L
zPb3QNLE%41lti-Iu~v_UpS%L_i5@U)2L2lhJ!5|5c4V}&_i-_{LceO7=)P~!DJwvk
zqN>8i%66)t*9e-fv}qoWu#;D^v7zgTuEo2=-wU}$VawxhpRKm)YXKymA(=5Ct8w@#
zp`6VLW>|jLuh;1(Sr5QJO1IQ8?oBq*_V{v5*VqpWKm;#$J(md+!Fc)g`)y4&LfLTh
z)}EwYR`|%`-?}4M5pOnBNseeBc_({3ny*=wDGfYaRE#>WTyJJp^SZDKdar-ONUwb`
zfBzS^*<y|DD`lU6wf31u&m-jS-sb#qZH;)TrEy=gDX`RLg#Rk6k^AI2V?Zs%G2Ex>
zT#ob4<6jNJTDJA5igI&|*NYa&M$Sj*cULMm;j^RtsZbTL$NOoYk_*ug=rL><wql{r
zH*`a&&m5*ZlDh3LHE%lehReg>qI)#t1v6zic!U8xP1O&@l<QL_#cFT|vH{V8srojW
zJ)}v?y{f)P>(dS_E*^gG54E^@<Ty1<hNG56tcLv;z>%Qa9Lv7eZZHR21L)NHeQ)8n
zco9grSO2;g<k`B@j?)g$!A?f_b?Ua=^}t78R>s2`M!q*ea`gS3?_K3IsZyBjQO1LL
zehM`*F48O4G}U}%i^YppQqAB)^$6*O-1r9pDy!;=yD{X56C5PhOV7|;sDhE+q~TD8
z`DPX(`nydYdd1jO`Lx%C+Wrw7B+4W!d{0f;nDsNW$s%=jifc}oGP*owJvs9GX&5tY
z;W8#IqEF1*(Ek6D;=d1HZQPoQh5-urhHruK0YUpGVs*sSL&%swKS7d@kK*}!YO~N^
z=jn!BsUt~o-{-&-%MBADig@-lFG)g6n6t^xC6nf;PZf(<DhG!K%_cXcW4`(1ki^cH
zbRoJSV^5-v9v})`MJ_oHHwGA<n5DcD6t23zUb2o$^CWGq2c|H;65X-P*&ytbw}x|p
zd&$f!bHsbMbiR2hrwU{lP3_jhGxH5!$0io0jNi?ZA5>BFxf+<ytm$MjDRL!+jgk)k
z?uO}HSO<@$T0#bDhvTc2iTw?u+`$5zym3<*B|TA(7T33L>C2zh#3|%`J$SV%5kVOo
z0l+$MX18xD5*A$|p_E1<G^u}A*6NWYM#}I&FwUbugRBWv27dUXl|xpcjQ4q=nr%qs
z>+dq2jtEA#!Oe}>qrVIIy?wj}PoKjE7&D8Ds3)=lk{9r-Owd2n5C82_kgj-3{U*7m
zp+I<;H2m~R;G0j#GNwT@pc1#w(b~6%c})2jdDhU2K$*`5R`t!0J+SREH;z*iTDPA#
z6hZF;KI<!OhUo*=vN5I=!|TYKX~!QvFfDs~sve1YvYc=gT_XpMT%?Qzzs;u9O`tLm
zW2Rxi7W;%`=cO<ij=e#^Bj61=_Dh>)z(MpuS};z&S6_}O0t&z1gDB~RHs0wydn`2{
zkA#^I-BE1*mi#l07yi&p1J1l_j<Rcus3;^uYl-B`Bcqp5TB|G&gh@BJX_DIfh}f=G
zP%NsmFA|y^Ovx@bo)V*8yz^o%2q267hfKSu+)IkLn^bm4L-2X9x&}dJiT*LYaL$dV
z(D2n)<Rn)LkSJME_?S?o!%`hbc<pOZzK=$G%Ef7hY-xXW7i`u8f=&RTARx6}atW)V
z|MjwZ@~vuSl>aZtUf$Bd>G~$nJYT%2rSa(MH=MXhMpR&0v>N%d7g72HSv(`bk%M#k
zSrcEp4-EdIHx_bPd*|Ktzzc^E$kq{q$&Z=wli4{m_5OZIkL$71vp+Om+<r-1kn`^W
zOA=yO@r<MNB{rQ=VWC#)&G_HwExhWc<6J>Ox}))i#$DtVaopjP@1~D_ev1oZd-jfR
zVzwN9Tt^BLG6Xdlh0S*bYrh*yk^mXhy`?52A7<6rM71ld_A=iU2~9WiXU6(>KY2I%
zFu<yo7e?BW>e&P!lYKVDsFK*F9K*0yV6#R7L#G8sSx=nsMS%~$$^VQo^C0&RO{n~<
zdA4%zftd-X2P~fb$^GRvOIVlg2A9kJZuK8>QDMT$?E#9T&Zlef*6YyA0rY;^SwADA
zGZR8CmHp&y-0FbPN^-abbf!XnAQ>TbX6;=wa?lpnBdPK75plXCCQvH1)OI_U{$*dk
z@;*b{B3Q{IXYR2FX#Xrk!cQVyi5NbNOq7DsdN;Iq!JQ7)!mJ>|xVYG4JWm4gJ~($k
zQO5DU;McADUpK|0FBkY1LfQTE4?rg2DONyWS>4xBKYJ;wbwTil;bsYMMZ(?GT|a&Z
z+VzYFu~gY9A4cZm-sR*PZULB#myFAfAw~{^o~}^WqHmVEIa#$+d*SKy<&R8_)uw)!
zcJ^s4o`;w$$SdtHe6ed($lKXDj_5-L2~cgZ2!Z+H5npBU(H;Gl_35Z$M_JF$uQB!C
zmkr89_n-R0AIipUgInd@_WfR98has64u#y84k}aHhZ)~1t{<}#(?|PEjR-Z1nm=qn
zcBpuE$svyNM+)}_Rm;f5lm1t+aCI!2Z|6kgu`YY@59%%twJklLl1+HsFv_k-H(PX)
zKSiWGuglkcx(-voO1Ez9IQEQ4E$}6LL<@1;NrrA`Z}r#s;t|s7<%8Qi<--W8>gvc>
zR*^3Qv<mU^qxImv_QlQD9Lq=BPL~|mfFaNfkX8Q=lQ7)UW%kViFJlpXr31H?b;{8U
zuFWbBXyBSa&2#tYBh0mZCG@x9W#uc9Il6ycZ?Wx((NyYk1rEqqz2_ae7@dZ&wCp3=
z^qATYT1?y9fnK-&p5}-6zg%8B?C?E~D(NUD1P&XDH&wc|@ma%H#P@&79IZCK0bTVT
zZsn9{uEn@}S5>&=wIxZj`lmf>;W+-O#GYO^&md=5I@O;|*lGiFuP&*NWTFN5)O1^Q
zqm}xUG8hyTg(iWBN6ER%c8}<aWiCf}cq`rhQFvQLskKu^KH3{sn%y}oQiFB=F!|}L
zRBwB%(EYKW@7^TTi&niO_9eW^BHLj3qSNf@5hb1&w%1{v9}m(4`kRai`J}m9WJq;f
zvZ<a>%MmYg2aWJtG++_3t{Rm$&9ryS>gCSq&+lF})tI3R0W8jkz!RlQ2DhbNXDORX
z+iIA&!Nz9&)~9bq=BNn3*{sw8SqL8<oTbx2D`o^iOb(~QtQ$w08N1%8bA5X1HWMTQ
z`I^BHyVS)gi7h!cw754|Svk0yYm~mEnb2cW;eL4L8skD&lkfX7o69*@RFpWjJ`;La
z)v(2;v!^Cweo&r7m`jK7`uOu_t8wwocAkIj7aJ^js#qC-jOhG)?%2G!n)$jwqU+3q
zGh-ik|1Y<ZDw)r7?uY^CY}lKCuJ-YQX+nL|*c-i=Gt(h--1CvqOJg5oP5x3#<Q6)N
zu_~0;qUxhBkeuaf$~d$Z3?0`*!+b5juyql?l!qGBeb~0P8&f^=KIkD&8E>RPrCt5d
zvWBSk;Un4J`wcv`7$9lT%sKdRjh$}(B%fIwQB;YrhAq9Cxb~vqp2c*zmyFLFzA$Q4
zUw(+c<AWtt%mv77&<lvRE)w0(I^!|0r$uq+f~Mr_^2X2YiC?u8CEPs{u&qFMCDAFX
z_RgSCS_cYr&qn;kGj>uWH>%jG)_NOklxZmmY#+$)9aiuiX(b6^l_c#cH)ofTr6Z(#
z!~!U4d5v@vU_hN$xqyzMPl5(nh<>B)zjXreRYWKB=!%`O!rfwdgLE~~(R2eI=J58O
z^kSz}!?~+_{Iva;Z)YaY0KM)Zb1)?QEk`8GO=#Emdk)~Yt!ION@I_ng$o57CHk-)(
zp%DXHOwFGw`s&=MBpF;AKF+^sG$IcN&*mBfbF_tJVgL4~!r+>Ycm0IcF2d$3w6Yb_
zS*WqN)p@ff=z`Be_?`=9g#w-yYQE^LG7|itxe>>tRS6=^3wyA-d?btKNK_?;T1TTi
zRbYOw?E4x{m+xz<8fmWv`cj>!%7XV49V-UqO&3>{Tx_8}Hv$b_8ZZ-?J~Pj)Tb?Ri
znG$I#%%K};wUe${?D_ybW3e$5zL97n#raJ9g@q+%-L61*rLdO(ZLwg(j$z7%t)%II
zBx|O?gXhE`-@u!tvEktUZ!6M1aus^9f2B$3i2Wr4D5?)hvniTX$jfx3?`^<E>s?lC
z#N&(gbT#tbX~PLM^Y0XG=02~rZXJU|C|COrT>2VG&-XzQ&75;pSydf*!$}qOkE~n*
z@-d^Xa1&x_!Djvav{Dl`bIoqH0xjhPH`qJh;9c-gc8YpZZ2hWb*r$TxSy@hx1!UCZ
z{j6*B&NqggWqq<m=|BZ5&?~A<z8WF<uZon`Ht^MWZD`=dGq9n?q;|+@;nkQtEH(Ss
z|M1wa@dqqB`XMnGhlDf{pi5ACvy(x4Oj^=ze|~u&WF90&eu%JOxoBykyAlA$QD3hW
zg2K#*vEe5cq9DSWiYwa|%YGS^t&#zHa9gU-Wk0`DZ0UFU5R|y#OiK+84~;h<35!!+
zD`@53MW!<?p~6}AjO~SSAxglPZv?%B`6Awzln0%YfbQ$Vj}7>Lkh*r}1I{S>111%^
zt#;56-7sV?1wtr_QB-t%OnC!)Ik#H@+q9$hv>%fnPqpAD!RS|nKQ!+7cq-@TE)t6}
zG&Oa!ia^S#133=5yyhSm-q2dB&NBAo3xIdf8-%)H>`E_nErEhvo*IkhS6WRjo(B~z
z2Ud-4%yJD@`9p0Ts=c24p}DLJmR|W54p6d{)CZL&@fN>_fU%YPA5-gjwQJ8m^S<cz
zV{K_FkL|^0-jT=7bhzt97H#T(5cIx{NlCGBFCW0DA>g=y$tYXESTY%ybEjSR3h(wD
zpy%HjOK`&z{Y+|7IG;bEf(_kgRC`a~g6%;*!}g)Lt-hWL*~%h{I!De}KMFU9!$}n@
ztNA_iW3{$^c~mNGNr2iERG8UsS9{UMCR3(B`B*9_!Bfu=W%5~ea3!^_<8C4NUi+I$
zOe3G)>T5^CzOx1IVT2>dV{?(DeF^I+&O$q0j+NjLz=E$ud&s<gpz>GfK=?ZPoRKxC
ztu9Kdg;khpadWayca{ktFXs4RJ<O}}4BWxZtiGPmQ527;?OpQaf#F8|tj**b_`#A;
zs&UVO^cDt-NIeKpUFbwOCRTVOnaXIb0)gfFhjP~!vTUo@oN>W=DFd3oNe|h%G*XGw
zT16p86iTx9d8P`Gyj28P=|h@iQ!_?G80{Y#4xST(9LRO+n@k(eW;gCb9??6o57P_J
zG%E`ZC~$_)V-`Qd_w9#a*}*!Z?K}4fCC**L_SCAP-(vkcut{{?w4U_+M0{DYb4Iu~
z3@Go6KQX}J9&~cR_zIVs`voNwIg&MpAD##~|H4l~5R9M@s=Jhlz>L@^m1TpaA*U=>
z{g#%^$?$<ZtOawikigh(B9!j_LaLjqyT?wA2TMX9lr}@d<*%Mk=r4(bK7=5wX2{AI
zkyAz*O=Y-fc{tfms>75yct*iL=_I`x^rif|<oh*q_{pyI#w=u?GoGrK1hUtEAU-3q
z2;pSIm3E^Szn7H5YV4D)D$2ICwvw@`TW0Sk9H~6DOg_?H&c09QcR*qDhDui0{ue1;
z7PF6?V({Ajogj-~T#5antJ_edsRaPn+eH1|c%8IcwkZk_XWcz}bt2jO_g9~nez#$N
zT=Clr^z$X-SY2_Hqxo3w1mDVU;FN?^j^dNcm!=vC=EaeeB%R8yz7OnvQ9WRyXv=Gv
zyryVTQUwy%!IT+UNH*A+fVP0?5_C$Drc5_apy(-_u(3Btzy4INpQ#=$@uk*s9YPr!
z8tRUlEB20Mk1k{?g0HHPi&KEH%4ZSa+I|9Q4tD_4++xv84UpWX+43xLY^g5xEueLk
zDasH21YMbO=>xhm!%ED`z?gSDriVP?dDyPVIHZ>slLNJT4p~8rc?N1=4w(DoC+8ye
z#x7*pf0230WghcH@%wc@cwfT|ctJT{=!ZiR^1bSvyCEG!rV(nwjFEk{iFs{M=NQ-<
z)xf%>xHdv@{BhG*-94*;$0NGu2aejsVDAOREXVxx)?FAa{i<`QH{szcqt|H_NmbCQ
z1Aes_H)ZCTORhncT69d|#bNNuqFo?-7$^$GGHu~Vh3y+?e6%#w{k`LzHN!-+lE*!k
z7PwU_H-8Z(weExMDkxU*&B(f@ACJlEF`f2dwds#&4J)(FxM_|;Ql&x?VB!?6oQlY9
z`tikQdPd{zlu@gLL_`wx&;!YNl4xJETZn3+BC!BJUzff5JI(1I8WMP0)$L)Y4A3UJ
zrufic9cf4#yC7DyDL=G}1GJNo4zKwYtAX4Ib^vy2vZ4VR)v1#3rOTP2wY`RM8kKP+
zTv|o@1_dP!3k73CIZQZ1!F%zZZ}d`mZ7F8IQG1t1y#{STu7fCX(@Mh>!`m%-q#H*r
z)SDBpi%Rn!xEBK}n9xU}7@+^LwSe~DAa}S|8nP|;^Q)=vSuR^*_$SymHw@qUM2gnE
zGRPccaFav@L8IPkn+`7grkD2o)?|5Nl=6BL!hKWtb~UIz@(hrM0A$bBXvPbu#-^(I
zu<umww*AxWS#2}3R(m=PH_3PHD4*q*MT$8X<`S|QHae#6+6i(M)cPi^i*oc16@w5M
zEYzO7wD?}#(@XEuXTV{@9_!dD1&6U#b*>);+@I}bJgpX%K+SkZyX+Y4*U#p?`#Swi
zeqoT$)7FD{(#KCGM*=JQCQT|?Kth%qi-m%eV$fJKFG2V5bPa2z?sL>ZCkDU_w30p&
zVk~@0{Qch>OPb$$xFfu@21qF^se(TwEkCAGb}^$Oh|2YTJ=(snfoE0#X0mwT$R*g~
z`cPZb$UTR9jEi;tA^{2SAo8OJ^LL%6$B_o6cHTfAZ0~2?`f(z@soR129MY)}iUl7A
zR`zIx21@UrMcD-adfqWd%t1d@(F@ewoLV+iNf8kRYn4}5YVEdO%Yb|>c2Bp<%w@Hw
zEkm{UpDH8JAvA)aMH8lHCi(0E3B!QumN`d$i^eS)(wlOq_}+@33gaqklXLi5x=mQp
zWVu5m%j5o+1kw5R4|7gl(v3+%01W28SjkP$olg#BWtDE|2Se|dc87N?7B{U@51PLD
zv1gH`unz76!q977C#mU>Q0mn$EB*@kaC{~`c`GL?6H`PTCXJt1jdw+~1+oWI3_j-O
zld4@|8zwi7?<d0dcO1_`aNT04?h@@6Yy1ryUjau0&p#s-uY70$w6;O?u9JIhdzTy=
zz8@{v%Rze_@2z~JC~lCIJ@xd5i)Ed$o=o9>>3jwLr`{$Gd(5j^*9C(J2k;G}JuIlb
zwJbFx)^MZ;7>Xyr>n7l8nLIuZ)X(05kMm<tnkrS-;~nQdzP)9YArQvN(-+hVy=<>@
z5qXyQEjy$3K_m!oh+Ne0m11VTclpWax8|Mmg-Y(+)zvi>A8%I$J>UZLj=YzO6h0K%
zW!2V5{<9bHFK=6>a&J&?qp&%lXcjl6!l~{GZsj{@iReN&bi>@{`l<OL0{%tw{+$vh
zGJnbUH+a?Xo^7qSs!4a&dc?Qk(zNU(!vcR<>`d1uGJW0#%Ujk}K2ee3uO+{YJ_J;R
z&uU2YDVUgRzdC(vlt`Q8x^g}C{JrR$(R!LgIMYTA9(1b_6hNQwJJA!Xd8hVia@Q@v
zceg&Y^f#FjvKM+)jfdPR>dId<itO-?K4)dRQfX(k_gcus4M56-S36Z;l*(oIxNTDU
zGcFBWJocn1ojTsZ{Nps8e-~2AVPb#nlgq+jqfCLf=k)ZPw}YNHqKjVgAx*aeRhx*(
z8GOhovls={Bc$aiEjWSDzP;fy&q80+j|fMqIfpCV=3L`BA~$)C&C1C=5YD<8eRE8T
zv*jgJF!k?AM*n+z>OVd2{nQVY*i5yn=2|b%+!fC9_cCUnU7cZhy?<!Tg|$)1h-U(Y
z54Jn3(xIolH8q<#hE++`n~<*sT4*F~+#eclN)lz?T!A^irl@(C)X~G)B@V!*TR`zV
z5}km~(UKkb3AXdUWY=$?DMRQJ)~&nQTg=cD%C-#8_#!_+bv`AORVI?y<pxl!6XnK+
z&@=wR4}cSrqAEP6B+7tV690!r_NW{DbV>Z`q{|*tKJCCh8&LfvXiPOR2{7y0zrOEr
z<l@*7>J>tl`tO(tRqx_HlG<ZX3%m3(c%vSicdL|Jt`cB@xH&G|TZzzO^`2`pq&u60
z!2-Z*lH;<F_(oOdL*nZO3hh$2oRA4MsY0GD;$93Po1OXuV0!l4Nea)Vr{+wQ+%9gh
z4~AO)#H4$N&gX|#JsjF_xs&wHkAIJwe@5*m`2x{k&a};Ns8Wc8+#>%v_Ta%*R1eB)
zWf7u5_tZvS)-CZdmu=y6f0C6Q4SR@lXb6k9iA$BT3tzi7M~}zLj&Rbve-Exx0l)%7
zn<WTwDqw~TL%nK?OZ^Akv=uN)GHc4px2-fr0GNlGpD#95D+WCsG&2mL3J|Q?O}R;y
z<IYns?!Aj~+jH(zpW{*t!lz0=Gi@cc;=YcS9w6L!BYx|#fB{W#>-jR#qvI;5gnV)s
zFe^J|<lL4>czHqo|FHMoVNGr8`e+ao5do22gMfk}AOa#?M4CvIUPYva4uMdEA|N#a
z0!l}E?}U!@-kbE^TY{7TA^zrCYwvURTKn9)&pmhTea>^w{ey?hFrQ>H$CzV$-}}Db
z``v)__m)oSY<ZOqD_TtB@Cxqr$Jc!C9XaB=b1Px-jEfmSjz{ykF8EUK=-^qNMej9U
zSl_SE3LzheRqmUChq=>=jTe%_HG2ghR&Ky1Em=30L8azAd>%G+H$suIt3l{`!`EbE
zCAzyjmbGbNd3KcV0fpTSPkOz3zJ1lGV+71u;)`{!M{y|rX*lGeJs!-%xYisE)`)J*
z0qO&FddQv|Q@%XCxlB_dd<A2lnuKs|RFK1H*rEnx#d+)lu_Th1xSfssIYKh*2cv%R
za4sBGOayQpZu2L@aJ0ZG#v%<rrn<r2b{p7!CM;xlvloAYA_&U@O=AOrSAk0`6?LV{
z=Lg8cHi+H^y-Wm&edaV9Y1rz!`7dkb*##zn8Ds%>y#msxN`b|#^7pd9?A5r(6kg$!
zp5x+kg$HIV-MlBY$*3YprZ0;qwTtD6(wXr@y3y|=)s62a0&N;kv<pmUtlek`ttse}
z-g+drhZsJBq}3n%B}kf-vX*#u+F0i<xWv1Ae?<TMp8Y;N4@*9D9w%Yb?)SVZdChS(
zXKxmMZ@hBEb{FNk58oHm|62coS>b*2dG}wUB-5AV!kfQbYrXR?5z>F|r>sKBQ(=hp
zhoHFZ)R5!H+aE9a_yL^}e8+u+VIDnBRxuMIp?+zm-Jv+{AMoXhiu>YvjRg94UWU3^
zWNRu(YZMO`^q%?e*5@0~$35}IL4Q<Mpkv$gax8b*1C`#Rs3#w;!0RT3&t8|g0A^LN
zkv8O|&7HlK`SGob?swu&*oebE5AyCAZ9(_!G!COP8H1xf`(=xO^4+1$O~;&W5!#6!
zgyg=E<VV5vxPkV03TuYQCfoAw2x)qE1mYwf(RppNT*bFIb5gKRH(h+O%rFgiZl|)s
zH6&n<hcT6!8W$0-iuO>tcZx_h{Dl>GdHner_`3Ui^3mC~F|*o|AN37ym+cu|l*QXV
z#|kOz>3rxIN_dO8w(DZ=iyYpK(i<~D8f9{6J`@^p{08`ExqdCni5s^b9S){XWv)pu
z3Pa^Ji#!^qx2*dN?@?@7TgTy_z@P8D4hH;!mcmTKWT{kN;qBZ#)V}<@EE}j3Fr%yl
zMyQPTKPm<ISHJiFtn}bNQTqQ^3xGfVHUL~p@D~Rt0w5RS)PVY|rx#osi)JfYj@z`%
zeZNZBM`L~`YA9I(6Sd$|lC_^KU8N+82e?j$t4bbHV>^bc3)tF|cv0dL-|MzN3`^FV
zdcDtP{&tYIA>*y0JJsNq0Xc3oAG2YpK_EZZ6`f~gOG+ChiuF}=8Hsha4Q>;f`l9CB
zXDMDzUMZp2j3q?y?>DQAIyHU(&{?zkRvHKP;}Jks{xDLuDLOEltpGL=gu8r8y9zbC
zsI`5pnD)^d*gjIhVeYFjML?frkyKxXc$$8rDQK^{=W^;#5X=W^PZ-$BV<V7%F1d|u
z+vOm+gUI77dVtDmPXucp>{g`Hn@ukFay$SwOwU}LnCC=h2dg4|7eij!^}M^CY@_r)
zxKwjw4o0;eg?_4#&Xd@G9_(Z!CdaV>c^bUby2!bd+NCFCJl<ZMkg`whta5oaWUnRb
z{5dRVX`F{5keKC!R<K@krKB=;zq$H|5j<Q+7_sEAhq>3sGhh!`EhXnS!&`&Y#jUA-
zf^->*M&gR&qSJt3cqNe%{7#Ab%6a(aS#aSQyWif6z%4$x$^lNSYUo7IA>@G6K&;YL
zP^On;*m7XVUrdBKG;0Gwut{T@B7JCWGQ3ZSEgcvN#Ejs+_p+f)jJpAiP|J69&lejT
zg^(SgpkW&DbFq+B91(y<4dIHljH&4rfetGyXZapVOx#p`uP;0S<Lxbk$SFL0!P{Bx
ztTVPvR$d}!>Q@$e7nwJ%OE`|$<r+BMf!~rl8wxO{yp4f>_Ez@(g@K+wPF%+xOP+KB
zVTkdr;=t+dPf$1lm4zz@=2(oe(@zkew{n(?i;K4CMINBN6$dPaIdNlkK=r2|?v%=S
zTbAt9?1c9RS<dKQcyRDKyuw~`Jsa30Wgg5M^*Y>k@}@LB)o9>szWA)rD1$RO5<arr
zNRN3O`%onNL@?et|LdwPP}}jtC6~y=-C>fmMY4?p++WUpXgRo-h)muKzif`4%oLq%
zd3o#zB-snNAjITQR{rc{T*<68g+;9R_d}{8tBf}LfT)v5k0d`-UUmrmuO`u#5)G>u
z!^4O?^#+o>fga3dBA>q~%5S_2<}7mft#R?c)k6LU0z}T-2@n71_n!Oq+`Cb~($AT3
zN*lgqGL9ZuZT5tlo}aez+*okL&mLOf2qcWhtGF$eXZEWFly0#xW!8Cj;4lWJKLp1V
z@jv90`&?XK1^g5D1p6R9lBkZr6Yk>zye}RtL_fe1?|B?COAQ{iXt^*ih=Z-n*u~mj
z<@krErn9O};(c}-$pm$Z*}GAyp56~BM&;+;d<M)+Vc5>XwpjIyLe`AB*rPMLb1TIK
zIRzl$47F3DkuyJxL8E~|1n?Cq1D;egM|%Tn{0@4HqNCCOUDG3Q3fB*C??j>H{ADlR
ztjnH5jycaoP6tZ(ck&RUaeIfmY|6v84$8NQA@b+><OBl~OqOTkqzF{b?1@R2x-o@>
z%`lD{(_<9dAJeuQ-LD5Z`3}F~G@k)b$loAWUAywP$_$V%sY*XgZ0M{c57)m7ZZEVl
z^58IA(Xf=VGqG$SLG1?~C-N&)2FPsQH9UaND@C1+?^0?LWZkXpnvF}30cw^sLjUgy
z2>v_%_9tf%|1hw~)hk3~L0oOEawc1#_;7-d1h6Uq`rq579I=|kTg2VRFtMBLVfln3
zJmR?mP8&X4kPS78ED1=`VzL%5&UJl`A1~X_=@{Le#^85f$QgT_C6!=-^ogPMIN4$>
zKP>_8Kw%ij`e#i#ahjV$z3~R0{rkYJ%^J`;0SnPZ$>2FKnp6JHC##9wjtGYq2>94I
z^^6g0y_dJ%NaaN_R^E3aLfJT_m6m+FxQz46#lD4bszgi}&C!Y@jo*36KcoN5wIXpt
zSml*UZ=-V3nDe)n`PHb>Mqs`MX*v#Dp7{hX)Cr=UTl8?9c6UU~rX5!eZ`??>*gRc0
z*M{X6rhW=ge|S}xK>LgOr%h2Mow<kV-vK)A?>GH;xfE>9BaRd8gDf@0Xo<Iu4I1zn
z<L;<#1kSx^Rpo2eWJ~d0ySv&?kR$w_1L!)4a5yH|nopml3cwPc{+4oQ7upr<ELiPj
z1z*+PSK#tjJGvA0EhczT5D_v*K8$2{D}r<4hy`XO_tX5bVGeqY9R;$sUFlYjj(Y|b
z0DHl+1prH}z59xf>QPv|3xBi@Pgb3lQQDFcg?#6zAcV^t+{E6^fIID1@)~noYGlCF
zn7`$Pa+S`$DtnrTfIi{Jj0b!{xwX@OB;!thBtNrP^BMn?M`ewx==>4oQIQ(&_SuHT
zZahY9>kQEjzpAq$CEoXgbR2a<QfS&>b)w^3v$Gt99rmCreCqR7NhTAEXT+c}p>PyF
z&In)bg=e^oH(nM4+an%{PA9+z^g}Ihr^Iqtj+gtq+biG(A2~uOV8-or5&L{36?{12
znLOlgp@2rV4SSE6fX^!dj8@50yr{*VP<Od|kedPgW7?(hj9f4S{2nVzc2-2Tses!}
zFg;U0o4Y1S!n=(ovryY-Tc5ymEz53ZKWS8agZr9lAJXvHF0Ru!BVQ6L<INg(Cki|>
zyc4@==Xa*DX<`AMDSzt|@m6jE)nok^V+@?>nj}V_SqP{X+=efR8DnL@s7f(=K)X8*
zXjWm3nBX(N9l%3l0N`);BjhH5d?X2o4dz)9yVt-!R(-%L%<aa#UX1|QZ`uyz*G%?U
z!VsWKSh^%tot-Rc4FE*f0p1;EMcF<BWLPu;cS`w{_HAbn-m#k8u|L`AK_l4#nJMp@
zgdT8a^s-eABv$UCa}<6%4M)MtY~WB+m_LbIFv0qJtI2?;G-}k0CpyJL8$X}w<9Mix
zntp=bN3N<|xN_kxWmRAdmu;1m_S1WqJ-VRxiZ+zt&(DH`nQaA8QY>dRTLV{yahI%}
zK2Bv8LG0?sXX#&_CZ_mQ%v#P9dU0gfy6<L;nlbLxcoo8D4af!r=Z6d`_%Olo-E(pD
z_f!q9a^EkoVY#6@Ep318Fr4yg8j4DsQk%hT3^3REPl_P^yUu$BgX5mo>|X$?)93TQ
z<L93+9R5w=#NQTC{28yQ{FlIl8%CTVc6la@rFi~{KDsm;Ey>@|`sJFkPJU}4WfTe<
z0|aRBw|d#px;b#I{`Z;?_f7@5V*8qT%&z0O$9iZTzAN{8WF@WexnMH|gEv(bR&L!`
zOVe|jSp4~9K~aH8_1l_`hk)dr{xD}P3dwDm!$u=zPh;9yPKLOlP|174s(`{ph&uTp
zj#F7~L1nmJR0b^@xWsv~sh3#a)&9czJM=842^{SJD2JPv@YQB{q6MbjbbL%ZiGa_u
zulNw6iulGGs4%rHrQTnO&Fg~st1XIO_colvOfY2a<;Rcj%b`}gfnfTGMo`|a&|6f-
zt0N7ogZ6pfOk~%#<Cs8O6y;2Y0Tk*vMN&fzVpc*7rsD$BAwptww^%jKBAUPvg&x)B
ztn?Ys6%9yJ5>m!_%09e~JI|InZa0eGMS=a`JMbXtU#Yol2ECpRNSz2-Ca$M)iYn-g
z2^>=gbLRX93ED6H$C!ZrV->_zwy%szpD)UdBxOy-Db=!YYq^#bZu)@Bgggp%9u*(+
zxSMXI<w!KwCAT#)YPwCqUXyfWP215Ra&O^mPqmY+e3;Potx5`ozDXM;EpxNN<XM#}
zStlCc3=a*bN&TeSRm76Xy&lW0{^eGHMdV?(K%!<-0wj{Hs||a-$3)0FB&7`4>D@vb
zZW*06@m8=UxDQvds=QLB^6@(;dV?xzswaCk>6p8$S;x2}(|XT4su4>pDP@FUw7L#q
zw9Njk6Pbx#o$YnW+5rD~w+rI~n$m=$crkuC46!?l_Ba%l!t_Eb8;}pq%Yl4k0XwZl
zq4xrb`7ZmF-IA*r%clSr=8I~~a6QzfGH_+hJUA~G2;<~=uXQ|r{4xL0pv-l}A=W3k
zlD{<Mb+WVkGv@uj{4+Elj`%YQc4e|7viM>qZ_Nl(*|Pgd6n@{N=)Y?f_}jZ-W<5tg
zBsj{IYvqcRqn$&CEpN0$VCVrI<$_kATlHbyc08dtIbiipi$%@n6ls1%W&{-|E<`=+
zCXd-T9Z|!8mqK1tBvfkmd}q&~#a#zoK$30AI((>{hNd8oSeT8zHw?6<vNq&>tu>9;
ztjLU#RetXQ=F#_3M^`4Dla{dUZpGe6OKy!G*w%M#Wb#rXz1)@=?;sk*z~vK$7;bo5
zU0PA66stAZ-w@eO>r)W~UEn2}v*<@1ClPI#zL$jywrNi|lwmf#=Z9%Z<EG@k=;H<{
zt`j3j(>y-!b>sX=teVh2<ZQgtWE&6@JudJy8JCw>FiK-`I-`q7e7QR6tR%k+cNwE+
z^tyU<QF5pEy-&8~@fVkd9^;8@z0xgKFDNR{ds|6YqPXLNIiI6_{;JSRpX7agKzf;v
z#1MT=uFjh;I`0lVyH*HjGi_96CiZA9wxN=vYCW+MML<TvQg51O96EQMEq>bn_|X84
zvJq7+2AHZy{s8hifJ^ds3OkpSOO9>LC#;WwA7^l2`2o?vU@sg6$N(zUb`JK};S-(0
zd9ETY=-4J-c*ha2$s#R)#C4z^v%VPOAXCwh>M|SLn%(%t1{WP5X|XaOamOBu_Y<@m
z?J=;x9K~RMqFbNfAx+<gJyGk5<#vxh|AmOwJrtgWELWDe(2IjrkR?D+z<pZ+av>)J
z{vg;nwQ2MK6O`?~Xm@m_pQN?#L)tL`Hf=-l-bp=p(f+-Q#Z9@4g5I>WS!DbfIQFox
zo}5iaeoT$>)xA*A-3uRoDjP9DAaMl*4xcj6W!+c~l#0^Gb3@oW%~2jXR)S7{l}0zL
zgLvNPVgMIRot91ht5k&=<-P1fK+7^@1htWQ-haf@mv$MjRpHEk{#(5IALXn6!{1xL
zabrSMQTu+Hhg}VQ&hAjAY=B8mx>Xi)wg4?WDDhG=Nwq%X-}GVegqGKu&<ACZM*_wC
z<xwYPBb0b6U{sMHr<g(^M_`>yZlY8B@G#8oc5P?1>wJ|2?4IK{aq(>=Ca?%10&b3S
zIUrVYG7GpgzI$T!TF6%NZ6P^UbP0YLhG<oXskGkgqmDHrIMCm^cbi{2P*lh?EQQgO
z$s>4Ikc$|IQZJz{MyH~z?uz9(sf$rt802WOho3gBBPsEW$O4VHBH8EBqT0Hy?>5*7
zt=O{W3V1&x-5PTd7m^t)hxiI68bQm0Hz#g`KmwnSR(zm+n2AN#kVV9GLl~k(ea>pC
zKQ7sl=IQ24pI@hU>(OzW_88O(+DPfeIbJw=t5(ZmN31#T!t&Dmhr|7wUi>9Uv>-D0
z$k2S8P7TVSB&)*5M7vN5cLtcGi6Z^VB+)#bLRR5$4bs3-@(2T!cDZMmmj(MBoW9;(
zZH4j88$%dHSvdlc@84*_#@xU4m%;9rbsc*rxsI%!ewnUiv|uWGa`Sf}W*Y9^yb{0}
zv1&+AovTbklPgY*+@=7v0hg$oX@UjvIcO88UitHyg#0i5EUp;ziC<KE12Z+3ldU~V
zv>i7O2x#4OI8Xr<P$l%g6NYBcN8hRcI%8;gJTjv@EtPF7SGNXEz^Cn)Gf6naa+Ocu
zXr<g2b{Q0g_LUNkKlI%89|^@SM^%xw{xI^B0lAxJ0X<Q0e5Fbhtu%Ufk~8>ur&dRL
z!?>IM5<oK`$K4CARJ5CK>V%kJ*5;YPvP#{sA^S*H`?D8*An<DtK<0xEdiIGh`|Sve
zELhF5T*Xkqs;(V{3XjoF(GxcZ!qbkdoO`*fUwx@$K}`PKl)ttE{@rx?)7$?3zrfJ{
zh^ha7?O2BykhXm+tOY#0;KRsm{Fa}f1F8x5_Wqgbm5cwb9PfX__x?|aVE;Cn{onHX
zpU{T)w<YXfO(Xu#|2}Cb)ZWbYcHazIion#lhs$4+IX&qzNJ+-2MyM5j4Kh_eWfo9k
zcfwco?D_&xKmU1ykG)EBO)NBwZuVVnXbcDF8c2^zq{VosLSc?XQmeT3i?HSHp1Q1Y
zHo;Q4<*$JF?+~E>Qa>2ZluLhCNcjK1_jmWCu4vhvD`SHMR$BSKCXPw|4t(smUle-5
zHO7^Q779AFrQUuqeDuNS+1To%p*0q?ML3v)cEw|mFu|&U6xA5MjuxYTQyGJ9^S0*>
zTMg#f(0G>YO#5x?>d^^R5n5r-o&%NacX_lytH9;vfsCl0d=woabM?TYfqjq|L%LO3
zd(Cm=e!B5SteRl_RCSoF>C>0?$_nD*-j53g$gOE8w!zo1O4)B|qu&|u(Ox^a_hUCn
z38aUKU8n~)&ru>;ljw^BUyPQ!o5l#+1~hM1-POjO7-hvBDLq741MUe2p~RnWz7iMW
zlpL>04ij>m_Tm|1eJ$1##mL9&`g&o(2k0=fcy3XOnu~>Swtm!;VIYG(Av;JRq36tA
ze{Z1QLu8@GN_9W*`a`~tp7fx|Vlhdeajl^nuHh#r1B?m=a^68j4FLQ~##OLlWQX`G
z&(+jB?#r|jNnlk8rDR^goA3StRCB)s8VthEM*nb#*Z9XX#$r<~t+MrJ#cBdlGDUM(
z8F;QPn9`l3koE_E1At`pdE7g_EF1yQrxc)8e|L!Q^QWA#EI3OdfZ=B5mR2?89(8<l
z{?38a8R0Sd&-u20{68)890~-sia;Z`=--CBd@K<nbeMYh0P+$?t_VLPvQEZO`~;1s
zkeqSh|L&c%-yQuKe-A|+2gJpEjODkce^>2haJvcros9KA9M69|;{W)JvDmx~D>LWJ
zbdP`(nYQlM^FpF;5=n=6lS4Xxn1X*e1lj*n&M@mr{fbFqz{|E~emPC2=$*3HX#+j{
z*G<uNGgLVdaq%cr%%3A3c<@vQ1!#|$NT>E}rPXxV2|mUWkkW=fK29NR|5Kib|HK?U
zn!O}0`K+cUM0He8e)I<OLc}O3EN>8|N5sACoW134MzFL#z4?TRit6o8(AA8_3xWz2
zEFk092FS?2Jp_XDKjn<}I{{%!K`uXl5mKKbk_JYoe+PP4pn{R%2C6D<=fW3M070U!
z&_+Jl@83fF{_syaqmW;IaQI;VWw?^G>ZQ4b_ISIi?52(N|Ei~FiJL@VmR>&_N+Ol0
z3nFunU-kXhP1Zlmo;;ojX$3DC_?xMK6xMf-C*`X|gV++{K!Eo0UosSb{Fc%~aT4C;
zdMn`GybyAFTFY~_leXRa^j~*>mIZf71kM%RSw{u0@H#~#o)Cmm3@qy<|9)@%C#__E
zzg`-c?FD><`6-qeN~`kC1Sv*2xRK;V`2F`?k4502z^F@$7%*Q7)@n?6uF?`x<@|G2
zjX$hSno2KQBJ`}Z-N?5@B4DX*suKk7o(zbo5^BmgP1y%5)(q$Gfz?L+dM=4xu41{Q
z!TdPS_+K(=W__t&VR2L6tmy-zZ`aBzREd_76=i^2U9<?XtT6z=e{)Ro7mvdNx!)fG
zO!A*`hPDKb3aRm0ko)D^WXvhBh-=vgma~tRb3v*rNMznbxjr?x@%Xif>6EYNy?=UC
z5;2aIWC{p@La9@;%i6!-?GZ6~qO}U@cnK<tJEy`kiNBV#4KN}yKrWyDjQ{-~e}*=#
zfPln3Tgh{2)dQL2#M)g#*Imr^=6~q{(mk__VE#NT;3nj34+2XVVmdM`f$lVa!TofS
zI8lYs%Op(YvwGApBw@JxG^Dj9?d}f54gf2;*%qdH^0y>WAFbmmaGzuOy6mr?JSiB|
zz;{V;l0UDnqS|O+LA6IO*%BRkKc5jy#eXGT-Y)kvtAwgV2IN2wZw|Q%6&3B%HW-Ii
zl)M^`IrDGFEU~4w3$q39Z~TE{=@~pcE#LP1l#u#xrt99W@ToGN-lu=RQs9cO7*%KW
zWw%&<q`bnFy=L11zPBzJX8i|YgW2rn50xbniPLNDk2YBwR3smKYx}!%FmRRl7sKk~
z3#lJPk)2Kt6a;f*{vE2&GAhdI^LEVaB7eeNsHHvQcz}35`p2t{Qu%^aBK>;Joyg`j
zo7f(AQgqJ0TT}jm7(LYFB~IDuev&If5?W&yWNRV(^8TxUDJS9A@B+)B-*L8dXS<(j
z!b6;`@YL9IFYP^MlFIvdEBxwEO|GxwVb1R}?(5|vYsM5^*^x=odLNz)^wqk0cxYw(
z9>%?56qVIy=9Z&)R|zR}MPtgjU3C0!Pto<cHL^A);LdH^O+@!8Y#l$~O2zNL<x=Uc
z%V{c_<l+bAfkn9B6Ea~nz~S`wJOvl;vyrutw0hlO3c;Buo{{9}lF)PX-;G&qR$q=@
z6XRukIfux^4o3XGzZ;FY%^wDkGqWwqgM#;|2kxh__*8#88~~bw7n@@B!z#`SnUD$>
zoL>>9<zTJ&TfJ#c&b0Viw3{upSeMBg!;a91V5AI4bHsLTM6tXwiebs0&Bmoul?1S<
z`ZuP9i^o>NN=(5v`%=;i2LT)YeuaYPzpGHdW3-dS&!NqqC;P6HY3Vxd9R0AP*0m*~
zhvEXF{O_Ohi+nP*V6rFMazg84^v&m=4Lk4)^eV%?Rs=k1Uy*r<P`#)3yU)eHZ}o$W
zvNGe-0ZDR1D0UjTo|Va^{-3Ijc>4660*F*W094P_w<mEMB6Q*=*K9;qHGViPeBIf|
zJHtem)_akbCAI^(YIxm892K6HT^UCB!RAd}6yJMYkEnKh7mn}r%Q$N5mX=s#BN^0}
z`-oV0C9*I6EtKNsr18u7%|ijaahOoYnM!C{9G3}qW}2O&vx(EA9`X&?9{>E0HYjv$
z{w9{`mNDi9R%HGSnlz@t(S??VFZ(n)&^h!%j`{OW9dDuBlJRw`sa~sM!)Ero7vmc(
zD3-x1^}mAGTG}7P6w)#JFKp#>>J%XkuJ4?5r-z=bBxiuEC%#~ems;rq!vs}`w-reW
zMztfQ%^tpCZ_>vjRUyLy6z6<^1P9EbEiS}roQ6W$>&hy!=0khGxOT}IH2*zDCTkXE
ztTue4h>$qm!a+8QmJN%DOHSpnpw10T{9(=_K9qfE1vibZF#%@sowZe4c#6;Jmh1ZY
z{6Ok@QPy8p8!Ep-*hGsFLzSYpscuDiV*4}YNgI!k51*U};E{!UX^GJ+ei6(p6H;I-
zNoxmNP4&H#W2)y;l$t2tzqx_3jx%f?fIR4A%T3y9DPfN8hpo%Tb|g`iR1OsuSd_*c
z5M_RnzgBmvbXtBP8C9rnFbL)KuW6m*MCFq>ro3>oj(dI>>K4fd7!Zu45EiNF){xd`
z!D8k7G=}%6J#_=5m^4nbm_8g9-1}`Vr<-5P`0ShVCTgk<x4o?Lu0W9AeBwuEFizjF
z4PW5eTzu`t6INfc4~^t^P}D`K?lC!zSw?i12UWesh>>eXj_nG7Ly%$Rmz+t6hz)%}
zvO_F&Ss`Xc`lB4?Tw62;rbl)YhJ1!*Fl=$o($nkCvoC+x{f72B+0(0%-Bo$pOmYir
zC3o^N<ha-UcvkvWBe8vNIxr&_$v;7AJC^w0vvcFjv&`~0i>>Lsn+^2(YnLNPrNGO(
zS{uKqc5|)uG6E2$xA!vKNHX%_9=Zwl5CioV8$LXPV#=jq6j~K^u)y9A^AFFX#g^xM
z`NSB|97<@TyzEUf@b@FdyDNyDz4N+JEjFhl{*j2OT5I%o3DQ}i0Hv-PMP8aVPr((M
zK_NQxPIb>55ZLBI#%1mjdM9qB%#t1peuWlC^f=nh5c%Q+j+jsqX~CfVzsjMx5NP|b
z%%KV{TVm<qY3+%<kDW2Oi#Iue&J1kK@5%*>7-6O@6CqZ45Z4$ax8JJhs;_t_-M6!G
z=GfGEc=K2-TJuvSQja+!i`9Lb^R}*|@8^E0c5mU7t71ZEd~G;YmOs`wH8VPAfG%cO
z-fW(70SfvtKv=ywRZm*ivvl(c<_qfNRqMRXrxoZFm9t@G>QWek;`ojLq;^#4DK>%t
zbW>S0!G)>R65r^rAZ^{bE_$s3T4=b@aBVP3yQ&0e&5&fmNG^1O$8Kle5j+F`AVH4M
z2D&fZ_)a`KE!HUHI~U)u=Ut}TNQxEA#Ta6xY<*ZD`iU}ow&rp@odu)CyVFO<DMVt#
z%US3b$TPdF%*xn8t6u7@p?HU;jc!i_4#^=nIq}6xUUD(DVm$N}2`eu@(=-=iglbw3
z1E^!rRO5cO9+6v*B7*J&Nr~b;ZuhXrlr#G4Mc<3b%iEl~9Wu8STdb$gaYZ44b0FnN
zVib?MvG6+#@~nES;;vUM1lsfJP00o&=}Hn;zrDn5*vN}=L%1sHNnp$SfY&@yRpI<Y
zlb+sJv7Te|v|Scx$);WVMH2P?vxDJ1E(BNa6zRy&+Z9sh&Rs+8kOLnuMAAmS1#Y3Z
zb}u1Yl+;1RX7EaTGTc7bYJB22(mm#cFTVtt8xf%e@yEckr#6xa%k?jmS6M3Gb&5sG
z!-%60n{N$WqjGh(Jv1vbOnBoVPVeOBt>_59A8=k;{dJMkzPnWPVU7{y->kPK^iTn|
zU8OfI`{pBW4t~m69LPSb&d@o<+waBj{qYl{(U}el`~=qJebMB-;FUd~i|YWs^^{A)
z18;uSp`vwtx45orf@MhMlsDeaBiRMCS}jW)AL_)H!PmFRIfoOMYJzq8FG7XY>s}qL
zX9?4_2`z^+d~=Y&I&EofBpbwm4s*G_poPL*imrwbdk%;!9UsU96Dyj{bFKL5+ou$M
zV)S*VI|7<x{;~yyNB42Gg0J@E{RF+q`d~w{Y5R_k_i{bH_sqGu?*phx5dEi`#NFig
zb==NHg-LBZds@%{LC3KhAKi+NFCeKX<B(l3t5lNbQ$)7u3iJ#iRz8OhNprnD#_fH@
zcylq*QlmR|?3Gm(^>IrR5b|pM%pc)I9X88??ccEv(SVN2Ek_?#V<@CuouoKkf|Ocu
zFX$h)!OjLaJUK}rGyhr*4w$=JjfVTZ8s$yX**A^Y-Fq5(X~RLD8B4#N{p*5~TN9IN
zo4y&V7q+}pSs9cOQBQe2E<|U%e4lJHa!aIO#<ennEKW``g-PL<s;LoyWkXYUpEo<q
z&FC3y-4IZ{$ixSKiD)u7I%;YXz<avf-blVDpoP{-OtDf($^8;J?9Mo=aCIF{z`2|N
zJr>+#29KMd$pUu-Jzd@e?@>jo)f9RlzKt_=_(Nqd)=4yFV;>DeG|Pn|Wtx=3{0aS#
zEZTTW$pMNB#@B^DU<C`eK5pr0SOeOsl`mKD)T=;bc8MiVn5ShdEa^kGa7-i6yKDz@
zTT{Yc#ECiCeJav^3mly#c+k;}{*l83Wyxw|_MbBn{Tt^$g{LPks?Ch`xwXxKQ3El8
z1$t9`>8m$oPd|J3(>*>ZbTzzPC$sz$M1~oV9<?bf@8mXn_ZsXf)&Iz}QEZ*I4aDCv
zPi|j`RZn6-^9HO99?>m7)LU~DaK`Jx^TmIBcDQSJ;XV<9r7FUdwI6GL-0}n3S53Q~
zi;q>2iFRTifR^n*jORFwI*uGnREy+|=_VtVF$V3*no39>@#GbD5L63`Q1|d0B+U7Z
zqPulVirtrxJr1PzBTRb9Jj>C|BZ&f)I9_k{YE3l0BH@{TpeBMPmTmf=Fo2gCBd0nV
zFNZ{vgv<&563!rBaQza_q%KI3KqN>}n*FhN%d2a{tyU_owsKukP+ezI*gi@jffHhK
z2ilF8L$pf6<^A}=b>5s0J>JSh=C$SH=wZ{cs1@Wf^Mkk%O`emYtQOjH;fMxvb>|<<
zlPrjJBR|wh>j9>*$yKDjRgtM@FC1zVKe`aH<Cxs;D-!%`44Tc$YwL2Zz_V}1ibQ^}
zb2oFyO`C}WCDlzf+}Gcnr?9W%DwyuDu*naCxK}NdaX$7!@h6el;VQ;9d<0PwK|Jip
zp`&>H>Or$K*%s4L{C9Fyg$%6{j3Yq7gj<|!9>`M(B1=jptNYsP%F9V#0lcjX%c7)m
z$qyp?fnth~h2-6Ok!_XAMx84q4*4zJ;DgSj_*x4wW=v74$KY?79#vo=rl%!|F7okF
z;_LB#-78u`HYLopvdZEccwQ#?GZ@cik<20syQl#xyl6J3rwJa*#oHJy3tusK7HnVc
z$3iO&%9p2r7CV%zwv|;<09h+VOTOQy?p|Za)1TI5Q+WNVds1B_7)@3pZGxJ9hIyM|
z&1dCtoOq)$-fgD-dz)CL+SmtU^yWvrLvgBg$!m4a*_cT|{jlfyoNt27bPh4m?~8ea
z@2jY)9Gz*W{Ur_~Sa@?-BsnU<kKt7wo$K1q`Xq}pKt6afaNTx82a4r?LW0R#nssZY
zuHjw_xu#q?clz>MS5^0;$QvFOgjvFEE)6%)c3+mcZ;GqDh-JZ+HqZOe?Bz@LL%v{g
z1cVw%O~-f46w=D7k&OX5{nDI{os!Z9yy0sAOJmU<VJ%5!9((SlinOvn+_v=k-fQMY
zL??$=yNurNBy1Qm2y78|W%6vI=I1H8lL4jQsfjcrX6+iy!y92jIQBsgf7R}&X%-z3
zi}Q3V_MB(i7NpU+n>*w-2Icn=w@Wag1tR6rtdA!mWgnu`OniamrlTI@1QaB4FJmHd
zFe>`U@HW!~88hdqU1#4XP978q;j{JI!;sD+1hJLJew#R4dhGQ@dtOG1JEdPhuuhj!
zw<jb0S{*kUY&3#Z%fdYJhA35)RMtO$LwfU@mmWM0Wd`PjxMSBI-XY0fbtFy_BIv%x
z_xG0quIioW)k_$Lg?g2Tjc_ng(w8k2F>NrDlJn%b%v;8PE=ZAPFBE?o?l-ekbz$cX
zUK$95m)G6(c-cxX@Xph4d$orl-1UKYJd?*8Z%h1CRDwrffPk=l9b}0!Z1=FiCB*Sz
z`lA)ZktG0|=Z%aWjU!zr#<v}<9I0B#PTmBy<eZVWxfA+%iG$nd_JK`MpY9D`*Ri5L
z5plZOWqeP(b_E-pCU<zK1U*)F_;8k5S2nOH{q2r!&($|li9Jc)lE&7c<9}0h{z#_A
zOsm&TXgA@mO+G4@7jk=lCAdvAW=DVeY(mBvjo<vp19@!N@!>vO-E48Y*`od+@`-m)
z5g(fIWS+22D%YA`sW@34eTnb=0=d0g|3i3<ld@#9uXxSnXznH572P{m@oNeP`@-d!
z8lrEzgRyswkydGHwdhBMUdr2R7gZ_;?12fF+g-yGz^KBgMf)H@ZqF9vqq8BBTq`#f
zGiMf{Ak^POXadWLU-j$O8=RA49YZf38e0=R^C+g|ViTAvk`jlYxWYWsuU1i8B4N$?
zQ%`EsBL+b5m%9e`Zvl&go0vxJ>WPdX8!w)&)$db1;C%~WfRs=%IfIKB+Sc)+A<Yw0
zvS0G14SIbQ7-Z)K9+K6xDU*u2>>E5ncrKBBh^@pCj_&cexD2JRX+LUZn~8pvo$Gm*
zmIJx@gn3s6mV{iKF7iXVO0b}gvpgRK-ENl3wmMPYr!@`h`L=#E;Kit2k#|M4C6$g6
zRQ@Xxqbsr=bf`k|Bnl#uSRX0e>|W604O+on^5uk$w8z2U9Y#1iT|aSViivUj!M^_;
zZ*$8MC5L4{u(X9PRo^<d?G4aC28%bEOAkNvjKC=rN_IS|#Ico*V7(W%<2?ZxvG>9=
zx1g_#rR0;o>}Lnwc|tNni1sMAB@&2gBXUUn<>l~rTb^&VPiFR;y1G)xEWXyoH}~XX
z@R#mOkW`OajJha2CyZC|447rVUKc%(ML3<h9CsA=Z@9o;<NrVY{!8vHxF$(0h}jb(
zH04S3PUKK+44*pKn=Jc4bPFX{)#h=ZKH7h_HD>&zazqI{A1ti-#V3U^_{Z*@Iq+53
z-g@(dL;D$Z`P#_~UCM_tkA-2rV$harAPWTc^5T1ph1Zm8w1w^MFys`s9ZM+JyENfB
zVd4F#zUN-IZPDPx{lNWw^T-K3MfnWm=<6l<dHkp?qIGZ#m-Ev5Fq#(L8>P^52C{Dp
zaJ?Vfk`&fHw+CH}@iBMQBX7Uw%Gt_0;nsfDor42xB9o<Nd`WTy_CvHiT#}e;lcgb6
zsx5a4iQO~#n?xU<mh9pLH;lkT+;ze!x|YZOq0|vq$KvxmqK<?GO<$CXxW+=>Oz<0g
zX4UEaQEBwzx*4KC4^WEStKYpyinl(|o>0}B&YFvHzjW_HVafN_IMh>#P`-MMcQ$f-
zQmC`r{{vXc$UTp96ekF?URs+{oMk#(k7*ksZjG`K9WZI1Q^_to9#J3iQp@a*(XRA}
zP7i+lN$Or_6&nE~^W#FfZ#4WcPpw82b1ECZ&QDOfRiyBmzLpr7Qx*d7)CXB$^(w-r
z^-y+Ymk1gW+QE4DLiyRC>Ym|}FO9zT=Y{oNQNE(`(nuE_cSiDXy=h`1U#opyOV|8W
z`U2;G6lT<eDxd%@YFvp{E-(9zaqU;(e?HPeW%b!58hz%I00kX#JGY2P2Hl(#^rS8H
zFaK&8@`lP}Pt+qkpd$MhkgyQ0gYF0rlk}?8D@0mAoW4uEZ0zM9Oz@uXpu`ggO6GQU
zj}*#v(mAxwDP~)U)bX=B7Y;eZ{oR3ne%{1VXpZ+5;}sAtTNUkws!zr}ZZ{&vklsyI
zUTL(OhJ>voJce>|rD%zFT|7DILQ}iU{1IY0rz33HW`&3rk(k7MjO&2<a9X&iV)~D#
zvZ<~mk`GwiW)sc_2?<d#6lvQH4^cCu9V#RHE&6PXrzTC0!5@p%e)V5rBVaySq}LAT
zuHz`eY{~c+3D(XUca;{0nys3ABsx@!J1oMpjKjs7ID0P{s_Pf1sD4zs&rn8%WMn0s
zfp#$ZuwR-F6r)JTXullY7f2PjoBi0W@`t1|9n*7Oz=!TAkZNcMKuBL24s%W^(5X@0
z?Ck)NsY5<U(u!Rb1eY**h@V%wH)tejc?<1MW7e4u@f4Tt)LxV=kWuMcQplf7x!*8s
z&($1rB3^*96uKV^BF)mQfF8$7BihP0tPVC8ypwb)qq{BGft^YCXsx(Tt7lP#auX+7
z^6Jd&yP}eQx3E@N<5*vZVHUo`=fY)eCmeHQ<R!+6{7`@QflkL@&@%4Yz<r>=(WQxt
z`d~_DFnKTVaUpt`q1H8Q>`s8pz3wMwuV5@^!KeF89=MVs499bn(EDc}4QyP;1RtqW
zkI{W!RB>ekIFlKK6KWzbAIqJhw{d(&_TA<7P1-U(u}Gh+;w4{jDh#fO8jrt7PS@iu
zDEd5Xqps515jAkSRQ?MjJ}`ci2PU)Pw~h-9V@iKKx8+|F30m-s^Z5@G<*_fOg)oZ_
z5yRDtfK*8Kv;tl5l7QXQ;*NXnU;|Y`@&aPsn^>EX@-Tawvlk-vQ#;)Ap9^nu#IU8k
zvOrjewAXM4`Zut``1OXkO-kbSPIlbx+PxEuW?<5A984Y=uJmDk;ZiSq(oCP5wx#!Q
zse5(QKCUZVo3M!SlDNMGR;!`11nu_rPQw?L(g2)7Msz=wtG^f!-cJZEk>PLPSjP@$
z^;XRTeu7j!iMde^tk&XTughry#s_^)B2>6WG+WyZNX!Y1p33{fQ-ul{(Kn5bP3AvA
zrqihHNb%>u(*)d+&asNmDV3wU`R2ifdgFbC)ZZT&IJicN6H(<FQbj9rnr{%TOyHxh
z^?TnuYw6IlG0Pf}gu-t^lZFs|M_i+-SG1ewNig=tD0=JI<404OsoCXWa7QR@r1YKT
z=&n@<zLD*hUW{@hfx%u9rTkM?9(f%$wCmQ4z~f%A5vTvXCsV&KGyiF~#!Z=(Y|VQ!
zD|kmmq^OhdG*k<$l1mYI9Ju8S<3vR%>CDCPg}#R3B)@<deu8K$#$1wVVA6WS<;RUl
z97$JAKnvYlm)5~SSP~Z>0u+0Vzz<kpD?d<0OEDKZAnL?Ih||qVVR|STZ3&~18h7!&
zqw6J|s|e3EQalcdj_3Q<>fLz(VovbT)&!D3Rpl#6AgVR^O|jQySkZ}Osp^kPRxXu7
z;klZNmwlb^)>FSp9E~<D?-R{JBqtw0jvpFRe`nQ|_yKoeet(W{&=JDDgo+K_#Xd)+
zZNxQ9Gri_e?JO7;mKOswT2ZPP&qd;*0H^8in=wAd-(L(G-8b#KPvPKwp}<ijF_weM
zQ>_}4pxcNQQXW=X`P@^|bxS9EVBxY2CRc@{DXupH@8J6jZTs_pI?om(-o`4_owo}`
zm*4Ur1xtjq;Z3jogYK)GRAVKoQi!m!V%k>dD7_NYY9Y^2Jf|kFv8e4=+Ur0i6oI$*
z_6U}4p--~OLvE6rUvM<bdu%45OZ0^O%;VZ1>Nw&~V5;us4`UU$0Qq}JykD&I(cxji
zb6_)%_<S$sHDF2Tsd^c5A={%^Nkem@rvKDXRji=g&eT^TJ?@9-cW$5)_qY;QD_{O`
z482ERmfj0~%5cZ}?j+i9k26p06quh(DOx4a?l3QsnK-*U(8v{uDn0>L(n8P0@!XSR
z=gp})H3Ye3){c-m6~l^D_hWI_;`Qw(jPpS*p1jwvhA5x3uhTMbpm*8JYlCMmv4_0v
zQfqg=xa`&-R2~N?-lkRyN@L>m?`l#)Ijokd;6WbINq`Ma6OBjc_T}i3>LdklN;6_S
z6V*5Wp@9XHL`ETYqNfsYf3l&)ItwzF<i7%*{Rv{LP9e4Umc#(~!flFhVFK=yqbj4X
z-LCk+?p-NE%kvYo^AmIy=xnqJ6k94#%IDC7fX2;~q`ucwFZqH%q`vAvmPi#+2-Lpf
z=nmQ|^7M7f6TZsN^OLEjaRAHk>vN-#@>zZ55uP=^nXUWVHrEpP)FSx@!FET@Sgy)X
z5N4jL(VbPpS6ktw20e5w9oTF6o_OCq5Y{tj*?5cP{VS(a+=mZmo;9y4*ZMaRJ#-Rg
z5+@rkf^oFwEftYSd2Oy5-Fjg36vp?W?qS5yI)Kz8P)GS5+8qPrQ<E&gQ`^enYdV7_
zUcKRt+g*}D05(N?STC)Ca*>lqLh`1$zT5fNko11LDMIRzJU9U^fYrg|mN|k7B|5m*
zGN5Mm_E}Ty>8FKH&s?ZxFvLw~;a?n~OOiK@#0Nf9P+fY(c<Q=2Dw~!C#ucgK(Y&oA
zftq=91be;YtVaue?=tPyy9I>mR+}9Jh?M;#+%G8EyC(!uzFc<(+UT#OWefVpAhQhS
zc$^8eIR`q7@cKXw#uQ>ER3|NYn=bm*TIAV0$?$u3wf)^pFk+!7{tfGi;07>E2}frn
zm$j+oNbGs1s-h<R0eg4h!t`0fazc``(!}l}3Xb?XwiX}+)Z~Alv#p?AQSG7vbTHa?
z3Bx_W{WS={e9cRIVpb%C$Psa(1d>5*|MEmKZD_|T8@W}e?sUYkg(i1bPxs7+yquY{
z8nisSuiCv+y!CXMm9uMMr+?`iybPnwl?KaGAFE?afq|R26Q6wVxJb<=tA6v|dEn#}
zD^V{VD>ITTKV&O#QkR6@T_TSU3FzsRbF#dI@Wb-iFOreyTiuW!p*=Y0ZMmXLyBhza
zU<%+7bFJf|D-jun*4m*xwzhOJPjhwrnP7}@eufi=jU-m;)_V0*`g$Er<|`#TAV#1U
z0$B^QB(R{G)sE~?Z*(!b$1ud3KT$;|95x+t2;lX>x<>TT6TXG?M1o{w2K=301$Y9~
zt7Tt_;`t3ITLEsM+_#LcZJy;@QlE9Gy`S#BLg(ZTI&+cqH$aJ%!d|w<;s|P;kD+~Q
z5p3W_d~lp(ZUT-<dpRMG%+KZYb|=zM>&lms1Wq7XkQ&w6@@9tZ@(lOy=~T9fW-c;B
z_&P=;LHY;Y);TY6E{%wpE<x^=Yd8$InG)&R`3hg#Eq~<!Kx#!A1+1eD4<LNTGekRH
zG-f>8mQL!5Cofx=7o`AsgL9;~3n&F|(D4aL0O#&vIPFJv$7~HvMovc1-9x}uz}#^A
z%sU*2Xa@Kcr&rvNPqWC%=oo4&l0MC9w@y*}v&!XeQ$JG1<{Btxw|XojEYFpQ*{1P^
zh;cLRg*a1eJyPZsnEq_=;34m00tabQPW&j0Nv4(2J@^fX-bDh<*|PObDG|eV_Hz-k
zn&5(Ov;(Uzv67{TmSie1<Hc!^>2R}*8zl%^!jJb+Tm<*7R^>9p)rb`}N?(vs=X#*5
zP!mLXSD}NHVV*7LxQH*RU5oh!CUrSc_D}%%B4$u`ii20wc7e?9ivS)#+|;8h!p71Y
zr~w;G+3D*%tVwX5r=GR|(6{6hoxEs#9TJ5}vZuk6Pv6NN^o|?v{=OGJet!i!3lzX7
zTY2GSz&;DEe-L{K=beV$$Z#36pVebIPXo`bCr{j|_4qYW<LbfPhrQ!M;Ojj~^kGn}
zA5|Yd+nOw^<ZgZ3c>*|C98ILj<mjll9)FyhR&Yx8p^R268pV$=^0c=n^lP}Km^LfT
zfPuHFdw(5zqpHr(wi-qFwibl&QpNXzFYsRHXc1i-DbEwNx^LSs1aTxVF`%OBM|TZ)
zB|(Z&h8OKw3*OXci^v%zGX_z<^S*K?p9<;!N(y$K2OxY)+X^DeAy$mNoi$$#-pJAI
zQHX}%&EszxHu`&sLKam>CO5`I2bgMJb<P?F_3)iVS|5LT<Fd;$-c@K`{oq;2mvx)E
z&$K;Yy$T>I&=7KqsiZD)c6TJHuQTPn-%qaL8TBpY+F5^*RmvufNXB`o-t?VQI@J>V
z4X(aAEAiwHKI|B2+0pcyFxNernlS$J+MHt7D@U{)%($Zst+-78rFh~G`9(VwT;?w+
zdkA`1nrK-T&=Cf1zMX>=(~SgM)}<<$=F9R`(NY!_&O-`&^`w#+AX6{(L4kRazQuu?
zmNAcxX~xeIR4E{|p$ZHZ_ns~=e?FryBx_Z<v}JU^ewgPlQPpZ>n(kJTT4Fm9h@?Cm
z>#|&=*N+(yaI~7Er>N<$gJ#ofoBC_g33CkRHRWv^Q;I1vSjK9LSiCQvY!TmilO8*K
z_dE|ba4O-8U!W3bL~DGNH-JG|Zls-deLohUjpGAF>wkhsqlc&UWh@{h<wT{ls;oTD
z{`eq`asX|l(%V-nDdyzm<=*WLym}}4rQ>nenlGJ17KCd57*_RRi-cH-sl-0<lVgI%
zo3}<Ls4V%RI<>Sdk2R!)efGASP-%yUJ?l-{V%QVfUlO$ouCJJ|^jQW)Nh-_DTCE}4
z{@})gIkHnLx}#2@RYiQu$&_ne>a?|<x@;vfWF5i%bTvMvUou2^pdRFY(!!uQ=mlL?
zA(^74w=GAj*pmyB?-P8KROyawnZMf5wPdvqtzB&x;Vw*1RxGAFSmtq~c7Sz?nI?TX
zF7%miA2%XLPaq1{!wR8XAyu|J`Dv@`uhK!{HE$+TFobewrgR#Q#$Z7@vr*`sn}Q$h
zXQnteazz=T9oyr+kJwO|A!NbEtr5EStPy09Kkl+Q9I>T}m+5Q#;(nsVi@n24j~mAI
z<K{;srfcmZj??FBN9eY9$9;w8>9^;nnF-Oh$$@JTN8IAqDS&)!!dD+Z=hW@hIU^AE
zU)vPX9B5&ZR529oDy=F}<E|UBWsg1$!JkP;zzK#e6W9~NYI@qof%LO|n%jgXv)Li?
zLIdTU*HG<!<~96O+U`Rsc|UB)SFCo?E~bGM!w*e0dJdRmN9xDRICg2wHi4f)a#1vI
z1?Der=CgdB+X9sB9evn@y7#V(37m(0?!f-8kiR8CQihUyAF(`U9%(VkJ1MXDcya&$
z<X`}uDK6g8oJ3cSLIf@h+pNTBAnqS@x0Z*yn;&=WaN<AhcwRgr_7hY**<^bh^kVo_
zp2jmN-*I%T2H5w?j_R#DTBcr1Wu~#oS&<6Wq}sgkeayU;F<PNW!rZPn`+Sc<Q3rQe
z_E-~~?9o|_CiKTTXU*y8SU;)><)sUUX*Sqqg=_pkcz~9$>b7FiXn4!io#JOTY`TK8
z<@cSbda=uH=HHkk+w-u`1`h!TJ6LkF1k2F<h2k2KIK3C#Y2^7Ojjss_LlNzjIOg6d
zyHvM@3te?3MH#{!p@*Ej-0{hu{3gOFmj^Y$p){)c#u)CxRUKOz9R;(9eyXRTE6M%7
zyjUrK^u!?bhWA}&_0J!(JL%2Utb0Deer&*+GC~W!NHAfH?5{N~Rtt3YC*ocAd+e}`
zIU#jpUaxoZFwZH(Dgo6j0rAez449l!vWrtz*PT?rn0_aDy+}nf<%-NrscSOyyJ3{~
z5KkUcp8ayy1i9hL!@T9&qLZQOTMs|m9%Mlt(=~|`A`8qgu}d`mb!;N~+amc629G=a
z$<rOg<y9RdDvb3jh8u3fn5EO_<sQK2CJkjBUMC8_+{zNW;og*TotHrW`8*}o$}v~B
zdt&qc>#5b{+tf3NXw4c@z7CH7MV-U>se6<8gU<w+ZqIG1z7oCU&@sPCH3l>!C|WWm
zWk)KmTDykZ+AoT$zga+Uc;E!rlLXO9jqfD{3Uk~E$|AnHYkh1_|6*qGSZ#A2;8-PT
zbuhWdTvChT<~=IaK|Nheqxvyso9`Ut8IPG0g8NVd?~ZipfKY&lHw3Cv!EMI+U^=75
z=G`Qjp&uyHTRykp3aYS#r-&mItIMBgz4q{<ZW=jL0tbd~23Wo-He7z?6SR|HC+)1p
zfj+mZP)9BCeG)3A1~)Q{D5|coFndt=8G-;~i1+<v7as-BDZCpkq5&?0=ETiqz{Wzb
z7nXY!duv%<?D-IvWn7g$iTNFa6w_9xh!JqJcSAWIcXG=<;TD*Lt+Hao_I9`@uOP2j
zu{n>n=*dyP_XVJqB}%8?Z=Pkbj*xS;osAG%CBqeTN)I@`_1iU!$!{hjGZwf9Qq;Y6
zd9#`Eb)94r?qPl4;$F}q_$o^^nrW(YxC=`y|Hh^^*#NLzJ-UPkaGJ4goE3S~hWt`P
znZ*%k2<+tXLG0M*N1c;z#{I}T@<pjdZlVIS>T}JbUclqPIn+H8sZN+>qV2_-W?;$8
zTs~4*!4)REbo*kpcQ?kIg9CLqVEr8cBJUD`Zpwq8cYL|#w;p+D#?Q{rwAtFdzY?i6
zmBxV&81(Q@m{y?4I*3UqjMR9(*k@g2wvQ{nPI~Rm?qUOiNknhNwa1z*iC^1Ssv+hs
zn2~*S&-svTh8ccsRf5U5bJIBma+d*eMs&`l+%42&=PpNBcokn_$rpg$={G8wsWCwd
zeUN7r0qv05`I4E8nycd)Hc+*Wr*M_$hfF^6>J`KL`(pg2ug+$g947EzMKOA{Iys2E
zK@>OuCWA!<`Cf(#3PqXn_fs1qfsz$}!&DW4ntueAfXK@w8DYmu-Sch7)FKjLRu5+s
z?d>1LC?bvgSU%=q*3UdX)6z2iN?7I_{$CKpDa15W$BCI+Q?6g!_`=uKEc9P#ECz>0
zB>A4Z6$zm<!xNW^m@zdcty)7y)-l@2=I`b<@$;#dMW5#^CmW*+^V;ZblM!_c>z2sD
z9!Cn|M3Frj0`{)X6_-Ovy@~}x*Xh<IW<w?0G~_5<UBOeqC;4Sr-A%Q}%i<+Z7y$wB
zHk{ZCI$EB{Bj~3zD$wM5-1#7g#pVsEU*o!=N)RHrT+x#fB^#JAGtDM6#huv7L73UE
zDJRShY^iL9Xyy1t<FL4fygYd=QE&2_v=gz>A(yD+oFJJfrsQBjL*?bR2Da+BA-m;C
zi*zoNTOq>Nm(S;m#LhsMQ4;|b7t(FgZF9WTgGMcQ$kO5p+b+AT{r|(>dq*|(wcVlt
zlp;-#-l77cA|TRRK#?vT=|ushNfVGzBOoBX2`F9ZLg>9kdhfkM=slqZ2=VS;`OaI;
zckg-c8TY??27{3eo3Phj+3Q(Pna`X8A|D`&xS~I!zW)b^Ua>ePKYu=dNK)eZ%2X?S
z;VNx?kAjh%p(kLf%2@?%(e63<X|IAi^`=L;s?S=tUAg-Vy^RE*>0(%SFMl~b<bpi=
z$gurAPmTf8jB{eu*AK68fG!z5lCl+kt2vF<j2dIeD7dGs6f1TuU!XMJ9VBa+a)OJW
z!{k1PF+tfD>?~HdLs;A=o<x$lfEZjhJ$;4J(Lc4pEsZ*q=hnkq8+Rvk3y@dp8a1UT
zJ-=_vT9FLx``<qf8{8&<v?H!eJV9;{ws9WF9Vk`8>0P+<tr@e~W9w`JyW(oesFn(E
z?qyZ(=8H$3rg0QqiHR|_9!B;2`?dpdKMc0O*0IDEM#<H;OnSnq2NFSa9nb;s8zaCn
z1Z;alxoJf}TRQWjV^vSObY-9@G7c~IH%~B`der*;*Pxm5iMVP3!gsiyVLsAXhK<#Y
zgN+>1>WU*nos1vb<nE0<5?q_5?orc|d<|{>1r9cB%)=x}GuyPb8FHq!M};=<@g)nV
zJMpv2jVN9<gK+G*LJPJy5maK3TSv**39}vd*2*n0OLiv~@;)L{(f;>MHx9AtXjv0<
zWHM<^=xM<ln!Z4}S$`2xqCAEUYl4zXVLvowtGLg6e}#J$^_RL3Fh>7_=<zDmNm1ZS
z&1XLYUorrshYuyZta*4w7G@Zh0|}``#~$XL5@f3Y?vbVpm2pLgoxn2@WvWn0?MUu6
zNiLUVJL$k`U(U(nJRu+5^+Uz|SZiH_>>A!@9U=sgk70&q%4qOs)9d5j(#2e1k^%(t
z`lMY4#T6BdS4fugP^o6IPIj@aA%d4Uc4&30=IjDAvzgQ)Lrmw$o{L(jERFEw8cyGA
zOHWeBjq(%LVdnXh0;pG;%%Y9fgL7)FC+H~i$G={hI3gE6RsIGM%}-4Wo+ZU&$sOsw
z@}%@wzWzwbu#{H2XA<l$DS097U%^bSc7L_8^b>0z0Yl2h9rbqv)ptMAwf+J=zZFtI
zgIn&Mkyb<Vqm8@l;nV@8QvI%Df3f1RP<B{&Ll|s>dSNJ!OYw7~po3OcpK?QSA4H(g
zVlWV>7&LvH2)Mn(@rsWFpj{1?JRz*BWmozE&6b1C(Y|>d{p;kKUi?lv5%yNjQ?EiL
zilQn_0?9hJFYTFeEK9eU5t>o20W0yblC+VjWl(lf#1tyhW-kQ)66@wyO-qpGS0k+*
zGc=j)Esm%y6~WyY&*Fn+vX)2ytitWU_N9x%umCDdDpz)@m@i3`K@IFVbJ>CMb9(e5
zd=BQ3BccF(7_7qcm0lUC_4QE`VhegQe*xa%nmjQADd$*d#tkNLuxmQ`bYoG>8`i=n
ziX$~@g>9>`>e5SpgLe;EVaPyW`^7yp(>KeU!?@iI=(k?!E`J0;-+oWBO}V@&^T@Q>
z1}Pm`W@CCM!m6TVbi!VI<n`Aqmxz5GRGZ7>=*$l^Z`7M*v#=)0F;^q&!pLlnghXef
zjOQ^<Vh=?Jr89~(EA5!q!n7+7?;V-5ne>2E<UK$lx!!u;uqtDP$A}O%;`%Ww{YUVK
zzC*<;LK@!+yh=2)YF#-U<jIHyPu^ysss3c)Y3G$WIAhgU2xfrV2yVJ(?I}0EaK0Nq
zu}{Ek;lv&f>HN+LEplviXS<CFMk+QaJ*pNr3xt!Ba?3bPPBZY`-p?I9+_xKj<<G3o
z?!Ukh$}sj&fhq7MK?cZ`2K4lra22}wni36v-t*@SH;81eD*@PgU8~QPjDj%oZO<?K
z=dm-hN>8`|E+E}hVZ{;s1u+_N(T6>)w*$tQK&VS~JZoQ0j028;(oLoI<lA1_UgfR#
zzl=({i3?Id#2x&{?WO>`C;1I^vMq7FkoEdY9n|?PlR*dX5b<z<vlT{BfJED8BJc;8
zQYmXr-!Lb-bb0UeQ-qGoEW=jHBt5_agNom1<({HDQm>D+_O2(kU)8hVdp?z!5)hes
zA735cSUO1P@_@iZ(QqEGVR+3V{mFc!GQnK_6*o)~#TNJjldgp(uPhZ0yiBxmiJ|jF
zslP~5m0LC=??_`o_06>Z>@KiL2+e2TaDCB5K-n9*{TI}=h#7gcwwKr{rEA3HYEH%J
zdfChTm`q{G88hjkVLENJEi5o?(pEM*5G2O#5T5la6m&%XY@>C7p&GRp{HcNSO@UqF
z&5&Ju`A|*aBknGFk3lUMl>+vjND_P&!;J(7%g0_+yyf;leo-RJItCpD5izVDMaK6v
zTjXJx(S4plKN7`*0}Tl){P*a+4CM!FxIJItUZJ;)*!a=+V$i(y^iNS)QF$iW$L?D5
z9K889Oef}jgd{*yYWgqwBV(Jo;DE}}bz4Ju`)nZT%tyETIM!<oDpb8pdEI(}WYn}*
z=~EPcSg&C46Gbn}3yP1r+p{u>eD6y-xMH3)e3xG*5WRMC+Y;x-1Nx&qf_8N#u+Z!#
z<k7Y-%f$NE%^9hR_niL9!|>KBk`FUaZ(E&vO%_fPtw;x-8Fo}UBGoBu)2AVKs?GQY
zxa-8?E{miuI=4naEPA2Gc7vaino<j(4|45Dr^7{<1iD7pqqECuIW|B?W8flgJ<Z8I
zvLuCe9!eJjQ994Q+ukjAofE(d@>l#b#Wujkr`@ib1Rw!l=FBZjb&MG3|7y9vGD!a5
z+5>50Um?m?6=ojgosJ!Q>i*?|ox_BksQK>ryQ+xYLvalv6QmiTwW*lN!xb%AXY#Bx
zZzJZlc*V=yadn_d5Gy*u5PLsHOAzm+&a3;ZAX?h^_@-2g>+xC7xS=-{SnP&%$ndoP
zz-R@3-=G1pEG=11#(F;<6)dKe{wxId9U#4Ot|Ymg%DY1ClS(u%r@KUEb(jZX#Tup^
zY1z}a^OSDX#5@url!+M(Vt?Jq$cl#*KRLnJFI68&ezgeedw)>+Y~Nxm#SL<dx3);R
zn~B<JSEt8(_{DHs5@XU1l795!mnEedBBNj?7^{&^g&e0}9l}0Gl9pm0&qvkZn(M%x
zYpdw^;7^eI&<)K-a-LDn3c3#=y#upQg4rC^55B}hZaXn<MbM6=Ubnm_N^D<$2@2ch
zJ_wXz@jM04@?+A$f+3R6lP;&)W`4-7@-#C({I)kMndZ3?I`(%j#t|aCI#G9ls-ikn
z=|@EaB53AR(WT~D+dctX1La6<R0xh9wHQ?4L!nNw^=#IJK8BRag7GMuwAYHI8hE}_
z^eUeed}Ndby?-LmZvjm-8^Q`$QREl(vruvT5Y4vkEh~5Kz+(^JV9g`=l-_X);Z1V9
z4lQn-yr7x+@`lH77r#sd747u+*HUDr<lCwS$~>hajJpP^`ZM94`iuG3o>@RWH$41N
zz;q%4?qd3A!WHp(ffF?mv-~X(Tcy|S<>En|nlQ|#p&ywWDHZ5BWAv1^t(vNpsh?M}
zn^wlE^F<magUpNsDy@hzjTGFwNBvW6>y0-fr=za)1});Rt|Pp4Ff~W$WG9ZOZd^wE
z;apb~V*gPad0@R8PCgY@3>|I5-5uL)psRZmk&w(ay@6=b>abDZqya%0kFj>uXue=U
zAabzQW0KEi!`x$eeA)F!3zwXSbkKp&LBOO)oo;=$+4c-i+d5Q;n*lpPCPM@rWc;=5
z`z?deY=`akq*a{S_`ADh=)qvh+1)hC6ZcZerUD#lZ*expH2K{OR~zj5Y_E$$wYbkV
zcf%vahuiOUR-$Fe^mvvx53q00Y<!H6c()uIU157WTfSSClaJcgLQgg0Ok*7Fucwe+
zui$T`-XLKL)QpS!b(V46pV;1h#h*C#zJ<o;&wm!8VgcVer>n12;{IH-62aJLUIrx?
zqn&A;#xvq(Z)H|mId)QekgZbg!4UJEU_XQWOkPSl`_-I@DV7Tpn4jZcHV-wwkE|Vg
zM6iGPq)TzGcJnFY1y#D?e&t}Gid(Td9OKwV-^AKf`x_KhToy6h=cBypf?1iVof1;V
zgNn4K-6<7EPgE8(qD&b>V!iT9bZ#?j#YH}m+9WU?I9+UMlB`BlM2iG@8&wWZ?#q3U
ze|kzGZI<oEvm`}=by(m@nCi}Fh^P1HVW$xByV`waHB;aX8R8uEWwSQ)Ep>=;ab!re
z{K?QZ{ixCNCWTZ%@!#(8C9<Q`!y?;8{AKp6euVkeqxA;u05YqCSEpQ)JKES6=<&&q
zdxFWE_7=7NUWkWCfz&nOxI?zi9V6ibfQrnNt)l)gW31xT?Hk?G)L1@q396w0Y#zZt
zg9obhDGCw5IoTjWGr?39O9$PLb?3Q9Jg}SMl7f!v1^D@VI559K%kB9bvOYo;dI_Tx
zWZHpbS)MMPLt|$2Z!V=<;I4TcuXR>Rcz@K^BN%Kcb2b-9P-@ea<!^{<>vvc~-x-&)
zB{$alKr<)`TA8vS5R~9)QkEQVl~iOlk-U=3%;Jj^u;B!%I8d;dXtQ+7^M%A+Q&ai1
zHHY2K+WZQ8idiLrxla+5q$Lqv??cK5WAq&MYJXi&8jk-xJJsz~!_a^giogszP06~)
zWnOvk0q@$}Ygbq|5Cy<k(Wo3}dq7#?Kmb}v(IEP4yJNF-5dK(csUIJ?{k+6+k5yV#
zwREj%eZP0=_;@9$JRh1Z`Nr|8GTY`%+&!#;k1PEi5Ib;0AIC^Fv$dwpO=j$v3IM}B
z$*LGH-rFrM`f()k1pG~B$>9~GX0Y)+gg%y%-rIOg(jcp2acbi9ZttGl4ft4XH@lP!
zi`A3{k$S$3A$>a^p#kHJLP-t(T*q(~qvE!}Y+ZUsoe?Ri32zHCGXpiL{!I?&+rKm(
zoSqID8f7;EtK$Y4P!4*jxl5#+@F(Vhs$1tR0SDR2M1#Q7kp>=Q)D1g`D0<qiHli=@
za?SZvM>{ZrR&gUH3htE+1-BL7u=S;GOxGP*wnLCEn6`W6P2~;7-4#}`xP%W@7u$k1
zj}O8O-$vP4*n2GV*eRgSUj|K_A_>;^I_M!&$M=dcx=<iDq=XeN19C%MA{T-m*Jz`j
zJg3Y>Q#!(pCL7$Ae5`)yjj9*u5861tYu)XTJ5r%)Ifp@ooo5#kmk)y45R{US>#n}W
z9=2ZHol~aRRN}H)&2sW-yiZ_GiMOc%o!Dqkf6JFY5Smfj(;?IRhV^T>3r=YCPskw9
zDvDqblGx*3F3N_a9k7IJam7Fm*#X}um&I3z7SXCsu-!ybRS~RQe#lv+8+jp!|1N&u
zH%K5~>RhyF;i6+!t2C|WkS1xymA{)gJV<*??~5(?MkWgP%_E9!`@$+PS}<<f>W;>V
z#`&hFg$<BoH^)k$rDkUomKN#X9?6d<*x3u854i7{2R(sNNQs_ydZ0EmYD?@6u5Xvo
zBZfcURGhb}l-{26`J?tP+eV+ph`yd4D9OGQVo{$obISdBVUC*TwVJ_v)H9dGl*#h2
z|C<nk4+tSBI-QbUhU>PhzfCd;NPO?ojg!p)S`UF|p1WJp04<=2g0<6E)P(F~A&-z=
zUm_(di`Loux;BbLAr*MSjkLv|A)@-5Nf#upv-Xm6(}q0)G)Gpk3i7{*0=6`ulX4}f
z>Na&kJ44PwVF8nctH?E;A^EaQi=UC=w=O*Oa;H^uZA)giC*G0<#`4Y0WnB9rxg=uj
zJUY{`fvh~Kj0$TY5jyU^{zc?a^-+;iLB)ghk3u+hn`&M2&JM#DZz@@7!+M!c(tuiB
zq3khBR7ZsyoInPXybKrH59@t(z&gis%bqK$PW}6}0OP6<uVQZ%w4nHyw(*uPRY~+!
z68~XS#yrXEtAR{#uyM@x&8OsrRLzdma%8r&>=Dm?`VE1^Z-DHxvl}C_bQ7Ypgi(2l
zD^CMo0=|>bUp=lwN!}tOZ$i)7tLxU|xlTXTefeHw6%28eZpl-B$rcb9--XfL=~w`l
zPYRilV&oqPO4M)heh*q#=T*P&{CTB|JvVnquVFG}8_aMVMlOG*EG}PhkwPu#G)pR*
z956(C3R%epxm=iq?%kbyB<b;*d3JMVC5+sh@DIJVm=-bI^9!)&2{(dbiz%r3P2s$O
zoX}NL*=*n3F41i6&}ny()iUB!&M=n!k>Pydy&a8uudTgrvX5T0(HgsU{gO7^|Eo=<
zNE#Wxb`sob;;^D-r4ksxJo+>L6+;w;L}*G!j}A3It77lW)J>MB_55{ok36v;-Wv7b
zayl6l)_N1_(o&VwQSC+DpZlZ3ulok6@*!1>zbBv=s-25Y`0nB4&5mYnRmqku_#U*d
z&G<aJob6*u3d>5$Nhj-0YMkPjFC}JuQZIo!RiQ<NC0gMw`GIBZV{^)(sPEkehBz^_
zZWx+dtpv3gXz8P(k+%P!VJvXmo=VMN`YV}pJID=2aUzje+Js7|m_1RYZ5miZtThl_
z8K<3_lG{OLf6Z|D+gk-IeGIONZYWoLzc)yl{&Y%rS2tQtK&@2aG+0jI>;1W9Pkhg`
z+@t)zBBSC5ldsKKyp0lDJS&cP!*ZwK-Q|(84D~Uky;J~Qg1YUA?K0MWiLvrZe$;g6
zggpxr)MX#K%Bw4f+lf+BFV=3(px|o9vD9K-dgbmkUH4e=UthD|7YvHYiZp-94vKYY
zW^3f%(mUb1X|zq3q~6X-DAJ#P!CPtz0T>?D`xrdGi?Pj(UrD!mj$+c)$9!*NidEB$
zSV#4zjAE$iSQsgu#f4uu@4Udc+gs&9%R9Afw&Q?$=`xjbpH_FpdA%3aprfV?tJP;L
zR|fX!sB0%;UaC-wXN>38E5$5VuFEV7q2cELDK3`HwV6m#OLfehYAKnS&4|1|2^5C@
zEaPg*5W58U#hEIhT3?Jb=-_ToR9=emopg+G_`BAJE1kN6-Dr(I@~8J?pv>Cy2SfN=
z&1fLEV=t`V3ElN$H-|^@d|n9;2RkR7Yy!c+;;Jl*uSKFyDB-%4Qm6KT44WAW*CS2g
zt%HUIzr%}CA)%eqAUJI6Ba}Jbxwz4o2Wuxmv+-#9s#3P8-L40>l22Vm?J|EqD>7AQ
z)Q8F<gCpITheqa~7(KPJPHEVy22k;qlU7R+M5eX$h8y7yWYvZN95Gwr1hQ{`zW=H{
z+*$1CBEvM3`0<#>to_uNv#CnJbVhEiBix1Y_L_d=swDuRfSdfi!2bs~0nqXP@5h96
zmCJS}F2=(`Dk0gFS$(5&H#<5X)ojeMP#K$rVejN)T#R7MP)>fR*qH11Wn#!!G!Yth
z(JAF49|~HAOlD$VVcgv9ZJb_RKKm4}|7I`y+D!)cX7Fb?f(R<1g3|q*<dDp!be@|U
zJScGXR=Vp0JWPdD0`Go#Wzd}Jodop<_y;cIk>YVXx&RF59|>Xn$nTjpo>hZ;Ji-HK
zR&$pxNbfD?EII2ULq+fEe+NX@2x)J=x_=DP-u%n8`MY8B271b%{rx2Wj7%csS+@Q!
zixVl^_W${=|C|Nmd4#`f%}FXuvxe~C(ngc_P72}6m&W#N9d*k02|8&j!TvKfk+MPu
ze#M;UMhQMr-CMYWql=UMhNsJ5N+^!?-r?od!<lK^Fu`-cRQzoHE;WXN-PqjU<2iu8
zsjT-G+gmd!le-(F%l3)s-vd_~kOGq|wH)<B`Hv5OhF>Shz)$@LUjiO$dxMDXq0!v)
z*w%+%pz}|4wa0FHhOWC72Q^U)3-RaMT##4j*}6aaRK5%O$q=2pdEHItUp`uVaqjO5
z8a=JosG{X$?XB!A19|Mf`;m0(XWk&eKJ@&TsU}E96MgjNK^AoFpTO^O7kvKpGR`aW
zmFu;9MzG;rX=&x?yC3DH)u9VBw6iRl_W`Hsy8hqX4VI-Luc5t9g0-^pn;DODhh<pA
zFh<{1mPD}+Am`>GX^KUk@pWRprY>C^VJ5gfH5mMa8W~45Lxkc4(i2~dQ_j_?`RN0C
zY1Nxvx3=9(*INb-jXWIeUni-!AKkIJ$sbV~o-aiXdR6`Lm<wGGtunH>mu0SFvT;9L
zbb;us)Gyt3>raIE-@^%7pIA7Z-`n3qrV%k%ugUZ*YCr*%W<0G{mC@t87vgS#@RaAP
z*$v!GaXW$d@IS!Qf4fWn{z{vE6_5$D0lqA!d=O%nded=$f@%{weWKzIzv8cN3X8U;
zTadex4N^XwJ@Bgd_oLko-RXkyEl0bsZ$(@tLzR4iGkpsWP!&KM`oL_ZDyO)-L^s1;
z)acgeqzy4ywmv>_Gf^YRg`P_h;11;eT3FONZTpypI<NQnyu5-rF(b{vH7NTFl<?;&
zVbUh6R%7Fm^L0n<O(`PV;UTP07SuuF>v0&v9`(9~;LmT(7TDmDC0+Qx+?3XsppSs=
zb5#|!ibfqVO&9zwno9>F+PB1assiu$bA)m*=m1Valnjw_>^~S79{edQn$K|iSg=Ba
zNQ~&CB&U6Tgff_7tNR19lQU?!QD&2}<}dX5e@);td!%)en5L-+1CV%D_)fEZA3rkn
z$CjZ?v`x~R_{6V(QrlZUi}{loLfezS7o_p7Dfwt(+e}9#WG8VP$o}iU#f#CDCuZx6
zlq&cENb|n8b_4rg)Emz}nrtGfPkhqyWH7f@O5sv^aL3;(71qkehKb6yiJM2v6lTUd
zWI)aEWfUH&pQ-y|^;Dc4$>%G8#$%2l<!m-FnkOYvPl@1<ZpztRb9(xhb0pW2#|n@_
zg8+{S-tgBisi+9?{f6+g{_Cdxn^*SxZyx@-DNii54b(zZZnsQKFc7emgg&l?VDkUf
z7E!pjnO;K;hH-`ZI4XtiTL+B+%L;FjQHzAFqe^g3xL2_xv{St@bY|ktr%=wBAMn4@
z{@2;bd*l_nI^=k0@Y>~os1wM5KXfEB4&k+5O;Tz*h!V0iSA6B8K(I(VfH7;k$n|sU
z@}^&T5T0<zTBlpM_~Fea)u6?Y%V_TRV!fYdx^(Uxx7_W>)=93FdgL)%M1~6tT@DeF
zLMflYn5)CyR6Vhk=agG`|G70{3FgJXcv_V74=eo77Ww}i|DSpJ|G_iRIwJWx!)^w?
z|1HN>bIx>{n)mL@*X2Y+u^>q_P|tiHIxulEFVdQ1v29q{RaGH>V}#~yGZ#VNwUYvL
zS6N%^ogVQZ?QL?9cqsRioi_28Y4uh=j7>g`IZ~w&f8bvzNJ;VY8#)oh%l*?Cqx}Z{
z?3(W_%lk3$)pm3X7gSh;*f}7@qUJz`$@Nd`qrtORu+SJg_k2<_BW9U`^k>?q$P6Y>
zS|~SfYn!K9ZlT$hu)Dd@o}`}}T?d<~=X-g|B~=i>2=ov3B~4?~a<o;mIPH$Xf?W*r
zCs9{_kwlwg&ZnSDE1~*jpaf~1_MqGjeoHgxkW<v>8(HvGwkSKA2CrD|?bZw~vA~uo
zFd||oX+teq!8Mt|<DH9NEJ%v-#YFr+Z8a~2q|^rGM;(M%pSk&u%!~AL<3EeaSjExc
zIfM=j3(X6(c^Z2r#JN`MzNe;>(`pFte=Ng}rv1D79;oyFuf@RhB#>sTP`egRdZTgk
zs`!qzPu!B9Johxzqy}m5hBb|ggCXn~^>%mZHzRJ)wYrYy)a>#bn+#+)#-iB${e_kh
zqx#wv{{>n;jxu3dnSIqi$f3o#+75^?!7oh&)F$Xuss|IIZgp_}2Dz4iCROsb>FRV-
zonc;l@pcYDN|rNf<E&~#f_QI3mw-H<t2Yqpd=HUE(K+Jo)~OP-d(wyA@o+WKT0mP|
zA_aoXex^{JYY?{6=<(!Z6;ZwsdHuQDOnVjdPON3mn?tn2SNvpHRcRwKpvAK2XKEMs
zGHJJe$wYS$&#0?qcrx{kH{FAZ$d1jbj=AkXi^le#<0hwI`G>?r+tvhyKfYJiRX0_J
zZckWmRL9FIJbK5d&$bj<*}E-$3rnB19g(wu@t={XurKm6X#qd$xe)+7a+8{x&5|M-
z3Q`UEkDlDOj9~yaMPl~6{D1KV|36sbkw_@qKD#EhN{*WTLx)p_W!imwWp3_P9Op1r
zJ2!cc?wofozVF?3Vb<eaS&+h-N&zNJdC0O%Rc+U(a<_%lNi*3yIAe*$R}e2>jyB{w
zrd0;bxwe)Qlds?=m296%tN%`ny@rvIC?*Ls`y*+;G*hBPM>FBAD9AHunHMJjB^*G_
zDiw2=r3kcNiv>`Keh;HzWJ5$=a+)J<sUoJMBY>P+W6=Kih0-lctDy_9g>mI#`vJcG
zf~t*6@eg&<udC|iFFurrvftsK_$cAYoigO@vut+D*e6+WVz0=7KZf%Dsuwp%ec6N+
zM5D`M`gn*7Et$p~rWH{MO>~*Hf9Lnn_f&X;D97&o#~a*V(cm_|8yL0Mgrx=T<jstS
zREA3Y`#(v*k@ry>ZPGU|Wsd9$<H)2H#zR&^G0I_m{67Y(E=LpI^Lb#GR>v~d2?UUd
z)TkVUr{RwtkQde+O60c+-t2xziJ{IXLiM{PL8^1?E<DY)L`vpo5crD8qL5E+L{mf8
zFaAU){p}t9*D?2#%QkV{<bo-HMA4jkPo|_Y%mOUnXe#pyt5^_pI_{XzHTRr%nk<Y0
z-H<2B6Is*EGIZ_uzj1~B-D&>kpPv|5_zQ59aafC&mw<eQ%r5oR04(~Y*(DaSV$k$>
zl(#a9)Kq^u!z<*2z1A;+U@Z^GugL^hOBGrKd(r+I1e?U#rNIqabi*Ayr&uVM8b!p%
zzp$Q;_L>a7!Hth1HgJ<b-z^_z_^KcmHh5Khg)>7JGXWw^_DIL`lQ7_1F=iNm$IiAb
z9_`Ry0g4moLR_idImO~`3enZI;#Tbc_W#M;p@l_DmpOrtsS%V%Qi=b3YYL}DseoeC
zDdOxL*3n=GP%?%fHYWHkaflTKEVtt=*kGaA*%hoKs_-RF2G{)yHl&P|?mIQxGm*f-
z_FxBxzd;e;nL2lXm}>^mWm^OAZ)hNwyl@YgJblE$#UH0p@CMc2AV?`}5$IQEf&e!~
zaLI)S(0TtMOeru8t8_g${|y45DTrR2&>IdVz$e#}XC%wLJ^2}Ei2dgYp7fS@14&(;
zC6$OL6@2{3iNeXZ68<nQxgygd0PNrTdMR7}XR>22wuemuO^q>X_DqA<keGiiWS@{<
zhG}2uMH_66dJ8ySgXWm@@HSVCcmD?EwAJt&58@<D=-UNr(TU;5V0@diXLCm|cag+(
zV*h}W_^v@;%Dh}?@^Wx^Wih3R!2;&0lGxuP%=SXZnl&+=IpB>4tDQ@)P?Ko1FP&-h
zd$J+G+Wu-+LLPtzm%e%nT@yDz;D*)tdgWX9Z`41#Qo^s1vS@=N)u-E&KHNL)f!gyv
z-Kk{(sgGHl6a^q@uX4U2&4MNq2lDM{R_m+f&NVErNC-a)7Gb@Ri=@3a9>@cV>8F{-
zJ*5?=dV~s<JfnR?0T|dx0XvcxE}V#lwTMjUKCu-c9C_)#a1YeeAKj1!+Tgg*J?H>{
z5*SApOB1#YjoABebM1tf>VU&Y?2S%DRqQ14ptaX7@@=q+t2cmymVbI>O`zlrL&AyL
z3{9fKC8ezF-u!%V+kbsv36Zdo@$O_>N}6dJZ582o-0ur8i-1Q6vkT|t-?o)`ILk8N
z?nzy^7D|UNy0=K5vIM0frEg-Q3@~3LX}{Z+Y{s-(^S*7crZeCefavJ1AdZeRNO-Uw
z0KHYaxM{=+`Hh|h9?d@8$q%;@G;p8TyrR?^cTy&VeAJbJf>j=GL^i96X5A=z5JQsc
z=SC8DhaOPjBHfn#5ASCv6Zk>s3Avr7{Zlr@eUoR;>c8OM^chj}ttt93t5IHdm3cz!
zV5zuT2Q*0IZ!jkZRCq;Gt^t`T>By6MGdd%vV~4m@W8nC9LRnqK*9HNqagSB-QKZex
zVC0Ec6wTl=P{%@Ti%f(v9j>pN@e&IRtBG-8j|QIL?heuc+R(p}R5MBV;0L(LC%N}T
zgGQ8&yR^^s_?G7h_s@{-;jV)iWj9uetNs2Kxpz7~IZu?x2aWN?0U>}4jC&{3mjw<O
zDJEShN_FCeyxoT&6VzPBPQ}SJPcJ5<_Z=@}I>rRTVUaaWl6^>b<vZHOzw|nKWnFa7
zkgf?lTG+(BIdO)249wH}36X^RSrH}{&nRR|E^BwrJ;wplq8Nj9MVCqZEN^zKxaIGw
zIr33Tz9IJ)_)s5r8-}1iDb_81fTF}ENPh+&v|m}{)hV<U(_sqss&Fi*_QJSnV@Yjw
z7bh)R(6Y?F{!-jlyKCBYbbDt=`peN1A5ojSruf?`dC!yMh(urch(ZvCEf_Y?klRY6
zS~&!Up2=U{<gCSfLq8!FO)!EE^Ixqn5}ag^p5h>Avrw!0<mNQi@^t0O_#gC%XV)P^
ztwrsuklf=f6D~ijWfR|MQIZ{3$=Ew9;j@Iu*@kMi;2NPpEM;RAEcm8=!NYm|{zvYb
zw}Rvs)Y&&-%A3bv78@q?1lyvku&41lqvP9$C5m40?~czzx9=0=6iZ{ei%m97L0|P1
zhv&^+B!t{ep(Rg=IrylsVzSoQCh}p+*<R2^_V!$?d~<wo9(#Z>eTO~8h9SmB!a&}#
zwj`d9ipH|Uc)xQ=2_WxqZ^luKcynbK85m5ra2|H1i^-Vkb#g{&4?2uLqYSQ^fwj?~
z)#6+QkD)KzKkz>jHok>bh^9G~5)U0g!NLRw>7c$dxQ=Zu7wU6V5Hr&IJ%by|1T*$&
zET9x@k{ftT3@_e`6^_%YB~uJw1>IheYRd8&B6Mu+)}my^DkaI!#4JAV^8p!<WS5~k
zBPF#Rd9#-t$)?EfD|VA5MRXf*%{VD)Mj)a#bQ;+609r3-A~Gj?jnTK)socY&z+Q<$
zTG=XS2@s`dkN}4W@v%bUEu0(Mi&Agg4#c}1@L-iqVgvA3p)N=r@$^rXsb)H(3mqGB
zR*@IeM!t*+sC3`>=q52t0B=weM_7xY%jO<9t!f9V+8tKpX(777Fj(ngMz()!1S9vB
zN!Li&&>Rk&KC<-g<ru!%>dbyER%~!Z?-j}o7qJ|LQEVVunXUJE@JfV##w_O19p~6u
z$p?F9E@{VjGj_j0H%FCGIdMN{Y~qYfxA&u`r<J`k*F~(ja=1k?gB^8r*{_=Jqx!#>
zG=7!g8og)3L?|VaKcFyDS}b%$)bSfc?k&L=k(o4LqP)@@v_54|^&%_JsWb4J=c?QB
zPv1Miz&?J%p2tnai~&-fBh(^$N-ig&xOA%9%@y^+=RU!#T_5C;u~Ok86xK{v=-qF)
z^`^EH^(&Z5dIMuO%I<^83RK?LXk!~+zA#OMW90w=J!qypnq+vnB<>P2;%r^bJVu#}
z_nBZ)dQXG!?Bf(v0jd7ko9;J=GqoExJepXdef9;GzAUs|xzr?vS`3wB_Q=8j2>!Oc
zBBh+UEC=$?Ut0Gh4-4N@I1io`%<b+kBg*^_=Uba4?Ks{^<TC>768|2U$O-i~Hc6f%
z!`xN(>7`Rui~-46sl1(H^LKakZU!&bwya1vPj1>Vop7opf1zD8x17;a(7eii4LAi=
zi)Sam&cDY^d42_mRwD{<LTi9-AXXOG%!grr?)B2kW|&}{&yT<M?u{!ipxFjuwt|y4
z9f9?DB2MFjvA9{-B4B-(q$>)gH%@19xMIxY7g!4dO^Lmf1N^2$tTo^T!I0qd(?7f*
zz(YFORmYygqRxpb(ht*$|M$is=<{DgdAi4i%>^2UZS-M-d(~H0X6VdI<yIWb9&xY@
zcqbl!n*%&ofb4aJ*&jYo6h;qs2XJ1j5r6qMrftBfL}1&A_EP!{dH}p-Mi+c^X%CEC
z4{M{RS@!lub;4@g$7=<HJEj1y(GB3!l0Mp_|HHp4V1oGx?f589*zl~7uypNuk8cv+
zOX@%xl>-w7J_P@9f90mk_ux5z+UaRy9(15Xn=V6RYbH$Qjp7i6jvIT)N}ANpT*2Tm
zC9A>C#eVg26!py1^umlW1F|Z`znbdw6|=wB%24QuYG_j0w`Ix@cP6)k;FBE&AtRCr
z*P2Q>0a|cNZ~Qyg)nm9>n7D=QBDtH9TYczsJe|prA{Db8;f&If6~hIxMm@}z8C4wo
z&fZNGUsQ1L7HJ-?n>Os7jglm8*E!0GDA%(VeH~aIZQ$!RzV{sYWRs+ySXxv);B`JT
zsuHO11@L82nYLwEgL)J^=UX=XlPMUw(NzB^<Blo5Jdvn9VuR(Py3O&Niw&6FVn*qB
zkHmI6eP8en-NHju`(9<x_xC|FK2p$I-;Ifgr5;P)lsK6j<-I<*yWzuaduSV1l`fzv
z7+Vn@`CgfIE~0@<gD|(%c{v@UCr&?07;_p`79}uncxJ^_<WcmY_mUG~Z6~|TSAO+X
zA94DvtTQeJypK-V#rkYdeuU6qxC~Hi5&5=Ecl+I)9oP)W`+953JbpPzD<7v4wbaoE
zE<s&Qo-Fj69enLDz!kn%M_LoSipJy0C{B~)M5YqkvT=<SW4U2S=7L5wCD?Gq@cY}J
zedfxY1P0ZWFDTp(_g0-5qkrBi^{i&S{vHQH^9CbT35`;jdZfh6zfE|_e2!q=D7e0o
zR+~XqPf3Tdg#}+M)Gw=edFfVF#bgKaOfa&?=<HEs{st92<O^hD84Yfg5aWg4sY%w6
zPup9Q=`e4*LVBV@S1aIB-U`Trkp3T_3%Bua)w)spO3u~Q7F~{m3-#)slKQg;TgfF{
z(U~@ALHegt1XRy_&vF?A@j9VqdNnA7Kjh9<)!}2+8|!b%IaWKscVqy_R7X8!5RP^v
z6Z1NE)>yw;`ZS^>X}8NSybz0RJ6S>>7YVc`SuWf|nYF={#~Cvxc;5)8zzRuXi7(<p
z4<JlCr}So|$MsdUA?#(9RK^LfBr_SB=eK?huE;QguNQHK$xj?VU`>-^*G^cV?&MHN
z@jKr*DpoCijN!R8m~D44{j6lWuCTmCv1648g!8}_jQ&+2{-;{oe;V@R1?i71b!A-K
zQb?u8o~U1L>dNh>x(Kbt-t{k(hrHg>fLQ`CR%h73cQXkiq0VPnnJfY}B34CBUaXp#
zs#$aW2jYC^+v#URnFC=s&)lnHZlcS32bW=hYVi%}GKb%w8pPR9A)uuzKzVT;Fj%y^
z4`5=A8-P`l(#BoTcnre^b$}vF;45Iy{rf@+r>cu*^uS5jySLzDz*v9}DPOCc|3_EK
zytH`y8<e5<r!l%=HsJU_F2Lq$b~G-1@LgYeS_C#{cDbo}73Y2htk$ML@GN8S6+WU9
z8!)AXbMdj17uD19!2<?O1?wvR3CNzNEMDN{9nUiE6@_(W@Q#Rz<x2uLaCZPOnWiqV
zO~S@Pio0-6<CE`Q2c?5r{NZqVmyPt`YQ1!dT|sG@@@}r+${!OK{wFsTS^W{K(qE5@
zWig1ms%}dj>`t2(eJ=`gZwG`^X<;7^7dFVE#Cw&;*r|<-v$|Glu2x<}IeE~oi$|;%
zWZ41chqr=FsUqSnS4FK9XSF##&g{xzeCn-NdRr6~5D4-unJD9g+k3fU9Eh~pQT)fN
zINEh#CIRfDNpIQ$h}NQJ^(A4R7m4u!nQtHhJu``kB43Pzuv_EEMjhpTOm(=CCP&>@
zW``~H#NzEW<4(B3A&k&oUDWuT`+}s8=4)BW5Af_xwlfVyyZ}qK#R!l)n7U$5MHk~y
zXkc?E=}_NSN4;U`rh!5&D0D@V5>2_hR~-x&RLKfZs0-o@Ma~?~zOo`9Q?Vf8l7<Fo
zPkAdN)B}W@?v<CT?DRgVIvcKKcUX*12M``uy8=Zl{mRu{iF5mkMrB5JGE+HuC}vZA
zK}-4usCcQE*k*<>zrePREuZE>?Pu?!578j=kYKGs5~BQFY2`HtmCb}mT~q|q_Q1ji
zlh-ZZ%yn;D9(U#WGS5zLNz-EGvM}arIj9+<!pMR<v7)(M%SOO{+d5O|4Q{Ng9Fw%>
z<$e9Bs$`XfgEUPY4l=;hF6})5-%v$L-5X(*)*JceaJQ!NDf3MROBT1C^p<*VN}6Yj
zlyIy%^jYUAo*UofTSagbZ70?g?T~__PHs(lGbU2k^t0EIwz58i0l$^QZ!|~jq!96$
z?o8N}6qVZ=_Q2UEpTU0Z^}y5+c_&+P?FE4h%g-&t$Zt#Y6375<R*mg`n3F`Z2gN)>
zP5NH3(`17ZUHX#BBGt^}Siv%p$7%iXJ-94ATIm*`pV8PlB2x*?n67T^9aWyncDtVc
zBLXIryu?`x+@v}chVbNc+w)aIAE9)MOUac8KICf#IpUKqO<7ng9gY(b$a~VLCn8`n
zP(Me=g{QRDnJt0b__Vw4&F_MgV2B+x8u?fkv`<ypr5#Jc3SE7hxJ((!!|ToGxZK-K
zH)}NFVlR}HYZslh^wBfiQx_Zsxv#%%$~fL2V4u4!jJs3o{Dw86?Yc=oiX+34zqtFV
z22nOf*1+*5Mpk(|1&?#QOacIizD8)+ea7_rxJxw!EZZq1f%kfcuk8mD^<1;`l?Yxl
zsSc>HLY)Ovq~3c*R#nv#Ymu}22BBpag6X$%vA55F=FHH2v3Bnj+|1<a<*>xrN{fRI
z1f$3|FW9~$Ii%;#w%g`c<b`|Vc442>we?L|QDkhiXa|5nDzQmE**C!VYpJ=QGxpU+
zB-WzQl}QbeZRe?F>*;fRYv#%R6Yi+EX+)iZlU>9p*2N8ZK)>V37IN*@=0rj`Jnw;+
zK(x$Dv1Ue`{73H26@a@4lXiiEa>-QGj=o!aTzP_BqqAath6kjC;_Wc%o$z9EtyaxZ
zBh^XQ?0f6|i%#q;PpSbKbGJfAKX*W91m%~?{XY9DurJ>YZ+Se7ngpD?Y%pVqwgWSJ
zzs$4Q<t(op@$DDvdJpF%V%&#H$Agr9cq^fE!z#?G0U%UD<n2e*)N^xt@=m_17XE7d
z-78$Q!ZB!pHr(UUYiV?-3RM>e;f2b*j;_qO%aEbcPN~wQTGV4aRMR8@yloZ8TD{G{
z09_|d#huvpjo+YYYXa@o^qXswl2nDZM>Z{!S|gIHwH18vM^rA&$3hXAP@th4!aZy;
zeoT2|D*3s3`kp(dp*tA*oapr^7u*u6j+09dO+Ptz2aL6l+amFaJp>l$som~O4Ntiz
zky65Dgs(KewSyVD4rfQ|#^pho4%#L)yWduEW;Rqgm_E>p2*^?5u*fwX52TN1y0fqa
zo1O3_FBezgOG-F2iE-mFamO2t8Q@Qcd#sITcNC)*J1^Qly_=vH@0pXWa6)Hd`=n~Y
z@m?J<#Wvbd@kxWoecI84ag*#h{0!1A$S2o!(CdD*w31mcQO9H1N2SgTl^jI3Zbf`L
z-9Y3D#kj4Qfj1MJZ7&8t?OKjZC-y~ltfe72Et=V*=e>O6yD`r<oxN{Q>|@m(ov#A(
zw?_m`wOG5dJ{CzmZY{1foe-p?!b+m%(r%*`qwdv>*biH(@H{8c99p>%k>ZjDBG{2(
z&He1HU}wKlOl-i)HnLX9$N!@~jemU>l!5)mc<pS<_?amt-&cB}L0m3u-sj_;h$1J1
z)xzWR&V>$$VI$mD%MJp;nB@0U#&C{3c>!ciUCRhUhl8GnokrFlv1<E%{_f6Vwa$8<
zK*a#PQ0$ESh80@6Vq=xR7?w3Pp6gv}c1#O(?v~z2a~280I_C`{-=Ywqu3tul0;rPa
zzbEzutr2PE=CP+qMR*(pyE4}=hAi-pN-sYcbCo!&7a^f7)ja*$%^@P?M7*_Q^x=P%
zdKn@r`Iq9>KNq_G^JBai`{f9>!8SclEFE;5cSu2~Re9Gy{xOIna8n%5@K{rZr2s36
zN=c}TFSjwP8Cy5lU!kWCjA`azAw2g00^~24<jl@IX#KAb>gEoQuFrNpq2cv=oJqbH
zWq4wEpCD?u31BLFI(|#DYy>f4Ar_ePZH)?6#}Ex^w0pnPTK94v@utYw@L;SkCU(J*
zKdAlPsyz`={x-R-rVOL!V6bcP&8xUet;s#GMXJN?tCf4*M6!o5>EDs%Sd}Gd3QQH$
zLCB8!Oe0*unFdZ1Dkbs&0PAcT>JN`IJ=b*z)yKCv#_KY|@}b-cA9Hv<3HEoZRchFh
zT;%uU_nD0vO7VJ`YPWn4*zgqQ;`7r+$=ThRsqOHa@y&v>56dN4p5aVec^MRrt)>L1
zjZaw#_U!6Zb1(Qg+sXuEA0N-PMN0+pg?JM!57KqB%rvEx%{}L5ZF3mz${c+kt#~Rl
z3;==7f*L574~Wm<nKnCQqcC{td{)d=7(W+VYiO7@iYUkpMm4*0mSk<OMyRVaqW4Vs
zYUEioh15<CP_5`51;8yfo&(<tre{3#X8Z`Z&G={gI@L&S`+{^U0qv6S7<XmVd;`ix
z7-1EOe4F<2i1AEuUcFCE+?7SsVtJlhb;9w)OT~=$H%Mdl^qY4F<n2PrEk6t%prt~@
z3di!Gf)M#id8Rgj4%q;^>*<lCspDm{BGJx7<z$QD4d@%J7+Wff=Znvpdn<1>ex39Z
z)I-ku?KNd+1^b0Z6-IfEcZj`{RV=C6*^sk3u8bUUn51ezRHbDbV7jF&TxeXq5DoI6
zFrHOL6H4y~M0M%OE-&7&_N6JeGr6S}IwCCgzV@vPZj=Rh-;}%lSb51yRwYsVz&CDW
zS+r8bQq}~#t*uFF-@Nh{3=KY|>o}c-n|xK4Vb7!{(*A{C`yJ)gjE~M`Qn_ZeFo9fu
zO5%7XVu9M)Ga0AB3(LkR0PX){9HSLe8MvX&nM_>^mao?=UQ5U{OM!~)o5(PXMd6Fn
zym|c%v+%JWcVYAM7p_GYp`e~INueLxbqvFfuCpGl;~E8y)wUU|!Yj<q+uZ3RzPB(E
z@?+*r)uT)XOJbkq)D8<3uHwz*K2&HB+za9ISG2sA75eg{IR$a^>U(bKr>N8T<%q{N
zGg29q6%=N#KES@7aFlZ3+;ZhW+T*STJdP?gqizh>PTfh%^t;)eF8qnH_eUxUq;9EH
zkGf*QbrW{V?)QaXD&*+LU5xkq=OxM_$F>DL0Ch8MIZ;uwkxDq8YLFRCsoL|DeQNy=
zTwet0tObB3nx8vXTyd(-uw;#PjeI#X=>%Q+B`r*1#j>F3YQjwY;qD(+_ivnESN|E~
zPdPM^O@r6D2_|j0vs|!PHD#kbDf9YGO-%NE>FGH|ux7tmIZ7mGS8!fkt#Xt-bX5DT
zT}{k4+0|DcpY}w(4u4z6bRR!0K6`qz&ZH?hw{>;KD5ooP&dBz{GFBaFy9U6afC@b-
zxA|f{oA<k0j-a~$OW(v%!!t9JKb}bw;Nt0-)=5^u6;sDo_XfCCbXFA@4z`t6(_Q*q
z469pUggb^Qb%7IKbUl(?TNoFFzWfGN{FEu02nE4kzqZMqYPGO%WNj?ut`f~;cuCu}
zElrH2{b~E&Y|e($@>_LZ^Z>f^&Q9!48EmOZBMlxofE5q?11qj@z2PCXXr}Q)01~DB
z|FZt~&$Yn+?wFRgy+Q9o*{oXqay*$sE&D@x;;z$t>kP81ThB)uB(hqww{!s(nzCSs
zvDY*@R%tCnO6lOGP&%<S<n~yh8>_au!TzqkR6~=+_h-cH`!O*wL#w*;G<Y!<%MoDJ
zNj`vcPbw(_gO7CKE_D(o<G-U&f?v7$<0HSTBZ;*sIPya3N%O1F3t7&#w+gNwq<nQb
zC>jZ`yU-)9VXynRIxx#WE@vrw>U<Z-u6zve!<aV`hJyNrfPq1+)ak^9KIwiq@78bb
z1?zIf`g9kWA1obwEH37%uN`t9l#JkrI_>UQ=i*p`h)=r7fm{rUS`ThOO*i($Az_Y=
z&fz3qD<To{?-j8Rj~5t*_a#+`KEEwr{5jiZ9{M33CnwfLn%X!hIw({OG<8PVEZfs{
zwz+#=!PDdO=X1K(4a}%1#EU+hvaAS|%7NZ5aAMq+&FBVrh3p@S@qX-_VSgJbd-6~o
z#xkMoO^*^Z^iCMsQm2WOCCyIl>uUY3%dv!uUmTX9akUq#NWDALeBj_{NIT=eo9-I5
z-&tD_tH3fWsr945;YL|W*DFu|2V)vU=?mU8DAu)EV^)SX{k2%;5GqRSH5STN+9~T9
zy2Rx@sds{54Da@IRyi#4Pq^|S8%aYyK8lgMF9Th+a(PvmJ~^}vu#-5WJ~X5B!i<cx
zX=P<5)J`6C`o*>XUJJL8{J`pqwZq3s7Tu852{;X2@^@<{tDuUCQP(iXa)V5PN4^#i
z5;4hAuHr@!S=4^~a=ih(BH655R<K_(Y+Yb&HouqJ%XRAy>&{*XwR<t_eFqtrHT^Yv
z>~@+*OMPwZv)~kJ=VJ!i4h-|MRp1E%e>1VJDSF3q$lR%{oBmsn=t4&LZ;&{^c8(9E
z+bmw^<fPizkO?cM8UFf=fBm@KdBmFq^(YbU<ZAx2zcIrogzoM_Jpo{IO@L=k*&eK#
zt|<PZ>alQ&#bHx_$-C*T$nh>CZ)TJfd`7KKrK_}RHOTH88>jSsLNnIIWQ_(d-fOv$
zU1PjrPiwnRYCXArH<pC)xdDUp{oCL+ra?62M@a!>s{EqH_%VQ;slgYE)r%;hkdaUv
zgj9|IyX#_zB+)X0PEu?8!YKiH=kq@Mhe$cL<S+gTlR)DlITYNwKy_p!KRUsf^BZI&
zQLn^)NoTGm6-+xc{2u^q{t1jj+vBaIs;rJ@tCGbtYj%r1fro$*Hc{kUo%U_8%I;TF
zH<}segMIlM<ZZ0?f%#fNYjP_4gR!*_r6+Q<hlptiJ8TdUiZ}=hh5YkhDx4YuIpNPy
zj;lVJa^A(K>Yo>n4v@u{NMux*w>)qPMhjb{r-8jGKF0*io`ZEX&A6}PkRsSiOaTs4
zlewEth1ghZH#=)@2T$AKd~cuP6vk=vdVs_bCIU#A;~oOJ8s7VtTtJ5O46S#CcK-W{
zQizy;AJ_$7a~L#@Y=mCpR#@}9ChHoaKJvv69)lCLrTWsZX?ZR8ZEmCtOi1n^C%)Ok
zvCmQRiJq)*hpc!`o%dN$i8b&L2qE-Q$AXUMCu)ne1c}a`bj_5|4or0}s~M8Z?-=dw
z^42O==Tfd<H&(j7C#|F0+XFReG%P4GwkxTLWHlXFTyHF?ZL%Mc!^$bH_)P`0J2Nq-
z-w^V7wj+a<kMV%r`%W0=%t1F9D~#L<T9HDB<Ai##JQ$PZL3${Ukcp0I<*2dpr*<cu
zS8SriDky0zyCZ7;4XUxmzeSPt8%b}7Ft&M6YZ{kYz`i7cjk}N7*>}9U@$s<`ocCyH
zAwS2C36k&QvfLXMSlw7!pV&vWzuCJrbcvp0+5%_;5_KXs<bhN+uVjR_k+)Bln?Kcf
z@b{g;(w}B*4%F&I1~ydK$+|$S(lv_%Vey!AKg_r^o!|0rP&kBWobM}7oRLsWeA9Nf
zznD}LDuZ0#mk=sC3*I9>s3e_Wj6JohrWSA)B?5mHvimhdAL9K0;Qp1XNkaYxwc_)0
z0@Uw62XDDY6)En_vUp9ZAX7z*#sw<^WF|UdTsg=l39lz}2gEmH#ZHSML&aE&OmEXN
z)IcrLrNFS?{EUNCAIZ2u;Frd~Bg0m2`f`bmYlS|lnd2k+l~pd_rXQw*euKI#Fn&0!
z89>y=g=t+D&2)TdG@C!67d~rbB+w(wLdRaVQ7bvo6t!|iV2V0fsLWM=G-TlKaF+@!
z{Dja+yT~`yE(*hJgKv{|w_bm8Fi|g_5#9Z=gV09|C=V@(j!=fPK|(o67@=V6B};!L
zY<C8brX<FGnAzJeegkucxp+unM}8f)%~Ibcq?e)x&ld%2V=9*;B(%~x1bp(8-Z?u>
z(7~TP^V)yixt6r*jpr<t+q%d$XBf*Bd2y1-p7$z+DIeA0$Z7zk?z|*;Hk4cTwIR)W
z@<o|qd!&lrVz@62-u9^}&#)UGxeAh$xxHreM?{u;IBO5h8$Z*GC|TpHsP+SrZO`$b
zcq?ZYq4rI)N7=OxvxA<M?mC~l7b!d+I%#BA!URKdlI$Dws>)PPRha#52bo0FM;4?^
z8lgOU7ABV+Ld`>7=E%o)v6RzErmxA6r>{_cLPj*?J38bVm<rh2zZ<+i<)k0ko3?sn
zLK)cbIuqKf?$yt>+EpstZQ*(!U7bnr8?;?Szhs|9k^>FhvoM30nCe({a_TWK0;x$i
zqt?Px@J$?7W$d1--&;9NtQW(^5zr^AhbdTwbLk|jYJ24w&jP80maWtN$H7-f(Sn^7
zIK@#5J=@*U{j}|YJ3)u$Ja<K2&~!Y#7CF9#xRHx)FZTbDC^IamlI#_d6{`{!mSAA%
z)5bb=+`*lNx))Mx)5MK_d74l6&5jj&SE0PLmYR5twdaKK8X#2zMwxXuBFRa1i#Hl;
z$FIc>a*WE)-bnm~ci|lKYs)mSXnSZ=ocy%FNq{zsoExB@%v~9&arA>7z5w7X#X#Hi
zvG^v0Lti!DTWk_;KUM*^?)xd8iV&7o1}#f+FF9fim~5d1o%DKo>Gqs^g2&%7gNV!h
zK4!6`7f%Yoa5u^Iel2i~I$}vqLj?1)r}MVrj02c*&&B|BLdxYW6TX)IXXGl&Il&xc
zxjj|-#+1vh=ZeyaJBE<^=%DyzhQf3$0lJ11qgED@#_1?;t6cRyfT~k-#h$W-gz^;L
zOR^yvG(+>`|7!2bqMAy!XfQ0&DnrwZ0vdf_qYn{LXqkgdDp9eeBLXH-BZLqUkRb_y
z#Aa54>41PT2nd3p1Ti4<ATlW;GK%mLfuNum2ngZQB+&JS&(~|c@3;E*uDU;`s!mm%
zz0clglfI+hY%rj+$pw&$Zd7Rw1WeUd4Pq!!DZj%NS+@2z$d*sF0ZRJKviwMA<1g`<
zuUdEcA|ds-m-yG~zHC--XFv(n+WnbanAuRlO+$P`R|GqF;GYxc4RI#QRs5^1d<!TB
zlpv=R8d}XXmBRm}Q(!mb&<zqm?0(U_LHgX}D{p(n^p&84uJ0{$J#yNzgDf9glaK93
zk*q)aBxA?>RfPsb^7aD#5Ay4wnN`V^;PxBOT5M%?KQPPVNbPG7fTU0&e%F?(0u^IY
z(Us(S^3usk!6IC(?swMmdYE#-g8K`rtNFBIn~V^DO&(35U%)R+cj;i*Tm3qFj$wpx
zyS2WRW3McEx1}v?r_lvQQ2|6J0-RN&A&S}+KWAN-tbGgfoq_O+J?ItZiJOy`+_bjF
z4)~^B4Y*}kRm1AshsU7$OQ<oE9tn}wrA(h!D;{-;y7z`#;fL}zU}Qa&qLA}~$|T~N
z!^{t!dpx;IpPfhWlc#k_fn5xTEU}Bl^nld4<PF@PqVxDsuzu86#qaI1Ghw0zQ=ze1
zyQIIn5UWK!^*)cY1r2KZBsUb>wY3>)oJcYnOQL4{+~n=M*S0;a;JCU|ST~*S`(*xp
ze7EE#Pm{{RlMd>RXTy_62=j|ThuqO+ATnxP*Rrg^l3WO7z34gAt$p0#gq#g)Y7=w5
z9Js|d)t6DpZOuwyN-pSCyhA4ZQ?I}2-yZ7k++=Zqu6q7x8*-Z?$o`5{^r=1*bM3s;
zuPL-g+xW&0aq3Ty)awTewiRZ1^_erH?ToO<qX9e6QJ-m-_=G#0d-Qe3Vpk$Kzo#-I
zf%02<4r&ADyal#Yy-<{Zh|6fBWS9_(4_J`zyw}U-B<EZU?ym^#O=4&dhHa%=DlNyH
z&-Q*9<==PIR8+-A-ZM&vT1I1mbQLD~L1W`vQenC^y?9LVDeHnM0F?X|9<bX`YS1O&
z$)Qj;<uUJyvs%c2ovkgb@7-V$DX>|bDb>+A-##Jx$-2{XfBNw5yF=9qK{3IInm4pZ
z|M4RF-^)$^_AdJW9WVEan)IAGCfF~QG|KX)n1p&1XKL<SH36ztYP3}fJ5l-ta~-_#
z^rQFs<tgg|)IoWyH6p!Amis98Yce`y|GnW2*uva&UDI3yhZWlSAfyh}>ZU%UxvBFw
z#11C;>DAmYYi}_u`Q*A>w+DV5B%@ZSQpT`l;@+7=9w}`#m9KX6cbqFpje&$?<^w>+
z^LKnwCCRMOOXZ+~b=vI-;l;k&5_6t2jCO^oEDbB_*jJf*Lu>B^g+cEu^K>U%i>bl-
zxw7W(q~;ak;gTP#Xb%NsovE9cdG0@^;Ddjk5-tF#<UKI1yS*4ML9!x`Osa@fP;1!V
zR(G8GU=+CKeQUnU!vnm>))8W+bk{R2Nps*DadiH2J%4JIewgsFLzqn{(=m+MfK@aQ
z%b^6(Iz>{QvBowGOsgc!U$y2fX$*p@qe_C^jt>yItuC&oI#DrGW2wLQr;OdD+4b!C
zX`3j^($kTLfjQpg+JxtV0|AFm)Pxw0%v~7{-fSCgY7>RZiNLDMwaw%z8;1f_XdS=7
zA8QBAV}ofAU*DyK%M-6gD5iqjW9@`7d|j0Z6uu2d83U4I5}E+lBTdbzwV0jt{^c~n
zWSofr0oJ|9BufAs8^x8N8wG9|yl}hoS1miN`u&=ebdG`$lxIy?3`w5^yta-kD?rkN
z`MG)AA|SE^Sdm;RV^P$wZIbuk9JcE+T{p=&N1rg5Z^$k}S@Fe`Ujw8@8qxtlPl<nK
zQeZ>VodA+bp5FL1YEM|@X~fp?K)Elt&5gD3DAg)K{KrvU#Ir4g@SW3)YY~LE(|O#P
z>qq1-?*I@s{Pi@bT$6OldNyFuHtu%u87805m&N<Unzlo3@I`Z?6GXIvZX#8wJbV^@
zP_zLPj@UTtxnP%%*d}dCn+ZLQ(3&ilv*U5SsR_<QAN#7tLKoX#xfmRGU*jgktVb+h
z%z6_tzCkGi_ytNL(yQSq5Ii|{hJP_$O(rTRSrIO@Q<gx)0>P=SKWY0Rsp&(#NE1z#
z;0<+yj_{i)wpN#t*a$$#RV}memWY~(JTm_2swF?=lxVGHcHm!g-c%0$7P;xoFm|s|
z(qtKWHzZ6$N>+nv&RD!@t|N{J3{K7tG4?`}D~|69`vXN>j-$3yg)2)L^H!#y;=kgW
z?{lA27bX)e=VS-*@dxO4JuGkEid_$tdqeeTN%0#UdY5RP<8_jNt#vcz;!Jg%a`{f%
z5v#(?-X@4rG6F@fc#0{BV=gJOYX0cUE4&x_fU~-Z;f{-Qh6Uf#5O4C!OqTE-eK|Ah
z#b2a_U{7j0Z<e(kX=RH==Z15YBTr7euq}?2`bd-jOU${dw!-tZ{PGCk`ou-}sLMSc
zi!^;!Dc(^w(Y3r6H;dV~62a=5BmTxoALDdxKLian=|d6b^KcRliTzo`HLH+|UbxiT
z`$K?y5q-IXy22HJUgKrAgl|-KYq(c<V;MU5v1gZW%-LvFwSwuLaR}`W#1&zc4;Ji=
z!-;3MA~m4C@}<NaY+2dYbcNjQho7K?tKV>0z(QP`P#tZt%bw$suj+CC`T<yR-=8;u
U{<pf-U*G<U*PpEc=EnO!0LQTJ)c^nh

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-goog-10-k-2025/images/image-2-Stock Performance Comparison (2020-2025).jpg b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/images/image-2-Stock Performance Comparison (2020-2025).jpg
new file mode 100644
index 0000000000000000000000000000000000000000..90c0da9cec10a994764ad1c908d84881112d706d
GIT binary patch
literal 89187
zcmeFZcUY5Onm_y?AW9VhK@@@%K>-n@3q(M=bm>h&q=`uHL_k{TAfTv(-XYR^4ISwv
z2-15e)DS{=<Lth_-^}dH?##Qp|Ge`J*U3eahg_WVoO9pzr<`*!aWMy6Q<hhf2M7oN
zfB^pkTucG7z?I9FNiGv#At52Tdi4q^IV}Y_85#M_>oiofOpG9ACdS*hS=b+Nvas^7
z-M-Bwa*yXBzo4KXh*L~bR6ydvBSC@RUqW#8>Q!<was~<t27x=b?+E<UkBer2`U>F)
zu@4~uD{zULfRLKtq74Ay|4(9qKRtkde-K<EBqF{{a^)&18UBKbYrrJ}Lc&W#gv7)|
zMEI+H@t*@k)Wp~C@JnB&(R@k5>PRc#ADecCO{S!UPHSk7{gJs-z*W*4^b9u{Iqq_D
z-McR+BrGB-CNBF_PF_J#Nm={3j;@}*fuY4K%hy)cHnz?#u5Rugo?d|;f`UUr!=Q2T
z9}^OjK7CG3&&bTm&dJToFD)ytsI024scl8HwRd!Ob@vR9jE;>XCw@-OFDx!CudJ@E
zZ=m)M4v&sc(5IN+{UQJe|E*j2=YQ+iU-gR`->*wVM1({nzxzdS$sOMasfmd1@L#?z
ztx59Ik%m>k{|c>4Y+6anRklZ3dvxYbL!>v@1?M?Xzq|IQp8aDT3;6%kv;Whv|J$!g
zfSiy3fAa{b0Wffa;mWSdbS&%Y3C-a7@eVi=1U9&1tI*%(&c3;phgS5;ifZVp3;E=j
zD^9|{-dN13F0Oq~dcR^O&GN-d`lQ6;6)WoYRYe-_6ljeE?4|Bi(yUMKN!U|HfpT5f
zq)<T<<@KUMS8uX{ptB)qr>MmZf<EiVh1UIBbkARvhyogyh786Tagq6Idp4MgpkLj+
z3Jy+j0_RUS=`x-W(`x?F{-?&kbGIYS$M5E>Z>Xa7kLYbysYbQkFMI1S+r#@UC@X0B
z?3ML<kOGBAlf44XKA98&KhJ)$SU`dOZBE1tDXO?6*TztJ;ygf=^4F8S^xXiH-Na6f
z#fa7T*&?r*1nZRBdt(hn(`V{Tk&Vb&7?7Yj));uI7l;1REOl#C!mPO4{`&gs5rrt+
z%tCj4YTS-<6JZ2X21dv3n`}o4KU#A>cl)p|Qj0t3W!|S%{mc~6S<<X%)rqCK!&LGC
zI$OphXubM8jP98!6SL~;$0iS^gULE>@$z2)9{$lUO)h{Avfj_zE+F!$XM2%O=k}{E
zqEZ@c@32nb`|}c>3sl$pE`TeU^iqVrtlX0FY&O@Ll!$(0kTJAIHW{u<_<DPDbRuS{
zZ6}>=94PZDSEiS*d)^A|&<Ci<l7SKweY5xt|GCdXaLRR*O>IhKsmBA}4kXL9D;8K|
zuTfL+@z*HbFLS<>Vx|ld3hYiZo>oL{bSiu!@uzy)D5qm?aM0w>*!PcQ?nuMxe>4N!
zA>%x=(v4_UcQ=XZqJYUCea-T(jIBnRmY*<!u4Cyl&_=DX=y-(gwe{r0Xdb6d-tQA8
z?!@;mfSJwF1Jk^0Qwjy;vPMmR=S$B>vX@CPNE%f3&SQt5$;@X8pPej%Id*;+-==D2
z+{A+49Gl)6-nL|jBU8+HxsywPdrpv{_#+p;NK;?Md0a~T%%dd1N1o3pMq6-ihl)sp
z$jqVa0)SP6cjxlVlkfTSE5{LxW)MPqFMtnbPcMK}7cd+>rcRDvYS<|w;>x3SzoYZq
zg&~y^3gt?@^hf*ejX~K_1HC$mGS)F`!)?J^2}v0eokmhZ(qOImgjtfR#eRmhx}tXc
zs76BaSTUBa7%4FS>6F+1TX@TD%8E^4Vc}ZK4>yE0GH(pBL~#wi%NHjtkpo_!<6Cu^
zxsp`kj_p46e{rdLcS@e&9OYk1sW3w4Y&Ph!OJhB<ZkTz=&LD(M^uB@&l{vRE6gcPw
zfADfL{n?#wS36!}_o`+4&2F)5`%NYRV3lqh9gXn92MrsSB3(j`x)^Egir5f&?Fs03
z`g>6d@Vwjy@o(Q&3X1K-Cnvt!srbq)`Z!V#F5Zr9cR&31nEt{8f|IG;J@>r;lxGX6
zs4jpmJ^VU`H?2Rpb*L!^(Eic>SH^(OfBphECEaW~IyvX|`z`^#0PdK$;~Fo3EWlw%
zjuz1Tqy4Xpfi6kN1+c_jd;uV54~sC(dlvvU$aNNThWkj+BuA@3@JIXK83TQ0&;<}v
zTz3JOL58a~2@w~-J{=OWxr@=beEvUGUj0jdkFH-;k-mqwLd}?~SetO-X3f-1sb<Qh
z6#gfSw0g1dj$OXzaVi7kw&NI<05Lg)>{*+xIZ;$ivuqR?PPZ<?%rb26Bjx%Np04_+
zhsHM*_AzZu!TIaq<`YI2y_6{*i@l{0>Ekbw=B@qn0kRO!S6VYNUN83{39gvq28;Q=
z%c}-WZf8uj!4?d^6xj*<XLD02#JPWTcB+$JyHYW(D2Z!>bky1FwI!Q|%pVkO=z*+C
zufS_Mf4Ec95_EG8zZc3arcp+hq}m#06~iR6i?X^s9PRFA*erF5ZC8|foh{VW0$k}(
zfcwwpj_&!NXE0zk9m)m#(f-*n=s=mm&%@^HdYdPbUUxOkz9m^k?q%IgFYddionVmf
zI9+#J^`tFQX0|=)Mxxu^^v|#l{B0hu*#d)^b0nqVYQ_n-f+@v-m3qDT%GmR)1xHub
zm0KJKN|L|!nno{xX1mEv7{$H*2U^}KmF~(xq~9~-46+J#&m9g(xzcOZY5#Orq3FDM
zd~~2i-&pB<rg7rf72ioMdVO1L3XQZg&S?W*w@snhtFvP?iO}<VmUkQ!!#_oR_T!;~
z8W&;T;ch4+@jwJT4HXpG5mDv!T=<dUtW1jvxA1(7s1_B`LW9%=&@#h}tmn2%XMilI
z-&A@LHK|4G-?J|sW!EpXOXu-eXUs=B*L23f#O6eth?V^{dEbNehxrY%0SeUx$v0|>
z(KK_x;kn(}LO;X&Q^c-PP}K3?DcQP$UAqJhPvQR_FJHU&iqU7CXJ5hLxc3vbK=I-8
zC9zHabuFy^Yz~%d$i>>wXi;K(d~1(lMMpDEUVO<vy2uW_+9^fVh<458ALDV5+b&?g
zG1LWT>q0D_iU&|qu|??GM~5Ccgn-B;*fEKpMxH3QL)iGIZ6n(9*qA;pGEbzE(O{pA
zV?~(iaV&crD__#$O2W%)m6Goa(#wJP24m5qVCuJbkUo}sXR3Mz<(qXGZcmmiNeRqy
zTfpB8(4QC0C{28%8cRw>i-c}9sNEqhswfQ5b2ESF77-imhdT;fu)n+8D$a>$aM~BK
z9Q@4MbYFyFteNQi@)c|@VF7x?lBpBHBr}&wV^HthdOj5BAB(0ji3)T%nPD2?V;76_
zR?KoJVBtJPe)Z8oy^b$J^SdxnX;hB7GQHMM3%F%K6mrX-$8pecrs0ut8Loerr_dQz
zCVgA%XfhR|3{>G!Qp8S+j=T~lKx+7^gndXti_3aixisYibNYK0+{kx4Oxkof!!#`#
zFyD^l7_F#`92=c}MJGmNj?eL}A{mfD;aS{iKJ(20ZhKinD8m@_TbX?L6aL}%;^JKC
z@9`7xkM_@u!9D~!+4&7(mnlEXL$=aGaxx%|ri9GtY`BY1Pa5_*KeC6iKiFOay5X10
zpbiWkeNR94Ew^}rf2!r|Yx<-0?mkdYkbXM=VMzno@jSyZaAPlk`C_kVL=otWuXRXy
zGi;YCWu{Jj8k7W%#B*QajQ3fCbQl1aONq5F>8|8vbhaTAyoL*Sr|`EfxA}MIxW{zk
z=_^<A!iUcz0`6I-QVLJaCj}SP>j_sT>%uDL<)Wsx!b`;nufJj{bs|w4n-JhmQ_$!_
z5G!`E4S&N!vq=xO)^YLoO%;2`pD6|(CqA##c#eq@1uIXcTq%Cx!5PL8)`5(YBQKP^
zB5AA4MM$N#XBF%cK3lmyN%_src~ZY<RN$Oa6wCeE+PpewK7~Dzlh}kwmYYh3%FvgV
zAUq4LfJo+;GFeY%3d%yfy7|&y=lvncZK^E$e@9n;pn?Bcv_pWvs*g({=9j)lmhf(F
zi*AK?pT7gs7?@o>^x>E(Vcnmt{s2=egv4MeoSDVOKqe@kp_b3rZ`>Hn-H~qT91A<=
z{wc`ID`<axME#lH%0q^z?Xl<urD86><GQ4$z7IIh!?}Z~Dzx?1&kcN6f@n2Oa{B&D
zn)J^Ll|P{Ne~((Ai(dF<jHf&68z{nL-h`hY&-s}^NGIT2=%PZ;s><4@_WP|8>rZf~
zd4)Lvd~k~N`Wo}*P@tY~+)*?8cpAgE(V>U%W!doKGRmWO5ti*Y_imCqcY@3bZ6|bL
z#fL6{QY_!?{_2#y)4t6rw8HYhqKT^-BaB06#r~UlV@Y^IWmNcb(*m9zabZ^cudw<b
znDc)QR}<;cQ%_E*IQ}WkY<U9$b}dD0uny)&ns=Q&-{GmNiRe7+NAm{If?LTk6=hL`
zeHh%#rc)!l7b1;L?nbL;%)dPfqlfR@;oRfF2Y^jz)9(Fz-y5sL%djmE#!sDf!(b$Q
z$;*(n0~(s9^8}!LubrD-r=I)|6$*bwCnPle1>$`#vWCx8zq8dJ?H?I~60BxHBn=`d
zDRn_dwFJ`W0a`?B#cS$W4(Hr2(}>!h*jHz=jV|`6)t~F_B=}R{UIpoL9>UEBUCM{b
zAFE38f3hG5-RVpOe->JTPzna-d!)U!yp>kQ>`XI#0fZc_;s{Nrj6XeJ_KMEiU9DhK
z(r(e7Br`MHH2b6}M>pZK_Ls}rYSU{hB&6K?o1XSpS(~?Y-%8@QfE}epT7on=Pe$z9
z{Uasz`n`@Khx99KAB_dU^>VLS6gR&Ti7sMLrtyvo6nBw`Rg+{4`-nuE$mG>iW#$j=
zVgqXB1UYh^+f^N4N>xFSP1!gP&kh5-$Vs9c?-FM=i1Sp>s$kR5Ehtkpe?w1+_#<~s
zro=gaROa!e_k2Ufl;2S92;^i?QBiw#QFhUyeML=EIlnBwq;RFWnU9`9@#dsM@L^bm
zs_wG=HtR;)t2i%!gdL^~45wGCaxZlF=h-IK`Wz=$CUMNS7bZvM#NS@69Pi%Th3>5V
z2}b_~BW!f^XQU+;q2C`e!#^%F)aNWTmaNPeu2Wa_UOC7jJnIYsz3;vN{Pl8w87tV?
z^S1R>a>dk@Z2hjAE2AI`9zPuV9UhQ@&#0r+moh*>PUcIe&u?s<?2}TvT86<8#1I%(
zXh0q9oN)oX_AnKjc9dK{_=0rUi|&PW)M9K|+Zj8cbhN}8;=sMJkt?}!a?Db9>kGyc
z3|wEz(dsb#MY-Z=MkgTxS%6*oHL(t5-VwX*vA}uBB<C@Naog@AI%GjryVZ~0-a@4W
zy4#%~HCTH2u{qc?_{w@a;Mw>MMfju!m2fEau%vn@aaTFG!_H_;|DNURUjihg(sN(+
za%Rzw5tAoD_AatiSf#~#Jk(RlGBIMN3YvYM9SsX`65CpMs1VsyFL#mD>XQ#oBU(OZ
zP2Z){%YCPKLgy@l6q>!{b8X1=reH@M|HDU}ckZNBy=E7d^ap(d6j06`!q=^lrsRR@
z-#Ahfw{bt6K?ydONxz0jzLUJ?$6^>rkARU&HrJG=?9+X2>G{E?1DplM8~KT$1_E~*
znQX~jRc;M=+jbL|J8^gIKRoqQOAQR{TBPf=om9(7#R~0RuJI+xHo3gaQTOcnQ0sPz
z!uLtZT*4-FT~3SlUXwm$c<tmJ2?dbj$ABw`i)^T3KGTNywj?lVp##-tig}fSpto@X
z=|@Mqr{l=B*<04hN$>BDxY#RCX*7*rGMb#4Qe>KPCXdUA?Sy*`pehqMKfJ*b6xBYO
zTDz`5yvfqvW~pJc9s}Wj!bIQkg=<HOVS}FdNpjy}3jI#RZSv^m<Smz5IgNWepFQvV
zh@X_>_B9{?_t!5jz{3T<IkbeQu6YGjX5?-Pw3A<(>|z)Fb=4v&FzRSMSqFCP7Heto
z^*s5?{6O&-Ax49^)~>b#54APr4L;2gY}kzcWK&A_$kbSyE4X))2oJXJL*CfH4yns8
zfTm5HP||#j#TU)-nR|3Y#s1_uED<^v09xS?g1KyX0nDZu;1~nAePxZJ7{&#SV)FAJ
z0-eghTJ9g|?;lS8^El2;(91oHzWhY;(Ras5p(UIZ;Xxrhh*9eLu6}|ixH?4Yn?7DP
zLNhMc+vRmHP|^1!p2o7hw7(R+(9-#*Txc~U*fvydq$(w0&d_WQ4y!G}D&4J4JDc1w
zp+1~|AKxyel^Rnu%Q><<Ny3*W+fuLox;Xh?gVw*|1e1lMp6f-n=<41i@}gEtf6p(t
zOXA_6*eFu#7L+qNeH(Yo?W%k8ki`+L+cwzlNQRJ5;!z{56%W>B{=i(0;Uc70*^3Sl
zRH>{R5qwOh65J(#xKu!}MkxwXp8WTT_6Jq`&r-qv@%lnAy&Y)6kFl;!x9vxxF?hEM
zz}<$mR&jUX?%RQE#$F6(I809#p8~iu7i=(iH$xwp*R5JM)bqW`pk1EIvf$8c3~ELp
z2-yZ*_brwCA*{0EJUu{mu0C%%VqAqd2c2=Y4n8X8tUbqm-XJ*3*za7i%gYMR=~nej
zwi1OGnlFtH4f!<9;bFE>ipF0SWq)5M{R4CT_c0f-_hwi5+0|W6QRtN)k%xpr^M*p1
zGrXv{tNXLopZdV1R_uPpRJp|`3n?YXCae?>gxiwr8=pZOA#IEMLiDZQK;7SK#+J-d
zoR^=fpO9#yQ^0dV?RqB_2~y$C>!laKF;8RmJ*?Ic#LWAYITX;qTN0ZuB|^E&Ph<WW
z5$BI8^}lQS;Z8vn!_On<?P?M#`?&VakAC4H5<xurd5`kFN;~<F1<xZzcc!E7qJ*%G
zT&RytuTK#@yhS1AsdIi-oG7@%2oLM<VVxZVWUPhZiLc`*jx%{55`<Bh@{zuq#=64I
z-m`kP-Fz+r>S>6oc^7Lh9_{A+`AEM*qg5OIq6vg{_<>J6TT&i>oqqna*MG$J{}`+P
znN<V7gU%~B&(RN5i7aDEe;Y%!TZJa~d);8Zv%$?Rwv#OiWtdcuYJP?MV0}D{F6(d%
zYXRGQ?Gq`ras(w2?iD{X{`T?47KS_^LPu#KXRpN%yoZ!DYc^CkRtT~WEWTTFj!kJ2
zk-h+Y7LSUP-{aTzdvQ|kY-&v?R6_YE%djxN*KG$+plQbZ?U?SIB8D>dBi}3PFCM(P
zq*a2TbZnFt1z>6yKoH>Kq8HM)0D_9Yt?-3BUQgn+&yn+X%u4kQr+M`5>p3bg9yUNX
zyKw<rdvh2K7@@O`#15Q7@07i)luxMTWQ%g{7bgX_tl_*3D66(UdS&tBocRX2!!BfB
z%J_`?*)z=(_PFOU;tRD@*U-llkLL?Knp7jLlvpFT7n9f=-3UpTKZ6qhx957F<Q72T
z&N6X1frq}uX~7OpM8SLF>k=;)+2%o1MkXq+-@2+)De@L(I2^@4T!%?-K4CJUTcKwb
zMdbupmDZwCBD1oiUGKM@FuD{Qj(y4b#1I3al-wLi2;{P42@trl`-JSbBjqo+q(9sf
z|Fj|bHn^R_Xv>sIh4zh#7aF|7$9Xh~7X)Be55Ik%vEAo;;1e2lc)J99jFYc{fi@xw
zJ!-AZITkD1%U`&^@N>X=#G*-$&IwgaZb_GY2VQeEJ3X#hj$To9ls!rKRm-;S2;MR<
z<~q+$Zc@Dfx*4Bq%DKS=|DJh{t{*+y8iO8aJrS2E`^41KP1|hM8>=SW>4*~=(&I$o
z&4<MJNzN|CP?t=hHly?T`aR*BA6=iF;Z1tLfvAt%qB@aB4`$J1Xkoms@e8T(FPnXP
zZoqx&4v~}B>U+^`(}tIh=^i6bN=FkXXD}Tv?tU<qftQ4o^fTOs?qBus&NcIh*A>Rm
zjH{J-XS7=$b5^qT#yc;6I#&M@80A~=8Z*@nqLQLmpL`JZ($l->hXK2{D5FE!TaHiI
z)cr^AeLYht)I)JRafeEC4ipN<+wK~&v@K#PiqSJxl2Ks3ULowuIbO>~#x*J0J*=Z~
zMJDRzjLoHcWO4dSOOc(Tw->(G-(28B%L*ch;Rpx%K2MQ8cW;jHo1A`2UtI>I&pnHq
z+Az`K6?|ki%&dE3-?od|9(f|YB-XAQr1z6vlXvcvo*29=5=znrC$@=P5JB;#l-b#b
z)Qv<!Tk}7+Od#T;5vW`r&3wcH-)-!}hEPzcN!c`Ol|_Xj$uDiJ>LRaprxfT5!jL4$
zwVKaiRMt`G93D?sN^@|%Z67jFVS;iG5TbaDV7^hahm}9j*h6F#vIV|-56pRgwW1{`
zLL~~u&+Asz6IQTUV#03JI*=>wqt)f(WK<d=$lFdhF5CU^(S&cnXk5A^cr(xr1|>#$
z8XNS6K_y|lLyGK#zn1)9NyU>>omN)F<+9WW#*T~$a;oJgG|!!TmyEi(B9|tDDp`7k
zNuE4Tj)MZtc-Qae3t)}75Hcrn0hp%k6}8kfj9WhJy>S*Z#bNxgYfYiZrQ#2E?w?^K
z%UsVjUF<LKV`FQ%x}SL0%qy(O+30=7>W>|FT4l=rDmhpt97&Hpzk<6|S|p_?##G~W
zYg6=-*19iVED*xm2371W+6Vi%_?Rl+vUAoE?q2|lZJ=gkHIix%p?F3WVv3P#tAbZU
zs_Utcj#xQ&ItG2Gkt6YgAL>=@<&{yeRrGJ+kR<BwMTy_<KUWp#mozlde0k|uKanKK
zahW#m@}sECvD&{;@co5})M5P3eU7OVn14p%{};UWT1>tY3*LoR;c+8J0uOOAJ}H51
ztEuI1JuW2sH^Gr!P0>e?Ef}fsn>VV?XQ3CsoS6rn=Mp>ThN5*ceKYi`$Jou{#)Re7
zPo}V!A-nktZQe(0N+6|=96_yP9lgFuN1GO7+xF>Y<-y~0Q?y)c(rZ9-o;6-s`f6Y0
zhQHUB{vm<s&u`5iV$(k&B>k;x@@z35z2swEA$-#T0uwmY7MR8#J^Z$3D_5>xnSVM(
z9R=1ua}T}VD*QuNrF^ljigTX<^v#Pe;4pg2fo$^0W~B|uH@@PPRg$%bVA6fa)%8-3
zqz>v^uo=EjZ{I5I5OfcW#()`5po<7jG35fOaPc_AV3vP~ocp=&79P`VOTGEekj>xw
z><`5AHxN%ovPV&xO-=%9*kyz1_kef2al>jGgkn;vy(Vrhs`2S7fAm*EJdkyaZrgHD
zpfGIOOP@^_@8M1y!QDZ-;WR;$lRpR4%kQ?F?vpIo<?8Bb^t2=dOOvob*+hHi-Ra&)
z8d8p#BXi5~NG0@dBNbXeFWE<TJfPh^y>0dpNXo~{Me}qCcd3DKV}<*%!CR{ru}_1h
zqhDNB^$_44h`?I(%g(6A&-O+@0-}d&9JOsF!ri=UZZHZIqUfalWQdx3>ji2(zqMsZ
zn;cOP=5T9yz#8d)`W4nwR~t2R1s_JLf-cEjCz4}&&u}TTXuU<|KG#0#Q%D&6{y+g%
z9Ix%@I{$^h^N;$X|1~`-&nuWL)P`BF+tSAx<*hf=IHYda2qzZiwrcy7=vhv3M<p#d
zgs{cr_d2tH+P;4U4P1unqjwQWJJdq#VFP>p+2GL#zY5X{;jPT5JWF(Sv5j^@!_A=~
z#i&vimlr+q_{lUp9>Va~lSfx16su%8Uq|TZ<lgi1T64}y%mpC5VcSttIJqYNyy`@C
zKed%bqRvgzlwGZ85q|vw@bgs1USjCnCp?l`so5M~I<csejDYj%CvJ?p<uJ`c_zsvL
z`F4%MW4bJ*&wfDM?dh)sB1cd{qc*cwt>QR*RW$WKMVSYQSm1~tt#z|h9!|Z8WRJ=U
zlVK5oABdHhvokMJWNt7W*eknmz1^xTdgr@c99gd!8uWQ78QI!fr{V@vsXa3tiYF^Z
zf@KHKMGI%Idh{P4-0duVUipIEkYSyDS9kQPI~~vMrtAj%SUn^i>@&v;S=&ctMXqF=
zn@2BTqDOu2+YTQ4oj(Y!<{2|@`sp~C_vQ?|nKvsfp{I))APQ&K;(FyOMo#4wSD!JT
z166J48Z4eY5s0(@1gkwqu6cW(+l_6eC+KKNbfHSn_vSXmwWcz50-#()YApYe0)hK_
zQo<}Gml5{Cv=3G%G^T^&<4b?d`*CfyPN_x92VDTZ&LLlzGD!T<u^7hidDD=kN%f*<
zFp1gPK=3rl3OH<WPpFM`#sk@oT~cy?ptQk?U%Akea25SGZ{{nip2W2JQ~LtN_rVSM
z8<L5g!z&ao9`d(zE+m%Xny8+t%F*iC9NhUY_m$8!V_%K#9>PQD<8Ai4$-3F!^$J3~
zL?`A$B^$tuz@`PVJg*{5@YC*`9ePl4@bc+<_UJW_O+%r%@e6?5N2p+vKG`j}C!$uU
zp)UdRtSzj!Y4<A0*Ey@hc6S{6cT~R5<MQG1FaEB@O-aOkTW{I!!`fMR6hsMU<DtM#
zE*ym7Yi*!H_+4ulFF%*nEFUjq5h2tRiNXuDuuoREQ$(58YfmC78WiSpKBQKCD{_s#
zuEbRKi?gSz1|g22X~9|(PUONF@s5NuGr+^KUVGlCZqrv=^&ZbI2ST*&+546j(cKi$
zA}}*L<wR!)doObhDPYjI;7Q|y`YQ1*hU~>LSY*wba5NXrfC>pH@?%^Z@+fOfqOUyB
zz25P5F>XFnrMefGYLWEZZucgR95&N8GL^#>dnD>$9uh&sft26n|G!`rT>Q8*<pHj_
z<VIo?xcmYAGWehy(r|Qm0c<|+x20ZrjeaBfOio8Rc`TvcW^rlA;PCumW)&LI<*5&8
zZ>V!Wgi8)%!NurS)DFGR`%3oOYKwBvvl9$y-CWZZl?A);y7~u|)K$A6iJob<Ky074
zNkhGG;yQ7?5-opZZs<dxn5$Jkq)(FGVr|nr*OLF3!Lm=g0D_z!Jn-<NR#>J2>p63t
zKl<>(?{!%PUl3zLE&ccU;9XGj=5h(fNnwK<X<amPBVM;;1tHlfujky95IdLbRs%<i
zpKY!7eYn><sYclWQk&H@Et`ii*x)$A-zap~YbI4W4~(fh8Z!0==GYy>teW17f}Erg
zX-6bjC<=DX!$Erw9}?S~#6C#b?<_9DWY>J_#wng7HY&o_<@KLUJ9Rth;H}342a*fW
z1uXqyZpE0<t^HVAmUmt}GmC>~ex}n|ZZeL^D`5wpz6u!&DX8U_;Y;+we{&qi_1?Z#
zUs{`Ko%Q+C93URA4(CC~FAQ-D2U&1-<(%IeJp%v2KE|0=d^3c8_5A$Pzh&U2fmU?i
zv4Yq_)3smdIuperoylpl-ii;D`tgwyM?xDZRD1QNjKcvBbsN4=NCYC!GA8sy_K>Zx
z*Fmnm6Zjy-askN8gIv{7zUmGRMP5QLL$YUgt?DEtW^WNCl2K){HGRP~T}y{@7w%oc
zF9j+})Ii7-B87!!G9a;vr0+eP*@&<wI&I0D+B9#T*V9KfRo1P|Hx2AA9@YOCCjsh+
zrnlx^08tItrsCiAB#`{-hV=wRdb%UdUCY7L;YI;kGh3mS6dj!dJrF4{<2;Vo;jXVN
zo~e?kJsZtI!_nL*g(|#v>X%RTU*|f#Bp(eFi<`;ipJ*-i8kUod0=)ibQU$G-rVkNR
zdN4)t*e6CF5;kzir0U7}q5K|JZ$aQhE``WJd_xv%Al5k+y`H?()>o$$g=d_T$gUh%
z*kK<|;kT1FWBXU<lR_ec6DKQL%@?-Jd7^ara5bxI#O~$L{7~xW_j8+p7X&IMv~y{6
zw4Mz0&q{={bbV!@Tm@qIgz=v{cuMM3^VbYt$0>wn1@S!iWR#FBu(4cw4`BRRXh!E@
zj%de$s)vrQwcdNz%L+;sVPf#cZ`GGnng1oO7g3QmPoZ@nlQ^Ifh2bavVd2Jes@vT^
z`_Y?9)--Gma+AVhz9A<}D9^ldissg5qvdC5_l;1U>R$8O^PLgJ^-A7ZCg{?|GoeFt
zYTWso_n!0Qvo+JO`o~}610I<;K>Zjxi_o0vd&LR)mGL=~4|yb_MSDn8X9Z5gqz(xN
znvUTecB2G$M|`M=zJ!bPK1lEJ_ToHUIxIs8Ofo%cYoc6+3PF32TGxU!gPynrfnv_@
zTT9*cm>HiDWkJInY58-XJ{^uBCQK##Q5>zc_XLThq7OORR<qm8-CNYuZ*#gzz+wDA
z?Mgp?G7!E{kD9_hKu*d4cJ_gi-7iQEiZAWYsEX*IrG>ighg}N_+xijik3lM502Dsb
zMUq)LQ0xm#cC-y^b$Qg#%SQ?8D-XrM@T1~_b{tg+%I`z1eOvUKz1m)TM=A=U@Sza2
z#%0b9n>bLAVV4s@tc4tNW>>{1+Lpd*uQHY>kc#OeSM%{5K&UM`7;{|aX)f_{0a0Kx
zE^yVN3_A3Z=Hc2amV?7{yW#iE&FfEy6+}Nyb+K3)KtVj!bHbtnmA^gxgk30gEY7Cs
zWIG>38XnXzE;rIKe4gpR^^nZstDeeV@bCZs^l}c2A9?#yDZ(_W!8~^R#hz|k85?$O
zg}g$bTj<QwsAut&r<tA9EV%bC2o8(XLsQtr`@i$>nz??<pu6Rz#3=)z3`8BlrT6%P
zJ3|iTY~tyWqMl`AzVv&zS4i?Eh+cvZ7Y2IOQlHPBZ(+cJ<J=afIQzY%YJ}%bX+;G4
zwc;_*=-F5@SMgF&x|F$=lYPSkK8ReoPgeKX`%H=VZMwmW7<-qOEp(E!Zv`ja6++N;
zEl5*_TKdFDwh8(l&QuN5TMSVt9kmw#F;-etws*ueM1KdZzbe7g*g4b$JJ`(*<_<Nz
znPI^CPA4{4mP&@Z3v0Hw?<+QQrVzPW27V+X=F#|V!Y|{f_~uB$P3MuRlEVofd-9HC
zgoR-8q!|+X=t$BJih`446&i+h>|Hs$d!?J-;P&~q)MuDG58x^zK1OM_xfGRIfW-yC
zvuqy$CPeNPLtW=Jt&b!MU+aXm_Rd5iU8}H!wotgx`L}X;gPl1jKUSSZ^E7$hM-?S7
zJ}y!@bfvml;#PpvQw+od2Q$nYi=bQj@o?fk`m@t;Bo^bld;u__y9K%BOG@9l-b>28
z021#*LeDT%otp?WO{@I^)6<!mJmG7?X71QZzdFB^rgN`?c{teyGvDaUf+zcpsS{%p
zFh}&eM`KM%2gg&~+`f1?tfH96#cGn9QQ_1o0GIOIs+9btYHOfF5|p~DiB+#U8mU~G
zBgP-Ta~pW9H6-T_dhq|!mUN4t>*b)WJ`c0j>Z*p`uPz28GoWa*He}g2AM{WNMG~^Z
z)6D#i`4!Qz<H*61pHLJltURbTB~d#9lg*)o<x^O{008*hH}5lVL`*N+>kZJf`i8!X
zL)(jUXA?RP_xDHRgA$4?H5|M<>hTZX3Jd#b`QZ;_5ZV#^ek3+uyjH(Rd}OS$jJC|b
z0Qm4)B3;e$|G~ZjHW^g`N-M648Cv~Y?`SErVWv7Lw)XV-DcSGw{A`dcaacV9Efv_*
zG+b7osU7|3@jHfli`@4erwX>B9NKE9kr5J43*JNxz1=Um!}LzwEN=sX8Qa9s53=s9
zgwrLz%mz#BQ!P3p_n3&CW+{BQj~_c0%_y9mCf(RT?A*ce<>AZ>55*A_cva}SciB)s
zf6NGp>|DqKo<Q`&`!Mwke%o69UCq+DHEs87r1ZgV(fms+&!YSCc(#_NUi^0v^CP;h
z86Wu}-hCE&dd@K#>kFW>1Y2-pb>TxNEApA#p+Jw(Apj9yPI(y|ynj~l$n`~SO01m6
z`9K@5ALPhc7C407xd6&u=Uo5}=;RAv$8@$4vKpm;3p5@O$tXAfDK#TW^(OajV|f*R
zd$uc)J`U>-`R0K<RtVe0ofl`__5Q(Ng~JqFLsPYB9hK^L7W6a?4&#Q3_yXc_jWWlj
z-cRwd!%Vdv)>YY5nPN;+dQT?`OsHq)zXuBxQl&SF!mMxCr$!X!E>*FuM~~NS>>!@!
zY0>B1dZaHro{Q(Z*0}y2>Gk{le<k9pSfLYlm+?lFebG|;(Zu~v66q%nYm&HxVOztX
z#)KSoUzf9&LGJuJzQ745bg#-@p_7?=&JVM^N1_wVe-2=A*)=6X#(F&NRu%CtEDST?
zdUL^W48GEx`vRe;7dp?$`=+)0$j*9}g)JmL7h8+d*>Y7^9^pOo6(A$inWE+P-{`E7
zS~}3Xzc&1Q-Xck$Q^L|+JG*xfe<LOiTK}wMqSR|+CKwhP_Z(BrnsR#m;a%r>)*3{1
z*O=*~b=qxuY76e*_N}t9103jxL6&Lit5c|Xm3w_MUZoE)E=fRI!Lc;0i)i<SFm_Ux
zd4`=n2@g;_jfq;=ULKq47sJ}?bE{od?DsGwtNWef4G*B7=I^!7I(uQIBMO+GkNSe=
zD&-s;D6(p$9j?oflHX@(zLb>?U6;_Ea>p+$jX&oB2s{1mdO*&=dL~*#?G5v%d!h#3
zIA6b-;@M_XR>qxx*dM3$<(I^qJYQmY(b1!fQ{#uBLVc`@>eV2gg8fP{`7OknU0ZqY
z<^@26PW^0gXWrp~N1bBIY#PbB@uTy0Q@;pIgk;$>s_&4toT_A8`B}7YdcnlZ)P}Ie
zjA0jhfX=T7@PJ{7N%ybQFuC@hzg-V_y1$sJ9q&&lI&4csD7hw|?UZMH48a;5g0h}&
z$dm4izpGZR&QIx&tHU-ZNq8>`4sF9!zkg(s(G0N!Z#+N2pSg5=xVdf&d0)@sIyJCO
zwgmpUS0#_n1_SGdOc%iYym|GjGahgayDv$xZ^jNJww#7Vv<M{C^R`W=Y;1@lGj%IV
zcr>2YY0{_Cb*l-$`D`R>nQ`|Uc!~pC=chNoVaK>yw<8XG%x54>r7hPq>FoVetfIq<
z<2lMh1V&%pk3_}D9e@|t(F^q_25A3$TaI+Rt4roRYX5c@WX`0Cbg|7McW|h#v8!K)
zjb_A^$x3Zl+x6&|1}Y|VIeJLpZgrpb!W+Af!&|+u(@jUb&e^DdhOQj$Uf!(jJsqHt
ziSABbicxPAPu@Cg3K2I+K{mM8$GCx6{bb|O$&1GmzZCWsd+M4t580A4k99@uVALMr
zCLdd?=&!%U4}@^flg=SeaHL_$-sJ}G;5e@B=Ler>VO_6quA6S-iN}stic+BroqHYr
z3hU}|`U^K>#}sPX!CMnpkFZK1nO!~SfHJh%rMa060dRh+KSUe0Y~(gWxOd)owcO^D
zd!jrzwYkVs$W9-(`3QEbfF9FBQen#iQLhU*BYNIp#O_`Idwd7tF9YKzIqK{|s%4!&
z3whJoYM-X!JPIlXDob3ZN%@8#9qDJTTOnb_7eFnz^}CNsV04`t1vc(nb)3>qaoxJu
z?p#X!6zy=f5nW>1J${esY_w^dF%HMftd2Rf^wr^Aii&y22|x`yMhf4)sJpJjJl1lv
zt0?*S9YgY`WaA^7>c?9bfTWh#MvIKD+Wc=e>eFAtvp;|Ruj8DgTQQYF^=u`{4_kJN
z8GRnyBXQBj4$K>j<}o_fiSOx)f2z&@CbV(J2EsdykOqy6t{=Y?+E1-mN~mzctC>g^
zw@q^J$C!{^058|g-qc3ZpD2@E5{ncM!kmE5ZI^M(9*?%;6pC!|=c8q$_0>NEk5gk6
zCfts2er3joEX#a$;MmQT>U@`bJeO}-qNH{)vpaZ(p^oa?KP3e&*1OK37RWR`Ujw5r
zj0r~i%ywW9^@FGm=;szSiNaZm(7fRM{1LB=)_UHB%~?`BeN!Tl7;ynKRK2}<D~&rP
zWU9d{D<{fF%=1dDt7!U>QlmTwc9`uE-C}4KI`D<d&ingA&QNmLNeE<h*I4iZxaz7C
zgWs{isn(&|1!18&C>AUjI<d%?3dnj^_V9dJZ)+7ffEUQ`x|ey(A~eVwiwG`&caJUr
z7CXiZU?C;!&6P6f0_yBq9sPj>E}>s`FX_3(*|vNi$r-_yQ-8x_@YOdN_Q=VPBhfo;
z0pQV9jE?hyWoZd)Y~R+fCnG5dD{!u+ZiHH?g7a4eMHbb4ODFT$d2`G=ieq3N%bRxy
zMvC-T84fp8d|#3tR+4I(2Ej*)yrg31zky^|T6;v7*e>h#iec5+_KIvB5yGeWb*0>^
znn7TTfDqPQB<5f=czm3U+j_ewT`?`<rRHUTPUv@~COlO~%6-cSCI30K_`&O0v77pA
z%L90J9WFNR<62<*<7MUD{>!3QubxhAOhb6|nAw=*gCnPp<+bt{QbG#RWy(W@><6bw
zggAY<1ChlEKcUs+&Zr}Moe1I1t#={>cfgN*jo`~rzsNZzZEbF$Sqv@7*DitWLo-yn
z7jxviFZWXo`yzyz_yFGz{GkU92)cIM&v4ul1hl!sHVccB*i_hKF3P7C8a%sA(QPAd
zd`=Hvg&s29YBf{~ub2<)s|M{)I(%-TMC=t!=D6m`+9&j%f@>f9s@iWo{KVj`9KCV@
zsG}K^htu4x3rd%@s>gWex+qpe(l3C>SE`=QUS|UDyjV%g95NKqHd8NfYfH!kiB+2L
z_?)DXrW4qaL(|UVMCNOH`CU0<#g?KnY-Vzsr=yM&CcnP5--0bTL#G4!$sEtBJ0SI*
zLXx6OLXK20CY|nMBZz4jVOxi|c4UM{x!QgonhRH9FZku@2A-Lpv8|Ky`snnA0u-F=
zSBrZs(Dpn@i@m~MYKuP_eI@Tnb8|ZM@Q&Iw-2j!r?#h$j1fBGM$+Z7V_~~?1&b1IK
zA$^T?!PAd#GF<Wt%){RMt!i~>{Z_SV3vz9By>v26%#7Ku!BJwHTO`g~+<{1``$jU1
zyf=RJUjPR)FLX$TykMPlh(f<RsLCAJtVxe3k4MxU>_-ULYb6f~9cC<>YF%=D-H^?(
zFYP{yBN^Bck<dfkSk<Aj%yOtKlMoCE;{cs;okJ2-=LSMbXC=IX%V-p=rL4E7f|GvX
z_hH-R?R6r0DQL6C){T0Xm#%}|Z(abe+@)3zi~F-_ImDdD&LSPfig+Z!1#@&s2Cfh!
zq}ujRdvi7A>7KtJSXcXP9CrE7(8Irdmge27-!yLA3fmQ>{i5>jZhEd%Rc7bOkqQT<
zKLaxg*^6BZ#F>wSPtGA7X=4FrihA<j=)NZ7qVEt08L_H6NIGLT4xJSQcA!sPk93K2
z<Q)_H=UqC7<mhDoGF%sKTNsrLZj+ysZV&v5^t6(C|GY;tU?skk#%(MqD^Zly#?n=B
z(DHK>z`Rnw+6KFpBJXWNyQLQCq`-MTG_?UyZb3>Y<)PEJ?T46Nyl&Gid9{Rh{&^q`
z=A!`xyV3)Foy4~V4rAKqyV~0$o2E}uIwelW9`^Kl=McoFnx40VV)j(6;yIyNXV0?I
zDxDLnlh~UET^-=chYhz{Cv}6<ic+b-p3A4Oy+bVbD|~(Tf|R?A;(eB^$*i04z1$!L
z!J+0a%kMHy$5i^X9{Xf^c!H%3NUOvnPM4=@ByZGX{oF|fjzwJuv`c?NVCj!-=6@v#
z9?FF`=qi=QtOy?MKw9HQloNd<YNEiS<B{2)=_+qFd2;5hNhNsId_NU>^X$CQg1c#X
zt*N+o_kn(Bi_@@~02gn1rAY}3b50H36w?^>O;j8Dfi7;#>37imM;G;<FZ{nC?Ec3L
zvp?AtEo?YkpK2z)76rVM=X~T)QvCzIjZpzRj-6kB$v3HOW2l@p#bX2NKaT{pjJK;K
zesnnXU3GPJx3_pZGCgpcnoln_AbPyoS8pLZ$<|O(e8#Brwu8fT&Sp0@$P**Cz{j{j
z90K!Xkth+3;>RYfn>0r5WlwS#2!&@St2I6&v85_-1qX8{P3aV1g)D!afXlu!aQM7B
z&B7L7nwFgPU^G5*PMzI}WIB>WnuO8qWzR`M>kZt`+L}hcGNaxS9>T3l_Ku^oQ;k%G
zCnX>^nvHN630y^v`o<WjUBJ}&Lr&Ih@zW_RY{i4~7#;y$-PFe}Wt=&;4;|HyDV*UU
zOOf|9t*_<<@R(|Q!`E5?bIN=bUlX`P?N9BMw;`LU0|#`rRAJ0_KVVN{e@L<iK~m{<
zgtQh_Ms_+Lys^&)9S(CitZ-o}<jN-?Z{|6(o(W*VT?gEJ;d)(98b|DxnZMV_VpeK>
zMHWo`ePsIge=2%E`)u~Z>ZskQVUHwu*GVmf#Tl!?|ICjGth`*o_aP^7_~<r9!Kvv?
z053*xo4;I<dh>-QL+uN$L2t=RwP?Cxi`C93G$-`X<Lg6gyQ(R%a|Sx8)%o)eJ>6<N
zPT1q;Qm8Qn6PjEON2%c^3JuH2+(Diet%_jEki+~aUegiX*RG|cQBoshLZUeElGirf
z=M0ZPRb&x%TWa|giw`P=Nh$*i9VyNn(NhQ#cgo?sS@7HaEAU%~`QK}A;@A~U6`sp2
zmE9&V9?x040H|zg%qo5JrLi{<5S-)*#PG8kKl*dUZArua(e&B0k&#!itTOxJ>3kfY
z=1BML^%g3yXYtR<qsF|I`0x=wNg9I`F7f!%KJvDG`2_3%o6f_0<tnx@U-XtXN$Fz-
z6}|O&`jH-=>f4Tr6gnH3Mx2WLs;*PbRWe&`h@RUeHlZuUOdhLXB=KeORsl{(MGdW)
z+ZQ~__p;J#N1i<L95}bj|Bkkq-;}tSk-XjMnc0j@0u`yE9!<%bKKnv}62Z?a({Pm4
zw;A+qTW!IqlG|YLoPzZi^*Mz;%&>t6XWQhDM!QKB2EQ_s%Gm)hKek|UtGt&&O!%ik
z%iG7Nnn43dCfjMD4^HEm#rLd+GHc#_{0M<_`{lsaW=Xer4J^kVm~MAUY5BzBBnQ?_
zrYnjXzLF6a@*}RFk4DP)qe&B?>p`Nj^9qspGk@CZ#uM<QVl_U4lzse<DJCW+HSP&v
zo*@2^ZOXJoCMwmgxFgFL2oXpO+ewHL>NUfv$1J;?OFnn=oC2fQE&#^mg2*(Lg`^GH
zJi0nb=7L|dKYu>hEXZZSuZbs3{q=5(?aXZB?E8rub35yFrP~+4pr;TAJitfR$Gzfn
zs0hdEyBrh~M0wHkYxcJMm)Cwjn}V2wTo;?DCYQ(%k0=K_)Hg?t3RU3H8@;hM**&;m
zgG;zTA+3>lU&M<UTTRY<#7&3M#Z%pBI3n^o`OV0_mfc3x3_PJscsjiD!}bk+s6Lq%
z?2FmK!^D65yry9P_A#AI=aJ|+H-Ej#f{Apf%4R2LIiUkCfY_@79$c;>;VEwUoh|Lv
z4CGO~Ary+=aehDQJvpgVS{Mv<zbWZ3@MqsHTRXVKM?DWxSUzew;8{hE_f6`Edr-AG
zjJI)~jc}ror9-Ngv?-<W7RO`-5@AwIb_1hEoM*!q!23MNyx}I~V7wQH!yBJzOiSbp
zd*0z79^MQoN}PyDSNi+*w=q0982{&Y_h6xii!0$*TTCMfFN4wRecn2>SsyhZWY$bq
zQuyugj4QQ`mZyU|_x2{!@DBE1VADkH3rcwA+1;$yL(Ka!?tDw0pdvS<+l?fYr@Pyb
zT1p&?D8@^VGY=~=@}Trsp!@X&FnzXu$_z1#F0kOTQ}*dC!!>C-J&$hPajEsI$ll1O
zNLbQlu9JNkGN#T7M@HE)Uq+UXAFu{)bJd4bzKKP<V)Jh~-0%ojhTJP&dF<8cRM&L)
zK#uHDf{5*&9R^n$QfarKP(Ea8LDF`%+&L+D<|*k@`3mP*kg@R5V^!&$Zw?5n>cTTX
zjziA%9uMw#QQTp<qy$iAB9o1=8nu?JNY&s+o9y_yIfib)#7_JI2+KYbi}O5j37~7m
zu|OUfjP_X<-J5xqWGE^0xapb)u2*f=A;-S1=C%XLiM3x-JKE2+)lh#^>fxBdiQq8J
zS$F0<8)#&WJ7ci%wkjJBruWqG=uE;s5v)Dv2g>qd%KBCjR5~>&6Vuv2cbVAyJ37K>
zrOmr!>w$r~!5d2tNb9i_DC9(CW%?nae=&YblK8ErhKY%S9rKAq3RFD#a4IV}%iX&D
zRtM-cSDb-Gu)zL99i~2WQ`<Q8k0JL!aAyrA9!z9213RoXBb5$rm91bO;v>=65Hj5O
z+N0joUPOg#N6V<U>FB4=&&f1W(u1*&Jcl`7sH8L{AH(*Fau*ae*lp<)UaF@z{J3l&
zOMFY)@W{bArO4*F7oN;A_5VA2kN)qz(&zN}<Am%#BCE<eiOcVsD!mfbA*{*U3_!PM
z*@|}}3c3U*UZp55N7=AMC&mehy&!=YdutFgNQt6lOss#FkF>wi@u@orYJ1Zb8)4sd
z+jp^Z*);xkn4l8RTllT_Jv~lWB(Df9c=3h$&@Y0hXD8GhiL-)MA{{J`?IL8lS?iYR
z-ERfU^CutiXZ~7iyoT%9+f1#ltlBS}M1|){RxxLi0%h*-bvN<8#8^j<uw1jt!h0_g
z-(|4xJtRTWN#*4Iw4QXC3{HEOcpO79tb9&u#nf1_5Q8>9LCoHgxF=Om(3@|Ygc{)e
zu_K&%hk;mbD+B9qqR{Cp$14RQQ;2`jSP#7+I?zLj2Zw{!gm$<av+wa+5nff`xjHla
z{3^~~)GjF>xusQ83%$h=p=cFbnX5gBM}|h|k>(rmhDNqhq%|Y<98<SNPA~%O0*)=y
zND?H-unMKnJ610}2O|rh{08w{8DIn@Dh`rUK7Nr5Y#f?}F<(R7NEbZkGY;@BJ2AhH
zO1c2t-`#2=N9vebp`xFbh0mXDB)Sb5&8%OS6UrQ7(T%3OOu$sLzQx@%v`d+hHevP<
zVLYY4&%Bj-0T=>xziY$)xtdVdbv9JcoBX^$yF4^{ULbNd$xt<`M&m>FHl4FPba5BY
zH@l63?%V8qatme!>$W>#qT9c8OPf4ahZ6i;F<;$hAUrCx49jB9$xz_z7@wr@T0h<J
zs;lh?nhwa1NW`CYxac|%#whiPnVaqSEVh~Yt2|YmJNA*O4aaI&y@^;v!}6{~M<6wP
zl$;Bbyy2oAq}^L-|9VNL!6)<zFS<$^{kr7%=)R4T&w!Gpz67WtGSB_r>O;ohss$>B
znWCD5*T0++zu&vkh{k2(HB%}dUP8-`x(DiJrER|;&0jE7{dMPj@*{^v4s7ZbirO`V
zJTps2LSFd{I)1iMTL_vIm8739*}ADZaU`oNvUWBO7H<=ezbla6Yt6KKf8Um?xUBVW
z7~3xqFtD*8?-l!ihg^d^Sw9$<Fvm4Nyn139awv5)Hl)oZZ#yhM%1>vllKe5*%6}vI
zZq;0an%IfpE0LYIX<%+|NGLcLuC(V6m4+O91Fw|L_3schXh8nSuVcBKP?=`KQS^&j
z@H)A`!#O0>qpH>2ly3C;%Gi?KT_1!fSkNA6!<Kd^xe3)sWIB-5hbbvg%Zh}Qv^_8^
zu$skepD-`WInG>0#i0YHw%jA=HG`bgrSVmzhc_m=bA1B&=57x2E1wlkDs2kQ;oQPO
zyxb^H@aMSWzx}&z!|0px37@H{T>Fu6Ju+Cf7m_L8M{8(XgyVy@X_vULL^*Z<jMoTc
zKs4gt(LC~Za2pgjGrvw(on5}ILv;OAFa9sjhO3Qnu8WMYHnVFR&$O;4_6yH()M7hv
zL{83!?Yd=qAz>9ieU2+&tDBNjbOTL&-B^NRtMIxC(O<`RV#MuWbehr-Q&`@bS5n(H
z=>WIw-3G@CKmuutvp**&R?tG{6i!>dNe}3zk|FuDh?4M2fM;VlB3@Rg%6&SC`uPsL
zn|%S0ZXV8(STmYZG=3pd1TSYIe!Rh8e|FBRBvEU-n>Q3|2BBFuz>-b3_?l5m6(}%t
ziK-NXra_2F>0@a2q3ePJA5KPI9&t|;A#0zCRIN6Hio6CH7?`;7qpsiT{?$`;&75&L
zjgEL3j-_f|5o`iHASwvo_-(D|#hS->E~^fs_bfj*O;aY90U#$(k#p&wj*3-?G@{lm
zTPe6Zi)X><<nR2&4U=_rx3{h<e#;u<`|4fBQK2225$!i}r-CRp#QJ$7<QhL_+_^vv
zbUThF&gjdb9u2sy@16ildEG}$Og{K?VQ)0_(bsU_2ZDzJ%6LUqPq6H^px+Q>A-(pn
zHT+IBIt1Pad!Wd20TeqDUI1yYbD8woCOdnQ7=xM}=06Bi&DHBkl-U}|@WyX14jw;l
zQ0{1PcK0L#9SuLBS~fm9Y2&3Fr6%ijSu9ubKds~rF5lw|<)d7wxJHQ8?jl(efGDr=
zG}1@mSyoM{^-GYgPV9ZZib%X8-0kQB2z=>0>dhK?0kkzJ`xHf%3-|u~auRt?vaWB5
zm0Qs3aBv`yyzEAG{!uU221hwqzC~N2WDL1|0f=FvK`}*RI&!3`#J2&GOVPP{MOZHw
z$GM;X)-qpMicyY_&}a_A%vjF0VGQCin*%Cxbz=qwx84i1o@h}me6Gd@ldL9ha24kp
z_%WvpH5F&&YnoiK-{#$B+uu%w(&DzPY5fxL9ILsKbtE1xWfREJY5B@ek_VhkofY(1
z7*Q*K@XYV#Sb1)7?=ibkCJ(J;DB<WhEv9Y%)l(vi10fUpT|Ua~Qt;U`k8``$g0|<s
zY95wPE1Y{ZHLpj}O&++3m}!)&mE~cavH3IwlY}kKhlZKSJU^s7sr|l=B4mx7#lUj8
z{|{&19oAI4<%<<R6(UkaAqpr60)hlYN>rqY5a|#~qzj=)??gaAYNRVl?=|!eQ92^M
zhu(V$HIU-n&YZb(&OI}8XXX!{gbfKiJA1$HTEDhVr(LymR2AKUq+nFa$-@nICT6X2
zlde*-#&Gp=h|%Xoty9*Y-XL_8kN4$a@q(g)9?~t)g3LhXvU?WubgOE;Cx$>n@!fpe
ztDvNwkyc^@3Dm#)eG=OE1YKy&S@7`&i*V8h?F!#t?+9c2Y95CMs=aD4xmY)68AnSS
zclNHYZdtJH4&R^+byb5x?(|0wEp`z>MUU!~!(j#1ouqJeC`jZiYFGujm0Oe-(mMB6
zYPNCSopWrZkOZ3BaJl;6e3(Qhr`Xyzt*Hi}t9j1%mLpJzB$T3hsxhS56#fKtUX3+G
z?*fAc5TQ5m!t~Sb6Og)!WBB8m?s1MNoAJM#9oY)*PLio}i%`d>;WPQ*PT2=&>2#-u
z!tDWuKlxmG`uRC<^(Dma4Fu1W{&qv`!gIkL;JP~DteR?WC;sApuuzV+x>`c~<&jV#
z%Xp}f`#g;CiB;z<wdm+SAWr$Uzo(i0v*+57g=A*Xg|~e9QXk?!1rOXmD?P)nM+pA0
zKtg8b2wE3b+!Qa^xgFtY8IuvIP@_d%!f<BM@WG%YKZfAnB8H2CH+<^5QxmwRa6!NP
zvzgK4uGFcv!EVGnWn(TPTp+Dy(A}CYd55L>+6M|tfu5ZoJ4;aO^=T=;#^}ZDX!FtQ
ziKT&egU|0(bDrbIGOm@#-lF4D<!EQ+(UfJmO#So%m3wk1bg|Zro6@iiJ)k!LMR+Nt
zyS-bZ0ovqs-14SeJcw0T4{9M%>$>Q{imTh*j`c1Y+i(@FJG{wgR`vClQLz{z<`#Ry
zkK988ZrG^EniE-NfG=NBj{W|{XU9j<^Y6t$p`*2?sH+fFPp(%299OI|{0yHzGiYqA
zcPZkASJmzwW;b=)X-)>eQJdbHq3GIaw(Y#4Lh)`NU_T^X9e}W4QU($fjl@6btLzoX
zlVgqLR}wZLQUdMp!K}eUKAmlwdn|4lH>gRV2C8?-tdPf?1V?+5TcLMHa`4ZPtlz#U
zzH?)1qh9B$?zf(R^*L>D6Gx8vTYU0>MCRoKSU}RXT}n24x>**zBlBrol0}RxW!3oU
z>0!~&_m?BwwC1OEz!F@~!^>x9!`}UiwvIwaBSt(%9g_iV9j@Kdv!MBgajpY{t@XDv
z2K;~TIr;Adxc7`erX-$M5am+emG~dOcIfe@+EFZz9e@2HPf_mjRstk34~a7jWhXyB
z;!zR4_N~sF!2#Lj4AiQ%5h-vse&z6*1(dFiw};@|$%t+AEc%+8Z)+EjFm$K0y4LuL
zr|-~jsw8BTPJScYY6UCL`8ue)t^1kF2HAT>H<zUAE1Y1Mw8uW6FWL`88-zulge=)f
z-*Jm0Z7P*e+09mkfjah3@a=MJ01lF()fj~wr+%%{LJEQwI#<HAlCydA`1m~EJ^p1M
zz`gD{aHP3{f7x2^q8&I8Am9pwZv4P5qG>5zc=M{RiS_t9*bo~cY<^NJJiA$tPT!<E
zVtNcUs0)ND^f?-i%R>Bva5j<BoGtL7R2Iy}>Dc~F=m(SA)9Wp#8A2w%so1$swUx6;
z(z{E6H#g;$+VT1&sKISY?2xLSJV-@?v$yc837;h|dMSHRn8(=fZUoD~<I%LV_tdlZ
z4^;Ko9bJe2U7hrADy6@B)NUxP8nVtTuMIZy)5QHm0TKsU8hy*^y29S`qavYz5YH``
z^#<GXsxQcQ(2t(PBhFLSBhVGM2+;L4K4<ppPA3+j#Bd5VAUc9);P3g`&GU08-7hZn
zUNvhM!kQc$Vs7?3EA3ox`|_c`cyHooO%Snbi}VA)QD#R$>coQ6*sgCzsI>zq<8LbJ
zU7zfR{?|BzXWo{K!{vSoX0KP9t055A<OhQ)f6_(H|C?a#fA^?QDO*qmy_k%i3bp|6
zwSf}LcE)_TfP56*t%QMewelLv)~ZD(Mw;QJim-dgx{oOzo!#|$NZs!2Wq5hb`YHCW
z*L7OSKz7<4671X_3CT426fYJG1VP9Sx9yy`)fh9gx7Jb^yC1-9hlYD?<DNZkPiBN%
zAON7;vWI9s9{QqmG7iaqkWTbBM$O2dp3_&!#d8}D{iWop#Dk`KT4P6C-9Is|rQw?s
zrorSR;-uy)S-{7@HF|lg9D8*Y_wZs{6U!v3OYUYe0Qe5=8S{Fnbc{|cJ%-N7;FRhn
z@Ppg(5xQ<lEz`HZ_988NC{@hX+R`VsusI-O4*TJ#f6H5oykv`?2+s$!=<KjXz5$;6
z!0X?fJ-$@~WHO_w!(cgc{K;>s*s$(L%{Y~a^i8H~P0is%hZV|s_rfPUMKMuY^5`eg
zIVV}$BtS=$_4FUM0Qr~8&dImdShZFcqPGB&RJX~EdaBk(w_sf};BL2=DK}Tu6RVz~
zim68m`qR_$^e(TK(4_N@hKM}39r(~#>p61Ny;&}>8z2d<rRZd>C0!bYnD3i?oRDk3
zr{pICZpN$_T9<K)bp-`IqF{>x1qu&Bo+!)DJKc{Nw1&&z6npwlXkp8I@wND%j}?lN
z<+YJwP7%W{6rGjBq6rm(eFkn0!xe{b|F^qYG>*xI?!+ao_<Lhyiay!f(p&F_9-(Z>
zAf5!;r+pbUl?1h!1JhaAEmwR?chwcpvn0D0<|6``d;MKe=Vb;U0w{g$Y*n}nZ%QLy
zNuJQU{WUM)fx(NOUAZvgT@4f`{F57fbKje<^!M2oW6^8hwB==;<*9=r`egI$4K9nG
z3dCEY%hpCpBBzY?0YS<4H*ZuG6jY<0vS(GPhG``*#T&iNE430WasEudT0g8kG6#0x
zwkx_|uhsp~$th9xgd$gxuBOMS7Sdv4tA1?s?2v27roe#xD|J88&rAM&L^oEJ;v%B+
zGHfQTW-xCWd}2l2FZ*cg7~TGDWtES*l?7II0~+<4O1Lpwx{!^Z^GQnAL)C42{b{?*
zop&>dylbOTw@&2OTP`CuF2EC1n}N7XLq+s@34$TA;$AuutQ(UoyPT_381X`getYFq
zLv^)G?6i|kz6#>N&yJHuI0a44svXr#^C`5d8~moq$A0Gz3fx{+pPZT&o$48<Fx=Ao
zC}Np>QHu_(l2y47&S6lJmUD29VSNA%daic#xu!OX1nu2pC{Y>lE778n#?4$%cSO0@
zK&(RerqiFtvg{3nD0M8yd`tWjC11hy2jJ~)7>IgpNJaOXs%{M663i#2U`9e}v}aBt
z^E2{BT~w#CSd7}`*krwqpm*yjWqw|<%#**Vy7s(P@^r$*d98vb^jn?T3B5z?X<0><
z3pIn;)OTU#Y&2Flt4NizKVLX_9zfiEoLQreSTZ|RUHhSXlmgyrmv|9~+#fs&|BFFY
za~oq+fk-T!igAV{!iQFW^rV-{gy|<nat+?Cms7lX846#?PO^EvNcC4|)9tMnWw4w{
zsxw^VA+`(FV`GJBrgNE6dV^!yKZo-5B=R?N4Mo(4k14eRU&|_Z<`!HFf^>E7X6Vdz
z`0Q)u@nCXOpC?|nN`#n3h%0tZ0sjL$>VLOD{(GSJ|31zBRh-Uj@KWr^<31(}llN5H
zfEOf8`c8LFc^s=mxhTqc<(4ECCQF8`>1yV)T5WEBUpg#_Udk$8Kjlov+qEcpb2Y@p
zsLda|+jCYxA4*SAuNiu0ubv)<L%6>Rzfx?8e{_q()8h2<<Sx3o<`61C)YkU<Md}2}
z$9Vpxa`MSO#OPI4`t^+SZ~b58M>nfu(MjIhI`-jL=FEJdnIH5AHv~8K#+FG^vr^p8
z|Ke*C*rAqoN)Lc;VxFBQd#nSNe$Gp+aGnz!A*5oZS4-RIPu%K%xsU!|1@PbY)^}Js
z$@}C&Q)i{e`<}MgCppVH?T6r%3Revc4Zm;hy8Qtyy)>Gd*|n4ccj{&gQ@HS=CG&vs
zfD5^+WS(29G3bP>>_G-r!WQTyl-Xn@#)$nvmfdt(1c&1cdGHk6R0|DC5~K`O8gNiv
zO*dg{T_k_{R}q^J!Ql>lUq3X&P~>Y8jEq7u4@siE^9J>ROKL{~2Pl(ZU;mNn{_l>?
zDBwr6;<STIIM(fiS8nLJ)i@p=fZ=LUA$1~|a+#Jq>e}X84hhFCG&g0Z7#zGSSM8Uc
zyHS&~R-sput@gcL+Y&|rAp3#dT$N*mjm@4C@w&KOHq2_c&xd(tdh4rJ^ya%Hugo8S
zeO8w26WfNT|GJdXXwj$MxoTvbXR>0qjoH{E{t8F5)gFIbB8u4JW$!di!2RQnxEyA>
zaOEO)flnGJ<91WlcO>T;EkUI7P9z|mFg?S~Q>ia)JR8SlEypU;RW*!;4piK4zv9}h
zITfuZrLnNN`}#H72RmBW<0!W)8j!Z-wk6xLK+)6pT9Ix}Azg5CQZ-NwGcIIs)65?#
z6tIf2IRP#N4by+R!!)$TUh6gu>UZA~0{G$g;6nR^_LfjSn|{l8Uvr<hqhp^DoS~V2
z8sU)oso<CxR|yw0*$2NEpLTN1US5JEgV*3Lt6QK63%2yf&kpT&yWJ0avN3LXE1mpO
zJt{A*715#2w9g~c`zfs5_r{%(zSj@;jKu9)YeCJB<$7l?nWbiVm7UX)`0|*>^KYyS
zxc~)%*m$#oY7Y}`Tm>{l3tP}*6>ARdN-SNEBF8=IjrnW|Iso99dtWnjEU%qtiIy};
zd=l<H<c`+1T3gC(^m<W~JPT1ONc`0;*o-p-iUF68MbyH@lPh>gwk+dX8=YUdW@MhC
zHE=3kH-+SjrrKPTQMiGvtxxDlhDVm(dFns3hy2xQ!6GRdoj7BbPiat2eV%b7H~1ti
z&gC+-gT2PR;jM+aM|Xhef9I%@sTt9Cd!9*tm}hARkARKl3=EIqBWgcvTl3EZ<noUw
zg(qJ<Sv7zrfa9-<(BQ|)C1|7Q*9FY+7B1spa+ah|MIB9SJ=o!HZ|>r72$G}47}7Rk
z*J(pRy!ST0M!EIs@qzAFvgyZU6=k?G)07Xf4qSA>Qq|zV;lTyL5|jaI*5{&H%aHfW
z&@7yw!n4yTE6s{3!%uS1S&po<hD$~dcM111_vCCdk~ZH)2=y~~Uy#UT&|1H5{jnOT
zg8s!*_|N=e2-Tl~H!+bi_cxL38}d$f3wsVJYwLWrA+zmfpS`RqG%?OKg--^vcfSp}
zy1E3JFYBYOpz-<V;MM11!YI@vq)k5;i!%_HYMv@8nz7OW`&sWCy|C(8?ImBgf+F0b
zOvhBjywZi}<;tBq-+O$4>D0Nk%l3^bOv@*$D!nRDK#fa%ohc(P@Y$16^|oQhDwX8X
z%nx{8-k}BKD@cVxdLW!yOG+6g%XlD?`#gr>em<8&jkrWH;6Z$L;qO;9#@>xavE7xx
zV}Z=P=h1?sVwpx5amhh`A!OgiWMTenXWHr#whpqe@SExug2G#C`DSBygsv}GBh1yJ
ze9&M(L|`*7J=f$t-!dS!3}J_iWbUO8WqyE81^#>(w9C0nwyO7`!H<6YrgZO1p1#nc
z)B<Dg!W~9jX*Q!rnJT4G&Ttwigli7GS3*f*Mv=}%YyHI(dWTHxZAYC^Fk?NV%_kgA
z{2=1S&BH4pdwftoY5tlYUpGaQ8m&*Dgjq<1-7fWOYwv7>3iN1~Z}Lf`{O~&=Lf*_E
z<wlT{cDYLJ!UF1p5wwo=!*8m?9xCX;J;s+Xv>_XK{h(VFJFU=8>9I=0e!qF49p}99
z1-kL=a`LZ)2Jm+~8uVd8MBdDHJ<zS0is%U#=n<QbTg9cN*Zj$bK`t{pFVjg@<;mq&
zWypxYDeQCufE$`ZfLHGPl|3D;hC0qhtfm#p@0$F`JucWrkT>EepVN~C5N6noA%49Y
zr5^~U<W>q7TJZ@lE+~Aan^^*1Zoz_sCVJR7oPwKsuM!;94CIxH-E3oD20f~K=O%ew
z)|s(6IQE9hfoA;SI`RTn!z}P|egi(!{~&zhZ^!;u0i5~M(-W2>4hB=dihr<lNw6oA
zQC5Y8$hapL{0(N5Dm*x7;WDe~4Q`D!^E7&G9tH2XY+qOMZ*eSw9M`>pHp2*Bo1HeC
zRAdl4)Y|CoS*(ZMqm=WzRkgYL+^Zq7rFAj}ZgO$%y!2#hUj;0&h~}k|y+eNUhsOvH
zKF1F9RD<3`)o2#l-|Nc7_o1F1*KHIcK$=10-awNk=<~BI^I6pv@3!;8zJhx8p+3_m
zJzzHHs86HsAJfkM+&`ekf1k8!w!waTu>7&>bkDiS*kE^;Q_#8_AP|+ly`JFvwxGo9
z%&hhDbE%1{IsMOJHmt0QQ%5geW|-8hi+KbjhHTf>2A-Mt^+^Erq$9p<n(gCU#a(Xl
z$0_V5j9BSz{6|RKes^7t&#O`XDrwRligz+-&U-;{r-J9&DVG^Gi7(tl$QhEU1cR>K
zASyOQ0zgKS`yBT45}1hR2IzAb>?Xnf)as>l$zuvqA4}pLN3A|cKA!zeh1X~&Ae^L^
zv;R76lRwPf+Q0CdN?`PGpVq1&q6f;jD*R0#-x@mYjqSlqtTSoLGabk6qejIwv5^=c
z2`#Q5U1(|?TVf6-@>@*0U1<>|6{h{7cFR;hy-owxZ*8B?JVw2e${4{*MTOwO<%IZW
zP?3ayyola9BNFIhr4z6$KPhZvI%2UMt!a;&`MhwD7l?d$l=BU7NVbOPI!kGVEI9!q
z-uTxvzATo1I{M;+Ag%)46O5rBcD?IrFqch#q%Sp|aYm)$N#3q2L=9$ipek$i5V&T~
z@`bwDZe>(ehnoh<@~$@f(YV<K*F)WB$@X_E-Opbjb?NyInUqMUA7WhdJhI{~3)c3=
z4O_SZpAm95pKZz-8HVK4_rf0hGV{+ZD)z(-HSfBH-Ny4L#|w;AT#7#~aWNt<9Z@ug
zwEZ?bnDS>E%*E3qhh=Q5YSHhf+xt$@%X|Y~oC{sb?$-x)GaJ*xYydyv#?ID>d0M!)
zJMY_``gXpTP~9faq3K%SJouhCORxen@zCf0qwU~7JI33vby$>Wbu1R0aV=Zh(HFQ<
zrH6mH#m`?%Ox>xfY+c%2Fc#|wB4<(jlQZ2vi~<Bf_~Gm7sCC3#_~SovPS1qp{NOOe
z180j0-_AU3bVb3*ohiTy7WxE6@1<N_H-k*OSmmEuZA5GX3T4zKpvsC&al5IFzZsf)
ztOu`|w7qw}jF_|Tla2P+_Ik8C-~MvkId`+Z{#F3zv3>FzAN(;i)|K(w+n4Ffc@%jA
z>yg0g((Px!y3h?oQj(m2|C|9|bH8!V)n9U~?&2;aPmqzGhN?kiNJy!)N1^U;bfUb=
zAIQM`pDHI+{iB8jwns8Fbf|Iz^oh}pRTNGNn_MCLvN)UFvhI#(RGrw=0GCB%ES;Q^
z(D$>|;hyvS6}fLkV)VYqUj!r_TGELVKry;dA%)V#E8`~S##u;l#plp1uBXWZwch9E
zI&RuRvO3rK(`})%ub{xhn4fXNm3Q}yV&h%Os2@VkccpGSgd`k?V#<gcRn)n2oRm<5
zh{)ZMY5vmn(TnCAi%l;v^HZ?7kZu00lycuURRJ8q9vlKxxkxK<v&W5Am;^&Jxe$1R
z0{??T>)Y3GdhJ(D2&w?vwvoG<*1!;@C6_9zl|aGKvc86;?OA=mjjvtRIY#Ybp!8qg
z?4GJvk>fDCkbuk4<2M-%krQsxr2OP(odx%5>g#Ok63a+Dj{$49Q)sZbcL~}@*<Dbo
z#TX%QIn>9_ZjYo)DP%#a$p%+6_O%kQ1Wo4Zx_aP6`y^gK@&jk%_?Iqx#`i>X=ta0o
zS^)cd<M<;(69De<%>P*@NMJ&I_O#NVT$*eNl26<<Gh#VdN6OI%<8HBioftkL^DZ&2
z89C^)-_&W^sT-wG&zecfDjrfjeE0-l-ZuVm1jXN13;&bnjID(1c~p>>06SAP(Pj^S
zgfwRHrwlqFR<;cJ=3&7;-1rY|KQDUfS*i?|mG!LjnsYAy=^eJ4mk#rhNP*3t&L;FY
zNmV?oIf-=!gp;1}sP|493ItF_%UaM7Q9B%%e~}&Hr7Tog5nEuhD4{joB{4BpHO;-|
zy9IA#BHYhk_Z4uiL6z~NrC*=PGCEkrqNRs7r*G{V`p>=fTXVS-Z9-$u-OJ~#b8vbU
zWVNyKV@{f}SFrh%*irHF>ni#$z$)=$hkoO$MZN6cZCj-&i(k+ew^qoT+SzZDFL()M
z<uwqJ)jvBw5_-{FiaEU3z#g(x_<1yUq^qO4|HDfUpU7;>hbM67fQmGf%OyXHjfe_|
z5WaxQsqq}3w0!@ctr`E(@&B36GH`u+x@~-0AWOmMS)A+Rv%VP<rT2<VTBRYyyOZX(
zWm`|c4=(%c)Uh{D<dTt}@X(euiy6z*iy_j1Yk@bgQ*4dd$(hCk<PX;PU~^{IyR)U{
zlY^aIiW^l@z&cWBKhz>F{Sscb`mjdQQf7nYxQl%XaX5i`{*iSh!nt=o$#Ev*9p(U>
zdkooVWZsQM2il-q&W}b2@i)`LiVqmGGggnD+>OHNJS~wE=gt>D<gUpdc6zrCN`RMr
z73$9XXxJ9AlvV2rP@{lZkS_z@6mtJYtVY>2s&&Pb3u$@Mx!LW<J6qc1wHOpUp#E7p
z_w;Z9YWEJbEp^CmD%F5hL`xMf5C~o7xA;wkiu(#^VC6nQm-&#ucNYY0U?=g@x4LRD
zvZkme^;A@!)+mK?85B}}=Qov*9)h?XUzJJf+MzX@98D`hhdP}B4lAL44cRORg18M-
z1b^rNqaBns7_@N+4`vb1ujSehF?7Ae^(8xY_0><<!?VTC;NY%6Wzp}^IHkZfpyL5A
z=xVeZ%@!>;!h?rG)?N1}Wsp~tC36`RgnL$~0JjO{HX(${(}vN(<7Pa9d;zu(jdh5c
zL{9V7Hj5m;xV3dl9!&X(RW}fboV$62rp)S<pa3-o1GE;AOA%Z;#BeeuR5pxuvhSec
zNmojZ^R!&D!e}^~6R^SC@TJg8pO=+#J8zREN&uOFc8VpOJz#G5YKVYsyYA<U)<hS?
z3Je(<npm9DbS5A~=sk6xW{!xZ{<%k&+EW%szsN9aWfb~m{`yUofEbSNp4<wgO}y)Y
zQ5`_qqK2E&ry{J*<xeGrrLR`xGsPoWep6}JpO$p%FzsTdLWB-f4Y~xn^ER~Ux`6X=
zwk>JogG=xS2(pA^g_`9^svZ6g6_#sWm9=5vkTRA5&J^QK9UNANlXMXp3*9W}VQr>I
z=>hj3$VPVOY?ud*p4g#qte#LuLoQ$Wi)U(elGRU{eZ0N122|3!pZDnPe)}&|1*vL?
zK%?`Akqk}QCG4C9fm(pwQ{raJ*@tq^wsaDLK9nmf-9ug)0R9~RofFX751@+Ij@Pm&
z<M$=e@~KT|1zJByu0{C-;fo4Ho&8%W+j&dzmcUFOq1aasq8eA{A<#gTl*TU}V9J-t
zt6-qo32+2af0X32$1;mrK;2bTv2=S0N3#yX_ltsg86q|N11}eMKt|R1GG-v$KYO@k
zo%;40nCI2c7H?cT`^0@WLVg(4yjOJklQO7UML#|%FCtI)w8GxrH_BH?k}AediGFM9
zaqRj2=%x=F7WA`PxOT?B;uYy=;50%_mGqHfIE)?<dMt0Xks$S(3Nxg?AJm#BRU5J-
zDZcQP-^8q8dO~mTyPA(YbTb)YayqJQn919h&;C{-{cWeB0niJ=!wOMG$lUQxOV6|2
z=l!o1lG;;`fy^oG_kvEM$ZqJbni8<+Q}QB0-<f>@-|DH%7!DW8shB)?cq7)D0YhVa
zYyjfi#kS;!^2a5N5JT;oCTUG!nB$<0LySggW5tk-)^g9h_?&G-5a(~I0`Gh@9@_ks
zU#DRtL9J(ZPa9nKiRjx$ME|T`L|-Fts{^v{5eIOaxcr_GsUbg6BUeUoy)LPx__JiU
z;~e6yN(pLozHwnD2P4r(xsTJg3DSK(p*Yy{kxAx|O@6~*DVCg+PL=R;neSsSUT&`B
z@SrG1^8<y+P3Ide=jAOe(fzgKIADqGTl_B(v-?1f5S>VAZ9D7LvXbxTh7$Je=)GWc
z@#TF_jUOYc45^7Jho{Lu%W}0uh8LaZ9zyVr0J7yxH-%)Sd`+1+!3F$mkKAh$cRdB|
z@%@xk#Di2vLg8c7Wo5PxvyY>^71jWd#=_E&ZPd%iZ4_GXY(ng+3zR^en^}dvJSgOD
znr7d1;&XMEggIUG>3{bW*!7G&eX?q9t!rr$j6EB>&cq@$i7!L5Whn?LuL!Yb1P#Vn
zDjuHeDWTqh1~=FrP{8fUR)+=>uZsJv0~%uJCYsW@*~p#S-rWwYRV{UItK>8FZcLPy
zl5z>O*#|{W7Su;c>h_EANh^{kLIT%(fI@3jqHS)~vpik|i`kI*(Z0f1;&42j7&o&E
zlOL9JPFu^2yeH;>o_lYKnlXSr7`^L_7gYZoX<>Jv)P;Y)YGv>s*9j9?rGDmKu0!Pp
zu==E(B;%#1Hw+?@XUQOyb6x)?V<EeN-)CC;aB7_}FHlgCD?WRM@}JpUTX0|L*_KE(
zk{^Ys7t2v5ZfOfENM*&~?KxjE5;v^Lz{{h_M#XYAF8N4XtX;MENNg(UJ~?>at<lIL
zCk*B4dXOQ;&Rcwvplo;zid{YfjC&iGg>Ggv-Y92pFO#$avAG3K&Q1qE-Fom6rEgxz
zFU>uD@4|HQ`9{1r;B#nTnr|D}G@c*%D~K!-CbnOI#GZHa+2I<y^cfh2{XiWY1RIDS
z7K#Bz)@f0&gS0P0%`I>wh5oGXNfKXOwsp^e`c@7KJyA@n%#ZgD6_}y>eZcSbmFRDc
zHeV6r!dX3P-QuOD=oEya1L0|=KU|SK2gW~9krXFS>!#$^^T6GV=o8N?>|aw|7kz}v
ztFJ;Go2iqnP{NWH9)N^w!0lX%;;{{9G<iJ!H1ajjQqs*!{-)}HV0YG0cnu2nqh3D>
zeL`Ikzn9ctpSO18Pv$tq2_7%0l9A_B3BGB%XNx<I9ccS702}$8RHiSBZ3b-buY5e;
zrm&a3!V(3Lw#{??+cY`rmzitziX4F@96G18@ferzJh1^aJ0`v^6$x0*ceIBU1INe_
z7iYP+SD;!OC&n3l^%rv1!^&oC%PJ*F3&-IHKt*wgc`@MiC}VXDsie7&S}90=M6t-8
z3mMJ6TB~`tH#q*$R-aY0?Y_B7bn4nE7rSO`Z7S#Tr@fs+=%Q9QBYgSvifWKG_E;W%
zz^xX+nk<qKrrk09&`u$(TLv=3v~V0n<t;(c47JbGS8++*8#*$~#%KM=((iE<-lVQO
zB;|k4PwpvCl%x?8o5=<ue{+puG}k4VRz^-g0?U#wl%UC!w0&5)?fRR_OdgzR^&>;C
z-T$7coe%Yrb|e!77sB9iCIr1%-+rS=7{j}XowYncPpD;+9#1w0$t9jd#tEGy^aUwa
zhQ?i#q4Y28<qv762X^dgKwd9<Ph)qX=kCw*D&-8z%Kqy+IWuS%M7`|zgD<}M=ho@p
zDVu-znZ~2333%9~zU-yL$fn;^Pr9R9lWqlvbk5V<zqC0TiQdpi<t}9$5alVzk%Y|=
z<0dZFWxe#~tP96R7Rs7AU(H~Y^aEXt4vkn9_*||kd*`3H4@McCk@Br`FwZTObqS;s
zg<CRum0Ha^z>PWFN6;#Pgf>h2;zWK-s*9Po45|S;d4gIJ)|=m~8-wer9L0yi#H6%a
zu?$Y2%ViVpfyCE_G!=Cq0Q;|;VqWV!!Z72hTd)j-TDy{F&I!GrE`^z&#8Jlbzh+dD
zhI0X|!@st%u5@2lFl($zLdWOy*=F`O8McU=AW6;9fSPtU2MRcYJDOk3h@cNmdglgl
zb(6cFr8sI9&8%X@`q{bXP=2)|d1?!~_F3>G7rI(=@b&=$SObreX$XSPcMI+~)!o%q
zXx3NU2hy&zwhjPGGFJB8yii5{8h5rS^0I2g4*){ClkyMb_y1u0@qgQ%|LpM%DZa$f
zddu|HGwBH^=~Yx$y=1X8IUbMUAC<HybW5@;ZExgrryZ`S>J;2mSi;6v7-`d8vaFNR
zXM%lf^&DA3yPmp|&`<HqE#6{^GZz8{i`v2W$vCjf&H?x{22x#*rw(_%b7S8&qeqLU
zjWf(+A>}l=rxrm=60E5iw=Wd03eBmKA-0_+g`Os7dblKJ=~{}W;hJ!dIoLiqA9LqQ
zFBcy<BauLM;DB2_ExhJkS5o%A6cz)kU#NeyJJPE%?wlV}S9|Ltb}0%>{!Df|D%$*G
zSfqWgHhg8v?$zKKqS*l*9qDfA%yGwZt%l_Q+SHAuz)b(u$p&!xqYi)}nWC9^fwpVv
zu*#@8qGU1$fHjf%q8sqAkIvn*D*aET_kIw|Rkx>;)%BgrUP(zM&cvU5v(0OWD>!6>
zwRos}x>Vl~ZVKM(R9PVf!P;uB>;#8xEm^|t%_aGI9AKmisJ8ln4ZS|6CZB$n(S7uZ
ziN(*AX_@w=gtj_DaPHRI@_bJlVa_&VgFU+KEy~%v2(VZ?QZAXxvkTUXsPXD_tZLa>
z12h$!L*_$XM!Bh$wh2A#D;(Fb@!dLA563R{WY6cbE#y23zPZN@`948#ZENH+i?nuD
z8n)F^>^e`n(SaDL+VZ(Xs9a#TEUrA<x8MdJcR>0G#;5amk0T}01SxpgA4hYF-Gg}b
zUZw>Fr;<1!wz%fz(J-c&mdc3swC&fhSrw$D*ZEQVp2BPk3N=6-j(8vc05joo-_iuE
zq&15J1rs^|T==RQaqjM0<Ba44^a)2y)N~Ya<|Hv?SKs=K-rloSFD#`2y!!z|0{rPj
zpsyOm@I(nRyRk1^zf1Yri$81Zc$)81fg>On&hvCp2aEJ`I1x2-?*tJ$R6w)x1NHSV
zYV&u;#fRyS$-UcUh~RSG+39G1*b2o$_BYifh2K;uzJP)TN{;0w-GLrn19l<cxhoFR
z8$^;Z6*$QMyq&tO+M{v$P||-BDNnpNNO4alu8u}OK#PQyeX}E@oTlV2Qo1OO7J!|g
z={jl^XvRLFh`i9bzn}+ydpi%*k#hF&P0FbV$`prk#_r@H#%i+n+fPrZ?}1Jb3lxhl
zf_@qgr+gH)&p-Z6HJ<-+w5ishrmO9knv#G$x61;gR*enVQ11!>>pg4i1AY@?G4}${
zI7BFZ?j#O##2+q-6axt1DY3_88YdTQR2f7k2%sxDr0PNmZ-#G><^^&rAaNQ4=H)!(
z!N}7zSGy@C)qk5wni>6-Yn+LErc2j+{<Xl^C!V7nHC0*9-48~LEcslHqSFPyGN1Zy
zybE3TdG(_4*AI`kbj6-L5`a%tfwrp<J(W2{SIu<;+XScE4L495LnDcngX7;O#au;U
zWuK@u?BPeX-<Vm{ys9W0uBWUeQsvrwl^WE2$Bg058C^{9>!vUjK#1Aw^yn4_E{Id#
z8b%o+?EAZ4R<)*!<y9O86lGeCjDF(k7uzjf+Xk8J=!$xLi(BNXaU-9GOonJAJj559
zNws>iT<ry+1Jbb?fSpveS1T-cr)0_S-tOI=81^05jQv}2vo=GaopqqsAOmh!Nl!>b
zmy~V-(l%5~8@;g(MHG63+Z%H4-eQd)c0b@^mX8ZfQ>0KIP@EI38DCyMszxLL8lU!C
zxz&wt*}|BwO+AhN!O=+{mY>?ek%3_tsOUyCx%OTh(WD_x==%NuRF?~fnAd$?>e)!V
z@3|A#+h!?_`=IQcQ*9Myuu4_!LA>#ts*+096oaZko9}Cb@d<=pMZ+Xr?-gf7hKISU
zDVF8iXvvXA#_`EVN*VfJwIxr4m!fy2<Tv!CR)Xpk=PbM1qwOytPTVVvwb_?Ed>&&w
z(`vE<K2$`69Tkrs-HTex-D&SdVM*I=J@I%Mco{A}m*xN{AAojRsC~^K=?nhR^F~}e
zKYvV6d46m!vH5hq;t+c2Exd8LW^n#G_yl=vZ2YiegRl%_>dXmFd-J_Mm34p~8BrLM
z1vrv=R@aYe<OCN&vjzFFUAyub69#(I&+k<v-Jh3Y7rP3Y=e649OQdg^X8PQ_I5lAd
zv`0sqFBhibPgo}geC}I~c&fh+kyvfVd$*I?srLX=EVpI;4b2X2p8YxVEG#B|-jk8>
zmnA#24`P#hgem=nT1xEgJQ0J9)V`6SdUl@u8QVtIqp;ZdUZzU+!oM7bLt($*JZU*C
z{|ZBW;VNkgSaN>BrW-+(Lfx;Uog~y}T?$qWkpnl=no{(&q3(F;e&GiN_kh~gL+cXs
zPQr3-SSoBjiqzrEQDxz&>#_1t1aPs8e+^xG2b&CbcL$|_M>E|kR$7!DRydgahEZ$Z
z+@W91OE{~B>*d|{GF+Jl!!G*h*`;u&FgB}0{EsbVE1x*$?i;Gw2;h94Ol;G)B=HVQ
z!i2P^Xg-N6IYR}9(RfyW1y-}r(9jL}#u)FhE7l)9OBSmJeGiM0+UMHJ?EM}3;Fx#a
z4cI&F8wPjL%?1KjAxkaCub%ks-6v5)3mw~%M9XVxY&OU~LD}jOtuNzCnp@S;aR6d;
z(DQP?Jz==T_@;T_&ugN2dhKDLSKk(PTc26Xp{^lIPqxmF`IJow-8f!}CYU#vx62G1
zOx~2Z#9>4-a+o>pUoPiMH7m>6F|;{BAr{@)JG*qtf(CqU>P&1!t0fjCQ{1zE`U8k|
z9iN^AlI4Xc;M6f8n7qEAEbGDW?jR@sxu{5(hRbE1yfQ1%;;5^>pIr>C^0hPNB!^AY
z>c=yTm(pbO`0gD3NS^u*tAjju&JV-idg|#<fh-Qq-#X70v$Oi8v}xFz2FG^^sm-<!
zx(8iQ6R7@8)p|BL-8jZAl<GJdaZfBDe{4Lhj2`};OqlZd3^A8_KB5xMBOTtpUxd?5
zqQ(4B^*$o~%9P7+mCd`)=zlf$yobM%!P<<*-++IGUkuk<s3f9gT!!D5civTaT_46M
z@2DZ*?3VVkNwV#5OV_=2=-&3$sUShyKfKpc&8LgDA!Eh{J4=d4aI;j>T@7{hsFPNk
zWJK(+XOnoZ7(DSTYbecepPYgXloyKRq&9a2gAW)}^~)W?<b<s%O#~G%8?d-Wv!C^r
zMR28MAT!Hv$c&z!yu1ixRbnzS<q}!;)BzdUA|N9h17PhGzyH+oeLqU+7LTFsbqKhn
z+xICbt<)S33n~nz-@uugx_DOqpg2EAd^EiFVXj{04Qevlb+3?-7yTAnt>0BM(61lu
zrLt@6JX#23kU5g#QljU3{Wx!J7@^Z9UZRfRnSlkAX5#0Xg~=@*3^aZL>Tg1<aur6^
zSkH_yes#vrG~1u$FL1s;F_d<jbZl`@$aLk}kw1Md?Mkky;T=yr#rRTjAE(TCb~XR$
z1#nM|veE)|nDeay*Am@y`^u4PP_0ffGVO*Ihh9b_YEcGr-uwQaNP{y;+w**GK#x%^
z3l1*g)+J!)__-ZqUGJqnq+EG12@C@bAO&NtSL~w0Nr=bQNdD)mRit{u8qM}H@kMXG
zivGs41|6D*g@!!Z^;#kNfHPS6J(LqphFt;Dv;>HPYtdWWf&q-qsEE_nAEpCN8%UAO
zeR@8!=b01M#YH?cf~3y(KpWRE&V5k=@&+5yMul<f2S9mwxyzlInUm=h_%v7~`8x^w
zsi=|1#P4p%AA$4xoRl+!%hC;jnVGC8G4jJB_4t<F_(BS^+l;ETWq+2zWL))^Ym_@*
zp_!KLyGpIwHD<+Or;v7N3gjT15hPZ0q=+(1Kdpx)Y)fAzG%?<LY`r2KIZ1`WZ)%Cu
z!ousBy!J2VW^>&7Vr;$#<UVF#RuEc!PdTY0Rm3X{vKjg$B|RRkG@M(As4?zjDzT$Y
zr<(0Z{~5mzzE8rk9`4Y%5u2xZH4UT>`1@~&mXV^+DHOr)3EA_|Kz0^9Ygt3o_!N6Q
z)B8KU)vGffdmG$lf+^Ptq0QE#T2I%tKDz#86BA6&_R|@xn%snmzYs$3?(_jKom@V=
z)0lG#4>`d$gIP$=Qmre8u=AF0>y6D@@}!cnq)Xr&011%hCTJrxG=`W4mat0!Guu7h
zXQ1~<G!EL|wbE;Ax5GKLge6$-pSgPG{5ALUYNK>OA7g}^7T*0$6$rFoR#vZDd2U?0
zKLZq2?;}w3tr|x6>tqdr%d5nY0eEZ+nY-!bQE_a;uzhQ-Sl5k1$BDJkwUPSKR-oX4
zNa_75?^7+`kojc6eY`E*K)>60oClm?^?bK9*~VeX2{uT?0w;R9o3bj6orVS?hce%X
zKPKv{mu?#I7Qx~!K8OOiAiIxGTjJx{VtsT9hbSRX^=;&YBxo0-w3`!gv~PBlC%&)i
zqktw-9sj0!yMItrC(|d=OKaI>l8L)p&lw$|+ndjxK}NnTZCO}S^?affclUV|yh{sc
zklovW#_jc)|IXKI!)e@FrMlsC?=7ajT=%=5<}_%Rvx}}QFvaF<fN3$e2aTfKIpf4L
z{G{OuLrd@3$o5-L8Qu^U=KgX{Hy?yCMr!WuOf%D!U6&K8x@~`q2FH55a^ULcDyglv
zJ;!&y<MzSr(csm_JG+Q5FL{)aR0~raa{{Cxe!NKN3RlQZjKQSs4Hh5(x-Hr<jUYqh
zYcBGe$IbjKL$(Q|98G$B;yK$rjm;d}5QWRO&fiP*Vww2ir`r@3{rx*wU$d*O&hw_C
zZP7}^6}Oo3sE!|+Pq!5@prB^vMs~vZoZ_K@p@F&vHp1Q3!oK3nrSH6gX5hukYmE=<
zW_srkG)zV|dFxhHw{O|Wa-v5MQfT892w!HWT-6OER7MMz>P$X_#}2w5sC~Z(l`&vD
zJk0uP#=msfqIJ|)w01YvFAwd2^dpqbb&EING=$k$($t@-JvefB;rr^Y&btgJmLkVi
zTr{B)8h9$(d2d3;skUBa;DRO>*cSd?VvBiR{)41!PB>I)^mfuFc`T&f3^46aUfgMh
z3<I;hO!^<p6MRlH6U()ZYhOevTZ$+!rZ@Y(m$&usyu5SZ*_^ZL!u;#usA&H$`8pox
z$a{f)pfmsfcifEgsB07+BwP#Yp8Cv|-{ix4(-6e;W6s+vw@k0OtxOjs^2Q?gA5W36
zdNd9@VrFC)DR~3DdF0#y$KI?6p`$8v*^%HvvNuFvyj~0+M)m0~w~bf-MfWTG&~8<T
zFq$A1B39y3Ca~$CyUZ1RqORQ<Z!fyxb|<*O9SB=t6#mtd6~bhgPwG_*G>J2kTKzE;
z?`qnpq~2eid|rRbrh0gLZlDm&HTn4Z!y`2}5@1genUeWo$PiW-)1-?JjD6k7iTYmR
zd%(iDkH;IPp!}|$Zb27bcg{;G_tNuv@`5&GCD9MjO)2#gc6;(n5>hSm2hru8f*b0q
zdYIrN%Sg-YUcvez`V;dKfkrOmqa~a9$|~wqjR!Ni?Q4cYw;JyZJ-n^7RyNoXj6G7-
zp5F}$ccx+{g0;=;PPT65K#xawljK9=@%BRK>;tqQPC2nMbw2UsVx)J$lXE2ghvBff
z??pZ~o-h6HZj;)mV*{=v_Xa={pLEUkh81<}+wd2j*^z2WCZDq}N>(OZ5I3_?*AJI>
zs`yxmnpF<-(d4_`HNW$*Xqkk~J_(JoOZ_qF*22>o8?p^Jed1~A@RuJ_&%^U4bP1R?
zhmTt+4cOQ3&I*jZrhLR^dTyh4zc#VT@cpK;_&Tml*Z~71Rl6HvpiUtz;!+$>y3T@X
zzzY^C&&%8C4=#ep10h&f>`XpMH81mC!E{g{0W~W-Ibl9}$XKP4H9fk5YDJ#|(kSI+
zc9{dcBpJpmU%Ph!9MLkn=@($=F7&FlqO679O~a~IehJpLZziPxeNdzHheNpWK(&`%
zR>YFa`eDcVCC*9KeKdpDjXvkZV^&ql&pOF@q0c(RY&!z2bYKH-$VjY5Oycb3tF+9T
zy{ya>;C|}Ksp9S}e`C+KR7QW3Xpv325Clv*nX`+qFU_n9E({TaRq6>mJ2u@q)F<<e
zb5{kfQ~S;HEC)WTScsJ213d@9fxV30i*5kIf6RJoMY&q?gg-t2y^m<-#5F*|QiJuY
zKaU?HMo&Hy#hY~=^&d2tsElk~82RE!Gek{D^I8~-NFlP;A@~pkWSjKaMllY)I)es5
zewNQ;p2b_6W2ah2;lK_NcLr!QCe*@Qo%a?=qv(M&cm0Ir)Vo}O$MdeqYAs(!0Y%zU
zfO?`FIR-=B9YL&AR@zV?1ZivcsOe|FsSNl5@n@f6k?tFNy6LMGTA<w380~Ax%#uKN
zzkh=lg{uH~+K;(Gt+4Zv0Kqzj-T9SFQnom>0<Z+ivbLmWVmM<vfDH`pYLlsr0kA<B
zg@<r>DesylLWo9`y=sba{O|^flla-Oy=FvJ|3F%D_uI-}^ZX*<qisfL5}($n_MqTL
zriAd!A5xOJ!@sE_b7IBYo%#l0#!C#Uum4DrsQ&hKHhlXlTaUrRsM8}Tyd%)^V8idy
zZFGH5YEfLip{~3uJBU_#!$aHmiz#IQ0Vsqjm>RLWDCulv)+7DsVNg{~#QJS~a?Uod
z)v{)h$OdM+cwORQAyF@9JB>CdX=9Rgl&@Qh_W&sX4|SdyJbYd#6FnV~lU=aN>QiU8
zG%XW<ZZX!)=@h&+P><Ey4a}cAY3#pvQrNex_tD{obc%y?1K-$c(Wc79L~lcMP5Too
z`M9^qbavK9&AHjQxm)g`zPBmir{2hh0g_UN)$A3$mVFSZ6a|16oTIyWPkQ}C!gUig
z!*G+}6U$3f^xF-fRb<c*g?&SmtD#t_Bgn1iCglV=2x-d<Z(1FdM1l879SsWZ>7zUt
z#tJ<5N2mK<an*^Uhk;9q=XP!7=R(#V_;43D&8&Sttp}k=PJoEX1}2iq&+S$k`?jH1
zF0CdM0Vep&(i~sci^l1o_ir#}gFYVUg}HkaX2Hy3?vuh@<mu#4SL3JQF^0c}(((mT
zO=n#8CdqdZ_*|y>i^MWHpD;d6uG3ft_)3M{`PC<F%L$!E01wlphl*^>z6EY!o!&PA
z7L8!Q0(BWV`Q2Yo(n?Cn_vK4rt;kH?L!PdLZwWr~F~HSyx#EiVfTgR@RQB7&6Y%~j
z>gCFtA(GM@pYNrp^<HZ7tF9Qk6iJ}uvPnh^@cRm{yM%77+=qUG1mppsnf&Kuc*Isc
z+HOx~Q%=7ZT`o?g(KtcmZmG@R*xNHs%LccTu;&s7rTHJ?5{kZo3gWuaBxh_}9Ssyv
z4GulsJLE}oB+*kg(Y@%7(P(7!+tGcy!SZP1M^P_Y{ZZdNKuvjLYp%>u?k-vmK<?8)
z_Z1T$N;ny3D;Ot@?+R;OQV(BkdT9_h1K7pS;V>la)U}N-6_*UKHFW!+wLyFl90>CC
zII9gC?DCM@0zL~=xc#UhGyX!_Qn_dL0<_NHH`OUEk{xNIM*ro3El2xtsu8J`_jA4J
zk$(Q^w!@smFGE2cIA1r0fcm~xM6#d1vW$y2RIm-UeeWY5eL6(9%FZ>SuP_oHO%JS&
z0xam^ZWG)FZt4AmrNocqla<T4&`-JD?V---sh!~>07bgI!*@c<2Y$1TVp0Z#YtW8^
z_$!*zg&OgP(`~UcK{f}mJ(vQV9+tEl^hoKCaq|ozVR^e~UO2W)_q_KxCBOEWbG`>F
z8wLXLyS)aDX2=q@F!|ibDp9Ezlp0^ZBy`q*^QqYv6EQK9j6o_FAnx}WiM)}PWSCiQ
zUEi$*=K0RobzDY*cI`igT_H(hhkqKZx9RB#q&;eh@&PwV^#bOn2IID-(O2b4dOX)z
z=+kbKy?YyU(;DC+cNF0~dnG#K^K1p_jHPfcpxCsw4`9%gNPKz4D|}*x2qbBRd&xeK
z6kq>if;YM^A<N7g(35{vTn9*|piEIO=&DaoPFMc;l%2+n!slz%N;I<0Rf4u7D)uWL
zg{cUu#34XLz}K#YfL5<-+)*~nKViIETif7WW0E}ktX0Qf?n~Rhs<+HpIDAE0eC4Y=
zqRLa7`(qliL~R`o2LV9$juOL2%y8s$DUM<4UpIPdfK&cW2cGlY7fJ`Xy*(NBNOvJ`
z2ho#ZY`P8O`eV4{6C?1FYGu6n%w88*4&o4!`{rFKA-9$EDOR!Y>m#u2dvYh6Pc;OP
z(*re{Hiy`#zg~<sjegJ>^-aD03ScI{z~h9_-0qtaW3(?EKu#+suLbRl9t(GX()URl
znHjeq{-8p8%mFWDgC2YAp%0f#5QQ`IA?8#g0zqm)>*c?xw(^s=WlzBPLVu*~)Ehvx
z_FeYTrWSU;2})cBIJSW&^7MdT@n3Ww=WZN&R^AfE{5jRvl<G!$xS}Tyzyr06mA<rE
zEJLROjQoO|w`5Vr1u{_pD+j>F-sVCC4pY6=`oL-w;WDrmS;=32?#uZ!fA#)>c7=ae
z@fgHPsBC9+M|@rL8|5DGnYw)WCnk(R?a>9bUr*0P!K|p@e9<F5Tm+cRWEE?<`YY&C
zEM`YfI$7`>o}>O4PB`YYRR$?&vSrm<CllvTguL}kKaBPqdewqAGGg;+y=g?!Vy^pq
z={mf%Kv+=6-_9OTy67hlG&<JfQQ`F_;+1+`#Kf7sEz<yP_I3Zr!)_o0{-UI2?v`h{
zzskq`uR&c4<l)|pkS$%CC-8aRyNg&%U+;vt*QK2bSOku-a%s?7P*C5=qD28kAAPFL
zoa^O)hxBv&oc`G<aV=0D9D2(qc5DrG<^btkn7i)k8up~%>5HI~<RNX#EH~<=+NWUC
zzRhD=w6J^ONuxqKZuY*Hkb@6uboEw+SzXEgAfc+=htna_>PbbXBtzNN6bhZMO6c5Z
z1VsC~Xt>)iRLD{jnB?V;P)p-_dmW;w`dyRdY@!lTvz_ox2>|Ddu`Rt{-w^IE{PlE(
zEk=4k-{KDo;v@Ken$w6lrKAKibH52_=NS*!7{7MggQ_OAi+yK9cR@N(Pu&vm3r8}q
z8->a+n%M0#B~KLHoFP8MIHhGSe@<Q|T_b;xU>9WG1ZeBuRC@DbcE=CC1IT~(TR7=L
z->2mb&7pfoXk*kv<OolWd*EF%w!^25E#i9bAF`4El3=!yLv#HxE$Zo0GGFdsy;Qm-
z70SX=%OwNF@H($*-aZ<xp)I*FoZNbkV#d>I4FE_5A^)#xL>xiyC9%5_BGc(^dZ*6r
z#G|T7G1;e^;BTm0M7lb%S*4gh^&_WEoUUp+gRC-m5^_o#vXL5rkymJtcqFbCRwb>$
zWGK0t+ay~!#&I0_i;iNlB!b5aw)OdJZp7b?=w+opEkdq`@L`B5!i2SZfGXgg#U?9G
z{%3d*VZQ}YqttD+DYp9*OuhRoWVqi4<c87tEVXz)`?(5SDXR;d7WR#7k5E#5sap_L
z!NU{&8eus(OXAy2Zl<t0)x^@Kd({UQG1$ng=k|H4z#3d*R1KY9mgNgr)|I_&mDL4E
z3*E4Pg@XU1d9D9^j4uJ-8ye(S&N!UZq}1_Zjlmae7gtDnF^i`_28Ng`wQ%9zMqEG1
zOO^jrQ^?TIKQ{(UW)ftwOkx@(J)6I|rO0pC@%Gwevs1>|BKRxe;%zr}GG7rv-X7(=
z+b$QcYGGMld8zj}%;@8D)KxA1svn@MGV{T9>^~5Sd+MEK$Y7Omnd>cn?)r4T(K8_j
zV?Zwu#S>`~&cK@%1`JI)`(CoQHF?iK64<>AkHM#ZWswlz@ngz0JiY&sftUuOT>7!B
zwS#vfe8-j~k%>T7KAGw+BFnYv+AQz0SksIyQBz~ySxu*A<E$#_b!H~o?UBM;QTH!u
z22j~UnIT`50Lz+R!RnrsPyth3c=UZ^=^e}s$WOPlA0(cctIkTjQ8TYhE9x8vgger?
zCjv?Nl>^cYZelNnIfiUR(gvGcWmf){4I%6NBq`pc&~ni7G`7H1H2SKf+EsrF_4ND4
zuyEFIbR_ZWk_g$T4Gp)Hig1-z8P$@s3+E0QC*M}uWUoGPjwWw-zMY3^zJ_KxdT=-O
zUUEaJqg6`>|EdWkE5RQ91n5>Lq1)abqh`R|CCU4ac3js@Gd`*ozk4S~qbN)D2Gzut
zf$A0iO|?Trh0Dz8=@jfZe>OVLp&xKVd=^A$_>ZQV*YG3fssg=a{v?-aIdnPlyk1oK
zN!v#?3x3L1n3hK$!#2N3`Y_=6%@p+)iH=#BM(4DmCHtg8A6QNN=ZKBqQs_>u-LkUN
zfoAQYS$*=ffKE~114Gd6FX%c+DpL?Uw$Qs0g0;(BJF*ZRVJfBrG)1YJl;?&0x;5gq
zKP!M6G~>U7f%K;fXF-=YYz>cPD}~uhUtE0!%jJ<nv99steORJ)tNSbCSn}u2tVO^I
z*TkfiXnV1)CcsCstD)fS)r2!vGx)9f8|gquP+aP7s_4r{aK609q*pFqXk)-K&4?pZ
z4S1a-OOI->lBfK#qTjuu*2}t-O+K;1W8Bg(L>N73#*eu;$mGXws<~%YsDoR;PKZ@j
z#eSDEMdgn?xJh2JC)0Q?G5n^g5CZtM^MXd_R)Q(#2}weqF(NhIABsThvC*!({%vt7
zv4fo7Xm=;?kpH^an3z^1UU|pPVvoN0`^oDG!f`YBp|VRWGa>$8786Kz7ReMJ;HwH5
zV($1q?7eqblk2uG8bm>*35s;0R0RQPg0!Fr2neA_hoB-|KzgVFk={W;X+e=DgoyO6
z^dh}UZ_-;r4I#-qpL4D`*IfJAXRWpOU3;H%@7;g!1RmZm-&@B!%5VGzBy^dcFh<ev
zrU<3iEW=s$!Cpo)qZ87GrI`)(0B6_{v(@vk1^h&Wx$@@I1{O|-Y=Y0wvLI(k4)ht6
z!qkgFWH|T*<q9n7J-qS`mLYBvr8_f^MP9o#PB}tLw`QhNj*)6UdWY1gt{%$StlqOE
zq%8whd0~&oYzU_yW`p>ChOY8%*z?qm#EqTG9rFFYQDn(iLlS$n1@ZtNCTZkU>@TJ4
z*O%pIhSdsOpsH>xd!$tUzOMHG51Hv3lUyfp;F{+%oSz!HR;0L2IaWhz`N!MAnS#j;
z=CI_7nq6VZZ0>&B+;%Pv)=sv<Z0f@69o*lC3SSQYlwoKu+Y}c^CuaZA{US!dsza-A
zs9G})>HF5+-(H*`+&n3giNuPV6>iWNW*ytN1GHnSy^)gD{^QStP{Uq2&PshA+X6nz
z>Qi=Okm<+$hmTD?eO?+`f<3j?5jk4M=>j|7pU6)XY5*9b;H4wla#{-?*7rbU61Mj3
zj)#qdFH?$#^QAT7_=TH9hm3k0;+=V-Wu&Qr{Cog}JK@++PuWU0L<Y&OcQMj8yVogz
zslv^n;02`ihQ%;=&A8O>*68B$Z6RLpX2%_(vQH~x=M6NC(CY?kr)WA3XAnHxy)337
zNdz~nIcLEjLTE1CPlW(gLoy>fmoCXRHWNZNx!{e2D<lB!lw}9(JRpFHeYk|-5C6V+
z0&%YXwQ*`Bq-50#5eD4a5kKMyx5u7xBgUU_qJ<Ihk|+mE-4C`NXzT_xVi>swi&D0u
zM$>SNkSrfQigjxKQbQ9#?Woxtw@~Fcn+F}NVFpBRi;GG^)@uGu%6aJfTD!qKO_Oun
z%9kpDOSFvnuQ;2BHNyat*Tov>cHG9A(HL6&CHs0;M}BMP1n=kPVm=1`y{OYaHEN%k
zX^2dB=JqmPGktDfxzKY${1%{2$8Do6dK)~w8wA<-p(3G3zz<X?(t6CH{_=X^2!iXw
z*qEV>^?gd*1&@NQGViC&5B$o3bciQx@GLWBW{W(N<g$11ZhaGr)+@r(ztR#I7~~cy
zIXlpNUf=<0`4kl7zi$Z5kk<W;_qyUg!h6jKJ0$gK1@`%SohjokO1e*v5ZC0}S2TKG
zw_}RynRgU%HBq~jb93?X+RMJ$TaX81=^F?(f@;1~oMz<ggYbO;xp9E7ZE;t}yzKL)
zGPKlc*-D__9Qsb!X{#v9ZhM>S1>?z}`uxKHzN#3Tg<n7~%Q89{r&3=w<Ag3g2Z$hJ
znRfZ=R3@8AlGv6FmqY)%I4O;&6t0`{Z+jtR=4~+;hIP%)4kmTaW3eVz0f3+XEf68b
zou~msc@BUm&jum<Fe#-eGPSSW|H+E09jkwRBIoJEBtfF8B81y4*bFz>?#4J<ux<|(
z2s~B~2tEt=<z`|ql}$3jqnbia%NEBDaKAys9RCs_#FM@)L8YWEGCZ3Mpoibj-uUhV
z`I5JX7-=5Yvbd<=H_$-gaFk~8u(o0-TV5M1a|cKFQ~08l1_Ef{dKwc)H+%BG-R|io
z02YqNbBNs7I~}ufH)>_gC1*{l7-r!R0OqYJGj+$x0hsF#&)eu#=LA|W8M1keqyp;w
z{Zs$j@ZWzW6ZD_H`@gLK?oE$hKooF9O9!GH;6Qy9eXjpmJmO0jBxs=y*@8IbG)D&s
zLx*(HDwp>%0{lGe;C9CCVMBdtD|-mlP~}}-EwO3v_3;e_QJk;;;q#;9)9h(>W1^6P
z^KgjH@mL<*c`+xXw?j_JdeoJZrnO3h<w)=-1v3pRK;(|wSD+m7O_V&yJz}3yLtqC>
zBpw`FF3cIJSmSUmj_X_mJg%R(1Z1gA9~24mt7Dh^#|}u=W=Ua9+diIYAJ_1$Sv5oG
zD>Z>YzOgVfo#m>3j2Zg1Bn>$bh@wM>4DpU6(_Y>l?~JLBqP@NE+*Lb!p5SUV?y%tN
z*qk>hl!7eeKd|WfT$tQ7wQnKD?jSf}!a1$1J9ywPYg%erFSg5;&xTugHixGl23s0B
z^w{NDJ1NW8dC|X0aFz9mY_1uyE|(n=4vufm$B!u~dwYlKDY2r3cn5&+?p&HKTEO?&
zqsjHXd#AeOS`StoRD^U#wTiXzH(O==WhUkl^&G$pFoEb)?zjWp;LT>nrE50QLfrNx
z76^c3THIlN-8oxw@Ls$XhmkM)P+_{i%r18Vi}ZGw#H_+0EgGP+tVeD@iH{339w?tv
z#qVkC(S6LrsIO=!yJhRwfp`1CA0y#_6;0TK=%XxKzVp{49*gYp&aHd1?He$UuI#Ye
zU?7WHtWz2D(B29&<v@fT@tcKy;rEI6C81T*TkXVyUqGXIG|#;%AxE<Sxl@@j3HA$U
zX$3HdI*^6>n+^lUN~UpjBFB+lhg0CaE+F=9JVOS!*;;XcW!-=_EXh*_Qu7>vtc<?f
zh^r)t#z}+OsgzytqCT-C2mqJm%ZF&S#V}?NOC5>h5TF6#*(Aaf+JT6HZ28d<0O~JB
zSs*{h>#(Qt=qVu#Hv~2f_wUGP_;CKMjr7^Vn!-KS=3##t^+<<s)R=oQ(`0p#ak=lW
zv;a<;$~3P>7I&`99eAN{RbKcQH$GQT-8}@|Bg9ySRFrch$j_j7s_(n8`W!*#ACwRA
zRbBn@&DJ+Fw`|M3!|_wkNvHh%IsY@}1=)$Ct<Xtpv09S;XHs1Qwws<=7=RG`D)Jp8
zT-Kp_dOFJfyfV-87|#mwe*f_sU8)hFUj75lctPZ-pUXUo+;yF`{<C`hW0gG~KnNT1
z1W4-qWT17qmArCC89q~qT_2SnSoL|BBxP4T3HT&u1rrgXF#mkqNn55Ma<jnK-LE&f
z;;bR}5Y-;IC3XM0mB&g^{RklZv8ML^Y=t<qV*ee|&<M&A;EfVHMx4x9HLA}6!T1T@
z;va)W!sv8&Z_)GMJ|X=1y)E$EPL#(pH5cd0$ct_@+Ydy62=Gs%(EKm~!>w8|fv?DR
z^I80O@3h+fHbApv@i-`(ptc7Q!GV{dlE%-9o~O3ASun1rWtS(@$Z)p_Wp~q)_MQT`
z^;!`M++^!sRPyHrB!W;kds`<?yVq59NOIpP4%kq%tFl^YA56Y-?Wb6;L3S#-1IjCv
zz7-4&(P@fUY#h)%S;CgKlvxBudv+Gv&(UJWg%Q|8AW_-pRs`m#X@X+3bnvlV3dvMU
zZmcg~C_R9=I5TpgFa~Y7kQ`c)$GizFN3m|xKU|Z4v}XU}|Npm1`QIH8K=`TWqO!n^
zgsNul=oj*5(PCJ`ua01YS-1DnL&ALuMl3;bLmx@(zJ~caCIe{Qs5*{_R}U){^y&r)
z=9oo&<BqCNNzxkOrtZ2YHra?8gus5^IX~y}n%ylqjk6UgS+yZ*F^w~@!UGnt`axl#
zsqdtnP;pi)oQD~{q}|m##kvc<Ot?^9y(df%zgdw|Q2I6^rg7S-aQ`+~eScJhF4C+j
z#AcfLXYh%$(!s;o*O8;A2-|l$_&U!s79(GJJ;N?fpS-9BcKaBR)GY=ZA!o7W>;Bk*
zhU`7G38u2Gp8MgrW3ehR%^kj{VsaS*E5u=Uj10T&@3`q5W&e2Sz@I&knWL<FrbSAd
z=WtI|LRjpx%GcLn`P?Wqn9HZ1YG(5#$59E0&VySOD@F8(*;BdiOJB3P;@%@W>@__E
z)2ILp?Tw3=OGCNi$m1svafAFK7}fcsJa9GR7XS3C-q+TMrDVvQD#0%Aei@{xnRLc5
zzi7rZ7_qw!aRpZt5We-vNEYl|0dS>=gM!BI6~KuGKqK=e4-K5JeQ7*)58GPz5{Hxk
z4Kfo0ED6_0Eny^|PP{<|BjkG(-SK`SJ@E<JP2_|@<QVW}#b^Ki3rhVu;>jb($^-%N
zO`*iFI)xa)L^wor=nbh<Skw(lEk+K!|9Jb>DdF`*%J6)Ayt0)eS=YTRd?s{552yt@
zl%w^^+pd-ON72(CONEb>FB!b}b=O=!cm5m?=r+%oXd&SqCO4|usXWc=HDc*?^`5E1
z8#5rw%j|lu(}3YcJ0~DdA=ZADb8~SjRUuBIy(~rR0^(O`Wu}sijcSt#5@h^w>;7!B
z<5_UwQ&RafRIml=;jG6GJBxq%TM-7y6psZ*igt+oXxZxhE#5BjW9tSxR%mRUk&=8v
zX#i?qMP!L|rom*i94EBM7VTYem^=>5(->%xbUbZ}u+a&_+JAsnBmr4Zl4GslGZRl0
zYN?R-v%MkvjFK7rZ3v3?Bd6`Bzkoc)8;b=)%5jv13JPN=W95w{m0g5<c@B7!_^WqN
z)%obzm!IB25zCZz?@FQ%rKC;&EFzYZ0Tz*8IY>q{$#RY*UACyTDwG;z{sn}q$wGq4
z296H8OZP)m4+@gz_(By(sC;DB9pbg6?i52@$i_uP(=le2NM3Gnas>Vb#H30PLDB$m
zPFa1xzykcdSoc|+b^`}sab*?&+BFcsY|#Py^GwZ+`xi$bJ5|72A|dm#eOS6#T7cDT
z58#BLv~N7xhLD8g3Er4x=^+nY|3TodB+@03FvKeVN5t&Uuf3E#Clw~%oAWVY6Z`W|
zM3WbC0o-sE5$AK|BvmCVAcyiGAG~;&sjwX4KD(opjb|N%1}R*IRi>8uTgTyfwUDR%
zxazgC0RN5|-D;VeRd+V2;jw+Yh}((c16LtGc~;+Uchmjzkc`I`gy&fOey;Hw&)O~7
zd4VV`Cr`lZbx#2IEyw8OI$`?F->N$4_|zFEBOHG-s|$@o)^~2&*nY~#xC%|M@t5ZL
zJcI?#ll?Vp^SJdOjvd$f&B3kE{`{20a|$4E&8T?EU^xb3*vc9^R(~1)OckAeGRxUj
zO}vlJ9s!D0T+?R<QGjxCZj9QQyn3iTa^^6jPi!FIEZhw$$d@D3mUC^L{TP^%S;4;L
zwt7mfLH8{#I&Q6!%Ce}MW@a;@%V@EV8KVoMJ;AlQ=<%<&Mv?mOvh)AS&o7u?K!gyF
zS^Np<b)yj{u&v^YYk|laV(`DVym?;1noK~s^=RtrbSZ5qjC%Fg1J1B1!+0EW&ZNXQ
zjs|vS=TIYeaTQIZTY-%zyKA@VXA#>;_tfc=SGsh}aP9M>@0NnSbE|KQR!v`O3=^2u
zfkn&%*$HPSuVQIaAMQ(C_KRyhM^eS0Eo)1Ga>Ne4-SFZoh<f&X7U(eR9`b_UMa*Gd
zgSoJpdv%{QbmkuP<in4E({%Rx3e}-4cHtpN52D4M*r8k4m)@~^Sgo)H>B=>eS4{jY
zqM^;`5v{X?LRiC-(T2<L+U7*!dn)U?Nb%R1U!%lMw&ug;AgoDBxblUbGc8O~r%0Ei
zZP9mxA#(^{h}m%W4L!5(-UT8X_|@~}WvM0mJ&emH{B3{=V-cdMB^Yzda`^Lc39!dB
z`j+3<5~YlXB;WW=OKDfsYAv%US*}w;+v@ODK4lHkWsWRureX(|bc|jBaV5~d`(r>C
zA!qpxr#t&?L`0v5`??cS0=;js{#<^e#ZMobW;z-*X$M;Kw2A3(6OZ#GfpK&S%QYCB
zK>0!B=WQFAlGv3pcv5=+CnjI8zyduXn&5bL7636r+Zli00biTB?oz7I`8L68HRtk(
zKf-3g?*6xnAk==>u;7R(^BIbvEgsqEBgMC1`4Jgp!IvZSBS70iP_4>7^@VOxB>+KP
z=bLljrzhFF{4=#?H;pW!W>e;g{>xqk@@1+aEPjrQZ_iGDw6}*|_45AB;&-1={W41r
z+wxam9@A19QQLb8enDu&9r&LQFUh*6{qa|OUn@V;L3cEVk&%cnrTH0z*pug<3k!Yb
zSx-nYi4M;9+8x@30r)5PK3dxvv7kI44AX+R^gQ44z$v$EwfOv-$a00-x9s2jzu^P}
zprC&!S^iI*^50`Qf=p(Z*x&^TZvCMv8Q37<>Cbf8(csaF{EyK&Oz>J!iOiLl4G5Xz
z(`mk_LbY@2S8L4|NqDmh5OOox9L!i-CVScz{ddi4(MwJeN5ZOARC{zChQkjH{cjA`
zNu<=(eapEk;z*agN#cc1-b?EAH<*t+h&&X%O3<L0MS1vmwb$$3pwUn*tKyhA$I6Z0
zM!VDvZI+*{E1bM9Y)RT22m>cDcCACs6WH<-d$MzCkqZ@`ao|8%g!<&h8+BxBjx%)a
z;^w+YsH&_DcCmSI&U_6YQ!PKDGmKdLLV8{6fOY$7XhdmnvxLNwm4Gm>B08Mfo4XYx
zteKmauL!ldeg&KbK|MD21J#<PX$G*!pB`O;Xt$;Cnah6|J6LTxNKqOQA~?^RrhCJ#
z4vG0tR4YRgxXQ1LNSqY;XOc#r?e8udkW}hUA%ZdmqWENE#2!yR`$o6^{__g%&Z3dR
z_Nyd1qisu45e-<kse2xEG)V&annb~oP#p^Zves0Itpj`AtF<`dfbQBu=IOCpjnhMt
zuYUo#xsX)iHYc3z3-QNc6)C&Ohrd2x<##V`>2d%sc>BXIpuxD!o$$uJwFSh<f)C{L
z7=d6h_D#Mq;Xql;`27oUo<Sa4nbJ?70KNtj(l=cA6dUwnz;*c>0c6<G(kpfnF?Ur+
z2a}ua3qN#-Z_gBcL~kr}j_*h8$c(l0om+jJ>}Vhx5k~l2M%?fhlLkjHE@krJW()1v
zw)O=*hO*?m`@-JD0YT`|Bvl+^vAMLP0e-Yic>OKV`Kv+rv0S*@ykV%EOt;jyCUFq(
zKQ?bEbjM`x_SNg+W5E_NBmnXpwqx@Hjto-(!;x)AD)>7*2D=q&B0J|~iEZ9)c;CoF
zKuPlZiCqr4`yk%`Gtv7*|I6uMQrEu4%8ofwT`-0IjXr7{#q`wdx{AyJaM-Fe@BZIr
z3I4PF`BZ1IPza%f`#72$aB3HEM>3Q4KXXP3dIH*E1ngoB77^0WnfEQhVp1!`pbc8n
zTRlf~wIvUCj#Q8sEH}TqV~qJMoZ?8$FlDOrJlFJIlC-PK-o;qeXP#)KF+ZEf*>DcR
z!^km%0Cf$9f{CZJisYFY4&6l!SGwQB+l>$$IM?O=sYz4QsW;kYifLZ+X~g6{^2{)l
z`z+(u_Q5QfU2-PN5K^bIrZ%L>M5J?xI-z6!VY=Hy;AKdp!qsHS1O?WOZ_(s}v@baU
zCA?;q0p8Hw)WD``p&O|$=4iB~ZLOLRc9s&2Gi3aTD_npCZ(TGR-FKv2yceAhl;=~E
z+i+h?G!2e>q&oNxTTW~Ym-E0(b|S=~HE+=u<=M#8e`r&bfiLbnE2p~Vr#CM+eZKd&
z#q%gp>vQg6zclC>!C{~<2-oM7L=YSq|MHFNHsFr)0H~qS%}MoRA^T|&T2GU^m@L=T
zPuY@dMGD+rj-8lMTXHOE%b8k~20iUR{W=KHQjX7WG#(rguOsHg`yneQ0QF2GfU4An
zo2;{SPg}#me$K8eT4y`BXV(-tg#IHuNdMDT5dabV`#&zTK+X+=?F>hh9%kV!Y;+#B
z%@{7LMu`QTh2%*Ww?%?5LV63TVUn`5jB0kvGu=gY6^9kcPbh?U=fCQTwhcDpt!tpN
ztq3{=X82=NQES(@<%tOyi#G$`lUWftM@ou%hOy?+%K=yFM;Go2?{LT77Nh9DC=EDD
z-1;O76*=!LLL*X{BJ21Sg66%_^he5#2;o}`L0_Y#4EzEqD34pES~Hm&G3}vsjD;p&
zjuLT?leS!%#CllBy*aD6cO^FxCht&{wo=>n9ld>cYStt<P|l`ZL1vJ2#r6Wuut}^t
z-(o#cg@=kNzcTu!wG9uoI~w+>OoK*dw1-xA=2ApJB#88y#}m`^Z9s{Y>GqS46anSD
zzp9OV0|1kE^Dm&?OJk6Y9lQbYKU$694>arVsMi1a{42uu@6N@4iZt_|mG=MB?tkw?
z|8Mu5{zEPOpV8$1ztHCYv^Da(Rr3G0&;J;&-~Wj8_y42_|F`Xm*%mA!B{eC!HHP+;
zF8So5JuBk-1ePB68GN0~RQ8hW!3}+_2#^@$F0INmH4W#zXlkx>G#~HIJ+`LEY3g9P
zxJ7O-wzKc=>hHANhG*X1%n5SwWR>I%JG$R1y(!r5=d~!<N4uKpYFA;8pFs(jPMG!#
zaFir|Cv78S_M(Iw+DK%>1U3KXLUMQVCZ=0z(tmjCA*YKu6c@MS>0k(%RXL0NJAgMH
zXM>=+Tv~0%7moDMg>b$i<3km~kLLG1Q%CEI#y3)ByAoin9PgVB=VPU=TGWvp5NgK?
zRk<`7G}tIqwYyZG`xw$;qp#xhik;i19{BsUwz_9BP5E)Z-|5}?bSE8u?4ZaxtfSLA
zm{W(Mexi1lAzVx9mNd(jBE#P#(`BD1wIKJ&!vM;s<bv<$@EbOD8SdfJ#W{N{nq7oC
z&n(*F$S<UREI$zh=+0kq{@fn$QWnu|(J>(UX~Bf^CMYYkL*+mR#<ssIRwX8G0@O^K
z4O9}n_UAT`GC8$hK#I}`%ynDxfPeOz|IJfNJ04q}tz35dw%Td}EsblSrMNq-#((N$
z77bpI{7(am`)enG@>ZYz{B{5IQ`O$UO9gQ^W>sElN<WD@40H?XlRxuc{#IWaU-Mxh
z<<^E6sx~#YhJL2_=Wt1zKaK6*EW)41_Rmi+$^-3C;cEI}LPEeMUL|-7m{BJgZAu;G
zM+jSZ5-AWs7|rPp5Z^68@nnFi8l<5Jzz`@8!y+K7lysysLf{EbApV`j4#8b2BWwI;
zpE7XtH8)qjp%p`yiG6#@Kg)k=@it&|DKiHB=}oGCeGABW!069!`cvQfDTsgPDYFxM
z823GE8TKn=Nu*chXJV_-7US(66fsn-S9ndguDbQgfOA0Z|AHa?xqHAwxJlK_)IYZ2
z{f3vge#!F2tQ{r$Vpc(t9`@q<n$_p=UoHd;myz}B{O3mX_nzvG@ili;D^dZbw!}L}
zp<iL!C4IjT@}F9!e>0}Pvn32g8~_pEI;DC!hDw6L+ex9Hf-bNAUw=jlEjA{$Gi=AC
zSS7Br##8xcN$JJD2$YHZmmm5+iwgTPpTk-q!l6U<UF#72jDUV=$~<`*kjJI}=Lg~M
z%<zbVkgs`zaViZf6TSL?6kd_}@vz%}$r-8Nt}p(6FA<u3H*)vJBVrbNQooA<;$I=J
z|IYnU3<G39D1KsK-}YW5S+v7ppqC?y+~I%2PPIfk)Pyu5owM(*RTT#Sa@Bj|Uq9OX
zVh_XxlZkE@;i&WNtW1`N@y|hh>Y%l2#jdl4*fTw4dhPF<2D*ZVi65w6h)Eax=cM=F
zdFo>y+Myu7{i(a{y}_#<&@x)Zoy=Ec!~X>mC(r{-AE?$p4+P%xay}liZrA4<t9k&_
zi&e`&9R^l^<$j0PriA{pcf;Q~6948NG8FelZ5$dTn)PJgO=uJAIgEF~olln6Ytd~<
z6plD&Ko)eOyDvf3|DU`&{*jcGdHadf7S>1aJ^2?YyD?D&@LK$FYySP4$r$h0n<sl;
zlInChh$h5}u68U>z5lOvbCq*AiD^`_%DrB%c`$#ZEGn){i8`*FpWO=j3?p+g=B5mS
zGb31W4G2bCgBf<s+Xu4wDcV(;OU90uR08wKlX<AI-${~FxY93DdN|WNQO$!{BYtuN
zolmW$8MZ)-{1wjy8zM(%&RHj4;{w>xB#Ohy;)4Q>j-(e;0S{M_X)q8QrAKYK(<n77
zDGtf~NYbuO+~O5Gb9<5*<_#G_S{Q}$yf`}_<Jry{qO%J6k~i?T{=Y|XC`k^eP`iP*
zSTo%Zy1NhZS_r)SC)Wry9U~CREY1MJ-art*WcGsqTRtWGp2pvN4Kr&TAy!6;=muaC
z?x66RS@HK-IB10aChGbKE=yAW4!o%diKj>572l~`0?D8GYa7O(1qhBf0NFT3ymlUB
zq+|gt=Gv0k0?7iuo1%iJoR2wCjT^0v`vS8cCZwFc^r1k1_5jmQA==9tx4}!s3iLo$
zxk)>56hMH)IO>8fJpxf?0gUB;HCo8ofaD{=Swt0N|EfuHBX*6B=w`8`dx7~;pz6Dv
zzpgMa71U=NfA}FuUl)G?DFK7a_S~f2@A+%Te}<MH!F@@0SyzYw$R%JF6?;J}8<8e|
z?KpXx#jX&PL_pv#pzwF!g)*N4E~Y>C{LCXGM8`@YVvPCc;2l9pK}o~?r+zYP{Ep2x
zpbS9_uOkoX(*O_T747OT<Z@U=sy{KUP*4IjcfmHmI+Y;AP4`2TJU~P{+dsS4$jJe8
zRYK!kAU1#?o~m3s|KiS-r|t@`%Kmr>@G`QXIlu)^hQ#BNegWP6b)7&UU)}ycvU!a0
zJA^2F9MKoB6S7kKvjSDlc1VyZ-2=c86u>Tll^|BR(ET8C(4+HzwUUddkjI=i5E}!(
zfHHvbu~j~@8U34WM$t(EU^&y0QFA-Tj5iwMfYRUPPQbc7RwVD&{_{kTB`hG1FFOPK
z2zkKx&Jw`DT%JAXM8p?_Q{PnN?jPL$+od}LjQF^5lMTq^5e!JOovtO9Zu{F=`ST3@
z&F@7S8m+7pG49C|ndN!oy@Vn!rt{IN#pl*`Ok7hgR7YDiWn>Q@qOamC=4WZ)mCZFF
zr20Hldy^kyiMd%vww(7T<*xNz6OFb6R9ByU-F7*R8@d2Cu&ahWlrw8+qs<BBA@TzM
z5%#@Pe&>ag6_v}gAGP00Am09sNTpsHUz+k3DbEtK$&SxT0+cbsKg1H^l|dT6FSxOf
zYIqsS)AW1UMoXr~^;D{tpwO7F?N|2V0z%6LSGGi&G6h~N8e_Ku`GXD2br(I;#Nvff
z&8{DORv<&^+LZkghEj8ltadY!1FcJMMa@(^%}pS)K_@Td<>`FZ{#dwE^-ILu3{d9b
zI-70ON6ObtFIwiPGlBA7dx)6MLnIkrdZdZ(#tEDYWV0-UTr(yyVHFDI%<aJx@Iglm
zq&sJQ>xdT?#Gd)meI-xndp~8-@B8`ZR!hl;N2w2%o6?Bku~%vvZwMuPJ$1LLqfgPB
z-3z6@8y7*koYn>u#hQsWSfIN1V%b}S8^-;Nrb=EszRq_9NrCIu9q`D(Kx5wU<py7t
zTG@u>IU(u^cut={ACEsG9lE0DbK(@mY)?_ip2(~4C3mf}g^x_!vQ589op+kui=xP|
z7si;<GQ(8ah+TfoHe+jO5)A;WhZLL724e+IVpS_{FXq*+${c1am~+zTX;c|+S+kt>
z(3>{$<Q@!^$p4Fk5=bsAT$|vHnpsczWMaxsp_YEFFY7>I#Ir8<kP1pq@JLd}Qai}!
zgl3l7jV4jIa;H1H=7n-+He?Qy&Dz2Q`s<+VaqriYkKRKXN-DoK>dVD-RS0&<X=IPX
z4HtHT4>&GQ2yz#w@#ah!tkUzC(W=La_pJ(!uKuxUi~PM>P3S@`V-8Td6W!lVqPYEf
z_H{Z5g-_~|=9iJV@WK`afUZx;j^?nGHtTRkf9i2-9rw%gs4tY6{`urXWhe`+u^S90
z8ug*u<2Z)9^P&FoapmUd>llxh3e32H1$in>3;qXHpJNXk$F^0DL35t#4kP)0ynoGX
z(C-c=I<*lX&<XvD)_6uA0T)`U-CmiL48x}A)D1O&yBw_&nTv(FUaZ@a_Mev=hvWAN
z_KlGZV7MlU1*V#}X5d2Q%U4xi6MK`Vt9Wh_pT3x$>88k;r0fQ!^`MH;o1Y2sc3)aa
z98s$Ecp?pqE$@%>ex9|hJP(d|kfJl<v{+si?l*Xw2wI1JDz<2zy)1WqLDSs5*7WUM
zZ4y!4{I2C*<23&<J8Kt~SXODlAa{{tD}BsIG}(OMgViuJ?sYnCGg{#Q+)j1hu&E}X
zko8PM$?)S_yFsC5nTiS-bn}Xw@04%eKdrud(=2FsF$wy6FXXS0i|b=AN4<N~R#<3k
z^j2Z6I>S<E|MUosKXm<c=FG!n7K$H<x2TKc?{GMD_>sM{&Ad^D<*Z)lK8yB%RQAv`
z!*Z4D><0AYu93^dI?#O~N!4L&!kkIn^D#EMm<5Y&-ui{OL_t4nbljWgYOC_A<g@uj
zTU4f>u$(cDg?6Rh6_r%gY|Pxl^xuP9ZT}*+8G{$~hrwT22iJT_Q_p@}*gP3;clNWn
zM3&@_wfxHJS?t~&<3s-(RT9Zv!|lTa$|vA<%wM_kloTcWiA^iH;cf0364WA&^SQ(Q
z{hEW4<6F&Uns?!Ccc$)it{JmBM-rSd8_gznabZnZ4vGnh7sd-!vvNvV)}Td9dxb6e
z#A-gu>2ZBo==yYXvlt)?SG!d16xjZ{f%1!;95=US7S`c&FGN!k4bOj+SCc!RT-VtC
zJhu|71hDXrB&zl=M;d?QmgRrz7KmG?1S9J~UU<WB2}h5oGFpW;e%#WCQmxO9_&KbJ
z<bncE<tGfH6~*ODX)CS?Pfon`E^jTO-1uyh6M4u=`pNli0t=R5s5NEG$Gi>c@nPdu
zu=}W#((>dw9m~2bZ5i44z+bLk16aWVP}e$Hy4?IpQ<s{;f|=P3t9lF+>N6Psxn+sM
z=#=7t<RXG@pN<xn)>P9T?q_VpxSTEYZ2|8)!t<qY{M<<v?INIDm$cq+Ye{V8>SPP-
zT6JaSoQo~PV?<8j0I=BCOxl)Arct!}+3g&-2dK(uPH1<IzGK}j{x<sgprnJ4n_9*2
z{_)Gvlxv()9PN$oI7AhhepikJZw*-tqRV}I_$Kfy&YNGPE?hrOl81Dxndr|e@L`Gz
zAZ?nkqvo*~J5;+B?K^Anm+5o~i_XQAmFRrXk-cEA90VJt+)!CwHj<s$4)aa0xs}Of
z?U9l@M=6VV?IZt(9`|tgKu{j6iPRnzW|$eA_Uabg*U>eeF}1(^e8#vpY4X9l#YFMf
zk9;FLuoW4^!a0AZb{4Vmj!THLO9}WO*zLJ#(}y_6cXq7J5@RIl5iXT9u=w`}a7)tm
z9D?Yts1Wr2li%${4yIPuncNuHvFq0BiR#>3w|H!poI)%A5H#fEEi+;RbzBqhQ9igX
z-kI<ADXWKzw=KWB6G(vM_{>#v^XcQ)R<}?4{Jf@o98o(V`;$=}b=?l;TI6CY;9AR)
z>aAe|#@xny0&5+qeXOVL-Mq09$E{-~w<Z_l^~S!c#Va6RdB&9a>Br^7Q+@irESs9&
z0v^5abJF&4KVT<G7W|?9vW&`*UKgwzPI$cD7l#>r(s=WbFp#tXB=_vJ+K#<&;A9$Q
zT3Ctj08>vhOV%3AH@;v9(8&M(<Q_y9(x)>8_gXj%E^N=6Fpt=htc@Ub3nQ1r<#b~|
zV2|8p_f~Dm`&WOzUn<_^o7fp#oV76HtuHzYQ!|^p#%NuKUerqS7K(jcsLos0|4f+i
zK<GB@0M}E$WA=3S_QugbnVmDZ>N=~(9{H*{Q^wzmT7~%D#O=QVw^8Z<d@E>_`^XZ1
zO9L-9W<M3tT;NWGD1W-AI&1^P$OX>EN`3`_RN#b<J1+^A3$h|iU`qG|8)EAmx7fIa
zDYdF=c78iM#+NqZ8u{QKdy%p=KxD9vBPVK0SLOIS&&_*MYT`ZuN2qlym0+4FBr=us
z4q&-H!awC((a?oF7i!a59X<#^#`;Er4y*V~qu{yv9>y1>4Rwpe#9z=UZRr{&HpVq@
z_dNC35IJp{LB;u`m8X3R%5?OJj@>OL4_gdCxB{+y!iI%y9mL3eihWQBm_$BO91l+-
zL6g5L{KcN_Z8a)+3ma&fafwPMg9PuSZdRvA@$_dmWTb#3Rg^9+m2@TUi_gnU_9UwX
z;S~XK{?`Owc{cDE`$AP59WG4+GxoB~T>OiShCRL)#qu^$6%@)Y`)&G@tLT@b1JI$p
zVE6t`_zc$oLD?o7cXTIM)AVrM!Qb}eoyfRpQd}RVU2^>oZJvyywdGdwu9=y7f)YcD
zH#@+6_#w3wgN}0FVK$nAt=YL8+UD6Bs6DyH+m5}u4e2bVTNIh3=?&q`kt@N;n1*O-
zY)&a`5^DR7Ab29yVB624h}Zz7B}ieGGL`^tEcP++hHiK1j(cBO6pjJnNYFlB@FfP?
zLKWj>P=h%Nmni*!3mx&QZ`k}$K>PtAx~-op-u}l>$)!5qg#tPL`GcymASX$->cP=o
zK8T<?@!TPYL;fT6c-nL9VD;T_i8X?wqwm}-!}>*~V%wBX51LJT^6tx<A0lPkdHrLr
zokE98pu;m629T`?%$tgA7yHv=scw@Yfw=*X>JIVb`|p1NX^fO@q&Y_@P*jSm=6^}D
z_fZ7+me*A@L{5|@(|5%a1uJneS1NEe=;SBgOFX8g)wsc<)h7t%aX8bwO_<*g2b7BM
zwZz^wg{K)^v7+Cf?%JNpEX6v1#UBNWY#u@R-g%Kv#$4Z;`eyYwuwHbm0b#O90<U@1
zhy<27%Ib8~zL+|9DgAXPkI39vaER?%GIrW@(muuK0l?K=BB-9D{~;!P$t$SG?zbBj
z=CUYD)Ud$ThXuKBshEqML#6KG*U2MHZa$}{dv*jNWlzAPG?Gj(2c$Hb;fl{wcXjw9
zB0o!6ChUw&RP~+tYPHavCgf%qd7q${<vg_g`l;X^t<+79J1pFl{3wvy7+$ikDekf@
zlaCfU-)wav=X+^gSzX#Uvb5}2N_irDUvl$c8F9JMKOZhIMDp2i0hD`EO||c0_m*B8
z2JYNs@M$K>nB2ZHG3m#bjDC6mr5I-hVm)d;DZ~1sBmMZjFQ?^~1vxLqgZY-l0-kh1
zqK@&wJw9iCWAi-i_AMEsCWoq!9<Bu|QfPXsAi>cMd?p%bV|Xf*&hEixjemLB)l_BR
z$g^G9RfX<))_F^gg?UWNw!}#ct|nd`Ixv0G@?K?S=@spF{?qs;m4u7)aJj4V!-HGS
z%XJkDawQUPju~U`7Rw?INUz93Fq18SRc`mumc(=4dZf&><n-Wa<`nkA#avf9sHM47
z1VJ<xUVAT1W8~^A)o!f9zUKI=L#`?)fc!CrS1u@^y=Cs$(cmL^-9ohAeRlYWfkyLU
z)0rv<*7Qv5B5rjHMwq6(<}h{E={uh5KLZULRk$(mq;5b?abSAfIKF~4?Co9;I9mip
z>9)Uu@+|ueHO0OXOHiL-z*xU4YGqEe)xM!VEmd;9`mnR-xgmtAoUM;GBf$Bx1KmO}
z<%EHI)#UjGsnh!8AzNPo3}yewvr#aMy#f>V^pKe?=XE{a?ApXfRoYT2ANE(z6VG_L
zPJDe2*EKbLv@p}#lYDdAXzQVLrySr6Ov22z7;;|6@TGl(J(~Vp=5|4}diXUzwhh5r
zx+p@i)*vxp(nM5O5A(0@^2dQo$qDT~dq@g+TlZHmg+xS-l3V^vU87}5TuR2bXiClu
zF^6F}kz186^BZb)%4h0W(~8%g1ZET_eOYM`Mf!lkzK+Ulr_FcVASnCOZ0+;pAumA0
z$alB-3oQW){UBrgXPTZMxYb0nt$IFfOQCn$RHMN1oA|vY^{ORrj?Xs%Qz8XxU5i=|
z5DNYZW2w=g%B?)nKg?RI`+E8Lsq5?Q_)($ymB;`vd{K4qAjU`2OL;WCnSG2tB=MZD
zTT(lB<5FbfT-yCQ9n>Ve%k(X9FUoojNow$tJE-Rs+Elv4Il({RG9v2C=csg!(hT+>
zXHEsm^InaV{$|G@z@VnDP1eUB=a;&tH&^fQwLv24A?ArHUtIn-CY`|_Nl%oK$F`Yo
z_Q6`Jnm{fGxTQg=6jKrR1fMbfY_?A8lyUodd#;ZQQPcC`uWpftOqDK1fK1k!eEj0p
z>%RB-og{tv=P-fc;{7<L@#cbWPcaRZWJ4cxL6`T^=T-)S+9k+>^CsYn3&N>>%FYX6
z7-D*BY=)Kdg=bkj6t6#@>y>dM3L@rH!kq}Jc{4FiGh}Exz4DOZHD(G$+B<!ZyysjJ
zQfDxTP{Srpw#os^`pjKvs!NHF$Ux~^AWxQ~Vz&9^Jgb~OEV*f8m4>gxD9<c+I*18^
zmcK?8z`JhXW6=_K+I(HS=(0iEvNuma@Og+yS~F7s7cOW4F85$>+D?JF)cS<xV+PvC
zhbf7O+?7pD?(NgWwOTrUbdcfbL50LD$_FJXDvVve=|%nY`W2V0F_g~(mk**mI$R%Y
zPkqe)qAdfu1~{peL5zL4u@)>&sj1SZwsl2~lYzN3W>>T+F4rLo%{{trU5mYp0<=K<
zoZZBpf1`S>Tm8GY_eGdHx1xjA6sd>z!4U>Nmm01CbO|jP>dZ0SYj#cwy_cxpw9CcI
zE+SzEvp5mMN-R^zv+@q1CzXlB)1^iB6i>l|Pmg|h$d~ADoFk^qrR{rvKyKpwBCS%`
zkk4$AV#OSSF<z1Gv*dpC1I`Cbyfb{eLPI;fOW#9uh`!ns*4YbNvP~Aub;cj<pJ}M(
z-JvP3@jw2)b@d@4-Oyr=L$;O4&<m)EDgUFtCm`t2pnju=<AvL1aXX~Cy;Y76a3~ZQ
zR33cMWB}G@daH}(LotWtBdxJEg+qBCpQnayzo~}aD-q==FBmogV-xC}qG>DC+LoRF
ziWXbwKdda@t13B&>yo!32*F9<s+;RNWD*wF6s(65(|-ZMsSW5}mJuN>K2zWeo5Cxh
z8k1KYJ*-75zv%_nHav{B{LTvcQi^Qhynr3en2%$y&u)?7D=WH^x=r73+c2Gdg<E<Z
zsts@T;#5d@hx1>cywmY11xTWE9}`+6K(VsG<-IPP`-*rf4ucX>ZS(YLkAl7^Bi=r^
z|08BdKU3<I?87V37yFUU8;b10F$*XS159kt9O86^2e~EqFf>bHDUrSpGP{Do?;n~o
zY58+2mkrJA`nFewt2ha>iCpFA1l;TA;E?+mSggbrAHzqjH7h?BUS|Wy3S;A6=7upg
z%?0cHa8yK62uA8t`c&&HtHH+N_xW4>)A+d`dq9YSKMxm0EXXza4o7Mv+Q`V|nieWs
zR`_}{`^EmCy@MY`zTDRYQfulh@6J3PO^4myJ9pQ}W(gKtaFj)>F~8MTFu%j@0HbIe
zwiy-@daO~%vd!im#nRpdU4U?F;Z_8i=cX0ZT!qH;gL0qQoENia(>T$9#=@=-qiyaB
zJ#!DgmstHp+cUNL-MSt@k2Q5&=7!Q&bh#s|f45|Fp$)tpg9SX0%YkB!T*D1F9Yigr
z&TaZJSqX30y6S2i={0lC-vR#bmMHHI$|CD`dGO+_qvPTWfd9%;J3Rd6CECFAiN9)F
zx6vH%LJ~b4wMKqBD06N4QTfYs%Ga@%z)k?*{(0(56qfr={}R@az^Af~A6FP~$@NdC
z@()f{Uiq{W2t~2RzL<!uEx=Kl4Lcc7t+f?qTZlV*T>XrF;giry`L6h+jepaE&I7e8
z(E!U3Nbz%Wj*m|Fk|1+#mZ?*?ifKa@Dl@dDd^%?$+JEsVY$bJRJ3s(O+pbw#8KoQ4
z&|O1jb?F9GLff#}qu`-fL8-e~C*&M77{*yu_pMTQBEP&Wj`(zYDv&ado3B=g?ZM|^
zp`wExrDjh9nU<0W-s$raB_&&pELqghmp+W!!E@KHHil%SF4zex*Lp;l5kC6UQn>7x
zkNngz7*&mjdQtCZ);3&(O3j)EBHlkKdKr6`D^PkioV6`aq5d6C>VCbWg1=d9pARzN
zn)cI|Kgr2^TmyJ9OMOid?z0T5CZh!|_D+K|cSjEqqSgiw->emavbzF9SveN|2@o+6
zJe+)(oUbqLCSJPXvRmEGYXtJ|kS_?3s@OR*Zt7JvBD6?U1C)>1b*7EHHAALlmOP^;
zV#nH7z5J->71td)4**`==YC3<t@cnk@elTT_9idFt(h)7(@^f1>K*5fTqP(k)_z?u
zwKxw~ncz?|q(*u3yxnzta@xk51AFWbFDBTKOZWL{pW(QuX%4>oX^8PCO2a+O>!>21
zg(yG-<^d>3C1FT~r8QSoN_v2`iZ1PR&b@7V0&IN^uP@e<L#`M%MP|=EfWzHmggBG5
zz#<39n$Q{@ZJW8WJ5_Vwd7Ihd8Njn>OOP2mDDXhpG&S%h%cAsD1uW|xp0|#uxwtd5
zx02%oXKKEsz&7NR_F$N|=F_kf&F1;<;|x_DRI@{=%X0E^*RklfqoMl=cN}e;67R2^
z&$i`B!f8_)7vq|nNS8;lqKq0|^zQCLl2xLY5}<5vXerd%{5N6-goOxp*m!u_Jp)I6
z%@PM=5l=?bx26z*m3+{_A>LpmjG&z7cfW2}hak&18e%&yghq22s?FjmvS~AcOk=_F
z%8D1g(^o29NMF4Z63YYlfCA^VPnZ3?Xu9D?t-5e%^M;GvsVRFYw;WXZg8+lq_=}q|
zV|uU$?vrs$Q}znyu)^6ACKV|@H8C;!fXzYntdMMoo7cZ;KkNL=mB9usxP}S>2xv7u
znTTo4zX-GIbGm%$?eUAf$yK_+dL@-%p>ibc__}CYp|iJB>7^@=C|ItLtV<fW?+Z1s
zY%IO0xMA)krF*~qpg3T*?H23|&Uk+IHtU8?W*1LsN!(k0*X(Fd7P(YVnl=tK_po2&
zO2sf&)l=1q*rscy?qRRb7RH8+<qB%d8-#ez&xX}_#Ab!cCN)@xAH?}yKJWiUvLwe&
z#&6BB$PDMx)oze1%9Ga_-OZNJF+-v0_?x9+CK5wXEiA6gg=;jsDpQ~e1l5mRi<inn
zd_KXpzP1n6An5H}9blY|Lyv2cM@_@kd9b1eDx0qI_!Gl3^BPwdIiPA|JKK4sSa8^b
zWY(ATK_`nt%YB$kXah6{WHZyVFdOP~nBbO=OLjyk0b*rz&a8!T-gC9PbFp9}Ry6j&
zc|j}Nf8K(9m6LmDe;oZIb;2Lg84b=<`5JxkfTU7Hux+W43fn?N`rA*dZkQ_YU^itf
zA|!wuPCHMULI);>>xnab<eOM8Pp81ect|H`p>bXxp6YJF#Np75ZGIqp)8&W2A}188
zB|cPH@5_OnQ0Sza_-4KMXwR=`YdY2?(<L?ex2T}1)jb=_5S>K-Gv4w^fZ7kQ87Z4(
zP@CUkxSh$yy!D=r=R}LDy5mb95HB)bt+Ojy=VTd^h%qsa!nx``J2>kZeb0=LxKb<*
zXy_ZG$QJ}&%HXoMWhWZr#f~4Uycdi`!(YdG7R&k`9cEFBgmH3>97v54Bo_?T4m3G+
zsHV8)plsx!++%UWhGg?6&KGgPn#lS3bcQv&W60FNy2;C^&X?7KtmIR{$G#pLb=)4#
z&REC-UyhrYlA}}qjl|nc`44aNkQfJXB5gKpy6c9wY9996iK;V<9xBC^TZUfsiMB)^
zWKlPs#(@nmQsKgzo06xIO-XsF@x5xPEH#hl+vK5ZnGXH7zvVgJ1l%-qIORI-0*AX-
z1t(gJFYH_MQz4%vz`ViDLP{+P9C0m7B*Brs@a-#1H@j)tIvzif5)cS#+GnRX@xu5=
zwN1o@daPMj_si+CNfzG!aV#E4e(&5`JefsS@p`*fIS>L4dq1>E=qok;`WYhHT>;wG
z1bO#_%;aF%=H%D4LLJRiFd13oJS8`;5Va^5wQV`ijVN64HW_O<`yqDZ%5IT+{I^V_
zHtM)pmkpBQ$ADAVP~;ps7_%<*HhFz_*UiBWEC#*m2cpa)=c|V_Ny!|nggI{esW~`1
z<acSjdE85{))m@^wM2m)Vjv;KgsUGka{3Cp^G!aqOq?^MV6Nr!{RNb62>sP{Yl$mV
zs~VFN_s<)j?zZ!|;T>w5USP<M=B`koD+js3#IO{lE(@k$3Y;~3OOmZhv!`c2qH(i7
zIQrw!6GWd&UwL07i5*_59Hx(@t~m@V>=iOEwxr@=$b8A331RnGtha-!42m$@<87k(
zt26t|1{adFhEW%&<$_<Z$y4%>xCfIKmicNiR%on7@jcak1b+2YTnmSWE(Y1+FK#+m
zR_(kp?0zhPTTpyH<V5`z5*rXWB7xIcFtrYDO`ZTEu`fsR_O|8va7R|p$eGBqI8I0^
zwek+_pC;f<&CRU(!S*%ji4-+PZ^-PJJT3b<eGuWry@4!DZ-3-vRQ60rZJt!`L?7l2
z{7is0b8a#6F!kpfgAFXbnOfcRFWAzLoeVFDxD>nMbe~{Lo|Zhbvk(^T(Q|82zwT4N
zgt2l-#pk5%#ATRk@9Z@5+(Q_1MIF#{2PE0_?38`#<#$iUE*HWlCqxJ0kq?{>*LKYF
zLdr5IObd}rwj^t!tMpR*aoFQ8q#Z@Ku?9D@hHN>F6UB)hxrj@*OfGh8uaMobOoZmr
zfXtFtnh|IAuL-^XJp7}iw#LhwE4qt|$HVdqc_3(`J-|Uqt2$*twM8D>a_bh8LCxhT
z_7LG>%iW1}L*^#B?KqQh3_8XG!UBK4t|`zaiOKm~cK7g+(v(JKN!)ha-kSN+uO4j1
zh=m>c=6ML!tb<<L)5~kGquHHZpJ!uv45qymP&s8YS4Zn;ieXw4HsL{agWDe*msvuo
zRK!;mulTsk1aj5%EAX1xYAzsf52#t=qqeT+C<DeyVayE7t+U;gPX1&huU}#(26nc;
zJgw;&I{R5&d@+<J;$mh?boBmF@zLh&chV&Xo2ukF6XRFn8Zo_$GU;9mbu05b5$=5y
ze)OM4Jk&h1<$BmPj+QLBA3yYx0|1`hSk<p44~~+h0IYD|Bfn~{?=6Xx%3qo}r@TIb
z&z98|%2VnNI|;#h<xRB{cW1`is9mI{JGPJ*6q?Rt9G9Y5ilr!-H<cAK(5X8&uf}@^
z`D&Y+JDS~tariHuE5t&Nm+3IUl=4NLxO*~_rt@Lp)}0~m7dPfk>y5-66lb?;+m9)*
zG-%SUPTD__AKeLbZO*8}FM?xS8!nc9#yXYe5fm$HGAE8UW2}6iW;u#o|7y_3O<6gF
z1+`b!VpRb=D%&dFpcJiEyjnB#hQT4csgt_Cx^ppMcDL2R1ZUWcp!RU|Y7>X0ISA%Z
z{qXiSa{Urt)p^?~(ETHj`Bx$pRYzv8uxCGGGnZvhQMeeTMzD08r-3{meNR;a8nDwZ
zO|+9n;rw~v;eJZ~#T|y#S^69MebhMEoV`y->kqxRTq=_etm&mC+_AKxu%>K#ffZ@y
zK9t^2nWM;kLvwM>($9vsA3L6EW7{aB9+~(RxFOiR(tzb}fzaF61caa}Lf+en`=@H;
zThd9kH0QI&d{k&eI-<iHCsM6YVG;Y)d~VrYRyAb?vNn~E!#cJVe}GZOK;X`O>t{J<
z_l&#7o8{w|u~(&c7kQp0%<?1=YPBf^=hw<L>fKC%VvicHN3w5adX&#=qHf#^>Z{_p
z;PZlxKXPcmv>8k(AuCV!aI~p>YEb=iHw#-FOYhViSx}OGLNauMbE)%uMa_jNATHm4
zK-sQkUIS9z;E_N<>N{b2{Y5HlI#n?+zBGu3ewdsWxFZtOT2fz*?Q0XHal11u{5E?+
zjj<JXw?HB;UFE|;n;Q(JJuzWwG?`PMQ)htTr@C~F-f)%jRPOKb&42&1I*tuqNuoEu
zH8p9HHm!?)>}Y9AE7wU^u$f)2xqxJ`gVC}2uD2P@)mQDF?y5HG6;Iv=KNz87!WlSU
znt^*g9FjbXS{V{<?NaZq=M<xOPH8r0nF{(*Zo%NEijl4yC8)b+D5)gsYvezRFPx;1
zzjMWg^O#g#xp-ptj7<}J7#pe)bCa&@J)*lc&3}F;dK(<0fqgroz~~@bJ;kkaASPro
zQm6j`C-qgvZlv<To~iO_gM{KWVdnfZcaM&;sAhP}pezKr#>ycpV<w%?LQco?5iAyC
zjNJq&oSWMRA`*su&<GTdVhla)%JM8*C$KP9%CZ2w09BoX&`rag)v7)_#NgeutcMmn
zxb9zl&erXBbUIV;<8RYd1-^s}gEe5?IcYIv7-JZlb2-fZV*9c;{R&8clM3v!Q%F|F
z`(#E6%6QI3W2F2<P^IX!Q+2PAWs)MhXYhguJ>0aN0dCVK)00E|P!YO4sq3!cpT&M*
zF;EtNxSWH%guxlMjw(ohdd)jfE>z)Dc=u~kQuuPmV(?dm*XVqLXurqo#Tf^m-Ohr#
zj*_pZzuh&>XAe2A;_B*sP%PD~z*aUCa0Qq5<+(%>&T0LNnPhFrW2dd4K&Vo$Kb-Rw
z88H7C&9PVsl%&MuL1|4{jd7x1=7ng{(_U?7@digBeuBAh$i1isLtGP4duoFI$H-dI
zZNzIM%ytrA$ovV1u<5vn$>>!kBv;@!N-g<N%6Sv_U%hLcIYw6#4W;kte)A9P@#f5I
z5XJ@PYA(F-gUxUZ`L&-gmWfj6urf$>wM4H_PSkteGq$vyvNB@i9%eo6gPG1!GLtwR
zDDD$(`+iiFVEQ--RE1nxw49`5A^6fO0vuNhNJ?C8CqaUA_4DvbCYVd7>U#R(X*B5K
z?9#_ZS`W6gi~e)<26rbyBkz9Y_Q)ItLP0M3?BJ%4xRv>_5NnL))Toa~W}19RE!5G=
zfjK5VtD~E)j#d`Gf>N887XUb98|bhxBi||}Q1t~Gq59x8op_beLmrC0dXQTL2KjK9
z;EO`oPm95IeFyvxZD-S}&vwwnDw@T+;e6tr{5x)e-xS-W0514@=d*BuBmIgP*s5bB
zXmN?Q9fW*5hAB2DvEf3^c_lRv92-bX0&`1k>LQU5$uhpQNal;s8kvUYH794@z$`7t
z_^7u&e?wcZ6V&wye?hRfXdd@9+itOW^sq*AQxu&<QNr{6S_YX_uNpZq3D-{%khBnt
zg*F>1u#VjQ4zFlAK1|G?;7JyHzP9Rm_KHuUd_7&0%sQ^`Ys)nMYdGWP&itz7E1F_a
zd>qRAC`wKcP@bJnr^&`iwOp=ARY{`dT>187Fxq1>34bz{vo>=%OatqgS8Os>=dv!E
zmDzvoyOqVU9a2}Cuu7hYbHSwkFZSLutf{qI8x4Y>(gdY96%ddn(rW~y$-;n2ktzaG
zA{`{u(0dUOPy|8|0clbry@T`;igZZmHK9fb@tf;i@4Mf%_jSI#uk+*lIoJNdMJAb<
zb29VH=NaQ3_qcD-tB{Ml;yIC=qDRK^s!300gfbi{^4M3-Y~xqX9RC3m3~68-IU1qh
zFy6%F@w_-|Wqy*^WVTn_dr6T%f(k}ELd~WcU-_{te_BNuQ@XkqZt;>fIxKq9LEIAu
zZ8p=0d|2sDYVnSlwc4|V<Pt$j=ttC>ipO~}if(dV`!fwP1TJUVgjJlibaIcxN$?ER
zhSd7QM(6Po$uC3E|B9bwU-ewX=QQ6kfh8)Lu^HP`kGGyz0M;5pt6=lcF~W0fRufu4
zf^wL8pu%F>OnP6NWR*LXX&uE;w}wEA(r*&)O|4?7zhs?#ex}}EWZK=z`>v<YedOC4
zcDV7bgqf0=;G;^^T7z$|aE?(rS~)zKl;uv~gGQF6L2#Ro#<Z}w<amMq#9T(N{3*|w
z&$Z1z`yYc3_9!U@_C-uJ$mpt*WOuTy)3XY<jjeqqqx`=-?s~dM5&CUQ`jYrVPAFfT
z(jABTM_G4AJUE0sc&K>{PMy}a(6=YLuaE|6as<?j7k<O%V5d3Ic9!F%r~C@l4@lc6
zE>bz{9SMS8Hy5dT!i8$=2G5K?!S;D#K%_ggFEuGPO}QciZgefvUQ<FYU%>T4^v7}z
zLz5uy--!w}xVCNwp(+MJUKX?p%I?K>m7DeD{iU1q{z=CW1Ma=vBg>(HnvPAxRY}1`
z7KaYA?_g{!wc37ml_7I|V%_D6pC0RroHZ!C^B;|qH9Dj{Z<D$lPS0F)4CabDe}hEy
z-ur~ios=tQllQQy(yP(mQxClN^&eXEnLs{ZD33`1RKmEI+2$=@-O#yymC80xvj@nI
z(l?4pyR+CJjQGdDLF%>#3myYcxt89s7ZF;sX`~jlad(4w5mA16IJTXW)sXoa1^#c>
z)%~h_w`Xs?u2xW0iox-9JVj7#olLRTW}x>5(eNw*!^C&qB=tV-rhE~ifXKKQKIRJy
z-ot3=RBgf(`(n<WqpQ{Oa0xs82bXH>QR#5x0w=1Gt7yYq5WCuF9FQxDsZFA^xst|z
z@w^bD5YX}%v~%Qd0OleneoQ-+W-=Hvp6m4KkQyub?8_OD^21LOZ{h#)&9Mcu*2$;Y
zn+G1}QZGkmvia69!9C^3sRHjjyfMd(&h+kLd$(=!FHg0EPU2$tht?@30A&kBxodv~
zJYhK6nB$_xr+xy<Z1S?lGC4Qq=Pksq2){of6XlJE4?Ar&CU-g(5ft!=o|r2~+i|KY
z6Sp<X!|L~v=HG+ZI5YfZ6=kw1^$6-y3Vh`zn_So5yjcq0LC@-c6JEKo(N@Rdtzd;>
zpNNsRASI|v^|jh@-gTCm5Bhbxq371yj(ClxR~8O$TUd@WMW0lRiPA>we74_r7Rfv4
z;0ROUQ}n(NP!P|V+g@P7i3W=9#mw0mI!J7zPV=@#+0U&GWU{GSqB&`Cw2_{0S_{0>
zlF7V@!nc0emkRGa+gy)8@v<w1`pdLe?3<}Z0aKols)|L$j*DN54PwO1ViTSC17VR#
zMHQpfMxzwlr28sWLA{{!iLbz&327Y!ku6zIy`LRMBci4ZPkkVf)>vYQy}XGD8!V*X
zZF}P9ilu)QQF0m&>8=OImhM^TB!<?GNj#e!03}}GxuovH?)e!T5wc6*AkT5O_g0uZ
z^>TJg)Fl7u1;2I*WL{Z#-*Tw5aaIG6@!izsSS6+!GTjC-UH`t6c+|755xfGw0{eR2
zdMXsqeO~V2Wi@%n4d?%y`0;BNXVy*p6vlV+vu1W}6;g}GJxs5fUW*_wi5ww3p9ot(
zIJ#Te=9=@Qvi|6{ed&7VGPqqM!2g1uL_rOk;-`h<sA=dQtCtw*c6u`!X}|L1Qr4^s
z$uZG$(?yxOw9!SGUX99uj*k3N&<M%Xe-=So68!Y}LXXJ4S0hd0RQ5b-s-lJ%@&m$}
zB8<_J#fy<yWQ=kr#b`<$^LCR+bYq2yTBKSdX65Ar*X^F~k{e2b*vy2OqitXLO}<EF
zw=}U{(#xJUit&nrhB({c9m1=6&*lPmS=8?92mN*tlrFA8K)0e|(*~({cdY?YXoNVm
zynSwe+{CHpWruxSra$$Sol}}d?5J38p##UXoY^s*$hO7krt$;6`u_W^qBBXC=KI($
zpO%0a%)%J^S-pL2T~}MS^v+uW1;?pii1Qk)@lhs4`v~6GXwqp{#A2uZeLr|wDlkzi
zAv5g)GYE3EpblU)w{NkYB$)8c)Iebdl=5$HC-q4(GxxAH^*~B}O8=^oQ)CfT#%tJ`
zd^?D=sQpz`__qVe!8ty9A<YN+w6FZ345E!p*bw6^7Rg<QgEjQ+`mTIwP7D7P5QuLP
zF;ow<5->DRRc|Xo9=+2jx2M1O(wm?`Jm4w=4?)xLlBGYl($gYW$M0x6-!L_=PP^XU
z8LU8cZ#_eR%nErE<iN={2Cmr&;Kn=cnA-m`;c()8%3@`8pxNhr84`f5UyN*K_|&6B
zYa%SSC*$;JbZ+)Z=kAaF#GNPLYbyvf6h#kZspuck;#P&54*;cLHDakz63HzWX56p!
zCLeIvkp>n3VkE+wQnAKGkJ5EXW|OM}NJ+8T*UYJ~uMta4+&ifs)3=^AZ|yy?&OA@@
zSG?@;9vCp(_tk`YKvc=vntdFPzy07Q)1^oOR^bQucgXaz7&J2hoYy7a@jB{tRj(2%
zc+Vtz*b;!^oWd~Y{TB3)C5uS9S;|eO{_q2_NT-Q#kmbk?Jk3w?BKuzSaOmk&y(1!`
ztWkA&HY(j$y{b3$(!72k8S%q@*0?DitcR=phz8T)E88UM)@$@prTwq9)neQ!tbQhW
zZ+83WQm8J;u40Gk;7jtG%=xuW)kW;TK_#_TrvZhq5)SC{+p02x_JmE+@ouA7VTrie
zuP3BKx>kM1?6K<w+(o5u%FQG^rj1C0W0)VWovF=Ijd`zY{G6;<VE8r2FkknwFD0d!
zNIM%FGd-ozbspDSt-62+x-N<7dYr-wu22vCdd6KZU)OuH(=$bF=>{9(KYb=HEIN%1
zLWJM@WTH*jrW+$ELuwE#ZHg2aqXju^+;DW>7;i<Bw)UXZFOj??HKFeu>J-KxObz@x
z;R)8UB;d|ennu%@SNY6N>CFhFfy|FrvfZvgOlv%kn=h%{oUw?nW_Vy>?;vui+$6?;
z#RDAlgWz!5<z+-<gs%O;KI=%(27!%Zi1cxyZD6V+Xz7do*WJt*q;kF1&+K2%y|O9K
zj>KU5%Qa|wx8g4a*2eQutvs=T{<6%Hga1RK^aPMPu4aoP?>murA9rWVxyJsaGUtV(
ze)n2j&}KN_rTVSE)}T-vJo30s0b&Krgj8CWYx6xxO^1EuoK5VMyHx-%bLux}Vt(@S
zaA=8>pS>+QL<qNNJX`bq`Ad2=K76=rH{{n%l5Tss)2PPVm_k2A^sdv?GgP@_mao4u
zM%$h4NlxGrZIPme;#cSEb8X9TCL=uNNtSH2qlRN@$%u?KJ6g6<W(f<)cXU{!_JGjA
zavh=O^bWV$zs=6{X~u)ZlcX@R3WvWzTWAkB<+L4uJ{-4@O{XPyq-Ui%-L1A25}wPT
zx-oL*wE_$<eVk#3F*2%Az5p4~$DuxSCip??C53APU;G2wWn(3BtRym2C_nXu&R!MF
zuYdcOthdp@L%!U#+D7@$y*aRe9_`c<?a7)*we=s_;v}d9%OJc#=0Bh;vcLzhON|wN
zYM5a*ZExSD^|2iZ-xul3)=f``-}bpcK)ZlZGy?L}hAJPTav!?>Y2NTDRyZ{eyY=F8
z<+<b8Cu%hq`HbN&tS{XKqz2?GpPv?4&EmmfzSq8X0ELSju-TI{M6P^I(rnvAJnq7~
zew|mlydGNPP3ch2b_I!iu{(TLN3q;iBJ8!)67hzhaH_<~#QL_%iY1+L^}E~9miVDH
zCgUwBSH2Oprsg*&*3pj_^T``sGmeQXJ?7|hb-%(x7qsZ|<7l`BWMl4kZ=wbfIfF7^
zP*7rMN|&$8jcSD!kcP^vfZP!s>_^Aj+S<Nsnx(?GH653A6T3sMeU$^<bKw7zIZTSc
zA)~pm@Gw!yw3s1Spi%CS^pBovw6!{}W1CzI<f-*@O82Uh2-)v9xh$1w#1KM&f5{tS
z)Al!9PZ+9OiN0wx-Qu3sL%YvANdkSzyXi|ie)c$8EtH{316Fu`uk@O?m<14BZX8$z
z?)+>$R){^<CEX#YS>a;Z(u{pb3h?QzQDb+!!#%))Ios7)w60mcH)dd>ovK~U3|eK+
z`kE3vOOGf**!w%Ee2=+|4>_#blVKDPY(ymebK+uxu94^;W+IOU2732n-+?dmx6-}B
zasWZ-qU}_qD7(*lJHF~`QY?l<W83j~up9`}%tg2z(SG(mJ*(WUK5T$qZgWFRY*yXq
z-9vDvJHmOgN&O#9PU}3l+60O?jW7`&m?TBm>&PD<Eq6r9lYmnWep1S=^gUz|zLxef
z?DeLQNc!Tg;Y`SvL$VjGR|<-`wvB2}vjp(|m^d!&Ny$ygc_w3bDtA+LMor$`Aqaas
zK*STQO=~;Z#ccSQFsxwbgmY?A$w;j`6d3tXXS6+O|COA>I|WCF<AWU0kA8VL+NYwP
zk?wU#6RO@{_}q9(FaY>7XnAT@I8A+7o~2)9o;c__T^!+zofQbk(;!pFE%=AR9;XxL
zn~%3dZ-8pG;@Pu41-11YOU~HU`_&sn*%S-{8e}Fa6_TAH)OX1rsDWPLx!V}csZbnr
zGuwJ~N;bPk8IAknhnrc!_33|!jMMT|)J`-DY{?DI;*+0_9u-p}tEy{I)(6uc<r?G0
z*HOQoDKOwz`yT=1Az<_pG{~k5n1<~y4@?UyST(%lyck~Z@=;G&E){%~tm`i~`@>Pi
zO0n0_`6Ey?;0m*vC4jMS5zFV9ibwrgj+*YSia!kBCHKC5cbK?66L_C++m$PnVClN-
z`O!jcg4AN8ve@RncM<?IkNf)DD>!2-2v!&<hh7ai64gAoV$sER{qSDxs@^Px!ul6M
z3ILgaL<Mkm(KTj~p=#1TX*Q9HBo@<r+zGJU{AE~ul6~!jk+I$^R7&bT597C6nrP*~
zZ2do5`o0k?(LC6K&|_+Q%%M)Tx8`Bokmfa|k9UxN^0~;&`LWG8xdXF|TXz85b>8VK
z{L*ER%iDU3=r^w_aTZZZw=crU1tljCNij}^-Us8!u_r^~#!9#AM~FOlpXb=2DyVCT
z{gB8`I$uZ6y#pDArK6*@?;P|85IX$fLo7VrF}OE(_6NfD1959lFNh6;Z&t=*78yne
zdf3U2%SIlHOfa7r4sreJ#_0R0h1@1#R>5H!WWPawj8M2Q4?2mm!}xZY558nE)z(KI
zhnq5Za&Mo#`VNTzUvu7BscFWA1}|;q=b_$ElE>41N8HB*Ypn#Z>?SCWDu^=1p{Y#_
zYQHDmo{-Y!O&zV^C0%pzhp_wx$!z@9fKbNOxga``+&Kz+)}CsBl<QDEiCSxXeciZc
zgmJc)Z^YNo)m#s~aSQ=+7oaY)hJqmU#+-#yXZ51zy|ifNEL)G3d_9LA@Ly8LN1#Q?
zp;D7v*M)=(`gV3h^if{SAwF_QaQ}uwZz}k*-=pXQrf18GH}Cfg^r?9zqy%k7aFtp)
z$Q_q=D{4F*t!}!5J2LSFs<7r}YO961R}QAK3M8_aM=bPEjV4%>-go;P6psdK&m=X<
zVl4roFGKi|O}!tTbz_R4b~ng-xz2#?obAiS_I=K$-`fKG#b&dhxmeo}pa^?;lgqk#
zVCre+siB)Y&;DHU=7yl*qhR8cYGugtEcqDx^7AaCwre{SJg>|DQ6T_50r;LejYI)_
zrYGDBpbbN4H>8qlYATSC3P_PAvv_r;Sun;75w75vhp#j__hsP_DS2&Yi~In>kj4ER
zzUMlb+|Egh#CouXHRZ1yn#|8P^{L%rvz#XgF5<Fje3$o{O6DDW_CpAILSAWSFHB8C
zL8dC0U=0*kCMRVg;WoN>pLDL`oNcdZbUwi-s=w>_+1cx_Fdx`6j78l3m&7~4Geh${
zi9-zPBU*ge0^>zh+%p3vAOD)cxU48xk`a`fB{Qfq@+Lq_;`nt6FagZP@vh~t7_@Rj
zMKe^GO}ElWk|pmY`&Xn`(9{}cw#=XQi`|T5M8r{{#NdN@$K6|Ig)wJIzR7bFXa87o
z{-fjRU-a_7{U#kI^1zI@yUq&2CDy9M?FC^6i!yH<bu(zqy;+XC+-IEf3kkO-?~EMx
z<~LyD#y`E0Bwv}i0f0t}vp~~;e9(@hw!zpN&p{D?>8D8T7_BL2H>Uji5qCv4jUl@1
zqbr&=+~>XAE4Gi1KjVZfq(3l(_<i5*vVk$Ro`s&`U=7{YkWvXtM`6v2`B>Nz$;JNa
zaT%gb>1JBnj6(g3i89gM)Ynk`j}Pyw``l9e4H^PG)czCkTV{~~CT=(-3G?I->}E}k
z-DG+{(wT#{%vg8QP+FISx0};cU{h*(QWQ?prkvNz7ENn6ZJphJ(zMsh{rm2elwXIr
zKgK;tx%;VjhPSKXfMogIZ;&@c7itg<I+TZpyzMKp@<wO+oIZ*RGJ9Z>q5g2AG`@I8
z%si2d&cvjLjIP9`JBRM(%X{&lOP~Ly;#*K`pL#Zw;`wEs<q?zEhZQkRy>I?kHVyf+
zX#_jqlt*0DTlPgfGvPVj^gF?3>X^a%qPbKc!J2<|Q3(E!EDtvfxQ`o-@|0hch9pTK
z&F&mXZ*0}gw{0edEHnW+fQRLzu&omvEdn=sg)xh#hFL>_cZ()IB1Z=Bc)foIp993E
z*YOdCSbz@{zIVB4qN<;&DwVWX!<32Z;T24lng^#eRyZL}0za_=)p<OPoL=lyf|-=p
zYSefb+}D9xI$!SUpVwh`D3=eU3Z*d$0ssapfJ4dZ93r8QIyw^C@fvpd4GQqu8-N!$
zZ2V2t>{equ+C%_Tllk&HY}zU%8K%x15*v#dYaDH)!(8~x*>eiu^xvn8EU)`Vb5zY0
zf<5C$ZgS#>G3NPdAT_8Xb;@U{+R+jhm0+1spL;=p_l*Bq4le<#1C8OI#y&t9<jR-E
z7mhVoz~dIiwY_<JvU}p&_*Yd&kZ^+&)~4p-lI`>_EnfCO<86U%n%hHoWAVkl&tBnw
zDh$!6c1bBIBA!KCP;Q;+G$B$dHJx9+QnlR=2d$jDDAhpQvTj&h+dRDlMK+J`zm{e~
z#^1MjcSh6tmSOCl4eAeGZBvCy&fj{f?;e}sB5<Tj5wZ!UB538p-cEHH%lbkXyM!v|
zUNqQ<ScyPVHU7XH4wq5;z=H^`mKZaEFJU^hIZkiQUubo-Uf_?8z?1dq7*BA-<P@i5
z1@1|juSl9d+pEJLx(0jTy>AM(1q#HMte_Ri^01kq2ArsVs`gYZwmbLRpx3Glt*ml_
z;JBN3R!01nrq}K5Q`+CcySvGPC&{j|Yu>+kt>WM6;tUb!rc0R4bg_z>NoS9bp)q&n
zjM=3$9{MKkTq*72Ck+RJiH^L2Z9S+lvB?`v{doTItd?62J;*2JA!Kkreea(<j(@1(
ztq^puvmKm5^(KRlTT8b9>z|2+51+wL<%p7#dJmZcSg_#{%aj_((UMRl`+1>~u9bIZ
zRh$r1z7xQg`j_50!+JWR!_mZOTx9aJN3J?ucrJex70k~I!Coa<_I)Yr!*P@3a!N{b
zrq$(?&)U@0SGeOPH@=dCiZ=dw<`nwTlR=`<`vk%4NWOF7uEUzHPH5-jLf<0_mTv!h
z<>3mDB0Q5xOk0-thhBiRD3Vf)od4)U=Kd4tOOW$nJ@)Cwfx{(+ne3A7eLl-C2k7-I
zL^V9f>eMB-=$ya1ZGv|%`8lmVW~v~MiBs23dHIubouMC3(K?fPF^GuvgPsqnFh5mP
zY73_y1cB&V7Wa3LH>Y4s>QmL!)YbD|Ph)fscm?bqgtYW>d3h^B4vr;Je-*a>*(ptN
z8$C?1RZq-w^v{PO^+s*N#aT3;D?GV6^mxU6Piy1eaA+fw?Xp@OV%Ly0ya?7-w!inu
zBPnsjm;b0N{jX{aKQMU+B5+<I9to_QcRTb$GYdS#3+PoAzQPMs%`V?0S*;)_;yR`|
zX!d(b?}i%oJJv>v7=!nm72;)vAV=luV;&7UH?(R{LU-tlXVtmm6hX(Q#qV|hqo@A)
zF;u`)`0mya<@8Q|`hysEa_Me}Yu2$_G-%1gIehB=He)(~K<oITS>8N(gUJ$Oca=Vk
z4)&6+D?9r~w9gMJ=f!b#KoeN~lqdHk8B&K91o^p9qTEi8ve#YOc9h9{FQ|PcZj!7u
zU&YntK#PF}?SU(jKh=fH66TtpbaL&(!DVV%xM%G?0LSt3h^T_}y$-mQ$70iK(mq3G
z(cv%h?t>njQrIU5j2VxKY4YV2KL7j`tJ8Pj!joe_th~BdJBH)#<m47^-|2SLQ|*s8
z$=?U{U*{*~YRjTR5tu&vC!xg69(&E3^$sMrxIqfC%aZ<i<$o@o<%&&s$>o>}^EKj&
zW8Ji;ADx65k0Nbexp`4Jfiry=fI*s>S&Oix&dj)ax%wWxOdhj7={E+&zks(t?<0j6
zV7f<Qmn9J_y371IdXMI1BhoSXk$-~g4wPF1Z{`gBYU04U&{PaPn6BM6+FzSz7rxkS
znw^{S|M%1K=TqYrAXteTIGsGe8|sgh?oM1AynH0&)_JkidZVX+D^6=^_zE)IabHB#
z*+h3zlErU(w%e>>wz6<15BZB>{4b33GB^FrcMn`!kMnZ_6$EwgR%k)9I}ir@firk4
z{TUkb<8>c|&iUAJHiMp46_LZ4xCG&tf%UaNf(>Ss+r0%O0XjN6f*&fR4C7h1p>b0I
zTqX|Yf+&K{mxca(htvbwYVAuQCm$Msx`nT8mLjZ`;&!Q@$fW0Dlut>ec@r{Rk|7-0
zBGBsHN9ApvmzZ(1;wiZ;_5YL<{CA<u|GxLP5&E|f?|<*h|K6AX9RvRw1K$W1MROYq
zObsnnHZRcA)s-u5TeMs%(EgU?*MP{9FF>sgP_s0oyXG{esKEHlf<<RMAIj$lUv3<B
z%x%;rGTKIg*BiM`SM+{^D8)MwhYPgl2ZG?TXNU6Oi2+;K#Xce7|Gp#t*(&({Z;+u_
zCg!x|K(RI&CyIZO#RHJZvGB!24T8`xJ$x7j-v5!e{hrWqVcPALumCtLp3De#{{8y6
zuvLHRUMd2SeaoE$;M}yw?ko#nfJ@3fYgbMWG-G^3Lw@a3T>N6#Hs@^mq=!8YTWuq^
z&!JhNqCz-KrohJEMs>yY6)!Cn7)<)u8BIuDk;uHauUF^z&E(No-HBd0&H@AoaJ+36
z87m{G!retap+BrbjlR5lk9;RP^OY7v7u0ha=E22YQ<RI{O^Xo9&GH>IcPXW=WJ=6^
zO6jQA%d-^V*$X=~|D=y~4EvI~l)zw*+8Aa(L5gp7J-yA`Hm9K+lyPp*lkOwhE&TZW
zG2Y$VtH2y$?^gAQ(TIn?l?ikpTb5FDAr2TaT8$qwJFYcEG85K&KBxru@S%#zW$+2*
zs%YoHq7oH#k$|BA3T!i$Ie?5c0j-|mSPFEs(|F9beX?H_ytB@h=0Fc-w*s>F-ykh~
z(6XYt9&s4uIV&I2xcrJr8Gh<UzTY7^0IM?pKGu96_Ufvnmaqh}DogvleV@ut>O+|!
znbSg|m>sK4dB?P*pth#4s6;`uwruvpIF<!+5{|mf9YM;@Ndo|M$ie=SG-5O=^S~&K
zeE(&%D;lgQJ`<?Or;ghX^HUCZ<5B81wzi$|s6<stZubXU3)N(N6`Gp6qc(WkXxwop
zhwmCnhAknRL+i{ionScTaUu8=>y%e8Z8BqaxBRAxCij)coIM;G3|>8k0XHjf3m?4-
zr?-688W`$K%<hiyW-@4j8~HUT%4K&^(V%S)Fel8UGfjO;b8^?oNesbHU#8(l4nnlo
zU2W9ANWc{v#^_H1AzsL1Erq&*JG^d&@9MfSS#wjoXhoH+!ye+bakjQf7%cOVdR5;>
z<&&$XMQSV{(#1*SqB5$cWk%%JF*EmfZN&$&dC_WA`FPMfAI#lAMJ8pOR|Me+53y^a
zw47DRjP6^X;^Pc<Uvy>}zE}m@sdcyJtI3P2O6VVp;{G??;P-$E1&94fJw;~=8I<)o
z-ORlCqJQ*?O3tH-+R;OjDG&lRRu?C#-&l{&L6;g^TrtJR`$7?w5A~BBzY5#}vDNih
zl$U~h4WiIGOr38NJoB~;P7`l;eE7txlvhXq`s)Duv~3*-`fWx2V95-}eIY&jui3Ox
zs;A$4lCuQ)G;619@D&Bnx8~OXQG$Y~rSXsl-fmR%B`T*we;Tq~**sCjz+<O&-kw`V
z&*ySJU8WiB!?ght86}44cs_%1XC*<{Lf_ii8dTdbQkg0#RkJE%mm&ynm~Z$VPeIh?
z>ZCnI6RSynngi`PabX2BPM+rykv~RB8<SoHU}wl-X9mp)rJFt%kxgUH*^RY)oYuk_
zT&jSFt+!ztoMzMTE%EmF-j3s*)2HX@4BmOP6%;Zon@LaXiPUs>-yS%<@X<yp8`N4m
zGFv&+;OAiLE<jqD8BS;vSl%A4*h=5cZyJWhFxvbE!T4neP=^lPstKXI#&7k}YcqQ9
zQ~9V$@zIACA;vTxy_VD_ogHsAj7w_eCvACSXa)}xk$gxF#qA0#BGhB}N>8D3K13E-
zUnl;_%Ts`q^J^eU5Gn-d`yDj|V=QiVEbU)2hl=xk7zI_RWq2oX-VA_eOO6<(5`3f8
zu?&q%H>g-cAN)aa>diF}4T^b;<%=R17IYQk3jnrYW>;U-(;n?lKjJ~&pyS>iB-&v=
zTq9ON5Tmy|_|$jaOQkNd*RiOV1t6^w9)OqQAvqjfKD?hRhHc13-i>OpR?>|GKe(5&
zAL)?^HmV$R+P8`(p59%cr?KuaeQ9-=O{3Z>mw9m-ui)(n)G`$qk)yngZkjJ%J>|Ns
zydlFO2-U|YEM3qam(<W+f6?U@LCc!7N}Dr7Lpxb#K_X#~v51P3=w=REv00^HBcFaS
zy&GQ>x14F)G0FO71|F(FTLOzGPazDdtS#J6qk_n$L~tW-=~9$$&eS4`H@D#h=53yK
zt%(v(SYX@3ZwwUz`0zXy7m@hXj-h$ve&)yDAUGS`_z)33W42bY>>Md~lP*r=McGQU
zyzAZ7+SgB|oH!n~vM{`mWKob@7F#Z7^OO1Lv5|Z5dE8@TQjMGFW6MmvC||YvkQ3wo
z)yO{GcZ+H2oyl}=xc!PtQ3wj*(=|%Gg@;%)GaA2cuvZ*CudptbKF<jpUN*Ie@{?20
z2NL-5rCOcG!%x!XBOOH+W8Ry_#hS3ke~{TXI&J2|9-rjpo4^*^d?Lb~cFX8W%kTX0
zh~0zpC1`ipGO-Kf8|OWh(5PRMaDB6x3R|7nQM`4{I(2u-r8d-7h@zb0;I#Y^+4U>3
z6gdp5q>PB_3TW2lg~XUwzKP?s=c|R623oGwMDC`qO`(~hz%{KuQcaR9UmuB``C3n@
zVh>;7$V;;|v+kn4RFCi8wd2%?%$*|{Q^SyPIf3Q2i^U(~Xp&3k%-g;!^tcMYZ`SE6
z1UCez(`Zy|K4kUy8^-V#)?n%t@26I1C;Cdr?B*X_0V~ufC-BFTVuLtlxuoeE0{q2Q
z6}gQeL`J4a@Om})ujQVylk0GX3s~+$&Mj!C0qHt%u=9<njq+Q-f*XdW{k2Pb@e6QN
zY{yX$P9lheXmAbo0&#pu`~Tri46izR(s#S_pj62!Pqh-+=x9O%?Mr4t-c|vwjJvr$
zP2N;vPz$<%+t8Uiz%%}6%;QzXFDcs9L3z#+lQNl84w-WEa)}8*-XMW%3n@1lRyy|+
zDpl!yW5Irm;dYNLyLE!Dn$PQQ|Fs|>VU3tc&GgUNW*v^Ku5)5!8&ujCufI){<o==<
zxH}~|>Gx#HQ<R1P9<LGRp?e#oZ#|3P7YCVewocK0ohPW^O>X*R<&<`yA+(>1+0k|<
zPXaS+6%Yj2g`j)S0$)o@^OzsU@^PTq_BR%u@82J8Q`b@O*)JuLY;W#AWG~9v?~p4G
zaju3iJEYH@jTa&fybP7xwArlOf$|SIjYh2;7CKJw_H?yb5_a2~w7>N|dPqIq=x6b5
z(%>r_(4OjDIj*1pG5Z>Ao0c)rY(dAOU*N{@hYy}LKk%2o?#sF_NlRynFJF3FTxz=c
z8}t(T>FP(zL+MrZhi{fVyX{C3*o2^(eR>$=k4YPR6xztTAyjiTzyEr{h|Sm2h+}}d
zp^Elz38{&5FmvkAt+g+8;xpA|0cG46zZjEM$`llBtp(rwj8%Vkrc}JVQH=t+G1BPj
z5)JwGEw2n?%q+qbNWRYCiwK73!Pklqql3l|jLau$mri^BINg!Us>`NTDQ89r`)OfX
z=wRswi{16%2?Z~<grSZ%x!p4JDA;4)61Jxid(wl*_<|bm*9lnF_Cb5u38y{DFX^_4
zJclzpvB^Ud>fQcY!()MR{<M!<u;z(h&7tPJjgxtr1G8n%?4$IwZn*)F%43Xzd@j(n
z$r!o7-+&7!{@nX^Xp%8iw37K9JrnRg*W;c_e^s?=e8du@7UFAFusN)lJTRLjVKX#v
z!5pA5*~GVOl}EUb#r^Tp805Njl>+DrLy+SSww%ef4ULJD<BduO9WY(1LH?`M@zdRc
zOv>2P7(d7537q0o?6H~D*%3?0t}vHPqgL{_2XIFC5cCp{Hvx=`S|ZCc<M`|~V}#r^
zufiUW5;^exdEJZO9?1YL<F5k+{3LMti_w1fhl|2k^JDkzy{cb|m*cEzHMY}tiu(g-
z{7wTTK7z-aks=+lvFpF0kMI41$nhs+_W$~)1Umm1O<BjSZuV9Ef#TPelcvSfG~%yv
z@^U&$f#)f*0%lURW=ghyxKt(Sa8NT0!=dv)O#!~24zAhz4QgyT9keA@Ej4KGS*(GJ
z#t-CJ1+$1#4a5V$FH+*)`%d~X+57hsI<`C&;=`lYTmJP~u9;K#g2nk-!ZG6VjD;Hj
z^`B)zxN~yr_IG_-_C+raHU4=$c^9^AZ`0;l29ye({n&tl%~Cb}6pOTPRBEPHR#s*(
z+@`rA$(RXO9PHJ)B3PY8E<n5ks8HGhaZkBy%Mq!0GbI~@MSEtfsdl_QUs~s&s)tBL
zcsOC5#X;G5Dn8(OS$q@e^?>QY%M|N5pMwG})h)qdeDT*UR-64$#_lupw3DPqv?W!T
zLZ=MC^U|m&d)CoRtt5=6%acs@mKzMwcD0ntU~uK;s5_D&V1etyy~Bm4Ek%hi^-a7v
z{;|{&7<=>GOIywe7DA81_N`N4FM|-}5$76{Br=0{)dh>BLHLYo2ejct9vnkLj0E0K
zyU=vb1eQKnR?6s2DfEE+6`lJC!;YewJ;7~~$Cp~Lee#`|8Kme5PZp)-KvFfon@Zsp
zkWGz1KjOpCCYcbGv2|1<1KM9?UG*a$vaSx*r^d>^BL0@0wl7f8x2O3wqP_X*_;HL;
zXWDgjg>N0V#II)~EHkEV<Pqd22&%a=P~)^tuIp^u-wiya43$j9_E=i=e%jUwenWI-
zu}w5mI2LU`dzh|Xa4j#Yc~eC8iTny3-tbPq^(`MUdj%$pnYMOh=BB;up(XL9)fP3#
ziJ<fyXH&CRnvKu2ZO~@ovYOz$le;E9t9X??pgE--22q<LxEABnwG>>-fAYrX^U!rU
zyUo5`!NlUCw+UC#i*(><Nm>e6y}Z}No8=olUT^MKb-VVmQys|D5cFw7xBztkjPp5F
z%W?KK)*U5r{0nxu16b;Ir`#RQB44PV_#FY6xzZ$fn#|Hv+03HJg8j&1$1N$;qq~OS
zdG1?8{T~Fg@8OHfPW7*EQG}{zpT6n<K=BacI&4oXhsZS0^ki@GLe=IHKX1R>VbGMk
zJ02Y<drr%?-H%~|Gn+av@wFpoO41!>B_jGBwO+kt9+Hu9&Uy;n{wcAmgg#qsS9WI8
z=Jw%dkz7Ka?z&<#6*#y8{Y;b8F8y+^{V@Beb#HMyc$z@%$yk3x6uUr3vRtonxc;-(
z(WRxUS!^iat2lmyjFlG=9U!Q2x6U6;c|rLwar#Y3_4>g|B1!ieyrVfFq#jzUB!Jha
zht|U*MUUsnrS+RC#}NaG*E5_9cc*H>tUCb=rpoTvj)zdUYx&>eDyHARTP(8=;4?Sw
z!gg4szM#v68pJ(uqr4HQRF_SIfHa3ZLzR~ATKF-E2~{A!e)~~ofd<FsW4$6UNqr38
zCq!Q}PU=ak-rm!20k?m_+mcN#Qu~1!TJI>oE}$r+NIau6P3zh*0s36Lfc&T@LoRFj
z>c;2yw-7&w&q-b_E{8W2nFuemVCMZC;-wkBeLt{_N_d&=p6~{Eaxa;|8lFtma8cnC
zog^uJZRlTYlhZTmgWCs3kV<t+$LJ>V3eiTr{8<NSV-<6CPgtq(it*Ck49Tsd9%o}v
zhzV{ntWnlO*wfKza%L&^ms*Srpb^21D>VZfqH4@!99aE#m<+7x??!cqa`^c80Ld!T
zsKkY8+W{<?IKwswc~+OQ$CpWpq*9;D3L!X@ML05r6Gia_%BY)aU(D<gZ=`zLHSSU<
z&lUmQ6yF>0iA%F=Ccd8%u1^aYvWQ*piUGMi0r9br+0GP<D|j!P-D{sbJ2b0|pV{<!
zh}Kznc}(J_Sw^vx5OxGbM3nk^6_}XLnM3Yr9zJ5<p|I2Y^PHl=oUCKKBQ?IoF_gX^
z)pLX^SunJfyxli#vwL~YMku}-Z_ntT#Cpb<;P0Y>CBm1v?%nhp{vyb_k2VYu()s=!
z$B^_Xl$MjZ_W2PXY0z<(_hK+w8*<t2kBZPYwaA7Bqdbo5ZxjIcQf=&~b{`=)mB&d^
z`^@q&^B-xVLYA=~c^r98NMm&=a%Rm;7L0p59TnV7el(03{e1B4n9N1Z{VCxO>~q$r
zZ^@mhmzJc)6b1^F!if9Z=F)eIyqAGmZL`9t5MQF>n;KVpr}KELX!YCgxw0>Gd^uB=
zAk=D0v;NGRQc1>5^-(OjmouXeR_phMWwUA0O&aXp%<P#&CQUyZu>aWlu*p5^!)cjQ
zKiVQhl0*58qo11fDb=jLHUpJE>2(qUwRc3ghrdbJ;^pHO>KA6tsXcly;Xg`)c<kD0
zZ){E-<vpJ|ni#blRe)m;4mE0Gb7Quzq~xhHuNu*&VTB)ZW|rr2vBEq*bspFcu>N5m
zlVRaHvK)w+V_kzU+fFCMxZ52<r4lzPjNh1340@Pe%CBE>6Vq>eCR`1$5t~{2ZKX5c
zYzsu|OfNK$)A-_^AW<cVljx?nlHESIRmrD6wBycu24g)>vuPhr`RV7tUh^ayPY9QE
zB3!MVKQ>3pf>X3|@CoWT-eN##ETw7Zu}k;e-e-Gq3Ehp)v?rWJn)zYH25Id~O59m9
z>pSlltY;mfH9_Qiu2b9FCaj9J4SZdh(xw$yv$YT#2_5p!lzeHo+U|9V`e6W~q2hnY
z^8T|@^51Mzr8Ae^5rY7RI-VN3tweGlDz&nQA5m8UARQ%<;cc`IU!7h?UhZ1~_}~71
z^Y0tLPO^rtno1#SaBuB%Hf=z%+7WSqx4`E8eWSQqudjikrid`S|34h+<w*_r<Hf4z
zj-x0ss1|;@3~x{P+v~DXje9$slLd$1#{7%8d|(Nb8YU7%@%rB}npQ?=wMTkk`ph8T
zYo0fGQak(HQuo$rnrX(Jh(glQ#{#9s?UPeKP)i!GHhT8OFJ;q|j%4LFyvU75U%j28
zs&Oa9M)3+a*|Uu=S{Q9?UZ)G7`hv|c1lGo3KP0QKLS?|Nv~@8dgPjDWu$B<R>c4V!
z8Ym>R*HyYd!*b_4sfz~5eb+f_!^%miie-Ok(+Q8#$2c2lR?{yguMz^8F@^ghx)ij9
zcu0@Aq|}UajL4C%4kL?!b|}iPgLm3IaPK^ifJS;+P%JF?X=3*y9Y5D-Q$JYHw2t~1
z8sT!w5oE<4|Jl%94dmK#U4a*luE?QeDa|`4&*PYD_PyUHs{5S+Q6?zbsdOF3Ti!{6
z;kwpeFsLxuKC?DPs4OC7zSn=mnJK^4#2O7c@Hc5~md4#}$l0DL%m2*V{poE|ekkXw
z_QYUHjurYL7kQE%V`LeOtIHOx(-W%zF5DdXR-<VZyzYI&D%=p{A|HHJ_EM7+K;<YE
zZzJ+d5-e=c5LQzo(GwT2C2B{Sd34zD)jZ@k$mEMaJt9N_U==i<b~aPie;djrX-4gz
zUYU=;6`3m&>a*&)d=zhzw8G%+e@5<ZctlryTxCC*x}cdn#P-07qF5>bw{k}OP-ufq
zi1rwcW(wdQ*^@w`YQ*TxyF42;qrX$UCKnItQ9Luu1*i?KO3c`RoLu~Q7whrBWI6O}
zB{RL$t8HZ2(sL604YL}6y-bk9rT_#pkHIIiy6H29^?*c+s?$KLpcQC^2KHrxleP)v
z=Y`I6+S7g^RO8AVE%939QY=SnAjOi-+xNN@shbNoa8p5plZa*cIL=eGbc56@H8<|`
zI+zq*hH(>c#_6=dH7zuFsB!Alb7WeVPw~gqrbMx8y+27p4q~(B&kTWrsP5>U@#WDs
zm`U4kf2~)S){NBY7VFq)z$EH5dDGixl9MTg8f(UL-BzCa$DB(CfOZYZsvJBbfFGtb
zXP?fPpSyKt3KvG6B-QuRpKyshpcp4I6fHwQTkr6hgcs<G#~i9A0;_Et^@-G#XCe=K
zS5EeP)+INd>rzmB#?x$3tM*XCT`8s&9$|V9SYo;x%$_Vg1Q9xNBomhxX$jicp*W@p
zq1V`Lqqe%2EolP}?$JMaOA_1xhPay-sDZpA!kU>KjMYD)O9k~NQtdn=Xc=~B`eoj*
zS5bjzG!<^>b>$KCkt4$qYCRFQwFf%&TMs_^Edsh^rY~z1Ta;?HJaj2O%@M>Js<29N
zpEp?hO&ok4wb+F(A8@CuxV4SjuJUci>ML5bFDT&#7|$S4iz?s7o?53am;8|+H0vv}
zcN3oFWB66?A$1%h|D+_dKFPxqh99u~))s6kZ{}{?p?&>A#`(_vO<U)4A^8xZ`&a`j
zKWTq{HNMx&!DCv~PtvJGsy6RR@?cLPb2og68(UV@#z|d;eG)8jZf}hCX76`*!%#~^
z6rFGe*Bk$vcJ;3+Wua|#ZT;*CAf`Hd>eoq~F!UuiS!<)U;3D}8Fexcb5eemZy}xhh
z_X)UZd@G5DPs=%9knY0w`v3@r>+c(;x$&AOly?v(Pd)(#Vdoa-2QAAQf8Q|V&r4Da
z{_)?PgMTIAWu?Gxko9KE5p4}HjSCWQ7Uyqnw54{B-<Ks*siQb3_R#C)Y_n!qV@(Te
zgyg`o&dsr$#kQbvwt)sz`TGxm#X#d{(kY-|v0mfj&!DQ1yWO^+i0gc3j33q=D>*V+
zeZgCWVu*QSn9W-igeNl8Vc?g{q0;pR$mQ9eC6a@Jt4MogF-^qW8#fB`o}#k7Kj#}r
zo01F;A3fY{9R9IjlTPXcITj*5u;ilUhbaeUi6;9^b4r|KONYO0dwO`0{abUsTGZ>?
zX>T4``gMf-0uplQs2!jXb9n=)#Ex}J$y-o>xY~o_)kBj)SB`i{&kS~N>XPzC@r9ui
zRn@oj-=9*1n49FoAU(~OO)|yXk*t!$IH6MBdI#P~?N{>}fO6w{^szBNDWDz~#4~zl
z!r8OGdfYSfWwQT+vKvlUe&(Gwo(H4^72plgOd+LC5)dl0jVWXK2FcIJ)y~?Sc+FO3
znc<eBa{b&uS<x$a*4d6`dW3p?+HU0{3n%d{^I>K;8@7j`-w0-f)(ETaRZz^f*g&!x
z7#W)_INzA%=KMfP!GbA2DmMTQut<h~N=uG+;1H3GJ=l9N_e7nlQhLF86K|;YH-n15
z3H$%uPvZajx;y-?tldcRT;b<~+d#PvsQxY9`J7wjQPgB=IHzPgm+&Kk=&kV^<QJ_F
z315E?KmAd}pZ60*)IX&V-_uwDav+7g-=JnS&PU+GKJfX<^Y?l?_P;^*&O<()a{v2~
z33s@Dt#Vx)+<VM_0?=Pm{M!c36MtR*4H^bi2lo>-5@`ts3B+Fvyf=MW;eE|ZYyRCr
zdO3aFU;Q6;8BREwpKCN#M;0c*IC+I&m){2=oE+vET%)5a4H)(Sh=5i>+Iv})?57>_
zK$&;2`C^xpK0?Ik<vUu{O;dPGGo4PcpEAl1k_Ul06}z%ejSLJlOfz%zhspAI4uOr2
zqXmLGe!}GSoTJl-!V`CEd_8L!XFSBj#nqeoZ5~pTs|4W6`t~N-wgq-Yt}BRlkJe{x
zsb487%%&9uDlqNa-wC8&Ve*|!28Tvk@>-UXRTVI0S+a0l5{isVK8d>1n-)w*l-8&>
z$F#ItwH0yi=FG1$>g%-*i49*Io0qDAT!`1OYQ(r=3w%tcagu}F#aZM^67TFyv4kb%
zpbdGNlz#hwD|mqB4tbHLJnkn|I}?YQOLVh&&BDiVBOdUm0H*yo>|s}y;J7eXPx?j1
znP*9`KB{`7uZNrF(}zIUUqpr)G#9x8=Pew7=n3Rkn^9_#t0CtWtOkGX&LT-E7i+vE
zfSxF(&_=pKyh%6bolM>;IITnZx`q==<Bt_Zw}!WvR1SZ^CV)s&;|FBk<PJ>FV6;!a
z`9D}w72Gub;FwskU6F<u50LC0#(H%>%kSDL{ahmKg4D?|nHyYr(t4P*9_+opSXiC|
zIJsQVpx3q^Ri_{7$T@bXOV2RTu3E)fyEq_X8ilPeT(pqS7JJW=so9H8b6rQnob>**
zoGkFO7<E+t1cfi}KA9)~Q7+OMbFW<aJIz&K^fiB}^`l$5T1`27;cPZeUR1ut?by{l
zcZcuvx{t?>9L;6mzoSSqf@yRwP}DWnV*R_5eRJmqP#Vx8CWBh5aRGB6sH*YfTQa#2
zSvQ(Ip2a)+DSyq0*NA%Db<HZ&^e{dH^NrvOPzRIn&da`w6nH6WF5T1xlgQP?ev_&P
zmLC#(0pDt-j)bd=cvbc0s`0zEsoF7{PP(&I_pkkIl_kv*tORad_hP#jkr|6fSZzw5
zQ5#QR+vDQ>kfIV7I892inZ8csH1<=k#ruEx66BdXTrl5h&eu$T)$!`9D{L^!EOmeA
zv?nFAr=r|i`;u7j+TCcK0tzS<J6Ct{hOsar!b98aZmUd9tyyA(<6vxZFVN7Mgi>Pq
zIg7sp&>elkQ1g%?afmmJoaGDO?ZA^;Rsaz8BK1tV3rc+p7O<#0!c+U`;MMrbA=x(P
zeI-*X7cPr(pJQM_9FAzmmj<vRDDBTOux1hG8nf?HM3vmMKo=+!XUfMSJByn@=%%$i
zZ{SSRX7eC&&pGFi)lhlr8Vo3PEt?ks1DvUac26Ucz~ot=140qNY-)D~c6eN#gPvc$
zl_lHDKpW}Djs8I7RznX{&25JEI@G4!Uv%c;f0NXpfdVemJO+p+y7QNY>Fu&an{cAR
zdnMw9fzH+E7wyuPgvb3qz-iC6qbq>qk`k7?-_?(XGj2)s3(+x`dh9A9dSf|Drq6ql
zfi8uH|Cu@dpD88Z8m-VwSY(*9<a;C&wR07n_%3zbgbzSa@ReM(z>Y9k9Ek#RU=T1v
zMwO+@$W7!8>X^~pON^;f?2E=O;_WEQ&zN!mM^Ipr>>T|Kq9*YK{Cti814uYNefC_O
zfzT4oH>+B=_uMcX_?8};!AF_^r${d1-Gu-0*^7_SM2jwp+6ec#!g6XLjSj2_+<ANe
zM^P|AhwDFIN#0)vrgfxQuhTPU`!A;jFK3IiY?wy?a7qG@t7@FQ7W@Uj$vML@?3UXo
zO=P{aO$^(BV}XeoC%L`AKJm#6yBhv=B+__`P9RolsctvxIPMLv!&SNHF7?kg6+Z|M
zafnC{S~@#cKyOZBb5HW=meLFtNw`?wx1ML)`YYoB_q*7%E~1vbYh!=84)VV~VR>U9
z-PKS$D;k+aQHLrCSoCI3sy1kTnK0;_7S|J`-hi|1Hl}Y+PYAL?>GXTMn$BB<hZ!Bs
z^?m1xVi<Vw6DHUb(zU?VQt!)cQ)E9dYGz#bLj#o6=;8wBHuVZ`bj4|Rr9YgIC<UHK
z2Wz{w#1(_S3{L4OwIv9}0?f7}ed46Zi+ZT2IIaG>9gUS~(Jg`f@r?5cNZ{hZAGyGQ
zs{_2PKyTA<TqY<#ZToEex=M_8I)1mhu{O<*UiuWm$Axh1@!2FmG4foO?b^?_WJUN=
zIt?Z({C|B`1QEZ~aU~@700nk3X_-st1tMcuL-=~ZGU01l6iW?PTo!q4GfTL<RGq$4
zxT)Ci)V-DzkX=uqpXK;%rf-|(Y~NzzdTl)pB)%WLq7naP&=aiS1&(yyKT?G15c{W&
z2rRouCyi$WJAYZuCXKtbjnB}^%l^WmpR~t4ua89%K3(zaVIf<Ijh88dbXZ)M;DGmN
zzg7?~+^nDPssr0MS8L97H)3Sx<CWf%Y%+8Kf;LQNQwe^M>^bE(sWaNQ!Y~Fjv-Nwu
z+y|E$j1Lf?-=JPAd=QafF&U_69F0XpEZj)zF-Y&<o*61U^RLa9&^7LG)AO?B{cx=K
zkQ6D2#1bc0JrOK;#=~b#^{6*}!i|-G_-%}~{h%EOjB;n&h$0DHqYlZcc9Xbi^QPSW
zH)%8EMwkM=0?DzdFoFO|$U{f4lX%zOnNvq(Z<A5nrCVCfl+ZtdY_hiVNefkY_Ht%8
z-p|%U5}Ni}+s?^4N@$ADPB)Kb{~?#!s5##<7n7+4Ub}mS@1!&RvyV=7oK<0}l6B%u
z$2vtfvB?sG81|3)p|~7agW*(-efc}`aE9-lDw4b^iLn_NzCV3#dei`k%l)hUm|`89
z<6Yb5{z|h?)A@xh>-Zb0k_LRTvPovs=kdO9ujM9acNS-TOI<UnTBmAOvSZIfB|mz7
z<1)x+P)dWY^MHL>nU8bgur{g$5GA-iTnanvIu)~k2zoPKpVOi@R;TR`%q#yTISOOb
zPw1?GA==!bX~tzA?P4TTvnwkHUJboX+iq(moa<8L!T7rDF<@Hw8#RZ?(dvUoiB(QA
z&tehon`Tr=JbDUA_a8lc@gW05@yuKc%cNWr(r#t^qAaenQioI>b>q73g^CA7e9cck
zNEQ?x9&jt^(j$bmW#UhE(z6>6*~gXSaq!r^J@7Kwm=M$BU{$7*tgi!%1{`ni9Rj8a
zMI{RUXhqV_T4SaJiGD%XfLUQlHgYS<mQy2X?!u!jnI6dzzX!<R+2w+Wu{luqC_AP>
znulmTrRMv^$iW;kTT;5$n09#Q5N-H#ae;-M%Li1W=B-q7vd`uBv;mvvAZ=jGnEa-4
zp7(Q>$(-iTTZ|la7x%tY6zBjtcRma!afJ)Lxen4$TW?EGv6SaXjX#bQ;i9Vl_@X8&
z3KsDRm`q~0WX!puSoP1<I_($HOnM3Lxt4pmdES<sV7u00a8JOOH;A_;ggtbg4DU)`
zT~AF^Nq!d_uqo5+vy=`xH5Tk~ln7a(jg{j}`Mkw6{Kes9?Bi~k?E_HXRVwktptA`x
zt`4O61AGcbP*GdI#f*MzSKC<C<p-}D4GH(VY|_>}HIT0j!z$~YIXneA6B(A<QeQt(
z12ssW5&TFM=Xhu3-RF}f;;TZuyH+xKD6a%+e3Iu^uhTR;^Yf?4lUHh#1fBSTL;%07
z95vTlp7s<aBj`AjbEvHAjyadiY<289H!ax=J@YD{095R_HR`d=Ro-x>PDL-nZ@Bw)
zo}E>_R4%cEW^?ih(uF|9Q-Gg_9NAkP70#_6pAdJZ>bbJJ@kHa0Aq36EVhS_tm=T^V
zD2Nz$UJIVoeC0wfVCpw_*ebi3adukf{wzj+EPxzJ>59HNksnVkH51ktn#{S3T&GBq
zU8{4B^ihyrxP~RqSL~Ypj@XeJj+(VMNZ_rwARwB6DPk`g2awlikc8XyUJ;GAElcL?
zYmsBpGoAuAwyFHe{g(ABd)vFFWynI9eEXTpqyimAyQ*aNL6x%bK$0+e#mUfsc}O;!
zHn;Grj~af$!-QJR(5?X)@6!C~y%gBE?ms+VF8?>6<^LbwyXooA*<(JohVtZBIM=G(
zPw*9SQKfkvGEQ^c52PV^Sm_HA@PU&vQKZ2^P}893vYl4Bx^}Gj1{%Jshi4-OB7R8&
zE-OqLgnM98_{fdlpu20oLFnz;-12Rpwvu_VBg_5sf7~~r)R5?P`fVk_Dhj|RG?tvt
zF2Psk771ot*g^sjmpp_JJ^|1~OxaAdQjNv0#f6R}#dtm<16NSX1`w+!yTfrF@c(?V
z{AUyJb+|8$=7|gf|2%*kfQR{rI)lGKT~j6n0DsN^aXIY0xqkH(dWks`hxlopWCOdx
zOowEHj8Df_dfL|B1@T8sDu?KZpt9W(r-ItrbXA2>m4QUkSf`iwTjIPpZ;zBTYUh}3
zvW8mj{-3=QSowIW?TqT?vzZqodp@0S=YM3Y?tAr*?7ElV&;Fg)x6S+*yP?0BMZk}P
z%F4{PeAeNnA6_4=y5F=%ZI<ozhMK@)t@A4LQo{H|+AQB`-_uyYFSmR1NBg6(#Xi2l
z4m&Q?m?m26n5uV9ZD-+y+ye?_FZ=v$S1$#wzq;!j8*3i*;ZLX7-o+=M-DZE78u!Bg
z;g?s|*DHao+njoFQ)`RXeH$Oh3%agoY?^lMUrJsraK!rM{9}th?3?+hUg(c^|FK)g
zdQ74<bfvCwN6s%f$5*MmJ@^X$@~W>{z|9*bAKa#|h^h(yc=YMn-YaI?^#z+M6;nM6
z=e$iaxZhe8E5i8Po_)*hzs4@t7GKd>mn-KRl_{8~lyO?~m;@7>`(8Qz%ldEk>HN6$
z?a`@c+R^isPt5a}85E;$9noWEyZR!qyDRy@cJ14x=eul#S7%f$(OwlB>oNTiQ|>pb
z2eN<drt-IyTH3HL0VYN3NA)cC@A+q(*>-)KRn;BUQ$ij;_g4OAkO|)g?8_xDb$sLt
z9O}{Bb7f0J$@^`$PwlFk%ex`+s+k${TS=8C38jBtFZ_|5UYhvfw#(K%+h*N*X2DUB
z=G3>m@Imv5b=!dB$@80U<^G$wC_C_#Sh!ig+FFy2?Sdw$Qy%j$GArL(@Zni&rT&ri
z^3tcZXXKP}Eb6knrxr3rL;)BMH_m5$xuwB;q{gsR{qSzi8tX^-Z1=Oc^R;LDIvqQh
zCsv}aAbjI9@L-8`#}C}U{cHZWZA(|axc19->iLt2X}Q-duiB<4&#QRw`*(OXFw*=F
zuAb}carxPYdCM2PnpSSM>8$y!r41c2ViJtM=hd}~zMM60KHJ)*cQdbh@8X^@OOt&w
zkJMJ+U9|Vxx1JaLqr25k_PUMb%2&HWcW=M3Rn|z~{Cmn1ZGDM99)GGXuTT9bel)k-
zr%hKr@WLMBWQ!fMst+X1df4u;`e&b!rOmhXNx&ZE`j{<O_XvK}dwld-l<&3Gzy+eG
zdEbP2?#qZQY~#LDU>`R%IAnSVaLJ1=pL8sL;N>m6W-sDmVzUf>>T2t|y1suozdo-P
zwApgDtkGXP+gDZHkuht#UusI-nK8rV?9`vm$t=Iqy5E}p{b&2Ks_SOV)~-x_>6nfg
zN7hdJ>7C5*I}J2Z@Oi%Q%kAIgC2Qnsd8eM4R`$V9ZHLE<<C0nhk_`vW?=6aw@6xX^
z{^)(|bA59BE3264S?bvme@-ga$SzqQw0wepp7x#B6F(ep$up4`tC$@z?UiQo)#skc
zy^L%IJ0JWjVLX>%wrhE>o$Ap?zt5_@_P$i|I&J&Lu8(HE#%4uNt9gWfRbQ)XE?xOY
z<Em+`9<Y0L<twkyyO-<MtT%aK^LF>H#f_I2{8@b?V*$U;hj;VW{@DJ=WS`02%X%i=
z($QvHFE8BV<MrhE^OQH1_RFId{8OL)W^<;!pbc;Bsw_c|*P=(4%}@u<D4Yu1-}2Xf
zZZ&WZ)WcuyEnC;xKe*nVkgNBKdBus(5ib)=CLNVj=H8O><X7pVEj9UzUtOxv`cMs=
z)(tneijMRz%$7+x#pK4!ySIp+rEGmXFzTisGpm~3wPugy<63#AUD<1m(lbj|zbNz8
zae3Hwd0xfiD^l%&A5+im%oUsaP@gd_`qiafooZLMZ0(ayoIhiujr`{?>k}3=C~ofZ
v&{@zG)aKF~+LOK2lbM})!?%?ykhba~ZCnL!XdLCEY_uK?6Z~n#{{Kw?`8;_=

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-goog-10-k-2025/manifest.json b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/manifest.json
new file mode 100644
index 000000000..1274bf598
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/manifest.json
@@ -0,0 +1,325 @@
+{
+  "version": "2.0",
+  "job_id": "job_232bb2ef34f5",
+  "data_id": null,
+  "source_file_name": "GOOG-10-K-2025.pdf",
+  "processing_date": "2026-06-16T03:34:57.577101Z",
+  "processing": {
+    "page_count": 99,
+    "billing_status": "charged",
+    "cost": {
+      "micro_dollars": 148500,
+      "credits": 0.1485
+    },
+    "timing": {
+      "started_at": "2026-06-16T03:29:57.593829+00:00",
+      "completed_at": "2026-06-16T03:34:57.538564+00:00",
+      "duration_ms": 299944
+    },
+    "stages": {
+      "timing_ms": {
+        "document.profile": 7552,
+        "pdf.extract.standard": 239927,
+        "toc.detect_range_llm": 1437,
+        "heading.hierarchy_llm_call": 17771,
+        "toc.parse_hierarchy_llm": 1267,
+        "md.detect_toc": 2774,
+        "heading.merge_pre_pass_llm": 2196,
+        "heading.hierarchy_llm": 16541,
+        "md.predict_headings": 20573,
+        "md.deferred_summaries": 27874,
+        "md.build_dataframe": 3,
+        "pdf.parse_md": 52091,
+        "document.cleanup_unreferenced_images": 3,
+        "document.compress_images": 0,
+        "worker.parse.document": 299579
+      },
+      "token_usage": {
+        "prompt_tokens": 15915,
+        "completion_tokens": 3407,
+        "total_tokens": 19322
+      }
+    }
+  },
+  "statistics": {
+    "total_chunks": 300,
+    "text_chunks": 226,
+    "image_chunks": 2,
+    "table_chunks": 72,
+    "total_pages": null
+  },
+  "HIERARCHY": {
+    "Root": {},
+    "PART I": {
+      "ITEM 1. BUSINESS": {
+        "Overview": {
+          "Access and Technology for Everyone": {},
+          "Making AI Helpful for Everyone": {},
+          "Moonshots": {},
+          "Privacy and Security": {},
+          "Google": {},
+          "Google Services": {
+            "Serving Our Users": {},
+            "How We Make Money": {},
+            "Google Cloud": {},
+            "Other Bets": {}
+          },
+          "Competition": {},
+          "Culture and Workforce": {},
+          "Government Regulation": {},
+          "Intellectual Property": {},
+          "Available Information": {}
+        }
+      },
+      "ITEM 1A. RISK FACTORS": {
+        "Risks Specific to our Company": {},
+        "Risks Related to our Industry": {},
+        "Risks Related to Laws, Regulations, and Policies": {},
+        "Risks Related to Ownership of Our Stock": {},
+        "General Risks": {}
+      },
+      "ITEM 1B. UNRESOLVED STAFF COMMENTS": {},
+      "ITEM 1C. CYBERSECURITY": {},
+      "ITEM 2. PROPERTIES": {},
+      "ITEM 3. LEGAL PROCEEDINGS": {},
+      "ITEM 4. MINE SAFETY DISCLOSURES": {}
+    },
+    "PART II": {
+      "Holders of Record": {},
+      "Dividend Program": {},
+      "Issuer Purchases of Equity Securities": {},
+      "Stock Performance Graphs": {
+        "COMPARISON OF CUMULATIVE 5-YEAR TOTAL RETURN\\* ALPHABET INC. CLASS A COMMON STOCK": {},
+        "COMPARISON OF CUMULATIVE 5-YEAR TOTAL RETURN\\* ALPHABET INC. CLASS C CAPITAL STOCK": {}
+      },
+      "ITEM 6. [Reserved]": {
+        "Understanding Alphabet's Financial Results": {},
+        "Trends in Our Business and Financial Effect": {},
+        "Revenues and Monetization Metrics": {
+          "Google Services": {
+            "Google Advertising": {},
+            "Google Subscriptions, Platforms, and Devices": {},
+            "Google Cloud": {},
+            "Other Bets": {}
+          }
+        },
+        "Costs and Expenses": {
+          "Cost of Revenues": {},
+          "Operating Expenses": {},
+          "Other Income (Expense), Net": {},
+          "Provision for Income Taxes": {}
+        },
+        "Executive Overview": {},
+        "Other Information:": {},
+        "Financial Results": {
+          "Revenues": {
+            "Google Services": {
+              "YouTube ads": {},
+              "Google Network": {}
+            },
+            "Monetization Metrics": {},
+            "Google Subscriptions, Platforms, and Devices": {},
+            "Google Cloud": {},
+            "Revenues by Geography": {}
+          }
+        },
+        "Costs and Expenses_2": {
+          "Cost of Revenues": {},
+          "Research and Development": {},
+          "Sales and Marketing": {},
+          "General and Administrative": {}
+        },
+        "Segment Profitability": {
+          "Google Services": {},
+          "Google Cloud": {},
+          "Other Bets": {},
+          "Other Income (Expense), Net": {},
+          "Provision for Income Taxes": {}
+        },
+        "Financial Condition": {
+          "Cash, Cash Equivalents, and Marketable Securities": {},
+          "Sources, Uses of Cash and Related Trends": {
+            "Cash Provided by Operating Activities": {},
+            "Cash Used in Investing Activities": {},
+            "Cash Used in Financing Activities": {}
+          },
+          "Liquidity and Material Cash Requirements": {},
+          "Capital Expenditures and Leases": {
+            "Capital Expenditures": {},
+            "Leases": {},
+            "Financing": {},
+            "Share Repurchase Program": {},
+            "Dividend Program": {},
+            "Accrued Legal and Regulatory": {},
+            "Taxes": {},
+            "Purchase Commitments and Other Contractual Obligations": {},
+            "Pending Acquisitions": {}
+          }
+        },
+        "Critical Accounting Estimates": {
+          "Fair Value Measurements of Non-Marketable Equity Securities": {},
+          "Property and Equipment": {},
+          "Income Taxes": {},
+          "Loss Contingencies": {}
+        }
+      },
+      "ITEM 7A. QUANTITATIVE AND QUALITATIVE DISCLOSURES ABOUT MARKET RISK": {
+        "Foreign Currency Exchange Risk": {},
+        "Interest Rate Risk": {},
+        "Equity Investment Risk": {}
+      },
+      "ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA": {
+        "INDEX TO CONSOLIDATED FINANCIAL STATEMENTS": {
+          "REPORT OF INDEPENDENT REGISTERED PUBLIC ACCOUNTING FIRM": {
+            "Opinion on the Financial Statements": {},
+            "Basis for Opinion": {},
+            "Critical Audit Matter": {}
+          },
+          "REPORT OF INDEPENDENT REGISTERED PUBLIC ACCOUNTING FIRM_2": {
+            "Opinion on Internal Control Over Financial Reporting": {},
+            "Basis for Opinion": {},
+            "Definition and Limitations of Internal Control Over Financial Reporting": {}
+          }
+        },
+        "Alphabet Inc. NOTES TO CONSOLIDATED FINANCIAL STATEMENTS": {
+          "Note 1. Summary of Significant Accounting Policies": {
+            "Nature of Operations": {},
+            "Basis of Consolidation": {},
+            "Use of Estimates": {},
+            "Revenue Recognition": {
+              "Google Advertising": {},
+              "Google Subscriptions, Platforms, and Devices": {},
+              "Google Cloud": {},
+              "Arrangements with Multiple Performance Obligations": {},
+              "Customer Incentives and Credits": {},
+              "Sales Commissions": {}
+            },
+            "Cost of Revenues": {},
+            "Software Development Costs": {},
+            "Stock-Based Compensation": {},
+            "Advertising and Promotional Expenses": {},
+            "Fair Value Measurements": {},
+            "Financial Instruments": {
+              "Credit Risks": {},
+              "Cash Equivalents": {},
+              "Marketable Securities": {},
+              "Non-Marketable Securities": {},
+              "Derivative Financial Instruments": {},
+              "Financial Guarantees": {},
+              "Accounts Receivable": {},
+              "Convertible Notes": {},
+              "Other": {}
+            },
+            "Impairment of Investments": {},
+            "Inventory": {},
+            "Variable Interest Entities": {},
+            "Property and Equipment": {},
+            "Goodwill": {},
+            "Leases": {},
+            "Impairment of Long-Lived Assets": {},
+            "Income Taxes": {},
+            "Business Combinations": {},
+            "Foreign Currency": {},
+            "Recently Issued Accounting Pronouncements Not Yet Adopted": {},
+            "Recently Adopted Accounting Pronouncements": {},
+            "Prior Period Reclassifications": {}
+          },
+          "Note 2. Revenues": {
+            "Disaggregated Revenues": {},
+            "Revenue Backlog": {},
+            "Deferred Revenues": {}
+          },
+          "Note 3. Financial Instruments": {
+            "Fair Value Measurements": {
+              "Investments Measured at Fair Value on a Recurring Basis": {},
+              "Investments Measured at Fair Value on a Nonrecurring Basis": {}
+            },
+            "Debt and Equity Securities": {
+              "Debt Securities": {},
+              "Non-marketable Securities": {},
+              "Gains and Losses on Equity Securities": {},
+              "Derivative Financial Instruments": {
+                "Cash Flow Hedges": {},
+                "Fair Value Hedges": {},
+                "Net Investment Hedges": {},
+                "Derivatives Not Designated as Hedging Instruments": {},
+                "Offsetting of Derivatives": {}
+              }
+            }
+          },
+          "Note 4. Leases": {},
+          "Note 5. Variable Interest Entities": {
+            "Consolidated VIEs": {},
+            "Unconsolidated VIEs": {}
+          },
+          "Note 6. Debt": {
+            "Short-Term Debt": {},
+            "Long-Term Debt": {},
+            "Credit Facility": {}
+          },
+          "Note 7. Supplemental Financial Statement Information": {
+            "Accounts Receivable": {},
+            "Property and Equipment, Net": {},
+            "Accrued Expenses and Other Current Liabilities": {},
+            "Accumulated Other Comprehensive Income (Loss)": {},
+            "Other Income (Expense), Net": {}
+          },
+          "Note 8. Acquisitions": {},
+          "Note 9. Goodwill": {},
+          "Note 10. Commitments and Contingencies": {
+            "Commitments": {},
+            "Financial Guarantees": {},
+            "Indemnifications": {},
+            "Legal Matters": {
+              "Antitrust Matters": {},
+              "Privacy Matters": {},
+              "Patent and Intellectual Property Claims": {},
+              "Other": {}
+            },
+            "Non-Income Taxes": {}
+          },
+          "Note 11. Stockholders' Equity": {
+            "Share Repurchases": {},
+            "Dividends": {}
+          },
+          "Note 12. Net Income Per Share": {},
+          "Note 13. Compensation Plans": {
+            "Stock Plans": {},
+            "Stock-Based Compensation": {},
+            "Stock-Based Award Activities": {}
+          },
+          "Note 14. Income Taxes": {
+            "Deferred Income Taxes": {},
+            "Uncertain Tax Positions": {}
+          },
+          "Note 15. Information about Segments and Geographic Areas": {},
+          "Note 16. Subsequent Event": {}
+        }
+      },
+      "ITEM 9A. CONTROLS AND PROCEDURES": {
+        "Evaluation of Disclosure Controls and Procedures": {},
+        "Changes in Internal Control over Financial Reporting": {},
+        "Management's Report on Internal Control over Financial Reporting": {},
+        "Limitations on Effectiveness of Controls and Procedures": {}
+      },
+      "ITEM 9B. OTHER INFORMATION": {},
+      "ITEM 9C. DISCLOSURE REGARDING FOREIGN JURISDICTIONS THAT PREVENT INSPECTIONS": {}
+    },
+    "PART III": {
+      "ITEM 10. DIRECTORS, EXECUTIVE OFFICERS, AND CORPORATE GOVERNANCE": {},
+      "ITEM 11. EXECUTIVE COMPENSATION": {},
+      "ITEM 13. CERTAIN RELATIONSHIPS AND RELATED TRANSACTIONS, AND DIRECTOR INDEPENDENCE": {},
+      "ITEM 14. PRINCIPAL ACCOUNTANT FEES AND SERVICES": {}
+    },
+    "PART IV": {
+      "ITEM 15. EXHIBITS, FINANCIAL STATEMENT SCHEDULES": {
+        "1. Consolidated Financial Statements": {},
+        "2. Financial Statement Schedules": {},
+        "3. Exhibits": {}
+      },
+      "ITEM 16. FORM 10-K SUMMARY": {},
+      "SIGNATURES": {},
+      "POWER OF ATTORNEY": {}
+    }
+  }
+}
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-0 Stock & Note Listings.html b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-0 Stock & Note Listings.html
new file mode 100644
index 000000000..59ced0ad2
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-0 Stock & Note Listings.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td>Title of each class</td><td>Trading Symbol(s)</td><td>Name of each exchange on which registered</td></tr><tr><td>Class A Common Stock, $0.001 par value</td><td>GOOGL</td><td>Nasdaq Stock Market LLC(Nasdaq Global Select Market)</td></tr><tr><td>Class C Capital Stock, $0.001 par value</td><td>GOOG</td><td>Nasdaq Stock Market LLC(Nasdaq Global Select Market)</td></tr><tr><td>2.375% Senior Notes due 2028</td><td>—</td><td>Nasdaq Stock Market LLC</td></tr><tr><td>2.500% Senior Notes due 2029</td><td>—</td><td>Nasdaq Stock Market LLC</td></tr><tr><td>2.875% Senior Notes due 2031</td><td>—</td><td>Nasdaq Stock Market LLC</td></tr><tr><td>3.000% Senior Notes due 2033</td><td>—</td><td>Nasdaq Stock Market LLC</td></tr><tr><td>3.125% Senior Notes due 2034</td><td>—</td><td>Nasdaq Stock Market LLC</td></tr><tr><td>3.375% Senior Notes due 2037</td><td>—</td><td>Nasdaq Stock Market LLC</td></tr><tr><td>3.500% Senior Notes due 2038</td><td>—</td><td>Nasdaq Stock Market LLC</td></tr><tr><td>4.000% Senior Notes due 2044</td><td>—</td><td>Nasdaq Stock Market LLC</td></tr><tr><td>3.875% Senior Notes due 2045</td><td>—</td><td>Nasdaq Stock Market LLC</td></tr><tr><td>4.000% Senior Notes due 2054</td><td>—</td><td>Nasdaq Stock Market LLC</td></tr><tr><td>4.375% Senior Notes due 2064</td><td>—</td><td>Nasdaq Stock Market LLC</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-1 Filer Status.html b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-1 Filer Status.html
new file mode 100644
index 000000000..e3c5a6745
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-1 Filer Status.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td>Large accelerated filer</td><td>☒</td><td>Accelerated filer</td><td>☐</td></tr><tr><td>Non-accelerated filer</td><td>☐</td><td>Smaller reporting company</td><td>☐</td></tr><tr><td>Emerging growth company</td><td>☐</td><td></td><td></td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-10 R&D Expenses.html b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-10 R&D Expenses.html
new file mode 100644
index 000000000..cfa884632
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-10 R&D Expenses.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td></td><td colspan="2">Year Ended December 31,</td></tr><tr><td></td><td>2024</td><td>2025</td></tr><tr><td>Research and development expenses</td><td>$ 49,326</td><td>$ 61,087</td></tr><tr><td>Research and development expenses as a percentage of revenues</td><td>14 %</td><td>15 %</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-11 Sales Expenses.html b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-11 Sales Expenses.html
new file mode 100644
index 000000000..63ad1199c
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-11 Sales Expenses.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td></td><td colspan="2">Year Ended December 31,</td></tr><tr><td></td><td>2024</td><td>2025</td></tr><tr><td>Sales and marketing expenses</td><td>$ 27,808</td><td>$ 28,693</td></tr><tr><td>Sales and marketing expenses as a percentage of revenues</td><td>8 %</td><td>7 %</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-12 Expense Analysis.html b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-12 Expense Analysis.html
new file mode 100644
index 000000000..fc4a86baa
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-12 Expense Analysis.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td></td><td colspan="2">Year Ended December 31,</td></tr><tr><td></td><td>2024</td><td>2025</td></tr><tr><td>General and administrative expenses</td><td>$ 14,188</td><td>$ 21,482</td></tr><tr><td>General and administrative expenses as a percentage of revenues</td><td>4 %</td><td>5 %</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-13 Alphabet Income.html b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-13 Alphabet Income.html
new file mode 100644
index 000000000..868a6d8c0
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-13 Alphabet Income.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="2"></td><td colspan="2">Year Ended December 31,</td></tr><tr><td>2024</td><td>2025</td></tr><tr><td>Operating income (loss):</td><td></td><td></td></tr><tr><td>Google Services</td><td>$ 121,263</td><td>$ 139,404</td></tr><tr><td>Google Cloud</td><td>6,112</td><td>13,910</td></tr><tr><td>Other Bets</td><td>(4,444)</td><td>(7,515)</td></tr><tr><td>Alphabet-level activities(1)</td><td>(10,541)</td><td>(16,760)</td></tr><tr><td>Total income from operations</td><td>$ 112,390</td><td>$ 129,039</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-14 Other Income_Expense.html b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-14 Other Income_Expense.html
new file mode 100644
index 000000000..bb31c5283
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-14 Other Income_Expense.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="2"></td><td colspan="2">Year Ended December 31,</td></tr><tr><td>2024</td><td>2025</td></tr><tr><td>Interest income</td><td>$ 4,482</td><td>$ 4,337</td></tr><tr><td>Interest expense</td><td>(268)</td><td>(736)</td></tr><tr><td>Foreign currency exchange gain (loss), net</td><td>(409)</td><td>(382)</td></tr><tr><td>Gain (loss) on debt securities, net</td><td>(1,043)</td><td>540</td></tr><tr><td>Gain (loss) on equity securities, net</td><td>3,714</td><td>24,080</td></tr><tr><td>Income (loss) and impairment from equity method investments, net</td><td>(188)</td><td>281</td></tr><tr><td>Other</td><td>1,137</td><td>1,667</td></tr><tr><td>Other income (expense), net</td><td>$ 7,425</td><td>$ 29,787</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-15 Tax Data Table.html b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-15 Tax Data Table.html
new file mode 100644
index 000000000..bcd3f80a7
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-15 Tax Data Table.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td></td><td colspan="2">Year Ended December 31,</td></tr><tr><td></td><td>2024</td><td>2025</td></tr><tr><td>Income before provision for income taxes</td><td>$ 119,815</td><td>$ 158,826</td></tr><tr><td>Provision for income taxes</td><td>$ 19,697</td><td>$ 26,656</td></tr><tr><td>Effective tax rate</td><td>16.4 %</td><td>16.8 %</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-16 Cash Flow Table.html b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-16 Cash Flow Table.html
new file mode 100644
index 000000000..c287eedea
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-16 Cash Flow Table.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td></td><td colspan="2">Year Ended December 31,</td></tr><tr><td></td><td>2024</td><td>2025</td></tr><tr><td>Net cash provided by operating activities</td><td>$ 125,299</td><td>$ 164,713</td></tr><tr><td>Net cash used in investing activities</td><td>$ (45,536)</td><td>$ (120,291)</td></tr><tr><td>Net cash used in financing activities</td><td>$ (79,733)</td><td>$ (37,388)</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-17 Foreign Currency Risk.html b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-17 Foreign Currency Risk.html
new file mode 100644
index 000000000..330a135df
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-17 Foreign Currency Risk.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="2"></td><td rowspan="2">Impact</td><td colspan="2">As of December 31,</td></tr><tr><td>2024</td><td>2025</td></tr><tr><td>Foreign currency risk</td><td></td><td></td><td></td></tr><tr><td>Foreign denominated monetary assets and liabilities(1)</td><td>OI&amp;E</td><td>$ 135</td><td>$ 671</td></tr><tr><td>Cash flow hedges of foreign currency revenue(2)</td><td>AOCI</td><td>$ 1,627</td><td>$ 2,096</td></tr><tr><td>Net investment hedges of investments in foreign subsidiaries(3)</td><td>AOCI</td><td>$ 660</td><td>$ 2,942</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-18 Interest Rate Risk.html b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-18 Interest Rate Risk.html
new file mode 100644
index 000000000..2c826b330
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-18 Interest Rate Risk.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="2"></td><td colspan="2">As of December 31,</td><td colspan="2">12-Month Average As of December 31,</td></tr><tr><td>2024</td><td>2025</td><td>2024</td><td>2025</td></tr><tr><td>Risk category - interest rate</td><td>$ 208</td><td>$ 162</td><td>$ 230</td><td>$ 184</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-19 Financial Index.html b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-19 Financial Index.html
new file mode 100644
index 000000000..3007ebe4e
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-19 Financial Index.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td></td><td>Page</td></tr><tr><td>Reports of Independent Registered Public Accounting Firm (PCAOB ID: 42)</td><td>45</td></tr><tr><td>Financial Statements:</td><td></td></tr><tr><td>Consolidated Balance Sheets</td><td>48</td></tr><tr><td>Consolidated Statements of Income</td><td>49</td></tr><tr><td>Consolidated Statements of Comprehensive Income</td><td>50</td></tr><tr><td>Consolidated Statements of Stockholders’ Equity</td><td>51</td></tr><tr><td>Consolidated Statements of Cash Flows</td><td>52</td></tr><tr><td>Notes to Consolidated Financial Statements</td><td>53</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-2 Share Repurchase.html b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-2 Share Repurchase.html
new file mode 100644
index 000000000..cbc7b2a2e
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-2 Share Repurchase.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td>Period</td><td>Total Number of Class A Shares Purchased (in thousands)(1)</td><td>Total Number of Class C Shares Purchased (in thousands)(1)</td><td>Average Price Paid per Class A Share(2)</td><td>Average Price Paid per Class C Share(2)</td><td>Total Number of Shares Purchased as Part of Publicly Announced Programs (in thousands)(1)</td><td>Approximate Dollar Value of Shares that May Yet Be Purchased Under the Program (in millions)</td></tr><tr><td>October 1 - 31</td><td>841</td><td>13,305</td><td>$ 253.20</td><td>$ 255.03</td><td>14,146</td><td>$ 71,231</td></tr><tr><td>November 1 - 30</td><td>209</td><td>5,885</td><td>$ 286.00</td><td>$ 281.46</td><td>6,094</td><td>$ 69,503</td></tr><tr><td>December 1 - 31</td><td>0</td><td>0</td><td>$ 0.00</td><td>$ 0.00</td><td>0</td><td>$ 69,503</td></tr><tr><td>Total</td><td>1,050</td><td>19,190</td><td></td><td></td><td>20,240</td><td></td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-20 Loss Contingencies.html b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-20 Loss Contingencies.html
new file mode 100644
index 000000000..188c3231c
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-20 Loss Contingencies.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td>Description of the Matter</td><td>The Company is subject to claims, lawsuits, regulatory and government inquiries and investigations, other proceedings, and consent orders. As described in Note 10 to the consolidated financial statements, such claims, lawsuits, regulatory and government inquiries and investigations, other proceedings, and consent orders could result in adverse consequences.Significant judgment is required to determine both the likelihood and the estimated amount of a loss related to such matters. Auditing management’s accounting for and disclosure of loss contingencies from these matters involved challenging and subjective auditor judgment in assessing the Company’s evaluation of the probability of a loss, and the estimated amount or range of loss.</td></tr><tr><td>How We Addressed the Matter in Our Audit</td><td>We tested relevant controls over the identified risks associated with management’s accounting for and disclosure of these matters. This included controls over management’s assessment of the probability of incurrence of a loss and whether the loss or range of loss was reasonably estimable and the development of related disclosures.Our audit procedures included, among others, gaining an understanding of previous rulings and the status of ongoing lawsuits, reviewing letters from internal and external legal counsel addressing the matters, meeting with internal legal counsel to discuss the allegations, and obtaining a representation letter from management on these matters. We also evaluated the Company’s disclosures in relation to these matters.</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-21 Balance Sheet.html b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-21 Balance Sheet.html
new file mode 100644
index 000000000..ddd4da740
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-21 Balance Sheet.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="2"></td><td colspan="2">As of December 31,</td></tr><tr><td>2024</td><td>2025</td></tr><tr><td colspan="3">Assets</td></tr><tr><td colspan="3">Current assets:</td></tr><tr><td>Cash and cash equivalents</td><td>$ 23,466</td><td>$ 30,708</td></tr><tr><td>Marketable securities</td><td>72,191</td><td>96,135</td></tr><tr><td>Total cash, cash equivalents, and marketable securities</td><td>95,657</td><td>126,843</td></tr><tr><td>Accounts receivable, net</td><td>52,340</td><td>62,886</td></tr><tr><td>Other current assets</td><td>15,714</td><td>16,309</td></tr><tr><td>Total current assets</td><td>163,711</td><td>206,038</td></tr><tr><td>Non-marketable securities</td><td>37,982</td><td>68,687</td></tr><tr><td>Deferred income taxes</td><td>17,180</td><td>9,113</td></tr><tr><td>Property and equipment, net</td><td>171,036</td><td>246,597</td></tr><tr><td>Operating lease assets</td><td>13,588</td><td>15,221</td></tr><tr><td>Goodwill</td><td>31,885</td><td>33,380</td></tr><tr><td>Other non-current assets</td><td>14,874</td><td>16,245</td></tr><tr><td>Total assets</td><td>$ 450,256</td><td>$ 595,281</td></tr><tr><td colspan="3">Liabilities and Stockholders’ Equity</td></tr><tr><td colspan="3">Current liabilities:</td></tr><tr><td>Accounts payable</td><td>$ 7,987</td><td>$ 12,200</td></tr><tr><td>Accrued compensation and benefits</td><td>15,069</td><td>17,546</td></tr><tr><td>Accrued expenses and other current liabilities</td><td>51,228</td><td>55,557</td></tr><tr><td>Accrued revenue share</td><td>9,802</td><td>10,864</td></tr><tr><td>Deferred revenue</td><td>5,036</td><td>6,578</td></tr><tr><td>Total current liabilities</td><td>89,122</td><td>102,745</td></tr><tr><td>Long-term debt</td><td>10,883</td><td>46,547</td></tr><tr><td>Income taxes payable, non-current</td><td>8,782</td><td>9,531</td></tr><tr><td>Operating lease liabilities</td><td>11,691</td><td>12,744</td></tr><tr><td>Other long-term liabilities</td><td>4,694</td><td>8,449</td></tr><tr><td>Total liabilities</td><td>125,172</td><td>180,016</td></tr><tr><td colspan="3">Commitments and Contingencies (Note 10)</td></tr><tr><td colspan="3">Stockholders’ equity:</td></tr><tr><td>Preferred stock, $0.001 par value per share, 100 shares authorized; no shares issued and outstanding</td><td>0</td><td>0</td></tr><tr><td>Class A, Class B, and Class C stock and additional paid-in capital, $0.001 par value per share: 300,000 shares authorized (Class A 180,000, Class B 60,000, Class C 60,000); 12,211 (Class A 5,835, Class B 861, Class C 5,515) and 12,088 (Class A 5,822, Class B 837, Class C 5,429) shares issued and outstanding</td><td>84,800</td><td>93,126</td></tr><tr><td>Accumulated other comprehensive income (loss)</td><td>(4,800)</td><td>(1,916)</td></tr><tr><td>Retained earnings</td><td>245,084</td><td>324,055</td></tr><tr><td>Total stockholders’ equity</td><td>325,084</td><td>415,265</td></tr><tr><td>Total liabilities and stockholders’ equity</td><td>$ 450,256</td><td>$ 595,281</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-22 Financial Data.html b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-22 Financial Data.html
new file mode 100644
index 000000000..5d4bee350
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-22 Financial Data.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="2"></td><td colspan="3">Year Ended December 31,</td></tr><tr><td>2023</td><td>2024</td><td>2025</td></tr><tr><td>Revenues</td><td>$ 307,394</td><td>$ 350,018</td><td>$ 402,836</td></tr><tr><td>Costs and expenses:</td><td></td><td></td><td></td></tr><tr><td>Cost of revenues</td><td>133,332</td><td>146,306</td><td>162,535</td></tr><tr><td>Research and development</td><td>45,427</td><td>49,326</td><td>61,087</td></tr><tr><td>Sales and marketing</td><td>27,917</td><td>27,808</td><td>28,693</td></tr><tr><td>General and administrative</td><td>16,425</td><td>14,188</td><td>21,482</td></tr><tr><td>Total costs and expenses</td><td>223,101</td><td>237,628</td><td>273,797</td></tr><tr><td>Income from operations</td><td>84,293</td><td>112,390</td><td>129,039</td></tr><tr><td>Other income (expense), net</td><td>1,424</td><td>7,425</td><td>29,787</td></tr><tr><td>Income before income taxes</td><td>85,717</td><td>119,815</td><td>158,826</td></tr><tr><td>Provision for income taxes</td><td>11,922</td><td>19,697</td><td>26,656</td></tr><tr><td>Net income</td><td>$ 73,795</td><td>$ 100,118</td><td>$ 132,170</td></tr><tr><td>Basic net income per share (Note 12)</td><td>$ 5.84</td><td>$ 8.13</td><td>$ 10.91</td></tr><tr><td>Diluted net income per share (Note 12)</td><td>$ 5.80</td><td>$ 8.04</td><td>$ 10.81</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-23 Comprehensive Income.html b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-23 Comprehensive Income.html
new file mode 100644
index 000000000..7164d268e
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-23 Comprehensive Income.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="2"></td><td colspan="3">Year Ended December 31,</td></tr><tr><td>2023</td><td>2024</td><td>2025</td></tr><tr><td>Net income</td><td>$ 73,795</td><td>$ 100,118</td><td>$ 132,170</td></tr><tr><td>Other comprehensive income (loss):</td><td></td><td></td><td></td></tr><tr><td>Change in foreign currency translation adjustment, net of income tax benefit (expense) of $63, $(49) and $180</td><td>735</td><td>(1,673)</td><td>2,522</td></tr><tr><td>Available-for-sale investments:</td><td></td><td></td><td></td></tr><tr><td>Change in net unrealized gains (losses)</td><td>1,344</td><td>(116)</td><td>1,146</td></tr><tr><td>Less: reclassification adjustment for net (gains) losses included in net income</td><td>1,168</td><td>782</td><td>(169)</td></tr><tr><td>Net change, net of income tax benefit (expense) of $(698), $(190), and $(276)</td><td>2,512</td><td>666</td><td>977</td></tr><tr><td>Cash flow hedges:</td><td></td><td></td><td></td></tr><tr><td>Change in net unrealized gains (losses)</td><td>168</td><td>775</td><td>(779)</td></tr><tr><td>Less: reclassification adjustment for net (gains) losses included in net income</td><td>(214)</td><td>(166)</td><td>164</td></tr><tr><td>Net change, net of income tax benefit (expense) of $2, $(151), and $174</td><td>(46)</td><td>609</td><td>(615)</td></tr><tr><td>Other comprehensive income (loss)</td><td>3,201</td><td>(398)</td><td>2,884</td></tr><tr><td>Comprehensive income</td><td>$ 76,996</td><td>$ 99,720</td><td>$ 135,054</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-24 Stockholders' Equity.html b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-24 Stockholders' Equity.html
new file mode 100644
index 000000000..cf84b5ed6
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-24 Stockholders' Equity.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="2"></td><td colspan="2">Class A, Class B, Class C Stock and Additional Paid-In Capital</td><td rowspan="2">Accumulated Other Comprehensive Income (Loss)</td><td rowspan="2">Retained Earnings</td><td rowspan="2">Total Stockholders&#x27; Equity</td></tr><tr><td>Shares</td><td>Amount</td></tr><tr><td>Balance as of December 31, 2022</td><td>12,849</td><td>$ 68,184</td><td>$ (7,603)</td><td>$ 195,563</td><td>$ 256,144</td></tr><tr><td>Stock issued</td><td>139</td><td>0</td><td>0</td><td>0</td><td>0</td></tr><tr><td>Stock-based compensation</td><td>0</td><td>22,578</td><td>0</td><td>0</td><td>22,578</td></tr><tr><td>Tax withholding related to vesting of restricted stock units and other</td><td>0</td><td>(10,164)</td><td>0</td><td>9</td><td>(10,155)</td></tr><tr><td>Repurchases of stock</td><td>(528)</td><td>(4,064)</td><td>0</td><td>(58,120)</td><td>(62,184)</td></tr><tr><td>Net income</td><td>0</td><td>0</td><td>0</td><td>73,795</td><td>73,795</td></tr><tr><td>Other comprehensive income (loss)</td><td>0</td><td>0</td><td>3,201</td><td>0</td><td>3,201</td></tr><tr><td>Balance as of December 31, 2023</td><td>12,460</td><td>76,534</td><td>(4,402)</td><td>211,247</td><td>283,379</td></tr><tr><td>Stock issued</td><td>130</td><td>0</td><td>0</td><td>0</td><td>0</td></tr><tr><td>Stock-based compensation</td><td>0</td><td>22,937</td><td>0</td><td>0</td><td>22,937</td></tr><tr><td>Tax withholding related to vesting of restricted stock units and other</td><td>0</td><td>(12,507)</td><td>0</td><td>(16)</td><td>(12,523)</td></tr><tr><td>Repurchases of stock</td><td>(379)</td><td>(3,359)</td><td>0</td><td>(58,688)</td><td>(62,047)</td></tr><tr><td>Dividends and dividend equivalents declared ($0.60 per share)</td><td>0</td><td>41</td><td>0</td><td>(7,577)</td><td>(7,536)</td></tr><tr><td>Sale of interest in consolidated entities</td><td>0</td><td>1,154</td><td>0</td><td>0</td><td>1,154</td></tr><tr><td>Net income</td><td>0</td><td>0</td><td>0</td><td>100,118</td><td>100,118</td></tr><tr><td>Other comprehensive income (loss)</td><td>0</td><td>0</td><td>(398)</td><td>0</td><td>(398)</td></tr><tr><td>Balance as of December 31, 2024</td><td>12,211</td><td>84,800</td><td>(4,800)</td><td>245,084</td><td>325,084</td></tr><tr><td>Stock issued</td><td>117</td><td>0</td><td>0</td><td>0</td><td>0</td></tr><tr><td>Stock-based compensation</td><td>0</td><td>25,130</td><td>0</td><td>0</td><td>25,130</td></tr><tr><td>Tax withholding related to vesting of restricted stock units and other</td><td>0</td><td>(14,842)</td><td>0</td><td>0</td><td>(14,842)</td></tr><tr><td>Repurchases of stock</td><td>(240)</td><td>(2,514)</td><td>0</td><td>(42,884)</td><td>(45,398)</td></tr><tr><td>Dividends and dividend equivalents declared ($0.83 per share)</td><td>0</td><td>152</td><td>0</td><td>(10,315)</td><td>(10,163)</td></tr><tr><td>Sale of interest in consolidated entities</td><td>0</td><td>400</td><td>0</td><td>0</td><td>400</td></tr><tr><td>Net income</td><td>0</td><td>0</td><td>0</td><td>132,170</td><td>132,170</td></tr><tr><td>Other comprehensive income (loss)</td><td>0</td><td>0</td><td>2,884</td><td>0</td><td>2,884</td></tr><tr><td>Balance as of December 31, 2025</td><td>12,088</td><td>$ 93,126</td><td>$ (1,916)</td><td>$ 324,055</td><td>$ 415,265</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-25 Cash Flow Statement.html b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-25 Cash Flow Statement.html
new file mode 100644
index 000000000..138e6818a
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-25 Cash Flow Statement.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="2"></td><td colspan="3">Year Ended December 31,</td></tr><tr><td>2023</td><td>2024</td><td>2025</td></tr><tr><td>Operating activities</td><td></td><td></td><td></td></tr><tr><td>Net income</td><td>$ 73,795</td><td>$ 100,118</td><td>$ 132,170</td></tr><tr><td>Adjustments:</td><td></td><td></td><td></td></tr><tr><td>Depreciation of property and equipment</td><td>11,946</td><td>15,311</td><td>21,136</td></tr><tr><td>Stock-based compensation expense</td><td>22,460</td><td>22,785</td><td>24,953</td></tr><tr><td>Deferred income taxes</td><td>(7,763)</td><td>(5,257)</td><td>8,348</td></tr><tr><td>Loss (gain) on debt and equity securities, net</td><td>823</td><td>(2,671)</td><td>(24,620)</td></tr><tr><td>Other</td><td>4,330</td><td>3,419</td><td>2,108</td></tr><tr><td>Changes in assets and liabilities, net of effects of acquisitions:</td><td></td><td></td><td></td></tr><tr><td>Accounts receivable, net</td><td>(7,833)</td><td>(5,891)</td><td>(8,779)</td></tr><tr><td>Income taxes, net</td><td>523</td><td>(2,418)</td><td>(3,226)</td></tr><tr><td>Other assets</td><td>(2,143)</td><td>(1,397)</td><td>(4,542)</td></tr><tr><td>Accounts payable</td><td>664</td><td>359</td><td>907</td></tr><tr><td>Accrued expenses and other liabilities</td><td>3,937</td><td>(1,161)</td><td>12,939</td></tr><tr><td>Accrued revenue share</td><td>482</td><td>1,059</td><td>899</td></tr><tr><td>Deferred revenue</td><td>525</td><td>1,043</td><td>2,420</td></tr><tr><td>Net cash provided by operating activities</td><td>101,746</td><td>125,299</td><td>164,713</td></tr><tr><td>Investing activities</td><td></td><td></td><td></td></tr><tr><td>Purchases of property and equipment</td><td>(32,251)</td><td>(52,535)</td><td>(91,447)</td></tr><tr><td>Purchases of marketable securities</td><td>(77,858)</td><td>(86,679)</td><td>(103,773)</td></tr><tr><td>Maturities and sales of marketable securities</td><td>86,672</td><td>103,428</td><td>83,240</td></tr><tr><td>Purchases of non-marketable securities</td><td>(3,027)</td><td>(5,034)</td><td>(5,716)</td></tr><tr><td>Maturities and sales of non-marketable securities</td><td>947</td><td>882</td><td>1,367</td></tr><tr><td>Acquisitions, net of cash acquired, and purchases of intangible assets</td><td>(495)</td><td>(2,931)</td><td>(1,592)</td></tr><tr><td>Other investing activities</td><td>(1,051)</td><td>(2,667)</td><td>(2,370)</td></tr><tr><td>Net cash used in investing activities</td><td>(27,063)</td><td>(45,536)</td><td>(120,291)</td></tr><tr><td>Financing activities</td><td></td><td></td><td></td></tr><tr><td>Net payments related to stock-based award activities</td><td>(9,837)</td><td>(12,190)</td><td>(14,167)</td></tr><tr><td>Repurchases of stock</td><td>(61,504)</td><td>(62,222)</td><td>(45,709)</td></tr><tr><td>Dividend payments</td><td>0</td><td>(7,363)</td><td>(10,049)</td></tr><tr><td>Proceeds from issuance of debt, net of costs</td><td>10,790</td><td>13,589</td><td>64,564</td></tr><tr><td>Repayments of debt</td><td>(11,550)</td><td>(12,701)</td><td>(32,427)</td></tr><tr><td>Proceeds from sale of interest in consolidated entities, net</td><td>8</td><td>1,154</td><td>400</td></tr><tr><td>Net cash used in financing activities</td><td>(72,093)</td><td>(79,733)</td><td>(37,388)</td></tr><tr><td>Effect of exchange rate changes on cash and cash equivalents</td><td>(421)</td><td>(612)</td><td>208</td></tr><tr><td>Net increase (decrease) in cash and cash equivalents</td><td>2,169</td><td>(582)</td><td>7,242</td></tr><tr><td>Cash and cash equivalents at beginning of period</td><td>21,879</td><td>24,048</td><td>23,466</td></tr><tr><td>Cash and cash equivalents at end of period</td><td>$ 24,048</td><td>$ 23,466</td><td>$ 30,708</td></tr><tr><td>Supplemental disclosures of non-cash investing activities:</td><td></td><td></td><td></td></tr><tr><td>Purchases of property and equipment included in accrued liabilities and accounts payable</td><td>$ 7,435</td><td>$ 10,326</td><td>$ 15,090</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-26 Google Revenue.html b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-26 Google Revenue.html
new file mode 100644
index 000000000..09a64affb
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-26 Google Revenue.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="2"></td><td colspan="3">Year Ended December 31,</td></tr><tr><td>2023</td><td>2024</td><td>2025</td></tr><tr><td>Google Search &amp; other</td><td>$ 175,033</td><td>$ 198,084</td><td>$ 224,532</td></tr><tr><td>YouTube ads</td><td>31,510</td><td>36,147</td><td>40,367</td></tr><tr><td>Google Network</td><td>31,312</td><td>30,359</td><td>29,792</td></tr><tr><td>Google advertising</td><td>237,855</td><td>264,590</td><td>294,691</td></tr><tr><td>Google subscriptions, platforms, and devices</td><td>34,688</td><td>40,340</td><td>48,030</td></tr><tr><td>Google Services total</td><td>272,543</td><td>304,930</td><td>342,721</td></tr><tr><td>Google Cloud</td><td>33,088</td><td>43,229</td><td>58,705</td></tr><tr><td>Other Bets</td><td>1,527</td><td>1,648</td><td>1,537</td></tr><tr><td>Hedging gains (losses)</td><td>236</td><td>211</td><td>(127)</td></tr><tr><td>Total revenues</td><td>$ 307,394</td><td>$ 350,018</td><td>$ 402,836</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-27 Revenue Breakdown.html b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-27 Revenue Breakdown.html
new file mode 100644
index 000000000..8a8a7aace
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-27 Revenue Breakdown.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="2"></td><td colspan="6">Year Ended December 31,</td></tr><tr><td colspan="2">2023</td><td colspan="2">2024</td><td colspan="2">2025</td></tr><tr><td>United States</td><td>$ 146,286</td><td>47 %</td><td>$ 170,447</td><td>49 %</td><td>$ 194,229</td><td>48 %</td></tr><tr><td> $EMEA^{(1)}$ </td><td>91,038</td><td>30</td><td>102,127</td><td>29</td><td>117,152</td><td>29</td></tr><tr><td> $APAC^{(1)}$ </td><td>51,514</td><td>17</td><td>56,815</td><td>16</td><td>67,680</td><td>17</td></tr><tr><td>Other  $Americas^{(1)}$ </td><td>18,320</td><td>6</td><td>20,418</td><td>6</td><td>23,902</td><td>6</td></tr><tr><td>Hedging gains (losses)</td><td>236</td><td>0</td><td>211</td><td>0</td><td>(127)</td><td>0</td></tr><tr><td>Total revenues</td><td>$ 307,394</td><td>100 %</td><td>$ 350,018</td><td>100 %</td><td>$ 402,836</td><td>100 %</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-28 Fair Value Table.html b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-28 Fair Value Table.html
new file mode 100644
index 000000000..56b10df24
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-28 Fair Value Table.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="2"></td><td colspan="3">As of December 31, 2024</td></tr><tr><td>Quoted Prices in Active Markets for Identical Assets (Level 1)</td><td>Significant Other Observable Inputs (Level 2)</td><td>Total</td></tr><tr><td>Cash</td><td></td><td></td><td>$ 12,407</td></tr><tr><td>Cash equivalents:</td><td></td><td></td><td></td></tr><tr><td>Money market funds</td><td>$ 8,154</td><td>$ 0</td><td>$ 8,154</td></tr><tr><td>Time deposits</td><td>0</td><td>2,081</td><td>2,081</td></tr><tr><td>Government bonds</td><td>0</td><td>746</td><td>746</td></tr><tr><td>Corporate debt securities</td><td>0</td><td>78</td><td>78</td></tr><tr><td>Total cash and cash equivalents</td><td>8,154</td><td>2,905</td><td>23,466</td></tr><tr><td>Marketable securities:</td><td></td><td></td><td></td></tr><tr><td>Marketable equity  $securities^{(1)}$ </td><td>4,708</td><td>105</td><td>4,813</td></tr><tr><td>Time deposits</td><td>0</td><td>136</td><td>136</td></tr><tr><td>Government bonds</td><td>0</td><td>28,709</td><td>28,709</td></tr><tr><td>Corporate debt securities</td><td>0</td><td>21,116</td><td>21,116</td></tr><tr><td>Mortgage-backed and asset-backed securities</td><td>0</td><td>17,417</td><td>17,417</td></tr><tr><td>Total marketable securities</td><td>4,708</td><td>67,483</td><td>72,191</td></tr><tr><td>Total</td><td>$ 12,862</td><td>$ 70,388</td><td>$ 95,657</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-29 Fair Value Table.html b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-29 Fair Value Table.html
new file mode 100644
index 000000000..a993d018e
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-29 Fair Value Table.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="2"></td><td colspan="3">As of December 31, 2025</td></tr><tr><td>Quoted Prices in Active Markets for Identical Assets (Level 1)</td><td>Significant Other Observable Inputs (Level 2)</td><td>Total</td></tr><tr><td>Cash</td><td></td><td></td><td>$ 15,305</td></tr><tr><td>Cash equivalents:</td><td></td><td></td><td></td></tr><tr><td>Money market funds</td><td>$ 11,349</td><td>$ 0</td><td>$ 11,349</td></tr><tr><td>Time deposits</td><td>0</td><td>3,353</td><td>3,353</td></tr><tr><td>Government bonds</td><td>0</td><td>602</td><td>602</td></tr><tr><td>Corporate debt securities</td><td>0</td><td>99</td><td>99</td></tr><tr><td>Total cash and cash equivalents</td><td>11,349</td><td>4,054</td><td>30,708</td></tr><tr><td>Marketable securities:</td><td></td><td></td><td></td></tr><tr><td>Marketable equity securities</td><td>4,402</td><td>1,911</td><td>6,313</td></tr><tr><td>Time deposits</td><td>0</td><td>0</td><td>0</td></tr><tr><td>Government bonds</td><td>0</td><td>50,549</td><td>50,549</td></tr><tr><td>Corporate debt securities</td><td>0</td><td>21,565</td><td>21,565</td></tr><tr><td>Mortgage-backed and asset-backed securities</td><td>0</td><td>17,708</td><td>17,708</td></tr><tr><td>Total marketable securities</td><td>4,402</td><td>91,733</td><td>96,135</td></tr><tr><td>Total</td><td>$ 15,751</td><td>$ 95,787</td><td>$ 126,843</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-3 Alphabet Stock vs Indexes.html b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-3 Alphabet Stock vs Indexes.html
new file mode 100644
index 000000000..257ac772a
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-3 Alphabet Stock vs Indexes.html	
@@ -0,0 +1,160 @@
+<table border='1' border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>Date</th>
+      <th>Alphabet Inc. Class A</th>
+      <th>S&amp;P 500</th>
+      <th>NASDAQ Composite</th>
+      <th>RDG Internet Composite</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>12/20</td>
+      <td>$100</td>
+      <td>$100</td>
+      <td>$100</td>
+      <td>$100</td>
+    </tr>
+    <tr>
+      <td>3/21</td>
+      <td>$120</td>
+      <td>$110</td>
+      <td>$110</td>
+      <td>$105</td>
+    </tr>
+    <tr>
+      <td>6/21</td>
+      <td>$140</td>
+      <td>$115</td>
+      <td>$115</td>
+      <td>$110</td>
+    </tr>
+    <tr>
+      <td>9/21</td>
+      <td>$150</td>
+      <td>$120</td>
+      <td>$120</td>
+      <td>$105</td>
+    </tr>
+    <tr>
+      <td>12/21</td>
+      <td>$165</td>
+      <td>$130</td>
+      <td>$125</td>
+      <td>$100</td>
+    </tr>
+    <tr>
+      <td>3/22</td>
+      <td>$160</td>
+      <td>$125</td>
+      <td>$120</td>
+      <td>$95</td>
+    </tr>
+    <tr>
+      <td>6/22</td>
+      <td>$140</td>
+      <td>$110</td>
+      <td>$105</td>
+      <td>$85</td>
+    </tr>
+    <tr>
+      <td>9/22</td>
+      <td>$120</td>
+      <td>$100</td>
+      <td>$95</td>
+      <td>$75</td>
+    </tr>
+    <tr>
+      <td>12/22</td>
+      <td>$105</td>
+      <td>$95</td>
+      <td>$85</td>
+      <td>$65</td>
+    </tr>
+    <tr>
+      <td>3/23</td>
+      <td>$110</td>
+      <td>$105</td>
+      <td>$95</td>
+      <td>$75</td>
+    </tr>
+    <tr>
+      <td>6/23</td>
+      <td>$130</td>
+      <td>$120</td>
+      <td>$105</td>
+      <td>$85</td>
+    </tr>
+    <tr>
+      <td>9/23</td>
+      <td>$145</td>
+      <td>$125</td>
+      <td>$110</td>
+      <td>$90</td>
+    </tr>
+    <tr>
+      <td>12/23</td>
+      <td>$160</td>
+      <td>$135</td>
+      <td>$120</td>
+      <td>$95</td>
+    </tr>
+    <tr>
+      <td>3/24</td>
+      <td>$170</td>
+      <td>$145</td>
+      <td>$130</td>
+      <td>$100</td>
+    </tr>
+    <tr>
+      <td>6/24</td>
+      <td>$205</td>
+      <td>$155</td>
+      <td>$140</td>
+      <td>$105</td>
+    </tr>
+    <tr>
+      <td>9/24</td>
+      <td>$190</td>
+      <td>$165</td>
+      <td>$145</td>
+      <td>$110</td>
+    </tr>
+    <tr>
+      <td>12/24</td>
+      <td>$215</td>
+      <td>$170</td>
+      <td>$155</td>
+      <td>$115</td>
+    </tr>
+    <tr>
+      <td>3/25</td>
+      <td>$180</td>
+      <td>$160</td>
+      <td>$140</td>
+      <td>$105</td>
+    </tr>
+    <tr>
+      <td>6/25</td>
+      <td>$200</td>
+      <td>$175</td>
+      <td>$160</td>
+      <td>$120</td>
+    </tr>
+    <tr>
+      <td>9/25</td>
+      <td>$250</td>
+      <td>$185</td>
+      <td>$175</td>
+      <td>$130</td>
+    </tr>
+    <tr>
+      <td>12/25</td>
+      <td>$360</td>
+      <td>$195</td>
+      <td>$185</td>
+      <td>$135</td>
+    </tr>
+  </tbody>
+</table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-30 Debt Maturity.html b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-30 Debt Maturity.html
new file mode 100644
index 000000000..f1e3717b1
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-30 Debt Maturity.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td></td><td>As of December 31, 2025</td></tr><tr><td>Due in 1 year or less</td><td>$ 26,735</td></tr><tr><td>Due in 1 year through 5 years</td><td>37,001</td></tr><tr><td>Due in 5 years through 10 years</td><td>12,769</td></tr><tr><td>Due after 10 years</td><td>13,317</td></tr><tr><td>Total</td><td>$ 89,822</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-31 Investment Summary.html b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-31 Investment Summary.html
new file mode 100644
index 000000000..d7a0ede29
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-31 Investment Summary.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="2"></td><td colspan="4">As of December 31, 2024</td></tr><tr><td>Adjusted Cost</td><td>Gross Unrealized Gains</td><td>Gross Unrealized Losses</td><td>Fair Value</td></tr><tr><td>Time deposits</td><td>$ 2,217</td><td>$ 0</td><td>$ 0</td><td>$ 2,217</td></tr><tr><td>Government bonds</td><td>27,551</td><td>83</td><td>(214)</td><td>27,420</td></tr><tr><td>Corporate debt securities</td><td>18,300</td><td>79</td><td>(222)</td><td>18,157</td></tr><tr><td>Mortgage-backed and asset-backed securities</td><td>14,437</td><td>63</td><td>(385)</td><td>14,115</td></tr><tr><td>Total investments with fair value change reflected in other comprehensive income</td><td>$ 62,505</td><td>$ 225</td><td>$ (821)</td><td>$ 61,909</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-32 Investment Summary.html b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-32 Investment Summary.html
new file mode 100644
index 000000000..2f180fd1e
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-32 Investment Summary.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="2"></td><td colspan="4">As of December 31, 2025</td></tr><tr><td>Adjusted Cost</td><td>Gross Unrealized Gains</td><td>Gross Unrealized Losses</td><td>Fair Value</td></tr><tr><td>Time deposits</td><td>$ 3,353</td><td>$ 0</td><td>$ 0</td><td>$ 3,353</td></tr><tr><td>Government bonds</td><td>49,087</td><td>443</td><td>(26)</td><td>49,504</td></tr><tr><td>Corporate debt securities</td><td>18,346</td><td>242</td><td>(32)</td><td>18,556</td></tr><tr><td>Mortgage-backed and asset-backed securities</td><td>14,337</td><td>174</td><td>(128)</td><td>14,383</td></tr><tr><td>Total investments with fair value change reflected in other comprehensive income</td><td>$ 85,123</td><td>$ 859</td><td>$ (186)</td><td>$ 85,796</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-33 Investment Securities.html b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-33 Investment Securities.html
new file mode 100644
index 000000000..7ffa9c96d
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-33 Investment Securities.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="3"></td><td colspan="6">As of December 31, 2024</td></tr><tr><td colspan="2">Less than 12 Months</td><td colspan="2">12 Months or Greater</td><td colspan="2">Total</td></tr><tr><td>Fair Value</td><td>Unrealized Loss</td><td>Fair Value</td><td>Unrealized Loss</td><td>Fair Value</td><td>Unrealized Loss</td></tr><tr><td>Government bonds</td><td>$ 11,119</td><td>$ (126)</td><td>$ 2,576</td><td>$ (88)</td><td>$ 13,695</td><td>$ (214)</td></tr><tr><td>Corporate debt securities</td><td>4,228</td><td>(17)</td><td>6,838</td><td>(168)</td><td>11,066</td><td>(185)</td></tr><tr><td>Mortgage-backed and asset-backed securities</td><td>5,222</td><td>(106)</td><td>3,813</td><td>(279)</td><td>9,035</td><td>(385)</td></tr><tr><td>Total</td><td>$ 20,569</td><td>$ (249)</td><td>$ 13,227</td><td>$ (535)</td><td>$ 33,796</td><td>$ (784)</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-34 Investment Securities.html b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-34 Investment Securities.html
new file mode 100644
index 000000000..4e0f01f7c
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-34 Investment Securities.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="3"></td><td colspan="6">As of December 31, 2025</td></tr><tr><td colspan="2">Less than 12 Months</td><td colspan="2">12 Months or Greater</td><td colspan="2">Total</td></tr><tr><td>Fair Value</td><td>Unrealized Loss</td><td>Fair Value</td><td>Unrealized Loss</td><td>Fair Value</td><td>Unrealized Loss</td></tr><tr><td>Government bonds</td><td>$ 4,230</td><td>$ (9)</td><td>$ 1,174</td><td>$ (17)</td><td>$ 5,404</td><td>$ (26)</td></tr><tr><td>Corporate debt securities</td><td>915</td><td>0</td><td>2,429</td><td>(24)</td><td>3,344</td><td>(24)</td></tr><tr><td>Mortgage-backed and asset-backed securities</td><td>1,377</td><td>(4)</td><td>3,035</td><td>(124)</td><td>4,412</td><td>(128)</td></tr><tr><td>Total</td><td>$ 6,522</td><td>$ (13)</td><td>$ 6,638</td><td>$ (165)</td><td>$ 13,160</td><td>$ (178)</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-35 Debt Securities P&L.html b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-35 Debt Securities P&L.html
new file mode 100644
index 000000000..d6e86f01c
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-35 Debt Securities P&L.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="2"></td><td colspan="3">Year Ended December 31,</td></tr><tr><td>2023</td><td>2024</td><td>2025</td></tr><tr><td>Unrealized gain (loss) on fair value option debt securities</td><td>$ 386</td><td>$ 30</td><td>$ 254</td></tr><tr><td>Gross realized gain on debt securities</td><td>182</td><td>482</td><td>572</td></tr><tr><td>Gross realized loss on debt securities</td><td>(1,833)</td><td>(1,553)</td><td>(316)</td></tr><tr><td>(Increase) decrease in allowance for credit losses</td><td>50</td><td>(2)</td><td>30</td></tr><tr><td>Total gain (loss) on debt securities recognized in other income (expense), net</td><td>$ (1,215)</td><td>$ (1,043)</td><td>$ 540</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-36 Non-marketable securities.html b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-36 Non-marketable securities.html
new file mode 100644
index 000000000..99457d79c
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-36 Non-marketable securities.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="2"></td><td colspan="2">As of December 31,</td></tr><tr><td>2024</td><td>2025</td></tr><tr><td>Non-marketable securities:</td><td></td><td></td></tr><tr><td>Total initial cost of non-marketable equity securities accounted for under the measurement alternative</td><td>$ 20,940</td><td>$ 28,429</td></tr><tr><td>Cumulative upward adjustments</td><td>22,709</td><td>44,485</td></tr><tr><td>Cumulative downward adjustments (including impairments)</td><td>(8,431)</td><td>(8,820)</td></tr><tr><td>Carrying value of non-marketable equity securities accounted for under the measurement alternative</td><td>35,218</td><td>64,094</td></tr><tr><td>Equity method investments and other</td><td>2,764</td><td>4,593</td></tr><tr><td>Total non-marketable securities</td><td>$ 37,982</td><td>$ 68,687</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-37 Equity Securities.html b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-37 Equity Securities.html
new file mode 100644
index 000000000..16d8453a7
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-37 Equity Securities.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="2"></td><td colspan="3">Year Ended December 31,</td></tr><tr><td>2023</td><td>2024</td><td>2025</td></tr><tr><td>Gross unrealized gain on non-marketable equity securities accounted for under the measurement alternative</td><td>$ 1,806</td><td>$ 5,582</td><td>$ 22,666</td></tr><tr><td>Gross unrealized loss (including impairments) on non-marketable equity securities accounted for under the measurement alternative</td><td>(2,894)</td><td>(2,210)</td><td>(1,271)</td></tr><tr><td>Unrealized net gain (loss) on non-marketable equity securities accounted for under the measurement alternative</td><td>(1,088)</td><td>3,372</td><td>21,395</td></tr><tr><td>Unrealized net gain (loss) on marketable and other equity securities</td><td>790</td><td>156</td><td>1,907</td></tr><tr><td>Realized net gain (loss) on marketable and non-marketable equity securities sold during the period</td><td>690</td><td>186</td><td>778</td></tr><tr><td>Total gain (loss) on equity securities in other income (expense), net (1)</td><td>$ 392</td><td>$ 3,714</td><td>$ 24,080</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-38 Derivatives Table.html b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-38 Derivatives Table.html
new file mode 100644
index 000000000..6490cd063
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-38 Derivatives Table.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="2"></td><td colspan="2">As of December 31,</td></tr><tr><td>2024</td><td>2025</td></tr><tr><td colspan="3">Derivatives designated as hedging instruments:</td></tr><tr><td colspan="3">Foreign exchange contracts</td></tr><tr><td>Cash flow hedges</td><td>$ 20,315</td><td>$ 23,852</td></tr><tr><td>Fair value hedges</td><td>$ 1,562</td><td>$ 0</td></tr><tr><td>Net investment hedges</td><td>$ 6,986</td><td>$ 14,203</td></tr><tr><td colspan="3">Derivatives not designated as hedging instruments:</td></tr><tr><td>Foreign exchange contracts</td><td>$ 44,227</td><td>$ 56,085</td></tr><tr><td>Credit derivatives(1)</td><td>$ 0</td><td>$ 16,940</td></tr><tr><td>Other contracts</td><td>$ 15,082</td><td>$ 15,900</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-39 Derivatives Table.html b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-39 Derivatives Table.html
new file mode 100644
index 000000000..288219e02
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-39 Derivatives Table.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="2"></td><td colspan="2">As of December 31, 2024</td><td colspan="2">As of December 31, 2025</td></tr><tr><td>Assets(1)</td><td>Liabilities(2)</td><td>Assets(1)</td><td>Liabilities(2)</td></tr><tr><td colspan="5">Derivatives designated as hedging instruments:</td></tr><tr><td>Foreign exchange contracts</td><td>$ 1,054</td><td>$ 0</td><td>$ 316</td><td>$ 197</td></tr><tr><td colspan="5">Derivatives not designated as hedging instruments:</td></tr><tr><td>Foreign exchange contracts</td><td>200</td><td>593</td><td>92</td><td>84</td></tr><tr><td>Other contracts</td><td>474</td><td>19</td><td>324</td><td>98</td></tr><tr><td>Total derivatives not designated as hedging instruments</td><td>674</td><td>612</td><td>416</td><td>182</td></tr><tr><td>Total</td><td>$ 1,728</td><td>$ 612</td><td>$ 732</td><td>$ 379</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-4 Alphabet vs S&P 500.html b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-4 Alphabet vs S&P 500.html
new file mode 100644
index 000000000..4583cf851
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-4 Alphabet vs S&P 500.html	
@@ -0,0 +1,160 @@
+<table border='1' border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>Date</th>
+      <th>Alphabet Inc. Class C</th>
+      <th>S&amp;P 500</th>
+      <th>NASDAQ Composite</th>
+      <th>RDG Internet Composite</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>12/20</td>
+      <td>$100</td>
+      <td>$100</td>
+      <td>$100</td>
+      <td>$100</td>
+    </tr>
+    <tr>
+      <td>3/21</td>
+      <td>$120</td>
+      <td>$110</td>
+      <td>$110</td>
+      <td>$105</td>
+    </tr>
+    <tr>
+      <td>6/21</td>
+      <td>$140</td>
+      <td>$115</td>
+      <td>$115</td>
+      <td>$110</td>
+    </tr>
+    <tr>
+      <td>9/21</td>
+      <td>$150</td>
+      <td>$120</td>
+      <td>$120</td>
+      <td>$105</td>
+    </tr>
+    <tr>
+      <td>12/21</td>
+      <td>$160</td>
+      <td>$130</td>
+      <td>$125</td>
+      <td>$100</td>
+    </tr>
+    <tr>
+      <td>3/22</td>
+      <td>$165</td>
+      <td>$135</td>
+      <td>$125</td>
+      <td>$95</td>
+    </tr>
+    <tr>
+      <td>6/22</td>
+      <td>$150</td>
+      <td>$130</td>
+      <td>$120</td>
+      <td>$85</td>
+    </tr>
+    <tr>
+      <td>9/22</td>
+      <td>$130</td>
+      <td>$110</td>
+      <td>$105</td>
+      <td>$75</td>
+    </tr>
+    <tr>
+      <td>12/22</td>
+      <td>$105</td>
+      <td>$105</td>
+      <td>$95</td>
+      <td>$60</td>
+    </tr>
+    <tr>
+      <td>3/23</td>
+      <td>$110</td>
+      <td>$115</td>
+      <td>$105</td>
+      <td>$70</td>
+    </tr>
+    <tr>
+      <td>6/23</td>
+      <td>$130</td>
+      <td>$125</td>
+      <td>$115</td>
+      <td>$80</td>
+    </tr>
+    <tr>
+      <td>9/23</td>
+      <td>$145</td>
+      <td>$130</td>
+      <td>$120</td>
+      <td>$85</td>
+    </tr>
+    <tr>
+      <td>12/23</td>
+      <td>$160</td>
+      <td>$140</td>
+      <td>$130</td>
+      <td>$90</td>
+    </tr>
+    <tr>
+      <td>3/24</td>
+      <td>$170</td>
+      <td>$150</td>
+      <td>$140</td>
+      <td>$95</td>
+    </tr>
+    <tr>
+      <td>6/24</td>
+      <td>$210</td>
+      <td>$160</td>
+      <td>$150</td>
+      <td>$105</td>
+    </tr>
+    <tr>
+      <td>9/24</td>
+      <td>$190</td>
+      <td>$165</td>
+      <td>$155</td>
+      <td>$110</td>
+    </tr>
+    <tr>
+      <td>12/24</td>
+      <td>$220</td>
+      <td>$170</td>
+      <td>$160</td>
+      <td>$115</td>
+    </tr>
+    <tr>
+      <td>3/25</td>
+      <td>$180</td>
+      <td>$165</td>
+      <td>$155</td>
+      <td>$105</td>
+    </tr>
+    <tr>
+      <td>6/25</td>
+      <td>$200</td>
+      <td>$175</td>
+      <td>$165</td>
+      <td>$115</td>
+    </tr>
+    <tr>
+      <td>9/25</td>
+      <td>$250</td>
+      <td>$185</td>
+      <td>$175</td>
+      <td>$125</td>
+    </tr>
+    <tr>
+      <td>12/25</td>
+      <td>$360</td>
+      <td>$195</td>
+      <td>$185</td>
+      <td>$135</td>
+    </tr>
+  </tbody>
+</table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-40 Hedge Gains_Losses.html b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-40 Hedge Gains_Losses.html
new file mode 100644
index 000000000..2c9068376
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-40 Hedge Gains_Losses.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="2"></td><td colspan="3">Year Ended December 31,</td></tr><tr><td>2023</td><td>2024</td><td>2025</td></tr><tr><td colspan="4">Cash flow hedging relationship:</td></tr><tr><td colspan="4">Foreign exchange and other contracts</td></tr><tr><td>Amount included in the assessment of effectiveness</td><td>$ 90</td><td>$ 857</td><td>$ (978)</td></tr><tr><td>Amount excluded from the assessment of effectiveness</td><td>84</td><td>77</td><td>(45)</td></tr><tr><td colspan="4">Net investment hedging relationship:</td></tr><tr><td colspan="4">Amounts included in the assessment of effectiveness</td></tr><tr><td>Foreign exchange contracts</td><td>(287)</td><td>223</td><td>(765)</td></tr><tr><td>Foreign currency-denominated debt</td><td>0</td><td>0</td><td>(393)</td></tr><tr><td colspan="4">Amounts excluded from the assessment of effectiveness</td></tr><tr><td>Foreign exchange contracts</td><td>0</td><td>0</td><td>11</td></tr><tr><td>Total</td><td>$ (113)</td><td>$ 1,157</td><td>$ (2,170)</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-41 Hedge Effects.html b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-41 Hedge Effects.html
new file mode 100644
index 000000000..84242824e
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-41 Hedge Effects.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="3"></td><td colspan="6">Year Ended December 31,</td></tr><tr><td colspan="2">2023</td><td colspan="2">2024</td><td colspan="2">2025</td></tr><tr><td>Revenues</td><td>Other income (expense), net</td><td>Revenues</td><td>Other income (expense), net</td><td>Revenues</td><td>Other income (expense), net</td></tr><tr><td>Total amounts included on the Consolidated Statements of Income</td><td>$ 307,394</td><td>$ 1,424</td><td>$ 350,018</td><td>$ 7,425</td><td>$ 402,836</td><td>$ 29,787</td></tr><tr><td colspan="7">Effect of cash flow hedges:</td></tr><tr><td colspan="7">Foreign exchange contracts</td></tr><tr><td>Amount included in the assessment of effectiveness</td><td>213</td><td>0</td><td>174</td><td>0</td><td>(233)</td><td>0</td></tr><tr><td>Amount excluded from the assessment of effectiveness</td><td>24</td><td>0</td><td>37</td><td>0</td><td>107</td><td>0</td></tr><tr><td colspan="7">Effect of fair value hedges:</td></tr><tr><td colspan="7">Foreign exchange contracts</td></tr><tr><td>Hedged items</td><td>0</td><td>59</td><td>0</td><td>(59)</td><td>0</td><td>(9)</td></tr><tr><td>Amount included in the assessment of effectiveness</td><td>0</td><td>(59)</td><td>0</td><td>58</td><td>0</td><td>9</td></tr><tr><td>Amount excluded from the assessment of effectiveness</td><td>0</td><td>15</td><td>0</td><td>13</td><td>0</td><td>1</td></tr><tr><td colspan="7">Effect of net investment hedges:</td></tr><tr><td colspan="7">Foreign exchange contracts</td></tr><tr><td>Amount excluded from the assessment of effectiveness</td><td>0</td><td>187</td><td>0</td><td>137</td><td>0</td><td>189</td></tr><tr><td colspan="7">Effect of non-designated hedges:</td></tr><tr><td>Foreign exchange contracts</td><td>0</td><td>7</td><td>0</td><td>335</td><td>0</td><td>445</td></tr><tr><td>Other contracts</td><td>0</td><td>53</td><td>0</td><td>174</td><td>0</td><td>(148)</td></tr><tr><td>Total gains (losses)</td><td>$ 237</td><td>$ 262</td><td>$ 211</td><td>$ 658</td><td>$ (126)</td><td>$ 487</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-42 Derivatives Offsetting.html b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-42 Derivatives Offsetting.html
new file mode 100644
index 000000000..05bdf4199
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-42 Derivatives Offsetting.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="2"></td><td colspan="6">As of December 31, 2024</td></tr><tr><td>Gross Amounts Recognized</td><td>Gross Amounts Offset in the Consolidated Balance Sheets</td><td>Net Amounts Presented in the Consolidated Balance Sheets</td><td>Financial Instruments(1)</td><td>Cash and Non-Cash Collateral Received or Pledged</td><td>Net Amounts</td></tr><tr><td>Derivatives assets</td><td>$ 1,776</td><td>$ (48)</td><td>$ 1,728</td><td>$ (516)</td><td>$ (721)</td><td>$ 491</td></tr><tr><td>Derivatives liabilities</td><td>$ 660</td><td>$ (48)</td><td>$ 612</td><td>$ (516)</td><td>$ (9)</td><td>$ 87</td></tr><tr><td rowspan="2"></td><td colspan="6">As of December 31, 2025</td></tr><tr><td>Gross Amounts Recognized</td><td>Gross Amounts Offset in the Consolidated Balance Sheets</td><td>Net Amounts Presented in the Consolidated Balance Sheets</td><td>Financial Instruments(1)</td><td>Cash and Non-Cash Collateral Received or Pledged</td><td>Net Amounts</td></tr><tr><td>Derivatives assets</td><td>$ 842</td><td>$ (110)</td><td>$ 732</td><td>$ (140)</td><td>$ (231)</td><td>$ 361</td></tr><tr><td>Derivatives liabilities</td><td>$ 489</td><td>$ (110)</td><td>$ 379</td><td>$ (140)</td><td>$ (15)</td><td>$ 224</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-43 Lease Cost Table.html b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-43 Lease Cost Table.html
new file mode 100644
index 000000000..4d122eb67
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-43 Lease Cost Table.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="2"></td><td colspan="3">Year Ended December 31,</td></tr><tr><td>2023</td><td>2024</td><td>2025</td></tr><tr><td>Operating lease cost</td><td>$ 3,362</td><td>$ 3,304</td><td>$ 3,345</td></tr><tr><td>Finance lease cost:</td><td></td><td></td><td></td></tr><tr><td>Amortization of lease assets</td><td>469</td><td>413</td><td>553</td></tr><tr><td>Interest on lease liabilities</td><td>35</td><td>31</td><td>65</td></tr><tr><td>Finance lease cost</td><td>504</td><td>444</td><td>618</td></tr><tr><td>Variable lease cost</td><td>1,182</td><td>1,425</td><td>1,739</td></tr><tr><td>Total lease cost</td><td>$ 5,048</td><td>$ 5,173</td><td>$ 5,702</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-44 Lease Data.html b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-44 Lease Data.html
new file mode 100644
index 000000000..33e8e52ad
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-44 Lease Data.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="2"></td><td colspan="2">December 31,</td></tr><tr><td>2024</td><td>2025</td></tr><tr><td>Weighted-average remaining lease term:</td><td></td><td></td></tr><tr><td>Operating leases</td><td>7.8 years</td><td>7.6 years</td></tr><tr><td>Finance leases</td><td>10.4 years</td><td>8.3 years</td></tr><tr><td>Weighted-average discount rate:</td><td></td><td></td></tr><tr><td>Operating leases</td><td>3.4 %</td><td>3.6 %</td></tr><tr><td>Finance leases</td><td>2.8 %</td><td>3.1 %</td></tr><tr><td rowspan="2"></td><td colspan="2">December 31,</td></tr><tr><td>2024</td><td>2025</td></tr><tr><td>Operating leases:</td><td></td><td></td></tr><tr><td>Operating lease assets</td><td>$ 13,588</td><td>$ 15,221</td></tr><tr><td></td><td></td><td></td></tr><tr><td>Accrued expenses and other liabilities</td><td>$ 2,887</td><td>$ 3,209</td></tr><tr><td>Operating lease liabilities</td><td>11,691</td><td>12,744</td></tr><tr><td>Total operating lease liabilities</td><td>$ 14,578</td><td>$ 15,954</td></tr><tr><td>Finance leases:</td><td></td><td></td></tr><tr><td>Property and equipment, at cost</td><td>$ 4,622</td><td>$ 6,822</td></tr><tr><td>Accumulated depreciation</td><td>(2,037)</td><td>(2,025)</td></tr><tr><td>Property and equipment, net</td><td>$ 2,585</td><td>$ 4,797</td></tr><tr><td></td><td></td><td></td></tr><tr><td>Accrued expenses and other liabilities</td><td>$ 235</td><td>$ 441</td></tr><tr><td>Other long-term liabilities</td><td>1,442</td><td>2,059</td></tr><tr><td>Total finance lease liabilities</td><td>$ 1,677</td><td>$ 2,500</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-45 Lease Cash Flows.html b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-45 Lease Cash Flows.html
new file mode 100644
index 000000000..f60465bec
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-45 Lease Cash Flows.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="2"></td><td colspan="3">Year Ended December 31,</td></tr><tr><td>2023</td><td>2024</td><td>2025</td></tr><tr><td colspan="4">Cash payments for lease liabilities:</td></tr><tr><td>Operating cash flows used for operating leases</td><td>$ 3,173</td><td>$ 3,425</td><td>$ 3,370</td></tr><tr><td>Operating cash flows used for finance leases</td><td>$ 35</td><td>$ 31</td><td>$ 65</td></tr><tr><td>Financing cash flows used for finance leases(1)</td><td>$ 705</td><td>$ 405</td><td>$ 1,988</td></tr><tr><td colspan="4">Assets obtained in exchange for lease liabilities:</td></tr><tr><td>Operating leases</td><td>$ 2,877</td><td>$ 2,510</td><td>$ 4,070</td></tr><tr><td>Finance leases</td><td>$ 564</td><td>$ 313</td><td>$ 1,606</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-46 Lease Payments.html b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-46 Lease Payments.html
new file mode 100644
index 000000000..944a31bd6
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-46 Lease Payments.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td></td><td>Operating Leases</td><td>Finance Leases</td></tr><tr><td>2026</td><td>$ 3,275</td><td>$ 491</td></tr><tr><td>2027</td><td>3,082</td><td>345</td></tr><tr><td>2028</td><td>2,510</td><td>335</td></tr><tr><td>2029</td><td>2,061</td><td>314</td></tr><tr><td>2030</td><td>1,669</td><td>241</td></tr><tr><td>Thereafter</td><td>5,654</td><td>1,143</td></tr><tr><td>Total undiscounted lease payments</td><td>18,251</td><td>2,869</td></tr><tr><td>Less: imputed interest</td><td>(2,297)</td><td>(369)</td></tr><tr><td>Total lease liability balance</td><td>$ 15,954</td><td>$ 2,500</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-47 Debt Table.html b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-47 Debt Table.html
new file mode 100644
index 000000000..00745dc67
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-47 Debt Table.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="2"></td><td rowspan="2">Maturity</td><td rowspan="2">Coupon Rate</td><td rowspan="2">Effective Interest Rate</td><td colspan="2">As of December 31,</td></tr><tr><td>2024</td><td>2025</td></tr><tr><td colspan="6">Debt</td></tr><tr><td>2016 US dollar notes</td><td>2026</td><td>2.00%</td><td>2.23%</td><td>$ 2,000</td><td>$ 2,000</td></tr><tr><td>2020 US dollar notes</td><td>2027 - 2060</td><td>0.80% - 2.25%</td><td>0.93% - 2.33%</td><td>10,000</td><td>9,000</td></tr><tr><td> $2025 \text{ US dollar notes}^{(1)}$ </td><td>2028 - 2075</td><td>3.88% - 5.70%</td><td>4.00% - 5.79%</td><td>0</td><td>22,500</td></tr><tr><td> $2025 \text{ Euro notes}^{(2)}$ </td><td>2028 - 2064</td><td>2.38% - 4.38%</td><td>2.57% - 4.51%</td><td>0</td><td>15,585</td></tr><tr><td colspan="4">Total face value of long-term debt</td><td>12,000</td><td>49,085</td></tr><tr><td colspan="4">Unamortized discount and debt issuance costs $^{(2)}$ </td><td>(118)</td><td>(542)</td></tr><tr><td colspan="4">Less: current portion of long-term notes $^{(3)}$ </td><td>(999)</td><td>(1,996)</td></tr><tr><td colspan="4">Total long-term debt</td><td>$ 10,883</td><td>$ 46,547</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-48 Debt Maturity.html b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-48 Debt Maturity.html
new file mode 100644
index 000000000..38cc89a30
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-48 Debt Maturity.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td>2026</td><td>$ 2,000</td></tr><tr><td>2027</td><td>1,000</td></tr><tr><td>2028</td><td>2,676</td></tr><tr><td>2029</td><td>1,764</td></tr><tr><td>2030</td><td>5,500</td></tr><tr><td>Thereafter</td><td>36,145</td></tr><tr><td>Total</td><td>$ 49,085</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-49 Property & Equipment.html b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-49 Property & Equipment.html
new file mode 100644
index 000000000..78a461043
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-49 Property & Equipment.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="2"></td><td colspan="2">As of December 31,</td></tr><tr><td>2024</td><td>2025</td></tr><tr><td>Technical infrastructure(1)</td><td>$ 141,852</td><td>$ 203,679</td></tr><tr><td>Office space</td><td>45,403</td><td>48,348</td></tr><tr><td>Corporate and other assets</td><td>12,574</td><td>14,463</td></tr><tr><td>Property and equipment, in service</td><td>199,829</td><td>266,490</td></tr><tr><td>Less: accumulated depreciation</td><td>(79,390)</td><td>(98,485)</td></tr><tr><td>Add: assets not yet in service</td><td>50,597</td><td>78,592</td></tr><tr><td>Property and equipment, net</td><td>$ 171,036</td><td>$ 246,597</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-5 Financial Results.html b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-5 Financial Results.html
new file mode 100644
index 000000000..0b0319c46
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-5 Financial Results.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="2"></td><td colspan="2">Year Ended December 31,</td><td rowspan="2">$ Change</td><td rowspan="2">% Change</td></tr><tr><td>2024</td><td>2025</td></tr><tr><td>Consolidated revenues</td><td>$ 350,018</td><td>$ 402,836</td><td>$ 52,818</td><td>15 %</td></tr><tr><td>Cost of revenues</td><td>$ 146,306</td><td>$ 162,535</td><td>$ 16,229</td><td>11 %</td></tr><tr><td>Operating expenses</td><td>$ 91,322</td><td>$ 111,262</td><td>$ 19,940</td><td>22 %</td></tr><tr><td>Operating income</td><td>$ 112,390</td><td>$ 129,039</td><td>$ 16,649</td><td>15 %</td></tr><tr><td>Operating margin</td><td>32 %</td><td>32 %</td><td></td><td>0 %</td></tr><tr><td>Other income (expense), net</td><td>$ 7,425</td><td>$ 29,787</td><td>$ 22,362</td><td>301 %</td></tr><tr><td>Net income</td><td>$ 100,118</td><td>$ 132,170</td><td>$ 32,052</td><td>32 %</td></tr><tr><td>Diluted net income per share(1)</td><td>$ 8.04</td><td>$ 10.81</td><td>$ 2.77</td><td>34 %</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-50 Accrued Liabilities.html b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-50 Accrued Liabilities.html
new file mode 100644
index 000000000..bf30657ed
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-50 Accrued Liabilities.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="2"></td><td colspan="2">As of December 31,</td></tr><tr><td>2024</td><td>2025</td></tr><tr><td>Accrued fines and settlements(1)</td><td>$ 9,830</td><td>$ 15,594</td></tr><tr><td>Accrued purchases of property and equipment</td><td>7,104</td><td>8,877</td></tr><tr><td>Accrued customer liabilities</td><td>4,304</td><td>5,029</td></tr><tr><td>Payables to brokers for unsettled investment trades</td><td>3,866</td><td>950</td></tr><tr><td>Income taxes payable, net</td><td>2,905</td><td>523</td></tr><tr><td>Other accrued expenses and current liabilities</td><td>23,219</td><td>24,584</td></tr><tr><td>Accrued expenses and other current liabilities</td><td>$ 51,228</td><td>$ 55,557</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-51 OCI Rollforward.html b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-51 OCI Rollforward.html
new file mode 100644
index 000000000..b4b6d2c7f
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-51 OCI Rollforward.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td></td><td>Foreign Currency Translation Adjustments</td><td>Unrealized Gains (Losses) on Available-for-Sale Investments</td><td>Unrealized Gains (Losses) on Cash Flow Hedges</td><td>Total</td></tr><tr><td>Balance as of December 31, 2022</td><td>$ (4,142)</td><td>$ (3,477)</td><td>$ 16</td><td>$ (7,603)</td></tr><tr><td>Other comprehensive income (loss) before reclassifications</td><td>735</td><td>1,344</td><td>84</td><td>2,163</td></tr><tr><td>Amounts excluded from the assessment of hedge effectiveness recorded in AOCI</td><td>0</td><td>0</td><td>84</td><td>84</td></tr><tr><td>Amounts reclassified from AOCI</td><td>0</td><td>1,168</td><td>(214)</td><td>954</td></tr><tr><td>Other comprehensive income (loss)</td><td>735</td><td>2,512</td><td>(46)</td><td>3,201</td></tr><tr><td>Balance as of December 31, 2023</td><td>(3,407)</td><td>(965)</td><td>(30)</td><td>(4,402)</td></tr><tr><td>Other comprehensive income (loss) before reclassifications</td><td>(1,673)</td><td>(116)</td><td>698</td><td>(1,091)</td></tr><tr><td>Amounts excluded from the assessment of hedge effectiveness recorded in AOCI</td><td>0</td><td>0</td><td>77</td><td>77</td></tr><tr><td>Amounts reclassified from AOCI</td><td>0</td><td>782</td><td>(166)</td><td>616</td></tr><tr><td>Other comprehensive income (loss)</td><td>(1,673)</td><td>666</td><td>609</td><td>(398)</td></tr><tr><td>Balance as of December 31, 2024</td><td>(5,080)</td><td>(299)</td><td>579</td><td>(4,800)</td></tr><tr><td>Other comprehensive income (loss) before reclassifications</td><td>2,511</td><td>1,146</td><td>(734)</td><td>2,923</td></tr><tr><td>Amounts excluded from the assessment of hedge effectiveness recorded in AOCI</td><td>11</td><td>0</td><td>(45)</td><td>(34)</td></tr><tr><td>Amounts reclassified from AOCI</td><td>0</td><td>(169)</td><td>164</td><td>(5)</td></tr><tr><td>Other comprehensive income (loss)</td><td>2,522</td><td>977</td><td>(615)</td><td>2,884</td></tr><tr><td>Balance as of December 31, 2025</td><td>$ (2,558)</td><td>$ 678</td><td>$ (36)</td><td>$ (1,916)</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-52 AOCI Reclass.html b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-52 AOCI Reclass.html
new file mode 100644
index 000000000..54ec663fc
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-52 AOCI Reclass.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="2">AOCI Components</td><td rowspan="2">Location</td><td colspan="3">Year Ended December 31,</td></tr><tr><td>2023</td><td>2024</td><td>2025</td></tr><tr><td colspan="5">Unrealized gains (losses) on available-for-sale investments</td></tr><tr><td></td><td>Other income (expense), net</td><td>$ (1,497)</td><td>$ (1,008)</td><td>$ 213</td></tr><tr><td></td><td>Benefit (provision) for income taxes</td><td>329</td><td>226</td><td>(44)</td></tr><tr><td></td><td>Net of income tax</td><td>(1,168)</td><td>(782)</td><td>169</td></tr><tr><td colspan="5">Unrealized gains (losses) on cash flow hedges</td></tr><tr><td>Foreign exchange contracts</td><td>Revenue</td><td>213</td><td>174</td><td>(233)</td></tr><tr><td>Interest rate contracts</td><td>Other income (expense), net</td><td>6</td><td>1</td><td>1</td></tr><tr><td></td><td>Benefit (provision) for income taxes</td><td>(5)</td><td>(9)</td><td>68</td></tr><tr><td></td><td>Net of income tax</td><td>214</td><td>166</td><td>(164)</td></tr><tr><td colspan="2">Total amount reclassified, net of income tax</td><td>$ (954)</td><td>$ (616)</td><td>$ 5</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-53 Income Data Table.html b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-53 Income Data Table.html
new file mode 100644
index 000000000..837510fb8
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-53 Income Data Table.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="2"></td><td colspan="3">Year Ended December 31,</td></tr><tr><td>2023</td><td>2024</td><td>2025</td></tr><tr><td>Interest income</td><td>$ 3,865</td><td>$ 4,482</td><td>$ 4,337</td></tr><tr><td>Interest expense(1)</td><td>(308)</td><td>(268)</td><td>(736)</td></tr><tr><td>Foreign currency exchange gain (loss), net</td><td>(1,238)</td><td>(409)</td><td>(382)</td></tr><tr><td>Gain (loss) on debt securities, net</td><td>(1,215)</td><td>(1,043)</td><td>540</td></tr><tr><td>Gain (loss) on equity securities, net</td><td>392</td><td>3,714</td><td>24,080</td></tr><tr><td>Income (loss) and impairment from equity method investments, net</td><td>(628)</td><td>(188)</td><td>281</td></tr><tr><td>Other</td><td>556</td><td>1,137</td><td>1,667</td></tr><tr><td>Other income (expense), net</td><td>$ 1,424</td><td>$ 7,425</td><td>$ 29,787</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-54 Google Segment Balances.html b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-54 Google Segment Balances.html
new file mode 100644
index 000000000..547402460
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-54 Google Segment Balances.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td></td><td>Google Services</td><td>Google Cloud</td><td>Other Bets</td><td>Total</td></tr><tr><td>Balance as of December 31, 2023</td><td>$ 21,118</td><td>$ 7,199</td><td>$ 881</td><td>$ 29,198</td></tr><tr><td>Additions</td><td>2,441</td><td>295</td><td>0</td><td>2,736</td></tr><tr><td>Foreign currency translation and other adjustments</td><td>(38)</td><td>(4)</td><td>(7)</td><td>(49)</td></tr><tr><td>Balance as of December 31, 2024</td><td>23,521</td><td>7,490</td><td>874</td><td>31,885</td></tr><tr><td>Additions</td><td>1,269</td><td>163</td><td>0</td><td>1,432</td></tr><tr><td>Foreign currency translation and other adjustments</td><td>80</td><td>7</td><td>(24)</td><td>63</td></tr><tr><td>Balance as of December 31, 2025</td><td>$ 24,870</td><td>$ 7,660</td><td>$ 850</td><td>$ 33,380</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-55 Share Repurchases.html b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-55 Share Repurchases.html
new file mode 100644
index 000000000..c8880a76f
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-55 Share Repurchases.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="2"></td><td colspan="2">2023</td><td colspan="2">2024</td><td colspan="2">2025</td></tr><tr><td>Shares</td><td>Amount</td><td>Shares</td><td>Amount</td><td>Shares</td><td>Amount</td></tr><tr><td>Class A share repurchases</td><td>78</td><td>$ 9,316</td><td>73</td><td>$ 11,855</td><td>37</td><td>$ 6,501</td></tr><tr><td>Class C share repurchases</td><td>450</td><td>52,868</td><td>306</td><td>50,192</td><td>203</td><td>38,897</td></tr><tr><td>Total share repurchases(1)</td><td>528</td><td>$ 62,184</td><td>379</td><td>$ 62,047</td><td>240</td><td>$ 45,398</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-56 EPS Breakdown.html b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-56 EPS Breakdown.html
new file mode 100644
index 000000000..5f7c9687a
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-56 EPS Breakdown.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="2"></td><td colspan="4">Year Ended December 31, 2023</td></tr><tr><td>Class A</td><td>Class B</td><td>Class C</td><td>Consolidated</td></tr><tr><td>Basic net income per share:</td><td></td><td></td><td></td><td></td></tr><tr><td>Numerator</td><td></td><td></td><td></td><td></td></tr><tr><td>Allocation of distributed earnings (cash dividends paid)</td><td>$ 0</td><td>$ 0</td><td>$ 0</td><td>$ 0</td></tr><tr><td>Allocation of undistributed earnings</td><td>34,601</td><td>5,124</td><td>34,070</td><td>73,795</td></tr><tr><td>Net income</td><td>$ 34,601</td><td>$ 5,124</td><td>$ 34,070</td><td>$ 73,795</td></tr><tr><td>Denominator</td><td></td><td></td><td></td><td></td></tr><tr><td>Number of shares used in per share computation</td><td>5,922</td><td>877</td><td>5,831</td><td>12,630</td></tr><tr><td>Basic net income per share</td><td>$ 5.84</td><td>$ 5.84</td><td>$ 5.84</td><td>$ 5.84</td></tr><tr><td>Diluted net income per share:</td><td></td><td></td><td></td><td></td></tr><tr><td>Numerator</td><td></td><td></td><td></td><td></td></tr><tr><td>Allocation of total earnings for basic computation</td><td>$ 34,601</td><td>$ 5,124</td><td>$ 34,070</td><td>$ 73,795</td></tr><tr><td>Reallocation of total earnings as a result of conversion of Class B to Class A shares</td><td>5,124</td><td>0</td><td>0</td><td>(1)</td></tr><tr><td>Reallocation of undistributed earnings</td><td>(287)</td><td>(37)</td><td>287</td><td>(1)</td></tr><tr><td>Net income</td><td>$ 39,438</td><td>$ 5,087</td><td>$ 34,357</td><td>$ 73,795</td></tr><tr><td>Denominator</td><td></td><td></td><td></td><td></td></tr><tr><td>Number of shares used in basic computation</td><td>5,922</td><td>877</td><td>5,831</td><td>12,630</td></tr><tr><td>Weighted-average effect of dilutive securities</td><td></td><td></td><td></td><td></td></tr><tr><td>Add:</td><td></td><td></td><td></td><td></td></tr><tr><td>Conversion of Class B to Class A shares outstanding</td><td>877</td><td>0</td><td>0</td><td>(1)</td></tr><tr><td>Restricted stock units and other contingently issuable shares</td><td>0</td><td>0</td><td>92</td><td>92</td></tr><tr><td>Number of shares used in per share computation</td><td>6,799</td><td>877</td><td>5,923</td><td>12,722</td></tr><tr><td>Diluted net income per share</td><td>$ 5.80</td><td>$ 5.80</td><td>$ 5.80</td><td>$ 5.80</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-57 EPS Calculation.html b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-57 EPS Calculation.html
new file mode 100644
index 000000000..353fe2921
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-57 EPS Calculation.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="2"></td><td colspan="4">Year Ended December 31, 2024</td></tr><tr><td>Class A</td><td>Class B</td><td>Class C</td><td>Consolidated</td></tr><tr><td>Basic net income per share:</td><td></td><td></td><td></td><td></td></tr><tr><td>Numerator</td><td></td><td></td><td></td><td></td></tr><tr><td>Allocation of distributed earnings (cash dividends paid)</td><td>$ 3,509</td><td>$ 519</td><td>$ 3,335</td><td>$ 7,363</td></tr><tr><td>Allocation of undistributed earnings</td><td>44,085</td><td>6,520</td><td>42,150</td><td>92,755</td></tr><tr><td>Net income</td><td>$ 47,594</td><td>$ 7,039</td><td>$ 45,485</td><td>$ 100,118</td></tr><tr><td>Denominator</td><td></td><td></td><td></td><td></td></tr><tr><td>Number of shares used in per share computation</td><td>5,855</td><td>866</td><td>5,598</td><td>12,319</td></tr><tr><td>Basic net income per share</td><td>$ 8.13</td><td>$ 8.13</td><td>$ 8.13</td><td>$ 8.13</td></tr><tr><td>Diluted net income per share:</td><td></td><td></td><td></td><td></td></tr><tr><td>Numerator</td><td></td><td></td><td></td><td></td></tr><tr><td>Allocation of total earnings for basic computation</td><td>$ 47,594</td><td>$ 7,039</td><td>$ 45,485</td><td>$ 100,118</td></tr><tr><td>Reallocation of total earnings as a result of conversion of Class B to Class A shares</td><td>7,039</td><td>0</td><td>0</td><td>(1)</td></tr><tr><td>Reallocation of undistributed earnings</td><td>(520)</td><td>(67)</td><td>520</td><td>(1)</td></tr><tr><td>Net income</td><td>$ 54,113</td><td>$ 6,972</td><td>$ 46,005</td><td>$ 100,118</td></tr><tr><td>Denominator</td><td></td><td></td><td></td><td></td></tr><tr><td>Number of shares used in basic computation</td><td>5,855</td><td>866</td><td>5,598</td><td>12,319</td></tr><tr><td>Weighted-average effect of dilutive securities</td><td></td><td></td><td></td><td></td></tr><tr><td>Add:</td><td></td><td></td><td></td><td></td></tr><tr><td>Conversion of Class B to Class A shares outstanding</td><td>866</td><td>0</td><td>0</td><td>(1)</td></tr><tr><td>Restricted stock units and other contingently issuable shares</td><td>0</td><td>0</td><td>128</td><td>128</td></tr><tr><td>Number of shares used in per share computation</td><td>6,721</td><td>866</td><td>5,726</td><td>12,447</td></tr><tr><td>Diluted net income per share</td><td>$ 8.05</td><td>$ 8.05</td><td>$ 8.03</td><td>$ 8.04</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-58 EPS Calculation.html b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-58 EPS Calculation.html
new file mode 100644
index 000000000..44aa99563
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-58 EPS Calculation.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="2"></td><td colspan="4">Year Ended December 31, 2025</td></tr><tr><td>Class A</td><td>Class B</td><td>Class C</td><td>Consolidated</td></tr><tr><td>Basic net income per share:</td><td></td><td></td><td></td><td></td></tr><tr><td>Numerator</td><td></td><td></td><td></td><td></td></tr><tr><td>Allocation of distributed earnings (cash dividends paid)</td><td>$ 4,832</td><td>$ 703</td><td>$ 4,514</td><td>$ 10,049</td></tr><tr><td>Allocation of undistributed earnings</td><td>58,682</td><td>8,557</td><td>54,882</td><td>122,121</td></tr><tr><td>Net income</td><td>$ 63,514</td><td>$ 9,260</td><td>$ 59,396</td><td>$ 132,170</td></tr><tr><td>Denominator</td><td></td><td></td><td></td><td></td></tr><tr><td>Number of shares used in per share computation</td><td>5,822</td><td>849</td><td>5,445</td><td>12,116</td></tr><tr><td>Basic net income per share</td><td>$ 10.91</td><td>$ 10.91</td><td>$ 10.91</td><td>$ 10.91</td></tr><tr><td>Diluted net income per share:</td><td></td><td></td><td></td><td></td></tr><tr><td>Numerator</td><td></td><td></td><td></td><td></td></tr><tr><td>Allocation of total earnings for basic computation</td><td>$ 63,514</td><td>$ 9,260</td><td>$ 59,396</td><td>$ 132,170</td></tr><tr><td>Reallocation of total earnings as a result of conversion of Class B to Class A shares</td><td>9,260</td><td>0</td><td>0</td><td>(1)</td></tr><tr><td>Reallocation of undistributed earnings</td><td>(627)</td><td>(79)</td><td>627</td><td>(1)</td></tr><tr><td>Net income</td><td>$ 72,147</td><td>$ 9,181</td><td>$ 60,023</td><td>$ 132,170</td></tr><tr><td>Denominator</td><td></td><td></td><td></td><td></td></tr><tr><td>Number of shares used in basic computation</td><td>5,822</td><td>849</td><td>5,445</td><td>12,116</td></tr><tr><td>Weighted-average effect of dilutive securities</td><td></td><td></td><td></td><td></td></tr><tr><td>Add:</td><td></td><td></td><td></td><td></td></tr><tr><td>Conversion of Class B to Class A shares outstanding</td><td>849</td><td>0</td><td>0</td><td>(1)</td></tr><tr><td>Restricted stock units and other contingently issuable shares</td><td>0</td><td>0</td><td>114</td><td>114</td></tr><tr><td>Number of shares used in per share computation</td><td>6,671</td><td>849</td><td>5,559</td><td>12,230</td></tr><tr><td>Diluted net income per share</td><td>$ 10.82</td><td>$ 10.81</td><td>$ 10.80</td><td>$ 10.81</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-59 Stock Vesting.html b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-59 Stock Vesting.html
new file mode 100644
index 000000000..33ea45f66
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-59 Stock Vesting.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td></td><td>Number of Shares</td><td>Weighted-Average Grant-Date Fair Value</td></tr><tr><td>Unvested as of December 31, 2024</td><td>299</td><td>$ 122.77</td></tr><tr><td>Granted</td><td>198</td><td>$ 188.82</td></tr><tr><td>Vested</td><td>(181)</td><td>$ 133.90</td></tr><tr><td>Forfeited/canceled</td><td>(34)</td><td>$ 142.33</td></tr><tr><td>Unvested as of December 31, 2025</td><td>282</td><td>$ 159.75</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-6 Revenue Breakdown.html b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-6 Revenue Breakdown.html
new file mode 100644
index 000000000..61fa9f7ba
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-6 Revenue Breakdown.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="2"></td><td colspan="2">Year Ended December 31,</td></tr><tr><td>2024</td><td>2025</td></tr><tr><td>Google Search &amp; other</td><td>$ 198,084</td><td>$ 224,532</td></tr><tr><td>YouTube ads</td><td>36,147</td><td>40,367</td></tr><tr><td>Google Network</td><td>30,359</td><td>29,792</td></tr><tr><td>Google advertising</td><td>264,590</td><td>294,691</td></tr><tr><td>Google subscriptions, platforms, and devices</td><td>40,340</td><td>48,030</td></tr><tr><td>Google Services total</td><td>304,930</td><td>342,721</td></tr><tr><td>Google Cloud</td><td>43,229</td><td>58,705</td></tr><tr><td>Other Bets</td><td>1,648</td><td>1,537</td></tr><tr><td>Hedging gains (losses)</td><td>211</td><td>(127)</td></tr><tr><td>Total revenues</td><td>$ 350,018</td><td>$ 402,836</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-60 Revenue Breakdown.html b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-60 Revenue Breakdown.html
new file mode 100644
index 000000000..1d777bd17
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-60 Revenue Breakdown.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="2"></td><td colspan="3">Year Ended December 31,</td></tr><tr><td>2023</td><td>2024</td><td>2025</td></tr><tr><td>Domestic operations</td><td>$ 73,600</td><td>$ 108,076</td><td>$ 143,591</td></tr><tr><td>Foreign operations</td><td>12,117</td><td>11,739</td><td>15,235</td></tr><tr><td>Total</td><td>$ 85,717</td><td>$ 119,815</td><td>$ 158,826</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-61 Income Tax Provision.html b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-61 Income Tax Provision.html
new file mode 100644
index 000000000..02d415cbd
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-61 Income Tax Provision.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="2"></td><td colspan="3">Year Ended December 31,</td></tr><tr><td>2023</td><td>2024</td><td>2025</td></tr><tr><td>Current:</td><td></td><td></td><td></td></tr><tr><td>Federal and state</td><td>$ 15,716</td><td>$ 21,101</td><td>$ 13,378</td></tr><tr><td>Foreign</td><td>3,935</td><td>3,852</td><td>5,028</td></tr><tr><td>Total</td><td>19,651</td><td>24,953</td><td>18,406</td></tr><tr><td>Deferred:</td><td></td><td></td><td></td></tr><tr><td>Federal and state</td><td>(7,482)</td><td>(5,350)</td><td>8,243</td></tr><tr><td>Foreign</td><td>(247)</td><td>94</td><td>7</td></tr><tr><td>Total</td><td>(7,729)</td><td>(5,256)</td><td>8,250</td></tr><tr><td>Provision for income taxes</td><td>$ 11,922</td><td>$ 19,697</td><td>$ 26,656</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-62 Tax Rate Reconciliation.html b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-62 Tax Rate Reconciliation.html
new file mode 100644
index 000000000..b5e6f0d2c
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-62 Tax Rate Reconciliation.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="2"></td><td colspan="6">Year Ended December 31,</td></tr><tr><td colspan="2">2023</td><td colspan="2">2024</td><td colspan="2">2025</td></tr><tr><td>US federal statutory rate</td><td>18,001</td><td>21.0 %</td><td>25,161</td><td>21.0 %</td><td>33,353</td><td>21.0 %</td></tr><tr><td>State and local income taxes, net of federal income tax effect(1)</td><td>823</td><td>1.0 %</td><td>1,199</td><td>1.0 %</td><td>1,606</td><td>1.0 %</td></tr><tr><td>Foreign tax effects:</td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Brazil:</td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Withholding taxes</td><td>1,064</td><td>1.2 %</td><td>1,041</td><td>0.9 %</td><td>1,384</td><td>0.9 %</td></tr><tr><td>Other</td><td>62</td><td>0.1 %</td><td>12</td><td>0.0 %</td><td>23</td><td>0.0 %</td></tr><tr><td>Other foreign jurisdictions</td><td>(74)</td><td>(0.1)%</td><td>353</td><td>0.3 %</td><td>396</td><td>0.2 %</td></tr><tr><td>Effect of change in tax laws or rates enacted in the current period</td><td>(829)</td><td>(1.0)%</td><td>0</td><td>0.0 %</td><td>0</td><td>0.0 %</td></tr><tr><td>Effect of cross-border tax laws:</td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Foreign-derived intangible income deduction</td><td>(3,980)</td><td>(4.6)%</td><td>(4,568)</td><td>(3.8)%</td><td>(3,931)</td><td>(2.5)%</td></tr><tr><td>Other</td><td>215</td><td>0.2 %</td><td>321</td><td>0.3 %</td><td>295</td><td>0.2 %</td></tr><tr><td>Tax credits:</td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Federal research credit</td><td>(1,575)</td><td>(1.8)%</td><td>(1,792)</td><td>(1.5)%</td><td>(2,088)</td><td>(1.3)%</td></tr><tr><td>Foreign tax credits</td><td>(1,396)</td><td>(1.6)%</td><td>(1,373)</td><td>(1.1)%</td><td>(1,684)</td><td>(1.1)%</td></tr><tr><td>Other</td><td>(498)</td><td>(0.6)%</td><td>(198)</td><td>(0.2)%</td><td>(98)</td><td>(0.1)%</td></tr><tr><td>Changes in valuation allowances</td><td>513</td><td>0.6 %</td><td>603</td><td>0.5 %</td><td>1,170</td><td>0.7 %</td></tr><tr><td>Nontaxable or nondeductible items:</td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Stock-based compensation expense</td><td>(602)</td><td>(0.7)%</td><td>(1,743)</td><td>(1.5)%</td><td>(2,601)</td><td>(1.6)%</td></tr><tr><td>Other</td><td>169</td><td>0.2 %</td><td>203</td><td>0.2 %</td><td>955</td><td>0.6 %</td></tr><tr><td>Changes in unrecognized tax benefits</td><td>432</td><td>0.5 %</td><td>689</td><td>0.6 %</td><td>(1,123)</td><td>(0.7)%</td></tr><tr><td>Other adjustments</td><td>(403)</td><td>(0.5)%</td><td>(211)</td><td>(0.2)%</td><td>(1,002)</td><td>(0.6)%</td></tr><tr><td>Total</td><td>$ 11,922</td><td>13.9 %</td><td>$ 19,697</td><td>16.4 %</td><td>$ 26,656</td><td>16.8 %</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-63 Deferred Tax Assets.html b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-63 Deferred Tax Assets.html
new file mode 100644
index 000000000..3e4a0078c
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-63 Deferred Tax Assets.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="2"></td><td colspan="2">As of December 31,</td></tr><tr><td>2024</td><td>2025</td></tr><tr><td>Deferred tax assets:</td><td></td><td></td></tr><tr><td>Accrued employee benefits</td><td>$ 1,834</td><td>$ 1,951</td></tr><tr><td>Accruals and reserves not currently deductible</td><td>2,552</td><td>3,570</td></tr><tr><td>Tax credits</td><td>6,384</td><td>7,314</td></tr><tr><td>Net operating losses</td><td>3,472</td><td>4,953</td></tr><tr><td>Operating leases</td><td>3,336</td><td>3,337</td></tr><tr><td>Capitalized research and development</td><td>25,903</td><td>24,758</td></tr><tr><td>Other</td><td>1,376</td><td>2,143</td></tr><tr><td>Total deferred tax assets</td><td>44,857</td><td>48,026</td></tr><tr><td>Valuation allowance</td><td>(11,493)</td><td>(13,942)</td></tr><tr><td>Total deferred tax assets net of valuation allowance</td><td>33,364</td><td>34,084</td></tr><tr><td>Deferred tax liabilities:</td><td></td><td></td></tr><tr><td>Property and equipment, net</td><td>(9,932)</td><td>(13,256)</td></tr><tr><td>Net investment gains</td><td>(2,978)</td><td>(8,242)</td></tr><tr><td>Operating leases</td><td>(2,986)</td><td>(3,103)</td></tr><tr><td>Other</td><td>(1,008)</td><td>(1,289)</td></tr><tr><td>Total deferred tax liabilities</td><td>(16,904)</td><td>(25,890)</td></tr><tr><td>Net deferred tax assets (liabilities)</td><td>$ 16,460</td><td>$ 8,194</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-64 Income Tax Payments.html b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-64 Income Tax Payments.html
new file mode 100644
index 000000000..85735423f
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-64 Income Tax Payments.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="2"></td><td colspan="3">Year Ended December 31,</td></tr><tr><td>2023</td><td>2024</td><td>2025</td></tr><tr><td>US federal</td><td>$ 13,689</td><td>$ 19,921</td><td>$ 13,658</td></tr><tr><td>US state and local</td><td>1,224</td><td>2,697</td><td>2,919</td></tr><tr><td>Foreign:</td><td></td><td></td><td></td></tr><tr><td>Brazil</td><td>1,264</td><td>1,101</td><td>1,368</td></tr><tr><td>Other</td><td>2,987</td><td>3,634</td><td>3,581</td></tr><tr><td>Total foreign</td><td>4,251</td><td>4,735</td><td>4,949</td></tr><tr><td>Total cash paid for income taxes, net of refunds</td><td>$ 19,164</td><td>$ 27,353</td><td>$ 21,526</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-65 Tax Benefits.html b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-65 Tax Benefits.html
new file mode 100644
index 000000000..b63fbac92
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-65 Tax Benefits.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="2"></td><td colspan="3">Year Ended December 31,</td></tr><tr><td>2023</td><td>2024</td><td>2025</td></tr><tr><td>Beginning gross unrecognized tax benefits</td><td>$ 7,055</td><td>$ 9,438</td><td>$ 12,619</td></tr><tr><td>Increases related to prior year tax positions</td><td>740</td><td>896</td><td>278</td></tr><tr><td>Decreases related to prior year tax positions</td><td>(682)</td><td>(83)</td><td>(1,301)</td></tr><tr><td>Decreases related to settlement with tax authorities</td><td>(21)</td><td>(311)</td><td>(2,183)</td></tr><tr><td>Increases related to current year tax positions</td><td>2,346</td><td>2,679</td><td>2,099</td></tr><tr><td>Ending gross unrecognized tax benefits</td><td>$ 9,438</td><td>$ 12,619</td><td>$ 11,512</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-66 Alphabet Revenue.html b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-66 Alphabet Revenue.html
new file mode 100644
index 000000000..187a3ddca
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-66 Alphabet Revenue.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="2"></td><td colspan="3">Year Ended December 31,</td></tr><tr><td>2023</td><td>2024</td><td>2025</td></tr><tr><td colspan="4">Revenues:</td></tr><tr><td>Google Services</td><td>$ 272,543</td><td>$ 304,930</td><td>$ 342,721</td></tr><tr><td>Google Cloud</td><td>33,088</td><td>43,229</td><td>58,705</td></tr><tr><td>Other Bets</td><td>1,527</td><td>1,648</td><td>1,537</td></tr><tr><td>Hedging gains (losses)</td><td>236</td><td>211</td><td>(127)</td></tr><tr><td>Total revenues</td><td>$ 307,394</td><td>$ 350,018</td><td>$ 402,836</td></tr><tr><td colspan="4">Operating income (loss):</td></tr><tr><td>Google Services</td><td>$ 95,858</td><td>$ 121,263</td><td>$ 139,404</td></tr><tr><td>Google Cloud</td><td>1,716</td><td>6,112</td><td>13,910</td></tr><tr><td>Other Bets</td><td>(4,095)</td><td>(4,444)</td><td>(7,515)</td></tr><tr><td>Alphabet-level activities</td><td>(9,186)</td><td>(10,541)</td><td>(16,760)</td></tr><tr><td>Total income from operations</td><td>$ 84,293</td><td>$ 112,390</td><td>$ 129,039</td></tr><tr><td colspan="4">Supplemental information about segment expenses:</td></tr><tr><td colspan="4">Google Services:</td></tr><tr><td>Employee compensation expenses</td><td>$ 46,224</td><td>$ 44,560</td><td>$ 45,124</td></tr><tr><td>Other costs and expenses</td><td>130,461</td><td>139,107</td><td>158,193</td></tr><tr><td>Total Google Services costs and expenses</td><td>$ 176,685</td><td>$ 183,667</td><td>$ 203,317</td></tr><tr><td colspan="4">Google Cloud:</td></tr><tr><td>Employee compensation expenses</td><td>$ 19,054</td><td>$ 20,519</td><td>$ 22,078</td></tr><tr><td>Other costs and expenses</td><td>12,318</td><td>16,598</td><td>22,717</td></tr><tr><td>Total Google Cloud costs and expenses</td><td>$ 31,372</td><td>$ 37,117</td><td>$ 44,795</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-67 Long-lived Assets.html b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-67 Long-lived Assets.html
new file mode 100644
index 000000000..a5ad18c5c
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-67 Long-lived Assets.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="2"></td><td colspan="2">As of December 31,</td></tr><tr><td>2024</td><td>2025</td></tr><tr><td>Long-lived assets:</td><td></td><td></td></tr><tr><td>United States</td><td>$ 138,993</td><td>$ 195,337</td></tr><tr><td>International</td><td>45,631</td><td>66,481</td></tr><tr><td>Total long-lived assets</td><td>$ 184,624</td><td>$ 261,818</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-68 Warranty Reserves.html b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-68 Warranty Reserves.html
new file mode 100644
index 000000000..6382a5b90
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-68 Warranty Reserves.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td></td><td>Balance atBeginning of Year</td><td>Additions</td><td>Usage</td><td>Balance atEnd of Year</td></tr><tr><td>Year ended December 31, 2023</td><td>$ 1,213</td><td>$ 3,115</td><td>$ (2,737)</td><td>$ 1,591</td></tr><tr><td>Year ended December 31, 2024</td><td>$ 1,591</td><td>$ 2,895</td><td>$ (2,850)</td><td>$ 1,636</td></tr><tr><td>Year ended December 31, 2025</td><td>$ 1,636</td><td>$ 4,128</td><td>$ (3,408)</td><td>$ 2,356</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-69 Exhibit List.html b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-69 Exhibit List.html
new file mode 100644
index 000000000..f0c7d2291
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-69 Exhibit List.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="2">Exhibit Number</td><td rowspan="2">Description</td><td colspan="3">Incorporated by reference herein</td></tr><tr><td>Form</td><td colspan="2">Date</td></tr><tr><td>2.01</td><td>Agreement and Plan of Merger, dated October 2, 2015, by and among Google Inc., the Registrant and Maple Technologies Inc.</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td colspan="2">October 2, 2015</td></tr><tr><td>3.01</td><td>Amended and Restated Certificate of Incorporation of the Registrant</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td colspan="2">June 3, 2022</td></tr><tr><td>3.02</td><td>Amended and Restated Bylaws of the Registrant, dated October 19, 2022</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td colspan="2">October 25, 2022</td></tr><tr><td>4.01</td><td>Specimen Class A Common Stock certificate</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td colspan="2">October 2, 2015</td></tr><tr><td>4.02</td><td>Specimen Class C Capital Stock certificate</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td colspan="2">October 2, 2015</td></tr><tr><td>4.03</td><td>Alphabet Inc. Deferred Compensation Plan</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td colspan="2">October 2, 2015</td></tr><tr><td>4.04</td><td>Transfer Restriction Agreement, dated October 2, 2015, between the Registrant and Larry Page and certain of his affiliates</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td colspan="2">October 2, 2015</td></tr><tr><td>4.05</td><td>Transfer Restriction Agreement, dated October 2, 2015, between the Registrant and Sergey Brin and certain of his affiliates</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td colspan="2">October 2, 2015</td></tr><tr><td>4.06</td><td>Joinder Agreement, dated December 31, 2021, among the Registrant, Sergey Brin and certain of his affiliates</td><td>Annual Report on Form 10-K (File No. 001-37580)</td><td colspan="2">February 2, 2022</td></tr><tr><td>4.07</td><td>Transfer Restriction Agreement, dated October 2, 2015, between the Registrant and Eric E. Schmidt and certain of its affiliates</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td colspan="2">October 2, 2015</td></tr><tr><td>4.08</td><td>Class C Undertaking, dated October 2, 2015, executed by the Registrant</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td colspan="2">October 2, 2015</td></tr><tr><td>4.09</td><td>Indenture, dated February 12, 2016, between the Registrant and The Bank of New York Mellon Trust Company, N.A., as Trustee</td><td>Registration Statement on Form S-3 (File No. 333-209510)</td><td colspan="2">February 12, 2016</td></tr><tr><td>4.10</td><td>Registrant Registration Rights Agreement dated December 14, 2015</td><td>Registration Statement on Form S-3 (File No. 333-209518)</td><td colspan="2">February 12, 2016</td></tr><tr><td>4.11</td><td>First Supplemental Indenture, dated April 27, 2016, between the Registrant and The Bank of New York Mellon Trust Company, N.A., as trustee</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td colspan="2">April 27, 2016</td></tr><tr><td>4.12</td><td>Form of the Registrant's 1.998% Note due 2026</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td colspan="2">August 9, 2016</td></tr><tr><td>4.13</td><td>Form of Global Note representing the Registrant's 0.800% notes due 2027</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td colspan="2">August 5, 2020</td></tr><tr><td>4.14</td><td>Form of Global Note representing the Registrant's 1.100% notes due 2030</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td colspan="2">August 5, 2020</td></tr><tr><td>4.15</td><td>Form of Global Note representing the Registrant's 1.900% notes due 2040</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td colspan="2">August 5, 2020</td></tr><tr><td>4.16</td><td>Form of Global Note representing the Registrant's 2.050% notes due 2050</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td colspan="2">August 5, 2020</td></tr><tr><td>4.17</td><td>Form of Global Note representing the Registrant's 2.250% notes due 2060</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td colspan="2">August 5, 2020</td></tr><tr><td>4.18</td><td>Form of Global Note representing the Registrant's 4.000% notes due 2030</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td colspan="2">May 1, 2025</td></tr><tr><td>4.19</td><td>Form of Global Note representing the Registrant's 4.500% notes due 2035</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td colspan="2">May 1, 2025</td></tr><tr><td>4.20</td><td>Form of Global Note representing the Registrant's 5.250% notes due 2055</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td colspan="2">May 1, 2025</td></tr><tr><td>4.21</td><td>Form of Global Note representing the Registrant's 5.300% notes due 2065</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td colspan="2">May 1, 2025</td></tr><tr><td>4.22</td><td>Form of Global Note representing the Registrant's 2.500% notes due 2029</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td colspan="2">May 6, 2025</td></tr><tr><td>4.23</td><td>Form of Global Note representing the Registrant's 3.000% notes due 2033</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td colspan="2">May 6, 2025</td></tr><tr><td>4.24</td><td>Form of Global Note representing the Registrant's 3.375% notes due 2037</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td colspan="2">May 6, 2025</td></tr><tr><td>4.25</td><td>Form of Global Note representing the Registrant's 3.875% notes due 2045</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td colspan="2">May 6, 2025</td></tr><tr><td>4.26</td><td>Form of Global Note representing the Registrant's 4.000% notes due 2054</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td colspan="2">May 6, 2025</td></tr><tr><td>4.27</td><td>Form of Global Note representing the Registrant's 2.375% notes due 2028</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td colspan="2">November 6, 2025</td></tr><tr><td>4.28</td><td>Form of Global Note representing the Registrant's 2.875% notes due 2031</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td colspan="2">November 6, 2025</td></tr><tr><td>4.29</td><td>Form of Global Note representing the Registrant's 3.125% notes due 2034</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td colspan="2">November 6, 2025</td></tr><tr><td>4.30</td><td>Form of Global Note representing the Registrant's 3.500% notes due 2038</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td colspan="2">November 6, 2025</td></tr><tr><td>4.31</td><td>Form of Global Note representing the Registrant's 4.000% notes due 2044</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td colspan="2">November 6, 2025</td></tr><tr><td rowspan="2">Exhibit Number</td><td rowspan="2"></td><td rowspan="2">Description</td><td colspan="2">Incorporated by reference herein</td></tr><tr><td>Form</td><td>Date</td></tr><tr><td>4.32</td><td></td><td>Form of Global Note representing the Registrant's 4.375% notes due 2064</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td>November 6, 2025</td></tr><tr><td>4.33</td><td></td><td>Form of Global Note representing the Registrant's floating rate notes due 2028</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td>November 6, 2025</td></tr><tr><td>4.34</td><td></td><td>Form of Global Note representing the Registrant's 3.875% notes due 2028</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td>November 6, 2025</td></tr><tr><td>4.35</td><td></td><td>Form of Global Note representing the Registrant's 4.100% notes due 2030</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td>November 6, 2025</td></tr><tr><td>4.36</td><td></td><td>Form of Global Note representing the Registrant's 4.375% notes due 2032</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td>November 6, 2025</td></tr><tr><td>4.37</td><td></td><td>Form of Global Note representing the Registrant's 4.700% notes due 2035</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td>November 6, 2025</td></tr><tr><td>4.38</td><td></td><td>Form of Global Note representing the Registrant's 5.350% notes due 2045</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td>November 6, 2025</td></tr><tr><td>4.39</td><td></td><td>Form of Global Note representing the Registrant's 5.450% notes due 2055</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td>November 6, 2025</td></tr><tr><td>4.40</td><td></td><td>Form of Global Note representing the Registrant's 5.700% notes due 2075</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td>November 6, 2025</td></tr><tr><td>4.41</td><td></td><td>Description of Registrant's Securities</td><td>Annual Report on Form 10-K (File No. 001-37580)</td><td>February 3, 2023</td></tr><tr><td>10.01</td><td>◆</td><td>Form of Indemnification Agreement entered into between the Registrant, its affiliates and its directors and officers</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td>October 2, 2015</td></tr><tr><td>10.02</td><td>◆</td><td>Form of Offer Letter for Directors</td><td>Annual Report on Form 10-K (File No. 001-37580)</td><td>January 31, 2024</td></tr><tr><td>10.03</td><td>◆</td><td>Letter Agreement dated June 3, 2024, between Anat Ashkenazi and Alphabet</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td>June 7, 2024</td></tr><tr><td>10.04</td><td>◆</td><td>Compensation Plan Agreement, dated October 2, 2015, between Google Inc. and the Registrant</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td>October 2, 2015</td></tr><tr><td>10.05</td><td>◆</td><td>Director Arrangements Agreement, dated October 2, 2015, between Google Inc. and the Registrant</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td>October 2, 2015</td></tr><tr><td>10.06</td><td>◆</td><td>Alphabet Inc. Deferred Compensation Plan</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td>October 2, 2015</td></tr><tr><td>10.07</td><td>◆</td><td>Alphabet Inc. Amended and Restated 2012 Stock Plan</td><td>Current Report on Form 8-K (File No. 001-37580)</td><td>June 5, 2020</td></tr><tr><td>10.07.1</td><td>◆</td><td>Alphabet Inc. Amended and Restated 2012 Stock Plan - Form of Alphabet Restricted Stock Unit Agreement</td><td>Annual Report on Form 10-K (File No. 001-37580)</td><td>February 4, 2020</td></tr><tr><td>10.08</td><td>◆</td><td>Alphabet Inc. Amended and Restated 2021 Stock Plan</td><td>Current Report on Form 8-K (file No. 001-37580)</td><td>June 8, 2023</td></tr><tr><td>10.08.1</td><td>◆</td><td>Alphabet Inc. Amended and Restated 2021 Stock Plan - Form of Alphabet Restricted Stock Unit Agreement</td><td>Quarterly Report on Form 10-Q (file No. 001-37580)</td><td>July 28, 2021</td></tr><tr><td>10.08.2</td><td>◆</td><td>Alphabet Inc. Amended and Restated 2021 Stock Plan - Form of Alphabet Restricted Stock Unit Agreement</td><td>Quarterly Report on Form 10-Q (File No. 001-37580)</td><td>July 26, 2023</td></tr><tr><td>10.08.3</td><td>◆</td><td>Alphabet Inc. Amended and Restated 2021 Stock Plan – Form of Alphabet Restricted Stock Unit Agreement</td><td>Quarterly Report on Form 10-Q (File No. 001-37580)</td><td>April 26, 2024</td></tr><tr><td>10.08.4</td><td>◆</td><td>Alphabet Inc. Amended and Restated 2021 Stock Plan - Form of Alphabet 2022 CEO Performance Stock Unit Agreement</td><td>Annual Report on Form 10-K (File No. 001-37580)</td><td>February 3, 2023</td></tr><tr><td>10.08.5</td><td>◆</td><td>Alphabet Inc. Amended and Restated 2021 Stock Plan – Form of Alphabet CEO Performance Stock Unit Agreement</td><td>Quarterly Report on Form 10-Q (File No. 001-37580)</td><td>April 26, 2024</td></tr><tr><td>10.08.6</td><td>◆</td><td>Alphabet Inc. Amended and Restated 2021 Stock Plan - Form of Alphabet 2022 Non-CEO Performance Stock Unit Agreement</td><td>Annual Report on Form 10-K (File No. 001-37580)</td><td>February 2, 2022</td></tr><tr><td>10.08.7</td><td>◆</td><td>Alphabet Inc. Amended and Restated 2021 Stock Plan - Form of Alphabet 2023 Non-CEO Performance Stock Unit Agreement</td><td>Quarterly Report on Form 10-Q (File No. 001-37580)</td><td>July 26, 2023</td></tr><tr><td>10.08.8</td><td>◆</td><td>Alphabet Inc. Amended and Restated 2021 Stock Plan – Form of Alphabet Non-CEO Performance Stock Unit Agreement</td><td>Quarterly Report on Form 10-Q (File No. 001-37580)</td><td>April 26, 2024</td></tr><tr><td>10.09</td><td>◆</td><td>Alphabet Inc. Company Bonus Plan, as amended</td><td>Annual Report on Form 10-K (File No. 001-37350)</td><td>February 2, 2023</td></tr><tr><td>19.01</td><td></td><td>Alphabet Inc. Policy Against Insider Trading</td><td>Annual Report on Form 10-K (File No. 001-37350)</td><td>February 5, 2025</td></tr><tr><td>21.01</td><td>*</td><td>Subsidiaries of the Registrant</td><td></td><td></td></tr><tr><td>23.01</td><td>*</td><td>Consent of Independent Registered Public Accounting Firm</td><td></td><td></td></tr><tr><td>24.01</td><td>*</td><td>Power of Attorney (incorporated by reference to the signature page of this Annual Report on Form 10-K)</td><td></td><td></td></tr><tr><td>31.01</td><td>*</td><td>Certification of Chief Executive Officer pursuant to Exchange Act Rules 13a-14(a) and 15d-14(a), as adopted pursuant to Section 302 of the Sarbanes-Oxley Act of 2002</td><td></td><td></td></tr><tr><td>31.02</td><td>*</td><td>Certification of Chief Financial Officer pursuant to Exchange Act Rules 13a-14(a) and 15d-14(a), as adopted pursuant to Section 302 of the Sarbanes-Oxley Act of 2002</td><td></td><td></td></tr><tr><td>32.01</td><td>‡</td><td>Certifications of Chief Executive Officer and Chief Financial Officer pursuant to 18 U.S.C. Section 1350, as adopted pursuant to Section 906 of the Sarbanes-Oxley Act of 2002</td><td></td><td></td></tr><tr><td>97.01</td><td>◆</td><td>Clawback Policy</td><td>Annual Report on Form 10-K (File No. 001-37350)</td><td>January 31, 2024</td></tr><tr><td>101.INS</td><td>*</td><td>Inline XBRL Instance Document - the instance document does not appear in the Interactive Data File because its XBRL tags are embedded within the Inline XBRL document</td><td></td><td></td></tr><tr><td>101.SCH</td><td>*</td><td>Inline XBRL Taxonomy Extension Schema Document</td><td></td><td></td></tr><tr><td>101.CAL</td><td>*</td><td>Inline XBRL Taxonomy Extension Calculation Linkbase Document</td><td></td><td></td></tr><tr><td>101.DEF</td><td>*</td><td>Inline XBRL Taxonomy Extension Definition Linkbase Document</td><td></td><td></td></tr><tr><td>101.LAB</td><td>*</td><td>Inline XBRL Taxonomy Extension Label Linkbase Document</td><td></td><td></td></tr><tr><td>101.PRE</td><td>*</td><td>Inline XBRL Taxonomy Extension Presentation Linkbase Document</td><td></td><td></td></tr><tr><td>104</td><td>*</td><td>Cover Page Interactive Data File (embedded within the Inline XBRL document and contained in Exhibit 101)</td><td></td><td></td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-7 Google Ad Changes.html b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-7 Google Ad Changes.html
new file mode 100644
index 000000000..415be9f7e
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-7 Google Ad Changes.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td colspan="2">Google Search &amp; other</td></tr><tr><td>Paid clicks change</td><td>6 %</td></tr><tr><td>Cost-per-click change</td><td>7 %</td></tr><tr><td colspan="2">Google Network</td></tr><tr><td>Impressions change</td><td>(7)%</td></tr><tr><td>Cost-per-impression change</td><td>7 %</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-70 CEO Signature.html b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-70 CEO Signature.html
new file mode 100644
index 000000000..1cb3e63e1
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-70 CEO Signature.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td>By:</td><td>/S/ SUNDAR PICHAI</td></tr><tr><td></td><td>Sundar Pichai</td></tr><tr><td></td><td>Chief Executive Officer(Principal Executive Officer of the Registrant)</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-71 Signatures.html b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-71 Signatures.html
new file mode 100644
index 000000000..dc989bc8d
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-71 Signatures.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td colspan="2">Signature</td><td>Title</td><td>Date</td></tr><tr><td>/S/</td><td>SUNDAR PICHAI</td><td>Chief Executive Officer and Director (Principal Executive Officer)</td><td>February 4, 2026</td></tr><tr><td colspan="2">Sundar Pichai</td><td></td><td></td></tr><tr><td>/S/</td><td>ANAT ASHKENAZI</td><td>Senior Vice President and Chief Financial Officer (Principal Financial Officer)</td><td>February 4, 2026</td></tr><tr><td colspan="2">Anat Ashkenazi</td><td></td><td></td></tr><tr><td>/S/</td><td>AMIE THUENER O&#x27;TOOLE</td><td>Vice President, Corporate Controller and Principal Accounting Officer</td><td>February 4, 2026</td></tr><tr><td colspan="2">Amie Thuener O&#x27;Toole</td><td></td><td></td></tr><tr><td>/S/</td><td>FRANCES H. ARNOLD</td><td>Director</td><td>February 4, 2026</td></tr><tr><td colspan="2">Frances H. Arnold</td><td></td><td></td></tr><tr><td>/S/</td><td>SERGEY BRIN</td><td>Co-Founder and Director</td><td>February 4, 2026</td></tr><tr><td colspan="2">Sergey Brin</td><td></td><td></td></tr><tr><td>/S/</td><td>R. MARTIN CHAVEZ</td><td>Director</td><td>February 4, 2026</td></tr><tr><td colspan="2">R. Martin Chávez</td><td></td><td></td></tr><tr><td>/S/</td><td>L. JOHN DOERR</td><td>Director</td><td>February 4, 2026</td></tr><tr><td colspan="2">L. John Doerr</td><td></td><td></td></tr><tr><td>/S/</td><td>ROGER W. FERGUSON JR.</td><td>Director</td><td>February 4, 2026</td></tr><tr><td colspan="2">Roger W. Ferguson Jr.</td><td></td><td></td></tr><tr><td>/S/</td><td>JOHN L. HENNESSY</td><td>Director, Chair</td><td>February 4, 2026</td></tr><tr><td colspan="2">John L. Hennessy</td><td></td><td></td></tr><tr><td>/S/</td><td>LARRY PAGE</td><td>Co-Founder and Director</td><td>February 4, 2026</td></tr><tr><td colspan="2">Larry Page</td><td></td><td></td></tr><tr><td>/S/</td><td>K. RAM SHRIRAM</td><td>Director</td><td>February 4, 2026</td></tr><tr><td colspan="2">K. Ram Shriram</td><td></td><td></td></tr><tr><td>/S/</td><td>ROBIN L. WASHINGTON</td><td>Director</td><td>February 4, 2026</td></tr><tr><td colspan="2">Robin L. Washington</td><td></td><td></td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-8 Revenue by Region.html b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-8 Revenue by Region.html
new file mode 100644
index 000000000..5611609c6
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-8 Revenue by Region.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="2"></td><td colspan="2">Year Ended December 31,</td></tr><tr><td>2024</td><td>2025</td></tr><tr><td>United States</td><td>49 %</td><td>48 %</td></tr><tr><td> $EMEA^{(1)}$ </td><td>29 %</td><td>29 %</td></tr><tr><td> $APAC^{(1)}$ </td><td>16 %</td><td>17 %</td></tr><tr><td> $Other Americas^{(1)}$ </td><td>6 %</td><td>6 %</td></tr><tr><td>Hedging gains (losses)</td><td>0 %</td><td>0 %</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-9 Cost of Revenues.html b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-9 Cost of Revenues.html
new file mode 100644
index 000000000..b866ee4e0
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/tables/table-9 Cost of Revenues.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td></td><td colspan="2">Year Ended December 31,</td></tr><tr><td></td><td>2024</td><td>2025</td></tr><tr><td>TAC</td><td>$ 54,900</td><td>$ 59,926</td></tr><tr><td>Other cost of revenues</td><td>91,406</td><td>102,609</td></tr><tr><td>Total cost of revenues</td><td>$ 146,306</td><td>$ 162,535</td></tr><tr><td>Total cost of revenues as a percentage of revenues</td><td>42 %</td><td>40 %</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-goog-10-k-2025/toc_hierarchies.json b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/toc_hierarchies.json
new file mode 100644
index 000000000..88e968e06
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-goog-10-k-2025/toc_hierarchies.json
@@ -0,0 +1,19 @@
+[
+  {
+    "toc_range": [
+      43,
+      48
+    ],
+    "scan_range": [
+      43,
+      193
+    ],
+    "toc_with_level": "| id | heading                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             | level |\n|----|-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|-------|\n| 1  | # Note About Forward-Looking Statements                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             | 1     |\n| 2  | This Annual Report on Form 10-K contains forward-looking statements within the meaning of the Private Securities Litigation Reform Act of 1995. Forward-looking statements generally can be identified by words such as, but are not limited to, \"anticipates,\" \"believes,\" \"could,\" \"estimates,\" \"expects,\" \"intends,\" \"may,\" \"plans,\" \"predicts,\" \"projects,\" \"will be,\" \"will continue,\" \"will likely result,\" and similar expressions. These include, among other things, expectations regarding the growth of our business and revenues, including factors that may impact such growth, and fluctuations in our revenues and margins; statements relating to plans, expectations, and trends about our core business metrics, costs and expenses, capital expenditures, sources of funding, products and services, strategic business transactions, and other aspects of our business operations and strategies; statements regarding the global macroeconomic and regulatory environment; as well as other statements regarding our future operations, financial condition and prospects, and actual or potential risk and liability exposures. Forward-looking statements may appear throughout this report and other documents we file with the Securities and Exchange Commission (SEC), including without limitation, the following sections: Part I, Item 1 \"Business;\" Part I, Item 1A \"Risk Factors;\" and Part II, Item 7 \"Management's Discussion and Analysis of Financial Condition and Results of Operations.\" These forward-looking statements are based on current expectations and assumptions that are subject to risks and uncertainties, which could cause our actual results to differ materially from those reflected in the forward-looking statements. Factors that could cause or contribute to such differences include, but are not limited to, those discussed in this Annual Report on Form 10-K, including the risks discussed in Part I, Item 1A \"Risk Factors\" and the trends discussed in Part II, Item 7 \"Management's Discussion and Analysis of Financial Condition and Results of Operations,\" and those discussed in other documents we file with the SEC. We undertake no obligation to revise or publicly release the results of any revision to these forward-looking statements, except as required by law. Given these risks and uncertainties, readers are cautioned not to place undue reliance on such forward-looking statements. | 1     |\n| 3  | As used herein, \"Alphabet,\" \"the company,\" \"we,\" \"us,\" \"our,\" and similar terms include Alphabet Inc. and its subsidiaries, unless the context indicates otherwise.                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 | 1     |\n| 4  | \"Alphabet,\" \"Google,\" and other trademarks of ours appearing in this report are our property. We do not intend our use or display of other companies' trade names or trademarks to imply an endorsement or sponsorship of us by such companies, or any relationship with any of these companies.                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    | 1     |",
+    "toc_tree": {
+      "# Note About Forward-Looking Statements": {},
+      "This Annual Report on Form 10-K contains forward-looking statements within the meaning of the Private Securities Litigation Reform Act of 1995. Forward-looking statements generally can be identified by words such as, but are not limited to, \"anticipates,\" \"believes,\" \"could,\" \"estimates,\" \"expects,\" \"intends,\" \"may,\" \"plans,\" \"predicts,\" \"projects,\" \"will be,\" \"will continue,\" \"will likely result,\" and similar expressions. These include, among other things, expectations regarding the growth of our business and revenues, including factors that may impact such growth, and fluctuations in our revenues and margins; statements relating to plans, expectations, and trends about our core business metrics, costs and expenses, capital expenditures, sources of funding, products and services, strategic business transactions, and other aspects of our business operations and strategies; statements regarding the global macroeconomic and regulatory environment; as well as other statements regarding our future operations, financial condition and prospects, and actual or potential risk and liability exposures. Forward-looking statements may appear throughout this report and other documents we file with the Securities and Exchange Commission (SEC), including without limitation, the following sections: Part I, Item 1 \"Business;\" Part I, Item 1A \"Risk Factors;\" and Part II, Item 7 \"Management's Discussion and Analysis of Financial Condition and Results of Operations.\" These forward-looking statements are based on current expectations and assumptions that are subject to risks and uncertainties, which could cause our actual results to differ materially from those reflected in the forward-looking statements. Factors that could cause or contribute to such differences include, but are not limited to, those discussed in this Annual Report on Form 10-K, including the risks discussed in Part I, Item 1A \"Risk Factors\" and the trends discussed in Part II, Item 7 \"Management's Discussion and Analysis of Financial Condition and Results of Operations,\" and those discussed in other documents we file with the SEC. We undertake no obligation to revise or publicly release the results of any revision to these forward-looking statements, except as required by law. Given these risks and uncertainties, readers are cautioned not to place undue reliance on such forward-looking statements.": {},
+      "As used herein, \"Alphabet,\" \"the company,\" \"we,\" \"us,\" \"our,\" and similar terms include Alphabet Inc. and its subsidiaries, unless the context indicates otherwise.": {},
+      "\"Alphabet,\" \"Google,\" and other trademarks of ours appearing in this report are our property. We do not intend our use or display of other companies' trade names or trademarks to imply an endorsement or sponsorship of us by such companies, or any relationship with any of these companies.": {}
+    }
+  }
+]
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-meta-q1-2026-earnings-call/chunks.json b/apps/api/app/data/demo_documents/financial-meta-q1-2026-earnings-call/chunks.json
new file mode 100644
index 000000000..968bff0a2
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-meta-q1-2026-earnings-call/chunks.json
@@ -0,0 +1,2525 @@
+{
+  "chunks": [
+    {
+      "chunk_id": "f224df75-3d75-5a6f-9ffd-9ce11c4d6ed3",
+      "type": "text",
+      "content": "Meta Platforms, Inc. (META)\nFirst Quarter 2026 Results Conference Call\nApril 29 $^{th}$ , 2026",
+      "path": "META-Q1-2026-Earnings-Call-Transcript.pdf",
+      "metadata": {
+        "length": 94,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Kenneth Dorell, Director, Investor Relations, Mark Zuckerberg, CEO, Susan Li, CFO",
+        "tokens": [
+          "Meta",
+          "Platforms",
+          "Inc",
+          "META",
+          "First",
+          "Quarter",
+          "2026",
+          "Results",
+          "Conference",
+          "Call",
+          "April",
+          "29"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "770126b8-2884-53c9-b340-0f2e3302dcd5",
+      "type": "text",
+      "content": "Thank you. Good afternoon and welcome to Meta Platforms' first quarter 2026 earnings conference call. Joining me today to discuss our results are Mark Zuckerberg, CEO and Susan Li, CFO.\nOur remarks today will include forward-looking statements, which are based on assumptions as of today. Actual results may differ materially as a result of various factors including those set forth in today's earnings press release, and in our annual report on Form 10-K filed with the SEC. We undertake no obligation to update any forward-looking statement.\nDuring this call we will present both GAAP and certain non-GAAP financial measures. A reconciliation of GAAP to non-GAAP measures is included in today's earnings press release. The earnings press release and an accompanying investor presentation are available on our website at investor.atmeta.com.\nAnd now, I'd like to turn the call over to Mark.",
+      "path": "META-Q1-2026-Earnings-Call-Transcript.pdf/Kenneth Dorell, Director, Investor Relations",
+      "metadata": {
+        "length": 891,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Kenneth Dorell, Director, Investor Relations, Mark Zuckerberg, CEO, Susan Li, CFO",
+        "tokens": [
+          "Thank",
+          "Good",
+          "afternoon",
+          "Meta",
+          "Platforms",
+          "quarter",
+          "2026",
+          "earnings",
+          "conference",
+          "call",
+          "Joining",
+          "today",
+          "discuss",
+          "results",
+          "Mark",
+          "Zuckerberg",
+          "CEO",
+          "Susan",
+          "Li",
+          "CFO",
+          "Our",
+          "remarks",
+          "include",
+          "forward",
+          "statements",
+          "based",
+          "assumptions",
+          "Actual",
+          "differ",
+          "materially",
+          "result",
+          "factors",
+          "including",
+          "set",
+          "press",
+          "release",
+          "annual",
+          "report",
+          "Form",
+          "10",
+          "filed",
+          "SEC",
+          "We",
+          "undertake",
+          "obligation",
+          "update",
+          "statement",
+          "During",
+          "present",
+          "GAAP",
+          "financial",
+          "measures",
+          "reconciliation",
+          "included",
+          "The",
+          "accompanying",
+          "investor",
+          "presentation",
+          "website",
+          "atmeta",
+          "And",
+          "turn"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "298b8cfe-f1dd-5464-b5b6-1e2548dad1f5",
+      "type": "text",
+      "content": "Hey everyone, thanks for joining today. We had a strong quarter for our community, our business, and our progress towards AI.\nMore than 3.5 billion people use at least one of our apps every day. We saw a small decrease in total family dailies due to internet outages in Iran and blocks in Russia, but otherwise trends across our apps are strong. Daily and monthly actives on Instagram and Facebook continue to grow, with video driving all-time high engagement across both apps. WhatsApp continues to see strong momentum too, including in the US. And Threads continues on its trajectory to be the leading app in its category.\nOur biggest milestone so far this year has been the release of our Muse family of models and our first model, Muse Spark, along with a significantly upgraded new version of Meta AI. This was the first release from Meta Superintelligence Labs, and it shows that our work is on track to build a leading lab.\nOver the past 10 months, we have built the strongest research team in the industry, and established the scientific and technical foundations to scale very advanced models. Spark is just one step on that scaling ladder and we are already training even more advanced models. But Spark has already made Meta AI a world-class assistant that leads in several areas related to our vision of personal superintelligence, including visual understanding, health, shopping, social content, local, creating games, and more. We're hearing very positive feedback on it so far. We've seen large increases in Meta AI use since releasing the updates, and the Meta AI app has consistently been near the top of the app stores as well.\nNow that we have a strong model we can develop more novel products as well. Since I first wrote about our vision for personal superintelligence last year, we've been focused on delivering\npersonal and business agents to billions of people around the world. Our goal is not just to deliver Meta AI as an assistant, but to deliver agents that can understand your goals and then work day and night to help you achieve them.\nMy view of AI is very different from many others in the industry. I hear a lot of people out there talk about how AI is going to replace people. Instead, I think that AI is going to amplify people's ability to do what you want -- whether that's to improve your health, your learning, your relationships, your ability to achieve your personal and career goals and more. My view is that human progress has always been driven by people pursuing their individual aspirations, and I believe that this will continue to be true in the future. People will be more important in the future, not less. Meta believes in empowering individuals. Those are the kinds of products we're going to build, and I believe they're going to be some of the most important and valuable products of all time.\nWe are building a personal agent focused on helping people achieve the diverse goals in their lives. We are also building a business agent focused on helping entrepreneurs and businesses across the world use our tools and others to grow their efforts, reach new customers, and serve existing customers better. These agents will work together to form an ecosystem, and whether you use our personal or business agents to achieve your goals, I believe that the future will see a massive increase in entrepreneurship from people creating new things that they've always wanted to exist but previously didn't have the tools to bring into the world. We're already testing an early version of business AIs, and weekly conversations have grown 10x since the start of this year.\nWe're also working on using Spark and our upcoming models to improve our recommendation systems and core business in Facebook, Instagram, and ads. Right now, our apps primarily help people accomplish three important goals: connecting with people, learning about the world, and entertainment. But we've always wanted our apps to understand more of people's goals so we can help improve their lives in all the ways that they want. These new AI models will let us understand this in more detail. So instead of just looking at statistical patterns of what types of people engage with what content, for the first time in Meta's history we're going to be able to develop a first-principles understanding of what you care about and what each piece of content in our system is about so that way we can show you more useful things for what you're trying to accomplish. We'll also be able to create personalized content specifically for people to help you achieve your goals as well.\nSince our recommendation systems are operating at such large scale, we'll phase in this new research and technology over time. But the trend over the last few years seems clear that we are seeing an increasing return on the amount that we can improve engagement for people and value for advertisers. This encourages us to continue investing heavily in what we expect will provide increasing value over the coming years as well.\nOn that note, we are increasing our infrastructure capex forecast for this year. Most of that is due to higher component costs, particularly memory pricing. But every sign that we're seeing in our own work and across the industry gives us confidence in this investment. That said, we are very focused on increasing the efficiency of our investments. And as part of that, we're rolling out more than 1GW of our own custom silicon that we're developing with Broadcom as well as significant amounts of AMD chips to compliment the new Nvidia systems that we're rolling out as well. One of the primary goals of our Meta Compute initiative is to lead the industry in efficiency of building compute, and we expect that will be a strategic advantage over time.\nTalking about building physical goods at scale, our AI glasses continue to perform well with the number of people using them daily tripling year-over-year. This continues to be one of the fastest-growing categories of consumer electronics ever. We released Ray-Ban Meta Optics this quarter, designed for all-day wear rather than primarily as sunglasses. And building on our release of Oakley last year, we have some exciting new partnerships and styles that I think are going to have the potential to reach even more people coming later this year.\nAll of our glasses are designed to easily update to use our newest AI models and features. I'm also really excited to see the glasses evolve from being able to answer questions to being able to be a personal agent that's with you all day long, helping you remember things and achieve your goals.\nBeyond glasses, I am excited for more of our metaverse efforts to be powered by the AI models we're training as well. We remain the biggest investor in the VR space across the industry, but we are focused on making our VR business sustainable as we invest more in other areas like AI and glasses.\nBefore wrapping, I want to talk for a moment about how AI is transforming our work. We're seeing more and more examples where one or two people are building something in a week that would have previously taken dozens of people months. I want to make sure that Meta is the best place in the world for these types of people to come and make an impact. We're building the next evolution of our company around these people. There's a lot that we can do to enable this: building the best infrastructure for creating and delivering products at scale, streamlining our teams so they aren't bigger than they need to be, recognizing and rewarding the people who are having outsized impacts, and setting ourselves up to try many more ideas and take on many new projects in the future. Of course we'll continue pushing to increase our efficiency as well, but overall I think the future is about building many more higher quality things than we've ever built before.\nAlright, that is what I wanted to cover today. We are living through a historic technological transformation. We are among the few companies positioned to shape the future, and we are on track to do that. I'm looking forward to delivering personal superintelligence to billions of people. And as always, I'm grateful for the hard work of our teams, and to all of you for being on this journey with us.",
+      "path": "META-Q1-2026-Earnings-Call-Transcript.pdf/Mark Zuckerberg, CEO",
+      "metadata": {
+        "length": 8271,
+        "summary": "The speaker discusses Meta's strong quarterly performance with over 3.5 billion daily users across apps, highlighting the release of the Muse family of models and Meta AI's advancements. They emphasize a vision of AI amplifying human potential rather than replacing people, focusing on personal and business agents. The talk covers improvements in recommendation systems, increased infrastructure investment, growth in AI glasses usage, and the transformative impact of AI on work efficiency at Meta.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Kenneth Dorell, Director, Investor Relations, Mark Zuckerberg, CEO, Susan Li, CFO",
+        "tokens": [
+          "Hey",
+          "joining",
+          "today",
+          "We",
+          "strong",
+          "quarter",
+          "community",
+          "business",
+          "progress",
+          "AI",
+          "More",
+          "3.5",
+          "billion",
+          "people",
+          "apps",
+          "day",
+          "small",
+          "decrease",
+          "total",
+          "family",
+          "dailies",
+          "due",
+          "internet",
+          "outages",
+          "Iran",
+          "blocks",
+          "Russia",
+          "trends",
+          "Daily",
+          "monthly",
+          "actives",
+          "Instagram",
+          "Facebook",
+          "continue",
+          "grow",
+          "video",
+          "driving",
+          "time",
+          "high",
+          "engagement",
+          "WhatsApp",
+          "continues",
+          "momentum",
+          "including",
+          "US",
+          "And",
+          "Threads",
+          "trajectory",
+          "leading",
+          "app",
+          "category",
+          "Our",
+          "biggest",
+          "milestone",
+          "year",
+          "release",
+          "Muse",
+          "models",
+          "model",
+          "Spark",
+          "significantly",
+          "upgraded",
+          "version",
+          "Meta",
+          "This",
+          "Superintelligence",
+          "Labs",
+          "shows",
+          "work",
+          "track",
+          "build",
+          "lab",
+          "Over",
+          "past",
+          "10",
+          "months",
+          "built",
+          "strongest",
+          "research",
+          "team",
+          "industry",
+          "established",
+          "scientific",
+          "technical",
+          "foundations",
+          "scale",
+          "advanced",
+          "step",
+          "scaling",
+          "ladder",
+          "training",
+          "But",
+          "made",
+          "world",
+          "class",
+          "assistant",
+          "leads",
+          "areas",
+          "related",
+          "vision",
+          "personal",
+          "superintelligence",
+          "visual",
+          "understanding",
+          "health",
+          "shopping",
+          "social",
+          "content",
+          "local",
+          "creating",
+          "games",
+          "hearing",
+          "positive",
+          "feedback",
+          "ve",
+          "large",
+          "increases",
+          "releasing",
+          "updates",
+          "consistently",
+          "top",
+          "stores",
+          "Now",
+          "develop",
+          "products",
+          "Since",
+          "wrote",
+          "focused",
+          "delivering",
+          "agents",
+          "billions",
+          "goal",
+          "deliver",
+          "understand",
+          "goals",
+          "night",
+          "achieve",
+          "My",
+          "view",
+          "hear",
+          "lot",
+          "talk",
+          "replace",
+          "Instead",
+          "amplify",
+          "ability",
+          "improve",
+          "learning",
+          "relationships",
+          "career",
+          "human",
+          "driven",
+          "pursuing",
+          "individual",
+          "aspirations",
+          "true",
+          "future",
+          "People",
+          "important",
+          "believes",
+          "empowering",
+          "individuals",
+          "Those",
+          "kinds",
+          "valuable",
+          "building",
+          "agent",
+          "helping",
+          "diverse",
+          "lives",
+          "entrepreneurs",
+          "businesses",
+          "tools",
+          "efforts",
+          "reach",
+          "customers",
+          "serve",
+          "existing",
+          "These",
+          "form",
+          "ecosystem",
+          "massive",
+          "increase",
+          "entrepreneurship",
+          "things",
+          "wanted",
+          "exist",
+          "previously",
+          "didn",
+          "bring",
+          "testing",
+          "early",
+          "AIs",
+          "weekly",
+          "conversations",
+          "grown",
+          "10x",
+          "start",
+          "working",
+          "upcoming",
+          "recommendation",
+          "systems",
+          "core",
+          "ads",
+          "Right",
+          "primarily",
+          "accomplish",
+          "connecting",
+          "entertainment",
+          "ways",
+          "detail",
+          "So",
+          "statistical",
+          "patterns",
+          "types",
+          "engage",
+          "history",
+          "principles",
+          "care",
+          "piece",
+          "system",
+          "show",
+          "ll",
+          "create",
+          "personalized",
+          "specifically",
+          "operating",
+          "phase",
+          "technology",
+          "trend",
+          "years",
+          "clear",
+          "increasing",
+          "return",
+          "amount",
+          "advertisers",
+          "encourages",
+          "investing",
+          "heavily",
+          "expect",
+          "provide",
+          "coming",
+          "On",
+          "note",
+          "infrastructure",
+          "capex",
+          "forecast",
+          "Most",
+          "higher",
+          "component",
+          "costs",
+          "memory",
+          "pricing",
+          "sign",
+          "confidence",
+          "investment",
+          "That",
+          "efficiency",
+          "investments",
+          "part",
+          "rolling",
+          "1GW",
+          "custom",
+          "silicon",
+          "developing",
+          "Broadcom",
+          "significant",
+          "amounts",
+          "AMD",
+          "chips",
+          "compliment",
+          "Nvidia",
+          "One",
+          "primary",
+          "Compute",
+          "initiative",
+          "lead",
+          "compute",
+          "strategic",
+          "advantage",
+          "Talking",
+          "physical",
+          "goods",
+          "glasses",
+          "perform",
+          "number",
+          "daily",
+          "tripling",
+          "fastest",
+          "growing",
+          "categories",
+          "consumer",
+          "electronics",
+          "released",
+          "Ray",
+          "Ban",
+          "Optics",
+          "designed",
+          "wear",
+          "sunglasses",
+          "Oakley",
+          "exciting",
+          "partnerships",
+          "styles",
+          "potential",
+          "All",
+          "easily",
+          "update",
+          "newest",
+          "features",
+          "excited",
+          "evolve",
+          "answer",
+          "questions",
+          "long",
+          "remember",
+          "Beyond",
+          "metaverse",
+          "powered",
+          "remain",
+          "investor",
+          "VR",
+          "space",
+          "making",
+          "sustainable",
+          "invest",
+          "Before",
+          "wrapping",
+          "moment",
+          "transforming",
+          "examples",
+          "week",
+          "dozens",
+          "make",
+          "place",
+          "impact",
+          "evolution",
+          "company",
+          "There",
+          "enable",
+          "streamlining",
+          "teams",
+          "aren",
+          "bigger",
+          "recognizing",
+          "rewarding",
+          "outsized",
+          "impacts",
+          "setting",
+          "ideas",
+          "projects",
+          "Of",
+          "pushing",
+          "quality",
+          "Alright",
+          "cover",
+          "living",
+          "historic",
+          "technological",
+          "transformation",
+          "companies",
+          "positioned",
+          "shape",
+          "forward",
+          "grateful",
+          "hard",
+          "journey"
+        ],
+        "keywords": [
+          "Meta AI",
+          "personal superintelligence",
+          "business agents"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "731d62b5-a669-54fc-a7e9-0b04c8f6271e",
+      "type": "text",
+      "content": "Thanks Mark and good afternoon everyone.\nLet's begin with our segment results. All comparisons are on a year-over-year basis unless otherwise noted.\nWe estimate 3.56 billion people used at least one of our Family of Apps on a daily basis in March, which declined slightly from December due to internet disruptions in Iran and a restriction on access to WhatsApp in Russia. Absent these impacts, growth in Family Daily Active People would have been positive quarter-over-quarter.\nQ1 Total Family of Apps revenue was \\$55.9 billion, up 33% year-over-year.\nQ1 Family of Apps ad revenue was \\$55.0 billion, up 33% or 29% on a constant currency basis.\nIn Q1, the total number of ad impressions served across our services increased 19%. Impression growth was healthy across all regions, driven primarily by growth in engagement and users, as well as ad load optimizations. The global average price per ad increased 12% year-over-year in Q1, with broad-based growth as we benefited from ad performance improvements, better macro conditions versus Q1 of last year, and currency tailwinds in international regions. This was partially offset by strong impression growth, including from lower monetizing regions.\nFamily of Apps other revenue was \\$885 million, up 74%, driven primarily by WhatsApp paid messaging and subscriptions revenue.\nWithin our Reality Labs segment, Q1 revenue was \\$402 million, down 2% year-over-year due to lower Quest headset sales, which were partially offset by continued strong growth in AI glasses revenue.\nMoving now to our consolidated results.\nQ1 total revenue was \\$56.3 billion, up 33% or 29% on a constant currency basis.\nQ1 total expenses were \\$33.4 billion, up 35% compared to last year. Year-over-year growth was driven mainly by infrastructure costs and employee compensation.\nThe growth in infrastructure costs was due to higher depreciation, data center operating costs, and third party cloud spend.\nThe growth in employee compensation was driven by technical hires we’ve added over the past year, particularly AI talent.\nWe ended Q1 with over 77,900 employees, down 1% from Q4 as the impact of headcount optimization efforts in certain functions was partially offset by hiring in priority areas of monetization and infrastructure.\nFirst quarter operating income was \\$22.9 billion, representing a 41% operating margin.\nQ1 interest and other income was -\\$1.1 billion, driven by unrealized losses on our equity investments.\nOur tax rate for the quarter was -23%, which was favorably impacted by a tax benefit of \\$8.03 billion. This benefit partially relieves the \\$15.93 billion non-cash tax charge we recorded in the third quarter of 2025, which reflects updated guidance from the US Treasury issued in February 2026 regarding the tax treatment of previously capitalized R&D expenditures in the United States. Absent the tax benefit, our Q1 tax rate would have been 14%.\nNet income was \\$26.8 billion or \\$10.44 per share. Absent the tax benefit, our net income and EPS would have been \\$18.7 billion and \\$7.31, respectively.\nCapital expenditures, including principal payments on finance leases, were \\$19.8 billion, driven by investments in servers, data centers, and network infrastructure.\nFree cash flow was \\$12.4 billion. We ended the quarter with \\$81.2 billion in cash and marketable securities and \\$58.7 billion in debt.\nTurning now to the business performance. There are two primary factors that drive our revenue performance: our ability to deliver engaging experiences for our community, and our effectiveness at monetizing that engagement over time.\nOn the first, we're continuing to see significant gains from our content recommendation initiatives.\nOn Instagram, the ranking improvements that we made in Q1 drove a 10% lift in Reels time spent.\nOn Facebook, total video time increased more than 8% globally in Q1, the largest quarter-over-quarter gain in four years. Within the US & Canada, ranking improvements we made drove a 9% increase in video watch time on Facebook in Q1.\nThese gains are benefiting from advances we're making across the full stack.\nStarting with data, we doubled the length of user interaction sequences we use for training on Instagram in Q1 and increased the richness of how each user interaction is described, enabling our systems to develop a deeper understanding of user interests.\nWithin our models, we’ve significantly increased the speed with which our ranking models index new posts, which is enabling us to recommend them sooner after they are published. We’re also applying more advanced content understanding techniques, which is enabling us to quickly identify posts that may be interesting to someone, even if they haven’t engaged with a lot of similar content. These and other improvements have enabled us to increase the diversity and recency of recommended content, with same-day posts now representing more than 30% of recommended Reels on both Instagram and Facebook, more than double the levels one year ago.\nWe're also using AI to unlock more inventory by auto-translating and dubbing videos into a viewer's local language, enabling us to recommend a more diverse set of content. Over half a billion users on each of Facebook and Instagram are now watching AI-translated videos weekly.\nLooking forward, we're making several investments we expect will deliver more valuable recommendations.\nThis year, we will continue scaling up our models in several dimensions, including their size and complexity, while incorporating LLMs to deepen content understanding across our platform. This will enable us to better match people to a wider variety of content aligned to their interests.\nAt the same time, we are executing on our longer-term efforts to develop the next generation of our recommendation systems. This includes building foundation models that power organic content and ads recommendations, as well as developing LLM-based recommender systems. Our focus this year is validating the model architectures and techniques in these domains before we scale them out in future years.\nAside from our recommendations work, we are focused on deploying the models from Meta Superintelligence Labs to enable a new set of product experiences.\nWe're seeing encouraging results within Meta AI since we began powering responses with the first model from MSL, Muse Spark. In tests we ran leading up to the launch, we saw meaningful\nengagement gains that accelerated week-over-week with each new iteration of the model. We're seeing similar gains within Meta AI following the broad roll out of our new model, with double-digit percent increases in Meta AI sessions per user. Muse Spark is now powering Meta AI in direct chat threads across our Family of Apps, as well as the standalone Meta AI app and website, giving billions of people globally access to our latest model.\nOverall, we're very encouraged by the momentum within our research and product roadmap and look forward to sharing more detail on what we're building over the course of this year.\nTurning to the second driver of our revenue performance: increasing monetization efficiency.\nThe first part of this work is optimizing the level of ads within organic engagement.\nHere, we continue to enhance our systems to show ads at the optimal time and location. In Q1, we also expanded availability of ads on our newer surfaces, including bringing ads on Threads to people in more markets. On WhatsApp, we are making good progress with the roll out of ads in Status, with hundreds of millions of people now viewing them daily.\nMoving to the second part of increasing monetization efficiency: improving performance for the businesses who use our services. To do so, we're deploying AI more deeply across each layer of our systems and tools.\nWithin our ads systems, we're delivering performance gains as we deploy more complex and predictive models.\nIn Q1, enhancements we made to Lattice's modeling and learning techniques, along with advances in our GEM model architecture, drove a more than $6\\%$ increase in conversion rate for landing page view ads.\nIn addition, we’ve been investing in more performant inference models for when we’re serving ads. In the second half of last year, we began rolling out our new Adaptive Ranking Model, which is an LLM-scale ads recommender model that we use for inference. This model improves our inference ROI by routing requests to more compute intensive inference models when it determines there is a higher probability of conversion. In Q1, we expanded coverage of our Adaptive Ranking model to support offsite conversions, which drove a 1.6% increase in conversion rates across the major surfaces on Facebook and Instagram.\nWe're also leveraging AI to make it easier for businesses to manage their campaigns, develop ad creative, and engage with customers.\nThe Meta AI business assistant has now been fully rolled out to all eligible advertisers on supported Meta buying surfaces, providing personalized recommendations to advertisers, resolving account issues, and surfacing campaign insights to help optimize results. Performance has been strong since we began testing the assistant in Q4, with common account issues being resolved at a 20% higher rate.\nThis week, we're also introducing Meta ads AI connectors in open beta, providing advertisers the ability to connect their Meta ad account directly to an AI agent. We've always supported advertisers both on our platform and through tools like the Marketing API — now we're extending that to AI so businesses and agencies can analyze and optimize campaigns with the tools they're already using.\nUsage of our ad creative tools is also scaling, with more than 8 million advertisers using at least one of our gen AI ad creative tools and particularly strong adoption among small and medium-sized advertisers. These tools are benefiting performance as well, with advertisers using our video generation feature seeing more than 3% higher conversion rates in tests.\nWe're also seeing good traction in using AI to facilitate customer engagement. In Q1, we expanded Business AIs on WhatsApp to SMBs across Latin America and Indonesia, as well as on Messenger in Asia-Pacific. We now have more than 10 million conversations each week being facilitated through Business AIs, up from 1 million at the start of the year. We'll further expand access to more countries this quarter while adding more capabilities to the AIs.\nWe also continue to invest in the Value Optimization suite, which helps advertisers maximize their Return on Ad Spend by prioritizing the highest-value conversions rather than optimizing solely for the most conversions at the lowest cost. Adoption by businesses has been strong following performance improvements we’ve made over the past year, with the annual revenue run-rate of our value optimization suite now over \\$20B, more than doubling year-over-year.\nLast, I want to touch on our commerce efforts.\nPeople discover products on our platforms through ads and organic posts, with brands increasingly turning to creators to promote their products. This is contributing to rapid growth in our partnership ads product, with its revenue run-rate more than doubling year-over-year in Q1 to \\$10 billion.\nTo support the product discovery and purchasing happening through creators, we're expanding our solutions beyond ads. Last month, we rolled out our affiliate partnerships offering on Facebook to more test partners, so creators can tag products from participating retailers on their posts and earn a commission when someone makes a purchase. We have also started testing similar experiences on Instagram.\nWe see a real opportunity to help people more easily discover and buy products within our services, particularly as we incorporate AI deeply across our platforms.\nNext, I would like to discuss our approach to capital allocation.\nCompute is becoming increasingly important as it determines the quality of the services we can provide, including powering more capable models and delivering innovative new products. It is also becoming more critical to how we work at Meta, as we are entering a world where employees are managing agents to help them generate new ideas, run experiments, execute tasks, and build products.\nWe are investing aggressively to meet our infrastructure needs and ensure we maximize our strategic flexibility over the coming years. This includes substantially expanding our own data center footprint and striking deals throughout the supply chain to secure necessary components for future capacity. We are also signing cloud deals that will come online over the course of this year and 2027, allowing us to scale more quickly. These multi-year cloud deals and our\ninfrastructure purchase agreements drove a \\$107 billion step up in our contractual commitments this quarter.\nOur investments will support our training needs for future models, and most importantly, provide us the inference capacity necessary to deliver personal and business agents to billions of people around the world, along with several other AI product experiences we're developing.\nAs we grow our infrastructure spend, we remain committed to operating efficiently, and we recently shared internally that we plan to reduce the size of our employee base in May. We believe a leaner operating model will allow us to move more quickly while also helping to offset the substantial investments we're making.\nMoving to our financial outlook.\nWe expect second quarter 2026 total revenue to be in the range of \\$58-61 billion. Our guidance assumes foreign currency is an approximately 2% tailwind to year-over-year total revenue growth, based on current exchange rates.\nTurning to the expense and capex outlooks.\nWe expect full year 2026 total expenses to be in the range of \\$162-169 billion, unchanged from our prior outlook.\nWe continue to expect to deliver operating income this year that is above 2025 operating income.\nWe anticipate 2026 capital expenditures, including principal payments on finance leases, to be in the range of \\$125-145 billion, increased from our prior range of \\$115-135 billion. This reflects our expectations for higher component pricing this year and, to a lesser extent, additional data center costs to support future year capacity.\nAbsent any changes to our tax landscape, we expect our tax rate for the remaining quarters of 2026 to be between 13-16%.\nLastly, we continue to monitor active legal and regulatory matters, including headwinds in the EU and the US that could significantly impact our business and financial results. For example, we continue to see scrutiny on youth-related issues and have additional trials scheduled for this year in the US, which may ultimately result in a material loss.\nIn closing, Q1 was a solid start to the year, with strong execution across our core ads and engagement initiatives. We’re also making exciting progress on our AI research and product efforts and expect to build on that momentum over the course of this year.\nWith that, Krista, let's open up the call for questions.\nOperator:\nThank you. We will now open the lines for a question and answer session. To ask a question, please press star one on your touch tone phone. To withdraw your question again, press star one.\nPlease limit yourself to one question. Please pick up your handset before asking your question to ensure clarity. If you are streaming today's call, please mute your computer speakers. And your first question comes from Brian Nowak with Morgan Stanley. Please go ahead.",
+      "path": "META-Q1-2026-Earnings-Call-Transcript.pdf/Susan Li, CFO",
+      "metadata": {
+        "length": 15558,
+        "summary": "Meta reported Q1 2026 results with total revenue of $56.3 billion, up 33% year-over-year. Family of Apps revenue was $55.9 billion, with ad revenue of $55.0 billion. Daily active people across Family of Apps was 3.56 billion in March. Operating income was $22.9 billion with a 41% margin. Net income was $26.8 billion, or $10.44 per share, including a tax benefit. Capital expenditures were $19.8 billion. The company highlighted AI-driven improvements in content recommendations, ad performance, and product experiences, including gains from Meta AI and Muse Spark. Revenue guidance for Q2 2026 is $58-61 billion, with full-year expense outlook of $162-169 billion and capex of $125-145 billion.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Kenneth Dorell, Director, Investor Relations, Mark Zuckerberg, CEO, Susan Li, CFO",
+        "tokens": [
+          "Thanks",
+          "Mark",
+          "good",
+          "afternoon",
+          "Let",
+          "begin",
+          "segment",
+          "results",
+          "All",
+          "comparisons",
+          "year",
+          "basis",
+          "noted",
+          "We",
+          "estimate",
+          "3.56",
+          "billion",
+          "people",
+          "Family",
+          "Apps",
+          "daily",
+          "March",
+          "declined",
+          "slightly",
+          "December",
+          "due",
+          "internet",
+          "disruptions",
+          "Iran",
+          "restriction",
+          "access",
+          "WhatsApp",
+          "Russia",
+          "Absent",
+          "impacts",
+          "growth",
+          "Daily",
+          "Active",
+          "People",
+          "positive",
+          "quarter",
+          "Q1",
+          "Total",
+          "revenue",
+          "55.9",
+          "33%",
+          "ad",
+          "55.0",
+          "29%",
+          "constant",
+          "currency",
+          "In",
+          "total",
+          "number",
+          "impressions",
+          "served",
+          "services",
+          "increased",
+          "19%",
+          "Impression",
+          "healthy",
+          "regions",
+          "driven",
+          "primarily",
+          "engagement",
+          "users",
+          "load",
+          "optimizations",
+          "The",
+          "global",
+          "average",
+          "price",
+          "12%",
+          "broad",
+          "based",
+          "benefited",
+          "performance",
+          "improvements",
+          "macro",
+          "conditions",
+          "versus",
+          "tailwinds",
+          "international",
+          "This",
+          "partially",
+          "offset",
+          "strong",
+          "impression",
+          "including",
+          "lower",
+          "monetizing",
+          "885",
+          "million",
+          "74%",
+          "paid",
+          "messaging",
+          "subscriptions",
+          "Within",
+          "Reality",
+          "Labs",
+          "402",
+          "2%",
+          "Quest",
+          "headset",
+          "sales",
+          "continued",
+          "AI",
+          "glasses",
+          "Moving",
+          "consolidated",
+          "56.3",
+          "expenses",
+          "33.4",
+          "35%",
+          "compared",
+          "Year",
+          "infrastructure",
+          "costs",
+          "employee",
+          "compensation",
+          "higher",
+          "depreciation",
+          "data",
+          "center",
+          "operating",
+          "party",
+          "cloud",
+          "spend",
+          "technical",
+          "hires",
+          "ve",
+          "added",
+          "past",
+          "talent",
+          "ended",
+          "77",
+          "900",
+          "employees",
+          "1%",
+          "Q4",
+          "impact",
+          "headcount",
+          "optimization",
+          "efforts",
+          "functions",
+          "hiring",
+          "priority",
+          "areas",
+          "monetization",
+          "First",
+          "income",
+          "22.9",
+          "representing",
+          "41%",
+          "margin",
+          "interest",
+          "1.1",
+          "unrealized",
+          "losses",
+          "equity",
+          "investments",
+          "Our",
+          "tax",
+          "rate",
+          "23%",
+          "favorably",
+          "impacted",
+          "benefit",
+          "8.03",
+          "relieves",
+          "15.93",
+          "cash",
+          "charge",
+          "recorded",
+          "2025",
+          "reflects",
+          "updated",
+          "guidance",
+          "US",
+          "Treasury",
+          "issued",
+          "February",
+          "2026",
+          "treatment",
+          "previously",
+          "capitalized",
+          "expenditures",
+          "United",
+          "States",
+          "14%",
+          "Net",
+          "26.8",
+          "10.44",
+          "share",
+          "net",
+          "EPS",
+          "18.7",
+          "7.31",
+          "Capital",
+          "principal",
+          "payments",
+          "finance",
+          "leases",
+          "19.8",
+          "servers",
+          "centers",
+          "network",
+          "Free",
+          "flow",
+          "12.4",
+          "81.2",
+          "marketable",
+          "securities",
+          "58.7",
+          "debt",
+          "Turning",
+          "business",
+          "There",
+          "primary",
+          "factors",
+          "drive",
+          "ability",
+          "deliver",
+          "engaging",
+          "experiences",
+          "community",
+          "effectiveness",
+          "time",
+          "On",
+          "continuing",
+          "significant",
+          "gains",
+          "content",
+          "recommendation",
+          "initiatives",
+          "Instagram",
+          "ranking",
+          "made",
+          "drove",
+          "10%",
+          "lift",
+          "Reels",
+          "spent",
+          "Facebook",
+          "video",
+          "8%",
+          "globally",
+          "largest",
+          "gain",
+          "years",
+          "Canada",
+          "9%",
+          "increase",
+          "watch",
+          "These",
+          "benefiting",
+          "advances",
+          "making",
+          "full",
+          "stack",
+          "Starting",
+          "doubled",
+          "length",
+          "user",
+          "interaction",
+          "sequences",
+          "training",
+          "richness",
+          "enabling",
+          "systems",
+          "develop",
+          "deeper",
+          "understanding",
+          "interests",
+          "models",
+          "significantly",
+          "speed",
+          "index",
+          "posts",
+          "recommend",
+          "sooner",
+          "published",
+          "applying",
+          "advanced",
+          "techniques",
+          "quickly",
+          "identify",
+          "interesting",
+          "haven",
+          "engaged",
+          "lot",
+          "similar",
+          "enabled",
+          "diversity",
+          "recency",
+          "recommended",
+          "day",
+          "30%",
+          "double",
+          "levels",
+          "ago",
+          "unlock",
+          "inventory",
+          "auto",
+          "translating",
+          "dubbing",
+          "videos",
+          "viewer",
+          "local",
+          "language",
+          "diverse",
+          "set",
+          "Over",
+          "half",
+          "watching",
+          "translated",
+          "weekly",
+          "Looking",
+          "forward",
+          "expect",
+          "valuable",
+          "recommendations",
+          "continue",
+          "scaling",
+          "dimensions",
+          "size",
+          "complexity",
+          "incorporating",
+          "LLMs",
+          "deepen",
+          "platform",
+          "enable",
+          "match",
+          "wider",
+          "variety",
+          "aligned",
+          "At",
+          "executing",
+          "longer",
+          "term",
+          "generation",
+          "includes",
+          "building",
+          "foundation",
+          "power",
+          "organic",
+          "ads",
+          "developing",
+          "LLM",
+          "recommender",
+          "focus",
+          "validating",
+          "model",
+          "architectures",
+          "domains",
+          "scale",
+          "future",
+          "Aside",
+          "work",
+          "focused",
+          "deploying",
+          "Meta",
+          "Superintelligence",
+          "product",
+          "encouraging",
+          "began",
+          "powering",
+          "responses",
+          "MSL",
+          "Muse",
+          "Spark",
+          "tests",
+          "ran",
+          "leading",
+          "launch",
+          "meaningful",
+          "accelerated",
+          "week",
+          "iteration",
+          "roll",
+          "digit",
+          "percent",
+          "increases",
+          "sessions",
+          "direct",
+          "chat",
+          "threads",
+          "standalone",
+          "app",
+          "website",
+          "giving",
+          "billions",
+          "latest",
+          "Overall",
+          "encouraged",
+          "momentum",
+          "research",
+          "roadmap",
+          "sharing",
+          "detail",
+          "driver",
+          "increasing",
+          "efficiency",
+          "part",
+          "optimizing",
+          "level",
+          "Here",
+          "enhance",
+          "show",
+          "optimal",
+          "location",
+          "expanded",
+          "availability",
+          "newer",
+          "surfaces",
+          "bringing",
+          "Threads",
+          "markets",
+          "progress",
+          "Status",
+          "hundreds",
+          "millions",
+          "viewing",
+          "improving",
+          "businesses",
+          "To",
+          "deeply",
+          "layer",
+          "tools",
+          "delivering",
+          "deploy",
+          "complex",
+          "predictive",
+          "enhancements",
+          "Lattice",
+          "modeling",
+          "learning",
+          "GEM",
+          "architecture",
+          "conversion",
+          "landing",
+          "page",
+          "view",
+          "addition",
+          "investing",
+          "performant",
+          "inference",
+          "serving",
+          "rolling",
+          "Adaptive",
+          "Ranking",
+          "Model",
+          "improves",
+          "ROI",
+          "routing",
+          "requests",
+          "compute",
+          "intensive",
+          "determines",
+          "probability",
+          "coverage",
+          "support",
+          "offsite",
+          "conversions",
+          "1.6%",
+          "rates",
+          "major",
+          "leveraging",
+          "make",
+          "easier",
+          "manage",
+          "campaigns",
+          "creative",
+          "engage",
+          "customers",
+          "assistant",
+          "fully",
+          "rolled",
+          "eligible",
+          "advertisers",
+          "supported",
+          "buying",
+          "providing",
+          "personalized",
+          "resolving",
+          "account",
+          "issues",
+          "surfacing",
+          "campaign",
+          "insights",
+          "optimize",
+          "Performance",
+          "testing",
+          "common",
+          "resolved",
+          "20%",
+          "introducing",
+          "connectors",
+          "open",
+          "beta",
+          "connect",
+          "directly",
+          "agent",
+          "Marketing",
+          "API",
+          "extending",
+          "agencies",
+          "analyze",
+          "Usage",
+          "gen",
+          "adoption",
+          "small",
+          "medium",
+          "sized",
+          "feature",
+          "3%",
+          "traction",
+          "facilitate",
+          "customer",
+          "Business",
+          "AIs",
+          "SMBs",
+          "Latin",
+          "America",
+          "Indonesia",
+          "Messenger",
+          "Asia",
+          "Pacific",
+          "10",
+          "conversations",
+          "facilitated",
+          "start",
+          "ll",
+          "expand",
+          "countries",
+          "adding",
+          "capabilities",
+          "invest",
+          "Value",
+          "Optimization",
+          "suite",
+          "helps",
+          "maximize",
+          "Return",
+          "Ad",
+          "Spend",
+          "prioritizing",
+          "highest",
+          "solely",
+          "lowest",
+          "cost",
+          "Adoption",
+          "annual",
+          "run",
+          "20B",
+          "doubling",
+          "Last",
+          "touch",
+          "commerce",
+          "discover",
+          "products",
+          "platforms",
+          "brands",
+          "increasingly",
+          "turning",
+          "creators",
+          "promote",
+          "contributing",
+          "rapid",
+          "partnership",
+          "discovery",
+          "purchasing",
+          "happening",
+          "expanding",
+          "solutions",
+          "month",
+          "affiliate",
+          "partnerships",
+          "offering",
+          "test",
+          "partners",
+          "tag",
+          "participating",
+          "retailers",
+          "earn",
+          "commission",
+          "makes",
+          "purchase",
+          "started",
+          "real",
+          "opportunity",
+          "easily",
+          "buy",
+          "incorporate",
+          "Next",
+          "discuss",
+          "approach",
+          "capital",
+          "allocation",
+          "Compute",
+          "important",
+          "quality",
+          "provide",
+          "capable",
+          "innovative",
+          "It",
+          "critical",
+          "entering",
+          "world",
+          "managing",
+          "agents",
+          "generate",
+          "ideas",
+          "experiments",
+          "execute",
+          "tasks",
+          "build",
+          "aggressively",
+          "meet",
+          "ensure",
+          "strategic",
+          "flexibility",
+          "coming",
+          "substantially",
+          "footprint",
+          "striking",
+          "deals",
+          "supply",
+          "chain",
+          "secure",
+          "components",
+          "capacity",
+          "signing",
+          "online",
+          "2027",
+          "allowing",
+          "multi",
+          "agreements",
+          "107",
+          "step",
+          "contractual",
+          "commitments",
+          "importantly",
+          "personal",
+          "As",
+          "grow",
+          "remain",
+          "committed",
+          "efficiently",
+          "recently",
+          "shared",
+          "internally",
+          "plan",
+          "reduce",
+          "base",
+          "May",
+          "leaner",
+          "move",
+          "helping",
+          "substantial",
+          "financial",
+          "outlook",
+          "range",
+          "58",
+          "61",
+          "assumes",
+          "foreign",
+          "approximately",
+          "tailwind",
+          "current",
+          "exchange",
+          "expense",
+          "capex",
+          "outlooks",
+          "162",
+          "169",
+          "unchanged",
+          "prior",
+          "anticipate",
+          "125",
+          "145",
+          "115",
+          "135",
+          "expectations",
+          "component",
+          "pricing",
+          "lesser",
+          "extent",
+          "additional",
+          "landscape",
+          "remaining",
+          "quarters",
+          "13",
+          "16%",
+          "Lastly",
+          "monitor",
+          "active",
+          "legal",
+          "regulatory",
+          "matters",
+          "headwinds",
+          "EU",
+          "For",
+          "scrutiny",
+          "youth",
+          "related",
+          "trials",
+          "scheduled",
+          "ultimately",
+          "result",
+          "material",
+          "loss",
+          "closing",
+          "solid",
+          "execution",
+          "core",
+          "exciting",
+          "With",
+          "Krista",
+          "call",
+          "questions",
+          "Operator",
+          "Thank",
+          "lines",
+          "question",
+          "answer",
+          "session",
+          "press",
+          "star",
+          "tone",
+          "phone",
+          "withdraw",
+          "Please",
+          "limit",
+          "pick",
+          "handset",
+          "clarity",
+          "If",
+          "streaming",
+          "today",
+          "mute",
+          "computer",
+          "speakers",
+          "And",
+          "Brian",
+          "Nowak",
+          "Morgan",
+          "Stanley",
+          "ahead"
+        ],
+        "keywords": [
+          "Meta",
+          "Q1 2026",
+          "AI"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "86135d4d-0cb6-5f78-afbe-a78c154cb2f7",
+      "type": "text",
+      "content": "Thanks for taking my question. Mark, I wanted to ask you just about the level of investment you're making and sort of the signposts you're watching to ensure you're going to generate ROIC on all these investments behind Muse and the other products.\nSo if you could just sort of let us know some of the key factors you're watching over the next 12 to 24 months, whether it's Meta AI, Muse advances, core algorithm, what are you sort of watching foremost just to make sure that you're on the right path to generating healthy ROIC on all this CapEx and infrastructure spend?",
+      "path": "META-Q1-2026-Earnings-Call-Transcript.pdf/Susan Li, CFO/Brian Nowak:",
+      "metadata": {
+        "length": 571,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Kenneth Dorell, Director, Investor Relations, Mark Zuckerberg, CEO, Susan Li, CFO",
+        "tokens": [
+          "Thanks",
+          "taking",
+          "question",
+          "Mark",
+          "wanted",
+          "level",
+          "investment",
+          "making",
+          "sort",
+          "signposts",
+          "watching",
+          "ensure",
+          "generate",
+          "ROIC",
+          "investments",
+          "Muse",
+          "products",
+          "So",
+          "key",
+          "factors",
+          "12",
+          "24",
+          "months",
+          "Meta",
+          "AI",
+          "advances",
+          "core",
+          "algorithm",
+          "foremost",
+          "make",
+          "path",
+          "generating",
+          "healthy",
+          "CapEx",
+          "infrastructure",
+          "spend"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "aed8925e-845a-5524-a9ea-722d49e70076",
+      "type": "table",
+      "content": "<table><tr><td></td><td>building the businesses around them and decreasing the costs. And this is kind of how we’ve done everything over the last 20 years of running the company, and that is basically the plan.</td></tr><tr><td>Susan Li:</td><td>Mark, on your second question, we aren’t providing a specific outlook for 2027 CapEx. And we are, frankly, undergoing a very dynamic planning process ourselves as we’re working through what our capacity needs will be over the coming years.Our experience so far has been that we have continued to underestimate our compute needs even as we have been ramping capacity significantly as the advances in AI have continued and our teams continue to identify compelling new projects and initiatives. And now too, there are very compelling internal use cases.So our expectation is that compute will become even more central to the business going forward. And it will be critical to determining the quality of the models we develop, the types of products we can introduce, how productive we can be as an organization.So we’re going to continue building out our infrastructure with flexibility in mind. And if we end up not needing as much as we anticipate, we can choose to bring it online more slowly or reduce our spending in future years as we grow into the capacity that we’re building now.</td></tr><tr><td>Operator:</td><td>Your next question comes from the line of Eric Sheridan with Goldman Sachs. Please go ahead.</td></tr><tr><td>Eric Sheridan:</td><td>Thanks so much for taking the question. Maybe if I can build out on one of the topics that was discussed in the prepared remarks. But just the opportunity set that sits in front of the company with respect to putting agentic compute in front of both consumers and enterprises.You’ve long been associated with sort of the consumer landscape. And I am curious about how you’re thinking about extensions of the media engagement parts of your business model and the commerce parts of the business model to become more agentic over time.But what do you see also as the opportunity set that sits in front of you across SMBs and enterprises where historically, you maybe haven’t had as much product velocity? Thanks so much.</td></tr><tr><td>Susan Li:</td><td>Thanks, Eric. So I would say in the near term, obviously the sort of biggest focuses are some of the areas that you mentioned around deepening sort of engagement, obviously with our existing community and user base, making ad experiences meaningfully more personalized, more engaging, more valuable, helping SMBs find and engage with customers across our platform.Those are some of the, I think, most intuitive and adjacent opportunities to the business that we have today. And then, of course, as we are able to build out</td></tr></table>",
+      "path": "tables/table-0 AI Compute Plans.html",
+      "metadata": {
+        "length": 2793,
+        "summary": "table-1\nMeta discusses underestimating AI compute needs, plans flexible infrastructure buildout, and explores agentic opportunities for consumers and enterprises.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Kenneth Dorell, Director, Investor Relations, Mark Zuckerberg, CEO, Susan Li, CFO",
+        "file_path": "tables/table-0 AI Compute Plans.html",
+        "keywords": [
+          "AI",
+          "compute",
+          "infrastructure"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "c49da176-49fa-5a81-ae97-013949560b26",
+      "type": "text",
+      "content": "That's a very technical question for basically where -- the things that we're watching are to make sure that we're on track building leading models and leading products. The formula for our company has always been build experiences that can get to billions of people and focus on monetizing them once you get to scale.\nThat's -- we're seeing a little bit of that here where basically we invest in advance to build leading models, and we convert that into leading products. And then we think that these are going to be some of the most important products that get built over the next decade.\nSo I think just like anything else that we’ve done over time the basic milestones that I look at are around, first, technically, are we delivering the quality to enable a great product; then second, when you have the product, how is it scaling; and then third, you look at the monetization and then you drive up the efficiency of it towards increasing profitability.\nI don't -- I mean like I don't think we have a very precise plan for exactly how each product is going to scale month-over-month or anything like that.\nBut I think we have a sense of the shape of where these things need to be. And I think if you look at the usage of these and the quality of the products and the quality of the models that are out there and the use that other frontier models are getting and the trajectory of that, I'm quite comfortable that, A, the lab that we're building is on track to be a leading lab in the world.\nI think Muse Spark was a very high-quality model. It powers Meta AI which I think is now a world-class assistant.\nWe have an ability to be able to grow that and have a large amount of engagement. And over the coming quarters, we're just going to be tracking how do our next set of training runs go. How do our products scale? How excited are we about the products in the pipeline? Where right now we're very excited.\nAnd then we'll also ramp up monetization over that period of time as well. So I think that those are the set of things that I look at. I think for the kind of specific financial questions, I think Susan can jump in if there's anything more to add.\nOperator: Your next question comes from the line of Mark Shmulik with Bernstein. Please go ahead.\nMark Shmulik: Yes, thanks for taking the questions. Mark, I guess now that we’ve got Muse Spark kind of out there launched, how are you thinking about the team’s focus here kind of divided on to further model training runs and kind of further specialization in that personal intelligence goal versus product launches and kind of shipping more product out the door? And Susan, I guess, kind of as a follow-up to Brian’s question, I know it’s too early to discuss 2027 CapEx.\nBut we’ve had peers mention tonight a potential significant step-up. Any way to think about dimensionalizing kind of how we think about some of the returns or traction this year and how it might affect the 2027 spend? Thanks.\nMark Zuckerberg: I mean I think the roadmap from the team is -- has been pretty consistent. So we have the research team which is focused on scaling increasingly intelligent models with capabilities for the specific things that we're focused on which are business and personal agents.\nSo we're -- we just released our first model, and I talked about in my comments how we're climbing the scaling ladder towards greater capabilities and scale for the models. That work continues.\nWe have our next set of more advanced models in training now. And that is -- that work will, I think, just continue. I mean that's a loop. I don't think we're going to be done with that anytime soon.\nWe're going to have teams that are just consistently focused on training more intelligent and more capable models in the ways that we want. Then we have our product team, and that team is now really unlocked to be able to build things on top of our models because we now have a very strong model.\nSo before this, we had been prototyping a bunch of things using other different models, whether it was our previous older models or kind of using the APIs from other companies. And now we're unlocked to be able to go build things and get them to scale on top of our own models. So I think you will see that over some period of time.\nI tried in my opening remarks to give a bit of a sense of where we're going, but I think that more of the details of that will become clear over the coming months. And I think that these are just both loops that we'll iterate on. We'll keep on iterating on the intelligence.\nWe'll keep on working on building new products and scaling the products. And then as we get to product market fit, we're also going to increasingly focus on more agentic capabilities, enabling agents to help people be more productive, but also agents for businesses and enabling, frankly, those agents to interact with each other and build what we hope will be a thriving commerce ecosystem on our platform.\n\n[tables/table-0 AI Compute Plans.html]\n\nSo I would say some of these are a little bit further out, especially in that latter category of things. Again, the focus is on building personal superintelligence, building a consumer agent that can work for you and help you get things done. That right now is a consumer experience that we're focused on, but we think there will be clear monetization opportunities over time. You can imagine commission structures or a premium offering. And on the business side, we're seeing a large opportunity, of course, around agents and scaling our business AI initiatives.\nI think I mentioned earlier in my remarks that there are over 10 million weekly conversations between people and business AIs on our messaging platforms. That’s up from 1 million at the start of the year, and we’re going to continue expanding globally in Q2. And business AIs today are currently free for most businesses on our messaging apps.\nBut as we make more progress, we expect that we will also work towards establishing a longer-term monetization model. And we'll also consider other services that we can offer to businesses in the future, but we don't have anything more to share today.\nOperator: Your next question comes from the line of Youssef Squali with Truist Securities. Please go ahead.\nYoussef Squali: Great, thank you very much for taking the questions. Maybe one for Mark and one for Susan. Mark, Ray-Ban, Oakley AI glasses continue to perform really well for you guys, but EssilorLuxottica owns and manages a lot more brands.\nWhat are the gating factors to see the launch of additional glasses under these other brands this year? And what would be a successful year for you as you look back at 2026, maybe in terms of units sold?\nAnd then Susan, on that 10% RIF, how much of that is due to efficiencies for maybe AI implementation versus just the need to stay fit? And as you look at your employee needs over time how do you see that growing maybe relative to your overall top line growth? Thank you very much.\nSusan Li: I can go ahead and take both of those. I might answer your second question first. And I'm just trying to make sure I got all of the parts of the question.\nSo in terms of what the sort of kind of the optimal size of the company, I think, over time we don't really know what the optimal size of the company will be in the future. I think there's a lot of change right now with AI capabilities advancing rapidly.\nWe're very focused on leveraging AI tools to substantially increase our productivity, and we're seeing that reflected in the accelerating output from our engineers. And we're generally approaching -- we're approaching this with a bias toward wanting to use these tools to build even more products and services than we would have before.\nAt the same time we're making very significant investments in infrastructure, and we are very focused on continuing to operate efficiently.\nSo I think we will be continuously evaluating how we're structured just to make sure we're best set up to deliver against our priorities over the coming years. So that is, I think, your second question. The first question was about the AI glasses.\nWe have -- we're continuing to see strong growth in, obviously the AI glasses sales over the course of Q1. Demand for the expanded portfolio lineup has generally been quite strong, and we're seeing sales shift now from the prior generation of Ray-Ban Metas to the latest generation which I think speaks to the value of the improved features like extended battery life and features like higher resolution video capture.\nSo we're pretty excited about the progress we've made with glasses. We see strong interest now in the Meta Ray-Ban Displays with the Meta Neural Band.\nSo that's an encouraging sign that there is consumer appetite for display glasses which is kind of the next generation of how this product evolves. And yes, so I think this is an area that we will continue to be -- that we continue to be excited about and are investing in.\nOperator: Your next question comes from the line of Justin Post with Bank of America. Please go ahead.\nJustin Post: Great, thanks for taking my question. Mark, it took about 10 months to get Muse Spark out. I think it’s a pretty good pace. Just help us understand what kind of unlock that is for some of the new products you’re developing? And how is the product cadence going to be over the next nine months on either consumer or business enterprise products built on top of that model?\nMark Zuckerberg: I mean the field is moving pretty quickly. So I mean I'm very happy that we're -- I think the lab that has gone the fastest from standing up the lab to having a very kind of widely accepted as strong model. So I think that's good.\nI take that as a very significant validation of the effort that the team is working well together, that the infrastructure is working, that the effort is on track. And I think that that's basically the main thing that we've learned over the last quarter that I would take away is like where and we started what is this pretty big bet, and it's on track for our plan.\nIn terms of what exactly the cadence is going to be. It's tough for me to say both because I don't really want to share competitively sensitive information and because I think some of the stuff we are more focused on quality than hitting a specific date.\nI mean on the research side, this is research, right? We are trying novel things. You don't exactly know when they're going to land. And on the product side, I think we care a lot about just having -- let me put it this way.\nThere's a lot of agents out there, right, that people are building for different things. And there aren't that many that I would want to give to my mother. And I think getting to like that quality bar is something that I care about more than hitting a specific week for launching or something like that.\nSo -- but with that said, I mean we're in a zone here where the teams don't check in with me like once a quarter, like we make meaningful progress day over day. I think that's part of the fun of developing in this world is that people can make very rapid progress. Small groups of people and teams can make very rapid progress.\nSo I think we're going to see a lot of innovation. The timing of this call is it's good in some ways because the Muse Spark release, I think, was positive. The Meta AI first release, I think, is positive.\nI think that that shows that we're on track. I'm trying to kind of paint a picture of the very high-level direction that we're going in, but I think that the picture is going to come into focus a lot more over the subsequent quarters.\nOperator: Your next question comes from the line of Ross Sandler with Barclays. Please go ahead.\nRoss Sandler: Yes. Mark, just sort of related to that last answer, but there's a lot of new consumer applications kind of cropping up everything from like an OpenClaw to something a little bit more consumer friendly that you would build for your mom, like you said, with like Poke or Dreamer which you recently acquired.\nSo how are these new ideas, I guess, changing your view around the direction that core Meta AI or Dreamer or kind of your overall agentic strategy needs to go? And then the second part of it would be, do you think the lab will stay in this consumer lane? Or do you think you need -- or you want to go down the route that others are going down with code writing and like the recursive self-improvement loop and in that direction kind of in parallel, just thoughts on that? Thank you.\nMark Zuckerberg: Yes. So look, on the OpenClaw and other agents, I think that they give you a very exciting glimpse of what types of things should be possible.\nNow they're pretty rough systems today. And to set up OpenClaw you need to like install a computer locally and then get into a terminal and configure a bunch of things that, again, like there's -- maybe there's hundreds of thousands of people or small numbers of millions of people who can do that. But what we're talking about is delivering personal superintelligence for billions of people around the world.\nSo how do you make a version of that experience that is a lot more polished and dialed and easy and that has all the infrastructure basically done for people already and that just works. And that's kind of what we're focused on, on the consumer side. And I'm really excited about that.\nI think if you had something like that, that worked quite a bit better than those systems and was easy enough that people could just get then I think you go from having something that hundreds of thousands or millions of people are going to use to something that is going to be addressable to billions of people. And that has been our primary focus from day one of the lab is being able to deliver something like that as a product, and I think it’s just going to be very exciting.\nBy the way, the same thing is true for businesses, right? I mean there's the personal version of this but there's also a lot of people's goals are they want to create things, right? They want to create websites. They want to create products. They want to grow their products.\nThese are all things that good agents are going to be able to help people do which I think is partially why this is so exciting. And in my opening comments, I talked about how today we can handle a few goals for people, they're big goals, right? We can help people stay connected with people they care about, learn about the world. These are big things that people care about. But they're not the only things that people care about.\nAnd one of the things that I would love for our products to be able to do is just understand people's goals specifically and then be able to just go work on them for them, and check back in and whenever you have questions that you need answered. So whether those are personal goals or you're trying to create a business or do work.\nI think that this is like -- this is stuff that I think literally every person in the world is going to want some version of it. And also, I think it is something that scales where the more you want to get out of it, I think people are going to also be willing to pay a lot of money to have premium or high compute versions of it. So I think that this is like, it's a very exciting area.\nBut I think what you all should be waiting to see is like whether we can build the version that really like just works and how effective we are at converting people who are using our products into being hundreds of millions and then billions of people using this stuff. And then over time how can we effectively convert that into something that's increasingly profitable by monetizing it and getting the costs down.\nSo I think that that's the roadmap of what we need to do. You asked about whether we're primarily focused on consumers or also recursive self-improvement. I think that we've talked about two main goals for the team.\nI mean one is this kind of agents version vision of what we're doing. The other is that self-improvement is really important because you can't build a leading AI product if you don't have leading models. So -- and you're not going to have leading models in the future if your models can't improve themselves, right?\nSo you're getting to a point where today, the models are still able to learn from people -- and then I think at some point, the models will have to improve themselves. And that's how the growth is going to -- and improvement in the models is going to happen. And if you don't -- if we don't have an ability to do that, then we or anyone else, I think the companies that don't do that are not going to be leading labs, they're not going to produce leading products.\nSo I think that is a table stakes thing that we are focused on. Now does that make us a developer tools company? Not necessarily.\nI mean I'm not against having an API or coding tools or anything like that. But it's not our primary focus. But I actually think people conflate coding with self-improvement more than they should. Coding is one ingredient for the model self improving.\nIt's not the only thing. And we are focused on all of the parts that are going to be necessary for self-improvement in service of the personal superintelligence vision that we have for people and businesses.\nOperator: Your next question comes from the line of Ron Josey with Citigroup. Please go ahead.\nRonald Josey: Great, thanks for taking my question. Mark, maybe a quick follow-up to a prior question around personal agents and business agents. And with Spark Muse now live and more models in development, do you look at the personal agent opportunity which we talked about earlier on the call more of a short-term, medium-term, long-term goal, I'm sure it's a never-ending goal, but when we see a product, is the question short or medium term?\nAnd then Susan, I think the ranking recommendation model improvements are very impressive to see, given the size and scale of both Instagram and Facebook. Could you help us understand just how doubling the length of these interaction sequences can drive greater usage? There’s a thesis out there that maybe some of the rating recommendation improvements are long in the tooth. So it seems if there’s a lot more room to go. So any help there would be helpful. Thank you.\nMark Zuckerberg: I mean I think that the agents work, there's going to be short-term versions of it, but then I think that there's going to be massive upside for delivering more intelligence and more capabilities in the models. And you're kind of seeing this across the industry.\nEach month, each generation of models, they just have more capabilities and can do more things and people absorb it and are able to get more superpowers and it’s awesome. It’s like the most exciting time in the industry.\nSo I think of the agents as the product vehicle for delivering that capability to people. And we certainly -- I think this year is going to be a key period for establishing that as the vehicle for how people are going to use this, but then the model improvement, I think, is going to be something that's going to go on for a very long time. So there's a lot to do here in both the short, medium, and long term.",
+      "path": "META-Q1-2026-Earnings-Call-Transcript.pdf/Susan Li, CFO/Mark Zuckerberg:",
+      "metadata": {
+        "length": 19231,
+        "summary": "Mark Zuckerberg discusses Meta's AI strategy, focusing on building leading models and converting them into products for billions of users. Key milestones include technical quality, product scaling, and monetization efficiency. The lab is on track with Muse Spark model powering Meta AI. Future plans involve personal and business agents, with monetization through commissions or premium offerings. Susan Li addresses workforce efficiency and AI glasses growth. The roadmap includes continuous model improvement and product innovation, with emphasis on delivering polished, easy-to-use AI experiences for consumers and businesses.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Kenneth Dorell, Director, Investor Relations, Mark Zuckerberg, CEO, Susan Li, CFO",
+        "tokens": [
+          "That",
+          "technical",
+          "question",
+          "basically",
+          "things",
+          "watching",
+          "make",
+          "track",
+          "building",
+          "leading",
+          "models",
+          "products",
+          "The",
+          "formula",
+          "company",
+          "build",
+          "experiences",
+          "billions",
+          "people",
+          "focus",
+          "monetizing",
+          "scale",
+          "bit",
+          "invest",
+          "advance",
+          "convert",
+          "And",
+          "important",
+          "built",
+          "decade",
+          "So",
+          "ve",
+          "time",
+          "basic",
+          "milestones",
+          "technically",
+          "delivering",
+          "quality",
+          "enable",
+          "great",
+          "product",
+          "scaling",
+          "monetization",
+          "drive",
+          "efficiency",
+          "increasing",
+          "profitability",
+          "don",
+          "precise",
+          "plan",
+          "month",
+          "But",
+          "sense",
+          "shape",
+          "usage",
+          "frontier",
+          "trajectory",
+          "comfortable",
+          "lab",
+          "world",
+          "Muse",
+          "Spark",
+          "high",
+          "model",
+          "It",
+          "powers",
+          "Meta",
+          "AI",
+          "class",
+          "assistant",
+          "We",
+          "ability",
+          "grow",
+          "large",
+          "amount",
+          "engagement",
+          "coming",
+          "quarters",
+          "tracking",
+          "set",
+          "training",
+          "runs",
+          "How",
+          "excited",
+          "pipeline",
+          "Where",
+          "ll",
+          "ramp",
+          "period",
+          "kind",
+          "specific",
+          "financial",
+          "questions",
+          "Susan",
+          "jump",
+          "add",
+          "Operator",
+          "Your",
+          "line",
+          "Mark",
+          "Shmulik",
+          "Bernstein",
+          "Please",
+          "ahead",
+          "Yes",
+          "taking",
+          "guess",
+          "launched",
+          "thinking",
+          "team",
+          "divided",
+          "specialization",
+          "personal",
+          "intelligence",
+          "goal",
+          "versus",
+          "launches",
+          "shipping",
+          "door",
+          "follow",
+          "Brian",
+          "early",
+          "discuss",
+          "2027",
+          "CapEx",
+          "peers",
+          "mention",
+          "tonight",
+          "potential",
+          "significant",
+          "step",
+          "Any",
+          "dimensionalizing",
+          "returns",
+          "traction",
+          "year",
+          "affect",
+          "spend",
+          "Thanks",
+          "Zuckerberg",
+          "roadmap",
+          "pretty",
+          "consistent",
+          "research",
+          "focused",
+          "increasingly",
+          "intelligent",
+          "capabilities",
+          "business",
+          "agents",
+          "released",
+          "talked",
+          "comments",
+          "climbing",
+          "ladder",
+          "greater",
+          "work",
+          "continues",
+          "advanced",
+          "continue",
+          "loop",
+          "anytime",
+          "teams",
+          "consistently",
+          "capable",
+          "ways",
+          "Then",
+          "unlocked",
+          "top",
+          "strong",
+          "prototyping",
+          "bunch",
+          "previous",
+          "older",
+          "APIs",
+          "companies",
+          "opening",
+          "remarks",
+          "give",
+          "details",
+          "clear",
+          "months",
+          "loops",
+          "iterate",
+          "iterating",
+          "working",
+          "market",
+          "fit",
+          "agentic",
+          "enabling",
+          "productive",
+          "businesses",
+          "frankly",
+          "interact",
+          "hope",
+          "thriving",
+          "commerce",
+          "ecosystem",
+          "platform",
+          "category",
+          "Again",
+          "superintelligence",
+          "consumer",
+          "agent",
+          "experience",
+          "opportunities",
+          "You",
+          "imagine",
+          "commission",
+          "structures",
+          "premium",
+          "offering",
+          "side",
+          "opportunity",
+          "initiatives",
+          "mentioned",
+          "earlier",
+          "10",
+          "million",
+          "weekly",
+          "conversations",
+          "AIs",
+          "messaging",
+          "platforms",
+          "start",
+          "expanding",
+          "globally",
+          "Q2",
+          "today",
+          "free",
+          "apps",
+          "progress",
+          "expect",
+          "establishing",
+          "longer",
+          "term",
+          "services",
+          "offer",
+          "future",
+          "share",
+          "Youssef",
+          "Squali",
+          "Truist",
+          "Securities",
+          "Great",
+          "Maybe",
+          "Ray",
+          "Ban",
+          "Oakley",
+          "glasses",
+          "perform",
+          "guys",
+          "EssilorLuxottica",
+          "owns",
+          "manages",
+          "lot",
+          "brands",
+          "What",
+          "gating",
+          "factors",
+          "launch",
+          "additional",
+          "successful",
+          "back",
+          "2026",
+          "terms",
+          "units",
+          "sold",
+          "10%",
+          "RIF",
+          "due",
+          "efficiencies",
+          "implementation",
+          "stay",
+          "employee",
+          "growing",
+          "relative",
+          "growth",
+          "Thank",
+          "Li",
+          "answer",
+          "parts",
+          "sort",
+          "optimal",
+          "size",
+          "change",
+          "advancing",
+          "rapidly",
+          "leveraging",
+          "tools",
+          "substantially",
+          "increase",
+          "productivity",
+          "reflected",
+          "accelerating",
+          "output",
+          "engineers",
+          "generally",
+          "approaching",
+          "bias",
+          "wanting",
+          "At",
+          "making",
+          "investments",
+          "infrastructure",
+          "continuing",
+          "operate",
+          "efficiently",
+          "continuously",
+          "evaluating",
+          "structured",
+          "deliver",
+          "priorities",
+          "years",
+          "sales",
+          "Q1",
+          "Demand",
+          "expanded",
+          "portfolio",
+          "lineup",
+          "shift",
+          "prior",
+          "generation",
+          "Metas",
+          "latest",
+          "speaks",
+          "improved",
+          "features",
+          "extended",
+          "battery",
+          "life",
+          "higher",
+          "resolution",
+          "video",
+          "capture",
+          "made",
+          "interest",
+          "Displays",
+          "Neural",
+          "Band",
+          "encouraging",
+          "sign",
+          "appetite",
+          "display",
+          "evolves",
+          "area",
+          "investing",
+          "Justin",
+          "Post",
+          "Bank",
+          "America",
+          "good",
+          "pace",
+          "Just",
+          "understand",
+          "unlock",
+          "developing",
+          "cadence",
+          "enterprise",
+          "field",
+          "moving",
+          "quickly",
+          "happy",
+          "fastest",
+          "standing",
+          "widely",
+          "accepted",
+          "validation",
+          "effort",
+          "main",
+          "thing",
+          "learned",
+          "quarter",
+          "started",
+          "big",
+          "bet",
+          "In",
+          "tough",
+          "competitively",
+          "sensitive",
+          "information",
+          "stuff",
+          "hitting",
+          "date",
+          "land",
+          "care",
+          "put",
+          "There",
+          "aren",
+          "mother",
+          "bar",
+          "week",
+          "launching",
+          "zone",
+          "check",
+          "meaningful",
+          "day",
+          "part",
+          "fun",
+          "rapid",
+          "Small",
+          "groups",
+          "innovation",
+          "timing",
+          "call",
+          "release",
+          "positive",
+          "shows",
+          "paint",
+          "picture",
+          "level",
+          "direction",
+          "subsequent",
+          "Ross",
+          "Sandler",
+          "Barclays",
+          "related",
+          "applications",
+          "cropping",
+          "OpenClaw",
+          "friendly",
+          "mom",
+          "Poke",
+          "Dreamer",
+          "recently",
+          "acquired",
+          "ideas",
+          "changing",
+          "view",
+          "core",
+          "strategy",
+          "lane",
+          "Or",
+          "route",
+          "code",
+          "writing",
+          "recursive",
+          "improvement",
+          "parallel",
+          "thoughts",
+          "exciting",
+          "glimpse",
+          "types",
+          "Now",
+          "rough",
+          "systems",
+          "install",
+          "computer",
+          "locally",
+          "terminal",
+          "configure",
+          "hundreds",
+          "thousands",
+          "small",
+          "numbers",
+          "millions",
+          "talking",
+          "version",
+          "polished",
+          "dialed",
+          "easy",
+          "works",
+          "worked",
+          "addressable",
+          "primary",
+          "By",
+          "true",
+          "goals",
+          "create",
+          "They",
+          "websites",
+          "These",
+          "partially",
+          "handle",
+          "connected",
+          "learn",
+          "love",
+          "specifically",
+          "answered",
+          "literally",
+          "person",
+          "scales",
+          "pay",
+          "money",
+          "compute",
+          "versions",
+          "waiting",
+          "effective",
+          "converting",
+          "effectively",
+          "profitable",
+          "costs",
+          "asked",
+          "primarily",
+          "consumers",
+          "vision",
+          "improve",
+          "point",
+          "happen",
+          "labs",
+          "produce",
+          "table",
+          "stakes",
+          "developer",
+          "Not",
+          "necessarily",
+          "API",
+          "coding",
+          "conflate",
+          "Coding",
+          "ingredient",
+          "improving",
+          "service",
+          "Ron",
+          "Josey",
+          "Citigroup",
+          "Ronald",
+          "quick",
+          "live",
+          "development",
+          "short",
+          "medium",
+          "long",
+          "ending",
+          "ranking",
+          "recommendation",
+          "improvements",
+          "impressive",
+          "Instagram",
+          "Facebook",
+          "Could",
+          "doubling",
+          "length",
+          "interaction",
+          "sequences",
+          "thesis",
+          "rating",
+          "tooth",
+          "room",
+          "helpful",
+          "massive",
+          "upside",
+          "industry",
+          "Each",
+          "absorb",
+          "superpowers",
+          "awesome",
+          "vehicle",
+          "capability",
+          "key"
+        ],
+        "keywords": [
+          "AI agents",
+          "model scaling",
+          "monetization"
+        ],
+        "connect_to": [
+          {
+            "target": "aed8925e-845a-5524-a9ea-722d49e70076",
+            "relation": "embeds",
+            "ref": "[tables/table-0 AI Compute Plans.html]",
+            "position": {
+              "start": 4952,
+              "end": 4990
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "3ac15566-f61d-5c0b-ac9e-eec9850ddf78",
+      "type": "text",
+      "content": "And then on your second question which I think is about the ranking and recommendations improvements that we talked about in our -- that I talked about in my earlier remarks, I think first of all, there is still a lot of room to continue improving recommendations over the rest of the year, and we expect we'll be able to do that to drive additional engagement on both Facebook and Instagram.\nA couple of the things. First, we’re going to continue to improve our data infrastructure that’s going to allow our models to train on more data. And we’re adding more detail to how we describe the content that users have engaged with in the past and scaling up the complexity of our model architecture to take advantage of those larger data sets like using even longer histories of content interactions, and that should all be in service of improving the overall quality of recommendations.\nWe also are focused on making the recommendations even more personalized and more relevant to any given users interest. There’s work we’re doing to redesign our content retrieval system to show more content that matches the full range of a user’s interests and to tailor the diversity of the topics we recommend to the broadness of someone’s interests.\nSo someone with particularly concentrated interests might see relatively more of that content while people with a broader set of interests might see kind of a greater range in the topics that we show them. And then finally, we're continuing to make improvements to our sort of LLM based tune-your-algorithm features that allow users to provide more granular natural language feedback on what they want to see more of or less of in their feed.\nSo the sort of the kind of the sequence length which is the thing that you called out is one of really many improvements we made in Q1, and there is a big roadmap of further improvements going forward.",
+      "path": "META-Q1-2026-Earnings-Call-Transcript.pdf/Susan Li, CFO/Susan Li:",
+      "metadata": {
+        "length": 1882,
+        "summary": "The passage discusses ongoing improvements to recommendation systems on Facebook and Instagram. Key areas include enhancing data infrastructure for better model training, adding more detail to user engagement descriptions, and scaling model architecture. Efforts focus on personalization through redesigned content retrieval to match user interests and tailor topic diversity. Additionally, LLM-based features allow users to give natural language feedback. These improvements aim to drive engagement and are part of a broader roadmap beyond Q1.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Kenneth Dorell, Director, Investor Relations, Mark Zuckerberg, CEO, Susan Li, CFO",
+        "tokens": [
+          "And",
+          "question",
+          "ranking",
+          "recommendations",
+          "improvements",
+          "talked",
+          "earlier",
+          "remarks",
+          "lot",
+          "room",
+          "continue",
+          "improving",
+          "rest",
+          "year",
+          "expect",
+          "ll",
+          "drive",
+          "additional",
+          "engagement",
+          "Facebook",
+          "Instagram",
+          "couple",
+          "things",
+          "First",
+          "improve",
+          "data",
+          "infrastructure",
+          "models",
+          "train",
+          "adding",
+          "detail",
+          "describe",
+          "content",
+          "users",
+          "engaged",
+          "past",
+          "scaling",
+          "complexity",
+          "model",
+          "architecture",
+          "advantage",
+          "larger",
+          "sets",
+          "longer",
+          "histories",
+          "interactions",
+          "service",
+          "quality",
+          "We",
+          "focused",
+          "making",
+          "personalized",
+          "relevant",
+          "interest",
+          "There",
+          "work",
+          "redesign",
+          "retrieval",
+          "system",
+          "show",
+          "matches",
+          "full",
+          "range",
+          "user",
+          "interests",
+          "tailor",
+          "diversity",
+          "topics",
+          "recommend",
+          "broadness",
+          "So",
+          "concentrated",
+          "people",
+          "broader",
+          "set",
+          "kind",
+          "greater",
+          "finally",
+          "continuing",
+          "make",
+          "sort",
+          "LLM",
+          "based",
+          "tune",
+          "algorithm",
+          "features",
+          "provide",
+          "granular",
+          "natural",
+          "language",
+          "feedback",
+          "feed",
+          "sequence",
+          "length",
+          "thing",
+          "called",
+          "made",
+          "Q1",
+          "big",
+          "roadmap",
+          "forward"
+        ],
+        "keywords": [
+          "Recommendations",
+          "Personalization",
+          "Data Infrastructure"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "0c897e87-efc8-593c-9088-1315a13c74a2",
+      "type": "text",
+      "content": "Your next question comes from the line of Doug Anmuth with JPMorgan. Please go ahead,",
+      "path": "META-Q1-2026-Earnings-Call-Transcript.pdf/Susan Li, CFO/Operator:",
+      "metadata": {
+        "length": 85,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Kenneth Dorell, Director, Investor Relations, Mark Zuckerberg, CEO, Susan Li, CFO",
+        "tokens": [
+          "Your",
+          "question",
+          "line",
+          "Doug",
+          "Anmuth",
+          "JPMorgan",
+          "Please",
+          "ahead"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "7fd2203c-dce7-58e5-a6ee-2c54187fc018",
+      "type": "text",
+      "content": "Thanks so much for taking the questions. Mark, how do you think about the step up as you go from leveraging smaller models in the ad business to Muse Spark and future large language models going forward, what are some of the key unlocks across engagement and monetization? And then on Manus, can you just talk at all about the strategic importance and the role in developing agentic products for Meta and then just current status around the tech and the deal.",
+      "path": "META-Q1-2026-Earnings-Call-Transcript.pdf/Susan Li, CFO/Douglas Anmuth:",
+      "metadata": {
+        "length": 459,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Kenneth Dorell, Director, Investor Relations, Mark Zuckerberg, CEO, Susan Li, CFO",
+        "tokens": [
+          "Thanks",
+          "taking",
+          "questions",
+          "Mark",
+          "step",
+          "leveraging",
+          "smaller",
+          "models",
+          "ad",
+          "business",
+          "Muse",
+          "Spark",
+          "future",
+          "large",
+          "language",
+          "forward",
+          "key",
+          "unlocks",
+          "engagement",
+          "monetization",
+          "And",
+          "Manus",
+          "talk",
+          "strategic",
+          "importance",
+          "role",
+          "developing",
+          "agentic",
+          "products",
+          "Meta",
+          "current",
+          "status",
+          "tech",
+          "deal"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "b14c8a21-e918-5e9d-95d1-b7e50f4681c7",
+      "type": "text",
+      "content": "I'll take that question. On Manus, we're still working through the details. So we don't have an update right now.\nOn your first question which is about going from leveraging smaller models in the ads business to kind of the ads models growing. There’s already some work underway, and I think I alluded to some of this in my earlier remarks, even kind of in the current landscape of the ads roadmap, where we’re basically trying to advance the architecture here to allow sort of -- to allow us to leverage the abilities of larger models.\nHistorically, we haven't used larger model architectures like GEM for inference because their size and complexity would make them too cost prohibitive. And the way we drive performance from those models is by using them to transfer knowledge to smaller, more lightweight models that are used at run time.\nThe inference models are bound by strict latency requirements since they need to find the right ad within milliseconds, and that has, again, historically prevented us from meaningfully sizing up -- scaling up their size and complexity.\nBut in the second half of last year, we introduced a new adaptive ranking model which enables us to leverage LLM scale model complexity of a trillion parameters, and we made advances in the model architecture and codesign the system with the underlying silicon, so it maintains the sub-second speed that is required to serve ads at scale.\nWe also developed an approach that intelligently routes request more compute-intensive inference models if it determines that there is a higher probability of conversion and that lets us drive both better performance and increased inference ROI.\nSo there's a lot of work being done there before we even sort of incorporate more of the LLM work into our underlying ads ranking models.",
+      "path": "META-Q1-2026-Earnings-Call-Transcript.pdf/Susan Li, CFO/Susan Li:_2",
+      "metadata": {
+        "length": 1800,
+        "summary": "The speaker discusses advancements in ads ranking models, moving from smaller to larger architectures like LLMs with trillion parameters. Historically, cost and latency constraints prevented using large models for inference, but a new adaptive ranking model and system co-design with silicon now enable sub-second ad serving. Intelligent request routing improves performance and inference ROI.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Kenneth Dorell, Director, Investor Relations, Mark Zuckerberg, CEO, Susan Li, CFO",
+        "tokens": [
+          "ll",
+          "question",
+          "On",
+          "Manus",
+          "working",
+          "details",
+          "So",
+          "don",
+          "update",
+          "leveraging",
+          "smaller",
+          "models",
+          "ads",
+          "business",
+          "kind",
+          "growing",
+          "There",
+          "work",
+          "underway",
+          "alluded",
+          "earlier",
+          "remarks",
+          "current",
+          "landscape",
+          "roadmap",
+          "basically",
+          "advance",
+          "architecture",
+          "sort",
+          "leverage",
+          "abilities",
+          "larger",
+          "Historically",
+          "haven",
+          "model",
+          "architectures",
+          "GEM",
+          "inference",
+          "size",
+          "complexity",
+          "make",
+          "cost",
+          "prohibitive",
+          "And",
+          "drive",
+          "performance",
+          "transfer",
+          "knowledge",
+          "lightweight",
+          "run",
+          "time",
+          "The",
+          "bound",
+          "strict",
+          "latency",
+          "requirements",
+          "find",
+          "ad",
+          "milliseconds",
+          "historically",
+          "prevented",
+          "meaningfully",
+          "sizing",
+          "scaling",
+          "But",
+          "half",
+          "year",
+          "introduced",
+          "adaptive",
+          "ranking",
+          "enables",
+          "LLM",
+          "scale",
+          "trillion",
+          "parameters",
+          "made",
+          "advances",
+          "codesign",
+          "system",
+          "underlying",
+          "silicon",
+          "maintains",
+          "speed",
+          "required",
+          "serve",
+          "We",
+          "developed",
+          "approach",
+          "intelligently",
+          "routes",
+          "request",
+          "compute",
+          "intensive",
+          "determines",
+          "higher",
+          "probability",
+          "conversion",
+          "lets",
+          "increased",
+          "ROI",
+          "lot",
+          "incorporate"
+        ],
+        "keywords": [
+          "ads models",
+          "LLM",
+          "inference"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "2c0baf12-cf4c-5762-97bb-a9347aee6765",
+      "type": "text",
+      "content": "We have time for one more question, Ken Gawrelski with Wells Fargo. Your line is open.",
+      "path": "META-Q1-2026-Earnings-Call-Transcript.pdf/Susan Li, CFO/Operator:_2",
+      "metadata": {
+        "length": 86,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Kenneth Dorell, Director, Investor Relations, Mark Zuckerberg, CEO, Susan Li, CFO",
+        "tokens": [
+          "We",
+          "time",
+          "question",
+          "Ken",
+          "Gawrelski",
+          "Wells",
+          "Fargo",
+          "Your",
+          "line",
+          "open"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "34220948-ddf8-545e-8872-7ea394f1bd12",
+      "type": "text",
+      "content": "i: Thank you very much. Two, if I may. First, if I -- you talked on the Muse Spark launch. You've talked about two categories or two verticals. You talked about health and wellness and shopping. Can I dive a little bit -- ask you to dive a little deeper into the latter on the shopping and commerce side?\nAnd maybe if you could -- were there any learnings in the 2021, '22 phase where you pushed deeper into commerce on Instagram and on Facebook? Any learnings from that period that you might apply? Is there an opportunity for a next-gen marketplace-type business in commerce?\nAnd then the second, please, maybe, Susan, can you talk a little bit about -- based on your model improvements and the content recommendations, where -- how much visibility do you think you have to kind of the growth trajectory on the core business?\nYou continue to grow at basically double the pace of the industry despite being a very large share of the industry. Could you just talk about a little bit about your visibility into that continued performance? Thank you.\nMark Zuckerberg: Yes. So I might give you a somewhat loftier answer to the question. You're asking about shopping.\nI think it's sort of an interesting example of the way in which the work that we're doing is different than what I think others are doing out there. These products, they -- AI agents get better when you fully optimize the stack.\nThat's why we believe that we need to be a company that builds frontier models in addition to building the agents. And then in order to do that, you, of course, need to build your infrastructure in order to be able to do that well.\nSo we're undertaking this large investment to be able to do that top to bottom. And I think a lot of the way to think about the investment that we're making is a bet that the individual things that people care about and that people are going to be more important in the future. And that's sort of like -- and I think it should be a pretty obvious thing to say.\nBut I think so much of the rhetoric around AI in the industry is around like a company trying to build some kind of centralized thing that like does all the productive work in society in some way or something like that. And that just is very different from how we see the world.\nLike our vision for the future is one where society makes progress by individuals pursuing their own aspirations. And some people care about big grand things like curing diseases. And a lot of people care about personal things like finding the right shirt for my daughter. And I just think that we want to -- we're going to build things that help deliver this vision for personal agents for people.\nAnd I think that part of the lane and what is interesting and differentiated about what we're doing is that that's just so different from how I hear everyone else talking about the work that we're doing. So even though I think some of these ideas, they seem like they should be so obvious.\nI actually think that our approach of trying to empower individuals and building consumer things is just in the details extremely different from what others are doing. And shopping might be one kind of specific example that I think is going to have interest in commercial implications. And I think people -- consumers are going to like it.\nBut I don’t hear any other labs out there talking about how they’re building an AI that’s really good at shopping. And I think that the reason for that is like not because shopping is the most important thing by itself, but because like empowering people to do the things that matter in their lives, whether that’s local or understanding social context, or shopping or personal health things or understanding what’s going on around them visually which is going to be really important on the glasses. These are all elements of the personal super intelligence vision.\nI think like a lot of this, and when you're thinking about kind of the investment in Meta over time I think you should think about it as coming down to these set of values around what do we want AI to do in society. And if what you want it to do is empower individuals and build a world where the AI is in service to individual's goals, then that is what we are going to build, and I think it's going to be incredibly valuable.\nSusan Li: Gosh, I almost wish we could end on that answer, but I will answer the second question which I think kind of has two versions.\nOne is a version of like what's the revenue outlook? And obviously we gave the Q2 guide which embeds, I think, both a range of kind of macro outcomes, but also the work that we've -- the ongoing work that we have to continue improving both the sort of usage and engagement on our family of apps and then our ability to continue making the ads better and more performant.\nI think the second question is maybe more of a -- the second version of that question is more of a higher-level question about kind of the overall trajectory of the roadmap here. And one of the things I will say, having been working on this for a very long time I'm always really impressed by the team's ability to continue to advance the state of the art here. And our planning process now is, I think, really fine-tuned around this.\nSo I’ve mentioned on a couple of calls, the budgeting process in which we run a very sort of ROI-based process to make sure that we are funding all of the ads initiatives that we think will drive growth in future years. And that’s something that is both quite dialed in.\nAnd I think that our ability to measure the impact of that has been pretty robust, and it's been a very important driver of our ads revenue growth, and that continues to be a process that again, we ran in this past budget and -- as far as we can -- as we have line of sight, we feel good about the investment opportunities ahead of us.\nKenneth Dorell: Great. Thank you everyone, for joining us today. We look forward to speaking with you again soon.\nOperator: This concludes today's conference call. Thank you for joining. And you may now disconnect.",
+      "path": "META-Q1-2026-Earnings-Call-Transcript.pdf/Susan Li, CFO/Kenneth Gawrelski:",
+      "metadata": {
+        "length": 6052,
+        "summary": "Mark Zuckerberg discusses Meta's AI strategy, emphasizing a vision of empowering individuals with personal AI agents rather than building a centralized AI. He highlights shopping and commerce as key verticals, noting Meta's unique focus on consumer AI for tasks like finding the right shirt. Susan Li adds that Meta's ad revenue growth is driven by ROI-based budgeting and continuous model improvements, with strong visibility into future investment opportunities.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Kenneth Dorell, Director, Investor Relations, Mark Zuckerberg, CEO, Susan Li, CFO",
+        "tokens": [
+          "Thank",
+          "Two",
+          "First",
+          "talked",
+          "Muse",
+          "Spark",
+          "launch",
+          "You",
+          "ve",
+          "categories",
+          "verticals",
+          "health",
+          "wellness",
+          "shopping",
+          "Can",
+          "dive",
+          "bit",
+          "deeper",
+          "commerce",
+          "side",
+          "And",
+          "learnings",
+          "2021",
+          "22",
+          "phase",
+          "pushed",
+          "Instagram",
+          "Facebook",
+          "Any",
+          "period",
+          "apply",
+          "Is",
+          "opportunity",
+          "gen",
+          "marketplace",
+          "type",
+          "business",
+          "Susan",
+          "talk",
+          "based",
+          "model",
+          "improvements",
+          "content",
+          "recommendations",
+          "visibility",
+          "kind",
+          "growth",
+          "trajectory",
+          "core",
+          "continue",
+          "grow",
+          "basically",
+          "double",
+          "pace",
+          "industry",
+          "large",
+          "share",
+          "Could",
+          "continued",
+          "performance",
+          "Mark",
+          "Zuckerberg",
+          "Yes",
+          "So",
+          "give",
+          "loftier",
+          "answer",
+          "question",
+          "sort",
+          "interesting",
+          "work",
+          "These",
+          "products",
+          "AI",
+          "agents",
+          "fully",
+          "optimize",
+          "stack",
+          "That",
+          "company",
+          "builds",
+          "frontier",
+          "models",
+          "addition",
+          "building",
+          "order",
+          "build",
+          "infrastructure",
+          "undertaking",
+          "investment",
+          "top",
+          "bottom",
+          "lot",
+          "making",
+          "bet",
+          "individual",
+          "things",
+          "people",
+          "care",
+          "important",
+          "future",
+          "pretty",
+          "obvious",
+          "thing",
+          "But",
+          "rhetoric",
+          "centralized",
+          "productive",
+          "society",
+          "world",
+          "Like",
+          "vision",
+          "makes",
+          "progress",
+          "individuals",
+          "pursuing",
+          "aspirations",
+          "big",
+          "grand",
+          "curing",
+          "diseases",
+          "personal",
+          "finding",
+          "shirt",
+          "daughter",
+          "deliver",
+          "part",
+          "lane",
+          "differentiated",
+          "hear",
+          "talking",
+          "ideas",
+          "approach",
+          "empower",
+          "consumer",
+          "details",
+          "extremely",
+          "specific",
+          "interest",
+          "commercial",
+          "implications",
+          "consumers",
+          "don",
+          "labs",
+          "good",
+          "reason",
+          "empowering",
+          "matter",
+          "lives",
+          "local",
+          "understanding",
+          "social",
+          "context",
+          "visually",
+          "glasses",
+          "elements",
+          "super",
+          "intelligence",
+          "thinking",
+          "Meta",
+          "time",
+          "coming",
+          "set",
+          "values",
+          "service",
+          "goals",
+          "incredibly",
+          "valuable",
+          "Li",
+          "Gosh",
+          "end",
+          "versions",
+          "One",
+          "version",
+          "revenue",
+          "outlook",
+          "gave",
+          "Q2",
+          "guide",
+          "embeds",
+          "range",
+          "macro",
+          "outcomes",
+          "ongoing",
+          "improving",
+          "usage",
+          "engagement",
+          "family",
+          "apps",
+          "ability",
+          "ads",
+          "performant",
+          "higher",
+          "level",
+          "roadmap",
+          "working",
+          "long",
+          "impressed",
+          "team",
+          "advance",
+          "state",
+          "art",
+          "planning",
+          "process",
+          "fine",
+          "tuned",
+          "mentioned",
+          "couple",
+          "calls",
+          "budgeting",
+          "run",
+          "ROI",
+          "make",
+          "funding",
+          "initiatives",
+          "drive",
+          "years",
+          "dialed",
+          "measure",
+          "impact",
+          "robust",
+          "driver",
+          "continues",
+          "ran",
+          "past",
+          "budget",
+          "line",
+          "sight",
+          "feel",
+          "opportunities",
+          "ahead",
+          "Kenneth",
+          "Dorell",
+          "Great",
+          "joining",
+          "today",
+          "We",
+          "forward",
+          "speaking",
+          "Operator",
+          "This",
+          "concludes",
+          "conference",
+          "call",
+          "disconnect"
+        ],
+        "keywords": [
+          "AI agents",
+          "shopping",
+          "personal AI"
+        ],
+        "connect_to": []
+      }
+    }
+  ]
+}
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-meta-q1-2026-earnings-call/doc_nav.json b/apps/api/app/data/demo_documents/financial-meta-q1-2026-earnings-call/doc_nav.json
new file mode 100644
index 000000000..df7223dea
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-meta-q1-2026-earnings-call/doc_nav.json
@@ -0,0 +1,119 @@
+{
+  "version": "1.0",
+  "file_name": "Meta Q1 2026 Earnings Call Transcript.pdf",
+  "stats": {
+    "total_chunks": 13,
+    "text_chunks": 12,
+    "image_chunks": 0,
+    "table_chunks": 1,
+    "max_depth": 2
+  },
+  "sections": [
+    {
+      "title": "Root",
+      "path": "META-Q1-2026-Earnings-Call-Transcript.pdf",
+      "level": 1,
+      "summary": "Meta Platforms, Inc. (META) First Quarter 2026 Results Conference Call April 29 $^{th}$ , 2026",
+      "chunk_count": 1,
+      "children": []
+    },
+    {
+      "title": "Kenneth Dorell, Director, Investor Relations",
+      "path": "META-Q1-2026-Earnings-Call-Transcript.pdf/Kenneth Dorell, Director, Investor Relations",
+      "level": 1,
+      "summary": "Thank you. Good afternoon and welcome to Meta Platforms' first quarter 2026 earnings conference call. Joining me today to discuss our results are Mark Zuckerberg, CEO and Susan Li, CFO. Our remarks today will include forward-looking statements, which are based on assumptions as of today. Actual results may differ materially as a result of various factors including those set forth in today's earnings press release, and in our annual report on Form 10-K filed with the SEC. We undertake no obligation to update any forward-looking statement. During this call we will present both GAAP and certain non-GAAP financial measures. A reconciliation of GAAP to non-GAAP measures is included in today's earnings press release. The earnings press release and an accompanying investor presentation are available on our website at investor.atmeta.com. And now, I'd like to turn the call over to Mark.",
+      "chunk_count": 1,
+      "children": []
+    },
+    {
+      "title": "Mark Zuckerberg, CEO",
+      "path": "META-Q1-2026-Earnings-Call-Transcript.pdf/Mark Zuckerberg, CEO",
+      "level": 1,
+      "summary": "The speaker discusses Meta's strong quarterly performance with over 3.5 billion daily users across apps, highlighting the release of the Muse family of models and Meta AI's advancements. They emphasize a vision of AI amplifying human potential rather than replacing people, focusing on personal and business agents. The talk covers improvements in recommendation systems, increased infrastructure investment, growth in AI glasses usage, and the transformative impact of AI on work efficiency at Meta.",
+      "chunk_count": 1,
+      "children": []
+    },
+    {
+      "title": "Susan Li, CFO",
+      "path": "META-Q1-2026-Earnings-Call-Transcript.pdf/Susan Li, CFO",
+      "level": 1,
+      "summary": "Meta reported Q1 2026 results with total revenue of $56.3 billion, up 33% year-over-year. Family of Apps revenue was $55.9 billion, with ad revenue of $55.0 billion. Daily active people across Family of Apps was 3.56 billion in March. Operating income was $22.9 billion with a 41% margin. Net income was $26.8 billion, or $10.44 per share, including a tax benefit. Capital expenditures were $19.8 billion. The company highlighted AI-driven improvements in content recommendations, ad performance, and product experiences, including gains from Meta AI and Muse Spark. Revenue guidance for Q2 2026 is $58-61 billion, with full-year expense outlook of $162-169 billion and capex of $125-145 billion.",
+      "chunk_count": 9,
+      "children": [
+        {
+          "title": "Brian Nowak:",
+          "path": "META-Q1-2026-Earnings-Call-Transcript.pdf/Susan Li, CFO/Brian Nowak:",
+          "level": 2,
+          "summary": "Thanks for taking my question. Mark, I wanted to ask you just about the level of investment you're making and sort of the signposts you're watching to ensure you're going to generate ROIC on all these investments behind Muse and the other products. So if you could just sort of let us know some of the key factors you're watching over the next 12 to 24 months, whether it's Meta AI, Muse advances, core algorithm, what are you sort of watching foremost just to make sure that you're on the right path to generating healthy ROIC on all this CapEx and infrastructure spend?",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Mark Zuckerberg:",
+          "path": "META-Q1-2026-Earnings-Call-Transcript.pdf/Susan Li, CFO/Mark Zuckerberg:",
+          "level": 2,
+          "summary": "Mark Zuckerberg discusses Meta's AI strategy, focusing on building leading models and converting them into products for billions of users. Key milestones include technical quality, product scaling, and monetization efficiency. The lab is on track with Muse Spark model powering Meta AI. Future plans involve personal and business agents, with monetization through commissions or premium offerings. Susan Li addresses workforce efficiency and AI glasses growth. The roadmap includes continuous model improvement and product innovation, with emphasis on delivering polished, easy-to-use AI experiences for consumers and businesses.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Susan Li:",
+          "path": "META-Q1-2026-Earnings-Call-Transcript.pdf/Susan Li, CFO/Susan Li:",
+          "level": 2,
+          "summary": "The passage discusses ongoing improvements to recommendation systems on Facebook and Instagram. Key areas include enhancing data infrastructure for better model training, adding more detail to user engagement descriptions, and scaling model architecture. Efforts focus on personalization through redesigned content retrieval to match user interests and tailor topic diversity. Additionally, LLM-based features allow users to give natural language feedback. These improvements aim to drive engagement and are part of a broader roadmap beyond Q1.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Operator:",
+          "path": "META-Q1-2026-Earnings-Call-Transcript.pdf/Susan Li, CFO/Operator:",
+          "level": 2,
+          "summary": "Your next question comes from the line of Doug Anmuth with JPMorgan. Please go ahead,",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Douglas Anmuth:",
+          "path": "META-Q1-2026-Earnings-Call-Transcript.pdf/Susan Li, CFO/Douglas Anmuth:",
+          "level": 2,
+          "summary": "Thanks so much for taking the questions. Mark, how do you think about the step up as you go from leveraging smaller models in the ad business to Muse Spark and future large language models going forward, what are some of the key unlocks across engagement and monetization? And then on Manus, can you just talk at all about the strategic importance and the role in developing agentic products for Meta and then just current status around the tech and the deal.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Susan Li:_2",
+          "path": "META-Q1-2026-Earnings-Call-Transcript.pdf/Susan Li, CFO/Susan Li:_2",
+          "level": 2,
+          "summary": "The speaker discusses advancements in ads ranking models, moving from smaller to larger architectures like LLMs with trillion parameters. Historically, cost and latency constraints prevented using large models for inference, but a new adaptive ranking model and system co-design with silicon now enable sub-second ad serving. Intelligent request routing improves performance and inference ROI.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Operator:_2",
+          "path": "META-Q1-2026-Earnings-Call-Transcript.pdf/Susan Li, CFO/Operator:_2",
+          "level": 2,
+          "summary": "We have time for one more question, Ken Gawrelski with Wells Fargo. Your line is open.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Kenneth Gawrelski:",
+          "path": "META-Q1-2026-Earnings-Call-Transcript.pdf/Susan Li, CFO/Kenneth Gawrelski:",
+          "level": 2,
+          "summary": "Mark Zuckerberg discusses Meta's AI strategy, emphasizing a vision of empowering individuals with personal AI agents rather than building a centralized AI. He highlights shopping and commerce as key verticals, noting Meta's unique focus on consumer AI for tasks like finding the right shirt. Susan Li adds that Meta's ad revenue growth is driven by ROI-based budgeting and continuous model improvements, with strong visibility into future investment opportunities.",
+          "chunk_count": 1,
+          "children": []
+        }
+      ]
+    }
+  ],
+  "resources": {
+    "images": [],
+    "tables": [
+      {
+        "path": "tables/table-0 AI Compute Plans.html",
+        "summary": "table-1 Meta discusses underestimating AI compute needs, plans flexible infrastructure buildout, and explores agentic opportunities for consumers and enterprises."
+      }
+    ]
+  }
+}
diff --git a/apps/api/app/data/demo_documents/financial-meta-q1-2026-earnings-call/full.md b/apps/api/app/data/demo_documents/financial-meta-q1-2026-earnings-call/full.md
new file mode 100644
index 000000000..373e7fc1f
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-meta-q1-2026-earnings-call/full.md
@@ -0,0 +1,419 @@
+Meta Platforms, Inc. (META)
+First Quarter 2026 Results Conference Call
+April 29 $^{th}$ , 2026
+
+## Kenneth Dorell, Director, Investor Relations
+
+Thank you. Good afternoon and welcome to Meta Platforms' first quarter 2026 earnings conference call. Joining me today to discuss our results are Mark Zuckerberg, CEO and Susan Li, CFO.
+
+Our remarks today will include forward-looking statements, which are based on assumptions as of today. Actual results may differ materially as a result of various factors including those set forth in today's earnings press release, and in our annual report on Form 10-K filed with the SEC. We undertake no obligation to update any forward-looking statement.
+
+During this call we will present both GAAP and certain non-GAAP financial measures. A reconciliation of GAAP to non-GAAP measures is included in today's earnings press release. The earnings press release and an accompanying investor presentation are available on our website at investor.atmeta.com.
+
+And now, I'd like to turn the call over to Mark.
+
+## Mark Zuckerberg, CEO
+
+Hey everyone, thanks for joining today. We had a strong quarter for our community, our business, and our progress towards AI.
+
+More than 3.5 billion people use at least one of our apps every day. We saw a small decrease in total family dailies due to internet outages in Iran and blocks in Russia, but otherwise trends across our apps are strong. Daily and monthly actives on Instagram and Facebook continue to grow, with video driving all-time high engagement across both apps. WhatsApp continues to see strong momentum too, including in the US. And Threads continues on its trajectory to be the leading app in its category.
+
+Our biggest milestone so far this year has been the release of our Muse family of models and our first model, Muse Spark, along with a significantly upgraded new version of Meta AI. This was the first release from Meta Superintelligence Labs, and it shows that our work is on track to build a leading lab.
+
+Over the past 10 months, we have built the strongest research team in the industry, and established the scientific and technical foundations to scale very advanced models. Spark is just one step on that scaling ladder and we are already training even more advanced models. But Spark has already made Meta AI a world-class assistant that leads in several areas related to our vision of personal superintelligence, including visual understanding, health, shopping, social content, local, creating games, and more. We're hearing very positive feedback on it so far. We've seen large increases in Meta AI use since releasing the updates, and the Meta AI app has consistently been near the top of the app stores as well.
+
+Now that we have a strong model we can develop more novel products as well. Since I first wrote about our vision for personal superintelligence last year, we've been focused on delivering
+
+personal and business agents to billions of people around the world. Our goal is not just to deliver Meta AI as an assistant, but to deliver agents that can understand your goals and then work day and night to help you achieve them.
+
+My view of AI is very different from many others in the industry. I hear a lot of people out there talk about how AI is going to replace people. Instead, I think that AI is going to amplify people's ability to do what you want -- whether that's to improve your health, your learning, your relationships, your ability to achieve your personal and career goals and more. My view is that human progress has always been driven by people pursuing their individual aspirations, and I believe that this will continue to be true in the future. People will be more important in the future, not less. Meta believes in empowering individuals. Those are the kinds of products we're going to build, and I believe they're going to be some of the most important and valuable products of all time.
+
+We are building a personal agent focused on helping people achieve the diverse goals in their lives. We are also building a business agent focused on helping entrepreneurs and businesses across the world use our tools and others to grow their efforts, reach new customers, and serve existing customers better. These agents will work together to form an ecosystem, and whether you use our personal or business agents to achieve your goals, I believe that the future will see a massive increase in entrepreneurship from people creating new things that they've always wanted to exist but previously didn't have the tools to bring into the world. We're already testing an early version of business AIs, and weekly conversations have grown 10x since the start of this year.
+
+We're also working on using Spark and our upcoming models to improve our recommendation systems and core business in Facebook, Instagram, and ads. Right now, our apps primarily help people accomplish three important goals: connecting with people, learning about the world, and entertainment. But we've always wanted our apps to understand more of people's goals so we can help improve their lives in all the ways that they want. These new AI models will let us understand this in more detail. So instead of just looking at statistical patterns of what types of people engage with what content, for the first time in Meta's history we're going to be able to develop a first-principles understanding of what you care about and what each piece of content in our system is about so that way we can show you more useful things for what you're trying to accomplish. We'll also be able to create personalized content specifically for people to help you achieve your goals as well.
+
+Since our recommendation systems are operating at such large scale, we'll phase in this new research and technology over time. But the trend over the last few years seems clear that we are seeing an increasing return on the amount that we can improve engagement for people and value for advertisers. This encourages us to continue investing heavily in what we expect will provide increasing value over the coming years as well.
+
+On that note, we are increasing our infrastructure capex forecast for this year. Most of that is due to higher component costs, particularly memory pricing. But every sign that we're seeing in our own work and across the industry gives us confidence in this investment. That said, we are very focused on increasing the efficiency of our investments. And as part of that, we're rolling out more than 1GW of our own custom silicon that we're developing with Broadcom as well as significant amounts of AMD chips to compliment the new Nvidia systems that we're rolling out as well. One of the primary goals of our Meta Compute initiative is to lead the industry in efficiency of building compute, and we expect that will be a strategic advantage over time.
+
+Talking about building physical goods at scale, our AI glasses continue to perform well with the number of people using them daily tripling year-over-year. This continues to be one of the fastest-growing categories of consumer electronics ever. We released Ray-Ban Meta Optics this quarter, designed for all-day wear rather than primarily as sunglasses. And building on our release of Oakley last year, we have some exciting new partnerships and styles that I think are going to have the potential to reach even more people coming later this year.
+
+All of our glasses are designed to easily update to use our newest AI models and features. I'm also really excited to see the glasses evolve from being able to answer questions to being able to be a personal agent that's with you all day long, helping you remember things and achieve your goals.
+
+Beyond glasses, I am excited for more of our metaverse efforts to be powered by the AI models we're training as well. We remain the biggest investor in the VR space across the industry, but we are focused on making our VR business sustainable as we invest more in other areas like AI and glasses.
+
+Before wrapping, I want to talk for a moment about how AI is transforming our work. We're seeing more and more examples where one or two people are building something in a week that would have previously taken dozens of people months. I want to make sure that Meta is the best place in the world for these types of people to come and make an impact. We're building the next evolution of our company around these people. There's a lot that we can do to enable this: building the best infrastructure for creating and delivering products at scale, streamlining our teams so they aren't bigger than they need to be, recognizing and rewarding the people who are having outsized impacts, and setting ourselves up to try many more ideas and take on many new projects in the future. Of course we'll continue pushing to increase our efficiency as well, but overall I think the future is about building many more higher quality things than we've ever built before.
+
+Alright, that is what I wanted to cover today. We are living through a historic technological transformation. We are among the few companies positioned to shape the future, and we are on track to do that. I'm looking forward to delivering personal superintelligence to billions of people. And as always, I'm grateful for the hard work of our teams, and to all of you for being on this journey with us.
+
+## Susan Li, CFO
+
+Thanks Mark and good afternoon everyone.
+
+Let's begin with our segment results. All comparisons are on a year-over-year basis unless otherwise noted.
+
+We estimate 3.56 billion people used at least one of our Family of Apps on a daily basis in March, which declined slightly from December due to internet disruptions in Iran and a restriction on access to WhatsApp in Russia. Absent these impacts, growth in Family Daily Active People would have been positive quarter-over-quarter.
+
+Q1 Total Family of Apps revenue was \$55.9 billion, up 33% year-over-year.
+
+Q1 Family of Apps ad revenue was \$55.0 billion, up 33% or 29% on a constant currency basis.
+
+In Q1, the total number of ad impressions served across our services increased 19%. Impression growth was healthy across all regions, driven primarily by growth in engagement and users, as well as ad load optimizations. The global average price per ad increased 12% year-over-year in Q1, with broad-based growth as we benefited from ad performance improvements, better macro conditions versus Q1 of last year, and currency tailwinds in international regions. This was partially offset by strong impression growth, including from lower monetizing regions.
+
+Family of Apps other revenue was \$885 million, up 74%, driven primarily by WhatsApp paid messaging and subscriptions revenue.
+
+Within our Reality Labs segment, Q1 revenue was \$402 million, down 2% year-over-year due to lower Quest headset sales, which were partially offset by continued strong growth in AI glasses revenue.
+
+Moving now to our consolidated results.
+
+Q1 total revenue was \$56.3 billion, up 33% or 29% on a constant currency basis.
+
+Q1 total expenses were \$33.4 billion, up 35% compared to last year. Year-over-year growth was driven mainly by infrastructure costs and employee compensation.
+
+The growth in infrastructure costs was due to higher depreciation, data center operating costs, and third party cloud spend.
+
+The growth in employee compensation was driven by technical hires we’ve added over the past year, particularly AI talent.
+
+We ended Q1 with over 77,900 employees, down 1% from Q4 as the impact of headcount optimization efforts in certain functions was partially offset by hiring in priority areas of monetization and infrastructure.
+
+First quarter operating income was \$22.9 billion, representing a 41% operating margin.
+
+Q1 interest and other income was -\$1.1 billion, driven by unrealized losses on our equity investments.
+
+Our tax rate for the quarter was -23%, which was favorably impacted by a tax benefit of \$8.03 billion. This benefit partially relieves the \$15.93 billion non-cash tax charge we recorded in the third quarter of 2025, which reflects updated guidance from the US Treasury issued in February 2026 regarding the tax treatment of previously capitalized R&D expenditures in the United States. Absent the tax benefit, our Q1 tax rate would have been 14%.
+
+Net income was \$26.8 billion or \$10.44 per share. Absent the tax benefit, our net income and EPS would have been \$18.7 billion and \$7.31, respectively.
+
+Capital expenditures, including principal payments on finance leases, were \$19.8 billion, driven by investments in servers, data centers, and network infrastructure.
+
+Free cash flow was \$12.4 billion. We ended the quarter with \$81.2 billion in cash and marketable securities and \$58.7 billion in debt.
+
+Turning now to the business performance. There are two primary factors that drive our revenue performance: our ability to deliver engaging experiences for our community, and our effectiveness at monetizing that engagement over time.
+
+On the first, we're continuing to see significant gains from our content recommendation initiatives.
+
+On Instagram, the ranking improvements that we made in Q1 drove a 10% lift in Reels time spent.
+
+On Facebook, total video time increased more than 8% globally in Q1, the largest quarter-over-quarter gain in four years. Within the US & Canada, ranking improvements we made drove a 9% increase in video watch time on Facebook in Q1.
+
+These gains are benefiting from advances we're making across the full stack.
+
+Starting with data, we doubled the length of user interaction sequences we use for training on Instagram in Q1 and increased the richness of how each user interaction is described, enabling our systems to develop a deeper understanding of user interests.
+
+Within our models, we’ve significantly increased the speed with which our ranking models index new posts, which is enabling us to recommend them sooner after they are published. We’re also applying more advanced content understanding techniques, which is enabling us to quickly identify posts that may be interesting to someone, even if they haven’t engaged with a lot of similar content. These and other improvements have enabled us to increase the diversity and recency of recommended content, with same-day posts now representing more than 30% of recommended Reels on both Instagram and Facebook, more than double the levels one year ago.
+
+We're also using AI to unlock more inventory by auto-translating and dubbing videos into a viewer's local language, enabling us to recommend a more diverse set of content. Over half a billion users on each of Facebook and Instagram are now watching AI-translated videos weekly.
+
+Looking forward, we're making several investments we expect will deliver more valuable recommendations.
+
+This year, we will continue scaling up our models in several dimensions, including their size and complexity, while incorporating LLMs to deepen content understanding across our platform. This will enable us to better match people to a wider variety of content aligned to their interests.
+
+At the same time, we are executing on our longer-term efforts to develop the next generation of our recommendation systems. This includes building foundation models that power organic content and ads recommendations, as well as developing LLM-based recommender systems. Our focus this year is validating the model architectures and techniques in these domains before we scale them out in future years.
+
+Aside from our recommendations work, we are focused on deploying the models from Meta Superintelligence Labs to enable a new set of product experiences.
+
+We're seeing encouraging results within Meta AI since we began powering responses with the first model from MSL, Muse Spark. In tests we ran leading up to the launch, we saw meaningful
+
+engagement gains that accelerated week-over-week with each new iteration of the model. We're seeing similar gains within Meta AI following the broad roll out of our new model, with double-digit percent increases in Meta AI sessions per user. Muse Spark is now powering Meta AI in direct chat threads across our Family of Apps, as well as the standalone Meta AI app and website, giving billions of people globally access to our latest model.
+
+Overall, we're very encouraged by the momentum within our research and product roadmap and look forward to sharing more detail on what we're building over the course of this year.
+
+Turning to the second driver of our revenue performance: increasing monetization efficiency.
+
+The first part of this work is optimizing the level of ads within organic engagement.
+
+Here, we continue to enhance our systems to show ads at the optimal time and location. In Q1, we also expanded availability of ads on our newer surfaces, including bringing ads on Threads to people in more markets. On WhatsApp, we are making good progress with the roll out of ads in Status, with hundreds of millions of people now viewing them daily.
+
+Moving to the second part of increasing monetization efficiency: improving performance for the businesses who use our services. To do so, we're deploying AI more deeply across each layer of our systems and tools.
+
+Within our ads systems, we're delivering performance gains as we deploy more complex and predictive models.
+
+In Q1, enhancements we made to Lattice's modeling and learning techniques, along with advances in our GEM model architecture, drove a more than $6\%$ increase in conversion rate for landing page view ads.
+
+In addition, we’ve been investing in more performant inference models for when we’re serving ads. In the second half of last year, we began rolling out our new Adaptive Ranking Model, which is an LLM-scale ads recommender model that we use for inference. This model improves our inference ROI by routing requests to more compute intensive inference models when it determines there is a higher probability of conversion. In Q1, we expanded coverage of our Adaptive Ranking model to support offsite conversions, which drove a 1.6% increase in conversion rates across the major surfaces on Facebook and Instagram.
+
+We're also leveraging AI to make it easier for businesses to manage their campaigns, develop ad creative, and engage with customers.
+
+The Meta AI business assistant has now been fully rolled out to all eligible advertisers on supported Meta buying surfaces, providing personalized recommendations to advertisers, resolving account issues, and surfacing campaign insights to help optimize results. Performance has been strong since we began testing the assistant in Q4, with common account issues being resolved at a 20% higher rate.
+
+This week, we're also introducing Meta ads AI connectors in open beta, providing advertisers the ability to connect their Meta ad account directly to an AI agent. We've always supported advertisers both on our platform and through tools like the Marketing API — now we're extending that to AI so businesses and agencies can analyze and optimize campaigns with the tools they're already using.
+
+Usage of our ad creative tools is also scaling, with more than 8 million advertisers using at least one of our gen AI ad creative tools and particularly strong adoption among small and medium-sized advertisers. These tools are benefiting performance as well, with advertisers using our video generation feature seeing more than 3% higher conversion rates in tests.
+
+We're also seeing good traction in using AI to facilitate customer engagement. In Q1, we expanded Business AIs on WhatsApp to SMBs across Latin America and Indonesia, as well as on Messenger in Asia-Pacific. We now have more than 10 million conversations each week being facilitated through Business AIs, up from 1 million at the start of the year. We'll further expand access to more countries this quarter while adding more capabilities to the AIs.
+
+We also continue to invest in the Value Optimization suite, which helps advertisers maximize their Return on Ad Spend by prioritizing the highest-value conversions rather than optimizing solely for the most conversions at the lowest cost. Adoption by businesses has been strong following performance improvements we’ve made over the past year, with the annual revenue run-rate of our value optimization suite now over \$20B, more than doubling year-over-year.
+
+Last, I want to touch on our commerce efforts.
+
+People discover products on our platforms through ads and organic posts, with brands increasingly turning to creators to promote their products. This is contributing to rapid growth in our partnership ads product, with its revenue run-rate more than doubling year-over-year in Q1 to \$10 billion.
+
+To support the product discovery and purchasing happening through creators, we're expanding our solutions beyond ads. Last month, we rolled out our affiliate partnerships offering on Facebook to more test partners, so creators can tag products from participating retailers on their posts and earn a commission when someone makes a purchase. We have also started testing similar experiences on Instagram.
+
+We see a real opportunity to help people more easily discover and buy products within our services, particularly as we incorporate AI deeply across our platforms.
+
+Next, I would like to discuss our approach to capital allocation.
+
+Compute is becoming increasingly important as it determines the quality of the services we can provide, including powering more capable models and delivering innovative new products. It is also becoming more critical to how we work at Meta, as we are entering a world where employees are managing agents to help them generate new ideas, run experiments, execute tasks, and build products.
+
+We are investing aggressively to meet our infrastructure needs and ensure we maximize our strategic flexibility over the coming years. This includes substantially expanding our own data center footprint and striking deals throughout the supply chain to secure necessary components for future capacity. We are also signing cloud deals that will come online over the course of this year and 2027, allowing us to scale more quickly. These multi-year cloud deals and our
+
+infrastructure purchase agreements drove a \$107 billion step up in our contractual commitments this quarter.
+
+Our investments will support our training needs for future models, and most importantly, provide us the inference capacity necessary to deliver personal and business agents to billions of people around the world, along with several other AI product experiences we're developing.
+
+As we grow our infrastructure spend, we remain committed to operating efficiently, and we recently shared internally that we plan to reduce the size of our employee base in May. We believe a leaner operating model will allow us to move more quickly while also helping to offset the substantial investments we're making.
+
+Moving to our financial outlook.
+
+We expect second quarter 2026 total revenue to be in the range of \$58-61 billion. Our guidance assumes foreign currency is an approximately 2% tailwind to year-over-year total revenue growth, based on current exchange rates.
+
+Turning to the expense and capex outlooks.
+
+We expect full year 2026 total expenses to be in the range of \$162-169 billion, unchanged from our prior outlook.
+
+We continue to expect to deliver operating income this year that is above 2025 operating income.
+
+We anticipate 2026 capital expenditures, including principal payments on finance leases, to be in the range of \$125-145 billion, increased from our prior range of \$115-135 billion. This reflects our expectations for higher component pricing this year and, to a lesser extent, additional data center costs to support future year capacity.
+
+Absent any changes to our tax landscape, we expect our tax rate for the remaining quarters of 2026 to be between 13-16%.
+
+Lastly, we continue to monitor active legal and regulatory matters, including headwinds in the EU and the US that could significantly impact our business and financial results. For example, we continue to see scrutiny on youth-related issues and have additional trials scheduled for this year in the US, which may ultimately result in a material loss.
+
+In closing, Q1 was a solid start to the year, with strong execution across our core ads and engagement initiatives. We’re also making exciting progress on our AI research and product efforts and expect to build on that momentum over the course of this year.
+
+With that, Krista, let's open up the call for questions.
+
+Operator:
+
+Thank you. We will now open the lines for a question and answer session. To ask a question, please press star one on your touch tone phone. To withdraw your question again, press star one.
+
+Please limit yourself to one question. Please pick up your handset before asking your question to ensure clarity. If you are streaming today's call, please mute your computer speakers. And your first question comes from Brian Nowak with Morgan Stanley. Please go ahead.
+
+## Brian Nowak:
+
+Thanks for taking my question. Mark, I wanted to ask you just about the level of investment you're making and sort of the signposts you're watching to ensure you're going to generate ROIC on all these investments behind Muse and the other products.
+
+So if you could just sort of let us know some of the key factors you're watching over the next 12 to 24 months, whether it's Meta AI, Muse advances, core algorithm, what are you sort of watching foremost just to make sure that you're on the right path to generating healthy ROIC on all this CapEx and infrastructure spend?
+
+## Mark Zuckerberg:
+
+That's a very technical question for basically where -- the things that we're watching are to make sure that we're on track building leading models and leading products. The formula for our company has always been build experiences that can get to billions of people and focus on monetizing them once you get to scale.
+
+That's -- we're seeing a little bit of that here where basically we invest in advance to build leading models, and we convert that into leading products. And then we think that these are going to be some of the most important products that get built over the next decade.
+
+So I think just like anything else that we’ve done over time the basic milestones that I look at are around, first, technically, are we delivering the quality to enable a great product; then second, when you have the product, how is it scaling; and then third, you look at the monetization and then you drive up the efficiency of it towards increasing profitability.
+
+I don't -- I mean like I don't think we have a very precise plan for exactly how each product is going to scale month-over-month or anything like that.
+
+But I think we have a sense of the shape of where these things need to be. And I think if you look at the usage of these and the quality of the products and the quality of the models that are out there and the use that other frontier models are getting and the trajectory of that, I'm quite comfortable that, A, the lab that we're building is on track to be a leading lab in the world.
+
+I think Muse Spark was a very high-quality model. It powers Meta AI which I think is now a world-class assistant.
+
+We have an ability to be able to grow that and have a large amount of engagement. And over the coming quarters, we're just going to be tracking how do our next set of training runs go. How do our products scale? How excited are we about the products in the pipeline? Where right now we're very excited.
+
+And then we'll also ramp up monetization over that period of time as well. So I think that those are the set of things that I look at. I think for the kind of specific financial questions, I think Susan can jump in if there's anything more to add.
+
+Operator: Your next question comes from the line of Mark Shmulik with Bernstein. Please go ahead.
+
+Mark Shmulik: Yes, thanks for taking the questions. Mark, I guess now that we’ve got Muse Spark kind of out there launched, how are you thinking about the team’s focus here kind of divided on to further model training runs and kind of further specialization in that personal intelligence goal versus product launches and kind of shipping more product out the door? And Susan, I guess, kind of as a follow-up to Brian’s question, I know it’s too early to discuss 2027 CapEx.
+
+But we’ve had peers mention tonight a potential significant step-up. Any way to think about dimensionalizing kind of how we think about some of the returns or traction this year and how it might affect the 2027 spend? Thanks.
+
+Mark Zuckerberg: I mean I think the roadmap from the team is -- has been pretty consistent. So we have the research team which is focused on scaling increasingly intelligent models with capabilities for the specific things that we're focused on which are business and personal agents.
+
+So we're -- we just released our first model, and I talked about in my comments how we're climbing the scaling ladder towards greater capabilities and scale for the models. That work continues.
+
+We have our next set of more advanced models in training now. And that is -- that work will, I think, just continue. I mean that's a loop. I don't think we're going to be done with that anytime soon.
+
+We're going to have teams that are just consistently focused on training more intelligent and more capable models in the ways that we want. Then we have our product team, and that team is now really unlocked to be able to build things on top of our models because we now have a very strong model.
+
+So before this, we had been prototyping a bunch of things using other different models, whether it was our previous older models or kind of using the APIs from other companies. And now we're unlocked to be able to go build things and get them to scale on top of our own models. So I think you will see that over some period of time.
+
+I tried in my opening remarks to give a bit of a sense of where we're going, but I think that more of the details of that will become clear over the coming months. And I think that these are just both loops that we'll iterate on. We'll keep on iterating on the intelligence.
+
+We'll keep on working on building new products and scaling the products. And then as we get to product market fit, we're also going to increasingly focus on more agentic capabilities, enabling agents to help people be more productive, but also agents for businesses and enabling, frankly, those agents to interact with each other and build what we hope will be a thriving commerce ecosystem on our platform.
+
+<table><tr><td></td><td>building the businesses around them and decreasing the costs. And this is kind of how we’ve done everything over the last 20 years of running the company, and that is basically the plan.</td></tr><tr><td>Susan Li:</td><td>Mark, on your second question, we aren’t providing a specific outlook for 2027 CapEx. And we are, frankly, undergoing a very dynamic planning process ourselves as we’re working through what our capacity needs will be over the coming years.Our experience so far has been that we have continued to underestimate our compute needs even as we have been ramping capacity significantly as the advances in AI have continued and our teams continue to identify compelling new projects and initiatives. And now too, there are very compelling internal use cases.So our expectation is that compute will become even more central to the business going forward. And it will be critical to determining the quality of the models we develop, the types of products we can introduce, how productive we can be as an organization.So we’re going to continue building out our infrastructure with flexibility in mind. And if we end up not needing as much as we anticipate, we can choose to bring it online more slowly or reduce our spending in future years as we grow into the capacity that we’re building now.</td></tr><tr><td>Operator:</td><td>Your next question comes from the line of Eric Sheridan with Goldman Sachs. Please go ahead.</td></tr><tr><td>Eric Sheridan:</td><td>Thanks so much for taking the question. Maybe if I can build out on one of the topics that was discussed in the prepared remarks. But just the opportunity set that sits in front of the company with respect to putting agentic compute in front of both consumers and enterprises.You’ve long been associated with sort of the consumer landscape. And I am curious about how you’re thinking about extensions of the media engagement parts of your business model and the commerce parts of the business model to become more agentic over time.But what do you see also as the opportunity set that sits in front of you across SMBs and enterprises where historically, you maybe haven’t had as much product velocity? Thanks so much.</td></tr><tr><td>Susan Li:</td><td>Thanks, Eric. So I would say in the near term, obviously the sort of biggest focuses are some of the areas that you mentioned around deepening sort of engagement, obviously with our existing community and user base, making ad experiences meaningfully more personalized, more engaging, more valuable, helping SMBs find and engage with customers across our platform.Those are some of the, I think, most intuitive and adjacent opportunities to the business that we have today. And then, of course, as we are able to build out</td></tr></table>
+
+So I would say some of these are a little bit further out, especially in that latter category of things. Again, the focus is on building personal superintelligence, building a consumer agent that can work for you and help you get things done. That right now is a consumer experience that we're focused on, but we think there will be clear monetization opportunities over time. You can imagine commission structures or a premium offering. And on the business side, we're seeing a large opportunity, of course, around agents and scaling our business AI initiatives.
+
+I think I mentioned earlier in my remarks that there are over 10 million weekly conversations between people and business AIs on our messaging platforms. That’s up from 1 million at the start of the year, and we’re going to continue expanding globally in Q2. And business AIs today are currently free for most businesses on our messaging apps.
+
+But as we make more progress, we expect that we will also work towards establishing a longer-term monetization model. And we'll also consider other services that we can offer to businesses in the future, but we don't have anything more to share today.
+
+Operator: Your next question comes from the line of Youssef Squali with Truist Securities. Please go ahead.
+
+Youssef Squali: Great, thank you very much for taking the questions. Maybe one for Mark and one for Susan. Mark, Ray-Ban, Oakley AI glasses continue to perform really well for you guys, but EssilorLuxottica owns and manages a lot more brands.
+
+What are the gating factors to see the launch of additional glasses under these other brands this year? And what would be a successful year for you as you look back at 2026, maybe in terms of units sold?
+
+And then Susan, on that 10% RIF, how much of that is due to efficiencies for maybe AI implementation versus just the need to stay fit? And as you look at your employee needs over time how do you see that growing maybe relative to your overall top line growth? Thank you very much.
+
+Susan Li: I can go ahead and take both of those. I might answer your second question first. And I'm just trying to make sure I got all of the parts of the question.
+
+So in terms of what the sort of kind of the optimal size of the company, I think, over time we don't really know what the optimal size of the company will be in the future. I think there's a lot of change right now with AI capabilities advancing rapidly.
+
+We're very focused on leveraging AI tools to substantially increase our productivity, and we're seeing that reflected in the accelerating output from our engineers. And we're generally approaching -- we're approaching this with a bias toward wanting to use these tools to build even more products and services than we would have before.
+
+At the same time we're making very significant investments in infrastructure, and we are very focused on continuing to operate efficiently.
+
+So I think we will be continuously evaluating how we're structured just to make sure we're best set up to deliver against our priorities over the coming years. So that is, I think, your second question. The first question was about the AI glasses.
+
+We have -- we're continuing to see strong growth in, obviously the AI glasses sales over the course of Q1. Demand for the expanded portfolio lineup has generally been quite strong, and we're seeing sales shift now from the prior generation of Ray-Ban Metas to the latest generation which I think speaks to the value of the improved features like extended battery life and features like higher resolution video capture.
+
+So we're pretty excited about the progress we've made with glasses. We see strong interest now in the Meta Ray-Ban Displays with the Meta Neural Band.
+
+So that's an encouraging sign that there is consumer appetite for display glasses which is kind of the next generation of how this product evolves. And yes, so I think this is an area that we will continue to be -- that we continue to be excited about and are investing in.
+
+Operator: Your next question comes from the line of Justin Post with Bank of America. Please go ahead.
+
+Justin Post: Great, thanks for taking my question. Mark, it took about 10 months to get Muse Spark out. I think it’s a pretty good pace. Just help us understand what kind of unlock that is for some of the new products you’re developing? And how is the product cadence going to be over the next nine months on either consumer or business enterprise products built on top of that model?
+
+Mark Zuckerberg: I mean the field is moving pretty quickly. So I mean I'm very happy that we're -- I think the lab that has gone the fastest from standing up the lab to having a very kind of widely accepted as strong model. So I think that's good.
+
+I take that as a very significant validation of the effort that the team is working well together, that the infrastructure is working, that the effort is on track. And I think that that's basically the main thing that we've learned over the last quarter that I would take away is like where and we started what is this pretty big bet, and it's on track for our plan.
+
+In terms of what exactly the cadence is going to be. It's tough for me to say both because I don't really want to share competitively sensitive information and because I think some of the stuff we are more focused on quality than hitting a specific date.
+
+I mean on the research side, this is research, right? We are trying novel things. You don't exactly know when they're going to land. And on the product side, I think we care a lot about just having -- let me put it this way.
+
+There's a lot of agents out there, right, that people are building for different things. And there aren't that many that I would want to give to my mother. And I think getting to like that quality bar is something that I care about more than hitting a specific week for launching or something like that.
+
+So -- but with that said, I mean we're in a zone here where the teams don't check in with me like once a quarter, like we make meaningful progress day over day. I think that's part of the fun of developing in this world is that people can make very rapid progress. Small groups of people and teams can make very rapid progress.
+
+So I think we're going to see a lot of innovation. The timing of this call is it's good in some ways because the Muse Spark release, I think, was positive. The Meta AI first release, I think, is positive.
+
+I think that that shows that we're on track. I'm trying to kind of paint a picture of the very high-level direction that we're going in, but I think that the picture is going to come into focus a lot more over the subsequent quarters.
+
+Operator: Your next question comes from the line of Ross Sandler with Barclays. Please go ahead.
+
+Ross Sandler: Yes. Mark, just sort of related to that last answer, but there's a lot of new consumer applications kind of cropping up everything from like an OpenClaw to something a little bit more consumer friendly that you would build for your mom, like you said, with like Poke or Dreamer which you recently acquired.
+
+So how are these new ideas, I guess, changing your view around the direction that core Meta AI or Dreamer or kind of your overall agentic strategy needs to go? And then the second part of it would be, do you think the lab will stay in this consumer lane? Or do you think you need -- or you want to go down the route that others are going down with code writing and like the recursive self-improvement loop and in that direction kind of in parallel, just thoughts on that? Thank you.
+
+Mark Zuckerberg: Yes. So look, on the OpenClaw and other agents, I think that they give you a very exciting glimpse of what types of things should be possible.
+
+Now they're pretty rough systems today. And to set up OpenClaw you need to like install a computer locally and then get into a terminal and configure a bunch of things that, again, like there's -- maybe there's hundreds of thousands of people or small numbers of millions of people who can do that. But what we're talking about is delivering personal superintelligence for billions of people around the world.
+
+So how do you make a version of that experience that is a lot more polished and dialed and easy and that has all the infrastructure basically done for people already and that just works. And that's kind of what we're focused on, on the consumer side. And I'm really excited about that.
+
+I think if you had something like that, that worked quite a bit better than those systems and was easy enough that people could just get then I think you go from having something that hundreds of thousands or millions of people are going to use to something that is going to be addressable to billions of people. And that has been our primary focus from day one of the lab is being able to deliver something like that as a product, and I think it’s just going to be very exciting.
+
+By the way, the same thing is true for businesses, right? I mean there's the personal version of this but there's also a lot of people's goals are they want to create things, right? They want to create websites. They want to create products. They want to grow their products.
+
+These are all things that good agents are going to be able to help people do which I think is partially why this is so exciting. And in my opening comments, I talked about how today we can handle a few goals for people, they're big goals, right? We can help people stay connected with people they care about, learn about the world. These are big things that people care about. But they're not the only things that people care about.
+
+And one of the things that I would love for our products to be able to do is just understand people's goals specifically and then be able to just go work on them for them, and check back in and whenever you have questions that you need answered. So whether those are personal goals or you're trying to create a business or do work.
+
+I think that this is like -- this is stuff that I think literally every person in the world is going to want some version of it. And also, I think it is something that scales where the more you want to get out of it, I think people are going to also be willing to pay a lot of money to have premium or high compute versions of it. So I think that this is like, it's a very exciting area.
+
+But I think what you all should be waiting to see is like whether we can build the version that really like just works and how effective we are at converting people who are using our products into being hundreds of millions and then billions of people using this stuff. And then over time how can we effectively convert that into something that's increasingly profitable by monetizing it and getting the costs down.
+
+So I think that that's the roadmap of what we need to do. You asked about whether we're primarily focused on consumers or also recursive self-improvement. I think that we've talked about two main goals for the team.
+
+I mean one is this kind of agents version vision of what we're doing. The other is that self-improvement is really important because you can't build a leading AI product if you don't have leading models. So -- and you're not going to have leading models in the future if your models can't improve themselves, right?
+
+So you're getting to a point where today, the models are still able to learn from people -- and then I think at some point, the models will have to improve themselves. And that's how the growth is going to -- and improvement in the models is going to happen. And if you don't -- if we don't have an ability to do that, then we or anyone else, I think the companies that don't do that are not going to be leading labs, they're not going to produce leading products.
+
+So I think that is a table stakes thing that we are focused on. Now does that make us a developer tools company? Not necessarily.
+
+I mean I'm not against having an API or coding tools or anything like that. But it's not our primary focus. But I actually think people conflate coding with self-improvement more than they should. Coding is one ingredient for the model self improving.
+
+It's not the only thing. And we are focused on all of the parts that are going to be necessary for self-improvement in service of the personal superintelligence vision that we have for people and businesses.
+
+Operator: Your next question comes from the line of Ron Josey with Citigroup. Please go ahead.
+
+Ronald Josey: Great, thanks for taking my question. Mark, maybe a quick follow-up to a prior question around personal agents and business agents. And with Spark Muse now live and more models in development, do you look at the personal agent opportunity which we talked about earlier on the call more of a short-term, medium-term, long-term goal, I'm sure it's a never-ending goal, but when we see a product, is the question short or medium term?
+
+And then Susan, I think the ranking recommendation model improvements are very impressive to see, given the size and scale of both Instagram and Facebook. Could you help us understand just how doubling the length of these interaction sequences can drive greater usage? There’s a thesis out there that maybe some of the rating recommendation improvements are long in the tooth. So it seems if there’s a lot more room to go. So any help there would be helpful. Thank you.
+
+Mark Zuckerberg: I mean I think that the agents work, there's going to be short-term versions of it, but then I think that there's going to be massive upside for delivering more intelligence and more capabilities in the models. And you're kind of seeing this across the industry.
+
+Each month, each generation of models, they just have more capabilities and can do more things and people absorb it and are able to get more superpowers and it’s awesome. It’s like the most exciting time in the industry.
+
+So I think of the agents as the product vehicle for delivering that capability to people. And we certainly -- I think this year is going to be a key period for establishing that as the vehicle for how people are going to use this, but then the model improvement, I think, is going to be something that's going to go on for a very long time. So there's a lot to do here in both the short, medium, and long term.
+
+## Susan Li:
+
+And then on your second question which I think is about the ranking and recommendations improvements that we talked about in our -- that I talked about in my earlier remarks, I think first of all, there is still a lot of room to continue improving recommendations over the rest of the year, and we expect we'll be able to do that to drive additional engagement on both Facebook and Instagram.
+
+A couple of the things. First, we’re going to continue to improve our data infrastructure that’s going to allow our models to train on more data. And we’re adding more detail to how we describe the content that users have engaged with in the past and scaling up the complexity of our model architecture to take advantage of those larger data sets like using even longer histories of content interactions, and that should all be in service of improving the overall quality of recommendations.
+
+We also are focused on making the recommendations even more personalized and more relevant to any given users interest. There’s work we’re doing to redesign our content retrieval system to show more content that matches the full range of a user’s interests and to tailor the diversity of the topics we recommend to the broadness of someone’s interests.
+
+So someone with particularly concentrated interests might see relatively more of that content while people with a broader set of interests might see kind of a greater range in the topics that we show them. And then finally, we're continuing to make improvements to our sort of LLM based tune-your-algorithm features that allow users to provide more granular natural language feedback on what they want to see more of or less of in their feed.
+
+So the sort of the kind of the sequence length which is the thing that you called out is one of really many improvements we made in Q1, and there is a big roadmap of further improvements going forward.
+
+## Operator:
+
+Your next question comes from the line of Doug Anmuth with JPMorgan. Please go ahead,
+
+## Douglas Anmuth:
+
+Thanks so much for taking the questions. Mark, how do you think about the step up as you go from leveraging smaller models in the ad business to Muse Spark and future large language models going forward, what are some of the key unlocks across engagement and monetization? And then on Manus, can you just talk at all about the strategic importance and the role in developing agentic products for Meta and then just current status around the tech and the deal.
+
+## Susan Li:
+
+I'll take that question. On Manus, we're still working through the details. So we don't have an update right now.
+
+On your first question which is about going from leveraging smaller models in the ads business to kind of the ads models growing. There’s already some work underway, and I think I alluded to some of this in my earlier remarks, even kind of in the current landscape of the ads roadmap, where we’re basically trying to advance the architecture here to allow sort of -- to allow us to leverage the abilities of larger models.
+
+Historically, we haven't used larger model architectures like GEM for inference because their size and complexity would make them too cost prohibitive. And the way we drive performance from those models is by using them to transfer knowledge to smaller, more lightweight models that are used at run time.
+
+The inference models are bound by strict latency requirements since they need to find the right ad within milliseconds, and that has, again, historically prevented us from meaningfully sizing up -- scaling up their size and complexity.
+
+But in the second half of last year, we introduced a new adaptive ranking model which enables us to leverage LLM scale model complexity of a trillion parameters, and we made advances in the model architecture and codesign the system with the underlying silicon, so it maintains the sub-second speed that is required to serve ads at scale.
+
+We also developed an approach that intelligently routes request more compute-intensive inference models if it determines that there is a higher probability of conversion and that lets us drive both better performance and increased inference ROI.
+
+So there's a lot of work being done there before we even sort of incorporate more of the LLM work into our underlying ads ranking models.
+
+## Operator:
+
+We have time for one more question, Ken Gawrelski with Wells Fargo. Your line is open.
+
+## Kenneth Gawrelski:
+
+i: Thank you very much. Two, if I may. First, if I -- you talked on the Muse Spark launch. You've talked about two categories or two verticals. You talked about health and wellness and shopping. Can I dive a little bit -- ask you to dive a little deeper into the latter on the shopping and commerce side?
+
+And maybe if you could -- were there any learnings in the 2021, '22 phase where you pushed deeper into commerce on Instagram and on Facebook? Any learnings from that period that you might apply? Is there an opportunity for a next-gen marketplace-type business in commerce?
+
+And then the second, please, maybe, Susan, can you talk a little bit about -- based on your model improvements and the content recommendations, where -- how much visibility do you think you have to kind of the growth trajectory on the core business?
+
+You continue to grow at basically double the pace of the industry despite being a very large share of the industry. Could you just talk about a little bit about your visibility into that continued performance? Thank you.
+
+Mark Zuckerberg: Yes. So I might give you a somewhat loftier answer to the question. You're asking about shopping.
+
+I think it's sort of an interesting example of the way in which the work that we're doing is different than what I think others are doing out there. These products, they -- AI agents get better when you fully optimize the stack.
+
+That's why we believe that we need to be a company that builds frontier models in addition to building the agents. And then in order to do that, you, of course, need to build your infrastructure in order to be able to do that well.
+
+So we're undertaking this large investment to be able to do that top to bottom. And I think a lot of the way to think about the investment that we're making is a bet that the individual things that people care about and that people are going to be more important in the future. And that's sort of like -- and I think it should be a pretty obvious thing to say.
+
+But I think so much of the rhetoric around AI in the industry is around like a company trying to build some kind of centralized thing that like does all the productive work in society in some way or something like that. And that just is very different from how we see the world.
+
+Like our vision for the future is one where society makes progress by individuals pursuing their own aspirations. And some people care about big grand things like curing diseases. And a lot of people care about personal things like finding the right shirt for my daughter. And I just think that we want to -- we're going to build things that help deliver this vision for personal agents for people.
+
+And I think that part of the lane and what is interesting and differentiated about what we're doing is that that's just so different from how I hear everyone else talking about the work that we're doing. So even though I think some of these ideas, they seem like they should be so obvious.
+
+I actually think that our approach of trying to empower individuals and building consumer things is just in the details extremely different from what others are doing. And shopping might be one kind of specific example that I think is going to have interest in commercial implications. And I think people -- consumers are going to like it.
+
+But I don’t hear any other labs out there talking about how they’re building an AI that’s really good at shopping. And I think that the reason for that is like not because shopping is the most important thing by itself, but because like empowering people to do the things that matter in their lives, whether that’s local or understanding social context, or shopping or personal health things or understanding what’s going on around them visually which is going to be really important on the glasses. These are all elements of the personal super intelligence vision.
+
+I think like a lot of this, and when you're thinking about kind of the investment in Meta over time I think you should think about it as coming down to these set of values around what do we want AI to do in society. And if what you want it to do is empower individuals and build a world where the AI is in service to individual's goals, then that is what we are going to build, and I think it's going to be incredibly valuable.
+
+Susan Li: Gosh, I almost wish we could end on that answer, but I will answer the second question which I think kind of has two versions.
+
+One is a version of like what's the revenue outlook? And obviously we gave the Q2 guide which embeds, I think, both a range of kind of macro outcomes, but also the work that we've -- the ongoing work that we have to continue improving both the sort of usage and engagement on our family of apps and then our ability to continue making the ads better and more performant.
+
+I think the second question is maybe more of a -- the second version of that question is more of a higher-level question about kind of the overall trajectory of the roadmap here. And one of the things I will say, having been working on this for a very long time I'm always really impressed by the team's ability to continue to advance the state of the art here. And our planning process now is, I think, really fine-tuned around this.
+
+So I’ve mentioned on a couple of calls, the budgeting process in which we run a very sort of ROI-based process to make sure that we are funding all of the ads initiatives that we think will drive growth in future years. And that’s something that is both quite dialed in.
+
+And I think that our ability to measure the impact of that has been pretty robust, and it's been a very important driver of our ads revenue growth, and that continues to be a process that again, we ran in this past budget and -- as far as we can -- as we have line of sight, we feel good about the investment opportunities ahead of us.
+
+Kenneth Dorell: Great. Thank you everyone, for joining us today. We look forward to speaking with you again soon.
+
+Operator: This concludes today's conference call. Thank you for joining. And you may now disconnect.
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-meta-q1-2026-earnings-call/manifest.json b/apps/api/app/data/demo_documents/financial-meta-q1-2026-earnings-call/manifest.json
new file mode 100644
index 000000000..439647643
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-meta-q1-2026-earnings-call/manifest.json
@@ -0,0 +1,64 @@
+{
+  "version": "2.0",
+  "job_id": "job_12a9a381bb04",
+  "data_id": null,
+  "source_file_name": "META-Q1-2026-Earnings-Call-Transcript.pdf",
+  "processing_date": "2026-06-16T03:35:02.680217Z",
+  "processing": {
+    "page_count": 20,
+    "billing_status": "charged",
+    "cost": {
+      "micro_dollars": 30000,
+      "credits": 0.03
+    },
+    "timing": {
+      "started_at": "2026-06-16T03:34:17.225197+00:00",
+      "completed_at": "2026-06-16T03:35:02.672609+00:00",
+      "duration_ms": 45447
+    },
+    "stages": {
+      "timing_ms": {
+        "document.profile": 4249,
+        "pdf.extract.standard": 34338,
+        "toc.detect_range_llm": 1055,
+        "md.detect_toc": 1090,
+        "heading.hierarchy_llm_call": 2513,
+        "heading.hierarchy_llm": 2522,
+        "md.predict_headings": 2839,
+        "md.deferred_summaries": 2622,
+        "md.build_dataframe": 1,
+        "pdf.parse_md": 6799,
+        "document.cleanup_unreferenced_images": 0,
+        "document.compress_images": 0,
+        "worker.parse.document": 45392
+      },
+      "token_usage": {
+        "prompt_tokens": 6675,
+        "completion_tokens": 170,
+        "total_tokens": 6845
+      }
+    }
+  },
+  "statistics": {
+    "total_chunks": 13,
+    "text_chunks": 12,
+    "image_chunks": 0,
+    "table_chunks": 1,
+    "total_pages": null
+  },
+  "HIERARCHY": {
+    "Root": {},
+    "Kenneth Dorell, Director, Investor Relations": {},
+    "Mark Zuckerberg, CEO": {},
+    "Susan Li, CFO": {
+      "Brian Nowak:": {},
+      "Mark Zuckerberg:": {},
+      "Susan Li:": {},
+      "Operator:": {},
+      "Douglas Anmuth:": {},
+      "Susan Li:_2": {},
+      "Operator:_2": {},
+      "Kenneth Gawrelski:": {}
+    }
+  }
+}
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-meta-q1-2026-earnings-call/tables/table-0 AI Compute Plans.html b/apps/api/app/data/demo_documents/financial-meta-q1-2026-earnings-call/tables/table-0 AI Compute Plans.html
new file mode 100644
index 000000000..86563c184
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-meta-q1-2026-earnings-call/tables/table-0 AI Compute Plans.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td></td><td>building the businesses around them and decreasing the costs. And this is kind of how we’ve done everything over the last 20 years of running the company, and that is basically the plan.</td></tr><tr><td>Susan Li:</td><td>Mark, on your second question, we aren’t providing a specific outlook for 2027 CapEx. And we are, frankly, undergoing a very dynamic planning process ourselves as we’re working through what our capacity needs will be over the coming years.Our experience so far has been that we have continued to underestimate our compute needs even as we have been ramping capacity significantly as the advances in AI have continued and our teams continue to identify compelling new projects and initiatives. And now too, there are very compelling internal use cases.So our expectation is that compute will become even more central to the business going forward. And it will be critical to determining the quality of the models we develop, the types of products we can introduce, how productive we can be as an organization.So we’re going to continue building out our infrastructure with flexibility in mind. And if we end up not needing as much as we anticipate, we can choose to bring it online more slowly or reduce our spending in future years as we grow into the capacity that we’re building now.</td></tr><tr><td>Operator:</td><td>Your next question comes from the line of Eric Sheridan with Goldman Sachs. Please go ahead.</td></tr><tr><td>Eric Sheridan:</td><td>Thanks so much for taking the question. Maybe if I can build out on one of the topics that was discussed in the prepared remarks. But just the opportunity set that sits in front of the company with respect to putting agentic compute in front of both consumers and enterprises.You’ve long been associated with sort of the consumer landscape. And I am curious about how you’re thinking about extensions of the media engagement parts of your business model and the commerce parts of the business model to become more agentic over time.But what do you see also as the opportunity set that sits in front of you across SMBs and enterprises where historically, you maybe haven’t had as much product velocity? Thanks so much.</td></tr><tr><td>Susan Li:</td><td>Thanks, Eric. So I would say in the near term, obviously the sort of biggest focuses are some of the areas that you mentioned around deepening sort of engagement, obviously with our existing community and user base, making ad experiences meaningfully more personalized, more engaging, more valuable, helping SMBs find and engage with customers across our platform.Those are some of the, I think, most intuitive and adjacent opportunities to the business that we have today. And then, of course, as we are able to build out</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/chunks.json b/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/chunks.json
new file mode 100644
index 000000000..c68b83064
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/chunks.json
@@ -0,0 +1,2115 @@
+{
+  "chunks": [
+    {
+      "chunk_id": "1e8af615-ab47-50f6-999a-08bdb1d69c7b",
+      "type": "text",
+      "content": "",
+      "path": "Earnings-Presentation-Q1-2026.pdf/Meta Earnings Presentation Q1 2026",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Meta Earnings Presentation Q1 2026, Appendix",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "9d9790c1-65a7-5b12-be61-31b87992d270",
+      "type": "image",
+      "content": "\n# Meta Earnings Presentation Q1 2026 <details>0\n[images/image-1-Revenue Forecast by Region.jpg]\n",
+      "path": "images/image-1-Revenue Forecast by Region.jpg",
+      "metadata": {
+        "length": 81,
+        "summary": "image-1\nQ1'24: $35,635 (US & Canada: $15,451; Europe: $8,327; Asia-Pacific: $7,338; Rest of World: $4,519)\nQ2'24: $38,329 (US & Canada: $16,593; Europe: $9,135; Asia-Pacific: $7,721; Rest of World: $4,880)\nQ3'24: $39,885 (US & Canada: $17,389; Europe: $9,358; Asia-Pacific: $8,050; Rest of World: $5,088)\nQ4'24: $46,783 (US & Canada: $20,982; Europe: $11,154; Asia-Pacific: $9,012; Rest of World: $5,635)\nQ1'25:",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Meta Earnings Presentation Q1 2026, Appendix",
+        "file_path": "images/image-1-Revenue Forecast by Region.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "bcea04e7-bfc3-5817-b400-5f7991495f4b",
+      "type": "table",
+      "content": "<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th>Quarter</th>\n      <th>US &amp; Canada</th>\n      <th>Europe</th>\n      <th>Asia-Pacific</th>\n      <th>Rest of World</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>Q1'24</td>\n      <td>$15,451</td>\n      <td>$8,327</td>\n      <td>$7,338</td>\n      <td>$4,519</td>\n    </tr>\n    <tr>\n      <td>Q2'24</td>\n      <td>$16,593</td>\n      <td>$9,135</td>\n      <td>$7,721</td>\n      <td>$4,880</td>\n    </tr>\n    <tr>\n      <td>Q3'24</td>\n      <td>$17,389</td>\n      <td>$9,358</td>\n      <td>$8,050</td>\n      <td>$5,088</td>\n    </tr>\n    <tr>\n      <td>Q4'24</td>\n      <td>$20,982</td>\n      <td>$11,154</td>\n      <td>$9,012</td>\n      <td>$5,635</td>\n    </tr>\n    <tr>\n      <td>Q1'25</td>\n      <td>$18,259</td>\n      <td>$9,527</td>\n      <td>$8,224</td>\n      <td>$5,382</td>\n    </tr>\n    <tr>\n      <td>Q2'25</td>\n      <td>$20,045</td>\n      <td>$11,366</td>\n      <td>$9,148</td>\n      <td>$6,004</td>\n    </tr>\n    <tr>\n      <td>Q3'25</td>\n      <td>$21,331</td>\n      <td>$12,072</td>\n      <td>$10,020</td>\n      <td>$6,659</td>\n    </tr>\n    <tr>\n      <td>Q4'25</td>\n      <td>$25,643</td>\n      <td>$14,198</td>\n      <td>$10,893</td>\n      <td>$7,403</td>\n    </tr>\n    <tr>\n      <td>Q1'26</td>\n      <td>$23,667</td>\n      <td>$13,296</td>\n      <td>$10,631</td>\n      <td>$7,430</td>\n    </tr>\n    <tr>\n      <td>Total</td>\n      <td>$35,635</td>\n      <td>—</td>\n      <td>—</td>\n      <td>—</td>\n    </tr>\n    <tr>\n      <td>Q1'24</td>\n      <td>—</td>\n      <td>—</td>\n      <td>—</td>\n      <td>—</td>\n    </tr>\n    <tr>\n      <td>Q2'24</td>\n      <td>—</td>\n      <td>—</td>\n      <td>—</td>\n      <td>—</td>\n    </tr>\n    <tr>\n      <td>Q3'24</td>\n      <td>—</td>\n      <td>—</td>\n      <td>—</td>\n      <td>—</td>\n    </tr>\n    <tr>\n      <td>Q4'24</td>\n      <td>—</td>\n      <td>—</td>\n      <td>—</td>\n      <td>—</td>\n    </tr>\n    <tr>\n      <td>Q1'25</td>\n      <td>—</td>\n      <td>—</td>\n      <td>—</td>\n      <td>—</td>\n    </tr>\n    <tr>\n      <td>Q2'25</td>\n      <td>—</td>\n      <td>—</td>\n      <td>—</td>\n      <td>—</td>\n    </tr>\n    <tr>\n      <td>Q3'25</td>\n      <td>—</td>\n      <td>—</td>\n      <td>—</td>\n      <td>—</td>\n    </tr>\n    <tr>\n      <td>Q4'25</td>\n      <td>—</td>\n      <td>—</td>\n      <td>—</td>\n      <td>—</td>\n    </tr>\n    <tr>\n      <td>Q1'26</td>\n      <td>—</td>\n      <td>—</td>\n      <td>—</td>\n      <td>—</td>\n    </tr>\n    <tr>\n      <td>Total</td>\n      <td>—</td>\n      <td>—</td>\n      <td>—</td>\n      <td>—</td>\n    </tr>\n    <tr>\n      <td>Total</td>\n      <td>—</td>\n      <td>—</td>\n      <td>—</td>\n      <td>—</td>\n    </tr>\n    <tr>\n      <td>Total</td>\n      <td>—</td>\n      <td>—</td>\n      <td>—</td>\n      <td>—</td>\n    </tr>\n    <tr>\n      <td>Total</td>\n      <td>—</td>\n      <td>—</td>\n      <td>—</td>\n      <td>—</td>\n    </tr>\n    <tr>\n      <td>Total</td>\n      <td>—</td>\n      <td>—</td>\n      <td>—</td>\n      <td>—</td>\n    </tr>\n    <tr>\n      <td>Total</td>\n      <td>—</td>\n      <td>—</td>\n      <td>—</td>\n      <td>—</td>\n    </tr>\n    <tr>\n      <td>Total</td>\n      <td>— (additional values)</td>\n      <td>(continued)</td>\n      <td>(continued)</td>\n      <td>(continued)</td>\n    </tr>\n    <tr>\n      <td>Total</td>\n      <td>58,137</td>\n      <td>14,198</td>\n      <td>10,893</td>\n      <td>7,403</td>\n    </tr>\n    <tr>\n      <td>Total</td>\n      <td>55,024</td>\n      <td>13,296</td>\n      <td>10,631</td>\n      <td>7,430</td>\n    </tr>\n  </tbody>\n</table>",
+      "path": "tables/table-0 Revenue by Region.html",
+      "metadata": {
+        "length": 3581,
+        "summary": "table-1\nThe table shows quarterly revenue data for US & Canada, Europe, Asia-Pacific, and Rest of World from Q1'24 to Q1'26, with totals.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Meta Earnings Presentation Q1 2026, Appendix",
+        "file_path": "tables/table-0 Revenue by Region.html",
+        "keywords": [
+          "Revenue",
+          "Quarterly",
+          "Region"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "72a039a1-a82b-5da5-a685-4891b6d0fd14",
+      "type": "text",
+      "content": "In Millions\n\n# Meta Earnings Presentation Q1 2026 <details>0\n[images/image-1-Revenue Forecast by Region.jpg]\n\n<details>\n<summary>stacked bar chart</summary>\n\n[tables/table-0 Revenue by Region.html]\n\n</details>\nOur revenue by user geography is geographically apportioned based on our estimation of the geographic location of our users when they perform a revenue-generating activity. This allocation differs from our revenue disaggregated by geography disclosure in our condensed consolidated financial statements where revenue is geographically apportioned based on the addresses of our customers.",
+      "path": "Earnings-Presentation-Q1-2026.pdf/Meta Earnings Presentation Q1 2026/Advertising Revenue by User Geography",
+      "metadata": {
+        "length": 617,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Meta Earnings Presentation Q1 2026, Appendix",
+        "tokens": [
+          "In",
+          "Millions",
+          "Meta",
+          "Earnings",
+          "Presentation",
+          "Q1",
+          "2026",
+          "details",
+          "summary",
+          "stacked",
+          "bar",
+          "chart",
+          "Our",
+          "revenue",
+          "user",
+          "geography",
+          "geographically",
+          "apportioned",
+          "based",
+          "estimation",
+          "geographic",
+          "location",
+          "users",
+          "perform",
+          "generating",
+          "activity",
+          "This",
+          "allocation",
+          "differs",
+          "disaggregated",
+          "disclosure",
+          "condensed",
+          "consolidated",
+          "financial",
+          "statements",
+          "addresses",
+          "customers"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "9d9790c1-65a7-5b12-be61-31b87992d270",
+            "relation": "embeds",
+            "ref": "[images/image-1-Revenue Forecast by Region.jpg]",
+            "position": {
+              "start": 61,
+              "end": 108
+            }
+          },
+          {
+            "target": "bcea04e7-bfc3-5817-b400-5f7991495f4b",
+            "relation": "embeds",
+            "ref": "[tables/table-0 Revenue by Region.html]",
+            "position": {
+              "start": 158,
+              "end": 197
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "2d71f6fe-2d26-5c37-b52d-2ec472072997",
+      "type": "image",
+      "content": "\n</details> <details>0\n[images/image-2-Revenue Breakdown by Region and Quarter.jpg]\n",
+      "path": "images/image-2-Revenue Breakdown by Region and Quarter.jpg",
+      "metadata": {
+        "length": 55,
+        "summary": "image-2\nChart Title: Not visible (Stacked Bar Chart)\nTime Range: Q1'24 to Q1'26\n\nLegend Categories:\n- US & Canada (Darkest Blue)\n- Europe (Medium Blue-Grey)\n- Asia-Pacific (Lighter Blue-Grey)\n- Rest of World (Lightest Grey)\n\nData Points (Total Revenue per Quarter):\n- Q1'24: $36,455\n- Q2'24: $39,071\n- Q3'24: $40,589\n- Q4'24: $48,385\n- Q1'25: $42,314\n- Q2'25: $47,516\n- Q3'25: $51,242\n- Q4'25: $59,893\n- Q1'26: $56,311\n\nDetailed Breakdown by Category (Bottom to Top):\n\nQ1'24:",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Meta Earnings Presentation Q1 2026, Appendix",
+        "file_path": "images/image-2-Revenue Breakdown by Region and Quarter.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "df8a9368-8ea9-5791-b0ca-a11cb1d2b614",
+      "type": "table",
+      "content": "<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th>Quarter</th>\n      <th>US &amp; Canada</th>\n      <th>Europe</th>\n      <th>Asia-Pacific</th>\n      <th>Rest of World</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>Q1'24</td>\n      <td>$15,824</td>\n      <td>$8,483</td>\n      <td>$7,481</td>\n      <td>$4,667</td>\n    </tr>\n    <tr>\n      <td>Q2'24</td>\n      <td>$16,847</td>\n      <td>$9,300</td>\n      <td>$7,888</td>\n      <td>$5,036</td>\n    </tr>\n    <tr>\n      <td>Q3'24</td>\n      <td>$17,609</td>\n      <td>$9,492</td>\n      <td>$8,220</td>\n      <td>$5,268</td>\n    </tr>\n    <tr>\n      <td>Q4'24</td>\n      <td>$21,783</td>\n      <td>$11,503</td>\n      <td>$9,245</td>\n      <td>$5,854</td>\n    </tr>\n    <tr>\n      <td>Q1'25</td>\n      <td>$18,605</td>\n      <td>$9,680</td>\n      <td>$8,439</td>\n      <td>$5,590</td>\n    </tr>\n    <tr>\n      <td>Q2'25</td>\n      <td>$20,371</td>\n      <td>$11,532</td>\n      <td>$9,366</td>\n      <td>$6,247</td>\n    </tr>\n    <tr>\n      <td>Q3'25</td>\n      <td>$21,751</td>\n      <td>$12,268</td>\n      <td>$10,272</td>\n      <td>$6,951</td>\n    </tr>\n    <tr>\n      <td>Q4'25</td>\n      <td>$26,472</td>\n      <td>$14,480</td>\n      <td>$11,182</td>\n      <td>$7,759</td>\n    </tr>\n    <tr>\n      <td>Q1'26</td>\n      <td>$24,079</td>\n      <td>$13,500</td>\n      <td>$10,914</td>\n      <td>$7,818</td>\n    </tr>\n  </tbody>\n</table>",
+      "path": "tables/table-1 Quarterly Revenue.html",
+      "metadata": {
+        "length": 1435,
+        "summary": "table-2\nThe table shows quarterly revenue from Q1'24 to Q1'26 across US & Canada, Europe, Asia-Pacific, and Rest of World, with totals increasing over time.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Meta Earnings Presentation Q1 2026, Appendix",
+        "file_path": "tables/table-1 Quarterly Revenue.html",
+        "keywords": [
+          "Revenue",
+          "Regions",
+          "Quarters"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "72a039a1-a82b-5da5-a685-4891b6d0fd14",
+      "type": "text",
+      "content": "In Millions\n\n</details> <details>0\n[images/image-2-Revenue Breakdown by Region and Quarter.jpg]\n\n<details>\n<summary>stacked bar chart</summary>\n\n[tables/table-1 Quarterly Revenue.html]\n\n</details>\nOur revenue by user geography is geographically apportioned based on our estimation of the geographic location of our users when they perform a revenue-generating activity. This allocation differs from our revenue disaggregated by geography disclosure in our condensed consolidated financial statements where revenue is geographically apportioned based on the addresses of our customers.",
+      "path": "Earnings-Presentation-Q1-2026.pdf/Meta Earnings Presentation Q1 2026/Revenue by User Geography",
+      "metadata": {
+        "length": 591,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Meta Earnings Presentation Q1 2026, Appendix",
+        "tokens": [
+          "In",
+          "Millions",
+          "details",
+          "summary",
+          "stacked",
+          "bar",
+          "chart",
+          "Our",
+          "revenue",
+          "user",
+          "geography",
+          "geographically",
+          "apportioned",
+          "based",
+          "estimation",
+          "geographic",
+          "location",
+          "users",
+          "perform",
+          "generating",
+          "activity",
+          "This",
+          "allocation",
+          "differs",
+          "disaggregated",
+          "disclosure",
+          "condensed",
+          "consolidated",
+          "financial",
+          "statements",
+          "addresses",
+          "customers"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "2d71f6fe-2d26-5c37-b52d-2ec472072997",
+            "relation": "embeds",
+            "ref": "[images/image-2-Revenue Breakdown by Region and Quarter.jpg]",
+            "position": {
+              "start": 35,
+              "end": 95
+            }
+          },
+          {
+            "target": "df8a9368-8ea9-5791-b0ca-a11cb1d2b614",
+            "relation": "embeds",
+            "ref": "[tables/table-1 Quarterly Revenue.html]",
+            "position": {
+              "start": 145,
+              "end": 184
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "3601bb8f-ed16-5aa0-ace8-c84bbc142527",
+      "type": "table",
+      "content": "<table><tr><td></td><td>Q1&#x27;24</td><td>Q2&#x27;24</td><td>Q3&#x27;24</td><td>Q4&#x27;24</td><td>Q1&#x27;25</td><td>Q2&#x27;25</td><td>Q3&#x27;25</td><td>Q4&#x27;25</td><td>Q1&#x27;26</td></tr><tr><td>Advertising</td><td>$ 35,635</td><td>$ 38,329</td><td>$ 39,885</td><td>$ 46,783</td><td>$ 41,392</td><td>$ 46,563</td><td>$ 50,082</td><td>$ 58,137</td><td>$ 55,024</td></tr><tr><td>Other</td><td>380</td><td>389</td><td>434</td><td>519</td><td>510</td><td>583</td><td>690</td><td>801</td><td>885</td></tr><tr><td>Family of Apps Revenue</td><td>36,015</td><td>38,718</td><td>40,319</td><td>47,302</td><td>41,902</td><td>47,146</td><td>50,772</td><td>58,938</td><td>55,909</td></tr><tr><td>Reality Labs Revenue</td><td>440</td><td>353</td><td>270</td><td>1,083</td><td>412</td><td>370</td><td>470</td><td>955</td><td>402</td></tr><tr><td>Total Revenue</td><td>$ 36,455</td><td>$ 39,071</td><td>$ 40,589</td><td>$ 48,385</td><td>$ 42,314</td><td>$ 47,516</td><td>$ 51,242</td><td>$ 59,893</td><td>$ 56,311</td></tr><tr><td colspan=\"10\"></td></tr><tr><td>Family of Apps Operating Income</td><td>$ 17,664</td><td>$ 19,335</td><td>$ 21,778</td><td>$ 28,332</td><td>$ 21,765</td><td>$ 24,971</td><td>$ 24,967</td><td>$ 30,766</td><td>$ 26,900</td></tr><tr><td>Reality Labs Operating (Loss)</td><td>(3,846)</td><td>(4,488)</td><td>(4,428)</td><td>(4,967)</td><td>(4,210)</td><td>(4,530)</td><td>(4,432)</td><td>(6,021)</td><td>(4,028)</td></tr><tr><td>Total Income from Operations</td><td>$ 13,818</td><td>$ 14,847</td><td>$ 17,350</td><td>$ 23,365</td><td>$ 17,555</td><td>$ 20,441</td><td>$ 20,535</td><td>$ 24,745</td><td>$ 22,872</td></tr><tr><td>Operating Margin</td><td>38 %</td><td>38 %</td><td>43 %</td><td>48 %</td><td>41 %</td><td>43 %</td><td>40 %</td><td>41 %</td><td>41 %</td></tr></table>",
+      "path": "tables/table-2 Meta Revenue Data.html",
+      "metadata": {
+        "length": 1798,
+        "summary": "table-3\nThe table shows Meta's quarterly revenue from Q1'24 to Q1'26, including Advertising, Other, Family of Apps, Reality Labs, and total revenue, along with operating income and margins.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Meta Earnings Presentation Q1 2026, Appendix",
+        "file_path": "tables/table-2 Meta Revenue Data.html",
+        "keywords": [
+          "Revenue",
+          "Operating Income",
+          "Quarterly"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "ca5ccbff-1066-5fde-aca3-b6ba138b6c99",
+      "type": "text",
+      "content": "In Millions, Except Percentages\n\n[tables/table-2 Meta Revenue Data.html]\n\nWe report our financial results based on two reportable segments: Family of Apps (FoA) and Reality Labs (RL). FoA includes Facebook, Instagram, Messenger, WhatsApp, and other services. RL includes our virtual and augmented reality related consumer hardware, software, and content.",
+      "path": "Earnings-Presentation-Q1-2026.pdf/Meta Earnings Presentation Q1 2026/Segment Results",
+      "metadata": {
+        "length": 390,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Meta Earnings Presentation Q1 2026, Appendix",
+        "tokens": [
+          "In",
+          "Millions",
+          "Except",
+          "Percentages",
+          "We",
+          "report",
+          "financial",
+          "results",
+          "based",
+          "reportable",
+          "segments",
+          "Family",
+          "Apps",
+          "FoA",
+          "Reality",
+          "Labs",
+          "RL",
+          "includes",
+          "Facebook",
+          "Instagram",
+          "Messenger",
+          "WhatsApp",
+          "services",
+          "virtual",
+          "augmented",
+          "reality",
+          "related",
+          "consumer",
+          "hardware",
+          "software",
+          "content"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "3601bb8f-ed16-5aa0-ace8-c84bbc142527",
+            "relation": "embeds",
+            "ref": "[tables/table-2 Meta Revenue Data.html]",
+            "position": {
+              "start": 33,
+              "end": 72
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "dca8cc6c-9b0d-5666-968a-73413e158858",
+      "type": "image",
+      "content": "\n## Segment Results <details>0\n[images/image-3-Quarterly Percentage Breakdown.jpg]\n",
+      "path": "images/image-3-Quarterly Percentage Breakdown.jpg",
+      "metadata": {
+        "length": 63,
+        "summary": "image-3\nQ1'24: 18%, 27%, 7%, 9%\nQ2'24: 19%, 27%, 7%, 9%\nQ3'24: 18%, 28%, 7%, 5%\nQ4'24: 18%, 25%, 7%, 2%\nQ1'25: 18%, 29%, 7%, 5%\nQ2'25: 18%, 27%, 6%, 6%\nQ3'25: 18%, 30%, 6%, 7%\nQ4'25: 18%, 29%, 6%, 6%\nQ1'26: 18%, 31%, 5%, 5%",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Meta Earnings Presentation Q1 2026, Appendix",
+        "file_path": "images/image-3-Quarterly Percentage Breakdown.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "d3ae4b0d-b92a-5856-8b16-0d428c30db36",
+      "type": "table",
+      "content": "<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th>Quarter</th>\n      <th>Bottom Segment (%)</th>\n      <th>Top Segment (%)</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>Q1'24</td>\n      <td>18</td>\n      <td>27</td>\n    </tr>\n    <tr>\n      <td>Q2'24</td>\n      <td>19</td>\n      <td>27</td>\n    </tr>\n    <tr>\n      <td>Q3'24</td>\n      <td>18</td>\n      <td>28</td>\n    </tr>\n    <tr>\n      <td>Q4'24</td>\n      <td>18</td>\n      <td>25</td>\n    </tr>\n    <tr>\n      <td>Q1'25</td>\n      <td>18</td>\n      <td>29</td>\n    </tr>\n    <tr>\n      <td>Q2'25</td>\n      <td>18</td>\n      <td>27</td>\n    </tr>\n    <tr>\n      <td>Q3'25</td>\n      <td>18</td>\n      <td>30</td>\n    </tr>\n    <tr>\n      <td>Q4'25</td>\n      <td>18</td>\n      <td>29</td>\n    </tr>\n    <tr>\n      <td>Q1'26</td>\n      <td>18</td>\n      <td>31</td>\n    </tr>\n  </tbody>\n</table>",
+      "path": "tables/table-3 Segment Margins.html",
+      "metadata": {
+        "length": 905,
+        "summary": "table-4\nThe table shows quarterly margins for bottom and top segments from Q1'24 to Q1'26. Bottom segment stays at 18-19%, while top segment fluctuates between 25-31%.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Meta Earnings Presentation Q1 2026, Appendix",
+        "file_path": "tables/table-3 Segment Margins.html",
+        "keywords": [
+          "Bottom Segment",
+          "Top Segment",
+          "Quarterly"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "d3424da5-a6d6-5f35-ab5c-8119d0b3d511",
+      "type": "text",
+      "content": "## Segment Results <details>0\n[images/image-3-Quarterly Percentage Breakdown.jpg]\n\n<details>\n<summary>stacked bar chart</summary>\n\n[tables/table-3 Segment Margins.html]\n\n</details>\nGeneral & Administrative\nMarketing & Sales\nResearch & Development\nCost of Revenue",
+      "path": "Earnings-Presentation-Q1-2026.pdf/Meta Earnings Presentation Q1 2026/Segment Results/Expenses as a Percentage of Revenue",
+      "metadata": {
+        "length": 269,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Meta Earnings Presentation Q1 2026, Appendix",
+        "tokens": [
+          "Segment",
+          "Results",
+          "details",
+          "summary",
+          "stacked",
+          "bar",
+          "chart",
+          "General",
+          "Administrative",
+          "Marketing",
+          "Sales",
+          "Research",
+          "Development",
+          "Cost",
+          "Revenue"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "dca8cc6c-9b0d-5666-968a-73413e158858",
+            "relation": "embeds",
+            "ref": "[images/image-3-Quarterly Percentage Breakdown.jpg]",
+            "position": {
+              "start": 30,
+              "end": 81
+            }
+          },
+          {
+            "target": "d3ae4b0d-b92a-5856-8b16-0d428c30db36",
+            "relation": "embeds",
+            "ref": "[tables/table-3 Segment Margins.html]",
+            "position": {
+              "start": 131,
+              "end": 168
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "f5aa0d1a-8149-53b3-b7fa-a7454585d964",
+      "type": "table",
+      "content": "<table><tr><td></td><td>Q1&#x27;24</td><td>Q2&#x27;24</td><td>Q3&#x27;24</td><td>Q4&#x27;24</td><td>Q1&#x27;25</td><td>Q2&#x27;25</td><td> $Q3'25^{(1)}$ </td><td>Q4&#x27;25</td><td> $Q1'26^{(2)}$ </td></tr><tr><td>Income before income taxes</td><td>$ 14,183</td><td>$ 15,106</td><td>$ 17,822</td><td>$ 23,553</td><td>$ 18,382</td><td>$ 20,534</td><td>$ 21,663</td><td>$ 25,354</td><td>$ 21,752</td></tr><tr><td>Provision (benefit) for income taxes</td><td>$ 1,814</td><td>$ 1,641</td><td>$ 2,134</td><td>$ 2,715</td><td>$ 1,738</td><td>$ 2,197</td><td>$ 18,954</td><td>$ 2,586</td><td>$ (5,021)</td></tr><tr><td>Effective Tax Rate</td><td>13 %</td><td>11 %</td><td>12 %</td><td>12 %</td><td>9 %</td><td>11 %</td><td>87 %</td><td>10 %</td><td>(23)%</td></tr></table>",
+      "path": "tables/table-4 Quarterly Tax Data.html",
+      "metadata": {
+        "length": 765,
+        "summary": "table-5\nThe table shows quarterly income before taxes, provision for income taxes, and effective tax rates from Q1'24 to Q1'26, with notable spikes in Q3'25 and negative rate in Q1'26.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Meta Earnings Presentation Q1 2026, Appendix",
+        "file_path": "tables/table-4 Quarterly Tax Data.html",
+        "keywords": [
+          "Income",
+          "Tax",
+          "Effective Rate"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "2b6e6995-508b-5a12-8b97-b1d3560d8aa9",
+      "type": "image",
+      "content": "\n### Effective Tax Rate <details>0\n[images/image-4-Quarterly Financial Performance.jpg]\n",
+      "path": "images/image-4-Quarterly Financial Performance.jpg",
+      "metadata": {
+        "length": 67,
+        "summary": "image-4\n- Q1'24: $12,369\n- Q2'24: $13,465\n- Q3'24: $15,688\n- Q4'24: $20,838\n- Q1'25: $16,644\n- Q2'25: $18,337\n- Q3'25 (1): $2,709\n- Q4'25: $22,768\n- Q1'26 (2): $26,773",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Meta Earnings Presentation Q1 2026, Appendix",
+        "file_path": "images/image-4-Quarterly Financial Performance.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "21d81faf-1ff7-5aba-b902-161d97ffd732",
+      "type": "table",
+      "content": "<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th>Quarter</th>\n      <th>Value</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>Q1'24</td>\n      <td>$12,369</td>\n    </tr>\n    <tr>\n      <td>Q2'24</td>\n      <td>$13,465</td>\n    </tr>\n    <tr>\n      <td>Q3'24</td>\n      <td>$15,688</td>\n    </tr>\n    <tr>\n      <td>Q4'24</td>\n      <td>$20,838</td>\n    </tr>\n    <tr>\n      <td>Q1'25</td>\n      <td>$16,644</td>\n    </tr>\n    <tr>\n      <td>Q2'25</td>\n      <td>$18,337</td>\n    </tr>\n    <tr>\n      <td>Q3'25 (1)</td>\n      <td>$2,709</td>\n    </tr>\n    <tr>\n      <td>Q4'25</td>\n      <td>$22,768</td>\n    </tr>\n    <tr>\n      <td>Q1'26 (2)</td>\n      <td>$26,773</td>\n    </tr>\n  </tbody>\n</table>",
+      "path": "tables/table-5 Quarterly Values.html",
+      "metadata": {
+        "length": 751,
+        "summary": "table-6\nThe table shows quarterly values from Q1'24 to Q1'26, with figures ranging from $2,709 to $26,773, peaking in Q1'26.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Meta Earnings Presentation Q1 2026, Appendix",
+        "file_path": "tables/table-5 Quarterly Values.html",
+        "keywords": [
+          "Quarter",
+          "Value",
+          "Revenue"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "ef8c8327-d540-5df5-804e-d5323c71e730",
+      "type": "text",
+      "content": "In Millions, Except Percentages\n\n[tables/table-4 Quarterly Tax Data.html]\n\n(1) Provision (benefit) for income taxes includes a one-time, non-cash income tax charge of \\$15.93 billion accrued in the third quarter of 2025, related to the implementation of the One Big Beautiful Bill Act. Excluding this one-time tax charge, our third quarter 2025 effective tax rate would have decreased by 73 percentage points to 14%, compared to the reported effective tax rate of 87%.\n(2) Provision (benefit) for income taxes includes an income tax benefit of \\$8.03 billion in the first quarter of 2026 related to the U.S. Corporate Alternative Minimum Tax transitional relief under Treasury Notice 2026-7. Excluding this tax benefit, the effective tax rate would have been 14%.\n\n### Effective Tax Rate <details>0\n[images/image-4-Quarterly Financial Performance.jpg]\n\n<details>\n<summary>bar chart</summary>\n\n[tables/table-5 Quarterly Values.html]\n\n</details>\n(1) Includes a one-time, non-cash income tax charge to provision for income taxes of \\$15.93 billion accrued in the third quarter of 2025, related to the implementation of the One Big Beautiful Bill Act. Excluding this one-time tax charge, our third quarter 2025 net income would have increased by \\$15.93 billion to \\$18.64 billion, compared to the reported net income of \\$2.71 billion.\n(2) Includes an income tax benefit of \\$8.03 billion in the first quarter of 2026 related to the U.S. Corporate Alternative Minimum Tax transitional relief under Treasury Notice 2026-7. Excluding this tax benefit, net income would have been \\$18.74 billion, lower by \\$8.03 billion, compared to the reported net income of \\$26.77 billion.",
+      "path": "Earnings-Presentation-Q1-2026.pdf/Meta Earnings Presentation Q1 2026/Segment Results/Effective Tax Rate",
+      "metadata": {
+        "length": 1698,
+        "summary": "The passage discusses the impact of one-time tax items on reported net income and effective tax rates. In Q3 2025, a $15.93 billion non-cash income tax charge related to the One Big Beautiful Bill Act increased the effective tax rate to 87%; excluding it, the rate would have been 14% and net income would have been $18.64 billion. In Q1 2026, an $8.03 billion tax benefit from U.S. Corporate Alternative Minimum Tax transitional relief reduced the effective tax rate; excluding it, the rate would have been 14% and net income would have been $18.74 billion. A bar chart showing effective tax rates by quarter is referenced.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Meta Earnings Presentation Q1 2026, Appendix",
+        "tokens": [
+          "In",
+          "Millions",
+          "Except",
+          "Percentages",
+          "Provision",
+          "benefit",
+          "income",
+          "taxes",
+          "includes",
+          "time",
+          "cash",
+          "tax",
+          "charge",
+          "15.93",
+          "billion",
+          "accrued",
+          "quarter",
+          "2025",
+          "related",
+          "implementation",
+          "One",
+          "Big",
+          "Beautiful",
+          "Bill",
+          "Act",
+          "Excluding",
+          "effective",
+          "rate",
+          "decreased",
+          "73",
+          "percentage",
+          "points",
+          "14%",
+          "compared",
+          "reported",
+          "87%",
+          "8.03",
+          "2026",
+          "Corporate",
+          "Alternative",
+          "Minimum",
+          "Tax",
+          "transitional",
+          "relief",
+          "Treasury",
+          "Notice",
+          "Effective",
+          "Rate",
+          "details",
+          "summary",
+          "bar",
+          "chart",
+          "Includes",
+          "provision",
+          "net",
+          "increased",
+          "18.64",
+          "2.71",
+          "18.74",
+          "lower",
+          "26.77"
+        ],
+        "keywords": [
+          "tax charge",
+          "tax benefit",
+          "effective tax rate"
+        ],
+        "connect_to": [
+          {
+            "target": "f5aa0d1a-8149-53b3-b7fa-a7454585d964",
+            "relation": "embeds",
+            "ref": "[tables/table-4 Quarterly Tax Data.html]",
+            "position": {
+              "start": 33,
+              "end": 73
+            }
+          },
+          {
+            "target": "2b6e6995-508b-5a12-8b97-b1d3560d8aa9",
+            "relation": "embeds",
+            "ref": "[images/image-4-Quarterly Financial Performance.jpg]",
+            "position": {
+              "start": 799,
+              "end": 851
+            }
+          },
+          {
+            "target": "21d81faf-1ff7-5aba-b902-161d97ffd732",
+            "relation": "embeds",
+            "ref": "[tables/table-5 Quarterly Values.html]",
+            "position": {
+              "start": 893,
+              "end": 931
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "10241b1c-edf7-56d0-95de-3f8c79b67396",
+      "type": "image",
+      "content": "\n</details> <details>0\n[images/image-5-Quarterly Financial Growth.jpg]\n",
+      "path": "images/image-5-Quarterly Financial Growth.jpg",
+      "metadata": {
+        "length": 55,
+        "summary": "image-5\nChart Title: Quarterly Performance (Q1'24 - Q1'26)\n\nData Points by Quarter:\n- Q1'24: $4.71\n- Q2'24: $5.16\n- Q3'24: $6.03\n- Q4'24: $8.02\n- Q1'25: $6.43\n- Q2'25: $7.14\n- Q3'25: $1.05 (marked with footnote 1)\n- Q4'25: $8.88\n- Q1'26: $10.44 (marked with footnote 2)\n\nKey Trends:\n- Steady growth from Q1'24 to Q4'24 ($4.71 to $8.02).\n- A dip in Q1'25 followed by recovery in Q2'25.\n- Significant drop in Q3'25 ($1.05), the lowest value on the chart.\n- Strong",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Meta Earnings Presentation Q1 2026, Appendix",
+        "file_path": "images/image-5-Quarterly Financial Growth.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "6522b598-11ed-5413-957c-9e3d99d36cc8",
+      "type": "table",
+      "content": "<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th>Quarter</th>\n      <th>Value</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>Q1'24</td>\n      <td>$4.71</td>\n    </tr>\n    <tr>\n      <td>Q2'24</td>\n      <td>$5.16</td>\n    </tr>\n    <tr>\n      <td>Q3'24</td>\n      <td>$6.03</td>\n    </tr>\n    <tr>\n      <td>Q4'24</td>\n      <td>$8.02</td>\n    </tr>\n    <tr>\n      <td>Q1'25</td>\n      <td>$6.43</td>\n    </tr>\n    <tr>\n      <td>Q2'25</td>\n      <td>$7.14</td>\n    </tr>\n    <tr>\n      <td>Q3'25 (1)</td>\n      <td>$1.05</td>\n    </tr>\n    <tr>\n      <td>Q4'25</td>\n      <td>$8.88</td>\n    </tr>\n    <tr>\n      <td>Q1'26 (2)</td>\n      <td>$10.44</td>\n    </tr>\n  </tbody>\n</table>",
+      "path": "tables/table-6 Quarterly Values.html",
+      "metadata": {
+        "length": 735,
+        "summary": "table-7\nThe table shows quarterly values from Q1'24 to Q1'26, with figures ranging from $1.05 to $10.44, indicating an overall upward trend.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Meta Earnings Presentation Q1 2026, Appendix",
+        "file_path": "tables/table-6 Quarterly Values.html",
+        "keywords": [
+          "Quarter",
+          "Value",
+          "Trend"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "88ea2b15-d8ac-559d-8374-55f30e01732c",
+      "type": "text",
+      "content": "</details> <details>0\n[images/image-5-Quarterly Financial Growth.jpg]\n\n<details>\n<summary>bar chart</summary>\n\n[tables/table-6 Quarterly Values.html]\n\n</details>\n(1) Net income includes a one-time, non-cash income tax charge to provision for income taxes of \\$15.93 billion accrued in the third quarter of 2025, related to the implementation of the One Big Beautiful Bill Act. Excluding this one-time tax charge, our third quarter 2025 diluted earnings per share would have increased by \\$6.20 to \\$7.25 compared to the reported diluted EPS of \\$1.05.\n(2) Net income includes an income tax benefit of \\$8.03 billion in the first quarter of 2026 related to the U.S. Corporate Alternative Minimum Tax transitional relief under Treasury Notice 2026-7. Excluding this tax benefit, diluted EPS would have been \\$7.31, lower by \\$3.13, compared to the reported diluted EPS of \\$10.44.",
+      "path": "Earnings-Presentation-Q1-2026.pdf/Meta Earnings Presentation Q1 2026/Segment Results/Diluted Earnings Per Share",
+      "metadata": {
+        "length": 859,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Meta Earnings Presentation Q1 2026, Appendix",
+        "tokens": [
+          "details",
+          "summary",
+          "bar",
+          "chart",
+          "Net",
+          "income",
+          "includes",
+          "time",
+          "cash",
+          "tax",
+          "charge",
+          "provision",
+          "taxes",
+          "15.93",
+          "billion",
+          "accrued",
+          "quarter",
+          "2025",
+          "related",
+          "implementation",
+          "One",
+          "Big",
+          "Beautiful",
+          "Bill",
+          "Act",
+          "Excluding",
+          "diluted",
+          "earnings",
+          "share",
+          "increased",
+          "6.20",
+          "7.25",
+          "compared",
+          "reported",
+          "EPS",
+          "1.05",
+          "benefit",
+          "8.03",
+          "2026",
+          "Corporate",
+          "Alternative",
+          "Minimum",
+          "Tax",
+          "transitional",
+          "relief",
+          "Treasury",
+          "Notice",
+          "7.31",
+          "lower",
+          "3.13",
+          "10.44"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "10241b1c-edf7-56d0-95de-3f8c79b67396",
+            "relation": "embeds",
+            "ref": "[images/image-5-Quarterly Financial Growth.jpg]",
+            "position": {
+              "start": 22,
+              "end": 69
+            }
+          },
+          {
+            "target": "6522b598-11ed-5413-957c-9e3d99d36cc8",
+            "relation": "embeds",
+            "ref": "[tables/table-6 Quarterly Values.html]",
+            "position": {
+              "start": 111,
+              "end": 149
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "af36b58e-2cee-5e6c-8ff4-c9fb50e97b81",
+      "type": "image",
+      "content": "\n</details> <details>0\n[images/image-6-Financial Growth Projection.jpg]\n",
+      "path": "images/image-6-Financial Growth Projection.jpg",
+      "metadata": {
+        "length": 55,
+        "summary": "image-6\nQuarterly Data:\n- Q1'25: $13,692\n- Q1'26: $19,840\n\nAnnual Data:\n- 2024: $39,225\n- 2025: $72,215",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Meta Earnings Presentation Q1 2026, Appendix",
+        "file_path": "images/image-6-Financial Growth Projection.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "b88d2c70-ee9e-5b87-ab52-b0dca01f0c15",
+      "type": "table",
+      "content": "<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th>Period</th>\n      <th>Value</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>Quarterly</td>\n      <td>$13,692</td>\n    </tr>\n    <tr>\n      <td>Q1'26</td>\n      <td>$19,840</td>\n    </tr>\n    <tr>\n      <td>2024</td>\n      <td>$39,225</td>\n    </tr>\n    <tr>\n      <td>Annual</td>\n      <td>$72,215</td>\n    </tr>\n  </tbody>\n</table>",
+      "path": "tables/table-7 Financial Data.html",
+      "metadata": {
+        "length": 432,
+        "summary": "table-8\nThe table shows financial values across different periods: Quarterly $13,692, Q1'26 $19,840, 2024 $39,225, and Annual $72,215.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Meta Earnings Presentation Q1 2026, Appendix",
+        "file_path": "tables/table-7 Financial Data.html",
+        "keywords": [
+          "Quarterly",
+          "Annual",
+          "Values"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "c75bd5ec-99c3-5021-8908-08e583d7f320",
+      "type": "text",
+      "content": "In Millions\n\n</details> <details>0\n[images/image-6-Financial Growth Projection.jpg]\n\n<details>\n<summary>bar chart</summary>\n\n[tables/table-7 Financial Data.html]\n\n</details>\nCapital expenditures for periods presented were related to purchases of property and equipment and principal payments on finance leases.",
+      "path": "Earnings-Presentation-Q1-2026.pdf/Meta Earnings Presentation Q1 2026/Segment Results/Capital Expenditures",
+      "metadata": {
+        "length": 291,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Meta Earnings Presentation Q1 2026, Appendix",
+        "tokens": [
+          "In",
+          "Millions",
+          "details",
+          "summary",
+          "bar",
+          "chart",
+          "Capital",
+          "expenditures",
+          "periods",
+          "presented",
+          "related",
+          "purchases",
+          "property",
+          "equipment",
+          "principal",
+          "payments",
+          "finance",
+          "leases"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "af36b58e-2cee-5e6c-8ff4-c9fb50e97b81",
+            "relation": "embeds",
+            "ref": "[images/image-6-Financial Growth Projection.jpg]",
+            "position": {
+              "start": 35,
+              "end": 83
+            }
+          },
+          {
+            "target": "b88d2c70-ee9e-5b87-ab52-b0dca01f0c15",
+            "relation": "embeds",
+            "ref": "[tables/table-7 Financial Data.html]",
+            "position": {
+              "start": 125,
+              "end": 161
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "b715df54-7381-5136-b33f-9890f209b7c0",
+      "type": "image",
+      "content": "\n</details> <details>0\n[images/image-7-Quarterly Data Trend.jpg]\n",
+      "path": "images/image-7-Quarterly Data Trend.jpg",
+      "metadata": {
+        "length": 55,
+        "summary": "image-7\nQ1'24: 3.24\nQ2'24: 3.27\nQ3'24: 3.29\nQ4'24: 3.35\nQ1'25: 3.43\nQ2'25: 3.48\nQ3'25: 3.54\nQ4'25: 3.58\nQ1'26: 3.56",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Meta Earnings Presentation Q1 2026, Appendix",
+        "file_path": "images/image-7-Quarterly Data Trend.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "77c244bd-8c3d-5f95-a585-d0d453340034",
+      "type": "table",
+      "content": "<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th>Quarter</th>\n      <th>Value</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>Q1'24</td>\n      <td>3.24</td>\n    </tr>\n    <tr>\n      <td>Q2'24</td>\n      <td>3.27</td>\n    </tr>\n    <tr>\n      <td>Q3'24</td>\n      <td>3.29</td>\n    </tr>\n    <tr>\n      <td>Q4'24</td>\n      <td>3.35</td>\n    </tr>\n    <tr>\n      <td>Q1'25</td>\n      <td>3.43</td>\n    </tr>\n    <tr>\n      <td>Q2'25</td>\n      <td>3.48</td>\n    </tr>\n    <tr>\n      <td>Q3'25</td>\n      <td>3.54</td>\n    </tr>\n    <tr>\n      <td>Q4'25</td>\n      <td>3.58</td>\n    </tr>\n    <tr>\n      <td>Q1'26 (1)</td>\n      <td>3.56</td>\n    </tr>\n  </tbody>\n</table>",
+      "path": "tables/table-8 Quarterly Values.html",
+      "metadata": {
+        "length": 721,
+        "summary": "table-9\nThe table shows quarterly values from Q1'24 to Q1'26, increasing from 3.24 to 3.58, with a slight dip to 3.56 in Q1'26.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Meta Earnings Presentation Q1 2026, Appendix",
+        "file_path": "tables/table-8 Quarterly Values.html",
+        "keywords": [
+          "Quarter",
+          "Value",
+          "Trend"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "f73965b0-c0e9-5908-b23e-bd02d9259fd1",
+      "type": "text",
+      "content": "In Billions\n\n</details> <details>0\n[images/image-7-Quarterly Data Trend.jpg]\n\n<details>\n<summary>bar chart</summary>\n\n[tables/table-8 Quarterly Values.html]\n\n</details>\n(1) The slight quarter-over-quarter decline in DAP in the first quarter of 2026 was driven by internet disruptions in Iran, as well as a restriction on access to WhatsApp in Russia.\nWe define a daily active person (DAP) as a registered and logged-in user of Facebook, Instagram, Messenger, and/or WhatsApp (collectively, our \"Family\" of products) who visited at least one of these Family products through a mobile device application or using a web or mobile browser on a given day. The numbers for DAP do not include users on our other products unless they would otherwise qualify as DAP based on their other activities on our Family products.\nWe do not require people to use a common identifier or link their accounts to use multiple products in our Family, and therefore must seek to attribute multiple user accounts within and across products to individual people. Our calculations of DAP rely upon complex techniques, algorithms, and machine learning models that seek to estimate the underlying number of unique people using one or more of these products, including by matching user accounts within an individual product and across multiple products when we believe they are attributable to a single person, and counting such group of accounts as one person. As these techniques and models require significant judgment, are developed based on internal reviews of limited samples of user accounts, and are calibrated against user survey data, there is necessarily some margin of error in our estimates. For additional information, see \"Limitations of Key Metrics and Other Data\" located in the Appendix of this presentation.",
+      "path": "Earnings-Presentation-Q1-2026.pdf/Meta Earnings Presentation Q1 2026/Segment Results/Family Daily Active People (DAP)",
+      "metadata": {
+        "length": 1783,
+        "summary": "The passage discusses a slight quarter-over-quarter decline in Daily Active People (DAP) in Q1 2026, attributed to internet disruptions in Iran and a restriction on WhatsApp access in Russia. DAP is defined as registered and logged-in users of Facebook, Instagram, Messenger, and/or WhatsApp who visit at least one of these products daily. The calculation involves complex techniques and machine learning models to estimate unique individuals, with inherent margin of error.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Meta Earnings Presentation Q1 2026, Appendix",
+        "tokens": [
+          "In",
+          "Billions",
+          "details",
+          "summary",
+          "bar",
+          "chart",
+          "The",
+          "slight",
+          "quarter",
+          "decline",
+          "DAP",
+          "2026",
+          "driven",
+          "internet",
+          "disruptions",
+          "Iran",
+          "restriction",
+          "access",
+          "WhatsApp",
+          "Russia",
+          "We",
+          "define",
+          "daily",
+          "active",
+          "person",
+          "registered",
+          "logged",
+          "user",
+          "Facebook",
+          "Instagram",
+          "Messenger",
+          "collectively",
+          "Family",
+          "products",
+          "visited",
+          "mobile",
+          "device",
+          "application",
+          "web",
+          "browser",
+          "day",
+          "numbers",
+          "include",
+          "users",
+          "qualify",
+          "based",
+          "activities",
+          "require",
+          "people",
+          "common",
+          "identifier",
+          "link",
+          "accounts",
+          "multiple",
+          "seek",
+          "attribute",
+          "individual",
+          "Our",
+          "calculations",
+          "rely",
+          "complex",
+          "techniques",
+          "algorithms",
+          "machine",
+          "learning",
+          "models",
+          "estimate",
+          "underlying",
+          "number",
+          "unique",
+          "including",
+          "matching",
+          "product",
+          "attributable",
+          "single",
+          "counting",
+          "group",
+          "As",
+          "significant",
+          "judgment",
+          "developed",
+          "internal",
+          "reviews",
+          "limited",
+          "samples",
+          "calibrated",
+          "survey",
+          "data",
+          "necessarily",
+          "margin",
+          "error",
+          "estimates",
+          "For",
+          "additional",
+          "information",
+          "Limitations",
+          "Key",
+          "Metrics",
+          "Other",
+          "Data",
+          "located",
+          "Appendix",
+          "presentation"
+        ],
+        "keywords": [
+          "DAP",
+          "quarter-over-quarter",
+          "internet disruptions"
+        ],
+        "connect_to": [
+          {
+            "target": "b715df54-7381-5136-b33f-9890f209b7c0",
+            "relation": "embeds",
+            "ref": "[images/image-7-Quarterly Data Trend.jpg]",
+            "position": {
+              "start": 35,
+              "end": 76
+            }
+          },
+          {
+            "target": "77c244bd-8c3d-5f95-a585-d0d453340034",
+            "relation": "embeds",
+            "ref": "[tables/table-8 Quarterly Values.html]",
+            "position": {
+              "start": 118,
+              "end": 156
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "aa5cb3b1-5f79-5129-8780-1c287ea081f9",
+      "type": "image",
+      "content": "\n</details> <details>0\n[images/image-8-Quarterly Financial Data.jpg]\n",
+      "path": "images/image-8-Quarterly Financial Data.jpg",
+      "metadata": {
+        "length": 55,
+        "summary": "image-8\nQ1'24: $11.20\nQ2'24: $11.89\nQ3'24: $12.29\nQ4'24: $14.25\nQ1'25: $12.36\nQ2'25: $13.65\nQ3'25: $14.46\nQ4'25: $16.56\nQ1'26: $15.66",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Meta Earnings Presentation Q1 2026, Appendix",
+        "file_path": "images/image-8-Quarterly Financial Data.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "0310c851-f6a3-5e12-ae44-5ad8b06980d3",
+      "type": "table",
+      "content": "<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th>Quarter</th>\n      <th>Value ($)</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>Q1'24</td>\n      <td>11.20</td>\n    </tr>\n    <tr>\n      <td>Q2'24</td>\n      <td>11.89</td>\n    </tr>\n    <tr>\n      <td>Q3'24</td>\n      <td>12.29</td>\n    </tr>\n    <tr>\n      <td>Q4'24</td>\n      <td>14.25</td>\n    </tr>\n    <tr>\n      <td>Q1'25</td>\n      <td>12.36</td>\n    </tr>\n    <tr>\n      <td>Q2'25</td>\n      <td>13.65</td>\n    </tr>\n    <tr>\n      <td>Q3'25</td>\n      <td>14.46</td>\n    </tr>\n    <tr>\n      <td>Q4'25</td>\n      <td>16.56</td>\n    </tr>\n    <tr>\n      <td>Q1'26</td>\n      <td>15.66</td>\n    </tr>\n  </tbody>\n</table>",
+      "path": "tables/table-9 Quarterly Values.html",
+      "metadata": {
+        "length": 730,
+        "summary": "table-10\nThe table shows quarterly values from Q1'24 to Q1'26, starting at $11.20 and ending at $15.66, with a peak of $16.56 in Q4'25.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Meta Earnings Presentation Q1 2026, Appendix",
+        "file_path": "tables/table-9 Quarterly Values.html",
+        "keywords": [
+          "Quarter",
+          "Value",
+          "Trend"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "822fa03e-bd63-53fa-8c26-85d829b25c2f",
+      "type": "text",
+      "content": "</details> <details>0\n[images/image-8-Quarterly Financial Data.jpg]\n\n<details>\n<summary>bar chart</summary>\n\n[tables/table-9 Quarterly Values.html]\n\n</details>\nWe define average revenue per person (ARPP) as our FoA revenue during a given quarter, divided by the average of the number of DAP at the beginning and end of the quarter.",
+      "path": "Earnings-Presentation-Q1-2026.pdf/Meta Earnings Presentation Q1 2026/Segment Results/Family Average Revenue per Person (ARPP)",
+      "metadata": {
+        "length": 319,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Meta Earnings Presentation Q1 2026, Appendix",
+        "tokens": [
+          "details",
+          "summary",
+          "bar",
+          "chart",
+          "We",
+          "define",
+          "average",
+          "revenue",
+          "person",
+          "ARPP",
+          "FoA",
+          "quarter",
+          "divided",
+          "number",
+          "DAP",
+          "beginning",
+          "end"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "aa5cb3b1-5f79-5129-8780-1c287ea081f9",
+            "relation": "embeds",
+            "ref": "[images/image-8-Quarterly Financial Data.jpg]",
+            "position": {
+              "start": 22,
+              "end": 67
+            }
+          },
+          {
+            "target": "0310c851-f6a3-5e12-ae44-5ad8b06980d3",
+            "relation": "embeds",
+            "ref": "[tables/table-9 Quarterly Values.html]",
+            "position": {
+              "start": 109,
+              "end": 147
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "b5f986d3-1c0d-52f0-841e-e7075c1fefa8",
+      "type": "image",
+      "content": "\n</details> <details>0\n[images/image-9-Quarterly Growth Trend.jpg]\n",
+      "path": "images/image-9-Quarterly Growth Trend.jpg",
+      "metadata": {
+        "length": 55,
+        "summary": "image-9\nQ1'25: 5%\nQ2'25: 11%\nQ3'25: 14%\nQ4'25: 18%\nQ1'26: 19%",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Meta Earnings Presentation Q1 2026, Appendix",
+        "file_path": "images/image-9-Quarterly Growth Trend.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "4fa3c11a-07e2-59c2-a659-8a32de28b309",
+      "type": "table",
+      "content": "<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th>Quarter</th>\n      <th>Value (%)</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>Q1'25</td>\n      <td>5</td>\n    </tr>\n    <tr>\n      <td>Q2'25</td>\n      <td>11</td>\n    </tr>\n    <tr>\n      <td>Q3'25</td>\n      <td>14</td>\n    </tr>\n    <tr>\n      <td>Q4'25</td>\n      <td>18</td>\n    </tr>\n    <tr>\n      <td>Q1'26</td>\n      <td>19</td>\n    </tr>\n  </tbody>\n</table>",
+      "path": "tables/table-10 Quarterly Values.html",
+      "metadata": {
+        "length": 470,
+        "summary": "table-11\nThe table shows quarterly percentage values from Q1'25 (5%) to Q1'26 (19%), with a steady increase over five quarters.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Meta Earnings Presentation Q1 2026, Appendix",
+        "file_path": "tables/table-10 Quarterly Values.html",
+        "keywords": [
+          "Quarter",
+          "Value",
+          "Percentage"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "54e64331-f2e6-56b1-8811-82888a7d05d6",
+      "type": "image",
+      "content": "\n</details> <details>0\n[images/image-10-Quarterly Percentage Growth.jpg]\n",
+      "path": "images/image-10-Quarterly Percentage Growth.jpg",
+      "metadata": {
+        "length": 56,
+        "summary": "image-10\nQ1'25: 4%\nQ2'25: 9%\nQ3'25: 8%\nQ4'25: 13%\nQ1'26: 13%",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Meta Earnings Presentation Q1 2026, Appendix",
+        "file_path": "images/image-10-Quarterly Percentage Growth.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "9f128ac9-4c37-56c7-a2f7-a7eff8bfbbfe",
+      "type": "table",
+      "content": "<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th>Quarter</th>\n      <th>Value (%)</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>Q1'25</td>\n      <td>4</td>\n    </tr>\n    <tr>\n      <td>Q2'25</td>\n      <td>9</td>\n    </tr>\n    <tr>\n      <td>Q3'25</td>\n      <td>8</td>\n    </tr>\n    <tr>\n      <td>Q4'25</td>\n      <td>13</td>\n    </tr>\n    <tr>\n      <td>Q1'26</td>\n      <td>13</td>\n    </tr>\n  </tbody>\n</table>",
+      "path": "tables/table-11 Quarterly Values.html",
+      "metadata": {
+        "length": 468,
+        "summary": "table-12\nThe table shows quarterly percentage values from Q1'25 to Q1'26, starting at 4%, rising to 9%, 8%, 13%, and ending at 13%.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Meta Earnings Presentation Q1 2026, Appendix",
+        "file_path": "tables/table-11 Quarterly Values.html",
+        "keywords": [
+          "Quarter",
+          "Value",
+          "Percentage"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "bf0afc23-5239-5463-bbf2-75433fc9bf91",
+      "type": "image",
+      "content": "\n</details> <details>0\n[images/image-11-Quarterly Growth Trend.jpg]\n",
+      "path": "images/image-11-Quarterly Growth Trend.jpg",
+      "metadata": {
+        "length": 56,
+        "summary": "image-11\nChart Title: Quarterly Growth Trend (implied)\nX-Axis Labels: Q1'25, Q2'25, Q3'25, Q4'25, Q1'26\nData Points:\n- Q1'25: 5%\n- Q2'25: 6%\n- Q3'25: 9%\n- Q4'25: 13%\n- Q1'26: 17%\nTrend: Consistent upward growth over the five quarters.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Meta Earnings Presentation Q1 2026, Appendix",
+        "file_path": "images/image-11-Quarterly Growth Trend.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "a5d52424-7c11-543f-a11e-2b381a149fac",
+      "type": "table",
+      "content": "<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th>Quarter</th>\n      <th>Value (%)</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>Q1'25</td>\n      <td>5</td>\n    </tr>\n    <tr>\n      <td>Q2'25</td>\n      <td>6</td>\n    </tr>\n    <tr>\n      <td>Q3'25</td>\n      <td>9</td>\n    </tr>\n    <tr>\n      <td>Q4'25</td>\n      <td>13</td>\n    </tr>\n    <tr>\n      <td>Q1'26</td>\n      <td>17</td>\n    </tr>\n  </tbody>\n</table>",
+      "path": "tables/table-12 Quarterly Values.html",
+      "metadata": {
+        "length": 468,
+        "summary": "table-13\nThe table shows quarterly percentage values from Q1'25 (5%) to Q1'26 (17%), with a steady increase over five quarters.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Meta Earnings Presentation Q1 2026, Appendix",
+        "file_path": "tables/table-12 Quarterly Values.html",
+        "keywords": [
+          "Quarter",
+          "Value",
+          "Percentage"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "165cb9bd-677d-57b6-945d-25f2774911e5",
+      "type": "image",
+      "content": "\n</details> <details>0\n[images/image-12-Quarterly Growth Trend.jpg]\n",
+      "path": "images/image-12-Quarterly Growth Trend.jpg",
+      "metadata": {
+        "length": 56,
+        "summary": "image-12\n- Q1'25: 9%\n- Q2'25: 16%\n- Q3'25: 23%\n- Q4'25: 24%\n- Q1'26: 23%",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Meta Earnings Presentation Q1 2026, Appendix",
+        "file_path": "images/image-12-Quarterly Growth Trend.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "cb760784-f96e-572b-bb7b-137a772b9672",
+      "type": "table",
+      "content": "<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th>Quarter</th>\n      <th>Value (%)</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>Q1'25</td>\n      <td>9</td>\n    </tr>\n    <tr>\n      <td>Q2'25</td>\n      <td>16</td>\n    </tr>\n    <tr>\n      <td>Q3'25</td>\n      <td>23</td>\n    </tr>\n    <tr>\n      <td>Q4'25</td>\n      <td>24</td>\n    </tr>\n    <tr>\n      <td>Q1'26</td>\n      <td>23</td>\n    </tr>\n  </tbody>\n</table>",
+      "path": "tables/table-13 Quarterly Values.html",
+      "metadata": {
+        "length": 470,
+        "summary": "table-14\nThe table shows quarterly percentage values from Q1'25 to Q1'26, starting at 9% and rising to a peak of 24% in Q4'25, then slightly decreasing to 23% in Q1'26.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Meta Earnings Presentation Q1 2026, Appendix",
+        "file_path": "tables/table-13 Quarterly Values.html",
+        "keywords": [
+          "Quarter",
+          "Value",
+          "Percentage"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "c31a8a40-eeed-52f0-b6c6-79ca910aac06",
+      "type": "image",
+      "content": "\n</details> <details>0\n[images/image-13-Growth Trend 2025-2026.jpg]\n",
+      "path": "images/image-13-Growth Trend 2025-2026.jpg",
+      "metadata": {
+        "length": 56,
+        "summary": "image-13\nChart Type: Vertical Bar Chart\nX-Axis Categories (Time Periods): Q1'25, Q2'25, Q3'25, Q4'25, Q1'26\nData Values:\n- Q1'25: 1%\n- Q2'25: 7%\n- Q3'25: 9%\n- Q4'25: 14%\n- Q1'26: 17%\nTrend: Consistent upward growth over the five quarters.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Meta Earnings Presentation Q1 2026, Appendix",
+        "file_path": "images/image-13-Growth Trend 2025-2026.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "9ea8a6bd-70c5-5cd1-8a98-2d41db83c89d",
+      "type": "table",
+      "content": "<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th>Quarter</th>\n      <th>Value (%)</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>Q1'25</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <td>Q2'25</td>\n      <td>7</td>\n    </tr>\n    <tr>\n      <td>Q3'25</td>\n      <td>9</td>\n    </tr>\n    <tr>\n      <td>Q4'25</td>\n      <td>14</td>\n    </tr>\n    <tr>\n      <td>Q1'26</td>\n      <td>17</td>\n    </tr>\n  </tbody>\n</table>",
+      "path": "tables/table-14 Quarterly Values.html",
+      "metadata": {
+        "length": 468,
+        "summary": "table-15\nThe table shows quarterly percentage values from Q1'25 (1%) to Q1'26 (17%), with a steady increase over five quarters.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Meta Earnings Presentation Q1 2026, Appendix",
+        "file_path": "tables/table-14 Quarterly Values.html",
+        "keywords": [
+          "Quarter",
+          "Value",
+          "Percentage"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "946b1845-9da8-502b-8c22-bc890e9bd33a",
+      "type": "text",
+      "content": "</details> <details>0\n[images/image-9-Quarterly Growth Trend.jpg]\n\n<details>\n<summary>bar chart</summary>\n\n[tables/table-10 Quarterly Values.html]\n\n</details>\nWorldwide\n\n</details> <details>0\n[images/image-10-Quarterly Percentage Growth.jpg]\n\n<details>\n<summary>bar chart</summary>\n\n[tables/table-11 Quarterly Values.html]\n\n</details>\nUS & Canada\n\n</details> <details>0\n[images/image-11-Quarterly Growth Trend.jpg]\n\n<details>\n<summary>bar chart</summary>\n\n[tables/table-12 Quarterly Values.html]\n\n</details>\nEurope\n\n</details> <details>0\n[images/image-12-Quarterly Growth Trend.jpg]\n\n<details>\n<summary>bar chart</summary>\n\n[tables/table-13 Quarterly Values.html]\n\n</details>\nAsia-Pacific\n\n</details> <details>0\n[images/image-13-Growth Trend 2025-2026.jpg]\n\n<details>\n<summary>bar chart</summary>\n\n[tables/table-14 Quarterly Values.html]\n\n</details>\nRest of World",
+      "path": "Earnings-Presentation-Q1-2026.pdf/Meta Earnings Presentation Q1 2026/Segment Results/Ad Impressions Delivered YoY Percentage Change",
+      "metadata": {
+        "length": 803,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Meta Earnings Presentation Q1 2026, Appendix",
+        "tokens": [
+          "details",
+          "summary",
+          "bar",
+          "chart",
+          "Worldwide",
+          "US",
+          "Canada",
+          "Europe",
+          "Asia",
+          "Pacific",
+          "Rest",
+          "World"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "b5f986d3-1c0d-52f0-841e-e7075c1fefa8",
+            "relation": "embeds",
+            "ref": "[images/image-9-Quarterly Growth Trend.jpg]",
+            "position": {
+              "start": 22,
+              "end": 65
+            }
+          },
+          {
+            "target": "4fa3c11a-07e2-59c2-a659-8a32de28b309",
+            "relation": "embeds",
+            "ref": "[tables/table-10 Quarterly Values.html]",
+            "position": {
+              "start": 107,
+              "end": 146
+            }
+          },
+          {
+            "target": "54e64331-f2e6-56b1-8811-82888a7d05d6",
+            "relation": "embeds",
+            "ref": "[images/image-10-Quarterly Percentage Growth.jpg]",
+            "position": {
+              "start": 192,
+              "end": 241
+            }
+          },
+          {
+            "target": "9f128ac9-4c37-56c7-a2f7-a7eff8bfbbfe",
+            "relation": "embeds",
+            "ref": "[tables/table-11 Quarterly Values.html]",
+            "position": {
+              "start": 283,
+              "end": 322
+            }
+          },
+          {
+            "target": "bf0afc23-5239-5463-bbf2-75433fc9bf91",
+            "relation": "embeds",
+            "ref": "[images/image-11-Quarterly Growth Trend.jpg]",
+            "position": {
+              "start": 370,
+              "end": 414
+            }
+          },
+          {
+            "target": "a5d52424-7c11-543f-a11e-2b381a149fac",
+            "relation": "embeds",
+            "ref": "[tables/table-12 Quarterly Values.html]",
+            "position": {
+              "start": 456,
+              "end": 495
+            }
+          },
+          {
+            "target": "165cb9bd-677d-57b6-945d-25f2774911e5",
+            "relation": "embeds",
+            "ref": "[images/image-12-Quarterly Growth Trend.jpg]",
+            "position": {
+              "start": 538,
+              "end": 582
+            }
+          },
+          {
+            "target": "cb760784-f96e-572b-bb7b-137a772b9672",
+            "relation": "embeds",
+            "ref": "[tables/table-13 Quarterly Values.html]",
+            "position": {
+              "start": 624,
+              "end": 663
+            }
+          },
+          {
+            "target": "c31a8a40-eeed-52f0-b6c6-79ca910aac06",
+            "relation": "embeds",
+            "ref": "[images/image-13-Growth Trend 2025-2026.jpg]",
+            "position": {
+              "start": 712,
+              "end": 756
+            }
+          },
+          {
+            "target": "9ea8a6bd-70c5-5cd1-8a98-2d41db83c89d",
+            "relation": "embeds",
+            "ref": "[tables/table-14 Quarterly Values.html]",
+            "position": {
+              "start": 798,
+              "end": 837
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "89b992d8-3719-5047-bd85-bf2049cb3b31",
+      "type": "image",
+      "content": "\n</details> <details>0\n[images/image-14-Quarterly Percentage Data (2025-2026).jpg]\n",
+      "path": "images/image-14-Quarterly Percentage Data (2025-2026).jpg",
+      "metadata": {
+        "length": 56,
+        "summary": "image-14\nChart Title: Not visible\nData Points by Quarter:\n- Q1'25: 10%\n- Q2'25: 9%\n- Q3'25: 10%\n- Q4'25: 6%\n- Q1'26: 12%",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Meta Earnings Presentation Q1 2026, Appendix",
+        "file_path": "images/image-14-Quarterly Percentage Data (2025-2026).jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "5a9a3ff0-3766-5811-887b-a4c69a905b66",
+      "type": "table",
+      "content": "<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th>Quarter</th>\n      <th>Value (%)</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>Q1'25</td>\n      <td>10</td>\n    </tr>\n    <tr>\n      <td>Q2'25</td>\n      <td>9</td>\n    </tr>\n    <tr>\n      <td>Q3'25</td>\n      <td>10</td>\n    </tr>\n    <tr>\n      <td>Q4'25</td>\n      <td>6</td>\n    </tr>\n    <tr>\n      <td>Q1'26</td>\n      <td>12</td>\n    </tr>\n  </tbody>\n</table>",
+      "path": "tables/table-15 Quarterly Values.html",
+      "metadata": {
+        "length": 469,
+        "summary": "table-16\nThe table shows quarterly percentage values from Q1'25 to Q1'26, ranging from 6% to 12%, with Q4'25 having the lowest value.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Meta Earnings Presentation Q1 2026, Appendix",
+        "file_path": "tables/table-15 Quarterly Values.html",
+        "keywords": [
+          "Quarterly",
+          "Values",
+          "Percent"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "d30a3592-47ea-529b-940e-06e06192447d",
+      "type": "image",
+      "content": "\n</details> <details>0\n[images/image-15-Quarterly Percentage Data (2025-2026).jpg]\n",
+      "path": "images/image-15-Quarterly Percentage Data (2025-2026).jpg",
+      "metadata": {
+        "length": 56,
+        "summary": "image-15\nChart Title: Not visible\nData Points by Quarter:\n- Q1'25: 14%\n- Q2'25: 11%\n- Q3'25: 13%\n- Q4'25: 9%\n- Q1'26: 14%\n\nKey Trends:\n- Lowest value recorded in Q4'25 at 9%.\n- Highest values observed in Q1'25 and Q1'26 at 14%.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Meta Earnings Presentation Q1 2026, Appendix",
+        "file_path": "images/image-15-Quarterly Percentage Data (2025-2026).jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "8683a3c7-6919-5b6d-9c2c-9a0eb6f0b6b6",
+      "type": "table",
+      "content": "<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th>Quarter</th>\n      <th>Value (%)</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>Q1'25</td>\n      <td>14</td>\n    </tr>\n    <tr>\n      <td>Q2'25</td>\n      <td>11</td>\n    </tr>\n    <tr>\n      <td>Q3'25</td>\n      <td>13</td>\n    </tr>\n    <tr>\n      <td>Q4'25</td>\n      <td>9</td>\n    </tr>\n    <tr>\n      <td>Q1'26</td>\n      <td>14</td>\n    </tr>\n  </tbody>\n</table>",
+      "path": "tables/table-16 Quarterly Values.html",
+      "metadata": {
+        "length": 470,
+        "summary": "table-17\nThe table shows quarterly percentage values from Q1'25 to Q1'26, with values ranging from 9% to 14%.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Meta Earnings Presentation Q1 2026, Appendix",
+        "file_path": "tables/table-16 Quarterly Values.html",
+        "keywords": [
+          "Quarter",
+          "Value",
+          "Percentage"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "762954c1-ba35-524d-80c0-f06075229c1d",
+      "type": "image",
+      "content": "\n</details> <details>0\n[images/image-16-Quarterly Percentage Trends.jpg]\n",
+      "path": "images/image-16-Quarterly Percentage Trends.jpg",
+      "metadata": {
+        "length": 56,
+        "summary": "image-16\nChart Title: Not visible\nX-Axis Labels (Time Periods): Q1'25, Q2'25, Q3'25, Q4'25, Q1'26\nData Points:\n- Q1'25: 9%\n- Q2'25: 17%\n- Q3'25: 19%\n- Q4'25: 12%\n- Q1'26: 19%",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Meta Earnings Presentation Q1 2026, Appendix",
+        "file_path": "images/image-16-Quarterly Percentage Trends.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "5afee24d-42d3-5007-b886-b5d5ad63061e",
+      "type": "table",
+      "content": "<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th>Quarter</th>\n      <th>Value (%)</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>Q1'25</td>\n      <td>9</td>\n    </tr>\n    <tr>\n      <td>Q2'25</td>\n      <td>17</td>\n    </tr>\n    <tr>\n      <td>Q3'25</td>\n      <td>19</td>\n    </tr>\n    <tr>\n      <td>Q4'25</td>\n      <td>12</td>\n    </tr>\n    <tr>\n      <td>Q1'26</td>\n      <td>19</td>\n    </tr>\n  </tbody>\n</table>",
+      "path": "tables/table-17 Quarterly Values.html",
+      "metadata": {
+        "length": 470,
+        "summary": "table-18\nThe table shows quarterly percentage values from Q1'25 to Q1'26, ranging from 9% to 19%, with the highest in Q3'25 and Q1'26.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Meta Earnings Presentation Q1 2026, Appendix",
+        "file_path": "tables/table-17 Quarterly Values.html",
+        "keywords": [
+          "Quarter",
+          "Value",
+          "Percentage"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "00c61283-6184-5f21-b017-8a2071ef7eac",
+      "type": "image",
+      "content": "\n</details> <details>0\n[images/image-17-Quarterly Growth Trend.jpg]\n",
+      "path": "images/image-17-Quarterly Growth Trend.jpg",
+      "metadata": {
+        "length": 56,
+        "summary": "image-17\nQ1'25: 3%\nQ2'25: 2%\nQ3'25: 1%\nQ4'25: (2)%\nQ1'26: 5%",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Meta Earnings Presentation Q1 2026, Appendix",
+        "file_path": "images/image-17-Quarterly Growth Trend.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "b23a116d-5aea-54a3-bcce-5d8436f03562",
+      "type": "table",
+      "content": "<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th>Quarter</th>\n      <th>Value (%)</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>Q1'25</td>\n      <td>3</td>\n    </tr>\n    <tr>\n      <td>Q2'25</td>\n      <td>2</td>\n    </tr>\n    <tr>\n      <td>Q3'25</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <td>Q4'25</td>\n      <td>-2</td>\n    </tr>\n    <tr>\n      <td>Q1'26</td>\n      <td>5</td>\n    </tr>\n  </tbody>\n</table>",
+      "path": "tables/table-18 Quarterly Values.html",
+      "metadata": {
+        "length": 467,
+        "summary": "table-19\nThe table shows quarterly percentage values from Q1'25 to Q1'26, starting at 3%, decreasing to -2% in Q4'25, then rising to 5%.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Meta Earnings Presentation Q1 2026, Appendix",
+        "file_path": "tables/table-18 Quarterly Values.html",
+        "keywords": [
+          "Quarter",
+          "Value",
+          "Percentage"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "a7037604-0c50-57eb-94a4-42dfea6d1a37",
+      "type": "image",
+      "content": "\n</details> <details>0\n[images/image-18-Quarterly Percentage Data (2025-2026).jpg]\n",
+      "path": "images/image-18-Quarterly Percentage Data (2025-2026).jpg",
+      "metadata": {
+        "length": 56,
+        "summary": "image-18\nChart Title: Not visible\nX-Axis Labels: Q1'25, Q2'25, Q3'25, Q4'25, Q1'26\nData Points:\n- Q1'25: 17%\n- Q2'25: 15%\n- Q3'25: 20%\n- Q4'25: 15%\n- Q1'26: 18%",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Meta Earnings Presentation Q1 2026, Appendix",
+        "file_path": "images/image-18-Quarterly Percentage Data (2025-2026).jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "1283ccb7-06c4-547a-a21a-59fa0b3930c3",
+      "type": "table",
+      "content": "<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th>Quarter</th>\n      <th>Value (%)</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>Q1'25</td>\n      <td>17</td>\n    </tr>\n    <tr>\n      <td>Q2'25</td>\n      <td>15</td>\n    </tr>\n    <tr>\n      <td>Q3'25</td>\n      <td>20</td>\n    </tr>\n    <tr>\n      <td>Q4'25</td>\n      <td>15</td>\n    </tr>\n    <tr>\n      <td>Q1'26</td>\n      <td>18</td>\n    </tr>\n  </tbody>\n</table>",
+      "path": "tables/table-19 Quarterly Values.html",
+      "metadata": {
+        "length": 471,
+        "summary": "table-20\nThe table shows quarterly percentage values from Q1'25 to Q1'26, ranging from 15% to 20%, with Q3'25 having the highest value at 20%.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Meta Earnings Presentation Q1 2026, Appendix",
+        "file_path": "tables/table-19 Quarterly Values.html",
+        "keywords": [
+          "Quarter",
+          "Value",
+          "Percentage"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "946b1845-9da8-502b-8c22-bc890e9bd33a",
+      "type": "text",
+      "content": "</details> <details>0\n[images/image-14-Quarterly Percentage Data (2025-2026).jpg]\n\n<details>\n<summary>bar chart</summary>\n\n[tables/table-15 Quarterly Values.html]\n\n</details>\nWorldwide\n\n</details> <details>0\n[images/image-15-Quarterly Percentage Data (2025-2026).jpg]\n\n<details>\n<summary>bar chart</summary>\n\n[tables/table-16 Quarterly Values.html]\n\n</details>\nUS & Canada\n\n</details> <details>0\n[images/image-16-Quarterly Percentage Trends.jpg]\n\n<details>\n<summary>bar chart</summary>\n\n[tables/table-17 Quarterly Values.html]\n\n</details>\nEurope\n\n</details> <details>0\n[images/image-17-Quarterly Growth Trend.jpg]\n\n<details>\n<summary>bar chart</summary>\n\n[tables/table-18 Quarterly Values.html]\n\n</details>\nAsia-Pacific\n\n</details> <details>0\n[images/image-18-Quarterly Percentage Data (2025-2026).jpg]\n\n<details>\n<summary>bar chart</summary>\n\n[tables/table-19 Quarterly Values.html]\n\n</details>\nRest of World",
+      "path": "Earnings-Presentation-Q1-2026.pdf/Meta Earnings Presentation Q1 2026/Segment Results/Average Price Per Ad YoY Percentage Change",
+      "metadata": {
+        "length": 804,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Meta Earnings Presentation Q1 2026, Appendix",
+        "tokens": [
+          "details",
+          "summary",
+          "bar",
+          "chart",
+          "Worldwide",
+          "US",
+          "Canada",
+          "Europe",
+          "Asia",
+          "Pacific",
+          "Rest",
+          "World"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "89b992d8-3719-5047-bd85-bf2049cb3b31",
+            "relation": "embeds",
+            "ref": "[images/image-14-Quarterly Percentage Data (2025-2026).jpg]",
+            "position": {
+              "start": 22,
+              "end": 81
+            }
+          },
+          {
+            "target": "5a9a3ff0-3766-5811-887b-a4c69a905b66",
+            "relation": "embeds",
+            "ref": "[tables/table-15 Quarterly Values.html]",
+            "position": {
+              "start": 123,
+              "end": 162
+            }
+          },
+          {
+            "target": "d30a3592-47ea-529b-940e-06e06192447d",
+            "relation": "embeds",
+            "ref": "[images/image-15-Quarterly Percentage Data (2025-2026).jpg]",
+            "position": {
+              "start": 208,
+              "end": 267
+            }
+          },
+          {
+            "target": "8683a3c7-6919-5b6d-9c2c-9a0eb6f0b6b6",
+            "relation": "embeds",
+            "ref": "[tables/table-16 Quarterly Values.html]",
+            "position": {
+              "start": 309,
+              "end": 348
+            }
+          },
+          {
+            "target": "762954c1-ba35-524d-80c0-f06075229c1d",
+            "relation": "embeds",
+            "ref": "[images/image-16-Quarterly Percentage Trends.jpg]",
+            "position": {
+              "start": 396,
+              "end": 445
+            }
+          },
+          {
+            "target": "5afee24d-42d3-5007-b886-b5d5ad63061e",
+            "relation": "embeds",
+            "ref": "[tables/table-17 Quarterly Values.html]",
+            "position": {
+              "start": 487,
+              "end": 526
+            }
+          },
+          {
+            "target": "00c61283-6184-5f21-b017-8a2071ef7eac",
+            "relation": "embeds",
+            "ref": "[images/image-17-Quarterly Growth Trend.jpg]",
+            "position": {
+              "start": 569,
+              "end": 613
+            }
+          },
+          {
+            "target": "b23a116d-5aea-54a3-bcce-5d8436f03562",
+            "relation": "embeds",
+            "ref": "[tables/table-18 Quarterly Values.html]",
+            "position": {
+              "start": 655,
+              "end": 694
+            }
+          },
+          {
+            "target": "a7037604-0c50-57eb-94a4-42dfea6d1a37",
+            "relation": "embeds",
+            "ref": "[images/image-18-Quarterly Percentage Data (2025-2026).jpg]",
+            "position": {
+              "start": 743,
+              "end": 802
+            }
+          },
+          {
+            "target": "1283ccb7-06c4-547a-a21a-59fa0b3930c3",
+            "relation": "embeds",
+            "ref": "[tables/table-19 Quarterly Values.html]",
+            "position": {
+              "start": 844,
+              "end": 883
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "84e9ab1c-4b57-5907-8a88-7b1464921a7d",
+      "type": "text",
+      "content": "",
+      "path": "Earnings-Presentation-Q1-2026.pdf/Appendix",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Meta Earnings Presentation Q1 2026, Appendix",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "0de1bf51-3db0-563c-9a63-c49b71d6b225",
+      "type": "table",
+      "content": "<table><tr><td></td><td>Q1&#x27;24</td><td>Q2&#x27;24</td><td>Q3&#x27;24</td><td>Q4&#x27;24</td><td>Q1&#x27;25</td><td>Q2&#x27;25</td><td>Q3&#x27;25</td><td>Q4&#x27;25</td><td>Q1&#x27;26</td></tr><tr><td>Net cash provided by operating activities</td><td>$ 19,246</td><td>$ 19,370</td><td>$ 24,724</td><td>$ 27,988</td><td>$ 24,026</td><td>$ 25,561</td><td>$ 29,999</td><td>$ 36,214</td><td>$ 32,226</td></tr><tr><td>Less: Purchases of property and equipment</td><td>6,400</td><td>8,173</td><td>8,258</td><td>14,425</td><td>12,941</td><td>16,538</td><td>18,829</td><td>21,383</td><td>18,997</td></tr><tr><td>Less: Principal payments on finance leases</td><td>315</td><td>299</td><td>944</td><td>411</td><td>751</td><td>474</td><td>545</td><td>754</td><td>843</td></tr><tr><td>Free Cash Flow</td><td>$ 12,531</td><td>$ 10,898</td><td>$ 15,522</td><td>$ 13,152</td><td>$ 10,334</td><td>$ 8,549</td><td>$ 10,625</td><td>$ 14,077</td><td>$ 12,386</td></tr></table>",
+      "path": "tables/table-20 Free Cash Flow.html",
+      "metadata": {
+        "length": 959,
+        "summary": "table-21\nThe table shows net cash from operations, property purchases, finance lease payments, and free cash flow from Q1 2024 to Q1 2026, with free cash flow ranging from $8.5B to $15.5B.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Meta Earnings Presentation Q1 2026, Appendix",
+        "file_path": "tables/table-20 Free Cash Flow.html",
+        "keywords": [
+          "Free Cash Flow",
+          "Operating Activities",
+          "Capital Expenditures"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "d7b5e91a-79c7-56d2-8e9e-d1f5e6f4df71",
+      "type": "text",
+      "content": "In Millions\n\n[tables/table-20 Free Cash Flow.html]\n\nFree cash flow (FCF) is a non-GAAP financial measure that has limitations as an analytical tool, and you should not consider it in isolation or as a substitute for analysis of other GAAP financial measures, such as net cash provided by operating activities. FCF is not intended to represent our residual cash flow available for discretionary expenses. Some of the limitations of FCF are: (i) FCF does not reflect our future contractual commitments, and (ii) other companies in our industry present similarly titled measures differently than we do, limiting their usefulness as comparative measures.",
+      "path": "Earnings-Presentation-Q1-2026.pdf/Appendix/Free Cash Flow Reconciliation",
+      "metadata": {
+        "length": 689,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Meta Earnings Presentation Q1 2026, Appendix",
+        "tokens": [
+          "In",
+          "Millions",
+          "Free",
+          "cash",
+          "flow",
+          "FCF",
+          "GAAP",
+          "financial",
+          "measure",
+          "limitations",
+          "analytical",
+          "tool",
+          "isolation",
+          "substitute",
+          "analysis",
+          "measures",
+          "net",
+          "provided",
+          "operating",
+          "activities",
+          "intended",
+          "represent",
+          "residual",
+          "discretionary",
+          "expenses",
+          "Some",
+          "reflect",
+          "future",
+          "contractual",
+          "commitments",
+          "ii",
+          "companies",
+          "industry",
+          "present",
+          "similarly",
+          "titled",
+          "differently",
+          "limiting",
+          "usefulness",
+          "comparative"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "0de1bf51-3db0-563c-9a63-c49b71d6b225",
+            "relation": "embeds",
+            "ref": "[tables/table-20 Free Cash Flow.html]",
+            "position": {
+              "start": 13,
+              "end": 50
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "8073d0e9-c154-5d30-a77c-64d8dca092e1",
+      "type": "text",
+      "content": "Family Metrics\nThe numbers for our key metrics are calculated using internal company data based on the activity of user accounts. We report our estimates of the numbers of our daily active people (DAP) and average revenue per person (ARPP) (collectively, our \"Family metrics\") based on the activity of users who visited at least one of Facebook, Instagram, Messenger, and WhatsApp (collectively, our \"Family\" of products) during the applicable period of measurement.\nWhile these numbers are based on what we believe to be reasonable estimates of our user base for the applicable period of measurement, there are inherent challenges in measuring usage of our products across large online and mobile populations around the world. The methodologies used to measure these metrics require significant judgment and are also susceptible to algorithm or other technical errors. In addition, we are continually seeking to improve our estimates of our user base, and such estimates may change due to improvements or changes in our methodology. We regularly review our processes for calculating these metrics, and from time to time we discover inaccuracies in our metrics or make adjustments to improve their accuracy, which can result in adjustments to our historical metrics. Our ability to recalculate our historical metrics may be impacted by data limitations or other factors that require us to apply different methodologies for such adjustments. We generally do not intend to update previously disclosed Family metrics for any such inaccuracies or adjustments that are within the error margins disclosed below.\nIn addition, our Family metrics estimates will differ from estimates published by third parties due to differences in methodology or other factors such as data limitations or other challenges in measuring large online and mobile populations. For example, our methodologies include measurements of our user base that have in some instances exceeded estimates of addressable online and mobile populations that are based on data published by third parties.\nMany people in our community have user accounts on more than one of our products, and some people have multiple user accounts within an individual product. Accordingly, for our Family metrics, we do not seek to count the total number of user accounts across our products because we believe that would not reflect the actual size of our community. Rather, our Family metrics represent our estimates of the number of unique people using at least one of Facebook, Instagram, Messenger, and WhatsApp. We do not require people to use a common identifier or link their accounts to use multiple products in our Family, and therefore must seek to attribute multiple user accounts within and across products to individual people. To calculate these metrics, we rely upon complex techniques, algorithms and machine learning models that seek to count the individual people behind user accounts, including by matching multiple user accounts within an individual product and across multiple products when we believe they are attributable to a single person, and counting such group of accounts as one person. These techniques and models require significant judgment, are subject to data and other limitations discussed below, and inherently are subject to statistical variances and uncertainties. We estimate the potential error in our Family metrics primarily based on user survey data as described further below, which itself is subject to error as well. While we expect the error margin for our Family metrics to vary from period to period, we estimate that such margin generally will be approximately 3% of our worldwide DAP. At our scale, it is very difficult to attribute multiple user accounts within and across products to individual people, and it is possible that the actual numbers of unique people using our products may vary significantly from our estimates, potentially beyond our estimated error margins. As a result, it is also possible that our Family metrics may indicate changes or trends in user numbers that do not match actual changes or trends.",
+      "path": "Earnings-Presentation-Q1-2026.pdf/Appendix/Limitations of Key Metrics and Other Data",
+      "metadata": {
+        "length": 4114,
+        "summary": "The text describes how Family Metrics, including daily active people (DAP) and average revenue per person (ARPP), are calculated using internal data from Facebook, Instagram, Messenger, and WhatsApp. It highlights challenges in measuring unique users across multiple products, reliance on complex algorithms and machine learning to attribute accounts to individuals, and inherent statistical uncertainties. The estimated error margin is about 3% of worldwide DAP, but actual numbers may vary significantly.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Meta Earnings Presentation Q1 2026, Appendix",
+        "tokens": [
+          "Family",
+          "Metrics",
+          "The",
+          "numbers",
+          "key",
+          "metrics",
+          "calculated",
+          "internal",
+          "company",
+          "data",
+          "based",
+          "activity",
+          "user",
+          "accounts",
+          "We",
+          "report",
+          "estimates",
+          "daily",
+          "active",
+          "people",
+          "DAP",
+          "average",
+          "revenue",
+          "person",
+          "ARPP",
+          "collectively",
+          "users",
+          "visited",
+          "Facebook",
+          "Instagram",
+          "Messenger",
+          "WhatsApp",
+          "products",
+          "applicable",
+          "period",
+          "measurement",
+          "While",
+          "reasonable",
+          "base",
+          "inherent",
+          "challenges",
+          "measuring",
+          "usage",
+          "large",
+          "online",
+          "mobile",
+          "populations",
+          "world",
+          "methodologies",
+          "measure",
+          "require",
+          "significant",
+          "judgment",
+          "susceptible",
+          "algorithm",
+          "technical",
+          "errors",
+          "In",
+          "addition",
+          "continually",
+          "seeking",
+          "improve",
+          "change",
+          "due",
+          "improvements",
+          "methodology",
+          "regularly",
+          "review",
+          "processes",
+          "calculating",
+          "time",
+          "discover",
+          "inaccuracies",
+          "make",
+          "adjustments",
+          "accuracy",
+          "result",
+          "historical",
+          "Our",
+          "ability",
+          "recalculate",
+          "impacted",
+          "limitations",
+          "factors",
+          "apply",
+          "generally",
+          "intend",
+          "update",
+          "previously",
+          "disclosed",
+          "error",
+          "margins",
+          "differ",
+          "published",
+          "parties",
+          "differences",
+          "For",
+          "include",
+          "measurements",
+          "instances",
+          "exceeded",
+          "addressable",
+          "Many",
+          "community",
+          "multiple",
+          "individual",
+          "product",
+          "Accordingly",
+          "seek",
+          "count",
+          "total",
+          "number",
+          "reflect",
+          "actual",
+          "size",
+          "Rather",
+          "represent",
+          "unique",
+          "common",
+          "identifier",
+          "link",
+          "attribute",
+          "To",
+          "calculate",
+          "rely",
+          "complex",
+          "techniques",
+          "algorithms",
+          "machine",
+          "learning",
+          "models",
+          "including",
+          "matching",
+          "attributable",
+          "single",
+          "counting",
+          "group",
+          "These",
+          "subject",
+          "discussed",
+          "inherently",
+          "statistical",
+          "variances",
+          "uncertainties",
+          "estimate",
+          "potential",
+          "primarily",
+          "survey",
+          "expect",
+          "margin",
+          "vary",
+          "approximately",
+          "3%",
+          "worldwide",
+          "At",
+          "scale",
+          "difficult",
+          "significantly",
+          "potentially",
+          "estimated",
+          "As",
+          "trends",
+          "match"
+        ],
+        "keywords": [
+          "DAP",
+          "ARPP",
+          "user estimation"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "dfe08e92-9dfe-52f0-8032-ef0cdcd5408f",
+      "type": "text",
+      "content": "To calculate our estimates of DAP, we currently use a series of machine learning models that are developed based on internal reviews of limited samples of user accounts and calibrated against user survey data. We apply significant judgment in designing these models and calculating these estimates. For example, to match user accounts within individual products and across multiple products, we use data signals such as similar device information, IP addresses, and user names. We also calibrate our models against data from periodic user surveys of varying sizes and frequency across our products, which survey questions are based on monthly usage, and which are inherently subject to error. The timing and results of such user surveys have in the past contributed, and may in the future contribute, to changes in our reported Family metrics from period to period. In addition, our data limitations may affect our understanding of certain details of our business and increase the risk of error for our Family metrics estimates. Our techniques and models rely on a variety of data signals from different products, and we rely on more limited data signals for some products compared to others. For example, as a result of limited visibility into encrypted products, we have fewer data signals from WhatsApp user accounts and primarily rely on phone numbers and device information to match WhatsApp user accounts with accounts on our other products. Any loss of access to data signals we use in our process for calculating Family metrics, whether as a result of our own product decisions, actions by third-party browser or mobile platforms, regulatory or legislative requirements, or other factors, also may impact the stability or accuracy of our reported Family metrics, as well as our ability to report these metrics at all. Our estimates of Family metrics also may change as our methodologies evolve, including through the application of new data signals or technologies, product changes, or other improvements in our user surveys, algorithms, or machine learning that may improve our ability to match accounts within and across our products or otherwise evaluate the broad population of our users. In addition, such evolution may allow us to identify previously undetected violating accounts (as defined below).\nWe regularly evaluate our Family metrics to estimate the percentage of our DAP consisting solely of \"violating\" accounts. We define \"violating\" accounts as accounts which we believe are intended to be used for purposes that violate our terms of service, including bots and spam. Our violating accounts estimation is based on an internal review of a limited sample of accounts, and we apply significant judgment in making this determination. For example, we look for account information and behaviors associated with Facebook and Instagram accounts that appear to be inauthentic to the reviewers, but we have less visibility into WhatsApp user activity due to encryption. In addition, if we believe an individual person has one or more violating accounts, we do not include such person in our violating accounts estimation as long as we believe they have one active account that does not constitute a violating account. In the fourth quarter of 2025, we made certain updates to the methodology we use for this estimation, including to incorporate updated data signals as a result of improvements in our ability to identify activity we believe to be violating our policies, as well as to focus on the most recent account activity when determining whether to include a person in our violating accounts estimation. Accordingly, in the fourth quarter of 2025, we estimated that less than $5\\%$ of our worldwide DAP consisted solely of violating accounts. We believe the increase compared to our prior estimation was a result of the methodology update described above. From time to time, we disable certain user accounts, make product changes, or take other actions to reduce the number of violating accounts among our users, which may also reduce our DAP estimates in a particular period. We intend to continue to disclose our estimates of the percentage of our DAP consisting solely of violating accounts on an annual basis. Violating accounts are very difficult to measure at our scale, and it is possible that the actual number of violating accounts may vary significantly from our estimates.\nUser Geography\nOur estimates for revenue by user location, as well as year-over-year percentage changes in ad impressions delivered and the average price per ad by user location, are also affected by data limitations and other challenges in measuring user geography. Our data regarding the geographic location of our users is estimated based on a number of factors, such as the user's IP address and self-disclosed location. These factors may not always accurately reflect the user's actual location. For example, a user may appear to be accessing our products from the location of the proxy server that the user connects to rather than from the user's actual location. The methodologies used to measure our metrics are also susceptible to algorithm or other technical errors.",
+      "path": "Earnings-Presentation-Q1-2026.pdf/Appendix/Limitations of Key Metrics and Other Data_2",
+      "metadata": {
+        "length": 5182,
+        "summary": "The passage describes the methodology for estimating Daily Active People (DAP) using machine learning models, data signals, and user surveys. It highlights challenges like limited data for encrypted products (e.g., WhatsApp) and reliance on IP addresses and device info. It also covers the estimation of violating accounts (bots/spam), which is difficult at scale, and notes a methodology update in Q4 2025 that increased the estimated percentage of violating accounts to less than 5%. Additionally, it discusses limitations in measuring user geography due to factors like proxy servers.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Meta Earnings Presentation Q1 2026, Appendix",
+        "tokens": [
+          "To",
+          "calculate",
+          "estimates",
+          "DAP",
+          "series",
+          "machine",
+          "learning",
+          "models",
+          "developed",
+          "based",
+          "internal",
+          "reviews",
+          "limited",
+          "samples",
+          "user",
+          "accounts",
+          "calibrated",
+          "survey",
+          "data",
+          "We",
+          "apply",
+          "significant",
+          "judgment",
+          "designing",
+          "calculating",
+          "For",
+          "match",
+          "individual",
+          "products",
+          "multiple",
+          "signals",
+          "similar",
+          "device",
+          "information",
+          "IP",
+          "addresses",
+          "names",
+          "calibrate",
+          "periodic",
+          "surveys",
+          "varying",
+          "sizes",
+          "frequency",
+          "questions",
+          "monthly",
+          "usage",
+          "inherently",
+          "subject",
+          "error",
+          "The",
+          "timing",
+          "results",
+          "past",
+          "contributed",
+          "future",
+          "contribute",
+          "reported",
+          "Family",
+          "metrics",
+          "period",
+          "In",
+          "addition",
+          "limitations",
+          "affect",
+          "understanding",
+          "details",
+          "business",
+          "increase",
+          "risk",
+          "Our",
+          "techniques",
+          "rely",
+          "variety",
+          "compared",
+          "result",
+          "visibility",
+          "encrypted",
+          "fewer",
+          "WhatsApp",
+          "primarily",
+          "phone",
+          "numbers",
+          "Any",
+          "loss",
+          "access",
+          "process",
+          "product",
+          "decisions",
+          "actions",
+          "party",
+          "browser",
+          "mobile",
+          "platforms",
+          "regulatory",
+          "legislative",
+          "requirements",
+          "factors",
+          "impact",
+          "stability",
+          "accuracy",
+          "ability",
+          "report",
+          "change",
+          "methodologies",
+          "evolve",
+          "including",
+          "application",
+          "technologies",
+          "improvements",
+          "algorithms",
+          "improve",
+          "evaluate",
+          "broad",
+          "population",
+          "users",
+          "evolution",
+          "identify",
+          "previously",
+          "undetected",
+          "violating",
+          "defined",
+          "regularly",
+          "estimate",
+          "percentage",
+          "consisting",
+          "solely",
+          "define",
+          "intended",
+          "purposes",
+          "violate",
+          "terms",
+          "service",
+          "bots",
+          "spam",
+          "estimation",
+          "review",
+          "sample",
+          "making",
+          "determination",
+          "account",
+          "behaviors",
+          "Facebook",
+          "Instagram",
+          "inauthentic",
+          "reviewers",
+          "activity",
+          "due",
+          "encryption",
+          "person",
+          "include",
+          "long",
+          "active",
+          "constitute",
+          "fourth",
+          "quarter",
+          "2025",
+          "made",
+          "updates",
+          "methodology",
+          "incorporate",
+          "updated",
+          "policies",
+          "focus",
+          "recent",
+          "determining",
+          "Accordingly",
+          "estimated",
+          "worldwide",
+          "consisted",
+          "prior",
+          "update",
+          "From",
+          "time",
+          "disable",
+          "make",
+          "reduce",
+          "number",
+          "intend",
+          "continue",
+          "disclose",
+          "annual",
+          "basis",
+          "Violating",
+          "difficult",
+          "measure",
+          "scale",
+          "actual",
+          "vary",
+          "significantly",
+          "User",
+          "Geography",
+          "revenue",
+          "location",
+          "year",
+          "ad",
+          "impressions",
+          "delivered",
+          "average",
+          "price",
+          "affected",
+          "challenges",
+          "measuring",
+          "geography",
+          "geographic",
+          "address",
+          "disclosed",
+          "These",
+          "accurately",
+          "reflect",
+          "accessing",
+          "proxy",
+          "server",
+          "connects",
+          "susceptible",
+          "algorithm",
+          "technical",
+          "errors"
+        ],
+        "keywords": [
+          "DAP",
+          "violating accounts",
+          "methodology"
+        ],
+        "connect_to": []
+      }
+    }
+  ]
+}
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/doc_nav.json b/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/doc_nav.json
new file mode 100644
index 000000000..2fd8986eb
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/doc_nav.json
@@ -0,0 +1,306 @@
+{
+  "version": "1.0",
+  "file_name": "Meta Q1 2026 Earnings Presentation.pdf",
+  "stats": {
+    "total_chunks": 55,
+    "text_chunks": 16,
+    "image_chunks": 18,
+    "table_chunks": 21,
+    "max_depth": 3
+  },
+  "sections": [
+    {
+      "title": "Meta Earnings Presentation Q1 2026",
+      "path": "Earnings-Presentation-Q1-2026.pdf/Meta Earnings Presentation Q1 2026",
+      "level": 1,
+      "summary": "",
+      "chunk_count": 12,
+      "children": [
+        {
+          "title": "Advertising Revenue by User Geography",
+          "path": "Earnings-Presentation-Q1-2026.pdf/Meta Earnings Presentation Q1 2026/Advertising Revenue by User Geography",
+          "level": 2,
+          "summary": "In Millions # Meta Earnings Presentation Q1 2026 <details>0 [images/image-1-Revenue Forecast by Region.jpg] <details> <summary>stacked bar chart</summary> [tables/table-0 Revenue by Region.html] </details> Our revenue by user geography is geographically apportioned based on our estimation of the geographic location of our users when they perform a revenue-generating activity. This allocation differs from our revenue disaggregated by geography disclosure in our condensed consolidated financial statements where revenue is geographically apportioned based on the addresses of our customers.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Revenue by User Geography",
+          "path": "Earnings-Presentation-Q1-2026.pdf/Meta Earnings Presentation Q1 2026/Revenue by User Geography",
+          "level": 2,
+          "summary": "In Millions </details> <details>0 [images/image-2-Revenue Breakdown by Region and Quarter.jpg] <details> <summary>stacked bar chart</summary> [tables/table-1 Quarterly Revenue.html] </details> Our revenue by user geography is geographically apportioned based on our estimation of the geographic location of our users when they perform a revenue-generating activity. This allocation differs from our revenue disaggregated by geography disclosure in our condensed consolidated financial statements where revenue is geographically apportioned based on the addresses of our customers.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Segment Results",
+          "path": "Earnings-Presentation-Q1-2026.pdf/Meta Earnings Presentation Q1 2026/Segment Results",
+          "level": 2,
+          "summary": "In Millions, Except Percentages [tables/table-2 Meta Revenue Data.html] We report our financial results based on two reportable segments: Family of Apps (FoA) and Reality Labs (RL). FoA includes Facebook, Instagram, Messenger, WhatsApp, and other services. RL includes our virtual and augmented reality related consumer hardware, software, and content.",
+          "chunk_count": 9,
+          "children": [
+            {
+              "title": "Expenses as a Percentage of Revenue",
+              "path": "Earnings-Presentation-Q1-2026.pdf/Meta Earnings Presentation Q1 2026/Segment Results/Expenses as a Percentage of Revenue",
+              "level": 3,
+              "summary": "## Segment Results <details>0 [images/image-3-Quarterly Percentage Breakdown.jpg] <details> <summary>stacked bar chart</summary> [tables/table-3 Segment Margins.html] </details> General & Administrative Marketing & Sales Research & Development Cost of Revenue",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Effective Tax Rate",
+              "path": "Earnings-Presentation-Q1-2026.pdf/Meta Earnings Presentation Q1 2026/Segment Results/Effective Tax Rate",
+              "level": 3,
+              "summary": "The passage discusses the impact of one-time tax items on reported net income and effective tax rates. In Q3 2025, a $15.93 billion non-cash income tax charge related to the One Big Beautiful Bill Act increased the effective tax rate to 87%; excluding it, the rate would have been 14% and net income would have been $18.64 billion. In Q1 2026, an $8.03 billion tax benefit from U.S. Corporate Alternative Minimum Tax transitional relief reduced the effective tax rate; excluding it, the rate would have been 14% and net income would have been $18.74 billion. A bar chart showing effective tax rates by quarter is referenced.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Diluted Earnings Per Share",
+              "path": "Earnings-Presentation-Q1-2026.pdf/Meta Earnings Presentation Q1 2026/Segment Results/Diluted Earnings Per Share",
+              "level": 3,
+              "summary": "</details> <details>0 [images/image-5-Quarterly Financial Growth.jpg] <details> <summary>bar chart</summary> [tables/table-6 Quarterly Values.html] </details> (1) Net income includes a one-time, non-cash income tax charge to provision for income taxes of \\$15.93 billion accrued in the third quarter of 2025, related to the implementation of the One Big Beautiful Bill Act. Excluding this one-time tax charge, our third quarter 2025 diluted earnings per share would have increased by \\$6.20 to \\$7.25 compared to the reported diluted EPS of \\$1.05. (2) Net income includes an income tax benefit of \\$8.03 billion in the first quarter of 2026 related to the U.S. Corporate Alternative Minimum Tax transitional relief under Treasury Notice 2026-7. Excluding this tax benefit, diluted EPS would have been \\$7.31, lower by \\$3.13, compared to the reported diluted EPS of \\$10.44.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Capital Expenditures",
+              "path": "Earnings-Presentation-Q1-2026.pdf/Meta Earnings Presentation Q1 2026/Segment Results/Capital Expenditures",
+              "level": 3,
+              "summary": "In Millions </details> <details>0 [images/image-6-Financial Growth Projection.jpg] <details> <summary>bar chart</summary> [tables/table-7 Financial Data.html] </details> Capital expenditures for periods presented were related to purchases of property and equipment and principal payments on finance leases.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Family Daily Active People (DAP)",
+              "path": "Earnings-Presentation-Q1-2026.pdf/Meta Earnings Presentation Q1 2026/Segment Results/Family Daily Active People (DAP)",
+              "level": 3,
+              "summary": "The passage discusses a slight quarter-over-quarter decline in Daily Active People (DAP) in Q1 2026, attributed to internet disruptions in Iran and a restriction on WhatsApp access in Russia. DAP is defined as registered and logged-in users of Facebook, Instagram, Messenger, and/or WhatsApp who visit at least one of these products daily. The calculation involves complex techniques and machine learning models to estimate unique individuals, with inherent margin of error.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Family Average Revenue per Person (ARPP)",
+              "path": "Earnings-Presentation-Q1-2026.pdf/Meta Earnings Presentation Q1 2026/Segment Results/Family Average Revenue per Person (ARPP)",
+              "level": 3,
+              "summary": "</details> <details>0 [images/image-8-Quarterly Financial Data.jpg] <details> <summary>bar chart</summary> [tables/table-9 Quarterly Values.html] </details> We define average revenue per person (ARPP) as our FoA revenue during a given quarter, divided by the average of the number of DAP at the beginning and end of the quarter.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Ad Impressions Delivered YoY Percentage Change",
+              "path": "Earnings-Presentation-Q1-2026.pdf/Meta Earnings Presentation Q1 2026/Segment Results/Ad Impressions Delivered YoY Percentage Change",
+              "level": 3,
+              "summary": "</details> <details>0 [images/image-9-Quarterly Growth Trend.jpg] <details> <summary>bar chart</summary> [tables/table-10 Quarterly Values.html] </details> Worldwide </details> <details>0 [images/image-10-Quarterly Percentage Growth.jpg] <details> <summary>bar chart</summary> [tables/table-11 Quarterly Values.html] </details> US & Canada </details> <details>0 [images/image-11-Quarterly Growth Trend.jpg] <details> <summary>bar chart</summary> [tables/table-12 Quarterly Values.html] </details> Europe </details> <details>0 [images/image-12-Quarterly Growth Trend.jpg] <details> <summary>bar chart</summary> [tables/table-13 Quarterly Values.html] </details> Asia-Pacific </details> <details>0 [images/image-13-Growth Trend 2025-2026.jpg] <details> <summary>bar chart</summary> [tables/table-14 Quarterly Values.html] </details> Rest of World",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Average Price Per Ad YoY Percentage Change",
+              "path": "Earnings-Presentation-Q1-2026.pdf/Meta Earnings Presentation Q1 2026/Segment Results/Average Price Per Ad YoY Percentage Change",
+              "level": 3,
+              "summary": "</details> <details>0 [images/image-14-Quarterly Percentage Data (2025-2026).jpg] <details> <summary>bar chart</summary> [tables/table-15 Quarterly Values.html] </details> Worldwide </details> <details>0 [images/image-15-Quarterly Percentage Data (2025-2026).jpg] <details> <summary>bar chart</summary> [tables/table-16 Quarterly Values.html] </details> US & Canada </details> <details>0 [images/image-16-Quarterly Percentage Trends.jpg] <details> <summary>bar chart</summary> [tables/table-17 Quarterly Values.html] </details> Europe </details> <details>0 [images/image-17-Quarterly Growth Trend.jpg] <details> <summary>bar chart</summary> [tables/table-18 Quarterly Values.html] </details> Asia-Pacific </details> <details>0 [images/image-18-Quarterly Percentage Data (2025-2026).jpg] <details> <summary>bar chart</summary> [tables/table-19 Quarterly Values.html] </details> Rest of World",
+              "chunk_count": 1,
+              "children": []
+            }
+          ]
+        }
+      ]
+    },
+    {
+      "title": "Appendix",
+      "path": "Earnings-Presentation-Q1-2026.pdf/Appendix",
+      "level": 1,
+      "summary": "",
+      "chunk_count": 4,
+      "children": [
+        {
+          "title": "Free Cash Flow Reconciliation",
+          "path": "Earnings-Presentation-Q1-2026.pdf/Appendix/Free Cash Flow Reconciliation",
+          "level": 2,
+          "summary": "In Millions [tables/table-20 Free Cash Flow.html] Free cash flow (FCF) is a non-GAAP financial measure that has limitations as an analytical tool, and you should not consider it in isolation or as a substitute for analysis of other GAAP financial measures, such as net cash provided by operating activities. FCF is not intended to represent our residual cash flow available for discretionary expenses. Some of the limitations of FCF are: (i) FCF does not reflect our future contractual commitments, and (ii) other companies in our industry present similarly titled measures differently than we do, limiting their usefulness as comparative measures.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Limitations of Key Metrics and Other Data",
+          "path": "Earnings-Presentation-Q1-2026.pdf/Appendix/Limitations of Key Metrics and Other Data",
+          "level": 2,
+          "summary": "The text describes how Family Metrics, including daily active people (DAP) and average revenue per person (ARPP), are calculated using internal data from Facebook, Instagram, Messenger, and WhatsApp. It highlights challenges in measuring unique users across multiple products, reliance on complex algorithms and machine learning to attribute accounts to individuals, and inherent statistical uncertainties. The estimated error margin is about 3% of worldwide DAP, but actual numbers may vary significantly.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Limitations of Key Metrics and Other Data_2",
+          "path": "Earnings-Presentation-Q1-2026.pdf/Appendix/Limitations of Key Metrics and Other Data_2",
+          "level": 2,
+          "summary": "The passage describes the methodology for estimating Daily Active People (DAP) using machine learning models, data signals, and user surveys. It highlights challenges like limited data for encrypted products (e.g., WhatsApp) and reliance on IP addresses and device info. It also covers the estimation of violating accounts (bots/spam), which is difficult at scale, and notes a methodology update in Q4 2025 that increased the estimated percentage of violating accounts to less than 5%. Additionally, it discusses limitations in measuring user geography due to factors like proxy servers.",
+          "chunk_count": 1,
+          "children": []
+        }
+      ]
+    }
+  ],
+  "resources": {
+    "images": [
+      {
+        "path": "images/image-1-Revenue Forecast by Region.jpg",
+        "summary": "image-1 Q1'24: $35,635 (US & Canada: $15,451; Europe: $8,327; Asia-Pacific: $7,338; Rest of World: $4,519) Q2'24: $38,329 (US & Canada: $16,593; Europe: $9,135; Asia-Pacific: $7,721; Rest of World: $4,880) Q3'24: $39,885 (US & Canada: $17,389; Europe: $9,358; Asia-Pacific: $8,050; Rest of World: $5,088) Q4'24: $46,783 (US & Canada: $20,982; Europe: $11,154; Asia-Pacific: $9,012; Rest of World: $5,635) Q1'25:"
+      },
+      {
+        "path": "images/image-2-Revenue Breakdown by Region and Quarter.jpg",
+        "summary": "image-2 Chart Title: Not visible (Stacked Bar Chart) Time Range: Q1'24 to Q1'26 Legend Categories: - US & Canada (Darkest Blue) - Europe (Medium Blue-Grey) - Asia-Pacific (Lighter Blue-Grey) - Rest of World (Lightest Grey) Data Points (Total Revenue per Quarter): - Q1'24: $36,455 - Q2'24: $39,071 - Q3'24: $40,589 - Q4'24: $48,385 - Q1'25: $42,314 - Q2'25: $47,516 - Q3'25: $51,242 - Q4'25: $59,893 - Q1'26: $56,311 Detailed Breakdown by Category (Bottom to Top): Q1'24:"
+      },
+      {
+        "path": "images/image-3-Quarterly Percentage Breakdown.jpg",
+        "summary": "image-3 Q1'24: 18%, 27%, 7%, 9% Q2'24: 19%, 27%, 7%, 9% Q3'24: 18%, 28%, 7%, 5% Q4'24: 18%, 25%, 7%, 2% Q1'25: 18%, 29%, 7%, 5% Q2'25: 18%, 27%, 6%, 6% Q3'25: 18%, 30%, 6%, 7% Q4'25: 18%, 29%, 6%, 6% Q1'26: 18%, 31%, 5%, 5%"
+      },
+      {
+        "path": "images/image-4-Quarterly Financial Performance.jpg",
+        "summary": "image-4 - Q1'24: $12,369 - Q2'24: $13,465 - Q3'24: $15,688 - Q4'24: $20,838 - Q1'25: $16,644 - Q2'25: $18,337 - Q3'25 (1): $2,709 - Q4'25: $22,768 - Q1'26 (2): $26,773"
+      },
+      {
+        "path": "images/image-5-Quarterly Financial Growth.jpg",
+        "summary": "image-5 Chart Title: Quarterly Performance (Q1'24 - Q1'26) Data Points by Quarter: - Q1'24: $4.71 - Q2'24: $5.16 - Q3'24: $6.03 - Q4'24: $8.02 - Q1'25: $6.43 - Q2'25: $7.14 - Q3'25: $1.05 (marked with footnote 1) - Q4'25: $8.88 - Q1'26: $10.44 (marked with footnote 2) Key Trends: - Steady growth from Q1'24 to Q4'24 ($4.71 to $8.02). - A dip in Q1'25 followed by recovery in Q2'25. - Significant drop in Q3'25 ($1.05), the lowest value on the chart. - Strong"
+      },
+      {
+        "path": "images/image-6-Financial Growth Projection.jpg",
+        "summary": "image-6 Quarterly Data: - Q1'25: $13,692 - Q1'26: $19,840 Annual Data: - 2024: $39,225 - 2025: $72,215"
+      },
+      {
+        "path": "images/image-7-Quarterly Data Trend.jpg",
+        "summary": "image-7 Q1'24: 3.24 Q2'24: 3.27 Q3'24: 3.29 Q4'24: 3.35 Q1'25: 3.43 Q2'25: 3.48 Q3'25: 3.54 Q4'25: 3.58 Q1'26: 3.56"
+      },
+      {
+        "path": "images/image-8-Quarterly Financial Data.jpg",
+        "summary": "image-8 Q1'24: $11.20 Q2'24: $11.89 Q3'24: $12.29 Q4'24: $14.25 Q1'25: $12.36 Q2'25: $13.65 Q3'25: $14.46 Q4'25: $16.56 Q1'26: $15.66"
+      },
+      {
+        "path": "images/image-9-Quarterly Growth Trend.jpg",
+        "summary": "image-9 Q1'25: 5% Q2'25: 11% Q3'25: 14% Q4'25: 18% Q1'26: 19%"
+      },
+      {
+        "path": "images/image-10-Quarterly Percentage Growth.jpg",
+        "summary": "image-10 Q1'25: 4% Q2'25: 9% Q3'25: 8% Q4'25: 13% Q1'26: 13%"
+      },
+      {
+        "path": "images/image-11-Quarterly Growth Trend.jpg",
+        "summary": "image-11 Chart Title: Quarterly Growth Trend (implied) X-Axis Labels: Q1'25, Q2'25, Q3'25, Q4'25, Q1'26 Data Points: - Q1'25: 5% - Q2'25: 6% - Q3'25: 9% - Q4'25: 13% - Q1'26: 17% Trend: Consistent upward growth over the five quarters."
+      },
+      {
+        "path": "images/image-12-Quarterly Growth Trend.jpg",
+        "summary": "image-12 - Q1'25: 9% - Q2'25: 16% - Q3'25: 23% - Q4'25: 24% - Q1'26: 23%"
+      },
+      {
+        "path": "images/image-13-Growth Trend 2025-2026.jpg",
+        "summary": "image-13 Chart Type: Vertical Bar Chart X-Axis Categories (Time Periods): Q1'25, Q2'25, Q3'25, Q4'25, Q1'26 Data Values: - Q1'25: 1% - Q2'25: 7% - Q3'25: 9% - Q4'25: 14% - Q1'26: 17% Trend: Consistent upward growth over the five quarters."
+      },
+      {
+        "path": "images/image-14-Quarterly Percentage Data (2025-2026).jpg",
+        "summary": "image-14 Chart Title: Not visible Data Points by Quarter: - Q1'25: 10% - Q2'25: 9% - Q3'25: 10% - Q4'25: 6% - Q1'26: 12%"
+      },
+      {
+        "path": "images/image-15-Quarterly Percentage Data (2025-2026).jpg",
+        "summary": "image-15 Chart Title: Not visible Data Points by Quarter: - Q1'25: 14% - Q2'25: 11% - Q3'25: 13% - Q4'25: 9% - Q1'26: 14% Key Trends: - Lowest value recorded in Q4'25 at 9%. - Highest values observed in Q1'25 and Q1'26 at 14%."
+      },
+      {
+        "path": "images/image-16-Quarterly Percentage Trends.jpg",
+        "summary": "image-16 Chart Title: Not visible X-Axis Labels (Time Periods): Q1'25, Q2'25, Q3'25, Q4'25, Q1'26 Data Points: - Q1'25: 9% - Q2'25: 17% - Q3'25: 19% - Q4'25: 12% - Q1'26: 19%"
+      },
+      {
+        "path": "images/image-17-Quarterly Growth Trend.jpg",
+        "summary": "image-17 Q1'25: 3% Q2'25: 2% Q3'25: 1% Q4'25: (2)% Q1'26: 5%"
+      },
+      {
+        "path": "images/image-18-Quarterly Percentage Data (2025-2026).jpg",
+        "summary": "image-18 Chart Title: Not visible X-Axis Labels: Q1'25, Q2'25, Q3'25, Q4'25, Q1'26 Data Points: - Q1'25: 17% - Q2'25: 15% - Q3'25: 20% - Q4'25: 15% - Q1'26: 18%"
+      }
+    ],
+    "tables": [
+      {
+        "path": "tables/table-0 Revenue by Region.html",
+        "summary": "table-1 The table shows quarterly revenue data for US & Canada, Europe, Asia-Pacific, and Rest of World from Q1'24 to Q1'26, with totals."
+      },
+      {
+        "path": "tables/table-1 Quarterly Revenue.html",
+        "summary": "table-2 The table shows quarterly revenue from Q1'24 to Q1'26 across US & Canada, Europe, Asia-Pacific, and Rest of World, with totals increasing over time."
+      },
+      {
+        "path": "tables/table-2 Meta Revenue Data.html",
+        "summary": "table-3 The table shows Meta's quarterly revenue from Q1'24 to Q1'26, including Advertising, Other, Family of Apps, Reality Labs, and total revenue, along with operating income and margins."
+      },
+      {
+        "path": "tables/table-3 Segment Margins.html",
+        "summary": "table-4 The table shows quarterly margins for bottom and top segments from Q1'24 to Q1'26. Bottom segment stays at 18-19%, while top segment fluctuates between 25-31%."
+      },
+      {
+        "path": "tables/table-4 Quarterly Tax Data.html",
+        "summary": "table-5 The table shows quarterly income before taxes, provision for income taxes, and effective tax rates from Q1'24 to Q1'26, with notable spikes in Q3'25 and negative rate in Q1'26."
+      },
+      {
+        "path": "tables/table-5 Quarterly Values.html",
+        "summary": "table-6 The table shows quarterly values from Q1'24 to Q1'26, with figures ranging from $2,709 to $26,773, peaking in Q1'26."
+      },
+      {
+        "path": "tables/table-6 Quarterly Values.html",
+        "summary": "table-7 The table shows quarterly values from Q1'24 to Q1'26, with figures ranging from $1.05 to $10.44, indicating an overall upward trend."
+      },
+      {
+        "path": "tables/table-7 Financial Data.html",
+        "summary": "table-8 The table shows financial values across different periods: Quarterly $13,692, Q1'26 $19,840, 2024 $39,225, and Annual $72,215."
+      },
+      {
+        "path": "tables/table-8 Quarterly Values.html",
+        "summary": "table-9 The table shows quarterly values from Q1'24 to Q1'26, increasing from 3.24 to 3.58, with a slight dip to 3.56 in Q1'26."
+      },
+      {
+        "path": "tables/table-9 Quarterly Values.html",
+        "summary": "table-10 The table shows quarterly values from Q1'24 to Q1'26, starting at $11.20 and ending at $15.66, with a peak of $16.56 in Q4'25."
+      },
+      {
+        "path": "tables/table-10 Quarterly Values.html",
+        "summary": "table-11 The table shows quarterly percentage values from Q1'25 (5%) to Q1'26 (19%), with a steady increase over five quarters."
+      },
+      {
+        "path": "tables/table-11 Quarterly Values.html",
+        "summary": "table-12 The table shows quarterly percentage values from Q1'25 to Q1'26, starting at 4%, rising to 9%, 8%, 13%, and ending at 13%."
+      },
+      {
+        "path": "tables/table-12 Quarterly Values.html",
+        "summary": "table-13 The table shows quarterly percentage values from Q1'25 (5%) to Q1'26 (17%), with a steady increase over five quarters."
+      },
+      {
+        "path": "tables/table-13 Quarterly Values.html",
+        "summary": "table-14 The table shows quarterly percentage values from Q1'25 to Q1'26, starting at 9% and rising to a peak of 24% in Q4'25, then slightly decreasing to 23% in Q1'26."
+      },
+      {
+        "path": "tables/table-14 Quarterly Values.html",
+        "summary": "table-15 The table shows quarterly percentage values from Q1'25 (1%) to Q1'26 (17%), with a steady increase over five quarters."
+      },
+      {
+        "path": "tables/table-15 Quarterly Values.html",
+        "summary": "table-16 The table shows quarterly percentage values from Q1'25 to Q1'26, ranging from 6% to 12%, with Q4'25 having the lowest value."
+      },
+      {
+        "path": "tables/table-16 Quarterly Values.html",
+        "summary": "table-17 The table shows quarterly percentage values from Q1'25 to Q1'26, with values ranging from 9% to 14%."
+      },
+      {
+        "path": "tables/table-17 Quarterly Values.html",
+        "summary": "table-18 The table shows quarterly percentage values from Q1'25 to Q1'26, ranging from 9% to 19%, with the highest in Q3'25 and Q1'26."
+      },
+      {
+        "path": "tables/table-18 Quarterly Values.html",
+        "summary": "table-19 The table shows quarterly percentage values from Q1'25 to Q1'26, starting at 3%, decreasing to -2% in Q4'25, then rising to 5%."
+      },
+      {
+        "path": "tables/table-19 Quarterly Values.html",
+        "summary": "table-20 The table shows quarterly percentage values from Q1'25 to Q1'26, ranging from 15% to 20%, with Q3'25 having the highest value at 20%."
+      },
+      {
+        "path": "tables/table-20 Free Cash Flow.html",
+        "summary": "table-21 The table shows net cash from operations, property purchases, finance lease payments, and free cash flow from Q1 2024 to Q1 2026, with free cash flow ranging from $8.5B to $15.5B."
+      }
+    ]
+  }
+}
diff --git a/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/full.md b/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/full.md
new file mode 100644
index 000000000..014fa9202
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/full.md
@@ -0,0 +1,420 @@
+## Meta Earnings Presentation Q1 2026
+
+## Advertising Revenue by User Geography
+
+In Millions
+
+![](images/04c3b09236cd08fe8aba1f3603a61bc37f033000642793becf32c559e0f4a1e7.jpg)
+
+<details>
+<summary>stacked bar chart</summary>
+
+| Quarter | US & Canada | Europe | Asia-Pacific | Rest of World |
+| --- | --- | --- | --- | --- |
+| Q1'24 | $15,451 | $8,327 | $7,338 | $4,519 |
+| Q2'24 | $16,593 | $9,135 | $7,721 | $4,880 |
+| Q3'24 | $17,389 | $9,358 | $8,050 | $5,088 |
+| Q4'24 | $20,982 | $11,154 | $9,012 | $5,635 |
+| Q1'25 | $18,259 | $9,527 | $8,224 | $5,382 |
+| Q2'25 | $20,045 | $11,366 | $9,148 | $6,004 |
+| Q3'25 | $21,331 | $12,072 | $10,020 | $6,659 |
+| Q4'25 | $25,643 | $14,198 | $10,893 | $7,403 |
+| Q1'26 | $23,667 | $13,296 | $10,631 | $7,430 |
+| Total | $35,635 | — | — | — |
+| Q1'24 | — | — | — | — |
+| Q2'24 | — | — | — | — |
+| Q3'24 | — | — | — | — |
+| Q4'24 | — | — | — | — |
+| Q1'25 | — | — | — | — |
+| Q2'25 | — | — | — | — |
+| Q3'25 | — | — | — | — |
+| Q4'25 | — | — | — | — |
+| Q1'26 | — | — | — | — |
+| Total | — | — | — | — |
+| Total | — | — | — | — |
+| Total | — | — | — | — |
+| Total | — | — | — | — |
+| Total | — | — | — | — |
+| Total | — | — | — | — |
+| Total | — (additional values) | (continued) | (continued) | (continued) |
+| Total | 58,137 | 14,198 | 10,893 | 7,403 |
+| Total | 55,024 | 13,296 | 10,631 | 7,430 |
+</details>
+
+Our revenue by user geography is geographically apportioned based on our estimation of the geographic location of our users when they perform a revenue-generating activity. This allocation differs from our revenue disaggregated by geography disclosure in our condensed consolidated financial statements where revenue is geographically apportioned based on the addresses of our customers.
+
+## Revenue by User Geography
+
+In Millions
+
+![](images/cb8eea1da323c9d810e87825f4e0b32b48b4b6c55b74851f35a95fe436e4dcc5.jpg)
+
+<details>
+<summary>stacked bar chart</summary>
+
+| Quarter | US & Canada | Europe | Asia-Pacific | Rest of World |
+|---------|-------------|--------|--------------|---------------|
+| Q1'24   | $15,824     | $8,483 | $7,481       | $4,667        |
+| Q2'24   | $16,847     | $9,300 | $7,888       | $5,036        |
+| Q3'24   | $17,609     | $9,492 | $8,220       | $5,268        |
+| Q4'24   | $21,783     | $11,503| $9,245       | $5,854        |
+| Q1'25   | $18,605     | $9,680 | $8,439       | $5,590        |
+| Q2'25   | $20,371     | $11,532| $9,366       | $6,247        |
+| Q3'25   | $21,751     | $12,268| $10,272      | $6,951        |
+| Q4'25   | $26,472     | $14,480| $11,182      | $7,759        |
+| Q1'26   | $24,079     | $13,500| $10,914      | $7,818        |
+</details>
+
+Our revenue by user geography is geographically apportioned based on our estimation of the geographic location of our users when they perform a revenue-generating activity. This allocation differs from our revenue disaggregated by geography disclosure in our condensed consolidated financial statements where revenue is geographically apportioned based on the addresses of our customers.
+
+## Segment Results
+
+In Millions, Except Percentages
+
+<table><tr><td></td><td>Q1&#x27;24</td><td>Q2&#x27;24</td><td>Q3&#x27;24</td><td>Q4&#x27;24</td><td>Q1&#x27;25</td><td>Q2&#x27;25</td><td>Q3&#x27;25</td><td>Q4&#x27;25</td><td>Q1&#x27;26</td></tr><tr><td>Advertising</td><td>$ 35,635</td><td>$ 38,329</td><td>$ 39,885</td><td>$ 46,783</td><td>$ 41,392</td><td>$ 46,563</td><td>$ 50,082</td><td>$ 58,137</td><td>$ 55,024</td></tr><tr><td>Other</td><td>380</td><td>389</td><td>434</td><td>519</td><td>510</td><td>583</td><td>690</td><td>801</td><td>885</td></tr><tr><td>Family of Apps Revenue</td><td>36,015</td><td>38,718</td><td>40,319</td><td>47,302</td><td>41,902</td><td>47,146</td><td>50,772</td><td>58,938</td><td>55,909</td></tr><tr><td>Reality Labs Revenue</td><td>440</td><td>353</td><td>270</td><td>1,083</td><td>412</td><td>370</td><td>470</td><td>955</td><td>402</td></tr><tr><td>Total Revenue</td><td>$ 36,455</td><td>$ 39,071</td><td>$ 40,589</td><td>$ 48,385</td><td>$ 42,314</td><td>$ 47,516</td><td>$ 51,242</td><td>$ 59,893</td><td>$ 56,311</td></tr><tr><td colspan="10"></td></tr><tr><td>Family of Apps Operating Income</td><td>$ 17,664</td><td>$ 19,335</td><td>$ 21,778</td><td>$ 28,332</td><td>$ 21,765</td><td>$ 24,971</td><td>$ 24,967</td><td>$ 30,766</td><td>$ 26,900</td></tr><tr><td>Reality Labs Operating (Loss)</td><td>(3,846)</td><td>(4,488)</td><td>(4,428)</td><td>(4,967)</td><td>(4,210)</td><td>(4,530)</td><td>(4,432)</td><td>(6,021)</td><td>(4,028)</td></tr><tr><td>Total Income from Operations</td><td>$ 13,818</td><td>$ 14,847</td><td>$ 17,350</td><td>$ 23,365</td><td>$ 17,555</td><td>$ 20,441</td><td>$ 20,535</td><td>$ 24,745</td><td>$ 22,872</td></tr><tr><td>Operating Margin</td><td>38 %</td><td>38 %</td><td>43 %</td><td>48 %</td><td>41 %</td><td>43 %</td><td>40 %</td><td>41 %</td><td>41 %</td></tr></table>
+
+We report our financial results based on two reportable segments: Family of Apps (FoA) and Reality Labs (RL). FoA includes Facebook, Instagram, Messenger, WhatsApp, and other services. RL includes our virtual and augmented reality related consumer hardware, software, and content.
+
+## Expenses as a Percentage of Revenue
+
+![](images/66dd2af450faf8e82755c0df14e5ec835c56c7357551e5f3f8333135e237a2ee.jpg)
+
+<details>
+<summary>stacked bar chart</summary>
+
+| Quarter | Bottom Segment (%) | Top Segment (%) |
+| :--- | :--- | :--- |
+| Q1'24 | 18 | 27 |
+| Q2'24 | 19 | 27 |
+| Q3'24 | 18 | 28 |
+| Q4'24 | 18 | 25 |
+| Q1'25 | 18 | 29 |
+| Q2'25 | 18 | 27 |
+| Q3'25 | 18 | 30 |
+| Q4'25 | 18 | 29 |
+| Q1'26 | 18 | 31 |
+</details>
+
+General & Administrative  
+Marketing & Sales  
+Research & Development  
+Cost of Revenue
+
+## Effective Tax Rate
+
+In Millions, Except Percentages
+
+<table><tr><td></td><td>Q1&#x27;24</td><td>Q2&#x27;24</td><td>Q3&#x27;24</td><td>Q4&#x27;24</td><td>Q1&#x27;25</td><td>Q2&#x27;25</td><td> $Q3'25^{(1)}$ </td><td>Q4&#x27;25</td><td> $Q1'26^{(2)}$ </td></tr><tr><td>Income before income taxes</td><td>$ 14,183</td><td>$ 15,106</td><td>$ 17,822</td><td>$ 23,553</td><td>$ 18,382</td><td>$ 20,534</td><td>$ 21,663</td><td>$ 25,354</td><td>$ 21,752</td></tr><tr><td>Provision (benefit) for income taxes</td><td>$ 1,814</td><td>$ 1,641</td><td>$ 2,134</td><td>$ 2,715</td><td>$ 1,738</td><td>$ 2,197</td><td>$ 18,954</td><td>$ 2,586</td><td>$ (5,021)</td></tr><tr><td>Effective Tax Rate</td><td>13 %</td><td>11 %</td><td>12 %</td><td>12 %</td><td>9 %</td><td>11 %</td><td>87 %</td><td>10 %</td><td>(23)%</td></tr></table>
+
+(1) Provision (benefit) for income taxes includes a one-time, non-cash income tax charge of \$15.93 billion accrued in the third quarter of 2025, related to the implementation of the One Big Beautiful Bill Act. Excluding this one-time tax charge, our third quarter 2025 effective tax rate would have decreased by 73 percentage points to 14%, compared to the reported effective tax rate of 87%.  
+(2) Provision (benefit) for income taxes includes an income tax benefit of \$8.03 billion in the first quarter of 2026 related to the U.S. Corporate Alternative Minimum Tax transitional relief under Treasury Notice 2026-7. Excluding this tax benefit, the effective tax rate would have been 14%.
+
+![](images/30b2b78bad460d4d556a833ef9335a1a542f201db01e14c35d8a4dfee7dc30f3.jpg)
+
+<details>
+<summary>bar chart</summary>
+
+| Quarter     | Value    |
+| ----------- | -------- |
+| Q1'24       | $12,369  |
+| Q2'24       | $13,465  |
+| Q3'24       | $15,688  |
+| Q4'24       | $20,838  |
+| Q1'25       | $16,644  |
+| Q2'25       | $18,337  |
+| Q3'25 (1)   | $2,709   |
+| Q4'25       | $22,768  |
+| Q1'26 (2)   | $26,773  |
+</details>
+
+(1) Includes a one-time, non-cash income tax charge to provision for income taxes of \$15.93 billion accrued in the third quarter of 2025, related to the implementation of the One Big Beautiful Bill Act. Excluding this one-time tax charge, our third quarter 2025 net income would have increased by \$15.93 billion to \$18.64 billion, compared to the reported net income of \$2.71 billion.  
+(2) Includes an income tax benefit of \$8.03 billion in the first quarter of 2026 related to the U.S. Corporate Alternative Minimum Tax transitional relief under Treasury Notice 2026-7. Excluding this tax benefit, net income would have been \$18.74 billion, lower by \$8.03 billion, compared to the reported net income of \$26.77 billion.
+
+## Diluted Earnings Per Share
+
+![](images/18b2087e7634065c98a94b1db07c5ffc81637e79c2778e767a443fe647caab09.jpg)
+
+<details>
+<summary>bar chart</summary>
+
+| Quarter     | Value   |
+| ----------- | ------- |
+| Q1'24       | $4.71   |
+| Q2'24       | $5.16   |
+| Q3'24       | $6.03   |
+| Q4'24       | $8.02   |
+| Q1'25       | $6.43   |
+| Q2'25       | $7.14   |
+| Q3'25 (1)   | $1.05   |
+| Q4'25       | $8.88   |
+| Q1'26 (2)   | $10.44  |
+</details>
+
+(1) Net income includes a one-time, non-cash income tax charge to provision for income taxes of \$15.93 billion accrued in the third quarter of 2025, related to the implementation of the One Big Beautiful Bill Act. Excluding this one-time tax charge, our third quarter 2025 diluted earnings per share would have increased by \$6.20 to \$7.25 compared to the reported diluted EPS of \$1.05.  
+(2) Net income includes an income tax benefit of \$8.03 billion in the first quarter of 2026 related to the U.S. Corporate Alternative Minimum Tax transitional relief under Treasury Notice 2026-7. Excluding this tax benefit, diluted EPS would have been \$7.31, lower by \$3.13, compared to the reported diluted EPS of \$10.44.
+
+## Capital Expenditures
+
+In Millions
+
+![](images/53d26c7b71ef63ad991c159a42e21b61d95abeeca3a75490684c36173f3f3020.jpg)
+
+<details>
+<summary>bar chart</summary>
+
+| Period   | Value    |
+| -------- | -------- |
+| Quarterly | $13,692  |
+| Q1'26    | $19,840  |
+| 2024     | $39,225  |
+| Annual   | $72,215  |
+</details>
+
+Capital expenditures for periods presented were related to purchases of property and equipment and principal payments on finance leases.
+
+## Family Daily Active People (DAP)
+
+In Billions  
+![](images/6b5fc1dea6e1fddf8c44f6f5eb426a2eaeb92c83102c3be20118b88d97b92ea2.jpg)
+
+<details>
+<summary>bar chart</summary>
+
+| Quarter | Value |
+|---|---|
+| Q1'24 | 3.24 |
+| Q2'24 | 3.27 |
+| Q3'24 | 3.29 |
+| Q4'24 | 3.35 |
+| Q1'25 | 3.43 |
+| Q2'25 | 3.48 |
+| Q3'25 | 3.54 |
+| Q4'25 | 3.58 |
+| Q1'26 (1) | 3.56 |
+</details>
+
+(1) The slight quarter-over-quarter decline in DAP in the first quarter of 2026 was driven by internet disruptions in Iran, as well as a restriction on access to WhatsApp in Russia.
+
+We define a daily active person (DAP) as a registered and logged-in user of Facebook, Instagram, Messenger, and/or WhatsApp (collectively, our "Family" of products) who visited at least one of these Family products through a mobile device application or using a web or mobile browser on a given day. The numbers for DAP do not include users on our other products unless they would otherwise qualify as DAP based on their other activities on our Family products.
+
+We do not require people to use a common identifier or link their accounts to use multiple products in our Family, and therefore must seek to attribute multiple user accounts within and across products to individual people. Our calculations of DAP rely upon complex techniques, algorithms, and machine learning models that seek to estimate the underlying number of unique people using one or more of these products, including by matching user accounts within an individual product and across multiple products when we believe they are attributable to a single person, and counting such group of accounts as one person. As these techniques and models require significant judgment, are developed based on internal reviews of limited samples of user accounts, and are calibrated against user survey data, there is necessarily some margin of error in our estimates. For additional information, see "Limitations of Key Metrics and Other Data" located in the Appendix of this presentation.
+
+## Family Average Revenue per Person (ARPP)
+
+![](images/69ee3e417cc0aafa526249ef7516c0534d071580683739d371d661a469174c58.jpg)
+
+<details>
+<summary>bar chart</summary>
+
+| Quarter | Value ($) |
+|---|---|
+| Q1'24 | 11.20 |
+| Q2'24 | 11.89 |
+| Q3'24 | 12.29 |
+| Q4'24 | 14.25 |
+| Q1'25 | 12.36 |
+| Q2'25 | 13.65 |
+| Q3'25 | 14.46 |
+| Q4'25 | 16.56 |
+| Q1'26 | 15.66 |
+</details>
+
+We define average revenue per person (ARPP) as our FoA revenue during a given quarter, divided by the average of the number of DAP at the beginning and end of the quarter.
+
+## Ad Impressions Delivered YoY Percentage Change
+
+![](images/1ceed1b0c01baaee83a4726a6b4eefef5bf667a54d447b89fc2e3b86d09dd0f3.jpg)
+
+<details>
+<summary>bar chart</summary>
+
+| Quarter | Value (%) |
+|---|---|
+| Q1'25 | 5 |
+| Q2'25 | 11 |
+| Q3'25 | 14 |
+| Q4'25 | 18 |
+| Q1'26 | 19 |
+</details>
+
+Worldwide
+
+![](images/3d7c8b8150273b0424346c0236701a2d3ca46a8bd6c280f7aa0fe23263f2c4d8.jpg)
+
+<details>
+<summary>bar chart</summary>
+
+| Quarter | Value (%) |
+| :--- | :--- |
+| Q1'25 | 4 |
+| Q2'25 | 9 |
+| Q3'25 | 8 |
+| Q4'25 | 13 |
+| Q1'26 | 13 |
+</details>
+
+US & Canada
+
+![](images/7730ba4dddc9d16def970b311b185cdeeb820ee8b74a07990578374671844dde.jpg)
+
+<details>
+<summary>bar chart</summary>
+
+| Quarter | Value (%) |
+|---|---|
+| Q1'25 | 5 |
+| Q2'25 | 6 |
+| Q3'25 | 9 |
+| Q4'25 | 13 |
+| Q1'26 | 17 |
+</details>
+
+Europe
+
+![](images/4ae2d5c21673df9bbb7738fd43738928621492d56e05971e00d937f91392e274.jpg)
+
+<details>
+<summary>bar chart</summary>
+
+| Quarter | Value (%) |
+| :--- | :--- |
+| Q1'25 | 9 |
+| Q2'25 | 16 |
+| Q3'25 | 23 |
+| Q4'25 | 24 |
+| Q1'26 | 23 |
+</details>
+
+Asia-Pacific
+
+![](images/54c657a8a01a5bcd888ddc327efa65c732ffb37249d479f006499d74d4c16b12.jpg)
+
+<details>
+<summary>bar chart</summary>
+
+| Quarter | Value (%) |
+|---|---|
+| Q1'25 | 1 |
+| Q2'25 | 7 |
+| Q3'25 | 9 |
+| Q4'25 | 14 |
+| Q1'26 | 17 |
+</details>
+
+Rest of World
+
+## Average Price Per Ad YoY Percentage Change
+
+![](images/8aeed655b1ccdc28575f62ec6fd1c87a88a48e532b69a9ef58af983a8a26c7b1.jpg)
+
+<details>
+<summary>bar chart</summary>
+
+| Quarter | Value (%) |
+|---|---|
+| Q1'25 | 10 |
+| Q2'25 | 9 |
+| Q3'25 | 10 |
+| Q4'25 | 6 |
+| Q1'26 | 12 |
+</details>
+
+Worldwide
+
+![](images/6fff140b362a6072e614ad803fe465b32a6041d0cdab0b97524a7f1941afae7d.jpg)
+
+<details>
+<summary>bar chart</summary>
+
+| Quarter | Value (%) |
+| :--- | :--- |
+| Q1'25 | 14 |
+| Q2'25 | 11 |
+| Q3'25 | 13 |
+| Q4'25 | 9 |
+| Q1'26 | 14 |
+</details>
+
+US & Canada
+
+![](images/9a575f96f4f858dfda4ce54927edb636f3de8b48b9be76685326bcc5dcf6a2ae.jpg)
+
+<details>
+<summary>bar chart</summary>
+
+| Quarter | Value (%) |
+|---|---|
+| Q1'25 | 9 |
+| Q2'25 | 17 |
+| Q3'25 | 19 |
+| Q4'25 | 12 |
+| Q1'26 | 19 |
+</details>
+
+Europe
+
+![](images/017fb79beb891fa5395d300f1da2e699cac968cd7f10eee696b99b2ba07a9653.jpg)
+
+<details>
+<summary>bar chart</summary>
+
+| Quarter | Value (%) |
+| :--- | :--- |
+| Q1'25 | 3 |
+| Q2'25 | 2 |
+| Q3'25 | 1 |
+| Q4'25 | -2 |
+| Q1'26 | 5 |
+</details>
+
+Asia-Pacific
+
+![](images/3a107545a760a2591da8338f448f9ee878e6c20ab4c220fa0199bd1b8131c9b4.jpg)
+
+<details>
+<summary>bar chart</summary>
+
+| Quarter | Value (%) |
+| :--- | :--- |
+| Q1'25 | 17 |
+| Q2'25 | 15 |
+| Q3'25 | 20 |
+| Q4'25 | 15 |
+| Q1'26 | 18 |
+</details>
+
+Rest of World
+
+## Appendix
+
+## Free Cash Flow Reconciliation
+
+In Millions
+
+<table><tr><td></td><td>Q1&#x27;24</td><td>Q2&#x27;24</td><td>Q3&#x27;24</td><td>Q4&#x27;24</td><td>Q1&#x27;25</td><td>Q2&#x27;25</td><td>Q3&#x27;25</td><td>Q4&#x27;25</td><td>Q1&#x27;26</td></tr><tr><td>Net cash provided by operating activities</td><td>$ 19,246</td><td>$ 19,370</td><td>$ 24,724</td><td>$ 27,988</td><td>$ 24,026</td><td>$ 25,561</td><td>$ 29,999</td><td>$ 36,214</td><td>$ 32,226</td></tr><tr><td>Less: Purchases of property and equipment</td><td>6,400</td><td>8,173</td><td>8,258</td><td>14,425</td><td>12,941</td><td>16,538</td><td>18,829</td><td>21,383</td><td>18,997</td></tr><tr><td>Less: Principal payments on finance leases</td><td>315</td><td>299</td><td>944</td><td>411</td><td>751</td><td>474</td><td>545</td><td>754</td><td>843</td></tr><tr><td>Free Cash Flow</td><td>$ 12,531</td><td>$ 10,898</td><td>$ 15,522</td><td>$ 13,152</td><td>$ 10,334</td><td>$ 8,549</td><td>$ 10,625</td><td>$ 14,077</td><td>$ 12,386</td></tr></table>
+
+Free cash flow (FCF) is a non-GAAP financial measure that has limitations as an analytical tool, and you should not consider it in isolation or as a substitute for analysis of other GAAP financial measures, such as net cash provided by operating activities. FCF is not intended to represent our residual cash flow available for discretionary expenses. Some of the limitations of FCF are: (i) FCF does not reflect our future contractual commitments, and (ii) other companies in our industry present similarly titled measures differently than we do, limiting their usefulness as comparative measures.
+
+## Limitations of Key Metrics and Other Data
+
+## Family Metrics
+
+The numbers for our key metrics are calculated using internal company data based on the activity of user accounts. We report our estimates of the numbers of our daily active people (DAP) and average revenue per person (ARPP) (collectively, our "Family metrics") based on the activity of users who visited at least one of Facebook, Instagram, Messenger, and WhatsApp (collectively, our "Family" of products) during the applicable period of measurement.
+
+While these numbers are based on what we believe to be reasonable estimates of our user base for the applicable period of measurement, there are inherent challenges in measuring usage of our products across large online and mobile populations around the world. The methodologies used to measure these metrics require significant judgment and are also susceptible to algorithm or other technical errors. In addition, we are continually seeking to improve our estimates of our user base, and such estimates may change due to improvements or changes in our methodology. We regularly review our processes for calculating these metrics, and from time to time we discover inaccuracies in our metrics or make adjustments to improve their accuracy, which can result in adjustments to our historical metrics. Our ability to recalculate our historical metrics may be impacted by data limitations or other factors that require us to apply different methodologies for such adjustments. We generally do not intend to update previously disclosed Family metrics for any such inaccuracies or adjustments that are within the error margins disclosed below.
+
+In addition, our Family metrics estimates will differ from estimates published by third parties due to differences in methodology or other factors such as data limitations or other challenges in measuring large online and mobile populations. For example, our methodologies include measurements of our user base that have in some instances exceeded estimates of addressable online and mobile populations that are based on data published by third parties.
+
+Many people in our community have user accounts on more than one of our products, and some people have multiple user accounts within an individual product. Accordingly, for our Family metrics, we do not seek to count the total number of user accounts across our products because we believe that would not reflect the actual size of our community. Rather, our Family metrics represent our estimates of the number of unique people using at least one of Facebook, Instagram, Messenger, and WhatsApp. We do not require people to use a common identifier or link their accounts to use multiple products in our Family, and therefore must seek to attribute multiple user accounts within and across products to individual people. To calculate these metrics, we rely upon complex techniques, algorithms and machine learning models that seek to count the individual people behind user accounts, including by matching multiple user accounts within an individual product and across multiple products when we believe they are attributable to a single person, and counting such group of accounts as one person. These techniques and models require significant judgment, are subject to data and other limitations discussed below, and inherently are subject to statistical variances and uncertainties. We estimate the potential error in our Family metrics primarily based on user survey data as described further below, which itself is subject to error as well. While we expect the error margin for our Family metrics to vary from period to period, we estimate that such margin generally will be approximately 3% of our worldwide DAP. At our scale, it is very difficult to attribute multiple user accounts within and across products to individual people, and it is possible that the actual numbers of unique people using our products may vary significantly from our estimates, potentially beyond our estimated error margins. As a result, it is also possible that our Family metrics may indicate changes or trends in user numbers that do not match actual changes or trends.
+
+## Limitations of Key Metrics and Other Data
+
+To calculate our estimates of DAP, we currently use a series of machine learning models that are developed based on internal reviews of limited samples of user accounts and calibrated against user survey data. We apply significant judgment in designing these models and calculating these estimates. For example, to match user accounts within individual products and across multiple products, we use data signals such as similar device information, IP addresses, and user names. We also calibrate our models against data from periodic user surveys of varying sizes and frequency across our products, which survey questions are based on monthly usage, and which are inherently subject to error. The timing and results of such user surveys have in the past contributed, and may in the future contribute, to changes in our reported Family metrics from period to period. In addition, our data limitations may affect our understanding of certain details of our business and increase the risk of error for our Family metrics estimates. Our techniques and models rely on a variety of data signals from different products, and we rely on more limited data signals for some products compared to others. For example, as a result of limited visibility into encrypted products, we have fewer data signals from WhatsApp user accounts and primarily rely on phone numbers and device information to match WhatsApp user accounts with accounts on our other products. Any loss of access to data signals we use in our process for calculating Family metrics, whether as a result of our own product decisions, actions by third-party browser or mobile platforms, regulatory or legislative requirements, or other factors, also may impact the stability or accuracy of our reported Family metrics, as well as our ability to report these metrics at all. Our estimates of Family metrics also may change as our methodologies evolve, including through the application of new data signals or technologies, product changes, or other improvements in our user surveys, algorithms, or machine learning that may improve our ability to match accounts within and across our products or otherwise evaluate the broad population of our users. In addition, such evolution may allow us to identify previously undetected violating accounts (as defined below).
+
+We regularly evaluate our Family metrics to estimate the percentage of our DAP consisting solely of "violating" accounts. We define "violating" accounts as accounts which we believe are intended to be used for purposes that violate our terms of service, including bots and spam. Our violating accounts estimation is based on an internal review of a limited sample of accounts, and we apply significant judgment in making this determination. For example, we look for account information and behaviors associated with Facebook and Instagram accounts that appear to be inauthentic to the reviewers, but we have less visibility into WhatsApp user activity due to encryption. In addition, if we believe an individual person has one or more violating accounts, we do not include such person in our violating accounts estimation as long as we believe they have one active account that does not constitute a violating account. In the fourth quarter of 2025, we made certain updates to the methodology we use for this estimation, including to incorporate updated data signals as a result of improvements in our ability to identify activity we believe to be violating our policies, as well as to focus on the most recent account activity when determining whether to include a person in our violating accounts estimation. Accordingly, in the fourth quarter of 2025, we estimated that less than $5\%$ of our worldwide DAP consisted solely of violating accounts. We believe the increase compared to our prior estimation was a result of the methodology update described above. From time to time, we disable certain user accounts, make product changes, or take other actions to reduce the number of violating accounts among our users, which may also reduce our DAP estimates in a particular period. We intend to continue to disclose our estimates of the percentage of our DAP consisting solely of violating accounts on an annual basis. Violating accounts are very difficult to measure at our scale, and it is possible that the actual number of violating accounts may vary significantly from our estimates.
+
+## User Geography
+
+Our estimates for revenue by user location, as well as year-over-year percentage changes in ad impressions delivered and the average price per ad by user location, are also affected by data limitations and other challenges in measuring user geography. Our data regarding the geographic location of our users is estimated based on a number of factors, such as the user's IP address and self-disclosed location. These factors may not always accurately reflect the user's actual location. For example, a user may appear to be accessing our products from the location of the proxy server that the user connects to rather than from the user's actual location. The methodologies used to measure our metrics are also susceptible to algorithm or other technical errors.
+
+## Meta Earnings Presentation Q1 2026
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/images/image-1-Revenue Forecast by Region.jpg b/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/images/image-1-Revenue Forecast by Region.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..20fc74adf40353f1189a0626d171d7b96763f749
GIT binary patch
literal 157397
zcmd?QXIN8Pw=jymq9P*F_YO@$+aLjHqC)7!kc3c!NDl-g5USvotw<4&5|FL|0wg4n
zl0bmK76k+Z1QL2cO6Wz9A}D%!-@V^+&Ue4>$1Tr!?m73Hc{10UYmGVPSaYp0#vEn-
z9Qyf*=YpxBi6PISLp(f(4t_j8M|t#ljvYCA^yrae2i37-$Bv&kd-B9VIe+HNsk40N
zFJ9z3&&S7qSyYh!lCS_D-<4ml2#bkHNJ#Jt0;B-qQljD#;{QN$=%DL~<0sCYJb6z1
z65l29|J&u~pFDggkNBLrd*l#+=P=))BYcN`zT*))AoB2$LkETDU*-6TL&r`YJ$&TU
z!EN^oJco`PIdt^M@$<Y#j~_pE<QUJP!$*!D<2!!h;;$<Fw;(40sxASQmjo`WYrq17
zu#ZwwE2?@0uc?7<Tf=QIX|LW)N<wkXQum_&Nbi$=j4%AWe&xEp0m9WSxL-yV{MOJt
zWBOnip@ZQMi1-%;|2Q5xd@y4Nx8(Q^t{*;p<R4W2lhS|O;ya>p@mJMbkfZznmw-o?
zuHDvu^>c*h>^~s*j_~p5@hrdokGTGupC1vj?4Jt5KT1mVq^qlF<jyJal?@O{?+IJM
zql$D+iS2UmC^Lre=1#&w9_l@1Q@gU(ViN<>l+{U-W&*gfJ}<@1oI0WxjKtjOm8Uzr
z`4zHH@hyj>Kp#ytEhcK0aQOXeI<e$_K)DIRdI&e4yWUWi>wd#pEw6?rKC+J<xwlgC
z@ZG&{7VP+ak0$FnVtY^_16r}zW@2{D4W+47ndi1xh@t;7FyX)L!z)p!jL<T}-ngF%
z`!E1PR9x$N5EC<4y<gzCBw_+4kyS0ZZ*8jz1v-avhB{JYy59XMadnvhQT5bOz4%@S
zkwB~LGT2*UMk*eY6yWQJbqo!~H`Ee8eX#{86*Lu*T$v85-ly@V)i_?<6;h`*=}+F*
zY9U?D#pQ5|VkSx+PJgvL;R}bGCoYb&jFj&C{8(_fu^-&uG^G+*2p5UF3$n2=x!VY}
zfO|BIuKsqjHpA3D=KX-uwI?>zbH|H=)2cQdm1zC%%h(IgoV~ROQ#L0{IP#tol#!6{
zhRW5cci8<1YcRq{2YcxYNJ6xNAv#D40|EnYtC=ZVjqzOkZ~m?Qr;$H*ZpCcBBO|-L
zWMTG!8YnR%JdX`Cfyc)VP*E~)xK7qD?0U8SOQW|xYK7<1@pbXLhN%NEBh`>KN3LyY
ze4@eR+qk}Ou;KkQFLe(GO1qlsZEhsU@w!nnckbC|7_u6QqxpTns>hC4B)xHA?g1C<
z2QB>aWfipx9f__$QXT2ZOs%$y`?IkZ6N*bdJ+3)2jlMs5934@2SxK3e?c#u9o1K0}
z_>9#tivOIfU})`grR9Q6rhhSc*ikEMjKAO^P-9ml@+sQEhR|SfglfNl8k^I<)K?**
zV@<nOyFY#oY%rHpJ;jiAzz%JBd|ZPG=3w`LLJKa&mo;A@G(y6h8U{g_q^X7*(X!=D
zeFOfy_xkGZI$U)}yqswq%Yo*xpZI+&{4!i$pV~Lv7*jPbFG^34!c{^$wYs@PocIdY
z0Njk1J$H&_EnLOGC;eeD;7ATnsw6B}ogu(VpTxG~N{MCZYuO|g0~$H@l<b$eB+&W>
zTb5e3-IBQ3Z@e<MY1QFJr0M|gZ%mgatop&Gu^HtEtskeb6G5Y!<3-f$?D39?+XkFv
zKZAiaz%?B{Br`H%900FLO!SJpRz)Oj<>Ayo>BM)g?xjJArQ;Zxslq0?z<jaC4nBeP
zsCtxzUeU^>*EUdH)*3aCP01<zoWEsxa$q`!4;~TrYhuZ=zq9RTb!KNiA!*;}CM(s;
zCJf$tEtMg>)r`kZLIP%#K?^+-^<)Z?E7H=vR$0naO*KhPqL`w>#7UV3v1|i4G87K`
z`r5%7NY~KR#0xwOL=x#Ji+r%vE#DGayHDE3{=R-<xmWGDQH@T-@?5g$Om(ej)n3Tk
zS?~6U+w>I)@4D1)ii=4O(wUZ(h$7{V))pUlmmyV73IkBukpeG%GKq+VUmh$QEb}aJ
z#wG2VHF;kx2wc&B`;%uHc!O-JU;A*~rer7lp-P*@+UdFJ@~Q3-!}ryMh6eqRMiY$N
z=l&wzP2Jln^`*oH9H}kt!?&A#T85D>#}kL2D2{vyG7+E&oG&v0pi0zhcr8!uTEUxL
zMJ>CSkZ^Yoa?NJ<(_Xa={XUHxjqI}Yb%LcoJFh#re<Yl^MW8uFEX}(F&9`4kSu2Ew
zK`8g|v{0pM`BDK~%3|1W6A<(=!t*yTMG+9ez70NLqg_;<(r_i&W_7hfn@?-7KviLN
zHZPw@BqLvTP(p30e)6<x<LFPY?7gVQ!KgB<6Sl(D23G$zL)M)?f(C&=bt4~`={cZ;
zbrp;KgrgbnpZET`pb<D(zhR#ba{Seat6Jeb9guW;R6M#r!{VhwwPn0RqEoB8D=?B@
z%jD^M<}`$_?3qUV*UWdpO6fG!mJ&s}*NmNrzL}Vo?n8NOX_jUW1Jz<j+}fJ<7JO&t
z7VlZ4gt>1Y$KMEB2fZ-Zc*QyyoBKT9tjToU^~Udqx`zJK#M6Io#D^?*47@poj&8K^
zYTa(EnQI;5&dnLu0rSr|)!MYDye(fDWnh%<t0h!kp?BxX7xPU-r-6^CTH})pP}y9I
z-DDvA^L4RuGI-X2cKr8h<Q6B>md!?}*LAbeIswcw{z@WqLmrOE-hgSj=H|62ysjY@
zZA-tRW#C5&>A3Q%627kPSbfQi8*%-{WE+}r%hUi(F#C(tw~(3@B!{@NS7SH;8&ll$
zZ7cqGO<tIKf>dbLNNXSLVuGih892^#5KMpac&zsS#_Gqd)q9S3;H#`kO4Zb=aWqKX
zDfj4%5GG%!(vpDoxI|v=W#z!j-F{k<Rs)X8DM5nr*;V@z5%NcUyB9T~F&ji~6kuv>
zy_C}?Ei<=dePxnV?^s9<ied~W4FExn8P%QGnl7Cxm3wi0g$^<yQz_)NwCu_Ekv@u~
zl`~EYdx?tPAK^hhj^ptm;IoxX`-YL6E(5<X_b4bS#9TfCZqO6?4ynh6MV$D!lb5$V
z&Q*kK%QOy15}79lxx%v**4HcZB5POFoO-k&16ouE$IaF9=u4@>A?7T!^6jspg8+Ha
zJnsqF8#-sY8Mt%!y!2GM97iNomYMT@a5|cZ#VcJGXnhwP=ukLQ=ZqD2lc@*}NsA(e
zeyJT;1Fqt!Iz%qw6f5q1n3+<Kh(e0$$R+EZSN<Pw@pCiGf|lKUQH*X(1%!`Jv&<qy
zWSDx{$D`1Fy#IcUmfcI+K1$YS(q}ffbwkGT5v*hPtYknJ+;lpFkXgIBqQBCd>~lFX
zz@oew2e;@RwGyB9`ZYQ1SMcZFURfc&v7NN|2L{@Zl?3k*LKmb&aZfy4i&#5ws_5YL
zG@bi2gVOwMi~yDIl!cK(zra)z+w3#4x`N2fKiDS%WxADwMJxwwoP~#0Ycy1x4{Jxf
zOe`CxA;=v>ViVt$)v7YKAOk(3XEo$6kX~8_L4b5clj1g%k6()vNfL#JZk4!v>_P!3
zS|5P!VP)dTZAXpdXNKx_#V)<s!ozptgsIVri%;>PnEC|H21O_KaZz)yki6gO;O{(A
z|Gk;}KZ|-jAmcL7TiRb8<ka@=>0*?i#GkS|8j+{@?3H0~@xf#+WHF|2Wc@q$8!rH(
zFY7E+qNj`=Bnl_{w0+537B5BVk_Ee+U-vzlJTJ4v<~5>C?{;pVhk*{d&M6Oh-~6nT
zL;Y7v_YNxpsh8X2QhemyhF|7E%U&;+pnJz^#j6pMeOKpi4ETRyxc1FnIhT-r{$yAU
z@?aFI#K9=xuS&NY9%@FtH9hfYhV!r1n}4J5s`!NsKjs~l=jQ{2IU>>>raPvo1_OQo
zpbH|&IC}#cSrqjR@=b2D%(0?xh*R{-;e_A+n%FBL(J!O0a6ahmg}LnO_fYOVDenhL
zaEKI#<sH;>RAON1=4OS%!YjH(Zy!v(LX_s+Fw+5;)C4G>{UR4h9&idyu4$bYqEKJb
zZds>ST+>9kl+H07+PmSOvbcZtd+jInFQQ$`H@O1i_IAtsK|$7?!t!oTI~wQP{`gdK
zd3_4|!bG=rY^8}i%y1gZ7ouLSbq}&0E1ix&ob#Ex2UNa?rx+ufefOr?3mx<+@>$S3
z?Ql7}raqIiCU1o2ejrf6GS|0cwe$<+)YCZpW#wB~jI|*R3)S+%yK?q(Qc7QhoW0a0
zK(Wu$TKA_v>|;r+D}1vGlrl0*HY&`X>ChC6(Z&SU*W)&~uP^50t0ez9`R&Z`bJd>W
zQR6n!C>Y#Zm>U~k`hFc}Fv$X^236O5ksyw*oFpb-UxKZE6c>1*7yEW3g@RrM=GGdR
zW&nxbON4!u-Rb)THnPAWAb)&B!*G_Y!`Bq)h5*imX}xyHK+gK`R<46F$xuh+qG{}$
zVO{DaBYDRp19<EG+C}9Ieu<73a~V$HAMB2Y`nrbvsk;__gnH;u^;Yv2o2DTMv@v9w
zEF53EL6yuQOwhXL{OPyT9DNqNrjRFhxxQW`F8qcfA_vZ<U@Pa090$IdS!uhqWuC?$
zd#agB{#vbb5v)N}EP9ie!x5IO5g4`s3o9ST0|K09OO|MPxsG%V2Q<6x_Lkj8g?-^V
zbI`iU6PQm8^qgyo!1b@+EF1a5Cu;PT>n0`#+dJc^b>nE8A|uDubeKiRWwOCa@(uGc
zq5eI>95LAHa&dpqeG6<E9&yV`Atz;XA%g@DPZ3R6zgrZf{&wql9kHAhVP5Mvzv!0L
z<*Q_1mtXeAk+@taG!!>HWbH~BU`)IvpfiCY>GHbA&>%<Wf}`Y=CZOE%_3kzQ+GTy;
z%}aEjBKD=gO;vfPn9YyOZ<Hj%l4G!DB2d<4SmEGU+9@FhJxf87F6v&1pVJg(nG>l;
z4RlzUTEdKQE&D~g@i?4sAgD8G43J(Dbc0T<9b4FTD0Ez)>}aTK4Zd4r8m{f<hvT3L
znPp|u@{KbnWwY%AAHX}*Vz|&`;EOT9Y6r{lftUH)f!;8^fxOV)vC&C?bJu^C@cJ)|
z_t00zhdc#ioK3lJ1y9;OpW5%5xc%sarJ=d3q-+QekNR^SQ=UU2#yqljc_cl4=NaNT
zHKZ)9k!`d_6F1m{_2zU*?u;Y@B7q2{v}ErKJX4GRl2ej05}znMMZvwVfAYY0+E8fi
zKzI7*6*jICP=sOBaxj_=wli%y%I_fA_D$X+@=%obvb7lk?w2AIk#Ys65WJN4R4<|t
z_PMqMz#1_u9~tkVr`SCxEplkgE;t)=bsE!8SDVRIt$3e{A-#F<Aim9N#fCCi3M%fN
zxMxSC-6k4|<Wo%1+~81v`;W^iZ{vlp?@)aiUw6ZUlHSmBy9#ZIPH;0ZvA#!LXc(kk
z0i&rsSfc|GJo6?jw4-tQwU{@AO2Jl#<1=C=0#fbVNl%c&5NbHX)wUO^^OHyWOti_^
zt5^Qv9&dvhI12^(P>i8!e!j;}S7IzNDI$yjM?BTx%Vw6W=zG*PPj#WaBF87-z&b(0
z1W^S`i+S<b(!}O~d+R+CLM9CV1cH5SkCdyI{dqfI8&h5rcXk>K+OB0#**a)QjuL=S
z6CF#p>(6}OOG@vpc`_KGTvXSZSd_7FbGtsqT24S9sri0~WM!aVKRvmW-cc>=YUz!7
z@yc!C+Ka&;YDBL9pJQq4Gn9KMbyG{(#GBNJ8<tketz`A>1(@8PeXG!g(C@ETf+Jbu
z@E=ER5WX3Tae@kib^<f1+}QL*j)RpSU9-z+(Mb149L(}`1-G^t_ys=w{-d)umhdNy
z#&l`annV+Sux;aK;)`QTlYI)|PJ=Gcc+Y|xZmBJFa!A!~Nd@}66@1LYEh$hog>xwv
zaoxzpetR3}dg{+aR1SeSx=pWvjw)C~92OjU3%@d+gF51OrK0$*JvIjf{~Csw*jsQ=
zN&8-Zco-puZOo@%LMGv5I(j5i1a74Ab55sHTCqm@c{BKq=`WC#p3m*mqcUWMZ;xj>
z)<)h{ekR_ybfgN@DQa%$8a7&sEVA^<f^H2b6<Ls$iKrarS=f?o+8wshMPkMM7vp}R
z8!*S<T(`ldw>9aFO;_~-9HzGT!wsj4%~Ji>r;`#@zIW|l`wPD%TQwzesU`DYc1I^X
zOam=Appd{Hm9>42zI|hg0-+W&a9=F1Ux>8Z3z!iAh^IX)+oFQ<%SVd`CQ5=<^Yb%e
zgu=mo8%zzHN}uU>0O&wTSP6g8a(p<LIoay|L+7D<4nw6<!&S{m<~|L3`oj;upFBU@
z+Pn_b>npYInLh8@ah={}Lro(vy)X6!rW^V_euaN{iU3Vf*KNod4iPgP%QM$T;^!Vv
zdO89!2<#BFbGc9{2rcdY0Qi&V&&fc%kK}BMN(ch0jSzC2%i@<%pf6x*U5m4-cy&wF
z+h`}2y7W)CcoyeTXX=y3oR>c()A(~TYg%iS6&Wjs#R|N3YzzlF1IrQm{&CQ&m99YU
z0k<~{)<g^N7S?IfbAm1}`E}`@GO>K;cBjR5#z#2MI8X40`!IP^CU-=)a-=RPySS?a
zoFVhpdcFp}V$OAVR-zR7hy2=zO2O<BO=WC7@MC!JX|e;6mRM<FfekE>wNiI`6wiPm
z#YHmXzrKEK#rOubRnWfI=tLDn*#m{}WyW*3A)gw8k%p*NfATvg=RIxT9?ebOp8SVb
z+PBjUThw@yVJoI<C2KHTf?sjcD;Go4uQ-9q)tW}j2RE$yrroWl(<_Fn;dgBM^buzA
z?$KVOQkVl@7>WRazAKGt%O2D}M(0@g7aK`k`bfXh+uc!U|H7Q=e5CKb_kUqY|DR0S
z`R3`bM}N$&y|NnnuB7+7)vDj#rIT71otlWe#$JQP(L6V`>Xq4Dr^h|_g7b@JU?MQA
zB9dKxdF7U}k?VX)M{@8L3fz%M#R<nV9WB|dy21NI2WQF>psb;yF4D!v8(G~^FtWqw
zn2r$L&A=XWSB#Xx24VSNw*c;y1}n4F_DunFcBfnUsKDN+bX~l|!{TzA=4aqUopW+Y
zjXM2YnL1fx$bz1ckv;+;C1Aao7y}3Uny_N?8bPx!<aNnN#L6{&l~q@2Z(%l(ZKdD&
z1`@Da(!<fd?ecK{mf&}trj48@eIwo-l;C_Cqk{pr_uwLC<ef@J$Otj0SFep3TtMNA
zahi?UQC^?I<SMz&7{?|)jb2@H2k?cD+^-};id3`*XubY)P8Y00Nigo41Wrr`mY!nW
zUxm49n^M7yjeD$TeebFlI{dALld@8^!)gW0rY1tABKdp4nIx6B9Y)((rScxcKfnuv
zvn%(_EhG`2y)v_@_lU~x@<D(-(>9ZmV2+hnVMp7snuNie@p5orW(N^muf}L}j!i)E
zzVwzCa4l034DEYGdfIm8GWgzC_H~JfJIt=Ty@F?+T&qC|lwDG?L<bHEeN6+R)Gdn8
z!Ta(i0i?oc;-r%VUMAZ^a<FkKaXSAB@`lQ8Z<C2k7W*=<kw}3j18hAj<CdI&oRCMH
zNfugY97ksepEu$VQ?v8LQ`Sh1Gvi1{;rL>AT7;YMja{z+_3K%N+)`sAK2F095IB`v
zd%#`qi;E#v`oXVUfeUwu(FVS;?Jtu274VY}3OAzEpAq^uWtWaVtj+wP?^!}i%4P|4
z<Ex!S;CBWT5`+!5DT{%~-O@a-+uMoG1T_COtD(*PY{EV?21F@I#^ecZ<mJjl@I4?J
z2YceZs>w~g=Ocg=oWh4K-kG=_Y`(ID-6?a6*_3Z9MkzONYCZ%0YRMBQow&_14K9Cm
zEDr|z7Xuw8KzWpZx#5_rgSw?A(_L0gr?IlL<>Og5c9cy%lC^Eq_ctiQGw_}p@1(GZ
z)>}}iGnP9+ew+?ne%aaVcs*46mygvr2Xaj*YkBHH`z1_kMW={(%j_UXKyXSezqD|>
zyg>H^@#;QFw&ykoS~~_kC@OYVR+ki!UagYQuM!mg*S+ER<dMn;o8o_gA5W|SUHS|I
z3F)YGux66)Y3jvoU4rNf8(s2EjB6*O01sllbs<J8b~nP$!yw;mtn&YWjT+Iv*^rp?
z_6h2#?(#&R{2}1wkk!>cSI^r}6*lJBxdH0hzxBcPBn=!kH&r*g9}yRdTeVCa8G#k7
zETp*P;NoA;@;4>2<JHLyqgVwMGvPKV-;{(d3JR$F?%v5?qHiRfbdAgEUJ_2UO5xS`
z>%ngQ-8m7qs!@9@S-HcD`9G3pI64*<btfi)eJP5aHurK1EJ1VIod-c`C(i!*>hD$*
zD})YX8y$u+iCeAk`C8$!F+ZN8{~P;H^v)!I;{TS@_(U)8bM22qdW`z{JHITvXD#M|
zJXkC_vydX+E)RIJ4=y<oL8e$54r^Xe3~^<zFJ8f_<7&0STodq-b)Gx%<4o2JV+lMx
z6iiV$T-b|c)tl4}Z8G-=9BDCmk9Y(FGvhSA-Z4&*V>K}NnYcw#OY3Ane|X$8hrF8j
z5AWKH$0jjxZ*^)*be<=8ykhsRs4h4iPYcS-S`fOF9<dZ#Q9nTyoqp=?tQu0eFBe2d
zIMOcTQ$h8PW5lmRjQP>rN%(co%%h)P$j7r)>k-gVMXZK!jid`9u}@DoHn%Z3owBX0
z55ZFFeR9&^D0yyB(CFBxFwh-3W4L=^7#;ry1WB&8IU{{^;|*L@i~fqp^7REb1GrF~
z(4Rb&kDELFOR7iY(A8ZAG1=;^?=0UfeI1Mg@hz*_f4L)*)wdNA73ZF+J7CaV9FfV}
z6T5*{Ux=#m4)a;Q0G9g9yzHqPyP0%DyStexdSBOGi?Nq%IO?ZiYAYsfesx#Uw%3*d
zhII?-W?isx&=}Ct>JqRR*us{UH8~=w#LSPW+J%0BwQK|KzV>;b4_bT2HJD(}NFA!q
zlQ8+H9T5@0|7Pw(o$l4@X>r`gpFD4`E&qb<V?PY`bh`Y$$HXQruxNg`*MHSjgvnUv
zbt2dm`fmM(q~96MV|J%zo4Dj9*^uD2#4;S1+j1w%t1JsrxctSiv>bcM_8?AiVUx20
z3(=Ma=Z9vG*iG5u%KiA5FBZYzsr=hj6`j<evls2stm^NKOk?(hL#3K&L`L)U^$p+y
zw<QEtY%keA$nBYhh>3ZFTQ;LUZlD%5C-HUZ_S<TMd9vDlle}4I>)?HE3|@I%9wmRg
zbYO&-v_(=}sUDdZV_F$dI`fzD>sCM+c*JjJ+kbd6k-pE|qgSLG>8GrN0ovG9BE}~(
zJMyUD=9h7LNYR=A4YajA*9nIaccpw+!QCq929B~y&C;)&9E!GILGY0xASa?%1}Z28
zQxTH0@SP75p1$2y9{kkow6)E=5YUJ3w<@rVBxakaA=h@Wbo-{;SHot*?R#vb0vt>3
zRSJ6$l?~YDN&%gx-tcn;O>%5W|1S0mk*5Eq0yKl3MHv5nLh#OCIzags!RHr9HPfaA
zLC_E3eocu$X0MgXc+m7N&(V3FBR6@3d3ZkZ9RHn1jpxuy-3;f}>WP}~>FfFR%G37#
zqd!c+^WO<~kNolfr?ij%#p==p&S##&EJk?+1t&02n)n6giOXLkyEVp%u>;>x4G;7k
z6bEa@8`v3nf+fXGNGC1GyKNQD(TLT~%u{c52_wBuyse{V&gK+bl#5%%nv5X!eSDT>
z@l=4#>pHZo!@NUMWg{nVF&s$0ot_w8DQir6BP1MX$i2=8<jQKPFVNA)0{TC~^lubb
zI^|r1-W=TQGGvsN4lp5?WkF2l+7a^f*66bt&H`)Ll65obAdcQ)quVFgiTlHioq5Ir
z3vQ%&Myp$#>7{yn>5oWGRDGgbsP<z5gv>5#8rfoz3yDSwCc3@LQG6ZaS5qk0OT0~D
zX18fQ2x~2dXncd9p3qjh94FBmT|Nxb*$SV7s?VXZ@>!xL$b|}-4VO{kyTu;6%GKx*
zC_R$!YLk&-7D`2^rc@H_ghAR10$S_olLLiqA&?vPIV62K7C|*@_9@VI(}T0+o}mj_
zY$arE@ojFtwm^O@ia^9GEkUtai&nA#$k;y3Vc)Mb=jKvz;Hq!nuoXlSQn^;8y>60p
zx<T*^S7x%v((3E{0W(b%wu05k<=#Q+38W?#xZgxv$m(1`U&q?9MoZfIuXY+i%(@)Y
zFZnlTIP(6Z9_&vAcis@)=yx{bhaf1iqn4OJ<Dqxm{23cRdH6l6R*IGqPgUD^9b~Sw
z+gV7J$H``mu0284x+SLN6e3%uo=_x+MKk+tcd%Ew!{m;R#?<88n%AVNJ#SMCN~P!H
zDrM|bwXb7J>;VUXlMZb|@5m}N;6rxV$ZGiM@TUy#9BK1s69$gJLP>KK2H0TlWE*c6
zYitWENxGI)r6=?uM`}d8wm%1Ek>?ZN=9p@?e>(O3OvF?QR3Xs0>qE%7GcBr?+J)-4
zh~8?}WwZuZm7`>5yqF<2Ynasx$}-mi!$0LYwlptib*k6mAjbm-FwEe`qin@^3y3<E
zWLk^2n=lytW5Deo1EkhqY`kq|L*d4(6Txw-i&!@t6(PeItr44#sSxRZw~Pnk?;8OK
zf}&r~#1Oa!Gdm=~-+mi6Nt1T^i%*XHOFu(*{!M8gK9~D!%a!!H8KZijcS(fTBcE6x
z!LP4Ulmt|ytlw8M>}LtT<us(FRP(&J!(-g%qkVYMOt09o*2>6Aifp$h1-5eqPqi$A
ze;5wLWSj<G^;#%2o_rGfek9L0HtNsvxU(*2qu-xE-ux#C4e8_F5{;}d{spMvzn@z(
zHgo@HK}Vf7rT#}jH@YtRP_23Uuq*|XZjYg}P2Vq|#2jGH&65kT-lOSjxa-pe$W!L3
zEjlI&s+G2!_GOHw;Pfq^&$7fbTF~<*464qH(}Vp2B5eQ*#9!Qrh)VwPYk{|RY=7VR
zZlPCM#CeZ+7`VCI-w2@Wc}(xtYo71LWhGDM+flzJF11rr$nXt7>6qI7%|$r(kFNQ>
zbHqK+2JG63tZUzSZJ$!d86TfAQLZCET3-Mjp_w18!OOFOa9pWAZ-{V|lgn+$QRqTZ
z-x0%q$&i~exr<9}ZOCtvOo>txi7D`;bbcMk+5X9sny)|T{@uso+rxJ7eBS>C(%O)o
zQ#?IjFT*WyR=v4cTOmr!8jFC7vfDiFq^4Mq7DWgdy`UYEF5axz?d;mUd+t{fe)3df
zWCeV}h_V;&sV=-9X>G4&o-g#NezGwk88ow{i1YBdXdG_-*~U2k+>X8SXT`kKom<0W
zogO(Xdd<kd^{L{dN==Qa4giR_=_nugHd#FKF~U2?qk4&xXyrkSw%6Y4Jl)Q3ONnt}
zujRI3Wszc?tzbGc^0g1BFPJHNb1$L%l1d-j{JlU@KG?@TrNp5IF4*`(HZsgAASX(L
z9i$hulC)Dwzgrz1747qQr99rV<(xpL2xJ&$zB2~DE-T(l=&j~_T=(iYZJ}Yf<V1-V
z@a5A?U+)A0h(wY*7(?WSAEYH#?>j{d6F#iK)iT`c;9ya;Eq(^#)guTQ9JoFa0Bgp2
zW^eSw^m0yA)pcG&EiIwYTiRKvsivN~^Q+Y;yvw+A<}v9``;<Ys#QMf;#b|W&ZY2An
z7t`m6WWCIuz81Jwx5x8|XyQ!L64)GLeV!93xu{Nd$7dm4x}P;3*b4aq)O;BI;OTUw
zC(NgN!JFnpPqp;|kW%Rg&87&Csft+c_qqF%Txrg*uqB<CJy`DL8kC5?*KZ>aK@{Gr
z4@-tw7Qtc8z{{*GxiuvXeQSMDwF-R^h@`9V06rMtqW7r19t@`MI9hia)Keon;#N5;
z5%x(xBuw1rSLbyFWRi=szu7^+LD9!6!`(^(*=r~OumbX1Y10QX-NNktNOI6ILt1vK
zF}WIhBOwKmrUAXsmS1xp3|p6TbkCt_4rdf$E58B*dxBXTRTkbI!NekrO~;O`HOX~y
zvrKzLeK@G~DXV%fYUx;W7}r$_x4BNUJ0jX3Fbsop^M&3}R<ry1mv~>$>AfNcDM1_R
zb(d9CD_hBLQ_4o`N}Ko`^}4OuUv?5xt`1?<V55@#e79p0HybtXuY?FV<4h&%?XOO<
z2Ts3F5z#I!GSbxCp@I**zR@c+X2Y9eGWl$f^+%S2eTBaA?YT;?s*H7%l4$PhMt~q$
zDR89|ZL=pYptj)qi2O)G@;CA$F{Tv7s=YfD@U@QBc+Jj_!A<WJ0<4Z=730?{jyJ&^
z2S!*irzT4c{TZ?xi-AIDLKV(j);is<T|Kk9^KyoRWp2OE13FZ*^HPG5{GKS0NE7Y8
z(lIAyr|@H0TQ}0MhYV8V)7?~GEN9W;@>=CJY`K>2kV1<c5*hEd-&TFI>_%rK6t^pa
z(tq0wH28`vlT3lbS8VWwRiizC2U(G%{U=sN#O>LoZCahynGN#=Z*Q?9FNRADCq;0d
zL-?+%gi_AcWM`l1jnjdANMTBO8nc3z($dm&aN3sIj4{^{<sh6un=#aUD9_GvHLZ{X
z_qCnKYG>sN7Knqt)#R04^UMgv7ZElsrWlk>NzsDg*4SD*iIKSUX4xAJe7T%#E3x&~
zmEDk=XeACls0&;t*aq5|JW@y~F^XKFfWf%^*sRHsB1G*^9z#ck0pJP*^W?ME;(%&~
z20^p}1cxscECD~S|7z(wK3AwDOpk=qw7KqRD~mqWw2!H#X}WqqFv=CH^`hW*z@pP3
z8m~~fpI_BN2Qkhw{v6JBPZQu{8z0xzo>cuwwXM~wb=RE>rEloVh`euaANxxM|C`?Z
zhp`-W<X^^e`{Nn6)lWR9{sQ`|J~l)6V!Xdy_`bk28#F`M`THE#Q(Up~E03tt&A-4J
zen;NCP5GxWV0?VUpGFtsml~KW#|rSP=T*w81Moy*=;z$_{lWEOM4em_YrvFO-y@ri
zN$iPs3_wkOzyuh9BJQkwP13{3l~sfB{rW}Rpo6qhC*liSS|b>lLNTQ9x3mdO6@9bx
zGTm1uIq1eLR}2-Q_5eu_4ifTG%D#uxD*G89uk8!jmxtaX6gQEZ^S0U-9za3RS2&d}
z0k}$w=6#tFPb6{yq+{=DKQfIk&x8C@`t;9~&d#g30)n*DU{V-SJ%Rv|9v;*t>l)xp
zTU&|kHBer2*|Qh+u~l8C2%9wY@Fv#u>u~)MC+M3#<>=f-J%F6wee=j;5UTi!YjwR}
z(vyzGGnhTVL1F<S`rx5oSOL@U&KBG66s+ykbgZ&8WNLL$xgSCmVQ--`w=piU&+e&|
zCZYfU02Y9`IR{EaFd)J#I2>sl_dQPEsf-G<k7_?K_oJ3C)MPr0HN40p67OU;#w^(>
z79b{Y4hSp-b<1*Q@+>cmv*D@tA%omEN~KY)Fbr$!g--pSJg;NIV+?7SAHkw!=|3E`
zKCE;v_>lebHU(PaUjZoN4{vFUKJyc4fe1$PK`+m&(`}357Bb!sf*!=b_~Gs!Hk{E-
zRv)HlTp`{iJkiMCfl(#4pic$hGqy0$CVV+!-bap@&E^EY#8C~Y_a<RU=o4UYxpk^m
zPM(FRS_gN23Z=A1m7X3dFwqz@*n-o0)C9y|u@qSsMrY}^a<fL(Mv^tfrGbd645UfA
zIWg>vzIS%K#kImk3IrG~-7)mC!}ENI^g&R}?D1ZjhlW`Qo_Y;gy=5MECQB=1-L<R%
zA$px~{r*hM+d4V;$c^#MVAoBIJWdlRFL+csQLsuI+}z7M0ax|Gbuh}*5)`^E6UAEi
zqw&Pah=3{37pR_x@W#l<skz|%dhNp0ytN*K<;j4V4xqA&?`Vh($F%&j)^WeDY1q@9
zb#f4NhD_C3r(=BqNH7056MgZUJ*g-EL1f9lFP*Md^;YTZK=poIsr&&V>^IF6H=X>4
z#hdV7$l^V;%d)t{r;uj+ekgZrM-p-abTaDq-MHmcwFiDa|4cNw+9b63|1d-T$jKS#
zFMmme|G7S&i6`FO(>py<dv)5Vo9hF=pYUw`Fn%<u4V|4}$zpjs>H3tgtWDe0gOHB|
z7;9gWwh-a~L=`&MJ5N&I2x3w)?@ehpZ)LGcwv+8NpbyU@uf{XD(U1jB)3?C~Y?TF0
z{lT$C5z}c8Z4+BrDUAWfI-gxvwJk!?mLnkcGst4_?2|}`3X3coxT1NTO@;<zv}4Ha
zfv@v6WN7zPNlEb9n$wp{;URuMwkA}J^Pxo(BBLAqTEU%!l?DF_2RStBJ;U~s$Lhv5
z@e6#NSXNaUuQ~O=y0u+0+>eorl6TCDPx$b8@2~zwf1^uu%X_C(buZ@{socISs8}93
zC!af1^uQOspB{YUwzo^=NV)pZ%79O#F0a%Bhf92g4*3(pUs-=s@i!J&!B&JpY7jmG
zzuAJMji?v&2S;j1qQ>535I@fXRpfSFmycUs@fVnGyKbPor{!VYt8aEu+2|}fk%25S
zFxWe<T%x|bzcm3e|C>6K`YPj8vucMszR8}MBRhj*YApcP`}#hU({<9}UwetMgdLLw
zMa^P43A2)NR>u4|<Do(K?!nTR+d*wDsp_u}*`e&l>uT3L3}1Uu^ss12unvE9?$PHi
z5vjy^a)dZ5&@q8k+VGJ|(H0mk#zKj1ebv3pMdD1f(L1*DFzQp*|7n`yRP!Wew?BL9
ziV=c}&L>#e$tlkN<l*hT*7Ok9iG!_so|q#A-AHFwK|4#AgED3NX%1%yVE8>{0fXj}
zYo33<eDS=|CT7S7>xTo|1z*SjiGak+AH^d-e41v}_Yj_S8fK2p_xtz4lQ^)i1F~kP
zH3e*m@ntQD3f{Jo;GaAPZy&bZ*CS@mn=Rcb)_z}akbBYfYgAchEYFkQ|M^89X^Fz!
zt+MHkWA^sHU-rxwCPr8Umu%Gp?i4lNOVb7~Scg}J%+KuaY>JoX?P=;o?w`bCRDE9@
z<ZzoZ?X)*hQQ!8?+gR=k7c~BO4C9~Xo3p0=-TZ@{)?`?+*7Qo?NV7N=xaGFiTlQ^j
zUia@_e0OwQ{@(+){;x6rI%nPVFRD5{G-&l!j%<Q)xOxR9dAu9`0Bm4ef8o2*+-ktS
zlIDi1jQl#+&&=THahtyd+h2~sf7;8|($yfgLPgOC<eq(Pkx{2eR>Oj%CE71E44Pd6
zaKL`|hOfql)ozJ3@wIKd!qS;BJL(0SSW4xD9hz!F0t5;`Pt||I&OMd9znIM|Mj!7D
zcu9v_+mWp%u;wcqyWdupWf1}fpR(37j#u`5Tr?%Y4cPvV&}@@CalMjzj;_puZAG%@
zg?=?SD4$|q7+4+)qLDqy8;o4~*)?|1h?n;m&kVZ1?Sh(wr@ua5d1{CHrHYL*i`VoM
z^u7!Z>_2DRi;w_vqofpIj!Mv{t(xoB5DA>yf`tjlv~~C5RgTQGCWZgH)$_RJC3}7H
z0)?*~9eHMfEh6QY77<1PFEs;|kAZJH+^M4H8$qRfv{Y==(zJ=o_q(+!4TA#-L|-*H
zEkv_0e*sf!A75gW*Gh#tjKtw~4aDKYelf`4gAFfD4@YipGw_@H34K;3E0jNaL3yH!
zgN)G+lW&s&pM_vE2MfseIj8JJ{BrUA!Ke|mqRBC}egHEuYc<F(g%46cJo8w!w|ZfD
z1zY80zcjykfqOaBoBaW&l^LSfqWYvTZORsptFLSkO<WFyw0{r1AeU!`A&unCa=a@X
zi1_Nhu09yNyNhL63}2p1H(0T59o!4ZPBVs$NCvuQVyPv8wE*45a}j)@C9TG`trevM
zATkPbFys159k*y!#oKA(d32+@1L{kOVv+peiraru7liZApF30Vso{KUmQQdNd0xrq
zmaa@Ltv*V_d`!#JUGP1T7}uF9bH>jLpT#E=mx{+sptL3Ac381-Z!~3HRHM#-XGzZj
zbc6r)D{qMZ%dc#|ncU&Qb6xv?);a%QUD2trUvzM%6DA$Be<2X!`Z^^CnXV93V#!r>
zCc1wqPXpV(9eI6w*oo0^)77xRSGs9Kr14|3U<S>^Jbt>FbkwWi#2-CAsJco5&RWJ(
zWHCOWetlX(sBN3+%3J7epXSLP$ofPj6WzLULa_F;42D}GQZ8{^9BG8qRIU+s@GPcQ
zCN>(m7gaALI=MNZrPS7M@diZ<jTsmgj<*4n7C%poeOmBxb9-HBJ3d&kVg%}P#N#($
za*^3i!7h~Qfs86d54skKzM$XR52M-1ySqXJgp)q^>pDX2J0R-GjcuO9x-p`V1=!?b
zyFBNOFl%{z3lNO!;W#8ydYP1!!+&^=z<2Bk>fsE%s>0%Nj$P3Y3rkdy+1+o>47BhL
zre<K+`>KeM`EbhT?gb5;(=!*yNu@aYAiBg08@~9H=g4%w4S9ZLGx;-;Y))&`3AIGh
zV3tM+we2cYnyQlC5i5%IxT@<zl=%k3s-LhHVydl3ATD9blCqOBK&f`l?PSY`yP{v5
zI09v>J9cH8hVfXmn%SgjyELwSgzUk`ScbPZtadk8fM20AUO1B7TWR6GQBX<0?X@)E
zWBHpaf0!>%>yP@{_y~ZfxKeUZOtz-=Whv_Pli)=Xj{j8WsYglTHRKW<=2EzAj^t=I
zifowed}pY*8Yxap*^KB;?6yQ>fc`2EeBQP?@xqbrdX-`%FLGenjE%jBC#y=ocNXSa
zpo4Z?rNa*P+vW@KJt+Qj411{?wb>{bNQ2k#5>ULS0_lCj)pg@`2>zLr`P73g7^Sra
zYr+lR-GiCET3mklDy+c@tn4SxdY)>-!!N+bg+!l4BhM;mA52RdH*AxUgY9f+B|h}p
z+|YQ6yOXO>V{aId7U4q|pvx0_v0_*X<*msrF-2v|)RsFt+>qW<HrSxe`F&K5`)H(6
zT*F>|wf+9}20X~^-g|PAKu9#ZSw5F*S!7wQGDa<AS}d>Bph|HyXZniuEAzhGGkAyo
z+TZxKqsr$JE=POyNy)&V@G(j?+a_FzcMw3TAJZ*OXz!ZMbBs$9Nv%;Js5BM$=YT8f
zgvnM_1N|ROXACfvUINex(HU4z+<oN88Jm%<{H&5DdvR{GFU=0%vaWkwGs&_T`~!T7
zo>%M53#sbh=(-oz!r=%IdA#h=m7(8e;2{E2Oh@go4CTP%8H|O<98ji55nS-}Q#hS>
z2GiOG;$y%jaRwcq+>>|5t6ekqSoOC^2MYkor}EM#IqE6P@rVjai`6CY+)e`qgp2Ig
zA|zo6#E+ZLt={r=LavE3K1Z-ULNf+~&V4KyUQJ1=jLDLzMVP*ZYObyUf)|MlDD`A6
zKRN94Rf|UxL24r-X0uIoFg6Mp_mijBv;3Y`Rx;8O!M*>Zs6!G;D$R8pST?ljEK4IV
z;{p+O^CaLen>zjdZ3-z$5p9~K#BtrMH!Hu50Re=wxp{y7Uyy1?%!pgM$)=-u0W3kS
zh)AH)k~45Ud>d5O(mACcgwY6EG4oMhxP@j3T)X8OqvZw%JF3c3x2aYVYVh^TZzX_)
zu+XmJfyhP&4y`kK5OqqVQ0%aJ;^jw})X4?}??h_|Ba<7mj&2;q*N(_9kV?7cZEEL@
zKv6d)_&x|D4CZz9YdXjCitxq6elkrey)mXVFonYLj2bMgYKSNG=&VQ24$(jSI^67J
zEzfZZl=tYAd>H<IDE~Ame5Os~evgaq?6u<GI)RlZZ@eC9eB6h4YVSYDB9LAAR^!t9
zI>=xy&K1rVzTR`9dqn+_(Mz@T%oFnNwcQC~yf;GIWi+XK<k_Z+*xcl5vV0iLd-TSE
zPw8TNC@b(FEF?AC3IN%Yrh_*qT4^T@ub7Plc6aCX-?HPyo)xI>nTW=#cZ$3&YiN^!
z+;5ZyW!J-p)bi^4dG&)zUY5W)sP{xlM7=O;in|Wry-@HYzT$zH)fQUQ<NMagM9|so
zZ@BROp?N7>JU0#dx?lgzVtfOi<BT~qQTzDy)e?nORi&liiEU2@+w}2V7SvxGTgkFE
ze*Z(mH9B<gq+K=kjt$fZYNi(WMjo=>E|Ss}h)BhksI8}q^;qs`qfR>;D`xtL9Sh%i
z4(nqp8xLYbx}65UKj=)pb>KsO-hV0hj2R&kq#b$#v8LJ40FU68XXRdSr#9cO*_dG5
zzlAj%R6F;A+2hU}=U6x&2D!z_$)tsZspi_ZfG4MAl|Ng8*_Y_@b6EG*9O#}zUvT#f
zanpb!qG4zCR;dFR&?bGwRkiWM#(I8c2xrZ`pgi^AQ`W=xR?8tMc}{-niZ9NikQ65!
z1HM-iMryxb3;WuE>>@<uP<D=wuC(7PC1EBj=+oEWokLmS?hl^SGthnZCM!iHXx%!t
z;hgGa1_JvGMOg$AsR;X&^nyP`{IQfl?c06fa?iHFq4C+?{3?I8)|uqzmA2w3Iu8=h
zWsOF4Q@7SXLdOR(@CZp)wA;BS;>=j?THq91bH{yP$)gv`+_7J|+$dvTCLmL~FgHIP
zF;41j$>kn+fp<#n1hgdY?rl)ApISJrRKv?th~yfW-;H3vy2sL2rEuK!t<2hKUARn`
z!$QcS*?yI!Em1i$K3V@G6rg1XNs3wo;$@HHiR-YLTTyEf3j1zp-)|KDxb5joSgzq!
zSwz((_o^4iJ+C_@g;`Un<$!}jGOt)xJ{e7<y5{KBC<@3te_75FINPPGftTUL={2OC
z|CATkWjd`=1NU8p7MHk;s&}u|WSi+yzV9xfX69cedX@Nn$s_^a8GP+LCMcJd8<DMU
zW_98fmc0=wOX@MXWo8A`d=A_QWE0DnPd<(9FvFmQS&6JRCH%EiCxb~$754cd_+L`w
zh!siiPy$CUHRq3mGoEA)|Gc%Q7gJLH4eZ$L%N5bz5B<W!!*lZBf9RKk>Tuv}QN2}^
z+|%hj<M@j!x?c$r$qSkrL3A-X&o7#7HxED#${^~YLx^6u*{oazXry3((=(pB8*jcM
z6f~DU<8~0|^LwW8`XImlKa|5QLr*6|^a7I?0-P=@z0*6x_?G+7Ea^d${QAD)r9+33
z)PMgc^r0}GhToq!JrssV;PYMk|F$NQzI>kEeaVx@!;^R@S?IatKVS|2k%e$L=)}K!
zXZ|g)Wz6KS{=joT_@5a6OH?Qt@+HkXhu3293v2|X6}+a|*@Y-8%|nsiTqsf>4F0$`
zcP~WO!81BK;<4`e?d~`-sRW)<N`A<dJvPGtD?4!U6A?6+{VJ=%2Ex(^wk<L*OxsmX
zE}a#tUKXDys^+|fE_`DKetKm0lgFr2(0Ez%{R^WKQJKIN!A#Y!-aTpIx9MfY3gHNI
zuhFffI$I?KPzDCO)xV~tQD|Q#kI3P3tZnmGs$`Gij`v~-J)4oBe72Jluf-V@#rF>^
zaiK<-Jl>f`>r7(nPrEUDGQ#UbED5YkRL&nB(ONMdrJO|gqk*7BA_XHWZ7KBQgkhz+
zN@*+TV4Dj7aR2tMC$U6AY_LXQNJ;FYR)p0XciQ}mGA}vTG1rUn(#@{%#LZlID3J<+
zTQ?0cd%V<_wz{2;q0o^*&++gI7vG#`6Y%dPvRu!Uv8s2&E)O2mWS8Y)Is{_c)b%bO
zFpqp8_Gl)E@&sTzVVWZO+x{|Fl)<k_s$A!E{klICT(`(681g?OJR4sUOyd32f{V?9
zEv}{TPfO=@o$KfKC5+JR!;KgD>N77FLfjX65y0>3jwP3RtTQYY`}M=BStAtKI;)p$
zSkcAbe|4Lx_LHX#@Owjus=D^$DsQGM{FVif7z8yS&eFnbhRPc9VY{Z&>9vb{4hp`V
zfg|V1fS1X28S#n|y(+q@#U0ku0hOQaRFXuiaznc-DUEh$_QyL2PN^JfQSjRpnNn8?
z*<~66h^UtwA}8D&Adj0e{01Z0K0xWjEALanR#mP&LDJy6r%URptgPAS8=ca`X+`+n
zOv+9AHo-;;HJJ*)?=axqI;KUV*D9k@q?`S>7jYPXKXCG#F{{dio-}W(sJ5ZGZ7NuP
zbq0CLN_ZBri)`R~;1#s>qt_{@Pe2{zQ&<Wl%0-@^Z*A$57l80}8*)`^dz|gg57FDN
zs{4L>qOX)(XJaF2*WY+F&NY$Y^v(eD1>QkTdreU{ZnWk^WvD?^ueip`s9zt79RQU*
zHn2PyH=~~{nUv<RW5N2k6gO6F=A_0OZ6}ZjOB5`8s%zmWdrs(UcN?t7&Km9Mk|E|F
zgk8+8^EpUYGsw1`Hj&JOrZVHpCNNV8?3PO|8PsZwtG`9?=r+2lKB`M;@VK3qA_(?e
ze!=sPZyE|^pK1ys^KD^J#8^ZmDflt7p98G$qp<*Q6sT+WT(cUsxnUrcT&&w*%UC~#
zl&y~3+OhyE_`HeZA72jEh+ItEzzfF2_tJGG33esqOG9{r5VO9J?yT<5xm!!{U9C8V
zl~{0j>#o1OPmoPRZ{5n4Vif|)?gRsC3bSI9VKb>Jg7LKQ+$YkUOfaD=wG$)-yE8tM
zYMJ$`A#L@Ma4s_L2c1tK0+zaTV|G**J7SiR(Fn86-;v)x-@BPo@sI_B1wvceru1}w
z9UDX!)wcz(?V}_5RNnvO(XW(FOokyvR^bR>Xl<BD>vZDy2ZD`{nZ7FqVNuDsrr23z
zPpbhpHBDlgJ*VC%S$cj@F*<7=F9S+BFy(1wk5K>@KK`=v4WfB>|Hqin|5{w0H0-ZF
zo;p|_AM?GdV}583YIQWWBX+bMuBX`my;@po(IJS=Q5^)?4`;9GBZ*Sf#8_5w<ZYGD
zlPa;e2sUb~BA|_0O20ONnj3V0UGpW(c9A)o9%=PNxP!Mf@e~2myvvUz)y4N58xA@4
z>B+0H&gz`~zQ%=Okc9!QZ**Y-B49vFkPp|8bQa0nc-?>t-3pLD6WQj|Gs5h%*ADEr
zwK7bBS3EaNatlTIPa*<HkNqWtf<rWy^Ct`QoT6A8VCnHjrKc}__6*|U8Npu|n%&6I
z$v;=}vbTF4HzLy`J^FmJb9@rn;Zyk(e6PXU<{9*j>6CiXIB2xnpf!TKf)q`*3cAt1
z>|hkrC6<v|m*;gEo`SM}*S)84g@f6a8)z)t%%+MdyTXx8W>Y_T(h1sxU{?&Y#mz6K
z57rYTuYqTt5WN6&7pc!B1-3_+PUfqVGla~2<1*fC<J<-^2zKan+H08o)w^!1SweMO
zj^R!%hN^}P)vWgv*37Q))!<de)b`vuGfT8DiVKkHa*HPkV`Uzu4DMZg19s~l_&QY$
z8C|l8zYJISO(h9Y$bXfK3TU1qoBI3KOS0B|+y+Or(gaT!r*)aOU(^&)`i<(b6JA=@
zMf#30)HLx+%hzZ{&y3o<t$vc=IViIAh@Fm8pYKDcqcY7zyE*{)HH@=x*eQRE&8u1@
zJy21s)lSyI$-ZA-a!|>ZT{;7XPt|smq#X+=bva1>;yn_??S5CSW-T9if%_!Ax9Lp&
z{xIAIzs~Vjo#`C`Ouq~^LEP&P1ncg8G`r@BajArBURM?`Y6f_|c8^5$3zgT%7C)na
zXNp0j?GwdV^}14)fJVaOsJIjla$({JryZb+hSReOL9v9XH-uGt_DJ{ELsl>v9#BTz
zJY&Dil81lnY$OM2q>-Y(*4_v0jow5%oA@m5JHK4TYQ!$(Q?fPPe7J^NhTFRLw@YM*
z0k@?pmwenkY}YLOCbm@wYJ{h0)(h?Oa&ASq#0(+gWkV(fW{$6q2P%sn?eVOs&o5uS
z%cv{cfZ4pgg)mG7a{HvvPHZHb1G5r8{gcPqetV~S_Lc|JE>fw6Zpi$$PR|x4+@D)V
zXbXLcjen}|J8cY^=kOU3USVLWm$ge$x+dj0Evv9)IDB%*LB1Rtfe@-+49BzuM)fFa
z-y|}O9@N6rqbGXX=dViJ1W^wh55z5iAMyTlTj_X+p)bDWm7+RFpWt3jK(LF>N1HxL
zfh@9Zm`TX13`@EEx1JA&qk4k_$%~-NA5z%W&^6_oU4y#MFkIIN(Xz(a2Hf@C^8(YR
zD^wprEiE*{Fe3u3%?>F}tT6oW1*0P1xHFv*8g^#aUs-W4aBz3MYGiL{_GKAMTd`uo
zFLf4g@4UjrOp21>C?=xqS$0=I#flJ_+Be}ZcRv!=tNMR1_nu)*W?#H0Gj<(x5D=y4
zNEHxJs&o}XFNP$97LX2s&_gd{fe|oaC;{mbAe96u0TPNMQX~inB=n*J(m{|S)teb-
z=KlZp+~=Mz=RD`~;mr<Ndu6eC_q+F6zqNi_>y>qxiwbdqBpRR#^Q=mMshV|hyD@rv
z&;=J1FY!bTt3}j+Ink6g2fi7c;~eGO-AqAyy_Jvv$r-I=UYVSMb@M@NaV_xX<Dh_B
z9Xptb$ySueb>yDl=!_h?Kezxl3{~dNR4bo!!3@3bz2#r4Zs>gW5C5a;RUSf;1A_-e
zhSZug@)>M4jr*Y?%{_bhGmjnHx&qZ4uqJXX@efa6yTV~M7vJC25ZpRt`#<W2SQeST
z!m|s1HC##DkiIEU;vPXb`>8aBToeBeMp9nMuj+}cyNUK)Xl)4$SfvL#c%}gR=&ipd
zC3gVLGAz1~t$vyPz{;1FtS*lj&^NArtiy^nM3HUg91E5og~UkoO&*Imx=g_36TVJN
zRPTYx-;_)N9e;<`Qm|~}=$ww?B}FIFa|d%#-B3vxPDaF6cgWAJg<hC<PSQ(^dJC2<
zo&-i{Q6SO&5Ke(wj;Dw#QwrkzV1PJ~_f`fgO2+W;D3XWrOIEJ_4&~1^tQ+%7AKkFd
z&D<D4w$S8bm*NDHnZ)!#T<8NJh#=O_NP7+Ppm%LQc3`N-{dP{q{X~Xx!4X5M{~<1<
z6*4cKM!Y|+pXfwyAWd6@I|N_d*t<KR!nei(Eq$bNKsX(>nlKr4ax1^)s~PU=e*i+P
zi(fjD;aBVDO_Hwz0Zkp^k@YddZ7cjlc1v5+0Lu>g9A{$dC!kUIYW}LD{2FOfG8S0p
zEqlxzSiXtjtRhWwhOZES!#*QiXE9(AJhdNSS*FHGi^rYGXE<gSc+3c-(IRA_6+pub
z3-ZL{|G{yQ?&u3xesTL};i>1}*EJuSE~UP(QQ`~VP|mXDqTlSQadfL>=u<{8Gf2@{
z{gRr2&=8lzf3AT)xGd>?t}mpwZ`4tf1zfJgj~#UDmbU9SVZI(_CUO1RE_D05_<v+c
zSl*<vG}0zbW2yL5%;~S6f?)~n=gyJp{kM_2^@q4b`QrF0<jdoa*s!WEGI3!ChMbQ+
zfe%-A(@81UCLi5dppNcfIFiNx2pAA&gg$#|Lq_8i@!N5%NOH}gyXDF^E&^MtIF|ba
zsowLi?kSMa$+yIV$xT6ghX1SQn^43)vvB+y7w}(&;C0kj<;$eym)W4bmka+Ygckt+
z+nn$EP#~t-?7#k1s?$H}RW&?;?;s1OWxTRAbd1&P8{SGuh<28|#SPrQkzmHjGWq|@
z&kyltTLrQoNp`bf2%sIB@nj<{j#DU+S6a~yA1ztC^~*0Y;)N5sv)AUu57)kNshh^x
zY4!hcd)HXEA+8(PXM8Yq7?iT8)&KhRlZH1^#!}lUJ4}u5A0Bw-gc1@8U<&vd_I37o
zJK|&n`tkz|e5|o-$?}SI#MA@fzm*z(@290ZKV2ZnbK}<se;ZL;lD^lzKXYXu0{<YO
z<lOgnBH!&ftm@Kic0F!%<^TDe;dP*kcTat{44r1VdgV(-ob9KABc`Pevmn!k8OLv2
zlwg)0qdSb<*SEsO_51()U(t+JQ0_=K4X?K}w0Y6?X6y;eaZmlDSuTJPtISZd=v$Pb
zI34@3W)pf&PsPw|bHan?CWFi<I31)Hi_)Jqh`Bcqhdj4-nINmn`0Z=@hqNY}k~wD}
ze|TykSfy}WZ{Lt~x@V>6P(0kN@LKx&W*UDG;s5UB^SzVht#oJ2bKJY=sQ9#+gtQuy
zQ?n1&T7g&Mc`-N8mV(mwO+DKKmTpVr^RmN*D<8F_X9Sm1mewD64xGAHM2JBkLA!P%
z9lU3=4>@6LT^Uk3QeRAm@R#xwF#n%c7}w1J72876o%v)z!uOu;epjUZ-FUHPe7E?J
znd|Wz*<z00|B%1C8OCdUG=F@W<%m^UNT}K)#69`jl5h}H{0+;($n9y(H!koj?ZUM>
zl9a8ag}!Y`=L@d8xBnXVKZ7rSg<L=Z-kYB9dG@d|r_BKKf{tf<o)(834Cm^wH8?dr
zy)1*#<h(ifP}g)QggGfAqplvLARx~Vz11$9qiZ;Xl%qCjM0m>wf;Li_Y`FHtX?VF)
zUr1G8cj#kZotkzi_KFLcgw6CONluht=Fptw9K9Ja{cKTss(<(NtlZI?{iSkZxo5=u
z7H&e+K&RF)k~zIK_DxJ5|FmKv6`a<+1y)&jLU`*;wdlU}-t;<6K-=;~QVS{g6KO-M
zg0}K;{=5nR;K=@v@&vVO(MS_gXIsOhOQeZdY#C$12LqRJE>4M9HY2G;OjtN{gyxJ$
zJUj?b7`49x^r4GYS&I1ZCTD$t?a0pP^}LWA>A$OJcX4Q>G<&%$NFjFCGa=fhjoUNC
z4E(m%PSys6=#trXj*3?CQzTC5hw1>A?3(UM&=#N8bQO$CJzx&IxjMtKA3!lcfv;{E
zeH&C<qC3F$f-1ScP=wXNGpfx;8`Yqz9$(cF>8SYVldk((_p0vWSfIH`nQsor#D4k0
zA_6(_zCr@vdaby7YAky-za4$UBm~{?0&Y+C8aGvGS{8zcB~YHEw5u3s?gW4~hDH&n
z;Z53B-IPmX9dX=orw>crTHi0^;UA3-yhB!|Ax?|=l@s(Q{2zZR&Sj8CTOlVid%Rcs
z!)k{kwe!HD0k$%t@M!v>0b`OT1mMP|r6u%+(G5*4g{>@)>JAsD5|ZN=n=_AN%c^?c
z(G}9I3{91GwMQ@jpFHwoGwH?RhdF7f)vQ3pf_%zr*F?eqHazv#ecHqps+yq&9j3v=
zW@^kf(yoWRFc}{fTboM5qfUx2ZM^o1=J5=AS%Qf{4Q4(3+KdY}(9t0%L0UB7H-^M#
zyOB3jIoZ~f)XzQ+6*I$MKfk=BF~D$XC0%`(w)|v4k!&g}ZeWt!1#BdaJPuo0?B{UH
zimQ(NHkS8>&?hC{oh3wQ1@tIVSHdVhxv@2WY-^xp61pr4aCC@n$`O~YY@6kG6y(A|
zXx+O$wNe`ycZ0Sk6Jx=aJfBwLN<%WXM`r=OuVK*o)2<?m5J=!hCiZ7c$^W>DU)pdU
zz5na~SM)LH&*-B7UJEZKwR*=GVz22vH$PJV`S=t?ciK;cECQ^p<`<DLiDPb<ayZ4!
zi?G}+d<!Y$2f6}Dat+%4`MrBrumdF+Lgi39;`jw#Y}zBT&ZHNN#_(;Lv~)65XD?d~
zbf}is{(hy@ObG-wwgd`cGu8YW(Po^@hvmSyKeevs-90N)kfb8THTdz`7WZq&r{g0t
zxYe4u3z41f`T<z?p79BT9f-PMnnYH~u;={~q*1?ey4j0&R_0b4pPu>!&N$v3zdCdL
zQ?1E@%q?qpGQ`Ay#Yt*we7yF)KX7SU(rP2$c8EKk)EdU1Ir($Q)4b}S#ZhBB;2nl7
zHM11%aLp5MC@(mx*64(~bxyj`mp!oY`Oy}(lt>}EtB9YsRQkeblY|8LHk!h9-(e=}
zFLVq`G%C*|SDb5JiJiUD_fY`m((taIVveAa3NDaD8<(0Tp%0Y*jobF5b*7Yloym@}
zyY}M|ao_I?%a7~#1b*i`TeCSCy4{abuN#=CUzym8TUY+HukCs<XdA<Il*FkO;|Ozq
z?{NIfoyc`s)XSYeIaZD=GTEGM%#0O%uZ@yYhTZW_=T>y~`!4zahikaP%Ow1IoZ>I0
ztA96;ukl)c@bE(f^H{y}U8cs-^&CuLgU!?7gAwIG<KvOk@Y*wZ0gI9>?}i`FQQD_8
zQ+7@fq919d?6*&Cf&a+h5{^vQQkuT->#0`7<kz)1m)f8wlgPsZ2K~4nHaTe@Z{xZ^
zrw2vd?WQf*7Dqgu9S4%=<33p*nenc>&sKAaIlqDMs~4v;pWQIKYgqD)>sZ#fZfgCa
za*pL^+nD|xp{6P{jN$r@>+1dg`3NR0#I?mOsqLg;WjXlrB~C)=<R|;f>`q)67ZQE{
zzjhBlJUje4DH9{Uss8h|e_Fy-%l$ud0ssD@{)L`D#J2T!`NjleY`-3joh!VX&J$?>
zYlZMpRW5glxyJw&O(&!(z}o1LiZ-@Q{wqkp69OT5xK#^)ZeStv{Vjm{OH%-tiUr06
z0yjyrSHL=^6eSi2rG`_365HF7A1+pn5|&l#<f?CqgWo9yqGn&0YjdF3!N(RxN87wr
z$>hv#pKGg1;~{=UIqed6S51$vY`~io1QLO<VjC5{D@B7t{yCL<a$A-8!277T<4GzO
zrs#&?_M;v5A52|sBzHA|N=Bq*w3TASh@T8=#GRUjIceYg0@@J^5;<0ag;uH~Q90Ms
zDMCUT#;vf-HGp=QEQ~R|>p6DqImymj!zR*tHt=iPy)7O}(g-XMhEVy!nrj4VV=s+2
z>_V$zo;1mOr^tA=MO9OK@&U1aMJ%<%@-S<uEz8t8HwSgBf{F#zDF5-&1(rSoj&v-b
zE%=x&4;pb&5m#?6JLqr_L|Rm2gV$Zrcaam50?!eew{tZ3R&9n|I!7j29B;KJf<9h<
zr;IrN&hB!usSdV+Z8av3)Qu%)6)0i!&B~LLNF1UTWr#c>EvHgrAsNw~{yCBWfrh0>
znBkevtgMft$d|SvNaZJ)=B89Ba;?f6YQnV_^EXEtbkU|~d;N;5NAK5;elYTW?sD^~
zMK{}#*26n+;;BW8#7NYdneLT7{d-y7tF1To<BTmV(tkrd<ob11<oj)S1V%hSj2+A?
zJj1mN!c+dnkCdt%F<W`j1E^;`$m-Tc*!AQ-qk&a*ilOUQsXmWyTyYKe=H=7^aFkR}
zjPN`pfT$pU)}m4xr=s0sNzOIeGCne>kN}3j%l*$@Yq}d3SwFu^(exm`wClZJ=7Y(<
za!ueA<^%df^ry<v1XYKaUo<kmn8(!vpb}!&(vg(xHQahVjhS}~4^-_B>-1IIi_PzU
zYk9{VrnQj2(LLUC=w=C<AM!=sFbBw%7Lon-WoDSQG^N2V{&V@+yBp8fUv^n-nW8_Y
z2knK^@Z7e@X3qnOua?uMtD9DH%d-BoQQ_YQ29!z*LM-;uJg*31rCdZ)weJ&hnA2po
zHF^JD>N1LdbAUM7rq;JjX7}iJ9or5}Tx8OAHLb_J%fX)qq2^Fy%|3NorP>$CucZr|
z?o5qv<1}?}1qH`fUWr-RjP4NVOsPZx$(*tFjsP55xiepuhnE)i`!fV)IkXh-q7cml
z8%A@G&|s78_>rG&h!E{u_Yh>L``ip6{Xo<MAI*k1?5K-|C(Tt}2kDh4`$B5@b1MAg
zC(wz3b=hXKDalFudRYT#-A>aY8u#W%4m!7&tpc<ZRWzE3Y*d5h)~%UcNhp6_8v4%t
zIc^*+jYm-p)_wAy9*93OUo<t#I^GuvI9Anrc5YN#RWYf7S9?Jw!U*@G7GgtFuF%05
zPoRyb^7kE<s6c3YhLzOdyiZ)uvcw2rfzj`DEQzf|@RoiL|9E*5s=heear{9&%P9?S
zJ}HiL12xa;&xg}Vd0#g-@9$6;^X9hZM+X^1O4h~fx_QAd+Wb(Sfb`%<Li-*0f@0Pw
zJy%;YE=^4X-eJ!`!DCH9rv{*`_OY$nmkQ9n1}J;D{JezLY7#cbu;TJWgc;7*F^$L$
zV`gb@Gf7d=>LHt_Db1q6`X73(T)oIzS49{GV#pH=oSDL&iLWoCZOyB;{f^<B+d~z|
z>yHx<=4{fwr&$HvWd`+ZdTX)Ee!fO7<Xq4@{pq*p&v@{n(*^UIe}K>w<_1&55{qM*
z7bm5CFqk%GD1Q(Y#YHy=JlOp!{;*`YQCB*cP>g@6P2s?$Im*BOHLL!DOP?case83e
zll%X@{>Hi<cLH;r|1S7_4suO+U2(K75BtU?lcN;zJSM`fadMwz00U2rImszH<IK3<
z|1J1`{^i`Uy*2Qm<tKeDx2C<Xq&TTBqL&?E?rR_kXqoJ4B-snyd!aKglOgC;yD$?U
zwfz|YeotuhdXmR0-SX61n+F1mV^!BQ-ht`a`VbB7$baLSgr@wKQj)ib;t3<LC~P~6
zPfS^o$|YIx_Z{J`>dkn*Pf3MWkM>0tTY2YhVaenda;@D&Lx*t-QsS9@Ezl)S>G1jZ
z`sYr>k{2or(#dSccKVY~>iljlK~br<L=Uu>9}7C6<gILybUr~o<7Xf<sRf@u<an!1
zEtTiih0xzwnO#6H1ao9o7C2hjwqZUuK2&m?`%1aD3S!*{)|@bI8j@Rzgnu+F4kDp^
z0y7-7pRFZ-HPFqfP=$!f#O;pWQ;?Vv{l?WbVtb>iI5Blqw$={C{Nf;`Sjsv(a^Vpw
zi%2_zJVqBcU>Pbw_~|n}NfE$sWRcgf-_I}#U#$kjF##vZY;p8TW;H2KTc`^7TYcR@
zVuaip5V}@_pjROU!#K+7+!u?wkd@^g_?n{@&lydi(bwvOHk*A_E0a$<VSJ@qhL&VM
zhKDKQVWp-vucxgH^{n51nmX`CTLf>;*VbjF5}bL#WXJ(R+YiOUB(0<pwY5X)d+Ett
z(cT}M6<pF$KriHO%bpLFpHDv3W~LyUv+V{<p|3TG*1a?>4~_oaQAXtmjhpCZ05;T+
z{}MbiQ&4)BT{EB;P}>g$sawlD%as)nF}VqV*cIyC^B&c&)y!;Q@icdzOjINntaicu
z13_Cu1qCl9tQIs&V_sFK-F#buBj)!6k2DlaLz?4sqEkGY-r1#C!NH8zQAOy2Lgcl1
ze4^ukGq1XtYtk0BApcyMf-!NXcbAcKlIrWRq12pPmd&HYew`(uZ}DnJ_ngkeED1gA
zR$59Tl*T|_U8HidVWv*zo8;qkW~>4s10#=4b!k92k*4kCF!M?Ox7FaGDSVE7jLF-I
zPEn<ZaOd#P;146eB^8?@6vGFq*!`Dm8h5Q)FH9S~%*}Ic#Q;RNvim^TkkM*3KR}7P
zIjEAOAA10*{3L&akO%(#X9Nbmu=mA>qV^`6e_~{LIFB`MSbM8mU35m^)`wQUJfg2}
zA5E+;?qTOj;hXWz9CN9!*PG_|QIocv^5Zw>xPJaSuiF{=AgyAwfHhwe=!ZiK8bD#>
zpci+y{VFJc=EjA*!1j~*ZXE~~pwgVRVn0(L%d$51s}3Cd<Y_D-goB%Ht$lpj4Y?&<
z37<JDUB<QtmXFZzR>rRWBmj1@s1$MjqY2V*yF;*E_H`6G_>ZQVOSH{F2;_onBV}uG
zMjXB)Bn0c#Ce%4b+e|xkgtevxHMeU;NZ1!e<GZ8!^Fmu|_wv)N%{_WKIm`F4kR&P&
zD_}C%H89{uZxD(HIQHFan{Ki-^H?nT8JQZB=|onM>?x~VOuCDKusW_2&+wOZL(^nP
z*nnkO6dl1VG-gwNGgZu-itwobi9ab%$UT4<kYo!#_MB~cHHBblmE^*9j_Hk!SDW9d
zmXT#`&&^$2kjA<>#>e;KgxQd82l~uMxetML<KU?brr&9tqV=9XOGvN6&?ofai<+hR
zd{Ia-QAEw)Nn(9RS6fhHLsG#PT1<m2qR+u^_ioZdw75l@_j08Qswbs%S<;o}7o_pv
zr*-MrS#9j1b_^(_fCKFUL~631`ttUJG*lT7#~nIU^Ol8{re&v}kT<a}YrxxF)*t;L
zI!LV~1O=^>(tPD|vkuxArKlyp5iv!fzRgw-{Xi38cwhU_0H>&&9u=N86t9kYlD(h*
zN%J~nq1$xPW4CRX8d9pgHH7xLGGTfqKkKz<uuHj9Vq`DpC>Zt5ko2`T>f2tUK@DA`
z$&xK^Z})*3wK9K_%>Zm0e?r_Bpl^*ArbCa$!m1GV`s4GiBWLsDS;1?~{Tm9wAR%Tu
z4MHLo9s^BF?XILoNRAtv<9;}67*W|fPFWAhpas-;<v(?&n&I1`k~IEVW{yHZhf3eL
zoL|1h@W6myyW%*l8f|ix`LU5HJ@4n4O;ZpN6=mbB4$%+1tur#F6Krn|V9LlvK>GV^
z>^`xZhbsEZg=N&rh1K5=hv|!V+;NM3nmW+NF2|-4U#Ge1URe8T4H+VD6%}h=O+(uq
z?>8B!<TF#cRtNCArH~k&IleEe{9>a9R|$u!frl6E6_te6=xUB{*E^x}(~;#_KFG9j
ziRO7Q6V8brOOK5;KFNpsAaXQXeONTL1wl^`r0eq3vvwENE$XUx&zn0cokgr%`=b8s
zQ??@5;S*T6-Rw#QG%RAYll>a0qax+i5AS+0AD{cOq~6eiI&Kn=TaB*k(5xOKP+2_C
zQIabWhf!>=2r2+9IbAqO-u%=(gF>96_i7Y|729N<2)UM5kv|q4*OKa;YhKXfjm~L5
zdb5{qZNO0T7h{L7dX{BZ^?SgPI@qfD`nY0$es4>mte@bLUnUw+@L<P@64h4YcU4eC
z8|m~`$;Jhntl|gzcC(VaN#SFpm*;tbLhzXK`LMSw1RSHcdGobrW?{qn=c$d%V-n`t
zu<J;0m7<pfTs_5QhH81fFn(ZA4_VWRpyJSW-u87AYkXw#z=SZrM#V$=5C8^HD$j9@
zxL_~}hd4tVKJYWy`fKhyv5HmI6X_HP(RbG)US?&}_>4mx>Pc=-Y8>0&malkZD>JR=
zDGAR2>T|w6r?A24$}y&3lrN7Dcg@&z-AyTMWmV8cr&iK5Sf3fxwzXcKax6Q#`rQNq
zWbZRSET>gw?QEC7>QY+)YJC`WnGt~{KGaBxu)VIR7V)Rq7A(+)tjL2waAm?O9`44W
zjUw6$I0}*ogo5id=#-@3td*6w&rh|dF^0^Q^#Z=nrKu63;psVvNFI;H4)W$oejhs(
zI4+sbKCe_V_dYqsZi2ER{WQ(QHXCHguMc1DaP>toodXC-**hj;4&F?LTtOF6p|j7)
z4^z<u35uCX#u!L>Leo>jhQ4u~zZW&4d-LQ(KSjIuV66$fYrGKj3-F(oblTTne<XjO
zD#r`0V}H29ka~xE|J~iToGxi`OvQY9uAp+lYx=))IgbA8l^KT??1Rp=Z{+Q0*q<Fe
z$|XGhUEL8FNt@%8&3<>v{!HqN==>!8r&DH~ADT|LvG-<(Auzpk2WCS+<QA#?T}jRk
z9#J))D<=or%@Ncvs8=FkLnsd6T7erFlOR3UfCl!U9RX2Q!}l<r|EhKE*{Kn_ihF!*
zV3zQ74yF5Dd3BgEVGfav<UgZ!adW@4SrXLxSYInjmxwQ6S3~$ghDWbYOr#n5(KOkM
zpu1<jc6nRMHrC|S*x*@%(nYD2trB{9gR~&D1xw<>UVJgwn-Qh*kyg#W5iLC%_i%bT
zZ{LAm>+w%#5;n|epgrxh*SLkzP{t%tR>Y$I-7Cvhhn3Q{;KKL%{@ZF3<>}DwMnSU;
zgIV;{Ez#)2bXaHFB^RtV{~M}b)O5FE{$n$h)%8N{-F*p-N%PUA4L<%%=CF)231B`e
zBcpJ%8H){4%|O<`fTeTGYC@0X*c&#!ma%HW&)S`iF{8Z*1~lzu`4wEk>A1VSR))Q=
zPHW2KlW@;cggmRqN}AF;{V-K_K4RtdaJx&Q@g1Uu=hq^!GrT$FEl&)Ql$qMmeOl_x
zu6V)JHuQT^;y_~_t4~xkNMBC^rwU{HS#{|TXdcgMymv<e_eG?sv;u2>%x*R!axf>F
zn4$eU%eERqD!oSKaqw4>8-oH`Q}L}GyoLNs%ytIPhnLLg&98`%Mo4AmdPli(GQ^BP
z*kDo@%4b~H6NPtmI-zP<xkzk$bvbO>t-Et5Kd)c+(utdom+t!3>@xH#ErY!Wis-{j
zBajh~F38+$_dW|O^{9(Ke2aSX@%wyy)t^Y|H!c_5(pKc~%yrn4Sb^Z}TZdV~U)pWh
zpP6IW-rGN4a<%z>7Yh7-=FRC7_K~agQOlgVr~X_NVzFs?we}mAn1z4)ryK5@w{M)f
z{ayC^)nEBsxh%B)8yCj>Qo}o)28!eAAw*1`6u6?0nSG;Q^7!Zfl>Xn}Zl?2u7owUg
za~>wyF_}+@^F{C`TlXN9GI%fqG98>bw6&(E;*RA$6H9URUJRq22bewS_`nQ+H)^gj
zXC8W}ZcuH_qC&9ppkET^L`uCye20Zx7^)^uMjIuR-`aeFhps3nui-4)y)=P+ITxnP
z?+`r6N$_WxUVVa4W)dq@y*6z|of|f<B<<1vE7)|Lx5~+nGybpL_D;q2sK(=w(<;H<
z!z2lJv5}5Uco-l)NCu}yUzci^9@Fm;LdrOtw0@_WUlO8}&AmIDL>Fpc8j0CTT5pj-
zY2kxMqs*4~JhSRELN238wWhME6^xp*Xf>I2^9_jp*EehUJi9-3TvIzT9EvvX{voP)
zdqfiRu2+BgPLPp%Hopr#F<HFaf(1v0v*JhVi$en;;NMNPyHTX2kp4dTkKt@P5}}Ys
zNeCE}HXnGT3qdWdd-ocq2jVtY?lNq>ZZY9H(tzPhSU%w+sH6|xJ^Ljncrmb{y1KWl
zQbhyvCQq;cB3R0_=zjsuygUcX8~1T7jX}86-GWpqtwAg8nB^cDY_vN?n39T$_V*c@
z2KeOA0f5CfmCf!7kllx+gq6p`4gBZ-*d0x4lA@zq82~fvhsXv)wnE5-ZaAq3mr(hs
z(p=2d1JNhy4n4)5l4@7z(^@;A{OU|1xsm?(`}R6_Z2P;zdNa)_b|0dfzLR<c$76;$
zSoGr8@V7O+LzMF|^-RC~xGa%>Z=6IPoVJjj5@o2_&DU#x<Faue%i7J!%2=6rsF28-
z;h!xr>RA%*a&m5G6R0_YPoT-gm?xjgFSlNe1bMQo8}EeIL9Of-?i2IHv8byP8=4@k
z8`I4Sd^4$`C|d3hwUGXim0IulaZ}3xqTwsv^solA?IB0%tsdLOq7gG?wS`5Ua;&|0
z1+(e5NNkgu5?LlcCc;A4^cVs4XJMs<QNCf?yid)zs4rADM$T2}eaV{Gc69d4+68u>
z#8%lBnR-17rE#E%UpT*L9}smh@d(6@H366%XyARwd&cbdIZB>Y)6y(ij)k(_=9O(|
zG+v`}Q^=M>%U0KGM$P%JC%<wMHbR4!dTx@nc@~1`(sC4r#S5~n$&8s1`87IRCa|Z)
zpc?V1Uv1Q*ynmHa<lA8>+H~oXY?vc^nn1)@m=?GPK353zU04q6%gOI4#fL0vi&)XD
z)kHscNAdIA`kFY=xv|9XG<xMv8nYu_o?qZ;I^(#?(Q<!cY&mnW<P<maVNRv8L$L?y
zO8m0fx|9JsmW@Q=?+srn-C#}RS`V5EdK@RwC~)kTb`|hfMh9d9w^*zib2oF;6BpF0
z#}|xM4;T;)>(RH69eDh(-=)gVVb)$QBqSxs8OCRXc1p>v0JL8vA%3b^)-`~<t0CF9
zgjo5_yt82Y3^j6iSin{i_=PK!nwBm@1Rhh9>t@uFy#$^F!?DqDDx}@n72>U}1i44!
zzi=ja2Ewd=w+w(RI|P62DwR-C5z+LXm;Q*4&lBR1f75it1@R?LUK-SwCSCp{L_Rwd
z-)L`puid>jl(S|mGe0lrz^cd3k6Z!lM)1BE+c?=CLjE}3uIR8;W1ya<Qtq05)+hbi
z^b&Yc&vZf0WaB`Wxae^hT&P!jX+7wIm6MT9>-?g;9r_zrnfn9QM(qh%?~&=xl}j_4
zpp$u~pqA(gl&c^o-+KVZ!*k=wZ@s*H;1uK7GYX72v9JMe<-+%sd-!#=7*DNwWIorA
zf71^LPmYHb`_neJ8e#C_%$gi@{(YjGFO+dz+cCu&&+pF<(6~+6il>b$VO7kVUWFm7
zno1kRzqAXkfDGsc^f*nKXJ88(PCZlGa2Q{=sW$!7ByGfGxnc;}xH~L&Jw(~@G0|P7
zBx%-<u9lPhR1(&ibAP@oAFj<yaxH80R-c<GD0;KNc7q8oOq)p=CAYT@S!s-i7?iFg
zS2mHNRQw7_G+C0HFXu!E*sy?nkc@N3>zwI#VLFwkE#{a>Fa@9rAXS^Mg~L*F#Vm1x
zoJCQq1@c>Dn|IYsVX{np7@A)F^P|3YmKN%L3z`h^z#4glhiU;6mYaDELTf~8gpVg{
z_lR>1DFRqIA+wU&8IXO8x^1v;klcf$JITygLPp(3J<YLWDlrw+v8XhXt@MH$HL=@=
zA0qTP7{bflEOqv16hc|krL-Shi8$LNlkATj`JGnPvSePjB!7|RXg?`^%iIUtJt|kx
zr+L(%-c<vZ4d^-&l=r2z#pR`&ovG0<5?%Z}!FFM`maS8W2M1Y+al%iAgRQ}n@=#$#
z@2F>9Td5){4D2dYXd`O5bMB;-4co51qdpVsFEtZvH97*Vm?-`#U%W6D+*H|L!fuB{
zIY+bU;4Kfag>M6U+iz|EOuar*6eT0Q-!7m%>o_l~Q}oDkY;^-%tAS#n3k>DgSHsmE
zoR!#^yAj&6pw`8cX-3(gq?(sx+J!Q92ZUHw>lM=4M0|@*J2}a##slFW7t2O%yEZ!-
zcb+gq$ijDh?m8ke>lqLoINMO&C0Xv_^{JAeO&lnl<H9z+wwcRTo~{*ayyKBM@D<`n
zwrZy>fxFd$TOk@1squAty?NQ@2;305ymusv!!%t&Y*a{kfI^#`pb36e8hrgI6^dRD
zUR3AszeC!wQ6!JXg=>!0j?W^cuhcglWITQCnAjB-4g0N%epy{=g#C#+D*UuYLU{BI
zq0R>;Yb{xxa_Pg2+yQmKH*-0vs4wSZB)HCqZBqg*^TPo?=Jw%#MK2fzSWT+i%x*s|
zzrdNdRq*^m7{NZev|gho^>eGKY4+t=bpa$aLGVePL%H**6|u5h4$ID<dZf6Kl>SoC
zstR;kf9IS5qd!+{7?)0E*oho#-UC{EMReuRWgOcZN#k3%0G7Vf8DR}nN?>L_p?2N}
zS42pBi)iy`HRFKT#VP8cT7Hn7W31-6TzczE_ud?jj%Z4g-O@%ilHFy%GUmO3HY2T1
zXG5l*dX_!kd!YhhOlg-J+Q;?FE7N3E3<0gKk+sN*fPGqz!d0=A2cxdOr*ty=K$Z5*
zpEPpX)(}!Y_M=k0Gs?L?^zQ1kYem-DEReYYyMX!oxU|_b1KF@03)toaCVWR}prQDZ
z=PudP!|9X!c<L~`dZp|71-l7;<!WDF;tthOW-^)cY&V{%8SHiN8io3m;mh!m)TI|D
z!xxw21<nG%j_TTmnqi@f8vl|ei!ut=3ir4V-3b2xo|)~mp!woD5OBbXk=At4<6(4#
zD~8AJu)#TUr~K?SkYLYU8|;WSy3@zEW=Q_#o1F`n_?d%}0hAtvj2EG(VjSyTAN!tz
z$8-9-`q&)(pcT)Gz>a8lpU7OVkln-PQH)#@>B~?4i1WqiL2gr7ny2$(Ew3VDN(2=@
z#P*Hqc|56i$PXzdBsv+3u_15GWN=EY>hky46H6I`uqI1CdWV=a{G)F@3O12XXaT#F
zyO5#N5;<aqj_F`yG7aITG&a`i_VeAwX(J*!njWOT>?l?4wX5i}UmcdLV((QBKAn7&
z>Yy^0oB=O~ItsKIplaB=YNiABnG<^=KLx7S`4lG#ZiUJ^<OS)~7cP*5?nG2}$d*2w
zgw`L)N)w&o=WWfLodPXH=D*;K(C|DAm%0kC*zCe^rr!-x9)u@W6jaqEeKzd{<-8e&
zUrD!=ln(@6-VZWcYYyLsn=S2&H`Xo4pw1HgM>Fxo`M`1_s?V^Xx)Zjc@EPP>71dT&
z=;-7dnN&eDEA=!QA7{J4sjEN^K>#vB!FhS)@>42fY+mJZF4<jV9mOL^bx^g&h0AOz
z@Xx*qk{c04X1pgg)a{rQyL{uCkDP*zW10O;F>Uq2BH8?)IbHbda_E}D9%#9y-rgO6
zwrewOKl2K5t6cX2U$&R|P2<w*JfqV2eYz1&TFhs*mm3D(<fXSLR7T#}LL_m&fR9EW
zETzkqc*IGo^^WOCxzR8{V#7?cS`sJU`e*a!UZW`FLN0hdvTj}><P9oFJIq!IlnEsU
zzD_x&2MXAuOmgVjGbiEIt+J4Gh@zurWB6*;*IzRFzYLkkSwClo8N_^qm-q<OHU&4u
zi?JCsIaOYLuuT!_EYJ`URa|Rz=d?O17%H^F#L9f`=@_!lk+lHMBXqe*sgONVc_zf{
zdWxgpT6lxO;;Es+Uo2RT?9GFE(0oWupS@r8`tH@V>zJEjwvT&$!jfh`UXRIxk7xr7
z=QQAgyPmzEmK3DE*TBmJO*X(`T}PFU_p{3~kzn-lDG*IEjT6NUBo{ojpv=d(!87yA
z85!$X@zmRGn!@45K!Fq|KC7#a|1XIEJUIbe#{|A_giliYsEP2Z{<km6>c6Zwi#!b@
zl@J~*lLt1Xn)=@c`bw@R%_5Ve7CK%QkMFVePLNd((P68gCDC67KU|VT%5Qp1_I4jE
z#5`i>#u;jE6SsJN*5c5YtXd-ugjXl<L)x~r8^JFl3!QoXq*3`lC2sEYjq5M7uaBRz
zpF2=8wdU{v?2WGkKUKe1bmpbU<w`Hz(J!pouBXr19fc`0sUOsjDBb=(LjQZSkWG#q
zp)`h#H*T#?M};I{=;LrADgQ3ne_pUs!_cpIB)OHBVku8GkguhyIyF+@#rxT2>Em`;
zs&M-w*BEY9s|MM>X=YFCmxWh6{rm||w-tAL)(MxTD96McLqZ@;lN@e4(V2YSS~jIQ
z*dlseKeCEFVxh2`IqxzEmB3}Y$2<LYN0ijwN^BP~omP%?neu+PBiFWVQi;DLhE~NY
zm3+$fclMQc)P$;Q(JsQIV@)-w-B<&w8kJPYx)_X+A4P8IQ}BnvGZBnU+nC-QY$YWu
zs%vP<^0?~Cx@B$IZ*#If@;M}Qjz=*TV0)S44zRk9tHbO;nMy$}2fn);tS<zIFjJ-^
z2}s(_7oaBAu)(jUUV4u<rX&6M>Yqk_s8kt!3t3_YIZ0QH@UN3T5M-otwVsyX;sAW+
zLB&xMr%8!j!37?Rp8P>ha@!(mfvNp1bCA#1lQEvcamT<`T9xU{4Y)m_{K4jRAHMR$
zv7s6GzUiaE`$ZefO~czHLi*bQ8T_ZsgVQ0kAh>Zop7FZWKa9YLlmQzFWK_}x+3U#i
z76pd&j{9%;vXZx#nmdJ3mo4RQ6-f;SIm)h{!Ivqs&lu_n+0D&=6{UmLvmQG03UeQ2
zN0wWT;%eE7)PkI%`e)hoZ?b0@4L}`G9^EM_q!MY@$(=bBO^CiQCnTO)74v4cINVdj
zV~Ta0)c&3)uBB>OEaXd<#SBub?=I<Cr!d7KG(aj+gY7t?02W{*XJk~=#tM39uS9pU
zNMjuG<95;D&g*g4UJD29iw-VphE}xmWyyr<cR=h~eNkb2vz;vwhzrb7nyc5`FCqQv
ziisUOnh<E}GCORSQwr`*oJhLGwz_ufqw?C<J#&g=NpX$$F8qv$*6#x>nMg&PJ|Ilz
z8hf$lvs9Q7YxGWZ)!;BZ+cYq-!eq-ItEwON6A2k{&hNqI417CooyZuKq6%7sZwQ5Z
z9=IzrP7GqmoZNP1i7Te_oO@2UQInn9YqMvgf6uY+GwpxP)!E@m9S9)*qQAoD<VNz!
zwJhS*`C;?km$H}n!)hz)I|RzOw+t)`j^FOSck$%(kzbnWyxFL&tp^)F9-HR62!OAj
zCM5r=_>)`P7o#h;IqX5dQ1u<oE1t{W+R6qnAN-r5-H^d0eRe6rk7tRQDTCN3$$8&4
z;Cjn?h5o141%ai!2eRLJc`HlCn;I6mH*^K*Hxv)<xkIc!M=Bil5H--9>;RjEB?uoQ
z@!G(!qIj@`eQE{u&*ZWW4r59~Ue)-KN^|uR8Q&o9okdai5xO^wTW{A|FVESouKU({
zP<h63d)9~7=|YWEq1YDX(wAP<c1>L>=12L4Q>&F%!6^5hV}_pBTFqt>Uq$DgDk$r<
zGX$D34~$)(m!}m-__z~2!Y*}z)Mo~Q<q|%Wh04+F<dk4Y`*<qWCd~-A5@H1qs|7Cm
z)K$zi<`*bYe5SG4WCSrswTY@$Q6bxVMbx!v+`{Lv(-T}&8znw760JV+)2@QGk03&-
zYEQnfvNvS35;hBtmjFA;po2cAw00ee;cGxe*BR%`Yeu~tIou>BIkoaIt3%rluXrnX
zvzT{OvVtdivdjkLaHs1LzBhD?@Ei8i0BdY{^dJd$%Q^6&_Lw`-4;iu@a}%ohsiZhb
zBMCO^iJgELs_3%2`FWZ43Y+NJ4-TH_*l%3d3^-7z(B09QuH8oMOIctrMT_cSvZcxG
zvQ-R>zQW@gX0p^{Y_+sPzBjy_VNDv1tcdF!Nv#Q$P32F@!-UUhe7#c8za<bs7_j0L
zB#(cnwKi4k{(42WXl~lkA8mmBz#qOs3hn{^G~$skm|=IG!C_;gxGhYV8dOf|iI_0a
z`OGItGhldtS@}`Ohqu+0!^^PnsTjG#8H6DyZrJT6)TEMSFNM6kM`tMO2P++RR;*p<
zFbosA*I`;^GSVT$V0LDpQ?wC2c4PYl;+jD0dVocLX3TEr)a29A6xG~gLVJY5%k;>~
z9yvGL5E7vkH)h__^U1TY%|`p3Y9j`;#Kdu`T~AUG1`;&HDoP@1JN==b!i6by$oso0
zo3KIOs33DeCcz8Af}DSKW<VUOk~-tK>F5U;caRJyY#Bv}(MLw{)rgq&o)~ftHsOS&
zIOOI{AzAwm9JFR(Dod%{ZhQH)^|IE=ZA3?|Owa(i@$}+jvSH)vn;+_#lbd1NFB8qZ
znD*Dld!g4<(_R$E2w0IY-7S8(5s`BHpWD=t0e9zC?hhgv_`3rj*yt7Pb+oVPbzcMj
z7EWCnN$O}2r(ACKm5E;uAb50zO)d<iqQ?!*&y@HB&Op}wKpRvf?l2qSGap*aSLN{E
zxVojGNR{JVMCC5trJKV=jT93xdw*+DhOqqMu2O=Qu*_y=+p7yxrWLYcD{nTkGg6`=
zEl-JdVzPU7>%P9Q5^@@fSM90pgLiVTM?Nmj(aDi{mYva=%F_il3vNFKFcZjpO#|<8
z7=P|L$iJwd8C3$=A;yeBGU)WQ{!9k=eO{Kh`xoV!D`9^ALwcbRa_#rVR1@c2`YJ9~
zca?Qw9B1h;#=sh+SxVf|eG*%C(6gKNaj1Iyr6m}uzml3tOF=u(f-`AfA??XhQ!Xo!
z!{s>M!HvyYJBgqg8F%tww}i!6^DXCYuw$vCNQ6x69EBS`T)Nv4(Z>r0O5AN+O7wu1
zoj0I>gZaZh1a|~?7Tn_HobU{So~jpl%%K<EfLEiUvtT!U=x@h6WUqb9UtS7+mV{%y
zU*h`l_FoU*%V)Mf688(=J~_X){gK2uQBnN%eEi1jGp_3dE-8;+f4IPryvM~`b(_nV
z>xc*EAjZ^r-B<40meYQ_U6N`0=bb_h4OYvhvizQHaGm@cFA(KSjJw{A2!Hp>&ue$Z
zu*}!WKJ@D{4ciWRAniP$F>ohj&2zP4e_9eI+C?{5e4(mG%i&fx6xlUb16ow}1lont
zuZ9ZOCvEtB3YXI9f3AwCLfw4sEs@l2Dn^pjH(pq{@=}?QmkK@kq(EH%u2a9>!BU+1
z3G;K?9Hmm%mp5=)!9ul@(5JsGbAsJ9kKFLp6EbAt`-dR}4nzAuBP`x5tSiX%EGNHO
zccT5v?;)JyPNJ@K-z85X98oW<yirPe_c`Sn-UO^saWpe&(~LtdqHngQt+wc^maKv#
z6|E}@GQ(bp6}PRcEL)RsLD^G7k-J`TjVZIg%oiPQ>E``9NV#e+J50&)ROXx*3m-+9
z$~v|)X=qmri3K+Eqcz+j8gAe5UUc8~3r+UON1Ba1q`jjsl^t5ofWnabb@Cr&%B^|M
zmfHTM?YG2g>uQF^T*ijC!`CzcaIt-#EKd+>V)iNNvm81UMh?jICJaW3SuFbK$>ltZ
zhhGx7=;2!Ho)~4fLN(5qZu9~#j=d~B5a^REYADs&vetf6dl-6i|ID)FZ+k<BL6^Q8
z{n%_tUa^>QM1TH($9tpZ72uu0%tVf1eWY#v$hLxRkp@bqKNMK1@+BLHd<ge>#Ccwg
zK*hwzEzE;BH8ENQ3&wvA!6W9X_gYRLsv=CuYe8^}H6|ZspWz$24yq55tZ$ityMx{k
zU@X227T=9tV1KK*<xy{8puzY+1+jyNmvEr*pSm8-_`9`PWOPl@+YMlTn^_vkP0!tE
z!A+jDv}P2CEuAFk+I_3Q@<3oiVIHNoHy5`LnELOVqDMU3b=NC2ri8L9W!gW#=&-3|
z)lXk>CGnFsCxYseXgnHwr+7XOy9U?VZIQObe&3U6_-lf2E+?t@eb2+!aoIBe1S;Gs
zmK_-I9)5G&FenH|w*>rzsU{GQt^lA0$z8l0Tx{fQMR#6w;YBX5AucIB)6#18ON&aP
z_XTfHa<)66AZ*oGtg;T^*wVq^O62<MxE3yMA+93^!zrt%b$p*CDD}sGTRm!Kw|@Zq
z`j<67o~S9eXBF&O-fa2&A3mE7HhZ6K!lgEFk?W+<KW6{=3fsG}nSSSRvY_;rf1CKr
zanDv?jT`s>e(KF7yW4+>|9AH9KkP9|)$aWTpw#qJZ#oz^CjR*0+F!DNU(WnnZP^;~
zpX`+T<?S2Q_l_RFHS%5X*z|J+i64I*IIO2m>;=~LYH)~61B+@RrAkZEtlR0bVHg4#
zeWr`sgMx7$*p^Ox8rg0)>({6_=qk*wc?#L|p=6VPB!LmyiKth!4nx7o5<x*0r{dQ?
zgCIM(Pt*K0Nkb0sB{d2ZgqIH`jOwhHsQ9*h!3ZX|M$FDw9P^BRjwF2n`9oJj&Xa-T
zMAple3V(h(>(?Y7e_mD>Gz98i-Q^!8gdyaup<(bwcLb7>GZkFW6fK_qrW|Zhws}@=
z^-wC)JdV{4h!R=wAO6O5^~10-CB?P{-5m1!o0c9wp19xpwxf`jQBC$FxS9++{pYH{
z&c=zU97*0OG3#AA!Ka9V4_$gezudZpx8mdzApJ88rq?2AS_+S>##|!9I;=KlrXY9C
zE9%%t5wpeZx_M|slp-N^TY4jb6zoG<Id8kjCJftAI-Sr>Hckr1bY&LDlU}<JXx_w9
z5|LzPX+7P>%b^xq5{qhY)ks$mSDg}buLCnDEVEZEQB2&VXP>IJyKivTsXmhEj$NHj
z2tW>3dk<h5W>|I}OGCj){<`bHz;@xD9#B8Poefdm+NKMct8SQ(F>tKtly<m+Z&j=D
z^(JG<cbg&uNe9|BlVSvC6tLT-PQz23Ckzw!VDX)RNu#l4z>5htyEnTcTgH<7T~p}r
zHJnC|3gWft!bmu-p55V1Z)<U#9_w`4$DGR?-&o0{vGwo^ZgmcDdj{=v*Fc4iS-_HB
zA;rgWTzfTY<Dp4c$Cb;$j2XYE@Z1q|XTrP?U%*&FY75Ip%v!Ye6#HqMl7_}IqSg|4
zY~TR~Ofwsc&Lxz)gyNHHk5Bf&j?YJiE_mBo_7qu%b$skr+SgIsv1KQ@Dtvqy6D6YE
zZ(@(sxcvr>3o=wxx!IU^aGL!~^*64^hI@!zW7QfKI84UQ)Eq0IhbZ~1mVSCuzd2y(
z?#<K19<G>xC)1F1H|LikV%q+F-Zi=o$^~Ei^Ke<WcfZ%qY%R+#-wA8zxAZT>p)%gI
z%P-WPWm0bteoOvG!d2yAP<{7zL|pZc|D0R@E84HKPNhqV<OTegyOKQ8>KD%;XM9*7
z?GGulJ#TxdY3Nd(XmOl0vmrG+;M)BC(WAL`#nBiAb8m?g*sGmI6GmYU_0QTq%CBrk
zP02YfnCC4BEe|}h@lFaGU;+O~wY0pT;h@6&)R?$q1NoS@UkWs&X|~q;usCO2*$UHG
z8L^LYvQbFQiKIc5%Y=>hjoa7nuRh+K&rRFg?%Nu=+>10IlIh;d9L~jpSzj}A>o*rv
z{XPFkZOA#SZa-%68deRDojb88o4gU@c5?{RwIK$R5S39wDt)MpDu_s@WFZ7hedeSx
z+r>VVr64!KRTY<%6rTYc0)hhC)@5?F@z#^eBZ9NgQm=g52w$&^7d6_OP}x+)#DZG@
z$XB%W-u!^&m(gd)f_I@aCGtRfe@5mtvb*1x`wueG8+o9oGF$~NIl_E~LJB(E*_Oix
z+y*sK2e%@1jM>Ys4g+M2eFF!E1^X+%Vs4#oG_8Wc$6@8l+U{*wtobLl13$1UHG)%p
zMsq@+M9-ivYJ4$V5HhIfV{vwl19mbsGJf<MpUS0fcCd)8d@sc}@FH8YQ3?H9xz!YZ
zkn`|cR4wp!d9WkP)uBQqu+La5H7uCL();`pzFfP6{h$XT`Tab;yeU7fpZYdao&Oe@
zXATuCl9Cu5E?O;^VE#KIbZ%T0YDknWpgvfujY@{>%&iw@vMmtIU?JNP_fc>DEwaP}
zI?L?dYhY7(zIf;&=4R7oTNqHOL(?Mta$}^`?Bq+oSAA+Em?4g`Jt8-ar#`5<Dbhu^
zFr5N0qYauXB<zgS_*+Qrez60$g4c3TKX^Z{@Tv#khOI_O8gK(e=@9}^##M7)Gq~{S
zgo2oo*?gCO=}O5&P-%>YBqVl6@AYBF8Qh4$D2W#24c7+DE#l34IpvX7%(wXXN!qh!
zWV!gO&~2lx^3r}*W(>D~8DS&1U}WA~=%6GJD=C<qF+RauoBab{BS-PBv5Y|e2Avy5
zU{w6{bEZVqrF<Y!W3=$=UJcs<ZFJ446@QCM=I(gI<s&wrIT*Lf;iAxjc!Fw0MSHg`
z=0;+HQBtG(36BQEH!iQwrZF$rrPLv6(Cs&q!aVht-nRzH7Veq;F~4&aOSjKd$0ktI
za5_8XaP734Ad0|4Y*AT*gRh2ysZJ$jW2@8r=rxuPkf#hD<Z744ju5@tDg1H@$0-A`
z(&QVNC^L^)IO4@^EDIAOPUXM#5l36&faT-O>LTc~`k&0Bid3-&g?7^SYxI8F&P~|9
zorbeLBh+mu<>Vq|m$B0EybhtjxE$jxA~sK9VH}@gpy@o6@x<(Ds)J~GvgBg@-Pca@
zsB{p3x1<PttOWCh4Nlw}?Sd=;nET$3%AbBoqra_u1}(@uJFl^*iBwiI?o$_=pDHzM
zPE&uzbdehiT5y!HfpzcM69(mo6$>Y^5BChZQ(;0J7q!JfX64W{H3FZ)j93=w)i}dq
z@$;9L<Ed_P#@?4qX61LKB<o*+A=9KLtHL2lpWVcKq|f6Jg<6RinCZ9)xlOf6?Ikkq
z;f~S3%$Ni_hx!)q=Ej79h1@^Sy3>1p_8NOw?`H&2hVdP!sc5GK6=LJK6qHKr(iF%M
z?yOEWU{`OdB=nN-NSK_q|H03jIqJRc=3^=%AEvTSxQhISAQrPVEG^+kto<fcX7zSw
zKggfn(fjhZ=x5-mSL#{q+L6IMX!m8kIrG#-iedHX7|-gF1kwIC9ahIusc8_;U&n5$
z*|dNG?YcZ-qf{nMzK9hv(r)BfnzUvzK&xKwE;E=)Yngf9BLsc8=CCOc%X=KiOFVhl
z*;qKJf|ncj)+|LHqwPjAvX}7Ljl%2L{^oLjI}LqD(~oVYuJ`S4_;r^-E<YtCk(M1O
zc0^IYn2Xvg6#XM1+fnvym74v~qf;#T&@SFn@~q=5WsgD1-d)0ghUkGxYkF;<w3Dph
z+@+r4vCxZKo|(6{X2Mh9<Auv)??Drz&6cj3(O+UAZgV380Uyf}^BiU@E<wJ&TX_15
zzW%h?^f#_2hx8o+TeZ;s_#>ERDZ9F_uUAJ<%D6*(9L7N^2cytYCa(0Tdp_{S2*Sn|
zk-;82pCmG$3k3F;@RsC~P@#|;4dGH}Puzid#|ZcnN)Y<2PAyB6Wc(=SjQFJ7F2_;}
zuM$(Ydd(W&tuAc|34I!yW)*_LR7qY@O3yl5VpiTp!a6~H+);E>egoE)cG<Pf{hV1(
zm7g}uswjHIT`=0n-RYDKb=6@oa1|;%m`!5w!Fn0pLwm>iCi&&~hTInNxi#G^H}e}v
z#F50F7Yo{~rPBkO*i#*G*BXL0%4<Zbp4CK^%+z+>V|K>7CCd3y00uHsCkJNH3z89E
zn3!YRZkqb<at2}mRe}kuexq5ki(!R0it142=ejpoTO}MWa_4dT50BeLbt_jUhYy0S
zV)M!g8<Qc&d#4h53Etjwa$TvH4>r*kt5~yQ5QqIxfr6xWe0H85^TpnaGQi4KF}O@o
zWV>uhdUF(X9a{CqJRtvx#tZpSoU>G|e7~1Sjc<1oN$#A(D23{+_BmN_HB`OVh;Fz=
zjws|Cl^H4MQ!$t8@m4tn_`jHY@35w_w`~+>?1~N|B7LMvXws#tbZJ5oLPrGzLX!@m
z%~()CK)Q6Lg(M_M36MZw0BJ#5Na#gMD1m@<sh-TJGxPh-d#>+2*E!#Hy?>bfWbKu;
zS2o$p^*qmg-_Pw!Q(eBp4Sn-~_8I4s$Sqt%6#3=AOd>~90PA52dmLn5*NB-%P_A-W
zNAnyPw}(jwRG39wOXJ?zzcJf#%G-HRTLF93i{lBepjhv$z;<9gLQ0(hJFE2?vaZ$J
zO7c03+-*0FcAd&e$6-o52xfL+xUWnBlkZ^#b^E?Y^o9qBQy#iJ1EUn7`O(}RkNs0f
zgPv-QmC<d^*YeE&bDAj)<#+dx`(VcupUpUrJN%L?H!|z_Jt3o)4~%SAlQ-_YH?+w$
z$_fl(;B<fcYrQ#s$<H{$_{@|P<W=@-{i8z>x)jNpO*TBpYYyIiW3tQSb-QwV{?&ip
z2|6$zkatgV?IPAWe%Acg3C@4NIrIP6>uPg^y!!3PBWP&kt=?hR<gZMH)^R*DQ4cQn
z+s9h(Ul4+N_f#8ty=4O5|F$4T)8fBVf8iss12eivb51C{h3{6&xR!Bf$h`*caiB`^
z_)qw)+rirhx$+J7e;5xYn`$B)E#6`X_w2$NM7q3&)P5MMqK63&pZwoHa{n`YTRZyf
z66M7F=z8eD;nTm3rrhBx*TqUf?73bY8`j$w|2EG4|9T0zh)}N-^<)u5`&-x2ofn`F
zl+pxKN2nBRg1pAQq<VRsJ6O6Lzeb&HXPTpZyFb6EVPO*mJ0rnyBF`>**i|FcwsRa}
z9&BCinM2+?R{#EwA0i*$y8pB~{Gue|;`YIo=s)Jojf1xE3pC@b-;8e&N#8nh{;fNt
zAY2RF8^!ID?4|Xy^Ch#^vtGS1)-mdf+-CYuwCg|KuUOtcI;uTs)NqZ$yx)G6ZteXx
z^q*B4zH{+MzcMAD3UjQWZ)o?!XUmj$+a9o=%}O3|^RnIX3TxQq^bOaLekz4LTwzOL
z+e$PCcaVAj)RiV-22A0L2=SOK>BP*d`QMmMGU9T6Ta<0LXo$ASc@j1{VY8SpleV7J
z8ia&r6y@EGnkY?$h~-e{kOb$s)8vW%S~QQvtz*|uwKC@P^WPjpm#(=Vc^nRZV7zx|
zWk+QC4aMKSP5l4uYirOt*Tk<fjLDt6b?oo_$-hQvN<a7EY#OxIp{N%&GU|jW19xi5
zg$WrweB2C4)5^*zuIuxj7UNne>xI-WAk}W$dcP~__pA{2t<PigRjd|V<)(NB*1#c_
zeS0WF3#@i6Y5%Z1qduKo!o6g=g${*ZDUChLS#e)Z!=DBV630g64W!u0A#5iV+@(TN
z0*++k3fHrx*SxzOV*=$H+3Y5kmMX_p`z)rMfC=0&k$1L0QJ8hijhG=TR5e;dv(g|g
zy}_Ecyy=HoNVmR6A+|^3AZ0S>hg&Lfuuc)(MG3V6^u%xd1I5>W1y6*}fk{$sS#>t`
zVEK_HXHE?(lzp+p`J4dZC4hrZn=G&*j8XGs+9oEsdN@wWAug|k;h=d&;+6-hnxVC3
zwkVXjdQ|1EkLHW~RP8{)CSjGJoQb(k?YYeRgO_#m*|Zxez<ct*b1!85F(zUOkG+;h
znTD}d*c4AJ1)>x;;U)&i`qCHbVaR_FEOGjN+*Ql-;*Q>BENBN)78ce-ei1=-QE9Sa
z>sWPC{C+ByH=P8lU&tueLvNMe8FHmTEt^F0(+VDz&f<c+?Sh2DD0}^y_M0ut_#W>(
zysZOL-&$TKfA4fPB$#cnIsO92%#)FUOy1s%D!jpS5~*yUqxEivrR}*{yFvcP3}!s%
zq00NPEK9d^i%u;{zs{_$8rQu=3yLwJo7q10a;|vbY)P}I+`9XdRo<AD5UlN%BMAuX
z|6`Gbo8n7S)FW`2)=?OsmS?$!9(*Ryuxs`RaeapJ?N2I2MNZ0vIvb2-up0}SelcH#
zecxDdZV<jbjG~vojrM{}O?`9LOo5HfWo?Mlfj*B?YKHvSz)kbVlPe|wmx87eZp?ik
zH-mvFCGh%vG$l=lTK>`AT4i+mHTlNf&dt8Xz1DVmD@e`u@+(GaZH8;SxGou`f|M`H
z9;i0psWA9BT0rjPR}Zp6#zR)}9iYg-F(9h4ZY!WgAq=rJTLZBiH-Z3G4dl5|XWI!F
zXdtp)m9IW}X!{unyj(LXAtvt^5mJmwc@(1R(Q~pimQ|>%lY?#@2cd+xtW@Gzoy_;T
z3{>(x%E!+E*jR&!n-7I)B38)Hnkm@Snp`)|k<(iz)|utu4`3yRX~A93U)I@1=B*MD
zqm8OjZSS|j(<`C1=LZa^vdHU?%uz$bwww%aD|-XXo_?Gmg1_%ncgT-q1fz->Jje&B
zvg5`<)G%FY1=_1@T*Wi5pVRqXFP3+^ELKOa+(ayms~haa4k$g+^QvmW_)SE=Zxb#k
zNUT3Qzj?mE{rYAadU#^>aa7y6p5j64D)tJuu-1(F#7;9}w5zq8vGubh{2a#gF{Wuv
zgfqI)g{;uwQC%C#Mo#=<N*pT+VK`E)S$AO*17De}%wq9@H%E&5&3b!>W)Tnl5`g9G
zc&7+CsMgA99NkdFm374dYa{PDfT_KO`rXp#+*|@r+?I3N6KVERe<W^sYQ%DJY_&qG
zWK;L8Bw%d*oz*-_HM{0Zr%a1;)e!pqsK@1drlx<qiMyJKA2>wKNcbeefZURYUzv{7
z7T(Al>l*sLP#r@w43bU7)lRNPWKnUm&_lISh89X_4-K{zc(i&nxGs0f(6OvXEMNo{
z!a$o4cXP=MW0d{lQBld2wdh^@QP)L!#8)P<xd_uA2GIOuneoz}?e6xnd+{c2Uzv6p
zM#g*9hl<uFKi>Yk{Q)(?0}jW2WjZKLKh*tU7+DBdz=IWXat60sHZ&L;_67#mVnYLg
zI{xK@XBDIQE7N+t^A_(9L;gOL3;p*nh7#Ki+|!Kt4jh|d#b=r7ExPij9I?KMuF(Lg
zZcny+4#^CEN_xRHTJmGf)>TMY5~l7mZ@kXGT(|v?-QP%gG{3_1bM0?Gdj56%i82JA
zhOUOfGoC;B_byD8u?w@m!NlhGt@mlcuT0@d+i8m;j+Y`D^!MF1Q(FutRI<Z($|J34
zdv6vId7c~8gvSH$4SRN(qI$Yr)Ch4<9#c<nf1OXlD`>{0!%|p+FzN!M<E;HKTPNLu
z7|**co5s`rQ_{^HS$wgfsb>j=3q=-JqOFccnqyz*i2<KXv8jakq)T|FB#IkJBg97%
z6DSI>IgmUubGdbCILErn?)r;N$PyQCiodMaB~TgEw3Acwr;aS&ZdG^}O2>k(oRjyJ
z>9&cG+=gz=LVm!qe(ssT5J<($9X{--+md9zP<b)VTW!kvSG0{j7%i`Xr{a#s=8iwr
z+J7|jmFf6uWr}OeR;`&;;=EgEPm%9{YUh<{Dtr71xhPaX5Y{fzAUmy~`)1SlWOi-*
z^xegD<962GuIC9#ikW@<0$_Hu^dD~^v<A_O4RjF$3(STUhSj{Ph)oNod$-i<GVy_L
z+wV8zcW~mHm%;2R1)!2A!m9@2uNlhVw&`H%v&&lQ%bY^NAR7qkvq)G$cZW|w-3S8X
zCmFJcv~0M9%S1Au`?faG(Ub+XB51O|d*ziS34y`h?KwhhPGN}6%k);IgQx-P4Pc1^
zPPACS9nj9*e)WTv4rYZj>d7_JF#SrjltYdB6RRj1E#F3;N8DC;dK>WB@JoEZ0iE3t
zdUkGf5h+qs0-JhG(d|Q}m7zL9pPAsc29PkWSMtX2xV@3W#Y88a&f4ay;F(zZiY=U4
z4Xy^+xIZ4*6P4;l7)|_c>NrN50IjX}uuzRmNE1GJ@-|eRJYg{San#JOX|^S<oPah`
zi;xqnwI($Ay_a+YXDMHlx|tEueYL@rn5nr`l+VD}4R&4P#{@auAQ*H2e~*=bdt?Ok
zu+=}wQOM_t5;7Ow#4P!ym9`tx<oP&(pkaA!F?a=K6UD2nmqT$(m`}B;t1DV4UYL6F
z0?+fAp_eulCYxH8P{cXt38;PIW4kP=V&J>`SlBkzwc^JXUt4Z)#{8%`$||d3&#&#D
zy?#*@VTlmN5DSzv%NW_gZ0*!Vd|YbYq;{^qU}ARv&qwRxK+@-$FiO1-5AWm&)fYF-
z!r3q4tGhMxM?b+|clC_9d^)KA?bONdANnUpq<XCuRNx=RhK$0DTdtgs52=s{yfhT1
z?Yj$BP;swzE4i{D=xElJ?3NSrtjYh=#vo8Vu^y(2<6Us{^E6*41_Z^JM-~k_P%5n+
z4ZA((MjT=d>f}4YL6WiuM%oiQaL<%9G5@1U9>Mo&hbL^9I|t9j70gcqb+>IRCX|FJ
z!>@|GlY5*kf9>18y2|Ej00gyP7Y*5+U||2PhoUISOEjVCMfa^y6$}bHI`!nLu->%@
zotN_hHc^Bu=Qx82BTKo0W?yIz>e@|Yo;PSdPIyvpcs#73`Bt2-0~qpg*7*8|`R!20
zoHdlFxW5<HLVWX_i6Mb&QcN*b+c=_46(S(M<<BqO>>Kb_WA~>p@4{**LE02n-6s<_
zul+^Kw1{OPYTH|T?H9JzAaCQmeknm4zYBE_e1}5BQ+Fk+p>CmKFM9YDH8Qf@*7yNQ
zA=K^h0_deq2W(%L`1PEZ#o4vQd54x3$c&f|g>2=p<Zma!J%h@9d4*e|dMQ)hI#crm
z+gw5>-A|%PFZbd4O#4e$7~t&anB0z46{%m+T-#^n=0VohnbiFQb{_v-=pIG6Kg0j6
zv1qc0JZw7S$vanZbAu3<d|R@mKxcv0T%A&AFefo`)Q3dIBPZ_?6^Tc2dBTsqxZ#qP
z+Q#A1G7WERBETn?+T^*Fs5kCbg*`09^?<$cB8Pl;#&@}PmwL`kYZ>MY%O6qiv=}_7
z7Wzr@l89`*`7ZFqXa4y>v`CYii>|$8;BxbT(W(7#*lP)Imuh{NeDZ)xBBxcMPS?3$
z9qQ7qsj2=-=b__0|DbSK)~?TlWERj;aIyXP?0NdPMgACKz)alg?i#>B{2hZ6ZCW$R
z>EXWw*!}FUOQ}g8!TC`O$SF5XHiLZQR6#w+ySZ-7>xeuVn4R>K?Fm=`V!KWQ5D!XG
zAACUt>YQHF45lT*M?N1Q)yzQqc6=#DS9t~gk2j^lM|uyC);!&TN}g<ksU56WU&XN*
zjja)D@_KP0X<wNx*6$~)`*w%+A3*G+3KxF+^+wgVC-8rS0?e@&lIIcYE0|t><sBEi
zrcR!AI6>P8v@Mnocd!*izWG!es|_;Y{0ta>>CqI4KT9+UK?uZ62|)|Fs6~4DdMT`@
zF>a>CxSnU=4DE~vQ;&g_T0Mk=L+IA^0T8jQb=QijqciVxgHb3>CaOKb-M|SS;==j!
zJqaL>kxwL5(9gdN2X@f%I*AHa%Docm?8WW4Jw;8a&o=PJn_AQ5*`bKOO3-HstwgM1
zpMVw-r|6r*^E@;&WcXoGm|4T0<y<r)-uW2`=MFC`D_0>yu!?sU;C?GMYCKcYh^`Wv
zR?l$&y>yWfy}Z)V4|e5L&P=9*^7A|l+ZWk4vL|;+jIm#mqIx)D@%G~7Nv?z|V*yT<
z)+cxr@<QfwblSMoepdEUBEF1j$wnH>tE~^i#la9%i|)H(SF5-T+cph<Hd7^eHb^vF
zAR{DO!PKDG%@Vy@|I|s)SFqBYXc@?G8dGtH>nN+}EKXEP6W|NolcvAN6Kx072n%J|
zX!R8fiuh@egIXMwYNrU;HzK%Kh<#<ELB2BmS-QtlE{@`-fUYadX$<za_09K-;v^aI
z!6w|&<bTPlGI}(Wui)>A87#Nr3P6Nn?6u6>I}}Z6v7HtxXPzx-NqS@~&{O+Cie@fW
z%BSwW^3w+zSPIq_&rU~2Z?#<@cW}(Sy3r|4C~>?&ZE_^~05FSmYjEMVvzW(*GUsSk
zhd$RxjW1_0a)*C=rAVDoMM4a2So&&o9H}r|(WT~{I1YhXMZd{HCnP_{J3fTVK}61f
zDfjeK@AFH=>Q)<%Pa|>^R@JlVf6-uZEMQfad$oL|5b?4Fn1psEtk!DK*3_}+NtM%w
z$5d0~D`Noaxh<9c$wKAkaCawsAPQaSL`jhbD((aB-X$!&O9;jVtv&#*Lw*k}Yc*1u
zNi~OO%(z&YX!RIeD8%8Twmf{_X%!{f&U(szlK1XXN@%DZ=+v-eY$Y!;Jek)?OA==a
zww@)g)2!tn>?Ca0b9;f&nwXwOp8)@?YOF<7m^Zn1VLW58)7@V(TOem)uewUk$JdQ}
zXC)tq?##W!5_yw6pK7u1f8oW*h2()!<f9B69_z}2Qg@w=_vgt9@-SSt)15(ArQ}!I
zHgPiR2KcjSt@-tpi54b_cgv>A1JfDlqb_=_YX3?k2Z6&IrK4O`iqzKn6l+{m1mUS8
zn&6!(2PFuLOCHdQ-s}_NzWI~*@wU6jWlWH;><5Q9MF~yu@;9E_)kmw=Vn50mx#jz-
zr9mvMgWrSEwyYBiqx>Jftj}TCZp>;QolxO<ip#N%FI?+@XPY+E)-GnXr}uasX+(K1
z(A6CJub5kH(pj(57pMsd<+^GzD}Z7Q*iPL{hHR`THtNF!sQI>3Gu_i*r}RtH276d-
zvhU7JK^G`KSn1GB{vEQ35&W=V@8Sj4_jS!soBjwLQph8|tfzgIIm0jJubplRI4|-*
zV~}MY_+Op5e^e7pp8VGL*G&(Rst3F6cWz`qJu{?%;q{kG%zI+4lxXtv$ZT`QJbxbi
z_1>l}`*~1v^P%6ho5qdLmKhq%MMtp(+aEQQPUX9*Rb1@8!}4tTs&V7t;|)Z^x0c%r
zBPQ<68?T=|P&vu^KEg(o=JmY=rjRsx<6!n0qd#M)!Hde7d*51QMu-q4&XJcX#2PJK
z-(SBNH}|_~Z4xtI98ntdYV-_g?m0Ie)V+Gw^*w&a5Xz)X?l<h)xA*#gp7z299?_5b
zP7Q)7=Hq+;rFlJh4+?$rK{PwdFE!cT__*MJeh(=t(qgRy!x6oFu}<E)k3_7c6{FfD
zw0i{n3+34`Uzxlj@2bQK8JXN^Gr4T$?U2H%1YOhW4ksmhM1HJgD<QkYqG~&3%`GRk
zARh?A(s3AWpE`)(I!~50QlM<2#9ziz>|q>-Na$%~VqO{Bm=b?!#|L*(V~x3)^}=ik
z1`(Z+Bls~<Z&{vT10fcr$hXFUw)$MYGDT@xS9Rbe(#IiUlLa0<`>xxZhw}M;cU?ma
zcdR`KfJX(ftDzfWY&1mHn$K~e?O5#xb;f%k;JHZrBgNp4PaJ*nd^#%Ss+gtW?)~`k
zE_ZlgXxWN*0sylio5Kxelktqvx)(R*U!Pb_!KX65s3v!p?VvOt0beg~eA=aIG7N=v
zt&!N?y`o%O(DAb!r8%RA*cR*aGQ@A7+mC?hVCDhmrB)SMWUKbK)z7N|;~2?l=_eYZ
zTl`=zOkNGC3i$-dS<LsTgSD^A{?%bYh((*)iW?_GleP1i799+@3-B908gTXSGYN68
zt}0rV^g-%S!CGwz9c%fohj#9OC@qBxq7M_+`oWX}{|jE$rn1kE#MXWhtZ+NzxV&_3
zi|4|+B%3L5R(n0~{_A@KW)M<2GP(#59jtnWAEtzg3j$3Yw9`xPEG(dJ^tU`@@b&tt
z_aUwEA^qGtxPxaZPNs!$SA1fld&;_%faiuap>9BpO}ec*8XkX|wGd$mHqtiS%fL;;
zf6uZNEY-o*gU!^g^vc;J6-bc%RJv{WQ4~%Twe_^;5Z7XAeg74%S3S{v_vnj{Ytg<b
zLpG&REUYuaU>K`zr-#3IMtJ1uYW97dHvD#x((1++ik7zi!-T{S!vZ08ZNgTJ*h|Mq
z%upCxgfG<yxIAceB7MV@1YR*Cj3uz$%nPdF-}W}^6$a{~t3RKO@b&72naKaJj1{Z(
zdw&R*{BPm_T+!#wV_}b~wuckYg)rH?1qyh#jeEXrD4@!C%(1#C>)7y&O{n9MLVWv0
zgg~OIUjiYWT1PQFfcMxPzs_XG{m0KVy@J@{MS&2`x|A-Ewz^(g82cbY>GT*2*p!70
z9PCiCm#D-auv`)fB^X2DBt>ROJJUJH!`vtoVLb<W<&3>Ma7{k29@urK@y2?Xf_La2
zOyKX&@2^Q=dnTjy1^>?Y1WU>#r)<XMm%<~1gja33Uq;8<b*m1xn~n6`9u^IVVsOU!
zfF5x(ToXGo+CHu5?v)kD^<0hzbOC(|^d<s8PgC;P0h}sHUeT@12e0M%*z;Xt{3$(t
zVh)BM%2)N0?L>#R`|^1+Q_i#jmL=7nv}X%iDa;pFw)R@)c?GiJNMs#MVR1m<a3h#q
ztc{zEt)K_I(4~Q(Eh0V1>-8>-vOC<w@i}Ke3*Bo(chfwfz5~TqBLC{M@)QntLiJqg
zhv+xch~_7MaSTy*4EQ53xQL9mqrD$Pr1zo4NfAy0kQ~-TXEghwpu4Av28k`Tt#?mT
z_a`w$OF`+C_LjC2x+0fk8EHX#vwfq1F4a!CfDv@N4JwO&l|L`2d~Bu_uwrdf15}>m
z&91hd*fhtN2^;UIQe==(&1!e`t2_$wN#+{2)g6mb*@r@)jt)j4S>?~q*sj}iQ1PP+
zm}Hq=8_}8Kq9m?0jhg{C5V@ajRcddT8&uX}pL}JKGi$zVoc_we`ejnE;td8dug=s*
z%ADE5fs73t7qRGkC6AdbepixIit@LqOG<Qz7ID2EO6PJOam}!+qC($B4_j+r>baau
zLldjx*kt4RH##bN@fmsfPVQuO?jCt@S-)sht9JbLXw*o}9kpQiNaXt>Yi+0U$Y!r}
zQ-Gj54x(6*fl<}(Dajd;qt=fX3>OVi!uW43*yngn81F)e$V(-1#;@XCe(6MEwH+~u
zNJ!On*MzcsQ&gPT^R+zxDH&ww60^jPTxy!RYX;6{;A4W3iCHWR$6hwH)T#ok9JUf4
z)#^p5F-IrH?Yo9h))e#=?I?C+B0$RXrf5uR?jU|0nUM<wnpwK9>BWcs(h$6Ap8|%&
z%YS;Ng$A5W9k>Uiv{Kweq8Nf2pJ%o2a8%m5@7pXh>ZtSSLeHj*JG!qXo`)+sl$P??
z4F3Kr<(Khk66NyVgM`AyG6iK2EZ;P$k<AD73}mcrT~IkdsvHL!c?d=Kn_8RU5|Ksd
z_%t4u7{WjS-Bu)1p|8FOA&jmuTIlS8u7b&c`8IqEb&dcvJk1kX0hOvVD_?V|Xz{Yt
zAn{%9g2-nD<q1U1L*h%a-~AVHjtzQ0?{CMz-+ZB;{tj;7?z*{6)DBKCiaN-aUhGek
zB62gymw(@cd_QPdnKVu9nD4gxg@iH^fK&QkY}9F!N*Ch2p5$mMYIx^AUEgEk=KR+C
zCl)L%%GKiv?F~0N5imzU#odkdN%G;qx*#4^kMd)R{ncbq8Hswa-89eIIE}Tx)XPjx
zW;HAxGCT_e;$3RS=EQlJw*!R}X9$l`?WNEpu8izOFFlW2Vs=D`jmyg*z2t|d$!+$@
zTNai6V3ftZvFmmtwPv_(_bwO!%ZRJwOageb<()BDXf67PTC002F750Nzu!v?QSw4n
zM?`0GYR@JLY}XP32}XS))ZzT4hKya*UWgHPjvl@4ELcY3K;#eOL)7$DXaGOvUV3lH
z1xU#1L6`D8*{2!r?#fx6vExwhAr->d<bcFd^T2`fAt|9ao6Pat34scz9=te!uG(c$
z=yP;eO6W`4$u^J+sxr{^5tf8@;$F4n_XEV>W7^KOeM!K{)*7RmT<ODSQHeWT6@B=0
zw(;EL+}p>RM2=G_v*K1k?Ak80HgmOCcpIR10zcL2P1|Q8GJ!`LzJxu#-gxJI#k+?}
zD=Ea6FYEBQr01D94g&<2N0K~d;IS9K)BBEiNoL++h>Gc$&B3Y!D1Db0z879@tAw0p
zu;Ne#fHoE1j+^=QBwe&0+TWvZFq2z7uAt;Y!!Q7Vh2)-JyCab#k!T&48`%c#K;}ec
zDW@!~rrgl>I`7~~iDe`~Kx(WNTtpK&0%1?4&oZn|-~lpGJuc&f4GxlX(;xZixdl2U
zaH;e9TVI$ZgM^`x1XO|q9X#c#_4-s{X3{y=?20CgacFCG%}cQpLa&bQb_;Q?&uD8p
z7m@;ol`R&*Jf>0?B#lcY!M;O!n1B#M>c`YDQBU7o0bf(Ac`P?|&3pcU<ur58-AQ_-
z*`RqZ{<^^QPDw1-BteVl91t`noTw&0v7EQPFxX(p9oP1V>!AEru&;2fJf<-9Tx4cx
zf<QDOIspfX+`fUJE}2}zAo@5{0hA&S9I0rVOV%cv6YdFnR>2hzBavi8X=oT4e`wIc
zWmcPhShap6*v4S57Dq7HtC35VuFF<;lkPUEI3b7zAhgX)>6g;acbqCNTFR*rju;V{
zirlHuiv`(AOj*CTd{1o1jVuj-H$KtgQQo+J*?)q)<6n0?lY#lqGqB#L|NS)n@^_F!
z!+_{|E)5s)d4CnBxmh>gxn>&_o|fnTTlW1w{sw&iwEolY|0vDR{7X4%ZTA&N*uDR(
zJ^Ftn3w<`U_UcUgo}KOo^dzGYZWob3r+IGjE1PkDfPCIoR}*rMA@7BUhXCcdMv8X?
ze4+%{BfaBV8oM}w#?U=Ak$^#~hZ{nI3eYx9(2$6q*_8BTUXUas7$?Cs&>c`+acJ_G
z;9{LTn4#Q;*H2iNC#kWE9aj1P1SmIm+Hvb_b3OD-6Y`$je32jaY<-WV6{bdiLWhzR
zX*G}Yt!<PcYu5944%loF^cKVCV|{Hga(wxi_8vn~5r6S@`5TEydG7c&Go%zBr|9y?
zmCnt`UW{C|^<=(qsNCUsF(Ysd#d94K<U5Uo`sEP$oQAd@MLVs)to9BU0d5Geb(C$~
znSqif0q{*mA!#<JjHh1v3eUH#wSO9?8;0O7#Kt0G>mo#=)ruQ3>V7FItZv1xni&@L
zjlZ=-GDJWPJdD%up!&o-xnjM70Px4j@lZ2=wHq<dTf^l#`uFw?t*`?ziT(aLc?=am
z4h;j=K1?jI9=fJ&%&~OcNUgjpkABgn5uuRSW@`FjTWpvgTbdASQ(zd2EFLJeD&=(=
ztU|L`V&qf@4E#r|{n}?kSlG-&%f2#IB(TP<_7-P#bk@8Q+S$7!&eJu*nfSW{ZomfP
zZ_=};2~a-n^=QeuISq=iSkOZ$JQx@5lDcgxxXH$5l%K*~v*?hJ*#+T$JOM>M2=9-$
z{dnayDOvwvT&EE6x;5_j%JURJtg!`5NhUk9Ba6!;#y!_u!w%Cha;{p;QVbq_icp%W
z555r}z6v8lrH-4hA8&MZPxI$Y?b6j+<rkLmWuT+#%=8ONSmoLCoEn#5aB;l)&VqUf
zQvOQsCZUz$*T18L-d5`xR6iwKUrfX-^#vitOr<G3LMaHjSrwgO(3Q?6K{ht>W3peY
z*M#u6u0Vo{4D!t~STjeq4eVZ;T!YMxa|i0vY)^TRGos7!OJLid#JG42@|{#z33~n9
zK4Ve|!M{K|Lq~sId7k&~{h*12VAAagwPC;4hV(%l1}6?Q7fpCcDB5mx8y)zVpVQ)4
zx##TR7w6~3?NJ;f*0oH`&&;U=HP#Hr5&a8yT-*mU^^aOD;O@)tkc@Hz0pR&g>&91J
z7kCAV_N#D92$5=C<1b+4GlFjBHf6;aEy&}UI7*{FRDJI7q8g@90?V#^m+FvvnFQK=
zHPH$TMrKtEKkcukXVK`o0oAlvf#70~rm@`NK74pA+P)_$SRgGiZ{yd&bCZ7A-DCTg
z@!<^7SW5KWH;WG)D9AUA3P~aUY$5lGRI(w4*pPT<?-gXNkvHCDgqB7o0dHY1*RDYP
z0D~(yH25HeD0yau5+Hql5TAFh%XYddvdqEJSC@B*WbvjUG3HY#ZzwQcV131R7;OCH
zEedB>7`2nJ&7j?hcq!z_*{pbl15<*KyUe`9Rl$`~5ck263k<-3MQeW8>D>g(bC#P`
za)GcpDQgIKi2m66mZ{L^9bPr~@+n<wIUeHt{jjDC{G{RHNIAKrB;{&4$Vck<RF3E?
zF3FiNZTo;eMJ^-vp7c~?q(XL&53))T3+70nX=}Gd-Fpt@j9Z9xgC-dbGDM<8MU3ML
zyM9k*cs<-(fs*4BPW|s=bHjT4Vu}I6jys$<7_5UMyKDIY=hzm%{}!^i`hZ4u5bE&}
z|K(W6*td21>`zbL4feEB_$qU6Pt!W+_2CM|jDXGAK`3Vt-J`T>k#MsW=H+X*4aoy&
zQEd2&f}C@CKd5+_cCIHY-m~UGWWz66s@-tseQ7T4R*M@Yw2vgK!UDmE{e{)l=6Y$V
zy+U^eAB4=#<3?-Ot{8V?tT2UQ9(d$fS&!DHgB$0|0g&^DtS{a~mbu)^b$|F^(GaC}
zGSmqi#4qBiOFw4|y*m#cm+SJ^K9Tt35vgG9!IdHi|Jrm+vZ2%mlSH|?+jCg8^^rxP
z1mb-CNhJo!6Kz<UCQ?xT?m5WNxde^veoKb%cwdMjZFy98^a-ZOL$f!49JUl%lS7*2
ze66dIze815K$RPDWO4CLdB^cJ%u)g?ASwk!n?-ym?A&aKCLP_1U7j@40J~a+6qHqQ
z?4*jm>DJrc0Ihjz@9KGgM?p&-&OT)pk`swmbd0%?s>kZY@>I}<4N~gDnLjd9Q<D7M
zq%Js|1;G+0(VG&d;AB`;NSC0LSDq+sco$Hd-h}*2+>$hqY4nez!xvW18^-}&UUHf^
zNN(faz0vS%x`*PG<`*t@CyWgID4E)I1LZCLVR4OmN3kNY$Z|shZVoj_W)z<6q8YhX
zr2mQ|PYRK*=;|eqWdf$w=G)o=8A{Akzt6gQ<iyy|0KELYNI}=3@6dTq%F`DGWm^+<
zmL0A$lqI(tT0s-E$%0Ihh$||XLz8*d>HJrwwEIkY-+n3awAI7O!#oW!fmD$eG0rcu
z(6Wy{PTVnFmtX&NrgT<wOM=J0sRg3zUZXq-5r+=JwYq6vnZ&oZ*xTSLBLyRvZnU|C
znk}qi0Nk%z*PR#zfhjr-HTl@pP5Feshw^y66Gi(gc08!HfLgScEo5&>nCIpDJ_9xR
zOPW4*+afGk0$rlf@<?}If~m!T&2USc4km=E)r6eMF%8wlU`H}t%sY)DQyWd)EBghF
zi%SrO0z1~PicFPL9!F)(Cb&RHg(T7aQdRXu77q|QdL05<;HgQ)>jc{ZyBChiUcIpf
z1Z{>IFj}W%CEMbSR+A@INm#l^@TujfRN|u7t;LWhec;BLSF<r<)^Qubq1;n96D$;x
z!rwjZt?s%QVEq*6-wl5x0Ap|@o2NUj2l+iQUx-D(;_nV4>GErv$@B!DG7Ot(I0$6p
zYj|Z|4sgikL}sV^9r_j*n~!pPuk?{>n?7Y0BeV5hqFTIDXbLa}u*G(>wHVvm!cayY
zflHTz)Ob>SYR?WJA8Q+*YvZ?)s}0tUTPp-O?so!GcyjDmFITbG`=+p8M`~}U750M{
z5gyA4WdnCMGcvS4z1*bP_yZ(0qAp?G4s{)?TcBhH2};dh#Y~~gc&yy!v3B>(U7$et
zwtfE$17gD9b?fxEv^u767iaY;gZ3|v(W^F?g`&@idGw9}Fy))~bOBDUnr1?Hiji;D
zb9mSt8tk`F*s9`uYnawJ@vKOY;iuy0;yNIQT`0vUa&WVyd&j^FZ^^>vgY6`>T|!2<
zWU)uW`mADR1U}1|ccsx>#L)!-xRQMEBQ@p=drd9&9o_4asxMy*v<ru4k_VYtyx$hZ
z5m@0Kj5sZ4RtR<J6Hb$IrGMph)9W!g2|AW;G^n5eknUV73i=Y+BObV)T7?|sjEg7D
zcW|~C-Noth1NgnQsn3k-A1L;(jq==?^fDj6c>A`ITIgawOxPX%ZUi??F}Vc5gj^)n
zI_>4S$s$;72YM!Ede>JsjlVKMRF;~FxhyLq+D{I3Q48|*Sp}P+n|%fTmpi7E5XnRl
zD}dxp@AX`%k>}ldshmdVLi}OylWN&>I~`d;DZhjR)!N_>AubGJCqvEn{XO#$r?Kn=
zVJ`kPqa!67>W#w4TMD{Go>jSqtAX1Efm{WdE6>?qc@S~F!zp&QT3?x}1wViWM!%fU
zz*R4(iDdk3iH&T$W%@3^7v~``VAQ$IHGfS<G?@O64S$McB>D{%oS}KB4E((PB@?!K
zxr8!+6ZbNJ3M@Sxvz}<hY;SFvzmoQ5(e<Ifc$cHJ0L1@lZQXwG)-Ogv#Yj22?|igE
z*ZJbuRCY<l{ttwLqe=A?{NlNo;qwDX(MMi+@866^oCi3F4(ST-EH{_xd6v`;m4YsB
zJ-&xeT*iE$$Fk;w=-{O_|Lx3788cTk)|2n7^q`*L&X?Kzk7L=z)`VG6>4g-S>2`+R
zO0xW`(yI32*c7D-)rz>YIkLVEh$@-~--Rp`Iy$l{VHoZgGf~UYmiA=k__)m@yzoxo
z=thNGMl@}1bnAo!j}e<eqN0>`?8ndAYwz9;Y?}|2uJ^U&{BA1vLe0?T^OqFnkFYzb
zJ@<&U^y!5Au^qL{Dk+ZXzKw{Xm_H7ydhpfw<E`Aub-;>x8&*kKsr48cMj@vH=3v%w
zX#-7oWj@x(Ukm`9gOw-5&raMlc?VH@c0Sk5@hj8zhEcxi2{&IVBRcl6T8Jk0Y^C8W
z&)YG<61|m8vj1fn6(2p4xF;Oytn{VJvv>LNaOwFl-b-=lY(dc+X1d{a084@04)NJn
zCfDFCi6X`*^?ssraxtpzq(^oZ;{+=o6`eOZlg4pRrh;nJVtq4kj?y?7BcIH%&eB!P
zFN`hG(lV5P)3*E$L*m7w?e^lQr`@aamqx0$9X5W^FX{9A9D?5IRL^{WYf0tTl3Gx;
ztdW@d*2tUrS*`hx!;2DHhY*NR^j9W*BUA1^+{X}0JQ_4VyPksQ#|4@qku_Sz&<67R
z%0q5tN%H>IxW?j{8FRCK=XxzWvE2C~ouH0Ew+AU-nMlk51)I#>MKK{EZ&Uj6w(|gM
zs%?uvRjj;Bk8E{80&PbsHVCns?QAR$UH&`%Dn^eE7sl)mgNrSMB~6ODrQR@|#ee%x
z==fiFFN4jb@-rHf1&4)u1`mt8o;E_9v6OLF&lEXR18cqL<c(UDzWJP+GgQrq3+2}t
zsB2~X(XXdTR%)_EF5+PMt=FAuMz*0S!HsVE{EX_=T-v)jCKsmTZ~wXm%YPM*s@U`Y
z@8NDZ9(oZ<4Eb@UED$W@B-`V3ai_S!eDSJ9Tdzp`yiKf6J*d;NGwq=;ELMqH<nBGf
zju79vqLTX->J+ViMWH>0*ZVnbI;!n=v_!0JSVeQOSx;!yZ3)5GW#;c#8=@c@ysRGz
zPA2y2`cgh(N05SH+!X*Bh%ir07C5v)-$r(9yDCUOOpXw=Wc*0x`HL{JALk?NK!{Lc
zREJ4qhv4!Aq_(teZT1TiUbV!m2=>i;7Z<stl}T!2KiQs3VbRTA>Ct^QQMmmZQ;vXJ
z;d1$;XKa3)`JLA4a7*s`bIKGI<J1m?c}35RLXdV7((y`(M1Rs^Ek&p(@(hO;+(*b@
zXi!-f1(DPS^+43?^AN_`H#$4qKi8B$U}I0rJ7AQ4(y<6rF7-w7^jR+^6(AW}46$wE
z+oiqF^6exrs5>MZ3G$8p^1B6YYzYE3Xroy}q;Sv-|GW_C(UmS#%BS=*Z8vA)ntk)o
zrW05p`Sabr4{ZqhsOKQ4^BJmOb+$co&WuEPpF>r7PWlq>W&+g)(UT@MEeXRvYa5_3
zF)BFU>riU|TFak|Nis9*ZPT<g5?=0#e`?>t5?a@%$8wW8`>L#etKdMA&)+NSg>H4D
z$+hmwxzC$d&>OE8w!etZ-t^t!snL*nd#v%>?}h2tOxG=f{_sNO2DfoL?+C%mEQGGw
zcBPpnn%f20(>YX2T{=!OF{ddYOJ3_7UHnw@3H7w6Sc)wWx=2k#A~shNx}%i@yJx^b
z!b;cBCnq@wi}A$aw}+V!&<MD|1GH#NC4NYhoG$fL;(N)tl^?zx!8)lOQroB5OR_<}
zi{IelpHhwLP#5^)MB;Yr&>@rt1yC)a&Z)udnX@n)gsO-?iH{x(NTpg^ec>><gnM71
zl-=3Lse7y3vfyJ$ZTQYvgqRo-Fx#Z=YRf-^00;A->*;>g*sgaqpnfa_Fra42KCOBm
z>ZY@@y=gu`86YN^Q%p?xef;7ffMD77FNMX$g(*TsITnIiAl(mJ(1YUQ@LPX%AA$wL
z4rRR=dBcd2aDPSXLM;PkZDN&6_LTGnq02rBwD$W9qaJned{o7wxAii-&(mP!_^Vp_
zX)oG74jgkVsFImiT31^2!FAgpkyLPKU1#kN3ATcN)Yzy!8$2~32xT9J7@OGl?W!ww
zumm;VNZ~V|@%hJ|c6RB6^Ic0i?YOzrL-_5dU%o9X-(Iiz>_{E)h3#AqPfI4TOZj|d
zn%bH4d9fJWlQxb2d?=;0bWFMN_sVab&$VBT_^tldb&0<;%^8|90>)5<l*gEO7sWYU
zh}hMUMHUwJ#K!^?>0@EF8r^E=o&OABfj<2bVYs3`o;!c>+kqAN?0;=yHobYAuU{p;
z+IhG6`vGKp?9^uW41M_M@%ICT^|#xHvNihw5m{>A4)R+6t$~>TCTxKBoV~Y~zcSrS
zaz{?tO7@kQc0k02XeDCcF?NDChY9%R4v%raFxSV9`PR?>zEA&M`#vA5k~Qnt8=^dz
zsdH$Mk)c0fD4N%op<?2)r<`G=ajWt*xx3;cC4JpX4am`%0=_5$#~!{v=%J~p)dVy%
zV98$GDPwm7@3l@l-<&S6?;m~P&i5z!*^}qbPK+A9c|d%2q<5m&BE7ka?@yR>^@X8u
z=Pi*o0iw{K2mt<xoH3OLe*vr?(_b*~)H4ZGPNTf#ZXR#cay1ur0#1tYwA+8ESeIc)
zWmmH_J~x1P<q-8ir?u>5EB3qS@iT}1k)t8?KT*+RD)$+K1<hjCCP>-jWiG^!HsRY;
z8Bl6Q!1Uu$eiNE{DVu!tj>P{mC*I5JQFnz;(gIk#zR&;1m;CdLG3$Gx@afX;^H)$1
zi#77ldX?*KiY9ti^Ek9NIdQ#aeSPizw_AVx?AaIg8eE`oQrHPsEVF=rt&PM;jB$7S
z%D~Zi_n2oeXVK?&rx9&WKHGdMU(Jn0YPhOD`5CoEQFuf41F;)~Y5B2<69<nBY;#V(
z%vx(x3k~MshC@ke*1;7XG6n-h?+uBqy#=zs{?E1(h?`XD=IRrT1^(bn@I7T@ze-lw
z<3v%`0KJWo+&l1}&X|OjV@93vLId%ntx5q{c#5+8r*xBra4xY;wE)W2iIEmwYMS@Q
z3Fw139~4-6Ef1q|Ien=wtgBi@x6XWGWo>~+O=M5|&Z8MK1~}Kh2#AL52Z>l>M&<LO
zTgqY9;CewPRW?(sicL*`4FL&X?n<*2UGc|mAG+CU3fVCDw~>nSHVgqRZBQVuqZ@R@
zY{!X&u=E~a=c-eG>7aH|9gG77hP8CgiUHZdX>0Nq3HclMwhk=$Rh0U74CMKH?2A#7
zWn^G$nWjSEeM4sg@k<|bb_{69D}@45K*az6qP`^TRrG8P*bsiX=lnZY659kBX$jws
z@@lX^nuUy&75I#jMARG~-H5KCCQrqMInS41C$It88KRpW+8G=}WgQR!yUkeS8yjI(
zj<sBGh?(nnoedQGbLMfdcSIgYFMEc?v}T6VEYYD(hUFWXS^^%G;Cnk+-}#yg8xG<P
z^LC2KX2PTm_naq#x8D`#SDIH<oto3_jvb#!fYclM8aiAR8;vD~31L;9EM7fSPOX(h
zzjgNnM-5LjDG{QP_2N_dBEDVnAmuwn!4?aPG&i=*_Bxd@egHg1ILR^aF0&fa|4(3v
zDGwVFnpI^Lw<V|ragrh6dS2Q8u|~gW4mH4XE4YnE+Df}4QxIx~3H4x*Hls9^!wX5L
z*r2%7!E$^tT4po3*D5P{T|QJ{CCCokff|`B=r8GmoIN$zM*)G_`WnysRB1z;ZmgVZ
z=3a+Y1-l~BoGu4sMk|#f3KHG~Dq#0V5$k|+!_}Ghd)uybi`slJ>{P`>q=oR^xrQC7
z6VG&pRJBJ%_KWpF5T>U0UbqJw8o_7Kebu`&Z&3w^ki5l7{4gg$k2*z3UeD<&hvLup
zZERADkbwP^7J5uR+(*M7N2CHHAy@B2oF1&&cSutA$Q<F}$5?X>r7!CuuieBR$rSCF
z9}0$OkMKMsRV^8;k$`{1Ch_IqAQ5b4nr;V9Ml0w&?TMEeiV4XKD*C;dU4N$Izy0-S
zGM{AJLWX?d$dS%(li$N4E*EP2=F>dv5M_N(74GfmosUG<6y(<P_Q60@^33z4HD20H
z4g-B=@nCaJ)`w6Wqe`5iFr@v(@;Rv3d;U`B!CU5AJ=~@0B<Tp!x*gWGoN8;E=~26H
zv5?VoHliEi59c>NUBIdq^yLWvF7(Iojs=;w$BIuQvr@uM5B^|s0(-y0sL0&E#HjLN
z@|w8y+wuRxe-sWGEm`>SB?L16;rQBx{A0U*qE-0rT$12$FSjMI>OMw?Nw~+hh^3fv
z<TL=jq@fZd-jV{Njo1S!1s~VLqDB@{5`}rm<3wt(kJ!%<UgUm~E38vv&!C_frmRGA
zGLB{CR)OJ@>w~B;;Q6xb0;?$g{!9(e90VfT?YUOwN^DGWtYQLW`cu>lF+)PBkfDI%
zk^vQarv66f0LF5lGAZR1dy}P2sfV#WfG7ncF<>pPP#*=oi8-~ptU&-E)J6D;(VcmT
z@u=3!-mOZ=$uX}*W@a`qyzZ(V1%mW8wqem&dwRQMl{bebik#NgyQzC2$O)07E{>cX
z0Gkhh9{>O}VXfIjJ&eh8_?a%58sk1`0@(&`rnr}TcfjI00*VA&OHabkR``o(GdE{?
ze*d*U5lD-@f`{IHIaOm;8=e`lo*)|!Kg*~EIG4yM4P7x>kZNTm>_lp3$P?E~ewfwi
zvl-;a5-HlBifce?vq59<$`yw&VTJKryV+8$nie(*E}nG9MN=R0d~JN;<KXQi7#wdq
zQ<UdxtE<%=ttcWQWd)CUa*Z!%%3f9UJOwM$wp*G)%oR3~zBv<Em*757=Hd4OgR-xm
z*@#UghrtHsHyAG9D=ZkJD-UL1c=D$1sda}`=gcd04p71N(<bqR{LX<?&)-QoPpV}0
z1<#|=iRy`oYynq4u7eql`xa;C!0Um)==p&`h4l5>Cn6>jWy%RReXcPV7rU9Fi_=+@
z`1NMBj)cS5fb{gQOt95Tc%1db;Ch=?|0cedY%R%pk0OuGVE4pv;*9m`j$}VNb^B&v
zd{esZpr{n!Df<JQgzeuBpio$u$p^~Bu8I7)<INqL!z~+3#~`=<de)dwG=Ju7tPGaI
z0N?lkJXH{(&)@n!Z(EBssnu8nR$q~os9C2zO6max*n3vbsVwsrFV~NIeGD9e{6;_Y
zZrcYmZ|OR1FNHhQH`3xd=>rFCVb6n3Z8iT-Ju%A2czZa}Ujsn}iQ=9hsPtHZs*5oZ
z;y6(^wZozQOfp|XQn@2PM(R4#1<&99x<|*1JVFLx`x6>-Hih!oRokUiMxC?t!5532
zY19iM0R#hwTB`-RRcfkTVy6FlkQO5Y6w@5-AMjdhzAZs6S6f1xji=L?BGf9RgMWlG
z<&Gl)Fd7Myi9MY!xDmWnB=XLFQ-?udBw+gw@}~HkX>vC^R{hQyr;IRZ)Pu0l3l57;
z<LQizND&*b`pImz{pR67t&3b5XV3t^g5y&CI~ztxy%a`3h{mWcgDk9d(^osAY7{U2
zv<TcRlf?!OVO2fQzEQhb540Oa8|Bla(nO^=!;z`ToYH-5?IeFIRL}J8<<W(667mUK
zn-sPLlgFVP88;!p3DRtjqY0?QYrcK3$Vp{|i4HNutd@DF;g*&?!1+ri-pZ-ZN~a1s
zuao8$?Wuc7CD<wp7`?SYEPef|Xg2Z9xV8H>W|C2jAQf^f&et{-*JUS~Y$L_{sNcv!
ztaQt(=&i*Dm*Uu>?K3SZIp)J>h*_7mwY<a~&(8DFZF!QWY!}w|`(tyH2b~Y(JmEWh
z>!KGb?}5g}rrs4i#9P|L8h@aJ*Z5g^m=H8YU`YJ#<yWpT<JwQAvE(vs@fgmwDA`w%
zDylD(aGu$cC7E8>l-9(4k4H(BcL%lE!>j>P9QMQ8yT5GOG5C5T=kBbEOmT0_1b@Nw
zNnQX$tUQA4#11nOts{#OPjBCwFpG>O8A(omKp%D0*><S&H!P7!lXI&h^?hzWo&^PA
zg|T5k+hpBR7<!4geLo$F<Y5+?)0b2f6&2&g6+0=|jjuFx*oYPm69!Iim88gLUsiwR
zHbOCGb{i{R7Kw?x*nH20uE{pwANd5@UXaq`SoUDF9hIXRB*k0qGnm$(*A}jxdH8_!
z*WTXdA~O#6+EL0SENzj^cW}B#Bc>SL$(a#nD^*dOr5LE7w3K3YRWSj~X3B~xMTb83
zdCrKq0oKF$&>~Zh_fes<%4+pzgD*V(5C6O~w`Q?%H;n1R_geJFejbIOX(nOtH`774
zwkb=nq)FGgn^k<KhDXpsCa$IPe-{w=wvI?1zJYbTWngN1%wGRv1LHM527X#8_=}T*
z{`K4AR5WN;UYdIf6lNXU@sAz#C(S=J((qbRf2sO5)9G8^#{KsCymPGKOW4lXyFELg
zo(-Xsf!&`BBk~o_tJ_C2$XW!}lH*G!Pkx6QHrKJqJeWB9dxy30wicQ9D^t=gOOtlx
zs-w~E)m@DQ9yM-thn`N_Z$GvF`x0k#ItYm+>iZ1N=u6!7Va0Ori^&M8x6KjMdqtU0
z*OO0W{OihAWBQTH`S*wacea$kI^uxWWXS&QAtYfJbaYW<S*rJ!ry_#K7|{yyAW}lZ
zvAA}Od#>?kAGFCCVjT-&2Hdu$LMQ5$7a>zqu42LWfcfM2?o_Qu8?~%rEha;6{U-`2
zu*AeppW?DcuWDrirg{|@NKHa1+1aV`v(lw8E8)fY{Z{pzi?&3sI{iz4Ho#XV-XOc{
z$ecUnMJ>M_yD(y0VJm(7^1xouk|)LBjq4yF_Mx}$_;c-6rGNwNYL<czEMaeGcM0G^
z(vq#oaaQrwcpvVSshXxWuwD5*<87uGMrmA%tC8$tA@}7C!-{f2$Kmnjik!RI&jNTf
zvFQ&TOZo;1-A3Y|o2V8xncV$5if0tc8#(*r_wZOK0c44gX#e1KyH^bo7BsK6K65JG
zg>ytrc>$eD^Q)NzuwCNRp_<|j;4{%8sv`F4KR-(PMY9TsT;Z(hvb6LrEQBYX&3S%_
znLg&3M-5B~F;T}2vMF?qae5h#nk|N;vjlS2IO-7?LVPpva=fO>h@KB;@wFhji1Dp7
z9!)r%Vm=F6OpQG}&>umjw>e)1t)=qBE$YH5`^T>fEsD}O>M5WmI27Oy@aB5iKj!I|
zHs!mYyCK&)uOH5?!O&`vkzKsGo%r_j1<AMH{{Htavt9U}`(-vFPHOt*hw-$gav}pa
z;>-mysq4GU*o`%;E?uNID6Sml14a)!mHBVXTdQdxCN%>S3hz>d*PTQ7{wSjd(9YR%
zxzNe4N&OYc-qmNQ>tD!QPeybW+*SvyZMR?aD#8@N{a*Qdil_v|q{Po41ttsiYq77J
z+8v-WH%DUKfYI_SH*)N*-oX!NM_Hq#@TpveRT&&?u88|7Y?#2%=$!|_!oV-7w*>S@
zEhFAru9E5S+Fnib)-PO(ld|oz)6c@=o%VQB{nAr)^yb#x%W?Ew8N)x;bS8gkZGY%!
zDqRvAJMPB$M$7nv)@+V|2|_L>hkQ4_c4VqJ0TJ2RQqCXX#h-Ujw9G8xlAY^pr7&nV
zlHn#OnSx5iLzMRGwZLse1J)O24)2c@codNF4B;qwx6&)^NI|G)l?}=+YPc?2cM2|N
z{HCA68-=xc7oC4q-wwG0Pk<!w|E$y8_uYdqQCj%nYD`3pKpBoiGb8P)K^^*@$GLi0
zb2~n$2rIz}(iPh?I`HIw+^Pb42`jCR@CL6d(iK8HKcgd7H4>~oQQBVBl&?EI(r-ZS
z2kx-h3xxO4>c<aTAnlWt&+gxEcn0h)IzrJW$H1Yn`?^2+kXU~Ied<qI!;cYpe{|8)
zIeF?Cg9-8XAb(%<+SRMPzc9!XKgRfv>jY{3f4@wK9ctEV<j###&rGuYz>xu9%VOHq
zIGv84ZC<XpM8BvcFECP~13j>|O)f`iyOH@@OoD&?f{$^J=$2%rEh~24d1bcoj}0_A
z1<uT^VY;yLp9|f86Z@^yH1nkuKAyXY=$pT36LFQiUvZQo_c+{gm%$tQgUQADKSwoC
zFk0&7^G;g0Lld=4f^EDQbKLs{|Eg}%$VTH=rs?Hxy)O?85&}yJGe=HDptarBMEy?u
zZgx<37B2kW48^k)^)_3u0GV?h$JW70sU3s$DdpUQmYZ9;>tl0J#dQP7K9G5%*8fG^
zdw?~OhV8<*mbIaah$wXh1PKC4@2K<^gb+druu2b2I)r8e=|~9(LQq;DK#&r8U`0C8
zlK`Pf2`v=qojv2a?)sgx|M#ErfB%{5VrI;|@4RDXCht@3`+kbW^UtMMhcDwl!cJJr
zJvqZOS3Wj;mX$ggaycZL3O#TC(X&K|vGrvfE++@)iN^ZcqI~PrT!h;((<hph+OuR%
zmBbAL$glS8eihwIHLg{kXv8iydKGf<z_~Q2d%q{?Qnd>BQ_-OB-2uXzP0Wg}F--UT
z`wvjLJMFJyV_ORy`maugeLA4KacsY?1gELmrva7C8?18F;>u_6*IAgsd_LW0-Qzg#
zNxzkNIs6>Kl3Te!G7ETl9Oz2S+Z^Zj0S}AZ*$*XlJ^;{1u?tkiU(P7~XOVYN_iYxb
z{}6fiLjaNY6(I1gd-}f%yc@hd9`Nu9-HRtb+@F)<U-6BcOS=pD|LnTX?nWQ56aPdy
zqO!iV{sG<iACZpcz$||+0Z}8HoByJHLUa|4DpIWe{Z5M%<ofq<zCMj7PX92^Q^kJx
z$A3QQ%l<Rz_x;<X-~QzLC|?K3v>IzO<O~1=92(&Xj&FuQA6M$vDse&Lj(*WaE~0b0
zz~8#9?%nTc;UD_`zwVxEJ-`P29KXdprwE-6gepF7+dsE);@7;^FekT<rnw$a75Xa4
zg-ldw3+Ih^PoIj8V2f9Y7;Y$5oIYP?c*xW{*C@k3jMdu&2a_$jx=525kjnBDDzWy=
z1P?7sP~JE><=}3l2fS9XWMEC0NHAxEgn1bYBfTGBp%e!@npGI{S>jQjn7KcbWUQ<@
zm|~S#X}Zy*ts8<xJEYpzjYxAeEp*$4_B*`Msn>K826yIMO+bl5xNWn8fyxLQF3*YK
z;mg1r`l68DEHI<rkbfE9)xoW;#^R%2pBF~8_<Y|ZJEYt}Wy%D>GgdQllWJsCzh4V#
zYTy#SVX({CE|H$I89+09K&Ir)VV5>;IZTA)D65m<t1wA^v^rX8t;WE~*9jVhefR!`
z%<mhq#+|IyRV_h7ujEI&16v$*k8l?6vO^)V=aOLAC2=xRPBcs+R##d654s@mnN(L@
zW|+OJf}OGGL;qe07+1a}EJGTCXH1C~&N5ztZ!1-eW!<DixfMISp2bSa=7!d4^Y-GF
zv#qw$&Uh76+zAbPuwl5u#l;JuH)lJOlUZ+kt1cvD9eRS_m`{cAhV!~P!FQp-Hn}|J
zY_p8`%H!}B$<jPXBe+5X(17fzt{cj?%SwEi^(=!)8I3krnSxH&N$m6--t;I;9QLam
zpU)e?Z-!!bc>=d4ov|QMxstnOCJl$R7U}ke+01v3k}bbT?vJcZOjwoM?sx2fydyqN
z>dOxzGz)6bj4X(yn7(r}*Qd&%kio5OuZ=O)-;++G%1YHM5i6FSqNG$1$MP(YBi|Su
zm|$9ekbs~m#1m0K2HXL>H+#q8I4elR!^H&eC#R`O;0qihn0l2yn5R@ZlYZG_QHOU$
zu|<2l>4b~trjpdv+)-N7{md*XP@{R8C<|!z^vo>h?;8Vl0ZbW7c$p9%+uX!NaU=O_
z5_>$aSM>5;Xk(|Q70sRw+h+8-!3@Mr_M@}_!1Qn%^AtR6If-Z#^4&fX)&6cX38t&J
zl%eSEx_W+lX?}WA`y|*RC%6Ln!lO4MvofQKk?kUL#;;qA7V@Xfdt>EI;68jIV?~<}
zVjjvePK!^y%z;;l8y0<Q@$<LM+5E2so*KOPT6H%w_pkgv9aJnhYRaDrl`m%QzV~f&
zAN#e_?X<A9i!{Yz#2(j0N0s#+<hKp>J@EN?zDNGg_qrEN>O!9nGx%?CeA|EuzJC67
z)T7e>^8q&~m|$m*+;~;0vFQhnv}~oXp+(BvhAz|)cV-73U_rZn?cu!CnxDrx-)ncD
zN?&7n^5?gA{FL@t0r?6aulnuu*1`xrr!n@T!`U?fOIzj+PT?Lp8R>8BzJ1knbZU3)
zFMglwrx6}63mt3;mV5LiZnw>cSLf({dG%+*6YlmLCC(P_$EDBS(dzzZUq_DJ&^hok
zo$Pm->R+e*pA0X}o{O1cN%sos!>FZBxE@$Smb>>1dOz&i&K@YzS%((6i5J2^I0gn$
z)Z&e;LS~p=PCgBE)4{SRO3(h0IXjmpl@MU-kdRiX?KFS!XBtdPPfezu^x@W}if1LN
z*qd270Pm@6<GqF)?u#)iv^~3iL2+vB)PfUV?&Qnt05ryvQJ^{$n|{evtP6o}2cm?n
zl?LW#!<9=g&?gru;c?h<k7v<nlQ6TUYe4s`ar0ilwVb3UI49Tl_7|$CV6$Vnth-ca
zJ>`6+5wdbtTEZG7UB5dD8k*vJv9y4?jCY}xFg#&F*ar4=)dLSNjB#+jEZQ$n%jEYs
zV%l8EEl|gzzwub2csKG+D9#PXz!;8=FS~uwx`E_YaVMteZEm(>cy1HwO-;K`BS2B;
z>-^i`3I8D`B`nzwyVy!6RrBrJKlx7>$}Qo$9b{|Hi4n3$kfL+2`hM%bZ3D}GOub7t
z{HS3P;v6`o_A_;ZPD<=s;}aL1G{Z3VBDv}F_MJgQS2+-RK0&3Id;nx;Tlq+}^_)aV
z{7nAR^udh(G;7=Lr`=ZAYh6II@nL;R`t^Ekfs4M1(&^Ht)&kuX+?Zy*YBrviT!&1v
zNW9;UUr%0t<-#{BI(yyxYx7_K)Md<c_`ltyw=Mlly7ak^)(a6Cc2H*i@!bVCo3B^S
zuJXRflGS3rTfXJuG_qOti-o5Y`0jD;2j9M{zf<A{U(@5=f2GQS^f*CUqzQo|jOHyR
z&Q+Tv4|qlaWk?X%O}@z5Ex$}bmPZbqY<qDmZz2;noviLip3z~M6`ILkL!p~oB=$LK
zbFfwFgKrc0KJ-;RCQA=C03FZ!TW4d$bjaPgp3r_wbagaM1=O$JLS1%8!8{=qF=C$)
z)QYXn7A`!gMkb)VW#Of+*~2;tLzRCl7x$El36^UDvV(cZ*_&cMi^VOytxydmucEzu
zeyLEn^amXeP4R3qf|W^*9Nr8U>?J<z>z8M1L_vz!k|rgtEZKWi*bQxr9)Fk<;>*-W
zY#h<v!nz`g)@MA>5KfqL&}@e%o?`wyyHA1^;3P;L;5AgA;VRHUaB<n*%*_Y9bP*z@
zq8J?ZIqWd~54wJVQBf-#5mxP|Q!T%n<1G%}jG`fT;{TvyYrcjoPwsY8owbz#VPNF0
zn7j>odQo?A{Ze0sj<(!n?YvovP>ORrv8c49m}EC-%%?uL&E#GB@tS#qeQptuXT-<f
zvu{)Ev7<fQ@R+Mb*o-^75q!)8<@ogSmxH&|lUlScwtUc>LRAU6#&c?Z8L_9AbSG|m
znL5R~$ljc{cJq!EErb)ymB1Q~)qP90eR!{P?!RK348rF@uSaxhq6NESDpJ@*#t70=
zh5ODDv88)XeAbzj{pO>tn#qYgjXDl`dQ4C~J(wKi)SJ6=`yoYDTJ+pgIoVHZHkm|h
zy~NBlrYx9$dRTV3xzWRgZB_S<F8GtNpiPT7l)gx)N+1>6>;p#NZ--Hp-PjJ+zAW{(
za7u;?o-19z7HQ6vKZ&lyE|(&Cj7F9l%`Lb?6^i<k*oBb+CDY{0UdhZ@^!dmIH!ETb
zTO4?h+hJ6s#<Sp&_x@;T>Kfb+@iyP9%cCiPB0roZ`@Va4Toe>es6zPr@|s5LyZEWZ
z-*OsIw|UwVk1)}ElkL<X0L@5--oVB(xaD=Sgjenm$NKC7j(I2FbWB+_Ge5|3N;xl1
z8%$R2Zp0!tSXA;QbWAhmKwQsO&ew%nxj>asZ(28|hIZxrRg1J1OO2308aF&yZ}PuQ
zF42<3Jepux+|DIIp%c&3+LxCLqeUG0uH_Y=_K=(MIaF3tIZ&zzfkvrKP0P(SG5b5-
zH?8L6y})`@nV2!Mk%&g~_Gjg_EvrDGy3A~smZ?BZ_mw*8#lE%OVV}aBOWK>ve{!Q5
z$=_brtKQFYv}Hd$kmj==YfX7Rz81tKqh6l27?ul|lzeO4n9P@-e0Kqcl<{Bh_qT5U
zxCIe$QSp8^i~_cgU`*XJg)y$ArI`Ru!I=OK$N4$BpYDEZ|G%(4=F5rF{k#^~aQO2=
zZA?4ni?8Ctz$Y)RNnf9;9lq&uWvFl)WMj~;`P$!w)^ej;4A3{o987)1zCi^=QBHLk
zw#_4qXt?!$B1}B()Iw{*&_S6Y=DZj7%Bk3)QS3(#Q@o0q8D%EC1}_fonp|t=bBWT3
z1M-^&-M0-j$|#({0kViW+idsL=1#^;m}Cl9j!59=x>vn+PU5;*iyHRX*c2>JY@f>~
zGJeQQ%DYx3^a=t0(YRdp_!26v%?);EQ!j(cKlzBti7r^3Ae*X9CJ>jf0j9r&fjEek
z*{ZzjDL|p1_t`00AM*;X5Y!w!>uB0>4f%;!Ax@Sp{8zB$*?UJ+PuJ$MgzCv{dV+6%
zW~F86v#FgczX|3>mC1-|P&~4a&leW>r3+p0rNY}lm|I(XOrJwmm(=cb!ZSc1p^I<D
zoB(@VKS|?(L2sX-fkAnOXL1*+5P^q&RU%gEEG)Z`X`svQ*o_XEy7Um`(NTTi$+eZ?
zdFj2FK)4gCNzeE^B}RYL#r1xb6{EafItvxX0k#f1ulJFWD@3A&l_kp3<TW7V{d!U1
zccKJq+KnCf(d<FzovJ>I;O^z1Pmz0I`K;WZjz{EvyYtMi&b2;OUSb`{ZrK{1dB@4a
zs=7JvdRV@jtJb;W-^_ND`?bE)56hpqMHrA<d_`h4yH3NBRw@ss1(KkE3;OhK>a!Em
z51r_a{R(tA_MG=56MDE-7MPKy4V&W2S1t@3t?x3`u*?#!Hdl2)8@M5$e4^vzt|fKv
zw<{N-dPrd78N%@7+&GwUoF~4{VGpIp{FJHQzJ?H67|?(+WlTCFz+T&A0dm`EOP+F$
zeO%&{`}4{@HK>JQyXH+!v2M6{q3*#$IjeVXWQhVCYuT)3F@%D{EkEhs-Xw}vhegA3
zLyr%5l@FNYvujv@=d4}y0U{dFyi6{b5XiK>du$JKPh3Zde}2lpq_w8N5(1*GUI)Fj
zO$k@mR})E;1leYKjBfWntKg4u&~`TC`gL=(5MPe1&>!fpJ7d~%u8B!j57~2Aa78P4
zEqh~YZg7{|W<PdCHAggNMmK@nJ7w}&^Jum@lTtRmDkw&I*5X>Mds*`8lqD5W723wo
z7C9AtdcAostkPPZT*lF%Qc}HSlu*9st;@CbSQ$(*&$y@1jc0pY5E-3l%Vlk8)mAIy
z#>lF7I{+YLeA=;&>TPWrb%(z;uwdalk-0WUf1PGBv|@Dh+%Yu@{A#n%al0VsUO8Bm
zb=XV(@51e0k>k*B$Z;$)?+|*Y+`%_avMNS>=%x7Myzw&XW)W^{Nq5C;E2WZmwP571
zapm|4#@@}b(Y!-iUGLo9iZk(ObKE|&>4WU=A5Lrpcvm2TfDABFp=KDbNbsh}DgSE+
zyH&>8^S|h-4fuIswsHGvnKVKTWPczavl0B|_C0w{vn5LUSj`eg%wMC&F#LaXdXMNP
z#-osLSmTpABP6l@`HqavTX7&mUZ!QJ#W7he>+@{so~1F9bU#Hu0iI*vN$z6iY-Umb
zfOFa480iLT^Mrm{DUfdlOwsi8FRvHF<IXrUpB+#h!t%dUc^W~?NAnNX-bugqzT9HP
z(?s#X2ndlKjXPsp^<s3+C&wf#+6=CKBaUWjTjXSYew3}!z@S-gelU+5jItw^4Mg#I
z;A$ujJs#(q>ai*A8^9m>O!)W^(Hh=(pGER3!ab}tVTgZTAU7kxQK&nkpWwA(BNq^0
z&K;0pPIK;F-gfYJ^865ExH1JIYFkdX=S>hP$Zm-=9W@M3&^w0Kq2G{2eyD~iIXwvf
z?^}+$QN{Cng*s*s$#-Z1t9^2$W^MdUf^R!xVr>BTHGe|pRwpz!v#N<(2oI_1<MMC`
zTsLb8cRmbtlBhW;CKG-w!@=|xac(zO);%(B3DB=&g9)Wk%+V<9vS@Q5tfJ*J<_iQ;
zR%2D>odXkuqaF`PW`(T@`-i5-PftFx*p#=I2tsd#d%8|)7VKrP3MI!S4rtHeO68G=
zBs`NO5~a|UamzZ=eT;kuJ1hN|jF-X|-SS!U?6~IV)*>LIEvA}NrwGx9bX&+9h+pz>
zQxm9&KbzVwR~(&binF)36Gy=rT8^Un#Fs6Z+1NsH%8N%?A-zgk8G>VJX1yh&HjlCe
zLBdzKHj85Lfn4;D^U-zXi1wrv9Z}MX1*h$+97bPfk2;vq!dCo(pe<DNVMaequw<N(
zg)E*%BO%xF+8CQYjRKs*G>z;PiT%cCZ1m}h%tWvd0G77)(}VD^e6%Yhz{;b;Z@3S9
z1ehU`cz?67P7U*%st5BO+#7^MaGb9qeI9tM921k@_`;g+(~{J15NZAdnEzwUtK@kW
zke_(rUda;2nrQI(3!h8s*NZoNMI1cXpZD)~t8h&wp3vY`HU}ktCIXdJ$%cgxWF?o9
zRc>@hnv9HHtVw7T6&>JnFA*}`!n$#|l>`yALA{4|*7WHl)tq_JURD$#X*7u2Ownx8
z&{et>-!IB|r?P|Do6QFmmjU>oylfG{;07Ojp|YEIb)w^&fmDSlzMf#Behu&D?8VBq
zjq9FlzIADpfp?F6XN~h079m$G{8|n=68@H}l=*Tf?RN0)_v5C&{`pFMUmgD+qrXaj
z<F5aQ=r15h7Gn%3|Gr>c7&FO+j^3fkjDL9+VA`>I*d(psfd2jGw+(bZeLwft?NynG
zhvv-^_1kE_XtRIzBmbal+x7muBt>_P<@Z0^AJ@SVtSuBS<nC3l#{aX=D62Bxw#6#g
zw{KMDh2_W2I3l*i!#=R2uGQA{H4f@HHJ}4DzzZoM$SZ@}<$P7HmqYVgJbn4i=ku4k
z!K0Q{6s+O3p$~4!4wPETG)+aQGmYlwoSnF;2g{ka7kF1uwJECn2VKLpmRpmd^+GzS
zb^4z3@iC@LxW1&6s31ULNFg`;+PHJD6~I?jt?_e(M|^xH%_N;860R@Z;oeQ)OUbwE
zE-IGQHM&LI5`gqyQoBT5<9meVddOT<=%>!PK4TigDv5V*H?wzevKY))-j6#p-Yjt_
ze^oXw``n=@4^d05>aF&8RINUx?Y#WO01OBSw}v4)AI>kMN{r%0=YlkoYx*{Z4~6||
zIy~>J#lnjau`%p`g*~#F&@Sj8lsc5<jpet;li(!!yr|ydhv38g*4*$Kg2M*-uy(kt
zW*Ieb_RZq^u^}x^mAjEDmi_tBat>qzFKqqYk$DGi8C|7ML*A0bgzDVNZWy<FnU2mv
zg}%ZvP#9_~EOx_8=nuN*Xz2#8*h4RC`J6Sa81)%FDO-UdiuE~%doajh)8=JnR=A#i
zLraz?DE)=zA9N=f`8)G#n$DtRN>`Iw1edyR8RB{fFFagOas$8UaQf8^3h7oFrE_Vp
zY0gt(^9Sep(R*HeF8Xiil?vn~dapQ%&wJl5?>?;8A@n^q`11JmECn<179adkedI<;
z+)af20!vgb1|>VhAniI6aUlDkp!t*Mqiud_Wqdb&n0h~>chIp1)>>1T7k$G&oI3G=
zxzJ!}DJKI#e=*0AslVFc872b(?dm`c*Sb?-!mU1UDMB$7M8S4a>7I`ee3+Z6L$1L~
zJ>H2ueJYzUB2GW)P}pS^mto%c(TF%r#ynzbp{Ek;rL7D6C_S0j+&;gvIW>dck8qW`
z;VC)AOuZTT@srIA3UaR;cq>U8Fgwuox)Bh(MEuINS&yiAfzMcJ<gOQ*aHeRXY_twg
zxT!mb&#-Rq`&2m!ovp@(zos={M18f&=ouZ}^pXS8KhV2@@_FK{3?3DkJcj!laT_|@
zi*#5IuP+Bz=;<w_fZFYnPmqWNL8Ys&bvEEG!co3Hodf@X>0t{shb{VJ+0`Rsq!exO
zLc~L$=#hhe@VmcZ5~k9&ObHDgZI$1!5xnpJd?)Gt#zy>mnj|wbqoB}zNJT?We@4=G
z{yaF4<_A0T;i3}f>-Dw0qQ<Kt=AdsU`nJCGw?o9>rdQ%(m4C4g5aXV#Iv^GQpMxg&
zcgO_ptmNe`nxz{~_I6;quXB0?h|mNSI1Qr+YgUPyWu9rqByB4ak@;m_#G~20R}uiX
zM2UCkg;f=Cg=Cglj`{K6T{)n(3?>k}#Ew_2I?DWh{MoUIi;H>V*cvq_-Q}R%O_<$M
z-eLFVuTOlG_CekYxZYvNe)@tulp>1=az9l6mE)JA_O!jfMvQ@aMN`rNZkhh+pI`j%
zpIyT%$Ty=3j(C)9?45j8+Iy(xqYtKSxhaSPwoj7V;BSk3T@>OqU5<RRa7y*<Hw4Pb
z>7Ukq)sy|(xoA7pOF+Vdoazt^>w%niUMgZQTx*8NhX5pbTJX`k)n0sLwAd#gh2WrA
z6p99fI_)=5^d$n>gwhgQkO4QtC7A09pxS?c4DFDP>T_)v!W+>??R7jZF%-Pvq22=W
zjzLhP0o%TwPei%%#6U4_QwyOpt<vxZ-Hc9`vbK}bF)7T@2<p<tV+5;XQM0#EIJKoQ
zOQJ5#UcfdRmPx+G*5u{}7rqk>5sECX+&Z|o^4?UR=5Bq7^iiXBKsNi$2W`(w&>q3&
z0Eh`7M-g+4S^7*!&wDK#g$2PXsMA{!F7rBX7^R+43wwEfmfa@v>;G%dyG1?HN^inC
zMP-G1SGp)PUAhp>j6@uha1O@gjfD*7Igy}F;M*9JEo&y|=>X3gD)d%mC_NeJ3@;jm
zpvmi&#L5|Cc#o%VPlg(RG0D+jzoFpD7KevrS#0V_V<P*;Zdy218w`(gsW13m5l8Ye
z4AOY51^a{~bZT=3)R7B#zhy;fdOiG~9KrpVuKOYj7>=p85BPq4Dt*=T?zemOTia6=
z+rQj3hS8)OA~cYN^70o4vY7Ym)XQe|^3e&(A9Q0uT$N$nR#6^^X{3-zVb>bS^IcK2
z3%!V&nJqpK;Y6)&INE<>t4>Y?KZVJ2%=kEOy0t_;?O%u}^O9b=n2Z<e=i;^2*;Y-n
z3$Nc<<TaHdZacidmyy;=a%7M&O_Dpr7b=5-B=1NF2$dHb5<fUak9%a<tQGi-dO`R*
zuBo(`JQk3*aNodh%gfbpde}oe9hmB(Ok5U4BfoUHu6_<BNi5B0lHUo)bJpczbC(X6
z8+Y1-Itw?_n7lFz=h@k-Y8EZcB5OR&P&<{DNePFXWi{<2kI1ZdR>q&398j)91auIC
z!ogB3Alfei%eO~t^h;cUGv#}XeoFpQT+^b+p%`WnpXLY9^xx|tC^j<8M39;oVll@D
zb1~|)$nH7UgUtAO*`b6xdZt2q(T16$8kfp>%(I(e)X(YH=<_QFNCPtE8911MKt;uN
z68|K)!Qovm!Yd#*H**SP-AbIvEu7fkKX!G2s$Fp>;-@991;N)U9=Xb%PIWp18szCN
zW~z!(cL}^ii*(=iR>nSTmlK~Sf3BDopRIjEyFGTc2t?e|Q!h^?GP9mo>u~Y67#6>z
z+S)k{w`I2@SX+%rs1%a*36F>HFE-}&*adqn4cde3rlGoAHN1&<M51+gasNgE6j5#s
zb%&M4T$bp_-{i|UWSno@A8N<L-=K9yEIGJT$`YF_Fa>+Tj~qS4&#Sh@w5vG#99UPl
zRu`LTV_d3z%`g&=+S|27%Bfs@>Z!fVa!IW(xSq|L-GjGNkjZak&1!Mu(6JUaVP}7<
zZhcIK7t|W9AoxtRcxM4FU9a1B7k2LBO;tv>WHX~QCouZV5TgEWBZAxzx&g*F>jlMp
z`L%K1u6~Z92=1wW(HX^-M}GZ?uP^IF1!ueHcKlnhf3is8GD>88=~(gMsUhjBD^6ca
zQGa8P{i@_OuxN?gmhfGYeh9`4TNFppMuuj~sKF9JoHHc=*{hO{{`}`3rxUt!+g0&o
z(!hAw%ysAMdfOsMO7;G#T%%y4+>tII)4ED`OzrNs4zsK;r$EsbfnPIAZ2w(mNzz0D
z`+*T_FHC&XYf#KWiKIT<mvwtVCSe3u=S>MrC)ZMthzfk0Eb7iBUMbmgkq5#0A?@Mo
zPz~$Cvc^_Jbg`Z_OdQ%4-PHZl?u65b`$uWMvUEMT)0F_8YMXu&)Y_-Ry|9!j7cpqV
z+JdsS+nsD7uQ$<&Nm`=|aZ%o+9`G`Kms@&EMe@%l0A;^I?tS?s$(KqGT0mN6c}scf
z5h!=IH|^;x6N+II6v3_NC1V{OXBAKO%ZS#Iycft#tmo7-1~}g%-^W&|uG=+U)=7ox
zsIiUCx_Gs|u{qp1{q3qKl*pT8H&^AB8!D2l;+Xe(y*DT&)cYL~6>$;<n&b@yInXRf
zrHHv4YJAh_vPZs-miC(!6|XfQfW{2kau>_;ffti>6Iuit_h^_oXMCUGfWsTBc*T_b
zH!r|h%445j=<hn_ysa(?N6+h;GR9&{n}QwOY9Z1s$BoWe2B(qS+RZbDL(VbP{a#+f
zn_b?k#W#*k6JXok+RRamz3LTH%9T$rF=g`I(P=-xUH`41VTxojE9|=PuBfoQgFDyZ
z#?y|ms$N-dU&dVyJkk3=`0$Qt$9})TxdnTj(E@tY+?-88s||XpVV?0(Tr4>JVEIU&
zFQ%*r2pL0tu~h%J4ABbw9m1f0cc8BA)}=`O;6O>!T#`&E^8WAp>%?r|ad`)@2s4c>
z$y}bPn@hJ+^XuXSxQ_}WzI6bI#(-II<@#Yq;D?20vxn1)RW5^wr{!DCl)bkA<j?ow
z@}GsczBT!1aJuK;KR*>RKswpI-x}lw)N}j0Bg<PciMm{&pfRQW#IJR}{%Sxv_71;!
z&;4kPbEE>m*Z*}qB$uAP2zxGl`_&QkYk{%9j*H*5a|(C>|AVgf<+dPD6Yj4D53$FU
zyp;m0WUABhd8CYAC(pgvZS@=$?X8ge;u>84WzWSsrc0^p+Goku5SQsdmOsh2$#1{C
zOaC{VKvgrTT{<N`jCsH!-7imo>-ZU`mEEjmV2B}qD!U_Z6`cmJi9&7yMLVv_+1yo^
zc~5tjj!ton?x!C)r8+;bO;dLR1&S{AZGhi17F=Zo8UxGm3ttS{UiyH37F@^|w|PrB
zr1ak<8qZd#hhnjz#LrmjD%TaSC;dn*?J*&*IbkT%w#|boffRCv$ju!W%QGK*AGhb7
z%dYR8ClE%3#A!9!_);bAUXcPdF7LtFXf}<lq&|lJ1&5goyxF|7m?XkjpT}}-OP-c$
z8;3FUVR7#uMh@z>R}ztDI~7vj=+D(qM(o~d6Cs~+<5~_Frwst1fs<J{mh$;Iq`{m$
z*GDWOHEmjZcD1H4kmWgeL0)VCGCBv!ok;W99*Ty$=}bdaEQGZC5c#7VNpE!ep*#kn
zZGGyI&WjOfr?J`U+I?`zIFOJt)D?EuQ0?DPc@DOxIZ@hN^KsE7)-i!<c%wp9EVWXZ
zrh6@`S4@T%my+#iHd+15hH&WwfOM6woXj7SEjm$Zchs;aJlXO|zaTh*ryz<ga@<W)
zpiQK*efRW7U(3ZVjil`2N4+(|b#UW*2%;nfo5Y2qS%S|{u*DO<ggV`CdemPXTwcT8
zfFwpMZlF+|ZY{k2Y<LFg-|z)w&^a4aT+_Qv!DJWI=`g6_u3le#<0xsxAHLe1thOL4
z-qqxtGU|o#5Z9ipGMh#U^Kn=A`l(NqQz=7jd^)ajy)sv#OBxS#vCa;N61*!*#Y%jU
z(Duz*(MhQODdcR`2w(X<$CMJ^o1c+&SK$Z6;kC@CYb*U<!YhzCpP^l2iP0OS0fxJR
z)i&Gi*;ScLy&{EGj;~iiuB#JnhTF2%PA6ylbd*7;S6%O`LaRDT0ZHR72#3D)`wn*N
zk0y}O*AeXW#fJ8?-ls4pl@Y=*b8WLV<AtOeD=iwF^j0guS#47~YSei<K15Te!wQ$E
zb)&fEjndpG|2^=byKjMMl#*mzc$ieNoDZO~^o+x=>-qapu~F4`JxRv2%q(qUZ&x}6
zz%gM?z^9^_(adK90Htg9O&eOZlGp~5*lHF;mE^9ccRLrGS_7%z?XM#D`h>5WK1Qc~
z8MeX9vG?Ik`xT{ih~_?1EzJ-wOKRByyw)Q(Zz3_r=k3!7p17()OViHw{1?i%b~nHg
zeI5q$IANxkDsW@ayPJ^TbvYOnIUcMnmh^)UOY4%2NZ}#Kq+%v%0jOR*ulp*ij%gOZ
z5DR+3hs=VDYnrPXDJxt4NS#Zm1bAFuw68m^C(^!H#uS#B<g3pI_lqFR_;N30#4%^`
z=HweV7DA_^K1ZNyL9Sp;goMr_>f!eIE}J7B-IY^j)b|ISP0c;OvOt60#~uOd*suhH
zDN-wW@h?=KRPt)TlBsyY#=_RRLQLYiLL_5O&;Je>pTnVIvc1SPs0Wj^ZdQK<>KAbo
z%<C0d?H&PWonDWp{{m?Z(do}&9i+SQ=dZ|Lt7GzmMN{nn84H7caT>h{TcrjOAl*vo
z!tDn^dXApgl-N}tG*bQ&Yp#7_u6&lyZj2zLSUxU(diPg~WRX_PQbp%|1(%OAw`VsE
zIbI+}%9#4PUD9IV@J%>q0v-|Ry4YaZ7-$kc@Hle_UlNT}EB8U97Fn7SD$}-@U&11T
zAtH6B^=HA9P)p10OYf4M*@tR_!xqp>E<J`dDVmgIYOaTy$9&pW&h~kX5WLF}vFDNG
zYB7SVIG6fZq#CC&blm%qn((u<AkN4y%N6U4(|mqvS?{o=rsC}4qW0N^%JW8JtV7Ov
z{<XJN#12bL36m+~ECHK4ZbuG5{DDe262=vB*-0ACs7Ll`jHbEhMkljJ9%9L0sRe_b
zwR(o*ZrCa)41@&`2CMP(x$w-yd3toLtCq8^T6Jp0m*ic>(@M>ZYpE*}kzT87>DltK
znB3^omTGO>u>}aplp-F5Gw6=OUO{V}ql#d`YH<TtV4z}L5F2A!{AEkQqH&8hro<-a
zzA~K7%pG2=;bu*~0<`@=U6p^Og2nH0xsjCvzjfe#h3QLSgtbh<fw1=(=L(aE7eiyo
z3yXmWPrkP2lS4`{H(WFjI!?4LI)&*YgsMul$zyKe4&{;e&n9o)sFUHX$<|1jHry0v
z2G#L=sG_{s=mJ#H9it7xA~lRwPQp{6%#$C=uzBx#%4d6e<WZ7C!(llF?e`-{TYSw~
zKf&rW*m<Je$2OtvsZ{{kPk;|KJ|VHw$yXhuZ!qpj!16XGB;3Yk8LSo|BPwfQ07y^S
z7XFyDZ2%OdfFr$}Xymban(QY?Cr;kSEMRTYMy4B(n%V0ACpRdr`nThG&Uy`}2>wsf
zgi2zCQ+=|f4u&Z*i68-v7C<B$C>P8Nz}}a>!ro0;c4ofx^W7l(naZdU)1UzXW@zJi
zYD#jO-tm;&NW{8<Hp4>1O#1slY+<!iKZyv%8w(nQy=W1B=X?DUfYdJps=u-%{XTDL
zG*+l=HnZib)XK+6$XG-6X}$BjEMX6_qfK~__Zml0EXnS$L|5|b&yMW&Js0D1Y%=nq
zPfqnX3$5|lxW-*(juCHjtfZ<+529!~DoVyK*(Jsg-35vH3GO?$B8ZiXvrT@wln(p%
z19k$zh~lGUeQ`73dye;XPt5QHfqq$;bYe&5ZORPu=ru9P)Ca=u+@6Q!`}!;UAP|g#
zqXR3M!fW>Xm<&l76JOIRISn#U-t=8<%1c|4r-0FLr_L>~*(`(y5uWP)Vj^KD^!}<j
z_msXfYgV`3O>#<j;)ITlUD^Hjru_aVyidkLirB+i((QNbXr$`VIjk(c3T5DF7sef%
z>=#Jn9yL0#qhrqj^V88ED&0uxy--i8K0o``P-sh5G%^JcDtlMkrlX<s(+8I<ox#`B
z4cN6VnMwwnRI|@dyqC-{x0X^g%e*o(vMPv1D-Y@%tW{xx+64~eI&j_3)rs+U9~emB
z2f|ax#ooy}RZZ=wr5|IO?+wH#a0^hf%;o!Rb4O_B7Ay8Y=Ch4O^X5$7nf=`*riE<(
zM7U5##k;2Ze=3W4`j=7s{?#!;C)y8e1j*a_$CJ}ZZ`m!VZw2bkDM|hK^GNs8;j+~x
z-gA4>H`FxLAm9_a99MUsd*__%MaB5#3fF_Xbb3ACI{cUL0oVpc85cuWd_NvpW?yhv
z4%<@puATUU?#}S@rIt5TGdlW#^4ni+$bXi@B>?N!?^he>#{RbZSe>#|-S|#`WKGNL
zb;|iKtkX)uYeDpI&ZHi?Pk&uE6U?KffELtnX46GbAG`c|GtFh^o<bpY=V&rDUA+6Z
z<2?`Qj{S3fI=b^e0LX;W{sxmZ2TdQ;eDO-9J0JDipUsc`LxcM-qQo6AtzEmla#Dru
zL!Q{?fc}!j1JkA3<;HO(#_V+)4kpAFCg?7G-N$*FU`o;hJz|UatuMpYu;xYlCpVC5
zi%U!x>wqK+4NMY-o%7UAAUzo2F;s7wOs(|kMfUn8Ds*|h-Y2P8nS`Kw&-ds_cVb~Y
z;5RW(YC59jLvw0tYb|+2IY9?r4qjD=wDbiTc^z&VfCMrR&+($R)?l#!0Yh8deTtuV
z(;u#ZE1-x^?jlU(<!`X(3@%^5WI0Rr7sE>BH9iHq3b#bH_(9_NktQ{2Tg<&d%&)V4
ziqRRvZY*xk39e~5Ki!X0e+~D-Nl(ZO<Ud`kTc8X#qww}a^Y)X^hPU&$VFIHcAki>(
zU(pQDv=t4a{ML|VfLyJ0cCskzkx=&P+h*%%nGi$kfU?VBq6-t6Vt!cf{&#ab^+EYp
zY26PUyj8fw#rmKE@^>`VkT=|t572>vODmH;L-<5U70K|B*)kjFEfXRc?dK!Tyz`1(
z1zBaWTrz?~38iGfxo}cI0ayoQd?QagRfHVx*lb)8ZGsH7jMm7T35#2`9A`}#@S1>1
z9VjQ+R*Tda!fGy<XgQus!M5bEG=im6%$=M4Q;Eq-nl!nZTm1>%;YRjCC4`dlQ?_>+
zn}M1nq}tcJIu{ZtQQf-pmA4)nJGu8a4v3q9>V?~>-m%Q*x{r6r6>rj8Mr|E#JuP(V
zH91tBYjhG%VJr6?T;9t=?yQeOX9$7!t5j5`a~CJ>97G6u5saf*w7^I6jl$4zKxnbT
zj8jGT{`Q?h^}JY<#!;|6y7)yYDFjI{$aoHS7-iQwiOctWRn6niFv3r2k2KdLwFBxH
z(Q?Y&)=7u={3-`%>{^C-j^%xXVlK(dV2-*g3!YdmOF7?lE(rp5pk#=t{(*5}#ZHFu
zNL*fW(1nqVj9ne)QVP?!p6M{cT3)b(JQ9@Am%}hfMbUIGJr;Oeh3xC+mtR^MVp@~(
zDx&v<^hpe~i6L<2;8>_hx)9@(c#T;`rJmENg(N=BZ5>eC`RM7nqzKnZ<<H6#?0|Tu
z8@|&3P?H3K-1M6&oJ^{mdLJyXvX>mS>M_I_l-BR8g$Ls#*($<c4<*VJHaEu^Nx0@?
zg|2CtPI%31Kbu{aW{*MTQLmfwY^lHZo0n_hNV6|vt;>GrRMfLkK5WUX5S*<oKALP^
zw#s+B^Lvt{b&^*?%Y~|-Kg69s{Ao|Y^wZw$t~Ym&{rcw*!vE6B7dQS_S_B>6>2+WX
zT^8QEoJ<j!?-KlK%4$n~aEU!**yZSv6oFE%IJJ>b=9(1~vrh8m+Nl(7bsBlS{GR4(
zkF7Aq;7SHYAE9}|BiOm&5w(k3ELqd3?o)yhhPmMZqJFr{vc3<xYBjwoFB+pPx+Y?>
zLKm>3;vV=W3l*KYa~btsCO*Ss(y~xrE-w&Mi>ym!9o#KY&ur$%Jy5T9yvwCsvw-p;
zk!E!n{N5Cc<Xzq<k*xFPs5|jo6QQW<@}Ngj$0XCTWZp`ZYgt^nNH`R}xSgeKeUNWp
zV6GW%HRjNc)g<T{F5Cn_JtQu~om`?@#WNgZOZuz6JKpdCODXv0+M4ho?CzM$tR$7S
z^I&>cqgIA$?QR*PWirm4<XPzG3lolbdcA%$*GYnN58Ufy-S;k{O6$CnS);io^#f4+
z)5QGYtuc}emQR7>+a)`RQHT2wvj&Cq@(Ahhrf3_gG=`I3tRML-XV;u!VkT&>Dj8W)
z6;{LQ2YV`Q?Rvn?W@CYJ1~k(2{6mnXMD494?=n&+dpSu9Ow2(R#5b{;gfCip-cHrK
zNI2tC-ao&0sOy^TWcv<Y5W?)L4CiBW>w*>d?u~|hc|-02#M;cwGEY$G{cfQIt(~Gr
z_S8UJ&8;;v8DC~<cek!jQdAP-x_!fl^dlH-M7CpqHhi@uqEWeP1<HJ_u+ivmKjr=j
zT`vK^Mjy+YeM{YyI?5Pa5DAfqd>2;sjoS3JR$l03@ZTw<wR>eQ=1H8xE-5ek$6tPW
z*u9WNF@?4vvOG(wWAR%6^ZXo2WMs=WM9$*6Fb>xj24FvP%7`)}_zOn%u|AnQvvR)f
z6LDCDQL(PD_to}ScyT68$b3D2jn;@3kd2q5Nxi;KP|B6^w6d~<`Osexv+Qu#qM{Qs
zz%-)4AUAIHlQlS|FCZ#B0pXI_^e^|N&U{Jflf!N8rKoiZ%%Iw53GK7Oh$1E)S!qvB
ztk1)Ox0;P<S0uRbY>{q9`WauEMbs`@=ggWS&>Fe6b5?QUQC+GTIOft~e=Djyf}3^4
zbAimz*Oa%+(1S00S_%>`1mYKAlU+K&=9xLpkuP<J^Jas)yf(Fq47X{WuE8|8zxoU7
zcAQ&PI~MSApzYXaa^AfC)O-&{_H$S#8RWQ_`!Lo9i=q+4OshsFLa0#YmzUU18GWj`
z(>~SbAh>eBgF8D($B?iBcn0%&P^h2ZnqnTP01wqu=x|94xl(%3azM7LTfu>dc*=N2
zMyG3RScl&|ygMknvXd>Y<t#SeIEvZ<mD%x3kA7PiP4z1%3X8GiLz$E7Q*6t=Jfm#m
zy=nLUPDCjg`~xhEtj=qxoV$Fc^;fX!m7Z^R{Hn-rdd5pN9|3ei?U9P3vFvx3fK{r_
zXgBc5vEEPr;b-V4nd9n6a=9N_@$E1lHzZ5m!Bn2c+2a%+`)q4G=I&oK!Jke@It4aM
z7P;G^`x7rO1pHt{+O8fs2(QULxt$*k2pNWhKwcPb)v1tVx)VQ+BRn>vYYMXn<a-@l
z8LT$aMnlk68rOfR_+@=pf#%KGNOzL`Tl3?oLW+@yfT2I=G}AcTgFgh#v%~;Ilbq;_
z9g2z*JI7XIB73^NuIV_h?)?7mJ7;X#2)-YeMFLKnsR)(;gsRPiKfySC)-!vEiCwy%
znSc8>*bjl?o9-4Kx+UC%*^9f;Bb?51<DfY@XF~Cl|A3PDdBx>G;ms(3>0CPHL%(*t
zX$t@+&lAQJr7!f@J{jk_78JjO_*yOYl+BZGBVcQC<ZVrlesLky;x#eVmSoTR(%!lJ
z{feZi{ctz`0r}0(+hdE{vOKFFJTv3sj4d^c2C&wh=2{<M@83I`XlWUVMe$<D%Xw*}
zjug$SY=uyj$>fF%>{R$_1Eb)(k8hom_5*SbC|H(-@GHnm#W4n!EMH3ku(>aROQF>5
z+)gQibJhM?OWw8ZoCQ0)W3}5eRWm*fq*UUY7!5Rz4JETLl~|WBlo%Tvz*nzH3*O~V
z#QIF6eX_dM&Lv4OpqV>-s)NU0&5?rR5+246+*6VdAhQOrGOX)Js<228YGWrv2r5Y)
z<&INIx4b$?f`;#Eo$;j8Et$qFMTR1wXqEN|bXW*U^ULh-S3H5cYVWrdkw-!bg6zm)
zuwD;H70ml;mq>mj*DU&Sf$w8Jwj49=Th8)NrPk!Hw1eJ6HK3nGi^pYTC`U_VtV5}*
zo(C%LyvrO{?(;~{me|eT)=G!&4l`~WbNCx8>&AdojXwqOv3ccvup8OPNhFyVVh`WN
zWhCYVGm#{AQ*rH<0+HAW*HlYD7gtodGyAtn?L(Lv45~g?U*aT6V&Y7g`Tz+L;p2J#
zrDWgko(=M0aZr!s__)R&bkp*(YW)<U(YJOkhJK!A^kxmJf&w5A4=i6An-6Ud`^X7m
zI7Dwg8i*lpVYRn*suFo)`b+}jHFMsRQ6kyraidvTPY3-wI-;579@jFmN#)^-A&&LN
z12^KryUi?dDCVA0k7QsXz)53mi_U#A*ErJxJTrQZ0)x!}Ah_GLvpSBXXIV!!K~xx;
z7(=5Cz!zvLJN;)p5*rASPC+Yj+iZW(#jaoZyomzSol^Y^8`AGkWDM(mj#VgZp8jXQ
zv8y);tf0jEOWXWFx*y$%U%x%B-`4l3%N7R;`^ygwh556D%>PE<ucr$)c~0z^hmn8s
ze16>STVp_zBN^~P?oOv+{J0PogW3*4Co_b_RCxUUq3rheew>jzsQVKl%>w?NPH7`A
zH#g7E0wPx`9jQ(!k%#9JwYjX3wQAE=^vX}@o_sy^e<4Dj?(Ya8AQZi{Q<6VovBCef
zT1%?w=Ze;lb=8Gy9-D3bS@Lp>qHcDjouVJ~{2*bOE>F<+l`?OUhl!-iDA>vDe8WHJ
zG9}qKmPa;se;G=|FU7F0^tn6e2)Or4zNl!sQJ#{?5pE1Q!<ZDe+8)IAOCc-^>qzV@
z3dxZf_8T}Os>ml-k_zDv<Jk%j^{JR=zvq;aghU1-?#5Oz@qmfbfs&`K`rnA9klf=G
zRY|S+mrpO|GeDVl9>S)iEfb3{@R?b>XKT6<gxK{ITU#Y5uzaQ$;+5gra44{P{c_(H
zW~?ZIyv66UJ)@%A_Q=)kAY=u>ECDqia>{AYA0F<#lh@%F5(qx+(Y0&Ae9HzC$5p$Y
zIveeGZ?0Ug^Knr~NLp^mrws=N*qL;eO^$t1NJg7?$g^27y%KF{n;0Qwo5#2og_8$a
z8wE)fMM`6Z<t%Oa4mWRLb4QhfP4dRv$7WYAos9^HG5KI@VIPM@(^!!j*OM1!>f4%p
zJh?DJAEEv|6<5vM7V9^%FGs0~r~{OKKL|hdvx|oyIzX7->1Zb^>yc6w8`#Z7+C3G^
zXR>*{MVPa|r2_7~o?wU#k2b{V=|S%d5y6Wl<sVdji|!P}<;AvsGH5&3i}OoL`C?!(
zX}6J`6Y~I$u%E4zi1x;JVIJk^EkmKr{>GE3#QitQ3w8^H3yCfD(U(-KuuVJb8%ga`
zD6;01NW2e$r32jCV><8RWj`ukf;k<!awfbszU@FK=M(D#nspOu>3JVt#@_XQS@tzP
z_VI~$nlX=r4*k8HtmHUyK^RXcscV@DUIzw++G;fpZ*^f8#oX_pdRvR;NUn9s?f$jl
z&O3e<CLO(wZ--iPikIOF)<^xdR>N&9MKE^a#A-@fF4C?#0y*6}#H<$X9OX9psc3ac
z?!8^1jyUXYc@<atgcTBhZEZHJl7iQfH5{@JH%LL;gz_R?8?anl!Z9HlDaqY_hRYKH
z_NVx2m=1g`Rt(mAo-&SxAITMMV}0jLlc?s3x#fVx7@c|ZkrUmCC%}tGXMR_h>m=hp
zmf|a?ziAJW6YE#q_ukT#y#3nnujSakS|>O&C;%5b`IFme#@OI8x)V=;)~C+DzHIn+
zl=2GrJL{pjOE^)%;w_zrJJ9HdCHhGp2fh%!88au*)=IQHk}(;IR-6M+38T_ig`IZ(
z9hDF$obZE%V*0exYLzfwOC~V2Q9^5@z6QE#kJcgtY=<Rr{)ruj%hhqi>Uf5_s~|=Z
z1Ku?dujq@h1+YNl$P%9o3g)-jPQ&CEZeA+&w5kw2A15a+#Vcj)+V<E*93NM2V6lP2
z^slLz*<n01cczeB&2Q$g8!EFOPv>>szFVGY?AN~!tsE1iLGEu$6PWI+=C(1qGC)AD
z-F!lm;U$|8t7ea)#4~+)_K9aMc?78zFXPq}rAAxiW^>=$42e%BX?FV+Rrd9DoRsO>
z6OV##W$>MVsx$zaKNpm})fO;=o@^Bq>{T4z*>c<B0d>qOq9uU2V%O~!{TZ*KIy?CQ
z_bQ?cGC8xo%9qQ-;RU!6+;EU=Er7l{Ww3FlO{^eXYGj+xN-oYrxfSt%Nw;JQ<IQiD
zWo@_bM~Tb5hsb1TDtsN3_c2bTIgm^I?IyQa;lzNV7Jq)WI=mGLZBgEw-Z%;rQVGrw
zLJbtA(rBpmcO)i=Dt22~9~e-1L76Z97N*j5DuxPv(Oz_-?YV2F%P&TrOoHT$VfqiR
zKv)&73DM{aD%0U<#xj7caF@ec(one?vhckixuhCBvK-b|o??XR6JQVtuQX_O?Vt)I
z=B&pu7F3t(<qFB9(DI#=G@xtMBcaWFPZ|A=HuDA{iR4=qXN_V-ijt#RP_1q)w+QX?
z2`vyUp-ju=9QD3ZBMQIy7I&X?reV!FDw2gp?#wGJPpRG@Cz_xzVSPMzF#ZR;kJA7w
z(?dMrOs=O*S+uFAysZ7NnO5eZxv?yxi&c+PnUMQuXJL*s{rPYe94_-2LhSQGxb2E~
zI{u@eF2~ua#6Rc`1zk56xL#I&L=+On><bNd5;eodtBDKBG`B4-j>{@;8NBfP7oSr*
z^d;0v+1cjNk!Hp|!QQMN4C92xh1VyD9@8D>ndqx4WkGg+irC&V4^MGsO(dD5S)8H9
zm|XLs9ZNL`PAn(G=Os)t(z)_eXRN!R?Nx>f)(=u&vX}dT-L&R|y#K-5fD`~L-20mq
z9wKB>P5KdgGtG)$o*6DQ)qi&zb%`s;X1vRSVW5S1Op(oSe^OUkhqL9N6oB`9+1T^*
z*lGw|s{d_cYkuj);c(zb6MB7733K$Q{QLA8mqB^?YQKkyUgPh{&piI^)2HuBzW4kv
zztlf`X21L}q>P?E2~(l#$hSPaby3$DJ*Yccu_*r5&XMr_Y{<WceOP#0$@+W0=l#Q&
za>i|^eR?|<R^jjcIKE$s!`+@zuZtdq`4paCx<#bXFHx?QVY>=EGPh>}XS=PcgZ#8+
z(ryz}g{K4XUk;uekNC@I`oS4UkS?v}8)6t+e|ga2e6fPV1?6_J+Q%k0`Bnc%o<8}<
zWFT*wHmM8-X?q$z$Cl3f$y2U6L$qL*>TrCJqw~38FW|h8DG7Lv<nXN)JENah)YObk
zwnd`ja<V(MtKK)xGcn@zaw~7J1k&v#N^_xlwOFTO^Q&j%vC%4v2Ie<0G&L1tlUa%A
z=$t&D!}Z`k5MPYv<%_>_>KCu7&rvO3Z{gSm#P#(2n3!YNemOqOgkHJj6epn4tST)s
zAQGnnFt-fAeB)W(^*t53JJLZ^ZdaK?ACWBu$!f{sPkyiq4)JFr2J?u>rSg1K=W_I@
z3%0=BUnt~;o47yX#iGxL`O4w^rG6gCvn(kZ%<(p1M)}j-ilOU#9PqoxEuD(ZaSsZJ
zS5hds0N2<4@&)(68_kzjNsw+W*|&MmjBdCDvqc(K$>nA~?qB$ik@$#jk@_0BY1w<|
z<Nl%6N4gW3uO%q2rF@$Le#%=;nF0Wa!{+IRYh-}3USv$(SSr%Z_YG96#PD^h-4tSh
zS=iM;!&kkv#K$N^E8!&8xQCL+9T14iS|r?YtLd%y$-TO0s;wq6cRn}yY-!eLEEHR-
z$NVf~whUJ^tWa;_SSA_L+!4%fpuSxfFTx`|8M^4MyZI`eX7734Pq*LxH<P+pJNrJ>
z7Ic(xZO!nZX=S%)xjAkXcXhPWc+cQ66eh3eqcNW@elkFSbSG-y&IpQ$d3XI5ZWfyo
zK5FTgk4;-Q0JK)yxRZq3@`syrEIhb+4|~QEYSOqMYI9NJ-BXb}tIx+rhH2=fFK)X_
zGS=Q9q!uy~x-Pt@95GObjaUt{O7u<L<?)YeT?WpPO0}5GF>h%zn45AyZ@1=>@gmr&
z=`gZsilug+-8nI2rv8IAQ{Py{9;d}e^%>rBHK+5?r0KDOJipZDAd;MaxH{~v<Fm<*
zk}PknWm9^t9e~gvg+WMy>MvaeW|mApY(D-<W{s9db-!Vq8ZXPZ5`mRbQJj&DK{4-h
z$<T5I_T>lr3L;Fid8O)o1t@AYHbf?|U#`OQ(&00RnqC=}Pd$0=VWR3Rp7n*rWLA(J
zfB<%QLtLv7HW^}U4XxDu9O_qY>}iumVXDh1z1<uqgLXP%4PD-JpN4aEmdv*gOO)UW
zjLa9#&Le$nRjCn#CKEujms!Dp`wzN#e9=djkqOy;Q-eNhB>$X6-B|XhyX!_#JFH^R
zRL8#vW5W<jY;DxNB>mWUpT0ulVOEWUX_-rQ1}4k>SC71!zCe8}*Cs#|96{+gu3+<1
zvgcoRa%Z{uj8q+2O{~a7tV)b6&gv>c78Yb5iMO5F*3h3`h^k}m=$MiiwkMt^IGo|n
zgOA@eh4j1^M_+(680_o>m1uZ4u)f>Uv%p&G45y9npXD)kLQq-q4&ZglAU;r4I}XU8
zuR>=sIX8icK^4++jnm;){@ME_@{b%)oi=OB8AamCRMai@(D~g3&lAWD0Oedp+0Kr8
zcfio4ierfwOm06&?Y`0}c6krATr~pU(_&XJ6B}&kh<37Fx0vzsipitldPKqV`#RPa
z(sEX~!xFj?-O*t03&xXSoxXY3sMMoJu4u)DjJ>0Ej<;VGz)$C$U;Bg38eN{jtrsY!
zePDZk@w=<}iLvRH$SwCK9^KE_0lY~)SDNDAnh6TN1w0lZD<B}zRe1N$7xlkB(e+*X
z@!$Ck|7bt{|0e_W^WT2syxf3G6Uuz@54v|6U)3%r$4|<I+Q#L`x;+F0Ie%%Z_W0<h
z=|}<IWAMn$8+k=>SS#h6H(6uqm9CTd2|KT%42Zf=kq(Glyn5{@H>qPS@4qqk9Z*ee
z>$<V`f(R;gOA!f8Q91z&y+sHilmIFq5SsK3Zd8;mB_JIs0TM{0OK4k=E;WP}n)Kd7
z2j5cnQM~8eaqk)Tjd$M~5auFtuDLQ<to4`g|GrJ1Yl053=&}lwE)lCkucRBDIgt6%
z0jh<U5M>STn<xXc?}`CY03?<W_!lpZY;I{?OyVG0$g?WNk}&qHA%7Nh6=f_qH%CSz
zr(M_;9@`g}F!e8GCLOjIAXVtPU*|89aCbJdrn@+|11MNXsmWJ+R+g7dZuQnr(}@An
z6-M>ppO3yHvSIBS1hg*p-g+=-<i}<*P<+|%g<7;%xE7$Mp==7xG!D~Y=ExOWaHg}5
z0#`6Z`<OpO=iTKERTw-nYnKu}A}e)3WH1$KKv5K;+fpEM4e%hzLlwPPZ<Z%Hz{%s`
za04(9bcKQZ0{seG|5Z@?oth!~!@r1XA39lj@g&bLAkIv0&{|}aLBIK^kF!{q5S?yz
z<$7jsswtU|wE*j-wTs!|TnZH1)tY61YUX=&W^U@Oh5TsftVOn$Sbt2VD$CEI644cA
zKO1d@|J++|Er{`7bWSw;H#%4R=bfAIZ>VI{dY_lwc>uEd_ld^F(`0aSb!xfjK_7HU
z6<$lm7M&R63dCznr!&rrKRRf4BjB%w%Z$(du1To7D|@wH3LB>VfxulXFdKnK6by1Z
zIzRASt{#ouNdsGd*?2s*C0K^vlmp(mehdKs3>G3x-1V2A9r_=%XqoNv2-=a-F0$kA
z{<tUot1U_Ccf0(r9W@$wT@XO?P|0=;F)W_=E5JMysla8tSk~6a7&_~YI7yam0DC+c
z9NDV*4lhSf5`$#Z9npooQ}guAF?g1k=w_{yw-a1+Hk`7u2BLhZcq6zvKt+1a;aw^r
zzXQT%WXJ%neY^gF3iiIpE^cAwlr3v$mO>`FqMa{KvzrKch|0<@u(6{>!L}2D>3(PM
z#hpZZB@3RoRR&u!gP%IXR{h{^tX;=gHR5vZVVQcBb-Q&)I^#7dY-TSVCZ;xPJ`yW0
z@NOuICV5G#K%FUQBQNB2oMmix1=1ZLLm+A77I${^;pyn8VZ3O%3%p@sZhaN^F2pn9
zrg+8WALy8-WW*@r=yK{AV}eZGvKMlTXQm}gf|f`LVo<(!)wtZj$5yuU%2X5_BGV{8
zy`^_8sDqw+a+))8vf9$FW_(_LU?dp9vvgL)Dgix`YiMS3+Ex<^_EFC*&iK-$wTds;
zGQCL9)?ohR#58|=R^W)tcsXw(zALE+W_5Dv2>$xJKZ8*`Y%+2M+nHrA)R4-q-r4N6
zI}7Ge`-MNT<!7NQXk&dYrRD(l)B)9|j)lC0%S&N%G1Jrf*C|BJwhqlLsn{eNnQ_eU
z(s1!ImBzwTU-pQDP<~hz{5*ssXsQXXrlh6JhtuN?&FMgRDkIqW)~B}v29*am=ma#i
z9M|h9W5e3JEd^-jlkQ{wUpUb8)u{toN+osGa4qaLR}-n{RqFUvYm7hF3`F1-uKSY(
zHY1TpkeQRwbpBK<xgM0%lfC7XT=j0&rchRsY)KU?rk7QDWcw1{kbWAwIPw=pufalj
z<cWy8%bL*9xF=Z&h1>e7haLC^(-a4NA=?eFOI=5<i1fxPP0ihP%Ov&*Ct7-tN<=4N
zr`0g&YjL3`LrzplK4q@PzEzW59x3U=swrlhx4Mle_wcMr#TAjKdzBba!ow%ibLa{n
z<D%D=jmE_G<O;&Xvh9GcWHB)?+X`oIBcjb<)zhc;44sUiF2#?PJto`Ry`<_?V#F(3
zHIG^rkt?&K4SN6VvHhJl@s)!9?y(JT*N*rPdMHkC_a6IaKWznc#x`PKECr~~f4DB?
z&Pm$tHM~9ba#}30c%_FwaiD!OT}41WV3XA<ZXXdRQ_oM}O=`2{@4%bHv66PdJh@qG
zRXwW|fA<0;CEymNtWCt*QHrBB!2ewi8Sv!Qb#5oTDXCVclPP##OtlQV-5+~AK2EPC
z=KPsM`QTkXMZQ8MQERQ@IP8{A)McQaveb2@5+nIC5qqumQjh=!Fq00i5q0axX5w_3
zR#LVRc16Bo_OkajN3zPQZ#3GsV>-K(S<=W4$P}}%Mmo6>RBCvD2pQ(OojvNe;~I&7
zQD#0PoLM*-e?62ex4X%I>Bw*%<TCbkKv%t_V*SY?b6r7wW+z|zjx;zOOk@hvUx_sh
z&?hHwHzq)zR3aGF3c0qzUHu&zuS7CNwZEm@LQ%8SJFHmd4pVtC{(9j(94)f;+Wzz4
zj5zoyn|lWNyNOzQt7>S4>38;qoSq+DvKA}^f!S8MIA*x}-??p-yYCsM4$QLl2=^uK
z6qi<C87UR1_!!h_xNRo1&TQ*3lDN7FaM0&tf?VE}bd{GacmX1#%`hd0+DxVeCrqJg
zs)fI<n}lp`L5QVUH}|j=4|2kh9hR+`$FJMFlybX48isuMVH%7{NqQF)WMoe1-5tOW
z^gTLhDvRRIFIXyaLn*ms#xlOGX^QW}?jg>K@y3f~&gv-;w`4Q(=a?Z@$_PLVqDMX@
z^j07NQ1G<X9I|UUQ8q)uT%ib6pejj<2&|Akggqg_?*rL+p??(bgq(Ff#bef6>B$OX
z32ZB4E(c$ykUn>^r@E7AY-`8h!^MU)06ltUC!`40i!umt<Xw>q9xEG=aP(4P?6=2%
zX^$x%QBJqI9YSzu*y`=Y@Fc8bO&v>NXJjh9N7w~iQSN@>+6&k~gcW$qu^k<$dS6!6
zAyNi<zoVhU=-m>2L1^qHG;nb?QB@u*^y0Ro0zTzW97NgGM(9J8m(WK@UT3S7DHJ(5
zAK9R*H+B(nn@)4CW)1d=ZX^&xN2l4fE-aJ~H^|6_Lq=Gs09;(uX6a|kOEpdAEK)j9
z0Pd5}AutfHEQ`T1S{1aFJ%0JVk~}Df7c7<?Dt-Fe+%bU|tJ!UCHt$4~M<#_j<9cK9
zT2v8c11Zs284(RDh$Z}NQoFE(6(5nVU%ur6(R{HKNtIQzSc*NPcO*s6vR&Uo-r9H2
z;a#|0_BXLh6B=0U7q(;qiy2VuE?#(TehUq!0DQWbbtl(4r{|JKH_s1mdw*H&v)?U|
zT>arU1I27FD?$L4_tQ;({IJJ0*HxC<I#<7fW=H@5K=pql001YoyUoDN-*%odsoK4Q
z;DO#!U)op<sFvb{UWN1uck)owq0lsI2kSpqvvtOUdCPM7?K%d=$i1*6iVJWV8Ap#@
zE8GQ}#$b|_{QV4X=ZYcM%j_n=D{zAXVImBspI?n6Yx!Lb))}5m$o&+?RwOoBeoN()
z4sUx{kJGB&4C=b|Q>1xZM~07ajF7!uY+bP$i^kK~M_tE@SM`tWFnYCD97f(O`}BD^
zo(nCZ*NHx_c(_0l0t6DoE(D2z!2&u{-9je%M^m!0l!$H?$cvQqV=9@|erS{kL5%0!
zC|qTQ?Mp~-@)Kuwf>#ROg!BMueKSY50UOPUa!eL$sJP2TiiMJ$bdNr$RX<`PX%-Yz
zU~7Y;&2zt=%0d63aXQ(=q*pOZs3w`rYbhdLn0D)uYyRRbJ4q^-icQy27+hLTI%srr
za$ws=NElZ-4MvGuM7(#nXqN4B{gFcNr=hs;#KZUHd{6sv#JnyXH1|#DRm0}!{!yTZ
zz22jG5PXx62FSz05g~?j!lw$EZ3Er-U+tZ#FgNt6=z6)sCnlH}*#aB177w1DiEmqy
zO8aa<XB1+4V*q(JxEqlZ1Q0_ej6`Wp^SyMx+zS+#y3UJvvv=N7i(`fVCqxbMgn{mS
zzAbq?1I0?I*qt`n_FJ~=&4c<(>*PGF2@p@773el4pGl#3uQ9K&L`Ar+7j`fJ)N3JD
zUqRi@-H->pkfN`kM}v=8)X!uH8Dv<o09WPvh4*gn^4)Frs>(l(9sQU6A1*&fok3t3
z<qLr+zUhqoW1#EZf}^;9OnC0+M3PCp&*9U)ZF3ddXMsAXpW_}_-NjPxo2?D*zVdwj
zbJ%s^jC~BkW2gQx@Ki~$)R?@XZAD?Eb*Rqilk-#<^GdTvp$h_FQ@q2aef%_E(vSZX
zpp3{EsGdI*=Jbm(EH&U4lbD;RM{Qyh8FU2wz5m}Y|GBC__d2t|fN9$@@IBs~@a%5}
z?)_u`%l0`T%907<L&YSl{TBu-TtZG?topk@>HEDJeu{Kv7Ifj+{-ga%2dX7%%<G>r
zJO|$z<Xw}v$AfmNsn{DgDC;RVQV2%mM_GmU2vX;pRv2WU^5@=uOe71IrSS9~Fi|0x
zHLQJe4+P7SKn-hw1T)b0cR;6qe<OA-9=lcce(5V{^SH<A?Q7enUKLr=$L~+PyW*%-
zTZBw!pWIZFZySdk|GS{#*&oSo=99L^0_sIJl{ASZ8B&{%msR&P&>~NFZrbgF4&mPH
z|Ae3u!Nol-S<0-XY%34m(Co%-eahLc6c9RbV0?^f;QN!U>A%J~3)YH-$mcY471#x%
zzNmXBcX+Du<|*W=@&X|?Yj<?BA(%ir#Bk*!dhP+};~UU=x4<Pvx{v(y*pT}jDNLWd
zruk{=Uyi$&gej(Z<d(IB&LhOW=`gMU&TJ3|=z_2GGr@!RkKVZxt)_%I{p`PwehFA$
z4d(G&;)+W*V={EvvDI7flN`J4&AQyO6H@j0G)toie#~C6bMQVy1D2N>n{4eSyl1y|
z73cQE^}vgfx)v=((8IbrAT{ncpv%WFcb^@-b9fSTLze!M{Y0+5bXnSp+FOH^=<P&E
z*wpTvK#W5r^>Rh%T2Iw7=q&$V-<SG8Q+%6LUGRFG^tianK7h;zsW{hiLpQnVWJfi$
zKZV)evNw!NtU2=Crqw-yDTmew6Rp2XJtn({s!9St9>(hyo*Y`;$cC6#(mu(_ruL#O
z`~}x}*%l41D+ry<$OMctp%|1xvVRu<TCpH&sU*87l+s425Aq5w&($(vh>F5p8FS94
z5|iW>am}{gFWS536HX1j0CWgn2aUTpvGP8h1NZZ`=L)lPHYSXsxLnFgU#q{A(X31c
zyO21?Sx2f31*nDVW@jy^)pK*2T0|mT7H}kO7|VPcnIsgGB6Y4XGBOq0_XWu;T*_7u
ze>zG>13URTvpX})TB24V+JdhrrpwOC-nl;#QqO;ZO);+M<esY<zT)+O70=x~g$EQ1
zwi4klXRLMc3T+?k*!Xob07eiE8kX^G^*N_uF_EID0U?*PTvs^VzJg#H29FDSXII<X
zd-<L^XwHSgJf}Yl*ym7ucypVsp&IkUAT$_9lgQw7dHtl653&~ovHnDZ&E~lljg2-s
zx|?+rvnEExB<mBIRIB;H3+*}mM<g#S6gO+u3IP)DK5Se%s$558)lSBt#h=IFomSAu
z(p(&xXV*D<>zaL;y8^ZVexJHsV0kmeWYskJ3d5eY2i;eY@q0&WbdeSPJ7TP2|70{w
zf&uM-zF=KUkeTQW=qMHcz^!%^TR>@o%g)JGhCkh<mF}I$Beh!Mph)b@d_+Oi)&}u9
zcV=Q~kecX3?G+%RBX*uIYT9=SqC;1iB9Mm0(P=GQV!y<^?1Tlg4f$h%4Tyo3p$?Bw
zoi`<CJ1b7<?&gk`_8AkWB*rkw6b&kxkz*Tofk3BryjX?GPj@a`4`JTsE*dV=ihTE>
zZ^n3v$N1I908#kJUIQDKl<P;$o6S$0nZ_p)rboD%X*17<%#^IdCWNLT^xu(L{RwWr
zRRQGvT`l`cV04{X`Zt>i?yTb0T(t8CkZK_BFP$|Endh!wL9T%yN6&-K@4p*;?9e;8
zcJmw1Zl%v|YTu6O9<;IInE79zy1zLpY5FnSOeh;4@Lt-d*THil-6Jp$8U$6~TYZ{0
zgb^s;H67hN7wK|hRM2`ya+@N}RVM{~^VikWJBfd6O5F$jw||aKmJhSm^rrN2mrlfu
zmqtuB1G`(m?#@KS=q7;OaXblnR{tOCXgTI2dT1ZG??Ff973oQ3p+d(hM)zbKR-bN$
zNDE*=r~coO!?5U;gccGD?7mz$hQ(5yv2Gz})|dFa%TiY~)rJMsP*&}f4}+^)UW%K_
zYgbm=DRW!iaTSk_J|@Tw_CS-iAk31xn7tT1&kE>D)GW(C8dpJPy*5*6MHIjy7W4Y}
zvsHQiXwd(1_sYs{D}6rIt)X7G*JGM#vYM#nh1PcgM#WKGs$BzoTc5<1TUPW%%TtoX
z1A~(QgvR&nVy!v)W-kpAR|qw3>?#rYY)->TF<w(CbI<dr38e+lRyRzjcMh1`*>|}f
z^31C+>|}j$b)~fxcusHaz2CWdF5!g<S&yaPE-oZxOpI0j?dl&tES7^HAOHKr=L?Yn
z9D`%r8q>d?(fw76)s3qFY4Ds)>7d!1rF+V%N>h-rC2IE*eDQt!s}!B?#B?D}{deu<
zPNWLQJaNb;@59Js6L)vD1ehDFX2wdCbz=^4aaE|`G=kLD@wsM0%~;KjtLC-H_Wfo+
z*aNRsOve=02D^Mi31pIO-*ws|uABq@k=mx*b+MvEJ%76VK$Os&N^uCvr8nbpSH(x8
z{%t-uqwm{egR)%f8hdllD4`~#7#>KTR)zwc+!-St1cl+CWr#Ot5Wpc72W<y#t>}zt
zthm1ufisdzNZS8|sUo>^@b#&dEP8glll{zv+J)n#9UO<fO{H>py%qzS?%i>X_C&n<
zci^y~*5-YS4>T*>qajxMo*M~|>4)i9?YXjXgbLcv_xkR)jBaQ5d7lSeboepgtU#%k
zX!iQ21iSboThEcDYMXM7m58<-??&lm=`+3oB(iRbI!u?FDU_&EyeuXdnj^_+I5wg&
z-A3Pk!Z@R%cP_jOp$U6XT*QqmM&;a!EDAFbUEWkmG2RM`Rh~I+P1j_2ubwdpT^Fsz
zp7V;$1%1k1aY|VaT)<3HGvv0u-Q^~qD;ipd_nU_!c|u)H+}bV{@s+?rbP>Ag3R7;`
zeEgYhMb6@pM`SWma9$iw+(Hq-9?Ef47QUECtf%Y|li?NJX-3XtSJG5$Ahu{3_~>h(
zfJF-1wiTjWkX_QMc#&UIu8DDd*q&H2IutPW@uB57tEL2Fg?WHQchR-aQ+o8vY;|NU
zoEK+*jk2NkRz|||Itv5z!&pORWZh8dgREdVc|8vQAh^MCT=moFIT<#IyX|P*ds~H@
zqf<lf;!5UA!J!G#40b>gI<)|zU)#Qsg*cpnum($A5@IN>y(DlLdc|aJz|VYDILc9G
zsY8=QxHA=9&AOY&<dXZ`o(Y3>w2QJ;A+UMo>I*!s_~@QpvBlHcImyWX5UrgNzg!|Z
z@$oo~#q2$Cw|E}x9L`W#8IHIhR~;i`&G;b$U;Eg&f?u~<O^hFUO_(QeVOmP^L#gi!
z6vplN*c_gv%i>2j;15SEjM=x~4!6IOwVcL0(KG6r-hLisi&qHE5$jj*&wRQ0NdjqZ
z;Tu-QM=aB0NA_<#dE#thYU5{59_H~aj9Y)K^SI5;tp)Q(N6b7vS#+9oJL2|?9|u5R
zQp=)^d@3VMpDmVGX3Mmy`^cK!J>NDfR9<6lyo|OQEjwJM909J!VoiN6U(1Nm9+Fjf
zyN(NeT?%IiXspw5KapQAYp9;hui<uqboX$OqVZ6e80=JV2Q*FncnjmTIla?q#P(Ch
zn1XiHleTH!jza${tjsWTvU3~k`rBF-V>0Y<MPf#|ee0hn-SK|MBbCFQJdALSO<nT%
zYdjn}<fY|*G9axzk|IZTpb8d>l4>eUZ>7bqqr&;z0^~;0oLq%lti_YtDW#S#@y6${
z(M|Ho^*6|B+-R`u#Oh93VqwFyg+6ooJw0TCZ{eq|jz=D1bfRn<n<cxcJO@SB38q{Y
z$My#|Kkv3A)I030MKy^(atj=++cx{(L4gCv1r+*MxuHPq`o+;rygP{H`Ek(k{kMyU
z`+a+deLJ@RPV2G3=lMe*V~ZaHj?a@kgM~ys(s^qv%g8&$&e~>{AIEJ)ee)Ql6D${L
z>x`=;4=-O4@nZQ0DaSu%I^fFP7XL{)h${a9w%H=q^xH0X{UV^jH+}KIfiU4`-$xu}
z9?A?qw|J@U7>5<4X*(Hpc);3|mCNu=u#Lz{>~iQ_q3L`XPV_5i2dE@{HQMiM_zm=n
zZTm;z&iGE6erVW$Qa1Ci+97z)6_$Iy_Xr*3`@hsd1D1;rnMXgW3STTAq#_>_b1@!*
zZ|6=KdV7bC**ETx7w0AF0sX%-f{$$eu_ph{&vSrr!uj1eS!ZEf7zP*>-4(|(;*+UJ
z6V?IBHuoy4{AX`>o7wbMPnOu0--}2OSUL-CO%b=NE3{v#=`nvUCt8;;*>qlQi5e!_
zddlCS9_Tnt^EYbpq)~pu+qvU-IE5?MWTroM{Pydxxm@>aKOA?zNdS{6xb=?8&dM+>
z2MK67i%R|qy5OBA><Z=cVOGQn*!EbpV|h;y12{4hPSr-b)AIPZ=g(a+BfCZCkfs$f
zZTu9PgTstfdoD*;t}Tt!rHzG6nb%tO{&}>fyw)M9f>^DtF#17Q)9)&3!W9m?Y><yk
z4&N+vPjgs(P@6@4OhPpDFWlFtEzN?4B1URXAxC8@$p$9|2t7NR^oKiQtmhlafJA`V
zDvEu0BoHt9NKD{#y3U~=P=Cw0H(n9>D`d@DRaM&Y7zDdfkYAJ-BJ+Gc!dNwpB;>fx
z(_U?t21p>A4I3dlpTbe#3CMlkocOmRHcA<c%mVV(9}K24t-Dy2%|=@kVZ?y8bs(H5
z#C4{v1h^K5m7n6OwvPtph2CO>XNJ}Fo^8%%FjN(uqfbu2=)`rT`)KPnhhB<VTfDEF
z$IK4J&7<?Fh!fXS(lAq<+9MWGjNP>?cw->n6LpF|^t_H&im>fh&?k)7*b5j^H%r*R
z!6i#%we-^ldRZY*rq7Q5X4NM(vCl+b?LPO6&GMc>!pynK^P7`qs%y==-r8R0U$xw`
zn@;&pY%b|<HW%wUU~>^gwJ?PzpA<9XDRj5F(>3^ojeax2UhS@LD(TSaj=G8IW+Ri+
zHP&{I&a(nozM?yQ{B4s~is=qo2}Pu;Gq7Y`VpN_0nywoNWiVlP<Vv)xj{5T%xsb&1
zJx4qvMQ}#$?4NV^r@=-=A-azqESWVW>k+7H7EdzY=i)~$ezxNCaA`D*sEP_pXEJ4y
zlxx&63%ZGOl<kyI-CW%Y3LZ#^wC1%-fnAoB(Nr<=2gezQ3#`tR0E=_|Xv6Kf64=aW
zT9`;S{;;R~efCh~ID5DwUUQ-vc5Ok!3bm{3nh*jN3?8&f4Snp(k&eQ}kZTZ<dBKW4
z(s|pTd(Ro-@NXcQw26w^HA`9;7p&74^-DD`lDG44oYP-~CZIEnGFn?vSta2Wfv8fr
z*peF0NA<JCGmX0r6Tv&)EjHP3=CfrzrNqjU*E4OjCU6!S7b}$pt{8@@*C!w!WS&}3
zC7Dy6G*aP5Vsflc`@~Nn^a2IVwWL&*xDH>xJ(_UOg<#7RuA4m&+_4Vfw)d>*e8bz~
z_t*gK4;1zb*hn40<;~d=3iLnL4Jvb6b?j30^`@enZqLdNRF)*33sSm!ioZI4`jppO
z3<<8Qlz{y+l*91^$p~ZEV28PhHjq>pt@XSgJVV@BBjYm*AV@8o1<mS34czYe(lKw|
zbR(~D)A!RomRk~tfh0NJh_;)b2URfYc*AjDf_aQqU6at=tbD8#kBL!e7_5Y+P0T*f
z_DeM#-8tc=f|tQn4@-0ikqua)8+E|oW!>vhxe-TKFxy(Faj92i<mcV8M5nUHZ)L4;
zkobcufSG|nN%&@zWVcVg;n-y~`lQ-#eLn7imEfnTSXup~*`?mN61=5~th*ki`UCQ6
z28BK%g%stl8=!%+>be}Mt&K|vaxtMn;7<C#7|Dz*NHwvF9cU+lyVtyPE#S*-@=&4P
z+0g-PbaY<>cw|_nlFNL&XRqC+s9#z6QHO0?|8?tglgKVu0k&Eb-b`~Nvns2{9C}yB
z34X!qpf;9|&RU)_87AaVA4fRy4a_(exFWUY>e!Q*u75T@C8JP(+$beAp)5EwV@&OM
z{Bp8DeF7;FCy+L}PUqE@eX)?w!oHyGDaKb*J2q~<pf0$7BUip@pftHek7`wuu*n8U
z`Pejq?ZVyt#UyB8xQzCz=`1NPw;Y?BJs)fDez_F$;#tV-L?>s+0F7&g!Z`^6?7vkP
z_dj+7KL2Y+AR(}Qof%;l>C?Nx$YCpv;3f2{aA`PVCq}s#|41U_lTp*CY4c2Qa()S)
z9S_nUs2WRejNp-Qw9+RQf_qQ;abq7lt=iShis8og^i8UhoHAiLP`f7>TtO`-gn<~N
z$k;}7#<*9Hyxa&qTbiKdUCS%!y=J*rIN{K9Hii0NGrg$#;1<1G94_j#ftmsM^<1Ao
zU{?N1`b-D(B`c9LM#f1`R!K1IwP~Y|ON6bmS4D`Kx%*gdJ$ZfJ+pDUTTMY5Bf$-@T
z7SYW!*65C|_?w24jS$_+b&(4<>r3ltbDCzBSC+zkg_TSq3OUp*vXfDYdXLhJTX+E&
zvT5<*GeH|O16mk$3DuhZ>4(WFq%FA<Ve)$Bp`<U~+`2)~kmpe&lHqd!>RIQMlpQht
z$ud>bY=6S{40uAKINkN&>Us!1ePp|;Bpy+>Uczq&&@~4$Ht5|(Qib>jvmzTKv?k{@
z9>4|t<*jqm+Q2env+{Prh5D@SrBhptV}<Cvj|#h8Hv^(CWjpJ&_!w={;>g3;*oPgF
zGwq}_Rihr}!&Zx1N5No7_smcQKy+=T>`D?E2*~T?J?lJpIWtlrKG?=ED%#wxfn9q9
zlbaBeoSc~-(OS=^+!ttUX>9=1s=bnqDA-OyhUz*Ll&7h8T{cHQ8L6gq^s8;iz!W>x
zdt2yp2*>im)zogKo+?{5-F(AC?)>6btZYk!OC@8FHju`SxKJ8^p5QUfH64@EaJw2+
znF><|8iDh~ub>PLU1n+3!Ls=V-i>MKCDe}Mr=7KstZAW>wdVP4jrSj>YFb{L3({*h
zT26Qie7Xj&&Y-O60DVkk5A;Z8$7);Q^(`e+p7-&%@;EQ{_7W3vK**{d*qh7@L|N!f
z?fU(qt^^n2nf%F`c3`l*tO~ce<-LAY%M{{FNvt}zRgPH1CLjY`uDP^~a#dP*ppUX~
zj)~1SdTb@DT$B(h;`sW5%#c5><F(~9^<{60{KqsA?mvp|jXJRfsV{^1-6w1SENp_l
zf}u1oCZblmzd$5rD<HcQJEk=Tcojr>LJ%S<RLn#E&B1mQk5y6c$9a!6<@ELZa&ywD
z4tweS0ddx4sostK#DavMkZ+}Z3?xOzC?O&ZL=Ypv^5KsfwZE;!1KU4xv@Sb;Lz!(o
ze<$ZN9Nqi3$@!}8{6=hY=-97Hz(%YiedTT-AaN_Xeg#m%US9av`xGQ7^z8fj9CkJ@
zuVsiG@~_BrWn(W<T@&pXJPhAet_RSGi7mq4qKuCc4!WL>tvL5jlH9+A4F4&DxbYt&
zi02j&fO`SZkR13c)@sdwoOrTv=e6xkicRiX)`phh=>4D%JKytXhq3z&Yucbcw*>(+
zJpJwRSvBEfvyEw<dkIE$jpKw@wgW+<#(>)IO_3iTX8*ANx_!)ddn2r3pxqVg{w;F&
z!#G!KbHfXUELiPEY@JIPmo6(>gH1|>s82i#H{WF!8dMk%n9KC=ikzRXYPE6LoJC@!
zWZ8L|U}0-cF8-g>rbHM)4AGiuJm|_tw?6HTz03B$7^9>VDN~v-i459=-%!nEQ#O3Y
ztaAV)7zCHmv_M}98+oQBy~4cA&FDvd2!!R&%F50fm`)w0Rokt*8irWuH==9YInl>a
zu=#vid(;;mY?jCv9&6AC_E7Rj1~1DRvK>MsU6F%$Umaw7t7&JCO0WL&1L|c?U*imB
zW`Tb9F`d{i@8K07mR@nG!{OWm<~tvO$gaY-Rl-Q9WCpkTkLmyP5`305Ik$g?2roi+
zLcV4AqR0l9^z?+olX(Trx3-+Lbl(QX1k2B3`Db*?WfxooIAw(Zk;y>{?vL^Zty<X-
z2!{gtfe@VC9quwFijh#-D{suW-6VTP){0NHjLc{GrVc2{yVb~D?}2O#(VAhTMxhEz
zR5@^vGsqjlx`>-}bV#iKsHRFXb?vFB;ZhXAnzRe`LOV5D=<cTL@>n~bjc(V(ujZD3
z30fs5v8CIytmPE5nJK4N_Ax{;aq*~>q0qV#!jtJoG#<$JUL`h#t-Xb>V9Z3}Pxb7<
zrh*)cEb}e^j#|bra2+<Mtks(tiz=m<;Zk2_5~EH!DyrZ7i10UUa9DSY)2QdHDcWu6
zqy)*vd<D^&NbFwEer1bedm5$!7Sj!A@mVtHyV#L6Ip*NnJdE>_70{2Lc5m{`dtf0k
z8|dp38Tu&IUwHmgKy@QA-oqItNk%ZsUcgS&;SKoR#?)yg6-J60dJ|Mtp2TJ|X3X3!
z7$GTL=f=b)JD7#vx*k2FRt=rhj^)AQil-p%hK3SYaC-Vcn7qB+s?8?tr<Zr)O4A5A
ziP|xP0~KFEs$<0*oo%(&t60V%E`EKJ;v9W0b59;ezGkdHDy}&HwmqQb#6+%H$*Xo*
z{!$f<=$=FHG#OpDatI@L@W3gd7{u{t_!5iG<&9AXyPMi;;DRQ%N4l9!bmG1+dp$W3
zgqvz%u}$YqL;4Y{c9*b8e|p$4T#|+BypY@b_)^U`&XS}?5v=B)8B_81LTmbGO%U#^
zwa2iHoU%6d<Q^M-`w?H+)l*}O;V1k1Ok>#5>XNeNkBd+z%u(}^+PE;Vu(u857P{nh
zDamJPs8n50!#hi;fRMGG+8%D4SH`Fc!(~0~gVR7xhS?M|Zx%P(kKVh2yWLMw(Py?U
zxzni#XcAcD)-yJ`;yM#x4}uqns$=q|5_P5Sb^(;GF}}In)v(zvMNR!%Qz@Y$<N=1{
z+CkI3hRFV!7I&EhjV;Z6ndo;S6bb6?qm6s4kh9T_n*T{wI^=uA`<t_69nd-u@Y2G~
z@IE_*<e)v+*TURK9V&MJm8!ONuax6A)WOFZv}8NR__t-|tG34^Q!Xwk3*8R$HoqX`
zvNVyv6#v|AjtfFS3H45|7%JaK`N}KPua>R)XZ6>J6F2M)DuYPQio9LD5^+`@3BJ*}
zSyrJs?T=gv5FxkPvKHD=s<H^jFp<jofna0)C{OmGI2w=4?w2+!dULlVji(lh$-M<?
z?O+QY3;KR5JPxiyj_xz%uv;@dQH$g7pUBC+S9DnKcK)SP9>D{?X(kqMhSJ=`<<abr
zfs@nSY}yaAGW~_dYm~+dyf|QKm0M&jQ^-8u85@{&o4d5?3G1w2{DkK2_KVPEQ{D7)
zY;0VTY@>m*3wPl&;%=Ln_}i-qFZyLH0}(uAb+{P#k)(%$vjN;?0$gTX^`zIoD=oRW
zKTRo`zwy}J`=|6?mn@uU)|`Q+gzE8&Zp{gPChT~*OXp3M#P{ZsGx-HuRmOQ8!q`LE
zrqpc*0c^_QA%AO=?t%A81HOlo65<hMSfv+oSf}}wjrRx}_knc?kbMUzJP5j(lfhpM
znV1jpU}G=weTt@3TvOJGvcr|S<(SUhE9^-x^tNuj4bSN$SF<T=ZFD_<I%c;?hb$%L
zd}^KDRxxjanPwH$J37**=-g5Y=Vx<=Wzxo?-L^;>KGX@q+lIAJQEG6SYKya@@q<|#
zc>PlaT)TgyA9FOy^L()CK!J>!WXV&Hxz4X3tKz=7H4Bx`8EFM~a(L^CE#fkQhB8}@
z$0?jHpte`F*6V3(gfG)0c)U~+9zPN8A5*srv$#yeO<wKwYMIT-=_CoxnTMprgdye$
zK0$_D9GV75)hEF{@V!CLG$QJX*<8eJjY3zJf-`m{j&`r#4#la9V$nzq#fw2<Vl1^q
z;W1;f(7;`kg#}8d7^VZ0@D^4?j&9N^HA|*vdh$&Ktv^;RD50_>chNbno*hiH&^c{W
zBhpq%2dhqyQ3Qz_3Ec(|XEX7?02Zvja2G62hVTlOX9rIFcpm>o2p%{8C(iL~od8uO
zC|6wcZ3!MOV>rjyZHt{@hy$3oHW$8v-ja9RGj+T}`;`Brp&G%q#G@uE_8v{wq^~*(
zw0Q5-gj{cqI>`QWzlt0Lot!pI05B!5A}$Qccxrd-1^+mZTTbRKv+~N|SI~`RALQ{6
z97AGTM+G4Jw{lKPNIE6c%N<ZLV0rMb=c#Hq@sv#}3*{}Zv9taa^cnK&xUP5k56kbH
zcHeQYbN=;u>({iu&VTF}d>^s-^}SK$)F@RhSM*}_h1|02Dkf~eZj2K)%IC6})SUIm
z#xqb#(vRi)mExH@^b`Go2^rbb0mvLST%R5N&;S5XKnHc~0h9wzUq<JA5l_7YZO&<6
z_}}U1_wM`f984{Jo3l~S1#=G)=2AxWPDo)h>l=`*(~sHqbLh3d5?YtpW|J6r3j9&#
zKCX>4E#sdZouOO?{qdvok5{j?-$_oG41Xs<iQ1I*#h+`O1U)hPG2mnr(Z|Jn)vB1(
zP}f^@SO&pQ3t?<DOP0tdNl51J@D5_%RIp|x1LS&&ZYFo<dc6n!SZ#Pt$p;eY_X>|L
zTw}=f6iiy1lU_Lg_uE(X4vfAGpF$riGXDy4c}@bKvnK5=o$Nk$)p+Zl4sfVWM=JV(
zyHn!&YslY+$$qv>55;J*^r!C*pHs<zlt8yX@jR6L_YSGI`)!yw?qP1NaHEx=%vxFS
z)YEKa`XJL&6dO-Ccc;@=kli|v0j(G5{P3m4nZ4qe<CABnvmbt6lmpDYHaRtz4K~8G
zfx_#3A$wD^#`Kk@Z|3-0(`O0yuPs!yls!B68_qz0Q~cJ4S4-s?>nFX%Cd3H)cgMt}
zm|eW$?>+lNP_FgI@_#eOuiOCCeLS8$y+-kjDln}C>L%EjRGcWYWjHCisLk^u*3vg8
z#()el_}Py!-(L@pJoNfZL<~-iOFj?(WuXgh;=c4br?_6ZF(9X+I<#-Vf46zyOZgrL
zVLd+ql`vA}xua;fU@l3f%{RaWrfgHZO{9Ekx}PKz=`T1ItSd0W&J-SwelOt<@NJuj
zx7{d}d}+@*&;tb1FYq11&a4JaSzoj?&JK-5pNBl{VQgXHR3o)D+c3*9d78{wbvp$(
z6`KVCBwaCKQSDu~TAvn5767bfbB1pS)cH&j5&Kb9yYOX7haX!Z;;#;cgpP5%LB%Bl
z5806Pc_OQZS++cE%D7YM3cNgqS0Ng%IW#^$A$?VUra$qnSx#-nDwSMh!R!B;FoX}0
zq(Lyz-TLUl_AW65CScvOP)oAS^+%oJe_m!0o$(HzooZLBR!_^#BI2^~p_mRX`sLi2
zv)xn_Qg;h@ZmO5ng~8mI8T`ox*8^Ha=j!viBjC5i-4+~6;jsH@1_8_}@Y4fRhJoOs
zyco8%MYWXqT8HjZk&P$*6vI;#{>NcyERzhgi-3yI>9u!aIwi%qHtH#qGXH*4@<lRz
zw;q(PGBMqQPlequ4xH?0n%96x-L}?@`rzoMrH_4_>4V{$7Q1SFIW&3WdVFRAq`3Zo
zgzZi((_XkLcYfJ@OjcX3)zX7(No)I<JQ?i#rd_GJvLVz$naUF7h3PDRo{|!p5uurL
zFFV1};Q9wR(ljs6KY}G5pI$h4eP%kNN1yJtAA4qBDQn;tKtg^;HXWM1iYX()bRFg5
zR&R$9?yDl0Hnq_RAJgNRXt8A@kuvc|QE4_A1n$fN<8^l*P9{f~NU8#*G)MlUD3|WY
zMtI|V+x7g<>OI1)XE+=}Ysg{6iwjbwSQEslKmv+jc=+Bq!s=)YLbIc15ZuH_!+P5P
zEkbS{koJx7ki)lGXO|!!6;Uz=)#0~_bQob9gvX9p>ZMLG)jg)2EaFb~wrX{(YO8ah
zq1jZ}ltn<Q5B{1p!3PiJqQ`>m3|x4E&ShB><=mp@Lfea}ycWia-T0bIk~cEc3XaI0
zZOWIGi%iZ4PJe*xiRrmqdKHDaxokq)fGutCqdoCr^ySmA#w|UGY~GE+rYubKn<_;M
zk1#QYn$)ukakv-IQ#DrGNj7$A{!I_Fv<>a;gt0kBDnbFojMsi-G<@^;S{1J?d~l-U
z($V==oe`b52|Jw|*hDrHuY2rS1iNX7vYrdt1<IDCP!Z1X6y>4dw;Xyi!K>m#u_3FK
z;xAY6w?vbdp+Dijb{qZpf90GKf?01q7r?&H?<C<evqO7q)*AGvhn{xtp0DT?qK%@H
z9jMj7n%1bUMG>yAHm5#r)xM6x2dAKNiSo(wLiWBGT1g4P==ysvWYmtoy;l^#JZCdY
zwB)}Oi*}q_C&m;J%i2@>!S)v6krFrSY2PQ{NmkCfF5y~})2FgERVy`x)UgX-u(u@O
zmD7JvzU>zuWgc1FMePmq<$()bq>q&m?Mr<gp3~^+!WBewetq^NHaSthP?WC;Yq?k)
z)=&yL{b`ucf&fGj5w#ef5knir-9tJM5hz2ofDF}o+x5#+*(&Xgss;+NdnR*o+A)6E
z-Ca9^kQMs4PlXNRnqC_|nBw?+b<Ce?X;qBocJO0IWKqg4xs5MZP9&meG{=IEDlSp6
z0a0az3{ER{q;&<nFgEJ0I_v2XJ~zjL`py6!cj5Ni{q<7_&(@1{j+1_6JS?w6G-r?)
zFC_X6JMT5c=<c@`P2RTTi|;8ZsXjfZm+Cr-$9U8E#wtzgUcXMb^)XrK<%ptIxrIB0
zLvS%6#^7e-SS{zQCi`EBCq`0T_2*3U%!rC;mJsXaNsS5#N<F)?bBPD*=>39191%sq
zB9L)41%4%`Z;oA|wXbEyjlk|5uRRfx-!~WYaBy~^i~8!ze*o@U5;JN)%tVZOvU1mL
zN!Gpt9r)whZU6k?iyF)wtR6Y8*S><dm7)-i#|C)~6e}7uFyGTrNgziOV6{A~0|7|i
zzu9xIiBJ3j)X1;>#MvB+jUw+W5j;qok65GaNEm9#GOs%IdERRZ`Us*pe|oDX?nY@7
z6GZTv#>`)!+5dpAnI0Gp(Q$5h5kB2Id06Z#=tD}U{>m4Qt$gtVr=xd8_A?cWmM?7#
z7Y$x;ZE*UtdOf6;u6!fB872?FmU#h9za7cH4k1mxeaK&%He?@wAlP(&B=PZ{JjL`}
z9Z0m~NB3j5oaH*&tMi?6b+In}lh+YWiZSFJd>Ra+c5A+D&A|C%t0%wsV!tt9Zjs%D
zU#-5pv~ypoZL*iO{i5O0>20OYjFM$JSuJv{dvAa|?rYOt2;=>&djWe_6U}x09OeE0
z@(n%-PpgxC+~K5?oO=V(yI&IH5^fdrtQT&c-?P#6W@y_U7Z5u)bs9*9ho0_Rcl*YX
z_t#OUXFpaf**$+Zc+T)-(R8Z7W50RQnnZyI7%&nGS=H5`F{9x}RT!mt|M<-)JrKE}
zI40p;?B1<ZH5xmEv_0g(u^eB~S2oM}Xjzqt7hQ1xLZVHeE4_bxpW~oJ{-9Bi>Y}V+
zM``FjH0CHkg9e?5{f3XY(Q-i2S9S2!Ke3@1C^?wgo*VI0pTD?g-)#TeZiAf%px7z?
z5_HEnDCzr52VQOP0P)qmlbfI+)xvE7RLe_~JsHurb45MwS{^(C%U5gqyo_2Jr=J~!
ze;@Go%ZZx5cB35#6{OFu#{ihZnn^pLxd**DYO;c;`mi9kEcmE2@NMj0KZhKMI3g?6
z>By-+y`-EjYz1>kDd^)&a?~T7hpmQv$_S}qik4~Ed8n6^u{Y%o)DjH=*vGG+oc7)4
z^HKTGy>rm7plxP>ZZ)h3{Sa81XwW9T0g(o3G#n}(jh4>2>*`nuA>8rxsHCJ6KT=0S
z<L>QXW2@mYxnz^Z;CEPS{->_l1vfieVV$4+LtAJ~Py&)-G_Wbi$x+$idpbwyV2509
zem?#Dcn0Rq&r>cvhjxy7!+K}4!AKM)QNJU2^zI8y*dL%9!LrB$z|G>|BIq<YTJ8EB
zQ0Zy5vAczL4nG6N{+Gt%qdes&=u*v2y#hMRd^k+LL>64k$N)hAQN8R&pG6JUzp)tl
z+S3r;v<B1-BjfU}vR9^26fGaJ@NG{a<T^``IY%&3X!7lF@uGJ~M8~uoY|<)Bb4saq
z+AX%a2JZHeHaC<F3*Mv=aofb=kITh%!s&xpUET|W{g`d#R_)X7rQdxq@}hD=ij9vw
zZoPQkuJ~Iyz!;*T%oKRu6!kkchF^j3m4WibOH2xMuNJ&->wg^o<WEi{N7>r4KuC^l
zwJ3L5YWI9zWZt_>pRkxCLtC#jQ(}VVWYl=7KD~4!Yn8ZSvkf|s+_RB04v{RrdT5K0
zom#aqXgJ5l7~fKPM6vQU(k^kpssPq&N#Ed07A766<;W;j9h1Wd#*t}CZ96f*isVgi
zOTA7ZUqFyl&&bQ+{eqA=tV8R4Q8o8n?F@IE!d35Q@@2QumvKJ{!)T?nV~IK>=WWAz
z%CPM0m%kDj1H%}jtvjorW_oJ4_8Y3{{Pk0-;PQa9OgACs1WdA>TJ>;1t*9`Aw25;A
z;~1nxy*!L!or2C&7>mav=JD#HPh}do=nP-u*gQfZtV|(Br0^Il8HiL&&&<qR4#Z_=
zW>~m#<QCT@f<tW^wt56>%Q*GaOYh^Ho^z}X>|Jtjcmr`^U;Hqz3@%o-ZhSZICaqk~
zcN40J$N<NdKpd5e^e#BvyirP<Dc<EDHyU?|`y-T;o_Kj`e0QY0Es8Ez5f;LcFsn^2
zx!MJ%RYf2;Pq&xBmmyRoyd4#bp8{}pxeit+9GL<T5@HFDsHB$NoxxJW{EdbQv5~l_
z8XY0chQ{{(E(s#5iPkRXg%oQ9vPnPKY`|J}@61L-2HLLJ;EBO{nL6+d%Wj4n4nGXM
z`C%;%U)eoxLM1t_2YBV2j4PCg_H^j?93ITNC*}oq0nokQBp{FXf)3sRuJ|K2drefF
zULe48Kg)3xoq8bQ0tT~#H&bN*Sa#qQ&j%o#2SDEo|B&(hzY6aKoyC7Ukzd>YmyhmG
z&bWdc0ih<{Nt${X8`#Dh|1)gj`Me6?iJ>fdEKEX#3%0$^#qXX`Av~3oiq+k%IM%%P
zoMd5GG_*O`dhUPecc-NH;}aXpnu|_eSxba6(Wxs?(_)Wznfi#-IbNV%24X<JSLf7t
zc9l0aZ-}2ut9`;`+V4JFy6`+{3+XVtWjnD6`|A+w@~^)d&^kmm-?5Nicw0Iuol3Ji
zS1uzRyOvm!@3k4we1GdMaAzF7|4PIb_k4L9#KiDp<iUN9;4*)%5@`24c@gJ@z1Qt2
z3y4RDsa&~Xx%2*SlFq*;JF54ED`IYMY~c~lxiFh-+fQc}!yA4CM9|*@A|p+tienbH
zL8kxjQH!iYgg5oyp2~;*6#f|j88#{$G?~*`{DxFywEa=%a6)tc((Qi;GsRh+>xoj@
z-j%EkjcPJHJ5t72SMR$l_;?>|@Z>EMR?p6g-7j`4t)&h7b_yZ5FqF~JyS-vgHOGB>
zm)5V62M=|)`l}rG>fL=U<op+v<#DK+N<wF6C^g&MaL@M~&U_2SorcLlf|I;PTiYAf
zB(7A2`e#&dZ%(o57ACshrCQy>?po@5j)}ZYKS3#&YH`1jO-ZOANhMH(sO2#i<69jZ
zFWTDJ2+_b@WJ*QfedwTL^lI&#5}+2vUP~)#PgjH=GH=6M(8jE1p}t6{BbXM=OJbbR
z$qtyNPI89Ldvz^7hul=C5!x9USh)zj5ax-os*-`GS_}6>^f;%-4Ar*G*wWLzXbfVD
z;hNJe9K-1r6@2DZUBT;fPiDK|Z2&y?eny7&WV8lZk<C6gM}b`R7T5K1hC^wVpGHut
ztR=>+NOm?XEM~1bEyF%7D<i1yi@a^+Mq6g}@v~9Sfg0@zhf?yiMcQ+v_6|M>9cQ^}
z?dQx|euDyl{21?or@hQQQi50}2EUdEW3QdY4o%c5X9^1uvNYkk{$D)W5%p!~N|1A#
z=BW+W)ZL1c7l$$vn4eS;k7*1b^ry1VC}$XAvZI8v&{3EBKP;TkBZf??F=tjk2)VdP
z;Pes?a!MykwP5hhPws^g{lj#6tC8&JKm?m<txs~4v2HNww21z({Mf;iwkEs6FY4_i
zwP=+I=U0o!<)zr&0&|}D6?xUCURgv6XCZ~lQHFj!>#3H6JvhYLgXQGwcz=#qKB9uK
zbXIzoE`7Lq%U$M+;q~nFmq!sP&d5xF=k(DH+4|3v!#z!n4`!zaT`;{zGxB7nMs1QZ
zu+D#|_FRI@yDfd1a)~9r9WE6k2rUPuMzudJY_Um0UPcH!Qny;rMV*vr3coYi6ASey
zmng>?I4qgKxVuZ~>^uCb{9}sOu6m~@IeHeM7|=FN*4rjwj+4e-w_d7@(IB$n9{$&)
z^O1xvE?B~z?2&vio8E0}Z~GVvs#Q$mT^Y2HvfP-(xLpArNig*7P+3%yJaM+Bz=UF^
zOHWN-K-=q4>5BF5!{Mp}3jP_{mQB<0Y{?T$g3&WzoSF|ImdG%bM!`FBz;CauqOCtC
z(%D^`wfHdM<Xqpi$@xBJ0N_kj73VS4mE*hgB$9ljcfvksg*Q8lXb?IpD+B1CHM4$d
zb-r&P#FEgHroW(qWWKMXc-uNm#xLZv(i~X@f{iz;pkZreK&319q!z(Z64_hwpQki1
zU#{)E_V*h|UVFO7MbOvj$+&Gb(6F}PCK#*`lQ_fUJ~-kNUNB2sU9s$3zn0wUq}LZL
z--M8>ZJ1?yqVj0x1J^~3Te!lHk4f&b@7f$490fHsv-muf0W}`F(5JCIBi*>M+st)c
zCYe2{Yi_T=nmRM7e>OQEvCtpnT0(Gr(j@w~@aN}PT{2fs&gyX1j{I|qd{M0mEyekG
zN6Eklp!8Y@B)ta+ao~2zY(O?Je%`xNJW&@Fq_1yR%)5qC!ut*$yH}GUI3e&NNERtX
z8$%Gh>)sja`O&mf)k~i*G1Z1xR`Pav0e{BOuFS8~DzvpjsSj$8rrN+~;r%v?)?R|d
zj>7CQt1v!CqyX<*d43nnS$C5sIEqwBDP=AuxClDMc)R~lqRd<m))1|-z()Oo2sy0s
z6q)E-Kq6KdMZB5r7s1UJ;WRJg6s&EBulHu#jc}6#7aQ2X;B+aOjjy1N&99(Z*#+Cm
zGqZ$qL-1Jhjxe(2NgS-(0&5lzgF+=~KZ0x7X%<Y+i~{NpVE_C1M_+YrZ9{v6gj2gj
zls$NZxzyF~Oz`hmYA%ey4K`aUvDk@d7U_shuh{HVeQSsQc5!+N)D~d=O^(+>IVoia
z%Qo&@Th^GCty1DbNlIiCdM-G-wumsd65DrCk@YFJ1LKb@?+VEEzL+@eUe{OPhDH!F
zX%s&!s4F^_Xe|?7r#T&RA|mE)nMII`7>F6%xVHE5ybWugVi$%w3=}_}R-ZM6=}u`(
zS@ilQ>EHPzztFt9Wp21hcsvHjmSHim#TvSs)Xwsl8MOwt^^Tf?n?>O!gI>#A0b&;v
z`2%bsDDR#fVZH-ASPuP+d_!t~qExud$`DuN*9-R=Jdd@l`~x(OS^4WX=nrTgJ{%TV
zYcGJ0C6ww>U)zsu;NuL{TOoHG4;{7w9ry#7=HS~oL5zfgtR4QB#kjw&TlqWc19XH8
z^!>S=`H4-wf6u1Sd1k9>@r9HdT_d&-LImo<<Y+^~Kf9g(Aus?s0PsuQ{nA|;?j4bK
z>V65^4BRSQb?XYdL3kS@Whz1MmE;z-c+X1uvtd4^D)K!*Hl_OK2|zb(r`P)}K(F<8
z!<<xKFMODb3~yO6-+R29^0QI*uX>v;(>}cC2?qpHg%igGdLchsk}tZ?C&CfZP3fBf
zYau@ySO2X;8*#AzoE~VL8X)adZ_9@nl?pq~oUL8B4Ag=hmlKBZr1#+CqBjP@D2Jj>
zbY|UCbKP`Wy*UXw5BRRYcEqutdzLE`@-b1H<a;T)Z?`?6(k;C23N=Xdk!y^oo5`NM
z?Xv?taX(l6TjKz^tePcvA@Kwk`CaRA`>!Bd`K*$ON=2%f!@(=JwtmYLrmwtGcLR_I
z%Z3o><Z@y&v+Rt|*h0MrRbuf+vd{%|%;}p`@M}9#)E7S6qPPGK5jxv8D_T;_)sqlD
z0B1olr*s2i2$o+qjY0PRNDcl9Pf6Suk(wDanebpf);^Mci4-E;kN{$M``51n11%OD
zbVOI$qk7`%?jHcUYWeEUVE&#^%KB#mJJ$B&duxMiOkyQLfYequXsGqa$cs>?#GHQI
z7p+~*m$T}SUawjw!b?4>27T4^w;J29hxN}*$6kPbQ;rZEJRzBGvo7F%Lfa$U(<1l}
zn->YNqV1@%7g<t@<ps4Y*6|w>I!T8lw13R8uLLHHZC}{un{>|3%J&@Gl_9P-^(Bid
z3lBjr_J5>P^=g6hS9ff%kjlhn*Jg{~cGaM-0P=_jNykrz=KmP<J;&y&BK^_u52h2p
z%t>12Utu3g$Y<A0z*kdB+BeSu(Qei}e)Rg5Ysep?zjAJY<){s3=1CyQCK4J>>+)-W
zdhGS>d7#XA;Z#(@%W?ZB!JS*uDg#1kc@L)bOt1xx`jy5$c!!|vU^^cDm(!Y~X*mc^
z>~X_>qbG(0qWj*>l=+-Ifv$caFMgSX?+d@jT3GS;jQ%1-{%!iix^_?0%sh}>4>Z5r
zThs33?a&jMR!Av`55wnTdu~6tOQ#{W3~8zq%7`N)G7Q2c9QZ@2IP>)gRxOe^p|iSc
z0Osm%q?i(ov9c`-Hj0%!2^PDNQO4*3W|{6ao1RL;M2jRx2Qc;q1Qx(f)sBctz)$rh
zV)ChjCU`7So6nJa;wd_lPnMm-Ynq*omR}ZWD-HQz?p;jXA{8(*TcxK5`^r_>rTSjW
z6_G2Yp=7*OnQ(-QIb)GTRt4=<{it>;2$U0GMV=~Ry)~vkVZ;*!CLql7N-5VD=&?Bc
znxid>aN6V;q0w>dBkvV~36H{wFQpD-^}g$lkuP-{H7OnIN|#chGuGR5H_8F!?~T^+
z>=$N1JYN1|=>?nvE2s|Pt)iM~1?y94Ax~)iMY4NjTLO+LPX=8z`9JKvcT`hp`!<SW
zFX$j5N>iy41cu%OMg{3%APJ!*C`b#05;_RXFoM#hOP7{Pf|O7~8&N>OfIw)0fJhGn
zq$5R79B1Bf-ru*@_pS5KIqR&GKX$TLp6A)wN%p<(a^2U}TkUCh<ENgZy!sWQ<}@wj
z06Y+i#|v-qX$DllxQJ4rKQ-70(D&~naK)CzsPIzU%W;Tt9BOdVdmMk#tRg<`4qkc-
z(P-tDzO=nTqou$C#_+AW@1NN|4D2zJryFfKht>DaH#&=*$vE|75MeosYTI&-ka}S3
z0a$HuPB;gQ9Fcj_OU_HIqz4e{#30~U#rPi00XXMQ5+}Ouowc2HpM1U<y?`)Z*=smp
zVI&kHG$wP?_Hjm2M<OYe-L@CxITDqfZ80D398g8;XZHZbZ$^vy;On^kxFgCuLsQ#=
zE>0~j`U$<7t%cmGv+;V-q}N89-M-zB(%v(rm`?n4X*Ob##{nxPl`i(y+X6z-??1>p
zf%^bITKwkOn`~~&!Ez$wZsC0{jhhiOl5*uH+v4NW;V3=?bf{lXQ(C9vre_-8tmB9-
z7_N^kc{`vdZib3<@E=yD%0TtToXVRdMS~kxUxGxv*>1o~-4^eqmrl31@5h&y|1_w?
zM_ba7@?h>zb&uAZ<Tgak-F1uo{mR1a%6FC2xMJW+5|k}6{JNyq2Iqc3SptstydYgu
zp_PI$$ReT~G?#f}%FHErw2`_FWG27uU_JE=4-F&{eu3KQj02T}aG+?LTVpGg*9qqf
zkOO_?f~mi4mRauS;`1QV?v->(#jZ<88jdNWV&Ysncv-lpevC)btYcDGZ5gstlXSCA
z0mD|EX>ERZJ|BA0e-ueer=Pekz45WH?~m6HetAtDl*7@U<iu+#$GiY72Iso++=vdr
z{dP6oFPAwa$HmQ`$uK>t`aUQG`)ov5m*yCBNoVp`TsmHWAwUjk4DGB=tFq>tiOE|>
zhQb=vB#f6W*Q6%aE|OX|;uQCe6}%W|e++YZkX|DAslTx7O0;!8SJP04TrZtIX=;aM
zCE~G|#KQO`T=ESCwU%XobE2zs2|6Y#OFhs!E=FAB5}To1N5}NNZ<l5dtZpi*Y~Q=k
z&dseF<S`;5G(!n4^5f1NOcJTczqpq%t#P*3Gh)c8xEe&}H#ItZ)jk|QSOnU+#)}?t
zia`%{l@^dSYtnKD1Oc=+r3(TvG0X8#KQ;W?`v!vw^e@gijhF5_dju|f*7hw3+7YS*
z*DU8rGPO507z#DP{;QtB1S;gGX_l_J9>V~S^bJua^e<tf3K#u-u3<{z-^@*g^4Mb8
z;HUc<5QDtt5p?2^OoGWRggco_#V<`x(;<z!GDr;*jfyI}>u&e+f>E|i`krkXPcLc1
zXV7>dU5SN|4UU~^yF0s;C_pa0<C>lodk*E}zUe~5l@ydbAi|LW`mNwKw3p?mfZZ1k
zL{;<4r$JAUWT$L0GyAA+!scn_b%08+<)~B<^u8IW2~mi-plP825zFc|a;+(MC@y9*
zhP4LQS+{-E>0Gswytu+cb~1z_)Zk3%d>P)4j_Y|rdj$_*YUIY_L}pPieW7?m^G>fq
zEp{fLi!uW~NRwV{itXP<+8_rYv}6OnYO;+H0Jv4e4QM(g!<)5!X98Pl(RjxtuRpjj
zsyfD3=b?Fx<OlE)m<1Gliz&919$m%Lc7yX;7MF(b7f1Pd4au4ckeKlx-JUDg3<3aS
z1r2VE&tb0gEnO>c$MDdO{*acg@fJ5f)aNtxx{TS77#@!)3f59ZAjWsHa9xf2Wr?Eg
z2J`W1CCfD$Y3Y%)0bac#W(GQh4LO6D4B{to6S7DC7)yTRCgq5``WMV8(6c#O>VPGY
zg{l2G5q=)JM>kc{Ve#UpuCx7wugncv4u2v+exKhM5Bzs4?CF2F5CEuulBj1NHuLny
zGS!b`&pyA$uDytUy<dW60w3(c^}6aL4<~L-VXt4`B8H*U$oxy0*!ogk(?d=2yiEMa
zr!?())2fYa-4I2l-9rWDFm!gGT~w5to7)71Lo9mU;tuGcY=^XR9T4uH?|R~BLz>9}
z#70{lv+c_EG5;D+eD&Nll}(8IerG-d!}du3djILKHy=&>J(un6{`LNCjy3N8)!K*O
z{NG&KRd^(UEhUTO2maAU^Xx$VM(pCg48_FZqT%faX;oz{w9mmjox3(d6Ynmvi$`jb
zDW@OKa~%1V{Vg5hxTU8M;Bl~S^o3(E{Ed%QU+!r0!#=jb%3l*0bo=lrj?He(QUA@W
zWsm>*P|tXC-2BrI4!cJy&e^l%KEkx0Jt~cH|9!aL_#v<9>@}&M#z$A@IgbAN=V+cG
zU(AcV;_YLh4!}!rXP<4ukdsVPFXutU$;erk$%Twhf^8hfoxJ`W{P*U##rB2ZuBL~g
z`4*3VzSeW_onQQ*XQ4jv1IG^u-<JR3JKtBks54yEkC${hqgia7w({ze^Jl%u_Z)&F
zKmWb%pU)R3P^Oid5)Js9G!4BMAC{-{oq|n+z(H95#QPc93zd&&o*tqOf19G(L)jh)
znmB%Iqju?4++JB|M(#)7D@F-9cEFooH~@hh2#0^I%@Iu0j(0g&=goP%5y5URc=LEY
ztbb=PaY8QWO}M_u-sr<8UbD+eUSW3k4*&l1x2fMbzr5u-+pc?p^d=t90ezcuST?ae
z%HVf#&iwTM;+yIEuNvoXP3MDv6U*?e^DjP$?+ytBQ3Bqx*pM^Uy+4of|3S#vp=oTj
z4PM*|Q&5tw=i@W!mKLUTXOQD#u!+mTWnDIPeb0;UUT*(-Qz*q+`>t8|tI8$$QB9mc
z%qa3aK*r2GH%I%oWsdt?KeFKo|Jw(r2RgVN<AD+uCb){(%8IRA7~!Kr7wuUqk`1lm
z{;~ZL`~>{Ab<=Mp)A^~NdnEHA17W=-pL+K6`)?j&2lmHIMuR#e@XThHzWq6NpzCK>
z<r?Pmxlj4n>y*EDdYP0mx?(dMw&2Qt*xukjdoG(WD2vZ7hs_Ea|694}KYPI>!dAR&
zcR2m-AH&K2+0leT_U>lPX|qJ`xf}dvM~HwwC^A~l-%5I+ESmTCPU3$)<}m+x)4z9&
zD(lW}EA?B!3)Ay1C8f{S@x<T>2Y3l9>df{SXmNJ$qeB?^6v}RGp><QxJ}2%OTW?bQ
z{kNtQS&^Bs)IZJdbpc5R?@~W5^kWbHzFqopU%N_R$@VKPTx6L0D@=a=|KQX6+h%>?
zuzd7O+EVz4jp4qu>E@HWFzH0k`BNy+b+!ddl~d{di{+XPKk-rVUzt#BK5*WDtduLs
zsNbf_e&JwaX0K75nq;4~Qa3nG*M0xn9>zWV)lc@Rxb}0Kt6MVtSC007dSdtn{YEpk
zs{N(!XZ!P&oGdn~nd4g+c?cHpz0C^H{@$QDB?x7*@yqu({GGo)0tbhm=Xc>dTa0bY
zY*FUZ$K+6JL5?Wn&)Kz~uX0?U|29Q(f072Tm4WYP^niA6eizyU_qEf*r^AFe4lz>y
zwfZ6Cw&<QhUr1*W^-fjDS(#;nE$8CxG`+0HE?bv_nzB{HtT+T1zy3Mr@ONhG?RWNU
zp><=bXASe~G4xOWTKhQuzYJEm3hTdY+F6e&=<%5?4pqf(GmmmJFiQc59Y{0eTFCc-
z{fphN!iJ*H<nN7q`fugznif;Z(Sxq>7K<yQ6V_8t`2SrtYR|@mogH-H=>DI)S=0Z6
zH|yre*DyZnZ_=z`j%(ka(hqB(B8?~E{LDlz%zB<r*1vW^DU(Bw7iiaiI4t@XqtY36
z6n~9PZUKFB{0HQJpc=2+kxgCn%1Jg_{jBoTx=@%MnBzS5`@?+Ky{7h0ST7=*)g;&+
z%#PzZrysl?|9-;%>Fa+?jIvWDWOukeq|;N*Ah&SiGfLr)uapvOR*!GirF`z+YaadX
zLjAF6FDCTiMA#Y6!2+OZ22d8eC{%Ra0o!?L^w&dIzs_q&%s_z_g09F+Klj3Xcb!@a
z_J&c_GbYaLqIo`5p3Msj2XkEfSAk3{<jR&sU-N0ufj!r4XgOO+0x9*8tUY+`vTwC!
z^K;1#<AO)i=wDt>sB;{;%03du&p(>IWqjvp_+tLKg0ps-9C%gUamY-69r^d;Y{}Xo
zTGP+ZKL7Tery-pE&-MFOrFuV@<Iuf7C;a~jxc_$~;Hv+_L6dx5ql(tu?FYCI{rrUR
zJ~w>0Hj^%EI@ij1bHMLM^ZuGJ*Sz5=4>OgV86BO@N$$!iWxm3f0sXwV(jmH15h;>y
z;hGiSCPGa<HXUC$bGom+a4WP@U0TJAhy#=b=dnahBeEo<9MBM-5Ec#megMpF1FCB|
zZ-RZdM1UZb>kSbn5I1(ydRyNyvc*NxAenAZsrpo)fSCdfoxik=)@E+jNM?#|<qB#J
zxe$BP7jrp56BaL&$%&s^S)OX#HIL1Gz%N}UnEqmw^ljG(bFzBVlyQ9;8PyY2oa>Sk
zfQqGZ{ghimvbMNSK6ARr)tX;#YzryWR~_6Lqkd68Y4DvfemNR4ipQm~=_kRR&ZlBx
zqO$AC3@tZ3>haHMz9(UKIGYU8#gdj@^-^_g%gurSn~B;sH)S?T5BYcDLh|g>R!QBS
zGGnM3NvJsQspkC;oK=hH9+LSlq~H6=)h@${8`fasvIQRR`nbli+UWEz9LFq~{*k}U
z>~xH`ZiUM<(JDZu=2iaqOS{3lsqKN?=)$ryB;J@c9rM9Ox+wkBy#_Zw;7e)0E@#Zh
zCaf<)X?_A_HB_7;z(dtV0WfW2o7axeH!(V+vKJ~{Y(_~Jc%J%pW5OUbd;=E=wZ8bi
z0VH7fmPqOIkO#hddK2FSQP+0h7w*H|L7F`8m4<xSZ#TL1bETG2)G_h3#y9Q4GpL-k
z=$C5Kj``71yb`LHl_`A*c@qRr#S7lW;Em1xJKXXF%3z}zcLF3(*r&r`L`kOQewEoP
z-;slHbd&0(H2DhL{D`Q|O3ssH%u(CTYbw$vMVIS|c(Lg}p?b(ap?cKDe3K=^vRgew
z8S9IrE@%7jd%K+@Nt^K5!A|^A*%6k~L7OQ$#eDJd^$)(_Zg;6O9=3$b&Eibi*SIx-
z^{y_y#V8@Q9*->G&sP=xYOOx@e+(vIlO~?vI3)R1S@j!6=N|~cQ<V1$Z6}x%yBBKh
z=GUz6_WvsDd&@HfK2nm*0wL<%V#NggZo~?FH2CGo4&xI(*ASQhta!z}DMW_0@@EV{
z!g=L**WNW<`UI28gDbd|Ezeb4`Fw3y`-2{%=YjVA?HA#%)9h{?-~RD4TeWTe>gNwv
z*y3vHUpUx^*TqD3Z-}&Mecqe!oydD%IHKhlb?$6Y?HU&g&N+Z^criu^K#DlGe2uO1
z)}mH5f6XKp!J{v%Yvem-uDCyOjrVtuYt9~}pHvX6PYV$kl6w;~ByoW)?VcyHH1H=}
zA@JoUQu*<5FD@8n@s!}{Vm$e%uPIi4Y)}{2UIbGZt7Qv#dk;2ql@4$9UH6Z^1yfYy
zwn1Q>^f4t_IzIH6Og%>~RoM$`1zH+gv8fpb^OtX>vZMf}aaRDi$QDc|l&;O@&u3ul
z6yxYl6)}1AAt|Z+24a%go1DP=DwU}%Wk;lmg^U|NIi#cHbBo2E%5(g1xEfh>r!p3H
z)VDfw86J<d<QD)bE9u^yyJ?2HqqUr|6mp&!=U-UH&WmTp<Hx4qCmxhmyH;zelzJ>W
zgi8Bmtw**B`lvv5jPXh#-tDKJlw>yKVs8w&w!Ni1ID>KN{PF46tsme}!cAke;c`zE
zU@>Zlq%LHlU}b7#aK5pI7qF~xA|^KOK3`pnOmJck(ndG`j@c-db&*y#A=B@xsJIMa
zFimFKc|H(zOfRdGZJgb%@+|jAZ51xK*^yYvPh3Y$`#`(!{WlfPu{<gngq?gF!Jz@l
zTErX(hCwVP6yo%)Q#=9sF)<DD(XDdr0;=)c(xn{tc{Ge?H1sVGU;X<od#H3EtXgJ#
zE&DCV$xX?Q7+ceTUcd0Cp%(e(V;KMCa*PW7J7nju3vJbE@@zh)viM8E>6Kc{5Ow=~
z+W~^jYQ_d6C6s>?qmQrsRyjQV=2L)}Rz}j=vf=Sl0lItNvM<k|GrxToEM)(*z|O<`
z7kA|k-@6wVzIQw_j2uRHf5=JgyaY6KJY%x{{M(_996BmM{XQmeHvB%}Q5HKZ=M&2D
z!}8C6e+OTmnRZtNjiyf~&R_f|D5#M9F5mGg#IyZ5$Hi}Rps?@jd$~RTD*hEcM%zsX
zT;dSS{Nvl`zqW!l--QH^wZBhzq-dj;wV!aDQvWve)OT5p&xzkh3(e<d@;_a9{3}Pm
ze}U9(LOZnHZse_D*MDINy^5_*4$WN9oH3g%ple3KJ<;7)(tkd#a_`&n-_`dj&;C>R
zQ}+&4UEjyOKZJ|>>l1%_I>h|1(%u#7-hWm9US-z~y!;gU>sijfrhJ#xfVX}ZEVyfZ
zZT;&IKl4Zzez&KK^WL9rj6eMRXUSXQXAV9i>Hh+ceK_`Sw71vn!szdm%Ab$<zxZ~n
zM5LT|Wv<~;p?xp74qmoot8a3wcWS{u6k9m)AY==VUeO#Sdf1~Jp}3n5Uc*x%O6$(`
z@W;k9#tH$mX+pF|+>ucc2m7$GLk$80;P-5C>XfzR$HSjVH0!oz3(KP7S`byhrK&WA
z8$HEEc-iq7_5MlSRVXZp8Gi*^wTY0ERmR~Zi>>L$2vZJeEQni@dS%C0n#O7MrhJPs
zztR-TOxrHh?v;LCGS5|C$@3yf2ZjyhgZ`hI2#+&T2NK{R;>B3Y=?70uPk$t$q~Pts
zTWrD<*&|EZhK2}2{6lb6uL%fhCajcHDHAe2!(4>GZ=OEx0qz~&S_~}g2QNaEbd9~0
z)qQ&ml&8#gbQZ^TJ9knmZ_rVk(XRfC^Hi+@HYm&f7^uI=(j}{bHx?8jybkvOPd-w&
z-4yVCHJ-)red^v-_gOlB&{TjD^+}=-aNoYLm=mhhwJN@7ol8j89>WDx(8-Y#{UJoL
z@&W&Wh|EpdF}FNYCmQ<r$Q1R|9@u<Qs<EYFFT8qO44Y}emWEgm)j>$4{S*)EE}Ez`
z$z_n&Wr&pnzf=dG@=cSRO*s#2G(q_Ln9RJ7eI#Nx%kq?(QOtRHZ#ldeXM^mrv~weH
zjaEQ!ac3J3`AwR|WaCELJMUKaRH`Y8ZYXW-MZnxu#8=D)*+xE|HRKTS@k2}wkH!gK
zdcZHY{5D87f*l#02d~lA&KubyZCr9`Yim2P?Z{v1O}5otSQ0@N)$4uLx{pI-<Ky)R
zO(wH7oqBanIBi;eLa;ih?nAqo*RXhL0t3V;=Ga+6TgIh%4Hw;25|~+4A_b>vY9-MI
z_^e?d&g2TC8$gQ=%R%%9fDBL2+=&K-xNBb9YP46_Eo7;`JG}~BYw?;HbF-d*^zB{J
z&6vTt*La)cuEb*R-Hy_t%I%x|z;ryr0E=MqHS#aZmG}0~sdnD4Wvs3m`z0YO-Ra1q
z-t12BIvIbX6qR{IFSpEeJ*oZ7q?s8gqJWpsx0{^4QEgSKa%_x`eYR{yo}9Y&GZGh;
z!0&At@1$*xwN@!7)aehw3+#=gR4V4_aTaB(D3yaWsbwpcRz=2OQvBnE(+Kkc<P}Sm
z0H9Sy*!8iAR{-vp2#FbCnVW=1Owm!Uff`LuhG^G82ZSIdcIRHCLj4ha8pA#m(1^gK
z3zoYW=5jmtZBz58-stL<Hget*HwP=eF{xf$0-z4ASzL2py~b%fv;g#OAvd?W)ywZD
z$<f|0fuW-_ZtPqdN8GNhR^Jr!nSIwAYKIUi+XWWoQ&dNmA{DLOPT-XoMuk=VZIz-f
z?P?N9JSvvhCwOcf#MY-Jkh(m!Lb*K`gs&M^jJ>f92uba*vgs?_m58aix#P%KEgiDC
zF<=dhVoOSK){QP+b#IETDJqGM!Q~EsO|L|D1SceSiIV*7q<h@LUHqk-=tZIMCqp*~
zd823Vm7AQq-KHWyf2Jo~COs#N5q<wSqZWS>S4OYSE0oYxH2b6D()5QRk!fAs)xspw
zjHW_(SZ@JMN)KY>T7=1zz$PUmsH`ZNU5aVgS+zyIwBJ@6yH2Wy(IIVPvy}A0lEi4%
z^u~gy$@Hp>!fH;%=8c5fy-r6cljAJs)j!SJp=eb(pWz3eQvL`y^YQTS%5}O>uTeOr
z@Oeod9_`jZOt@rO7Bcksh>m#b-q}Wt2gwXU3@Ms$o_t;%l8KEqeI-?w16ZG}y8%0A
zGOr1(<}^VRI>HN!%F@+U2kN^Kz9Da(<S%Me=KZAmVUY6jfSN{0aNB%YQ_Z~KTnHI0
zvv+Kqm3!o=wS7tB6AU5$_5lO`!<<JMd8os)&J1h@d0m@)dCEew2@GPCRCPZe;7KU%
z--;o`5p|%&H#+5blk2)(YAK2C0qGEUQziW>Wd!R$`Gri)`|ui`{BVtp56ng61g^F4
z>(Ki~s_!HFg2iJ(c<gv#Qf4gQ6m4>X&SWDM^#u0_Ay|{1Lr&N>qncDo2chQ$?E?ED
zPtD~NM5&CVIN*>J#Oo1!LJ#6q77-DZyU7DNuYCQ!eLzo0ozhJNjPW*j0y5?wEtFfw
zaPt`K+zp}xBBrg9YCQsyU}-vRz(n1&1>f3<jluqvpN41s6r{J+&L^$PUaEnmFPA+b
zslk|-8_wP@_L5n$o8l|$>>Q)q3}va`&YIXi=3#9(XQT&gO?EAIQ?aDY5+0+(ZDc6O
z06V+B36DYOGgsjig47k+E#IX@=7$+3aDtZ`S)++BPA9+Pv!8_6+&LZ0AKzE7*Ea|V
zG|{`SF}5B6|0#z%&bTZ+ef3p)hwizl4<~0j6o%1hv6d|H0Y^N75^uYJH&dT-emJ}T
zkb6qq23I4gVwaFQ(o{R3=xXzzpX{d?`@VZgkDr~BvBfp6dMQ!L445WT=AEH;oCq~q
zrj4bgD|UM_#)bPOL^8vhxI!PS2hRJ$-d9=W&s#pP(%I;&i6EpacFRAzyQXtn47Zg+
zWGaGp`N6lDk-pR<iQ0bI!YKp_;dwvkvxPz&+R!M?w{}W`9QcG}tHi^O+JwE~Eq)#&
zXZvI>ZViE44aXxp8pe}s_{VZB-O?_kZ_6w!`fh8ClN)Z2U^iIu)C(TQWJiWiO_L}B
z?++-<vO$ySvt{*0SY!plsgE%5QJ!(8>2V~k<0o3n$5}#7T*WrlA&y3dk0S%5lv<2J
z=@IBClJ;5lA5u+AjJdid>d$z_`eEkQ(a>W_bu@F@-Q+t`eAFQ_=sIo!1=fa@Adj*8
zgC@!S%u~TSxN4p9QtIz0SKEexMXFk$<f9%T=PX85Xpl!iMATyohU<dsa8fI`n2sA?
z^dp_gj?;G1CQ_v;@SZyHer<D)FC0qw>q4wVI?2MMVWA#29)kc3yN&j}1c<LI@TVz6
zf~T>~m)RD8DeVwiKej1^8OSj3-Au^rqshCPS&0nbv9YgkSVE$N>xq%A=hy*QUv>7u
zodB4PztyFQx6XGr+`<rwXx8}9$2K?Mh_i?|8-Jemm-F-0R;b-=U5vH<!m$kr&wC6N
zD6-#dC5G?en|tn*o$Jp~>GI-Gwov7wV)g`>vcIF(4K54N!^^u1cho%<(RNA?!-{ae
zi9{RIhWoqK*}C96(Be=8J#^~aK-C6p@qUdB(~W6YcT`a(3+k_gOWQpoJ)n<-b(Q(E
zFp8&n!x(H<hGH50*q6`~tN}JPpP%-q_G!vNw+7l(hEpekO0d^Q>%4EHrW)_mAFv0w
zhUoiud}eMNwXVBZ-|lrG*iemzKM_iFEDAL=h{kB{7~#(y3!|_~_Zs4j3~4Ke@|Olq
z!2`t`AdJx!^GW$SpxrgPX|Pva80?M>gh%kqW}1xtBqqMEb2)^FaD-0lN=n`Bt;UfY
zu#|aCY3G;@0aC){Wyq;yAg(9MjQf-GW%KqC#%#W=dpE-itCL3FFygWCq3&4d=L2Lr
zEmAd<>0!USZ|tcL3^KDdN~|27*Xg$68}*j}4_$D1fs#rpfb9TllP$YaKV9aOS2=<q
zqM0@G^I%>7Yqpr3S=TGS#i60Nva_$&-tB&#3Z)McdN(g9CYf7h#h&S{>k`c|(^w*@
z@5Xy{DJMRpxT!Nv6HA}kC><3wQn&)#Z&l#F4AzCTOq!u$BZ05(RA?VKRwwSAoKtkG
z3i3^5al_cci<S(rf{jNR8Zoz1OrTcJ7VPcUzyU`Bu3XVNf>bUj^F@9hHK<}Kd19)^
z9Q7S)ZDz;aJt3wi<+0ezRoT=nxN;=XPv#vdOT#(!B6idTMqi9?g_sHE+$RD{XVeG0
z@X*HIr%0K6-M(OQgDW1d0&RcSdh7IvtbRO1x3kcZOCkBezDr%0qo2AOAr5dq=rUBo
z74Bwqk<vJ_l+a75&^WFKj0H8HGw64WXE5QGcBu)Yz83U?I&-QO`4l3?$++F*y!lkI
zy^QU|VWR2<b}E9v!Y{wszg0366W+Hln^9#o&)@p+!c;!jod8F2cfYl3T-a2uFW4<f
zl^mc72$ByOt%xtFi?^%S9pS^~oX-t<xVB|_nPoB|<=YpaC!a1zT>4x{8&uxft=@>e
z5;f~vde_tMGs-cz!a4*xm`1<N&|9#`FKrxK=H3-bKJl!PPa6lH1`3HTDr(#urq-As
zw87i417XEYn2QhynkzO=DhZFTABGs?KQeW+O-QV>E0|5rBE1D8m}c1XdbGm^XyC=`
zamkGPAgPzoJTC4J!h1B+I!fHQ-ynU1e7bBmMR!EJN(ak)wg7-QM#c`-qW1AIxg|Ad
zvNVZ(5zTK(i;h<DC?2S*1Non1j_dgY?wdV~)Fa`P`-Nf}dP169s%nBy+3B=(2C3BW
zG_IRL<noGF-+y#Diic0tCl&<kf(r?4yfG@FKKt^f3A4S@nXVPTBiNR~#@0=1R^2?t
z%|tYoZ%oE~SsC($10o;2>J46eDLO)Wr=<A`LUTEAD-k2Zg&$)c&_?^r-*j7ze~8Xg
zor?VMdtJ!8aPL_8K7vY;lflR6)Rbb|x%Rk={#-oJDClptq()cOE+QfJSYz#2^+d?K
z<ad4YQ4{(p6$PXK!%c8v1UkTb0%yVso~ttOFE4hicO@9}ytB~m3v?hr<#Fmd?fP{q
z3V&p~lpT1G16~q$uW9+OFHKg8e&JwdEb_q-576*c)2&b+x+c=Z-VLebT6OzPl54)6
zRsW5|o(m{PuV*)HP7h@WKDY7+I33R^CNjU6Yuwgf*O`D&;tdL*?4)1lIEaf)18y41
z*71hZWYGFeJ2h4T-lM%}?PwDZWPfm{vU&=F60=y!+(>_0HO-61^H>a83>eg#@?nnZ
zv=n;Tq9K8JuRGiQHabJ;jdq^>8n^q-M0yw!i_6IPE+J6fu6Uq?^~ZLlJ9=YYFM@Mv
z@fjyk8~sWe<LA*UXZAy8HXqG4yvt#KSC>MvM_KHSUi<qR#;Lx4x_j&mrxRhb+<!ZD
z+&){u>T8EjBfG<=xVtwvT<!9E6*g@lo4D~Xn=s{f@!|Df|DN>c^ACH=lAG(HJ95p|
zkte>(%3vhAFuXLsM6*;mn&TPd9~@7=4*wG(v+=d`^NT8oB0GXH-<!+_w=~~4JKyY-
zYqSy-3Ocnv^4L^c`+umvG$!szx!OhIK9`>;kQ)BNQBj??W1YYFV;tox)Z_xY;M2mc
z*4lgKa(p|~)f3leJy;V>uHm~qpU%3egX#lTvg|%re!i1MeP|~an?29Li~9al*f5i?
znHb~npQ~>z!O&W#G3!63C7C=8;dM=nSlE9p=EOf5rpdwa?e51W3rP8!ETE(Q>O1qr
z1JJ@9Jl;ie_p+!TNRo1wOl{+DHB<cr92rVi*EB+7%57B|k3&UGa`|eZa-wc&S~u?z
zecS3w{TT>lANLxw(HqJXSH59~Xs$lZQbbXM$<#~kJXKu(nbN$RAi4BClvrOBnqj9T
z2v)cw>gnTs1JMfBZS%sU1^T>)4H3)eWQ)uO%j#(Rgh{KjyVi>?!%1%v^#Ce>rekU|
z@-aDbgF4kB-tVeysK^zo3d2k+ZqNoPai{S@zxYF$(zO<V0~?xnt<VM?5;x)U&|hjg
zH7_oKib~GTH>4ZzJX<UDRvMQ%+N|ws@osR9{DSHk6-nwsvPux`wK-X&kLw9l;I(Tn
zmJ7<QZG^H0{qd^vcH!s=T$Eyq)VB3>7<bv(mNNM9wDD5CxJnf6Vo}Z(nFs}txNua6
zNhBm;)5tIlq8t+UBfz;NIc<I-4Rmy<B1_7mdrQ}hY?MafTWkb39>q(hG$zV0bb)X2
zY7kHY_sO??!}SGZno7D+XjaUeThcJD$oj6Fy3!m4o7t`K67?v^?zQ!OZ6#pD@N!CT
zdZPxG$c7|y+gDED4!ABLjg{3@0fiFg05x7gD|3u={1`pc!JATs9sVTh?oI9qX}Cz{
zfjoTjm_q3adX6!S8PyF{l$jB&>Tw8z81p7{hsuuRwJ@rlv1pr=hz0FicR!6b40G8M
zJ+o$Pz2PTQ73rpw!%+1D9xY;e4C?_dNtl2M6?Gr8C-K-kno4MYP?ol@+wfo+=d+2%
z<e{BjnH;G!TsfLlZacG+#AC!yk=5y)X9U%|#*2_`pBqvvBrZ5X&)Nqj1!AIynKw@B
zQnLZe4=b5SwOdAFYX<;j>k)?u3r|m(mDlkt5;wL|W|)?V=Qf=eZri%oWcwOOxAfcT
z@qM=4SYe-l&K<a2h}fuBC5?|hfhOyuW)K_)!RT}~NfAU%$W4$R7mup9uI_tih(rGt
zQHdNv&Wg4>S`A2N1MJ5wEw{+s2=PF?C!1%>l3S_~)Mi!tWR$fzbeX~*%46~%y4C6k
zFc|YD=M1#h;uq6*L*_K|u1_gCr2%hBMsQm%Zxu_^tQ{W6_4oavciPU(D?Lq6u@B&F
ztf^Xtz{|!)oR`jLUfvpb?k62<4KnYsb4PFJinXXFB|4-DU>j703(0C;;O<`%HHZtI
zCq1f1zt3v2VO*Ctc^~#@8{6bF*c}eeJ=J;t4`n$)%Q3yd`If9gM5vl;R-Ho)s5sg2
z@`bRADtR+Hx~t9-K&jH4I`pc~M_Fp=5`d-WUO}5bP+oxX{1A+IgQw^b_0ABiw;h9b
z6sE5SeMmo<e`d8w(g8(Y3JI_s0J>lsQu`A?vfddtWK<xZB0LL~K_qhgdD|P+j@A-^
zN=odYbYf3q3^t<!qLQ}UN~^%`Y}~!mL&Y+b99d3NELN(6hx!rP^_zU#XEX24Fs>if
zD=aB?_VssZ%Ja)$e?<&B2|J$)Rj`K^u7MHT!>f31_uM??4bpESgS%J2E|l7ZO&+wh
zR?3RGaM4tXz{f3oVOeaZz<Cy5<%=Ku3b%~Pl>8cHl(PXPr~4bQxU_5T`IUJxrhMWj
zYGBDWeP`~m>z_G`g6G?eus2pPn4|zJGyXpPw23T|r`W2@i6r^1KKIHOSIo-S^oOV1
z^0om=Y<C+1O%^^+wW~zB7MFfxkU6v8Df;LS4{u`Q7aOqnCq%b2P=u@^|C0foTdWG}
z#WHBHjY)-2UNs3Eb7DKGz8h|k2G-f>V1s4&5zPe7FC2+%=yXo(1C|1RaLm?!!BV{9
zR~&ce^p#^+Sa+PB?)<R*!g;);#+*jPeG-HTs{il}Y**i}cVuwl=fkl-f4j5%8*LZh
z8X{yJ_7!bs_YG|qDy^go1B0uccHCT7yDVT<6V!uR)6tp5`)ajU^LR&TlvvbM(sSt9
zA=!6K&1CkU8aL!k13BB%^i@#xtkO}z=6<2XkmqTVkbR0H!a?Y!r$bvwSurcCGtsqP
zr*z=QA+5_qh266SBbIhTYXpA29mz*64iQ_qb@KK7+5)))=c)vsEpl=S_>9ksSWDoQ
z$f<q4PYIMHXg1`bi%S(LrxB6;)<2u`2$}3TRoi`nw&;@<sKnj=XqU6K#+47BeS6Sl
zqgEL|ViAuhxf2X+o9J}o8DZ$!dQHW7y<A|k?aNT4fN)|u!qAerjJ#XY9%Fh;)r$#k
z^B!&pWJ}arg92GMQtF0aqNjU@EX4?Js48M9><dSlP27GYD1<zAqsA~6Hke?o-Wjmm
zbs;(u@r6SXUZSZU*0e?i>A~Fbc)yX&8}ri+V--!hsQWxVX+398(`^{TtRj#4N;SUM
zB)`f7xyz62I0M*CPOfav*wLGEBZJ?bJTm($ZFjjMI8;-Qe-y}Az~mkX+<;6E`18hW
zNeETi5v!;@`Uv&dqZ98w$6?$c2S>75ud)(=dnaj)k<FOud;`eCUTcv%^ywGFqc+B5
zqEDr?F@Ad7Ehh(3H`~DY06YSsB#u;U?)?~QeKM^s1ZX)WH)a6~)lDp_mL~eab4!}7
zLnSu^4FT=_gM=$DJ7d$AWmF4nHu;fCx(^#+*d>3xfi4J0Lhp!N_beJ3Q+89BO&uo8
zTR&7HH@ItMx2wjwqWXp7dF985FC06a%uTe6f4qZuYUzeHT8>tc86fsHWEtEZngH9r
z>9r)gw<*?RZ+-G@#XH*-zT~DGgX6gul0jxF>(+!+V?Y1(0CRyM2*?a#CFZEBQ$g$8
zOj_6MoYU-VI$!2t=siZXOA)Xi`NGlL@A9VBPQUpz?-!1?AWxgaLtELpj(x-%O;N>>
z>n3%!_<ABciu4eNo(S}pd%k(BSC$l?!AG}&C?pM#Lp9Q@V>{xEw|i{;KHfH|VcGcB
zn73B$iRI1R>j&fN8zKB7VlT}C>ui?+Z&&BiW*haPUDAtgfm6ic5?o<A+GP?Gy>29x
zRNnR);*(R`BJ58J;-=bEaJrWGW-)CTnw**<!HT}FkVXXv^T`t;qb(#bK5^0JSX5{?
z3yNW&nw2jg@y>PX*KHdF8*+Msw^I_$9n@}w3@p!K>r+Spv8^^t0>aa#Pk;H+=aE_+
zU@=fX_tA_yekws3+4H|E5$UNIdHJ&|L{9&y5UC7Ld=p(175$DMU7-q|<6J3-M;wS~
z@*I_3U8*d8Yj6*1ZzSM7qf&#4Ax`G$uxqnk&9+LM$eO!M@k&#5Wl<jxXam(OZL%>Q
z>?t9DIdVJh&%Uze#r6>U&u@$S9Wk;QnwnwgCbnQ2VIi+9Mz37-RT>Wugja30cyD=+
zEUI&NV!<o_3rGCp&*o)E#@JK@X}LFyX6ajr!IcoYhYBUgh55l(;chCIN)YKiF4Y6{
z+ldO8hlNoNR72N&L+L5WA&Zw_n<pdC|GMtx&&Ch3ZW8MW2$}g%w0!*4jnKvwofhL=
z@s<7PmtnW-X!MA69I1z5=fOP$>3C@;)o=l5qBBify+-)KL2OLE=SCxBs$^4B_xHL&
zmQetumnt~WQ(XBA*?Pe;rkP$h{2@9AFT6H68u5&5D}_|KB%@64z%t*X)FnTJEe<!?
zO$XIp5_TY>=RDHi!ro;YCqzmPPW`-H<lV0o-zbq$sm*20JWU<?1?ET@C(MzE8T{*p
zOJ!&EqdT}XxR3wJEtfK;+d2NqyNE13r#~UmFpRJ=f$<CSKkzk4Qn7soW&|7to@^S(
zqXf%9$SVBtCN1UjyIGkqMbh0Ovu@N3^yHgoE=a;+F8|%si*9W$NhrGYvp&nwJ+%)L
z!hj#WblbpP_OAzRoao1J)m=zZy?kB**rJO^K=K@0h9Q6#5Lg-UhTZz-#%}$~{vWM>
z#;Yl(F>no!FveG&&FXLW6gCt@_G!nu#6{VsXT=8jdVX=qt!Iv+^N9Llp`8{+{Qbdd
z+2bF5g1>M?U|hZWk$@hozn~U&aMwJ!I(|r}1Xol7++3cFHWO&rS?dn;xkgrL%oXq5
z{G2gVjn)-xVF|YfIzS#of-WKO-uA+)y1>()^o{J_shjw7LooAOzj^p27*#-mk>ayc
zfi-(dErp(5pKm6N1TN$Sg;<0*k1S^t_YSh2&#O)Q#WXJPFBC&iEpyKN_=ccDvUNkP
zACF1is9j)P|ERQY@}LD+8+FOSxUSo7-&yL9>aC7a-xB2>mW_O`l4<See2F_5(wQTM
z0+6`VA-4EBpg@wmakZd0)fXLQ^vHVfl`cU>v6)UAG;CLohpzFpf?Fh3;SW^>Z!WcV
zPsUTr#w(YO8+7qIM$A;5F1-XstjNbGeb#RXv8`p^$zwXD7ZzGEMSW8Yx3%=@P$U!y
z0-ciSLiZ?#_|}4LN&J3f2!y8jAj{Q4%xA2T&;*^Q$`$+P^4p1NmA&W%wyQ0nl+rjE
zx)5U-UO#9ui3fD*C$>t6OV5?|$vqcoEP}!1md?Onila_q7N!>@&7pwh<#pSSEf)tW
zDq=k}6lmPzEHIc-*nZB4CsZ+n0Pv`z_P}|)so+kGHJ?pe_m*R+lweSA{hey7`#5;A
zk)NB_3&1KEA(b_4yy>mO1Pyu7`1l=dRO=UVMM4wJn5Vle)U#@vHqT2z8X)pdp2XB5
z03-;+kO8l^x$M2X>$9B^vE|Pz;k}<!=@v7D_iSRwD|E)R?s97Vp$JSHg3?DV3hQZR
zG*SI3#gA_WwE_V6Iuy2!p<`U=7x*+`c$sXYNp~*7iW+9nrKV$JCMDtph(6HHOj)Oy
zR%1;!zze0%!(_2UknIgV8CAv2iU_>^Ks?%kjjBPdbcp2U0hY>AE{krBR<N?|>CyD`
z<V?@qV5Rg^^HX=FUbF_IW>OJkGgZI$Lrj)jWjq#k1;6o`QZp>&#w7^5!zR5Y?|fL2
zN<!5dPhH1n0-f`JL2&X`!k&$7z!RDjeu1xCMuz&T&VN9lnUkQ$$7Z;&gdTv;<|2%;
zB0U<649Q?h_b#Q_QYQ78%)l%CVDp-s-eNVznhX=uc?;pcT?Ms0@8*Z(X^M}D<~*Y4
zT`E_JYXC{TdaNye?pTZRZ)YQEDb)+ynDVhg!{GVe`cd2`S)Ii;2#<O%IDN=H-#I{i
z4(4tHt~4JJMKu>>`#DC|eV}!vWW;j?dUv>qcCxIHZGnv;J`tm()w-B14Cfg|sMR!5
z6Q%Raz^5TLZ%i#V60T}{LDc<Wa<%I4Tw`av8;H#Z9vgz(9W|krxbJE7Dj0wq$p9@x
zjn~4oj;+JZei;=0<A(-SKIvaU3uHQv(hy`^dTTMXT=N2rka@Y^Fg8kwD`+xgX6>4L
zfE<2K+)8I1K}vKQ<*IaF%bXu2PHOV{S(IJyJj(thS%a8pJoFzjxVc2PERu<987ZI@
z>U%Dws2K6t_{RI5jFz1qCpLRr)mQeoz@Z(o@`~zTjB%O#|D;w9r@F&y$!tiIAN13_
zpEr0y`CQR*Kvz5?L(s%CebStX`%qBdbSWJg2)tY91(_}R*we-`UR}$AzRwPy-!5*p
zQfl5=%4cK5dKV4CD%`?XN3>qmu+d{-IpKw$-zBTD37j2rbwB!!ySjhjnBV++!u?fk
zA5ttf@*@Pk84o^ZGIA~blSrmWFnzlHg1M|>r9qA|tn@%+(V~ClQWz19LD0h%@V-i2
zrgXP^g;<ik&H~ykhvu{<mBKldrqkYLaDCxJ2|6L`M4zg?16wTalQdgW>P=W%knf69
zFEPtCYJu|{qMw?qmalhKEG@o8e-i>#<1UAow5~;*CgxR){6h0p^3pn9hyi6`n+;fp
z*DK*wrOFzW_0><`ZEH#eH0nW3K~fA;>5KcOk!2o&k#M8bPKT<*(W<k<iaAEeK5OQL
zm8*SO!3Rn|VJ4cF5OR8-S4eo}XalKtN~y%Ek~14tN~x%~X6`M@TE|q#L|(ZNlBCmp
zSqFI8R#-w*M@KVD)_HSFkig7!F!L(O%36Dp^mCi$6(NDx3BX4<OgG`g8Ya%1p6Ez#
z8L2v*@M5I9q^P>fXUfXR=IoxpG8uR(CUdG)RmQ}re7L%7@ZuvJjozKtv_E3?PUGF8
zpqQdv>Y!Z1*z)CoC(VbnAVOR-)h$c}U$C>9z<i;b05*rm44e7+c!?MK7G$7_;U8*O
zbsAZi9x-Kfo5|OsquJj!C(?hZ#bYyF5y@}>m2;hYu2NU*Ha^_q#}hSN?PiBBQ_eL*
zmzh){_{}|DD#k(OSlwp40-#d_8m<);`TS&hk5`2q#9(k~)MdAtp(NBeNb~6}2F|-6
zHy9UCMhUC^YFs?lvF#_{X1QnFW#^r9L9TAOx=JsXtb(EKe8rx6br8_mRhbJpKX~|4
zh3|{e;~qQmE#4g?h>nDnVG76tjqpXkHld{QvRyoO8vb^Y_mXah$VgknfIkbQRXUi}
z7DDc}R6o`aa#FXD3taW!;yvAU;z{K5qn$KkQRqd^Lv|jcjw^5juaZ!)mZWQr3YODJ
zgeY+cG)klAgM-VcRxKj*xvR91kyi;Os$JVa(Oj-`0Tjf`34WhL>AK2A$-lH;tn2HE
z@Ug)2Y`v=DVH5Y)XoQA_D!Jho(@V-CRFwE)o;-ssHwo&-onQ>6l!bt-vmb2lg_Yw6
zMipt^mIMNdoSOFIN`EK54x;lR2b#d6w#F_^DpfKHY?U036%J8moHrUrH#U^3OXcu*
z?{Tn>v8>%u2(aS)(FT0wN%e=7rMn#X_kUgE|F6RF;S0qfW;fAq)q_4A{KZxGA5-*Q
zgOBdX?^}Ny`-ZnZ|B4ZlkK#_wyu<x})Ue1xRNImUv?9qi%tgG~hVMIyp2Hg&q&;q+
z-7jjm&S^d9kRvP6aX=kl<Xhbt(&%@FCY^^bw3HtfgV>hawoS?<G>N(Hb6@@dca&c+
ziqHLZn7$N1C^a{7tF$Fd#RohHl@?7FfwmEK+mpP4TqOaEfKfd?BTZe<klzbkz9v0c
zdnMJm$HD<z`29nToBXBWV78H+O!>mm`Ou`8Z2M!!&0YAXGje3xPgguLi4LF`Jig|{
zlN|lA0}Q0(a9fD9KY>Vxwj!!6hC28I^61t9okZg)K)f#awwd_&PoAK=i##*M<l{SR
z`jfRhDPr=btGfqfWLbHu6Q4wcNPW-)_<IUFKN~y9A_i&)^QlvI(dNJO^+3!dj_IC3
zY}db`=|WV<^y4<~`lMm-lt$gdAerDkH8bv-2pKIo_gqX{(Y?-fJ6<h`rVhsjJHW*}
zDuP&R7@Z-XbzGmgHl@1rQ3lgk7_v~t#z!g-9VlVlPYg5;FJGJvo+M#^d+V0*ddWfS
zMpoK%QEhJ6#5?JKlJyTj4}@Cj4(}=9awn~#wit;&bKLm$KlmLvz5shL0-IeyX5J$f
z>7%1`jF;=goS}A`Qj9p(-HtLpvWAECT|Q|O9)V}Ie@t6Y6m`adswi=}N47h$cM#qE
z;{`IO@uO0unTfs8LOykUDv2TOm)pGCF9R6K?&y3VOPW$+Jc0F~BZ93mPgQ`egeQQT
zcw8z<!t*HW_Rb<O$g}gB_3saMRiM@~0n`lUWv1Kp@$CT{z`ht50zo)(QQ@cKW_Z&L
zxlpl>9eH>Yf>Re5=k7hW_d-a+N@Xudmy#k^%|>xEdRoSfwz-+Mld9re^7s;)7omqt
zs!Z;i*BGKfqu5nVu)D1mY)<CV0MmFK-mT}3qB(bZRF)$%jR^QFp-uXuVX4m{$s|04
zVUW~dp^X2+K@Sj}dAskwUUkB+yC{O+*o`M<=zRa^FfM*$y262=iV*e_=Jg-i3N2HD
z-Q)`}HMw88V5nSluK;-`t70m-BWmg-Z6Y33!c!HW!qhy9z);`_R>~bS?c32N3OUoL
zLK0LOD4-T6pT3My^Ug}rruPWVP=A=`3KmLN48}+=Cz#G9{{}b8YuO$V8*C?4gFqFr
zo1Ged4^cM;W1=(8pjJFZ0ym2)p3M^B$CIgJEWA}9f@wVpJDSeB0*1)r1W55}%Y}va
zAquVD5#E)T@s9C5WA4>oI8ui#sM%&adO8DBJ%T?tf4XoI5uoQ5>w%+HSrD~0LX$g=
z7c5MB1ULp9@ku!V-z{V_QJG3_KN#?*CY!Mi)ljUlbMB_;NlAbk$RsoF<{ln)V+G)9
z3o`_&y%`#IK0Y0Rl)(Gj$aE>CQKip4=#s9k8@?;N;wkJHD3Syj`&9UTUBfX;#0Z!H
zgI2jgIwN?-k(^|%^#OplelJ&dTaawuqYy`at@6b#>CU9ALI9`Xki>H=2B9oznFH~m
zj?9d&0ueDrzWy&s%0{nbvv!+$5#=`12D1#D-i`TzPL*U~CGYlx;1_q{#B6I1>caB!
zo4m_cibe(CkHeprgzM!ul7nxmeE1O6<J{%ZXLB;a1ZT?Qkw?)E8*$lC-tWlUYxFk*
z-RxEMn9Dz3JX&2H3wNW$#*42bt5!>-&#V2^$nP^TMF7m$`rjj?tKYE*53+(M9@Lxl
zGNrYz=t^_m*;eW0i-!-iEEg8Nz)>&6Dv9^YtWkoMP1x`nN?KKxbt?q3Le_urZqQc5
zDr=}tgJ#MSh__48ED<3Sba$y$8f2jo{05Bbv|wjWYXJ^<yU}y?aRUQ!7o8pr-z}~}
z05ry5kjQjt<&kWV!okG^=(0u-_s#59?wF_4Mntf*H(5PvR3T~O$uM?d27XdpKAT-F
z#4m?Fu@MZ~g=&szZbiE8X?A|$2tbpquTK+7abZi|a`O1P4+L6t0-#YJPDvmQl}qQ)
z7Eb%w`ek))pO<cN+2^wW032FhLiloq0E9nYuq(BMjbl&Jr3Ln2cS}k3@`ZEO2ZOg`
zX|HwQoJ=73Ly4)~*m{-v?#QB>r?PcS<~SR#ndS-A>}-HQ14?64JNKGW<hm{oRc+Vi
z$`zKm<U%iE4(NhEL>?b=<bK|l6?J?P#xvwSJd<iKd~kH<vA~|oSNWF0Z+BgGE4uWZ
zuQW_`4V&6Uc(1LuirmV-k@-s~q=Jn>x`8vUG%4pwZ8AW_n(&f`%{?ZM@n9>cd(CCj
z?kriGe+sE!lwG9XHPUm57bS+E9WE-9ys$BK0b<iG-Icw(2brMx1HX$IeZbJdfy3tY
z#VPTvKe4H7@X_NWHr7=2b}=26?Zhk1d$Igo&5^3^N>K$X035%GS_Rt!NI&KH<PHF<
zKxnm5KZgWclu0L^J34Yr(tU~Gd~t5Lcxdld#yfS3G?mH7PVDZspAwhqGXCRaYggA}
z?g55U$wpIdzDZZf(yGn1T63)+zIHXp7$_hF&}eAW9poy++m7(+R-Izg3Q6Zab}`ZL
zdojM*R$*mlUnyMJuQQ{YJ5NIu;=S81=;(ku%M@IVs$dBNgYpxw3QI|8&tR2av+h_a
zu0T&IGp;Z_**2MQtg*JAenk7|?5{=dC|MbO(bMTYKEEL()%6@#3jxCAP@-yKVVQuW
zEjPP7n2wlV`~%p`g>)zA&C^49p;emU=4r}r94#f0PYts-&-;n=@~XknGpdfz->&uZ
zWjN63pN?e^M;iPUOOvh^6Vcce`sPOz_6ZR(+1>;cwcQMc->;)TTFcad%)CxT8W|WB
zDpA97lO1!PO4%K0NLy8tAFvZr+v)PR@#s=?>a2=f2hD>Upm52W;$%tNA*mM$Pz`nn
z3e>SB6NT@Ok8M&KUeqyvf}JLAakp|m7*K=TEnNA+@vhW2Gy-FR*yZOe=jUIX8?&#E
z(dh<|;A2WWVZu&!6;r$QuE9yr2-zE%@Y4xw@s@!A&ZkQ)^AvkdE+%>g_=L`+bd*m_
z@?HkB<I_pLC%Ncm$UK9Wxa9*SRr}mh!sCbWHT>rFL0?&n$?~<fj%=)Oq3n^DLgA}g
zLX8%L?|Hzy15iM%rHyB{nCIWv5vHgcy{|sL;h0|fcBkgi_GJO_1tViAuHpmLRsb%k
zk|M+g^|4<do9x7Rk_Ut{x;Jamgp{zD*DNz074$iuZu9V5a(bawvV`ozm}wvqZjdVb
zhyhAo<c&pAUYWb9$Fs3lHP%_KjUw^ucPjuDo`)qxAYRK&4<9<}kv8M9nyocJwn#-e
zPl{G@`Vk9du!pMJ*Z{1RXY3=!0I6c@vbCF1FcfT<K4ThEBVRD!LW7#Cjn>`$nzOB2
zfvu$iCpLJ*BL?Nn>9Y^hDLb0nhRHJPMaGksY!cGx#u)#pN}?*tXncg8KCq%ru@06(
z^f;9FwY-_E={F{Nn5h!dYRB6}f%<v!t;?acV}3%NWNL;vm}=vME`mgE%0M@Omg9ID
z)cZZrEhX{jTH4vSiad*UcB3BEdc7dM$B;qI=8^tNa)@oC$>QoYP5NMUxhqS0TV`ZE
z3HjC*Ce=IQ2VyHHU~!X<peDPE+!5TVxw>AR2k@lvS(cm;zPjX=DeSz7flj-Hal5z~
z^Q}kW7J3cy<{_)nMTKfYBAF!2L5@}=7i?_!e(ao;BRZtj59=D&L3mKb*|p>7>(vEN
z6Op7VW^PI4I|D-PvL8D@2#PCqQ<t7xfFHR}%uLh;RwYe*N*Q+<e~|?ry<9hd)Nr!S
zzl|__JVY}CiRm^KI!+|zY=_LuQKpRpGmf)03e~KqUnP0rreyP`o-mHCgJBO~bZa*U
zb3H#tThcBc-b_i>0N|L`kS~&xrwcJl98ma_CNUzE8w+9ab=hN$`)Ob&UsgPpgnH=m
zY^S5y7hP9x;g&^|MG~{3sLl*_Sf9DbZ@Yo;1Wa9S^U8guB={C$X3oODslW>xrraK|
z>-Kd^eBRG$Nk^EF5P@h!Q7-%ww<Z!Lk`$&Zy!U3jcKf2I5AgqD?>)nsO4o*MbSz^*
zMMZ|{3{^rK!O)ANbO;!d5P<|#1R?ZLLX{CKp-Gnxp`{RduOmtqkP=EDAVMgi_s)EA
z+%q!!-TQgoKi~U4-|_AI$gvh#cUIO4_sY7j`?}6E9Zw0Vn(K!`ThOI_A8XcT?$CYG
zq4f%E@KAYN_JcHy5xii@h?qkJF()ee{FBxiGCF%j!eBzzB%8YD+DMt6!Hc+I6C-`T
zPkF!R_Bb+wsyUi>BT~Q5%*+B}W)#?QH$hU4d$5`mCak%KCiKT#pBq>Ypk>_Xt-4G3
z==ARB!rkeVx2Wv#!0Q7+ZOyriTRNqBw0B_4jhO^`H#8=<klx)qp)bN7`+eX*;9F(w
zm)Z7J%&fz*-s`1UibF>JP{Kzu(Tg=9nwp7n(QNVx&dKWa++=tWE7E1)L_$|_Z*geV
zN9bDgS$7EdRa_)iDX;!ktY{6jx^Wh)g;9OiGoPYg7B5S-SiMUZs?zf4buu&PZOODC
z60iN3=WD;l6Okc7tH00A&fS?$w#Vpo1oRQiw2PM!^X?Zl@oPE)Bl-m`;|8`V!LcY%
zr32SIays6u)nv>-A}ckJz~u#N&P5Y9@=W^19nH{9qM?c<JeB>kvgWoDTv??%p$<?(
zQ@h|oN#>n9vfoeiw}W5bZDws>m~8b)C?)56SM{X@aE#tqw^IZ(YKFkm5e*D_H3bT#
zCyVGbeG&;j$5Y{uj<sE5QBeAN2|CX91vX&&6*ds1#iR(*v;Uw7euWK)80`oFEd4}4
zJtdg*yG6CbE-(!P(O|&uEVna!5;h`9d3OG|TAGSXz>uvwg6~y`Ty%TqNfkEsmS?k_
zQJEVsGV#Wh9IFK`F7Ig?*E?ltoK;ue4ZGO4n6Ox*B-TRHnn?3p@6g#yfpSw6gY2}{
z8nR5(I&0U^`M|{yU85Jqmd+gRogJ202R8~w4?XT!jD6S>)h7Y5eq!y`+x)7<hk|xd
z2TkVAhJ%M8#Zz21nS|tPKL)O}F(=RpLSW3<T&7Y{jh_QKWn+3?+Xk>NQgqsTCvJf}
zoKp!aF{L|Rf6H;26wE}aT~e_ws_2K>uWI!fn*%KYR~StKHaxBH58*|aTC`<k(K`X&
zaXEh1K4aZTTeIU~58@w7+|Nl5Ei#5`)<#pqn@I-5H*E!pQg#(0f~`?8q&md9YAUJL
zTx5m>NU2_*2r<ZF-na$6y-*2+4c(*Sw!z*t3|32+iQ;C5n{@i!BoNB+K39_VbEo3w
zQU`7u)v0xO;4pK<qABFVGc3Z|PMa|Np>cPUEpgOPxVa{3t*k!Zt69efzn>swK6R4v
z)49R@j)?YLdyMy#N^!A!7f9w!gKIe11I}t7HX)~k?v1H2D^7^sX%j32L!|{ny6X$7
zBpv|KK@IY;h1(7$k3wH3TL>FE#Lu`C4yRR`qOvkbFTEZltDbWNo0ePfkB>{#WX#mC
z(4G$f&12KzBT7**kXjv{jarNVJfjsb<~-4=P<=i`g1q65FNU29rwS#lT{JVz!Bq_1
ze-|Ir>BSYNVP1PW=mWX);L>?--#I5cuEENUe%mT@)Z&%d5Is@Uk2&Vi;H&Svc&fon
zx-{U?6W)cFJ$?H!B|e$8luP$B!UgaTK?ZC&fzc=tYq0aPSrAQ@qlnsDM|I=~F~mG!
zw;7KRmz5*BE}8aPaIG)^yU7)m2#<)$$-?-EEK(OJNp#YB?^@rIy{CDGf!=a-lh1IF
zMUvTkUJtbhYFjRnnLp}yrF=5-v2jmZc`jO*4W1X^&e7PIx5-MH4l&GFC+$n?DngTE
zN;O6FxQI&bm~dr5sD{QQAqt}5RcS9{b18FSRb^CXL|EP3@<;16bQRf`0|;+=>tmRZ
z+vUdhstdMbY1IXX_93V_#7atuX*skJat%v-MS51x|1h}3JIGSmhbTdc!EL1ZK>QiD
zu%#v@Ps&z3i|yyc*TrLfeJ3yqooRijFaryV>1Sc77_F*qfofGmWO$Fbx9fPJgYkbu
z12J%CCWCyDxWxbV$5r6}s>DU;K(kimzL)jWSPlMea+YZ^2`#QhT}xDxQZ5$(=N~p+
z?=~v$)tGvqrHR$yaNZY307cRB5FU8S&qp=X5p*_J>I-<_ugBV~cBm?>z>aZ{O=#}2
z3gGQ8Fu|ZI?cAlLs+Ly51br~#C-De9F?#fZZy1^>6rsalXkvEDlRO_e_cSm^Jb!jr
zU^EQjGI8%n<mp#LEFN1^{+Weys~(Uo^z)JYe^G9}w#ujJ542ZJ{}=T7ub0{Xo#+2H
zNA;YmX`E{~VI091gye-a=EeuSI0XO@c?QM;17lU%-m;yGXR6aiGxH!Y6e%eJ)tX=*
z;!tomqV_Tjm4nTlYr0`jYn@ZHeE;2f5h+e_8qS_sUy)_M&}+<K@ZNq1gR2ssz>Ebu
z<>bQ7DR;qnJ%6l(8`4TNHj>+{GW<XfXP-TA*333btN|I681;x+f5<PKAsHwK=N)aO
zmNqRUsOB5dX7i%h=aSPzyA?f?DRyNrcu+Lt1xJ3EeU*l>-8^jOIIG)b>9zAInelQe
z_>iWvKrp(34`Qb5xP}dw^Y{&eAbWJLr6Yo#YcQz}+Y=(T)Z;g9-2tF{G#0y1YtS^9
zc@Tz=!?$|%H~madeW&}W6Z#h?k6ISiq?mg=_lXD?5_HRlG<Ek<K2Yv{Hf%BAfx!tf
zZGltN$HByp-h{r>ty^MN_Gc3^UjQwg_m=93xsYRCpcyA_;jVjzvU)`*TAD=9$1<!K
z!ed}iun^if1q2V#ux}a}t3toCILqdpuXK#uh996M(cb#wt%RF8rQsO~=~6i*LMx-5
zqfd(5*6jA<tzdFqd3>B(?R~8tV7$k#gA5z`iy_CCtfthMio2Ur-#6m!BWkKWFVU5>
zLPny0XE9fmK9pyyR}7K@<JR4+6Now3LKL#Wt>C(8zY~zR#dG~rY1Log8FRgA<MH@T
zga4u&{OtTeJg&$wc1QQFg^D^Qyy>#Oe#OGwfmg4Rh?(R9)*#r-{4cznciSzaSG%<P
zOfxk<Y!JsV6rO|%Cv%zLRe|-gGgd`aT&T9{@FrdAn)P1Li-LtGTn#YBV)U7F@6y+;
z&bwKSLWlVyh+SqH(nhe7>B$0O2rUqj;PSl5Xw|?vxUjN+&#H;DhB@5&sn{We0g|zg
zy#t1Rv=AR^o$4K;)qE_0CnO9~nMrN%9q&$bF9+5~0~euNNqy<q#C<6&+J{Ynm?z+_
zK`gP3#;!g{%grf+AlT=KS*~($?zU)kv=wpU6EU&pN!eg+w?$fUJ2j^3QTEzKh3SA}
z2cq%^iaZYJ>kHwL>6E{nvC@;YJk(!2A3A#DTztT`Yn2%)PU5!h4wpxrS1uIxnfM0b
z_?lZNw|3o~89pIcz|D;Io9~B6=UPm>VFpl;RkxD8bLp%i5QxlVvRTYtgi33!PjojO
z25<D;6a&9?EJ4k?3Mm?bQMhRW1S3{UcJ1c_zB4s`WUXX6CTXM$8aP`V{DPUGm{&|A
z&d7i*aS@0rF-kNVu&14I#@0ur*Yv~~y9(on(PP_dz=!AH8nR04kZZL<!lw$D`7~v1
z{uK~#lL>+(Gh_j;Qd+6_OzXcdKYp4Je4!?_d)7<?CY;=NE)Vrlqe_caohHD2F;|8=
z+<9V|?)^H^p{)3k$PByCuGmL7Z<+<b!I;X>73t}bxSc_;i>|6_ezWMkMYyoSk&PCV
zGRw*(gv#j%NN@*hX2B4-9&Ad?f<SsqcBXSvn+P-Nq(uswU5MPDeI?veEVy&AFf<;w
zX<tc(8iZfHNk_}LyS#jq6LDu#bzZXcNl9qY$DWG$k!chle$aDy;uSuqiLAQ{zAH&}
zoCOls9b*DY1vT7^<Ty1ZCZJ5GGuA^C;ZRmm*r?MN(H=KP0^7ygE<n4x&BWIhj9Z*@
z(51@RH=Inz^CB){+n*X!%us;h(ENOq31KMCmSCmsy%o+>Qhr8o({d`k9VaE&SmO{w
z2pU(vxNjmIMHJZ66ZTriu^Tik$ORd9+rwlv^>?x<g+ebRT{Wlf&zbi!FAiR=0$wJL
zJ=YtNwww|1Hg>!^VD8kULN~*Qukbl&Np_B+GjH#d#|{6^g4m+2^;31&T2g8&6pMxi
zJa@_BQGH1{dSE@S>#<zgjO1Q}(|aUD9Uns~T6?3x!wyo6)ZNi+rrNpl%jz<osl!W%
z)m*)M^!hP)z<p?fLxOsfiJeXq(_m9N1aQ1Q%c`KFqU`7!7V^*);x3IRCSJ&sRhuJc
zKIX_CKcHTTbyKd4HN2bFEen!@-RrtR3}0i$c8n_&M<$75?4Dx-a4B}it=z$r%))|Y
zB!TJqJ)yK*B^_ZU81@$jPP)|KZydPImzjIfY7?qb99VJ`Ms23D{pzs`{T6J6#=|j}
zed4ENeBzfnFQXm>@Jq_4_zl(hb<^r*m>GNd@FBS&V4MD32*})i%^O=ErwM^B`8rs%
zpojo~Ydy2v%O+x209g3QIC(&pM7SYa&_fRFG9Chu+4PVaGM6rr67h5`%WHGKNW2ky
zx2=R_iFNIjBAvTpL@>|hX3Kfh(x-MhvkJ4i<2kkDT&ufedcnZ@qjU#2cGk_#kr2oj
zVB!KWmYr9o6efo~I~=LGuW~*r*88v{+VKy7LfJ`V+ROutP?J#>JG;W8aCtjZxXQ*1
zGRzL7W<p{VOTJ1AO#x9II(<-VN;?EhIB{<kI@REr*NiTyTz2l+AuzcFm8V-x34$*)
z9x!hLnWczRA4+{fRbERnwd!@9wtB<<KR|bjlhKjE$;JX=zE*eZFiCi32JSF;Ol{{{
zZGBITT?p820iC=^a#Y1uF*Mv&j@g~DoF4PO4`)^13z_n@0s9Dcqi2zR4h1C~9~UAs
zNobL$XFTiZbh?otO^W!rmuuVM$|k>Qj`$k84Cf~&VL6KG4NYb+SW?FORg=<nY7XPp
zFF0Tft}D8PJsw?iZITco5KX&eQQeEc-EVm&FzFHnUFN+!lqsu0Dow!Oi-n?+Ooxoa
z%jgt#BZztfzDf4F%Q7H4TsqUXEGZjQtTznqd7p2B=UM!vq-8&Svs^rM4%YOv<q|K-
zac=i<m5~Wv92ReA2sah|DfH^?S~;ufUiD6%GO^CLlUW|C>1&^D&G@?3{H~@-ltpWH
zswZ+Y!Nqv80qAo-KhAmVxAEXU^YL7`=f<dg1ff!_g1VnO=k^-(*iSFj{q|tp$Ll<O
zS^gAt7$!^^eS6J%a3lOg4$fVJiEd$MVj6U`lzzww=a~b@v9`g_ygSx;?-lKQ;ciwL
z1+Jh1f~(xe_P#DvCq2f12QX&&glCOl>FU=uAw>ItAm}^rmG&Xa@J^bQj~P$R(F#vV
zhNrT3&+ENWGyT!+%?!gzVuOA0JlKeG*;%4KMlta71Abs(MTescrREt-gxjpwJ>kc0
zQ;en!xy^Uotu~OHtKDT4?#YzfWdjk*h_Rnv8Si&d(W{nJo)U~%(L#Gg!*sl96F;!^
z{ioo1XVAzGO=qP-bgHQ@9}OY9Hi*3U@!Xl~K%#133A#j4!R#$Nx`u&U$O6OIIpmwy
z35A%LDqnjo+gOm<W8}%aNvoAXOvqB>&YPjy7CD$plzJ<Ge~kJ4YP1;4pERt}oi!^>
zaUEX65qw=Lyebl@q=VKp%v^3mk%K@nx4JA@GrsK(4Acc7E89e^*+Y@r>@86+b&aO0
z#kooubgV-$<D^E_i%R+atBK*j%lFr3IQ7OP=KHI@G2{Nmd{mjwKFoa7*=2HSU6`EO
z31pO=ZSgtM+6LFLJcB1oIcF5#Q$}WC>gMLRbE`7;pRJ3O%gk~)*RS4iZn3hSsw~)r
zQ}oQtfQVLl1iXT_N@<OQA*?*}?r*Vp^r*gl#=^}JrYeF%QCrfqg>wio!Yd&w743$B
z@RNz(Jvzqtou&SY(5A`Yr$P3jTebtU>^=I?WnK(6?l{-C!RmX=^V1o4dXCM7YHfPy
z1-nA_Wed*TUJ8W*Bom1EB<@ccg%#7u`gz|i9ZOYxvstLw+*FZ=qVrJdv%?KvpTrSM
z3khTgm=)-@S;IvW#F}BWp*&MbqB%?Q!Kzq|s$MiC-A=tQb#O?bD*b54>FRry<Gf!7
z1;^#Xthf$R9_<=d86!lQ99H8tpo*z_oU2(kF+E&ysk(>E@ni_=TpRfD;`~WC3UJ!2
zot+gXGZpi_aL4-XO0D~BYH}~xC*vmE$0ORx_?%1&yr%trN?nLoGlkgiLZneX6RZz|
zQ=-qr`g~uZ?!lmYN<9KzW6iWLf=vrrfvCw`*i$^=g_Yq$%VL$`gX+e_^@jx>RvGI;
zPpy3ni%0CEiz#TZ=D_E>(KK1MgQHpCnQ{FDC3|?nRdmu$0wQBsLYE`~UB{BdT&v1o
zg?>(2QD{!mPSQ3t3t5M@>SvcvRaVt><2ns(@#WCAU$m!clasmuO&6=;ah}V2dU=&y
zY6TyebqZUFBF*(L{R0;HW1HNwf4HIQJr78E`w~%O#k0JXjb0^5c{pg{NDh}^wv}6(
z43Y`|by2>YCU$c#b&atGc9}Mjtd;_m6cEue{V~O1ea?Ph?Xpy0QQbaheto>R+%WKb
zzg1L;>C=jrMt5)2`T6Q*S9)4{%+gUL7@IO#LwyBsIrB<51&Glcy0$hyXouM}<4B!A
zl?;wWL*F@9yC(CrKHi`4A`q<mINVjb7nzez^CcU$5^f$0^A`bf6};U|$<qAU$2-`r
z_Xa-y3}te2X^4&P8QLZ5a)Xw|-YC22CV{fVkYPK|ZS$b#v-Q#JZR!k?M^q*SR%$y|
z1QRpj$}}cQZUzv0krNsW*sTE*{8Wn?rCS+WMeK#u=fV`DN|ch;R6whccf{Otx+*FU
zqX8%s9oeVQwb}gMy!INF&QNaxs`0*@!xfps$Q_>w!825N9!>;>Sp~S<9bX=gU-#^f
zO0bs;G4sO(Y1_<m_?FCY32JIxcDo2fZF(sTONY$XubKliO`P`LkB4SQ!*`u1ZaY0T
z{Ytdc0B{BOacQE9>kkR|J<onX;J5@?$7N78b+9zVBaIS~am8ExdEc(9D_D@&h{NHs
zOanuGV+jU+Ri?Qf@i9F}^19n4m8y9weLe2z>auWlnNVL}^-&Z1Ajp8d#}Mr_6Bq87
zlWm`eFD<dMH!ycVxIpKaZqq{V4a;cSS^~BBMDs?V4n(79w}#s98vu+@w0jzD1`r7x
zgc)+fMLUoC7b>OSkQ|UG;h6O1EQT2w^@;t?vZ2(R;~LvcT5%CpY4g5)C%22>&a<&o
z$qhSZRB0MG?gsKEv9l3sf>&EN_%EoWb@Gv@w9k5gLSsa3s1;x_-E@x#<c<FHiWt`!
zZ0OTuTV{l`y*FR>(6qh?ISf3JR9d-dU!^zwCNncU*H|nv2pMg_i;dG4RbIe+#PI%P
zSNDz}f<5!R`=wW3vA4?dtzNWSge5cPQ?5Qv2b`f)*(=H8^)3UcFXH0{rej9MBOrBZ
z@%W%n-~8t<(@i`EYg^V;i~EeA%t?O#5Yg#0QaJL?!aBHW5P_q&&bjlmR~4C=@j7|m
z+KmKrmlCbZ-s&nw8S(>v_VB;oKx^ULEiz)(6Mckn!e$r0FsxGKda}>A{rFwNKeG72
zKAw4l?z2X@QT;|xs$D9xN;&p!Tog)8g+b(B8f$4LjNe-Oio5-t<>W61mf1Wb28gn|
zWC`NkjR*a<+@bjtCo7@SfyQo#78i*$4x(sb@TBMU&ibyC;33O?x82+Qui+W!J5<rG
zsC<E*I(swP>TqBST%rEa_kkaRQ6VtD-Y&E88spN;QifYrruy@o;lS%7oA|hiL^#0q
z+}8cv!PSYF9e0ps`amz&kxI$8#q9Za6t07TLN|g`Zdsli@osAO?k{@DUybC>cSGSE
zOsnMU{nM(LRU8l#^RDQt{o@oV!M1Xm&HgVY86^(v2fb@<#Sqe)&`*OVEvB_XPLavp
zL1B<?dyH+#0U;p=nc*0HEeNRxKCO`JE%Gd`{!wF4Q}Tt>U*vdc1exCMB}#n1`gBq<
zY}z4#((X#Au#%K}B!{_1c&?5RhVwA>^cv=X4841b{@N%9$01pAj9aKD=2}|dLWppJ
z=m;sHL7tz8HsmzF7?Lo{>83G>Th>9PlXFcUY3N88z&{pB9dr@;%Ev-$yOrHlBxGm_
zKm;GoBgr|S0VZs}DYPcofvAw<!47Za8Ev0=1n!^9w(IIK&*OUT_Bi7q2ulzQ@>a-C
zTq)P$cb5daJY!r_tPEr@vWSH6?sl0z9X@(%MQa7jf?0{w<iD-nX?ze%Wz?k1k+g@&
z@uwFh(|Tj&cSIe<_-21}y8NkJeJn8@qF{~!Ln$z5x1uSEFy_4kZ{ja#OIGeOe1D~h
zm!Do%*OO2Wkjm=kdps05FX3R4J0Gpm8E^geHs0DJHG`l9Q}1t$D5;1{*p`xA&jW)v
zIXHEq17+LYC9b^bD~@d=<IYf&cot$fBmI09oE$e<*FF<!5|`<3^(5)(8&?T-ydFjK
ztZs8MfEJ-zT#CxYyc>=i*C!USH_jH&MtVYxKzD0O%*(psebjsAMjyFf8ooy&h4i0^
z3W3f@Z;-;J1EUfA&ieeq7iRC4zaQnl+CKXa+*;cHPeIR^vZa(*PGD9jPj%@I3s2H-
zfBZ)OA?{Qz-uvRt{#W8oP}0*o<~ipG?lDu4n<aO0F697T6>3&fD>OdYo#mFY=SRPd
zWciWr$5Sk+7vhZk9+7i*vI2S>bF6?8$B9WlWoBlEp#>55%?T-|T$<W`3uZav(Gps{
z{_BO7unWh6->^LS|Gku(<*bvimsInKo1L)}oGW|J>{<R;h|E92F7xD%%KQI1!g}H_
z(laRTFDRqYBbyre*oy8c`(g*jCKHbc`P9YF_JxvMEmyfpup~-@O9~gqWLy^)ky3^<
zBrIItk?cpO;!Sl+n?pY_M+3TXZ7?<tp6l-d660*j;56b`YALwW1jdhf{g$hyqyABZ
zho#WeFp1zUwhn4+fnoAuUc~g@2=6uo)D$#R9Dfd_hbmv_N>+<8SFS-3y+Ilzw+7Z8
zgPwkbgd1g=Ow4q>0z_M(@z^*=NC45*0F||Rb6%RHVbhkG)nuC)uxi2oU?C{ZGUx|m
z9J=+f?vjC6RO?SpHh#CS46QxJ6)<*T99hP#jxot&$9%99<b1!dFS~}5(b%0y@!ZWY
zv6QG%t~Lr>Vtn4$L03m`0r@eaO&}wDU8%z-DH=`Gu7H`_jVmLY3P`0PXuKUejg_dO
zZUCt8xwOqk&SLT-3R17{@AzG0mkp_41gSLIB}e1SAr#1Og`GkIFw6r3)LK2RK&?-o
zEqFu`RL6iGoST}*A-(OM#q3&fPld0PauK8Kb2VV*AdRNROfOO~c~u)pL)8uO-o6u9
z-J#o5CO={q`SkUk*kT!RmXsR}_ueKY@BhxCu9()kKeq%$ERDDER0j3f0cB7Ile`iH
zrxYr3(5SBvv*a5B^MS$3yvQ1S%SBcZ?M*8F=SA~-Jj_CIwcRETHx`(cvg)C-B7){6
z78ga>%`<KzqedDbBEMkdWpqv5kR8jygyO*x5UNG*7$w&(CPr{Cs{kfVBoax<^0x-9
z@L8AKLv%dLY;;4^3jHMR^f$+Hc>#~xDRfFVH%u3G@<c-jKPP2iDrW~nojf7?=j37}
zqGz;AG*}xv8mw|j4)(5M7lju;ta&SO&cK6W^BNs|h;AYA#BDU?lHKXkb|ETfb$F9L
zXv8A`xciuJ&#3}0(GC+jZ(+<Q3Pu(Tqu9T*A*W{huDjp(ko7`X7_lktq^`a-tc6=}
zrHbLb-7|^`A6l<;lg*6Omz^CK_j4|U2>JJ!dSGko^oJdzF56Y{B8sPLE{c`Q`Mh9j
zd#-M7OSQx2ZMOLh#(L|OxWSg|GVEuRD2zp}sZj6L&YaquGFYeQpzPk_71Hy7d0^qZ
zlOL~@Qi1rzG7KNWRb&3vXn})b6?8V~RJOy$R*nY%Kz(S+g^`?y;9qu)CCjwPueQ=b
zvF;gQ7<CPF;Az6%R~l$$^y&@MZ=)bH;TlT^&_Z?rGfvNc+JT1UV8E*}={_{2xk10*
zSzOma!YW^(s4}y6USbS(Wi9-N_aQoAE{1sti*JK>dij~A6|&kc(vnH!aOb=&cJHga
zhT{tu)$b39!a1HH3M;bBk@^DrA_i3%N4z^Q_8hxe;Vq0-pQ3`4qSlSGW088<c6q=a
zv$WK>79FL{p-Tf~da`J!vOL>9o{>-*vJg^hk<)#><mX->vA;|rJm`|#n~6D#KuDaO
zy{p-@ic{Xh3Zog*1XZHnSrY7qZs-eROx0d2Ht!r@c&oRI8SWQ<v+rFOQ>AV(y)kZ6
zH$%3t!a1~#o^AuVJW0Tg074MCFd~+Thk>?yIIm%kr67n(r)%oAJ|oL&h%>C$vmN98
ztrZ=KFTD4+7z?mm4e#vB$lg}s60FfVaKPx=8+|J{uU)&|m=ZivbXKn);m-(5Ke%A1
z2yq%tLMQVcClkm8O~8(%K$zi~o@?vVi6LYCqjJaH@$36p^!(W?&t627l$~+c1&Mdq
zd2<Mxm!s072Nxsbf8rZVE@q;i!0ZcsA(1b&l+T;5c*Z8cyvtY2GsVUn70o&<6UkO>
zcTi_S1~+wgYwAs>>il}#7PJJ)SL!#b%RTN@%cj9(vllFS6ytXY5+i_8E#BKb=c0*I
z1#nf_5{}k5U@WU){u#PYUKvQtFFiM$Cb$;W@m{*dGcRDmKy7YM-O%1l&!c>eojB;=
zkYX?dxg2GKCz65%l0x~;A5-s;u7)No?7UhRqQQ}gU>{}c-&r&myznd{D%aG!v^2cy
zeUR~%z{mrwmMiK|Xd{yfz9PXZpqDP`*Ul9{%r<y;oH`ig-m0BYC%)ie(p8so465P8
z&soTuL9qc~D{aa7Nb#~`wA{3CHn}ZJuiX0O`dly?Yf7)Mj(US?$E~11w|0rNiMrvw
zD*p`A=cLCwO352&<o-t|vyJy_lH|(w@2mBycp@Cfx`AEHx<Gysc=T#;uk7mZ%yb?I
zuFnu|4yv1GrQdZO4B4|B=T~~j#Qc49yiw3_YsiYJ@wH;-_GG623a=JC>tMTd>Mh&#
zrZ|(Ts9y7(#)X;$DQf%U$U;!oLLb)Qc6Jt;*aelk!mN+uB4Xc|i&Zki>Z0O3W|}3#
zKwxb{QAo0x8{Mxv^EC*89Ta(}OQ@@Ok;QPF!sZ<X7BQ<d04f5K!TpLxO3|6C;va~a
zc4o>><|Uu8bc12s_zU(^>{T{ZfRA^2jqNw}hlz`>nmJhF1fBL$B@Sj0$flfWKk|8i
z?uRU)^<(7iN(-j7dBWC?pS@FeriGFFSZ!X84roT@$=Xh3V3}DY0?~vUpzx0sE)8rg
zZ(W;26J1p^YG^{ecKC-x_%M_8rKc1h6em|!^!yXy^PJ>qTE^TvbE9{%U27%oDwDDT
zf_bG%rvM_3>>PYT8cjw?D&vBXK4V(xejC?|RU&H9R0<63#1ytTnaH6M3*B^cHHrLr
zmo+pds-r7z5e74r-4amwM(^jh#_F`Vk<`BS%Ambd^N%TO)=}N-F`#H$Mx|o>q+>5)
z7QU-*$*B&5xrTGRa1QJ|4LAD{h9ub{h{PQy!)VylKJId4Wx^x;w~`AP#NQlIPJr~a
zS`Hq7XP#8EKupq4MZCD_SwGc;%AOgdp3ZqKFvv`D1)68dtkv-mYv4(QM5GBU&~_)8
zM1h>&Szb?;s6*><?yfh+LYIOo=s7f}5>R57InXhwZnQ+DkYZCjG!~jB7=2MEMs5)k
zH&$6w4Sx@&eXOJgA?8nQo-s!{Wn?=@C}ZE4fO+WfZFcyRbgF7;Za=V(Q5C{2A%?d}
z(BZ!4niy&agL`3O1ID~x708c0LOn{}*XSG$G1I!8Ct27>>FI8qg~W#?8#iLB=Eq_I
zm)E`1NepI4H%NxUuGr&cs1)Dt39>6_6O9y_pp<|Xv}-*K%^U_h8uQ}2DA3Se4r6b=
z(WCm5=#bVDB3Yx&XRZp1MqR!=vMuO3;a$<;v6@I~hsP6^LQs+`Ks<f2e0(MD60aEq
zJ%al<u+VmG<4N`+dmBFDMQM=eaWPA~=mG1E-IWR&Y%FF&^z*>Ha7Qi>E+$zS;|;);
zcPpL=(0fG~O=jjm&yAn+FnbRD^q5<zZ)2Z3OR7!73I8~=LStGRFuZm*H5<AZ%d^QW
zbqzgs{#3BLXY+D}BXsC`M8j}Wr<_pE3^%#Bn_85jDcDw1F;w+w>gw#hy^URx+l04K
zQ<2|Kcd0vP6w|XwD0*Hv9v`AHi>QFX<XzN7?Q<t5eMZ|E+b3TKJ|CHvbT!BA4Yqgc
z&+Z2oSz~;9WtB?K&Pp8XA<8N!(OtcW{96X7Y}I$~92R`ZS>(`k@GP%_j!j7Oj5RhB
z*6~2<vN{@gN%Wn9(QBy2WZX&|niP2svF#bgy`?{~Pd1oQv3o>`&w3H@Rs>{M)J?wO
zijx##3ZTJWBrqExxu`#r>AG<*4NgtaV@zKw5w{^Yr&p@{5QaWLiCk81I<D^Fy%n{^
zEQ?EIR{*$Q8Yd87tF%pC&UClF#DPcv&@rcOC^vSaetLdmhhuT9^$m;xLpZ|${QM77
zrOE&#%4F#xV$BcsurnEEVAg?HTIK_OrlYs?+Px1TytThv??$(^_554;+4YejrU&@{
znEWg#6A3#<%FV&yW8$;829cKwRPIg!REEJ2?A0!JwM50B{^M<<5!(!pv4kPD6}2;Y
zHyuWn_0oZ76(hkd67;C~wdii}BC+mF65Y<ZE^^E_Q!l3^IlGTtAKx2`#cpbnx*F$X
z<#(MMar|D+T1zQXKYP5<9&;^41vRj9<i*ucysN;dtdFJpE~f8OgVHh&T7sts-@Wt>
zOx9@tU63G?BtmlE^upV(yXr*;%z&MUjf`3mXS9a`DGKcweL1<kjFw#+ci&+l83=9C
zZoRfyhqY8=GY*iH&U$3o?^!V{#le{iHyxZsO?s?F>hDh}jUOO_g6=Y6KVswti^;9q
zdLEUC<d!rn2k_uo`U851Ph>ouO@4W5!07g=!OoOm1O{j2m!+s@yECP0da)~eu@i^W
z;RR?-+gOY$aUyE4)h<+rgM|dxzP<k*yBZVpPyVgk5+c)PI^>m8Vx8K@@xy{*#An71
z9;Y40-`KqL9tPFF&Ya<2ZZawCQqt~=R}{+5H=oSTgmtE6pmZ(*R^K5Leed%Bh%(9W
zLe48whRmra@MWqr*V>9GrsF=pM}5FZeGZ+?Zg|D{W`8S7gh7x;!HorKX}D!sVL;45
zQBNanpgZ@<he?qK3O<X`(4bjXGyJ;W+Y%~vR>e0*L%VBBQ!}X3J@A>+`xn8df?vj%
zb`Kr4K=B|C+n!}y{eaGUg)9nHUk9BhIXBIBrIbERtH$!aaY=DsEL^QU_jJakCupWA
zg>J~gs(<fqqto-S>}B%R+6Swz4_-4B<=YnyoT&a>UAvP~3g>5z`TICA(==&~x#!#F
zSe$LXwmdCTWjL@vSt30q-rBg9Jg;V11+ORX5YF6RXDR`5b$)*MwrHiE<>=x4aQ>6e
z`GVZv9Z_L&27A0YACDyEd~GFA1=^7B9X$ry*K1+pr8*TfW^M83G0gSnIo%GtiheWv
zDe~;nrRImUEw9admRpB+b$lXQ6LaA}j>0!)IHf!V{M%}_$U7!06@Ta032o}vMnCum
z)ZP~UV*EIF>|1_UVCaxvY{{c~W?DW!k3-X>@?I^TMd;4q{rsEUD<)`FDRj;04|r=}
z^|uD{=};zJWXOWCEz-w@JJB;rB&1<u=EbjTakI0L?YPSIf1*yY^?PsjjqbN2r_zRA
zI7z@I?W~o;-lbO`RM{CW4<2-Njrb!=vbW}#a2>{pyxFF;wyD^8`t+h&F12UR!@sy6
z<xReA-&1xbM7XR^0-u%bTR_TlRbXq^&w?o5p~ZtRvy!WeqN)MX<4y4HfvK4BiW|d)
z(7O^885Ilh;&7D(^Aclz;$C(k&SvJbZ;wh&sI1t?6dJ{E1p_^fSkFUkMyVP1%tCgC
zEAlK-Cs!}O{hfsyoI&kqkHy;gaO@c!XWpuSWf&t3VSdH<-Pjvf!YJH|@nin^MhHNh
zg&-&fIhW3s12s4^Zq&aUX5YE4I{G_{)4_ucOBIE-=#BV~u%7;|cP2VABH3|)f=1WT
zUtqrYnwJY&>%5ciQj4*}VrBUG8*GJw+7H~YjZ1c5t~eOu_9Lqb2y*^%tgcAK8pXNP
zCUKGkGo5I);t1E+*a!gXk#m5GlO)aCV8s#9do%RFduS%62$8;AS$omB(}Z3(e@S=1
zUEkDk9_=pV7S%!2@Rgj75Yz%xScLR`qI@#QUGq|}zTlVaa9hu=D%1T$a(wP1@O8oP
zmEQ^q+F|u#t_@xud=6eEH1>2!F^5V-MtqGjz*Ig4UR316!=2oK2!XiV3-~V8qXf53
z#-vJc$Tc8d5u>7A#Eld##g{2_G-I9IM{<j7NLRDvW+q>RW!fus-I{@WHJ5)HQPBlr
z(p&9pzX$B=lp#|FNEflDJH){*{0z5_L7||D{undg&U4woMz@%+tS6pIWz4Iftsnx(
zK}%zjP@oSF<#Wo-!g?!!{`VVYeavZLvx{T+TyWQWx^d&MSc+IAA=p6Dh%>u%wP?42
z%8g04lUOmBA4oCNEofXfzv}_Jq<THQRpRD-W*X>}s*K<t7S?b7*<Y4`@k~wl&=*a(
zefwW{%Sa`SncqxL!bWab9mH>2#RcO-s`4y{VsslCS9y|xp3xhAeyL~ggP8VnBF!#b
zm^o#?6Vf-x%hV!igxajo7OpXMN=@u2sdFf_neP`3+DRO?un?=Ir(puo6Nt}oO^xfS
zFs<%_5fha)tDd#~JeJhpjN;9)C8@^b^>9n~NDrpxwE<=s=0Rdz=%8n<#9Zk(*w_F>
zqTWUQKv;40!=+F~O%p_nWDfOs<#GW{4tFm#C$z8!plULbGoA5i@#JaJHqz!rl@<4`
zin)VTAWZy1-$z)9069J3Z5*L3%qR=K{W@P*F<!Z5-lGn(sb&oGwu7bRIYWtywV|SF
z1#nkry$W~OYwY|}+oIX*E;Ic6hvET;EnQt<fE16V*TC3Yd43W8>SOwXppL=JDcpE>
zEZ-zjN5VWYfNS>wz}rd?1UFPl#I`qWA*5dsn$y`YkuT8t7^HRcNL+UjyvE_Ok>Xuj
zYA?!(I3-z+8E73>F3frz2-Gi}HS|cz!4CSDA(%Cpp%FyU;XZyR1+FzT?or+oz>sxe
zYJWTf^ovtEG2?k}SABTz!Xmw*b(2WwOZn;K@pZXkFQl!deFEx|4OOv<y_>?mXaFaY
zL1*7E6<41piCOaNxTU%Jh<GG~nR4Wi<1iAWJ~BxPX%TdbsQbC3rR`}lx!%{GQ~PMy
zDO68HOU64Cb!VoSS8s;wrk@pX#SI#j<6(A2CfN@~YJkrHO|LAUNa^#iqv=bxA3y%k
zwYhn@b^^8B==rewsQaw$Fu6)kwt^@MOs*?uC~}!%QQjG0XwgkfkNYc12ZQMD5##??
z@a5XALm7;&>n~#K7gZ{om_j_Jt48+YzY<xp|0%LORXQv-U&0qy+7AO8R_4suPPrM-
z%xz<ck{tO7hkQ1ZUy9!SjA7^sb88lHJd5y0>BN<L7i??Dlrlz*!0ik=nO4-LJtGhx
z-&NHC>sX~ID?fSx;%NBwM9|lgtMm7COaGBGwfYeoafrFvmRT^rf8>knMub@<FTDMc
z<<yr>c9bO`)cWwqt0+^c?D2Lc)9<7<p^($xu=+zq?XO2LKYrPm<=P+5EdR0V@t*7+
z&*ta}Q)^9T;d=Ai*VFQkXFk$D32yfOXV~>TzS;Hom5N6#LqJO!7QNMRROy+$)ju#~
zoL{_{RZFXj_gJ1CKBO}(2Ek0ml@pV3mGZwZt_%!cnqSSnlluMH@ZztHe*T^1xbF*n
zrWo@_o>QfxOhnmIPF?fMOT4AKQmD@7RtM_xLt!77|LJ#FbW;!Q=g2n?=8qHO_a1+!
zgpbZl{vkTU{43F!3oj<m&w-h7Mj7$uE&tmZGyi{MymM)ng<C{FHotqe&IFU<rL)GJ
zu9v%SHR4AX`3RSaPkfwSwiZkFfmf&Pl%|-b_tASsT)je7-TwMpR=OoUfB2`6P@hpf
zF{Y>m24gxzUU`ki?DoX$rnniG^qTUS(v*r7YgBZpWsSuJ>daUru;MW~u?sRGK^7{i
zNu#a{vDVL*DDGySy|~z}xdr2vajs$Hu0$s{x(nA0PDc8LEg0e#06Vczx7wEx%1%H+
zu%py{x!wHv@6P<rGMAOUUFg5nQL)f34&?4&INew3gDGEoT#%7x#hmz`&q~;mK7XB6
zv$%Lz_GJMT%Za~gS3Zm%60?1T5Wk2^4-aki$l`cug0SDURcz9qsg&S#9ZXKkslLM;
z(D0sN6Nu)1OQf5B|E3WU6cFLWE8$o;M9ZpMukZEcSl08d>wVShVBYWx!G};xOP*|q
z2sJ&SdUv&6{gL)Og_$^aslU+dM0wW2lPZf6tK77(oHDTtLa2y0XBb+OaOP^u5I&)r
zV+A_Q2ojofWFVD%u{}tk+%rs&dgE{O7jlkFq+AOJ);C+n9rHWO<-X<qeUmbqnH!UF
z74RX6wWx&*T#T{o52n3~Kjf;{^E<b)tD&tzL(_F&v$~VAx$EfMXhA|8Tc;h^i$71C
zNX%7;^+PJd+#<R^y!VA%w+tus^$WABYADR=>*Q?wWad(+m${%As|STD;zEf}<Wer?
z9oG_pAJfN;W1U;{{aS0ybL^Fv>4v3M5+vl%53PEX+Hr0poS<f{Iuxdk&Q=!l%Hshf
zCo|%+jprn>6*DglVLH-T3Sw{Q^yPTFS>TIdDOr+R<%6;88_~SCpwM<iLSYBtt!eKp
z!iw!uz#~9LQ00dF*uXgd1IGs5`XqesUawvGm86z!h$MMW#7C;T4=I;6UwozY+TB6X
z^au<Ij8q!#g)7W%>k^4DHgM1M$SeS$!~@F2)qW%qZ9nT@=OLqs>5u@-2aRPbA49(|
zo1IP#+Z{34%#US3J-F<U;#e_Da2HIgG9h7Dso(PZ>g}s$*LvbfP={ODD8<I^-P@e!
zf3Zso|9L}>8&3>sU}J+Pv%|bBkGa=m`SiWsPeqBj?q)KqdpFubMrf8#3c9<Dde-)L
zN_awzJ*;3%@C}%?w9n&t=6dO?+#)4SMwmtpiXr;21mFe{38*l*mZTSIlfi_^Tfk;&
zvfh@kvOBmBBG2D;D{I<p;SP2JD&&HhbU1c4=PYaLK|#&+(tV+#GoKL?P{;iiVykBr
zCh^VKILt8Y^(fwsMzziNo{fI@a6{B_xubR9(_KNGc>MY>x`bFU-f|)7>hsgRs-YZ|
z#%3Zfmw1llW_-UTmVZn-ZdMH)-RH*gz4oCi&L4~4%yonDf75esH+LSXD@^%?IV|Mf
z6<y<$ZA$!mTaMAMcLyOmy??tqP*6q6*QV!q2d9NHow<%I$9`qDJG!EZY%$E7@U4n?
zQlE6lk$dl-?*RVa#oqMUecld6jNW9a`rEv+Vr(-LpnlZy--fDw9vNExKNzaw)%XHO
zXz^vj5n2x!?H1o{KRVDF`^3UKc$0Zjzdf#uq792wM5@15qJLhPNU`=d^n!ZfJ;LtC
zCd?GQq`yAWKJaz>Ltg8-cZY=6i53RRzq0^5Sx}bW-uTOsH~F8O)~k>InJ+xK0CawA
zaqqjQH@`OhJ2`mMc9)l0`-L2A_LUs0^Hi8MCFa5(2D`5fn9ps#f-6aN!!>h4_g6sc
zx$;kHFM1h_E|_mz%-<H?>F4pP#C)2!{`Ktqy+4{9ITXaueznl!7YdYn%kFQq^2nww
zd$m3JsMpyyfBdd5zU!>{_2`Aa_QPC|5>k{Yf4N+X-#qQFFr|=pc$Kc8%Io<!=?k(_
z^W)b>@AlYNIRE%v|J7OeP#8nsV`#31q{<$<ePP^D?fMj*DPRQrdT2+-zWt6rjSP9R
zD?MZ3pZ#V<dYd#hj7j(6{CPxEAN1+321h<rM&2LNK;FkoUQr5-jd?NU8eglXsp_HI
z5e~*6LQvV~M57dKoQ17iHrZU_KyY!t_oWr{HEg>(DcdK9_3V;|x~|p{m{SOh$1K(K
zwvFs{%N=yn;TKkDr6-xymW5eED(^IJvqKF67ax{Lx`H96@z@T4`zwxEv277Pwd{ya
z-D25FU3PDsX;028JHm2hrhzG+yqDP66rZ$r1^-yj$<jkN4eHARvnf1m{*D_j2gzw>
zNj#tQzBP|eRc89gYWeU~sBZ?h!wz4z4VQ%Y<=F3S1lJ%UGgg5Q9l1iso<ZkD?m1l1
zT`?6k4yEX5PNmb1oee|;K7-kTW%kbNUcVG$n0m4CXaPscr60NeIz@*T{@aSW|5zXX
zSL;L6pVo(WXFe=Eo-w?yqO)*zr!n#8>UJI#W_qST`EM+99f!^`bCEG}D8E_Zcb4+>
zKIH0{;7+mPk+X68axQx}S-}73DUj`V_!?(K&9+o>_L`UB)H&SxTlD5ct#{IvzxeMg
z&3no$-&Or%9QBW#9Q`k1vC^x4vj2(29{x7|hsI(Lf5iWK`QOI1_9h<vIyz{W+VaAa
zbw6t7Y=Y%K{Tm(@<^JTid3k5McJGH#@~y-a$wUiqpNi(4CZ?{XjOFM}<|jDfbyadA
zyZg&s$IUT=Lwc5cCER|zyHqXby1v+|HLvpC0sc#{;m|{O<Bu4^mF%7O{Lk_%4_c}4
zF_eGKE$JD1AOD*WCSmVXi+);QtsBeHn_rs!`eS-r)uE`tjKMc=3vk)DQPL@u1=;*%
z%Re7X9Nc#V-zV4ij}D$J@OZN&neyS5v4-q7Z_67ehpjc1qrd&p;Ph-IWWdnK=c#Hz
z_E{;Jirq|=!(|j}ZF`~PEZ-F|3lk1KzWc8#6xL`>%PdE<ZvL_Tkwd*SrHg)O8VobG
z$DAP*SXyE^H<x<oy;)e!IQ<g|=g`eZTl?DJyOm~^$$wyQcplMw=BgK;rtTm-?l=1N
z*S2+RDW1=4GLXvV^N&_$0bc+0Z||*QoYGkQcsr=$_RcR?M}{VDZ`axG*=a4lsh&{F
zVB4RsRhM_gaFwe`<sW(bk56@Y%47iNQ@kHKZ*jVeks<N27ZN#HA^0}(L}%OgOtJW(
zht)sbUECZ!rJU`wDdltOu5YBDU8pimY3U0I{ZChJ=)By(_&-SK>VG4lTlH*Db{<iF
z!L&UyCs8nCQzO3}`P;5IB9b_VZ*Pr4eV(f&t|s;$UR_B{IajS_kaqI|r-04Zk9Ysz
z^!C{|%t@4+@|PTH+o(ljCjQ~)gq0jN%qc0S+xA|$lwEzZy0VkX5`FW~0UiB^9i3UO
z{!2?ElWXhtg=_1@=}TE!Q0ihjlbACo!b{&8d>7^3@0MI%VwbQV)0JI3J3Wu#v>Eq<
zOwL>_FCRgU@c62KaG1H$GDLdPWU+H+UPiTa?d2li<Uy2@{=QlF)oT2%p1-+8rhn1Z
zp@Lt&ZnEyA{dgsPUJX#oNJ{VS(SgXm>2?YgUaZN9Nn-~qj5jJvs}*rreb@4cXgZ4&
zLKSdMzv7f!a1EKnjc+9v2K~y+E<U>~O$xntBsjIz<H>7F(V?f;2)&xW9f_J3WNCH(
zmF0)lBd;w1Y|S+`C;mEm^ONt<4FZXM+D&4f3T(~gD^E7Q9p`@rIA6}ie+D>uq5m1+
z{4w77zd69!o26bYOlH!r7r5#a&QGT?*E#-LKUZyGfEbndnT2xq-8;NL8{Fq<?bBgT
z_w%0ti_Vyja7m)ePS}iU<e!tK$Pz$27L>>URGLf#csdlRDln}=AJErf%%WdOQ0QOV
zK}tp+?1Pq&T5p&{zsE>{q;?MO=R*%;7_($Qm^(D$Ls)zkTzivW8y|;Wo-lM5jL^u=
zm43e|t!bn?SwVWPp$Wj@qMOjM`Q$v>)J}sq2r_Fuv#3zrAR?9NvSo~H<?zWIw{~Zb
z4N7uoOe^Cw>82RWn1^VVy+9Dlr+#}iB(`2U1az2Ga>NsQOilacZuWH%Ga`vZ9DrFc
zO-zS*=3bJokKh{*Rl0`nM0Ps?vv6gP%(Mm<2o>g~mS8OlhjQH_Lwf>~MALx*vx7M}
z5deVXnRZ7)6@DEltCe@7T`afqsx4E!Hvq|4<Mr8$Q<Yy>rFA}F)?%9}spR#_Nr>Jy
zAxeNsXb;2o`IGWA)Xg)SjJ+1t*+pngFx!^&FdHBFa<lucWk|SQb&kfeKw;3b8eP&)
z!ncH>BqTA}4sDI+igD81*u!Fzbc5bP2)gtdA2Zg++%N>sey$^xWTRw59Bhca1GSyi
zsN{<%L|GZPNiX2?E<<4k+iaKQr;>3SRq*a12@1#Q!30*|4TBhXRitTeE1@kKqk{D8
zb5F4QSZTGkQK>Qg=wYGN=J!J*H8d_^muHSHEnp5TF7lazbRW*r`D2yNAjOJzR2^kk
zO2{-BXsv>|b`8zL8o@B<z;S(m>*wdo+A~+byDE;nL<y{JpIgY4&+=Ywel<OxcDKa*
zRSJZfp`~T`-2@@aCx6SlZ&8eQ#o4_0dO<t7>X&Xkyb8d*gmh=i>|%SjlOql@Snu&W
z%h56n&5T>^RDAB~Gf+ELt72qo-?T&0@Wmd7vI--*2TJk)4CAdNG+erde>DssN?pFS
zR0k3Q##iFR*TQ?WH!PFESi;)nSeIZn$)KA4+$&kQnLuP8z7Ggd<4#(^H<4hSwD8@|
z{CSX$K}n1si6KnmN@(7mz^HF}F3sV*T$dyKURkWy_`;PW%Zqw7EbO9x(hJk7VmI>g
z0<17AzQNv6MI1k<@&t}=Yekdvftai8K)1F0oRUjgXKmji1-i(FA)cJsgn%r;m}HyD
z5HD3Zf%rNu_7mhmzlil5u{<A*K55vU=83h+=M-BVUM0n$&M>~>M(<|vwGF>m2Pb`<
zG^qn@;YhYFigCp_^R_8*vP|r`MTdrl`89mCvwjn5IA^|xxMsln7_t;!8+vN+80C(Z
z*xm_M&6184{#<C9PmbSJM$j*^eQUb(JZ}i8nlI8@g#x9&b#|0g>7+W2TjS$rT&v&=
zg><-%YYchVx)B|`gpmpTVM5uu)Qesvh%_0CTp<v%vI4D`C@@O{r|{|CZKil9dY!j*
zy=Vt}rbIm&D2wd}XXL@)3a{c&fIMXvL*es$xIwFc8RG1sl3t%=xz>%ivhEh+sPMNO
zljF)RpX;SexHdDZYaCpE0kf)0#Gf(|H_$IxuHXrpfU0gra@HqyIbw&3RLX1_tn80X
zX=?udx8ds1ggXPtq~Imkcr*%^$7lOKYEyG$5mx!qz`n<@ul9xA>MHzB0~D=M6VeO)
z9Qd}ird;GL-{V+iU@z=q?e~Dx7-LWShas*Bbah0UHU?M$xAD<!OT@?CXoSI6CMN91
z7ks**m(RwuIahx){{-5S)X(u)wK6a;-jat+zDj(xh<<7pM_k{P%zGGn!dNp}>VdP{
zt8KYxW!-A^$VS{y`LrnG#{dyM<s7W+mZ48LJ{bnNOmSPk?pEBRrR-Za?yaB-1%O<O
z^q5l9yS?V_8~NcI_CSdZ3PJbo*x0C*>!=sxbd8l4K~&sKtbfOPxrlai5HHE@kXb%7
zXdcaKOvJg=6PLA|JB17$Sc-$%V7<Q{4f>UZWr-%qnrg|%Fl`N?H;SgZ5t9*UWj+G`
zKAZ3FEazXdPTw&9YsEVwXiZ~vPxYo;)?alzhEhcBI&}-RcN5C+St@K`cIJN3D6e>L
zx8{4(lUWF6x{K<U`X03u`>(-ik+Xy6de}lVy86X&A`@lvGMoHV3x-4IWZ67$+j95*
zQrp_oqpsincoi*?d5|@HVE4G&w_rb+^YQC@29GDq^!7m&dwu)q3mV0By+bMOPE_Up
z$*(>*G$-%#?cgMmCy^3FH-qddI7&qZlNo?}p8tLl!h}TWu(`Y-jz2Nb&ul8$T5h%K
z$*K%a!>wy^Ob1PE`97rxTHvHo##T7ZxIfy|7-{VAZy#L!ab4%@%fCAPg8Os%uT78C
zoCx}}*?DOA<5#u*FPl%Se;IveMN)XazTXdj?%`LLmu~PPgUro$s)Xl{k=zdl7b<!a
z^lQxLxr}CktWdI>l$&+~T7WAt8l4E%emNXu>rW_CiytlS4}~D}=`YM`|J@g5)^?Su
zEWQ8ZZ;AWOrLj8+uG{2Yt#9qUEO-CszWV-Kl;Jk*+xIB9t2mhTQJlK-)}!23EW<4d
z^Zlcw87>9W#u|3`_Z8;H(XDpH<1fr+sDaFY1P=7Se2v`c-mDydcBKEd_oa6I*%N<Z
zL`ZdUbS`bPj6Bu&bNM7u{%ems`t)xZ6ZqZiIj%57ZGEK^h{mWn+2b~}*2cH6v7juZ
zzhbT-_U(9XEYpR>6U&EU@&BeT_GHJXm8qSr)BagR?XM2n_3aJ#?jCgh&wZ6)@sq-C
zxP#QX?9{5+Mp(tU?%!D;j{d+p+pnM7pyg1s=NDNom-x;!abx1H(1K#6?)UfO0&i^!
znD^lTR`OEso&M~7KZP>k|Db<)xr|xklKQj9sr=bl|MxpC$HL)Q@cevnyBVR>(z}2v
z4kwU^ILrH%_{8_<bSkOAQ{)&V2L8}YuQTV5Ya-@zp`rco){ynT>x&*MO&jB5u`?%*
zO?|tPs(!n?wp|_k|LCjUn9JU6wZ4KW#xMV$_TD?H$#iQU#y*1RAOcFUP$e`G0s?}K
zUJW4x2t{c^LO=qc3XYB_#ee|;2~7i}k{~6N&;}F`7<xhp1f_Qn1Oyc4i=K1d_noum
zobUbC_xtCp_2Zu`*7GEJviG&yeee6)SI^z}tN~MF%2>IaXNYFkfUQ6d$#45@3p4!3
z<xwLOamby#zXi4%@=@i19UgzBni%N+-l_hjy4n9&uS*G^zkf9f)U+ed^V#Q`p_r7V
z(}WcmNHnR6sRQ@KCNNp;kT&wbV8~cWfWPF{Fiq*VzYck!JneP;hwA6wBTo8HUEi6!
zi3Y&5XB>$B@@|2D*}CO-*1~5i^iNpz25L${El-x;<KMZ=v=ucgXWQSSD*nPl9`&dF
zrEzNi#l3&_rhm_G_C@@Uo^tlL|H_J{muIuZ3ekz({j0ZnKf~j%Tr(2=@@jS<T)UJv
zYO_ChoY~rrgC!O49q#(?C>Ql#q0h>|;oH!?|Im2&Z)3Q$=s&Fw#~{DRa}2flee-(;
zG(CgVmtFdc_M-qFTZfidAQ_OpV%=Svo;69G!gAldhmOPd{wgGnFaIgh{g-b3>fV2m
zycP&^3l>A+Ke(3tcK)8zUZ*UlSBx^s6Dx+xmUC+CSa0r{jSloOHI0J<{85W&is+kp
z#jH`_yI=m6wq*ZP+A=Ve_{HO2C$BwINsIrfSBZ~uz!hK8YabOFnAI^_l;wHYef|gE
zI<lRYwCnzQn_kpgtzI^`qNT(VVYMolH}~kwW?<X0V9zH>fm0=2)-{)gqMAs5rJ)b3
z|KHlo{~t^IJO9w;4I3K0#6{C<dDz6ewvIsOg7&L89m4CZU^?JlVG1JGzqcOj`@Rj3
zjLJO6aTV6poynDn{vR2PR`|rfD@Oj4^@&#O$$onU!!W4?Z+8K@szkr1KlJbE59;#;
z-zAGzbg?0ZJg&O8yyQHLza-nUjp0gp;UCz+kMdI0X9jwByH4bF^HQ3?=(z7i#6MD+
zbE&kytTFyF9R6k5^1T=HT;4xQm&a11aeGPx=-$+h!PQGo{(FZ-rGvOQ?B==|M^Y2z
z$_1w-me-lRjA+I{)dOQ1>EH>O-2ci+`&@NwPAxrAzR3NTW#y>Dx1RshAgb`+vlFNP
zyDHAl^BmS4z}@%Nl3@3lxk%&lD0A|W9wtgK=47W3ss_S8^?bFizvW1UzMe|WQ``ww
zpu!(~Z{PEZc#VG)5l1lpui^4Ws6ekNZrwyXT;qwn$Ys)@zqJ<Z`KP60d~R0<(Razp
zilKkIwt%t!Y0hWxW!r1WG<!3NR1vxfP((!JXqLTYZB>v(;ClS819R5+T@dRJz7L;x
z6UOuvS#A{F+^?taZ(A9JeH-#W6+nFUasJF($moZamm@o1QoSAe$`-F5YApv*@T;Bu
zFx*#h{V^f9)VR=Hh2UufS*3=Fv@4^dh>{ma*1sjpU2)nh3cs;|G++Qr^!l?aIdU$8
z3%>aeIu}Rbg!^$Dgz@BDn_=>_dx-;C+JjTWnRJ&Xw)y@1Zg?x`aRZurwCfgqsIxk~
zH=>Q7$jtG@kxyVkMJ5st=WL55=f&9%Xm#YzmK7kYZCrd;pb=XxHdcb->#_0c+)=2)
z(NiB{t02lzpnT1KBBro@aMoWhXCEO>WN}RocaO+hkeV@^<Gd{_nM**+f$yE_)t{+&
zH{%5!SF1sCa&*iHPj2Ztjpb=U%x=J}H!3@NA?<r9K&Q{dh$dIlN<*VXh^EsG|FjnF
zf}hhSHn^ZSClpA_RXSdJS;!^vXp7TFSD%94S&icQHu=Gw1i03&`^(B@g81B+i4J)@
zRCC*W8Mb7gg)o)xD=#RGU5E7IV7nzB=P8cTiOD#_49_4ODYmjrT6(o@;?TrMu6Gqj
z3wnHHJWZsKnoRg<(h^`yVi~pA-=(f5XBxMaNBUBcE(fuUl2`HZt!K`d(p*`ikOmD8
z5c$!E>_;Q{xY!rNp`fV3q4||BI`vNHg@F)F8$YYBGYTgHTAtqXav51Eqbb~Y>8n|=
zGh^Xd#bJMJ6+!ICMg#z+B$rQ3#8`)`6||mURqOURB^M*qBD}edwl&kiu%gh^j>e*9
z^-?EtC3jgT-49|f;9XRh=_S_EB{!bzv&_<(R(|FW093sry=YwJac4Gxz?anM)67~u
z)z&3DW;9KHT{Dt_LCJV}E<=JoV|BcsPizT?{WE$vcdV{&EozAip!6?%zHwaU{Wvtp
z4P!YN9G&rcpu@%M^)QXCF+)hk?f1xSxg6M)p>wCIAh2;Fg!}F-mhO?Ff&u_SUj4pf
zu(<nZNqUL6Aqy_GbeWkWQE^Q{j!6f?f<9E!4aZ*?O$PUYKsx6>)H*JuQxv+nG!}zZ
z^bt?OoMvx5r)yhGY4<7wayC1Cmguw)db#;qcs1%&gc<aStb1Tr`k^F`oo}l}c;?6%
z;+cTbCO`p`yyDCvx>rc{(LjMMhnSh3Fl_=AX{W2j?v<&)N{LsI>f|XCTf&#l`l)N3
z%<~LXC-oP{#`Y84rBU)*o!HAo{*FV2x&pRv6)P7;e4AO(@AM!Ek^TY?43>c6&GWP7
zf6?N8j^4lAtyH#jPPEI9)qV2@I$k$3MoID+%c563LaXYY3Txu|*NJ?FXlJnTtI8dZ
z@ZL>MThm9vJ%^xrU+}4|E@zyEg_#IbY_8p@1sT07tbb$#Tz$U!_eE!X;Hv0aHu-M5
z6GXpHF*~T#_0%7H1?daYY9?DslVHb)zBD~HL<+*`F>%p9k}ap4@-``0wN2HD+KP%>
zlhFSiKc$hJwrpai&ptMSo68_De*NJ8wKXKw1HMs>zMHFfWRR`Zi54zO*C!9$WWleP
z=*W7Fk{$Ysb#c5oKLXDentz^)x<V}EL@VM;oX#)(PD&}rDC?0qZc?PJs#El|?|nJq
zRY1Cl^D@VF2x9+LX)4$u=np;wf9CsB0g6ayW2@v`XvpK};dLj!Zyg8ZD0)u=TODmA
zGDVz8>uu`LMq`4oVt@W;=0)9XjWW!cvgd^4Nc8?V8yJt>*lNnoO%&9*)gutKbH&n3
zj%hNt;Lhx?dg*ops4qA$8Xa)L+PI$?pTkUcGUxcfeW&2%rUmZ$MMm>>uKW+D<C<ga
zk&$=G`bDaD$Q4$nr$3#Iw?p6Hvfd^&ny4uQMCwsU=X60xkrI)JR%QSL+qTX$^sE>d
zaoyzaI)!AX`$#}K()FT~8E+h#Mm=^^mYSB}YWugIjSdAbC3iq!j_|UcZWi=PJ|+1l
zY+}X`WE4dNj_0+XQcamio1!DSu|6FpWf&K&{`tA=;D^OMy?rC|qURmOl}f&Y=cK>z
z<w_iqzT25e*4)+VTx30cEbtszSlPp{7prp4ES5>VJ7w6OE?FrBB!@)e87e5Kn<ksd
zBnt@>k}vCni=AIUwz@bjLiza>AXqj5X`TNnolp?t3#&Sko5h+BeOlIO!MIN!%74m-
z3gP4P2u(UIb9m5m&r^k4jUlJ_JPr?D$bNkFWMjw?h1<^#UdaCS@Sqp;CnI28w`O^w
zarrjdQ=|4G$A?p5KDorTHk-I9=V0CNXb~_RJsK<svAC6nuZxkaG=nROoSK4Iekhq$
zQlyflsd=P$e2#ZsUK(#7XVSIIZr|r0-%!ZbUU0>gT7}d=N_f0R<5QN@bTZ9we9HAL
zkSPosWE23cj2?$iCE^SdA!&z9-UGaZG`fB{?)?2}f1am>TiKLxT=*BzHz@F1bHlcY
z0mc|EWU6b;Y7<}YRJK8}D41r7>zaO5ly$AS^HUc4p6S7^?>{jHdUSOCNUE7Ip~~nu
zT{pC+I;j1PQqn1}VZ@xO-Gzahc1>U_Jy4H@a0PC1$!K5Sqs5cfZvd5+&uTr&mShUl
z)H(heYXu&hM2E2ly;LFS;o9nUgA4Lu--V$rfn79Fkh6TX{x<>sTj~Dw#nj1bj5Kzc
zcPbq%*f=@2ATb8+H7=>GbG~bXxteub@1XE&TA>88J2avnv~yd(?hajIc2-mi@NGbL
zt6eV9L|t+~2Fp7;TV=H8`;#}S(b1b3Jx`PR+Mk$cl3&b?ySFO!RiJegFk#|S8s(T{
zQA{IbVmbaX{*H{h`Cx=rEi_rC^l8yk0g3P8dh+-WJ`@t);)1?slkq%wCA+8eC%Q4v
znUt|6UYk8%3Cu}*xNBtwlm+WAnogmVss}uDtock|e}~UC2Av%oom{EHoN$xfpjk3=
z(&SPXcMI>@NUs{K8?ZDJi|9@QE|C+oW?LMA_v{L;%VB!sdyzjxe!j{OyjnydzQW^5
z=-xN>D?7?!+aDo77b!2JE58d{T35n{<KZ~K>K>%P<#9O8H0$JyRl+=72;}m6IwA1w
zkss1}x9{ZlyD#!J3%|atcjOoKAD@2q-(8eXfX;KT<j>mDcTtZqi66yl+!W$y)_{Yb
zejo@W`o2tf{<t=CL0BZPw=OR9o^$$@---*ht6erZ?HGI=KgaR%DQRayq*(Di^Mftl
z-}K1FWl6wlmQ41jw__R36RLWG?Uqx{vn^*NtFT4Y{hhn@Zr{$R4Iaq*p*8JSKt_U7
z4~y+U$Z?p<H=T0473_c_gvnHWyd0tJ3WmEtqF>+eClS&*6ik$pbtpq(;jjkbcP}k}
z7_JGrj?u@|!la5VBq;W~)f)CwCsQOpJ7q!JjQk?+cBjLh1}j0KSGQf5E&X8X$*Ens
z+3ExDAM#RvH=Tzgk;u>O7B0U0;T0Y!4&UrmEX>Fs;?WLiTR-1Q%<ja<y0yNy-p{5!
z{{gc%|5l!VeG$jKc8@Wr(mN6$(hagTY4A)PoEXfej$hTf^uw{lY5l?X((z((iHjUY
zOiJVYKxlhY(AUGGSazBe^g1I=={XRKA6xPVtrmIUYHkWn|IjZ{rZu?I)@f-&jDLIR
zfXZcrY>EC|3_NHb`-fl^UzR^00?XJS2RK~b$qrF4r<i;E_E58S)!G&P0tD0L=QIYT
zf@L4!0iF#BR)zbk9aYLbfBfrrw{s@d$kL9rW@p#-&K*PfT)V*R#|J@N8%ryZ6IXlt
zb#nmmJI(5Y!K`)4>{k-?=>wm!@8;S!Curlv4(YNiME9`4Gw4Ah6LoGPeAP(%?BB#2
z<h+2qlBal%T*qdLcJ98*khG8)tqp?*Hil%Xs7JnH+3UjC#Vb)#U`UV7qP-4C1RSq+
zVm$tD$oeOr{nuXQ?+*RX7as*VA&@$GbIFL^PQV?r&m@q@TI-~HpqrYsgjGeyKA`#a
zZU5jU)R<fvCe+|EfU*bv;|Hw{(VvSY+=B{uc><r85O~|rqwufy-?=WAiNd^$+GZe9
zDsp<-lh}nvhF|Wv+=~1GNyByd?%-)g8bwLa$dI0oa8a|coW%;YkzS0>wAyrm5pA&3
z)g`_<$PHne&@Us4L7=DO<R-EBwY|507;IB0b9ixchz>P>M^-%Nzn<K-2qf7r^X5sK
z=OhrSn3tE==M0y+)cg(3s{9BNrzNDuxsm19P-Xo$9L;pSbv&H$o7?JxCcw^K&E}^?
z597ap!6*9OmNa9*28P_uOVsed`Mn-LP(uGwyST6(6Z&<3?(NIH6<?wWCE!t-t%14j
zBM7Do<G^E;{phOLbV88+zxFBrWCORMd_Tluyg{$%i!eCY9$nR9Su`PeK7QM6(j)BI
zyj9)oDT>625@#}Qs?kD4e3^G*v+Ltt_K)Z}S>`<Jzy9;Uu+lkdeuj2lngTDluDzOJ
z?L6!u&}^zksrbAC_lfYYBehm=1rfL7drE)257LKRxoY9?%pmfq5VgV<?_?r-|MW#t
zu8{Xl`#va-fWhc8`ot&oGm_Y9l^|#`{=w{zw;k(oT1yAdBQ_ER&{mphz7aZd*be)5
z)tv#6iC0o`6sXRKT40{<MDmxreito1lTJ3>D_YG1CtgPUc3A7Xg!qT8k)_v1>6R~%
zURFnX>5B-*z0ECZwgFxsjfn=&fIG<#vc6lG2(86meDA|C&<(JgQwq3kHs84W9l3_x
zI2PCv_sOV2CAZ(cucyJqxrAjtm}m3~D;(Yyo5dqFx~cs8zfNQRjQYQ}m(xm9ocEsP
zt$|GY8zyFAPn79gL^OL<;dps&0Oz1?3?|t{!Ch6?VRit0FT)P9&Byo=;!MiCOZzx=
zsccb+EQrgQ_cD#;raYDoYSZPKB;!)nCQZ&0J^o3#*jCH9nVu+zMJ+oE$4dO|w+3(*
z?l|vW;LQ{NC1p{YspPu@hH|;^5<9kq?O>Xh-}54jHi*|!M9^ruv<LV@5kJ==m<ZP%
z6{m|9Xv<Ww^E<|Nzz$<|y=DHaKll_#&)j$;%%teB?EZ3I>XV|D2E8p@+E#Z~f9r=s
zB`kfqN^`qj>YORMxq=tPw4NFMDgfvTepv&%T?GS-^Pp7S(|&wPGIwi!-@p$;5T<G6
z<*&zZRYKb+B#OOkdWbIcT_&|XUS1b-hWGr4wz~RndwFDe7C(}OC)V8Am40)JrrPBw
zIcHyG>mUe)=IUrP8Ts4)KKlOIQm*JSV|{(|NhI8*+Zf7Bs|=O~R{%m>jl6<}>mJ~#
zXiYSlG2iqiKfeH~F%D^tKC2@69STBHLS;yWLb+g31Wv^QtYoDjstCH`75>$*=5L{2
z|8B;)5F~L<qM7cZ7EqLi|Bw_Z1hZa_YkS-N`kVRwzVE;2agy`=rC>rDt)2xo1B*xl
zI}?G1D14PfM;JP{Jh`@o6wIyLK5`M<0u%7|v$2B$#gYL;KCQv;0$1t)ms<%Dmr*cp
zdQLe-j+^@YW+7R817DqX&v@ec(lLt#&D3&>$Lp)w;p?B&JyK~)jh}49_bC0)HHED`
zFR1N7s&zRd8yq~Fi2WVoI%#BQ*r*^fo_}n4qcnf!F8v2~_V)aE!_n?9=DnQWG5rIN
z2?WOv2?bbLLa+~}QzKpBv}~)+zf1K0y@m9_X*Qm{o4i>&ZvGc~8mW(0R)Yp4ajfyF
zwLO(TzS>Uy{rWKr<_s5h=5xDYb)9SYw*yazzyo<881F#uz#Ew5RP$FvYov%+yjt8<
z&W}9fD}4TCenB#Y;xqPGp88&9K=8X>r6aU`abT!xL7BsX0*M^2ZAzKHQykw<k*4T`
zf7<Ky1C?jWkl_~inX(&Te{vzL;Ch4j+iAl16uIR}nfd(u%RE9df&SxD^RdfsoZ|Zb
zkud_=mTG3j;VoC&a61HG8#{;J$l)uA2ke~d;rR@eOgm2Rj7L#?Nd^=RsgZ1nMqtD6
zTh9gSzPqqvQuA}y?o?O>R`uU7Guszhz%wq|^>UXwpZ(<72t;yAR`9onp(ayHEpHD{
ze?+V|w`yPk<(2*+xOWIedCL-q?B{O0eDGhH0zYf@-eb@OUSHCWKLb#uD`GA8>cPwP
z=UdXJ_;|01Ps5|ZXOBqVw*1FUf4}!%y&NpE=T5wy%fw9EuV^J^fAar^!t=_AyLM7t
zJLZBn4%l}y3@xih7Us`%N1P*VHuuv--m%BBri6=y1QZZu8qVdu_w$HwCbUQ2DXt?l
za`FCNosk|Cp>POTcXDJjInnG~2DyVi3YCvmkba<5@7pf7#v`38pr;YCJDL~rEGwGX
z)9lq(Hy7>UwGs@0>5e<3d+X;D$*-XF&@h=gWkwhg5!COR`3@AKUH+Nta<?$gWlN>Z
zKM_hiVIu3(WRtac&wM}bb7?!FkaLj>^lH@2*1JlJDt~_(B)MFNy<9U;^h8<w^prj0
zIj$IEXk0!U8yok?u<>I<2>Lk@)$)N;G3GY;(o9v?eo6Jc3X`I1$r&rxJthC%`grKO
zxI{#U;NzO1DfwbnNF=6r?B={c1U1*cWfQDNhJ@qSy5Pczg}GUuOpe&3LCY@<#?Mr>
zKl%>S`Ky}D<PP^-3rIKgrmYr-6S|^-hihr&K@%cH^ls9=q!6en*GD|Col&w-F*!hW
znh1&Bl5oYWh>d%=%4nZtUNO;M-$9A_k1S_WFsT|JDw+m!Q#-;$zr83P4sLpw(}jp}
zFDUR9rggf)XVhS+VGl^0w9<l}2;YrmxE<8GR`38I(2?M3_GseK!g>9I*_~?9ScV&V
zU$#MhjY~3o=uD>;6=Ey97UXv3XkL#$M<sr$Y#swEobyMS7*a*>kNN$RFQr_1&*S-t
zENZKozp>z7ZPmx=Z1>AAYY0j-cbd#GA`?w}U`%pDXnNA=tHD#+A6CE9@yr^Q2ha;S
z{qY0~L*QyT#!)gS{?|MR#Gf|^@p2se&uH9pXgHdbYqq#tH)Xur)~fA0$K6hfn1~#=
zBo_?YcP)jusF;Ko<t5TT-NgXBNhG-b@9$TzBx>tja_TfCT8gy}hAc8ZH4f+~DoNuE
zZ91GQlvb+_cXlpo4p<%Yq8CIMDD)U+>1OrkIp-e7zdY>{^=eVKt^+6-b>y(di&{Yo
z55r`I4S-&bMu!gI=fvsE-Fusngp_LYIlv-BN?3BLZ5>X@tkX0y+Da7&@jWFWCBtR*
z6P$U2>YMEHsx#UCPVZs!=Rr}2z>q2lW-4U)emAN9q;RA`hf46y<_vY2ajcpR(GksH
z1mX(-9?57mTj`01VO!Ycd5fs*VV$T({7FYQK|>@VLp)BJQgn~y3V&hb99GJ56fe5T
z31%lp){YmHt-mIUxcY~JowEI1^A&gX?$jcGwY^5!P|=tzqe*<?b@1N*sd3AKlhD6h
zbNf=@-lpP)!0N?l9FDGCS4V$`ttxU>%9(wg(d9IC?2U(R#2j(c<AxWrc}I6zwpM<E
zGv!{@X~(Nw?!*g+aWL*c9!tgxL+gBlUmh+Fdv9h-G9b356)>9Ra<WB?rEf0)FeSu0
z3q$URmQ@;^6L+$RruTf-yBv5eD!JlR3@HgKw8(`@2aQuQR@0(;H@LZmj!~zar*IV4
z%`|L|WY;&dEU#!)Pc^TdiyILv-!f##`yI2nOf)}1!n9M58Z$|XueA0}g^VBg?fs$B
zw_vAlV~%A}?%eD__~~{diDZi<PsE#tyK`a{R{&ej-Y<QIj%X&v&#7Rmdl+jwyjZT$
z?Ii;F=B#i`eDW8+cHe6K9$jxGKh26cO1^7ad4Z2`gfA2~6Pb*%nSbf0b?%0l->`p0
zd3WQWqHmt*D~t}1^i^7{1f>&t9jRe6q($aQ+C{&I6>3wX1whV8yq~G_54$f+^p*EA
zQicev_?y3tM7?kZc=7FC{S(6PnQu0?)Gj<Ou5PQ7{$<FEqC#5u(qGOBl=Biiv3uZv
za+XJclb3FfM4}XYksLL04s9f8DCn%~koDFL060;BLRtoI!ge3~nZQikYGn~)x1BI<
z*bcjGy{i=q%9~7z$jh7|6Ci*A>#jRURZnziFmv*SdJTsWiih7zI{*cQ9QS2Wu(hbT
zr{54MQk5aP37^9+Byd15$H)Nv?g-T$<LXbK<#vOWN%@`Hph-l~>VuH}n>YJq?8_5z
zd4Xb5%2v@U{ug8R(Kke>FnDk`#}=kSd0$)Y7Lr<Q(krbhg1y6EFLvd))K41-Tp`L!
z@<og9o@&3yJB;<?VEG(kL1Yg|;em6qI<!b<Y3alMBqQHU<CNELd`qule|u{bv|R`F
zNEoSw=R>_Y_DkNJ(~N4UZN6Q)E};%PC$0JgH3ex5w2tzOtfDLhB_eO|_*=P9ku)L-
z2UUd>js`)h7FSSl>{QjqYkLna;fCSmNuWadhOLW852K8gs*Z25BoA@2W62F+tC#hA
zLWY%xm8)3&eSP`sOYXg9m9f*UHL<Y?T>_~etXDoKAQSuaJLl}$;HDBapX;}zLnuYE
z3yS9Au;yX(38=&)@bJ3P{<hawsZaX#bqBWaMe@Y`<CFs_#X1WBEhv#t6qKz;7ETz5
zXNZ96H$j5-LuiZ_o*$_}=<5;3eXJExMmn!6y9!8eq9-O?@i5Zz&%W6TFjOM;j9^`A
zSK?18r;LdQiFa%zH%hJYe5<`SC#Z~IXhesJ^9I6RTz_`%)!1WoNNd;O+~a3YGr2Mr
z_)S`Arn8MBCI7yK<ITDgy@d&>U3YB55>o<X(l<tX*LPRoI54R9T9B6%4csG`mK$QU
zQaW0p|G6z#^$BZp*X6d?^njFIa989D7AYxk8@@W0`r+XJIA_O0^g*et=Yr^qOBMkl
zA=L?^yH|)#RYVhjmI)rO8o1p#Gw!e3zHP4Hd0eZjA{%k1(4}=gXZ!Z3o1oB_uUCdb
zqUH9^5X+qAW^Eq}cu5A6xT7(zfu|CG_c(B>tlb%=!cj?an49fQe($E+;AYw>R5Wv2
z7YjngvB<y8%Api4CN39|y<84v_p#=a?b!n>C7Lr&{iVP9hko4q5z`SQK1~OK6(<!j
zj!-beDrjD{Ph*Ing33?Fkp>>E7>ylQ^9E0~ZAhrp!>b=-do)89JUo$JO`_>NDn^h8
z7<fRH`nGw(ZwZT^;4s}DoHwrPhSB}V;rA@d^7YXi$j2<+XwcTdUn2E#6hGv13~CDq
zajzSAu_IB7c#u(|FC_f-MFU_sEv*_Jwmws!8F#Y`YHV{Qx_`O(Mcb<D<*IYw#Zq70
z`!)+SNHC39RVPquYmi+GUePBNp+3*mWY!%I$-W}oYYd#r(h&lmH44eh&!uVhEye|t
zD~z{aY)c7)T4g|C#jQhMKl&9q`L}wMl=L7g`kG9e{grezQT5G>TjsUl+K$)rIceR9
zsVe%TZV(Oqtw2<Vh(Wa(ex+Z@imidB+^ga1UVMB~<x4bsbNILnQV`R&HQ}~6xE>Uk
zNIyDiqi_^I%hHYz5XAAQva?^?+BO$q=j){v;6<{l*pBD3PWs1gqxC%3A<bm23fk#Y
z>TX<atL4X~af;m+Wd8}MRDJ^iEr6Kl3n5F$*##E|)X`m7DCt#0<JFdgB-aaPFlz&M
z`y+1HA@yvpZsn~DPZammKUep<Qf9a0ddanhvMJixpdVZIxt6<;q=b37lwjhj6@~8W
zXA0CDx3TE{EeUTren(jz#GSt_I1^M?Tf(0EV(>Ix;t4@>y+mhC_sI3ipsdR1uuqG7
zC;#M!`7RIWl1M&qB?XA-%edb9cPt3F7tV;1P2I6yx^XnZah8C2F_W$i;wvbZxs~K2
z)=uaFI;+rwC~1K6a#piLPgU>MTwvK5T06Iw&v}%N&^lihF?v|NRn@h^WAKX8s*(oM
zwB?&ckF9c8!w?Wd6WulE*w2cP#`BhDY+@_3CJh(1et8uVJrshj5T^;BSTkr1O(N!d
zaI;&KARTUMhqPPXyncbm-WS%78&4gmP7yP+RWB)dEXi1F?@wB?IpaQdY08v9h;Xf@
zC<m`QL~zJGZ2qQ?cL%D1K5=qSMG(&_9-WyzN8q@2E6$C3-fXdZ>T&XgG2`^Qp`k2~
z3ztjJbm<k_adJ(5I5MO!BEKU)zH0w*x+e0c>4w_pn@?7Fq?@F*#l0eBv_l6gVRn!K
z0Lh0$ob%3im!C2Z0emuAbfsTDymv^su!PyW;3bS4jvu(z&5$vkDBaF9(V<yZ-HmIJ
zQz$}54ZFF?ck5jVxdq`eUBLPhGLzE`ZnopXWY(nz+o4KTzo*;V+SYcJy>X2*r8eo*
zr>9m^qL6#m!J%fp&CY4rWx?ewW*1pX5t^2!RUw~`c6#N$45n3>_%b6^7}TmWQL^-p
zgosZ;HTSRI7PMvzr9Ed?a3Y(gad`6=PES!Lx{Q)yjmK4bmx`3npN8u@mc%nxu3ba*
z`DeR4`rXnHvReRGSXHol*4NipBJO~XmnTNN<6z+EkA@$hJJp^$;$wt)@~zi5yDi^2
zzh;4rv2{Sh4^<1+Be=S$g(>v#RSOF@rD=3InYC*AJwuEoWh^v9_{x9z6XuQq`{}v@
zNUMAABMC8U_3!#AMcolr)}{H$^=2-!w~ZX(=LwkDY=3*e*%Qrg%DzTyt_E{dDKU&S
zGuvX&HI2|bcLmAiq63CThK5re7W5g9Qm)D}4|ctFwzbt%i7_KX8?mFO?UasA0k-6Z
zMm8ty%yGJN$L-OCHEBY$5f615Z%UsyoKWq8X?1RnIlgkwUUT#>USEG2F_RZEUsZqR
z5HK=K^l0S}_cWayl0f6s;o$-is>sfOP1|am4m8(05_I7zV?U-g6f!i1clm?QoSf3b
z|Gw1@F+!@>C$FYI|72vdZ#u``L|B|2Ia+DVTk?iX{^Em<%4srqR)nwYvAy_SN{J2Y
zVbJ2l*>5tpE9V>dmT%(dR@rtJy&}o@B5YY(eI_%*CS9Hgc3mF6U2j$pocG?MU~baJ
zl5U<5_pweO5?ov}@Q^MfkZw8Tqq&is)`5tT&M$CR$1J$AAqx;!z<wofUJd6tz!_a|
zF@4rMvLGQRn>o9T%|KDcE)fk%*(RkhIPz${gA3d(B*!!0)olt!q-=0;-c9VNWJK#~
zA!}gRJG-<CUCq9TOFKB#847eI;L((gvm)<<JD6Sazrz<0w;rV4HIU6uK?}`JMMyKm
zaz$6}PW_g?NO5Z23?xohu0+VOgp}AL15XaP#r;ez>|f{{V#w+~{Ib7H+~Bd1695P?
zqM+1(OV;eIl(Je0iBtSW!XPX|h-OR>5+?tA^!{K}yLmSVPOT%67>%vV%cj{57^oW1
z4h{em8Q|Hy1IV0t{utzAgoyL%=V9#ix7Z6cJt9JZ6F{w6j1RvA&FW3>ePdm(QB!z<
zqkBRHnmYWg{GP+v%=<n4QD=}93sy>&?fQ+$<ysW5>cp8WimHzEl!4~Hm*8iY?Ex*$
z%Flsa{tFbvyi~AcYKPIcJAWqx{2Q$IJP8AMs>%I!LbNo|r2sjEyN-9%mo72sWxZ|j
z$Vc6FS*1{6<CY()Rnjc1>P9&HdR|ic7qvt2o`S{`&Dr-)S^0z?Z|CZhXQ|M@f%DEg
z=+LPZB~L?}IH@%;I=GB~pWmiwc@RZK;(G6@R$L-w7D2|Zctog)tb|MR4#ks)W3GSl
z@L4V&%uoJ_qDb)YLU_6BQ{rPum2Qf*pB?R+cn1!B{G}kUy8(t>ZFUH#(i%mf*@+pE
zW3F<=KQBY%%mHPP-sLbxY{J)@{JDO(&UR0V|MR|J(cpSJC68ph58hMr{7PF;){D``
z8G!~JdYE*()|FR&JJ;W(o?!euLWf{RDV0D_tMn(XJ5ipvI!&zmRGKXuQA94Pn&X(`
znCafW*)>V1F=3qA(Vw#7yRN;F@7nyN`nVioqmnpw$VT$GUL-zbyh=n*<N`UTtobSq
zo~;r>ANGF1DqD~Jf)<p;vMlOYBdC>$hpTP^q(P*_RWJgE$^I;Xu{eL;+fn`%{Qe!#
zl&epzt7S@bVeWC${$l4TV}=j}5+?0YCg_4pYc4;9L~G5<4<DC9j5*-2jLPxK`NqIj
zyU_CnkWx4xM1Q5?&0XG%qPCBg_?a`J^Iz}G&=`>SzM-v}TEAjpe(+_kf9rGa=`aQ*
z+ci|x(U#rg<UN$XJ_Sr<pI-dAq7Frjk{QV4PTT|}u*zFPZ90J5b>1ngQg0K8|2lF-
zhyM9kn|yf(xP+P=>ElCPpG-Z50v66XaHm{N<EQa}?Gw9bgZ5zm0@e~s46ZXn;TonH
zWZNoYg#||gT-Di6w>k`Z%b|IIGGw#4l8RJGNgB@VC8;1O5Yz#uOC|CrJXO6~N*;gw
z)2Smu-zUZcpTdEp?AW+>yZpmdZQHP@p%_WVCtcq;uP6Y|Ls!w7m!UL}*cl<uKe=du
zcYNn}>jt23l{>_8-y1i#&K3oE(e2f=D0HEFrkJ3bN);Eif<@hs0jat^KjK4Cpg4WD
z$4vp#IZd4c=)bI0uI+PjUveC^W%rfK*N$MhpA6Eqr_}7L&mU0Z9?Dbn@tdQUO)8hW
zs-Q}st=8FROxbpp6a~Rah_$}&bKCZA?MW6>Yv5k<JiCvv0!Lp-Noi_2kraB(*>_gU
zCSq<BgEmAG<EYy<K`Bq(#n%hv_d?BS0wXgwLZXxiWF94SqKHi!cA+Zwc!2bSFH1>w
z&Txe9W@!HV+IviSfE@f|{)2l8IuWV7O{}$70<V3mqf?gSdA&fW`(6jA^%2A<rGD)d
z{d@5GbMzstp5Vj`FXZ$ed{WExwj-0!e!KF7aPf=}&GgTzj#KQxC%B2S+A9WJm7R{)
z&b?e4<JYwbR&f;-&RM5w+vCv>BA4J@u;?N7d=K(hLLr&RjmdmB!aIT55vCv`9$?dN
zRI($befiTcC7HwVm3shk6G*K@F~aY}uWF0iZ<~<Tccqpeq+G<&GFQvJ{cD8*Szx6^
z;~wbYXXl22-S!w^Z!bAbKQb-E9?w|Cn`xxuHpVVHDp}pPFheXS_S(E|k`zhRqdLEn
zcoYO_i>Dhd`A1*B&%oes&d!^Xee>3%Hj8TW@a_N#<)ev?aJ=>v@eMSNhV@a3InWs8
zTPWv5v$$&nm8mRHf?Pha7;@?Ehq&L44KrOm6FkL?iHfo@xk`PDS0qIK;PWn5(eQdz
zGvFXiLmtsrIwO2~9aSt6`kHO$rg*7e*Pl&Uv>hrEGB7uD9#EZ(Z;`=<@p{`7B}*1F
zufmWWc^i6Wu;*{4sR0(sIY87Oe6ognEeN?pz?|&_v42SUqWp@LasTam=Cqv?BPR}~
z<as|>j&o7*N;V!^F5}9OQ-@n6Qt7CB@$8nkrf;LBf66;}%t1j7UAWW3qU>^NBul$L
z0?>5_dlp}C|0Ej(k$Apf33RTdkW*fI`hWF@(=W!yNQ_h{AqNCqh=4!%O6f$JnPk(4
zMQN(oq@7LHfp!)AkQ{%H!LaF$m(^&@EqJL^W@Upht4G^Q4^?jB3pFBc9F<AV)baC&
z`hVO_=gH0@G4G{F>%{r&+S+tXp--fsM6x+)+RW2<)m|naPKcHVZ1ZIxEsWuUh@kS}
z<I8RO7c!z6<)!m`tHd5E*y6v&wdC$SRa)&On9H>Nf++7R$w|%`d>XH{2KR4TE4oaM
zEP7a=P;g~~%&I>`%>4Pd3&R&yUO??lV)V)`y<}=dq(T|h*t_40FD7QRZ#|Mxo@1dz
zXJ~ENhqS60vg~*((}~ty(-z?5lTd}E$$d6nef==~jI;;=q;jy8_jpSWKCiDRQt>@t
zgYv2Mrl0kBlGX$bS?(v75j(|o|BQ*yS5K06%`w!5*$jLJEHGzPavAWIplMwSK`q?)
zecK8%E3PA=CcnZfLj1`M-#_@SU0*S@X93J$cI0O0Rz2G~e{1KrqL9uF_OMeQ^Pm}5
zimtVDu}Wyr<Ze(UZ$$cNG*FI8)3UI!nn(Kg%M#$hu1{t^9rG3m4UN8>+S#+HT>F`~
zql2JK=jT`UG!HPf{h1Cu3AN&C_M6KFwu7Xh#}9IP%cpubXUBp<L8~p*G7%+7Gr6a)
z4*BS76U*3S-*uLymy}@wsAkCC5bM$;B9+?a@i6Qe_C#)wk&BC9pWW;n;0)Nrm+}Xn
zaZtJ*i5>(IF1=*bc(>Ey^`8;<|LwnH8RCiVcs!3NN6pcEr0i%ZZ)JqCU8+N#!55<H
z@O?KY5umW5$W%kSnZ)zt_P7vU-`SoU2*KOsWqs(<oo9rSH~Y=!=JDzISj>VwzB<?S
zZa%T9vDN)mk8%x6Ny-g|a@m=GLO4Antdk_!hlbp%>T<keaRT*rcGAPO1?V(gbum7n
z<3y5A_9>6v!}jebG#W%;y=F4OosmMVJfep5qmp_*AC^cz3D|w;Yq6P{aI<9FkmE%w
zn)|@bNDe3!XsLy?U@Z)9^Pxpl-!E2QV?8e`M=Dwlsi2JMbVHJ-b!6!%BQz_Xw$S2;
zJhI1d&L^ac;P;xN%n`N$_ZjAJFwURRRqefjsLeF_PAYl{hKPbW(l*)tGp}sZ?CYa0
zt=u^pqW)XPk+Wx#UMbcV9sB)y>F~Ftn)yg6LZ<cbcuts7uP^BIyVq~w1k{w}>b%Oi
zNBchJKfLscx6feGAOxZr?i?HWC$(HoPl%H09RT|m#gy8znv2a_P(jcP3s_ls-zEa0
zZ;)tiWpW$4AfpI4jY*bsy~n;#Uz)WkhF?`@j=tTOxmipJDKf}t+H5(US;8_M1QZZl
zlTBop>2+=L8Vx#Yt-*ecO`d%_fQQKqx^_Kg;x@B6r?NXOsRNRwL+p24H=5QLHi0mJ
zBKobTsu!Y)!+1@{tnlE+ITgN<${`8hJ6@93sN&?d68|aQOv#$SoR^CFq&Yzn92x!P
z*TUcmCE$sLS$;=^ho`kWx~h7%%C%-&=lDtba9F&2lW1IDp@%pI0fUIkfP^1P2WS0U
zbwNbvDr<JTC{;Wp8EIyAK#twvW_V*C_IHnxN**6@*Aa9kAO@>A>3~a&0EU9X0TT~)
z6!;ElmYO0T?2PS{%n(!tBGw_Z5>VLjrbF(G*!5=J6l(ih+)il4TQ^6}{ckE+_g4gB
zgoK|p?wNV0ZDq#KZaQO88NWFui3zzhv6bQE<Y}2Nr10gZ=nwowcXqTsAvpc?x)J2-
z7Qf2qgWr<113qtm1OrB;Dpj-y!UymE@@JLpxrv}<&-3fwS_&*}n<cB3d=oPP;7x8)
zJHVGOja^JgybMCYCJtvkFz<)gR_Vr@dUU7lgby}B?PT9gS}II3Tw+{10pVXVmNplX
zxxg5&Mpz;t4SK^NrQ#^DZSy`YG0ODCyzR#z@Whggy}mGUk(pC{b6Bx}K%;lzg_4VS
zOGnU}$*i!i@cp51oQ=J+n&>VlFCgII%+)4$kmc8F8jvu8j#s#9I36v|Uu#rhK7R*x
ztH*v`JY9Z#AmSXQU-h!AQHVkAxuCJV(h9PB4-{keE(v>**U@13^1z{dMv8Vrmn2Z5
zDU6z~56|C{mPTDYaHu?6v8=<f5Zs;i0#UXk!I^iuV{alEq&gp<GfOuC%qUJyB7Nw3
z!FdJo$?1l^?-a-27cULjzD0;<VTEKr#B@D6x$oMmX%?D^PKGZ;sfcvAZno|}W>Ole
zzj6X%tvI1=5JT9kaZ^7wxCgRy$avI$7}l#j9K}>rNn3d%J9m;hx(jV^RUI3Q$=fI1
z>|acShou}E71sH)diX^6+Yx#?)OxNW+Bm%kS!#Q8A`c4{%pkXlM5M<P!U$sgj(LX%
z4``ew3};=~IfxWMkjWpTPNd+~@Auo8Ol-Y6GuR=+FlH^MV*;JFf%@dZ$M0o?3KLFQ
zO^-oDBv^5r_+TY$ZLBd|)97K;oul-1&0?1cxHcgX0@o2ze*(Ou#wQ!_SjQ<&M*OSV
z6!66Mx|}v+Y&$lZW_j)zfR^Gj%uaWKf5{%@9<hUpV|KKIpGJQP9jW67P{RO04RHLe
z+k8TTG!rVZR|D)r;w<F%YH90u`XMAOvZvrxAdPoqt^34~YP>Jei)iHNNg|<`5zP2^
zT+KSUP_y=?;U?=iJ0s^0??gJ|nMn7%n?|D4z7U**ZSk%wYeO)Ivlv<<wD872`ZuSr
z)0CMv650Kfx2<1p?Gfh0Bt|y>Qo~uYyW0u_TNXaZUbr}Ax8Qthdq^s|q~WECXnTS3
zU1!DdAaA%1y^%UncRc6=$pRu2{_3A-ocVaAROwm%0K3Icc5}OKph7KQh;=I^)xKm%
z7jFWfta7`K09G3(1hUj5PwP$7hJy+>OgoMl1vt1vTkTqPO@KldDb3VMy52?ClQ;O|
z1`lYDw8G2GZd2JRMNy60E=n1$+xIR>Wi1Cy<Q#=Y+go7O6D3VM(|W}3Te>LGMV)+o
zJ?YM!Z&TaF=@1mg^>7n3-B;fFD&&h?Z|H((Z9f!NAaN_diXG6aFYl3NyiyhPm_oVh
zTGFHbsMGQR3^~oE7ij?y#!q9Uq|9qokD3h$GcU`FC!&Z4+GeC4DH#rzH{~rpWjF?_
zJUpNBGzskt-*(yVbj4n*|E>Nt->-gaV`UN5F&02Z{IGw4pJ~|&A)_cLH%G<Jq?*)=
z6fj5NqFlLmUM-Ktl7r1ejLPY5i#c!Sz3;NDYgEN9qnzSnzr$1}l!>giy=mr^U<O<C
z)w9>3iW2n-U5|3xK8_6~Hw?LAh&|%w5}K&>Pt<;R2KGX->EfNkgS=h!Nx4jN)`!lY
z|7;(7Vk|c@_`tfvI}udt1^#T8Qgd8LJ2aJA-bosqggDbR9yRjl*a>3EIk0K^aAe_z
zzGy7ILK&pfYgcZF?cjB%As~a0ZHqStMaV6`oLC8xBXsWSK`8D;$rF)9*p8w!yEo$~
z)zC|uQ<C(BwvaOw!3UCjoKnlmF)Efr$YV*-r6S64o+**PLc>9j%856HnR8YmxBA3j
zG3c}$Cn&T!BCOZTfj3Jyo~N~^MXJ44kM=(8Qyw<XD!t}gI;*c|VYcsXe>ph=vJjM>
zKThR1WL}~TpabnyE6Q%dJQ1AdWD9`)=@Hd6y5u7I`0As5$DGe~eR1xE*|43);ErCz
z%0Zt3qgMsVC6~srm6p`unt0xP-YAo+6i=S3+lwPIk)t_3efZUIZV-<l^{c0<=Q*(^
zW3v_ZHurYc56n3XQxqpExL$}MJw;g~(=`glzDgu)LSRaJ;_%ZwrZ=6mic8yY@v!|D
z;O(->x~7?6t;HT{x>72nlgG(*F~0W67^+XgjDzft!L`Mw*bFMlnYmdUA#KZrzNJ((
zgO#327wz3_Jju0wyKfwKa&B(op{R@uCbk)<ixvLq$?TsM$|uq}5Q5rul#`n8aGCSR
zS9}u$w-y;X=Q)#`F0Hu%)b{Eh%pcC)Z}p1Yqt*UsZnOZVV2G%JV?qob&NMt#aNpBe
z4J1(5)n3$epHyqF&ED8~3y&9=geQ^}@%X$jy~ABOVWOk#^@5PXK4cza6t04PZJF}h
zroK~4Z4Ky5;-#(=i(odoM@t})mdDlro3=CL=S?o#QZL4}O2##`#@J1;%xYfReuN7$
zVZO;+aGpxK*<dEE5P4ntN^x84VtBZOV49EAH5;lDu)l)*7_npl!M-^@^_l^e?0X{H
zD2=*4zzuLe#mhKjKAP7DgwP_R%le!&qx9U&ZYHfa*oGKR88-7gmGws0jO1#|1D{{c
zyPPp9w^H<s@AK})MV~y?)ag{oUen|CW~9Xb!8iFrSwCw4d7MrtW{$S{S6uH0`lhAX
z*Saq2y{il=ezSk1c|K&1?Sj5a(c%s#&%p<g;D0&+u0<JwsYO1T_l5{d#WjFiQb6}f
z!^R~Q293Mw*N9{QIFCX>8$&$Y4hsV)v30T#HRW?L2q<pP>7nVgf?jd+#3l<s+cW9H
zWXf$%Y*^Lc`~=JNmp^NBuLJ{m;2M4Xlh2)0U#cRv7sQr96<=xLuot#XRqAFcq=1&g
z&O83^$)}F{8#xVqoRLO#iikvO8m*<@#`JHVmF#kv|J4EM-gk?Wx2r&Gv@*MPRQFVN
zheS<$4KzML?KJ;rX~C)eDi2=g`<dcmV>?(}Lu<1np)>svN;dPY=O=4=4a|IU>uqFh
z3j^Fgy85=9GIWc@Hgn%`Myl?{W}v2^ZHFf3o&4?+pG+$Z+H0#wMPvq)FM$P_awXS{
zdMva}->!Ui&N&1eC$pRg7cx5ewlT5&(m)c+I^X(G63Ade>T%U(Y=%n1Ykgmb4XXjO
z#0@b(+|v)Af6*aY&Ply?WawKHGR=9L|M7_i@pO9JGA80P=yYsu>m~WaQ+1yzw4vaV
zQq#c+f}=x<4#N_H5Q&_!S<=DZA(g-WmCrEbRRM(&l7VJETmkt}5{*0dWA#Dw$S}OV
zaD2tAtE?z)w?fJ4B8*ZNRlcerjAqbCh9(mab>1a3-K$i+_q`W!4|ws-HMl%NoEA<e
z#(d6jC~mM4sL0$0(GDjbJM>T*H4Z!6aAZv9)}NKf2Z+jB9ADpc;0C^=j=!t}Ug<rD
z4V1FJ6n>H1018v|JK4C$(u|@tIUj0UdUe=?j0l{~$rj16^WW51#Vt?o04%u6tJI?O
z!w9scZK1{uy-@oMvBzr)NfLF+x9UX5IfmZ98v1?-c}-z!YW9Lh;2c`^?-}n}g#xom
z(@+^}t9vc$4nya56`~7<xhs$^!+s8cv~$VZ>;+}!b{vM~GWijT6HU6=7{X_5sD|i4
zh-b^m$;V-+fjM@bMRSf48KPq0PBQ>$HCg#ze>$Y+_XnTNQmA2fyUm>*Q4@=c(-9f-
z6T!W!AL5r&l0!u0pHwY5<=wof??OasiqbJ{+vFKUPGU>M3zMR5hgaaUP(Al<pl<PV
zZG@c1dEf!sm-SK|h|pZtGKHvm85B`cn~&c4)xV@S!XBqPB;sBX=zmx*RG1ni92t6L
zt0DLn&kWE0tdH^0_MrkTsPoAst9R20v<#g9G*BcQ?*-L|Q*5sOlMepxzyF6Nu<wtd
F{|B_^C<Fii

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/images/image-10-Quarterly Percentage Growth.jpg b/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/images/image-10-Quarterly Percentage Growth.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..977612a5d8b35a71eca9fae9c359526267ac2b66
GIT binary patch
literal 20956
zcmeIa2Urwcwl-P>X(Wn7$&xdYC8G#P5)jErMI;GGl1w8ANNfQCMG1m{NRpgsBqNfO
z<eVimv1yy`zrLCIW<DHe=FC0k-h0mTpXMn_H&wgV+Iz3H-u13sjs1q511@N&s;dGx
zH~@eH{s7oXKp7w;Ab=2@BZNR8=g$)okx-G65EGMJx=2Y*#YE4-%tX(~$jTwa&B`Xg
z&dA6k#Vc?{L|j~)g<D$ws;Hchn7HU~o#325f1ZSxgpQPyPV_S4Wzm28gKYvR2yx``
zy76$>09*<jJPI6aE5HKEc@F1KAK)(^99%s7a|95=^F+kp1r-+nTpT<+TztH9=kW2t
zs{_El1Nao@E?yS7MnI`|55ne3CHge(9U=SmlF!t)2X;Bc?z;t_C!(RHyF|~)#m&RZ
zCoUl=byZqM`G$(B+D&y0{W}JRM#d(l)(>nR+S=JWxO;d$@$&ZZ4S5zC7XCaUGCtvD
zVp8&}*D0A<@3V7qKjeKZEi136tg5c5ZEk68Ywzgn`Z72)JTf}=ZG2*WVR31BWp!<R
z1F^S%aCmf#JVE`Y7Y=~;XSKlJe^%@#y(mDvaPjf+@FBnHg@fw_9(WY^=Prv7T)d_S
zx#vpBCi;|+>U!L}lF#Sa#cuCX-*+1zqTvvq=S2Lb+MhK0k0}=X|46gHD)u+MCIAvV
z9B}gRC;&y^7{!wrMD)MMf2%PNJ1lf=X+gQqI*2`gX9;Zd22goPgwM}D_mzq`)cO8{
zu9(ItOsktdv<W40Sfp>htM(jiv=~89_?Yr$_)6qWq(wN=0NSvjgCttTP`7?Ut5ipb
zRj|EQ4Zy=O`cm+4Y1<bIM967c&pS!G6pucPcu(<^C`_6)ZOPY&7Yh(4w^;4B=wSgk
zKNe^+a{XZcM5dy;YFLo1=9%PNe9;_vp^s53@y>Z<0E^a;xVDV8Uf8Aj7lwdey5SLe
zU4=_pvO*@6e<AH@fkV=SXSr0fV>n^xf^N<6Nj|jIl55Cc_^#05C1V0v>lgxyz6|PC
zwD>Ml_Dd1Rs?ruu@2TdJs~+J9MjDJkI>HRnZplmwMJzt8^P0v2#!`W=a&7!r>-6em
zoX8h)LJBuTzP+p|PtmUwlPMaN54(0%(R7=?Gf*VTAYEDV^SK!_m*nX0Cr=Kx(h}i|
zvy4*V9v{kos7)7`w?i0TJ!SF!fg&<&C;*QhZRG{Bn0v)B6xMZh4FZ%l1^0ri(b635
zo9h<3(!d<ddZL;<oS9ID6MoeGA-lpX?gdK%QTpktV|0UKKd-C@uhj=V6{;{QJr&^Z
z4_!+$!L660MSE;tLWxx;jUQOE9*N_u&WIuN$U=RNNSS$DgsiW=UgBs^{~k?|fX=s_
zKaO&dv&gZSw)~7QOwufIAsB}a@;1Rd?cMH5M>B?KO!(nTOUqZCv4-Y^V~^Jq>(%s)
z6wYITPIw-4tRD;XtC(p_T*^7A5Jx*LV1Wxrs6p7I`oQQO<e98=uv*K5Xq#KIM*NCx
zI<yn5Hr2Za7usd&llDHaL^vEtXB*#(H|!n0-N77W)W^()$ntJ6kB~V3uzbKeVL6hT
zqzURB9b|R_6_q(SKkX?mHop@qVMS{(!?~4Mud5UkaoG?kkw4E7n`mZ<SgDYT<k&q9
z^*}lo-Rn$J_kG~m!3xMcNZF8Mk$lSal*rq2QPOo+X+FejHq9%*v8TLHb@p>Qbw$|d
z>x|&lue>7HRWF6`F1}@c$!`%;89%(~e`ztl$I7^-zoMI?e1sK$K`!)>CmqNBY!Rua
z=}MLD{3(}{>d8?X-MpHS^B4IZpIf0H%r>w9^&$Di>nrknqmuFJQ%(%moi3pcJ52Mv
zJUtQ0t=}#6ZRa;BYnI}IKXT`B$Mm3xq&+Vtg}ctVP;X)cQXKQ67&M)PL=DXOU7j4^
zzjd8js7q<@uV5jUs5f<vg4(bty)mTYGGrw~Lbx~0B!t~YKdVsPrUTam@IU2vQcR4z
zhXpuAcTT&oz`<q9bxX0`%^M>HftM}Jr`NqIkG?112vlxIy0tLIMSl3+nY4CvU+EGz
zb-M!=An_n|yj?Ral(K7XF1f<X129@Yg*kY&>X19qV<IEoThz)4HWY?9QTn=X$l6BE
z7or0edzhz;XY2~)IwcFrCc5fRHC`}mUf0P`FH8{=NZFrXZA~0<+D<bwOuVQfcb?tf
zntj;zp!flTJM>_d>Kn1Ps^kgT+H&-K{}1}T9U`Qn6@oj8wpHPB*iAN*8$GLB?Q!AL
zx(!Nmfz;pWV|I=L(<R2nSF1&eZs@97OdSD4Zobb9V}CFk<s+?Hpk(i~O?_5}B>-0&
z7g^G}4pmk%rGf^2?Ygpo9So~u)arD4+860?lJAchVb{_iRfFXoRwRxJQiun&W03;e
zf{*6!l}^}=OObWrtlDk+jb(b*U3c<pPEN6C9FBWIr>1o2CaWKr$gQJ(bu0buyF>mK
z(0N{eaJbLQPkecoZT9#(j>=VeGKg}!h-Jc@@P(cQE8=T@?y&MKx@^|FVq{q0Ia~c8
zse5ZBGkNmot@->GkI(N+f~5#MxTD>N_um@5N8+{YBVC$bm`npg7SV$rq$hM-ns7AC
z@V#Urc``Hlc`_q`UmYufm!X}Z`B-3#<@A-2;I0lv<x~^X7>)_%uR`2PRH&MNb1FH$
zs9wZA5p((SwNAM?%E`f!MrQ9@SfJU|V!8rdIVd-Do~r4q5*^;#rv^}uq=wBm$EGU@
zP9LwmpPIQ|mCXA6DNI2ARBTe-p)q?t6?f-W3UR7v*S&9U-9&k}WP%}dMK0~Lr1ubl
z1H%PEG(&o<E>mP(BK>dO$g7KPTjBUC*M)qirSJWry!Ya`NEhZB9f#D7-{zXVpW93v
zaSxF?Qb5+@$UzS8-(t7N0tyx1Ytv$~9S|RezdIEfNb8H@8m;*mk_XF?I?WT?Gxi)s
ztv6lNj0O~IvxZKFF%pA^r;h5F-T`Mp!T3i}5nOSJkyya<N#5p6*mg7D!0^7)lYPv^
zhKGuTNR0`G06~tg#YE@S2{*Q2^Gppo^E!y5WSUTy3~$4>6j^mM|DFCX%fZ_&=I)kJ
zbH$KJq^8DRY5c5ai0f4*oeV7SzyQkZEr6{2LQt7{7hb{9yp#H#Ib$)d-(Bamxp`5?
zIRtSFJv10zawtgrweqco0qoUR;~+w39j5(Q{_%npDH_B5PoLu@+~h^YEG^|A3$qj(
zl4@<fFG+3e2kx_$#hwC}u5LJv7#LjOi{^_4WQlHDM-H3vWWN8D8Oa0u@A2Pn42sE+
zeeAhWkAmxXeh?j8#R5q%%SB6CL_S7!QW&*sbxL>mcq;M@v)5`57Ld2Xpu~Olp?yYJ
zpfN^G#o?~{ubP4XZ(9ST=kA+<kd!0dDLKL7ocqi<ED*<_iUo>oio!nmrSjj+jN~Qx
z-2w40_fcu{Ae>9_V}ZtWBn*AvfQoH2L8zf)CdN*oeOMrizWiybcJ!=*%Ly2~j|Z~)
z-e7#;rw0x){K^+~{=St5_y5(#LKgBKUIbSXNs-#b0*3t*VPcRqj|EOHc@(42;aEVK
zij>7*K!v*3Ba}){>D+(CVK7`gKX}mn=0~u9zW3Ld*g3L9hmv}eobG(2{_Rg8ud{=m
zF~4_%EJj`s>)i4bruSDHaVALjA2lp-GvKnzie?T<T!yV8Z%<nx$L1TeohL%~Eyurj
zlZ$CG26+Nid{E)`ETq#SgYbE6=)L^+pE|@sR`5BpgszdujKCulWCqci*=o7#dYUpS
zJc-*DM4=l1u;1%9+Ti3w;!&}aw_Y{F6D*9cxge|8s91JVk`MLX#X);ZtVq(^M#(A9
z=fkPN2%+gkRkGt<IPi^tc#Mu!*q_Ac+FYuP&IR=4>cQ?UdwSzV>wd;CmN3V(p+guY
z(yxU!kjjO0y6f?e#Yh`fR>)=$4(ae*$V|N9x11fvw2<A^)+%Ps-OjY#u)1Jnl2`(%
zIb8BFf|_C`<RE6>D5`~-Hc6-AHExeMX-M6VjM!J(P}E`QX`bgC3n3{19u}ZHRY7+d
zkZG5G0>~7jVcineN{#&(`WRHHw$}pjGg5)aAFQ2oQ{Tr+%WKn&&IbtiCWm{}6>_UZ
z&KzO<Hp})k#RqA+eMt^*EArEJJE9NLY1FvCG2ckJoE&U}({woZLT#{?K77Trq8v=E
zUo=PZWZ?et;5|=to&%8P=*Jx}Pd#o;Co;a(-}O--HW$(r^Bxa@$5Lo-*C^Ouf4xn-
zM^!o-kBf~+L2>%-c{J~M<l01LMtwu&P$5TMeJX3PNOD{+K;8SzUuCy4%fIrmLnNnr
zg<R(}HLQe{NT7Lb!!EPr5Jqj6f<Msq(Sc&Ji*@RQ!K=8<PzY7nBR##(a$b^%J_;^r
zD$)3Cb;!3pK8;^O1^#A?1hjL~1`AjcgBHr%Fjz0VXoQZbv^t!FqeM35Yp5mVW+HhC
zwSKKJPX>7o8oZNDG6w9T+k*68dWm!@Xy<exbPSCJP$Kyo4kxy4EPGOpR)<(X5fkk&
z_!@K(DLk3wBEMuY26nLkI=a^AG*B4}yo>AwjTlUky0f8UONuDE3_Da&Bu|n1``?|?
zfA-8<+WDe&@5?;9lF92>054B`<2nvL#S7mMC1%f~*>GmjVQ12*Cz&gflPg*)Q(qP9
z3E90Cd)yQ+6r-i>b3cRbgrv>+&KJ&VKll2JI7D?d0zUG{qDd2^+WhIQ^=+paKZtwM
z&6~XGHtevbg#x7Cd|*h1MfUuDv9s<ny_@8_Ln4S(k;Bl<o}3<G+_gPBOY%=;ub=dl
zcd?<w7#DZfb&-qhSG;x9g|Z*OUs1SF9AXehEQOvDoik|JK~F^rQb*mI#=2Km?~#;p
zzXaB*iO3*1ffamXb-cNb>~E0nbL*=$3jAXsnm*E^X73wRq0v83z6Rv@&u165t6hTM
zWDNP3p;o=uu>j5~|2HK7AON<^y&@VJ?U^~?n0|ZPvU*lXJnj|D5;JBYUE-Kluu__o
zP&J)NI9X>x5DWOM5Mp+wFJXZWxakqm3Yvc|mA_e?-Q*;G>dTe=uh;I&6UY#)^Qup|
z8iMm3cTI&#7w1=pxlWr|UA_*UIfJ3izRk^LoA2Spt4(Of$|9o$vO3#$NK<PsyJV=n
zg2pxO>H9vb->l{I%_7Yhjan4XdHb2|Zq9C8A+Af{zpTuTL&tO#-_3X5yf5mY+vU7B
zityk(6OoTw!M$#}sr0(E#<wh{&}ZoL3-Zog74kBB@{$v`ud_%GH<I72xw_SJJ*i5O
z+~3hf2yR1q%%+myb5}JGl_uIU1&y&Ea~FzIu0#&F%dDl`xx`OZCZ++=3c8}Gf2WZR
z>7_CxN1QYDZQ>gK8scL&eb6B8`?u)}>uHYt^~xE>-W^J2_S4VYa0Dp1?_8aOH60Wy
z!jT>xlbp2(;YhCPf$s#jfx>uMzUAka*4wm9ZtLjhyU?m+_{$AdXsc9Bt2+c=jX22;
zfG;JOCqJzh^IGV!L7OdHco5yV#_rk@*T489>(h=2&69oPzCrcq;nj)RmI-s)NBm8M
zS!@!=tZq=$$h(|P1vvy~%uMdPDKq2sQ6J+%1F8o+y(3@Vz7QFHdTW$=r{?>x5&Q0s
zwo>on8}XX&?=)0Gg`7fgN<|r%%KDZqJe3W_Z=t||dGp@S(|8vAY$wh`>ETOGr68OD
zam4`4h_o}WWaU5)1V4XIxBQuc36PqzI-w|cK^>W{Ii~Fjqn}Smo%#uSNQ6wSn}GrP
zZ_l(6KxSc7w;VC>Rj}_ED}AGG1s)K+)R}^hI{{N+Yr~gcHy%9z!~47EzslwfVITrn
zvKfSL?y;Pb7<$?vp%_&QehmCF$i%easf~E(sko<J{#nO=`~TEtx;2jSk{jz(V#>sw
zIBPfYv493prsAE97V5FWJbj}01`EWn?AA#@QRlv4Trd*m(XrlXlmGYvakne05nJU(
z5zyxEBUoUK*7^jF8~|CsG7wy5Sin}Wz@i#E*?*@#d|)98TpJ)QB_Lzd7E>V78QZof
z822=7r9mdakXQWZmqE9>IHHlE4nZ5%Z~QKPWmHGvK9jjMKDqCfT~6w=kr5c_ZgJ~)
zJ%6@P%!l>c>PK$ZFHACBlWxJ4*S2*StA)1-Uu+U6KZ@iT>o&jGeQ}jDwIuR*yil;{
zrr2Z~FB5Tw%j#`4MpxFG1A1yIdO>_ONk`mq-^Wey!!-u)$Esid>_}(`MrZ@NE_8lJ
zh3q62h)m<xmeLWXiE)^GjcAvxIhF^oz~)$`-tE+|k*~5avPqS>A2AS}Xk|(>Ila@H
z8v$LLmIm`K^lEd3#JBq^G>H=%O_(xuvlyPYGjKnR8%sH+kJPl|^7OeIGaa}oimNu5
z67adBWObHM+^j)XxvsG;B2%iAUp4xQMvzZOqqeUE)othPMU5|?f5lT7g`z=HC$6#^
zQ%{QpROS7$y{+1dPZ%D-H$OuUtVdeh_#XK*Q0bYz`bSWgMH@+rx#7fsX-KN2U#<UR
z)W3TyV|eDNe`jw-!y|irk%~*sqwq}(^ptKSTTJH7C2>6!yZgT~cj~iHoI2H1fd!O4
zSp&4+PUwM%(!ikwm7e+P&0iVsztd(w>i#EoqydCL{iIeO=~vNFsN_@MZqQihffEf7
zPK3PtM=)ZmkrG57SO8=w%(H*HKY-Lq4$Tb;iW$PxX#Um(ioP^$<>0p^obiWTeICQ_
zAXRJo%sQ=k+tDOug4f$T%i7U3?jR?zbvm(kA@alvLrH!S>=LSv1)6fP0KMY;6@>69
z<WLb!1VwyYdf;~>Kt;vB4y2pHBcN-Fd01c$ycBd5ue_5nA*giBIYs0^XUhcp1|R?O
zEK*Aj6zAHh4i>;oN84e6XDzMp1D0Vdu*-`D+GACj2Uzs<tb{;#e{aDGMZN(=QvK#A
z&|J)%pc)uZf~Ptd(6<~tM@9ZC>9XR&%hiVO7<I$X2=lY3jM4I$3YnRW7C%b^`$^iR
zds`HT)YPEoBJ{LSHW)nQ9u_VVdd;Pq<3pUt;P<eBEjwS9CUpb^=I^g${)G?$sZY@T
zu{$N7dJAKseUCME;W1WwlH<^^V9+ae<cBTY`L^%NlUZ@)mp~INp((uiLx}0~{@dFB
zyzNmKeCAn6{$P29{YeEDu-XTEZ!gZvUp@<TH6D6OirQsH_P73OG4ZRlV1Yf+b*sY@
za!eS%Ou4@z*q=}$*xw7Vzxz+KHfnh?YkFV&uHCQC2rR(puQM!IkzBfau=Zlo=3#ob
z5g8_gbyvo3NMpfCu<veWO**h~T)Xqksrc~xjVht-OTnSNbWfWWYMh{Lmh7Ycb{M+d
z)&bL3qMWHs(yR}bUOa}}B5+r!_*7F~vwmQdg4AhC*(#1&-Yt$ulit4KpEsb?h4*-k
z;2QIIQD18sTiI?eOz55Wcn3v0xv1h@9y|M-BF6zsKM=SZBCH~8lMRN8k_7o(DXxF|
zuuopn{sd;eZyBm=h`;m8atpPxIcQGM+o0W>Ko9VYHo|JaYy$&Yn<WSx)(C<WZf8dF
zXDt7tNtAVY29B)a1ayoSyxmIKs88`c7}=raSfB{(bd8`ftRT0hK^~mX4+6hW4S!#w
zD6}(?_B2opT>K5bq&~;(Iwu!1e{(({c%aQ?>PqSe)>EOb>HU@S`mN1R=QGO*z61Pl
zTJeDXP-d?$SaFYV1iD!ZU6a`GjINToybGeF+q%E|s{iZUGb9`E!2+$tbP5S}wOp^-
zDl`YGmX@>hJ5CRLiI&i6^HjT4&CB~QCEvMvQcfwFKmMloT`^S`N{U1YQ)(Bs<#Zm0
z8G0n?@FLcfxS3>p?*t0hAP#C-tuEf^zPFOsbu+xLS7Aq?;-f|Mn}$hw;dvwUb4lpo
zpw21b7!%Z;J1CHM+TnP#Og-0fho8eSjRAjA?g7P+JZ~Uv-@@F4zg|0Zo@wUCn@54C
znB$q^yVVz7F-{SF<&%<nMbHm%Pf5<=b%<M}w|t*++$x(+*TtArD-r2zZ$r2C#vtHZ
zTJuMBckWij3!3>3`={Y8Nf7+HyL?A_8(Xt1^M(}-s{0E%5%>E&^p@?8dXgSj--Z~m
zpAaQ41im2%&+&#Tm+4an+1g?Or$)V+1|9DGkL>Se>;kXuCQf}?H?={#CgNVbZ<lgK
zX$^;!Xk)V@kQWJ68z?8`Th%HL8})pt%1ljU@nn@FHkZ|X$1*=lTd+6cp4|BUgQ}Qx
zg=|#^`i&S$uQDMJ{&N0ZwAUR|T(TO5Z;o1>0wbt*MbJN0APe9qoDA}pA2K7?q_6*y
z{NTwTo19lf!;aDqzks)n^^ffLHA7EWwiGvCf;Shx%jey8(E&L_KH|R`>;6u3`W~kW
z=;q=;TNJhou?#>YU~YT>VYlMxx%Cb=o07SgdMeKDpsoCpf@2=qRl{7PFFy6sIVEVg
zRbMs-LkCM(p|;aeq`s-vg1yiEL6Cmu<?m)n{ZrNfR>c0ElXX#{GR(pG2Us356nGBw
zNWb%-H9NQ<1c=Fkj+Krn8_V}5egZA}uSH|(vzX^l!oO?*cEV6mjKTuxAPSSP*Xqq_
z*9K7+-7hsfn|9cq%}R8|1B_ItjHCyDSMFD5>ON#gi{fsQU5NG%+i|FGsZW|E=Jnzw
z=EjPCJtYZu+U7J6SUs~=3fKH$G~r+QaNob-byuHO`l_CHRm*WB=O7j++d8!Rbba->
z_1elMNRAf?`KsB0eq$ANc}d8;BGI_Fjt0$>j-JHW^<4fC_5fM(Yw8QLL?*~84Vq-3
z0d)qKFq=y}v$qx}s@5{MkBRw>_Zh50rIKlraxD=gV@FTw)d(1JbJS(k@Und!K4ymM
z;(lnt`;?s-Hi;kq4Rp!Me_bxW?`!$vqRc-$8zGcfctOY9@Ak{_1XmGL)!9Y4ntnDw
z80t^Wq=8uW4$bewNxeFINpVRd3Ik^c0hwh3LH&<KZghkm$T>k##6z)5-PWH$F{f7l
zPR_r`E1!F2Rr=VT2@UOLsTYu-N#*hUHT?YFL(1*PcrA=HMifr3!`^H1o2h^5<N~DT
zBf)Ax=&U0aP?Co4vO*COtBnev&FvV20XPI5>Yn&9vLxh9&3E{2-4=8WB89;x$8f=r
z7Dw;{JTPCzg@Bx}rG$#Y4aPnBWDIRU@hJd;$EK%Xy!kB?ZXCk|xkKlau)u<2`-iMJ
zh#bu3>;uK2%{w5N%V3;EUQk4)AU^UeUF%~Xht7LVfJ=bP1x?6;)&{fkzdgO)AyWE+
zd*_kWSt-=eLO-lfIAD$EDM(aD6w_zM{>O!~g)KVecjlc&T$xhpoA{Gb`Bv;;s@d_?
zY6rGzWqwDSv*dAtAGp+Y?f$x2&zi&k0;d1*`7F-96b!!PH>$WfhXpR1FM9-@HHO-6
zE59uPt!uxCSold;0I^T|WAS8cjCxNVj`nZEATgeYZMM3j>AE0t76X6%xq5mw^@ZP&
z=sTf36h<8;gJvj>vzJJvX93~)9j^X##+mfz1`YHNS#P5c63jK(PjgS*e(ONuK*C18
zXZ<_4O0V7fUCuMXezV{4Eb6|xtyL*^5iC9QKK@<ApU!v_frMc2Wj6q^{5oi@V|imq
z{uEf?g=#()uowdK-D3R$o0<XgXP{?|5B?psoT+eZPXAm2DPoAzx9(ZXj2v$I-68*c
zM!7V>_t@=b55HIRkIDaml!Vj_R)SIBZzZCi3ZRWS#XqNtg}kqazjc8#p?u*d_5M`X
zKU?4^*!ZacLIC>+O1dg@{deX5a3+6U9{^6lObH0DASXnt{8@-&G|ac-)SqRE|83!D
zhu9RT*!^EcEsiQI0DA?WW$A6KE{@v*nSd4H<Bt8}B7T{$^55uPla#;4*Z;+f|8w!;
zokPLfL+TZ@Ql;XqG{lK9=?UL6(uQ%|B3GgF(!0lKj5ZbsN`NA$pv~^{J11x`xZ-eu
zVUq_hGqYwEdCOlOtlA|&=Qw83DlEHik$xB`_~#~dI5HC0g|R?8j|-q<pE1{KzO4J-
zW1L8i0+~`-zX+$5SLM!^?^WM@!Y&bU`UVPa@G(+6UWYeV=_se>x)oA8{*c5182=*Z
z&JZ+|WgJ|M`^)ZFAn*;EcgoPllyB_F39JL2fYiWj4i+F%EOWsEt6x?zr&370$7Os2
zhVVbO{P77<p|1@iEB@F5`wm9blRc1DfNNu@%mu!b8x)^uf<BzZ0)2^nrzn@*%=w1~
znT3CB$@-(Hw8WweP~=I}DFVH@8F_M@N#VpcCMK~H=c!_?i&b_21IU5(g~M0(T+sO7
zSUxXUan#8h&@<mbb1N`|DM1%}_o54i4R&^9AKH1`F_Qi1)+`KVIytm&X%=~23JXvu
zF;P?Zg6!SdX#$b`YRl~Yi4+DGoXJ*Qh{_qaF7f)OPCuqpMIZ3TFrx^Ia_l*(;wS>U
zq&V_`fC=EF`Jap$^?-ZI*L)RIOb;AXf<OJo!R)-+*(nmD`ENaKVg)~kEB~F{ZRJd4
z^USec*aGo`Sf$>(?!kASHsOzz{bUUMyxUGX*8kEVf_o$XE6i#w|7@59SN_>a=Z`_Y
zDPBh%hsF<S`D}C3@+_Y#kJ<|wm-}!?wOAwi4dMIG%*XKf%KyLi^UsW*r`jaZF5l{p
z{($F?Yfh#4>me36!?Z2Ji4LO_$?YeendYU9FTXaysf;THj`S_TWZ<kR+SJrb%JA{0
z{$w+HKV6r{v-Y6~Was~Ad}?RSH|RgmO$J%ySsXG9KjU$!mu9J)7ZH%>Th8U>X$w^4
z#^cY(s-3o7JDHw;3|rE%?)&gh2Exp|{eQSUuCx4sS25>)R&SDJKSMbru)WO{xj;wF
zq3p;z5g<xSUG~%T6fmz||Mo9u=*54PE&jyvuj!oi+};FmCwHF(`P&;aqx17A+a~NT
zoMFpCH|1c;MtCxB=wAMlP*dn^^RHsff6`X|^B#NjOqu-7nMlpI9b@n5SY&@pX==`)
zXWqU&qsho~SAAV$E<qvtU!jMl_5YX+Mds#gB&Ag3)s)7)e=cHP{^%|2A#j}k@_)=0
z{ht!4|1!BR0$p=PsT+-o!@?DYgZ{ktg;s7W-)do>dfJ3H_15qhcE~H<2eIs;q>k6U
zd|TG}s$z~qdW$xfpknijX?*5@c~M#Gx3)wIuP`1s@jVEIX}SF)lcuF+{2Q28r=*VF
zIvw_f)0MCD%mSkHwPM0Ao5yD0bt<&i@$Jn<(kN>UAM^zF`*<-w9J5&zsLw-}^56~S
zrt#Y``z#qR#AwQvG~w14n<HO;tl#U)G|OBsxf<1%B)4Oo-kqzleHg<`PV4=I&L++H
z;@t#-=pVNDUW{X$2o|mK0W`Udjm?Evx@{xCliSfv$6bjDlkCbllVIyEB-eFM?GXvd
zi}OX?&8W0&cLc3jX>~)InXz0?oS2Q#DqR!G$Qs<P-Pr(w#<2n@im;%8y?H0cyZFwi
z_7@pTSkjeh-cETa5uihhY$PW!ZO><!5YEK{`eac3E%fGF^+vAgmZMfPW9qQwD!!n_
zAqYnxSDjx2u~y@-Qw8yxn@hEo(y_|J0Rd3@fpsND+Yq$9WSNg-!pBKsr(1v<z^Wj#
z>q}wQ$UU4hC?^#Fb*btNlkcj2V9V-(cI-Pywy<7gYTJVKIFT*v2`fLFOm7`CL(u35
zHyvYvtw&a9Z(WE;t|Oen(~)lHQNb2xRe~(bvEy4t4*^n(u$_f_X(B@DcI;D9F9tmN
z6gvz&SXkBqnRkm)ZFtibmf5=B6Os+8U*&iqdsGBdMuxoGtm1d1>~?yL=I|n-^*O-5
z$b<Ls?~~9+vFtH#4|LTt$n@K0u7<Z1B^iD?Ex!GNw1g}w?RAG7il`;lDq`$|5QS5r
zK@EjyJNc5E+JZxJOSfyWch#M-V#sR_?N`U{6|dd~D&21|4U${v=$NR4<>jO<Y~m1L
zXck0*<a<R4kD2%f5)%h3=tMttvhJ$5Gb;|Vjremv`5M&oD97#%W3UXyTEc2RC!6ct
zJYl?{z)^4i5{iTZ#TZD1qtmJ&)hN@|UoU1?<<+#HPG_Tgj910fwNSQwNdA0+sb*N1
zW^`jhG3Dln?iTZp$54SWFY9;qDNb8G%c<`l_qoF)lHv1{yIGbERYT?clW%fxIU}Az
zkP&ovhzueO9fBGjQU0tkRLhyH>pr(E!_c~UorCWSWPPpIr0oxyo*C7hgi}l300+fq
zhGi<5v*xvNR6{t-esgY6tHD~zc`pT7D~f<@NkV@(w~O>-^h%JhcT_7)8pB}P(WZcV
z<<;SRc3*Nt5#OXfGNQOuxPYy)v?9>j$lxR#P0VrXU9@8`Aim|yvpDQ@+cTz$Ynv$j
zJ|F6X0a3;|Jb-K%r)iB@VuWpMObH?J@!FHsNA9dm_kC?k`tI{r!QW1-k4X{74BY4y
z`+mMy1QAtKh!DP6R&ugh#Zw9vQO}cBudea;`)hJ1&d2DT3O)cSPHn*FC~m>!IsI0a
zh5cw{!u2BEN(vto4Rgi2BX}gs0T~!~8^L<$!lu~gG_e7+$h=C})^hxc`ZW5Lz5oQE
zj0e^?Eff+FVoJl?Nz>6s@zTw2LUGhl!LG=KAenA`k+Nq~L1nMTzT#y(az_mh|6JZN
zgv5AW5{DDcPPMk#@Gie&iej`q%pmhJMVu~8l-XfuOKGb#G|F3@b=AztuWj7o!wuxQ
zk>(>=YMnqxVY@zgG6FKX6IzCWmuP=ntFCv`Jf0u}PS2wqYcj~Vn`h)OBXF5p#g0cz
z+P84$LfvHV?vYn`);_JZkXicnv7$ewKJn4r#;cn<mR<-W9h&0Y&C1!j8uc5GHa}lo
z)|n5n49~GRg=>`8VS%*Wg7jBCz~gjBWID)n{ZRa|A&e0!In=p?oK>rj>^<U_s7YqH
zuVO;CnoHC{J&s&#%W6is5n9jsxyF&HeW~8)*k3nKZrM!5)mAA!l)tG{Y%apTnunu~
zS(l^10*6GvfghwXK`C@+Sk1rxp>DmCzY*tdi~g{Lte}SGkFFvOt&d@by)$I47K@}`
z)IPMiH(uCnLEazSrma!`y6+S8ajU6aM2QM*v8exUN+rj>a$(2d4TJUP%VI;UZt4dG
zMhOcZx^GGajd7|c&qY_tUtK-y@nZRAYJ1c<g6X1bBr@t@x`{FAxU^}MophDW$L4Wd
zhQQYj0B0shI-S7#v%ij$fcte;IGCoJ(XFX{=u-@Lkn>w0?ju{%oBsByweKoy)uM%t
z0}Jpi2Qq~OEIPT|sk$vN=?$TSxG#}+(!&wHT6QV^K0n4dFdESIAhvKl<ZC&K9_DmA
z>o{fJuhy)4im~P8X6Y=A#m==AiRDi?;r^WiOC)|G@~*mF2*noEBi)JiDkD|#JHkYy
z^(3D6#mr_{5V5d@>(-^O2R$!c(W<jz&ibJEG=miNdll*Tb5{PwQ3~@L!Nc!w*rGj{
zjE?}{k&V6C2+^*O-nnZ12AvU+WjGr>(HJ1G97jNb2T>f!wA?SiR#6He76@X*2!2MN
zqov=0p(WuCBah}9%B&8fBjG%#T%A0+Vzu&$urGuBW*+BBG$^Q^;J)`TVSnIB5`E>1
z>NP5y<oTTo<K79{X5FHyWaI2E4Gg|4h(d?GbmF|-)i#DLdN!4UAHl`B3}btjs5hjf
zE=-uIySlP<kZ71p!vG?n2f+n*n(tvYTkm}MqeLyu;s?=UJ;S2By9wgjP=!P&WtTmX
zfSIueJN#Xay{<L_(z<F~uWCWlRXKTmn!^RU0>#l=d+TpE+=N*K-xJIr+i8vOfrM4?
z7B1PX#7>Vh-6DD+7H2$5=29%dLL}I8_%)eQd|Rq>{3_i-t-Qw27RqAe)!iKL6!})$
zOLRT9NTcgeGCL9bKGCn8U)x3=lil*wC4fZuyLb{5i3^jPMm5}gD@&26ybjZwN;~&(
zYQ|rE&}jm*?Bske+Bu%{4yPKlF64yLVk9Rt$9ThtKBnTmtA#nq&CS`j;2XclO?`*t
zBvfFsyQjzey;xD>G_(iW4o|8%jVq*$UT0!ahwp(bSCsU`%uIU;I$*&`r)4WwCCA6o
zsarIT&AC?uwrXNUSeQdon>v2`lP23ozqq$pKtvC%l_G(V3Qw{<e^K)I;TpkV*C`Kf
z#{`B4+Aq_GK}BJKs6rU&l=rB%zBAn3g*rJY(C!OmU9`vj0EfiBHW>M5=~$j(TV2-`
zHTs~yH?LR*YqcS*6IRdX?8Q%xMFWs;ojg#m4IVtpKd`g7zx_M2raEkJLNh9Y=BoAW
z-mQL|+hgheCc_V^`U@Xf-&YtB?u*^1U)*Qk%OEQCo^7?{XpEn1PI-Jm^|3Q2ke=5y
zq3|}vq*#H|UgS;Qd{slJw8xF>N+==nWsCGMk5?X6<R;^-85DH(ge*RtU0fAwcyD%-
zqn+gRAI<A`);|wC!gWW6Oc~C+`(V2MM0CbdtK=G8w+Kdgc<hy9oNy?H&v<$QCd4q9
zJ>bnEGBLYoF&5!3=(ylnp;@yM!<yi8$C=R!A8HEB2?ug+md<p@r<OmqFVkFZwt;b$
zMDM57AFW$fx>+ygQ7_L@Ze^4yuvAt?+z*qqxuF+CVA!A@IET`O;O&m-4_EM3K&xi7
zA773$z>i6V`&}&r5#aEe7X=uitLsJ{wtw5bsddoF7$3kl8!9J+VF<X<@J0Kmrv7t<
zYq@*JrYZDS?n;SKwhJM{qdiVj08BXrx0^A)bw{n#lK%srwf>WLtB22jlbVqnJ=FAM
z>!}KI4f0Y@LO;zQzcK3RXF;x+f<cr}S!Zl?d}3ayX0Y(<NaH5;$(o!TH(q+)9eM(%
z=?%=lQESr-uYnJgdp_bQZV0crtaez)4}U(x)PLQ6G_J>^a)Z66HYSA8nj;!Rg+rDA
zzWHa5I-r+|@EGiS>`JxErG9+k%|1rg=1c0Xz=EiZSkQb*T_<OBm#O4dh6vNqi<^q6
z9>f1AYryG5Yn1yHpR=ICe`UeR>WkO6pV!Dd)8R8$cOjZsiR6|%q2hex`ol2U=N!Qg
z$QdIIULLR>QZM&pA`_ZS-;c>Kl76svXDnx>VfDQr-Fe6o1Ndh9q_=fv$1{m(!&Xw4
zM4gyikJVPx(Rq9R8lxP~v*DpaD(x~QPw;jL$v5xF5#OB=7+Xb<6?-R4nN?3ZL-?T2
z7E5DWhIJvi>!T}UTIE&FCD)&W17&X1R(wKT2yU5OhaS)rp{mm(j-*n;!&xK0jQYJk
z_od{fwUE-p)SNCv`wWCHB+ANcN7$MAyRowu);oM@!M~6d%y$Uj&pkLOmPANJy2vSi
zU?D|Xi_)Gr3*AA)&M|jyK>4Z=Y&)%_Br?u%HeQ_dYg&7g&Aq;h&Poe4J7f;Evtf?{
z`|Ri5jK<X@J&e@uh3>>cDga-W(0UQa`IswaE&IJl`yBRUmtCe%2g`308<H?bA6y;0
z(<RpzjxmF1n+4hF+Y=M3&B=!Snyf~zvtHmsYQ8K~fh>llV+vJel2oyiq%sL3q+_>a
zGZHAt_V&6ta9`w`aoYuM&gWAd8yzY07~Zu?!-;^(V#kZuo|HX%80|De$Uzx97h7)X
zJ=BWAXX`fIJ!~6lmn>M1t0upVLwZQ9aU!RVpgEejBtACeQJwB;kAuE-lOa~-t}f)g
z9j%)c5~@>|eEQ%MyU5|ym2wAuGrR9wmn)y$zxsj=cJ~UO>6urAcoWoCK65~4Zo^;Y
z4k$63?S8yxlkZ5cH7hU|M&z6NJ_Oz7o9J^K<<Ih=sI-xNchad*zxL)epycq<+>$4x
z&<M7mP~{K|Qr<-7Z{j}lH{d8<&pqjf7%j?v`!07mPm>*|mXaQ3=nR}X(#~6CO(Ji6
znS&`j@kEi3uQ|eM;3INA3sDx_hOXI7WXn}HHr&z28?7F_=lrNs-%HXwo-oU}c~9wi
z)+Z{UM_IRG@ViZY{p<U|B1sQ_b6~G=^3b<NS|~Vk!?)5A?x)5W<&%Cyf_JhR0<S|d
z=0kVRq=q5SyQj_7kR9jGT?!Rt_KV~c#-?hHj&qJ5GNPSs7-s|IKURX|X?h2ViLVwq
zSsTwqT+bA~r#~h(?{dKbHGF(N&(3{4pFTK-?dpvB`aX_@1VG*5-O*lbD|N&bma}O1
z>N_XF4!`0Lsl7sB#@S6t8CHvnqdrBpP{9<s*Ao&Qx&T_t(r5nlA)HjMtT<$6yO@L9
zv-MNg3wcO)2fPsQY9!uuLk7~+H{6rVe=H{OZ1tfJANjt-a38+W6*<cG(i?O6S<zw4
z&y3QGW6`&b@#eal&TlS*JAGTn><hnXf3!Q6d~)pKD3BMLC<DV(07gS{f|+)E>YTBu
zB+jegN>ls9eU-VnW+%dw^cm(-_3#af4zEWBNd~&axJs<3!-6RC3&`Tn2vS*tfrrC_
z3n%x}M17x}1hK-bLktd`bXsTRZwx&;FnRRI<a3g`dkD;s)pZtl7$mEMW2ODUTe8{Y
zTX|%Td`BM9O_m(~_aEuG5@{l`OxOEUyK$WaPZx*N`y>L-epkzi0_%kQYH;!B6-`wd
zEpips^dX6%p$9jTBx8m}ukd~Gy<mqIkF@t=nhg=mG-TKs&vISwRa<i`E*4C0!Cc-|
zD3QPd;rFC!JvxM)aqdIj>2-D7=Nt0Z7?~z{jJ&nEB`+=1#FC+fDF=3<lAnv`69ewz
zWj;^U%mKB1iOIF3LYsHSW{R_s(-e*GR2{#fnI2-q5#kf0WghXGc1?vDbRD@&FImP4
zeJyM5Ddc9Ek55`OydTV=xw9eP7(Njs&}ZZ5@nwvr|7+K=R$LhSddh+Vo41vw0#mwv
zRYl~)_9O{2Cvp7)TtX(_Q72f0oY6c_SbDx)f>jG`Hx(jbsOl>Y1o8QUgoS1+1{_@{
zaeDy)lc({28Qt#$c6jBxTv-Zv^Thm7NrHSK3?dtow{Xz;Sp}z*8c{a}3d`4SEr(tK
z_sURg=&YJj0bMq+bZI6Qx5dxBel>@);rLY|##Rr3`QRZ>?BQ$5au5|yNG7jSm9cXR
z87K98X9r&T-D7iHeA(ckqc_vD0-w*U9?Xd}F$+xY*M{Q1bTo}c(C>Y{pX{D~`-z(!
z-hjCL#XhCM#gZ~Dw!N>ubzWSl`F6EWY90w5GTceK;#M=4cZl!Cp9=2(jjWh9GKvK^
zl(iU1N`5cU+G7tQyo8sCmy+B*!Cdn3nv-XiWfxOh)=3oL^l^1eA!{}gm?;@J*peJJ
zGZ|N=QnJQ@DC*B5ibWCA(aa18=fscpc9nY?ld0@<_`#yC+hnBnDhNu8(rB}dK$;rA
z?732BrH(NMoi&Gwq?jV)Wa}uZvg+ZeX+X`n%a8B8AbX6nnlPLK9A0qCKt-DV^j2qm
ze#iJAhIMVCAmo^(juSrZ486`j;z-;UNFUOQQZ~KWEd639%-q%y`gBK$A@cLE=!-ki
z!Loy6N#7i2gmyjHb%x7LJc*4Pjk95LWG&wK*59H>tS<Pgj5&LZnK>~#NuF0wt$rcK
z?1xtlK*f|O*R>>I(N$8q{{55N-DK%}-!UFLkuvCD%<T31i18PtQ{w(*!M-?Ku-;l1
z0O>ZSGGMqNJ-D)fxB-*#=&)g)9j(oYl#+g6sPO(_kld^eGJU>BsF{IZTk`aB=#vjb
z>90>}$Ha1x?d?My$7!s7ej!dWpNxlv5HDo*V`nP18gD4>cPZ|~S^B(Rmx@E13_HIc
zS~cS`8W+2M!!~ryH4@nNaJtRpqFyz8SM6pl{>QGE7W`P(gZ$yA*Q0p=vgV{9)&`J1
z+2W|H`^^#8q{49Po9!zUBPQT+fS(2KG{#mQEZG_!Z5jA`U^quT*9D=ap6A88?M3LX
z;cX?bv{mE9Lp26JAzYq|ck>i{M-zKeQAG0<+y*zX$b(Dmk$_-%H{GKxHj2*|w+vWT
z3-64eW#4apRxB?Vd<ffa)cADNxyn3}JP)PVr0-ek-!LUXdDt^A$KQBNw?yLKWWaLC
z4s%&1v9ju&g*r!43qgOH$kfyR)#}Z4C8h^5HqU4>C;0h2f=GPsi&U{_?ER=St`|W(
zY!e??zUHCtq1g}Npn%;HGgV%=RYDc0g`uqdVLTUPjvM$!3^nL&+cMExwvdigM_)T%
z_064x<cfPVnM{!UNe|!)Zt*<3f7Pd|ZPUm}_Ex>FMjJo7pECekwoJI=8NfGbI=DKt
zoh+hJ-MNul!aUcHyLKG6K`);=rFDrj)Yy8xGrwXP{Bj65`BMDIBZfPJRW!<U+{|;)
ziO2Z&bA~}6u4Bz_;_c>mKR+qWqPGNQ?u56WL0JE=#Sr=Wz5T9#4^Fg#EYl=x-7??O
zYj;dJ(ryVM*fTLbYff{iS4&N9^)w5eKfr_cwNU`tF&Yl;q+vNJ^u2#Na8N9Ve3LV4
zHMQ2>`(<TG^}BfsrNWF+5rlfp@mOszh~~9GNeg8+|3}rJGBHL#UR$9azHnoP9o~rP
zE*UC*FqCNUx^V8v#gbM0r~SUVc%J{j4Oxb~TTAjKNM?#jxksC1Ju+D%vFa=J+_MLA
zOOu}k&yvHjTO`t=H$Z*7t0<ub!#Cz>VJQp7JW}&-lcgnMov{Gx1F}10c6iCiLZ`Y`
z8RgEEtM6gmLW<#}UFaC!TX9+6>_$Z<jm_S>h60}$;WhF-50QN>#0vooovL?gpYJ@K
z%<&8P?il|GksKi>>yYxKcz*Lu^0P<kFXO7o-UcZLr~uaxQn#uGDg?z$h6bFrQ<Uq#
zcSnuzCFLE5GhTGNP(8a_OTfOt|CLf}tUjRF%yMH?Fn8UsgP$^(m}C`CE<WJ#Io}uH
zH_$av0p-8^eyKmd@JQWhisU@#qwOkOuiC`F7;jS{^5BZRs{3Z=V&vx9KX?iKCpY$&
zloRA`(}=AoEKDsYr%xk~rVv-O$C=bzJ0*t93i6yT_OW$|ejwYZQ)XUe`e^!ZeVqp0
z3+D5FR&-dv#lC9uQIWeuNz~>2<1jaw!}ZZx)UT!aQ}X+BGMwjtvS=*Jo-#HsvVQHF
zw&6#yO=^)DBt1)re6rIbdC^4sLsT`f^K&0Rt-!3jg<8IUqwm+^dVRz#e2|#oeBQNd
z8@va)5bk*>L}xxgV{2}>e)4=5+j!Pz{WLQ7VKNza3!8uN8uITu*T6FbJN|zFQRO-(

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/images/image-11-Quarterly Growth Trend.jpg b/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/images/image-11-Quarterly Growth Trend.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..fde4339b15a0c8e50f087035cb3fe5a618eea5a9
GIT binary patch
literal 23122
zcmeHv2UHZznsy_?fMm&WRHC4$NER3nNg_FC6p<u3$00}>$tWsHkQ{^&1SCn$ieykg
zGLm6N(g4HE-{0N6yXg1buzT+LclVw<o_4yLuIj3;r{4E@Lk<25eg>evt*D|15D)+W
z0r(HVPXO`&2{AE*n1}=dfsm4toFS*9ASWXuXFf|yMaRwp<zQ!FV>`zs$b0U>B~CUr
zKCz3Ju3i%s7KZXlNQ(<e30@Z#`mGTHQc_ZKGIAyg3MQfRZ0Cjk%O89bKtn>{Mc741
zZ~-_)LqJGFfNuk!U_Xfn{`3L<{X=ky@H7!IgoN}A8F)h_HE@c6knq%LLL#Emr@^}e
z!M_8iX^76Aza~dat92K0!Ie%ZB=I!~=gqQadhG!e*Y$gDp`>RR7@3$^xOsT_F7gYD
zh>D3zNXp+*P*hS@xvitCr*B|rWNdZc`hktDoxQt<r<b>nuV2`s@QBE$Xhc%-lcy=q
zp1(-V%FfBn%P%M_Dt}i|S@piUrnaTEt-YhOtGj1#Xn16F?912j*}3_J#qUeYE34=q
z+dI2^`<R2n-^N7%5dPb+!2kbkV84uu1{~L^)29hfLw*|<!6|R>Af!1>bp9IgSvf7p
zU02!*LLnq{Hxpl%HIs5)*GAFba~n9rz$HA(js9(De;V1}H?YwE*2w;2VE;L;ae$nV
z0GvER8UP0DAM#}dpZRAx_|v9J^1di@)(>C4{3<3q)%vDVDQPjyr2OUT>Nwje2D26g
zOWk<WopwM)!5R;=sJw>vJE-G<rW`!L0-NRPZ(J71htFukV;SgsZ}SWIKNp-a+Q^Ty
zHOWb=wuVK$*+I*MaW8$PHG1n1v+<+7Wg$cTLtp`Ou>!sM=HXz=HSWb>26S@pkTNyx
zO0p~iUqMM}$<{eq<32jHm{N4>MXZ9VED@d7Kkwl_C5$HOjHtgM`r6^am{2Gk&AwG1
zS}edoUd=;=CP_hGk%_<c9D@4#cQb#r(WxFP8iz}ZyQC!XpN`gn&#qqsiTpdmW*MPW
zJJp5>T;(Ln8;OYd2GJNhKUsFEB|Olt;MD-Z1Bp;YJb=_KPOiO<s7MvZ0~l>TgJU9R
z_|{WAaAr2ZclPr2mS_4Y`UcM!4csX<;~39;fT%Al{Xo9HBKW%OUFzm+i~JczFX>=r
z<XKdB{gfmoQRbc3qY0D7bln}MIpJfNy!z$M7A+Ib*JwI}bXtsrgJrppsY=yFBOihK
zl)J|Q4Es&vQqVJ;qXSI#7wBH~e&_I}`7tlvL6zr&)JF@3L83hbVuif;xPYAC``MIo
zNRi~GAhAGh57xAM-5$y>UGIIPW5Wa9;_NQ!7kSPqS<IvbKqK{Q(~Dgz9S2fWOn1*H
zLv>=#%*@4WV#?-*E~VdRVSmvf%{X+tcTA*HZC7vLYdtefSx3Rq7WBh?@FrESfdBnh
zRDNTFSdBNgek=!_9>`4XX@UybMHuUR>z>R`5@$>GdW#HXUQ4NZYdEgp;CQzE^lcg%
zMc`CkDXghMR7N0lj;zkJYS>YoJJ!7-?gjILdo%qPT@kBWn-!p-NN7RuWuE#cJ*fCG
z-|)b>US3=s3>PX;iGpFH4#kfBa_y(>{DSfd-tUQy*+=pVo;Ny`@i30x=Ul|->Ch>@
z*>K|FIFU0&(g6F#Y1OkS@1^?YsiJV*dGfDK8n>JpeMN65QW2tIJ+;sX90#rm^@_vZ
zv9|6Q`*rpDzS0crMafYKnNmZ|k=oQ#D_0owL+Us7>XmNh65#4pNu7oiG6xqV4<>Bx
zV~LHH1qsIAqr3-a*4hz-#?8ot)!>1(u{Q}M&CJ9F#<qTH;my_W2G>jS&V_M_F2~5N
zbus6pMGW~d%h002--quoyo)L}`&3h%!S>E7bC13Fvkb@D9tZhw<p-E~VhQ)uRU@W_
zQa5pq1Nx1p&kB9q6-E|m?OCi#+A=Mr5<|c2^cmaj)5eWT&ClM^p2p;xjSh;cs;Kgx
zl}rizf`x1&O$r<xFTZgdoEjv_3>P<?(=37!=x95wyXwm+&}lPiDbNA`bcd;P`^DU_
zChsJ9&W<_dw_R<}h8qYJ)rOip4!+sAwGEHewQ}RWaRX{NV8IKww})=y0Z%*te~Gol
z4G+VXaBDa`Ach(77YfWz+>NFG;k}pl8V|tsE%px@JK|5Y!|_S_fAJk3EM`hZ+CQ!Z
z1-6xMP+NU+`+^6I)>K-0=5^}I)^xQL<TC%y%)P17;~?&p2Bta_zFDy`tK)~RU35yj
z;!;QY$gq0d2Ejq=29xXdoX^|eb~lOxOX3_A>l?0S=A8-(F6mb=$<Rl;iTR=_V_a?J
z&a~@m>DMX_^&!|RB=BVbR8({@3?kr-x(Y|7f*Z#f^textNrjqpiOi=WH|yy-i9L>|
z@)nq<dlaraj;zWr_39sA&|((XmJ9~C=06A;_*1<wUJ6uj3!+4iAQ9vK532kHFcL}M
zCZuebA%u-uaRQkmo~mlBYN@zAEjH>>!+n`xzhs44qLEV5tQsl^W)#lYdqW{xy7HA2
zYh;FmQxEY}Lp|Cokiw9*8l0dAIxPj@<l$;Tj|UbqrtrX+a^uc53n_zsJn+jU{kLB_
z@@5t2^j?Jj5x4Q%YT9ZnJwAsA#-A?etu+!h;Och5@PNH;-@REhN23CrJ`Y%1li+{*
zq30>!ySX#**xw<qGF`bRr-y(q(0+uDVD|7?Yf66rW6|n(eO90<=f^W`MW<#McxzyJ
z4uzO&c;Ld*vEv{yTxew_S`4Rx%iqyBrf^`K>BJ%oEOs%|hi68n(AQNi+IsIh*s%$j
zep6yrPI!0YoVcctLvy|ATy=m|Nqc^$u%vzrl*6j?BfMflX+hGU-n851I=keY;p0ig
z>FO&H9?LG0^Qns>&JpR1)q_jQ9y^s!HJ_x4JuD<F>~4k{YuPzT@a%~O2;?juDn^nU
z3n*QF7u(@s*`aehr)05W?l9vpVMaA4)5w67(jV-)Ps+7UXA|U_yed(EBe(aywk9^N
z|6{a-=82$>{%P{~0$3(ec`Sf7(<jc=wcx8$H6h1CC#|UcPK%D00~O8o$x7)y#;a3X
zb9-e)<6YV6vD`^2?;cGweGVl3UcCB#3=hy@^-~|D_c6rUPo&;)joS?DlZ74b64!B8
zPGw5b&lGE>Z1D)@DRO;kEj8S(g!4aZ_p|cx^>8M(ORl)NQ#_?!&z$zsw(p2Doj+>X
zpExo9%ZlWEQ5L_fi5Ah|d<p4pnLMOHBqm-S9wGTTxxjX8UoiPBw~F#XSxi_k!D)`P
z;)!fmF6H@bK;gld&aFerEW|~+li>gD{9g;;r-cc*F<&CIZG;Nk4Syu#`RTP6&rD70
zDPJzi(04M-wvri<^*5wT3mx}-(-&%y&yi2ZiQRJII_iu;a&%^VavREuAvCNTgU_Br
z9nZh~Od6d#-lMe7gpRjDwA4cBJx%n7Y$9Cg!mQpJW=~2_TE%yKC`AOcxG2$}_M7rs
zyoOB8m6Pll0m#>$jt^d8(~~2O?4Tj1>Y5uE)|zsebMh2VHSL9m7IHNq-Mgjb2!ql2
zsua*Z05JSl&e)~jpS93=MR+~Vi)xc_Wo^|yzRiNfo@KI1vLUu&l|d=0o6rZsc^aJ%
z80gTD^|)?QLhp?)MMu~?lzmMUV)6E|Mp*?+!d%SldPtIr_~Dt|5zQhxa^UJk+t+oW
z`hUcbDFx;lvB^i%hbxS@2!SQUA@t|+C@a(OBwrTd-PJ4vAMopeG{dm(?@s4HkF@I%
zAG~M0r^kX4;2XDJteeVkjxA>)+J37G{BJ%KEsG3y2t}4GP_<HGctFN4|M)N-4?IT7
zKRZ^%1GNqd_SNk|ygXIX6F5et2t2UVr;7&~weSGi1KzTXn#LZiX6&!RaDw$bh=yA>
z8_b*2zciKoYemmlVXdyP@$26jXFYtJaRIv;N4rowz^H^3jHkc@ed&dGASfFT%&oQ9
zW+y@_Z0de~Qar|tgB1^CNbBH^mGD6O*rNfZ3skm!UU(pUV7BpKdjz&M49A*5f9VL4
zG%M~F$3Xf99w5tZg>Nqv!KVvAm0t_{xgX}V3T#o**}osL=j*Hht^VDOd((F+tA@||
zcApvS2vH=En(f|Lv5*?mLrvgrQzqk%@W66a&deJTG4~aIzN~W5lTI9QBmxio(Aa{n
z<yagtA=3qx;lErkd}yWPl7-;^^oQo$37Gxh-<=MbhMOJA;ekqin=%(nyhRp5fEKL$
zd#wKdxR$4S$>r8y?*%26n0Ivmu+NiWejW|gZ9r4S&Y^~BnKrT$FOX(D&3R}YUwZve
z=k{E3xwJ8i0pn$aeKIDzm+%S@WK7=ZeHcn|nk}q<EX6#4VJPAW9<Uk~>^;oW%b8ew
z=VwVCf*G-R6vSP}_zvTAsOZY_EX=q2W<Gfa=qL)ww|2<#O<V8NX&hb`uD&(4pJ3df
zPN;THQ=`gn(9k}G<qeOS%-+=MRTpDsLd&E1TwjsnoFGBWN5L0GjQ#?adUwfX&+D?e
z4sk8aB~5*XK?3eq4((*2zkVaqk94&pB<z%SQS{AzA`x$0ByTvxvb`RrRUvkx>fnOs
zbcR~ZXNM%r<N1);i7V?z#1uu7rHpI`x8aZ1mieKP93+yL8}~X2aw|;|6QIdwGLE0`
zV?WrLsFqEeaQ1^TLg9}*Pvrlx3=h9s>|VjGAQOvkKhTo|?=@!rqY6Zx78H#OnJciZ
zM%-ijMTa7cBOc&}sNjJ>Jg{S;?N50lLq$u0K4kEuCjDpEqUIuKftK--_-MwqLtX9L
z;VDYjO6Tbw$0_fKvyGLHk<G_*nER+|l_R7t=2a$tPw^Hfht=kIIAL*mS|4_J^sDl(
zIigM4jO!il<}LFbK8|g;$6!fSI_ZjeWdK912twL0kNO&{?dr!M=U$0wESUu%(a-Kk
z-g%rm{_W*g>Y{_5qO#=41a((U?0HoCrz@~1=j{8}&&N%QH(RP3;nE`K^~(Kd>WovT
z_)((8uxKkZZv^r})iA(uPqm4Q{Jx74XDEfcftNu8Rbz5{`o#~S+r|m>@2X-J7(2wo
z03xj~21RSNiy4s>FDhBbCfKYNwMHh&<K4}5W=mL(=3vqH(Ues=c4ac0k1;0f)c%x9
zAGmgg-EJQ;r<_vb7{)BMX|dL=6~g;3FV6dWZnF+3-QC$Mjl$kS2gUB)zys8_DJ!|(
z5-YQaOd#npR$*~2t*P(O&(vS+n2BzZM2C)QmlLt^owGvC)5p$FGp)#QqS9aH+r<r;
zOGWik$AmGTQIvFZb8VMyFI!I;qcNLMa3ym>=u*b6l5`b1h_#Not>D;(9C`782}L<)
z{7s;%g#Xj<A1TiJjjI;NLl&F{V?ubK5WcS#5NoU>RQTHh>hJoa3Ie~Z00RLtgI4DQ
zK1q$EEj*Alp8Umi^6)l-?+s<b2^mR<z##De7j7R{tAGbyBM#;oB7eP78POpk2Fms~
zpZ@T<V?mI>WA7CRZWwvt1XIZKXQYbS1%3Nvzt#PpaquI)k526ohpv+3hd1oFWm>~R
z3T-pV`J|X<i|yLbwka26-AJR@pq4%*{Qwi&8NSR*x($On$7)*6>yD)(l)4&cy6BGX
zyXu%s$k{k0n8>qHXSQ^nCDP+)a^W}TBS>mzLknwnlq=4Y#|e?_Tqs|!7sy;0gWJCw
zyfpiYEt=u{(?h=?dgRZh>`8ef^k-SO_5wcKc$C+mSaR`&?lO3b?fsMY{rQ}JBtR4o
zB!z*2f(ATrc)9p#Y4PlP>=Sn0<9$3Z;Ha`Lz8T03TCx!36K)QI_5cI07Tg~Xm|Xy!
z*X;pl3wi9XmyBDjSYCpbv;KoWKkei<{RxBFAkm-{OL=s-HAr<_s3ZM2vd!<9PRsDO
z%Kw;<f{<O-`;hOc3UPeH@9Nly2n&S|w~;Z%Z&J*eLVI}loga*2HW5NfO9(r&FKS;+
zvx@_4D?&G34_3Udi&d9e;rhb5T+ItL4dllI5e=8^YJ1nc4E9R$`_7NY-JfQK-gLQk
z5F`>l^Uc3yiUhS$zyId`h%;kvf;`9mE#5`uWnzgA|1q^J`vwTwCd#U@D)d@$2W5M@
zbj<XIRW{99H@%u*8_!WH?g~2g*`rHVDL$$G(b3dRkwj&~$zKd^<OOJZjg+i=ZcqmD
zna=k-?e3H&B~s#;E0+-nbDYBiRMVz~qAJ0i%us>F#+&?9h{Mvf5>wlhTD?zV-Z#E{
zhfoDi+>E=iR7rZy%`d&%^m1q0^BlBhzenKZ-HYB2h2AvNLFd+e*n6$9a_Cok`e+{q
z<p;^SX$%rmGPmzr+2R3PTxb=RaApmDW@WaN+_~74?>bwkCfvo}?=V%rypDgPj<cM(
zsjGPlVa!*^_lK)`$vJxaQwH^}f{~f7uPHGn&WJmZ)<PlxWW-62i}1h%^qB6c%jD<0
zPJz7_AYHD{*#DZnaUG<!zOb!#T3W`>laBM?2V1<yd$vb+@WA$z#?kt)uIA}Ry9}Iv
zH>jplWrkqbeUL_q(9;oI8Mna$=|AAp58^BO@PPCJ2=HD71wi!=8<#!%Uuk<cH(oOE
z{jr<H0)M-~TRf292^KWKf_s|W311H(Hy+T&1DmM_EDbgPK}QB(JXH??7gWT_TM7PL
z?Pn2NW4zkH3h$O1giphd8HUqa<CX?>wG=EpPA&{KgLe1<?|$R%;FV)?gFgBl*w5uR
zqSp#R7a0A6yMKPj$#3&I)QzpRMrGJut}p#bkJj}s)d5P#0R{T#-~4BP=-}4$q0{xI
zC?D5nze#(j35lHWneVLaDDia2?p=ERBI?%r$NV90CF65J0NG(pK*Pfhj^co#N|l;%
zeATFq5`XEcbZ5a*>W(NCR`vBHS!QWT0~;%J(jM7vnCZYMQ}jWM$<uzn4X4Ij`?34?
zGQ9j4vP)E6`$$)s?0j>jD6fca`gR_$ip#i$6nSini4M$En=9}n^I5mz4u2c#rpb1e
zKqo=^vky`h?HP@Rg_O<>J-=fUZ5>=Vi;@Rqs*zXA&<m2@t!we*YF2I{SCLNHwqy~!
zNQu+;(TL|+IlIy(%?+G*;8AvKg8gNtxQEZbD=f2lc9zZHL_Yegb&jP-zLKPh=z6AO
zb4p2<sv<p#U|y!-X`k`hJ1h)!+SrB2vsW(FIx5amv5CBOj4%X84||l|Ur(u6IOpFl
zQkOgR_Ng5Qz0*dpOXoD!_PyqJN5fr;GZg9+JoKZ2?Y(H$Tx$hAZTKTg%Jj-yqj8xJ
zc@BGdORDv%QO&K6UHpM0Qiy>9;Xee@pXb<I2VDzsyrEJJtgD!j?r@!gB_j3TWY8=#
zOmPqJ4mm~Z1!>C)X+<j1&8@d{ds-ndfioGD=05skS~V4MhjX(kiFpg>Pse6@Fm;Yr
z$49X!yniHR?Z^{z2gsVdAV9nL)@o=1F<j9f#OWiX;#d)WeZ1~IQ<d_g!wo0U;7zxm
zibn0XN#cPhMnkm26WQjk>`&^SFISt>!$0%ydDo<smRJp6@hFDU*rJ<@jJeRth(*?O
z#a0EJ2|-Vn%y}wNjjhigjq4=@x>*K&wod3?h<k}rhgAA`WsCGyr3t5qMyxIx>}x`F
zC;i>p0D)fYwHY-FO|;b1IrJm>&j#P<h(=n)?s+AhifhT^R_*E>+7W0Z^SOx!I#?pU
zkJ?!5IA2eu+>Tv>wYg{5=R3@3!DpE34Fq#NJf)E?jaMhac?;LlsU(n=XhB5!dDQOr
zl)ks0GC)*#hIGN6BQM9RVZv=@zXtGfB-4)9@CnLaAyHSRsAD>e+15?#b}joBAUe9~
zISpwQnSUX8-YY!E2^nLV5kO<+Y3XylwGs6g<3u6x&HUjD9_wY(-Ojf&LG+E9`@$yn
zpt3xFa-9?XrVIlX(Mq`6g2i~?A$&*MV4!mQSv&NAuNHY+2C8cn1By?p58c3;_V-Te
z+LPyjc6Y&W;F|N{LPnP!0(r8qBpG@l2uiGq%f$oVM1F__x?eebh6g;xx<+!Z^QWCc
z@Rg9Cyc4|eZ{gEgWW@9jO^=NIX*{4%=~np*xhRy5Wbex<$U-!&oMdqSla_r!so?pF
zs-(F&1q9QRKT(64Lc4OsWW|9l#PUqB0C^~tl`Pv*M7_dnBaPWN(-qY-Q-tL=2Ogy;
zu(J-AxItNR-r_#KRlJrad*?R6{v#iWzA9IZ(IAR(Q?ts?u?3YW^BLSjexPIKekchv
zO+FXP80*XsXr<@y1j56YP>KhNX<r3FV~xwbYhHf0AC+v3$g)OJzF4xkVOR>UtDeh8
z$4BjevHz6_oNZRp!H=pg*~#ABwUDV=rt^q#l9_M@@odck#8o=V(CR?d*;a=JJ~IoW
zQHqgTv5ya`j_CN7Yo>g5=TnWvymV^y6{%Xmw#*z-lYQ#iB%Ut7g{CARQ?O~yelL2}
zrYeS@^Oz81@0*Es&r8-lostpE({YjgmImcnmuw3V^mKQ1$pL}ju^?78SES0DWy!Ww
zv*E8o;gHkmIn;8@JNdn?;^U)NrRZ7gEEp>TMOzok+k&&w!KA1I4uLNMNhs$KOH{Fj
z=j9>uRYo?I8|0QYT$CycySycy6*-%o^uIAwmETJ<`sg_*{farGiPs2s(lr-DrE;OK
z6EQo72tq3-#4H||eTdP(1#QAm?4VOB{M{_<;HVnReeufgY5!E0)=m!&x#cS=1A9CP
zpSc0j4KkY+`1Zal9thr05}>r6+~g~T;u!iKfuv(|9uE+V$74)nXhC&V7mtP5OBlKf
zF1aeW-~m)s0BC2yyrCG%Vfcv_ds<(3-#`dN{`BzdpIVI5XZu()sbvboUd|u|Db2S|
z9APE&WP@&RznguY`)k9=ei|vX=}o8a6<unGiBvN=mj1f&6%pE_yWlx98vC=T_?MXY
zeLly3&jHvsCgS74&ak9Y9lL<|CNI<(+sQ?FeK(WhjKC)ldY;P}I~2n(F3{=v8~Dbu
z;QeBn*kn9_C|bO~ojt^d1R3nf%b-)&JQ@$kev|*9f#U~pvAomsH(CNGUQ${Ju?@qR
z`SBhTdQx@6Fh#JR9=&+?bNrpG`o5nU2i?8@c|Qo_e`s$Ou)Omdu=cU!38V4Jmj2G~
z*PaWKd=_sO8P%=4oBx|9^*{0=43e<m>WL4eJzi-{GAQ|}sHfy+gG#>v^5IVLzd$ny
zb{Jb=2h`v~M@GZay!BeJpz=+mgdSp&55_zVRo(M$oC5<~<bSq01eUHKU_Z1xEsm@}
zH$_rIEb>(YA0Fsd7=drZ;}Ey2oosZhK$nGp4mH@z-^C`tYlLg6R0j|f_!t-N<{Lf#
z|2#L47(S^=|H+MQH#|TCUyvOElW~$j&%A?~!mn4<oOsK&&FHjDUN!%jZ~pQP$;X0{
zG~qWUVV;c#Zqjd5&RLuWBk!<6_!zii`osMlt)zQrQ6SUNHvBUJeuBuq5c7Y=J@YF*
z{)L!-$(X<H(EAr+{-u@vlr!~ryMX_Nn13PW??a4c&FIcciE*+L?H<x+tl25E^bv}R
zauO>Bt8d1w!`t$V)*W*bcD<twGujXU=usgR48sF*AH?v$sbs7z==OUihX*pJUV`Cq
z6`Y9Jp6FAMw@<*1P>r)nCkwLFzh&xVf@H>7?ceuYe8&csF7KNYk66ARdHCSPyk=Ra
zOHA)JWiZQXV_60AkoYSem<|U`aoA5K>h$~`VS|zBFXINsgb(q+Rtso6Kz}OPZIB;l
zy!a7Izw3Rn4?lHCse;PpdqB2ApxJS3F1%l~4~M;i(K>m)LHP9`gKxmX0B&Vxu|x3=
z%uFG}(fw5Lm)#4p`CGl==$HP-bSC{8%3rg5Xt!5x%V}dHu_RbORW>-SH6+=*^_PjU
z2SaHBxR5IN{w%yD{>1s~y1G;aBg07CSu+SO%+DD|#ETjDdn+e&!DqSq;mcxqc;L5v
zGEh{~GHi!+2#&f4>&U}(3^p#af&qmfMl9b?g;P+BiU;(NVx<v7mocw|<*KDRCf=FG
zp3y)T{<WC~e(L7fvw-`<JI9I?Y(^F)rcdnNADk`T=(=MAiF>+=2Y#CWpV1(^zIjog
z82VRdl0K-v?|<2B|HGiyg1tOiQ4A$gpqR?Happ_EsckgE%Dlr<r*U#xbbbQ%$pSsa
zw^VNHd;iTzlt2HAkPwFdA_ra`vEBw{h-1bv#sZanvXDvgj{uxGA^O7isqN13CwuQY
zr7kZzCh?Nz)0`9MjH}$?{fqKJkMW*0>)%3+d4K%>H6ikMz{*<S3eB?WU8j-~yQZio
z)K1B9kPjMvuaI~r@;^S|{{;zCawS@rlQyKpu4Wv*xB}~FFh&;tHIY=%)7B%^`L`s#
zK?UdkMPVW`6d+R_I@D=wx_@1XoNudEg^3^8^-Tqt^|J>4xy05{_;pkM7kK;^n1NC1
z@2LUoCq1KfQY)W0*E|h7se$7EK5<4zKy^|BWuH`q!+(uc0Io3F$`AbeO=B*`t6n;v
z?#D#URqI<tvWFlce;qZ|Jzdc^H<$hvY+$w;@3v*MvKmT%QlCE+_CnUNeNSxv`tzhS
z{bAP^Sp-(MPN@EqG$7uVqwmv!BI2;_q`3V__GXVm{?5)g4C5&5^;z84EF3>nRZX4y
zy3|ux$GRPp?uXcI{0kjOP8*42GMfBJ!T;SnB(wjgdV|QQ9Wl$|61(>3rc*0I8cW(>
zQs)WAR-C<pXnv+%ahfgkoH^_^Q1^@bjX*(Xcvn@LqeXRM<&mbM1aF~Cu(wDvRg~W*
zQUGMF(z9c!MB>}r<X;cxfj}W!!a-Z4m_^ih!&A3JOnmDPlUqxt48yK0u%5$tE;ERY
zjz4{3km7#n?QNmb3W9rxk7K(>P|B4OUq9SHhs;jwvOo$dzl{t@y*97@Qa$e59Y>y-
zg>+&itu0yh4f;OJm~Q<*{T27Xd#lME-Jv~9mTw_pyTvjL4K>5q>v#QqnoD`&-4iki
zyVv;$%@MPejZv2=3&z#M@~d+Fav}wiij*{gh54EpJqQ{MC|CGe!Kr<`yDQz}h0cA9
z|CFFnr2zPWTb5f6r*+CAehkWS(F!iyHO+V&;NY9-pg-=IlKMWWkI5x7tu09rAWVNk
zFs^0p4leJ$$M9vfT95>TuNN)S?_**yD)OS#KzD$9C`E*bd7$HmU;OhkzzP_;{3R(p
z)J4b^$f~|<HFsO7fc=Kt(6mks#Ll|g^oZbNpbx#e1`FnMyUak~tm~fjB7!p%Qq$eJ
zD9e$oVCiGiUh9px{Ix_?$(8AN;cVdIK1cRc)fK^w^~>C~wNLMba!+o412RdMkrFU!
z&tCI6x!Fdl%JzC2j)zUJaJL9{x{D>1+9bdf=AqkYhUep+pB|kKy1B5^B~7r~ok_We
z$S>}@TpI81N^r_H)BC2Pi!7Hur1jWYb8Ls%X_uKn<<=ry5z!36%5ElQDPo~sYrZ&;
zc*WyL^+CgM22(f{S^A3(^}z7Ez4LI!m4RcVHmaxO`641hJ9~0r9!*EEBCKy7f;7TB
zzN5M(<ds}G(C|ad#o<avgTS+v(W<0Y`)5>A;iB(oVyNtaRX(HyhXndAGY4f&=dl|Y
zOpY$Gpz_IXW63K`sf~=}EqiZ$?}5)GAUorBO_n|OcX?mBjPI)sJzu@|c6+0FOYFvb
zS-w+#0-w1s@kRE}t}sUIkP2qYhh0K+Zj&`()r7G($9AHrF=4H-6m@LAiNvOX*Z&P1
zYV@kNM;`8$$lRD<ew5G{^oV07uA{782k9UwJi3y*oU|%%A!!}ad6ym1LjiaU8@vJ+
ziR;|-A#EvqYcd0?raBuRB^endg4r1xOyX)~HZzL8Ly7f6%W{M%xIw8aH<Vfrr7K6%
z_&c^_IxdA&H%sH54u1Lk!_I5ybF2SNB&P@SIH@p!Jz{%pE9#kdYD|g@)1Zl_EpF!%
zsm>;_v8h~;g^4a&F({Lp3#1-bx;SSW0{G7?!9p^r6tiB?6-udGQs)rU>}h=sd0onA
zj{csT@004tsy@)Z-H{m_{+O+RH&}X^@IzMp5{@>50W?ZqdV+Qf=zpJcC`2`s6|OP3
zs}`<k+YNHP)MGbvVp`iKkY%m-Wp^B%mgzJ?$|fIkm!6wKdLkyb-Uh;vvqwiTsAcYy
zE`+Y^@!gwZ;E-GN?pR1Xh{5T-&crH)?rX9*l|49gT)Cl$-MGB$9-6;)&<}C_lT30=
zzlvTDVy%t)Jo?RPv#deyl5DKM4f~pNE6c~VL!yRUE&(#tI==jKmWjuFg!d40Ql4{{
z4djO_o_ic5o?St7v0VMSs01(ZG7zI4H&JnQz0gT+Z}cr5I0K|0w(~LJZ|ujkm1fgO
zOJB##^zv~*o2Vgk_GV&p+`}wy{G6jb-sOKhPhibV)^{gtVv<&tBSe9INeoWC8^7^!
z<A!>_+Sb?m_jxX_yHE<rvS~uH|41-=_3_vIFd`haSxLrNR{g-z(nSv7ppxn*&ix%;
z_08*$UwpipzD;-COn#)W`09{AmgR}TOQrc~I{TWJim1;=53$H|5Blb=@|$Qx8|WK!
z+s&DAn4CK1*0Y2(3=R8-+7b@%<;e?sQ|I*8cC!{(drF+<n0t%WnX7}58y+O#_Et4^
zMOS^TRs$g)0OtWy=P)Td_qoRtAN?QGRf#UMF5Xjjk6|0aop%_IkKFNhD3R2QoeGRG
zB6JP)2VXHVtLRr;inLh-+^VY|zF&swNE#1Q+RwARo#6s;b_2yK1^v>sfLkLT#a}Yf
zGEt74Ptd}$!O|%AjHa>I?fe>NRcRw*hlSoQ%Prdy>=;~|Yh*FP+~>N$Q`_*w`kZ_W
zm9{_Jc*&$A{rdaI8{RUEr}`;6NoIrh7v_ItQmJH>NnM}wzd~my(q3S@5EGulxEi@O
z=|B4Ir!AW&LvOwoaSPAdI3$Jw#7p&w_)V$w7c!b1h90hi((^)PW%RuW?(wMXV1ZAb
zH-+&)tY~s?n>*dOMy(^xbF~88yggJ>=_unMQ2i*Or}|u6`uwCpT7XDxhANu4c((gh
zx#Fjl^iTN^s8)Q>hnw}qEvGH8dLvtRzteB4&km&knh=e^nedT%ljGvTDUp#>z8{W;
zF8Td?6VuZl+{eYq(D|AGa7rBTI?(?hQ{SlqrZ|p(!7eZ>;qXj9#Afarf1q=#m={Bx
z)XL5EDHkCoj>d3}%$0JxDc16#(re!pfH<|-4*!|aTsng2Odk_9)buz7Lc(s^T`JO@
z;H%tD5$=Y+2g*EmFRkv5&z=1MZ1sMxqs8?2ikJ43`JFO3rjOU*SKQ6-6KA7u7?bO(
znw<ipc#N=-_!VrEBrJSI$VZTq@4T_iwWT9)uRYr+Z`6aR0E;0O-?QSG(MD;XPX#kA
zr0%?Quzk33uj+k_68UW!IuF1=x)j5xgeJ~;wtvs_xh3ow&*@+<nT!ZN0wkKYr5pCd
zQ&!!z=B``gbK~WQTaJ}v_iNszOU%M+(N%J9yipnvQ^ON!9K(XwY7D5rd`-_|hiDZ1
z<t#GleFKMz(fY!-iffz1i!f7HS&rggiHzy9Hb-MMffje)OZp}$)Wqzv61+Q*?b51h
zs>hmA>CEq+$_dbSecMP-0PF&!`z;5hM4a6h<15WFQ<OTzrNR&I)sA<gK78^HVi@9y
z3C;Tk;mEYaWmOgsb_ZxZY@kH%WfU70Af}eTE02YYQOZ1`4ys&XnR;wD$9{3$=~F0g
zD{*X9f|C3eW-J41;Obs%TSXHvbXFZ=@jMtzsnd-0x`pru_)b;5%r~)<3=kDfd;~%e
zf~?sG_lPl)UlB~C^AW3i2?TEBGaWmWp$!o0*lTyc-@f%sn`*L&>QbOa=6<P7iwtwa
zNTmhlc7Q@k+UFx5CM)OHoNw79=VjU3Mt@A&CYgvGe!cw31~w%SzhsCb?k~kk&u*2O
z9|XC+cy-{I7#8D>F;G<i?tZ~&+<7~;>G?cyd^M=S%85inyJq1*<&`Otowa8*{O4${
zC3~w?f6q(06~U8Ypc_l@;DI>cm-^$_#;6e!Qp8Snb29awsFR>_)7|v^iGJ@)(je+f
z>FRH0Xq@iLzF0|jKfITL)_Xr?d(~#^PUo(c+34f!@nvIEQ3i*odA73EjmZqZ+&K+W
zy9U0v^ZrX*i8l8WWk?_e&0QNSvh<tvfwPa9>!U?(*_cy3iJ1xFCn<@&ZaB32(p@Ia
zo4w5{RP#rprY|)1feD7Q)oV11Xz=nYE22fS&w=|K4xu&gEC{hGWoi;%A8v_8L{+)G
znNZ$uUeJV;4*Zg-YVaJZUYCvs3<m3O5I!|}Vb-*1R8<=EDs^Y|2a+}8ZNQxY=e#-E
zMfT2oN;#Yd!HT5$3y18L{x9Q-XZfD7Q5x>^P7aUhzcnB4c62}ck^FJxK!hB<2pz#<
z&>1@^2{fT5YQ@bl_wrlXNs1o$R_gBUAH_FCsA7{<sV)*Yw!zC^YOI+T%W{~_!&upG
zVleRAb#YTX&Vt|36ZY|%RQZKlgLPL(ZEN-8v$O2n+TFOmt3I)uatKs%b{hU#Pcd7F
zZRL4NV@LYH@e?U;;b(`)@`&Gt{(f+SH*x1^F8iZ<I@65JBnR#Z!57R{>wY?C|6E1+
z5A1N-{o{E@re?^&===)WbQuqP-9PtyiiY;lJ<4lgq5O+<1Wz-4f;wAM;a}GEs!}d}
z##~yO#6A6t)%Ev8MSS%-D3SC%x7!yG#9aE)cyzsjLSoA~XZ&$X!O`cbV85|+@I}2w
zlNp;i7|K&7lODG>+AuFmf6xfZkfj`Jwi6Db7))`IKOjWrsl)CVFxvS$IHLXa>g&_R
zEkk)ec6}jS)H2U1qPbZ>AlpRvw$vERq}dEFbWqZ%j=Q%xkrSotr5vc?ieUlV0&bz+
z^(|6p625Y}T5Zwi=<&9fzU`v05LcpjPc2)hbgZR0hPCxsm80|VGiOpxGA@C#;ll+_
ztV1%!%GcGV*uDXpauaQma=#CiFrh9}&jReM{<3?7S@<!z(CukYy0Sw8bAuUyYjg4R
z_A=*&=~NfRuNAuya%3d18RXm32p>8Q3+(5F4+kn=sNbF?U#&XKed)^IRVud@LxXJx
z{H(z=7g}MaD_CisoG7Ai=}h8mPx`>02awzpNJqDS@|q$a9=}P9sju9><ibbLKs=H&
zD#dH#dY$0~0YXu_2c7Ye{>tM3RjP=Jh-z{FLK#(`#`>v7Im1SZ$S+bPPI;#l@25Cr
zw7`xPYsjEyS0wu$XPBVr2M}cLk8fC9enoZDg=8LClS#oWB_<LXTp4Sl`*HRCK&0ET
zm3Gtosy|L|1Pg8%PGo5Xoyv#IZ@>+NYpvtR@U1s*wv0BpWohmR3V9O_$LMBIN$KP$
zWZ4}GOulV=U`=!27?Z-~9^;Wo;mm|_+BO>&w%Z6ONlD&%=5MvwlP>M2zxOW3#39wR
zHgNjILU+vb3A@uCcz_2vAWK(~#y_SobocE$wX$2+(%1cyHyuJS4gIXrLNXLzpCUrW
zoFtB2%_5`gHLPdTr25<@z6V5ELcY5nLkdfkTBg_=(Hx~xI&<e-lpRdmu3q~xUmn-m
zXi)%x=e;S+HNNz9`xYNmrcTk}Q$1tR7rQBLwBYLkGX-awCj~arDqiA*g)8G9%xmZ|
z&a(qWAGVt>z3z6tph6mRO*&AcKNTo*L_=Ekb)vvuUc2W)o>+Sks|*B*3>Fh>_Q+`q
zk!+dfeVCCxg9mP>Ij*0ptk&g`urzyq&NV?2@e!j_)aRY`&G7RguJasCl6&|=G=>^3
z3GAFqZT-{vk3dBj=8g<M+-CCZsHhRq^=7h<L5}Ty?Y;()%5O2vh0S6V5>I&im&id2
zeph^6Ioohv;g(jo9uwfFZxAhfBM`2T{@FwONc9$G5n4u%ypyUM!OWcy9F_Y#y-5?2
zf#n<FetD;UF#n#~%g`6=C9mQ?K|fbss;3NV7n7VS^m3kTShG$DY@XoEXD{pYTMDAh
zRx5Nc$h^nHpS`LgvMNmQ9YzUTa79CpdhtLug~!wl)bUc(j(EwX`bH66Bbd*G;#E1E
z=chlxr?U;dC5DR;Ss5l!+rgB2z}Jrw?l_Y~w_JlTH8<0n$fAzpBSF$t_NCbIl2IDU
zsITT&K>uB3iPJ~fq4d2&wSs#7`1*}yND1H$qv!Y*aK6f{!9hJ;S=xOX8sT8m>~P7P
ze6a0+@*E^X-SzNZbqTNPu*`V})e;AiyMuRO)$iBmr6KPNw}w_$DT8IZf(hOOl#`l}
zWQ_6Lm@YcKY);zPc92Z|`M6HFwhGw+LAw_j8rsqadwQIuBtCW5r7>NgFMx2iOJu`%
z@A6GW2M2x1(dMXaRxa`*O1R|CQ6CY;>ql?NOO?tfnqX8L&DgZd_h8|QFCLf@!j<S#
z6FqlAG6@}MhtZ>@pneglt{$qFEB5hIAy1GsN|r`c4aJu#_<8<C>gtM<Mm<SC{|>R*
z7C!9g8~@7Lyw3g0Qleq1bKBAoCxZ;vkkfo!l%tSh*yT;VsLomQXIj0^6fNPYObdkX
z3SggurQWwe>DqU*jcii}+qMHDe0vH_(M_jAc6kwNQWUcm7{!W|>*XIdK65<KNq|^G
zJ{X~u!b>VQh*iNHIp$|eAuTfkIQDpXZ6EcI216do>z>{bD(7!lCGlQ<vQ8<x050_L
zZFXLqs(v<Z9?bj_Fi!(_oW*z*T77wtf&fq!)IQaiWK;P<()q#H?p5Qb#Hep1`E>7Y
zn0aQjOOt6-#Ep(A*CI$dh7~4)VUjyNe1v2zIKC>hTFyR0zv`KGo))eSl@5Oci8(Wa
zHXI9@dANmjgZ|0Ih-)EC`#Z1=50Pa$5Z5YbcLj#_tnvmsblbxs;-I?tA4OBd1G|@1
z+n$*VjGVjbTUY<&Zm7!qIgTdRE%S&=B@7lKj(5*`PI5A1SN(o*)gS==6l9*<n-v3=
zz^>!T?ux__je9Z?r311YDtW8peXYI=LzSu*1uM!IIxhu6YSTg6-(#*yut9Kz)JZKj
zcHx~>cmls*U>EO!!E2!i?KcFF0ujTNQEqmbPQZw+n1G2HQjkd{jxta7o=fwrH!4<P
z<(Hst%NM^p6xZaxJyn-M=MdRCPSlb0_Mr5+uC|L9ZAgZF6RI&>#F^YDVyi2aRM@Ed
zg3yv5_~3b_u9eX`KLB-^x6O+J%(liLSkrDUd08n;lxaATZhY}5oyRfY{uGk#>xFlG
zU_by!E3fy5ft7O?b<??@>eU7}u|Yq-0WEu<v9>FWrqlM@wg_`FGG9@(cPUTe@>iDm
zagWiAt+m9jQuHO&=CXc#y6xn(%PW<-YtKjc4AmHS39I8PQd#*1RiSn8s7sNgi#`5>
zF8a+B@6cw6h&0>5sHVF}k)Wzy3cGS=zIx?X@J$9%wfC}3e4pz$lxRB0*3)O+lYsV=
zd%O%(>I@PNGq0|2a1<IYjQ2)6N&p;7;G-brl_?rRs<vi$pnf0}E}6l^^!v?52G{1{
zWK^^(1n2qRzdeh(wj8K??2w-oEY+xjiS(YuJX1xBzVzUE<Y=U&_?<9M?i{p0YM=yb
z9I^rai0Gj8i;mM{0FXX&$_?c7<*jrp<%WX_JD#WY)oW%yUbeXfF5u@`Q`cE95R`Sw
zw*z;vGN^aUqZ)<glHGxRglAb@bfxB{yI1X`tbFHUp*mF~!UKD0LfmatUG+yPn@X?Q
zVd;^f6(u&e248B7+z-`_!p&y6wO#R)AVig>21^|W3EDQ=Ozs(c6qShKPs}LYS}{t8
zz8l6`&nsh9{q09bMHiUl;SAHY5TsPH`SVfzc;4ruZ!6NgnVMl~8nQ(C!&ewJhDx2;
zRo~DEhb!rXywXeMBWw~3&|s(o{Tos@lY8x;hjq#%XCV2!`Gu<v@8jpD;>lInjP=G9
zgZYcr0V=s(KLt91XR{k_P>@a*G}9$2uJ<t9u?dSCX<y|ykG}FqO5R<jglu}{dX?5Z
zlVRsWKd7eP;aH9~H50Y$xn1I5slDyF(HDF7gpXLeou1!iP|(v1M5(~SRZ;V;??)B4
zjYl|bH<3Z>PFI^%y1Bf%H#W@by}aHwU`k#q;eKQi=l?z<yS~+;ztWi$^AxL;dDEuq
zNlH4=>5aar(^Rw4ZjuK1{|+an=9iCIm%kG}QP5{TOo8^)O!VFZy;%<`iJ#gR+uUW|
zW;ScS2ho?wPX~~u{sJoZx4A0Ar;mD>c(+S$v`tYo)S!v-YBE)bJ}lh#%~IrNWv2r6
zX8Iv!cKIeoc8PXqMVVf<Aj6y26Jy+Wi=e1zj6W_o1^QchL1mT@lV(p*IX!FWt6=|`
zp=H7-G%`}y1V&;n#xSn;>iUIK<y`zE2a)nBs5PY_i<ZNn%u$B#sOyOmG0t80BzH^a
z5P-myHsj7c$}rDDUvs-~#o^CFDot34lH1@6J`7N@@tlK<N~zGdV}rl*>99ib<fI|F
z-cZ#0oy@Dk6MtISEC?Vw-y+sRG4ybfDZI_3U;Ojr&S!zXIkeM<nd9637PJ#;zK&es
z*)=inW$CEBdHR*%F@?n2wGleQGzqqZy}NLP=vbAu(Q=BI+mw1PU01MUA2V=Pr34w7
z&RUJaMRS@9eyq!*T=@pD5pIobmlm;__`BT^MJsA(M-jvMQ-8nNdZylcR&}DdOG+-w
z=16gxDABK)on)7DsJe6y0c^j7BKF?4FRU3mPBKQff^k-jfhf+E-upgbo%<XYNwaLL
zHk_W_;k4s*d2_Ha1~RTSTH}dH>Ib10uMPPTgG9rpuX$~bT@v~>DzoAJ!<NoPQ*Q_%
zI+Fr=2IF^y!Zz`%0OU#9wlXZbZ)d~AGb2l>pgqT=y{JOXmu15{I+`jjGC`u`46qH2
zg#Hl6#2<eLH%CQ$kVJs?`D>rrpfq=%RWr-z9Dd1H<a6~rOKoU}h6`r$Z5O3R6Tuxh
z6~V!oer|q#>3JV;;AnhsmzPm(W$n3UIku;YN}GTkwlTXuT1kZpfbRpObpeL4y?kwt
zp~N-MH0gl?j_p-Kpu_@8e+}k+?o0VS0oHE8FLyaTHS0cffeGdxC|`p<(Th@D8?TjM
zZ3P5a5M&td*|jy5D<ZvmEH~<gesr{w)4fVkdYC>nGBxm*_kN%BkNq>B!|`ALAI!cz
AZ2$lO

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/images/image-12-Quarterly Growth Trend.jpg b/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/images/image-12-Quarterly Growth Trend.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..bd6ccbb7f38e5ac80d03ac12caa700e7c4307385
GIT binary patch
literal 27098
zcmeIb2UrwM);8QoQldx@kf4BqB$W&@45(xgi9<#OML<9#$3c)FQ9w{ca?YS2IcHIF
z27v)2ry&k7%>3=X>m#twv%BwJ-+tfje?54$Rn=5=b$8V{b<Tb6YOsUY3E;GXjJynh
zg989K;6DI60^9^n5)cp);GZNUBs_KMBoPS}DG4z#3Ede=aw<l8W+p~@28Q!&yzJ*$
zxLFw(ID{{AU%e(EAi&Hn3K8KG=j9jR`*9JRQ>RXm5R=f7lG5^BV7S2dzy87202C*2
zhH;y5aae#86gapPIM@b&8N5$?oWJ}4fBnHZfs2PvKzQ;L5iwYy=rnKw2N(AQ9xgsU
z9v)cR4g5WTM}dFl!Zj%ZN|pPBEY?(f&qEVVvfe1DrB>})W8;7D%<~ix%~@JH`iqy?
zIWBVw2nq>{h>G33B`qT>C$FHUuAvFj($+CDe)!1bv8kDjt)0Dtqm#4O3vVA^znA`D
z;jbei-@J`_mzb2ClA4yDk@?|cVbQ1JlG3ue`i91)=9bpa-95d1{R4wT!-&bL>F+bM
zbMp(x^^MJ~?H$za-jC<P0dW84vB3ZT=fRFW7X|oSC-Cra@d$rB7tRR>@W7?O!@qEi
z;Ea?C;eBgL7QW{vscwWO6x5z#<yT#!e(<b|h=xr7aS{3B(f;ye|J;Ll{!35x+k^dj
zu3>-#7Y7_XTnYdR?CfzQdJz42{CnTQ<=jR36?>wjQW2`mg#|iVzStKG{(#QU*M2!s
zZs;>t#{E92X|;49(VycFk8JoERAh7Ao|>USf#`Lkm+qTEbI_(wTxT2Hsk_l?X0Oat
zu3ZZ=iWC~2k1c^tDLK6y8)kYWaS7F-dPd(=he+@pWmsgl0<d$>8l9E4Cfx8E2^s3K
zS`Hh=0;b06twWc@Jjl=Q+vq1>9hw_{&`29R+&&CVOnlxu;OhvZ?`T~8WZD(+=`5e#
z)2n!{8>ne_I~{?WW#($*T<?&10r6{*A+v~!6|a|zy+g(zt=rT^nP&E7648)@X-|<0
z`d{4Kd`t7#*H&WekmL=;5|{dtSd~6qv_L>@L%ZB+7TlEB%049Tu{zW+pSHU~W6nQh
zpfh|cw8og=bj|E}2loDAwACaE&6=D%Ndf6y{&4bT4ST6XUB$q}I67zt3v4Zo@6q?~
zG`U<J9#H5F<6F~}Yr91Ft^H)jcYh0B^E1)kODRy^li!HUug9I4>y%B?kBdm8y$4-Q
z@(O<Hl&9hUc=q|FATOB(IxPo0V|rwqp8+rUS`$s3?O%0R+iq|bJ`lnu8?~5z_RPgu
z0}Gr*WzOE|S`ueW=2y%pq^Nz`_3Z94?maB<7~|=C&NCv2M|M&u!C|tuv*L=0g`?Eq
zhEhqctm;+S&k*yj2WL*cQc!PwUJ_r!UPYMll!>?p4Vefq{5ZZa>}<~ed^>0({qmew
zEO4OYO!T45N0m;l<@_{-{4VvmEgFB03=WP&f8cMA4_o6Drm^Qf>}#eyV^OO+PiG?G
z;Sf)%!1c9fO2(sS$(%>ps9kvJ=ALElszTqAT{&J=PcDrka}wD}i5GSR(MqQTwt2hs
zLi{9HA6L=$>E5aGN2Y0LUgGG@CBLIc^cf3yw;}R&5$RZ9JOT?$rhmWxCFEveDHb4c
zY*s>=jedInhKT30@5ZYudQ-IQ-5=05k-|6Ew&VNBiqAS+L$ZvdUm#Cl3wD34y>wQy
zbXY~pogVq<&1AW3+?~*R8Obm@8Akpd)>ufRnW3Ss=_h^z{m%uubty3;`6>5D3#4tp
z>Zx&)rH}N*`Zw8FXCt-x)F3_%Oy<dn{dg->D$>CJtAkouvplw0zO1aM$R%Sku<$86
z4C1Yq=plYZVJ*)O!}?7*!)#~O+%j0@w%;9EJN4UvI6Y`HpNxmuXdWbWX;Cjp{%7$<
zPNM8gGNKRD16BIpMohQEzUkk7ReNT|!N>#OQKrbn0SRsD95F@m4a*40Xt}j)Y+QFX
z>6zoYHL}U~T6GJOxW|l=LvwN8m7hK+8<>8^|MA)E-oP7uSC-O(qOgU<hR%9C#nNw+
z_W&$Vl{IK#(cRvD?s0WrJ$+NP<W;Wcs0c&{sAF7oEx1V25-mgNH6)EY=opo$uRWAE
zwfVfsOlHQ!HlWj{P!g%@I5J!IR71l}uEV`P$GM}C@zJW(T2N)>`>zbeychT~>hX!&
zA^eTj&de{jI(&Az=7!s&&kPle)~eimr94JfAv_g#hpVf?3Q;=+B~H{<h<z4O^63$j
z%h<M~L{MoV_qJy6NUU|PBP)i&>Xa5LtXZW@{}%0-S_wdm1srh2nN@8J@)8%3qbQ*s
z-RjT_H!azsIsl4V=-WKO%5Kbg^F2tKuhr%p&y!{U-8Z*C^JQKoW^5K=@=RZVIWTdS
z6|7nLPD6);IA|2T>Z-;oS>Yc<YgTW<Mkzlvrno6i76(+xM2_4ngalu$M(esqEPaa1
z9~_o8x1bHCea*?SgzqF2H8o;IK3w$%5kjVCMkA!xVN2^dTmJrXjmUy|Cz@+A`U;Jy
zp+zC-Io2nUXBUDFWGgT0rH{;5sz_7gdsC@M;vYYxZEQ$m3g4VPlYF-+C1!MjV=Ke_
z70L?{q}HgTR2dm<hj-!OI7ifwMw7^X{Or5O%0?ZoYLnlToA*A<Nih2>=SMaX66nDx
z_c%856xR&Ba$H$cogUvR{@`H}$EX~?d7@&b0|5=R-G20;|4B|%6K%a6ALUk^=BJ1W
zWkwydZHKc4Z1NV9Q3hI=Z`UpFK9eDuKrU)7n_s$7xzc4gxnb@w9F!VuYHBCwDRa^4
z63xAKd4^ZlarXL%$r&7r6}l69mc=<jb#FyexrJHAw9e)^Zx285HxN?k_2hIaEb^Jk
zS#j-~IB?PIv~yZ1j1f1`lc$gkY*;NcW<cC=_TS_D8k~}(TeMa7XcFHv!FKnVjNExF
zz^W(g;fj-qg6Wr5Rh4`QyL|sz`t!k0in#6S&an8==;!8_i?oKPOxGK-H5Bbzf%ooI
z(>>03l!|KY6(;G9@S1!h+3uyp{uL^}cOpJ>Qd98a{8eooW*=TxK?JE<qqE1Oe&b>X
zUpNoh>LhfTVRpD^li3$G+sL;#cDejhWt=@K$vf(e!vhD7347|fv)gwUble&v>SpMs
zu9a-FQW*@Nfb}9fPNG;923!f@S%#<Bs%<U@TU`y|PVcxqF}>Apo`MohA2o1%Ff;66
zqN}~#Am2_EIJMC+t9@$X%DH)(VrPla%;6Z$@4=JJrnM8Z-`N=KYIApLtIh`0IiDHK
zj(yVJB%h3n^LEdLM1?&*u}BQG+TuI^R{#40Tpmc}`V3d4$t(*QH~ApHx;D#td@B1J
z5M{l+om@;(Nr_MYnEVQxRzi^C_0pQV*Ta>rKe-e>I_;`B0c!Dj#5u&l8<QvJi%sOi
zuI6SF5;~}LWXzP3d-5yKE_50n#67VJuKggpj?svj9H&`elIT;D>|_be4%nXfB8wDG
z48fG<sjOLf-&>3I`{Y-r_>ye@rR4tC<)!Ny5SnD3hql^%u295&D_eD+z@n(O+7*Eo
zGAgp^ZR*K)OMA-x;y1}c5ap!Tl?%zeY!OC$F4LP#9?#6j@|GrhpYU><aI=;KCAp;$
z;@z99nAJl`C8ma2^Tt4WVb^5zU7JaAp1-H?XW0*yuMBRh8>7iz%YDuBq-mF#RA9MZ
zW^0?tvtk2r_hrTXyy%+L{r6V;<F2dC^O_Q*D9`mdgU17Wg#}Wyk!PAO5<G>?x8w#i
zKuK&ZTvXj86|GHdE`0GhAym3`KDb&z$l~g^OTlV27F32*TT{lL%bc?tB19w;nji)J
z@yJUBZb<fqE)-n)fk2BPpCXzkICrc*e^uSCsHl6!3Lgb|7(4mB&R{eWe;PX4GQlwm
z#gr9f>Wn!mDDl_PGj@cg8!oxDHC)$@3O?c0%Q2e*(+%xz&Yg3<80WkB)^?F<gvuxq
zqF-LHBba0$Xb1IkXK;*G3SQKWQ_rtp{h}RUluqg)UrR@Le#781nT)wm5G6QYLZzgs
z?&AEvIPMzg*WZ5#`BwkLhl=mIkqBViyG8mv`Rulhj$T?6UW=-9E1g=ev5h3Ngkycv
z4%4;X?!m9yJQoe8HSw@O%_y(DM16{b0Syx7A$~bEKo=rCtXcccz9`%_2n)EbLGW#v
z*Rs&(uz(~S9TklQ0+KM)a4+~AITi@#ha>GQn)>-w!W;zb49}$Gy)ZQBu}H2CY+wsg
zr*45ZNKNC62M+KfIs$YA5B!53soZz25N>G_-cjWbNyuGqY8p|>_i5_B!aGbgL~s0w
zFje_dX{90}&%5ZlPps1Q)`(!Oky1%GPV>CHZiaGn!gnli##QOz<nn{M0U20{mX!3X
z3j{I`M1YN8t`Pw)QGsP#<&Upt<aoM;_q^${mnmzRnASGyTu33(HS+?2`o5j9ao$!f
zo^r!N?frO+*;43c7N7nWmUj*&5$Ib;yY>`U@r#Iq?$O(0`t?oDaVxm!4#c89Q@}(E
zT5zI#@%mG?-dvuzuW#*4IG-jB+UHoX)(#VRJMX-+k7X%+s@~FF;Y*k|#!g*+)9p0J
zqP-JgU5u4ncLgL%DqUa7g733_<Rc<|`ze5_!mGJbdClPRss3CIg%NSTjQO~?Sb&8q
zr%!^x(MYq(ye;5FxajE2WjfqARYK+nTYAf=hsj#a5ARz>ZqM(iK%=%KW}?H+1n_kI
z?t%vkQ$&`?ay4UtliT(Mbo*9%@DVXn;r#buqg!QMEpUWm$lh7_x&sy{>cRrV4e-u#
za6qdMa^qOfiYpr=R`_Dh`eA_tumU@LU!QrcLiT{TdiOdO7@nKH-$6N$o_7H>SSO)#
z`dFZK95Wz`zCwWoZmeSNV1ey2QCgdZt%bkWPp}LF65{N?&Wti(#dwdSW3a%oExZoN
zyvd6NrdP3mc~YqFzjP-$V&skE%a!&Ww=wnW?mg#2zU&(;SD^;^ce_5<$Fiq_FYMyq
zSO-pL8`UP=6xH;3>y@jc73KO`KNZ_+GhhM7=j{-#fyb#aZ{L*_Oi0jIAm4c33xiy*
zQ+@Lay`h+PyS=_gl);5)lNsOfP2+G=!NscbB*B=>I&EX2FzLvanl=X8OXb6tOZ60l
z7M!4gg;sQ?2AmQsUAeqh9<UPm3DdqQqhf^3NmOiTi}?muSm$cBrZgrBT;Y2i8ebId
zMCeH%-{@jTW#dHr=A#I?j{$M%+Sm6xWqzkzY)|Y;&bCRlpW0&I)fo4qA1g3QJ@CEJ
zW0h;gOXU+w>|p2Z9&hBZzNjBTm6tQ5+1-MuVnkhV6*k)5|4y1Y%BvUangXqZ94I|>
zmFu)qAJ`nHG8M|R-HyIhaGtx~+?at(ZraO#bK&yF^-;ade(?vJ=7wj`%BeJ6COu0$
z<f}|~pNis_o;O|tPE@`pAtB;O{?-)X>CcgT_3ydb|GwWLL;R}vkz@f=r<Mwr<tK`@
zrtUpIJrU8ma5=?Ven@ZInQLYorOgCRu=w8Uodqc7QpnL_R%qxl#byNch83DS<Se|?
z%y55;84FO#9xJkvKMqMw&x?j5j2+7{UaFwS26}C%chF;HQCgQ<ZWpCpM?eu{Z5-dE
ze}g%Y#R3gKMD9qrrGA)op7S5wUa$;P7qh&Ip%50RYe7035Tsy%Y85Pi6o4NqKfAi^
zx2NF0Ta2NR4XB<IymGJ?f(2eC9V>?V7Rq+3Yw)m`^4jX2nz86^wK`Ys92OrAGb26W
z&k_IIQ6*P~1wu-z7n9&(dt--7-BA&DUZ|@`KQ{h7?~uC7ksKqNa}HA_ZBz6s&z|2u
z+XFVbXM4m{r*3!LP$}<rrA{B$`f|V2PxgZ(4l5rA#Bol^(f8;Os3#8by#wzZ_O*KL
zgE**zq%z>Ey>PS=^U<P&jPj31{72Oo0wIYKVTn~1piT>&T-_s8!~*U~pcDT1Z%$0#
z|Bsp?m4paof5E)dh6~pg-gG<*y%qR8ROS>r1W2CfF6r&Dhsc142KVn-v;WR>T(fxr
z&~>OD78szd-lQ<RG0<U11D|#W!HnE%@Hv*;bD?TReu@5EYJY^t;Vyh7#7KYR$5gUl
zflmC#n(kiU`nVE>1q?#rb0-S9-Y*=nxeVF#;mxDtTV2&LZdQj1rnf(*-QeU%EadxL
zFm|qj5Ojk2L0iX=rF8gkDSXh}W<HZ6F<<P)AxR)poU}rRSL)86#RMtr)>Va|K%0nd
zRdY`o3nZylJ<Yja5TsP+&ymIdyWMRWdP3K!`l=TL;d>N$oOv23RxEHqNf%QBuG9(i
zQBTw*Scm2k{Tt?fxA{+8^WTx~E>3o!Lk6H*O;--^V4X!91C4RJ%(?KzK*PP0Sw7S1
zgOlKl>8<&rX|wlH3JZif+{OZVa@CtSI@EFTSfHgm6+Vz`xCi7A&5FHJk){HE9<bK4
zhR7Y^16!+EL*0R21syfMj81=ljvNxtL$CceMO1bL2fXT55`3T~*Zxo;d7FN8&&;1A
zo9tEMFPIlM?AY++C1Eas_R96XDsU3@=Dp|AdSayZG|`{)3pi%K)ZNc~C2S%D?Ja1v
zH^q#3Vg5O*&;2CWyPD>YS&RkdWKwmh$^EvSIT8!Re!Ih;ZU5bAl{4xiICZx=4y*$}
z^+&zQ<GO`3!N@Mg?M<D<cyc02sf9%RITDMm{?SyD$nJzs>-RtxyRRGon%*XJ&~@JV
zxGivMdvM(-ZBIU|(5cs@2heU`v4H-$-GTnCL#6)LUovf3KvBMV{?MEMO{{YRYT)aT
z$KzY;Trt1$mmxmI67Rr9xXFj-({$C*(U}9+tm^eUTUOu{66BgC>OV)@I|?@V_`3$i
zacNr5JR)uxk&QPeA+g{bx#RJBclxiK%f!{|ChZt%%6MSH^YQc9Q{@h~jYK<&o>qfq
zQjU%?!SkfyJ7HtF_;qB4;ug0Zwm@feLy?hbRtn{nGQZ=kRHs+dQ8;~~fx)C&r|4WF
z!_t!5WsNIailn?3E*>mbW-|Gho-mn@E&OJr8X()XvPD;_=ok>X80>`<L}1Q!T464s
zJU8z4S+OZT_S>Kn3*5Zb0l;H7!>W>=ee&CGBZbTM8Mfv3F7p~Q*HV4{x@#hs)LoIJ
zh7vj-I|e6T2*1hFB7Dy0JK;{mYckn1(8)bxbwvQ~o61%eCZGIxdHVg@my^38jQk<}
z0ld#0Ebc^!E62AwZQtsDLO*rgwcu$fdrzLBSzjJy<(g0kVV&Prp$xsBH#@(RZ%l)0
zN&7Xg`B<*<wL4Yh^;!DL8YRP@=GxeDoxRz}Gn(*8?eTeM)g0VR@6(2@FAzJn)|e)r
zJhj=HHlnXPCV8nS_VT1<2&Io2${*>N)GNX5SlGrMMd16$Iz)OC3%FHF8FZMN;|C>c
ze(K`Bdn<v0>K<@e@ZO#2UKME;&*Refr?ecO-v9Td1t*7|KkLI~<Nf4d+3pJAhVgaX
zd*EtOZZ%!B5`l0BML%qW@W5>Zei2-5Zf`>Ux!Wd)4=TUhI}r9?#{&3|C0LP6;gH~H
zXKsPUH@553UaS+Y70;etx1FghZg9S_SjAM?bBf3$(A#LJ%xm|#f#5_3P21YON@cfQ
zmS_X_uAQWC(^Q~`^($$L5h;0>;ZSoO=*uelF<pb&Oo3OQ2g%O~^|Qw0rulCP`HW1m
zdn9eZZMIA5Pl&EhtL?3mBMeNYR?js~85Wr8Kw|1y+RAy8T!Uo*fO5gSAI+T98jn(~
zzZ1=5Ydv$@{((H}T02MNfXfR9(<e@&vAD?cd9L`;MH<D#TO$E9bMdqLr8SG5)>;Fk
z!v3q=73UBG_mc)g#_l-FN$sXsJqdrls!!O!Orviu=8uxCA4!RXt*<cg?}Y5&Y%+F$
zR#3U}Db$UTx;<j;294Yqy;0?0?Sf7hvfkB)_B7=mM0l<=>@_I!`c5d(pUTe0*|_xf
zVG3k4=Cdg4^VZz9nkpd)F3(Bga=TBx7I!WN*%Ssx(M{XbQrDs(154s`8RpLJm8?37
z756?|Yt@^63R&lpMch^$N2TfacMB=XD{`I@i*y@A6K*6VNG~~mqf*g+cf^$cfxaJE
zkGSS^j#wBP_0Kq;Sc6N9*}cQ-%;CJ7_E8I><H&Ml6C-zc>EN0U$V2T%W6Fd#@^Th`
z6>=^|sn1DEQ)&7fF&BSAb^2#LK)AuVt9o%7cKuL6)rHj3O%QBGDEHH10aKh-S0!+k
zI%K(lMrl`up$H80<S60OF$?3M&0_{@r_L6-mQe!6ARgWS*~8(~AZtw)bK_m{fi>uj
z-4Oh)u~3Z%pT3+0AE3noo2+U){=N+^5Goa|nEzu~qWZ-yfv8pQr8523Z|?a}R+iD>
zFp@2q_*Y8<)NvV)oi+2R%*5P^`p3&22A+}dP0u0Xz~xt3TM0@kb%Wk6Dt?8mWW}kL
zC`y%N1p~Jn@kBK5n8NQrwdCF`=Q8y>-%47>dfIuN!0dqPE`dP`;_F%1Yo&D4$l^24
zJ=SH2jd~zvTRAC3L1ntbQdFnYh#3^9WhXezem@YO7hA;*+E)iQSU~RqX!T3G5gS5W
zwL!CTZx&P12)gb5C6>}k!7QM8c>Bb075~>Vd6oe4?pfQ8y-m<8lB7=1-Xli`l$jhj
zgBE%`QD?4A#u4zxHPj9ZFx$WfWH5GHm4{0y{G2f-(-ZwWTMo~&pLwptHD+{(j_`r2
z|E&41yz>2=j#RKw&HQ1jOZ3VSGiDEZ#EB^KX%Z9$t7m`tdGW(3*Kwn>BJ+q@YWA?;
zE-J(Xw52HH54ZbQ@?2jrR~8)h9)+h?dT)JAs#v0nk4WMc+7uBVNQOnCLGSpL5Ez;^
zBn4k(pX@V}g74L9k&Yo4A5s_=z-7Y%^iTvhlKFsyJ`Y16j}Z)!wlE_8XoNY_K>-eD
zZ6+3&Fpis&MPG~s-JS$5FwkGq3T-NwORTkj0<Y7agznJ_8lp+U(V*M?;$s7R^Qu`j
zijE!C524cH{ThN&6bI3hn*>={;CUE4i1}FG&4~f{Lj_pil!+f`oZst%ukk4(la6(+
zwW)HiT<FMcg6PSiuFaYJxz9doK6a1C`!?#5_FUQ{MnDc`QV?_|Rpqe@D)tL(u{V~3
zvYO=QTXPpGb|wbUFV)}!OL2QdumsIBqhr^>nI{+jb0Pk7w*L;z;{WPwZ*vEcw3c%U
zpb_E&&QJ5+tYc@)l1lke%G9828NL4_dD_YIGF-n1E(?Yq;B%J^ybWB|%rUnzsu#DF
z5AeA<vrbvs%HB)#zfARWX`?>kS?48~AH_;wq%9c*4d4=z;c;l?`OR<su?lTHI);Tn
zkGbCMcISW2vL9()7;p8|iq+oSczadxp+aHmL$w5IDis~NBP#J{<lNQ(7gW8AGT`e8
z)muJXl3x-m-RuL`DaH$jmN&wSNMVfpSk4c{E0f}iFqB0fT`e{92b)q6(o`Bze`72B
z=+il`mU)-RY<#N;dT??e0+xvewZ^N|9B?%-0*5E)_9sqeilt2z=?AvId%r*L`=3dj
zteVDmaZL@k*2ecpog<DE)g3OuPfZr8NI$Xp-TMTu&$M-PkUQK-;Vluu2kxz)W=wIW
zzR%O{w*(IOFGu802juXK{L8F727djk?s{pZZu1y@m!;0|s+uz74!uZdGN&6^r=&!m
z(JiFA*W}r2^JOodeIdAgn@B<;kN{3(|Da5mBUO?6>8<t8iwuv6`3ru8>h&^R71v(B
ziF-u<!H4~^4dsiD{lVs`?f_g<Mhhzc&meP+FZ7jE3(H5lxYP3>Aw<+pxA&7aS?}m6
zZZ{9SZn`vS&7Lh{3)Rop+eAqs*8`JYbCozxc$j_tUD_1&_v&--Y0?z<Ks|g;a6#ip
zQDrm=&F&AzsS4VEDvjf*%Rp`3?wM3jG>4#@RCzb@ASgi)A5|aU+GodjM$BovC>CSQ
z2bG2YZ+6HL^ZQSL@5B##@rWh$F9Lj}aenmKd%~WpD>+)p(<i%{HAb!D+5~$vP5cBN
zyGkYK&xZ^3#av}(w(~uYvF)F9VNzLZtJzcbvt5i)g9YVUUwg^2K_^**7w&mVybtPU
zKowBy9ORReP!Wl|j?StGrwVAP6`u$(R1g?ZW_Bc4cQGdw(oJW3^6HfUQgo@_igh!S
zNmzojvY@cHLP5GD>_%k&eftR`?hzMzh7BEaw=ad?2Uo<cbH8S~vK95Rd_Kr;xHK}7
zi`X3H0@uI#cWiJ1mTE;g{K4m!&R&pN|L!BRQZgL~Q$moEjccJ`4^s^ju8!Vn4kr5E
zis!N^*fHwLT~_qr@fBBX&bhmkT({Ic;-5KwD`bXurwA4(31^f}jGt~yapfuMEz*_?
z#<$fwn8oqaU`i``=1dR)M+!Hro0rvnn7=F38z9bL8{}50bk}Fh%8$OUDm*o77-e-^
z?*!bNP*Wmz6broXj||U5r8U4{^l-0~Pdx%TA{If~vR_1-<W&_JDCh6=Q?D8gQJmrE
z7wP5Xs7t2>oYk_tP!3b)mfiAfEAOkD3CYgb-7Rl=`izi{u&2NLvrqQpm`+eIe2$CM
zpCbAH8_Ydx9MWq~S@~LCush+J%yN--`3bW|Dx4`zIE`TC8K)(*Y;u$dnH&~~<c=Mz
z#dBt!)jrF&7)Onk#|iEo8LVHQHcsY>mA70n|2Ff<a~emS;xnP-+&ShL2&>#Hw#Vs7
ziRm@eu5F2|5tT!vG09?XFKAu`<=4_mGkK7}LQ(Y%XRE{prq+smTg?UG;|k<$7Z|nT
zR>*rX)Jw0`(;mF5@)3HDD8EAfSTSXoj3`b>Rl<}uSZm<5qpqQ$Pgzr5>Y}}aNT`=g
z7svHavv|hACn4seoT51sC4dsiGn|&O_^FN5IBSt@@p8nSI46hf1q@p(fe-PAy7Tp`
zmKM!S@lW{;vLwNc6*Y|BRMF-1no`nKs<g+=$>Sc~K*sSiKYYBkSS}C-X%;!&`mbf2
zRYQX6X@zJ^wJ~U;sa6vGt=}^jTnl#p8>{-y*x>*9*kHC5&9{#G2p-jyel;qj?nl-<
z4T(aWkJ7F^Ak%=jF>do*3HlA10}N(+Pj>8)j=C#is9gg)K+=I3*GwEr%K*e(;=eUd
zS0g~G!xb8Mr{&bT;Tp)m0fXngu&>ay{0b0;ktz>qh1Z1~ss4isk&>SG4vx6*_z~mf
zz#Im4!hE>?Uswx@Dux0eYoQKlazL;Gy@&;fpobg$CH@|nSY>+n4yoXW>;HvI!SnZ?
zi0Ut_2Oa<QE8gyx`?oqM^>xj30*kMvM9Za5+`DQ^H{ncaP_Eh+aAyH@LVn4^@mc?;
z930)Wb2uvgpB*EgMT5{Giv$=KHONC}#plACq3f)R(5(e5@cG@SveAqfM`E$4=N}=5
zvM3%fqUt?+;0VP823Pi1a7`4WgU`loO<;jNKCvC0CYR`*K@bQCtNVG0isC6N^z*{J
zJ(Se}L8ZcxV&?U5=nEvc8R?VgZ}oq+`)f+>e9Ua0tv;$v^CM?(*@GthFM{cDM0Ahl
zxNG@z)IXX*8g%R5{*jx^toitGtoP&Q5yVt)R`oZh;Rn-Tmt_$nF$2cDgV2kM&WB41
zk2J(6K&T?&NNE4(N&%CefbKFCTJ7ypw-5Z5r;4rDjZ*>}J?}njfju)kf}?N38^(9p
zor}THG=0Q|w>fE`nI%|V`|Zz*A5Q-UDR9y_f+h5}JxD+@b%4tlyX4_^Kk_i>RNOAb
zR@~ke{JTEB4Mr4%JeWaUmj}bBgSI;JHP8(!{c`wD59ghswN|?fSD=fvAbxLbw^D>K
z#IK%yS^>5Pc_m$;17-dEqhqn)`llZGv)!L|=6}7NS&9WfYG_MHHpp)R!D!Aot~g`|
z+HbGpz`1%owU}~nHy8|2w1cqU?*=+>yD-G?7K9V1rpQ6s5Nn=Y9?>z?QxH3|xeZET
za{kY2<nf?D8sT{hE=<)qa4F7HJ$529c)9~2t_k)V3=&#?zu&Q{qcD}z>QNLS`(kMq
zqbEq<y!%s3U`KgdRo;JtTI&h3q&8E4vXzQ+2n#%%C+vH7Bm|RvaD>?f6YT}N{6)Sw
z%r5-5aSa*X9MLas%txV1oq8ksXb}9<eDqUl52w^e!*&K5$KrZ?gXylaA3??Ovh#4W
zA9?By)GX$fn+c}Ua2F;8^5cTx)3W{W#Xc+$Ay^XI{KZy9+S2Ba^fpt-nl46`xMOb(
zen7|QlH&+FrhWo<gwsIOhx#IT@Bgy}>Iky=C(sG}6pde8r2k}I(h&=$jOd7clabS~
zEnx)4CT!mRQEXxp?m50LVgMfi;{|gqi{H%as*Wk1Y?IPT2q=EPD56})VjzD;MUL(z
zJRAr4PmhWmF=sS758FCQmh1%^j8rPR??L0_cegGPCZTCSW2kNeQvq_|Wn>K&4XBT*
zA0x=u`5#dZ`TIXFVW5jF#z+ps4qSyXUIr;giW-cqadnP4V3!PtpY@NWgq5!JV3(X$
zdk5j*8mF+yxiNk;x~8RQllW&C6=WX&`$z+aZJAup<ED<eH6-NiT%!Nz%n={q5F;7F
ze9UWF%R8op=vJ(hLEDH^@wZE?j|Ww+6LeQEBC0p(w>Xa!(^qa|C>tLq`VY?jR{v0U
zKh8lGkHp$xvFKyds7^PA;)mlV{oBg=Cpqbu?BN_UV*V*|5_L%Wg3i~X5!r|F=UOE3
zl(q{)*h^|>JcKxMZT3wX;x;cAV@Oz%er4myf{)KAlkJX|&^a|LG_ADu@FwO`zwNnY
zLD#Df%-;sy|BAlF>oWPnb)R+SDg?nHHE?qVA;<)J4u*z70!XGSxb;I4RlUXnMdp--
z`f`bs{iAA0QH1~HwFLggdth7>eu0J|NX^W51*A*Q=)Se*88r|5@P3wkzi1o_JVAwH
zyunaU?F)_9F+<tZk!iBhHgO{oAYms#se0``HS?joyvg7BC17g{6FvAisk}!8IwJ%W
zDu?oS31yGydwuw?fz^u(-VC8a)qU<ByFwmdgy-FAJ~$#uyPd|^8dfH*;J*w-sH4g;
z&ynznTX2vd#2E+fzLL0tJ{f{Gw=_2T+|K*=syv>N`Y)={A#)t_VLDZSlzmYs+>^XE
zSNbR>WvsX>eVU_5bTc>nm*iwWEUmB?6XSZ18A7rj5LsXWuaoJA@);y^bAK#!{<F|e
zuJR!1Fd9Bl$9Xsp%q<=zpcphB8dTVO$NE|WE~KpA!#>uo?r-`OuAj<-{A!x@`lN<J
z1%^A<hyRhl<v4}D`7f8ae@?4FrjF5YTIctCUp^@u(Y=XKojIw>SAW;f<S{NZMf=dO
zW#J|;GE%q0f61u&;XF=Pm)`6zIg<UAmHhk74sEG1R5)}+jj0c4ZlrDabu3^aBYaI{
z|F#=Q+ba<WT)4C?;{OlFQZzK~zkVza<JpDPhZT>G0W->F@*Ab$hu$~^dCg&!3sQEp
zJj?I9pJ~zul&<vtq3+YXH2be>%|F(~fX4CtOYyGi;>wd(NXJa&5qTGKPdsNeyjA-Y
zQRYrPV|a8mJl`#&rc_DxcNM4EZYV?c<XmnKhFTfiCdzykgC~mt>5v)V=2F~Akevw<
zDVu_g{{!nR9%sdtuA(#~e(daZHAGP`qXzURlu1!pwF3^}iU~ZOCDM{K>w+Vm${882
z!=+_-`1{lUKv!l51qUBhmMYn(z|c6Nt4!6y6n6<hD*5kvOaB9S@tGzT`?ZN@P?`6A
z^L&naCuib6d4c;(azSixAT4vlUA))-o6jhz@^fB(bT5-Yo*f|aA6pq-R@Bv#=F6zP
zR&tLVAxZfYqx+{)6+M03VHvj4SdP2z2}0`vF#?;mk%D2uFc~^cwO6tQ@r3`>Wq$79
zyQ^m~JZ!PA^yTWxewFcao6WDv?*o7Dt66_^F0rJnxG+%OM*MDq2q~*K9s2PJoy+O-
z+~#bSxq*DyY3D<X?)<_8595Q!@?_>s?wrcR^Y^<n6<b@iSRs(XeWK|lSIRucMEqWH
zsT{qVGeNB<0$-7Tk~B=^gi@#XNpPFmQ@VD_eh*4ZSZJ!$^boJwsTp4NNifF(<mRw5
zZ+&K-mv9q)lCw&n?nQAm228qL3(PDSm%Q=CD`E5gl6hJl=h|e@mC5a-hlFh;RriL)
zp5gifbFM~H>^-UUyn#MbTG2!&0(Z5sz)<xYHN7-%qdwd5msjV9y*GPW3O>q_WVeMy
z7qrgO<!NBPe86;Ly7svZpA3E99dWm)ikP*Aw>}L&sK)|{>A0E5b*nX*R0u2K`u*D|
z_bS8Zg;QRiKU!muIm<WdNbl5{bEWX$wH4Kfu(_EEEK7_l^dJg~RP%3?-=z#A?Dr5y
zj5IKx7A((l%w_N141f*R<7>s;5NUI$olvub<BX%smEUM~*_G!B4Y@YU>^g8P2HNdW
z7$gID6J*W<7m<VwLVL2lvxTGd>qrunCNU33Znx?jK!44|kGa8}(SPM0e%&>Hi%McL
zEa1md3iW%mu-dpM^v1$PFhAx*WRPFeOw-eo9SU<*Opia#RnY|TsweM|Ju-%<p9ToW
zPn23Qep5_ymFnK2`S|Yfy&xfcwU_6(?Y$P?-^E`=X^QzCkQT@7%vYnnTcQl>U=oZK
zu})hVs|}$`r&vy(eLov1=zZm-`}x<xDvp*^#S5$txludko*!^o)iDWrHPk7Z-rMI*
zIN8>4=O$ScGeVM4|0gi|GnI02BK3Yf;6VO?_HKD`JT=4`O0{A@PWZMnbhh1Z{EqS_
z6;6i~^rZyr_?`Y8tJFE<r}0;zaYlib&|rK6xVP#JA4TTVdd;??nh$H(7szB6^<kbC
ztRL3w--db!*Regg9yyH##Kz;vMc1nRi}ZyJL2kQwLvmrmvJWCy9`YPgyW~7zGRdf2
zs6;k%z%%CX(p_Deoqe2<Fe8_Ea`eQQ8>?!__ZaQ)r;AOraGlL^Q}KPdhpekj*>DO;
zriZC0SsmnST#bPub3fMT86P~xvjxr4%-$NkIa?t<W!@=YKPB<ZMDZ^_PM&YRD=TT;
z>AzJ2(BcBHNLR^TDB@y&wyR)Dh?v&*OE7~Q#kWlcjo$&A=5G|go-w6-{q9?oySKSN
z>Q=NX#Cfdvmb(I1*{32!HwmuW-&y^nw}1zkb7hRd&mV7>xjqTK9(D2&_cQlu1z-{_
zoxX@+L0(5$$(cT}K+wfbczXNhIxjC>>rW~{=|ghL^-PDC2Sz$ARmVAu=3hO7>TJFz
znZ<?hYr9_<$Z>@vx4Ar<I!{66G$XTw57>;8p_LtSwe^M;c&gUFco;+U?>O&!auzq5
zmo69TQWwX{#VQ8hexm-0YERveSRneXg_T`E#O3XNCM`(s8Tmb9Oayad(d%JT%L}21
zU`<mx^;ebG!bd6rHbYWDx(l)r+!d;y$;3ZRfdORAT(1e;ujjOU_6#ZXz9l<-;eA2S
z!n!{@(ESmP;6PTQZ%oOrO<NC5P4fqqlN)HmrC=4;re=GKZYC`X8Q$-;@ut0?wRdlw
zeD)o%avYoGB5yQc^{p4<9}|0d$>;;^#!fUE-x3yqmcO*$M1Se+^e#^^>%na80X{(Q
z;3F<QB`1@XW456)qPQV_0{8QtcMB1e&&(yy*SRW)qI?Zg`n0D>*okL-bsLX?Ie~iq
zaR5E%c^vh7ID=~GxFKu80pkr<6-`_dAqpc0_i)cO-<~SyP=UFsAp$}u4x(H7QuEgx
zOxjc(W*MK>cbD|5q_~=Eczst4-*}E0HpWy8WOfq1F*Cpmm&=db-f4naOVPGo5^CLM
zu9)tF`j*`(NMAgaS-Cv0ZBZVRYGO6cBy%mUJ!-PWRV8QfD^F8^gG7}1WeVN+3;I%v
z&Fm7@5%x?J$kdpu{O+nI+r<)?*$8v_^C3rukQ*E)iW_aeA@HqMMiUN5ZFO#YHrHvY
zzILF{PI?mb?CT3cz(LSRt1EkJ1oxqP;2I67_k%RnG?tuNBHfW@Jfl<eFI1KY@Bt^g
z;J7^Wt&(@!+k5&@1sE5@<yh-MGXCJ{UgvQiLFE%8yah?-l&vIB@CxMTl&!mb5eE4H
zBS2l_sx<IGU*Iv#cvV&T!*BG@G;Bgq;lUiZxoep0vKepF^vq@cOWLxJ7$|oAH>%I*
zj+w_%28R-)K$0I(?<TQ%*IDkz`>(oQPLWSUJ^EZ{xK)s9-28~0&An*Wxhlyn5v^WY
zr7tu&BdZjN<P4oT<6+G3Ol&ir6n;d_*^beyO=B26XGFKOt-gGr74Vn&LiWBOS7)}7
z3HmW`Oc^m^ZI;BH>FvjadM5i_U)ft6W;z*76G;V<G$r5Bh>pxjt#IJR{|t2eO!LH$
zF#j#ZWm`w{dfBt0BLa)POcP8s4uW%P&<MORxSgW=jf#52ts9Ff{eq(Irme&!Te~mW
zcZq<H%yk(iQoIS1#8JE<+@F&@+>@s<5jSR(&!9yreB`Z|RlBAwl10T`Y+}-S2ni}5
z<fDyD8CPG}i6jHhapg*vV6Wf`KyQAfmukM}`p`~2AK}d<v&N_6M3x5dQv!G7PwVmJ
zb$Y-vQji^fmUy9#R<dmiusE&==t3tbjk41mxN*qfYWO5qR+|OANywe<DN~bJAyyZ%
zYoR0gXeB#CQj^H3+I)F|Jk}`V-I$jUHzio*+CjAshTcr`E+ScIsYgCoe?KlQMSiUw
zbL%a1F*|OL8ZdU%4sh&J&R(jH9bOT1yEQk=*f{4Y|Ak^&#$TR&ZF#}8tm*mv+yHC0
zbI_sb4c6iBPvJy8@#I`R;{3UelUJ54tTbYWht=Mm4}_Da)73CX2^xYN@DQIJp@Dw-
z_r*G{Aq9vxsm>F@?*rGb8GHiycvlJU8yF#()#<+-#Q6x+&W`TZri`>`HUVfp`OSE8
zxsPRvi?qCn`{6Plu5<<tfFSszamTbtf})2^1vVxOykCfD?$_edj$Sj!N*xM<Di(bt
zbO=4u9H&PD3o|YIl#+lN(GwcJwFBEx74c_DzV9$=y&4=hB?(51*Rt)%_s&^CS9{>d
z&x>f`#J2c(L!);X#eogt-4B-uV@Jc$iveXwc(8!ozCi|J-}(`GM?Ujwx0?*^Eag_@
zi`%iR-Q9aV=S|F;#+}Y}b`pS4{?X8gb(JXcMH$h}`)M5EYNh+{P1^7#7#!F(sfS<@
zIvjoO0_`Tdk%I-2E>HBx2i^e%7Hd-)eUoQ(Fy+?UF9~idI4o_qilBi;Sg)(-BoyzK
z9fVmka;2O1p?B?sa|B2}4x}*1QVJ7z#~v(A5}cyNG|@=_^+w+$d};f5^?`mE?uW-4
zF~QI@=NVUx$+q%?n;42}k{QK;i<e4nHn_(#4X(Jjne!vO1mj)`Rtn0mzhNV{dsf{t
zkX)Optur=iAZ1SFaF%w%SmQf#QIg4GZF;PBid3_1VO=-mV?&Fg==oO@#<;qM)IAO_
zsH@AL`ECkEOoZ%SHn^|{Zu>~Wci3wRGRYl0$F*tVk^h8?T9i?g3dd0Xl@?0jvuf}p
zmw-iRu6Dl11ldf<IYy`<>ZP^d^73Yx`|Dgy5jF9td<GN7);twYs^a3{lTBv?PbLkL
z5IF+2z+J-dMR(dhapEUsO+nepY}fM7G_of^nq`>1ouR&44+jLel%!#%QGB1TU!4f~
z0%JuA>%X+^ir01D+gpBPYuc*OE<1TgBsZ?EO#L0Z&y(y&SU{Klk@64KREX1xDsK==
zO_`)c^B{If)R=hL)jUO7>6U;6=k4^4x(rQbp)05L0w(xpEY6#3bWFXQsSusK*yAdn
zZFZ?&@#_u57yHih-=p4!qn>i5mVoA>qSn{xGScE9k5MC)lINRbx|{K20ks*Ea@=Xf
zNP>a&xF>vX+DaJZx0qgR=nL9Zok3dU`9F#2=Ev_9p}cX&dWGCtpZa$<P5cO;JDD`l
zPIrl$C!=0mxcdEO=t5d3DkD#+sLW@(pDWslM(*L=md}po``irWKK5_Ub6X{i6Yo7$
z-#))BSkpK$PU~p*O&pTlwEbdQmX`oJ!A*o=@qjQ*PI4)l^0J2-`3rKdGy^yW_a~&o
z4Uj7tlcX<nGb~>06$9{bmXEIbsi<C4sQCc+31xw&OdPZ%F0V2Pr@lJNdchQ!XbUYE
zg+}<kKNkhTxyF*c84uyCFW^4bFa-O)FBXu7rNJ0tDXR_rzD~086b}(iJ(}5&m>GN9
zZ0HOuf$<Gsrb2&;*pNiWg7zIoW&bVsrIY69PPka@TG|WV)jTYKU_)Nx8<TUW#|<f+
zlLJ5dsHxvvUrnu;)0#=DtSo%##ynf_l586O$*IkpD=672R(NN#3HYgmIE=6)Q-J!2
zS`QW|Y<g$;K)BqsmdyQ$bHAZ?wz!lLY0JRYNh`*v+cJE2y4r2lL(JNd%FkK*^UkXE
zSSkglzm>Sx0%J`OnP#?@WDIh;eV=m5ltzn4Yq#9lq;0oarvmhCf|!TyWSD<k*^N&Z
z*<0?|%Beo-cnL}-UR(@gHt$WPb#kinYQ+_QzjMh$Z1`CChUmLHi)omdJ9+8p4Ab*0
zPYG2C4Ljd0q@O=6MMvNv%IqulMJ&$SV!1w~P&<V4R)+|Na<h3ox2$4E1La_6k?|=F
z;dXP0vVg6w!F#8cZfY=4!*sLb<(s?Wd}j7@(RUR1ScUUBOEKy=YLnERNOJ$e4)P)9
zYm=^WuvgiG9n%C#&dJt(iE;xgiQdfKPQG;|h2P7ow5P0dn&gZww+_YH?=fuU?lfq^
zhJ(HAOjAdBDtj}jjURCW9pWC!w>t@0C#z}o4GiIR*AcHCRlZt^blhW4C)|zgD@BkK
zjyOK*{74~`z;UoS3kEd}t!DKs->mI7iSf7W*=MEcR(O$o{vyw;#t4#M>mbN;7@zCV
z{Uz|LUS+_h4rgox=`_7Yq0Wmo!ATjs4_9O?r=LP2^x{e4PCNQE*T1vTAA_>{O%l$8
zRuZBHP9@Iigaj8!4^&7JnJ&P)mYr~Xi}xkcDwQVla2&l1kt74iacx>0rW;DE->Jyn
z4$A8FW+6KK(i30}no^QAIKcq;NikcTIX}>fWbu}!)xZUavYavowUzOUzV)iKJsV*O
z>fkjetfx2hU$Q%8JW!-{g(py2h4q1)Yq0yoa$I{V($Fg#t#X22)N}p9enzheQ-cE)
zPB-i|`sT?h@h<uSW^)OH<w|!f&=%L9C!36x&kxiYS@_g*tAaaF!;e`LB*lnTBJyxX
zwL#kEi1XH5WiNjzz?K=Os;oBOgbz5VAHz_nXP{Kemx`*p?FQ8&ygfxX&#xFR8pLQ6
z5rf;Ynsl$XyvSE5c?g}&0fcY&T5MSe5ii2XsXo(EjPx>FYwGul41M!V4E#vxf$x;R
zCj1f&v1UaXX&Zhl?FheCi<ZJy9`J8NN<>W!3COPq>Q0AspC@@$Q*#C)r$L81+KC^8
z4@xEnD$6?S#;L-hR@jo{IoQUcL6k(Ak+~E8`yCZo8|yeuA*-l@dA*(b#%?%*#(T4n
zQws|uTZzK?tCZKbGsJZ#%B{}4D3MpnO*q|PlfH1B01Ghn;`G8^JGRJ@H<Dgh@;H0@
z0pHTXoh2KT##T4x;)v|_<1JlnR)$mZs@7W%zdlCk);u$P7i~`eb#}y#HS8o?CgnJL
z7@Yeqp_Mc>b+_Wh<W@_>rN@IZ&GAp3!o`5;iicAgUDm1dS=&JdRuL*Pt5+bW7(3$A
z(dQ<Lds4*OKQv9jqGxv7SGk~HEBEbl&3eEOd1l)YR2TONY?VKdf7`M&1i5qD<Xu1L
z(Yj0uACTC?cZRUQ6gYp1?tmJptoq&Ob8nN&ih)-8_piUIuYF4`c$l)Q^KII}!Tr93
zu?edcEhAyI*(|tq4Nw%yv<o3O0AcCz@X|MItW47sJ&>l80yy7buTf{s&<g#U9n8iJ
z)efn`ff_@FAuolI=M;lf`#H2MOsO)%Br;3E1<v5ir?sN+METioN?rmDMj~^-5(jSL
zPZRjBDNb%eS7_PQS`frxtXUfmEP@bh?ml`nLScz>@6Pxa`Yq@071|Tg%9Qvq#zMu&
zK(+<`(7~&i%5>a}T(wD>k7N-D-M3NA!@RxqXH3Fl)8_E+H7BDL3Z$$Eax4TC>&mH(
zLb7<x-@BYzs&Fu24oY!({rbd*-KfCWp%!Ki@zd9K?-Dw!?c9#Ly{3BYw(?UQJGB)F
z!%p({l4Y*j$o}xm(FN<d0zCsg$})2wO;(7tFKyoayC*#20YX5vlkoN8a9YTt&OD=D
zTNkbDVU|mFO&V^p?eGZp`jK%eSra2G)3lnsYwusOi;Utxg^~7qutby>2=c5QY`q`}
z;6_rZUAQ16Q9_X6D15VYZO8XP&&t@@DE-00TM@OQEBJs_m$b=ZWN~rX#c!YD#A+Ql
zErMkpoQO-u3+9((2nnb#5iJJ?9A59yk)dEO9=h>;@A>M23!F!p&{2q-bR_!apmN3+
zsLQokOSm^YV^z;5YHg!&PrO4YF4MGAVTuGX7$%V_*86*trdch&H`b~^ukpGhMlYJo
zK2G6Lh?N^bkQG6en4SS=s6fEyg4S)ug5i=%Sp+5_Z6PGXQCWpX70QDfc6N^JB<r9*
zuxj~2$>i$$%P*3wzV%p&es#*LW5L+xQ$kHfquuy7;0lqm_2Z`nTY_R!GDmJc9+l63
zUgAdm%>Bh=xiXofb5FgF>X1&@bWFEG{TnMoOc7w-^%M2{YYKa9)(x-YLOy^fJk@O9
z2s`k&UsTQd)w$BxF`zzD;$lxw%H%8c8By4(jGHX#F2RQnWrUg}*?cEO@iZX1YQ<ff
zrK`Dm+}4-Hu>i#qVQKCOauUZ4DZ`JZ^bM3c<Ru>{YW74#(4;nF+&vYFmfJ9Q&QkNN
zOK(U%tpLgf0MRMB+D5<@O7tZ4oxYlGl-ybJ0`iRZnFDKsD0SP1`ASTkruXsRM3U$_
z8==j%0H+X7=yZys?;<-Ukb1ta+0mxXVNW)oNMC1C_fc{A`1kB5jXt{Kp1^^5LHvo5
zaXQC7TRqb<vx6j9^mlcY^0tl}vNm&EIc4(3g;6}CY+uiv9NZ)gCZ9D>GhLf)>=*Mg
z99ekh{H=iPi?RKa*tARhUjf@H(ly=r?idqoBkQcM8?Lhs5pgqP2jwse13U1Wv^xz}
zd$iyhw+d4An-+8bNHG8#<0ozsyg^c`7nBD{ceLm8+wBicEfg&Zwm25o;_8=$sP?S5
zH)l!*Dz=aZN3p(=&3RB2g1odq`A{h5$*a(!6q5MRE#fi{PDhdRsI=^Z0Op4$^p@v$
ze7Ew{a~*!F3ptarXaZBeCO3~IuEf6!I-kt7NT?`^9G<+!#+M<hHcFqAh=Si)L-XBC
zZ9vMhT0S(T^Ko-xr%wCd{jmfia$-~B+!#}ys4K0lp=|d~HId0!>k1rmua3K0hs#28
z-CDz<RD4%CKRcf`?Y&DN6NJdQQonqy=boeMl9d|QRgw8x!MtM=`R_sgng&IPZ&w;9
z8ktfoW>3E4xJk_laUv+<h(EbJp=j<n5n|uc%enHP8FzHuOyLlH_ZU2X;&?gJOvfTM
z@BYPzO%`3JYo*U*m94vTx+JM=V=i?_7tq*q%%2F;&~7t=Sck*X|M8#DfntaLKYuqN
Av;Y7A

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/images/image-13-Growth Trend 2025-2026.jpg b/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/images/image-13-Growth Trend 2025-2026.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..45b68602caaf23ff39f4b5a87a7f21952466a744
GIT binary patch
literal 23156
zcmeIa2Urwc)-GBIf)XVP5*h&|i;^TaqGS<41SE<`mYidw2nZ4c1q6g92azN>OHPub
z<P1%2VgpV0Dd(T>8+Dxf|L5H2xo2kXv`<-G#a_E>@4e!?)-LQQb_TehB&R3`;NSoN
z4)_nijsv%WbNKiK_-D@%5D=U{e~yrtiiDVmh?tIol8lP+5`>BI5(5J>+ckD(79Lgx
z29BGYJlAgs3JOBlMI}Y}C9Vkw@_+9H=luEe#6-ljBqX%_ml-be|8IY=UjXuRIL~pL
zaB*0GGvqk9<T%(S00KVeS)9LofWLll&fwym#V0s-o{$J^P;vn{gM*8E1`qe_Sv)+j
zwKw>80FV4E#pN5f@F~@d2w3c?_@754pJSCNtfyA*+h!AZ;_%`;A<acvx=UBCvU6~9
z2?`0{6cH7>eMeSKUO`dmfyP5kE$v4-#!pR5&CD$<9i5zAT;1F~{9gJ81ilIij(qzr
zDmvzUY+OoeT6#uiR`$owMa3nhW#tu>4UJ9BEv;?s9sL7?L&GDZ-^OO=<`)*1mRAs~
z$erE2{ewf)(ed|j;Q+Y*H7xM|{~FjY<01#gbp{U)7mwikxNy$6f(I@+-r37H@F{Mo
z5g6H1vhY7YM<o-HTv&geRX}~4`iVmyAq|`0>=oqqq5WlK|FeO;_&*xip9A~bxW)it
zTpV!maLEBEaCpp-;!F6S<6n0U+K?At?O_38M5rh1s<=GGDT2P2a3s&MS&C>t;?aR-
z?Jk9~OPgCa5udYE>t06g;Jt(19dURthO@km|CT*tNp<+n9cE3!3PdEo)!2T8Gxhf3
zV5K&1mb>W7vjlv55?Y~X&7#r)v`U7Kj?9~S>J%;(V&G<p=O^eYD;98qab@eu1%+-7
zNWe~1=cdso%2>d68w>b9U9A;C`6qWVh`pN|Q@rTFJ>DEC=|;WT-^p;Hy1zi7Pg#J;
zmo%eVTwYP?GWxzJ;$1ww%dT+Z3n3^AhW&Wp-sxGk;jf!sYV-74ByQ~YDxEZk@>yk%
zM*OWSOqo4AJV*H4^U%`Ux#?kLAE$1)nm9Ci*A8_oJjL~=zbAP<7Yn?uyfT%ZG&c39
zsXv~RNZ}Q~3we8M=~)LUcH~F5fyQGSzYJ}?l3g)6jVxA&5F<PHg?*7^=C^|fujyB8
z_c}dM-IwF8yrUc?PqgadLp$cVg}0nfb(7Nw8{@wd!%I>ASgekDR^C>p8!24p$`qf8
zBD-xYG}aV-sD8(zR8$%kiv`w(TLVgL3Ea*MB8pZc+OtI=R&gQ;Uu-uQ&Rplb^4R8>
zDe8<OW3>fOh6S~>#W|pG|I3U<)Y+(w(o_q^$qxt#3gWa^4kW7g&8gI6fq&=2&9#N^
zh~XJ@?Hg=QINv7l^bTw@d{Iv;#D@_JH0XY+&w^Q=#&o=rUp$5T*eQ0qlId(jxUl3o
z`ksB@!J=+a)FZ`<3O^B$*5@K<?m8s%>u3_gn1y%ep?S9t5BU7mmo%D(4z7BI$-vH`
zE6|oCuCu9bubUxbhhy#LuGe^F%M@C-H>al)?Wd|1AKoEMI;-YOV07DZSVnPbU1xXt
zmCyCS#scB^v^3cGMdP!nYL!<cyP>ZR&}((ECgzMr5ytPb&#hOzNNfrT!8kXWLrGEw
zyyUM|e6+OwI2nD-e|D6*2kAWzw^dS_l;>U#fsvu43<*&J8pC-S2{yWlbczdK2oniT
z^xHo|NzkGxtF?rKo3<Owi7pYnoh&c<e3M>~ZSQx>daM_+ZC9&jnNKQxPJGFfQr!Z3
zc{n_v*PQAWW+f@Lg4vk}K&;qF+qP0GX-(V{9#wr2Ln$2dQJ3cGxeU#_dw72E1@6Hd
z%7!VrqV2plr8FV^6yu9g0mPwe8+*BxvErXoK79fi?Xo|Wn)KO!w}blZ&_;U56XmKb
z>%Oqw0fh^ch_?@+vzPmzD>pK+z>E?s6tGZxRJZ+R1-?f+fCaX%KwH953QnrW#1>cp
zMFF3e^><VX?!p2u1Mgsgq!u_9c+QCtgf-kwf%O`zVu3I3u)rmri-K97rhlT7N3)5s
zpW+K*0rYuQWJ>-2&0aJ&Y_0iH`E~Sf+XcHs2T0FA?gkS$c>JsQ0X@SdIgGd}kyzmV
zdwD`9#)$*KRVZ0oigP;=KG#XRv89}P=Oi^6T3wrpq#Ah-k65^r*_=-?VW=qdGRVwS
zmt1}!XNF9Z^{v5Ty6TnTa1(pZNwxykiWYvQ7gjB`ya*Q$esdS$3p~QeW@bY19Z~j*
z!~Dm+bqj_Au(e^nQ@n>t!<tubR^6@MEKC(I&`^thVh7}tBX2f)8|}vi_=z=Uws;jA
z6PCS~*X+a%Ibe#aLqeKH#QfKN$a>o&S7%>Ld}fNp5MwgOk$IkT>;W6qe6uQq4a9<p
zPeUcjm*mGPp!XVHr4OpxCa=}f)xg!ZyW>5bW|!k84dejgNYNRsg!VaG8dPV~$S@Oa
z)r*$y9@ejRQqLHkCZz3n;OH;=iEe9#K@mgHD0i2j99TmU(k0*ala8KHP0tNQ3cqsv
zD+=wv3$lFtmu2*xjIO>CM%k-zQ3rl`FU3MLRNsHZpCLWRY#-6eQd(^_w`O}Dfp1)@
z{Oy*mo8w`4_5t;>6xCpJMp2&ImRitE;aiU{fuFj&-sG%(Ss2n6l%KOUP`!w1SmfP%
zzc5Z^8_C9+W=X(Cids7wSR7QkH!Mjsd)gDUuZ;WAYUFYKbu1uXb|HlVTB|^JOt`_F
z*o(HBo%EQ|u_#*^z}abP>x(2vVm8~(3rOD78RbX`zWuAeDlsyzg$^!-?jJ+<2=Ynt
z9Z*A9fF(El)F=EDXRXo7{FxE-6-bzJCYU4X?~a<znS6Bc2o~5shV9|~g`68CFTnz*
zKJZf<F0(?XLrJb+j!!BLza#%Ayhlcln#KZ<O8HaAw@1NyRRVSrbT-yFH=*Cw7IDJs
z7Lg-Uh1Iq*e5kvbMQ=}(*I{OwdhSf7>k*jVR;ATXygtpD<2ts}3wH`PTW&ta`QSsX
zvJ#{?S=8W^PwI86&zaMio|pfYJICdWw;d4`qENTQ66KZwREIe)L9j6=t?3SbM7{{!
z2|Q5e_*#W3J&F%Q$-y&+={<pbi;b63jjdva72oKOORS8X%?Om-?uK22eoGxpWxY)U
zU+F5nkr?j|xp{X#|JGo}=aRzcwfj5%#a#Mh_s;>|7ID`SP9svjA*O8O56q*X0ydMQ
zTOl7bFNUC5-RD+}O7zXvHO*ZGxoxZ4rqZ?;C2uIMb||K~&+%e`W*7}A)3i*H2w-0V
zLzSMM)kbzj6{4QcPM%LCN2sMKM37!Q+XhVp@-=#$#G#~!>xf~+SMv}7ro73~lektS
z`~`2dE)@k)Kyhsu7I-L@=eG8OU;G5A8n5oIA4W7M7jHbfMY(cQN3vMcvFK?U;RT9M
z*X^XzJV%O1rP*`cm%_KZXNB5?3@@yyuSSl~G=-d}W8_zqAT7_olYUi0a~)*S$QQrx
z6PeI2%sf#m1Z&GN#sY?^SU}oidu)uJR&@>(i7elgU=HBd0~CfIxtY7sYND193$*3J
zz#c%0C#@8_t}of6loHHMY4<DfKi&1mRju|63$2(PRxzE1UH*J^YDH$Bhs%cBRf6Hi
zXQzEEFoONIMxs|L5PMqhVGZm3(3OkcN13QTEI?GG0Gez4!zK8<YSimQ_RKy5qo3}|
zqpx+bVxGHB$H77wK8enGcvCMye(3ne?m8O(FLWSOHftM1!^AbzonUS3NSydUu~Me|
zOKb9BdPifdKygYiC)JMuf_r{T{t@*v*xDX!h0K87U=f*vk=2D9pF)mtM*@a>M;l-l
z)MTme{MN_wjHx#~qRs~c7%;Y6Isct}TMHv=g$0gJp~q)5dY&LQJswi2X~+MwyNR?I
z9xM<cu7?E*yuhdD%~`BGe%lP+VYh-Gkb%ydY>8KyPNOl`_kn0W{c!^S_)a~IW&*pI
zzyc#_@GdLgJkU=(M29V7YS=JVO1jjHJ>H=7;3k3M3;c2H8ipF~aE*c_D_EeHsam+E
z^CugXn_T!3!<-V#_3Bq+_Lu8Jz87^n+=d`I0wkySPX42j%1&$^nArQsky3c`x8(ny
z_;Fd+wyd8q3ry)X+Fn@QDVK!=C7oaS6b}V8;O;A4q1SX7>^Kz8JU)IB!zBQfrcZLd
z#U+i`Ov%|gy5bHLj~*&Al?&NSEfKZRcv_^!U8H-&`nbdA<$b(jbpb9;)5{vfk@o;<
z^#RR+`~~y%eInf$wa9|6dD8n|1aTaGQIco=dQA+Yfwd*%!A7NEr!+%5lirGRJx7!!
zJtqV`SRiGrRyWtEFzUM*&*A^=ylr8~U~QYQwSLv5k}q1YZBLB6BNi}-gbAhd28S)z
z_Q_H|@BM=<zMucyWz3Caz`#oZ6+BEaDX5vv`pGyeOlVblU*yzkI;TPC6r!_D5HhVh
zura199FZ2L;{VplS-$mNi5-h+S#T}IH-rb(SU`lU)2=T2dt|r9mf8p&j^9)nh6eR<
z{!#BWUfZYqliJ3ltvoBYTD%qNAyJO5FmegmxteQBoyvW~!vaL!8O!!|uL!!@0Y1nB
zgc_PcQ>^79%x`^_Y{V4{<i+0`i;P?9HS^u0hcH-Ono7;*o+vje@oLedVNWD`d|g~K
zrlH+rp!!kX3MaSZ2iaI0Ny6F*3^OLm6o!L>OAl}HNw8+sQ`bzn%3tG;6>Vkq3v11F
zEHgC>ER7MqKAAfmv@ea<e>;*{#shb-h*EC0umVZcTqahVR7<{%L6}CNs{%vzp%VnX
zuFzAD4KMmxZrk%KYc}x)n|FnpMo+p{Bm*sX>1pC;m%kakXy)^Jn9U*nw3Eom*teYE
zO3+%D)3IuJ$vA{!d?k^0;BtxQhjZzHg%ZT*Ch|lP33V&w%bB^~5E^Q-x02LkseoS&
zobX@xJ3m|E5$L<RRA7O}M_6D_SF6+clQ4gFIjHDOZ^=^K$NBZp#{%_RM~pqE9*XGU
za>5@Zpg6ryZQ^i@Bc(v>5Bd6j{ugyfa^15=5wj{Ai!}v4R9##dTNx_Aqm<8BV3w`7
zZbc{)Hlq#;RV1xRow)m^K1aKg`vcdN27w!U0F!xvUT@0B=~b6YdMs8aZM??pI2ms^
z*vBO;c!ZQmG%2saJ#C$7MR<vy7kDH4eR=z2)i1TYAAvu;6q;NyS=LUOhd#FMc9gzo
z{)2t^!%qBo=I-{og%pO7x)mc1<L=~Se%xh87r#9%S;q5(U5i>7QpW;!3x=3?Y}aQh
z!#{V?K9-6_sOV<Jd6TgtW15v!4DZA!_gQbcPJ~7(bNM$UCQGxk?d7G;y816~W1e4W
zUN9A}8YXRPe0S^c*5LxYrBa-X(EQTVIZsKJe!4(KyvGH{l>McgW$AC;>2G%HwldxD
zYw%Ds;l6_Y^4cvt|1iAZ)G8X~ID=TOkm4TkQ+5~S*G;RDgN2+NduSz3u6W!_w!6mX
zRK*?Z3n&UziUVQ}a+WACZ}NpP+n}S3*VV-h3xvI2fl}=yxNOjlzIj<r*D?_RQTs4t
zNVQs;D1>^Rd@H$1kLQYON0#)-c(~dJfP2)o_(byF==iiwqvQF7v@BY0_m9V>&(l_#
z!xA!ebp^J&7#>q@Bo-gNoHGa2^OfJZBmZ#${%7fprE0^OPD5H*E5@$DULqIM2NwuL
zTlG%4(^Foqlj!YylOkH#ZrV}&WWdGD^Y!6%V5`4;D=?006?(xqvN=syn4hk?l_83N
z2<~8S;EyzGf_*b!y!4Fhbv!z|e$g1>hLMDd6>XO_PLI}7E62XQsMU1$h`}F2e&mQ6
zj&Z3HSkxPqXNOrpUf1$>W?1@9b&OJL-@b6}ApwI^yQoN7Sy6cXG##(gDMz)7>#c{$
z6WYKRWRD(*&Zi=^o|imAD?@@Lgxsl1lYm_c0~}^!))%4-7p&r{KG$q}qZ4_MD(e^H
z27PlAip`j7Z&Z{6Twx6_n})*5=J>)00-x0tt<wtUIF#!-E^=b{@{_WB7~GgwO0mHB
zrIhF)8#!s8yIimX<LRCKJc=)hsbg>kR4}Wnw=>`I+3IRrn_6QJj&-TTp+3l~M83Y-
zR@fW~Xf&%n3l~f0Jl<{nYG>a~>nL0NnQ^~L(lj`DY>vCiJnyn~pVITbnp<?#yr%yE
z;WxmYvt>dhwl<69=9cF2*xhzzvroEnq;Ugq%7|)z_sMggde;oi1G@<8wX{7sfTL9)
z+l6RQt>4P7+Zux*h4ez;=HY28`SH+MV^kH!?*VMO7z@mqgDINuxvgUo6)fNb0-Zsr
z5rM_>{Z3k4@So^GWV03NdWxTc1?oTqw5hMHaf}rq#=X>o(#Bi^L#n~)!wo1Z?w8&d
zj5f&k68@hbP0-=`!K>qY!AC_H8t7|K3*S6FQN>&h|G8sPTF*P)?6O|pz-SH9JiT`*
z9&-u?u9TX^)2|G;;SY;~Ri0>uF3TDfik|hA%=*g@t5B)^oG~#*6=CjdIAZE|!EmND
zKYDFd^=DVniX`Nt4d~K6dh?5o{fo{0$rsE!Q-uZmroklI@!s2`T+U}2u962JK1BLs
z0FK+`^Glq5$oES~P#VxeiFy&t@sasQEAYp6?qB2d?Xh2?f(*}#s*e3xDZxz>e-Qn@
zJ#*%*F+AI>SG&cdDt%TgmPf6JvRTlI&4%!^NZVtN7i2oXwh6zNJSy@0#51*Hm<t{h
z#LZ0eJs)b^{|MZ_4y<z}goUOf!g`D{zKw~82;4f;qOd1I?UG&fmfHBH{s<3RGOa6X
zs&;f9!WEV``OY(L2To!>GEI(FW`E^e!m1L4WH4+PUGW=rm0TOKEv|t+(9k`hw<@_E
zMcMHAtkgFKjp2jdN8@QUy{&j0*9)7TKa?+EAf)_^pVuRZ>dd@*d@bG;?@qlH=c6-W
zR2Ocb?1Nj7TOm$xa+IpdKyj-@KGPl3S8}&P{8<@AMMdUn;<Qr}uLf%mD@+(gwA^BP
zsi`01@5Cs!wV~-D`$51jf~ASSPF1zRpN;)uZ%pH`0|LV^V9kyNbV)w5hRc933KvH<
z&+lfPdvTf;)`kGHkRyB3$8`BwIX~aX30QI#zG0pcJlOO*a<0vAEO5Ds?Dz;g%TO!j
zfnnqheE}B8e-FBKm!*4hR#JkO#bka6g#Hu!{G)u8Rs{MHlBO`#YWO;0EVTKPt#w7T
z@E3M_x{RpN_|Fw<@3g+cw-eklF@9xrhdbe@d({s>^*KI$a`dpR4b)IJ!AEZ~l=)O(
zDDHBI!Kh(@^CQ8q6>(220OR<JzL}&3eKmFiPEZ|gY@MQ0e{B61eObx9r20d@@;^5I
zu6GBV{^2vovyz#IXRPGMLTAO0s;30Du&qVN-ySzij;Rl#(r3sIYjB=}ACpdDf$5GP
znlgk)rbxx76i86I+rwtMuB~pG#ksR|wk=-?Q`MQy68tGDFuaCp#K^1IV(LJ3-`nLa
z`^yczn*!N|uVtw;GcNxcNPNH6a)KR^jKW5~!j3O|eCR5V1>Q^so_e)nfn-8_Z$nus
zEz$lT!{`5K<v#(V-zfp^CMh8hs%;0Y-AE>;duU^S4sr<#EIb9x^%{7XS!UVX!BBq9
zN(mnQ^1BYc-#gZw-9o?8fu7o9fp4KsLtoL7Aeco2u1y~F<VIdxfoB5uV-Pze{-cBc
zXs&-6Xw)sRrS6Ch%orboDD1bfn%e5y^M>e<IM}HNY<=S)NgKSuJ&H<Am-e?9E||NA
zD0}_9+7<A?x}D3Q@3#*MrK!+>CYfXUGf*V|mhJbdnkPGA6skMM#AAWmLi^Oe+_0PI
z&S>GKQqy_=yHM+_J_xlh+ys$z!yBNdC6oPd5`wwy0@>e%U|w?2?R!(H=`Ab#;9~v%
z8^Wj{yNH$<@VbhyF}@j-+y3I_c%irU%sk?O8+VJvJiTXydULK+cSkw@*5n)2q`gct
ztKiiGu{iE9q-*%h_RzYRbIH57fb{Elx9D1M5FgGcO8Gv75u;^Qj30>!XJ@FSuR`k?
zUcPCiYh}J*FPo6Z&~YFh$N5$ntiT!&OEXW8eLn+;z17q7M^a)aRLK=H5FU3T$K@0~
zTjMQXVh$#2PKf&+TeFt`s2~2&6W`DO(NO=Uz_PqOeWxv(ea90QbsAY9N@UGXT}_%v
zz<#^mT3mjlB*A4xf09jIkoJiy<Y=XJWUN@~9B8SaTA)=a!~(4Pt)Z|5rD5nAn23+E
z!vc7)1xOBP#k4`wlT$PIb^Tpbu*W;31%zR~YH;#NsU4y6<py8lF;Y)rq{@iR#(sWC
z<!uWAdHY4$myr$iF^gBiS@X_%*i_AivNpX*^GJ{TYJ3uQUehp{0Yklr;d-mE{kkj=
zeZ?GBviT*<edu*tFzmVFifW1ACW&_8Je*P=RrE;pyqjArD_^Pmh3y4rI?T$Z=SULj
zL1VPk#eOZ-lBe#qdpj`7y6ios7u9u-`mdtgXWU+@7HJPbOqy2QLxFZ#$*QM^S<YK{
z@bhjujZM*)qWV{HQZ4Sy06YRaGiH9P_smP9smEN+D%BqO&=113x2ND)3P7YAH5@Xv
zbv&GIYWbt{^T&7UUyb^~F_J74w!;rb+xuYpr>I2ZCJXHRl7^b>v&VlB{d)EWi`+1G
zcp;c_EU?~EX}RPBrmWih!4&Zb<n;ZBine5TQ~{`V1O6bS-q{L)E;tQ?p2V^3De=hQ
z!=G;qH9CsL(-y1AT0Z%M<i|7h&(2-?kDgzW+0dSvtYgBDE+RhkHFV+L2y`6+#k{sW
zvZ+l&nxTWnmQVebu|S`-A@6X(Xh+7ZEY-u<-`X+|>?f#OaE0z8*mreixa&}$Sz`rJ
z?tDdPTz_=4yyLWaO7NGJAG13D3{@e-aH>aomQoi7KW(t?Ub|ZMG?X7-k&)jm@4>8D
zKnaZW(dv!WVYrz^np}wct0REnwBM@NJky(p+sYBrRCej>B?&*7!jp$+IG5=iHOPs)
zJ>9Vu`}WBftxGCRmBZCl`xdktnsyiik3!}*+L)-7cWT}|G{eiB^H_keeXfq|wWsOB
zs^{oYR|b5MdUa3Ja^)_*If5XkDk$l+MTD--_~*ciC-^g|z}xa=rpCAfOU`WVdp9`|
zVon}%5f+(Eipp-$*HyhpOB{l^lzyDtKfnLNs-E7z_$(jkBcLyLxj0fvum4H&OL|f&
z8U;pDEHq%Gs|NyX`a+ISGT4F)=t!)EW4>Btd}3Nw`nm4s$h8HsBW4BLKfQ?wuv+E%
z>DqF(B0(iYha;ur#&3VI3KWVqn?_8nF&N_btLIcg(E;nwwI%53x%&dEU_E?A_nVZz
zRZ`$Wen}P^s=NJyC22o1c>vZ<aD4^AoWHLx`Uxzu`#G6xq5LGZVhfbA$4)=8J(JZ>
zx%!a`FH2ByYPMqP<T1Ycvn9pC*Wpc|II7|NE(-fORj(BQl2e1^I#>Wxr;7275*V%Y
zOpF49xT~PN{hSecRJl}TJUb~ey?PA+*u~27IC$7`E0y!T2GIwWGBA=mwMcilx}K*D
zVsTatu-$!ou-JP;9?hG79t-pgwPJ8fybfh8+CpklrCx#nW63P^=onN<UtCf#G$Y`h
z<yDY1amH#rQ^M{r^}%Ie4P)DI^r;?fMqKTuJ`E-N<XOnfdy=8E)^4g8pFHR`W7bbS
z<|nSCMi3O6^}@GHtJ$#tR11P49sHp~tsW<}Hoq}}6;+h30VNiI=Y*pPEPv=PXStGN
z;noJ-9{Z02fc((i(C#Fa1M@-1@$1GZuKsE@#zusL!Wz!~lX>nJj$w65WBKf;%UFO(
zr{~n^^^uTAv)L6hW9_OO&^1;t`eSkpE+g|Xaw<?v4fFu4!ppya0zos@t6=Sc0sKV#
z;cW-@?L-rBIa+?ZnqV&k{nI}QM4s8tA)Vg@LKkG8zy0DbQTu<w_#b`Nzxb{HC*UeK
z{sO9KL;dufd7asWSDj#Io$a$3W1$*Zz%dq?dFVveZM&T+C5YL4e$<7b?(36gSn{$s
zoy6UZM|0CRVHlBS!A_1D6P+oIbP-P{$zwzzYFqk?RJd9aPz+T@83;M?LU&=`@o)9G
z=~Fxqqz9{vQE`WaTovCWBL2HZ9Lq-Sl#O6MQ^^XpM**S(H~$LqbAlLTud*t78pQbX
z?NY*A82)+tns1OIL8|)ARfhF@Gub<Id^O=mmPuZhTubW-g;pi`IKup$oHWYp(~Up;
zd4ukcxz7s=#{X|ug5ys*C#U-aqVP*FS84PTXf7AL9?g(Zx>aI`s;Y9YUJT&lI2ZDs
zmF<vee^v0oy#@=(9x_n<{5YAZKdo9#L$KGn-aqfu{x>}Kzr#KvlaxwGpTJZd#GBGU
zHWx&R{?`hL<qu>Yb$^@Am6dFcWr2Cs%@xRp=~=ly1tB%XSM)1t;G~jZ`6f#3$M#92
zj(-Rbm01gXvKJ~^*H9_Of%~_mcHhk24mTWf)~%7zJr!cBh)p+na23b+16j;eO?0qD
zNkN>d<NrVe;NlnARR7!66diTA1MXw`Ss0-|iI>#`M`}XgKSN*9BQsM~R<0xstC#G}
z)3kt?dgkSmk_{)duZ@xHKXCb<E27UxedTZZ=^skP5ACUNy8m33kUv&XOI{Xm(20r(
zahANc*>F3V&GmXUPlst6aT<llVZOvK5(BEAIO}KZREPhaGUMDW{1=-1{~1%{<`bbs
zknH}>j#*=qhzE*`#hxbo#so}$V>LR#qVGA_ey_XK)&9Y>|GxPTM(5{6g}W6s)N&zR
z5=f#3#{@a4QttQBIovzf$~sj+_A`$k5^`n>DhGQeLO`|nKo`tuM8l8jz>KRrniEV7
zywHJx`Vy_;=}&d^uOuS>vsKEgYVe^(YQ1zqeA+PW%TP4gRaP=-6TxL5v)tq26cr}q
zeD?c^S4jPvo>H;&(mKeh9ThYz+GH||G?^}|<-ZX(`J0`#*^VDA4pd54kH_%$qD>wg
z$IW|r&&7``$9v<-u~}Z!o<JPFq4Xt4ma6fW%|LSwygZ}-WOZ(J<LIsN#(h}q@sh82
zr&XtJ6Q7kM@v2zyJzAeAA$OmuZHz6M%vfuHt&MT?gsofbXQi-m*8JXOp<xtXQ)AN@
zbE0&P>-n8!wE@Xj2he$GMmlEVx4v8)dAZ9^3VNtsI>?AXJF0h^JX*5n5-bggRxH@A
zx42B{iABxV^}*o%MHu>Tc?t8OPudwO>*?ia_eJakq?ux}SBEbN6_gKN(>$mAjQC5U
zx5)9sc+XdP8>!{b8=JWT<rwQ%tX`u&#aA=YpOkUHWVloML!xUbi_DD#lo{iwUR@w!
z^uxXCD`;~q_j|x>7EFcN3#0NeO)VLGmS1$B-02zOypyigx?t5U7*1fxbge306R8n%
zgJkhZ3FI;W@p+9t9yGYNEn62*Jey~(b(3aiTrB#*RX27zf?U8O_x6>^V!qG1uTpKw
z&46KB{}Qud^i2~O$C*cz6vi1dcCaY-gSxc(Ip}M7l?r!F%5xJ>n6EdOh4@J`C7&jn
zfI&ty7C798wWJ5Tnc+3^IN*#J<A!&X+oCkSOA9<#9)rom0_6H+0cdXHSvRxb7UjT4
zqXO<<Nzd(lp~9*7BPRIsOdUAab0IUJnA27%@O{FYWDL7hZDTHAHKDINCcmWDL&bTD
zVBkP^-LlTH7>RsVGRSKN+id19JSB0j^_z*WqiGSUqnOsa4qpnsA|meXev;aYqf;5!
z5PDVF!D;+;yl&JY9o%7gIs_x<D}Kz~BSA8!FC(dGOKkP2%a!zwx@aeZv$`j;O{i+#
zv&(WsmV71pbGt;(VsT-}`*(-9`BF7mxHiiV2R<$AZ02t~hHZB8XQP91$W^G2L6;-g
zLM!>NGh<lF8Tn=n;&}1mnno_({7lkM{gyE8*cJLf`vo0_3ANhYKfL<LX}rH8wC9P-
z?l|*d5}8JAUC98?LRIy9Sv<Fi1q%Fo;_BLlW2-I}t|r&x2)aiAUpxD$LNAYaH2Fs|
zg?jY+2NFP{;q&4N;>eIuaL?T(U}Y(e+wJRHrHB@>q5{C@YR<T2rSn3fe(vd~t<%vA
zP3Rk;<)GOvvz965N_Z2*yl`Lx{#3K^1#EI-AjdK8Z4;biZ;gb>`?f;#+|=q2aVr1Q
z>kM!^bKL%qoHmbrp9>;eRHZlZVPZ>YoIKS$l*!df>%$8b{uBGp9>4J325aF0E#vaT
zoFs+ij2J#r2PaCKiMB3EGrj$ZQ__N$rX21FG+$<T6GjT<ngu;{bvGEsrv!3x3`fga
zyE)eD*alq7C@+jdOlgcZn5p0Rfb^%r>FfKudQZD4C{lkoX2JYe5ju9$?I<QP_#VDw
zdlG5wntH+K$7Qai!wY*99ogtEsj-9pePx}=+hSoEoVYkgT4&SI+(mA9$BUEAUF&ec
z=WGpr`>U!on!^}|+HfMvM7rwA;H3%M8yDLji*2w%BD&3S2Q2AqHj=#~CuHfJ8%6Ld
zrg7bpQ1SA-QhlB_GIt4ZYUr8vtT1Q#tL3x3D|f7lV;<kVvx-kJq?!xZVgd6<u%5-b
z(^EraX0x-cxOK2w+GBy2b}H_CuO(P#4T--!KM0kvLdY?fQDmrA9EriiR-_nEV)L?c
zL$>W<OKt~jkO}o$M>Qx0mn70U^^xKl7VRf>RSHbD`$o^j>n?BU2rW%hChrQtNs)({
z+*lx-*QNGyRb654rr7|m&eDd~p?UTEG$V3^3dd&c{^vqqa&mlpIWwO5F2)pY?P~1~
ziM6t)LY%IAxQ=dipYq>cu>@<q#uC{Rm#jL&;T_Y(S&}!IDh}qUW9F<$Fc3=`o!UT0
z{zleyw}hgB50LwE9=!zl8YJH4VQQO6ngn=s084cLtj+pNg_?h~ke%eKE_c%K*&HYh
zYQ#|Y8@s|>)VI4lIBXRR3lJq>zixww?+6VBeRVk)Awh>$euAK(K`cP=A$S({6N5N=
zFuk^(J>?ZVk&l{{;~`F?Sy(Qh!b$&AgZvf3QBb(Ad;wT^tH}CEtvC!U;W1?|pk8Rv
ze=uiSBUycu&niVX(dCfwvv}bl0{ul&;KWg3SE6o1m+@5iG+E%tG@l#)e#fl`ZOr?5
ztQcz5K(EmF{G0QqW^n@O!ecFwu8(N`5$4c5gRMK|Hld@g^F^f9&PimtDX~=9f}A|h
z=ooKvlg{jA=ug%gTksBjeIfEhy}Px53P9Lg_Qe(KYavrv2Sv$2tnGQ9ALqga2NE|}
zP(~f{VZw5d=_E~pEla%x`PSQZ(9KwDwcIzvhqcA0f#`K*@7c~!Pvw#!mI3yvJ2f%%
zEX<2V1Et(@)#FX~H&Io|49>F92ulRo%robk`86lqM^`H%N-u^yZOTOXuBz@Nk$5IN
zQ2lHdqcvP`14C!}5SpDmn@IouWr0#;iwFPp$1rj|{I}bc%^P^f3!w7qNB3L5#ZlZy
zOgkCAviND5)XT`^fGF1RUNx)NJ;xTiTl=h{_`Z@JIgB!G4D_AgmXeWM-~x7iJ`d?r
zJmqewCZCyvHs3d#G*os95G~D*T*YZ?@74fW<wu#wIk(0_AV-|}=2n|fJ-EF+4Gc8U
zr<TyeeJCn;eQ*3+agFd)3%*M*-nsNP9_jsNK<5WY@~@k`cA?a3m6@-+6eM_)m7d6o
z+gyDR0-tMVr1Ht|6+bFTxHfj1;W+ApIw@iGYUa+>PmK~<<U!0)S3>rlKK=sgY)@7H
zOH`V(HYSzj@eqM6LV<Mv+_~H^j26v8LnE9M@DI$2i1B*c9G_!`MU2Kp+LFi~WmKh^
z8^~#>4ZWWs?Cx{U63QhdQD>GBGkNEr5tbTOvK(`$li8$;m@VDq6{MGld2;>fWAS6S
z%^=RInkw<kdlN-q=G|laqldi82K{?MM!}d3X7{?G0K83fV2wSL08Ac}XTwGsz}&Im
zbWrb6Tu-3e$v_kqXpQ!jyqcqLNu$Y3UsdJlwYU59JpAjB>V?Va(G^z#M0BpBOU_BL
zf&Eq(YAtxqi7)W>!!pbuQsPj+K+g-Kd76F;QNG_(Mw>)-r?jfHI{a%%d9V{^5A>Lx
zWaM8)3I|{TvJxU*!`l_HMiB=R_r4*z$+B1_t%iB?)R#KwlN%Ii-zI(u>BWmwh>+`7
zSbddx<^2p<%g6d0i!${i&13(xewc%3RQLjkd-QlukPk=s%ZYY;khdvO6<?&{!^qf^
zazQBAU+nf6WF3*myZO$9F>T`fAuUD&XIkwM6W!+_!BbLtZ-WgRn;2B92;*~T^M0<!
zKP(X0$-PcA9jX<6^D4z6&PIte^=iqY)Ya)(XprXE8Y{hcY7Dcdwf+8<L8`Um*~Ma4
zn*OwcwwtWUZ7jZQkLi>m-pHNH=RuiaLgyx3x}p2rRk)`kUrtF}r&va;y(H6A-0fKc
z2=AyZ$I=&2x1zcFmvyZ+EEg55TF2=mzp%YMg7^DMk~|4zbEgr~^0Ik+U6+yHb0p4<
z6{Do}%I7m|rQRUHz<4J7h|}QmF(}okX8{l11Gq)DF1^*b+w#jdN(%h^TyFCUsoL}R
zvwXR-R)9>fe#^bCNfLG<`?jG{{WN9Mol2!Bp<I+`f7APhrkC!#cpx}~FJX<oJy{(t
ziacINK1mS62jfSUC}@3wo6W?;y*tMrQV)xmT$WK<XwP2!vOuSZ<P{nZmzgd?uXXXl
z1x!XY7SJw6UWFr><{u0=#gto&m{f-d&>l&*GtU?kWK*w3g`3QUUc~}B<^9&1e)_it
z$$eYPA54Vp;k4?Fqg6^mrij)oN<&+wgk<ayp{da4UAADh9=GY>bF)1~Bg{5j=wd3_
z7V+M(md4kt^!L6=Pb1yVROfsNDT9&k$9Jlt_E>J0J298HqIwB(eyD`_uR_xpFI|_&
zHMtVDSEChBy{vq-Jc7B52;R*={Nyvyp6pkUBSx#RGiL$U`*H>2%@hFn1+M3#IO>{Y
zFRO3c&M}gnPmS>DeMRB6+fl%j7?^9_CFrtUJ)lt7;^!#N07xn(kzGTY)4-_rJYTuF
z-@Q^ey~K^q8RBl=J0c5};sABjm$XssnLyST7dJ81T^>=BlQp5AVzksh-IuFM7@fh9
zCM_=y7@ksGjxY`u;@NBk2zT0u>n=!uJ>K|?&~eujC$<3=eAqDW*5Y$P+w<|+dfC{@
zb?6ow>(&YU!HT$RzCwR-jwHQmSVzlc1`a5VWV>V+pj}b=VrNX*^L@1TQ(7mZHw}@)
z!$jQX8@Vak$stDM_yDyK6`)0iBx^#BB6?EBd`{G=4f&opsHrlXB>HMh@gqO3G+D$w
zIZf4yU(`^m>g<t`cU<9u;-ff=zuhbRR5m8$UTgbdbEjwvENXB`B7x$W^SgOA+Uu%<
zJEi$=M5~?ld-?!`i`BL!xw7-#;#vj$i&bG%55vtnw%TXr--t5W8^mgFft&%oKtjIh
zTf_Z<+`q@9C%*)6;2%TZiy-Nr8k3up{fyUku&8iqb-O-MuzZ;BYQK;h-lY$sE5d=T
z_vN2(m*#VnMet#S=$<K<&$EAhifD4P9SH{Z|L)ZbJ4t7^TIQ}U$oNRZzJ;^yFV$#P
z=d@Vx1$e=X=Y&Gz#?)(#n3AlG_Q$)xxQ6;{!bWYf1>;a!Cl3X2PIjA+mfmo#AmcUN
zwF+t(ze2~(G7~DC<-{|Pr>LO3N6k&p>KUim7HERU%cWa*0T+mq?|t#04CC(hp+Ou{
z_GG)gSX8*lqs|X|&CVlVYR6rqN{QgN>PgA%KP|ymO2mOq5>y<3TY*4nG;0}-tFqdC
zq-$t^TlXw1KRji@X(PO$%9a4t52c{9zV`U!S}M@l{4G#M&Yf2BR$hL(`@Pp}u61;I
zc|6yL*Oo3mUGY%?P5rb64#G9gBrKVYLVv7T;LCW*wTe-1`9;l@G*b=ruQFM5Y##s)
z97TZQ9+1z0e0YM|YKpETjX3GlHRBbW-&{_%O=9qTtLY5JU(={Ybz3qwE2t^L-bv)F
z=k7OHf=ey^_E1cK)2y{+RoXK;Q=?r4SYz*f{M_pE*49+yr)_UoPJw3kt8dNbNw^J$
zj0T+QuFY-Aw9MJ>uxzq3pAL*nBMd4x3tPI^si`Ow*SWdxAg{&D;Xn_(TXu=4O^p1)
zw{TXx&2a<k;Bz+vXRT$HR;P}qpm7>^GyzZFkM?_cBMlf9zos!UgQi+N-}PvoWn-AX
z!B8IWhG2ZfW~?S&(CcVKh*KW!ES@?MqxzF`{)^Ie_eo*zlgN~RG5@$kEshdQq(l1W
zNfyW>wp#Z;sruh%^SQ9AL9#O;YP|P_dT8|kSEFx>N3j)7$t?9U3<|!(CcvWs@m3#Y
zt0pDe@l}TzZBog9>ejZOM5da@H}~#5pWo96-$|;r4xdcOaFx<7G-#~fklvPL6e6{%
z=%<w3O(tuYch4O6)3!tp^u=D8gYr3-h2t~Qn1>x}hefF6Cac*lVVO$nBAe<2j~k42
zNr%T;I+a3Q`7i1|^Q515Dos>Z`~aX9me=BD_ww;k%eVdK2At`MoFdAk&Rq$w;7|c<
zylxlysiHird5y^%DVwrV3%YFF1Tc3d*)cW4)oaaTuu$v0^K8TW;#RMjS1*YmBOP0}
z$(D67I7LV$*^CLj=`Y8ZU#|Na+tG@{0!OBN#e<wW>9*!-qleimUp^64LU%}p&sk1V
zQ#UsWNAKwADHPtmwCQT>dlnFTWc=b{w3bFFj;W~#K)O`@(Si*XG@o^8h}J^Koj#p)
z3vhtZumT<$F~?z<NY;m9rZKhCcl_(TMQNuuVJVoaH5cXjJ{9wdiF4DI%2h}D>?STG
zF8T5pq=g&VMO;H%x_V9^<b%C|%B&}p-r}H4Ofxp~wJ`ry^wOd<t}mdsz?ASjU#Gh2
zMMJ-CPAs0?o%DnrBaJ<Mm&PU<mdyrz#0UN|;>_N#L7Xp!mbFsbiQ`@O6!_N5fW?Oj
zkXJx>zS17=Ma{Ai!S_N$&yF1OToONe`t1oN%zMUr+7ejGExsdonSzVH>w$wBR&6Lx
z53iq1!{dn|ZHM0@*v0o1xBMk9PaZbN-fLQ2G^_JE)K#}8CbpbT(#MnytV=h@Hc(8R
z;Cqf?nff*j;p*5<h=f$)h(6d`B>_ApO;IoKDz-OMiG8W8ECk?(in-K}JLnX+<Zdyp
zMWX!XxV<5b17kr{Q~JqaBJ~TLGld7ufQc7N>~!N{A%#n;V-#A$v?~66YT&&J?Rkx}
zjIY!}B1u&o;iOLPg5iWsW-@Q}3KQP#12Z^BWW$wK)2MAQ#hj;t4h7snUz+R)Z`E*r
zyY868HRd<!L=W;q3lB+viUMH!fTQr;RQuoOR}=xXVy!T&b;y9UDW>gVpRWG76+6Pi
zWpJmU7?3-cbBLS{;&ozVJ&Z2x*0E@v?2(z47CF3HL+}Xq-gd%j;~VB8XVqs{&k8j9
zT>8A-{ed@E%PG{4=c|+j8OnpOE_=+oO1TP5?IreB!``#_O2FzbC4R1aI%XJXO`dQ1
zu3hMB>O#<UV6DaD_>|k_$cNSZf^hP+WNU9?W2eHDfG=ASCHJJ>d2!Z+^_B3_%$&=o
z(Vx|RTq?r4-MVHFl%-d1k*TMr_xaO#`ir~+v`NHugl>@#%9S}JWoImDdrG%USy^H3
z*ski!>+J{Dn)4PHB(ky*5s|R>`O1G^y71R>212pY2$S4V$tX07wk}*IbC9V8M7%UB
zGZI)~Pu!xH#%M%$+D*_MA0QnyOu+!sklIcDL9c&aezrkr;e~hSoBYe^W+)UzB*nFI
zSISB~0z$1EGyQe7LY~ReehU+xFBN;36K~GPJ2kaL6?c)=eBr*v>8*@M+Bz1!?lhWx
zy3GmWEca8T%BgUkRD_Z>Kt`vo3_6FGxlccvJjrLb`C7VJ6$ax%tR$UDsr1j|z54v=
zjpB&U1dJLHA%n&D3EtOlN6(GjzET%t64X|2z7hNu6~xtp=2p?d1k(4M>`kK`YG{Ii
zw(Y4<DgX4-u=)Fur|1TZQ}C_&R))8TwMR@>wn+kNoDWv6deUPu%mZ#i)J2vj$n~A6
zaF%wwB$3o}-ias8Z`&>1Os<TxuIN&aqC6X;nJyKa@J1H$II`t;iXMVc`p9qaUwPSx
z?~yYxH7j$l4hOF9pbu>mpU$Do;PSu~b}&svmW+1+D%LTCfw)D^-%V78U+DDdyS7(m
z>Ov}Sqe`%yuaV*_V(5Py0Jl#PN~o#Sozg8kmI?dp0hKuM)a-d(eSL~^Ai3ybOP}%E
zuWa(wH)&h=xz)$z2cG36t`39m09)ujVh!OIb{A#I>m`W4wOx8Vc7uV5yCV2T_vnlX
z<V|F{VL)ZlW7zEVY7t3^3@k7YRvG=JXoMiHeLKaaE^-G--p<gyelk3|Nq0C6Zc=S1
z9)hjdgMM}$xV5a6yU#p{6xJ}sSh2l#lhZLrB`Y>osW@2ftJ(8tsS-#KnmW_%J<sRp
zvg%v@<spvYGUCAqaF_8-C>dI*?=-er-_F`+v%lYIuVrgMXaHqce+=`Vg%w4|E!_%Y
zw{K_ib)oL<`}-G_X$%&3N*c5%i?3*ELp~<9f;^ksC(UFxO(H}hWoAv(<SHC-qbFLK
z6Ri{h@2Hrjal5J6&ucWaPa?bTqzJ@5<=x41Tlg@uw-J007v^@k^7%|6TQobpKEu=N
zdn~>JXmOZv){1b<B?lgtW<dL$aVP6X3<wp$a4n|T-so+4Dla1JFLc`v*litOn*KcS
zsdzL*Q@CJU?%rGk^L^F4vyZ?r!U8dDiO?d|ImFoDwni+e{DA9zUVft#)c~5$vTtlN
z(&ENaHx_WOsR=Bx0S9U7=BH@wc&B0@dSRT-m&sgzl#U=n4kk8`;w#ZTJu5qzWMn-T
zG)polZ=(f$7X|%09?wjFBn3~`ebi|;!bfa$$&{9F(;eDf!D~EQQ`4Q~OmYdMe{Ch9
zNse^l<nfD=iT|3geQ(7+=X}ZuJ>Be{=$pbm@nHlb_*FH0%Ef(qs87#Q$m?lmoY@Z9
z4uu^4_5zGQDlWKVkT;(@O;acy1eli8;4*pL7O%NU3T_C=1IveZVJK;dyOitm&4&;(
zL}<U$u??o=?X0+)1pE9qr!E63_k|<tym3iY8R!&Zm5h3ANNHDo!1;WnRVR^WkTI=%
z<n?CHZ52Qt^p0@pn=g@}+2U9c(-tREhnl+*HK_WYyWz{4d-~!hta8Nz=;@p5$d|jq
z8<SzE_GSZ68XJ&if%HwsN~64p;xp2VFFg+*Gu?<-JJ#F)CA+|jyS5~}vkdvLiSxro
z7`_@jDKZ@l;4MCa^%V1<rSXXew=-*{^huNR5FN;t#ZcsZ2`ztmy@gc1#xACg`0LFc
z_t^~t?;GQvEbkE%F#ClY$L$ev;C82?EIeV(47JS2v(4+~ZXq<HXl*2laF0mW{8{dk
z($Y}lfGdQrY5;29zuWK+XhL6k31qrO_ulrVn}V+{-D8vr92hJ8E-<Qr9;dH%oTjNK
zWUasPBf`H3bAPDo9j~wD8Q2nPJk2rV?7Ta3x_Q(t%Iepnb5NP<nfYz?{wv#Dqlys5
zdK2j{5Ciiw=4oN(>e}xGZIYt`Wyq8i=XaALdFDN$y2YNVovjuwV532PQe$plAwJ9G
ztMLw}3k7X}ZwKq>)gMfkxbF~5E<PK79^x$25561YA2I7}E`~~f44-C-Bk{uI9hXJN
zBSnK)@KqWkKXGeS0#}EMxKe3R^lY91ZG+&~>w3qDs=GPw?h`=fQ~@0;*SaxbS9Ocy
zzz00Wm&3E^@E~?p%xKYJAsU5!_;+UI?1?54hHa(#f>3?mN)n-mX{<#m0;&D&4(p2>
ZUp7@8R2{W`@pyh)FZgfX28#XmzW{XT1JM8g

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/images/image-14-Quarterly Percentage Data (2025-2026).jpg b/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/images/image-14-Quarterly Percentage Data (2025-2026).jpg
new file mode 100644
index 0000000000000000000000000000000000000000..f2ed9902c3cf470249e18c43d21f46e0b68e7c15
GIT binary patch
literal 22947
zcmeIa2V7K3wl}&FrI8>aNwN|IMNmnS8zhU+f|8R85+zBFjUYjC5Ks^r36eo_&N)d2
z$ux*$=q5JMG~YgVX3nT{?wy(M-S^)8-aE~&=-#z=<yHUnuT`t|>DSXa;NpEbML7Tu
z4*>AMKj3r{kOl||2p|OK2q6&2`SXNCB$T8i#Ka`Dmng_68R?jr80i=ouCVcNTw%G%
z%D}*R_xjD-cli1FnK^{Tg?Pny`1pB$%LMQI`ST>iB$r7^FY{hyxXSx)e@+_!azZ>A
z{3(1q7T^py9zHqVX$!y%*7F?Re|&(ye(=uVpFKwaAv{k+3_ehL5jcZ~kALPY{<(8!
z&w@{Tg7<;5<mWD3y(2|Hq52fUVn@mQD)J*C>%GE8DzyO=8{e~+KIe(3X)e>!v0vlh
zyncgUK=7`Ru!yvbtem`p;{8XD)ipG=v~`S(pPQJPnOoR9I667IxVrhi_VW)2d=nHE
z{Wc~x?%n(Nl+?8JPZ^n6*+s=ArDf$6l~qm6Ev;?s9i3f+L&GDZV_(N7kn;=Q7QZho
zudJfCcXs#o4={&EzqJbw!2e6L!2f?~*e~rO2itY#>{<M?kl)&ccg7hE_~d8LUA;qa
zNlF#+)Q*CM_Z1=Ky~vM+jpteU)KFB<UJejZv+*O@(Z4nAKU(&$HO%LKt7X48?C<TG
z07&rhz`?^O2cW>g5od}w(VyYZKKMUW287|XE)(rd8c>OA^$}j*r<h>J%FFd%YG#`a
z$!k=zT#8kSs%v1yQ+hXQo=ro#-0?%kQrDR91|0h?POi~J7DnB9!va}MV0LyM+AH9z
zQHO=uv2d#Ee)R^P;FYMijq=58y7QFg>X?Z<I0{{(@~8R&(Gd4O5cpQ;Qa%p}$v1(M
zHCS!13bj~xlReuSK7roYSIW_KpEND6@)!OX@iaA3`iw-(g~U%^m*d?gw3=e~3%~h6
zUQI<QvkhMV)W<R4#exZzMiZG!+zfZ4AzWY1MlYp4cX^7l*Ix?5KAxdM9Zby0My;BX
zOVV%p$i4KmJ?APPV)LkNmi%h@AWg4o(KMTC^IVkfGOz0{)iN`c1AQK>$yVTl6@RQ6
z#8@>-^D^57%-jfn{u|}-551%1XyWE0eMDfvR^H~#e4^NL&dP^V-VK~>o}q4S(OI%N
zX8Tnk(l4CJ&jaE`B3@JrA_rkcXsGYHn5faymlMI42W2M+yTXx;ot^ts&W2-~y9lzC
zI)XuBrL4=bT%Q8J<uDccuJuXy_~#R8@b4iQ*F?sGpY>yzS<cCEu{Vb5-Pv@75Q)3v
z)K|(Pdr8w&r&O%3spBo)pmE)_6{7l{bh#cC-aP44R5zUJY4E@^Z$31Q5MCK`_6b~M
zH<<L^(BtB;?KUJwd4xyN)eZsP8xqgsIaAV-Q-U~w|0?7gwMp<7qGG~U?g;Gq9tbvU
zdrl5mX5?SmLB@ooE(i<cOupygHoRbE%(i&KcQR|!oGxIU;=KIag=^j*XWo!P`jfu)
zcq>I}p_#AsoM|=PZt&Wqr%0P+cjZ~zdw$b>Pq<oY2(uA188Q#Ei}bvK2K@N7I^Nk%
z8>FS><7el38_2?tQbJht<Iyq}UXOAU_P$p5MT@a*DP$g{;-zgq;@+!FY1bQ0yh`mQ
zF~tr7>O&r|C$V8Y7rO#GjG!Ai#tXB%`MyYl_oU%I-1+1{>_)scJwuWLKI%+meW;r;
z%dGP72$0||xemE`Clc|AYzZc}PM7YU6q&!KF>&FIeYW276hB@n7!M2}%PQbI1^faQ
zOomkIs@OC3IXz4vLSIBS`^xNssxyh}$vwz?6q=R9>{xFz#FCehE%Rv&U}ohEUkAwX
zA~u-WCJ*V!oQ}ua?u5AwD$t7?HXlvb2RbNOseGkUjC(7t8gSOjvD;;Go*cEePG=B(
z);T`m^Gs;eMJ8Y1Tj6fL%>y*63k5PJR|Pt6>1LqoqMOad#2AnPcZ+K{688_jfr)N)
z^Q#ew88t2sTYZ?Dd<xJ)J|G5z*)tCl`gf-p_pUos7>`5|Zs}P^3E@p7O+`m*X46~d
zxPPT~*Pc(JJ}#0$zC9t#$|n9Vb=!?nT&ijMguuvNj|S?NX5?oHgwEpFeE4fRIM=ai
zfY8j7h+8;cl^*3ZC;rERaZU%Lo%ZHp_KjD%I_U`@=-g@hR=T?Z<n)hg6?9+~-qa>o
zfP-l_!2VfKTYrsu3MSI<m}k$#<<O-o<~dWv6$bawUVu`Au{?yIcv|<EXG~SQz?o`$
zA#^fwEaDF4dpReuAEm0~x&I^(_GE@^Hmb`hasWg-%7zO(2~RUSt&B2icU3>Q&RYew
z*AZNhuXU&s?RSJ;#JJ|}R`;>!H`Ev-O$;}qhuy}aTy`2q>&OQk0wb}Ll_CD~);)4l
zfGA$HCS}q$<<i2<BX!j9Zh{h;IhN<Dwi88SC2gA}e(Q|bkQiGQL)X~du)FLv#`xhH
z;(q2Xj~ALmq)vehq555N1HO+9b^Mq-wz!2}?_Rdt(Eb$9kt2t+s0zXLT!)KT8wr<V
zIln-~)i~iNP^!igt|5MIr{)%&XND`=TW>0!vyy~P-Cj2rNW9RlJzz3q&Ao8Dh)Sx&
zYkk3|?p*;3MhY$v9<;?DYqZ!)|J>b1dThH_^jZmV$@-VE76f@)OkN_5;^3zdo3WE;
zaw?PyLckftcEkIXNHV5LOv-on^SR$X4?j6ua!K$d$ew|3&Sy2Lkip$n6!YK91k6**
z%^#!)Uwe|%O~8=!p0bL&hc3LWyH~DB#*#B;M)55+;hq(T#QQDTh|0u1onZlDE1o9H
z$xay!RQ{3?&TWhv$;_xczcxNNDHla7WMB1NvAFLE!A!=Gm?l}lYWXaMhbmJ*8sD`T
zd}~*`#&&J`$$rh;WjA&IH|eq&D~&R@LoN}rCsay&kJiw6n_#0HO82k8*?$FfKi(@K
zu0I8$))9Lr%s3yeX)ZqmvJbIPioUy_Kc!OanXrDi476>`%*3cVT~jQsh?4QY7A5~U
z6wky&2ylxw;9h_+8n|R*T-=*qO-#sr9poSt#=XJfVpegi1AT$~#I-l|JP{j2G`-{1
zHdl5#`d~Uch8WfQy*u!4ai_qG6v5T&)5~Ew4Ru6?sKg8ef1z?#S4GrAxr=Z|&)VZL
z^A90G+sr>CD0o~_;x2xJSZMJa^3^kKS|K(bzK~;w-b;H7Hl<;A=gERMu(vEmC){LD
ziXAG{viax`^Ab3pq8iq@6)Y4vE!}c=wKuohiY*ed`0-G&@3<Xoe}1V$fq$pXyz^LT
z=)=`G_VVl!CY^wFFZ37D3nSA-IjO9Gx<8?KD@{=mRf4l=xCb{17oLlOt5*)^U9Cz?
zzY`ZDO{rhm!SS(E>{z|PXXie&EDxW$EKJ6D_v|Kf=9xTwkLxvMHB};HfhM1etL7DM
zPmA*sP6==6!(Z22H$`%Dj!%jzv4z%|zk5>cDN1Hx^-+#zc{U~J2I-j~&g6d<$cRyQ
zv9a`sqc!_epjcBI9p9!DPCPNq62+ZQfOR4v>{|*F6Gk0t3}D>_tL^NJNAq`XD@=D|
z58Ka4ZmsF#K0dX|`U-pQd^u{ym~+)VsBEv2NMcQ%168c*f6%c1In|dthhL4yl_3f$
ztvB1&E5}^4Qe{!WXJh_e>Ko5(zP(OtcG@XGTm$<!+j-Z&)b^?u9tFRe(LiD2DIlg^
zON><cXqS_pKA*E!dDZuFtXyOo>!<JHwf^QS?!g*)Mx`jK;1wKXFgZrSp5|S{{*)42
zCw2av7zZ*KRJ^rxjrqmLZ?`ph6(>Wy*v6g#>Ufd>3Bc96X9KJyaiWc#CpH$}4bHz{
zFRcmdp%{w6=cvrmU41m5eR+lmH9Z@=_g+kQp6V9CNxw|<8^V=WC#@$I89uwZP)3(j
z-P*C3O|jzb_V2t4Y_Ix#y$OH<b05OI<S;@bt@+S<DVz-tMeqzvUFTqzmc6c44`W&3
zXYKTtJk%DrqCY(GA?%YLjgRTHD^x<}bf&rN=%TP{)#KN;v)hGkG~n+wwz_TDNt{K=
z;OJwwREIa!mL63fufL9Yr~>22;>dFvPTTAXDgw38e@apCn<cKz=&eaeln;=kbI+U2
zOMT^A;6B2|Om(9Ynn}|W%r+L465r7n*i%oh$~oaK=OW%1;Mb4X4CxKT^;D`8^WU&-
zw~;f1+dS2djXwoiiI?M)m3b7>Sf5tM_qWMcnjFIK4>{yMFLsu-@vBOo37$VLAf2kb
z-SMTGuc<4seHi~pJ=%((9NjfPsUB+Le=~6Y?Q@04XGxe+v+|uAsiWG_DiZ_=eNnWF
zJM3#U-s8|jH+ZlFGf!=Hd#?FJNWAqYZ~Pl)q>Vn#`H<CK==7<UXScH?2tYS=kzV8X
zx$blrDRVpZWnwda@>b9|CUQaB3O@f~KpUY}(R6=c+X#Y@KbGI6dX+scjat<l-YgXy
z@lbY1lhk9lM@AqWr6}%i5kh?+K{)WJWek13bVIhIRJ(19jXX9oz)2X(CtHwdFu@c$
zM|MsYsn7SNLfumZDfRwnoq39RY<SGbK-jgwLlTu(8&;e%JvlwD_j#INr0bh0gh=p%
z=|`4Y>$Yv~drdRj42O@}ig-K;dmltkRg@M!3*yY;<V*<y{wQ#D;O?IE(y!gZbsJO~
zIHF-qN9}KD9?&TxCd8sS-X9M?FtwIIGx=wWMvI3PH>FBk9F))d06!uuV8XaHD`L|2
z%b8h=l_AiXKIX34)aLzSEsV2DX{B;>^NTku-xzK`B<z^4xW(ilTs!P&xG_uiS$9xc
z@xsaL&&yqI_{sv=l+i_|>3zJqlb!q_)I!6>6kqY84QNpLf_0bxfqDEw*4TTVcNxf*
zG&VQtu3MHN#x-rfa8E8qd=9(aeDaA=ey2bR#o^0}3VXN47A&yWMzVcNDlACckN&EM
zGEM0gftdkY<n!TN-!G|W9zP2Wzb9|lR#V)fHs0=f3J@Cl<N<sYN|lkp{JGHAg*fur
zQa8;|M2k%tJ@kTB$ry!Cflv%Zm!VaUFf{!k#&gaQRr{u@R^3x$&I?_P;DkFce>YR<
zu+krAxEr+FjtYxQ!x*Z(OPhE#>uy^^t8&k;??4VlIZNqcg`?9m*C`9loGPw<`&L2j
za>%9Iz#&YGVax{2+;~vOQeILw*p+y%BPvsiXHQ6sqD_i%?OpAFnAJk{8nLH6EErZ)
zDjX&Cs```4-Aju2<&;D0sbkzGG=dRd2+n5aLxxS#KgrTHUy|`93Zf)?3d`-i_b=e_
zKf~+)r|(~&m}jb=x58hK6Om034`LkZE_dxa(1H^k<5DVhPk~SxO*c#3uPaQl>%k@W
zO=c*Q=B#KX5TmuR$x2*Wi#uu)RME$4mmxdZ%1-PV14&k>g2r+;%ijFeNPbNUo(|TC
zr#?wa<X_|0v6}PlFrwu?cU$TEURqcCc%d0X!=oFN3Dwnf8XEEu7@B4puN$Mxt#wxk
zWK5@R=))Mo0+^>6{VcJD1J-+tmj;gpuf?sa@hJrH-ir`!FXI|m&gji+?M@HBfQE&#
zqVoejE$is}bsO>r4rZx_HW(56c66?_Q?2VT`kK2@`2~NdtvOFmz6uer5H-8%<dPi9
zShsTnfQ_c7%}U;%_?!}Sosv>j7WnT8>ZQcX4$~6z`^d89vnKKq4G+)xKgre(1RSqL
zvMFjhSm%pB{$4{p!401;59FA2vRZ$77$|(FDI=M9I!6cYhhsx6F4oQl2s{#vBWjh8
z(wqv3=w8ESA8Ni7M##7e-0cbJTnx}(NUU7i&KGU3`jVRLLeh0jHB+gGApU9z0qghY
zyUTV4?sjvs#TYnE(892_|0gPItxbB{76)<r4&h#Q`p~ZSssX(|pS`6K4+`_F*{+WR
zmzB8~@Jk}JaQFgCZb_+`SXJ~h^LV4q3*i>y<^+=M&Js(>%qMP?Qr*%Mnc49s307(5
z{a+`peSNB*6CLH*xv8xC$Joc!g%i+&*;uAtHi;6esr=ev>bG0)xZoNFc?vMa-#Xrb
zvt@^U>qCmg9p693!L6ZNYw%F!3C-D^W4luTu8XxOr7HZQjT@{x1rU?r$49dZ^7}Cd
zSlkqRcJvgW%aaBE$KCXVpyJI<Q6geRVxjwQ2$r6~EH*8DG18|1%MJKg4`Q&ot4TMJ
z{41y@WdCU8#^j22e^@(IBWlDRy4ac<>O>WPUi&;fy^qw2f$%ACUOo`IEShx+%;_N(
z49d|3IN4ybBP{a~zGi^N=dVpRk92XD!Y{)6ogbY74VBQgaLj!%aN#924Lb$Sd;>eJ
zGbO)eI(`=Q*2Nd+TZO=#>%{THn^fn?jxMaiF*F>QQDsUko?e?@(?OA(Xvhh~5sD>_
z##&wrx=CYFj%8=Matb7GW}E`AUV=mSW2OSpved-I|GYNA=f?AXX_x#j`5F(%`mBQk
z{yMdVd6#kc6hQI7&;`#i(wPRU5|?XYk2dF5Wow?3iTQQVQ-nkhMH`$qSVC#yWJPC>
za5g8@F%(}b#9@jlL0qg)Qhqf2)MU()h41x|ViMNr+;s!RUPm89S_=#J3Ge4?;;0XT
z>g!EU0Wav$-hI-D@38^>l$w2D;pH{zC&$oZ^eHfw`r}i(hnL-DJn>{bP63eoy0;q6
z7M}w3;LL#{ZCrAW_u&T%r$B)`E16k%GG_te6!<9`%e_Sf_v*u8;d{&9o^Fuuo}=11
z1%8YLO)$0d1zY2%z-&0KmLWtuMZ!C!4*qjA^H0@_3@DNRXSIHLdq42#Owi#e@MB~4
zHbtnWssaLbC&$rCdOEFK8<*+d;|XDvIjH^9l3KxifS(vD{&#U$%fz<DSYZ52T6S>-
z5zjY(w0$P~6!=lJM)Y-Y(syU~&>Xne7Kt`S@&7QYsXt3^ky*x*YJvJ6MbGRPImnIY
z{H*^!OP<GEU@ba}?ZLZ&CZmqD&)h3w1~wC8UOkPF5(_#KsWU*?V8g07PP|%AfsaH-
z{zXaOOZGv^pWOc|dE^SmAh=rRNTr{)Z3lVzwK`D+&re@1oh3G08Cd9z6>CRq;YS_?
zS=xz*Q=^nH`CAVvhdl0F_U5m9-iy3y*GA>cl-S3xqgmhxGD)(Bul95+d7ivQu}AlY
zNs5H*Jvw}hAoVaZM{3`42(|GnvAH(4cz%1zR^5B)Gd9~WNP>5;M%vu;(+Y1wV$@+c
z=RH8EK{YaZv}CO?_CtB)>>Bk$k9#P(1WodUx7r_XVK0a>4{H)08McTbF0><s`76{0
z2&G@@yGp*qv-;ZJZ&FL&P-T21@5?_a8pCxvq&jOg{ml!n(ryn0bZ%KYj=Yw#BtEq5
zl16xxH^>`L0W+LWx{a~!{V~()S<_R~lV7n=)VCxz8K-HL4>yZUx%&?A`WAJnG=sT4
z*ow>y==zsN7R$T!r?0a1JZ-*sCc4Do?3nHx{A`Bbt~S%dyzHs=<8hJoh1ZaN=RJXT
z56<Cre#_~XlaDL?2bW%c_=4ms`TR6`Ry=E(_r;KWGDf;h!{Am?lmd&Td!Pb^<Py7m
zzweZ$qJcE3;DoC!=}KLx+RX%~K>|q6p<zGW-s&4J-uX?RAkMUhs<M>8k3loq!}b&i
zSEe~RtdG*n9sBW8UH+vhDoI$DQlnky$233u#@mH7F&~mY!qpk$VrDcUr~sVIV-QN-
zL(`pOUYCoo{<dI@l#-=<i1$l?#Cuqt0+G*}arF?K_Xu)i6H0dqeAD_2rUuvI$pS8p
zR-_>uXiyV9mi(c_-)pZ~iKPNFP&vTWC!7MZ=`PRR5sik2lw0t%!}?vF$9>OMHr<pd
zRkad+G(|GuqkVDm;m3~Qho!axvmQ^tEEaInMmQ@yQX9rFS8I@O@!tC*>RgwOD!{%u
z;y7^ul~&4VolZfP2N$S2z22Mx1{dMWrMatgLsMfQl=D6O0m|{eo&1O_dL#AU_&iSm
z!%OgGxvVj%9<aPKe`MMf#L}MvtodN(hK2CudvzZR;%a`0$<3%N6$eK(lmCx05Z<tF
zz%ipqW;{=P5`0I^-la0<i{Jz<grkm|b=bS6CRUJ}7Z;7+cgIL1GvOVyI_y5Grivhs
z3~Kz0G7Q-5eZ1;a<#kJu<4cq|o3J>nryb!olM=B`)njQ$h7~R_Na*gq#6!Q;N$Gd@
zL~`!LZ44$$^Etj!T4BIpgP=uwr7X*aQ26RgC1y1k+sF}T^3z`g;6DVyKpEYP6X!QP
z_>NOFDE{$Eov{<q<g!Sqs>^`<qm*DAq@S4({!JEkbQpc4>8i*4gCuHPnpzI)_)nRP
z`A_UbvjY3GD3%D`Mznwfqx!4R{-w@8DR5-WCj1=y+oM`gZoi)b1Llv!gEJ~u_*G?}
z{U%Gl^LH1rHnKw|=*B4Y`$)r>=Z{iY<0QOT0g8C%9}OeXQCw5~Hpenz4++5q>l|AA
zB8SD9mN0vRAkLo`d}PskHism$aL}xLM4s(vuW<@Q^d6jeD1x|7m!S{24HifEE2jT;
zJ^70U_#>4t{Ig2ng6fT=^q1)7skqE2<c-<07;!`h^^KNry~hNA^W#F{DWE5hdwo5x
zWnVZPqwjY21pn44fbK)5;%E#)PXWnpkWAQPEn7JAT*<@5!fim>FqR7M=lzYWFo3)e
ziga9_-6a9-pY71LntMUQ7wtRtPl5k3tJFxy|ID0Hu^bD>WHg2_OLKF3Vrk}g52|hD
zB-cIH@(Rc?9N?6{kP6}n;#jD_I`>;{@3YPPrXLMBT%C17@b*u^IP7dE*Qn(WS2t2C
z`7kgB5Pyt5{L#q%7I%b?B*O-R9Nmx?et(PWAIbkX2)7D<v;~RZD<N<SbQC@X)B1vA
zW`SBgU=D?E-_(MS&7A`MbTuMn{%sT(5RS61{88~-Q#c|pgA8{tgI*9o2Wxn1`{oL;
zLC*Di*x4iQ8>WR02jbU2K~@GE{JSNY3=acp1J?GFs&?!|1>IKNZFmPrZ>>S063izk
z4{H}I2WQRutA7L$hH4m1oXiOYuI36jF)a<bHHYhdQyEYhaIO+UcXdV`NzFGc2V|+<
zXa1mJ@V31`+J7}+>j)El3fvP=$+wu@rUe&z1#h6ctdG}{zk?;d0z2v-_P6N0NWtvK
ze#`!A{q9x6hhyC{zr>6_nwm&zl%;%3_j?BR(2JnrlNyDt1%e&v=P=TP1=nPe5G~N&
z&k9z6a&+FEnIEiW<!{R3cR=~^x0`b#^zgDH^U>}pFy89!=o0?(wUKx)66Hs!s;2d~
zcK)gN|39Vozk6K;Czo$7e2n}z=Dw2ikJu|=4nl+dyFZ$nzs2ot`M|etuR`}$z@3?(
z{Z%yc&)0443C&1Q@Y6uc)L$GFezKMnX#aHi7vssxAkMrn+rK^k%QyZq*=y)FOU8*u
z=LuI$KG{#mbl%!Q-WZf{7M~xmfRJ<}la2nJ6r)sx>i!z+@W>a3BTB>3_oqcB?&=FC
zzPZ_J@jA*q={gj7xgWX=`2^Y`ZovHjgJZ`G><P%);OCgFOF)B7CUk2q8;S}sW8TFd
zf}^OQP2m_hezGIHm3j;j0x8MB(dHg_4K?D^%5N<@$Hs+^B{kqMR4e!M5L+PqXdbX;
zhCqUvlrYZ!6j;Vf2a92YBQ<HYX}f5gC3I8jz#XR7O3m<HU=UoBUxK1iapbo^9O%ba
z0xcg3;KDQK1Hz;)cDW!6ioArHJpuUZv1h}voWCafAfE6qWfx|<|KiX(=qUQva>6k(
zHFrU@CIuBP9*8AG!p-Bwi&b2!uwQTdT#+TRf4O=E))+qfvl3Lb+9sjrYmNM$Kwoi{
z{nC(hLt+<KIhuPzz<vn~mGw41DCFj*nP=4y&MO(TL->T3>%jYlnGaCv%s-BUJeHLX
zasuqmV$Z=)nf$l@y#&d`v%e2^>c%KyXAg3MrIN>yhvMVB-E44YGBB#(7`D9v`$rt?
zB)msh&NBy-dC;X*vSSSA-(?1T>a~$1xFlgpI0d}3aFp<-JIU~VGG%Zu!L<$%fQAJ}
zwciRYms?%i*J^wG%~7CnY&Z`IyHMC|Ch}BbKN2J~99R|ukiI7qfSbwQzeSj37#pvY
zZF-c;dj5kb$^ZJWgq^$KzxE^pa(#SznriPK%40^oak0U9(;4E<$m1yO1By+%9W;j#
zKgGhE*pc-|fH@p<9^A_Q!qki49xzn<Irdkvmlyi?s^$qrx_7Ii!h-Vb37<X%u2giK
zObplmR1G8&PWI~6$CV1^-DL#w(RICw_P6!FPk4!G^HTu&5I)=Z82-~dXZ~?QCl~#1
z4Q1`WS&a9;E0kpK_S7yEx=D51y<`uXJq6VM3Kod}94tzfc>mSu?J@taKKb7d1pfl;
z{d+jIWC$tB2-!7xMkV`ACdwAl!?jZXH=xk4MIi$4I{NuP%b$pV@(iv9egJUQ>w1HC
z7XQtm$>RLKeei!kq<qWybJHbB_#-1cEGBnIfVt=$qOo6rCZGw&{M7g3N*a7D1@6bs
zQMldv&t^7NhH%{fTT}a=)$P9-bzJW@zDWsap?ec6BWYzze4DwAYohLVaL`@@0r+Fr
zvdEJo9Z*2Fev}XG&grSa8(pnie-o#_(}~nyRl=`h67+A1)&Dg$#MR{`&_^;_bvNdw
zO+cKe7K3f+%1<~K5Bk;aoNN$3fa?B6EaIJ<DPu;$V>AB=wa63hsr{eNE&kgfB^IM(
zZ$tBHz&MG`rbMw>2vX{7_&Z6+CPvzjaW*aMJYgDrgQKkfQJoZ9ua9tX(fnP!<o`w#
zZiN5HQb4BncY2{l>&cV1XdBr_QMgRiC?H@uX{I9^(=?^CqVe!S<s_TNaxU*}Tglx#
zqCfP__|KU7pYea}%kpQx{2$aWx$R?C<l`jHu4+=Pxv#z4&7sIE;GSfXGXirST&z$?
z(!JF%#IjMtcfNpojd<**z`Pj<#XfyF*BSU6TRm18uu#>8qaw6Vfj-eb>{*akzX7-C
zh@po|t{}yZ0xgXEcv-T~K~R(ew@Ssfpr}iRxNG4Ug`20qQsNTs47eC;=_g310#lwp
zhrsUCfP7vNj*0)XCV%$HpK|i&-1!qv{>0cn_0E5zE`C@xvXP&mWuz3*`+=t1k&$mW
zME&Sb>ibvMY_3GKY4AFh+v1Zf-*h)F`<zf;rMRDi`nMxvrTOq+nrMA8USgKki`x>?
zrSeO?fWFW1yh`EasxtqXE}BL10Rs7fBDjbwy8MlYfI9=zjiH#lZ$dQW0NL<GCqxE8
zEpHK4I$b)?Ow;KRr|1Ivd1goNx$rjcTRPKH?v_-&CBbaGnZ}OGQu(^AIDUPqXyqXz
z8l9S!vw@_IeEkukM?_s1rA$S^NcW8UEy3DSuqWdk*hcKy$AKE!46}*6nY29i*5OTU
z1EY#IvWH~$Tch5*HF)!(nk{^*cPzX#tjfGul`GgjENy4vI97H1-)ER_uN*|{^7W|p
zD2IeN=g#`Ux2ZrA$gJVX`J5bdfWKkOzThZ&>Lvm0YrpsQkv?}M>7f>3efMcJU;2d!
zNq4NfJ$Y%_7uTA^g;t+xZl<=I9G98&IP_*aQL@7Tmi?PI^R{lr53aJsL-g~*cnLqP
zOjv!2He!r<%fiWeoGpCf-VaHF2772CmA=xnj27x?_t-7T0IbWJA;;w4QNMwy$#$`u
zOv02RpEt=^DsBbeEn7hzyI+#l>lJd48U`-F)`Hf=_^bpF{``}!jhEW3U%gtl8}t^c
zebj1jBcV;RipP(trcVAwe)a``_FIHVJbVJj3GWx_!yN^m0>Qb7P`#mD_!|-2$4uqL
zw(0>%S`$(424+78au1z;CeLsiPdbY5JE>}rVS--3!GJc}AWp@8{<2ZfR*$F#Z`zB7
z_GykfON*RwLtP8O$m#K(XsIh*RY{~;zwe%&`RncpQG8N{W$McItbyWU<Hb(#zGSAf
zv82}dzRQ>tQ=1Db=t=FYhWLl)p=wj6Ux{p5x!&6d=(9?P1}bWalBxBUc<JFBmq)2@
zo0nbGp1h*)R5JS<;5z-K7(9a8xnFyKbY_3RH6o>;3p#h1buC2G99e&9+$BNfSUq2L
zcq5h?%5QoU?)LRLNxIe<!bV7~t4at06@t}4DEls!RCf@H0Ns^v)>gn-;s#o_z;AcJ
zj`y&*!>O52hzFib)!FEb=1_laFqxj0#&ehLLFReJiWi7Js%Z-mruR9@HUfKT_KMbx
zsV1vrdhX#yI+S?LE}CuS<!;T(A}86C7F-dzsdyc<jZ76wtiGCcECw^?IEtw6ZSzX5
zv5)B&UNBGuE#69W3=fI@)VxI9D)XgQLed%T=UjJvfWAe9Wa8z6&m|#gqCAp~efI%p
z|9tkirU}Q^;ht@Qs+uU_Z|D!vdY-ePj?-}UI2bB4g<q9HeAxS<=iwY#PyA-diTI0M
zT`Lj&qTGi!xnqzGm&Me~bp#P9lQndnMUC{8PQ=ksUL|--2VPgveSQy|b%v=AVsAF;
zM{u^6X<mk^2JMRTsg{rIe!aD!_0B}UJ1KRT*-r1E#eK~ZMljvVN5;EA-jb2^!uRMI
z0<}462|K5Kb1p~NoRX<akriu(&)n+8i9Ux2P9AWO@sW>Zf38SrT-f(gl7T3A15OED
zW&{^Up0eO!n-Nk|wUW=6hVr;#!n}=-^zTAWfo{GwNM)Wc+D4LMoqBAMFPyJi&r7#h
zlHPziq4m;92JVum+0(XJj_w=wV^9Z##qw%cOwQLeCne{Msha~#=NYIZUON&L{Dbos
z0VK#n(-dh*6>IyvBAVqg<y?8CctGt-r=z$Q&zE<cO>Jz9tg*=ss^Ct^nNF-lM4(IR
z{BGei>Heq;l8p8IB<@JKKr5MyPl6Y%>Ccl2qgd(Y&JAGlki^GO9m4wO#!|FqCRYVj
z4RjRPeAK5xM1umfhpvqB2PY7}CW-opFCP9(yfL2w$-P@|I$V;a6=`$Df$4n*>kcJe
zPX3e&THwu?Tya@cgHgBX_2`B^4M@Hv#ltZP7IO_X14CV{<};p4CgI!oPKx^l3boZi
zO>OR#o#glY<r_L1XbWhn&;p3y8b$iG0~^!Srtz?8ssyN>vv}X4B;%O3z=m@Rx!$ye
zT^qL?HI2glrZwpAF#>CiPfE8$<4YHp)h2P7@7uhgCz=(8u&(Hrz2^>@a3K9u!)-!I
zh>a5T7A0yM_24-w2;$Gvw^kD<gz`UsY4`!<{*d6)Z^!#}^vVxH0~Z)LSKB``?KMuU
zC5fYX6M9)@X4+a1)9=q<n^(vCh5@en5&mFOi=K&9>NPRp4u}s~CToPn@a=XRB59(t
zVFE<isQ_O8LrBs}lE7$5q7yfBt5e~}cdr<m01?#r_Oqr#mkVSIxG;$~EDWv=@>j!V
z46Yyg?CG~W@p@kXvtQIH<k-yMSmwm<UiZ*k@U-6E<9B!0UMP>q>dKxoUf8<bcfWqW
zK8Shu0=Vq2O99vSYs3vn*9U8apJ&4|@8e$Vght9$CwfB=Dkr^;PKHz-P-ol1`*BVm
z!_Gz}PhvLMf`HW$lVN6sGAj*%FigQ#%pGt0b%m9nTIDdASb?a!nsT%nk0RtVGky_2
zs?hmb+1&!-Rhq~T3XvBB2EqYc30|)y4qBoAczK4tn5H~A#+>kGw!1e(&n^0uIt<Hw
z4kjv?H{02weFTrz@S-xmBbD5l&FgFDc$L2IVUS&TpTKNCgcONj7T-@l3D2MK3{d+r
zGUsQ%;@f`;h-_N+;<#1<%beVXS)cdt29A&UNPY8?@hY7%b8dgspKGJLrF^E^)2?q#
zlJ4xB@ooVZ`c_M#9HZRx{!vyV>n4uGg(=3vWltfYBaN{z$K&^=!A(bZZe{9Yi;56?
zX6~kC@`h4cUc&uWHNtcB#Pqhr#L0u5Vfy=J%7B~6d(mlgjkrq-J+YKd4Go<@{5<`m
z;egh~p}I-v*D~wvyB>(uouM`T*f*!Z6;e@LEocMpmwnDmT#25*1aDmbEWLOr>iT8M
zlpoKsWrnQ;)fQ{LiRXHGBj}>7etk0NuR1x4l^;dYj7Cn3PuBM`SZ5Pon04paX?525
z6!2+H0=Dm$X8%r4?0HqzDR4nV!y6#Ea1OBbqC@8=A0hk2<Soh$PFN%5@R=%DGsFYu
ztCbFW^AqiDE2b$QEJ!rO?=W9fsA_Mm6{IIi+z5GQYS5}^f(@WrmSB(WLbYY$VvFF*
z*Sy7!70`EENSy}qOV)H1KWcL764sm$lj-yy8@7@iK|njvtSTJs_<pXBb{TgWmD23A
z-D%IZiF<H87T^1PC*ZJ`kGPL{pKRf*WZmYj$beLC@=iMeUvyw6$@o0$-FTC=q;`+x
zcf5W<;S&pszk4YCMaSL{edAYKQhZmTzY<Geh98Bt2}|wIr&0M_er)my(_+N_NSrTB
zQNpK)9LF)0k(4qq#U#US1lj9kev^$L$%B^e)jl$;VKN5YbSj$#6`^s=p>BzQ>*)K1
z6M5y4M@s1Dfu)gQ)JQqVaF`U+eC@@Hl2?4l?r}w8!qa3kF)H(O$vf-q3G_x0&_FN4
zF2o$y=%@$T8I`R{eBENMi(eToc-qPW57DM!i$yiKu6|bCoW0H%bfpns9B#k1qKU<u
zr{5x9KA_S3&c~wi(ABcU2sj0Flx`8O;Ar~=9$D*HzIhVou}zk6S%?|7qzxwoeU@~q
zK~E=8T9ShRG3~5XjrxoHqN0}L^JNGVOyuXhorsqbF%uS5>G`3bdf_g|PXmn?vVMEz
zNMtTXf6tK8T&HR(&GMO-S=YCE;ko_1P$i|JQIN6WrcGZ}PE3bqiiZNOC*^@+_VZB(
zI_xFX8doC1uRN+ozgR+D&bo;;FEA4s7BLOxP9^V=RC?ENxsP_i2g<_LzmfN`xGZR5
z<_^Oh&c~|#;F(yofy<VSL*k9ugShI>iJHi2fUM11Twa*AKzvlpCfjh$CIzE5!V%9a
z6Gy^}$7q)XFny}>blX&BZ9ItfKiL(mAjOT|L42uTKD!ow_cfO1U~HRDf2OO|DAZY@
ztA;H3i(5QU?U(~Po$tb}hM$zxmKYcl=4^*!E)X8g1#LO#s|qBt%sy0j?q{Mu$)-n+
zW1Xqwf(BKQPR+>n&}ejEZ6fh+E%?Az^m}+^`LDC_6i{$-cDy9q2m(C+z|-t^=P_59
z-(_=VDgoW=xJS0e=aUXa+rM*-<h((b`<jkk3)UE9Be#e!V%XRLR{EZC;+JJtB~Cff
z>5okHPzyaXWjiL?Sr&uOi}T*G$-$V+YmbHB!N0Zzuad%&KDDf48}-o4)G<4VB&GYZ
z*hc;QX?4<hHj<FtIg);YttKvWiSBHJ&sW(aRXsa8p*@=E``L7Y(N-T<9-8l`9@vr9
zxD{@~Mhp5O@335;|7m_b?g;dkQ8q|4a7Ilk*MA<~E3YZ4EZ1hdPn%*)+U?Nsz4nqf
z(GpgDz8gxSbr==NKIMCG8^4?R(X#m3BaO<6;z8?tt1EYD$lG*;-d@tLCb^*OQk#q>
z9Glc05#!5T)uf%u;jRhFcDE}pe=5o7?B{XIGk4Xf1;^ffzeT*Z`U0gBn-l(LtmQz?
zmwKcq8g_Et8F8=*nuV*CFC49@4diWZ-JI!~mz<olm3nXoKNFG+K_?Rpx+qB{sN)8s
zAH2#hQhX+%=6QdYW0uNN74&r0Xx-r1U~w6@m5_=#fE4CmSiMD!5!J1#EmbT{6j?l|
z`cO=k$&kg!OK?ZY5shy+oNTGg)qGb~uS4)Kv~u5l!3^6A$fL67wFF3w?(-NBCb%7)
zIj;t1g5KCYTEOBX6>Ef_@{hI9uceT9Gpyq$_t|&$I{oa!5Bl`sEg~+B<cevhSmctu
zt(KBlJ%oNNPz{rbXNwXf3B$k6NGK3JZ$qYwiIaDy4Qv0hoYr>#Zoy!MI8+nu?DLGy
zb3goA>T_mtMJ5$U@)I(q787rAwVEs~OJ+Kc4hgdjSWk0C$2(|NE1w=FJiqT#=e{zv
zm4x6S-FL~}a)|&l0OvS}6-8~7#ifQST3=dS-IM0e>A*iu728|el4MMDJqY$NvbP5<
z^MqUeuab@)6=|p9z-3}V)&{l!d#`Tn$<Wi10dAh>cST<hPPTmMNM*1U`r<Z5iwvH&
zY}()C#?rV8^dQ!Fm}u{kFH0Dl1Kc3KSayj2O_h1}`gbO-_4}$D*tPTmXeqk>O-8l<
zbq{7|1{;<f;jjms9MK1s{hUB<9=wHGf^jH*d+#JQ#B+tdU*m0VCvjDli8>qSrYBeP
z78J=g;vp%ZY}gzhI)C+$JG3S!NR+I4=&&Cmo3dOL5VrSxY;W<-N(X#kqYA?0dxCg0
zQ!DlOhTp?8ue>1^JL%}YAo4RDKKUb$pWsm@<DCK?n!3nD(D_<xh-pc6h;8V*_I*NQ
zjkB4+=Arj*e2_TPMN?+v*5J{ON|5gBD_g?!g+sQ>v!VJ44?b6v3KnZOpvc2-w%rL&
zw>>%u2r9XCNhyDYj3?FV_8BFU!=Qo#r?8pV_9xGx=jDp|<>+BV`ou-I@7g>eJN_sI
zO$1a?I*AnXDjBJ|)%0=~1fxG#Ey8a`8szCQdt<raMy`(eYkG#$rsUC4$seLT`!X!H
z{^8w2_+1VrbkH`gWe!o<0o&IH)BemzFaw)VEd8|_mSO&tvpVVZQ^M`<AXiKaAs=&f
z;Y==Z3L!dc67&^G#+P>@c&!hR3Q$!^rch^l#>5X}e7Cjc@2$h05LousQAqCSThhHz
zyCnCRSuYmaqj5K|Ml;VP%F^n__t|5*u9b$KMt^itdLS+BF4bxkL9kV_`Ngj~+nKyy
z+^U(<`UyfJ(*{ajrqsN+-PL?0{2rIcR&$lWUa@Z9C!LZPcUq(rj>tRm`83PWHvToT
zb~!6;`WkI>-xXA}GS>ye-mS|oJV=-qEO#XLg`rBj^glP4Od(-IW;h2tP2_IW3X{M{
z$=R5+617DsaiY%vPOes^0*>dRvZENaq%jhXeZaG`ZOV=(EG&^WW+!>h4#$hmHhW@z
z^fEY9$0mkVwYt0Sp1l1s7p!&c=o2DYi6`8Wy>;QXEP0z=rnoNtU`=&%U%r|1_9}%7
z>|uRfL=;CnEpO#ocwE+A@`Z&)uM5%2k)?@GLncZNjVhM9`V28N+bjB6cyDt6sX5=7
znk^hfJ?Q$<9|z7WuXK<?TUNG=9Z8-`D@k%8xPP+zF5GLb{~SH^yqO@)pn<M=1Y6%!
zh~FvTz(j+}PU7u%IDs{n7YNkcb9rjc`i_$%jbv|kKmY#VL2KQ)C?%yt34L9aDQ)(9
zEg?zO-fW(PX(Jx0^DycOiMVu(*Zin(+xT-2MBI=az?n>1;HNpH@1l;32_`o0x+?zG
z+wLfS(~_*ofZ33A`Hof`*_~^O9~^FaiU*u2|5?cL;cffj?sL;BoQ*szGr(4f?+I6O
z+V92!z|N4^#;6kIGnqriJE5V$^j;XUcfwUxaH|$IQ#&_pt^cU`PD0Lg72{HTJN)Bx
zx5#CAfhXAeBjaLesKl`eHzRxSB~m>&N<5?ak###4r<p$1-Xz;bccfJ3iL8ZZkqr@6
z&}X50TD&$J$QuuXK<`<GplVBIM9_LwVU;fvaywZ1&N7h!_ybaFGqo<+MH^2DcUio}
z9yJ-<9^@C!FD1QCJXx!@_{KHnu^*E!_e>hPJq&a+rC7N*p`)uWvvND){k>Nq<X;gw
z`!E*f!*7U#j(m=Jr}uX5$YYoFo6nO}U!K=uxhXl}+Q7(p22S8I*sMc+Btw00ou9h9
z@*8o<2Eg#-d$q{NRH<)fqc;XzU*^?3eWiENDa2QE8OSGY#qqtjuKz41MsoBa!>E&4
zLK8ehWjR}Fh5_}hZpk2PfOKg^tgiocwg{Oo1Nov)><~J0*gKASE>GE9YUn-foH=GI
zqG<0L^?TG10b5x5IZTa!*^o+;)qT77>1*Y6132-u^d!RkCoUYJ#%~%m<!MR83G)eV
zF<?G^m$4z3xls&gwco-Y+Z=nI_f<LD>_E`zz{c`smS2oWIIa}X91`PBG22#T4@)Gm
zUSbcNlK;#h#MD%|^+t#EHIBAoScbga`GtC{`a|L~l2?xQa)Ze(VhS43q@wBrCd1tG
zhtHCD-JA}+uY?=<s_$9BT4uy$hF<Jyzj&eD7^`US8?JH1ZWb`{7KPy%DrdR~Hfet?
z3Hl`7o<*d<{D~_qo9<c+^_x_kmHx!;GgjOu3&V&$0k5CmljyTgVgJ+)SYvyDc-IP(
z1zZD~lww|$>hl`LI@%t?40toPg$iH=qG;%A0VQ#J+$AW<2fZbS&m_;oU*gUAPCYh9
zv+BGOOXxd4b&_W56ekJm{|L<k9K6J9!@3*eUpe8W!>&WJtf8?Mh-NPNQj{^toUd2`
zXWu7VXp9}yeAoj%|CN8*L@Gm?T1zM9hNl9s_e?Ztn(OPvT+rx@sLMq*)l3<X$_{#S
zSwgq*!Lu+0=FnXVJ;NsGA@$}du(k|RE0$_~Z6;-=J#r;c-3oQpD3zgxd?lo#-*-f^
zzP!7+cuD9>t(yaH*{m4m`XTnRRN?c%8}hJz9*)60gYP?jp_h2S87~Mi+DX!S-9e{G
zFa_%9yt2!_e}_Rj@%^&y(S<$v#w4<&iN(?r$B>EKS>BwTMbk=9)DAT%J~Fy1jIfXJ
z)Np04(tL5gS=`Lg<sKopcaUH3D@d8)r=x4Qp+0*uQc+i@4==*gUxJ5{`ISYKua+vZ
zY8QwNUFP9i#2feI`|!Pb(nQ2Rnpl7G-NgJk-lhg@dR&a~ZYS0E!mpSB<oBGHN1oBE
zI$|5u&(0|9e&Kx__P&i2aKiBnyeNf}%@DtP*hzU4-5vg(koK~GFDhl<5<#MTHdotf
ziHlbJ6|k_=YrN`p1I-b%!K^e`1GTd#4vp&i_Tl;}uOzX4`D?619bNyk!YQU_52A&Z
z^^V*xyv3{hqmw2-#_4SZ*Km*p<vt7S;@*5}HPBn^1hESV<4Q^KzHTm9E~uklTe{d$
z70*6lLR{`8a*5ZqRsXMB0RM^yOHSs>{?VsI@z6nQf8!g?L$j+~6irOD)gWT+7g?}u
zj!$}+FIsWBABbC~|9dY)y)CAVbP;>>iMzPtYLehI<)pLK-sJ^f&0Qt>yt@iMUpCkE
zyNT8*UQAZXKL|;()A`3Uoqu>-?yr3VxoSTbXGoI~$ltwJ@=Pk0f*N@h$Fq=m;+kLg
z<H7fT{u@6U4fXM_&YG}ra;|?`>r4AqzS>Ecv7M#r-RoeY^IH6`<i4wV!|a1R|A8j|
Set7h6$6)?{{Ec@y{=WbwpyQqZ

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/images/image-15-Quarterly Percentage Data (2025-2026).jpg b/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/images/image-15-Quarterly Percentage Data (2025-2026).jpg
new file mode 100644
index 0000000000000000000000000000000000000000..68b6b07178c1c9b044805f289d602bb672d4d87a
GIT binary patch
literal 22700
zcmeIa2Urwcwk}*q4$`0?nMOfD0Z|0WG>Bvo5hVu^kt6~VB{hNsksu%-AVIQ{L}+r(
zL2?F34U$7Qv4N)hFXx<@0l%5^oqL~o?*E_vPV*GKcUA3OJFNAtckQ*S@gw+YfJQ|@
zSpgs*0008;55SKDasU|#2`LFN87V0#IXM{x72RnnN=hoGGiM=mY|K!0HfB~<4z8=*
z92fXFSy_2RF7sWxE+ixb<rb3?6_mVsLrCyfB?RQ;<W!VYjHgdC3Z7>@FZjRw!Pf$`
zWCXVedk6_G0H<gP2x$rMjQ|vECo#caKEQu|2u=|a5tERTkyB8DHy~($Qv`&Br-%rN
ziHV57yFJ0{01++mne*3WNzQ7RkY2E-6MPl^iH!4BK^^`5UKH1j$1i-yDb6u4GBIDg
z#LaX0ijeS45m7O5x!dvzib~2VnhzdoY3u0fnLaUlYHnd^<>2V#?Be>;&G)sRe?Z`y
zpoqx#QPD9UV&hU$)6z3Cvp#?MR#=26E-5W5uWx8<YHn$5YwznH7#tcN86BHJ&d&Xu
zUszmPMsIFy@9gej_78sbivS?}k8Xkg|D$8S^@|ql*C`?*LL$;%{USK!0v?34M8xN>
zlbn&&AT_Z+dqMCO8Qrb$PX%@4oHy>H=pVo6r8vhWG;<OCt80Jh*?+HNKL1-i`&-BU
z-mfu$ijV-DJVIIk2J9X1q<B;OUw`D^z`U95sNgM}nK*N~riiP)jYqEZ`67)A_weSf
zrGeVWc02EaElHib3HpZmw<`0qO=7xq)ppK_yo+&MIXvw%@-Gr4(H>s(y~=^vRt!LT
zrB^@&)C9ZIw0(QPrqVOLB}+2p=Xy$n%&Nl{&5y(BevMKw-I0U4aZiGkIImW8%Xh<~
z9%06{<K<8xM@I#Xi?2*=*P}ViQC-&UIh7RUG2Z6r2V)_<1G`oA5w&@AiJ5tKA!46+
zeWQvL%X<x68VsFh^-zuuQz}N*E*3`Gl3xKD<pXG6Y5v)j5<EcTp$ZKUA~i8NJFonz
z*2BpG*SfZ{uhEhFszWugQ~v3q9)Eto_6Ns985IR-^XIzb70i8~d3aKSfd3Ik9%0KA
z4HC6^Gd_bp{-M2(TMpB@r+$x@Q@yK1BRf}QOSz|i`WGuIszz0!zGCSmQQikBYcCA?
zoTZk7cnO<u+$E^IfQzf8mg93JZ(*Kzpw>zFqKK(i(Ei3PwBnmgbaXuZZnnoc_Yb2p
zmO7WUIA(3{(70(MTnqJVA(*Fo_vKIXDF@aqm42kcUHaVI_}S24ET!_+lq&jZ`ixkm
z2_7Jq8oTo;UDa-tKwffNlnuhz<OcJWloxs9!GHSa(CLBaCQ;tCk0o#%L9EXxw8evX
z+a=9s`Bim>KcTw)F1@?MHO}A2@1x^H5FpRi>2}pGqdVR5+Sr7#y1N~TS)w_gZpEw=
zX>!`2f5K?GJl%ap4S71?pB)c%g~l&Ck>$@J-sB<ghkw_ezvt#{HAqJ=<2<!#IF75C
z!UM9xt7Fx<)+v?_%MAJ77`3?v!yZX>x^|XeW1R6o{vICaQFC(%!SZsyEpp8<t<ZlQ
zNv<mRoD>K)<s8b>PZeEVwVR~rTgSR1V?7?`WFAmK-nyz!a5-wMR;ho^$%W%ogN=9g
zZL!fs0d@L=jK(w^>^>xT0GS<FgQ^@d5>cl{EWXsUm_1aemqw9_c0W59<TZ$KL@4%D
zbM{6yvO_ET*>+zp`FVH_vHI@6GSWU5gQjk1*mAwkc9n^ri_d3H9QAt6d;BZGLRPo%
z;v^Mnp!!@dbG>z)WAoF<?-bfutS{8lO|S~+mfh3&yIOJM2>tNj{7dvwcwkbhM%=F|
z{KeSn%noHm0#vC4buNH=Okn=qQMryA!}EgA+k~HY4~C*6^Tu7zDE2rSvKyM~thfu^
zKAIVPK+NTb<;}!6Ov5pXYp|jn`iU<;^6swRx#I4r4sS1m1CwKmNi<FvCre~;Y=_^=
z5gu+YrM4YLVeQ+a*=)nUl@6B3ZfQuNRKhlE+w-+V@h7a*N3O{7ax@+wZjB3TK5c}n
z_5aqGR({k+4nP~XjOsKlJ~c4x0p~mDUjgMb@4n~;0#p(1+F_V}q||(>^BBx8(eR6M
z#4_u;#|vln_Umo91W*66*vjjvi$mfQYawy+_D)2>s}dfWe%nk7r@ru?<(h0^Lj~v$
z3R|yfII-QDUow3|L7py96yf%?JdAaT{nFt5R#%sMH~j@Cow+Uc%o&%4tL&jf@Hx(G
zJTT0I2V(P|rsyeY3~~EgyP1c1NM#D|rXrn#&exv8-RknBGmX@%p?r$Io1dL<YZtfc
zc~$7irI#PF%N7ACdjmWW%vWigvl2NqWw95jJKkE))2Q|{ux^`mlk`#*;mlqbpYTY(
z(jlFj=Kw8kow0j;Lea4LwVM}0{jqlA6HJZHkkb^q+zkIEoGO_N`?G=w#)OJDT#u%y
zN532xeads?MG}_;?3~szRB7I_(E1Reu<EU#%o!eRPA~FyJJ+}YCmqmKZuUB6ca=1r
zRVE_yc^@?a2kjL7hf6hR(qK-sb75vjx+Sw!_WUDRn@T@}SEbQXeryEmZUJww%H}hk
z?5c;U(T4@MA%d_+u+Mp%GY77bjd8CN&krIbTDLdn8muC|r3D=QIO;tZ=I8InZ0IK$
z51U!5Q;)Ekju%-kcY-QBXqXX;wywuH-XyniF@IJXD&jhDA=H=SI>&uPwC{Yyz_#9H
z`luf9uVyCiWT%7ld}UICcz}PwLCC&Pe;_qqL0u>nA+^ox=g@O-Mk0J<ID8!5=3;w*
z2jE9U!{yq3$FhShpU*D3+pPVpPBIhzIq;U1=Cg~#2*oD<rLhHMK=9PVDh0zcZ3V1~
zsV<Z|QtCeqYZ?V0R$do-IKTFDg+RL@9O3QRJfxun-J*Ha9W!{Kk?rP){>Tcs4H;J;
zveL;Q=@Cyz&Y7xqx8>KEDT*ut`H51%nMJG0wyB&K<J-V6_Uzd?UCrx}{dQtZ*z8(?
z?M`PXOGc7|o3ZW<g_PMY(=D2t2@|f!s;Rm-=aTfr5Rxj_=Xu}1*UMdw{8?MuhPCWa
zr4XNBH?_%iO;SSzPeP=bE3KnXQ{15qr45rL@EzFtsA2zQ0wYjwhtX<`9=6q~>VEIS
zC^AjNh`Vro8=KwZ;XbQWc{zRcb@sA05XiYw1ot?E3=A<ez==C3lg_M|qzzmZMCDYz
zC&hFhDsIyms}|_%bF#<|3PJoWOlp+#g_qv5yn6oWHLz9473yhk6gHE@uw=wr5}_uo
zct$=<kV)G*&mE=2`9nL=<0dVv(a>YkPb9gm5N@!sUvO|ABdSot<mA_n;=g`%I?06z
zdMJD;Pqc!)PM+=oGclcp%zt$-s!mT32yd(*zBZ@MGf8fUt5>>qO^h7zItTGk5}O#f
zipZ1?lOTls*JQ*?<GbE@bOf_~Dj0Fj9Rn{vQk>3*H08pdorXE#wzw0x`e2<a{*PgI
zdA)*8)fuc;OnVYGx|~|L_pP&*QLy<ZW0;2%);cA{+iKqE&CHrWLvhBGYLO0YsKH#J
z*dBMJ-uwTevF0m!gQ2f7+TdAtIQ_(_*WCe$xSkv+9Y$RpZ5Hgjm)@J=+1mk~G}gcb
zS$|h=-8`*{9Deg$AT6%`c3~lZVCv>W6lpeXTfSZY^WgG}=@Z|BnAZA~S*NL@h?1<(
z-EZ9t6NBT}LS9pzuC!M=6^ad2UiVxX;^VW~5g^kYHEibcvF7O=*dr!>ko)Aet#j;r
zq5!7A*|sy^-%yK8dF$#O6Kr=fCxPeTuraE?kvS$1D<w6VDH`{r^twM;_U0OCGT~5x
zq~dg^Ks}sV*r`w};-#}~;vHK~*ZM<>0+cCEo;UvhYkNd&;rz3QejmZRg1drdFPv3G
zwfJ8O8mJ5BTPJ8E<mU4A7Pq?*7gO)WH*Di!Ea2yH2i<M&`}1xPi4seIj3C)==VRj^
zZPU;o7rm;ToIcCpiuN|<1^+tHZYCnfZj}Jlfk-1vfWs^kXT-2Vfm$bDD%)AB{ED+9
zn#DfVnO{J_((+>J{W&1OB8n8Pn^#;Vevt&(v8BgEzjQKGS$f=8LQBU>5q9m6)!bsI
zTezvsfx8h#qnd5CbrjGLO-fYp=*q6f^4b)1#wg|!X0~4YMMJt}47&LN+02_1i#oz&
zBJaz3t!e9Bc|kl`eE*E6UI|6u0S-1fTvggH&SI36m)p1AXKhJI6w7>*ci`0ZCct&C
z4!Tdaj0bkwVe{5yX!Ecf4{o@*rM-=0t{By7D#2ONR#>B_pZbg~p=Ba%+`K;d`kb{N
z1s<?);sD%D6mu=D6WRME70q@H?~bT=|72tpgx+(1cr(6?T$qJMaTY?YY`WVtl;e?5
zQ5Gu)vB~^+XevCLc-ABvYse7y%*-a_dm-w2;Qq?eM;u}VR;R|=`F>y{TJormCaD|R
zS0O;{s;Z1aR48WD%GDgSrAZ{<GW$m!C-jZ*jSq}Q>&(3Q88yf$qZ=Cv5PlX$9(1L`
z(TYvVX_n7=7k4|$(prdI9I)PaU}ZSlH9+=lqnoMa9)pWBO0453HcB<@mP+Ck*lCQZ
z8mc()+4h{rjpr}TI4Y7}0JsN{N;V>&7Ha5)vK(Q=OXAK+Orc%8!PlUT<9Eq-xZ`44
z&`YK>M(-cd1iyqm<qbZXiiZwWaq9H0A|?b4rEvm+<l@28z9YUP!?czt7dapF#l+3s
zd7@`I)a`VKXGqmEE@za#Y1$Tt6ElVRY&%GMbbrfm7-pQ^ZnD+XI4AT#o+1c%NC;3k
z$y)rg3I1O_&l?#wvl|J03khs$+8C$Gu<`5fXk%O|5ye{Pq`ZBT?FS-V*ZnQ<9(QCq
znl6SR1^q<%6mMos6hM7*fz@qTTb|B9S!d1+<C13R8hQBQVE$lp!3)j0?k_D)Ma&Ah
zGi)eNw@$8u#44itmC)2FW8QJd_BA{(BuQj))GCFG%ABz!S@JsLBVTYvS*Uc2`@K)+
zS__~pC(qzcdZns9h$rpZKQY6EEKP0+%^@>3avF%yg}QTdlY%$G2ed=r_0wp@BQf}t
zFHU#`MgyC>H3VA;*rDH&w<L-a%o=lJ+rwUk(82p-jxexU#barM)ASx$q2@m}YG&+Q
zQ*j?_HtO&IGwgU~+9EZI^v1f&6slBG0}tFa-kZh)A<z>!J0XpB-`G8g4U7RhNZv99
z4pH#tu;ZChW}ct2-wzZ1c|+)4B+q+x9pV^BgJ4S?I4l&MdMuqs5+rudL3#o7&M1AG
zpxZz3fENTaY>t|05pM}{imxzKT*Vn^;U4d6tcm>~&98EGax<?}-)C}y9Bko%(V+}w
z9s9_#bvh0CC(pru!0(6aR5KpH9QDCgJ|=zF{$gRgDX>(tv%-M$;Y~o-c-PDbCU&W>
z2^1V9=-SV{jQ^&1D96V8<tyUwT#}7t4LtlzO9kVEH;Fywp-9R_?(d_W9%^_X0{;2v
zEFO^4Yr<T|0~ex(kGw>1K8O+5_}h5kby&lmxb~QI_k!Qidgq~?>{57QB0{~+iw?Xd
zrySj|R%5+&NpNGcvhoQ*@RI`#xO1I(r-Rq@tw#=aoY%5`Og>_fVe7JP+No05LaM)c
z+~cV6(_*(X+OG6IsW#_6#rD)WjMrXcx$&-Nb@ncq0S*%=*}$>gHS-F)<iS0oFF?L@
zt7~NcTfv0TPrE0!nI?-oYW%Vp6Ja+oNf~vYmJ*>os{>7sm`3ryxb6Grwwi6&W#b?(
zXz#WSp-Ndl|9M1$8Et^ytr)|yHqOtjtcSy&FeUZTUi^K2=^aJ)6~<>`6;wp}OLy~b
z4bQ0kZ2I|mxKd8|C?TJ=&VOks;%;y4lA4g}TPae7IQ@h(^)CzO+iY2+Jyn7S$K)T%
zQzR2>c$1o_-n009s{WGKj>L>3jY?*w=nXBS?R1K0uh0uNH<iiURWkW83<ISksWEA5
zB?CSc1G<&VWlYqT>}Yvc81^ds47@up78D<2Jn$A2G1wc}!tfnDP$Pf`n)>HV)@V2A
zw0-eF{Q{aBd$5$W2Z|b|95&;CiNtw2b{}ry0jwcwuvCf^G6)677~r_@K$77N9JU4z
zFo3#svi|UZBE?D#Bgk(JTEqi>-AMKQoqpIx2OdB>zPPp<xEI6=YTwBRK~ZH`Wjr8V
zZho{6$6XCoVDJ6!^rN@6VT^N<C!h4U=Qyq3)D-UYt6T?OUeJE#*ai%g7726ha;F4c
zru)M%zxKP|I86|t#;-MS-aX{zGFcZ_1cSWv91Ra)n-e^6^1|@WLSH2(^#IjFLk-<I
z!fdnBhj>8jOFt$b$>5u35@QtBjR-F&ei)qX=DpN&1i#XWG0)X?HEm+Bw?4gVD|iF)
zVK(rGh}=?N1@w*dRn*T7KlA?F4U?+!51#{N>gs76O2cbsrLjZNg^1vMC-;QrnEX+z
zNp`iTBo{^+pFDEQkVZ+*l2rC}7^9~`%xbE8@}|FiLp<Y>*XI906(uIRQ=1JVms^&m
z9@=hx#wqqtI=&y;SKx6G*^Am`(^MSdyDHxuTg?$9_RREScwMa+Q(9Es%?;~>jfQ+i
z1J~5Mr9npzZPyt2{1ga%Ke9SYvi5s%V19ZCJmG&9Yy9w|*P4A2KfF?LlfD5Xr)f)!
zanVFmf1=ghIY(*s{0Ea#8-LjP+)f6@iiIa%F}Tv&?Mr`|yV8^Uo#&w~MW>uYeG$?R
z-2-kQ!tS6Rp{e4;Con-P-^-Gy-UUWUrmuY@XglIf%Q1vB#c>CA<i&UtD*5s=-47<s
zBV%<R8kFOI2F}>|Uk2+0HFua49m>PPW_YVqIyw$-D_pC7JojRnUE05#dDiPP9%z#s
zfKR@~0}A}YrRfFp@Do7(JFIK{$ZGh10oQv^qCBBIYnE7&Lp3POb;z)T7of6|Vl7VO
ztY4*sK49%Gn>uC-g^s0#YkL*1P@DhQ%lA(d9Q4qZPK%2Pf9n*S`99tY{cIu0#K_M`
z3<bkUBl7po<7|yubX6TJB$88tuBiOJs3Mjh2;Dqy4c%!t2-;7nj={VFq5WI|9x#Aq
z<;U^rJTuj_1Iv8}EqU^(-;b&r)0x=d@_?h4cwlwK$lNFvrHNB8l*3ixfnBH1(M@tl
zDX?J9UGEbdpsf3xYja0E%~;z@Tl;IJPao3w%`&b;NLhpE<~RHa<hBwT*hoAOl#w#>
zF+%EU(3U#J&<%P-h=8`iFkfIZPK)qu>H#>2Rmjhq1rDiwi}^yo6$P=-C;$)0tSN4)
z<F15iu`X_x^LCynn)Q2;r~vW*`e9i=O}fHVQ!4vUR33J`abi0EyUoe|hUyMntJF+`
zTa3x^X}k<!AGQA&>~?lVIm16KvAL5@L&-#*?jFH^9;97U^su>4R?zh(JdiR}+P;dr
z0&lxD0Gj~SK|a?$s(fT2dKF}pPyV1(zm&|=G#%c`-hr!{1&3SSBf(f_$#|3W8@L|o
ziU+o7bq9nq^izU(Z`?aEbN{iZLg+IjDK?$Nfbl^N=H0UDC0Ou`mdTki@L>$a%(>+0
zHz%^8x_vyvgsT$w5&AzALL^^JoE3Wv#>$#+gzl6fp|5Ycg=|eOiDc9(+H}&YwIw~Q
zBZljJPQx<25zv~|9b{f3Xba-vtyykdfG!AI=FQuP^bBBR)7wmExXYtd;@g6QAbT>k
zu&(k6xJJLD%~eBHO`Y#{!FfN4-#Sw!&KH^ZOSpmy$M=QqeF?foNA0c6g4{S|fT_^%
zQBAP<R1m;obAJk^S>d9&5_;Ka<9@E$6MHXcpKbLe*F-fJ9WBEvBxB*u&m2QMtJG9q
zTH0n~ZB<VzaJh><;JSBh|7OlhLiX4-qms-KeM@JWQQgJ@{rU<pLWUD=cde);N3tof
zY1JQXAKm2uVhPR{^nW6vT~Slj5M8uC$W18rMW?E$UEnHFuB;K{Q5a<T#`wsQ$ib-1
zK)_#`tvE6_!B%@<ZeRyG?MzBxA3PVK-15_K@bdL09dIrqe12EK(y1W$rn)e6F9i?u
zzBP=puK@|yT%r|hLmm&Lo{Rf&e>6$FSDwD?`yVXgfAU7R?plx&91PX`2-vT3XLDUR
zku{a-oI!ySbYJJUC3u2P4;efVPN{<j@}L9So%Gu^jgWmBMA*U1k-SH*UV|xfJXlWa
z=|6fd{ZbM!Y|d-|w$hCU%=Na!x4V6kHU*cVI}3QAF!xUJ6)5d5cKg`zxHVwcK-b_T
zh2RG(0-Jj1FT2JeAlaBn1=m=0;Ss|jT0JB6a2gGH`rF3~{Vnaj2lA19+JGZZ<s;r&
z>#1sx#<T{*R+iP5G^9c<ue%I@Z2FfK`Wu_}SVL>#RL*_Etr{QjTL<TLBQvq@`Q?sA
zYPR);ne=l*Up@!XEko(Ik@-uoLVHMD8~bXtW@Qp~M5Ns|xDy%$`tI%m2YX>)M1np+
zPS32IC#6vM1RnExgOJoP16SQR-24mB*<p<P4sqBp+?6C=?pU@X`dWDX45}u5?`R*2
zeF)k&4}m4niSSay1N4f#)K6TtwFy9L6Ht$fncAC!qaPf<oi#@+e5%)g6nhm)d0-5m
z3I{2o#)-RMe4ST>%iH}{?}_`{8~#Pjcpi=xkr_hhdy4lM?r#+jOwkaEc5_P)j@}#e
zk8=lS?eA!3VA}-S=Z*_I?1e8j<+Yy_d9~-4pLHi#qy+t#KQWfa;=oeo({QY(weh+f
zcCsq85{zd2Jy(!8kHXvv;`#iCRhRi{4tT3y4tyB0%sU@+V2mWi2I{pO+2K;EEpkl?
zLe#*y&%W^wpLtT6UnczKyy??J0{6gz1>&cUsWXHJ1Fm$lGsBLYV)pr62i*mJ`EV$Z
zJ*?!^v{^T2TRby?1%e=ua=g^v(p87kAeRqpz*VQ=qNas6ra-nlrvTmA;oi<lY<|Bd
zvCNb5?dI|3N;_jd<AIBm_wazTz|lEGv$pvOdCwhckt_jCjwToQ&_4uEc~{tYaWcEc
zI~!2YtDIXtXi>of@1$am+*|NKa!}W&T)_!C4c$1uW0VehelI0-TU)mMxRxDHJK_Oq
zu-S0XaRr;!qvpwLEbJix!VDfz0&ynuS1@lo*G#JO^D0<OHu<lbr_F*^$0^UJ;<k+s
zu3LZ06G0|nBRdt37HhU2_v;7g-&oM&NhuNYIX2vX8#wSBL>B|a15mx;!*_T<B;Pcj
z^<+NBysT212Bbl%$H(ti`u{wAB5aoy!2>P+AdDEA;Z%);jXF-C;us5~IudMJ)=AFw
zpW%>vFANMMc-KHX{~4C<dipphUg0iCm+CqI`C7>Ffr2DdpClHe*azTZfL|88f&uqd
zZ<g1opqqaLoQbyI2j?&O-{fLnyt<&TW)5P82aM2oVDUm>mi3(yc{;79pN^B8R?o%M
zD*B!m$ED|QNDfLA8?2#bAG#fOungZmYpgQdY5beq=&Czd{X&tyJKXfmSWU3qFG1Q@
z#efUeTg?u^fC9y}1!AC^z!7875HkAv{!kE4Zr7ufe;hp`9P$FSs$~d)n*&$%M^;*-
zPh^?aZ6U9JS?T)U<c!+-IC$iz<BlWC5DVkL53p3>KU^rwzk>nY9L}pCD>i~3iVw#Q
zXLx`XK0F50+I-kif|XgpJxmx#(Rt4%A6L`Ou#?77`y1944}_hD;>tU)(Un%k{>^7G
z;52{XI9}?nY2M@3(TLFK2nEO8Ho*hN_u(pURxQ;Xs=)_x9v>#c1>2yc&3g#Q-eZu6
zSR0r*!%x!FiDwQS&Y;o?-ui8DPW{UNCKT0o^K%^Y_X$Vg!<Fy@vYch+etwX|#Af|f
z;lXc$O{g2shP)%|al!d3JO1@es*c*gDIRg+%9Fq#T_0jg`-IF4Y5o{XtUD19`i(qQ
zT=}DqSt#uUcHQB_Uq|Zq@13MqASv0&g_l9L+;+v$-6yim?(q#XpjxDTO*tuHgmJ$)
zUQ6)fei_2QSy%)tm-GGi=l#m__DfU1TRXDg!%4U<#Jtl<auxgRfi&kY0c%`5uAq{s
zvv8~{=y&c68P6eRAFkH0;DOl&MG$5|FW_Q6bMB{t*EkLk^a76;`&)W%16)?x<b)g?
zL>_2+57&5r2pY}^A09~ROL1q`{IQXh64W|!yt(`1C-{?LQj_{Vk6yrG0elgWCs?A-
zx;X)=`<-{c4Gr)se?lDcBePE!A94Sp4o407r&h;JiATU>kVLN`DbF#HIlhgApdb4O
z!{RY`Qexik-OT(75=xR+f5oQ%!&D?EdxC;@B_m-2!SfclDf^Pk;`(AT65Lf#&kt&|
zteQ0*AQ1!?uz}~jI>xBC`k>9!)WZXH!8PE*_=O?RlcO7|L756*dWcWRQ*~?w$}D6j
zEqa*Ypz>Yowbs4OYn(sM$mSSh9<ZO=t^(I2@W7E(X&aZhXz{k>sh~ZOiX6WJo4Mzz
z-?xXu1E2tXDeIN)OeBzZ2MNd(2&J159+<)dI0O`xCCR@8o`vIqg8_%+-DfBYUhvBC
zvcH^g*%@2asl#7Y4W%ZK7Mgo&fHmL&3g7z4m>TfOcpz8tM8&L&Qt^M*sH_Fq)zN7>
zZLlNt$*7X_jiX-`t$<*EqF!;x({A8*kTpMfleS~G|JbGQ8=a=o=|rIwx~UaUz;S6u
zM#fp#``%qJkvD<=HXqQFbD<j-U!=uwVnTZH02!j@h*&ru%h-VvBB=P&N@Q66td9DV
z5MTXn0LQ+>T(3~Fr<aBlR3W!DL?@O`eAIF|F_@N2T*2ui6Wu@xIPExkQokwz_{OiX
z(hEB=<sOSh|Fb9g1oaU(F$UI_lSKWF*~W#sM$2EDN{d@J5=hj)y}M$@)vMuqXK67<
z03)9ZvX#rZ@abk_FqT7W4L_i;HpX0!!CIX@J;qCU{0s=Hul1&IK5@f1Dv;+e0~0A<
zYi7=sfV?;ZjNtk*{R$@?uP^yeYe2(JT31g9997Y95H&kt*p{VwW7eU~QRgES^<6dX
zllqkVU@-V2%YR3s{)bQQak`KvazcztQc(#x8abAqt<OIo2CM{w2`~fg$}wb!vYJ0t
zx_i3+3dQ_y)B(Nb@+bN?oWOW^)0LPW)XfvP3O@mFUB07*wLJMC;+}xj69W?J$o~IL
zO`iLM`)44ZR9{0qV%XyJY!BVZ)Lw27#knX$Qv91brQBUDl~4ct=i_|;Uo)R4Xh5#<
z31$AWH%ZpN!z+TQs2)uBLzl7R6i7)qeU#SJo?prfi~EzgDOynYpRI|1BE@1o?l&D^
zgdo*i0g1{B=={#AQ|nR^b&(BQx;16OT|yoLY<BaV*$n4dDQm^!sA?@HQK*#7`)5`#
zNW>!NHmZ?qxj}P?n%d5ZNeSj}{runW1sq!s`x}S<_qqT7$i)@Eu6!FyG5_0TeAgV<
zDoU}nO<)9ooHz-)1xDj)mEo8;U?2r_?PfR%@j#+W5{6s=51duRa-D;3b#37Rf{S1{
z&4TcLPzOj~e7bQjC*jjvHCQz$>YXkg=$7cl62;(wH_4|}cm;50C}H~xVARh$0`zvl
z(4;I#nI$)1s58d6OWwjfIW-t1K0L6Huz)+I3hrP9+3vqv^6xSEx19W2cm9nh|HjyV
z+ns-%Exzuwa`RD&#P`Th8!qS}zh%$yCGh_%)4F4mCFaSN5ynPkwD}aN8xqchlSS6;
zShwz6%!YE0DlITt3el2GYQ0Cai{nCfzv(crh`u&DYEI7SCx+F}pXMn=GlXJqyiIu8
z&eFk$U4P|@)y_on_C509wczxjdk`c{5tIrLs0wLxQ#M>74H?MhrSgGT0o^@_4j9eS
z8_y?=pJsZiH%08MO5R{K%w|F)yX{=M_GxM%-xm%bZZnm%6|$IsFBU2-s~Z&-u+`1X
z%}W)$NhFrT)jWnTmeOJeWpud2WE#Mr&x&Iw@B+tx&I}Y5I9HcpW#2&ef>SJ59^pM+
z=6=MRgGO|ACcPF|x4GnM9`YdjQyuhL-YtRst7qV)@a=~#akvjo2^1T5b%|`mZKxGw
z=Dm4b*_Y?{>d%RYL{|1IF&2fsQ2%b7I9O@>Wm&I(5qGvo^^GZ)@{8Fk*N2&=Ar3?3
zM}#WkH(yz1RKC6JM-fd(P{y4(tKKgpC8A*Mn>ohC?!FOe>u^Mh0PM8mS{fmz8wC)e
zYx#TwVb`wYx5K7IIagZqHf{~s>>OQSyET5Ei}8t+M!-F*m=J;79FL1xhz_1Jw|Xxm
zA)hh=@WjC|RNjy^oSf+*5#Lr}Gi1+>1b)rp6pRIvq}wN4C85^a$j{&BIZDS`@QhlS
z@k^351{@@r71-gj0PgA+*RJ)+DWr1<|3EhDIdp18i45WOTwO1I3)=1i{*5#l`*}Vq
zf`e0|$){nI-N+?dZuScZA4Vd0#r5}G#qd$nvGTaiUZ*vQ#&iA)cT3Okh&pjn1@r{<
z{bB1HNky7QQN*<e_f)To0&c?}Ctde+hITFsfvdVpNHg^+hYJhn1p>w4Tq_UtfwTft
zr2JWW>(94uhplg_Z#G%DGAO-OMx}qaeM<lJS(TBWZygS(D1iC2c%+jLOMt3%k&)g-
zowk;qM@jW1m7KHg@G}gEMCiBW>r|Cos9Go9q@QEu<(pybw<INIZ3GO8*mYw|lo*1e
zI7H@818!Q`U-TBoo(=DX6*KzZ6^|T&I2aI@1WGy}Blh$z7M;`Lco)W@Spn`8L^0;e
z3^<OnS=EkB>F1!pt);8(H15oaV`D557P+~zv<+wc<k<i^f`w==q2VGnE4CX=(Y=B5
z92dVoqB0Lg*FnSSC#(gy+~~3I#FWoXjIyb7_=#Sq+(K5OCnuN0AJ%LLxI`jeaykRh
z5Vsp+LgjM06()%go{}<yr`}>={&9Z0nKNzA1=iC`BiE=tr9FEGus&eFh^`u7F72t5
zvbwr+!EROIAtXae@r5gW$qW<%^LJGLsx00$X{}_aP52S+XIRuz)WN1Qt5IAO%A5V_
z4V(K`VnX2*n+2g?StTYiZ5(mbKK7%5ae_-FOC=N!xR7pMD&L@Rjf2ox!mL9iKfhaz
z<6E$HcW3S!6yV=Jx;nqSRNuh*q(BO@gc&A41&x_lf1ZfqCHi(Hvy7>Gi;kcWP1sl-
z5Wvr;fA{*!!uEELriohUky{%>(%Dub%b^djHPG{F8Zf3$GcI1#s32Cq9{XmIL_4mp
z9Fse9Xc?@b`0~XU`*}r13a|J;SURAK+Gz>p8tirIkZ{d$E}p*?+a<c#xRcjh;0U3&
zG~x;gdA;ymHpX8TG2k{^y2q6J<qx|tQnQzL<JjZ*cUI#s1Us_n?1Dl`011+`Mh3ie
zq$JCI_Nu;vgB14G4o;xqp&YHI*(5IQlXv^h!w(RxXXYrvo%}mR2><pzUVTS$DivBf
z=TqL2$XP=)9`GMt)64zHP;8AW2-p4zeXz8{Nk5KpZ@g*5)vvYrJ>0igX?#OrG5~9>
z(fcGMd_eG8!(}ES?I?_)dVn;~ltu3ue)Avno}!aA?^=_o8=7vo=3UNh3E)qT6U^)q
zq-T_>M$>n-!O?;|W6FHbH0aD?6FGn#n3S8m>qc<pQ{m2gi%WL9ZVz5OOT3p>^g$9O
z;RfmQ7RE9lH_l*ujn8eRLCk2RJ;GbOD_I?q^ae2TSyM}K^f|i>FUG}6DLPpmg%_a@
zw7Op>$ubMdC9APUqmQtjo0B;ZF`+3&S9`2_+Qs)Sl!ScsYTqjYfMBm8f=qL}^F3?p
z&(mx5onAfxe_wzrZaTi1{SsOV+k?^SyigQ4{o^}{`mhV(l8<$d+IzvJ`gWvH+*!tu
zL4P?a)ASp6`c{kFFBX3FmOB-3%QsQIY(<9M9TwzaG9&Rpzfr4aLRV${P608IC&je+
zNT_um|J6@bMgGeZdkuo53OgjFH9;lCD2$Gt1fk^S=MeYl7wX$sYxla{LS0wIJ3iC&
zQ6@yb1Lp5woHDF=WyqwnV2I1o{?nqyc)Nz&74hJs9(Ar)lVJ!fxJMw_Dd}j30o=^5
zYnd~$WK6%~DR(cv!=KBHlqkY36`<ZJPdZmbl4PoH{KcHzB*cE7q!VytXNYMO9R2Pg
zPjv4GIn0^!imU<ro4VV?mvXOE%P*tp6YrOVAicx;P`Nd&tiQx({~oh_7Rnj&ar>Tf
zGPP#Yq-a1xUbNQNqx}2tP8U$WO^j`kJfLU@HGVUkb(Pj8_hA{WU^8Uyg(A`_rlG?=
z-?ikya6V})m)eIt2gHYuUNVoX^guamX&EaH`<#)0Tp=LAokL#tmg*8D+hgPHjf(0u
zWEA|`%7K!1V2AZx81&$F{_frREW;w6)khp>Dr`KHk$&mZ3|WL0-)>jW+yNEs0jn1s
z!H72TtS#%0B@y4dy-^n{Lhi&+b(AV3n?sFu3TFk*W(El5Pnc}1ORKsbe8dCp>^@~#
z*lPzO-oo*R*tRc|`i0-u+U~s^$4TP>6<`T_HfLgGk~s*s{V5^MNrHh8KsP<Y-X7TD
zhdu1&ET~GH;C_);P)z92F}#&MMFpEv_QjRA;ek&NH_l=Vv9j*zKQ6Z4;>*}#6kKp^
z6@^9tHdf+(#Zj4^?k<;F&l`S+C-3D;`8FmBp&vx3C+jtsKgxOd<o#uSOz{gZ-=J-N
zxw}P!&nEj0h~h|>L$F67(p_DrrMq}lbsFt%f6`Dikzs!c3C7CLROwL)(2pw&ZL#u$
z@a>MSBP^{IUb<5EUhthP6Ol{45C-8ug<gt#Vq95isruSTiRh7+`M&n2rJkzlSWBu*
zK}8BqPZ^+x^kYpB)-($fdB1;K$tFWpSH~numV$*a+9a-Uw<ZX>O%1LvRf8K+kt=8G
zt2z4}`QeQs2f<AqZ7R)y6|p#HNeDVGZXDSXu<%ilOXTZi(Jgji4o|yA+<St4%*&mZ
zLV@E3Z!T2-7#}2SzR_|^QDq=2cl~@tNhosiVKfuToTC`ggQDZX{9kE;SI8v#QH)-b
z*+-`5T&@1ZqWtUXCL0C`)#+%cL9pTI`1r_p4G$aL6L{@6ICI(sb{<R>pNpI)B3x9i
zwI2K_i0V-5As)i--NBU)XWnM@Hy*s`us+|CL<8W6y)?H)g%_hmiVs5GYez?rb40mt
zQX@YNIkpOiT$rz)A>_)E={6k+v$KAUQS}rU-QmBY#iifMMw;=04BG_Qy4EynERq##
zSzL9p{CeRv)mrzhS})%!b5}@{cyq<)<#Taafh<p;S1$Fjh>Fb@J9d*;jy<n($$1`u
zoHyt5H?3&zHeg?v>JR!U%?fXwMZ)&t!IvJGf#H7)ciP$}*VUNEtlx;8TkKO>IC`gi
z=^NH$rUfniE?VOUA5|f_h~PTwsp|(rtwnEgh|^lXHT?`6)p>HQS^OSplG-ec2Atfu
z{(7xI{!gOTpJf)N5=r|b@BP5UG*{C_Uq-CB3h)^g7dF$Gj?gzl2DFox+~h;wTG%)q
zI{BYzYWGp+{xN(5Eq*XIUVmo1y<@>ZJV*7%J6Uef&?Hmm)$g8Gsiz!&IziRS1}VtX
zZkoL5$-F7Wty0Y3mQz~)PU+6}v=et<J_hUol-P2~j-n>om^6zh0w!kwd5y3p!^-En
z#_N3KQQ$qNp!}5EkFAS@htOmmlVAfG8|BZqC&FS^5E*ud>MVwJSYrlqR^(05aGbsv
zf2QBA5}5=!9(V#0sILsj`9SlrA(swz`*|DVpXC*50vZK_eD^o*MqMoNcz4e<ai1*&
zF!(#Po%}_C{3~b&_!F#V-_GSyA9cQHDH3wceeEy9Qb=%5tsF9hx0R2xJTThlzBp8F
z)q?O7DJN$-{m&uki)dTF^M<g8J@eK6=ZnQ6r6fG2Y2XPOXlNsw^WNR-a_Oq+<99rY
z6J;7d?w&3pXqlBcS1H(_jX`8B(|GjA&$BgrVkCo!@951-LS{M)32!U-KPin{B<D&H
z7hxq><;_fnTz`vGeVw!pJ)$>CFmhs#_maLYh5lA{cwP<{{!=6dmk)JkTrqkpL##2l
z<IWFJkJvrXU{&sMF&!cJF}RFo^T5Oyph?G^P7~fQE%d*|S**nMU<{HsdDIC!8yT@O
zKI7yxfVk-HNlhaCfCJoEVY2M0kD_0`*T7bJnTqE#Gta|^i~#lE!ZplrV=*f28s@^X
z=sV&EI%WVwc2iq(#>Q52=u?@es$#sFMeHrUpaxg5HWu$>O1*r4A)Du}3j=(daXRRL
zxih4up{XN--K*o!Z%6T~S~!L4KVQl{m;R7<qe;*BO^(wxnj}Cn#_Dsy8bm_7l=27k
zxx+(9W5T1Bx%}7bep7eO%$Xle#A0~}Val&O#L!OLD`&L&JU$1r1H7e>+Tk4SMAsV)
z;yLBplb443JIW)aA8`AS&vH4}PE%})|AA%ANb`<K;?4y*5(QqRj~}5?+`3Q>C7W!?
za@ACeyGcrO<)(ySFzta>)Xsb6kl-Pg%hgQpQu7P)1$|nYj3N1#^eMFlg<@Hp2k$q6
zMm=+i=pN~p;VA6AcUJ7@dy76uTNXx;K3)ZI4<D}}jS4RoB|Sk^qT9hAE4j6vMS5RG
z1N$pb7BytMfL2I#EzwT7l?`<rAHcBzNN*`&h9_3l-V{GQOlOrmq-cr|r)D3#e=Hgx
zaigbXn{7q2iD4`>DcL|hU9YNhfs&cathKG#P8?a8bW40U{EO-rLsxB$0fCR}y5|1s
z@Ao)tRyJhVN_-`uQiu-ggB2!(Znc^ALVLFZZg?|qxpD<}_ScIBJuzSmz$+a@dh4o!
zMEwNmv6r8&b?~WdoF#n!nBa=TQlB^91BQ~~1JAS=7YDw33L-ZOrXTFg;>6)+R>ZfX
zYevOi$C(v<2;q3O+ZKlWLC^-$VZAsTb)<9toDBQ0ObI-;TN^f5RiT|RqN8sKy6I!L
zIejjUeSvlBZDm8wVSMj=3+n2wEzyu=tpC#VE21$}ZcB*?(;2e86mY-CygyZGk1vAL
zyM@Da{*<?{Qy65)ZCjZ=-6C@JFeHM>>$QUx|8@nXs)miN8Ic`9$Xmv`gM(p#Swj}1
z((<CgBHlKtp^rx~cECaS$VWTboODchP8~GTWkxk05lY>+OnyMmy^~DU`JxX>iB<2v
z*iR?N)^-ccO(Ak~2yla{?38awk;)8V6_G_~_L}E5k6-&zQQeFTD+eUK#kYp41pg3$
zlFV)y?Za^_j^+67K`SoSOgx9*;vJ;-%`)To3|i?N7(K=ca(3yoB`4XuTs4z@LN1Q9
z%3h0k?`<U;7<lGCXLxH!Ao{XtH{sVw0>)iVA%f+HKlL<Eo6hog4nT!&9)4@cY_EVN
z$RZ(u<!fDWD>kW}8Fk#P!)HiLyB|4wL*}jXQIG(BM??DOsR>t~3(zTTW!`btSUa*H
z%>5#eYWaebcd7VUZbEHsB`&H1)1rcA99TnCQ7kL#P1rqan`LW-HYLvHr<=p;+lDy9
z+T!b7jICK|C|@OIe8({*Q;pi3tv9BB_NbpcbPSbjAv;Yf%DEICZd7PwGm}rfqSqZn
z`leEjwuHw;j*yBq^rI8tz7@9}2k=4~aXjBp&57ov5({>>uMuvE;e02HcF5-u{dwjk
zuRDe8Z*V<2W9U6?Z^Yx<sEK*K!d&BzU{kpFB3#+_LQ3Kf8%c-?uv{rTQvu3}RchlT
z7t!bQxw#)6nHIE|u?2Y57^~!qgVC>zCQjUwitfXmU-D!a7Jy*s)K*f>J|yQefBNXr
zI~o~M-&PXu3uUN8KbJ43RXlGpl#^ZzoC*7E^!iBNpsIKKNTD<LYR*i=ImWSj_S@Te
z5RGEAxu2x0(-$3bCwI!|2`+QKhMq?+u8+J5zHi`hd)U^*+D4>)Ph&!~*7?T_B=2U}
zkT)+@FhUgq>WN^h(WKz_vK_7Qq(*38l}c$1;Cg>S)(3fbpY!n6#>Q2L0*8-hm(?#-
zsGNYT%aMxnbzJbt`!ydjdu7=5QD02VvaOl#Oz}<oQ@ACh`C^;gqF(O3^?+vOeXHg~
zjoVafmMh5u1v^aBb55kW+F?lP5-T4Ta5tPme0Uvi6#?v4=6(;U_N>Ins^t04s+<Jn
zXPLvao&!hLlryg(X47R?(=^|hy?o&24dDFCc;k;WTM~H?eNN`g2Ee+$v(|mrZm%50
zJJZ@<$Mj@P%}=M76ZvzI1xXOduwOPq9x`F|uU6&N*-LO^-RfxW7aTZoW^T=w?0{j%
z^1HdoMk8|OZV~FV^5zd}xra|1CC$l!QO8K!K79zXgA?W_ESj5J*%n7a7TyxgJwk0k
z7=Uq~m0)3EVLPSj9$gmwB1N9^>vKt$?j@sagP4YF@|?<xL@v=0vZ7I4qp4RK5=A+M
zhk6JMYTjbaY-X};uW)b=q(jTS9m00w$H%LzT!VHG)q9@jIgURqt9*D$bdWMax!F!k
zbj3&xd<n^R>EL@@)t(=MO=Tza=gZ`G#L}hX!~K2U66&O`3QPH6f!JGj%7ZgK>}#-v
zd(t@HlFg0mu9_JMwE7XbOVZvl7&@)+6i3e9>rGBXG8C4^@l`%CN#$M^53`q{L!v@o
zQD=<#SlUtgFRT2N-J$G(dT1h!NY#ggVyDZB1C#jPM_Nz?u+mruD570n<*&nf(}x^K
zKeknx#dB9Hs3aMYr4NAX0sLNlYA|Kg&(6xo%L-B7#$~6c*8op7Ko_IvE>v!K^gdWm
z;-#Eo;&@^BfjK%~A<w*yoza$RF@tGTZ{2z85^oQCyL43l-`+#~>k>2R`^E1<@L=tp
zyUuS@X2>@xs9^O~dZkk=n44;@@>!OBWC&GwsYBQ`YMJiG5ILP<oFw{cI3r@nL&RRP
z_4)$GlZlP`cU~#pQq1e~5)xv0PahRD`i&&kQVqv@TzWNMJ|ui5jVm}yx{MG0A;*^1
zHD3?SH8l3Hvu0N~s{d82@99}7RT{w?i@bx5r_YVc^qv2T_<7Il<BqeGa`I{MEocCA
zQxp?+G!Jf1_pcJKT&WeeIZ6uJS<1`FdlaN4t>1C>N==tKQK$uBuSH5qdDKi%oKC8s
zQh4DN>KvKrdnD$8SY^|hT+s=`VgocC2ewZnd3P_5y8#CskTlH}2*lndLy+Da%Jgn1
zfllC@zPCy$!jZJuRydXc+xCxXr)@7ZSNpQ46ZY4*tptQt-cKf&&aNc|$bMN*@R@8b
zw_8Qq-|@Ccvs!40;Lg`DzkaOCx39!%ruxK3X(MdKC}F1R{-Jgst{)ss%dLGsk68Lw
zwapL?=GjWwnF&)F^bOa@hIjib=P$XNF^NgJF3Ya8aP*MET{3m2MiJ?QMfYnPSeO(@
z`}-=#XX-pfnhu6SSfUYXji=nRA3<9OW4$g|m)ONyLnsZ>S58;NJAeW_2Gi7=JcUZ{
z3ZU=$^!c3=OGAvo!lN!b_0N)V!0O^ZcrWO$JHB}(40_jgCN6kNPkVgJZy#w>SZ!F+
z6S_wNdA-e2Lv8uA9*H$<%>57+Q<N;FsM&1oc5+AjZ_5fNxHkbART>SMB#ry<#ZQ>4
z>JUum!o7llQzJjlmVa;Rabgr(b+hj)Up`UhzpC%owNugg>EkQnhE0C$^I|bf>zM`Y
z(?i;?JtSOa;>r0k2IPMbm)w@D%7AGMpbhE&`7aXwgYD)7?XHD&)=1uL)p7Tl0;BQ7
zOXL-tS?gjX<<?G7{3*I~x|bdjOlVt}{+LCm{{8jC<Gb1aS^AM{VLi$<^NzmxJ2^?4
z^2^2R<IC4uNb*5fRquH?al*t%MKt}$rO}cXp|MPo$fAGn68ArP9pnG9a}fOK{{#4d
B<_G`)

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/images/image-16-Quarterly Percentage Trends.jpg b/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/images/image-16-Quarterly Percentage Trends.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..3acb4310f54efecf37786b262a680f044200853f
GIT binary patch
literal 24735
zcmeIa2V4|ewl7@dOp`M-N)RO{2?8xDAR>~pf=UJf0m-2Wg3=@r6#>an2`x&_NHmeN
zN|q?lO>CN`dF7co=b-1zy))l8ckX@fPWvmXyQsZu@3q(Zuej@Q^l%EGyQHqE4iFFk
z00H<9IQ#^h2gpfD$w*1a$;ikkD99<PnP{k~sHoW)7$HpD98ex^4lXWUez6n0$3^(K
zxP;_RibzPx$jCrXC@9NIDTztTNPX{wfP#X8nu?l@hK5b*7}qhWfB19Q4A7GkI1zm$
zA~+5Z(i0HT6CAbyP;i_i1iyTMzkUb^iHJ!^$;c@vslXd5=m0_jA|gU!A`%i}V({)D
z@b3UIJqg1xNmWuty&Gi5-I=696SBzp&Xu(=>-VAfrEhwKQBbn5vaxdr2%Zo+c}hn1
zw4A(x;`s||>KYd{FBupb8Jn1znOob~+SxleI(gpl^7ird^AEop5qa-^6yjmxqsLE@
zo+hVc=j7()7Zg5!@#=MXMP*fWP3@c3w)T$BuD9>{2L^|RM@GlSr)Os8zRoW!E-j-s
zHn+BSb}@U{@AD!6i2gDy@c+L|?5BCrgYzOJCMF^#`#vuMLLcxTq9-OfCP~Vmsz-Li
zo$<I-C^^%)gsid_3O;Fl6!T4wK1vpTnP~y^_o@9dv%ha*VgH|I_S?jMpVv4*O+)}L
z9uYkN19q`O*&&qw9mmONnJZseF4%D!O7I&j0@(>^dRk{l^ac|{&%Lyz&ZYCGb0BcY
zMgT(p^dp(StUX@p!sV^c?q?y{A*$?T$HB+sNAcMUmFC?uB1^cENr({oZ$BvgOAAQj
z^FBMV9{V71%$qzf3QLKCFgjy*W7N8ftsioq`WW^?_y(hUGdo^Td1bLcErFf;yf8JL
zx+-%^;Ki5a1HqhE$Hy!>i7EI4tYdGJb)U-q)|FDrI!z>vIU&*>Kb|}HY=`+>;8`?J
zNvUtSuf?V0?7J6VzRGdgv{Ck<AGI&2@Pd&w&0RbMs-D9hl%DAH56+r~-KUyiyCLo-
zvf|E}u(5{cKT!p59ukj=!U<KuQ9il@cRCu&hT29RAfMheMc8wtmDC}pgmW-vv%)1F
z6G6iIkKX&-%9?%LxLI%|=%W0>#0yRIL#nzPq^UXAGz;II=66-q?p%6{i}1*xOu2!E
z&`NZiyc=@o5Kzc5u3+wWel$9GJ+<=?U=l00cwdt}aI1=d%O2_jB&17euEaeSk5uWK
z>OnxJpStFyUa5wjy672G`c)-)wbQ%_iLq|;hsNfjVUZ;{^^9}xiRd3(Y$cSEf>_en
zoO1GKDRZBVXKCk>yTJVVl`&`TgVMg{6O?4nKXMb<dE;T|VoT-$rBn~(^Uo*g3a*9k
zFJS#s-eTOQ_M?psfxGw29r*{vr26>pCbGfW;N!5&Qeho023TCZDe^Xd(gEd2LHcag
zLbmwc?l%#<NUh~3!HVhqSjFK5QsKy(>dLnbZ2}O+j%Kt=b*~46a*e689)*#2@imC5
zX6mUi0sn-9U>;7d<mY4S9e5^NO>XDzQ!@c_ADS<Ov~yUz<!9FL>kTh4$pvGUucKz3
z6(g+V&*(6(Z#Y)!FVkDSb!NQQmdE!L`5|)~7(sl3zx8p$9s=+K;^72;({3$`^v7tT
zwtkFttGK62e8q<uHcfWQi~LnnBz_t9RCt_%PnRi9<P|HOvs1CS7-<s7#o(b%>f9TA
z0u#Joi9%vI*u_L`7)6|iI>>ngrWR18tSxZHDb&RM+A9S&l)^~eM5jA$U%9Qy*XSr(
zPGOO%Uy+BeK-IM;ERFbxsyv%xIeVou=9#N*@Csz<+DN+&-PI*arn{z>`x?H5Dh<jX
zlS~X>Z})@8D`|Po6urNu`i&;<sd3yVACW2O)5OV)Hw_x*sJ01Fj9cEPj^(N{i*^w;
z47K<5@NLr6#nB|gIKHbW4czewhBCB3T+W@^`;zqqw*glC8mX^J?tFul+Q@7T$|b)F
ze*9eIXHDsJfG-R#Y3Ur0hdVp66`(^qxzuYu_KA5@EcubG;dPcXakrI0s4HDlGV-#X
znuK)0U)|CbNg|5~YVub<1Z+G*CnAy6CtRX0VUyb3SOa54EAKf3aNU4oDi4ImTtsh_
zl_Q47CAlPp4E07SH(aDUD<_~8LE^1ET-Adjw`$TCB}saG<PAdH2S>6nChey!Mfw{*
zIdGg-9}^KD;>5=L>(}U2efXS>I7RhO1^>Bvm)Rm1#kikyWzZ$HgF*KFrd7F2yw~uE
z=yPA93qyh0ELC2NG6<L-1a+x3M`CAdUE88CZ8dA5kscE<6J*lC5frgKQ&Hbfhu$Nv
zcR5iiZ5ckB8qfG?)VwN^&%RnJLC8>j&mBL~;Fp(4g&qt62=|(a4hAe&j6~V#>n@{v
zR$<Zb%~f$cQ7fL=L=D{;D~OIrj}7pkN_`yXdx3tA8rRC}-r+omGeK%h_t0Kj7SVWG
zRLKl$TL^(6r!D<Z@Cy%@mv`H$Lh4?#P1`M-Zmb@_6djiWh_38h9zi!nS3IrPbexW-
zeH6EIJ8%9v?dL5b-q23|nZl(;ArM&tt(`M5*)yD7t~>YV&#GMO1j2x>9%6c<dUx)g
z$Y8!v%=41ml$OeSHr(W#7kA|6jDzN1G{P{U1(Rl~B8slhUTo^fQ_>qnGmP>>R6kNU
z2!83gG32GC&8eM&-_hfuD>dC!3Gq*~44Q_}V~RQ~dDGVv+S4PbHo}<rvAj2>be^y7
znJAPxjldWJ)o-ol?~8@nCOz?yH_{tc-&F<<ft3-@EZ>n9jzD9qSXyDOUgyR!hcu)3
z=QkxE2Ba9jI<;%>rUryb(W+)=zRX4l0e^Os3eQyG?#scq`(X#<CeDTxF2_5s4or0F
zg?CqaPzml_ec+*>Pa~VdXrjT13cz28-}g`4qpX<efjXL#B1sbpO|{&aifX-W-n~eF
zN*stk1ZLas)T%@kIIzHO4v6BSgTC&#+0AV$+|+S$Ez5K?Kd25jd=)p%y7r{Y7ArAl
zP}|UM@5~o5q~tkO!l{)GhqTy@-@R`v>EihH!NuiHhbd#9mIgw1*@>px5qg8I1UGhH
zd3@ZOf^^pwxkaQiR#r0{glXRPU@&`%{F)Bu_;ws2fBa%rtaU8u&;>S1Wgx4<`Iu1M
zm&aZ%#sg{tf`j6D^evQg>2o_ogDD%_$KM<RGf9XHqrt~BeI=<*9T2u<x`6cDLtwjT
zsG^D1(Gu*h!osdPPP)dR`wsi|n}m#xlBIE%^h9gs$9Jhn%FmNWr^6WEs?6X07CAJT
z@U@9;HTXjcbrhY2kXg=n&R46t&^@9(0~KLs|0_k)2ZA&z%T&oJy2~$L-i)qdlV5tv
z6=3qh$=vn{(pun2mTMBr`fkD@@N`RMrshC=x-(KH^=p0AOHnEAF584>$F>3V-hlo&
z_aK@t94D{$emj<-;$+c*%+Sq|_5WvL0IJSyPi*xNuv$L^GE;Uhy|E%)q(H)5N+M;U
z5^op$`h#XWyw^IH4AY_>*0@;?Uq|6%-Jf6W6iIj^Wi0#lMAg8u^Zhb(Psny5$y$l6
ztxKSSS9Li<WzcyN1-#edTGVl=i!Zubsf(q^w`9941I18jUt3c5m9s=VjM>c$@!Vw7
z=c;sl7X2b?d=CNodUt2Xyt8lZ+34CgW^Y~p`Yf*X5Gb+SBR=Wk#zY^(??A8dl8ren
z+t=+P>YFG_k}Vf!<Nn5nNn@pyfdt}&a+kDX@-wF4dvR(spO2T+d<E6#HP7c(5DH)T
zohnATq}%B9g8h&~KpNveqLGb}g3<VjVY@$5$O=c>Z`yI2y?Z9K!(C)?5#=44W!W&F
zR&c-cDzlUf@>t8tZdAK#@8kta#V_fqr~-?A86?E1*NIiv;_|B`+vKpMYt_wUNM7{1
z0ge@M&a3FLer3<`Q~vhzur9=km(D#NwjpH7#!Pc=w~qos{p`YEXy?~!q^bF4jx3U6
zrWSb(wLybA^FcZ_`Ez%(-`~+wQ@x?aq)YHmJjf!B7y%=-CRD7g8RDJxZIk0QALiX&
z2W1Reb5_AGt$wBLQ|y@LdQRD9Lo_<uV3_t6;ed8SD7H=TqO}VmzfpLFzM+F5>}I#1
z!wsJ2`)~AaX=$GZPOGx%!|MYw+U9GZG=b9EkhXgk^+Q*(U?1LbOxkhRR{C&l!_s^P
zHMdlm*1h>o)jsy3E-2*V9f`vXv@v2bOmxUFwya&^Q4_}^yt)11<ZA&V1(<N{`k}3;
zTem8pFO_nfKOEoWbi1u`BP_`IL`yo^YgABuoxr})T<1cy!%kYmBkE_6&J;#1-G^@H
z5$NFv*1IZP=1Y|qGE}|>51p2<b;;daO=#ZvZcc7#>D;aK8Qysy(BDZF9ihuTR#we8
zxUCdml8*^LSB~b1Kb`8&`96_Yaa*069I2vnw>GATCU!k4KUFiLN}yVOc9DusrG7xC
zMoc-bwONkwnlGp3lc^_(Z$BjthFpYZGWQ#@ct0>TJMVZalsAI#cwDpLHg&~I&?uz-
zgM);m9l;CvCh4GA3T)kEUq()>ndXqvT^aHqgQ=QLqN<ck4guv=_<D2EoK3)mAQH8}
z{X>AtvmL%UF@ncY!lqq)k@$e|LtrvggAd{mpIL~^fFHex6YXI>1bPCj_EAD}H&*Gl
zn3*@%k6t_kB5G!u_ST&bfnXA@80Bo0u<XX5AFe`=j3X!EUb#lEp-E5E(TjMN1;in+
z(11L^FnLJq+{aQP_I8h6gunTWw!-aJ90E;*aq2vMP*puk`aGN=T6ws{-c4k<L&5&S
zt+Qk#A+l@RqNeT-14x+kE@u9jHv9Xo%`^)5Ch4I%VjaEm>zzfacq~}8TRAoHkNT@q
zU)7BFS*aWXM}`!Su}Bv_1k!h!cBhOyq=NosMEDQJq1V+q&bN3<cwzF$;Pj5Jz5?6d
z#}cJ-(^dDkA&i*d`AvP_afh`O0ijg&UIaW@cFeHiW@2qM$eWQ&dTPM`ufv3O7INPk
zPd7OADoN+b*Sx!z*!ijAE_UiTEi_I0n8AA)W<lE_9#!yeOiYufNX^d#C$=JvCA<os
zMB|y@Z`NLcib$aI;1GaL>pZ@vq+^s_Uxa7%N;)7AgRNr@0g&B~bd&Qx{+6w45W{P3
z7s?0w`4~QT*7I>a#yQFi&+6+~pF;@cN*v*2qOVOX@UE|=@Dbc0fR!xbsZ=sM1o)oR
zfa-bk5LoOe_WyFrQ~3=-D4+L8vtP|ULi|1OZqiinZaw(o&BhYsqjK0Do6IB@8+{0z
zXWn+P*ByVVr^cN8C+?|U&G4PNlQDAskDoDwK782yVie1GmbEZHr}%zp3_F{x*%eiu
z?97J2TjisHD=S^1Io}2@(m}gJMEcC0@Eq@}&<rf%HtwFWTGNnvf_t4Z00v{;*P_Ml
z+4}5QlvsAKx3t7*4$^P4&y@EKU!aX)H?^VjAkQSp&Pku)G&OgQ%83;CnyyZnv#hP*
zSZL-%-ec?I=JDco2Rl(n5XynDok{O32nIhMen}lodn{WZtw4H>aWtH+e?M!5i}r^f
z1jE0@8gakPc;g$vq-Vi3{Wr8IS#2N)iwWwx_@+;XfLf<zf~6bE1h2+933|$I2dv!w
zYSyCN_rHMxp{e>e`uKY_G+89h34B(5E5807K5~1$V#$i5Y0mNGA%Hw~2xK+*mAG)n
z`QgCF7%}{r05Wg&gfz`v=xbW}441Z&HW^SM1iNDdolm4Y?&F0WnSz?WJ~ifq?;7UU
z&;!B7WHfBfV+6K>haa#F#ar-*fNkDi1>5W$0$bL`%C40P=^%9s=#I4dtu_2Scz3uq
zcz0pbmZX*O$UAc=E{4PHAV>`yF#=opy3pk^sLVd}{;bjF@Vvh1o2?w==^cG}DRvue
zqwmfI=`<BMp_=F%unh?FWyQDfa;GzSgy)l*J4KhCZ6OQNWgefth*%Dg=t6R1CPDG9
z)j04>+(T5WM0%QE-BxCLiJC~)C7iU02c8jnQ*J!1hs?m(Fr^!C#`@t0=lqep;e9t(
z<KZio$SinQQ~n_^Qf!4KFY=L-F#DwG>3K?x+R5xoHzDHDHv^N;s7WY>@>9$3a7y}P
zKM%b;@(aasMb^Awz*Z@~wXLcOMqx9Y9Murl*8(@zH}Tm<!q8V5g3u@0o?z8usW|1I
z?U}KCS>f}ihNnA^Y^~Fpn_`TW3GOAk@=A31v-C{Bk_Ah?m0tGoR;p`hr0DlL1c;V7
zN-z(#7972`=Os4Y#VoM5yj^)VavtSlm;$Gsu=xD$vax6I>NC^}^@}~33!BAlC`jy`
zfPjV*>O-sWSEWza#JnpZWU!OGv!ygQoFIaa?b3-*-}2YiW~{dM?^n|<U|9Rka%JEf
zIHMdKFo|Z3n1mTq94uRs!$v$=0MF8C;&x-y2WbMDYcR-?#M1D|N})~>|2iM*HRpG?
zWT_@8tRR%W20CH;rhHzjA95lCZC-2uM%#k5NOIq`LqLDT4ux;B=FTr*69}x2xaFZP
z<=3e|Mw)2uAYT#Wb7ov9JM#~mApD_G_7Lc*Dgc*b0pB&WR55SGaR|&=41jJe2x>M?
zg=?4bjBOwXjV}DH$cFO36cUG!Yud(7V#O4<5S#F@rVXJ9u*-e;V)aVDFuUs=jq6}+
z<kH{jfzsw-CyUZsdg%f8c26jslD2rHlGN_$(fzC4$L=OP$PLp9227GMp40OMv(Ahq
z%jT_Zg4SQl@7wycw4C6-ZueYN?5)Re*Y5RSV$Y}mtpn$2pJ={;(lzrSg)Whhw0L&;
z&zT3q(Ed7Dv<h$SK)te~+YM=Tx6hFYw6x9AAwe5LUk4S+m1%5ZM_<&w7T2Y{SYQ%~
zNo=uiQKU_qp^?_FwU}BI5C~zvk&#4Hz}C|3JS<YL>Ke%BQaai7vTgXiOzswO+*zEz
z?#OlhH5Wb0leRp0XoL0=FUcp97s}<w3)rmI;&<XbKW!lG!^lfqX2Xann4FlI?g08u
ztyktA>8Tw9!SF`}1%LB!qKokAsSxZ26w5i1GLjegBTSWhD=eTv=rz3fClCSr1Ve!z
ztuAAz@E5c>@eQ4uvW%ns=?fZaOvdUhN6?e(eelmPbj$ZOUPIIq-?VTD^u?NP*N)By
zfP=jZqTwH0Ad&+JUY$k`-<W*}^tK0CSe<l$Z%8;cZEv&UBZZg8yR#}lr7A3a_GcA|
z<U9&1JD2i;avf7r`K*?PlWYmdU3tw;A4tg;u-dz8UNg0ebe~?8IRpm2LkN-_y%1N5
z(+=EmcdHsW=D{Med5mmbZi~BU(J=Nn7=d8s(`7bN2Z&xWKME9{9=`c8)6pjJq4u*t
z{G*wEAErd7&L_S)o$2(b^k=-4170V^xQJw1HF%aF2fNKXNIg_flxUy<7>aNhYnRdU
zi{%*$p-G587vwmJLil>(BMv~L6qp4qpC<bo_64eQrsJy4v_5{f)#*J~LeD$iHPE0!
zLpv7K!}mG0ZjP69jbHM(VQ>h%=9$dMGsXB!MWDXMe_DTZy2zu(!*Ao!Awa&nEjx4w
z+*pFT?)&T*#gFg0ZQ{Gr?bff2b~_!g_IHVvjLou)^!mbPN%P!`St7?5{4@~{CFbaS
zS36E=vrH@Lq0_cqWTeN=)}>s_B_wnq%P_DkdhSqbSH_W_W9@dQXg6?>7}>kcw0h>!
z%l_*Ujyt!_JFZ-63-t)nDN(uMkp#+n7--1+n6vpoe_N(n+M<zowFVfz3AUsDB5tl{
zTIn1@s3h+8&nx@a-$Y+jC_${r2>>l1Fr<+^i@b=G!+^v)9=m=3ufj*iH5@N{vT(s0
zM2XzYztsr>lQF%Y7VxHN(ZQy=;=$!IqzM~u=z4g@n`$c(oKASF|M4Zow7VPR?DbXm
z*jp4@h~xH<*G4LyD#3EDI+;km=f55EIMzdRbqkv^BNFI2rR+oyP-JFiVMTk*Rg}0S
zL$~D$Jk9*mO@W3rzmdNk-<GyQm2^f2^Ej-yz7t<voqZ^=K(G<Q+;a=PXF^nJ32SrX
zG9P!;l``ufmJF=^#HL`+2O1MACXK3;78dQq))XAXdf!M%6wa9HnbgeI#wE{AGMSn!
zVk=@;j8ET{sk+ik$Ykxw-6_w$cq%f_2NqkwX+`7E&sHvaT7t)W`ch`g<EG3KBoy;v
zrHvySqtQC{sB2%0|NL%`SI@47=QY`;@LAMC>#Ek3G9KG+!=<*5Xl;TDLRUvA#c!Ce
zpMNsYcw9AmOg26eC++EzHyS^2b&XG@bkrbb`>pI^BRg6k32`T)>GkKFGyJjmEtf@j
zNBzolX<d%v1lbU8V_j9Gt&dNfIzif{5DAFoU3U`|%JZj|Qi{J`4AUGG^k*RG*<{Ln
zFf(!QIcU+6hW-gq{4cS%%IeKOq|*+ku@#9vYNNZYI_f}VhuD+ezqF5syTaC2;IYtg
zlgZ6}cQE;5fpgZevt3n+FJ43@!pf0N3p=xTd=;keAP;o*VO7xG?WT@+JD!0qZ1>;p
z!(r#f|D-OcFseSDu$Vc`Qo)4ajs@De`1;0*wZ}AONvvKVRGeh`)tqMj+4R^N-xQC9
zZ-_2|QDD#@ekE(@BM7IM0q?)%`DeNkRD)-EmVWXO{F+*<_L$t@D+f(mSG|^)W2zMS
zKqH)4;QQTwcF^3>q<^Sptj=b8<AFw2>AB5mpS$Z~)RSYY6xI)4zI#`IT7*%4bI4CU
z=cxRlgt66M<K7L2@;afZFT0aZ?675X!;gCN+91@am5PsDiVdf*^j)}<Tl(x#*_iXH
zsO=9)9G2-XwU4jbOPzTZWcn<axk`<RBu+~g<2>zhX|HsC;N8X5nl}Ac!q7~mV7AhS
ztvcoX-*R5R3gxYexnZr^TqI*q$NUh)$OmtJ259g%ga!ku4nFOB2Y!$Pnw5{v{f)Bl
zu7MkefF<ZIocG@}A3wvji3vjpz2N`ZE%^RhcqxMb-W8PtAF0OMHQFKb14%%D7K{bk
z&+er}eRI_D%mLLmA85|~mdN<mJI2Q1F|awUVGvI{+zx=@p_`ai{DlTLe7zlLbkN9F
zr+2<D*Hd%#{Im7_g-aq(Zg>qd_)53V0fq2HQA;olsF_y85B%POu9HB(kgf8^rSE>_
z?@`_#v>j3#DTNsU2{VxaDzl7zJ|hhedsO-{(3a|y|1(1jyhgB=K?0xCYXJSV9ng$&
zAIUXI#W8~}+!6oQ^u1^H8E}C5x<7S7@GkHinq)V!UP^pxlP#kMEFti%izHW=MIldt
zVZeqN<oXyGUyR2$_(M9Ndkn1j##y|!C5gGJV2s_ky&o8n3TU^Qd<};7pa=f2X*b`Z
z{T=u&Xtf}(ax(`OrrUpB|KX|zPIR3a9^8Y+!M9h!v*Qf8dTJ)%Zzj+tyWb9h^-ho<
zz<AumDf~gk0T}gJ86i{SDpbhutp9N|U{tc+=wKhVj|RPgQd)$9uBXbve>@r{kIea?
z?oB+)E~2T)9t?QGuv<SqxLQ%@tLlgSw1uN%>}%xkMH-;B)3d~K`&hy*7;X%>5px{^
zr}lOlGN$5j;a+g;Ds)3u>QehT?bkyN*@&*uqXK}MjJ4X38HJBL09k0Fez-w+)&v)O
z8oE6P+mb`dmgJQ6!0v+$vd{gA)Dbo&qgZkGQ{)Z;;^&>`ov`-JRvX71Cb!pM$%W}1
zk9HLmg|c6rKI;CcSfK53apnsL@SZ~;hofx8x;<k<!8v0a1bTdoQ)kI=r}Ss=c{h(X
z`t`f`;tw|Up4LyHfMGA1=MhYLW+}f3z>gB*@}mF^SVVmbtOJ>MLE<OA`z_e8XhjOT
zg<eVc`Z<t34;z;2S*Ip(abPrX<XHxm!KA_1;PXT}=tmf`{13r%F0!M7V7ZUJhrbX3
z@_Y3mkZ2NW{Brb7{xlfPdGPCSkDi%99w&y+aTbBoa{xsY$%eGY@EroYU##$T8o1cY
zJ7Q4!<#Ii>o32Nj`MPx=_c(6BR=VJeZkEoLkALvphWkbrGTOlV^+25XgWp8(gKM@a
z8zem?zDF<PhTVmJ7}T-86p+RZE-2@33kqs4s3_(~zpQMgXOF9*2aJw^u%s?)J-lL_
zyaql{@@T7Hzq4-r7<~-P%K|a5<$GXe&<e|jEOJ(i90XNN@khd6Ile3q)Fa0&t3ctG
zhA)y<7O{3fHw0GT+p}``5XX|X9hGaKZt#41RIZMG-x3dpZz#S8n|r_)H7&O-seXjv
zlWT4|-{S<o*HHXq0QkH76jXe1CJ}ZQ4T?pj0yxwk-Ic%ohTQqd$EctDF<jAMkw*U=
z3Lb|2)B`QiECd%t1tL6XoCzWckwKVNaQ^2&3VnvZEov?@y>-I?G+|D4{VJC~oOj@1
zunihe8?ThZyGCM6UgPKwfd{V0L*QBtUOhj66>@*uTqwIt?r19|xgTH$dFdy0?(ogC
zX9jFg_#pdt1q}T9{U>$3mvR)BoKBSGDR;+#D;j%rrjRE%v!BA)qd!5DSJ{VM@R?7K
zHY5Biv8b>=1|1vqdqJSMJ^)`?7C)di8LCJ-?{ou%7Q4`2nclQf0u(863s4r>o3@B7
zjG|{Ddkou6STq<LKPxjl695$hL!~tzj*8aN@BXYUO?%w7V0#7F7C+J-NrI6BXHeX<
zy>J45_wl;Xqg}az?=~Ju#IH8qPi*tAjYX3Y{D?g!jW|$_5{|)F)?jl(Q%1$7C7y%X
z9cG(fMe~Pq0IUVNN4gB!z~itv=MLd9JUJ+*a$wG}v=5xMfpYY{HvbYPJ=4_RX8YX^
z{(nAhRBXit?@B5Gg)wFlOHlHn9eocM<v)4g`w`4gaX7mx$0s>tBR<a`m9C@Tm8pJI
zU?yQWPH<I*t+1Pkhrqc@yD#1aqz-%shTkJ0|2+|qEa&%zH%mMzU&`}V6YB@n4&Z|`
zK|?Mq<V1GnzE=V6Ko#^INuaLfAnq5!)~7OQp+5naFQ&nhxRKH*&i6~>5c`|z6FDZ~
z!~duTw8jX#Q!Ba_3#7;hI-qMpdPx6*VJW8|Rp#)XLFg_@Z)Zhk4;zlhQ?`9hM})5q
zXKZeh9pIS$jxkd#7OH%41dShE_+*R5rxMu0GGrekMAWYGlmD^>j~URAi~44MlD_#B
z@c24BcBNbRABDw4l)#r)zML8+)lsGvF=12mZ~tPZ{pnn~M*m53nHT>tfmnevZmGXf
zBK5#<vRjobe7~a@@sDN@&#_t!MDY@M(eoby^}@?;zpjKaXaOen>Hbdm_}~6wcX!M1
zcV@}?ZIK9+naO^m`|o@O===oO=J4M*t=Njy(!43WBG2NfS?r@`U@CFr7s*QorRE=y
zywE`C6Zt@UKF#CV2eBQdQ$b&m-oFpv7hg<AP4ze4`kha7&HmPy|Md2=j3dc`&Y+OH
z>43_k=OCe|ukkmYvvfwM&rsAW6x`2`?W%iA*$n1{{^Hi1{0H5-<Uo#^Fet@@$ZPc&
zx2MxjA$xX@7bkxwnr%%VchsM<`>9JOva_`6?5{s}XOvtd3e(p9B}Bpg+Slhob@F_w
z#><B$H@nww-7Qnr<o9sQK*cyfw}=MdC}!B33WrQ;Bt~5Zf+bjL!cb;RYvA}e$PR$5
zNgRm|s>ED~NT6PHdY;XN>N4L%AM6dNY{`=%!Mrs=-XSo>51+PR(q)l61g05KlLvrI
z6OK3@Cj^#ZYqi3+fc`@O#Q;N<AWnWZR)^t^TY^xTNt$#Bgd~6t9~2ek>xK{Eu)-5+
z;F-(RSgH7+czSWrr|u=vIs}?QZ}m+)=0ZKFrO(oc9|8oRDNQ+=9UYMn|MMWgqTnC<
zzNM%3rVDg8e;7y3&%IX)Wl!5!gO3rIZo&eNa0~?$qxW;)7EF4#U;Q-0lO}H(d35Ts
z9K)9!p%~)^rqVO)R!7Mif0U%=<+`LMN688fB$fyt;_rqhEWj9-FcCZkAKDQL&Qlqj
zEP=r<6tq4I5{n0<cgS-*bCDWg3x6Y-3GanygQPM1rDB4u7q&<STHaHq;1N!JXW40{
zb!f}pJ1E{z+4)Z26MsgOj{kHS&LI8^3HL|V5UMs~1KH#VD}ePPN7lo*o$0Db4E$$4
zfE{Hx;hP9CmOnC>ysuU3)O81c2k7=<#<cmMK6lK2%<95N*X27S99<J(V+8OH<fx<T
z0uJ?uH5tkdk!qSgx-QV8T=8AlJf~r_jER|!ez2{jKj$|0|CAtWe=^zs`=n_~0pI*r
zgeU-I@Fzk(`0y`Zt7E99dtEKPTm6s&#S<9g3MPWT2WYO${EQC&QYQZ|U-vF6N?)%l
zCaMDjJLU1XlaoI(bguNjLTG+q1#LG<j9&-mxdF&9sE{faGpYYmbns#R@7Edsm0WQS
zW6}CfqL$?;Sw%KH;>=MP1Jz69f37-uec|dAX(y`sZykS3YkYCF&rGL`2+{XX-}Lui
zv61lKeS&uLf58UL{~djHCs~w7+DGNoiQIku$@v&Gl!!F>5TGE*z-@wAiDpeWCS?%R
z>Y#<o3+6%6eKIf<pe@R%f#YX^Z+35j=9&Pw3B_3-0e}(8yJ0<ezX|vhe-lm{ih2M>
z$a>E7;D|wsH>%{45Ro{ZfeN<wJ(Cgg@DM=Dz~88XsS2fa7>dCPFIXXzN!^6G2$s<-
zq%GhHK@+&G@82W&H%<P{C;yh6f8)u&G4|hj=bx#IRcM@sXYNEXEJ||`?(_@cG})N5
zelN2BYX<weZ$Z0vFiV-4J*h>M)UnVjQ~`;j0llOL%=1sMNo_$Ml0NosZq}~2%sYBu
z$c6AN&Jhw*Z!{fUIM9amc<+3yGlLGmlLQ-V$;%KdJu(X5{1l}APWZhh@q<fs3HRKu
zE=1#Oc|xLX?ZOs}QwfF6c7NUyAzM7tOJ<^WJD3Q4rL1(>KO+CdandoecTwe$-L!ts
zg9Vr6uyzs7$`PL{yIl!itB>-#C<Q+v_|#`uyhg0Z-SBa+n#vU^5(gh6PQ1$K+uAm9
zqA3MRIhJdjz{Qyy@)o-`6(pez_!}|LOJfQ;co=IU>eXCmh8~razo*mH=q)7;x<B7=
zynmVV(?!>k$v|n|J8rrTgigZUUOh~h3_PP&EaY6=gg$~@Z_s`%%#WXTD+oDr?|`Tn
zEb%C8!qfs=PQp}gHZYME3i0<d5uBkX*4k_@3diqgu3MD<S{v~DS=Z81^@hFZm%%Xk
z<NDnTFOiBWGH6&->0I=iagR<H_Lg*A3Y_Mi#z5j(o@6z@T<pEJSQcp?FOr6D6z^Xg
ze+J2(8ZnyIVHv~Ze@qvU_}m_Unp8n}4dQ;5n}#`YMx4&v*X>fkr{c2i(OH8Jv5T;d
z>LM4N8NnvH#+QikcSC!z*G%T2D3QeNnGj_$#FPw#V>!WjCDS)$h_}wOQsKdMNoDEL
zg)-(|-|_kRo;R$!rxTT=J6;&|PQ^df1$m*zmuGo?_YI4jTw?veMYi%d51kLr=|lBy
zFP6;*7V(VbT2a>gnjW*KBuCh%AfCe^%9Myr;g8lcWRWwh<IlWDo;YbdWj6T=MRCz@
z&zbmSIiJSj6KJzs9z3L$;wfw`lp)AdyPYnFR(YN4?C+hLbKl$|cmI`;!p%{xhmuAr
zBk1$^&|&!QpcU>K;4jPk-q#Y&s^uq-W-g{{<~taR$r5;tf6p^C*h}zhHubl&H735z
z+md5I`^%Wf2k&-<gC)*hc&xiIcCrmZUogJ){-Q|nrvo!DtEWL${0C>-0e=_fc>~{~
zj$qaVel%$Y^H3reyES0FXc7{1A9=RF!b02m3Ih918`UMhO;*iU#zf$am<!Z|#aa(}
zFP?s~G3IAI{~+JTXSo?`Ofyk}=6N%$RaB(KmKo#fV;>E`C+~oQVnQ?pW%Lbi^YMHO
z=d!vUE5Uzp=j(=ix8JPH<o%TNyn^Lges8(gpK{lXhEF%UCHv#=5G*noUDMF5>@VL#
zy3UOe3)jSN@oX==^iAwYKlM;^i^}xYH)cff!w7*UmTsM1_g{FaSVbDm8oBKtQg7nI
zY4PE9m1KzIdM7dMEHIK=M5_BvmDq-UB7_C8NrtwH@q#iqnFmMFl)rTrrj{x^cK*7@
z2WjKrpQ)cTy)ZP_&*$R7kJ$HgGvs6I;iljg*8k({eT46#PsHa{48h9EsZ@gs?VV3k
zovO+tdd|I13C7l0&laSm>P^0FGsD6`#!mq8fE$h5bjndj(>yI}>K+PYHdYQL%Mak1
z8u0_;{U%A6q8a6b$~+lGhPIu`T>gPtSCXC^t1Z~gvpiX9x_x3_n|i;wE_9~KQ1Gp?
zvGWO5uLc+lW@0jOM_U6F%`el{pBgp(`Z@ulOO^@N0PWN`POqNQ+JEJZBo8mDx-J}9
zF$8V^ii1@yJ+LqxtHL%cH-Q=XP@9ZWAQN&qyM9+4U5d0uc4lGnhmNP{6MJR?4F2|9
zbU|wVRF#8vTkPP*u=)Zmv`O6d>}{-3LoWK<zUgDN&Vq>>=1^x$78w0rf$cAg<HbUh
zIS|kDDpnl5KNe=^Eyeh~t8R8ZkT1IPJ7)Zf)K`(w_0BHSkF|WW_l>iJ-kpO`o?$rz
zXtzU|Kqt+Mm{l^bB3n+F@f1;fj!k?=h_WDJ)7gs0*`GFtJ3jgjngjNwCe|H;e$cwq
z-@v25;PBA&nUX7!@X0RT-AppQs~XXPx3OORONw01UN0o~P;w&IP(eBy&l{n>iMnXP
z48PNvH^rH<Sl?^cTgwoP_F2Nwj0S_{2PPNdI(7o?q`j-{7^T@1x9YBQ`I$Gj2%Hd`
z@=BVsI?S5<Sd!w?-jwaen&%!)M%$lQlrK0x3#0dSGY)&-?%h{W-$~`kM#O`=eRfTP
z21ITqM9U+o2deDEKBbIp!Ez1P?Dxr9y^FkpX~+2ajzMmdT{)B3oJqTZ*tCdVkK#}g
z+*uZO?xJ&jC~GL7fg>Z^_~@O^Il|heC}JM=>8-2Pv4l?d#ejH!U^x3v>O;O?L!O|A
zFa=sZIg`~m-u3L*+>JBvNe$T*=C6v<G|*Y*EylF$#p-hbYpoDeCdBxKVs|oWS?<-*
ztGqUk$=SaJ(67;07P_ukzkZ!EZ%4&-@mkb3;3MF-@Wx^(xaYZ}e%bMfvx~~o4>ab5
z^9PjJ3mj{=C(3HIqLZJ!Vvk!FR=ypO0ly-gh|wnc=vC|_a8Z+8H^{^E5RkOYILl*=
zn#F5C>A_UyBvxYN+AM??7PWO3d`-o5+ozf}Nw=ry<A-aY_n;f{nD~Qvu!=IWK`}&_
zQ^<B8;&Gd!jG!cE5p^V6=Ow%3yfKFzE&CflBnf{6nNo)5aH%mg3a4i~9jnxH+oyZ#
z{&li>&jYds;5yEzq3Yh7H+`e*3y&{5PZB+Z7tC5rKq^w+zfrVd1&WKv`FV1bLiaf4
z0%fP`KwfmpX`A3DetxW^<mq+mvQAs>d%;asmogy&+IF3nFvy~1j=K|ACHaKp`4c19
z0H2aUOhu;5KF9chf&3=5b9~on=iC}pdW6plnoB{aS!>Az?oY=*x4e6xcD12z>p=Zu
ziCFRULl(AiUH7f6OtK|xY<`hllD9!_FHFN~E(lU#juge%@;~7b7`|isprPJ2*>kz1
z3U(is=l}Q*dxQNt+l%(}-?Uziy3Z=bdizX72iZLM4uNt}F>X$^in7pi#SU_GDw{qh
z(4|x}U+W5Xw6QU{u3ZzIVXy?GdRc88_RYjH3k_Fa(Q}@=x+I8=fWjp3RUNFNv4tC}
z>xebg=2n!(!IrdTnWfQ;AV*XC$J4`*)NdUUbKc`x8T}#3tVVq@tFA(`gD(1Bu~mX=
zlo>ZqVGE5YGf9X5+QEue-_8!Cz1)sqWd5x2({BQ#>%y>oxs6O}akkp!NrtWHGtl$^
zk7!|W)PqlP!C?)IRs*!Jv#u?@=Z!7U&g$yo8a@$*<7$LPAjM6!Uwo#1e@tO4{ZcsY
zqgOdWa;Bq(datO=NP?|ImVWbfIsPr2Bi8O-{^G~mclIxY_XKUYtidyPN+@%RmUql~
zG6Yt)vgH#q*E(Mk)nrnyb68oJVzl&}pXl;OWUIm2K1cxIKK~-<^tIw)JcHCFa<c{d
z80gv*HU9cAO>ATy`h>|fEq#-!-YM&^=OB|iJOx8d1eST!lAqpyrP>ME5k`6;z$(b(
zvuEl8;8Ei;Rr<xZEjr@Xz5vu66}BLkXsEPRH6{>rJ}oOGTcon9bunq>I9;XWxy(ZU
zQN*`(gMz56Q}3J8!j4P)Sn$UkVK^V#MtxQl^s+8V5Ub@ty{d!jot4nz;rH|<x`N0{
zPHhAUlAspaM+S;DEi^asC47O>DHxGu*&piOdGuz8!I)RlOhxHqNl|B)5Q8$n&8;WT
z|J93Z5+lkN5&##0rIB~52Bwc|6IXUMp(0)<`Sc;6xa|al?R3+ed*`h62twVZ_Xx|e
z=@u#dzF-C05w>Q=ck`VxWo18{KK@;U!WV0GpX)C&AL`t&v_LI#YjliHya?Gl5e(Vy
zNx)J9+w3-`H~p?o(`!lYFwfMEM7!WDO4~`ZyhP(77#EyQ+6DUX`oQu6tc7e(H8b-O
z)3-2ZsD$TUJ$pUr@@t2#j!6NHuboVQgZ`4fqeLwGv@<`a!8;`gGVs8!xQ7vQ4W}BA
z_gUcGIg$KLHmL>QE_vu<_X(ER`ZH+t_45@8v5&GE&w0j(p)qlfm&*xEbO%agE#%4@
zLj^;zIdGV@&g<9VI<FD^!;)O|-`^5txcwf})L}fqQMr*#7<5T*zmQD+5O8d0sOu$@
zLp#m0&ko3RHTn7WCz01bAaBO?Y#`4MWCa9C^|N2GiDOd7h7gnrw@lF2I?v9)=n}<p
zPEK;U9ReZ;Jx!UbxVmKky-taV*Y2%21n4H0rI|McggK6{+3$^_U>&v2ZqYo@ba$=?
z6V17^AAAQxw_6#pCg)l2-XZroJ;<mPa#c>><P@aPGGu=y4Y{ZoT$bBI^0EBFo=tA*
zSsVGO@UtA=yL4YZb-KHqdQTnhp~w|>%6v29uFq?&yvebP?KxGCWc*g^6rlNVjxDDj
zBGSUrZE~x57=Qe>3Qpp+`2OhZc8OvK+BRp>*TA4EhGCV6nWzS=yS@a>;Tf0QW2IJ1
zAGy_}8?br4rBuY*;2$qmv;>}Lh;yUXav<MyS#WtjNz(=Et{Vq7ClOdf4~Jf-zS2*r
zj)bh-moiZDrB$tp;mhe91M4;l4^7oKms`WJh<W^}iB7j^RVP!wBxxa|9ZOBTRhq?s
zs{pE}RY)vFwExq%Un+#FtgC0?EHln)=H&E7y>hPYw$|jMZz~+oIh{p?VsTbqZwO7G
zTx7qJ%twz{rKZV1=s<s&lJG2zxMow`P=$lI*tS+AtX@sOuwX!R1Z#xk@ZG<H7P~9r
z;!>LP;PNZiM`98LTPHv#;0y?f8>g16wpXC|uv2k)(>{&pxU|yfM~3Cv`NwNSN1A5M
zRLIbIk$KE<_m~^reLjDS=uE_@cjz<EjQ+Y8K-P=J@!+akqT8G{>9Q{G(<w7_HIA2N
z^XnD67aHmk7P0{bMF@0KEd13oN5yjoIVP!J2|%P&`SPhZ_zpo2PBp>HigOX`mDJ-!
zPXK1NDMZN07D=54+^pUWtXb`sN#a6FO<F8z6op)L4BXBbSHJbPu6y63m%cDKa((d?
zA77!(jj&uB`lYixs#7o)M-}$obq=g1hhM4G%eK0wAvx*I!Gg67u$iQL>#oM^Y9I4w
zLpFIoVIEu&_HKRS&ywsTFqEH4cxgd_&wFxLb-yXX4zsR0unnP}_^j#1@%dAmZQS)t
z3BG6cy}e|H#idz~!%wmkbA_FBj>T99$u5M?nmsM6dYr8fua!89lfL$o9%BsATolT^
zQFC#dEfaDQWysf-t}?itS~ee)7JY&90foF(7v;A91~Rf#W|GBO@iHhyAJZ~-g*stb
zAN@-J&k5Q7<3l*n0M1OQ^Xw^tou}SOW4DUok*w>57`0V9Z^3c(`*gR@B_#CBIA^2P
zzWKu=WjUkR0A5@6wTsQr<Wj3?(VW)lqUd|X6l)Y#w*hF63;{A11Jgl$$<I;}Sg1+9
znw<AF>_M>JfsTJO1}w+pP1C|RvK|7e$g|*vk9ewh?A&D6NCu7<tN^|O`UF-~U`a?X
znZ^v9s_DM?ow~a<7u6n3Sd(5|XD1`tC@DFArF`htL_d}|g={$%cMxly9m4w)0GXr(
zn%6}7Zhe#zpRkn4dn3+IC;^kk73HGgF(vh~E?+MYV;|-0>e9O72Lb|oiZjT3)t8X*
z_i^Vg*TxhCx;Noo@2cR#t2Th;6it~7s$_nJhr>Oh_>BS#VpE6EnZq(P--%<sNK#Ht
z+Rx#I+(pb@D$%lr>{8>gh*Bkm=NH07cKQM3os`X{2t~0pKbqkzPmUf>>QH)qcKR6m
z+dKs$;~}R-@gj=`SNKxKcgWv%KJChd6q3Q7I9I){uB<Ib1ZXm7`RH0Z;FoxY3@rMJ
zD@vrCExPCjv&P#z?s3rtm@uN^*6hj#i?2ni5x;o5`fLIE81Ps7wW#;!vwNc)>Q)LW
zT6Z9q-s#C9aC?F0I#+0V8&722DIuZ{t2n=zYsV#>i!rV<eh;j>&%UjjjNm;`yMc*r
z_aBK8tn4p!IRwgzOP^7HU~^+%HVsY4P_^tc<q<*E^PC)D8JnZ);dDi~)Ky|*+*>lK
zQb?m+G9Bqg%{L0Ay8Y{Ta);CG7oW(PyC#sNeHpEL!aOQCR^<_w%&s(3E=1H_Pn177
zhCy1UEWev4&$IqoUnW(An?qfkZ(u<P5msg?4cB^o*g+-d#|hfR5Nf^Tq7`nZ^F_ev
z(yUET!#RcTX!TEu&KVkfiY*9TvRqOF{6=smf=@y>1t#E=&%uD&w?O5>38&g~*Q`c0
zt<Ojk5r>2UN<3#}pM$qn=D5uCQ2K_g7`|j!-eDE3z1VGbFSB{hx{Qb|w;B^wI`L+B
z+$~})r`A1WwdM`<stdFPbWRA`F+^{Y6scKR#}lCAtZ+ZiwCHD38Tx**<A3rZ8hhsy
z*~*68j|E?dUa7Xy7Pe+FFL=xGh@og#PRa}qZZ)@c^bwwmzeymxb-V$r!P)p|Fk@UL
zm?3QD8|*BRGhh8k`fd;VekP=&LWN_IPQz}3H)Y9n-F5Q`nTnNCc*abR`C6&VOkL%Z
zi8~Oc7kYzRyd$#HF!Im7<}*tM`kUYK6-=p3g#x%12Ey9`Sf?EJW88h#3l-_k$&>Hx
zA_cu;-3I{}^+>v}U65O=j>yW?{(jM0iZAXWQZ^9P4fOho<q$}#am;$VK!^%;J&@jL
z2!`wZ1;E`JmVC$zhLv>Q{VQ3SP9`k3yDoUYB}SyGZhxArLAqv#D2+ooFi$3!BB8|B
zG#G#v(bSm)iz=6v14T=g{Rid5pF3<imM{vbC78OADe&E9?$tZX#fm6zVl-V@nxUcf
z6B{zH9_R5!-e#><`8@vu8l~70|JI7)3svJ&fv%qYI%$kaE?Cv=H`PPE{Ay*uH`Pi<
zZ29t@ZaVpin1oM6A;P_je|+z-f)xiwHBiSUo~YPlXHQaLv30)y=bT!OPD0ef=w1&8
z!j#8iT+BvzU-A?a&{(Fa0lt$__3kChJ8x}<X>!f3R(3qp9dn<YZ=M|?Y~Xv74y{0~
zMRS+bMS=NHKmJy{x#XI1!zmpGOfZDOq2KgF3-nBOlItajb*<?V!IcYrvjb~LwaG{B
zT&brYG=$D=Wzt%-d8?f2S5hC}i5E%QS<ABQ-K>DuGI{aLrj#B63|>)u8!ot$cf`7y
zsjr2=*1i$ry_T4C$q1(6shsqjc6s<l)IW`FzLFmD9L%^PPgsZjo@%AHoOHy}40Wg8
z8j(X}YH(zEXv%k!o#1xvx&sGaHffe<(uk_ed2U(u87ad66pV2CWBpBPKyrG4x^fZ$
zU(^B<#7+8OB3Jg)(g-U@WGwM6T|-)1pY1Fk4LeM4FaXg2GKN1ax}FB^j*k_4o&RB8
zdsbvjc|*z&i&7KInzf>L-g)SV)ww6;GM9WwrsT;ugpACAXxVvSF_YH5g@?_JdNH4U
z%zVvzQ&6~<=bg&qfuALaJ|P_3B{;8G5V74ux$?@{l2u1#LjUrUOq&otJ~#KJI5n_f
zkV@EO>?@SwOHe_+oQm|;82F}D@MX*BFO;0|P~V365myFS+2)Q2vpm^ah(GoAx@Bv{
zrPcA%TOIPH8u}=$k2BR?2d58i73fnx|LV%XbI_^RQrZ~8w{Z;2h-)4KfrweWfaB{4
zU$dKKuO9j}_TIChXSsEKGeo!?Or6)u-EzU5$<KYsmTzHWVys<E+xH+~xCC6EGqYL;
z=B=uBeJ-}?YbNybLhsA3hd%)zn<<+*H1A6={__?csJJY@pkuHl#`A)PJk@*t>GKVh
z2w)S5xq>qQ3+}Hi9ALkv*GuQ;*(+!SX3TQSQyj|XPfWxltS^~>J6lCx4dN`Of`;X4
zuh!-v62E?AKS6XbMXPexK-P^8lhol|aB1KU`zr6#P?1;m35%v7z=87+Sf>Z4c5s~j
zLQ11-dZyG|1KPHL+}kPnX{*oo-7K_J9V)bq8HVv~JW#l}eoPoTjCA8n4Eot^)fK}T
zOmyj3X1G48r1dJ2B+-KuN13r;nFvZuV@{FNgdCbCJ@$D*uEiNr(`%-Ti+)^*pE8kF
z1K&iq-jj=z7}!W;8bKEtuKU)tlwqEJ(qZly6BqsT^{L=D<W(>3J?7rAPNmbjot_dY
zcg`Y@m-a4<a2FD|F;zTT&U_;I67ZR+hDW3Xt)=BHQv}$%-|CS+B^dP}p{lT}6btUz
z6>l@C8V?Tl^34Av`*Eg_zN7H!!z<FEZ#&Jwf(Ioz4gBQ5cCu{1I+c^+;}!0Ao2tB&
zLGD$^f;_J#R2rrLf48n@fBSnagk`iEV9>v2*VOM)>ROUA?r2TJPfISOW1a5YU3w?T
zr@8i^BQI-Qb|?9^2a1=!a3zdP$s3mD9}DuWT%#PCrN(K8<GT#ZKfUE>A^H+r=Ce?J
p=R%Z5BqZ{V0n>*PpEG`m%!?3P=%uB?Ki#hNeI@?49FW7Y{{yEqUVi`p

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/images/image-17-Quarterly Growth Trend.jpg b/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/images/image-17-Quarterly Growth Trend.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..2842a5e82a828a66008430a26ebdf3f203201b65
GIT binary patch
literal 20182
zcmeHv2|QKp+V^4`B4fxrl(B@&88^z5WGM4gNl3^%+ahFV2qDBaMwya%F0&-_oM|I7
zdmA^ly}#9S-t)aro#&kAyx;VD&-XjqZ(%KK-Rr*Q|8?Eh4L^pT1!%6TX{rGP1OPw)
zegXJN;3{y6goKoY_!KEADH+)*ateA%iqoeln9tBr)3dX1a<H?ov2pPT^K+fQ#LdPg
zAbsJ|Wl;$U2~K_)g)3t6!r~HQKL#NnBO{|YO~FJ-$s~4;?VQ+u`Gfxm(4GR;Ae|6`
z^8g_&0fd$S-wJSo^CTwt?F0PBhky`5L`*_@ij4d;ctZsZKu7?A5E4O%iHV57y92<#
z14OjMXU>T#lhEniB|Yy#FZLuh^AxvA=_dyLeiV=RJ=b6|^0SOg%q+Zo`~nv)N=Qmc
zUy+f$dQDYLT|@Kwt=k5MM#d(l*7t25*xK1YbaVIc^z!!c4S5<G7XB;(9vA;IAu;Jy
za!OWqPVSq${I~Bul$BRhR#n&3Hn+64wRd!OeI6Jb8Xg%P8=sg%&Mz!}Us_&SMQ`uy
z?(H974v&7&MF2qlLKgV_FNFO<7cEE^ArTRTi1Y_t1cYAT0ih)#J|{|YMp=*at_$6H
zu_veKRbn$sKap{Z>!TR%x%QKv<&l`<MgJh}H_HAw!h-*oDEps;{U==$00o2q6dr^Y
zfC2|c0$D-i|34iUi*sRANpHT*d?UF$*?vDDgdZ|c?Tj&RWWfXJEHNjCR=A5P+7abd
z3RLj9ONy5;e!4?K>zQF#E&1mxXCsult}q`K6pl!yvXg4Z;Q`%Os)R1D@0YFvn|5WV
z-&keU<64k-AiP8*Zd#*6NN@6CkC^aG2T`mA=3Ee0Ff|vP#o@8GLTFY^3=QT$4K<y~
z5IQ=+U;6^GXvXDQv+_E&YqvO>?8ZL&^F8n9`Hpb_v)kBgy1lWmrYgPe<t(@W@Q;uC
z135HZ5=E6)hRUQf*iwK1hR?9(&#3Sdl3O@z7anNs#{;JYn>lxxb&hxV@c`Y;FXo-A
z%kR+BlbUy`y2VZsvd=`AEwZ}2-Wh~{k4IWP&8a`WJp58r?&_=8e6Z<uD91~a(EgEr
zjl$y0gpdo&L~Ox=(k5uC_&H2=l0k!(&5I4~k8vGifcCi*cLPVLZsqW$?E117UCsiZ
zWmM|Ii%*dh_7Q-@{Hq+Kl4wFJ!H>QzzMragxL~F`P=K1GWo~>4Ei!gv<MFk7cWd@T
z*?}eI9zUv@?8&tWh4y6kflJ~+%-L7&hNO${7ISK2Br_+&rALjVpCaN(yUFF;zv?u?
z$jgTduf;d?mt@-GAVW(gyJn73CUbY@yUk^3ysyZQDxk}HaGwWC5!}6wn3dNqCk|2Q
z2az+>@^|f};@yOsv%ISi$v&TMMQ6u!j#jP8T7<(Tcq@m_%@8er0H~O$#7-$Z>tU5>
ztF_zNis*hr9iE~--YPT2IbLbK`ADXt>iS3n8jjJK`<}qls`*aaE|@8`*fS=%A=G*m
zL5&rhJvJQPlk4uTz6-6Xh<!=M`T-?#BFK7e(5YU>Enr@UM!im_Of8Pp|L*-UF&gSk
z>d~FN+|YLq@IVWK)ZF|Vf?;hkw=S)|+dV127hA4~OGhO5CU~buStEN{?MElJF>qvW
z*8>`})-U-Q%pWI|^!jW`>Y!m90`=&#5%Rtvhe@7Jv^m^K`d9d8LauAQ)pM|}$%0=z
z{ipsY+FSqov<5G8^fiHxY>(9_HB|wh_NrMZ0S0#Chs_4tA#a9kP}lU@=%s5v4rD}W
zqSH%xhZ_p)k60ARE}1;Tt;P>G=qOv3&O?b*=jm*htTZ20PF8EQI8DXe>bSm*2WXaA
zI$BsK%{IghV>iCvBY-$_rxn+5!3RXN_r&7LCa>0EGN_VJ%O>NS8bq;5N;1t<<5=Q5
zRv5QyF|(~kEA~Jg4Nvoez_j`M&Z$whSol^^8zQ=%j;!w4Gv`d=1Ra5od!%FVxlP5h
z7N+A8jE$EP+y%%IvMws=%E&uSP&ch;Duy_`t(l#nY0LE&su-#;(TFB?H$Pb-cxJ$n
zSK;bQk^n<Xw{APsHh);rl^S|3&*mN#(4egwHtqb3Ww<f^O~C}l`Gz?mER@txvG^Mv
zcs-IB{|=MaYGlL$3(2h<lqkC57-gdVMW$U-UyF@y<>m;(mi0L88G(^2Ll*^_^O*qO
zTLmE)uX)yufD-qHySE=osekv-t!sbmO3F++I8ygHtk5p4PfwLTj9yO__~XO4@lxrq
zhX~b_solW^XD_by?>shsLFy_2c7%y<(Wje_RJ+a0SM3HbwD1TFI4UlxK~0;oybG?O
zspfK5X}_+D^}jIqxHqA6<)B!w89`P)=02R-YPjLz$InN5;WW+e=h*nI*GAMxN(Fg3
zGzU@tqQ^DwMOC4=%-T$aj$KLrx66@-ITf}|mX?$DBXJhfH(w|-b$2cS<V%kf&tuH=
z8qKaqs-CHtNWbp{?-+YQ?1~3iiuo)!wVr4i+oYxFxB~4k@!NstF<z>J@~7W?8=Fuj
zT1LO?W(gV~%z2GKuB6-Zge@F#G#MXtz{|A>?U2Kgr#2Q|INiSZMPsiy1m5P%sG8v~
zKUkryS~aElF!)NuVQxUvLcDp>lX`J4WRDHj3`ui8vT>Q)r6sm+{y6*nmWqY(w_5Iz
z*>t&7@1<w)Y;a~x{hW|>9|m6f+b{o^&3|RTcHFfvzBr@XQ3MYjTmh&S`XKowmxplT
zD<dgS-<#Nfuv7{sgvs53WlVUNs8uv*MTxO45%R<_yb2Cn=2i%JTi*9FeymK@C#tut
zCbzoAk+Y>rdPJ(@po;Yw;QRW*gyNez9SZN1?l#lwGvi@5q`J<-8d!Z{d&~A2`Zp%B
z-uoLN>qN*_U=Fn$_lrGS2rF5xo&bBfsNx1Uq_)6Aar-Fi(}-{3Nj@)Nei<LLCd`FP
ztUciZIsZi9`?J9KKmQJ)Zky1?Rn1MN3Q6r139~)^ID2I?XAd}nZ?93)d+&VOpTAMt
zzfc1gNt8-q^ru!@eXPD@IjO4e$=iOE&fqwQ2k8B;qA!_-l{)YiWqh>t{_-%N$}>a$
z^^WE2dSYU3u#850Xq1)|una7uB*L}7(LeHDm{4p&Gqw|I8@3<Z>@SMe<B!Oe6Ysn4
z+EKG%neCHp);l-8>rH#-$;Jec0UH-LVR?S$d%aSmsc;ce2V!4^<BV?^l|FNQ{Z29i
zJXlTaGS%Eid6xA?M(+nZEl0eq6Hgxq7IZ;grM?qjv+djVF5ZMY84<G*)9dN$f))t;
zqr*VRLXvdADM>5t%2uRpmp#dCNsFu?c`YqW43hIyH(x4JNYSCvkcatoP6&V5oiGl>
z*D`rkq_!2(GTZ)co_%EOwbsIiUa!-o#qR)uGkn3UPsb%R&mYMKLru>I3%ZX}XoBF%
zgP!2XU`J?OU2tNNn%e%V3TiJgwO)E0N!~M-o`btTn&jQm%GfA7I*+Of?{biY&0MGM
zKF4m1*rXo9F|5D5o#&`FJRIo=Y4Nn==u6TnXJb%&l;b}j%2rw;fU0b4qV$Ne(jHmg
zbm1n6%F^|6{CcX3jmCGh`nH?dr^i4F(*h*6LAhf|TXA-NY<nwIHehkOtN;_|&B7$y
zeJX^yp{9z>_sPc|-y#soLjX^DeW!JM6Oe%#cmFO}VF*W_xav@O-`lzs#+zsybgIz1
zi;FNYIfFc144s?wv`}n8JAg}3wOSsrpW5&6wVrG)?P^=&c}0PdDprrA9{m;$x9A}1
z&6pMVEFP%T{@!r%w&>bXgzXH^1B=uXlE;q~LVbClEMI7OE@NB;=9L)qoZiz@eSB0T
zV`|Fm#<!;+*otE*L*INc!e|r!eTJ=IL~8Hg$SB<kD=X_5H|3qwMrUrf54ivscCjb8
zwo>dO8w^CaSzM>TbkkevCUkSqTl4ePJKt((!n{S654vxo?M8}f5Ny_U2)90JT!X;3
zx5fpw&d?Z1vnc0VQAJpV+;-3AdH^oQZRJV|!p9<07N@fL-ZREitG?`Q713$73GiV(
zHI>K>^S50Pb`6FVBM$b;=bsK(s1QtHe3jnWN3lc4@gwyG&C?PwpG?o@W<E@06!iZf
zcP&#*nl@5O2f|$<u@w;Ua56m{b=>yByX0D&R?h8)N|>-?2*C$2R`#;qMGFs~-e$_P
zTQ~bQw~CQ=QS0#jY>G1(94=e&mQi{_yTa0ynX2^q0s>iZ;ExW$cr=L7J#^04IoQ9k
zJiNq1qVa0Z#>#Cpx_ZmPhMxbfq}x)-GY-0PR6=8{1BBT&PTKxEw0)eN^p4=zn=l7N
zI3Mfd8zs4+O0w~bqX>UzJP<R*jjQRxw)wsZ#RKPYsd&J$6t;Z6sDbXhpka(C#-_w>
z!ZyT1%kQ|FEBU^c_u?HE)r-JK1z*}Hx>(_%3=|#++v~Y^80o2U`;=TA5NNO`4`1Ia
z0lZawY=@oKM}Ukj@th(Sj)fOg(2G0yMY)&=<f-x^KI-=v*N@nDAp}NsoJLOLV0`iw
zeOPGT=Uz7xVaXS7Ia0<E>ojKE)%-%1YkyC29erwq$2j=eM*@{y$V9#A&JC+GSQVX9
z9TJHt!mmTmGDTl8=#obn#}9okveR^#b%tM<Tl1@VGwAfOS;Orhi3{DX%&y8;e5H<~
zO_lyO3uqup|Jw({XMYtm!$Fw*m82u@XJ4GoihnPj3uZcsQMR-I)0O9~c;MT6JkSIx
z9Q>W$qa=xPg>5(riZQq3$1R4R973@MoT%!0os(|r<82t`oqwcdKgXe}Hz!tDgbok5
zw&1V`+{KvR-_I7QkoAuTkzw+?=C{Z&3;X@Z&^Z@x#Bn0$!2%vY-*&yc|Lowi;72_0
z(`8sQ5)D1L1l<DjEoA<}-3{8Umqt(Uz)zR)Kxi8hwrLETiN^zNdYvs3+%p0tke@Fb
zWnrb!mf6U<(<>FUfH&`LoeSiVwCO$)uT5D}oI0FA3H(9CH|7u@EtZ#_dmg1fA+VUp
zr*zhQL+%w-$8?Y{>#k8aIFYpxJh04~htv7-YLLSvW_TdO32_L;0}KY8ogh`@f-N9b
z9&4~&%0WB;G9H-^PHnUZ5A;dvU=g4ovSY)`)vNU^Ie&Rx9V^`6jC)cG16hPM_>Ira
za8SK57QQnl5O+KPas~4a`t#U7n6yd%r*l*1rnZZDoK+9SF<MsP0i`MEHtdIBe;WEX
z!G$t_aT-;-*K|a(f(Jkrqi@50Ci@4+zX=pG&Mif4)!#XSPn(&w?CUXG@q5Wt*~;)A
zS4`<YY~%NMoCUu?@kdVNuh%YK5Xwj%UJRD@I4<lY<Gh~u$3Ew;xBvC$jt)GKexzRA
z<4t3{&3<Son}+|;jWcSBXpV%LmCKrr+2hJ$8;OGM>gG#C0z@uG0(k+K1RdPI`onTD
zRjs3X_Oc!^@i}26W?|`~-#PWAohB4S<1JueSOwd;G!7xf9&gM0FQV@|tvgu4MRJ2D
zzU@$-!C1Gl=tRNhE~2JtEs~)lA6xIU-9g8`2&n1dU`BO3lXPZ5FnGsJ39*PC=hH{V
zM^cGBCT)@_(aAzwt}$qa3%vciF7>Zu{WCvzwjvSRJRNwzDi%~jAxkpL19Uv@+ABP;
zwhcWYF8Cy9{OIm2kntBg|1j6vM+8H+$%bKTwXkKrdeery*%)lFht<(0;)v{RdRq%p
z;U-+5P#c_Y2I23I>L&QiwoXaY%yT@TCghpWhBd?kaRC81tksdIeTR$I1OF{mdc&p5
ze+MlQtRWyxBWsAwPk5kg^u19GmI@D;6~pRCalMwGjC<X@{m+3GnfO->&d`l1=`i(r
z%3lfJpI9}lHnh1+%ys9<SB<^mta{sd81`v-%+Wmm4uhW2{jPCyFb4}A&HxPzs*eX6
zxj~a#{+lanEp|mRv`OW*HL&K@KG-tnTi6UOsNC*9pL)!d>ve`qh<|IE^RR>NQV%t4
zJp-+-7PPwGpQ0uN7L+%bH?2^$<(x;Pt5yfCFsudVPiNka^sZd{kq06e3sdS7$ezeC
z5{eTBP40JR^-^#d8b39^B&=`|DelQp(g_;$3XGs9`2DFRt18<wg=~dx9HU_fXuKy{
zI7|#4c%J>sc?o4!^fiutgn=E)5XZTGp*=I>g=ppjM-wFqsnT1o&&a|Diq+@BvGGNM
zD<Zfk-?ak%nh(Q2BQ=KBhcooM?5qYggT;56?2BfsUm^8#j%`9Eiune<Z7i3_fvoMB
zD>>W;S@Rk8gMZ&qquAqzRtJkvOs$M@P3-bZqcqS}{{Av_&du8a7f>N`yp6zGuocSu
ztK8)3e;+kjn_o5bp#ySo0d)HPpIeeSLjMs)`tNASAB0Oh#x`@bELbMI2@ZK2HbTRX
z>!_fzqgg?ho66-i@qo%n9*&~v*n)F{g9i^}27<AR#OkED$}WRKWP|z)tgp!)4}^%|
zMvVhSKA@!|<fUD5-$Xf(CA`>TJT46*%~W1lv*@AcdbrdJL%sDk!2^n5sKn5e!<uu^
zw%B7ZPR^=~_PsRN`Jj-Z=m#p17P9wnAB;sGL$h%VBF~{q6Ek>#@NDDLtY}Y;9!>>N
zh5qx&emp>))P~sE01@Mp(^e{a>T=W%V$#7#tB)ze1%S~Nb<XamK}#|PveUxL)c^5x
z^uD%?XD>BjZZ}@S0|*Bg_LM2~cSAZXUl&-qyWYPugS}{V7S>zQgd-B-{5^dYyS(&n
z@AvJtX8??C8wa)De!Nyi^|3}I#q`t3DzB`{z&+2VUwQi0>F8xbLgdekRo@SffG%5=
z<AF~}c)+1(;sQl8t`E(Ba(W+u5yJx;?l3#=cwFeQ4wf0VUpw_*7o9mYMqUsZ!#HJf
zJ;kP|X}tgC6K_r#t^<SJ5`(N1PdX#RKM_npTKqr5i^Hwo3pD2U%sn~-ml^Yu@IUxT
zp6b8jZUC7o+xq`o6``BcvZC|$YLW82Wmg$j&bs{_4>)<rNh^hqj#R>aG7qPIUDLk*
z!(#ax!3#i6A75=n?21glX1nn~#b~1U^SNGlMG1}Ns+P4QQ+2$zvO6nhH0gH9;~#Q^
z`yu|sS`5B+?c4pUiRBl|#o*{LrM&9LLNyc0VA>d3l41A5z||OkwwvsqSU0l4K>W(;
zXZwr!$)A~(>yrG*5cCA0Cz(i{BgPFV$_5WiEdOMd9(AgK+bB!ZGe^hV>LjId+Sbsq
zD0O)P5ISF40|8U$FzB<CUV@J94IY^HSe{tI21$w>?SV$FB)OenelM9W-i)IcOa|V~
z;GTdn=7}~QX#Wkt{Pf^Fy@4w?)UMa|*CBsE7|@SqT!+oxf}v~C@ZYe>`VSNj`o-ll
z2n_uU)(He2AZXhq)4`HE<D@M`{{krxI7Wk}6T(}d=S{@}QJ|asX%=hk0@<;o<+f#@
zGyeTMKsW?C^gdoF>OvD{%De41q_YqE=@lS|DS#aj<>82>@c?TH({I=${Z~5Iu3p1r
ziae8)7+jaIOP?EhPw9R84n?|uEegKTNQVbH@c<Zj%yYrFQBskedt2FS{}cCrb&4OP
z{;L7)PtC9YC*iMo!hxMFR(nf+wBgfQU%UPHw6fjxR;0_P+R3S{Om}*Jad)|V5s!6l
z{lgG*VW;%Jn@jw~_I?TCe-Je{>q#@b5zSIwFBIb)9^1y6)A`adF|8L_CaCiBwP(cF
z{D}!^{%Xf>xf(~Ok&=jO718HE$`#>|+43*sOA&7z9{h7@;y(k!{%_oqThP8^SA|x~
zP1{&7&>M=&BW#3$7Hc&xas<Hx3tymEivU(t{rGF2FCb)K%_Zoh69PQ2{ebgFZeV}|
z1APV*ccTS_nxp;Yx0dc7OZYE>!Lq5{YL^r&0lb3!NJfk>-MAn;a41d<W(!uTIT2jE
z?8b!36K=tBxAK1jEJ@glcz_w!2c{EzcmE?J`gsl-Ul_DR36#3{D}IZ&Zof>D6IFl(
zot+X4n;Z`28YS5b2}5EpZbt@FlO+BI(EfDtf6)?=pNaYb<bF@f5tsq}00h6%xZ+PR
z+e_mOYfm&XO@G~|)OFtZ40n(xN1bNJyk);Cm1EQ`4N!c+f0L{JK5zY3{k?t*nfE-e
zZ+E%8o9u>H(w)Ru9np@#7!@7PCneWPNYP!mVN4Cf>(}kP!4!UMbl9HT2IJzM>VBvl
zjapPk$YTAFZ8CQ6Sg-1IT{lxN<n2At6l6QNCi`rn9KFJL#@M*k_tG04<w-XxV}#B?
zLp6{ATqXr>>rR?Y92QZCs(u%ZQ-L$OdGQY&_xB9R_;N7AyymUKWz$OQhtgNcd~^pT
zN;OFJc3i0!EzA6v(J{f#%4+<qswTsX*yg$AbgHZ^jnMq97m!ndy=whK--_y98r}5o
zVg=^MtV>23p0^y?_hX@V^TeGTybYM5m)LOSiy!WHc-C^5phjE0CPbdyN4<Hsv6y6s
zq;gx-kfXN7`Hrfh)mx9kVkx7Oa<BJIS&4orXt}sR0U3+)JvL%MQ^GzpUTE>5{`}<*
zB1YHcM6eu_3$7U$z*`Ik=Il2g8E;0A7#AxOQDM0A8We<IRg|eq7PcT^;fySvITP5U
zNb$z;%!F6P>O6Pi)5Uv98eARq2PQRSb6c|n^=J~(>IlUxm5Zk_A;?Q9f$8oSb}>S!
z0j)bEr}CICX+i)BbXWe~iRpZYY&{2C|Kj$p0|UqXjphX95N<z$KHcF17SFN%feI^H
zZ~@Fc-ektoeuB4#pgx)0zagC67?-ftnMr&5j1p6q3^dK>K?0h)nS;6VxyE3Tb56z6
zx#BaDtx;1oT(3_A2g*0p1`Xeb9ktt}OdEW@f(PVTk{MXf=4Zj<g8x<Z{m<rI&yPGW
z6@^xz)O@l%m03+XY7c<GMsjnw1FMYk!t(mcraBhno7rRveSGZuRuK<;eJA`Sxgfhx
zb3Sg$*2wBYlD9v)in+(TDF(;gSj4?t%QktbYh3c{Mx*n4{;Xqg<;NDaI%%PJwtBE)
zIh`q6h=`z_hb)q#A>8_Q)0~#K8xH1Sb$kpuQ(A2kg=?E5p*jR(-dfFlr|TO0v{DUX
z18tA5)6(EpcMel_3$(f|RK}eiZJw`wvQw$?O6;}ECx(x(=0wyI7Ps1Tun)zZuUZ-q
z#){0EtjkMTnmzX(Ygw9mwXiS`5c*u1ABZnIHN{~uFU7%ysbENJ>a8>`+E%D>?&jYv
z@h%a;*v~q2vsR%=DkH1nAPa5$Gv<4qyZnP|mhpa%oG-npWTZ1Ygd6od4O&B}C<8cp
z&D~SQd5KsRw9VJD{F0~s3biISFyXm*s5c&X%&81k&-T`?>Y{Q2&tQz+nN461KB%yK
zw_$7I=7N17amYgT2JOPgzxB91aN@6id8ga;^Ox*uCJ1wJoSk)b=v*?xeC+kw_nlmO
zB+qx1y8}!X(-~s4pu~F+f$+^65BQm9urde7)kT~kYSwdP2TR?Ij*Ckt!(X8+nmEd3
z*Qv5LzW~ZQsd>T=FBG0|AAYYZ61h>{U%ve4(mh(U*30jp$qGGE!@(D3^cU&%bdCQ`
zh4CM*)Bfi(w!PVA<~O(NtM0y9cv|DZ8AM7LBq31Pw0>IWa04t#Jc)yW<?cJCuwI85
zEJZw6tk0mlE+}$LIEeGJ1S=T#5#WN!*jdER1em}=z(NT!AEFQM#(e~{_Vm#v3^PBt
z4xqkIoQK_S00Dm&6!Q)k%KCr@-U~sODz<PWV5Ox^@8k&xX%$LfC@~$}#UROlzyII-
z|F{1A+y4H<|5(9(b3by&XQ&SkhoC4au;DgHBEN8ET?4wbqzk&6ac~6}TFM0$GSjYt
z?g>QipnJLw@4>Z(-~v6Uv6NuR0iONe`}wPxX42EuO;EEgkQiX_-@fx-D|RfGYZ=>U
zo;7Rk{1oKy_SF0kT@PUYpYiuU`l+<NG_vh^Y_91gg3WY(qvrz9(k-61m=b-8;VA8T
zAFD61h~^+U7Quvp#&Z}igS0zZc~uF~3{JNm=#0i5jT$HsGY~H>HiYIR8R-}5s@0{9
zp@^;R(#8AhmHkH&&wSo~$9OLL;$`TGJ3*hGF^+F^u*Fwqh+`^GcQuruGTrZc(TZ%)
zuzRZ6USz8<_ZcF7UbihJM!P~vuXbON@SJUDCoOYp#T!~RK?mzlI+G)>))K0R(t@OE
zl4YXJsZS?zPL#O<B?w0QmAE29V$E??^V+N}2L<-9O9i4zvphCoU|RkzNS0hM3QVdq
z=MaZmE_fi2^3k%Qz@WV55+1PC<UYJI(?GuW6`BA%>i?rYGxPn5dB@W#uReKrHO_j3
zF-*6tjRo?3*l4_faq>}-v-n7Myxr1)lhw?i8i9w6tWNKb3kyBa%yda`e-xr$cJZ9o
zop;$h@j=9Z5JUTn|4r0lLW|0WUf0{R<+O`1F*O+ZNMF5KHs;yO_cbTmk+1Gs6q6Rq
z;pho!RCPxxM6>M<OrKw~q2b#Onnko{pr)%E&-Z5!>61LMNLCSdl4tYCpnNFEX^vKl
zpIf+<Z$T6rX2`>u)<l5qxjW&nhno6=<o8Q`d{erIvHOTli9MITGdJ2U&N$6dnl<6&
z0_`g0eTV6b16Zj(;cOoG1EM#rLW3nc8I<pS;hFt%pjbcls`q}a|A+GY)K2fuk@u<B
zlvsEFrZZOKOMY&0a6U87Ye0a&uK21hCTXsYEajYw(BOqnQs_<2WG>ET#2bG#)b~8u
zX5sslvC;JAZ~9;~8k`XsR3G33MEBX?OMAV{b~uiDEejPBL&M)>DW<-gK@|+2ht1h}
z+v5Db!Dd2CSwy1BEduety5X76gO5bQBJ)2UWKhB3-?2u>G3=#B*ly|SV=b|$Vn!#?
zjV%k7v`$v0&K^(_-4DSQXn$z-w~F$rGdf~yvSx2K^7>vsIT}h4iIHIUTy!kj<PZ!y
zF1=Z&6+q2(BCf<PL~kUNk5%rIXi#xrO@2eyJZXOETI7ix<ZV{<491j$8HAn(oCmX`
zSF_d(O;5rnA2Cm`FN$@SFZk(_MEy;dk%5qo(crFwRrxBT-eg<fS^3gkz!gRg)Tut+
zLR+;w=j*E~gf^aIIx&;%TW;hVkXL%TGU~vc-+iscp=1`81~~ktuEw=n@Nxu|gjW97
z&)W;{&L>`BN68tSi0f4imoGaPF{hA)>AwH87L5o6%(7~VY}?SwIPTK^iLOP5hU%AB
z2wcZj;45V0WITWjPak2wd0-}5q$QD&@>Gh$n_FR^xO4+^f?(tWef8E^n9whVMm#r3
z{F99w<|j+B0uW!g;EPnGRoHC0hNaIzdz%?edImB`_UISo@nCVvbbhzeH)C2RK_|R$
z>9Wgf_l(oG|3-CmEvC(k%@lgRp<Bo)%IfZr1L<(2lj22hC$j73>Rv+*=EGyK-XW$F
zB2n%_zIv3o(~}_s%t_XqdDa*fU|AsR?ZeuN#OL=8l6FpIS}w)uWU%)D7Fnh4ob)S!
zJofErJkfW7#$CbDD>wtAwm_kn=Jwt%WqvW`Wdaj(p7R{jy95Jz8hNfH?PB8QU(4n<
zAlGUf>^C{=hvw$1EZPF|o**9ek?N?r9zk0vA*MBEc1}FOURSPFYuCkO$Z$iWJV3{4
zk}~>CqKELCcK)|Q<whhyA}oX9t1|jli`xxuH!t$|7%`1NtG@UnT~bF?RYwov#Si9Y
zH{x2jKG(7ZUo`#0cE2C>(H)UzrU}zUB_<gCW|b`cH?GwBzL0fN$uYZWntpe)YhkQR
zHZQ2t?RCX#_PSPf8CtJ)bdbq!F0A*SxFQ?$gJg8*Fsxc5yNB8hg;JxRbJ{LxF!J}8
z4zcurt$p9DjKA4Sf9Y|%r=&mS>Hg`6Hs*8P#C8+J4J~di3VV05brZ2h3_Ns5Iop8j
zrDqkKb#xcJ$HX+L=!L1;#`y$NRfKgQ6N?-inWCApV`<gzkdMAIdWEsZUEi$Q1>ug0
zDX`qgJ*nk2+x==TV)2D0E3xV&ot|YuBc))wdfvQ`d0nr;UfZ>_sH*Ct{UTohNCc`Q
zD0^_z$$78rY$lB7X~Fw%8NRaz&|HyL1=1Ty%~eLhBTU7PL3WGR$bFxLL}#aLFelKL
zT{eLHaJD|q&-PMF*jKyfrcU#<u}QY|qAKO^K&_l_3b5M9VX5smTgRXFT+As_bk*P{
z>5BQ+QfI1cbmG?uq`>#kyR6x<S1%kgZBzQ5jenz@z2bQk@Luuug>t%~^o0{`m&S7_
zsiJ&L;p&m+TlV(}Dsp$iqdaFfI;_5UWKb30Xr~~aGwY7xUU}ozz1szzzK&strgcNZ
zkx6u2SHvx^QAo<{5=PUmFDcxx?$}n3Cx}647p%Q)g&*N^YKvyVDtuT>Hp&(|JNOr`
z2&T_hXHZ|u`eox(v02A7S9}YO&8y0>%7}9D+RRkvViSRdwognu<@C)souh_r+qLaJ
zlJF;3T5FPIs=Rk*xx;&%J1&>Mag)Y=+M1CZn!z}z4Hc!FPLmpY%S2HcYI8)}S+H-T
z{gPO;tlOe`w@q7#LvQZTNuG9oq>nclp;LEvadQvq(by2>i4*OwVE4P~z^=F<H2#Vi
z5)#2U$ep)WEP~`zROq{AwFdKg?SThO+I(|?yUXcx1MXTxRqz339>_tw#*^e;SIvzL
zbJD2wBCO23_IW&TJ<4$*Aw=GVg77LqpKl0!x53u*L!bLnL*q*xhvxj_uK~cOLoZe?
z&&qqUwWW0;=YilU))N-){`cOHF%Hd5J4hAUT*PHgL0_OhZDQ*EJ2A~RJxqY3P)YE5
zc8YZLjhc(A%ABGb77FwPt@hIp5v19al~sz6a`Fygf}9I(0C6+ORnVx7gJYniUcvi=
z$;T-AOX$vg`b-Enk&&vU^SlUMZ;=J(X>V`l@2}RY6J!adly~=_pj*Z0_(*ny<pmpF
zO590^QFsE(@8CSHB3Xn+qvU1mR@s@u7Vo}Lek{Wo>Y2{ecOLaUg7T?jLr1S59`NbC
zwYy=gD2npTEp|BTo1Pp%PiK~|#6!fekoGZhr}sLrtP}1|%*D=ngJ_pzL=kqq%s$7y
z@=Wrh-D54EQxm3424oz`gw<XcZF?8yxHXf8M0Ab)D?+j(4w&iNIR&HJsIBLz&9y}>
z<|^Nm)-@+wVk7sttE`nc5Wn_>TRNh-4eRQL9@UHF)fm-WeDG;4KJ?bcx6z!@glQLa
zEwx;xU>S6;H)bSAPMi8utyIK=Sl-v-y)o%Ny5gc+qZ#`Q)X%WAIctex7fr7^deXmI
ziXeQw|5X;glAl4XfUzky|D5DYd`zbhdopg_sr%Rn1^rs*P{gm@^is<wZ^B%I1foq|
z0~zEoO2t?so*&hOpIB{GS+7Eid{f`vw;?5pv>gbNpKLp*Rc+|(b7!a4sUChKcbd1*
zwySsUpeezfg92sK6z1r^;@O@5xv4(sL(FDLRg>>0DEW;W2WM+fzIfU4XqGWUb=~y6
zueSPDAf7Fv8k_jjWEZZA%J4jSP4|tqlRpJWLV85CA??~v@gzBRQI?**!{*U3P<!&=
z>*j%KP5Jwpv!i0_6};SXu$Hxna)Au0Tg~aGO8XwsPbpJ=&A@hx7q4@w_9|o7USsmI
zjmM2A9#+2SaP;IqWqPja@h6%2>JHQ0=XG^{r%i;5bB!}1oxH3;cl9W22kG^!@4UP$
zL#k^>)XYij2{GV%^SK-E_wc)J(nnp6{gbP=AJp%(NJ*uXw3g6REEY0~X8K?14+pj&
znMX$X>MU2!sIr7!(|t#JN7g8{3pH=(=y_zkmq{EopOlbAr1A0fMn|4vQz+n>-BL@y
zL&<uB$AfT05qiDJ!Pdc=I^N!qvfkut=Zo`8qlESIdKkk>!y>P&RWB_+8sRJz5~Lhq
zHP^^!OB0>B!_n<NE2*_^HS({%wdqffQL2Ea`!B&<O7pD1g!+}+#1XrM_3>&SV9%z7
z>V`bdy1kir&7(AH4ZV2m-c@pAv;{%6sv^I6Eb*%2_)T^1Q(owMk)U=wP>!9^&gKMl
zO`}|akBLZhCDDO~X>vgrn&7h(?Jw5I5=VW;j%%V^pWu?q$uNH=<h{bFl^)+Tw?IV!
zdD^#I?NSuBqmSDF`(@KC2UFfR86h0*cRn0Rt3c%k)_mKFLvyuZo?{vvr>7=A#JHJn
zwb*X^lM%&VHXdGZ{PLJ^Qyve<exjP8^*5+hyO3eO@sXdy4Yr2|l=m_y9JQ|357&#o
z#nc(~B4m^un3p4}DNaN`Vs(6Xtq5S9vAK9)R2=NyVtI?E%(Nn$?qKCQy%=i1{iNEU
z1gM2IGvpR8PA!7V8`Ba55y)<`B}~Lz*L<*ggvRvh)6f>%_=#Gbvn!@y6&c;uc^0|#
zA84zquXt?Mu#20$)FmMe$DYfzGxdKgR4A@fbx_s`y3@c0(u&6j+Dk&^)HL?8=}9b;
z<{FF1_gIxLs$b!#`Bb7k?BSrms1vt;q{k)zJ*yDJ-sAH%%Gz%p+(290kbmvoKv62q
zHP~}fE^133epCjv?#yx8g7spL53EH&tm9U|1HVZ@2gHnkl`OBnt;?0p65Ry(&NPDd
zMQ+7}@1C3#l2@kvw9+1Rys6uobbK*@*nct`SWYk{67Ej&b&B=Im9^)_VDCctonTgD
zLssu>I1kh9D3y07K#A}OjzfE{`+{Tu<aVuzW0IdB4O9NAG86V$aqlNfE*LGwQ|@gL
zqi8Ao5d~pO6Y|s#eE&;dY(2unFNPg+d`!!CfAG<(tqEA&LF!sMv2UA?Rm%-(CWkDY
zy)mZ-*ofPS0Hp6yy-c?KNH=k1>Z5!TF>8vBRUN(>5jG58Px-iqBOh^jLj{LD4Q1xX
z1(Yo9==lbcf`_~$$)5MydwCCR2T6i1*PkxwLQ+$9NGy2_@qY$8O1z`P(M*Mqxis6h
zK)%GKR=Yccj%<Zeo#Q5o;e7`RM*-(B@~rDDnM<}Qua0KHI)A~yu`cN={|g4%Iu-`N
z#o8d!yEO$@|H$#=`-5TPMR61E2wZ8=woFr^-;?tzNV|xf{yb~;P2R@(Ww9s1bV;6f
z)<J=)_e)b4Ymu7Djkwya)9W?30Ed$NV&QY;RdGn9Dx7K5t&R;4fb=R}uuJi0xg?v`
zQ2*E>=X2`3Zr!I|bB}hx52%gxq(H{OEn%~Rs7EE-99UO}-V)n-Oe&J7yxb`KYPo-X
zj<r|Q&^~)XzXy~4V2jt|$>LUc|A-`e&{YtlA}Gg2V&w0_3RdrQ+dlfJdOBdRYa(xq
zAb!=M&uLfa^sP$23y%uNU83^g%!;oTj9z-PY7BcE3#KVfqYKMF@f{~yA8)hW0ZV5J
zYq>*;^k!xg<wuIy-btlVUEklg(2g+xF-3r9AP4HCBy4x4)KtDW_j#GdI1j=p1Xc79
z*~splxMnt3EF?)H;`88>R(f&Xn}GIH#Up?Be*nmjA~|Ax?iPUi1+`Uros4<`Tc+iX
zNj8=hcV~7x*@i5QQIu&<Ogd`>A%kKo3P!%deD#7M5PVsA%e>*BrI*s`i;V*{@7Tg2
zl`dyX-ii`~zYd!8`oKDGj7}YV`*5hx;k2`XVovmx-TXinjOV=8VBSzkY~to_Fhk>Z
zo@GFn47NbJjgxA_{e;)KUV*;b?;-LAsjV$X%a8}S*O202m26`K#X)76nMFyLm=^Pm
z_nQRkc8~}49W9*OMjlN$O-E-&^9(IY!pjR3ECURuM{U**cX)T0HhV3}KCY}NvAm4@
zL|;ZjPZ8&*KWK4QW1P*#m`1$<@ZpEc-}l$ak7CqmfOp>ziYU%?%u<rYaZIfh_DOP*
zdb`~;(-Jc69nqu+agSPsH5bB~t5Jv(!lvzeV97HEW5faW1!WlFZfJpvDY_&lVYxQ%
z%#zogtgD|%HKQw)6cPEwhHD*NxtI@*f`(-dS~sXK&eeQ_)w^K%C-Y!VNgDm`C*=J_
z?vt?dByQ&{)@MWk+e@130>kbW(q>gO52a$iaUIuH3+{5qVswe^u|^qY6RF`Nmm=@j
zE+m`8^g-gyIiDn2cy-hwp6T;xDL2`3zjXqRW*^jE!&uKfP4cNo4hx*WIR<ViT79%$
zRDOKBvMl(@Ii1>P)r3L(e}kwUIutozwBDW?T)>pd^ds(}=xj8@K)(`)*K7&9Nk?8s
zj)Ut-^!AXC^7li7pjkpc+QF2SEv(JliQ@R1c!P>~$T_YT8a=y&X@%ZeS4XYBG`?3$
z#rb9m;DHEs7)vW+&N)0~;C}FhI8PPs*j#>V&nsI>OyK%*9U2jZXsyyM_mtW=elbPH
z>7iaMi}2kQ@-i<&?I#|LMtV{w==s)p64qFSCz)2fKqw7AD%LflTe#7GS%qNH%bIk^
z$f97mHn8qt<wQagg1iw`H}13d`GsE}Y5e%~gg3Y&9}%&q<zU8SMl+u561x)JGPEbT
zBI;e%LUS!vwO}mAj__SU5U|T|3&+s$6m&HV;GUB+f7x{MJD~^3hT6Cr>65?j<gU(r
z)Bc>^fra8?P=+tT%?xT0bV;=7_my&Xj=6K)K3<GYlS+HQK1bemkq&wH95sdUdW^}3
z#7*Vnl`kQe0!TB8>~WmlmfwB&lWt7$L|UY7oQaHcg~5}-#+3PH*e*HPWE1hD_WW(I
zB1+Ei47=h!Yb=NKp>|r$SMfuZB}uTEtt#AK-PzXf&RU*Evb2S3K+w8ebknFCSXoM#
zLth@)@P8sTBYqG$-tKY`u_p<Zd~TKv3z<$FO~^gdK~?u66(|9HjthM(lN%6|(rq+i
zZw=8c(_7)QiGX5xXBdq1Kd4C=zT#66eUS~|_-aE?9W5jlc);cr#mOf*Yb?xk#eM2x
zi+aV`iGV^+w8uHpTdO+yVAym0n*g<hREzLopUR6U9~P2)Bj1<J1GuuTjE!dNDsdCt
zX8{&>ML3py8&c$}-j9EqKX~zV?s7oHEIho`ibf*fe7nvEixwYmHSXxMR0MnXu0ZzQ
z?oo$NvkpD5PjC4g8?E`|GXz5gy}snHg_>v|Rdq-sXHGnts{bfm#tf{Jmbk!y3e;fB
zfz)I3HPhe^Q&s^VTfURMjtk5?G}y4}(8~1AmDo^g*LY+iCLAN9m_a?av1XcnX1GMs
zkxF_<$hNBf`GIT1y$jVbNM`mmb^U=tNk41neA5mWMqM^{#f&}9P~f&R{W6*3en{ci
zp?5FcTWF#i;^EE)xgpxB?Sf>g@tBF3TYcnx;)$k+HTVkXyC}%KP7)n!j??{qW906M
zRQL4?GY3|?jXBQd5N5@^q2m;w!eGnUad+)PiEs|>C-O~Cg;3*n2m4YJX_1v)v4@G<
zQN^jxI*+35Af1xbG$PRzrNo=rXOpv(CM!E<#gFIfI6Glbl|k&)IrfX~f^tIo?E>6P
z24|?h9HqqkiJl8OREr3mT^&(PXJl5p`eNp)d0+zi?1Y8s*3FSw7W4j2L#PBgMol56
z>H1nB2)nwO3Jd4Ai;zs$zL`N}R$U)Pm(E3TT7DXO6lVf_d~v22O4|b%3}bCFS5o}T
zz-CG_9lpU20yb1%{V1rH%zK*yWaorDDE03PB;7m<f=?P|o)a+_jNx!eixq|04IU|H
zQPOiZ32+>!e=Mu>QRkwpBN%Aa7;fJoSSAK!e^EG++Dp$mTQ0T``NFrg6~8-&H44>K
zHbkopIDOSuWuBM6yvKdze1qq^nUxXW+|tU%%4j4VR!rDs^M^$|Z?oh~ArM=Wk`qOw
zc-%UqOPQ6oM&3dmzmk`m+jDs81JM#7BH;$@fL*gV0mp>7n=>u+K<|f1?0v6Ui#mVs
zF<mrlN4>13dZ1Ws{9Xi$N=UVW4!fEiq`tiGP6euV`R<tNzT0WpJsGxGOuRV)dy$<L
z2iw8}65vvqL!VwqR`pk=`}gl92Fb^?!KmDONL#98qZ+2Z#kCrpK4+14iS+K4X*z(i
zfKS+`pFdXZn7Cf%<71IFItVTDs!dF_FBt2x37}4O=9A__)_m$*ps^o03komN(9p%l
z5KVF3N$APzJ)RVx?6zduy+M^h-lhiEQhtCSuH!w&USR%et!i|Y?Y_1ewJhbQN@tq|
z_eBi}f`!tDQaGv6z)7Ug&C^0+Bqzg}NyH6JZA~K18X;|#XDgm?g&3Ab3k+R6Uk#9h
zEx$kcG3cDRw+`-!)uE^e*qfllPBE(Leo$K(`3<-AC5oF{%;g2aL9tE?f>z?>hC<`J
z{*|iy1^R@_Oy)fW>U_yDWeQJ}I*}ImZ*k5Gy9JRDTRU)2^;LA;7_Gc$t6&oa7d@IU
znO9;Cyo`>HvCXjfM7+x=E#BJS!6rt!DjFXhoQ=8rMkfzr)Kjez<#8e5_TFR=0oEm@
z<}PZd#ngXI%s4scR>ID=YR+(-FGl(R1oGr>cg6bXJmacGL8D2ZInLQjti4gRvutbJ
zK4#k%9DXOWF<1L!wmO10qMeytnaD3hiD_T)GHUOnwuhtWVNm4D6g^gvAt}L^=&EQT
z;YU`geGA7n!=szYbB77as|1@mHw7Qe&*g;)^NO98Ip51`og9RXc1T5YKD9v=?S)m$
z`Psi}p0o+|($Hyg3l^gUJUPfv$KYmxShE|X6ZaJ#jjeZ7&0ZGF+Awfm>#bTrS@?*l
z*eJEj+%7n`c}ntOkbK9S6*klZ4;+kw<;aJ-t6v7{6>{z3zG>x|9*R76yRgGt<$*(A
zS@ktc1Fm{_P$m>sNuN127ok<h@zLnTLmUssl@Y_w7Agwj*CMLu1Vil=(BF=zf*X9d
zzn(spaTJdK5^N)|7AHns{k>-97jQ(l;=A=!!r|0<p@)`0X5?d{5T2v>ZzEX7v$aLx
zsm>R59K{l-!q0_+z}FO9mikFm%#J+M9CF4~t!)?+9M5|4A;-FSwlx(r!HA10&T1q=
zOJ!!QF0?p`lSJQBv=pysd>Uw6ymcF$82V;q+dS?1h$s1Vb&7ZEOYZ^Bk&=f;RLRB7
z=Z6Xh9yfVJUlr+#R=qpvFNta^M_QH2=dgt)8VVkIVeKG{b2kx>&kuR{yvVYsrd`4W
r@x<?Tb<A1DXh%!HC8H&7t1=nr1(9aZum0VV_5Y2w-v5qc;>Z67Ed9|}

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/images/image-18-Quarterly Percentage Data (2025-2026).jpg b/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/images/image-18-Quarterly Percentage Data (2025-2026).jpg
new file mode 100644
index 0000000000000000000000000000000000000000..6510f2492d29712a1e22fd3c06ca3bdfe3e0cd81
GIT binary patch
literal 25843
zcmeIb2Ut|Wk~TbKkR(b@BZ3kJL?p)nlq?R2fMk&%K|pe52m*ox0TD%E$Ve8+IY$FI
z=b$9P8R7uL@Ez~HdWGxW-G86m{r3BxJ3eRn^w8&=?&_+ys=BI=$D_xyptGuqDvBT+
z91sWx_y;<k09^+W6A}^;5)cy+5s{D(pCO|rCnF^#V>ox7lA47P%*w*Z%zT043g?B3
zyzI=(T%z2(R|SNGgutBQ(qh-7t_TWU`*9N-5)u+JQZjmSa{6m*%xu^GKYxxJK~%&z
z?s%PeI2S><R5*B4ILECZFwjo|oWFcPfBWFz;^7kz5)qS}Aq5(godx0I;Njuo;}H<x
z;{&aIfxm<BsR+)o3CIzi*EA)%=tzAnASRWVUB0-9=5`;FL-4*+Ajuh8I(i1iOP4vh
zxOs$xMMTBKC9dC4P*hS@QPsMmt)qKaPv6Yk!t#NYwT-ijtDC!rr&rM9;E>QKVd1fH
z&*NVtynL0ImY$KBmHjp+_kBreS$RceRdsVqYg>CqXIFRsz~IpE$mrPk-2B4gm#<69
zE32r@t?ixNJ@o#;k8$CE@cue1;QOxwJ2fsUU|hKP_;~n4KgNZF>kb@vRQLpJ0)*$}
zG>J?d&tJS2Kuj$klUm$F!Y+6lNps(+?+h)6(A*`|kD>i#WdE^&1^%Z-_G@5&AJ;gD
z3=apGJUl886ts81mF9ouU&ntd4a8=cd}K?Ju?3}$qy>r!lg0MUDLZCIkSFl4WYMx<
zSJEU3j^c-=)BW1=l<Agr>>9{hp*d^4wxYCEHDN)_;1}{lOrbuv(G!~Q2YlGy)~y)D
zHuqfwFSyZzC`XXF>SqV07o=F`4^8M+A|1&rnVvk+OXZY=-KTtHEoHjE1SPg!6Y8|A
zO1MZ*JzFjj>y2XwZi1+^CKk-$8^kLId^3nUpj^5;4RssFaw}vjcXTU-j47pvaUO%@
zh4yuYgFo)uTk*H{Fipyi2iJ#E6&t%3WaRsMm)n*jp{=A2w4voMsBGUV)<np?FRagn
zXSyN{+U)FDY6Wr?7$4uk^CzM&BCJtBcC;%P$bD(sZDrH-r@d+JD`O^KLgcX{&D6mv
zhG-datJaCPs?g6IK9jeY8~8|!zKe7E{dNP`_P{;NZrg;;`kjIBF#he9(YSy&0{9Q2
zBy>!opIX7sm->3Giin8atYm2KmjfFz4?$^Hhm%E6!=ZMmHHN$#4$s*%WbSpmB?6tX
zhTz#RmGnsI^r}d0@;WMJCXLQ=v8WVD_tnDlJ<{85-(4=JZBYw*zbBYSOS0C4$N4TF
z%7~8LYS$n4&}vz)pYh|2hjlNyc46nS4e@TtG%~cvFVDUBqKZr}4a2=|tkmmC?j1?q
z8Siwj>0Nu979QIi&Xt1uf9-$}wHZSOFx*+MUzg7aE?&3K{`%|~B)4is_{~AnSbYv2
zUR_=@@69LT&BQfV`7FnrvXbolRPjWA4U}o^01;aH#J)6-rsmaG;?BO3xktAiWlQI5
z){Mq;41G=vNA;lfS+5;~QtkOMgs(AH#psfGhMgKCnI+Ydu*_HN76P5jgcn@+zQbak
zCb4!XII@bNTCuD(W&Ndj3e`hb-f5d$x^q6Dv0X)GCm|DkXfjZ%=8%T2Q4bs|e0T8$
zYwH`bxhL#Wj{OM`@U^;VwY2nPkAjp~&&9j*k!q5~jT#bh#@^{3$Dq3?rSOd6zK47v
z3Fj>~9_a9%9|<Icnab-jxk)pIb7fpj3+Dp;7aVvH6BI#c$aY74LxN2d714A|9kp(x
z0!1Cltkw8o#>C1y5y2rg6S<=$=u-GvtvB+}2&GeB@gkwz)+UCB!?}Al=es|3l<m2Z
zxzH%yl(XX=fz!kRoytWI6u|zf{UXYrbsai)lGs&Bdbc}W4(V$vFVeGS>~RhzqF}6f
zRtOsQK@P1iLeD0HRta&ALA~nk$!Cz+;V$a;)sh_a4JIrfr?p?nj3bZvOph}<+z^3b
zu%17XW{<%<t#mSdL$)9-$I_IM^m5#eg;`L^5m)_uUh68uT~=agau2?(qA<T}MPrn&
zz!PT)jpgp5;<oqIt&3V_z~d81A~U+0_nm5PqlT{f7QgYnUjxI%NC!20Z){i^Bq=J4
z8!6HXZ_r6$g&;R>Z7#cxl+z|gmKaP=Tz4dOjk-eyWjEGZu+xS0U2-5ptHA>K6xXOG
zRqW^~aIhdHacHKOTX|we;+?+bPxc9gA{hx}^4Sfb#gR+14xvSJYgJ|H##V(pD)j3v
zm*R0&of^+|j8MNwjKAbd_0d*_#Q_H+{5&1r+K;^v{?%eN*GZLodx2;;Z<Up>pU;ox
zdO>TUFcr0P>9lE!J^Pn-$C&{s-CPeu3)17Y9O7ouM{i`;1%}a<)FLq%Jk(J8D{yF`
zuz^5&dkemZpN11O)bZeact)4wret(zb!2<aY^22e%7>5C?MBt*{j!`$nt>s5I+dX7
zeFZKP4__7xSeXq)JNab``=xH^k8-7jU;nRAuHw=3=>Cpo9m$N=k$%d_3B0a72Zcg|
zCX;hJCg;$JEZ0^)f96VJd3uA%9Z!06xL~OT!lKmfWUE_o%}~FddAw8Q!@+~Y`k7GG
zIUnL&1YPzGjokN!{-8#@#M1bP33usqogq6Hqbm!VwNCG3YhJU!Qdk#9o*#pndr`&}
zt~_YCyi%|vv9Tpy`8+Y+X5n7Pf$(t6?BNH=tNOEcF=yed18;PbFp{Xx@pE=pmQ;u4
z6Q@ljWl&V&v$*uG`1hX_ToIRkXuaG(%bz+lqK=YDEYH8o7DJV8)wQf=Af;=)z)yR9
zPWr6z%hs*#i3`zUWTT%|wrLiVc^be}wbpjD!L|^B2!*-?{D|1Q2RO+)!x)qP4d@(W
z|I!no7(JOTWfs7qfm0m}ystiI|1p2&EXFjQFFC!)>cv{-R7`2RNI9jHPX`h6T&VDB
zd4+(n{&i<O`*3rL$W`LbA|}*G#5RJ;1A1#fXvDLKRe5Zl>Yc!|46|%bPG-v@kGM8b
z8CGQdt2uSCk~K;@X04a|R_}?rq2tohIl_-_7v~jV6zd#llv2?5KTjXnO>o2-wYj^u
z6VJK}FKc)<PeV(o1?`wV-V5&W!HWyu>cL;}q739a2F=^$-c=}=#QB;Z_tq+4`AxEP
zkJt7cmw1{53m4OP3vqn!+iuHu90pyfHE(NZDo}&|twWc*$Va3UMfCLI(8l*mwsz^C
z$~lr+UCzLRVUAeg$v$;Sl8ikmFf0(_5JielmG7wJ)%_$LM^?+9z`M=Er~;GVb_^=o
z`++FlnRgD(Q)IH3-3e0Yzf#5&^rT?nic-!u==lI+732qXL~AmC9ZDEI&F0h%yAE;b
z=!L6Rph8>8g?8(iOYeVFe(|WT>+tCjoM)So$O<yoL#BWCp67)7M_<ED_!UGj(}ii{
zP=p7%JQO9VG*XyuX7>0)z#BUbs-31!S}6Mh>jeiEE4Oi`vgT&ReR&$ZuVh~Sk3dCc
zb?-_C?GmSV$C;iO<U6I9?lW#8m~5*3!XO?Gn)Q9CY((!y&8t~8KB7e8igz7x-I|Xr
z21oj+crNhSNpa8Z&Nwuj@6P_>B(Zo5a)g_7*TBvoNIjgorD;2K-^H#$>n^&?@FpE%
zlk&obeI%yw(6-!)$DpuGOc>3_4?}krpKGnOQx@nBN|9&iV|YRh!VGOLaxGccwuDS7
zeTZ0S$nwa}%!ib2cw5kX^pPI47lz?mkI>yRzL#}veW*MZ2kKv#T;j#Z`3O)$^naem
z2Q~*AuTm!X+H*WvN*_+#DOWN3MyQfP&IsXGMA630(|_^hLD}nE#CsM|$(gOeeb8Q$
zWkuWNm}|sWduxIwyu^G#Y!<A_ODAMisD-7~eGFZ`hS>WG!(J{Gil$qZ*qP8@NerC4
z`PMKca)fk1Dq!u_M_t7!npXuLp{mH8_dU7Bm#PJtaY+Ti_r!&DucM-Z=Ee2-M2^f~
zDc-!9$;6s+RuHXuuUgb9?cGE>Bkme_3{O+1Vdl#|H&gM{$}<5hb*Qt`A59(Z!WCva
zj)>fF5=%3G(1tolBD@DX-FFOH<}*761(0Bc;0{*Dpl#aXV^HJcV-O?m*I*jNQC&K~
zlKLITAl&m9tCQ^sKAnL;551L+K`CX?SbR=&-^tdbiPSpq-Q8%w*s%p;h+(Mo-y8SR
z3325ggVxu<*uY^Z`Yd8W>G!rNSFAMkjzJUS&?AC;IFb$89{pQWS;OA6l4DRsDg1!+
z?lEXq9v%t)t*L)is=}R$A)&)6pFG<`y^MA@rEA3<y^IyI1k{@Uc+ePV4Dt!pFgQ3o
zxNA4h@W2e~<eT^T9{Pi=Yo5Xb!bt8Yy%!wu*`V1sxVjE2iPj>V92L?s;gIe^KjG^R
z?m~Fi-KlCWe=oy%!~9^QH_jW++TN>xX0ZWT%LdQ}59pr;fHaW)hO+hfUb?&0GU^Ru
zt>5F4QX&?nLlOx%c7?c#_#B>&@N(2vAlp7B-f<`{REvqu8NUO5IFh<t-Ii6C(e!pq
z!0IvsD1t`1X^&c{mz%TLFZ@fb*}`iu@pa-@c2{?SZiDo7N$+AYG4SWIZ9u<k_nX$$
zyc6N)ntWIKdX)dZ2R&#1Q&-Zw(f+h>ZZbeGg8p<snla?Zpi3c3*y_n+(6^zD_^()I
zv~QjjR{FJ3W#xNYUC);s_Fu3*3xO%_JGoE$;x6U#V|0c#wu^}Ge^!j#usmBD{z!f{
zF6euNt|W4%v6`@Gu556JOJ+>!{k3&#dft1?W}qnVtu^E5dGa#@tzJ^&cC#{uZ}N)n
znDzyGJ~W|_vP)6FxUApoNdf=zW}WrB+id|v>i|sc{H21A4Nt1c5kbO-q)BH~_>2{<
z5f97XG-pjoe&l-u8FzUay$+`sGc>x9Z*Lc~sAw1z&p^LjBrt%bww1`rt(fK>9M<l<
zlE<#X9x&lZkGGPz6UQWHX;vB~-Ip~Q6Q(`;hy*n2N3F8WtW)rYD8fNXd{)f?daM7T
zmi`-X$$GFeIPVZ=eYm(*VD4!Fd&@yWM43jvO@RZ)@CW|O*W@I74wbfP@-lrS1`9EI
zmuu$pYSi8{`8;a;_@U;V<a1M{OfQz9Qr#DE`X6i3UXj_?r$jLF+u=Y~Jw^g*=`zu;
zo5x?|<a(AE*GA>=C(6lFvrKu4OK%y>5W12+jikl4>pln{*4}*Yw|vius9X`wm=5;G
zSf><xO-flUpBYOqU#uE$WEJmz!|WJiR1xUIkxbR6p7UJY8R8k&Nr)p2Vr>qSCZNgb
z?^B>53{arf!1*T!(d+BTL!Ib(O%y}r`$L8*>vAHvAU@TAy&!rdLu5VMilDfW6HlmA
z%YI(9<0Swc<U7s_4(mr=tKF_!`o7O<iup0@@ywLVkb&j2kPQ-!2W!^3Dw*o65yLB9
z3pOf`T6w&Y6zWdKglI3oBYAyi=xg}*J26os@_HJq*}OQszK%xg)Fvqg1~0LkNDS-c
z-UkDm&a9Yg%7kuLmu){&`eR%jvy|r6B6U7mq24u-Bc3xy&rSM0p0D!@r%pT{Zt-WM
zFr1s3T2le^r$gyce`akY{(Tks*e9P#1v>Dg^P0+}DO;y`B<kx5L(4*%MJJdF33btD
zy}S@h#)o%hgpWZn5CDOSbg|l+ZkJV;D3MB7xr2ry*XVu5xP^z6eWjHRb&o#n^B;qZ
z)6wk5pbJMP*y;{Uq)R;%X*hkgq?~py41c&SJU?8u-f=KW33go_b0gD(c{*kmMj#TL
z4a>dtY^ujTRxEbQQiWmmyisVV4^0Z%@7v4@_vL-|vD%M@G#so@p7}I1CzGD#l78HJ
zuqXFfF3N094nOS}<kp=*AK`^i<j`Q|`eOW?)mFSNLkoYF<3aDvSYY33B<1<*tVO8Y
z7TBPyw=h+1`!UEhq<<8nt~5UZF~XZqetaNBH6fIB4JDhZd#O8_2=8Kz2|bzuObsL0
zsaqIb)c~DyVdx}cmkN63b=LOjkdQ|$$yF3#RbG8@!MnESus4KwOrx<Xc*v}m!e-g%
z$c5-{q_A&w!h1Fq?062BX{3)q)6xwRGR$c3A@0DT)@`Hlg3hj~u3(tMUNpSBQjN(r
z>AXrphu0+BdeGjyEkeuXisu%+7f1|zWYdo@M2BTql}~fl)K?_7-_N%Tzan38(?1<_
z$lPbg8+b64{7K=#a$>&zbeMIHe9i6otA{XT@&Z!4;LOL~)9?r3Z*AD*Sv>~rd=bU^
z+unYUQ9A}*EGz=1P7A(F_?T?pIGn36==tgEe%3dzRPfF{@R4^HCfFCx1nP4U;EoOG
z!Cu_{nFGT2$zQj30Z%05-6=O1F9@|4xMM<VVm&{jx%o|F-pV8mUJg3!D5pe^y!Lpi
zP=Y)LwfaKUi*K`qtyh`Fw#LNze)1(Xrd#;F4=Hch>7UpSudEMoR&$=TuzOYm%%DmU
z!UwN#`QS=bj)^S?{rE+87{t?(mlAIovaF=-Vs0958Yr#cNDC#eWxBLIQjR2jPNvba
z^gUdJMUhB+m!towijDZ?@nY5l6kd~l!T1EPwH^B#wyJV%9jN9rD6>vztF5Ock}#9y
z{n4NfPdfTKE?mx#zs-c$>OkbRZI1PeHCuM|FH%;whVjq8absu6t3&&GUdf(SmryJD
zD$*YIbgPn^M{un%YrPtOVo$Ga8GE766fNjz!8cVs`NZPM#0#de(Kl!7U>eRaq;Uh?
zV;OpxRNvSELuETQPC_kzvE5E_;kp73y2gV$f@`9?GIywazC9JhH(REY?lCpA49=MH
zQ9*$x3g-?*f-IiQ2Z(8F_6zUrK#y#^gl^>|)KblTKv3I!pFakjyK41xBT!t7q9wHn
zOEv0VWJ=E-6+h2t87p%U-E+I5zB-XyqLDg~m>7pzWatd>1(&Y*vU=7jV=H6v!CKBs
zA9^0JZqaV-sm?BXnX@WzL!z#9<o`zi_Md_8$-j9*+YnT1j8_V>+p<>A>t{Tpb&Xiy
zbl2aSLBo8s0sHDh!{KUyT<P`1TO9*;bU!vAlhJwDpal5d5cuz>%n`<YV0BFsV7aK-
zd%oy^!sr+@a|iz0xzp9%CkHm+`w7_dGc@pCr|;N<^xsZnLQ9qY+3ls%WD?WrEsjBt
z_u5RhnE^(ue|w^`Xu3|dJw&s`kKwH60ZgMWGe<j0zn`;HT198QEqVo?lSb(t5nVY3
zeb3#C#+{yAl{qtT<@;spLJmcK_GE)4(<5%N(YK!j)6&9uRR6)fZ$cGe!t^_iyc#wO
zR=M!H{fLi2olxClP$6L4vKv6pf!kj6j!#>igO1&^+fu^)s@{l%?IlcX74C-TtvPwR
z6fdBB?BaQMVQF}7grvNO8VEzX&I8L_AIaV_b?<ia`AB)%D1w-*=?|qU><@5!WqV9)
zc9q_j#+rzz-PMPEFTIEOoSpv4g$}a%vEi)kupe{(<w1TE;vnLn{Kzo{PlsR^$jlRC
z_PEySRm3;+4Al+4wS_dwT_v~{dZa{CMUp(PBm|wEI=PCa0-HYRx|ES-!cBDPkzC{M
zXZV>pVK_@mp~tzN7PoR;zMQL3bWAuVabR~MjyDv5y>@OwHjd#1@vzoVGYGbzuG+ZZ
z%-M8cIL`lgdyO<8EbZxDP+u5Fbc=9>0?nlhr@#o5-*65fR$ksQXyp0K0ZxJH2NXXh
zyt?7YQyrKw#<PN7ytvY;DKt)B_qRG;4O#)9@g#ibJLe|NHo4Cc@+nrS@))!>4O@gP
zGj@Bw9{8~)6WDy(OQ}t7n<gLGfj#N9DR*PFi><}~u%uWyuIRx_xnf+TAoT5Wp`52p
zMY+~^P3O~V)O<`drZEwL5{#%B^bIN3*_stZOG(*Kekint$KA_b@%x6L@qhx!D6_qX
z50(bC7wM3So%~c+`yk}?{agyP!XjcTaaWrCW<{UNYdeWi@Z~97ZfRJK%;J`=RccL`
zVn+hHqGcL_LOhu*ebGC*tkG~zsIQp4CZ0@%^WFOXNSd{mMOI{1i>bxgC}LfkfSJjI
zI9;yPnn;L^r*KcGkJjvW+UeDL=J!$9{w+s=;=?NOCI+IQ-ta*r-Qyi^JGaBu`U~3O
zyGxIh<?ss^VsBj|x`|`_R6)knDdmq$jY5P^vkeOs(O!2j&6%2zf7sW3om=D9(h>mb
zV|h(jL3rm1(UC_sHe^R*GVGhvF$nnz{TdrI4)|uGXu#1UL4-9dO9K))dmSEW+NVE8
zKlK{%&)X<GGx~q53F5ZL?RncG5^GVqbEPFJ)=ZLBUH9*p#~ILs&i3q|D>XUTd<p<2
zP1W7H&%y72Re+GwhM-4w`^-N13Vi3=%mIz3t5@`isvS#|Cq_<zTKnAT>weT}wh=Ax
zea>;EBWL&#dEVFV1K3;xCT^V_Th)LK89G1OpS+}{K&_+Lbi(lV<a{E-x9X+zgnxUv
zbWJI0+%i({sky)RmR<w0M%dwiKo33x!wMTlM7em|(af9t_M;HI`P)##G7W&bzEE^u
zXG=0?d7ts6V-RVH4j`}E2}j$<pamt&l}`rP03DOPfn!i4bA<T(|Hk|5HZbhyZOlDh
zag$YE%?O+{Ul^`Si&MA19qSGF?aHP<X{P4~j4wtP!1E&RhHX6k_=I_reHvHz!RG5@
zkgU*!2i@D63NFm4Kii)wiQG>@(*EHb9VXfl0K8g6r*5zC^F7gQfHP<af`2U*=<+Sh
zP#b!v$%kOar@5!q;veT{%;M%dcN~^pauhYoNvl=E(peS&PtW5&Tsa1{N284rD~@pU
z8@^`)ODTnlFe#Ybztc#Z-nn&m9Mak_=Vmjredax&JrNkIV^Hu|9=w<51NH!pN{<Qs
z-*}%YFvz2PsqMgGXlSVPs*s@Py&JcP8>O*jBX`Q~$JPIshpRu;MG+DD6QCb5z&rDZ
z1E!H$-5`u5Fq!?72PoJP`RZI1jfm7nI9I_<+|&BuZ*|JIQVf7qt^-K1u_k=^Vg-b<
z39)&}s$u5~9X1f+^v*j8a_>(I94J_1!zNQdpozvBws|&Jcfcp><C4r<=)iEUT#ldi
z{O=`X1sZY;+Ju!xAACIq9Wd#Bia#OixtztB(x0=!x$+}{d;AJFQoi)D1BP2)b__Cc
zf=e_Nd}o4pelLKJOd>wNvvn>0xCa<7FMq${=eS8F;F!nj@U{1F0TaEEuEgJJ!>;7k
zJHT}%!oMt^lS+E<loC(HlhI8JhopS@)&5krfn>vDlTB%0mCtw+&SoMz(lbNcu;?9)
zty{#(*9YWhSJg=aeSFLNlOmAMenNnikYs%fGQ~dz^*QOL>%PGNwHS#3Y%|F*C~YyD
zrRzn<W55os`ur!P{PCN&dlPh@ZioNi0DJ%{x>Y2A<^*OIn+eeBIv`3kD?<?#5^P97
z4FA6Nev)6-rXeR3-=oR!*R1XUz-Hl`68fKYqCr+Npqmf{06e%Fwy6x_PwNHg&+-2|
z^a9aG84;kXGx|VRtDs5uhW8>H7Tt#%);3^EcZI7*zj_0dxheODff6J^vGQ&WJ7dt7
zMfq!spMI}Ngp?it*XbqxLN^O^0#?Du1Y4U0EcKGx=$M4T7qy1~Iq7yd0`&$UAiyN{
zI{j+?3l#sllFBmE%)igN0QAul`m89$cIo>GRvOltoK9|1puR)<lM85;pp5XvTcyXK
zcY*NbDo9`6X=c)jTKr(vY?T&1x%6)_taQyR0`v4B;mDWr2&9{>`x0{=AQk*J(2Z0;
z?VZ_PZ8u0di<S@P%HjIOv?o~QJI(Adh@oN8B?w!qbqu=hRcWuF9xVxoiPparr^Z{Q
zB!qXyr~NREO%8|)x?7MB06&BO$P?hEl<>)X)+N<H#v7%y7921k+YJZ14o7EdtLv0b
zRLi3}q_BV;&J*^>(VjFRwk&)(kuzA8-I!yL;SA7ko3L-zFy|bg-|PVF{fe>UeFguH
zG~Vqqo04lLJA0g4`HWK!ou!+@xw3#~{%Zeo%($Ns#~?OIlY?)FkGjLIo0cc4N!Rs#
z0h;E20>1u=ai`Wu%1*AKSjqOpFQ<hsi~nl>^SZy46yHzk-mSfp+{C@%00V}_L;8y}
zTZl;LCZ|4pR1Ugr7{5GplAE|YoGgmxgftcGo&PO{Wt~F8unI?N*!obcKV%^9qaT1*
zoeeqgkzRoR3A|j*_&z`JVFOt9`7f3|#VUK@NO;7|ri2^-nA||}MV+DO#jK7bKu&V}
z{~TDN#@QhXf-b7|!PmO^kMMQA0E->i8wGUOT7a8+73_5=oiiT-k7GOCYgTSl1@^j^
z$&t4xHrUw6IQ>M`K*=l_eipD*Zk)c3;D?x=W|jT-^>Jv2V-UxoGT;jXC#hvOc7?L5
z27#W(`~bb5;Z2+^%HOf3Zoy%nWvA%iFm8XC+`e2qc}{^^3wZ3W_P?%s06PXfODZ~Y
zgMEdpN$d-rsD4f@kVyr=*%J8r>(cZ8xFzS=(~j6bUjY4f0da6eb=&3yH$7jdx;BbT
z<Vvd$Z$8DRxPPlt+W&)&`U(X!;G)T3!`d=@8MjWN_{Gu<nX@NcxKrE$1bm_G07WkV
zXhjW7|8yZ!jF#DFKu`u7e}dKN@*wD>m4i8D1QAvBmjg2L>~zN|snHXFK-ckO>j2|e
zzUWGk=BXbF(u;ebPk`s8{ZUB&fn$8eOjIzU$Dml>4EP98_Kv4{Gipt)TBU_|{y@K9
zQKkLR-$7>@Re^~*7&-Fo!mJTi7%=xd0*tgDkNwsD=XnWWGI!n@!PanY(d;DoygE^R
zpfQX9)*c{&z}H{F>y)kY-@jl{yR-nqgbgEh&%%!AE_n%`<SEC=R}VeZsWlDW07CM|
z01Hut&uL|~1rCI7@~@igY(uwkjFawua83gg17dyYFJk;dluvO?-Fz*0K@=193_cPL
zUv|(X@60J)a?w<<x%U&ZPM5xNr~F^PQ+80$<cb0CxWBtuf9pO`_zx5I*>nN`c7W-g
zs+*wu7IW$soxaf}L@V$}O}0M``ZUATKP<|?G981uWcs0N09!8GX-Y?OZ@3C+DwzL3
z!C%1{pO)W|$H8L)tK@5otzX2t1{oAYJ*WgA=*Lrkwf}jp2e`S5oVLdxqqzO>gU|Ih
zPu5G`+QQxf<b4Hv{T0Jb8a>0ACv75PhRr%^O(P<%pUqE|I8&GtOa1kJCl|piq(7~E
z1NtUs`ja}w&ZuncjWyUIF(>wEY#rlCo)X)*SuS-M@Pa-ALh=tP`iH8<o2WmfwLGIw
z7}NO{Reh9?0g;Lg{0U_zIK~)dOo@7pRZ@nowL!N<^FkKyjBZtPrIlU%rD;$32r?<B
ztR3h{W2kAvr2u%=KV<shwf!(-I~~*jv;$nd-n<WagMO!fvHIrRGY>rZ?Xy1(_%yee
zi0Jmi$$=?GSc7)}p4=9Bo810<PXd7M_aeXdU&izV>eK>k`<pK|+#xs#Q0V^eSNuHZ
zT>-qk^MKn{*oA5HePD9g`b1rCP&j)Kxc1|ZufHJJNyF#AKX_Cmjs}?eqHFfiV*pJQ
zx{M=F^3)sm%Lc6H0d2b^c8XhnDeLu_lbWlx<AhPIb8T`tv>9Mq6}ew*`#aARd7O0S
zhgzI?9(qnuYwExJ1zV?_1+a$4NwWuh!YI18C!y1%Kz;jkb`H)wf(gDT3OI%%CGchK
zFGH))ll4+J@g)@S&^yY18tZ9hDSCa{o4*4yQ}s>)P+O1b_pXDlqJKx6>67l*n%S!j
zfI0%dU-9#t*5w$qPcja4*c^MmzN9D)aF>6p=dUsjtOD0s+5lgFK`)vUYgocLrz|6R
zLZ2c9YF)YRpY2bV?(p9|_98_6@1aONn6uZ9B{Yq@Kgo02TQ5>P%}=)^<M^UU08Q)s
z<|m7vE_c75&|1c3Ck<-`dzb5TfIMZS{FLdF{PN$u_`@CBekp9>expSErMrQG%Sx)g
z)HuP%AmYqu%+YECS^!Wy;ptc^HSqr75FBX+m@+g5r5c2En2Rr<TYI^{I(fSTmM0pm
zzzbjc4n*0SB4#k!_I<L<FH(_9vP0%7{C-oC7sj*Hx|jpdad(bEbGJQUSl>b*TPd$9
zEon4AiU~`@38YdjjV}TDQ;gB*JIR2kB5V;DVw(-C^jD!g-yY2%bEJS(51A1l1!@r9
zoPk7O4h?@S(d#-ZFn<)+H3L?if>q|A`@2;@URFr@i96OLa(y-Ju3;9%@W23d&{Nif
z#TN$ucE_Q~J|#g4?a{f0zxNFY0Q`2t!mr`tFP#cI05m-l*9_lUcLtKd$d!J-p}Uag
z$Ch|EF^Av#KU|8`Nief{F+8xU*&K8x49*kq*^98v#YNMti6eslB+<aga3DvbXFBf~
z6vWVg&Yeno_VM3s;(xVajv9#9A?kFGL4<;E6cDQ9HaiAEy^648fFhaCa|;JG1M$V%
z9az5|6AV3|2--AH&2Pat7v9rKwBFp)ys#^r;p<;wo(c+oI0vhe8Z<dcr(53)-~QK=
z3Ho=s13VFB$(&c*^7||U{r!#XMxUsiuYNK5FX5X|lgC&ZC0zsWXWdT3mG<O->iY-s
zF+Dt|W=48a1e8v)e}z?s;J?=*h3r2unO(KuY#7<IF6Ue!CvF|Bw>Ra80<Y><pW(v$
z=N!+yCGekM*Z+I-@Xtr{SNZjgZh=y)R9u|zb1;35E2`wS`pCD5uoOU)69S-JqX3D7
z(3_l+Cg?x30-2r?6+q@sh>6bne+CM3S6OlU%9LqI$An4Jb*5?6#+dN}1p{F@g~{Qd
ze=0jZ9}WM<82>*)@c#n9<j+RqDfFj#d_!miuvA=)+P#5~#n)~)34Hc_%9j7GKKbvO
z(EN#GP)I%N;0FF);I6fNF!`m4s*WrbnX-{SSz+gYPNx4qO4&|BkjsRD$85-gmU6mA
zZXTQqMA1l?^N-@g_VPa<Vh>ivh3j9jcaiPI($Qb^&VEjra^F$G>JRC~r)=P#CgQ)!
zf6?myJs!|9qE#NFx43&&(XkEKLhu1lEbf43pG<iSf-eF_*$+)~@&~-z|7!JD()^1O
zKbhoTl=v4V{)H3&Ld;XD;$OPsCoKGn68}?_$bOJHepgbu^kIGr(KSIwbesan@aKBv
zU(2qMT9qshr&0B{u+oajFhV12&_Oa6o__dNG+G~PX*|<1;?xNJlKm=rF~hH{Zf*u_
zg=Kqbz~*gG($DZt6ke@FwBJjlr9ku91JUl~5IihYIVJq@&6A7lk65#%2|z9`I-()9
z3Y1}`CBFFQ<O8p>j$C*X;pJ-!yz0Q>Ys~zVpmNAKUC4LKC7%t3hs@5hEUq-nTWxlD
zJyK7ZHFGT8#6T2ZE7gj^-Lh8Z`b%He$!X;kbyHT-bAk;uh~NrNGA!tzEZd5}cIC|X
zb)2NslOZzx2Zv`Ng+L0&))<y|1!?$!a@S&jelnFUfry9(jNw~{Vgqy$d;Psc>6&+3
z?9_#mE>37fi9~W5HG$tQf%}X85ZRRT^t3azy)-o0MMf1-Qq@S)Y>3e*5hbU6m1#6X
zfaU$x^S3UgY8tX8p<p+Ymkm~R+!>wYB73&D4v@r{yy~bMFN9-7brl(Ow4N!wO(D|M
z)8BjI@|{A@Hw$~arc$}rV)6jT&>h2PTJf2cwf2w`vpX|^-S1eFWsOuYUuI<=s8uny
zf5^dU-5OKblDbC|v*188g}yiH`(m6S_`|h|SIGiVFJ-oIhWpgX58r*0UEu81rOfex
z4Xl6HAGlduIhdgp*vHI$z<dtQ1KN07$f<;m&$gjkGlN@;Bt2TP+0TX`<UQC?G!p;?
z9*sA&uCZ|HRt?O+s^VvTgJTj1bKuR>KwxH>#uLcM<pX&M)5Ofx`SG8#HgO0cVS`=G
z>LTs|!wPJBaef9>ew7w$eisIOq^+(9lk5`CQ7IbryekyK=$?xmP6pQ`p7q0G;Fs8U
zQYaPEs-Tn@`M#aC;4&GD%n4>*Ei*D-JPK?F%`ng_&!d?(117bu^$E2aGwO)Pft6xn
zZ((igQe;UyNO<E5f8d22ZOD!%bHF<Q_TCwEo#73Uet%Y_kx0td_R2(CLY$B6>y`pL
z;)+N$5=D1p%E3Y%$aPR#T}`W`pVz#${*`HfMDd0%Xu~!H9-hNqb9Y%ZL1fi4!3`=)
zxs^hBBduzN+~dPdl$d!rKY2G<>A3|rX{EOXHEWs0?<#9tdEd47pOtt<Xoc$q`K;7-
zB(~jO2<-F7OvlphA`tro#_$=nAG3Ll8~<H~|5=vn_YMb^f2Jq>y{uw^&tHyCofJ+B
z<G(UEmmW&5wQMl5lGp*J8NRGji#(b<8@IQ&w9Nxe`Y{Qw)7Hk_pYUP_vOjZZwxrUV
z%RJVJ2O=+q3LULeSNNO{MVPF!kCq?bd~C<@#&JCnw7#5H1tvqk-!ee4=4AEQkvWdN
zIJ5HRjfi+x3PpAJr{SG-Xv^;9?;5Y~KRA<n?XxeakQbwa&ybGXS<nx{*7%753B15A
zJ3xT$PP3w9lI9H*6Wc~5964^2N%;EKt$wb`Q%GIjV~pr44I{=+OTMKH9`*-z0*eFd
z^L5#X{oo(lbJVo-eRST{)CP{Zd?>Rvzk~mN)_mSy8uw>R_e8nmqp+aP-lEi99g|tj
zevw$wfHnJFp)HoSiu7wmsC{q)W_wE#J|lKyh1a*7&rj)5ql)68vViceUPG#0o%K45
z&a?;E(h1o26q@Pbht{KCtbPN}zpLEp*P4tS>Rn+Bw>eNRPi3}aycN(~p(#seRjBx9
zhH<Ib+pV^Eo{$j7dsXq;=b5EASz4<iskr(4+p5Q)u>+bflU$y0ZZo}j2GfkF@>lbg
zR&106;}I_}wJYxs)qz|}H4SyjP@L)m4vFpE<93Q)ZVjJ(!zJ@-iF26?uPm)n9XcO^
z5S|}jeId$dTij?ZV*xhC0mr+mcCRuhTd-dUYN7^}{vk8qN8C(!$}BP|ibjs(P&dxQ
zveV;xyY6^>mehpgeUTe8E}L#ey*P2k={f8wnNw-LUxOPD)`gd5h!$b*Y=9T{e30W2
zU>#*YU<7SHSBRvcl23~u(DWzp+-pUU%epKS-EF^6SAMTw$j8BOM{I*ayy$v9n6W#?
zLr~kAxXJ%*PtL4gDX53sW={eLhRoH5^*QK^$bY_;CfBZf1ZVt`iZmSdx>8(V+fQ1c
zujZ+`xIu-<Migxpz=9pCJ%sg2LMz=&vhntVjOc(g&AUU;wPDy1elL+AG99bH09^yZ
z*0F=hm;3mOYTZ*znjZEW$SNgWU?&Ob5e7F$?^BxtQTS}En$Zx*%mX1O!`_F0(Z%X-
z+?#l2E+Tn#gXeQ(`q;AmLmeH*;2U5;vjpj`9pO|x){7{b=#cHN)iplF^IQS@84hw-
zA)H2xRyf4YS*fNBhyP`)>Z4o4<FJLq9lln%s!BE|IM0>?>9RYPdxR*wY-r-_h4Dru
zA{Gj0HB{@9*PSOEk<ViBa4ER(K4R$%<s2LerYC!t1sDbyI3A^=qqTMl4+f0-`M+)!
z2uq58!7e&O1TZ*-A_H?WNi>ro8`!U32PD&jHtrpRN|j7nXo$jPm{wj?-`G2VzP59I
z7@|>cdau#RYm;(8mNibn2|-ylwlhPPJ|*D&)ctBra)CcF=L}(W^*`huZO*V58hSi!
zcVndslz#@{P5@7{b0E@2(yhI;UqqX~cyX0O^TIcAvsIY0u^q#qX#4I~<rc{p@HUMi
z?G!QxDzwvwRxk4xBLe)dOZNrMzDCyEJMh-Mgsjl6obXMVD(1JGNbgz}3^8du21#t&
zY&PJ6OMR3_u3Y>Ip5ByjzR(78O{@qkC_|h#uo<birbY&delJEq!XmJqto+?b^hL5s
zLa|S+-9(hYO1SHzX+hL$J(Z)dv>=%R(axJb`+9(EHN=BV(R?}s^L|CPW^FIe1?KI^
zk_qgyLg4ePVZQlUal1^GZ(1JRe675HXCc`y-nohOJS)?{v_UM#p#39DpCyMwATdpF
z%}5)hF)TE*ZpXR+qdRA?-&OK48d%*~(}t0uZ3bE-?vFRpe3kknGs!@S_Bu13D^XtX
zAkBKyct({y3@Re+&+-ZMXok*i9sZuTF#K)J`ENR4k3tgmmHryvGb$EHY!b)*mj3v)
z{k5dD+V8iD8_<zOg#~ZhdzZ^UJ-H9<=#g97fS=j9iu+a@1iA`Zmt}o0M*@WZf+Ob*
zs?6_1Nzc|W<7`C%Ke#^v_Q+Pfks~ZH<H(r3XvodE(j(l}gRJge(of#7Q(PRs^;Lzh
z5%hu+>OBxQA+&BVXCEel;M{dmvvbK+6@7VEVEe+-b_&I2_-sABZH0c+Yv=6g8Wp}c
zP+<qBX%GG(mC^di6r;!fB+>+YN{=$vGqn%fh=15wam&Lk9n(^^^$i~reX}Q@Bolw8
z@e9RI+<7}6ML#SSqe*S5tq5$uukDy4&6O#}bL2ATaPRmC8RWtXL`Tm(^)9$<WI4=6
zvs1{DL`YiXa~M@s(133XD?}TQf3=*Fu;hm2@xxp14K>iHK0|A1dlFCVK43nG2{7zw
zwwm&RNLEaFXF>LHWLe6-tk)x~`KBiGsHv_jxk=#|TPzu4)Q2M=Y-PQ6uP?cqE@C7R
zy}GGuUVK>%S!Ka1ab1>VKIKiFdxiYEXd_edxXI-TQIWl8IWAL|uTxD(%k8C5>~^<L
z+$st0@23eT4xyoTDO4P}Q6D{@Ih{NFkvEx)cZ{B|Oc8qhwvRZ9<#S!SI?Wngb?Ku>
zw$)W7{6nPe`xFZ2HkotLZRF;c>t1l#El#4ix;rJ0DC_LU$D1tdSjtLOs0AW(pIimy
z<h?|}BkXF0t-oYl9<%^g`MVv1tm_(*K#m8`HAgX)?-{)wTQiV#zae`k*>KCY9`!I;
z_i-5zCC+{Te%a=nOo%KPq`U3$)PQ$9{<9v{K|AGbUy|)_kfNc|(Va-1CD^Me_9PL(
z%h#Y1phZ8HX+3K{!a#$GO1@Z?47RLi7o-*%`l}E53~mjU>@pqN#!5WN)L~!6DHOel
z*3N9C+)WzX8|6@}638v;WnMz%1KZ)Rfk`Kn3YP`d?R%9|<2)sudxJ)bG@OV1rSFG-
zKz@DeT12U5Lk99pCum%$d<56jfBrKG=P#wM@IsxvI%V@f51w7+^C$OBF&sNk|4%Mu
zK;8fyyBl&UJz`xgrUs=Yd)`MJSyvVnNm1Z<t_$uW)wpp@6L!<<{2;<>{Y$v`yj51D
zd1MF!vpLlUM6$&xW13-rRmx7JZvng!KA1wuJ_v+?=Wx(L){f??)+3cutR81>(fbkM
z>lV5e@u5qb)z)dJ#9t;{ps0<<+bQg6#j-`Wu!2QziGG%iqQ-75G`w4rrJoi@k$1eJ
z3)%Lm&-C1^(!v%{ZgTj^S5cnx@SADzLWJ<9w#Xm{RHBUb3SnrSrGT$}`8URgiwf?R
z7kH?N90q^1@phd>V9Oq$k3qTvMHsbIb!%S-Db1@}tm1h1`%Q~c&vDjVThVGa>IZ6#
z=1D)iwu~YTBMI)Je{?q)l2<&$D=h5xt}bwq4d>%E!inTpZ3Zb6W`;<M`i7#hRndgo
zQnU-?RxMmp=<TJV0+&2S4*5$8cN@p4$w1Nqw+i{&{e&1{7}e6$rPVE;R1N#hk^w9M
zU{@p|$1f$ct;>%$5|qi@bA?qC;&jXo4f?3XeLyOVVz=5G(8vs==;PNdyYG!nz=B%U
zUv)SoiHxc?eAOR%#K}EvO_W^OQs-cMDdqy2je14&Hic}4Y*pVaW_F6rp{StXsX-o&
zP;SOj@-^F(lEH^%^dDd7J~B*MHGL)qj&~e)Z=PbLSK573GSd@5cSTc{1q52!DYR{q
zAoU>9d_U|W8Frg4&g{ne8`jDmS9WPDypiR%yoEZu?b9oSv{u8iGU>w7CxD9Py1}5X
za-ReL=!4EDl|)tFpi<fgUu)q^U9*wOmz}8YF7#f#>@N-rl{jO2ZW5iKqv<U9@rLoe
z&K|dpWoZH9WLb86#}&iS7Vg_H{0Sa2ZjSI7qcQ9aT~k?Bt%WIO4>RreDAuU7$ybgS
zFEnqg4fI9?LaGNZ4+=Y+@lC%Tf3dnU*!UXuF|d~r?A3%W;^BN8Lm%1W^jfKxc|>lG
zc$%NsT6v$0@7dOdpe!>*-7MNie3mq4$y6p=DCSj`)B>-J=KA;Pnj!*t=c^1Ln+iv-
z;e5lQGLQ>X7y~$2+L^OO`{#ua2eVvwtbfEK{dx#87oA0V*Szip@m!quMStxMpTh+)
znVsG~S(<P81*L1s>vn8+QzA??6+uN;Q5=qAKKlLBP4eoH8~wSCu_{DR?ZSb!`YWZ#
zwigEHraPg|ASs0NGK92AhQ2mI1Acz3%64V5x4q>#5&Fq`2gr>Yr()rgu{u+;yO#Wf
zWy0C^mbZL^SiSscJUwe;Mr18xJZ5)yPc*MC^Hp<F-SY<%i1ybgD*<F(6$?TC5_aFF
zU@jVWeD%PnFngYaqsEg>lkB2=4)Z;q^a$4HI0KU%b4B#6@1%wkrnQK0#pPTvQL@4{
z)S4~l6wdJ|`t#&QfQU?ujTWE;`e?T{*C~Q8rLkj!?@34+IT`S`My6}Nli3s$0EUXj
zGaQa$3>u3RgT756w>g#W`7;sn%%-m*kjFMR^OR#~op0Rt;xa-&H!aY)^x&+QZoZb$
zxf|xLI*Rl>Ef>N;UoN2I=R8x+Ngp<kc16zmwrt}2m35+nT6K+~b)oXT_nzt7Q}PxH
zym6NahYA`8a0b<i^JXdb<?pe2MBwaGK%S3CalT!izFaz73o+01QnzEcV=RGGrU$%U
ziY4U%w!ZDxb~2PZk1iM<Brl<aiGDMIha+zF%SUyZS!$??YRkOQ<kkFizKw@Brjn;~
zfh{zZ8mHBV3)mv02s=1{FP2T+p?#tA;_SYN+q(&cqzSf&i%TQ8*(qd*bGE%`XT=1K
zM3Fe_Gfx^?J5qW~jTN$O^^Hr4>Wk+mI($R-M8eKrJEYuG%J#!z$J{M!;goTncI2&k
zpS#j2s&<-kp~#43@HXB69C;3kOd%6Mi8gnq>U_NiYQ!a6*e*=k;6SK}ikx|`!XaZ0
zVdJ5Xi9x950EtVV1Atv`(m);>4m*$*G;l*X{qBPH4GkK=Zoo^y^_SYafsWqQ%N)Sy
zo*y?>T-pm{uV8&lp)~kFsGbLS4T?(Iq@J~w@YGN@eZbvOo}ebF07P?*-F2k_S8ZHu
z`}7hESxlf(?+%S|M~nXD*H;sJ)XKs&`&#e4J2>B&LIw}@Vm{yu(YAk<u}5KPE`8@L
zh-d~-0_FdhfsEIKW%ID#^<1yLo&gbF&l1fgD+VoIWkId1Xe}RusD%vjv>9L5MfOKX
zyc~OuxQ}yWTa}+TLvEEAk!4VKWmu0=SHQnxRq3)n;3QLFZoc<cd=I?i<h83ObYobP
zL8EHH-;;A7d>9R%^OTa#sI3U18@VAARM;rNKN731je6k!uyEUO`Nh?V8QF=2O@A%U
z+&D~$5mCtHA&WjXBb%|5y68nGy<12LQNT44Mv=DnFPk0m!w4KK)ISL@D`pSO?CVel
z?GzEC-Pm1SJ%RVVaea)Vr~lTYQ3ZbW-8jiT-CB3cb0pC&skO3wKSlSUmw9*)mMRGk
z>+j`&#Z|&m<6Kuo4F?z42;9{(RNXsg{?_W15-6@~m!@Bv)Q(d5ebR%n{``BdoXeF9
z`tCjm3M8~S0%;Aoa=AoaS<t8?yB{EWRWsH%*rT@oVkt`ZiNZ|SmFbyVkH13h#=mAC
zh#uV8-rXZvpQ{d-tqc)QbqtA8Aj_9-TGN|3$y>xS>}b_-{6Lb7D6Ymk3KjQ2+swLJ
z*{fG=svqhOKQv}|UTP6wxE0-!2_!H+ejp3%Q)3149{mCE47Qq>XtKtYb0B-v97M`&
zL!-M)qzc+PG<iaos952ejV>IV2wZI8RaOO3Aw^gh5*zX`H+%V9_8Hq3rzYbsiuH?V
zCbz~C(F{$ml<Pk?*51hw<&q%L5RrMca>vexGez&?<sju!J)BN6dJbQ~et+@k;PFdC
zQAw^jM(K)s`DY+xEa_5MjuH4D_7Q!N_!18!B1-9FFTC^rlw}yVbaC78O}xyTO>$S-
znR6I^>B?BOr2y1NC;2a-i^NB^1s1xu^HZNkoK=*|*Yg3-jeWT$6ZxQW)2*G_Pu^b)
ze9j|lq2qkV+%bq!4kG`JQP0qBl4w(NByro0NyUg%E(lh3W}VE}!2kPT+)A9G!xIdf
zZ<cMj{>bBRedgE84LrKjP&4=efnvhTw3|}peJZ@_WDzN)59N5gqqy+=2mCIoXWQsX
zxIg7f?6+{bt-Nqa{@|=QdvC<og0+To+mgN_76bN-8!Nr}HpTCQIjcA*`>WTEuC&~V
zxODV}jz_|?IHY5sKWE&-K>poJb-Rplj`U~PyMLwIOb8>(aD3XN(Nwz9rM0}=t4(Kc
znxKY>8&+xl;&3L9QV#?5>(s^;U)pufDs@+`!Um)vJwA{;wAb{}P6L&Rnrp74z4p}-
z-UlPuoCEKQ?$r+P3bP>Wi_5FWlInd_51m(H+JOAkQ~UukYeKQNxQkLXv3zV-p}!bJ
zN}<wNfH?ap*I+r}+A=buBDYGxVK89w@OE~n5Z9EEkde62E$tUWI7EYv`Yt$4Rwn0N
zx(aScObEws!+Bpth8MH6<8<^6D@9@~tmh#dy``64Y^a6NIp>?>1w8{vCENBoV5HMm
zV?7h9?MnOMzUfR2GNnh*>;0u^>LCaR`;NfAc06!L0Z3u4fUnen;_j%jTr3yX2kx;6
z*U~RNl}}>n5vusqxOc;4g<?k7PZ7IDA%|JJ6%N{rCif_W6Vw2!#TAKS>G$u)>$>&A
zR_it)Io0R{z!P)k&@Fm|o)?>Y1UuRW(ezKR4C_Z2Yp-X}k&Ic$jviRPj}ELAEgrPm
zP4|lDe84V~9O5q)O))xyo@oneO?-TrPi89gS!g=Va{35StgmfvSpnWH6hZAH8;w_H
zkri(#bcyJ{**-_w#}s*(8Pp6|lzWz1GnZ<8H{|~2_-0c~%C+#oUz{JUlS~VwzY+m?
zzoEcO1m=9~<{~*2QG}7!X7+t8PK~Nrigq(sSyUE+jC-{0T_#A!%wDW^k9z`JQFJz2
z^R*iAqquOh!sb2+wsc*yekUY<pY*HZ!v(Qb-!&az2T3S8U_lAFt!8>Zdwn45`_(9R
z<5#R%Rd6C(8S37EL1EG{dsk~G<LjhXqorjzoP5>2lBT1xY|e!_xU8wY0*$j;(R8xD
zx(MX-HVdY}dnwg{ekubMe?gb;U@OMLRPxBo)&i*x8$41F%(x61!CzJ&sURxBLBjjC
z@k2~iyyUaGHF<J8#j+&MivEXeuPAhs*JJej9#cR7fh~Z{y9Ib!75ED383t^%qe{pQ
z&r*W*zhF#?ilQ9yOVtU*IThl(RW<x!H)l6N42vV_#vUf}4KF{rX6kowFE+fuf!>xF
zsv(EK`WLuOEePHx*WV`S8Qe=D;kDE0Zk`^xr9(e_)%THr&S}FZWOW?!L8Tzes82PR
z*(*>$OH-CrA<JaOM{qd1c<^4V-Q~GGj<?XuEG1ECHMHosIa8vS!nB+Wo2`^JD+AyH
zmp$5Eqvqbp7Un+DJ2BU}G34fygy@GVU&(2Eq#v0rY_7<%`U+JvoX4n~X(4-NH5|Dm
z=*0?{v{nn*HanFI%4y0A8gKo10!Ghlec-29W2Hrv^knD@9SHZa+CbipQWis-Jy|Dp
z(|U=(C`s&%r-*|UFg94<_zYm*2&w?4F>d*l0=}YqSB)mx97)6lx&sEWgh}{kC*+?s
z0Y)Mjk7BB}(mNI|T-7Bhi}~ls^5-SQwG*$xl<yo(F68Xe^bOg5lIYOXHduprXI_s#
z-&#n0Xs$sNiMG}4z4i8BDXb`?YLKBqi7xhI&N7VtfFiJF8G8wBsX{AU{o45~(FRiv
z24Z_cUFOXd5Zt}CoM?4nk;>+c-*X(wr$R8avXrFry$lj%N-F3Kb2JiT`xFU};wx1H
ze}kSSvEwYgL^Vc2zb&>%wST`(qGX4hQf=so=q~LZnHc#++!hoN^zmIVVHjK6B~7)u
zsMb|zbp2YpY@>K%XO}nzQiJ^be4I1%Vd>t5E^4?qcv=cEI5_SXnrVIGHMz|6R5U^C
bReG$nt^9xM|2y!@j6Tg}|BLF-<FWq(X<#Nl

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/images/image-2-Revenue Breakdown by Region and Quarter.jpg b/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/images/image-2-Revenue Breakdown by Region and Quarter.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..5d4259dd831adb873599ff5955d38a9a7009be04
GIT binary patch
literal 154959
zcmd?RcUY6l*C>kHvTf)_3@AmnR0&Ox-fV<k3`qzb5fDfy(jgI46r@Pllz^0gh7yvH
zASFNo!EJ$1q!W5Tqz3|`G(q&R+wcC)dG2@5y?=bqx!*Z&o@Zv>nKf&zcjle-&MK21
zLq9(7{bFWhYQ(p1A0OYoy&vC?QN9~|2lpR1aA5zzz2xA*gNJ@Te)#9T>*TRxM~(}e
zJatOoq=0~+keIOGX%T>cz?lnYM8w6<pFb}sEFmRvPD<?D`E!3D*|*pA=R-fAIDGiT
zxzhrt&;5VCe*DfSaCm?Gkz4!sN$~w7uy4P>z8~-S#P^u|Y5%^xi|?Q7(9io09zO8X
z{v&(MUcd0|+rNL`f&GV0oILc?&xd|G#<%aM{Ra*T9Qygx1r@<-;KQdi-2y`ZLK3PP
z!J!XR(<&;fdd{e+U$=okVYWf(882S<N?yjk>6;Xmx^de*2LJYx7Ch`x;YVph&s7;&
zkdepZ%!{#mgwF0Uu*b$fJp7UG`)O~?_L?pV?A8CY$HN~?{+aAG38?HpbwPEHfddk5
zm#+stJe~SugzxzNJwSo|0(@8amR|lls{iWc=wOSX!h4v`Gwh(L{9iD>U!3ei*(FF^
zDljcy<O$?e<Ar%nLwwR}Rl1erb*tlE50j_&&!5-jbzXkA-E}<qfkAj*%E8Hxs)G`r
z_y2k(2rohUd{y;i21;29qB|D&K=ruSJGXO**@jO0){aY7x^)?S**||~+~N>jyyf_V
z|LTMHpTz%}ph;DauP9Fy_Q20Tgko^DJ_)%Km)ldT>EH)V0Fqe1cbJ4EMy1J`<;=K?
zrM2+Wc;C(}ga$?0o*ZJ?=~>$Y)24-hb)%dphA`9{;*(l2Efn6K6c$<?m9yx;Gk$R)
zt&s!nb?dIE)UIHL<HRaRc#_0A;nPR&unRTTTao@bea^QXMnrN5Py_E`4mPnge%grS
zPZt!cQx>#X|G}qFJG!e==mjS;Hw{OZH+Qa&AZL@J9YVtbho-H(6Z7si+?-*agwr@L
zCYIMm!kq@+j$`b_CxqoBZ>w}c5t^aoZ*+0Ut$raMyeJpd$36l%2vwdB=EBa$S`JEV
zvq2x|+U{ODj($1*yog$#B(Z@uVox%WMD+0PN5WwBX;&1TW+L!%T}Rr!eofV^^_>e?
zb&~TW4)W3tS+GndjAWc=CDY|FDHyQulczNrY--f6-u5dhZ(0|nP>`N?KlmILoLk}V
z;uFc!7w5wYX;Hac5;D5y8J8>fa<k}Ziu}2|)I^gW0T?qWzv;DSxcR~e)2Ff&sbCT6
zQJuze6$>n}^~N@mLv;pEfDBg!JZt<^fAHlNI~T1r4{v1ouJ!NwC>~Vn4C>P`%X&As
zOa<7rY^l>hQy(?ak|Va2eU6|Xd{5AZ#3;w2tmldN@PO9SNli(wHdpKQ1`|C`9%5;1
zy7w|9(k;27p7+iDk%ft7wiPWKE5OMXDhQcw@PjYDJS>+i9~#!L$jI$ZP_)SI=X_-S
z;ER;<P3K2v(cpUZg4umFoVGcROxes>YfB=}5w>mK9j<tN=oB6iCV49%QpZ?ZWNfRF
zzL{Vih46}*N;o+xeXgK<n8q!D*cS6wbbGE}%nq>vfe<vELG&4`Mx#i*YR`M{E8a;O
zgB!J`kWw5~x)v<8c-p(lKtsDV7U~f=DIh4vDsM)GQ0qocbc7XK7KY*m%$dhOHwk8%
z3c-*bA6g|*+thm_%%tCwmV%vmf|lL3BO#tS=DQVDI)=tKnH<rqaz$4g(lci^%wWy)
z9;)4cZIHhNZt6$z?J0tm7u)45h`btpL;udBPhmSF0;kfA8iws>Rux>BJv-)Q-8#{k
z`JF?%!gb`_<7t|aFDn}9TZ=9i<73@?hG)mr4`LLpcKsj+VTL|>r+WumhGC@a0Lr=|
ztP{+1N)QfHN~1gRY?+n;gfzT-kSW03Zmi5V2w%85l$7D}z92JwIioKm#|)Fn^P*FF
z^Kmc9K56QSFeF$2+%^pbv2K4Tn(&JK{3R=Ab5qC9YA5U!bl&;SOd9W}E6+<)1uFIJ
z>h1-w4h986U8+G+xn8|!%YMxfkz@f<T9+|EwKAf9!z6rqyz}k=HRA3?OTke3SbYgE
z3)LR}f`+X%%rx@=fs)H_e{xz~Cl7>KzDAsidC~7@++Sp6=g@%Na_-+U>H0Pd>HC7o
zi><C6>Fk;$IF9#~q?HuzFw7i_dMzl6(SZ2)36Y(qiLowAs$(%}*<qxyv6$VfY9?g+
zey&~2WE@!9NE54rT6qeidUl-pHs^SP;Dt7H!>3n`vJP35L<;LPESdTtnY+Z2#A}?d
zW>^;5%j7a`5~qwxM;IYtj$9^kh}`5*=W-9L@~$TQ+m_Ke)z1}IuLg$yCyCAf;%HBH
z7I%6m1)o_EONJTAsLrsI^iFoaP5(8RNnr5%1PtaXF)FORIB7<GYbxaFhjmaRlW_zS
z&6{MsB>L&pTJ-s<t`{%*43NISgY4%A@smeUDLl<>I?zpPbvksmx<|(qcD*rqs1!Me
z6fVp(>5)QA#huGDo4BnDs2x(Q>?&Il${DRfu={%h%6J}jmi=$=GQs)YVJro&tm7}+
z1}B0Q0TWhBHuy<>MhV`2E~hdrxv}_jRj4NTa;sBmN&U5O&@k5-W=y>};Zc?tUMMc6
zoTlav=SQJtnc7N_6oZ4Ghk8om$N8<!7)p$k-`PG7Wh**=u>!+jKsPUrtw|$X9Son)
zUUr;S9`;BVnWfG%Lw!d)H&~v%r`Odx3HE1Ng#gHsGz$rJ%G_g?I&W26Jdh#NxdA`u
z7piE9rl<)RONH>pgYyOo;VF>d4pe%=LN8jk2W1;de7Uf#qZ4ZpGS9x3{{@G&j>ynX
zMguU0w)9J-#Md|TDs$4J&P?9n&6XZB7}&Us#{12IeYTIvHwyGNNmHtruK9kcqTJnY
za{GI`*}SZPr;Sb5r1djn?DE%wBR~gSIn7LyIc<TvI8w;Lc6YQ|9bBif(DY^vygrh1
zV$CvWYlLkmjf#Hj)weM_T9(OmjFOBfg02<{>XSzr)n&Y%PKswc&ipdc$@X>BPK!BK
zEFJ2xUf<~v(lTN54hjk)V+C_QOYHW@X;ckaz>~Go`g_ZM8>A;A3JXpM1Bo9y;VsN3
z1&k85eW{$ULs(z&G~F4AfXOZPWc$fOj?R)9m3eTzOSobR-q)g!ah>gEER_H<X#sGo
zpjPrLRFj-E*J{p;?>1Pxv)-|LJKU>!;~3}m2zOyRbve~7INM;SHnnAT4x{CU{^g-x
z%nv?O8vjd2K_i=v%bOC#82@Cuh5QuQ!lec<h38VFW3yh#pXa>jYVTNl5fuq=+PuLO
z`dqFKMc}>0HAT#C_~^?uGQygS1JHdZ(=_fF%ig93)or#rt&V?ub<Tn9vq7hR99~ZK
z96)<ocC4Upxw~5!HxQd#zUvaZ+8T~-h?gyyiJUinQDFlL<4l-^jhsm@%Uf+sW?gA)
zMcelD4%(QS+FJuadK6BYoE-+)R{@Ry{$j78SS1Xjm@NRMg6h$MVrzHq!_fx=t9ZT@
zZJ&yF^2!D+ku-8#uM)H~G4pJ3HU_$`jQfgEArCUxF8Xx}mQ=r(spp}*#!*<wOd3lH
z-3Oaf%GJA4$pr;CC<9jS+KkoQ1dn>-U)1(pGqpSx?w)w2=jrW;RILkJuD)TpJm$tu
z2P3l)`^^>@pUUe(c%^N1J8hcAroSm-??iW>=nc(}>u19Ux-7On7O%in!t>aM6L1*;
ztyKw5ldZ^><Guc1!>xJJnKncy^o<!Mh@6)%^&x*dGeZ<G{8ZifQ-`GCoWzXCrvCda
zQk`sdNVm;3aeXzF8^`@P9)T4i1DZqu!I%r0auh=g)!NXVU-@Ra|HUQee-`_v`9reM
zDE*EQawb){pZI0Iqkgr0_4HHdZk6(4{mhliMa@z4vGQK~dG@P68c^y1--5n@ByQ!m
zV7Qro-<?Z#{J|&oO2Fiq_;1TZuR_}&d@SX6;J>>hJRDBo*w7jrv%Y6f0E`PYmgY)a
z<BM*d7z&40^^osRWqrK3hM3rz*-AA0ed$T4xxPs4ckO726eG$HKFl7Z#fg^xXUGDI
zVq02?N8(wSOGA37Nnk}^L8$vK{9bHObCitdcINZLM|J)gz<t+Avg&F%<3IR>p7mxa
zUQ;**7C(Lr_-?Qewzbm_TihS|u2p<^mXKuUy%=2>hh2MGcKg+fd-0pbPk?SPy~j`F
z@;r_|I%|FYcdv_lXWGIFGS;E}-0^(;#agESP7nRF$H}2H#xyWMEDs{b%Fck^<n!=q
z|HOAl^-(0V^w3oh=n@qX485v)2=ar^<R7m7kIWD5yBgE~&wI8;+_~dA7~U4`<^7TG
z*uRg*zJI1Ou5M_di&62N+<2XSH@nT@!LM432Y*8DyLwX{MV%i#ms2<HeBNY4#2yGJ
zh-I*y?(a_)1(7rgJ=r<qJEb1;3f&>h{go6r&{NV~HQ60}nRT=gLR0Dw*%b8yHB!~m
z@=IiI$ir81rr!{LCrB^yFpE(I-7Zv-pf3|TVP;;^w^jWyphurPk|VCPB^6v4EH0l=
z(zn0=Em}v`YZOFV&=qPJ-W~CorLfFFBFpmn4z+A`c$mqS1QiTWCEW0Hp-!4t$n!v~
z7l|J-v!r&HXU0qc0>YsYN~#SfP{Sp|G?$nv2gPvYG2q(g3N*X@7(TUUMd@?Jw}M#M
zY|?Osj-)e0*L(CF<&g#ZDmeo0zTlA!qd?)3FY7wBfsw{GoUd^HFpl<H_Z{&%-bwTJ
zd;VpaLql9=t5hA_7vM5pX~V|wo06TPUykp&dgDb0evne7!-kDK+h-toX=40#ZB9$w
zT)yFXlO=cLa)rU@0+tb!cs752!O`KH$&8EgcNXz(-k^cxiWg(T*>?_c*E`BDFlP#+
z_dd2=tsTgE^+wxnech2nZW3k<IIJixoN1M!gL-QHLUs?n@Tjv{)|s(cBjAl?z~_if
zZ8-1#shQVCODpcECq6YPRw865yKhh6FR(l8i&8Hy4g%x*yQHi-&uB77E8FSCAKHq5
z+$RyWFZ;iq{xqa^Vo<##qsEq6dIwjln)<Z%rfTHv@2w*7gLKKoaB4dio^Yna9XRYf
zcN<v|h2x#Pz6c~a;BN5SVtu2FF>u|IpwFD!q%|umTBk6J9j=)s_PT->MN!M_cdTL}
z9rf?o^oLhD>*3@lQy~h$E)7nsyC3MYd3Cs}d5K;Mjqrux@}nz$XpLO&YM~MD@|9}E
z<6WsvLqb;Rk)_W*%uZ!Joztf-wM|sjqs8Inb5wfQ2JLtV6*-pO{3WZ{d0=a`DN;QD
zyRi~?_lX~n41sgGXkKOI<b+Zw!99NlD<D=MpUWF-lerYj2zN!S2YyS?49a}iuW^P%
zv;1uD(>rM~L?lYX>@_u0Ig+0n30fcWR^PMzYF!XaNAjKF=!EAKLa<ZCKpVww8Y@_E
zz9ES=rpc%iU7ph~b6$samYX7KnrjhuV_RH-_$KU``f}t*o@P2tJIgTRv@bD-S^ctx
zYEpY%N9B~U`sFw>og@Q)D72_7mmU!jv>8}M@b6Ln%~CBbBy2t4ETDyyE^)UjH6ool
zk1L+=gKMeDq&}yZcf3xv+V(}_20wA0e8P>aFn{H+T5$yK6;;#^zV+X@rlsC9l(<R<
zZ&%2Er=b#C31<9?Q*yW(h$SY7OIKWQlCF!OY7fEqM>;qs{i`^$sqBp2E^%{|Cn{jg
zjFi3jhB&;?GQ%(bgRchW#ZY%OB)|z0I(d}dj}P|emj1gi`9G_C`ruE;ARF&rQCBj)
zb@dW>+4r3%<fiDhkWtE)LH4Vl{CxE^<1mT)m#YKi7rl9F<-~GQT;?J7Xj7MDgy-En
z=x!le%H1QmBUmh+VoL>sBY|Nr3>R@QlDZ3qQXa>)29>1UQ9rj1%Y+%bU83`v?>?I~
zS#s!t`V1?Eh%|Px92d`uh0v;#I|Uqa>4u%C%DmIzvgS|$oS#8;!Wy~AN0H4Rr0wNU
zcGpF;o*v|0hLQFkrf&lX-&OD1ji^;#b6FzTa`nwa7!c0nb2F5bkyJ(n8SF9ca(3LQ
zL{RV85z~oBSAT^wn54=T=qRYBW&1!Xn$t@PAnQd_w7ziFYI&wKv^W)sYkOk-*7Ahr
zSROoaQb6E*lgY9g?X_4>Z4!=k{WXg5_Bbr9uhn4c4CRg%86FCY#7lhnbp#3HS%XKT
zPF0VV+4O~AlEpTbl^_KN?>`L}aeNTtvrQ>&T(@ZFFxmn1-uv%$0G4b1+61zT_Und0
zRDQbYP(cv!c85fLVay?_kTJ>YEZ0hm6%;ZN^RlFDWVabxtAj!+N(ETXFGyM2Qd~?~
zDd$D-xw|-|dOvR6j}Atik9^?-y~aA4@K!Eg?~`%l$TLxK?M>S&?C=(3GA3__e4blB
zEvqDuB8T96@Nwy%*Lwg#R9f}f9vu3Wkk9>%?ju<mRHJE%IZVpKz!<z-8x~%9ThP@3
z=o~^MWFCUjiN}-S%CZ%a_)vLNqhPs7b8iSvqr5ju^hUNxTTYG_=%7WnRMP&e^z`y4
z2{&srte|a<O+g1o?M;arUd0=JcPje(;XP*5kYvN)A{6=MfVvhQ)d*zbo|se)Q`D?}
zpQoU1V~%!Q0~y87Y6tCofa%<K({q~W7-hXvme~26C_vG?BCt(v@z(7cL<_N3(}FbP
zL|Sz*OK3tRB$nK)v2Xt<|HP_GGfQK^U;%;Bg?Otcr@iWN2wOH))KMn_3H);^ZHY}T
z)ia-e8NIQ*gBYbLeoq@#RIJSOc9!1_c8im4lf<>U%yb>tQ>mSU`@)Xpanzexeq~vo
z=8D}ppGY1X-90wleZ~3!sngxH1FT~L$<~otC%$Su@nmGfoH^<*km@DziH;U0^5=Z9
zUU8>gE~~UYsnClsgnkCpyhlIxUh7OJ^yQTF+)b+-7QQAr$pHmBww@aV$~z^zt$G6P
zk21=iDJc^MJ|@=L@j`>=^rhCy(2W3#RMk~dZtVC>(D#muE4uK}H%NkGfw@mH$rG9u
zjI>dE2QH**w?Brx_ToAE8>H4e6v}ZnpoQ=-azKQ*PDM+~w*$?>M+V4U4+DGlG_w7-
zN@6Zb1W+&<k`5CRvOi^wo`~<yy*iSd#*wbc&$SpG!CrO(gI$&2Y~%dM$;Saox@}Cu
zO^fo3uraSEwE^4p-XgaX2P1o-D%M`f3yL8`k(TvEBmGxs5rU?ytCy4e625QI%U;+T
zUfe4B=3F*T=m+28oGyLUW8N?!;gnIbAwq_$NfwX8ZJS$|Lb1wyVc`~eC{SSv`pUjj
zQ=5XLS?u7hAZj*~qt0e|YXW`b7Cby!1;^M3YXxe1tw6*wK6C@8e`WLJF6`^c(q}_c
z$TR&&hi8U{ZzRr}WrMD(*4I0Vq3`4skA-dMB1BR`d0`g|T3cSN&4=FpqE~Ip714H9
zR0OD<407vC6r#cON}mv0$Ss~(p(B@AH9oD|uqBtJw&ud&0z*VyfXsacqzsZe<yjMp
zHMboB-suOD)`-Wz-<_8{HjY;=Ut(4B0i6C>TmR?fM}K;F@bB%pPiQQ0vqL$snk8W@
z4L#v5)^KULJc9GLx~PtdTQR;})$fcP+vvMG_9`%O#^s$M@B7biY5pjtGeuW7_r`<*
zOs&drqYNOoDApgn0f<yqe?w?=L<z$ea%cDf2LW${2i_hNaKq-Nj3dDS$NcEk!V%mu
zr&QwxERfc(5#cJOcbQulw(Uu^Dz<uanN|<WWD`PmM}|*B;RFT8grAAQeSrWcidDn<
z`rLsi!a{@qKZUDozJ2{g_Z0vwX?$%ypAKl{V)YUV?jI<Ly%P%1C4d%if<o2<wk7uy
zU`&WJ@1dlHxz|ex(mL(41fgvS-64aQalF(wp1Bq!EtU)=VRcYgm)d%a{`8wu517b&
z<Tq<Q_3GgMcFTj#dR1?Cmn^VUv|ee_+ll?%Fh|QwOE^_gM<{u5e3c1QI$_PU2y&IY
zpY&TrD1UE$y9b%UR+1=5a497(W)bz*KU~wefGo|=pDa`IVLFCkIigr?<9uK~%py|c
z@sW-VwMQ0kkonP%I@+SA14|<Of$9PVCk~oc@mt@oS<osQ5SO$MA;tKd2TNAA43QdZ
zYxRy{7VnnO97#&B$};HMlD!m4g36V35iBQ9T;bP_tl=JWf**70$UmaBJjGT=i{<s)
ztiekghBWqw!%NQ+XyTbj={D=-oOPJ{AW>@-G})CXM_G<7!6{}UbBrn>VA$*nVyi%4
ztm{MTa~!ESf{jn2h%|CJnK=Gdi%EfNp55Hayi-W2zUknVxvQ=hqHO5Fydw1K3L4XZ
zO@hz(_h-t-(z6aLRh#b5Z6tloVW+&ChPB-y@v=ywPeKl=`xVGrLPUQ58W{J!v}rsj
ztX9!VAJOZQtJHm&uB1>)?*@h>&~2Av9iM*gR9Q*wxWF&{#W#3N;nTZzP)-4J(k?g7
zQ@|m90!Yppx9Y|+@_rlk`Ae6);p7`K$Fcjt2b;LyTL(F3)4y+D)6n0GT=`c$^;$E8
zHsfrr%*OI2(I4{j<ox={4;`zPF2o)D1kxI7366Z)o5?9YmvVE%a@At{%8jkd_iPk?
z_SGdp_CP%*PNVd13~M$?{2um}QEZUX{r&h})xV&OL(QVjzxZ~xQSQt9%!%NHs_n<O
z{;-S`_HfU&HvYPXN~#P<_&)7)V#t55^B*LP3)ikZ`VaB_L3Q^J28|2*UH<@Uc3ezv
zd%W?ML5QcTx|LY@KltBWfEl<-+6`*A$I(<t4FZDI-xd%=ZlS4M3FeM6|NJ<{V#AYf
z_dyHaA)~8%BjM(hFtTTrY1zBKx-VU{_36Xk1cLrGLjP`}I8uo5#vSjeG#O7ER9VQR
z3+DjC&NHn?RlnCaLcZwG<#@%ujT}=?GJS!BPKlC#hMW4S>?umVZn6$G*>(0!*eP+*
zDs#meGjnF}qCbF_fI-0O6=R324o?UtoAVt>Nsm5{vyj(Uds&1@Dss<lWLwV8sARM$
zpFhVhlh~WtA$vn#ow+WkXvkEk?3cGSR!#;B@NdcdZZY@70AD=JD@p&ZG~sV+FPk}f
z>|Cp7diop+PmgDMC#8)TNF-iNZ9VOKTf1#e5-b=Ar<ip2AuZKSNfe73TlN5?uf{O7
z)oPaJ`uGE;P5FRE4cFx2#b5Eocc#@=Ycw?9B|QFma!e={@I~^hl)pzZ^4T=hmQDwO
zxX{Jxuj-ca+qMV$N0i|5z!rK)NZNMFqZmAzYj-tC!|#_~QN4<Vwi&u4mnsaf2=9Pw
zVjDFGHd|Xn3FZi8lk8iwgOdmP6kBLxJ~TpIyc^Z@pC`*A*rOL}By<kb_?LBlR&q8=
zE8!Bnyxu$>wY2lg2^(sUB4z&?E35=_qA!lj%#!@}`KTqwv8<xlDeKOkMW);d23*!Q
z_3PpG$DMz!=>EUv^u+Y@w@k!CVfOiu^pU==IfY1)!GbJ}@I~F&S1YLfH$MA+&HY|s
zU*`7g*PE~ZOcSjj&7W1>8lL8fKlpc;|Lw~AkJh;gq<^9&_t~@`bFEvD3<h(uEj&)3
zM=;|Y#Wz#M)qV;76T|HX*jD2~y8R@5cXt68SZmegfbebfZSwFkuDE(|fdw5ZBBIkO
zrGw97q2ru3f88@yXF+Nss+*8XOL!?yB$IV{mV(bra2b;v&0B71ayj8%7y9DXrU61f
zZ@`zSCiJqb(6oe<x@c)PsDc@X+LB!w1R_F#a`-73J=OPAIQ9qMH6pLp?^i}nmoBgr
zXSN-WYf?={P=zS~z$IdTF#G2aOm#UDckP87spr|aLpap5KA$r{JvQf{k=9kE+aGet
z*wWG(fvYeU1XJ8?)C~;{Cm&(M1ZXJ5JUjo4@ffx<Qhv_ksYkGsFVf+CU>G16>w<sg
zM)$|*WZQexnqM*Iy>fO@hf&#%Rhu?81F*`o2q9p`e9p|9diG^8y?e*%p<GehXO&Qw
z0GMxa;X~CqdIV`*oj5SVH3aTv`~BdvMlAMgIL0#2(tbB;eYQ<|?TW)cthi~ytK?#N
zQljp|u`+vpo<0t#)Fv@%j+ReMQ;7;Ex*Yz_I$hQEtVWZSL~{#R#?m?Jp^7z6EP7O9
zNHtoL_t?q{U<^t#5-b?5AE9HfEfz^@2b5d#rY!Bt)}HQhQhm5tGpF2)9#pO#^r@{J
zpnIf&`I%!XQ;osZqHn_`C4<LG2lgZ=`LUt)j{W9!SZis4``+BH1(}S^Qf~Atn*y|e
z6;Cb5;OMU~0rQQT{G$wQBI35kON%Cqk-jPhQ34Pim)Jh$we5OChrS&a>%(!B`Ifjz
zW>c)dG<c$l?$HkAjM_w^T6l<hv!Xd5-PNagM97$yr02b%U^eqcd-WA&873$<qjP}@
zLTCd3!ju!n%jNWLZdB1onTC+Gb6ci*adwZ)##$H3pOrC7nVKGlko*EEjMwIS`#(@g
zvAbt#=Nr#53sSk)L0N@+W&|tFu!}yD$YU5=!X~Jn{UMOcTGq~zS&!_-*|2FyuH<Ob
zl%wBINml&}+edX!nQb$fI!~B94uURt^ce&cMl2g0=pXheyw@||F1a~}rCVhOC$9`d
zUm9<oL3J2($`R-5sie|{3m&IG!Pu<Rz831qzIKMzr-Yt$IFo~G+O<M9$o(2j6*n?-
z93g5AGV7SD&nb5Y>#*T57rLr8uP!FBoede9*Tb6{4}RQiQs`ps`n}^Iw$g#Fs6KOh
z^;nF#`gVGwkJB{Dt!?i+)XIZS6VpY4+CBC>z@mQ4GJH+<8`2yTtR>;uh5FRCPReL*
z)ni$d*lslf#+x*TEvZW7FP$kwM8h(@hn502)>xq$j(;4Ky}coK7eAvKbfW8Aha1Oi
zXEy(#qd$h>z|t3eY?4ai%ve!oppzp6m#TqJXFH%F%Tx0Q4m$rW{+?g_#i5|ab2t1R
zVKy3j#kYNX`K$GNp4ioWxBgu~YUl(nm)$3={5JS6GX`8qP}}_GfuDtM{sp)vp0h8l
zI6Mcf8*`*Ks=wbU9pR=hOnE-vI>4hR#44w+Xc1!I%-_0BW0LP~R2l}+&;Wr5<&4<H
z<Zwm&`l0*^2TmB%ES@QJx1}edB#@=`SwhypGqP}Hgwc-buLVZw9t`+4u-kiatiHRR
zjT%!5?5a%_N>hGm95P!<=x4Y%GBbrub<a$%_(TBB5;AU+l!W!P2sWvY`*UG$ysm+R
zzM)^0;pTf=51NOMoU5;5gZnsY*v1^QR?Q0mX6tY&Sokmowy2mncckH&Q=p79e#=8-
z_eOYOg+0liwru;_s$<Sgi;l|4SO4|22-!y`CbviaM0V}#fG}HWQr3x7CJ}3~^Omk-
z{~=~CIsg{<%CdwePVUZqZ$d?aVfH`?ueeAhRc4||XmnxCLXuvVXht34ZlcWgSLdyZ
z1zn|nBL3H$eK%cQ)P+d-T|rfl(Ow--oB&`~BG9tmiK?v>c`7P^IA2|yys6Wy1D8+J
zazm`9F1B7~zXcXXYalywKiEPycgcf&HH|6eBOgo9;Zt!wfs(oG*G@^Sam`V^0ZM-t
z={e;^6oY5<>dWa)m!sLuj`?z|969mUUKh_sdLvY&|IbW_civ|z^6aH?BP*rf|NT|?
z->$rG3l6<uYN-e_EK59NSDt1}6-c%Ml0P<Ek8R~>n6Zo{9cHxwVuLbZNX1P6)UvE5
zxSFGhCL~-$k}lpVz{k}H6(z>AIhkrMx@64JJoL>uwO)t7-L8toBM4{fd*+XbLrqzV
zME}ncwSlM}Rk}scN2eW&<?ueNsVll~oh_7b_H;TUwIbvty(O{kwkLqjQj%lETsSZk
z{gz0h7VL#HL@@@zeMKwD-tMt>Ge%P@xW(Z7B3HQyQK^|+y`b9IikIRRBYrV`&g;%d
zN&E|YyhCDan}TAPNWKA@IQm$s9#}ri<Hn$8pW<u!bV@)DC8~#R=sM+H+W2B+Z-qBM
zlvDY(B)6onrVsVYNc5%|=#G8QhWigb=VIym%XgkTW?&uMp|Fuc)TcN*_D($0WG?~&
zx~gOqG=&Xi_L@B0gsJujv3c!;v;%aVLptTm)%@I|^|P!A_j3lu&fpN-;;HwEX=KsH
zq%FItZ)V|l^t%QW<s;)ZL+aX5)Q1aF{P#@7R9=1B3?j|R+K_gdIw|0M$G9_GUYmHg
z6S`O-qHXuZ8YvXy7b<>GiWbVg+1vLnaX~tJzF9>VwkLw^_gsDuZU?>xc~<#LuR;3r
zrprD#8}<0G&#2-c<?|P6Mmd#zA;X>@bJjy0Jtakk>nATYQmEs|aQI*VP%>~z=sit9
z6T|gFFdY5Y6e%=#?;zyLqdNp_r3$<)Pxa>Ly;0o-gj5gX6sVM8_B{q)c@oy69T5^3
z*2*qme$MZlmInoEc!p+%-cuU{)>2eSK?s#I<%X-}DH#6in+iQ-Y?Q98C;UqA@UF*{
zN>(ejUE!Y5CjAGWNA-y1St3oL8;Uprb{4b3ie-2=Y|XJvm`HZ3uBm2-rx2yycV?hN
z+*IEg<gtV)&R9lh-+Dt%1+*o^LJ`UdW?z=z_+54K55ALL>sia#YK^86zf41%m)}8!
zkOg3EsB2xne;_+ANMdHrhb3;QjlR*t+XM{@_1)@u8dFddk^=AheY0g|F*wtr{z?C}
zrO=)0cZNx1O3lVAyRt83{q2GP0q)q9esXPuW^=d$4WNAiHmsq2unNf*y}lOh<B=0t
zvLaoKP+>}j2Qr!YVqb+=M7?D>6#N}lsW;plYw!SHkMxWiy^F~zt}Dwe^EFGPcLKm#
z?qzfOMM&O_8gUB_0RL>OjP!%gcC$X1VCcFc4O_1us0FBho)YJ$>7U^Q7Xj54mu(z}
z^-`I4JWSTtPjmtR5N)}x3YU~}N7&TZ?0x$)PF^{+HlFVsaxZj;iRTZUib;$>$j`kc
z1KF+2%R7P<#QyvreCo3I`W{|g$e(4H%M{kSh?2Qp4kFLEr}iwxU@p5;HRXeA$MtL^
zmy!~9lkfV6za-wx(}xwUMY038{J&av9UC%M5~<Nz2B?H54F-AD>PrN^#h!fI_w@d6
zS2l?2A~Nc4W=@qU-+Hql;A$oC{pt_C5kkMdmhsp9Kll&@V11f+5Ae;#ab-8a+SK{!
zle?s-8-0)e>U&}&+>m^1=o0fW{GY0mRw{p^(DmW`$7pZz2q9)KnU9VQfujB)b#ra<
zZ~Qg5f06vB>K}IhZ%O{c^<O02{&40O?!{(27W|8=gmqEQk<#J7{@;3wB@5w3>*H|z
z=j*D?^VybV)%&#f>t6k9*xbfx7SF;dHzl?Um($P=_b)^JLjTzy@KR2|vDZja<vpU%
zQg+{{ER|;4#8{B9Qt=c?%$ElFM|=TYQN$uRSA+=tH1({DrMbam-)hbk;<z=eBT^Qw
z`u;_Krq0efEH0lRC%;f<E?6f~?jTW4WjV;)wPhHa50!5}al96WPqya|*a(tX);aHt
zMG%x+tPTQu{JP(o^Itv-IxX-!J^0jV!`pKhh?o|MG*`BpbvP+cHls{8pTsTjVvJ7X
zzVv|El0Nz53=Y(3szOU*iZ!K)cJDX8-FvFZV%?0pzJdw~pnl9JwoY5fV$D~Y*@GEq
z3yDQP@&MxJl3nV19RImU{ay1<GZXs|FT{qa1^&6cr^7Z?L~l+nATGUH!+a#J$Ow*0
zDW_>jD5SUxzz<V{B!C+-k*P;9eg>`JQZ-m8BelaU1)_lN<bZ6ccggG@eB2A$nh2Et
z1i?o!3tL)PhL8OfZGU3NnenU*sQl@>%wPZ(n~`&nR}}Kp4|GEU_ufhA<ILSgnBk3Z
zeDwyduuo0#d2M%xSoKnBpMoN~2!;UCVGwy%X;Pc#r^gGC9BNG&2Y%zHzEQ>B*8GCU
z;=c+XOR>p|Sn;Y55YSE^9Z0QmUgrmJCy%FF8nI1227eLUn<Oe?9lygVzF+F&y|z5+
zD@Q2wRKUh3I9i@O<kksoqiK6;O}%s6HGE;a@M`zD`p?-v_%3$jkNJj%`zZpPPpR}e
zdaXQBSvD#heG2r12{t3uCcbxzJnFcT;ng|8m4*)~rd!PWv0-L3CB!5^z#$L*E|FyP
zO_s-dK6)ZGik4<;K+P#WlOUykXhT>GEUX39%aw~M`ASiCSol<|FYTb9wi<w^M+E>3
zXOhPoJWYA$a4&7TD>0cp0cKI})rD}>ajP+sXYh#aw%Hkl+>ko^G8g=)x-L%dxKpL(
zGX697%_k9!T8r92&9=D9`T7limL3=K^a3PhL|a;0|2A6uwF3Uvrg~YqxW+EOoSBfa
zm_*Eh@yy8lWOu<#7(6v;rY)_@i_92o@3HB<zEFJM-60#27M4Q81yn2QM-gcDlEuB<
zDyJ%T&+Uvfg%c-I;ruYD)#2ERH`68d@128v%M0n<H(Ucqaip}cl_oW-are=Yq=6?z
z)4Y7YNA~mPewZgPpE>K2x!7bp?l-cu-8L2jvTbRILQF!r43Rh(_y$Zw`>ebG&sZJ2
z7iW_Vnl4m8TLfocxphsWqxz_2fsdTh(Xz}L@Uv36u?DGh+I=oTeM_fpl)i#=c<YEH
zF4eBrZdQlbSjNlQ$`<x?7=EO>h`}E`bJTE}W`z7IDQd=E(>ZTqi#Yb^yu6#C?@ij>
z%9fe8c1djPBKM-XO!vkn^>)r;v7cJ1<Fj=nN+(Pb0LcaS>MBDQe`kqij0AO>6Ttfm
zYAkCgHy{*8yv9R6Oy-Of`9LsB<lSt0f9u&Mt#$1y+1<yTrk_^Sea;KYjPUpcS20E_
zE;p+rTz5>H40Xs<xow9soM#J1-lYa4Va#q%mha&G)*!ZnJ_rYdw?lcFy&})3LXZM4
zmT?b)E6gh4e%9N(;%Dxyvtmz??#)j$*ZW0({W7FS0iD7s1qIRXl9)~rg1CCWYq?t0
zkZ_tj(x28gT@nX^x(hVYS6E^)V3h&<RCr+{5~+Uez1m1E<2s|812RV@b#GP`yPrx_
zV5nQ*3jw3tXH(M({1146JJ&*CB`c-?@mY*oD(7gq@#V|0P|!y<s2L*v-bo?XNZ-^y
zbJ+-5xKpHoBdIBVZujr=f6?J_GR?LhQbr;-Cj0B#xR)huM=YoB9=HBf{eur`p_r>|
zV@|M$IaZNdQd{qnKnms5cJJiC^q(d%w-w&SKXa1A<!eu+g@AHgoFDvj>i^AJ*_Xll
z55bPhr8nIR&PCulU?8I}pw;K+-bY%vV<LWw&JSRju4aUMiPo`xTD)_5#VTrY<rn{d
zuPvO?{TRG*b~9etT63yst4$~JmAGs(cony*tv-^-LiB57^Wdb5i{1o7(+lb8FX>iJ
zkQ4`j{|+<W&22&uD5B#aVn@8VFhwB5mbT!NO9v`S_k5sMCec6mjvQK;{T5Pi*7z?X
z20G#Irn?%hq5dM)*Ri!=pqlb@C81?AUh{wCL#HeL_5aZQa-*!w&6u@6AFJqznf^*i
zLDX{Cxx7JrLnn0&i(*R4k(Pg4pnLAXPWXKWyD?a~3-TW2|AQ}-d~en@pYUu#>sG^q
zpZ-?l{~Fv=6f9c3WFtG;2O#Yzw}G_esebFFZ?j)+BvG{gPzx;-fBzG5-xCyDb?+;G
zHR)gKKJ8yt+8Qx!&$bI?8&RJ9*s{8{s!^&X>l;TEuN~MPsq>8vlBZmFPF~)m+z6n&
zawhuRA{kjsCxelZ+r=;^W##j#YpT?sDJ2+7q5OiIJiMgLmZOWnj3S>D5^j^RPW0fh
zhOwDN2qd~EW0UC^@CxoEdoSd05<u8!Jmn(2t=!;VWatIC0~ekK&OOCG36bVk^voP1
z!{z;tfa%6&W6BoPH_9g{;}hp}+OK|-Ei5iAjlm<lJ#uhu^B!mcXOZ%Q9N4tO>&dA6
z{HfxPRpahvnWh#kCC19aKy_6*4`lIMe2rUBt^8yKGKtoh+MfReBiO`+e-*j~%%0@$
zL0_ry8BJQQWcPEFFkRm|tW?Loyb1isq_?VaxvP8@v8C)+rq_(A<aI}6$vs+Xi243P
zgnC0=VHI}06uoX+P=jzZ=hd3PR^@AlW~t($+j(r>N56+U@gr49cd{6EwwOn*<8t$n
zQYJ~SnR#NSAsPwQ3tF>LlC#7zoQgWMojZn$PiQ@&B`@K3{Lin|pJ^<~pzr^GHgN$?
z;ZR9G<J7uaj8T(fsN~1wWtYQCce|1<23D0jq~Gx78CNBZ7ewj$mm3GPC9*&g@=*}@
z(KPjNNY<M$46Q#z2VwztT~^HQuMS*cR;W1b8EXwclLB2plGXae1@Wkt^;5U<MRXZg
zCw}mqAO@rE)JJJGlNYzVk|MsIVCvo%LsbT3tyCnJ`ff}XuWh6<KjtuEQ&~sHenq@l
z$ZfUzevv)*^h5pnK`!T31<XZ>rbs9(PVme$4wVQCBYiepgd~OGZs30%o=qlJwwiHn
zs7s(^0cyG9gz%V_><{1Y5o`hUFLaIALiJ_(&}?F@qpL`lxI(a#JCQhF%juCYBEJsD
z3KLPy5gjWFXFNmqjsoJcN5~tjYI;p9@m8>c&@f8ZPjnZV$8OWC05^!uEQSe|_J*sF
zWX9Kju4b?P;G4VfvTEL7K1sbMe;C;a?&*PO2Ay%I-d0Z--kmr{o9dGGtU4CfO%7de
zOE(^~H@)v0tO)JIl^IKz<bEeQl+werFGOkrvlQ*8+DYgaYHbM0v$2c4H93i9;TlwJ
zgvVG?B+e?_1_&%cn@M_zh7!8BO&N$8w@hYrIqJ2(8V^CzZX;ogBL)X$)nudCKGB3B
zUffZ-%Vx+YRqh5A++~uLl$BPp?bYUs&XXCQ3Uj;O+}JjXS!4>B<tNM7tJ23Ork=Ws
zg93BjuHS2z>%?ZhA8;mzU)}a4rX`MwtM#ypm922{qoUw50|d=-A}BaLt1)y+>qWE9
zXY}=OP`71O=M&zDht;a}QsxV%+@0J806-=0?rf;h%Rz?up6}pL5fd^xLuz}&D$JuI
zlmJ5rCBf!~!(7V+ePvNo`is`6-YgEXR2}4(T;o_3!mbQKY%&!R+hQ$%Eeo13^3zXN
z7h^YR;w8gsfW*WF_(9P9`%F=@Hjg%wJb?4wX*I#nARMwEt*CpWN7GTqSuPYrk;CRL
zn<5-V3n!bz29?0~%wq4Zh8NA1mDD`m)L6uw46R@lukmWkr9Bm*Bui(5^!q|}4Da)=
zcj@7QVYj-&J$%B(6l{4GZQFL|1B`#)^1_N#(zuDa37efDE9b<k8lj5nD-4{Hh>f&g
z1^bKDpb;C1I+qOYWI>!78cN#hfo4sEH5bW3t~X94h@X;GTu!wCS#J+<wr(z{44`c|
zlkV<5%ejdu=GV+MGE+BoB1BK=(-cj_W=jOx-$n{PIn8Q}X0k>i+3@<tno{bX)d2ay
zPr*jkgr&c;5<I#|?8h~j-)V<bmYd#XWLjPt1wv}&B;G#uUy+@|Z2Ct`KS$?EBg6I-
z{0^<OV(b#B&FyaWJh^AiK!41uw%J&VbAHF2F%o{OLqXKMj~!5wz1H9V6dJ}YbXm@Z
zIbde;+$X2e%eqk`(yxSdI&hU~opUqgr7<tE5#=X&00H{y)WKZpMpdEOGOegLe5)vk
ze#)Nf87m|LgT6=5EvRURr1}B0MixcwhDKCal;;N9(Hdeb75EllE*;Vt3=>J-JH8t+
zl^8TDJ(g}-Wy`6_l^@K+J@=`u9~Ie>O5PQ>R7*_Ul3IdU`3x~V=qG%ZC5p>@bubk?
zl#Twa1geX<gd`Ty7EdgY>zxnoL@MgIg=6OVfOY@je&t^cZZLs}>|Y(D8DqYq(*1yq
zS_7TTK3amL@X=;^%b>PiJo#O=CfL8Ehr;j+8!f5cb(YC~<>=X8Vb)xe8%*F>Y%`bc
zf(*HxH#3*oy>)`&Bc;Q}_g;|d!>hz$R!w86<s8dzDtGHZT?#K+YB*Plr-x$az&aG^
z{<}_+2`@v2>~6!Xp-*>sOQgAkpwX}+Ah=LQKjY39n0vNc44y8~Hs@)Ffg6&WsC(h;
z+=%ku7VkD2iv_n08sbZ|&dKw}N8M>qXC?M;dlIJ>Wnb*1p3t&ZfzsM^nhBz5(K*rT
z+66wfxtO8##WnxD(qJ_XP8{rN`=0C(ED*FJB2ls^NP)pi=P<f6eR}n`zxImEnQ|Ar
zo>;jo_}f5e=P$dBw+lo9X9O#(yKH&;jTdx=ylMQ~nH;cMlvH3Frad>$D@NJ=+NPjq
z03$bXm-2I0U^tSKwZI=3M5sdmbrKU3BT#2J;?Puy%aP7c)ggMYi1ffTZlM^}ZdvdC
zD#3HBiy$BV`wzYaO~wruA8}`hz6P!l;^axVZD4DNX%`_shPBB$oSq%hu&-qDzmQ)^
zLY6s{)Zz=>sSp$$_qt&(K%2CcYHb|YoRKq8vbYYj(Jp6bUnoI*mrJCFH!gkqX)4A4
zql|qxqWrUVnR;h>uOQ@Y=}Jh=FwkM{`fzyVn!f<-Qd0XxlP`}l(JwWT8d=4>F4vn}
zsIkn3{=K2^puk*)qh9@;LFI2g!}qUP*)AK%?wxg$>&?l3OQKNeK8typB1SD03Kd?5
zr)TrPx@J+Ms>{)ysBQzEA=aD6jtxCl`(-%!yC?a@8a5qdS5)J}h?Fe3hrx*|-Y9M#
z+Y=@*C#7HVN-jSV&HTp9A=nIs&}w_cuZ0k5ZOA<dQf;M)%kK<75~hmO<8s;EP-}ux
zw^LyWO4aKIlPgBd0JX`2-;Ye0`UyKbt1A@^bfmGb-HP*!5n8=XhFom9e}w#2HFWNr
z>61Vpxq6@w=K6zASGXs030FT-Mf8tigdFtqR0JqsVORl3-#d0lTH6}Z0Y@UgKD>Wp
zvg(j+cqNw+3Uvx7QkB2FJ^Jb$5lyCvw{21=Xl+{C#yhfLNiwN4twTQbOcJID)T!qY
zr~k}Xqc7l20dqpJJ<Lc_Cf~8@cD57?V6@`a5Gg@;BO~Zo+&NkX$Ke+O>PJ7;Im+KE
zE6Tns*3A?fj0Bv#tpvFU-w_^WAL?47LDw`Ba|@!|d&^S7Bn)>r19*~`7-zsvEd8N5
z@omxg-X{8Q73Q4i=2&71`@1(fg@0!mWX%1+rzR7W^yVC&?rz=hd`7)|NB*_;`F=7k
ziXJE!y^<;>g)-*(>{fj}-Sv2?JuL5m)z#_0Pr&U(w9LuB;vgopv*w7i`kMdR#|N<D
zj<xVf|6kbl!XJRc)>RGxK3TJ=Hn7TqJJsWT${q3r6vva^jM0|XxV><Q<lq17@IT$W
zx9}-E_;=LpQNj00Z~d8qWaa*L5S{o7*}ud6uPUGH#GfI=e(DgFO6J+pQ~VvKUA#*h
zy61K)mqabAtT@U!X2U_AJ;}yzubC{TX**FZ@G4-K&fwv?Rq?~5_-xpl3tz)KG^ajp
z&0Dm!PdZg(2Ni~0d5Kdr_Nks&=Wk@-m*%t8GC~s*PM-=>@J`6PKLAsP8X6J6UpG5c
z@AoyWc6UWVq79TWF{3`1%V#GymZl!MdPk)%P|lN)>iQ(og0!Ebhi`KJokl(VmYFw_
z0+F9TTGw-PS6A<as7$C$q$Ewf5DYYsZ%5M{%fpDgaD)l@BKJ&L=2^!~y1}cn794bT
zh@~Z@1WzBoI0b71HMR;gO2K8K0XCmjaspU;9Q^YDHFv3Y@9FSSjiKeI-L!<jT1Y=^
z3``ne!<b_8U%CPX1Vr=uEw<Xa>JLqL)s0o}>WjgGxoy~axff3c7=Z8z85P{JS<+jK
zRr24MKX>ty5JU1FiOK8G`PsLZQ%PGr<8+aRKIw|Kl~CcccM8qT3n|!o-P#33kTL(8
ze36T{uqiVQ&3I3M79LMHc)fzM?A{X$Q>d;*v(?P#Cbfmp+=x6%*W0wuewI2iLJ^HR
zXa6RakO_G_7TADCYYq=&c0+rc-0&!<MSMEjYWHiARa2PYk&lLk`rC^}3!FVm<K>&(
z(iRF~->gBlt%CJ-(;o{Y)^j_*mVCSCDt>(PuPKFxXKW2*+}L@h7Q+rnZgfdg*lwD~
zPKbto6^icMh$>!_KDJPH+A8^rJE0W2^TizF*tul&?#-#_{~nFQ4Azi!Cdu!lR}S3S
zh6UJu=&Ytak9ZL_-7`lNAIO((0~E^!3ne9%M<biK5duLK0Y;o<eSf3rhMn0zCtCcA
z<<?fC&XLTUbyNO}Z;RJ<3oPw#Roh=IEG&F7(A-H|3?i+<TxbyQ=)jKSN%1r8SruZ5
z(Xsb-De7x{KVAKwF0cKqA%%r?H=#Gje#M|nr-EfLhV4#ltBZ}21E8=%g1<vKXiOoj
zzF~kwikqyuoc@ZdD+Z=c*G+vs>>{>Mi%S?*i_Rsn!*p?GHY|CO42XojNJ^N#Mc$`;
zy|0!aA^b>Ki%ccVcI>>PM;)XxLaqpRC(f=G3`<}(YvO?y<_38q1G(MmBD%0{bH#@#
z$&zIBDO(n!@kJR{c%a-pUGAd>6lLtQ<Cyc-GQ38y@^t{g<7StXzThbZO(g`7TohCY
zNxZ8Tz{)?X@a21?-EMEaWeyupsi{BOF18($D(ir82I$~D1;1BSrJV9e@~!egD|Ist
znJemWJnPtobGH4PaXO|j(zDJ@ivQhwC4J9b*B2qUw#>L=H3hX}JI%Q2wPiBF7vnA{
zCIHh40zn*uhT|Tr=@k2{StgatyY?)1SLu$DpWdBI&ubU=8JNo7n2nyLJhxL5A6Ze~
zY~0-Y-xDp=;qa|OEL;yF*1gm+mg4S`^coB};j!#99A&OFn1!VLGW#yousSKI7=hOo
zqmOmot$W=q@_90-YJMlyGjR|cSjReAla_NRK)YA@(5EHP$3`hxqG$UXlyl#CrJ&`Q
zdNxngSBP0K>;doV>HJN<<0I~JUE9p6N`rwQ!B>c3E}e<#xh7(4X?n~pfjHF9+S!>A
z7^7E_XGoi&?2(#Ln0X+oOs#|DzjvsdZK|YqPjFI4p#3q-#n3DI#hz0qD-<9zQln{I
ztve&msU4=UZ@wE6W5-Il7a9Xed&^dwoAvHS^`Y*tjQV@dk|bQcB}A&FI%>bjkX<rd
zWhoc}d}jEOL<eb#hV(jGSh^Zh)<6TK@`ho?DB3Ce(G$|x?N6!HMbOmDWPI9``5n7Y
zeT!DJyO%*l@<@eR^BgBRxe1`6`OsFeEe!^CNCsI<#o#}!<}Xhr!vgCU7V`_r^UdOU
znB+BTY8%xz0A%^T+(tek(xl}1plIlx^L%Z@n>asV(-eodQ~a#LWq%+x%y1CEyRaoi
zmpT1hm^Z(s%})KZT4d75*I|(r4I$d40WV4fi9|S_S^Mn=9~IVozx*@SFZ@UqzuBwr
zPYY({z?%X)!u`=`;hwB>eWhHgs9yhRDD*QF+7*zag-_m#26L!0wCb%~HtKVDWVx`j
zq`9N+M>Qo)-LoX7gt{c013)I^mA{gQ(KFEcfEVS&<;)yRW^Dt4#PzYawpk*88k%Y1
z8B@PkQk~y#JF9)`C~0tJ3YoAwNZ2Jij)d&Q<?yufUEkGC%d8Mgo01O0%-OO;pfMR-
zaaKxqCrMWzh>fHN&?3EJ@Eac<Ly^2j=x_l+ypWq#u^MuMVjkS<39<mr>Bi4kRTb5=
zl4gh)cpz_Cqkj-YcU}v1TFFd1tUHS%Ev+dbdoT#E75K%*)xNVfIm^glzqdDT4mhv0
zylZe0d1~jtn~srkS|)vl16Q4bSoXmZceTC3of*M)4}Ky)_)`x39JjkEQMi6T=iJoW
z=$%yX_N$H~dH7FH9vIbNiLS*VMVnd@zF6RN;(>6=L|8<5f&jp(Q-#-`lgPOhx*ys5
z!j|zuZgSq;7*)(NkbC^mA8@Hodj~$Ou8@HWn<-TXfDAXynl&yuF8ZVnL4zTgo9BwG
z<qUe)wl}T0&-{ds6x^?T&xTS`?{29KkjMo)4Z;0zG<nhdxLaVJ(&6a-bq~hvu49U;
zMS~6tIwD5$;JXc~OX!8iJjt~keRgOy(J^E&TnAm4jt&zBvIMhMU_p5ecCvI42fnAi
z+xpH2`7JfbQF>i*ej|wg#@u_yHI=pP!pw}!D2fgspcG4J5}K6IK^+Ob2q8p5Q|W<#
z5{gt61t|j3J18}UBvL{NZ4?0s(i2K(QUZhyQk3SGXMCLJdC&X4zw`Zm-#O<y`D16X
z_u6aiEcV{(UiWoh*ByCHE;D*?`F{I7;)Q<WoZoW`DtLL-3SPsPMz@dV%Rcq)-NRoI
zyWMX{X>Pjb7<^(lDudBw`Pp_$xvb)rkzcuoO|hLPr?oKqAA6bRs#po$`5EwT)T(J(
zhKPnT?F4qKQ<hsk5vt3GDN!!rBI?ZLiJ3~S`~ALRzj7mxK3UvpRYa(|o+6Xlc`SaM
z0>Ba$fv8U!i9{(|-sU1<R>(#}C-&gclK3skxLR?h%-rl=S|6l<3T@=I6W9I<$qR~3
zOE-CQ1?hqHOQrY8VheC(71q{@cZy;pp$VCG`BvDRuPDZ_-OlqS8<Vq1z`E7aI4CR&
zTdq)GSJI`Wlc0ZyzgGPSpsK%>Kp)t5-IU7zRkOzZ!?D@ZrmwzFOSjIR_NhM{#DC5V
z3(9jG2-wHl%qtvhYqlLc{4d<hDf|DOo4Mgd1`AI+H}<{Na{*!s{4cqXkX-{U{IyK1
zw(^rlrPU7SO{BTCI)AZC!}{08?|By<Bt42a{bj~?Dh(25aZ9&RrSHh#+PkL%p%-V9
z53bl$7dD?w;Ub!BJxVfLf3-EK_f_;88wU#jfB#?ZolXh|F`E)L4UW!U$X@uyCYnEW
zW7PD^f4TSIKX<3$KFR%`u7R~P#_+EgD-rE~ws}*AwuP8A-O5xz=k(gTE5t@LyvUcH
ziP*TP>+<;f&;P$*`x{G|Y^-@3Hhbye#%0a?{q!U3!L#41fwOHq<-hW*-}<25Ewpsb
z?Cp(b2WJ&d-272u`^RBTgZ1;r+@<eo{C@Wu`>F6-ZLIqLC_R>ERc6(^dFd4E&%avv
z<v}sek-sfKV&~DvWG=kK&T`YxL5F0!6nW_dm5tr%e?Ahw{#4dv>+))WEG|E~SU1sQ
zrTs=TXvqLh%FE4a3HDqo%<Mw#owrf}l6-P*(dlk?s%_lyTOU><v-nyre6Fa+8;iq;
z;R4r;L64%JesU-ax{Et7zWDQ@)6S?8VYc3&He8VzN!+*^a&kN2N1Z%MfKDbCPZHo<
zySu<v3+zjVHv3+Ci9qxFx9f6)8j|DOmd5_<I+pJei9b&H(X3-dZr}NlxsT%I9`)T-
z%@cf|1MrE<C5hJLm+x>b&!-$uw1flhDp(tim8fzx|Bq)ojrpK6^^?55^c4K(tBR-O
zEhIZeo^ljQ{5|gP{suT5rtf^=UlLAPjRqEcYFm5D5DCjbd}HJJ?a$`he_y<_#<XGd
zQ&HCePS?Mxi=I^=2dS3$0Mu5%mZmzko(x4vhc|4`9{=?p`R`_doh;5rCDXJluVBlH
zEjd(@evu^ww8BVPo_QLkr~CvhwMBd0r!Hl*s!;(jjye!EUh>)g(x3-t@Sd);d*Bk;
z;!U-D10A?E2y!clFt<}Ex%#p6LbrR;$G&<!5<)PEzKB5}RWz|OT6z*dl#Z>$g$5wt
z<w}9a$zKbe8_{fVBN+tGq=!Y@auH3Xz~%M!7aqWUuQGadeyoXBDym;U9*2!kpnBNG
z&ksgLHH0|3O4*;MABI$oLIx_t1edI`_?iS<N`mxoV|bm-y5A>EJm}+=9=2KWLwdlH
z&07^pRyE~V24Z9P=$DOAu&^`vv(q5;KH0^_S(i$}r0RM*^LMn~O6gzf5-~>_J@wvt
zpo^cd($+CJPtVR7x*&Qn2(!07<k^1P%3;#Zy$Pb6we9UM;Q=`Ta1|V0beL*?q5{lK
z7ESMZg^+PLB^NoaeeVfWz6m?~m5U2TF<Br*gjZUcl)S>B2=d+{S>;%HC?*{w+yPZh
zmW%M*e6plsxzLE!D=RKaV+k<vgEeN1%Mkc++a0-MmOa|ydqhMQLf=9|5KE{zA8Mi{
z?Yjm>4W(^j@0(6?Rnf?l&O78jI#J$q*aOb6X30g#n6|F$CO-H`LvT74R59{`IyKXx
zJ&NLNj`_+Ygs$43NJZQ?ZPE<U5m&P7IgK_TiK0N~=BV<vgL{L`H0R$Bw|Udy11p9l
z`=$7;9%rcHofxcZLHo~lxw?H&J?!u9j4hj)QAer@7ng?Ttj3Dr&q*E6LCwK=A2%FA
z4iP&~Z+Hy)DGP3kR@cI*a6}!9YDBMFG;RHIAM|P8P0pK6$S4Y(D`9%o_up7tyySFy
z+#6ns0k_8~h6fjWD+T4742(@ha|6?)oFW!tYiB>r$yscOkiW6nGO>124rf&m>XewQ
zfR<BAo1)p2*>)ixQ?==^`m-b`-IrY&nn+f2P5fLalwn00vq{-}u=`%hdi*D$`^$5x
z07sFy)CZs!9`^?eMBYT@8ca*1nblG+ATNIWgLC}k@=uzZa*6Nf+IRV$b`^e&f}6nO
z9fyC+qax3KOs$Ha+S69l*m9oyh$H#$fZLK?Fq0fy1yT{ry@^?=ioyYFp61kcYi4}C
zH99V?ad&V@XOUxYH2Z;{bhQ5bs%V1>bUY985ngFj#IJLs+2nRwD$WYzQ@?Pejd?gP
z^uemU+??)UW{xB}+X>qQOn3I#Q#WR^9#Uqgs}8dH2yOM~>ePOv+%;bRqL7pg%SMsn
zQavfrL|76*b-yjycGO))J*^-zj_4^*ied3MI$P1W)`#2anVo4VwIj;?KYJHfMMwnS
zw832Xa^7;M)yO#BN^8~Lu<_B}v>S;;P8+}=&~90CZv|BRgjN{SROob*g1FDP_>|MA
z;ZMN+ta}16D)!#}>Pdq=@R)i+CM-?Uq1DJaB^fcJ;v19jFnNWq^M+IXz`$t6j_#gs
zaLoh(YD<Lgw=;{BR+_K_kkBSe1K#RfC|5aw4{REy{r(+FY7#`M*JPeGRsGa(L$x^D
zm9{NYVB;JrpuaNMO|*5zX~Hh-aUD81g@&&$iX|6ELyDpoGoXlVxqBsNGxJsxA5ce4
zPvC{aTU{z|plD~ZtPzkP4*lGCVZ&O7`DYyqudCd(Ajf(~L@+hBjxL|iOH~X>yu&0&
za5sw{*vx!mLv#JhT^CsBtI#CLbH*{1VA^V2@Qv-PnBWiaePoaJfCaw)N2`d9t<=AL
zx#F6VYxjeb;@OTn))%uB=T#%J$zh4lF>BX<a=!l8+xh$E7wMyo=CXXrr}E#}9!?IL
zrG)aN8&oC*o+)JHB!39K5ZwFt-)jH=TRao}jjis{BJsnG6JtN@j!d078(xL0xDG|C
zo2PnK)*70ybKBh|-oqxbLVq4mZA`R~ID1)rk^C9s|C}$f#@4yoyq(_&ChhUOnYtz?
z3yjK`N-^zMEZG9U5GzK=*NsDcRQLq71f#d%L!6qq_-BoeQqzk<TTF^$s-}LChiey2
zet3`*)=S1p@+MN+*VJ_-CN+c<zp)kn(U8_IPNYv16=Z#WP!OIdFt=NU>!H>h&wMAL
zFbXp&eDIC!@i(@Z5{@o^J(E3awBktr_JLS}5eKBd#WVrce}(=YRY&0Bk(&8rT#}Er
zKh9!3su3-YwTnU9?Kuz~U<VQ>*bh^0hm%AqDf(XRx9F&6k%@PYQ3$+2QFZR>^jSn<
zav(0HTOsFGhlvML9#Tm^N0QBG91|EW@sKFRq=ypq<Tgy*(3rI}S_w&NnVNpgYue0o
z<V~YZ7q~r9LF0MNgC&Z}0aP&Iz~%^;V%oj+loSV|%vhskw{XI!8OM8>P+qld;){$?
zWjm7_J|%b)v*1j3hG(NtQc(KcK)DMygF(fSKNEavFWZ<<NlIJ;%q4E$n$fJS`-Kn7
zr0q`vc4QS_eAV5GLn>R<sgXJuH`&4E$EB|Lr4^BALp_#NFFb>L5_`Zt*J29PjQk#M
zetOnfdwYy|t;Tt$dCow8FnQnK!Q;p&WhT(~J=^d9F9fdLK#zdlQq76YN&?NPDyfqn
zasqX2mDql%k7D`USz6o3OKg`|w>D=H8|U-8N>!mBOLwZi9(VY=cskUSuO%JLhVuRX
z0G#>Tfv?s6W2MWZ2A(>zbaj>`J`1^mi7=%qoSyWOxAR!ZF(1dS(D-bi)wwp72}Ij1
zJ84^m44rpGZJ`szNv*CGItxfXdXTurkgw;vdSP6bNfe+*O54fN$uUy|zVi>B0RRY;
zQ?gtV;a>g>Hn1eg4W!sC)>)O9*Bx5ga=$cvd4Q38Rb1)}k~V*P$~{s~&>Zib`1@me
z8P6axsPfj{>3wJ3vmQM5bE|mUZtwH*gBkV(Ek7rS4UT$~`(?zsV>mwW=b+?;@|WH5
za6tnbU_T+I#jqo*&T%Z}khbA`|JlnEZ0i$cgE*Q3WZcbt2>|Z2&~^0-G3q*VUsQJ`
z>x{k)A{%OOx5)FOEorTjhMT6Wi$4Box&e-_i80+G_rA3;Ye-m_^Rj8kN&k{pTj*r2
zaE1QDkp-_pk^tgdXI`--GB1)!cY0>^PFzUbhd=T>0xM3bZjP5;;(4j2{`jw9XGw#p
zQPy_hHQml%7Y(b#Ca7tMLyf>pcg*5uS+=SU)EEfd_5mBO18ROiA<muy{2Fob9wZ*e
z%*1N}uRSUOGg&iV1!e2~ZqM!3=E9f;bG_woJTzsyo@AsUHlbUX-5&X{<Y6j)aMTWg
zgCq9bB^f#tmfAEzQU*q|SguZf1&@+Iwhk}!bp<`JFVf1s;oHApqf}!xJx2ulLr%Bx
z2VeW*gL*eI6;jk>Ua!^P#KbPI)mk<MfHjTp5iI}*P1==xB;K~_GRvvR_Rj6!Y3^d*
z*mg>W8|}6QzOhZ;^dQN(kYZV&__d7Zb_P^b`oXo6!mMU+Wt%XXc7UFer^~LW@j)Xt
ztln$~X*ZiN_nOdmM8Svo_M{9WwID3ftuL9MZ^ap8g^Y0(PRjI8Sqt+Dn^-162GqFE
zjWzJZpjPZZZeNT8H<9yL%lU=*m^|;**<fCQH9-CgA&G?T(am&nxpf`Hu7ZUnCYaAW
zKPU)cTtnuQ<gyUW#$9JO+6c_^7H!VuMD}+(vXJnL@gu5}3j-C2s*ffhBl`5`p0Rw-
zf<9IPsay7qkl+Ma&6+?V?;^jv?XUD|7Tm8h<7YA*b30=TmHiukz3^>&-DG!uNm=zQ
zlSOy;Y}5DAFH)~=FHJab&-RUql=;0AAI+8s^On#}1gsUzKbIv+%8&Ac7b0pN`2o|i
z_x;S|PVIkv>lrYqj309T<Dzthh``qiTlc)mg_c)K@A+R=8Oh~;T~0&9J|%Npxr-8k
z-DmPb6%(HDw3R04G2P~iZ5X>@CvCMc=gIZ``yK5UB^k6``qFG!xPUbV-+Mniw_H}9
zifhS_MLVZ`WBVwd#gZ6!U27==4Fwz4__?I^1O1(S43r_ugV}WFuSL)gc&JCBx%quG
z<^?zYhc_dnD1&K?tn(sN|HVDdaJ>KhWy1Dz?&!se4+nkuYVW19kO?DBVQxJ+(|lgc
zJ>3hXBsTWcf7bi!>s0&U%p+@U$ghrn&D&QRE_x-qif&%i>r|6?xu?1F_0NBY5&!+n
z|MTS#v%^l-NQM1z+;skk@r@1JeEFEgFed32qA$p=d;fIt08FXI{_Z^xW%X1d*VP<|
z>Qqa-x&E)&&5MT`IFPW@pi(`xkY1zx1j-FEp6asN`O14@wR9*zSPqwK7FH!C%}wIY
zA{>KZHSnF(W?WBMjJph~1P>punm~9!sk9_{D*6M>PFe9S&yske%R(H~la^LYtnn_t
zz0&bIc}Qp3ZyP9QvHdcAq09SpO~VkJ;A^#LQ@ERdJCC5NqNXbXRfwHo%v`g3I*Q|x
zgN<Mu3`~4-`SQfPv<%fcQ%v7a=yWW5^&K9k(yDVEy!=X(!rbQXNzM3%T3gQNQKzWz
zuTgnYMrfw;lh^JR`+Vro%@_#~5VI)Izy%XBhdzAR_fXP>Ia<bg3WVvIyZ~&psE$3-
zzG^r9i7ismVR)79g}hekYJ>M{@fR<WulK{G*f)8!;HuJ@Q9OE{bD1@uM+Xsr4t0=9
zPV7=DIv10}b=l%s4@@EMb>4FJ^?H-a<4)+};Lq?>8Sh}J&+Q!89K}vzrklI4nb)Ad
zdKS(DamfSPt5pdQ$-qtof-PqoC^Ies@y~CXpa#@27roJj#i^A|AggPUsxuua_LA={
z+Y=nj%AB*FC_goPb6Zed8sj-`g(KIbOSM<3+P`BK`6=x@Y&;XJK{pJ!K1bxFdHr7I
zUrJc!Z&XpvePg=Rh(u+y70K6`H{sMMrMw#eo^h!g4$i&QvnRPNVG#2IQNu&3Zw7R%
z2gchLqSNXLqr?7K+T(!7LO|@Gtk@=DV5f2RrZGcjhKe^8MoX>2J6!`1l5();4xXtN
zzFtYXd)0DYFkrk6t9kIWm+u4>KU&d?m<#&N_sObfT!`1g_(=SD(~olLW${S4TNWOR
zIIpz+L$M&do{`c*t1d{selRDI7Ycj-`14MspMTNofvg~#Mx(@)cVe2zc}1F*5rnbH
zb(qfFYwJ=bQnd-YKHDZ9%?DLRtpd53#(`WsZOCnxxN1bOGbcL*o>q}CsLrd)a?Gm4
zn+G4CJP;g^Vuj^-Uu=*#^9gKrM!XZskAM$wWH40&RXR=7&hka|4hDDEQ2m3lvIbj_
zVE|tgK&zuU!LoRlhx<yVfa@s)NO3sl#La-Bqw#e5H?~YM5xCjPNGS1Z5+s)qa{Z?t
zvYP_AHem$=>OM{TKB#OXFh{5OB8xwfBoPNYvG&ZSl!+#$<!X5(F@uPuuL|PKiCL~*
zBo<NJIFG`C4O&$7kaYI!HGZEYDNv{P53^?4Qgzhb#&Br#W`DXNiPQovdX*cO?xSSs
zQMo9<<d4m5<u%8|ORiD2_=fx@V)8ni2kBvkv0z(yg~;2OU6<Q5E`jpZy-Zc0v#Q)@
zW>8QzD%XTjYVpgo#8x6`Atq`TY+S<sX;CV!0VzrT&4g5?CA3Rlu890iC6Fi0$p>X=
zJR^*#l@wpil}SQ6|NLy#o$gN<63AP+fyQ28L}tZ_#a%AePZc8SOrskf$^n9_LyLMn
z=l-PB-7~C@u)tlxsMG|EMYnd_mz1755O!k3waZc+b82@b>c{Ro^GnDKES+Ac@50ct
z#*qsvSX!Fuh#t2{W{-?xdT2*NsL`3ad5`3!9U9zQX?=hNwlf1>gLTbV*%x#iSaAjJ
zoiRN3E0EUI)ca45*GXyBj8(tBz7O}Dqf^?Ni`KdpZXZtC)Gg&?>`zx9gMBM+Q0U2S
zcD-3%!~3Z_qk7&&9*K?8)caGm4T<sqEOrOLcLrr&GZZwaQQQJi{>{eG<Gg{AFNRy&
zn6L?$rvb!IvZC-U{KUxp3+$3LNK$Lj#LBheL4l?H^%3Fvem$eSVx8?ChqqsX&#0he
z`$_io^%EG9Fj%y#C|u?J%K=ft7=oqk6ihQ}nM@C!+iLvjIdJ>zBVXlVoKl>vdaxn+
zytgV7JMo2V_4b0Qicn2@{ssL!1^IL-bhWjy%i;z*Y-|Ki+?z3gjggK~H>o$_Z_4jJ
z5iuEWBZ}J7WNx?+q63uKj_ZG)d;V)P{I@)EMOsX*D-IKx8=Vi8j(YzEYNpqmaNZb>
z>|OcIZMT(b(J3Z_r%-~<hArL|LdV8;pSMMI3;`K0O#M-K08L4;!(tH#ueMZIz9BS%
z8qUd$n6BI4W^_N={<EO^(JOpbw!RguT{I;C9>jDk#X8cs>RIUma@}W4#p+y;$Yg_Z
zZ`w*3y08?51q#qiW)ZGJs5~LXK`ZHDTd4(P?-p%4WvhH!-I@#CeCFE2FEw^DHGDYy
z_7+Kh(yq^N$nleHs#V0mGF{Bsg-G)d11o$iH}99Ci8w-V&n<l3q3lJIkQsDIVu}h<
z4W^Z37-;Td7$B9kvm*|@kDH-9j2<c4`o#v5w7k#h=xM}ZYX#EhgSMDYI=J4txi}MC
zIa;ibTdlIJkee`4gs(k;Nf6RX^00h8Mw*cKt7g#)JH*6W#I2@I&&1JDa}0BE#Sgvh
zCzs_46iLrEH-9)oG7*bU?l&EIJ+PBmyd}%v(4wySo5$dNO8>-vYLc&f_eonkP4%8{
zrT&LPgmZUrA|Bz7B_7jGR^3STuPj3k1%=y5AX2+3Zvi@evG>-4vtpzAf(9hl2*D@l
zN|lm8CUC}D68H*pPnNfrGDPC9yi&@5_*D0I_CamY?z1|S3Kr$%LvAg!!#+SAAf8wY
zYT#)e%l~pK8Da8E@iu4It`z=MvSnjbE6NoGInfz@qG~*}Mmx^>k>=>Nkc7Pi78zT{
zhR@It4Llbc;cEd}h@E+dv06Gj`Kqcr4M!#qNf-{UUT?Ror|CD<Of2n2^R<@AmAgf$
z`&v=0>YIuXB`W3}i;z$4?{s%O49fpr<XQh+`bT^fl}(NO{a*c#zU$<FA(*UH-6gh{
z|87kEh|uDCr&rX(3fkhCmCRkQ7W(fIuzY;h#)C>rJh-X2w+?dJ6zSs+^nq;t3n24N
zY7_LcGA8eN8zw@P;lGWig$~`UZ7OaEwNgCzAUwC^@DR6_9e1-N`J8DH!XF@UO!NAS
z`x%+8K4DalLf>GE_31UElYJ`_#wF&#XC}5$*!nT2TC1&4&8Vo=xO)7jjM;}zLIdgb
z8>MUB*tAHpzz3C}+x7`Ao6ZWk=&*ELstJ8Y>|MDd(;;r9ZAw*K_44d_5lFD<+KD-A
zEmhIAdepCVom}ngF+Au<)unC&YnR%Ni`e3Q)YJ+Xr{pdK+5!O1LCG&gg#46pD#krY
z?5pIjP+=3F)@DH!!M@6XNYv<zb{YSEaSTj*TzmT3P}|&^{DkES=uX}UUWB~n{vuna
z(F=If#5)pfwkF7pJva}j;h<pmFhCrOs%x+`!I*Az_*FgOPp)_caRvfvL?p3;q%Heo
z`1N?W;wDNdQ#>cyC79pXxIh<?XI8(l9lqD$+L#WQ-Ll1r*TQ;i%<BhC4|i8fc(g@D
z|7NoQ4Xb|`@$*Z@S_Mnr*?W;HKmOm6<K_F(30>zu=ls!8GJKe(H}~Re_hpyW{Gz*y
z!ME6~{{vy><D&_c?PSJPmuqW+dmWpxZ+Do=K4zD<LjLlv^?2v7{l^>WM<@TgzS%!z
zDh0JzF;^~o$26PU+T1je?l^g&yzy&L0ajcfrqS@%^^07Tj&lhJ2CqV{?U^@h@34Lu
zdMYuOE?#$yG?q$a`*4*8Hh%q*?VTJCknJ2)=M&ehxED_uw$wSaGcT_y&#coqiiDzI
zm;IGjq5t|7Uw#0CxjjD?1T3FjnBVU$<~*;_k!l421g95zfUo8ce_v61<%TDhZ1`hJ
zt1Sm;jfA4-jh`nLVq33b5*}wgEsMDt_17oo<>xWvmdd#xfj#vgbe~UL7E1^3OXY{H
zaNo$LQO8OfQEQn&EYN^Iyy*&jC`7ZTf0LQ%jtd3xNV(|S)tN5egSO*s*Wcy+shbq-
zNi?A{yVQ4vlvS5-uJFv6guymkM|8Z<?=Q#j{-fCfopJ0kaFxNWK9N+-n1+Nq0s{NU
zq%O}#23{m{i)-uC5dv$^^Z)c@6S&!es-%0x<VD-K18JCN)&+XN;Da8VbH%9Vy^8T0
zM!K}Qm+#|xQXw(>^KUps**FEmemC#Gp_%;F!0c@QMv|`1AdCKAhR$Tc8h;8X|Id70
zI{u9%2#|j_k&i=#lnS~!$L=%5r;AnNf?;?e=NCI<MS}HcRY6iLwxa+&a6UelOHfFL
zQrGzwjoZcKdD-i9n?HPz+r5uf>V8tU-2e4nQj!{W)MDskyMn%bOib<6a}rb)C>MA7
z@rd}~7W>ZRoq?KP$&vHmv$qChd}YS0;qSd1lVbqHv&K^o6XV_>uNf_kM_L6GTUze=
zCb5S$K~1wjlO_z8P}HL(i6*OT=jUKOWPfbYxY5G<w4ESvx`cD1_>wuc_EVCpX6>ei
z2RYDn61l#NbjKjGj7$a{2m>r(9~BLB6IL&DNgx-2`?Fw2v2@i&m$sb^qxAv)YzM+6
zb29I-0yywyZ(U&?6^*)+o}(H=LAypwphqYe7*Ncu-UP&^CMZe?WWEFWU|Ll-MN;ZD
zS0i54wCWk)Sc0XO;?8|2ti{0x3w(4I>h8R7N^W(KLVmt*dIqdRKV4+Iz9x-g=~3S-
zB57xrBM_p6O?0N$@1PGm)o!~rwy`+{pH21nmhbfuSNFmhzeY4DjN1tb(k#@A?=jCe
zzi{;%v0J-5lr;~BSN)n8&qM=NiuL<drxA>89<L3L&?AqI<BLXP@p+J%&H>`KbM{T9
z`<jZ{d7%d?{>KHM`4ZbPaTwN3ak=O41D{4ji}i%xi(Y9Z_p>ia=2}L@i3<#mU~_an
zN8)i=v(aB0Y~t%^%1i8dxf3Pl5!nLenMbSQbr0)F-`JM@E<`kY?r{WZDHaja3~Wvz
zURs#b<kzf9`DM9$a9z;A&lYlDv*a7UdT+2`!!vEX_hZ8)1L?Z4m5XTKM#@)CExNO#
z1-oOa0C5{V5AY(vB%eW-l(Nm}jMy6pDd#+<fem2rk-O4Im-EN0+rF_~w6AM3Z)kpE
zATu?{P?|eL+mX@=X?UtYr=h*Woq}8oplJ-8MJiEyD4LCnu;(Do)xEpJM8+)T%9Z&}
zgG(h3Ik&X%@kXeusH&BAOq;3{Y(2R${_M`Ue?sN#K*bmWq*YQ7u_1e#9@*FrC@s@P
zLG3@Dm3Tnq>8T24w56RFsZowtw$%C58iHOJVd#KA`8F@{OCI?Q?vO=BtX@_uN_D>}
zdJQF_BlX&b2#%#eq|voF^&G}b9--j%s@M(~v)9bH_jOhM-tMkIo$4V`t_za6A6<*k
zGHKPOJ)f_AfvlxfBsueI({~~aDi1~Xs8$9j%tzm|s}8mYES|xqnydq1XEnE8s8v_=
z;))-ZkClgJ?#U*gt9AYTHkh)bHl{cn6;1crVN`^^@(?b-?{q=D*3JQ<tKu*?l$8od
zq1J1<Ac!Cead4NZzvVWHcPXSLLg4_Gu{veA9n_dPo!uzl+VN+#dJ+PcT3;VM#On4y
zo6KT<eaUW$D_-}JLkXw5K~vAx2y!y2$X<DKlREBc#kVW&@&t2^+pf36g?%H`^E!PA
z8*J>t*Z+EN|8fKO6%uH75cl;J?Euq2IMSJ+C``S&Bv9}AyRA33Ls>dJR;FvrDZ~xi
zPDD(Zo5P4g9jr(r-0U2b6jXYfd6MQ7lr;{T7|@LO(}D^;8n0Q0=iJZ5+uN1e=4|Nr
z@($R!AF9Fpss<poGQUGRCe76pwtOV8K8~l`G@TRtsFr)#PAWEyr@Z1Ez#<L;1lx8A
zr5=YAf|6-P+Eaa7PriCB<hyx0h(c@K1xJJym+DLmRs#0Ux*pV@WL+Ir?SVtdz_n=7
zrW*Ck2ro#v{Mszm`-=9*s!)4uzf$MJdgy@lYt)FDf&Sq{;^+is%|Y(e#UO0Ebp_LH
z``28um4TOa5-`hPvVjJkp>^?cK~yOht8?ndsvSVk$V1OEY!%s+m9xj>!X}76zop9@
zdbP9-(*Q$i2Wjwz)2!LcldBO}N}5*z;Qr?QnHH(ki@FB{4z&@e5vNYzc$#t}Yc<{T
z`I<fP6WEV&WOBav6{e`VsZj)VNmnXWpsgTi9tgnRzqw;)HRQQJ;Hkvj*=U%ooQX>Z
zVy6UCW>{U+tl<5?HHLIy8{0#sP|WZpM9BeRS!a30ULUONQM#HgI7?r%P%Ok_T@P}#
z<$K#O&usnfe~MlsDl}IjR2Th>vl4F8Wp@or<POTX28cH~BxE^q?HoALp!o<T6%CSD
zW7<ioEIPHkD5*749{M14<M)~~c*5fRh}%?!jZ3^#ajS};biA%Y9_SMhCU>motm#K!
zKHQL{!5b%CO|jE+Pjl6sH<Jsk46=seQs>tsVkzF+r;`ST_Nt-wGKn-JL3L%dZXYR|
z9wGiV1fm*QU}K~>a_5QA@EGQKa~5Ex%+iP}Y<{1FO?wNy33*T)$x@P7cpZZGm`u?z
z8N@P-++l5&f~Wcivv5vBMyVL9rnF|IO~ZtHBrYz<i9ahyp_9EbD%QSZAr&{dw>&*~
zDZ4~gEKg8J4q%h$mqZ}ZQ-4j14!~CzGndLcx|htJa_&+|eOx@pGju*hMFf|hJiDcQ
zel49(qff93Co;&IT+hYSb_Y5`E#Ewgt`bj6s7pB-%)fkc`R}6b7gM3e>%U~b`fdOr
z{6cNqd{>Z`iFM2Inpg>KxBQQzTq{MvC&<BuA+!HrfHZB*fWPvZy_+m+FBOpcfDPk2
zbh;`SrY6PT;c0xR+7||ftk*1E$Z=~1V7}OFzx-3<@+9P%sggsY<$=uJzn#O%u0!n^
zh~uAyUOO39&TNa_1m;IHTc7%+LU>#8?@odq6dc5qPI(XBWLth7`oF9LrN2AK_MBeg
z9gHOC-%C=8w?q_fq;9J%N?HsIr;lZ)=cvpH?bUX~kE>hTq@@Y?u!Lcx{%JLzW&b6I
z@GlDb*7(tq)z^>BT4wUi7tYCDVoUixqTjd2aL(FY?u{i5SzrSzN@&(VuyL~zA&lht
zpRIQGfAg@bXNl#NoD-PU)8D!W+?+-m`?qD%5=#_t`tQwNd`8K=rppT2o#I;nu7YBQ
zjLa275zbt&FPk@QJ8O=2JXoc?3W^+%Nm>yj2Rf$df`kYz=BlOlvZiS?*#5N=>*e%)
zTW<5!8vkO!^m3@CZP?G8t`%>Cs21k8pdwd>v0G^&pm70|tsgOVN<wJ0=AJB1P-+1T
zq*li>sdx};pSW{=t93JJK#%9ut5Pe`)q7IKJ|v&z&x><bR)`Z`>4qL5QqOw;ionda
zKw?9baZfO~1s({AnNlU*`?;lQ@`}<6rgQnIq*I!x=@)cvJ%wOTpgDx>75O#W(Sb9e
z$IimC-1c-0xbI%b2|e%w${~2a%GMO^m@Gnle=Z<F30_Od;idO>E*xI-vLP)djSWeu
z2ddaEyZWhN503lRKoAD?rB74|JTW_Gi0l!Ms43)oq(K{AY&3U1XPSFv6Tx5g%TPWD
z!mW1$@4MpcboOfB#FgxZo%cCn#;%`i<q{2z*Tx(wLZxQT8_xtPGE~UQZKLC!vE~qA
zkeCLyVKncD*!tn<gN|ZKu$F(1*8qIsatw#F{=Gy;lU)|O+v-7{nuPS0W8^gPm$GEH
zSW#Z@v^77=c$!Xjzf_(6>}<ae#gVsNFjZF}7qgyk{?DL>{1vS&l0Z<0gP9Spy5*d)
zd{k@%0tlF)To?HcqqNH|`#ZC^LB84lfKjxqJ2ap7MO5Es`}z9!yY2tTmdg(3A%Hwt
z-~nRS(bAZ<YCopdZX}h?=@pcW57GBA?Ip?fZ<i#OQnMm;6-^E9>oY~7U&MnlxyEki
zHGYV0$nN}e(WHKXf=5+SvbCCY73z{I3Nl4)L2F*2hD0lKsN$@e9CRE+$_JY-$e1{1
z#m9%&G)YcsX=H3UK+{AHJrbdmx|ydnrX~*=`8cnG^;#wIKIPKlZBmWCN2lhH>MF<J
zK<6nFYjfQ0GD^!h&RYerp|hl}#Uc+#cBQYh>n+mvG)$mM)!De@!cwH}(umZXXmSTn
za=K6|kCwHVh8vyzLeJK-bbg#zty#u`<j_%)G0I^NKi9PBmqM{gt71kZ3$L75jitA?
z7<Zmd@8@~+Wh;8X((uD5U_d7d7e@n|Fm#|Z9XwiYVTYXp0~Sk0pw&VPJ7EVgkdAT0
z(y0flq>oU`ZBEmse)(5boXFE3K`zZS18I8rh6g4wS1Qz2zA*-i8=ha^1OP5JKi~_M
zTQt*nx<IWiMOxTQ@>z{3$Nt(~g_Ame$`7VqQ)X$o=FiowL#dnGhD3&-BV=6j$%-)e
zC}t(y;BsNQTuJoBQzxWQEe~Q?=~nTK>A?Dm(xg(iY7NxHY(&Zxbmmk#1&vz=g!~49
zGw&9W1}v_(Ra|-P<mvGc01}9b(jzF~o0iKgve`!2S)TmRbloM@^SsP#=BdMrI!xOh
z2f@*f3%QuL_luWl6z5yBb|s){`z4?umT${DsVN5LwN7aii2veKr_NNne7;+9pfe1}
zTfM*1V&d7f9au#RAo+5syh?u{OrF=m<gfw>w5u$h_w!FI9NIWLFTV9bnw&~N35q1e
zfI49(-*$mzWtj-6)J`Xup^*tE7<qFx!s?0$tlsZJ4DQ)X3;V@N6TNDWu&83v0$zOH
zhUp-Z3lY1pUyRDZHZ^v!W<CSYP-xGHyJwy-x$^cq@}7%!M{h?{)FSw3;6mYkl^#lE
zG>opX6IgO7FEUSU)o)YUvO|JT@kF{-$Iy!cfIpT?D+XCHgZ2Zub2{GO<sG5S-4uOL
z7QE&KbqwYWHF^{KLe6|~we}625Og|?VdGy~L$jHOL6kjN$gEWMb6u*bM&~oj#i{pk
zk1#;zZ*2VfCP~?34NL1nYD)TQxIm;RbzS}Tly98<74&--F8)ZBx+KDU7r|j|FR4)1
z<4Q)2ekP#x)^NW{T^|t_w_+;DN)&9V(|z`d8)1Rd+_}$pu-UM8Eco58Z+TsubOE5N
z<6DTk_cKg6p4Zfw#;^e5Dvj#$x(Q5vfKHljZ#l0hG&R(+;SGKo9hEuXj&978oz9rt
z20^?QWQcZKt#h20i|#tEK}fOE-3djvQ<oy;U+m8l6P};FoDN-0=pRf+AeM@fA%9Gy
z6$pQEy*)Zeh~r7}Tiu-bFcfh8hC`w9{>`$v!cdb_l{a7<+ggq~dhL0|#;%iK>8=~&
zzq}G3s8pEfjG$Cw#bSV`w}PRoK8}8rrc$AYQ?S-Vya75pZDqV4@}{w{rOM>$9_DU*
z7E^aNzWP@U8A^%y3JbPfz4mk3`HtK+o-V##ZzVL%$-<^$M?xIuWE^||Jzc5h3bIoV
z47kn)?fvUD`P0VtY#+xjtKt0_LOpE(jy^LJlC6X0^Q*ysiQNs9#x<yID<r3&Sz37J
zN8XQC9t{WiBz$Ha^*Cy`|Cm$1Vfci1i*a#o_h{(wdFhpJY%0w=&C41JW?_=I08KfC
z2du1rtf%G8-*sH{{<|Yy|Lu|g<>yG9F*vN3V=c8646iFALy?0k<|o~A`Ia?CDF+Od
z`m1K$=euCGvU7j_1pV``q55S5QxcBNGYrbeR8k<>i28t7!9JhC;JN3^A<{1pQ~e<R
zawyw;X!Y`iR+Ew?IdwqK13#Lm3xi#1cg6>}haZ$X`_5nPXIMpC6jP8BRPoj3hBf4&
zzGG?^K3OK*7C<-`6`f)~mbTcz{W&pq?R9*T=v2Sr41XQNC1>93y#Kz=?nnLiiSdqg
zz&q_m7iZ3Iy!0(UlFvWSp?+ypZNw_GHvrL@n`DzbUzSjq-h>F!oe2&OXXS^|$~GRM
zJ#|w`@vRw=%AlwTiyE0I=+;v*X5RW31+j84oa=e<v^Zho#g`AJt2=Qf?#7348X5<o
z`xip;SvQe*t5R4j_2uG8of=o@yY_O7mW5VEZ~!cF(NEI(`xX4$!Ck_q3k<8^@geaD
zIi~v$l_Im!$)|_h2X4{G8zR$b8vxgWX#BXP&;3v6_tSN4_j9_R4U#oXmozMFNbF>F
zbXI+z25<!6FP~PYN_w!K?f>>Vy=G9El@+Ejs+|&t(CRYPC(NO9pRe_UzqExo@k_D1
z#wsk8s_*~>HzyoZi@R}4?P#sU1*)M^;{&Iw7z|fM<fh@+PfAKA2IR)eCQd$^m*ba9
z|00-|cCAfu<`UEKz)@S_WNJf+qr{mQtiR=e!7sEA9p}pY`Qv%77Rk9}OApvwE5l>U
zjUJ$u&JE8RW<5*f62M}fjT=9(@a}K_$7KjhKYHQX_J>%xvf(}}8Dc9K<GbP)InB&A
zu;XX}zCRpVCElC5U()`4c-6lT_A@d5k?QaYH$k19dch@OGtDK9{W;6T(P5prsGO_M
zh`+rvx^O>99#$E6raa_t{NhJI++-G~10|cXHfyR`C@a9$0H0%+3uQQ*`wfYtD5;B>
zK$te3TS_#PWi{ft>HG&OqJU_{6Un)IRQp)T(^e_~s*oG|;hi`a>%&5q<(?+Kl;m1@
z1@{{2(%d&85IC%8S|Zpa9jMRE-4A1a*}+<;_;7YI<V4<bh|cf`9Ua~CHSd*<l*VQl
zD-QL%?m@1P)}uAa$1MKP33jMG0>`j@1_e`qr7zi@0&%HO=!*RtHiKaknTsgNL%jAM
z{C^j3=0hUhFc#T_#=o0vKWkMb+*L7iH_LhUECDGpY%)NH%wJah%$3dyW;^r8=I42~
zA9RK9C$N{6%hjpKsd|3|zWcWo%S3#x+`~5mFHd|pH+t!N&Hqiym7fCH8Y0fF{s0%W
zs`2J74J|jom@CC_ascTvCLw{PlL8Zh%xVVTdAIn*yxWT8UI?}{o>Iwe7Y;M6-0_b!
z5Pd~vl8b81*W~SKJ|cAVEY!Z6VDw?&$V<_)dC}Q-Y)MAKAhe0v34R!zF6tP-w2$s!
z>A6g2N&)FXSsWeih;s|2(a;3rDf6JOe5oyFWApSs?9DOk?AkNqiaF5@Q8cj5hX3s2
zCCV3BIJO#_YTk=2gwM{dP}?9BGs6ir^(0h?sG!!4Am*_2ARaV&#e?6ve+{KSYuV$q
z#&Ty4FYgY!l<uT_jR%ljW~*ZvVl5o_h$B3gVj7YC=;Q%=_Ug-tdSvM0Hi`u8>Y1OE
z`+DEo|N6W*QO8@XG)UviBgGMX70J2nQ%&b7cL#&p(SR*4<3jS@7gmh)F9XF$VqY4)
zb9>20AX8)k^9ly2gXP2E1XaIFbw-iVahWUZO@%hW1P?8Qr9r}r(xnnvN%v+8TPOi_
zH(5?+4sU;QGo#W5yS5wI4<Re%`T54o6Ic%D#>RVVZfMekod-VY+^il*-Iy@Pe=fl5
zbg~tqZoIQL3t=L@0>1CJWHw}Bc>}sQ(VEOL<hOHhvXzt2<5|UuxS_Z&6<}+%IhmOp
zj6`|<Bq9Qf;U+J5FhucwB;13NMD$#z>6Y>Ol5uHc&y(7slC8vIDHlSL5_wFpPDsWF
zST3J1l?sK#eFjNYZOpZX0;dhQ_`|UUGm(%tIk!W&?Q1`yk326uTYZ;*w6JDBc`)qT
z(<X1MNwqP71HIGT7Vd0cSygBj5^;qSJJtn5Q4dQ{j&I<+g2>mOu(YFXW>@F*QHY6G
z1{FjObDu4YIU%fQPGG`u&%iyW1be>31(-_RKptitIyoz>P9(<Vl1F!kI&-;70w4K}
zeq%E~u5qowdr5)<-z&9*+4zp<kp&R0Mz=qHNVtcC*P|PL$8wDh6sCvQeZb~@VUA+`
zK($Qqf8k;xwx8IJJ^ucP{V&^IZRjoY$CJjzil&HF<Q36$!fvo*WV~!@uYQ>wEojq=
z|780oX^-quB>PQ_O{2QbcC>~ax%Nm^HP+dzA2P8mP2bedeGqzftpGlGn`G47n6s`o
zf373sYT9a@pTf$NkEaxJFmTy&FxMOHy5;`4`3OM}^)y8g(Iz_uAgym~&+0*-o$)&Z
zqyYNYixZZKzWwUrQbPeGF162U?T*>N0l^!?4GNZpZbTDorl11{fD#pN%*v;sR@-y!
z*@B>MQq?UtN~nmaERob|nz9;?@08G|9*Eh81l9TR<kd{6+LrbIoZA<yd{DA-B=mXc
z-e`BvnhIHiWyE*Upq0wU6SvNI1mx5jW7l;q*ZY2BixAYV2}l)xUJjjHbestP&7z=!
z@4->O89)0wzfYS13d?Oh8U=&9h|$ncltZ(To`IA-1=MZcqf7j4<I{wR*}0W=8(6*U
ziu##b_IQ6m%Uz>ZUnR?1;!atxyF9Hk4%`ncO7qFrTptYjN*jGF>)Gup+y>^NW9lq-
zqs;spyX%{kwqFxbSM1J`WOcR)$$=~cveqo6s;Zh&?N1hudD_3-L{QJtRX5BO(K7<p
zp|OWYZgsW=+b3Qm`zeq5X(tN{V?EU?dOPvq3{IqCEwD1Yd@_8F$VZGenKb{f&xuRc
z3HW1($$_Aut7(=dI?LCtY~PbA^qE;3;K<y-3@+wyFkZBMu{l*=_!)-|Ps=lm$t;XK
zmqiRo((uD0#Gz1F60h()S;EzSZys_}hSGR$S(-|n93dv!V)7sN1vn!R*<mTw%tdP}
zr8){rRvX5#Q24GeB!*%3cw*VZDM&ZgwVFxT0SczJHD#vqD$xE&aIlJ+bwn+hb3qan
z&&!X4DPtrayZogUIl`6MY_l;7SMcF7x4dJT=5`&9HZ%LMI-+Vt=G79$jdUy(pM{k$
z;=f_Yg!u8FOf|JN^`)jDhj)F!LTNA-i3QdQ&>?i+Neyri*eQ^OYFy2IerplWRkUql
z%qtN2_692LS1CZKPB5hn%P`m4NK**ZRdaSJy~42zULNO>G7o64tKdfFu9z8m)aRNs
zy#+ZXLv)h$lP$=iy7NN3fg6^WHQf7yulCY^Ca-t#I~vZH2KSQgOjl}z%V`&NHqN{q
zdr~-G%@i1iNtvgnTP|Q!2A<w^xxegJn4h`{;3@N~WZf@NT$ONei7)6F6du{wyVX4&
zb0wp~NCHs^iRZ!Vc7qsC?R#lf%&$NPPU*(8IHi-^Ye46#v0YbDgJmNw<*cBH!EBvc
zZv(H=RJYNSwWfIEa(I3qw?7KHDeHXrzUjT((SqW_OIr!Aj?`6}@A1Dg#<S19k~{k|
zXEhQf`?#;Cu?3MeC83`PLTAK)9GVh4S_Nn4iUn&z(e81<l^PHknr!%VXNnK?mNCr$
zpyQYb)65woDy_`=$v7+V`u0PhH-**>X&y7I_jMyHfs`Ek&3ymyH#pxkdQf9Nv%R==
z8_E0>gYy@SFb_x-*cE}qtA+e#tPwUw&Yd)D_V~;U-WibISe`qVZ!UE=-ql>EEFPY_
z%0bmJy^=%YQr%~?Rv*SM;)8MS-hBHEa+W}l{*;rSl=x?R8Wff6$IAmmo9;ZSXcR2W
z7e<y0)ZZU#!MY|or`8#>aD%DFoD+lWJw4AHpU2inFXEGth>_w|=#X$hF_af1nq>B~
z6_sct2*=J%b;L`yL<_7w=!Z9bV}pscn=R^)dV67ilBzm2%hsN4k7d3MHFS&~R*4Oj
zq0^wAgg6Hy=*icaXa=G#-Wcetc3(;Tw;S$wP9vyE3A(sA2GbRS5538tkgn#{!H#v~
zX;F=m<I)z5BXk#n{)#|Tnu@e#7aX1rQtSiN2dT)#0x|16xm?v<CmjmifvdZ84`j$y
z5XpCdaUlV57m7)+jD1m}VWdlr$s)%ifWrVxNoGvPz0|0=MqC#!e-^J_0IItS=wWBU
zdQ~af*4@5?57Ju$Fw8ae(K;1f(6UOI=~7>Z5TpayY(Q8`6JKpXt;VkgIr^MS<W{mT
zt20*(G!3Vprus%k)cs@S;Iu)dDHiFr{M=FdaVBthHnZo?l6^gQjbC4q_5@4uZ+Zu?
zYu5r|X9K3RI$JwupjTEG_qCK?)8PJZ-72V5M9_PyiekKvZpznph3QFC53z@f5-+@*
z)0*OJA57AzbVAc}orM%?%Fb5;KJoTTUrmv1_q4jz{lPC?R#~I=J#u_5Fw02{K6xuJ
zD~%|VB;gq2vu!YA8ginwqSMH%m?;gC2g6J_MSXjm%Jh_VN$80y4ZQs9fvDBs5j+x3
zRT#Ghr&8KYtmY~wz}-9@;gvNjD)mew8>y+GP?}PDsLIK4-Sp#&d^-1P<aMZe`j{@2
z@*(=O^m;_zr^QA!Xf)qgV%G)8U=an~5Q3O|+32er-oFRTTxX8j`r>5Ot#cSj*7BW!
ztG2}C#G2+2WWbW;V13sqUMfmlG{%L2+m?G#6S7LLJUM!=p;yp&Bt?LGQiy*ES}hQy
zt0yKz(4Q1c#5BZwbcU%-XLjg$65PDC20DEDeK&6);3M-b*5ttf98?IKtIwFu&1^SE
zS?;QP(%})QRW+(`LXQq*-m5fPF}1zPbW8X7fPg~c7Tte<Q^4SGITO|?v7|Ku-8{`y
zDXbp%W^#{;H}(1h>B915$fXDIja-}M)X|N%7e!N1Jqc$Zi!Yxpa^8G%$bT2x;I^kB
z2Hv?XMCa=#^=l>g+`YKicu&HceOWfny-;bc{FR~1P0yGLWrCv*qe8b4A9T0N0q`=|
z0X5j=hO@EQM>@MK)v!Rr8g<Pt^bAU%kFLtO99FuXo53%tNKg>_5NuF)PN7cF#E@X@
zU5;zmEseH&W(LURdp=`e!Y-!iyVcu%N}eR}VFm%h>&&urTF(p<U;!R88ZM82g!Hmh
zpzCPb)NgEArK-8YsQp~XirH5zD!TCN(a7Eb+b=g&|AW!=b3nPb6K@!cE+tb0w2KYC
zg!}C9`7-iy0&aPzZ`+9t<@de%@z8H<t0cWtZ5{Dr+TYlA?F%XS0KWEApNH3fbG^!{
zbNwGwDZ$5Vf^0usV*91fYd<W1^!Kdom$-n@t)t;*LuE7BC8r*9lzneb;GfG$?+<Cc
zt0`&J0(fyEH#lr{CZNvi(78Mt%kUHU<aP*xKjJ9daah#?!LR*Q2v{L#^)>vOFaRxF
z$6j+jn)$oHN>=cH-Tr@pelS^V6>2h{^;4{~!u&0*ugoWCB<T#PNJh+}7L5Rh8ZyCu
z{wDEHoa<lf(90sD`a3+ntX0qlQ_c6zt>)K%>1}9WaX2nt`aX_-ZGUoKHd;05>=yjY
z@uq4=Y*(By&-wMac1>Za(S)?p?9V>GDu4K1{eO^zgR#uKjqmz!3>B91c9xC%@xQgp
zmg-qLf>){P{H%`wj=(An|Dg|;+B1lMUS)@zb$WOHYR!+@|B8D9ukdqZ``Mx(R5NZ7
zdWEQuR6tftrrE_NL*>6&r^;IgpIY<DH_H4(ck6R1-hyl`y>tuR$0d%vd+;eX{8~%d
z&;14<-s(~E;T<eCToMpo;#Qb=b*BQ1(9&R~fXaV)?Df(svaK7JMGUzlQ@E@A13Gri
z=bAd5P99N*Q!v<z)Cw&-mdMk=Pr~I|w5tAul9)pykR58_b@b?JD!Oip)>4z0YvaGg
zk}!bWcjSE$ROkqvi!%newm*foqd5adngxR0ymsN|_JA63CYp~Pckl|X`<OlaOr@GZ
zfn5;IWc`Lok<`uuvk%;l53L~<lz;(+5|=+2orQW>Q0I)-{nA;s)53Rt+Bbnhl;m4w
zjQiU!?jl3teN;ZgG@PM)5BbYbyto^8==2r*Y5(7mrTLm}Hnx8TMgJJ#|IgpQFcu&h
z<|9@;+s@<-3_7>hR<a=Tvzb?JeUgzN6e{Y?x8{7c_T5g}VRx1~{rp0)Z<*7Ex{A64
z?m`qM!qVpfc;+LcbB<E|x^fbXP_moy@Jwz2Qfo>)?906fy9R=XM!7HcN*G2{-`Hr1
zGZ6u<{d;LWl|iAU!$hy5xKyKKWf7}R<!Zv@A%?0JZ(zaZMy_MI$z5}tvhz)}Z0A`&
zP9^}GdVdhu#sELM2PkkhbsL$Bp}W-gS^9f8>)dh|r`0Vmiya-AT#!Htb=%u=(Nw=w
z&vF?%QGda!N0I>Y-B7+(J!7l3IUi`dWqKMxRNmoVwBBL#k4>%6vK4x>7N<M67oT|X
zXy+!jD*1VP@J6S4WY?l&d-8d5NOpCj0;Bk2LHC+oQ<HqTr7f-nT1j3cFXVqQ=rRx7
z6isUcjdQ-b<Ckql8I2$j?4K8gSd?S(8x5|`NyH|;85wLN#Vy%^%c`?26G9ZKeV;gc
zCVkx5qx!F59C_9uUru@EP#LmT58?H$BdyJD^dO)CR)f-%x|$S2L<K*9Ud8+Pk?v=1
zUcNQrf1{dwj=O~wOBYVbE8OS!3Ki&X9P}#KS)cf0d^9b-*~9JvOOiDtY4lcyIyfQF
zM%YwMe$`a6J;u*9)3od6I7p_>cWE5>Zf?s1GH|1*tnFH(scO3eK`LT{GSZ_7&;XPV
zD3VQ+MqTsZSSe?xZstTCtXf%(cM(HhOFi9V3O0EolPunY0m`Zv6yTby<OM|vr$0E(
z_p$Q%F#?J9$A9xJo^cEEcDJgJtJsH{xT9~6+%z*Yk0k42eWSh{?E@QzuAplr<aX1a
zIUdQ6hXi<;oAooZW6iB(C{c>k_-$FUsr<)H)ejulJFnlC!sNxr*!XhfiRl7>Ay?23
z{WA-%Z12RTbv*ESt61Y4?q4Hy>_d)F^k7aOq&(PAptHFCwGyXNwTxOl#0#e8=&Nv3
z6bap*^UcF#&PSM)MVFNiO$Ef;49Pt5{oMb##si9tW~tgmre&HpT4;m)wPr29m{uda
z+M-+UXI#;W@kH!<(_-=4+eSdy58G)1Vadflh7IZlLOHzVY5*Tuq`S<ju*`$7oFXK2
z^cBio#5XRk5wH%1X@onf?M6{L(Rn$QfiNXxHxpJhPO|Y8&V%~#o;_TiSBVV*&nV^Z
z!ZUW$s}?n6$VoK!qUu}k6aOFP-aD+Rty>?(wzs0Fh=|fus)V*digXo169^#*p|hnE
zr1#KlfCK?S0SQe)OMxIr=*31C5J>2u2c#DX9lY6=y}$3A^WEQhp8MSU+<#beEyfya
zt|W7<F~@wz`}P>U@3%qt%Hkf2SWQzCt!2_jW*M-2WxYy<_KUQ@Vj`GmIm?S5IX)wK
zc*Ff_`cBk)Yq_jlC%t>wklj@IcEG`eyA8)TCZ9{|+UC`IWpJxfmW?jAs1jpXm(F=H
z?|AGC;4Yi!yW_%M2T^3SumKfI7d#JrPVSX6LAMM@m_6075{EUhN^XhOuDai6R{Zsd
zQB#;k{pQ}zZ|mlnEOGX0VdDs)k$5>akghdce_*R!<oK+#5$0y5*G+TRXbM$dZNeCT
zV`{s)_3@7jTNAYmB#G{$wPw{ner%*p9hv+KMRKnE!1PQbZ<P5rCb378XWy#cU|><Y
zM8jy$_H4iU+81}P6JWpX@R4|GQZ%fbG7p_SGO5&~rcwBfDe2c0t}w1}CiX9=itgyP
zo!UjDp!;6QnWySZTjLD8iw0JW;rPt=Gj6Ru`SUWj(wyU$#QMLx68fVn2CvW}1NG-)
zf&%T&@3UCF++~Q#gfxDho_+oE{(sMy*;LFQ%=`+SVaq0ldE-ME@Jd+&Pnj^aAvNp!
zOiqr!KBymCgAMV8hehpSpTbMS@B9-@Nzp^lJE{fuPrJSPZg=QR{eB;IEx-Bk+sM&_
zd1xSH>URGc(L!11;XZDx6yYKpYo=qD@MT6eA-n6GGQb-+QPa*l=*tuG2-E`^ociJ-
z!6wF%N|dAH{Qzs7Z*R(;e(*37Hk)ese%2hW($%3mkj7Y=K)s|_(w4tUx+e;()V;>0
zLAa&uvBW9VGN0W8Cs#Fs&&aE!QSlZDMNiw2Slvj*dRr6YCpa`jiMxay3I-L`&)&HW
z)jx^A^Y&E<<0a-QahWgDw`6DTz<;q5uydyk;%IszW)e+>$MG32C2KfVoAqSe((`*R
zB$oBSU@+P4f>iqHwvvkRsj>Rw9}BxLF^bz*i5A}PFM?Phi^#;jm{-m&oaD}<F!3O(
z*R@~|;&dicb4IXuVbj5p13;#Pmaq(TEz3-(Y4Kub-pM7E$`g4nihE{L*<4>!pkyFd
zCSQwE3B8m3;JC(`HA{6OC&jx$Rsp~EN0aQLRxx;S-WU%EJDmFZbFZrr-K&C1^!4dA
z)2ZS_n)xryp!1`X*{y;>wdT3=e!d3npj<Z?LH{Hpc+icKADjkEinfU?do(96Dq83?
z127E6G**Udb?bXIM#i&WB%k`x#7bukD|dS*8QcozH&Jgu<}Mq#=J3E;3&3o_GreLX
zBS=eC?B-5|x0M1+h?;#Tis&*_)5M>;rEih{K0?<YHd{qalUC7ZT$q>>t65f(fYINm
z#8&`UF>4cPC#^cIkM&aSc;$AgL)h$X0IPcWl0nHef@1d;N8NjNZP=_z*nb7sX<upg
zE;0QQ>=3oA;Bzwz2wAV^KY6XNY<yl^tx$6N<oZ4)9R#zxK5>(!Kr>jIu|2W!NLAp{
z>XoAb$|<W?I-{6`-#UI|9Af&l&wEDbyW#KmJEMLJ);`30Mwo0pDB7Q1)Sj|-{)|!b
z25Ljt<*P$*<mq}Ap3~-!4;@O$`7t2=30k$am%3HLEmiXOe#WnN1Mwa$)!jRYDh4xJ
z?1Qd%`sWyHy2=@(I!VsG$J4aDYlw9cafp2`CYp`f1r=rU^PT*V`Bl!IoKS2VUJQF=
z8&=ZSKVRKlC8og8wF)53PC#68)?Gt(euow;Wao7(cr~{##g7QI+AG@)Po)aUQTeZI
zS{Kec*FcA;0NvMW{vljXS2`tw2b^O>O_BKtB{~zBtmtdoG}?=qSdq5UjM>8MvSsZp
zp(qU2B^zl%;t>qda88Uqj;h;{T)Rp?+Xhm82I9(2k{7k=6JikgWnH968<_O(y%jKX
z(V<vksU8`4z{wzv7>&`89o&oYNh8+;H_RQk_|JM&jPty6P6$JtQQs>`pbhh0wrvVZ
zTlw>;*%u??BKt9o1<WY2cuhC$A}%BNNy;5I&*I6W6d52X?7*We7<y0)el=lVg0IR1
zcTuF#@+vLdrc)`6{>hj4ryA6FwGHJ4ZQfaj;eBMDG-`evNpe<kVcRZx@~jE7D0{9@
z@B$$lO;Y=^31O~{3g2nyxP2FK)-34U?sKoN5qs~;s?G6>@DolhHeaS=0x%L_2o4-{
zQrO1Y%gxGT^d+3&|BxzD(EA;b$8YiDi#~k6=KhomeQkzkW1`XEql=4>hCx(Kf|l^z
ziS^L=ZFM!9PV63uqvT{}M&~+FSvWVA#2Zp)uBNqA|Kj?F*iK~jrgiJ3-3uX_ui3CM
zWubA@uxpMBrt~wv3}XJ|j2QZ#%vsc3Gk=||-nCmqJGCFJnr-r1R$1q-y{s?$eQOb+
z4VmDABZfnczxE9O?pg04tm~V<_mFD7ds&&qj${`mvfRMVuRQ}fE?**HP?npWO?I__
z4S>-kPmP{q&r<0>^LS8FK6Co~9Ox_jJ%f{Hwp98oZ;;22Pv-v@Mf(uuSM1Gc<XEQ=
z_dk2VeRWOB-MPnZ_kg-@epy+c)B6hIJg-_csQFp8u6xc$wPVhB^q6vIxC5ii_j&f%
zHV+?WshC5V4YeY=n06iEM{r&H#*{6Zn~*^@DXfGvPQ}|J?Jejr5K6u>-czw7GukDF
z!C8(I@S9$<y_UzixF>K0%^2NSdPXbNH=|E5X%%)y^vZ~3Z{;rjX=3F>3=9fw0k`Gs
zW@m->fC^v5%E^Z;`?fsk#V|7K#uCTFh1ATgXhjk)N8AyovKp(npstZd^H1){rQfyo
z{^AJ4p)Z+~E=KV*%<X@qi?(nSVdvTdaZWxF&x^<$?68Q$6iwL>XdLW=NrtS&RfW4l
zK6levUF)>?h^O4kOKB&MHMyo*;R#g(%WiMX#-Do@#=1ScP$XmPfttY!N#pCmG6VLS
zLt;ud<Ma{eKuP1|H=$+&R<U+^w7M1#6d{8PmBPUig7K9Puzn>h@W;||@MoCDH0vUC
zEZ3ZRtkkzF>G)!j|2jH$W<Qbpp8kvms$v$V%wT~fS)WVn^gdnMo4lV5A0&w%j9Z>R
ze@@{~tnqk)?1J8k#zYEK@{cmtJ88)VDKHH^T+GJ7xnP0IZky;uwUTIB_Yho=$L^2f
zt7uvMX$32CtK&z!A(Btx3ybaD*ljz?T3xIT50^2bS95{nQJ0@>RU)L6D%}Y;C>?c2
zuuL@~Q4qVTFju)nM|Oj<`m(Z)emkxAiG|N4p>)xzrv^3jjJmlP5VCvl+{3&N-q><j
zr^h`PF+gf-dlNqYyj9I<DpkE6;_Klqzw&(i_>|S1%&Tq2qQXA*bDdg#SrmLJ=~-C-
zZ1XqS);=MKNY{$E%9DYzY(zn2y%RiQ_-ew9?s%oyk|hOp|KvyJu@@JGCX3#1@75)~
zWN1X`O8gu^9M6ud6y~Bzl8|OkQU$IT+r|^8rtx>d`mSp<h?Y_F`0$66#1TF8vKB+c
zbfHefIR-z(r7xL(Z^wq*28$SFKgMQNq-_JEYDvmY;Pd)XJ1Pw20Q*&~Y=#QrhV^+r
zNR^;&iqu2#FZ8he<Obe2_&273VDON^m&8+7+1HWv2W=B^KYU+XV5nq1VV`%9tM2W=
z(n-B#46<Sj0%AU8@qs(W>I`VCnxSNE^}+GqT}c&RXnle4WX|CGFV`4=P|u~E7BKH(
z43}L=lnQUrH>Q%U?7!qT^&X1;yORM%e>}Ohi+=VRsbcy4CR~*;&@)dcmRuG!6jo3v
z;8*N=1ddl_Fll_{1O_QTCO|_N{2J3TsExprlOHmIAAlifK%ilii++ehkL=U(IzVc8
z%NNw3t}&+adRt(iP~c>W)xxGT%bSwQ<heUFD^R#XI}T=QbZRXI3?~$;9^P;6Uj7|D
zWU1rD&@g_8QA9b%^Kd`4$bNRe*A+oM)=ET)s|4VE#X6#vBR$(&B~|SfISJhC?Gh9m
z9*~u<FA^GKA73!y%@sidOV>#VKCR(6Y<d3={1X%&`y?t6W_29i$AkU6!!Le1v&3S#
zGaM$6fL1enxiE&$cEG<sst%l=XRz6Z6g%S!%WrhSoDpEww%7nG^1{qRI9OR`MF$M#
zw~3G=jBFBFv1t_TL7)9Y79f%d0AO$bNZ)c<W>u1ajZl_n$lzK8dT7fSl)pg`6F3df
zNo4|`UL+omiN_75>t+~eEOP3+!}OXF89;#rLS-}E)S@urVvn?ToxrLuj@6F>;ES#Y
zl<Kc>o^~-T7>gQeklNF17klmELtUa`UBSbJ-s`VbU>qWmQZ1WAgIqa{DC3mfmzl)+
z=0VQd>zh()mSORw*GDWJ&oUjo|NSTbf1kKLGNoc%9b(^6{Njboat7R!>TcwVFEa9)
z2HAd=<$aN9u!EG;ybv<o#^3}GJslJ>Ni_Xr!H``f9$Kg|Te^U5$gO~=p72b<tZE4(
z0NyIdAbn~PYR2#;B`P{npTFEBLyV4du}d|+<A%PkD`9qSUrTo<Nt(G#N_y&{{tREB
z;{JqW?8sqz$zzQjH(7c!dpLq7dBo3)-#cZY=xkZ_X+zklQl~|*M&{LXD;eM#RdcSk
z8IfgUzmy-kMp9f$J2=dsK+8GzsY2|{vr8_p4owm}48}kMp;FuGp4SW(x>ocy9O3gK
z$s1WzvJb~Y4%37M8b>&<gqFToqriar%zQ1P3=swiHqoc&GPnG3VI08Srrnb-(z<Qk
zSy_)pY-Shv1qIE|o9aC)26K41(prgZ5yv;*3MM~nQ}_>4G-=-ubk)C4(LAcjk}*G%
z-0v3+>p<}*ZCfk(I5+PYA%=tlpt^H`w*ESx>kv_{8t2~V7DFtZowurIr(FM?DdgB1
zF{NW&3X8|D>+z9>lamp<w5-ygUd(H-(Xd!jGhsG68A<wsz$c}|hT~YNs%G9aa-k{(
z^dgN`&#%2Zc5;~HidKW2_I&4=meiK$S;yvjvh+8rrKQ)@#e_k37NAx5Ty@D^X>1CE
zc0auH#hzaZqc(ne+rDOY8#^Rh+4eZSU&D*&zkL_1bev8k^mO!#NcJL~Q(VeEMhV_|
zSvU)01+%r{E1GQ1)rJs=gJ#R>V8Q%4u`@tdeLX9@rb@6yYTV?6kVkYI$UKYQbJeWX
zHOsi&!^T~}4N)R!_3`~U+rezbfJ7mlT!wln;aR4Xel-33F79!tccd-O3xx`WrJ8nm
zd{)F~OwFZ$rJFCEET>STU%U?%s=w=(`dFsid_VYfzVDz<Fu3xM>PqkO;(q+N+61C?
z8eXm5jYiK97X9~CU|QTS;@3^n;ZguRZELD#J0PYkqc16Sgiz2^N~VL!5O)TsMP6Xo
zLg{$)i>9Zm^RD*Z-BqzElnvixkPh!<7zaMSXq7Ic#F6QK*!=~F1=s|fZ`C!GIInn6
zmRBW5*x?|Vb5Ym;<Ozn@Id#H)!yKPUkXcB8YxKe)^;tL<w&S!W8H0knkacBw%L1nz
zbC;Ry3dO2?|J`es*y3UR<7pT^Tjjvai1!7)8?`EMkBX09gesu|?J+IkF035PI7%9h
ztwG_*VnWqq38B65;j9aTHyhU8-9v$t-&ox{8E(K05uPW~a~<&A^2f#eP!-|@(K&@g
zg2TK&7;?%HfggKLaRof2;6=p-V<Yl<xVY1o4L1lw*O9{&phuTh<7>kRe0@^yvezHp
zF(Vm~5O}i&my2ZU%MujW0$-@`K^Zd8!QFd4Ek%nV0YzDLSK8)M3D4$wgWzc#H#UWB
z8PtAbV&HLvFeTkavjGdr3_*B<4Oo+m@e+Pd0kHo&*7QwPYr8OhN7u|J#XcK943}!I
zGst}}0l8sybS1`BY4D9nwPNiu#<sR3g+V638xkYh=TH{1N8|Sr3X-Qj<S*5?)h}?)
z?p9RFt<bmRM+T;Fp&O+*ZcH|{Ru}-&^Tp#$3uKI6R+J@OXv%yKH4t4UYE<WuxT1e8
z8ikwJjplEB6sonqPP=!*jtTZNzW!%wEAUVA=PZ{=uK4={_3uACy8mh7dV2rgC$81M
zR$H{6Y;>zUrv5!~RWJ4C3LK#OqEK1Sh82Ncq_%LRJ-Z66@k}SoOaeOiTbt&NLK4#1
zs-#Sgu&FQ}0&2aD$*bt;k)Ap4%X+KZP0o*otL;aHKLF#18?|R_E1DGbWr~6vW}gRz
z;4+wNdXlee2Fxv8pG=y0aky;8(o#Tzhz&8iNw(zz(B#2^L0fAHLvp!<Iu}tHQ7&hv
z@%VE9r#^B%&PsH!{%uDOPDHSLu;}y6!9apZx+vR;Oe0h@ZNjN6WTB&Pv7TnsXKG7w
zSZ&j++pzc17~e17HjH27nRo5Ea7SF#lx=cWK*QRCfwC+|;kf&@_3eG2d;Sa)SC!g*
zn_|mxx?vS>3`{W*%&`qP$%ygQHq^x^J?2Yf$}<JCEgFJ$!~S{$N5ex9Y0hMf91m+G
z8|*yboiZQ+8$&_&QRdD$1r<Hrw<+GV_(FqA^S3R_01;}25F@E(g1%mie-z9s^WBNM
zui6<IhMBA-g|)*juF$fU8DL&sYvV_RysEHmhGL8ZI1mu5_I7ACn%#A$R%Dhl#ulb%
zYB_HUD*9+G9)gQKNR4^XLvA7PW5e06M#zhGbRGo)HGrG#LIoMjg?BtN(!n+%>J)rh
za-6gdPSVHN#kRB;J=P(P$Ac{SD*=4;4Z!Y4e%v47QmNGh+602dVK+X;M!}*&qe)h{
z>W#PlmsW9wa~K%x8<RUcHee<$Bp|5O#n0Z^K4j5l4ty@*L9GmG$$Z!&dg^^qjWb=J
zvPoFf4@&gsUF`2!F-d#Ay*t5xHs<UJZ#RV%p_Qnu2|W;({Pco6tVJzrg>_^GN5R%>
zMh0!<+E}(rufHzECSPu~wdiz?8ka9S?0t!%?hQ+^ZV68Ewm13lv~%Ik=?7#ofd_Wr
z7v?M>-On0Ef2UAn($OI-bZ%{BF*LxQyxPEpE>Sn=ZHuMApaNXKX8T06jzh{<y-iiE
zN{dYeFFc_)H~SZ^Rg{dLopnne1>gOPT~V5J^T$Avyu$H}+ZkK?%wlgNEZ1{fWiWbx
zfgo|*f%CF;r)i}JzWOf(c$<H!vN_d^guT2Owe&Vvs4KAM8`B^8knW<$QlE*x>iRlk
z#(s`bX8(JkZTw#~gJ;f`IG3r}$8Tq=dOtC(&Y!)A%pfyefc~`mzWKRkrgtfBxACAP
z7_$;mrT-Tf?Pam44D~NxhZu-mfq%9C-?go@TJt<YB>5-wFnk!mB=$7Ccjt^#kisC$
zs`NA2YuITfNe6s4I?q@RI1=oo)oz}ln;~&cOHPEewSKDH%)BsGx0wiw245e4?z>w3
zJpSU;dyMCNi}O%*mdG`FLw8F-L86?llkk_>sbP4_g&P1}^5QgVIG?x9{?=Xcpkk&2
za-z>aJTaLoCMcIwj%g*qZzOW#=2#Wzj<3677rtKdDlx^+?{nb9220-QBa5Lq>)w1z
zM0tw_1Li(qqx`$@O}#<680=WqYp0zPcyWm4tOU>bf*7kQFSlZg8DZQ!)xhCVWrjI1
zv7b?bU{u#*YRxuxAul1}{D*0mi!pFnj%8RVaN2Fdm&%f})Z0#lDc$qGMgh-OY`$Ob
zJmyk?59p#gst!pH`z|H(SRenbN$!DM8?m5Ev0kUa@m@DyyIC*6u`QV;K@XojL`hoF
z^SJFuO*iM4VaZ667Y0H+wbbHpe)H^*kqKiSMu;#(VhM97clwfBXp(JaGOe9RP>%Bp
z(FHjA*5cC<mMUF4a&_A!*KD(*DC`^du~`>Cwl?>^@zXG%G+hoLZ6q<$@`ahGa)<K5
zqTVk`zS$0ba^RtBw#Mz2qBbM=bQo+dns4$rA@)QDcguxO8(jpfY>$jvH|}CfUiuZC
z-lHgOJO4s0{*XK9N&}I>w9cW*-Fs-wzE@7`)43J7CHTSESou0(QK2{h7F!5>p9f=C
z*1k#dZRH_s-Wtm3{@l9b*8;k%S73~9Vk=J<eU6sLU7rv(8mfpH5KQd<#uPO0Hg55E
z*pQ4vBB9>W?&BZwr(#rm7y){5ovihv6z)Oe-u1Hk)kcHMI@aPqy%0dI%(ZotEKI|@
zWNQ2cgB5)&uiDjI89P{rY23A3V`dIur?B`utI|j;k(GzBa=#p3OUv2!s|?Y&{%4ih
ze4(t}u6eJNLT3`t9C`+^RDMY#2pmeUNu6wskEP{UZ_QvUJav%;lZ0Kr)PSIL*{7^>
z*ZktUG>7>w_UCIL0^$X3;|JU#s^_Slp0CYGCkuULigg(@Vk$@tmo9upZgUOH`_uAd
z2O)fPd)Qar$3AZvIUw6Xwa-FV5w$)pMMy{*lfDoh&(oT-H+=SMyPc|n9O6o<B8GIg
zx#Q3o7j&*C&Jo9@X#p!^;k42ikk>%nr!nHg0l_(Z(nVZ4A0WpSijcL752)nCXQ%>F
zAfP<C{WtUJNs5H@E>~IX$61_X_!88AA1=$zo&M4yt+))t+9PgJL*+MTACk+en7^!}
zxRLm5cw`fJYWB?Sbw*Jk_tPm<jR!Vr59IH=kJ=CFmdm`gm<U_#hPH@<g5Csnm3tpw
zBu@?+%bAUC#ZlGugI_~*Td&RA;Jgznj6a+ND{A?PmIq2Y2f8*nCz>lp^vTGbAiTn-
zD<Z-}7d%NE(X5bzcu0c8+0;o98>!m<0T{4qhRXF@5+<X|X_?EChyT)1mfQz+CjDd$
z%NBM!*n7v(vG7O3+oZYlKtX-f{!y7ty!H+>Sf{F`KRVo!(lH<J`C^ssB`4)N@8I?Z
zd8NFPKiNCbnMdy+^#;A7ksbLajh(}5Uz}0A<|^+B2kCve#;=<qF#e91GFKSa)*dq9
zTj~0E)h@ADe9G=ai1YL4pK_w-j~%{_ucJmYDx*^J<v9t9{k28gXzwy*1^edX5#6%6
z7tn8Dx#EqFx{_osaGG+2z`T3O7Wqd;vt@yA42PVPP9}2G_fHyQE>a_<wkA>uO%LNm
za_(OaceRvd7a%1*Z#t%|Kbm05!Qv7G3u3vPUwCN;jM%RX$=10jdm%<YpGd!R2T^O-
z+YtjV@Mx)7Bv02FTyuT*>U60=w~|jEr|uB6l$1PoZQA{JDdGs#ssTE7U;6=#WZ~pi
z8bc^IRyRG8d_n-EB^0E5X9BWXGqSK@GLf+Cm78VPisS6qCnNJ^ZbrOi9R-<PU&l~(
zy=@)p2HY)$vp95hm!f%uZ|*M+uQd<)^gmi9;PP|wL-b)9hU%R5YuXIW$PAdw`N3UH
zC^=Wg3>9wYwS=i`?Zs~;LXNs|>fCw^_2Nfku{B^wLW+RFtAp`OeCE|1Vg8BC-H1?p
zaO9xZ_3B@58d+ra5+m6pl>?7F4EsAF^F0THiw1T?>bj!0!MLu^;%4}6m<no|gvW&g
z=YZ~~^2PofT!57g<vs@+LJL)(vhpIZyFu|tO$CJ|`nJwuW5hdbiY&XY3QL2?@YDF%
z552;Y+>WWxTpzc`*>wZUiR&cTc@AdgSySDuk?Pb!y=-`)GPd&f?$y_WuDzl@#`E?{
zf96HOnm@u|uz474Iv4nc$I_<9l??Mo(js(IQR|+Kl%SEQ+7>o~Xy4nEdyJJ`Ypf5l
z#VfuCYV_%~qP;bY-vfoJB`{cUt4p2RMUL6^ncEYoJ$f{)HZJg&Sm0!JJ7?w0!@dpv
z17)P6Q<b%0uUtgLBtO8S!VY%ISaeT^Oqgf^0BY+8T|Ya|xh%@CLM&e4ZB4~oH5CRr
zk2NXV3dZEm2@;A8VW5m8gj2@e27wh$<GUAHu6xbRcrZFdxA_^gu~?^q?(({31=qal
ztaPkiZ@`8$#BZ$8A>sX+7*v0vt+)Pa*_CRI-enT`I%u}PyV{UUoa9Hi3tZZr3D}~s
z5zq<zgG1T)p`>)wKo#j3iC|nXhY(FZZOsN9@V{vx6sc!qCNffJo^GZk%zMw^#+u`A
zla8EHRbH3eI8FquZJH*-pbFmA8GzoRWHf#Ic&AUu^>o*gUStkRF<)9se%T+*DES>Z
z`C$F!0I*0#E;c(F)I+`_kCgX<<wS;HzcJN$r@sKgtN=AS7vd|O@2oR)lFtO`zybUK
zyJ2c-WT6&)lBQCH?6fa8ot-W8@mb6<K~GnE5*Yv(rB*_xGMUJqm;ZY40G-tFF@kx{
zb?%8R9hX#1z)6$+>u&CE)Svszcq?Fu=eye-@}PE0F7gSoT8^T79IAZwmPDDyetnd-
zuyXyw#UbkUT9sdL^Wd7TjkAlGHW;=n(WUE50XnIFYe@FC#)253!E>44BWkjxF4Z2%
zXD0hl2{P_genJUwxm(zV24}9@IG#EfEUVJF&hE3}Qs`5<2I=mlEO$3fLFw0`8(5JQ
z7`r#{kH$ggD~HX^gSzR71_cp45{t@23%q=wdG*woX$UZng0uSXSuzDHOX2@hmMo6!
zbP!e+T7U9)`@*0C|Hh%=UMl;Oc)-`jxyh}W(RbTW>2aMm%!!4%F98W-C|V+nH!W}`
z<y5(`u_08@@_hF@e%1Yy@r>NH4H0`oMAfpkd-d>@h$>@>4|AW;oI>5EsY07XSA<df
z75_q@SM|{BwfP*o!n{_}+^8{q5w;dAPy}xieB)RKaPg*|XJ-MXtP<su{cpewD6p+F
z5~XEkE;3X(Tq$G|qqlzVa~|vU2IVJM9OcuR^CAPApDva>@74EN{wad;p+EiQcpHiR
zME$%mUs!r;-xrs3`*Ltsu3~d>J3vcJ9|mPST$Lc(yfL|-wcIHrmT=aB^g@P`&_lr2
zZMCTKH`MiY23?;_Lz1yERJVV30ykjN1&^JxN0tQmRT{RCf?hUssvqI^Pew5+Q5i3h
zVCM^A>5FHrbTdDWQhkB0u1T?!^Y<`$4^oMC0Bk~0T*HKnaNRrS!di<<TI#%C`=Zn8
zNKu2!9IZaBccv@H-C3{ouaiRK+KzD3b4=JB+`PyZD;8crKKSEs33`+P_I1vhfD0vt
z_D;Iq;)@K4sIPMOd2T_xl&NuA7qW|^yrr#GbKM?)vN7vnEJnjl+3tBPd-KSR&bWA;
z$v{a52DrpK=bA{NTpyykG|(>i+AAxs+Ca&Jn!Ju(OR(2~5gew5G$kaq^=B0JYpi*x
zm^JBHN&0@$Mif3Xgp_-sc~c;akn+h00-4uMSsIw~lf`8(M}WG;()rdAsjU^jCRJfk
z`)c2WPUf##THSNi=1Pc^y&DOZcM)W`in&L^kiMzFsUR~{AK}tGBnc+1L2(gFCf$=R
z2H=F=tExe%Qw!rwV{#lS*4TNPRvk@7sfP7MTUUN^q;>r=&%IV!1x@1mWl5G1)auRk
zhqF8uO2Y|o0BHm`l~*Yhdo13eAQiH3u*gE)mnqdQLix*6JlxiTX5+#HJ;ICIf=0V5
zZ41N5%Qhp;fW5xGW^-+5^@R;}_;mgB?Ll=0?{t3lT=U;`3}<&YsmM4$@Dsi7pxxTP
zK)d2`0NRK5>Lk_3-0C@k3N7YU1ha4@<&UaVMkR)x@afAZq<+`U3H4d|06J-tkGf&&
zUU<({6BEdK<Fc1*iIgcrXaIlLY^oLDXZyNYSlflKXX7INT%MA6<#WE75RsJ3X9GoI
z_|<tPldGJz2E&%6C(8)cMz?@9(fV4a+_XefK1fR__MKRHZfeqE>*G}%XZxJFNtPX-
zj*5N<dZiIn=&JIt2?QQJYg*XV8lAq;b6xFf2~!C#VuzXQu?|ZJj|$YeflEev9V8TZ
zv3%%@_-cXAc__KS%K4P`r)>}9{m;HrU*U#b@Q?9uqgyaeuX|nDU8-!|Ol#(gW%J(L
zt<213n$>**QvC8Y71PMK{ObP$LYbB+I@ZjDAN&3qKV<Iuq1P<T%zEvD&fiUr*<GMw
z2EO@-OTL(IAL@%aJC8<bt*E)oQ$2n&LO9)`T0d#NjXSjp@qn)v>5$j%g*8Je=9bHX
z`BPeI(w?L9pT^Qp_{&+`t2$JH>E3x*k`A~+f>sIYky@Wnr&jIy;9$yUvbc)9OzB!a
z`@NX=F|CNEu|r?VKlfS)n_P3w#U-)@dC9a+mcCFP8%7$F!(PtUI|LHtTu4<H+AZC1
zc`+SSE$vTyMR$36=qlx_W51d7sVv&LdJoe+n2}rY8&|9J1#uUSrhY~;I8OtGLQhSZ
z3kxKzbRUt{+{*FslIp4@M9Q{=16Q+l!A3A+vK+Hwpm54?3YS;T0wt7b*mySNmX^UA
zvKij|oR9^Ux=3Cf*H<{#_Rc;n{XgW{c<WD7|2@z41J#`Q_3FO?oU<j^Ltj#Q2C<{A
z1-Y@~uA#8I$UO6*a4X(bscMULGN)#bsbI`nw^*#1nJ@GMcS=XVB=@dv&JMiR<SD$?
zEDcSx5Uz2lRd5>+^0UnwWw08i--2@|G&cVkUj6!ghaPA;KUII2%el6D*qSZ(-kFhM
z#5g=c0atX4E}JXwUtSL$=JKtB4fDrz$@wqyb5}ww_`Ek?3_Hg_ljePrqI1t#h$jHP
zF*)E<KXocQVxJ!JOma#w^-Fz+TW`p+gxu{}c12*a?b5e39p3;5%R<LPd@bmdgkD&!
zJsM7!@}hrZD&9H@0|J5XF|_ls1AKkr`9U{*>ntVh@e!juEE=u&_-rtDJjQnt?Rfdb
z*FSsx2yPiDieQp|zGh)cS99+=s)mAW4)2~c_r~hX<1fp^Af(u-+G+7;L`-{<0ws`j
zY?4~*R$gd@=DPk&Q_fm47-o^1F{(8J?a&wwhbvWpIG(N^?%@f+(CTwyla17Mvh9nz
zx?5XO;h(-%&PF<Buw_ad^}H!$n`2Ry_{9>Uo__^9TbKX^iPqQJ4x(b-drVHMKoFK!
z#X8ZJg8WlKjJ51sAY2l$di7@RY@1)roT<z(!faR8d(0e|>)QMg8jqi{JZKm*_ytW5
zH~9y4QmaEmBmDy#BK}e?Z|(aTLD$^3y6KsR*|_EXb>JYe>G38)(vCw-C3Dsy0Ho{5
z>pOk_u;H&@`>!n<_5PMV=4;@=-NVAwhgMR7(_i=Ar-O9sc)NO{7($b0RORpgwEqXG
ze!C@Uz%Hh$OvdLaVl$gTv9z3VyUHnyhhvd#UfyS){|scX?%isS`qr0vr%aRCtUVv=
zQcyuj(d%HJ&j*T<gTlRvKdp}}T;`Eci;dohqQ{~yHvxAwcHZv(-lTtK60?s9vCWHI
z?F#KueXaW6y`A}AI{TUP0(JiM^+u}wjP~dvhTgI{J4EAnwAlUWujJSEcd3Vr(Hl&M
zuKc{;|NZ7rq>x_t;p+vZLJ5>F6tXcuclP4Td#$Jev-Bq$cqLx3F`S>m>$Z@i<vR4b
z^lWSjsj@5^k2KCvF>hy#BYKII7xfx{{HKsR;C2hZ-2jo5WEZb6h7R^g`h^sGp%)C@
z>JjV}RK{<&j)EJ`yJ{9c{Z++sTrRKwpwsu5%RFIyfdwD$pDC_HWv)b0z=UvXUTHlQ
zj`9O&=Y!C!FSXTcc?=CjR(UqNno>?lM@1#APqPab6p@HXp?N$vF#%@q(K`{w_VJ})
z0$(NSNrhEU!>^Oh02yQ@iPy)hv4Nn+^56w`NBHie`FWoODRT4T>}7raEUh902_FMn
z9UFC`vgWP_pHt6g)N_hRZpOJ;^6wG7@c4jAF3@*3@(edfNw+;*=HdO@!+6;^fN&K<
z-HAZnaW^nspQ3YArPJ1R_$`}X0YAJX8gMhP4$4)vo<SzpOkLi59<uSOQq*<0Nm<mC
z<;onh?K1cC9@XFCn3GO+@u&UO5E^ob5~vPJOED79^9#yer_5o#+LovTt&RHRoKpm1
z;r!_}b(O7Y@Q-f$|LxP67MiPtsB?d=60x<5uVp8?^ju?z+T(gN_$sRwlpOq-%VBEz
zO$M7pi$Uk9sAvYI8pny{KQn&ak9t>-KTVI(2{um-cv8K#GmAow6ICZ){CwF~2DZqg
z3)a~*uHZ#j#=WUBcOt&HZaD0Gg^-&fZ-;W=M^CL{GI^ti>H&^#>kZe<sM`>RtYzf$
zCguazM+@(DNtxZ#6M$tgeOw|xY|TCFaA5vD;~15D_9ZQD`LD7a3sD!A@)MDiV3&{k
zjPE`4ukW3)!bJlr<IY1!o&EwEMy{pLFMa4eW!D0`|Kr#F>Kbc0Y-7QS5gO&;3D{RX
zaNR)-81`Y}n%0NqctZGQ#oo~(SV%PoBky@#Z{6i(p_jWX7z~D7tHt`HDbU(7UH$IJ
z8Z=3ACfK{$&o03doG;gGCFdZ7*l;lR0Qz$?o-}g_Kl5WFJxUAZLh7dyIt@}xZ}1V#
z)A(PI7w<UA1pyz@!b+jAE`H9~q<G>dP}}oJUXjkm$czL!u~Z!0<5h%xxST%|E0@jA
zhP*(4oNC1YB(BFg-Fz)q4*2lK<voD{`%_ai8I7;S64ub-mvYvPzErEgCaA8uDYNL!
z7O=!bEj-TrSu*0J{e{BrI7|owXWIL*sZ7&0knK@?z{&z&FE!p7J8L%dk=|$a7$KkQ
z)5a;w_S}qYbzFbODNRt0=X#zi?1Z&LnGvLU+D+g!o@n0J1W4C*Ykl~R#o+#6u3SnU
z5gnw`^`rm=x3`6LaI~Ucw)$S!zUTh%Rkdq9bigN4U7bIhP@(%`!AtVI9-x|6*<-VF
zNPFR{f!Ttgx;Y}3SP<+q7lr57!dF57Q5n`dMoQGveR7!~D8NC;7_aoP0)!=TPI-gd
zCn$RPF^Vr@5$;d0coEY#?YN;-S2)n2c0$3K(pqSn=pW!%?142cpJ&HxHK+KOe=zG$
zwD=gxpej4oc%E1`Q7e((EmJJ9-hqeddB3mC1iKXd9>|gT^d%}^mUjB(o##GzjHCrS
zyk$#=9}IiZJ`b~)yp|TkR*=51tkpHkrH;eII~Js{QXs?-vwQ)KIfO5#*?xjEK2l#<
zmIHvOw3<cwb*A?*M6qilGwtBjZ`?LRt|IZib{mYZOsP-8IQuo0&{+&o$pM|ObBugs
zDo{0q@Nn7$@r%oC?I6pFJ-d~T6EZKK*H{opMBZ`iW0p6w&3z+n;U?ugZDT-L1Oi83
zYb#g&FvTxdJCKbT+=fXJC(>qMih>^#G*H7*1WF>bb>pgd?Y-xB>iPg?;~5cEa_;Ji
zP=x_6AxMy_wBTTXUMVR_Ma?F!^aBKJ)XWMNNFVT;nF6tvUI{u^-#aRkI$5bbi*OP$
z^Vg+KY>czB2f?{dj7zaA<^M=wZKTDa!j>-W;MOiXH&4y|dR<WF;wr=T8sn`xuL3BS
zy}mJR$MDr=+}>K5$plP%We5(i9Jnk+)(R5wzHkso0x6IGx;R#gik`S?cDTJzGO4Yh
zjvAO#{`rpC2E5vTS4(Ges6ub4sKz=#jZ;@wSF^VC#cN2J)^aUhOo5gX$s;OpHEB_E
zuvRdyaL3y~x=p`U%nD~8v?WIL^7NWac08>iUUk`c7CAus+}G;&`O_jTtI+MMS)Ig1
zYYA|Wm+ACLzieL<q$UN8p1lJh7RhvC^89wM&9Xg8ZX&15TZujvRMLwWL-Un?PE9Zu
z%(qdoA2qg-TQ%l?j<UZYT%)r;X^Fj8w!2Sq-Mo=0s90NMTn2Pw0C?K4F<e?cM>pq*
zt+?C}+f?5Sw8q1{VEhc=X;6LS)5v}~|57d<AA0XRJuwk>d8A`KXk>{rQ7}I*ahwlz
z-1Mka*^O+3>{G;DPV!XLglc09p-M@$_Y(Z%oUeZRikxOa%spLHVXHmcuIhVx+`Ur8
zhizczBAcoVyXleBHZzZ&H%2tG2qWqu4Hnfvkey3*bwhx~MT?trdB}>?3=`=16cFP3
zs#IemDA(Xsy+sIHErl<eq3gkl`PvwOUolX=A@qm-0~IXw_C_S;G8Tbz+rWQgQg@ee
ze&X<csZs$WaRY-{vl7bCWhsW<E_JUlwTTJ2gEt}TsB+tL@C1mxRnjM0JDRCxY7gbc
z)$y2`8yzIzb6aBQ3mR5LyG(2|zh-ygFG!Ot(s9Wql!5N%ck-;M>bUYtZ7Oi-pF)ZS
zMa6$AEVRDvzoBpGtovnQ${|p*rLqm!&>UP^)FgG$`Z6NyykKE|x8&#UGR2)dv!tSs
zPO9a4*w|VNEF-7FIJeTZ1tN?T-Rza%s;1_y%`SFwuRlZV1JzCM<rNQzjIxxafSZfP
zN&t@BN;mMUGx7N@KBXJhw~I>S^5cs}UG1*nY1Ws`0u@-TNZ?-cH;wV5Grr2NDx4Po
zh$|r70sB_C;WbLG`xd}9<Jp>e)d7G^b1z>@?_qk9{x+<JgSp0Y*-N?BM0LV%Dh5d+
zQlS<K($N#pg^S}wvX|`ZS;YqhOIoz<xDZMjK9>>Ym3+OE`D~f7OK-gI*3WW<rn=Sv
zs;YGIVw5IK#{9L3Rsnu06Rcr1un~e$9?pd90*-Iuyc<tajA!w$2@euaFslzv8ejuH
zay;4K#sOob4h#I(<IOSPl1W8#yZCkN@<Q5Pc4EbJO^xFVjwYTET$1^Yd|GC3{Rz>e
z?c4il4fgj+Hoqd|DflK^uGYHhWYhCJ7SG2xF6ku3`J$%gVS^cC{kB+>^hCR;`Pzfr
z1uKlH>FjS`0lh7za0D6z6S&q1sqKqp&OCJNI6mb)-to1C|BQ2!ctE!^l5C7*Q4x&P
zD}ie%PGc~}c+pD7Oj(Pwua7p`JT0jd4*EN1aXYuayo9-4mXUwD(0vJ6*RFEe_~!5O
zKV$mH(Y|j?4Ks5SnS5-AQ~UZ-(<O*S51GrQ<rJ{JOZjJvP(HKzQ!|vRDEYcakqGvg
zJkcgv(H4$=Mh_m>X1xlTQ?g3;OxJ$B<@aiQFg$P;wYu$c00>d<VV_*<+k@^zehiMk
zyRvxe1Bv<T-^c!T@?@Lu!}#F;?D#V48Zhz$>G#uQ(av8N<9%6lIjMdkpRCG16@4ZW
zaheAU&-isrMaoJ|JgfnP4c2P8aQQTuTgkBK?_)@tnou)_;Af`cR$PLZDi8LCUzXKB
z2iF?{_81WhyK2_zWdT!T2Cg$RAGE76FErbnEwi|>DEF%TgP?6%6S<hECw#v1S<UB3
zN)xOv*MEvZZ*}wgll*YmP-H>rL23PzSi;{;$({|AuL>+jU#qoI!6Vj-Z?)+#g-j=v
zxfDL^a%q<(b;NK_%d!g4wNoqCJXfdiY#;SY{Yopfz(526#X0D&+uT3PMk&4?8xpXJ
zR(v_w9^MyOZ#Xv}o@_cSlKYJ*wH%*qX|Q*f)g*(2tUz04g1f2oY-@2D&-d-yLx(*P
z0LkB0=YZDFlB{M+3pXJY)45kk3G**Bp^R6i#GGV|3hg$FmWtIgN(W3MalOc7N@KiR
zDpW7;c+)2`?OwUW@)_fNN^)y74FvSaNV=Ho<JrKr31P9Y_iPXFP0dN!slI8fZ}wz2
zrWn?q?0?#e&oM5M71TI$;ZY4)b*da09bAI1b5fLLDE+QkC;vA0&eX{vu1?E2Kj@ms
zg!cvKkl<xw30T+z^NE0{40kl%J3}~cz}nmmw~S(r>}jvAuKDD6GL{=8_s2^sr@LzV
znlWyHo+A||ikkUG!(E$P={xwO9#EsH1vXtsm3||P?GBLyP2S1-a9GUetkSMf(eEmO
z?u<kN|6Cu@-ERkgymm?Z^-U_-mNB85v`7`dtL0Yh3<!a#>$d8o?YBPZe-h(GgCx5l
zI}{h&KKYKUk_((TkwFF-6?0WDQ~Ad}LEHV00>=~A@OYu1vt-6sV4|AcB}BIH_pV7T
zuDrWu%T*z$h`=Yr*}Is6brW6l(>uN-C)5X#mjj+(%X`R^g}64C0B<qaiVv&!0_KW)
z2b_MaPjin+(z9FZLAVT;&p$LKLq42Lkg-{JZQM}67n%N{W0@l(EAT=OVd;iPl@PoN
z7}A=H?*V+m2=qSI9E(ocrJT|^DIvA2DwoF=biA@DKI{R1FUOOGUL_TV7AeG7HJuA2
z7FE-4UPYxfxnE5jPPjNpa8>^z%P5v7=h{OPyBX!wDaL(nDjWnrn#zQl2R6jshvFW4
zqZdw~#FsOOZ{w9t<h|_UFsuG_VYgl#t^-{UUo?qluO7ZWsjg03^cbMa>hnmuy?dM>
zcfhQ0JuXskbv3B~E>hz!3MA+5V``%Y_XaYr-lU6!IThLX)yp|HLyF%27gX5aHTc@v
zKTu)0s$OhyQkOiThD_^{lBynmD_H%Ap8m;h6o{)tg|t)#eh9tWS@>nPdo!BlFO}|?
zk{^bDQMuip)CVp+oSAvEFB*4ZiEPy@5gMe{U9pn!VnTVoo$2VSAErP4{*&A|3i3NL
zE*ITCv(2F9PYhPc&SztA&+!Jk|1dnfb|~;r2T%9$%+<r(7|Cx;kquunj9<Es<-ave
z@8&&wbyHO`ZLL&({d=0DIO2dg_z271`K?nAcf4)?YW&8vC9-nqi2B99PWfZ>9q4{D
z=fw|U$5apfW&7LB&y9Z>oRVLGj7k3%@!jBV{lm;d&t#<jarPkV>0bt_7>(KNv5eYU
ztLwj$)kd$=duSYwJ1p@XT3u@$I#a4~a<wPk{t6WS^>+VH?Zfwv@{MooYn3U{)Q)Uc
z?AL=AW4A#cKKiHK7?_$ket;pbZ@8*Emg?&W6jf;#*hTS!`QCqpLgxieekfN7oYwLj
zWMXB9vjF{{M=5FEXJ_YNet8tlWOd>>&FW+5L?xCsm7*8_2K4H%r^Qt+gZsh73qgqm
z-d4DFPAoq2(7Hj_tIOtbd%y3&{wP2S!D5@-=3>x)Zknjh-=bN^gU(o;@r_(6<%MmZ
zw_;Pcv-7Ow@s!=z!jHRRP%%86D=N2PNET}rm6Bk+$SPexpCP&JT#3ja*{hgZv2dXB
zIQiGC)xftgz`J!Dj4W9!EJOn8^$|fbBtrsgJoO@edMUfYU8!hG(s@T^C*R7MVEppc
zYkhap2W}m(Ib`0tYS^A5NpU5`BIzLeO}BLcNe(rmJBWzLwklTg9sc?*I6rSlhy7R;
zI^r0zL7&Yg#;Ve?mmz$ldep^X&=TZWt)zuy&m)Se!;jvxGm>Dn>J^fQ1(x5K*?W>G
z^qC|}Jc=PJ^395Sv-#)dxnmQ<P9}U~I+f-47-pc0wbpIRHP5}b6A78`bx{Gj`4Z8I
zPX-lDuh-$i8^Hm2(s+DDYpP}Lyi#vswYhC>X_HEwuK_xcwQVl3f0&UdmAJ7goZ|>}
z_Mc<9<$^CDHV_|B<pTx6M)WgId%tO5drd4Y+t~Mel$T90vk9`PE!Kap8_3geah;aQ
z!46z|Mvx<scicvKG7X*P(=GL{Bd^VgJQt70wTXrU$3I*%d&dq*z_Sg;5LiU)>gQZN
zdEb!NPr5x!tjNNIF(lQYGancQ??je^uDiWbE$TkqiQ*|D+ys@wB(?I@)tRaB!N+ge
za$HT-oRdl6e@5S=?z1+s#=0b_EJvsDwm)}vVaOHHuq0-Fw{m%V8$DzMekN9t5_;;w
zY52v~$=0Lc_)+WGd0IUj;u0fz7)Ft;PV`ClD!<t3O9U$j^ZuSx?WCAAt1ej8p0)IP
z*xshGD1}gY0fJgHuu{J2e5wesC*YUwl-E{TgNEpp#pW(1lmuQtBqC_6tuNn8TCtum
zIogtAUb^%*OhHxT8&iejTz+#%KL4Ztv2Ns%W#28gVsZW3+66jh8ClXb-jlcM^-U4h
zJBm5qm}vQQ9*-u^HYK@dM{doQP`22u-+<<LQ^ms`z;<O07_{DyD*3U`$a|!NWAKHZ
zoyfd4>oHhpyBgN7=Rf^}?60}Uc}72}{w;nV9cH*b;IhYDG>}g}J@_C0k@02p5##cG
z|K;*oLtrY`ij#^QBd$73*l^xg@3Ajh0n|HWl9doa*`X}I|J@y-0#Yc;_Z~8;X<B+N
zd$ZB0dofvApGlvG@9E?6UAofwQ|Ee4zL0MWYO5JzI{WPV$o+q*JpAwrtL_l=aJ^-{
zRPL8tj?zqra>+jTPtHSG3zNNct((8$+y4D=$i*YRfF76u?@cM5pDFyO-QG7Xvwnl=
z_uoB!*#Co%{%=re=aVm6UT*X2nDjAnrTEmA-V}rG226Ih|9lKf<B%mgu|$L)-mM)K
zNr2rD3M@Kh&pfv8G$)W-5P=r}220CnE_>=>XwryIp3YMh_5_-<rL&lE;axCxDfvm2
zF<wzoQ^>j|MnjKY^!BEx1k_(2F4#yrkJFOb?Ut6MYmXd{TCu&M3{QQ$Y5t;*`9+LS
z3fSVQ8`nG58$$5cYpk)CacycJr$Yp7h^cjjoJlBvmZ!<IHH_2G8@L7Pgisg#78Tni
z|4c#H!rfs|VG)jxwSiCriyLRtgl#Sf-Q5Ly??tIT=;@{2Qqf~iT#j%cUAQ0xW~UM-
z(!e)(L;l$1VV}-J?}K{YPWgxc9Cu}bjT>yVIW?Z^LH6;9-awshxDM|W8=*oYdOn#a
zFNFb`fq4-cGz&|I6NEatj4N|Yoqa7Uo%&+GrlHnBk(X3`(<l0lJ<QZInO=Uv=eO5G
zR{(oIwyMF;T)X``{fS*v<f24ay!hw7K~98j8~coidm+ertK4hrhA=N##VTQ8F*!dO
zW>{E{#w#cS-5tE2Zhd}yO33@M(D+Q#qiXuKL6(E0MTY#P8*rKPf|~~Z<){^-1YgWU
z-QJ<n%=fpHNQ05NAuX_O{TfMvj(_q}17>xp>6Gs?LnWb7f9j%Y>Fh3VW?}5CA6dqi
zCEqIH+MgDcb7>Wh0uU%QJ*W<9!H#ciuCRrpWp4-t2TUNkSQYrLCO9ZoV=LVd{|QGg
zQGdGje_G#TuonG)88PuPBBq5(I|gyi;eSTT;h@)-Pn24@t9`nn@i!nDf}4eZ7*zE9
zD;Aq+T=`-B9p5}jy*hsQviHPxr|9jrrDrP-&Qz`j&m?Bm=gxmeBJ*&+{l_=ck-5vu
zDLb=knZiHA8org3Hqv)-i2rAS4HMICiOcTfAe+71kTO>->-<vksWP>!f}+e<b}bz;
z8WXt5iSS1ryP?@b95jB;uXn(6Lu`c<qXKEE7J=)s(#5rG+>pZa^OBKDt=VL=(*Pc=
z+%Ik%W^=94rKm)2pBl3YApKIOyX-V*T{E46bOg7!`*uknT}_BF^fL$D@(fA{a&0Xz
zgh4CWkx8yXFwbEny>E#o^$*jmpYo9g-sc-j*KON4#k|U$UYS2OM-k6hiF(g5;|J8}
zU{eMM5|4))zyeoA(sQWu^dMsK0RA$2M8nD4j67MWZqznEqY_d0a&p0QS2aTz+4vTw
zbRG94_Z=%h5cnQ)y9NeBCPGA~)-s8hlA-mbX165tF^2^o&`2l*sZ~Vu+Unb8)~dJd
z3{F)jt<$PpHdd2hEc%3)SL-;R>F+^T-zb&kMpeg+MK|?TV_#kk4lrJO;OcHP>>6*_
zF9yK*SG9CCZhVbFVN*by_(>HL<+Jxf`**~5<|%{b**y}3d&8{zh?sd$aMz-A(2F3)
z(w$4Xt>{Lh;?m;!UQr59L$Ed>Ghh_@Mc)z3+1pmCI8^~~catLCJHD`{p~Yw0^e|eW
zT8)G_DT_A~-S1UO*5b<*UBPcOrj@7F?4@gf%!l1}iY(;S2V8QpavnqrHe!^Qy;}26
z=KwXD%y6UuReU9t>iK%^s5_>&+^vO=Pgr}H0E2T&NB5?!-I8fVm@Veap_PtI=Hjr}
zAV*?+HFfcvb{$FWM1XCx$T{?Wd>6#XX9xM!C%Z~BwM$=MTdTU*;|W$D=SrcQ>4?Lt
zrjp7K_7NCNy1X?0B@D#r_e`lbp|_X$lDl!br$-Ss5792hhFPj*Lyfbyrd1U$KNn9&
zXiyZ5(O-(oL`sSc8h6M+fs-F=_SZB_{nVWIuhgx8ny#LyaXx-+BgVPM_ztN9<7?b*
zygfb6#_C`Eq3Fb(Vf8Yc(*>A^pD|wS7s2?%Zaz;=3_Qz%GM^K*^zQAGn<ma)Pdy#F
zA!Bu8b1RTjCZ>RBaVF$v2)&Xqe}?L$Ojr|fdCzB+_VlHJrori-qtWng;2}<mwOhkt
z*r%S1n2><1a*MGDybkA#I%EDzsIb?b$%|H-bl69wuO=HP*bBP7%USPn+`Bhg44%bw
zZVlAi<ZQr#X6F4^gnt^w>C1&Rw(qj@RPywf|JjXndUGJ>-j7}H`f=8P!S)XIk<QPP
zvwMJ<t8YRZwA{4(#QSA3&|=@1Vp2B%Dl!A#n7HH@pc%ul3+At#Rb)(m?EiF!`=7lV
z1$ikI|JB7G7c)fv=pv&+xVsP$wq*JvS-*#+*6XwNJby_6-QS1Ar@Z?4WIA-3f$x32
z8Tc{mQ(knk%fScg3@anihL&Zh&Lc<OGA&H}%Oi}@tn^b~xK-yV-1_)q<U(Zsqu>cp
z;)w^*YKWm8I@2+ZAIAThzy0s&Tc+P4enuNVT_61~SfyJ(u}YWW14aLeRT2R%3J(;v
z(TBcrTA{!}IvXxt`+j?k=~cWPD(+ApCPcyOf9vd_;_i`_!VKTb9qL&I$bZ^;)KFWH
z`h6x3{~zYeLvFk!Jv-gsn4XpB{?o1p4T_NI#y5|+oc(vV{~;IPF~73>nO1T0>?QQg
z?<f2#U3|<ULnh>Nxv3yhDkhx0!%Alk{ez_M)vEa5|Ha#Thc&gWd!upLP%H}(P?}1W
zu0TLa&?UVKB!tdVKp^xII;f~9U_j7-v>+`Z2?^3WEKzC%1QL)gB|s92l+e+erK|1p
z?fu;Ep6A??KW4^E#vF4dPsYqU-uG9AkS(5ed#q5_W@y{fv5gL5C-r24Uay47c<xoo
zO*2nx6S7lU_M&pnY&>k4uP9sn)RagDaaTs!@~rIK|6h461@*phX0(2?=?Z55j}yoH
z+y;V~mhl-_swcur(+pBGNk0|oqid2{Z+(n~qd4L9{KxlpWqH>5U2T1Cg03wW%W4C^
z6lfWDUJ`B4K^dv%CDZI%I_o*uf7&heh<3{`x0Sg<*Z}$u;=n6me$8U5OB?=g%lj7y
z@ppMqk+N-JR~Q5XgAy?pEgCd6F*p@z%uT2sm&uUmW%>;am=9Kl29KAjl=`@Y$cD0{
zo1s$3WCbIU3|#ZHHq^T)Ik_?22KIFDbb=+`E~dxO-EadP*x~Zp=Fx-e<>9EL3Z5^)
zS&w?2?lWTucnW+Ss2n2kseC2hG*XSDI7xw?DmC~i^La^mV?{2OvJ-CTE@^#P+KiOO
z)e$QxP>rY8J4$BxlO(SBw;D#^q*`i;y@7?5gRP(F?h`e_HZ%T0+qYKFAd0s18n^rQ
z$QnwlB``&~{K1ly%sQ=afb4pVKhhmVnaMupo>DTV-PWDQEprmP9Q4GVFfiMQP%aU9
zp#+-o0c!c@vI>icOCNW{!4?z5^ymq9#Kn>knOLr~#zw*o{!;sUzAJtV6>8*Hm$1-L
z!tl`K)fYF8d;{E|#StJ;2{Aw`?5iwMFr)KwfBIYsG+96<*}JC0=jp!U_!IJQ+=OUz
zzmI462miAC2m*r30;Qaqpsoe)vaGSerRhpV9n4ujQjlLm-x)cKK*Y7cs-y!KefEWu
z+T+DZiBF2=aQW}ogzuf4kj#A3P4ymAXw_GIP6M69!quhBJYILntHE87^R1H1T*<Y~
zM3z?QUEbC%t(}g=74nVuq%mVjkWH3H0(-Pmg*B05VZ<m5u$|@#S2NEc4{1Thyg7F3
zU#JcBI6k9ng1RDt2!Uq$<_y!DOuPprOk|P{O*|A7t{y5iky7_!C}9_JPu;0FNxU!p
zv<1vfjXrcEi;*d^20GU!7q1Q-*PQb35}kARA1+ijPbSWn=n$yAMVWqk`axsGOz>dg
zdI1sIXX|$Hj<gxbD$yTpac%bLtI1)9Iq!T+C!m)$-10s}6_y5DQd);g%5sMYCIg!Y
z2@=aW6@N;;@CiJI@fMKT3zj$=af80GEBW#@c8DN)@rl(=p<IkGbLcTax(=Q~p0GBY
zxZ1XpQRDLkEQPEk@m9)vTg^MqoVfIY^Vc5}iRU?c`zgPFM4B#}dLcKSjBYgsbbg%Z
zV?G0!!T_fd{^<Svm;=nyn;-TAw@qLC5q>6x7*U6d{>J}gI6V4qO5|VSxllz1l}t#S
z8V1doSrOJZ*#$}^=Y^31Hm@K_!Y1!ch!nb*@*kbH1f0Ljg_`qbIJ)l+6!isLp;Ooj
z#R3@TrFgEo@~<!&rbl$aW5E>+mMnp>yseDq`wE}CbUkdtD*jC@O3w&x@&sK^w*?I-
z-O}Vbn-FPag4VWq>7Z9V`K~S5+SK&0y2MHKtD0y0ojr9bKr>pui0;Z{>jmWxp)#As
zVX~ASq5+E;w$I-l`_f2^^N^#>LYa|`VpccJQ1qUuu?g*bp9za#C;dfcde&+>MOjzc
zGg(=TzpaAB9g2%Hg{dJE-mfEar9f4dI`qfI$r2pxrQ*6Ro#PHS^~QqT?1L6BeFPU+
z*w^$+it7-^#>eJR_Ri>YxzS=RC;Zy@La!opDy}hwe7_#L8c6M&uFxWLtv|Q8HF9U3
z#!u0XG^BvSOFqRFDtcju_leWGA>|(7+G?1TPldy;M!K9jadM}KlJQd(PTT{57KDb4
z-AB(-1EdVz6zgaDnOJSEn$%l=_Q?9RL<Sl`NEt12Roh?qupR2O#gTLH)7Z&KIDMNS
zg|#;zWl$vY{BJ{QSWp6g&3EAuyP#pXNnU!2dl57UXR<ZY(0lzdK3j-7uKq=)+(<~s
zU#mIvbXs15TZ)8L$GN3b9>WPR41(v$7jf`#EhXH%|5OQB^DaKJwJ}#T;ha-!d*PfI
zXZYpJGE#zZWt%5Ul2_}ku^lA=9V%cZ;?b4HENoQNnx=|?Ee(NZ_dx>a=wks{TeRW9
za8kmNx2$Q)Tc_@B>6JSPoLYo^v>f8Z5Rj$hrDE<fb%i~a^RbKV<=2%X*g^@bXE7+T
z7G804p<j0mY@D&nsEvn>JkcMLl<%d0f)v{KAEC@b{>rHS9S$l-i_+TvCAB*9(*yHG
z%+TQr=`5m?-g)&AXzB6mzZV;yE4Ui=v4r{N0jetZe@wt1QwnfHSJ$@j<HO;!wOi|g
z;laZ{hg)dC1RwV764vem&iv^5#OvOt@cOCivliMUR$cD)(%Mtj_{O{}mA@>XUjcCc
ze~id#+KpV=xHxg`1@-2ynj3$HSiil?uJC$C{!_5+z+BCKH+BQFM^R~Ge;2)XRC~N}
z#xh(h8)yQg&Fw`rm0OsubuDJ^XuQ~yyR&zY{ZrEcz;Z0hI$5sGY=ZNvhGPO6HNcYb
zWxWAt-jMt4hT7D<Hqr_?`29CPV(N6^BIkcPF0b75OGEsZ6Rcqm9c&b5ol8JB!gOmp
zN;RSP`tL(sVZHnFsjcjl)jhbt%JpgL7F|v2fBH<33-(;V!;YuF0i;+G)Op!;>CVZ<
z_I?vdOD(4-RG`cK<@5Zn!p0XPFWmY|i~4Nt#*2jk>dxXeLQeZ~L;fzXCaNyV$z<%b
zt6&xGI^P8mM1m4Nlgbi4XQgarUP%kE>Rb0_MH_GRdv};%PxxP#b=pCisYFP+ZQLI3
zC~~*V3m$078>coUT=<Y`lT+V@FJ2wZFsr6ps~)X^`dMe2BOL4!8jOfc{@Rc(@7K_M
zg^-epVj^1m@s>^(=Vlt}15*xpGO{v;NVV)VI47XqGc&LeRD6f;xV>ReT#K0-E!oDs
z{~S`8f*n9WX5xp)dK;P|kt^^xWuTP3={JBJs@^rV=>f}}l6uC;|H~@6ySOg40eH~G
zaYr;Gu_GE7TroH-#ho%~GVjuAp>EbO9GA&;g4}Q4a3;VNL$Fz-_F#i{>ePF~8gIIk
zS2fgnw;X<JHmK<BqRsp?Hk}=jmSWx>H0^TZKtdi96Jrzi^mDYbzSJnfiQ`%gw2&5|
z(j#Y|&~G0~TsB}!)(?h|>K6wp)F9eB{njqTW!@Qt*r@K#lVvfUB!!6Qv}<lfivGYs
z)tX#*V0*n4#s4;oi%Zn0@)-ZX(>1gzL24W=rwxgzd3dTCtc2w(cOJ2jwx#zhijCP}
z>M>1U1?Udd^QkOF@#~+S^~u;Jw;Ahg59kZjw(3xgsSZW1X->arL-VA)i>)NRmEAL*
z<*KY$U=qIp?DTr1F~h8z?=|RVojrslM$bz|h<TWis`qD_x4N?8b;pV8Sm+5eO`~O7
zk>xSnP)>q+#7SGRWNL7N4Q)(nE~`N#!H&vh#`9U5IwiX6h{Yz*^gR&W32~~<0Yb1z
zqTTd0Mzi>eOp3L!-ZQ_p^ghS+$Mhbf3i!`$K>0A*uR*KIq<0cj;h7O<<{DwjP!UHf
z#N7^B_wKBSi|t|W;7Q_c?5&&#E6VX9M7v(aPW7DrY{I=<nWq9AyMRvFF!p4*@AwNG
z4;c8n?Z;RXsO1M7eE0`X({jX@nUXz_y7xHw@8(WauL%ZM3gEN4|1bBMQw4I1Tni?H
zvmdsPAH^E(YKL=HY?o<hK5={!^+cu_aQ{Q!kN!XJmxstVhSo-Gy!c6=GVutsN7)qB
z=Qk@XD}`Kbczv)hbQbJ#gY5_yaNZ0FIKpZJ00)rgZvk9%STC7xFWuR=9=g^V$$R!{
z#OBrT3-#O68i-S%dj^ZWoAD2R&!xrwQP(^ou=n9rF!bdq<0t0h>jOo#5Nmw4$=tw)
zWM#e&FLrfr^HV+-l!OchE(|SY*TZZDM0-<t8p=v|pFSJw!NJtjLxM0bV{IywUZhK*
zk(2>)T$(KKjHbQm1-wTJ)Gz4TT)L0n<hw&Gz?|#HgrSY>n90I9my~qf#`L=-W=#Io
zack52{i%a7p22gS>=pYGZe=Z=P44S~K_hv}8OP^#fz4_$A(LjIa-y1$l5sV|((tgo
zHo+{M$8i~5(ZiKpM)Yt{O<ZSS*zF!WAs;8~l~*Q>cZ=^<NlIx{SBw%B*3Z5%ASN4A
zg6Q6LSPn4bSp&*$wXEq~Z^h*Sd(3!_H-~f4n6`s8Sj#Adz|frV+TqPMbk{NW?x8Qi
z{mFqoY4;9alf!=1PpFVs%(at{tsP$Ud!33dC@h4wh|#M;uVfiMHqpszl3d#u(_PGB
zCJiB9=mw_Q7keeU8GcQVq<KfqeFLcI_G<T<HqjfP8pj?@J-%KPSTSNS@QWebASyXX
zYUm@W@s)Nfi-T%fvTx>9s<Amg)@>C&o0#|TUjB>Fy?|#z(}fRog^Z!6?-{F2>gMX<
zr~yf7OoOx)_z5u!DR*S+v`7?N9PSn4^W%N9T)C92>=w*A-aUM_fn!s3NPK>Drme{5
z#5BG=e)z^l9Y(P$H?G6C-z4c`wbthCo`9<1SKwgWROa^2T17<+Ja)gVvDCAs<F<73
z5ER`O$o;x+FpiGTaO+dSs&WS^EE6{@(r>G&AeAcnlo1Nnhk_LgpaUwT<C;oeeU}=K
zCAjG+Dd1!Vq{bq(H>lEANIE60M4AX`jl>q8C~**1nC?Eh*(3FZYKceT6I2*mdaW+<
zbtX{3p@RO<hPF~KHSZEziMpLeqAbdlqDPIzcleSWDtZpJNfS+bw7mrF?S0n^3S~b2
za<YXOoBXk1MaurMot$8OfN8`anSPS9xaj2-I*wLU6?bh%iJS*<3iIvZcVd4w>5C=j
znG(AcL8f_Tuw%=c=WH4l&-!`iO6H=&6(~rDG8DR^SZZlG{7Zt>;)lKwx7<oY*}cFj
zvG;>GCz)UZWD}`zpvp?*p?fM1i0jN<ZDDoy>e$uXy+e0c2F3V#7%!eo>Lr`1lIT%u
zC7kU~pIUQ4$GFPbwRvIbw4&5n%RmqFPn&6y5yxLSgxK9SsR|iFntMq2=_pB<ikkE-
zs>PxZ%Pf8z`OdzZvEqjn@}>c_<4kUaz^xA$4=0#hd+24kFk#mLdQIS1v+d$4S{Cu5
zD7@r-R(;8{m1bA57q`!JC{ZNtBI(;AF*!^AOk9;@(=nr_fmNe#0M&#vR)U20w;y+z
z->Dk`iGfcZu|@X8&#4pG<!UvX4{6N(jz5U`nwo!`9)1fD81SR>kL~HgdyTFPOlL&)
zEfyKEXVCOze6y=8<vW*w^t<1(`tZ8=e@oQkz|9A2f5HNOLrhfIYlD_*kMuUrBm`G*
z+12}Ep7bN2Ggl&96hC;UEd{tgztorsYr6Ds`ttfTWc$R0^ZJX0%d!8*tGZrlQ_h@E
zg!pK!_|<b7@`)xu$LDWXUIz6yirt9W@x$%KoPL(~$It@h|7ip^9}I7C`>$J_plg&U
z&7-X>@xiUMpZ?vTy0z~%ZB9$>#X-ORxIT&6Ue%PaeN%0{9jiQj{$=o>YzPn>k4REb
zfl*9!jKqb-?%x0L?Or~9*s!wL`7F!h!{ws$nwLZSWfq69^F~*eoL(Dc^EF_8_It-e
zKe_|%Ulh(GOt}5BXtZ4zb{bT-$Ogh@15f`lw?Du#o;dcSmu6+t0%+Xt!kR=b_3vz>
zapVO{mZBcTyK2zR#j4O<3>y}pH<B3|eoXdFFO!>$P9D>?R+RclHHSps6k(X2;mdez
zY?(b&QEDsZWRtH82A8CPAx3j8Z84^U)^tNcGQ&MN9UkFtc6IIMSDB=MmWW3ADs`d*
z_baEXt3|7xUY2SNy>UD25o@iP%EP0|({cxuhw0%JOlDG_e1Zfj&4~w37+PHAv`5<!
zx#3kK1ceT5&GBuI9Hts+=q2?lb;;6NDA`c?Rt6z%+2fABqYsL0aGBDGnKa5FPFamy
ztr?YFF0Ql}Pp*8}K(V7WSkiIRe5AIj&m9gX&-7>X24!?5h2~Ul`gJZt&O50jK6Hh>
zaq#wAf2l;9P5jbZ?Hz#&aT{ZooPryfrW|SD)&YKkDyy5FeE~Cev4yJrT1JwooZvJo
zkry5H-=bKgKCh_p<9Z?J@k?OEsF#0!@NpIF=(26&sBnG!K*$y@S4fhjM*VZi0vDY3
z$&K+}>pJ>_bA2=w`YA$7)N30UA<;b9lwEC#2V*|lya-`=$S5pz11Co!o4a~{159lm
zW37Vp0?~Qt*%+5xjGu+XOD%}0I1mWDVr;DN8g*U>iGOl+aSZJ6L86*K8IH-Vp%@0H
z^GGg>_^F+M1$nPJMkIM%2&yw2lCyaKiQ($K5SOW(WShMostZps2qG!}tS6KbYJK)<
zt-fHjhZP0lzm;_I-FiyCvw%Vo^YW-G+f$-xxQa;nFGBr0Vr3RZ#*xm%d3RPJfM0y2
zJK~XlHWYT*!@R^Bd8UR(if`=IXyz9Jwe7tcp-R^?vpm5go#~NI0NY7Q-ZnGhj6|FF
zL(FX9GScq6P~F%h&SMSFa<@Y<^*7m_QUjsVaHvvy<WuEtk?mWre%^n+`?F7`{%X#Z
zt8<GsUs$Pa=#SrWsGOs}6e!m;9dnL(X=t#xh6~jz-evJD>^Ws`!gJyy;H30tz{Nji
z$L~)EJc8wSWvjR2BGy%por+v?*|7IpJG(s}c;;N#*Tsh4p{##cxg0Q%bJytdb|g-`
z>RUIDA2uzsO=VQgDlUH9@MDDKtw_g8S;~A(;*lBcUX_HS*@f>8r!3owddYYhfZI&<
zXy+Tr<DGCx=5vBnXk^?%=j>bl#WBl<M6J$>(8;iuZ`NO?o0L}8;(8|(%Q_5}wjOuc
z4*)}P@Q9-h#rp~N*S7{*M@%Y9pk$>nfx~^tp#Aw8wdmr;Ox3QtU5o3nhoka{PE?l~
z<vaxbS>5@bw-49xO|)In81x|8JaiUkWC)R$^liQ7nte(y_Mvr71;3>}Ou{24aGlF*
zEDbTm(zt`KNr_f}%5d(qY}qwvBAB;-x}3osqEmwVvM}Cr{rrwcC(IC?l}q`kGw)L9
zuY0S-A1AreyxaL?mJ!vHEoVfc1o{Qc2lGfwbykVLuz{&c?(o_IQAahs3Yc|!{7jPz
zM>QhA`m;e@JaRm>x%Khvce!H<YIB+F*a^G1d91C%mrsNIb`7r4U7l|&7rstfy=m%|
z)WK&fAT3VyV72Jrw<om0pIN0ox&<2AXnnRd$Ql-Y<Vj=gia;}w>Xo9MRocFk);SlJ
z523FJ5^(N2opH3~XX!|ZsRxC#D)eO8YraMy?I$Y(qo<7(6aD2?UTp?An#aE%T|B<1
z8%mb4{zZ7=r{)3b2TP)b%I5+#|1|C0g4S}yvMysYE~C?yhI~m2;bBO%W1<hO9ce^g
z)v#^YWWaET5Hg@Xu6puQeOTh4>A0tb^_iAJH)PV)&UxIgJ~(ZMiZ=eO-P2y|iidLx
zkTl<-8hzenZSJ{~OGLfcFDWFMHI8S4T$95EmFXkcUU#b`rCdd%%{W^^XYRJbZ%l2x
z7muOm*)ZIoDEK9<wqw!}+_+)p-*iBL!h>BNjP>SJ$kW#H^z05k7ytG;bJ&MQ4}^>l
znVxJuFU|B-@N;DMAKV&@o|9@zJfjw2oUs--Hg8)%^twR`%B-kOPlfk^dnA|j)=l)g
zeACR2;l*7n(KRM5BuDc-x%g{ewbBijvik?H^XomP7S^}Mh9nD&yfN|Dg)SXoI7s4H
z7QF)M5sT-kHRv|OaIwnJ(R(VV9;-0Ex5?kz-vGK-`?t3MM~~e9G4=j|W5Mj^%L2K#
zisFxIr`87AZ_FiMq4i~S>uO+dXV|jQYEM4*N0Ij1{%myB-Wj&~H?OxM3hu}5I8{fT
zR9<Kr4g0g<_P^ixAIxcfJS|~*$Z)yk>ztV<-L)sjvrHc`*V{^MzOC@^iNn2Dy&tI;
zS@D+5jqhK}KUQ*gG%I^QcW%$p)`q{=q5P`>>!=U_+mEmB$CiDrCjQg@T+jJ+w_7c1
zqb&<jYje+b6t6M&rK)ttWe@#s7A5wlS=7u=s|OLlKjqss7(S^sB%lBaO>orI!qG#j
zc(ZtmH7-BJcZK4zdH+=muBGJRMV6P;L99hp`7S1@#FRfVwzPt%D<#k(@VJ}jeZ;wg
z;YCcKH>QS#|GSKxiV=xHq2#RDIk6gLItR{pG<!{41i1fndhWwdIw$S}Pzy(!y?8Qu
z*4Q}yA-o<2`LdCaX>vpSV(3c!AD^%N@WIUReD#Z(OA(GL)VsLYE;DtUZH9N5o!l-o
zzhdMP4JP_J@mQv?O+u6%p8Ql#F(Ib%lc#FJh$Hs0OJQMw4n^gekr|qYA`1mYhA6S%
z_2=4Bc%*TU4v}mZcBtt2G<Y<Qoq#s-ru46Rhx&*?+3={#xEQ=P%_9Y0TflYDEUD~N
zVPV+q=T#L@LWHjM%Yo5d@AclF9Lo_uFY+?NWCqltErClOL#K6O>k@ZJnKRwbdN=UQ
z0uK*3ys<~pU{-{)f~zz3nOb~*G*xdoeP|>&U!6Ov&Uv5?VPO8z>!%@zYHp2i+@XLs
znS;kJu?;F6anI5PWmU1^2e>O7r9H>A{4w0qQZ4EY&eJHBkl1P$F^0|o_1-!)mf}Z2
z>MaP}z*bw;Wd2^&6N#72uAvUGEn%@FiNwpVMw*YXD||g~b$#=N%NF7r;8yW+pqXtk
zSK!Z<y0&M}6nUZ)-#MFL#JMKlKl4xX&3K$y|7*tlA__b%O^T|sqb*b>*0T_UrGBku
z@|o%|bhp>5-cheLirc=0Zbb4S60Q0wW5#X|yPOpEij+6qVe?S_>Pq|k46NdVe?>b>
zG7n>pF;nSNQ%jk1Hr!uYHg+m6E=ma`<(rUM4%Q(%yX<!P8HKM#;6GdZQT#{&I(%?v
z5CR6>7LD~I1COP#(6gSXO~J^gg=vdYXrS$_)*3FNJ_i@qmBK>oTZ0d?7R}+FjrN7#
zk;f^&`wE9H_WzaR{pV!)e{0JLv$uDyUa61f-^N8IkM7Y;Uk+r*SS+N>&6!7_%O?^!
zp2*%faQUCZ9OLea%ou56p#ZMx(S(MI%ff>h*JmZ{_F-G$+OsTBgQghw#~%lLkK42V
zh}+#;d^5pWf9JGQvQyaPUMfJGa$Gd|_n1O*3XUcWwhnSeH`+!{YoN_HuX?O6`5FXb
zp5m+v+Pfyk6LT+iijpqdc+5i<d<ugvpxH5<1#1<1&W=&vy*F6muFD_Mtr{CnKn){|
z+e(J?_HQ!bLb$by!R!sg9athsQ~f1LeHGYF_*?^-emt4Yd$yJ8y-{g#9*D^>qHP!V
zWF<lR`lT<&;Z<?MWhk9RrC|F6<vP>0VDimXqCL}|3h9Ot!UkEokx@gU!)wOgvDX`-
zxcnGq*Km7B?MgaBM>0$ImC{r72CTe#p{BO_X8egd$~ogxxVW0>cl>NL*<pCAiudy&
z+Lf0<10r59|A|(f&suHGS~`4#FI@>+UV&rL)4#i4NZ(OX{E*yU?ZMevzdxf)dmW}L
zeRd~q5M+MuW8T(W8Oqe*q5pteMi(kZr<5v$|1`FsvIsVD{3+-B>;Ck|o9A-l2B9a~
z*O}f38wA)PbjEVTYpr=zUp&EqucEe;VlT=SD8>I_HnW$dNGeg*Z(}(f5zD-)!E2)<
zdqJHPvpZp3HN0rAzFBK^2boMVHLX(^YNJTbonK^Z_IL=VuayqN_*4UtXZu)am6Aw{
zB(8vW#p#!8#>aA<)QUm`Ub~=FK*t+xJ*ap5Vw3$=U8NEuo`T;3fts{AM6V$qve=_q
z3ZjxD*2^t50u&WB4I%fn9Lne;NvSI8h$~L_fSx3}!2?;BS{bGbTnS5A78jQk;}O8V
zbP$<Fjz7yE7>^f36xY~}_!VN&Rc3Vq9k&*I#J$zjF}Y<oEk*h01Sqdm-uad;OqBg{
zfTj;og1*d>p|W;CPy&;*V})Y<2|*n4*s126xgkU;&8Lp!Pl$m@p8M=?Kx??ERu;Y1
zrjD$!_i=yKMf+*9WQr|pnN!;=s0elFy}8L|$<>78_=oLJ+~zjs8Glz=ymxP&hPifW
zehg*t(QADHKi&8~4}M-O-aQ?hsk_(dejUaB4>-#ra6Qsmb-Y6`eSk+zR5>*74ld8(
zR@Y|D94lXY`x-@o7S=fe=UR<jAwi5NF*)&%Vg)*Cv?tqIqLp<|C6l>fFsPwG^5ntb
z;7n95OQy*oYKMAE5MOF@x7t>USd|_Y1~a&;oCh(cRYBERdUGmsge}LD^u>b|ReukS
zd>5jG>fLU_yx<Zn!A>k9{*%#iYPyV!cR@e%C9x5#%L^L&Qb@Q1cZ&Y9z<A3!z?)RX
z3JANC;(N`P^7;10YHK>Tq1$KJ$7G(^XsBh0(vR~lA@~%5><M=Dq0?RL6GW=(gva2W
zhFh@kNaN@P<bXk}FjTqW4dR7>9S3N&9FK{V0hjloMPiqn>REh*_BWp36q)lPRR*LF
zTudx)<z)#9Pxi`+-;7pKiG?HFK#2w}Pl6b1HY_@*k&rsM#nOfE%tx-tk0m?UIJu)2
zkX0iO-7kN78vB@K;etgp;P;+0S;<)-9<p<$v%mlzcyB}xn*toAgo;_DsUuT(Bh^#F
z#W0m4(@|mWwU)K|Y9Vtm_lA!3sEPDd-<DZLz!(*WaXmDX_cIZ0O>1!e0o?$w>D-q~
z#~sgKP1Uy=;>_%F@eWAB6_PDiR-8g8^KtCP@Hrk_I~IHA?pKkdbIEGg#ya<;qJ2x9
z+%qfNH{8bLJLd;hLc%O;E;3C5s--{CO?eWt%>})@3c2?k-p6Rf#AGQ;OjF-|L8_*f
zy-9<0dO%j39@I7u>1!Sr(l%);V{5?EtGDXdqF%qTl^LKG=8<0pA5-paIBSqG4*ZOR
zo~R?zho(n>e4XC_i$Tg-B`bP#jthx{{`V9wYB*>$X*w+Sj^Ngri=CakMCqhZt>p_W
z^lYzSd|3;No{K9KxG}C#(9t-%5wNfz&R-WSDGS;u*`>qhgCI_ErVewtxpL~aJ8$SK
zH8%B+OVVgw?Sv{bWq-kQ<BrX%w>dZ`gf)c5G`PBZ3c5-!+&Q@xs{s}}blq9wJ>T4!
zh(e<iX}gw1pc@AuzkQz_f`)^maXoG?X0fdxy&yPaN!ztte+@h>m=C<CJfge~IB0n7
zUn4-9u@8+TqQ;$U(5Yz6?C`Y6RJ({4jWB^jF@jBXKDw0W2Rg{#hX(v(z1r}PlABr}
zC^KxlkVdbv^C0vjtpnvA^eOo5Rx^zkrb2(gb(NCxw(he=7;4<Ktc^_38#xPZXGX-e
zPOcI|eB_=E0JM_DM*jL+^bD*j^>EG7U3)%nfhzyIt?c-!|Kn!>zrb(bFXpG0OSxa?
zOushhcASU5#K3trZSIXoYUp)0T-ZzM!PE0^99g__|G;a&NdUkNaPS6z7XbJOIP&0B
z<xuKF2G6UORsQ5Bww|Q7%=iy?woiNm^fGwEj`0HSxBpojS^TRwa^}AlM}9k+zxEs8
z#`g>PW8(<=;Lx_L5z>=)Ge!<IE9bPCt?t^J(^gEguhm%b6=w-2Usd|!i2omjlW*}n
z=W2-ToA4RQ*0z_r2)9Q*e=9u5mPq5T?t!uBg}P3?HqkA22RSJ3ksiKi|9*YWssT9D
zgM`{VtEd)MVdq_Uv!ymBtRi}lzc1gjd)lmL3NzmBGx(}J3ZGUbnI@pAGbCXS4UFY{
zv!vIksq3?yqOf_70PzF0ZvWyLg+k?4rX!qb7j(teI0UA(r<eUZDiUo+-OJ_O!y^^X
zUajf2Nq=Q=#)Lw5EG|3z0N7IZ%aFh@BRmfiM}>{g)APKSR&#~+*fS+v&r7(>G-|6k
z6`{+iDPQV_2S&z0Y`yc@&*i#qTiaenSC2{*O7zA9jR>(Bq(_~^YsKc=-s4|q=Dz^~
zz5zO$OP3|*3x#VoD>NnS#iqr_z_5mElLEu4QHAtyxyOCbES@|^<Gjmvi1p+$F61uD
zCXPczhw}BpajL;7Ld6L@66uAkU}MtE!QiM(hk!N>pi-^QN^k|8S2f-Ra?_-&M45w*
zm9>j~Y&6-PPpXwqL7ntF^s#lo&`f8r8^H)uv59M36~FNFyAT)rMx_l&0DqHOM%&HW
z{B>a0g_u=pYUXQg-#Fu8^FF+k3ZZ{~EI$YwHEXY)YfGx}aww>xZRj9*RBg3Akmttc
zlq4YaoA=Vi<ZZFa1c+}fRT}?k788e{oP9BjAAL{CiFO%Z$#uDcpStMV+sVieJacu$
zfHuOOKGR&%Ib$RVmkbI)jCV;9&+-nF8J>xr$rO3zlK5sF$w@Oa6*O09vOr}4unxA2
zd%(f-GuQyJr|59~xKKFNg;ZCWV(eAA^b~7jKvGIaJ0!#<AOt`4M@v;#aE1FKzDjB;
zxdfv6iHpEn4eiNb`SWHxd>_J=aB|Jr2jrLHF@c-$#;Zq)URIRrwd##uCTc^4B2Jl3
z-K>QBB-4n}>(47#+Ng>h{Me3jlyPY2l}Ao2u&nYofRJ{@h=}y?^n8x@w5<GFp<MA3
z4Q9k`o=GKvUSLAPwpaf;y(l*)4^}C{tg*|LtB-xyQL+18s`3yXF+XcNVbUfUR1%!^
z#U<)s{}`X%vauphNPkpHB?8MI+rnjotKQ-|8yhiQQ94lCr%-BJG(dPgTo9)VEbD%5
zl*asU?}S{EF9z=!G*8Gds@6PcR?;N`XCu?0x1n1zUlvLyfIW^wpC4zmcRtEud}{TB
zY@bXR_LwdnjtrReS9z{_Sz#I`B)1}ScL&AQ%KAjmTMEgcr}IvJ)iIKJ^Ur(7|83hr
zhbIX+b362q${KiAv}T)}&5}U0!3@dtbmwmyyEh36pR&8Z?|vy#8?3m{tZL2Mid*d@
zp4MI+0ikFzwb+$ftCIQ>96kgc;`(%0aRuNcG5qM+gTaI!S97j2DCapq?oj8K8-OIw
z!J&paX7<|Igk+iYUFE8%vafeoPR}f<b_ciLjh-v-f4}MjH*QH9m+xN8W0{0Y97ZIB
z54QsCh;~9kE|75b{N+Du3pW=jFGd)*i_l^6Zdvs$t&!8NrYzVEh;CMfM-FFz&25}<
zg$Y>>v-&2?&v6KcbB;FHM>G11n;~$}&LnzSX-m{eKuA-{rf@b7DiD#{ntfo)JxklE
z33glp=Ou@!7s4sI?K`Cg7w>;u8D+}Ey>s-l6>W4K6HQu7LAx+zf<mT?vn@|q+WI`v
zhpXHmD(=&Ku?6E3^92FQb-vYN!@NpX<t^{PWS}av;&y>HgWl7){5-mbB%`y}<BuP!
z--NF?NcCi&(JcaUiFQx?;!*KVQ4#!%St<mCw7;T5CKF#WGAs3{h>Qxp6x}W<DzcL%
zNDatrfYn2{vV{|TGk0PeTG>TLu143Q#)reu2JN+wyBCBTcN2lyMk$p}1<p0sBQJlF
z<`v2V>mCXitkq5s2gxU)gYWI%#htu|%`Mb-DN492MD11O&V#636Ouq&!d<E~Gj*>u
z3#OLBNv|@8@jb@|vfIRKRkJetJCV|PH6Lb}`Uh7Drg9f%F=~k!)in7Ppre{;m02?*
zav=E-W_fFqim3n2#WtVxMZaYVzF0SIL=PSE@T~!I8>Ci++Pv!Ky#AK0@(o#m&bwhS
zpL{&Tw&sLh&6o+rp<*@YQbh?Y!(+jygl@n?>C@dOmlWe%U2WtVA69O3y<ZBphf<!{
zO=S7Uus`}hK%;cpM7(3`Q=gm=5(MQ8(Y(S4<d=F$nrgPfHko-)SuXXo>E#SnDb&Mq
z6J$A9`FJf_cHKBF1Q?duLTyg+`Xvb4V2`dQPnLor4Q)4{W+tg;<xk56&GgBaRaq`x
zqYUbod!7xlJ>h5J)6z%Mm{RGnn^q6obIs79XFR6QkBF`aRhv_CE6jRxrF_#&?E0Uy
zN1dQ>^L14oH-=~`U>?*JVKEMp*{94R>`ZHof5{KrQ4Qy6B<9w1SytL0Ka<-M@$G3+
zBUl%d<@iGBmNs05U8ZVh_*^D2;XI@W;&5#?`>nD61%itf1@2D)gB+!cp$*}X(ClOZ
z%&F_%3009fM=KO&bLQ1Imdh`0pd-kjBd2S}{*q^73mV*iQr9i~)kV>+&T&I<`C8)k
z%U%{jzGGnHBw}X`8kUSQcpocZdPb`o!BSvX^T)p*Jc!1~hGT9ysBdjJ|8z@?<I2<U
zB4A)SkDHVvjT?6j8YwhBMtU(&Twia>cERRaUD&env85{gB`(P<>F&;4f0KNzRiR5W
zfTO400{~xH3N632a+bBCMCA{>0UZAKL8r>D<>-Ga=sa-od*$SRtYY%|AjIXzt?2vx
zh_yMH@HdX;pO~7vj5Xe{e_(3Nv&fEP?%x2Oh1<firN4)h4AWf~RyaAB_YIJ&!i)qz
z1&lWTIqHw+O9LbFUn1|Uoom!gzQyoL3(+VEedc&6dk5tD4Pf(sA3t7)_JifKkf$+e
zZ`!M!6A)$zt7_*QL)KB@tAIm*&=Uuq0{}-I{x~;JPXJHJZVyUf{$o!3-|1RE#tzgw
zvEJ@G4Bwb_!0!+C_QNwrdH*4f81%Ph;yQ+7&cO{J`lIKM?Sa3tr#}n*MU0amuj3~d
z1+M+Bz_>OY@}nou^W&HEDywkBT2okw<%k2tW3gA{qdwA^Fmdnj!fJ-sCG2{`>RT*P
zzhEHA+9<I`m$TQ_{FMV6Hu1vk6My5G%bb%C0oKC9gJS$osalS5?!|(cq;nl9!Th*@
zqM!!?t-q!Fm<$V*S+Av*5J@wPW}L4Uq`4Sqew6GifL0LXUxLb-@8`g_SUL{rD5;2Y
zyf<c^f37`&c1=0XDU|@Sk#jp;J~V+@PN^=ogt`VD^J@}>N<9WQqeGtms_R^)3m+dq
z3RVp*CirMc^Gf<?@gWfuPM0E<Z6XmgbpY#w9FE=wP0em}ur#i*Zwuegyk8NDK$jJZ
z*-$-_+Hr9#4eu7tW3d4>{uM!8qQpF1THGhEt2PWtjvhU;!bE4i(c8YUFT1(q-OEwE
ze7bjxRj^(hjxr}F`5X$9wPML}^}VXK{pC+5e0bETK2c+M5q!4axrDG)n7@|R=O_1{
zg$3APYsQvjBtfA$fxBbYXhr8|)sm9(HfjDz+bkc-Bgbc%{)Bpam@IO29SJ-=5nfxb
z7fX(PC#c!V?)0b??_cAe?QZ<q!or>0Z-f3oqF}SfT-uYh(mI7Cnc`4U&0oiI+!5FH
zRo$|r%OPcDa2VZrJb<$W3322(d$Z(FgcW9{W7ABrg6j+z4C>RDqO7Wnj^b({j*qh4
zvvSOpP1?}R$TT_2PbD9l!q4br>7~sj6iG@r{xo?0B}J>V1y!frKX9D)Rk=o*ZKS;>
z>u<n9Y&Sg%i-g#P3?6n%*09M>fz~WXJe^Y^A^mYHkn0M6Lf5an@<lOHDi<yNHxu)y
zzuUM71_b`M(Ch5&&8zbD&*UyX(ST(;S6x?qK?Qbc2P9#;pvS06s(;2!0g&Hy|FA7r
zyfd#lSh{Mu_V(G#pBWMG>Lz@!7DsXfv)t88x>dBa7G|S{(-|07GF-`!S$l5yDcLI^
zM1{*X8(iQ2zCPkf%t&G2*IZjqXuAuh#-afc6S7uI?Q}}Cgz}$dddLVex@JpDM*<&E
zLVWZMs9Kg^+SI@FAWrc+t}n}Ne|b2}C}ag)t_D`b@~#PIudG6{zwDI-Nx9pN_8#tY
zG^K&;P1}7DCG>fBOay1^JQdM7SQ1)ck<Mq&=LToo>Nk^=(~9piYItUH@3b({YML-8
zfgI1hjYn7R+>9Y?sPgi5QcYq@w8mzuRJwh$93^a-m&As(hf+aWTd%>(28#1SI;)cm
zB#1?kdbX`cGuFgLWbQ^z`Q>_@RaEqIlzXEq40G0V!;X{fnf}wEW}#aM)_83J*yPI3
zSS}nwnJ(f#No*77VaZO|$#pj}jvupqN)swXyzCXiVDGN_wZW!m&O55cw!*v{D|3uZ
z_3<JxDQvG}FD0IceL675jym=mbKcONs3!By-2V0QE9^Dh<2w{EO9L0a0@hp^9>!o)
zLeODsTj8CaN)E%Zg|gs^=kFOJPaD2$U#P2HfQOH^Pi(~-N2L0+3IrI6(75hqRLbzB
zp7OA!r)Sk$9DV3kX~1F^@Z72jN+)V0B@rWUGBKQf-lYrs-p_O<T(VDVv*auo{5795
zMzGnBSbBV$%5<@Uh!b(#ZFL6Eg4XN>L+7ee^x9e-I9#_^N8Lw&7*hi0vR{j}e{sP1
z!;-lwLLR9s<W2a@J$J?R_4GzGubWehqH_p~u#g*u%GY#6izMx&lS@H8V}%H8J+7Xk
z<I!pe0!`jer$pu7Q!Gz$rE-%JpT_?kbtm;{mpR_uSRT0d!F+p%;=2*wb>hEP1^zRd
zr?@s0jY%u}MLNk~TqeTX5+4y4BN9$c>eJf<E!ov{+u@3BvM>IQ_z`3v#v2<GQWA2(
zRubpyIC;m&rWa1ZLVn@)Qu|oH<qu$$@4i1Sva$WgG;QO*Nz=O31pSE(%5&7EydW$9
zP7!bX80(KMd&Xb+EVih>5E|zKHVD;W_kY6Q|K3eK^&d!#1;(FwuFhTA@;(P9g*fIw
zhAWI0C&hQ{62`|IWlw_Gu^!hQyxW-zJ=(@NVq7Q7Z?W(UPeX;7CLKcSV9^-PJ{u!c
z4AfRxKzqS`O;WW(xdB`qsEE*1W(LF_w^8MYMxNL8e2q@Jgz<D6+b4TpKy|BgT)X4|
z@silISN1KX<2{4jp%U7+Ms?=LGKGp?pjbj2=38?}oJ)+n)Qce~tk$f*l0{m!H9kn;
zC^a_OxH@En=CWY_EyZ)B4_TUwF^3&bAydpiXHtd<oeg8A3*eqq0p}(dG%n+7OVMUr
zWyuSOWnN~hE4-S<!TI^-CiZJZfta9j#g%X=8K}W!K9E;wWx6;{*b%7qiQ@1cVsvIK
zy-wc-E6MT^&Z&TxCkwmFyqXqXq1(5myN;VQid4aZ!|-3*q=Vz$JKe<<O$1nFat`K-
z*FTiS?2yIIOjpQ9_P+yaEkvUv#E=XY1e?NI#ypK}F^#q;)!VVpw;FjiRUq&M*y%84
z2!0WygYTQo-M>)xby{vc`>|K<vgT1!TUc>HyjtCw1qjh|7jng#chjA>d4eE2z;Nk0
zZ)|+4r1d?<16lYqZ3>H=PQHMJ53n-6%bMPsM|w<>^C+?Gwok-mFQepNQIUh})C2{$
z-fB$Wa7u1!<LfteGmkAUZ}h7j&%(ZwGzz-lRMle^K;CrAkP$%1Y?O4Q;J*+%F%BHp
zLdb)58~7p|kw_@0mEl+GEa}(fvs9{5=kQN+I9NMUr2p(i=q33!5p$L-ZiGM3cNT<8
zFqM>`=Tz8BO$WZ@?i{WJjt~RSE+_Fe#1XXLx_WG3;VE72z)^7T+W_>79O8UG+j=*h
zrO2jjdgi&k0s$zPo}ZG^<?!+&NnCH;Dt)1jEp006>7x&;Wo?(MKltp0?90&QdUu<a
z<i7#*r-->luaTFC`Go~Z7NO@AP43`=Ce5z#pc2XHxe2YcWp)k&?04y#1-v&}NnonU
zxn@^^*ukD?F2Oo7Gpy>CJ{;#H<W1K-VLaX28duFih)mU(SG%S_Jm0h$V+8(FTGzX&
zPWS&z>n8pVLuxoXJ4T#<UEYX=V_ZOL!);}!f;OPLN*i*|z9W=&ny%=86ewQ}4Zi{6
z8G>o7k1op67HeUqueZO5zDh$Cui7~7Ia;mvK(}S&zRDHBFz(lc|Isheh<PuWMZ%rh
zX~mXja{Rs9h7N1$aKE<_=>#4&Vf%ZpALKYw-n7+Ng7XqT<n-6xUuU8y{rmG~=)XPp
z*HwhM;`dTm>;j$vpfN_(nx|i;tUGVJJ@67qRpA!72fz4pZF&|5vjhlHE{(0vtj;ou
zah(5G(UbzU!lv5(uR~_5I`%FSW7_)z*&CgS$qL1~-vA;3^d0Qa2WlSu%RLRCNvL%B
zywfs!HR6d#&fg1%>+4}XU(46eC>}VFl>g(1OCxSyTq4#2w-?1k)Vu^w_@KPAK?Nln
zadQl?Wlx|&g(wg*JncYoNk??P0M~Fz)>AmuInSF&4O>I&G#;}6jnN}Yxma{%V2{D^
zD)G%kruBHI6aOyTQWs3dCh;z1=ZwcQOUA?5z~`#kTKfJo{-GggE|t$i9$6fP8D;Dz
zQxcM-=x$<3{hMWFbf{!p#wW;J`!cd&+#^OlXv?yeg%Px*v1bM{6<REe)q-g_VTUuy
ztyzX``yI0PhZ6J7UKxdRd8X9DFd~6htAY!%NNv~rWjUj_$PXYSzvu=8!6t^>CuQ}C
z&H-`K*%`pwcW}Nzu`mF^6g5aclSe-td$uk~o7cPb{iwfWZcwq$>SuUQt<zM^v|ml=
z)0oQgceg3QeClUNii*kWUJ<Xx{crO~B^;_Hy_Px48^!mvwqD;OCWphFcE@L<PaMI;
z6_Ai`awO3s)VRR$O0~oGH-IFs8ex16ZV*^KXbKtcUB9(X93S-#y~lWOYwaqAQ%+E^
zZ;7rwZ3vTsKpY-5g2|A+s>pS?@jIlt9ft+TUi;TsydA+`$}XPe%w#_J=`epvhirQ7
zXDYhFyss9Rw8z1C32F1b`UMLez3XM%jLsp9d6qWJkF%VWgxQ1d1iY|ixoLD+m<fQ?
zy;I!no*@uM_)PpGE$I$L+2{RdUw+ME9$Fc_dw0jIS2@%Qr7ncq4!LAwVG0Cl!OyNX
zp3n1FNxteki}MFtY}AfQ5h<&Kb}(lwHdR2RR5svIbNG9z%oHAx92(n=`51(8cco|X
zg+z9boeH0lFgv5y|3r{2{++~2aL18~TaYo?zzzE46dPPD$Fn;@#Wow_4&m%j9c{6c
zPc1vtV3WtPi(~l@zSeBtrOT>^LRQ60j|L$4&FQ$^htts7xcIBNVv!c9{OTdvTLwl&
zDQg8p1u1a`y-dgR8^EY2(5B3MKtCYB%q0$iLSL5@lEgGNs$a?*v{4#zFYBkXAKu~1
z!l8{@mnD@fiyL~{-g2GnvV0JOZiFq~E?TU#ee4{s9L^&CBE}u~hWwq<L!N%E{}>FC
zI>8kW;cBHQG?n6?4CEHW{F;lsp~8H1o&M>W8cKe-vy=*mygs;-56%~i!$CkWKRfZn
zW2okvDfZ6|Rc|Snk6BA)RU>6xHw+pf-b<$&Vh7DFZI;92b5?(0DYGtzn#IlNdgCNz
zRp4@hN7Du3>6_5a`mAXIrC>`8rU$z?)*3k_-?MK|o_@BN{&eZ%`s2IL>r0bEGb~JR
zbtj{8u#b{zrco^>0`(+|zkpSm8;c=%*y<7KvmPR`t`BafKuc_hQ5;v>vRQQPGq?W&
zT}hEE*Q+cZy}(X>uNVDq7;QS-kh`eT_BSB^aq8cCH=6eh2d*$dh5v;b`KMx^hUp(D
zeeFqwR9M;XsqG)jHLozv|0(p$U@O9!H}RfM3s_ezSPeUpP<H!oV9m;8%xczkZLr0t
z%%GHFN5JdAq?$e<^qTJs#E~~5X30=sz`jspsXgoD34=k6U`Zj6@)hj#S1YNJ!?UIR
z*6g2)3gZqTiO8fH-wmq5yHw%ZMR0A%6ji<tG9W*`=Y3<&d-@4~uAF=4bjsLWD;jl>
zE08&iYeXk?1<FS8&aMV=a6l(Tb|N_q=Xvq{Tb83{!WivY#1!JI_ttTi2ErSrrJWT1
zQUY)7&|HGt(vV0T;m&Q&XgE)G2n&8qodrYeSOlAvC<{MhG_ivFn4F(BA68f!!i*xA
z@x<jiC80%A>fUpA9c8h`NoE!{c>cgqzk^ZR&@vIKCyFD1u)0^iQGzWU2Ayy@EDE-z
zGp!*|l@&f)%bJKyRVxsnqBYrQzz3LVA@vON)6qTCLey5iXOfE5hOEtuounL$W2F<d
z%PmNe!*fL%BQHyEU0~;F<f=(h82WO7*HTWW($CuYbvU102V^O>yLHEfXKVE$yaEm>
zD`Fz$$p(c_i<3Hu%^@Gm$)@^hFbPcZF<XWs-<uh!6~=j?@J%G4oLASZ$NafyE)M9Q
zD>dWI;B3W{J}d89rn60z4<}o8S?He<^OuEO6B3e3Jzg!m3Tx2Y8c=qCeZeN2(sF#%
z59$u5EC-<GWFg%wsjU^<i>sAOsS;v&P6Z9gBkJ_)nK2VER2QqVX?{Ij=XSE5i}Ra?
z-u5=(R~tkwTqg2#Z7nXnV+`b?Rl%voR-81_4K_XRJ;AJSVX;)AMB?u@b}dd6eFMD8
z5B$60;mWZ1H&qV%itry*j)USEu#I1ISyoHtM?7g^IvT|dfTOxs{`uek|9OQ}5%djU
z0Tk;Q1FCIanDArStq(L{)WcK)_b}Ht`Ix*rf-FL@bNkN|y0Y0XzX3k`kU{*lQ5N3-
z{XXQN{)GOEnvs9)|NV}lm;52+UJ{0SeP3x`^RI@^|8jTprZOM0qE|oPU+ib-$N?;>
z*mWT#XLorSYjLg3CW!m^IfV_vr?B7tbo4%&ytXM+HY~D@^XsauM331XhVzq7YMs_?
z6O!Y`2_V9DldKodL{L<uv>{eBAeS`DiG~ui4$(hHabQn41>T)8DOX$v`MWX#cw|YH
z_tS|xFH_Y7q-3S@!|OI=y<tu=&1egi#kYLK-t_BG8;>O$UK|=#`$8@~4sIvsaE)rA
z?puh<vOA{KT@FV*v^2ce58W|fc&_&W-}ubxQ9ez+!*`|um2ARINQ6y~$IVQA$6x~D
zPINMIsErG(&6ur+m|f9f-s>RrtQT-xTLm|-%0xoH0m@o4*P7-eAd+|#t{y@{u6_g1
z46lPB7W!{wKn9&p?bTpO_Gk3s){Q#4RG66N;2zpLzRqG(`{fiOi{Lo4Yq;HfZ<fnE
zV3TwmLNRZ;%?m>!uc!urg=$5Ta2q>cy}I?fL*t!VERRg+I6{r-Fhi1ia)CPqng{i!
za^d3Js*d|?IOfpc86JHeZK1{{2)!u}n>i4K%fGNe|1HmvY(1Hncu1RIVT?h1xZpf>
zezaOw2q%nG!3VVQ@72eT7L4MIeBxdWE=HB|(nR|=_*@Q|*F`cEBSn&HLh+dt(}%Go
z<fLKdMwcYqQ|XhN9QU9kI8Z;PJr*&uLKS%F;QowvXYqx6V*#wZwV)hg>uf(O-9Nct
zk`K|c`vy2Tgq2*V6?WxP)tCs3nS)o?g<-$oq=dCwH)ZWO*)j*?u<xvvf@-%ZOA!k_
z@}7=Xx;*DCBD=Nb5)jvuCCtU4-alt9+_N;JF$fT@35`didGoFiZ7^cgjK7-RJZaow
z***b+_1q;7gv!VTIi=_~SlA9d`izSme5vYm_q;vcrRO{bqleKQUBe2<6-8?HrZF6E
zWlKQJNgpBF*L8+emGd?QIzHJ=Mrgk%$1kQ+^5@qDGjU#aSL&iF3*uiU&DXSsO5#@R
zf`oV%kGl7!N52K-)>eJQ?{qXB2KRjJn$Jv+B?%PPL(@4P4=9o6W;^&oDr*^8T7k8x
z#={;m-9gjo1Cq5$#V61kVYSu%is5(q%57NAcSgG`qb<fHE$0rdSU15PIbGMnrCzNJ
zRufJ}5h{4b^j)JrwTvgN7^i|_yI7UI?Du4^RPZgBv8Jg2c4S~TLh6t?T#xm`<1C97
z3T11v?|)OrvcWN)3y>>iB)-D*Xuf_vH$Lm*GI-&tDeB2Dm)eS#mV24b06+MTTijV{
zWMzm+eYo>Iop-o@?li6KvS8!4J|8HfC9nQdat{FDBOF~A?wI??lBV37Ir(?HV_&1U
zIOjKjLf!rEgCG8TWhKv$aG+mbVksFg$Pr0dsv0Z5qk2wT$W$F25eRTOsaa^X-v-X(
za`LDSLpoSb=~a5<iBOP~)2QP5#d0s2B#w&%!Wow<7UCLB40~Sg{&|QTeuapMLsMlQ
zNcE{;ru(EDF%;z(KT<O98r{e{&6hTs`#|1kBR0=nT9F(a&mxv0Q8m!lVKvIV;XD=U
zk@l`tuC+(_3Qp(Mq6#(`k~PAQ%|?>JDxFU=YPvZ=5rgff5d*zL!39yryaxiQO@{R1
zn~U9r@ay5F+O+Y6AgIdpqtD(!_sTlMAG6EZ5YdM4(qJV?tKr2CNkQs6zqh`qO^#KQ
z@u}P4b&z&ZKJz!XXj!+-+^VD*ru?4%(mmrrcB94omw4o4XDMY40MklnfhP~cWr<qo
zLWoNrZM`0bGN!ch6MGK#2#<`1bAwqz0-R*KI)VMea^^lZj?*g*_#58vc*O;%3rj+e
z2s;#eg`T;*ywd5XHQD}hm{zG(x#Lm|ofv`kDq}o2g3Y#!XH3mVpy)YlgVfcrzJ|m7
zZXZYFYd+!R-V8Wis{9S#WM(F=)6xbSElYI$2~%Y=+W_MpUic6}EKIXDZF(CV@V0wZ
zoJ&|Rze5@0WXEnY{p(Ola*|AXbm?4BO|H1f%ZT%5rc>mfW*^5A26iNSxl<FNG+r8R
z@%W5>ZpLnV>b1E?jL(II;+Ej?ENI(bh^<rl46y3RU5C>}4o*Dn0sjwk?*Z1-)@=<(
zJyt{yB68>+Kv1f5DFKz<g%BeBNGCMu9n_;BC_%b(X$c7sq$CikqO>4Ap%>{S^b(Nj
z7wqT#-+S-Z?)Ut8^6a&;S!I*GclKO!jyc9b#@+eOnH>A0$GFtKUZy{DAGFkh2j%`4
zlN*r_P;YvPHpjHh=N9F|>GiMFEMYw(+T(Aac*jv*QgUKLD+z2pdgcWIm%ABh%<%TS
zp4}4d?K^5u(eF&3rA<x037re_3G5D7(W~W4zQ$mvq45}OS!9ebF(`EnxLK}mZ^Aap
zreL3(Wn_U<E0NHTZ^<xt8XngXEuFlc<f6&+dNJ0$EX5xtQwW5+#)}ugD~a#I`@^3!
zPRP<sf%Q2`&Yw2ay<w3&X_QZq=rb7JJ(w3Woq;dtiCk|^=?~xAMt*W|e2=BQrSALa
z)ND*Vd9!hg-+1XvDp=Y>P^6TW-#rnC-8Ef_4P1}g&I{P|$Q<$y-<n@&xrJ~DGVQ4u
zs*#k&plZzWmw7LUpoF?DmWkzlnbsG;bwORlV7+QOk@!i1uEXYAFdHg;Kq#@SL;E);
zD<f{0ff=D*h(UxHognSqa@GYnRH)KLX%&7BYq5?jlL?O2`}4`O%96?0)U-7F^qti|
zX{lkBLRD$gYPxDLq*zu{(7T9nPBO!sEn^@4Oqt5MFc>7!+h>o6f%_wXWzX>{?|tO>
z+*Ptrv+s2zC!=24@Ic};ROF?kOC&ycK+ZWv>w(_mrfOGh=7RooE;VK;z~FN(YP~~V
z&6p>%5m2LL=J4J5H*3z1mNiE5Yb#+lpt3FZNX)e*>P!vIb#H-_Hbz+E<Pkzax1s-I
zyFztqkFJ`ERyF)=Tym%wlM9)n2ovdzuDYVFnL;Zd?M$WMAX~bwyHkp)H3L%SC*VX(
znQ-vryn~db#m)!Qy`)d)fhvT_<kOrRv47dA5na|er$t|O6t2cE(wZsLno4-a$}>MT
zje@BhTA{CXom<(5#C_BgriX@5q$Tm>gz@78*2XjK2l3Y6)<ikBrer>MfqX`F4v)eC
zmw*u(ghA$*mW@<O<S@l9fPEXSjcPDE>zKFk1ilElz$u#9rbIP``Gn-2s!H@$R*|s{
zx^nlsOg@^vQ$1M#&AJb^s69~jN-$2=S#9!hz<!W%v~8APTWVvLS&Na5*en;eGLD>{
zQU-5D;0135!HW5_YldYf1N^QmC!$cBlX8J!bxMvj*yzF-M~@_K`g=U^B+(Xnq_4XL
zlb{PhpsO8I>~!z}e-I?<vc5>cv0+UnZKq>fhssa&=Btq$+Zr!5_~t$H4*tU<){Pan
z#<x2F3i`3g<zur!300zI;``KD$ShT7_25kO0dxw<tAa~EP?I`vDfakym$Xs0e_aS)
zJSYAOBmScDLg-hb{39f*_kMlJ&DT#WUVd}zU*6n5cwTR+Z@vlS>GG@o47iQ}9io{$
zC)|%nAM5xBOFr-?AHF~>>HMkRcQY8<{ft?5%!|X2i#LySefatl^K~nqd9a;<&bYP~
zq`1GXU?#6Gd^)uXd>FXo5ICgZT6gSB1pvOq=YQ?^U(}EI{b8;GiGDKm`)u2f6q11-
zkxclW?{jH)!0DR+z>Nn#hWfdR`7dx=he88+*Z~18g1G&*mE{)t{%lsz+U5(P^o+Ha
z3ed5Fp)D=MX8@*m>^gO+6t6;GOj~p9fQu0_T5#@r6VHv$fVj82hWj=lj~8w|UQmSR
zr}v)J)!o+Oz_|9x_=n*C+RqOzsjK(COnnn2Uw_|K+|zRaI=N^<i9et(K0$pWF%Q4*
zf_)#oXeI6G^|YrF+W+x{w@}W1{Wu6K1Y!?<ez1I=e~;JlEUzUk$nn_sU2H&w>FdG7
zIwOm5+28NU{tivK`+e74b<$_R)xS3jckrJ9r~Cgt-Jb#I;xBVXJ-elY{B#J=;f?9o
z;)xn$TE9a{_Zj+mGLO5BFnlD9`kh~wE<P8#6tUvDEEl$&+8^2;md|T3@Z!jr&Ofln
z4*=qTBbnW1?X~BUW<5eUn{-Mlmb_LxJ7iO~FUfeNhk!=Q$L9e@l;3<go&Ob*TPm4X
zpFq-VU5fK8qg<$Dyj_@h^`)uX`1|hW=|EVBNh+##C*yJ#_vpZ4^$97Hc(YzAYrXXD
z-iJq?p(j}4O{q|T$?(`C*9`wA5ST4l;yvthlh?U{$1kR|bk)Nscw~oMbuFjBtaLj>
z`pfEj5j+Dw8!ZyEfE~!J%>`<p{BBs+bMopl{Wdr97hZ@3c4J<r^F(BE(|g7Ut7*}r
z$4$$<e6!q@C&DSm0S^2oxWoakrVpUm%uY3r<zKALcYRw<b2}vfX_>Fr@fr8pAvs=i
zV2MKZJ>st)#<urU{SWf)0|qu)`~XLOT=dimZSUWk&erR5!R~Cq?k9fMtq(Hn`>3#S
zrja*anjei{%08I<1{=Rv<i)Wi6G9<VVdH7SzO%%Qy!J-S@q~m33cLuzHmmI&<rObo
zF9AjomCeyKaV;W=Hz99JBK8$*(YaOXdZvR<xvjbiJ%GArXPL$a4F*G0#$2%)^ED-D
zrHU$fQC4P2*5=SiS9AKPsC@3)cOVm|eq}sVBYci*RV6{Uio3g6lt%?!W+S<);@=^v
zBrI#|jD>oQb6!<-5%lrz!B$sv^^t?4xmuen-cU#4+U#H1IEXyd|Jpe0lGUk~0lsMI
zDps+6UCM|uxbGge3Z7+oWvJHp1#odBAlej}>Scp`j}qSmvSTL`gBsQc&27fyI{1tR
zY-7{ss6T=4byyjzC+aud+~8QKN$)G-po?sw<E+gUQ@VPBHbF_17gZm$MnU41o~=+B
z#x~so(SHu|4@9PPWNy!?D14f5-_nr$3>X(J9sG0q@yX=LMqMoRqvV&5JjQ1}<z*En
zM8IW?Aaw1YOrz_Xr?rIZO%Nd;Ajn0-ga#6md#5p~A3taeMU|;Y*hJI2Ri&CDJ5I+>
z_|A!+3q!{X5{48J2@^|ap(>-1?F(A#TXCU7W$~NiaB|Uxr=tX$*pAeatg!j81l5E)
zyREIv4Q7zg>(Q53Gr-OD4~_~!yzZ|}HiOKa<NbUSB>kJThdm1yH}jtv7b%UxRQy|*
z2va*z=Ix6Kvgz4Q{-Ki$w3R#pCCha_x%F8toD|Ma;Z2^mv;2*7;+uCLd!k7d)4of*
z9Q@H5p8*CACNn9{VrYU(sLa!D6<~h#d%Qo<;3G_@jK^l=c|0SVjgxVeQgI)27i5+r
z?2R8%K1T1}r%pC~IX{y(y`ZeLYNMf_4o#MUYyTG0L%6+wS#+l+JqAYHW$W<VV)9z&
zyT-z)-$b)ZBBiwvb@d}^9BZCzJ*};rgJMR;1wW9u5^y9MORZ(0V2aEdj_drT3A-7M
z9!+ivSSSI~BEAl!-n9_vCGg@rSbwNesZ#9TQpt$vbKK|^5|eg@!Fw<i9r%>c5vkk$
z&Kl!1*u|bhq?3g2ic#~sboei97Fn+0DehWGQ>f!e$DL80O0z3QJh6{BIhPtgOf!$Z
zSK=H<TYY<_-erwQ**p2uFjvz`b1fA<*()saY>I0qh)P(~9{uXn*~pt;ZonhwhgAP&
znN2}-I9&f3_Tpu?6rI3X6g1B3xkqZPbr`+y*S&GrUcp!fmCP4P=;{!Z`#>pCnRblL
zPv&^>+e&LH+8u{SQ87tiJo3Spp#gyZ6{OttrJ`%G=cdx{+&Bq_I_CJpR~ifD=Uo`C
zCOt!5@%K(1)0T1>bR7u6%@Rjjh2`f6`(kZIb-`Tit;wVQ4prV?6UtM{oexvRyB?NF
zr6;?Ll#P{q2Dp*ni$mJG!dv2hIk^JGN2(m^Yz`)Sw1==Mn-)v<Z~FgT|KjS69`8l?
ze&TM__ldKQS^0e*iv9cG9x5jq*T0YTeejv*w2`y$Z^u#^@UjR)8M;Rm&l3Q$AfaF%
ztNN9w@+$(yHF$I8#dJsThK)zv4Au7WuJU8LKB}Un{qgJf_y6-?KyM1I{-(bTZU?)M
z;k9_)yIi_5wEE&pQmw_!?J>LY^2y6zwtrp?IyM`W5jyt#?=Ra2|2IEg_yLEHuGtJ`
z2^PHoOva_BE%tjrhzc>E0R%T{?rwj8u#)J#voB4)U74@0vTl!vEz}OpD9q|31zkuP
zHk)H2hlZ7UT{h_t|Jn_}zX%D?G`BpN;<GAU<Z#d1&!p1r7)_N0;j=eGsRoH%(&om^
zucr*a(BujE8{s#l@L}e?jBX|W+n(w*ju{V278&+}pb*=eCw+eZ*79p{Qr$=9lZ;(j
z+uk!a8T=%!?`@CVlIzr6Qm@~>uK!qA!B2wk|3(%R9mtT~<M}46>V}g{CiR2Gw-2(P
z0Scv27Q}N$3O!OI9jQNH^_)CkR*>|XPTk{f-97<NywJ0>fm+a^ti}l~RH{2s3+28b
zVLBt$D&FK%Uv)BT@|KA+%1f{w=5I9AE}d;C`%%v&vk(WCOc+xK8Z1+a-#2(9j^6f>
zz<Bu}QZKN;!ic>)s$e3Cym^~2>JbB^3fO1a+=&X9t4S9TsJ>*>d}K@aERnwCjBidd
z1kKz$i1tV<raS#H-2xC}U=Or8&PQlP2%To;fzVAiXP{Em2D7sA!H3#W&)QBUX}+~d
zeb7H307)4}!+M;Mg&sjZN*}TV^IOi_%&J140YwSJPT<!!$IN(Dt9!S>Vh`P87lGKe
zvYT&9i~EHkO*rf`GqCM4`fgG}IllTuTFW%E<1K70DP=#rFle+3qRvvm9c7mXUKrIm
zk)tVmJi&d$Uct6kS3Yd^&%W8qKkGBPq|HdPbATgh!(Xq3YdSw2Y>7r1K6)Wui2ai6
zsps=up8+kbJGH0`O|ooba?x@t(BxIL9`h#3RaA+r%DJLH1Rq3bm*T5(&4AH;31BW0
zrD_?Km3LdBsQiwPS3f$oB4AoCDMEsquZiU~5W^N146O$zSnaRys^U^$_+FnpNLy8w
z1RY04G8cuaG!uNT7^3*>8s6+Z^y6M-7^yBd?$GapR`q3-|ACxH$#ODzjnS*n<wGS8
znOP^y$4dkXTIIsyOGVg|p!pEF`-oJAzDQnYY%xKiGJRWcbeusB)ZAFy_Jo1?DWTp2
zY%y^+8MO#ue<$d@J9HU_MXqk8I%&zivSr{l=s0e$tr52qqt30869b%U%r>fC$TsOu
z3!mZ~uMrgO@yd~~S=Ino!g~y!JG~^`i<ZicExoqab4E*HlD1vklThj2q<wd4@=ia*
zFTmI1;EL^W(xjhiFenVW?Nwop2AR5e2_un7K_(*u1Zv6x{p)y#Nch;oX73=GE2rvC
zv6K<5Bf~DTA2zSFI`#Odi)fpHRzcOXquUrqiVarN3k!SHs>{izP(2XFCoGPiWM8um
zBei0bVY`|>xiBW)+~8dnKK|tV=Wg{`$tzk-OyVZaBSuj}I=Rt$-NsJBRI(egALF#&
zMD?QawigC$f)c!>q6(tP^2kQG1M`s2v+@(e0mtohPlMKMY+<Fpz*f?nzdy;PLv#zg
z4m=|PH?5&xubxxhgK|t3U%YDJ=co^L{x1*p8|!q54ET>!?#O>qBvA=Xe=P46e|b(%
z_HCd?ID9J(#p?b@x%_qLd&9AK>vuTbxbw5}=uIQPEfoYQ9oh!}rQQ>k=J)DLD#6z-
z)UBZTv@orAhXiUz6!l9T=SG!wku|G+{?e6;M{?zB^M9l55=GT^;rOPD7na$*@r7uc
z2KV5{_*6*#H&vH^8~Xk~V5Orbb|u!@P}lqBpA=tsb)y_L#~60~EmGkr@)A<a%L9eW
z9l6_hhbUEct`nxE8O+Z=5#I1>e5)`sbwsKJLjR&YJKLBoFLC`usK=yU2J_2fiqflj
z9g$i`GE+Yh>>A;K&h|j47M8E>V4VumDB|s^2&ET{@YN|jsLoKCz;&!cNV}@~2<|lw
z75W&zv*`iffd3bdAIp%12PF;#HtmtYR|<bV$D}rbxXwdH9~{em`OB9CxJR`rs-I|i
z2W2mTIm)QXF7t8;Q8<I(&W_};f_3@Pr{5YMt@ycS4pZM!_LcETSKMoN(oy-kfQ~)g
zv|kY$#8`^YpU&NCO>0kYvv+aRlW_}{=@Jc(VlIlk5>@6*ql`oq7T<xM;R|>yxrsgF
za5sGHtd6d-GTyE^x5!X4H&{0JxAR`)F1ON=X$+)Cp06S`($HhHqtIYcnb&hjG^^a?
z&w^f=^n~W^9+94<>>Q;-6}Q{lcATX&;Mcsy<#z5SPUbHKApQZ<xpkwhXYO?&pjmv=
z^hF7>r>-Vx)(c6x1A^n?)`>)AZEbpZG9;VJ3dA=n%zeABp5vu}wpj@|QYwcd5LvA%
z-sS0>ko3a8Nm@^&riPeae;WEKztZ$od1pO|Z09d3$$PeFZH+=Fn&84SX&3hLQs9te
z4>lf_s6UUAVfnj@;V+oDflB}wLQTn<sp%x{fL|D5Q7rN3%#h;zhd1~pufnv@4E~9H
z5r$qO<(lScvGy;em=(0mB(w(vu@!^VWlsVG&BWpnIc+ihA*I}oS<ewjg(^HXaP(}S
zRf*=A+4{J%6ud2M2a^K-G47rc@rI?)2JT{Pys>N3@CUka!@aaujW{*66UpZ$C^R#H
zb!_lV^eFlp?l(NvT-;NDmQ4#}6KkJ2P==-1We~Q$M0EA;e>vkPV<_Jvx>5RUY2O35
zH=2;N7Hykt`v5?9`#-}*m&$)}6HtRv7C(YgVMR+rhe0X#e+f!i$%ls-T*L1=O_t5$
zL;CExUN7$*v;#v7x2R+qst{!Uyxo)7HbspXkjjET#nja=Fjy=EL2-ds*pIlm6%{6*
zA&a}-d=C|?!L2A6ta-HPky=Mubw{jlgJc<|fjHAFeskhXALojJ{!(}HM6CW?jiMXj
z60=Q2^m7d?NSHYRB`i1Y@vcylVv}yVQqsn+4JkqpDs|HPe6er!JVH&eb-g$y7(C0v
zT$4D_BG5w=>Pn&CXmYex_o~$G+Nv-2yBjgB)D+E<>W)utv&j)BdcTM@vPas$5>8s8
z5>$mZ1N9i0CL)rQn^+NCtDVf)`u%HqS(Jb)&c(~4p;_YKyI_c%TPsb&#gzQ0$9_qE
zj-HL(UfLxTS~HtbbY)V9QaaOEb)VD?Q@h?Gi?i%Cm3NT>J1FMeKxbIY?D;^6NG*w?
z-34AlkBmTyKTF9xYm1x9t9*jKhzBhVS3PjVWd8AZ#-F82(HS`zy2@O}E#2{JYK{9#
zYZ#F!{53JN^|H@^?kzrc(`T-?BxxB-ncMEqF$uO8?=LHr@D^$<!R1ge@ZwwjPp{2C
zRCOA8v;0-r=4w-amo;4TV#Y`gxk$;Qrx>W`f~kb$N`Wbo*g-ZnOS7rMD)mb~>9Mz$
zw%ono3{rY>FU6Vbw|TN^31-vTh-}Z6#v3f5D>{yY`GZ;oyMGZyhWpE<^m^~$ng{+`
z_OxZLzG0PUk$5u0#ozx?6Y?VxQ{V64a@~_e4?5LkNAsAh{4pye6=NH1yE;teoWk{z
z1QQ(cJgZyPX`SrJ5qZ&c_-RY&Ac#JSDjWXpM7iZ)DaaJ_+z`66lafoTr0=;(z}XBd
zxuWr_N*!n2O;Z|&uS&YUx++*cqaKw0u{}OvTgvbclgD5sybv8jpr7f-#=rZF{nrim
zWmPR*ULq?*EF(})jPq+?r_%`an;wb@p8;*F)aWO=dab~VEsJsSLP?9Gfm(*!-9J@U
zm6W}&r)w3x(cLV}Ly3FXmzh(u)mK3vtVXz{k~-^j$Cwx2Bp<TDUCH?p&U3W?sxxLS
z2c3&+gvAH%GX!bYY#0D#17Ir7LOAnhVGZ;z^9QP6>^p42JFQF`h(88Lonr3}3;WnP
z0Cn|u(`Xx|L~7QmmK|5}BbT7h_O3(xv4nZ{+zMk;)KqTL2WXLrU->6K7UyVH?iBUn
z9DAHb+H{jXmnkZE$Ua6|GRgNYk%4XjI*IvXn2LC_+a^Q#1IMw5Tf34aej5tX=jx=7
z{jA^k4A3p}nY#}-yY%tP566*TOw&p{sPfrvp~7N32e+Mh)PdS8k)nV3n8&Ga50!7l
zPilvA>OXO~p&@gWjD3eW?*AZ8_|u|kdilHp4FRyncKp-Nc;qM1^_f3v176ldjRvk}
zsD!cC<$BNUHoQ4ZnR`F*^&pN>y$c{7widZpA<`6|lGct&2?ecnLuZMfb(hpbN#B2X
zGLJyFuK7A*{R$yn@p`}1TO(@Oy9O7htl#-DiIhM1GR2Xb$KnF=mob+{5N~x^>C}jr
z`UM<V{y?WbXJZ7i&8E=kX1Qhc$r!Q4!;ur08(AZJV09icn3JA@qH;kXKDD!duW<c^
z9q!iECWb`!?Ae|FR?@we<o<U}oz#I+-~(0N)zt5$%A5Wef0z6{SjOay?`7n}V(xE8
zasT_#upF~gCsh`$$%H%~|5i>&o_HVI<7F{Ljr21$5ty-scHy$!zqJmgvMv$0cuBgO
z@6G$i;!pHQho}!Uh)u{xz1)ZT{l0S@_`fF+%ozP-dO7Kf#r69Xt<OU5)@=9Qw0PsJ
z*{(#*_C}qww#eM%{2!uIfJ+A7E~YO9kIBWAG`oF2`N;R;Nlu`8uMEo6juZnmCBA19
z2G=!CSLC7ZMZ9R4p~?q-2|-i!d}rH#S?D|ZXzdDPx1+WRkDb=uvcr2XN`~inT&9v_
z<wIbTAV0TB)4#^LS9?Y*$=hwKS)Of%sLEECY}BK4wQ<jO&pgyi9W<M5q+9hA-i9%1
zT}Die%wj4tF`lzv$gIJv=_Q`hlO0kPqr%4{m+DXSnBd=?L3H_-YWJ%9Vw&t~dk}kN
zWqQ+mjB@lbHnMudm2q&Oru(?mX*4*)Q00cJmpA2-P}9aD93HxeqWpFZcpRD1a&%R-
z&d1MVF#KJZ0Lq&k?(7dn%^|vbZ7_B;I??`RcD6w-ZWF>DRVB){^dM+;%U{kuS|-kI
z<xrqJ!3Iuln|Ys(<(<5t^WFeFPJF_@_Gx-V5)A@B@zA@Eh6+b&c}5?IWH6l$e%f1`
zV9%SgQRjr)DA`D%2)3rY`$LE3U8ttQEwZ#Qp>)*6-|#K87$jk+(WI1)1R-&*tlpa|
z(zAq$eL)z#Fy^-i>LZbwh5`Gd{Z6bi=e{dJCZ3p373e9h75Qg43$uv%(|j_Kjtbf2
z?$PZWDC2pQOH6!b4dHKV37LA8MrXpzXTx|V^@baGw&8b7hraKc)|GNR+`wS=jn_x4
z=Rx;XFE%`j5W1%~@eZ*r%ldUgWwEp`=PLLU=r?``W`{utm|z^e6eOCZsk7yAw=W?8
zd;=b+WR+HK=)lOP-CE{&ZP13Qa%hD&@lMv1><|Z@%dQ;!h_i6<HNI<0%{>6gCElpN
z2M)B-aXvAILc87d^3K5c)L6ybn0+K+`JVD|6q>)BwfjCWk<4>Xo}6>NI{ZYZ_~Zr_
zm0#wHTPfCC0S=F_RFun$PdpCtW0MjX1{s<`>;~nh^>!7h(j}!W_Pg<_i)X1M&K**V
zb6<Z!004g2T+vCL_2!VIwp6!wN!>wR=I7F8Uwj6LrTjk7NwJ;}5W?r1R_<C$Y6wb$
zjuK7uE@VY^yG*w!>&VNOb)4g=a`B#T0M<9$N8}Vh^-QuI$()w?meKj2)LZVLEi{9B
z7IQ1|`3uw5+4tqzz)?YY6*KAPn$vGR9kqP|dXk@M_b7J}^?Ez&$uF&;e9g16XQq7Q
zJ_C;P+cXJ&22eylP{WWDsBS4~mlU-!Q&)^TSejB?5Tms~S<$^<mmgg*wBc2}cnPji
zvk|J6y=*5NQ|c4JTbG(N)Q~=A)7w1n>4dNW%NWS;_{UjoCGw>u)eF}LZ^(kGKtoyO
zWEKY6MNX)IYk}=TN{vP}qnt<seRx2X?cMxI2y2SV>>v3ksIYj+?QH?##obc=8q4PD
z>uIRM_MizQ4wQSP5gse8W*ewZr6|LP@6mMF_`_#|DokA&JU2F58PM^~cz;`$_fe+O
zU`U}}UQO!uMX=}ox(N{UdNdiL-Vk!yW3Q0~XZ*a{iaVIkm{~L;@ixh;x9_R(ZZ61B
zR+)br4%%(l4ouhQDD5xsfRechpe9-jigd-JkJg)PLl>x#8;icWVVGYdSYKqna=TH4
z>rvW^tddK-`fl^{`u<5SbEFOyKi&dl#TIawKmSS~k$$*Woyt*`&jtA?KGGqCaOt`m
zo3A&o&Zn4BKb{&e!29~Hc%_rSqdpWXm<cWKo$TVF8=9-C=y3TxXI?KsTc4^iCZrF(
zBJdfohH)!Db8re*?*~3}FF&$TIAOJ<Z?po2rM2+3Y4yWsg1Iv4-hvtMdDZ^KkJ>uL
z8TtgnEb^A_)YUM@Xx=0#kl_a=={fF!@U&f{{Nzibl$?UCGtEJ|x?)nM5vglLC{>dI
zekaz%i>()7!yKh=p4zOB$=AL`!-QjDiF~iZYin9-dUhAX6D?6?W8lrE?N{8{*F6N?
zIhCJ1oJNO?C*y_1P4DBcp)+%kh3HUN3~#HR_|yJuS1DOJ`Ra%>8p-75yt$7t&~Pvd
ztCJQEZz8@j=&kFZk(~2rJRh3<-px)RS9x*OyGUXx^&D<mWK|l(R44JtM@gH8yJxeh
zdB72A-&f0;3Kor2>WDX<-oj@TYz)tnml97eF`ga+YAr!pxhhcm>clCz_v5m*@%SyX
zO3h#Vt`N4L0pZf~pi%7qL=5;WTskv<yGUTHvsol=kNcAfXeD-Bd`Yb2tc}8HdAcvV
zCYVl$W<1U~g%7?E$aUZPk1yr5PwFd?Z(mp)md_F6y!BEiZha}gG#&nryEtzB!f+k9
zWMi-~;<nDQp4l17PE|f~uA!>&{IV9qeA4|70fH9kZH^ncf;M2Dg7OUl#m!R-rIn9d
zZ*wE=v^3DDYTFMf$q0k)7-6&-%oy4tNAf&UB0TF?f*FhbSMFS`FwMl3LN(^Wk4QG~
zh$KRvB&M|BIoO@kt`~hjb@$?O`lUAfI80xgw=#=_@JwhYi#x-}tu<brDMV1i6Dv_<
zbsqBF4Jaok-zJiEV82vl)E+t~>?1Ac1HoO2fvfV~4)0Hmm7Y!YefpOmj5#%1V9T(L
zdQ;X&n6b_4ljqIM1o?OFzCw7LiNz*>q|I-9OzLnsCEw*Go?HYnFf(Jx4r61J)0t`R
zi4l&3gtOOs^S%*l0$Q;ORAHEG1bSl^9Woa$1)X*#B;>!3A6eN{mGtqEN+p6v>hIUX
z85reP7Y2H>iu*`1g{P^?C*3eRSADSX)zth{KFU4cX<s)3F8?9}Wsl;)0!jSwSJ+N5
zzq>`Fo+T)M1Zq#=G?VVf>gJb25{5W+pG&!y+MEo@Gkv38n6%Bjv~EjY_+FuMyEIyC
zqJ?F!9rd>X**g6R+U7X7!*R*=`)DQ8{9<DK^n}u%Esx2%zAa+sWy_(%)lebL=gE%H
zOEiwTwLJqxWg?!sFr*&yfl(t^Gy)lCV2Ze+02Ij)-+WftkSB4e2&+@(*sZ9mu{bL|
zm&(Y5U!MwJj$2#Zs^{dKJ(aG+zq+qE?i$;^;Odp|DrPr--nC1j)3cN-Q)|`AD6%7j
zfT+!V=4mF4VF5E(EsIm-j<q?I#rVK<F^F}oRb`!P@yfT;Sw)^`Ayx$MkJe3;3c4Pk
z1r-$G-q!eMBaOStKGhqJY=RP;+2tO69pm7pbIO_?g?SajP)BlVRC*RflPk6m?6DHU
z)z+HV+(c_O_`GE78-U=`zXAyCr~raP-nkzDf?tS2{sZ2*nSVxHj{GN-a|$~>oob!G
zoltr4)zl1g&VC!e-qtf)_VNXle@>)!`%s)GN`%SH6n*k8P`ErDaAE=gp!)Cs@jm)5
zQanL#{xd0_7CE?<Y>eN{0}t}DO=5;8G&pIdU=aGVK5~N!rTV8Q<|uJVf2Gf9-MA>5
zFY9NWKan92n2i}~ZV6ozwfY940s!2`ycM3HLfr4|sB7G<3@F|c1ntJ2@7B<7`~W;$
zfIK+b{@2%k_{;Xl4rsra5i2#VxUQfPg5}(7+{@#$6DG+8W8|I&afs{?*8beMS6%bp
zWbo^HcX&Fx6jijI6%&n#Ny;N9C&Klf)~Ka9F0TMj$2Bow*+=I+VchhEG6ZgVfvZ(D
zyed^m3!_tEQx>m{Jmms}P#AxkJg+pDQ!#y<yr)Z2=|iPFU^m_xIiFM{kgO5tM_B%N
zc%g?bg#E?}RS;6x*xleGguS3#)2^qYEenupFL;`Erb92!wND9Sbd6|S%E?))tmE79
zn+{roN)bTYa3X#nax+&DYX-g_S~Fk87^ocDy!3t)YB#FihrH5VN@Gj(mGp-<nIMEQ
zm!3V6f<FNfrFv`fTUsUzB%W*upBZ>{w0)qx)hJI;WLQ}0^kR!a-I|_K<XC)OI`RN1
z?R|f`sQ_*C!Itbs<rObJ37^-&%jTMKv7(*mYsEcqC<%O$sc(2~e5d5LcsDf2#Lo*p
z#5r-IIIlz_sma_eUguPJbOMN}(h9Z||4EQP_*o}&l7(t6259ZWQ*7Go$XTxr^Ho-|
zcu>UWTw=1^jv4XLnS)+nj@OY*1@Wa-Gjdy{wmzPYa(qL>-(8De9Y0#s+F8DHK4{2x
z=XRoM2l6tJp(9r<mF&~P!aR`H<V8=&LPK6hC33vqGYUpo+7#=a?hWaSof}r9Ph_|5
zuuP|?ru7^;xv{|*DkPU|O+ikH-UC9Zj%_Dbz;6!@FT6V!&jl_eZCbdjpI=9sksOJJ
z>2=+sSEDaMeP-Q;Q;AyAauH9$fB3s;G7C4U#tI_4ZkRhWJN9ac1fA$|jk5dB@McP-
z|EIm;*}52#m(#(17DYZ6iR&^!Irp_Vu*a)SQO?=X&f47I+rD4RSx00MRVyeND=S=L
znf^@;9beF-M$m!2G!?qB@-gR~or!#ngPDVg9+wrWTvM6blOlox>Z7kmjM~?|Szp-f
zuqfS^&J*^}G*PA1GKtpD@9LmRvcgVPjGB(qM;(i+Y~AbAb_vOYEkG#_L8$fYBCtU2
zBXY-rt$UV~pGjpNZmK$7G|<4w=MKn#f40(?vmE1&iAvI|s;OvF2z)*#C{T%=23E?Z
z39>Fcu{i6#N;3N-c;MLYjFhxMLtWHel1BvST<`U?hze-yV3d_jKgFKZoLEQ5*_1}Y
z19T&ZC*C`)7$bs|StYb!>2~X}EOWDd4DPkJV+Cr;Mg><v#${&d2Fb}?%-kK&=}THJ
zlR#txq}Twam?`XTp9q~P6z$C7?*>vxK6LldO;@x&t?BCC?NG1-?OSlDjqqnW8}Q$0
zi1{r#pNq~HhttXmXm}@I)oGlSkfLKIu*Kq415>&AX=cRQWr}Es2@E7MmOY(YJbePy
z!@zJUzuKktEiW_UII?TopBUiB`=`x-OGzQFNn6h$CX{xAWS6u!;urv;iMP0Ps-u*D
zX64>U6diidHabzwA|brAV579DyGJW8$-~cWHH*qn=s0qsDq)fLH^-+eYSWgy!p85n
zX<a>!&xDSLWMb~L4<tDu?&ikl$BmiVhz(Lf?kVLUp&m&amq#N4n!zPJlcdopX!9^<
z;F+hX0eWg<&)t!Isl^fAjMAkdZKl#x)zH<Iw~kw?7<5g)1vRfb+aR{3I>RK={MkTo
zR{HL5<@l3Bg@g`uyBHsgRPyKzExy?svu}UzU5wIuhs4B{b^$q5wc0lyk{VdU+gc{@
zXc`mIc2jVl3%kDg9LBH>@u%g)rOqlhdOTtKI=Jkd2R~`Ff#Mt=G3=ck%h7ba?tZoz
z!ihW}fl|u|Dih02rh1Pd<y3VoAv(PP_t2=@PVEQfbNpV%FANEmxpVi_W-e+^L1#}t
znSLu;T^u8Vw|WvUZRL)?OWD%Eq$d}~@W`m%;rR?`G7S+$nJZN}8b`2c7xFnenAND$
z>!+uUJ?@<)29WcY=@_PRUnjo<Yb~w+`#93u&C$bK`0$06&8lXT?fCP+PSWcylKhY5
z>{F*X|6<C10(;7!af7wZGlPNgI+IBywFFg8jrU6RJdkvm#7D6sS>zgN_>y5nAL%g~
z=kvF9R*X8`g%e)9>}BR<lap7E2?dNq&err#C-NoKFu4zw=Eo&FO9;KH7+dZ(cbtL}
zfO^J}x_ZpKmoRkxFH)(fI-po^&XdX>H7pi;f-7JqX((b!hk)nfeRhK%U_Q>r<IS7=
z&R(G6E=b3rRms~#<}<*L#VoOH0<3c?t(q91E7=I;`rEuqR8!y7-_ui#2o+XN4RL4?
zd3y@Fy0%G4ACefHwnYYMqtO~h87$cz{S{#7I(4NSUn4C-;0c*`ZY1bGl%R}bdsXn(
z8K<J}Q{m~Z_vo8qB;wDYrm0}g!<RpSu@UNE;^UpDSiouf!KUjVthp#iS9=V|>9Vuo
zE#;Q3rt0J)lP@uvOj0V)h_K5ZsD1C@F{#*iYB7AN%2+~X{+1c}!emG%YBy1u<F{J4
z@}hyV*6v)6tG&!bKKKfd)gXGvS-j4%TLq`JhDY6F3=_)Xl;`5sNf(il1qmk3GYhgA
zK_Gf|UV%Llg%K)hy)xojv&q5=Q?B`&4>RY<)A{Iu2?K&gRk!99O>nyf$I+r=Lg~_G
zg!bH6J-*)ZMKRwTL_|}riA{_&Lw8LHSEUNd$|tN|`Rt=^wcM&TlF+QhNv(BUU9=U#
z$n+Q3%Lg`H|B+viF1}u8P<LI<MC2hgg%}j{bY~x#FLR{vD?kw&vU>Y(D*OuSM097*
zFw2}B>)Pnwk@njoL3Y9HFmnYN@BvZ#zN|(&b+7Ng?B%t03SzAe_RQZ$MX3sNr15<Q
zK;ad%kx|)+QSI>|7`?ga$@N@|MT5R0#l;)$tJ~d0n<(J79?2giCFQ?Op!%%?$n->G
zQ&(%#tVZ2n-uDiU5BmSj+$?OzhF$NY3;O!J!G_whCQiyq0c%fdIN9z-xI^459<y}d
z95$YMWiiRrwtbN&lDhNdRyy*pz?|<Wogcs)01NNg#20{nn7IEL-X!RscoX3zYH$c^
z5E%UxZ{qPUcoQXn%e^lL@?-P+PnNxwt6ta-)f{)L8--tV?6VgmUVXt8UjBOI$Ce)D
zCB#|{#$+)lMaSh8g0&D^&v~B&jIezKfwr@PxK204*)+HXU?lqdLdwE2CSEkb9gD`_
z?Q)B^Q(C95yI^L6q|B4hbz$chUijNq9<VBuC~5#kzEy9LlIK6&KWL%7dd%xv_2l>d
zuW0+eRoTDw?|$%qJd})G#l$$st%v!MMxux*{?lMeVbi(rb6PTpio||+_SS8MEX53y
zuA%H@wo`{uhvxrhQ3q<m!EzNxJy8L7eV;p5zzo=ba0$8J5=Odm&B~U&I4qx<B4Ky^
z#~Gwn_OBiEKO16M%iPY$RT!cRunIO{5KG)hS1?Xj`r*$X{ofQRKcsov`cTA0(>iv_
z{Y2%aW5D`$uzPG|_=uppv2dl%q%r=qOTj^-o$M)8;fR5<d9C#2o$r{6z`>2SwOQ-@
z>dv95^oZ!@n3`&c0tJ*jS;QLI>w5Z++){qaA#|tDu1j<N#>Ux*al`V9=|Y=6MYeh#
zVeaOvB_N2QnFDL9a~tOV7FsWk!qU>kiH6Wx2#dD#B&MVl-D8lV399$y`?E6JD!xeB
zuv`%DHXg;uHB_eYgkZv22Gwkkb2E#v#l&z)8LFUALiELYVvk<hxV7T9Cq<jyt#&R%
z89QYKF={FV49~$ylVi{&wGoOzYwRNrgRK{94%#u$<RC>=u(z`W1DilwvO0?l5Fcr}
z6Q?6R-Wx#Xa}=L>>+EIhw}eQ*8W<10j3vT-N}G`GPsbQJ>$-PR^t;CFr(ab<+GJ-O
z{TX#g7qoDqL?~*OQ!^ixVqN-f1WU6ol-0)oj#FFO3XgmU^8lmvho|pXgCdHKa~_W$
zp;J}WEW9@RFuF;?j8pwi?*TI(d~I7#`cuTfYV&(&tyD2<lClSwE-(VwG%D-4Z<P>C
zygmSnkJvVmz%ML4YI1SagzzVxT5ucI6}EVW*TMRr;6xKkXGN3FA<`T?BH}kKZa4Tc
zt9KD0O?7;3v<<o;aUvys-R%`3vM@-=^EFDKWSjv{F+^{nI#w1W19-CrrkHUt4$o@3
zQRAb_DouAjh<SuUdU@H+?9MK2IeFJR>Vrj)#iWSYS&u-9poTxgpgg|Na7gY$#H@|G
zsG5zkBS&byuWaJQ`cIXep^LXu)Ihy0LTMF-gx*RxxWIbuX@6e^l5(wAYctKn1djE9
zJMRQTx;hQ&pXrI8DTGwHF`k*4jt83)8)@u(M7m$LnUqhKwxx`fZD##_hkX1I3^rE7
zA0sUTQ6Nmlf*K+IOUn$qkYV(S$cNA@o4Z}ZTYA@%7R*m9+ayQnH54w!5&F&yz9ic@
z@;p*c<1%fqFsSf$dpw!W8dXzhl=K;Jab7S%1017~s8aZdYF~9r;|!F@i=WhEK70lc
zl}pAa6r5qCDz=GQ6WFVY?suvxo0zh7jpw9PWL!HKs9_c1wKnC9?Sm3AF3vNV4txdI
z@541tOJzT-jy6rJu7L=lk30HeA;v;tCTN59NAN4}CjCP$k`2teiAy2I;RTfmXNVpJ
z`^$;0p8?)cBi@^0p8*i2t<ZqPI)`^37P~X%e~F(-Jrd5N)L1nC45P7$QBa=y*~r+#
z2-@SrrJ7%H^;ea3D#Nt&dZpb!Q2B?D_FR4AkskTh#agQaFTU6i)$Z$*AhKhrwufY5
zg&KK#32eZxGdBr`Ic2j}yo+Y7(5Y22p7*R6u_K|S&Y+qQg+|kmrERh1)ki%{LWGgt
zq{!vS#TY4E6m%L*bu|a*`A5DVECRKum6bqgQZfxj3=0)25SB#>6Alj@uUzS2^8?T0
zH<7>`f`MdYEWzm7k|=Rlh>H4kIEhlxYm7*uhW@MAOxJG4@xCZ*a!9(n??C3w&2v^3
zUwbPCbczNVBc}`u-eQr&<aBtF14`mJUJZP`z&OlpjZ(BK{wht$<#opC-7YZk4nYzQ
zgF_us@M`9T?g4Xo!I#rmoL!6)@0cQYM{6k-dS~F5q&}dCYjEG)nY<(1sh1XaI}Lm9
z7+~R{D1RerKWjs2;0CZ<TQyH8Zh!fH4TPxJ#~RCr2`tp&+?^?)%X0~3jE<#gPI<Gi
zt2&HQu%~LRQ1jt`0FGyZYQ8__|Fcvlj>A-^5h`==FRvs2^I1-`s#{0LXG-=O6jHB-
zsA4#VX~L3Q*DoI2&m4Qzw$E`Bu*~%4A5sfPKP~aE{Oz|TC?9>UOfhCRV(;>3P^)f^
zV&U(t#7*ZfnM9Qjz8uW2$wU9wGl@c%Dk^)7KlVHWu`a7~=ts^)-?+!s?w)7CE9rB8
zzc8l;TQv2wPIpk60)(b)3^?tjmrs=Lguz?wrYLm`8HC%n%AG_c|J@&M_NVweVS{x|
zR*m)*du&SA{Kq0X$bVjT(yoy-QQ$57RB(_<DjC=Yx;EHRet#j!Gnyip5!<_G7;@*w
za8K1(=v}oFI$Gv~`4#eh45!3R8(#k75P;u@%ervl{m_q@*uM{_clwwmw6df><G>sj
z__U*7kv6s+pO)+}__V8eKyX!>uD@L>P<4H7xh=w%yL)s-ab1Tkm`hhNt^sh<*5T{*
zaAvDg_6;1duC$|aiOzgW)%POdz&=B*-tKB^#5lx%dhMm?vS}^o#BAEeKXpltp#s8#
zBA^PMTsz#-cgg7!7M96TBc~3+&jq<25+8eV9%gO|IDI|UN5b57zvgo&r0!G=*vyVF
zXTbgPC6j;FrF7W6W*z{(w*Pu?08Bt!wZxEIZ~h!U@0a>?gT;CKMejAydsNuy(3@|K
zS$#&L#-SO*FN0(B6NJ(iLTC&QrrvGD#1)sGzx$53`3g|_4<KZ49F<*Kc`<VP&R$1%
z#^TeO;yS)FNv%7&9EG}^9I79_xHtcB6~6t0G?O~fS!v&^Ov=hrXC4J1$>dhbT9nqp
z4ow;Zm9_vw0W)GjGU`?;%X}htD_l`pLR!@IrgmP)5^C%-U|TMPM30JWs6G>R!0D_=
zjYt}P22g?AlT`M$kbktI1-ZE%jjLU>u=m!y;x#i}GRSkM6Vw9IpQCWQdRSS3+YMY*
zl1w>Q=7ng0)({r3VBpo6CJ+serSy#~>AWfB)p50MZ^{EJKiNBH|DFvJdp_0fYX`9Y
z_B{d4ehR&LY{JNhnLo$C5fp&~Q&nt4&UR@~b<VB2{0FBD4gf<NCs?PTHi}>d(bNac
zM<AyF9M`x!{w6VArVb(xo`cn+?C>W$k3axN*7~wgS$y~99~=%(l~`*XJ7o104*awE
zD>Qay8y~zQ3>hs;vqE4#5F>P#k<;39Q)>wQPn~-bW2Giz8Jg>HJ?zh8#!+vblU#(K
zdQHQ#Z841aNNK3i1ze$54Y$ie6y8$HYTJv!rLwo&*+fqLZodQRa>p&rqkJN1Mw4xB
z?-Y(u`4?|!ZBB;ARCvxvIoc3#+C0o0_KZL=Wr<<}VN2E&g(4frnQ|7%2{E3kvCo6=
z(B>HxE*Yl?{f*Hx<g?+y`^PV8_s&l7|E}8r+YBd^I4swh3rWqt?~{$&7u3Q>ROp<B
zX+ym^y)Ky#x@bZ&H{L^-|HyMG;ru}M7XHIZWocWF@oEL17E1V7mxU3;LT`+LC`xFn
zq&jlRv-hNV3`}`uYQr-k_84R$4;~SE9Qdh1gB#Jr8ct6$));<zq7_V!@pb3XO&4gs
z5PEW}f+&Nn%_{z&BCuAe3>DH7#We=4+2nXfTiBIeflWK-)))`HeL+~a^yVC=rr_t@
zdQRt-;2_2?)ax0bpNUoGB&9JpVhCz4NfmsE>ZeItgd#X@n5U|6fD$VhkV`W3t~xi?
z?jH7>?t0^W)5U4)2F#85xrs2agQoM+-DtW}939%!3&nR2xcp!R+Li+uDQLCEnji(R
z<u)7)Qc?&@G##C+9)0-n-vWIRQ<Z-uEqq7b{NDZ3=c^N3M#V0Jcnfv^j6FRMYPMdt
z@&#}oUM@!;yz-d!>?qlFefb%XrjdiG`hjHTIf$ZakMDN=i}v_gVJ;rV7f4vg&vcuZ
zt}VWA`M-8UU5CRSz94MBASM34Zl@#w+wjdV4Zm;Lt_;tAB&GXEtqFL}^TU2|PRvq(
z^TF(|0T)fbv_0~X5OQCL-BI`hXuCdaBj6Vw1l!J`4+3y*HI>Q}|I14lHc@v<D#N{p
z^!vP$v~WdHJ?-pp*^ZJ-*V!5i+tH}}%g0jkzP3m3FP7GOO%8GGNV46jhRF^s<va>=
z^cjS7wQ^<02;fSxI6nid+jAAmZ+`|L*z58QPW8ceLfWY0mv!Ahsh$IujLo)#Sla>N
zYgf6<Q>fX~Qo6fTVj8uLG2QLTkRhoZmCl$)5~SLUbt<F_>$(x8z3~~4g4iz&$#GJ@
z#r&h0>W@(+xnD*4yCU{R6c$tVxq5;WW~ie&jgeR`+)=6dK4bLH5hKI@qnY2w(G~ri
z?&p}6A+PpRjO2DWQo}4#6-o=izwI2nJ!a1XZE<^&m(M38y0OakCRBH>j!f0VRsaA#
zE`9y7SO-SlZDM0K@pUm=IqgnM<GUv60X7ybbio;=8IWFF9Ki8j>M!SkT0I%;1bWMp
zuqDcoe4lA7<>HEZZq0|VnN<Hhm5kYG5vo$_;LR^Rj@B%}R<0rUy5ysuJciVCjUJa!
zNapRno`e^jr~r@R0^w(?`h?@&;%0;X8H@w``Y<&7r$d1F!y(Yha{0?NfdBq%3cyLW
zUtosM5Wjc_oZj_PZS*{Vz*kNAuSW#n`0fT!5ZgfPS_(V4;vd1?4`Q3BH*Z+i`j_XU
z3QOzHTzhK2`ZW;G@ry34wPeSG(+ln6Yf9Sgx3Okhx>WI?)wFk0Pm|NESEgNKxh~UZ
z+ouogou5~@?-=}WIyVa#IuO)>*x`w{{ka#Bx&Li%>e_Umd72{E`0HVw$R(@E-1s&R
z$QhyvUsh&Y%H`rkF?(ZU&4mC+jY(I$Fk&vgJ@%O%qcq+-jSE>y@}7QDzm-!b(j?|1
z=j^I7=X_d%8WsQ<v1#V#q_HrF*3iLJ#@$WWh2mSydK^@;dsytdBykjmQv2?)0i}in
zf0+ufPd3yB|8ya1g{-W+pidYODv2_)hYH^8*FSAN3d`a)&AtL1Z+_OB<}jgO)Vu5d
zdQ5;JL6E_zY6QJ?ibI=5KU$Bac9_4o0g@r$2mU=}flHHU4~(Z0+0b#Jlw(SePjPec
z!#-kEj%BS+&3NCn=dKwv7mQ3;7?wSZ2{Tl+o>Mtak*XriGeuXF@xrwpDzNg;fW|6J
z2WTF6OHcjYqujr+LzfHGK&PAheAnvBVWOz&F8Y(p?hmUj^?CEvNQ58@dl>!Wa?!7n
z3wh>JQQ@`Eh|i}PPgOH8O4Fau+1jsE$0M8fvhpIp1`%pgO~5A3$<{}qOE0So(52m#
z<|JQK3CVbWwvTvw+IA=Vbs@x?(<*G=Y4YJ*n3b_UJY5#nE|KO{OFDyDB`UftCkS6`
z-_`SY4;y1aF0JQLmFDUL%#(4$$d>~=xj6~;gHvEAt^mR*BvU~b88*+7P%%Ie%B;Ml
zO{>+T(cmo0`uv^Q<3_MSuXEHbDl--*dA<QZw=<+%X;-3QRCz*c!xr2D<zeI-HJ9Mq
zf3T3KLtaelvRIPXYKCU$aq>Gj_TH$`tniQ1eVlZq;nMUlsTX|*zb4OVsY-u$cs%cE
z`l`0iEvWM?o~+kSlbR6uN0pxz2;k!TbD4NJ9Vo)?9Jq;9g1(?2CEv!2@q#XMYiCYz
zL0*y}SL}^74|(FSUtGMZ2R6l~-2c&MKuG9X@3N{n8Dp_16K?`DA}cF6he2r)%DO9~
z6v;c`Q#j*cGIK<N!i5(4lHuiGW<EYwzl-SuAC&OR;GDrLY${z<nMSYBK4%64Xe%G`
zStAh9Cfzt=7}!E+jpu$v)6tQErHJA=N9*2JdT5HST&rw~Tq|ex>+rXbnETS*BPF|M
zM>;7xe-iuZ6#pvES%~L{)G`b`H|1ZA*O7xo4lF&#+NUTbw3=x*`r4$~LJSF>9jbg*
zOie<p;T`qYM@I6NJs<bsf$@FA8<h5v5hF!zkAkvpe%9h;7o6BYnBAyU%H^7tJgnor
zYHiUrpfZb$A1e-`Hl{yq!LFy>Sb$Ls?2+P^TU3T&6Vw<LD9L%xRzBwKM!Q65(|Yz`
zp5gRtDw><J&{D=r3UAx|m`AUb8%a_*i=D;&bsft5<uxq=Rr%h;O9aU;D|QP3U2cqD
zuij}jThb;%__(NUEZcMHxc)J8Swau?VFfxZ@si9#QXAJp_bJ_7RK^i6$h@~KZczKL
zD4hgNd9jQg8=WW)7VhB?h9=oId)YMMoxcsCBX<5pRec77R{3*R9dhH%F8T!|5)k2e
zgss*>^XJg~csgVo*zFN|$-G!F)>@Ke>$0%LD31l3(}W4JWb76yU-qU6YH}IGQ!M<d
zAzdVXGmW0^E`3d0cM&UJkqf;a<V>}mG>w$HQ;dw{H6wnX>;U%BUNq<vhl?qXj_aV%
zlY;)mi!zfpM_rr{IZ2V|SExKAt9Y2Hw;MGfh(V?c6n$eTayk(<Yw~0*RGkY}5|i%D
zZ=P4E3Vik)!9mAXEhswcsBbiI!BuUuF{#lsFFYeKN3u}7Z7E@3!716WcvWbfjvQ%W
zaNy9QZTJDJD__=)1*%gs69$%@=n5+n(#`rmK6yqKOI?=k9|f<bu;o+bG9^ljpcbiX
z-Rho&tseMK=Bg6|lQF6)eZ?JiXs9#;2>(QOgaswsWk}jT2IuEcbtBNbXx?cs2y}Dh
zx*tL1Elovv@yK-G6LFhOF0Wt#hPi}`iJyjQ7+T^T$u?xLt;lnV-55V_ICNyxi#>RD
z8y@Spt7ToPu~~wnEA$}h)eWk*Fh={Qt`3(aau4!!viRNYor*2yOAvo&s1u_-t$U$}
zKC>qpsLNzeTI#qA$odF4N)>RfS?53WD%Z0<MDHh$?(I-h@m>zk*V&fW$tTWUg9BNE
ztWKCdIEsJp?Rj=s{MPytbPyW*OJ>~;aVNNo&~j*(*83CInB@9L0jIxo{O?T*r%kQv
z;G_mcIpNZYTVA=^$~-L`65{O<N<|Op+Gg9DF8fnsR+9<}j0DHI5lgDT)Lm&E0+SAb
ze_7R)Bh~JJ<IaZn>ULwuIEAe$)$kk$a{`1pv)eV)G|NOylOzDys)OA!J_RY_Xii=m
z{QKJAlc2f9$@S--0q@A{uu+8@9eeVb!vd@b=vf4mVJo{ls-5Z-JfG(;dpPULPT2j|
z?rC|VX?c**@2!9IXRCjU_kKmCMzQ$O`bU4C|HbLP{F8^%E$Ym={)h+a`S1`3;DrQf
zvaM%{VBj3uCqB0_&Gsynu!w4iGyK0W#H(S9OK~ehdHW^8nfFF$n#Y4ly0n$ghB$XF
zvH8nWlh(kV0Pzy@AIhj-uQhc^vvFSS0Hp4E=fUI5z0Coi$7vEvxe6VMI~PJ-$^|Vt
z-T-cteQkU4n<uJ->WLzWrN~wU_ja2PK-QEj5DV128MF<6x!>+<)9>3OzgVm%d}bQt
zE;zV){JBkC2hbt5x3%v4cEbC`*S19g+0|#DA>z6@_wF$)d-^=o)}0C8c+TTa&75KI
zL0eq=Tj)z%&2Q}HKYcF08m#d!<kFSRYkB*fQFAY5dnwc;nx@-_VyU8y&0nYa!-sn<
z>H3oT^s()Z{F(&wpf2Q&U2>_zFLlrHLtU#=-~WZfk_Lj)d}mhL2CaRLdiJx9HU+P2
z!uqI*z%0!zk=5UN9BB&r8N#w8Ej6uRbeFUg)URo>T&Fw-T0j9b(ht71JuFUsPf9ue
z;d^B36*9FhXY~tEE%2)m8@jf^3;4PSJ?wLxin;5}yJ*{5OPXIk5UU7`rnfv+>c4Zw
zk*c|pRU5;&<6dMoz-t9L6HVcZ<xpPaNGtpds8QWlb#e{kZyh|(n6(+z-uoFanthNt
zSChStsoTo?49H8%#w%b$j_q^|GmpLUbC?Uchy5Syy$4iN>HF`?=;(|hI*5QYodE#}
zP3avAp%(*$(2)+IN$A}MN(l@gAT3BBogyWa&;}5YARv%X0s-j|nsfzWZpQh|jC0od
z-*eVo>;CUuXC2mpY!>_7NjBN<e%|N#em{>x!18fC3RokaUuKuOa(TA?ebah{MUgcv
z6M)~j@ZouaP0rO(pR9?47^G(pU^#IB*OWZbIOy<lCU0G{2$Snt)eQBx7H+#>*enN|
zWt+~BKKtAm`&d`RNkf^pBm$C#M00AKv_b{aQw(e}>Gx~Q#&H6IZ!7L3z#-D|GmUS0
z%yg@Q!9Y4YT3kY2VGX;ilxq@DrGBv@Rq>46*}9%oWu!anj03ydGJ$%U^!}!8X+IrP
zZ>pR?UF68XkKBy(vBfm{tt^YJFxx#6;?vD~`HC_X(bju-N03?7=~{hHuk#tNqD~`f
z+I>+G2Rgv>ApEMc64<_#Uaw#n<dwB|8x{PZ2R^RnBa-n#@qia|%>+jXJeMQIpLKm=
zUM3N7y-}ItQ(#QMwtQ4`tKNHaI@Gr8(Tm+mLrOsCv@O*fXbS@~B#j(j$;FigT*Z2u
zXAD-{7_+5%KhMwYHMb2j$-i2)CQy9kbKu(Jv^aOPfUI>{s##Uom~9xV?f(4bX>^Kb
zc#(Um-IAPdP23MPB>7B53p4ys6+efJbSZ3eCXYlto8qma=*DYfWPqy%A7v&|E;ujE
zys8h(7s}{v<xRln$<+5L`KySUF6W*{z1rYA!e`DKCpIP_<m{M@i53#)1oz-ctAkVr
zfgq7|<nnCrHWxS$4&5uV#Xog^5obv|Duqo-=W=*wT`yQF^@;Bhx1A6#4m6<B8o8&$
z*XQBRXrBg2SM+jZ?f8lZ1GVgk&#zEsCnqF61GtxGIY#<A)<I_{e+h|7_g-IvMUkhA
zORK=T^AS^ZrIWC2u$DQ{f#>3O<*ZwEj`p5zXS1SE&Kwy4GdF!Ye&{}!YdvtNo0-2w
z!)1th*$*!k&8&+vQ<6O?e37pEmwXZwIy;N3DOylb(_cQ>dU#671%Mz!%<dAhAub6P
z%p<Lun+gw(8NG3;@(jP2*|su71Xk?yrW9*e781nkTzOL$Bf=tXrZueFyeg}+VDv_S
zjfB;>X;f>ArkhNqN?w^UWmh+QQ%ok&DfdP~Jz%`p1H9Dmc0_zw&Vd4M)j(n5GEbWg
zy?I;c3@U-cwTalgRCeWGe7fb?3Eo6)Yt21!!(noP4o@Vn<xWjOin#$^h&WWUEfK}B
z!p>bBa3j7UZ>#MWlDO|s($M)iSYJbfrfaVGhyaJ3fCjQ!BixAcAzk$`AdJ6UB|kK^
z$)>OxK|mm)fR4y|J!7hiadrZ}6F(2Sfi+f!7O6$lY3~W61Z%yuM_llUtPWbA0jXv=
z?-B?Fhxqsn{<-mt&LXX$Ro5ob7&InGrIz)GEPWyDYQ}!@V4TR^lfT5nUA&?4rCJ}J
z$3MNJ$n|KDoq?jB8=^=ymJk5LLfpku=4}lK8N>cwY?JzOeeL_(cResQx9DVODBnqT
zWg%-i<@4E-_d{rG`Oti$sv|2fXJrUP(ujZe{6w-_`32iXj_Yt3pxpj^l2(`1m0@d9
zea5HR6wsKMl)%+}ztp-2wPZs;n2c5nu5Qx_zn(FoV3P^A<G~Pc8{CPFn_6$L&*_C&
zr|9@w%(H_*9Q>c=M%R4%g`d>JBCeI`7yxe@oJ+{})v40#x;Cq`I<DmjKoMShGW7LP
zhJlQP&+Mw~ePDBwUz#agHm=75>gY`%n-AL^L4)scnJug@`kS*wNl^kd>y!wm<}=l8
zK?i&ndd2fgm@%kwRm&eS=xWtCc1?jC;X}%QvGd}c?sPnY2shS!_IMFh!Yz6CE>^rW
zaC>5j;}TICI2Et7H9PC@w1iZX#pjX`Kmuj(M%XXq7w$Kv-?MRFg6^BC#<w&g43YI5
zov|69YWfdskNkY83SFkfQ6hY*7C_^^6xH!biHnKwQv#g{)_?;KC=TtrnyUXMz&1Z2
z;jUyZ{}_?9)RQ5SUg)Fcr_<G#9AP;(ho##7qM8||>fOv)4(sh2h$>t;ERSf;7I$-5
z<~RyqAJoMr&dvnhfyreWNn%!O^$+v$R3kkr|KKB+0U~Hf3JhCkA|pIr8nS25jb*y$
zSbloV!tym+PW~gT{rK!>ufL;MMU}r)5S}JFS1nt!B%ZL;P+cycbpH7_KAzJoqi=7V
z?!5g_LFU|d6>0w@TkoDhbTH9H93@}OM!I)=#q)n>k&iB@4wCsJw!M+ZbU@ZVJaLP8
z%VUxLnPq-`rDxu#+|If%jyH_=(08lk`Mmk@06igAe7Sl0voLo@%q~}LaKTeP&H9+n
zW!D4TjhQt5cIrNk8-4g}?u7#<lc=PwIH7qB`KkOEslvKmUu>Vdel-mg$t0=Y+nIXs
zB`tBL<>2`e9}@WY5ic0+U+BKx%$#qq$&X0a{+kClbbJ2ixgSg7QkITl8Hd8GBRoNJ
zUhTU-?enfF@1K}jsEB-{Ai`b9@~2mn<wX8^%SUxl(xu;-hCF$Dch?Yy(5vb6voRT6
zyydbc2Go@D)!$ecOzr<aUp&Tc=P)-^#p{3gZO4AeWUJ6$)XI4O=TBD>>1R_iSmRaR
zg+*9=QNPausQWtTWGnXggRR=I!%NI|?1iPhqQgfIwymO_3i>Xo?(nn}EwKp9D*Zc*
zauDc<{>e{c9y9pM@N<~Mx5}~b|3Ntx#xG45o2~^#xH#NtCvm5?9StJ*g1BpdI}$28
zQA}<leu>4?rSaeOx9`(kCocw$keG!s^$Sb-SNnakLiL918D?L0Gz+i0ufV8ZzObB3
zy!Gds4sZ{-K%*Iq1CDi*)0L|lo~`)^uVuts10F>8MLAe6-21LH?!iCj=Z`Ic&lM)$
z=h#fVjrRP_{h!3F|H>wBOu-*zO85U$ru=_Yro_Eyd-(mG&sA*sQ&Q=6(!8Q3BO}K3
znMmYg#bzK=`C<$RZTT=v)?_X`TiOK=;y;}D;dhqPHK5;F8cHRPdAKQ>|NblMm9Ahg
zKRh*8ZE!6B%uhA&w&hfxfpy9!Y2U;SBOTc}etho2a+&4yU;p1fHoklK*Kc1R&;9wE
zw9q`=-fTJSatP$bFTX_?k?2A+siI_6xXtD9yrtpdJ}s>&Q`M!8scn?s8htm{2m48n
z(#$ZA+!b;gYd>w<G?`?_M6+2O)2A$VoHjlW*6ytz^#3RfX&6XsS=65zZ&<nV_a0W$
zED=qY8;%1@j~bdQ{yr$;ryu@%_Lk6C<YR^g-n3|*6$T1EXppG^0Z0kPSm@VP9OgtS
zcy4%SE!k^F6PZ4pdYhGd-EjvL8K=LUIxq-x?q&UR?uC6?ANu&neP5b6p?943T0ZE!
z!fb7FYT~zlon+>Wwvc!D$Zy-S*@=(C4x{nG=F713%eXh~_D@;9`}ym>XG2JbzkNY0
znSCi!qK4&X(4#&?n*@p-L-?VMy>?eEG+L@yP8L1?y6=B}xGKMt$@^`!Z0_pGfrvuT
z|C!AGx0%d>ZQrx#|BG?)4T#eGn{C+4H%v;O5C8dKoLBv3J<e_Njj?R(SqZa#dymEH
zUpVf+9c0n&e=XBb8O|SxrVL|JFBC0&m7FFiW)=S3a{b#+;s0!#nHywcLo?<a>Gt=Y
zZBIcpE(S@HGOnuYj$NarJk2*)N9pvND){8xaDB@neDB+%F)zl(|6GiaQz;YF=_->5
zmzFzQ^#@dDMq>Uy8Hwh<hA4|Sn6#ZLm}vPja!ENd#PidwszYW2!<?CC@;gUN3*F?y
z6YKZ?+WG6FdDl*Wanx_MpGzEWvc;DT6+B?NcDUc&b#g4f^A~>nl<K!vVjp?E`J?9F
zF^5}O3W2HRdidSIn{N*+llP9t_<k@1cHz-d(|hdadv)n0n228^F96qLb;z-A^4-*$
z{`+%gP5+ae*}oNIdX*bzRJ`c=F^Fe7!WR~6dK#}Smj{U*hhKgFLUy+vdK}I2UB|0G
z-}N_fg^pg{KjmM+BTaXW^3s6oEW_<e-<}{Amh)dmF^`QT*IhK_KFGExh<!*mh{(Rs
ztF-$GuGvp^dib+!^~0|tPW_`sXZ`V;{Fy9Mnf`##1p92r^EGi6(0B0f^8R;J^*7BO
z@>fahM;G}^f=v9SD~xp3pT=lC)2JoX>P)JzE3@Q1%2c@Z=L`D-o!9*==wBAk#bspm
zkujcX&KsT_`T<d653hVn4X|nr#f$Pkki|}0!~Fs<IzkpUC96Ptl=U+~v7y(txM2Tk
z_|+;qSyyBnf|wK)6j|YC1j<9MH!yX~<yVTe?%Ib1cS_t?@9t4aqsk}VgN)%_UD81m
z4Q};Pi=ur9-`m8lvtA?5G)^5>OQJ`m71^v%#P!?+oCiZRVZ`n>uR^eTnK@J$911g5
z%StOeF-q^bYl&Zn(Cv&54rtdE*E09-HeK2(x5>&hi<527+19$_N}@^0hTo!}V`c*a
zWoqOPcb$r&`R{+}X)y8GFt?SL6h5^u?uxIpFjwHY&Zql)xPlDd1vF(FhY2>lr&&DF
z^U<yxbB7BSAr!!OPljoi_gPMHfga@RVnytO44%O|!aM6Xv~S`UrA3G`gpD&ok-qfQ
z6z7Wk5u$b7me_m6h76Imo!Fdl*V=m&FV<2Ou*C>iXE2bB;bnHcapcE5Wk6XNyG`e4
zlf0)vMy{=AL)2iCGq85}H_BuEkiGf{j*g@)b0N~?FXN)}W-Q!UiSts6YL)RBZT{f-
zhgfW#xw!)`cih{OO!^Pbg(D<nj&fOu=a_+GEje$00v@;yWVGQiPN9^c5KADxsv|!6
z`WT;SLctSjxUn(gPL<?5YMr+Win_dOSj3N;fhNO$XL<NLO9Cnv6Ff!m4hD#;3sf2F
zndq=O#t+?79#rOd>?d{L8tGb5K}R|4vSIE);h@`2k6T^Q5OLfRI3?5Dl{cZxzT`od
z{2eKaC{cd@7GFzE<2c_$)ROBGGpFw#5`9H$+YRFL6Wu+4k~5R->f)1Gmi*|~4WJxj
z9(I%dJo`gpdu<jE@M@q)Y3A;wAg&(Sl9W{56)#VYAVFp-Nhf$ZH0Z&c5&7tjv$VWH
zW;rY?uE9Nr8pZQ@-_X;*B9q3Ue(I4JcHO*`pdWlNnuo{EX)%CpQYtA!e`k6VUAx?5
zt(N}-Ns>|g^J4gKu`7Ic`&l^kqzxpdVt}H8DBJeMWFtt*(9teMazeePw2_L}PTauZ
zPK*_~Idf-s)^>&5KujKgfHg9+;?*-V9^;1_y%PZ|i$ET&?7)#NTHX$IUAqDmOXCW&
zS=I&^lLOBohhl}4siK1}biVw-U5}#!&60%+x-{_}?T*7FrttIcQ5+x5BR45*lmq`h
z?b>_RU~-+7{^*GK*t>CgShiBFhl-{iXi4%eSPv~h+5Kr8aP?BfKt-8znj%1%ljAXR
z6UZ<tmov+tX}nuhww-_V2n>edn>dWarXQ5ObeDzKoldubdfERvBp?2G^IB3dN(*w$
zXEK5cX6L1lUBTwawNXJ;8QSTBkv$rIg#({MvtqVa#=&`nAUwb}z(;#jziHYBgV*OU
zp3kINWPZGoLkr40toEvTjxH{94I=WFXKIUTA593(vc6ax&I^yH0bnA%f_9as&8mO;
z^~5jLy)iChyOo)<QOU%Ql)l%UFDiuSO|c=DAfo34Q!44gA5hKR0w+iAVuyNeO)+KX
z8nn!$k&7fmS75KRO=ERcXGPD`1#DvL<W||4HT=8H7SB5V8$VjI0FY9gw@#jI<Suz^
zy_f4+PD8o%7op00+A<ZDhm_+7>a8g-q<_C?KqvS2-PJaNp+9PmC_M8WJ3=7v=rrg7
zqdS~eMG0~~gC1s&Mw_L;FL3qkM!#;N42$62XQ%{c^7?*?3o$HTRyydNa1}____#)*
zsiJo(zB@gpG3Y(66*nu1%&aVU|2d84Vj(tnjEqEcKNFtrJwq;2PDP<c|N1!pk<d{k
zkeR&DKNdJ&_P>cd^c0GwMNJQJplu2~*Zmw1vp>kcAXXC53*~G%5#z!K+!?LT`|_dQ
zLz83D?;Fehvp)EbkN@F+p6a~*w<`h%0b2A=636quvn<pV_C{$kC9nIhSQ=jb^SYQ@
zoHvj7|A{@ksuw3%V{$sSe;R%1_5R_1$|2tw?|+-!sB9>2ywJTKt4W@PL$V1)jINQr
z`z(R}-yZiIM)tJXOM#4uCm+J40|6T5QrA|*Ccj-Qq)0=*(yJkV4hxn4MoE5j<y%2r
z^b;nyl;vcj`@e!x7S`EsRCDJIz7?5EL&j>07;jk?7=IpIS}67qrKZ4;_D)=~47szV
z<UlfO_eJi#ZH|3rpYjL5+Kz=y;(xTsrFl2B8RzVq7AzJXow@sY?c1Q_+>x(!OTj}H
ze~&+(;rusJvqAT7%6Kg%WBr5`TQZCM>%MPK5DUx6Zz7L#-zc)xnTqV~t(Qy$|Ju)A
zM|}5<3cF2wa%tm4PC+ln@@2z$CT0TgRg7)7l108hvEBUeUuZg(Zvzi;0ka8%RWs0G
z;njg(`b!yW1N+HOjc<wm><a(&&lmP5VV|+}=*tonOCU%q_0s_e`-!d1(dH5S?&+c-
zlC!yG>3(>oVJgT@;3<Mr`y=cllM|MNmNB(X&@CL^*K<d^8XA(!l|MFt`GibE07U;T
z)}Cjc(MuxUxfVXGCJZ0V2X^w&aTXFaIvq!O>)Lq7ggn_<;B4}BXun;v<w3;y$1g$J
zkH_`~$`5i1bS*5#<)gme)&uE*7)We{J+{mj9LlUFaL1Wl4@exXc)K)7AGt{$5q0A}
zTX1HOSQ~Y+l5T@1%JIhgk&q;-F}7xe<gh7Ws*zd5nZss-?aP2ZuY;F(<mK%)JRsrL
zf#?8N6dK#Fqm~Q?2c)vY;P&Ob?6Gxk78QfqgDRuAeFrnK!3EXw*3h#-dOjBWBElsZ
zN)_Xcn~3X)^R|LNN$TLCyP1Qz*s`~sl1AQ|W5|P-vpPiHenC+O>$#fX^wa&s`J)ll
zPTH~!p9~plxs-*(xPKtZek`}Tw|2G{Bax*N8rV#5L!u*9x6F0Ub`7)ua_hE40%k9+
zXB&^<+J0wQj~|h<7PV=Y#J2*iu+Zx-2{sN_^#s(eFACXkg!+TY_{G;l9$xcY6O!C;
zS-eCh&5JH6gvUzBJqUy*Bqob>r4eA+%qWE&hi&%oDP1-IE8r=HL%jHr3%6+X$jQgJ
z_>E6hNl4^kj@W@!S<VILJ-+HaHV_w%8p0cdj-_n+wi{Acz~ql)WH~3e&GD!BYX!T$
zYxJY*A@Y{H&UNCDps4jz*%P}}3tmP#>TS~;3sp4sO6px+*WC*<CGi{;{#_mIC7r+R
z7-x=Td1WxWE`;DwWx9$>PLDubz&64J9$QbJZZE$kH5T3CiBBL$2<$b-mS@-q4w|dT
zr3Zo8Awi*^8ZkDD0c%}6!t`k`#+oY8$gvu)x*MHD8hqahVHNZI$SjWpH*s=2Y2W~0
zrh+nGQZ9NO(2aYH3`$ChG0p@KN0E-dFJ}M^8yn+H6RC1##O~&h_b0o}F1{--OSMj#
zGMcwntH?|9U80As0ZXBULkF4RbahENvG?t&2S2FGHZdS)@@BD%!r3|onF?UA$vGk?
z`%o)iagL6VkW)ZF28f-b6OW?TEDOHRl^r^iLWYM-^y(kB=kE7|$?`E9F{cZE8vUMR
z@x-npk~#vl=C$$S@({{ZM)(?Oqm^b8K0nY7+AGFUX`PE$Xl*Ti0isQHu;P8-tiJGp
zxSftrVd|oHky~2}jjS;);in(R(db1h`@-k*i(m!@CW0}Zc7py;p)dk0kE2}RIbNqm
zz@SisnoJlO(G|Ncb~&y6+?cj`cT;OwoAmdK$(4PykS}T@wQgX@T4q8{-05}D`@33A
zY^pcARUut-b5C8f29MN4YA_0@62|UiCBB6!i)1=yhVJI=+!QVK%PNHs%`-#(0$`>Z
z6^>SyriE)SM>$?8PPR~Xi*U3&;1)y*hHj@pCQ#F5V+%wFZKGZMtaMD4S8ZxK+nmeW
ziT})tm%gSBs{SnH8=1YSqTD@cJ4~|T;{*3RC71nF&jiy*{MK?D|7`i%H7-iUYL@$f
z{-O~E>&FC*DW_PIJN*<+s|JC2^M-z$YZH;F2g^HWRwRX7SzV`~n+Hb(xN(a^BUYZS
zghxpcnfZ(b$K@BDAns4RSAU_5+mD3nOCl%a+!}{21z7~5;RCk!6OW-k)MxjFZO=FK
zlnZlL<*2hm%J+kqErIM*If_&BWx-eP!NC)7#v~hA^r{G}b4C?({%MxYUB%oyKhZ>h
z3khGdQytWYuJnK_pU#7a*ysq$_;qtde>QupY?dNyj9QaF8sxR;a;vl4<w6wuoMJmp
zY354BJ&peaw4*S9I-=*TfUO*=O_sJIwE)yvY+@2Rylz{;+P(`$31Jurqfh13;I*9j
zD3c?~;i<~_d__;<QiE?l5uIE$0Ga?)9~Ji41VkDIpzx7?5Jz(Mu9C5BeGo@xz$NEc
zvJd%IdlWS6Le%3Ca76Px+V%0A1X|qfE8!VENuQN*QGMWazw>5FV6CkrjGVmy=8jjX
zjoav&i?u9pc?ArPl9Pxc&)ae93C+P=+0|F2ltn-sX$4QRUB@;0{UEv}atd%~r<CR^
z3=v-$yqb6&MnehaKa)7Gy#G5($D!!O&-e7Ph<XrrCt5L=$u~<^&-MCTZ3s?!Vmu~w
z^r-|^+Qu2))lguQB7O1gfU0#PG#~8y`u*w#aEF*)9MP>iKjEjS9I5-9@G&?sqd>Qd
zCk)TYE%w6Pd@DA<EH_mRZ<p(gs$MZ_u?fsbK%^yHE)Zz;#Lar~mXk?3f{Hmr?kk(s
zBMrL9v9h89Z4V<!mt+JDo`6P|olmoxqm$=hObcv68AO>Ou+NZGi6QoXHgx3{qdog8
zQN>zoJ-%~1s9<7Ntty|H*&ki4pF|oO5?O^+JtJss0hGB5P65TPYy4rR-u^W^lUm2<
z`nQYv=A;eg8`TNx+f#Eth*_&=txO$DlzzVK(+eybi*8~970FYnaTDW1yH1P<mJ<x2
zaifoZxTbFWfvAA`Kg#I#>Z#KQxf40%NdF<)-<px!@*b1BadU+=n`)#XPZGrKQZg8`
zoYuTZYJ8ao;yz|5N0xbpQTqkt)rcHTJm(ApCg<niT4Y@Jp*rPY5aVH;;*qKT0|a+*
zT70=Mqnz%2PDgMZxm(7#vH0}RLG_K{a`u&XhbS8(){BS^!p~loogbY=`q(+DE_|Lp
zl6V*QLyv4~k~6p;_E8(@4>o(THy=*Bf~_#Ml^T~Xtq{&}#ruTowG4;~16MjjAR0o2
zJ3h1mo7IJc89Yv)?^$pZb!J37<eJu&lpZ-W<FbQ-_|7<R>j+{>Vs+0FKO*G-;ncDW
zA(w=L$1nFkFMf}4Q`LWFIU!y`tPzLDefEQ@pc8Njb<i?)(5T5H|Cw&P<zD3)fsDa^
z&mo0zZQSePz8n$dBmT9?E(;JSRP_9HqZ+H~PeI0or9)Y8O*2f8u$;}-kP(BVtyn7X
z)Sjo08y5;lDjs?48Zy5+s4_?op>-AyzP9AigLuIO<XibWtY7q)oqbMmXkG!&MXPGl
zidDSs0Z}D6(bL%7bE(Ay9sQTOqm6ls&Ywg-3i64A4@LK$J^h{Km0u4}BURO)B)Ekz
zNaNN~yf?X2L@&XoS+w)Bk;7wyWtdIEknYvNpFbKlstxB?kGzMT71wAPP-K&y>YqU4
zBXc*E$=K(K?Zi+#U{<WXq;6nri=Rm6gwf=qW1kJVrBu^Ah05Rqlp)AYx!#RA?RDgq
zc^~9WY*)!tb!>%Y{wq_;J}IB8!fWKXC?q86%Un{$P4ef&bA=6+M+wXQK|>2-m9;G-
zz5!mB(nS4`a>KrY06zMaEkEZJH5cl>`-ar7L*2Yc%>f5f!uUYL$*Vj(Q`?Y0xfe|v
zSHDzWw!j>5M4XRWe_Cs^GfCNDx;IQ(IR$8VBA@Dgs3J-$f+Gy13L;bOD{r%<lf;~y
z6d}u*6(D8-Te^dTuyMg6evECIHpu2)ZKpqeG@JqQbd1OUsx>#ql-mYqX=(Lexi*W7
zq&V!VX^nf*j)z|P+@RY2j3eL)8IDCo7+;tCqj+Xl51D2SeaLQv2X)vZH;~dG)@b96
z-z#F6`YdWCG)_=WrrXK-HTBhJB}HvKtIbATDBLSg8z`3y+Z?;wW5Pfop=BIr5Rvzu
zuh>kEip#mqh?n)1JQ$xZ%mDD$Y6Xn;cJx#r0C_{5PxUm0$wzDcmVOq8^U0aJKKWH3
zuvS`!h<|3epPRC@+a>&Zgb%K63c41dIS?WMp7fnS;6>N9m|+`hEID-K$~E&Dk6?Ez
zs~=zjolu<?bX*!SwO*O1IFi+fH;Bmaz}_G2Ewi?`c@3Kep#TB`1{jkX%=56x;s3Hn
zFQdkDb*!1XOq4wKkqobZc=iHWIah$-u3~6_MHvSnMOqNIRPALD<VN!)$*60*C195Z
z-6!^6mSxmAt<Q!;Y#fHiPlbW@8N>V4>iYvbb{aE*x!HZ|`)cmVXPK${wHUm5kKene
z@q}u6?=KNhYVAtg&`#bi>EeoZO~aGJVT32U#cVuZYzpOLA4l!TFQKa&Rty0>I|$p#
zExYP>5ALMNK)ZS8GQgq48<d&&HxEN@izswgo%)^SVE#b2ho)r=KdLi@4I^)6kzT2C
z4QH;ody}X()rS(L#btpPwYzT8#Vayma8Q4TD@OJW<CnNf?;VMvs@H<C%{oUra)h`$
zb#sf3p=dL;RM~zkd|#+(bug!N6K$Ur2FA@!e2BK|8n|l)#IFw_H5TRjVId78LQIZT
zdYIiu)}&0Nt8bd5c#V|+Zn=86b`ZiQ{-D&{M+j~A3C*0%7Wrj+)XZv6krH3bg<+6I
z*c=`VD$dH2YQfzs2hqmA1VhUuFpkSw%(jal1NXu0`z)~!zeYQ!{wPV9iN9?pH5Oi2
zY^FqBV>ko>G{RFW^@vx`sASRgQxL`8<4X5?er3^r^`8LgkB9HR%>uAqttYg*A@;hX
zW9I{Q3Dau=WM+FX#ng1Z$iIgC?^rN2#ET|vymvcJ!K@gWm_cOk7h^J!?gwvYoa+1R
z-)PMk1s7E%9G&kmBp;Az;f&MfJ>uA5k)furH-rpBOv;rzZwKWARuAi&)!k88$IQ<G
zxWFKAU;MQoS;f496TX=9R<^jGX>r5SH0@oKsatDcwXOGqepqp)$c$@9IZR4PO13?1
zk87i+0i+kF-cV+z5Zt60L%K!e>JjK8U0M`Y7n*}ctO4&rvm}Ke)h|e3E9muVN=Cl;
z+Rm0x-e^?^wowVNX%3vjKQA7#T<bTd*jum(n2(=I$Ou;fc!-TA*5zf48Mm|=3)rF7
zYGXyc=gs;ry*6BOkKfeqXn(m!u%)h=+h2FfIm5tsUwUt#*1ucP*%6RGr!|9Gtif~;
zYJ^b1@efcKOpA$PIK_aE9d~caBHQ7jIQyiOlBU2*hMhp6&#>H3nd_{@6hJVc5^YH>
zt<_rQ9nogqv_6NGpZj@ZQZ-fa!frWA7;I#wC({Zxkypb$$9G$n!UVTIG@866MiA8G
z?KpmCSzbPdpT*|+E>OwP<w~E&UlxjTUFz`wS5C2OvtLe@a4!&TSA=`9@fqOa^v99k
zFXZ};o1)Rl2ua{s9X|FX<ByLXJb!8IBWZWDI?C0gLVTfyI^qUaDUBfa{t%(VWnT|%
zp&$WhFyt*&+}H9*I{EVa-op1lX0tK;o~Y~tl9{>i)o7`lMwEgg$#*j=K%k!9>K-CC
zF1hXCw~t$zEv>VbB!K)d;eO%7e!SM&hv$jZbR(l$BTTpoZA$w9BEf8zDOkO_#Ed2;
z*JTl95tE<RYd(p{m;ky%rMR<SCwD}qDRc{D&h077j3{I<67sQil2;fjMwQR3$Gw)8
zt@O+SYZZ_rgq)UEx)K=~RPONW7dZ_|O;>1n?Q)cIu=m!w!ev4I%MkxkL)UeSGT!HT
zV7>K;2_5fsDt_2YVEr;(V%RIm+sU;rNPK`dACJ#t^B>H0qm{Osc!mXX_$9S4#AYnZ
zxxbH3?J^#zJr9RNnUF9h$Wb6NR8;=UmCegGkwt25if#WjZDE?a2mO||@NWhC`@iJv
zUrTi(MXR$TyO3Ka4TR_ZUD~>qEA=rQ-9*8BUW&PM?>ORLNit2F%<{z#Ed17gPCqBV
zk+275_vTM%dU;BF6Fv({5A6jo4n|}i`c-SZAg%Dd$t0)@GKGWvIGDM?K&}7FK5o{o
z_|j)QHBWg~+Wc*2A2BiUW&(vj-x!f6W0~Lix^rNS#yqVp&xekEUS?7OAe9Wrk7y9c
z>^c@lefW?CAKwd7d-WZB;g}=(k}Pwb2QsVundK`}IjpX4EAm?L>97FX%Wt*Y|BE!-
z-(ZCQWyR4`L%axQK+ktfCn#!cqQdi4AT8Id+s~Ce>sqXLT`VtmEY*5`QfqBj6^njX
zh913<OVZ+YgP4z5d-*2MP6>Reo_x0dq%w6@U12Yvftew>B6Fe{bDh~Pejq$KD;-Lr
zE1ai0)&7_ry3<zO2SoeM0Fz2=Ue4vUuy&e_TMa9~y+V);AkSf|mGJKko=k`PQVa@g
z;hh`;`i+p1G9K4R>UI}@D6rImfEsqc>s2#6@^;FW>>(hC$>2?VGBfX6X9G~B&EEwB
zHDm`Ucb4cWLaD6wOiwV^Sm05u(Q3^Z35%usUU<f}Sb~`x89@;5nhmfo5xnTdwq6Uh
zIYaFm7GN`qdeo%O+3KvV%aoThBTxcs^4Vm8k(}V3S>G^Yapt<z%C8*heAVhM*sxpO
z86EphCrl<UtWb0G$l}S+P7tZetYv_Yc#<~mn(f@~626rR4h0B)v2{;5;YSw^BT!TU
zV{2Ot{s6But9jiaHXUWStzhua^<#m_-KE%*<9Z$q;I?#A>lM5p*j%T>c%KMX-qcdl
zn$lTwu=f-flBi+r5%aLzS5GCSiE(oFWX#Ngr9*bgR1UR|q^DYL(lrCq8EU43V4y{H
znwcT_MKGgniFy^$I~k^O_kJ#rCRI)$f~}w2>spQ;(r4uChrEygerPC})J9^gKl55x
zNADcD(m8#a>T}^`%{mf3t4>n91)Nwj{&L!9N9E@xs6%E#UKO*R7Nvuz8TT*rva|6c
zpuDIcf}E6-a@a?*zqAj|$Io+k4dqaB0G$TB2bu4Hx&&&JGhRA_L3VY7UPv~0g<j|-
z;AL`(3tNY>5xWL?)3@sa=)yY&kSMmZIK9sKFm20OHT^`hyYhy;aXDfl87py>3WU7*
z#a51l0&pNzE}(=naNCUhJfS2bp-Uv}fxU2lm84!#wQ#}!$T31%rE_2Q7ett|xlfIv
zI`0Bf+9AC_{=-Z8s9^-Jc<AD>aX|qibt(ioEuw1PWxjv$@De3@NoPkFR`E^k`+O~)
z*(`2JYwiT>wC>-)GseFRB29x#gGd4V@!Eq5dokZ(CM~BX(>RSs5j0*llil{w-hJ&G
z>qy8@UvocrxEa43fUg_w9yF)ETSiCUY}}Uu`%}VF!ODQbho@mpc$KaD-(UHe#ZYg@
zxVn5$4iapQ6N}iJH-6D=yNB;F?C9H)#VMwLXbb!CH<nt*jM;a;{pb$3&yooOD_>^<
zgC71w#+S=W8vn01sJs3xMA<~DZ?DQoAa1Hi9-WP$1Y<?v)oJ3jZcnI=ji02r(~!u|
zCMLmm+`VpuuKjd$?b#Z}hwu9Euoqx_{rwVM@7B_on!MjTa6&S0atemFWun9Z()<9a
zpN3{DebW1*2BU~}9It{V2fa$qwG3Mmkwcw(I^rSBrWgp!kBy%K+K}6}V(%0W!LCeZ
zmwTNKvt5JXk{eX|9MQiuLRrA5%qLvcXbowHgu)$kP7DJ1aHaPS@Xy|+t|Rg8N;CN9
z&k^!seCKjvJaU~&NsRFlE^#B<enL7ryJ8;q)Z1pIl@r7++mHCMT{28Iw`FH^ukR{;
zj!9LD$(AG;PvQ?~-P}RK+S~BN**OAr-dvNdZsjep86EHQzEnPK>_UVMvQx9l(3O#I
z)#j*@%Fg-(Y98)vF=%SJ7GXKar7o}4S%Vlqw?+qR?e?3;;Agv4>bGZ1ZGZ!N>NgE^
zB#UgVc7-qzV-kUYgxAxJ{Hw}gi&r+4=IJ3IgnE^MiIJzz?W(Apa51-`-F*R9tl&hl
zKGa=5lN@BY4Fw2|Xr9;nA!Ye>sWe{l;DX0%I|*)PN9z^eHC2Gv<VfF9Hw;b=N0EPL
zxyl3XAo>)w^Esth*<J3G=N;aGGy9vWvP!!&n3MF1gNlgSM3^lPkl93A4}5P}Z*aZk
zu-euY1{Zvn*(DJ|PHdo+1zY!RHrOz*0PD_rM=acO2WZS1J7Z9DVkzA_$I-QuG3+Qi
zPFkCqP5BTex0*6?c&GMuDN&+A*t&*iWzm9=1Bb5Hia-4$*x7a2_2Ft4c~^rz;4_L~
zT=hxg#d{WO>7YSZp07r-&ZyYbkB0>yqys;UZ|UZ`P>!Smrs_?obi<ev0TVIpri_rc
zbr_#)I$$?^=U8`kyhJiw)H~zS0eXN?niG6@O)`1*Hq4F^kn^&KiFs+VGDM=4#pcUM
z%XTlk85@|ubtIaig5T?l!{bvmD={g2_~-TZC|i+$46yB`$;~x;J(+b-nsagRjrhj8
zPX;ZHFE%~k`3yGvgtPG{UHV;jujT`t2N2PWQ4=9sGcJ<0h3zsn6M5FcNZiQ^9WJAk
z3gPR6ebmyjcg4}q;8xQ>o=0rOUO2{Tu(d_~wpo(^|B&*{Jj^L`L;R-+R8@h#qsvy=
zPG@0Br58ZpUcokJAT{3fX#RK?JO%^ox=U@js<NioEU)FRNv$6_y3;soO(+)fWu=An
zg7Uqo?CfB6Ft-|q5?SgjZ*Jkn^TS2dlHw3*siLI;q11nFHZ%OAEivN8d)_Q$-4YyW
zy|&{A=dxC<+EhEQH9MTxj|&a`D3ca;qo#)=iqEL1<d9=zZ%y7#n8q8fBkVJ<I^n9-
z2Y)b1YYC^&4R`T*9Y#lAl)orMVr?UIDI^<%Rcfy60Jj3YVa6qA6Xsr$F$SFQW!|ie
z`Pq39GWk!|UNQ+p%0IS+;`(~KuMUQO?W3gO%*3tTUFr$*&ihLy#tgQke|GH7#0Nhj
z2Pdnv*fX2V)Xq89D(si0_?#AiV8wS9iiX%;HQ3JA6$kCeHe1pK6~pSC2k`L??T;3J
zXNgsHIJ)+}Wje!w!RycHmg~>bAFq9Q<#(1(W<(~O&WQDx2YmeMU;A-v1EYDLttqxP
zqxVG!OL>8N&-VCS_caQZa_)_kCi&QJxRq8@p;4Ry>OQK=^MMw$(!Gjh5`LmPX*$$p
z$xGm@jl@pyTslhMQYiLHX<I!n#n*qfwTJM6ysjEpQP*o8<E3!8JATV<&DvKfA6D}0
zl~a$j_As&MnbaQl1}tn(zIbjRSB+?i=i!6SI5iWBg10RoQg*Q`#(EnZw*n>`rOQ>l
zhys;-y$Q`j_ud48Uku*aaX9ET7l%LbSaU?larPTJh(3ld%O&16GXNNtc#U_AnzsQ|
z69o4%f8+b;)klGoB%3{z=w5L-Jtfyi3GXe;DG~wG5T%$){VfIT>tmTusg*vwwH~xB
z{U3eP&Gwt**)9^YS^bmhBS1<4_L1gwEbBUc8Q{V|qvL^^H5-Ds5Zb45`JzJhyWDV~
zxkdQG?6Xq)O3m;ARjoljlLp4ocSha~rjt!zBLSD(M7|7IlV>|Kq3v)n3oA-0s`Ts|
z*BhH04vxhPmK}jS;%azuCxa8LsK07a`@W>4g24Tq?98Oj#iOcLVR@!w+*~W|`sFS`
zf5RfsrQJ;#V2|g^?%+=43`n5c^OluFHbio(fb4v6-L<Wq?Ldzty7`AX+wv>GlJ7}I
zxjE71YfQA1Z61i}-oJ|dUKq4ib&KKEjH_6Q;+B^#vPil2V%OmLye}*-%sm0kU7KCf
zXt~!@?!9YKs@tQGTSNL`qxCkR8CokC{*p?@Cpk6n*lsaQH*O}k4GF7q4tL18M(2;2
zTickKnUNqW!Tpy^caj3Gfv59C<xJV#2F4*{a93BZCq7m8JQ?v8mN+kz<<yDtW`yA)
zYb#jB0ezFE6OvAZcrQ?iP&iltIl>)o4bai5&~ZbWN7{xdLy|dFVfe<XCkw4e>7A(e
zSxug5fs;=y?iI5ui@r-()y}g@zCsLLd`&!Yex-V^7f@Qdlz3c3lZtPm6`_L!5I9$Y
zmD>bNF{*4=ECt+psrs6ZI6rgY#{C21RD*~LII7=T<Ou1*P4ZebUrj5UVLT5%L(;Nv
zK7%+DD+lpGtdw$;5_UCuieKT1>l>mghpg8+{T2bG_WUw<TnDENu7mZ>FX|%^s&3Vo
z>b3K<jf1ks^EfXbnj2N?Xn(+FBCQm1&bI;3$lckfjJf#1uhcO6dz(t<S1fma`?|pT
z|C79x;qk9^;&*0O2YUZ;&NTcZb&YHKk>$j#udn~oM$rDF&+6|npKbl|+p6MB2E=bW
zf635uNE#*iF>WkB=={XQ7oYiKz<ZV-)mTp4A_v@XRem&P_g3Qv<o=za`8zYlmHF$p
zKdN(+IIjY@F9yA=+$;SQ{u>MU!Plqx;mJQlrVF5diA(Yw?9U&a_FFnI+VdkyniPsH
z7S*a`){Mvy7G9OOeKEE-NUoVzl9pS$b3_C7xO4YRW>$FlD1Bm-bG>ybt}}gGx&cmo
zF#5?6)X>xZ81oz#=vF$`J9TGhi5}&e`N)IXSKMIZbUeTrMi`L6H#Kr{s<Ik*_Ko>u
z9-^danTvrX2s-qUPxX!VOiD%K%Q@KWvn$Mk+w_|};zW{E#eDy`)!>Eqr1cgP$vYGv
z*XpnOI7R_qx+HTU>kn)tjdAt5PzmbmpYLUsiu(1ec%gzB>U_OP_7edi7U3h0W+}X7
z<7G9K^t%KbNnr%C5ROm+*?z)}xANxVGVJ-mss>(mUXpNVt|VJ*5cpuowGevE{1Vp~
z&qX{ept1wp1!->VaraIW;`gtGcKKKz7g$(;#!BSq^Js~+C9K$Ha{8I%)b3ehJxbmu
ze5(3|Roa_^<21~Hb{aguZ%k65Ad;kcZ_29-C&d0Mb&#Y)&EB;FJ2`^tyDt8MVtjZ-
z8O9%A#P6d^<E(7qU~@0~1j5sqMvhd^*{f&gS6?3zA{Fe^CJUC{<Kq`5cO@|pA1TtI
zGeU0(9ml2pSuhY<=Ecr=W3FE|jA$obxTN4vysPm-zsBGJtV4#PK9+4gWxgscp?vej
z2W+tcPEaO)m>N;+4bI6mvsslplasJK&H>@k7TgTTdh<M?dDC^@aO(POgN+<pDyXJZ
z-uPF%VmihG9WbkP3|JqsdmRNq1>W6INn2B^bl}r}O~d6H?#tWGk?ZZ_<K{tpT?BQM
zj{|d&=Aa&An<#0dRh9`U7g$t=wVX|cDUK(Mue((hLs<J72=&7QHq~n?%@%|8?9{VZ
zLS6lb()Lh{pJVkizhDJu0dT~P%YwP@eml5nFTTL8slK6Uq`&&Pw~hzb(N)Reeym4v
z>Cgx^{Oqt!$LfdDNv#z_WzfAzMPu(%M7!goh{!ZJcT8i%K)7M_iH3lPj`3OXEJd&B
zn0Kj*>)EgOn~}9pnitBo?HR~SSnE8&wpl_@Y7v6df;p;GV(;ulm6adx*5GSR3=F#&
zNL|Eop`N<F)PuYSc}9EV3Xk+krMW&yUSidAs%n3KuN~kIdqA#d4;3r|-9+f>0el<y
zM`{kl$`ipzX}OOzJa#~n79)WCjfD7E6TvcWvdKmLQYv}ORFX3UGaj7NVkHkoPxj1{
zQlU#_=D%JuHumgLt0Ti~%TMO>)<dPC+>cj`5UY#2bRSh!TzQjyS%rk`1jA`*jN?XQ
z`WeJo{PXw@ung+z%<2bY4u>zYGtuS$C1CBmfP-7|w}7>OCBFXRI^?8$<vNi5<T`Mq
zNL?FuYmjMKslyY*gi$p#94tfe?8y3?j!rNK5v05;>iJ+z+^KpWFaEu?_B?vJ&Wx5G
zp8xz;(hM%?9o0{54-fEPcxHo;VN~@YEPR!VrrxU8+SqkcLvn`vix3FX85Obn5mC(O
zvI|k-E}Uxidd=wWD*(}TuqGkabJ+s5b5STWxQd|kVMN-|>qWvlAMmaHQAuvT-G$74
zPgInVkJ-Lpd`o2G=PfNQAQ(KCZI7fDIPL^5TLGhJZZB)>1mFxEsjUhK4s1ISu_R?G
z;^=qQ`(iK3gKzyweTQC%w@mvzYLuj%YArIq3EN~a<1nMuofY6wH}>|7RKFbX(9Zsd
zwc;)>fv-hvTiNE4#2O6qHXHoO;5&s&v=IZKBTXcmM4thIk<R<J^Tr+t$@Ut1s=D>M
z*>RBP=tnD!<6b5E`nj%Tgg%sP#id*b3r8y}W872JJ+M|PG0xm)Rxge8f^m{6#+jw;
zp4qnbnOgSO8|n=o%qB<Gaf`9vB!VBe(nQGRy!r#22Z-t0(XYwa;gR>6VWnVuzV0rb
zH8RE%Io6z7GJH@|U_1c6Ya}<&v@FpJhWg5b&3;srud3P59hK5ql@d{Z7d;f{W!qs6
zlQb1XGSv-gKXMHOrUx>!8;@!a?UqHJpq8=1Q_kw9XhvDs$G6$~wlXR3Z_SP|>NQNT
zhvDIWz#i?TJv!STS<Xv-z2mTa_f4`>#c-i-{VK6Ks|Nffm3#S6c{d9B@O`kRA+2xV
z{xa!OIo?GoRhdZWAS2WSKQJUYLWg)GJog3imwm+U8gQ14U(1l+Fr=7>TT|Q0WN?f+
zeEF54^paXYkNRZVieH8!p*Xwh&W_=9uWccP?<!3ydxTVDwXR|$d5~XIZ;G5Y{8H%w
zV&_lD<5n~K5xeS~J&u!>IO3B>LCWN{`+^Wj`0|{#URA>Koc5cZNUO&<&QL<dQ!PWO
zfLP#sdT%8Sj##EkI^cJOer|Sf$`*W8*^^HpKS=#-sI0un=)9TkT2f<$5tj>cBaYP+
zrET~j!9lLVcbq&pa>}pSq61=$Z4;toyOn~u+6?59D(mQ^lec|NcU8lUPA5@wxLO4y
zyTVmGvB;&lM~8S^7eXn(kW&gd2$oYdAPl_lU1sq3>tDapNY4_PDR0E3^^N%=ipFB$
z3i+j@uZL9>g)^yn2I3Ql`fh4#)EpQ*`&g(lqIzU<iBEoEq10-{w+sPfOu>{v936Rr
zVQ2ffmK8Q^=2eG7j&4@u<U|RftBLrHu!Q`SdfPIIDR4l#DmL#+D3iO9N7?St!zgrA
z_4F=`W0p#+o4a{U#65BwIBhM#^CK^S#%iE@4?}M4v}|UX?TkS}7SA1@pACtLJ5%ew
z7o`A|kKv8EO&@aK9V*xqa#(Cwla*W?FF&hExK`k9T`4I9!xOTMtv8xB&uXPY<iRDj
zi(yLASCH~jDv<T9DTgO&7h-1;CMj+CzN@e)pTGq&QB9>4T9(C@yELwyTT67X2}qMR
zoe%++0Dbv4KE$dM^C9;syq~iq6`hI;i33GK2_kP&QN}C#8U0Yv??WVlIlQ9Bb~4=Z
zUJV>Pb6?$QV72V3K~#XOv3V|ZEu;B92qF@yRkQXAC#Q`p4nm@K6>LzNQTLjGJumZQ
zsP@es*rvo8<yrYi(tJot+^)jdZDs?NwtRt%g@(kV?+2%`62$QnB*sef)1jK|l?jHp
zndg0@&zzGe`-D=Uq14vLFBcyVgh!W~GYG*2h0qdeRdK}IY^IDyJyMqf{-kQaM}q#&
zqJ4OD`gxVq8pg;BrE;?|UxDE#4F@T?*9y)mGK)xS^k^HYA(D0n%FKf{iOiWc9uwfK
z?ByF+$K^L_R{L2fua{q&Y0_<OW{_F!&SPGyjCd8*>X>=z6$r=~IfKdTksOm^!;9Cm
zSER~T{9M8vCX|jJR9RizI3@B8LFc>tzrDyFE1TR)us<ZZy+41wzW;9}xe|X!a>ELD
zgSLT_<DsuDQ1aUAv$TZ`9a-6qGU%*Wt6ILkM?O=rYqEE@WM?m*={W&=j{4R_R9#ew
z=iv=`V>wT%C)cKJ1N$#2OkTceCsu91w(q#fFbXLa6Td#+xL>kU?McdA%3e<81clV2
zWea%B*1B$w?yRw8nJ)vfQA12n?0X#<Jc(NfG)mqyH}BUFi<RV&%oRy@gvaNkZJvK&
zLwlDl!8%mj(CFB?5Ee8mY*LdS<3+telRM6Sm6>QfCbYC{>gOQ-I=&HyIP-L6w!>H{
zV0ubJttdie0MZnMwSrdNX}~e?0Q<y&p{kF0O-=E=dV5rP*C$4v7d~0NV$PqVtCLc?
z_15)fe7(RGL!@ii18t0_^sC`<zE@*Ifl&m|<m!NN=l(8Gvf2I<7Hk4;+;!Tv=U1r{
zJ@JEs=cufQdk|L{^#ab@c!{YZ6tdj`(t*eQnR+$zk%aM^2mp3d+ImxpUK4tDEF`yO
ziDs&o=ies%QDP14#mcttYR%i~i_5f$MR3bhBtLqm4ItuLds;&=ph)!U;LA^0&^KiN
z5Ag-;UQ6oYNa@^5l>P9hB}O`)P;w<9FSUX*rV1Lx*zgA$yC}L{TqgPW`IJzDq#q9%
zh?+>vozHNw*z{7gPN)NSLMqgp8}h}++ujeC80D;<rx%YuFDDh!cm3NA(7@IZ?hg3y
z7bnDE2(45W=OMjwvt1Z?u3MZ>22jy6T4%19>oR<Pgzr{)Q-#B%2ab)y_N7JJB-=FQ
zk2``axUl@!<tFgm2pn<9&Iz3!wnIFV*~EFX9Val_Xr}f)$vs8fHD)CCQSkcX;jIyp
zmyl$pN{DK4<fWa`^kUeoR6t%f4F8$!m@=H`p?dBW&32Drt-34e5N^?Ydc7ual5V?O
z&JS>f@R-@aYFGJ8he?}Um`2aoeEPNFUG$WfeIxjC1L5fw0Q2jxkB!4JIiJUOZ0|`i
zE}<0&Fp@O7<D{R3_HPZ{27|$!p$|To>eY{P(?<^Q`+6U#7AYD}mU%6km_-Ax$i9Mw
z3^W3pkapxtz`|-SLy>7Zf&jdHIS{O645$NsFs%8V1ut>X?kTU>b7{*2D6DpqIH<KW
zfgj%7mC`ap6)?b}r3qjDE1c>bl}SQi6#Z*^mG1wKXsYP@sUQ3KH}QUNb|Pf5wV1s&
zH>G_42l6;&&zFcmlNf8a<@a_zIoQbZc9E_Rz}wBvw5n-mD8X2mIL}MXzGLLQ*xCLR
z$A{;`T-qMoI>8sk6M}lp2xskZ#q*WOr3L1%h*L`=Qn`a*`N?#L(9hJYl{hpdsCK1@
zc0lU3&{-GZoh*iirYiBil2@!=?=Cb``;={bMXHSd+;>>nFG)djEZ%3IH*&I@Rk5%f
z>-?o^{DzWM{Qs5__sU;J+y!o)R$1zvP1!5j(E-)1FsG)*t5kaqgyC!-0Wf<hauC5k
z)q3-tsH<|_PvAqH${Nxds-VcTs?^_i$MtY7<;liQ$1ZqnynNd+1|#<V_Ny1154&U6
zdtIKhekUc`LW~`>sh?jG{=h->)aK>)G$tdtR9eq-Xvc0-WBp5VM6FPKQ+Y7=8R{&f
z+jqH?Fdpjh-8I_zgk}$~Mg_u_X${)LG&rP@E))VL=Y7nJ(tABN`HpDZSVX|TmWg#L
zPOTsl<<+_I7V|e55VaoyhX=+(iY2)AM^~x~I>t2LXda&3uwKqZ|4K0%^%FDBcrBkC
zep_1iow7{cgZ#VvD5K6k>w9M``fFnFK~%#E&x6z5m(Iq^YxOTpr>KEA>2<SDfu=s`
zFZ6sUz}tQ!A?jW)aW0v0`0ju-xt>>O!tv1C+_&)sfI_noQ}g%3y+A7yVRiEhmh%bP
z)9+vbKx3qERzfa3uj|8^^@n2$6~n<BKuJpVPUZw&*v`A@l3&*;`Um`6|GBMAM1D|3
zsb}%pg~onPfzEMWH|qo*k``R^Om8PhEmC(QcQ8U`nELjIWutRMdG?{9&d=zKrA}tZ
zn8!3i2nORbEyAK*|FKGMca-g!mB@kP_^8LcKjKgs6+%w<sZ{<su$IL-#{G(D?LXor
zSmkVBv&=g*{V)Ae;GbbM3(L3qrI^TO)#@)lTOIZM&eH3TS+^J(Zs@BmFRKSt)(_`!
z;?byZ!Q!+HM{d^s%hR(k-U?E?ci1eQGAQdd*3>s!Wq_`LT2$<S&m{ol3L`QLlRI6!
z>K+*G3Sv&2o3p65#$xAe0RVsCssqnZppC^aHCK?DgVulPDHVL!c*E??i|&MAK-EnG
zq(FZ04YsDdOp<raCukW{NVLzPy7rZcx~atWpS!74ZaoiCw+%~A4hgT|nZ34o52|mC
zujf+H_hej&&+rBjs2sIFK6_KqeJPo#kxy}&?u9vmA~?_IjUK-mpt(alk5~)o0>d^b
zd$ox}*|F*D%Dr&Jf#`X?dGPfn%xy`FVR<%rRq$4CXr_XE^yj`*kY++s0A1S>YQR1o
zbt<YedcXEP)xrqAo{ZquT@9YbHlCX(-DmZtpX!XmC)m2fklfm<Vf@b>4sW*%dnb%|
zjV(NUl+@T`NXyNS5F50bi}=6TJMXxrvUTs{*t<v@sWTuTp(zlmfQ}UDgd{`=Wu!>&
zgpQ~qND+`OT|!BdASHo>Ho^b`0s;vgln#LekSYkiQRj?$@0mIGJ@+m5-p|P&VFPRL
zWbd_}wVt)s^L&5h&)JT5__Xk{9m%?`h8*fFte$J5OBYKlTLSDL=E`ko&ZC&L%NCK5
z=@y9PmDxw>@M(pk9G+X+r;u+LkaBZ;5Uq|lX~1XE*B*>T&rcal`I4GFYp85#HW*iY
z5vAGRQry(3`1-ch&aIqkaxTxPxTC!(z;D+7P+@?Bsztk2xrd7Wnzt^cMux8ywx?bD
zxD?15Rt;(1jLF$tR^X$`xBDu%sf6B(R%ULejU@H|`dh>KsA^h@N&pTTwDMb&`^;Wn
z)g%trkOq0a)1(Ops?dJS$0Tw(1Zio^0;^_IG+Oril+#7M`!b4Bo0u#v=1x+tlBx!)
zXi0EQZc_lC@U7Yb`@z1t9%WMz;WWb`zWo5UeyIM8PR|Qme^bqicBK;+Nd_dX)Ep$%
zDmwM3LjqVO;gUtw+aDL!&aS`9ncR7r3!3jH=d2b;yVl-tHZ!nzG0I~#mnkS@`LKvL
zI$L8e-o4r!kBeZ&g&Ik$z8FB-y1kn2^d4tRdzk4xBXlly`UVxwV1KAheFg0$wBPrA
zMvBA@Hk}p=+cc$_|3;jrvw1$XM|7r&^o`7F0WrPeo)is@1|RQt7mdHOoGcf+L=MxI
z`y-<-<13Pp^61|s87UW_GVpi+(>;|~y*@B$3kJ-JKcg6h8a91}JJRd!zcqlcFIw9o
z-+I-jt&(r(u2l_)nr!xTnhz>luN~zob$dJ{r$u@K-$SFAG(b(cD930yh@HC!)+f6q
zTGaZ)x?M4$vkeV4>{~c_9P@_ahjk!P6BzlTsL2+wzNnlVnv1Q7`QutSlpSmL-iqd@
z$fwaoQ7e$)u_gLMP;;!|xi(u~5cmPFk5ZQ-H<zVj0S?|#hfN)ZDc~}WR?bha>lSO{
zVCNRcG=zBE;X~fJvnJ}2sf&BFcz2TmZ(>BZ)>vZQBp}RTKdWp!PbqadhhFKr7vs?H
zVkvxZ2wniBxIhwhxMd?YSlM{HjbBy6ou#ikA=7URJe`*<^z|y`o|oOkd;7S96(#Ts
zMr87}5s~*((zCT)H%3C_h>|>I<~T_XgDz*>HMoRCsHO}^oGgm9hcg{i{86ctfxQld
zfdwTa%xQH*<Q_+kY0I_ywya($(1xFptT0|m&3q-%X=F)KFU5w!-8%e`7UDZ#r6z5H
zt%K#A(^JGWx4$$2b~l|wXk64y(&R0%J+INc18R$03cZNJ8Jgj_BX)G`D}E(#5WLTO
zT~hR#!Qv<s4Ji0mE7g`YJ}GSdC^B3G_k<`NL<swS9b)vrpZ{G5(=1!gr81Srcw`47
zGBA2-_#umDV@XFZ`$AsKJz=U{PMeZK-y^po)u?jf6$WhykH#EJIJdV<gOsuUNb$j;
z8A1F~TC_C(Wsaj+J1X6*BZUv(ZdQr$AjtK3z!Mb8Ed2!D0;?k`xmdzGnf4tYAvR}p
z?O<mHfE<Zu=kOArbIDszB(S9_r^vRa@#g8fFNsgb_Ma^3khkf$b`wJlO5Nnl>6Pm;
zCF8X`)Eq<)YKhiATxol&`TPgepy2~*GU4Llq-CpDHCU@m_+SHjY_Fi`7=Gcl=1LA@
zP8hD%N<^T<xV%%=Lf3^rp7FOQp&X%`%wR2tGQH%DSd`PykOR&lWkqYzbIf*>Jhj;k
ziI<0$o0!SHYIG~fSRPgpJ8!;85mpGEr21wKS65lpq)xlH%ZC*Vp5%N5d|%<8ZmZp@
zebuPP_d@-BY#em&P>XpnPT$|Mx1UOS)U8~0EXrcK@y5JR11W4tD)g=T=uzalg^Ee_
zNMf%wT-z&KqzHYF>v})XJTkUT^q{^izosa8)b;TK0y7lxa<q^x7nIr(5dDFr2$$x^
zJupn3Q3?dkQ`<9a%g>2ZW`CRK<0+Ij?VNGD=|Q3F(tEUMG+mvr+Pkc*piYmm>5ev0
zH3tPzImy@|Qb*ul5kf3#aaR8uR9%1|0R-Yw)peDI;Ry2-2AQecZkloa-of<28<U0x
zMrXN~{XZq|?yK+PCa+>uPusU$ha0)0+*BpbXe2c8fHU&JOKHUhEJp{j?(Ex_RpNB#
z<M@AYWdt^UXq90eD#+*fKzNg5>uSwTYVP$1=0B$47Kgjn?O1#epB;t2@yi50^2=26
zKElmJbGL@krCkLv0;M;Z;f&+E{1`?TdSd9XPtDMwCPZN#g`E(WVQyA1vXr_cp45y+
zqthqDJ=hk=`wd)pT$M#;T?iwbaN+C(Bd`WF2;A1B326_QytmSP5#l`;Yo?8yN7O*h
zZgZ$)B|yOSfh$N)ZLC5JH!eqfkYdf9WZ`n08O44p*_0dOJm_5k-lVcIce@{w(0Hgd
zB(CMP9T7}qh{vXDo+|>5cJ`NKK4o}bLrWdOdlv`cl0v~prXcIsvF{rY(g!3}_o1bR
za_urrYprksP_xVWFr@$?u+J~%xj|8_Yzsf`QsmpAB`$;&^ZaPejsxH>UbjZLc!GbG
zsQEZYNYSdz-gol3bcuJ-a7i=3<6)U9WOi3j++g8Gp<C7HSb~XaBA5)-FVNi>=dF`i
z-fZP34czVq5DFWx_n3}ID!F*I>Bdm1kX1hks<4^D!ND5LmGI7A#2D`4S1>Q0&R*X0
zN=KE~TLfgU>Fi-kV1<TQyhttY=Vn-1!hyraqjR_kOt9%8sv3JZvzO{?j*hzjChEC%
z_LfHdB;qpT9tKtBs47rSj_!k56|?%LFyRIX(~q^LL+YO&(@}q57D^AK`q$0Iiei9z
z3J8IaHBg6;f^Y`M>xnvHXW(d-Pag<()nYi<T?&cORZ#aL9A_g7he?hu+A7f`!!zDG
zNWE7+?%;QPAvlxoP)hjNLucnrZMnI<`24$A^t8|3I=W9Ke%GEZB*$~IjxY}{TyIV*
zsp$@LOr~&DrNnu>A<2dt@n0@lHKLA`jJ6{DI#fY2edbtb%Cn#9ht#sIN+9Dc$Ktw9
z1!EzZBKF-odd~`DLS5jN0^gJJL9O+*aXQttS?dV)>|xxf4nIBT1`Qu<S78P`04~;J
zM5dHdu(**KENO0W#ey*@@|x_t4)z;bA3B<YJ4k}-8Sw{P;--u>1dLz{a88@;mhohA
z#@m+CXC_dS&4tWOys3~CZc?i{ikp%13~DZq@g%7Mmw1SD0|};Bu^<k_8_6)!G_;Zv
z@sY=yymU`gn{G8-ckAO8Bn0V&+7o)qM7>-D7ND)mm2ZHdtrx|KRdLpqC+qUS%{4sl
zJL-MpPWJ|R!03nGQ16W%taZXn2i+9D?VrLk+=94_g$A8Apk?bJ&}%pYkgyxO6gJ^i
zM|W*x?mbNS81zkK7WHsUtw81tuq*ebrBAjvLMpj(6mTmfwvrjhxC>4Jad2mCZMF5A
z&x?=6)V1EK>lT*02CwVC<ex6CoYOBV_wJ;DcF4A{kh8Kqex57ze3wCePSd*XA}URI
zVN|lWsFN7b-cyp_dY!TLdT-S~-`&6Vy+cdlt(8(vTYEB8<=+P^r~fUhKNmjOpZ6aJ
za0ho&Idu(;u7c5X!d2$^DV#+|UXy1P-c9Bxul!Qzr-!U?Rh}pTJ6c*^HFJMj*~JYn
zxGh=)o5bZz1oS?5IDL(&GH&0iZ6!<|I-Bh*Tofux4%qDV+Uh!i;y?6oWmwcmDgKfN
z*;1j*Ad{vijsPBdLh;|~<A}JsvvTF7xHo=9C?#MV>iPIGUq_JtHBuR^78F`8PfT^t
zzUqO;#fcE;8jzH^>2}ic`2E@63SiOLam5uYzFWMJHN9$9N^An$@cPcRxs$<pxBAHU
z;2le@%EE6|?t|nBwY(>2wrs)oY)dlMQ~1VG4Nl@858Kls<|WG<Q4z%0omVfW8hekY
zEWFXGgl|c1ok)sPV7HjAj=R^F5vK2!T9gZODh4~2kJ*PmB*7UnYtC`bwt>q14^A+Z
zsCbiC4WKA_)$-w{oME(M37Py(;HpHjly;L2KZnv*Lg#D~H1OuJb0Dq^!FO70m@{z=
zGo|uE<?ZgT82&t=R!{Vx8fWt7^R$F=mGRz~l!;gk{mFQ?w}avJSBwzV0|Y8mlf5VZ
zNghe-1Iyx*1Uv+$qyhz9#3eUiJ!f2qUQdUSee-ZV=Q!jFNVj4Q8lMn0txy|WdHWqy
zNjfqLK<b1kc~8&aTEvG6XhU)H=PlNDP9Wnj0DQ1+Piz^`KNob;Xd}9_1_(oNgkYU^
zkU&Ddsk2IGy%C_U+rDVYJP>vvN%{myc9XegQ5gkuM<PUm;_<3BwzGak(?B%I?;zZ!
zJHr;_vJ)G69N+yb&BgLqXJ>Y&h5c~)*hH27WTKc+AEnF83}^|7OARdWO{^UmnYO@|
z)S)KtFB;wXQI^jV=RMLZIg?}Znt>z_F)HZ_!uV-zix*E{#%VK|G^}xB>o_tld_~MC
zPUpVHRj<)O8Op1_zoPBbUh<p&-fb}ZzJ1vRpNG(|$Pza+zksifX5~wXhkpW0w0|UC
z@#Og2oa-2Lb+UoSYUhQjhxiw5Za4|<Zm1Z2w|eo&^^ZVOk6xIS8B$gB+WCt^uT2QD
z=e>mNvPUk)`zr_n>{S_!S6C7?7FiC+{LK91M}M}O$5czE_Ww;S`G1-?(&tD1A9&yQ
zi5kO%0W(T2T+8+o>XzyuqWIXx-QKP0C+mr*y6?OTsN9rYVr?^*1UoZA`s*@;NZ`@b
z=@apZn9g}#QoNM5L$uFC%)QdS{^Qvw7w+hJM=YiQTSPWoL*Iq+ar;K6Lk+LjR4tpl
zeZ>Q#^tx&rJ7=ysE&=7qRc~xXqrOkP)JCzSQyNOJiz?HxIc6(mOU}|JZaffYNxo}^
zjP+7#52(GTEbv^d3OTc8eFDwg8=UP=gk2>Z6PN#m;3UcFlG+7^Z0(+7E>_y748Mqu
z^}h^2EH_A<dE{o;Qb0(3kx7sQI@l+ciS+<zH<lj;E#>n)R}@cxa_~l`8`|@^?x1w&
zE6n*7FjdMwV2V^-79tFXDguUVx3zP!6MFlleN3wmL_m}?jW%p_Tx<v@lvN!S!Q3|n
z%`n=QQ`|O1)C&R+yc#y>Q<mz0x%6%xx~gqF?UO*E2ek;IxPY*vXHi{hKLOpjV?4|l
zMDSvl%QNF*-&FBU%~*OLReVZgSL60Z=tLb3aSbc*+9SOe=x^Oag3e(YkLRc#mG4zC
z?eB}dda!9IXV!v}f&;2T7>Q!$*mP$C>`2vuKESj2Xgq?Raqod8+<om4@$jf4**O)c
z^rGK3xDC@)d9c!+8a*gMgfcUB=Rz-5^2B@FQOqyh3he>31POBpVhx{~aacZAEP|73
zloLRw0veVz^#ctfy4Tr*e;CL<L@GeK`Q=lNB{a|HFrr1I-XZ~_CPF?#*qUW+@I0S%
zEza_xIl-F_=-fHU(RMW5w8cp9r>&s`p<3(f*vQOkEGC>jo#ZsC33kN{3%9y0uxIlc
zw?K*~Vq`)730@su<d~`Ff<2?%L8SgFr*#fKJb4%-Zkwa{^Nj)*3v@IZJ>6CWzK7yB
z6XNS0l6jqvczexp%>H0QHefue6DFaHMb9wFA^IzmLn1R)reykxIUPw?UVkb{Y}dZV
zQPh9ca3C={mf<QL9Kc*8XjT*oKnC<j*=+JrEbNOZ$v~6qbhV)azKaP^Tf6A0sTx*j
z^`Hh#9|Kuz|H+C#-<2dj-uxjJL`ArJZ1}#UTlE9HJ**>3{ql<?%(ZpvZ}BMKURQ&r
z1!uyj5cQ;iIA&Tlu9c1Qq)l()`(bse2{q~%v@@9&bL{$Be7S$1*L%e@skWyZyZZ_R
z2$taQ)UX;i*4B^ro=Vj;JUbp#+D{oNF=yqwH?QLUZ0MwF-IDQ(;$<xwW?*`BK7*>E
zWe>Zj1dERmt|ibPyI3MH)$3_=X#<x+k8AGv<}Ju;XZ?_}Jni?PEm9T{W`W)JS4O#u
zv6i@{+IF({iZ9xCJta+(898K*D}0l4-tfp3l|NvVmgEQal^MJDZpi5?z{SPU&WW(j
zccWuV8on_R)&77wj50YH<#+h1WC{6HuWQEjg2Y5DlB-U^KF+j7kjdj|QaRSH0(hr4
zDo-!^B$t{#^syKI_}ZUX{bhC4$caxUpvQke+Elrz@M-)#DVcsksE<X=^A|P8AN;|(
zJah69ZAT=T+^3DMSXZ5(djC>O19c-i*n)51hWoOVL^w{~2)eWmeC=1gsG>`Bj*YWk
zKUCQR0YaX^nhx5rJ5|5t8Lmq3C-;i=)sRvm2IWLD@_PDWgY#yyT@|#~+zZiA7`XoU
zbB=(?3urW{0R_~Q$kasHvn{%STAZm|%9aWs&j@pjFbZa%C+N;-jx26Nj$g#abY-MO
z3;<_x$xfMC;oWkCOHK=5vPMSUCE;sZ<DNAjMUr<76qfjN5&sxhSAR#qP6ia_mJu4X
zIlV2K8@s;JGI|tto)*P}kg~uH_U4TbWN!}^$!9v&SvmN!%XKE$2iy8kWqC4k3enga
z7@D%MlOow~X~pP!$4hh0c;~>3WT2Xo+KMft*{#KT;cYEabX&j<BVtIiOJiYvuA-Pj
z@?aY>N6AGh@z+87gsMiNTN|LK&Z7Lh{jV=)uo+X_P?|IY^<puMvy|Tu5SLd~#@Qmo
zT-iQ)zX9pp0FahC6o)fiTyo~VJ$$OZ%G8Oj;~w>+-orCXEhb&uH*X(o=1N>q7hCtc
zGdL4N9+VHYh6mS-3EgmZPim}skq?0|cbh2F4I%+}XaIYE|8Q}2{fZ8XT@pXz!bT$)
z_+e7#p>9ul*V@6x+xCsqnr#eb4hjb1j9s35D8R$g6C@6640}RxF`LU`$EgZ7&jJ&g
zV=ZT~s1wM^{(vp+j!2hnRo1|gq8bw&OPgx&Cc#BW1BUc!>}E1CAdn9%Pp!pCc0SF{
zFR@P0%1~Jm+?r*zWW@{0?ciyKLnz=j*VEClh1sPH{Ctcq#B`9b&e2m=H;fkRUM6C|
zLAgg_szyAu#$gXkW*;Z%E^_Op6vsPO-f-mbuWqm9D$v?H^tL?s^^6m7w1gg1+LtMk
ziA+s0G83G`oP{(pw;(jVQ6@LhkKY|@o&60i9vntBPYza~Zo}+~D;#m=(AOm^`S^bJ
z>;zv{fc=m0fuKN@b4J_kU5ETs%K4m76;jm%%VG%>w%WKrPG2{2BvHj{{vmQZN6Iij
zskSn+-8^>9Y9cZ+wgIXxAZEXq>Buf`$yMyOIZO=;vq1N#_yw6k?M8w;y&Zg_E8~n~
z;<S_|p^TDVShjF*XvXgKWWq~ZtGOPnT2|h4LrJKnMBI$aNkJ=j<&BNVVZ)5Oy-P}p
z%Ar(<#tPEwEl!u2Q51v;GEbk*fjW!4FJZ0@c(=XtG&e6dcN*f09+KlvEKWr_O)bT|
zY~Mejt$q*37RVM%wM{#5u?|j&3s~^O(XB&ql%br-FuXN=!NC`s-bs@#X6_wc%vr(k
z8^g^rV7IORB%n9?n}FUAEO+NWMf7^hXAqR%p)WjL#1-Zv>{^c*nCuQb#@39~x0l@G
z^BE0$6ZDxe?b7GOOiM-J%Y8YUiNP2-wb7fX>Q^te?ea0M94pPZ6Btql-zHO@3>uJE
zI_SC`H7wchg0EiL_Db#%=0d6rj;&jqtEZJ_j|8kdeAE%`mby~3bP+_0*$vgoi91XX
z^wp6aSPY7#HgB*7mEYqkk&nU=GE;d*ndwfkW#W@4E#igVXa;@(#0q7r1ZcZeFj{y)
z(lwJ^ykYChY5s_kQOh40Y`4AH(_+vgv|?x&RTk79R#it>^DMl4tn^Z5!mLV_vq+#1
zxHyfhq)&)-mj@OI6cg{dmn&f_+`^2^r*;P5;gHQOh1c@6ueOP*&<gWZkdo?gLS>EP
z&}(>vG|pSphNO1jC-DM;UtUiXZ2tBX?O<^{lX+%io3-KfCVB>oQm=iUzk<b<JS=V=
zA?7TtqDSUK#nA{A8vN%9$Ovaj_W9joqG*p;SV`_F`?QhVU{s|`+YX=Wg5F#Q8wMGK
zrx9;qv7%94SplzBHkF(o%Y`DgH?40+#N9h4Q8$K;5e~s6$A15KhuR5M30MXU((Dq6
zx<qV?(6m{?jYW4X$?|!K*^I#l7I=!&9>O*ZTVaSPr8&m{-7>}{P4uU1^HCvD#?g$^
z&d8fD3iB(kPnWu?U!7NJOzN&Gmz{ulsD0m!H=u5Hc<fRa1v%+ebmi!gWPM6pO0mAY
z&V2fLbna73inSEv7wZx(z4ab=;RHE|*6LL+(b--~i5iF+xbHknj=3fKeiu*oxCX6=
zz2_7>9U%&XIrS+gk~7YaB@}DrLkA2mKkg6Y2tE?=Tuyc3U4@Ii9g#*3wlB*AFmFG+
zyA<68iEU5Hz$*qqBIb7C=(TVkobPmB&{3<%LDt7U=M4*dpd5Vh=YF8Vt%gn&5?ftK
zug8+Tixx}4S_90Pi#I_AUF(!E>=0S$Cr@7`>h&Uu`rT7fpBnLL>WMjVa9jca&&pYp
zoB*J#orLkV^cDv_{)|xjo(rJZ>k2>X65X*PtcmW`X%eD>Pb^9vKJ(oh+(@t`mc7<N
z=L%nT8;u40?25NR+_XsFf@<B^N)(sPBt8wE)|}N|Jhm$T42MpFxE$>+jxMB?%Ul)=
zDxfuj+T(O;d>VY-xB<2D>zsr0@%}q0nxXI{p0_23P^wHIKX=agYo=MPE&LRRG=!h^
zM?7@RURcWUaOF1tuN5iMq@9_dZkB`pFS(5Bf68TiIylp_ek<JW)u4+|Vl)({qX`wz
zIi3=Tmx-oY)i8CBgb5X~)m_@xY%F=^*cL>I3iTpxGPP^ocv&9V`x+}!#<LgwtMvT3
zWUCmeFnG9I-#EytimC^NnXD%|75G_fN}FS9d(DSdP;14j2CrJQXyU^lf?=wtvWA9!
zP`I|BXkE0{KIM#_%$i!FUU6HiFN!?ma=xIrC`e7r)=JWPCR;b#9y>O7@~SwGWQ*QB
zJlq8w4yn+qZ!8WdVbX`CWQy$VD7x~$;MYaSRb@=_ooNe^6ZbPJJo8aQc5v|~35!it
z^~=vlBAI8j2BqHZ83CBLYg__IwC=aAndgthg^#r%q}j#xD+!KEN2X_|A%1w3(PiwI
zNgkEk^|&h3%_HaG{@%MhXJNQ6N6m?XHgewB#Rd;S2shT~NW34;?rCAc9@VD_D%+@L
zk#g2^>gSxnK#jJR1sF)xUY`mD>s(${wLYJyA{Cs%3`rdRt#mDC2w{-e!VyP~qlQ&J
zzkg3WnNJ9*F-7q=4+MD)nf`2HFJkJM<;Lc$oD1){=23zW=D;3&>B|mU^PE;<f*PRU
zH!G~gvbU?}aWA=og?%d!&q^=}k1bH<0O^C83!1<?ejSdC>Y+&oU(SLys6ml$MI}1~
zQjFlv-%MH}t!}<5Mx>%@X$vE1nY+w{^RZEig%F%aIinACz)<Az(T7=F;<vEBW5RE!
zedL0x=L~<n&Ntq-;rP#B!VeTMlTE%e{w%BVUl7r$GcEH`ANufWE-YB0W+xxK)&;!P
z`_=J$V`t4P<~@A%;`~BqhJJNyQT34+ga4fv6Y%>9`{Q;>-%Embl1}&Nnl$x}#*aJa
zjy%4dXp$;_bK(1-ItmM?&sW!GIo*>>k7VX40tC{x!MmkgM1|?AV5Kmf$xmsD?>=Mv
zPfpJn{%ymVc`|R6rt!^@J2R><VsVj3B_(zEn3FC%6gw|@z~Ct|$H}@o-+S7}-r1|`
zydiIF*!x?<qSNLA?*XV?Z&APH2PI)!$ny6QCj)#-+dTBs*S%XLbyJxN$Zln~p?S=B
zRBTwkz)GfTZi-{rGB$Vp#UsgO+pUtWG@6dza8W<q4_lqwGnbxU5WZR`KMXK0(JF$n
z2DzVWmYq~aKDSuNPK=n?>Jf#4wPi}VRH_%XZPg^Ql#07mg{@UPbLU3<njdHw@YuJ^
zd=%u%#XW4M$@!L%j3nD~FHA3JZn3X83qzh+Ksi7rsTQ{D?9;{fU5S~F%DTuEZ^|ak
z%;qUVSth5@-!oRTiv!w)6}vPtG-z*6i7SOk+q^#($_!PH(kk&uNjnzvlwiaT*|9(F
zM>Wzc^6e1j(`;m?T$JH|hfU$eMn2Z`NsEBQloYhz9{xE5+;LLlM9xt&2@@c1OX-Ul
z5?3*YB0%65ce&G5$|KCJP18%&ohTjiGC@C_PnMS<k~8S;RK~PNbe-~17mOK9@RlN<
ztckWLKT~lpQ2N)v;<O#%9%7KV+gL;yGFw*8*sz}zmF1;j#d~FFzhz*Z*<z_YytXg;
zZrnN!q+;8ZB>tP3v|r3i!_-~`vLv>SL|G*oyq4m+!*eE(!LepayS-KN6jk^@ab6_l
zse7;tHqvE@JJ)dNth%N&aY!nK37&FJy<|n5Vy^DyTy(2Cobwv4W3AtY1)u>>g6zv0
z1y$qT0zARAvZ9>C!xRWb^T4Ibz_-`eT+FkvxaTapcMB?L#R`5nbG=(n2z?MBRQUqn
z@n%U)Ozxdg<ejgZ?B`=EEk5eB%qKMSnaOIaS92A9JwQUyj_p0V4S8hN%_5Y?6w*jl
z1Z>ZIV4*@+kjPZY#3VbQ3NIxm+)^qz$R_B;6#lg>S=WC$`k^~K%bWf-i~a|_si-c=
z*a{;7^y79(UNK+bPlT8d!1)QS4*|=a0ixC*T)AsG2Ip5MkE*a#P>U=a+_>`uQ}nD+
zP)AksCxDLel*L;swd!c>>iDl%G&5s~^7ciQi?D4Ln#sM#-e##uG*Ggr^f&eQ^(%X}
z5bB`q+q>EYl!KhOyC88Y3N*I~DB|n7hhpn4qx<KN_kia@LvQLVuIiSz!1cH`R<75F
zECv-qXx?5L<KaJH4)_^3rjIeEryUCz!M&A7N}SM3uu3pV_}<-RDUQ}Abd@bL7^t7G
zFpMyYfK{BlDLmn5nvo%Yo;~?pThm!U3C9A|0=xCXn@LT8ZZ?NpuM^fsG1a{Efqt1e
z@1@+zor?GAmDNgO<q#(-j7rjw&=l)hWg)IWt2isinN@vJ{ze|PA(2N_i|d(}hYW<_
z#S})zNra4e?rDw&DMe%v>{uj8vmwuVp~J<m@2s(WZ8C*Ir1_!>3JPycfq<+s=xkh^
z`o42)0{mbf>T=EET6R~4^Ek)!P~tjTV1Lhz3#lgvR$1_5Ed{Y0>T@f%Fbl}St}T$E
zdwU&a=XCHq&)|&-eXM=hQ79DFe(wh?_VF0_JKK^A?J6Om%D1Q$lCj3FD;a7L^w5f4
z9d3V0vaboz$pS-L6`^52aw4hE70-;lWq9a|<||k7)|1lGeiOT6`ZIwBR}5n8PPNzC
znA@dO#8h?$djtuLcr{dT%R`^b=*>NzJ(<Uc4V384Gy|`jct&XNwtNP*&_fQWBe8gc
z|DlV2fz@fNV|AF*r+r`%9jf%i-Q#U<O24R+fW@A=`nE_dGSz}U(ZKE8{?^w2F%7&p
zT$Qn8WQQqz?uCvUgbM1Zid)jo2icy2(BDMVe8;3`-)X&b;1?s>PE(BG=wfQiwF59a
z7r?FSOeV~T{)~Km25{6-yY~UhA*9=|l2z~T8KD1M?&ntuL?2T>Lw`^G{K|0uao*?K
zKh66*CeTgS-u!NSrtE!_de#O1IoUAnS1c;cp5G3Ybt=*Ce;5mGH!8SRd}gX{qW*|N
zu6OVJnFS4*_0Y^9wWoJZxj*^zmA?CiBJTSQVjMBIqqx2ceZ|t#8u%@={HVy+S|<O-
zXX)yj#=YBOIn4Qc4Stn2#3%BVm|D!*Zq{}k;pLP4@Dp!7eVISrR90<rj>=V%9=-3q
z)A>c_WU_xk?gNXuSTxI>&YsVOzmfo!5UgdyEsJ5^cdI4b?*yfBG~hof0oyY{MnxyP
zROY^YM2G(j_QJb8hW~^1a^nx$%Tx|ngs=7TlQ5-q|FZTjGEiNA)zl66<=8#z@<PYA
zk7=Lt=HHmYDWI>8+oS9FyMNb<xKw%P_uE!nsupOVs*^76o-dTJRQ;k2Y<r8p^Z|~3
zWuL>vKb{ct;BO+pdGB%y)rVPwZEr(3WYfL{vtAsty8njdz#V4skFP^~FIpdnvMA;(
zjGtx_kybPvUi>OmcV>Nw8L4d=_K5$1Ue85@Dw;(q->7&uoarZ^w-xxxk*dtlg)Y>#
zNS49h`)j&7YKRHIRL6CrcjHGwm_mP(slmDK!7yYumDSNr)v0PYmC$}Z1uSHd=w1Y3
z3skf{40e{T;t~L+&4|6M?btExHW$@^nlEjNJ_if?%($3+SIZIIhm-=pKuLJK!#UvR
z3AqJJDqd(x@)??>m`!0t9YmLum(8(wiz`}WdltRnZ!9SFoAe8G^y8R&s9l`V*-Z`C
zN&!FAZpTc!^Gc<)tJJi7jy6@E97TXcRX?~M>#cqyrVkzStI;{#TxJ}9XxRw`d$L2K
zXr5=tZ{jLv6&73SR1hTiPhKqoW~|vsZY4j#H{4vG)Qz2e?NtdDmZS7&tOrx0?vFOy
z^l5x>O5}mvCb{_Ps5YXy&sfJDVOiXB)j<BNX=CIzFgP$jrOG0pH3>dcon~(9&S{=~
zbyOH7v6fQuBoRL{kP8+#TqbO$Y(S-(B2jg4bMTcpdS<tUG^e=B{Me9!|8H^GUA_-(
zJXX4_Pa*63mOKU#1*{g4)0KF(%YnL93d-^pl2ADryb$K@iuwa^2D<)2yEulk<y^JJ
zYN^|~YlJ{4__hA0p;Rh|M?`d-4sXIw&07gU<@Ytl8!uCu2P@n-TkQ$-<5x>J3L=Uh
znRaUnrJj3?#<fBNnVa6tSq~R&&5RdQ;W=H1om{6IfY(3{+ez;xS-wdPs{l>S6|5A;
z3AZ#ekefGhuzd8pGRw2(M2M+rnZkL{rP@G<;n5VR6>kEYl4SL3W;<IME~!W(mlcUe
zH2zp@%i0Zr_UKc*9VpfDtLmYLOWlNEg>!i2viRPEW8@4a2Mi`<FOMTC;u32B5Od#1
zwC1)d)%PKCzz%W=wc)$&`>awmR?|7;!BU=Icfp)*2VXgiiqENe)vL`*p<Yto(a;iE
zOuz#DGo~7Lrb9M5M8WlK3P`8(gC4#-a+-BT{__j#%3TM}st4!Y=EcMdmbT_pK)Qrl
zi9Ai!rf%eu92k$M6;5z{9iX||?O4KD9B79`U%wtT5IL<HB!aiZY+hBcFgEGp&ngA4
zT{IHssFhuw(lFx2jVvMrMFMjypA9+s-X6~D=Z<S=uS+2}Jn9pFG7mQb0C{TAHL^4i
zn7{!#`a1V=KCH5_tD>5-DZRj1yaGDY;Z#37-219k+k(DHs`2Lnkh)-2o|ZgZlycf=
zrddgf`xrKZueJaCv4rSi@13o#I#Y%0n<ML*R|bnWR8(h*G&Q2*qK9ze{TNj+h*hsd
z4>UCQ)VI`(j&aKmHn~2Z$RA}pHbL?*S(ym;uH$MB9Cpq6^&sEpp5n{<zZjqYQaJsW
z!s$nQ;PwA%89^%N-=srPH=eMRf1^tC&nTSkKedjv+t;v7TyZO>%UXgh0epJ0>%x$i
zOy&XBwo<|3u{#I*^0s?#ZZ^-(IrV}i(dWlU@V@#!X&E>Wq$T+I*5f@vzLf=wTNRT*
zGNbh8W0@7Rvs!!2M)UlC9I3R_zIm@7#(Ma3aVGn8&HA?xw)OY#nZe1eW`%f)FJTv`
zv1Zc5?siWTMtTX+Famc#jh7_P@g_KlYk)6xzi9iOdq(MEF(ej^uDhJcj=IYwb|Q@R
zG-W!+U(NDj!_CICmr86OZ{#!kU1Sl+m=Xl*4a?ui9YO9Tc^;E2u9z=edp);{+PqL-
zF!<cypsI@4n`p(GHtwYf1nxeRji9%>@kzNdCxc7E?cJjD3t*f=B^gm*Q?E*DQ9t+0
zzV0r8QR2p@Y^qd^&ldE!jv2r=Lls5MX!~#Fw+j>R>CP}0S@pNky@({T$kSNE-~41A
zU|3l%vgla`mYFS`A&L{q;_Bps`Y1mQUYct2<O~+h={nZvMCg8{#gKBlEEyl%et*LC
z%BU7Hhe5t)wsB3u_^L$L(iWGWy!hzD5)(m;BGIXuV?lQ?l)KCrrlx#^6$jSuC)E$4
zPKhPIJ^RS;y%S%Z-|DMw6Ju~$Msx<Z<GBT!@W^I`7g4|NV2e=L@MTCNZ@22jttn?E
zykV2(8x-w`VFvtGQZHv)-TO+X9ZO*?pPokD=Gx2AQOOD_n5^`DKYVP5-@N`S!E^ql
z4f!|j207*vcO&RCcY{T)%<9U&v>{s`cpF_1=nS=7EL&y78uebLW*U5Tj5@8n`t4I<
z`AVksUy`l=l5Ay>{!<*ziCXJhWB(9`^DndfyOOQ{1I$u<RFgQGGQU8z%vdRwTqCS`
z`y$TZ?7W-zh*$zPeTDl2OBs)?0E(HKKd85RfEII|!(;GdX?*W+*ka+{-HmImwrd-&
zcf`V;I5Yp{6Pzb6gN>Ts9!a;bw@qOiH|6v_+j3bVgNt~5jN)TKZByck28i*Ver78+
zWY59%h(#ts=8oNoyx1xF{vYfQUD?m`!a;0^<-i0B3pPR_bLh~OKL+i65A%{I(*OAN
zU!sct5>@=~AgcI3V#oF)T~;jV)YReCMyDJu#Ou=^SRP~R+Z=1BwoWp7FH0?S?FnH&
zu!tdn<DxF7O_&&u;MV2Sfod$rX=0VkjK$4k<ImNoNi&#T!B_LKzk_1K6g)n#c;fk8
zL_5ISnjaTSYd<cQrf-iBd=(vTSWK7AyA)1*pDvLMDKi`x!$wZKKs~Eyay(pp96<{|
z_0W`u6fewV=m_1&3nHOo{bbX;<axkMVJy{`xiex%8G6go?yKp0fnC<q{b4lCLf>rW
zo>4{-fp_j^NF;R%+lQUpIuje=f*s9soG&4)$*sw>m~Z>W9VXEsS_F{yQs0z5f@|dX
zgN*i7c64xTlF9`vQ;zYyxkvDh;%~V#6!>025YT<VJ&86HD_ov^k*@7k0Cm%61QCy9
z#f0mlE=wPTLiCp>T-<r|hGvqYq?EfHd`k#GAGyBm*y*TR+yf=H*MjEK#zv(lJ<x9C
zhIWe`w;o*4y~zW?FQ&AW%+a{#FVKvSl4etdttet?dA4D3egQ>JPl8FK3L-w0@|HH`
zkBrH=(RH@ZWnL$BuP2lX<EC6~2)1@Dm#9D-sjlv5%)mT1pQ1smj=94UW{993_?%7t
zlcI>!3=u{PyM$ILb44!ewC?tpsPY1bTCY6L@)q@xV=>Rq@QwVG%(q&z;<n)&vb53;
zuciQ`;Lkl_O|@PHQppK)ZLR07L}<NN<*{?jocj9pXV{oH=XA|x$b&IL_ya9}BU9Q1
z+yrUZ#YQ)1^Lg54CY772X{8r#BYk2SYUrTVCmi?A-rfN0i05np5+r<v1_dD=SeLEk
z@rP6Mw@{}7hTVq&I!H`W9FmK$a-9;)%N#wh>6%7o^R`QbK!t>Z@gR6M{O77(SdWZm
zl-*r#inp!g-UU||lpBzJU20+=-=}{}KWkLJ*bhf&Qx!wR7!11kyk0*)mzit~n7I7*
zHKc7i>>!)s<gc+Ec=@HPx|PcG40s{ZnHi}D;JD=y5;<+ff6a0v{ik-ONQ=u(;`vPg
zmKvdC-E@O$usK<-<Q&NJ%acu>0jt6ISTTjP?7U#HA<ZO5`9OdhJu#J-4kGx10ltq&
zw@pht8pB1fiy{W9xq41Jsy%h{t`$8!rXvFN(95okQ`X$;qEQ#qCtyLySt8F~NlCdA
zfSXUjCC^*7TRcgj4+E8ne(CUlsc9GUYe`Iqq=INlRZNmF&#iv=mG0o52u`Z`I_@OU
z7#~U7J3rpbeBDA&Nzq;g9h2O}<}!M`LY(mnrdP&1`&ciPsw#eCPFcH7p0Vt}-hhW~
zu?_m?*Xa<d@ER6jvcdwsVZH|&My2xeu+N4BN6ns;Jq<m-^SBMjFdetTP?H;$Mc`-q
zOZvCP(sUo6Gw{3zMd4zjXrTG<G53IRkWU<5aMEs2X0#^+cPCu+c9mPE2@My1D81lG
z4>98$r--SA&HQ=n!kCR9;AT+ia7+CDrb5D4P0!Bt%DK?|;yO~A-3OLOBv4CL^deRe
z;Hjx!q$F5m?6)OlKJ72InzbyRT}kJ5JMNrcNa!Zk?fRzW<)N%DWF=Tl=`(LQGTXV}
zR-)9LOQ@g~ZJ}bCY94i-XczCrFm!IN<&KQo?0?NyohjvQsldbASGjA1C)6V8m(QA*
ziz{<$m9g6ps^5xoEWDveT8t}q1~DL2!u=L*-^~r2N9mGN4Z3w7`zYiJGO&I{UQ1``
zPKcq=;TzB!atLxnlUso;v_Ck;zb6E>%PlDV0ylimyQMRwMS7J?==QeDd(y9>HMmEp
zFx!YyEn9J_(R=mWTAP33xA#b|H|Y&ndk!TjPykmWOxU$&U|PnG$@o3T^mVur9v}ks
zON6G|+uP3Ug}7-q7#41t<j-Pw&S!#_lQ5wa^gEhXM|s2v63YSXAI=f;fK&bJ4dd!h
z83g@lb5<~QbLJ-6NXL|2BUC~E@$j49PlA3E|9>s5#V_~%adlGIJNyM7Yoor4>!EWj
zQZrwF0*f7_K0nBZaj?F_=3S(#fnWB{U60ipbv8U~Cxgzg9JuqTu-Mqb(*C!>c}8!m
zCZRKaurJ78l-XzT=ue2>Ph~&9{n<XR`q{8;ChphC6J_>UJ=*T?5q>}J^lJW>-04jz
zN@CK~lRvPio}SY^#~kIt)LB?2UVXl4-oeqv4PxR(TYaKXL8mL@%??~=s{s3zR?bOR
z**jl7CFbE*s?qzctX5uUvX7TpO62Z6d@z$0^j<4>cKXtlGv|h`d^+p9FPpsK_hH%H
zZMn-}@X804w^3^kMZ6zY;W_>B)?&X%ecbwW4}5)v<<6(met%O&RizCS<!}C^j=Yu<
zhh~Uuh@p31#m_yO?OXSo+iCd;^}|i2b27~@K9~RA|NKXhkCMN$YO&5p`Lu%Z&#YQB
zy|HT^`~4enfLJE$zFJE5-L%~@M{SA-6eJhMJ`QT;M-f;KX8rnm>5o75uc3Bqq+LDQ
z9?bl)!u$f@AU%KiHsNw)sK6zxIQT{A_a4$ed9r+WMdtT2zxNkn?q6To3viQdVAL?B
zIF(D@W(WmWbR8$Jeqf3G=mnKUbmrntn}lKaB_B)<DET)|&8HpU+>YT7EF<C%GFn$5
zdkK#5H~Z`spZv|)QMKl#MYt3_tR2P-;eZAQy0x<LrU1bZVat)beue14id5A#`%ofY
zBZp)CML!-i@OD~tV$n)dyO=0^)tBP!>?Rpj(o-1)wUkQ^u}x_2fRZ#dt!kvWp3O@1
zWlL0#7!u<H^PV}n)b`Yw%6yNp)6iDoS@MB$Q|M5rhWOZ2v{-R9uN&0aSAwYofmKky
z=NsVSUz3vudlB$vKoc=mcXWNGuEtq8fUjl<1}Kf0hC<&;u_;>FcU{vqxOVO2$@8qw
znd+a46SkgxK(-^1+4lx7bqkZ+kiFdbIty5C;*g7zRK>FHvo5yBF-^);{0x=mcd=GO
z#W_=CaJ@_4Vj<T7Nq{^zI{)%%k@K}~QZaNQiUyU*0vWG5cZ8d}NO#rGt4ufQj1)k9
zV>FvZrQK-&Kp?Bv1hCxo8rZ7R3E@szO4ADhh%@uAoK@MFkXy`q_H@h)#J>8aYjxt1
z0=%wW!QDqs8PunilVipKHI;LLvWa)FLX9)r{IGQ~OxhK8V3vp%55dR2T<;if0>4NH
zdlgD>*2>xxl?~3r4K(#f2L@tNtf<fhs1=~7A;31{+>a@-A>Kf9rYu;T=1g>UxEnJ#
z-rQ)lP<mt*RY91&c?mw7Uxc%N-b0*;(}0mRg2p)lkw|x}pC{yp?TBiqtCUJymOnGo
zs?t1g*g3t^VA~0bdmfTLk(HK#U;>2iQ-|Ewf!q5nMty&Sil>X&8f^8pHYtjlGKFgF
z)`sO-ufeS<B?B?;WFju#^b$eZRGUAjo7Eee)tl&mF-#JZ8eu4y$5#4ChHvma8p>38
zTn_Uvtw(@Btb3KwVN?x?=ofIXHc(~PwUoq+ulxDlV!lHP`4D$zh%yp8>kynmSwpbX
z4L7|@#%g(S4}J8#tS%qlkDm3&Cffq#X04`i$w6=vXUnWH{$#>RpG3ve1h1ZP1&gR5
zY$je~;ac9<lt!m#RFm$Gvx;!<HX{Hps{?YaX`o!kv&TGGo{BT7Yk>(H_6SHdA&Ona
z-AVMIcOVzYsPBcQ_RN7g+=3(`gl<+7BC)GfT+xZFwkY;<sR1HP`x%rL{!k-RP@ocN
zJejE-P}nmR<G5p5JqB>)&PdW7pi}h>&dMi<WN3R$EN&&K>a--dxGw#4Lryr`jmQnP
zQ626z5~?grAH`cIu-!wPIW`(K;x-gVp3g&2+w~hg6YS81(dUC%VSwtIKqehgALZEm
z!jkGwsJ?|Pqwl{4a#r=F>liO23CD4n5V^nvdmE3Sl*tr*QCgB34dOyDWOBK9WBehI
z=G)t{PHNAKSNn#fe4ODa(4jbjxVSj&aboKYbTPzc8uUG7^i5QbU5QhsN(|i6cQ>Tc
z?1E`K?6surk2+_qBrU0JMXDZhbWw7Ewp))UI;)L~BuT&5{&Xq`AfwWlg^p@v#pUp?
zgd#nEs1_Tfm>)}BGUDsei*bj>Kyc@ebi6E52mnkUn+&-@G+{vfkxQBSL%*eo*XBZc
z=2iHBCcV8)974C!2Q(~5u-`C)9iEzmb@Hymu-089C5VcUguB=#aMNxzRJ=5UcOe3n
zY)h7PXp36&4mG9}$IvI1a-%1GW6o0&G~%_ed&g$uWE(GsIAA6358Kq=D2b&g9A%hp
zcfNm$#oFje`gEJ4<Dk~YpKjT{x-`z8=T^o^()IQ*U;a);|6w7?IYxYef3ZuC=49?p
zhjl>R$ksqpa84fq!<3m36m{N;?Ce>S%(Zr!uCV%khEZLBLPvR>mu^<bd<#INtaCQ4
ztGsbTt`bz}_IFvo-@ef6)g!yi@eZodk{tW8z#7J5j-OG^aPC0T`OD%=Ta8qGtl5Sa
zEU1YV0D)Q*n10-8h^a%MQv^IHl~!g(3m&u{!^pj@2Bc38lWQZhl#*goUC9rwST3cc
z(l$Gce1oCMo#EU=w+I$!iUqd1-!}dxf32$(`6SE|EoVrqnvar_f>EEd2QT`hMNh^{
ztTeoBdjpp=)h~!{_wWnVvwhmLHk4#t4QiEqUUp5Nrqxg?2oP+24)v_7jNgyTFxgbS
z3mUP>$COZE%EJ^yECx%0Y9+QRD<of!Mn810ViSJVj1}b<AJT&T)-#|t>K4j!jC`58
zLe<fq>F(lXlTxrgA3T?{0aicybV*h39qsiVe?5)o*F*6&>(aBhu&p3wq^3%j$zBkX
zJNckwJ7RfX{+Dv6Rw?y4bf&^l`(9oRi_h){77{*VH3VNxS>P@*f*Ze^a=8E}$9YeK
zWEk2H7R@U6();!%x@gLZT<>IdeYQ&9`@|2Fd+f><?>6O9)S5EG=CeH*5_|dicbNZI
zlThcK+>l_7jrt2=UJmQ0OK-j2c7X51sH5i?EFtN)b2$a#ymmO5{b~`SzN&ot!Ix|K
zdJ2eGqnaK}X5Ieds(D{si;wqkYufzE&8=C1FINqXk^jKbtNePzY*$-*-&_0bkQ=v^
zTE2X30h^Bcwa&^-&M;8-umAg>pYNYnooiMAG~mpuq|Fy$3Si>rfcv2_HB=8?C9bD6
zzt-ww9gNPcb#LYrzTadnf1I*jKO9K2?lS$rvb_F*#dz$yn2OL@OqeSC150E7?$xoN
zv{h>Td(|+C!kv=>UzhY}USXYih11sSC*SPX{!)<d%jwqwSU!Ey@8v#ylCQw{!pEuv
z?-&nMR9~$z8I{_`I87I!=Dr_tKA?s3PZ_kR4OkIW|N2SPbcq4kYniD@e_0vmt!IB)
z+g1PIVK@Gx=I};MzuqY3bc^EdmnyvWrQ(zo|F1QNo^P5%<T_tD$fW0*0UsmWjNQ!^
z>b8*bQFwYIM`-<v+3@@d>i)M@RLr!ZPmkVl=Zm%d@|6*KuyCt=G`G(MpL~6_zc5y7
zH=!#d>th-4lf9s;2bEv8Rz9iRep;z$C=F>jTeia~`Cfgu;*<6HdP>Tchf94w?QijC
zM)$_3HI4TF*D6o#pK4$Gi<b1yHIy4)I;PV}(!CRnE7pszuZ*loWw=H3qw~-x*RIUl
z$k%E116`u1o9DlN_9pMF3<CbV&h-A{w)cmXv&j9Kksn#NXG(;d7#IjM!q3UM$F`-e
zw=oq8CNJ9yf77=e*T-KLPi2$(>zb_pi|*5(<sVtp?+>c;OIKk0RaYDr_YW%S!9Oth
zf1-c=yZt+A!@4xkFEju{8bX**+QEmfY*1bS&7*4K+T2Ns%MylP4`B!0Dm$!nMDqWv
z(vJL}t<G=zY%H+LXECT6(nsToz~^vhv;e#8<RnK7`h)`P+iEpuj;5P6$TZtekUot_
z8Kxfx(r-qjN~U%G<&gLfd&&PMbvnDNKGLseUuQfzPlyH2AklU!MBPK;&<+cvG<M1&
z`|C08*hulTtJmY@e>c?qVQ$}X{<-=7GhOaiJ^Pth>>{$nv3oc@fYMQ<doaOf$@zf(
z5(7CKxUeO*ocdVAQn2+F?z4|l_|fzEwhbR=IvJS1a#H@Y-Qj=QjpF<DKiOu!?XV5R
zKRS9`hthieJ5*7Q628p5ydU!JKGS+9xrcc{X#k9G3IF=AjO0yJ)c^BdcONw4pBO5?
zs<%&m?cW`dBQlvJx=vgVbvvlu*rdt8l3QD7ymFgZ^j7*r{ci?Wes@?u-^bSu>l^E-
z_Vq62$nvKh=Klwe^qbc9f4C|?`|O;D+U2b+%i9rd9Qk0Gyp$w)hhl?T4iKoiN?%p+
z=5a+<pSCT`V_T`IPevI0d6w~w-?I-o^na^1KYdR1=ShwS3-78I!xo9JqQdl^I%f*&
zzcrj8hCkL;ZJX9uw<ts9e(g_wp1=ILNBeEF{`d2j|At*L@>==mJ&`EtMQ5H{#i>D$
zZ4>3of)3$0_#a!0zbG6!+?t|4KdJW7@^b&4lM3?tk54K8uIYW#DE_@O%=qQ=MCh1<
zQ|9U0brk*DQ39MP52WAb>!!LNR9y^{3LwGMa9gZlUuJxBZ>$`WP1aT_{r+m6m;YC0
z`{w`sMDiQ6<yHJAdSLtPcF2iftBlTaNeHClxDs-9IWG2-$5#5@u_xXHby{og62tr7
z&i&ba|6-^F=2L26<O3gA_CB8H=6DXuC(dJb+2>{YScn$`7_dB^($aAI&F?GckT!td
zor4F9RnjFgVql}|?B;bl?uZ@?)%!WSXKif4)>s3H)PVH{3fR~)7tI5dV>W}r=9P^(
z8EAT(%MP1l*v@l`b#?Ctmg`^tqSJH7A56Thgf*PXl;|dN#|EPdA~Z%5vJWbI00RIH
z{tr%-=et#S4%64x<aSz5UN(qUoo-_g(3HukYp;$F$8^rWVL9{Y)0f<*|1)#PV&C06
zEI+fb1ixW@a%|rZfBW_KyZHFykU;xuKz5!RfPM<&9{nnnXt9LbeV^zRof`q=ina$`
zVv@T9+I5Lm_Y$2}a$@6dt9Yi1@lTuI>g%By=$T-I8_KHled8vonz!Er7I$78ChEDr
zesk9ae!F+w#8!1CLC~Qon_@KKK{Ticr*aTXk5AXX%GT6~>Ft#Ql?i%6-2;{vjQGKK
zZBc?zLz6r<!!xn9-J;q+ZzA`7Lq0*F?yN9IJ^x$3eK+Yw*2BKgQf#sLFhLug|0K%$
zokdNGS1V~N@W)dFo#lP~*-tDh7{%t-Uu*01O0a_SITf&#_pm+<ie=7gwb3QuUT5=6
zR~btu+Z%b=ttl=cS!G$CwPq&I2D|opwud|Fv#z*q3<uP~fwv=z2o^NVkNA=s&ga;c
z2f?@1PK^)XmJ?&K3qb~_QMG3hIj~Q23?t&w6@AM94$&K7rO&9`y8UQ|X>j;+2c2RL
z)m4M;dIZONRqvbLS!ag(x_hY2eN=FxiuqbFT%7eqzu+`)`V{)0x`9z;d-hqYb3UcR
z78^?~ZXsedQ61bQO$}@Dvg;ebiet4F?cvx>jW!;7@lFazwy#zOQxipP;@~)%lUFlb
zv73XWBhYTD!Yckbv(f^BqUI$g911>6gnGXTEi{kPtDKm+B%7(*vg+f%nGzE9{4(jg
z1@9u-N{g93J=bY7*q|X;D%RD6GMs0gS*$mqV`kWS<Y5C|p$wDLc|_N*vACd@GqQLi
z!oM?*tddvxE2RyIoh*PX8kPtoTo3=iqN$zlcMuIXS;N$r{x-+}8d~6{&3GDBquvMJ
zwOeeU!$V(jy41F=)Rke=&!=}2xT$`yL{Y)(KW*@%GlhGdn5hN^?;sgpHOh~NR+>Px
zUlJC`iN*Bn$W($UYAH|v9wGMlF{xpkD}oh#&SDmG{InBd6)tyhgPaX5zjhT++S<Wa
zecyWGr|LAx<h9_75u{kdoI0eL{cT13LM2FbF^prsCETd8TH?5;UUuA8pUBSqxwAqk
zY|%(h=aQO&M!W637)$e82^9<1ybHW#$`aaBY&MDl37&OwQw5{&#AswJ@f2+ygH8~-
zN55W@BfqQ()2?k_PtOg#lHvw-<Pz7U#b0;g36?TXBvp5~d|;`*8?)Itoid(tnUyVy
zuU6eX!@XbR39i~qin6Rwh(SiPYr3#SV?Fi9Rk+klrV)I~)H1@_GP&^KjX^-E!Vq;P
zlHr&m$U_Xh>E1(@DlM-Su(UirKQGoBQ{a;T&+-!qK=Zg|Ib$vD3!J1W-A~2k;SvDS
z+?4ZpN0-A}6Ru~$9dGG@eV0ZV2w->j2$|dO<>H!7+OiQR>&bc_Mkc;jMZTc0s?-LH
zN%&vwy=PRD`PVM&j5=faqk|9_L39SB1p%cBh&8kT!4Q%_2%ypfp@$Mc$A%IF1|%S%
zr~yI>2~q-t5LA>dJw*b+LJv)lq9A%Q&-0wK*1X@|wa&-$DY?JhxpUq7xA(sGzAk}F
z>gf2pHkIZx>VaMMwZ&QNSrV7+%o$=VvK`^jLEe%3Ykj|ba?<|o56gOQDMMKE*mnM7
zc9FouCmfA|ooZ=%cE9Pg;lX22`g5roGj#S3u1rPATQ+II^tVfFZ}_spbG(CIk8qP3
zP=jV^QY{*xSj+jWrN{5D?Hn>ZyL*yX$`-TvC;1+K_Qz6%bzgBL6L9>OicmX^EaVX)
zT;b>ms!}VdnKTz%%7H$=UQAc&R^_55x@3e&Qho3Uz-wyS>RMUZHQt<%mkyG#S$pn1
zwh?a|%xrm)gH@)Xu0|He9>a3N>FD)9O^?f8V_Pe^LS+jRFM?kT%cceCrtKQf*&4;a
zSf2kJj1q3KRk8FrIcqigv?B2&?D(GS<5n{M^0~#<ShD}hn2iR`FJc2R?3>Q?RSl7Z
zpdNuh8M2PqyulRf@_+vN7oq`eg7vIfSD7P+f4#m4iu8R#aawF6G}u`kiKj=n+_<G=
zxuTPvbE>{~#@ZLpgk)pXW@sA?i}>cud)q>K;``96bqkvmMJ8_jrGq-fHQm>yJr%A(
z`{r`JuP!g{p&N@Js_R&Y8@;yI_XEK0086hmqQUKbv%0W-m(F)-R{#_`D{+Jrso?-o
zww<0Y-?pu2H!;5hcjwjqzLu10tCg0UqM8YjOjbD6l(bCW3yVOA2uu!2zh*QH$<uar
z+zDT?UsqSxe%YF2Gjz#_54~VXQL-1yywi=MzrWS3yG>n7EP$07n9J#5so#4uNPg+S
zfwS9iqshJ#>QO5bdm%5_XPX5X6&#Er1(&ZeT1L$2Jk+VR0f1N_$ha?kgVS-%#*MZk
zzW%+m+<Yv<cvfCEnM*J6X@%A6r2N?7*C>5SU&ti02bx8&^ZX3Ym~`6;eaK#J#=f!N
zmko_^XS3OT%-OZHqI2Yvu1sV3W80*vXrfy?;3MyfZCy?6zH~#=-5IUnt1eKqNU?Tq
z4wc{bxq%YD;`G(NC&?<2JyOc+jIBacIC=Qj+wBX)ou+H=a{6Fdh<1ezb;9JFaz34n
zj~=j}89=|GDB}_+u$xE42xi@kL=P6l%Hrugsv3N`F=S7BDQ~5~#Q%M;&u??^F*?{*
zlK*R>o1OYA_<^VgS*JR0?1n-w=Q6V7<B2}ewgr_{LFR(dk|bjZ&}vpaZg+?|R5fS8
z`?}2~)oc8EmAOJyi@`8>(`W&KLu%616<E8{%QfA;A9efr&)S7&Qu{E0YtZ7lqvo!K
zQc|`1ArJ}I^?@S=*?i3JH5U2^HyXh@n)u1SR60HNPS?{**d=Gr+T6DJIxD|;f@&II
z1&F74SHymnjKd8RU8hDIWor7=U;jrs`F}$=1?%bEA7o_=q@-fz=;(^l(rX|5qN3sR
z7=I(DE^Vl-jOW04HA>K_GJE!{>Q+@=*vcut-g6!u%_~1GkTb(kw~7p$8$3?PcN8qU
zIw+y<H)SO|60O&4&Q@?81bCTMdT>v<=j>A~>LY2^=}|fynX)1?iul|Hu<Ykly{WLG
zFk=KGKqfsaeU|E<5$~0uL!ZEuH)nj^Q6uI!JuMfa2$Hhe1+T?vgGp<v=sVtqaWK_!
zxM{(O#%68+LXQ~QObhzGx?}B|Vhaa;1F4yOu`~8%W%6(Nm8*Ha`L0E2FZIe@n!SZz
zxTnOwj#o3uAt8%H<Z7Rfl(G_9NisU7r`(qJz|GDsFYruG{=(*XbZuzMcvLOY<q~}V
zM>mr4)s8fE_2m^^`BG3gu5?C7R!2R%pW1myE0^_bh_6x!5xBD)je{{z`8kCR??-NK
zEz5J~O>?`ynPDG6F{*1$nW1JKbfABfe;@oB@GBf1fy_;8d&^!m<OP4lqQd$#@_2{J
z3Rb}Uxn2OW`=!-y4K!>mfBg{_n_lhOy7P)H`2NC_y1KeS!lz4XsX6=@YMU7lAMbGo
z^vb=BoV4fuUvT_RZw%fmw(+3PkZW0&ZTKJprghlJSBH@LilF`hcH|k=Gl+V5z44CN
zFa}`#y}$izcX`Pus@4Ujm!+02nCs#sPw4X^X-u&r#BGe_^1WB-LsmJ9_+tmYtsGPN
zvh{ohHWA%Nq0TbRbPA9(gYX$y6pO2eo$-r`jcyM=`l@|&i%}_VeicoB-s5s&mCf6U
z_}$e6B(d?{+ei3(Ch_=?xymM~rv%d$uoj)3IH;_>4~%nhO^1}ZwabPCL%0u#3Qq67
z#UYbk|1AAU`H%mN(Es}UMXhH?MO|4fouRoXr(LE`i{<0&AEn1v@AB4Rfu<V9Gxnsm
zI@>)hxZ!TKG4#u0zqfq}s}7l3ai_jH2S$%#n-)}2Qhcq0o+`Y*jrFm@&U&~#@E7up
zpEsiLe*?E4VS#lEHwx^eTfSIJ!Y=fw({`5HXCl!Cr$51Mq?(E6g^2XSzRA7Q2Iyu=
zaS>y?bV(Wln{;I@W~a)|?-HEzv2`4i;a)faF$h5moW2EWH+$yw=wEFf4KgtI3<bc=
zHW;(TtG&`nOjJ}9+5o0Q*zH`yd@?t}66l2D3HwkgV5tXi*j^lCS8a-^NQjLtKHRbl
zOO&X_^E@hq78UiDq`lgly1icetC~gHn#(G5{*N8o?57+0*Hb6+nYHN*<bbQIS8hy3
zHjM~fHMC`IB?Rg;oxb^H;a9}v8K$o3;zyAqr?G<^&dRl!cz3UYwZN$Nas=fy;<xlu
z_7)7n1{@EdncljEY`9Soz4+osX34GU{9x((6tXr@uY`Diie(Yub9gzbvV`qf&SVwk
ztk%vWJM~0zA<!L_W_Fc}8(cxV1Ex!dy0)7Q@UDvR>#=EJohBP9dhfq$qnaoX-*)Wx
zI9#qp$zXjz)y@rF%vPr;?7chL3QJXaJAqTF55eCKsv7FtP3w@N?5xcZ@K><BR8`_K
z{b=!Qim<xUepI~<ff(o)RS49U4n05Ok+SlhaTm06b?N%d5td$U`?=P7sdl18rl-*e
zbau=$iJfM?u4l`)Escl7&-L1y1~iI4|A`w^BfaRxYi+*%S_9>bgQ5%~1&z+JKCFet
z#SW?TbZHsw=Byh0M4^{LRnE9DjsL{)#lO(F<K*}A2rH=A%PV*5mxqI~ZIU&>MJ)|9
z<BvZ5MM3+~p!<bAVAT4L9sL_i6uEPQ<JQvyT4(Yl?aQV`y~}2wYvqFJz=3K+T-PgA
z;%WAg4dD1#2(07oVsZW0&(DUh4@ws|W@|H8b(-bSAu|1xF~?FpQUWP!KU(WHLD|A=
zPUT&C>&rmlDjMJpvZd2{3*z@PkuC8J>i|(qjDyT4!O+e1nq{3J#wGgtSCuJxV7<t~
zdS#Iz8|<;wbUtHzJlsL1k*?M_F)`7n3F!y!2{zmIvYBc03UxEG;Lg`IDt2kZ;1RUP
zdesiG7M0UN6CB?huXTBBLAGiWX>7%sD(Fb-CIGMGNj)dI5D%ci1}5dDGei(gOyJ;2
z{JE$V5Rf&khihqGqM1&5Sq@#oQ{xhCCt5h%#VBrPtHN2$omaYhmgaM^JL)aVYRhWM
z!8UR0i6e!}8ADgu*eA%~t@HzrhLl!07)L_D?}dblRN0x%39Nkm2%UXr(5zHsAUynd
zK-o2pPFaabEOrV!`<0WdX*{RF$Szjq+X_N75$Zf@(||JR4@H5%Z0TxU=k?+RUrzf@
zC65{3n??^nUE}=nPw*4g`It>Cwv@K?H|Uu)+_xBjUX3y*1=bLN@j0Kd;qIO>8CmpV
zW`~r1Um~Yz87V6Zff10`y>RDq(ZvPKp~Tavc{&m~=g?lddr?n%l)9;M`<=e#Uv9f&
zcx3oO*mJuXF~j$;Gq|$~xzE5Ftj9wVJ6~)cdfd4Gh+ggUgIgw>>2ht8)R@J0YjSPx
zN*B%XbZNlLODd)wst@HSrE5-M6lwW$ewcwOM0_+a8^{ZM^7IyeL&MAZ_(=EB#AMjR
zvuMBl*E>dTV->Fx8nuz7Czgn**5J-ec&3s|@W*N|oh2pNjCivfDVMI*sW8L@SXt)1
zPCWlFOe<&K{9O#Gt_w=Hoa4PRvhW&s326l-4f^Wv=OJwG%D-4xoK>`dKO0+8+(((A
zgl(TOw##GSiBW{-2hQBf3w3gwlB@<4GS*^F*uI$&JtU$h(O;qW@6Nvoqnyg9_{qUI
z$a3zY_pFXt-UUY(mT`R|4y;AiK(Zqrj5ANBWt?%uPilJE5GbA|&l*|aILoZ1aTT7Y
z6p-ZcQfY)pC(TvQ&Ew?kPAJYn57F_Wc4-#uOL=nwx0t0c8tWX8`?PDiMI?J&w&#vA
z!(TjdiQn__rQ~O!zevuY(1>1DeqgM`p{560yS3gw;wv+Q8xJqZw?0HGD}&svfCLR&
z$)vR(V!w`@Z-8AYU%gAAV=V8(*VremnRrU%0GUoPDnuSZW_^6y%&Zb?-##x0rZe?p
zAo~8`B~8a=ViX6eoFK~_)$D)eHY$BitYPJ@9-W3?dWSSg3A?++(?G`UdHy<Y!Pvb&
zDE*ZFShcx}I+si-58q9)naH1?gIl9s*^Ad)M-WreJDxaC%=;N1u5_gP%;~2MEHZ_4
z`$+}m7FmBHcA~<rUPq=Z_T@!+kVk#mq(Znn`b2Kf1SnfI>F>!AMyos=8Y%P8i3+bf
zSGkDFsGFp$neNwN@21_T3r#vKvk{}G@~KUmM8HXxaAg%eQx<tVn&xk<Zv|NCT6>?m
z_JxpmHD(R}FlaL`sM~2X5qGU|A1Ka3LBDIO<8@!Uo7}pD9Z)*tIxDp{HZ{S;p~}zm
z&giUHGHpLkwzgGWS-jadBKBR!Zf2f~xh8^1iw@%m0xvJS3vRRi;2`2~>}PY2oC!w8
zuVk**0-p4%msgGb;c(Eq7)Q(Im~af)0D5EbruFcUX<F#uCNB3D>U$C197@)(JfkHa
zDJsmqGht)q&s-o)yWq9Yx4%3dHX{ul<HQ)YMatA%J`%wHpI9x#q{%|mTTG?7Ln9Cz
z5YB^<)@8jE`X>-j6;UQ$?2lWtMD33)s%8+MIlD<VI_@`pA=9@yGj%s4KF|}nObfqI
z!rPF=V`6nfYYE@wrqAPej=qW8`UuW?_i+bB#bq-cabXtq(RtmpVurY`?|4SNJIr%Q
zXoELG5zH2wk9#+fwX9cLRt(h6#XfEJpoIyC2Qgskp#8fC!18PBz}VmU2x$mAyKw}m
z>a*MFAORE=c#Hh4u<J3$vM$&JJ19C{Fwl>r+cNkWVeqqx@D2X{T#EbCn=5bDtIbT&
z(-slwpeZ`f&Kl$VOiD`ka5O9O`z@Hml6#sGOp|$xN9o0l5*V*;KkNX<mg5^j)Etk#
ziFv(v?c710(3o)HP;{m>Ls)DA8M3J_uzv0`7`omUT5hka8>X7Yw%D9mVT{AkmFees
z23E7-w3$LC9<&znkYu2|53${=oYuN@!A<172nP(6C1sTo4|bJ6nI8(Z|3lA>9+1gG
zG(n+I=cD%qb9;{Y;mCtEOv^W4i2>I?*B3U$leG`*KnO_V=(%(U&!FKZlbl@Xud6s^
zRNdr}Zz~vJgv>SpfakA>Li9^Rr<N~D;^&e-c6zAWyo<?NwAB1iTq>)D0H-POdCr=e
zrphv#oc`89p5H@qx@z;})MUHq`$Diw<ADju)x_HQu^0S`27Q#X`;>tv<i5bkBFUaU
zIsZZU1RW=xhR)Kr9vs9p?z7NNf7=Bt0dzFXPq?BCw(8|PuB2>WSVP-$dWFIY{(^6{
zpyiW(QHTTdXs<!t=AJTIQC<5h1q~<O+`uAP9Y@bu?7|)G4>HjQJOs~}!{Z*7f(i8L
z7$*;alrCh$o2pa$9w{(Y54;_M4szY#ZyyJ(d40-x1IkJUkN*xCRSHSa0#{yIaBZxF
z*W1r|ot=}L@>v8NVJI@%Zw2N?G@$7Q`=L#L{m<C?{{-=$eijP{bZc!itxc`fN5kRW
zTswP#w_bO`+wljVS|VNXO*v2J2kL(8kicU|>_fK0vw1x6M3*T_NCqYVq)$SFsj*uz
z<=_p;JmPLtxLNvuIs;Y}A-VxLm;7gK(It$aDrmcO<myu<)eQ`uiO6!IH-Nk=43E3b
zy{CFEI7R3#O1EN+W`H5pS_@usp~;G=J@Q{|T<*#zzdynBq%Nogv|Edp5n_DM!>(yA
zjR~nYyb4Cema$l#=ZD^qvWthWHoK8sUmo8x>-9?{k5{<7&}OyYwYVopWNGvgN)6Ir
zzWEK#KHf)rhy%p08=`Q3%dx7e7KQ>NtC%6ERofESp48^19gnb!AEIjK+oq#xMb0+J
zpI<X&1ze8}UVV9^=Wgz1H>8_tDz{0uD>dto0t0R+TgS;G-@(zU$v)*XrjQ~=6<X+5
zO2?Slq>iwhER=68&s)2hiBXPclqjc;m)-j1#e*#K`bYd0^)<sCx+B(ep(@|a$71H|
zc;^0zc|0qr^+p$ePNshNUEWGA<Bo_#N%J<pFt>@9NwDP?tm1MyQ+i&)<s)B4-EVLM
zeSGAm?>=5mE)9(|`lp~vVauzunJT;oT}&raWs~}nev`ZcEA*B@(KS;+A|n+|n0()C
zZg}vJ-~MPX3|>y7OuAIBHf^&%8H8OM<jGXC#$79G;S0}^m&-Qac?Aru!nC&aPYn3?
z1-e%5_O@o+{<K)ZOsx)f#JZ)aDYC;!Ww1<|Y%qPia?iA?3xs=_GguauIlQfRqGJ@M
zAH%KgQHijzU8={O>i)w%7EYD<>otGy6C!?f74)m$=({+2!7M=?2OQ7veAVHunNZCv
zvt!Vu^YvD~^BdA5tE-u@(2lgbh-t#r1o9V7?(hFfIsSiM98)l@Onrk_XLnGWA=NjB
z)q2$mu=}>2vK5)7<rP#1Do}In6fb^pdE)-m_&dzge!cemBO*&Z$ehY?O7lqm<q8}7
zGR&gG(S#43?PC+aNWoq4!3aA3zQ#=jJ-t%UHSMtITd7#z*r)a4eOyRjRj{z6$Td}Z
zbi!-#SjD`0YzZ8nKF57rTO(e#T)H0P?&jx0vk6H&?VDOWJ+q_|K%adYZWjDx$>FiS
zX<{(3%B}uP)T$FurmJQRrtx<-=eHlq{Vzu1os5yN8Jw7Wu=V;{A9+EE7aT3fVO6Z!
zPV{sRtW2GWSYx&yL={~D<I@r4&pk~ha}(KPw4Bvv6nO8{q^$B}B587!(BDOyT0P8#
z{>$FEH1%6y`Dwej8DlNwfR;5KfN6F1be-dzAwJiwZf4U15VWvuWV!}S>lwYSoY*NW
zo4#0k3f5|OvGz@dmWD3@;ABdBc`~*0w+a~N$Bv6+UkdNLY;IN@UTe^`Dop2DE(B#y
zNbjZ&TqBn!bLmvZE8OW%KWoy>B5U^*Q4k^f)xHny%2-njfgb~Z(U5>zG)UB<Bv>Y3
z!DPg_27A5WqE`T4R*-mv_}Q~hzH$=s7RJKl0lz;Q&!~AaAaC&}Ly&8!?^sTsj|1fE
z0*5(<ply+_PLuNfjPnSuz8sa0R%+zx4|sBc^Vz$J!i>{U&2)G&#H*3eFfJ@>Dg0YF
zn`nCU@iXXfkR`mVB(o%~EcSC%A7SmY+4+CNECgr6vKlLF5Fhsv3SkZh)~zud`u*mW
zW!>-7$u58t6-hBhyYAN91-I`vA6ns#W0n!*%H8N?2tVpdQ(o2q5!Z51+~cYL@up<8
zZLymE>uMBP`*@#BW&C`WgvD1PDT`!vU};%8w>KAA0^8pHNE`<Du+{}};{8_>_1zwz
zFy__`@6ci8&$&&E;ih}lOQSz_TuY|YYU>N$u!~eSDw7}?>6y|l-`ogUbMy*e;~e<x
zU*4h7;yEm2rdsNs{;)>xp8EJcjuUY0llL=otIOium6wKvs0z2y04G=Isbn|Sf_EGF
zv(I05L*LoCNtRM8WAAzF+6V?5v$;5{%CUdPld*HaXxp`D?=xkjC4ZE!$CyUr*s(}(
z%Eh;y{cd6AH~{?g)%Zzg<+nd}JbivFX?yF(j@tc*!(<}hYOaO6GJ)MuE@j;5R384G
zS~EiclJtz{)Bqrwo{$oj6<3w9|ISP8cG?R-v2Z<?blo<%$3nqCg~WtrfkySN^l6`C
zSf~2{Kb?(rd>RxpG|5-qB3gIDgp&e*OFnC+rl$h^c_A)s@109a&`_A2Pxx9Meb}HA
z?xEgoXoGAVt-KcY>C&t9b2C2e-d}EP$Nkt5q+m@Jvn(Hi(E14AmtZ>PZB{i7zqq)h
zwc_6tPmvj8P2C<*DyX%=R7*$XG>=#yY;)4RfgCv8U6$RriU(2G?>V{ahQ^8@wK-I3
zYyQ>}niXH^V;s7O-Z9yoULX9Q5#nw&TXMY>tTFQ>qEv1s|LEK{xIX$wmc-6JSjW&r
z9Gf9`$pe5LsPO(;tX1N^;V;`g);jG=6}ZhXY;1YAQ9R7xtjocRuN`1y$*YHHk$nfe
zt1pk8_xm?MpJ+0iA7R%Uo26-TX;9NH@dNz*Q96PCoIc^^qmbqJO@K+a4&c|7dm6gQ
zBVZO$={I(Va8a~Y#`t;boVD6DMH+n9r|zFAE8uoA8&-ejc`68dYxck(ZY}L%@T@0t
z_lY^vWRN3I)k1xFf-0QO49VKNfBmP@Z0EOOd0&F_zTadAb2EBv>-~ixxxKM@kwXV-
z-QXT!?#XIBwbIEzYoYxr1U--lkjKBM#!+gX&D_`TjL&v|%E;IK7_E*pedL0koVcI5
zw60#zp%)~b$*$Y?$e$7&mmOdYAdHQ!oKxM-9lpVK4CM~kcsKyHWc4=F0%&OBwxFjQ
z`%`JI-EnihRmCoueaeZhrkalY^CqZ$<l-fXc~ax-T4?UfthYG7WGypRWpwhifp=P_
zIxV?Ai#&h=zbe&F3$MCtMluJU$b=)$+CUD=78nZNtB=?T*NfzRaV=BZUwv{YW!HY}
z2)5!XR9PXZ%vGg4rZ8`2ZE7H}9DQ|t#Ig8(her>6ioP;=$2-1jU4i*DbO<s>*hF;?
zF$TdwLLC`L^jfxsd`7t<BRO+Zd3mGn-Se&UwI4`_qx-v$JeqD?_4&JmX=Ng2=59qd
zd8|3-s&F5$Vul<KI%*U&(NptIMHDt@U-g^c3S757_%6NXET<FMP#yPXTgyE9L4;GZ
zW@pEND<egf!7(UQu9q)$p&n@P4PytewnEXg=AKQuUBme`u6tZy>Cm*juHwlYBU?~y
zu**JUvXcQcg5PKIMJ}azKv)!vNg0mEp)M%S8sqoIsWsiFwMI0Zru|Wt`s_tVKCiK@
z#FN<dL1D-BC;x)rZiPBqw;3MmZQX;n$8$&2HT5x7r>i2lnaPY-ZKKLn6OAKOR_<4-
zfypz0>l;C6mi;KZb7JR8jkmt2APKile+!%~#aL9^uDXqn3{QC5*hmi3pEP>XYIonV
z6-gH1r%J0{OvKsp(Iv<uGU=69G<mnT!g&R|=BI=G2yf;9FKQ-O%CqC;^u5ZqvMHt4
zLD^uHIU82>(v=3A{vN{%LoVP+H#@5Yg?mS=@{}em|0<Fu%g4~(ep4}M_W|f%(*1CA
zh1c~U+A|}|s4$|*zU&?dOKQd35(Nu{`%u7`*O7JU4WMOuJJCCYIOSE*Qh$2NKjEkD
z%Ohr)KX$13lLJcXDbyvkX_3AaUNbXNS(V$+dx{@JDM*>#ospp`aKa(AKtg_xYMiIW
zax3(ttlPkECs)ji`h*?q>x8ohZo<mGcgO81u0Qgrs5Jk{bvRDm^~Kj|V%8;9cweGG
zUWG3+IPcu22g6uVgq4G{*i-Jg3;H{=43xFGIE=z4RNCE^HFKGTw?VQ?Kp9`jvRfbD
zmBY@ea9xE+Vx{BRYf*Z47O(fGc6o{u^logOFPh!&eA~%`HlGXGAne)9wq=yYd5&^E
zPX6f`+^_Q3V~hzvgp}=46s|J{_thd#1t2407Xiw*d{Z~YX2(kOkr>A!6A_V=8_=V2
zwkCl-#e(T_TlZVY_=CuwA73vXsRmIOBK;&1G}+ZSZ@vQ=&Hkm4>hEkr_<G3>LzpSP
zKh(V+{WWh7O9IExBfO7Xp7l`4On>7ICfo@>AJlF8fJ`r`)pu=&TlQ%uIW}{<9=&gH
z(!Re}&mv;N@9MwYA9kGN810x|F!WODt{cX)$0TFI#JNors{B(roz)FT<{Ggu>p*R2
zQkj=AEpd|lTjPJiW2md6?O_`lNX9BN4dIEnwH2PhIu1uz#Gf_wJ{<CppzG!EOin8k
zQ8#x394gy)B|2~?)}Gj{v6B)nkH}@b^vhzKb?a^7yB>XMpUd*PJLlpmEXUB-)pm^8
z=v7%Ik6fJ7YrfB_b=urp=0RP2Kv^>cIhA;?{@B6bHxZTD`)N&omFYcSuluJZpFa84
zR&xN6VEPR;+>M+mjfjzZ{d_p=157wx48V7uKB_l4n9?0uJRL<R<YpHYtaR%=OLwVk
z6+$zpjab%?9i-HEf&Htn2;Wj$2NabT#OTXQZFc=2!Xt(&DnbId`e4|J2YDwQ8WyH1
z51jV-`)2(=dD~+7y6E{o!Kga4ABE+ctaHJxuUvMT|Cyq#C9m+B5RALtG$clCU~9)P
z{^i-@#TowBN}WI-@~pBWKdg|F)vD!m%W!hmE5n)s!DWrCR8#LQ<phATE_YlL&vo)J
zg)_0Du07KCy`Q6VqSd}QM@8D~l$c^qn1pzmf=*CE;)H?L^7o6l!!I2+EEyr|nJhzu
zkbzZz(Ds!?h=3i_=3o3}%_;X0$_ta+%~K-1&$GrY`GR0hMz2pt^=i+pA<6<2HP43*
zy0#N->kDM<WOzKi5_6ONuL!l{<hSvgfB$+e*z!xPS6!Nfyt=qv>!UX03O{!zh(3v!
zOh{f~Cjx$Jc9jtr+-XYM6Uo@D`B2<Z^!OJN&$lcTRV^7)9!bJQn!?=~FPAGr(1lR&
zY~th9;_n|NhTHSB?e=7fG@f(g4~@;P4@!Kq&TCb}-b6Eoh7jLHiA;wdA<P@1@HrSm
z6g>~Y;3JrZ{-mXN8rIsxVKQ3u-{mbL6#Oo>U)-`pW+~;DKFzfuWz2Minn4cR@@9&H
zyU!2-mfbspP)EC2I=a*)ul2XIG7sOS1ia}OVmxzq-wt56{_eg|<r%h8MONLmuCrE<
zKF>&<Z;%|_unalkCF*Q4Dw{kn{e3(mH+6L(!>q)Ypsl6Ccam}Wu7E_@k1<f#3K2)N
zS^bl|{T-y17tA}HkUjTLCZGDJI~)ka+b+_{D=m@lcP+%rtCfdvAt^N*lEiEbO=bj=
zl_s5vTfyKeKWlb(+{W(o-wg4TJmGj3ML0aU`)6PxKg>KX0hz0u;kL)S&xGh*^4#19
zt3)YAwO{2cP1{Sl0zPA8vvR&9^LMiSTas=`KH!=xbv$h_mle^x46ls-p5iucx_smN
zKX>;ibnB8wt&ORdb^aPFgJs*PozydE06q2U)|G?3owahN(E_BJshsDN2I#p+kIQ4}
zn%=xOpWC-6mzS|!lbHJX-Zix@dy<qMcxe|TN~1I@vN0XPwiz$3IM&=WOd$$kb*yQ-
z6Yw`6P(|4dI|GGWWX8H>_2Zw8*39eKxgzb55xKK*?jrq+>T>+KWckxyjWcyr&rV}7
zjn3H~`R*dq!I*4YkrqHBTHyKZtm~_@zUf(QLff_~Cdigey90ta+@ARtM7_`dWFH5*
zEb_n^6o~czbAV*!$0RVB5a+ROc#>nDxiy&Tsp1JmnQBs0iN$q5swT!tE-Kvk9DZVo
zP?(;MH37s7y7FHh`2-gDW$~y}9L7s1G~p>?bp2on2KWwo!BotzwlW}Om&<Q;&>nyM
zbzE|gsWY?6v?bQR>EiZ?6c@^Gj`aEh;_2hrmB%3=kLA?|FAvR&{9>BZ7z4RdZ&GDR
zy7$6{0h$k*ZhgDK-6vdnB8~N8ogfuBkAzeTC*g!@?be|ll}Z*Ks0EGe#6P16eR}Na
zv#{iXPj7lpWHkZkg+%4oO*wJ_S^PRIJTPT8fZ-2vH3yDvHi(!kNDviPkVG%#V$E&E
z^VLR)e1LuR3B9HnQe_B9;I?A%cE0bqZd0hCtq|Fb49}hmh)K({vw?C|zRJVyy}F(J
zq%N?m*8dWHA*aR}J;gw<Xxqo{r}ZeLC|JikRR$?U`%o*Dw&W;@%t00qby}5oJk#fW
z5uIlrx@YnEpb|6K-=Fe{t?SfTU=(v`(E`m!N49+WxckyUaslSKS@pD$IL1bilalXm
z+liR)4rza!nH>c=<JdB!R!7KIO|Iu%yQQR|o}#R-p;BajACbOzqo4X{wlW^#^ZDI2
zW!fe*&nZ~{g4&`;b3kyaY98YPA2dGTWB|iiHeJEu&NdH;qg_WT%rW`8<&_vtHiz(c
zO@>0kw}*PKT1B@mAbso{K{A_2sEvJFcw->XT%Oi$VY=B4c4zxn_HQllh*0$@^T31Y
ziKvN>1SIX5oaT_aL-cb8a9U0|4iz?Db6R$gnX0{EqIixKi>pwEzOjG|`_y8{NX$~`
z5V+jo$qM6cP1ehx6j2bFke#jgO5<7*kS_BPWjp`(IO+cZEx<0Ot&rIi6mJkaBhmCK
zE@_TK<wv!5b`?9RZ*_rV{aN~!-H;&!Q~)BTs=8A0(FMyqh0FuB-a)jUy}n|Czy^dS
z=9a!Ke!v~|@o@oQDP$*x<bt_vtITL+kq*@6{bjC-5}EZJqhKa;DcWfN)Hh`mJ2G#{
zt;N8Sl;1@s9hmMhjHn82wBrX9PvVe#%F0#Wu`rFk-i?mf=fj6)RT8gL2eB+3q91Mq
zCShKK?-KLhQ%7-zCgU%o`Q9YVL|&q%W;+k4BP5$7J}Dx!w=LGu4N*FZb;RLfVN73g
zV>dlCW(DCe$nW}c$V2l6hBFUeKu3MFS?>%LTdM^WILk_cjl;)Tk|#5Ngjnhty>pv4
zHOiMvKcwyHZ5Ti#`&d^yRtv}@flGwzx4d4z>oTOj=eW53l@z*u&waoXb6EC2#DQB2
zPIfvUI;DD4;TGA{h|{SPw`)(~PR>uz1;?PZzDCNueuf%+6E`zWvr{+9vfOt4GzMXB
zz0>6lLkLwf1-@g_FM5Um2a<T&o-nIyfvDHZ35y<wf25EZSH$Y9Iy~oiQ=P*^Os0g{
z;@?Goo;ZHaREEuWna$V#Y1`~hqb=oF-f)4x)061YbbV*l`m4MrAr<O3HZ$ApF(J0}
zn%0;axLLd(2x*=ukUb=h1^MX$TRe+h2PdAvdIVo7$69%sGmxiLx%UDe@A`-|FS<J;
zZJY%ztazPRd?;%F@0T<o!T2xrttdLB2^(mG3LP}^WLjT5(VKR_eW+B%<X8@<Ot!l!
zOQZg@{51gYY3sDf^*>RA;L$~Jx6VPwyHod@3W}TlG=rS~KQR2SFUr|DM>)h1tC1dq
z8hZNoTi)t382=EYJO`>WFCz<OR*8<EKKWFvcTZM(V#O&cT@J}HQRcdnkXj#=pEkl9
z29N_rb+UCeO8&xFXq9~irabI&Y3z?3H!|JPOizoUD5J(|GP4@qtQ>B19OMRqL*lzQ
ziSoZm_@VplS9?*8ch@tNxq7?c-X)!_#w#Q*4a!`dC%d(zlnqCltc__^TMCCNvS9|-
zw`U6Fl}R`<dF`h-u}(=nYF0-b?mqj}Pk+Ufn!2Jm^)~6u{Km++&x%}SVWrV2Y7CtG
zm5#N{=3utg2RW3PNlD<D&C>Q`clKU9Rs<S=wR|nl%Ch;VND%GeLooEFzqf*!{5pc?
z8lkSoYjA_<=cve2t@mnd`oudAQz?N-Vylw#z`@|UkyZY_)JP6*gl82!=SlpSma(Vs
zD@&oMs)VT|XXsC<87|s&+4#GF{`F|n=wzR=;nttOK&BV=6&?x^YZJJ#Q+N$kr&gjL
z2lgb&DuH4WqFd!`y*|=3D&KibH)p4##3h8do_4f^@VHr>jR+_s<U`WC2>HwY4IAAs
z=P@R7PR)8y09E8igEDMF9{%UU9Ndy<;rlv~5ga@htX0am`EcmXKZhA7BrAbjeib2_
zSGISAAFsv56(k)p@Nsd0OReWA*DsqO9Nss_!T9JCVGh(8Dv=o7#_=u8TC7x@mJ(^>
x62sUP4Y8_S@V06=N)>SEyy$~Jv5S=rhk&OI&;6bCZ!G=4tN+_i;HMwM{|j6UHBkTn

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/images/image-3-Quarterly Percentage Breakdown.jpg b/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/images/image-3-Quarterly Percentage Breakdown.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..b98fe6544b8d0d94d2526e2ca27a3abe48829c49
GIT binary patch
literal 117606
zcmdqJ2UJwevM{;<MKaDHIZ2kBqY@<NoTFqIaufjpl^i7JB$*lVkR(bL2}&3;C^@5`
zfCvI_4EUXM?)mSzcm3zS`_}7OYj<^b?dt08>gww5+H*O5xd_};lvR)gP*4B>1^ELm
z=Kv|-I@+~s*U+vbAJ?y6N56rCaRV9fv9U36K=@!V2p<F@Afg~9xJ5<?0+G;=kWo@n
zQ&STV)6&yY(Nj=SQ~e-<f_(J``VBk`3_Pk^pj%Y`?Qq!vfH2VBVLm`Zp#@MuC}<#*
z%N~Fd$s{To3Nip!0p-SZbc}1LXqd=i%bNfS>NS+>=wOT=Ex3Li6PZT4b{&L%15Cqx
zA45>X%@a;=i;#$iUqI8`!z(@^v8Hx(jF^^BOIz3diDXh<CmpX&KE1`h)YF2lB?f8B
z<pUB%A=zhj<4iJE-Ew-?$Vy0&l_OcWs{coff_4q{I<klvgzUxZKTCgLprRp*P|-l#
zJlDW98utlkdClGEB%j3BT+RYGXvlI98VC>vcB}uE)_(>+VzOPcrsa=+zuxr5vsUME
z*wO^-;Ro>%*Ul7qlJ^zk?MD~S!gRMj_+A3{dzLlQte(VdFWmiPwkhQ0oc*=xkb;}h
zJON#>%=1%Q;ESb+=7;ZJjkxxthyI6`yTLZ3w=I1eRnMkQ@hFW-9`Bsrz)|=gpciep
zApXf@8`0n8VcO&8N6au1+#d9wb;18%%ecoUA|5HEO8C*TW<>ZgJ^{tYqf=L6s<lL|
z-=Dfxve5g5MhqU^&4nXw49<N>JoM~$*$$(5+CL!PK1$>oLc{;{*6p3AS|69c#reKT
zvq1^_o$%^p{_5u6FKRW!3v?g-N{B2boxN<gqJrCy2AQA!N>I8gKAtz@!8hQ=>EJs5
zmB4$+Aoh_n{YH6u=mU~~--+KmO)CGzU~t1LmW_HS9{Yq7^arx(CMtU;=3m3-;8VL7
z7by2t3nL@?J=>WT_2@aGi!r}{4Au~bVs-m3#9z>K@d4ejka(VGXl#wjvfQp~prjwx
z$GdrFw=u95I{p#+e>JTR^vYEX-j4+nq!a2q*R4o|Q2*{of(Y6FkB-*A6enVKqm;BX
zD<U3R;T@}HJDzY^uC%P6e``O}c)Mk!(C)RGGM?eq{{`c1&SliS4#L*?$J%bp<9}JY
zC_K)+0^;d>oyXKe_ZYB<f`GW+yrDNniOt+N4D{lPC>>sY*Kq%wdO?{M!WP3)W)Bca
z{$mSpBVEAamd{QJrtQvdy{8X&edCa+x^ktN8V&?i%>N_y|7QByT@CuX>SQKb4O(LS
z@5hIHA=&WsgUaI^i_MEWzzv0e;0*=egt`I#p7)HoiLq9t;CRxgFVI?$ep1VHa<niA
z&*UG_|F4q&TO)~|+Ei}iF&`s6S*Z;VSXEx^-lV>1(H$LGozK0eQts{c6@CefSasm1
z#X1lOe{>*+eKcY^!gXiW=&u+yQF@HUBld*KQ<YtA(xE)nvToZ5Cmbyt=cg?Fm-P?b
zZS?p;D`1Q-I*3d*J`PQOj0dnMla;`wlkZ0<v?m4lVvs0tJOHZ1f4z_GZ{!q#_6zBH
zEoO!+nuxn@d~)+z<fkgv4g_5wDD_J(=+2@0B8RDB`*W48s5>1H(cgJjWlUpgc1}~K
zD1W_mg7@p~6MO~HyhanB>r+7p-x`hYa%WnLBEMr%`s2_AuSH^0G>z?ExdZAwwV<o`
zFmaaLYbwaZ2Uo6)kh&+ZUJUIj{vWIA)*l9mkPJ$mGVfC*_;tI;pcCV%4h@U3$VKGD
zNH+wlJmi(*B~ezDK>3^H=0ERi4DWn-?-zW{C62}Z4s9iAhZA?Lc~?yK?)8p-R|oJC
z0E~Vh9M&MMV~TA*mcjSvUHR*;v4?t#JYx5c(k_9P!2DNeYZ_XHES#uCp%T=XV6vV~
zdl2jhfiP+cwEX0hOnhIM3&q+*zRbxNHNWU%WXhB~&jSGbgR8L0*f|3i((|PGM1$hd
zGY9q+ad>8e19O#w-I&A;j-cP1qjH`l6t@_azE#qu#=>!&q|?yg)$mFLB`GgeFZ|Qd
z^V+)e|Eb~o_eu)cUy^qXUZt*APh_zPi<r(Mkj@#Ii@W)rNA-_NLy<6%khuhqQ-<qh
zq_>UcJ;sixwC51mrp&Cx>2Fc@x;504k^g@X>1(G7d$`Rz9UQIb1rw36%i^=SC|B_o
zQ=Pz070|p-7OTr59)1Zx{BQgL3X#10^9hNRTq)<~ee5cf(j$w4li1^u4zJ&_@Bcz&
ziezCwm^PCULm#LADxLHUwDV9n#{B?BF=Wmy9MFOKQ&fM6V#rJ%L_ezGz$bH8VB#<M
zZh<pooC;vqMPl(e83E{wwGpo8WGwfg6Kf2XPQfS8oZN=m!+gEX<U*ao2?kr^j2S#y
z*2H5ICb2%!+mgFukvWv;RArH_Yb>@!5Pqnz&)0F>1F>3vRwwDzZXWzTRfwUtK_ZXG
z&EnhAN^p8Xx{TF*76)-{6_Jy~5QPCSj(-ItMo<(it6RoE<xCaU5k^UI?3T}2*Ka>p
z9$f<bunEK#19S0@nCechfC%z&?}T7M`#b7&z_lPG?>_>6tHE)<c)=MoSVh)_=rJ6B
z^J3eaK*P#j$4DN4-vod!+Utw`TE(`-;%`!eH><{Lz-zo=_Jmn5wP9UWeuZ>JZ4y{N
z&%W;DC6Ek-vPGuq%oepoTA68edy)Bbeqm(D=?f^cyC^b>+tpCcmw#&>Io~7Vk6;e*
zAQDH&negSqwvCFPMK+|3Z`@kleu&X8e$yOl=u|pU`J~!Hn9z8kL3f5|cDGdDK)7eO
zSKky@WwTFCW>X7SB~}HJbN!zF6#3HWV=_Jxf`lXCt#H*4R8^C`@RP_@?S`1pf~HEk
z6vZZvopl~Iez@y8%qTi|X`?%-(OMid2}z!5sw)|g*>oSP&bP_8H!|xi2>NP{m)@DK
z8S!jRlnRn4jF#W&XuH8G27_^)>EKg>^LP{H74#Fz#+fX~N@x!s*{6Hcz4Ua2=(Hyu
z=BrAVuRzQ5CK#5-?`Us%Ikps&+sd565OAl-c29c!=_#;+xgmvN;r2p*Q+1x1vV6)&
zL{}DLYQnClMw#}9=iI!@o<m(5ib^n;0J)x4#hC#oeBi+<A$O6DCAq~*C|$@Ftc??k
zrP86iIW<f*xuJd(iVM?YO_O9BWY8;Fd(qb4_d1Fr0+U!1Vl-!y&tv}J5}2&^?~KCZ
zW9)r;++!I}F~#p38C8GlR3wZCzzYJ<EHZmyrx!1RkIBS(1tX|yI?pk8Szmq(+YP$S
z`tYZOARj1r?gCTVO54o|=G+!Ai6_?Dr#rihm|48cpzJgM716dY{_CNU4Ql1>ZeB}f
z!U*+sh)eq3r_2q~9}m8}RaoD8r$YQ!Pw5ugZ5!KNvVJ~BKDM%M5StQyiIw_)D|?g!
zStadGSG(J$U*pj6*WoYGKOPyBKe$`)(R(Y3@BKCB{kL|voVVZFJ*1lVtFn@GkWC`E
zzxzQ$LrZd=3P-#+@w%QOjI-`**4?WP`qwc&yIH-5Df9bo#3RUgS;m3tF-p;QZT!fm
zM>hdXdB8+kc@bq5roDxDi5shxlM)~N)kc8cC%g}~183P8v1~r*GD|Q0@K)+1x--<3
z1d5{&1|d*RimM#ADW;y5e8%&-=>wd7C`rHiMW?6FC@CI+mhd~jT0_Ks>6@@=E_b08
z95vO$r0jrPGHcyo3t0$D)zj0VjqH2a`=k>1_r9-|2g8R|hb5AOCg8m>Ad(&(M5+mD
zt|*gwlH+_Zf)r}&4Kf#{m@<+LQ6cNoJOo}O{ZKMD-<nf@vAjq*)1Hobh;a#IQXe+X
z7WZiBPL96-+&BMqxBSAOnT?>C4I112ZPr_kYwsn!i+Nc0g;?%D0uYf0Xf5e5W4O-T
zL{S-NzQkM2o<s*qhc2);WYXk4##X$rEA=h>7WLpH224Ss7Dd?K?+9snYZ4yer75bF
zde@o>U1=#ifrp1bee2t|shMiyd4z)(Ev%rbNQwN84(50AL`-2)yW<=`ngKS?$%)2E
z?fnyfMr@!vA_kr(8pWtzMt8dj-VZIft3@#E^@TiCzxwb!Z5Q5?+dclPb=t9*QQy5M
zKVVI-LTVqeB|izy)(+7wJ@SeZu`M|4dl`;!Zw%}7aDBtz?QnAuYX4@6O(9KHA4CyR
zOxvh=0AnsuwiaP~OYDV5h+3ZfwPVXVxLU(7wgJ+7`f0K8V*s;e=9`b#61qM+Zl<La
zR=VG}V9n;tX(sg1A&?9>L)RRz76-r6fkk(`G*|$8o6pp`O*hjtIyh%xR;bL~FrQK8
zl@3u(^(zpDW)tx)WNpT3E46g)OWl7V*WJWb(pVOsKfH{2T&NH_SYy!xVOb#ef*YRc
zIK!Ov#VORemGu)4n>BgEQpy`jLsIfC(n~6=?&i2@fOimb>~0?YWybN%iaS}i+8%4U
zt61~zIg!Z&Ya_n}0G0SGBZq#kPHpUic?0KH{(A~@cDY6EUG{SsX^SYn)j!c>l>t-<
z;MWtGkrueli(I{)nqLBG?+`g-Owvy6g7)-+_6*oT$l{;j#hv&{iw|`j=h%B(p)N${
z#Wyz1?1MQ96k*eVhy+q^g=h7gIICKJ9``ymZtdZ(UFylOG@e-0)?{?$S?oMo3D&v<
zh7MgeXud0Fi{#O0rfy|;?$)j1thq=(0Z|PWw=uhmzUUsqae}nT<kvqhL#$cFpBju(
z#pp3%G2I|N9fKeSTAPP7H`YpMXlLF&JzK9rO-#hM!_E_bg|e7lp|J*ID^b>=H&<<Q
z?8ko|0UBI%`dGk7wNJ>_pf3NT4dnHL^`9@8+k5yDy^D|A&3Xl=Lv*$&#~WV&uDd@Q
z`Qw3tT^o(4A$D3m5S(@@`wM<3J3mo;4=^kTfbm*`3TuuQa=gWv*(_MT@_L~VRtwcy
z{UzXFJfq^leCy71)D6{f>ro=>{^>Z7?v$VIX6pX-d4B>!fmI_@Qbs*G(d{1B1<j0{
zR%u7Qij27#LdR0r8oaW0f57=hO4sM|-ZYg_`vYsLi5NWc<l!kRcOQ_G=lF}P3~O+<
zWPW#dS_Z{X)=<n+w|l3KjM4%~gRfpo(M;oOlJX0sWj0Z9xvmkq;VyZWZ!<5WhpmJZ
ziZu8fOsLVq^qmpkRlj}DybJDt2=H3vOM7T(S@07J3sr{Z#($@it}wStZk~@8iC*2c
z-ROyi!D5sQ2Os-t_pgc=)PCcNVBqQ1*C>z+hIUQa9amPNM0Z!aKM7h=*0AE*&?^M9
zv>Teo^J+BCw$BlKmpeLLjiJ@3`AF9lXCeBTi*ocfw~h|UPRX&^rnP%jG~IY6KJJLd
z=#Ix`OdWl5r$Zg>MG+zk(~BRfKR%6~tJO1c5&B)hP{*+~gZ-2$6V{}8N+7ehD9soi
z=gO9A@-qLHVJJhHsIRGkXHV$!rSUv36U|dTP*P)g#u5gJW_%_{lV8zNdEN>3@qoBZ
zm9ls;r6ESf360qclXOeprvy`F)SA&aCXB1<t<#hyjD_))XcSH46n7=0AOq^DjevG3
zf`Pjd0Pwiu5)h-_R<qy#1AzsL_ZTpcCqsF5z@HuAzdU|i;a5Bcb)Gap*zBQp8pV0i
zn{EY)y|O(HiIx*(4hLHTCA7k@38nm^WFZYjcu}I_0!s~5$&&*#=mO=yMn`0`P!&|`
z2_YWSws`{7Jc~NW_3#{`s#1||#UyaeAgv5^4tirHt)qhdSiEL+{y-&)HF%wc+pv6V
zD|*weZAG)c-7iPhYK34K^F-sIon8TIrx=;APqf{RixK0pYp9tp!oXmzIMD4#!lfS_
z+E)}`ntN0pd<jq&%EvszeCIbBHyydbQjvjBfwanqYo%uoRI+ayN6S}NFNm<P`3&Y+
zvLAg2@phCRa}k!w)8i&&XZD08WsB+3UIM+Wv%4oTpETd(2^>rhm@DEuC(oBCk{1|R
zVw&<j)}XF`yI*yPP$Zl*S(GeUn!Qe|3sxFWap2b<#y~(A5{F=~5OW9TELrne2&+?5
zf(J^9tS@Ft)1O<|HInYW_OUP`9LZLW1wH6-XlBEBa|zgj!2PYdllHtMf_Ekq9qtg`
zQ=&s8$<~b0)P9$%X%X`Bkyo<lFZB6BDpcGo(lm%KM(*;yU^jPU{v9q>DywY4pyq0#
zfT<~&l=V>+c50VjssTbc4)8=Ol0Rp7qsPpx^5@U-H`UBdUVDmLp`aMOywW5%jO>>H
z?TsBX^GvR^#_!?O6_11aMs+i0A@sor1xHpSsUQF#D`ptLBk8W!(_)EVUmE6*@ok_e
z%SmxJ;meCLu6p1pqm!9CdI=nIo@AX#y0IUUC^JObofPBr_};TSAmuo;l9PE_u5Dx{
z^Zmw3)Is(QYyomeBFE<FT}&Spy&mo5nX_0c^Xg}MT|S@iE$mC)^vgwHxk0l>=xWT{
zv^u*SPsN?AR^|Cm-}2;XI>g;c<X)%Mrkf#0HO0<nVcCA$P)SAifRyW}h-Y-DSgD3P
zP5af~6iS`7!U>?-lg48>PDf2QA_K0`U$y&R#rNt1CWd`V{O~o_%8n}?dhbr7ryi(_
zv0x)40EXMZy1b5GLGC56u&sS<3haHl_npyDi$RG0bF~Rr*8ZKolU|iF%w9J?H`Hi<
z&AEj^IZ7@;p;4jNQ$Fs?C{?3$eIg`Kt7Dfl8LN&yGpn~6>PC@jRZg+qKxR~P8sV@x
zUbu!3h$K>TZ3CB~m#8MDSs@5@ERX^~aI9rC*fZp_bH95xx_WI}OE)&7;jObfKS7kj
za@R>C!BVRUHkPG)8`ql<S&8%!Sn5b*lvOj!{<c6?xw*lRl2S^HlE1(NJsq1q#@evM
zkxAo>m$cbzPeRukC(6<c&UId1m6EQ+jFN8oxPls;O5+8rvXbaoxSy{71zPb0Q$C%^
z*d?$cdI@}HDVpj?X)0XC_@>yK6x{7r4buV(I567M%8VT67iT(-MU?LAt_<r;DlrO4
zB9*Q|h1K^Jf^GKH9j2|fugIpKoW7OG8fakO!nBos5^8_INknV6`F3f=M4<+x-B@T{
zw7R;aI3Vdrax*Q)N&q>{GvdluYn0n5A|?ZFbi3_TB`7J2#tuVXL124E`<sgb%9zg?
z4(R851t60AJZ0>~Y;`itFvfZrID`?z{_?kl@?Wx0QLq9qg_%n(SnxlA@Fg=)DYaCM
zCv?eQt11R?+$dKI-+H6g+i?_ez!&7T8SDLNJRvvg$qvD?h`ZK-tEh#)%5D6EoV^bv
z4C2ISlT1CHt0l{ezC9-y64WcAbFcm*5%E61#(=D(@5cE0xu7dz_CR3tSLbtK=98CH
zHDYvE#KwS2fb`?S>F=uKep8DmM7iKyXgT~{)$`xf2;|Ye+qOKs;+OI_HO9CbC-45^
z`>|x&6T+G5l`g*uKmJXaU7r??_xL3+{_vRAu9L9g1xoiXlMFd)!XWfv5Huy2_ke9*
z%j~0Am8(N|6Y5?7*t!j%m{`x<Y)%d}kWcX~UsGAY8=e|@6`>X5IMzE=ptfsAcn?!t
zci<j{l6I*=Z(ORjK2O~A_f-c!@(*&>l|9O7HgJ0hW#M4@RbzxgSY!UsT^DKXiFJ5D
z-(Z!?5xLj?`%ceIVI`9RbhhL!PbQUKod}-8;iRC-anL;LCBWjKW$;FqAj6<>g+eik
zs6wb|Kb_#BGb(>OlW6uOc%G>!jVMp+HEZ~RjHG4&4&fybob+_6fMzD3;!8z=bA`<%
z0NV+ik7m$XT_#{5HR<IYACgbh{5bS1D|J|T$3*;NK2BbDh}s|?QFgqg`H*rGSir*G
z*Vaf4FT{*HwO5D{KBWC!?b)`gm2H8bfCY}Hj+F|Lj*9&mXO_7mp?(01^PN7zI|N_$
zjWRjWu^s#U{f*eJKW#t++0Qnbz_4lhk$sHeyLn!pa*#Wt@`gXd>CfE-Jma__hW@W@
z6bknFuo~EVmTAkSdhTy5YQDW;Wmlk0A8978LsdHBN`};wD_#tCdCEsUmR|_A>SEEs
z#ByvN(zaz-d+_xjpALM1y>-uXUMXzbgA!e`hK`revrs@*#{Gb?p2d+)GJU|y-2=2N
zbl{tf&S=%zLY)!Sfmn2^ubdEYR7kid&P!j}y+xFIZ<s45K5JdrUvMnT&Mj5nK+uR5
zW;boI?ejE5IZeSg##B+4=MuotA9hIWcF2*p7Y(cClT&@i_I)=gbAIzJgwZda&&Lze
zzF_k#!I(y-N8epE@aBM*qI<wSrDoo#?R@q+BTd*Q(+r6b&-hKo7Y!DMd_p5RsSZm`
z6cfwZ;%cV|9RmivQSNoRE-p(k`rzxH3f@g$b?uerkj9*iJ2X01_8C@~OsnteQ95S1
zQ8~SL^hbU~jytVZ=n`s)N?MM=9YWGOwe0Pl=yH}h?*;Pbk4?7%2-Mz$;yw%6;)vjb
zl2!1fkGrKBa<uj=n*@+&KHW0<Hb^rRgdDVM-IoA&E>yIT0RMYmK;dz`2%XbGivmrH
z!X0B|@y~D_MLNdgYFonV)40baE_tR*<3*;U+krBMq;Y4P5H&sWb4$dF33HhkRD$>G
z1+=Vs!W1zoGRqkQhDO+H;M^EiZu^^y3Oq%G9}S;nO>sx-mDL3fmq5(I*GrWJj^2o2
zHAIk>?Op;=ZnfqaxPtgv&Dl!9C*VQQJ88c!<&|?@tcnd}1CPN5M+VBK+lh<$JrOsA
z2O3mZZJO9x<(-Au`zXCfK2Y5gkjhE%FdyR1AcHk$y~mz$S)#pd??aT%6vO?VzFco@
zP6R&MjDx{lSKq8dATzE>b6OtVfIsLZrW^e>B>~oT2@sh)KZSa^`)O{#M9B#khs-s~
zmSEz#Tgilay(tb~Xr<gME&(T&W-Zh4K`csLJcg(wV>h+|V^R`>1a}p8*7+TS(g>s;
zQtjeN*-N@-!Wz68#dj!QTN6-Nj=f;|@$9f@{FDSIX^HuzhFMe%Su;Px_mgt~^3VeD
zs;sjH*XDV)RxEeYkYnVm|Mg2?W~?oNrNkmUs&X(ul*N`Z8Ec4{uWV@X(X_T6hr5cW
ziGWFi?&fHTNh=*A(bI}4+bk+YQCZarrBtZA%qDzvCg-)`hx!J4QCqhXo*&i*+SL{<
zG{G71eroWf`0OUEO{&@Z5Wu4h`aS3X@UJfgZ>$OPax$?JK_I-hJAx<t<ztQL3^Net
zYT+YGeZeOhc@1oW^@hj79M2(}+GZ#O^!x)J)!u^1iowDnPP&8En<Hc!^*)5eJCN~G
z#OF6U1?sMe)e}^vx;TiljNa5#2yFq#dk(TKZ6c!fz9Ioj+2HlC2JFjWi0^`Vmr=b?
zd1+}5b~+A2A{GPQi`l}Vo?gwzWm)}+M76{r1dtQ$6+HNm)oc{_*)wLu^ssiC{9`bS
z)4RY)?UgY<HxqX$yirRX2%dBprdR>L2wkcy#O)GLu`v+hXE-J+X6*#)=TtF^>Xg21
zHZ>fWK`#JfRfRZtwSPbn?+G+4R^8-1scilJFw(H8^5Mlhq*+-3fq1<nu*FN@d0ydc
zz?G!1s+x3Kn!a=7Q9F6+-&=+o9fDh(S6^-kBAcvd3y-M5A>!{!8ZuC|s<=-p6@fW3
zLf2&^Mz*JIwku1J($tLdpjgfHO^9mrxA4c;i4B`~`~qfiTQCZ3mJ}70&GHYk*v@u#
z)yE5Yj8JSBm8Tqz$a<K)WS*h&w&xq^KE!Rk9*zt#(h$aA>FIy>ZVLcCyA7BFfVnV$
zhAshwcl;2n|Jq$VIswro5RZ0LRXv=hY;+-wKiS@8X;-G=#1EE)&^HkFBM&`@)lp?c
zi8Kw%nyD-d-3=**FkIQHmurQ~GI0esLzGBgdSI5Th9MvVUWfI!YxIWf^)s0WXLeoq
zjZ5^*-$>-1*39=c(bm8syahw}7!l%Rp|aLs1B>yR>k2Fwxw`b$GIAU}EsoH_O3FZ8
z6Ol~S;+nm<_>?4vDdD|mn50=PoEEj+H_Z{BKbgg7gico_ghDxD$6}<1rQxnKYN|3d
zGMerdf!I?P&3wBtUua*!b@SJoDoq-U?0HDKuTSJ#crUjys6V6A8Xk`B-@2gCp6F;k
zbfixqV0AUus<{9|`)jI8XkW`p>)S<)l4nH}&wh+7bwXOCpHEaHYqSK|CCv%p)dVNm
zA2`25JugCY#pR)6CFA64L={Y2aLi0*W|kC-S0@^L40T&(!i#y5F?Yw)wfbD=Pq;M9
zXzr|zK>Y+IcgG7XwoFmchZC}>xoK;-#b|Y6jB;8o+LNF5n&Lh;X~ld|J+8RP5+QP-
z!{QlcAxtVFE#jNsV^uavL^qo;!Dr&>3L~#X>DjL_rLb0sYrbX!>yAbLI^=8M`RI+5
z1<EXf@&y23mS3Bc-V9v`YtcZ9cw8*;dg&uVV%f|-jybvJ1t2N$N1^=Z0NSA5p7B)V
z!|Ed{!&i{?R;{)m`#?gp<ri(z0IKG-NtB_uNw)z0f+gSJ;20G;+P5t4S@oNuU9c)Y
zOivf(ccuqTj~$Sb;m8&{$}43}$jm(s6$h)^`$Xn!VU?FzO18~54to%{LyD6$Uj@j~
zNV&tMZXwo+QZEKOJM%P%ze<9;*C006A2NHgShH_&bEE7!>V!5;y7$N#Zgqq=a`eJ!
zY3F2f?mF?`0|nXnXtE3q92!737*cFRlZRy{W28rNEFqCoBG~Czv|aA?8nF;Fes7L!
z;uX|Z<ZdB7B?2FFsZM_ax+W`XUiA&v`yDEbqb<UVH~n50&xvX<e7_dCJ7n}9^0W6l
zrse3%-=@QS0I{Kh4No*XI~S>E=(G+^LYhjOM?t0GsmJ=WUJxZW2i0rm;a%>quVU*)
zH@l-F#-T#lgoI-4&Y72hCLN2or#4=a5lqq0Rxm8D^3`#At6btE`)!0_FIAPGbk_6S
z70*}ZARm7$t7=({;w8I80`+wpCKv%3oyu#YHZ2FOj>4D{)699`A>NNsloAdO9F9FT
z+Cv^|&C^{t29AAzWP((Tj8ubA24DOhT@)1*+;bHaZ1%E>+h{M{f9`GtkUE@(kPy$^
z{5D5$dj~9{LPOjw5kUJYy`qr_P>)9w5XAksTSrG4@T2#PUe!eLq**pZEH9ithm4Xt
zNuVZoTv5kEDBvN`Q?E|esWPrS0Gh=k0hBQbr1eNZ3ILsP0GAa&5d8BB@!xm8i-30%
zj<~z%dJq~`hEB4Spf;7ZPY8_Ph=sb8FK%axfKA!#u+y?QRPN+>N(I9lv-<k@9l1HB
zx++7IlTtkv1l6Nv#OPACqh~YNr$3k`(ix=;JjY4h9<L$RwWhIuKGkFzKDX6k9A27p
zi>D>G%zcz=7jjKc;MQT5?W?@IQaKaaGYzvbEzE?ZEY3L4_Q$&r>7Wz!*|o8+Far>Q
z3;wSAX4g@~J^N<~_SL7igiBqXP!TV*X}(p%vX^PfGcQeBVcNH`Q+KWFbyvzSTeBQ&
z(gE)jQCb;&kd0}awElYU&5%ULD4h(Xz{V!)M4@YrpYsgH+`Ozf6oML01=a8sz`2Ep
zI?CCLaR~`5ZVT=aPCqSU9w&H7rCSm0#>dFuUFDe^FK40w^4=O*xD(ZQ{}y9c7x?XK
zp*M7@Q`@no$tlvx$N6)r*%%FQ9|GOlxuDY8ms21Pfu8CLme=nkbvBzCAe%a>*DlHm
zPX|nG$3B7__nI|8pwd0P_S_qO=ja5f?RqSnPej>ofR-R3U{iYy8f6*xrm{}YVWmJ*
zp4Sc;>jfFR>oD5<{o?NXgI^vrGSwv5^3xvnhy_0%X_|GhnwtJ_N-m4D*=DclD|*VQ
z(EYBxWxeFMW`ZXo)cEJg(ZA!={z$go7`Yo<oP@m8q8zEAlyp`!q$^rySS|xo^rmfA
ze9DL#o^&!~w;l^kjOKBW=;19>hx8S{gDs2}C9|z9=~jNggVQ_l4@74(rc?Rmkx`J`
z%xfCVDNUc{XE=f-J8ua4yo)e}+OS$9RknZ`B){pyDA8*;o*YAdFJz*IUC|d?cMI41
z;-gOEuKuB~RSZ=wdag>UV{7@XTK$~4tfDj3p}{u;G8vhX{pvK_reB*p`3Y18B6V-A
z>l{FahYICMOmoh-QyXO;_I?<}#wTC$wt)GI`1k61%NkH-gW&z|4t#hkLscV`5(+dI
zwe0te&<)WvDj-h#Raoy&z30^sWy2$JDR{WWa8qijq!6JVKf@FUqm0rBXZ+Jyr=zd(
zk12=S7Vrz3(@NhT8Kv7W<@71OQi!kAv>azq_vNeetewpmf1=@|a-BzUs-C`>+r*Te
znK~;Wau0J6=^ru@P3q@<Ek2P+bBB;Jqh|T=?!F0sz_;F@N6-YGx)}^GSX~pR6`hWz
zMu67OxzXrEO<~@CC<qm)Bo?4;RjCIm$25hRS2q_dRq7wJ+W@q%2f$UpFv+qh3U6^C
zj%e?8`Wv`eV7-ES5q07RW;6g~{d_*?2S|RI*B@_u+ehkOKecC9kbHa_(qTc$J0S#H
z0+9br9?hsX*YVk@cypRG!sfts?)F9O$6^pak!-R~T@W_S6%$u6`k#w!zQ=!j9`)Q7
z@Mi!C-H%sTXqZuf{ZCG(rfr7)oRM<Z=@d6)M9}bqjj&b$%G=a!L6<;<H?54{VJfN=
z>01qMoM%w*uD4^IPh{oWB|T2m{o(=(sHHL|4gI&5^>2vlE1CsvS@|vWOfIOI(stK5
zN^!(FfN$EA=jv=nPStiimywa)H=eYHD?NSiT0TlO7DRAD&9gh6yHZ>cPx>gMfxpsX
z<Gw$${@d_LGtH(?Z{Y#GE#iXgY6(%of|S+PFZhkWwrKLn4=BkGNF^nvhH!FXvh}-W
zW=xhm!Dpn&8)yA2N~fFZ+0)=IY+h(vL#P$Tuer5o6c2hPtb=&-s1<6_4tpmVfsL#6
z9*T-r8M!*$I9b*><dp6Z7eUSVrP|v3u|6yAb{}JK=z?9uVok%?)@RQq5>37>@4><Q
zN>Uc~@W24xkrPLMK`B4Obz!zrXr7kS2q}c*E?9$rNmHwa1zf!}C|^KZZ&6POo7_?|
zJyoXKcnLBJgLu5Pfa4%O`jZzo<U1_$jFYl<x|O8Z+t<)++!Y;3r|j=FX(rJ0xj9c?
z#87Cp^yW=R80s~~bvQY=KU|Ue)hAazM+Dvoau+>`>Oku$<=nkc`lP3Q{I=!(SIBKQ
zq%X{^f$0%|=JwSH|BD#q>g3lqmciUfIsL~KeX+kb7+U1h58o%YRt4BvQ3pFzl>q~v
z>#0G}s{ni-n-h2wgnYpF0b~(d>oxjc(HhC$6%r%@M5ZX_i8$+^OF%$;%cWi=e9ATU
zTP=mkF|>wIr#@*DplH70@7Bo84~UVQ@Y&`u;BMG$Anx7~=8U0dwEfof?h{Uw$dh<#
zXlYoU7oqNEWOTQEQZq$MGLf%<r%@nSutt>?xy7~;PVb~P6IbxbXyPYK6T}j8)+K{^
z>No2Q_Ig6xOgC!r*F>!AUur9x$wbI!My`h8(c0RSrE0Qp;$s=V>Fhb-L>*@+1;N-t
zzuBoc%4_bYu*UCHyd9oxr({%&GVLO1aK6=(^vGbQ>25Q*1$;Dbx0$YPdV{07-=g_@
z3Pqk=+1s*gEHI-3c_m${mexfB8F*#a3o9-8<V1k{&fw96CTs0z_UEmOk^)cZJMTK-
zH3knQ!$f*xdab1eBI}OsZZ2CqGQ%!3QPGCX@CFXT1)rZ`N->1)fOSs!Ds=B}S2L1(
z7ql=|7Rj6sd5iZZ=*x!JCSt_f&~iAo;_R@=%$+e#)Re47LOH|SmA5N2>C)Namz&9q
zcEoiu5VJ7o-o0s}n7hvpI89$hf)5j^A^yb;GsKb?NhV^1%aS}<Y;4r(WfON?OLlH;
z@=cG%Q}y4>7aoW)QQRr6R}tV9bD3sgvDa?In(ZgPKaaeBL24#aW$roY1LuoAwgL0!
zvrJJBkA=&mo$3KBy{mCW@j|66#pQs`G3SzfvR@bFS2|L(mAnKpkO`!K$tHd8N6M9f
z59V)?!b$r(A^M#}Aw{}ZE+WP0r%YKdGBN&=OP&WmMGuXUs#)BL;nzJp#J(<IcF^bD
zZt?1Zway0XoxgRny!mP#alqu1ACPi}TNBs>T~?iwK4(8BP@PA-2CyfB02D_Q5}pya
z0A*$!SQHFS;BhPBD~Cre3difap|hj@cZvnn=+z5UrDDU~7-TE($np!BnjBxXB<l?s
z0<rq4W=Z9(m<Iap@R4*Z9L9C-7$sUJRI+xS&YNx~x|$Xxx|s@?)-sO4LMofiD@I#7
zO9CURH@`i>yM=-C1f77U%TlAl5<D!eA|L*M`z=Aq@~j6#i5VEjj^kZwTG))#!>>~2
zXg95m23EV+dUorS6(Tlvc*bDQLpaWHjT|*!L+A`A`9Wj|X(WX#%td;PXj0%BvQb>f
z8-H8mt?8fhJJs+xf9ElI=P^a%KO-ffL1*0i%I?W2@vJ${d-gMF{E_x?OzTDV0wFzJ
z<UB`qwO6Xp-whAw_jmw5#}HNGClXKeFJ)oX@iQ0wx9+g&a7KKnR{C*#H0Icf<&60B
zE3v+6iC3EX0?_?){Qh6L`M=`&SA6B|_up~*<NR(#j=T&_4csm!njE$MLNs2aqc(!=
z_ATV)_t$2|>j3-fb)uCoIB(K`M(Q-9*dboV2dMJ_=FZ|=L+L@k@VdADW8taI?>F&_
zukcT8a6|um-(rmjZ@2V`KcgUj7=iRUga7b46Z*^REV%d8s>Hd&F0Ty%(bf~xDV=v_
z=E%ctLkIiPcx#oX^8ps~%B=m@Uw-dGf*yB<03>HfPU*JYQIMP=In6EolXnR$3IArE
z`w|G1_}!wwrMO@0_ngaKv50IEV-1o3eD@e1Zry19dsBXo#IK&qCw10ufXSgi0-*o<
zZvQ{0xP9P!3jX|>v6vdPQYn5Ju+*_|YaB8DkBSxj%O2Wkvn*qo#%czyW@%1C{V{fO
zYEQxgigM9#ni1p{G?6w2IZZp_;bGgP`;;D&fgpSY@1pq=q2Pa-AJjvdVq59^ZutkP
z8^%YuJyJ(FCnOKJ(XG>e5zfm+nG&@<xOpxmhE9TWKi$T6qx^!Fy41GA>z%=OX>s*;
zPeRdd{@aOjFqO~k{i-yCs@hKx@rFUyyGT$&;bnB7lqIi+d42PQ4?%~%wMjg6gHE6{
zr$dws&O<sv{<*9%0FUUZbFu6&T(<2n44h2t0m^Qq+U3YkSs?0%8o%fZBgli*?^?+q
zrszgp&efY$?y~A@GO~4>plehZZ0UI#c$$!&f8ksjJ;!5F7FXs^{LZUfQWL*5Ho=@)
zPsBGg&ies0SUH8r!IcS2VH0NvX4>+}#j7o(9-WA%k<^i;i|4J3fNw@dhPB|VnIzd0
zX>van^TjzV@CEl;@tH<ADOTvn$Z*#;$EdLq&XAIsh}^3u(`5A2AJqyogl)G~hUZW+
zaipBR7|`24qj@*jz*l$JVnRfoD7nE;e9Bz#`i%fllI1!hY(l$4(lqkhLuFb?X%*JT
z#0}4>g)Nn&!q_>nuCdy5S#UQy<v|^iIe1{IYd640>0uUS_Hh(Z;yf8-I~=)l&$>L<
zR*Ds+2UKZ7P)*U+xE@mtg<x{Lk8-BQuG^XnZzq_dqLiapY5Fe6s+CrxUOKe-7*As+
za?NF8re245$nchkaR@jbHCruYWbH-c_Wr97y$~JGWGj)URy)i`5g9!s=SpR!^vr3F
zZ>7CHx!`4PPRbIb=4YK2qYSW%Jp-5VY8Fg@N1ClYa&f&(#Qm5)8tFDX&DmNVz|*$Z
zN`gLmUZhDN!qy}ID7?&n=h0w@j*gBVBwOoF8gK)-jN%lN?B)A323itXbG>#V=xsTp
zn8+8H4Z6-6^jiv$i)dVP61a$4mIgMsteAwMF&(!wELtJ+bV6I&l$_-K)qD}ZXSrZ)
zlp?)BQsBf*63SBS!S?QIPT*Z3adqt6+~65H`YruISJMOy2mSU?t?1R16S<lu-6-L_
z|CEdc&LHpA)Iz(OgE(9y&;DnL&+U8Ph7B!eIJVmDFW}L8I>giP^BH*Oc?bsOaWQ%G
zRjTLoayIOoM>iG_925_&g8`O5*HdATD^I*`NACiyo`>5%J@h6(>27BImO=0n{~wC=
z1MKr}b^4eWK&}EveHk{+^*hT(x#O4qH9x#kwWNvvc_Fp>?-lrqvp6@`r&03LMB88&
z8>3|>`e6DzpR2h}=!oI{f;Fo`#}-=8Or$8|Kz72R(*l~!%3@5s>Sy%Pl=rjaty16m
z_4-=esLCI*Wc{-tLmiTe{$ClKe~(!4yv(V!z65@*0UWz`L8GO&Hs2XFeXgD_bFkN?
z&HC7!8op`FK0m=3-?>gBvuS4I{szF=yXr{f{qo=Jz@4;Idd7K1cDU2Q_ZWpijdH>u
zFG`I@{;ky;OXKjs$R}GRJ)XO{%P)NG57<x3xXwFIJa<ceCMoYSos?2#_{)v|%Ke4(
zkGcOH+<#8t|1S64OX`j8bA`QoZNJ%7YkKrXCKmsK<%Ugou89zm`)Z@QB;-A<WJt%K
zRUAd%I?~%&w~F!2qqMk;Ek78)_XcwTy9M;*<Rbp%T5Y4Iar&bHJM=-fi|W_zwzH-m
z%XP%5smCbwVF6;|g+BM+)AU(?-0synI5?-7h%8xIIh6}WuCIR0HQL|(1LeJbQCdQ-
zt^fF{L=S0dOBtcs>(__KFH>@3W4EYoA{Xp`H!%&eS4iGy&t5dW%U2K{fUTukz$!n$
z!tQcfw8}{>eH@kl?CqhR|6THoSJ<xu-TO-20weG@g1pSCah`RyU3#)!6J=G~nOmmT
zE%iyCs6Ij{M-f6*$)3rPMePfJbq9e4<B$~9zr79r6TMq>@qv2m9u5DC9@6BU#L`jA
z#cw1vIaR*(&Sh1GnOJ0#%4d;r=Nuc%aGKDHhVjB645YK&uYk79CM)UeDMx421q%=r
zWj;wWO~9e!lplL^>Z^6Y)kaVGGcT?uJ*?nQCe8R*ZbZly@;?TAQP#J%)OxxO<G#gc
z#y!J4C{P{j4(@5mISG$(A%hC>9EI?uHR-+C6|PM6W-Td;cdT?s9+EkiPm!{TtI#Yd
zO6O<NNKOknY_X7vd=9zTlr%kyO4}~-j#W<dUz3C~vvLe`L=ds?LpQh%@8vBv&rd08
zanlF)^!3{l@V{M_nM5CVSL0DrsLV+Z*`mUlWPG7vJ!Vs37$5(1!-oH0g$`umFsE8i
zLK<^>zkgyY5$;;NW?Qr(5sB~@iuPqSj)JP6H~(xYO@ypz44uNpul9tgDF!eS7b5?H
zVRMWxCm<*3yE3P|=V8gRxvv!1hAQZH_s|_ZBcia`kPM$HF3X>1IKJvu<lX2&mAj6!
z96?6$gYFg6RoMJ<CVqvO{E9n-lP@^x(KpSrgHYA~LjM8XER1`hKLa|m);p9uep#np
z2B$k7sM-wKbF<5P{z)aJ3ApZX^~QC+Yl267*Vq~=>w@r>`T=_MK}X<0051=GTyY{j
z<ry_UTQ(?s=h3?{3IQn#9&)li#^QRmh%;)5==+Hl#l6$wJ3*+fn0d|_#KGTJ?mwd<
zmW)NG(08bab((zz&wYXR<q0}YD}4y+Eg@wU6-yBG9Df7_dFzY3VoB<ztWzWUv}-YR
zW#?qn$<C<*MXp!O5o-n^t(%SAKeh{Nv|o9ddw<r-E$0&TZe8R#q%abf=N62?urv}5
z2CdW+&Fm=&zHLUg5U{XS_TkY{#I;Dr&sWo0=?wcCIam8OBieaEq`oqNm;4z)7BD!l
zl<|ECrrc4a+zu`pooRThh7uWrMNd*0Mns<1R%Y#xFc2xN2i~?%n_C4>metV;>v-BJ
zT>@h{%^@5`xBJArW$)Em9Aguvyj>pOV-k|(IS9&q^$}A7$rc*_le;xV?!m{*j~mT)
z)zb)C$n@^0S)|T+UGy29g=QkZ3Ml%s#6#V41|G}$nvp0=J`p4$2j9BOUsj+<jHzgC
z)?$!Lh@D|%TclTVtJ>t3k`?)-O81|c(xm=J1&lPbzW&m(alh0sT^G`VYg_pHcb|mw
zaz6Z}W$}J#@O!tBmfONFl`Zv44aZ{qJBZ26x0x2#a=D07YUK+`wseIGou!;9Q<J=R
z#|-Zz5cZ7n&XpS!IDj5LaJd@$pC9Mu(UuLmIN86a`M%1!-1!Gwv92_a+>iijIsm}e
ze0*b>n^rO|(~lz6AsuC4LiH|{1tP0L)qFlzgYM0tSQMxNa;O9|Foe08XpudX;l8W8
zpbQNxQN0A%E`cW}a!<&vNr#c)=&RL#vEVmsn8{OVa*q!`o1tF`ennu?!yhq#^e9qQ
zZ6K2wmNkfh(=t{-m@{4#_VSiwC@MO8eM?9fEvCp$l?ttFB>lqA&dp5vU|1pwmB|kj
zIbkMjZbAAjnkfVd)()e`80R{rx0{r4-&ES!hkhGU7ALTpb@$Cj`0t7C*!71;t||pu
zYvq1^w^DWRdb@SbO6Jw|*vVUUL-MSo38TxBN(;N8Ymk7=6doVL5PmaQVIjS)B;-Ax
z^jI{+Psc|L-H&q0x@b)cSA!z1u;`-PwkB}Mq+<U>dmGli)T8x<ogVOBMfNZXHq_^N
zNY}!!<~Ir|3yQ<Pvzl^F&v4>^w@9C?s}Oc8MF%8ulsS?eEN1WhvhXu>q5Q*U*f4wT
zSlN8N5fkd8ki;kVdY&24vSnee6RBSN0tTY4a)W5!bmW*@Evj+f#(=vrr5Okj49TPZ
zw-CjBeQDJO4G6xk`>B6do0Z!8e8HcCp!H0fE0|TlrSCj<j`?**`-9=@8YyoV6x^*h
zm|u`z7~S<^c$1n{9OTqE#BIDSfif3#)u`VwiXY*!2sOTUq+DWcM%cZ-w*XGh$dT*6
zP2ANxRXhu`0}o>#@?+!t0r57sDf9-)RHWlFA_Qu#Ft1`1{uh`PK&!j$ymr{uLt&M8
zTo=a2z48I69!WDdJ9Xzu$0V+aTp?R>3qrC_=l1xeCrW1z1R)DQV95bO1b|I}Y}liu
z@1hYkDmK{)seZTB^>$Qb9HrmNF}5C`-K_3<KPlunzPS4CdUu?HOg@}xVtDhTZ@KB+
zT`l=HnFUMHW!kR6%wc^cukvl^vOQ%WwzMaFCd9#Tw|3?db496*5~?Ud4NX&2&dKmk
zVVH$h5An52SjN-V8+xrC?XISTuEN(_WFI~epmoc7J5J_rEz@Q+;7!p@pk^B9?x|lr
zE-7uoS`sGZ$TJ#x=g^-QwO%&inMzhdng#zpfxu>2z4vUN2lI(xnO1Iz#l3s$Ub<O(
zH{UlwL8*wSvM@8eZWObG*V9W0h}i|A>!_*dw9*-ooBd6j8B>P)+Y?Ll`U&;vKKhD=
zO<K`$G;Eo4vVILL_2S#_!S&r^yy>dFO5rRc`I6mZYQsq>56@xw3*>>@WoOhOvTXhZ
z79`qO%5qBP5KX~?A;#cv<mqb_7K~}HNV)F0NRCIoW;G*jghuiBc%G+BMA{q^s@-Jc
zlFp>0Zj?qTLN=ck>H0Kr=7Y)aj}~3zX4Tr~hynNbTs4%Q65i;+nMWw3xjtfm)q!#w
z05V2qTyr8YQqH;!rEI!#%_COuSRbm+1Ye_J;Hv)h;Xl$rftu_qgYK%EFwExfkG`Im
zKu~wookK~d0S4smzk(WHm-S{YQ6^(8PU!d7EYg;a&6hxghH{wx%c^sR$NrpYJ>#tW
zhE`17aXB$;uPZ$=dR17vi|`FCh7<x8R09TbQJcPAu*I6~9A|W<r5GC0_xM7(LvUdm
zEd^3Wv`%ngWfR)WyL#ygzMePaBCOnz_uaG{6N_xhO6oZUtEachza!+2gb#IF@;Oo#
zI9AW&UYmzk6|eR|HIv*MZ0L=9{k-a%L4@MgT4|M~(F2c}(|h=5`@mJ2MMMy16<=&W
zrfzp}!LHIw9Pq^lc;-iijSWTzE$wfm2Q~}^N=?Sov3f<L8UowREE#p#R2Bu{W{M>Z
zpB!zuD<>ywDz%$W@U~zc5gvSfy!Zn#vd~FtP|}P{n!ZBTB~Uq;?*@ae#Nv)viec|%
z;|@&J#(S28;C>}U6uAyla@8Z<n^z3KxQ#2t>z!2{DiNM8=x(QI+QV!=9S};(z1svt
z-2dB_(xl5fBZesreJ|hW$kKWeJr(RDlYO>Eteq?#iN2$NsEdLdqYpd0egN1=;3KWE
zpA<cgi{9p|ZLT(A{~K2TI*Tau$G>!)6Q9cx=YI<N1N6$(v&C_@ndM&srCo<6`;>nm
zlG5X%AAjO?Xm&(m8r6>W2Oy+Ez<*c%qs~8-TNKRx_<OLb(LjW`FUJYq6@a7dr}+kr
zeBzYzG@4W91IiyDGJa3#pEIjg&lZ1WtT~AOVTo5?piDKhf}YgirJIE(6NiI_m)&>~
z28@YXOS$J=-!AH39yfrABI>rfQf^JGSF*DKL6${yCHF^o#UQOmv_^Bb6s{5STbos+
zMc9>8RH3(4NVJ9f_H87zf+Rz4(dlG|@O9B}5%_8K>Y@@q+1DDr_p|ZdM)s@y2!R&R
zP}`e_0tQZJFyrG%+v@jJWkZMd$bU##?$wXaI<w){JMr9Xrcu$cY2zs7R-MjZ6oo2v
zN1(zc5sRXc2uEpYcg_&+yqL~}5r}@5DuulI9Ol8q4lcoVQDsxB?1G~Atv<&H+N5GF
zri`IY2V4-JYkob5IKneSnMuXGRdGtVbn~-DU4BLF-gz=+ctk|_Nkn=?M2a8TvTsj2
zTe?;Gu7M9vtSlUx(gw!Qw{VYXFFE{X)~Sw0xr2p@#3cZp<$zi@e|tAs{F1gwU9rcv
z$3Q5aZFB5nFs#yS@BE#^gU;R~Z*5E77wXJ0!;qfQQTD3ik=&6Lp@-Zlf@q^f%%Aak
zbyj7SI%Pat1qGE-LkG`qPP(z%K$^58gn62vep10v`Q+ZTK2BB9^R}eq<Z@A5wF;^)
z<To8AKNx=Kb&_xICcGO=zoMD{ZfScEqLQlA8<uX}_yn`K^xYJ{me2_T`O!t0E9wza
zy#Y9r*FN?o4-iZj9WMmdNIp>AwKvWajWlzbIwN)YNakpN8#Q?miT5L*{4rfkteKMo
z_H6vMIqaRDC%s>T0l4miKXF74ec3guKtm-8J;-l)JTmj3ePxXuejEGVv<XjZEXFOw
z$Qb6Uvz}|K(hDCKi!n_WUjz9u=I~G3GW)2$(nwKAH}qS$KC8dcMD|?mg95M6skDu2
z7uu*sd}hh8h@rR1KAoVEX^N4LkouR3^2Uie>5VP!*dQJPgkpJclJHCuQ^ynVOqE~e
z(Mz_}rdXubMe_ZX{WwjGyLD9zzsaSp^B`v9b~fmxXVee#)W6n+ELSe)@b*vck&mBW
zYX?VGvA5Ni_=J6ltBShu2aHK+3T4d(P+ucy+74^GhDc$J&1vT9!Br|CgOWOOZJUEE
zMusIJe1uV&+u_*>>AuGlu+gGLx!k7_cz3mScz5XZ+8zd1zKrM^U^K7qSGM|CMwxV2
z)Ds^;ybWg^=h>;<F;TH4H{VS2g^tbafK6#x7ke6#RZ3fp85w1-**9%!j+J}l_xK^*
zY0R8!0|wdT?a>oi*4{=>Hkoug(AuAm#MbFxely|hti9!^7e-&W0jsvJCnYMpcQQHb
z&KLuWDDDrarDR~g?~K>|g;_HzJId$4{1_KfG2sFQ_v`JO_rws!<?+Aso8qr<uGg6k
ziNJ-Q+`un;Kkep_SPtjsE95(2s#|~AmngmAG8uRYSPb0nJaN-x*R>hsr{uGtEv{c2
zU6&%5#IBt*B)VPF{+Qe=<$~T6`@<!`e7gFawV3<fVb8-ugH$Eq{;v-1WeM93Nj`~>
zeU!vLDuiS^Kd%2Eu80v4@p{?D!jjE#x7?n&G@<t9DTSS?Zd)r>0OL$@Qs}%nd0v5r
zE)M_WmL1NE&|)Lybsku0&*IO`qvW<JU7l;BhjzQ%jkGXPj-q7|V(f?fN~^Aq!fo5z
zyXgVmx}dAk255Sjl2!MRAIeB0?O>sQu!A3<RQxm)QTT#@s29yBxA8At04jPvU&g;O
zTEz*D<IenF#n{$kWHSnE9w$gCa0MFu%^ezww)LMAwoBkIQ`YGVj-E&y;JpZ-utD1P
zELdopG&tG`1w&V7i`VHgbxLM52sxfltn*oap?*vz)*eGH`FI)WRlrNA{M}1=oZR^m
zkWDr_GIV$K4n#BS^>KH=lYN42V{y$oy4RhJ&z+W*y&;_~L(2kDgJ$_Ug3!8fJYQNT
ze23){z;c+V8Vb-)C?8lCva*YnQ-GVt>1XnS`XgU8Z?P8Ju=KQ~6<czhue$QhE8Nl2
zAxkRar=w*Pa?5EN$YQbJ=Ah1bG0a0T+dzK@>Z4%}D>Jp_={tGeGctY7WxzJyV`4bD
zojY>0Y^}Fi`FyL9<+Xfiw9ZtfEyMV64aoSr@+h_8Ek2L=$r{*3lVgl@+f>k7z3QO}
za4ssu*WIAT(i^;$J<7Qbr>S0?HLgHU+SM_3O0H-vysjeRB{FCHYLqV{B%ngr04klG
zWmdVfUQfK;?Sks>ojq(iAsp$Z)R7T%J@Uu42r%vSc^=likRQLgyPo$Bd%6lVa^hE~
zc`rK)ai_h#@BKbXdf}BYunskP!?RZwh9$fIfKtsOVT7My;~Mmg`6}fS0B~LjkY|Oe
zv1qxg+hl6SL1ZjM$#z$@+lMhNk5BnvfiSI#KI9&>uuvcA{XD8U8&CC$fd46UoG?p@
zovntB4ZS5_*7&P8`%IN{J~VQfH#we9ZAe^MCwRkkx0N&k3e|r@`Yq=FVedVlqG-N-
z(FPP11tkjzNR}aINrL2zFbqhRC>e<YlKhkml5>(Yzzjh^K!SjPWRRSLlB1GDM8Ml1
z1AN~(_pN*H`k(XedGE|xGgURctGc=?>|J~RYL|@J8Y!CxW1ZhO$q$hZZ=3obGng#(
z7XAiUjH*_Ic^QA1h!u?N-|u|_6VQ?rpa_xsbzri?ko3dEL}$c}_OkhJ;A-!3o<x5^
zv6oRiB2UaP!6VDNaoEt=4~L*(Ml3!$=uoGTuu}iI0@eiHVoZ+*Y3Gj8hP^On$yMiK
zkzK56l9qrq=z5(aqqC?pZGO6VSj^sf+-$9cJxk#))|ZON#;1f`_tMP*`tXH);IntG
zAwPA>xARha`LV9f1^!xA)Z#X0zuN4;6=d1RvzGxkgf#rsUUoq^*p~Q;udX{~1ve<n
zLPG0~dOrXzrxeXD&P3ju&J>ZaXtVOSbmjUA5#O##g17i$l}$)R094&4jf6oGP^JED
zaLOD(mE3miHvoMyu36yIlea@}>Qw0TrAX`hbb!}EV)?h)pYr*AT$BXk2x`x=ZVO#k
zhCSOuK5!BeK8;P~D+%XXd-qpvDsNBi+a9V6MR>tMA=7I!az$lL-ny@dwfYu)#j6bu
z!7ETAQ|k#LQ);aXRT?W2dXyMY^LYj1)TP?psXbCp-fWc(YdM1NVuWJXWFA!FYqPO;
zjQ1ZXKvU%+zsawEh;x2S4C^DFF@J|+6tfv&8`v*Tk1X3G`8<~I&O6H(ufb$cALotC
z&9joqufFVGiT@mngZ&<vqMfBzr<ne4;H@$H&aKxyO!lRkHb}`3=KUQ`<_@7|mT2a(
zmktE5-BdR(4Ol@=JYp^8@FOhBVt<D&zXaXD-+!Ueo=(i<{a-vhW&2mkeOr7#sC>N2
zuN(>)aoI!?22KWH3cAtYIw4^XbG?Qe9+hSq$Z(7)XG@2Y8vN{m)6<k1Rvl_*;IjNO
zuNcZw4RzBNDkG0+c!zEuF8z4ODpOJe;b9g|_&&0lkDV-K>f$iAfw<b@oB4D{V~IW|
ziQ>Y)n#}D2A#8_TihPP3rBA$YB5Dv{_8cveTt_7=Ldf7Sb#6x2mmT&6{R;hRhZ*}$
zl(Si}b#mdwBY`xnEOWi2rOOj?zu<+xhFC105EfvE$ks>wXoH&DQS2g9Nrg0DJ`5-S
zqGt1wYvQz3IV5Egmd>@Rs@qBPs(M&Rm$JMejn$Jq1cC4&zkxOZRLdW?_o&q{bd^KM
zF#53`-+<z803642%(oKN_Ht!I$!|LnSUK6)cse((Q|UT(NDn!}NOniV0M%;L^ufM6
zQ~@cc3Fw5fpQ?B>!R_Z!SSt^RwO%-~ch#ZY0e8bB(r+6h4e#0nH)^`-Zy4&UE_F}w
z=N-0HOU9xPOEa(rmYIlUSh^6lW^_ylnK*UPP!=o(AM9I_NaTIj$CGv-{|#Jcae0uB
zls2xdOa=F)b4D#`R>IUT$n^ir)R{FcV?@#o$>k4O<O(>O>*3&e+ygO#zfuPe6p;p%
zOf=&4-3-|XsBCvyo+*R|<ob)L+kW}W9mJAWc^74q?yC&0OlTp016o21Gk%#S>`vHr
z*m@KmVq9D%uUX5chARuIL>$!N{nJWDSL8yZSf5RCHw(AtR;soH6x}GGVV!?63}2rl
z%i89hw&<8rGldEtT*P0V@>|Y-w-a~E$WK>1?gicj&-loA8~4kd@{nvdxHP1<?@ExN
z<f5|s-SscqbP_Ph9!sjP%{j%x#MfJ;wH0}A+Xe;$;>vq|rQ<718~q04(&_2afU8m7
zzy(IyJ4Cz^o+Ge>8}AEP2q3He2gS%es%JV{cZ{m~ObSHNwCYZp2+iqMFSy`#$ck0z
zWGei@?eZ(ei{=4<eeE-<4N-*ejQy&JHeFJGDhiEricbW&3Mubr^K7x^EE6+%718qj
z!ZWZz<pI}0#HxSk9Gq&hP3%yMqLBXOn-=5V7}>W0>{NQ#9miGZrSu9i9D|^XFlR`9
z-(Gl>7IP<OEf=|gun9dykwK&Go!HVI7w&|veEJFL=I^eIQf-|dVpCr>N?3f9=f^iR
z>&|je=;QYZ*HJLkcV);{lxz%6m9eqPtI{d-e;-((qJn$ZX}r;>A_qEL>?w3n(zl39
zWt>++QeS{XU{V;V+{T>w_9os9of!N3tI>DAt@6;;;-q4&s3>xA#X}I(9M_s~Un^)V
zo3r7p#+t@$JnP?GC&_cwk9~;U@K#$qTOMvD&7~%(81PwgE5AbxekUa&?Or$?x|Y^0
ziIN#{%SxtL3&i9kw$v3NB1OKkq7^Rw$WiKhe8YDZE69RJOseA9k>vQgC2xNN+LZhh
zpO*HL9<%KW$R9YtdY&bGC24f%CzdcSF=&bnIyAogK5$pTN1wDyv2R*Nrlqa#k;HF+
z?{&GnKO(+~ihF=$Z;*ybooN7kZtIT@v!IU$8+PQ8{Qxk1a}FI4h>!l%NN(=Rs_HMB
z+TnJuCw)e;06`(D{ji{rgVB!N9G%`3Mg`;#ORniO2YD+;_z#u`fMpE0@%XwVrz-7%
zl$H{n?#48ae>GNR|5hT7(#@e6IX6L7;kMKgjcEssHmI^<_APZ?UphMWIc!x;?dt-x
zQdvm>pVtdYp%2rHEGF*R6&Ze#On$NdB;#XOE#8XxJ0k%fEI-{4K`z>8fhb2CD+Yw=
z2hj0`UY73Tl+b`2mk5)nz)~DN-JV!p{4o=Sx&DN36?Zz0uGml7=GMWZlPoWYm@liY
z#U~i@hmDzzs0|mVY2?To^0vx$Hbp&Wxrk^IvoB@Mb<}1^++lx+h{VU9mX@z`LmD8Y
zycf*0^~D(9d>UZ)q?f^W^6!hl4>9DW7BfWL8{=V|c-Wy}{*k|Nwpn@E_e$EpJT8&7
zXGUu2Vy?+yu0y-G8Q#Q2J3`a$rQY0BY)~$Ft2SDFCsBx(v(vbSJs~<W+V`isu)KT?
z(;=c!O;OL51AnLq`YpS)$ts2t<gxL%r2e7BR)-%w`*3|yD)#z0JUk8GLp5U&4Y8*F
zH_CYKYSdSDKrF;vZ3te&3>3s028K(x!X6elP#3Y_;=d5HR_g_!61cDYaJ#2@w00`A
zW_1IDOvIMyx#2m<HKLcm(TVX@dyU=Q$hF0t(tgVP#SB^3eF2&$OGMT)(8ZsolRWoA
zg%?Fpoj|-4PrURBp`P|LOQntL3sm|<IHyrE76(vL2QIz>%d~3Po%T$okHGI;U*`0W
z&k0xWlK5QH&%^Ej;}CRGgp%4Gc(urJbY&UjYMK?uGaVwK2f3NO%il>V^R{J2hTr2c
zZ9`V2)){bTFG%8&(pSVh#u|Loy)YrLXURaFu7%ean7?RVA0na4;9I1Ufao{;q$DCh
zE7>2EmRodV6W!z9?2n&*#X-=7jQ%v`HhwZ9iXcH~xKn!KW4-MbyFpJJ(pVE&)dONd
zsi#*m{sKV(#r_DRSz$twk-(SR<|Ek)O@XTmPZ*wGzk6Zka@W!G-}sxY;FJ7$LjuXS
z!Z$~7i`%I81YEY0or6|s*7jUa(0#=ygm`Mnw@0-lZ?%p1!SWEWGzN!@BIH7Kr<~q}
zamVMZyZ+(SW_!5}+4tws9r?bNvfCf%Rl#7ywSMa&nnEN#@R_m;aE1U<rc#b%Y?xP?
zZaQ5La|$+@{8jqmFmp%qedyiBP9wrFHtRbHYfY6{Oo6$F1=)jzGunmSc*=xXSgE*M
zIQB*Pj`Dh6C1CI0UE6NDSsyjx3q?eayi9eY+amk^5Q*5krjC{RaCcAL&8an+lxciU
z?`KQdPIlaW(Q4k1US#(mehjTk%c1~VQjEd?y+d3_IyJ{#zgVK~j4yi$Z685*Z1W5C
z{sAMrhkc*!XDJR^Jjpa6t@yT@Y>R087Bya+iq71qh0S@5Pby`RNS(f_z~Y&Td-IAQ
zsW#e|!-!}HYW2rt$$0eDjbElgysm(BjiHFLj=Xx4T7n6ME3NTDMyIre*Q)}lk<`uf
zbiMg2Hb|#I`SBu(g?sdF?`;rBC)k&o-m8Y5On*$nlyCjU=JqXxb37T=sCIsOk$$qk
z6;QD5S)=uhcyw4U<$b!D1U;wyu}x+L=T=lVHn@05u8f#%?}Cc*j?LdJaJmhw)d2u=
zWyH{kC%N|sr>oR*4YhALnX9IyWMELP3$E8QT(xP=xZo}_=4S@ClD2s#O0izOe<h#2
zqin97p5LQlm0LEtPv03;*$lHI8@ci$Hd^v!ySX%LxnP&&MdukxlL?1?8+MMUsQ%!~
zgnJhtQL>J2@4m;ywJzdLOMvqar>*7<d=U>zgGQ`BN<Yvj7|=&I<6$QDOV>aUd3<RV
z+v~&C5TkxVy`HlF%-=wX$t>#aqGKzpv&4~Bn&CQ@*LVH|Ba!80NL*-MW62jIfv5qw
z%)%Fva31wrMETKHv6Z{l>msBI%v1qz!``erUD?g*{M|-82g%ix!@I2|@xu4>d$hJ?
z<9(UZK#gBberRyYm*vbDI;++FOj%7=srR4UC5l;tG%q)CCN1ptJ)TRK{UjX~a%g-r
z2z%Vj6H^+mQ#`2=f9pxi`gF5HLN%j@>D`)S6Gd&{!t4KlwI_f+q6)e;$cpqCj?>3b
z)G#dPb+!}vAWfeito+s7MLle9z+O)h*Wp%0kH+(We6OM+6GOyEU=*oPakjiH!=Tji
zC$+=Y*NEDZ<+9N5m`L1q+!frf8WrtNAuBLl3v0&?UABG~N5mR=w5$sx;EK))KfXzS
z|Jy^*g-Va9<p8g&d{%q`v$mO$i%ZvXpk08SLYF6>faAls*6z7@`cYHzaGl+J%PJm;
zRhT=O`-MtoW^?^zp^`yttoyO{T+*OZ=Yw}bq{^85`SLO{d|2JFoLYF)3KAAeUVr^^
zXL`Ha%G^OTz+jwSn^tLqX~fo02VJ?_Hf7dDk$d+YH4?VW3}JfhD4ll~Ds#XJRc>@_
z?pfg?_)%fV%x7l5X0as6%gpm~h274oTtQaS2UAZ#cmu{f#$%i2Jl<@A<9zLqB{>AG
zWzo9x<txRC+$^P~l^gT<rdqqCA1uJ;qJImT_K07dA!71pKfTMn-uu-)k@_ZN%n7va
z`-uX7KG@Psx=qa+Zz?{r>XK-E<rN9>>0)%y4~1+00xlv@R42sX9v*F1qObOkquF?{
z!g*pQC99I+=j1!ZkmJlHW6uB*G87@k^^j)~Nc+1<16*e|B?W6jbJ2oQG^ZRs@oTF9
zo;Pr*pCRu~p1*%!o;^RVwxhNSv1UY}#<J7Lze;bundny0YHBdGbX+UnJ_vqDZ61&W
zhr|V6`lg%^K*Nt?bJd`dmaa;bhAU!U&J&2=^WSYzUm?WmZ#RW-B;u}GC-{#KX5&$X
z_L#`Cl&%2&!BY5K@$F{t8N_T-B3)AP7K?A{mr7>AirNaFyn$>>d?cR;iJ^pAF<stZ
zHagW8bVmQANG=X<Kn?)V2_gutl2MCTArAfZhKK?QozDbyj)|q>q1!<IBh<rJzB1SK
zs_1RcnU5a&l_2ENE)t#tVER4*TPFGvBASW|nsYxq%7WSKQ>XQJ2CTy8yaCjlo7A8i
z?wA?cH*mANT-P~oVXe+KcB~`>=K0R)jIC2!34OoC=7&&o84%)u>aT0Ngk{`YYAo*!
z)F7r-@2v1QOK-0;Vb3RJaW27;!r#M(RrF96a^&VK=0<f~B!x%aRbhyDERsfBFSxw0
zu9JXloW9j3WyINiKdezLr{AL5&HXXWAn5{6OH7x=GL+`8C$n<fD}!9gSYnq3LkWqd
zidm7nvOB>h6eUSKbCQz9S+Vuke5w3oeN^1BxD4~&3YOnv>S_D_r9a`CTO@vz0_cwm
z)Ghx{S07*hPgftPcl;;(mn!|y!Wtab;2Or+NvWy?#tzk&D~b1Ru494@lOf!Vjk5y#
zFBv-8rT$9B?M^7@EXy_<v4&${s4`f<eoB9Mj{mwoa5&r$Nl5A+RL{P{me+GTv%1<;
zGFFihi&GbWyWlM+p-|dT_HBV{w6Rejc4yHV_H-3diB+TnT`uQV_(h_f@`5i=;1)4W
zgcg>#efr}20gaAFZw81gs??05ikYA~8VEDrNy5V>9-RddVQ{ijUvV0&p}^;mZY+f;
z@^T0J$$zl2T==-C;g6`@(l_nAq*p>PeQSZoRCC`}GaBAPPngC}f{A6?(P*(`zox`9
zn7#IVbSXG>`iiVI7t>Q}`sx8iijUmH2*eb>Mu^j{+K+A|e!uKwLRe73oIHPld}-?!
zG5XNBmmj_ChdJdj1&bW0OAD>;JV`0yhESXJ*H#ox-wm4{T9_6qF6z6kKBiv6_n_Iy
zJpOLP`fWMcOtrVt_f3*!XL$6N8Q~sqV?@q(e{bMn9_RymuBPu&6JL_w2b6&WKb;RJ
z{8+S&Ig)a>CSRf&{`iy$6+B3F+0J0{G-a1q&6X?3Mp-obmnRqln1@F;dx)0z$2^Rg
za4Mz_Q?C!P)lFE43<NGHhITGc*zy-Rb%8GNc0DURF$$jk2C^Hzx34od_%_dPh4Lj0
z2`qT+xr^x3q74ax4sO2e&Fx;p{-5W&Nk*C2B{b=vvy%K9SXw`@-@l~u?Khz8w-WoA
zomYe}$+ddE;<TjG`aH7ow7m<~+TpYU<PNn5_b3bWz3YbeC++695*AL&Ijzz2qMy|>
zoeMl&sK+{c5DcR&*XG17%VbnBr}e?aY^;oxbL~0<)D#T~?#PIL@7g7oeqrcnMJFAc
z6Oc-UHu_zUOyLLUooJP_4ucCs_@8{xZ>hSfeI2yj7N3tb3RH$9k9HpVyZ4R>L*BQm
z1EeD$8M-FX@+EjQ9chNja~d>4Luoe-mJ%N?<BDpNd-mA(66t(q^TN`^r5h#2>VkeP
z-Q(0?Kv%ssNu8q36LvGt$EhzvJ{o_I)Y`(6P8G@ZAQ({?f~ynYp?FBJMWx53amXCt
zpZy!qld9<O4>gJ|u$Vw3^tdRNY24x2<y?EYXzy^{LX)}%3)J+aukcU^U$)sL4QEh}
z^kmFOYGa~5manggWo_0TemUNRD`np<>c7gb6cS+hO*Wx_hK22l3O)zV$lbeYn?00R
z8aQ1>7I~P;%2GjQjD)O%1x^v;q+V&+(^~xl_PL<fURW*yA771ko#Dp}Zyxg^;p%lt
zY}&><_+itIGBV%Gyav09bb9<d@&ad8#YZHQVw*Yfd-1n_KEw|**p}hAT{a4$1B%Pk
zkua?_NCH9en@)~lh>{ypGn94slTY{OdZVpqjl(?kE|@(sni)|JMezCeC5CTtdZQij
z^@GfNQ*1MuYvLOs=GV*HcL$$62<SDk2{otXj=c1}k{du51^#>prB2aBwm+@b`eW(!
z>=V$+rr19^<O0V_$^kmnoR-qH@YML|#h|C#cV5{zH@=VBe9jRmhCocfV9tnw+UqxW
zyrtNa=9Xh~)l9N<nb<_QurR(QV}}#wYwzCJq}Ie0y8QAlyBGYP5j`{V(pE0GhGK!8
zEYHYI%)?R}VXaG^u?e{y5<aCBgS8|<7u-Iqv3m|4v3-y;{Oh4j!gyRI5!W4MN#6Aq
z-3ol=PRs;@zL09z3?-s<=?WpGNtbw5lJp~geC`Vj`We^13mV_;mbnZgp%*TOZgDOi
zwo)~!FSrm*Rm@?KaD`x%+ap$Bl~cMqOQRm*&%V5;7JnAElRrA2AC0Vce;%Ap@7&(p
zII!E>%Dnfst)VoU>uupzLjYGnDw0RxSho4sieVzT#7YEP!2uU^tM9NTZ=&6{mKd$N
z>+;v4wwK~-peI`|6woE*T^0S){#WwKHd)4JKSA^?2&pYus)L^LbG5}L_-MS-d|b8z
zaPs~k`(Fn9pvaFxG%Q)Hiy>zlz_6;$#G;#Dw?{0)&TWj;mF6y}9bYo(caU2-=%lze
zm)g<~V2IxZfQS5K(J#XhFzNCYQQu&Tg7&NduXMr<lUY+vx_kK-amjIS4P|Ipm?EAz
z5>9kLH%xK@kSkZ&UUFRYWY)@adcoAk_Ao@#FMog-7LKdl`~ufNU;;~bBcq6>4dLMu
zrc+?OqstAUz?w76g64b-<)h%zP01PLSq?Fz9^=8q9-|{<ObBAg=_?}VVCgOy=^@m~
zm(*smslu`N5oo_GY?{YGLKTWd#1Mo@J<^jk5UeZffq75LPi>`%AS26&W`y^ZhAD)P
zhtkQZgS-BoR4z$z4`IP`l2+`+O4T;_M~0vxkNfMn#U=3@)Ci8iVMXae-(PoI3+Nfx
z1L^5Gm{YjIg8VmqdhtYdp2Q6o;j0Pi!d$jTo4dFWb=fWDR}6MUI7v-AYVdTso??br
z*1N4lzIkGTpR3B@#$w^bHE)V*lV4Nr!aLR_AzSnIiQ+v|v1|8o`aMfBge%%6i1kPA
zVog7usqojZqpBer2*0^#^G#>Kx_Y72(D9SrO;S&rG#otTz9IgixPI#%yu<eB$@h?Q
z-K_0_xIK7IlQ&vl7yz6qjNvIZBvfBNR;Mr=LKA+*sy)3LT{|2>b`Zc`j_Mf~_^k$L
z{j$1oyqX}%&M;6b`YoKliGHa*#o>AsR=ymLV4;|gFiEi0zM51zJT&joUWxi|KqYiR
z+=Jur%?GuEm?g(A%6BWDWGD5aF5MqUDBlbA5+FBJ`G2^2P4@qVizGI&;BXAe#&Yds
zL-N>uzj^3Lu8H)@Y2JF>82^8IO>-9)T1cvtdhq24w=&Xb-=zR4y)z<~CKe<}vg$ZW
zlYofPN6h3V=CsaQ!<!-iMm^N)CxF9#mBw#8sK^>rjo0`(`1qsPe9Z8Y;#aNLz!38r
z6d5W+=@G?0pMsrx$oyoEAtc9OXV-6HC|aP>TUSEK=Tha<@@*S={1hJv?W*i&UQ)9~
z{EKSRX^(x$Kp@G-N2la}B4|Uq`0o;kBTWwaltcx71L#lj#Wt;KE6o#I`?+0KyMea;
zvmAZ|DKNp(#Dg0@vxcW5+p?WYywWMT%Rb2!+7EbRmWcwulM(CmIy55r$(Eo-T;`YF
zl<)l|lrVq3bq&D4J>U|lqekkyvKVR2g^GDgalKt2_4pWsM?Fb1{{4&F!ZT&>3ldVn
z9e-x!e<2e+dw`?Z#Z?XeMR(y*Mhc}ai(BjO12@R8`&CKOw2pL&1+A=Fe*;Joz$ZEW
zpjWp)wPc(W9`9%7JdFxw<k;y$@{hg5jW(W8o(2~Nz3Jc1pl`IM+Nn}zjnDB)@KneD
zAf(#UU4xpi!^)PqfwL_y{r08fR$gRRlT_z=q6=n>c87JQV|jM>Olsc%S|Ch78Ebfq
zeV#F^kCEMY{>gUr>cgki8a%Q30y_OorM*=yN*38;Hn|A%J`V*aiCTNklwgslmN}CC
z-J4<;m+XrjN)Q8<RP`48{t3EH5{fYgo!Sfpp2+DtO8$Yxn^V(`N`#Vo`CG$3+sF+d
zyAf>S9&>ZQfe$aMh}yr${!oK__eV~DGXK8U*&9#e`$P?E+x#+DWFM$}ze2-9cymDa
zvgey*hTu1)Vq8nTz0r(B3y(#u!&@yuj1KK>ICCB6+X|WPM3r!7e_N+Q+k@-9@pSl@
z27wX%`j-&+OWj}O8=M`Yt#SemWI!*Kznp&V7G`G6Gng94%QZX<Pe<^C*i_H)C9DdV
z;x?>iH9TkGdl+xyFfHL5Dn&maKRJofBNY|<ftwc5Rlhh8UxuXn?1iu5#PCC(<7Gnq
z&C1N(QrUQk03yC2`+E?Y_mr580txB4zp}ZTXlB&9E1_m0vi`Ux^OWcYp+1DKq}~_G
zGilU&$|7a07?U%P^qKU<V=d(lkwUqyIcfpt7`5IPla#Sxpk)}<<~Q9f$D_5w8|QQ5
zcviD2I$94rI<+Ct83^0KM|#i!M|!N@OO@>B?oHlBGwBFNmzs!IadE$PYZ6lY^4=&M
z*zUOycW|$>#dQl98hxAIvp5OZgUb(uuFjK!SIx*dIDTw+@SFrUIj6Qkdh^fv9IqW4
zo2Nc*_n!oh+P(VfY7CBU_Ph_D(u=rH<s^8)0xo#afBL3e+#<cCpy08uuPFT|kh=CC
za37y&r}Q!Ze?C!CB{4PQZ-7`$S3vXnW1o+&eaI>TX=Nh6ckG6Gq}?xbh<2{7j?@g?
zHY{t`@kTH8K6%CH%luhRhYRwo83`KtU(GgtFds_221rTj01W=WR=QrRYxCwiWK9O)
za6xqo5>$jRud&1`z76NVzZuoop=4m#|EBcP4F!Q*$%3}_Op~sFE6af)x|M8>(47|?
z_v`v|{p}-Ha|Y<ij2~JA*$9Gg6BF~YUoO(u{q$eX>^mI9dd-G5R($jS!QY<pBY(g}
z!@Q<DqxVfT+5oYFT$j2jSt1U>oqV?j$&oZihAXevY7eL``}^nk$LN|lsXd+vd`zid
zz1m^k`mO|Or%S{wjc9y|^&1!n+0-;Ha>k8-3#73zsfHEP80LpBS(?o#p}&8pE3h4y
z6VQi%G!0%D%X|}aJvocl?ZTXxht=%M%9}A|sl$bRJF0}Z>U%;hGVoNLbVP~w5daq8
zyB7Ata8el`1fFCk`pP^jvSk2ASJZrs$pCr%ob3*+FE~6ESn5vREZVUnyGzt_WbW7Q
z&)poKW2b+1XY8}#^*c=qjL(HhUHwuuM1iH26LM65VcM#`yN&ZOX^7l-LdM=kuDtoR
zedGMQ75Zgy%E&%l(9!aPQ=9^5<V^p*bZq6!S9;t&YnIohGs?*{n#_h~^{RY5*9koQ
z%!IGP1MJW2VDB{&T?z=T4O+_i6XX_N1CbN|iCy<UYlwtaSZ;TaQ|^T9r0H${8N~;g
zaGLGy+T9-FeN!_HHut}brj2YmZ9vnZzfG?)|03%3qd5VU{>fO^9lzNwj>j+vWBHdq
zRoXcWX*G1{&IuL!bd3+R9tPH-$WKCy!gU5aZZ`V%U+^Svr^5?h>3wELyd3-ZB6G|(
zMqZ;u=bUCh!#T6G6`eyYTBk(o%^?A7EALa%KM}NFG9EShO(mm#)1JMQwy_&|J8Aft
zO%oJHu3!`>2N%1KJun^<tMNM~MaLA%a0)fvwQ)osXp(JbRI8S=1V$e}VmsL874A#!
zSFOO?>d%FSD3;9}7zECO_TF+&1hkd}qfg8&S83n)x*|5EGFFHXMAOIBmRv2{lk*b%
z1tRKOljwGL&-QvwUwsCqb~B7|D){-*>*XxLjWA(uZVw>{_j=BUn2iCsr!%+R%mn^c
z61z#YlWOvA3q=CXpF4?5gQX~A1(Vnu{JFu)?|-h7-b*1Qby0iN?s8Hx&B>j6!Q#)~
zIqjrozTw$EQYnNtIVVqUdFfBh(lVC5sDPKQl{@A34G`ivV;1Z!$QqRMY+t!lYBLby
zo4c6Sgv?d?_~D>U)%6yuA<4dfqqt;9@$1`M+;ylXP#<xQkBx;x)eX6*(wjU=Vup13
znIlpsgh%B>AORhM<^6XnI*?y;`yzh>9<kfquTCCMrt+w^@Snc7%1{2ffAV6?_FUA=
zzo`Dt-^l;*E0;cb@J#cQ2mg2Ptnz|o>g1KC{G%;UcYb-&R;1v2{aagL=k`Un{szb}
zw7f{b*ZUwj!Y-J^>6P4cF)wCzqwn@JSV1wkIidsJZO(sVvMqd%ybJ0q{s{@+``?kw
zC=V{JIgCgI&|&4WkiH%+h&Jl^W=Z<WA+NkFT8u$9q<j%uhbA&EeBwKV2OC>rFmSeK
z-X?{!R2PCQSgvU>ZXS-Hpvn;icNR57y};=n!(}elg_KF^T_qj)_%6A!f+MZKk?%3b
za<jG;1pbN~^XCim2aHia4D&<_JA9{hAKDSZKIsN!`x%nL$phqk)O<+a41bI9t(d^U
z$8GyzC0Usj_G3mtn&`byzwglfi0A2gc#FkP5KjV2)TZ&3TRMt&Roz%=+nB4tp*1L#
zF@4|fS*d^jUfI^vt9dp&^=0cOE~r9$U~^rZdc7gPRfuGnb?MCnaw%bYB%26ptUH4~
zpAT<#+_<Sl9FC_Ks1D4I=SGCOV}kC7r^e?CBbM(qY_wmvW1ZKkP?|3jK4-J7jJ~!*
z${*K6*b?{Go26#1G;vD@Dh{X8+-&8q2H%%TgYE=Fzw0{SivUN9TC{Ukt4u|c@^G64
zdRNu02Z$e6nRh1ZFr`j={}5;L`>(e*9X$;bNeWB^pN-$2UEDvGyJoYU<(uxauEqwx
z=!;Fg4ZK7R7*rVDUg5R&eTwkX=;oH93CX#HDH*7Iwk~ZGy(o_&zIdz~>5BQID(RW|
zs<|H`3UG6IqX<qy%r6lXtJ<y8UUS@APg<`#v&?RYY$gqLRA#)>$v<oin_89id56mL
z=cu+>oebOO{z4gKN$?AwOinp5LxwW@*7D+?9m=R2$D!2-WQyW>JAT4UUScke;(1<d
zwCQG9l<AE{?0u5sYR<eut!+GC>uU$KrP6)}dj0Z_#My3sguYQ0UxnFi45OQWD;rFB
z7VBHbZgebA{iMu`9W&W?;BS%Ca#EUrPh^HoWTselqcWf`qdDOU5Kt^lPW4nUE4dNk
z+I&r3J0Oc_Tu4))@JYF8;|N?O^hS}NgqQR`D@~i}DaQU#<Of#vuZ$~RZ7n`rg4;4Y
z=$R=I#bA1HngN|yi-2AO(aZU6)A`y{aBoxCubZx|!|>jHU1|2Y1@}?EAfFDg6>?C^
z-8!(RKdImrz5A-L_i)pwzp%0IL&-H)8*=@ugW2X>egEYHwr}*pa{G!x*GT>g{2TDA
z&+=`vT9(#OGwfl9L^a_T<tv#K3DVY?KPB$j<8o|pi0CGLtYr16*uKw@0PZKjL%p>-
z*nRIo270w(S<R=s@@ZwD2Gvtxxv&XKe}k&=%;V$DP^8Bp+SQy@9m?@6hH$ZYs%H6f
ziDM<euNWAwcjEnMIDkTVK*zGH<fZ3S_<icnqA`_z#Qf3MWG|$=d;_5W?FInAV4U>m
z=<7rw!B?E=>E{qN@u0Vu>U}iLwqO!`*)LgNb^CAb^hjT+SA~Sm7&rv#RC1yg$@8_8
z3gtV%RW<LE;xT@mME>uaE+{$369%*)i~I%y%UY21#?UmFNUMIp0G6G=3ioc$j%Ia;
z_!Cr@l-5}Ca^+aom^T01bK_IYmw%@#-{l+^sFnZK8md~0i@KcPa`XSLfAO7L^3|mr
z$jYu&O(XZznQGn&^_LGYMtmG!s}Xc1u(iZtmEM!D@(|DL(~1yx%B9EreA0j?C*y?M
zhty!+-VC;}kHZ&^vR>!76lLTPRhJSX)bI)U`gnnZ%5WT_l^7%4-7YaJS-vW^$>isw
z)1K+(H+0Z(igcn1ZCxq=m2Y=Wm2a#W@tg-W##8jqJE8C)m5zANDNfr+(fM4Dqb+5x
zy|IHI{jG3NhrZY9QKsL_mE<>jIwumE4+uIZI!AzBbX^NYQ5ml0T<n)veDLg4<0e^k
zrigPRaxtjr2AI`R)Tof$>$zY+nk%pV1o!MY={&wVSzP*6C%Aw2w0s}{<UcriPdjs5
z-sv<7xH{cxh)v$IpkO8DxVrBdH8qzGVCOwTm3tDREoC~7Do2SgP|XW-zZ#R>^mm^<
z+VWn~dONbi4RnQyq7$`A{+b@$qWeiTljZ&C<l(!bBaS^ecl(cn;qzr*)|EE=d^pD_
z6iCd0BXBNpZBi*Mqj|hI_w9wzYx(Q|y6AB>^b}AS)jASJS@BMz%%w+iX^x=`?KYh^
zaO0Tp^ao9lcIN1dk+XR^OZY~IW3T2?rj5_>sR=Fb#ioJ#H257+S^iyJS~2|XIdvL}
z^iOzBs>tPGw4T+j7)ep9?uWduZx=3qgBJb<Mb6WaZTrk$D48-2-eeiCH2LF(tAGf{
zkp~ri#)*iHF!?IFncLfQ3oQT@Dhn#4v;V69%j4<C`#aUueVS4>=MvyL{D92bJ`7E@
z?u7aRW8+G`(l9h&NGqY*x}EO`jS}}5JQfyJ+Mke!b-{XLtR>^wLk-EGiZOTR%{!BW
zw{)h}wU^21CoE*K2QyO~&EKK;!LcF!!L6XP(G<UWCT?t-&r^8l0!M)Hzkje3&yS_n
zigN<THBV(lXYMdGvGtQIAk4irc5RFPCpV5oGH>N8<My4Ok?skXc;r`)P|X(rE2F;`
z4q`S3<=2W2`IBZvXue1MvZ{UcnEx_TDR=Dc*xLxQw~?K0rx|obS<@NBUQ7s%?eWnC
zd=g7%ndp08n_>SjX&XY*UDANv<&9=|+E%D+XJSS6?Q^57b9R|j$k_}qu|N?57i3s7
z;_SC-ti?ap&r|h*XrNow-x42eJgM;4pV<bX!z?!d>wjB+MVhi+_jF4B>l~+p>}b84
z0`fnj9^iuaN%>e9j^CUJ3dFv;MN?USJso9yTGKaeelP+=$P>ELKx|o%_|gwX+1Upb
z{&v0R5~iC@*q~u9TJbe~w~4tos(A@^mcI7({8UpicoKCQH7Q8@*kvM)cb_4R830gq
zIl0G`5r&&bUvlZQ;l!QiZ)+lRfV03@nYN(O{~il$-uBlg88Cxl`Ew#%MdIUL25ayN
z(UwFkWi<<ZZxwL@H}<KB9PsSM9xjrvneMyexZUci>~!XjH>vFx=Nh5~kN9hIE8Trn
z!EpE$I#AfyfFaR%2lO5HZ!e&;gFZDQyuM}$Ywb(xfD2V8#^s@D1Md%@2Ts}FKvmRt
z%MEgS<%9lgq<(-e1}5moli_grs7$9;ksqol`JVJQuaTI#&8GgUP*$(SJ-&q;c<;DJ
zCne9JN`Ct9mpp#H<m1{Nm27{mWLUXaG*}Hb#ZO#4+3R_;W@|5pXs6R@c@YeTDfmf|
zn%#*Bf+0zBNDyeZaTsK^T`G!6Uw85nf&Z*^%8hLNf>J>PB?es!i;Z&T$s<LnL5e6K
zimJ$;@L^SQd9y8b$eMxf*@R-}5TI$B<Cy4_OUtJf;o1ZLj1u{7tVx8eiQ2QOl-D&<
zsDyMu(H|F|vFe`eIM?rv08Wzk-){o&T1DH2ip~Xe+6^l9`_a#yW7Zr$g?Wa1MK4~h
zJIMnwxYM<X<LEMfB-_}$;-=ZH0k)#v#PPQ`(29cpQ92-^$yV0BJMR#-ABvh!sPhG~
zZTgNq5G(Wi=PAr^Z&$uDXz%)2dY$-coS*XfDa9+aH*x>1C|c>iss1Tb7HWovkD1?7
zxt{b=DU!_Dl@`x6R01`^0pR}&0zKi*xhbM6ZUW<d-c;!GPvY@Ingz|A?ax477ysD%
zpS_g6B#n>zDH(seMuML({4C+ax2tQEg#b9jAEElh8D~}uJ{xP1WRhC;&?5#Nd!!6l
zYX1}loS95d^2*JP*Y50n3w*KW>IyFoK9?u~LF{|Hqo53w<$XeY`G`L!zd0IZJT7A~
zwnzK9*gxF{Zl7E~37B=e#%9XHrFPyF1Q9!w?XJzLywAH^(U@1>FQ8c2A3>HcE40}6
z1m!aE*jLqSe&RFTJJ*QR6vho#DL#IMD~o*{LVK0KB_+|n-vl7zJ+FC>w1?FQW5h7<
zG;8vy-rP?~SOvW)_<TOe0~%3Ihm?TzIhGxJY=FKD3^)Cwbl`OP?<u`Pw=?2(tIHl&
zJsDbVUVe0RIJoLO&F~*?e7+oZZpAO29jns8?>fbsHvPrnMs4$w;-S`UVD#VA|8%)b
zVbmwH_BQp7U)Paxu1YB4icoX<nMRrbb7^v!QO9TeJ49@3LU2NoDXc0bOU9<Ok$vK;
zD!}q@1b3f)XV&XqRU=!{9B#~Hol6`G7#{7AL{Y`pZG8Z$c^TLGCbBX%bCT-6oJHGp
z#e<UCd};qu7JCSwoxaLH5&U8$_M@*rC^gxLs)%?+n@x_nCQ4!HB;Hk+>qcOH8zWZq
zBqP=@N1UA!&wH1IaUSbFR<L<KIcVElw~*Gck~d@&Z}J|*^C*<m{j;0mpD``*l)kfs
zSmHiwQSSh7GwoEg`fo9q>c7R{fArGp|34CgFM3p7dZt-RiIL*RRZs%w6a8k%H}lz{
zd){f#vZ$kYav4B_YkvOcYVAtiqGBg`Q<wb!=nlgCTte}X_~DX;_q7M7I0DjnX!-j_
z3Z>8vsL|PAJKE8m6!o>$rG@TjvFT>NH4EJE{zp6DRXk-osHvKM{Yy{JJTHUqT%y72
zFr=(P2FQJMk_Vk&+G#M`>S(d4sK+~(c!cy*;A#Ob|Gmtsr(BCE{ha>Bj)~<vPNYpK
zt?!DevH<ruY7zzgh)0m;;7GRd?%sUS#!=DsNMYwpSajpwx_+<V4_xhUw*e0Y%->kN
zRm5K)&{`QbJAO`F^c7)%SAlzA&YW1ETUjb4>PmB({Bm!tQN&2d+7W<0i}?%S<?#Mn
z;Q(+6#kMHJQL3Dmuxz!pQESla->B^T`%`+>*TgFLY4^|6*F;~>wAzcBUwjupXORz2
z$xkBZtf*l)wROpj-PMU~UlWekYJ%JVXX$AMbXwwbENf}*oHmDTV-M;T;}7r_d7qO1
ziCjX7g?@3{y@J*ZZB$!fM^NHVAkW}f^hOu`Lk3(#J5%$P{ZRU$A~(yrkgH0TZ+DIF
zS(NuxnD+@GDxh*A4|?${Ds%IWPUGFBa|te20pCzc`!;wtz8UA+I#laoJ#+kFZnlqL
zV1Flf8Z91rFulN;7H~VVI|lft<aS{-GWh6=lhNY4qZZl?ZfZi1s-J0pw~)(vK49z4
zb)VD;z2>}3*hlvIX=&odI{%`BzzWasyr!)a0Q51h|Ff4~7<8nce>L-%-(u^*!rOBR
zaN&M6&k<aK-LXPFG`0id*yQwe2I+amqJ-12rV5_<sU-K*xY`)+Xpjl>yKVxPMNxT9
z!Yevev4>N-8xK4R*|-N)63-<JYC*R+V>+3D8j4e*9qD+XWk<sdUPxx&IcovV3?#F_
zg})bi@l<(3*kkzBd5XL`kgwE__-=H}o}X;_v3`^xnbZcj;C-C$KLe?8ZcJq>7M!U|
zRezB)zHh$|kln01uFKgE21<K#z2(5TW{hnnzDo?!hj3ow1^0%o(QfH^qiBgAT+IpS
ze*NPVrx5h?48E|<yx!pO`goHGivCY{9+KE{&Tw?xPstMi60Or4py7e0u2bEO<K{BI
zADiHOzmN{AA@S}3V{N+xK=!ci@5KWcD7jF)!_Az$EOPF~&lZU#j`GJ5_Zi~0MbU1b
z(4%{wiG|vrmNzHMp4g#37kluXFWGz0Oo*sEAw&f?DqsDv+7qxE-f}#bAURU*hE|wB
z&91y9(Ru`2@IKCRQMmHi+qa%D{5T!D)2OCpj-5mNgT^q~MbHj;`<U?b2i;k=>F9e&
zWmfzdM0yc)4LX3$bS5pj4t!@5``d}<`sanhrI2pH(azo7Tig7}P6?|H%;lBdfO(9|
zKf5Wqr2xKzv|UM3scVkI=(z;c%V$tP>oo=eFRDtI6;W&7>@G!SY!M81o((qe+_!8x
z!D2nmD@UV@BB}Z(aN!@%0$eE2ZT}6}7VPHS8;VV^ywiC;#SZ%N%CIg_1t6yru+QCO
zr`)mQfu<2sVY<l!&JNc$0d!PV{)FhKj0<bA=&7LXt4T?+(T1QTxpvS5F_te&RoNfe
z6~YIgi~gbav!L~}!1!+?#1Ta3zl{*U|Gp8Tu>71<=-6~l<pF9%W3(qgz(BjuKYJ+}
zPx6(DjCUhlTGjphYv&S-we>6HEDz8E&-Ux;v^oEH_oB7uXP}ko*=Pe#J?e`{9$_Q7
zPz4UN>q>g=-sm^}bm`MybPZMz+*>~6u10Cu-pLbXdOj6r`y1#f8)5_qnNb<Ul9Vd@
z*N(>-vT3};l@y#Ed|m&!PDMNATt1FxD#edobS5=vz1D*uUcf?jK`PN3?e?E?kKJCN
zwN#wxHd4+cMrElKgN1?aW523@$Wgx|#pg5|w-V3GjLoy#Lr3ma*if{foONp1>$5zE
zeyC}dv$gLQ#cX0nk)lEr>k{8Q)hGtOT~4l2tda#!wh$V6jUv3*kG@Rpct`lu0zo}-
zW|$DZD#Sj%2oN!$s8QiL$<Y2B;9lX_SZ3;tseW2MAo15ZwnZ*<PO0c~C?aRO*#lq>
z{+sHb%7$B~3XdcA3?s8)vh%_>P%2yic+Gbz8WK&OYCOc93aEU)frcmxlmLUO_XXCB
zq9<PVQ7Mw3PLupx!uJ@e@l{i86x|wAJq|#-eVheN*(PO;g)&-Vp7_dXlt^p&md?By
z2Q8i(Ufn;%HvmLud4u2Q{jO)K4Y@Okk;2JCzB@zq+;NT?W9I}z0i$y|57Vk!?JQqG
zZMR9vKYJ;V(Dib>XWVLmMbF~a&bb7^)EB2$F*(3TZ13YI08PGU7$RP-v(a|6C%#n)
zgcALw3l6hO*=+Yj(f+Yu0??RZ?SBJfD>aborE~KMZCvM59iS_?#WBk$Z!Az&{_~+a
z($PEDAC0qt85<A~0L~5#Lf-$h*PJr0`pPq<;`9Pu@zjGQ-W63)OGUetp;(8q=Kilj
ziqLL@XMN(oG`W4sGyjXN#n4vMq0=xVXVg0mgZdyI+&9C!$$?BUEeQH2vB5;K-LGzg
zE}t@7r`^*ka2r{52@?dyv=}67`R?og%zb(&5N#$LUFoQ$sAm&TN<;lII&hKAQE<MZ
zQ=6siHz00Q_fx1~y45T);?)brI}_L;oPi<!RVo$bu(G}i1T_~cHT`33Q4%X%vG@j_
zr9h!^7mgWGsf8NC9;9>nVofsq>807tY`rXjA`U@DIe0o!n*-b^Qx=r|MBgG8Uq?bB
zd(eTs53Srt2LsxmdIMq3!=wuTsM8-G15=Y6@#K0?Nv-QhSGci-Pbkr3fR9fm!`tG5
z1MeUok`!}RO@`#UJjlq{1Kpfb)AvCS@~90T-%wDH5=FZM0RLrX8w{QoPdeoZ2DO#4
zIm*i%9~RUY)34{h?2s^p;&Q<Wh-SMkww6+`L6HyJAfM7b91Sy6kd6L1Qxgi94~iX#
zar(Xt<~pn)dZx8D68sBHei7<SU=4gx%(8QiPZCUYk}ydFVd@7sFLaU<Ug#ClQQW#?
z_GYrc@NwlHbcHMe1U@o=o(_x1R&L|NS^^|gICDQZ^c5?<goGJ2!Dkrb-#y`ObR>8=
zUn04UpbwGL7`}R0!LV%~+yle%f{8T<PpE!unR7?^;!s0|SU9nHEYu<=i6=~}IPN-z
zhGA3ImueUnQ9gEo0~smtt{s=tsv-q}YEe#`bXaOA9e0->#RX|`|FOxoAWMDo0iKUq
z4lu6kb!0J$;5oeNKjSMZ{905^w2-9cxWp^;NrO{ji@nGamAoM;=<9)u`b-7sxCr0<
zVY>{Te20BVNOwS;0u2AIL>~u<OWlPE0Qe6vBmZR=ejA<V&4m-B8O`z&P?Y(vJcENU
z1UYq~)p17Ihsr?|+!B5`WU5~sVh!EpRf!bY2Qa0sx!VTxDj9O>(!JJ}{%bLCfz9W}
zJYqVz5*~n*izCX{peIO(#^N!;7}`UG6%=^?g5;M`XGIg&<-n9AEu#@ZNrAZuxmnC*
zeGS=<;O~$!i1_SBED%-&#$Ik2Sg@^*oZ6jSXHi4AQ#4yvd;TOQ{6%j^;umH~M#5n>
zg1p9ldc^jX(CL{<ns6cBqK*lFr$c@<?`^eNIAh61CWArcg~m%rYL3>dvYm}x#T~!r
zX7&#awQtN=bZ8lqR54$1QLKt42G6lyPwrH~jpb12K)$wpIEB#)eY1T_(RcY3LX{fA
z)3z<)PN%CmIMVR8C$72inL)kf<PQi>PJomBs)X_tTr~w_1U<uL%me>7bRyRtjkra-
zWpm*aamPNVx{}{nixKUZPCsxE0>mL0B%1I5x)$KSj=H3c(7NQsUQ8ArZ85&%PxEXe
zH+Q;_D@8=4b&~3kbe7tVk!OSkD`~w9OgwkFM;+6p<AYZROL6f-U@o{gmH}};?><#%
zR36rP!pXtNfuAPYw5ei<&?RkEgOy`PFlLw#W5I9a7so{tf$+6V4dFK>T&xKHz*t=Y
zkz7;7_WP~8#J_=&sKo)&?HOw#C%TDlgWtfUL@@(~t<$J#NuLA$RuKaOO^r~a22(2T
ziW9im{qUnR+|;wZDjb*8gx!=FX;_Jnfl`$(AD9)Tlo|7`BgVAWi7+-{zFFy+FL#6@
zeIBU&1|S`ZB3Zg#2H_1o#Fu7?SS(;%49le2_|R~@)&4EIRn<`Y_g&8>k`^kz+Anp%
z29fpUlxsR&v_B=JwADrGqOB+iL*t*(XQmfeG3HpSSrjy?9TFb&H+^2^d+?D5uDaAR
zSfQei$Moy6qM}8$fU`A=PEwOIdn=u(kE&Z!5bY}&Hv0ws+{C1I$T|daGrw!+sm_xx
z`S1zaNgtb5LBX*fYBZyU@c|=C@$H|s^(B*nh!UlndZAAKGKeLsrX{t(fXBKl_2o=j
zFEbloZo4wRlgARely^5+msd@jHM!cfHKI(ZK=sb5Z#bTyY3)aenwP~36TH?#^`@II
zB;p(6O>>}(%$DgA{*8ev9_m_T4oS!&T%JO#hY1#q(<X#cM(jhyUN5pYd{j1jH}JI7
zufqE9l}+u%<;^7Ivj$w)>Jf$;w}O*-i%6x!GDoBCD0MFR)-PH=E6Y%U*`yFK=cNs0
zvfEJFVAOAL88JZ-_-1AH$kMF7-B??6GYEHgxxC(jqp8=}?tG4a@P#m0@DQ1Qy|^`D
z?-cp78ivCnW@!C(S>d8u0Oz(OOszL(Y_X?QL(GCVz#Tv0=g%m(jM3e8p}9_r1?tlF
z&s7c@JE|2`3d}(;xpd5rp>IN@FT;A3>^ed)sUP2uGt{IA_&i)0G0u?9@Q^w!n1MR;
zPJVPmY`Jv2n=V;hzhc1`LD1pQr@RI12Sj6UY~<29@;P<~AzkTX!qoJJY(5SSBDuM9
zWN7{DFU{=sxE`Aq4R)JqjZr`08630b>#xEwoa4HyFcxP43~xSrIdA7=-uqyNHm{n<
zQPcmc{5J0|R`?v#b9NScLmmbk!wUasGX?un>V~~=!pa?L?fO7P*hj9v5=@OCIh60^
zlnhfvIH<TA{W#F68~kG{X(IJkt>by?dhFCR19Fd<Y66nfl83v{ZESHJv5wCpA!X7b
z(J@W>NVs%Zt%dOJdM+0}7w3Z^-dkp!QWZOgObplGY~bTZfDo|Tr>nz%4c??)Yk|jR
zhzZ6$LDX)48N=X1zrZ|W9%rgz0HrUphJ>>*(U11*JxkSwrgt&YfQs9v`VDG{6niau
zH);fe-zgoEA3f<Pv7SJI)l3*n$Hs>hi34-9pwY+eF+dJ5$9!RS#|@d|*zf%ktSJ-i
zzq>xsO(QO^3zaKt&ng&8vwB>Sv_MIECoaJ*72*3FFQIhFth7Hqgu1AZEACst>>vVB
z*%u^hqiQ#;!5J=={vf{Bk;J8KP~6CYh$n6Z0&iMpNJ4Uy5<b~sOwB+J(wIzpNV5(?
zs7o~(OvIVOC${b&%QFPyW-4<7vPV90ad%PVReVc?_UyB7uX{-JT50N4-%5D2$T_q`
z{6W%<ugGDKlr<G6)(fiB4iAR+e?#&Tb6g*~YJzzog>=OM??JqFR*3=;|IY&7*nVWW
zTtQ@#LZ1TMlsY$b@EIDUsYMTBJdMoy!oP$DbEFB+*QNZCXHcyC;?aO%V<T*c_C3~p
z!f)=1*unElY6n-!{lv(yDcm04vG(&ZbM$?{-j5u^bA7nFzywt?bw(nxf9OhogC;x=
z;b4X<zu8xcYA9yuN(i`gIFL6S^udF8wES*Ilc7ifoGbXPPWH^*-Lj%XECFl?%z=(>
z%~(Q_WI2iHL&^Q@m@OLP+})5T<=S?*?}@WiGs9z6@P3vLIm-VA(SHd<51!1tDPxS!
z+?EWuSmsWQ&{QWY)vr&8svK`h(!lT22Z$j5dXXNj5eOkJ?VSsV$Rkrg$aET7$&*m^
zWZJs8?mP@k7#QpgS-0k5Yg5O1!5+amj0M|XnMWoKn|-%lb8k1Vz4%oF)}h?e{w`w&
zcC$Fw%tZTg_n7bO2As%NEW4A&jhR3h(eIp1&1P6G521R|dPr06DCgc-Lsj36#GNA1
z$Dv6RcQ&$0U_GGyHP3Y;RY8d^Ys7^>)8(oO$GjqIOlwCagr)D00xh*b{DaD-CQpFo
z%UN@!&?_BLk}<yF4zc1o@m0=;&6IO-<Dh-umQt4ZE9&-EAFKd|mym~3xH83Qm@4f!
z7m#D$DP~ItpsM);xU4baT)y+{UC^v$0+(S6rBGELjP!Qtn9ld5nlN1Mbc9)H%mUP5
z^B({9&+m#awnH$P`D5FK5k=a#1{FE6FnfVP<?+(ocb<OF+2w{ftOe9FG*hgzXpM>}
zf_oe#CATV^>0cla{yz^K2s#ebUjK>@EXt_iEGFQ2RucXuA;i*4jz06=5kT%=X488;
z`~=RLZxHX=LeLTx*V<&-sKNPF5zBwp-ds}Aw+8>i0a3jnJqKezT(8c;J({HN8t>Z*
zG+3kU3rh9JE7w=_87tZ{m*EZuQdWA=G6`EcIl*c(P6I-i`4RiTXx_bdc31aQeOQxm
z)fxI9E+*{8e;IY%%zqV$*CC$O8&|w7D}2Ks-E<qKczI6IKOhbN2P49?vIsXT99O~A
zEC0H5s#3bv_yUazVovvR$RM)l2K5LOwxct-N$1;J6`Up==a)>Uq!dcDm$a>)lj0##
zWCA5<(&^iIGG=$N*eiU=P5xFeVo>Chy_r2t#5etmiKZL5pIac?R)Rr{z00|RL@*+J
zs21F^Px@=_0+0I}L)LdidHpiV8gg=84ejd?>Lq)-{Qai)en=SPqB@~mG<We9bI&vC
zj7ST9Vl6f_UGSLl&>^Urq^4EH&F~~o)uj%<D{GE<()Ubo%NET-)O5aLGZ`^zHrUz0
zA0qLhzIR5;CU!I{GGgcW53!LVAk@~-9;&D$yMXz4v5ZzIo$35<py6R}Z<ll_Zv{**
zr(a^!xF|~<3K%qg*mdLln5S4S;Au|uP13ol(7pU1QmK^x7k-HRJO4P)^*a;O-C{A-
z)aw`qPFAGG+5PeUL)sbq#PV#VY+1VX>UVPUiI$2URN7sXlBavCrOO*D9iD{fy1&@R
zh0m;^%e!1$kT}9-%n`Sv6dSPV#P%xFm`X;eAuuePO3XUpTfVITOU!JKM&U-MUFvc!
zK%Dy@utY?=@E7J(<Sk-iVzp^UGbEcrw1i`a@z7^WFKhS|pKdETsfl^Suqlh;n*mKc
z%VJ5jArt#05Zn72Negiz!IU<RT5YT{YItZDK{kN9rfY3aA<<{tTTRqA&xDwK%*A9l
ze^0EpIgaUirvcH-Euw|Y2)Y@0evRdH1oh~iii(DuInzFeOnl*x2_t7<e-IZTX{fz!
zzI8!?9&LpU=xl<Zg<u@(eLR=Sr^N@v;^Br6O_t9RFs55cgP*^wnkXYW(ku1w2a59Z
zZ_XAY>@4r5=YCJ!S5%?sE<%QJ8hIP?#_~&tXy@|yFCykDv$mHiGqj6a0&?~;d+i;f
z_{}z>EZnuo^==96@Nk=b=|&9Etvxdrxt48wnD3A5Y8*D{hNwEM8f{BS@pEe}CFc{H
zlu{(ceqQRp<>3h2uyVn>LHC+J-#46VXvGqyzW6`bdk?UtmVIqJprW9lbft)dCZS0Q
zy(qmSCG?1NNGQ@3kg}EDL3)s05}KfZ2_Q<7-g^^}-UI~c`h|T&Is5GYeeU_bz3>0t
z=enMU%q%i9YcgwQer0Cf_o#eq+F==S<VGw$l(37^lSH_(+R+*gv={U!ae1V882OJX
zv0XW$nS3;7yjLYaQNlC8Z7~NWRkELa6GmkdH{hSb5I8B_Qoyc68$tx_Ckvi&Eibd{
zgG{S1_r|V}2f`jsFlj`ng-Ecf!)XcF$trcxdHo$)Q2dM?D3uZ@wItC&S#IOEmPWGN
zE(Xn|R{}zPsArr(=b|X~f`dGu&P9G`|F;kI-6(X7d$ZMzYi;99gtL1{1$E2^H6Fxq
zYAt>y<q?#^RRF&P%ioIX*6pv6da2I&>Ad-z)G~>R<lEQo*DuuCh6vn4z}QzF66#3X
z_TCFqtRyudretQVwHWi@8$(s#%WEad)R8SHJEJl!a)sF@iXE-ml`v!Qy0o6qY=g@>
z*0-WLG$O>9@V&$N$YqPE#+CJKg?CYfN5{J*|0nw<+9JHJ7pQi@)<Ms9>TKG`_t7hI
zOs^^Z4_UME>&uWUcXT5lNa=;BY0kn>dw0YI)Aj(|DXKVjETd<Vv*49}3KR3@ZF-g+
z#}!F&xnc3n#vSx?vJo9rFP%ZwD0^t|><VOW5axa}Cq+RIzo1ZQl-q0?vKCTe(9K8v
zT%v)jis`l?;gf#ig~XRH<trRPUlbk}L#yzQKsQxAS;|&Cl8HkQgJ1|b#@<_~fvjx~
z`Lz&*wQV>Ed$^g$L$m3nb)56fsa}wpuc2F4_(Jg|gj5=~nvrJ%7Zz^~%yDxT!wM0j
zwiv?_^HSd@8!9B{B<M8n#atm>YQJNO2re({HrS5Rfx*OC`&Z6Lrp5>OF7j%|>LnEV
z5y7nKtmJ2<A<|ySUq7G?Rav(al&3AZxx^Q#Y*-Cd7}THE!#b2u(&ZuO5O}eFOTcP8
zg*Y64N-+z?kVOp&(_!`pxAc__T4a85?rY)D4`D-ukdReQi<m$Su~-?gDpL67q*tae
z-kMB3+U^Q`<!5J@0tX!Q)NLo3lVC|eO|5#!t<js8Jj3VRTj!JJc<e;t^sdM0K=lLj
zo|DTx3T%FJJ+h9>^5cqj+dy3}J^R*vhvSk<Icnvo@5@v|tf4nC+wL27d_%C(z2K%x
z7G_tARRpv~`mjir)*G@Zez7#^s7`Qm0P+Ep;%vr(T!kbMEvTcPi>o_l;q`9wK|zTZ
zFr|Kbs9$I|==pZL8KXPf{g<Yi0S5^o9~9%61a9{27u^g9uz1nH`bsEp98|xc7)9;I
zroTogdLc<r<vi<<7X@{r)2n9BnfOYRcQOXUMM|08<}#8?uy26vM)H2Tv9h$|Gc|w3
zt}+$=?#F??IQZs$c~vqE3UxzjI8)ZJIgZ!>2uf8z_-s)?Nu^C7hL5>|b-!!l`S}LO
z1ufw>gwLXFS}`;i3fmpQI+E7Xurloff|};Ni{9@KKxTRm$wo@k{Yder1Df6iFO-%f
zL}gEG_a^1TL91H)APT<btrQAXeGi;>$w_|aLPKcHCnp#Rvqzj$Jd_(vc;*LqgJLbs
zC)Ld-IhwA1U?C;FGI^)@)%k|N88}sR7bgl6QSe4{eVjQ_`B`>%7HjXu^O6k43xx1w
zLXrW;irSj4IZjoFTgyG%39*tFz1S~F#Dvl*B9hXTwAmp1TWY&cW#kpiASyS@r7<i|
zH>X?7&y&q8?)HQz_$j8u1QsO6KQS|nvCAr5&@zbms)mtxzX!_GQ**(M5;M$yo2_Z=
zte5bq^a0RT=OL+{@hp|W#rrD~=Px!jDQL0T!`R2RbO}A><tx=8d|bHRMAf+vNKjpp
zRhzjEE_g+HnsM<h7PaqhIo;u}L^!Y{=$;b`GSse3g3}TfYcoW*BssH2_;u~G33Iwh
zbttcNv<&vz6NcC!V_^I&nJxXL-a-V;gwzz;qADOP5WjQT;Y|#saXUnlRwO4WR}GK6
zWsM;K;)_>7a!yv3H!4cKOMegu8d*S^RruchZ2s|5)7|{dm(D{fPdGIE=eL-%lLpH)
zmL@LFGlvD#5X^X0#me&v`k7~C-4~-HClMCwlr|WZL;<b1_uLvt1Otd$6*YnU?Ab!$
zmNKyMB9B<!D8YhpCaq~~UzdrsVEqQLXbq8=b`$C`sqGnp;uuYqqAB-LWM!+l9R`o+
zih5AHCT=)74E&_bPI2m=x<XQN1=KcxIS#=|O&#2RqA!>*ilT4a`V(~bDpaw~#3<XM
z`fe?CUUJ~;qzq<iig{TK5nX++1D}*^31`h_$<mvi!aA3If7-(GLZ#3FS)~O>XfbTD
zG#zHr9Bijr>b%0lz~7wIwhvMkrj61MUqK*CIMTVYvUU62%ZO3)A~I2&`SmKq<QCq3
zn%sf<j%f9~cC{^GqRUxI11#RPHua2Eazd_OSiNZ3>`1wFQ=Y`I3y_c~^S~(~F&XX3
zB8qjGMaOj@s4xaL?t0ymMJ2j9hr$qY&u1tWo#QOTDrcn)1sl|rxibHjSJ2OrPc9T3
zD=CuMt}Fy4UPc{I1(gu<8JLH&=765HwaHQx9MVX{jDb~B^1IRo^ZR8BtnvkCv`fF}
zz-9V9tYjeEyB!e$8$@abVK0vOX*u~WR1?_gQw=A5c42;6isIP4)FGCsI(r^}YJZN}
zlm)1CXF+|kY+<l`FAtep+b<f6)J@<5M&&`|q--_vxe<}PYlSk7pbuZ{w}o=)ZY>p{
z0J7DLNr`U(QvVJl(SK&68}%hmbAym4>Bg3Fre^e&yVsKD`FGkNDg>#6wfApGg;0nJ
zKA_r>ar&AeaL=oim@p!Un7*XQX$(vFTfQ_4mG^u9+j=_}K!cR>BenBp_AKKzx@b5P
zzL)Kyta<2mE#L9TO-dwv%0_^VZ$|%#*UK1#S5mT-`>DE66Qwohyv7_TGi|p!u*9qM
zv9pYk?1W=s<HKlgGM$Wm7HCq@{tM$0=Q}1a>GkzwJSB(a7nzw&sx9oR%;ruRlCT^n
za*dWknJ#2)0I77tm6sD@*_l9QI}?_Etx}fDwX+|drni|W|JFCNbZg>ktc_}H;MPE7
zuMqp2bCt@<eFM@H^J@HxX~jl`Jp}>R3LujeCJ3F9*WC^bphq0_V6(^o)f`Dbs<Y23
ziNy=}EbNl4FlZh1_Lk2Pei##GuU9L-ami&&H(y}G;;>MuL-DB#?cM_oc1j9n>?B?G
z6mzA_&X;XQ87@9;#~!aFCa3kfh(b}#(G_UrfpuM|4C~UA>oAr;C{40HvV7K;;aQb^
zkVU$>HIH-iqvo2tsM*Q<dqK7!6jt9zg6OolK*5hwdy+EM#Nb5ArlKYNS&J=LG6s*f
zHXxKf0|+d}9k&ZiJttw4Z<2@)^0>u+)#JV<Q%rh$y~#H~(#*i<YH#t=mXB1gu#TSA
z2jSPly7Qf^BJxx|EHk7O>cH5FGkx=?B=nCY<(OW9l>IoP7=*MDPq1udIqCDD^@#yU
zPr3A)EWyyW_w^k>am6?l;lcxsW)7Q2tcnfS_<h68Si4w1uV-wrzJ6d}A!ct5>54BM
zR`=xZfv^?ZuUTajTR{v>ZsYX&{KeZ)E|p)7&Fq*KQqW%+on<r;?+ongeH`>Suu9~T
zJoXs)NOR*g#-iqqH~e(I{rb+3jwfBy0vQZCCK)KBw|O~EjKdPBE;!V2TDC4%saevo
zBnk*D><1UdH3h~GU=#;JLL9)?FW%RLJ4N0Q&|-8)haIJ)9WE!NUeTV~5-u~bgHev7
zmm-g7Wt_;{Oxb`a6Q_XOoBavkL%0S?@f#qD1js|OUXm9kGpz+<U29s~b2g$`GYykI
z%CeZtvY2XbR&Iz(@UJk_Rn<mgIMOw>{WNQgwznNtzYg08Iep;IwfjQJO=wThHD5w*
zcMgQ8*DcXrbNq5^w5(&D{$pOJs+L8nz}@5sFzuqHOz7bbn$*ue>j()6uBP9hRYJBa
z2!kHG#0MAZJe1gCASIh7<t5eDc2#HV5fr#AfMfhHFG{`UK-RiCc2J+ACdhRim~qv%
zbDI_BC2DgmzMR@(Quq?sahP~VM*3(aPp8{NI*fe7q`Dg@)-qq+>VkE%K;Fb&(g82b
z3F*%mlr^D(gOi<!DZbv{*?*BX^O>~brb?^}zl37>Bj8rgH$Z&X=g*(KXyv^gc_NiM
zXYtsW3<tBa@RX{XDwJm+5VcX^Mtp|>F1_o|T!GIQKx3n9E9L$0<&q*a#IVQ_h1Oom
zFVuM&Y@L8;ffX@x0{~^%-8O&qUI1Lc(KT)=vI{Tts2J#FDx~3td4t1t!831?=^Qm)
z^1h5To23_LueZ#kF9~vEi*+ScjY-N=yAvJlOCs84X;J52k3nGphk9mmdKb{l>HJ77
zdESI*3#zTF9Q{NGq`t_qQ5PDBmS$l=PGY`Qi^;p%J^F0p3*E+V(y0Z60xR039ns4T
zE~R7{57rkonF8~{R7d(?#q4X{Il#&ws`0>}$w}@Hmltm4Sp9~n&W?ZQEciNtRH28S
zA(lb<l@7}~Hy_%*VO5}@Mth1wR*j&yzu;MR3Gc|b5=pbg27~Q951KY6uJ$!&e)tl5
z&w`yzDag7_raXcG(|kaFPS(*RU4mPLZ)IU)8cUH>-7BQM<S_1i=+Z8+U&dn->A<hJ
ze3kQTy`T$ogKpQ=c>^&%kiiZtcP*fTX~-ngH?wa;mMs7;1@BURB4G%5kq!vO89Kqn
za!ut<7{xs{hPOc^WZJG=SnzavlALUI!=$Oj6}@Zyq3Y_%L3eVG+%Pbav7vA~#D@Y@
zoC+#wo8Tj{M6|m25Y~O9#PW)j$}DR@eZ!E?k9`m$`mC~7X>8U&xV0FXl<blKTcx9$
z#q(mmVNPPa*{P&da&G_}`6(UiApwo^r!N#uyMAm-?_PY+ZG1Pqy_D<%YdX!?GFz<Z
z%{b|yfLspU3^YqPol36OT$Xv39^s9;_`m|&e)OOL92(f)<@9x8=qskp*g$KBg*B#x
z5k*pBo>`|>NW=gkC-ozCy>2qx%5ST4#@JAaHq>UTjlY~Ns=TAa!ZmfAvO}xk6=e0A
zrk2SA0MS^$Uv=QY&o|1DUafvR@H1F9uryk}L6@L>p#uWFIH|Uz^G=;&uPNklTullV
zKy|pEH$Z-t?t%`tnp9*=p(b)GkONByr(dI|2`?xwwNdf+yW7+tt061eyFn<n`h>8X
zJnuc!CVmQ3(C8NSnO>+srfVSgsE;jY9J|m8ZEvyMjqMrL(>@>#QE;tw;&~JmAXIWS
zHmTH`AOl_GZgrH@xs=UVu05<VxDLeb36qIlgX)c}xIx8t9aQciq445&F5;7tLDxkE
zujm$s5Dyo?nBze!N1bgc1i`_9d6i_#yR%M8S>X!n-g55m5*r}QdSP$eZrfG!4~=_~
zgYbjUiHYw!+GIWT5+W9g1Gg&?t8Ng{eSW6mcbQ)!X?j(~JBQuCmRF&#JNyrGy7RVI
z1bEp<Ovs3Q!CWMqCMEVB57{d|qQl?Qay;3DaQrr{aytRlF1zrO@M(ptb%(*%g`jy*
z(8G;1AtO9Kc`mK8scLnIVArlYx>HAJ&~e#u5pvWwhlLwmM&);I0C4+n1O5)YkPH1z
zQF+0ra%t&-3XT>0C)Tg^qXu&X+X50TTNQ;W3_ndl>;^eQnA>6S;cJPtWc#lglt|m}
z_)-{w&3br*^ot-69X(>_?8xyF#GJB&`JI?pL-;M^W$BxDKaVtd@+-IJc*H^w#x7*C
zys@Sc8;|8E2i##6>)Gj`tXHKRJtVdeC<?RYvB@DFQ)HU>kavBQ>TDH@oU?$nd~i~f
zC#9y4gjDkxM$<Q%6e{%zHUh$=<ey$X58BpzF;$W^87jr?&&^nP?~E|0uF^ybQXy?x
zmi@&c#WTr4k%e1Jxq>~{{37v7a@8KB(}s1l2DkQ^Yg`uSy}UqFzIpfC<jbz|4*jm#
zLB_^QGqwF$xk+EV>%la0!>Ee&oDh)bWm}jL^VK;x>d5FZg%=1YYx)L-%JuA59^F-U
zPSuj%<85Bf)XD~Jz+I$GlL@cJYrUy2)f41$5!_o|j>u;aAMR{$d$uH6cAmP=x<?@y
z^gc7aM0=sn(TIP48@a2_t;!bjgeX~|u+O-pLsrU{fN5Z<T(*3n9P^w;Njsrf$6~2B
zRhzF(d0Tb~W&?9ziX7)Lka+rHEXz|tH}wgxj(`860v@<!j*D>BX13pBK`G9AzrKy_
z>on6#v2{mde<St0Muin4i0vox;blTmP`(HA1bKJf=FGk$6AN=f2#rvCLP2Bb96z6Q
zhxQ_jYunW^*Y`?+1BadWl>yU!7&oLl12vpi0|^`IQwa>Td&FJ;Oxt+>`IY*T6b^cE
zbk`g)xdGumAJ<wSa!N3XTPd%2<>m18267us?bN!5(Z<_C3P?-g?kI9yBs{}Pg#t=L
zpcSj<9D`D60WSDnTi@+2>N2?M&UvZ1UTCB$2Wakyq_`{@_k<Ah>Vu{KAc!@vID(r*
z6jCK0p;Hs)k}?|cWp}R1eQF)Rq4hT%jv}JNdtviPpw6a2Fo}?#uTALTg^nQdmMu9p
zO;h_qtvTfOhzZX?<ESmCaEC<gkfL>;Cx<_yMS5$Ijb0$q%p=MsFT`9&&$TH0%*Zf1
z_}L+ohy=aj6UD-2;Jh<)8Rs%6yPudh$_AsONRA~IH+@iX=x`WIUp}ganA>UpoLWF3
z)SX_Z^)e0!_9VzR=Q>Q&xz#}sqWUc42_s7?H&?1_YptE_E9*+FCCnT%kVakAlxM!`
zIBRrpaJ-C6x8vx(dTq!z!0wt<z>6oF<kco7<W3~-6Qg2n5JJt*7O?w~qyrFnfkC!Z
zl=3;~ly?wrsyJTT@~1t4$ZSeQN?A5k&!#a!ie%PZGZsrD&ZwLmW<59IWn0%bl?#0)
zJjqH~kQXYvv>Il{njiSK0>F4!9d!AzFn>mRn_*j{H!?|FRU){WFRFY{X<`6tSe>c;
z{JOM~AQcqcq+qEmH+&8u3eOwfEP<pc@KBJ{Y3(uBK7;YVY;TmANIQ84hz|~C>pWe8
zA1npta>qW9AI#RCT*bO$PVG4U3%4Jeue;E`enQgJL(AQ>n(#P<WUw6uL>0bv2GWvh
z)o#q*O1|}lC?z^eQcElBI?F)d!LpXtSEi9w>ld@L(pu7580KUf2JV!Po=p%ax>%z$
zcsix<y_swds>o15)d0IP!_k7O64ol*05kO|-w}`xqm3HS2Xb%F=LA^EV2pOS9~BHW
zdMzjdfd*>65IYsVe$`oW2x)eC8^U-@Q|ejDJD1ls2{w#2^{f>jv{4z<mcwXdfJaaV
z(EEVK3tjTqL{3<LE&d5UL_cB(>A{AD$;OT!5=P1_c?Vh|7SI0Dy<Uaw>!Ma`a<U;L
zyipt}#7ncEi=vr>bLYH-gEJ&T8%686OT=#`<x9g#A`F|@p*H?WR3TF(tIcmn!h)9-
z&TWvK6F-+Ka1BCCHL*?Ur`cZ6UtAnM0|L90<u?ZC)|-e6c8;|)whY{gOOb!5a~b@?
zDw@J13tTGe^svTHq9|s)$=qEvB;*4@HhE<B(iIA*38#PAQiTizs*v#kofdTf+&!P=
zJ|+Ia@wF8igw%9EfU?F`LT>iN(DKC4QYs~cAcAZ|-lz4HmO$g`uTHqSD-3V8%f5ZO
z)%T^s;Pq=l<6d4OpGey4yi?3MZ2kJFJNBlVLODS}Z8@;cjo+cS{u&IagD`F?c0rpE
zDu&^6asGoshGD9B<IeOiXDW$0rfH0sh|UT)SG}^3O9%|gpw`br9u!7!;?+V#^|Tcf
zC@dsR=H(K!k8~C4ri^eYh`1a03J7IfiQWbGCu?aTQj|btt;K2^VxH}6D6f6ZvRCgr
zt$Xn?cx7ym#=`h#9wt1g=hLcJdxEzO&|H(<M~ZU`!SVeMc7(7DIw-9Dg35pFzO@Qr
z3UitWHDP-`D-GAwM=eQVthaLL>-#@xG&NDs+A5Jq7j`gcD8@|$xiR};0abH-NtWlp
zo*5?RO$-f0G%*F|+@#`Vpm%#EA8jGcO$G&6_UPm4)@j0!{lxCV6_Sfe)t&<|vYb&C
zqE~DgVsjSILGhA{xmPuqH$#5ANp2_@IhQjtS-=|P6*zz<S10yhDi08_tJ{2@t9*Yf
zQnv2p!r%a0^V*A9dNj=^?23uir0mK_wj8~L*o|$^(3QT7VzU<v!nB7i1_?YV=kf0v
zMQp@;RMs-7_=<bhDtI>@3XNTveN!EXa)9uvHM^;(Yo}HrE?i@;ZF7{eS>wzX;34DB
zajbijB|RxKkXm0Q8=(GHaG#d}l53?|0wvdG)X5)O2+q%j=!bWF_5Tpn+_al{v!7i`
zN4qg8K3?aYU3nd5E(6RDWR6&Z?^@DK%MVM(C534w1`${|yqH$P01HIliwJ<P<x6r_
zyW{7Muxyi?7^k5?pv)pHmo3IXULX`LuhhF4COmAxKq4yWFgCE_^onb{$7;C%lT@7v
zvfvg3oK5?A3gNGWHj&ziMj)a>y0daVwn~3WtJmh*f=ZxwaahfAm;2GXVtB44V!Zgy
zY;?C~)yDY@8+{liZFwR~nCYKz^{g+)GQTT(Nn+i4<h{*(U)c=1=fOm1<N89>^?5AW
zq)-bA^@bc`Q2f*%Rn{~Ek&(d&firxFC5*5;Y}*>`m6hef3;VlG&|i-Fb@u7P>s4`Y
z?<VeV_rhF2repighi#cD*{yh>(nAlj!(5BG+#FhNAzmsAP<9;loy3h%LTa`ouE^eK
zTLvx~_~73L{9Ewo{~2E-<#Wjwww&ZZJl14qp+xNZbDaOS@(=|?X``qHN3fN7D4DE3
z<u1}B*sfscuKxQuNqhGo@8yDwf_^B6%uzHJ#D+MjW8;k(Ycj;ck}YFau#tLAsJUv6
zEQ3h{d{5OnpZvv3da%0l2i4dqX$kgtjaz;WpG(R27NTRiWB3);-1(_JS-q#%S+jsZ
zqooWZUygZ#cqP^emaDCS2^|m0hNGxz)qpaEy#~M#m+;p4x%Es4hxb9t(^(x7b>wRk
zyfbygi6r_2EGjZ4;}j!K_GJ*~;uT0yQj#;-Z;J`bgnU`xz?HtEV$)5Ao`U)|OwtA&
z-2-Fkh-+9zGH3ZHS~D0Nau4@ooLRWy19#<mPke-?hGoB<pFHckNw^&Xo|fZmtCW5r
zFe!@E?l)M3eK>1=|3O=OTf3^bqY2w|n{-gO;XG!ksCr<@@O5JlCF?Uqum@qgqI7b+
zZ<htrbbXr>tw%A*#QqmnMY;zJjXv9+RaP&a*EA3T%e>Q2p&iD2{eks`p?1Tb)X_nn
z*C_1Hx)+Sy3!{xpaW=WP{5UU(_zLpOSg|9zrO4?O8lto8;434Z?Gy=co&1Y;4Zg)5
z=(-BPp0~$-003C+0suILaQD~XNM4j+5X?Mp{73<r^j_9hgHd@v#_VN=J_XE5Mn&J=
ziOry3#<ff{L>*aQpsd_rfL;rrmh)v#B7N(}PcYY~JZl3@2xYfXK8(UV5gefbMQg>;
z9ZE>snAy4X>K8p_8`gdo1jc`<4kfyX2qIp!bHr|PQ3n@2`F!5FH?S@k)zaKj#Gl!p
zM^+`|pK^`0r(HF;gq|Jj3e!WH50)v89xUFwbs-}mhx;5v#lU@`3%P-MK;LhXq1en;
z^FD}(q~1{g#-OP(7+_pE%R=4M$IA2Cl%Qm@Pw<lR;T#+7HCJH9Vku|rltwi!maQ~O
ztKRsa*OH-kiKlmS?UnVz!r%`6!fya1Ond1OxUu`bHXL%TMdl7YIOeWy!z-l+9ItlC
z2_l(#?J0dA%37LQJrg|0P{xuoS=P?-m!HVz^77!h>)pc?Axnr!b)I&=Wll0ls3#Rd
z_~07;WeyIX<M)np{CSBH`+>z4_!}@CByVGjzLFO*4D@O)z^>OY#rWa_+I#@GU%mml
z0KR-cJunP#d5-i5iyrbf9Y@DEO(9$jBJ8k{U6cb3+czfN^)1$Z&RDZGS}*-^e~AP`
z39S-6Hy&fHbDtg2??7u^jmx*ir}xOs%IOU%lVl8(e?TAlR+lr`AF0x)J4}uLVkA5^
z#vKaLQG#f~<MjnBdKFu)^W>QlRLF&=;HeUznasPLxvMve2043@az7lIc(LaIgF3`t
zI9CnDBJW|>h@m_UP6!M!?;0w<bnvU+cB~CpstCde2e&D4sbs&4U9iz|GF&L?fOJ2m
zDDRUITBBik?{UA*e<6y_3{EwQLamf6<u~`Seugt>`f}r$5E!M)LOT3ICWitb-HAa#
zPAa-VL4LUxnIDQ=QIuAu4birMkvc`w=ztf!38PR!Q_^hL(AF*I9(S=!36qT>oOMHW
zjFhw&bA4^o+RTdBXGGJxQ*X|1St@5j;e{i4=qBVlTTeW1XQdkgH*YS00(TVZoDJLt
z9htrX%%l<$gXa)ACW#rK_XEw(M0vr_bTl0}$wN56sqB$+H!wWh#%PMg;@bSow_aCk
z5sRXfcbc<>8HM)i<rgW8BjZ;6gIo;P&SJg+Br~Fegrlf&Wj=F+kUQx&U3O#}!w|D4
zwfgHtC*G`8eV!!mB$$)aHUNft`6DO?%|<G<rco9M;h><_?fjYo3?DoGlcBvaIpMaw
z;Xnnq^2O|lb5MSnz9bc*!WedI<;Wm0UIkdKiDgY%qkM$)2r8+)f`OEKAS#qwT0VqZ
zD*)dx>Uq4u9J;0aquQeBxhT|;@t#zS-*qnw<CqR7i)$o6bn$*gb*xPsG=tf??HxC{
zG+TcuEAzW&NQFn29_hu#!T3on5QQ)ptT6U53O<*BKql1t0DMm!%Km#!XyZB_p9=pA
zfavHidT^AD-nl{lXsX~*Op7XspY#)M3DDp>**5lT@`3YWn#)Cw%w<!buYyA&cR=~+
zkXVRQtTv5HZ<$VQ_FaOSI_j1Wo1Guw?^}JnC->WJM)aV)thB{;VHD+VYmZ8uz*4!>
zNPU0$5aQD4n(0jAx4OZ*K|>iCHYyevq9ZTk_Z4I11;}aF=_)-cFQ|$0Gv=&oX6_(P
zn6-|92?~{zF-|H;f*)9KLd=`kR_=+AsqKj^@8eds8ppfW`Gm9CO<KNqsHi+kl@KMX
zUSc!ASuAY3x1KcxD%U=@#a+F#1ckph)jR9n=$LBVNX@TOqVyt;(OjV`j{W6uR}MY@
zpmy<jl0^Y)tKpluI+%rcRHs~UQ^<9)2uTBe=Ge(85Fd?_9gulUdA3i7`>KUQwmUyl
zeXmPGn=X{LDb#$ez=SEPV*1uwT4|G8)0VuE0LA~oC=&Ov^Y<C--|_VW!TSGqRDa-|
zQ}ES9&rbpSNqz&+Wee<C`J93OuHF2j=KuKofzR?N;skZ<LJBkg%BDQy=j(wdNP7Ul
zUFsk3EEny6qVHk`uhhAr<pE{7rwhf#aVgb@UQ3`A)qs9&QsMEZZhj}m*<nZ7;_yFV
zQwE%zu+FVebB&8=$#A;(^k<aAg^1G$bTt}Z3?GZ>@`p#LHVeKz{#z3L3A3AR_5-!$
zvhbVi1@$Z+BIrpzw$)SMEGgWlfybcX=5ae%%t@Y3oKmxqLYWMcKnQ57KritjyHk28
z4PzjZ)MOaKmtGjL-=8*T!eZUBTL0)ya~v>)fXO0OH%a$qH6aB7gTZ6CnO6;d;L?PQ
z&No0SSYiSTb@_ElE1XY8^&)vgLc~(%=KStX>0>i^t9mAe5ha=EtYF^WQ(xV)nA@he
z_CA4{LjGMq*n)#`r=*>|aw}7}=gk?z88y7<bd~GZdH6F{*K?v_86YPWr;EXISIv4a
zNQUwHEjq>YpXb(XDp7Y`(GgK(A&kst+twSIwXi@+kP3^|^|zYsBPZ2xVWPrYC~IoI
zjC%ubdQ3hP_n=;0wL^0iP1%5XDT;ODQ<C#a$eHL%37iGtcFl%G1DIl4{6=^}5?U+}
zPP`O*HE|=8GYfjjq7h3G9|jeuNwp$Yw!E2?V@g=VeD&RH4dktu(vGAYEO(sdtz`Hv
zIq41*uV21i=vHlvL%#C`Fl)<iCCyy83_AQouGNo&VN)QZ{XWGg$m?efPQ(E@`C`{|
zH52pNLF|tbLWsZgyFmHZ4erbVN@@Npq{VSJ`Gx243(w<!6P^eDX;6<}pj5w@F-~OV
zFJ_FT|Ckx$7bw;5IQPFmsZK`B@8Ms)HSC`X$KLz`r8)-U{sl_)d%yV4f>QmV6aBB@
zx%*`iV~J<}-z{RmAF<O^EG6x%*7%*`iorx4r)~)B*D>#vv;ZdlZ%?}1PtJ(Hmq+p!
zKg%zEmj8x?i@*3;e(|&1KbZ@^ho`VgRd1h0;{Kf%bfpW>()T0BFMgI^{475@!*S#%
ztJp7^!e2Cn{{=LKzxY{>`E`Hsvz(rVe(|&X;%E8A&vMMJ`@e~wg*p#di`|?H-bm-x
zmT3u`&(wK&j~v9A7<Z^uQ)FL14i7Z09ILtS1?A<~MS2^42wY6GZ&2EwJ5=H++<&rp
zawn(U>IE_y6qx3bxcjeZW#yJGx8|7FkaI03Z_u8U)O2)b&$+E)I{V1Ui{a$kYjk-M
zKc4>MTZZlPv%NeYg5$T_cf(KWX6BW4h_Nu((D;h3AwKywG@_3#{-iR(C*MZxA0zSy
ze23?!DrhT<{|YkFz#`BKJPBPvT%U0z&0>R)3oBAQGx!F;y;c=ba!eo`cT6B`@n1?H
z{7W+blFX;2@^Sp%l+4#o$UYah`y4G6g13d0K>e)N&yp6x0`T@CN08Y;WrluO9ysr~
z5(g*zK^3~{=i3~60Z=}#FCKjrbNuFE$*<8*mvbT}I^E+A>xz;jJj9j^K3@tQZ)jsV
zNk!}2eK7n<<3oa(#Tuuv@M7l9%ZcooTR(C!2>e;u*REBDB&cGnj#hS%_H93MHMNf!
z*1Gh{eX^`p@-jZDk-x0n^c?BQ<B3jk@$kA)-by)n{Eu8w$>^mluCD{X^HRZ~C*N;(
zJBTrD2QhQMOzcSX4|>Q^VV3%tn0JG_!Z})!<Wcb{?qDGa*IM9582JjaZ+7?_puyqx
zFh)FIM-G?r%WC-Q!aY?Z_vznMWLrJ!2q$JKRJY%l{r<s7%O(?3ZJ&7V_yZsCcf>ub
zsS`e-#+6DgFT|-G_@^zcI$w4T_>3M8c^yCGE$#St41B)1OKgPfLm%JnL7WTD1%;HH
zlWv6jd|YfqUjP);#z_)AZm#((rz_7sS-xeky<U33Mvm(~0)$|3-4CD?ie++ey6`$D
z9Mkj2`-tM_o2NcX_&eX*-`LrrCz=J@=uY}9(`!_C2<o_xU!#3|%;+wWJ~k_0#>eiX
zawnx(g~|d~j2<0P?ylznUPr!p?gAAf-~(K6K559~#bMij@K~B_VN&QZs*Y#<m6+$4
zHGp*r2^Y{|GEgp6a;aEsw_aDnj-19CIt0(e(w{aRxA#kt|N0T~7qqlsaJ&l3&y@lr
zWlcGmH#VQJquIG=R`F?>+?mdXSb20<o=`|PRhU60^;?vtmv_HQcsu~mICRpKSpH78
zAN-vNRHIqBiUUo(mSZU`k4Q>Vya5BH`Y{z6vjmo-iPIPwY_-?AZCO@)6yjxaGHGxx
z9Ek3X{&^cp{rSKD^iACQYbKw6uW7IRnC<Q-<V2LP98Y`CFz2x>I5uqGIdM83kHu@p
zAhk-)n3D)Q3*P0$Fc4Q@YJ9a8_-;)g2IEEzeQ?WszBlLv*QbIhBjgV|h8&@kfs^k|
zlEen3*UGS*9rkV3zf;?%C;eFssdzfs|8!PIr2lu90qnLXtl_zs@6w0ca?QL*bLrY$
zv#L_%Et$yhPaE`QBuxdAjtIlltz)uCjT|f+>!OA-;oI*GcT5#|dFA$uVWz!rAm2B@
zVWWWHTf;4LDdL{&&8VOoG723*M7h_B+Mo6-WtKlSH9Qe;@6(mP0Sd5G<8gl~q+H_v
zyj}nMNXtL#4wsFM&GJ2i&$Fw-!%OY51V<TmgX6)mG(ueXFCUXIe%2pbP?3HEFGC5g
z#C^GGx+&fY#j+-9RDEwu091~9c29GW$0_Fa9I`hgZ<erod&JWpl53u$0ngyqhI-fe
z_uIvB_B&GQrhdT^(IWp$N%)_ufE*}r9oih5kc1v5Y75;f|C?FthoxW^b!|~TwRM9J
zEQj^Vhc2q)W8+z=90OIB-Sc86?FTrf)+NDmrj6HRI_e^}K-6(w%T)DY0>oWYDp|GY
zO$Wme!obyQt5aI6_fGU7`!d07|9Ry<9mX#~!+)c~^=Dn^FVYgzhpv*oPNIx4Kk8Lw
zT+RtiKAs{?%XvJ=OV%l_hqlhuXSWJfC~?G*>L?^PA*M3lTi(XANc+){II4`}YBeeb
z^>25qTt^TJm{hN%ieTThuJTSSHC+B}ytsd%hTEB%_|S_s<aED&=0kvox9aQz^a6`Q
zSWRZ&V>*^@zl9&0+5zWT)`r$5{AOl%if%IY8C8~xRHQ!=db}Kr52oh$jO7uI1UMJ`
zsLDSgI7BPZ`Zsm^3^8j{dE%<rntXK=DRCn?xV#XqR_UL%Cw#tAGGyOBmCmt)o{^r3
z@JIb<K3BrgRU)k!PE^j^og(Fx$#qp27VccF<8Abux<h#Nc#VH}7yuBB&*(-m2c5N&
z$Y80`Xpww1)>>6~eoJ~MSWn(K-~O2FR4VOzu5${Q-bcta2*)QP4i!0TyH^u1k60y-
zx)4_?o5i@D2Y`#lh(A6+vq*sQlZ)nN{$7|6t?KJBqw0ROmf|@+)YdluYMGYnE>7YP
ziaapQt4|6cqEWnSeWPJ=93nj?os7x{Wz77+uO`U{vPdv}PwY45JKkc?Y5vota5g$#
z)(*H@baR8}a6aXB0N2{j8-I~%{*f5~%?}brsWQ5DnSm<!szkP3pEsCNf1~)-o5ta)
zFiF6<m4Br>of>;mLn@lgz3Q*oP=`M6#r%lhbfhjB(SqeWElqe#$1WcFVC<wiSH3nV
z&>#Kgd-%1L;z00a%V(NxuoV1M+?M<6i_gnTw{bZC@EZWsMUrkGYoDvzbI*HJsK2|0
z{~?0lkxbS5l(lwQ_^AIeYd7-Y$#XE_tmCFN5UHq^&t$9SeGaP2g!@Z0;W`P~<?fmu
zv3CJ{|H^xvkvz((s($f#0Afqi!<@B+-f4uXU&LE}xbR_T=4{en=>DyLqVB#M)skFZ
zSx{H?n?RLyXYL)lk+qjZn-?ZFa>bKYv7J{Ka31#dq(a}rbA8^DrO@ge%1yphwDI9K
zRBnrnX>`Qco<ZTjpKQWvWArMZ<L3e=fVDmuxwDx6Fz@;*(WqvSfaa%O?Tx!)BNW4n
zDqkU1fS!Npu-6YoM)%#={5qxHdaQr4UmPo<6gxh$@->`Ju6fHOJ{|Dm)Cx}X!Knd9
zx%Mx%*$jY|?GHZyAXQ1}!1dy5;LO2m*yWfsk5>{Y9e*5<8DG<L-;ccvRJfoZrF>Gr
zdC|3zHG87X1w>=YC8v(nqPg`?oI!2Y{j^dch}Jm%8`M{*nS4%CpM;FR-Cm<@t8D4=
zmR5V1{mc)Jj(?<oc_HW%S!ra0_QWxpcfjrMi3ws{az1O0p$sNy3|_2q3?#R!IU?;J
zI@r~zr0`6v0dQ=rpP!U_5}p(O=-{;jkpR^s^hWh9hcz6GYaOD#nkp7sV>RtOK-*7E
zJ6zu_tKqqP;ttHVF*7b@k=rtw`SC~$wT%7)f@KYSDC|z<?&lf66`zx`{}D#xGm|W|
z*F(!1t}`1UKIdJTJvw#M?3VKf{WEhf4>K6{ICraXBw{XO`5yR7{LrXCRNies_4C_*
z9NC5<k#5tLF&1J4tkXXRqH%kNw!sqZv$};n<1JIWlj>aXzMmEO_1*2S-sT~X5qh(a
z!rhb7%VvMZF<2(l!9E|r%t?;#Ar5AS#Y>cRmg4huw@NS#ab(KwdhRoWwnq~yeU{bb
z$0INMpGKZ>4fOwN<n?yAvsRZro4tZw1wu6|w!)4Fow(ld_#^E)sTA%KjtkEJ_sCnA
zyK3hQAnNxyN&h{(nD^DstkOf7W5!zILEYXGCSpNbsp3`bglx>tCDu3HAIopyq~!g~
zbZW5Cmgkb#<$lO1oW^!{j+Z^jho~-`?9iWS{}B`0b*tD~)4@(4K0hSjF(v8|jd(=N
zLIam1;0G(}nV20LH+#uV$AdvK5*XL`DD7xh72?fy!`Y;;xIHYpcN0KZ`;X-ZxN=S#
z86Och?>y+EW4XO!<t>sjR2lR*U`vi=yzZ`N%9-(WnIkE+2(;yu=qu6w2`2>*JsK|?
zo1mTT777!-I-fEMZJ(Nek|y+`gt4xQcy^oH{5SZOP7?nJ70&vOi6pwkrhN^3zM;fQ
zFzCd&`HHTabb{5KKDe-&fG-k<$me@%a^_`~xm>hXMU`NM@rXg8K+^MBjfwT?asOmt
z^Xf4G?ohAjkAlBP2wWPckJeCL5O3~W2IL@h$PNa%2RUqvz1Q>ai#@lE`6dAUKR*J8
zkwlrPJ2|it9xSR{BQ$@PzV+bLP4p*~ax~x^{3O$rRk_dVF2z&_YKsOZ5|FE;+@9gC
z4~~cEzc8e}cDwPZzLUAlL-(J>UO`2l2x~z1X5B*LDXI7FKbCqfqII3cNB~aLNoBr=
zXIz?84<Bl_aLkE*a)k*p(2HzLsoktd_*^}l*Xd#FihT!)>)+GjxX@@~>bx)k46$>p
zBdvMUDFf8oeL^(F+)6fEIXj><fHjs*>YuO6G6Llqhzv@x+@CT}8k1|kNDVH&w&nR!
ze<M|vCG8~7F%j{ZSOHr%y?{q&?H~50s{S@!Hf}*XLtOn)^)a}+?U;#}Hvc5~Nl2-F
zM9}Q|CBdMn$7?F!bH58+S3$hJwO>^j%i2}V$C>YK?w=94dy*OeI5pTrY`<%t4cP8(
zV2M4Y2}wJnboFQ2f5d(Wy3079>Z)sU9bX%6VZmlc_XUp?&ft4b|GR3OJ~p>)eo*uN
z_*K#PXI{JUd}6zEL@YKPr$JuyQ~i`8H*hDjzJW`7k{G0NO3b~g(6<MRwPaUMHB=Jv
zJGXkg2AnI&`7t%0<RSYh=2YcQ>7StL>;d6>X=ixvpQMBdSx>}JJOWydBP*zW%D-b`
z;<s#t@=PvByiXrHBLUc{?ev8!&zPW;DM0KxNcJ$%%c&zxDt_nG4bw!jts{V7;3NzE
ziJ(jEsenl&g%my<95FJrnUGD#f<F8!`}c#jJ0F6ct0a7RksA`=NOY*YY4g4;KtM>(
zKF?M2a^`G6ci8J6MIZeZEp>42%-&HP#}^07*g2sknE&9Z_|l_*R3i<*naGnI-$T6R
z(^Bq%>`&eErTX(PBP-Z<5IgxjE$)(Fu8aSX3y~aKn`T+OdV@%Tz;d3W&^?nlteUn4
zx&3EqTClxMwvaTZhnmnr&X*R=XOi=;f?QNT^zg&)@h<FHlzkKrRlEKD0f38n=lafr
zPAQlv=PKctHjyR<k4D5kJTt)<-31W&7m2}{xlbOwx_YZ3D(k53@;quuB3+MjqW9t>
zDz&j&IR|p#LvQh1(@q`&I5G8(2iyOHsVBY2U9t6GUtBGdtoi}~=f?N)iPXkR#;Y$j
zw|+9btB_aYc1i&98(@X@&JDn#?)S7O0WR$y1>E79o5>o}7rJhmR5!vqn^^C?ALTZo
zxcDqWQeIM#>i$Vip?TLqr-yFw(sO(ZrqA7M-2?(2Ijfqg<{cA*8<vy+hJ1$EPZFPm
zSc!4|!J7Gm_LF^}M+18n8}z5<=?^O3y4iF4tnf)<t>m9#F5u5>JyYeAsre)efc2-C
zLxkrV+Hp-R<<9DSrh<4V6*yO8?e4cHN&6gotC`t1r8_G%?M|6}2_v9hA07Qj#bph`
z5ARcN0I*Zr=?ly9c<Vnf^^|@$^~eiOvi#qgdd6y$L^HIzi8I3ya3VWLEGzg*4xL=<
z<xJ`aKZ-s$#~AR1;QZ$Uc7v7aPPR6uzJ9{uQ}Mpfm&M;?0nXnz$?-iT96T-MCPSZo
zdhaKiF=5)VW05JgS~k>k`yAWb?`hASvg~r<oSDIHy7q&2XB?{<j@7g=l+T~3X=D?_
zijIMXU!FU4tE@iDz3JC!O|q0ylVx-4LfUMHH$J}l+~@lP0F-wx<`HR~5_7^AT?btf
z+#+Rn!i2U4<!;qEr2$-jH0VjTf3oZ7Iw9Z9J_@Ya_u5$HO9X9+&!yGdC#eCrr~E3b
zWr8s-;zwY6a;!dQ`~2C5S#2Le_WM85{v+~J(21U}A^P$)rDe*gE2ziReqn0MGgX$=
z{R#m0_CJyWXi_UpE8Qt$;wN6G#i)CocDdM8wA~tCyN%QH0-IJIa6$fimJ5JihTbnj
z@3aW~-)!ie^?6j|B5wGl%x1ofVkFk)jjh#{{j<X^dJuJ2@8yFl!AYFRT#Y4}&(V>j
z#N>g&TTbe(Xm($hq0kJk8-#iBJ(w6+7%GYUA^+%s*OVX*ODkevRA?1e^d7|W4Pe9#
zynXft0Pt7ak0f^@>-u0RUL{-#Sqk-t<nS3deTnE&ehKMQrb!rE6gkq1gOLRn<=y}0
zrpt4+Qu7#ukOb3HZkj>~Vw0dnw|2RO^=O9s+(;y`2SrhPzPTo%w2+BawM7;fncG^b
zt)ZVzL38zPvPB(?^C`@x&q<}N6|=A%+Nxi=TzVicBhwRZ``SJ;By@r1jPEV&OU+fH
z8Rk^#AYzNC;^<ryG%sAK1dTz=1C3OlO0A{F+C&fLCMp!qbSNg%lOFOV!KB=4RdlrA
z`h^t)prJWCRn4zl!~63!!`=_{h95U)iJsGsOUjb*Y#_)9-jhQ+#ZgCb7U+0Wgx##v
z3>+#o4tP*b+05RdxnWKp`?@GWmv8T8`NHEk7)QJ$3I$rMjv}i5YC*gxR2w<$tOaGH
zy(|~^4sH2vdqCb;NK_z*^_Dx|`4;_djh4I+Go_4?mXO*cRZm|$zK83xlkc46yCKv>
zq$F78c1?9bX&pp{)pp%<>)ZT_JLir>{2qiWl$s2;LFIF`Hy*2_H+!7!_OO}1a?3BN
z=&96^B%{&6f`PUSltEfh1KCl0OVUG6>t|4@&^NcwVs+QQ-^V7T--kixAwU>$y1q!9
zB6t*ezVp#DP=+;Bp;-RynPu)_^ul01Kbksi4>rz~83w)ruz~ai6+XmWDEnI2E7MPc
zW$l`L4Y=Tx)K`fZ$R#MMmHv%4N@D>d*gJ~!oQcGu!$r!|)}8X!6`nF_uA)Y}G8F(<
z7QTxc9F0@Ha@y>lUi2aBmpKOGZvh-(yl=6nLa|gKh`EZ|{QQU~JM=W~jkufEn5u(F
z&R1AIjRV#w5qGM{=k*&D^>t_Y0)QEXF^aqRr5h_MRD(WI08shxhq_u++&!j|D}nn6
z0F*u7xx46qG$7C)CB)eekMW~eNXI{}&?%GXpI!1_;&m6@eJ-{89H+uwIC-<V?#g;I
zL8-1eW2bDT;}v&6QQ3{yfh_8p2=UuE7Xb7+GHa=$Z?l5Vf>+#3<}hPKGSlnP0FpkZ
zSoOT3duNqUj{-LGU4-~;u_$+;xg<U+af2$NG#3xBX#J8X3v^S3>@t)>6+FZ;4d4fc
zrS5yH9VtYM`}n`1epR;WI?52Gv(L(!_jD3)_OI3fNe*eeaEVtSrDCY63l&ED(|xLE
zeH5)7!F;I2^0Erb^G}%o@xU_m>%s3iv$RT!5l?%{dk|K4xP8vbvAtC18(9h}l(7Hm
zOKJC3?JePRI=l}!*VaG3bZ4;7l<8RrnZ&)Vayt_1HvOACDvUS;bHL$FxQ;J`>l;9a
z$@AR}{OqQ_0ZdFl$kTWz=6Y~Hq!hRSxlx~XuDjrwOh>y4=cJ0)eQ9%m(Y@phc&X7r
zm~a(8#+nI0Z`kJwL+4?-D|$^Aomp{@`+yz#)Ix;ZS+i4~(rce=iyET=toM%79bcyv
zR1v+?{u->FH!-UP_+8ICE7T4{u?>aTDz1v#-j}C4(yaB>9>8SUmG^!F+<TjPh{GuZ
zcX}Q?FwvBsPPwCQdoyY9$=zE%#Ok)iYPk0frBQ6!t%cy6jJrMxoAcb|a$<#$zF=gQ
z?~T;`f!o+o^h52P7dz2~qd1YH`?ANnFCF`_8XR;oG66U)0F2M9$|!Wec;XKA1mApb
zTE$NfkczX@$wEgHE_plb$g)h37(%SGA04NK;pleZ?7Zy5h@;)!;W(E|upqUlyM@Kw
zY?|29Xr4bSYjgvYo2vZ``>S%FLitgEvnVWL+k#86dAGxn>|Gz4ya7~x6yK;~PNmgt
zEDJ@UmXnSmh|>@I698C?_^)>7GJzujqnmm@`B%RIu9PRM*h|I*SgNR?#S17v%j;<8
zVWO<&b`fSQ$m}f(x~!%?BdK^;dq+cj0A+@(K}JS(6KbBRsFLK1irkI6+~;6Ed-2_<
z7!9JN-(D~joS)m0<$Prn{%R<D`8C=e9767lYIz4SBAn21l*nK0r*i761vAtu0R@EY
zGe*7Bd$bg_iJQJCE+)LGka}WJPp(~J%+CXyV;e<;+Bt%_3svB@Ec|WR9~*3A?dF-o
zd2`p>o{3h>+*1tUZ*GAqh8CLP&-xVkV&6#Vs?oHJ-76JEnf5#Oj)Sb!X;~=n1xLY5
z-0l>m(8Kr6c=N*45L-mvR_W+F^GR@f4_YE?a%ojOJ7BoW8e$>T<`ayH%wUdfhxD4u
z$dtFs_6NA}X!VrfZ@0<ZD7`YxFkKh>+qS2)j7<Cffb0i96?+$P&ZRlF*t9#jD$R=O
zSLeXY#_R(1j>F_lA%`~u<DglxK<~aHmY&CnE4%~|(PKfq+%FfRU6iE^1H*iKZ7Pky
z_GYRVfkv{G&lA)ag)ExIys~)%W>^!Vf9nV#;6sS^1&(6X7ygVnG&v>A3K+t2o=xvU
zmN880FpFK`c5v!?36>*TJG*CbQoE=+I7v;0D)=yLCiTkOdQzUE`iH(jTx<+nlo=w5
zY}BR8!yweiD5(Oe1l0Sh(5A0Ko(`PkRg&S$97~IdP(S=C@#|+t9|!s^K09w*6?tFq
zp>PTty=Fs9*FNLQjJ2!GqM56oR)<W*8O<k(D`LAE$!bmh=WJcGZw|LP=mvCUF}@O7
ze_3b&gdZuDc_FhpXH3~1`t@E7&QuAYfZ4WQ2gxPFP0_920GwIf87&x6*}7tT>$b%<
z^~I}UD2>Z98nTXwcO%sDlw{(P<K62*@PHQBpR|@NdhylgxNiWS3@q~Vk5%@Em%V6L
zk3?c?=hI2E8b5SnSAfJrHMVX5&iVlUabdS+zIWZ?V&STGxWk-rblN2|Y@dMLqV97h
z+c>^fH@w6Tem9>?s4N!YAB>&#glPJQW}w!S+<=R@jz_ZY#qk1tOPbuwmdxhNK-u7J
zOm$0;3zke&gNj*iXRtxL#^xjJNYRcun(`aq<Js$X=!X1L<7~fhD>A=9Hdb7BFqAv+
zgzAjYyO|eBT3%gyT)T}B!MB*5p|A6Nc#Bj>9eJ61Km}c-w&Y~XpDL!68bGi5ECLH7
z-qiFU9c(!3n$H}DHy?e7GC`zf$@4Wu<{(Rq+?w0Qbwg_VRX7}1%Oh~m{cf_;3W-)P
zkXK<*3W(6eYTk>&e9|?zY?^B4K4r<3N#G~J6A%@M*Iky30=ydLaJ2xEY$ZJ{kK}Bs
zukSS5%E48nH&-&(>_VR0+(_eajR1EivylM7-NZDg2}Ui)3@(Ce%9U+xcPm7uRwT5-
z7s{*`A~TdNF`slY3gm-pcH-U($g6f}&W(cAQW9bkE&OHULl+#VA5+ov%c#ilX(mAp
zQLOpj07aqAcvQ%l7=r0g<1pj8Yz$+Pl45IpXhYz(5(=tcB#l7<fuJQ#%4kt8<>oaK
zFNi}udvgHKRw7Gzr;bR8OXa-HqzX#_gRX@WY1!VL78wh7ajL9)e4Kg8;y_ss+uUW)
zk#u=G+-yqR+yP!%7LPfLzY8bw<KnAkW!&ltg@MMK^MzW1yt&)FH52yY&X5?37MfFK
z(p^<Hb`Q03!cWCpYGl0WJ~CwE6xA}yS>IbwXgM>7{2axYo1LkoTx&QKX~M1l1!YsZ
zh<;$+$*S8T$L4aAuVrTCX(5P5GCuAJxdFbDI=NF)5^c&9`qQ{63kUCIe3Q6$W~`X3
zfJ0T7fslHk%V3Cb!?U(Vo@o@&;z7pkbEw-mf4d9tvMovM-9kwAA|Ki+Ml*(M;em1K
zpi}YGux;*Lvx5thp$IjNTifoJV&Rm78D%9`7i@!vUG;P%g(%vUKt=}fZyo!E9bu_r
zxbCth>{V^&GpA(ymxWMCu@}!Ukn4xRxwNQKG+g;+X6o0Rb-ST1j&qe?q}Q3BghcUP
zv{jbQb*|4Uh|`5dZ#s6FPx6yp8hT)yNtLQ;0wyNRbb5Zi?xhw%kwilzwE(?Rhdj@k
zQVAqXPHZW)9_cJC)15U~p;1`ct6MRCyCTijBR)S8#)leELGkSk2Z56BeR&`6Uu1LE
z$qD+rrZ&V(%Z)&H?%~s3x~~dP<;E$RoE{S;$Luq(>g-2mSOw16tQaH&BWpc)iv1tN
z@intKru(smX0^T3T6}#ainvI51|Fp@Uf8X@Bi-Xg>X861%*$uokm2qL{szd~eF1bf
z9H*$%lq}xjd1M>L6=N9DJkt}8>n@>M_)!a3t6l3h(CNrf#unQYl>Fl3e49vwb%%cV
z{3ULw#F+Z4A4n9XQlisZx8yZG*^Vp(_B*0A?Vfgp)Y?80Y2n~v9ZK9~BcEJiXT7#-
zzo?^B`$}FF1||8@RYicnt43#3$b~7@@8Z1_A&@B>y4cfg0%CCbOddQg%o#7EwA^QN
zjjfqOlSLQp;Ln$*F=Ng5+Ci91TiMdt5~N2?tWM5n(}Ti@vbdP?#`DQF)dn@b(lKr`
z&`y5?tjS_d#i1)S48%}kZ3j+7s<Hlc<p*RoX&;9#@M5PUC{dzvcw@EmqEguiZ@hl-
zdiueAQ4!_BY5h5U2bA-3x&SZ<O!kslg`CUEAjnp_RF5CEPVZko<iVO~hpHrL?jgAs
z+NbNh;H2I|YCuS7psuM{)L&MPpD)1}?C^yg?*^((JD(S<m-m2PCLyp`Td7X|!B8?)
z9}EZtT8ZL$Q{6w5d4jUdou-1%d=%qNN7JSf0h!C-F-8GCZz&o}b6f$q*!38qsZ;xw
zv@3tE>t2G`9>akC+?<UR__>Hg)H7~f)%Sncd+(?wwzttgVmX3}(j_2DhtNxafPi8s
z0s$$Z2c$zNN+>EtL}{T)4ISwu5UPMgMWjiW5;`a#9aK<2K*V1xD96{Y?|tt*=dSfz
z>*fzKLuU5Oo@YO0cKJLXK=B`f=$FKYdIjE$1L&I)$K~$ThXTdU)LEv}EhhC>8OLsN
z;_xU)kzO_ZTz;jlDX9;7oc~y08R9~G!{&v6L&$2m)c|%iSFKOvrj<Q?U9<K*1sP!0
zfHAbj-P}n6v$VH=Ve)CV53*&;#>ePf*KlC!X@j_hPS!@<MBJFF#Z7UZt~2%Cwg{u9
zYAP!EMb&v@tn-`xDpOigPM{svPZPS(#;XJyE_A*A=+G_R!I!k1%J@<XZS2)#dU0A~
z4qNF>JRBy`g~L{9RSuv&YGmnV_Lc-5%5oPpTs(N1vATc?Z;YTqXNU_F=bbNbzTEh>
z{=qO<V0E*49@#E_hno35*joug2R~)iKL!dR@P|A)^eXh4IMK$TdnO;e$%E1&S^TTB
ztWPo(I*killkqg2&{re#jBAnl1Z29u=s=7#-UFi$aG^oBvKrB4L{vn9P0^XnGu1Q-
zI0S8>BxHR4sC6tYrl4LWc9VxPDdBd(j#GSd-!f=%QeZeokY1roRwoV<1kuO#MH$jN
zGaqz3tf4oPGoXQFhdcRz;9iL?aQP$F$3^j{?s6<>w{cU8^>+lW>FO0=ECl^)8nraV
z{QFM7rV;4D#Dfr;r|Rq8O9=)hn4TR_DVH$bRstgu28u!ruS?KHAcSL!C|b{cVpGHo
zF@R&Jm*6#)r}0(eFdjp<lso+#qQR|8)2h*<d;&7P_!Prb!GM$^sBT4+JLg-cydoPv
z&baMT-BNM8$H)KD>b`3UgSZ-tbVb39LTd}$;e*5pZF?M>>tS4C!qxza@zy*_*I*O&
z?CuCf5J#hT%Hgi=7U9>1t$j<;>q>bmpbd%vo`h5v8?Hp0sFGePKdulHhq>L)Az`NE
zf#mGdF^cb(UVJ7%^GUNd_E9^x3Q8f)Ytrqoh$(sqS5#5y4^=D!308oXykZ_9{I+OT
zj)5=NhEx|ulFw696gB8`<t!T{af!w1pA5U8^QjOZpba?uZ_EjLEUFpfsdT#jGvFdb
zt^E${HZhc&m5xeJdSn68Qu&eTW6|wUQFq4+COB;?Y#gwVNQ{$>a4b9-`OutgvFi9+
zFC^?Qu#V`P#D?jc&e?uS=ok|LgB-0K-WGY$DBt>cD@k?)IUI;1Dr7ZRQU*nka%52=
z`6gOz2xoiB%M6^#3bZ^BaO#hO#>QDoiIlZ^#+(^1H&HpwMSP)mP-u+;32kwrq^YU+
zVOXcv;HT4Y37jBu#0h_YGG)u#P<Qe{>%_Ag2K7TS_@+7oz5_j`(MP(nlp;ph(;bGy
zZkFTga9$-&`iHDvV6-y&mK#!89t!QxtV@W4cB;)OS2PC`=(JxOkA~$<QOgN5h^#1`
z#?|LZ<k`Kaj#)MtxZo9|npve?6q=c~blflb?vj{(;~GP|KGOM4SM<@ahf#M&yhb!)
z)iM!nSV}p|nXv|Vibm|A{ZEVW(|S6GIw3}>XE$_IJB}n$F05%B$@0ZIS$Y@r3QGuw
z`{zpuqUl4`JkLd@AEf6{gsLwJ;C=Xt5g~b851!svFI2G@j;_j(c3QC+B@&y1r(B=B
zne|nRFS=C5XV4_IF2P+72bpvnDxfPro;dIS8E|MW_#+$QRF<m!E1A?!E}A>wQ$2&y
z;Xy9PL`#G2RhlLm$Il0zvk5Gn%P&YurqXJze06r{V9P@nCnbTKkL|rhRN-hakZq<?
zED6)D_*TalV-rFBv{jakUiTgP!czmJb(Fo72aJ^nI<a$KN~Jm<k6h3<%tud{?c1=X
zK<0%~Rdcn-f-SUodBXD5FQ6otmGhRXw;2dUkEWjh);CY2o0Wsw1Pof!LrNLW-RrfQ
z;)!-PK(!n)ygSAe$R3CFk?2Z3M)sj6cP;!KETY6o013ybQ7fj;sH--qwEKs?1hIi!
z2D{@wl;vQM^g8Is5ZtExB>-pb#RD<qZZ?yG!;_ITLY+5=hfzCwcB~%uIu)JUXH@(B
zMdN^s);1C0&{WgArMEk?Ms3L{xtVwdVEUYu0}xOZbvCa2gxW&}i$SbrU36kM^M@i^
z^$|Z0$pDWc{~p6c!%+W%hiTj^^vw4zUTiDWyAU5dq~aJ{NJ{B}0&#XTL~L_QNS^5L
zrCfUucQHGg|7Jv4;%C6b?DF!46K>1NhjVEaI%*Jl<)hVS!20c^N!K+Wn)JJw%K`L)
zY>m3Zw1-nEI9A)vuzwsWihFM|7v>czd=omUX6`8BZ-u0T-fE7TvBCRDR(d_;L=EXH
z-AOHpL&~u<tS(HIi%mASmx)T&l+A072?oKeg-B@))b3(8hS6dyXju_Ze<KEa&Q+^j
z4JQ~bFwl_ij&c!+HJW`z7qd;uzFi2{IsED<gE}TD*>cOs!cZL2;nYXf8azW7==Gva
z13z`ihiF9JIiqAy(0g}W4eC+hsLW-F@zasnVtAp365dYjv#<n_CJ4hVRi1iHPuusr
zLE%TN5z;1=@G@?4g~?HC5yRFL@5`IY=Yr!7y9^0_qO>%x7BhHzEIIGiOltcD+$K8i
zS**AI#pcltnL`tf0?Nr~O2eo;8(UUeY4)_ridFoWwQ-R@0XSpI;|8qJTwd3)qiuGp
z!QvEB<8Bj`*!!5P%Ip*s9ir!p&zD=<0y?HWvecV4C_Gak6gJw-j0rB5Zjw*+#+(TZ
zs_cb$Qih+SSv?4m0O1H|$y7Ti&f-Xq__m5#N{ctqgp?pa4+9!8^`BsqNF?rn93!W8
ze0ii&@6R!IVVC6_(vm7h$Wu<^J-C5IS+;F&K=sa{#}8a4IQml{z}mDo9$aEf7oj51
zQLT6CRUu!hCcoehrJ>NeJmt#yZY8gvS6v@&bB~REI3(Q=KAceCQ?RDpf>(V)ZKcd}
zAE>UHJqA2rZ^y6Sc=2Lv*gBYcp}G=AUO_#3b13COL!&&aiEsa1jZ{LjKx+yqVZy)D
zO=+-6-{Sq|Y`WXhlwwqUPsC?HSPC54S%xs^Lsa$@5d*GTbBG*tRtT3-B4vX-m#1l*
zYfZ|*i=`eee)`eqqce2IEn!nIKiy=%Ve=b)wEvv$daJheWJ_J*yq+n0QiI7lVW_Rx
zXc5Audf;MpK6S~H_OSJOTc$WFSyE<n(pv3$dWpUvb+1b16>b)e!gj_45SISP2vuk;
zURQUW**MIGe)J>S?G1Or)9SzKiNkKWz<B&5<DlV+rFy2oYb)23MNp<Kf{Llu@~WvJ
zkHJEfP{2y=;Vg-Rit~caUB+qs)ng$LW(*YG?WS9r-Y9jk`o>dT?~DB9;-JDuazV+G
zf^Y87(YG!dt0nvJOf6@Gw^Ys!70RPIUFccyY8p@Tp5(HssnmHEDpv>w<7!T!3yVcQ
z4L>iJ3b=qVp*phPnoO4MeD`T~#_)t#hxj*2kKt4y1x2kP!H*8+pmE}bLF0w;ux#@M
zC#5Gke%&*<d91U>3Z^6O)!M^_A@J(!jVmrUwPtWfcv)1L3$%?)kG9d38ugF4rt~e5
zvRpd_6h|yinN(dKg&^u^P+Fj9>M;RXPN1krd)G*APFYrz-g-}nJEXz7Lux%mI8h}g
z({d?9q17aSUOPrVDnUi3Ynm~c62x9^lAk1)q@|?~3&C(FDB;6J#49N7wlxG-cUwFx
zxz$m6%E<_P6@T}k2pq(9ta&t7mDA=-p9mb~a++EXJ~V_uL9W!IlY&DkYhp$q#}d!f
zp*Hx)6&7;ki^0<T2FE(RW#&3H4j|3I;`UpuY%bX_x!(AK_^nR*I$bFU_~|=pEsM5N
zM(uoQQ>HAwiUP5vf)rd8T(LVp`|Qh7J7O7K++k`hkV}47uF&<!phGUD?4&TNWB4r@
zuL0C@qQOlnOivbvcZJi@(TRiXWvWDg`X<lUPoE)s1_1c|;}eA?MlqMAJLMY4VYy(|
z+5lTv2Sl*>D14;u(J`2V*W3lH=nYuQBc6)0bV2i?aE7kw;mwx0p5@6xl}-YPFOClW
z67FsXQ$Zcue?o7Lii=GP8KZqX;dY57|6en+rS6&A?zxRZvQ0o+munmWuW!IdpZE16
z!zP};Z?SKlBbIUKXR<kNjZj9`-%nwUW{&MG4M(C6RUmL8q5GnMA>q%}rz~BgwD3yv
z@QVIfDP8LK<>d8r+plt$V^f%`tn^d^q*{g@KQS6K)3ohFkntsr5_P|H#|Ajx=bFh>
zl@#!dAyBJkT?*nxmz-iGJ}7EO)jE4kRJfUTstG)xez6}hCUlGUq*AFy!9+g?5N00X
zbs6kDs0mdx>B#R>W*Zz9UY{|_gpbQr1y7x3rC{S%QdRI(^fW6~^ay+z;NA3)kWP<x
zpiwn%7T>I9l;)Qd!HSWa6WCL2X4$>kz*G$Or1sh%jUy$dDSu!@cbapPI_eo!el*ze
zf^kSVX1>x^;)vT2&F$t80(f+_^;wQ}7H7rgP|`s;4B8Gh*OkjLlo08Rtfql4<@YHn
z%1a+DJc_qsN%o)D>A73Vc?dkh2LypFN(HMl$ue_ONqw=_6lfau8~hFG4LaJz4d8W-
zM|e3SA*e@ufsQukz#<5jX{^B2Bk!xT9lQgX@l#7Lg6G)lCfdR@U=SuU8V}s^GB?E%
zRQtoT$4*nefciRZYT{O|KzdL&H&<3$8Mj(ibSpL`G$|RFUj3#{7t0(pt~3d}U#4Mc
zR4+~IA1w*#D!zh4f6T1*n6uB(MTx~dQl_?~BF>j&c63x*DyqD9Qt5>EI*wf|YsSSB
z)!X6nZm($6y@#`n$F6w2uKo*$)lADFX6fLlqpb7J$cyry#3s!Y2T0Mr+xZ|E=1cn-
zuu2-s-yK-_Cnp(+Zpc%@S4_`fGPSG;XGgEuDH?;rVa})z*vjEc4J-?Erg;ju^Ej>9
ztcw~?;RY@l(ybUZAwM@qtq&Us?r9pr{hB3CC{6A$K0cEMSJAi0`Ra|gn$gFA=nU5=
zSFI~nNc-VDuyw>yMsJ*jf#`C^(*Vj0x<V_7EF&T*L1b63^T#+Y8*bESOLg<}ND-ih
z4Tnk;1LQesW(<BECM1B_GHjF>=;P^sAE)!KxS&YGJ|HJ5j5na9Q*Blh8;X66g+yFa
zRck;(@K6s+$IuLTClQx)T;`hM3#ZFXEuX0DZ}c0Ga(IhLTG*@inGLo~QFt7ZY4OqI
z?1NlfR|t&oCZD@ho>7N<D4RcxIK1kSJ$yam&E?`XWl=$%oJvjUH?C)(2Gy9i?xxQm
zVb9B4^w|40tVtpJMDT`STx=mL{}8Y0orD<Cu3m6xy7z$1lCG|<v7P+U!0vqUqlp8k
z4AY#aIK^nsr%~}CL|3tHrrfs7g(7H8L-pM;0sT8cC3ptT)oR9m)s~7VHkkSay)sdW
z_4aEk_HcM5UOAcdee4n<8o8sE3!;7pKe<A0p=ePJj1sc03ef5xCOKwz+Qgj1r?m8Q
zW>4pU9w^h8Bca*DsssyFXH|M+X@{{x*AqDW?2+tQLo8!3ox%O~0mZ}s;d$?Vi8o%|
zLj;-tID^6|#^{ve;HbehZ-<CHY)>jBtmj<`tFlUD7%smGMqUi2Vwx~sPT0nnZ`sgf
zYfOipQfNm5*<bZcVai<7aQRcn*JcyT_O$IfV*W5OT_5!TU_g{(GTw|@X9{OfQ%u=Y
zrgLJ1s)WYK4h1q4=S!`(f^2yr#Yux5EkWS!tj89zMh!?1Zp;y#K~rnI7M4D33+i1F
ziR}=jm2!1bj1Lk6ca@)6bTH^s)OD(S-47qkI<9y1u_-6lLsp=wQ#{;JP0-bAO1CRN
zPuJ3SfNn<4@)bRRpEP;(-<YmC7vA{NzR^4Sc*U&D<`Y!^=%-juF3n8+Q-+xIu$X1@
zG78mthjKXXwP2^KoBfb$Xi8y~6xKi%@4Zm^ro$nV4}P6W?`3Jv$J_<*S@v7PHO%!?
z7QI-V6Y<QpYCejdV0?!S3fW1(Ef3D96e%}(jbJ<BPOEliTg#Y;BW;4G(w{D04b+(v
z0lm8fygS}r7Z^$Ewn!>Mk}{xjuYj+NLyEX3?Gipxpdt~4T6q&hth-^0VS-xPU}4x|
z=1ZiR=3oAE$NEkfUTUd4(a^hWOjbd6a`1^>YyO<dEZF<-Yo265%c;^svq0KjWVAT2
zLIFurKA{lO90iPkso6y+<%GQDA5zP=rY}CkH{GL}%$pJ&oxeEqQlYvHtM|e}Izhc%
zN4=p9YMDyjyy0^Cm{FB77|yW8FrzGtmp^1)HEnj<w)p&&otD^;rMXDY1y8m`*TO_>
zsbCH)23^R@8e%=W5(f0|kVa_D3-FQ`8x*VAR4mL&v=2X$u1pNOZw+)fJ&;UIbD9?#
zyA@3xYNeEePn&`<zBm@-{wd``68BV_d-JsC6`thGX$SW;hcQZ8yPhs^y?;289XPUV
zYZiGCXT6_s(y9%tkl&gz3L*7tXPmRNfB>6BxsW2%TX9r^$<D|G2I|fUW_{LRD_~?e
zFBP3RZX~l@XSiSjcCb+<6m{I7L7*uPi10XOXgauJWzbfKW(0$VNCV1TM8y%y#5|g{
zF|duq@|(sOzaz{&pc507%<Zp5iX(#K2^FpAo2M8w2eUdJ@|}F)aN6>4--8l*BQlW^
zYwP#r@yy~xQuc7sF*pobme631@I|%*$V`4t%3S`jB2VG#B3RPe5TBDdbLRkG=bC(Z
zTSnd7v+_>y<KD@dWiN$E38Vmjsn!xIM(P0cEVH9JicdG8L54-oLWMYn3`lv%q=Z7M
zTZ4n+owjGHV?(l2ubkFLu6`i!XHPAubeYUZ1FMUSGl$$=fE$pIo74Ti14oiM6W(*b
zeM(uov2&}bg<la(c~g&~AZ2ZbyFjkoG^sqsyrc(FJ@S_Zr>83RQW5N_$>t5a;8NGq
z+Y-(W+B*ygDUIt~i}m^F45EJEL|mbdb}J>1(fuhoOuYY#AWr@W!ucSdf{IoG{CbRe
z&{NdLO<Stga#~%B=ANXb&7iv5b5YFb?PE%rIM6~({ZYzHk&{8BRF$m*ZGk%0B4>He
ziug|y#?#%k)TWUJ*3Z2`+UZLgfyIXyjOO`9Sxpk_4U*DLqmTsgSdT_ahK+7<kPwhJ
zbi^n7a4ws0BF@HD(62#^k@6XQ#*(6lJ->(R75ix!jXAX)_9%g@g|RD6_FhRWrXt%#
zkOtB4>^3MSv-dLpqZkWGaA)5&kT0b_6uL||*56-q`*3cG8n#&E)|V;1Cs==_#GLM&
z{dG;2mhYwBS8og(IQ%&>a=&+l0QT>hfF8JKX8J-zMq{US8`Ftn!N;O&0e~3K(T`6A
z8K-?WP3!{OqKCKB=${coJ}EI@kM0rK;?S#w>JRsKh2&#Cb%or26OmEzCc8Ht*LYt@
z!OvMP(2!9ioPpwvL7|1?*`^#*Nkwm!*G{92%2}joFYW{_3EED>QkV?Tn)=!a?THSB
z*u<b?VHX3zr8MCD5M1!I*brT7gUOLY7LmGn0@{93xVh*7^$jF}8L!wirQ6?E1!RVa
z%~Q_fWM|-`9jZBEXXmR!VwdbO5R<v*5z}6&FHN_I^XkWCA>r4ACs_!Sat_%{OgT1L
z^F9+5%zes&ak}m!t_ZZ=Xs@L3{D-cEE|%%%hI*BJ22}%VM%!&y=Y^{c+L!}KNih#z
z4iU@0e*h^VFx)T4N3%f{UgH3F!{Kn)=VrohL^NzcE(9R)aU4y^%gPSx<h$GHFiTwh
z?81Ah33I}=jhLt`sIEgF_53lxO48gfi|da1)B^F|OSEaBK-#j$SjOeVlvStI>U>;q
zfs?*=f2)M<Jk3d<@_wtWbXnER(!}zJL<jSxgbCzKwVRA_{0D>)<>HP4fg82`?s=?=
z!N>^}^CZq3;p{NGtJWE%V#Z9WU<>2NWkdOdVxQa=!X#E+4S(rsqnyQAJV-CCIqc3M
zw$dV952RqY2UOvXGM`C=vZ0o9#PZyGq>!ZbUtAB~Q}$Yy#c}J!74)*Ma%o)T?BTmE
zn54Z<#5x~jBaLxir0dWUUbo~;*oZ;-u$3AG&xiP@yf;^fq)~f8^sG`XitAp2Y~L??
z8jF;@cDz^E`Dkuqo;krX>b1(c!z)=K5@lzuhX8k;*2YU$(fFIBKLL=YeE;+7j7STy
z+-P5rmOuu)e5n7B;&@E@a~_<ohiV@umj!#=UCT1|D6D%Kgw8QV`UsPo#3j4x3&lFz
zbJ6dYFSoW5j%+zI8BC)dGblNvmIpqgNyKqli|v$?a>SwdV;|MfHEu+h?q`Qzmdtp%
zRi#(KS`bB3JL>?e<Uy{VDH=e!AmJe?qYb0_h)!>PANX4>p$r;$cqsdjQvTGNN1H8n
z<dW>7M61z)vE;O10&{3-3yQQ#4%T@+#Hmj;?KG}gL(yceYrJ&1yK@+K_oel#VORM@
zJ&(6ka1kmg>nad&;d&nB<XMqmOT~PxiCPEN!q$Q<7N2fI_wl7dSI1SUt9iL+>P_Yx
zL)J^($MUDESZ=>-ykS!>?#<0~WU9=MI_{7Ryf`_y!7_T@T2~EM5GRk;KM$4YSHop;
z^_9Kc${DDGkzOB6MiUyKlFV`AtuHQ#aDez@Zv>+p%V*gOMhpFp>*4hgD(PFvGo~Va
zqRC1@F-MQi)MlzwWjt5%e=_?RTsDsv%4w@`L!PydJ1QIS&LlyfyQczzOqmG@*KlTH
zm2Go?7~x&xKhpS#zvi7beyCcM{4z+Rl=h>K`oQ8zHx@%~uB$K3UF8IZvhWucZgVvx
zc{A7)!VPXLgeKQb!*%6Q_7E`o8ragv$60J<LWjzXG}08;c1$aH3X1xGOS2X>kl}eC
zT^ciFaxAu*clO*}_o=+8j}mNVMyB%)ONxpx`YvzFl*|c=n;MhjN0XbMpU>-P(AVsQ
z6*)|1;t<pexT-QX+)O5yztq4pExntqX^3lQ;vTOqj$}44G?6-Z?*YhCT^>B~!llQV
zwc9r@{9H$xqko^2VSxy+aon}M$9_^0BwlH?X{;ucx6sJFz8Ic~mpbT<JwTeIIktV{
z9pLb}3lINt;bk4r!*Nw8mZ)W2Q+a#(7HKXfX~1UPb>D*pjAmNv*{RVsCTj7p=!Q6D
zZi`t6aF#o8#G8wc&rs#wWP8d)iX<!^dm$-%#_d|Wf~7e=!{!rQ8CR4>EAE|cF<eC6
zNWHe8mQZS*S;@g|@2DhGX0h!-2i4538^%T2#cT3yBva{&Oq=1}_o_tqx?DbodG2bs
z50A<OGkGD)Hq?%z<T#4unV|J9TsAgyD>-b6Xfm<BCI5W1E$4ueN5OUV0DTrKK4z$D
zu0TDU7g&(IBQ_2m2!4X2DSA70V$-B(>g9f|+#FH!K=w5S^Gdg=UNP;Dbgi>|FP(t=
z!O%}(=0r=mA>A9sc^9=slY_Cu^@_4C?w4J|V=%?uD?{*0%a<1fTxs;JOFoghQk0W!
zI+Mb%LI)ky>VCvA81e}Xqr9YutUQaSGl-PSk*=Gq0paW#zc4*MVA0posdcqdbD3k&
z&TYZJNhl>KVZJ)}sN-SYQoODwp`}<aPUd5P?xc-%g|*lT?RT)-hB1z;!q57-SZ(36
z!||@JF{*aN4~{T&led<Q<wR<8FCB<qzpayK+ZRJ~BK|q)y)SevM$=;C=Ja2(U@=(;
z5QUPN;bLzvh_ZM*;5tfx!#zF&dgyOn6b-+SW3C!_u!%UIxGf_$?S<H<WuaE><i*(y
z7Ywda1A#z88py2E2pv;n)2Xen*XDy+M~E|Qo!VJC{d^gXsK<pUTm@VRH&^va;dX+h
z`7`vfP>+gMq8S<QHN{pgO<_4YT(77lr*;C4IMg+%+4;#dux}i0jLYe7Mq9zFl{QHR
z&F&*-3pz{%z^_Yvo}&)I_#m|MK~_WC`!shl<|li07zI~H9PR@2zO2vr@*!cCz9Tty
z;vRk<Vd?qEWb+Pu7{E|YN{OxNAk9TuRB*faGr&;()4f@Xev_;&jO)wp1y!ORE>gMB
z)c=Lwj<c^-B>eHCzv$l3kEHlmNXqJPfQHO6T8ReDB}`N+<t!M7lm@s3$R+19z|vw2
zhITpnLdQ1Wl_usAZ!|2Z=iQQLX+$SdCQ|^jh=6N<6tEyA_2tfwOH_R<A^J2WHYDou
zV+n}Vbshg2n|FE9VLq&a)rxh!!l0|>GyDxWzUbir@N2!tRQejo%qX+gG93}|iHtYb
z8U{l!u?qsyN*>M}+1tIBJJk4<AyFp@q_GILD#W^>rs)FCDnODi#)19V-5#V7ZG%m@
zKGgj^=BXE3a;hXRBSS4L9O75fu>IPwy(5Ulx=4*}$smfk2-;mL9_uXJ0Or?0bMvjK
zgnN(nzK<UUHtf(>ZfQ|T7%15kJJP8uN_Cn_n=o!xH<Ly~6TREpp+S_i4ALvi1sVK7
z3hj+~R>uMShxo};+>HZ^yxykvynaIYsK2Oavt^ubG{lmb&QBUut(&KdlL{4Sk8-#y
za^}1u5x3^k-HD*6##(jX?{-1l%tJ4}hZ7p=o~4l1#$q;%NRv4RiLk@|?Oqq@JbNB~
zkcYLaOg-aCsAJZL7Kt)_227q>OAGDl+iZOVX)X8&+?ifdHZdtuYiY`dskadm>1-yN
zLT0nZl2g<23x>RPYp2wBx=O$bp4tVR)ENr63v)VUOJ&vKAX_kfbAfePg}y41=uC8U
ziE7_ZjjX!OTXAD+)IcMEf2b`R;^y&K5Me~UPADcfdA34?%d}!!vt#jMyiySgiuuvY
zNUCIVEEbzWpb74eglTwK<Y<#Jk~SE`&}bome56)WWlGbIP`99ie@#6f@Pi0bmnL|s
zS!PA7rJSXod34&kCSyolE;9bKlEnDehE4iIS}sUJh|wOOT{oy2YE08ln8o6lO!sVK
zXIOlEQ~;Fc0H+wD%svB-8jP%whAe2~HLN&658n8}(x8Th=ndh?%muxI=(#I~vaO0o
zj$2)$x;#IG3|#<AD$X4bI2hrd*zRDQf?Gw|EACJi#D&uvo#jPet6{d&P_B2C;i?wT
z%s@!TRj7NLJuG%PhSI0eSte#T+yIGL8Pk>AgBT2Uc8)mNjj*xNDZxtR*y=ZGQpFV0
zlN}9WE=|->$aXrqxkk}NI4xBv3M878jPu(EO=EB9)Qhlps8vvvN0+=$nkE*(1YCt`
zF>>=#BWDssCE-^)S+LKE6JwX<#7veNm!<h?ih*n?y;5Q3qwVS+p^uEq=A%Uu>LRr;
zfz3K%Ws&o-&Q*NO!4YPZ$!1QE4$|?@2Pz^}YsA=anUWb0E%=oz{Z9y3DDU-7Y{Uu_
zISpev=<3OQ@@UUp*4*685i^Qn@`UCN--G7J_XQg`r962tfwk;2YUeE{D%Q=4rd@kA
z3Jk^V;lyj|7U{SdSN+Cx|M~k%!Q=Xt%oh)q8`R_-GjCRf`izm|k}!7y-V9-nbIp*?
z<7Olq9}w^id3^kL-SnVdS8O4A>oBwxw9K(f*HEPiY;q-py&rd_@){9ytIwqQM2wE{
zrvc>X2P@xG$}KzmPKdkGHhTPEKS{v|r9u_eDgtPZ0AkBo6~yPsm4`k2@G;PgWAGWZ
zjDRk|Up0Hmt`B%yA<1&G+L)ec%&||=*sdmmeb%keA1}jSk&kk;WMs;C=4zZl^#*Bc
zx0Cx;vvG*LzG5(;4y{_ORA4L3|0qmprtS{ih!*n_u{X<T#9Yl1wEc#+p?BkUhE2N$
zRKFTu<3MAnz2(Mr+x{a&(cQbD^o;#TAw3pw;GbWpD$V5LJ0kLRB;q+|LG@dn`)AXY
z@ii4fmqKFREl)h1H*j>1qZ^BN?X8ijE|jTyS79j?yx?zB?HI~9SMYQ#0y8F{g}uC;
zHW4NhXbHWW(=KA(gyzTfd4hxUN2dlCamD2A<(iHcgG-rG`m0;>Ndsily6c#mhuZ{C
zCzCp=ZtB<x6{yrY7*bd;X|oN<Fi#PDY(8{o^NrxRg!AmyhCAr*wZ@6&LHNK2U6ZMq
zZB2JhN$WhlKX;0Fmz7wC@D~9q?Z4cg=_Ua+Hf)UyNST^cgzCaDB0b<wo#K#KZ1W{h
zdGDpvbc&;T(BN>7HV$Q*yfwb|vS~qIo{H-trv#&QTV%4c3(Qg-7QHY^ag_yjrKfEy
zCtYcKMdAaW)i6bMy_kW}C{(oez0dHOa;4BIiD15|=kh)iQevEXF)nPeh7VJUw%+0P
zr6A4e(;b2&)<sKYntGjlnx2^322z~AVF2@d<|!B`1L=S|_YHU%bWG>*(irU2JZq~*
zllrJMf>?PLIb)un*l-BPqzbNZ|31bq-BkUeqbOyw<W`BfAyEGry(bx!{DvyPp?$zU
zJ#f|dz|B)!_}DO8bjEa24%}MXnYkfcv1@v8ut=$l>6BxG(`##JZxhnsG!?0r3eFnL
zI~Nho%^)v=$YiIVTNm=v(${EXMLoAz^4AwRB9f|yLEM4sONif~7hTR&RP(Ven<>Iy
zgCg?8PGa2pRwl>LoPzDvP^?I}Rr?zFl!#Tu=l~nr%8+k{Qr@jm(dr1U(jB2tqfnuq
zo_34#akq*HWk7^mF~y>(*d>8X5mnqQ*qYQy6|{@I`bWV#WS5OcqCULBOwq73B?TJ2
zUM&x~Qh?KXoL9`6P>1m=T?KuzI528xquS_?j|+@IUo#}lfxCKAJ)=KI<PfBAz{-#+
zy0_egz0T1}=`nD6hYu8I`KiAzQt^{ka>`TVSYFrb@HRfMd{;cunPRBJAO!cpmMa!<
zn25kY%IK7`TN;vrE~PlO%FD7<nm2F1_N3ox)8}BkjHyrX6g<&L#OPgJCG`(b;aw-d
z!y`%4<->$-!T15!v%|SF*Ihhs+*d7s@x&}AWpF6P5Vv||jZMDac0vlrPTe^<l$c^!
zEqLr2HJcK)b*2H6=xNvuXPaSvaI@SwwBF%0B#}9Pu|i*A&Ui>oUw{!|V#_KNWGDV2
z+k8`>J(0X$xk0y!sFxd<=?Hz|UnKlNo4TC8Vz!f0<n)b**ucn;ncT_>x@HVQzvd23
zPMN3=Ne|Uwg~;DAo_p{T*yPPGa`6$=FbG#^{dy>GgU0DTZb(YA^GSGm9Di9Cr%lx5
zOXfs#g}7Lc!bVRYTdu-cL#deaQ*B(jIWDr&%16y1QmbJi?8hoGUPjNFT;18D=t!ZD
zz40QSwD)ME+)X17J?;w$@gajHqsc6N1fi4=`{x5X`hx-Wggh#}7(Nl+W!sr)Yx}M<
zg@sZg@ZbSH=VCP>YxjY1(UE&86@_8rM>Q`&jqcmoQ}C<#*k;yu8W)WTJoz*&FWn^F
zymLufwKM`-kq8_;3=0sB4qj@WOQT<UyhNZAa!ArM77Y~$&z)c062CJg{E3U<LNvxF
zs*_+dOVV~bC{%$rZ%G>GQRIDwZ00K9+`lnYK#D*#&H)s@F}BFjfPMeQ8vET?=gaqj
zU$KQ3Hb>tyj;bxmXF}xO0PjrAvAm`bS^#?cv`P8j^^X;=-938`KCSE79<G`eQL4JV
z+R|cQ>AteRvo!WWNU5y<MWhqi*T?p6@hwQDbAD%C{L`x&Nsm+oz|8|V@P!d{0suJp
zFGZ}R>+IwGl1}^<X^XV|k585OTI`QMfBh?_9RMKvt{wn@I)IGyxc((Y{80}8;0H@>
z4^8y{A!feeME@UR=KmpPzM@0_|ALs=qu2je-5=??|M()9y><Dr{cm6c{&o%WGtuUP
zVWWy8CR&r$o6n{FD9!fl9L0D#RWt+me)#>MU6z`!>RA2`Qn2EcnY~YV`3;~y;K<O_
z7l*g^^Dp|nJ(t-F@h$%a;_EfyP?~*<LjTtH<B#k?7;5w*lxg3Tye!ISp1u+Cg#=g)
z2mFQv_=6vMc6QeR_WT0z75N(^{1P*E4@u39{&mr!@Y^%tZ-K7!MG@wKv*!S>e>~9L
zdi)I?DxX%ccPV;Z@@p0uO912WZY@X=#U7s12-1aX!DkEk0z`sTkI3>qX~hG82DQ5-
zfB*ic7xZ5KrToLcGSq&T0mbZV1{4=^R&pLv;->GPJ@n9wh&@=*tb7;OL{wA5evAE9
zyIs}0=lmNakRN4#-Pl7?LrL!$8-l+UEbUnXFedLFzW?VC5bVKE#G1CHU4h0v62O<l
zG?esZ@xJvXvf2Cjhx_RF7EMAK{D2q+oc+o3g;ehWXgk$@KV=`Oe>D2^AkXRNOQl!J
zL(dkAJlD~cc=U5yQm6gw*4AAB^R2&M1R!a$7o>Jul;#Nw?Yqz$kuqaRVIL|7EH46R
zi+4|9*n==kE&RgL-X;2efxe?~fZsshe=xIeJl}<iW~<>mcA~yOM3vjV@I);<cP{`y
zoD;kU(b+>%n-kbWm_RVsAM3oeZ}``iwC``|P+wX7y=2h<$>FmeO#rcq9~S{o{8Y9J
zmBdLH@#AXWBV7_QkOTqujWhZk1pEg}?H`)9^YdoDZk_n`{qFdz>#sm<o+tVCD<AkL
zsTHU%_3oa(Zx65j!XA*lyYi*US<&h6U=qB(<?`;)yWiwz?#cx1;r1Hsfg6gzt1^_L
z0jyo$4<^grv({5aZ4XMj*H*pi;VpnM(Dv4D!Qa34?E%(Lx&K6I_Y@2xEOQnBViLP2
z9QsMjPImc;&B<=+)=MEH5O0&1hR!=@HvwNjSbIMlw=en=#9SDhT$It6*|Q4=AijHc
zL=p3q17`sE%im8SJGJZRKJj^c2WjW5OLR;jPXL5$zrNq?E&M0MkmCB!WgV`rUlN>H
z3vbC8_?#TMwOjP*L0%5|l1uXGLl!S>>2H`?rsd{4-T1lfoR@H8ZS4#IviAyKw*PrT
z%-^oC?*~8hecCQmR0X5^`V;#Xh-hT|7oKPXX-e|<58)Q#94dE@o9i<E39-*5KmwUk
z0sAX1?;igBo9u7s&>hdBy<|~}EBCLz4g=UCf1X79Q`v%?us<R8M@T5*&j8T<-?4~)
zpex3IkkI@!VwilDk7rG7iKunm0#NT>VCvHzVs_|<JxGfz>l*XGw<rK*+^yY%zkmPh
zv$y_!J?isku2KF3_bOEES$}QuhrAJk9`Sov+PR&HSFQm7mEzC;UOFk9-Q(x}sW}jT
zzs5hg-tP?H%-;+DIT%R0@)PJgGs`EiM%ik<>RqxWQnh==0r?Vb72nJEeC5j;YdZPg
zJ$fb!yEOdn=k}PU@Ryts0MzaoyWeA|J#H@I@Lrg<*o%>0Q||l>Fg?olAbqt-aoXe7
z{NKfC{|-rM_wK)a@1~6S#t!{8WyH(9DI<iM07q6f12(p60Z&dRm_@e#jp*A`?C1TA
z#yJo9NxbjA(5CQi7KzK;;On$D#bikaUF0362N?@$@16VpFF!y^-?&!NBZ>oLuKIpT
z$Yq`r{|krw#Boz1mwDgTH)GB6K$)L*6H$bxE4R7`C2Wyy@e34R=-CXztM><Pk#3i?
z2{^d1UAKMnGT`sKzhY}jLI*0y9V-`5OQhlP2lu)QYQK?8FMYqgJk@`uE~f>5&26!B
z?J<MMFhePc#DAh?C+ygH0?2o1j!AyQPRkeejYF*X>OIX(d65e$zpu+~)%JGc4!nB*
z)u|UsSDIBphdu+?PLcX@AAae}CDWqQ(Oy2<H?CtzwhvNJn?;h=;R7?pWMO^dm(I|T
zgd?W!ckY%3NjN0w{jVHCP7-l;7Q#pMudB|#!j8oS<Dm$%_YcaVu5UMeLmq!?N*C_^
zy=nc@()Oml`C`IkXY%d~4Nq74uAG>hLXK!BeMx|0_x-lD2YaRenX2qXnX8bh-{W3G
zN-BU<vo7m9UB06fXFB~QiwCKFk#0V$<JPy0Tl;Rx3zKRE`1|f&n%@{ne)-l}8W&xx
zqr9}l%0B}FzlJIYNGW#awVVmGq=&EbCD+bwGt2lt7fEJYZT5ee2^8{4xABN|)p<<s
zmCejka-q*=zQ#PfWZO5*N%v?}`$wtlU4%XT>iy{sIC9KQu;P105%1gIl$zJ;hcsCK
zw-kQYCY=9i$@AXp`>6$?XiO5#EruLphr-iN+I~Z{tC0}x1aP|ktM{bf>YMTdzSTzf
zyDiw=B_oAglBBy9>ggMp*-x4^wTIh26wg5#qBG9$x+2mERwoI=>1zswUBeYU{eM)E
z-D3O*dwG7$G<UOg+gNDfnx6p)Uy?8w5oi<^#=m+Jxm(}VMElY2>#|$5z1<idxT5eH
z%a9KSY(+*mp!|m)z<8;D+9Lnx7LosAN4jASgdFaSo4rTUy1#J$pkKLv0{sLAvwdr%
zMn%fd^>^$0%kDmRQlkrozk0u~_2JLhG4K4FAw?7YAjkBN{$G+qklGe3e$%|VXIInb
zjdr*G&vfONd=f)OmBhSNcFrwPhk!Ss!#7~*+w`<A?N>(5d{ghR*WWk3sJ#foIW~4C
zYNmum5<8B*&2oRg51rn^(AblYt4>cogx}g%yp|4q%k7&U{+_aYE_Led`;{8Y%K(Q@
zw%sx<FK1tQ*B5Sa-;mkfzLGEq0B()%?$p6i$}z*)i?hh<sH0PD-BjI{O2M-N(JeV9
zS1v=_?P;iF^vx7*2yCZw&NplZb)~8Ka<_Q8$XPTV_^2Cc<V!d3<6q{h+|e&v-kGLo
zCX}i?x#gwn*}GA+<NwZhQ%<cH{r-5y+4vpJ=+#N@Mzq`G!VKmR!ihf|L;BU<c<B{O
zAItq6z9&D<t)J86d=fMDSSnq_!j>x?pg3^v4}}C5j5Da2{NaF*q)W$<|G65Pu_&JP
z{I$FlQy=oFs(0R)Jerx)Kb}S??XTxr&L`5f++ma8ILpcPtipMK{iT~JOLIx>*D{K^
zj%Ut4<aU4gdZos~^LggAm?zJhHp6c*6N2l_7Uj?{G(H35nPyJyO021t97viAxvKH*
z+UCYf;h#rH01iFr_n~=|x^q*qUHWH1|Fbp#yTX}3UjbxBJ|?d?e0L<_S-ZNTXGPWH
zDEM$BnUyAIfA5{C;w_T2Lde%+J)cbywrE<eOl=BjaJS3-5Gp+nOCNiGdZYVK+5db}
z{A%+=s^+ZWEYbnjetW>BM;E^S`X5f8BT{K8S19A<L*D)nyYSE3FbJs}q`Fe_2l1la
z-XA~-Yy+SDp^)$Gr{+hU_BK>sGEyV_QycVqt+l8*NiacMRrr3>k?=sX16`csWk*la
zT%D*#g2Sv<tsJz(+1PBE&am{#XcqeZC#fnJ{fpxMS+qz5ern*5-o%AF`q>1ZyM2gb
zTwE4UMBw~5jK>`pGVTLS9z`*1Hv~uSOg)y|-m7r8eR7_Ygt7QrVPu<WWPE)X4}VH%
zPebACiu(4be)}sI$^`M(AB2Qa5PR^=S`_~*bB~}xNZDo_WpT3h+xosg^mC83YEb4Z
zQvFq1{|5%kN1~MdzqVAXhsvJ;u2U5s-fn)k1wgzQU?RjS76S5)y<uo~tv!GOC1y0T
z%qF$wzH6VE0Bnd0zgKv`z}Buh2kk1pNC^PEvuo1Lf9Sm<;F#|ZlfI|y{r{n4;=-nE
zU7tNT8mpp|66YG#8306yCE=2^9E*foqWCd4znSI`ehq6Hb=Ch3Wmhy7yjKKO8~lSh
zhI|w8@7qtoz0i$6HG#xoLG;y7AC*5zxpVn|uGSwKA!&*{0`S!sBYv8xy#_t>-nU;r
z{Ws>mu(FQ&;%9)*XMjk2=G3dhS~+7v7jxwlj-;lPOwUY~;wmeaA_ne_)V4og6QKeI
z{?=Zfi2v=s|7T|Wr(XXj4{=j$kcqNWRWUXRlN2e$7)r^{6H^*jjLeCn6RThnzQmW^
z9Iu9VfBH@m;cLp>uGtl@_T-z7Zz$m&&XbFMOYwV&{n2u!q>%0G`-3QW5acd@FbHfQ
zP=N0FKb+4d(Acy7C(CThx#mLst+D(zfN9WYGpiN6^9S#wXzal8tu_C24hNgl)bLq<
zwU{+Qzv}!GO(S0*f`)UDC3vGatD8D)t{F{bJ!4U7iuN+?T*k)kb=xFsq4RsKCI1hB
z+J7(I{{{cwc4sbi=|j+toMgL$uY%zh!(K$#c}T)AJt$Qv6%jj}fFAz6(FR>Vw~qZ1
zfEE8X0OO0I?`LfB`R2oa@8O}wOaJ8=?y=j!Mau{OC}x&xevYcuG?)LNmNXFY(8#Yr
z+{@p_qEyXTuOrKUIzrHY>`#^nv;1G$QKU6H$B=xs2FEntafPTvr2=XG!z(A3`uZ`-
z$gVWY8}ux_Tcq%Jp!ctCr@_u&<GNcxu>X<m{@?Tp0Z&(r?HoURc@r=P=)X5)YI!t8
zw6AXG<72T9>*p|tVry_so9@R|59@B%_?LZ;)9HD*Knbp2f|}oYYMyWQ_4hw=p$?!x
ze~h;k1lGT~;or-O?$V#52rd+Iq?WFK@DEO)UYRY%$McV#<i$aTKbaPRuCS?b_@8Wx
z-xtI5>U>o5x&{X~tA@%1`i6aiU}q3Lvq88kLjc{Wd!4z*v+N#nJEAu>UW$|qvN9$P
zTd;}$UXcH$8+f#IN^x-LwQpqj`;*8bm3KbyRJYeUly#|zu3AN*EaJ-5q|g*$a^;+j
zZ}3+$K)oB}EB{cYFYkKrt^fR%B=p~eek5CN+VD;Pe*d<3?hh`Ria`Yq{gW)%MnUr>
ze>4w5`F{#M*{Z4Zl``D^bO})Ae{}@Zi8L*D;LPppTmx*Gnb|7A`Piy5{&TXpPoyB!
zVa&EW4i1kYxZ(3&Ijo}hI)Mwh|5v=e!uXcJeF=94jM8Sf|Gpf(GGo62t&GOPOCxd{
zcKE<@8Y)w~qA`wh?B27V!4Cf=b-1>y<;s7Ej*cUv{-a&sTpfPO9O~for{`!^tMW%l
zU)JaBt^0#&H^4RaeG3|X@2)s|)(=;~yZ%r@BP;w*oesefifYk+h#4C9e-9TpqhBW|
zsG0fF%!s{9U_aj4rVxkmlRR{QUV>T5F)b|I(kM7MIB_`Y#L#&fF&T9os^1I!K*fI-
z*|+v)U+$eY=Hri?gVkJt2G16yQ{bQPnc1^{qMHh@56Wb-H^vug4`%WAF)n;uexqS$
zZ<K6NU6kkrUw$)&?61&S$n(Ypwh#m#vINBN&Z?4tXuZXbSter?!8>hRY#E!*H|pNG
zolRBg$QGY(P1d$K3&VvJB%~dHR^9^JZ3GFeHuK3t0_V$7bBUd|o1MI(XiNj;A@bM<
zQ|TbxQRh+)wl?Wx!&`lBhAI&?D6R^N#qJ6^DxLbmQaWt1Wy*(hEnG)i756h~Q*pi&
zqhIMxqI!<ZMd7%;pBY|1H)l9heFI`puA`Mv>qn0J(C8Hf?9c7fNq0#z<GZv#Lsf!j
z(G~z6h2D;FEwPZve5|Ffm@;Cgs0*_$jZNV^e%kyx?JBNAX9DUi)mn1DlHGl#TIx|N
z{9|^$c)Miu)+x3q(2%{ISZ5hm6{y~Qbb7d;Xx#KZIylBH@#2GEH1*lTF3jP?keN(;
zars5vDPI~3=_Z|0YfynsD46riZ1!P62Q9`Ou_!Q`BUFG{@@5rp{6Np$>R|g#`P$wG
zuBR-#&x=6#=ntB5xzS%x?6k1utEpIZ8vH8@w5gak4mqqcN12B0c$s4jT;zK)gIaRx
zqY3Z;(w@DDna7$Is7>Ikcx}17I8z!_5+5CIyooCQWGA3nLs1{+4P!@xXxAID7wrP5
zOe%HNW@aU|hZnFDVx3AAbV3D2`E)N-MAJrXsV(Ak^6(N>JRzl*%@!V0IpRj<6&3rF
zoazjD^Jg6o&AEs7t|3zyU9-<*TZhx3*WhAQm?r_lPgGNn&IR`uq~sG}f^ft+%M}6C
zh2z~^xHTRug`Qy*>ZKayF?1M5prSAXOefP!@@Mqg#pvQ3bEI#w$E8m|=UR?~P5L_Z
zN34sTY&(!P4*b;$3v_ZEN|(39q28l5a~CmrWE<|>WQaEWaald11Mv$uj_g9Nr+$Y_
zX;@1MRCpD^vVC3m&U_m--1FDGG?0_D<eAp9(Ntam<DUdfGX3D_po7FFLS6|8MTUwt
z1}%$1QK}aV9O&{1bk7OZ*WXhKG~M&!M8(9JSW|O&Q~BrI)6r_}S4vbXz<&nF#NnS%
zgRVoHwBP02VXF^~xSIXQ(-Q~orJhf={^SIA+NMC?q+ZEWQPr8c+;Z`}6}jC}C56C-
zGBCFEpmr*^PTsS-X}6l+^`7WwHn^geHH>xOVL8f)w!fYkL{_RC7L}7ZS2pLxoHRT&
zI5ix21XK;p9XHZpQ@UO5PM(}yn5Eacra9?Byb?I<LFaL9Qn_vu(ICZW@%UZHT#<i-
z@sK&b`+8qNUU0QT0w1Mb>CphsEKNuIO}a-XL#E4?*<*B~7*x&d=uFP4VHW%eaI57G
zi30^Oa?JOY*e&=x*eafPnhiJgMIX&~pO6%T7W5J@Cb5JX%2-DdO&Z5GkIeIYc!aeb
z$+^0@wvw_IFezG2$o0%nDxc=;;Z_bkuBO-39bx?X;ip?pAG22k&(ymC&vqQjqF3Uu
zueuOY2sN2%heLZ(cnn2*3*+uRO-+yJ7m4l&1@bGFaVCTm!NL6Z#}h|gF5JBvm4t~$
z3rG#VakDbE$pnGyMzTlpu-b5G4pl`}M2u*Zxf@T(7<S%aAFSP4huM;%p*<cZyu?!$
zy_huLlHF5t3KVWjJ*L@$%7|rV)QiWoN}P(n$QZ=#iPRFW3TzF*yI0`s1ev)5=cV+}
z6j92zO03O6IQG<(X*dE&=u_==w_5T)nttwXSjm{AnDn!AfsdoJoQqBQ1d1ofM(-y1
z$#5TXHe$D^4QoIjdySw(=5%Wg@9fuWQO_QYfR$_)zLPCKF?BN1p`vmwB=|{baGR2h
z^Rau`ytH$D*fj%`Fc6~)?<&?^c7zq&J9dRX(KNXp9FaMJg-H94-Up-Q=9XM1o~mWC
z-^AsnO1sT<T}k9^pm~r-rc=;&7_~fOqqVSJi>yE=eE{=^;2uh;Mwj}T1&GoFBf-{g
zo}V<BrOHc9s`Os4>u0>ICFlpJ(YQ9Pifi^Vym)kEkBWTX{41hZJ0`m~7X&`Mgo%x}
zXb7cSv~tificN9Ezw$POhx5jS2@dvj#cB2G2z0_<^@Lxc>(hMP4@SqgXbHEM_hIEv
zSu|DVDB;+(uIoVHPU8wgwHqk4BNI1({ITMJ%_pK*u-jLv`cca`d~LpMX{FI}p<Mo?
zx)8hUnTF1g5=QT)<=G3UnVq?ujF>Q2<!9p7X}NqEO8)sni3aI2=TXbcnM*phX!1yh
zq$v`7w>2b*PKwes@0@zNb6k*m-iuQb#Yr#xL)WxQbrfzs?;9r@Z4J-|_GDX4j^p?%
z^vqY_T#Sq%Q<hrdAj8+gcCt6D7vItGJ>5C-8SrW4njtBr*D@`=X<7aT{Nx}gKq^}3
zxr*5PbriqMq9qmeRt3&}eBT|>s#wsBOkBNIzMJ)DKyZ7q;dK!@a}gPCTQ@}*%h*9Q
zM)k3FK+KITJd4Y_n5$+-B-pj+wCLtSi^Eo|xDs#kK5#LgP))&Wm^Y(kL>oFnX0P(m
zQMDr-)tC<HmP~c>)%F38W?#Q#*}<+A8S34SlVyP2U)n#*35G00Xz)~k3fpqIUbSYc
zbemZb#@z6a4*CSYs|a>Th?ih#iKC>`;3wb|QzH8GIOALMF;M8^rD=o&(eQ!Xt=JSg
z)}Xw2+E%qzj{7Dr>evjm+?R~QPTk2rsj6`{he9)FLOG<=g00#F_lN-@0YjHign02J
z>OIxE*YV05!YQVXraC!S*8lKIDNCPT)_o+(enPMvVh~lV#R*y+ETGp$0-=G^U6tde
z2Nk>QjWcYmINs?S1W3)yc93vkBR+!Yl#nzhP|f~Vu3?45qKorb@n@1*P&ANQ=FRBG
zs`cT6kvC5rG>Z?*Q+&F@IWNv@K(qFsW3DKGs>t<Bo!Tc`cDOhm<J_oY-RdD0^Hj=0
zR?k*~qwX^xh<6`@x<Pzb+5s5y(Lq~(VYgN0V`!ItUS*{Qx*LbPfl)N-hczsQ&Qf5V
zIn=KDJ)XL7Qg@|^8f}1k8XIsbM)P)fyhBnWk_{w~GToc~Qq>n_vmRCLt>K_{>sLM5
zH&sBi=GC2Bqwv3udRMlj-x%`25Qr{Zi`82MKI&2FE@{tJwAE$jH>eyACoQxjX~ICs
zX{xg7@KPu3v$-0=WlC}WOMS^n)&t>gS;md-I+NF!tc#C`;Z8;#Y3^(mTU0dQCzQ(T
zFjqez@Lsv>2w@Ktz8?-$q87PpE-CBrczvrAJ^`;zc9Ve6(dFl3trcPRwTFshyxmC(
z<4#hTiLVM{mzu(GRfs~cQ6k5f^R;V={W1;rNRGMAJP8u616l~1gDq*5I^)%@vm~7b
zQicYvIxx?Y>fyuZ1h_83iB#}|CKnK2aWER{@l8V9i^;etaC1;z6Y_XR&ER(du#EN|
z-k#Xaje>*%3T`Ep8%26J8M#&hcz9UR6Y0R8sNh7FO1D&}YY@CSxYS2t2uZE6UG=eS
zGm6JVk7)*FPn$~|eMD|2oN)nZ2qgM{WOLc)+hLo1A09aE&>d>6!DI*W>3EP#WpPn;
zNp($w|6QAU87=dArVVGR&&9^#TU9K<c$5I%@_cjC!PKXs?$>F0QN4UJlHEgHSJsSk
zo2y2$kIU(yGKBoO&S=?3BXo;lY;F+U8b@(>neB)wZV72W2|l?IBNQF2rk7anme*P;
z_L4sg`4~Uq!TvtxJd%sN9vy~Z;JEFMFfX7NL=CyI+1f00mKkjyLYgmIXAs0~EAD21
zO=qj!z*OS6WxM?vE%aJerLVd8Mud9Y8R1GDYJBg@;qH)vikil*E6Qh`U67sAGW7kt
zul0IaBHNAaOy-6<Cc7}Dz8an9qoPA4CF$;7K5tROp)8QppNW8<tG8S-)_6K-V^g7J
zoGo8)h(>==Dfn@y&dz;SqbV=YgDm=2argS?SLam_ppBuD%MFfD-LgEZH8l`K;^Y=H
zc}kfzxkK;ri*{C};KJD3pU8z*d-DRf2K@Mgn#hon?s9AnT2y!|2R5$af}=;ae{Jai
zKtC!d+-`#{qyktlIxFjHJv}jxW*j}7Vg!f9={<v31k0;1<*;7LE6>#7^(8qnE4|X{
z=bB^vip%?AqMjMrG-7)<%qW^$ddJ)YH|B@(7Cm#XEd~2<>50so$glH@HQ{ekRn&zh
z#W^GMsK*T62pn9bI4X5Dk&+461kUfTz*<3JD(G5E5%)vNR1-t3;v^!|9g$;37>&l4
zbyMTI#{1?o;n@!2SkD{@87`|C!*mLEh6^z}_d!>aa^Yp68nvsj52>Ath5P0q^bZ$h
z-P!Q>v#!h%1AMAA^2Erv&eZ8>>Q|}?DFygkT#GBNB12I5x?az<BE<d06O&Mv0~XPZ
zq?_9`5R*6L#2`NdI<8EN@81_?k~8UT7K#&BU6cF&+WPLOrn+xiilS7dcaYE|G${cC
ziVC6kKmvp&A@ph}B4U@`I|L921V}>Y2@(_$0@9_1u7ZFx6%`aw^yPc^{qB3?e(#Ko
zu}}WVS|@wYv-jC^ojJ>uCeh1$<L7AJ6Z7+w=!of&(9}kF(*|>hMf?>$3!m0tZ>)w`
zdtg;t07Gffa-gMg>JNxY*h+7F6{J$%;-&N~=pk~v+V{HUtGF13NZ~-o3s@+%?Lpzo
z++2-4ABE^jajZ$QJda9DqpLft-AS#7MDp<yK&lvtCFcUUfRB9W6N)urMDECWm^K#F
zKHcDc>14B2^-EvTLhL9xyV58(xZd%Pa1B!Sh0mo!efIIac+mclK&@qWvfzYg>3T%|
zaL@V_%KCK4S&oz-B~kmA4w@4;=;C?l)*1VLCIyaTwrmk@q~{c%qUcS#Z8Qu6A;HT;
zWi6}?&6=K+AaHl6HqqtEIUR>uVaPsAgv>C=$>IfAXp2_pTFm|WYcBehJhtUVW6+yd
zeSw!%>Rw%jQFZ(sS)GSMp*QlS&+qLO2v$1;@?tG1vf@(wO9yByVat@Pin?T;uDO@I
z#H}@b<uB7)5$XY=#Cq9W2<KGxNJ&v%fpFL?Y^Z*%1rP$8!mD+$h8@KXez2|<NVj(m
z+<lXglUlsdb#tHfa?VgcnAltH7GhLb-NiqbGsvD12C-C&`t-wtZo}>S)%(IRve+Hh
zgSY>1&c?#nk|HNhjj?w?9tzv%{tFO>gtzvJG(U>C#1GZ%I>HM|mbMCUU9a##rBOlf
zscGPs#WFS<v4sI@{tnLm(&<76vjST29pbg%{RGik^I?LYrT`q20dF9kxif2eGR*|y
z<C4+R>fUz{P4SXj^&2K{MUy|FtF+Z)rzg52y%CH4EIGX$KE%nL@j6kn3VEqZma@K;
zWCX1X2PZVn>|q;uqjhAFhNiuax7`YZFzv=R0?JEWUbpoA*aV(&w%(#f>RMaUC<Pl^
zXwL`GBZf=~bvKZ1eeN3OHr6C7ZOa(8Fx}FAbY6;KPV5nF%O6$sFhI$fRMm<E+q?7d
zEkXf7jthjkr0c+#*Q#@HSHfW;&y+$y{gkK-0N86I2nR>R%m`2}Y_RthMK{_Jp(wr+
z)4#I4J1;wh%<vs$J6Y6BeSekvRbWKasjTifsQ^_9iN2c`wNRHFLLg9@q%&;4xa*6q
z)Pagm#A!Pz%U(-rj}u8IH5`7l6g>9kTfL}XwRIROXrmRtd#?FYfk_Pmg$e8Kh4iGD
zAAq6JYcI**q%^ptl?~u(7j6_OOWJ+G-tKroWq-_N?MAOJZc$NPY25SVK*#nDP`(g8
zuETXRB_KxsOkX`r3eWulE};{B!-HD%HlwFDtG^?tFT9{OA$-)prf41ZXyTi_M>+nJ
z)hBI;;e5Zd!K2i5pLOEooeT5+cp<*38N#cO$r9l}(WiD^mM>AKFDwk$Eu?#kVZ^4#
zlafxF<~}3N_}*|0zpGc(k`Irqy55IWcHvzVt0PdTfsU?9fpi6TdGnGoq^{nH)7kct
z1coJcIorbr!wxHS^tS}1>9{#E`^{^?y_L9cFo56uJ<G^O=BRZZJ<E52yFO@uPPt_0
zi%L5VZ*Cu36_Jc<-`Xz8m^~@*ri;-~&ma)AOGu46OJ%NGKw*i0xAtqhzf6Cb;*gr+
zd0g@j(Y{$b5kvD&r<#$~&qOTwRO|bf?e!&HVW0vjp<x{snjo9mwenO&4c-VZ9W<YY
z)F;NCJXT$-LVQ$8ZVlmBig+v+ugk|NDJ3SKo#|+`M(>2#{gBp~ELbu4*NRE326|&u
zniUF-u4zaX11=yCV#hIKe@3l^9RgwQI?ZDaP5kHeaqk_rl_mo6@*{*ez60l6Rl6JM
zY*15ipLPMGtzG^2YE-p!4c{xD{K4MR9{^yC{n=j+@}C7g-p-Qyni*fhhS1xfgu)6Y
z$WcVkkZ5D$=2)YI{^mM*l|9~<A*W}{{P@*Hw5fns@q)^(!t>^pMk91h0i=Bf9j@9v
zIJvDEg$U+|H_%s*_m!zOvv+0)0Y@nz-aoU<$3!a@=k*-gm{eIHwJKhvau0m~k_Bh~
zGVyl87bs$X))t-(<7Y}i+CS9IOwF>gos1Ccj%dbC1xOeM4~3Ul71!BZ(eyy@WBbs!
zT{>=>!+?~hLV<2gYzs<=o8;%;A34nSWRu4{>9iGU^&Nm;>T_N{5KS3Xv+yuv=<IqA
z_1xzDqJB_v6C6=rFjGgk!FCb1t}E7)OM}rWR=`fgVs^wqT$Hs1VcO9&1{VBA3l~n)
zyTl<-4P>!605wg>AGr){_#O&^_6R#H&BHtjw7j^w6(CFjF9f%^ry=_?2!ZE~RV_q>
zEBPZWW^~Wk`vwU*e|(^%G83`%VuDwPunhsJRJ;pVGR@fQk|``Hh-b+ZbQhC=xNRnv
zrXGY;d9|&M=$iF8`b`F*m!(|BOy?WmL^n)n3Z~FZV86y*la#h<jOji^LJ<Y82%6e6
ztz{u83=KhIPcrfG!O9YGHBe3IQ9?_;alCEng}OP1EJPiRI?phQRfa_>XGew$p9Gf4
zo7N0Fpw8)>sBhCoDd;*N$`9(XKb%Yp%Lpq3xqK|FKr3HtR4vF86?k{M@c8~Fr@M}e
z1&0(2T@ItcVnaoGwJ~YHxZX-a_34zgz{`k2kEA4Gl~?SbjvPm%kg+ROLa1sc#$LPh
zeYS*mLR0m|1>&mMBOf^O2A_a-V3(Y2!@&{BTHoR23ajtVl)7|Qz>`Xb1KT0_g2a04
zJ<cI(q|0fjpi>p~(la^7AeD7U3$USWsxbgJiQdVb|G6<_5E^LiMls91pfdc03||VW
zXq8{>&1BEM4heP+gG6}Dbh@RI1<uU<&xr@Pb;98LI2%5%G|HrVI`j#ih&4&+Xqjx<
zr=@*n35G1-yk*nT^C=>^hc`I}2BzK~RH{V#5*M2zo~(@>XLGr&v8{7PKC`%E^gA#_
z21Yy?1<tA`lv@0dKeS1W=T7rR^kYH%+gSPRvm8J+cr%5ca5ZnpKnNx3Ka82j!-4AY
z4i@C^vq9KJ`)Ft&l!2A!hUKEUe63ujJxP7z8x2#E8R7c{ioN`80h`uI1ADU?PObpJ
z9VbN=>>U1w;>?D-Ey=66j_@ZdEn5b3FJ6L>3EA_L|G2_(0BZqagq$@WjtH7OoIihd
zV<)0v6Af)JMgu=Gl*EKVpcu!wFB!76D{=ZD7XocF{G8@@<H;XtHSIkFn2UVH^o@|%
zAf>|w;lu1~Xuit+QBzSN1P$1=HtUS66aD?jhowDZ-Wf5{me#q3Gzt<|<^H&v9hxx~
z(Y9RM87UapocJ|D3J)nuR@CJ|iba|LfExq?Fu-_EOlK|QwP1{b%;MPBv7rs&;{J<b
z=tqhgY#x_x_C`pH3WK!VQmAd)#;jAh$y@WgCymSTrq16qs^|H%o&24EJFqz?kxb>7
zgw|wPuO*CKB@8f3sCJnfbuy%?<~vvbbpA5Yh_y(e46!O5BX+a#ns2gl&vNCl#M{Eh
zZnJlXtAB@wo~>A62PY%A3N4L_(wedEL+egz!wsd=b0ti5A6k<0ONIGPywUE3I%p3x
zny8rj1a=5U`)Ld%Jv)v6Rp=pJKQOzA&QC$1Qk8VM0Y=fdRZkAJN7l>imu+(gt=(H2
zkyM}bM{0fUYOx)vp~}FwKAEo~BCD5b%<<24X330)5oiCkmJRS*Sjh2JnvdW4x%M;f
zf2yd*;~lpSzd=7H(M=!!xa_eW{n+ugJ>RIt^H`ttE59FE9h~{g^rK&2VjBNdzb@e0
zjQLY&3mTdpXV&bNL}yIl2exl*s;A!RyjuUJn2y<0&9qNGqpw><v5&a8ODsEP8d;-|
zGYMa6r^M}i@T!l~wtV8bM>kVz^?uxL3{qrky{mCCw8NYxKyln`&GM5+2F8J=JMA4@
zow{rOA710XaK!xegKq=QAl(y~UsrUKi4NS8E|%h=R?AarJGZfane4PnE7#)#X4ZQ}
z46<hy#_kz0gentWeGCKy#MY4APnRml94wD#twiqZt!wP%?x;{T2s`1vRo@E7Vt**F
z-~$*ExBMeUoB14%{h9$UEOW%+LrI-#yXzi&TPE1xr-HtgU&*YzuvwnjtugE@W*uo5
zHIeOxnc!VOd}eu@ZfWk8v`EU<S*mPzwDTIgihGYhM?U+_Uh^_l5F_z<HDTRxA!Rx4
zWYH#PCfbWxFBW<2z=iFyw`C`21Wnob<!M;UB>2Yu>swtJc)H9ZIr+fwHR!k28<ib<
zMeUHI4g!W3KHK%&O};Q^dw)Z*J8$Ttp~UG3t?-#I;wK4d#->1jW0-rX{O!y=Yem*I
zp+?5D5!U3MVdTgV<#pPhq-Evq5?&BMJoM^KY(-3B#58wcZgR7n`^2}oP<b2Wy1h#9
z$9#A@h`$o#VBJV^3Z1$+qyxgei!&fw6hxXecqFQ;E%T)FEo3`E!#g5nlC!&8n=~iD
z8A72hsP{vWLfw}8kf>}ms%i+^J)w8?`YAPX-t=lHQYFpmP;Ja{A`%w3M-IUWaMV}|
z`wa71;5-r&wsInW9Q&)Jr3XEE`|FdjhrayiBl%)j2?=?+$WjREYSz$eJQ`$=7)ZfP
zfx>(iFz`)88F$vaFD_eKo}$S7TBJozuYcP@|NOvQwvY6w8myKDpjo2v1)o~TA&hA=
zrn!VYBk91TIf?KAIM2(Ez?;ozwx(*BoGYqE4LxE*b5R%M_IqLWkqcWmF?z%Bn?I}p
z%fe3SW`k}FH?-#?sTaRn0NRbR8{HW&r=|oJU+J4uR&dd+wshQp1xAeLpf5eEH%JzQ
z9YMG7ykdA1%$9}ur^%29w8?Sp<Pe)^L8?vKe&Q6AVzsyjCe$&Ul2vndDxN8|X4S5p
zvl*^B5{R)*qTPlyv|xem!q6?{di?^fawMJ(#nMuhg_I{`dhl0+5I+FR)X<GLM-6o@
zH`_&|um8`vh4CF|J;P`3+k$Fd!4iG^y!w(u(kB=H%-Vw6P)HmLK9}Q!{~6Oruu1p5
z-;Id}Zcie0EI#VkG@D~^uX{IhrtFqElwl#!_^S@ry_ZrMW@AIp)!Drfn$`DuZ5X_P
zc<c!CehM8*Ic2K!x}<)iME^=c9p6s5E}!hGZ%vyi(fRH6?b`OMeQ{Nj#SeiE7!$%@
zrt})|IAu%<<$ZI;fDezi6!K?U71HI9{|4?o@%m76Skb;Mp}}?~P`=f{`k+pDUGJ3T
zz}3R&{CM_ycPb|NI3+A<BTdkp@vcInXY}evI5q&HM56OK<UZ9a7*qlmKTUrEgTH+I
zfuLv<-4>{t#p%RV`<LmaQfY>;23JC$6qj~JsC2EyCMm*420(@mr4}VzJyQq-X_KBh
zR%uq{iPb2QUMT*&95^!4?-36MbJI=a|Fj}H`MYlJCe}t$6#6ui)f1Y2r+u~@?cU6F
zfHnajv6SsHZo#^ac1jsB!fNn|t{bO`xj9!c+}oOFIcj4d0f~dX`^%(m<bb@j{~#Jw
z%RIFw&sx1cBWq*Y`auDvO}ohw4$_gS{#4$do2Lh%NMy$jcM)Ex+<Hu(GpkEU4k6yt
z*zFN@C(Pc^jt8i*63lursYO4F(vwTrRY{?=?*)15nq`;j<31X|14b-C-q(U=o;h7T
zU(awcQHasv8lFIT!G$Yp;$nz^;tA|M{@I-n?V~RH@ZWTI)Qx9yW!r9@VgpG{_JCy>
zB1|jHXA<AG)z|y<o~IqYd`RmZ6t>NJ@0X2(kR*F-LDO6&e6aEAUnZql>c+;K?<_0b
zF%*Ua_#NkJxgLvsCqtV|Zjs%Mor$Ow9o8?odHK1I#!>4P!@bl7l!B~l)FSH2zsBk*
zeINO)Ys+8=aSW&l_c;faqGqc!&D`^W>}Mn^|0bjUNa<BHw|o(2BPy2uG;0`7z3ra*
z&Q+o8e%JspNJbZY6wjda9^zafuS6`Ww14{UUyQKJwtsD1h_3O@{eyD!WKJ6ra#My`
z=&zm617qaa8~4ifbtBR4+EwuRI?7^{;~w+QU_?$Q74h69*X^gv-3-F_ZAVw5z(3n5
zwUCC#<4(nAyT8sUbCP#7IM8=1($h6G*dvPYVFbDw9jo@7IvNp~alQ}AH-6!hWKJ2}
z_L`H`sO8n9A6R#XN-Wuc^br?!TkZa(dB-7Do9B*hthsBE)B91*4iQ<xkjoiC?#=v%
z<u4<x6~5(MVwQQ}Z>i1=y=>?uwl$b%GdfU~8Y5EZ8omR~8_WQ?aay|ElEBb?6}=UI
zTfJX_nD$X<f0@o~lP_LD_w@YqBEmHU;?;Cm2!lqLw5(+f-e%sWiD=SX^6}NDDuxY#
zLC4cNzu+5Mg45p6@O6_~b>Pps$(GmYJe*>LW{GK-305JWy2qS2WCE_fo&tP5jg);)
zGd2%^lgdTk&hrQE0)Ll!anP^OMuvp+k=0nRv~3nzHJ>+hX4KuvI)FTkvv_mTmkjM6
zPSMC<)E|`gJri}zPZ>~INXC_=goiAm$E}{idFyC{I4{Qhqp6yk`ul=f?6da)ZN(iw
zn%xGS)zV0zWE0BwKZ&X<T$Nsf^%bMuap7BA$^F#nd4Ik^J_)v6S7Of4vRNsR5E*^4
z0n+CTJqbtW3YBif-<DRoFf#@*RgSF6)&|NSgk0WA^cSUUOKSau$1!2Q5)0g9QZ7hB
z6RkqbTOF)|yy^o`LE2zKyW4xE4#u#Ki4|mf^w4eo69N1>@$UUHj_nUuTE=D=Hs<wD
z#{&j)jwYx4(Zjmqi$yt;NzLj{3MoMmWN8=HDvRzxGT)^c1p(3Ta>h>m1t$Hr4GbM=
z-obiK8Ex$Of8C&YZZCT>e<km#x;Z`*v5k=E<VAe%oO?0;LQY}DX7FlhVXT2bOi0oz
z1subV^5X@tc@H#ZigU!?cX@ni-LyL`IVzr)-|$O#9$l=j=!g7S{xe7`T@W01m1=2a
ziERi9YaU2Rd2-6djwcm7EB2gxJlz%mmVfPX>RK=ixy>+8Y@{WAPHAB*lu}JIr@2%w
zEAi_L>s~BGDgR~S^Tjpx*W8S#;YL-bSw+}CNwmYyAP945(Xoa|>L==tA?hKB86DjG
zu(U@65q*h9dm~k2Wm4qYpY#(B{_M#?@Yui=P(AdDLJXQ8ZfnHKUq0rOzf1`;`O8$S
zzfPV4#l%>9IH*TxwrsI<J|LbYsMt2lS&w=bhWRGpk3)JYf^Jz?4Wn9>_JMT4i0btZ
z1rzd^bvRZQGYjIq7jHjUg{+)xnrJ`*72>TWO!X$~4qKIrujSC9wyi9T*{&g)Drte(
z4zZ4T(ip@ENXmx~BpSCmeP`X`>pvs58Vl#EG$z6oT-iAJx5?UFvYm{I63waXf`7Jb
z2<zU0Kk<|SqIdQU$=kfE^+7zXDNTLo*mAXlP3<|&39n{S*W<3xa*iE4-8isuqfa@1
zEB|VYZEi2$SX*`3zH!TUrQUn1(aUC$0wUo!TnQULpTtEg6EewC7Qqk>wqeOE7>3y(
z5E5-&R=}o;o<NPPc^&|$4wKDaxotQw_(TQMFW`K@J|r<CIbKyS@aRHD=j1@gU}<u1
z*c{K@@}ZNQXMJEZyZ-YtxG9f~skL)gH|q$q@~xlnK2$$-?ra_LPpZRDP7}OR$}|y@
zo>kTsw1*>G5K2Tz`_8r+PkS8)fe5J~bXw;7xI}sKJUW%JcOV(=<A<w*N{Uxws}17M
z_eFh!(_1{=Ik-M)$xUn;Wf2mqtNvkYJuO^We^GSg=qJgNw0|oj*BIu>Z2bvY+3m|3
zhaid8mj?eT?Zf1aCMEmMJAl>eJO10Z;J*>@VU&IrVByq6jv9R?q8<tIIB81$e!Lqg
zTEDKyZvNg%UCX!x-Rm^Jhs3&jL98v<qRVyJqD?$PJ!FyBGTED**QQC1RHZHOYi{Jo
zotz}|#AY?|A|kXBSY1ye(?`2%s6&iWnH^w^t<CvmX8UCG%xMXw%Sya_!=Q^x8w_R<
zGivo#uR=OO7wyz;Z(qIk=Y<)S6G@ErWuT(3@=ApF^5t|zf5!l~E9X93y#s69oS1U;
z0${=X@cb9-`lWk8@~H9*pu;!;q}K{_;mv$)W(A`zFCQ_eWO8a~bg}i52uXe0d<<M3
z(_BIRiGN4+XGtF1fNT0ay6}uFWGLu0G(DCsUR@INMbMzN^UC}cZ@c<+;WJ}CV`b^*
zD7W$GQE$&OmWj};8KUo7n|$k98#Sp4fcyE#*XyEtN)o15k)cJ^)nZ}?8Zy0R#W_Kf
zf0@>)KUyQA7M+FJnETr5gNzV;G73-^Sv}#yy>F7G1zo9)?9Bk@Z)O%2=GQi%=yCZ<
z;9E^jh7HY3i~p6IgqjKiUs=r)ihU{H89QvmCqJkI(<?Cd)A6hsH$sAd<k@$n+@(WC
z?g2*+mr1uB5QN>tZp=~_>)x_r(ihZ6qym4fLm<0ZLchT!mjM6Ft$egQqQQjVi~AU&
z>+ZMm;A_TjX~RVG>b0&Gy3VkW^1Ps@=<&Bg#!k!r+{w51!}FC-dCh6Zx(b6{AXJ<b
zXVZD3p1+Z1qbV&<Jspw-el1e0GRe)l?IKkvB_8qSJ8)iXn(9HP)+|<btbGQ8E;%Gu
zPHcqxSmbh#m-E-il7H6WTP=CDzZ3|}0P^*PtHvDUYGi=`<<;(>vQSQfN4LY%FjcTd
z@4h+0SQFaHfpAHpW6kAf<DGT_VD3PF5ynGtbXmbdmsXMar<ySxfT2mZadMOiz`cFN
zcp>tG>(e{@ZU5CBD&mQYf0-6cp3SF7{~0wg-gM_PXV_Kxw8C6Vdh0le?6YfMR9T?y
zHfGP2be1;V1&bS7fY@d2Mf-v);D8vuaaT43*ToCPmGueJL9VpqisS!=%70E06<%;i
zd^Wo6FHWp2)_cxPK1DOLL4Qo5MTEQxy88i=@8Q;R1C&yt>Rtf}<~TMOW{+r%)v^yw
z?|KE;_MGFi2T7+b(HOyUd7q@kGpgu1qGavW2=<YsWTeH36Sdw}q7Do*ArqAt75Kg_
z2Nu^zd(lkt;a3Lj`mphc)<TyP*8*+LY%(vd2Vu!D-n%VWS?APBn0mODexVn&D&vOF
zopc6ce`hYW8TLhR@L2rVCZ3$`Ab)6Rdt$|3AlW}zNV#mnR~F!kr8!RG-&rSxq}Fkq
z0=)fmPNPvGEH?f(9-Ta}o3_u@`CcjMt5*1Rn)7@%^6G8p&tD>4hLTbvr?Bh0C)83A
zN2B*7kwZ3TDj`I;Y?Vw+QuvhR`zzjv^0!b?Ox{gPGb^hWek@f$@v_KrsH5fl#W4tB
zHfXLyy!9+{R~dmHx)!zKuwrSF$elhnsxs5tOJn=>xM}^S@?2R_uZUq>m-Kx?4pe7C
zP#v%S`;yupRZPaC$Neq*&ixF_$WfD;$B;b%6c=UY`Zd&PuqIJcK-)wkEm2Txn!#y~
z?>o0@2Bp;82w^?|6I4beKNdww6=r0Zs%8u8TiOS=|G9tbhMHBA?>U-E15AlK9USSL
zIw6skiE5Eu#E1M6)k|RSaoGPcFtW0M?7pofNXqvX<nJay9FOzrHQL;8?}BgXrl4Z|
zc*p%zvVH1_<6@W+%(5!w6;}0odFdNZ1;9}KbHx)g%TUMBAX)jjjMYFt^<t(zl;lLy
zn2UxG#{(%j#GO?lf><fZ{T8-#iz*mh#^)f)@=|b+<GHCgvZfx0vjoe$yosWB%#TIn
z9>OABbYvp#|7Rfnr@bOt6KTdPQ`6pzC=E>9737V2@LE6rJ*6x~!$1-PLrq?mNOun!
zUn1QsG5qtvNCBHQG{!`8{C$0?;`)i_*NEjH;G+8{2n7w;L<9XJBEu_x4y}Lng`c@f
zx*pi3w6TdcG&Ui89N#y#U3ljr>WsgJLv6g!l^jUlI-fOvZ}s*R2>**PH>rDmfR;bF
zbgOnVc>3GhGd<~$Fv|K(587O!%Ef+DcGJz6=qHVvcy+OljH*<`GC!E^S{11%IvEq2
zt7wQFf-3E9qQ5rfi1S9x>omqYSv)wR6I!%mQGF&j5Dy&A3Y!324o<iI)Wz~3Q|fu4
zl~vAUdb;(?N#2Mu-bfYL%HH#6g_@eO*n{6Kt6cUe8l{N1k9<vSz__W(-hzUHRR4il
zpdYa{m_V5zsnjeQ4egKe<+Bu84*GZ?pscDq{Gx)Yul`7Neq{Mv39a^@?udoyv0Tk7
zOvqZ%=;Xc9HM95RmrUhaqtw`YCH$d7jBj*WPQ5o~>v61{F`6`?g~8N6iMYceY`6&}
z4of-mpLs!grZZMf%hgGs8-?Dp{P0g9Y?yoUuf{~BLN{yo-WcnQ-WK}}#hTT9fn*L&
ztV(Avp;;w~8hv+NI9KAD^l4kudYgA*>mIF=+s}2yxE!7RKi;aVcULCIXfxkfb5)qQ
z@D@UgNdSzlf)}Z>OC8J1lBD*9^@SJBC`Y+<#Wldd*vsI6nDLox8L&3E(+;<?-rx2C
z^ulDOfI&u`re4__b`mk0-VuSKEpqLnG^2evszo1%d=rd`Q763fVi>E28%Sr0UCQS;
zVa9Md2^^_4*$k-KZZ-IcugdIU*t1+vkW9V*A!sskD?sTeRtEqnOh|hj8Veu~V1zxU
zFKBaBd%Kle;!a6;#in1&`O5@9u_Rsp0i>-syX)~p9J}{K#V`GaFAP_laDgK9BsV9M
zm#8J>r40luYn3Kr(qFI;Hd&?yK)!(;IY*95yQYw$gpB)#DeX=hdIQ8B3MDrVwDe?U
z&e`GgRNYyuicLY{!79K->cF)lrh({<{0~C@)3QiLlr`xeJ)&l`D_-1v<tQmBqfA!2
zgVlM%xN#c`>bQNqaXIPzFfv$k|B+`lIa?CbjKR42%<a2dzO3N%(XL!CFL@-ZC>4za
zXmXtnP39eLCRyUmrqFLatFD?$cs~rhbD3SsQ;1cIce?~8Sv3IzxmBzizQ}m19FM|p
zC8B`#h`wZ<51@%`_<~zq0n&dr?2gk_t;M`^#>FIL%7T^-mlH+Y2}vw%{1bl+V&Ph<
zH+QMCN@df6Ws9s)!HgF{W2|p096~MGyj)`CstRO_Z<?kDsW_+3>n-v>>V_BfgelGO
zOIoj9<SwGMvG*PAiKRS0S%(qFOv8{heGo_Y3g?;N((5UCk8rXpgb0!PQPY?A=feD0
zsxXCAL4&K_V_x-yRSCA-GnuxD6Q0}>RIv@PK}!s*!LpV;t892}WTf44BK)$4yz!QQ
zaN1(CByHMBtt{31ZI%SLTkQ<t;*?;s7Yt~&h7$IVupb+XC@m3;lz)1bGaFGrDF<^N
zM7bS-+=x!wF+nG7VE$iu6>AZsL=JJ8j_*!jeti&wyrr{AE6-bGz2sw8XBO3WE4H*4
z(zVWy0)L-Oen+oq&mJjrEFk>8m0tQYWo>fb>@0H2`Sc6gGakxg+Z6~f?hK+1dIQpb
zo_0~QJt^>ubQy=XOAHC6dy@`VozV#oHXL^ApxYBmauK7sp3|ux{xYd>KL2RUD0kef
zt7~6;r;UlWXp)GJRYh{MarED#o85qUvZvlAVqW<hJD_Sut?1!2(YgSk5-l(=6EfQQ
z4m>(h>3~q@5XjdT@Zpzl{U)$$Z(d4^ENU)2bZBZ=pQHw_8Mmm%?f`=ARIF-I3}+eo
zUfM6cd?i&a7KEI6%-(g1c+m#g$<<yB15&F0WM6On`rWOe$Z1n!i%2?37#xOqrK=AT
z?r#59#O0Jv{jOQv*L!&7G|X#ctk>B#U9fnlzteD@-}Do)qWP=LL+tf5k$KTq<Qev&
zGN~YqP<jV+V0sU5PJHt}NccZ3GtbOj7DFs>i6^T2wFS>Ma3pPY-{6V!$A`rB%VOVu
zPEd@nu66j9t=wB9#!^oFD@Ayg7qTV3AAI+HvC9<qOyik5oORs}nk$}FmJ}o5cNolT
zL#tQD_eW?+c(VP1I*oAO{eZm=su{uGdM4;x_v6h>*j&0X44SZ1$)Yk7Cg{Yg%BH-?
zO~B;CKHqsZ^cMVJh|N*?@RMAFP<GZ%v|*KCeWc4Qm?$V1TzIEGtt;N-%?@_c^VY>4
zsIwNw@Pv=_gv8rMsmt}vNVRt6YwLbuQ_97TA&Pump*&($R>}a&;oi;6qNGJ2VGGjo
zW_B*A=J&|+wXa-6p9)L5j1lTmKd8klJrLlc?H6n~m2Sx3{SKS!_7AhAI$lSt7ZKK1
z+{GM!`(8L;t$>huisNSfGA)a~q@B`UlRkfV^8_i3$bN}<MNItN{^`@lryHN|<2vQ^
zo<OyHeOCIzym*to@45orIb<WanTh;-B;Q1Wue9OTpuDy4oo^9~L^$?$5Mmk<2mr`u
z^COwug<2X~+0(vUR_3r<ogr#*$1`Ji@wf@eW|B3*XJb`GDJI)KBepqZm%ihwP?hyX
z_1@XlXTd}LO1**|+i?sXp_jE+3(~pM1MhLqltk}+VSeVdAbC$!q^zifzc*Pieq92u
zbiVxi;G0^G@XpZc=}5UY5j**LHZGmsMDDtN4Msf}qy-Seq2r(mQ*!Y~w{%<}^gLj%
z>o-c|QAW^fsv(=PoU#fRyMlx#WnWv5Z`8exm#&l(eT-Ia1ALHQNNqcl#@M!#Ob*H-
zf?}a2rGf322YE-$2Bup;TX=^NRL!0TKc<#yp(BB-?<_8=4<?GE_JHzJ-=S?oeCx`m
z-Ve-mW&KP!=F{iRu5Jy@68UFQbv~)xZQs~k&sMwN6WQfdVRjwUO8^#=5(U*pKF@2-
zrVOyj%GTfI8=eVb8#GDT4h~I9>T^F`4~Y;?=i9ndYn)eO*yMBPDW)>>OR%oxv|{!k
z3v138Bo<3tdb`4?C5fm14`47cO|*QL6|2m_?4Ra#f&^2IA=Y)TWDAb~C4)a-CGw~!
zzD%LT>5>r}4SA049QWbkMFcxPw3DhTk1SlJl;&*Dchs=E4|{Jalp7^8Hgy;zhDsE)
zrZ=VK5=HI?-0Ld{RL)PnUFDX1Q@*isAQd~SrMAo*!^t7VR$qTW8ee(=|2|u(Mf&A-
z#%4z^Pvjz>4d#QQDW=S{x$Z>|&9(8sT0S`!e7bF^+z#c->nbFWCKnqHq->W@W53>0
zx>BHmHEvu@E{;LB)oKh{2a+b#qgz3d8_Nc*g&w3+mK#`|!Af537^cQ{BdmfMQO{uK
zjrK8`xmM2c%-K(|<>0%Ir2OOsW1xG05#xJ?qlxS(AJh-iyB<@wJAR=6TmixPcDM~M
z<42-dr5TC5DYJkNgn9emiZGq2J96OQ2g9fi=g>!eA~_Ed*Q=YROGnHx51(fiJz)Og
z&Rkc*TStLCZ>aEQ7>aHsyNtD7@D{pvcBHeSV=w1eg;17q?{(Nbe~<51_1q$7O+%Gq
z6Ioy4R9z}a>W7I!SHjFfA-&TP_thzR^<A_{@sU1hI&k9igdegeCDVlP7K9(CzY%;s
z-K;bpTyO0tkMqo>(gZR^o9F<Fd~p<c_V;D8Q|(c~ovUl3*`iUwz{kQ@x>F-Nj@HCk
zR|Z6+%G{HcSgP#G?`I>etTX^B+S6GJ8C`)o^oj1Ux&C<N<ff$qp6D&MP`+k2%tEI`
zsU<SCr>I<H?Gbim#5mCp7?}Wxz}5Inzz2v?a4Ox=<75l=0Xa1JrGW4|^P%6>X>Iw2
zPwJEAnq;c978*@9I`{^tpGp{tgTl_mq_v)G@Wl@X`ZD#x&xfO;ksH{b40p_7;nioP
z;ohD@KQ5aAhgF()O^rg%Aj%cnF?fKOrc<bddCuVzcIUj}lx!<4uV6Ld92%ZMe$*ck
zFQQ<q7ymW583qxkcS4qLx|x60i|E`uv^pB}yW=?34?EOSAYYQsa~T@t!7KB`>k%j9
zq-Om9sx!Pg{?WL1<A{fY-6!NJs)J2TDoo5?p;s<4+J8R(Iv4?%&J=27ga%<!N;wLR
z+=it1vin7BLgO{l;wQw*Sb!jP4q&vJ?dNwoc5L}MR=VyzF#&BB%NB@=0S31nAE!Xw
zo1?-~Bd1e|54h<)gWXK7nPaN2J}@!0FtIG%z41?Q#;a>KSxlVgTK*NEAz?Y#ZAc~*
zI2s$znXyW{Ru9Z<@jG_RaVINlak~gotj~AGe8=dRG^yTZQ8_ROY*xK&mbUvd#yTi_
zulyc|s|Df@-(U;pIbPH|15XZd`sajMbq?I?CYAvvrhl?H`Skbd027N!>52P7SN}iZ
z&yoVMSS(PjP2+$7Nk?SrT9n;?H8g4zc`<F&`aHETohzw@*%cMW>J%<pTkRXf_ievu
z?DYe75*qUO*Un6cQqZAYi*fFKCdaPk>r5_;PE;x1$1dFsXJYX0|DxdkcLE0P+?fzl
zjRwd}WCzYCjK$)8sb=2qP4rY2Aky6VlQoySMQTV&!Y8I#&D&Na`@Ls4wdYsZDnTk`
z+zK*)<7h?i+cj<0!a5iJ`F+Np&BS@*=Riw1A0zsi$MM_^W5GIAPwlnKub&<bW8wS%
zTr;O4^WLW2o3)5a@(?B;x_#%qvP#3+n2s8LikRne=tv#O{WHGNI2#xcO42o+?&5oi
zquglw89j|OOxBqTF&lea;9VZ1oUH?B=$%I~8RzzXQ20Mr{7*W(sJ)+qE#XWj!0Bk0
zQDd8vSLtLDgM;ROz<=%B=~0^#a{tPS8G6*sy1qBJ54kP26G(NN(0rMDDDvq64_v|-
zozL#y@wItrvFi55<{bXmdY}10_aq48E1FyD<X7?9X1KLd4=DzeGpR`+ybU22?<g`c
z#Z_MnL3fBu!{~Jw+iJ*FM#NOb#4+oqzuz%6b4<GjG`gHSQ_$<pH|mXea-#VF^{<o|
zBNMCEX2eM9&uDtoQ|O0rR>&|LbK$F)yAstG$Jc?H6IwW5i5W+qUkW4&@SX$sLAA2>
zGmw&PgYC8QvcfPU=e<wKyvcKnoZ5hgT!#!aUuR<e2M&yJ2^j1)V_?sKQBZX^)+kUv
zVZpZPgm3$U|F(nwfATq*b!cWcF+b2>^)$H9pj*&t%!&X7!>s%gfY6)^fUa*j+0Hx0
z3}FNfzCnD{mx3lnkK8Xg$8@@d?>|^PnS1{yT*DPZV)Tafsd3izdT&=oZM`m|M-CWw
Mfd6}(`8)r=0OvF@F8}}l

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/images/image-4-Quarterly Financial Performance.jpg b/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/images/image-4-Quarterly Financial Performance.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..97fbb612f38054d9e5a1498a7dbd477ee656ed11
GIT binary patch
literal 84470
zcmeFZ2UuIzwlFBiEiOP5(QLrPV1ubPh+Y$$659fTL5L;@5JU%q5WOUE0|6qov5`be
zge{N+!dQUl*i;(?L>5A(3WRCGG=u16lzZPB^JebMeE;{~f4;eQ-T}^8oU_*6Ywxr7
zT4%4a_uuc20lvCnb=?YZ=nw#KNcaQT9|Bwh96fyG$dSWGg{PxOj~+XI`pe_OL+sS4
z6Q_Y<Uw;i00|G&kvQi-Nvl2j{^m*yCa&q$W@*pXN3kv5h$exow_g5i@grvuh9T)xb
zOVM-UK=E_`!^i$B0PxGh11Ekwd`JQC1@O>e;Gz9ifSi!YFTObZ7r*~`9RKpr(Jzjj
zIDAC-*y}4{E50~#=;(2=FOMHPdg#b0;lGEE96bg+{^i%_we+>Wv-gU8Ndt*XD(E?d
zBT)~t%9-z$q;#%ABYwH_SVCG6tb6MZ2ggSQ*7${M-oL)SsHAM^bN5N1!B4&x_nKRl
zg;ksp*8N}V7xvuYBVQa9KDq$>8*_la`1=nIg|%w~zt%c$e+2ZMxPn*s{vhD=VIdaq
zFc4r4sQK|f8}aXOwfpw4?939a9w74y064bvpG`Vc{h!dk&DHK&29nvxU>jSl^idLi
zM@^A?H!?Sk-fd9c8|!fC_sHtQ0;6&%%AjAKXB?L62Q3Rg2BGf0zRQEw4f{5=6nCnk
zOPvLt9$QmN%7e%%fmztX-1m-bCYv>8-({lNC$a1X{3CeUIi|bR%MU1>k9tG!!%5hf
z%-4+U()l(C`C7w{uL6UU9<yWAZIv}%IaE5=Lmj|~(uU_cF!NDM56$Am^}NxC@>;61
zkNh_B5ycsWl%%3BTi@r<5SmPV#Z^OQ&*l?umIuARI>YPU_(E1QLRzJDB_L;Q7O&~e
zC+kl!VR0#oj2LASo91EX$~|1P=qD*qk^y3!>H6drd-!|Ypgxw^xa&DPVR6e~%C~Pc
zmUlkHySPBA8D{c+H15gVqX)p1^sPPcO~3b)>N%{tIrR!QjU9%>fq*(t^XFB|?-mjW
z)eob;3y636#C6D>xPmWkURlFd+Gx#FA<<hr1>+SnWmDyR(5TU;$D!WpgG204rnNC8
z&(UfhU_9HKnu1Nm7JTvhO#WAM)C<1(o!~qh56N67!2m@H+C{%?y}6c(2?3kBg|Pb;
z5)|IadN5_L6)M-H6-pH;<R>W!=2%EEsGL1NemgES5`{|o(5*Pn_zAbC{*&Ez;B$uF
zc~kn?Kk(M@3_<AKjt?$YMx)2iq>xhyyPb1Hytis9b`+CeeETK5DUVlxosJ=IKJnSA
z3zy+i4~MC?C8lsv&-&f+&$ITi^RCp0eQGAC4HTH1Q`!eq;EMtS@}ow;W0|Mb(H8pv
zXwUUbuY?-rSOG2-yJW{msazLD=@pNA;8_Dn;X#M6ldFRiP}KZTc@MTyhY@BC=~>}g
z6|jd=hHSSuhnli@jjgCmI=pB$(2zMsnexk%LD@0>z}?U9!-^_7Go2H^i`HhSw7He*
zj+g5<*lI%Bm*=Yrg19q_H#p053qPZw>t5Qy*?RP+JazAY8tBlIVWKKg1s^4B;od%=
zx-w>uK+j43TG_}%B7qUcE5O+ctdHt?;NOOyX-Bo190MKo&f`<-t<;F|eXY?`@l4T%
zSEXPIDypj4`-=3(=+#g-ny{uO5e-E4@l>$b!ZIQ$levT{60~+`UD|yN>Nr&il9}iF
zw&$%!I92@H$cn!=<iZ8%GD=}7Y-1nLVhaD2!=9U$^8u!%We2pfr2}I*OB~XmA=7Tw
z!PsIoj6379o#)x`)kMtl^B1y~Z2|7>-8)Jk5wk)Mvq_LRD^8iHltD))3zC=L@gHlM
zi(Uq5eJYEU2d&f>r0E9befPvZm4WCeU3`yM7HO(L#|}YkSxmM-L+oUADKX}bWtU;_
zNHao`B)ExHw;J9H+azIU$Yw{(lg~V(c{t*p>g%?B*r-P@z#F2=h6(kip6}a72mM0U
z`HLHJ*Y5PcsEqinx&5)=#!E`f_6i~{N>IhB@7XmD0aoo@q&Z_(?&((a$4ozAl!-j3
zgV)j3nb0mIIFw9E#Vf^4Dc55RR$7DWt_8&Rt5DNw`t{gOOU^NQ{EUf!8rZMceSpi%
zQhEER+GM?H=fo+WzGd8+!steV(yqAm=0c3hlC`@)jU%G1F7_1)y6eyy;`wy^MI{_p
z6C{CktBePkCcGyGrV@rjcuUsz4W1{ze7T;IFE{s)`df!<>x3X*d&FspqrSyC4wfJ7
zS=Qy8I~%8<5WlNg-X(PgzMwp|L=P-*XqoI^OUbJvlW{Kdh6OWoja8l6vMY*pI&M?%
zn}1w>O2HDbd?Ma2k#HWq>GzX#iP`f`lxZE(NperVpRP6(L!1QZTG*kz<4lZik_Qnx
zU1?5gnJGvbd1IpZCBt<7_;0+3Zu9$<Hn|sE%l-1A&<ZN4c<L(KRBk3E*uc6&&f2P!
z_H5%`D2^&vbYr2(43|2@qN9VmLxm04RAyc#OfJCT-qt?gh94e$2u;UNzBhh)W!1HH
zoH|MvaZ)Ab5tWpD{73au`Ge3h^!pvjs)=3j^T2edRJn7oseVcO>IgN1P|Ne7DhA9h
zE1Az>u_iokm@8)L40fa+^|X>@bXn{{4GElM@MV)pmm}K-%0`CPpaW9#>Jx2x>~TNR
zf?u}#J>`}1Uc{gk>hwc;RylU}#lxHTJVoqs$949;!}K6e^3pX=cEhNU4F#jdGkJyU
zWG+Cv#P4eZCZ-?P-I$mwG0--Qu5EBit}WaL1V_&A1BfP?U0qVHHU<fj_g@X;$RFF)
z<htk3-pMpV(wW(zu^X}gCbKXG^-Hq{ox#uwpDX!kefO47!L2(~sAq1HN&A4h<mGSL
zOtty-Fm{xV(|rbbE_a|IkP8+OO4=z83IUyzRPd`DmHOOv(w-b{MDZAl)UyF6<%)EM
zbc@?AM@u37Q#MpmQ<ftM4+r6+!`FP?p1R5HMji7jqxqBPyHIRDu?T8@B7e7XaD8ze
zMBke%Aeugl3}N=o?HID8;fjP$!k3$ZZ5}{}!sKMPAG6?|jR;rKE6e5@<2^DboGu?t
z?eH#tvJ(8h(oQcw7=k3@rwK+zg;Zb3{C-Qt(xe~gmqLu&Og*VuSzZycT{6FosiJQ?
zz9(YoS`{|XRvUX=XybAt_gHuKp^c{dZ<ni04;M$S$t$9R1gBsn_RwnL$9+I0p$0b%
z)nYmACMKSs*)AWq_S>{MlMgR`IZz2T*&;Qh5J#eRpe)Bl2sv90>`r$Me~Dgw?&v)=
z8Iz!^UxM;%fUGj?W<!`V8}+9Y5I(8*qIk5yi>TTBY~_yQHj!TQ_7PN+BNOPj;pacH
zc8dvO{F@2xBX{p)e7~Jqf8m|$!bk5F8L8X244pQeiQ6>sVJxPYtfWT?J9{-1@jd;V
zf=_{Ci^%Ib{c29~x3&QpMMs0g^aDEL`t=JwZVrVEx2}GCnR|IW2{*n=dE%?Lz-=Eb
z%88dr!IJ00ne#rOXrDr|+*}ja2tK&tC($9XX^~(v7HUHkz`L(y^de2<=AIVQ^-A36
zIu;Hx7Tf+fQ~{q}WV-5y+)<N9{a9<86;1yHw^0N4etGA9?uoaNdeoLc^>gt!-lEqG
z6&=E*2dZGnd9|}CSvb;56N>!@`ls~iqd{kWZMEWPaO4}6l&MO}WG~t*kg<ir7{C&G
zA1&C#%Rm`Tw<cax$L6OA2Ue7S<`F2fX)$_1aw+=ej5=gWI<RcYFqhSxj!;$1vk0kZ
z1Imdnj?Z0(E8mD`5LBG=y*v$n@*Pa7zoXf$h28o%EghR<0MXU8;>@$PbXN#*-io1o
z6XOfEcAHk<3*(a4e(e~drmY|-Y<u?*9ZQsrJxFdL74yKWZ}6HeAJU@P;TH={580{x
zFx+DEW`>9`iq3qODZZ*-v1(z(?2FnMo7)Gt6J$NVcp2Q1;!py1-v{V)a4AyK<QE+O
zN<OlpLoXGZu~}YWHF}}J&SI7JE|P%o>ud8ix!uZwMg<bkQzH%_prZwZWjZ@(ubDm;
zdb0@CaJFhK8aGuvs0oWxX|oT@;a5TyJuNI2-(|<yK2rJ--&$_9Gy3$gYe2$d*awbw
z!am@z?d4OR5NoI-bT2RvgDsHN&r`mkIBpU_9mu}O$X`$(FBuidc{5hq>fQ%xLXsC|
zMn+@cuWdB`pq)hCMDdW29_$n|warpXQYaiPflPTZ$i}+|*WWFK1z-%3(sM_I4L<#X
z0kLy<@Z-PNygMv`ig8gcmZ(clh+uD-rwkDDx~{~UGL%4lyS9|IApCS*D848b%`=*Q
z#h35*@z|rjG0Q|Q)-I}y4$<}jV{s>eg-{iclko?7fDQL=2&{d;o4WPhIjyo}SinBu
z1AKeN0`-oX?E5%cfaNq%D)s@NG<R3F7(rb2VDhF^(iTwkiTVHRQyho;SINwUL}AHu
zi|noBnRT-*AaIMH)RjnFJiyKL0WMY*l%LxT{4}zQ&|T!uoA0DGCG648t_z|H_AI%L
zcdz|VJ@m~U*O#kIqVOagidNJm?ZQr_*Fg1EX^7gO6f`1EDG<9DBY6vxVjpS?uL$VH
zlrj4n?1yQSDXAL)EdltQms+POuK!l!?U3nrrr#FU7sZG6?gM_Axnz}kIcqUwU>~q#
zdh|;s?c9skiO&wPem>CVBlq5RRb?11v$u@0$;MA4K1>c-<!<nI<!-X&y7WTuOM%za
zuc>AqBsoC+FACcIVE4nN12c?pbJBPyDtSljyQ@0E9VJ&h0|1d@2ikV%d_=^2p=|;x
z3G<wfnY4^GjA9m<88uno5?Duc=OF6O{?_$X=ktRk2dMu=K~Nv4@1${Obd~S}Y~$Ro
zcl{r2+OCZh2-U%#KV-;g&7GDS{8rB3VB@}b&#m)k707uOlHv+$>^=U=tV0Zx9ebwT
zs!fVHNb)Za9}yf8e1Z9tH(zJIcl`H1&R%GAXrTM;1759)D_Sw)T8^&$cHH)0E5DXf
z)*RHC?tsnkJ&G3`VUM#z&LSr$tEkJ4(dq+LL9a=t%TJR%4wC%qz&A7C_AJvMp<s|G
zorr4B>vLJ~d*o{{l)XFvcOQn=mcT6RO%}o|*gz0V?!(14GyTAHD_UJ)HR?XGZf((4
zo}-1(9BGI$E+*hc6|l3j*hRY=YRsA@@d#6BG0oK64~W#IMFjScibO2Ath~+D)m0>Y
z!3R~@29_<Z@=qO)ohY_UIKr!Rzt&Z*r?r{rY{EJWvDvJ&=uUfR3Ux3w8CYV0o05#=
z>@sr07!kR9rHX$9GgG@&%KFN92rhX=(+*k}iGq6Uf*O~3;qPL{{bDAb{4AlU-&aqF
zq#hp-4filg7Z1@l^%O(YUgGZbv1FL%%msJ3uktT2TWt*E_7u9MgIP!2-P#5Ti6x6N
zZIP|3t#)^c0&GZHvQOTEOfLNLW%xu!bR@>>qaVbDmew<+$X<ZSZe1B(C`S9#mbL9Y
z!f0*X$x4DfwSC^f#tyz_o}(c1?$fj^<u=J&{g}*=?ZOf?gb-n&@glXxEZlYatCu^r
zV!E`zcH}QaJhcsrrN^btq-C`-=2=XwiMup8TZBQrT<ePLuWA!LzOBQJJr0{j&Af04
z4*X4f+*3*RJShbey0b^k+j<ClY3slx)8vK5yz!(~0aAZrqf+6IpXyyEWP^5^Ac*Qc
zgl0X8BAtHGB@vSl<`{OaKR+|bSg=5=U3ByvG>3Q#j)g>2w|Ehvi23|U2d0g9M-n3G
z9UH3_gT+N1y0x@(eZmunguq_RNnNSFsT;zNxfzKJiJ{cFN3xgnjlk#xXI32N@N+?<
zby~Nwl%s=Xb&G?oVh)&Yh9<35wnndW#~*l7?Y9-5<eZfYC*5|vdBaB_>eEAR7v-4w
z7u8ZpGiaX<u+~Xdb~q?w=LTchp>Q@`>1;P#$E%obS!XP;gayr#qxJ!N*RUm>Au;zV
zB=oqFF_kTO)_#Y|ZnM%`VDod8actSG(#1-sYmGHZYmC2a?fUK~m#0z&owsqslZ#}p
z@~D7@z%mhCt0f!6$x-#)SB6o4pQ`^YIuD90P~Qa1F>-zQd3$Lg(J$ne8)2h8G5YO8
z15~dk>{LR|I+0^O=#WZ_@Efvs8tG@Pw0Ex`u72|TlgGut^c9n)Xw4QsXm^xh|5PJl
zU6t%jDx!o;5cQqi&Hnf^Zd#iW*#?VXOs#!E4f$v~XCHyf-(mJFRPk{|WN4Sg($F{T
z!9~vx8|a0}{+D&xs;{Bm4Wx2lMD<`merl0F=02JM30Ln=E!ok~%*fD1s#0X07i#88
zYR|*?HNQ@+Xu9X~{X(}tS>1bA5u~acQlBjnW`GVPhKpMb&r+zQB68q9fX$hJowJUm
z`rPG-`WDS|sZ+<+zOKu@#EtW=RZAgOFWJR+)V>P$OmVp^_DRfRO2YD^?+pGn))+az
z2;B#?X>p%8fF#F*T{S#>DU(3b%TnVO6P6f;I^vw(A?73{;?o32Sq;sPVH$S6A9`qe
zGrjWHURqZc)K&(lx73gDA=DP*@I~v8kF$8=oBRc%AT|7hA3PiUlq)^;>iSyS#O<5b
z^?X{!^VcCgpQ`Z5DqSyS3r}VFI^Vcbt*%i`4;;~A0_Asl@AV0}iK{8w9ilnl{B2aQ
zf%QtHwh!;)Xu%h{otA;NEN~T5H=2xHgb2(pOA5?j&sH^kv507mUa~W_Ee$;4Spx+F
zA=b%dMX$v;tsx-~XF|+9LUMU}+_+$`8Ej59db^J)w-1mNTrHh^FA~&w*qxo;#&!Z-
zYGHSiKZNPse!35MYmt=q7PAjXF8ia~+iwc)!ITHiy@*hMyNu$yPnZe}iw^spkajL>
zfOnG7Rhgnp$l_8nyTjpn;pzhPxz3)<#kWhNf81?hu}yVhjslM3IzNAhE&;E!bY#Li
zRmh}4EN;+m%yND()<&`9_N1fLh`nZIYpLB`=GJAc-er^SrL{HMUsg7FK3ZjSdMY&v
zz7Dl@ileS2QeK<|sgT3$?@)0KHu6QOWdwZkTI<fITZWHT+B}o4#{~fk0(V#`XF7}o
zPC?`xUCvfaTAnU@A5f(nw%eVpk=s8nZDah%9_lz)10RNV`jAOP1$^|<d=E)?sp;l>
z=9Z%7n_!mgw&Z$~qjhvtTu?zl;rjV=ZZ5uC#jMzRd&l>M>=zu>lu;FOY^6g}w?j2H
zhf;}9X}S5Vnw_<@54h@kHpuoTV2;nFa;fEYN}b;PR%Oy)aRv!bo?5lqwzjxddz+Ib
zYDq#e%-o72;<OXsgAI0KXyQkBr394OjVGs&Gq!50q8e?ma6{Qko#nAgATi6i{(ZnQ
zyVVk=v}0F=E-EV{n}EK&{A9uNvG1@|^GIjuKnpKi`chpwkzr}<J`HhjoM$_YnCtYq
z`jrxW?k4v+DL=tXSUqi>J0~-RJ9o0U=u8AY)Op&L35|qGSb~@4uTXbR@Q8=+V-q;G
zf$n8eI_$KZ$I&7>9C$4+KbYxgA&88GK%R}7^H0yIj)}TJDV$&*t+l1<1ZbyUj=QDP
zCcAw%9IQp}nKQu}gcRx?ORFgcm(=!zWKbmFSc1So$Ay?ztAHIeid)ZPI;WI%hM0Wd
znMO8h2gOcEQr>DOYCQ3vO9oQYKq+LjS_2#@2WC|`0Bv{UOOt+it8DB4u}C53VMK}O
z*CS{$hD25*CZU2R?SHSRdQ|y%sun30rrzou#<m>R#q-gDDH*&ER@*EsQ<-Mem?R48
zw{z*uiu$`+DvwWt)-JF)NSq@}!mb5)RDd}ht`$4U1vu9KU3MxLD;JALA6UIz{QQxr
z=hH8Jx#DM|+Xuz$Z#4&3C4~Be-{OdFnuo~uzA3)9{&#owLDK)v!}7*!y!qNvHV~?7
z(Ppp3)H1!j1t=AI4IWdq`%#7*F<N|V;#*3A)z^Z-QX72jKHy~?1k&-^+(?BPC-2FJ
zI}}IAQnb?yx^%ni2kWXkX9$aQY(B~!q_3FQ<mvi}5yl;O{$@2l|1H=(H0X)1f%`dq
zd1Kz<U{PS1?e=y6x8+?`jgsO$Fj@(&_RFwR^U~bmWKgt(t+_!PQyktTzT!`}NV+Gp
zI^P6g2nsQpOXi+I=e|M2F34Z$RC~=W3)V2m^?gGfX($|=mz+}2=MpaZb^v2jCr8R#
zJ5G{*8GCT{g|zFHYB~7b=J#}vxGOEsyOe47+D6CXs>N8+FFdR4zKxQo7k!aaF>2WB
z^ib|<-j222w2_i>P6Re(2Gdy4qZFo%=Ak#rWKm;NH5}K4h480SXFOMvi`^={`_&{O
zaP*4!upmi31~)s>uibMjJX^iR;a(TY>D18&L@G+}_GZ882oTJf4<MWmy0c~{3qsRO
zes2`JJ&krnx(;;fIu#dP>GCg+LYD~rHQc5KltU%Bn~KFW$zL^}jDI+_A%gm~uj!pV
zJRL4R@Y;p&q3xq-q&1|?bOtv&ZL!#Nbx^VUdUJZ=56k+eN>&o0)Fi@A1*TMH!;A;g
zvU-+buh}M}JMDW48Y_&)c9`>n5w$c=uMJm1PBhZf+1}WL96+Ru7Hv5I!N8umnJkrN
z>WRSgvecw50a0JAjcpmNr4u(Oh*m8FI<5+>m6oQ!dPd~>A6|O1z6@6{@b?AIL_M6p
zVCrd??o)j02bankiddXJu{KVv(mh&NXeCVzvoOL=LRH7IB`cnKC1pqz7gJ6|MNhwP
zXFs48?*llN9-L%ZeRtyz+j$;+S%I48r=FIhm=T&=gK2CJsvz9BgY1sY43eMBSYMj|
z^Cej3p^R0}^o6dJHfPjs^mFYIujk9I$vX6^vpZI7w;3|qag_x%Gk6k7e{H5Qd%Ar$
z?(z?V<nDpYum^2D=V~V!beWDe#)9a{!1wrQ3s-Lg8xrUf#X$3LxIA<^s(f(W-rlk}
zk3tOxC+!3D6Q?d^)Ku)uX%uNENPhQdTsxtP;rx1B!;<1?9jCYt$ls|lK3b~n^w1L^
zTle=#e}aF4e^l<X`Qv)RXX8-@R&f8+{5PVx2j#;B&4bJO;<AIQSr=L`=gzG&-e>+(
zh#e&S7l2PJtCay`uTHyqx+4bT+Vi@WC12=IvGs!*+@X#kp!!y;5dr$isfop4d_k9A
z_w&$8sRd6AOLa5vX7Bp1>;vLz{N8CMJ`fc4?(!#_zOPwRd*3AB%vww~4K^pcn(PBc
zscx%j1z!Jw9416YugO!JzTc&9JKN1!7i_b;k{%*InwOqSUW93ES@xEDv<Nse|6`B+
zwwTj<f(Y(2_ic$8>$x)KcG%jBg8oeNb;{FSh3WSPIPq>s-9>GghwSx(J`;(3W(4-)
zpZ!>_?yhW9x1h1%^(@2b+ApsMn*s%I>q6&IP}xqU;*94Gw+b$L3~4uAY>QJt20AHr
zIKB<2uvVji>eL<j7}`~TA4UH<R+rP)<xW$MtJ*{tU!J?^ZvG}b`o&YF9Q))x$`mwd
z{;e>o2PSldw?eEvR%(Of8f8aEe6s$?55HPZPap8OQ*`uh&HZ*)VjcEvD+3xzLQm&(
z4}~!?HJFMVP$R3!^|z^ni|u0ug;_JQwkRJ?EavQGb}Et4U58@8Oh)LVK7;d3SDnV9
zY})eV$`%5G+tJH$QS8RVA$n-HlL{evij5%6qMKH&Gh;I7IT|-Q&~vf4O=lb*lg%sB
z=?dW`h9R|@?c?H1Z%|g-lJ&NKA9bjuxO**cCOu?H%eII-U_=p0LeL0hAl#wCg;2c^
zHJ6Vq*o!M|gv7EL=n^NzTV92F<kXru|8m`->5$>>w|P?u@u>COHpKyyFw{zts2nq=
zI1X*R;W}YLqb&GCh9r_f_oyQSEv%@<$ngc&f)EH~bp@e6bEEzb!S2Y3LX|R2a!NPt
z<W$es!nIe|%qS%%rZ9|qDHjQ91;*e%Jq#bfoH`1eV}#0x^za2i70jmI%MEG$i$lao
zN|rl;iVq|fV+*(^@3b_Y=4)Q`MFldpe}FeL)5xUqh~1i|xILB`ml&s*xV8_l=1~`3
zj){Gx?nUW<qPs392kFh?(xkggX3#}A@Vr`PzH*CblY6Xa@=x1pd0ZpUOyv$QnhEU`
zc5J~iCc%arI!I};v9C9WBY}1|nifx?i7KgNgh~nqhf7j3tb)aZ=Hgw5Cnx9E1V&*j
z-LNH#1#$waZ|kw!a%jWhrxT%G5!*4fSDZdtA}yuVcGa@=777#BGLJ;+4L*2mrKriG
zube(c5+t;U1X3EGd&uBIYly;tHt%Rm%8ZM6=0{TQW3#L8tRbk!j@It2YS|ayvAI+4
zb3-5ZXhkn)dA%5|ZiY9xbD*`}#YF#UJ4gp4r0&IX;jb|x$t5biF9y@ZvYFC>>TyqE
z0x1PSO}5L9F$toGdb_Xr8r`vXIXy)?%oSQsDj!=gTDapnejoH8=4N<Czq5O&PcpIp
zWY5>+Abh+43U+VP*)dK0Kzgh8tzV6qBB%rzXd3XKeLV5nDevk6M=Fl2%vMq+DiZX#
zM6bSg3Wk&25s)E_BzV0^R9Ua<3TO8k5clIed>`N!v8%&gfh_!50}o<Me^Z$qP?94R
zebitG%5C$Y!SrhApl-B6{Lms;llClD-y56(zTdr~VQ1iu&~7t8hq$$DJ=bZo?<vZI
zI@I^t?#gZc75E3Yna)2Sc!`XkL6gWzO8Tj(Guao-$M*i{%Qc!1X*iMD!Ab2}@F_f$
z)L|A#w}D3MYqYL|>pLu>v%fHU7%0ekH}d<Tt{4AoHTQ+%<;;ecfyo*LdQVml=$<G!
z+&(}NW_9Q}{@bs9{#@(VpXH}zs@<cq5S-^DUW0f|<IBZ!f7aReeJ5w3MgKegzm63B
zqCVo$xMpGj|0D{NMF=<O^e5!nO5%ArIm~nYb;$9d!q7&{y$85!aTAzW#1o!-KzfTx
zo7J&yWAEk17AwW%;!%8Y;c78vXMMYe#IS2gTkhzr<DnWW-o`w6%7;VmP#2I-T#0?I
z9WFT%Fbhk^4&xA_-w<S_Zth~UsNRROi!xSr$)`LVa@cl8X;PY&Q46bKCY@`TJbHd`
z`*w^ywTyk%PH$4J2+0R0&?O!@{6f^^sgae~TH^3g)#*rUlpIK=*2>KahWqsBRnMJD
zMpuy@-9x62gbzRm42D91qlE<Ox+4|e+JROByYQr3YgH&Yy+q}JQGE<)X-D&3JLZCK
zy*Udtf}d^3@xFw=ZQz{8CsU~j9dX$Frc)E`jVitgCY=f?M6K9<rPN#{sichB8bNOy
zwxEFIQel%$@tiZUBJez3zWVWY#qhL8Aut7f+1o^NCUrq$y-~Du%NMTF%P4vKI5Q<W
z|NE_L+8z8{kA@B=+~8*9aG@AHd{@BVQYD+%gS3`<(e8#J+&ZHIyYVSfn&Xe597r@B
zzlPf+fEu&=cZ_O0j@!+SSU!R|G5t>6ZSf%b`D4%lDa#6@F8DAY=1oL{&HYMfXT%nt
zmO7|E$VP%B5@cug0gi1oO`S@)4k-|mD=jX<WtOdTIZ$%8>&kWrn-!{*RC9H>s>C(7
z48n^o=Qmb2geC2;x`|PnBbh(TLRr!chq8Uo^n~B-qCu({UR1Z%;k0nL_^JaGYzmSc
zp)cJ~o&=XJxvo3;#!6<_?4I{I3Jy)HstssJ`p_C;cV91MR?Q_%X)U$r)Zw@NyF)wD
zEa(WCOuRyaKm_v=P~cw9g_E^^up-WMZUi)!95o!(OxF}sd2Mg2@UgXr9nDiPLd3GF
zdWU`&^y4`Or#4FUGjnYWf*x9KqXx+%T}V@{23-qVmfS5K6KqmavJ5=g)rlCr`7qpR
zG?qvs6`JQ{d22bxJJHj1-)E3&dikTJwE?rcJ!cEj-Cf!P+^V!{tV^!E&jDL9P-hZ5
zmHe^7*lbhrMY#>kw%yO|UJ;`9>*2LMnID6v^+UZ?>+Fm!;ptQE!eB)8Fgr%Y;2n>d
zQ)ff>!15&RT-#$5u!LI?&}N_xB*(C?Uj(zOx)2E)_7b@1N%2p*U6Je(QD2-F*xY@Z
zu0kAD6oJaVZ5d2ms~>HQ6l&zcG3V3oN^H&`R7)gGKHBI7<p8U;Io<hTTV(kQb1`+p
zUNtGN?BUYJF%U}_&xk}IVSch(9P(ej;m6)Vy^ZYnI^f*^#x1?_PUU>KGk*p<1=DH(
z+sL8p$0<`IJ>TPK^-)3t&GDW{DXEt`qov{b0pt}~o4Wk!2IyubdKOa<5~zxs>WI^u
zvE4a5akL>3I$Qv59(Xlv5R^m`ALRCxF=Z^+5IYDYOop{$>=D#<PX5Q2fh)$fMQRO*
zOVbXPIm_^_JUNDg92neJI*h$iozB5XOjR38xHLN#f|6D(BHaizSYm+`3b_4PUI6OK
zH)7m=SmQle8@OhfjWEOr4FwAwM(Gmx5acw-(hXUhkDY3@vorE5Y{#rdOB<AB&l(%3
z*Ii0y9luv8S;AZRQPUl-Lexva7y48DQ|5LTo7COSjPjMew502zRbRVzm9l&a<NN~2
zf*U^T^D8CiFr2uPYgw;HyHLj*?!F#uVL_ZJAR7{`B9f)UScOFQs>sV0VZzK!)C!bS
zI#J5f$wj)MNY7O+rAJZ3d$KXuJ8T0%B_oXV3Y%U|u!fs|n@dPKek<Zm;TZx6U)+Rq
z7BqC}gh&jhVo;qv9Th!u4R#R4%cK^wmtQ=8^;xg{bD$%|p7QZO_3gQtg{aM{N_C75
z=$b$6&AIW>7`$giO+S27=jZbWYPx84qoK+-=_Y#hR@wo@hD`JwHT@&1u=rP_6rZra
z<Nxa{WTo>)98zRW-qp^DST=l@Z8_A>^X^w-yLa`kFG1zPd3h79^GKyxj86;q-qqe}
zm3yz3v(?`@tJ3OlO4@zy4VgKzvvjb;wo8q8n|z_22kYI7dfjovqd!fy2h7gSe?)c0
z(zUSU&2@wckO_pu5YCTGmr-3t9fG=ZVX{|^cwxs^IbVU(&4O|#Xz@}@Yo=FIn&EUy
zlaZ-7Z?bCMR)Qu;7P~5Iz0vqQb02VB7>0D+AT;b!+MtQDtR16Si8*|jx#f9l47qd6
zH-Dt<$I!Uv<S=ff4rE?yo}kg%>%RUDbNT4~_8%91Tz2wrcu;3CR1-L9!Ve_+5S5hc
zcje3^jjrPg;1(9KUz-0A;m3^m=o|fMxJA2jo&yGZrxNCCqZb`|GI(ZZ3M6}&Eup9V
zcSX{Rz|G8523XZ+P#AD(=@8VyASx&nJRl|nTo|=ovz~i!W5Nk!<6RwwA7sbmV1r*?
zLi1}vODV)!zc|AN&^)oUFr+rxGB-`z#7SPQ7de;ZPQTkWO!pD#*)=H4)3vj<Shtsx
zlM9$L?Ti>+QEBycsS@o6A5AU7#dW`#A)Cu>Bt{HNf;3*cyc)aG|Kfd+PMc(@Yf+BS
zzZs_h8rq975*mm!ajjI)tVn!Ru2b0kh6f!?h=VQol)HUI0H&A{gC(0uTR%0_42TN{
z!so4XI6+Bxe|jjsY6)3YKr)ZayWqk6KnMWspc;<;u{xF7Ien;TDd`Uzq=ZKU+<lu)
zPMIT<W()3+<ug<2b>HC^#VidMPL{b373Bm;c~gD)imw}4pmQpz55h+<SxA#l{GjEI
zFHdqWj;KjfQ6rYQFrOs6LRz?E$DO?H0+NQm4X7y67P>1}v}FH)?zlo7CdYCvL#u}Q
z{Cr$q6S90Y@4}!j<5u|xqrGY-KHk;WoLT$eu&pW^3=XWu5hro^yAswAI}X>vnR>I<
zwcdi`_ruhxD_0mdE;&awUk{PLmBby>f245*_w0t*IQ`4W`}bOV%r(kW+NQvE`W$R0
zuP&=q&}M95sbzL)clH=|P*4An^72b1M3S$TY=So6w*%tfp922(2eq&p#aasBH9krm
z9yE7m#OT>cN48wJmIcFZ>(cb(gVe?yn*2t{ZrfPj==93v3w2YDD;ZJJse%F%MtDoZ
zo-oN_u~%y!aGyJDu5MzxJ}vybXbD>|`lhKgDJ!~w9>4Qq*_fN}vkwqys!lq99r^8?
zXJP$r9amV#=+4Stb+mkHX<bZ;&D_!3n;;y&u`4${KPvoK`CO{}({sx4D~#lE`nud#
zMzEPh^U(E8FJ5$$NynZ{^6i6F&HVDN$vSpBx~WSH)UY{azBIJ`;B!qK7NSqKjC+Uv
zZ}^WaV~!?`EPiHb{Bup=%)`%<Fe__|$)6b#`&<zwMJ{Od|Je2dL#4poo8+af`=!>o
z-e8p$n78^?iG%DLvKluu*xKVy(kcBncUIsI%hh4z%2+j^=YyD1aF~;I{Tr~}KV`5V
zEadAy5)$VhJ8TATR+K$Epod?4?A<(DdqqV39pLT({H#sYwSgy_nrh4&>NgUe#0Pio
zWJ}CE?-pdotlb;L5WeJ}&-j<~RRvY**X(q>)!ckyG7)D;YUrIZyB^ITO`qK{yQz2k
z=*L$FI^c`$Pv7it9Ct!x_@yqAVGoZ_)fP?M=0XEM@#&IX7Y<+0`}x8F^nVD7jQzvg
z|JOGUtnd>rUftLpQY!j1uo3`&fJlDBX8s(2`0dCypQ(=&y@gdV%HD>1pzXaKK2U}b
zun*N`mYQKDbsZI&eW<Uj?N5h{{SE(LC^Ymi{PT;EVRqXrBx`-T+30I$z#0GKLi_nL
z;&TT800&>p8(Kn&xh~sW=KdB1mJO}0a{1=W`HDl|9K`<zu$FFcMs;^<=SDnIi8$)w
zcO|zAs7Fb|7Tn6wl8Fx(#4WAwh*ox%r5I8lzP(~-Yn@VdB7?ChfTb4JRR(4dVripf
zMAV3<Zq&~`FN5#c_-*$1+6)b%Kdfl1kg0W!y?Wkca()e#tnBXwNm$k{Qo4@umZ}};
z3?irzi^<C5Vt%$^-V-0ltf=Nvi>L2Elr=oI$0eg?o`B}3YeaUS_zz+0P>bm8-Ni3%
zO>{_nT-sKl-+BE$*D5x>Qg@t3MufN&kwc-TyG3N|98!0aC)d_!m__NC9STsOVoLMl
z0_Wn0=`CV-eh~J3+f>zVbSOo@fWbjdOql+vPg3!cDWFp*ub=<8hTG$1>YZYdRg#9A
zY=$a^h=FAU>?|(7IN{0w<~YcGsAb~HIwfT^fF6Y>nn&I!2>dwVxSW>uBp_JH$3sdp
z9Xe#-26AK}*mVgDs7?}wUrNHw?hfe*ow7fl$<KWEKI3LqU|e~0#CB3yT;{DDT?=b>
zrXysv1F~AXn;eljBsdiy(eX>Cpa0d|EWv09MQ6%fy;n<uw;T(1;-%Xp>cZ*nw!^cF
z3>&Zvv4#)RYF&Cs8#MG*UB2Fgw)Z?|;DcS3jL3BM(~ID`*t{uYYrs6s^XM==pOC7>
z-}BEeA*SxX3F@Ym#{QC$$7@4hSvQ3NVVnM#=q<rDa=-ExkAvR_NT~)6Mh)6Vr`j8;
z&m>yn=1xn#sNrK13J<~E-0O6cc|mwYeh848!i_EX8Z}WQwmf|8&6P7zhxIC-a_+Tm
zHNeyeWM1(UBV-<7VoYH3Vm=6iAo9P~+fy+dRdEyvcvZJ`?VE-?KVe;m9<;d45KTj(
z0&6_u&^~$fYz;f*5MZ&cUd5~Fr>ep*p3db+ctdKPE;7^x+(cr@ZPn73jCR92Olo$Y
zrcT^rPse2J+)Aw$G=JozWPiec8lDq-+I~{gGCXPoh1?vnv)1#Wgl=7-JU&;HGKzW%
zUybL+0)gfnr^>>ON|}x4*t|ZUd-!B2^hA=|qsf|dgyhnhOtO2M8=gdm);TmlEg*|@
zs}a-q<`sv&G#EJ`iShH~`+qQ(4&M52g#!TmzpQYMSa#mLA2T2S*h>qi;l%HLIZNsL
zI84d0*+!w5O>uGh8Cxc*T_rTR`0U9|&1)rBoV)ZQ;_E*iHDKs4VOB$|-k~9f3JZ&?
z@4}1HVm#!gToA|ViF-y<nq`i4#x^?k2<5<<N;^yFM%~CNtn->%K%&>r%xcC1y%yd~
zp*%c#p0N_@k~)<fYq84W&gN&{i!#It3e;hnniDM^_Gd(YX9WAY-npEcBb7qFRGE~M
zPkJDX)=a_86_tfd7q(~X9>c#uiF+v<cfNSP=;D#Kk?d5M>_9bMUPIYk{XHVB;TcUN
z+2_59mnIC3_HSeVLR4VKq>^LnM{1Qwslrs(xrariT-tAwYvpcRymSq6=%T5~3_&4!
zd0~n@*V<AaHNUJ{+NG_Kf5A7h)xzShll49T=gRRlA2%>RUTi<rOp554S5x2AF1YT>
z8lSE6$fMbyi8-`8DTHJJ(&*HjXh1{OA{v`6dVd1`k^9}WeX@+LLLDcV<&$TVR%u7C
zY}|%{>Q}8DR+r_|cC33=+lCAEJ2gIRsKZUVIR4G<bp67@!aPq4>;4_tL*3emrtQ*A
zC9&ARVnL7xB{eh1PXf$w>~&nX@5wLiznQkxbdA|EJUHr?>s#FwlYTMMrDdqeW^e(f
zHE&qa%2;e<)pjL7tVPvUT=L=Zk31ZTB6h`6+JD+CJ%cfqh$@(s4`7hnBHR0hrh09e
zpvK+ZEs*C8a>S)_tW{y}0?Q`+m!hMg=(Po<MI*y<VI0~f>sdJLn(d3Vi@V05V3!)c
zmK_PkPa^HvIS%FYEQeAq*aeJ78SVqH(brQjd9^z??zDxRY8$y(f|T6{$P|^w?8v2C
zhTknL2n|RRXPdky4#OIULh3ETRGQKfyt)h$^Cxjum(|*R)LI$vrU-Ow#UQPb1vOqr
zg^fP&Y7STaj`u00J0y@nxI(itj$77YLA54`ao!1T67!z<rz}I3JFko>pDEO3eDu%w
zE^9m@*H?=#ZP+{{P;-E4?e;NE+dRHp>`ct4sbjr+9uo|0@ay#MF}E3_-rh*(rL9fj
z5#}^P0Di&lS0x2spX#nQcQH|wS8jDry~{UpL)=)Fz-~fLxY=Or3R5>m1(Uxsf8woY
zw!wUxUja{MqA``%{(|FjU%UT0y5pz!#*f1;6LX%D2pSvSsbnQY{7Th)@8RmV$V2$C
zRZ-HLC7d;hE$t?CWsS&iscB?db|Kkd^XDK_FpE?B<C~4V-)ZUO^ez#ycBh7oG23!`
zIj}BKP7A7QyL^RW@&jWDKbINl`L5haA>B$%<N+-TjZm16gjft?_Lvo`8wzrq9Ba@?
zVahRh@MWDawDPR>q)cg%_0kGZI;eiQ7mRBjH>AyzMolZjw{`XbCCxXB0z+6JQ+v*m
z3Ri+=0+WoHywBQ%cT!$CH_e?kwPyh#(A`q*ofsVV^;hJFj8AnJmgRS^yJzYI`)>J2
zP|AfNn#*T$x1LG{VkqLhkoH|Zc^~lo-EFb9N51df3sssYV^kGJ<xe5f^hg+iPWzv`
zf2P@K^UGTS=l?vYA^rjU-%8_uozl=3_V-_Ze?J}Qd<F0C3j1AQ=h*{L7mws@xAyU=
z*uIs*AvelSA6rhR_Z6l7_E`Jz?|Cm{S;*Xpk|_gxDV#t-#synjL!g$%9iFo>k{j8m
zdQOMbGq*m6mY$<C^XG9c-BE3bfqS@7_V7<EMy1(Vf1)0@!?-s?l`VIAZ^~$x!RYM_
za?S*ni5r*}ZTwQ;wUWREcfa7g*oY~&k-jnCrt2VK12^ISWt3C_i3O^U&pQ(l-XmHT
z5J3-<-m|?oK?0dP6qb+-+_+dMpn7=(#O2z$;M}<dDa{ZI_X3efC<wIF&eFvF{GpB*
z;;llFDqgwS&x^)uxX?obmm%|}@?X3z-_Em~m;Z9sBi29CBkN7Y{p(?u-rUyly4`1I
z6qUiRfo+lt-W8mE5oiN`JS9tffs4v$^=uQG$Glh0uA_^~qwt&S-uQYTP-a6Z%59b(
zpq+U6x5+c@=K5VPbM<88up9|q8Pl$+#yI&|OkqiBb^c9Og@w6h9WyT8ZPJ`Muy;&L
zl7!2FvP_1al9yPpc)o=J=4Nd~iQ_PhM01NmM59$JL&*g5Ab;-oz>j}qSrSbk{Yr3|
z`|g+D)qcT7{j?Fp3C~uU8fo_qoE{;Y04ppU&Rt3gLnUF~>LTo-ReE1;$1pS!wQL-;
zpb{Y?4vvv5GlS3%hB%1RdC%oxtj@?s$Kls}S&j(8Z@cd4{4n;f1ZiP-MdMP}U89@d
zc?#Cxe!vU{B0sE53uyyoojd7`O(|NxYB8*|maX;ugNdFc^LH**moKL~DV~^1({&XD
zfq)TQBfU`^7Ry~XI)2(fpBQ;8G2XCCEB2|rL<D1i82-c!O9vVE>gQORf-9_6Mz040
zO_YK_CU5PMj9m1+5sK6wX8#{8fG2)vG+TR1+NnwyguOf9E`J~8x03;vKK3*KaP`1o
zKVZy|Jm6rM+Uly0zdCPie+2ba`{>{C|Ai7cbO&>W_k2ENCv@hAH^}~FxRd|8;Vw!3
zVvfNVYd;?7fkTMRuabhuN%|rJr;@aTCMc9!n(w1Sk7U06`fupR#thiP{BgFi1&Z+m
zS^?>Gj9jd3SXRrj$rTMxzVPmh>6y|fK9wCqVY9`dj*)iS__)BK7E@7*OGQm3??v9H
zT&`;OJO`=DSc=)wV0TkXbhk9yz+*U~UqI6CR@5ysk#N5&<2~|H57N>7=7-YTEQbU(
zC^ssepf`vc4B#)7(#23!)}^1$B7-pkr~|0G$-9BDaIWbSM{ZGEU>8%VL=AYP{*h&@
zRj**C7hb0RCtaoUWtSw<eZg=0CMYU^{-9_dz#tn5_wx~K*d7XZ)8bjF>CrMeZ)3lF
z#SA4Ywejbsk;GzQgeodHGT#t2TECQS^d6V8*d&^qGp4Ox2*OXrps&0)(XFY8nuOZ}
zg)Vi)rrH|6+-Jz04&AzYO#H31{(!t0@~)KTDAfdP39QsI)3HR1N(wjb$Q{-5^)N{6
z)C|YXm*lv7c=*)4AtFbIcV)#>4?Pu?LLKoKG(pOF9KD}9dZMJ`d5GllQzdV`%u`@v
ztC{HZo$xLlTceW4YOk$=a_w!`NdnuDT=QSmu(SB4)sE}H-d3d$puEa`gkmXn_8zRV
z^RoL`=s=sF(X|uOr=AF3h#+r!+W~H0vA1D2tj#%NRnKx-DIsbOVWPEnbIL2Df)<5w
zuNz+A>lFN`hPh~8D?|2!d^^U-o=|!5jOg`jFC+w7Jnf@2&o3tS^+JK&7~BvsL55JS
zw+!|#BXuO@J+L05mbcAy1A~5;xb1W$I;bh4Z;<BBh9HGo?d0c;jQaU=y?ySsw$ija
zjPwWo+~{o$J}ws7=d<8iB!T6Y^)1C*FAIZGn!t331CV20(`Nu|HyKKaE0oCc`Q$Eo
zEKS<5NlM+5T7yFiM@8`rCTlg{&^l)N?t3je<msBo{}|b)p-oq_0&T&|#wUtbOf==8
zTtas)d?;!*T_bghCBd+WWb)u~b-hNq4{C=ex)!%?WP7LJHtq8f3I@?)UCH9R>)vLm
z4}?3nB)M%AE!F{7A?CX}k(#qkNo(8RH$B}`*<NT(1c~hfAUpJBJ8qQX3^sYof5ymh
zF{~nOQ@EE@<40@em3_c!@4><_cb?n+o6*~7M8J8HFZ<8-f?owfK23Sur)9@g)}fp$
zt@WB53HqbL{ep<`{8xFKl2P~a5+0l3hjRKAnnafe5nS!6igooC;llF#i$mZ1$D8}d
zmqQ2q!&^7*Ew5ME*iF)=-qndR_5lwmg@AY6-+cM)XWA2=qn!w?pADn#T$kufe|Rzf
z8w^2u=+)owzli%a?icIW&-u(>dmh+t0b%O(>-P7Di#`_(0Gv2=Fi}@k?O@jY)8HZ9
zvA+Ax_o0^$lKgYvV|5Pk1&oA8i#UfK{X+a_Az#+=f#wJB_%9pPsB;y>x>0uR<BeqY
z!vjLTOp_8G{PJ7vYyMw+`xjf%i!Tqui%WP~hN52go1xvU9?c{4zyyhIkoZ1;+UfHu
z(f+Z&Mi`buUdk?Ur-*q-=8P8Ua_-hOvg%Q*0!V92Ei9_EZufhx%k7B=aeG>Z&p&FU
zz3)Q70;j--l5;%GFsa0vA_6IO@kXbsA`kl0v!N+q*u}urD&J?7=W=_?eCdU98EDdL
zUZ{fvya-1(!UxWBJ5F@nn8|&7V>W&;*><od+pWgZ-bo2f2<t|IcAv3L+4iH{DTh+|
zmS6<&PuyN{*Yes--6J?9?|zNdD9KVsxcg8bmr%SEvdzlAAmWRk9x(GOS_y^@|K$5H
zuwG-X5=j;q5xfI%`M5!!q=Hiv&i2>5>}j4?Ve@U(JoATv4c94JeN!7<2JSY_mqrn|
z{NVYxsolSJUde8lm>F7$IKL10s*hy~))P*1`1KXEPV4On`w)4dCyJ4ELg>oby}2x%
zOnrs~Ux)Oo#f;ZXk_tRpesa;wr$vxMCN9HLn}DWlJ)Qy<ySN=l-|cN_k&ACx5cij@
zJCQ1Aziis!lJ23GD}oP&S#Vf3x@<5|#-V$yZo_x8CS?3_^7pePkq$6YT*kIrM_lPF
zMYwxQ)WWgblyALbVxLSK)EAw~<t?u%2)Z`Nu{#5KJbz+7+1u#xvbZ&4q?{SIelOu#
ze~fxay@;N!=2?8<iQV%L(4mZI9-4r_6OBiVJ7O<KZ;97s-G9<qA@<b^sfzlz&a^d^
zcDHg%hsv}pj@EqqvYdQfef3#Csc5+(?cpdz!h+(7!1*Lml%qxOR#zG)CG|lhozYsu
zH;MF(J?4dFSG{-F?HVz4=q3u&;_qpVRe`^0o!jYfovVk}G>-*PWXwusHycu@O#whV
zxC6+zRrB~)x9M7gQl`x=qd|4qTw%i2RP3W-cYI`0e!tP^+9~@sSjqV9#xg6hJe{^J
z`V<37x3j*}I45iEGTGx1ivcNtv&2rVbipFrxtiVlu4SO!0z0+Y9!es{3oKx|R@`Gt
zPgiXkOv4~QlHM`z7G25-HwbgHU7IR6ZRg(mASnypz9;S<lwi<JQ!l&tdeY!ylZZi@
z{)@g9{i(eSd$uDaGP1Tq(S1?E){^vcn+0b`is8~KL8ju}j=e_Mjo4yrYS|SmE-hR|
zF*Eo3^4}v%Sodly8H+NIq1P^4V*cs~cFAFMsfRfZo4?*tZ)N%VwAIT#9S+j0ySzWt
zn%piJqzjYP&9^A|xaHtEXN<!5O1_E}js0GJHePRTdZ25jm1QYzY1$^!v)nBV2j3CY
z`ANr2{>nRsSu^#sWB**naay#TZD&O(<}_LBsie-1j41eEBnFwGv5=jI+cGWld%Gzs
ze_Z4ztZ1@oL@yh5FS7iO-=p`|I0|}yRcrwpTU@P-@aHwkU#fh(v`~VlWS3+4JS~q}
zw0C~8?M_eVO4SgmNlYy-D6M_YH8KQddQH8HH!@dY?`{dBkg@rZ9r6Bog~GIyn;4qD
zFpC}?u^XqX!q{L^X&SM`AE9SN;g*r(FIZ;pNGUi1+e{jRCg<-o$t!+8lxp}adFLfH
z^Y~hpIU;`&R1_hi=40n;q**8Jrl-^mI`af1OzdI9DrU)u=q%*xPzC4l_QJMlgY>HK
zRc>?KUAJ@#*QrHEXyXc~3AR<ji+SRp#kjG->g#fOj&wzK>u3Av4CIJU-0t&CL&A*w
zr>(ZbxWNNEL4OHH;c-lL(PXCo+#E9Va?`A8++|qowAG7sx7^r7VJyt8k7ixwA7Vv*
z5IOz(-?0CF`Xc&+%b+Cc6J#sM|Ge=h_4!jqn@Wkg^fS6HnZA{~lFq{4@#;h093c5W
zga1F%dGa~nHv3<@mZfX?1cmNe${HK#9hI>*EdR_pL5!!{qwt}6xOormqgi$;RUlm%
z2Goyb(ornn%WJsI6Xxd#$^~bnM@@{&>tifxPKVJGhOO1pLm9`v(Gto{Mmv-H^_!h)
z_m)HG8oj0W!@66ubHtIsK<qB_GOGd1&CER`O%|q<1>y<9uuVi<LADrnawBcD@Ii-H
zm{8<jlp>MK@E3Tto+Uqyese}1Q^L|H0?x&iZ+zbXqLaG$u|per+~~P!i|Ae;sOy^(
z|M5EimuPIj@v+|9K)kOsqqf9KQN&h>?L?eMZ)RVb78>nMXYWDley?t8W^g3pzlXOX
zTtWsYc^+r+q4rUEwF@p3vM};FX|m>aO=!+jK7mRmc*C7WeA{LREOm~W+~{5%4IoxT
z9hOSI+`%1^*VACh^b8?YYfQV16Xp!xPT!|*B>v_d$S8BI%Rxx6JQVw;<1|>1cvs<e
zlgRoyd6AgpM>DdL;Ny?r9qyHBO;Xe?{zsUWFsWL`K~8iuhfBkIqbp1-gd0u_N}0U=
zu>_V3N<I`dLWx9i99dexFMS@_{?@nUCRM;Gj!;Lyq~=|S44#5wftGGq70c{@WA8n{
zn#|U=(b&du5FI8Ikv0P(C{=ogaiok&K!gxF3euZ&2+gt4VHAag76lCuAc&L@AVj4}
z9|$3mK#&${=%IuEYa5yG+TZ_w`<%1Sb@tih;>w#>pS9jq-nE{!p66Nj&2?8;SS_1_
zHhgW+F3UzD{v^+#;^l<?wCy>oVb=okb3_7;B~c>4*AyX!ad?ScKUAxJqc$C{1WO+F
zQTYxFg>vW#%9^Q?C{VB<6@fauAvIYhS}`&N{tY>HWtqZO8C9R@srO`<t48neAw?2&
zs)Uo|HP&)w3g^}zq_D<N(+GW*cm-E}4^~IxDTB`F9qZ+uU7JQ+#N(vQ(J@qe04TQJ
z`-L@C<J<S31S;&xG`onNey*RDMVKAYz`=gh-==ghVPiv0%<DbKSQ&}XHxv$b#h-OE
zSTdRKtuc&@tBxl|HCorv>TM=5V|*rB)X0nWP7eN#^<Es)nm-j4koy(T%xQVwf?nn|
zw5AoiqEST-5~k}Pum%^)zoruM?8Zsui&x8b>=dEyZ2A>=Q~!P}+zk`P*J;?%P$p1`
zy5r9@k1>UuPZ$~h{<&<f4_;8I_lMDXTXe?H*Yb*8C(<8vhDK!OWQQH0{hpzUs~b3D
z%Lazi#pD`cJSDi(Nv^dtUCud*f&bPS9v3!SCl!cKy^)mnGWP{j|1n<w`uCtMMIn2+
zF_D}FULyO{tH}g)JuxAbR;b@u1YEfGy1`OzL{gDVGKZ$mF?-UnB6GwLc+s=FvM?&j
z-2G&faPEP$u6TmA?xq6#nXG&b5U|U7T4)G;H0%wT(X+Zm@WocmnxpekgJ-w9I0P<(
z<+Xn{6IO98JsKrea3~@@L~Fl0hHPwLayKVrVk+@&$Y^^V^U{N9j|eg7q}7_WK=8@@
z>>8Ui@f=hq8m_k4C84FG6QCn1CCe}D3f8DJ&yF+8$9cuNWFx3)t_j&9ufAs-v$^?c
zJRjf+%JO$V9)NF39bA5-$x~3Xlw%%R)S*%P9`rOnP{<LrsBtgvn|qf(5C0FBeP8GQ
zvhR28g5uK(n_f_N;v^&DByaTppJLnolVU**EI3zghS)+9+KTnn=sd@Lw~YnX&`8t{
zCq=5XFnA2(C$ZKxb>poDS6Yd@7arqzjk&yZI=kPHWcnVI7AC-IZ@*zyDv9Gt9kzFB
z6eS0Gd1`7<^QjT#T5V-UoGQ8~2iYokqX<`OKMtDTaIFwtRFL9K2u!SU(g-)H?Zydx
z=exA9+%-QPb+W+NH9oMgJLC?v$q|9Xoq$VV2BubWGdr^LGSPvV_|l3UF65Bt6Ee37
z%ujPzTChgZ+)^A5X~xM%j72BLVy&X-;@h-N>ly48$H>w7=|j;i3%ox&JP*#$FQE7i
z%sNt?(>c1pHHL!;DWvmLg-L+P*f0LUmi^gOWt{IoOCUBjC))+97KlPcp7izGUN}*S
zI%T5r1j~YPm6&hhZBOn9LB_aq!O%RwwX4tsZ7mO)%3^8GuHOB5@l@JWGfROC^?MJB
zDH$+a>hGEBzf3}kBHyJHzP=vfB_vbo#}>%)x5#zDRON=CHiI$`-{)D=%Uw(t^wgJC
z7~?m%o@iBTPMIpLGvLCwrMVH1w8R)1CM~xnc3Ehj{D9R{xouqs(`#o_N-7v*N?vdA
zHl{jI1y+MqP|Xp$M|6FZGhALWK2@@QWa9ORcy&x1=MpA6>w3N6fFECH2(PO;{}WlY
z^D-sq83(zUoWu5~Uw3((U6H^WZqAi=dcy2({fN%^)te|cyCwZjI^=0N!y>OlE$2{t
z>1`|qQ|f)(Hw{CN&7VMG9BQBYbdf4rT3>Z2y2UG%0?`b2xnMT5uBf<GPu+sIp(HZI
zhfmj7UY3uwygKBBg9Rf{ss0GWnh(*2n+f%;%1(2Q!C-O;0_&#ip7|_q-nAsNhoraZ
zDROWxm~OhUHOU>R!-P&(2iYB*qtl)_tK`R4-x{jTZm`J2TD5w&%fDNBkju~28K4D0
zj?AY?oMG)eZj<b?Z|F1`Zxrk|WKm=_1vCZZWjO|eVzr--OI0Fbep4M66S(luaj@Gm
z$iz6IP10oQ;m{<yfQxJzR7B~Rp7+WMK7X&*+=k;;Y0(1r9OJ%#k9t2ksS7>If?5YL
zv?)clilQMcJm-zQ)jNIO_Prwe3g_dMWZuSPVccRxsB>hZj#$T$h5b$6FDIyG^yMB;
zs)J3bv~qUpDl%)JMv>{J0p9aGOxeZw@KB%cRvR?WVN{R}8_Rlj2+G~oiAM76y0_zG
zNM4#~2t|U12HJXZE<mZOE;&W}C(?<GIq@D+Lc_bl4&iFWx9L81O3GQD#_Dqw%)^3i
ztqLe!Os7I%060TWSXL#DlRB=)y{fm+F;$S+MNs$m+L%t1^*OK5jeF7GDw-?t+Mc<Q
zIRjNue+cn60(?DHX9nv8dBTi1>XKr{A3kc9uya0{bO15ROP8KiW9%Q`c@BX8D_W;R
z4g0B>ZK+((+*i_smL^;0lmMv&j)(TeSLaFgAA+~AE(ILWW<;#0LvFgj+T84nb&@YZ
z`5sASt5v#PgfD&AJv+lQKL@E|=@5cWsNS3-s$<|9$MCIuQlv5lGQyh|m*@6fkuLaF
zHWEp26AQ+=CB~`})D2kpMD_XUaaQHEkh4z8zG^-vGGV&BMP}>t9B$D9W78%-MQ`F<
z-@2;2yOeJ7!Vkfb8N+k-&r^XzC+R^FY1`g#`Vs-WW5FPU1y$S^ca#_G6J&H19Jzr5
zsy!yWsAT}k!n0z$gWd}O53v@1dpW9_QrR$$O!VPV<f`(5M!llwD`$4j&NkRR)0Ahz
zhbZ9Q5FJZV2TY&7sRsx7fckHrb<w}XDPT|^@Me857w-IyL%wcYW$UORfS1*@;J|dC
ztO>35D=)cj+TL);M%mei7ikY#&qYq9Ho3e9NomXLPXHzW9nDj$ox|I!>|4|b($^H8
zo<d`}45g$+(vrxs&_vYJTH?$1pxPl~x)Bu)fDZ0#-rMoic5g4r*(%#=?Ao!6aQNSe
z5&nx<*8ip4h~t&s4AM#sm8#up)b_E2+UItn;g_bjj&IKLt(R@*7SC(XeG;Pm7oiLP
zNa%l*(?229@mEVc<MvSrCCNH%7o-O)xyR5L;XzQWj(^iKBbNp=f8Di>D(#EqPot^A
zT$XB`Z24YYtv`MNENieC&pcT-;N>&6x_!z>cWU?U*CwjZc`NBB%)TcNcdc+hhFfv!
zzjoAKKtVhYibd#VK5@4Dxf5M6B3d9jQ$fsb70PbqR|fqb0%UhZxY}LV<;A<!hgwwh
zzk1T*>Ar8jK6KxiMJTgWV$m9w{m}etc=Dz6Y3T(fTe*M^N6&e_&+wA}--Gz1xM>U?
zzdvf;Kgi{_O*^5kXoJ^{^Ro%i)%4*Q)Hx}i1h+C7LneaNF!Xat44XL4LHzckDN!VY
zX}4ZM3(k5Ey5fZy-~#Y(z+eh7{P+Uf%`_2>0<N@oO#8*K>m(a$-b*rv+gPY~O_!`J
z-+RzxA31oZlIT5r?9aCYVCS3EoFjRdmlPx=7VAs%Guja$i$*ir1^61&S*sNT!oH{K
zMqFFVMa3)eC)865yS(zJFr&KGlSu;#jkCosZND3<s*`ANQY+YSK4iwnHDx-KP0527
zX}ry3xaEfD7Qh47%#tD3EetbSBprFBzw14I*gi84rxUg$KZu-bV-*r|-as!JX|xtC
zjF&KtN4Wr0+E_ftd(a&>?=vNgp3L$H-Mc*-&O(1UU<b?Z0S9rFB}!$vNZ`R3z<)dx
z6R^W|gLVo)ofmQtZDgFl_>jA7nj0v(CI%!h2Tmz1Oj@{$Yv_8f(}I*YZ)N_?q4pCe
zWgLSGBgA-ZmreA`KE?BFn*h`d+uQ6}`t|LHGR72~PIwxp(8?9&Y)+&v)9~I6P(}ZG
z9K6)vdRp=6>POCR*#NJ3^I$qmhh#Ru^~q~~-hAiMhV6<dW*#1=RN@{H7jzouYp=o2
z%-IflP->C%fE0|1Uef^rUgcg-cU%tio{VJX)jQl+@vzC(u1WXf>z`lE&3(n@iB-(X
z?6Pp=P0VRB<Zh?cKJz+*gSN~<-vOj7PL_ha^T`)n_{tr8X)5uyj!=!}M*FE)tgbu-
zBFn*H5XM1FAmc5sDGclg(CWv73lL#-#{(m?C(Et<ur?TBakM>rl7@y?J?Uw)wCCVZ
zjCuIG>b*<#(n2HR&9W&A!IG_Pfek!L2x>ms!3}^fw-4<u*vc%IJ|1O#q3uNiv|@ky
zvf+0uS_v-CCc9`P^BvlONGAP|u`YQXQG>b@e4)t-Lk^x^mG!s6D5ZIl%S^iHbdm5H
z&s1=w_ESZM2<7c2Y+f~0=}d<04|(XSVYTc^1OlT?X^c*5QhY!zTW|^JxNQAPS6AIp
ziUgoZj@I!Z`r?AaG~@0EI>WO=mT*wnAs1C1$KckJL0aut6R47`d3vA+#0CoC>{N^N
zCs)kTl6@VzRXjXw+x!YCLT=*Ykmy)Rk{uHwOKd-z?i*jc@1bLb+)OE(`;prvI>v78
zm_T%z1L0u1ea$(pG8*#A>`8`dVCKl^FsrPgO46Z(BZ9exjDzK7a`qQQtSkv=A7uU7
z<<9hcA~~@YZjlx8X!tqqIhn-mLWJ}Y<c)Mp3=HPfXSQlCzGM7BQNg$QR4km}?@TWn
zo`0mP2<s~In?$6!&3jjD1`V*WHTyxVh+K9(_@Y+Ljnm~`v1n~~*Nx<M=NP2E6$}xj
zKkDf&0AOQEybZ=?2=MxoqNk~%Zb>FF3v*!E!M^;leYM9QN{fI|Z?P)}$n&_6WWI)A
zm)IbH;Q?9`CSmu)-wV|hqQ7jL^-7Psty62vL}O}}yyFI(=0X+JY+36K(NihGe1Y=)
z0)Fr|qda>LavQ-tVi`)79nO5WeV_Kgr_+}IdD`@O*aMTql6>Fb)=3<Ay+M|<3kOri
zs;Se&(RYdNienOY8YeG7yMC|EfWhmH`E<+^*0%*FfMH7iAu}vhVP=?cMN!L@d)VGy
zv_1dBIk5Mj*N~xHwq^7!oK0IQdmuxOsX?o3gZS7?P0o9BaBvJq-wBMZ&vYX3SHJv@
z@_Ew#mz)GRrW}e~<InI~1<#9W>Z~of3#_k*jbKB%*J|I+b(Uxg_;sW<R0xLWjDm(h
zhk=st1K;~zf^K~HvA=#%7yvKq*|`+8gq1pp_5E;17W{a}CkjcwF?saPG47im%P;#k
zv$09n-+j;5RxAJjhc|9FT^v8x_TvRi6z=%5wD^HD$?DvZ!TZiG7L;cB$)d_;Ok1c_
z@x+TJ;E(;~7hB`*l)HZaCq=}p4_51@LkFsT)1<n<P^bZuvp#5S*+nI0_PF-C8W7qm
z#sV*}ldJFhp25Tp1D+YW8v4|7-}tOmeR$~at@CS=+(qq$*9tAsfI-p@fsT%zh?>~S
z|G<6~u#DQ2-j)~F?h?AR#KEDyJlk?>$FwqGj-s|<w4KzF%0bu|x4QtK&1vhPYPC`)
zF57+mx03ZM!^%YK=}GMsqlx6zrtWRvEr0Qk)0b@gyuGkYv{F<{g<Mxl=@9G)eKfSh
z7VO>?K~~PEpTVl-HVI1S8x#Lw_9E<$KcrSLfp9h`m~htX0X8y@qix<4)@hlsOVRXg
zzv8FwL2tj-NhsTBQ0Nk?j4w=_?Q1Eu#jW*Lr!&LFcA7qw*Tds6@sYGhD66A3`8~*C
z@malh1fJ3zITI119TqOr_1{$Hb7M@2Tss%}HOsFB>C^uB_|^U3(MS36%nQ#-YxE-1
z?Uy8a{l4?07IWCCx#srdW#%;0w0O*mm%}^R3cR}B>=*d-e*a6hG$TQksNb6#=X|vH
zJM<VODU}SO>?731GiBnKiCdfC1&YRGnANpg^qa?i*)__z#Q?hrBX7}KJJZL7?6>Qt
z&)0(%^_$cFL++pCPyF3zI6>IG-oEsFQxXVh7*+g5LGI?R?01d+$9Lx5l$J?Ok0O_Q
z`>&IoG*c+c77oDQy>|z9C)t(y^UwcZ9=JzF+l!-vqBB>fzxf5k{_;z$KZdq`yxI47
zSf)~Pb98#=I*xgmBm9-~pqSm#DcKoey2gCYW>ut<7TWyt)yg*P<|z=c&Di(je$c_2
zAQ0$V?$Z0pmCSRC&$RB{{T()|Lmw$W-tutcB=@0Y(e^bK=*A2n1th@k3bUJFpjWjK
z>!$|gax>iL*CqR2@|1p*`uw%~q~~>uS{<RZDO5sTIJBS@({CmD$I(BipUlCB`3Ut}
z#|)K2W7fce*<m5&f4zWq9sm#_DiJ?^X_$7Ddl}@rJNpuiXkwG1{)3^d={UWDj9oXa
z$xi)h=g)pG@tNvkZ?E_N6rIC9`Lcto1DNTe@Tbd8f^lhaiU4KisJB;}iQ)iWQ2Y!%
z@SNI#L~{*oPQ_y~##2YTi&SINh&fU=rHUjc)opM)S~-`x95ld(yiMWHE>Q`0Oej8n
zhlm&`wbQD-uB+h9X&IBn5ObMV7dx)v_bh;ihgF-}_zo~TJ~y_$8m`AOCEMFGx}chx
znqYy@re8ODON1ns9`vH_K7Au!SfJS|#R$>TYSca)R7tR}4UivRFbF=iK!&HD>Rwmu
zAJlBJdUciQ4+)qfn9$LP#58o+_esG5uM3@zm4pyB@!M?yh0rkC33w2CP)>~6j}-$p
zG;p*-&X6uV_o9zjY=&XuyMR+^iy67%*dVH?hXsyel+S`c3(z-w4}x8(EHroz8g8|;
z2cx5gYh!zn4Hkx|HrW&LHcC#*UAD)Vd5rpcBZx5v(a6NFs60?V$Jcu@>^+Dh==h!V
zGHUEZDYSVUO6D^GixZlEi1l2E<aI)1=DoB-D=)x|EW4)##O}LoWy=+vzs+JClQs#I
z+IVIf>ITn+JBbm8WXzvco^dS?@i&@2^cnzWPyrZG%mz1$v200U3JoKY*Cd@!v|tDE
zkOH4=fe2wYBvmBB`<~5#_$r5685%84?j+;b4w){k@>e9pV9a*aIEv|-#G1O7l)QRq
z&RL~jtC*~!HgDk%<C!-X06_QK442#HNRY}oo#js3O|@xTRUc)X7xxRXKx>!j)Kiz<
zA}6Q(!+jdUIdc3geG4}g@y@(T!=tqFdw94j8jkOOlSvGnY}gLC^{1ubihE>w5U<~+
zB)3pRI?hQ=d!@;`GsK96&g^vWMi~C&CJCXIAa}0W<&$hQ6|EQs8@WaXIxG{xLl2)C
zVP0IHUSMlL%lB6skD41yivuXr+|r5RY123bgT^HR1u{v%W_7B~XHBE}P!L~Yy=C3C
z!mdtyAk!G4pnuQFMku+>^HsR~J67R3>nE)F$zr~Q9)uM8?|4&loUU?-f{7-N7e%WZ
zxu9>ikuA|)8K5*=^E4y!bmGY&p8#`QLYu5VNgXnM;v%|#ZP?j!r0Lk)6Ba$C7vVNH
z+22i<=~-b}nSga^p)9|=0@tLwysq>gZWJ3{R|)&37@smMA6k)Jqub_nZ3^ngP_vH>
zS!j=*qN~v&c<0?AuAUB&X4ltiCBXI=(G0FMulg=GWRfQr3`}@4@2x4Q&~`;+s0}hU
z7*JdMX4wnETN@dJk9yTk_4NDtK1nBSUsJK!80UQtnxef21w0;0hkMRXOO<r&tjg!+
zgyR@pre!rUL%By5G8EsGdRn=&xyv@0r{g4u=`aTrb1E8<O9p(>YEL*WvKW^v2P*HR
zKdWqg9H10__swE_Cs(LIEHcg%`a40#px&SpVp^}SV`O<=Z$tU6wPN#<f#6dT(i+Za
zFj11_F6G1J#iThQw^h+_(JSYX(MbXn)Wnz74*OT-MRZY#n`P7bxTHOkbd7sq{I1Xd
zX;YRZ*YNpDT^a@bvP&uK@AVa3708P)&HeMw=i=LM()$CStY1N$|MlgI>wQGQ$HxS2
zew5x@QvIhasSe!uMtKl(L0?2fh=8L1@eRkDH~O!C-WRiWo%h7{;v10v&7=Oef&cq@
z<l;mDKE>K=DSN=gkjCsHUj9j1_6CnkFE3#W*u1u#X<0JRhiph&jhho;>$zTO&UKpN
z+kZG(pC`fVv|hVPtWir1a)O&EH;Xenv(qZ*uBf>)g9O<#Vk*Npuu4#U*z15qyAw6l
zTz;Dxis~dMsd^^FOxhD?)}_u`p6i~n)Q$_5Qmyy2D41yRwii<!-=H?YfbGE)W?W5m
zX)uA<+S_Fq>{w&wDC_Gx@{PLXh>UByJ_OnB(U)G~qcp+L-8h4Y#rLpujcbhb+m96R
z2(4WrX-4G2$l~~Bu}h3Kre_@GM4?pR4J9T(IO=CWf=uJY(5L6?^|rMSN(stDTG#?1
z>Qfuf%zhh=;JFexK6XX*=atr^MM-_sMf#l9sdJ<Eq4JH^VY;Sm8?78<?TtxDO|~CE
zlk76(V=3Oh<chCVW2ULD#hHzuMG-VlV!Nii;9*#z$GA{Kh|3!CrIi}R!hv;az$EgJ
zN}3BgU17+6Okv427VhLW*B0OrJ>yi>`MbvX^5o&tiwk%g>(=r<)<sNtM14p9lq)9u
znNL|0?bsYz)$nRwi)(qloTMp()3_Zw`$JVos+0OwA0kbxZbV;|p{_BK%Oy!paeQ=b
z##1*MErv4WZZll6X{o|ZB58HxYE1pQv+@WPi~WIBqZ=2*gm&P35ty_ZS=pM%r?sk$
z4tHB#)EGJ@RC7OnYX!9-ST}A_T@x69&ZJI_vy~Yh;JVqG-!y<_p17nifN{m?=n4cF
z__Iv91XfgBG0*$$hAPzLCE3k+3DCA<a^$$`CIg*0U6Y}h#L5YiCRUKPMkI6-jFGcF
z?c*!&>7D+z#lQFPQkdcfW@Tj<E>*8%R8f%ajyh1Xi0*~!Uvc$_JAhuw5L7CZmd?kJ
zqcNI>C==k&h`pL{;BTCZ?n4wkiu_=1(}1o<&YH!u%FqXn=54Vxk(d!#s0Dty(7-x3
zofBfiQRY!qYEi10-F0D1X3?kD(wXCN*-A=z#t_z7>3R9m{KF;uf-De?$*d9%JI$B0
zLrA==np7kbW`})FuK<u8)saR@aJbr*=8@!NJN7a<*y#GnjRy0nQuj5>b=t6UDdB@v
z!jS&$eAT#w=HWD0+O_goh&^k=lZK|NNs<VG=$MsMd-Vl6sz261cRVUECc~#S!`H3e
z31PXg5oJCs?HnAPo{C}BSmSua&<^n2kmxy<{w)FR+q|=pb+%_4W7}jEZC=tF;jLWu
z;z%5qk&kb57PfMItpA0e2|l1m(=B8Crv}@0DPv9wG_I$i0AQm?51B-Z5h;Uxq&4Ma
z=dep7nwB))+n8QE2LY9S$Xj%{p?KmjS)J9fHLx-jJy<)X9=77s9+H?pm{g<D=yTj~
z=xi{5OYd=xTLkEaFcYj`gG4)|%L^!Msb7?C#-FvRcMP2F41k&~^uI|m0qB63z@gSo
zwfq>=!1r_gPfM{sT~|E@KHJsfch=0EWe~op;5TPQ4T?sfw(xUp{%df7OFxgDdk7Fl
z);n7U@fltNI3-v`El%VB{RmYWL{oD%GXsVbVv`}^wnd6Wl6o|FM+DSDITF(=zbjEH
z94_jTpMuTwBN+X$&X~NI!G^Ne6Zu{jywygG_|A0Xzl24-f)5Y00mHWaggf^N6<Oek
z#?!p{$z5G+PvbMfPUQZ1$o-Ro{N{Fa?Yq*s<l^-QgJt}>tA|iwnLxmI)AP9CrPoQb
zliP?5r2XfsXUHPx$B%0D)7L(CRd8rxkG8nUgo`;>#3*D|{qk16(UT`vE#y1~lP(`V
z_VT0PN#<9a6MCYXx8Hiw1DhrBkVfM12kjaALeK8X6SNEG#7sAR^xQf&f307cY*|xP
z)bOGi)Xe_)lY!8uy5H#K=tt{@?37qjy7^!B&6TEz@R+sfEdN@m=dZkfIsD_U?AgF?
z;<o%uL!^Z|D$CsPyKX%2N}hF3<@fC`fBaGYD3l)3RjAoJE@&6oZMtlWUFt}<Hj7hP
z+}wHa>}_~T<eSBlk5BUcvMck0Uo9Db{`xg!)=SQ<RIt^3L$U<;tGls(camMHKmYu9
z#_(#eF??3E7L~K?LDGBNQFN`C!bghA79E>RIxdGmMlZCMIe4{aoTBxRI@0~2rY1vF
z(ZDNMPDj;9u*$2L1lL474C@4Nu8OY873%uHbn~*7b%JtoT@Z8X&q5fEHcZ+2U-jOl
z^4;i48xIU%V2D#e3$ojMX2MNnI6am(SiyuDIzZ_tK}N{1C%&?5yt?qgaon?1G*E60
z)%5{p;~3LKwi`qv_o{$<Y(gsWr?!qsOT8=M_A*=vO4|@c&gQrz)}nq_xgj65K6u=}
zR{b!-X|P+_djK<*A;rbC@1-%@kqN_Y6N7}E7gGy%!?Nu}>~ul7mi{w2OsUN|B=zOh
zNz576#bGzPGe%e#fO`AZZP|#UEU>J}?v-l|-3K=h(0x$F*aIm_nd{Y?aEDr~MQ{4B
z47XyIXM9hujN^%;Dbh<!vcX1XqK834wK3TS>Iqg18p$niiRjQ-sx9jb3-OeH4`Ti#
zAX3<(-sy6;fEY-Q<DwG+<IE-i+~)u?2SirDPhRtKynLeOJVm<6kY~efMGoU+kC{if
z%^HK>#a2Y42C9=zZ%Y*^+CC^vb+zghFXd`CZ~K|tR?J~ELE`eR=mJo}sYT%CCB3T(
ztaQudBYsNl(pG~U@B*?4gv-dFfdkydF_e{cM@OH(wE%(+zLW5T)sfO0C~ZT+6XLxA
zj_(k6bX>)IkXvj8B1y2L^*fW4A?X{_5AVk3iZobb8-?U?_t4@PC%00+bOKjf0Fx{7
zsq`~G1OE$fpQR&Bu88%p5?s;HbBd300mHIfhhoi?FP8<&cMVPq@HYtt!^$F8vVg~I
zMu_dC=`{{90r%C7)ew>w6Rhh4E@R4;v3?>zUe&Ts7N&A!IGaoA@f?ZD&9s3sl;L3<
z937L$dDUY6E%a7>m~vNB7FP$&4Zab%V;2J)lbcg>*JxD~yl@vlJu)4BexfR*S9%GE
zvE*X{hen$Wf`$y1vu-7dPP;EpY-P{tqG!k)eqcBg<}{$i3*aI>ihQ6}JstP#g#qru
zWW4l+o8wk5-+8nvwEGdP{DG6<bI2fgLzquuFUn5SuE2lgLF;yCo}Y)-{<b+zKZX-#
z{1rr&1e^5_JAV2Yuf314ec=dK6x!L_jCdOl5z-pqn16k+&Z<pisFBJXE`dpo0ZW}>
zS5*7_L%?eXCd(7l*QQYW9otnTUIQ`WX3!Mt(pzn=x$dwT28Yd*`<!1sGAqc)+9M!(
zIgUz2Ym^GzZhLN4Qh5}bVRmxHuZaF-yi_Dxxo1k{c#wjOolk^u_9rl@h_u=M?X)v=
z=OLO?@f}N^<8=hFZLqgcq>yhFgSGjnt$}~LD&*nL9sjVYx@YssDukvm01Pyia3YlA
zZH?z7mz(zCh)M%sI-q(nY8#_P_D+{<-RmPAufC|&x<L_2$YtAB3_YUQsg$;$VmW~$
zG6VGIF05JWW<cVC=2u;+oksogu(8<~x1^&6KMDRk4+c<{-nMSIOBYMGpREwDw#Rrw
zO>NQ~B0P=d2Pc8>WJ^IkYBg7Mjw~QXhIt?Nk~Ke#31X>*&|o^jI0PbzKiRT9<d&2R
zj@#l#uA(oKa#k**t)$WbcOX(Ish(PQ?Zz^sm4YR=XU95VokIVdUiJb13Nup6w0U3<
z93G-i^=T2c=bNF(ymSh_Q0Jr~sU=t6vE;Um@iNh_vcJ4@`yII^CnhaQqkXYI4*X!4
zk>C2fL>~jc$C~3%fa;h40G+;n5Kmk34SHQzZqXtw-hDz?8ATc7Fard#ReWSE)&s4$
znSJGu0)RHKN(6|G1VCPbg+(y@z@{C6h>4j~BaX414`nuMA@!*dm&=rE`;#XhhGT<M
zZJw03`tRtb3}YG``=qUI6HOuVfsNb)RSYq#GFsS5D<RYF>*KWlDnqxup#!s1>CY-<
zh58P$v)$`@!YmU4O#C&e13BN;NUK;^GJfQE!p_psA`pDQVLMB(U1<_Ez|l?m`uM_+
zKW9Fa1Q@J2X;tHA_-(Z)>~rs445-`sMV_rT<j(TU!%xEtCgL*agv~BlvixyU^QP{w
zg7&fbbuTSM?%8_l0&r}$n*9J&N5_~L>1Ho7G*Gqm#Kk+jPmFYW)2M~}-YV@uxLi`X
zwuVm~YMn_-bxEj*kfZ?HICp=mcDa5*wYUJkyj-w-dWpfBy?6}O@@t~9k2&E#<Yc{|
zQN<8QI&|mtyXO`2l^U8Eig7;W+(pKmCI&!TXA4;li;4xu1VsMz#9fIEe`XxDz1gLb
z;f$S|)JUr)skfWl&Q?b8>+4h>J8<Og%OTI98^P`>9-5VmE;n)|@FKn9Y|>F%{YTxF
zk0`sZ7#I`X*DKGyFWYA=zkYZb4S_FrELjhojzIz^th$^2QM%mibM20Vmc@Re#A|>8
z>4u6mSFCezxjk9I1U#>!qwP?z^Vh2ZK=5QZTJ&-kni(U8e0tAdUD8veb^RNRDSS;~
zStekirrCX;{jn#H32)x&tTiMuE=Bz5!_&_lz8C-)O-%$}OO14Xr(K=9;xOeH`}tZv
z{swgO%P<12hYEKs4xyVLToC6!xgf4Lmquv*!ms{G_+J4jweN%P>p*e>eK_J^Qyxmt
z(}Ac}zZKA_X2(PO%ROFEcZdMu-(6%$BVn0^cH_~?NVVZE%=oUG7o&Z+V}G<A{I2(t
z{GKoTL+AaI49N!)nxnIWreKL;i$Mhn9X`B_gm%fX)e;_2W}B!;CWMosDX#!Cf~a?f
zde*ofK$2qtc8WqS?t=OTe7Y&H1<!V;Ws4&wqX%HVwkq!7Tm|xyxabhbjE&-8+O{4d
zE?}sJ!#&a+N~oZUMn;AVsP0HKHwm4loM%|;cK3|)W+hiA<gouv;AHqYrFl`&dE<Ug
zWAfk{e<Q;|f^&$r&lP}rcE$`WUq`JQKXC$J=gI+d+GJy+vBL1&h)P(NppW*Ur@je}
zP8k&|GT=-KtSH+p){{mTk4f9yh6d={HjCUxKWcl9lh=gB)%BO$sW;DMzcWr!*eLV{
zK<A8XGy#-4Ia*WwB05>4iEST7*uj8NinBeo43I>MH@`u7JB5tj-T<JwE_S$~{CLst
zL9;Ldf5CBK*CZ$Ws5e+P#e^8Qc@f$hIc#PXY{iS95xe7qM;gL#zc@m#-5_~$q3ll&
zvfmrb?hnvy&H65kV=!E0yIy@uqub2KoL|ANX#@+2SA;Ip%1w3JD6lB6<zOfuWE?Lo
zVopI#(}0K|NRXx_vl`|y$N_}hTa#tWwNB6ZbLMKFX^tR%pQ@^S17POrq2d<r=MOUj
zPuClY9EZL|6!1g@?T}ozPdYh;@h$7?NGZyfd5Qz)jC~Q^56Mxlu9acEo#@L{97NGP
z)+IMvSShwjSmW4wll0G>$K)gh<vL*7A~B6XcuhgT08358B?g(6EgHH|7SyVX4u1Ev
zx11%s^n~B1`W{6k`Bv*$|8c)Zv{!U2({BpwM;5ggR#WZjX^f$)XW@rzWsE1=(Cxef
z#ir$k$5;c*_9=Ky=3q=r%$*C5@#n@*M(l{49+tL>Yp|E1W5Ue_IJ{W-gXq|z4qAN>
zn!mv#-L|wzOKqj*PdMdP>D?Y)!TjpbL%z#a=_%O-VYFlthYf*|mTfPpzRB_zD-tTi
zPG@~P0yNf@IF-KE1*PIHeW-FCPF7=(bMA**mCQy-?e7=cq|-=!W^(aB^}Q&{_5l9G
z<g6<?HYgL9xx=~eQtDJ}cfaK8>+20!UJ_tsnc>1tBRQ{#J3A8zy>?kdt%9Z|*Vr{o
z4HszxWjelAa~r~tP0^EKtI!5_Akxk*m>M+c01J;YPcYxiT))mJGnRDHfh*59Tz6X}
z=zy0uz1-}iBt=0V0yQ>;YRbOLtlm~Hdqm2d=ZRyDxWBTlcPwxBw?eLz4L>IvZoMri
z$TTY7UU(N|cxo}Kxio<%q4~wp;<LFtNhM0s)(w8H+3kvYWTSE<J#d@OV?uRO@iQ;f
zso$9CPYz%>=PybI>Shc}G}ynWbu{zgTBi7tt?G462B{9&VSHW*YcY=lirH0?Y>T?q
z3=Ab?Sn#<a?Avl>bf=bcrrQ_?sh#Si0j{0hZa$#LP!+s@m@*)-`?1-&a!=G*;tfcq
zwA_$1h8SAd39fN@taxoK)1^anphX_QaiCvtL!x71sI0Z=xE`ohuj`y&MEJALHp}3E
zHi$!6Re6W7PqLjOZqbALob%6hkTgOFLXVr7hjULSm?&CLCE%tK#?XM%6F;0NT@{pe
zx@ES$Gqf6qBTLP3t^az}k025ArmVs)sXS6Zr;iX_&os*KGWCQi)Ems1HqOslKP)?@
zd}(saFg$&zpl)R8w`{3CtP++S3wNcflho%*<Qsy8)oo9yfSx`6FoOag0f|JLq$xVU
zM1O?HXt@I;na*)g-rZdtNxgoubToa(BTv_+XG`itm{aF8pMD$=Q_j=I)|Zgeu=L>$
z^x@W1PzC{_YS_t^1=n6Z;Ia_b*fqR<ll^}tBDE@F4oow3JOEJjRFE3c>Cw4IwWIER
z_vFVe)q0A*n5zC}vgSuek58rDTM~R(AM7m&WT%hvP=66n`SfOd`u-=E1p8#Gp?L~B
z`dLGhC7FO7q@_Q=B&Gz?;T`2UlC!Fm-gNH>qtp6T=eLNlZ*SP$R+yY=RcmnTPyM+`
zw_jIrY=9%OCyx$S!XRQp2QE~!a~gZ4d6FQUq%IBsF)TQPP#m@WTUyvzBog&op?*^4
zCU-FvL!LT=_o_r-V)J8Sv*E+`q3vD}w8HEq_}EOkaH|{*cZLD81s~A`&QXQ0AkiX$
zwBY$yHNn@83}HKb`P0>KUcG(~-^oh^V#cj<c<yB{8^a<#Y%U_c!M*+F?rLhT_BPCU
zwpwsu=yve@>k$3#ryouTumho?YVw98C~zFqF~#0K%$D4}ZZs^@RflXnTNTLgi*73>
z-78g~#@&y?!V99O#|^wWnS&3Dfd@C{Wn*y2$u$%3Qd>5eq2jN#-=*I$cBtdHM4M84
zICZLiI6v1jA4?z<&qhZB+(E{Z>@s<1@lLs;)o1Y>W!8i!w0qJmz<^G}gp@UQX-{=5
z4BatU0+8mShbUz$_qtC4M^dnIHmWICiveC|oW151t?zQtT0vJCYkhQ$v)+OybULLg
zBP0h;x5|g{zgx2YhDYFDK~;HlIiy8w)!@>(lpCaTj+HGw!BVFlS`iJF@~}4+th=;M
zhR~RsnWdlFPoqWUo^WQB^2EFcWgK}7l6B32Ez>brqp{v_K~J<@Sr|FrxX`72z@aAi
zD)7)dovj6<Vd`DHqH-BduxBp{m4uP>xRR(C4067{V>4phg|XH?Quocm&@JbOIy!P3
z-Cv?e4`2NI+$k~FB>hIwxmkIu?{aK){+i|4wRTi5$og+sGZzPa6=&*r7oQC({e1#l
z{4fF5?*GQ@<;OStpN+-Zb>IU8vh3Iud}W9KYDwodNLL=|*;n`c<1_vxNACGQL<p;@
z49tqXGl0h|FnZOOW{jGwm!2(ze~l0HIBWIizBiwS^2hJb0m7d{g8xf^u=K|O;g`P@
zxqOt}J6a4h!@;||v6LQhjgHauGS;TH1ul^VT9rK0=H1Rqo)=HO`LV@7ph*qCc0c~)
zyB4#qj~t}0E>wmpklk1We2<Y9Vq#$6{`l#gh5)hTuE{e7@VH<MxM4@sTYLLOTjc0w
z?pS0@)>f&^y4G}dr}gu`UM+;v3P2ap@*V`%Tz9ft3@0rT>pLSXQnye6T?Y!oMF_P3
z8^o7?^4}_6kRMEOd=C;E0GKR<^h3h|CW|jwPOjSxI};^acZ{kge(%*v{NH9Qzyx?C
z9_@&RF18W>UarID8|t(V6c`d)2CHMp$mUg}uf?P294lE4!T}T(ur=gds~o_8J&XD)
z8*H?I!^E67K)>;|oZ5e7WAnXQQx|;@AkX-#oDpAhsS=Ux4M=*rilfdgx^<Rj>c8IP
z%?d%-HjRik44+P?1dc-#$YuIE`d1+5x9(T-zg`a%>ooYjInv6t5TyDUfo;;-cjmTP
zSaM|hqi+kUP<O-E#`?Y~To(m=jp7`z0BtrsA>PuBmu$!{efgnFk66v>5fBbqrqzt@
zJULu{Lg?AXu>7F*XSO!5s{_g}e`$I9spl2`a=fK%e+}<MYu>SH%HoU+GMZ`XY5j6_
z@BCxmr&OQ5*(`PizZ9$rd;3tM#x91lv+ZwAcG`m9R0;efN7?0fTlV`3yrsAnmg4b_
zt?%ZpOb_kyyS>;AyfsGll1lmQo8LS^zkLut@WH5ZSnNYs=aD31Ee+~lo;R6_zh)HA
zdu(u!>aN^D=2<#+BWXF!H+BLVa-bc%ZXBCSy##(jeEY=)Yros;mYdDm4ObvtH&eQ!
z{|6cLXUp!)cOBTfwd=rvPcjs-VrAFmnAGK%$anJ-2ITH^fBXG!i`2{Ub&mMWW$9t0
zeN}Sv#PUP5W|Y!`ZZ6i`2|jjjZsg#`-{?@<0-m=8#8`LyHjpqBRt+9UfBRt|@O>T#
zP2taK(_S7({pDi|9eeb5{RtaPwE4rW^MUvJizi$`Ci7+27Sgo~L3qUO_T0UPxGfR>
zhEjUexg|A>3LPT{vXjCN9xb~0QT)KUdb=AItId?HW^d|W_Qs12Z*^-zhV)ncciO@Y
zN<LpJYSuyD?|w*mMhv0JP3X~?Wd+Iah`YkWB#}zqO?d~Ru6~qe5BwU;?5(f(l{3XI
zs@bUnMEG05cLy^I@8V3c1?U?3uHU?V@6UrbKjivRllp#iNh4U`k@mvB!kIV!vNm$R
zy^4E$;ExaDpFf9UMs;^oF&e4I$E__Dt#{ohS*I%vb@Sf*-SW?mvU{LSADZEx11j7n
z=$kYHyAq-)_~7BaBvt(tiF}Q$qzk~?<Of6_1LMFMYwopk*68tWpv9w2R!5u6AGM7p
zyruKBmT1AR-qCL6E2)u5wGUf<bu@@-HMyr0$d-Fb;opg5YELQbDTU7}=RY0EZ%-+F
z4wK*8DS-BN3ZJbBdpm{C2TAsJ3jdMtu6s&hPbqv}AMGiHFDB+arLd<I{*y7k_msk(
zQrJ@pA6j6~e6(ji`aBZ$%tw1Zg^wr;d*-9Pox<KuVb9V0K`-nng*~OPrxZS|koJ5E
zdp?D|=%YQQ0NOJj?U|20sRYp8PGN7Su(wnAFc|iB3VS<+y`91*weZjF6pSt(SQ=h1
zyAddD?-Rr{FY!{wj<pP@xh5TLTmI2YWTCc$EjlgeFuGjHCR7Ad8Bed0G6_7LWJ(RM
zr8Sk$i%Q6kq+3c%y-YC7=&_K_ex;`@(tZ}1C=`xn2+qJbhO@SeUiSfr!Rb(IY!$#2
zNylIi(b02lZP^iEa4TZMd{*`b<xqUascpMdNDDxmmmUD|C&|*&@?)X{YvMFp<Yx}4
zY^BP*9+@u>urBcxPuK##LviNDsGq+sYq0EJzHwW<<;BsenkLn@8*4{Tap@}B5@AZw
z$f?O+Lp=0<+bX(28?4Y@&a)53)p<v(b4G5MipA)=1pU4~Z(e<(|5S$4v2C8`s}pf4
zvnJ{d{%zi1p(;y=1y%w5FjnO9_!@uhm=8f|wtt1CAB&g-sJO%sfwH9K&L5Vwo;EhJ
ziT3nGh;hOE?A;mG1pxll0BtgJ#5Y1y$G|8)K{TIi8F^{QwSIiP_PBJZDN|<<&)M$x
zE_xa@z<vzUfE8e@Roy@cz*5^c#@$ZiO=;tuv2M{Z20CrNfr-IE_g}~22V^ymxqLhn
z^PzkHjk%8Z7Or~>*H1IlKf7?<U%1%T6OsVGE!ACSi|w^J;Zi@4Eov_VgPL%3%-4JF
zV2cZbuRWM#IzN&7w#mLEWvNPvoIvCv@y~|)fTu$BdKyVxy(kst>o8@G8x^v_){ZLt
zBZqZOEvjwgm1d1K<#l}o)V&82i%*tJ5mf8h*)T6OxE*}Q`Wx#T+OpG?34RcDXczY+
zVq#@5=f#Gl%36wbiN@Azr*3{Q`J_y2rAMow+Zo(_&kkZB0nKa)qV-7RVDjgoLKE~w
zRP)+hlw+`D>7{E^#D~@e9s$)nO4T+d>Ly$|??Gct*38Wz@|tnW0VQHyq3b}<@1<U2
z(_K-yyk0$h*n#FuJkGOICzzqM#;u(VcL)ef*IANq@9mnurSKjkN;u>GW4W_h6T>{d
z8zVxNxi+U;9XK^_Y|vz&pA_=Y;pLXC<CDtG8OvU2?`z%;USn%%uJkk29P;hO-bW3>
zT}KkF&0e}3#T1JEP!OE4vkjj1P}*#$d=GN9yCp&pShi|*KF0{bq6?zenaY|M)3C7H
zn9)!V2z9f7c+lH4Sk(DRzX1zbij0oafx5U-9fE9z1@E_(SELdCaKbH^oyB<>`(ow+
zWWP|7dLzlyATp=KxPKKn(Wes@TxBoTBfyXJmmW~9eYycD-uO)<nkpmqYT-)ny)Kpb
zIzB&?-brQ~w8b3-E2xTQkPJKx0+s{ni{`ij95Z>IEb*_5l9WA-+v|+w2j~Ua(d!$|
z4d0495KSefPZ_k@GOFpA_5jP0z}o86=}ElZYz%D(1M4L<$z`(=?Vo2TIypN;g^3g6
zvz=A}7Ej%D{`Vjf_Dt;Q!BwU>>6Mnya4;?p0AIwEN;;Zb!GvYGx@;*jwismqg&bTi
zD>QjFZQTl<JL<>9>D`{;Bq*__N_r3KXtxv5zLLo2uwGIg*&U?1BRHH%?BdEgLj}u%
zBe1udI@lbk@<zrO|123kNW2tPgu{tN4>w!Q%*X3m=>V^)`dZN3sSd-9*_HgEhr>&k
zN`r(RlFfv`wmZ}@1yTnZztFA;9*Ob9pWApi?`*Px?H{x-%H$Ky(lvzzNdq*#q>fUX
zHVvqtD!LM}j#Fi1v;<E_{3PhgPZVgR%MQDB%1f-wKzU?fO5^Y%3v?iw%(rY(yFkLh
zuL$v|YEN#J>W;`KNQ4S`^V}?jPNx*pSr@&na?wRq%CQxbF;V9_<Op^z>8B_e@18^L
zUiwX=8#X2}9`=$@QXAF*kJ0XS2%ZQmBqf|2iRKkmKSere-)pC94j<=BKr><X<UF(!
zVJgi&O*uCLNq4T93Sp=$)ce#g&T8Bbs8H5^<5Lx+P;Xst?~C;`4}H|J1dYW-$7Jo0
zgcM!}nPPQKDKo3en5>}uMvJoLIe@LmaB!;#Q**x|Wf<qS2pYQjd79ZfY`J&X^24j}
zpL5vq=mlZ65elbb*6m&kM-`2<m^Th?SX(?FDGuO!@J8WQ{EV!FBMv&&N1SnOht?->
z<<IvnRC;JxD3B9yfjyAG6@14^DVRwNZ1qeVL-3Oh`yEDJopCrzQLk2JHuys~pMiY%
zet#Rfb&j;EP?1uqcTTZsx!$TlmxE&}bIPqale_~hFOS5?SZ#h=XU0%ia7YXe-EfvB
zdd2I~IQ6v<=zMf6p?qpsEoUfev2I~CCb_Qd_HpL}_gIbINodTCWZz6Cjlm=Y1P9WU
zqI|p6<PBWa6{#e=G+1VQHNYwdKDFkS$%qJIw|i2C#TK*MK5f3y_sHA@BiTM#K-FO}
z%bIR+D95BipVptTjcZ%3)i$^7TuY5__xsLi97A>@CqXlyw%<*S>-Fg0Qro&Dm0P)9
zH{+$f@4?tx4>}o!wW@oIz99?YG-xw12(sZIAA7aVH563SU;Q3L4Idwr89K~9e_~5Z
z{qWNln=0{|Z>rtKG`1%&V!?<N`p<OMi!+yCl;IH`E?+ty=_W3w)rU7xg0CY@$`X4z
z)-@NKj|rOVpq(#s5itI}SIy)=-is+|V+SssPB}*ZbbwA90DC?dlW<>OqM(wG8YJ0F
zeC+LHLD%MJYb`c*a%1t*Mf1=OSWLDOV@tm4h0ePU1o3IG_rvSKmC+5B<;t=gT;A<?
z8xtF2Vyv^XJO?G!SYByl?WU@kTfAW|C0OA2LkO(ss+WnbzX^ab5LcWn@*d=2pkF6f
zQlm^#Qn(k}D#ymzxaKZ9Mb@7j$V!{qUaDRg+mie9t$?oK<2u(uF5YL#=q-C^6x7Gp
z$;oXJ;}C(I3}Ua)E#~(*<XXQZUD}|jc(VEzM&DtzGu5%B+X*HD?JZ8?*%85a?cQl~
zM4m#@-E$QUk8?R637mnKD;Rg+?-2|<Ye<?trk=!CT~#BVHEQS=L-Zu_>Y3_1IZ07D
zmTb9lMVgmR1X<l+2cYxP2M@tJHD2!@JJ6Vcf=;6BH?CyZ(98?U48=GCd%C!E3>S1c
zH09;Z29=skl9l2cT#pGDt0u%2GI%rl8U}Huq3-_7a?Z{~VE{w3HR#zI<go%>DI)@w
zd$w$NViE^uL2WQG^8grWG)j<G-JsBBg0pbf7r0s^meqZ0sY83LPliKw!%u_swqM#J
zirzy{3!$JZGx0mQ<S9Qo)wymspjLi?24S3(;mR!wSBae+VYa8^7@hgXZvCsqhTHO{
z%S~p@6!Qt2GX?qCipTWtG{N+J0;`<TA8v7x$^fLCcIm8l??K1qB*Rr^zDch$6pf+B
zrA}d1mEXmp9k#*T7&VI?RZ*9C+l=nD!cF-)XjB7Z$$*LjfWo-X45rrvGn^vWll>AD
z0K8(I^T}~mWs9@r)BK>HKArpqf%eqno_hRGQjZ5a{*=9}6@f41GJv!w$56w|WT)e_
znE=gdlaSkO9|x}3+*nI&nvZ#`Yy3DD2M0VaItg0vO1fma&2Ez}w$9ov$T==aLdA?k
zJ=MaO?(`<DjWB)UR^VtB7+_u3qGSlxG)5AJBT;r#_!95VYRpb}q+8^<oun=Jxf5|h
zOn^~5QL8uH&w0B@XrYO^6iPvKuGSbWO>Y|6I%v}uv^$HL09E=2@ec+2ABpRrCV=wi
zqyls47*~I~B2;Hir;Q|Uz^qt!H{lnz;_w~-?*qyi@@l%x`BN=&i)B%B!KiV{3MxCI
zb2)OP`?xhgtLm=5<+GAi3Dj$F>&8;#KPua&hdmYiB=ncG&q~c8iy^-~2j1G)A$?8Q
zrR}_-y)bzg3s5zd;{eWA`RVje?R{LC5EB0$6k7itq(v<Ins(W!@9)(oQMe<i0Nqrg
zp!dd?CUyN<lL_sv_n@TTG<|?3B?7f{rYL<8|EmXfizjajtu5b6U%_PNV`H)i*?Fnm
zVns$FKMnivs1)1q$ns31eWwSwY%qD#xdgdNQ<gXZpwcX%mHEEWzdZH{RA<iww})Ku
zd4u_%0%v4&+32#y#xTV#t#mBI?pZ#0ASccS<JOtt6Oob&^DO>jiCK2@6#vb`KLW6B
zz5v|ymmg?D{p}*yV!#~sQS)7;(MT#eQp|Q^(i-8|Ug{+9+tjyHT%Qqo{(ad=_G^p@
zy~RFVglnEU!@dg|rs+9@e!7g+dK7?78`!#v`sMqZpI;l`!kbvZn^+=&{0af{ZR7)G
zhhRJD`t`|MC+5m<By*7O#K#2tx-0*V3HIIQLhB25i$w@9x0?!Mry{uHwd9>yH+kg0
zJ^)zW?ZO4S?C6a@xpFOj{mNYW#hNPYt19oCzdw5ZNqiSap48@7pd^FPZ*fT)r*~#i
zeM$K#U#=7s!1%iB^NIHLGv@jp?JLM|D^C5_j@k<-i08pwp12Xw0@;}gVs@)gb}PR!
z=;x0unDsd8aR{pcOICDlRUuw7DX7-xt~Mp3B!{=946!u3pT=pfpi8@foenm?0aPhw
z$B@A4#-By^Cv935k4_KTNF*P{S9sRt3!D@9wfu9pUc9@oS^+T{D`j-oK6nxq&P+C0
z_gF8()|G0Hx=p-PDE)2!_g_15zsYC;%?UPIS*&}y<jf+JSt_w;4a-hd?zI`A^0=u*
zi{#x?n*SvKq1?uF69UfpJ?P~!r-)8!OHjqkd(fKTtvfD#N#<8;yFrsLzvd0v|Lbmm
z!j{-YUuKSBSU^PLv#G?fbfxxS#h+4sdUWYa68(&vO|G6SBmJk(e#+@E-j1Cz63gkn
zf>`0FHE?I)uOX*X_=xe~iQVNtAlq9f+k47SRU}aP?&6G57UHMli+VHOY-4XxnrF`o
ztfXwXgO1sJDwG<Gzxqcq>gT~F$6v)~bBF9AR0GcyXkGXKjSL+ydfgS(=&|#BKjZ4|
zI+$(VFLpZ7`AB-b40E(-Rm8SU7A0=8<O)lLzEy_Ie=k?@NqUcd@(aE9|Lct2;2v<#
zajnX7D!OppnP<{1AjoBx(xSPKYHWJ`c;s&!&`4FGm2$ggN^KQPl#_NJSO!D4GDD}I
z`Cdy^0$5r_@<j5?K6mVq%e7i7&G}muVN_VRsZ0{#g<GT)O6k$tK<BLln-kxpxPpG&
z^}<{Xdlc%?vX#m;@r?VF)<r^vW5lJ{<tvPh)|${?nfk^D1HNyhf0F-D?(fuh4Wb9@
zhARUASoeWHFDLN*-$y|H_A6lDQ-zQg?Gl>{qs#D%CW3Y8!Pz8=q`anYUC_d<@V}Mc
zN$stZT0PeJXRpTjTAP?9(!rm0z5@9<)OHU-uI_7n{ILdmV7SWcEVE+i0w0eTzsQ|;
z+5gLjX8HFA!`%<R1^<1VvP&y5`7N0yW?`jq%jIg-o?%fa&!_vOKi2j`je!qXOk}6G
zU|nsMa&h!^y013VjhI{<?vFK)V*u<XPXi7HeAoN(qvXHoMrt3ny)>g#95YzFpp`R~
z*|ZV>CAR;-9{uO$SrW0(d7VdVa;DC3rvx=>z4>^M{dg(6`bJ~qeZSePHifxq-W}b}
zD)vS7&uhl;Q_}4-#Lv>$<R*=2>5es%tg#RX?QNUqrUJ>Wp-{6KgC8fU>-dFzk6^Xe
zTnPcxUtiZoX{4WO)1T9uCsu?CG-t+z&KJ*kFpp|FPv-D-UfU?8cla!;?bN-EC|oVg
z2tP)A&NM09R&WTJ(KZY1>(Gj_dmDP3oVDVY^n|h^fC)gM<GnSbraD7E=6U>U2IYpO
z%UucM&$lfA2Ja1l$ZKCS$RewClJu0b>R8T%jFE|e?Wn(`?A1-DwIL_yU!NiPRmv^%
zzbj;k=6_$3`oR3&h%_aKqUx^|{#s%%HP>RpO7O!3Rr3*P^w*5E(xXc0LxDn)o#A#e
zjVAH+FeUG6v%1C*=p49WU^yLV_lS?ZR2WFL$}d!|JO5X|<^I)ac>n*V3+Mlt{{F|p
zJwAV5#&eAhGr}J^^~?4ky{w|~v5oe=wBDJ%?1pB{n4giZEI%D@0xydw95;Foa{AbD
zGIg?bO2J6f|Kjb<<C?s-wqbf~wbrRAA|L`SR1gp_gn4W$$Z1XBa6$;kBp^Y81R0Vr
z(>jrasjUi0AfbhtKmtJo3?U3v0;mKih7d>?1Y{-*GLL>Yb~run)As$&`90tF4<v98
zd#|;wYpuQZ+I!z3{Gsxi`dNj4s&w7I(CiyggKPgt(1-s!r4#@6%`bDeCC<O!^%eh{
zwU?uKMkA*u>6*h=Rkv00xJn)YQKRN%Lu?X*!l1FHrY4ZtL1mBoz~D=Bdp`XQfhE6T
zcpBoJXlnl(ViSJF_QW5X$@Ty2;@_Qf<+T#PO!4e^Wt7yN>pkU@qgJ?>r=zIqJH2{e
zxfD3cCM{R&-U$Y2NH~|W+#-%@{c>a~W}<WB!6}Aa`nbB=YlS83cKYUTa5iuH{#uyr
z+JBDPfL#z>ZeILNjQ9U#0nYy&Y8(H;%HAmOkNM-TTH^ZWEqOz7r&E8oS9O`~9piJ^
z&wIO--MpHDbIMRh`>LF_%wpPNHtvFJW3Um5`}2E~Y1=^#Pk5`q>9VpckFCo|<j}!x
z$W~f@%x}t(9F`4z|JyfF@2y{M`LzDHCh9nT8OUa8jrZIAcB9&VbhRe;U;AcTeCIXG
zdJ^%nXWBec<l9OPyVD8v<ki7Vp^kWc$iLW^e^3A!C(<qdL|^{WlI=gE+5gfP2v&9(
z`2ROr(Ebb4c|%ZUzuQe*;a`^OT6<e(>~14kAFH9Jn(d;+S40^PVVv!?3<fcoG;S8H
z`Ew#m=w?^z_33vj{!H9!1<<aq{vGxWg8nl&|3^ge=49c*-%Lqzd^wp$CZ{*Y2W{W%
zsQFB{C12&Y6Nh^usm=&wT7$23m<1Kh_YpK7t|wEOg7ts-RdYe(!9UfCqO|Bw-7w*Q
zpOOC}Aowdl|3$3uSB-q*z;fe2DVgZ3la1?=V;RVG9ho51N8-RQn)mE`knWUrw3oGW
zY}9t0#2(NttgB6&e&=|Di+o4>4ceo^=Ot;wrCW!NJlOspF<NQZ|93W!fQ%bIcYoD8
zFD~h|!sq|o+B6nbfL|+grR-Wjp)~(II?>}^8`v_*CfBzDuZrViMc2#F#niFD_}T;a
zJA@VEL~^G3-~ZU>Z?ii7!XEzD3I6A>>^~=kg#Ri){F%8z2fqoq>?L^$nJg`E{Vh}#
zJbDV>pYeP{V%j`)qCqn|V0N?uot87t)g!T%FX&#Lm<A5)i>ke?=${%p95`T@8kc>|
zESV<Ta(=DQvx|S@U*h*^?LXH2)VZ}kat%L4+)Dk;AGrR@8SMR&tBF(pdJ2{(-oOQI
zolChLJ$o&EA*>4K^{U<YdDqnJx`1X;RH30Y1#R5(^;mVfj;@)YzZ{o-G8*<wpXc7>
z)+q+t)Vx;sE#wXgMp<603ZZ2GaUd^PVf}fu{@*F1{C|Jk@K-ePe~UnV_~!S?(V`RN
zS6i*H1+Cf^`&P(7{(eifhua<i8JI3ILZue6vhOeJA}4=#^Vpozi>O*~llR)xaTW2#
z|M2G63*CRB%l}OCe{%K4?~+Mk+8dAb{;o%2;hTL@?b_A~iy*dT9}5>^PoFaitB4=?
zfXApFYk|77-d~W7I=^&mO9mDF;YcfO^Q^_626TVHx~cz{2<uOVk$*L!_%CC<zi8yo
zBZ^ShZ_C0d{@)JQ9j$Tx4GV#1UryddNfXjkabdJk)$BccB90Ik{MGwhEh>r~4N{X2
z<|tQUb7H6M3WuT#i*D@_LDv5a1pb5w{&xleuJGRtIDhj%*J!V3a=ydPzVE(2ev<wV
zRrBcl$PlZxsKk7emWvS^S;hVpH#nEsVeXD{o7ljhRcqzndL0yO2=WZ53#qL9<6*wF
z9Qmi|fxp7?U&Vc(zZf$7UzPXA&HOJ}<&A|^ME!nh;qzG4Z$sjYm7;7r%%4V|KK5Rd
zlp)`&{$iM<b(v)y67k-^xiS$SpntbF0pL1HXYi0`5Q+O!>+dx4TPlF%^Vg|><OB=*
z={T6XxKgkLjnGuEa)oD#8m^uAGAN>XY%rtut&9e>++>SOd(F2n;r5!#z=wQ6u4~r#
zrG4tmmc@$7os-!*IC}A((1oor(OORXj#gV*a&fYp@9sQ_bcbu&k`rO+um<<Wer|l$
zB5=m0rtO}|%C#MwdA??Q`%A>|?wvE?_6{^MZG*ZsXZQ5M-z%)@LvH-oG{t+k?Kk7r
zk^eU4&@Iv0?a;0BM<p;fMd+NOT1%#_G2KA<*5l48a-I|0bPa<%+Olzd8hCOv@W9z)
zbKZO>Gbzi+4GBd6H*5}m5-Ckgv9SS~jtW6p^{dH01YVlA`!}%7m(9D62ioyv^I%3B
zbK&%x-wkRH_NXOW06l+lFnp~~w!r@o%pHl2X#V-KH~)4WhV5QHvfCpZ(4!}Zci#{K
zJZlu;1OY)rc77J)4Ox#o`NztJ=T|tc6A~OXWQ?+JLYnfyZm$U(9SZ^_)oA4f(1z??
zp^W%$ddS;kRU!;2eu`5>NIhY1aD-5ppIV1mb{ONnk>GAW-$>Ah2dmNN@JOKy3kqd|
zFyFBEb9%69KRYKXz2#6Q7tIOBdh(Q<AP+ZP(={7*yC`=c>J(*i#~VlHV@Xro)F#h5
zUv;thtP@=GpySe>r8iPZ`5@w8$3MWozNN!vx|d9QlmTeG9QYglLzUguul0YeB3s~b
zM{u9~k+uBMznKd<KrcTD0va*~d<Z78LuD6#{x-5cc%WxXDVKgPK{-&|@d_EGmro7e
zu<8Uxyn<!d8;5|G?;2hpnvgN(Ff-cl_+YpLaaUjw!#M|5<(@#%zgXl{qeo?Pilusl
zX-d9=mHZbK&tIZ+!)Zfk!KmsjHBA(iSA`6Gi3Hh1aL=x`xq%>dAcbbp$a?RtISi$?
z1b~%bmWi<33iU{*C#;}V$NH@aS@P;HZ5Z~VGga6u^Xa{~pRu5YzofEzry9__sJAkJ
zPX3?B`6F5U3s?fd&dDbLur%9&9_=FR%?F*bqpgcR!mH+GPHELbJAQ?Ylaen(KfmAP
zhzNk)t}-gx7tVuie*8^OFPnGtenDck)xyIa4Mu};#{-{66G3qGY0-W{a{zZa?AUA*
zLMFx0M(Um)$^<$M*!#x-{KG}Y9V%NVhLgfo*cxR!t>Vz}MA__-`d`Ij^DiS8Ak_r1
zUW3etchz?7zhx1?$uB_I1=7C(<j?W*24+9Q`a?@VQ8e1_lb~|7>$`H?6+#nIk3q-!
zg4CmpZ)s{?2XdkFYiwn9W=(iMqd2SogCm`lJ0Amrw^E8wceb|O1vKqfu?&$%?o)8@
z&044@4`?1j(Xp*uePA(8EGps0&E4yEU)ErRpuB+iD5>;ul|qznaZq}EGzSZ*l-oHR
zSn}aH)#%iW0WILMaD;t^!1cMV!~O@&Ee;Tg>?4G#c=9Zx{|QTbsCPpPpYaA9yY^|-
zZxeoc_TX=AQHrSeaM!ll{#{N0&-}mP7eIXZg5QgGWW8tC)F8-noA#c09-4=sNMZxJ
z4I;KMAO&rIy8NphUabIHNZ_GHl~2)GMJyfN)y7H1>R<F#ZWazv!`fRW;*NlDY!9%9
zQ6IC0k#<K6o)`Sxe)DIgR`9(d{&9&5VZHK>V|-BZj4)7g+Ly?KhBv?*6wGaauI|#@
z*jz`n`gLwX7bfsZCw}X$4}lG^+u$!uW7WBMV($H4-de#|Ye_r=sC`#9|7P!k-(1XJ
z1LY0n>{8F~U=mEE6<+<tDJ9MYp6=mV822&6APFM6GVxWjrc$Z^ZWb^ntpnLWWgLCN
z`d7cnC?wCx?N={g)j)E=6At~X<qOi~z2_sW3s3SWL#Kpn0`+Q@Zx(_!l005kTuv>p
zeza>nyUI>Z=-E=wEl02DH}P+G9z{fHg{)#5oGo|hz-pI0;|8>Jn?C%7sGtvirK~2r
zUIFn}+Lmf*<{JsGdSxH(wlHq;Y#K6#cT^=e^#EtF&WjK>f|hhmX6V-E+!6e!Fxqyn
z_su-Np!CKU^9u;m_|nZvSs~3`09O-()r3OF*pTlx3h)^#d;Y+E|CMb2-KnqbM4>bd
z)^aW5?cg9>KUJH<zS{&|d}7c4*)-}suK-TH8YqFsEGybXmr9hJJC2mNy8H-qbeGL%
z9owJ(<_O1anBmOFk`S*I*KcLqXba&y`8Y;wDr0T;6c~`F34Ln2QU@Z5k4XiWNt3im
z@_>%bT&C{N&OLXf#0^r3h^l7jj_;HG>^E}Mkm3DYWkVz^1|d>{+X!}64S)RA@KL$~
zs9gP%U-8ESi2Y6I@IQU`pHtJX$ov_4Ka&v<1N=%aW>>bBM&`}@mXAl0<M?7>TIFJW
z_@j+CybWAKLKEkpiAHdnPr$qUl=4A~wFP<p+>8(3iI4T+0n0Q5Z3tIKM`xewzoJN<
ze4ZX`CEj)0jc?p`@Us#h(lBM-rK8_MOFOxGVb8CZ&fQGMD1v-s<)m_4^)w^x8~2u3
zV$$j!z(N3ni$Y5+r2cg9nw7vs1MGoXauG%3pP1P0zqk#c&~w);m0}{=$RV-2e&S8s
zwJt|_9^hrnJnV)X@iT8a+6NqpD~Ck&n?<y-Soi@g9E}mbLd%<K8X8el39X9|k6EO_
zeVn2-_j%gOcA0t$vsInf@z%|zp{wLPKaFN>Wi$A#swlasBtA4_>=cnUMb4!3ZWObV
zSAP6I<0#SEw`BU}hi~RqfgcljXi4Pvl?|K{xKm$?lDqVgjLoo;MVNJvv?B)3%%L}*
zy+>|Y$Z;Aa)ALTk!)VZsDmr$J_*&ubJ(|9TkG48I1FlSIXpOJmo$=5o^UfXXZ)1p+
z&MhcHYT@>$GE?o&KT5=q8~Zw9@%bnZ@ESU9hs(#OAQ;vtts)t-3H+R{MV7Hqapf8s
zUpn`JBm?cH{n((QG_QwytE<uqv@y7aS|n(IIJu^CQXHGbsycjMjI53<koz`n<Sjy=
zN$zbLOy^|n2GGd1-W1x>7-p4n$}lK9Kuhnjcxus9Bv$h!W^n@SWsisCgS_Pa+!$XT
zNZEiCs9%O548)ILp1=0i%cg626@F7&72@dzl`lf8l*AIG`KViczkH>?YSceS9JOt1
z6Y((E6dN0uU%t+BXaVYytv8$EOB-kxP#q?x^X&?nRO|hNR9!U2S<<x1IbqpW=g8g$
z-!U)7=Rbhgwr(5p$Ri~e^8X2Jo-mLIQI7_x+kB?`JWsP}N_f&bi_lvinsTPundNqi
zn?NxSrIU#iqHHCoKvB@C2(h#2$XFEkaZ{_JmNzS<RTv!>n}cHjTBgvK{>BUOJlJyW
z!rUqT?J;tm%cqn+DrP7`+~9}+xx4f$f|VkauqEk;T1UA=^xhmTFe36cspo`-8!Wjc
z>U`ex8ZVQyT?rK?cXxu+6C(6pE1YQ#i0Z4~u~1D;w^uuY!T132-6_V0$L&8xZ|zNg
z-jhC}W-9hcfZAnjMEKBI$?r~6<{S;eg$@7c9rpXW1AB5a|GCwy(SQ*jUK@W`qqvQc
zpNq+Sb@sU>)K%GRW@<~?=02IodfAyBfN^%(7)~h8e68RL-I<s>KiUE-%!og%h2MFe
zS(f?sGN|HXmlwYp>+bJ^(3#eZNI5EqV}0@ch@)o7KZq~9qMx{&2lI5fvKZO(OrILU
zjxVICn~I=Vxd`&pc3g^XhOwpH;^{%lrXc-{={lzv88N??Oj#et<$k+;bOd|rep@7{
zy-DKZ*yh{igx9AQZflQuo|0-`ekZc+%2fTn5KpL|8blCs9Ih1IHS5KfI4&>ZwvRs?
z2n;H~O}chR+r$cQrAv$oBC}_Qw*8upx`=Q(v`NA|bm=Vf)y>Dff~#4!xt-9ByER6g
zwaItQ1dXY>iB5ga@4gDHt8HsQR6#q|14rEyCaezM?5cGWmRqg99~qbF{S`y*G0zKc
zn3-beQHW&XfF6_044<OsycqVl-tah0B`KhwBJZ)-yiA1I(O7QBJ0zEmX=$-S!WlZp
ztXV;r%*y@E+h-H}LSkKxhw6tm`z{N7TKo&}TukU-Vahwe>Zd_k;p6?+KN3!KSsNdq
zik!{CJt{m?0T$-&vY^=z6ZF)mrD*c>Y*B&Upa~VI<qNO*XEXI#$t7vRp4&a_{ILD0
z1wz+bTIQ7PS+8TxcP@E`k*^dQmtU)hdfCrOGnFeL?V|0^I9iYEcW<2?*3gFaFONCh
zn+GW&aoUAS4G6c&&G7N0LY8*v`m+DuUga@A5}>I57H#u9#(QF<92u>s<kWs80<7i;
zgMbx9`z4nL8x{*Stf%|z^PX^Cda5qBCs4d|%};wzvig;pMLsQl+cu8)alw(!r<=$i
zY%(FO_g)90<wco`#&X-k++0VPnd?qz&2zixDu|tCo#wo*bD$~aX4TD>bG^6pd4l0n
zgPT0^MB(b$^UZC(<iVzZwYYn_Vu<j$6?fLnCSKaLJZA^^OjJVG+Sps7*ed#%k8=x(
zhxwGi>CP2ZCy>)II+T^_v`T@%(KXq6C37pneqX{%plI`Pq8-9z(Xw^(wSr)CWQnoo
z+*N1mr}xzmrlS&c13n@={$;1gecMfaf{>hizT&k)zr7kuClbH);){#F2f-eth=ETN
zUBorF5z|FO&4ec84U$ffCa^?Z$2?<drBe*E5xDe2AP-_VxB`@R9HCz!%DW)Xk1bwj
zXj%2ta2%mx2?+6QDxYP4F?`;KZrV`lu#p*&7g&B<gqXsJ93wU%ipw?KAz_Gl8{5Z$
zS5UF(BVP>9E*ezeET|!zpoq>gOmQYr#yDoKWgXwSdMe#4&-L939v`%Q^Qd28$|Bq+
z{Ju?w(ol5Yb@3U=Sc#Ft0lATz#1!f3*phV*gnT*;>%_38yS$oAMT!u2G2oq(@x8J*
z+d&>-NaMT(qc}G*svqJo${2OioLG-+`LH`a=i|oF<4DE8rrc$*$~rHhYkf(6LW(C)
zWJ#+%@9SuO@?zP%hV43GiwVg1F@Sjm6HFv8>&N5hm_gIn5N2^GCOG@mwxS>0>Dg>&
zYAdU;3A-#lDkBdBHJ-BgsKYFO@6|PEgWF`uJ8_3(wbJs~<3Y6AWuaJ61QvC=J3IgL
z$I+e=orvrU%>mPl9YrOSK|#?Ji}W4H^<$a+y~aeCceokK?6tzZqi6k#AHc!{rAZl2
z7WK>5_hz>;Xp;<DU1a?x6dHqsEW)`r!7r_J5Z_#6zH|G<l^6FHefn~7p;9Z6#Nogy
z)Y)hDUF8c`T~CXoDT?`%rw7d+qr8$><tL`egnW0Bc6?1JflMn1Y4~8S?>%vBzyEhv
z*S4Cg+3JC#o>!a_!aG<rVBmT}&@8vmG!y4Bb$LI$qT?WTZI_qp%)=AVrEdO?!j@Zs
z@!G5Weeamwm8*R>&+{{m@bh6ss_fDXr?jqYmO$A4aTbs1M2qo8NZ3&~s2G880h~m%
zNlC3|JH$`hyM58;!6?qO9;n5&-Y8T`M(GW<NE%4ybFH<JX>LKw<|!dJH(cg+3=~Dw
z;n4iB)GCRoa7!JsS;+C$IC)7Gm-Aw8*terGPAUm1=%A#!s%MNER2aJj^88SPZvXg=
zxT8X$P*xU48Az!u9;EHNJ=^*CG|6F$Pyd#g{Ch+weDkVVVm^<bg{!rhPm#BOde@k6
zybvB%niQS7VW8%>??5WGsAVKvY$|NCQ`)>dNeT?f?UXp|3A*`m@t$4iLu2#yaurq~
zW6771F}{MMXWhEM`TSV1ps#DabS|6(#0^RayKYfCC#4%c`y(edt%m*8M%EtmPH=+d
zb5H4do-B7Rq7kH7=;Q3_>?k;G{@!+;$KiH^BT>285pK$c5?6%#?zTbJmZRXC6@(#s
z`_Z12ZX+qraZP_*-nq%}_Ir1D)@MlL(-b8iXUGB5-G~(qLpZwZyi52JXNbrj-H6a?
z8ds(DaBnucwNvKAc2j}25F6(?_Z@9SQAMlgp(Gjtk!JM}(sfnEkGyPaX9IP8)Zm<<
zGh#F_;_!Z55UOUfGwx*n9I$#=rIqGCUAc91X<2xJE%z$_HZ<&*p$OAo8|?1p1geBX
zoopOqwF};|9MaCcUd7$CPA>Xv>%+$Q98I%jH<wPJT`99X=xc>}>iq<lW0D#8vV+bZ
zt!HOcImTv>MpsS;Mds%X7SLGyP59v3Va*q+x|50?$W@uA1EaRM%FYhTRJTsYmSlQN
zjKC3JGln|8*+-A*Sh^$%vTU0a7SKkNEP`^)RvDLN1rEuRjG~NHtcy-qVwq#;#^S-?
zNI#uw>ecGYEUVS9h1f#QC3Usi3}*X+W$m<cNHujKHjmCrL(U@15T;JiPVRGq(x8IG
z&}?fh?c&2xnCI*C14k%fCteY&(%YxTJJErGfqh~#7+g_Y3v8ldj&m`YE(=&!SGn@`
zIc+;3dilg&4e~(gcws(xkT6(av-s2Die~js$x}(6hTS^u@^WKr%gKwQLmxj9*5D|_
z#>8|qf(Fs++Ok|Q>k8}{JIyoKy$Rv6DeuU5t&rS4_oxnZ-1Q?qNyuJqP9h5jT88y$
z<8hN?j%(TtLpjiw-*=`UR~r^8lkjiZ{F{yM@hyfV>NtNr5}lruC^Y&&*v|t?DxKY9
z$KthzuDJQ@8?0Wr%2+mM6s7gFnorBN_-+2aXAY+^qr#EReJE|Kj_4~c2&Q3wZfv5F
zM!Y^S7R)Rr4~DYvlT$d`*4tw==7A}S1~&IaWLJ!=&i5Gx-adzQgvP9nFw_^Xd!AQu
zQJ$Rk&?6LFHAULs$2gSN3SK!FYG4rahxeKLsyN^Mh~9EOTva#8Cwmgpb@X4(S>Oot
zE8-0|ut?F)4%6D~n?!t$JHzuh|0O@8qrz_Tkt{9RR3rkm=O0|t9-oNuvlgl1Pb{H=
zZUPRp0%bs+ph#EE9iA6weP!>{=*h#0W!d49s4k(5#R^0b$x;+$E+!`CZ>7OhytODV
z^0~+2R&y;TG?RbMSk+w&If`@_%kgu|iTkJ19~P{>x2#?VtTFr%X=iVgzXNLcU|9Q3
zbB5I6GYRcNWXr|*o*AVX4U;zI`PCw-kvGSJ!3yDgtiJEISflXK3_X<FU~MD;sc+9B
z>@*J)_CAm2l4=SyN!=FFC$h93`Q=((sm~8Xc*oj^Iv*~_uG|>C6HGqHG^)r6uJ(@g
zIZ2lGvm>ian>UxvE{Q>)wXczxC$H9IYQDUS-d3WaVtvm2jfJjrlJ&_aDTDzXEt^F(
z!O|C(hO)mebD!`jv*TlO@sZ{!RSfHb8dNAdVo<Hn#bIi)Juc5&WE%fk!K}r%AP-sG
zz9ePn=u&F&TlVi}-ub>!Zs&5hlZSCqPVy)*q;Y&?7;H4e%(cVhU1NvmJxK}AbnTxm
z#P)d{YbvotnDx+DL<T7cLtk08F^$5Bwv(S!<geQ|Gr><|bM8duIJCtKoW;~EdQ#8y
z%$yT@Rz$?3!YG56^TW92@rkazbnlU7@?+oj*$^*GM4%vgZm86ov|fo7E}}>wmnWwv
zUw^S>|GYX}jZu0j7V4+1gzkSfot85mKTflmnK8<LoD`8NiT6wI?k{Q_Hk3?Rme{&1
zU|ycvRvaV}2h@N3H$=Rp8Yv^FWPFqz5H*uc=F`WbO@~Hu+jC=<VcxNLGGU>nKL5p~
zadT}mNzHZBW>hR;ypM~XaW0+{Rf^rA!j|hS%~UVAYL<TO?R{x0-Dg&2+F0nxjA0Uc
zqx(I*%=^fG@5fuysbue(!qncK0MLyrgy7<=SSh-+1qSa_L#o9Hq1c#vE+0%A9GCsQ
zx9xI4nrDrEt|i~J!%11YEMgm?4xZ=xZo2zcAy^|cSfr^~Lxn8;hw@4ERO6JoZ?<&c
zO!uq^0aAAZ`?@y|R;z`lWKU;)82R38c9!4E3qkuFk$4a^Ca|zkQN3$U?3#ed8Sl#5
z`}D!qw<``X)cQkZv&Y`K52twqBBQ1_V`YLc*5MpyDLgkZm}&i5;lRBIYCMm_Wj^DS
z3|`f(#!lc>?m&28t8U|n6<$x(&G09q`$0ZqRc(E^zpa+e`mzf!@HQeNq(xM@b-3!z
zPyyY;>fRG3+jxAAdrSPjJWrvsr&RO%$qI6dg=QviI(I3hVn9oeIV81C#7stf^i)1B
zfk;g@L6ko36k?dyAVs)dPucg0wX#~IRN64nZ&x_)nG2`%E!(VTR8LfCj*dG=cGfP|
zqtXsNora2YoXZx|2SJoJ8!?gb(h2OdI!qx_GPWSK3?4)G@lVs?Zg)aY+**mq^(TdQ
zDhj!Z@>%f!gFOF4tNxvFuQ6CzG)8Sac4J{>-d*f*Y&qHt;c6aAAy6izp)B3dsW}Uu
z;yD=o7y@P{MBvp>bfPSFMdSc?`|(7MS$maVxL{_i$unhA18Zr6je&~Xn}I$3w8#Yd
zj*MIT!>bc>ZkN+keA0}0nY<un<+%%7aL1UFlCz^L)<ziP>`GAg*M4!>IrHgNOIhzu
zgj3%+jecoyCaTj6t_W7!GLn23Yjr17-8IPmafns6j+}~S81|1X>gY2uG+M&GFGn6m
zX7@Ctwv1lDG#x80Xg*w5_fIV?Eh|wQn~|6Rjnz!nTu^f#tr^ZZB7mB)z}%WMJ^V<J
z5_A=869Yw5%H8oBZ<+lYNcP-|Ot~QaN&3ZD@KI5;T6~$?;|ug+PGATP{DP1%zG}m2
zh{~fhO}D9K`ww<kA?w`i;AXxI-EHlNfxUNz>?1hy-BlLvFU~Zx$u&v;?EawNr?-GO
znXx)i*mzWcb?_*Bku;Nf#3Q0{>$QUE<1x$F@lF)5qRL%Xr{w7DN(u~w->cCpAQX_|
zDn&r}IFV}jaO&;wA4^jbE?nZy_m-N<+M_lK(xFbagYKEj33z5KnLN*nRJ+mZQPnZg
zw!q^A-Q*t&tq_)j+oTqglWV@px0agypIwJvyjpk67@o`;rk9RW{3Ryz$OXbO;AOoQ
zlOm_E@#zS0hcu4Av;CE4b!lUrTESJ18Cm;cUNV+6@%Um96@|`UM1a%;DJ32M{Kw11
z?;wVncLF2V+oY2%DEH2KwWQ&uqjO+IhcV!tpyiAMO~N!c-)_lOFBd$eeOaQ6ahe*o
z+3KNRacoJ*h1kDc_E<x!N8*Lk>hJsb1?0+6LEwA^q%uYrT|CGP-!P|>_qnv+=f5g{
z#(~+zCHf4$C;&E58<MW|Ql?L6z^=EN;{1taie$eur4d7T`*LN<j?G*@zOZ>V$K-Uu
zY(khFFQ<nMsltT25vfUarXBIRk3@!<ouI+D4RWHAo^XP9it|H&0ML}@vKrADuSI6X
zuMmmUnnV-He2z)`5?-m?2O?ZNz`OOgP*#aL5`_wvLnSV<Wk*r{f>=>~e-2{2*N^&S
zLA5@D#ArSyjDTz)T;r)h4eo32kMA{^5qU)#fQN4d-C`fOKEU@>!^X5FooFY{HJQ$d
zhA6Tk_0~Js^@_(QWN3y?O{w>QZp79z-+kw<8tAky(UG~s6+&s-4C+{#xYJS8#z1GR
zWIR_sbvnzk>x88sn5T2N1f>%p;~`imt>Oa80B(?z=!?0_e6?da7N4>w<gFAVk)^F6
z$<V7jS<4u4R0OK?7P$-BWpc3k#hK$a*Sw5!yQ)tw9-)oJruA5l)r9wrMWZLkQrzU+
zJ>t}-HAn)r6&jXjpEV52Rcba0Wgg0^0;!w1bP0vwN^nSLgQMVC)ZE{Wjrx*<Frjre
z-@ocZ2o3uKXg$y7`ngE+qDJT<N8p+eE4AOBGck-mxWJ>+S}QYM$(~Ot_xfJrc{sfF
zC6P;P5<5aW!}8US%IGyrP6)2yZW5p3r+GH4J{U1%+J3KbxLgG43z(({BRWXd_Aym?
zfv1O;>LH3Z`LJo_`$!=4AP(p=*wJ9H{r)e{CelnFx|Q%geo2k6e=KXdSY92rgoL@Z
zQ_;)l6^>3kixD4~AUgC~;bZxy<Z;_mOyjl%rQyi+y#a)$vjZFyns*E>B{4!6A-Sf_
zJG#R!D>55j`j8(SY_Z@?+u9#EK&VURcM3_T81iU{&03~2`5^3sar4wc7<Fb-yM2LD
z#WKiXc5#p(NBIZ|zozq+X$$mU6myu^T#9wM^?ZR;4zq|p?He7k4^uRtRg^Ks33>!g
zDS2%7eCtEu@~z|D-w*4gPzIU;i_-1{g!f6qJMF-V5XGZA!n32#-qY4>_EozZ7=N`Y
zKCjIT4>9wbTnxAvsD1GhY5sK;IXIP<e|6Em?R3!nO4!rJK7JiC&>BZ73<s7u1cl-=
z_f7Xojz`rjRLZ#27p!GlU(<7){@1EAmt3#cf%Wzl5pO2HsB`G-`wn}{`{o3Y8kULF
zLA$A8>rXGDDTIlPpYY0%nHFEPO`h%Z)os@Uw+h(3?I!dwYUt!xgvNf^5M|+f#RA{g
zU$mZ-e*L4J!GEF#djrA&k6Of*ZZI2bmy*}#9FRv$T{N98Ls1%|ZV9GMo}5_+Q2k=m
zxOu!*{7S}n#Gu_gR^#urQ<a&~h-e6M=>~TBwF3TdV#%4E(r+fEymE+YKIFx?o007|
zI(CF{|5Gi6_l(9V8g6v2iV%y|nV|4qo^rSdM;oS&u!5S8JSwR;(Q&e~x)uY=?h}@G
zp8?7g112)Y(6aEAIRREa*!w}K{re+kw~m?Vf)=klAG1;2zNd1*Xi*24!c??z8LUwM
zd@9h2?|g1xU;DDm<Fq7R{w!R^eKXeY5`jbzh}|a~>oh}Q?8#D-bidE3BVey%!MMwH
zHyiwI!Wr}!mwq(?6bg{YV?hw7Nfo2DvruJ@=GY&;@~mOX2Qgr>aNf8z3a!6l_bt+F
zuo*~y$P44LQZEyTlhb!r>7I2dTFpcEE2BAmkNdb73XRLUO#ad%`OtjBTV)T@8!d#<
zS6U7rYQsH>8A3smTP31)Zg3LMinDonVm8AmZ%$)>;rHEZA>Tya)_+=lJX)vqKJT5H
zNHgDtj21_z1mP|Scg6xW{LR}*;h7OE%c@2om#fOg1VCo8<xdJmTfvH^!X>%lQITnf
zpRD=${>6Q$Jo69QH7FE@xaKmE&Ld>xBZr?x+ZsjO8G_gz>Tquil*4gizvJkP!ODNZ
zKtW;O0m<bG3_nMobh&`SVli+8!gP)WVt7nzR`FJR8YmED1pkr;;%1uXFMWMhvanH@
zae=R%6Kr*NtMKy|tg$}Mz=B0kQURJUJH-wq6DJ5Vd@%3n;OFt8+z_+&@Zkb$W0(|W
zF~1nsu+<Q9GW}$l?HR^)b(Xsz2qTUvnx-((K`H&3Q`uknFX0NhwoD~!;Y#cUG0N(k
zNhotqI<T);coVz|qG)H^Lnjia2F$;(g?F!ogP6J|{98Oy9j?Kx@j?Mb%D=4+a$hZ+
zp3}}m;tZSfpH#d{NOvj;j_Gu`SJ_!VX!}_pU?f75gY~uHRAX3df(1J5PLrQ3S5dKY
zb@)?+W!mkjXSyfFQod>w<lu;^2J;4Oq<f{9iXzLF5;)`I-nNKp-d$hrP69BK`GwMG
z5a`$veQ-{^jT7Bv1+tGexz)lzikj8$w|vY8g?&Dbl^+$3-F35ZcCKRBOFFzqj}H=j
zJ`+sxcj}**a^53TXGJap{H%je7x5gpQ{7EHvc~VpE89Zt@~CFFFUzl0;a>J}a^2-X
z5+~Z;yz%n%+e&Opr8}cuhqcX~_dX1}*>=W*)!>9TZt^Pz251o=MPS?L^W3NuaZj87
z_kla1{;Z&@_@s#V6<Iv9id4)3Vlf8?^{N$3mzT(>)Ac}r-Fuf;9@tbgz>bl~;}$g=
zfJDJ?^3K~6n;SNtNgs_&GV+p5fb8<+On}xwM`KqAUt%@ROaVERe@v$vA6%jv)vC94
zDv|@kg#wYHTAS^}B!Ltk5^=cWo)5jUHn>mb)gFE>7}UV2^RTL&>yZ^$EX<9>oXGhH
zs>jHDD!11NuF6QrXh=Bl6*mgU#h_kBbC9nU7<$Ypd^*m#MQBD{^uEA05)3dC=;c*M
z7tz2zrY=j4K#FK?UmTEfEipMkTJdK?ysc7;eaD6jNDS6+UkbH&lD4HN(ohcW;$_t4
zz{cX5dIr+>elV+3wBY6_eyz}WZyrv#JAI`=`MPkvD<Hb0o`cfw2bqf8Be>RDC=_Kt
zH+JqkHw?-uS#%z^GK5rlZoRW*26;i9paxC9?fjGt8!pfLuxVPaC4LY&ZEYMBsaoZ+
z?J-)+L8qAt5F1C&iH<H?uY#)e8k001ZB74U9KV2E)=@j)p^sJX3zkOW!Tbm(_YRxO
z1EmFevh8?Z_HA?aj{#OT0R}>y(b{u&8~q-QRmba%4^$wC?AS49s8A5&ob*BPmRG0k
zC*57><Wpm@Gkalohb^9(wyFB*FN55%fstlzm{3l`J7CEB`!#(osd6|kEAFCCzv^#2
zE;{v8j_QG;`ud#GVKsp~+QtYCBrj}eaQ))Kkl*)gkE`RZXzx3Vm@zMGp3@V8Ox6Z&
zf34u#Z;+Pv=@X-<xb|g?cN%Bqh)L`0&{d6M6d!5a&#z;Jk_-s!WZbqIo;!uBfA5kf
z4g45p_;pa|*zkQX-!%N>yw8}UShEIo@!y8QZ|#5e{S)wVKol+Ht{VdRD&d={J}I7h
zc^udSm3vJ;Gk@<Uqvb$%=|Gh)yAmGNAJb+AC`ZY0S<sTG9+Fxk(d~{?PfzwGRVj~=
zmlI7T@)-#i3e29p$dUMloyc{5$z41sQFb!xgtp~^9Hf5iIw)M?a0LFtl*XP(+hqGO
z8@*<fmHO0peDUMHfq|V<bn=>3z;nynkMy3zwDrAK&~J-AIIez;Wi-G|BXA6=6h&=7
zO<7P`_(srG++iriD1g*7eqqt9%6xW=i!KmC!`q2vG+(#j!OO(CnLOXKH#Tzju_{sf
zG;cO`-sJS#7p5F?Iw8FxfyM}&*Ao`z`B-oHPw(p923F<+gWeI=l9(BbJ*4`b3C*ym
zB5`p~T8p0mRRu#%)FBj|AZ9Q>2|6%-yun1iptffyvngQS)4RIXcN%vFpeT+Hr?i+s
zo)dm|2v)S1c?NAj4RHxfDU7MtC|aHcW`$kZ&D(1<M$lGei@(nrqb-a%U&C|>e02gl
z<CJG^L}t{?K%F8h=Q?Yl_}X`$(_J<`BTMt<+~6ATMMw!t7r(B=oo7}uoWf2$oo<v?
zU@Tb0Jg6j!vyE^~zOZ973B^@*iZ4-c_T7j1ITJiYYu+S-r5#5N$(0PO)2!ocCk-1~
z%ygd{rijkRB_BUSK5vOOV6m=r!a!zNp<}q39Q6EMSHqzcr3b?L_C3bKFcqjFDehsZ
zcR>+@Fz;LyqoEzz7M2~k4;H-M&B<$l2qe&p<+tnC;&OAH6B?gCM4X$S+~9r^d?Cku
z)H+q2)Z!%=g)0W8DT$6E!2Z@&GGI$C#*Z8GqLW?g$KZrUbg7fom_C1N6F;V7RT&*<
zRR<m-<`2lf=^Am2iQ)a;M=CV=`tSMBAlogSd878Ka0XS5D9N&>a0aw<<)I|jI2^en
zWfbMVecI@V>aC`sV!=@4v4|cvBR6}BR7{?q`=C4Qkl{B|wGX0ZR^K{j)V$f*;N&p{
z<i5<Dp<fvDpDvy%cq#f)Y_+0%2qFr}hc*u$j85tPSTp|)rlJw08eY1eIeX3l(lW?Z
zo~W>$C?L}&3uCwSnGx5lpJyG3QV|{3HF&DevRd<2^I<poY@(UtluxS@vj_La@~$-`
z9PtSHCP=<`s@b<n$+vON27$EJE-0ecXHtWMz_{>{tIAgweVX_ytU{XOk^rF=p=tS%
zpKhe0Nmrcs!jaU~Vjh79iBKauB}xrN>RoV;ZII?Y<ZLQ_2$e3{P}E&MXk>7RAT)M#
zF;+#yEOI)oS;y;T0+A*5i#VIh8zIthYf|RYVuUnf1OHkfWF%^*%-VT*tZ>7rY~v#N
zip1$zTo(cs(}8erUvPljS;9-hm6-RbNSA=9(}%WTTlU9wPL+Y&5k7M^OF~BrrREnI
z)s2Ea`){jMUEE-n+h>WH;dyrUQp4yPR@rL>!rbb{aSmwWJ(E7{g$B=&nUQ59oh10?
z`AV@$X#SwcuV3TcsZ_bx_I=UuG`A5*A1ajAD;S>LxEIsQ$LKL|GAXdr95(jC+|=R^
z4Ss0XA1(lvvp>FV+M*!o3pqd6)z!R+R<HgwcJ}=+{&B8pm#X>0#us3fX|cpi1dEQQ
zAiSF(5XDY)O%ul<?vW_kewAlYwYVTsx{t_g<JG8HbR1vaHU{{o=y#I4tu;wxLj!8y
zqP;dE{gKyWiSL%ZI3>){8D=NMHokg=7g0MD?~KN^AMkKd`=~0N6A_&2$|bO6&d8J@
zS8AGmIsKAnU%q10C|^aU<jF(S@j78{mGW9>#3oh#*1a>wAugTYjB*!{^Gm**86=Sk
zY*9@c=Ml1&_U_PDCNKTo(%&N0+-?21xn+N>j4~AMht12f9$<SCGbR}n7MfAEU10_X
ztGk^kZ__A$&eLGGCI!$hh6<#_0TP!Q#<f3=&Ln>weui9YZ*WK@&qzzWX?AWQsy`9|
z(a^hb@|lBIK*fo7X#1EPIC;!-dg+{2u44NbTv2{`z-G}V;st>=$Qsub7W7A-+lL6L
zzG5nrqYRkS8HL;G-uu4oe3WT)vCO~G#X(ybzCo)Em$@NiijXR}BB&E=6EVd2)Ff1<
z;-WF%av($<fxYnTe&P&NT7YJuXW2kjRoLKit(&4z@pQ5!*pfWH?As`Dcap&ei41#g
zkW@SkmWOisW7aH)K%LN#(v;CVlRk}LHuxD((r`AJH;z1a_@z_bmYc-&k>dM@Z5fLt
z%>9ie=MV%w8W^77`aCNX6@9|p5oYoM0)af(JhP?vDDc6K@+B3YD+t)e)!Io0r<zD1
zXDK^2mQG^!h59fdRg^K$l1AI63pDx0tA?3LdNut@Oo!_&)CZ+Uo4`i}!2EK&`QDHr
zr@o-!q~jP?%nF^6hbwGyHtDZPs<Mou7qee0Ag?*Z|D!DVm44TW1JBpTQZm{XydK7d
zDW=z1aGcl=3#jP)S96$<h=Ic=J{sCl{;<x2(bcnQxqUuupk|u0Y!*LAlYnfN#6#>=
z=g;8W`2H#VWrK&)vIdwNP)&BpY1=O*XS&UKDb0VWUy^$Kh`~?QJ}5PVW|RsGjMU@s
zn)(>UM22|=ud?M6?SmE9^FDnReF9^nEAdP`G!u+P#Pee$?Pc-YNeVG+?QWrEZuaH$
z4t3hX-=a^~h^uqgd|5lsfhjdSc(6B!ni2eUfZ4g+=1ZQ_+|q!Bm?kp`DwH&=6&P<p
z%v}8vv`@Fqu4J;+<n$}-rFI(C2pSx%*r_JgII<YC%)Ag!O;QGk!y7haV*5^?Q=j>9
z3Q4~KY}URA5mh?kw+=n|y{#YgApo-mL9t|Mkl-mWUc8{G>Ab(XA@7n`KRos6;sxH?
z6_~H7V>BaN40!>}+047N9!M2P8&cDqa#v=1$pg7}5Q@;2Mn0_6^wwGSgF(-6@_Ug-
zn|GK|cBQTGAx6>ExvE!*&q7(OGc{%Q<+oTVJksPu*1mI{!&7_tcRWffijsmG<z~KC
znGT9XMx=eAyqFP~RI1jJC4;UOd|>b39H@Jvyx`SLuu7ui#n8rcTBYl?6H+uq#$+<b
z9pe)W3$N#0EIg3jxG|?AlsDA^6SPIS*@4Bf<QQx?(#h=w`R><+m@DBAfBfo!(FY3_
zT0g>bUiO`>`06p-T?}KJB49QhKJqqt&gUZ-YIm>B5xp|^>GvvH@#RYJ)WXo6XZ0CV
zQ&|TMuNOtCeKLAsta)#HXj+RWb5DGP_i~lH07yaEEEdx<zf3k#3f&I=7LmqdRk@F6
zFC3F^3=ju5RWsK6C#H#6l!2+Kxq95GW$RM~Iw(D6ZtZgGq&wy?O(0LYGjW9;=_xJP
zF?k6MxPJ#I@sQR+UNCH4Wm@737o?50h5nIhiYPf&i2SOR&Cw$1O*7EUWKs}EZ<@}V
zw`q8P&GqZB^x5uk>c}G0ZW^ao0aNk51Iz^r=j26ndX6vPZq6^y{_w`#<eUyXvl>D{
zEmN5oQYc6F^7eB=?9In@@chWbbzZlp63zX6O*>uGXfU{MX)$@F0>~!V@Q-~tWPY|_
z5lF4{wOR-Ua?QM`VB}?11|uj=O4Vk5uk|-Yc4}WBfkM|qh+nX03+wk!wuR^Uw->_D
zlTQl|5evXciuTp)_?md;BV>Ek^0_6Ub<W|X!|?BCQP|PgTI{+I)6`l{WD!XyE76I8
zaB!!bS#}l22O&&>3H4}(9)U97O8&k1zGdg~eUscQ8ZrM`!Q|PQ1w|57YgR2~<&LX0
zd3!T_v%ikS|N5*?-g5Kal|1eb6=4h4+a5e+wH=G-Fvqwlc7hrv;Xo<($&%JHkAr)@
zScskR%`?{^P*|hVVQQeQjj+a}Zb;{Lx5~4M6R_O1gUy_2r5j`hYrM|PQ6T8ZD)6<?
ze7g7!eorz*9M`V1<el#=iVvmgl|_V^InH$s?9D$VKsLG9dv%<_aa^3fX@bC{#bi<e
zk-}UR`^<5#9n+_ez0cLDojpT_Vr~f^$l{VivimuulT~f$PGB3TP%c6M>CI$wnCa@7
zceRQ6JB!v9D~9W0CLv~P^^;($`r20PEnTHdrh0Z07$vSLTGj`w%c|3KZgB2=^&Tac
zpHeNk0-<l*oy!>q?0M}AO7XNUn3A)_5k(0I>5drLKHB0Q;qoMYRkuzXuZRbEL>K9C
z<Zy&fYj=SKP`>eMb#Cob{?M@-Pb*#i7U`LeQB$W67bf}{vG25t>>x1pwX7q_A@@G=
z=3z!{rx7AwJGVC4$TsL;RNQm0XxpM_{I$Yv#QXOPdp^HtiuzR5+?Uuie5FasSzJKC
z5eedl3w2-+*ZIri8D@e~2z@HO#q~mipR(F@p7|tG3F@7@8G|qttmzhp0=@xv2$?&|
z)A=+_2=Q^^t0dsi6zVu8Ms5chqD)Q9*R(ebd1QB67PkZ$`aeRcYp&Iv1a^c87q=6M
zL|LO`1bf9ock5gBk|cNP^faX08S2H0($XEG3~rn68+n;_Lm>KQoR@){;@)fuoJa$M
zJ0Vb4>!79+6Ir)TS~VPoWnYX+tZ(+s9x@EL|4?tty9#4Y3R;lZt<L`5EEN<!$@~66
zU!!XnG?lQ9(O`Gab5B)~#&*(0HX_IiA_GO+vWflY&evV*_C?Q1#=OkU2ejIr;aT*U
zXnDsvn#s{ogEsEF3Dmw_Tp%ZSrrS-Sc2BTUf&*u=oK!^hy(O|JuNr=EMPl(ZZn0KY
zj?*v5?;Vsm&r$YW8RpbJtHk9B2KXedRYoh;?M9<hWC!PEb0<W7Du{zhJY4)V6&m<}
zW{}oVaR4i83Q-OODv({oPDO*E<hcll`<9xu@ds<JeyNWxR{6n+f{+S8E*>V`<^-M+
zyrGI#Ge+Ccu}xsg73o0X7Wq+#=W(6>TBo|PzGe}oXo5w|I@&yV#yUsEGWSMjPsGH`
zLn>H$T~U4|pa7o+w?iO7J9k#MV7mJ&4_;i{-yJVg3(+iEfLQ1i$fc+=gVS6GOx8Q#
z&O?mS7j$Y@&282EpbF?zyRMQC5@Bv6Bk4)CtgX7BtF?yy%W=>B%YGhGy<Lae&gF01
zmEo=G5~T&WBxW%%TisY&_!%;TZ2+91Q|1?KwNuN3`3zt-qvI-DZuaX>eU0r;DKSY>
z{kpFW61Ev$>s9W$ngawBhQNaTj<_R}h7OcS*MGQ`REalZuTaJQYX>XDfm${Ai2>{3
z{DaG4`;YGmILBYstSVls%N>b6ZTn)9lN))HLm-Za*LGMF=dFK;ihT|i)6tf|KF7lV
z4&JV~S$CZQ6mpmeZQ;=9%Umb-B}aULRy-}55Wjfxr=^P+R97H7J$QoaDCM@3v}{-`
zdXdx`H%(vsw6Ge&jCok_c$|DtV$(oqgu$Iu(z>S#@QhH}@Tsf=b!gixgDxxBOqt~)
zS<{fwsykBMZ$A<6KJVK1`Z??&zW_!$Ds0a@yJvWYoHfis=`uME>z^cEXdbH4Rj*`t
zedEJaBK|1B7)wxil8#aI7(Fv93<~YIjt>+>r93U>BbPADj;ktYW?Z?`6Y`oxMnm_>
zK1*yP%&b74wd0Li-oieMs~TP~i=GYN@st&i*WT)X@o(UGU!t#WmEQ7F<q#~}4H271
zoe@XrWsDg@1&a^o7SRmd7ZfPR;uK@Frc?q&z}&!Ka4q!j)~N@v?eLOU2hEKSk*ZXB
z3dn*XM)mS}pjNnZaJPpCLQ0lBVE0TCdb1<atI)YIb55L?_<Ox`aF|^*#O`ofajeo0
zi_j#`tqKtNQY>i<RrDBnqMcq>OdiO;rlT#G^!e<C&nVSfF)!GwJ}7rg1;*LP)<qZa
zBl{hl{kC5#sF>I0zN&4s=%UPlAm<_I$W;UGtpS^276%)x0aP6)b1G9)h{wZ@l!bM!
z)jA2yO-NdS@{PD`7AGF?iwiMxT`lh{+aGbioOp6m#oN<n?LyEYLZdfV$mn-(nGg*y
zf*AIynTt!2ds1t{ye||$^3>gj4V$~mJ@m(X3!Ca?&{$^dzDv!4^VLwpSfQUzTe=;n
zowa+UAK<JyK6~edUCg*GT1-tn%|)mpB5_)Ad^iO0gqoaurM*pTn{N_7&FD5pgsi2X
zh>5=;afQZO<FlwAoeEWld^>riAiYBS5&Tx8$fg6BMZl&|Sxm+yHO}JaC0KL#y(pXB
zhmoW-^UFk1XeM<Q0ZiS`3AvbD0bOI%dhy7$^4!3Mp7=9Zv2Vi#U>dE>jq7Sn{p#pT
zFI;#t%-N+tjGt^>sz1hCrtdWpzy=Q{RV9M=PaEg)58bNx>PPXdDzq5v#P*nCq64i9
zv_Q~Z+<-s;a0nAX3Y!D0-$wOJ*1sECa^2xkh$VEyj-Rp*XYA%Qy)s5(IJAKrp<6HH
ziB8=V55lw4V^;S{U{l8ajJBh_-1bR2k1|CdyjG})_y*OB!DjagO-g)A{Eo@N2qhVt
zrskUZ$X+kR>e+qOX5R!O;XH1E?7bw95<eLLDy15-YDwU{{8xZ0_i!t!sO7Xp*LfHY
zjKe`Mh!gqwSFr<bWT8<?+0w)Or?YM(VTqq~uGrP4YpiCH%)rgbp<-?V<}Q&iAuIi<
zI^l60xM0C7=)T8-N?&skd3iv;npL9}zg`ZivRU1n-8k|zZ?xxx%s?>8%l@F<cpr(2
zV6OmYJ{62A#XzAB8sCW4J#s{Aw%1QKwrd(a@?N$%#;9SB!E4)P9j-~-w+g$ZNbT<9
z$zx}WuKLxrmLZ++r`w(tlg6k8MFXL<F^f!wY)@*%&BqrS14`Y{ZLGjF+ypZhcC^LO
z(Gh!g=66v2$lhIbuXTwzfI2=FnWD?ze%Nm-wdzEeL1VQ_SLYpnu-BZ17J9zS2Cw6c
z`Ua^%;&~BxDw{21=;Wu?&*aFx8_;}<aM7F8CEV9W<nHPN)yg>gV}=14r3~hIKun%+
zBsOi9=f4q7&O0_Q?M&{AmBcsdcCH(4wU{=^7&Vvk-5M7gD(n3Ej|yV9PPN`P`aDZ8
z99@T{dQ%PBIBk~6SexicDucz&Iw}-6r&6c;zIbux<puOCu-6)SYee-r$7rA`jbXrG
zy8#to(OjSAZE#KSkUjI!RGr#&;h7%vnH)p-l=6I+s4dM*1gdq!7t^a3{%*aubjbd`
zFg7(q+^fTG9F>$Iwr{j4wY9oO2bvFt66TieEw}eHO?w`6!pDA(h;c&~vuLc9&dND;
z)3uMR>@8bOhtI5@Mj+fpQN#k2^{|fl*NC0BLi<B<FGi}g*|2r>ehgSxiXS;7s#+&7
zLh9^dmJCg?Ktyb6g#6xQ#$%6uQ&8lw1&bt)Vu2VcbdkkGhi0Z;VJ2UR=st4GLMdq9
z4L+&Kzo042y$xyP!_otmmGCI^qE9X`|2b~!*JWYK$q}SDhq9HN%gQDCB-B#G3(6FI
zS$&5mRYctvt@*k#7AVKe<(rm?z91)TFH5T?P)D~gmOO{=q}kGzZi1_<1`3%CoylD(
zJNNP1O28R>+TUDwW<t8ZQqn2%eaeSQaGY%{aNLO@Cy6=~btP9RH*k#CI1~<(Zo3dU
zDDu1`wt)9?@rQ@N@c>=<z=Y5a)$7qkd4S2Z%5fAsdq&FWf+ax3AgHtJIoZr1<s-}W
zPNgPPa4%w;BWSa@D$&teF3viLA9(~GikXG;y1i};wHp`+{41vWf?H#HDr#X#N)cw^
z0|XhzXW95~OPpW|k~|t)lI%p_aIkLII9dbS+XX?fYg)J<=)BGOQLC!j4wEL7>a14Z
zoHJ*d$W<I7PqSCs2R_94z4xNr3x6Q$ppiMXxK0I=*okx$DIv@p6UAqF<xoesnxnHb
z@~f|ZhY*G1^3St-+oMh-BT}lHhNdg*jbg$Zx_WXyF&I?98d_VJ3fJ%~VDhlxoPJoN
z58qabX2nkq#9IgIk?F;gH?{!^KW67QDm_&Ns+Azzj>_lfDp=Dy>XWo^C?YRFp9!o;
zht(oTyqrK=MLUEusVL`crYprqZ0akfY{z<Lrul57tWUgF_yjwvhpJp~C0dzhiK;fH
z_k6`O8;&&JxI7rU{6#_8D-o#D)m>Nu6g3?S_pU%|<>Dqup;>P`hQE8{nsV6CYlZh0
zVejN!l)L%q)Z>&jVWo^2#|Riu#!rne1lGhpzJGK};o7<v{<!P^v(u}8y<M(j|J|hS
zOs(I_Be|?ovpY^NHaVJ{Q}2Fn_O`vbp@!#X-rn^**j85d?c7aQZB8l8XUXC7INuZF
zfA}SL{Y6P%lgC@dv@Ew7e7r1H{%X~JneU7D-}mg;9P+{4=asH!-}%Cs>&nxGyLY~t
zdO7LsuFPdsN|w8C&wO9u_+y9b0*%v!SF_$G_ivt&72|XE{9C=tA&J}n{xvP%BPc5{
z4LDg+X1{57-m|-)HsH^R{J<6>@Cd!fv-)3(?SHwupLa*~)C{Y_DXA5}U2_sA7iE8a
zdMfML=kiy;p-2JO3hi$@s!!P)?3|t3etPpR;0j{bz_*!SJ-Zf_zt4>+PXDgH$IYC*
z?ZDOkBT2eZhlBm?R$m1!t_Xg3e|6gYm=|a5*L=Eh;Q0*8ogzMGS8sbhyX?x3%+((`
zp50eJGb^uZ?%%+9cMrO}_mj(BrlfrE!QYR93RjEj{xiImiM}Q^ojGq+(do^xX0JMK
z&04m4_hrHV4BO2AzWkjr<91%#YR{K<=KG|4`?O{{vzst){$5$rQ2S@AR=!+SQ*@ho
z-IHJTeov)Vn_jt@7M;&MEA7ffKdZMZXLR2=`E9GOZOnU~uctTo8g7q`x1M%^dEKjA
z+2y5rxs#toK8wzmtykY4rp)|mYpBWXorc@3XYae}lPm3W-0j?9pPX|SkW)JY1D~<X
z+egWZfg6;zE67`it=KLd=xUOG{p>QuFQ^LPJoa;MSLyk0Uo>mmtLMQ&&wYTkjN8Qr
zC<Cr=wG0gM*4tL>ycoMnyPq{s=oiCL!>xvL9Jm!<Td~v7^!B2?yLMhVvh%WZumH;7
z7LvJ!A$ceGr$lZSSKG1OC)9qa$g%fpN*s_BATurQEYn(^xlF5{<+!uh+KYLXTLOIr
zA1qUnIe@GR!Dj4QT=6P}{oL7Ax@XRcy;xkgFV|3dUjsq`3hQX0Xs`)zM}f3YMT~CL
uqWiAE{TcNyaR(q%RfD|N+Q87l*szzg7VkF{)?bpp-^U2WOa=z#|2F~Vtps%d

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/images/image-5-Quarterly Financial Growth.jpg b/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/images/image-5-Quarterly Financial Growth.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..8eee58587e161d6f19bc8902f1cced5c1c35a282
GIT binary patch
literal 78096
zcmeFZ2~<;8*DxHUN-Zi6BA_z0P(enGj54;$U@Jpu2=gF80$~UukN{z@bz(+EAP|NY
zG)MwL#z?}Tj0yn?A<QAnLm<py4t&w4t=RW@pa1{Ydfv7EuJ65BEBD-c_c>?peb3ov
zpFQ0DzWouvKfX8q&KSVM0|4-Fe}Mf#z*WFu-p@Y!jQ242@9^QnNBE9?&c{6j`1y|>
z6BIakQcyrpP)I~vROr-MVL`#uU!6WHAt5CtB_t~SwY22d;*wI5?;GLaR^>awcjEKU
zPe`5;JSF-6`PhFA5d8eJ&yU{V<&g#)66E0(<k@ckNN|xnbcpvozJDBipYt3!bol6J
zyxhl-e{iWd#6_Qv|MSne6dXSO;gU;)AW-x3lV1f1eQRm$Us8HXSoD%>K;TbL>pDfG
zZ$C~denUO2apgzwuVq~_Pm;e@h14&pT{ZssoUEL>mD|1L^IAqZqlTcn_j9>@oZ<QB
z@kjsM^Jlz=cn)(P$q2s3?gM^*V93Shk|6M;&}Uy+ek<*IWq$y0jF$@}$SVji094*M
z(8%Au=y&HxWqx^08a1TG>FM<4r=!Jb$xf!{YI$zg9@X>ALu|v)3H=GG#}mUsu0A?F
zN1eQU=JcFN>vlpJuZ)lru*t2o!Y(>GehC0LvZ>j`8GQYDQZTO&7}&s&$UcARZ_l3p
zO2Fr}eyAVIOACks-bWu0<Jy6pHkAcKI0&8O7T>agSYXiw`)k5r-`Z|_%og-4xF$0*
z)MHa$irk_;XaHOI*x`$MuwIG6sx_!!gwC@7l}o0L5swo}x^=F1hfHO(2efMDH_{1;
z@1!%7HO4B_a|1gq5;PaaQr6uoSQZa@L;@dl-o`wIEDp!24d))$ShOb;#rEdtC}6|N
znjxw*G4nTGar=O)Zp$IzwnyLMh~^47S;ZU@jF3+1HbgAtMNB^HI{WY&@3^jE)DuX_
zZoOLF0FEw9GXzB!8-WJJ@>X;7T~=X{FUB9(?oDU8)N~{6KAsW(xu9OHvbVvJVJ>>q
zwE14G%M;zllUZN1Js4c*@*hY#Zl*OaBE}!xIEYmO{gea21UQ;lE8;XeZZ0q;Eie{+
zQ&)@B^&PU@mTe2vZ9~H(Rp^zOeHhEZQ~tZ{3~~SH?ceyWiP!Qa`*vJtUD;Ky(hw5x
z<AKxgfeYAl2;ps1NP;5p%@bdtmI<m5NiJe*h=92<hz;@pJ9ar36vNjQXp1}n!Xs7c
zL39SmlW203u9u`&B}91HJk+ul;hScUjzv2jp6fQ<2ZUk*fO}rmzs)I?rm;kUZN-6`
z4rrxQL*?p-1;Qi>TV&4S)GDSMhEqt@dFZH!G;GBzPp*$cd(dIb-bi|G(L$9niDgJx
z!ogU1k;ivN^?i_@!N-4{t)yIB4{wdD2a6P=oh$YMhaH<X(b*EJV=2wJOI0d<c>zjA
zqHs(K(AJAZGi?YSLx%h7;fgzXrBFQO;s{W0T50SX$DCJb<6si8f#Z_7JvndcT(uP5
z(<!7FE`D@AemZ*D<4l%-Ld){y6xWD2eWBxUxD(lNAqJKxrZO1NJZL{KMQU9Wc~pxT
z!=^8*N7lU=-KG=a6hydXQ^d7zFkcU<{8oN~ddV?KgK{hRMseykv5@<|qM2+c(vMyv
zh0Uyk>YxS+DT}J*q3uswyrYOvlr)S{qa2a!K%}i8wDokn=n1LLM`))8iGJFZW@;d@
z95mB>CThhH9_1@sU?Mblv}~0U_$tt_0kM}in&$Sh5^-ctQ!F(0beLXcC1NswlrA5|
zP`$t?B$rNDvueGMH9L6?>9+*>w9OFKEYZ$6k(Y4e6`pB{^PLjqVdSbfym;$%hbXVJ
z<Iglo8<?i<tP9cgBe#PIo^@0tpHT}lYOkASW#O}Kz9_;j=-i|jyFI@hS1$@ycWD?Y
z7$yVFXVP&wvM60ATxOTcckU#)3teYUIGBQs3WT?+5pF>?1T(8PFlD!NJGa;if#O`D
za{3>x2bNVCTFZ*Nt*oF^QR6p<F8TadY4CTyqn>G35J>no?Z)kl9o2f*<ul37U(oQ?
z#lXp;Ml)4C%yem3#Z3$1@%YKXZ!67V_ZvZ}9@d48ud1Dd!1!)sPIs^1V1EtL^cG_r
z<$QT30G6fyIQ3e!4E812r1O<{t$f|&x~ezb)Lly((tAIeZ0bjsz-*YVFL+|UdF$10
z+;=NQZP-0@v65LDT?z&p4&|id=o)zRc#Y<k=DLA|U#`ae=WN-mcL6@_{-^P&+G$3J
zWtt<ln>{9jS2y04iI}Ayb%X94YOhuB_43VurW6wkonkv5<gjd*)wgvZa7R4yW+Xy$
z+bTd%>Nchc%J`x9bm-J19w{rUz1HYZm5JF<kowMVAK+=Knaew;a)Q;usZf6GMYk(Q
zoy8~=DaIWZd@vUrW@hD>&1W+m;bRG`f9S0gAZb?811+xeriFytRXlCGMAFy4a2V01
zpZ)@!xSDJ`^AKbIt|B?%-7?iIwr^h9TAAv&kX8+^UNyl+>adk*z<xn}!^0J3cgISr
zjRLGZ3*6&G^w}N9Q3AI~g;Y(0TBE>SyDi-slc#0j4XM#nvO*dq?YAmVBvVSm!Uuf%
z>Rs^!FC5ZuKC^Q+jV_iP`RlMlq*z&1{pIw?(Hl!(_H?805KdZ#N-o&;N1Ypt$XmLM
zc-|p<OM@BBh^1gzf`iMXrwwhOS&lbPN#^0?`5iN3P-?H{q7%LjQmo#@EOH#JMaD>L
zU1i{Uqf#HY6$)J(giZq0sNldxuphH&uYc`J$<%UY6<qB6+e^Af++tgo1)b&{T`v+<
z*f=cYJT@OIS6bl_Fgk#JyMFftqS892WmVC6v=Tu>_^Xd$>9*RiaZ^xpX(Ksdj}}|s
z2^N{j!C`SZ=os8+PqsJ*9+AJk5K^U}AKkkH>Ks4`Jf0xy5{5;Z;oBvSHqMjI+PJK?
zRekIGKXsE*+ItM-S?(a`Uow1=oJK8&q<w%01Oi*~-`WTKxZ7JJQv%)xDD{gFii!Qb
zqTVeWW=4CJ^-LpJlayrI5a9<x><x<z*nAz{ajY;QBIg{#spstKrI~#In#o_Ow=42I
z9bf7v;Kqx<JT-Bap98@Q*?vq)`#wP7aDRnInc3mECbyD8zWBy*f2&4e2rx}wmNc6e
zMrklLgfmoYf+>Va-7``1{-WcXUH+@OD>)9(p0o8fZnx(KYQN6FO`W9$+U5-*m4ar|
z;#c<pLW%H&qZ_#i6+Qh6(s8K<Z^P@Kj;stuj5q8&U={Jx=w=4lHd7r_>+6>TpY%uM
z4IJ@E8oTtx3KRCGj|^WV6$?9LvcaZJtZv%Gb$g4$k;>G|)=n|$vU{ROz1rU86t1;d
zbqea_HA^HEdZsVe$Nbm{4?#S7dkOw`muY{&pXbYC7M}?dtBaX>S#wGnW=|(8trZ&Q
z51&rQH-Z8Rh0TJf<W;XI`d0DSa&>`e$3LceVwx{yCbTgVIdW{`=84RGK+48W$E-nN
z?d!6|U1II<9L+<L8Bx#^`K)XTl|B-n%aE^k1Ez&rI-g{{%_`52X4Gg}BoEg;i~Nq`
zyLUJ*a<Y1Fb=zXjZ%J8aAE3Ork%f=oHc<G6BrJ9Cc6L{!L*!2|#+F}X729EH1H^`F
zUCfs{aCa|hdvKTEd>_z?;!NWh4@ud0Kk|f@g2`HT4`ak0x#z%GG<dehRXz?;YgdN%
z0U=D{=t3TI2%eyWUS70HJV3=k<Y<2NbPL)mw~~L`RPp<kg72Grg2jQJQF9+U8>C!S
z_$Ti~-t%rB@H_JYKQJ$J9+kgMJe0c+_{f|M*fVXTxnpzI?q`hU<lYwAHH|CVRyvXV
zg7UfIK(lFk!%q*PN6Sii<ewK;sp|EYSN!+B<k3CE-7?jI`LIZ}lD!!s3$DDjlzrvb
z!1k#Wm!Wk|VGp{(9b@?Ap&H9O;&=GI<arCY4fvyQJP|7Xmg+R?*8AX9-?}R$Q++r^
zFE~U`ugLETY@}6i*Y3*p-<v&u#a`&O+#R5<+;1<OR4bpSZs^r|2l;v2+ZN{kz`kiN
z`^p+il?J{72umNVDke#}oP;HJH5VQCFP^VY)Ap`b3SC+WMVb%aYhHGb+EdDLJ_!G}
zFaJKQ!oRpr)k(LD3>aJ|TCWFN{Q3jQBjEal1yn@OoT<a5ww!<P{P^VoVtGC?r}rbz
z1myApSu>`QBDRTRE$2oK!2kV=|2v@m#XIElTz$kd^VbLeJEs215deU9v_n-%)-oAV
zs#~{fTj%NvMzG(FnyEEyJ)Y>GW_hDWRtm_1=&93~U?17D(UqaBcXYE;&1ce93?vLP
z-9z^5yj9;7_W=78OMyl^>VDY#gm-lPWa|ORp>mDV*3vkP#Z5K)cZ&72)3M2R1lCOH
zIDy2qu=v+E>ZdxDv=uW8c^|pII_7L-tZGgJJ0Bty(%_RWnKd=f+c@@E*<kqgz;<4O
z9V$0VR4LG22jre!WbRtJo5QiW7#xFapo!sf+{QsxA&?)8NwbHu$IA8E^hzl?Jt{D=
zhG&CQDVVuP6C#C42m<?S<SHDEpzib{LH_d!SVbSQN0;Wj3vB>FaaEy_@zHP0&_(-z
z<C^lB-5prD-(F(WdhFnpU9ZA+l;=9lP&3ug%4l5M+i}wcPDJ#>if7G3$?rt6zAC-9
zWP*YX!1+Bct7B-c(-P>hDOlYoiDU19Jj=`innq%xc7jwJZa+Q@e&g%lcV=CrfN_pm
zHq^QUO)qdy0t-ofO|#yvDO!Q+hz{1sfS6*TF5t=ai<gs`SbA)aH10g%)m~#DSXB+I
zlh?EWyEt{>WR`JxnVD0{Oy-4{?laGN!5E!<B0Mo3F|lj!Mpa-x7&Pu<M<{UGzRFW-
z5}|>F%%zTMlCsa)C}b7TRt&GUbos73d~LW?ex-D#{gHOkh3@qgiJXaUR|wpQoLbn2
zYa0}@`2wE<g}7B{!RJ{lJ8v-cHeJ2b%1qtR)YRf;eXF(CdPVGI!18au530|Wj*c9&
zIJ%}FYPtY(=XCfD&>i|m_3vMq&1_Sutz_*u6asx(HKM*beC^JGad@P;^u*0s!dmfM
zy`vB6;*@#%;&sU?-K<P1@mJuk9mF8^eCk2?16BWjU*u7if!pc3X3gUbS}&1<h8pSh
z>_Ug!`1V3eE2@-IgQ=#U*mCpO(kpS{d8h`bO8;z|s?#7*AqJL%9#>U;Gmltto4uxi
zB9zeeO52>Cl^(0vg#@6$Mws=P=ybS|PEO2t2}Czi&daS&()Cw$k+(0kMfIB}iOXPc
zK+#VPj!Z{}Iy;}~H?CLPpSdvY6YAnIkO%E=BDSu~*NVpE@jA;0pj|bo>NLS7LP4{A
z#P_+8zXHbA1B|MpM=D|;P?$?uGfTl4%KjvSMeSm+u<<OTzQiFC(>xXu`=gC@JNRzh
zO;FN^vcnr!&-%7lD|@Uwmab<PMVFd-A*M>v=R;IS=h{wgVyuG2(2+;YYRav+yKgK@
zY8VUAM1;6s@=<k|>dU-4b-CTciQ;@g2Ft<0ZFHFAQw}k+j7jvIVHo+*UV~b-m}75c
zmX6)j=>jXe($leJAOr+o3U<hm4yGC+)=l0{6*udWs#cp5eS4ps=u?Bf_|0Z*;akL>
zTTGK<PUtEG2P-{A8#KslDiWDlAtuBOxTsSdbjSgk#R2@0z(#Y~IQ14J*hs=QYR=?z
z8Y{b-rqNq0aptM#v1a|ZzAmj?gY*kBslbp1pZAMG;|ps8*Owo<ck)|LRZgW-N_;wm
zk-}%30?p5|`qOaAy+T__`q$9&TXGX9-QaNH=?<1|$6@&F<L3cBb#X<Y8@D$6Pn$}_
z%tLl1^kAhzHumXLT5PCCU`Oojw|?=%2HiN$MRjZM0FbL%e4JV9nV>3l(Zx<PC);W#
zkPfy;S*^ju<9U<TKES-BLmlp*KiKrso0&NBQS@+wdtZTwNUY|?ZdV*Z78cJ)Q(K2;
z=ZkupN~*#nzGQayYdE2fr#Mh%n_Vi^_Iz>jbdo}rgcqqwrd1wg8W_>ft~R)z3#^Bf
z9&<v-<EEqw%&h!yu;|^sgtrOZz&N~UF^kmh@Ca%f`$_>Q0wIHKYU}MPNzj-v9R>89
z`RsW0^WdG)<gEnVq>k^81Jk|2F<^5`=#-4mPmQ3MrBlY+1WQ4n^~^HGa53s$K<At{
z$>h747u3)P1;$R%#ZlydI-_U;CKJXOq_JXhA08R(ng&m$9eLDxn}Qca@?S38o~cIA
zo$RY5)E3hrVGbMnfTUmgppAiu@Lyh@P5hxV@?yi3Aeg~twnc;w8G%fVnJ6eqlR~L1
zFa%+A(y~4Nk+@!o>8w!3-FUgJsoVgOzPL7;Gl|$Pw;5E`RM=ykYIJn>zn!5rQc@**
z61TkyX%oQ~DN#+0_W>(b669GiF}a>JWB1%rap(!42(#KN@puoREzs1DwcH6D%T5s~
zz2YGnz&VpNZNq95^?!98NdO6wr1SHL$amFK-)$!x3#VAXH;?$f{#}O2-LU{bK2dL(
z!yTW<Qdlh1uIvgx!SJBe)6hc)$eAIZCpw=Uck6$6DX=%xmOVPLwvbtUG;!?x{>iZF
zApGB{e4Jhw;2C=TaA6=p)nZDs$gVspDjjZ*gWwbr20V~Qw;-r<#doj+MNkJ&|K4{Q
zc5mD`y;y=h!9Us6U+@&z8|l;QMd-^GZv(PP9D!ffe=RD*I;7rM*wj;oPl9bTjF_Iq
zW=`+{(&HLjUc_Eo>*MU3o8qgojgx0GNrX{g3YNx{C&1FM!40P7o7>qB9#id%pT3=+
zsFai}&_6<<sab+s@aXisuyvZMu02Y>c23G-dvTUJbNpz^tny*M@9g&hWuwfTSB*A~
z@Flj5RJK)fY~<&OUti&At57Y=Jc@&Rh-o*1W9t{Qd2Y8c&sUpO?lrb3(uJFIBRHLJ
zypa~k(Rq=HyBUpB5(AGf=2tFc%<>mqT)Vl&itSla2TPvBln>PRGsI<IB(`%c#p`lr
zG4srx_O)`#F$k;?YD=opP!%-O$;VX>=Ez6yQ8X6{f-`b|@?I4eerC8*h*9svxVEmp
zJChI+-PCSpE<I^mWkf;VD~%!ob#l@*J0zA#(lWRq(iNWvQ?=y}+DgKVGV}xP5;aIf
zEF{jTrk_dK2S6cEs2ua@8yaiOd^Wy0WA)u!f)-e}l)uZu;)eX&C2L^vXd!5XMXPDs
zd#)>kckB?5dpzJ%>N=1oQBcTi%NdhaAVy@Ej?UGJ7C}@D7o!QV-9D@wUMKh68~5$U
zs)LhIG<`g^=JpD(nVrMJc=Y-H3UfiJKxFviid`PmL1Z->g%{|g7t2)LbG$e0-JVHy
z%n!A!@Y`ItL0VO7OlLuqC>>{W(#bH!%>7a{Ln+9uc~C$xLgwebtt{}>3w;aSLF;+M
zbYEU!>l4j49V;W)!gQwLu0tTG-=g=uc^BLA@^lzcsos54$KPAvLAe>;%5afMHH9ax
zgj<@1`y|0q!OyICT7UU{h8-OddVM-eXvRt<ZK$htCyP-|B9_)2+|AlU`cr)Wap#N2
z2j}E_d&s+gVGq&C^Sk1<S<(<GVtL^p{NJX`6U`Wdese{~eK5h`8*llyO0XdfSCh)Z
z;U(G_j%bisTN-GoZ>}?7vzFHuMtKw2t+?l4GaEu4g`-H#!&j@bu7OPbfhV7A`HGA}
zYM<+SPeJ+jesx*tn6*gXO8a>q@WN)dJZOI9+y04%5xB|?J1&q0?7s)PO9Ro}WA>hI
z6{VpsY~PP;HTc*jt+(_YpT`pcutiXc;x=fi2705GDa^IL9{{&;?)X|F>zW=|ugA9N
z01l<wAZXU_@XAgo-A9O!FWFZA@6pNo6P-V?{~aC4Q2ZvUpxC7=TYXja@IK&&qAib)
z%(5q~hkVH;pP9c<(ir)DSTBVl%DGZInSB7<Yp#FdE|)Z19;wwRC)9W<G||@m%<)jr
z;Rksan;hzC2w-`ynh}Tum1lAnx}IVyN{28{U$aJFQD`4~G&1+Dc(I_t_dt7JDW5y<
zUc4WBe?Og{R|qH$J(IxQv}nEth`r{X?!5p1&mUiZEh(ROy&Z0W?Av)81PrX28rld?
zta@ne)+2ax;2Vk316}gnt6;?icz?f9nCL9Jr*-9yj~m9`rrIZTsdl+eXo}^0;?8N}
z2ly-=U7qMqHdT1kr`ANQavHSrb3pz-4zv&WXj}D;|5L;~OrnwyYqAEhN+!$hC%G{&
z{{x3qf~L^Jx=}d9-=?s?*eeY;*_v#m)+yKo^|)sM8~It=eJXfY@^0&;UG<jP`tjl<
zb6E&7Xe=E`HSKuf(Xw7lSz4hs+@96gs^IE=PX=1cM4mS}PzoVq@Ue?!U?U;8Gz6lE
zrrW?51m!iMV%DA8MFRI)Z&mi}GG2EIk1ng3;fabdZiQ-#^Y{u`lyH)M*R~tqOYuCA
z`-Yov=2-Ev@ulheX&4~s#ZtK0PL7UDg&Q$~GwY%@vy}`@Svkfqh1%Ty9+%TL<STR=
zkIC`GLdhUiRWsBkVqp!=>glviICoz;B>5qM1jBM&njpa%kH*hye`HO2T$a_I`XWHr
z*foOY<nZ|CVoiB$SY|{EH2fq-`zl2B7#@;V=DrzcgoKrQH4d&??_{0u#-`)a62+T1
zD^c4Do_b>WD`6eLj+Yv$rU)rP5zl%jTxdmMo6a`fydz#!uXG~7zQ?V_X}BjgxDL{Z
z@$BDwLGf&TY4<$X)cqZEur#hz14^oTN;ANyuJ~PB2KKMy_kJHQ@w^NX`E-bC{i1aN
zQfPB~?<~Ea?w1dwRhn~FEhNQtL?Yccs}MRK11Qn-pz1-?g>vw48G^!gtBA0Rr?RWc
zA^IcFu^!PrgLLb>?#n8emO08QrKyRZ-*6#)0Zb0tlGdW^K4K|E59JLa+5#kgVb!%K
za@Xk$6;WYhmxp-~+b{xD_uRWg@nw#MqKkYGD!9&d?=ebi!{+Ba!E~BmB!{i_#db|5
zLk!vdq>S+VEn6RK?C}_?;ooP!qrE;o*74-UxX{Y=Z;3DUFw{p)cGebPn_bC8q}lea
zroGI#AA`)KSMtrHE>aL4#8{H`o~-v9Mw7Wqbo4xSitAIoAApQ`F~5x)nrl)Ps!x<J
zXjVj_-IhWSU#x3NMVH^Nx5Ii@B3PDYr>K&b(~RsAuZ3eqivu7%7l2J5VK}BQOaf%M
zz8sxN_gwSypOyKwJb~D<blOQLp?>E{Tia%aa8Qu0vco<=qlTCu&&s6k`3;)Q^Lz9o
zzBT4kZQ-z+z;GGCIPz_h7p{<AYCgN$$EcIp9kx~!TxU{Y+1S}%)!S2hUMUpYBh`s<
zv8XELYN}ByYBT6XRv%+5rPZ{d!{hPwb#M4W{H&tKxfWp1aJ@sD;%l&;-%hJK!W2v{
zK_bHaS5(5qHW16owh38XRJ}^TXy1Q+mY+N+aEkhTT4S0#A3mXtCOHSdQ8nCE8xNfO
zyu|m*6KQu2^m!f5T~W&ZxuT5UJAb6<a`|&qPjeCfK0y2{eK>7oh9~ycd-%Vb3Uw%0
zogVq@cD#4qg_|KX9KO`CF|ZeowDEd13g!k;HR=i)d?)Vw+pSRRb{WH<*<!D07YXOH
znqx4mjvHQzzPG;6Th5v!*|e4T1OWRN9E@R$ZE^KV)zPsU<8Ru?)v##v9H<T@jdJau
za4;K4p{y#M5c+Wke<sDT+^jV?48h!9mz9S2IwcIh-SR-*golY)42sCPc$&(7n?7mf
zx~i+863b?kJI^7ti-87dz?yV&Frt2CK&7Oa<sy`)Hk|#oD5zuy_^{k~lRzfQro*_=
zEK(R#_&z{B87R~|U{NHGwkyo_&UmQQuO6B$bU&_{2kkn8Z8}-aSdS)4JOxiA=xp4g
zE4(Q^o-yYHLy2a=zAu>2I$sSY`57xr;vmS~?=>TWEX6fjf(C}$OLgI|OX!-ZhGVP8
zQs|hP6Iq(uPutWR4K7TZFRDzqzND9pYD7MwcWpmB-(=&}BTY_Ou*J%g4QV<|EJ=Z0
z=N7AN!kx>?7dC=dywY2*d6{9DLqzqS;A8rc4=RyGW;Q_KUT;C#xEUB>YKkzQop-Dj
z$hx7flH6KKDM`yc8e43JV71R+BIL0UU4I~%X+<Zpt`y=SD^;=P6X+ME&@~!7hG-MY
zX~_*VvCiDdk%>(0%3M)cc97=AR(S0h9M_^i?e1fU1yt)9OsXP-<k2XozTWZf+!i|O
z$zwqn`up<8(;#KJeSpWTotaj3r<F%<K5H3lMWb<+GAek>3*cQUQ)tur^Tj_m+<1{Q
zVe_C8Y(0m~M@Q{0^ksE)$A+4DQl`zl$tc6Og^qas&`EMHd@wJvviOuKf=0ft4v%Kc
zK75)W7af$eAnoc!+=Ff=ifn?Mu={|4&>wA#g#vpoH=WE}=FBXi_5mFmnuFozU+OP4
z3{is<!*?ZTv6!{Z6E%zRwc|m^^@VL>`9gyIRqY-zqax1`R?IjbloR}d?4&9f)c~#y
z1WjTyclH4`k693JN^5IJM#Gg}i!%)U%U3ZGgCYXPt|}9D5-q^94_HD%I%95pri;7V
zwaX#$+mma7PX~;3zMb8b6_qC%ok@U=o-dCkyr4tmqvpVZ<9K4}TYM<LC9J9l)Q-a6
zu7dtbNS|WkotfBlxFe&+yRs)beFufSH9Yln>M|<n>xRubzZqhwQj@9z;%>h0P|jo^
z&H50nZyylt*eg`SaoF@@=;WYKP-}BEI!j^e@mgAos`xl>ibL0{RxqUalr6Rh;eh5Y
z+42n1S2yzUVU!SYMp`z}b{C?bapyKyL;O!4N00Kwz`9m30rYkK6$w+P3zvy{47bIv
zXlV95JB>$trmqk5c#e2b2|UH?CO*(rJ?GYYe;<(Wk8Dk^r9eRAtM~AKGaa1w7fMjd
z)7E9;EnAjJvTL!17jvi_DQu>0sY6^qr_Il!BcxIX<k~41*3$^NldEVSikaFXgQU4-
z-#fV;y;>@}<1Q7w6`m6||E{LrWXxagBDG?*<Xum{1jZi8_he+%wh@F_P+&`*z|GKg
z#=LT((^%-S;XrtLOW8X3Vf{!6<%kGJ<9rS$7<H;sQy~T-3x!B~5F<r9KDOHYp{sM;
zu40FMn@<E6=~j4Rv&1q*f^ydg0jT;Z5>m0riBVhUR7X|kng~$SyEUEqh?@+b++~9c
zWfqxfnuF(eox|%1t{XQ)JuGg5)NgLdy8MK53+#0hFjF@TD>vju?P+>M)%P{@5gK<i
z76vL!sZPRFVUU%@X>``R2h|_3iE#1E*16<YVY!(-JFSig5&8DXgjVSM&3<cv3&h)m
z^1xA+kwnN!`-18$LR8s-496qSa|L8P4P@mPo%nTg!rAG6#k%l}dMUnb8M-qwQ|`&8
z)6T|DLOcVHSX}WzC=HZ)VXS>S;dDVkGc_tnK5E&}<Oum+qQn)1Dh#!EB^kZ>i&=I*
zH*M;1ECO9;Drt;nq`h3g=x#z+gwI6w+KvG$jPdc+e#B@!T%T-jaec7TtToh6E{CKL
zlaI?d{sN621?oAgFwsLjwSThIqLn2y4K-VDF%YedObmHIQP2MKj?l`E;Z}cAcu8X8
z^vRH`Pzgy8Zmq{RE>6TQ+x->A$Wm3L00JZAM~&;`mJgfoEb87lFya0q#s5`>06a0T
zE;TyxT-DeI2rhNvYBdbjXO<(k6n(|;78@{**__|*G|k04(cL$vut@w0KV|DXTHa3C
zUhap--)ziwT!J6C4i|rS@bQ1WBxNs9w-X8t=y`0OwE#Kme|IU%j3iqywafMai0p2@
zPD-Zz`)f@QXCU$i@oy>56QYX+E8>pKMC}8(el?fPuY#=bIY{kWQictok4X6?^F^Pn
zesjd^KRs+7JqpHV{;?W#H~zUq*d^K;CBXoJlmlb)kOSfqmH8VDU|XT$aD`s5%jW3O
zRYVcrH^&@4AZP)|0yKOQibbpb)Feq2p_F>w16V~JXdm#=39H`p(Kq{UmaY>jB-NNA
zvsn@yd=UOWQ$7ZMlcF&4g&1)!fLWAhQc}_B(8Jj3z|~|*whS6MIRCo3SawJ6_QB3l
zwB-Wwc-Bl!^7(PkorEf>ceZ6^y6@Ajr@BW<ee=<`a<I;)Ww|@N_h@9qK0xf-BA9jl
zps<+sM%MH_T=RnszlRA$4RZ_3Amna_bA##HipRa5O?MLn9Xp~kcXmPBS$ZCkZ~fdN
z-x<7!A$A<)d^2$jtdkpjNvjd0e_;ih#t?gxggV(kBR8tDr98~9#@VO}_LC<*A>dPF
z{=E9#a^&0b-&l@R|AgcgQs~7AzA$HY@m$?Lp!xG3jvurmh0*bEe&ZDxd0*jg6(__i
ze9JxN)u9KheL%)GeztSIu*{nMacEfgz6jf4eJS90=RIY=ALkOHhh|@g3kfo>F!OB;
z7XnB0qodeg1^qbL@6!Am59Y(B@(<vDb>@kg4pP;><{m?aJ+d}`j548}E({XW>$1i7
znHLO}hmwWOM1i6NI6AkmDcvm$(cBV`>nFU3$6MygTrORlAFb|O$QD52g}Ue3BqHN$
zk<iWgYt_;SU)-&Mg`oAMdPWn-$$HT#Pe8)E4^=T{pe?^l)gi9mdK!|<GSPnR8z4Xk
z5&@gbTr7oL+<3W0)ruhQ>SH-H!#36NY|&rMg18$oKjOA23eZ;ZJe9c%kENl-omF}6
z=7v+CvW2S;(-JAnp?$zG$R<VyswoEQKk{3-2AL92kO+2tsddb-bEE*A*f5x`X(?!c
zF*MVKcof(A5WUa3d7kQZQ^Bo^UL=}0S4qmEV>Uuy=y{yp(IW|c3?;66C+ln@#4Q0V
z_k)icEJWmbT-&Nd$ldaLZ~AfUf$Fs;Ke}L@fo6qA<4VoK!{Tgi7LO`r*><;HD0TE!
z#EBw-n9AGPN1ZHbQ89T4PNz+5Y4Pw{V^4rL@4eqP`I9vLL8s$<K!bYMvMIU9R$wji
z-BHaO1Nxa_r3FV0v1$l9LXylTi^Mt`K|Pl}Te=h|KYN+-DrO&0^HnXl&iy27)qB(F
z@IAajD<sbRms;;acuel<#kCIp<gJKn9GF)={kR{<vsyJ@)rYLsUV=YeW$ohF`;hR8
z8~&cVW3|Yl>uUsU@1*oZqsLC=?0FX|G3O5tt*W=PApXRHF>RthQa+v4>vEH=*))S*
zh9_R(Pz441@~UNJ5R9eHeZa($OO4GT9I3d*BhWuJL~Bg;%-D2VbkG1sr*&=pyV&*s
zM<cB;Ns*zUO2>V`Q<D@Z($FNu_1gMlf;s}%4rk(DWprF<Sr%p1kFe|-df_pUsA%Q_
z)-9~TG$^lC=Lx(!=!koT-ZR&V$mff+GqPVSx(LT$H9H-tIykbvJ&YCO)@%S;nRR>Y
zKH&ZROhKYT@yIRowFXPW;OUZhwnYjQ1$FvSS}r=^3Dj*?&*%2!ka24nZQiJ5fnKD-
z&0XoWqJcr=3aCegLx6c-k%C$?qMz-M82@yAK>H3~!kvFLVGiE=-@Oe0(CByuLIC_q
zj-1xVZ3m(heTA!iKMF8#Ia5l1=NfPCmk0QE)a|2sfdhByWNHcIK=iITSyduzme&B#
zp#!l0y7)eFz%Z?8Xe|p==0E~Tnac=38-jKE@B0Jc^u>iX-B5CE`L2#-J2LXRN4NrX
z-7Tuczw+FCh4#h;C!(`t(Way}7U{pd$T*o=@oR~mVv$#zwJT&n;1V{g!0lG)sUh^T
zk)>X;Ngf*?L{D^xFK_CQxm>&8RbVvR)P7cTAzgcrMBeaQ_V@k{&mUs?YJRxqi-aey
z6hpO13zJWwsd^n?)!MxdK^q5RvpH*da79HUJpIOsW9k`<+XB_^=)F?#T(U(>x?AKv
z;2m}ze{<X0V^2spwQ(2jfr!eP(i8@&vm?o-Chou)1PaudJeLV{&Mwkym_&OMVFWfe
zH_6EcmN5K`{fg_g8d_P8y-u?BK3S;qRco<>^<XmRI>rHmHdUW(hRA0Pz+yatFqYf7
zdv=ZnLf86b+i%k|CthXL@<!LjlcTFg{UClIGj2GPSbpAWn59&WL(@WgZz}PUTR}s3
zxvBYYYtCX;o!ARZC5ftG+*o3OY5QIk*9Go@w3eGl^K}@n_(zQ|S0E@*G?J|gi*y<X
z>xY_*H5R^5ZlDaskOp(AcgE7PlR`bwS-?h0gNZp_l>=Hx0__9lcpkF$n)o+bI($`C
z+E(KabAv07zb#LLyi6Xb@72_PENtP?w2bhBp$z*7e0JWLP`psK+sjnXSm21V9T6<G
zG#!TM@bj|Ck(H^?ak7U%v;yoo9SX5|>zWm9dQQw0aj2LQW~WMNv=siVm;7KW24#=!
zFFF4FX39#(J@J7l{n&EH4RLTnhKaQszL(q8E^XQbbF&{I0Ml3*@DHiEpt5n;MmC!V
z9z)`U4~~TntGo?zEbSPKbxo91NZeMNaQLnca%p~0yG^n7d67G2DLACL&EF7A;?9D4
z^gLZk;msyp|IynSD#=axZ2^P8IW5LD!>|Gyz>Xj>BIW8U5AOhFZ<o^}JmbIo>(T!4
z?x8E+j-~(URRf7$Z~t9kg6g@7m_6g6Ui=6PIO;oida5UR(Lu86!tSm6fP*Gzxwe5S
z2>|dz;?UnKLKtXs#1?<&Jp7}c?C0=N_V|WA?5ODiu-_iw!y((5%=QevPN3v76<l(l
z`LsFj3_9^gQLu_r@@_cb%s-us2P%A8JepZAY;i-imbx83BkHXaLQylWYKGy@B9F%r
z?_+6}p;bm!W=^QU-a47ao*`P~a~1EY1OZm^KA?Qat*kVoJdxSur-@^%J#P!^e8VZJ
zUC-`HRbMsXTW{eSD>t}lJcAarTzrM5@rGmp=lg1oe1MDEtw^6DPTt2V@3W5vA_~Rf
z50L*|OQD6EDA;xxrj1GbcTLEyh8FGvzIW_x6PFrP+y}r80CTgGDzfq4RSn}K51<%%
z0GOMa#LD}3^!&%LFsad8SS~5rxirgz_Tu=b%nlCt@!!uCbL`ZFHPEa&Non|d&3>Ql
z11$K2?25Wcg*ly+OT5kBeERbKa`oB0yNznIA#IflJ5nJhuqvq;gISBk8;_Wj&^jf|
zHD2tE0~JmVRvg%6e!=s}p2GrD9;^+3d|0Xu1%I}5MDCM(mcsc@_Mm^H13mlZK>NHO
zgVzWjW7;Gw%x4FGL+>dSOEo^d{`vs?f2ar{94oc~{6Mc=%?5{S>m^sj40ChO+QY$X
zGwap^3Il9`?C@tibB_*m_gV4BMH;MdU^Y3D6*sp5svq+YKU)e6oz~w?@4AddjT8<S
z9ezMyi{Og#MP<>9Q;W-fYZ6syqr=B_ZrXPhB6F4oex5qneqwT94vQCA47Sb1TQ!(-
zI`yi8HNWtPgm07zNjwJXUD9$SoR3b=!wU|o>Pk!Livr(3;9$SwarG{QEVV(h8AuWx
z9ejKH_2U^yxie|eQ7d;Jjo0Ke##RtOb@Q#L@fki~{OSY*hm}v``>H98p^L2iNZhzf
z<90@d_h#)6%h$GlT&>mFs?vP<>*=reo>nck@A(~{KX1(MUGU{!g^C{PD1UCMw%T+@
z?>y5P7ol{%$V4R&){$M*-(79BYkM8z?jmLV&CUM@UFLs{Ab|f#BgonHE_Klf?1MJ8
zz|XPeBQM!D@aR!6YD_+QOPeazy~_W@i=OAMo$BCW#{!S8pukQ9KMJh}kMD^^%tX@-
z;mb>-D+F^AwJ#j}EI`>HhTuEcY>ROU9yeS!wV(k{=Jhva4q#iC?0P^8x`q?|_tOi;
z7W>LaU-o*^Ns7^Xjh2#5)IBqQivK>q);)T95BO|7vXJGetI=5&;TGx#a%!&;I|{af
zoR3kU*XV-x5*BgRR1aH@N#xZV{v_&g58m`m`63}RA(Awj6@yEhr;#gQ%iovzIKWc^
z&9C04hGZF8%kV%agPP=yBlnbyg8Ue27B`pa{lHmU3E%vem$8kd)!#jKJKx~CFqw)g
zMWE?}WIPZ!hE7AHFHGv8r)nERXalJ>zGP1ttl+Mwvy>bbH`azGz{<^Vauu95##xU>
zi7JS+Ol)Nb>9SW?;)RS}GcT=Xs8;aYrdS{tG6|9z!WTAAWDf2Y@<P(4a4o?86yB@u
z!fvX&O*9c@=U9I$R~ATzi4SaN?Q9@uB(a2N9i(q(4EQp=j=@!jf^1GLR%!rGhp*P9
z=Ohe-WyvOqB)%BUger><Cdc)wXF5IT)DqL~74{ayfTS|P2504$jRNX$<ITXGjfz=M
z%$eR-;lIKZL(1&p^e?q_@Wd4h)hG`|F=`B!C~!2#j0u(2!e-G7IY8^JgbszGwYXlp
zgrfFE&*SI7t$n7))fto`dwj{nAlEaNMcg<amAPlP_VtM;I@h^Q0&3ohLy~o58nv4^
zvg1|kh0-3(B^K(+CtmQ2ruoc4Yai=~cVB+s?d4%WDZ#VHywD7d^GiXd_R%Yw)01mz
z1^ydKi@F?j^LuQXvtPb84Q#{7YIX;ya&Sqq18e$<F0+auvI45aRL5LlW0|^MIBq-$
z2qXuZS|sj1>b-KAf$_Rb-v_MqXqoIOq&(1(VP0Uni5vE^EZNqti)O<T1v91{zG+>0
zbzQK=3x5;=&0hwY25rz(Cm!U#<nU*EA9sDwFv)hxRcu|ha%yl>VdrFa(}YenAQo}R
zFegryT6~v~k*|&2T$t6!?E-U6={E~;$JK_*jRb4ZbKp~L{;Jmd0Lkg&@hqh1vr<Qu
zpL@<6kvd;LKu`kRZsdLhA~uN}IFu9Iu*n=BoIp}GOUHC;MIz9<tUVh|{s1A8TckJU
z@IL^0ze`=7rrKEcWv$-jh+oGZuRWiRK&}S+xn8;W9Y;Qdk-0l8*7rl4NU!a;e_e(`
z*H4OmB4jO{6C7u#*#<79`JwrnFH<#IYV-^4y!+rG{3zl7QsVjQ%Vjg|Kf*QgWB-id
zD3yE}E87K_MIWf}+21`zjc3(uxli|SqCkA3ZM{8%HaA>pc4~3OFD;6%OUsUIG{<%R
zgSi<_epsAGm}xLpuKC1`BkR)0yI%r?bkM`c?jc?uU<crT)JB=rcZ6JK271uBZ6fgk
zsO4y`Ff0;<E{8<paJV$OY1rf1xQ@>Z;s=e<J(#b$Pn$xe+d-K_t$vmZI>`v9G%PY$
zA+My!<aFljh9G2Ex)E`~A!m}z4X$`k-is_CaQq&BdE3vkVxf^5-DeIL)bqyGbK|f5
z4&To{3Z3*HJk=;9WaXDFtjgBOOJry6)<zYHC3FS_`o111R=<I#0b?tzMKG3<Gepy&
zG@KV#9z!#^TYLET5@OtarteFoRmDaltG>1i5YIZlQ4-!?Y&<fyP>OJ_%SY2yJMsru
zoNNwF5JQc^vHYzMy~3PYz!rA)Fa%wE41>o@L*GqSMu;lEwtIa;$)Vo0z*2-|Pc&zG
zVzmsf;)kWR{J%HtP<Yr`Yc*1VDpTq>PYXB`u9dFWcAGtbG>R<)_xEHAt0UHzu7^vn
z|MX17r&+b-Vr3KGrDo_U5ceY(0tglJy)p}D<gF;Kqer8)tU3WE5fqbAF9zS^y@Za+
za6So1Cm2RXq(#5~oYFo((c+ypa8_LQ5~e@FKOHIp%iNnzC`?z_Qs7!Gm}p(RDy2GR
zK&DAb>Z&+d=;yA>Q~uF0g|5J09Hb4509iR;Lur01ewl-NhN;gHdB3u)BavUeQ+-jJ
zh*e-x!Ra&D2~cxB*pgH@n0FUecXKO3KsHaV&Q+=JwI$TY5<=Irhvm2-X0{*KbZDHx
zu0e};pS_tny$fy)53cL0R%0u%#{-w*+2#vxvy&-pzLeG%(FKNAza4O{V-G(Y(17Ka
z42{bddkaRWxK^pivNU}g3=K`(g#^jSm@s(a5A#UxzGDxi;+ws_MPF82>{Ve9&k$q@
z)j-oWOA?H(_qYxvQm47NB_$b>YR^pqfZ9Y6NJ`@u*?pB@F;b^lV4EsAGBL1~ag+0{
z);P<gLN&MiK~W=AqwE3FPoe0zkuW2D*~X_WkU{}Tr3uyETejCL@IBi@32d^{DmWse
z+UyeJYiTAnHq-``2*D(cFE{w7_Lk6}PUz?~xcN=Inr{`dzC=Ie80Q`c7ChCyNvGvx
zD^*lqf8>5P>3sFm>0mLfA>o<b9UGajP)HbP<qgVkF!kxPo+|Z1V7V_}w!6miy1EE2
zzZJD+G7dabj_BSTgG5Fib{$*~NtvrA48+Up&qouz55w6n=4+9KP1!25@84EsdZ0@e
zav2oBlMU^=&b88z2^b_YR2Cw~UWB96`<fp8*7ufj3$c9Wf%_>otZ`f+23Ib%DIXP;
zM{S-&i4;bRQhL@C&V4y@o-ll}jhuZpHjrwy1(nvUc_1x&F2(E@K<Mu>g*QG@lzH2~
zXpD2UQD*jf`|je@(s13q8%YN=ab?2GpZ{t>WY2%C@`>orsTQy7%+rsk_4ttuT6R_O
zO%4mU<4OAW?vMYQtSLNS>GE`Yv5b;ueeMcnPM?k{zFXh4jg<+bsn(^tHCuJuyz<<a
z=qv0i^mWEV{zss@tuGonLovPZHY60rAcq6RawE9e0MBdEv`p&-OMQgr)kPKSU02U~
zH#7>?NT*?6VDq^;wKz)0E%YB0b@SBf&hg{VZ>4ZLvIZ#fwK2J`5o0ihRpVQnOkmS&
z6f2VxpKm*!az<Hq>8XZImz+|$_XX-ep27x!7OSzeHm*Fx6%g`RX;~6f8WunJ%5SI`
z;V)9upTka{sq`X2a4I0{ZLernboBDN^pNDk-%y5K>E6N##Jf$5*RHoXs8>4OY#g&w
zjOCb)f@bci0LO;rHI_5XANMVIqm-iRdNt(hTywe&jcTgck(%#FnL8Qw(jK!kSx8mu
z_X9T9s%mB1RVKC_6ml=uLMwBoWGDNv9ril1=VKsVMaa~LkGpP$%LW|NcQ=*-&uZW5
zk*gpr(R$5V1Ghqxn|;E4U2<!5j68?3#R|)Px8+2&5^qmdKp6MQTg5_7ftJmYJ|_0T
z@TX~!u$|Kb>bn|d*{%c-iKRZuq`XY>%Br%s$^EDhvte@#X}C#W7TgVR;C==Vq;eH=
zBY=|2pFT+(+Y=CmtJqfxF6U>{FI42y#TW@ExV%#ysCOX3+fEs2%n$`nQBAqxex5!N
zQQoxIF1G9AUZ!SN$hs=iKjj3k3KAYyJ!WW8`O?}eits8y-L#{Tn|Q_cyHeWaVP)hz
z7cX&V<1>q<B_a~O)lQhn&d1Mvj`s|gRcu)<?{z*|&~?$$d@G?40|Hu^Bt=>m^$^P@
zww%rwRG*sMj6~&h4{WG8B;;}9k_d~kQ?*mY8^`b(Rh;Xfev$4Hy__2=?O)J?b?c7{
zYQ;$m<alA_?psk1V2f69U3e{={6oV$Lm=6y{$@q#<z}1P>G?%M8l+6ycxu0y!^UE^
z+~F|lT6;Um)H3x39v7!vMIB1Aa7d6`{5;!ulXE>2Oj5vVcXK}$R$M)a7tV6-qI#nD
z@TUTwQ+D6gb>sqzwtVk;NPGp{COWu>BC6#d)^)~{HJH`L+V~`6CKS1_<S%(ayxwtE
zu;Pow@#4@6-_sTxH1HYvt_e)GY<@HyOp=ue14#|wbi(3ya?Kxg+G$+9oN}G}e&&Zs
z(izT|x)(9rF9&S|QVlZU*`|iH#_r{2U9IS{!35Ab)#}u<Zp89;F?aq@uKoxh;riwO
zFvTc_4(<akvu&uk{SKaZ?{59@^+$Y!Z~mykJ)dm;=<)p|X5;pJ(fACY?VpM;uaHjO
zgVo5l;CiMNhv@6(c^2t)rrj)wd3LE!Ts_bT?>t>@V-qf@ItW(Pb!T~NWPR0ED4gK#
zqs{m_)9;Cu-)M)IbCBcCxx{s;6R00oant=uk;M!wg+p^TC%#iMU0ivwSfABh#jISv
zE;aA=5nK`@$t;qZ^9Tz$XQD5@{(KtTQDVCfaQoQI%eB4@aLB*w=mSLX#^Oq8ZC7sO
z$NsY)>g9*f0_IZ;`a*qBxGL1%ce3FMmzSo?FK83OpEU2B-V7K>&9u>f=f-)6Z6@KH
zs~EGE9Up6jU1nWx$7kOx-m9m2)G&+0E#4_DZk;+nt?I|d1kAGD_rZ~Km`E1;*l^tL
zfkxcu;PJVzCk?d9_r&J?K`g3ImZm<19jLH;;*rL-tvVu|VMs64LRmFBIjGYteAOD(
zO~2JD6m0ElwaXI0X?<oq6ZI43hYzp$e|JiMj`siQY@XBj3Z7+;taVg>Xx#9v;-3iG
zscu5Rktw;-z{Po1+E4-KoCfHbTFTSi=hXEJBZS_#9GbQCqBA$b&OjuMl^`j99Tm~P
z?q0N3ULXlh@4esX>b>;Tl>pY~71ViULvEIoAN``EOlQ!xr7Zj`$Zn)~Z_RbFQ{w`}
z*9e8r3j>*HjzJaTsr9JuO(u%p?E_rn&7P|pw}g+-&R8RX#vahvO;lg_Iul!&qkysD
z#_zsht(h8P!z-p<#k+JS^1aCEwI&ZwHo9P=<`dh~z0h0QU2#gV@B&{*6^0KzqB45P
zM>xjUwOF(uSWJWkkD6<+@NL0L>$t^q^>>{y64TE$aw^p<>3d^*@<nz$Sf@raFLGMD
zjJ-YfSYyf{X0;Ou9k8&TJiR;jLw{V$f|$?(Dp)7k)Sf6|%iRnm^fL@>+%{&7N|hC{
zYQy|L%nlu{DyeKVmRvte2X&LVA)bwvLaHPPY<raI(1o$@n|js=3G5LNOmp9;z2s+C
zJj!y(ky{NrCpc(iIXS<jBb62K)1XRUsko$&+PlRYFGalPK$;h+ZpXbmO1v{yYj8Po
z_e@(EoPgaB-QeZAz?tR@w}8w?lc~iUUgQA&+fyQ#WDDOwOKT?7qq)DI{dIq~<X(e+
z8f<?0>b&u~$*-`=NcA_Pkt4mQ40~@+&}t_AEso+)(60!AZWN8A1R^HF0W}%GYXKS}
zs`7_BBsp)*8R<P%HD?X0D6yPFQkLOb_bxvHpG7{mo)6p9hIJ4?>R_E5>3JG0n;Wp4
z+`8AkD3ug?c=oH3V;w(Esd>@m;fifAY`VX#Cq5s%P}E3>PK%mrz8R_s_gpSo-!ZmX
z<g2nvwngW?-pL)tRa5JcO?28^SXCH&N_XsBrbk_H;6MqiJ6xVw{!=!;nH>$|50<Fi
z2zM^yIOMTa^mffKLWa(@@ZNhx`6kXU@(Qh%u$s%+j}NW+_aE`dTeW9DC?t-oUdFzt
z8}-5$IaT7v9SM=uIy*8AtZkEd2FR=LwTHcjY6C5%bv#__XmvN%E1Dtd+wpm&)CDP#
zX^k=HS1f5rsdBDnUr*brsj;eX95rRG5kdeXSew<iRm=iZRe^fGojOxt-;bs^H24so
znN{V=H93**6BElH;4(QxAE)%lOD~owK}3#OOiyRUPO__ve8cR#)4Y-3DNw{77;NL#
zC^luFk-vp<iD<02jt_7O@OJcW)m-ZI+6R!TMC1Zp8io^N)j?7x(>=JKq@bV3O<$iz
zr)}G9yH%jv-!(;z57wfRg#VNs|8rK0BMRKS#M86q+6%9)rf@P9J8X`wop1h5CCE!E
zgE&9y{SbPYZSswR@t>%03tun9W~{t5xGKDtH3s~SE_!+LQN#m9j$X59kJI?DXvCq<
zykCES=R3Q1p?l)JgW_R~Nmpv-7Nc#n`u^u{<PO-(9GqMa|3xj}nd`ge^vQO}DD-kb
zu6Y<IqWw8DZ>-L7P+@bsgjaUtLoff`-~Ua%vd@rNtUQlO*?`!V0P(TO0_PL+{ndu9
za8r<#fBdpU5kxjLL{)IWP!L(aKrv{BbDm6(gz5V<?;@uARU!n!ls8w~Yx9lmE2x3S
zHbrIgH$y69&OEF)+V%^2Sq>6r=QGITARw9embNFQ;kKs}FrR9`JGu%r81L187qFzO
zyt(3MxA)8k!|Scoaw{z;9Z%>HX%q3pRnxiR0wNQ!DCIV1#1Oy$_W=@IEi3z{rL9t_
z<-zQmm79_xyVC4LrlqFz;=?vHSMCh$oa=bK8P=b;$?7O^+!f%DkZjp|E-3mDVZQn)
zN@O!UoJ&Qp!_vA9`#k0`^5eY&fcI+!+#`RCimmwz+Qi?{Mk#JTMSf2HK+1=E`X2%7
z7!ONo^9}!dwDpoX-%G1-F@5+?OeNam2M95={_dMwA~0vUGa5{CH%7Q~t86)QRZ3nR
zy{8x36InRIr*h}Rm_4E}(kguG@bLp$a^WX&)<0}*416Pbz}E)=T$lJ5GW#RpW9;Pf
z){@%9UwAb}KD2xc%>8Nsu<LrJ{ljVH9c`N|g3yd*!V^bkx4~t<{;u8=lmKSJogd>q
z0RR4XU?Mj_l1M56tzUAE*=(Z{{0hj;RVurmecpTL1Lz6$U6=fK?@izWrxKrE&{?g;
z)T6!-{Mq7w{iA|Z$N!g5Pu|{_k4T?P<CwME)5aNF+nmhnG>gW2l@;J+_RS+^uYX7A
zU!VSO3R(LF<&EBSq&Z>s0o&hiEV?uv8g$WAw+R{MuwHH`sj`oMbK{5P$9IC?zCIQQ
z_~h^TLR1wam$(n0ze*%Uo!kc)I{S6LFOSO>0$KbShyD+H?*Z0S)~*fXIO<p#hN=k6
zzz7yVFf^&oNU>0cfzSg&BtRe_gb+G9HVADTloFc47$AWlB?J;6Dor4O7(xpH0qG?4
zUi`N@Bl=$Re*ZcD|Gwv(`3_tc$-eepSy@?ot!Lf)S<iFddLMfEzk6Xh@gG}QRJRwF
zPdHisO+gqEyHQwxlU>d#B~<m`EwVuKcs?74fjOxz536omU^pgQ(1@;0$D79+6x5=$
zPs%wWtjd(Yfzb>Wg@SXbscKj}1v*-mtZTB@)k#f#(jI-k|8!H7z59(Sc6jtWq`Fnl
zl-9_v(W~xvK0Ec|uev4x57tn+2YGXZl>nXgUqhmIMHXPl{7h^v8&?`JU)|zXT|O-F
z)8%M0YOR)!nDgYCbWwPUR!`p!&v{@|k5XVUke&X0?FP3&P4}kMNX@{LWlb%sC<{q;
zq>>-gXUJPmsjd;!btrRZu2P8xKi5t?v%y<<i5uxR<7;H5eIa@TNK_l^i%|jywU3sa
zo8K}xyFN~|iPeX;?!&|QDUH6067eCO7vo3#_kDAHt0>Rju#D5Hqud??w(i!UcbrAy
z;_c=glCR&F{C7G>1h1w480Guhh{dCo#?a;mBZOP40?^+R)JeR}wu`=`s-mN-nGXdr
zKWQ<~H)y@)fU6RZfLLr3Z;{`(;M`#Hg#66Ze%g*Nls`0l+rRy1zx}H?YIhDdDGI!v
zUDuZ{O~TdSiG~KT1pd>HSDZMuG$*RC+k|bIZYw~H3H6PYNgsGH7M!oaBEBqGLPiZx
zRXn-~{9390Mecc&WWUk0mhZ!or@P|o3j(LUYw=#ucQKYY(=cPdyD9m8D5AH1v&VQ9
zJ~>E5x-o6P?UugLMlQ<Rf#kzHn<9GjJnzAs?#>`8*<}zLayEjG#MGDMrA>}|mrOeQ
z+xZC}4v$R4dg+;43RW9>;<6`WC9XbCFN>W`7?;_Q?J!uEuYB%`^>D`yd$uC|zKJBE
z3IuFonmXWp8f*UEsXf7$)<`Ka(a=}O!@n{EWrOk$yX;rZXtPuqe98a;o0Gdzy6j(`
zK|FlJpETs{Q^Nx5iKHm^#lrFlg-*dg=LhM&v^A;XkPl}oaZSSU+|#1qp55y7R*2Am
z+xQgTr7$9Vb3RbDFdx}?xlTDo^vij(X8|KVI&XQv25YZ+YZimtUDT0$aozM0g~-k%
znyL)15ZSO=pVMl-qKSXYgP-U2DTO+q&7de1=g?Yl^`()6$>5-8X0#F*+mugfRnknx
z!054)^5zc_q+~OA%Ah>fwHoZHYUYO}FSv)#c(GaHKljYAx{W0L2O}=Mx}|;*aark=
zQWwJ}Y;QOTJIL{h@?cGp4VyXbv<kZx*jt{-sfa;^<US!C*~XdWTxprZH>w6sU*Q_{
zC^z2MWx^|1WCrLtS}mggF@b(u9-RdWIh%WCUFA_x8@)i#s@77F*->U<Uoq2>wAle$
zne__Xt8AuMhR?yc;Z*4@U)?@8rXyN1cRTi2ibUS2%lY{|&qwXn_+c=4n?|n=!@77m
zW*N?;6cE@cd&`3%5ayx{N;r7^l!h5_SA!gz7^Tc_zI;;74Afp>XHc6I{g#LLUFk@L
zaGp*5c*Q;V<qptg-zIaj@TyiL>H~wXB4WC=w6f!zN}Hfit=cQa(ub1EdUf^-ov5bk
zu3`IZP7?DL3@lW+Stb6e5Qkq8edmW3;2wTC^!)xwIyjViI1fG0W;laq2W3EmS5yPV
zSmXY81&a-l3QvOgU!aUrS^?%R3s^yHt=Y_pzK#?vQL0>13x_+qT<S+o)E5)?i$%Mt
z!!`mQ2#q$)u8xr~)83Tidx|ThYJW196MNFc(X;JmC+O%WLCHJLm2@;UfqT)kz|Cx-
z?v*k;wRvd@aktE5R{c)e7q=e%IoE;rFC0cAn^rZ*d`qTVhjv$)IITy>>lgkA(D?U7
zBG%Z+yv!8)zKoe2>eE;BIAHv<r*ye%lXcqJqq~kj{iMZTrnVx}toMvM(HK4YCp0of
zGz)oO)`Vr14zD(r2R)y9dM?`kL-Fm1!H?bcuS%O-p38+;9mwa8$=n|%Y$49Hlxzx*
zC`0;sjWhTM6FO^5%a1wuN?a(<QmBZ2=B_DwmDJR*zH7o43=uGU{w~l9tXy|+jcoEF
zYS9}%A7few1Pr^(dGSZky#<Z;?|+S>5G|FM0!)4?N&^QifgN)qExu6F&aH;fK?iUM
z=y(LSKtz3*iIzbx0>WIYgQTxLG@L|a+d-Q8<u8h&j?q<49)E5_1zWgLy~x2WG1>it
z2<zPQ`z_{96CN2uVlyiAupLJB1H@#jKzJfsuqPskfKKo=JP#$m;+KEQ5mtDCk~Rsi
zFQjX=?9^K;He{2{O=`<@ui^5AEyLQAX6-WN>wOx}dYaxW_~n^(7QwR#t6t1Fh_s(<
zyx{JJ19t3dtSC@|zI+W5zM%L9;A@?q@*c8IbMA|();(|7UD@R;;HufNCw{~~xJ5Mj
zdB@!%ry6C$DPk&Xyie?&=sUVlqfyhiK?E~>q(jb9|C=G9>G*M=sU3!NCbhLo!WP-M
zs^&4bAA{rcg%p^ZX$&ywb~T`}@oK}(;{3QFwFBvL1@S}vm(?`IFp`lL9<5AV_{!c2
zr}FbJ@^Aq~Ka`cQ59(9a?<Ftyp@MJ<MG=t_i~dv^+A@z8Cf>A0_PXfX@*<i$X{Kw}
z5%yrgvA}*J#ef2<yOX}NA3Zg(5TZpb^}5I>ZmBY}sga+sV6ysC?M8)TrOTd)OWnhz
z>Y$?p;p-LDX9EDmWxk#{JxnM$ckyy2$uld{)I}}W*?;u}*%0h5456S+H2`X%Nw0z~
zLjz$8vZBOHlY4c`#?KqSxsZUckHkrunGMzbpi=XGL32}(5`&hf$L>{2ZPiLUolu~_
z$@DlP%2$-jkgG3>JY1rqSOs>fN#+CbwNFlfL416Cv%en<DncB~<Frm~+6sHIvIt)M
z@Emd=#-EGHj0%pcJOZ<BZE^9}gs9F4&1r@R004PscuiPU`YVi+YTb*8X6b+gzRSA)
zRTiV*dxHuq_ULqbGDO7A*&?@pIGf$Cp1jI5sINrJLWdilSlQ9`xa|3*s=KN`w^hJ~
z<e7-Wo`@CDy>|CiGlM?cPMV3~5m)~>B?a~)f_s>dk)Wmg@f(QzWGtb4Ds-_k=>A(C
zscg5`$1i;>2^<{TeD|D7^_D<=y>(b?WCQIMR{JvY`un2WZkGRTZWcvzZg5h(^Nq$Q
zbK!M^3Z1s58`LGYjPwo=FYB;hvPe(@p^r({12<27ufHH)uaLCJE_oC|N*Z41zt+Yo
z3&*(3ja7AFG9)8?{dAd?Zk+iU^raQQ=A{`E>Nnjr8;Ho}CtcNVmer^Ivq`sbP4zg!
zydhI`$<ll(?M464WznGvCGLeD`lZj|qDdAm`l1T;Gm7rKdaSVIph19uNG628tFA=D
zLMOA9-{G}yh(E&Hg8R6axI2;w;AmD%OADb+blHE&J1DT)7h2rn_M?lhS8(ZM)voIq
z*qKhc$`NdquMw-bmH#b|Qq|!!o&5>U9dif#Bzq<H-zBShvWaLjJ;hp>Il<#dta`Vn
z28ij~zluf55ZO_3s{UsEGAPh0%Ck@V!X)z2%Hh)kRFMOo!V=J`*E1H1DrD|NSD7G#
zRwp`GF#lc5UEdlFsmbv0B_P}9EA~cP^Ds1`pXrh~G&?wVK<EoBymnxE84gcvYnlKW
zG}?DMZZ`J2w>(E0wL82vnhX$B5UIGl==4)|Q<hwm;A*~}_w7h_$UMOO3eWP9jlm=u
zwbHDC{MyH+>vi6O8v!chfoEpfKI(XkTeD9W-o;nfiL=-;0R-gLc{$y^+AUdo+M_h&
zyI-NuGbE^l(0FYV#x)`m$?ucb3hENg@|~KMb-BRKfzBK6YrcH%^;FPAA}f7YB)(@^
zLurb=lHOZJyX8-=ZtTk9=i`-<X`?>})6(87o(4NDx?d;xC9%PR1Fo2iP^%<A0dRZt
z48;i=thvAp4AZDb_8e@w42LSxPh^Uj+ozG(%#JQq)oDNxjZG^U6^Fd#dD6+2Si@^s
z1;j~2Twc*m+);Jzy$yQ*at*tN_KMzAl`jrX&jYfEixELLx({VMyRs09gdT*Rp?Na#
ziXeejLrZ|axBlynO#zkYk&=ML9QW~f?eY8(8*P(zROXuv_@3!U#a>#-7ShF!2crdC
z{06;xCcUS296i;?8k+pc;r7AIfQhsayvfG{y;zjxRG!3Yd?1kRnDdj)y9=B@OT0gL
zUm`ec+<L-b^YOWlEzo|~6e7?REfp=MLvwN1xH0f=&f9<9wKs4i9Uk}YAjkzcXa%AO
z*7_t?<A6%c`9Gfic))=6f!E(v9zFA}30rOZ*hr(TM$U$kb}s+at(sOg(*66#gLfep
zVe0RG0W@#6ZsJ27pZ$yr&wy`P!&F-NfVmh-iv?UPW8leIZU(*RsPbV1`UEMwLfK4E
zuR&4<z&H&rOG&{lcODemoW1_1Yku1SwCw=;|0z;*NH`luk;V+>8JQ|74&63ku8DW=
zzQaT#H`45?ovyV)P+f$*5XI0YAjK;Ke{vF^-a&goI$R=o&0lnxa;>94xr+pTL4v7v
zI9RAIxJ9Iao_*=+c`wOcRi*9<Ddv#RB~4}1I~96@mPP_^d3+{y4Qm`^4aU*NP@J`-
zOtESqJ7;7~y%q+xX;dhk@SoJRjLKLC>zVo_0hrmW%W$y;Hbm^wemRSHboIgD?6`Z?
zfWm^FNUj{49R!F5`_(y{w_w0jSRmP8Nd3I4h|zgSiuo`apCWX`qY34ZG_e4WX=<gw
zWP-UpovT7a{%eU%7n5|s`iF9liC7WQ3veokR@6vQTeYz-P;Aun!_v=lS(SP8k{h{C
z)?{0m%eLA_PSmk+VJbu3wbIbHJZOW%vn|k4R@(hWUk3vT|1%9}RuQJEiB%+#8u*5}
z!eq_@#O3#OmCHu!vNu|N7Am0E$zYTry;g|3+0|E<%Ph$$u$$9$6D{NFm^&6M9;fP+
z73d}3r#G2VWJ17(eu4XzH*_yI287U`yNrhEZ2Z;&(0P?lZL~F>yw^&DB@t0!CpuI>
zEVW?youH($U+_#MIOJmVMuC<+dsBC;7?D4^u{Wi&ehxcB8sOSSk{EZ2`ZWdlpTkpU
zRx^W3E5aCdegiZ&{_2>;w>-IndXsa9BMXp(L?^)iQ+hmtgBg$MrmaB93#ut((L3}r
zYa;8%x;^`6gvO}v7$=qWmme6gh{&jJ&#q~TiFBDN0A70gs}@{BKt3*;a?LFQo&bQj
z-E?YkadAMj?tH2QII2i2Pq7{6IWW@Gc@_xf69cU*Y@qzYW*b82KILS^vb*^b*Q=cH
z&wHlZr58%`pLI~6dB&UkteWMql+69Vz7aW^ywkw!;LReVWbdKyXx3(>d_%C8oMvNp
z2j+Q(FLij>VO~`Gl?6loEl;PyTOMTt!oGx8Q^`qTjW-H7#}H?xHg59HnFl`Mc2`9O
zb<JOIda||VX)bq@K_r79r;q@5xny`xGgFKcu`rZNB#f}0d>#yVLuFohI9`?F8FWc_
zhso-Zxyzz#RjtSSugA$ZUK{6Wde2?W!?Wd&4>SMxs8CYXleHpt-ekv*AL7nFG+@W+
zdA;EcF;@6m_KlB+#4~V)_{*}V-`jmC^l!_@cKUqNwS3_-M}2&$A2i+E_lx^iwmOUF
z3**tU7TKHgiVkC3DS=NMI>->`Uafxg>u>eTKNNo#a&Bx4?8IjK{~ofHb@WZxC42Np
znChKH0jXW2_OBh>cmm&i@&)1*w{EvKrXE3#Oe~^KgLQ-iEI&&EJ=Rp1A4~Z5|4oqd
z!Uat;<Bz$=P9GDJbL(;?>x-|e!#?@S9dgvqSP&nIev;IGYlUig^Wko}r|&-SUm>Tl
z8wl0he0cR81yl|o6#4y4LH+qK;-cQ8g*zw9{ahX}T_h}PYaHc`2oL<i+|kYscHfI}
zl>v&1w>&@aD-65ycjtLnI*Ax|h^E-JuZSaWk#E)LsfnVc2?D+3%IrR^<nhVzX?BgX
z@1{}w)x(gKe3_?KPhU^!Px$3BD2eMKpzg^NIH_A<aaw5xW^QS{7WeFveATBeIUi~H
zHvjwPQJVcX)cZYn+1_N7SJqvRKnP$+ezWQw7HhPBsjeg4dX~4mOt4(9T;?`@aiRk^
z1aV{2N<zNw@QW-IlOYyS4_A773G1I^my&#PwYb0AXQ-K(16;6boC`s9<t>`!GZ8To
zyG4P>cb}jDizAp^M?~kefF6ZxB%r5}>AMnYk(A-5lQDniVbt95=YuEf%=F9|Nd8Ft
zBA0wPoN#NMcJjxslGGwxs_R600Jp$pUh!f%R3SntcaCM<9B{X`Ba-BqY|eBM22%oy
zo0lhJA5=JUY6!lptk7{c4B+cM+Ml`^mp+&-^5)=XTv)x-!}oMtK-}qp>+c4^yT7@?
zEkjX)ARsl&(Iqk+@r9HM?GP#;L;1eY`<I=a{9fnn-Jn6Zk>W?!fOYUuzEVL21KIsk
z>E1Jw<U<b+bblzlZ&yjBC!9D}vDUHh(G48rq16y}uT5!M;Mi7`KveS9cKP<!`5ztg
zzdj~w?@!TgxhO;`G}XE&XD-r@Gc1BRo{<9a7GMaU3=faq__cEG*@!)5lRCm4iC82l
z*YKUG(xmI^cr`+xBNphzZa`mow!><LnYvLzt9iN4KeoEOWrDU&YS%`&gdy^0bmUO6
zsn&fg_jL%5x5Qo0>J&hd{O2i?ty+Z79X05uZ&Cq4-oLDQ58pCUhX`mM{rP3pTi@Zk
zqdN5H|A22b3i%qfJ0y7`_f@TX%CN|UxidS^wc6<<5$p2YOmsjR%+&NfIlSA8jpVqw
z{H8`QM1ow05a%ux|1liJgAuk#-I)~y+U2D9CX%NMJZ7<ab++BoGOLArW#_M-Oy{64
z5Tou*vR=MDi}&TfNdE+5NJHZL+jjgJss7O_Y;O*2(@DG^KmVD{p&gpysEPcE%8*{G
zba%7Xi?8SMAz_d??rim%O|l~gh#L`8_=mWW!AF(~pwNkQ_e*<B#P*flNM5pAv$1n#
z66GEt&Ry6Z>A*eM-UfX?5dTN9$8L}Ge+Tu@_DJ6z>D%aKBXv8p<-daweA}jP+w}h(
zv~SxZeS4&DkM!*)(*Lg%q1!lp8>esM^lhB}-=o~Kjb66V%Qkx1Mlajw<vj}d^yP0$
zM80j)w{7~iP2aZZ+cy1EbN>E#+oo?v1AHRSvh90$KP$GQ0k$K&w$uOr%T<%Nar!n+
z-^S_NIDH$ZZ{zgss9nhaK}K;Kr*Gr*?LE@J&mL(SZxuhL=nhHMTlhH1Q>_DHYNWW(
zxRkcfC4CSj)V)}RHZe<T=9ec2a#Z9jK`N77WGzw?ALS$-kN{!3zZq`t*YK!<lS%fJ
zwt(F#&DOW8oXN1LV-x6+yzuZcu*O>+jlv*FnWBdKqj(rhI+b-lR?j1j50BE%d2wd4
zo1J2D-p8!~!V*gumIoVpC8pE+X~AA5?4y$$sgw1{qvB;5Q>E7)G?fbsoW#zEjxDpY
z$a$X766qk9n$E@f@Nqk6MOJY|AV(+%%e6F8s`g64qjhzTYOC%KC*(l+?@}!|Yk57G
zEObJF*<u!P!MJ_l7)R>yHLK*a`bXe+4nD&*xj=top?7mgky@CvG4f;gi7eML+AxEE
z${A813J~d5XOc$p!-p?4HkDfp%LIGL6iQ!sy<ULkI6fg4s7_$ytTXUju%={U^qfvk
zmE}=m`Q{^Sz13_ojIHTjW@ly?;<G$`<mUJE)BZ<ydnF8TuZ>$*w?Z87$9^hU=9rT6
zaNr01GY=eRDbje3EfMC?pKGQl7MK$oZQjgbts@7}K?b86(XWnpavw9gHt49HU5b7i
zv>mUBW`^EGOb#K~bC6np)J9J#CtkZgy)^c55iW1jU?{w%e|kX=;Bi72)-GeXdce)F
z`F506YzHe~B<2#%R;bQ-6cH*n%qj_s_+^qwe0D!*a8jSGG#<G+@$GX@Tu$a`JT%zg
zDievG4iFsf(MYa4`n+{*B;hU3^5khw&bq_nDA<wpCKW{?Pr4u7)aN97^+8&TUI39P
z7;0mcm1k%?73l95JO$V946Pf1CE=jaDT}=>T$VuhIOCUTE&Dt(jirV0zG`fBn7tkc
z^vXtL=Dhrok0|4tZ+Hb5A4LumDSs*-5)>!CDnxvHDCzpgq5wa(=cg*+$9LDBB|Q#m
zugl*LP`rMp?a6#Sx+C)1yYhQq^FI|y;~zDbPwIKqxR%yOqL7OK*6iC14Xkw-lC?;-
zaq5ake0_c2y-%v=IT#B&TF-!tK|Ai0ZYg>MXlZ15{RmwytPT@0J^it~%+2Ns)CRhR
z+Q`p=2cGyWMaV<zUBWu<9}?ELvfj>(easKK97Q436w77r6}tYR>YXjoTS>89C3$p?
zX>Vt`y-maT{L11akI%;j@bK_nF{(Hi@Hm>Aoc8MWQ?t!G<*#a&i~vTV*WWi5_NZS6
z!9Nr}{*e#Sf%%dA7GRk^v1#xV<LOWLKdF-E@&;c3&A@L!d;HsvhZ9lQ;<{q_YkP%1
zl>E1e;);CEZ=0|6Ia4B0EOCS>#`9R@(*}RSW*%N6<7+n(|HG<C{`}I>K5KNWKV<nU
zzWfixj{-8vW^wN{-Na8wY-Q4a2?(Bl6fZ!aZVCSbEBl^&$M1YUCE2<yI6BlEeRghP
zO+5jh9=R9kK^Po=aUl8npRH1~bOxQwDMrLjq@K$2gg2!x2ZOOw;Lsk&li}5lcs!bE
z@^h#bsM0^=8cCHf?dMKBfzQDurMA_sr0WL!q>UXDj_YG4-2vy!vbx0gv8VRjra?ep
zbI-}d3PV2zNRd`_H<~RC<sR;fSiLXvP$fOv_Ykoe>0x0BJsd@sM<GS6urQ`6G9RQU
zX5Sza+=79=u}S?6p(@oa{RO9I7d27SPt<qdS^_)*AH9+4nmCD1)1tk(p%R2I*57G^
zkP*czT4@@C6FZPkZHayMil(aWiQ~F;p38}YrK8@z)Udm?p@~*xpQwXTyL=%@eZXo#
z3B2DDkJcsCTcwwnC*@8T`Ijf0cqcuqx--G?+Hwkt@L+(*BJ+XAGa{lFOrot<MUbLu
z=|_hi1YNSo1Pm9~4p5hR%X1Lf_P}D)k#09gmFfPunTAS0_X@G9+ZLY%awVK8SU{UC
z(1*n$o5UwYyycNO_&aC6vFlOkBb#BN8z2nPtq5L|Qw9kld!_bX=-rsMzH_lyZfEGC
zHD-Fn&;2$PmK<lu0Ba1mrOs#-C~C`m&2?G65y;m~I$QfYRipfvn!A8O1|09QBpd&T
z<jMUZkyU1BB-roCuvnf!9s5b;SWf6ZmCVGUz>LU5L**AK;%6!t+Pkv}A%cs3O`87x
z_+D&DSqVhy#>>vNvqGpl^f^OkOm2T(KOVapXXiP=)FA8XZ>(jJgDzLEfa*L?RA+eJ
zSvo~7UPnYCwfB`5z5y@T;h^g*-b;Dk5$3ee*IRso<M?Bq**@<s(4%W<f8+GV(wvKh
zlF=T1EiUe3qmGXO^FQ28=7S*sRfsFoaf;M@K8=aQ6^#>|d9vIi4sB1SU-Vsu|9YIT
z$Prgefqz3zB3?3k63^6O;WUw}rCLepXZzn+XiD98PrfSlebz3dIu$#tvRdqK;^SDf
z?*uV%#^9H%qM{c)tEvbzh?%(7?O?_<>S<=@@4o{G?CJL6(xZ(`#Zp~k*qf;vd4pml
zVk!MT*rMZ1tNrtOVu3(9Z}Nj??hA~nSKpXrb5y5?F^YV-tXF~;oGTZLa`FoE3oolY
zk;SN_&1!S3hYtlK#7~7cibWM{5q|uASt-(Z)fYMz`n0EHO-MPTzfT8r5NX7fr2wap
zJfkOz>2FYn5_j!A_owjy-oKoANk}|QL$#0|@63w1ZTGZkjTn+Ae`dTx=w->n?`{4l
z%B!vNadBvbZ85Q&A}|2@l^riWsZnd2e&v50{mKDDu6pa}Zhh6d_=7V;*I~qOUMg?a
z``VMLgUG6l(#_gICu{oU{ZBnG0OTPpJ49KF%d=JdRJ8L?i_*}nI6f_WD1A{35RY$v
z)JPI{NWU_hva37ubOo3nrl_=hDMKb-iA$JsQVXzf&>stqyXdSm6tElOvh!BNgrO-5
zjPf7H=Wy_$)@Vg)=*G-ySD(05kSdAlZDUcPBkPRuR&y^6Tw0KCRRUAc#$(a1TK$lP
zh|>?}QjFbyGlr@~F2ZU;$7=j91;&}1T=k4*7aV-c6C7{_s0PWec=UW(czQ`3NelbN
zRu@ps9T9ZO?R~~nwxZo7N>ZHi*sh#DetwFESabNR75i9*zsFq}G9XV7p48`4NkTC-
z;rL*r{L+W|g6K0<%~EML+OJfse@C(Xrbg6`jMlPZ^3=+eLk~@wy-8v#ng=@KhQvgD
z#d!}KO9=-l(U0StoN6X!jLKF{zT=23HL@LS{E{BvIBEZK*3CM&47TTB!WG1oYgX=7
z!E#uDF*eUkfT5@OTvF<0Mh8XM$lXIw4e~>LYeaI`l4?%cW0u(vE}IiOcc-ON^NCli
ztmeq-Qux^J*46}F{Zr44UDAw*C2x85^p8d)&Kf}=W0!SZIXam>u|Z0k4*Ej$7Mmg4
zr4GORDND=4@y{yLWkrGJbYI1^tGisQroZnt|FL^9#Q|3)^fy?~evNtgVfy}k6;b&A
zB+M8B2s5+<KC^-);*9l}M+}}v$3HPrJZb8J$epU(vc=+uzFQ`+7Gg8dE!6g9<hc)J
zcZ}3B%Tn<gEdGf`YY&#iuwV9+he^JiGb%86&5!5oCpGSQBHg=%iBG)c*<zFV#<|N=
z?A&3}htk`$wAbHv#D9tU&-XId6;GDEI^|~5cbTIjc>k(3r$>BWlpJP^WJHmc1SH*R
zRhQ#q%*l_l&d#L&SQSW8syW(tl%eR5Wj5Va{FX;Of3vplb+8ITr<w4Ur+~aHRbX%{
z^w=DETzA={J1o@_5b^Yy))rMs9{~fbW~_C-PJe^`5wEt0fAaAs)3H^}eL4L7MQ)oY
zhmC03(@*L#aO{`3n@amxrV7SbAE&K}hTZt2nwYBRI=mX8znk1?%35KDEvf)y${(wF
zCU*B$sJP$8h4h2TCUbx^!6agH&&O(h(ct}RU6ZqV?~|7DZdLQ8pE%!g0Bb?=lOHOv
zRnJ$Gno`sM@RJci65X{gK^0kU>sd-|mIZ3E7N?)}l2o$8@oA6EsKEyHU;R)%$(us4
z9DB>Nf+{CDNrt9cEGC5y1&>9)tUvl?<iij1VLLWwJ2vP4rr4Y>{J)&u>*RmJ>#{L&
zQ2X|s1vuoy>&F#xXIr9Hg+!S-MDfmH<~P?rcP#Y!?P-Rbn19Q&PU!{(bV{7{&0+w=
zOA~Url)B>6zhC?6^>-m3rpw<}s{PAPA4W{{K67ay?gFM(D%<zz=cMd1A0J4Li)}fy
zyb~-+OKy{PNd5s^cmig&c$;ihwiaxNeY!UL`k`|lI_}-;j>)~`En>HQVJ|zdR=s0o
zoa1(1Ci&Uk{b@JiL*Z@K-v3J0-gh3<V-cUu5#Ov|;^&J;v_Yd*UKY60AZW7rrOyd2
zcYZQST$@I&1P{GR2Xw$1b4v;*#9vn4dn$GP_8&T2+pu;U*8X26YWa@fG+ySDIr8{b
z+CJM?jFjb;M~)RX*nUn7!u0q))9dey-XDJlw<bwmrfTYqxr9q0fX<bCVRvJ0(2uJI
zJTYGg|6x(T|6cq=*5zhI3%Yad1xnGke7I*RB)0sn1+<;-YWF!Y(4Td_dyi)q#30=4
z7YZhxzvZd>>ZgNINcT%id9n7wn`%D>vkA{$?i70ct|0$Y0E}zOyv&Ax${r^yY0=zK
zUM{y*1^467N`;#vWR7QXO_6N(cRYfU?~4EVCn`=q8;7I5s>?s<T`*adr0!lJ8#p~1
zh&JxMRX5`tzA2kw|7TeqlRc?{6RT6{=y;j#w)vm^H77b8I)c~A3$)vDok4&+(_O=V
zkZ1BA1=A1oQAWC7-C)%HNW22u=+JIYIE-?SbhZ8I8@WGf-jgo6_3&4;MH%>jIX1`X
z<oS#l_i1wA7Ugi(#@43E#RTV46c4QJL!Cd#k>-$Kbm~+u4gZl-l;y}Z1D;m1u7Cct
zny@N47aGH<4rx30@v!5tvRkaH-Rp1UKh!5exG4*MDxm7MKEiY`j&(+4kn?DB>EIA`
ztp_ETl8W;qegDAWyF=F3c*J<;XkzTo!r)638D!Ruc|(Jo{rCj=hE4732UyqN*R1%t
zlCynasmUXK^@~WtPwPW8m&<k<iY<8c9hVe7G~@m2j!*VR_%NSv5udFroD!d=PJb=+
z$30W)m<i32c_;6z`Lp)@@~P%cuY;4v_4n$0q6gbO@zv?#>sp`fM%h3A@w1(geWyNS
zBmQQ%%d(F7>tWUR%}Lv#`GwV|6C~l%r})hMZpm4a?!(U|L_e7!B~hQivqpFM0?z)i
zqhF|f<#6u9PySmz!R#CXq{#19Sq8Qr8J4C%gKfx)g5X*GmGHi?1hc7Omth=Y?Xm=Y
zPq4Z~7)VDM<kfAp>G&TwAM$Z?(m&n(=e3}fq!mJP=&QOpK@Bqx1Glo6O!}PYk-+dG
zObwgnl@~?gXX4B7s<oT-Y`JSK-&ASApkrT0XuKAN+k4rrA@Zx2cXcNuw{NoCXG}--
zZusd-8gHG^-r@Inc!5^Zy>6nW^*6tCqVJJ|0?2bR-Tkt~)-Sx6Dy|YnRN9TNgOv?q
zD}0*PC9Y@oEGH{7+b0;79!92Jl*4bzjUa=MGa9A;`c@eh^c}j}M{j8|WG%+)B)+>N
zIq&btj(_)gJzz(9<BuI>m-aQ0ZVOayQSRX0tP@$h(Y0(E{8Vi>CIgF4iry%Ps6Lf%
zEAJ&OvK%m!-mkmkheZB*6re_U|L(W?pATX5C(DI}eJoX@Baqi-02wu51j#>$-USI?
z(mvUQLgDbz8q(R5>s=deb6a;d;rlsft4s{F|K-}pd(8WB@<Q(rmwmN2VWDtXUva^D
z)z;?@{j1KeY*F7%Z8bp<?MfBv)_>TM)Qi5sxMwUZ7F8D5W>;&2p%iH>8KSTQX~*sa
z(yOoCx|KY=pLAL^FQlYnpymB=AOpi8(!X40q3fTFhM<u>#23{U`*^57&jt3e5TP<3
zKNs=$xKyLy`%YVc9lk~+f3$ivG!H2lc1_p48`(2rY-u5+kl?|s8pvf@+7OA{dc0=L
zX@4xW?qa0eSEC{8^!2tTnj3WGE-fh?n?&ZwhAEz``_CHg|8)5pJ2BypU#O5W2b!}~
z;Q&qxz{czYlQ)s$`B?^qC9P&@Z6$ie5TjzvDV@gRH;h|#PQh~7)JT$%E#*FgCFa@O
z?VK0<1?O_pL>Pj!oSQcot_Qb)nTE$zZdv#1keq-DFHQ+fxboUa$5p5Ar#_zH|JZ5O
zb2tB<mu%jxb3o%=n60X*BD@(+S{EQ->rPKPY7^5fB&yR?%x;)2d9suT#76nS@vzeH
zer1DuPFlc?XTHDj5rr)(;5%xBN-^H8JF*1a5i^yI$Faj8_|)C=TWj~b&wUs$*Z*bb
z;h*V>o{Br$>#VbWBKg`|o;6@R<OSJxX}2odw}OCeuCa!k=T74ph?*V<79QQEYrKrf
zdeI>;1GCP6(Jl!5<y^+Zs$HHaRQv|LHM>8UiVeV21U&n@U%FT!e0J#9%{!+yv}!}&
zkNSK7)7Zw;lvo#Qi52G-nZmF>_$U50UV1NzB8$Mt4iZ?ABAq=$KU*>2E}wI8_BQdx
z%i4e>?k4^pt@}Oqe=;g|{>#q4*AR)_T2QJ-0`9-%nI^tRkh{)}U2a~V8lLWbe(TB;
zQFs^ZB`W3>NbdXtw}!E218zk^1B>!a%9{v05GNyO5_1f<{?Ql^@&+XNY~qvt3Fw0a
zRHZ}i{k5UsZ|41bUrLuSkoR?KNzea~D`Z~rn@6%M*3#A5I4sGn0ss6p7YwL6MUlW}
z{DyT`jZBBE;mGo4tW$cuT{k*x1;Fkm@c|FiPANK&L;o5WUhVpq0YLs|e~CG+XmtJQ
z);k2az7Z!|Kxg0b^nU=N`J%pE@w9g8`D&Lg{bV8_EvuYtUNZ^Cy7%cCnp_2ITO_(f
ztT|()-RJYa_)E}lzVh7R?|qa1PlGq|y^Ayd{XT#n?LENh0053$f;08IZWU~|(8YAv
z5p*d3&WLGpM(>$6rqaU6m=_cJn_Wovx<fe^Bi3xQ`*%KynghkO)c+&)|3(g7^=NB_
z5dVk^pZ?3vzxs64ogIF+9$+_t2f-cYTamY7<cef>Hj=opRu8Ok3YBljE}H<tRW>r8
z>g#GxYi<kMGV{dv@LZ|-%SKtZ{(AYZ=}1xgr#Mmb_22o@;QT^Y{v<Tn#<IdAaGEyr
zTwuwCdbHd42V$Y&)Zr|2{}VNqRb+wJVK^M?hL?7d%440nczD=FV*S+nCq4e5#3Zvj
z<=}rZ-w&(&%Wir#<*(fZK?4td7)x$CN-N{6*%E#LzzB8q!&B(jsuv(>?iC@q(@D)2
zaopBBMb|SAnmZ|4xDoP%<pG)D_OvFZ0U-I~UnE-qa(E2?YY>pt{LSiQly2(Qc-g{~
zY1ab(=9g^68(02tg64n3yEUxQib&3B8Rm*M0>dbHt>DkH<Sr=2<A{06y3JF~1G5Nz
zv5GvI2X$FD<$nRuTVmgQaO${hE!EM;{}2jDSptP8MW09pwpiX2tOGV;uBrplXl@C?
zbHHGYVGK^%ZAAtR{bR=kP`!6S{?0s7WIPrr(A!evq4LGa<@-H^5OClLAgdu;tTR?2
z$gQhZMo>uS_=zHrMh2nXJtHaInA?(9d8HuH!&9jD)Sl2@$(k2^dX3;3bEdde;vTM|
zvS;+#WBj_5Ykq?WV<uaH1Vh<J@;N0EbCTmW(uxfL{qTdiC`zna)f;OeRka!x6&xjo
zCHCNYyzp+Z-)n2_$6q@_GiJ4%0cMMT(1Q*=rM@hJ#j1<%A^?UC<+iJPUFyu>h9o;q
z+w*U7F*q1y(+Z~n)3!epXM%9~!KHLnK}~j*DS{b62{>dBAYr;p(aOBFXXP<kp=?$X
zk(dXv{PnQdZbG|_`z3}GYBvJ9LoIr9U-CV3rUe&7NlaqTQVrA3JcF%xN}Or*78p=S
z#7GViil^8R&>)Air~QLR@z2*9v(m#y^dEND-gq&C>Q}`6QiC2%WwttDhzl<DAVbf-
zS+5WqTQ~JnKM&+QcRsraxbpHNVZ&=E<|rmZwWVJ4SxFQs6_(L<SUc@$5LLad^J)JQ
zcY;muTbb4MPFnd^>|t!-Mv=#aXmr+I{YPXtB?~2JUjz{V>pWJZE|6KOdA(#KmNLVK
z?JZ~q0aao%g1x`p*qwQ&V?|%eHKABf#KWsnD6gr3XvFuLtfy!x_Lk?AYYiaeYp6^&
zKDj^@k~3>B^BFQVQmTuG1)tlv6%dBdI9n9GBs;$ERO%XK-kONlvFA#hLe_(Fi!>TJ
z!-tJkYC-#v0}zt^a(Y}N|Lg?~o=}k<dx>4QDk5tj8BLK&Mre6UjT{`1A#;Ye$34&l
z;sya@Xm=PZH7Ox10TkEF6FW#S-e3XYJBc$Te|TyC>{BOvMq*NGD<7*O(}iW*wP}RO
z-;Zfik$1>IgY_`*GD_GbDZ=KJ-a9#u{US3_TFX^eyM~W!N<)LK2qDzCcOAQ7%Q81K
z;koKoR@<f|ZGv?=Q{MPf|8yr^IplIXp6mm|lqV0Q_NoP^9|%&Je9JRoAzXqEV*|3j
zS5#Zu+z^+4gGW(vt0e1Kwf#9|D!3s5CSON*MB@5r#7x};>aaAe0fay%jvdgJIIOR+
zLlEpo84V{Z8dm!m1G1H(*H(&-hVsil>#2p#2t6rvH(wx7{Yr6I=una?vZNxpRvvil
zx-UT2<xUseEmI0Dy?!C{O~ah*A-5Z(n8pGNZ-3i@%E%G|CMR*eYJw-&y4gM9O&4Ol
zQK`n}`ISktc52`oE-rBe5_*rhinOq;wqtZX&J9ru%t$WMQ#P=0xmz1PyR+iY4*l@%
zjW5MX<8hLbs&xAFb)O^RXc8ygS&i}}G5Wj{XI$C|e{G)WCkY)2XK#A8Tte(I7?14T
zd8|dDGfJPcxjS!>Ym$L|*R{`zqs+8i`>AB)w}%qI@RXaEuW$xIlMT(go4VJ<C`3K8
zc0$Z3#>shpY;sPv?Jzi(AyZ=(`K&i7677a_lJVuHDe~9u=!`Znb6?N;w*9b0VoiTR
zf?`q%LkLdNHR7uz=6g&b(DJ697y{7=>lTp&h+yj)h|L~?o@-L6E27hcErf<2k^+Z7
zOu|!J{E(u~V?Ih~9w*Ci+%Wd%*CFhCFstB@@U&beJU>$VVgx5*{$|NnoI8N%loKom
zknoxVY3{g3cq95lYu6%bO2stYu^{m+Ps>}Lo1UloR%oInZtSix#OM9TV{%n}a!s@0
z%+Xy|lOqaMudlT&`d?<&D1zR^9&M@Tnbbv2cNN9@F7It2`*A1Mup^dX<9(Y(EXn4=
z+@&4*Ix=<rGoA2dyCOTVc*Lwp{kN05)q5}WEszkGi?u|vK&OL>Qr7n0s#$Q#DN+QZ
zbWIL!Sfw(wFLHLb>8Mrcc1E^M;UhBh`Nh@P6$FnZ`yuu2sOP!)yip{P{rBLL1IICF
zrpB`0`gN9pbvA0ZN!Ano*yg$YA_tVhrcQ&Y!7Gw#^!0lc*{}VYigICR6pG>d<d`5P
zhTBENs;-kf*%J1zFG$T5gfiF6Aw@os@e?s5L58^@7_jXFqa@FgSF1k{MF!qgExMl1
zXUK%ho0%_UsI?4N-*h}8TqV?0KK^{OVQNim@wavxFN>he*&roSY?P|SX(P(1m@M1S
zsc61B-_3{U*Pr$40Tfk3%KwbAk!3MN?C})yPBVzEm15{!pud(N#Sp0GuJ-NzfmE?0
z)hYXVKWbMbdLp&0H58lYwK}X$8$LMdgvrS66Dt@<KQ&ATRLZSyQlsgL7S~GMP20=-
zINpF+!~L-E6*rIMF`yVavi>Lo8ah@cB#)9B>Z9Im==CYD+l9R%2c4ZX%C!*UXu;*X
z34o68?9PcJG5C%Z;}m9qMQSaOt~XG07AFga_xw3LA6W8<j`-?&r>^gK;cDI9sS<L3
zaQvB*@-9L`Hi2O0IEv>ewfqLhsj6tn;R_F%-XsYBI_w{eqJ*mc3_F=MpOeavu-i$I
zP=UrgA6f~Ol8CAhy4D#eJ;aLRr(m5_>5G2F*(~uUoa&}|KMjiBxZZc?-i_|&7Vl1$
zh^GAGDhMrfNF~oyh&YAMNeqwa4lZOr{j6tsl6pFn?Mq)#Y@AY-)T^#=!J=a%kg{Fk
z#u2Bhq9U=gd4(QR3e{$J$=L|&GV=wu>BVtijeo_aXje4N)=XIDnfWmrJWcITIe2V_
z6SR?E{M*o*51HL{Mq_GK%@3R8u4pmZBeeog5%Q@(x=tj272u-0BbOY&yxmXR9G_a-
zQ5kJ!gy7d7H*7xB6Q@-WRnt^fCX}5~nwIOG-i(tfsIs3}&(t40LstPz7KEUfp9AwS
z6$BhkF};0&8LhJ|3LU<ey;$&Y_9)8gs9y*y*NC4&^*e!|Y}Juvh&~j3I;xab$gm+c
zq0b!Xu2p@u9(bb9$alTS$dsQt^qQ-fNEI=Z>#>lg?SVD%`wW@!YuUW-+QpqqM-Cuj
zVT>yC{xG0(V;Q_8PRhV(R)LGTqkEZ8b_T|Y&7K2*kM`;Nq6~hDS`n=%=tq|POWJpZ
zQM+<!as<_uxfF<+Z02dqYNh!63>K#?Cs60{LiI)BZ!m3|q(XOP=b4IBXMc@=7>98B
z!ohVN%E|iK@d0W)hat*^;B%tey0d)iY|vgCK{PEWNz>D`a6_j!_)v1b*lz=z&YIzp
zK|XPbJ-4ZbCbw{ss+LMkrj=@*U*?G3ZF&HGQkG_Whki|UjCQ-m2DgxWf0~HNIEjNY
z_<4Wd8U;@9o&(Vi7Koh}+}ta7Y5=y}eT}><(g$gIX9=|{nh7$j-7QE%u$udkJ52<V
z@i>&vli;mmS3A1;Ms#%0lj3P6XvPBaNfT3N6yETx6v_ID%0IKO9rSF49(0Nza=J%Q
zN{pj0h<sef5eG1v=58|FUa-(Vh9TAnSepDSbF0NBad)jUCx~!nLo^HDJg1=+SsLhR
z>giTs2)17>_4D#m4^u8kd6THg;?--A9hhVUVm$T7Gh`ZhCU+AEez!B{^Ombd0+><S
z($KK$IB9Bfr4>#F-BDI`5h0;Jo?`BJCV0H5$GmpAz|KgJ9^fPs+jg+ndm=cMiiJ6o
z5a~l*F;b^%;fBh&#z)?;Dm)QANg3Ix46*y%-Q!BfS%BdhdvCZz<4u#U6nT(&lbn~v
zXt%0cg=N_|X-SI9t;NNg6I-47?g&_t5eZj2PZo6H&NTBLG`ZSSVP__~o?7nm=6XoR
z*|L(R<ks+Mv-GLxwes&BxkeKCNFN5}rgWQ{NbQ@X7zqi$3gMZyt3_|{YSrs;Je=Lq
z`M){m!Bc~N_pMcl5(-Lld}4(ionXMT@pww5HO2{T@VltO`Za%oNV!<9{gF~CY(b!h
zY#s*3W(FIE7&)AGU(d9JbrEe79B1OWLk|{C8%=l{fwbT`lYr0v`N7iQ!@bD(t4SgL
z>nu^1UAHp_?J6uSv?OHLe|<H*=GIj+=}<P-rqo)A)@zKHH`8swL6?3xFL8%o_-?IZ
z9*`cG*H`41NMtvn^vpX9rxOzg4_T$?<tk&Q`pWdE76Wi1WgO#%ld1!0-Q(HN4ZyJU
zn-!Mpt1Po!iEgP(J2H$i8oTKl)4AeU_QtvwoHjH+I2#-)A$EswyHR;6dh_C}$?sy<
zYXPNRFF5wHtGc`SaM$8a>1z9GvwQYY+92WAIE7w*--Vovk$t$-zSK9nJ0&NyzAe#1
zt4HBeoo`K(Ak&J09_%R1o<1s}AD5QZK|?omkzg;Ch7(!}k7k~w1@T%0`4H4(4ZD-7
zj9##r8HDl^_`J6~$^3P`H{FlA67pz;P~@+l-fDFtRJsjA-Au9Nv{`%9u_Qb;tio>5
zOoHgR-vjvrtAng~WDSCvJ5peYUy>IeGHb&^3t>(=Mf_cSRRvVv6x{q|oP-LQ3uMU9
zS|>a=<_?WGGGG;PV^cf%1lE3&bkeD42h@p&dHa;Qh_~s5t549ywYHv^9JZiUff0Ue
z#R-qTbgb19dGJ2RFO@%{rib<`jHG8}Lo}(zl4}GFenVF?G^j$~IZ!ScDI-97t$@5b
ze1cIGGge_d`j+R!?xm7Q><Is@XIE`Bb}7}m*mc)H2P%3;vg#z3p@7wH-nbB_+*&He
zOJeVN;3(e_xWS5_a>{3d`2F6n*&u3-xLluI-j}+Do-02YcfRG>c&H>BT$1&cXZ6J~
z$YV!*4FI2iavUYAo-9k~#khs{fwV5N`NZRkT1WPVKc7sHB?s16c!9y)!;$xmK%x_A
ziYFxeW~F?+)7!tgYvh4l)UY0=B)h6US!tR`z$y4;hW#?`k8?|xIh4<P`A+Y=P<(Xy
z@Y%}!$DcWO_Ed&b;as6674oL9F2fv<dJlceV{-2_gcxZKhM@EW%tXiWE`?H!v){^P
zjLX)+yD_PIGQ%`Z7Wtf_E3VPbWJe6r)(Qq<l#Qpp{vL4)R$4yjyrK^h^P!T*G6*0D
zvJ#Ft30TJ9kb8U;Mey9U(~N*ar_MH=*2`5n5>vdm$kaXwZ3JokT8pipR`)XQ_lY{X
zppbY9Vgo1obNfK%Z+TK4*|jK;Nlh7MH}XZjcr$%$Q{73He#e&}ebQrT?2Q8POQF`g
zvvLb_S>~g;BXITKlH&;#KFr*#{UAjlg#U$@;^1VeRHK&L%=3^=+R6D5kCu&JVsvc5
zV+SJ}wZBp<H559%M^Vr3IN6ig?Ly$Q(;p3=HNa>_M?yt<zMt$c?$4?2#4o7rQ)S^e
zAal>z+6}-baInWoCiu*!Bm2w6@9gh&XDLmu*x!C3Z|NnLZ0H|2nuIAA1EbtBgZ*k(
z`e<kjzmc8bnzfPAeBKK}jh}6@U$D@o=<0)Nll7;4^ZGA}{n8t9yQ_!P>{`T_ePR3<
zvatF>i&$IBRsBt|m~=SxTgFPfQJ4ZFaesgX@;1)PDn%A`f~r)znadEnr<EEfniXi1
zb@yPis&wM|c&WkR*)Nnv7jkE8@(ntmpfYekytR+412I&&0Ue4kn_V<Cc{DS^Qlu-x
z+T5F!VP~2_CXSrC(kB+<_;iUHyr$`3QUnLi7S0SUXt$JQDBhmFU!zg#*F%J^$M18J
z)Z%GHr8O1XJ3cN*bny3C7hn}YET;M=8J<+6z~VdDA+E(S%eaGxu5<P9+#~EmD0W^>
zBs;;-3vT#C0)hWc@A_h6en9|H#SfKnV#yB?om3QA0neN7%vv+Av6Bp|(CLbOP&t`p
z&|hpER}j}tJnfLaTuNX=*g<i1==!5lFAs{!H!3R4<LHW;!&H&5ASb7#n`yap7ETpK
z)?gR9Hl5GQcRuU6U%BX3z2uUE0=d#@DD+~ipec0?G?==PBSko1=uh)kK6<FBScP9E
ziWm(_0N)*70LU#8i9?WNauafewOMRkKt;KQP{+k25+G$3W=cJHIr<dlB<=)0X}%iF
z?0a+THi@0_x>(<q8zg3DkBY!S_uj^#>4uA_@o-LfpVqxvmz!Cg#&_sGt~KLqBalT{
zvKO9mauANm%2Tx5Jdvh-fz1;SpN#m?*05=2O}AaiqtD0zduB}#HJ9rwR?HA+K~!vN
zvG2{cKxwS_@`|i8EbBv;%`MZ1Y12<;1a<w7z*E@)Ns|#X1`{F4Qj9Y3aE7^~4Ctvn
zeMVwNu`|}!3<L?ikh*@NPjM_MT|{a#R^+I*HHqz#;CLLLq9PPg1jl9tGmKQ7q=J{%
zzPplHo4>|i+b@U6huBjwRV)$&yl@K7Q4}<|)7PcJSip~!>00WUGmT6uu{i*q`84pH
z=RJ+Va#88m=@+6eCOaX6vs|#D3w{LwkIkE<Dbh}XBrpYwuKOyL0h%>vVEI}A*_r7L
z9ILXpevquW*;^iAzDSa=G^IQ!BS=z>8-6P&4TYF5ecCLq+6tzI?t{nFClzTydNJhO
zU9?DAV>RFI_Qmt}oMvrTY7?HB-XBprDZP>Jv+1lFSO8LF#_+#MWOs8ZIun}u`K^2w
zj>zXQwS9xU;Y9zQ$vz|GEZuv>@w;BEQxd+6ZKzA9uV}jRX80Oe<8sSjs*bpYN*q^o
zmD$4W*=woxQvH--oddl{P9veO8bWw(PxXoE&O#qfT`Rw!Vfto8oXSl9jjGBh3l-gS
zw@iH5MX4(Zml(@!-e8s1azWa1Y{HJb!V_&22eEs#>fHToUzGGl_WC#!Fuy(FNU`V<
ztce^A>l)&c)EZf2a+|<wF@B<g89m1*u<6kf7i<#ee=K$XW1l98EX36=bFk3p`dY%N
z)CEYHMus~+xQN2nextEKNL_zI)|oChE(^XJLG~da1(@yQ*9d;Ybx-n;VRmltDVWe`
z)|qE^(`q>xs%Ca{FI;J?&~ikd_=$)M5UZ6RL^v)#j8F!D8WM3&N+qbnnjjwb;z?Lf
zrn&#JC!t>4SbkH*>(R#OQqe3_Hj>}O0zR$SAEM1a=(U0_;j~KBh$7<LRFrVvoQcXv
zsvVcTic(k(@@`Ltc)lQJ$AI2s)qVSFRlSGy8%G8_I;pif<y;y_D1%F*7vQ)zW;BMP
zR^_cVu&JRJ-bq7e<9LgsIxqk4v$+;-DINXD@>hY&>CJtw$NE45Q!`ABrIv;XzmeRT
z(9tSj1vTo+NErdK^(E(fFj5EM`Lgsy!`hV<DF)9tN&XZ+X(MPwIo_TaEfd!>F*u`S
zJX+lo(a%2^y>V|SJgL8|Dg&ZqO8~RTU3zL%Uxqlai2SJE#Wlmt!x9VPu7D04Xj1H;
z1y!|HF4V_#kC4Y>f8$HnOR*O|hy*jkgq=EU4;xrMhv201qpN~{2|enXIztOxo-O-y
zz1S(}XQr)PE%u7{C)f({_l8A8)|4e|(Xowi7!0aCnc8Z|-K6UpnTg*T(iB{+%oCFz
zWP4Mjd;I0e@z-W3&~+dX_SY_b%!@OP{%-Zx%5E>?B)KxeaCxv#zWmr^EdB_wWAS2K
z$8UXY>Lz;+TX-ih)UeRKl^D+&ts;ulZPTODssYE&n3k=;_;s)3H#KBnotO}}bOFz_
zm#(a@+ASAi?vNvDnSwA8^%33(ybf8BPpM;pp{Sk8VW`lbBw5&o(~<kzte*GhH8ql@
zgH8Z`ptn4uKZ@}M&OyyB^+3i)yj3Xo24WgUmJC7pbC{A;B4;#;D&e(1%V**qQn|+H
z1@1K1kUP!*X;HHZwIOrQcjS$0syG%$rT>iJSIXc@$TU7-vg)tRbyWtoR?=#Nk=hq7
zu|+fA@)RD(M7xaGFFp|cnQ-ix2l{NoEZz7}q{=n%eN6;(PHHQ^XojRriGSntXkXNG
z{RW>XrGZ?%G5pl}>AfblgG^1;sn>@x;a#3Gf@HZ}7}9M3G6;rMml;*e=#MWgHgjt`
zN)TsrP{v85`)=zYQO8vC86v&qO(36+7|HC_5p--pg=h5Unb31?>QLv^Q{UI;4Yj?o
zI*RbtHAC}Z3XB>PWa>0V?q;ZZ>LrDKQG0t#?sk3QAyO{&49O5urDr>kNK8u0&yY@?
znZ0D!ZBbf3uVP@Kp+G!UZOJd<aSTMEE(E7tn57qMVa7BkRN6|TapSAfQK6vV*VpDm
z%f&#V6joM=6xvx)TmGey;&ZL9?jnw)E7IpKiz>YW8wC)dloV8V5cD7nV0#L-9V`ho
z>a}Po5ko=Gk6{Z0P+l<q)WvBFnKkh8MEbhYR75(VVbt$bmO>y}z9P+~4EN1uW)sYF
zfNL3%fzPXM2GXx-VI4ZBUBZvZH~AcpjvxDON@yQ`qUiQhripz{pEC2c6CB8RfAH(M
z!}g&4Vy9*jlWH8-5A?gBTK0-THg`+KY%oS|EjcX^=Jgs?UCZ=LD^F%*C#Dm3tbRHz
zcz9a`{n$~;tR*}~j+Nm~%t_<ps{}XdJF7((PvnMXv{~ls|B%oj;P|ANsZ>41!DyQ_
zv6VeJeF`Zh(MH|#yTkONH-&sAW{kNS>qj%2BOX{2T&zmT)cmRF`h2u_w;Ox&9DBs&
z|LN|#|I$3vx05$b)11^;>ei@jY&4oU5LcYdiKA^mj|Xv&s0k{#2e@rBjN*zJ3b<Nr
z(12nT6#+*QS5(jv#Dz%IxW&Ci^FHVMe&6qV&cE>f2EW1QxyN;1_jTQmr}~8TwB$u!
zz=#`VEIosQT}+PHx@BH_y)zUZd?Ph3->22Jl)bzZV8BNVX9&T=q-0ik;?SVlweOkV
z4BjTx9i0A^)H<mk`Wtfc#HwIP#M*g)9Y>;H86+CEAoKcLH+y`Sx)_yBVLZQ+P3@Cm
zU~KI2!_@w+A7b@=0g^GGH)r|}q{l;kPCKHPtSu34*gEB6H_G^<H05uzo-Y*V79B}+
zZ=_^U(hA?cySf;s(lB7hlGvyG2xY`sY_?cgYuDL2Nvet}^n7q{rsDjV1|y-cgg?7f
zlVY4af!H_gyuz;ie2VqD9pXTduAr!2y`17eyWZm(W*rj-&!ORX%}G(Kma1ej3A?{Y
zw)EO(ckZrY$63g6eK1e4TD?Un{2~RTQ{=YdP7-3sIBe%mxdj#)zegvtzW+L`&~G~C
zYwwjUTe#WEj0z-31~YULMnqbKWai4umaX*kowJn)lybPu5|$i>)fBygFmfkWrnwSd
ziHv%ln(nRweEURX6U3)6IJrVDyl50%RKCNcuaXHYK|5A;<NURI$`GmY*qm%KZhBXf
zvEIz8Q+*-C=Nz^DBxKs0g!!S4Oa^zX>-ys~Z<V?C*D2nP3OczW7gy7LK%n9(dIawR
zm%n`L%5K8Kd^|oJxF9|egVNTpiD>9u<>&}|hZp|qpbR2%?S5u%L-(;@Z?NB{2GHi5
z{f+gw=<}%;2eS!O@dl3J1Cep7n6U+#8Y5KNWq#P$8ch>A<7(xy`paK+h!|F=IqecY
z9AZUNA?ak6eWUsMKjPW`C~eqnJ3U)e$TvcIJQ|FdTFwxcn?m_6$#p7ijE7HZkFS-7
z48%U_uY){ZAGut!F}6`NxH>8I;4bU?_pcLlvqkWaRh*dOd!W=kW&pZ;#H&dg7nHqP
zItHABdEmM7%x>utbtlWiTH$&Z$7Vgs?6z}wFr^Cu8Ut@aP5b4X5wd)TFo@IKp`~M7
z<o11;1@S9dsNOx|%AO6&G%CTHZ-ych2unN*az*m)PGEiDr^1xRlC!1g64-P9H6&(b
zvB+YnYn1N7!=Qm9G{4Z-4=g;9cFeYdgXdGJx+bgf9wZB!)!<Cg&gWCaG_epkIK)=|
zb47H^(RuA|NOse8n3ZpXd)|e`Wl0!dz}fcW4$Q8U1vBYCxwrdB=u$q2agoKe&i`%t
z>9b8%e~x`<j_-{|r3k7v@_}3*vgMm33iExO)n}c6m79je`M=zAt~?KbT%Uf$C`CR~
z0K*||VemHORnbhzR$HpykLIx2d(Fj;W4mb?jp?lzjww>lyL^HVv!G<=Y_aMXVQD`M
z5wm{s?Q0mek$%vcSe3QoO%5T7;}>xi>AUm%yywI_%4#`d$S1r5-D<f6&2#D*OSZn9
z0oCwm^3n!7B4?=QsYbLuyMDstw?&1g{@W8tW#@@@%!sLAG7?W>k_eU9XSC!58EZiQ
z<y5|TjZhkr)D#d>7eJ64@jsu!l=XCGH{B%BYTT+R<LMN-iDugbT?)*isL<`aDjym3
zNb7&|Q&9lpqlrh=>Y8}(Y}DbAO_uFw!2|9=DSNY}-|T&)S+&pFd4yXnTmYWZ$;dg9
z{Nrid$t~Y1?pVRi2nEGo>M+cFOz`qfP_k2KgdIWc-PR?0M9?|%POABAu_dfUPez{_
zz+om~o#q{sMArJ%-)f!<GMB!9qh-AdDQ*%j8+Y|%wMkf>i{n0Cyh%Tc8e;hVKAMg#
zL^AB-aO~)>5tA=h^e$u9#Y7}tB0Tn$vtJ!`Uy;8&see9D4oPjK3{TI>%#s3=&+Pq2
zUMQyzH@Yl{rE&&z?I5_E;m9F&L?*-SZX!17Fn^${$^X{@LssITr+{L@j?v#A7Efy;
ziB}0Fe1!TqVMgt0&LHI_-?Z}Y_xR4kOZI^WJT?9OxbU*!=dsYy+Mhl(PVL#1MS2uP
zIenG;=b1l;iuC?s4Ew}fNOHOp`2ykOnl*ac896I6jVHz*Cvm&GVxT-bv4$$`(u|y|
z#s!G+oonPIZG2^oO4~25HWC8stVTAHQO6Cc{Ovz^MpG3j<JukjK9jH==-TH~v&SEa
zae9RJ#+N+ywsblICFi`}#(QFS%mwt-?bU}j8(XXg8+v|wU$3iDfb=X<P<cJ-g+aET
zZLilM<4Ymac~tD*F=gK>ahl{J6iNai{mT7D9Z0vek<_f`aL~uS!MhQexR(4*RZ^#k
z587esc%MTmVys@y;qL@(84L|7Yi|w~q&j#2BE!y^m>L;hb*aQ-qq!2VXW<ikJ_%Kk
zyHGM|I!Kf9B1fy1`;N8Ix|3#NFcLMxS0b0)xN^;SjxoF=Efg9K<AOGKA9#%W`jpL$
z-%>3MDGtk4^G__T_F+NPi;k;s71Qh<Bv2e{SN85620GrwgwAYM%Lfq<_7X=8Ih0=K
zh-CntY-;OJh&lL)2Q`P?dlg-xoj=LhN``vS!fj0OWdjV?)xMCtO9LNoCOP&+dRYs;
zByfxxnUU73)XTeSLnn7TCvZ9$mAx*Aj{fuX5YyJd-yugltNdSERoitT>RsQitX&zv
zyr>NxH>s#I^QN2!Zc^C$BU4RX(@e1i_!;B)`Luk4WoT*Zt(Uaxx!ErMsP0iR+m~oA
z{JBhRl_RnIJu}f}Aw|1rrROXmC_(LlLM9_|P2$D1*t7F0H<M&aOVPs4gwM9vm4FNF
zFiW^9GBKz=0NcGfgst3FAo}zN_cz+V?&3e_fVoUXGUDL!<(Y(%owymSClVPSzt2?l
zf3hTnn_0hcQZ`r@KS31lH)gz>)|s(Pq=61-ZKkXEj3*u*Q&&xWdYFfIR<<r=N|qHv
zv(z)|WIEmr93lf}h2IeBvr~!(b$~fF<>Z_kGHWPe69EDraRCyK^n2$VF(}y6;+&%7
z^QqebsM-mu)Ef5*V-6R?2MA-=)zNbzdT5qr9nC7HY`ky1V9VRSto3ngHfh36P_S5z
zyh?0l+n-36IrzWcAIQ4ltD?jwcL~+)6oA`h_&t4e=x~CuFpyTw`<^_TaBo7SNABc|
zUuM4Eip~+0K!Ho6qIa5RPH5ZlFK<;xmt@>MGUo2vq(Ht#UYz_n2_pPh{c)wM?IqhT
zmIHTjaMj7kAc)KC*N+Z=m<B7B<}yv@w9<Tw<y;pDC$py4NM)Z-rGKwu4m(%*I?>5~
zRvCS|EpjaU+eu|yWsZ-#(AcRT(w0ic{7?Njb4yTA$Et`mmLM<IjHPQfcT8#JxiZAW
zwyMm6{ofA#;C`)%7)E9h2*(=Pj9BVko0e`56lnHUYSq0m#;AzAMe1q`#3;Bi7o{W4
z*&e)yfJPBSn<mFz^(COv*+PSpjVZ$;p~t#=wrW))g4_aUT4-?%1e@(=U40&r***8y
zjp9rrh5Q^r8N%D*=9i&otU2{o9>mao>vmJ}TUgv33K`1*L)XZ_BD@0(c1f^+Kj$+|
zDJO=P+X~~;qA?u#SL-yOX2}eP9mS3)W*134{y;bz<@*PR?nP%-<(&?v4zwNMGYA_g
z(H9>FD;1cA98Q;%-Bnns(0uEiMd&un9Y-w<cIG|RqRo~)RX=B6teY+WR~+fW1*d;@
ztJR)GnXU<;K4c9#_nRlXZcjqQAd>FAU7DrT#J#bs<_QO;wg|JjIw|~oO5V(&ceBqD
zptrN%jgE&i7)f%E>2}!pR|q$4(zVa0a=h1awmuzy6ej-sac#!L3GdnA&PZMHZA2J3
zL-`P9^M>v1yB|iOaW%x*W~fxG|3=*lK{?;83Q#CmUJ55v=G|@b)YJj?X#oL&$xz4r
z0&IBh8(WsanEVA@(n&;3=oGDbPYy#~g{|!mSBYmpR?i?k$vr_|p{=eMr8`t^LNC60
zA6Z~n{chM0XR|WY#YBl@z+foGwtLl}BnFC+zW&CyXJ$iweH1MVh-D^9xG?an<Qp}U
zxqEb7G^$&kKcSi1M`e#BRtZg)HdX;BZh6_#xxM>*|4%a!$V5LKb_CBz*g2)^!;n!Q
zCub0zE7gf_<S%j3s9>d4k3cXTt>SinoePm=3mI*J^xkh?V|2Yb-01-vkR2tqOV;@k
zaKM%e+WBtc%TCBRq<BDh92j%q=}ax`sNqfsS-8xDKtR4H?=wWRB_}_9@yMRNi*@V#
zFy<4p32)zTV$)7P?2kTD{91~5-M`vd)|2kgMZ!;g^P6!~@5Z5)Ry#QsS;=|T{%f98
zB43a%<0HF)Us}!FWFur+bwVGwdJmf`oGlKxOpJ0icJH#Yw7jDF4Ezb8>DvAg{@wrN
z4e;SiPF$BP2LZJMtIP#;Qg4LI$Te{)1J{u8SwkV&<!v=A`6Z!TYHSzy5D`uwY=&pJ
ztKO31=Oc~AMN?WAFxuNYTG7f2kAPb|nh<9EWOkTp{KgJ)BK(lP_QeZykf-v%xrx{i
z@5;A!Rz5ra)8zKKGGKT#GH!s`Bn2|*`uxLRD8rlCu)#C9w;VVEJVP`cR7RSvirNAK
zaXsa!&*8|D7b6O$amRwdw`-eggq1`3gRo(bxu}RACkD22eb!1%#5g_wu%6HzbVe!N
z?Z~S<^?H<>xH9<b@LM!oqa&%yyBp=*qmBaBBycd2fFp%$Lf1vpIf6fIR_+T&$5M;S
zB?!4AQADznVvexv6VKeE)1Dm)L<OjEY52Uly~F2I@J&Ch=Ic=hOy`0(hHU!_p3D7s
zU@A4@=Vs82xkg=4BMggaq(xwp*$>AG>c>vKslNq|bu<Z2;Ti`9VtmjIp_<n$d&U_r
zUpE~NuVW}g^z#06)xY8nl_wjX-e0uBvkk1jO}M)_!IBOSUgBan8RfGwta@q-hTYQ-
z*`!~r4!2DT8aH0K(#!R9%<Ms3$4Zo^2ScZ(YZVq(4_}GeZVtu%gAGod9a54K@F(AW
z1cP1Gkk~G(5V98bsTKuT*L91wEK@6nJ=EBnf*sGsY-$#MEbkI@*Y+Sl8%Gw-tVDPz
z{x!6aa!t{K&%=T{`3iM~+Tz?cF&CPguRh-@y*xIgVE&7!V{!GRQi&kevqQ*GS){>S
zu`tnzJMlNednz~nO7Mj{!d-6`_+|iX_?)KDc#<(oMgioUjpjnsUn-`(+pY<Oxf|Bk
zlwie}RqD6s&!--tH0Y0aE7Q(zI0QPjzrIdU3W!oFtsK}OymTI>$RT0}mLxGCaL4lG
ze$&lTl&XG1wJ&=|)4U~x8A5#RMj@lfHl{Tyq$Dg1ppG8i|3&a+RGQODt;@VSiljef
zSPiHs9hA{oG5j(z@=E23zTMrCL*u*3L8<}aceawti$+JwXI&5&%J$AOflLs!B~JWP
zt+7`Z1ye6tJmT9KA<eEedyoU`OIu~2PJFAX!aIi*Hg$C^;ZJDK?T%wAB6sfX8MfFB
zo`EebisW^&UWDhqjP1m%Z6yCb_!DuvsbqBUZGrO(kIuOp!)nF!?|NSkPm`BwANmNV
zNqITOgLysU$GiQ1u6iz%<h|cQ*JZE`y>a~g_F-`)=rN!RV+M5rG6CQQ>&uFjc|C!3
z@sLL@bx1{p^3SD-WIl{Nu=?t)fYkM`Wh=6)O?1wF)rvLWCpf%`@}4&sv%g?#?|?mD
zWBjt}tykXyOEKde52B{Vq;d~vFxmYR_b>jaXAiF?(Q<AS1F(A6^jgOx12RLVL_to%
z0E_>1((o;kA^R!E2Oa<Qm1<+iEDlgZeLnT9;onQiIp^wVZ|icNJ8=9I0xP~ptOE3G
z9Dut#BwhXol5O00TrdMxR`Hoyn|eJ=<+ywM7;$245mvNKt|b;2xaSkQ%qNaCdbcJ_
z88O+l7xHM`R{@J`#&*Qi&KYO+ZWnDu{%_TG%IO1!%{d!^QZU2>WeE_HJ;&0jFNQU6
zs=EK8g{sDTmz@PGs>Jp55V2jdJ%zDszRS93^l5EqSrC7e6<(r$zv3O-2tc{WoQ;iF
zB8&3Cz7dlv`DiPZVx)PH(c6j6kbNq7-Ar^I+9lJTE<T#p*^bKmg7uX~Xq3%|bALY!
zOY(5sdOI|yob&@50@Xw3^hLTChbx@SfG})Cv}l2E_4?xYCA4U|gw1R3MhM25<tU*R
zjwQ||{67sRdM2}<X7SMKxl|%4A}%P-83byl$jFSTHafi*8fntU<a6HF%zD_zfj}U{
zGT)yXx8~MS<FXTfpwT%QzOr}Ax7BBP+(v_enS~?b`1k1$fN6kO6sKN{RUi-)M#D}{
z9W|_`JVjs1J-MdUokTh3&3{atHR3?pDJnBfmM=687WRHe35^FrTzYb&KqsQ(@Sh24
zw_n_i|M~5#Qn<qD$IF};v^45!WsPM}ti?BOx^<yxKZU5C%^ozw_asp{n8k{BLSTcA
zh>~eDZ@(5kYBCVJ>-GH8_@I=d4g~6WA!VTPJ<)WeCpP>Sk4d+}pc^UiUyq!5+~a=@
zPh1hv<+uPI70Hb0^K{=%8A?=J<j+Z=rP66mu6#=DPDr_BKIo0Q9T=pV{p-Jn7uf9!
zn-3}uNWzO7sdc<qw;1EzB^;R^Zp!xoxp`{hH-LXg>ovrCqYi8$FLUIYjx~t0m}5x~
z_ZiX%&hPYWw{woDy@VvvBMBQ$X!3aKSUqa9h@qF=8e_tVs{5!r5-`D$KNJ?t(6-3J
zG0^!7mVcR>ns@SX?CoK{j84P`b>F%sE)i83+iyGG)N3HOc%&#i|H7l6R@}Dj+vupi
zrPHeRGdU>RaWS*(I}7psg`z`<LtM<?u*mqO=@U&ej%v}X@}PcD&+H^`cdrp@?~~J7
z5xcY45vUn3X{zeFp9ONU-3i`U6N1}n6|x$yErhxzWb+g)m|3UIE`1=H<FitN$vR{U
z^9@#i*8!5K;V>7!jF<G^o>gQc#`4Z5o_vd2rtl!DzvD27s@>avM88^3#AW-2q~eQx
z4I@X)`GaaTHbrBOpHESfL;M`jFjES;llKG(&Mr2x6$-=2iLGHr&7BEXwj`>-HjwD6
zpHFS6q&=wTjia4D$q6Yx^hPR$xlLbQ0gmcN)Uwi#C$MLl9a!jb-I8<9JxN_<vB>5=
zRJN|1{c`N8P{t?bQ_jZN4B_F!#hr@;-obId8>HpgX#xVNsq3gE4eKq}$`wmY@3*d0
zn*D|M{?O`AHP*e6Uf%BZuso~a8oAi$q=x6ZrghKy2X19kVL44Q*$saY1kUIdi9U+=
zl^2P0TRuRvHQ!pyDPGVOv}+hD{hwdF*thMN-?uTmaeyQM`AJEVs4gpdUZs{uuuy;t
zN~q^RYGRTSNHMM^`dsAoPLEbu9-wzP77(|$6UKnjW^`nm)~FA5yEyP2xyWR!sbnbW
zr=i0baJE}>{XnZ(+PUb<)cz9RG2y2d<$VUOh7&ZY!YStDIVn_;OI&60PDl>7eaG6H
z=JY8cJTQ|TEvY#BuseVirLZzaBChVPNfv=6aBC~|uYZs6FLhR4KKZ8oCm)R>pUzq4
zGR)a0p}-kzTEkUEk;@6ocFvcO0ocwS)equrjKByJR>1X*z<c#ZaiMn0W_WzL&c+UU
z3f#^GzrE^|RY#fkvf(BSXjZ!hlA@PKmc-;0&n1K#DMV=a)iTQKZr_H7kI?E5st<?e
z{f<y)*Dt@cBv{6zh65PiWuK05kQcrdD`0IG$Od?3py+Evs=5plyQ3KxXB4rqnhTko
z9B!i2hg#iml!lD0dZ6_Nq6OS&p;^KbY;=22xf~0P*ogR<XroXx6FYbDB&m@98=Eu%
z&!j<QRO43&nYkQZ&+->hj|FEvOq$ryQrH(q{YX9b$2!?A1kXg$2u%*gi<jXYsf!rp
z{!pfd?)weX=!to0;tZ-0VRC(HkFOe%+e-$t3l@U8v?q5NyUGR!!-$7H<GHe;M!C2Y
zHM7GKO%Gbig@WnDE`OsoKiHC{CT_VLy(FoVi^wSZ(P%O&5o^$AM6xhqSGxtY2tY7_
z>vAQ<#fzjB2bY;8RxUwhrUUR9LXb+i83yuQHfFv-^uAcCrCqmiidG!<irmR}JiN|p
z$NDDI+8?IGjOOmz6^AZg?&QDPv9GKI4~@PeE>T&g*Rm}K6*Gkbw}N<wOv@l992V4!
z11k;RDwuPt;SQCzII0yrgIQwj_g5ajU61))!hYY@5wU)5hGddc(Wr@bL_D42W_I!I
z5O&QpAFF(oIV{_}B(UySi@YVV#}*;*NfeMQ&)c(Imdn(L#e|0*Sm%CVn3#jd983Dv
z6#*_Y1h{tsw{w>1HtmcoOuKaY8$Nd}XahR1GDxF;J{6p|TLF8tB637u8xtmQ%vujH
zI>hVo*Ycf^2c?q(lPU#(5*XT};E^99d8R>@d^&KvaM}#V+^dvE>hAy20=H;>Z*f5u
z9xgP3TTBxJ@P}o;|9fnodSrex#Cvi$qCk8O>PemRFNjOw+JV}TI3$v|7e8&vm)ZOU
z9T1?^`Bl%)VRT#ML6`#V(!ius7A|eZz00-}?$+xn=1E1MSiWzN2|gU~AE;L1TtaqI
zS%*iXn=1}A!xyQSKm=+(i6@^zN=k!^MRKlM2D}?7f}LG{bWzGL<ZX@xQEh0~8J4Z)
zR}wm}+XytLxI+|aQY|3wg33O7P$^R^-iY`$Od!Xll{eUBvt;<iafdC|dO+5>fz^xJ
zd-xd{v5K7Ef}y^etD4($&wK<gyeTJKm2y<c7HccHKHrF>W!N1eQPVK%pFfR9gj;a~
zkXjUPjN>8@?pAf1w;R4V-4K?!&}#L^R`Rm`UWd@#(sH74O5c{(rm4|n-rC~V?vPTv
zxI89*o2m!LWseK{8{y1P@z%ZMyew9)VNuK_c^SjEK5qlpo9fKa4LjkUEC)|wMK9RW
z+c24?4^*RdCEs(>_uqLDmH?9NYB^B!Y|n^ub#J4XymNnS^F2tK9Jbx^3mBj;w6MIw
z5lm|)JFC#yP4gaAhL?)0I|Lo`9<I`0S~#^;HXyXCFND$$vNmw7xlpobxdxvYPJ#}(
z)+vsMJ29ex8>~LAV%tbUMvkE6`EhiSp|CpmQmTdYukV5yCOZ8XFqTXF-)3rD1{QMF
zJTPEd$ypnTQhrLh=;N^g^PKGz7*l8FbLHu1JF<!lSRiBVT-cF#eD0fM*3GfGn^g4M
zkrG6<=pn9L^eby<rY9|^SIRNbDp-m)Mg-hg#qg6MhSOJ~arXKX1XP~WFni3Jj<t%N
zZe64!DGk8uW-=JVxXV<Fmil_)t?%C~me@Rezd3k*6{@T1m6Avw5FZ_R*Mvx(PNujf
zIXd63G$xnUxWBJ+O2-RXSifAcF!#UjRsDA?pFWrl<0eT*^Tz`yaXcfw%uMDA-tBs!
zYThV@)pI8XYN7#pxn)s;HWkC$DXd4%vt*6>kQwG>|GR#ALBGC5nwhWTC92u3YVCQb
zon|T^7kU6K0UQ|<sf&`Tck7~$hcDut4zK__U#hQ8SN;9Y`u-(diAiA}MHDUW!^Y7E
z4oPVn2ml^V=ZciQatcCs_4k86c*HuX3V&W&J61g+`ab($UiqUKE~6yx7o+fJjCLl=
z&NSrnDH?mdw0dw?i$=>aJYUL@6#z$owQ<2DQ#k0|WwXD77UN_NAo+U_4>Q}!a7$Yg
z4>SjByc$dHxnJ+*lMi<nI>$(#oUPqOs!ye901vdfqR-|obu5sv_IoO^a66D4hz}TG
zE}PwYktX{MMr86Tvu^`ylv>6z3ypJ@or!9+?Q|zqiTIVX__Cbo?Y5L>OH$8*L+i09
z9dJU^Wz*@6Mt^DqIjAY5aw|z&v@@u5Td6eTgA&Pn&ccwV<Y+2~#Xf9JJ8u`qUnD%{
z09CT(zpLchpT<o@eqogS=GT4TIRA1YwbP4STJ3ZZtY%-<VD)m2dCmLd`a#prHqR8Z
zoI$ybZOl2wMrUMh?Osswpkf3;9zZ8&vFKhy=$BrIg$x$(ZVJJ2XQYT};fD#l|90-b
zp4ydSSGBgj8eh7cvm5`r4|Ntm`)@hx-rnb}D`GFlD{GS}w9Povh{?Z9K<V8}HRK?c
zE#o00y?=H87lY#nF$WG}YV|PjV*HB8;weH!cWg&NVr=fDhoi4$EJ1nd64su{gr-`z
zjC6!ldYxUC$+UL4keS#3NKW#;v5EYTa_S(6;bM(RxLT<PxRlLzZd2<eAwoI8_E?#g
zm7G@m_nQInkzZV?Kdzg_hf)X1hWGSlZ;<{Mp5`Oit)xU>Hg)idO%3yEUds_(V-0(S
zaT$&tn3hT~y?BO1$dZo~%w<x#Mrt2A6m|>a<nwvT=}h!M{q>9HvsU@h;;QAI&!<e~
z%c^%R{-jB1XTQChpeduz*34~FJ_cC@Q!N4rgt9D4tq&I~D!TJI)qZT_;g@tDrGf~E
zNfkpzu1gLvOq|o2-l@ba0D7;L-Q|Y%_tjD@EM2;3O!mFDMk2X#>$-DCt+j_}479^a
z$>LK&L(C0p{0k@Rvfr=)=K|~b$W%?ZWQ>qGbIAsNXRv`p9E@@ah$()c$BytK1((kO
z0JE>W><8$Z?^2%3tC+vn<G*S&AptG9xpt5$#)P{mCID6`R#UAk|L~b6eq1kai1G4<
zFRZ9rO9>(8CNGhT-L;J<9m^TyeVn<OKzIT;nD7FLIucgVKy}L5!#GzOwzSKEjJj5=
z<#E?CO2KX4sY=$-7C-U#Rpm(fLGJx=lSEV&CY0Mf+nciipl;dZ8e+Wp%GQ;>81@hT
zkYf4;y#I7FRW~5aF1E}09o7lC?h4Z{TdYA)(0rEDpty6a7GN_;oEST!o-m8)%UHOY
zBQWrNg5j;Gp{qMbW>D({+X)83M9g(mYZgJkAa#Y=$LRl;8Zk7QSUO;bH5{A%bNDQ?
zoT*cJ))tBY)IJX1M30+<lzuwAt%6^isLuu%GIK5xy9=M8#A5j1Pr15qdvUD;aty)T
z%I+S%jfbmx4TCKfD{E(#_^jBT-tKQ7ftbo|3AAICk{O+@xx@(l)(mo*IRG+8{sl7I
zm%jiv2|XT+I|e=vZdDp#qxYQB8L34vLx6%@Mn&S%`LE@~TYtmQD>qUR58gPtc@`Vv
zu6G^;5Cd!;Oz{%^oEG~~6&k&-<1e;%lQ~s5@;1NQ=RXkhsWXW2^g?>I5z<0)xr;S&
z`C7+BsjRTFiBR^e%jUAqm<cb0yYK$j;Vxf72Nfbrs;95fjp0MNvV0ajHlCcbVNf>z
zpmIn#;`<>Zc!WjoYmY}p5<h9A4lxCA(N&>z8-g#@>N7Gr=3TceHdMq@>qSds#)j>H
zc<4A;IlVLb(mZ@Q88c*jQ7zQ&q~VS(LWRk-%13}LwMnJ#%hV1E#6_W5e-Efn_Pubv
za=qDNM9jBS#9c<R5b<OZGRXpKe*ExGBk5Mbbi?qgH*SjFsxhly`#mI)Q5DH2L8?bB
zQSDvd9b;&<TRGB2_u@0(AM-1z&~Au=9F%Xno{=Mb&W;jUJ!_9ysXz<N8NX(`EQMZC
zFKP=NfjMKW9ZBLN!GM-@pxk3>w`Lb>7%+c`CrCP^s!ga<pfjUhTsF}epV(09GfWVH
zVKTC7$BHFya1C}6M=s{TmG<W2nn!PaUt)uh0qyak*z#aDFCi}M9^myd?qxEc`VADX
z)6PbmEBv_PZ!kO)XHqS|U9DVtJYsqJ1KQ{3-##$W3Z+QZ1lr>aNuNdv0@w}^19{dq
z3UcT-OQCswXzjtK{8IS+euKt{x3jTc)G9Jz!*O9HcVKJ=^663efMGSu?9Iq;oJg}|
zj65Tg%sGnk0cMcy{n7!w#~<f`tjteH+f_;X)f{Rv(iDQ^w^*xN(!+59SLt?&=zI{+
z*vwn=H%)vZ2tkTcSF+g+tA6%@dF3O%UBpVPrzNX-U_rdJFER>U`#T&AuBbP|mmK4j
z%}z*zsEqOqKm-Sv#cXXOf3+iOgeAHe^@+JvQB9lB4?}TLCUwq6&cnG@9vg{TO=d<l
zjOEaFUqOF^YYvfy-rI<sU|{$%Ln09KvSz#_gis1%7|tJFaF}l<0}AKTH`7saQLP`D
zjf12rq2Xb}+%p~#qqCQH<?S6Eswu*U;yhdigA2YpjBWE$vM=qgZ)-r9L3LRWmq<W8
znprlyLU(wobUK5C7mcY_x|SU6-TLm|8pH>a{)&0eg%(E-WJsk7s;d1VnX2|}*~(xq
zxXrpb{Nr~uFT&7gpUxI+m$s}QIQka=t@(I4hEFCYUDny)fmMs<>*G6{Qs7M-(2IM8
z;U6KtK$6{DljVwyAuiB;CO=#VHPv-^X*Bl-F37ys!0ZrkT=6kOu&4z}wlVB>omei9
zho89Uk$-1hvA+R2*6A!WT;43s9ouje^EROmJb?YuOIkKEg%G9=_oNO$3`MJ6aXda*
zo05~%;tXbL=V|VWs7+2U8%q;zv_-kv2-UtUvZ$V1;_)j}S2?`dRErCZ)zQZ{Tpg+n
zmz$_}u<%En{Ai*?w^k0q#I6CY<-qiZA8jGr<siWx6q!b^JZ{%97<1*s&b=BYR%mhp
z<rG7yE8O&T>}6v6nocF1_URFYYJp|8R5;yDaD>QY_Zw!*OM|jX_Etw}vIs0aZ5|p0
z*wp=h?eKhiC)EFX#Ja04FFZ$**wAU4_8g242)naxx`ACL>Uz)-eM=c4CScOGC~JvK
zjW3d~GfToJ?JlrTvk+J;LS?$D6b$}!)_vIg=zK$to4rrbyzyQ0+tS|rAtH*rsu9~0
z+GR6d3U05*-!@MRVQIgQrYQL$ipD$qufv%*?GEqbn1fcDwJS%(>@Q~(fcwyY&E1y)
z0CvYF<a;r&L_Gt{k1;RiMxir5G!}i@(@=QajzV_~hJj-+`x)XX!B?!G#ijgWk;+r?
zxpT^C2DH>Fx{I^R_)^45W{F@Ln}&Y)vby&4gZ@a9b+fN^i}mD(;=;xnZ2_paX&V`L
z`0Vzg*bZhiPtd!dKD6KH+bDyu#x=ju(5(>%{mieZJ8-oljB{vTck|toVu5Mh4&)L}
zB-IF-<13o()orKnnmNX_WKDGgI-<o@XV#r8=67dMV&O8Is~MtAR!i28!R%*piY>LU
zI|lo>q=2;t%Lu1(l!(#LiTUy0V*OuhEWp>;2@vG@-m8xOb-FKSqDBm`b>?tWDs}`_
zaw46)ma!SPC;~I%JF8>nd;ASXC#>QD{qpeTt|%r28;pBJwswCK;)-dfv6`J?9V_1n
za;bpG(Z?7bZS6=EA8~za2EeSaVKY^m%Gdi@=1FIw^`@h+SC@c8EynD4mT8yKVCdRp
zp<XCGh==VMc-EgN*jvqtk&OTfDo6cng|X&?@t(FshwHU+q!_8m<qj_fNIoEl9t-_^
z3Yir6spJj8aKgA)?Qh-EQV##*WVrzEU3*FljCELg==@=jj&x1x9-(;pR`l#!e|-et
zhlxvfX#c_wQ{`3vg&+FNxd491Yr46=(7u#<d;5agfGTV2-B@FKhgZia9Y!&Eh12Ci
z!vPbK5Cr-(aeP`zyoM^=<|7u1AJ^DNBu>C4V9p24DAW{xlfSv1-d=xc>mCzw&ecZc
z)zzN)Q9QBEi~)34>d6=>lZagvb;q+w(0Ths=)9^KAex``NY@F$A$K({*u}9OvXVPK
zl>nTaXlNp91=tRriuqu^b{o}lZ$<4Eu&h2NT3+c(mUCIHOcevB9V0(_HqDUdxvVuF
z?v`F`2l$#N&9%i#oe>#?O~8u;JXzUyzVBn3ir&|mf^V4E72X@6!evK%)umxfa^4T@
zTTSgKp&$l8IM>Rnh$s>{ARr*Vv*!uu<XotVb^8l=4#nBM17WmNDHTn~;#wxQ`Uq(Y
z!77kqN5DN{>O1;wqVCz$)gsI_Dk1MY*wz{9(9cR9d{%eWZ!GoK*34o%j#dGux3tm6
zD+UI!(FI$)Y@FS<)I4)O;{5%0W5DKDrHYOMit)DXnZ1l0?&u7x$VEsMn=Ig#g>nel
z?n8Q{$l7Y)4%n!3<FRt}IC)2b+-N&duBlB8$!!E%255D)$Kb!Pb@*!HKO+18+b?H6
GkNs~<&;o)0

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/images/image-6-Financial Growth Projection.jpg b/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/images/image-6-Financial Growth Projection.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..2bce76ec329e326f702650928d02fb3d27599785
GIT binary patch
literal 56358
zcmeEv2VB$F-Zwa~PD)wIyoCzNG=x3dE2C8c<%Y0_1PMYIvceR!4mMPgk%ZBL4H6&-
z0Rn^}TOff#3=qPeB4I<=@J4&9SZ({fpXa^zdG1>g^_=rR<M;ob^ZTCPng6}sy<xUb
zFX?}y&&JNq#>US2!?s6fyU2F<;Gsi@4jyLxbNKLKjw2^NIl}tkJbwJ>2`<jhKI7u#
z;^O8L;^*cO;N{{v{rPDDVPR2GQEq;*FT_N?5E2m;d6fw}E9nuABd0$3<dg^x7mvvQ
z_0Qf@Hm*+&@g2Q#kX?-J02li~F7~|!Her^K2M)5ce%OBfVdpq}<ddU^4jg1XzVa#S
zEe;$!z;XNp$5Hl!#||HU<vnzmi{r>=e4hhM9(=;hqw*ER!S5lyi(ly<U{f#OTM0#-
zBd5g_%)AqM#evFy_qqRLVeJ>t@6Jl7UewjktfwqUo>SCwbh>>ftBzH|8CJ=x@_#M-
z)&J}VSYWXpo#kQ`e(2z<$E-N7W3V6K`V4T8TjBGsOb&@T{N3x;ULV_ugREEJI>^PQ
z!^U{BKcD|Rw<ro{q6dUP^c0&lNz<R2ct=f-n3zJ04UL{~{>;Yy_<+RYI}JD44yc-B
zLZOb|9{k5uw&%~;l>YNx^v@(_-!4>{9bxnYt@?I)46qP^sOtfQ@IdWP!dFcRHFuiF
z)|`t|G;t_wlWp6aUWH4KRk>1^CY}qhdcWAPPp(UFY={X)JE@hnF_^~wXB@eqL|(_a
zfnjj=J?ymzWXck$nViL6wzKI(6vxvLty4&4u?rTVJm9!OpKwz>h~W&RJk~chgnM}M
zAO21yf-3hJa<uVsj0n-P)aee|Letn~#7DQG4;g2r=A5NJ*5BREkQ?+cmZXthR-O_U
z4WCWCE^ChgSOm@{Xr`ZzjORdk6Ul&2J3wI5!P(f#s_|iju|Ko4S-zguzK}fEmr1g2
zU{=5}RlZoMVQMEi>mLxBrJ+%(L2Tg4ZgTu?!jImDXz5n(7-f^>EBOu!7H}^;v?4`F
z0ID6vnYc-olxb7g*4N>Ob2^_4FM-fY$Yot9msnU}YL;lTWfZ|*=L+$>M)ny;PNN2I
zJ0hqI3k3Og`}S<fnJv-N3R(~<&bX<-IWf19>GYF46d|d(9?j>SB4?6;bJ<7yg9SI6
z+|4vNMLPoo)2MwbtgN#iG}g#0>2{E1m#YSPCj^^oM`XtqQ!0hGg~7@mv|KC4yMVgL
z%s>g4ct$!O?tEl~StQm4>8j~`mFeiijhHhpG^O4uF-x%R2Z7DffQppb?8ymt;dam9
zF9yG`tFx*bXv148BHB_eCpLOP)Tiq*AMZTg7(MIRvSb(yV|vHnkKCynQ6MR$Nnx;#
zw`(INP?LchN=T%4+?Y#A6ytu3eup(SwP;Y1-#h(;3rICEs(2FvQ=ERj$EKv)$GK|Q
zI6(ubR|_pGKfQ`HlU5=Flo!fmWXsDDvp$c&pKhHWkI%OpG;4A~`{T{MW!jk%<ceI(
zgo=!LEef8^ggK%fPfRAOM%1+B4Gx`@O=p67>>RzD+8Bu>n8=WfUBduY8mAt>qr2cZ
zm5BEZ-e_S`R0;PdE&T$uU4ktNx&2G6ssOvE)5M?!Uo>}D&e0u~-0#wI&*)paM$KT-
zJV#wKHDF>jCm~^7nx||AWv+PbJYX^yX^L>QB!RT+i$4KFB{ZB&vdI9T@MkkzAS-Vq
z7H!*Geoy0g@)b|V!k$@&C*9{za|7izU_BldrE~zlbgp`6=^?1x;II^%Sd}uIPpu_H
zmdDNl5#rl6r+U;4^zj7`_|x{--1veC<s!$~A57UcgYtBZ#5uilqE#Lv<Ga(;VA#M>
zwQT$R_MPwPoDbbj0iBCNuu|m^i(_+8FW%jOtyHy0Y>>K`CfAS6ARzuhPOOFjdsxL2
zWq^$cr$-5>{Zz$tp6>MSEEmD{{&PlCFAS|CD1N%^DO9SEzQ^{6XzxY=Ip6M^GG0wu
zcvdymwj1j?SO2}Ty{m%Z?IL;2KG`3LkV@V>BlSR8atk&m{Um^=c?U8UfkbCN$ceV}
zi)(Gw@jkcfDY_%EKG5CS)Z+%TEWUqxPJ13t4>oY0O+959t7@fRIq+#W&EP5r!)tx>
zLUNwt(n}9>9!ePhtxVbGBp3<<)vQqA<Cqg+3JfsLBIYb`5!eB<Nr|YOl<}05amu6=
zVf0$%PEFY{^*`gY|G4M77STxzI&Sslbmjn;k~swY2+YOe-=BB$MEcz(xm}r#7oGun
z0DO6lvLIfYLVFHukc4_*2zQJ2r%5?Oe03gE*GiA5((`hU+$-SK|BT2iEIUpC@w;Y^
zfJJl7lVD2M4DFtdDO5do5+t=P2R+8l&h>ad2S3G;L!@#rSgFWvN2|c>pIrN@Xr2cC
z<sv?C84?i>^RUEuRb_7LDOpV-u~eHv^$^ijN2cf%m5j=h4_dvqRHNJ&`Pi4aoMvLH
z09VPono?yvyCr_`x~Y3nq2g{OAsr1N6$XX#E{j{1727pHvInT&y<*M*H;^7&d8{}p
zyA6P;wl(!=+bP+Nrlo2>8^%pXk#+JKrZtOuF@ZIU5P=*2pbN4Wt!u^6PMqp+TDENq
zxFjJ}ZgwBiH<g5)Y6B{C`V-6v!H(6>`fQ)H=8bq8&CDhkBdp5-(EdF(bJz12SYQC4
zphM1-WH(ph#6v3z7G!EfS(nxsN%S1KKw4=W^^3C#Fxh-)Og74}X}b#bw5oTQv#&u!
zo8?oK`f(M-7!;I6a|;(YO$5LgR0#PS+IhT&S4ptO%~oao0dqI=pbGr)8&th?VF1_D
zNEAjX)^9v6&eUKtcfwO~TPbvXEgL=0sg~`a%t77im8LSWb5^m^O(dU&5J3}6MTd53
zWo%<ve(x1R-~$Nc<?N_Wo-JS?ASy5?Vj|iX-c}pAu<o4rBh%QAxJonBW9WBW$#?20
z0Q1<CdkWu0VY9QWO1d=fXRZ~hnO_Cv7qoh~^J(t{>ZxKS1&#eiU{WO`vFBsMI=dc6
zTb*r<M53vu!n?#2BXpP4hKiQ*@om^vpS*0<#^IvNicIwVyNzU27MGG?BbW=I<ZU3S
zjWQM+NT(2jO?o$ynhb1POK$^e9WXmLD$q(0J(JDlI%EWk=X<8ogeK!7l5KWj;?v&_
zF*iM|YWy9QMOMuhd*HLDQ{7X#uOY{0&59?mHHWA|gQv_q3n{)rU`*QMKCAP&+BLe&
zTyFKXvq}bX_>ppLkvNZ}Od7d;KFfLea$q_r(V})twqZdY9A6KC2rN(6A!9=-WSK=C
zt*7V)oC-CyBl<PWeo^Jh>LcG2>*XY?B9T?!PPat72tUt+hlO~Hs+iB5rJlARo(}d3
zwxd0b6O|7)vR}Jq*D^qNzejhM1IN%ROS`4oMUOyoOUxq)p0`bVfMnCA$|$dPCEL)i
ztCT%u!Ur{vbms5$!lMY6EAqzNyvp-WA6Lz@jm8g@NdbV66r%YI+`HfSEErb-=h8YE
zpFEPAB~d@(35F=?i=h1)mAomNh1`#tx9icR;Xdf5-u%Z6&ctGJ0o2VNi^XPDK+%ib
zZM8V*9qaoA;Ync=TtzwS@%P|G<_Mx-;@lK>@fmI7+pU0JjnYwMT_@jk6$qjS1erE}
zu{<Lpq8DCx9N0Lv22l-x_?hb;5%l4NVzX_}b)hn~uZ>*mKGRe`KNgU@uzoTJn|oT&
zuYqh4HA^qi-PS(Loe$o{#SWxD8!i>SdL6BG3!D3p7KxpGne`3PJEt3)J+sGl?JgD#
zhUe%SQUl`erW{eZ{vSuP9~Aicl~Mv+Ir!>=av@z0No!l^!7<VPat$PiU4o{_*Xg!m
z&M(C$xRss#l;A^%{O;ZLi5=_omN{z0(2!6~t`E&fA!gc57G$+Hkn2}dtrliBRTNy}
zL0D^+f7#D8yxN{r_ncaAqmN*{HI}^U5iChGn_)G`-TaQLO@{xfgw)S^24}7FcNW_=
z30etn1#{H7=Zgy*H2<!>DAfppw1{5Ugp`+r_EQxXrqctu6;n1dnqdk;xiD`VZO{V;
z@uRouXZrH>{2;a6Fz2KkWV+?FY1Ic_#Ys6=-*om#iGKc#x4>w<iFmFl?8LO2Fvx1_
zttjteRI9sGvd8uonl;w}&-pleYB?jNW8`6IP5O$zy|X7X{A}Z7V3X7!<mL!yyE>z{
z%B-THVUO*eZ?{C?%4Fx0JZl29kx$kH#5YUf=>!2-{b&o<G0qR=i=kRQYef${(XW16
zR{9&v9y;now(D4PoctY;oflY74~@g;Khz=s2~yS^igDL&n|(0vgfqaOo|ODfYXT&w
zTOS9TReeaP|EYumzcg)&Q~4cEJ4>_k9%C1pM;1=Y=GEFaLgm1&<O-JptCv{ch>1t6
zip~t}DdbXb{q{e3cHrbmT22d*l<wHfvl*Sg^z#5JZEh({qxo?~iO9q8rE#(|2IP$S
zR{4pf<#dAO^h36^Ujh#Jr6ZNnkzXF|4!YVM<iz&B<guAnui@4sx1O{Mdu*Y+CGiO1
zC1rSfN?6S&X|hIxcPK*m^SWp6zW5+N{)YtatD+%UR_zVWOD<OiMdzAK8yU-8W-q+?
zC+~6iEhxuEn~A431eK-?b%yR-dOrKY@a(5al0W=O2LGEMAH0Zg^(VG$&x>TvgcPg5
zvV$u#+81BS<s1B@rdck-(e!7+^J(?^Kcf|>JM3;tM~g5t#{b!txTL{^A1^%oyG8oV
zKg;5O@$*;O{?GRE0bPG0c>2#|w^(x+5{Fezhi@(5WP+c}-^bhe*6*zA=ChQm&g3XG
z=+83v-~3$hZF?cKy=_P@p9g^x+8#W0yYeT(vpWuihs2_mF{1NzWrcI~)%xT>3g_C$
zXC)dz+(&iKMt<a-U&#0)@4VNNKJw0ckn9im$UFPd_>KD`@B9Xkcf23%op<2)jprlp
z{05MBy&rk!T|D0LedL{Y;P{Q_Bk%kMkaxTvdFLHCe(U+jJHJI_pZ_E8>;vOH=SSXo
z50ZTWA9-gV81Fm((|G3~fAK~)r?dBoQ2!Lr+{9BFc6E+wd<=KOXIkV_Ck}3CX|jCZ
zKx&=yhK+rUi1gh)qMy*Q8nYaXU#xTeiQWUMrrYQC*uZy<>*7}r-FnQP$Hw{<X#ScF
z&QaLKCVto0FzoRc2FEh)ioX2*eYEz62ngcARfEP;0jvDh6F(A_GzP|Z{o_siT(!=(
zOtf54zOX;?hur%njBNH*L!?z&)zLedpEay}DAE617<*J7Y3c}`s1@G<pqTp%=RtzT
z4Ky1J6hpR$tiNa8h7+<X8QIr--~ret!5YcE*h)J->a!9UN<t~xr$a?LWjbTUFK(ge
zbl;6w^3o}KpKG&&YYC|1wz(E?w?cK2DekG_m@s>)X);ie{&bRwq4wddu-AG(8cw+n
zHx$QNsmCHRcFLAWdu)pjd$-4eHI5gS!=5`OdqA01t6-kq+|3!D-O7eW(@?4a6_+5a
zxmn?<&^W71nM<0JKU+Jhpt&V{E9wc;qd!W{qFg;J8l|SGZI;+?w#hX9oF+rOS{i;d
zstyc=XA=Vy2k@HG31%g_p(W~Yk)sp7)tubnO%Cp(3(5I|g+VE}fi|CfC5k46`;&3B
zQQWyot2t+4k?jM%{2uSQ?jDZ;#f6tBe6$x&LjVjG_jO#NxDz5bMDSt>vou(eeu4sM
zpafq|99dMP!p=u_VJE9krE<zkRQ^mCen=qPMU6h8%NK1ZyF|6hjf^rC^7ursle0GG
zyP~jh*J8zd7qA+)2KB#r5`aY*UqjgCC3A<4n?#UYQN*h~z@M~AQCU_l6S1nA_d6af
zwJt6jB_d1Ah&Sdv-Q5@*^`k&~QWkgQj<u>aP+hN$Y9LW<^bK<9VmcGfStC4cQB!<c
zHmmBpr{vZg0!He3H^wm??F;5^5$bEN(YVI69#3J6A@~+k1pVxGV;d=vRUoc{Rhu&y
zZ1KW$o-qlF(4LQXR5&^0Q0jAS(O;oop94FJ+S2pu42r^{GNIQZy8@jp((k&gV-}AV
z3}7tMA_oxzb6cK|X|m%`dB+QhJ)nxYA=Z{R5@bu|8cxSGzN7A?HJBI7tJ~19)X;pl
zQTTy|UxND}Wq1+EC$Q#yg+UFEvF($HtkIO?|H4=XY*d+`Sy|a$HL$all6L1AKqcEc
z*_))~XKYBu!i+A3ih&zdkoUlVMyuK@1!MB0Ml|2#gb&Y*=IL1HuNTT4c?s5(LFRL4
z(azoS;B&1{mUU=7ePuk$x`X8%bs4vWhUQ+*s%@0ppE@Yr=1osQr<~vrJZ>j7<z53p
zn;5$lpzoTcE<J*LT4kc7rlZlJ(o%6^{;*wO>Hz6_N-PZR@42QIy=asw<(F>dIyo_(
zkw!TUdeS;SH#bNJsf1-s9UMpi@qqjqT-pqEecCJP(=^U2cN{OZ{w9fmAnRFd)Y_-u
zCQ?T9NP70UPqVUbQ^>fgQ?Ua{U-`gF51xGn;MFsKl5)v?FlBP2L)K(jmsCe>aO9RU
z3Bd@B-RZlr;2E#h1S#sxMQWQs^Hr4#m}s-<3>t=bU!cb>6`w6WUQ?>kJHSC5xeyFN
z+LEuEL*)?YHKHG}yQC{8vr5&JD!S^2uupbE$_dO?a&R8MRS0RF?*U=O287hhU9nKb
zSm$)7ma6YHK>Evsge1mX3q94n@(b!+Jfa^?$Mpc}usU<#Y#rtMKvD@Xxv`oHqPjga
z(M=0=2yY%=59v4wgv97YdD4+nDA(+}qKvVD`yB)_!IJ6t9W6GG<Y9gfg`<K<?tD3z
zI3bFFA!XTHz5Za5d4k*7yvznj&?Kj9j21u_u0#dpt7!*@3(qBJ&<7rL07K;3+#0uG
zo>2r4v2<=k&Kwfuf^)Vz<T8>TcrIc?O(K+kgLbMVR;My~k1f@jX$wp+i6kUC$d0*=
zjOG;T+U45%72Fm&-&5a~oAShZbx^t0x%)c0miAJtF)ZJf`%bFTi>w5z#}g^JAX}9O
zFjYhP`MSw~<AuS;qe?(@Nb`D5N;eNqayC>gKASF7dm!%SA5r>WZH40C5rW`1w`j7c
zX6KDWer(<F?7~Y7l^X(C7ZcA)uGhRj;(9V`u)Ae;aDo{}RYji(b>9(1NVOHJh=(f$
zNJOSz&M=oZRKZD~3~#h7XZ<Avky~L=v;7#>-d^W)3CVP!t*V_mw^Gr+kxRp!!yY{;
zOVx^+w|;85TRPyUyGvFiflS6D5~rJI+lf0$h^`T3F_k0uGNRv=$9;VT=7x>fF+vZ#
z)I4t>BF#5qcv?wCVv1SX-GERX#_#-)#qHflOuklUl^Ho=ZrGnfFod@l8h_{f;B(7<
z+{n_28E1uoM}1NFO9gf)Y<aRxc5$a6#il{es`->(m!#3xUADZDEk(H-UyKv3pAK5;
z%VQ$zL0o-XcBt#VFYGF^E}0lMZ$kWURLOo%7eWmxG{NuGLNhaF76NitI=!iOBHyHp
z80dXF720OF_P0LavbH=1Q=ButVdM$knLCWr)EopMTXh;7({Xi7-tl#d{ef|nX6T_n
z+_3XOI+bG6g7r)(p;4hOxyi=qP8kF3BZ!MveJ-n&%#`I#i9&I_s6{VB>k@O2B3J-E
zk><<Vpat}$@|yG6<d7DuWr-va6_-W6h3@Of8z_LEU78<GwgIGWJZsoqn0+^|$Q{WD
zqX!E))X|<gz{=6dd62l=qmc5R<ZyU6m$9*=xUVx(-#Tr=A_lKi+t+kuk!QifiYP!a
z4b?V_BX6BncI1l1GOdf%(mALQcpsdgH^)f^KH6i$VH+B&&9H0h_ppPjq+~eZR)QOB
z{<@jCY;D7pg~hwst8zBDd=GQ(k%)*`*YtpJ%Q3uLv;*QIr@sctZP=S}7#$Ew_p#M6
zOTmbVDIwF1u9^FrS7;^n9xriJ*pwghk;)l{#55X$d>fV<0Rnme?XN?$5>&NP8|Dc7
z8ehc{@5E?5tNIQNF*sGJtJ|okYph+-UL~}9h}38n{|IaZP^e<GcU>i3PN1N#2F9j(
z9D_NQb^^J$g%$w-Zf+5C4bMHc8_9q*PexqhXn-;{w|I0}(63PoZ`tKe#|Gw17wqtB
zH}prJxjk@pE9E7;MBhEK96<&O7+RymB65>4Q0E=dBQI)-fO~9})?Y2d9rxHU;27gp
zNvWJ@ZBQ)(^VAIz1?*pjE5o^qRnCpaPfG*!Ka<dbWpq#EVhXTof<s486DfHWKAIwq
zw;P6CqA*^{1z_9!^Hb?OhRu?4`I5rXMA3q^+d6w})}lMgEwr>-ZAG&EHob1jKz{$j
z-qab0UHQ}53R@(qJZE@jlal?p8Bpc!<5sb*p9Psi64LNRe377NL^fxlO+oQcV~@9N
zlN`*Ka@XuWs30R_(tb@4PcQF1afG$Eve_9BxU;FMQn1JNjU~#BGD7gQDz9*^&%QX3
zRp@^eDyG_841DCh)H|`X#|BGb*!J$R4GQhC?Xj(dtx$lV{9}4bhJ)70q8Sqwpwya-
zcDd*cCp33x?t0ja3pQebQrmNP^}HZq=v0$?xbFf$Ss})q*G1Wj;F6hJI>v-Ym1kQl
z!1LrZKF61VP&Ca`?GAG`4I>v28hT3hQ84Uux8H~hmr%uuQXGw`#y|w7^fynG<-xx3
zo&ejL<$?7O0pJcriYeTf%$<4Pv*cyl^tX)qKHF51cWTDDw#9Wr4@XCC$jiw_FP~!i
zuwiI1g`7t+N(Wi{6fPf+uATFAmKk%wMdR<GMp5OXs9Y>IY#qik5YO<Woj@y;#E}8(
z{qrRd-cIPOA|0P+R9J^mbDdZ)d@)dZ4HNC9$HhZ2bm8K9q@Q*iVruns)Oqxvec2>C
z`S~ApHXQdD&*%LUHU_oyx;L(Qkd4*?b<)P3+gin6@(%R2I2rRtiC;b2w?V*s-?&@M
zEZg(%4(IL^YW-OT|CZ<7M<>1cbc!x|<~c5^1_v0%T`LKl;319VBD+u+ar>UBE<Ox0
z_Y&0xOt6d7+&Sxid&w}oGnd)XWgejO#j_g%HSQkR)U6kY(_?Rg+}_4($Hr|6-&0*)
zNgU*CQ4rNHpzC~NJG`Cn`HJff9-CDi?(pGU-CjPP|FPFGeqZdjS*T+*{<y%qnq%={
zZ_D{jN}g-!1|p#kh_xFM7hh1foTsHLIUiirj<qlKGxh(Op?&dwbH*dwg7!DxZz_e-
zHZRQ|97l3yna`#{gjY093dL!$Uhmd#VfaO0Ls-{UOYNU0YC36?_Ku==P}AjoxTfNT
zoHVG-k8g9@mp#>F=wiVFGoMzd$1*$#9uZM4nJE!bP_<0)S`mX4uc^1vu|$6QPmv)8
zH%`@$8%W-7u3<?U`ddk}UL(77>Q#m9lT`GV3e$S^9>>34`olLd$qW<<{9TEkG`|Ay
zS83jg_!>aKYxv$1>NR{P{^*5%Ti`#lcm>gap}-H<*9ot2=B4=qVa(UfcHn3k2uD^P
z@@L{1ql0{da+RPN@aZ54lp-cy`~l2~*F>>#A}CNSr&xaYT-o~?_}AEe7FAwNK$q84
zuh0KvxB6fu3g?+WIp;ZFtubw0b(OfVgWqG*|8ePNr_2wZybsa-kR#3rF@JR7%C_;4
zS2Ui;rO|G&87etn?&C6a+r9cA&|-h&U)&!NzDm6QE5ejNMfhvRT!Ybal6FSq)*Jxg
z50wmT6E$wwS(9_uxb9AP3WL9o@LyxDj>}x7d)Z%QZAf?}cd*FrK7_nlIY8c7YrY}1
zmY3`yS{nA^x%RgLP7mKXCH+2HM}^aRBL}^kDT_Kcn&jFUy7Ov|)9V@46Xa}<lcnn?
z$XDJ=^B38Mc|dA%bI@aQcWbOVF}VA3m()9~F<Z~<*bxYCJ!n{T^Kb7#v_F7d{4Fz-
zHPTpP$tjr|I^1jh<;AnLr9<q<y#29%aqlz8Jd@s9YShOo*^<d;Z}vWYKgl~G2i|V|
zz3a7a<KkIY#EQgc5tq4tekc0>kVnsE$eP?gG!)|BRS?t?r1wsfwk->#?XhKjyYZz<
z(zl2HSi&#%F~e!1Mj?0QM11yW=vK0FTA4C^7^rmfz4U*L&9a~5qGtk$=&kv<O~|~Z
z{MXobnlyovuCwAQdhVn`E8F`B?T748+*@WC<A2rbrM~X<yeBCH4tfX&?EO;`?E98U
zs;%CxpO|HJrKZ~?9dz8E|A*Yi_ifPTZG5}0{gcET`p+qsK9@26@<Yk~&0*}kJ~up7
ze8O%l4qd96IXlh!PMb!IY&q}7UYuaZSbq8GA4_(BA2UGr^?Ejah+(?tO;Y#!$^RM?
zhGOrSXH{bFG-<hh9k)HU&c`7?D7KwD@IFNQLq5}Z%M3BLZ@axVv{ApH`@$L2)BUku
zyZ;)a<U{Wo504=4G--PHY{sS%=R*#p6Wf>XA+$f>fWcd4_>DbG|7Z{Y{)pqFJ-oja
zy>YV(Z1A}MFsRIZZZOpN2|<CR*RSvFAqS4cOaS!Cc07Utr<h^=5y&nHsB#r2S;??N
zITDNG)K3%phYrBBV;!cQJyZKwAimN6JVpr%)%K;B;YpmGk0YlJz0^^H80yXpPwA<g
z$0}hSr%Xq3`7?BlijZlC?iG-zj~ZNntCE(7P&Jy8Q>BzTlwUVgDP>`g?Z<<gu40NA
z2flnG<%b*}JB1IS@+V<xYenclOXgScwQh0bQ8@>IDp8BT6;aaSa|z>;Ilw)P?1DK@
zx}F$9Y?<F1)V_#UOAj<&>4rn)J0q~GeOtO6r=ZB(B)=Uy%Q$!I>>@`$%l01V0?`<+
z*vM!;4lf?8BijhzOn9&7U?VdY4dlOAUQ)d0P)hWC;K~0*2eU>FH|d^W8I72AbfZFv
zNm+MU*9Z9QKHnvT8<|B(0QT54oW>(-HYvUy(p*(};T~Rs!o}-0`VJ3A@~`JM*_YQx
z1JoC!2#B!aD2$GCy4r?X2JYF(h0&$T8^K(K&uxk6wkh~9F1>OjUdhMAL#NSZrh_c7
zlDGB4kbcK3Q%(W<WX-#B=(bYlJ)(`dUT<6=!PF&hLqaS_$*#byx?`{pZEfr?Ro9bh
zRnm8@5hPl`Gqa0Y7Yke&_s)o_cIfWO-fnxSax|vTMti4-gjOd5t>$RuL4)F)VS?V{
zdL|xzk&#%aZ?fJz#RJFSs~sRMAg0SxpmLOZwG<n;p}DEy0!Cd-%y~zE`-);*8*7pp
z*mR>0?NgNH<hAt;G0N+VQ`F+=R6O_ToDy9)1hImGcWDB-0OnL_D%V44!}iZ8TbxAq
z;dyhJT-RkST-Cjj(26nEy&4m(FUucI19>O_9!j2}PAO>?M)z<IC`CBC0tL&qQ4_uk
z)3^!qbF&bm`$5mCc}?j8ehZhySywGx4VErcy@Be}<kPu(3zbtpSZ9SPV_o5djKE4f
zPQgm}zDVQ@+wz~gl{$<M(KZP_m`KBWH=UY&5l0IZ%ZFoOO0i-gT)@n3ER1r@umQ~d
z*_@z?*hGZ~7@$by0szPW`F4p_WtsjeyGlV{kk7KNA<Le)H?Z19KyZFe4BNW2#L%P`
z7{l+uRuw_KdSr>n$f(S~VoG9qr~uUSlokOsJGf1_8`Zji9Ox&=66%Q{lm|pFRVyV;
z42E*HdWocD)Q^X`56`W6s2JR;cUOj#2E?%LQFu--hoEK%kcug^l?3bh66YkH7f)^4
zr3QA_3X=&=Deaz~rRE-J@LeqHhNqkzxRp;256NK0;Nq62PXIBnB)~?(xCH6BB65%b
z_AjB_#>EMnkWI<pd>hfjfGkjTsA5|{$&^P{e_YQH{l?%GAjzrXT$5psBlpwT^VkXQ
zM^uq-#xwFA`|_6MXryTVG+0?g;hj2bbh1=>AO)2&jZ700Z_S&#%#NoSF^X~p)lw)a
zP81Ihe{%-8Z_*D3)2UZqmqhEM21PuP^Y}oE8{sr!&v_cDVxE&fI#Ve#2jhz!Uzu(L
zag896*CVRz7YAL7!@6;U%JkW!uE}I&>>N;`&AZ=kCh3WC9(2w+6XibL!e!WC*Z>je
zxCaXo{)sq~EXNS}3NhP?vni0Rr`q~afl9{kY)fQ%;8J;8(XwRQk`NlY6oWr`I)sm}
zU5ttnQ|uBiSzaM6cO=>J6Vn|1w=}r9MK^#aJ4E-`gr%3PPp5$67EK2-gT>a+#j3Hm
zEPvvepq=P`DOsq;$jh!-I(7OdtSf8pjiY7!iH*~S&DZITZ3>r`D<!Ci?JjD0m6<@h
z*oqA@qT2;i6=qei0bR4jIMGZX{a3H&#!$}quU7K{?BePoV%4$|l_0U1$IiE}Ue;q?
z@H9~93!SFf{#2u~ta-MY9^POsU>?+Ol&EK`1lATkp;DsxWUQ)N*J&UTGV&xfspipQ
zsc)R|^RAluowP`!`vQMYz3*Zl=XsRf;LATE(~sloKSJkso}JXHy0P3;J3Dz$ykT55
zy6o7C*_2e%rUVFZ1TRFr9-_Xy9B4J>ju>;qw?8}ipzpFJPJnqiytYv_mv9YxzC@>c
z2INZ>Xjp2Nl-I~oCO9bw=e0S@_X*)S;|p=cdaYqr{VNnxZ;B2uT{-Le`elv2mLgKt
zxprxqjb2%<aAb6)D&DMQ#`sjABPu=J-%28bAaV(wCZ!>I`ovn1^U>(uR9Q3cg6VS&
zR>RgPmrN>P$H_)?fda(cpNLBn&fpd~Y<)%LMiG${Iw7c)1cpxZMi4_Me7skm#UJW1
zmrFNt!nhz8Ui{?e1ee!Srr$>#*<-s*GEM_zAhM0!t0@!c&+)32TPo<nyY*mhfJY=2
ziwP7HpPEkp`ieLCxm%nq0WzB|$QcteNbHd(w-)-5h1AC`)qv4P5Xza`g)w!ubx;Pq
z209A_wfUcq%E3z30yGy;*r+_#s<^E1LwCCoWg@3qw@)Ht_aLClwZXD^BqzF<I*}49
zy)kB%J;<lQS(P^96v)v$yk!Rt$6N?7>Ve<VwH`4XAlAmyvg<`-2ytG$)5OY91us6g
zN!4Snxp$SX_vXxcjYnW5jdOf@PYy6}^_JyE9TUZURR~35B+<0L%7#VkZP^bL?-pSc
zF}%hNH5yJOXf@)E<hoHGbdURpY~yKbJ_a2%XAUs_0&Gkcc)4q)9DSG&TtxEGde~q?
z9I&{|%v*Ro%<7dfj<*4t6l^}tTtiKtfinsYukz=nXDZN2@<6JwY7#KDoQQ6iWClpo
z*-?b-$n^0Gu(nJ?<v|O3a+@Ho`OsWnYBq<YolBQkXi2E-14^Y8f1$riY4BA<+l6eG
zIg^`JVVrz2P)~{u)f@z_&vZ7X_GCY!2|w5hd$NI>D;Q5XK|h!Zvxt5Oil~RsgN+j5
zN@SB3Ayl)DT<%=|oTCGRc%cB$JVCfnMo-9ZTi3w5dKiODM00@?6f<r~hVQ`OL2l5t
zUQ9h;n3`wR2!*+KbbtT?J8&m%wevg>t{CaG*z!|e$T?B1r{JJG85lvHk~~meH%#F*
z;UR~lR)DOQeWfi#nr17Wg21=vn#AKu4SKfOgw8q&+U^vpK|T8LJ^bx@dc8v)y%0(T
z=n)aq!xRvJ%q4PU&0H;3zK5G|!ZY_uX|h9Z>vZ4A9|@^Oa&pY{lWq9Ebxq+g&uojy
z7oO=&J2(44XcXeMV&CzAZ4SpIt2sACa|Eot!dxgZG|xpSHF|PM#T~B^W_Ah@)h;*X
z)#wE;hPswKf?z5Z0yloV)_R>!fmCojY2-ZW`nt8EWeK-B32dmVj~^NT4)+bpEn+MJ
zJEuFSm1;K=EOxH%n>us5W4j7o-2s3WZ)!;LwRjo0`Ibtld-cxX6{dG3{bcd!5U0T-
z$GSgzZtQ`pQagw89Zw5fwLvsrEs`y04a-u#EngB--)JMH3I^DgPh%cWL~fu4I~)=7
z?xUlte$M>v4NI1}XMR%mg>&IDth_PqKF4x0mbz`DkRm$Q2pREoHzzDnpS!e2MM6!g
z!M4ZBG5c#&4Yk{J8L*{wf5KYlA+5E@?PThyV<Z<3GV8LEr43jJP_yV+uB|1gJ2Msf
z^ce1U818lO#~HytLg$@l>{-E*Ytbda$77$lGbR<9L}HwBSM8!xf;`}gWP#8gmD$Un
z(C@8(UaUT{af5Iv0Q0y~4blbzI>Y16?fi}K<5&pi5^MGSa22QEa9A?k81(i0Pkm!i
zI$z7a2pBrJT}|8k%JX8=y66P69Tm4}i&M>7`ED>gc0s3YHscZBil*nSU3<6b$Nz#v
z+Y64iAv(aQn%@zn;M4!Nve0Pv4jzps=v8{KET;ipiZ@D*9yKbB@x$ax)^n5PGb4tZ
zP%lR_x{e2ls65?clP`UPD<1pE|JzxwM$tEjyoDC@&A$Mf|F>`c@2u}+f?&09WnbFV
zge9L}%82I`FP=g4LzCN?{T&<w5Ca+S<p%Y8YUQR_WVXk{9$vlSPk7&7p#C^@@eT+4
zf#+cImdcGKn*9>MK8TW<CP=HAPioy`yC1dHojTsrI1!!Pe^YM!4>EZ5=p?eYc8Dmp
zD`b$9)6cW48di9_2BEjD8V?4Sou7nF((R8tY`$P{VSN7mjQ-kG&INoV9ca|=Hs?}m
zdGFcqqQ5kG>199w8VId`ri@Qw9lzOmJeia+6t|9uKU}J**DDQBi-CZ0dq$tzmaDkN
zLI*0G6D;Ba(_ue7a~YiE3=EuLWKN1z<<?uFkq=FjJs`F$i%G!vWzVk2r9j*BW0fIg
z)Hau5jUcH=WW)lusqTyCRq<#txpd}a{L`s&P(VntT$kLadmqZJM}4|BEetvZ(pkuv
zZwvKbu)M?Qerku=bpY82>8lTv5kcHSE7q);glwar;*?lTsYY&~(_~phWd(n@@Mq~f
zibtUBgR=-4Y-1qyr*;n*-$Ge1gcg-Y&$<mXZRmIj7QksNWCcMeiTbl}TvSQ9>L4d;
zyt*17+PB9xIw^q$Mc^dlXnhH$1{x1blT{es(<;-Mo@tX+jo%e=smS#guy=HFapiUB
z>gTOF!f5jvZlx6yj2VRn$D$KT=!ZkNN-eZ6f)-E3NT9@EA@_CEVUZCP;z<(j&IT{j
zOoT`tT~ih(GoBTew>u$Z9WEeXvwhi_np_je@pzdWQMqLN*}6M=Ucg6c+JlQKja5Qh
z+>Q>Tl>~OEUzE)CbJ4y_3$Tg4tfZV5@heV<U^ro-km!&!jy6dg^_e+6b05SviIPT*
z*>|JlI$O96y-B7u_D%g;@;aYRR|`qrJ?6ngj2(YsEf}oXU^&|xg^_i*zAdZa-dCOp
z)8y&^ihPo+Gj7>@_0*!wK>L#B4U*ge=@dd=F5zBDo)1O8f^6jjSFbyt={%ui{^`s)
ztmIGX<yi=gvA+HUkMq4%lbt|Y|13@;iP;MGfkIoW>j7X^JJ6jG%@+n}lBrc%gr{yI
z&qjfy8{CM;SXl=K#Vi3aYqj9gQ!A8O1X4(0fnRz(OIObeko(X(buDbG8N>AZ9x8Xm
zyB7=Xx5N$#^hmC|ptA1TcPO;Z6@&;nJ)GUCiX4<6zzewg@j<f{E>+<~bH<F~ZoVmr
zq+e}eT`=ZqAakR_L(+t2`RpI>?POzb+d&U*xD{-iE~s*8H;QEpuC+OZJ!`x%W8@7V
zU21Hb`;y=LeL{IBgoDJmGCy!X?3DQP=X1vbQ+3`UDxi;h!R=PZ6!8>q|C{fmd*%5n
zFDP-7*v4a-jNRu9zI8dz<FZewQBV6D^%bbQhgc`Yf^;DslNorjX0@;dx!==Mwsoy0
zb++_I@~9h)oQJ5$AA!jsu$XHT6J4&^t06*_`8$G>y-0e$*|Sl=KnEn_<rZ%3<;cq_
z?w`y`(p}<=EXR@K8><}l-!nYIY6ggPvnNjrcn1eq;pjv<bU+y+HZ;=-0df_{tjx5|
z8xG2X6&o=t75om&aHrB-$?|wwo<1K_V6`PxPkDAhDmu}J+3MRZl_9U5?dWGMUZkv?
zq0@Rn0J<1(c^MwAd9IG4JPAXa3`eHh25t+HrF)~jchVRzRkw=OwsLn1>8hffNn8{>
zuE%s;X=0Df{~xnqYnN4fjQ7~S3Zp)sGIfOf*d-|ioAYFdQ8s<96;t-ux-2Gl&-=-m
zJe$DPsr6{}srBr!T`gSuse-^dZI;*@GbG=-9HTck-ALuORep@hY|P1+m0p5(wwiM*
zg^0&N&u#c9Zz)H+AqresbJH_o<j1sa0<SHfn{}agG(b=3It)isoUY3??puIA8zSBu
z<Y=0eFgEINV_NSV4Lb<8Xq!n%K?PzeT=&>SWtL{zx_W)5%0<M_@7~W=YMZ+vm33Ez
zm>Ee>obCYPP-^nNeh!6c38jmIKwV0bkq)<azx6og!nQ!AFgK99vz35#i)7suZ%gB8
z`o8N%3N5x@g0avm?Pmy%BguC97@t&Zpg!91I{9O<hAm!0E2`eXhjqwNzO7)?aWgj{
zdQrD$qANtijKC;uDS&O|#2`LH5_g272vG&M)mc|T0~E>jW`$BFq8Fy^k*-?Zo<J4a
zjfi^2Tpc5gG^LE22*_*Nu?S9f!C<jnDZ`zQ+V69<0l9`_%}+)#B1yBeXDiX3%+Pjg
zUYlq?sEl>FN1hhAh1-^QMpIN?T&p)egRv7_l`B!`bM!9xdT-RrhE5<)PmolaOL?14
zzJPb2BD|dx5_&ns{T?K|O|G{ArhK8KGa5^31aDFe4n(FbEVIsN#Fa*2OH!dQl$b}a
zaLR_A^o4;rYvk}Wy4Q_EB|Ku-yTQbk+Ys_7Kq+Nnspj6We_`PnkJ%zdyc&67!%RgU
zlj~;^Dj_xtG^O%V078`sZNe95DJP8V?|T%;7r+Y~@<!Yy5cy+7te8vgW?3W#8aNqP
zyin3)UU8$<9VU?WLrWpQ`-t3bm02DP=o%$i4>E<c={6gP-3P!gts0OZC)H@;rD~^o
zW~r&o&SDd7sy2!i1^iD@E)5XY*A_qk%?faV<mCc|e!e5un9}Ud>U9>)7LCL1kRa-&
z7}gb)-_TyDEn?}dyt=T#_w&3YtJk<$XOT)g$}{ZNF1ngSL{zMn+aKSy3UJLh3>-)B
zZW~$RHB|V$*4r!$PubtYpyqAT#8B5*o6wn)#*!&Ts%!EC%0)Mjw9RV-BT>25r7fZR
zI=LR?3WpY+A!3zBi=buPW$5^ooF+>mT`>i9ovFB6gp1=pl8|k&R2@4$%M7aqWfO|%
zYJl&atp`zz#28l5_l4F93_BPN-i?5Q+uNYE3gN`woxyRf=I_X?4?n0g6CDAGP}zlf
zNT*Qc!{+aFUg|pVZ^_ei1nxCwqi4PmaCxSt@jkup=X<p<eDIKL;vSng?^?cEOJ~)-
zjt3NCXHkCR*@3w)_ow)Po0b+Myj3JW(h!77t2G9OZ=KdyyJ}w_v8tr;T{_Iey<{QK
z(C3iPDWiq=6aVpM-v1w$)(?JrNYAQ6vCfZ8N$H*61n{@6125*lPKYU9J7<WwcV2f{
z*QE4GLqoegHigJ>tYh{Ao1LO9bm~~pMt8kUJI(^1NS{rkod&@e21g#8M|SDJv!BkM
zpSS}S@acG7rJ2CxtX?*a^}x&#{RMT1jG{R~Ndkf?v6~RtIFy1;#;9c_pi;VhBP^Fg
zgvOTg><++Zy(00pI3az!@iAnq@8-~zpC;GrI=Ns4{Y}#{9(2JJsM}OZOb5~3nxNQU
zPl4a6O=B%frdjSxdQ3Sh@3F~colJ9>!R(|tb4KF<AiDZ8YdNT)+3?b68u;Phi(;#G
z7h*5L#vYA8bUm&kTanCf?Rc(46(ikmJohMYCImufEkkUZVEog=gH1z}aEJ~^O57!v
zC4(M?8dnK8)<np+VOz};FZxBBbe~Wzpl*_1ZYrhqeBB<K0foz~bkzB_y&)W8<ubDQ
zQ>TV}BGnPP)Ssb{iC#6iSrXm=wt@3b>w--U100|32HtCSo6~_`K!c-O7uN7@!Z<2)
z$1AT>V1}EETo-365$I@1(GOKSie0>_r;IM&a@{)P9b)HX2XqGZ8-YErn8)=t1b&w+
z``c!PrUtr3H5#(SxaPDBTHav0S1ODjUuhe)<%IULibk9(7y)VGP1gfq+AzlR=k1Rg
zdFoHHX0a39jr1Z~fR(bUdA#d8L6Q%kj;PnCACu1hxGdL5*Xr^1PQ%qW9=BQQtGXM7
zjd+2|Nr|d1^S$@zAr+!7m5D0tw$AP!Y-b$q!yh-7n+z;5UC_Yo0E`bHr=rfs(|WQk
zlY)bY+@79@zgMMIrP#E+!0iyLDxyui9dD_#HcEU-_=z7qpxT%>b&SZnv@xDm)C3t%
zt!90=V2@1?*BDYdFykLE5S4q&6q3E-hqINmzw=^5E77=5JT7HZuWY!J>*pN~ERF;7
z!#lr^kzMR!V$grQukvhc6T9U3kW%yQ81up6DM@{%XYfQ(%{a7rHCs(-F%UYj_P68Z
zA4<0`>>vzr!GG>qO*q#}SO3GB?V|6PyU6m=p4tfjiHoGB@pNCRUz~rrt-<UObk-*u
zB%V2|rYiO2+v9K6cn|n4Q%p^O+@jWUwX<t$g4)X-;?(E*oo1;Q^;g#t6v4pKz*4*+
zYc<_^Lvp}AP^UVO(6@UDRKs|&`$;HTEW)An@s_O?buD3Q3VowsJUDk=a;-yo%f96@
zcTDJ+=M`@Po~@Y=8qcS@Gix3soo*gUyPRE7y%ZL*>{+rM?{{N-cVlu0zH#2+W1_zd
z5G|WoL0ivIS+;m`b+^vpvzuAW;U=9EFa0MceNK45E68XPUIs!k19B(R%Y#;1y0I@)
zCXm+8-Ru03G#zEDJ+`}(YAI9h&$pi*`0PFH{>Uz`PlEpY4j!=Irq9nQ2T%4J<mRMa
zVQy{3rf(3qUcMB+9#y<t)Wh@*JEUVwF8GBw(nA=3vJI7O$7JjJc8zIh|G`Sa(Lv{{
z+cfwtf6AoEeh)O)^Y3YFpI>>e_K(Q#?@iQI-Z5_rqTBf8%h_z7y_f9W072k8^SIad
z*c^|9GNRYLL@?Rc!6eqCVKwLZxGQlEErahSeC7M=9ql<GG8E>8A5tFGvNaq#LKy0I
zTO*gno0|yUfn=v8)!?(%Ki>>>4|6tHxVX~4Jay$yHhLd<8BY(Nctr}r6J<ur8j_Q3
z_6wEG3bFe<Kwj%0o)_%L--rL>i00pZ(bYbkcRsCEy*uVy?cNYn5z#M}ugNIcNfWK*
zq%6a?)OEfS#Y|;ru>HwV3LTc}>&R0@32gJS`x*b?yZn!(|D65hCm&b>`#5|0>JuUV
zzVA=4E`s@0<-w}2jY+LvjL8vRmno-Tcs~PePwU+NbVo&VqxVk^E3vaQe`F){@lM&1
zKo9Q9_LhyJo^5#mDQmx{(QNRpI@{l$zNi1E?Dx->`+CCGs;#AW^`+;nd=l*WljQ8Z
z*@)l2m+IXBW#@P3eq^`l)DDe*VN?rbG@Ok@quoP9z(Tb`^$C^lrhDc4>m7I5r}4-p
zPS2V$+C17z1edAuNv^Sm>@Tdp-M8BwKO8<?KGpv8(EFh658-4fK4;si!R%9ww(Dt=
z2xD?m%}8LJli)rNOsaI{{LcsY_NV*B?ajJlWM7SE1*=rOS>r{mR~CA2eSf(B=KJaP
zhp^){_D^6rb29gjG)et*`0!H7<R_CtX~X-Iy>|cg*5CIjeEWsq8#_%MA@qn<Kdv%8
zt3cW>q@O+cixCLw&_=NR?LExi33#RVq4roE5B5RpJM+MzP&d{WxsH>3&e8Y#01(2D
zMmIlw@=nrMo>!~-Z)^PHs{X4hFaO0yHaXtvJjUzoP~dTFofM_L?HAhDQU1jW^axyj
z@+T+S53*Fhe(BX1;M7vTWMEptvQxpjog-3zzb7ic>X<Lv-J9>#zfjFP`#4?<?we?m
zsFs(psUBzd|J!@X-VJbTe~0kvcix%aR#9eca>S^8rxq?5@NT+SzQ5k)?R`oQjCnf}
z(DmRlOGjA!!uuQlv;uuP(r*6Ar5vIx-4{(}4FPWYCyi*37#V2Uu)1ZTR^@#j62$!l
z_=iI>@5BFbX7SZ6Q2*+&Kl?H)U|Y`mZmN;OylV+J7i*C=(0MZQNY@2TPul!x1DXxf
zNQJQ$<H*1T|E=Q$ryw)93BWYhN{HRk8auruo&F41f3RsMeKF=nV#n37(2js6?bfNH
z6AMolYn&?`MV)+TszdleKzva-<F@86nKu6yG9|rje#RZY7MdjP#?1Jlk#W!GZv7Z+
zVy5i)ighMhMZy*9PSVxA{&k-e<<>t3r!6LU;zb@4+*jybQW!(!#>2(nYnm6)K_`ct
zDi&%LNrks18)tu5JmvmE<wim@{i{(S`p+I)XNQ|CY7<78KL>;>uLxGRyovH)!BOT)
z%bPr|zKs$9NV;%!y{cH`b8;2Oe393$#ayjC-F8|b#IBF?)5*cx{xsD$QS44Q#hlTW
zcRv#0<M|blk@_ZzJcmNli46YI+YM@j9|o94Z=xjMKI6z?{6<R2H&HIv#(aE{*R}fJ
zu8~*P%GH23m4s3bzNYH6$M(HXXxR4yOp^dW^7Z|rmTv2mz7x6917>6=+C8yKWqHoz
zzRX#4k{lSqtLxp+eAx4iE;O6bb0{Bb`sXauPmBDjT#~;w^6#DR9r;zcTHa{ZnUPy>
zGW7aYvp52-1pKO8sjt-am1ceQpOb0F{xxc&NJd4uS?3tjqcWN^n&eXG%*F4_d6#H^
zz!f`)+ARqGhIJWK<Qv6nGv{fN3AwNKJ4!Yk;PX+HKXTGL<XZX8=&xOZ5m@WE<UTjP
z5eHA2Jgq5=^<=j7T=#duq`5=5@)m*uh5e0s7|itbW|c-8re!&1iCWLigI^?lpc|7j
zBK>!}ynjhQ`tQqh_MQ7yf{tt0<0&mW;;j2Yd3|WtVJ_c0QzuheUp&KG<rHusu&yyD
z2P7oQyPyGb{XoL0fXa&;AM7nVl`blO>=r*7DsPCt^_7{l?*f_ouPm#-k#|_e*UR=M
z8T#Sx=Zf0xQz5|zqherU<t1S!y-}ISf(O1Rn+?puY&|#k(!htbg7o~~Xx@HEfd975
z{NK%V-z`R^L%*6MNhn5P^9VEAp{P>AfPeWobNTCXTjFVWB9(`UF2tpZxWja)uG&&&
zWtD2CA2NiUiWcfWTB*N`J^tHP>i;+6hJBx2X?`=Ta!MbVG-j<kul=oYv?!#V9IY0M
zPL?zOj>rW9*cg&_u@cZ043bzqB6Gt1*OBHMV;JiBKVvwf5JYDTRQy7$bHeN4@DFdN
zG6LARvgOsXlm78Zk>XMd>;J>|vy(uYMc>QBY8JUnJiK+)Wg@{?=FxF+V;NMS)88xw
z0<Tiq&L4P2X_H8|{F+Zc-BNL>)t<vEb;439eF!yap?NZAGM6g|B^K)L{7`1A_*Jfu
z{#<vav0_7$AbT;=c57K3?2)PmfPlv%DfT(g$eudB*M*xPD%?AjsHR{LAdl4X#YMrS
zsSP=o&`DA0c5jCJj8{HlVI3<+HH2r&fYqDNSth&|;)*f>z9jo_PG_3rHbN{Krx*TI
zo*QoJ($XT7y4c=9QKxWI*d1Ssf3qDyaq<o^_nx%YOL8dW>Ts>p(^TCURdbwiQb=uM
zM-5LmPLwf}RXEL+`n7s-$j#BecNDx%y6v@IseSyUoiu+W{$4#jj<<~fkGh7@#A|-v
zpx@^fHV?bF-PBXe=j{9Hg)L%;E=+$wBjwIhcMg;221o%1ImW$WCM7Nk>Ng4d4SZkz
z*Re;1ys8>SL)KQ5_ZODfHzJm@zn=bD@RwTo>Yugqe~~?_YD3}aC*Z(G0e^3Kjjq`u
zF}ScyMt5Y<+T@`%k@q?*eHsIkY<si>R5NnAMZR!9s;#is#yxVfJe<f&*)3GyyAkxd
zjih_%t0=WE#bDg`*e*@>o;YONQ?h0x79Aq1wlZSq%6IiOQueLwV&rWlRW$!KBD6x)
z*CsQ-lxo;i2mo}Pkb5?J@2e88*wlF80oz8OlA&Fk%P^#^rA_3U<G{^Vg~%r>kS+vz
z@KxG5#MF;mSP7-ld&Hs~XOhIF>Fx<+FRwdorSUQiPzm2?-_i3Uh8tqe$uEz~sJ}}4
zh3l^Bww>U?y9K<_4YYa-f<TY=s+XSP_Oj;pd|~ddnt!5?EIt2wl9$)r+F4~t&`SHm
zP9upl*Nu{?&7`j<|5zvf9CfKHhi<;r#5b-u&ZK`FP+WSYZP9<Ib$?t!O%jmX@yNXb
z?x-3#Cu~4dYR(pW9>cn+B^`F;AR$;dwy}x(c<}~^&eBF*s7oBrhSJpLcWolC6*`1-
zB&yM(&S9njI^S0ai|EcxhDW(%Pa(%|;<sKiLav2yW$(6!LaKzI%ThGqW!m}7RERoN
z`x|6e=ub(=Zna^V*YRG9aWuSuE3(G55$%=lFW1Amg5H;<-qPz@RlN+D)P)q=$E_Yi
z$gXoStWB%q$h0qHil$$YPA0ND@a*P4QC@UDQ*HUsDs#>SdF2V;OxpPZ?ohNTX+@WM
zVe^7&p0dhOPu@EXmJPk-0(7El87^uJBcb+%%x=Yp`09_5drNjgqB8ddzBtZy^iAcw
zaj<Ap^U<MS$dT*6M3TQ#Xxq{BSr~cTUu@7l{mKP@=j4)s8ZNsuO_3W1NZqe0qfI!$
zInc~6Jk<z{9A4}e^F=MJx!}%ktfcE-uEqWMOW990n9tpI^&pB<X9f=*v{^O@+EJwH
zC~3~m-k+jr`@?c+`YyMd>Ddohw<1NY>u9o$hdID5zh*XpnG^cKC1*JFY)n#}RZs9j
z^ou)#b^xZ$3(M0J$AJQ`0F?1C$hf*Ofhur1gE=njk<o|d&&j>L++b9=TBHKU3{>FE
zO-)#=O$9#E^?hdfTEAotYrqRx2Ry2fr_#OfvpPS;7SJxQy(n~aS+XX07=rcq7MWOV
z4zf#3Osf0uq`}t>59$~DJ2?GmPn4mS31Yi>=;oU$`W?pwjj&=fW$@L)4W^h_SzRA8
zGcrxpuj8!ZjyJ`+cwlv46l^!(d5|lzsY#(cRpK*g)U{#V=>kb5?N1^owo2)K_@dm>
ztwi&_Noe{UzMhh0N!eMkAy_MGwIhPdS7yUHnZA_l+X8!R)jwd}`Nowwfo(4d$xa!a
zr_*$DYr=6k!yUJ+U@!^I|I^-=M>TbBePgX~TZ>$ZfHJmNp@M)R%re-w3{?ZXTnO_Z
zi6)YefDB=Vwg@t#WlF--8#R#t!7wLbkRc!>0U?GECIKOcOaWz{zWBEHTkGDo>#p~o
z?|a|1ntx8tKF`_DInUb9e)ieV-oKrxH)C98-i|s2XJnPP`7U9+J1S1bkn8bpNTnt4
z0_auZlhQOa4!dw01V1eFK+l%?3A10dFD%PZ+T6Y$SamCD7+o$W-B^#)Jg3u3Zgd#O
z1iB_vjfD+30M!k9q)Ooh(PoR@KlELqo!T{S(`*-!WPa@AWQ6%F0%b!>-LDJ)?N^G9
zB)*Gp*{RsbOIlni>)@q6ya`L!t^kc*DE$ny?j$Ah-@+jSSC=qAnHp6x@cM&i1oBFV
zCf=H9I3R}b0RJ?1T3oh?fUhfoCM&f$12~7zUhb*VbaS80zQ2=m?Cfx0jA>NG)(RLP
zKVU6&H5-kJo_7GNv>jJ&So)E*Zjm7yW03haJr=D%7Cw1+uOnxZTmpd?Ud5ub=%eh1
zHw~0&4XA{#iCAns!WzAi@act|&yFPO!dUL;+%NkZdQg;L`@kwkwecP)oep-GGx34D
z{<c`*FW_(|7&S^;f#ZkqmEHNHglzv)^+Odai(z{*MM1_+IH4z))x>sFC~8Dz+J-Y-
zESd)`GK8DP{_+jVvKh}quoY3>d@_NIWH{ChNJb2W&t=6xan+$54oVZ6H;r1>n-D5g
zP!YNw9dqv<XPoW|lvP@&+zJ2Qchf(jNU_#)qWJaKEIp5I&uI*OUe?#k*7?yoXo1~K
zJCgW{-9U;cVzC<BE&8kBW(r8K;q=NR4qqiMHC9mo3l!slK{O%I{1<;9!+$_d-@)t0
zot=!V-)rwgcf!{4r!NM|3*Fz~(zuSNyV!{-`0!y1AV7M-9r(>kwbRh`pjZmzj*9X`
zb@Bk|RB3R<6`va4-j%K6g@Y+=KW#-k&lzq@W%!>eUzo+F?)?3m$y0q$lW%bWn=A<R
z4BmjoP*`hH&gZz=I2k%Q068p{9Py_&>2Qz#-1|avfTk8dR(IH!E!lRm!R2S*nJQvY
z(Xq=exl{T=9}5*o&~(+nBEJ&ZzDtYX7Cz|TdoDmd><Q8XM#Z8Mmd%Ko8x>I&r@Ql}
zD|r@l?o^3|`eNTiOHO>_c!tJuE%3m%Uq-aqS0@g^(61?K(L1+LU?tKkY97K!eetHa
zp{F8+wiM9eey?*mXq@<jZ$eI;wksYz)XiZ$KayapB;_7Sj8(=zhrMY$&1O4;kmmgl
zBwiNTGb*=Gjrpm}<>cK!LELHkkbn?=TLXXE-V!)XPPm<I&uMWOT*4?q!c+#nV%_ee
z(jwBS3KS2TE3$n~3^4~UBN~>3qtWt!-fE!zYA}*o1jqL;W0WpamUo-Xvh{GoJi11r
zS4oTpbc6Kvd!MaO%AgGym}m?TKm(79LEbvuF_f5XxksR#@FAmhBVjQ5aI3K;>v{0Z
zs<$96W6v8y<~D-m9vwu0D{ZzlaA?b90o%BDiFi_@1H`ven9TRV&e43<d9M5G^Sb?W
zW8P)+mu>TIM(53LBey969L)Ij?%Tj=@MF4Jv?dH**xN5nD_gM-00<mBf+XD!6f=lM
zwHZ|3FkhpEUL&NrD?P~SdYa&%u>IyXd-yOgR@z>&(spDB-mCVVFe^G7VfpuQA?p5I
zVJ#<j?4mFXq$?Mhlpri=&@jTLWe3i#cWlt4Yug&e<b&0-h*<U|KCD|SNy!#$6AC6J
zd6c3{zDf84dH#K}?bT!Dkr_`J*BiZKlRJb>PpH%pWPI%p_ZYid$k}21Lt;!c!J>Mh
zKDKb=`W`T&vGC^mTiYyS1f^e-*Vh!M9XPC61&a`h8Y<cL7H_zF3u9wjR3o%F@V2}{
zy;LYWs?S42UwS`q-nm2MPO@&#4vAOI^!^qLk3AM9gY}~vL}RpQ%M;`Xe3c0DBrDDw
zNvLg*O`j~-SqZx3!5GFQY7!AlE+VmxTw>~C<%vs&5;ShrnK)A$HqYI>v}5Cw(Ue9G
zhETc!<;N?^oc5?3b)Xl<YHMPwb<CQ-Ia<#zbA092_Wnep*?2)a)F2jXA<jZQF8gd~
zQhTD0*i_+owZgOXG;-j17sec=hBSgJOPBdkHch^w8IDqD2Z4?94nW6R7C=s=^lHj$
zTuREs%fy|sQ9<oN8G_N7x-k6e;G2L+yN+ee@nxahNgRaG-#xu-+e=`s@)=>B@-AGf
zPv%l{baqiNp|Qdy2U0b+V{4Y6&B0gHrq_p-Q?!XC5X3M{)66Uab(M_G_8fd-!f9+u
zUz2-!S=GVg;Agf`Z44@O%Lu4Kt^TpfiVQ7Qe??8S?wMDXiu?rY`(X?<LpE2y=IlWt
zRcSkXZVvU?fO0ZRq(~iMz4z$!AfSC|J`1P0D(jUi522_ayXOJxcw|Nso+utTn^1R5
z`0%-2mBHDR=1I-q$Y|wYyVdo$2-CRS6F$EEfH+g44j#T|9&u2mmFrmQFL9x$y_g$C
zQ;2Qc?rlka9!iIFJKU=%opTArBWTv|tQV$&b$cQo3tGR+*;5INTYnZzoOCWke{0ZJ
z(<c^`fF(gAjKj$5&tvu_@*m^J(ONQ>D+DargqIVUr;#@9DtghPupdRgFR_0_1$cX(
zWiPFm8^>I93^Yb$nxIQAr0*sqWJMcs-KZndtT|_KwZW^)Lbb|8OD21~%XW_kwk<Cc
ztvfA(!VjE#rMtUP#*z6;n@)+woHdMS<htP^7#sy}2id2Ti)@bn2deve@&s(dI2b7K
zstyRj<@fVa+nHftpwlTl%q)5aQU&!3%(fFwrVOoJhX60GW7DfW8{4U%cMg4|YY{ud
zh+TX&^r;zTGcp5?4hzzaawzFr<m%S?TaK2OK;QB=h%wNlDUZuKm*F&YUZ{)do`v;A
zabO((N<ic{^!@7F2HM7*sAczJp(myBNv3VsV?)ro7_|`z6oX1U`c}QAB&U&a(eXHX
zQ%&!NuAs{$Sn)2ARul$$7g)Uw$3r5xz5%qxFyrmy`xweK>xY#f`@_GuG0qWRuG}-7
zW+SU8QfrvL@FR&Q7kRL#@z(*bjRem-d6~>9!saP`u*F{}<cL&UcG~PN{`HMWlONks
zXvM3azMMA`>XlPA6ssLvNBQl&fXWXhg}uS+rb%_0alcsLDYMxL+45eAHN9o99rV=#
z2+)EnA1s~R$?c%f_f=(8ffj>mf4wa|KkH#RjGF96oq8@38B+^|6Z_|l*n@^$+>UI|
z13ZBe$iJGhJ-T;5x(STkU1)zcNjCq9t8AIV-s)-AQFhAi^yye4Iz=A#AX=|>f#s_A
z*fu<iQJZfgP;Q=ncWONgz=-!A)n`*^u%cY2Prt^ObA2rUvyvI(#!DD`gh@QyWWZn%
zo9Pghk;nD%r<A=ULNpAs9pk-~^~NWk-P+!_vObyTLpW5MGeLn(@$*Tpj#P6{`DG(o
zRz)$vAZ`&wJ#&#E?dv;mmj#P5vSAN=T3%wr_Y34ZqCD7#{lhCR<}B)F!#%~~C86FH
zvIQz<&apb1C06d-0!>5V3spr&dg$YQQ6uVAr&k*yq7joy!7Zd^1swd5*#80jjBcx7
zQ5jt0nPQs&!7{zD1hJ)b;tork7FPMK!%9z7#LC<B2F0i|L3UD2i{wj9t$ZVAL(n3N
zWNCE<%P-4+A#c~JsxBG!)0`P6m0EPG2^9aN1X65^N2Zoyht0Hvl5L|7+d-P%h5X24
zxNcP1P^@pJrMzA3z%CCgEBl$=)Ml`0&$8sL<`QD<C>2+BvS}F<XgKJG=aGIiOif)!
z(BMT?Bh3l+S*)i!lE+Vk$)W>EvIw><=B)@UH=uNVc03#0aM|+y_;U<#0$(|e<Q`8Y
z?EB!W)(;=`SOgBJU45Z^DjIJR&Q*V8H`(1xcki7(94c7H@<h|2nH49qTXH()nl7JV
zh^-U<MhG75bEr))Dyviv5ACj$oJ3hk-86>FmkLjh(-2)YF6f+5nooZoS5=8+E&Fhe
zU9%*4E2Y>Nn$-FF(gw)EjjB*ivtc_@dtE`H#|vs4Dg-6fW1luWjK)nEdUm=WNd)wv
z1QbSiH@&-7?JuGpOBa@Tn2DcztL`LZttqHYs)*wrJWk}`&q@0NfWSxgCK?=NMe17h
zA>yV*+mVE0?NS>?Tnch&lCV*N?bY>dbOqan-_W&nWru-4F1=rL2fJJzwaB=+BJ>92
z4dNhGV7br<uYr$VZIjcX1r&6!9$B27*>>aIXEhmul)$rY+UIu1jWyHjiPfLkbb(w2
z&FU8`1jNpu1bBL}+hy1~W9w}Rf@T^6A(L2ufsLeV^SH;#<FC|g?fR!z`MI+^X5?Cg
zvtd`4yFAazAv`s;)H579(^pg3c%h?PQRi8}Q#Xx>jHp=GL8o0CtN)&Pt!b2{BsQ<r
zB5IU7JA*I7pVmV}yS8QpYGPP%!zmt6R=pMsP-*=n<-M&d(-~kv1w86{_nlFzL+ivO
zv}X5?;ycO|t$n!SOp$ny2JF8AIlbhMb&M{#iL-(Ax|SR=cykjC`cOdOg((-q9?jNk
z(896;xPx+`>eI`LSzY~F@-;gSEUr1vKg>nW^?iTwTZN&OEwkra8HLN}6;af6<C)8T
z)+fd^IP?W^E$D2NW|>q+>V1@MabL)enyvUV@WJCuReaFkTxxb=Y4qr7O=<Xqo(4Sk
zPyk&u&Z3jaco;bf2w*9_bNY50hQs*d17Zse+5@N!rq1q&E-&Jo9DrjEmXlzvEbb-W
zkEZvGr$q0IhIIofogqxRu2-Y@tNyf$*uP_MXk%|^{j=GTL}DzL5p3K-J*%m+d->YT
zFcj-v=^zWJ9JI05!-GKVu*FAKEu+hnH^$26GZp+xz_D_n8kKH(&FAB54iXo7oouZn
z$Gd}wY$(7T;K3>BT{Bq$chE2^k`oa;OCZp(=FsQ*$m)c}y`6~ao6^~%?A#!Oy{7$p
z@}|X>6%%ASF^zPMpb<W|GyQmhIX=F!1+=h(rnI@S=kp!HA-Y^6TN=K}SzXLZDctE?
z+?=PQXP$uE?OqsgNkNPl3T`$^N4WsG0FVu`S7s7gI902n>*3S+2~_c3#b%XXqx_(?
z>-uqzWy&r_N4hqu>`l;6CSN^)<0jgURd~x6JEG-W*>(?<TC=;C3wwfu?VRy`9_Ef`
z)=n3P{Q4>(OXI?@g&csjQ6+$NE+u$oWcnQ!%emrAl<PQ2TAUcakQGf5dO(hS@ds-2
zcgcUj4Sr2Fk}O#Ie)92hX^UImEVy6Ykb%avWmf-m>7_g8*+PYr%#Rk8dT)(M;bXD|
zywI?nZn!CyuP9bSp)gqV0?C7)B)2h;%y_4Y7mTyyO)FVn_EDSCQqvfz?PD~bu4qJB
zA*ZV)=iue@#6qvlZ}yFK(8ggwflSAN*9c~}LSV)#9?xDXnNoZtVOX!p=VeS_c6G#M
zkNsO}ci0YR$W<=YNOF}?+PX-LpFTb8-J{(b8b@kKw7un_A{E4Kh%{FF;4QA7>OxM(
zpJ8h%pG~Qj&Y&V?Ax%S!$lK`)WOGeT!~4j})p*9Sq}~<iB^=W%<=hWI<R^%9!W=lT
z7qlpQdVSrorgPIQNEoOH%%TnGf|1H4<M=9P9}sv{SWZR^i4*TjoxalFw)|m)t!4m-
zLSg%=CewzsGmR{AXVYdqFJv8iy!V9(DHcZQXWfk86b~)a5p5Y{L-E=X77~NNingsV
za^ZU}^!R(v++$jPE=Gr?XDjF{yD81G2Q0WCHnN?+SQ?GqXTcgGflNnz!1K^bm<B`x
zJ#z`O;@-<)xq{ZM(C3#DSBT&4)A=<r(^T&}wMDniQ1oAu<i~5BP{TaekSHH&Kk4<>
zCr_J}Q2T!8b{*0FH1OyQ06_Y*d^oX_tDBK`Q(U=w%$iVBDS5mhaO`rCj4eg2cvJ*2
zx_NBi^2qpP_Y$QYW+wDJv(20iB%n4~gJ6sLuF&oWLp2y{^gH;|vualxMs70`uR%h>
z#*ApH)f+Ue@3_y$%(A7Vu+zwn*P;f1N6h=_(H680p-Rio3z2qj_4wV6sgME@_M&C6
zvD(WJ)M&kpvn^myR^`6T((g*=9})p$SBq|}U(7gL3|%B=>Yd`bqd9=e1ywcoOHku6
ztw{wz_vK)qR}H7Eod-;2p`5{CVcW#A&$i)j?}4EqO>t-ip`s#WScCa|ijQ8F^_91`
z=~}-ott?L+lv8ni9{%PqyLRcvvL9aQErmpRn_B3h6oN*Hx}${2&*_0gGlGWUY;s{V
z!%R8gX>^Jcx`{Zq=Nu*j_IV)B-F>+@_+rnrkh;GQeqO)ufl+N8*TK;Cbe9Xr?t!e5
z%@sqpHzp7BgATuSe7@W=y6(f$9_AQ9bb0M~jc5&+(GawV0ChN@Gubcjnndd#e;Rwz
z1o&w%L}Nuq-a$@bAw8M~$7APlW#x>p<$M8qlZ@;)07;tDq1TWtFm1}YhsgtntE&%Y
z&+6I3f@XL8<c`_;*DL7STIiQT3lg5j6+rby4l)Tv`CvP#3+*;wSG!t6XQzt`Tyx|G
zt<ij}nH0si<uF0**Xc9%mvaBKTXI4k?7Ohev7W)smwg;+f1P~C19_&>GAhotBC>Lv
z7)Y7ugOCwvB9PNpoiZPmev)|Uw`Ntve(`vYF*5=4{-O5AXRy5Kr^8>T>y9?wrHPe)
zl!l?7anU6<YN=EQAQ)FYn_@!SgDG&r+B0$ia_SZfEYiKA2m9NF)K_$z%=)4q%Lu_y
zsN$l>#fyiMc=J#8bdSvyBfGBEHW(FqhFTx_P@`YhUP>0RK_{e<%`^i`jB@Z$kM(lK
z+$dY^Jy7K#WYZu6mvcaBc-6&4L(-!)OQ0UYR2&YsZjv2ca~W7NQ6y-vEqtx-WXUSf
zK$hkV&&Qjo4b0+H$yKvEZZgLl{Od<Aa&36;*mkuWNpJf^Ye}q2P1j(si=Kp+pzSDt
ztQhiR$o`8zl-xhKAbCGE_3rn7aPi-eH6U80pC5blZ(9BTyR1Q9AmAuu0v=il$A7+E
zTOD)9`q}4)6a3^ITS~L4;J*$Rj+1=M=5^XI0SV5?YN=lipI(W;^{q}|{qwvQ+kZK9
z+*gH#GPYofa|(1(<S&OuQl7<>gJ1akgWa)V_@B)F9J4<~<Im|NRvv$(HLBgJ1q^q|
ziBX->_zUFo2lDaxTYc5*^M?Vq|MsL#5CaoQ-2MJHno}l89UmZyoZ-DiJNT$6zU9h2
z-{ZxXZ}pX}mmf*s901X_F1K$&t)J~HA9(D$bblt(-p0#ex~pEgXYu&<Ye}i8S8sb}
z?j#)-1#dvtz@2|_46XaenQ8kE+a|lzZSwTpvwefV-rDt#dn!`?3fHkebIDrrNW#rp
zF7u3fQeuUAI_1na#Z@Xde(BHg(v1Y^!^#BhrU1!5`TjW$f6Bw3^WuM)eqgF|xAl`^
z%hl7L+FQg4|C;$Yy2FnodyjCSBtm9E-8bSq)muyxr{XD&_a(mijsBI0^W?XfmQBT1
zXP9r1<n}*C$vrley!Y2*U;MV|KU2Q=q|_m<?BJ~!1vR+ltiwVr7NzD5TS8W;(sjsI
zQ6$ftsuR-zXDo7%4gQyD3N@8``pgO3knUiN25qMtmj>5*cqGwwxSysk@zIqJtdC!P
zljke($#>$vIz<r;I8EmCC2aA^ojbvbp%re7(w?AFc|hf&Qg`uc<4w#xz0u<I;fQ>P
zoep0L{p;o7ZTUr87to?(E$QObjc|V<`{_ql#H{|^?=0%SmMM~WnM(G*6~A7wFJ5=B
zUSIaL&|Q8$@jD0v^6})Ye(OHc;jP=?&5Bp1M-tj)JNZvW^B2;N39kIR?mk@q%Y1gc
z*3VxkaRVa<YRwelGkRA80NX`P*GnjKELqSP{$Z&Y(_5~0L$64+?u>M~V97YLKs3YL
z#!m6ot8AUkL5`(r5J-RzVe{5A1qr=h`+T;1m>70z^RmIf^7L&cIEjFt;YDyx^Q*$S
z0HACy>7@UYoIIya3!}~X#<bKi0Vg)W1**Stirc;%l}-uSj<bq~m^A?otA3O<$@u<v
z;;(-5ZrM>g9cHiRWp%RcR~^;2)sZvL4;DI)B#tk`3x6kdTH@Fm-0%HN;t!jx7Z)ds
zokX&Aj(Jl`Dpx-K{x_`uneYk0)cr!v#sB!~w%T*c8E83sWhucvmBM6r*_m&U>nQa3
z0$rP)i#DN1lEwabTPI{oCQ&_qv`4&88>>&*0Qdw1d8bzpw5B;e+}WY<g}-e=tVt$<
z<O=oE{E4$1cRibRrvET#!RqSN!UlaN0>>Ll__7bnLZc@2=GMl{3Va6)F7~ZJq0*`~
z%Z$7b{ZXPdQ_gAGCMrBNzmvKe<x#mg5eqDNRW!o3qzLYIxx3X*Hmba5ZzG6?LvfeJ
zjl75l@*Xr<L!UIl6YQ{IsW@#7etxBaUeogKR>M=StnJw>wnbOe?StD~aS+pwRyVNS
z398^M@%DnW>tHtflE<~TS&*WUbX|52D1>NqZxAuZXeehO<`i}LvS6b@R|g}TcOXz$
zXKAd?0ufX6RT>e;)vqo!I+7TEIT71DJEB^ax`xW3eG2l7Dq?q@Pvz89TAia+3$Z6n
zcFxt0ca0HS{epQo-o^m1Ad=?*Y~8ov7_v9VwJ!Gjbk7de>Rlup)6aNzGn(|?&wNAH
z;Y{|&16nDijvo9XkGZ>SPg(HFfso-`8x3Bd;@~^z&zBr?ZP~T}*SNI-8OB9+&3=E^
zjKLB{SrO^0S)r)$B<)R!R_<b;YSFl~d(Gs+sLyNJl<tXPSieF#l9(pULRM^&a@(Ij
zWS*tGH7Os*0P=l^%(3{Izyq&4rZMji$kFv&e|+49)HFMnQx!}|$jEhIqI_!Yy?VJv
z{FpgI7j+-@x58@EzH`UJ)Xj)eG}M43V=$F~;#$hNI^uWCUiv*>k&b=R?fAg3U!$wL
zMX8P=jzhK_Yd+5=cAICOy8dH}X+}NYh69Xwk~&K?6vuA>SW`L0sWfny9Na0u_}-Vy
z8y9*;`fGMY`R>LGZKmmg1cZoN<rTW4a*#5n@-}jMd;_I<ZdU_{FHeWd9oQp=!{-i4
zW%i6uC>M43j$HTF%@_z4>B8ipfo(`>$J!23QahIHW!&F4O$oND$|?385znWqjwk7+
zr$yW10Kt<<95x<e<?PB9@S{LuUo$5&tz-<JLC|avlVM8MsrYVwHVro$?~Zmxh&_3H
zTSmBDy}PgTX|5^|*ei`<EWem5Qm$*LW$T4yGA9T;%nXlhNryzaF0c&O>-+bNb4^BD
z+DMR42G8#Ee$C?Z3WTc55j#WL`1ww8O^5J6?Jiv-kUcBLxgl1|PoD-248^svRMg%+
zT;m=H`e1l*sYJ0S80tYbBc6Y_#`vDK@Ek$<q!gkD%k#z&(cYvwcfYb)l7-6@-@kl)
z({LGP1@y7&7Mke!QWX|ycQf)qJQx|i@g}Y8<3-@?kc;8IpRD};sCTC#elF_r1nDep
zDuf?C9ik7pO{g*t7gx-T+i7@l(-XXi0bYD{{4OKX@dTrhpi|+8I#<#kpZfr`s+Ug0
z!;d7i1lSUz+2MvTc%yY0%C^GWxz23aG!AAQ*kxN@Ys70W(KL0b)}#_2sJuucO`ipE
zaHTA1E%;{SRsP{vta#4u{pZt7YsjT--xoLZXQ&Dxo8?`QDDVXBw2S&MZvben(~>_(
z90-~Xhw9rKm+g{0bq8k~F!!iO61$)8yMWKom}9AAqtxmKo}m-ZExD~%4pC%%9D4)6
z^|^6p8{|4DYqXj1etc??Q!NR%-)f8LSK~ykDOL$S)botgP7frS!{9%u42-<S@gD?h
z99~T))on$PMO$AB59#9^*CPq0^G1Wo&B=%}(n*bZgFYBGSN61%z9rq-tC|c?`q-XR
zkS-3!V!>|Is<f$s!>6df^lF>&-UlBc<R<|iE+8hmOG-)FBiCxZ3kaEZs2KFR%cD(l
zqFd_je6suSs86d}sGG!pT={1m{oAwu_e-l7sgS)p$zDpiRpJil=oFOloH}Uk=VgZn
zi*L8~6(8QN&0pf--{XmQu&Fs8+rJ%DUv)kBPa8il8TF~;%BGHD1I~{Ni{SZ2ikiGC
zsQ%qE<Wj}GF7R+NiyC~J;dl!h#N4fWDC-mvK&ZawbpFl;_p$#r{4r#_b#Td!Ee>Zo
zk;Giq^M)%Yz~$136=hZOJd3=6f(z-;1Fsw)TjULBVc_})pciMJDgX|+h&kLauHLna
zXTJ+}4V?9RM><m%M_<QIgHLyLApuHH%-l9H*DnpM+<ZCC9BD&TP(#Jeaa(e%U-Jcg
zz3>3MC>1lTF{v&Kp{Q0gD=qV?ErE}E_CRJ*Up{{w7+LOT@1{{{+3W{TC@Q=#pRPd{
zhOaNEq;nMuy~tQ@1Wb8b@R^lyh4Ce`1_KVz{8b}5J&<e;(XQ|mXH~Zgd<lIGWfvYA
z_EIee?~$X7?25%*h!Di+ysX9vO!wFbsH3=6vo?u29a8VxIdhu~n+1bH+PvVKgy;zV
zW4ool_4tu2`a>sAZ&{9?SKKyVx4q+rKazNKBvFG>aNF=38ddge7W;`y9v0sNkW}3a
zE;PDtxJ3{k!eTYwxJu0MYT?bA&$@-aHc+62ZTZy1%C*2LXR9;QU{{*~PQ`z2+B02R
zGC|IyPeZUMqlGCG1<pzi^pdwF{6tRQve2}sfDk-WjWpu<bcJ$RyL3?h1C`0Y4MH!p
z{2e=@+9p`8Ys3_jmlvZdWUI#YG_c~z)m$Z{oC=lo$rz`(*I2wIYSsl2-f?yvTUKaF
ztR>RdcLD~+=)@IHF!yA^2m|cu#YW#C4_A*7qMRSSKa#k2pm>U<26F80rXN-vN$fnr
zql`7m>)4I30a%mIyRSN6+iHR{LB3BI$Of0kK4%w_y@R&OYGbuZz`4S@*CaUyvRI11
z@MOn)J1VRC!RAV0OG5vFWX^7#{msU>y|!<tTeoBti*&(m8T6RBJ>#c5NVShR@Zt7y
zzPtZhrr|;*d)w^G%G#2hCCqVoaHei?kHHk1YZBy5#A`yQIAKaX?ACdloo`tXZ;50?
zAd9fYmWC7QXa|)CvgV5_qad62;q`9U^UzK(lurljY=e8z%r-b=b;g>4&5FJ-l!^}=
zvTDPoYTgPN$y!*V3`1|TM1{dqcec*$Hd`5BiRkDH;*>0S@4$<L;IXR{dM^@lgWHcJ
z-g$>n))4}BElNxM=}4dUGo~S=3R6zj;Jqn<iE~68AX>t3&7Eq;bD^|Wjp&sr(Z&Ej
zRE$#111jX%x)`#*Zb^&VbFj8Ok`OjBY%u4KBvwtt)pR~^o{*~>oIQ5(``_xIf2D}O
zk)~DF-lgXEoZBMF?90@z-As5teI)V2W-aS?(B32@e)X~M`71=MI%;kIWmM~0i1ev1
zKDzR+od4xqBb+;*_VG29l4c7v{eZ@nNM-bJo^v+oQb)Kun!N1{3SR&iE^yz`!){?R
zbVh?phXeCwp0pt507lMoDmr1)#3v$<m1^4v`yt98J;bww{)B;mRa$9gUA~1YjW>rx
z8>P*bC^?;NTCQPHUBbTNh)fnr5-SM@QL*@FXwiYDdo#$4xqvQtjY{#R?pY?Pr?;W+
zL^uPIIz<ofVOnp`zDb+I31@Hn^~B}M76&V2&dkv&WD0DfGWdqGMfo;NfY@XJS{q*S
zPGlUA1wN|9T&v~CH(fqOVVH>>h9RFwm1m1%CS>rw$C~2&`e!zeOP`fgDmEOg0HJ8r
z$)WlSyFAc4Hh4g8uy@Kx{lt1%LBmpYqyL%E%e5ep)``%`wk-k;m-8Nr*5%JsLL<X!
zw?rGvaJ!FqG;ArNJXKtDnI$Ka5wj-^MH`%q`nt_gSv`e<4hRN2Qb7wW&~~`k{CtD3
zs0j1!Yy^A8!K30%`GzJ|6?rV?+TO8J<2x4XSKHXL<48h0rE1m5pdH4T>za9LQr-dq
zM8!IXmI=sYQ(3nXK&6xZ1A605!`bY<pjL%q0)?B+)(0bs_TM4!foWtYAsV6)NA^QD
zRd!Fl2&kToPWdQPQthH6HhnRpp64Xh00x|9hqA%bZ-NdMf_$?Y1#NFe*JM+=1dOq#
zjoTJq6I%?iWv6mgRhsYP@*!Gt<ro=^;BahdqvSCg^Xd|HBEo&NoPca`KkwpLpU?tO
z86Q+B#=ol<iVToulA{xS7w5tAfRrNF@h-kfv(;5{&S;rHI3MKmFno;jY?Ix1vaTU?
z|3n0cZw%Pdz%5`28d{!jW)p+<LTF-`9`H{>tXbz+y*-MSPHv)wuF&~z4?tb^HpmNf
zU7fO<S}{7}X*G?dFr8NXkn{S7;FG2AF;LZdZ<$DqcK=R67uXk1U~pYsc8m81t)x0>
zs4O-{3%*86fTwo6qNOr7cM+XDSFY?cVyWM0`xKm;7}f2ynQyGf%q`fvebdH=kwz(U
zb*_`^z>~hq5+m##guW#bCR^uM#L<+Ime1EVLz-A?s;&L!lAqCBLqiBp(!>$@Mmf0C
z18>dFtu@x+;hy}m(sQL2C6;>MjDhGymtV0(XA6vlAMwVADQepIC>QiZUw!({>vq>D
zZ)C(?(^yav@{(t1bjgR>AA_N#!iQ%uvuqwnY!R^oAAu^BM<%jQqN2_$>1h;81|zch
zio`U$9(Rh+l(UHydf|GejS`>Gsdm$glytOnBQD>Sr^E%DMq{xHY0J%(DJv!p-wT$@
zJ5ic42$Er@Ze$e?ooNY>2OIJnoQ;@ak9tl%^boo%qbp(>f*jr9w{=IK4ZIC>gohTz
zsbzm=M~^l{NxxV+F_FSrGhQ=ej^En%b>)Rl$hK2$dNk|0*4YD2xmet`?d8D!UU6LB
znn9Xq>qJiV205JQzUn9UX7g~#$Zl)Py>vNym|J{nWQoqic8t|NYXisW$phV*UoK3e
znpMlGNmNLAS`nt405cOuD$4q^HL-Pd{98HA%9iiPCMgQ&9>@2B$RU7L!=u$U2oTlC
zGN{yZPJJe*mP(~zW@nIOES8*_%1v_c{jB?~ahQ5dtn}Spab@^eY>^3ioXn7SaCJI0
z%Toe%MVSo(Z)<332kLIm@i(nwMtmPX;~F|=Fzn1<a@SshWkao66ZikNznWqAdSyK{
zlk_!NZ-mUuFpdIN+Pc?K+TN#SB_`MHX&Cru!Wo%v2Fol=@LYbk1~URotOd4{vl3Tr
z*6mZmk&fLLf4np1E&hJ;n)YPrhM?9H7tx`1r5+^zZT}+)<#K>YEum&yHIt#=Ik)W<
zWqfJ4ycS`-!j%>8E6e=6LrYeD_Afg7x2MMn1paYkv5O~BsE`WYbbqDY)>pQZOi-y9
zdu%S@eB(EF9CIJ7j(fdNP87N&`y*Q3<^0z+hF4a(ANIa#-fx=!4nf0cHWbbCr8P^x
z^X>FtSdtWTNT0yy(NPMwOEjMB63DHM?ynlhf_&;b$=Rwvr%y|-l@FV}?jr;xyfud2
zdbejb`H|3SMVo14tJ?Y=403Q4TXum1j|O&$xYWNjwdCWL5(EcuafGMQ{I-JFVwH(w
z)O0M_c@_#i6HMeYYZEry(44n{*(ZF|<jp~GJo=AjbpaSItY)I>c}4F#4~Bv^C4JkC
zJjIs-Eh=4ul-s)6EO;-)^&d$PBf|=vLz{|r;`?9ISgglDIr}4t&${9rbm$-C_novH
zKz+wa{@uIr@KdXsS~??m0A@YY&X^7WbA7{K(K=Ger49k<&m-Myqm6lkby)A6yRW})
z3w`h6`vz|cUaZzE+j=Z(jMFB<zJ!e)NvsqEtEo-5sPBLNq9i?+G6M68YOvZj*Sgf<
z)pKjRSbpWScb6BL7pHc0=*dtx*!U!7=TtY$ox0;N9uXPrxol*+M|BN};O9O#&Gx!V
z43?8t7bwcD&|=>-`AZ#)L`W(ZFiZVKVwcQcA1-GvV!{xZA1hY@EjbV6zzmGA$OM8n
zBp7BpD3UcU5b;nvHZ?0cI;|}AF4u|8rooT(3Y4An#a>RHxV{U0(|u}%m-IYL2?FC(
zGzRglC1H33=}=o-g=2Df(KvK+WQ|xPxQE&Dnc23aU-my0rxeKPt6x^QUa&0boT$xt
zx+Ye&++<LHuGm5aSbdU>^@3kx0%c8*z5~HBw=Rv*St2uHuvnXTMwHiLcoX6RPq1)u
zsnc*;mKiNVWZ1ohDHPWvxs%R$YW()$Cx(MCCfF`F6c7Eb+DWpuBGhYKp^ux9(FpXJ
zT*j8ff;dgX=B6<rtqsWAk=E3m{&O-IMpX0pGjW!tv6!b@5WEI<w;op#eY4qSLIIa?
zU0I---7{?xn9`U;nPYfV+7@}>pOhj@l|(RTk!SL`uxQOC07J(Qh`8gSU8}9fcVKxm
z`;2CU+b=N<7nRoI)?eX-4u$j4MoSNkI=gkGVp0io?NUES1ObYFGCPMf9ard$3`SP~
z`?aann=0mJ^be0$XT!_|m~02?F8B#z8CMfZ?swQ`*6>RC@?v*MOw$4RbuvqKDjN;|
zHW*oW$Mc?b%Qiakbsc=KWMpZy_<Sojt=+3*dR_)SsW9szCkF(AeefI?Aj_Z*WyP5W
zF5mA8;w;(jTPbZ6VPa8DL?rQRJj{@v>(9G8xo!(oL|ApT#uIm*w(SpZxkLssmKXun
zk1i(xx}ldD^`boj{#??t=|Ga?xw2%7gOfjLA-M|Q{~osCzbb=cVng+ASWmx(yGqVv
zv9-vG&wQ}Qy>}=zI-vJ^Sr5l&`db#dKDb}wJYRiq>i=Y%HdK84+thz${5$6g4kHJD
z?_J+NlF;nBb@p-gtGit;r}>Vxa!QWkyl@V{N<kTlk%2dStC%SFlQ+||Le|DPrU;ux
z!4tGRaA~3{%~oeAi?HuKzxYU|tUwIYO1$#9T;E61@T*zT17rzl_#+APxSx+%RL^A;
zwQypBkYfyAA89LvT+-f~L&AAIbk9=h_U7<GrNRr&o`-jY&0+=vF+sLobudhL+2y3A
zwQEw)9@Hw1#YW2H-XP<J;~W+rk)_SRBqGY+?9k61#1Z&(ssnLdj2ilH5QxREZ!o5_
zn(sg7wBIrKX=~r!ocoT;k;J9CZ}Vd#NLN1n9o$LnJ@9IAV!qRU-;0W6_g2^SBZ;>k
zHmJR_D*UhylzOgKhSO<}?5IOX)eE1W^H?y-zW-eo^wF^SHyTFSxgHB2rw*GtKp*`N
zzGVOGm)9u!$OfsZNgaCd%Y*-e{OEt#>wNrRK;7IZJFlyo%2JtXn*H@Ful3?DQ)xIF
z^ZoBk1N8wpSf*|I(l|fKC(zvSCyDO<Z+=*4;qPbbPsIdB97%kk|8<>;|Fid#i--1#
zB1;px7!2_2)!U|R|J=&prx$k;k8@+IcYbYr<<|M1XAY%^TmI|6w*9{E`Zvsd8Hbg&
z*<YI;%PUCA*j6i=NPPZl)8iL(rGD+@!LMy4|K@e-*JnBRYva!z{rO0Lj?$m9^uJ-o
z{r&w7gG%F1-%r$<n7TMgZIF3e_LqKdul3meVm*RhPnnQ+0&$;wbh%7sO=0(bq?P)N
z?#34%s}9`T&WQi+SE|IX<drz<F7LNjj*V|8rZ&DzqKS?qWP{5kq{5~THD3Mg)O_c@
sZR;b6Kkxl8gny3JpR)1aoC|+F%(HO;*#cyhLT$eK`2U&@)<=T>1M+>qyZ`_I

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/images/image-7-Quarterly Data Trend.jpg b/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/images/image-7-Quarterly Data Trend.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..eacc3f2d0cb4a4b008a754586ac0c8cee8adc42a
GIT binary patch
literal 82491
zcmdSB30%`h^Ee!9z3M?z<kApYXh9Ls5RQNW+6vNYLP|q8<dQ@{!WqtRw^g|fwTgrQ
zNeeYdfFL4A2#9h;ArLWgUxq-q&u~M+8{6k;eV*U-f8Wo0{g=-t-%WOAzO%ctvoo`^
z?Dp=y1$=zz;<pz8d-ebTdt`rr-2uP_z`ng7e)!?ueX@^z`}XZWaOB_tS&=(@_|Orc
z+$Wy^<$yqWMUayG@e>L_pz>$RCsb9{)YRma)IV1Te+~kxf!`6?BSSr~|G=?>2akb|
z1CN9MPnX?i0N}yBy@#&u-J=fp0Jvu_aL;ZNKvl-%2YdI(3gDmRz`;HH5AFN#gT1n5
zw~uAL_+ane{Ra*oJh*S~p1nukef?0@iG#pTK7$yCm49VR2)*~XQ(i&Y&<JDi5gbx>
zTwNdf<DG^^MWwI5M`!%@TEh<e%iYg^dj5sM1*?lU^Z1&cr(n2i_wxlZ`YP|<EGz$f
zx9s`h-aQ}elQn4o-*NU2=KciOv-bmtK2ZL{Prmxh_PDyoZa?72UKtQ@FA!h>U|oHW
z$p2<l0sxlt<*`ryBiDODSA~EV1i;>;Jxu`E5C0M1|Chg99_NT)pr;f(2Y0U5kx4`w
zm!d5(77i*0-oR;7dbCaPnU%J<p81yeU)<}E*(y)n!{<U8D5sijF&I>ex>gRn?p(4E
z^yPufi0{V2OELI)LZ)qSvH)X<oonKopC+B<tz@EhHZ!(7>#t9cqZ&5^5PL}Y>H35^
z{3@gVB0H?vj`s^LOH$2~Z~Ju<dZcYnW+#$38=!O;iEhZMi^?XL+d$>I53Am6>0kE)
zYj$XkfI(~r^%~+vb<^Ug$@t0-rvEmw;;{X(cYSs~#EENphci7itMiA-l+;s9(48Rf
zhMrwO2{Ky(dtqjp?mN|QliX%FoV$M4s0lmkA?Z&YEH<>`yPqH~k_;_5iA_JP-F<vC
zV-lWF%QxnQsbY91f;R9F#aKSjCEkm+5eqh1G!p{Ps*J<v1Lwc%8=C2!?dxVKMCf6T
zcOqf^n)oa#5XckyFWI5K&YD&7R7oiBn8P2jbARSDYoxAc8(i9r)uulr(@EEbKnTcJ
zu&tz*Bsk^?RBJp^aCWx5x!C*U*RM7&;-dB14c$;TTAZj#e#6aZWGD&+M_urueUdc|
zN|h_A`jxv3^4zg1);p`u!jHGfgR1GNamOGK3GFypC|?EbAULu5>FvVoEyB-H{^0KC
z1?97u-@VmRyCWhZ+72nSv+5Gq3Z1PavJea=ULdf+skB`H_)UG~xa?_n*T^R?cxWGe
z`lWuc8&n}Ndv#=d6i;W2GO7vb?MWoiD}=SMn!72j8=Np|)Av&#&JL(0JQG|`?_ejf
zj-%BouiQF$t?#yjq{WcrtUwU7;2EbSJFqiPm$DMP3)h4;<R<KN*-wolWj7o7@W|uA
zqgjjzIkgitF}APom2Fo|UVl+kp4j4bpRnSbRiI?Ak!D2z5!*o~5U`E>YF(_l#`alg
z&gRm`l*c=9hat}gTCPIu368!`mP>}qT^y`zR}to9>bb)6w23ULoV(DVU1^$~i9Oe&
z=MbQE`?yOLWOHSsdP%TaQeq~jf?Lfj*5AJHDQxXuL~Bn|9A4O%{rfRHVjq<hr(H*S
zlikL@-Gs)SZfPg8?VM>*i{ch4^m*~LYl%M_IqEM6+pnEdv)XDBI#8eKG0G?u@*6ZL
z@LKRFD_4Jwvr+wqi>OEI9`G=E%HW0WS2E~Y=~78hA8#$B6kAa-Ovno=!ZJt*ii#Xq
zIFKwgNES<A8!yOY;lUe`l8}c67pbj*Q(VttJuQV)M#?m^S;<15LR`VDa@7Z`oCDRe
zuIdOERRWBGx0-B~bX}|NIZ}M-QJN;y{6pmBB_m7Jtujh}`mL<VFQe6X;X|YzqMvz1
z8=+GFN{LH$#bBHNl_cir9bN|=wn8`ac=&iom%hXj`9|Ei)i5yb(16RZ+c;g2jzq)N
zLF6TKaQ<1y_zbs+cnP08Y1iA&?5#}9!TL|8DL5i@3x)HJ&IVocp&Od)iVg4P_OU3_
zKs?*&brgHw&ogQ1@>%FKCgoHG?0Nyv4zW1y%pl=6Lb<3dv#5ziP9?nLI0~HLo@yBU
zFok7^Zc!&<Kw4{!Ym0CGWs3g4{-Qie`1x9#X5kX=&Ne`qN&HgZ0#qpS$`XRU+EVKn
zk4d6TGfwA`g-~d_n)5`1$ngj!B=9JyVWf1sash3(3;3PZqls0!+JxXf{&&6B?0Qh_
z@2uZAcXrQx0YRlCGGfe_!B#*g(ihHVppJpWpieZ!E+LkLx3j49nY&<I!*6p?tSRcN
zYZxyl=97BYevwauz<<0_G`_V11h$FNRnhHo<7`cCh|7$f=T@tP5oBWH9;esG!c>oA
zeG8sj#)rcV<2Yp%b-&D^Ff%zlX6qn5=%Gz3+aL4hji`1`DfRl4>tq3F2qIXlLz4XO
zTC}a&oc!9Ct577bggbzr^%!j?M&D^iD)3PsdC{2aun^;%$2k$>1~@f;q7$ANB+|-X
zyT|#6XknaJSngumnDLSd@@{-?nq}MmS>D{-8Q;xrbcm`-tinh$)=L753P6bl1&uek
zp-br>eYc@~b#r6JbQjS2a2K$8TkW$xY40+UK)&)Km}~ERyBQsPhJ$tmdg)@^RmO%U
zl7tXd&@KQy(*><UW+BrSjNZVuH?9<=XpRXPEsiPmY*z*1mc>4KQ4H~3Z<BRat75bl
z1$+BszP`jTP-)W>rmbBtRM)DzywPPCmxfrJTB=K%fHZhIg=;`KBl&VS8=V<*GZnmp
zd1Mk)*Bw{W-(A-Ui&@s;CpM#9W&55_QJOOwg_2_sn>ZOq{o632=x@4vT{9=QsWS<A
zI~PqQ7DX&qGq{&UnKfc#BJr|XF?Sc>9GkB!)o^9vL1G^=x6PqFrNn2JIj8KRt7Lj=
zoV!Q@pO{V(nx7IJ+69Du<a7Jy&X*}zv&ANqh$D9du3P8hQgv~D&iB*SNkO1oT3H*b
z@s>jX3XBO^<w_^tu19=5oj{_cot2*BpB5)Bs|dkRX{+bKN#%$Cx|)<n_qpe5uUFnq
znU;hxm$K$ho^LCDE9po%R|zp3q&!T@Q^&%rKO%Ou#QPG5<y`Pcx!>o!PQ;%skT(u!
zRw|3o$Ot?PHZ5FSu2GNDXjlxbT)Lv6c5i@9b!ql=+@PCv^QtkySw+&6!l`6QI<dt$
zA=1V?=F&NS^p`!`8eJQ)XNm*5(pu-Xa}AxC*r!&7qLkU5#`KS3TtR~{UFL~7rDA?~
zm#wP;Ujc0wia-#OZ=LS%$Sd+?fB(FX4+B}*wbz^@Ix?vWJ)lAg6A|x47IJ9$Kk;TH
zJ{hz17q1dv+px529F{<*zq~=4WoHZILEC{q1h=j0PU)(saAafHcS<lifk8T#%@x>m
zE%iOM3T~%Bk056%#V28<A?qJ$Po>mXAQovKqSQW!?(=%u7Jh?1@2%pcB%i?O>Z^#5
zi^FAD*@CbzjzLos$MjUg!oJ(B;kPKBS4KW%-5+0@kItp&+P2o+B8!CX>r+JqX`w_|
zV~2%b=sbaBE3d0`Wj532gwkm?qZl7mR(3NzwBAilDJr{iYO$-K^figNM8Dm?mQ3m~
z#VI6qoT1nD=rFS*0-7wND-;N0JrJRYs^3+~t};7Go<wl8_&p0E<-vw#$0#p9j1`;U
zV9;g9OKsYj_b4D#!_#4J9E%)uJ(gCTD-y;-q8}I#C=3C=F>P^ccw#$IO2u(TT68U<
zbpkTEhFv*e)XiqsH}@kI%OXlJ4THOY@R5TP**Qx*5X|yv3{Q7hyW|VkG*741$k1Lg
zD?raVdxxYd-w^5UaQS7AIOWy(=3ySxMImC=mJ%(%Ynm|oinhyzBs1`_L-W$blZI6p
z9s0xmajWwv?HnBs-_%+nA&D9Q+#bpzCoPJB^7l5a&*$P+9;ES9GrJO+uDt1);~lOl
zxUJAvK)s%yeH*IQpFAOQ+JY@kh|vCnj~wT|t@`GTqt55O4ZZB77Iz9x?2itn<WV%E
zG`%xHBj1m8Zk<(J9e)7bS$uJ%|A&8B4sy+5d@Cp>tl6N6kd-C)_~?NE%Je*M#fm#{
z_*R}&Z*{WKL-LwvYZYe6(=G*BT8g!wat-x<VV4Hrk#q;LR|JEl&>4K1K2ByyW}Y-H
zkqe$9toJp&2m@zyt7SO1mi2<V&nbzzddHgMCR~WPv=ENOwtY1}cRF-FyU2@NERxC{
zPHaC{r7Qh5E;W=N%%bFJk|2C}kayyZ8wgFqb1l7D(xwN4*=jf1^|zIG*z&&eH|hiQ
zuCN1`20e(CpxEK#ax4;5CHhM*N8c_7Sd5X!%f_Y^w1TYy2DptbcA?`b*oRpK1+?FU
zIx&bwM6ejBU$VV0s<G?}xg|uIajiNOP{vk3-fBp#%MD^%R0P7)1nl%cL*e4yLjlcg
z)j5Hzb_^O}xtQWpbdyN;G@CoC@arx>qrtO(x|mr6o9XnH3seHO;Auypd{n<kAdEJ#
zr@heM$;&A}`*Kn79MD=_XP^wF?z6QM6BE3yVx2C3Wa7xvVeA#n7nN;4&+S#Pciz;E
zwD(8KyLd1i6s-Dj^y>_Z%ZUk^>M^=!V_mxEZkye?);&Y6N@?nen}c-97WHxIRG|v)
z(FP(ha@!FJeOZ-QL3N^cDHe#Y3mY>nV{Ka*pIqEl@!!s}&uuT^+x3^l%~3=eD_#$i
z3(_T}wrLlG#L#;J^D8a41{5!p=h8eQ!Iyur38W0s369$tZtG_V;jFBbNLzVB1iCT(
z*!86<S6ZN4!RoQ-n{BIL>x;-FW_?H_HgDFg0vQ$(ltsZ_7j|;;TY4kh+d|vV>pa5+
z=O~_Bo~dOJ*70<07N(bhyM+l7HfSUsv~(UFchYk$emrR7jO{q7l-l6nrk`!s3}-3?
z(OF50E7EzrjpSC3msuR;3|1AeF*|=cjw0eRM@wgS0iV{9#^W$<uGoNfSEz%!X<TJX
zBj*-SB8x8kzg`ZAaN>+i<DP-%{q1G<A4Q>oZYNS#`Cg^O08DG1HknRbnh*&(R!Qb=
z!EMv!Km9hbjUTx9RrpZx`q_r@jG<)45UiN)-%e14f*34*$FmABy({Wi+Kk<mszCW@
zV6aYmExe!3hBV%_vs`Hsi?cjnoUD+O8mAY3Zuy+*GZ7hm?c({ke$Nt`&-CeMU0!RE
zX+q`87>@QSy2Yh&Th0ouS#Up{{j_T}p{hqYC*Oi4Q!7<B7^{%PhV5Ki7YvZ!N)3o8
z{e5G3$%I2Ye8f<dAv%$%{i-kF{I_oz%@c}ww4ibua3InJpF}-wjWRwClz0RxsY$;X
zwb%uyvF0ExUPsE4uGpe90=BQDjpopcR3gTu3yNAt7p`p=)DR@cKuoy(j1EIW1erN9
zB8^2|&|p}Qz~P_}1PASW+k*2lX}J>nDZK7ql~Xg~hg(KNWjVa-Cn~$cZoGlTJRMTL
zq!XPHeun9V#Z%$fhv{>l4l!mcbE%#yF5Fe7yh3^%a9;TgEc#Ax^<o#)Fo;fLI-sBo
ziSn8Cb5E8R`1ryK6zW8t*3CHSM;<cQqsM<DY{q35aA_2J{*CLpFYTUHtrZl=1No!f
z!H6JI0BG=}!@Ytk<(->}H8!_+i%z%OeX?xbPVS9Aiplw+C?_%^uP}MtMy-zyL&>Ru
z&uAxxAE-QeVjBNKtfP>#pMdSrOY!6FoLNEh4Xlw+(BR8tYP64wC2mK1(t04cAAIsl
zAMGW(9xHB-JT!0*)_bLBu?HgQkMicgKdZtQi}m<X@hZ8Z>J&eZb26hhj0fkXsKaHZ
z_s1mz#xKjwD*VsOm#pfhOuf+GzGI_y)CJLL*R+(!C61c<F7Yx3HP&2tXVqR<+WSoq
zV}JEDF7Gb`-fkIP>}{><W{q=QSO~tM^-o?V8$`O2G)iW?2X?+3ww6O!A6$2Nst$_{
z)%$RXlq8uSfb3*aYB^-|ZU0<+ZmEBG-RYZLe8c!sDl4(kk-<u}pRD3!1lM5W&AsnJ
zw<D=f*+UDe4?-)oY&}h>#cmpV@PR{BMzO7hbZQhmB`=b0URhVs))$vFfSDcndg4xm
z+C}Z6o)WYdzTjvS6V8r_-+qymB?N*7z0_=8tu;SMo4M@T8sb7t%iot)Fu35Be<(PG
z$+zfDVTec$)=)?B&SD!EMLX>qDv8XV&dG+n6xU+7URpZqrX^TC)QOo2cjY8T3{)N=
z=3OFuwVgL^8gd{X;<!^}Sa6P87IAv#sR=x}ksEjWDMGwBku^^AP6_g$eLu_+rvd&=
zIQN(xEC_IRZ1S5?$Pg4?izpkpk7;GaJvHc0QIDLY<LF}?OO(ESWEAbwRzpp6$eE61
z+2*CndtDJug>X3XeEHSJG9ho3Te~4OC@%0nX~Yd?5LT!C^gi(-8TK~uF~+B8N04xn
zoia{J6&@7h4<%lPl^A0esz;Z))w|FrO{UdTP*H{T4T@&u4oE%#8eXz5S{^e1%bAf2
zkol>0qq61kc^Alen72lFV4$m{^;sJ>&8jzvm0agu<Hmry6i%iyU<PSr97F-=F?m_y
zuXWut{!7m_NY*OX`Uo<_D%CMMZYp@Ji9iLmn0~f0HRO438hO&R;PagVm7A$yUGsJW
zf+&1GorGFvRmb(bd?LvmJO5Q%(1y-*4zlJ^kLGx4Z`7vYKo&_}n4G+1rh52+e(uSF
z;;~4>qI(|xNX!z;L7OqdAj-_O^i<B$!Y;u58s=ByB>rZlciOY*H2BnJDu45f2op@F
z0r4~o4&%E7$+YQeZTnbdettQUI>PVM^iOOjRJYw1dCSQgT*;&46*BOG#^(*{pX{&g
zZAt9f*b;-hTqE|8SnvSsIR~@W02Jw=prLSU%T4nuHj}qJ=&GE9sckf%Xr(zfjqCyv
zE$sLR>oaS0mO}aQQJjg?{3u^vC+?)D^58{vJ;yY@yel!XC|j(al&76OAiqt)oP3P;
zjhJD3JC0XQGrYxxjjqX4SyL(Z(+^|2!Oe;~SMs{DLz@k3ErU|9rs|(bT-H!o<fxRg
zrBS<jJp06(6H4DYP`ysjj*=bet86zxz)-)J7Za`}W{^d1*Qx^hsDas|`mqF@Ss8Bc
zk6bU`=a>K%<Eb_3P_h6--0<)Wliqo`%KXaSI+veRbO_U`$8}^IO^>5HH#^7U3>4E_
z4Qwu`Xj&_$1l<WQDpO*%x3VyyV&0vZzFh!K&b(A5GU27_-s564a8>{1qxbgE9ZYza
zVKAO$iAuqfK9!_%*jIJ|is{?GuKT)=cFG*J1DSJ4Q*p8VJsVHrhYtL+6<!a^RwO8%
zDT`}oS2EECJyxMjd^;2ZfkJ5b^>{=>Iiub{dup048ZKMxNz5VWE}$y?pd{xL_kWW3
z=L^oupA$nq=?=C3@wKV>8EN`8qMvGn#;pj}4BL)Kuc3P<c7b^1SEl?@9md4>rjP7{
zadmnWn&E|XABL%RGKrX3G2dO^oG+ck4HfSKlC34LA~Rzyv~)%}sJ}MRHM#iJj|GQr
zrO;U<yDm%^3W-68xlfTkzlBmC(Nn^XeVfqIV;PjU(!>u>TCxgVEK2Np)fd~(d)M6~
z(G|3%Q@el~IsJ*Gi!8T>O79<<`6;(8V3a8;L^;PQ;`Ee|hXTuQe{XZ5Ima-S7-PoJ
zb*e(x1`Hi<LL(uaKw$gFJhsy=;FI+2-)P|#QeCz63wNRC)zuA_R=qO#H3j=@<Skmy
zv2HQEZv(^AJM!YE7$#GaUpi0q9^+znT-HgF(59u-FkC=zJlJCTp5#x?4!ol&o2K7-
zbAHVsWM<Q!NG})YZ?r8V%8zCW3aRi^gCL=~2{ntxB(`;t5`{x0@u{+riLNMJx-RPw
zC>(xa%>q2<yK}{2{>DEV&yR1brT>G+O)P=zVh$FmOV!)i_Jx!gCi~8D*{V^=qJ3z2
zEHd$xc}zKQ)80L?IY?k!VjGNWZXwg8?q5#+L$>zHLpobvKfKtvL3J-^%X<5$@BRVc
z4=qmgwUfYrq6q)4P7D;JX%RBHx3zRy^+#W%A+?J#J91tS;N_JXhV_<<8?qRp<Ws68
zyq}~TqnE{mN}sOHW&=S9raeUI_IiLd>3Ws5vD(04H-ojYwyso%S5fEBc2dl{b6*xQ
zO^$aNVztwGtnh~dW9>y^ZO+FX93$itUBimN_>i2i>Svwvw0rIaO2*nPR(4!Vq`8|s
zuk$%BG5v|Ot^=~Om>Mp44B!81wx8p%1o@$3@ePvgFikRW$uGF$Vtpe`j0kD?qN+Ui
z?K1alol0C}a?xJki~PazxZ`M)EanmhS^c_O&h}d4-J6&8_a-zFPT=7A=xMHNn!Ts*
zZO0hHLds-?%SsO>WD65_DB9VlxZHj!$L&J4^SGc)HgReXtlaw;G$y!LY=Yor5?a*Z
z+P}}@d@08I^`;tTspQKQaa1)WBW)%e#16C8N+WKxb#`Wd(52Es&o}SC=#A{hjybrJ
zn~>YRB-P_xE@By5hYie-zldj=Hyb;xitGlekOsC$2-1KLdeanQX_3DSH&~X)y#Txa
ziq(XX9>1p|{%@^<u3pS)84M@f^XjcFRm;Jaj6TZ5mq#VFEp#>1c;DnG7u*zY(9Sj-
z_8bCBMmKmjh6k;;Rky~a@YtnY!1oWkR}`!GHNw3~EmK@qE+)-vB$$OEM$H8kC4xa`
zlCu1M7QR9Kj5poB-jBY3J$K&_Y`S(rq(@<tD=t>)E$2}|@n35tB0?+DZz{IM#WYK7
z7Xmb7X9ussAz5$a?_GTTF#QR=_sOw`yr4}zBxN*ENC3sQraW?ZDAUAIc)GgDZx#4<
zt9w&^H-J=chv~8(8<%5W*Z6n2a8!~=$NBP5p7{q@+~&E9widlnquLu^`LP>wN4Mhq
z>!qBoyZ#(+l}i6xt&1v8wMA!?!n5tK=RB1_3=xZ@$by@3{F%&+i4nEcFVfI(k4*3n
z|2p*h?^gN;Ui_icSiJBuUb}AoUT;|dKB-_xTlkVvy`ho#V-1oZ-`Lc%$fDot8o7Vf
z&%G@q>6v>9M3H`)jV!v;*`k%b_WWe9-Nc1yGswg6WVif&I*!z0iy^ogbovhIaF;|W
z8>kchoOPdMp<rvi`*O-N+~Yx`v)Xl7>HhKRY=vHOc9`v3LF2O|<NKXam%_ct6L#Z{
zpkufnQ_eJw>Rh1@q3ybWFGZv{2=uksSeHwvS|Nq}Q16Nn1d&_4<v4jHR}emFtC|A_
z?`IL))Xs6_VB@3c9p16bTg+8+r{6<cpyus?R<-6}DxN3}Yn@oRULY;ZWI<bCA=2^7
z!)*p{oanDky?FRc80e`I#ts|EYfrsv)jCsfI}E`GX~vhY!acyA%#cwq{l$}EpC@x3
zWd92e{lXv14C5|fpGJo{AW)hVT%(oRjKdr;`_~|8B^1o78@{kTem<z%$;K-2rM_g(
z&Bm*b*09Zt(+ybMUDPqP`bMak*{K=N6MU0SO16CNwLUAA``T+@c32-{sCAU$6^VwQ
znwSb)%}PeDCz0JV;)hf5tOPRa#08DgWgRyyIVFN}ALBG*sHVCJ9oQ%@+x%<6A6ES`
zoeeCXJy!T8thcq0^;14Dd3=eUjW%d%higwviIS#b!yjGo{_aY74*JJ7s5U{-C)+V)
zwlgF%@OgumsYx$Rs3Ja>e^z3h<bdoFAI%!y*wQ+g#yU|BY)K6h`db-Ik}Q7nVnRXQ
zX-ioGD2JkW|JGN-jfgSRK#Zqj?Tw?}d*V-ev8!f#Nk~u)o`fW*9_JR%bC))X`Cnc$
zAsKlQl+&KJx7{@}#29ca=B6a2_SQ5B9Aj>=-22R{_g^IRfT(Jc{GoMmrQm0u*t~()
ztb_w9$W+@#mD?0enMDioq4-QOX{xrnfTl`r_-g~Ol4j29c}DA*hGi4NJdxr{5hhxq
zL1O6W+Z}%`FN(XnW0lJACk%pp9=2P**(LRjb!xgLrwi_(gsvIBu!+(uaiFwQ&4AdE
zvx)ta!tE2*J)G4X$u0ocGH>A8zWzhLVcVmw{^w}7GfJ*-m=zn-OhBOK7-UH*q_{FS
z&mh6yTbn0loU3L(X?B}X^ew%E;2orh$YeUaw7{Ek*k%&JtUY$&#=1oqnIYM}+scl@
z!U&A`4HEF^WuNVjUsQ++s%WEPMEL%l0eZK3HW1O=?=v|;>!gAP5sx`KIgOyQ=Iw#C
z<c{$42l`w^3g_xWdJY2Xo4wA+8|v3g9^)b*4&cb-Nz2W+hPB4~0-uJrhF%8_CDOg`
z2DJDl<&m?d$VvH$rk$R|GbZ8g3C}!y#srJqg%tsCJ3dI=qH`r^bj%w9R;38f&OX#*
z^C>jV{x4LHMN@23I~a^6baH{b>kGQ?*s{ea2Iyd{reu7~v!s{#OLsq7z5UTvsYwB}
zd4#2OuHvHJ_(uLMc@V4z2;o6q`Rb-l&Dk<bre_0uvYljFf|A!xDQPZT*8@>0nlWI5
zYy+A1Ih!2Wz)H^g9(l{l<RWdr40aobVao@w*Xjo3LEQv-xCsWa64E5*S+;Wh(GJ(6
zuN*MUH|o$Ibj{wld~cw!GcG%0nBlWCjIiV`2^({l{WY*BEUpM=xC<>Bx?E;l74Rkn
zH&noJRj}kkS2>5a`n?W^)twInDqt(jy`#9HodNAN+BAtQkb9%v&kO647Mw&*C}3e~
z<5${D>rgdu*2*89uCwUNzUzWia{z-%hbtELT26sdFOI$OG}-@AjuBWZ(`8BM+PV=$
zVHD8|qZd?AS<A0$<El3Rk<ouixN=s4=O$SQkcLBy0(!!SYDO8wJujFVR39o3z6*Hl
zA&InIm5!eo#+~DybN1<&dX8HnU%}@!btys=29kFHw^SjBCd8&Kr@n9f7+5Nj(xN5p
z*h2Dh<C#3I#{3xEjD(}SwF?Nzq3!~_N6baL0FhGtV6=o5vz@&QAiK$$o@RwelR^X2
zV&kjFty5&S%zp_=n7li3?Dlegvqg2*R>8W-%Z0UA@qD1vBU<u~0UoP<^VY&TIN5A*
z@(pGcHE-fFB)^?AzP@d~xo*4*I9DeXj?8XP436wHtZ(P8e7lf%v05C8nul?E{!6f&
zKfp#y&;AKD_Ma0=x1_CH$Pa;x(gr!oOQ`uwlUOP5X>9v0fO|H+`aPV9SpA8oswahN
z?(fmtevi4?KbT8Luy+BLrp7Ji^@D`;(*LTfCR2Cc4PAzenwO>~tl`FNxk*Rh92C)C
zmm`Ys@1Y2$7%59tc>2TadrQg5MK>F^`LC9!YWCIMDvh7Q&HmVpKfEDJ3uu2`<UH+G
z=Z*HMu85ke&N(WDXWs?IkJ>io*=Ijv49vw8@Z)gtwZF|*i|?NI-UXbJTjqN2h_rSA
zhHm`7t34gsTMcKS(x>Td5So}w+v$o%{Z(^^#a<O#%uMc-tLy?yWa88A@Z`OEg*dTW
z?teqn`ucG)Z<C9X;_Hersm<+B`IIJ%JV;Y>&P5Xrc`f~HH8G|we=9m${h4Km^;l(f
z{D2&5acUQkv@9FFs_Djg%cll_KMtMum;ny91=jE(ubjXRwDC3FQSG!CC$`tvB7IK5
z)<IeLmU^9P;n1Dp9ffF{OpxbmuNfZ|*Hk?Ve*k`PDP_1;9ml0ta?9G9bWja<p<5a^
zS8D1K|Ei_T8mx};254Jl79SyalO*}q(`#yf)y_PMS~6qp0*d4pf9Fb*1ZH}r9)H!a
z>;t9p|Cce9{vV?Izrs=eKl*}=>GPtqibKJe!T`bP28Y{Km@p^$Q#;#+nuk-1(sU(r
zL1cvY^aW&W^RQHSJ}3>h(VsJ+`+Jb`slOEFe^c3$Qt*TRyD-@{$)U@lTFM%~voRjB
z5)yZIaOKzyaVt4pEpg4<*NJp&UOi|9yV&KHESL`+qT?ll#2Yhe$&8pI&F}P8qS|jH
z3p?qA2v1XzJ7sb8*dL4Z?-w6X63wBJHH@TWGU<BO+v4in$&fRSMfdZq1e&Lq46HYV
zsfpFZn$+>8WexzJI}WVK8P(niyqtxSE!N%~EekoB?_NrcE8Xy6<N7<+YC9DTRd;IA
zo)+~4*eYIU8>_2l2{;)B9I&}{aHCGRNEYZ0aB)ob%=dTqiB#kTw?&9g7s-?A72+=c
zRAE62Nlb`mBZ%Hh!5SS@dQ7}$?UI6*NF0@iFH#D$zKYwc5R{x<<(=JZxJ)ESlJDXM
zzJIxvdZT_*H)YX;q^Pl+_C;$o*K!wt&syYjvY$f)iQb2jB2yvvZXzmF3uboietC^R
z7Kww$+bWRCe!5ioV2Lds$jQ@aguePoZvk4k;8H68Q)jQqb6bax=mCSQm+8#vq$FD3
z*ytDzD$#-^FFtv?N69b5FVg50qx9?!wYVHsWvv%f(bGmBhww2qES3u#0+B!TH8l$R
zZE~`-&a#O^zINc>j%E%`{(SLDCT?4=2^(@`7hu||euf=fYojOO#!jD>C6-{&n>*^T
zC6WE$!ly3{yKD1p{0fjgxI_5(QJmhWUXMa2=jLEhrd_j<@OdNEo`;XJDe=!Miwe(a
z2vWO;v235r&umbCNCm+-VC{ucBYE0&odoGa{*_W-a_L@F&2Vb?#L=kJBuXJgn@m-e
zZP3mxTAPylinv`s^N)St8*Sn7^wX{9jG5T8gABdVC54qCR%4<vDJdyQ09-XTIM3eS
z8KUZ6Kp^WZPq0Oio_1(^jl@HBcqW`ukhqrTL(W=Up`Y^3B-3UPaH7=EEV6t^tEAK;
zVA`d!*3<DDMmE$&eVmEFK%i<_c7#b%M%Vxo{rI+)-BdfIK<nhg1%xd;Cv5wkfX=)w
zMCnC3XhxkDv<sX~MOaLm`B2`P@ktVQ)>m7ol2qq9eY*4zJSi)SoLrRADiV%Hm!6fE
zWM)I8@t;l2kCzqI;OA~T7fv#Bgm<C08VCYqM+OXIxG_Us487nn+%ntWD>52H&6L^e
zE-o#Vrpv8Zu|Mv)Qflq5pG(E3h0WT3Qfv2?p4y{1F}5CGW`Ke3WG#h;aJ~*62uN<4
zkto<(-{cHD8z}$=NEBT1WJz^}!p-tVss`<MnngUcKw~>G?YoY~wUF|(880$o7vR`m
zVRJ@4sSe@F&T>ekU#ByHAoUtt)+wJ{(k!#({Gr^j$cUPu1~>X@c6a&ZDj#}{cN%Jn
zi#oJ;N$-U*jtg=8$lG=rf3Bx6E7dVZH>n;8T<x-JBG4FcT`dLg?`Jjeis#m#Y7vbn
z^*P%B&1_;ZoHt=*7iwk813R$ND<6z%%~ZRln8Ng>%15k}YgLPpg+i<T(=604SWOG1
z^{c=CttZ~q_K1ax;gH_T8wey6lf5=w<zj`FH{b?QiIeua7amEX^DB;Wd%Uvh!g?9r
zcaSg|p~+Tluqa(LNCFK;#WBxZYHBjO=<bkHwykZ0D=%UDve(W<<tqfIsn(1Vg^*Ay
zhSqkcmD&TiR@0;HGp{y|?)}|wjCiKPjRiF(z)}hY#!Md41r8id7&^`$o$|i>;lwyM
zD2b-slNTOVk+y%JutN;;Ux>~>={k5(n^2BXPKCnXSb<_74X_{*NYN&RXl<dUbQ!LZ
zuIQ4rysF$}9uro>^f>FBpVoz`$<s(b7MbiI88&h+UJ0*nnNX1)K8iaKeK@$w@Jb6h
z*sGAKY4RIZQ$5O2(9Zwda};g@YvSFfRrnvuoZEY;=Ps^vsL_S~keyIxEsG`y$ijw)
zTMyhHIhzl(BrxXpUKS|@UNs4MxpP+mX+JTuexCN*_HTZ4wd6dwjgXeKC~}O=z+Lt`
z>x!>KUL-t8YbdhEle2e<5w1;cNz$g^$ij3f{P4Fo8~Ymsa~{RENW~J{<F;0ihSPM7
zo0f5$m87>4ll$(tBN`tc06zn$B{4Nw`Dq9aya@%jxcZN|JR&>TiI-UuIW{L!*ES8&
zcJW?Jb4Qs43Ef6r`Vl{O`Qf4|`+URI@>$-|#Hy^(yrCjT$`qYyTtvN|ESkuoof%e+
zr9yd=^|f(@-sxR>5%CDaz}IOrd}cIiDxqY{Ha9Aa=Q~1=?~dCDy^#Kfu$8kQCF4gP
zsPq)LtkL*KomcWrS7xYuzQxo+q9si7Jz?uX$1dP6Tp!7~uKG*RQXAHs8B|JrN93Mx
z^>Xem;BVY5kD|DH-fp=evQt8d%s@|6V|*iFM(hIq6JC6#Xe;ZDd7!vL*rv<>z)IZu
z`CS10MAg*Au&Exif|W*l$*GPy(}^eV?DluO^3)hE^Z$8ww4SO0Wqius6H@;-fA5Ws
zY|$4yRsC4F`fUqwCB$Up?|xol7vn*@0R8^1G)-Kt$dL<w3sFE8ZBS+k(t=^AL)1)t
z1{S^<aWc=FbE|gG-9IPu1II<E4)FuK)F^W{w6qLY^FaA?$>i2-$J1ug^u4R)$2|7s
zezSMr#Xn~L-DB_dzOz?MohufH#!L?%i}lMaQPu6=2v}C#ce5w7NVp7Wu6_sh;msf4
zV*J;hqNnO1^~2v)nD4V6@f|nM7N3-iAJv}9s4eRK=*~O9zls{E#-c!~(YDh)QuJ@;
z=!LVto%lyy!Ury2Wlw|!{xEmR>{5n8Kvl=|$e#XtQ5o9W4A!?1UmjKd;V*&!0Q7Jh
z+v58ZzVmwP>&Nj*nc;E28}tmiF3jt*zZ((Ge-As9@jkePA);x8GiTzyYQ12&9nohF
zy}n6uN^Y14*YADq%uFd{VHuk-g~`HpyU?JooRPglxA*>HgUg;tQ;lGTcsvSU4BIZ*
z+Od<y8xTd2zb$}pXS*Z4?^~p1A_<0;!Fln%TiRaJCl14#ri=AtAu5<l(II53U;7KH
zy(XiOLX-t<5QwF$MQ+fo$BQf~B#oVbz89(KDIQ%S`+ZR#){HIgt&+@CG()z>$Nc4B
z+{db_WD)BkCf<<aSOLWy^@6oyh$2%j4La6j<7?(*UG_}uWA`Tf?aS1m27%_BoijTr
z56@sFPtb>+LXM+VL6NM@+WoMmUBI=r)9GWn-SSF_&3&oWE>^`>^$Y#XGX?97+x*Us
z-?uoQc13^G?FhQ)l-u5Vw$s>esH%l>7L8bBq~70Hq>`6bIQyDkJ5{L6liQ%#q06UR
z1pXr_@$6Q*R^qIFV^buA$K6<5RqOEG1u$S64@PI|Q1_>fLeqHV&gC|0awtQfMQ(8Y
zY$vJ*%FRE2vE2|%Z?P%ooo1$*JQ#T50pm79tg4eJr_$&7EgI<wu8nf#S$!*^`zh7D
zDa(3)oTsbv)XQDKx<Bpvljpf}^IF_U0O8ep!T<n(0}7rwP<(b8b*qAPU77^}z4Wmr
zuC1Xg6euQE*J*w(7QDpxW|vQ&F=DVHoIO`MEs>ZWOllbr$cMt2*N`XN)yOk}la=?m
z_&3HPCK8rrW;jsgAosdRTtG>Zt`tkfPG0rA;GF%|`9Z`S8+nDc^#&aW<WmU9#Gng<
z2B}AG)}C_s8lUU%Xs18OY3+77zC#~d)HPV~vfdT=Hg67U&;@);N<SIn<t0B3{G=k<
z<VERJuH3zAjyXtJ_6FS0i0N98{?YV=urWR3QIAEIzBsfcB6Av^cp%p^BDUvHYL$|1
zmtbo&uA1sy_|^kz!GPE!>!x*o#mD~E*EdXS@KOo*q`tl2CMIyXBf!vwvI}TP61J;V
zH7%~%%=h2;>~(M2!r_OrLJ0Z1p*tHpR5Q1fg1haKQoYg?B3@Z^Hk})wOtCP>k#>Z!
zE(i}4MMVAh@xo_Mxcf8su$&wF!c+T(aaezTV7l7Nxh{}4%RPmNSWG|Ch6v7*T0+~D
z)1mr{>xiDs%6wULH4xtH(lY$)O5WN@`Cz7Ddm$C2iJvOExhSx3c^XUiQ~GYYJ%oY>
zf$7f#I=F!5P$y=4A0sIR3kyNX9Z>5J2+1d~yd2WI$lHc}1?Tdzl}&v`j3PUpN@-$>
zcm7)O=hg?`dS)g|6*vRR%MYW<ubK>J@vCRo^}AV~$}S2NrtBKX{uQK~HcnjQMYN1`
zql;ABJmS&bDywl*n+me*!bl94r#+6ba?yAR<c&u;3w%E+9bG&jugAiK1wU*OUeBlE
z8S$8ac(p-tCG_`)ozCWMkA3JGN-x%9Jl#%|IyB%VBl+9lg41d6wmWGyai6gP&F`NN
z%Vczq*-;C86i4&b6|5+X>_L}=Im|moD^8LyGv)FPRP%$P3EGE7TQ#Ov=1cgd-ZIgA
z8#1U{+;%vzzHJ@Gh5%ixkHsN4^Wkur+v3v3OCNnWb#gPjJ3MpY{;O5Z1A7uu3h5nt
zGmIqNn(;<mEb<uNn&d^~Z86OqetJH>8JniKSI$@NR=K4ueuzPQcdYs`^L&$E^fyzI
zqw(KQ4eC1i&wddaT|x=KxU!#g*`eWG2rddvbf!*4C7$b8^Nl!69%f3My!487iz;|0
z=p&libgh@18?qg173^_4o?C0f*VgMdYI(9&+10CRMQRzHWDeP(QyP~y?Uxh_CsJ_f
zlOZdMqNz*AdB&GTTnN#n{y_A}+f7#*J!U(N^#)mXXruur!OKb3#oKiCaB+Ez=2w|h
z2z#ZIHyfN@7JJ}RyXh&|A)`DhQ80!<^8JTcmA;ul20fdqwR#$v=GvOLyYkZXa^LMs
z9czWOfzBwcqe-j`nR}LUJ(*s6t!Z(*M>0ToD;&Q!RdzJ{>RNO`U5jsleD>(5cFQQ%
zgpSKgiLv8s@y-Vjq|(R9+v7W5oga5^>Uxs%v_+kfe>hN&UgV}1HIWHfUC|j%em2${
zt8!oPIL7GY@MeSUeCR-47X2Xwm&PM`H*{C_Jl@&gxtwj#p|uR+A8yUj)4J25u0>A~
zHp)wraN51hzQ@yMlh3Bvup^JXu(6GXb;xRZjQuECGB_9$5U<bS+-(wO-Y<Oe(PPQc
zS{<Q5-He@Jv3JIyuA|vKJ20bhNH>INB7(*GmIPoK>axRcC<yoBxBh`|1<U@7-q$KN
zdbJ#2fE3)my&5{$gn_h)7DISnZ}jKs_S2Il>FOG5ibSbGr1<QsBia9=M*%y-*>}8H
z7025<5X;y?0VoC(S1`HHxyb*-_62`A{e~GXy=dcd*HZrB0QEtqJWVX67$ZB3R)xoy
zYlauq8adG>XTvWPET{PwRd2fq!=>6j^iz3Ee6^))`y&OwJ3;oB;V<?5#D_PH2pMn7
z4?}pzv3}@a^%z2nNx_Sy$0gM3ex*vv#mDZxoE@PP`N8L&aQWsiAt!OxM@67Ea-;wx
zf=6CF|J&p&?=wCtA(rCEx>aPz81$HPNluZpkl-?hm6$AZGP^o<u5CXX=FELRe6Pp`
z9k@3_4R+#e^HlauHN$6ImTLwhkf1;_(3A)Z2fbd>nL-+Re}{Rfd(9+Fr6dGuua{#6
z3HFMl6E`L}uf=Q0H2u}pC7|GwK&9ffJNe?lQvH`fYxyW=GNWcPKSL=X6v-YwfsNb<
zlI%p%z-m!P&zm^ZxbpjQaCxL?gC5I)@!0wgBXKFu+^T$mUTotz+wd-eL6=qNQc8X^
z#7y^lX}iI`S-a7I>$CR*2*Q?gPnrnJ*2Y`F`xZ<alSt{Ma=!@ej<t-+!fwZ$&-<S{
zapGK4*~fXTP6x2T6}mS)$|RqvZo(g4bYj-DhGHD+<gsU%lnvq8EBQlb`>MbvL&Z(v
z72Z!4G2f7nD9W8}u)X<AaBjoJ4A_ur@85hJJ(fiJSh_O=S8Y3c9@5AW^HyC#>Ef&~
z6RRRq+7~SsJ@8ayL{JzSqeRyzxNFzMhYF@h=Er>)<u1YiXZwcE49^H1r?F1#kUach
znU}T@6QNDIK9wcO(Maj@+S+U7)ypU|Nx0t{I3i1G3J!Y1$GAC>K;EsZ%R1?rFCOs|
zUOui>bjL?d=O4vp6YMr7ZietOdOIM}My}w#`^#7pFYvJZ9^7HP*Y)y%?9int0m9Py
z?bbIcm48d|o{4F{hS~xfugC{%yP?tpH`z(_6xpU|U~6cJ*ia{$9k}%b_4A3;$4jnV
zHjQ^5gxsDg?@QVRtX<HV*ad74&}O{_m#LDE+suq6wiQIQ&U6j!I->fzx3u_dL#El*
zXZNH0d9qNZ%lc%3(^Qp3Z|PSv&;COz;y<?D{TuhcZ~adw|M$3mauxQDt3N6C{DUjc
zcRc@z`$y}al>epmf4N8RaGj_Az*Tq~9kL6sUytzjN$#m>v%?>8`=EROm>|gBtfi}u
zh5ATyVuC<Uo){<A9(wK+p)Lt8*oMWoR8WvPmZ&Ay5NP_!p7Gf~rfg68;oO>q@s{|0
zB6Y36vQ{sAran^^viBK{?$1WEP|JpL$M+rj^6%*de8{dbcBziz$t>Fs)GxF1!`c#O
zcTkIPr?#QkhDpF3;-7SNh${Etd$g_U)LgTAddr5sPx~ZpB{tmK9m@&3bj~U9+)o|9
z@0oi09%0q+lNVn`b-o@dO<4Hsm1D@vwYuw50X>ZoKTqmtvL9He{k&iM5Ae@Fm;0b7
zuwt2p+`KJazE!xWUAgUkdS!$>vT(}B0Z}sU_RKEnJ;DIMPFSbJVhQXns+2g!@)A)y
z)|s0n_4aDPDzOJ&0shST`DFCS$oZm}19;nMyN5+#Pb2I%j=jl$Qz*NH+j_YMaJ}h0
zihIazu6<iS^W6y%_0{>`)w0W1Kchb#U5F=S^e4!Yj)U(!LlnOczrnCDu?bHsmy~(;
z7o03CH#1J+`s7K_UMWmx7I++qHb5)pF`=>xW`nTSkbZjKa>>4;MU`V`&$M9GXRQWZ
zw|pqruEI$QOq#Pam9#`0Fw1=~d6;GAWj8&TzwBnMjV}TM?W}tc;-#%>LNuqtqBkK@
z5-dgJBY&LB-m=QR^4c^}uhElr6K&w(+h{u<&P0Ov0oSF?whcr}nZ<V^QuO_hYI45)
z!ueb6!638NpsI3O+i3ynnBsM+AqMhR2<#LV`c#Nst=vyc)4{{}%g*FN8ll39G4J4F
zjaZ~>5@Uls)7Lk|ZfKz_*=0bRERg4q##D1{4(mM|ZXOMEY7i86V%n<Ckm(e4Q!n>@
zC8(cAUO$;mb;?a{)h^q##L|hj^KmANoYX|rkKeDotZ<3z6tkU<VN$B@`z(Z|T+c!F
zRv<Tp?ZK<)_Tw9ci;*szL#;7p<2ja*MrDPN0k8gq1E=^fJX4^v)Oc0oBY{z>d!kAe
z;3G8}EtUPzdv5Wg9QNLC?k$kZygFH79Dq7F)`>DhZ&&9bNtnk->ex>96(I^Mj$Yx6
z6Z@JwTfDdL5g(?nPTk)wePlQz$rLFgPiMVlc6fW8mfbB_*}iS7z&Rr>Os0amtfAe}
zNw?vGZRiuFLP+2J;mQ(U^;X|H-%Flh%go^<5d}vny1NU&xaXr%OxhQh2f?;KyjBTt
zzf~Z+)aJ3!Uv33yM?z$tmV4<;=3?u5bU)nz*%~~A%(z;}f*7`_sU=mlk|(nS))xCy
zD_xa}Lu0v>xvseb?b=QJ;2{1*y}7BX<J{nU=@*d3bhQJ?bck9Y*a^Ywj%gV6D@yYl
zv5^J4cLB(<x4VG6lcpaI6<wI|%T&7g#;GORSLqj_es!9WA|%r{JH$cLXQ#C=#YX^y
zv_qepm9^o|(ar&uSKgCpS-hgDyZ^@C2Tw#$3$FjDp2ws6n_+zHV2`W2o%M}2c&8vb
za6Gv@5a?B;R3h7JL)#5I?FcD(QCM8#UfDP_;mTDjrp(-b8WR$TF?aRph2tKCh&(a_
zCPpgo4i;svNjnZsMAv!Jp?-;aFP3W?50P;tSRv4rYxaVrcq+w9D~)5UA_R?~@m<lC
zQ%8DEhA3s=%2)=2MHxoA&BlIBJk&>c5@am-ZObo1<=>1e&k(si=Q!R_{6j{zLbFi`
zqDdT_M~$kz3pb~i!7Mj%LX-4Q*4BN?LcZv|?;LMPZgdvJD?mdir^*f6ZK10{6Mi*k
zuWvyeMaIjL^SRE=qkgvY8P3_5fvo)WV;J~Dk{y9cj^3oBe&Pn}*nFE*e*A424F9NW
zpbAbsjzMW+VWA<R8YLNiD9u-<Bx$rPH<*>6$;Mo%P%5O8tB@`*?lMl6SDQq#m|TL&
zi#&giOb5!{4RpTx{JNhZH(QG_e8$!_KQG=i?Q;YnWhVW|29`Dee{mVtACJHzmPIA~
z_K#Yx=LJR=j1g-alIoLX_nvaRG*1iPE=p{l!+hs{nws-uEKyR`a=n#fE}ps5R)zHs
zK0U?<f=uiX8(^j9(cj2K<X%*wbVf~DGOwka5P31g^zxMud!HjcKpW>fc%5w3sMHvr
zM%h0Zn4w&!tHYWNcm~$cnJ(7wVdT_oTqN1yxZsgJp6yN|hFZpkK!Mv=z}(6+cdn~`
zYae~zYqL^sM=(=1PoxEp1u?KhsXq`NS?iyUKcOa9`b1&^K5xKzdyYDX9H9LYO*>hu
zL7}ihdBzrsA){XuWRdOXe!RBPo<EnaR3xs^T+LDF<6zYzr?Si8y3Xkg)A%*c?VuA0
zZBO>wmd_@L(D#O#u<CPDb-_|~pX?0YjdV?QnDw2i4RCqeoSsK|HvoL%J)u5=v9nyH
ze)@s{`vGM0>4v!W3vL`b<+)Rf`}4tid{OAA4#KJp4cW3=T5NbY@UoIuwzHsOVy-4n
z8ShOIjYs%970F|FHhh`1*Ln47YOBs!6N#dSLI|Hb>nU6k!egX`qJnlKUPV^fT~~f@
z5$qI80m*i}^k^;8R;C&=RyZi*A3fH-{cYZF+dFQ>kvXgdWm1-uW+wC4Vo;~r3g=*Y
z?+B47OP|F?*1#^8d((tufpB}=#pny_T)J9?>0%Up*w@~nVPX6Yc5%t72nvK#Et?@c
zPU692Dx}3}xK!?m&H}9Anu+4&99*z+BR^{P>S9HYRa-5ix;YFD+ELfI85&aTEjKh8
z$4akX=Ouc}O{8mM%D1CEUUeoFp(f$6?4Akf7u%bv5dqxzhzzsi65H+Xsob#p10l$;
zjJJk1xy>HI(LLH}nEuE3;%3Nk3}jPmk<I(~k;|~`W<GE`x6PtT*kLFMJ5^4Mx#2cJ
z@#3s#L0AEPF6#*UW9@O{;XBr5@Kl<^I+3Gx;<MWi=ej#S3U;PMD8MGuLw53t^H}wx
zLf{tE!d<Sn656q|NHx>D824Ephqvl#9Mg9!`qrB=reSl@{iS>D4nftvUBS$*aAtND
z91ZfmiLwC40iWZpla4nLlSHH=OCdT1r^R}LG#nT(N+8T0)B5-?k%+vK4{r-ybGGr!
z#?D<`w2exQI6Fi=Zre%)Ld_2f8>w!(=P&oYiQgm?nAc15efzuD8Pm>2+ij|2rwzDE
z)cC_LXSS{H8#%#v>4zl}FTaJUmYiJxq+-sZxII?_<I_Y&b&S0&G2SXmbz3Ui6Fcq;
zGf?k%8-t0>+oeA5BYX#j3Sm4F>Z=9XQhfd2*afRu<@E(8LUvkuD!wH0(qx&_W<V)*
za~Ghry~XVt;omlq;(Yt#owCnw5ej6gI@<0)+C~Rdc(?Pw)A(kowA?6SMQ9UG?q8#I
zdv!>2e0buMZe4qX=Fqeao+bEyAT%a}dlmgZ@O?LJV{GMrV4P$lW9ff|67Sy$l}3Ep
zv7ENO4>o%j+TaDVap|1z^(_k~*@beHMZ#mj1R98GJ~3o#?SrkuyFp8*z-}{@A+$sH
z_9LJDG1Kq4B&aZfzx>$#yxCfZFmzd!mQ4h@6a3AN3YMC*Z2h*ir{gctcvm^}`end{
zEeUEZNESKqH7d^jSz3>l<X8x=wEtfIpo;*IJNhTQ@*-=1DRuFd6eKU;LoYW>1h6*=
zv^A<$U17!fd$QY_-z|Ol-M#l||7}{UfBv`0y|*K#u4hp1hl4#o`~mz4=f^DEvrm3^
z?p*E5jZIbUI`v#@!MevQY)vP^E`J|6<e<*<mtg99g!lA#JbCYEA<?|@ayRMzT#Rw#
zv7Z`zYtT!Z0PL^t;6M2K%l9qoE425F?u3lc)?v)-zHfeb2l>w;$8lBT%hDIerM`h(
ziGv%VvQ0iRo-(lNvHn@+tJ{D-^BeZ)ecJwa9!r(;-)9aOm*3gH?oa#jpY&u;m0ROO
zw8Eo?>q^nvDTePII;gll3|v}24f?S4*+0M!i0QN6Sp2%PO#05^g1FWD-cg+UB+`U=
z4*1g>W##(gA$@gLXsZFJkp6HYooTAol>C3N_a0zPW!=JX98|`!Fc`4`!GRG35saZ5
zz)_G<2@xR_X#zus&@pso6sdxWQUV4A4U#|*si7(@0)dDDk!}dR_g?-0N;3ELeZPC3
z+rIyMqR*3@9oAX<oW1wzYwhibB&LW}x{TWTw1yd?rfhSNxY98i_gdHvQbPB594f&%
zIzG!6ZR5)kL`VqRYuJq>?fqP&YFOATloABu=H~NUP*H()WZ1`uv`UX0IL#YbX|Yhm
zFRiKC#?9mMDvmDI1f)_Zz}XiXniV05N=8eh$o-dPydO1WiMFibKNsp-=s8yRjY^XW
z-KMYv2#_xo<9FA6;#LFS^mtz~T@f<&Nq!x`P^Mk!v)sR0oYj!4+5hyjn>t0wJ5_mF
zkKq8k;;3Rn20i-tng4u1X>jSicbZZLL_aem0;t_Yk*Z*9aDXA5>IH7rY}EeNN~k>t
zOGf;OmnZe<*}T&-l3}boTqtTP-<e*E%>erL@+Cpbv%38w?`ZVuoKuhFcx;L%x>WsC
zDRZXD#rz2)-(D#4$6)$0=nh}<<1g<Ss1Gdu;pYjj8*aRb70XC|a%in3mSN26b8f4O
zJ62Xdh7fRq1Zl1EC){7?A67TA+{B{i<on#C9F)0^X*fo{Rc+60Y!6ow#5-$G4M+G1
z-1z0bLmJ8lPf=7TwbR3sJx!l<ij+V1@k?DL3E=!)F^N<o^O+3j%+PAeOtaqV=}o}R
z^ul!j|6V#HBT#NtYdK+N4LvOI(z8EBcT^c$KpHgm9Bf*Kt0&H=Eex125IK{E65IQk
zC~Q`xKPg|Grf6iedi}vrl9fpp7Z`Xpvvd?$Fbonhmvk{+?tWCN$SU`m!jTO;&Krq}
zgG>zmF!#uhMblLL941bAAae3U2_xBu9@(T!q`;X7mh95}p7dj$nq<!~RDTu!h`>n(
z9!8*Ywcd+~f#rR%@Fk%YH%SJb{Ehc?r7|%v-&XOQe}e#hbHFO#|F%a5W{=~H$Ew#x
zrOZQsjO|{WT<IKXvw^4;X`Z2kA)IZoiaH{kU}pYAz~I?r-M*>vq2_&SZ@DCIZIav%
z%B_73XAKmq7$KC8mCLdF+}l1mA}mo&DpVDO`jmeTrLH{O?Zqy)F7IwdaDU$NE3Yyr
zWwu{FmPD30)d{!C6nIs?dQiFD=cJ7H+V0x}57&C36EiB#{ibU8LnR}nM}RcZtgZ>y
zQkBSgfjuxrvgn<sOTYRP;T+VEu{x)<gYk;%0M7F>zpn$FCmy$qFUWT#sVzSqjrx~=
z9#NFTj5Plf)Eea*_c|;66V(6X_d@Fuh6JI?j~K5t8CoEc`0iK6^Hn!=$i~xLM}l@G
zd`apt&CInawv|x(i72ghln#=8)|e~XWE?lrri6F6CPu%&@oaOpe$4P9yv%Ye%Iv%t
zMNwbWHUC>vo62x<+}fS?2f%3)dh^50@IJ-sdBn#`ug27Z9;A2EK9A_rpI+W?b+}AD
zwWldy6NqcCb>a!>BNp9-ILvTatH}HPsx2tOP>MNHBVjBh3Hos1T%{s+PvpBN83|0(
zj4R;FN9{qgONk@2b-?jY4*Igctom*Fsp79#UBh*6Yvy2@Yo5_cK4lpW>}(u}39Rq9
zJw;a@g~GkHY;TLMU4Gsj@ceIidoi~!565t|EF^wWxpLbLNpxCG3|Zq$SoF@wHv({H
zY(2%vNRD%)fRn%HB@bsQEFV6P)BFqG8A%`ykLZo1Ufz4Q?`QqS07WRvBXbbS|5b!O
zWg|j=VFUjEZxQ;Jg=Wn+YkzIUrqsT<4@2K_@|fO(3zKo?(SkvwG)Z?ob+25UTWprV
zO^^3}`1ER89GQ5u#BunNbt%lX^y;g%Y?-i`=JPW+G%9&mpj(e3Ih*f)lUH@g?&%Uj
zZT5M#36|LPQkz;nEI^x&rmb2#92q3s9z+Oyy4T=`?)Q751?Nih59%}s+J@b}9R^j(
zTodp_Zo_JB-!3(=L|X9e{a@({R%>>A{-%|I9+il6NS#(k9vBnOaLe*qX@VJ^X$Dt8
zGX;nT@<uzBhNvJ{6L*7pJyN8ko&_Xk*8A=6n^_!;WpZd8;DgCNYZUL;oVw?tLzhVU
zz9W`xvqKlJXB_ys?K4N)*^R~Y^`HCawt-r|b7j7(r8oIc2FbkX3V)sG@AxU`im7xP
z;_{0fVOxZ|!$`JsAxhnIbZzMH8Rj+U^$<wB58-)FPcPsb%8hTafy7?}jetEd{``^6
z7i2aWM=gVK*c$K-WvI_tBqDO3KP|ayy@PaN^EPhdS)*%~U7qGefg+f=DMHoXnyD#|
zW8B{E*Lx56vI)KUF+k+S%wFPu89JM)<^H~X9(Qz9TsQq1Z+7c_>~$c13lMa;LFt06
zL~Z45gkm#GfS{`VseA`q#Zzd)BGgN$THwxU6FDYo#+AsmlSHoJS>=}UHR-h0H>}$D
zqxu*`1pq3w1#ix(b2mt`xV^EBV_GZsFIDcic%23H4vDe*%@P7xlge*{AB_!kxX_lB
zfh%0{Q}ZTH1pp!AEzoPA-4>C6s}CKwb?%*sOqcgzQ}T(dRDjo(PkieRPNRDbZ;Z3u
z^6Y4Z@7)gbEwLp1>>&)oNj*D412#bS?BQU|#<%tPDZQk*##gpacDd#_f_mCh_cf2;
z7S6Aq%KUEr+rDjA8jC7^&*b9Qv~$4D{5!JD)SeE<r%fdsIj3gDv=IoGM`HoU!K^4P
zSu%T0HA+g1tp0A3kzd%=ZsGB~l+^yh33&P|_z&8Wj!#{NGL+Vga%P_FZR<BIz*9<N
z9C8%TmPUvFaQ6W#T3IG#{N~tJINOAU_LU6fo$DPci7DC%fA$sjC;t-o&7%@^dBcr&
zpUaF#eY&?d%VBBums7eyKRS%;7>#AYsW9R&V^Mm{RB5d%{lKI0czwqzJ$Px}@TC{8
z(WAKJ8()*B002V#xX%?VbZ#BszV|RogG<ky>#(a>QMtJI1s1#j9yj=-i-eG=Yo!sS
z;b*+tWRY{`{;V$6`y2(=cD=rfF}(C=o42v$EL+ZgKND_;*pa+?qPuRQzeMZO)xgnd
zf)S#>t2Vb46Khg?dB?@yS(hE}+}NtSO{9EALHaWmK@#UOYjUmg2ayk7VRtFBh>iH$
z)x(!|wdAgPJ$QV&{I1L#V2;d!lix#T=^RsR)TQOo#YMW>W}ko5gE6*rO9hy<Z$azA
z=1YF1g1r3;0>hZsL1_v>Ve(ImO`{K=V8IIbsX(Oq7hRRblU*e9*$?}-sp4jI)e@en
z7-!Yw@XE@Ok!JWcXKbf#vF?qQyiUFGU#|3HeejuoYcf&;PIjE-&^ZTS;qwX-m-~ya
zlQ!Hp+8r*kibMC#U*j3RQ8g-)Z1Z^M(A&+&VLNgDA8_KZNDkkV+e&Af16*CQHyQB!
zSJs8MfBCjwK{hF&xkKlJ0h3(FM6ZmO<2!&`VO@qFE0INVzzTb2pZ_(|=2!gtRUTRy
zuQ$Nkk_G31LSElvOv%yr$zU=XI6k`cVUQ7mwtdwY07h;>pT;hC9khv5EbX{hiQm4y
z^ojpcWkOBH+1kB7vtR}6VrW<o@JT+8#_5?$1G~5BBK?}VFJcfw&Kk;Xgyb<iWO7>%
z{ln=_e5!rhxcKb{FQ%zVh|hm-N=-c)i`{`g2H<0M!hb}_weyvEcBXNT7?P=RnR~=*
zX4m}SerpqwgT+28n8*#8;?VRkK3$Odxh*Q?JY&C|U;XxFZYf)K{Y=!1tDS>?<T1@N
z9oTz+lhn0(fys2skNO{n@&h>U1#H6aLm7@X`%6I9s1@@$3MW|&x7MdM{tsWFo}IeN
ziuq(mLqTu(oS(=7_d%l$UV@>rRk#12{Yu8eV@EFRw0pY=yT|-3IrGb&8)umL(^2zG
zvyCi&_ptj3E;uXR;n%G)OuuG%qQS{wwQC+FyhTC3nM!wvF02HAH<i5|znnnv82Dy9
zUUDQm&Obf_{}Ykdx(LUvRILL%FI_FLa1@*S;l%}3)SPreBx^;VkAi<Uw6xA)>Gkr1
z+JVafoLkT_KU*$#7<@T@Bl5;eRfBY<#}h}mVf2CH@(C84`^u)qD2?~f%VEW<mB(3J
zp5cT>*@flD5kFYm`U=h>H%cBo_x2f%L3qwjjpn9ck4!ZLTz|xZ6|j4?u+-?LdA;2j
z-ueuaSo#c$bwADrgnV<+?SRiS<%V#_l-GxM9uB3(FHZh6LEB#(pqRyilhf#aNjOt(
zxZ0grsNFL^w`%Pc4K&Kpw!LsPZws1->N_4HMZ$EAJvVD&UJoC5-d%5@8*335%z_p0
z14F_39nqk4<@V&~RX2`ps`&IWvjjIovDBY6uszns7+gNL&D(bHj3XLz9p<CYzrW!*
zm?$>l__rq7^U7^?KvQ_Y0cIx$!X6UGwZW}=88@HEG94S4g|Jtx7CRJPZ{cNe{&%1Z
zR2Fx<DwO2u&>nH9rao<)QG2AkTW`y!kux2@#LZwbZf^{jzJI)Mk8(yMqYRpB;Zv54
z_@KMt1&;CyoAA4#tSL5653<Gu95i~B-#0?9A3Dj3`rx+l@nZ<nCYer@bf4e*><8&D
zo3J}GzgX%`>`Xn(%(1z$%!~<G@|EpXc)*zwz=GKQvjZ;+RZ!9&%_hGrG}+&I>Dg=a
z*y9zy3tu;<eeeLvVtO1-VYNzL8lB5~;=SX>2^Pcvj>%@V8K&=FiGMry=Do#?&^L$F
zwP1+PSo#Eis#@xer1VcrVnOJNN(}5sX62x}O_}wY-S;mtsijKSmUqRsMs3HrtqBAG
zSfqx@mFvYN?zOn0<wcJ+E$ZGy>$j(_{Ov*gI=Tqy;C|_OMD}4OvA9YY;|IOpsw{nj
zO<8724Ipw+(fU@QOjpK@gMlcgd!27VEdk#E8A%a@s;<jSsUe>ey<%~9dD$;p;o2TT
zD^B{vK7%djp9V|jE70Z?$NB4-w#@6<pzD)X=kVlnWvmHDfE^44>(>oqy>MZ~uVBYE
zRoLD5+=cM6$`W5n&)GN17~BJ!#l-+XC^HTTouNGOklhYTZZu)g7ll}WZPf)%=96=(
zZX4%U;|bdemtF_9(cxUcQ@t%n7O62-bSB9spwTEMbPVSq(=%8<v}vJ>Zw1V5F1}^r
zX5?Wj=$~Oqjix9Uf#xCqte_P;{p@JB0>X(Mv}c>(9H1lT-MebT*8$m+ilZ7KtO7+Q
z#U-)F7If;Tg8?k4_iVfPcB(Kvf1Z?>g5|&uJC09mg8uu;aj0)u@G6YR+-D(){!c8)
zX|UT@{ghAa)7}LC{dW*c3C><E*6N&(ggAqm;(%1v#SGZ7Fr2)!Ei@7jBrZfsP8;~8
zDfOIN;(oT{!zR{~6~~x4Xgb48Qo-RFP8L7|EC1v;%aVe2`8ktT=%;h`uPOBk1;l-w
zKEOey%*c50%D79Rx5?OdrO+XDFmNUN)}dbmHap+?*inicZ`O&OMla)9_cBR^7$b?8
zDgGkp`wdiUl_@j!<gxg)isUXi-r}-<`wft>44TaylbJGuua)W3y4&o4IR0SwnJwte
zr~zy<YM__15kc6x_9}mc%8Enu9Wym!B4u1{C|4Vny3vY<vJrqu6RGx&xME04w69L<
zJrBm<ek=4<^=@)M6Ytv_F?9&zWmQwi`?n?*bHj)VkTyTT5wP70M-tNm4r|_4w#1QC
zTbZ~E8fjaAEHY!>nCa6x&+FpW@4o2<j~3n3v(kOOY@^<|cq$&vA~S5OS)5we6pVC#
z225-%i~qWW&Hk-~&HJd$=h(qc*!(&ldzeC_`6JV-mD@N|ws!OEPX{l2h1>k<%DX*`
zSNE**ZF1Pfq?Y#D7~GQa1h-PaS6I<CrqH<C#^Tj7=KCe@HD~UvuW%b*!<l&vOrdeW
zf$7yMv&+TZ|DEITmrdv&3LJ|kg=44NRvX1{GOra)8=?AS-1NTJnVVqWJ~p(g4O3lW
z?YsaXfJqi#qeUA|-%IBi>98CT0h_l777rCf*Og3>Jb!{KLVAtv|E;M77nK+cIG*`n
z$J=im0CqGmO>^w<wzd^5Ym>vP{!Bz?3lPc_8r~Vq*wNGbL<QG^%_NK3Lz{}0PKnbt
z>WvGH=xa=&k@E*@?C9iE34AaBWxWMYVvP_b8MDe0SZaI9;_;x+AMQTeg5CW5foXYg
zGYt}uYwuVI%?)t5XbUtNx~~=lcp}IQ675lD7I%u5$Npw@128keg7-k-{$!RUX8Bnb
zzc0|}V`Aic4xUZ$g9kZT?T(9$3oJH?6dtQHm2pc<g#|MJ;HNOKwk<dM%bDe!`xxGO
zz?PQ0$9Xr4d$)j@-i*UBoGbvTzp+p<i+5M^6-$0|&FCfnNaF8bguhN8U?)>-*bOp$
zT5Yyorv7J+?%H#L^+B2L-Q2&J#DcV_ZSs{w{g`;+D=a$}!j6ToV<AjpVaGz)IR_i8
z@&DDF19mKAQ}D54A?$?Kue)gcV?rxC7P3Jj>{tjp7P6WC&5ng^dwtolkQH_;WMl72
zb}WP)3klfNB)2};u@C?|7Q&8&{D(KMV8=qfzj*~a7P84#*|89IEM#-97j`U!T^GX4
z!D82iZ0z{Tt_xw;g|O={{}VeTvtuEfN)|g7!j6ToV<DUMQtY}AW*Qc|E`(hd!mbNp
z*M+=PW!HtU>q6LdA?&)4Z?z!ox)63<$p7F*-t1TiI~KB0sLrkn+1mG>9SdQ{LfEko
z0D!$m7JH8@_Fk0CE#>}Gr$w@3A?#Sl=Gj8*SO_~7!j6S(G6QxjWMdfEdt|Zq$YPwG
z!QLZlb3-|HEQB2kVaGz)u@H7FWNYJh_8wW=8^8Zg9BRsrg=}i(?79$kT?o4_gneGf
z1~Xuv7s40>b}WP)3t`7X*s+j}vqRYDg|H8O{ck_?mAyyShVH@MBa6L97JH8@#wj}N
z^Fjas_IV)y0Q<ZU_IV-mIqdU7HjdU|pBKVDFQm81zZHd<OHnCeJ$))(iwK{R<~p=%
z&xH*w^6S5yg$1&P`I|{tKL}ncOm?pg8d-r)K-qg_vG>Sg9HYZNF9g6oFNDD=*yn|?
z&rZk8vCmFtpPdeHXP=!8W<Bb5Acpk>D%;zlYnPvQ2e9|ZV(*c~K0AFig^|STcCD-*
zS-9w&IEN7_PR%+0cpV^gee%Nf$KPy_jc=yuA^0oPBw^Quu<JtDbs?K{!mbP17zTD-
z2)izXT^C~T<vhDCgnf28>shz#v(pbWCO4*Pvd>OupPkM=J6%VBT^GVWJ3T9C#ZI4n
zcKZL$+38&UA%xx{>9*)}*zn^92rNG~gkUD096qfkklyV*ndp0{(#t5(T5<BrcEe`8
z%6CSKXVAm<**xjb?M6!JvH1pd-IpzMce+?IAl-fEDJ7w1#S)a9o4N6sPm_ime4kn^
zh$rrK+#gx7oL+!5e-+v-e~1M2AGOo2fXA7;sgr^)l<6!eIVks~ai%nkC~*~PEaG<z
z&Uo{#(xh}Bi5|>*H*eD=eM?a((saVN^>&>e7d-j1@0Z!0P?dD%4?Y4OPp5S_r~`8X
zC`C`fho@P7;Ot28X$qKGQVi<kGXDL=)h^}_Ox*K#n*UFo`F!i01^2hkWWM#zS@+L7
zoBsA9o1L*7ww*cQ)9SzVW-W92nRQ7vuxA#>gZQIN3AER`wuD}p%tn|iP*syps8&M5
z8B81ACwy)ym*ed`U1>=)bf!>=+7-S$fIa<jWckJ!Z~FIs|7|>yV;czW2N_R_&A65|
z%2@*C+HNQ=e4W2+(82_>vE9pue}Y;!uX^~>u9n<YuLqCCKXv9>Wk|1OmiHgiQM0U!
z*Sji?&=BHBiqUxxQ1c*x<L8;vt#wcH=z^LhP~KBjkg*Cz&;Q$109u=v9IieTV(?`-
zdmQ~5l&JQa1#H4=>Yv=lRRk(}`1_NR?d8OEXN+26`_{`BR6fp`@#~F~j?5pJxR>Ak
z_jk6Ky$;xVljZV~qK6R%lhMHO(WMWA;-Vg0w|HS$VOd^j_#IMhg{oTIk;#!iVxa9^
zH(I>MF$+=zG4uM7WjzBhWW`Zk-E->uMEM5!{on6&fjGA*7qep3r3yBVv1;Y=L4md#
z+ob<b`9KrZcRWOjgy|Z4F0&17d%9CVZCEkMqD6*Rj5<RberG0OM3hT#$PWp96&wNN
z^Eo?vuT#8NGj@~wR<`Kz-8YIb%P11sqG%Q(+oq{+M7B-h|BA@Axy8SOqPO|UcPN_K
z*?$H5xLP1mEo$&(@!KMP+9i`HMcJ1j8A4N(Tk;L+gq|O+w#}7oGL9SBsAsb-IN&b)
zTk^T^7~sqCX8&Dx^UQj+&Bf~=Qlve!Dlbsi_B_6Lnofd$cLwbuivMG*{6Dffq|%29
zqU%bgNS;5z6(PMw>Dd<OjGOk${3%nb(ne_-f`#r{Mk5Zdu=3Is6ctK{@fw2^>B_68
zIT*bC5aO|lzm`FGy-CG&1|jx+qs;B`$xP`y_La6B{(&cO70GW=>Go)Thb4UPwy!K9
z{;P!HVs`wGEMXh>e*;T6ur#H5`XO;#8{Ddwaq}@hllx;lfDea8IiDvBl4p8#Ck3L7
zOKURk=SWT2#l{ZC_V-!*Q9+t~sYiy-N_>}_-%9;&<nrT1XOesZ8jWH?$8dhW-$X@D
z-%!Hkq&l~Hn`r%y3!xJ9v$|=T2vjXJ7FQq~8`nQTm#AugdWuJpyC?G9<8<EQQ6)j;
zC1Z}{H9v+#-zN8r@lb&+;k+$Cx4DDqKa%qHec#ap{v&*Y+1Wqvjc>f^J8H*v@897Y
z+r9rQCN*ud4%pIZ=Kr#*E<s*eT7}O!tpo1c$pqw~J}k9aA^LgxTK&SN?}uq3&n^tR
zmPbiD(@8=1C7CSOe(p_vY?Yw#cSUt`P~LxqWdA42shBm~T;jLfU*vbSdqeNjk(MaS
zeG+F2rGPUZ-x|ybt1>QCm8K8$s!BIYtH7JfZZ?5|tL7dMFzDy^-xbeQ>i`t&KP82k
z^!*Pa{~tNc>+jI_Ht+aH{bC#UKk66TxW6%z?H~S)e(|!Sp`f>XV=G^Qat6oystsfo
z+sj&@*8!L8+Vt0~9)2zjO4;j05v)>ZZ>lPR@9Cd#y;kq3LJGo7Bo<w*XHdV-SA~zM
z%U#X+C)4#`vJz@RoOi}czM2DR8jhINEqg)iz>Kelm5CY2{pwjg-#7L#)(RABz12%G
zf8=}X*~4U#(2nNmm73K_qL@e_4JNBbFm%5%=tNwN=J)k9QbrN<|1$k<d-j>S<3CRJ
zzmgoxl{HQkPJUyY?UrXpD}3*En1}Py$R(R&!f&dx5;Wj<2vwZ?cHAy#@Qe!<Efx|R
zp#-u>obURo?0-7k3skN=M3*DYet*LMX!-u{|3PKHr-;Qg_-5K=gVq6mBJx@n;n)=h
zt$JRpWN4;aOTqSNC+`Kj`$<;EE<;4$TbDQdRo;=~0zTU243S2tlMe9t+?Y39sDAno
z5}LN>yBfXL{9Vldt$O>m0rDM=G5SqO`A3dX_)XjR#xcGvqGL=mNCfJ0ex~-?!<03l
z+LcdTcrId^1@WGLVC}?b+iZfcZH{G_D>yu>JY0*L?#tBG@7vpaf1dgOiJkU+=zrI$
z__p>wsCxIiI|htiRlNFy$3<p2McVI!R5Y(>P4>v=Vyk1YMLc(S4h+JrPWq8Xs=DL1
zZGbU!zROAn+wL-Sz76B+ADQEKb-r(d^&NX|8^bpe+~)TGhTr}#8jnnRXK=FXMTJ?j
zzhFx?(zp$kxZ>ekj*i2Uf9RdjeBt39HQ4TfF1!uAlVc=%Iww5meH^YA;p&{obG>FH
z$$X(T+*0Pzcbzb=Z~Qy#y^@t=-pEQ-O6?nb>>jLnRBf@UPpOFTZv%Wn6#%D5?lR~F
z&L1bY8bH3-$x9~~*G`c??<j++{W!@bq-_h0gncO$r$E$|ejrb4$%?HE^;g2c6y1>k
zuaynZgW#+@Sb|~2a%8D&YJ@JATf!Ni#PY}`+4eB`nrU)LxSwXM>14j`l7xOnxXMCG
zIdB#(rwHQimQxD}!EjUeU%EajqWXtCsrVSd-?B<ZPF2UOsWu7@3XV&P3r-Zj<3s}q
z-9;rT)=pkNj$g6F*(BM~_#xbUp6L2I={^I(>(48f4enOb2H$mtA=Wgx`BGys5x`jv
zB#rY&&*LeYJzjQ_2_BwtpWl8Sz}n%bafv)qBt@+rn--5Y5BK|3mk%dQ;du~Xm~>~R
zk(Bx(%GIwE@JQ~rGJ$Z#VcijfV$0DZ4u)8<qyjNIOj8jE<UhMgxxjaV#>J~Wq#mPg
zfmyVQyI*wpNX#KscP)gLG+aehs)9W2t3IfB<<U?=Zd$D%=`v&wtU5<lu*1#I&5iU^
z(yt)Wk8&4wlpXCMg&qTJzG1+DjWG%SmyJ`~0DpOH0ip?n*4+<2<|)=f>(glC6ZEk|
zD(%E|fCCt+Y*$v3+muyA0v`2p?W)G%%tRAZ(XX(mbwE@3UB*j3Tu=+9fkdXtI&=Ig
zWk)*myqcVAwqBDSG7t@p4LhnXP1X>bJuH3`YfE$~AWBiWX>pu$o6q}@0C8AWC^s7_
z*YHNPCZS-pdR{|G%8m#8KX<rw`bQ1%<wEwwoXd<XCr_Y9;RBRVGtX|n)P7F<=Gu}P
zO&%V}y3`PZh^2vJgGn9nI_m(DU<^ZIV3c%PRO^k<5^7?CI5QN=OYY9n#Ku~M9np5M
zx;WVGfD%V~BKyQbdYT=%R62U#_k_*SB181bfq_xqm+o#&msR6$Rv2UDnk;daVGlt{
z>eFOjr~N5+Q4!qTLeCyBMv(>*ejeF+IqdC_z`&f4V$QJ_9au`fmTj-kX-p_%k)h3e
z-n7{a4t8@jGbV}ysE!H_4yJMc{C=BU{zf~0YXE`V-GA&B6ol@Z2;jKOcfzh9Pk->~
zX(W2Oy`Sq2E~6n2YD?5cb%&xTqqMiYM}CyMDD`f%+)6G%U4MS8kk6J@TX>IvhGs$K
zi{3nVGlB%3Ei<UP<t*bY=bc%T=h5VhkXCCt%awAM@0V`dRjr3M>O4gr{;`+$?sqA5
zO(NzQ`Pfc6VTEr}W*f4UUmo&0xel27;kV6MLu;t!C~`jSn>&}5aa}8<%FM2(CFiI?
z<5Wrzh|e-OB9gD9_{Fe&>BXL0SHs%<p%wate&Urfg2JyDV?tb@gzm`MoC<inL}kPM
z+KGiWXM~hV4y?wE5F45#EVnlI5<i!ilueLH1KB-oTOmYJ%Rgh0&1$VZ(^@@oyGOSs
zf0Z}eK>!a{j{2je?uau~ZaJ{kHqXW9A(*nv>#GQ$Z1N;&zH#d%Ns&g-q~)<$ynMJW
z3}`0ao)L&}q5-9-QWcb=gAW|qzws+|r^rL+w)hr+m5KeU#t9mL^GCT$<xL8B_@KR%
znd?d$*Plrx&|re4Eq;W`XPelvU!kf!*VUVQOlhSvN1!WXkBjI!;CK33Kop9>A`ZaO
z7K<eZI+evqdQ~)}UtpW8AkJ#u4c@pMz~DcANc9R=X>o~<QpO@TE+>@t=Z^I~F^=c9
z43o7K&L51>6^UAV*0#VvBqIyd;N|e<(MBL-(wkh&Fma*gkr0CxLVj(|CqxMOT)TuM
zmmQaPyKUGcHv}4+xRVmj>&STaiYA3bLF!StDl6j4g#EabKyJfH9C1=h-OpXC=U(a)
zhYTyvdopLUt)k2rf8;UAL>wY7`UvC&{EGb9DX6=yM$!N~iW?+!Xjf`CsZWL``J7$-
zb90iQMh2-<XU_bY%$sPbGa=_S9Oi~VNHhK`{TOOy>F>H^bN|v~TYGFmvryG#Nlqho
zP1yS+oU(#ERt~|fsC-=!xyjHX0**3>4W;%o$0qp!Hi_@VziRNE05HZ5z+l10b2D0Z
zKl~VDS%3TK=geRlsr^(4(RGfh4(Don_obKDrlrq3BwSH`zNe`Py2ai6=iStzEl(U&
zW{l0E>G;hG{iNBj?2a5mRqbY&p$$$cHE3+qtt}5xGaPz~!6CFMKL$s{J@CtC^mgxB
z_WdJIts4K(H}<wW5{p1+Q;{9<2_jK^R)K~X^=Xv_<9qpyu|_Ac&d25y>IGNBfGP-8
z4A5{27i!MnF29XW+_?))7kWyY1;xMZk2TPB(5t!`_E^(3NK9z>%al9zgImM{;^8cE
zXGgdSwI=M47NRx^qy%FyYe#^C&k5Ro-YcV8Dz^6Sa(sp7lM)cFWnr=d@mhxK04k&o
zGOIG_2x)*STwn~3jeKWgHb^zz>|9#&b*-Q()8QVY969f%DNFOn15#8lZL&lmmy&gb
zR<5l{WpGyi)qn?#cLaGP)W4~_^jN>{jgPk3Yu#?krq4+@PeYNr(;Jhf)v&>^c0{N{
zST%#caW~e+J%$i}z$&+539qnn<O;RG=eGO=Yre=Mu6sip507^xqYKV{8Y(<Q3AGLG
znOuF=wK3cp(XA1|jj;tzaY$dQDfHs2EWfxMgjRQi?vFUXSJ9*V04K(9KE0OMd)!+R
zFYvTa=j>5y3|wqv?eT(O>>vZCn|jvUvE`Ep@1ks}yFMK%*xN4c)<7D@@HNbmFZ_yO
ztni7lZhNzdPm^*6jmDWSvAD3uh$?iF5BSWDz7OXLy{{%;tOp*GTN<r=U(5~aEwk>O
znWTT%U&~;vE6#dhM-3Ipmj!1FWgMu|x-PwjXq!kr@{CX#vMtv&unG~FFjd$ta<?NZ
zh=5ZbqfvSzZe3x_BA1Bz(7r^?-pR;nSKgz;d?=VspTCTc7LWq$^_xB59%HkDo3l$W
zD?Ry6k0vWo$AhS*gSqR})n_QdphSi^P+B9-S<NIxs+6vgS{^yTf9v-o2#D3>?2-#d
z3KLZ0O`?oao+#Z+4PFOaM;0+Utb<fpEbW&2O^O5(4`7TM>ffPFFeKSm-l#qiabi;$
zgz4(qjh=joR81Q`UrrmRDCcVdUHV6{7>GdL9fmg1oK;lL0}I{MCQzz+@jPwGYh!#u
zbAPFADQT4bUQNqV#+e>rxx*0%=>~0e1h4@NrgCxW*}<e=_=`MMMPJ?xhJdZ^$3L0M
zcUudDtUddjzafr)^<8zdr<CJP&0JdtjCkENu{jR8(U;w;FYKuS;YCR6!t%>IlJ85+
zOgE{kE!}b4l4h30tq1gzr|nZDNT%SJF-!NUGYCsTv$)VCj30zl{sjrt{c&*h%PNB|
zg;rH_RyiKh@$byChLGK7;KBt?UzcQL9evrjFY;5Xl};<6C`dLdln_jJY2K66%RSqm
zt+MvPK7ldDw2<P<yj(7;LyLz;wWOPM;li;I5M>jH>c(X8D{Riz+uxxKBL1PX#lyj+
zz@Z`a6&jBd#VY?=N`XLymiNzvCcVPqtnNc76#|5xodP)f%tYRjRsPRn3&^bq-lr->
z+5kQ9^Ooj*$)KsAP2EO8&~>G+>Ts`SRhZ#yJHA>Kd~Sc#Cab-i&!0Ckd?X}HX-zjM
z4ksv9%+M<QeN-k^Q#mE8Ofx@wql!SnpG3GkFo?ojeCR72)EQiNVhOb|AHS@O>%Pa@
z#sy=A!pW2a-1Nj(0@O{kwl}@4TOrr2jHh}QJB}9J?uQc_EJsu-m0yCjsfQ@z-Zx`p
zvmOqvAYDW9JbDxOLo=FH^CJ+N+zouc4Q}aiw=dYHfikJl(?z=lxXmhWpU#8H=Bpao
zU_g7Kr9HB!UK&kDTvu8@9Ynge<&@bH4N;b&Dd7`K3r@R9o3cr0R54d^$5V5gcc#+?
z_FY8Xy>8uS5J<7aBggvay|Iq%o|;v0Q}A$sl1)S7)sWE(>tbm%BHAjh=hmdNs;qE3
zZLGO0ZU7@iJv*&TxF5HAD!D;&9q{@f*QV|<nT>r}?XF><WB!1i%o~X9X^Ve|ERaL+
zgUeopc%L9KfCPQ^1yo#u{-Ytq$|1K+tZkVlP`_Fu-iGUKd)$_%?u;u)xvK?|Py9i-
z-h+}w&I0Oyik84fMB_qJ_S@nglNjU`w;FZg;f658M7Dw=n{<84h3iL*D&SB(A`sa_
zYJ!=(T$anNhrZq5miM(@O&LL=H7qcFhhNL-;iGDCVmM15Zf<pT@~S3R?+f?Ks<_v(
z;Kkjhi%3vMb&ioU<F$0TtIPwP4|2I~POuI7j`cC*HNsT-FTwBV5@yq<untB^LhXaS
z>Lg`l0S-q(fpwA{(NGfxmWF9T1%;}(2DfG<q0NC8S_{shN%Uv=6<7r#^s*3cYK(Uf
znUi^X5|_P(d#54!OPxJEy#abU)Y7a#WDRF^moysSU9_Rb0eRe{9CULW_G2@1Zn^T!
zp)<Apo~9`RJ**RXwD=m7wcpDUHs=#J(DBSh(ZH~!8WN^E$qj^<<;UMPgZiM8!`G^)
za5d10X?KwOlfjWho&+noHaWi1JxF9%sRv3+6-*@!PpYYx1{T8}BCuy{y{7GX!qKy#
z;6vulN6eZsTycUnILi_~4AlJP!EydWLy9j)NLG5U&{Jdzq%hWe)On??(KIzQHR;tv
z1$lBc(hljZSUyz5v(l_k2R`BgO%|;%%6v#w(K0L2Ho#dIyO?7bGSLa^nPeU;3+*x-
z6i*g<YxQ~cQb6)4vSV904V-N_e@)gdBT`tf0L2LOfoldL_vK!5Rn?{%0o5xttAypd
z&8q@s1X9k88Wbq~mI66_sI!dz=H^H<j~3}}9by8fl#c-dXB8Dcx~?GoU$=*jS$N?;
zler3d=aC3)a`TvU9T)<kLNRc;lbZy=YGq#7OzUTSC_(#qgKAyK8s?$+DD(Zcg?S=t
zX!A(fPZ{xGYK%-?>NLL{zL?4#qgN>NI$ue<k_QeKN|~|gn<8WR-%vf$V{A`lL26g-
zl|*3p+Wo0vdL2l-v^};?h6qN;)i$^Yr9>XZ__w^}_3hY`oN>!)mvKyuC7C1=D0kD$
z-$zYg_F`P$PivJj@iFu%e2f*$vdINW8^&2haf5lZC{(G*UX_`Nh`mDmKSI0*b5@U5
zTVp_@azofifdgvFTy1Z8*P5IQ^0;0Krvn4Rjn8wtobi5v03y(~ee+k%lf1lqxa$LQ
z)1RGcxakcysWLlVWu<>l0hjqX6c<N_iel8A2ZQO*H69FA)8*;;Xie|Pg3AXRbxEZ6
z5z0eBxAPccNx_7IUpck21qLlDIkh%R5LgQp>F^h?>}@&xEak}E(jZ*XCxW_Ro>ZN7
zr6P3oZ1hCeD!Tb|%7p(-GxK1<aJof)2P|hVaV@Q?g?#Rs41G$RhmjqjJfI7b+(&j>
z@B*#nw5&a<lOo9OF;<JAS$2YmSzdLa4$Zb^7%=oza3W_=7z&*vf<ZZ7G%#;Q6-|Tj
zRtlgvlBHa|jC0JZL~;&XRa;fFLAewEuHhrsXn~*2{i*>UBqz5EKH5nxKbZ^i1^cSk
z#e9gqfaUX$+<)g?XQf$2gJm6BxG+Wx!wm!TSz4rzl&YD|XhfCw%-PM`wWk(_6qg4T
z7{&I-E){VL+<>%xN+PDux~IqYv;-yyn;=V!UBihkr&0nTK$&ia0?Kvd9ttJ+TTkC(
zx<^iU{j9M>d~SB`mB8X-?x`zXw+j!EE49|5AU!En?XvKpvVLo$3198peci><QTDaq
zYL_%W6J%vV?r5P79jHR42>NI-<mZ~cZ5!TvLe4iq<M<kc%XZZ>upWjRqrzOPL}_)9
z3gB6l$!}|U^BZ&TVXlLLtD3c;j@3Q1`7sZ3uDf);2A7OczxN@DpF4Uv9sQ4ps9Er6
z)r4tA;A6nb>i`Xcz{;KZOjwLXemJH+ttsEcH%q-n`BV~EOIizwCU#qj%;0b$;gj@o
zG;iO_mfSGPxuuEN`^tZnlN-w7KO2B;dx;Y;2>bxb{<tw7F-U%c=ToeA@*r~a^U41_
zbDCC1diJw$WtKSQvV*|cmV1sNxV3|pwr>%-b5=oOa;Q{XB4>n1Ri{UFGGx^usP-Ir
zx1AN|6RqITti4*mS|a=}GjlY`bsDv}kj?K{);H_9OYUZVJ2oD8JBqq=M6O~TFscVS
zyI)JJWh}hb1?^IM{I&$qOthy-HciW=*Wa)SOo|*;DU>hQdLjFOJW~QUa(>e7pex<d
z>l~^KiGh!X(D}Sj@SRU`(x3M(37n?EMR?-7MPtiM1yN+mJdQ>=L|V!j4Yc;5a)edc
z`68-{rlslH1{v5o9#@J0k5>1DiWBElr=57Er5wNHqVVB0K^)}w(4;0J&IXHej-xg3
zRdX6yw0yF8;Y{?ykPP1T9Z8!yV@wbU1k)nG6d<^c^saK848IdguO6KEOQD5OBefP+
zeMT$J;xn{XhRBzuA;gW8s6Z%6QF&Zd!98@vQ*`8_j7gGoRcvE{ab-~<k3YB4plyYV
zHNhsfp9YeP3yI`9=h1`?6QjzXS!t84)CwxskMK<Vi1Rr_1szK~c%&iD*f}TN+s@Ex
z!S;2lw`9gWqkDL4{~o%!uQLggIx!JE@q=HEu2_>a{GOoZSgSO7&@idf<cUfbWm=(_
z#9<j(kBf_=jYSD)&-gkd>ko<VeoT!`8;209v&=BoA^k+dwfo>%a?<@sQ}O<SJKWjn
zrm?rI$zUyTj49IWRAluiN%nLUqz=s2(A}T-qZGetGSYg~=(&SA65%gRGP9|mkJTBX
z+T*j=90l-^@O!9*llH%u<Ss_O?aqCkBtgr}xBE2OkrHE6nB4>um`ojv#W=QNUh9#C
z&!KT;W@%=kSQJ8rpy~{qop|8;H%j3!Y2E!S?`8HqbBrPO^a{GMu0Ukjojie6_IchB
zX1&*|EUaMOfNE^#&+C<1u3reXjtz<JC8LTCQ5(4TlRSrzO>e?=iO#g6g+SM!c~3`w
zvnQ>1i<?LX_)q@7B#8vg7by={2wZl|8a)<gF?(xL!Ag8yK7!AIHkhaF>Q<>efl<DB
zq9F#ne5#E{L1s;2bmfi=F0Q<;di7WaIyB!+RTEr|GfzRI#8oIi>W=n^#AL4?v*XfT
z!^gl62)v~DVc_e46Y<mSk*6rH8%?vq3%Me)R1FKPOVz|;@l|0m8IG1qB9hpqr@uU=
zXBFwnaB;vQq!GG*;gaOLG0-lPi{=<UtHk-F`zD#t(i^ru9?y$kO&iKc0zFRW9VSB0
zI5FIRaS>2K^GGSuV*yY_uD%W|_`ZJX*}1`bNA>n{+9|APGAD3WZ7v@L<t8uZJ+GbA
zkEkDMeMieMlc2^LU{rC!xO^uZ!xM7nY1&}XypDadjh^DM)M>Bjgk&(<rmP!Du5)uq
z36xf$9P7i_gv2eqRB}q>JPU<d?mbsw?f>2-98q*wsc65<h%r%xd^6)AH}EV~#^8-Q
zUZXehvF$z(P?jRuB;8f&mFS)n7dMddL?D;Jj1{ia%AZbHEtVKO>eZbVr}A9p-D8F^
zs(k{#Q#ngsC_3@y{9|gIMlAkhlY;ktM{%;yvG=iM)I+L1LQi0t+;u<!-9MH7$VX3l
zYH;zm2%^XJ@?2g`!n7+W-G92Y%UI=(x;x5N(#A}s{16^ybwEDhm5Lc(SE$gF?g-@L
z4xDRI;kCgL9p^a1c|PHT?M+~iz)mfAGqeHlDYu$n-OzGK^DnGqzuw@y_^#jxh%{VQ
z%uIekO*R_kYb{_f(6*$-ot!D3GaNHr)XXavUe=3nj>XyKf#J~@=rj#;X4yi=!M0e}
z-$tQS;Lp6<Poym5PRE7{wTp(thUTkJtD~S<N+Oj-SY?jTMz3>4GO~O9;!$XZMqdom
zR9m^`N-6XF)AWSTXK}y1ygV9QM}jI`L;{U_J<y9v#z6AY1y)M&L?_FX_uTXsNHALm
zXx_<04ADtt3d(j=YlF9{HMv(3y<<RN+mMW)d9z-q{|D~q_t}94*T|Et^9EWvGIhGx
z&LevfTJJGHFt~jA@r;U^6y=yYs$*BOGwRs8&X0?_L>H7(%6^!%)3PRIEra9s>1eT*
z!<vUJMWSR=GlKrgaKlFm%=}LM@Dts(>a;npLD{W|h4?(FdUtI#Vmm%kP#6Ul;1ok+
zmCu(0>oXIq!lzHb#%z;tZpDXF)&U5)u!IPHsIqL((!`bJ-<lR+TuDQ9nJW@zf*mpw
zbHbkEMzlH*eBY{O&+eSu4y*9mQQ8bLHiSV7{tMcwz^XLGg8Yi+S@i{|;Z(TOagD0*
zHp2btbi??(q^83B_$-Lhpa(%$%m*Vpn+e5pn)Qho+LF6CZeQ<fx5LKA#``$Ur6kEY
z_r>*1si>ejK?S5QgmFnM__6uf9NIvR-4l=a?7Bm1iRzOy00wf+Z#cT!!6^<s(hM?|
zA`6Z-pBvFJdY-ixMV20su9-d^b*LlBhGC+{(#w4KK0Y~{pC%*GXjEpB<JToX%`?=6
z3y3S{?U`EppnCLawAu7(3SAoXrb?eYRp`teLlZ?Oq0QgH+$euxFg7cLnA=&|4m)1B
z^7F(t$V-^q&EN_odQ=Hkq8*x%IP16&I=>=FfWtp70!XU3<3UW%EXaW1Etd|991E_X
z5c`heM5a$AiA=wucdyNwyixdV7@3YXcioRM%nTzG48AiP%CfY@gbK&v86rY`;%*9>
z?iA-?;x7<Usv0f>3L$#*x|WGzg)qj#^=??;WgB&gD}ne9+q|m6c^_FMWe~9rsPMfW
znj4ddU`T#Ps}@TOJI+V9##G5&$7F4iPWMn0xglUukQ$eOasWu!)m$Kl_jr&|pSE#k
z%2WdX(7A9$lhs~lK2O(W^YB$4p|=n6jQUz6c<aX(7$G5>f#GYdu4h`59HV;m+Dkg(
z<t^HD#M>$~A<FT+{c-C6eN^FV`h?7!dEmSDD${|Arm)iLEJUjrab<jLvU`t{pqY8N
z8!N2<q@L#3w$2~}D=lMfQl{FX4xcT0Mdvm$X{FI<+>r7i<a=fBC1m}>YFtVru}XoU
z%OyahaIO9JG;AbGqT-KScS}OKh6B3KWGU3T5-x!jjiUp>4btkalb8r7@7#-)+;Ga&
z((C-E8_HM3l%%OWbwl}5hk*r#=4Wy|?5OfaD9?}_odb;x<;g*Ua*7gQ`c95a`&y|6
z?<=H{TDgkm;Ic_v(JptmN`*`ET@)@QF(`sp<MW#i&(vvq(4*=z8k~ZaZN28MVs-<;
z7%wq~g2=s^!6kb*C4IrLGwVdSq+*R|<``7~AuG%n#L+LWAs>F~!p`&=y_Aisc>^Vc
zrk3lyQ|m`SZ3(HFhE3Y5uA*9wvDZF#MD^>OokJQIGhF6p8q}K*T0B%}!+s!m9k5vN
z&NJaQkBCi3Y~SwWEItXz{cqBu_NZtG9MLd>NiDwwt^*DbBamQfozm`<tm22QZ!M3G
z%o|)jqFA4KWC$llh$A#fO|G88X6##FP}{|uA+$P4dPJ4!Yq@LrMHa&z;`$8pebbwX
zRj{=5+VPX4NOJZZmntK$;j&V?KgRN?p=yB*@m}8HMQ81a*w~c2jKF>@26;CwYafXx
zeq>pQoS7wU=J;g*H;PbG)Z%N;Xe$rpZ#=p}acC_I4>~z-C=*qi;W8;#kV+fNS{(z)
z_lKI#)%eyr>6~jX<@)no>%6!Us6%FyN@9@U-3uoic0KAnp6qzDt1EoBfIv_dLJM}}
zRj(G0OKM8wlKM$88Q-ko92W<hB6L9#Y69D?P8y324Es!Q4f!OWE7O@-c&Eno+7qJ+
z>OHJYg>DrAjI>I=>pVzb767Gxc9%a4_g83G3X{%?{W1{W02|I+2OJdbj}1)?wG^W@
zkiwk@cXmDM&EJ<InHNxdHrgrnnh8F~7ITP7N<>35GC?C;`er%NA>kV4(6n++52uCD
z1*drpYcwMg4Fp5i0ftvEvab9cp+wpv#;}h6k~*z`?DYcvQiwR(-uY_Y_7#T5MVJ7S
zT5F+0W-r-%h!^>I(@`wPa!xCd>|7K(Z?7TNZivQBOoa4>qGr@~dS_TYES7ni!J|B3
zizN~3jJWHx)z$$oUQ5A`PB7TovSteiLwRF=SxC6{^`fPtWk?2>>wXnYSZi`(6ari(
z2S0$Z37YO8>6^Pt#FR$&&7UU5Sx8snh6$)<BjW0@M1q|9Rc)MSH_x(1b?+$TW=9!W
z<DeZrio1d0M}RLm?{34%m`66nYb47xeqPoqJ|C2`4#2)MK&QsymvhwA_9WJ$lTZ{X
z8JKF;C~ut2$Ym4bOEG$RhjH`gbM3WMJ#fJo9#u_B-E1C6+i5k}&OZJ^MYpq7)+!LD
zH!{v!RWH~Z$B0@}2DN~zV?c`HA<`$VcsDZXm_Mvv9x?o+qx=h4dkqeOHdbmv&6Eg8
z<(%2>sUq$1Yxl_hzZT1xc#GU0cg3h6#$4eCbk#ujdf&i!%r6aI^E5=j+KpP~4UIkz
z;Ce_Z{#13RU?iVNu+VCjHF??K)>M1enL7I~Qv(&M`hf*WX86a`PO-6l7{2LhjLmAK
z?x~i(h+3D>bF~Vt5`;$0Y8-w}l+f!+N2er)FB({Z_|Nd#oxfBwqogToi*}ZOIV5}*
z^*hEZCGr5mSPZqc7QEBq`Pppi)t<>#J7HXbOA!Kx#X|{F4M3!XieELod?<RhsB$sq
zjd)Gs{<diAb-+xw|AJ@Rz7LB8Uf%F#uZ$=1eKtI>!$T23%TTParTIJUX{X4YDwphA
zJ0BFL&jhwdR4F9zR2Qob*%7)V;?Sryd(vO>OSeF~DKnr@;<Gp6I#wxD1(Qddbnrxv
z+58YfY6R4hp%Y%St8u%0zjiX(l`rc=t-aY9xLDJ$PLgokWJPj#p{W#u(U-nl!b_3N
zM%%C*Ql<nI{VW)`Of=;QaMpDqQpkX);h710){9bb4Zm!Goxa)~lC(0Tb~L1KAT*T@
ztio_BozPnn6hcGc)M=!rCg~lxO5hnQjT|>_k+$$Ue~}Kk#+O(#rmk03F{4^jnggCy
zQD3VXxO=-8J2H@f!wH*p$Sw9R`qmQwEB3mU$NV57S$KE9<F5A9bL)Uc&C9}`Zf#gX
zD3)QDV-gQJ)An%O7->`O_w?0M*GPQZLRYVpb^2tJ<I=t$9G4QL923^|kw-t{nuW9;
z?J(}0evgWqQ_rQQIEGwEsFnV(tWL78m8ob7e%FjZ+_J+biP368u*z8s2UMASeg)QN
zS>q4+bwK{|^b=F(H9Dz1X|+UGC=$N&bjE^iv2a52UR~Zss(FVTTv<vNLRtqn?pz1d
z(doTA`EyDKgwgSyyPq}?bu3aR6GY2t=`^BWF9|J%6Dp^L`atC<5Yx}mwWHP}$|Z{_
z!gIdCDS@u=0n=0rT9ihcq>Kc`#oG&TM$}ElH9gf$FwNpqU5-gDR1*mVYLhEmop2~M
z*}+Tnmgv-`<5o62BVBst#ZzGq*8xeDO;9^}b?=53jjR@g5#BNHxa&!G)_#NMNZRYX
z@dif$um|1^rl|tc=?^EnxxwKf#iQp>QL;Mt@7K)qncD5TU!f+9)P?X_Pf&T(1|}nr
zXE0_~L-#zBG5(Fm5B$~Q5lcPBpCG-0-xX_)4NlNF&21SUW#o4hD;7e7hYE7vqrOQy
ze78*^hMZlAbCNd4CrQ#q;XlcbRRZf)Ta!}zCd-^YE#Xgn)aP$+ldVuKbn|m4bfy@!
zt{l>080a%9-jMgM=}C589#2x!{NORPA=(pDk)&5Ck;3L{!5Buc2l^#eI(@u)#@O9Y
zdAX=$)uf=~MzE|$L#u&IOPZyA=e2;!F8nc%ME42<I+(!<A|Rqs+P$s`gCpf4^QcUQ
zJG>AyT-^)fdlgGBFDD0OkG;!``ZK)r#?XpG`)&{}WzXHW2q}a9el)IE?Es`Zc=g%C
ziDjh^(o@J5s=lfrI>`)oMr9&)soTH-3<Dpca&!NjUNHQ-)p`DmJvg^}-uH`RRF@pg
z&VCLFiSR>(1k-p_X57^Fe0hD-TsnuLf$nxTlb4x{K2>~Z9dP>zAIfjS>jEpua2T}e
zyvTboV{C!Zg-JJ?b?udctLloav<l6W{VHIYFh<<@^1))y^z<fl_w?Q<S1#L?I&ByK
zQf-uvCSL<LH{HIlv9c!D0OA-aoZy@2Mx#aWs40)eIur^KE&IqbqdLOE?O)C~F+^gJ
z^3o)S0>gz==fuM>*BvF3LL#^kVTalXi3G8fyOS#M%Ehtvg?6*n>c(RDMPVzj&Otkj
ztt9~(nxr6zs-QyUv7Vofr_%Tk^Qb-Zu&e>R-j&1}qE7zA;HnQJ>0RTx_|66MAlXC8
zxxTR2e$V3jaW=;n`t;W9%ehq;`6_ls5TMclq~{W`z#_{b#;B!10g2S7xyn?jx4vze
zsMD&ejh)n@_R?mHU}1lFYQ)w^^btR~$8<I7zgW(dnML7UrJPp=k|PD$lueod4Y|$_
zzRXljVJ2_M8`A>cHmM_YVF*|(8n>EtE`IKQP{xtxkap<;F+wkS*8mo69^M3D1pI#)
z$rAW8#fxkylV*AREcG5vaK3>0epTJyF7klrG?!PsaFguod54ZXT}4K;6QRB+yhC7Y
z^iIXCTv+tyiqAx|d5Kvq)mCA2@_pCxaQOLZYN2pp$fp)UN^^d=%x#a}u2udLe-~`z
z&L;I4rwHp5jC}sfS0U?wwM>uRLk2k9aHuF&u5Kg9LaN}_>2OnuDa<OOoMWWfJL!>k
zC3<9fG3*nH6seDLfRXlgJH2qsF1*e|H`)x`)a)@@ViZgu(h+VAx<6U^Tgi@CpI2!l
zMl?z9vp#bKqN9uKm9~^)xU~`7O3Gs@)1-T;kq2!)5<y(B!FJG<7^-p<&7rcu(#tk+
z6rpTLCjWJW{HDEB(-9W@wlDU)T>F_cu73SOxEPu!LnM~Y|Juq>(^@jxlVLqsCISs%
z&ZK!~n}X6m^!uE%p_WOt?%KWi_EoXTJY(AGCP@+8Kp3O}3{^mtch}GRzioMISTVS&
z8sA#Sh_$y8R$DF6LzC)MZf#F9&p#!5<RuUfO~u~z9`h662txOjx@N(J<8WS9cRs4L
z71*g$Zv3&ZlBh^Tv{OWhhlh%F8QwWdbBqrJs7@02NuQOB0CB;C0_Y`?_dg0b9;>p!
zxqs5n;(N5xlC%yGOmlaJHmO%Ml@a(>&^8g;q<faX2-+CM4Yc2pNZxDy%e!uTsF{RG
zr9O7_wn#Zd+L_i9@pJeaNpfd1INW3qf$S%`lnlu^ttROFB%icn?`VvLJc9ga?ZwAf
zxti(loqn3!fr+kRnQ-W|o0hgKS>0*Ce);E5M`k1b%!#OQL0anBBq#|jgI)3?q?%@3
zl2=iAhC_u?JqxYl>fTS}yrWD&!4c|{^yQzi15)kt@z<OAe5;(JyCam8V21u5Zwb_o
zg*F{;lc~$O{2@*E&O3`w;|(#rkDIHMW#VYMM+Z~Z2n_874Z;jeL!LRWbgc;~y%aUq
z@`)#})Q_j0N^~=MaCEH!-}pj+YQ1PI$z22rt!gbZAygI`B8{-^b%$Wmx>QB(k8Ls}
zto!b?k2Af;4w#$oIwGmHXlO_W4cnEgBl!7NR-jNp-eQL7s97Z%ad5xvHT$mLdyXll
z6?{_rt4jBfig9U3Cah+xsT`BaP#&EVcRHywpFQf!Rg|my7xkf>J;(~i?Y~!rA{<K)
z>s5=IHhUHM!>v}0JciP8#aQ_)v9{Du-Sl-MrN0wj2@>;hiOiLJ2?-z9?rinTNV2Kw
z&aXGQhm-Su3gHtZfPM`1Or=w(Ct7n?aT$ZKL^H`-NN>#fV}_>o2!1J-BuiX!H8*ta
zfTX}5yt33dP*j;^Tqh@Ic%AcH(rR0Ns}1f{FG)-kE5?W&fUCSLy^IgfHyO@H!L_)n
z+PlY`v0lQS-0x<4&kI%9uJ9xboAi4Iwp$9e>)P$QM})~ZJy!Q~09T1%gsPW+%kIwA
zdI3hKNHn&%^H?;$j#2!GbK+4gygd{V0mVdS1YNzD{M^9(|10Cm<C4nTzHMx5HOFzu
zjI`0hToVyRL%rt?<(`6gyb;k-OE4EyQgP3;)jgcXG(dw%8%$8t+;YoYaY4<9+$|*c
zC2>o0={Y^md%rXDzJGBz=X~Js`CR<2@AX}NU_#cM9d4Y#!eosFGvkg%Jh-kH%cp_h
zA_!<ir4_7Wt(Pp2nDoXeQnst4_8r7(pBcJT?rtSLr|t}|BCdRYp<B_eJgUK*cZMU#
z``uAxw4<foOcE{5z)>95n>F_tR%F11yp@{qzRLa9l{DV6;Lfc=u#O=j1xki}!XTG`
zrUTdaq&8h_mR#$#SQxB9<1wK^03EaFnIUtB4x4n&U0ny+6j-PzQL>x^1~~dTBg!Bh
zdg4@Kn%qx?-?MPf>)wXM#PUibzNuq)=gECZIf0{D%djP5dzGFJuD4aa|H#O-^U^X_
ziy274pUiWmftj*?UKna$PK_ATjTYP{g6ZtS<K9&!ge*tmsDGv;_}${?{AQPwwXqkK
zAuI%Q4Cw#TuG24d6An>s#@_tPpFHlMK+)&ut@=C7I5pRL3NJ!mCW18L`_6e+#W%w!
zmO5`W0x;WFw7SkFVqkBF<U?|<00Fmm6m=c=2_k6Rpdu=FF(l+hZ#cphs&sk!Vm-x>
z6X&%okFKdOetfB6$5HdQu5OC$xPA4+<aRAQX9x;(Q9l>A&?}!j%lJ4dXD&7y+1zDE
z&ZkAv63?#$RQkO2_<S*x<=P=_)d`FZz>2Y`FXs2Zf4b^?YtZ}5zRWBBEmK=Js070i
zASNaf3MPce9xd~o)Me@`urEg+FrO-a6F&W<x8Cf;T~;b$-kn7(E>pAbob0aafTjYt
z%br;kUVo|t(?ew+Ly(w1uSx7SZC(KAkKM3sz`LV9#YrYIi8^$evKH7I-gf*(ec**1
zm1EZ({5C~*nuAj!=WfJ|j;ny8%wyXpS*%!Z3)lR$U!FWq3u&5sI|enB2@a?5_E9qc
zH(Iz=Resu@w8qTkV`@*SMq$Em5+@|a!(dLvU!6Oq*5|Z7;cfNaZuR;T+XOG$Ti5!P
z-reuh^d}IKa*qqTO@d0$qhI9`@CX(Gg}(7`G4*l$RLl^pdBUZGy1$56gpZy)2++X!
z43=^e(`x7)D$fi=<CS|=S;(7Y^(s@B0&FZcVyxkd3EaI{e1PH4SD8Lgq3OF4*>%Oc
zRpG<pL>kDC;|*ViZ4Xz3<x#ip9N<CsLp(M-q5HC^m^MzD@S`x8rhT!QSiBbO;!h92
za7_kk(7hoep)$ar!vQ0(=_lI1(JpW_+obX8x*yj+%f;V(C^y3fu*MzV%%>gvYrV-S
zV#!}F+$ZIfL?Q6@wOH7&aYrsQrEFQWsh1N|SWK6KcI^salPy9s_nUjXEKTZ!SVe3Z
z9_CfTP*t)C4$y9N8wf~&f;2yT;P>al)#F=Q{znSeIXAjn)syow2)DuBI{NXm?CFAp
z|GLCU{dB6qTNyjmwP`Lk-_YY|Rzy5EK9JHLOb2QGe5c`kJ()PFlN{McF8baP3Sc=b
z&Fa=4bA}ftt=5VJ^LGDs&9a2JJ$p681;d+{Lvr+T=o~A^=B0`Oi#w#By+Yk96L=~N
zl9iLE@#0oLofgdn1}mBmyEt3DtnGQKLzdWOzf|cCFMiMAg%USB>d4k83!%$_udhe`
zR6EIx(CMk`pcb%C3+p=5s$y{ooJn9pI^;zCu4+zz=v80lF?%kP;ewe1<x7PZi<I0$
zJ$GLEN}yx3<k%{VmAW|8HY`iBR8VP|)nAK=NpZS<FSvtk)b#rP<0&|u-dnXhXzHun
z^xAe>?&)4@yVI?Mtsg>PV&a<zcp2o?0yWh><oXy9{>oxcI<ItCohf=DT!xJAVD9EV
za&rVcy}OYpn$KMupHAj@Kd4Whx{KjyL|m*S-Rrb0YzZZRBA1(2mTwotoj1E5SLkCt
zc!+8he*QL(cG#%g9^d6CSn>8t+sxxcTdP>81ROPMkOX=z4%Dd|x#p(Zt9qK?Fy?~W
zx(VhM*qP;j25%huHTwH{((<;uuicY@gOT+s>Kpa1wTGPjYO~z^crFK9d8;2zV`}YH
zysL5mxa>D63u48movE8!ikf(L6)N50*bQbHU92Q_sR#68)aOO2z27ErV5N<1z+04*
zKDOk9b<^9QS3}GtQ0uX5RP|^QBP}#JDlfs(yrW_6^VyFVkIE-CcsX6>yaRu(9{zlB
zEPp&m@*#2YtXR0R^9w^7v_34*Zy-TjT&2X-S=B!G{OPR$pkzOtV@6`N5HVNU{<5^n
z$;nnT&yxN<of?Y*j3U<#d;5;B`|>yjX(twcu7SK;fBcA8G!+<@P#@oPu?8QB##>DI
zC3{Cr*wrC>>@=pN2xtAt$tW#HmS^0_ZnI&qZI2ejK}QU0#?s&`v9J6X6$2F!cU}<^
zE7?P>VpUlRoD86H+?b>h9{V<~6kP)!bbhPn%V_<vzyb#pp@R5^8U{g3%o8Yo!P$*Y
z{qm>+S2|PRQR(pL)upU545-?d!KFc(?js_Xyb&sjK15gbvR+2TRZc15n9F^;PX5Fm
zfIz3`#JE{U;z3rmD%vhKBgHe@XLExzjCu^(PYF$xqwP-Dz|dX1I42ZJ`x6!_dpMuv
z^J2I<8$Z0$z5gXvb8$VH%o&FQPZ_z>d<(BS%<<#v_yO4lNb5;1$-?LN5_(d7;+v{K
zf&mMLvDkpvx^RfQ6eq0i&R+|3wI5DXj2n$%`EnP))nJx+OH36*+S?k5M4f9#ot1Q$
zrIzY7Iw%>u@(gnEohm23b;K?t3@fD|gvC|1jwxLbG5*5Q17uz$SYL{u(-5zDjETz5
ziu8h0JZB#@FXrU~1e5L`M__pOPp9{?yV(bOkfFxTcKhxLJ}i8Y0g=sAn;GwvOg>Hx
z=MELAsE8D=f2n=VKKooryJc<rrg*8YFrd<)bMAxL*1J@T!%8Ud2ru%|1B|L*E--2V
z|6AZ5RBwEJ$f~gP7^dcJAGxX$*y+W9k+j{@Jh%K$bPTP{u5*6#sDk{y_*W8RPt$N?
z$>N%CvhiRg8V7s`5{W{7XY_b<?YfhUJ9^b_Cs=#le$#K@CG*XZ(d>qg?_`etkb1mE
zT4)s@_&cG@o2ju63vr#@=4+_z%T4dQo@XDjUC`tM<~jRh3MPMoWiAw0B2fQ8JZAeE
zC7g9_b#2RU#yOZ(``0Y=Sy5YA2sjl*yW|M^-#xniQ{L-TVWnc$I9ynI7)c<hdGjoF
zX8;_jO;wTOYpVR4Q~`SisXkAT$ke<(FLVuqO-2yUq`e&+yK)s}6$nUXyZcG%5V$*N
z-JryL=8OhSSuk8M#OI~2hD2H-hV(n30VgC-w8GJ&3Ear8nzga&xX|)v1C*Y8E*EIi
zQ30}~q@+ry_H#fap4*M#6mM|)!}CbreA=c=e}kfQA`lg>G{<V8v=woLeY^zJ-n*Se
zWe%9aVvQK}hz)F&=R((@P2;3a6b@vyk;nLbE(=Yb-^Yg@WM&%+Dd{Z)Sby{NLg)fM
zNQ!ZT%ciylCKi#Le<0IqCVF&px=E{F<z`6R&uW|kCNWpD0@}@E)kh6Sg@LO0XoETx
zw=Oq6LNCD*Y3wC9%t&f8LtnV&18)ZO)`5&fiT`2uWbgSGGMv-$D_i3OPnQahJ#fJO
zCW_8Ba_7$34{qS?@uAC$0lQIqKYUjoI7@a(6c$ZoCn&?UFtJj)bT)~G(gKLC)@W-V
zPV`S}a{}jpw10k--EEkB`RRU*GQ8H^<$QLHII`L*KW+C(L~KHD|5l)oa_0QU{sR19
z72&jdgCjnyhvrR6txpYD{wK<T)<*g&Cp6yNwQWv$F8cB^+urq%b+BVRo%88vm}9#X
zGz{d=p#2U2`M#b_F-UFY(NoIZ`MN3_wOqh&N;?L+w01Tx#OQWb*++)0ym3mYN{H!;
z=)jh5*kd~S=Izz)rWKR(PoXh=d;GOEvQ2&*pQYm0nNf})QfkQMLkri>h!`w(XILgU
z6*=)DAh4sb%aZh9BfYB?t|z1%R=VFf(l|DEsXpNw_7Havx&BFuXe`<;9{X^-%2px!
z5dLP<m7p@ASUqSBK-kb8Aow=?VUv{eo%Mfe_J3YAIq%H>u<o=cnfWq(o6+{eurTai
z&OBm8_9ZWOt)jvpFD>Ebahr_5bMJm@Xie^03qInlXYy6<p7(b61TnCA+1|}+qgD;2
zA!&FqV^cnbE<Md(Q?kf|H3zY&CHFW!88(PjG!hwgiT}IE3h;_xj*L3q7V5Bjv(||D
zdF?i);?lwgQvu%R@4u3mfwcCoZsIT+0FD2@5X9Eh@A`hxKzCe0@X&>~72vK&zSEUJ
zJP1e~U>sGp>4}MHgOBx|Xw2z;U$A7v-N_ci_fI!@0&?4HBDV(PhzEIF9YaJ_lV*Mq
zfv)`EKmwdvhh0n%@4vto3@*Iw(TFPdI%4c9wi<DD-cPkArEAm&r-da-ni352ay%ZQ
zl=j+bq?EaqyANfA_~tOU`7$K6gCBUnxBtcy^2HE0hd}4EPv;3=<<vh8F=v6_{Dw|r
z+3ua9u~=81)=;u4W^$^DTry1s1Gq5}5MzH}am*&hJsD84OxtxW?StZ(^YeyY)&Ah7
zaVuND3)%;~S<2e!ZVYY=43Dsyh%tL$J`tBmMr4i#roZ3HJrHg1*?I$t)lz9{>g`^R
z<8|#@IdlB0-08}>>rod7kH+DerdA$GO1B$_q~@+Alv6o?)1gr}>#4E@uEKD@p-^aM
z^JF~zH#}xK`{Yn4-o2i>7{alRiFqblyfO6ikV$IeboSL+HmsZ}m8o;fiKALzE|Hr<
z1m{mACQ8Tu6}84{hi)p9tUHRM?p4P*oE}W(uurVpkvcjmB67?M@bFp%MrYyWoJdhf
zV8{$7mQT=<ds|5o!RPIMUl^kvh4t4nE`N>=By^b%0YgQk;I_}*o`rKlBr??OuZ6h_
z(kiEXNM>zl)@{m&%@?iB6j`*-jE5KtG#4%<jibN_D8^CHZnjgcO|iy8I(>5;N&4-j
zXM)@7DXXyS+2UhRjGI+$dZVY2Fxa25aJP43LMPa&;&Eq*OLG0Wm4Re`UZ+zKV>h*|
zuKZ)!ctl9u(dY@kEaG&Q1?6HTA_YgVGyq4FCnpjY7Xyy&dfor{*wfh}C`Z2wx_@j9
z%wRz&I(8N`Tlgg7%lOB6te30%wiRV3v7>l{5_YTRaPe{io67xki0NIVjck@p$8VO-
zImacwp<|~lF2jx9h_xo88C*t6I@Uh8NdU6D_JhNjxIva4xY_-Ub!>G3X@)~@k&>m#
zL}o5ipZzIlQu-n0sNUP_r(O?)_E{$^3EwMYK^|rWC%d7NkD{(ted(qT2Y1LXH<aa1
zD>}xQF33HSQj}n_x^+^m4*_i4CJdg6=`HQrcTDrlPibG}Oe^Q)9cBxmykM79+q3iw
z1{0ce{ydb-wKDH9$095u9z5{7Z}aO&Rm91*rMc?y{$vXNUK5VupE#8y0ey1QG#P;H
zX#f1t;!~?uuvNSnx$<r~WFy@PWrN2i!vz@!0szR4V-X6&Z$0}eXVSwbz%G{HlV@|4
zAiap*rqoct!-DEF{E6*1mtxBiTa99G3Uhk2sj2v6N(g*q5m;j*&vxz<nd`ltyR-H3
zeX&+Js{Dpx_C$XG&!ii?c3O=(Jny)mCNSW$K;GJgMKg-OaLNQPnb-6y>3x*BSezPK
zI9M*>>eJXeTKqj{r{)wax-I4ZSPC!!ce&L>1YViqRO<;;lv{y43UpJ^XxaA7`zs5B
zq3S-Fmzu|xQ(QfCNXv`sFPPrUT8N5r<FhXk%|LnU%JTW#kFMZHmC-x$yDppT7zB1f
z8p%oAA}&i+u#d&SL~*)9Eqs!BYN?_lVG%qQtPjISitR4zC1?+>nHeR3+k)PwdsTTT
zoi3H+Dv?hmEdkW_?<>a5NWjUy5;XbO|A8F22KVOS>@l_b?SNcW?_@88wbRHHQ4dxd
z&|YH-pY4`^em`%hxBp+g)?d1HjhnB&Uz~f-9~Rnc?I$lTrhV_&3J;<%(*mRAO*(n?
zce|#$t}SkLYMdi;fq4ckMB=oZf#I+=!LAZh`)xQ>6@AhA<ZZx=Nk_;wHTl8MZT2O%
zm(Y#CtcDMth{j#2MB`p)h}dHv2ap5Vc{2(Ribw1olWqL&4~FNKSoo-PY{iQm?FJ{t
zQChLUKm*omYN-hH_n2gA!#W|VA01QLOwg@R6^xrdCx42AQ0+-cJHI}sD_<D8Lr4-u
zvv)ap24%!eL8#%(94>shx2vbANy}rO$&MDlnTKB+%9-a%)A4E|fS>LAQBl3Me=Ur9
zdW#=+GFdOZHK5PlG2E7qJ@n8o*JR8hz4FC74WpB@Rwe}17E41Kh>wA)q6Qf(1mcHG
zen7p?XNcA(kMvG39}#K)5>QWu1PNa(Vrot|jQ5{2r5`j-HPK3YT}~dxVQl|(^M=h2
zi{+z#yz(=KCG|k}QwZdqy_}I3TQjo^3C50aWU=S$NK8~KK66q-v)GC+uSjd`gTP#y
zfgm5cSw@2(Uh!Nn{Lu!hDB(HIL(imW7{T03qwqCheMr&vfJ8f2%3{8Jh5>d(nHv?W
zx|Tm~F>kgv7hO<)kw{Afh>6$zcD#}QyWj)I2S6)RTk(uV^c7=3FqGSb(ayjcrc)`F
z$6w*ngubOP&p84CY{1f<ZOThXc%to#sr0Ljy`*sipOkx|tN5!NBPnN9MSTJYBrGq*
zq`%J0&tdu{lbH00#5DO=Z#8v)@%j8!?o_w=&gGQ)9hh^DN!$qN#1HRA!q!|1mWIKp
zy&|e*vlL=ZaPPF3e1Kp@au|!t%fb~ZxKQyS{#QSvJTN~B|6#Grl^eMtR_@uU#hiH>
z+WnZzT|%VG->h;9;*RqmYT|Jo$K(B>*k8T=R{D__C$WGql_3m403uniGY7Cud{GnF
zz+&4ar?6KC*VeiyBd-TPD<w8wYI0{Z5{XG%9cEstfaWXhQA44$ek=iLg-87QabQBz
zbfDGsu3&(c40NpZDENvzrfaRIboh`0Z;d(x_`$UqqyzSNg44Qgj*gxG*#QS!cHkaA
zON)%ho<0XM``J5>Dg5LKc2^F-2Vy7DJ@Hph5Z4?_H|Yor)4W?jOehqis&VKp=XJp}
z4sbp}M6H?&O=j*sPlFlp%<kfh_wA?n+(nI^FwQetY$6RoG@!-OSjPv~Zk5*A@J&1o
zd+ZFQcRAd^&3mKBAYOtNLNrDWqimFRkeIEcrj`w4T)A-xKr!y;-5Tg-)>Rf<NaBwg
zgk*)2`Sg_Dh3p&M2GbI$tNY1cub6kU8@(7_ZmD2(24~ofmqFME;DF7`)uB7*FN8Tq
zT)^MXGv~7~E^Q^)8g!7P=}}YKAtkiZcV+YGe#`mP>ay5N^b3x^^+pGhWa3^Yakw8#
z4QY?qV)L2|jouYaDJsWqM||=F(Z+`|F!(-ag<&8Lixw{KzVZ9&Xj>Tt<$!-U3DSXM
zX2qTqOvJ3D2ajv|j6$9$)a9DF6CM%hUiA8o;uW{7Fnk*`60ddW#|=9G%rqqcaAxH|
ztf1&OFNVV}_p(henOBx()$pBJkpPFrA<GtNl;f#X;{sCI%hx3g+p_k_T@T$P8wv)^
zm~P1SG<zPo9!YI__x7mI>!@%-gxcNid2h=xnnm$?v^SZ{2YN~~5~T%NHlBpHKd+qx
zSi1MS;sugP_VA~{WNBwl?`e7YQk(B@x8RbRrrn;KhzJG@Zl8%h8?f%9<`iyK@7Ob3
z8Yiub%u4V{T?@_q96kjP!Q=4+rNajNAF@bK)&bjtNLAE@MgjR?kaqE3OIm|2HEr8_
z_FD8MtIl$Z%VmWSVoiU+9=)YbCma+=eyA<dqG)I#8g;A0??$CBy2rRO!c;ij0dYjz
z4{0#TG_}Ym7!r-wI>B%Xru`^h4tzY7+Na{IcZ?G<`-sZ|!jAu^)BIq+i63k|{9hjo
z-dOL?cJQYOBm4Q=JgRDo$`_|z0ms|gCr39K)xY-Z&b_H@6MQ(=zm))uJB+tInh_)g
z0kZE;Pv_5H&2af#WIIrC$!AyAcwf$q4#9!oa26Ed?ZYAZu+z}k-G!WB*LbLI!x+@<
z;D=!GU{bT^#4|?D%cMyfMdi)GnJ5Wo*$!GWbMDm0(X4+=D1Vjvq*-?kXQCsnSu-q&
zPWG=1VQ{L+G>8)xjkZOko$N3}z+3{dj2gz*40(_6wJ;{2>P4=j?rLAh4bn;*rUGFe
zfk~xQ<>>0VPDSs;?W^rc^d$CfD!S)E1!8Miw|#j?)pI$!Xb*iLhmTj6S@=}}u2{NM
z*;Y&CcmY$__6=hqzp9`ji!DlQ5nbL%KmB?COgR!MOQI)A+G+GOZ3L%Qp|2wDeydA^
zg!<BbwokvD%x+&mX>y1<)`*Zbk`GfQq3wS_Ny)b97bT=brY=)A&qR?|xj8ivr(O*K
ziAX&FPylqpE7<(Y>4O)FUPlC6(f^DNKlGxxKgXI9l$4yG#s~5)MRz;~;`>)dF8V7z
zB4;<6W%tP=UFtS4P>iJ&Vwe~SSd-{16+yBWz^Z9Z+<0Ohe<L~D`C4AFMgejsW4gSZ
zUu5jq==B5V-RjBv+!;g`YU&GxROni7S)%c*5<-FR1oYUg5n127W=0O*wP?5jUW=Dd
zd!~M+ime7PJ~b?QX<pN5Gs2{%>o<(A;J<iC$okCMQjuNxj0kl6$Y0C%+p&U`sodXL
zy+7|b7(z<Z`a8Y-=fz!+78+U(s@&B0=efTf$%E+9*8lJO{&UL*IRO|h`+I}<&owzY
z4JI)<8i4}C*P|nE{%w%>^Pb%TtzQ+aAc7RrKhOQ`NM0F@l-*SL$KOu=`G!b5k(f9o
M_y0V?p05M{4Jw<LMgRZ+

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/images/image-8-Quarterly Financial Data.jpg b/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/images/image-8-Quarterly Financial Data.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..3abf4218c73711ec2d220f5d4eb47dd98e1b8096
GIT binary patch
literal 86676
zcmeFZ2UJ_fwl^+U;@Ft0P;Cs{Kuk4YA$n61Q*ti?E&<Vt0V7Nkri!jOw&^7a7z@#C
zh$SOH7-SGa6dMFGAc18ey1;Zq5xuuhxk+yP{`Y&|x^KPrt@XcaeZyLuIhxsf_M9`b
zXJ+r;J|}}G9{_*)tJz=70H;m?0H^qWfRhoxEx@@mXV0EJbB_P-+_`h-1ulIez)wOK
zFJ8C=6#DElpb!u!EOt#?SmdfG5Ge7v#8oLN85tR2aoI0qrN6i)EhGI4lT&<Bf%5{F
zKl$Xcv<Of{`oEk`UIT!ioH@8~`^+g>z-i#AGr&_PRDcv;$kS&|@e|<pbn26H0vFDo
zJ#(60?D;2tFHWC1bMDhm1q4o?IeP~9%k5cyCxD<&KKopUD6IXJjeSUXM0Jg*goc)9
zXxROn_ad@j%^x4X68rjF*iX-x;&OIgZ@#$xJxf9NmTl|As=W7uhuI~j<_>p!9+mQ&
zxbjQm{PcVC{42lhQ|I_aia@?_{Pc@_zeve1I(6o>1`s6t)!ENJw~-Z*^8|l=>;B0w
z;1a*^G>|VH1VFz15vPBjtmK5`htB|jV1VF<Q;olfJ@)S-`@b&f`Hj}yu%-Ab?iQJJ
zo^4O*g(SiuEh`_|d;FlYNG21Nf4e5G`B?o*TAOEC2?u7Y!(*91sZbub80@|z<1b#j
z?T}6>h!elxG1QJ!(Tx>{E0fK&6$%-IvOMnmyhEW%wr@Uyz1QqnGzW7gJ!oU6R>dK$
z=AbLHE+mtl`OHj+`RL(xKuvnL%iX2!zuj>vaHg*xx(<^P@p?@I5g-TCw}qQ*R$J2h
z0ot{MZXtQwC(~-1eTN}vy7uLPi1tZU&*c?PFC|nFhbr<RX#XXn-$}Y#4Q}vN$=2eo
zMTA=|B2|7?y`Ci_U!R#;K0nX-FiFV&s?V7guoDIyPFHn|H~49oa00kDegg2PoA2Tt
zA(c-6g*_o{dCOS)5Gl1x0h#->usMPBw#n#X6|x()X)K=gZeQNZ@YAWci5PE{zR_Vn
z+zH@rbt^iH*Ubsd9=@z_i+eG$1~ZvH4#t=3#%4<%WPoI<!g?hq<$5;_3lx^$h?x&8
ztKP@>TS6YYra9$CJo&)0{#1QZsibNG+_d=tY<S+&do%q!SSXEnY@p*uD4zNZ@1ip3
zuHt^j248C&oziBLIc_g4n@o;bHaG$JxxsqP_9mny){NYf1_`g2l7DTTe0BW1*6Nl_
zRdSPN7<|THKM3ZVz|A`Whzn^p6oh2m@rAT!nw<cia^At1Q2OqbwmSXBo$Dnt_KS@5
z{QxWy2AzD7lClO3Hd(lo6=&XdC35csa8Qm~e;y-wYj_yJ23HU&;(Rt4bSvfHj;m_D
zrW~du)|)0}Fk-By?5WeS?B`*frc`<YK)=72%ya4pGy1yAvucPsgx!{277v0+atWy=
zcwffNe3Bx`6gB|UWI==RaHNTOrlVAmUsrfSTDK-gqUt^OwKLBqmb_z(g7zFE_BgbT
z%8~efCmv<k(!h{~B$$2LFME@SNS#Gf$B(yQbW~`OWOK?B-3j`!Q8%Q*Tt&(3<@?8z
zxQkXlclo!pAT>a_J1fUGW<*)8CM<(V?>NM2xm#TBOJephwyb=@7;#+i1@b~UQgCFC
zX>|e+I?$F;C{(J{#1>O;*TMtDmv^j>vM==Vh+gPImJzGnK|0uK<=N7d^v^V<qKQ|p
z@4frir{KR!&A7e9t35gbD1l^LG5n~Zaui3iv;lz*uWy1HvO(pFogw5x2}3jOd;R_t
zi8v#}#V1I!;~>zKQRCxp`(hP`t$M(8`+$-~s`pJ{%W%`f>voK{L<on1AQ+UQK0&W`
z%oPqE4}`@RPN;tf^3jDRoDojWC;5?KcCM*=)xtp6;7nkvcPwI_@V7nVu<vLeB7#yw
z1KmO*Z|*2!@fB<+b>l8Rs@<k7VVSk5mHDV||CZWd0=^TxM@pfG)Z_85J>e<%W~8>P
znk`teEV+0km}?^pmU)@4m|VP}Vo5X#&R*m|tb%gbp_xAMy+E%e1lg-;WUn@URH3zP
z8Ku~@o{{cfU<`XQ@lxCW4TlU9Q*8%o!9ZYx(l%A!xB2R{k?z{_zM*+IftZ<mZ9E4g
zu2P~r2aTH4p$4A-5{E}x?5-BSQ`v4))9p>HHk_c>LS*$$0Gt?19OP$5?g?Px31+4;
zVJ2qei&lp1=<-ahgXEzwtTUx}LS|XW;%(M!r8QT~Xb9y>d__<Z|E{anU5xFZdYfB*
zF%9D#H&RkIZfSc0$W<s5o=b{50Zh-(WOm156}z@)D#N$Wi2mRez#5WD*P=LHGSVGt
zWeh7NC*z~5dkPOoD@B<_$#EF4-~I`}7sD&msjAkkKnORmf`Mil&D>CiR$P8AF9cu6
zF=&V}&g~vN9@<36-I^J+{3?H<rlR{y61IIG1k_}ODrGQXS_lpZ1Z2`;ErLo7+Lj@K
zjxJZ7Idn_>Jn?>Ys3Ioz)dm*c#FE^r)(R=)0M${xMV@ohA+&%p(-4>@|5dW=OsKR(
znI3uN0;9L3Nd3D-{8=x#6K)7^9B7Dz@5y`EqfkIsPBPJ}UwXiJrV}ey2oeS{cWSPp
zoM!ZsOkwz%Z>UrE;=3q0!=!+CE=CTUi8ui~-VFBMDjGQ|L5X@m0}ld+<X_SzYA%sP
zA5R63;PdOpxTe~aLKwAYu?ZwOD;ooGp&w`&EjI)<^JH`xwdXxkS_hE%qU?+UpHzHN
zkxw{#9l5zHmt;~G*|TTjcQ`JY*6Lqw$K5a4JWg?oT_9;6iVT3(1ExNVwuL?!PR#0g
zB^ra2r7z7!Rlp7+*ly?|AB<voVGo8BG7fxG1%_l_GOnNMtK)UnR%S#zyEptjyPlYU
z9H9=SjElHo^}UQ!=F$7ttu(d6if`BDhspeKTLIJ?>_N4CNP=D4OC!m9Hz10@&@db>
zJgVQ~CvBVb?nnpS0w4Txhi66=5RNGgXGoS|l{uRX@D9Syg6*Yk)OESh-QZ$Oqo73E
zV-^D!$7vlKzqSx33~KBBOA-+LCnx$;I&uGrMQCEz`oVsdcp3O2rz5W^rbk!{kFR7&
zfk6maC3G?uo%La`5u;t6)!!eYC;gO=mREOqJhJ3SvmNrY^Ef4r8g6RSti$89=k*=<
z4~<D$Oor5}e)Wj1K3eT?uXQLDJJW?vNzNE)FkJ6*&Cm#hE4a)$KOn=*E($)xQwM+`
zQCGr?BM)4-Ef^AVpu3^g(7P7+rPt`ciwgah<;+XYSkL_Kuku15)}*wBW6(u!eMwt~
zR61cs=jPBOJBLujZG>eR*?oDf2dgg+M@H#86Fnt`x;NrTS270j<U<}(huSx8OjK>W
z+;k%~C=`Mk<X_~CPdKY(hwm1~uTLe(K%?i9+OvJomx|S@pZK5+9HCOF(RCHWSS2ia
zU#1Ax`O-PbdMXs!mH*fiREK5HlRUHufxEcZZ#N6o;@6j_wgZS9gQtPsf!qa9I5VAq
z;q}M?b>MI`N0PKUA5#!1E|k$a+B#V=(&Du&Y}$=fN-ZPgO$iHk$h7?BedxOW1P)we
zMKPv>*j_I;XY~RH3>PXVs%5sP7TRqL$0xU94Tci3-qo^E*Si-Ad~7t?X;cS}8n5^)
zbkkP)Zfs`u^Q9T^HN*6fxgu!;zkI{D+V}6bd4|=u+t`bd3GGWpJwD;kwN)t8La9Wv
z&bIW`tjy<~L9V1nL@<b>GUouZ?ZD&OG<r4*)%A*WW2s@?E&+w<cir5w$Y^hkgTWg?
zo#Ua$=jTH6v#0QdENCyQL8tmED!Zq*rXr%zUbY9KiBBan&D4$$VvjL?$>TdDfxo<8
zTsFM7v6yAJdbs3V3ulN0xs-4klv3}Opp#R*bWO~^myUIxFVv~5*?r@Gqo!XCBM)aY
zHcY#1Arl0B?;&-I_u=G}$>=1Hf_v}L2+M}k=?;-i$vwd%<2^jBNiW&B4PaAU`0QVD
zxJ&pRho3$Kes~$#Y)T2|ao2hieYv?7KXYUCpxf)RaxcEg{BdgR+dqA|`HyjTCN7xM
z@-tvu`sP1=`uEKM9WE#0MrPSyseDe?-8VkEfhaCB(w{e=jLWBU+K^eXfxYMM%#aT{
z(EI4Dpvx~aLqiJI(mw1m=Z^pCQ=D9NER-RQn#MZqrt()_k8`%}N`~YUfW6R^dGVf7
zZh~yfuCZqH3E-zZ-$|7dz@s?nsI~ud1tDpLCy<3Vhj%wl0M|8osSYOqfsQQ5y6ufa
zQ`BnJ{VD4D+>s;Xk5)gDMRe6Ls>t;OP%f}m+IyJO4FP%_%3L)(0dzu%YoaHB)@Fe$
z;qKzC+s7Zt^xzLs9bT_ZMu#0&$o$b@+(&YJx+`sHt%hPh_)mI&hL$qZyZ;jPQHyV`
zy&&$PQ{I#Bp!VDScQH}4!s&suL6TZ*c>aaZV9y{oOf=C=gxz2$IeGoy)@-+Na9jLi
z=_TWw@-KfIRj0qqOOCrTt6k8d*Z~)YI!FX)ab_8=gGE7L18kh+4gz&GUz7OL9f`v!
z;I&1^8(PT4tV``6FlA*F=cunWHoOrxr_t^!>iEW|-=8{K3+pOj;E_<4f2v$M-PQ;^
z_r%eAd$}X}$UfLxe_uNdtL}?B$I4|iS~^A(t>h@yrkd=YyxESG$CRY|yuEj&v5<ES
z<1(e{i<L5YoRaN}K(~g~!GKz3GRIPrt!4Y6Dm|e}`ceK+51}_Ou=K$4m8;I1ft&r<
z8KitlDsMO|JG4Ax-M?74;$?DiXV{}`qqaL6rEi+Q!7C)50Gf4_torI6l-K2_&?eU@
z5_I{ZF4cA}(SMpLVhaX}a_~C*(~Wn8vEZShD)DX2*5a@=B!7UwLDQ9zF^d?Id03|8
zu3>?^T(+cF=tK(^8Fd2qUiL-t*%QEpy9B4f?)rGa>>*;zGJXZ_21bxekfx$h-Z&&w
z3!6EJsO{VLR_|SHAPFWCvxwp^Y9nW514<O$7~qhra+ke}+<U@=X&3MJWE_yJS1rC=
z%JOO;eX~dxi^urK$s1fu!cIGQrLI8vkD<ZX!Q5nXleBa%4Al0b=yqPR$pF-fTYP?J
zBbkC=V0avYVo53-k1qlOC1+s*_Wp%Fb(K%q*zhqmp11<G0n5N6EGZ%Wc^n-AJ!DE)
zI{w|xwS-=c-UU)_NK^pJ&Zz~l#9AjmZg*)ssE4?%mhJVwj_AR>W)*M?E%qY~gn%BQ
zZLm-V7kvWYh4pakj)Xx?o{<h#6{V)PU-Xl1I24AVc(C9sorA_B&b6aaWO%Sfhg?~7
zrmayMn@$a$Vs1i|Lmd69kXQK|yXlY;<&^T>5EzFNB>e3HBig=a6E1sHVWgYIL?mQ+
zXf(oBR!rC(inumPCU^Wpf=;x~!jiGWe&j`%Cjp*2RXnQ5%Q0a~8I+M*vRFnk7F9Ap
zdUq#j@1l#S$*P6Z()o^e_x8=o_1Ek3b6jU9l$sn2ge`&0hUwL!B55fGy2m^5N5j{E
zKUDF*m)<S<w6i;GCj+zvk{%XAM5!pK_Ks=N`lzvYBiws#uwA}%Q3ObT)Ft^M(A?L4
zQ_`XCG{lcH#X1wsU0IPb79Z&d<8hPU>z~T#%X3R#{G2u;k%uN`v<-NXlex+K$#Os{
z<LOu~L+)HD@{zbExHy!c#)yio&$pM~mOd&=;g%!cqEm_=Q^Hp!Ny8MwH{432j9&1k
z!LWyKhVn^X3^JiCdCf%2Dt{y~r~j(CPV21r@*StD`TAts#grzX<#6=lFgRuxx;ic;
z+>*HcnBJx$d;LY7XkDOoZ;kW%wFHYW@rRU@a-hzVdotN<7h5<wG>=Zk(OPh!Y`?$*
z+5VWA^j;;Z3(aR24^N$JFwS7xxPe>aLX;n4m6@PUmJZJ7=sb9Zg@}`E+a#d0$9Ra9
z{@IZ6meMreP^H>*9CU5~VH*Bnfo3Cy>@^t>u{QSJ?bwO*mLgUuW%Z1e2VV7%eNQ>v
zM@D>=JM?-2-sgr-m5XD;9Q^X~^0;~1=C>H3ip3{@FCqjg6qhDe$fjFLW${-t-zR-H
zZPRif_d+LR_v_5AYbL!J<MxmQCnvKoj9=qVJf~c*>iW3r2P6>8k)*Yw$lt$UO7xL&
zgd!jX7xsorM=84O+p3jX&g_ngSwC#E4Hgo+*RP0gP|7qQ1mi1D04CwPk}UxvPF>m&
zsokq+`epSiDIG9TOYO2*7Gl640=9uGfy*6K@9=y>n@}Z0Ljw4Q+KVn<A<Ydeeob=(
zpFFkS#|CNkGH;sMZcRP7;l13es#h&V@*U(j1%DGz9&V+))ma@NI$FXGch5TRnE^3B
z6csW*JjzI(AARn$ts_`Lwixd4d%?>Mxk8ZU@9bpMR2hZ`KT4~!^Z3?06~D@eqI_n(
zWE967<MP_6$s??`Ikg<$&}d@`0?S7o)6PXFSgSt>lIX4%%vlJ8rDF4Qe0F5>Qn;Dn
zVW=&;!W4faiytPzhL=-1eQ);ZWl$n39mMvSNwrWq8w91BLm5V3!$Hn_(iL_z;$5T<
zdZZInSB-WZI1@Q0y-c3RU=@(kXpa5zn(|0z7;L6N#buVPjU@-G9cd(2bE<gQ8)GCp
zng$-1cyt`JcDcOY-RU65g4-KWr6_nYvctEmoND&j%wWb~fl(Sd28*JA5jw1iRT{IY
zW!tmrWz5`HJ<nQ)k7W4Ay7_ibEOJNX6{`iw5@v#om7;jx?z8@S0(d`4Qy}I0?2bkn
zE0Ge3URyfKDRU+pbNMa#KuUVGVTMM9X%n!>TYUsyAa8I*#Buy+9-ESiHO|;V92EHg
zbvM3%cAy-&&+7cjLiVJaDTOm+x9Gay$o#(BftFxbWI*;hRt}3aq4VZ9>WoYJTuV2%
z#VSq!+68c#GiD0}s^?4g2uWtI3@iU4>)Oh}7}9r_;-WIb8M&G|5Z30{6e}3IY!^K1
zLO^}H45lRV0{5`?7I$L~Oh3F5^G>7s=E2o^<Sw|01v#}?c2%)q24$&!DdPsS-t-lv
zqb!;PZF=KI!t3p4R!ogR(~5{RN7uPCBFEW?@wa44S2f#fUiv!FsOzsDoB!zUkzNk-
zb;4=aw>rJCO~O~59VOJ`mG<GXdBx3Q<lGP{i2x5d0^D2rT{r!kUH|Xu=|lIDv>XN{
zr`--FiBHK`0~vaGw=ze*nLYuO^0i51NcL#QjQH{}8CCCzRUx|BQF~2=C8tow_M6gE
zIW()#4vj3f>7aJIMw8zU4n_W#-2EP;MKx6PTuuw|N7#z63}*4Ah1cNvh8EV?b!e6K
zo!z)%g*PLuw<~NLICw)TgIRbS_(st@r#?0}EN6Y=lAOe(genqubC~!S@6By65GCX-
zX=3Bn4H9+(iJEK%r(_8vN?885w5U4N?~w7@hn%P*Wu~_2PN=Z6>A`vxA?9aI%;xHU
z>>XhdAkopBh@V3ReRJZ3U)%(xR5$yR?5wpZuzPd1cHz{$=52KQx=W`Dl|B*S?(N@k
zw8=yYAsYDR?X(i(qwdd)(r5Lfb*I4l1No{$@{iw%4y1K+TQcYY*t_LdQqh>nyj5Eu
zP=uCe;60S-@+wa3a=*&WmhY&y%kkynl{TW`FiC74Hg06(lj!Xt>k7kW#%89#EiP2M
zsJm*6>OzFU*pWP5L<HMlwk&x*3)~fC;1y%*>b*c;tP*|<hi$r2Cy)pV^JrgrK5sq~
z%~8b~rDGwUOH;zvRJKh!(=0tfuiO}6OEej{Lfjw;k)}Byt&G*7)AE`$0!e3bX8JWo
zNrJ(G58Id`&b0^~QxV$z?as3^;1POAy1S6S<c;_H#~8KQI>f|U|BG4YjtQ(11sa8m
zL*R{50u05kkN(uJfmw?w1+~EC<?oV`NC<psdk>exoOF!-e97nLdO%04r)C1WGd$Nk
zK;iAn@QHi5`_a_~3;41rn605tfxdtteVYgQ^Z);6-Py3Rv&rKZ_=1k{eT4iZIJ^3X
z)Tck*AvuvhR1}aPQ7jo-;PNwetS%82bSm&EAnK3$fL{(*7jWs(ov~64=DBg>i3iF?
zgYoM5H}+Ztx9wtI?*Hu|{!f3ee@gV;{5L}9Y8gMzP;}qS4AN;gI;Q++ZUnZ-1U4B1
z$3(NhJ?Qy>-VAB<y0_5@z%8q1FB)<91{<%x<MV0#Si>56*47E`I73wp?#O~hgNjZ7
z1lpXjW{h`d`p!`#M8E9vp=15Vo!XYGMxg1A*kg)J!7h`VB@gc18a!P1S^9>xwuQ@D
zDN7pa+p<`__iIc1lPbR@{8y9I{~hJ{KT#I{gYs7y{{v<8A8r0K<-gkIzbtKbR~FP1
z3>k{sDA75j$P_l!6!_>Kk}hVJaO~%)PS|Blwh>>OKuvh_t7Njr(&9dGDcsw9=Xv(N
zU~%Xbr-$ALg7})yqU*We-Os-L(Odl=%U%E^AXkQ}&5gIZR9P*N`wPigJ19E`QFHyg
zloW1C)+dms`d?o70l)<SrU3x6^;3WTZ#8}PdwFEk)v90v%j(k2rj@1Rketyz5%&`G
zn^C;lfC%*X6{8-F-ssZ%n|}q(BCvlZ+Hzraw=qGs;0uq^j0U*8KYGn-p3}m$$8QRz
zYF`h#i`<ZW0&)mp!aJn-mNaunJ`6_RWVlSm=+NG?F6kZR+WUg`F2)kwJahdkb-trI
zF>03Fy>$a3CYL-3=KAc;tp1eJg#DPfU?(kv9mPec4;@!*>CZTq?_Pc-h3GZY<xfx@
zNW|BtV9E&k^2y_@YjMlWT8>|F;0C-tF2WJ=C@iK7+fH{ABiE^NIIPeY<4j>gxi)o;
z4&(8xdp%Keim}isd%uEwVTr)0zs=}H90wbaC#!RpVH8?JS)zqn#{~G&^+vdWu&;0;
z#af>;0&5R<kk-ZP%NuqHSFQ`%UNIAP@lWLqgc(vD#C(BZ9fU13c#dw}iF*TlS5G;U
zb)2+Gd&*j|7=4-UIV)ymOKs|wDxAwRHixGT^#tAT4stEeH;rmE6)VFN3`+db;|9fb
z0cg*f#`6j{Y3`*$58Isa%Zs%=^Cjqv4Q21zz#XIEB6S0HZsmZt<sD5XqFrm#By2G`
z>jdx@hbwDl^I?gG4ZRTj^c`})P2t1>_0ACXBB<KZb(r88%!)*pw>RgZ?>MXcnB<`M
z<UwSBhdF;8f7bNpF5RL_3g{U{JW|wZmNYWPT)HczqUE_ja*xPJA>FSvG92PRK<{?z
zgP!?liH+SwrG1(@EWICNE|6JuDxG~rUQ!%E@QGBLTDA?vG}=Ph%?k6rFYqc@WvrK1
z41dosSNHtwMnSQDx7yr>-4sz-b!s6kyN3)6o!!OE#(^mbD`%m%o<`|$9ul{dwr^Fe
z?yt3_ZWK_=z~V`72Fc0o9<^SK`ti`2u1U<@tZVemTV2drsX}(jk+fE>1xJT>w1CE;
z`iru59NftMu5*3{_M~ST7A%Qt#wwdG_LG%;t`r%y<pf>6JUY8d#gd#}c~!ktLuVX>
zVf@+b%8^38dDtA^Uvz#YduL_eEnZe`YuYJiOYk76$^WPUF+|AEUC7uRuyo<#4MU8@
z=h=<Ln&+Rs)00;@S2&k5r9=sfPnRm2b8chFjA4DT@&qt6{Fa}FAK=Wp-)5%5_cfuT
zM^n&vsCnI^{Ezo-QVzs4E&F$3T>yda{+PzUtPbz^%S6GG>XDzLeHpvKHKm-S_j@(H
z`K#kT<`kjlLL}yI)z3xDkT=ffZ7y<hlqZ?%qk9ja`w_e@(GXZnt4bZ<?%O}u0#1n@
z_q3E7(@Zy!F;0-DLpz`M@XevV9_(W8l6`}w8^!Me4}R#Fk&z+$eE74~i;pP($Fg1#
z@TXm`I&P)(5DVON1Er-4w_u=Vc$^3|3hrAPru=S{xa__7E)Ui%GO&NWqAfuozg33`
zGU**}S&5aYnd1*XRS!}SaiT8eC*}_yLRIPwRSRIcsp{iRqOMgDS|-6IauE<^RFiRk
z=a7eD5F`zE=7+hx_-HLVXZ|K7mDkkI;P1??@scq*yZhc;|4WO;?{%V$eDcmaSymW7
ztwx)UMl@9N$jFkpqn^l>ejFA(CD~{JM8U6$yG>(In(dwy>{vlBT13<L1a!J7$kbqY
zbaoROd@$l8K@DlUB=4&>V!W-^UZ5I9AuThLO7aNhwJ;#mmR1OEi(I*Q%RkdL&)B8V
z>t?ieA*H}m6~@4c@85C4F6~CY+E5<1mM%O}cOY?qWf8_{Z>ERMrOZBSPs?G(p3*X<
zAeT2yK|QOc*P<J*Kh@qKR*-z7&GOz%5ZI}-$;vTuM!U6%D_)OMf{7F9IC?kP7*fO;
zDzbS$;paLG=4j>m+IZKS83+ag#r8&dzQ#q7%Lk<i%ZE;SMM>x(b1V9*{u97@BgFTT
z{jm1^M?=RyQP2)B9q=Wy1IJ5-z1?KW3>1}E1m3xo35iN9M#$ye)_zmBMD*QjFDUAF
z(CaY98$3S<_wwp<#2r+F8RhY|lbm;3E}stoUkS=xIrJeuG3SckKwfF#B$)AvklMvE
zDfSypf?2pbS2Ev6XgMI@Lv`BpiOK0+eO0!@qAOmZ&B1Jb)mFwLdi~3V?~5HhP5?}-
z4e(l<p+;VB3IcL*nnAoI@9<qq7Hu+U;w3sZEOdD!y8)w=3D(#@R9C7MlzK3r@4Wq0
zMu*qSTpr9aBuvOIc+UKCxV5R>$`o|XCo4#Ui;GZKS~6;kr)#5GI^c_%P^uS52b)5W
zjcOO6_N-uidGKw&E(Q5MG9&$oVb|RCb}yB*NOe;l7v3=U5C#Tn2CoK>%UFyAmcq&M
z4_U8nR}59B(*~MDbQg2IizBN_6OMx*U)QbU+Ge!1$(D_YjB>{+=CYN18VCqX#x&^5
zwSgGpn{^$auBgN?J@0D-*y4`}Hd5h{CVlhhPXq}9Ozeg`*<`+f{Av`RjIZcdnnUDe
zoB(R}B}arqk0nhwl+@y*l71I0x4aX8i1RpPrRiI;_JXAxmYBYw#U4yI5({W$nqm-x
zyjlmlf#&E}ydvP`do(nc7Y(%zjxa1=9Ys~=@G>C>lf}p1zTsY*)H<Kn9adjGDkt@b
zl$_>zi~<)!t#uOS$0;2H`riHqvVB(`UrD&i6A(-$J7{xs>2)_u!whBR@yOs}gMf);
zCW5W$Qi4&$>eyOpQccX6f0|RAVvWlCj%=Rl{_?+}Qoe|`EW1m;-1y$H;K7y1a$%TF
zX!|}N6G65*Vo}<pb?xGx1+LtU5wP}JC1-FcSl)OE!Xb&eQQ=B%+49GyaIsM#S<Uug
zIp=G7H?1;ut*vKl)0*6R=E8t5!^Nn-qG&K<sYAIpQ+`GjK~KII7?C083?#PP??rt>
z44p|S@vrsJMl$RMK4g`6$NKMWw)QBT0Ib`5^W*!R?Z-T_{R4~oRc;XBsj6(tGGcN`
zpV>UV_*@7DDUork^}Ksc&;9w^KyOvkf=HK4qUA{3zARqN#t78R=K?bxKCWXmWZk-Z
z_&~AN?U1J0#<Wrq9)%YLAJu2hL3=ITjMb9SkDd-j+GccW+u+tmJ4Q#^M_M-sE=8JQ
zc>D`&91|oH)-5Zm7i-sR2wi6z)_Ezt-K6ui-ad>c^R1-CZ6ahd7Rq1oUbB|V%E>{8
z-Pk5R4vs8X{4zOjke8RtY1#ZF`2=8>=XV}*_!H~!X+#~^)qm8O9!`+&^PD`i&7xWk
zVmU}zBm?ZQt2kw>mz?x$7;BCTf1+?Hp`bG)%7qwE&kn^Sm@p*4vI~yq!z<u1aqrr_
z_tZPoWs=)Z06~kTlrh4b&WFLGVEwYfkprBy_)o)$uenTp70DMTfLbl@7E_E|eZqaQ
zy~Bk`V+Z57VDGHn0llzmy@C(kj*CC4CLXpjMorTkR2a&byM$$s-3rNUnc2b%u7yl<
zYg(3rB!b-ZmOdO`WGH4aOD~EW;KF7H*2!y>bn^?rLFLOy)=L|jtuxV?LQ<LSUaC8O
zrGg@~FcN>yjV;T%WNo5X0~wgYuTRMg)bu;2slIOrzEU(hP|`1c5fM<l=3xA(U)Cl1
z=GS#gBy~z{(DTWN<LZ_~(&G<2Uh9O~7*+|7kMScxp_?qLT?{UgTaJ1^+HhcXd%KMo
zcdnvEr~K5zc835-|HFxcpBW(0gbG#<E_|iP;84)b;d)FAaxt~#F>UpzEDI=uMfss8
zruXc}t5E?%5p<(PhsutNLXyj)DH%uaV{|&UYPv(}1I;dHF{{Ob8Dd-vrSNSza$y&F
z??Y*<%R7;IRqrGg6Vu}<zBJOrnG+ht7RARlTk9ivQ|*4*k~Q-~jK+>>->|&H>tc9r
zYdc|%ky1FW96hcwkGx~vFAdX+$31p@x681$Vj(#1>!YZ?gK2|lj?o0!*vAg?UgbrK
z9Las(5=n8}r3ZmmB0ZA(v=$mRF1cagTO*EfT_=DD4zL+sxMm3k0b7k{#sB6^3k(h}
zzBurZz&jlxI!<KF^9BPbdwncJ`4{69<gw$bMYzB5-wYtN*bs>ViWEvRgTS!yy|8Z-
zKG1_M99>>(kmHVR!=qD@fI#Xx-&ix8>4#rv_bW6_F0l7}MC7dQVoJAoBdH`P>;!<(
zVX-F0#+9GH9kBLZ({BN>#Z_U!=aSlBN!Uu3$UtO6X`FdhzDUmrpz@+~w{9j%5(d^i
z{!aJqZ))o7s=bv<aid>WS@QNfV%QreJw(D9))*@{atps50>=-Z9{LjSkyYT7=317%
zu(ia-Pum9JS^qfNduTgtBuFm3*zw$aw!Q!7-<T5`NyfKX#)Yvpk6fLNU5an|6<ak8
zeN9lVax{&6EqLW)RVmvtG_d76INzMPVxh1pX*{jR{Oy$LVUGOulqxY=I<<47@$3cm
z$Ate=d7%f!tv=|(a^Uwpe9+15U>2Pc45Z}QL8&HICjhKBl11L>z2M(t<9zXN0r9Hv
zp0Dx-{I@@wizpCu(92zOSKW$I#=ZHl{lj{U|K)EDuD{<`uo~{WnlP(P9qV9uZ(2O@
zqJ;B7VaFBpuu`N>;@;%?l^%=AZJn%6Vq=R=YT&GPSyK|(i=3(!Zffg4BO0=2Gj~v2
z#3UYJJANeotko>QKb;9CW6O2Z?Zv#N8JcucqxTT|dJcH1_<3%*@^I#0NVJ)da1N){
zCrZ+8s5++6$o}5;-Q;A<tUs4fmg>#-@18Cy-IBNMvE6d9yinNjGjqs3cJ!c_JLs%#
zDKn9mi9S|7=#JfK0&hoU1zi+=t`VpG6}ILu`$7*-;)ao!BBq{hD@p2Q89K}4s@*E`
z)h#s8)3(Ti+xT;ixw=qQBsqVNLfY^`-phrp?F8R}ei(I8CyUj&;1F!d$#iVHEoGkc
zY0?Yr`%e~@@gsdP-GXV<JM{tCVj71=cJ%fJ->tjcLJpYaka4drAd!+d)KmOsa><n#
zGv?yO8F9Fa@yEs%n6N-bAjqxt!lHS-ad62i-Z4bS`4FpT1~$y|)HAt9h`l@F{uMz}
zl%e-{davm6=6G!=hOlGoqscVbL12A;n(nT>hP&P!%DI44>)>=u5kK8~GLMmE8y-vU
z@Tba|q4o5kV{0phx>XJ{N`ig@upnw4O6A(>loTNs5wo@}$c&?PPo|@x^aEl>@8<IY
zZKSVEB*h_Q2n7~41yS-rS}akMkO*)VYmMstWPGcEi&sD~+YP2@pKf)@*e_el4M-Tu
zXOqy*U9${P=W@aC)0hcM^o=q+9Mhc4VNL`}mCjx5Rv$c^)id*mskA@}!BuJ#+ZYSW
z1Fq)b7(c86RzEKGdCn9om=t(<T$}cg=@^@*X6{yD|CDUS%{Z8U!vd`@u3EY)C+y8f
zsaZ=Z(uoC=WA7p=+zA-MarQ%EGPepC8soJUdw30LvbLdR48v|exZhhjhkPX;kvDml
z%)u74DN@}^8g^FZ93)E%K}N=r?@s{u{J4^gzWD%3iH-@%Hw4rGNkbS{cib>$>V@Up
z*oFvtOWkjIK(*~9CUEQtw!)NnEi-P$8mrYg?D{m9xTGB%dnKVU()0U5W`IB#@C1Mu
zrAc7QI579iDI5wnc2SJT_zTfOdu4LvPF}x(8m_^;HXzSldf9IC__@nY_^!fpSB(n9
z(6(MG)u;Ng2Yr2*#|Y7KtP)Nllof8cX|eYEpu1kE2Zmlzhq>hV=%d72IUQY^9Y3)K
zEpK5fTwk;7<qM3KAdz@Js!X^6&$l)T3rib~<fmoZ$7l3Oe$ln2d+^w;B?;enW58|&
zQ&xhsZQ*fbLR%K%BKzwY8E<9=G`AKdRCIJ$rn>%16Z7~O`39Z?jc-PObJ4tpqvUIP
zH=SbbLKY8b8ySyTGUIVW%f?|Iw4-PJF~{3;pPT?ZvaHU?zy4QrR|=kQDFFdDf3$;k
za8t%#e<o~DpA7<>{j0op)EDOO3s(Wc2Hyd}(%`t$CVa&r@||3WBx%!X^_zb%|BN3Y
zk<mFS)Nzy_mF93`tk$wSg359eWi?|;qWBQis|tt_@lJJa>|SQ_`^RSSx~cN26KV_*
zHnexqS_4lmFticeMPxnW=~)@+bxU;DRSwy|-OMfOTCeB@;uLpd3XDYE$*BYc+n+Z-
z7v=@`!{JcSTX#($PYcLPG>Hz~B+S578EAlou8aN?l_UKzu`&W38JoLD1U2}^i<)$+
z;MUVyKJR=<Hijh~$((sa5?gYfgE?pvi|u3KQM*1rNQZG(q~EpsS3FSe8&W-dV%VDS
z_`4QL!!Yl$O%KOl3Y(XbiC(q1VVL>n6;d%X=9cyRQUlKoyDI#BD~F;}UfRG%WyhB2
ztPtQ)CZL!T0NmN!b@Jt4)2%12P04Mxnl_>Ag-V#_$~dDu-{|J{gE5qQ$X?rY*F6bn
zm0H`(;6;(a)`{hIiamG264WYV=>`egm$qIUJdEPF5RHV(!D-RWsGpAW(rZn%=gIq)
zBe7*zBo$HeB89uwHZc6lX(81++*Y#0IBDBxE;~`&-Y-4Lj(={P8?utQ*|w6Gim+ut
zce!Y8%7(@3i9O?`t{xRik4;(=)M~djOfvND_#yHHKnWD`R!YiFx5l;of_p4I<*VMc
zYJbzw0>mJ}89=_bgZZa}`*Z4FNlpq2H^%%n1peP5|J#EImML_&i!Dnbpo<O9Y|86&
z%*}D`o&cm|77Qw7rb>^jqoQ}$T^!yy8a?x)M9X`ky<SFEPWrX<wzY%7AW<`JYKb>;
z5k+Lppmkr*47!SnGQua8nEn|26vz@JImeF{NLv069L>3WOy)uIya~(5NPVt>d8`lV
zLpnof=KDn^MyS}I(eo&&{;W0Tap|vRJ4wY^i}{eR^@wxk5v7OWs299fsLZS_!-<ti
zc;5Jh*<Y5Yy<dO(l@M12Ic}*>S<A<D9RJ#j-v}ob_h);}j@}mqryTy;Wagsz?)(YB
zrmdH{;d5jwJTdwoDLxz~B<}qFL}ZtRK|nXKvFhBJ%}+iU{yvuep;i7VV+>`1-uUE2
z%H5=cL_A;C$H-Gi0fkIUP=|+$O(+p3V^6F8@d1`hk|>8f4?`W~@`F;CJ+mvZK>F(3
zjrvSyBElf7vlfxx!3|7PYG->bhr=Wm+3mt0Q<oi9Fw!8Lmps0?>Kh3nF?62X$+ODs
zU3E-vPM5;mT+71NQ~b-aR$xF$ZWiu&#k%2u>B!*u*qoI%C$>&VxPwD@i9zLvO=Mo?
zoE`0x<ia(X*hs&OCwGrfHAbrL+H8rqhzilXa`A_=?HuO%3xap%?mU;9IAjL82EEx4
znl~$1*CF2{%b@hD*+z1@yc$$Wy!`MA52-Y<{9$!POTFhC`|EKewU(mM>gEE|C8Pbj
zBvaHxDpsM;*ogC|&5^&pk7m25lCgEDlyt&O8VJG0_~z@Vnwt!#&S6uE*HB&LWtBU9
z^G1(vhq?C8Mf8TC7ZfQX?EPFtjC}Nulnj?CY#icdhdj#Jx5$xZVM`Qr32?bPDql*x
zUv(x}Sc^w=drR<}WjDll$x#PlZAQi}-dZ$tFKEJnB)VSq*|?73u9()B7g`+)L%X#)
z!^#5lQM*-<kBtbZ?^uz`USWZAYTfWOvDukJ(?cy$x(zg(PN((?Kz__=s~YOKUQ+tl
z%nb~@s&fUrcoFsZrM7x4UHg65rM3&+axJ+%pR&c_<>*vI*kl=+(;%yJ&*7-V|FFf+
zxkV5cdR4<s>jz{IGnML0@(M=nbuA>Pa3)I>aILQlZZKnFO}P}^8%cQyYBb|*ZMbrk
zu){9)#cEWE{^$KR>E>293$U@V0&6idVwJGa89SyaKVk)D+aN2~2A)KDSXhS=`_So6
z;2r`Wc#QI)X4#vyFlz}Cu%`-HBrC_zn3T(#z}iwnTLTc^k}o^uxxVom#U6)=En<}0
zVMwww-YX`$iEnJ#+=NsLby-`_k{>r-e%e)ahZy>z1O$py8^Xp3dze@PH~Eu~JX0qa
z=IbnDGRStOi9RgVW+>xt*72P3ckU8RT?c1vfM6+*kwJ43<<0nDWS^G&r(0#O#~C+k
z8R3p(c!etRIJFEf*I*LW;0*Pa&hyr@UQs1t;9{#z+A5kE1C@?#1E?+Ky>J$k&4gI-
zl#dMYp@W<r=3p0cv*WOJ6tz>ycy-XfDhcWnWs30QLT)sPw1fCAd2l!%n5_>h&UTM|
z`iciD_S&i)ZBQmGr{3$YmT+tdtzwrK(sB8Ayot7Fv%0iv-4!)m8k5qrDci@r=G(V~
zSto!!Nsq@~8gy%J{WW7XrP=laJ5DNc1>^N1h0|0So?AKCQAT4unclnu^H$jtQ=iEh
zB(#)^G9`~^-w{Pv{MDyjlO@S_?2J6?ag9lG+~9dUz3legZ;B%Ir_{z%sxEc$RYOCB
zfF~c+rp1YR9TN*pqRiAZ*Pb97D{cxFxfUgpVJ7^xz+>YoMDAj@Z!<%0;h^cc@_y;3
ze4p>PLvWiM>W#UM(hJj8>U$Y7KkW8-8m92gE;mcpRU}s0)3UTJ^wwUqMhmAMdzw!h
zYe`tkhM?$o4^un-?(+S;%=^DzruaX_^CLO`iRVXU|LBA1_cLETY@fQf>#+n^PHBos
zb6t6;SU9>+Qg{N8<2vGFKJU4dG&f3N-H6O-fLyztQQu*tgVXDN_3+*m?O$KU|8v~@
zHYm@@&lse&5050oBl^{a5y?2g28=okYJS{{h%(vTckuZ}&n9B7_z0@AxjhUcN^S*I
zvDQuiyN7>=(`RoUqK*y3f5G0*Y<yb(u%Nm4@1;u~zku!kL#e=@LibVDv=hKoHHweg
zxBjT!6Z*BUy17RXnG--}`>|}x9^{XD9yd3V_2MD8sT083V9PIHd<E|A3E(hN{TDoa
z_pJ1qfI99EDW*T-68DCB?LU`CNcX`L)_wwnzxhey1N+w#iuoQ_n%4<{57}?_T=_3Z
z8+&ZE+vvt2`VFgjt!XiJ%2TlAY^e27Lp`<kUH|f<&Tc}X&h~(Te!+~)Pm6-jVoD!=
zZ6kfQ)cv<t@Sk6dq1{3c+iwT+kvdD9*3lBbCey)`5_}xUU|+|$u4RPqxHls45!J`(
ze31P`U{C5ot(K{#R~a8>iLYn1yfHMqqnC%~;_8m7GnBBe5+U}}66uJ`fup1oK(*yt
zvhUVn@{v<<KUP-WH=UMJNto6j_jM98C1_Oi-`l;>lNvyDzdB<xx`@|fnhq<J#K?N1
zpcXuK!xO(ft3>L&k;~)BW}$HeMt$lg+cL5QQ{tsW5oX}^b<FmjZ1@6S1^vt&ePHgh
zC)!n0QHSv(x-}YwyWqX#(d5u&H{k~P7`f8tcJU<;)VICDkTlO4RU3EW(6+-1_2D$f
zv`v`hzF!8Dqlovzd(Y=(EQfS!>+qN8sf|M88O!{dWp%6ccYE-HwCb1&)v5!Mtd1#C
zIS<2!JZ`8)cO9tF!BVH540XShXbc(-yXucmH%jHhYc`Zq3j3%%yj)#+{K$;(<`JB%
z7NL?IAHb=!MitHMx-KerOb-r~*L&Z9!Ix|tv<W^o4RAwulw|9=U+d(mfmG+};F6l$
zg#-*?qtc@m)-V;{S%mRVMh6I1OjDfROMXKQ;5#p}dTu`P&Nmq@Z7?l&IRSWw^23=8
zg@HTN&4T!v;(^AakR&{Nv@l$i0ZA>$1nor{bMWQ0p%re(yO<IkD$Fu=-*BWz;m7_m
zdc^`XGK=a?MxKGCt_+g2g0YM)dD$1ZcHx$!jMX_x$S~q*7vWBn6i5PUCYw?l$`d~q
zL!sbGqF?oPj_>Rpsv|pNeTE1*M=G`pD#DLwlS}RC#$qu6wZRE{_$pCb=DUUH^r$W;
zs>z&iTAa$bYMO&T>uSuQEf|p=)aAdyXwJIRY=m7F3UIO?Qtk{56dixSZ9x>sU%d$m
zO^1;=&1GZ?%Gzo#B@;0_IozDtw#X4pd#gU0Ccel)3PyUPLMc|qfqV7Tqt7NGbSkAQ
zVVADi{5n$axt4Kq>q3x47!c#u9#&SHlx`ZiJi*1n^@t)pdqu`l97CPPU`0le4@I|E
zBb^5Ipn5KO?QOZ#!iMmTM%{5k{JlgB9OA5iLnXaF3djCDoY|p1S;LP$XtX*#Gej2S
zIT0wX+$mUjPLu*tXgk3v@uHtg7#r=fOUKR%obuAk;pB@Bw@tjrJMv4Z;s-tG$LOr=
z>uMd%<rR0>(yoQ<*Th)iwT|D`?Db5NaXQ_8IPuX1jDH@QV@KW9;f<{hqp~9tTfJ7s
z>7cyKU@v~~(a_RBEZMYv-@i1R4Y4-Q<86uMbo9_w-p4rTkaIk0AK-)@QBA_Bw%6q2
zBoDz-H>>oKE<wmU+Y79{qT;5kH_ikvx)<N4WePe0%&yq*jWe|H72j*U5GOywFqyjv
zhR-8?vgfa^S4=_2s1q-D%WGYDTJD%xMwfS?WjM?T(&793jy9;st5%*~b7M-%!9X-t
zkkRC@i^rB>eOG2z?2W!c`HckkzO*OYc|371DjH4FoLH<)tQLk;hT<3ZY?&YOHdJ#T
zy}h^Z@mHS))J4~U0Df@rfIh0p5T3A?_oU8xFEcjU6;(Ec4Loo8`ZpD3>VCGQ>Xa;g
zeQ1Sf71O-p_t)kMan+&&&AD>kc24<1!<H#x9kBevM;h<U^4o;??j{YIpGE0ftLul4
z?`+3#QwPv{pL_t>{z~!xj`6=exu37SXxQjI#!BwT1~h+k6Qn$pv0t0~>5t!i^oRxj
zSb;EGFUfilEbQ^{oUd)c)|059i)`t$C59Kw{{D58kBI&`Yc{|3^_S5>&$$Nr<K|wk
zW)6dvq#8}_U^<l}sSEsVHLO84j-HtQcA49xo;$6*Ch8UR;f5_dzm_G!2$8;$yh{AM
zyGQUH;uN<*XNB_~@!eTdP3lT=a<K-|Jo%KcCD>qA)|ZaR68Yk+r6wJL@kag<go>E|
z<`a&zqC5t!12v(getTLL<E4Yh82f^1axeK8+@{G&#_!&l)W!>@?x#&*GsJOt!B+g(
z`^WK)YA#0Ge!UKyWhDo8#6l`(`qapuKkA#n$Pb4HPhxyB-#;;*dPsir@g1(onzoJp
z0DSF*{gvXv#}H8X+(+1-B-qj<1NQ1%&3C6h{K5S+KXxYkmmr$!OOagZfB1)*1BtVT
zIzu+RHtwzE%`bngf66Ty5%)X1^Htm*ZX=lc%hcuXu4??j7633s5vvw@tC{gqW4YGz
z+VOA0O8&pjBM{k~#&e4LL>T`u;eR<l2Ke%SN24U5tk%enk1R_(E*f4b`{-`uuXWxD
zm0qWRzWov18PCwrMV#ePZBGxjDNxPIEu7m@M;_{%Gx8ae{Cdm$zGBvCo2owuensPs
z0VH4ZA-NyUukzuLzo*kMo!s+5m=BSU@7LaEfOcKN9=qW0R;Q2=c}3hXTm%@{6zKCe
zGJLD_yDdvX|6;>bL7p2}qV|gg)vst1hf`}iC=JLf{Rf990Num*ae9aOC!%Yg91m%r
zhNZqbMinF&ugw03av=yLX++-o;MNOB??x7lb4c4x`WvcvP9}@8hkku{EEAXqS-$-A
z1OVxQ$RIal{$S%R&{EvCoUL&5tWRcck2b|S_Wpwl{r1MjZhXz16TnBppzcNp>>Y>f
z9<=183-wNHcV-{ITM*j#yVRgR*uZc8pJaNoGPingr<4CJo8OtC|KI|aF#IQx!59HZ
zFCrj4l{31bO*VDPNXDmD5AaV`1i5f3n}W1>3#J&YZ2WoaapwCAQ%Uu7`f-DdwNUf7
zsZsIkIo3~qeKoRGr)?a*`w<o$xHE(^@<6_N?qPp1w>KUW#@>njD{RXxri2s?h<y9|
zi{xKVZBIjtXU6ipUp;5;PN?0x^U<BsitXAFR`={ZiL&qhPV#>djST=exc}jsRh3cg
zMQirr+?Sp?h&oirQf{A5|5b#)%fUY%{E8j^hgbI6eARZuk<+%mdMV|7=h69I@+E}L
z+Ci@S>9Y$T6aGs6um2Zdpr>9sMP3b&ICPh}2$z>dxKk`eR*KK>V?ST>U;ZlBFCLQG
z3r>f6u0}aW4=8h*ecLTT6Zp74mBj{*z!*=t2g4{q9QVykbwXOx@bXyv5C%yNPR<Mr
z9-n&RIHjlCt=Jy&awlk<Xt}7x4CRD0V_x9pm9wrvLlRPZYkF)XZivaKvl>bj)0;b_
z8I48~BRcZ+SfylKp_?!ebWPtoVJ4Hr5B2*VCuJtjaCEM0f7>KV)40oNDeRe`ARl&L
z>41i%Kim3rji6^Sp+P_9ow1zG4NJdX+*d9hCJcK)_DISDLRWC@#xiF@md3wzXJcek
z`W#-q@>KJ#V02ZmTn9uFUeQeGCcQ!;!s*n|ZH<(o&$;KzM#P3|g3h5nG#blHxX$H^
z^1c1dL1JD}VGA67OfnGIR1p}8W=F+tSHYbP1gt)r?%)OSeW!f?l&Y;HZWkp`{g58I
z9+q4r_Cs_$W-$=w?uQ3Amf*{9h4dz`rqKf}+EsrJ6JkO$Y2ur-g?ASe(9`^&fB(aL
z(`lWsf(_tkg$>A3#8#5$Mu@U8iSqGSE5K@Ls{kWsElOXq9*~T*T=6qqC591}AfQD>
zNI{WLf!8ZJ>!kpMUL=KH`UUNSoHAnp>tAc)Iyc+`>`=-}Mi(+$!fDo4%Ln<Ajtj0;
zf8iclMHfuU_6Q4EL#e^|2HYb}S|U6~Iz-)D5j}$ueE^yPy$FdKsm6uJV^;fjdXE+s
z$;kXEykbV*381BLsm_A5M6sU}TfecPj#Hpl!RXblu9ziG`62(iD1PPb!nBS>u3_lx
zjT8h^gw8NB{B~mS9|QEGeZ~LyCZp)H4a!%2#Y09{F#a-3IZ^vhsiRnigF$gb@#+T2
zYGp#5<{yI%k9@$;Iw$7G4=xKhW;E2pLis^s<D0?gF&y6suqgGE8)W+G+KLf@C$3xq
zZ(inq+Dw@vOfNytW6>#DQxnKc8F-|xE^YEdV4FQENYnm|&G93v%OP<q2O?v<0tOoz
zSIL|lf5Rn@>Wko@^Oeu;VAR!y)qbE?vHh3moazS{N@XRR0d5}eBtz-pytN8O%*YjN
zBrK7Al`nzBjn;e+XSE*HkEdkw?fiUnCO=$Khlj)Ao_0$stkR6Vx24zpxf2ki#eOR3
z1(q4%P8`@sVb^!54|d*r!fkUZVRvHNQ>q>TA>(*29r}UTt)C*0h^5#Iuo03Pd*5w$
z+|3ruv_nk#CILG$iUXS~YkLmHA9~*-qUvpviLm)8gqpd&@$vzCB*(a7AiA!;ZD|F1
zd*jl%v<*v8WO9Clw|`L{y6T}zmJrn1q;WR7bHL6gCUQH(`&-X7r^KuD@hYL<23v50
z4&BDJS4Qk;gnsYvC|gBd|4|M0MfrpMM{(2Huda<l3L>BMf{-Dko4HEV+iT+ZIagln
zBwu0pVv*2}<s%h=H*}hCTSe%Bxgs9^NqOl*{&y2HM&y5@1q1<6pLbVpuZr_HBv*H`
zs3nMhxXWU5xeiN<x3BR2k~0a04%~H$6cR`*EsR|53U1dlU*oQsn2T2f)it`j-w$oH
ztoN>3zkhaclewSeys&Wdiab~pDUjG?8I>LsF^c8e+g}uJ2pjD5@KU2TH+gPN<^{Jm
zXY)IJB^D+Nv;~B80yq=NnaNpL-)B6>kX`R$2=UV6?mm~20J5EpiP;{$j02o|vX(?0
zq?+*kE|fl+2}88qM&^xG=!pJKFs4Nm=9KeceN=m47K1O}47@Jfl5eTWS}!jgUj{c7
zGU~3s3KC9lgEuG`Q_x<r%bL8l0d0g$OKH3veFL5)^KOR=-0Lp>qW5pLYhYu+PVaC!
z{MEFha@g=Hdo~1)ZigkMq=khYjQ%h7zB{g|Z2LFp*hK~rQK}b55D_GVUY(ILGX@w2
zLI(u|q$L7@(4%9cqar0#2Q)xJk!}b@q$vb2hR_4jYv>&U?}(%1{_f20z59FjSKj-C
zKMwoAF6W$G*81+f)_2ji*r%f8o_(2w2a_+{Z<NpGKY(-fDluC2#_?S2ExaX|S=2>y
zG$J9W&(Gfb=GGmH=Z_9VeklU{cJT7+oBn=MT;Rn;F6DyWZIC;MsR>=oM^&l*6;e$>
zFG(t>Uk&-@+}7&@J1wzf_kUD&v#k!~8a%A-skB<d(zq;Ykfa)|wVwG6xpsnNMZ=t8
z#7|msp{JY~Z-#7KHMw;F(u{D5@*px%Wkm3mhVEF<Y?PW}kLr&>aVbZCwsPMiU%&dh
z)FK-fSn%5)@7)&isgOtXy$2z^Uo&-XGKgKY@yLP58kdUNDOn!z>i)dtX`9rPeacv2
zhq2&fHFi2T3g#HHrri9bnzF7Ipk=GG(Ym6Rr~{VOQxgvwr*UyoRwQ#gtt_=n13k=M
z=G}=GN!SJfriyUK<Z!A-sXSorb+~Z;ai>uvMM-G{M_G05fNFZ<y(aQB#}l}8{8lw)
zMrOyxd)kjyD#V<$-5|-S8Kf49kdcz{cp)tgJ~Z3?>L!#_Y-U2ziFzffhaQxob}D7r
z&WoDrp`%w&Ikgp2Pl<s!B%J7Xj4N^AgexgW8*o;fttF<_;k#mgoY0BuFI>)TC?H_N
zK2UjXt;}xF+noql@py5pgQvdoCWZ3;m9k_j_e6QhP}gsa(wpUB)tV@qWd2o#SxEpF
zSj259*~im@krsU4s@sd?PD`3v_*-hi<B%pd6ToIsrxs4*Qf(PB5Taq#Y1RZ)4Kz7G
zw$f|tjb6fVYkOjGsZ2%E;$%{S&AiXVHR$?x8%wA46f_8R!WRclRj!M^aO#4YH84n8
zlHxf0()B!U)YX7qht!d^aT-9}=C7QBI&YS5ZZ6bvR<6XB&=dhbc_FBeHiD)v1jeQC
z-1Vb6F|I~As)THLBn_Ugw!T=e_W*~RHGsOsr`O<4H#=l`F>)n7N^i*aONYr?Oq@?*
zG#&!D=SnS7W{klfH`3lL9CKK<v;zx0S}qHk8rTMDx4sIeY8}VDTr^NSj1R)2`#8Zu
zRd#2Qb*mp2x>Y`4tU@WL{2yK@0XvaA@C4(Aa(CM$JbpZ7IsE-1Sf*ZU_2Fqf$m-<5
z!BfHB0xw-!#Jc2;a3J`?Yp>5K{G9&EvdC!NHi?+Tt*^>ep(H=&>v}0YKj6}1lXv<4
z0$Fm$YdN7B8VGzE7T{un)Y(N7U^0jt9Ke>;2Z0b%74W)!UQK?GN)OGOS7Q-6T^kQX
zPd^Nf&!MWgn$otG0^Uywx^Mc#o?5tc=x+Lf&|yv64RLtT8-HbBQ<)T)EkjXXxsZ<1
zmiISaxoSV(Q63U@SEnN_Y5g3@vXihS=&#S;v<*TjCIQC5dQ(;>W%v8R;|r!V0gdog
z-Lc?^cpHCNy$AlB?>qc{Bx9@yA6Diswx{UGl3?~roa=3H?ZavHBeQj@o{HL?HP-5;
z+o0~odAsVN<z@9KS_8dfy5wejUbH^cW1_q{E*bR@o${L8lkGm0F4iS^K<XX5qk802
zs6ab6yl%p&#4Enih!E5d0ZuyZM_0S>IAQk7(UTN$v&FY!o%-Z24$fE;<^*{&u$b{J
zHPoGM`>>MV=ho~^Lz^a>7J76-@)Yl{<1n;}Tq;(6CYjS1+Pt<dFv!`WLcqiYMerzJ
zwvTr3J$tTcl7WTnwO>M;-2|KkX37(N%7GKbVLv5GXTU1Wx6aZ&;qd?-!v)^7dVFs=
zP4Kp$>K|(e8`FtSdjQkT=i{Akxz92!HXyzuQL&av2zri}r|je|j89jbl$`D2!Kob5
z@ID^?)d_Yli7tMXoK>jhkPf$;hJ+TC(mKQEG?642l;myekHj7Gh;dc6Uz7C2<`Dvg
zd#_>)WNe(L1-d!h6*Q4O5g`s<)5>LyK85sa_uhA1;Yk^oEy<JVqG_JYHh?te<b>Eb
zY~)pjt@6gg=zdV=q#&mwoS{Xr4)RjmnxqPbA1=P6ZtKQuj!K`O*+{?@J{x6>HzU-w
z`_cz9^ra7LZ9n-fs$8T(ZDv;#sg!1%Lx3TSh=#TtG7a^-VOD=tQ~xAHB}F=~KYY<L
z6}{;{o3S3V9GtAD<lC}U#mK@gE(o{CfjQxlu;%H6QWU(ua;&G<|8cer-Nmcc1hCAc
zkzChj$-p6%M;|A7(IYjzSi_B^f)^VNwqDa8TC>0MvPTZ~^g7*I%G>`<tsK2OB4`Zn
zKQjnXJDrS~El_z<n)GJf{%r5V#>V65_3zT#j8vo5a(=SZwGM!A&RoHa-16hs3@@?_
zh4rKkdyV5t<rgjh2Rvv2%15W>UlOi1E?Qw~>`eTgTD3rq$eQKZV<I;Usa#xMxhK5K
z+`~)h9($j?gxL`Qs<&48u|B7o=JksPD&mBJb+Oq(k%oMghb9wOy9yl5>cxxf5grrO
z19OY|Xr5~ilc3G(67}r8r`81rAF5ASIV5VYJ*XaXP0Q<0_IZ$3Z-#41w9Kf!o|-|E
z7YpvQ3{>qN5LO8g7hLf5gN^kBOq%L`pCJu}O-M`^J*XPU23TSZ1P?nVb8_4@qC+$t
zEvB3Gl1JNSy&DT_RuoGt-87(!Iv!A{L1k5ib)Chqgj;0JB|CK}!f5)}E(gc1YNNnA
zQFf<D@RT=ZsYJuB9NGz(yNwT3PbniF2k3cRF0P21oq;WjO<BFmCzsXAblea};O&~+
zRB+`Iz8?zjAJh%&iV1FAQ_Tt#QmwLvF9;*7^Ncf#yqc^|#XH4~t$SbX@rmr^A6<$Y
zuuGHszQ{$lWo}tUEsG*2oh8d792%S5iK9+>Qr{3CE3a*AgK8_A-goxk=b}wJ+C(l|
zFrY?~wWT<~296?&*b?~mgG#3C$)E6Y_wN>^OLo;$AH1pK9o`Vi)@h73hMWLQRZFzB
zdwYpi9|#d{FU8)Cr@}`RE}j%zB&#^*P-U77*H$zDPezRP)K!JiNih4NymHOLBWBLr
z*kVMKv6U^FTOrX)?L0PTR8I~d|BDAG(2{}8d<unpv`+cvhHGb=hwX+fPo9EbW%fz8
z;%pe44z3d;z~upiyNdG0H2<VD^S1_RQvKCY1(Mvgz-iINMAhzv6PmQe8XYdfMUOP3
z?#zp&c>;CaS(@S#cqP^zV0X3Fk^}?TJ4aG81Ylgj;FN?N0_iPi2T2kB`Vp1+J|#Z=
z>#|mHuSeHhsOxHy?P_B9VSVGnnJHLNe~7E)JCBRC!wG_oVs-kk(m5W<f%B<3U`<$H
z?i|3wR~&jMD0ovpY(eN5hrl08(jL)}-`$%gwb>>TEVHTQ%*wIZr^9K-gZ*s$XN<+Z
zV;g+EyNaErC9iBe@@)Xl7`|zqTB+>0+h(Nvvz4B1-n0Nm1lK53_>)Q;jDE>B_NmZ8
z{OhN%kKe(pn6{38W7<<Tw#vxvy)2Nw+W-g@K;UR0ps;|FjSN({ns}P&?q|Q&O|)YK
z8~^?b*FP6w_7nYA^DuF@$BdGA9Voe8zu-f)8$CwYA>-}D^RQaj<iVT{wzM-$PyLPY
zhSFBnh5!$lHhyF4u0zj5C2>X)+9)6*bZmMtAN_s7^cB9R{(-}>x9=!DV=DL;Ng*}c
z;DWnVy>&KDBPMxpd@SI5#4b}qYMFibzJ3C_Pci5FIJ;<zX}8d7i@au9WkL(qv2O(-
zsP}Vb0{yIGw|=X4Pl1*(>QbX?ch0DLbq}^rj)aH^=q?zX(@yYs=hDqt#2*PA^pp#)
zu}K%J8j!bjHIIiIw1f!zP`i>b=?P#8zfeU|(~^CSr<L7ZQofl}+G+bN*{(}7sR^w!
z$*x}0TC1}R<&|<{5qjphE6<a`e4Q(&8X;kIC?^EjxzrqsNfo0RjgPto&x#EOZQgsV
zo<}Od)_XE&w!ju|;pyf*((zePvhNZaZ!@J0?Mcl{iCS5_`ZGNej%oIYZ;y6a;SQ<#
zC>143tM5qL8fNs^%Wo#Q4aSYHpS-dUp*x{^Nhgb2;iA`1p?PxSsjb@XIX!jbSYajk
z0Kr2}4ATNj*=KU{S+?h@+l|h0-6hBlAX=1Wq@998-P8`-*7ncl*V(4Dt!WtuJy|21
zn@G~cNtbOcr#8F!M4R|)#uX`q4EQDLKp>o@XKNO_;a$zJXVMcdi$&VxRm-)N>iCk#
zPU`g@wL;pby(KjsSDtH~Bcit`wmq2zOYjDn2yB~zgkJo0Y?+bJa`6Dlyk>e0;;y1x
z*_V25`kG10(uhj);l>wU358ik<?mj0#$+^Q6ol4yPRIEY3Jv5YbCiVTkp^H@p&uso
z>wM*rnY~m;Y=mLVO>7)C-s31c;36a}oJ1DV8m{qi5K83s*l1jjINaT^*Ev4nNY>>0
zt_yT;7fo(`r!8SBr+ki8uGgg3hz$xJ9Ff#xcSAJf`TV1|b4n0r1xvTsfmsy#=NiC4
zuG)ei@FBDiK8i>SBP&-J-b$LCe-#{C46V`Tz)O)Wes@pAjrbY8sOurv_t1zoZ4NC&
zPR<Ink!^x<nLb2%#Uj2q7c=P`mv~pdi3g%0n?rZz(&W@em2hzyE1gYC;sR4RDIDNL
z_vDh`w}}2(GppgmW;!NSoDhP=8;#fkcA45rw$+?qj+w`Gk8z1w%BFp_{rGsg?#bFv
zlrV0r4=k(mHZlr$cYoaxb;UThux(IAPz>rRynR9S62|<4uaRR(yhRE3fSZAav7AkA
zl+KA3-t@@#bKH(<`ZB|n9Kg^*!5usqeEsLAyGsyjd?f%JXxt*npAS8iq+Ig01?=rR
z)1T8@J?NrQui15eWFa$BZrsFK*}gN|$IxCM_fj89X`bdAB?8o;0Iz0c(nr~#frBZ9
zEz)y|iN#fsRPV<4Ylcl+3EipA)dRvk`tk!Q(K?2!;t_z%MfmzU-sk^7Smrz3Ai6i@
z#;RYOh2$lb5V|?e*CsR?9+%X6XcW;?_PDC)aSbt7Ecx>3qOVKDp^u<;KHvAJAH0`|
zRybNBgFg^d-IGvgN-(Sq)0n0;<(z#;R#h(hxiJ^lRrgbx=ueaUf=bfL#$yS_2r`ct
z7Kd7JOx<*gP!&Aa9~;+Y6w)X=5})``t}-<50d7eiTPABrv06t>N45bTN_xS)igRlh
z7phaJ#&5>6v+2J!|8%={cm=Sl-&1>Xwq(XM^rQs2RM<I^-4h;^9KJyQ*jElm!Zq(x
zl*}dHN|}#x+{x347qP`=_t^U{R0OV29^19$C#D>TF~JRcy(~UoplK``U~r;ttZ%V`
zqEb<JD!@8z&0@S~L*KC{r1?tJpoemdTdX)ii??0vW^fu3%9!zdIYktTc1h4120U?=
zIZoTM%h2+ClU<Q|YMC_fM?c4)WN?|!@@D^(HD_$6KH>Wt=D$$=zOUEUN@@WUv<^>o
zH>NfV+P6cHfrZ{94uNYaTtnoza-!qW<V3vQ7|Du*ovS&8(WnD!H;yPx$7Ze@b0EE+
zjZg+6KTcd60QmE%q=iNu7x7<QZRJ}PHh`VW^EK8|GS}BueW&fnHX<`>akL7BMd+eR
zOa*DV+u1eh!Mp5{yy&_MK~<eaPNIk0>sI?@o9PsCWfBA|mG8#MFZ{PnDwp(#^nj%<
zf4%GX4e%tlpbsV&@!HoRM|Bjsqsfts!#z|B^AKM#z^4l9kcvX$mqRFiW*<(Myupav
zC)u7p;c=4~)Q~#W9mxSnB10J}#t)J3@w*9nA?kN~JO&gzqAglfa9ieCYg+Ab{jLLr
z({hQb#u?bD%_C5Fs#64VrjJZ6FY_vRGU2jvWzd}_7GGx`*Aw1KRTcOU$zFlxm9Jk(
zyW76tIHx@eElVUUPJjm#hJST$vMwnXxD&4KccyM2wMn(PmSnUiOA|1P9_hiNt<H}3
zjRtH$I_2`)lm?P)3;h%lP6{tx%W1nHe96Wsm|>=vH!o2iibNuR_^{w`5BY<Qywb*2
z;FT7knW<EoN*4;=vvnuo@|W@dpNh6d>Oa2hd~kUB2;ak!pz7Y#n*^s}Fif^)E;#aV
z89nlPysZR9vG@gL1)?G`C6QUKwWoKocrs~IEI0z`)_**2Xm-r+G!!{{(N>ZgYU6j1
z(zzVd=qZ;<#I(C_>cH$4pr)z9@mS#tW1~>y#T?7K)z_trZkZ^boLzO60WcXE;2@9d
z=j7;$N5RS&Tu<LcfFtz)&wS3??Okwbm3p4AH-H`2wdpv=^puLEjkG1edEn}LXK~o;
zG1p57J-gLJD{&4u9VI*>n$Uv5p-6#Q8US70b05-Nb?@2Y7hQ617MEX9QA;PS6CF;u
zXl@|&<z^X;82%0#7ypC^iZP=+XZeATIMAwI2jFdq$^+LNJqBxWa)_6kcds~w$nLjH
zv|q(9n&q^b*PtYC)asW8>Ts%0Zx&--k|HgfR$ILj+Xa3jTFU4L7dZj=ZP9=)4cYQ8
ziN^j)$kA`H_CBd_L?7eWLFs&O4Z#z$!s~+K%d1=h%+e@>;XP)~ibIuv7i;PCFk#E?
zw<5zuQvy7c4E0WRKmulk^evSz?4kP8i&Q?P4x=YzLU>u*g&O<L@XS7^X~4SJEJZ-Z
zfRk?v(?=-6%2P`He-ea}%7cO;coA0f{vUW_Wr&!MIRp7noe3<lus;)vm%orK>mhot
z<sq_erT#fV&XGS&swAw*ZIv|P3ggzdq04j?R45>@aed%L1cI%-*Mb2K^pYSu^#E~N
z^fkdJC^}%kX#C!l#RHPBzl=~$71)s&gqZ?|VHX{qJvC=2X<B~sqpE>(QR#>5xIX-k
z+6NEz?;-qjhC}d65#aZ(9&I9mawy*#63ox*`gPvdGxFA$|E&}yYtA?R<M*yIZgX7z
zRElL8g#3D5{HI>L2QfW|gj&?m?0vP2Pao_bf7U!);9L@oGxn!8b+Y7mI5c{QUPIG>
zQ&qL}dWxFuZ`JmvlwYa1CZJ~9GvXz?2vC>~k_3;7O95SdJx=#Y^?Lkh#7m01qlRh|
zT1dTL+nrvj1Li6nGEk=_D^sg~7;6G2xj+n^E_R_cN%=jR`uA%Lylg~lXpoawOcI3)
zLPTjWB<|*{$&sD8(2x(O7e8hj=y=xgaC5^*V|}HePn#J%frhd<^~G1?=|UGP!wQl+
zUfXr}L(OtR2Jq23=Bb(Sj=@3w;MximEmdqICRv0}{jrw3kjKSVZ@y?_qr**;@)8u4
z^8`cV=AeaInMP;VzD$PR825(t<IbF*cZ(tkX(I2&a~$J|FDBdNJ!Xviap=X!y~|ya
z+GvBZ#BRO*neJ*@z4ZjZz3`Mo(IC}BYmkj%4bqJ<9fROVb}=CMhO6GVk!nMXWDfha
zmlE-V%ZR&8FFQ6VN8)sqJ~^q@#%GLZ0_I1_$Y#byw^q)69}ktX+|yxb!v$v{h9iBw
ze&5vZh#AWgdm2izU5AL&pu%9l=BM^)O!BuM%o=Uhiv5ZY%N8Xr>~&y2mB2H~VI@e&
z^(?3Hk0o`FdN|N|^m?fAqOz1_x9ICRwk|rQ2o30hs6P}z`#46E%#TYJwC0MGemCq>
z2TRbmB;`t14Q8a~xWcSwfT$cPCz>G2Py1vO<<f^G(Ck^4pw^NO+}1g@4QquIcsy2u
zTv-L34nYM-_xdLT-QY4K5N}&x(Q+hkL^{OPz~K;dMIk6@bG)w~U|Zp{>#(=X_E5$w
z!y?1dWr>`$wYCwW{D_h;E>+1Un@sdSMY4?|rMlNnL&Enxo4FzXQlSYFW%{}{a};Ww
zkw%~phc)#D_+HJ-ieEZM@;bY>n9w+1rrAgcl<XA=CBCvK(SVXIuR)>OdRq?9a<B72
zYdTkzd9r4UhUfSQ(F3{dS~D5l3A~+x`UON(o?CD(xM@yiL2>|}mT<yg>#*3Ywl;Jw
zwyX|Z-7G2=9CSmj<hRag=i60wO4G~7NH)11QZNf5iO5ZIOU)RMR9U>`9q*$))p8D7
zHVLV>kDWc`>zCaCHYxRslvYBUIi`watjm`l>nc`{c0HD0G6D7+?ko=tXr^tsv}+>W
zLY&gk>|3YCovwu@SJY^pI%<{sT6a(I7#41o6Bo&E-oI(3ZCTzRnw;!x=WQmNejaZc
zVSX>v)HTf0d*Wtlva4K{`B({GnGmgqu!xAaaR{w;iL%E?wn&G*@~<eJQ|QqhuNjmy
z;Dj~x2n(y}fCv2IZIN&vd$*@sO1T_afzJ=Hf0_2*=pFLrpGigEsT|YKCXTFShre_(
zH-e~m;*mBZVyR)8hPCQ=e&KTif&73=PP2zlEwJe*F@T91jp6dwn5$0n+q#Q>KPps>
z>04{IUBv<R`Rd0U(4&fx1Nd!FY{emf5?=!?z}L6PxAjnAi>VUP-6BJ?Kkek=|0i-O
zsxj4de$_*H8>C1A;<RigA5tHS98632x6d{7FUrIGeo<AT49-m?0{tGb&d=OHT0d!K
za}>M@L(hAEw+%{FkBC65vu}g0B%*h}PSihS3U4wmJHGX_^2wHCyiGCrX=lxdN#pWJ
zvuKiL;}Q%yU0^gF9R1!dM%}bO+lMju=!<mScV<|#JsG_u)ko>JTw=P}IlIleY#8>X
zzd!wEGK_1_-nH3G9L*wD-?Yk@J;(X+XW5URO9*@4HFgzsjraRu!gu~?<3-XO&sc$G
zXHKn*hditji6rUW83}}RUD=ETIzXqAMCH%%9ja8jxL>GK;)l<kM5Azhl^?n`9SR?=
z38J<V&~d9RjvVtUGYq+Hko1dVWhR6L`{K&e^uKLs1AaBwz7aL1`Z7OJME?K#ZvwCJ
zQ_0v?rC5o#0CYq+ZK-qW3er$wB_}AddZ%f|`-iXqK{L^7X-`KXdXezF+|{9KF_$iI
za*$L9K$}ejKtUAve821Eo!(+;SpNffQubU(YBDIc%yP_De>Bo*Z<&#;pE1Y*Q*e@6
z)alB$oJAy2bRdh+^8GXq|3J-rV2eh&Q5@GR*~^yzA6B_J3Omts4GC?)yNqfLot|#;
z#J(UQ+R>24i!du54jy@^?lj61cNUwIBBXr<3J#92i}4}pecMYs*fsrA!g$zz)669p
zuIL<$s?+izbJ~)!RB0rf<D&mbtI}N_3t1ON)!^VE9oW6*Q>aTV`H3(So$oDZeXy<(
zm%b3^xFDQ5k=*}avZj-2uGUdGwq^&Lu$a8`W)n{#BHb`SgNFM2VuRrQZjtH_xMGFI
zQ`(d@$X)83wj3D?-KY3g2AoQq3GMELNPdbY1S|xdzESuf<DD#Af3`Teo)S@o`Z;^W
zq{LDvo3Es9B2~0naGzwWuRP2asV48(mB!@@xHidU<ms&Td2JdSO(SR4WVC-f$@Ap9
z=?(^<8G2cx(`)CU_@D?Y>l>u4;x^Z~kMmg-%hqw9xZ3~+-f0>^IW^vT2-((FjLujn
zQ@i?PLfo4acoywmaLT!Lp+tkUNY&6jm~sS4k7O^*PNS<K&z%k+5k;%1JU1Dx%i=|q
zE1}W#4Re~{H@*rpv0)uv=BMSwj*95>*iT*0i^KD;r6<VhoG^w`iB*+ej27F2K-7uu
z&U_nh%Tr0?nkqsME)kmrr>t?Q2@B8_#T*PS4vz#Vv1So=>{cFT^aDSQHQ2}sdfFcH
zdesN71<Ome3#!>EkD@5bY2(+W*<ZN~D%R`&R*(`H8aPxdqa|7Em5FoM2FcXRuQnQw
z2i%|F-?(OvDW(9VN7c2xNMoC=wL0i54NTGG<hM;rU#(F4H9_=)nX$HME3e-XtHY&k
zhSt*^2?drsj=5;4rp1Nu-u;gwAS&*49u4Z=W=i6t6mA1B7+fKuB2_n`qZ#E`mQ&WE
zN_yEDcs!T}>!!lPx6VgE)HP&h&Ls}=CAvf%S`TQ*wRmGA+3(te_ir*Z05^@NoMiNQ
zXt`bzildvu+ZKEIxa4NN+&q4J<Ly|a3E2jDjm+>*;{wOd9&-rxRGbqEpF}*}Pjaqp
z3Mn8ikM|LYu-}NJWnj0_{_VR0Xr)49w*6@<xjM)ZFL|<WlN$`Ovbyyky?)-ilhN~A
z)_yMbu<Aj_5-@^KA%3JHa5@ABL^{I^^2O&yiTqANMzqfH@(B6nlHE`_))Pe#vX*c!
zgIXV&#QAEyre2{eEI)Yg9N}R9-dzi*JzOfh3v%6Z&C-eOK!CTU6K1s^r>XXgS8sap
z7)uo!d$Bk_P6*{)TtxR#XZ7`&{64Yq&2uwv(d_{-YkGS9mjbU$Mx~U=!H_^u2OVUs
zA%KaJ<Kp~%jP#=IjGPOihhM4e!%d7DYw^~~W#arjPSj{LzTO6XEe;&JeNA7Pe7sVd
zKOnCK&>3*m`<XHSYl}El(%_3e<To#5sy5qc(J}jjJuhYVuV;6YLZ*Hz4;n}67+YKk
zd?m8!3{)rL>EhP$l_B-XibntR^x4?Tzb!@0uwzQun}9K9xokeHs(!D0jf*MG@w{wf
zpws*rjkEgqZ1iq9<}6t$-Y(@WqZqy5?8>h>g#T?LK>U|yfA#4^d-=dZfA^wV*R);L
zH72G8KPIUsZehYhVU`I74+$Czj&Z?BO9q_%cPB3e0xp_X?+--W-jRRbz~=4F<A++}
zPRJw5-6zn{6tCF(e%TdEjhPJTfG#U;d){Zw=+@iH9&bVJApYA2&aiz=G&;J&CQHt5
z9M!Y^m7Xbj&Wh+B`LbqNR<h?D(GKYZdiQdt3DAF<vFdl<ov4m(u`r3eT)lBF<3)*&
z#Zqn1;!*W{vk)WetTP2SK;y4JKf=y+Z~K&ac9ZC&xmxG7u0Rc+r$=mPa7T5s&gF(J
z%KTYU{4|yP;qr~o(eBu|YIj`~CVE@Ae;7_^i`Yw*BbsM_^5g*=mTyOVEB^EeXzt@~
z8%L*G{1|Ul?Etg+-*zqiE{Ud_tQ>n-e`o>A$uHU*r%~DQIZ(|vu#Z1qm_2?Wm&p;U
z%6->E3!iIfG;`)y=WYWakXjG3|McH`Q>#t{su$LSBKC4ieJ-NM6rbyeyb5<z%;*fS
z?SzeLp;E5HNvG^*5>G)KOtpU^Px~EUQB%BRTk_-lSLWLVyDt%DeilNc{*nLiB-0UQ
z8WSNdZt0$}3y93@O19@84lk4bffhHsK~3Gg@%81TUv?izjep}}m4l+L_yv*+#qUsP
z5e(lpy3yK@>8gGmQ~b2CKxN}hGu=iyOcj@7S>lDu?!&gCQT~D1Zlk6GxB*Ws4vmph
zNkVr^LYl@)N@?6~Ar8X;Mb0M>EecREX2V=tr0S-+709Kzk~P;zIsKB>*@HJ}I-aoV
zEjl+mX>Kq=O{8dHJiPMSR*Q0~Z10D~{a0dbXJvZvx>h+E)#Tv3mTF_L;X)=hV>}f#
z(?>*R=QPU39I?8&Df#S;DV_u7Ave>Rj45(Yi3Uvfjv^O*s6wX;p#n`0KNkBuXatTJ
z10T~a4LH$AksDEl1{&HrFuh}fvX6#pu>e;?0iT@5RoQ+3pXzuM3M}9_nye-m3iV#m
zfUeO@g%Sxkw70)X&bpkcA7yrHG406#!xO%5wn5t<-(+KtZP0rLy>E3>z5LSXlW%IK
z9)wdWw?W>0fKieKdaZODv<O#9RZ=>!Vz16{kz8*Vn0oaJ<_+9Jg!qn>1Mb({^?s7v
zOP5?CJ1ovCsUWzERXq?6T|Z<kXH{eY^31@7nv9ml<YX^!!OYW<NHz8lSCL*aas(nx
zh|#q~@AD&AmGJnz;HpSQ>d3+)4@B^5LFy$(&yPMVX<E3rUq7ag<Z%&}CC9;`(GD0F
zml)_sWpqQSYt!Ab6-RU&UASBBUZmj{%{}X;k@XFgs9H|`vsI%pJa9h4CeIOs)!|^m
z-M6#t4zH|*a}uJpwUGoh-ZK3+>a@vagQBEF7l3mh{ZQ<9*7~wE9jrideVfN4NfqRX
zB}4TN+cLTaAGRqj*I(SCEG_0GD13OOb2{yolHUOfT9|D4$|We0Mo^W7t+Z^wVG(*8
z+4JG4iQ0{cT1v?&?B+QaiyP$b$I>~(>g*Na*TSpx?^T`@Pva(yLKkeZ=bA9#H09_%
z*HW}%XL7s5q<=bx;m1n@gQsnVC=g9~d$d)P2fwhr1Bz^rDB=?rTdX|<l^DG{-Ggl<
zSq?j^r`_86pvRHw1auYNcEkd^xOsz{_Id~t`Gx|wk+2%kj2EYoWsNJbfX(7nlDi4H
z6YG<mOFtlAa&4^5iC`I8L;;@))AU=R0)uWJSQg2US~==)5EG@iK?*R+|Hfe6mK5{V
zHxzW}<LGpIDV2In%N5;+JnXHwRy1AYc`ZA4gPuuOe>*;W?=aVQmk)irM+5X2^fhsg
zpeX1`H1t+GQb`7EY+SJkQIBWLslGYepmNvRcw+8Ni$}*LKTl>(<98|2`oKl%JiO0$
zxOEGoM!$4;#XMj#)?od{Mq$|nlI+8l7Do`0$)OCyR!F$8)crKzfoNW)SN~6nOgFOK
z7t?;(uXB5+`u{XA&-S-7SOA_6)cAfv=b944hS8jh+Rv;RPg;L1VYl9waOObH=NJ5Z
z6|DSwk@C#^<fO+>>uoK?#>**>1#h%_<wQK$EAnwCH_L$he-n!1zrguxulF8##{RXr
zJ>tPBTyN+O4r@ku%IOz!($JhO9~6K=p|D9L#Zq=veOdz%<X658`W~{#2?Vtsu@NoK
z=}2yzRWkVbV<7+A{E#K~QhY*3>3J+YKo&|VElopnKyJe0B7oXO{a1rAPlV5=S0&z9
zGxE64;F52=g?Yf|59@K0a|8mP^(zAe$+|y1weyiYCgr1Ley?$sY)I|7Rh$Xz)6ONk
zXlUPAo=G{5Y6%*i={H0?;NW<UtmBbO>^qV!ouC*-g`r>Q-%GvZksi1<I^9=+YE-Q7
z*IJw7f3gb6N|9)u?<T+zck&{tXlq^weQpDFWTk{^dcLb_td`{yyH_szx%^w)3$(^C
zb1mUd`_#_*uSR%pstej=C*S17#pB3k?oOCKh@xE*;8!}G>gD+ig}j-hSV@gRi&GdM
zk`@NkJ}gWgg<pAe1G6t7MjD#J7Gp{<RwH^tRRO&{m%kRwH@rAv!Y^liKlf00wMk8X
zj@D#Mu6YQ+?r*@wb$lIou|74?#0|f->e`M@qvouEL2j+^cN@=jSA+AoH1wz`RDd)8
zWq}PXL8i07Dby$<2pe)fC<v>fFL*F8VYCL3!qwT}Q1X~l;0N2=;R^%ujJ?l;f_uN{
zAbXgWwCOtlZ<JhlTMmAyXd4tzq?*1apptR;`0dYAc<0Lg?(ItUM7c4#x0vF(n;vK~
zGcJ_;@et4FtOo(b8S}r<o~uVk3vVmAGt~|1vWWJjH>g!}b+i(1Jx^r1iKoZtXY3Vu
zy_0*-BlpzF7WMTw#5g@?o$00!Z!bU5cIJW>bER@TqLQV^zHW=D3Fo#qL&NR52^-Ey
zNxB|wmi>j7484yB&7R|({aoVFBZFhcs%|!_dpV|JQe$Yt9_=U3zL(m1=OkwS;N@>k
zkM_1RSIu!P4_+dZlI^l#hjv`!9Qj2e)RXX>;q1^YzM=OvQreklto;*P)UBN|-{>)E
z%6LEK1I(T0{=oTWkHY1gUw_<Ne|xu)PhPAmJ6^0YhmtyH(1Zh7Szb@el9OzEl!SIv
z=1=FA$G1V(KgW0AG`@2l|N2K<S+U;~B{`Sa^=mGE9}^){PPx8$*=^+;yDfk~8}33W
z?lVx}D0FP|R;+?F)7{gR%+)Ol{~m>-hOc*uuraI37kij_h$qSuO>xDyi+=&BFx9T3
zV%vO=Ql~Oh9zi?%HBf78)7MZ#=L0H&{>U$$yX(bzGIG}@Fa+PmY58)m)@7!85B^*K
z)nmwiYZ>@J{`@MV@e<n}&o2dqz0Yxxh5Yy6N6TKw!uP7ye{{WZTEJ_z10Umv%OqCV
z0CocoORpBy)Wi4Z&7;n2$yY*josVr4<eFTgU$BX;^(F}?NROb+2M52;@=toJ9zH|z
zcUX#yA{>}2UyJAW8>}6TRiE_tzbX62-y*}dzEpH2@^hTs?76vTZECthLUk)6YBId_
z?|Sa8_HH&E+X<7~wz~S>SxD5KW6*Cwh?m`VX!`q2M4<gc!PT7zz(B+5f7bB7U$e?i
zfZme&y1OQ8%8$@|eQ~>u$SADr1mNx4ZOwM~<=*%2L=Hymz6N+M<;%n0ytPwr_VR1F
z>J(QF!$J2fig@F#n3t>SAH;ImWf!nH0W#Ccz=7^KeCfv_(>6iZiA?%U^MH3*fRQZB
zkTgj8N@=afyz;zP{5U%DN$m<OuAC`OFZ`sfMzj6E1b;wmfQq$LZj77RXzOy_P4}4M
ze_p=-j!pRE&QM|F_Qx!o`*hj!fWDGrsW%=q{b4rOv!s{csgBhnUVW2QZQ{SV{OEx0
zmm%`09N*O^xt0X&4jVt-Son!3rW-EH{03RjjX(TNe?4Ys=`*?wGGJ$@7WFaT6-T?&
zG0bZA{rLJ*eSiGy-(7uld^;=>OUEf_SC4|sX5Yp#x%(3Uoxm=^((&Vmt(jD+?y_B7
zOZ-;bx2E|Z-;ZDF1%9(lE=#nHL@i~fxa88+g;g5%{r$?MgK`=hKO+tQTqJlP1K?&R
zzxKtpJ9{D=n9P&gcAonOh06fLK*LWU??2YXPsR4{T1-^!u1c{{lq|o8R|fB`Q4a1{
zC10BY?T}9HxiEW<+xrl=F_Sy}b;7QnJ**ukj(T*!<@V=C+PMnBuPjVkj>jnfY$+6R
zd~`qaUGkE;P?zm(ZMKlO&n5ofW<&c1Ry}hsHAl$*8v;2?dAhmW8eNzfV(0lVptC*e
z(sDHTs%?h<`1EB#W{#5sX@2wKlN@qOhRcN#`Olfs%5vtq&yMka{+L`<Els(ecpT#s
zW;w<r;QzoZmw$Q6^wB|ZUF~uNY=XG8RGhGzE;;G+q5OCE%Rj#QoLBRji2u7!m)E}&
zzhV<{n(NnDg_mj*QdfP>MtQ_k`Th?>_;$Gd@~Pyy7v1;2W4gK5?vfvV`3tq(iM!D}
zR>1LYYc*QW71hdo_re@pX_UwIs}xhUY)p(WR>ivl-Xl4G<`Y-h>!$!cNBixa65rhW
zEzX@V8Ok|!3VoyKMDdJx@~b?-I}ewy>i^s$d+(&nZNWcY@pA*djK3G+cU=B%Z!F5P
zt5oU7qY0lY7iM;DHSc7eS3A%BDB@erH~ZY5Toz=KiEO)q{3UdEUu<Y`Qn3I1>L(}H
zv!A9@>;_11rxg}O%x-*vf1ro~q7rWOpT|G!W0OSgN@|Ryb)T2#<PpXT=&v0ULP~y*
z4&;9B-kmGkSnp=YdUaDdOf~z6OQy<hI-)6tlCk%}vz=_;%z7+1)0`$M&9AM{_9h<-
zboI-&G@f+c+HmsIn^*Gr<-|FrN<n-~C?DI+bW<B&$b$SN7UciGiN5(?0Qog7)K-7K
z(7*EfY7%dC#nfaQ&&JPjSYs0uE$P$NsiVP(Vx@=8$wO?DubGCuuY9F&#mfZ*Owaj;
z?hAUm>9YlPg%hCujGeq}D*T&WD`us+ZS9Pe%cFNw609bTVe4Jnpo*?!%4S5e;l4wc
znQGlXH00N|WQDJsF?TH9O}p7=i+AyS_f6>SoxH#yjRWcFr^{i!U7fDHZFeKBfZcjw
zq3g1MB2(QUSIM8ty@rLXgQuJ<U;V1fbfe?dc)pb_>iSOZ|2#A3AAb~kxGRRP!smD8
zQ+Bn<_x5kuCT}x6@PXWp67zVyw&H;N%EHZ{h4UwCOM5;978TH=8R<jX7+D%V?fLC@
zpT!u<-R$x3mqVGWBVQ5cQ?)*gKR)Syy1N;tF-OJmkXHe-$49kZ&JdNB?r(j-ibb~x
ztT<S`tn4zZm5BI#A)Ns7Wm2y}g5fi7bF);ssRmu|iyNYL({HCbU6pPtIDLM47EodV
zB@hcJv49c_D6xRjKf|TT0!m)}tg}%Txz@jc7?TB*Ua^1@i<jg7o|l6Kl;ErrrB6P%
ztP>@s?H;y&umEiaV%0cYqo&xVt}B;cOnL9J@u+TCNQhwf@r>^0{WTDXb)v*NQ36au
zSSLzMGwDARbbtkvSU`!zLi{g@Aix4jETF_9F#Hz~7_xv83n=Z76|sO4lX}MjN}ml{
zS*CX^)4TtM=xi*Y!~#kzpu_@7EYmxd=^YR?)ZMBc&N97YR!?{Rl2|@UEFYx=<`4=3
z#s#6WM(<BHfDYW=9WsZ~!+hSyd)Ft%=5;^!acEja<fqXdept)@N;tw%LjEKBK2IiQ
z5%PS`+Fj_n=X3+N8_f5Ocroba+udqGETF^!N}mJpv49c_D1BifVfiS5ShOU};o+%%
z3I!}5C6<rUj^@DfQTqQnBo^yLiFKmHI#FT)B^H?ji_8Hjk_;X_H{~@hXu1%{H<hts
zy;$K=zyeAvp!9VQi3OBcK#4`>@TU>PSwM*elvrdApE&SXtamKdJC=_UK$Xa1y<@T7
z`Bz~BlveBxzbf=EQM*o2OY+OVZvnG<8A89!EB#fk1`?X+g4~IgJTi;SfkkxBbFsJZ
z^Fi%Sw7utN?|pOYj>Ypw2O^n9%x?UYi(JYDz1tvn4pS4ln2)Mb{VSxJf?kqT&?gef
zb6c+uJo{8kICqb}@$JVjpI!D<qa#eTtd_p1B|adpzcUzE9#U5u?!^G%TF9&YlDBR!
z-HFW@%rUSE-`qNtdHYlKpgrE=q7p5=GWD%Bem6}CETF^!N-UtXGc$lo0D+^0fWiXv
z6B($$0!l2P!~#k?GJ{1A&LVSQ0VNhaxDT8KlvwoOK#)lmJvhtsj%9kc0~=T;N-Utn
z0!l2P!~#kz*1H{nzyeAvpu_@7K<H#v93>V|V)-bs;wX847K<#P!~#kzpu_@7ETHu7
z0;L0k5hX#ydju^WPF=yp`UwkMpPJZ4*%`)zJ<>FtVL_oaWT5TG&nZv!xYKjDSLF?S
zv>$F+>W!$exAyAyZ-ZhD*6yTe%x?7GVfx>()(ZXp72nbn(qZ=9D7I!<jZu>35hOQ-
z$@NMh9xxBS{F?kBxbOv>y#q=w;+lFbLUg_!ym_ujAFgsXK7ZI)Gj%n4Xv<_o{a&%Z
z(LDO1htL~ym6r>(PjW&v=gi-2=8@2cT)t-UxjuITpGy9kQ%&4QJw`FIUn1E=#q`2h
z;Wh5Elt%vg*_f7)UcKQ6+tsTMv0VQRb?JS1&w|DSp`uTA17M?%=uI`+L_PEH*K&+<
zBCcE-kYc>asJVU<r&u<Y98M8D^`L6^E9)gLsJy|=CE5l%)a~8vrQHnf^psN^cRl5w
zdZUM1xBibh@}JC~48%UA{}KCieO}i*vn;K88zh;&AbT=(sP9e-WHZnsjM~xVc4|t~
zBs33k04^4SOIjeN-~D+$%wZ||mF_Q@Z~mmiis#>;PySpg!SnS?4U|N!*~V=h?;NiA
zr#m@@<FD$v`(M@j+3()2WKWbEqkD^2`o0Xq-Y5t2qv=0Ph_y(E8wV4D6Sz%A`l`(1
zeTtya*_6$fqvFE04?U?*?MNjGul@PHeq5pb6NvM(+n~nG&39DDAlob)J0Hoh3CuR8
zOncR&nDW(El_oT(sLxNJrT+N>WB7Y7)py%us!PnMuM`+s7_})C>F$YM-Blf(OfX?t
z-Pl&FW)P0L`q&xh@n9M!xgzj^_?Is1N^}W|IPPF%G5@ENwS2xh<*)kde`w$T^#B7N
zn7SFQL~l^5=IUrA28uj+Z@#x6O;(NX7dzhqZV&E<*wUNW<zvBE8=O6+Uro$q=5EoY
z&lA>O&hE5bLr7ktTmPTWV@!gP|8=HyIP&XUzy231!v23Yzn||T_teQo_4PQ!I6a4>
zsw<%Z`e_tFj3={io3!z!@njU}n1-bBgoFqWnO2ccXiEpB%4@WQ#G$P8xkv>CryCUR
ze}6LcOW${XS+!j&W4OHYVdR??Ul!?<FVmvsqTt17q}ipfi}cq;09Y>1S^i07F7pHb
z{dKuW>RKYlTS^F>tvy0t-la2u@7)ah3r{%?^+r!G$ugtknYbQHV2<0{izuP=Lagj=
zKvmzArJcth6#C0A9{4&<!Ml?hWBae0%73|7TxDKG1Ty`fe_qG;q%(z}%@KUR%&Aq<
z>N!d%&Z_CIX?F@WIC;y^KzG914Kr6ZQwyw0lb_^k>);KITTx2+m_L``e#5mbf7Ovy
z1MmJq>i_dS9Q-e=>n}$h@W5$u5^W<<OW7$dxpZ}5l_qwqkK%QA_A9ZY-V)csbGdHU
z7zDOjRCUMO<Gc|;G2Q7Bt=+`IYBV4xrAp2>pijWU28FU#|6+-6<}LWkUi+6V@$(rf
z1-|6hzSwqWPlqk`){0-PcT~Ih1xIDht=`e%g0N9oUrAt_V4^DcVU@m)N(T;CiXtt}
z;4Ir?+k71C)o=FeoV|BMd(ON;<&#?G`gIPp`dG{Vd3U>x{wwvbzg~s^g<^iEk>;tD
zO48jnBjulsc)qM`-IEQ9GQ*u#&i6<!yD9}>QxfZ!%tK~lMld)`AKy0Uj@)1sw_PK;
z{?G#U)WJs2OLzbH#Jj8ZjZo9S(6E!k{%Ul*ZVCI-MdRpS7f8h(*wq#jOALH|+EM8D
zc?=iy*(WXq^nQpAuw=(hIgPxB92JyTrpCHjyfMR3Gpaw{#EQgYMNl)CIhDvSt8&pP
zQ%?SK`DIw2`+v4JySB&h{|}wI|1qKA^foY{v0S>|`D)r+mDS6{IQJ|$$!3w>mn0FQ
zychwhd%Sl%-YGb8B?#`_=qWk9Cbh5)S_ecXpL<xTt1cu`rC{#$pNnmK*UrBf0C)ae
z1Ne6!*<Wb#Ydco>J`^EiPWtbaqLN=hT=H4RjkD#2ytCX6zPRDcDor=UqCfkInNfIO
zrGHC^fVGOABqYN2{`o(Vzpi>Q$5;PcnD_n%K-phU<o^==&kX>J698|i=kH&UW!z9n
zRL#s*$B6p<Vjnl*te685YnANFGJY@Dt-P9HnG&X{RHY~muqGI)SJk?zzM9haRgz1?
z{&H#m4@};_nC)xKs)M2zHmHxWgTx|9>|%|m5q8LUJMlcMme%FfFlYWl)yG?%y|^4|
znLt-gSEAbf5PSO!8l}SF_3T$Ath+r?!%ZwJ$35BlPvtRc_(9-5t)=}B7VZ|g%bpBV
zq^&mUMbtWbiaYNGABh_aTwGZm0u;VV&*C18mv+W2g`;YRn_uL~%`RsaX;5PgDs19t
zLcQy!%@ge?PPY=#cH<xaVrJ|7`!oB})3{F<-QHNdD7@f)2za#=j4C0m{49Y|h?_+s
z9tB+9+1TcL29n<+;`{wsm~(diu&JP%k@lnExFpSZ14D{snXGv>*?855%nc=Zr=Ggn
zZPkvkd{yT_1lM)Eu5Tddz-nr|R~GEq%Gg^Z3g~W+on7+X2x`JP0p(;ghr42l3u$$*
zn(JfSSPWX0B;{j&%}*$@rn}nOMZbmUH8hP4@ptFQ==rcFLYwVuE~>hr7??yf;t&W8
zJqa#xv*^TOl6tmANpq|6#ab0jV2nse(?Zw*k3?OLLza{J?(!4}6fqvY$u@Q%yrcIy
zsmSW?8wb-ulXPz1;Rc6SWEpa4JoYRS5u4IZw0Ls^vpL?R8a3c~(u1p%Xe442>ale?
zE*O)-uYug_$bJstdU{JcEDvEZ2KCarU#^_Sr9r9%kHpc`)Rea#3^nGxa;e^D%Xhb2
zb4qnxc(`;tIT-7IW*v19|4`_N5#7K=L4q^Eyx|tXV)WG8w3MLKL~Zv_PIVCxpCSZi
zqXg+)Rakdcb5y-cKqA&5C2cEw-8BS(l0++GDyu4yh^=oMZ^LizMSebR0IopK^nmyt
z)+X7T@TW<ZW9&`v-WDQ)5dqyr)Y5p{ZBTs;Wo5ZLeq?pBSVrps$s@sN6otx7;#A+1
zshQpw^_IW+Ax^bq(7mj#_lV`qo<L2Vh7!$nAF6?%uM<|jKHfg?L4TuL2efgogTS2{
z^BU`11MV&YJbRHUsBoYa?(LfHDk}PZIjf@_KCKR^(b_nr%(YI{+LF~BAE~D)_X=-y
zcve{2KvYKUO-O1mvaDsuB-Rn@t-F?vnhV-LD=)>%XJ}_e{98%lFb@vb^e)~hwIYNL
z<G+cMZytXbQINebQM}}#LDk~<h`UAcy%6d_Q+H?{9NquEM`gK`+9?<IcA}{uVL^v)
ztvFks;=XjPAFBeHaz5gBt=*(YWyI8o<W`cOBSXWLjyR>)llAhy<9qEL9z*9j-|lTr
zeo%ng7iV4R^TsM^NuN?DS}j;#0_v%D*3pg~cU2B)F5r8tlW<}t#0G6Pe2tcxf<<p$
z;>fqex956HSs5FBuZS314V-C7H1>?IG&_r=kkU~?&-pZZLcG6Y>Lw6hS`7$PKXJ5A
z^6h-W8rCti<o+9z^d$FT53=CR*_IHtM?G*y-s1LT2L*iL&Fp<~_8oqn@Pws>O7m^d
z17Nn-qu(>~>94N6w)e`Xdpyru4}|MZAhwE-8Vs2xuyPsY3~le+>w%Z6Jpx%qCmF<L
zNiugg0iNS2YoH<`TGOV~;<z4prnQ5VexQI<EmPe;fjwVqR&HT{3IHn)2)EWhtYgoR
zu~&x2-`)EF&lS-bqt0%V)H50D=BW=w^i$-LH*R$GZV}&tPnVP8vvNXFBh(X3;{+aI
zVbLV6ru2H^ZPg5Fr^u@ow*(K;qTRYwUW~O1)jcG$1niL-Z!h1x4SF$Ad_Qa6l`G2s
zT%r};)1WEOrcbAv>YW+B4bl?=sjBs-jdv{*%O51RAIRTy_0iB)FQr;~7?KBrN47!Z
zo8INiB(J+qok_(bXW2BpU5o^65_OMHZIu&}xw!fx(>pkBa8->ijbt_!1}4;u`h;6d
zdZl?1^^GQS+CO4b6jVWN34&eGX4@bLNeVWkz8`kCNT&&SE|itmdI_9HO82n44gWf~
zK<w{9a1dK$t7)C(qhX!}mv(N%k-K?((-t}2-onBPB+_h<)1hvApTvP2a%$l*>-c_p
z^LV+t)A%;1A1iXUskxWE7w+gnbX~cn_#&&)(orQa88@`xSh-Hs=USwIxrpQ88wrtn
zgY&|wx@xU+&CBhVI4y}!VHNS2$#HQh2i0xeDpU}Ai;`a0t#ciE82knnXRm<S1{K{;
zossr=T$h<dDOIr)II~jyb}HAT`PBz<vaaRnz>THOY0K_Xf6QR>NPXU@S5@``T>>Z5
zZ26RY4_D{tN9au`9>Jw8jiske<GwFEP@DK^^|)ALZyF;KCdb9D(e6d}gojwCZ-XY)
z(wgUZaAe-SLh&E7sl>&EC_|5mv2gOHLy$bYKg-LlC{g5jixY*=W)Sq&<JFqnB^X5K
zUC?+CCMYf?)%Ha}+HJmvEpdZV9Y^<V!lfA}rIybp#7Y_~r^eeT*_*{`(M#K~?It?P
z_bKfX)_KO_*f!}hV<?#u!i`dM&|>t+FYa|ah($gByV>-t2L#{a4N}qlP#l@QC?^==
zaX4qdtvz$pq^e__VCX&KZ6E|KlPJ%kb8tF=J5*x^onQNBU=k8WRQ%TRrXC^Ka^w(2
zS&_!J>0*@+%A-crj*5ungp4TE%EH4J1jT|<e$UHHq4pk<ml=8QH5u(lnpie}It)qH
z<xAu84b$@|fmiMWt27XL6pAB~NTPCYUn(YcO{>4?NL_&>HIFQ$ih41~m0nwC-obfG
z?36~;TTA;4hB}i@DZCjr772ye_fQPCK|S%d{xeC8Z(Cd;H+|&pS9K-cu&f=-17Mq0
zl_}#z%YMeDSo(Of8p!Yav}wAZWxo_TesI|~tSA~js?$4e2|2O4(xlcAsce5!!1}2(
zG$gG3JmH!=TAGf3TuPK(#YJv|1U@d_t#U=*G<YV3aqW`!X%eru!cpZ0IeV~4WUejV
zl9|4$L7=0Ja5So}E0I2pp8uYx(-cr3;g{sp)6RX5R0xL%m)MXjQ<pZPVcgBD5iW=l
zJw3e$^KU>P+WxWK`2qs<giK)L?VWJK!tx|i(Xotf`(t$;R#(&JEsS2&kyX0z1(1^^
z3@#{?I!Yss@9&eB383dsY{n*_4X3&Veyf6R6-`{gVNzB6aOp_K0()j^k?vKzyORer
zmWOAGG@XMP%b{BFI;B^sZ%G~f_<AxN_SEs{lM&a%YYASC$*w2#`6h|iev7xQmN0jA
zQ5ux0ZnleZY2-s+2w%{dz~k(3{sAX8<nMZO9Lc9Yx8t2?+K_YUeQocJ=#?@~U&@^I
z$V@qk7@LL9f&GweozvmzXA|SYB+%(LP6a4pcYLXmLV)U-&hCfxVRhECr(H>2@|*|`
zo2H6!-(gQUHi%Z?fWDI<Nl#I12Cqzwsd7X#&n`QSP=j-vLhJ*Bf|AIiN!uWey`Iy&
zx!=<Ro82-pDN0e_)i`br5JtL7yfWh@VOxT6!NGIho35C!@*b&J1PKv}gjvxyQChPB
zdo_kPe48PBp0q|Ux9~bMEFsmoAQV?>6PVPN0#kORLcl_cc-bHft&-R?whh`kLwhhf
zYEz0Yf|q8*i{NbRF|*M617mEjKtVwtzw{j2s~!*=L{MsfZrA<}_ax;6UG3=W;M2<p
zZV#ut2T85w_)UnR2B{@NSk!|J<y^WAx>T|bN90erW*tRREoF_NpA<ZYPN7@!K7^rV
zk6d>Fw^(X$0|KTwslN?EAMsTzarN1BtE?8_pg5Yvf<F-0Psf-(vVk;Gt+1{AQ|&TT
zPB5go?*x_1S9W=6?@!HLvKHvg%qBFW9K9JknN~~-Z{=+{fX%tt_)58b2Bl2Zm2<|`
zjU_F}tSIyo>p?w(R`hmb2VRJFS5v;zE$THqw+@b2&IMEH3{GJPR(@C4Q;D55jgTgK
zO<TS(uk`iShc<CS)HU{s$h0{Zhv~{IRz{DhiiNdCn_xoYLhNmN7&0{)Gm%((l@E-<
z=1%+;*_6`Ntuufekz?rV5TmIOxKlEx@_@X?>iYL3D|{(+YlGxXGqpC_g1?bCxAVo$
zX^2!ByD#3e-IfQYPloV~dS=opy=D>M=arLII2t)WvCY37m~Q5w7ixOy>|R+|c5|B$
z0-Ja)6afn$gcG7iD-$vSM9`NX`O84R$?r9qWaJI=`pM&k8{DUK0}{x_()d%pCHk7z
z`r}hY>~mA&l6p_ycKuu0j4SGz-SRdF+O&Kvyx`6ttig%E#W~p5l)~WSa^PL~Tl?t%
zlf>jDB&~>(Hrt-&*=?{`|3EFSm%{`uUmrei-}!(`ym9W-rssr9|E=Yb;jW1!GW4=q
zd9~h{Y7rSPTN|$YkkT%->JRNnFu~24PsBS0$0a*Js)?JH><@DmRE+e}3M{(!ozN9M
zbU%llkt0v3I9o0FtpkdKGcP~~GeJA>pn1W`#UO;}H4HiF81G1fPCwwg$p<LniZjco
zzcsii-Bk)6X}760IMI!-1-=PnFeu`-D;w|$wSIpG_Hu0JJtFY*`ZSgERH%pHLSPbw
zFMV~DFI1wwA9AsxPJM4+q82aX6~SqktKxsv_2qF%rS0D~O*KuK!{Cy+&7(7#l_sI$
z?(~eyQ-MA{h*~bCCMGIwD7d$};5O|nqLVgYkeHzv;8L!mf<}ZpnwknGsNuf8%=5nQ
z=Qs0tKkxbDaL(ayINbMjU)T4#zTf*mD#Jndeuh|CHw~?vhDAmWh3<Je9}bZXmCe}o
z7)Q{t!p2atI^u2Ku1e)4h7xdiMDMEnAAi^jW>vZuiR@Cxp)E#D_r~O+;bN;<D!t59
z%&Ans9I$I8guSuK?)l%#L8%Jlta4{>LeJ-h(0kW-<>R`aftGM@zICOS?&rs-MYzF6
zZ2{#)WZHy@2F*I6p!Fj}PL(D4g1vDYhDKO24s!hi2NHb|8D1>7I~zp<QWYoYcvBj{
zo6n}>lt~8|+IuSvz2P5ZlHcosUc9w=tQ(aY*j0nH%da|ggJHv4O_&dsjZV9gATeVI
zFWBXl1mRq_GU!CrWN7_6<JN|nRKwRZPA(Rb`Sgf&|ME<=?;NeipPNOdZ8S6l39P(s
zubJmNjE;@WaCUk~jXpa%Gp)-*Grm_hAU{@F^~CTkW0Won4e3v6S`ex%*=PM)Tf3cD
zp!B#8=ae4zWFdiT<qJlD+Ocg;e>|=mL<`~zQbU%;%>v(sz7QBZy)utzq(gR9Qiuz}
zk7FE@%<ocfd<nNLJaoMK^z_9-!+a;8ni7djC2&ls$C8qID-!Av^K%|II*@B8;hg8L
z3Em0y0)Sxa&uDd-C1YNxJ(9jn={-~I_6wzVRuHnq6UL{3fFK}n37Re|^;9|cT4e-%
zUD-ij{j6O5chLt&U%I(M8f=dw2BW4!=yjT>5V{e}Pl}KXnZh|?u$E>Tr8<J{0x3`=
z`nJA|vD})ObwUhYb(!D1u@E2m9v4vMGVlRX>B{T18cSk`mik>A6zW3Y$1x#za&%}}
z0P8ZwOYzU>5Cl*UsBfB`GvE;#YBA{J8c3Qz_87bl$k~x$psgL%a%}rY-@spPmm}+c
zds*)R2Zo>OVOJ-$IjXz(`ktYOIN{l~?zt@MXTO2$W&jTd*p#v6Fu&CLIpp{F%ozQH
zxw|S_w`k?GOij+Ps4Ia|BiXutz+rRcL><Ji#FFo8$SmDChTZ;r0NAv4vr)F!?9Hc5
z%;1jyqw(nR*jLAEUAY){7x%<nmE?^yv;N96-Ge=M`7eu|A)HBz$5DbFilC8>G)k-4
z>1*0(m1J5m`}`+t_Wm*V*dw&2y>~%dKWwDwJWFHMW9qUUWf=h$I43`;*?;yah+POd
zS)20Q&1v3=TlaaUABu~}EujpLzCs%10qM&}5Y%}8^~N|nP4y0|J$%a7_s{SRo;dL9
z6cBrw^)g@xG}4n8=W3IIby*F<BqTSQih-*!8TF;n6H#;bf65O)0C{YLt{mjj?=4(K
zNAk!gd#wlQ$9omSz81&a_r-@Ex>Hg(&%veJ@2WKTid7YtW4m8=&DNohw~RmM30(mI
zWu|;P{hgX=Ek7Y!V266{$_d$tQ2xh#?e&&8lHBtkVL=E4HT8b?A*ISC#B!yTmA~pp
zY(+T?1CVm_<<2q0Yx*b8GbV2x9i3a=G+(uM6|$M{tB(o&d(N<1(B&uJ`n6#FlOm*I
zD@+G8ZbJzEn3WmjANc-K)!C3Q4vcZrwjef&ZvRS$=rJ3aOIeOt{28*po%38+awGaP
zDf`N%@`8^%?@2~ZOYalMU)VDfo}=qF?lxi(O~2QbVcXaKuRZ_yx(E32{Ex@99#HLd
zD5wU=Zx&coU5s{8UfpVD3W`DY*j3SWNuXhi5)!2K_fHGg%?(Vu7Cr<oyiPGBnNn?b
zRi;aId$oxXs;_*t%||hX>G&~^@0pX0?2?@60I}}^zRYJoX(D3AT_t!qi_*R9^h<81
z!d_j>%E-+j7AVk_VvP=bNE+;1C)TQcyefR-q+UFIN43F98Hw-eO3Pj=VsZ$I?&Lr&
zTCCw4h!Mg-U~k@%i%U%D%C#dNU|XuN_E8xN+Vi~(;cA7O=CZsqH>>M)Ja<Z^>;1Kn
z7gnkQdG^I{7$kD$Qdvd8$VNm7ko!ae<`Pa`bh4ff9hp1`!z&X;%(_EQl%j5J!@vU!
z%x)fMPJkfSSV%EAu<JA3l!_0{=k@NtDbij^eg*r*=iz&J!XfI5<<`mSWjIJH#AL98
z?5SNslpGlBJSN^%xn-rgVOq6xY|&?;XGdqkBx9ZvF}mWj<P+f`Hjjj@;kxN>u-_D>
zt$Jiyn|@p#a`&9#TsCaE%0`q--DweWAY1g=1(Ej}GW_?)xua?(l{H6P8LU%vdSpQk
zv%ax0QB%qVp{E>>B<VP)X+DMQt#q!W<M;?F0Uu%radF2Rd=LTbX?Yi9@N3Cg(d3?+
zgUePS3aHzrUvXg7ePoG-vb7+YDOCq<Jv|y&0xNbm-P#1)N3S{MVYxL!>p=TwR2&99
zGru{!s{%+8F|^FZY?!8mief6kHXIs9ECqK&k<VVKF+O|LAAU4H!zd9q;v*+N#Fe)}
zaZc+CwX3GG@XWn7jylL?o?d<;0Bew2R)Sg8Pm)Jl&X0iwP128Q(|pKEZ;f_?x9_o&
zMqCcbE(G*Ab1U;U2Io~xiYR}uzpf0QTqA`2LH+YbCDO_a4czVx>+>wz&)(^b=U!|(
zn&xO<*K=r@K~F)^tNNrwisG~?OI9xB<)Jua?@*eaZAO^JP64mFr;0jd<!(pW*8A=d
zV((-p_^?y-gWv>*)6TC$D&a|EP83lBs$j9v;rq?M4iJ@xnNxdnT4xKMM(|57H6Wgw
z4OOsnrh8pP0rD}>xESg&Z}-M?U)oUM<*(u&3zOTyiAMumts`c5JI~V?30uY$zs3aQ
zop^JV9avmv*5Z}bJU}(AL+6MA`nHR`g?{2xYV0u<Y~o8=IzBS5#xtG`5~7;+c{zmA
z+CGL)q}Vv03Nq}`QA+@3ye<>bjXASKF#w=59WK8ffj+<9XI{^MydRjIW!5tQjlFhQ
zIrSNV?jZ2?kZkzp+4B}`o#1#rSZ6W(U{)Q(yx-}Yto%=P=xO`^phh-GNQ+fwo4V&W
zL^_)>$X%-|iM;U^Nlc$>vS<<JHeaR@<3(|er1H#z*L`({%J<e*#>5<|P;6>zK5q8a
z@Ov}bG$Id~p;0Th^_;YclER$HhR`q1jn(!(9%v5hi@w-=smzq+`noU*{!uw5PHR7V
zb?yl(pStsX-`QJlf=I?@Ar=p?b`^}b_T^<&R$iw~J1;x%;*x_BXmM-!YV|O!XL%YT
zZ(f^KLRm!aLi>gZHV@}$>{X@+Fdk+Fh6N0)*=ya(vvl#@RY@r25Qv1u3<j8iIr0k~
zyj5k#uN>oMnlsY5>F-k?#&slm<5JSbJXR}R5w2jJw_7esS1u5I9B2P#Z9B5)@Y{0G
zNfWVc06dj~Xu8`NNj1uL@4`<z<%U_8Rw*1kDG1hf3Cu4aF~5l$Nn~&PV;1P9bQ>2O
zYV*kp>%b>pwpD4S-LZ+TbBNA7LOrxy%1ua`=McufQ-kNV4*b`lXkDvCiGYD!N?;5F
z=}d=}f4SgSP%ZlwJQBu{zSsUqjy}To;(#DVG>Vh6?piqp7p90O^}*djZwY`ID{7~k
zU|Nb(uAF3%2#u1I5yo`ZlvVVUf7}!LUmJW>+G)Xd^ACsA-f8ht7XWTZi3=j<N+H-0
z?EEh$bI&++S!5s_0DuM%atZ-}lr;VQ8wl7#nSn<HC7BMc?}}?Gn@;5W;cCN6edJOr
zO#4pZo$~Iur0TW9PSzdv><}|}QXvLS5xGEPis}u1{>v!Y<M0*ktEMm4TSIEygqG92
zbEEXpW1I?Z&UBA#*;kp&@Le$JV6&;aVYtKOlhu!=2q=qz3+k?#GJ#H+62Oj`0c-N^
z-u*%r4mN@l>&=bHmTifivkUax9iYVvZ-gF5C>Y;=;IcH0>m#lA@giI-Ym}lx_?<<4
zwU=+w!`})4O_E6c^XsGLD=>0IT4E=&p1!kbzXo@OgDg7)8ZPpUpEw{wo=t!i53zaI
zmEjFb6oCZ*Kx6neN#|Z0gCIW3V9j15w2U@rN=m=xi4f@qm|d0ny>XH07amC+ZSg&d
z6RVf14H#&XWu^!ua7jNSOx|D2Q&gUQwnAo@wO!1zH)~o*#Fv+=p{^+#31<g!Nmq;~
z%brB$lbwe?42Wt&WYYS=Z6DdV#R~W7gt^d1N-9r7=Mr`R+?Lb94D0bHEHe{Qn2lY+
zdGm=E*i(bKZxbT$bZUsv6vl0Rf8@O;g!e|`eAF3#A3-v;;sXbM=1oQs>^VaV5(i3R
zQ=gTm12-C-@AZ!qC*{#z=I8Bw3d*GRgy(hiYpy@C?b}re3MDsIZtH3uGyYLOGf?VK
z=l2P6ChC1XOcTX4cg3aNcg2WwP1>AOjeZUD)4gxnGIcQ#9~Jy!$yMD;e~cQQ-#t&S
zpym0?vLkTmKcR|grgcZRUGZWM167v<ZgFoXy`t#wn(4y&jqxPmNVR?1d+Re4AwhsB
zeQ!M0wM|_cTT&P@o%Y=%J<E|2P!0KWpSA9dH8E;ooo%xL85?xcOr~T>)b3Q%p*Lbw
zX3%szJt9xAVTX^GErlkWm~9zu0CP^YOJ)!T>ztH5GuFAJ&{q#Dj}P`ynykM(H%k}V
zwGC4i9fmm9atjLtjs~#HE*CU%yJIgxOvR25r}~W4?zCKy4cDRxlAJumu8Q_zZ^3$0
zRYa=wyA9;%S9n(Bz%WZ3_qymE7B*axf$c0%0GfK+{SHrF8^UVUMKxWzR2=gbmue{p
z+SFmj;7`!XDBF%;{qHW3aR2mk1U!2w4*c~}&zF+<4YMwKS&1x$=(7=yS&DfS`<L;e
za$qKx3oCZ)7NwC)Ni;s7VZ$lvJ>M_CP9vK(703z%%#e_KezP`s>{a#ZZfRtiJf{tQ
zr-6G&S;?~$dG~_LQXp_wM+4}*-!)oCQ_s7td)1a#q#xM(c2zcU-A74i7^l%kGUl?Y
zaxiDdY_XTtuBy{@%j4qPk1y<IPEak_j}8G{A?Qm5!gyn>&|AK<gcx6F?H&y=0`+r^
ztAl(=z7Ipe4yqd1)Ho$om(k$t;t9oIT6*KDyr|%$;2=%TBxe%jBO9V+>Z3QPnYSI2
z{)mOVlo6#{Kg}lBnZEV%7AmVJ%1U|WYb)acj5YkpD}$rD`}Bms1U=+)pA!|^ks>*x
z2w$oWaq8u^{n2nabR_%sl)oroBfTojGnqBI`0}*x!0HeBmyx8?mO|2`Z@A6qxJ}eB
zP|KpBXU49AM)B^ogJ9yaLJe5k&V~Jt5(~{mp9eOrC-Bkzm+gAiBzQKfIruXb>uld&
zIaG%jt`)j+43Ts?MF7y(F8zA1qFt0-elVrpTW}Ot=Pf49EGLsW*lit>$vuije=%yr
z?R(O*?h{SWi$(JJ8DG$@id=5Rr1vCMmHL*|IEZ3?D$88W3I%~&yRb`3yDHgjx~S48
z%EuTIx|XsiEmw(w>^z_H^hD7YX1_xuL;5Q!1CG5`^&d(8PhC=Kk<fT50n9P9{oume
zRtqLXlfwz8!u&3=Bn=2K2$6KEKR!oU|C`7e;YIKLIf5S@qqZ=5Y#AG?lxm=443;aV
zLz~vd!Qw(Q^Aa{%qE=mkzewH)et$`1sVg!st7#y1o{jl#-a1WH%$5IpYH3>AJUCP@
zi;hi@A(}92R1>O6PuIy;xy`#OSCZX>-mk-kCQW(K^K!7yT8>g=U+N$Pftp&YE&gh_
zDk^;ePis}TZXx?6Z%62(MiyKTO_GvYfB}J4JWmp_s9|O9^uInXwP(K>p|$~vIxf-x
z_y+zqidr$IKED8mV$hqT;SXPZyJ8eR;1I|`Ml?@K$>e$fLIV!mLh2ZV4;C6&3T(~o
zRlN~t`L|<gU$=pP2JL%@?S8D>mVlPATGwG;Q&MDIfQvA|^C+S8t466knAPazTQmAC
z{aF_{B~vy;s%vwQkSfH>%CA+NZ$W?@0Vj4<p3UaZKMe8;-`6<vc4<g1^jt;am8fyN
zCuhG%SsF6xv#GBG7Q=Ix@tgIVNm8!mFk5GpZv__uf!yAYDP)X)9g3VJq2jL<Mq9!K
z>K!)?jc#qsxL`0fqkYzSg&oMI0mnTsKi+2mI1-Rs>v;6qxVOu~j7uEjw)^|TM+(R`
zB?#Nft@~Jsk1TN8IJ#pNsxUlJQuKBI_~Lx(c8#Q7=y&mth;HLn#C4u&YaqE+kqIx)
zn5R8ii7NW}N{zX@HMZSE$;DRb;Kg5NcU4rCAr9E=w94ME<tybKp$lK<7lDgiZK7O3
z8ZdHk*F>n2UZN~)TfTCAEUnKwbbsnmS)Z1gyR}h^_Zo`0z*`%<q=eSpZ)DgA+l<_9
zY0F?v+l(JUe5V;M1c9456Luk#og?6n`#Dpl*46fB-yaQNVP*gUG1H!(TVY+v<efEo
z8h?zA-YNQB;m_jO66{6EbzWwX)%?<FA4Mc-^-@1#`)uA=Aj8)#(~VknxZ`G}Sf~6`
z$1kYK*jI6{?FUXF)Wy{qxpncm;|Q=0)%m)m`J2R&$M1ElnDx6V*0pz<aytT;c>o|{
zsLYfKQH0X4?%Ipi8TW^h@;(d<#o8hhT_zY~JXQw25)mYK7{wZZr-i9T?~*l*cZ}5T
z4z>9vF)?muQfsYu@DYqMhi&juJ>+=9LE0CY$#z9&tmc{LEeA5j?4FweP~^K-=rK!W
zfN_x%2n8QU7ePk6xfYwI(rdbpA#F<&Ae&1_+2skkvrqUuftYgTuVX_W9;q!8Td}q#
zAuT*NLs4OL?qUElx!M_{q%+yGL%S*u^uJxPzdFcQ7BA^6&3SntSlt)sEK^Yw6Kbfy
z15YOr6Va<tLQ8gF;Am4HJul8-AV=9rt-Rjs)YyI<DM8$5k{9$Pk#}k`>B4;hx`Ong
zrazkta5zDIHaU}<8)f^eZ(#cEI#x9MDtpD#T{56MRFUtRm#*%%QI>a?n<XdEohYAy
z(DwQA%zrk;-)DP7*Es%z_Ts)6<giAkM@)J;aj==SVCVQZ7<YH^)*foo=h};%aT-#X
zZEjglWV~U%kM$HBcGM2Fk*V}O^9#v?+gVbI+5M}C$uj}{2PxAw1)|V|Ls&x&ot~21
zXcwVa>ec$4w`5(!k9(b;6ihoa=W`NZFCXP1jXAU=Iap|ra2_?n?CVPE{B;7u?<S-*
zS<^`|<Hl?{A(yR=&~pSER6<*O)^j)Z)LM@}RhWf8nK9{_ZVkyiSC?eGoHm4oH)YmJ
zPhWi$x8ZR{w}s<MCY+C5O?}u&W#U6j61}F8MmHP*_4=v*lsYinK3Ts^E5koy!QfT_
zZ2Qk#@7`my7N`9cQ*j9gg1mkmuT+FvGBmsg@fnxFN%PKKBy2L-C}Lyt_`7x8Nl+~|
zDsX_%JZ`EKfH-f!CriiQFX)&FF80tqJdha#%`<@BZOKXBz81qcp`ZHsB><fbqoOR_
zt>`dCrYhA!kxP`Xyzu7p72A?J;f_qLbKXbFKS>3TWMq;C--_@&8rz?uh;R5XFQM9H
zHk?$;5Nn+psZAm<@qY^T7Fye-xj1Ov)nf;a^QtDFe|ivdl5H=o!!x-4wfg$eRv7oO
zdV@yd5Hst;(G3e5-7k2MuSp`;4}YT8YMm|C8J$Us9TnPV4z7^O|2dg3$2!qGMc8UI
zZO|AuYpY;;tmRTGXc*61w4z@I=G^VtW;Vf{io=Or%#c)y4>O>|imw4vR>p?*$gcm@
z^bb53>Pt_BMQuX(3(GDcW`omy#0918*Yt{;GDjA5iI!BYeNQ7qN6B%iVBTkXMbqWa
zzOV{<h*8>tGG%wd{x+p{v!QU%JkFJbqB9(Owp!x|)YnS(I$Y8D`AoI)oeP?gczO%m
zNB<N2PjlZ@c^{Io5OqRIrJtZy<l@UQt?g?MllpBg_*)M%FHok`cZwcQEAJ)Bzu?18
zZ9w;*)=xs^EO;#ADMFx*X!XIJxZ-FNcj?@Zt59DImHv!Y;IR2XKDG)6Pw%@i?r8tI
zCZnDQ;{K;^NuryzCAb^5+{PQzc3JWTIUAd_=!RmmQqm5u9+!pZzbCo%9Wu);*CL4!
zIZaI~-Y)J=p;7`xFo6>jqMeZ>qYFdb7P~5k#H}Jnp?1#p0qXMLr1Qz_n?D$g>g>7Q
zwGN+RqxZL2TfC0irz!KN+L<bCWk)v1c=>to)nopdVcpTs_~w9GcRQ@RowBl;DQNHq
z+5b!U*m^zG-(|A#+j2F{ne?K~Vo9B4TEULhT><C5x#&`=T1i;?*wO`sx0kq5abo)-
zfwDMrJ@}O~wR*!deC=@F88SSNWySAg`D|d7xYDHwrtzEQ&aXU{Zp*3KlzKO(8K<cc
z*Pe8YyEfH01sfw>;BEH?w4u_^Dp~GFJ2B*mXDz{IZtHZM$m!dNqQkv8`koK;MmT+4
zU_!^LElENxc0lONaQI$)@zUaET~ndQt3{tA_Xq7@3eXor|Dc56Bh&2Z?a|Xus$Ldz
z?T69SI?9YS^P^?b{!cpvS!0|y;JAXPEc`QdIR9vhU5OgE=v!Dz#SF2~gfhHo!JnCQ
znW2N%J5^P;=tooaG{uMz(mwe1;{wi<%IHT;w`LBPLEN*#CE1*287&;Um|5<Yj$jkT
zTIRuWI67lJd$2T$;ToPo+x&$XmXN6tps4aEvqq{!9HVp$4vQ{2GOv4K^#j*hK<x2M
z-Q!cz9s3aBvTDDUsy@U<DGQh`LO^rI$CNE|!*&zZ7(jLddYSy7%{!pZ8v*ljI!c&S
z6P4SVP7}IbXpa`Ris`caSKHuhV(DECn3s2Qov=v~^EZqIaQIK|J}f(%7U57HhjZw%
zf8}-8)l1Vjob2sSC>U;1_}b6#*}>7nR1rOTxXiSSgoVRE9AzVLZ~YuqR?%tehI-D>
z-gq2G8H!GLE!tQbp<zo(9^RM{3OQK${^}{!r?JG9TkS{|lE91SW<K?60BnqOr9{#)
zvy36Vo>~9coC~+*S)u<}SoSUChFX+~d3t{IkP}SOGYNHCDk0UOOG*!e$(MOA*3rD$
z{l?32>OJ3bF&%4krfp4Y@^p~zy`FF7z_32~NN!GBh+JIP)B=UVfjjRHI|Z|%jPnMq
z86A_S-NH*I7O=>jGp~ta;Pw!9seK0w7J`@1DH*VIuc@ZUOj^gTN)k0ZY8x@@e6}*{
zlSp*LcjYnn{Eh8lLGthRNez|A*j<$ai0gUk9nL#5&Sdpo_q->M`$z|jL~Q28!XC2;
zbC1iH?ee@5cEo>7@|jA;K1aG)!q%0Hai1Dc0O-6pWdWZQQShPd&nDEVhwWvROy*44
zmyUIYnCx-Y;?@sK$}?s|aG10PWdgv9_Pmx{7(@2B@n=DmbwOdh=*NXOk^$QiYK0`X
zNHxIdHm2cK=aS~3e_jP-)mct}54*JCMm%J~_=XYFMY#Sq2kuOH5+@jMKOOTu7*7wk
zY)fFadUoZIBB)NKeT<BGHLKEHl?r>vp!|Ru)s!bwyui3}WaCl%(P%F{aDY(ILmUI|
zs(i#{AO<2uvjwI}r+f7AQYJ5`Xs72H+w*hsWQG!O)Gjf5mNL#g5Zr3{^jg=O@4Om!
zlx!(xr-T<E5Z<2p_BW1QaCo=T4a#5riG8yj>6aSVgGR)Vb820B590qso!c8h?Iqt%
z*32;uvMMX3&*v`;)AqRq#~ZF_j=2Ii7GYih12KV-UHFessife|Uju@2+bON%KsL_;
zvS7pY7PpMmA-Jz*3-QkgV$ja~Z~Ky4K9SE3?vKl_@(8O-)F-zF%&Z<WrPC#g&^G5v
zn3ut5j@U_Sj3nd2eIExEv%)VvBrkb^14p2~f!sJ<WQb|5Bqo9ina_kod&P^r19F)7
zXC&qHG>}8c+45xDh*>4=aWX=?Jt7j!uhu$Qr!KUgQS)7;RxBVu0)QR>T2~^EAy&Og
zXJyX$(0K{E3|nS=J%%TGjEF27nID6;`LDIF7wZ1>;_dHAl>6aF`CQ3X_rV8~i$`@W
z{pD+UekrrHk%^te83cf1r$Z&WpMiMZO5Mm2>)hBvG*O(t&^Nv`q|y@`Y_{fqnOWN^
z-<P4Bop5SA#tTIcc_wz44axA$s+iO}ga85CoN<;(zzEX(!K~V>=DAdB7E)v>K#Py2
zeo!(Vx`u{@S)GG@sbo~3vk$~U*#8CUnMD6E9;c4bfPny<N|B3)bZn>B%YN%xj@W+n
zmY(gAb6|y2AXjirnU>xf?jzRa4l?a}+<z6M>L7+4hAeP4^tlcvh#YT}sVXam#vCXZ
z)Q82KerKyCwGBM#&^&sCgkFU@c%_i)K|X6UF6*ORHUORLf9>OgD!2ybwE%Oj5dOG7
z{#0lbLLB>e8q%h*Aa=3~zrCxXS^LLw&-)sE&Czpo4BFm?l~p(uu9Zcilb#g<dhtjS
z#{tYqi{7+sU9_#9R($nRb`r&@bLuvm^7*3c_NY7I*ybHveSmKxC$m9Uj+PXbD0#)u
z)TAhe`$x;5`_+%GFa^2nq|{eNKqw}NSy4z(&Nl^cj3n8jn!ul~_oajb?uF9jY1^W~
z26Y9!Hr@sS*b1HZ=*8@Sp%M8`=koY;p0oujL@p<-KZM7;g)a4MzY%Vg#o2Az_MQ|b
z`<yKv`=b)>iaq&u+}!sli3;Jtyns68*^ulz+frBr1JiyX{CMYzRk2^orNYupEh>Fh
zEJVP0QsUzC{SwbnwY@CI&}WI(p?NJcL#OqAy~IM2Wa3tTHZ+hPjuGn4hGy$$H&C%}
zxl-s}M0^%Mu|&tDCCu)ZlRS_{sFYdkV{#yyDNCv-5bz75Jgre<9fcA}WF>KWgZ4{U
zqF?ulE9G+AsI+y`Jb1pXn>Dd+!0;5T_MYd-3pRzTw-DE4WsweJ|M~cGL>R7Jg1Frj
zAWYCo5)Dv4pozIeQiy|2<4R}S6fwj6b(PkQ=7|$I(`~*{!hlvBCwN&A{6l+>>peIp
z)TDbNBj3zmLCCdu|2oe;QnXgw?J-jKC@`<IY^3$d>P5zm%$|K8#7TiH#GG@7l+&IX
z@JYx2n=a#zQw>d(qG=ag9nN6zuLh(76sjG31=|xIDBXzi=eikyn|UK|#~8Pj)$_7S
zvBThE2h>BFT7v*MoPBbp;7PQOYj8y8GCHSYx;i^Y$y0_PZI?P!mtA01$!lw)*a&-=
zh(uP)`h(snk8r30vo#s5p&_ry59Y=8v(rmndOEA_(DOa60G(A#jC4Yw0~HWd<EWpz
zK#z_2aRC7>6Q<M?bbj1;kpspv-=L4bRI=Ai3blsaV4Al%ub#dv=EMY0hG!MA;w7v0
zatcin9Z}R9YrS}>%CI8<|G8SvY9MDE3fHq#gth=cPMW>%2F<~q5zoy%3-~8^v&}+Y
zT?Qkqi+#6Q$$d84X-lalEk6jfU-d0h({HjLN()Mn15xP`a{A~J%nKD>o|f_4#Zy_H
zOVzu5&A}u050JsZei%<^5N|$VOdL~pahtt1HeNy`mgr1lts&M<_e^sriz<)GrnHHX
zs92k*qH|#vA8z^$CwhQ2ZnpHtbBr=1<>?>}Wk-9GUFQYTS-n|1H|ZccW?-^?=+xl;
zguu^S8Zfs?EwwZyqx6F$XTg1c>$}aL`?RO2EmO&jz2H;j2a`_BOw9Xp)x9{xl9EJ_
zo`a72yt_37eV`NH^<@sB1gdX>Pxpg3D0T>mhRst(fysp<=k!4LrxtfrW@|EAe%$L8
z<$GabVe_15HKD*ZrDwmatI3t2ag$K%jrEknyyYcDK-_Q{8RM!Bhgk}h_)baw<!-zD
z&33+5S?~`V+@>Vbp0UufqiMZ|z(L<{UpApldHL>K+*LtmU+=Qcu8G#ZQ*Nq+au$3O
zHP18oNd541%zsTr1A~@MPR4W=NW_!Gogbe2pC3XpM4A?Cjbul@=_4f8{-N(;@fx{i
zzF^TxUi3k^P6(xC-)T&W``zN0{rU0usC_*$eqs7&1pt`xX|bw&yS#O4g<NiNY!cT0
zAk-X&pQvDm0$>iamA?8%6&=6Ky<4{idrF_{dlm3zz>I_L3FQDpV;I~eHuq0!aQc{D
zcgBGv>tY6U#cK3>E9ms+RzR?mErqAg77j-9wJ82?uM*BLBCf>1kz~K~NH&9LUq<;b
zKh~5bfBd}gJ7~=QicjM-=G4YlBHNyGK0r`iKG!?r@$Km#r8?g_^Acp8e90&du=G?P
zj#_U_zbE1OfMH>E35VaKsA6)`oG2+`#uJt{Af=2TR>N1V3W+_{7k7eL4!bIjJyrcy
z8N}S?(cJP(?VRbj(nXxjKl`9D6zTp)tXkM_h$K8ZifmJsOE*N3AsnMj=vEOhX2QY`
zn#jnc2A>KsbiQQDMV*-Db=)+zGk^+#9lwL#938tJZzIhwJuO)bR)(sql3q-sIn!$$
zY28QR+FIG97|LcXE^k^QcvTr2bqP3mjAcRw@xbKGmhpvGAw9?17}n)!ZJH8%gj71l
zF<=A!uc+$3wz5aVZS9<+h3Zc=f%~4lgoXPw4t|3BoM`H6zhbnjQbSyat1B~$6O*7x
zX{LHK4SuoKCJM=872P&kMjoFLy4#o8z;wpB(*%Op(F9VSw63(1p-aWxk(>W!Y=-96
zU1vS$a5_^UbWH$wLxli`&@^{DoLqbej5Z`05_0}aT7MJS0B6}HsQz}Pw#1X%|6p<s
z22L?$^-{Mw+&!Ujv~=*KWYPL3XX8E3Z7)m_AH}dD-cDUiI&F}<Z7mAyP(`7A`8kX<
zd3MdaN6hghG%UOI5*xW(uR%Il7f+<pQFx;?sOLfC^fy#PWN7og1P<|9hSwTDnK(HK
z{bZ{dnbS!XDW78!i@WgHz5x#2c!+>{&bG_-4GyJs8A4(u`;rAIbv_Zg_eSCO=Mrq|
zP^EoL&hsFWyq`<u(1=21x}SaH#Y%K#tw(uJ)fE<Bjd0cacs1mBYlzth9>qv=x3>Mz
z;R)>>87NIL-osdFxgR;JIK_out8ZT(CMJS=yNxUG=$J`w_iv{|mG?UG#%(Ckk>UJg
zZ17Q>c8P3cD0wl4GAZWIpwaR$aL4ZsW7M<1C%Kj<It4Qq?cMuc#|S`=%aqC-I>gs)
zZF-)tGw154bmG0*=$eGkjHT;;a||F7+4ybv`Vp`R@7m0GoDVhcu5M@>$jOEx)JNub
znaND99wiT^=RaDZ3LlP;=J*B6Fr6(BmzulS+5u^O@dqA@yLxOdT-JmL=#0~fFHkM&
z=2C!S5P^eY<~gZutG8xqhqG-X9GnbJa4V~c59@_i{IX~Cr5IwZ&Z-DHFLqcjak`c@
z$a~=zknz>d0d3Uj;CX?y+@C=`K@G*Uv_(~g_t$9fTGX<7%|qiyVCnBik4;sIyQ*{%
zO|){1Cm9FgX7Xzv9r~dqjO2W>V*)+NUJ3ynwbuw_wkc_A-GS|kl&#EL7o)l@MVGY9
znSF<@68lc-rLN{jk2vn6_mluODC*n#`e#^iN(s;5rph-THr%fb2_YW{r?{ZOR}qh{
zENUe`2Khz@QpsMN@H9n5PW0`B;2#v5E<8nAsr%&Ox@KU41+P+IP(Dy5M(`0(`52!@
z#m0<rmBnivJE4i_Xn_|cYVzNx!xOTA&$xV#?`4i%;Vl4u31M9S_{UdZ0Ehz{`<G>L
zwEs0PZboMUp-63;EZ9{UwSE+Lr(@>Qe|EGE<u^PCjl)HM7%ihL4>0N2wX^_-s2(|G
z#`2ijkD|?UgQDC{E2oDYsKY-M<~u=Dy+vTp{u}~fWBB)l+5Fzi(YKb;iuO=J7d6jm
zJ*xubv_adqM~qQ~9Lh*?&0^`dZRm|K-9N^fo*vz{dJz2ORNkKZ<B*-ATh%ZUWRW7^
zrme4S&;9y0``L=arTRTL8*wtkqc3t@1c4f{bYg+<`|az#Y+;JxDskns&eK?pnT-Su
zZy4?pRul;Mm`k+_3B8T*SR+hqvQ%HqM!r7zVQLt{H=C#wTKUGWI&qVf(1QnudPpYQ
z8f+iT=ZfDjbCl^y!J?ybHp>1xpO)`=JnLCZJ=e>+V4D>oM%AJD4zbJ7I7X(Ls8p0Q
z{{8A^=pTv5xO?MO5r;?RYI--Dw3Nz!>g%#%Xa^K-l@1hgQcRlHmxB1F?=KA-lw4hJ
z^LaUk5sA+XvULB*r7UtPw{>V4@}fh*@)?(<UeBCk&Z@7>0v`rT--d76@R>-<4(mu3
z&{gZiqMQ_7q@O#oR?|oBvv(cRJaiGY#e7aX**!~*9k9P^De|>Oh7hPJDJaUa(k?#6
zNT^0F&aI>n>{8s<9sBL!p`eQyr5%$mY|bwd7@8;8$TkodaxzCk!(f(rbMG1(hGLd(
z{vK93Oy=}e`qPt=OJ@%wcM|h_V|}mHB12LPO_d58oKg0jmzlG#-c8s&?ZM6~lW(N}
z)F`nPU3dl>Ln!^u0(Xd=m0m8p%y!*+Y*5fVPne!(XE7@lp>ajO(_R*wtq~Iwz7%hI
zhSs|Iy25=7v_t3&M&Yi?Lx6ob?T**Gv1*<BuQi5!X3f%T1N4r?{3sY0DK%?~C$@!D
zr>;WX3mXJb_>$ZDBl)|HjP^(Gi5afhRiz%^_ghC2q|9fOWzRA2sSm<N2(;_xznPFh
zAy_q1D~o%l)t@RO*TA%n)9wBo`K{ahJ;$&?QTP8H3QF<Zli(~Q(Amr5&&CiKTv<d>
zAHK}akRB2eif=9_FWqvT)`|Mi9}B7IeicLVZyhc}a;kMVDu=~-V32yNywLG<$Ne7n
z?TVf_^1pgn{uc`)5JQziwFcXF{2RSHZY`&nQtb?#9<4L+sImw;q;(1E3B3>`sU)@E
z?Heq_J_y$s?p{=Y6U@oZ44s)YG$ZpSRxVk%C7!f6dI|$S$}=_qs`qT9R?;J<*XvrQ
zinEQBvjj%gvExdqbIVVjd9A-*;{`oxOAC9k)@3OhyS}U9nnRzvLR&&(<4ST%VjvkS
zvgYyU<IjcRYDh5|vrr}mK;5%a{;{D5w)lz>eQdf>bZG)~u_w28anSq#AkZdlU%uIF
zbiWG%)QG}|r-`^}y?JGtRGguyczje<@AeRq^Jd&^JeI7-kMgT^@j{8~tt3=J(bwqm
zCoioNN@tGUH{urd)a;lTwhA&BnDKcb!U_R(K{FD)fE;Y^LJF~9D+M+Ny>$+im+C1v
zHmp|>&xx~R{MZ3SB&dSH2<5flo-q4*Wk$Jn**c<@A69aO88#Fd&VHq1(V*93K8j~h
zM|TP~%LqA2a+boESt_{+Lx?hDOa>oQ1C(K=HdyDS3`?H5E6-!LjCs|)vph2^B|Jl3
z@MZ9u>FqOr_cr^f!)`q+2ZeR>tn8;0i=kV4xfmBkYJ=s1*un7ixKIFk*Zgti?ei~O
z(5(+-8@_pHMGh4mEMbZvCLI9F-pva*5%fH=q(ER_F4-5<3+A7zO;30v)!i|=a0NwZ
zP<mx6VPH?eqWx^n3<C58=Wg(A*VW_<Ev1fg5c%zgOD)0CaFhu2k!t6h*B<SO90-ia
z?N%JpE=cx?xKWi}kKm?BNw`+eBS4+Ww)d;H>D-kUuPP_1TsN17bJ$6y(`|_^n4bCl
z3(4Zj@oF0}d1k;tQ(tZZOx+h~{d}kl#biq)_)uzC?x*$Z9aChp?ia~Q^})?nLHwL3
z9DrgZ3LDvkF=bw@r+Nd_lnZ#hpFVYv^f|!VE2|4r=t~I6^uSA7CoFI&a$gidtUEB>
zs=&@qc08%|0)78&FUw)fTN1#GT~oa~gUb&aE%rDwt-tCt@2PfI;3=4tM#1!I93zTR
z0h<2As7Y|wi^mKCJCBQ!St`{Jpe72`{iwL3d8jGH7}D__uAo|ix9Ypk*n{Sng}zu`
zjryresR|gbgDD-Xk_6^lnl~H@;=Z>zlx$3YmrM=Dx4<<eZGKAWe~6tSGUNoF1HrVU
z%Wa#WyDHyZgWmF--TpoL&|XGj5+ca+L0B!^2Y674+BmD8c1D=?b*UKadn9YCV6!|^
zJpukVAM(F<3It6lfA=l_bCURLm;c{eU$_42E8FUcfBnzNf7=2Aj*Inwyzc(DgMZlp
zfPf$Wf1mvZA7bP7>H1&J{>$c`AHJDx4l%U(%b~w*7DnOj?E!GF|Lx%a?0iGWg}VGd
KcXeQQ@P7fvOa-O@

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/images/image-9-Quarterly Growth Trend.jpg b/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/images/image-9-Quarterly Growth Trend.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..d39a9ccbc959509ff22241f8debfee1d35c48d38
GIT binary patch
literal 24591
zcmeIa2Ut^Ex<9;WQltyg2?7dIl_E$BsDQ{pn)Ifk(gdV;LXj#(KtMqVy%&|<kzS;i
zD82U*dVr98`^>rLj5;%S?)~ofeE&K3KjGP|?3KM&vew&w>wP!&D|QB;yr-a~0N~&N
z01o&EV8?;m0MWT~gy#r|2nh*^iHS%^X~;;=pC@IYzCc04!U$nyVPs}z;}qaxW9Q>w
zX66>V%6IL$h=>S;>!!50kd%P1h|sTt;1ClNlb$D~CnKX5y2N}*=)e8KHUd;cIB|GA
zcsT3;E)@<Q6%MuqfPlY~0Ov0+;6GkCxOn&k=Lm_2NzQ{8lu-h>ICyxt_;>^a`1s(}
zUf|~dJ{1A=rR#F%E~q~uWVfRc@{LL*;<)wkGp)t|l2iDxy&o~jMLK#0#>-c@xUcev
zh~5wrzbSG1j=X~6U8Q@P545y(boKO2pFDkLW^Q5W;OOM+;_Bw^|1uyjC^#fEI_6Dm
zT>RU232EsWnOWI6xp|*TO3TVCDyyoSnp;}i+B-VC28V`6MiF1Xjm^%@FDx!CudJ@^
z?C$L!93G*LPkx;j4uJRDw7~zrP3)(6QGxTq#mC3PC;W9@IJhq0fk%Z;aOwIvYB_bn
zM|Kz3g?x!<ZbhYj{7lRttbwF`Y(GG9kyB*$^3JbQ`^(J!YZLSPe>Jl|Cid5PjRB;1
zI3V%xr~oK%bi$qHL-N1r;Pu^swyFp>pM-oYFPC`P+0uHMB*#nGKL(wjfh-QzX=NnU
zPa9`?vDLj8KN-gC)R=8nSrxlst!@Z^RSU~<y<0%dF=<@Ab#dqQHEG?$Gph*ydAmKt
zrUaEP@j6SJE=8*>G?Rosq>}?-UT{Wd@NwtdI~ELF?A>{!{k1L+KS{;~CoB+R@(=-0
z7$^-XGwAqqnJOlLBL~2}FFEk+#^CUFPLb;8DT%Tj1J&oFeNSP8LIyQvVe@P=E^F6Y
z9T|&qEz&JYOs2Xx{Ajybm-{I+%qwK8%evp_T$;fGjD2&*+2*BY<t0J>FZP!CzsZgx
z5Xrp7srk4rARS*fg>t9h{yB~nA#)(DHl_^=P;J?4^#;v8i^`ZRSI+U?qZ;O_$cLS*
z!ihyE4YUw~bHk#%`5DSDx=QXD;#JxUYjthfyNztPAJBGr%I-X<r$wSF%eAbkrn_E#
z=+F#{<ESTa8x5bGW^rw5v|KicBg*9J-m`gP^i}#+P9sCAqOyN%Qsj%YTFqt*{|+R;
z(>Q@JSipGgV(ep>=uzzCk)H0ZB8R^bSIac@nzNXMb3n%Z(Ic_;<ydlh+;LgLikr)0
z5k}9MyAaZ>p*vnW7;0!>by1>&K#fech5gsKo64qPHuRi_QmnkA+Xn{H!uMh{YThVX
zGurZbN#bl-h!9WI$h%Pl9Z*oA!Jl98aeB()gqalQ?qzNw7P^Q6kL2lC_Z51;p*=S>
zpG@+VJdFmux;zc=^Pz3iVCs@<?&9oB7jEXjLm4Azy1JSCj(Iee24@DthVo9PLvl<{
zi^o5RbJQ$de5{#Fn0p|)0wr!(kSoUmMW3+1iWWsH7C5F##MGN&%EX#%k14Gi)(aX=
zXboIK60~EZmIjFgy@l^4v<(qA@N{!cvUxRnRq7u`Qm-ahV}T%n%`$=j{y6sAmB1a@
zS>MgjB`I6vD8&UMEMTrXk(qf6$n3m{XCZE9JKZy!M)MjyV^X@ZBN*(m8kh6L{Bg2k
zhx&WZMuIc*fv?n-C$#nF*Mx2tO<UA-2AX^JOWJ6hgK=o07!MJ*QIW;1`F*sdpBQkJ
zBncR%-#<Btu#EqluaMZP6K|OzPgcdS&)1B%FS;hN?dM2A)hi&%#E$?>d&0Y}v!d2f
zLoqrunij%+Qv6P~E;}B&Bi2vUvlXH{Ilnbo&zQ-)+|xQRSjPgP-n=Tps%Ebg%B*{?
zh_}1QET=%u-2IKB$F|j2NswAO$}TZ<njF;69wGSL#u{Rk=jyK4N>z*bi*$}%a@X4C
zGA8ZqDK$Hb>Z57xKP2N&{W$2@@m%CUzT%}d&V752XfGAxVu~HsKrBG&l*FYrP`qVy
zh4Wr?)Sf8=A%IIHEvZwXFn2eqT>%K~Das1jX90=N&7Bqs{8^4hlk+Plh9}9{7Ehuk
zC)!#koad9$%iZ7WyhYPufv89gEKqEF_FkvN7z?xq^qtw;E?BjBlVE|4_FNdE0@KSg
z`Xy+GqY4Gj)LS#AcB!cg9VmRSL=$aB@G-pBp|8xXBB1`tTEe-A>c<v4#?9wE%e$|t
z-G5;>tfRbBX?PZ?#9OnGI_)fB+t>ypMchW7>LK@yDL#cx?e<PR2=hv1l~<gecz<xx
zUr#0d#H}JQ(}c-WK2mK|@L@&F7rl$jR7<p{IdwJU*`gDks>r2m7niK{v0upSq(gA#
z<l-8w8-1tWFI7UACv{Cc<@BUv)W4RRdNn8}N-IblF4ezOnbO}r{mO7M6jSzA-gsrl
z$Y$9P6`o_Uqny^0rTcAhiwk~<#;)oWr6f6le9;;LLRmI4xN-SZ#`mFErzA3!t{@!c
zNSiy~M`MJ7>!=c;T;I{cpSA?M+Dn9C0Y?|n%sB|D{H$sK-J!FI$QP=jEWCFzkKoPY
zgAq+-Teq`3?;|7p@g-COGLa=gix>E;0;Ru(f4jLpBr~#lLu_;`_KjGaeL?x2z=G3?
zyjw&pYn=Bv!+1(8koUUdzVNb*Bn(m$`VDpKnGB(cup~iCvN5ct{h;Sc+@gG4#9=6R
z4&OiG#077TmFmE{+1pRE433Xj-DP^#YDt&l*d8=cIC`8>G+onOQ*)!^<@l(w_7#7@
zJ|lF^Jll(p*UF&>?KEpkGr9g^-ThoDXC%oiKe{nc(5Pz0e;Qiopfd(**`{f!c21><
z8mAW9rfLbA{MdOydd53$o|VDH^nTmllZ)_WsqH6@5F1X(<wW|4DgUopCM;N>N!c#b
z%fC5}pJM{|O63Li=O%JhzMTg}pF(v;=gZ^7u>gSL5hSrlellyK`5sR=!kJ<VZ*_gm
zGP1>l$dYlQT%ta_bnT*Ia3`KCAqW1>YcDUW`m|Ry6F0RA+{oJe=OHZXHwaBWyi)yG
z3cYD8W-sg;tt5UzaxkKnM?(r+yK0_V<EQ;6Gs`LGl<5=bLPAK^9?TbuenFWu>YKdW
zHmm+nSsSgCzWeq5nk+*fy}FSKjiEM=rMpqw$48fA&#L=uxuz5_4-aJymJtvFN4+cj
zwmDNxK`8Rk_IY39ck&`*Ul~;$UL&WQ!_POn@VZcUJ2*Eu8~Bm;9mxU|%SHm}PtVe`
zdn^v$ZNAJe?Z&}r-1d`eU)0V?n~7Ewn}y-6vR-h@__(*2V8dt?NZRO5isNf=bfbUD
zK-t=kv6D1UeISUGLS19v-b`$yc+AXbAVPld<c$B7&9!reUc!->I+ro8fTH+EWU=pW
z@w)0*vTgA6(2PH)R(_ZkdX@BNrl!EHJ;Km&1;Umi(y@TI4rm&R<)DsdybJd#TZOo;
zluNJw^l|!6=fwnR`B4m~3LXfwfGQ~#=wngDpo_5pt>RDT#^>dkgQe5|D+5N{VI4?5
zzyjxEnxT8`>R6zG7Ynq4?T;Ngeglf^6y|;ISRkNt7JfXRg9WBzvA`VI{@9WK**rap
zu+*#$*0g}^L+=d3w!5&v&VwIMwPs4yJN(Clry6GMUCl7AYtW-b7%HzW9j)5$)T2MG
zQWm<eDoJ~r^B$d#Dwo}UangDY$^i>p#=8r;8HHFNMU<SRS<^-4O<E`~2e{tcz`ycQ
zgx4}nQ&=lnJYk_>Vc**ya7F$Nx8xhKUpx>n6A82?7KjeYh1JkuUg_uL*WFFDFn5L{
zYc@b{iWqu^1t7B^g-@X;xT;tH){fE%8_>7ska1(}0m)R~hw+I4iLryBfi-QHfGfj^
z1&+|L0M{NGd$#4Mjp_e%AVqfaf4OlW2IId7@IQJ_mUf3C@|UpTGM!(rz-uk|*$dS(
ze675eiSI@0_L1sf{hi{XzDel4W9rhZr<y71^0cY1e|BwuJ=al3E@SSUi^2j%23SDW
za`A7NitEFC)qW<8x-QElc^WmG{{siUn2z(|jZa2Kzr6lTz2(L{!(HGd*p|#XS{&DX
ze>mDB4*w-pWe0QeUEE3tgRW~y>y#koGbNL?5T8UPXPeIHh6h}J^8^7!&JF9L)lb<!
zJ|cwEn@$5^BfI&O3)`mCSBut}pKpCuSI`S-#2ZaAHrZiniI<2)8<Y2UMz78KO?+bY
z!2;)CnwuK2T{a!-8&VFlb((4sZQT!)ik@(?6HPpcw7+gJ*v(8O^{Kj@5%<f+3mWnT
zL?7nD5bPs{Z)~+q_1d_h)YF}?*VzgC@K-Ju<Yp|isb%9Fm54CgT*tmD?FQ@*k`kW|
zqvB_;3d(#DeM)-2e~F72e)KW2J<}<)YmGryDC)Ib2YW5()ix(^!p^ZbDBmUc>U)Lm
zlEUs{pu$$=LYR*H%rs?drYC>daGBoS2m(jLvt^uME!ONZG6A2AlO*kuITo(w9YukB
z_qgs$V~M_(BR>EMW!Y;N$1>lz#Mv|OFES`{>%2Jl3?L#`7`3oK%k+iLqIHt)OxbY_
zKBV2C=;49r#!3i{6|*HR&7%jTfb><-M_FIjxYMHKe&&pyr1*rV-U*cr>MIJ+J9QR3
zyIA&OqBpCZNuEYK>mP9z;i$eD+OGf$toy-M*bB9cgfVj3u!GOgeJbtz_iNu{DwJnK
z`^8bb>m`3-{=%#89<0!)%bPy|{{cTAw8Ne^LH**J0YhkGfqup+_ca-2EYK-C2wl&I
zt&k~gh;Mma1%DXf-M=R@|9|x91fZBO%4B_KPE}aoTmB?(6PgTMyTD~k^#m5!7*YQg
z#XqnrBeU}mS>*R5_}SsY+s)6+coDj1yuK)xd{>j(5!ME}BLig~(GJx&>Dw~)I*hY(
zi`5Wl!A#c#@e2=p7j=oRmfx!6Dpt*W1bT5f$VfB_)SkW+7?CT54=tva-|AUaKR3Au
z*Yijb*>mCavn~wJU}iRjW_mp6%y1oV)=-E(OKV!8rRL_5Bh2YoBPymUK^`WGwJP=}
zUzBjIc75s5>+ECKXFRekp%C*lWi{%nZfe9BUo2_s$C#MTYyrQ31F6yZ*{36gF>)Sr
zojSLC-s!Vv5a7kMZKj-JVtvVKrzu7Ay|`3#%8*lUEAg=a33-8+5x5{X3svb|{f^r8
z(cTx4$NbNVPgmuRpK#<~IQx78Z>kfNMNY;Cm0lj)BqUHxyb2KsQ{=Ol%*@dfOI^~x
zpFanuGBUKlkjIVxGFUoWF8UO5ZJFV+65k8eOeYg^w5eBd*;af3Pq;z{x;Kx`wU=CW
zp6$dPK{spd<;}RxSf5z<ZDLM=jOk9w*7$p>XmPfK!iE3|uf?g7d{ne6BfUU3kv~OU
zRRy!VZ(|RcId`4<TB*AHGt0kW!@c5G=rOl@{OL#7N?CDQ{<29ZY*+0-@aQoX7_ibI
z`?B`j4!qOy@y~bue(v=&3)aEYhpFVk`0<Qr4M7)Z&9H#s1uP&(YgyHs@|^>KL-7}D
zP+#+#e>M0n_P#I3;emf6w!ez8kzzCan43}Y%*pl)CqKR@eYOw%hKvJKU4ii#PHv7^
z9(<!N|IjgjMqQTRU*MqXu_b84H8*`tu5dsINxBQd$kzxT{T(ppFBY%2fd&gKq^_B4
zfv8N{XnkmLlJ`|m`fm?6OuoVb@`Z+C!nq&Y2IOgTga3i3;~d1j!vbvi(32VX2~ob*
zkJflu!tXn95dXIYKiT+ALEU?%B>}FPKEvN#I41}>Y$3%0axl`cf3C>5Ix+~lt0oe8
zvNnB!r{O^^3BLzga^Jz<>Hj}%MJL(AGot*`!b+|;;teArT^r_Fzct*bXK>QJ#Py}>
zdeEMXPZ+_`wsD1*sco)q&r=urXyVuDxm#pz?ZIe<OqA+uTT!{?psGO6UT64%ExpMj
zEheWcIxE&_k)3myb5IIZm)zbf?*vF6`SGA@<W_)#yeTPE2t^Q8>6u8zNj@p-I$_m;
z%yg0#>N*x+k42n$i(&lAYABk|$RRY{#cr3E9O@p~sB>=3fPOX)OU&@SEeU3q=3*w4
zzsZjJhvBW!yZGdbQg3e2n^pn{r5(C9F=K|3va%tq`>C!i9M^gqulGv6k20idrZ~PD
z58DFW#Z;128G%)?$g_7v`b~qGF;v{@N$G5UUX^(k4%CT@+{Ug!?W{z#AF6f;Cg?`R
z6e$=3x=z9Z=pRy47VDip!0p?#W-nkhd218_7@Bb*i)nUjLkU~V21~;)wk`Ki)T>@s
z?7G|j*p+$LP8)4hJn0&^h4^gDYRY##Aaw4j)ZGUU_s%|t#VF;6-)jqR2t&)yVFCKG
z$iS?N)rKbPT;^IBH8+P!R@FzwIX-#Ze7e4V?YT#Dwd>9G97sj~=Lp4DT8i%>`>z5*
zz8Re+HJY*}$F8Uu-gdHOKHSat(2*L|zi{o~+?&vl%QWg5YCm%@2oaeM7w@mDaDJVd
z7>kcqYa`YZdnh36-{bD&1_g0q)b2pTdPYO1WqOq`O7$8RcnLQFUFapybo<)F!Xd~Q
z5W?GM9>xMl0o9#?JYFk$qlAVZd($!0UNDS*0vtooi4l#Jzj(d`1aSY_B?4<w1*5cn
z2hh!Ltb(?E%1Qg|YzbPSA9^EEN?;gvLT(8|(Q%<hwP<t&dQ5)k8^8j@G7X@%>jCMC
zy8t5hU1_ffzUBW-H*}T@0fr7YbFsjTA$(r%f%?N5QP_{2ifGOgEO16B3PqofL0j>J
z^3j>~Pm^rh6r<@&j17D21jjg;mR{GGMhIDz7oDFaL<fUkWFiE+w{1mi<EZ#Uh|Bw<
zE;o_a`AO{*F})l9I&Yp9I^6QT@BaP!lkOj!{QU2Ay+hLXiW?VF?H#*&*~{5`^+cy5
zHdB}<2{)9xko0>!1a|zkY4L+n(GmPX*XK$HvGiqvKcaE<d*|wZ^nRiK3aDM7!<Z0I
z_6nWKqUNkGfM`C&#Hxw;DKwexs77q_Ghvp3yZewq$c7#0XhRn?szC%3WX68&I!KvA
z@_A%7nw{~Na)|Y*$-C?Eu-L_UHd0fr!D<Q4ttOrhWJ4fiS5p8BOu(_gE!wTvCX^{?
zu{gZ1B<f;DP8Hu4NfnoDw9O~iMD7;#9`c41WQ7jSS}!|Yx?+CxQl`dU_;@I$hUS8@
zX0HspYpL#a<dQEV7O*g)j434%V}mwbM=S2r5~A6yXBq<C3lW4ml|ICoCdbb*d>%kj
z7mmQ-o5b^G1@f@)M!uW(SnOW3h93L356Riv%rWamUYqY31Ky0faI^lVI_Z?}2xuRe
z#kiU^yI-DeQtn=Vb(eKD{asHpw?J6c7|xmmx%9fr%wo%stBmdfXNDNx$K?-f)KDRq
zL@(@Rb(pefcznpxE2Vcw(p3t}Yj}WntxgIGcB>S*6iJ@=gsD4{v&6|+S}AMngS=#d
zqq@8tXbOJ}+>BLs8Zc6&wkNBCyZQ&AyRdK&k628HA(UXzBZ~HB$Ye3lH)t3CS$X`&
zInFi~Ac8K)o17fSoalHM(lt>WQ|VyppI~CAMyV%OB04}0lK;cNd9LrMV(zhKVm3@p
z_^np*juCTk^c!jAv#$;N`XkK_5{b;#phbKe@DE%Gh@J&}mjsOCi-<u*6k4X`*mq2z
zhXoLzN7yf~U*wSUz0~~cM!&R*dLs|}_dSyCEpobABOLf1UgQv;=XCEUSmOmf?^#Eb
z2gcJ$_4EjW1?WI{15N?!ivTs2_dJLytySqsb?k@!^9xrNAAO0un^rrGp;HZNSZ;p+
z0$89>?Kr}kR*^?&)EfL~3yKkl&}RPEA1)SI5n0-IaazT~)Y|PrGvsZXlNwP6^P|W@
zCoO(mi(gTXbHDpQw4nND!UFT%3Lv9IgRxSvZZQ{X8Vj)Mi=8>fAM-zOxdJ1e2j$_p
z!$0CQR?w*VWA1=~Z}B^5rc2ppPd0Eng%-BHq`GRf`G~(acmq_a8GjhnpOyOmjlLx9
z7xXP~k<ROa%g*tu`W?~{-Z_uC!*7bIj65UK1a-RS5U5R-ul*x!vf4lZT`(Pntq)-V
zGyTJp9ST4A?)5e3!73IgDfI9%mF}5Ef+W+>{e1+T7_==Gh~#I&R4b$7>K@m^=V53!
z^XY>@lZ7(%iFatOaL|4K*!w$g{M>qguEt+g7J}dhqQ9(=;P?buyuTtE|3)%?MGC*C
zs*Z|bUyI-|Wm)9O9CZJZiVfGtJrx>tgZH0*HZ}ioPMC!Tqpqk(bx^ca&yuXh*IQ&r
zU>)rsSdPfX^p<TNgdK?mHGzau`omiN+e-bGj`05-M*DEBUKn{8;{N=AMTxDFgg!NV
z+<z#AJr~y0g$z17r-?y#f|%b>3GKkhzypyaGgZX%`fphiuU>hziUsg?tlh*L{d53l
zadnWZxe<TjSJ-$u&=$7nT}eoz7cej|@W8RqR29J&FqP;SPkAA{`|Am%8{xXPjliYS
z^60ra`3U;qk{V_Lyt+%#1G*<-p(3`FN__5G%VYYN;>R!eG=u=!t$zd7{VKcv)-iv2
zv=nF7Td*`p57o&M(0GM`Gms0I*&Gw@aau+0HBuXTB?(Yv^-7i1cbl!gAF-wN<f}o{
zs$R*p&XcEcAtlXQaZv!;yCds{>Urr};6yP>{ad2v$?hp-mfz-R=fSBYujEKA6eu0;
z>M^-Jyl+j?-K?+qZ8fU8i6MhzOLvQ7_>8x^{^F{>cSG)aynbD&SUgiuw*+C^+;{|q
zw*;8L5YrOx-WKj)>cOkbAH%IgzwqW}BUk-(r997T@Y84W>d3>Y8*w%cOKqt>%Q1c#
zcALspS=xu@?I>gK=6N`!#o-t4rbMK0;}}Zw_=37?dy81TI3gWc9Mowgiv{Xqy*FMu
zabkfN-r2~4IxSOVhCNENd8pH)z~qDScqYBfK+ZCY+cFj?d>RLa#6x<nwzsGtl$JR9
zYpZW=^t3O^_W|S?BTiLxgYEe!+vaj_hJm@EO*-)<C88z8Efp)on{TM}R%4o-r^%6X
zuigq;Z{G-ryC!4!9+ybH{{UYnU)!27>n&(M1An%K|CX&kzicgdU)iAutL2zmbz*vR
zsttO-eC8>^&d!jHhN?4pGgtq);ghY%8}W}aN~w(m<F=mekyEIp;B*#0XS>GcBezC&
zn>Mz9qMpgz)B&wTPq?4AWE5=Y)yp)i6R@>U#yYo#xe>aw^Cmbk@D4+p7jfrYf#;o_
zYLrd;#tl9utx7{S=Hq*?;L{V5E$&P&n|5oyNGX)<OyJ-p%-G0-`doW4Ztq|2dBMh{
zv4Eg{8_J)c*LQwXxYfkWtsws4>y*<>d!oY*DV-t>q5NEJwJuk-Fn`rVgCK!8DNT*x
zhS?{mJta(MS*3xpN|xSbwHx8%Z{JfB{z7ut6~TR}!stUwRIwqu5A<Gij0@x6&jhK0
z2b=6(vVt76z*cTmTP}HDf^`HGzz|fw!hu$H(vb<~X`vHK{|M)h7MsaNhq*_dxx+Tr
zji-$-AvG}y(u$Zm=%G`wZGl-;tqf&aD39_V_x})4BMN@>SMwxepf7i-xzoyTHvJCD
z{M1swP;ww1$^&{wU*Ll^V>9)Xu#V7%gFUYOqQehy%XgeX_~)-VYyUgZCU&uFc>Yok
zLG{Ufs?~r#dWAWq-7Nxf!%HCUc7lolgALJpr3*rb$%>;`z_J1hB=5kcA4isfJK24%
z4ci}0IMo$PC@dDdY!CBc$J=yghu;k(Pvddz|InQX+_`gXd;`($KvPC>d@Yzn#gP>P
zLW%t#MESTrHTTVP!>3<<b%jA9{|4Or;B6a;IzTBK7H*9~*MmU>BtWz>xxGh3UEapw
z56I;wB!xBc2Zk-CL|p~HlNC(5F@~Q?ASy<MC#E1o;MT(BKO*BFuwbiE-cF1dm`fN3
z0!2obG0Ivjo$w~tNzmhGp8fqd{?rmSpuZ2EUzmJ{80jiIq)D=YDM2*9TO->4jeB7b
zZV=PnWds50;t=RQ$Ai4BpP09r90ZNIDSr=ZziV+SX10%6L{v{OL0I56?E#r*-A^4)
zrF(KWz~z$zlRN$+PWX3(_9w*=3A-2@(19Rxtk0>Q5smQFfC{by<Q+^s=ri_*YZUpv
z1)(nd--YG-)*2;=QB=8rX-EaHZ1uWrBIx>Khn}i~r3a`O)Xaas?cW~XpVs5U+5MGE
zzPEoxYd@%%{FGmv7~j8V2$;OdK?G*#4ycV*VEfli)DYcMKlO}iPK+ggmZy2Z_{RW0
zni|KEpU^&<(K!!@2ne=S{c5oOZt(7I`&spv{s3~a4`#BA*45YE{=u2j?Q?MTyaaw{
z-0uVY8_E4Ct>S->72uirlPbxt{z22M-1Gxo&p-T(?`-(FY5#@=#{ua23FM4aXIOOi
z=*ROnM>n!RfG)#1-`{Wgx0CXxN!T%4i*q@8MgL*MxG`6<t1;Sk|Fk)@Kh5Xn^o9vo
zrqKUQ3<ETS>9dbfL72eK2IM&ivM4kZScZM{ybbyzPo`0L6e#txS96dPCUAGRksj7m
z&BKk?orMy#u#<{WDx6^8e7xZq%fPvClm%;w`T%a+_4J(`o9q-nNP`P=#j=9Q-Xsdm
z7=N)})12EPQ5rWO`wU=eR|79bbnT7i(xa|OUNDiG1I$g6ON5{9Hq0xcuQE}bkb>!N
zzouC;9^B*pSG`E+6H3xHds@!Ty2y|ddH0h-8-e&kdvfBU;#0a7=>82AEZ_qsRs=Xc
z(6IiP5!WvH!$L-WPXgKj^}A;O`RB6C+lPX|u$AYDV5tSTTqMx%iKHVh4>&Y@t-l0D
zx}R*(I6-KhqRd$p6YZg_54AgY1`WQ{7|Fj;jzZ)xfF&EiZo~JK0P{3{BwhZym_IRH
z{!0u6?XPF(o~?N&AkskDNBZeX+m&w+j+@)?dsCR!9f~uu7}yLcbk>NLmVd%R_n!y^
zLoXKiPK45bCchftf0MKwh<b<-Dwa(}r^VsR2WnH?QIXH$eZRPqY?-G&v|I+|;(LOn
zV`#!bSl{L^^#<YYnY4yqk{`I4{3u7z*}Gq1{m+)cx(O5_PhC-%{LglYUA35BnIOgL
zT)WDS$c{mvVClD(iR9Y%3H?7&?DBt8Qn-J-p9bf@NzST5gIS67gg4cJsl|rM4gz?U
z74p3Ro^QJ>@4!k{(#t`Q<bS3HA1^BY6Qa^MT>EogBYM%d_%?|=By@==lveTUqZx`O
z_z#M(nuq7!|Ii>MeNREfAJybaP71lpj}mFufXsLfT@iNpwHgU+HNu^hXh58CBvt%_
zAVGe*DEmw6{~o2Nz2EoJZj~`i>`;HR#pT-j^hC$!%%-XHb?z!ORd4On|ML~iQ2%El
zLg2w|R#6hco0#q-<X`>R_q@Z3IPK$~ik0#h<0`VuSD4i5{idbyD!zF8=jM6yBI29t
zA;~CU$gAVQzJNO{a@J7ir6)~2ThJ-2#g>0Kp3BirI4Ww*uCJeb7zZIYUrcJ)#Sy9F
zb6xznnGO9F#|T%V!*{@+mo!lGwY-BEoWfJs#b$u)=EKJ_dY2v-)Stb8F)pA*J-lZ6
z=pm%jU!HzU^6`z7Rh{G*k|sJxp?FY`-$1=mP8T@1u2B&>V|u-0S9q|*)2d)C!5B^|
zA^)bt$f)5>bl!r3YDICj<(?ol%2<`+N)-RZ=8aSrUg_qG9fZ8?4VpcG$2+#GHjU3d
zI#STAVmLfvKVHDIk%e8qanN_)EB^^;3hT%+>^%GKA|f)g!=&2@a3^d1a`Cmuk+34^
zU7<b>0=ykjKPk6a2eCJzt}bQ_JfC4wk3XVSW|PcXFx(Y>OL7<e8MnUJc1rI;Yhi4>
z+Nwbq1`pxqA|3svxbmj89?K#)1I;2jlm-1A(Rb!~RvP`JgL7=l&Z`K0otT>7r1Zma
z5oeI*?e%7wFtnKB7^#&SER93PJ?VQ~=%+Z$IEpH~(nkcM)831OD=L6BXm%`S8%{{a
zVAD?g6`}h~-ETKH4-71>M3txU+P4pW*pCdtFv1l+CCvXqA@Z6-(ru75IwhuAI|=Sv
zE0#Sa?_!k|yd2`saXiQjNqw$HDF1s*@z?enr*4`XbHE*fx5<ra_%34FhiW26n(g??
zBMT2xysvyvjjR>;^jxA=?|^8*+qLz@=xZZ1Xb<*`R5<meQ;$tG$3H+eSu+s!$vDVr
zxkcEM7KQ7TB^S|q3BdTLVZH-iJL%XjI#iIkkY<t+W5r_gBPe+pn0z81cl#0VMl{`X
z-)V~jd^5tFVvUkImD|4r9wJCf?r=uhH7>j$1LSkp^=%^QW7O*cC&VVnCo1}#MDMk?
z8M6)-;a{vSAme4`DOZbG5yMGXERDpSTpR0|%AcEER$8JBC5YixEQU0%Kqcbak_iV)
zk&7dn;c5DYW7%&D8Q89|$kE`e(1uvd6-pen2(Q=?V-V*yPh-xv3HN%f1vU3*%xfXT
zs12*!9y!0PT5ELdn~{HHuC|G4E@XBLu2}x$BhBzmU0ISqO-M-`(2*94sJ)Kg#x*j-
zM=m4#1$vDrkM-uD=%mYrzISpbD;&(=$rSgzb`r5BP3T@`fjn*2F1NB7v%hZ_7^k6p
z{h-$s&5h^Xg&9(>pu4DZ-SC#X)N}d=F@3a!wK09{?KGBplhuGEB6ej!>}CB`7S>*!
z8)CZWZrp6-t@LI)+ArE}vv)Hl8!^Bnef9QK!-f69H;(CT-b|c01!G_uSA}7`pA=on
zT0L!9-7p_Mf|{=TxTp#znE4!Dnd9x*=>RQXMzxNckcN1$Vl;(3g;JIyHSIN!g41uO
z{8K@KwoP4rd+JKOepvd80HOS|B`KWae*Ce(!tB-S#J1a)DsB&bc|m+a4sOc^*Luvl
zJ)tTpCgKYF^eOU7m=4{n$$6#ut50_*f-|Gd7wp-Cud6kBNpP<KMP2i=SRhb<?K<pf
zJF5a-+m{0AJ@~RL3yr3{9d$Qp2<LO5qA((kub~mUhvTYc9{E+#^cR?tdVxOL#cIzA
zI9O)F8Y|kYoMBA$q2l3vJP%6u6GZl!gi}_b>E)yiW9!<t6N$mS<ce(mvJ5a}f~zgY
z{|5YM67tu#Pc6O4k@q7X@o#P=N8P4hc(>3g<72acV49sK{5;oVbU?pBo|KyYh=aT}
zv;BEA>;j4eI2cdtD13go&R(B>UMM=9GlyX=*PNB@(+*3_<kyfpcb9~h1cu(@t#4~u
z_7@)#Z17xbc;<vRZc(H&d&?T>FLqR9i1G80JU@A>Po+YPuHw2u3p7Fj@Zx2qU~zpm
z_lVTJ7N@guih*!RmbPyS1%0q181@Wq{M_Oiti9GwsX3x~m~{c8RhWyGL2iyF@?Bfq
z8NWw)Y~ObGsrbCq9;%=4K|xXK8^4Svl&+$x>LdGS>>@F0HKCKto0^x}RO}$c2a>PC
zZyeoE>ds6rj#KKz>4W?dIhu+p^=ug^1fxgcC$MRblYT-lJ(M^*5Zq4@w!i{jBZ&~|
zmFlGa@=wDl$<FvM6*}3R3d&GUvqtF>YP~nl&<$uUqai7llodq2+oOk<D%E6RqT~Ju
zzZSJ~i$Cq95YXr(p>HF$^$!uv63RjolcqgS#l=m1sy36e$9yDSZPTMXRNgi_<u!g1
zB+ZRyJKZFty^%QQbwMYl>*H`r-0eZBP1Ais{883$<hb0>CY3FJ>t-iJD*8g$Dfc|B
zYD)uI>1sjp`kml!(|5$u(vyl5#g|j}*?lC}c*9UGa~5TjJO&1%{2tG4)vy+2r^=uo
zBFto|`lPf!C`s+|*(qcueVySx$a8nD$z0oJw>avbD1Asr^?rtNPD%-8H!nyj7_eVO
z^eLdixVKJR8cH#I#shEqsxjW8zfZON#8tj8#hx3l{~+lx;?@vnLoGGEnvZ8$=fZrZ
zQs$bP<;fGe!*TSxczauV@m>jU+JGHeF%(4Y@GER*RvS$p2qjpR#etXj_ce&%q~}_m
zct;V%tJMZhQmAbDP0I~qXp^4KtCE}avQ><v2wiW~>3VW%gIo2A0&m*N`%>*NTJN+~
zXPlJyih9s<st)zl&j<P5e8?+-p3*LMX3yd(ZtREz??mG?_7ZK&vW%FmNo>VuNL)$v
zA}hHol%~)o4|;B7P6pwsO`!sYHRE?5k+*Z^0Fld~%V;;-i<vuwavzdhn%45xqlM1D
z-#<|!eEK7wOiCILmbn@8%V3y-<R`kBp7^fofzU@SxLqb21y&j_f|<Daig%Iq;VFHb
zV^3fEDbZO$u8(uv#IT#=8UM72iyO-OX6Goxq`8{@^g8bDVwfFd>!f1#%pA`|bB8rD
zy}akPx*y^ChjIhVG4qH4lo4fr@`#49l;G<OVV4=^1h)!)-czz9u2YoX%Xn*d#x3wB
z^Q>^6bmz%vc`kCk8F5(fTL1jbon2*ODTv*BDp?j6ecm2Vf`Vy_gvs`o2Nvf`IbS)O
zzBf%uIicz(gfXqTFDF{3na4$k*vg$-aa5nc8=rtT`G_^lULLrg!gns)#^%+rx0+|t
z6kNZ-&50%UJwjt^clI`iHG?=F7wvpB${9-Ly4QTDd^Jw{dM95{`b~%T9(KkR1=;UX
zr?Za=7a*wB6e1A{N<G(z&aI6*X`BuWdvq4PI0r}h@znvzi8eNZHjgWUVa#E`i4Fvr
zdIKewc#05!$!TqSLh@YW+k{n%Z-~5w&QFPF%(g#Tqp*kZ04r=eh(Mbwl<oPA%<su&
zUwc0RJ-JWSff^)WMeGcM_a7;fQL!ek`*ZUubwk<qtLE#A(GETi?L!=(BX@@jk1NyR
z$XE<H@_vb-%vH?ak5bsjJCCTyW$u27%aWd}gQ|VWH29PfaY>~{la^)Zy^+Cs7L<3>
z=S!8Jl&cOgyB12FGR;yXz)I=a{dO(?z7I8_b20(x&*#@ywbx${N)g(oqGHSVWp>T2
zNgj^*zgA7<%EQzjAo_9s>eBp>luww5e(1ue@ZNum;VV4H7+UD!ev8wcKU6XNl`XxY
zyESdd{3eNtOEY!5O-<3mM<SLI<r0w{3B4%T+`956JDI?iQy}J>=Z9!!w@?YH<g?%u
z@}=71xnL?(%<Tl3D+esDc9HAGi7p;ik8BWhE>xeX!{VcSXcu4K#mJyu(N1tre~Tly
zzr><-UvaLzA`@`$Up0QZV~UX}g`TWnfgY<Nt1tC@u=Y`KL(&LxTnM;7J{#E2%202G
z3y7$+bD6hUbRQ`W#`%yeOBu~|+mfy>EGT(#vlDs5oXv0WK<Q9zh~|rlbkE0L`X8y8
zWuL07K$9HmX^>xQ>cJwTS1ky26^~2PG}Pk9(&s4_B-IGEgN&K0KZMTf5Bt(pOa$2E
zWh`?|B-HJkmm8LnOO-$OK4({6?5%pD#UnrQK8EEwCt?Tu!t$H*&igv}qk<u59jjT#
zGLJ;JOudEiH_Y5yN(YDAvdpD2R67ybR!q~bA^T@JwETtLj{tgLlg(@|&v|S**pq6G
z$xG6>Mr_RMGtRSTe6qb_xNh^6qN{OYhY7KHhTkR>r38c+$YEy+was(Z8;orwnX4Dc
zOC~v9WAu6lTYv^*ZoHAt9UW=!Na$z7i95CMpaC*JKK`v^N3+^hQ|rlT)3=?-Osior
z=T0{>(bDwmU&6xoIcRWNJTKodIe&jWeA98f;Zo?fRi`IQ9_VA!7EhZqcDr5cIF5KW
zE4M=KMbs`cvbHXwN*T+k5Ed3hO4MFtju(e|9gHEY6Aa6})nL?=fpXr$5DpzJ`^<QW
zF)r4#p#ns|S))bMK2*mk$;GDK)KHWsY{)&)Ni|QfTsh&-O3r|=U&}a2Uf$~gOp3*K
z5FwBUi5My)DwWnR8`RGC!DR0e_>zYPs-`VwathWYJ=;#<aOs<9S2?b`5A5BhfiV?w
zDR%aiO4}N7@gk)DeI=N{q0<kO07j6#!O5)s*82w!d;J|Fpdo!%%J9_-0_7M9rF8|l
zcG7N|zP&&bJmbXEIJ5#3^tc#(LLMd@ReX9#PDMBsRY#yW2cgnM+1|IxZ|`Ph4^i#m
zaHrTQ!c!Pr-YL%$ou)QaWQm6Fd)%5i$NF}o{!9fhK;Dn{D0U6CrCYOD%)fB><Y1nG
zwb5?dC_Z$*JIS<Jto&jC{vP-F+8Jg_cMNShZEFIUaM%w3T6Z3y0G{~ZvW{BG^v)a=
z{1P5YTm^}kA+8TcDdZG)kwIbEgL9wY+7j{w3=cvtc8hUF--}AFZwSz7h;M~aY^79H
z4#PEvo_G~-KAsNhiOwD(q+L0=QunC%YvxGU+Dv4!6uQHUXwwkZYNS8l$T`@Ob7bFD
zxR~3i1{Qe&TN_1l4Ilk>@!n?1u6YIbsOn;9O5@s_s;x_BLNo{_C?31DuN(aMv@)IZ
zJ4Tb9oS_X)MQUOTR@DVix|PCWSIe!gYf>A8ub@-LvS@d25n!8$U2&G|s%hJF$<_Jc
zF!*SBes4XCYu=P3PRg3bd8_VcSLxquP6!{lZBbb66K_2%^UbPE5KmK&-uf(yRsq}^
z+6dHbGdiH7#LRfp^t3CZzx0^e^c{uWQ$^4&>X!|m0_I;SO9Fja-_DNhJ{vA3?lj`o
zQM7ooRUq494m(rgv?i!Du1`<w<N92avY6@7Y?XK^crl&kMwDVe$Pon2#f66~xLx21
zZ=}0Xeo_^9q+}b#cp1-}#kY~o_bVc8RiZVb;z_(V9WmeYn*h4Yi)h0t09BZ;S08Vi
z(aPTKIuyhmbQ!>RSh;VGH*hI|H{X0I#J`p2oaR@*s{`%K%H<*tOyucllV->Do_pTR
z*6)kr(_Sf}FpY@KmL;%DzPaOWepr~L3m4O>VxqkeLof9NOl?zTbe$AYKTFJ-^U^kX
zgVXU!n)qm+*5vaPUHK5FMEyq>vbN&uQ_5XTU40GCN9Y_p#YP#1nC65_Vz<wPRzfaA
zCiYF5Pev$$jafzx-Z`!p3UDvo2-9ur#o>IdXiPLeT4TO->1`DA$10XvA4GkNU3;6G
z$I6nz7c>bf87vObQIRIz?(>;|L-EWs-5T#<;xuh1L9@d`lP)`4^^Fe{M-AoCk}wrC
z7l51&UfgTR;1mAX*?F4n^1|Jr$6Z8>(onXfS;YQU^Q8e_4Vkh<WA^G-EhaP~l_H1>
z=bh!<E=28qe75{mjj-_de3IW=o!HjX?eOhohYv~b4qt^H+}j0<YQ_v#WOzUBXcau2
zBTakm{HTp$#5ILNEv=-~%K=OqA6#mh<-~s)0~LbYlGGBsfXZubPVoGsEF}6(bI~BM
zTiCf{LwW@-1Sz;xf7vQZ9+Q7mOaA`ubtAfnS`~pLQg@m7_>p4oJH(@+Qf6x&-cCu#
z28GJdscpkrjmvdV@aa&z@8i&_ySbvpK`sgL!CRsp)^>%QZ~SUFBww4-PtdCo%FRN^
z<Yx<69?otp9&cU7?74dpfQ3+Gum!6fx>GRM_O@jixLdN<0@=T53|mme2vk8xTpiR$
z%91q3h76Lsl$~3mvo^Z-sCwz$&FTP;S7~<xSZ-fkqkqDvr6o_2N2>_n`0((G8;^BO
z5nmRnwaXI;%71-LbzV~q$JlMY??TyU8Tx@Y6DEdm0aJ)1;gNTJy<gHi1(Wh&@dgFO
zhiJ_0PfBmX6xVQ8;hN*e<|t^hzHQ*<mpvmnnN04pjW${5Wt7hNbRA%cQk7+8?!WYr
zkI}~X8O!<P%0m_?$&wUU<w!Z{`l(xQAU*IlHP2NuhVW0`k11@t)*B+sv+!HlWh6Eq
z+8Hixhwo2HwydX3@x6X3cY4R)(ngwaXd2|DT@<9X<WeP!PUWz^hIZirVLzoSsIDzd
z2vGT&)|N1`bu1vdp|`sz-r25Zhlr3X+V7+Oyj+^Yj_17FY$NSptdsR60SmOz)qgnN
zOzE_sOC?EkKqUYNp+7(GbhjZCQoC~_hz7oPcX=qD;f!~L_azFRs*<yUT)UB@Z*`IH
zv!W!0Ch8%i*GDo10LcB~s^CPf)!i);Pk7AkG{~Rl<9pE(F+a@sZTP^0jCG*McFQzS
zl;Jp%e}hoN9IsbO?zA{8!BoDv>XozfF2$;GuCdN6y^WOKd<~qs=fdR-QqRJv%BILh
zdl1>h`{HQ?7K!P|oydbbV+s3nIQUert$ylU1D@NpQ*VaT(hVpONQBOzE#@5u6c23@
zLk{%3)d<=7_PM6})o@YEt*hx{<?kMQPHHbae{lbohdVLbD?IH!p2A!~BDZXUPM!`>
z--A}IGz1+KY!kW~kN@&|?WA==jIp-eO_1A`SLSSddbem!GWZ#%BA<<-S^*j0M)7L9
zh+pPvyVOPSF^|cY!{q3W-WEf03zv|pp-y*BwbSQvQ>tteJ73;tIh^%@_~aSOgc?z_
zx$A^n6zYGfeM?#=2mJsOyLwR~AS?4(ymL&(2l0-lH_>O{*h>L(WDd>VS0kJ2FTJ0X
zzmCiBb&CV)xFz*km3hDTmtyW6=`Y3{sMw4#i{2}z*VQ?L?awheIBf8atN>ub+TT5j
zbc|45sp}<W-R+mly6p!IUW-9Ah}f(1xbb=xQMaEwjIqge+})7To=Ls!+*c+!n^nZG
zzuYYLI)g55>r15?>02rPHO1oW!8*po#jMS7I+voGDTLZ|!Jb!5=k)klcMab5e7r0b
zr~ZDvNN&Gyj2pni`!!?4-u<X~ldDA{eT~kAE>}25<D&#YBmGuZ32au~9I|(u3!DB5
zR<(z2gK)p<EtE$F%0nwsy|l8<ElTfJ*NRS5L>F&*!_cOvvRG-I?-gIn?zJ<o$U40=
zAE^_t+*b2mk5!JbZ1{)}6S5bYWaH}5I0g;6d@5h9Bt3fV%6mVZ6##%qteXGbC&H43
zyEIFf1gBE1T|9l~y^!Nv?M1OKrNiz`Ws%rnbbntSUVUqMuYJE*9{jq{CR&u!{6|~+
zG!>am=k^zCV(c*pnRfqUL=hzmQ6H&9sKOmsZQj=dhHN!L{ApqlI{UV5jn11`Ko6`K
zrBVWw*(<Qv0N$gF!L);QJUU+T;O?Vs^F?F2vV^HFgAi(+sWxW~xi;}e+A?_>oIcn1
z&($uWPb;ENta84PXn6*zzdu<79|r?#O6!L%?`eQ|%15wrly+KOmiay$*>GpbiOFik
zrtDnYlvXTW$4lyL4)Oc3-@0iWns!teJDI`@!i0$S+2QiQi}-1hQma?~qDieIard1$
z&Z+PBaqQ*mb2VGjDOM|22piuI;xXf}gd3$eoh;Qb{#};BOGKc_(olh#(k-fFo$FHg
zykf%-{g0njO`{%2*x}#Eb!{dzZwh0b%pb@}p}2<f@OEUe+-n+psorY0bb&clRzUHw
z$AUfYU=e?6O-1z79A_NEIfNnuzUCKm13UT2^$3e$oW?0n?t#Um%#xa#QZh8j=Qm!$
zee3#+bj@{ix2p|mm0j$Ec=lf3f~x`R2R%;1e+k(L>2lFR15QTw=P(}m2XQU}pE+ey
z;J>8iH6U|JDUQ*@4ci+qw7ko(8ll*11O93~T}{GLmq!(=F1q}J#OreoZ8YxMMa5~W
zC!6oehWSU$PjXkfyyP}@R#GUWU@zStIV@Vb<WfOjY(k5mnT}Je$her<4BHPaJ;Gs9
zyGgx@*(s2FlYi%#(xG!xOf@bQl_8e{<;tSk<Y@V6a6TKOxd+VNcUw3(S;QoT{x(6w
z?GOx0aZqX5h~x2MwTBCZ(EU6)6GPMNA}hoS8<n3BHy)&!aj_v-gj?{T*6r}<JJ7{M
z^7Pf!O#_<HP=AtCZ-1InK$|>hR+0=)t*)*tZgHXJ=IeW1vJ1)A2n%h0OJHK=oF?AC
zniZ{GGwd&UQ9SB;G;9LQ2KgK2qBmwlW=002RYtTKgy3&5)E;VvnPmY7xn<L27Tz2c
zRF;%BPfw#$$5!{D{X6>mYJ^E(G?X^vGJmRZ)Y<FoS%uy?<1Ow-OJ<>*hd*b3E^!g$
zV6K5X=$HNwV*e%dmSdoo25pmgkI8IuK%Sv!%Pp&`x(mnn)?5e+W^eieX~kJSDvNmP
zF_Vct*H_h-U!)qa)L9L!q>yvWmN#5XO@lp?vLKrb9_z@Xv&RA+to2~{s=v9KCZZWD
zkAH-lBulR!`Eo-PN~v!ptZZL#qsEy>=%qMkm>==>x<M(pGIs9pW_~)Y;Vr@C>IOYC
z`wi+lB*gn&jGNpk<b)X7i@sO@nh<|>7KsId3yaB6Tq?-A3B(P}$&TIj#Sia>eT0**
zr4Lr$<HjvJ3n<DqyPUakUWA%dNbGn9K_S+pay84;HpjU6f>R{VbP+Vkos0%2Xm*>}
l!kAIvl=PP&@#em(6ASJh6qz>vAY<?MM7;kSS{U}*{{wY(zF`0W

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/manifest.json b/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/manifest.json
new file mode 100644
index 000000000..c9d63b802
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/manifest.json
@@ -0,0 +1,71 @@
+{
+  "version": "2.0",
+  "job_id": "job_aaa8e22a9fc6",
+  "data_id": null,
+  "source_file_name": "Earnings-Presentation-Q1-2026.pdf",
+  "processing_date": "2026-06-16T03:34:12.351345Z",
+  "processing": {
+    "page_count": 18,
+    "billing_status": "charged",
+    "cost": {
+      "micro_dollars": 27000,
+      "credits": 0.027
+    },
+    "timing": {
+      "started_at": "2026-06-16T03:32:23.126400+00:00",
+      "completed_at": "2026-06-16T03:34:12.342979+00:00",
+      "duration_ms": 109216
+    },
+    "stages": {
+      "timing_ms": {
+        "document.profile": 3820,
+        "pdf.extract.standard": 86235,
+        "toc.detect_range_llm": 1104,
+        "md.detect_toc": 1124,
+        "heading.merge_pre_pass_llm": 1102,
+        "heading.hierarchy_llm_call": 2246,
+        "heading.hierarchy_llm": 2254,
+        "md.predict_headings": 3563,
+        "md.deferred_summaries": 12910,
+        "md.build_dataframe": 1,
+        "pdf.parse_md": 18302,
+        "document.cleanup_unreferenced_images": 0,
+        "document.compress_images": 797,
+        "worker.parse.document": 109161
+      },
+      "token_usage": {
+        "prompt_tokens": 5607,
+        "completion_tokens": 308,
+        "total_tokens": 5915
+      }
+    }
+  },
+  "statistics": {
+    "total_chunks": 55,
+    "text_chunks": 16,
+    "image_chunks": 18,
+    "table_chunks": 21,
+    "total_pages": null
+  },
+  "HIERARCHY": {
+    "Meta Earnings Presentation Q1 2026": {
+      "Advertising Revenue by User Geography": {},
+      "Revenue by User Geography": {},
+      "Segment Results": {
+        "Expenses as a Percentage of Revenue": {},
+        "Effective Tax Rate": {},
+        "Diluted Earnings Per Share": {},
+        "Capital Expenditures": {},
+        "Family Daily Active People (DAP)": {},
+        "Family Average Revenue per Person (ARPP)": {},
+        "Ad Impressions Delivered YoY Percentage Change": {},
+        "Average Price Per Ad YoY Percentage Change": {}
+      }
+    },
+    "Appendix": {
+      "Free Cash Flow Reconciliation": {},
+      "Limitations of Key Metrics and Other Data": {},
+      "Limitations of Key Metrics and Other Data_2": {}
+    }
+  }
+}
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/tables/table-0 Revenue by Region.html b/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/tables/table-0 Revenue by Region.html
new file mode 100644
index 000000000..0f1f9384d
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/tables/table-0 Revenue by Region.html	
@@ -0,0 +1,209 @@
+<table border='1' border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>Quarter</th>
+      <th>US &amp; Canada</th>
+      <th>Europe</th>
+      <th>Asia-Pacific</th>
+      <th>Rest of World</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>Q1'24</td>
+      <td>$15,451</td>
+      <td>$8,327</td>
+      <td>$7,338</td>
+      <td>$4,519</td>
+    </tr>
+    <tr>
+      <td>Q2'24</td>
+      <td>$16,593</td>
+      <td>$9,135</td>
+      <td>$7,721</td>
+      <td>$4,880</td>
+    </tr>
+    <tr>
+      <td>Q3'24</td>
+      <td>$17,389</td>
+      <td>$9,358</td>
+      <td>$8,050</td>
+      <td>$5,088</td>
+    </tr>
+    <tr>
+      <td>Q4'24</td>
+      <td>$20,982</td>
+      <td>$11,154</td>
+      <td>$9,012</td>
+      <td>$5,635</td>
+    </tr>
+    <tr>
+      <td>Q1'25</td>
+      <td>$18,259</td>
+      <td>$9,527</td>
+      <td>$8,224</td>
+      <td>$5,382</td>
+    </tr>
+    <tr>
+      <td>Q2'25</td>
+      <td>$20,045</td>
+      <td>$11,366</td>
+      <td>$9,148</td>
+      <td>$6,004</td>
+    </tr>
+    <tr>
+      <td>Q3'25</td>
+      <td>$21,331</td>
+      <td>$12,072</td>
+      <td>$10,020</td>
+      <td>$6,659</td>
+    </tr>
+    <tr>
+      <td>Q4'25</td>
+      <td>$25,643</td>
+      <td>$14,198</td>
+      <td>$10,893</td>
+      <td>$7,403</td>
+    </tr>
+    <tr>
+      <td>Q1'26</td>
+      <td>$23,667</td>
+      <td>$13,296</td>
+      <td>$10,631</td>
+      <td>$7,430</td>
+    </tr>
+    <tr>
+      <td>Total</td>
+      <td>$35,635</td>
+      <td>—</td>
+      <td>—</td>
+      <td>—</td>
+    </tr>
+    <tr>
+      <td>Q1'24</td>
+      <td>—</td>
+      <td>—</td>
+      <td>—</td>
+      <td>—</td>
+    </tr>
+    <tr>
+      <td>Q2'24</td>
+      <td>—</td>
+      <td>—</td>
+      <td>—</td>
+      <td>—</td>
+    </tr>
+    <tr>
+      <td>Q3'24</td>
+      <td>—</td>
+      <td>—</td>
+      <td>—</td>
+      <td>—</td>
+    </tr>
+    <tr>
+      <td>Q4'24</td>
+      <td>—</td>
+      <td>—</td>
+      <td>—</td>
+      <td>—</td>
+    </tr>
+    <tr>
+      <td>Q1'25</td>
+      <td>—</td>
+      <td>—</td>
+      <td>—</td>
+      <td>—</td>
+    </tr>
+    <tr>
+      <td>Q2'25</td>
+      <td>—</td>
+      <td>—</td>
+      <td>—</td>
+      <td>—</td>
+    </tr>
+    <tr>
+      <td>Q3'25</td>
+      <td>—</td>
+      <td>—</td>
+      <td>—</td>
+      <td>—</td>
+    </tr>
+    <tr>
+      <td>Q4'25</td>
+      <td>—</td>
+      <td>—</td>
+      <td>—</td>
+      <td>—</td>
+    </tr>
+    <tr>
+      <td>Q1'26</td>
+      <td>—</td>
+      <td>—</td>
+      <td>—</td>
+      <td>—</td>
+    </tr>
+    <tr>
+      <td>Total</td>
+      <td>—</td>
+      <td>—</td>
+      <td>—</td>
+      <td>—</td>
+    </tr>
+    <tr>
+      <td>Total</td>
+      <td>—</td>
+      <td>—</td>
+      <td>—</td>
+      <td>—</td>
+    </tr>
+    <tr>
+      <td>Total</td>
+      <td>—</td>
+      <td>—</td>
+      <td>—</td>
+      <td>—</td>
+    </tr>
+    <tr>
+      <td>Total</td>
+      <td>—</td>
+      <td>—</td>
+      <td>—</td>
+      <td>—</td>
+    </tr>
+    <tr>
+      <td>Total</td>
+      <td>—</td>
+      <td>—</td>
+      <td>—</td>
+      <td>—</td>
+    </tr>
+    <tr>
+      <td>Total</td>
+      <td>—</td>
+      <td>—</td>
+      <td>—</td>
+      <td>—</td>
+    </tr>
+    <tr>
+      <td>Total</td>
+      <td>— (additional values)</td>
+      <td>(continued)</td>
+      <td>(continued)</td>
+      <td>(continued)</td>
+    </tr>
+    <tr>
+      <td>Total</td>
+      <td>58,137</td>
+      <td>14,198</td>
+      <td>10,893</td>
+      <td>7,403</td>
+    </tr>
+    <tr>
+      <td>Total</td>
+      <td>55,024</td>
+      <td>13,296</td>
+      <td>10,631</td>
+      <td>7,430</td>
+    </tr>
+  </tbody>
+</table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/tables/table-1 Quarterly Revenue.html b/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/tables/table-1 Quarterly Revenue.html
new file mode 100644
index 000000000..a325f1611
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/tables/table-1 Quarterly Revenue.html	
@@ -0,0 +1,76 @@
+<table border='1' border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>Quarter</th>
+      <th>US &amp; Canada</th>
+      <th>Europe</th>
+      <th>Asia-Pacific</th>
+      <th>Rest of World</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>Q1'24</td>
+      <td>$15,824</td>
+      <td>$8,483</td>
+      <td>$7,481</td>
+      <td>$4,667</td>
+    </tr>
+    <tr>
+      <td>Q2'24</td>
+      <td>$16,847</td>
+      <td>$9,300</td>
+      <td>$7,888</td>
+      <td>$5,036</td>
+    </tr>
+    <tr>
+      <td>Q3'24</td>
+      <td>$17,609</td>
+      <td>$9,492</td>
+      <td>$8,220</td>
+      <td>$5,268</td>
+    </tr>
+    <tr>
+      <td>Q4'24</td>
+      <td>$21,783</td>
+      <td>$11,503</td>
+      <td>$9,245</td>
+      <td>$5,854</td>
+    </tr>
+    <tr>
+      <td>Q1'25</td>
+      <td>$18,605</td>
+      <td>$9,680</td>
+      <td>$8,439</td>
+      <td>$5,590</td>
+    </tr>
+    <tr>
+      <td>Q2'25</td>
+      <td>$20,371</td>
+      <td>$11,532</td>
+      <td>$9,366</td>
+      <td>$6,247</td>
+    </tr>
+    <tr>
+      <td>Q3'25</td>
+      <td>$21,751</td>
+      <td>$12,268</td>
+      <td>$10,272</td>
+      <td>$6,951</td>
+    </tr>
+    <tr>
+      <td>Q4'25</td>
+      <td>$26,472</td>
+      <td>$14,480</td>
+      <td>$11,182</td>
+      <td>$7,759</td>
+    </tr>
+    <tr>
+      <td>Q1'26</td>
+      <td>$24,079</td>
+      <td>$13,500</td>
+      <td>$10,914</td>
+      <td>$7,818</td>
+    </tr>
+  </tbody>
+</table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/tables/table-10 Quarterly Values.html b/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/tables/table-10 Quarterly Values.html
new file mode 100644
index 000000000..13308a8a4
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/tables/table-10 Quarterly Values.html	
@@ -0,0 +1,30 @@
+<table border='1' border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>Quarter</th>
+      <th>Value (%)</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>Q1'25</td>
+      <td>5</td>
+    </tr>
+    <tr>
+      <td>Q2'25</td>
+      <td>11</td>
+    </tr>
+    <tr>
+      <td>Q3'25</td>
+      <td>14</td>
+    </tr>
+    <tr>
+      <td>Q4'25</td>
+      <td>18</td>
+    </tr>
+    <tr>
+      <td>Q1'26</td>
+      <td>19</td>
+    </tr>
+  </tbody>
+</table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/tables/table-11 Quarterly Values.html b/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/tables/table-11 Quarterly Values.html
new file mode 100644
index 000000000..f0dc25902
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/tables/table-11 Quarterly Values.html	
@@ -0,0 +1,30 @@
+<table border='1' border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>Quarter</th>
+      <th>Value (%)</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>Q1'25</td>
+      <td>4</td>
+    </tr>
+    <tr>
+      <td>Q2'25</td>
+      <td>9</td>
+    </tr>
+    <tr>
+      <td>Q3'25</td>
+      <td>8</td>
+    </tr>
+    <tr>
+      <td>Q4'25</td>
+      <td>13</td>
+    </tr>
+    <tr>
+      <td>Q1'26</td>
+      <td>13</td>
+    </tr>
+  </tbody>
+</table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/tables/table-12 Quarterly Values.html b/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/tables/table-12 Quarterly Values.html
new file mode 100644
index 000000000..623c4cda4
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/tables/table-12 Quarterly Values.html	
@@ -0,0 +1,30 @@
+<table border='1' border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>Quarter</th>
+      <th>Value (%)</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>Q1'25</td>
+      <td>5</td>
+    </tr>
+    <tr>
+      <td>Q2'25</td>
+      <td>6</td>
+    </tr>
+    <tr>
+      <td>Q3'25</td>
+      <td>9</td>
+    </tr>
+    <tr>
+      <td>Q4'25</td>
+      <td>13</td>
+    </tr>
+    <tr>
+      <td>Q1'26</td>
+      <td>17</td>
+    </tr>
+  </tbody>
+</table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/tables/table-13 Quarterly Values.html b/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/tables/table-13 Quarterly Values.html
new file mode 100644
index 000000000..83cc5a749
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/tables/table-13 Quarterly Values.html	
@@ -0,0 +1,30 @@
+<table border='1' border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>Quarter</th>
+      <th>Value (%)</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>Q1'25</td>
+      <td>9</td>
+    </tr>
+    <tr>
+      <td>Q2'25</td>
+      <td>16</td>
+    </tr>
+    <tr>
+      <td>Q3'25</td>
+      <td>23</td>
+    </tr>
+    <tr>
+      <td>Q4'25</td>
+      <td>24</td>
+    </tr>
+    <tr>
+      <td>Q1'26</td>
+      <td>23</td>
+    </tr>
+  </tbody>
+</table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/tables/table-14 Quarterly Values.html b/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/tables/table-14 Quarterly Values.html
new file mode 100644
index 000000000..1a00e97fd
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/tables/table-14 Quarterly Values.html	
@@ -0,0 +1,30 @@
+<table border='1' border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>Quarter</th>
+      <th>Value (%)</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>Q1'25</td>
+      <td>1</td>
+    </tr>
+    <tr>
+      <td>Q2'25</td>
+      <td>7</td>
+    </tr>
+    <tr>
+      <td>Q3'25</td>
+      <td>9</td>
+    </tr>
+    <tr>
+      <td>Q4'25</td>
+      <td>14</td>
+    </tr>
+    <tr>
+      <td>Q1'26</td>
+      <td>17</td>
+    </tr>
+  </tbody>
+</table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/tables/table-15 Quarterly Values.html b/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/tables/table-15 Quarterly Values.html
new file mode 100644
index 000000000..400090484
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/tables/table-15 Quarterly Values.html	
@@ -0,0 +1,30 @@
+<table border='1' border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>Quarter</th>
+      <th>Value (%)</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>Q1'25</td>
+      <td>10</td>
+    </tr>
+    <tr>
+      <td>Q2'25</td>
+      <td>9</td>
+    </tr>
+    <tr>
+      <td>Q3'25</td>
+      <td>10</td>
+    </tr>
+    <tr>
+      <td>Q4'25</td>
+      <td>6</td>
+    </tr>
+    <tr>
+      <td>Q1'26</td>
+      <td>12</td>
+    </tr>
+  </tbody>
+</table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/tables/table-16 Quarterly Values.html b/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/tables/table-16 Quarterly Values.html
new file mode 100644
index 000000000..13db07176
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/tables/table-16 Quarterly Values.html	
@@ -0,0 +1,30 @@
+<table border='1' border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>Quarter</th>
+      <th>Value (%)</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>Q1'25</td>
+      <td>14</td>
+    </tr>
+    <tr>
+      <td>Q2'25</td>
+      <td>11</td>
+    </tr>
+    <tr>
+      <td>Q3'25</td>
+      <td>13</td>
+    </tr>
+    <tr>
+      <td>Q4'25</td>
+      <td>9</td>
+    </tr>
+    <tr>
+      <td>Q1'26</td>
+      <td>14</td>
+    </tr>
+  </tbody>
+</table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/tables/table-17 Quarterly Values.html b/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/tables/table-17 Quarterly Values.html
new file mode 100644
index 000000000..7a448d9d3
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/tables/table-17 Quarterly Values.html	
@@ -0,0 +1,30 @@
+<table border='1' border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>Quarter</th>
+      <th>Value (%)</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>Q1'25</td>
+      <td>9</td>
+    </tr>
+    <tr>
+      <td>Q2'25</td>
+      <td>17</td>
+    </tr>
+    <tr>
+      <td>Q3'25</td>
+      <td>19</td>
+    </tr>
+    <tr>
+      <td>Q4'25</td>
+      <td>12</td>
+    </tr>
+    <tr>
+      <td>Q1'26</td>
+      <td>19</td>
+    </tr>
+  </tbody>
+</table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/tables/table-18 Quarterly Values.html b/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/tables/table-18 Quarterly Values.html
new file mode 100644
index 000000000..ab99c7604
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/tables/table-18 Quarterly Values.html	
@@ -0,0 +1,30 @@
+<table border='1' border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>Quarter</th>
+      <th>Value (%)</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>Q1'25</td>
+      <td>3</td>
+    </tr>
+    <tr>
+      <td>Q2'25</td>
+      <td>2</td>
+    </tr>
+    <tr>
+      <td>Q3'25</td>
+      <td>1</td>
+    </tr>
+    <tr>
+      <td>Q4'25</td>
+      <td>-2</td>
+    </tr>
+    <tr>
+      <td>Q1'26</td>
+      <td>5</td>
+    </tr>
+  </tbody>
+</table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/tables/table-19 Quarterly Values.html b/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/tables/table-19 Quarterly Values.html
new file mode 100644
index 000000000..25803e5e7
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/tables/table-19 Quarterly Values.html	
@@ -0,0 +1,30 @@
+<table border='1' border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>Quarter</th>
+      <th>Value (%)</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>Q1'25</td>
+      <td>17</td>
+    </tr>
+    <tr>
+      <td>Q2'25</td>
+      <td>15</td>
+    </tr>
+    <tr>
+      <td>Q3'25</td>
+      <td>20</td>
+    </tr>
+    <tr>
+      <td>Q4'25</td>
+      <td>15</td>
+    </tr>
+    <tr>
+      <td>Q1'26</td>
+      <td>18</td>
+    </tr>
+  </tbody>
+</table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/tables/table-2 Meta Revenue Data.html b/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/tables/table-2 Meta Revenue Data.html
new file mode 100644
index 000000000..dfbb20a18
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/tables/table-2 Meta Revenue Data.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td></td><td>Q1&#x27;24</td><td>Q2&#x27;24</td><td>Q3&#x27;24</td><td>Q4&#x27;24</td><td>Q1&#x27;25</td><td>Q2&#x27;25</td><td>Q3&#x27;25</td><td>Q4&#x27;25</td><td>Q1&#x27;26</td></tr><tr><td>Advertising</td><td>$ 35,635</td><td>$ 38,329</td><td>$ 39,885</td><td>$ 46,783</td><td>$ 41,392</td><td>$ 46,563</td><td>$ 50,082</td><td>$ 58,137</td><td>$ 55,024</td></tr><tr><td>Other</td><td>380</td><td>389</td><td>434</td><td>519</td><td>510</td><td>583</td><td>690</td><td>801</td><td>885</td></tr><tr><td>Family of Apps Revenue</td><td>36,015</td><td>38,718</td><td>40,319</td><td>47,302</td><td>41,902</td><td>47,146</td><td>50,772</td><td>58,938</td><td>55,909</td></tr><tr><td>Reality Labs Revenue</td><td>440</td><td>353</td><td>270</td><td>1,083</td><td>412</td><td>370</td><td>470</td><td>955</td><td>402</td></tr><tr><td>Total Revenue</td><td>$ 36,455</td><td>$ 39,071</td><td>$ 40,589</td><td>$ 48,385</td><td>$ 42,314</td><td>$ 47,516</td><td>$ 51,242</td><td>$ 59,893</td><td>$ 56,311</td></tr><tr><td colspan="10"></td></tr><tr><td>Family of Apps Operating Income</td><td>$ 17,664</td><td>$ 19,335</td><td>$ 21,778</td><td>$ 28,332</td><td>$ 21,765</td><td>$ 24,971</td><td>$ 24,967</td><td>$ 30,766</td><td>$ 26,900</td></tr><tr><td>Reality Labs Operating (Loss)</td><td>(3,846)</td><td>(4,488)</td><td>(4,428)</td><td>(4,967)</td><td>(4,210)</td><td>(4,530)</td><td>(4,432)</td><td>(6,021)</td><td>(4,028)</td></tr><tr><td>Total Income from Operations</td><td>$ 13,818</td><td>$ 14,847</td><td>$ 17,350</td><td>$ 23,365</td><td>$ 17,555</td><td>$ 20,441</td><td>$ 20,535</td><td>$ 24,745</td><td>$ 22,872</td></tr><tr><td>Operating Margin</td><td>38 %</td><td>38 %</td><td>43 %</td><td>48 %</td><td>41 %</td><td>43 %</td><td>40 %</td><td>41 %</td><td>41 %</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/tables/table-20 Free Cash Flow.html b/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/tables/table-20 Free Cash Flow.html
new file mode 100644
index 000000000..890dc1444
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/tables/table-20 Free Cash Flow.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td></td><td>Q1&#x27;24</td><td>Q2&#x27;24</td><td>Q3&#x27;24</td><td>Q4&#x27;24</td><td>Q1&#x27;25</td><td>Q2&#x27;25</td><td>Q3&#x27;25</td><td>Q4&#x27;25</td><td>Q1&#x27;26</td></tr><tr><td>Net cash provided by operating activities</td><td>$ 19,246</td><td>$ 19,370</td><td>$ 24,724</td><td>$ 27,988</td><td>$ 24,026</td><td>$ 25,561</td><td>$ 29,999</td><td>$ 36,214</td><td>$ 32,226</td></tr><tr><td>Less: Purchases of property and equipment</td><td>6,400</td><td>8,173</td><td>8,258</td><td>14,425</td><td>12,941</td><td>16,538</td><td>18,829</td><td>21,383</td><td>18,997</td></tr><tr><td>Less: Principal payments on finance leases</td><td>315</td><td>299</td><td>944</td><td>411</td><td>751</td><td>474</td><td>545</td><td>754</td><td>843</td></tr><tr><td>Free Cash Flow</td><td>$ 12,531</td><td>$ 10,898</td><td>$ 15,522</td><td>$ 13,152</td><td>$ 10,334</td><td>$ 8,549</td><td>$ 10,625</td><td>$ 14,077</td><td>$ 12,386</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/tables/table-3 Segment Margins.html b/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/tables/table-3 Segment Margins.html
new file mode 100644
index 000000000..d45892344
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/tables/table-3 Segment Margins.html	
@@ -0,0 +1,56 @@
+<table border='1' border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>Quarter</th>
+      <th>Bottom Segment (%)</th>
+      <th>Top Segment (%)</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>Q1'24</td>
+      <td>18</td>
+      <td>27</td>
+    </tr>
+    <tr>
+      <td>Q2'24</td>
+      <td>19</td>
+      <td>27</td>
+    </tr>
+    <tr>
+      <td>Q3'24</td>
+      <td>18</td>
+      <td>28</td>
+    </tr>
+    <tr>
+      <td>Q4'24</td>
+      <td>18</td>
+      <td>25</td>
+    </tr>
+    <tr>
+      <td>Q1'25</td>
+      <td>18</td>
+      <td>29</td>
+    </tr>
+    <tr>
+      <td>Q2'25</td>
+      <td>18</td>
+      <td>27</td>
+    </tr>
+    <tr>
+      <td>Q3'25</td>
+      <td>18</td>
+      <td>30</td>
+    </tr>
+    <tr>
+      <td>Q4'25</td>
+      <td>18</td>
+      <td>29</td>
+    </tr>
+    <tr>
+      <td>Q1'26</td>
+      <td>18</td>
+      <td>31</td>
+    </tr>
+  </tbody>
+</table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/tables/table-4 Quarterly Tax Data.html b/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/tables/table-4 Quarterly Tax Data.html
new file mode 100644
index 000000000..6554d881a
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/tables/table-4 Quarterly Tax Data.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td></td><td>Q1&#x27;24</td><td>Q2&#x27;24</td><td>Q3&#x27;24</td><td>Q4&#x27;24</td><td>Q1&#x27;25</td><td>Q2&#x27;25</td><td> $Q3'25^{(1)}$ </td><td>Q4&#x27;25</td><td> $Q1'26^{(2)}$ </td></tr><tr><td>Income before income taxes</td><td>$ 14,183</td><td>$ 15,106</td><td>$ 17,822</td><td>$ 23,553</td><td>$ 18,382</td><td>$ 20,534</td><td>$ 21,663</td><td>$ 25,354</td><td>$ 21,752</td></tr><tr><td>Provision (benefit) for income taxes</td><td>$ 1,814</td><td>$ 1,641</td><td>$ 2,134</td><td>$ 2,715</td><td>$ 1,738</td><td>$ 2,197</td><td>$ 18,954</td><td>$ 2,586</td><td>$ (5,021)</td></tr><tr><td>Effective Tax Rate</td><td>13 %</td><td>11 %</td><td>12 %</td><td>12 %</td><td>9 %</td><td>11 %</td><td>87 %</td><td>10 %</td><td>(23)%</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/tables/table-5 Quarterly Values.html b/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/tables/table-5 Quarterly Values.html
new file mode 100644
index 000000000..bd7718aab
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/tables/table-5 Quarterly Values.html	
@@ -0,0 +1,46 @@
+<table border='1' border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>Quarter</th>
+      <th>Value</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>Q1'24</td>
+      <td>$12,369</td>
+    </tr>
+    <tr>
+      <td>Q2'24</td>
+      <td>$13,465</td>
+    </tr>
+    <tr>
+      <td>Q3'24</td>
+      <td>$15,688</td>
+    </tr>
+    <tr>
+      <td>Q4'24</td>
+      <td>$20,838</td>
+    </tr>
+    <tr>
+      <td>Q1'25</td>
+      <td>$16,644</td>
+    </tr>
+    <tr>
+      <td>Q2'25</td>
+      <td>$18,337</td>
+    </tr>
+    <tr>
+      <td>Q3'25 (1)</td>
+      <td>$2,709</td>
+    </tr>
+    <tr>
+      <td>Q4'25</td>
+      <td>$22,768</td>
+    </tr>
+    <tr>
+      <td>Q1'26 (2)</td>
+      <td>$26,773</td>
+    </tr>
+  </tbody>
+</table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/tables/table-6 Quarterly Values.html b/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/tables/table-6 Quarterly Values.html
new file mode 100644
index 000000000..d0781aaef
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/tables/table-6 Quarterly Values.html	
@@ -0,0 +1,46 @@
+<table border='1' border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>Quarter</th>
+      <th>Value</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>Q1'24</td>
+      <td>$4.71</td>
+    </tr>
+    <tr>
+      <td>Q2'24</td>
+      <td>$5.16</td>
+    </tr>
+    <tr>
+      <td>Q3'24</td>
+      <td>$6.03</td>
+    </tr>
+    <tr>
+      <td>Q4'24</td>
+      <td>$8.02</td>
+    </tr>
+    <tr>
+      <td>Q1'25</td>
+      <td>$6.43</td>
+    </tr>
+    <tr>
+      <td>Q2'25</td>
+      <td>$7.14</td>
+    </tr>
+    <tr>
+      <td>Q3'25 (1)</td>
+      <td>$1.05</td>
+    </tr>
+    <tr>
+      <td>Q4'25</td>
+      <td>$8.88</td>
+    </tr>
+    <tr>
+      <td>Q1'26 (2)</td>
+      <td>$10.44</td>
+    </tr>
+  </tbody>
+</table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/tables/table-7 Financial Data.html b/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/tables/table-7 Financial Data.html
new file mode 100644
index 000000000..eab216c5d
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/tables/table-7 Financial Data.html	
@@ -0,0 +1,26 @@
+<table border='1' border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>Period</th>
+      <th>Value</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>Quarterly</td>
+      <td>$13,692</td>
+    </tr>
+    <tr>
+      <td>Q1'26</td>
+      <td>$19,840</td>
+    </tr>
+    <tr>
+      <td>2024</td>
+      <td>$39,225</td>
+    </tr>
+    <tr>
+      <td>Annual</td>
+      <td>$72,215</td>
+    </tr>
+  </tbody>
+</table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/tables/table-8 Quarterly Values.html b/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/tables/table-8 Quarterly Values.html
new file mode 100644
index 000000000..5213d9594
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/tables/table-8 Quarterly Values.html	
@@ -0,0 +1,46 @@
+<table border='1' border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>Quarter</th>
+      <th>Value</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>Q1'24</td>
+      <td>3.24</td>
+    </tr>
+    <tr>
+      <td>Q2'24</td>
+      <td>3.27</td>
+    </tr>
+    <tr>
+      <td>Q3'24</td>
+      <td>3.29</td>
+    </tr>
+    <tr>
+      <td>Q4'24</td>
+      <td>3.35</td>
+    </tr>
+    <tr>
+      <td>Q1'25</td>
+      <td>3.43</td>
+    </tr>
+    <tr>
+      <td>Q2'25</td>
+      <td>3.48</td>
+    </tr>
+    <tr>
+      <td>Q3'25</td>
+      <td>3.54</td>
+    </tr>
+    <tr>
+      <td>Q4'25</td>
+      <td>3.58</td>
+    </tr>
+    <tr>
+      <td>Q1'26 (1)</td>
+      <td>3.56</td>
+    </tr>
+  </tbody>
+</table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/tables/table-9 Quarterly Values.html b/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/tables/table-9 Quarterly Values.html
new file mode 100644
index 000000000..7c517e6b8
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-meta-q1-2026-presentation/tables/table-9 Quarterly Values.html	
@@ -0,0 +1,46 @@
+<table border='1' border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>Quarter</th>
+      <th>Value ($)</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>Q1'24</td>
+      <td>11.20</td>
+    </tr>
+    <tr>
+      <td>Q2'24</td>
+      <td>11.89</td>
+    </tr>
+    <tr>
+      <td>Q3'24</td>
+      <td>12.29</td>
+    </tr>
+    <tr>
+      <td>Q4'24</td>
+      <td>14.25</td>
+    </tr>
+    <tr>
+      <td>Q1'25</td>
+      <td>12.36</td>
+    </tr>
+    <tr>
+      <td>Q2'25</td>
+      <td>13.65</td>
+    </tr>
+    <tr>
+      <td>Q3'25</td>
+      <td>14.46</td>
+    </tr>
+    <tr>
+      <td>Q4'25</td>
+      <td>16.56</td>
+    </tr>
+    <tr>
+      <td>Q1'26</td>
+      <td>15.66</td>
+    </tr>
+  </tbody>
+</table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-meta-q1-2026-results/chunks.json b/apps/api/app/data/demo_documents/financial-meta-q1-2026-results/chunks.json
new file mode 100644
index 000000000..22a3c4e4c
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-meta-q1-2026-results/chunks.json
@@ -0,0 +1,1083 @@
+{
+  "chunks": [
+    {
+      "chunk_id": "043b2754-18d4-56c4-912c-727b0fabb127",
+      "type": "table",
+      "content": "<table><tr><td></td><td colspan=\"2\">Three Months Ended March 31,</td><td></td></tr><tr><td>In millions, except percentages and per share amounts</td><td>2026</td><td>2025</td><td>% Change</td></tr><tr><td>Revenue</td><td>$ 56,311</td><td>$ 42,314</td><td>33 %</td></tr><tr><td>Costs and expenses</td><td>33,439</td><td>24,759</td><td>35 %</td></tr><tr><td>Income from operations</td><td>$ 22,872</td><td>$ 17,555</td><td>30 %</td></tr><tr><td>Operating margin</td><td>41 %</td><td>41 %</td><td></td></tr><tr><td>Provision (benefit) for income taxes(1)</td><td>$ (5,021)</td><td>$ 1,738</td><td>NM</td></tr><tr><td>Effective tax rate(1)</td><td>(23)%</td><td>9 %</td><td></td></tr><tr><td>Net income</td><td>$ 26,773</td><td>$ 16,644</td><td>61 %</td></tr><tr><td>Diluted earnings per share (EPS)(1)</td><td>$ 10.44</td><td>$ 6.43</td><td>62 %</td></tr></table>",
+      "path": "tables/table-0 Q1 Financial Results.html",
+      "metadata": {
+        "length": 860,
+        "summary": "table-1\nMicrosoft's Q1 2026 revenue rose 33% to $56.3B, net income up 61% to $26.8B, and diluted EPS up 62% to $10.44, with operating margin steady at 41%.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Meta Reports First Quarter 2026 Results",
+        "file_path": "tables/table-0 Q1 Financial Results.html",
+        "keywords": [
+          "Revenue",
+          "Net Income",
+          "EPS"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "9d6c51fd-67d4-55e5-8dc6-2ce359bb981a",
+      "type": "text",
+      "content": "MENLO PARK, Calif. – April 29, 2026 – Meta Platforms, Inc. (Nasdaq: META) today reported financial results for the quarter ended March 31, 2026.\n\"We had a milestone quarter with strong momentum across our apps and the release of our first model from Meta Superintelligence Labs,\" said Mark Zuckerberg, Meta founder and CEO. \"We're on track to deliver personal superintelligence to billions of people.\"\nFirst Quarter 2026 Financial Highlights\n\n[tables/table-0 Q1 Financial Results.html]\n\nNM — not meaningful\n(1) Includes an \\$8.03 billion income tax benefit recognized in the first quarter of 2026, which partially offsets the \\$15.93 billion non-cash tax charge recorded in the third quarter of 2025 upon enactment of the One Big Beautiful Bill Act. This benefit is the result of U.S. Treasury Notice 2026-7, which addressed the Corporate Alternative Minimum Tax treatment of previously capitalized U.S. research and development costs. Excluding this tax benefit, our effective tax rate would have been 37 percentage points higher and our diluted earnings per share (EPS) would have been \\$3.13 lower.",
+      "path": "Meta-03-31-2026-Exhibit-99-1_final.pdf/Meta Reports First Quarter 2026 Results",
+      "metadata": {
+        "length": 1104,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Meta Reports First Quarter 2026 Results",
+        "tokens": [
+          "MENLO",
+          "PARK",
+          "Calif",
+          "April",
+          "29",
+          "2026",
+          "Meta",
+          "Platforms",
+          "Inc",
+          "Nasdaq",
+          "META",
+          "today",
+          "reported",
+          "financial",
+          "results",
+          "quarter",
+          "ended",
+          "March",
+          "31",
+          "We",
+          "milestone",
+          "strong",
+          "momentum",
+          "apps",
+          "release",
+          "model",
+          "Superintelligence",
+          "Labs",
+          "Mark",
+          "Zuckerberg",
+          "founder",
+          "CEO",
+          "track",
+          "deliver",
+          "personal",
+          "superintelligence",
+          "billions",
+          "people",
+          "First",
+          "Quarter",
+          "Financial",
+          "Highlights",
+          "NM",
+          "meaningful",
+          "Includes",
+          "8.03",
+          "billion",
+          "income",
+          "tax",
+          "benefit",
+          "recognized",
+          "partially",
+          "offsets",
+          "15.93",
+          "cash",
+          "charge",
+          "recorded",
+          "2025",
+          "enactment",
+          "One",
+          "Big",
+          "Beautiful",
+          "Bill",
+          "Act",
+          "This",
+          "result",
+          "Treasury",
+          "Notice",
+          "addressed",
+          "Corporate",
+          "Alternative",
+          "Minimum",
+          "Tax",
+          "treatment",
+          "previously",
+          "capitalized",
+          "research",
+          "development",
+          "costs",
+          "Excluding",
+          "effective",
+          "rate",
+          "37",
+          "percentage",
+          "points",
+          "higher",
+          "diluted",
+          "earnings",
+          "share",
+          "EPS",
+          "3.13",
+          "lower"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "043b2754-18d4-56c4-912c-727b0fabb127",
+            "relation": "embeds",
+            "ref": "[tables/table-0 Q1 Financial Results.html]",
+            "position": {
+              "start": 443,
+              "end": 485
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "5526d4d1-7db1-58f1-b89d-dba24d94e5fb",
+      "type": "text",
+      "content": "- Family daily active people (DAP) – DAP was 3.56 billion on average for March 2026, an increase of 4% year-over-year. The slight decline in DAP on a quarter-over-quarter basis was driven by internet disruptions in Iran, as well as a restriction on access to WhatsApp in Russia.\n- Ad impressions – Ad impressions delivered across our Family of Apps increased by 19% year-over-year.\n• Average price per ad – Average price per ad increased by 12% year-over-year.\n• Revenue – Revenue was \\$56.31 billion, an increase of 33% year-over-year. Revenue on a constant currency basis would have increased by 29% year-over-year.\n- Costs and expenses – Total costs and expenses were \\$33.44 billion, an increase of 35% year-over-year.\n- Capital expenditures – Capital expenditures, including principal payments on finance leases, were \\$19.84 billion.\n- Capital return program – Dividend and dividend equivalent payments were \\$1.35 billion.\n- Cash, cash equivalents, and marketable securities – Cash, cash equivalents, and marketable securities were \\$81.18 billion as of March 31, 2026.\n- Cash flow – Cash flow from operating activities was \\$32.23 billion, and free cash flow was \\$12.39 billion. $^{(1)}$\n- Headcount – Headcount was 77,986 as of March 31, 2026, an increase of $1\\%$ year-over-year.",
+      "path": "Meta-03-31-2026-Exhibit-99-1_final.pdf/Meta Reports First Quarter 2026 Results/First Quarter 2026 Operational and Other Financial Highlights",
+      "metadata": {
+        "length": 1290,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Meta Reports First Quarter 2026 Results",
+        "tokens": [
+          "Family",
+          "daily",
+          "active",
+          "people",
+          "DAP",
+          "3.56",
+          "billion",
+          "average",
+          "March",
+          "2026",
+          "increase",
+          "4%",
+          "year",
+          "The",
+          "slight",
+          "decline",
+          "quarter",
+          "basis",
+          "driven",
+          "internet",
+          "disruptions",
+          "Iran",
+          "restriction",
+          "access",
+          "WhatsApp",
+          "Russia",
+          "Ad",
+          "impressions",
+          "delivered",
+          "Apps",
+          "increased",
+          "19%",
+          "Average",
+          "price",
+          "ad",
+          "12%",
+          "Revenue",
+          "56.31",
+          "33%",
+          "constant",
+          "currency",
+          "29%",
+          "Costs",
+          "expenses",
+          "Total",
+          "costs",
+          "33.44",
+          "35%",
+          "Capital",
+          "expenditures",
+          "including",
+          "principal",
+          "payments",
+          "finance",
+          "leases",
+          "19.84",
+          "return",
+          "program",
+          "Dividend",
+          "dividend",
+          "equivalent",
+          "1.35",
+          "Cash",
+          "cash",
+          "equivalents",
+          "marketable",
+          "securities",
+          "81.18",
+          "31",
+          "flow",
+          "operating",
+          "activities",
+          "32.23",
+          "free",
+          "12.39",
+          "Headcount",
+          "77",
+          "986"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "a409e3d7-75ca-59b5-9891-1ecd90985f3d",
+      "type": "text",
+      "content": "We expect second quarter 2026 total revenue to be in the range of \\$58-61 billion. Our guidance assumes foreign currency is an approximately 2% tailwind to year-over-year total revenue growth, based on current exchange rates.\nWe expect full year 2026 total expenses to be in the range of \\$162-169 billion, unchanged from our prior outlook.\nWe continue to expect to deliver operating income this year that is above 2025 operating income.\nWe anticipate 2026 capital expenditures, including principal payments on finance leases, to be in the range of \\$125-145 billion, increased from our prior range of \\$115-135 billion. This reflects our expectations for higher component pricing this year and, to a lesser extent, additional data center costs to support future year capacity.\nAbsent any changes to our tax landscape, we expect our tax rate for the remaining quarters of 2026 to be between 13-16%.\nLastly, we continue to monitor active legal and regulatory matters, including headwinds in the EU and the U.S. that could significantly impact our business and financial results. For example, we continue to see scrutiny on youth-related issues and have additional trials scheduled for this year in the U.S., which may ultimately result in a material loss.",
+      "path": "Meta-03-31-2026-Exhibit-99-1_final.pdf/Meta Reports First Quarter 2026 Results/CFO Outlook Commentary",
+      "metadata": {
+        "length": 1254,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Meta Reports First Quarter 2026 Results",
+        "tokens": [
+          "We",
+          "expect",
+          "quarter",
+          "2026",
+          "total",
+          "revenue",
+          "range",
+          "58",
+          "61",
+          "billion",
+          "Our",
+          "guidance",
+          "assumes",
+          "foreign",
+          "currency",
+          "approximately",
+          "2%",
+          "tailwind",
+          "year",
+          "growth",
+          "based",
+          "current",
+          "exchange",
+          "rates",
+          "full",
+          "expenses",
+          "162",
+          "169",
+          "unchanged",
+          "prior",
+          "outlook",
+          "continue",
+          "deliver",
+          "operating",
+          "income",
+          "2025",
+          "anticipate",
+          "capital",
+          "expenditures",
+          "including",
+          "principal",
+          "payments",
+          "finance",
+          "leases",
+          "125",
+          "145",
+          "increased",
+          "115",
+          "135",
+          "This",
+          "reflects",
+          "expectations",
+          "higher",
+          "component",
+          "pricing",
+          "lesser",
+          "extent",
+          "additional",
+          "data",
+          "center",
+          "costs",
+          "support",
+          "future",
+          "capacity",
+          "Absent",
+          "tax",
+          "landscape",
+          "rate",
+          "remaining",
+          "quarters",
+          "13",
+          "16%",
+          "Lastly",
+          "monitor",
+          "active",
+          "legal",
+          "regulatory",
+          "matters",
+          "headwinds",
+          "EU",
+          "significantly",
+          "impact",
+          "business",
+          "financial",
+          "results",
+          "For",
+          "scrutiny",
+          "youth",
+          "related",
+          "issues",
+          "trials",
+          "scheduled",
+          "ultimately",
+          "result",
+          "material",
+          "loss"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "9be2402e-24b4-53f6-acd1-eada59ca225e",
+      "type": "text",
+      "content": "Meta will host a conference call to discuss its results at 2:30 p.m. PT / 5:30 p.m. ET today. The live webcast of the call can be accessed at the Meta Investor Relations website at investor.atmeta.com, along with the company's earnings press release, financial tables, and slide presentation.\nFollowing the call, a replay will be available at the same website. Transcripts of conference calls with publishing equity research analysts held today will also be posted to the investor.atmeta.com website.",
+      "path": "Meta-03-31-2026-Exhibit-99-1_final.pdf/Meta Reports First Quarter 2026 Results/Webcast and Conference Call Information",
+      "metadata": {
+        "length": 500,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Meta Reports First Quarter 2026 Results",
+        "tokens": [
+          "Meta",
+          "host",
+          "conference",
+          "call",
+          "discuss",
+          "results",
+          "30",
+          "PT",
+          "ET",
+          "today",
+          "The",
+          "live",
+          "webcast",
+          "accessed",
+          "Investor",
+          "Relations",
+          "website",
+          "investor",
+          "atmeta",
+          "company",
+          "earnings",
+          "press",
+          "release",
+          "financial",
+          "tables",
+          "slide",
+          "presentation",
+          "Following",
+          "replay",
+          "Transcripts",
+          "calls",
+          "publishing",
+          "equity",
+          "research",
+          "analysts",
+          "held",
+          "posted"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "9a15bdc9-4035-528c-88f8-d17a863d225f",
+      "type": "text",
+      "content": "Meta uses the investor.atmeta.com and meta.com/news websites as well as Mark Zuckerberg's Facebook profile (facebook.com/zuck), Instagram account (instagram.com/zuck) and Threads profile (threads.net/zuck) as means of disclosing material non-public information and for complying with its disclosure obligations under Regulation FD.",
+      "path": "Meta-03-31-2026-Exhibit-99-1_final.pdf/Meta Reports First Quarter 2026 Results/Disclosure Information",
+      "metadata": {
+        "length": 331,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Meta Reports First Quarter 2026 Results",
+        "tokens": [
+          "Meta",
+          "investor",
+          "atmeta",
+          "meta",
+          "news",
+          "websites",
+          "Mark",
+          "Zuckerberg",
+          "Facebook",
+          "profile",
+          "facebook",
+          "zuck",
+          "Instagram",
+          "account",
+          "instagram",
+          "Threads",
+          "threads",
+          "net",
+          "means",
+          "disclosing",
+          "material",
+          "public",
+          "information",
+          "complying",
+          "disclosure",
+          "obligations",
+          "Regulation",
+          "FD"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "24582b3d-7fc5-52ba-9e33-b5eaf3804ef0",
+      "type": "text",
+      "content": "Meta is building the future of human connection, powered by artificial intelligence and immersive technologies. When Facebook launched in 2004, it changed the way people connect. Apps like Messenger, Instagram, and WhatsApp further empowered billions around the world. Now, Meta is moving beyond 2D screens toward experiences that foster deeper connections and unlock new possibilities.",
+      "path": "Meta-03-31-2026-Exhibit-99-1_final.pdf/Meta Reports First Quarter 2026 Results/About Meta",
+      "metadata": {
+        "length": 386,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Meta Reports First Quarter 2026 Results",
+        "tokens": [
+          "Meta",
+          "building",
+          "future",
+          "human",
+          "connection",
+          "powered",
+          "artificial",
+          "intelligence",
+          "immersive",
+          "technologies",
+          "When",
+          "Facebook",
+          "launched",
+          "2004",
+          "changed",
+          "people",
+          "connect",
+          "Apps",
+          "Messenger",
+          "Instagram",
+          "WhatsApp",
+          "empowered",
+          "billions",
+          "world",
+          "Now",
+          "moving",
+          "2D",
+          "screens",
+          "experiences",
+          "foster",
+          "deeper",
+          "connections",
+          "unlock",
+          "possibilities"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "0698d606-e596-57da-9927-75546cf45353",
+      "type": "text",
+      "content": "Investors:\nKenneth Dorell\ninvestor@meta.com / investor.atmeta.com\nPress:\nMatt Tye\npress@meta.com / meta.com/news",
+      "path": "Meta-03-31-2026-Exhibit-99-1_final.pdf/Meta Reports First Quarter 2026 Results/Contacts",
+      "metadata": {
+        "length": 112,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Meta Reports First Quarter 2026 Results",
+        "tokens": [
+          "Investors",
+          "Kenneth",
+          "Dorell",
+          "investor",
+          "meta",
+          "atmeta",
+          "Press",
+          "Matt",
+          "Tye",
+          "press",
+          "news"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "d43eba36-752b-5159-97a4-858a5e555d0a",
+      "type": "text",
+      "content": "This press release contains forward-looking statements regarding our future business plans and expectations. These forward-looking statements are only predictions and may differ materially from actual results due to a variety of factors including: the impact of macroeconomic conditions on our business and financial results, including as a result of geopolitical events; our ability to retain or increase users and engagement levels; our reliance on advertising revenue; our dependency on data signals and mobile operating systems, networks, and standards that we do not control; changes to the content or application of third-party policies that impact our advertising practices; risks associated with new products and changes to existing products as well as other new business initiatives, including our artificial intelligence initiatives and Reality Labs efforts; our emphasis on community growth and engagement and the user experience over short-term financial results; maintaining and enhancing our brand and reputation; our ongoing privacy, safety, security, and content and advertising review and enforcement efforts; competition; risks associated with government actions that could restrict access to our products or impair our ability to sell advertising in certain countries; litigation and government inquiries; privacy, legislative, and regulatory concerns or developments; risks associated with acquisitions; security breaches; our ability to manage our scale and geographically-dispersed operations; and market conditions or other factors affecting capital return to stockholders. These and other potential risks and uncertainties that could cause actual results to differ from the results predicted are more fully detailed under the caption \"Risk Factors\" in our Annual Report on Form 10-K filed with the SEC on January 29, 2026, which is available on our Investor Relations website at investor.atmeta.com and on the SEC website at www.sec.gov. Additional information will also be set forth in our Quarterly Report on Form 10-Q for the quarter ended March 31, 2026. In addition, please note that the date of this press release is April 29, 2026, and any forward-looking statements contained herein are based on assumptions that we believe to be reasonable as of this date. We undertake no obligation to update these statements as a result of new information or future events.\nFor a discussion of limitations in the measurement of certain of our community metrics, see the section entitled \"Limitations of Key Metrics and Other Data\" in our most recent quarterly or annual report filed with the SEC.",
+      "path": "Meta-03-31-2026-Exhibit-99-1_final.pdf/Meta Reports First Quarter 2026 Results/Forward-Looking Statements",
+      "metadata": {
+        "length": 2615,
+        "summary": "This press release contains forward-looking statements about future business plans and expectations, which may differ materially from actual results due to various factors including macroeconomic conditions, user engagement, advertising revenue, data dependency, third-party policies, new products like AI and Reality Labs, competition, government actions, litigation, privacy regulations, acquisitions, security breaches, and market conditions. These risks are detailed in the company's Annual Report on Form 10-K filed with the SEC on January 29, 2026, and will be updated in the Quarterly Report for March 31, 2026. The release is dated April 29, 2026, and the company undertakes no obligation to update these statements. Limitations of community metrics are discussed in the most recent SEC filings.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Meta Reports First Quarter 2026 Results",
+        "tokens": [
+          "This",
+          "press",
+          "release",
+          "forward",
+          "statements",
+          "future",
+          "business",
+          "plans",
+          "expectations",
+          "These",
+          "predictions",
+          "differ",
+          "materially",
+          "actual",
+          "results",
+          "due",
+          "variety",
+          "factors",
+          "including",
+          "impact",
+          "macroeconomic",
+          "conditions",
+          "financial",
+          "result",
+          "geopolitical",
+          "events",
+          "ability",
+          "retain",
+          "increase",
+          "users",
+          "engagement",
+          "levels",
+          "reliance",
+          "advertising",
+          "revenue",
+          "dependency",
+          "data",
+          "signals",
+          "mobile",
+          "operating",
+          "systems",
+          "networks",
+          "standards",
+          "control",
+          "content",
+          "application",
+          "party",
+          "policies",
+          "practices",
+          "risks",
+          "products",
+          "existing",
+          "initiatives",
+          "artificial",
+          "intelligence",
+          "Reality",
+          "Labs",
+          "efforts",
+          "emphasis",
+          "community",
+          "growth",
+          "user",
+          "experience",
+          "short",
+          "term",
+          "maintaining",
+          "enhancing",
+          "brand",
+          "reputation",
+          "ongoing",
+          "privacy",
+          "safety",
+          "security",
+          "review",
+          "enforcement",
+          "competition",
+          "government",
+          "actions",
+          "restrict",
+          "access",
+          "impair",
+          "sell",
+          "countries",
+          "litigation",
+          "inquiries",
+          "legislative",
+          "regulatory",
+          "concerns",
+          "developments",
+          "acquisitions",
+          "breaches",
+          "manage",
+          "scale",
+          "geographically",
+          "dispersed",
+          "operations",
+          "market",
+          "affecting",
+          "capital",
+          "return",
+          "stockholders",
+          "potential",
+          "uncertainties",
+          "predicted",
+          "fully",
+          "detailed",
+          "caption",
+          "Risk",
+          "Factors",
+          "Annual",
+          "Report",
+          "Form",
+          "10",
+          "filed",
+          "SEC",
+          "January",
+          "29",
+          "2026",
+          "Investor",
+          "Relations",
+          "website",
+          "investor",
+          "atmeta",
+          "www",
+          "sec",
+          "gov",
+          "Additional",
+          "information",
+          "set",
+          "Quarterly",
+          "quarter",
+          "ended",
+          "March",
+          "31",
+          "In",
+          "addition",
+          "note",
+          "date",
+          "April",
+          "contained",
+          "based",
+          "assumptions",
+          "reasonable",
+          "We",
+          "undertake",
+          "obligation",
+          "update",
+          "For",
+          "discussion",
+          "limitations",
+          "measurement",
+          "metrics",
+          "section",
+          "entitled",
+          "Limitations",
+          "Key",
+          "Metrics",
+          "Other",
+          "Data",
+          "recent",
+          "quarterly",
+          "annual",
+          "report"
+        ],
+        "keywords": [
+          "forward-looking statements",
+          "risks",
+          "SEC filings"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "4c634a6a-e022-5e8e-bc63-d804248bb980",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"2\"></td><td colspan=\"2\">Three Months Ended March 31,</td></tr><tr><td>2026</td><td>2025</td></tr><tr><td>Revenue</td><td>$ 56,311</td><td>$ 42,314</td></tr><tr><td>Costs and expenses:</td><td></td><td></td></tr><tr><td>Cost of revenue</td><td>10,218</td><td>7,572</td></tr><tr><td>Research and development</td><td>17,699</td><td>12,150</td></tr><tr><td>Marketing and sales</td><td>2,908</td><td>2,757</td></tr><tr><td>General and administrative</td><td>2,614</td><td>2,280</td></tr><tr><td>Total costs and expenses</td><td>33,439</td><td>24,759</td></tr><tr><td>Income from operations</td><td>22,872</td><td>17,555</td></tr><tr><td>Interest and other income (expense), net</td><td>(1,120)</td><td>827</td></tr><tr><td>Income before income taxes</td><td>21,752</td><td>18,382</td></tr><tr><td>Provision (benefit) for income taxes</td><td>(5,021)</td><td>1,738</td></tr><tr><td>Net income</td><td>$ 26,773</td><td>$ 16,644</td></tr><tr><td>Earnings per share:</td><td></td><td></td></tr><tr><td>Basic</td><td>$ 10.57</td><td>$ 6.59</td></tr><tr><td>Diluted</td><td>$ 10.44</td><td>$ 6.43</td></tr><tr><td>Weighted-average shares used to compute earnings per share:</td><td></td><td></td></tr><tr><td>Basic</td><td>2,534</td><td>2,527</td></tr><tr><td>Diluted</td><td>2,564</td><td>2,590</td></tr></table>",
+      "path": "tables/table-1 Q1 Financial Results.html",
+      "metadata": {
+        "length": 1326,
+        "summary": "table-2\nThe table shows Q1 financial data for 2026 vs 2025. Revenue rose from $42,314 to $56,311. Net income increased from $16,644 to $26,773. Basic EPS grew from $6.59 to $10.57.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Meta Reports First Quarter 2026 Results",
+        "file_path": "tables/table-1 Q1 Financial Results.html",
+        "keywords": [
+          "Revenue",
+          "Net Income",
+          "Earnings Per Share"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "baafc521-c953-5d9e-aedf-6a867cbe6024",
+      "type": "table",
+      "content": "<table><tr><td></td><td>March 31, 2026</td><td>December 31, 2025</td></tr><tr><td colspan=\"3\">Assets</td></tr><tr><td colspan=\"3\">Current assets:</td></tr><tr><td>Cash and cash equivalents</td><td>$ 23,426</td><td>$ 35,873</td></tr><tr><td>Marketable securities</td><td>57,754</td><td>45,719</td></tr><tr><td>Accounts receivable, net</td><td>17,470</td><td>19,769</td></tr><tr><td>Prepaid expenses and other current assets</td><td>11,115</td><td>7,361</td></tr><tr><td>Total current assets</td><td>109,765</td><td>108,722</td></tr><tr><td>Non-marketable equity investments</td><td>28,410</td><td>27,524</td></tr><tr><td>Property and equipment, net</td><td>194,776</td><td>176,400</td></tr><tr><td>Operating lease right-of-use assets</td><td>23,268</td><td>20,404</td></tr><tr><td>Goodwill</td><td>24,748</td><td>24,534</td></tr><tr><td>Other assets</td><td>14,283</td><td>8,437</td></tr><tr><td>Total assets</td><td>$ 395,250</td><td>$ 366,021</td></tr><tr><td colspan=\"3\">Liabilities and stockholders&#x27; equity</td></tr><tr><td colspan=\"3\">Current liabilities:</td></tr><tr><td>Accounts payable</td><td>$ 13,326</td><td>$ 8,894</td></tr><tr><td>Operating lease liabilities, current</td><td>2,414</td><td>2,213</td></tr><tr><td>Accrued expenses and other current liabilities</td><td>31,013</td><td>30,729</td></tr><tr><td>Total current liabilities</td><td>46,753</td><td>41,836</td></tr><tr><td>Operating lease liabilities, non-current</td><td>25,607</td><td>22,940</td></tr><tr><td>Long-term debt</td><td>58,748</td><td>58,744</td></tr><tr><td>Long-term income taxes</td><td>16,849</td><td>21,005</td></tr><tr><td>Other liabilities</td><td>3,612</td><td>4,253</td></tr><tr><td>Total liabilities</td><td>151,569</td><td>148,778</td></tr><tr><td colspan=\"3\">Commitments and contingencies</td></tr><tr><td colspan=\"3\">Stockholders&#x27; equity:</td></tr><tr><td>Common stock and additional paid-in capital</td><td>99,337</td><td>95,793</td></tr><tr><td>Accumulated other comprehensive income (loss)</td><td>(303)</td><td>271</td></tr><tr><td>Retained earnings</td><td>144,647</td><td>121,179</td></tr><tr><td>Total stockholders&#x27; equity</td><td>243,681</td><td>217,243</td></tr><tr><td>Total liabilities and stockholders&#x27; equity</td><td>$ 395,250</td><td>$ 366,021</td></tr></table>",
+      "path": "tables/table-2 Balance Sheet.html",
+      "metadata": {
+        "length": 2292,
+        "summary": "table-3\nCondensed balance sheet as of March 31, 2026 and December 31, 2025, showing total assets of $395,250 and $366,021, with liabilities and stockholders' equity.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Meta Reports First Quarter 2026 Results",
+        "file_path": "tables/table-2 Balance Sheet.html",
+        "keywords": [
+          "Assets",
+          "Liabilities",
+          "Equity"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "6d7be585-ee73-50f0-b3e4-e2fc7d00fe43",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"2\"></td><td colspan=\"2\">Three Months Ended March 31,</td></tr><tr><td>2026</td><td>2025</td></tr><tr><td>Cash flows from operating activities</td><td></td><td></td></tr><tr><td>Net income</td><td>$26,773</td><td>$16,644</td></tr><tr><td>Adjustments to reconcile net income to net cash provided by operating activities:</td><td></td><td></td></tr><tr><td>Depreciation and amortization</td><td>5,999</td><td>3,900</td></tr><tr><td>Share-based compensation</td><td>6,032</td><td>4,147</td></tr><tr><td>Deferred income taxes</td><td>123</td><td>(993)</td></tr><tr><td>Unrealized (gain) loss on equity investments</td><td>1,075</td><td>(135)</td></tr><tr><td>Other</td><td>(17)</td><td>(96)</td></tr><tr><td>Changes in assets and liabilities:</td><td></td><td></td></tr><tr><td>Accounts receivable</td><td>2,128</td><td>2,804</td></tr><tr><td>Prepaid expenses and other current assets</td><td>(2,424)</td><td>360</td></tr><tr><td>Other assets</td><td>(1,082)</td><td>(52)</td></tr><tr><td>Accounts payable</td><td>(937)</td><td>(1,034)</td></tr><tr><td>Accrued expenses and other current liabilities</td><td>(271)</td><td>(2,231)</td></tr><tr><td>Other liabilities</td><td>(5,173)</td><td>712</td></tr><tr><td>Net cash provided by operating activities</td><td>32,226</td><td>24,026</td></tr><tr><td>Cash flows from investing activities</td><td></td><td></td></tr><tr><td>Purchases of property and equipment</td><td>(18,997)</td><td>(12,941)</td></tr><tr><td>Purchases of marketable securities</td><td>(32,978)</td><td>(11,763)</td></tr><tr><td>Sales and maturities of marketable securities</td><td>19,176</td><td>4,784</td></tr><tr><td>Purchases of non-marketable equity investments</td><td>(544)</td><td>(100)</td></tr><tr><td>Payments for held-for-sale assets</td><td>(118)</td><td>—</td></tr><tr><td>Acquisitions of businesses and intangible assets</td><td>(372)</td><td>(1)</td></tr><tr><td>Other investing activities</td><td>155</td><td>11</td></tr><tr><td>Net cash used in investing activities</td><td>(33,678)</td><td>(20,010)</td></tr><tr><td>Cash flows from financing activities</td><td></td><td></td></tr><tr><td>Taxes paid related to net share settlement of equity awards</td><td>(4,423)</td><td>(4,883)</td></tr><tr><td>Repurchases of Class A common stock</td><td>—</td><td>(12,754)</td></tr><tr><td>Payments for dividends and dividend equivalents</td><td>(1,346)</td><td>(1,329)</td></tr><tr><td>Principal payments on finance leases</td><td>(843)</td><td>(751)</td></tr><tr><td>Other financing activities</td><td>59</td><td>222</td></tr><tr><td>Net cash used in financing activities</td><td>(6,553)</td><td>(19,495)</td></tr><tr><td>Effect of exchange rate changes on cash, cash equivalents, restricted cash, and restricted cash equivalents</td><td>7</td><td>112</td></tr><tr><td>Net decrease in cash, cash equivalents, restricted cash, and restricted cash equivalents</td><td>(7,998)</td><td>(15,367)</td></tr><tr><td>Cash, cash equivalents, restricted cash, and restricted cash equivalents at beginning of the period</td><td>39,100</td><td>45,438</td></tr><tr><td>Cash, cash equivalents, restricted cash, and restricted cash equivalents at end of the period</td><td>$31,102</td><td>$30,071</td></tr><tr><td>Reconciliation of cash, cash equivalents, restricted cash, and restricted cash equivalents to the condensed consolidated balance sheets</td><td></td><td></td></tr><tr><td>Cash and cash equivalents</td><td>$23,426</td><td>$28,750</td></tr><tr><td>Restricted cash and restricted cash equivalents, included in prepaid expenses and other current assets</td><td>340</td><td>71</td></tr><tr><td>Restricted cash and restricted cash equivalents, included in other assets</td><td>7,336</td><td>1,250</td></tr><tr><td>Total cash, cash equivalents, restricted cash, and restricted cash equivalents</td><td>$31,102</td><td>$30,071</td></tr><tr><td>Supplemental cash flow data</td><td></td><td></td></tr><tr><td>Cash paid for income taxes, net</td><td>$541</td><td>$448</td></tr></table>",
+      "path": "tables/table-3 Cash Flow Statement.html",
+      "metadata": {
+        "length": 4015,
+        "summary": "table-4\nThe table shows cash flows for three months ended March 31, 2026 and 2025, with net cash provided by operating activities of $32,226 and $24,026, respectively.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Meta Reports First Quarter 2026 Results",
+        "file_path": "tables/table-3 Cash Flow Statement.html",
+        "keywords": [
+          "cash flow",
+          "operating",
+          "investing"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "3589d1a9-74de-5e33-ad3a-63432b61a89d",
+      "type": "text",
+      "content": "To supplement our condensed consolidated financial statements, which are prepared and presented in accordance with generally accepted accounting principles in the United States (GAAP), we use the following non-GAAP financial measures: revenue excluding foreign exchange effect, advertising revenue excluding foreign exchange effect, and free cash flow. The presentation of these financial measures is not intended to be considered in isolation or as a substitute for, or superior to, financial information prepared and presented in accordance with GAAP. Investors are cautioned that there are material limitations associated with the use of non-GAAP financial measures as an analytical tool. In addition, these measures may be different from non-GAAP financial measures used by other companies, limiting their usefulness for comparison purposes. We compensate for these limitations by providing specific information regarding the GAAP amounts excluded from these non-GAAP financial measures.\nWe believe these non-GAAP financial measures provide investors with useful supplemental information about the financial performance of our business, enable comparison of financial results between periods where certain items may vary independent of business performance, and allow for greater transparency with respect to key metrics used by management in operating our business.\nOur non-GAAP financial measures are adjusted for the following items:\nForeign exchange effect on revenue. To calculate revenue on a constant currency basis, we translate current period revenue using the prior year's monthly exchange rates for our settlement or billing currencies other than the U.S. dollar, which we believe is a useful metric that facilitates comparison to our historical performance.\nPurchases of property and equipment; Principal payments on finance leases. We subtract both purchases of property and equipment, and principal payments on finance leases in our calculation of free cash flow because we believe that these two items collectively represent the amount of property and equipment we need to procure to support our business, regardless of whether we procure such property or equipment with a finance lease. We believe that this methodology can provide useful supplemental information to help investors better understand underlying trends in our business. Free cash flow is not intended to represent our residual cash flow available for discretionary expenditures.\nFor more information on our non-GAAP financial measures and a reconciliation of GAAP to non-GAAP measures, see the \"Reconciliation of GAAP to Non-GAAP Results\" table in this press release.\nMETA PLATFORMS, INC.\nCONDENSED CONSOLIDATED STATEMENTS OF INCOME\n(In millions, except per share amounts)\n(Unaudited)\n\n[tables/table-1 Q1 Financial Results.html]\n\nMETA PLATFORMS, INC.\nCONDENSED CONSOLIDATED BALANCE SHEETS\n(In millions)\n(Unaudited)\n\n[tables/table-2 Balance Sheet.html]\n\nMETA PLATFORMS, INC.\nCONDENSED CONSOLIDATED STATEMENTS OF CASH FLOWS\n(In millions)\n(Unaudited)\n\n[tables/table-3 Cash Flow Statement.html]",
+      "path": "Meta-03-31-2026-Exhibit-99-1_final.pdf/Meta Reports First Quarter 2026 Results/Non-GAAP Financial Measures",
+      "metadata": {
+        "length": 3101,
+        "summary": "The passage discusses Meta Platforms' use of non-GAAP financial measures, including revenue excluding foreign exchange effect, advertising revenue excluding foreign exchange effect, and free cash flow. It explains that these measures supplement GAAP financials, provide useful comparisons, and are adjusted for foreign exchange effects and capital expenditures. The text also references condensed consolidated financial statements (income, balance sheet, cash flows) for the three months ended March 31, 2026, but the actual table data is not provided in the input.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Meta Reports First Quarter 2026 Results",
+        "tokens": [
+          "To",
+          "supplement",
+          "condensed",
+          "consolidated",
+          "financial",
+          "statements",
+          "prepared",
+          "presented",
+          "accordance",
+          "generally",
+          "accepted",
+          "accounting",
+          "principles",
+          "United",
+          "States",
+          "GAAP",
+          "measures",
+          "revenue",
+          "excluding",
+          "foreign",
+          "exchange",
+          "effect",
+          "advertising",
+          "free",
+          "cash",
+          "flow",
+          "The",
+          "presentation",
+          "intended",
+          "considered",
+          "isolation",
+          "substitute",
+          "superior",
+          "information",
+          "Investors",
+          "cautioned",
+          "material",
+          "limitations",
+          "analytical",
+          "tool",
+          "In",
+          "addition",
+          "companies",
+          "limiting",
+          "usefulness",
+          "comparison",
+          "purposes",
+          "We",
+          "compensate",
+          "providing",
+          "specific",
+          "amounts",
+          "excluded",
+          "provide",
+          "investors",
+          "supplemental",
+          "performance",
+          "business",
+          "enable",
+          "results",
+          "periods",
+          "items",
+          "vary",
+          "independent",
+          "greater",
+          "transparency",
+          "respect",
+          "key",
+          "metrics",
+          "management",
+          "operating",
+          "Our",
+          "adjusted",
+          "Foreign",
+          "calculate",
+          "constant",
+          "currency",
+          "basis",
+          "translate",
+          "current",
+          "period",
+          "prior",
+          "year",
+          "monthly",
+          "rates",
+          "settlement",
+          "billing",
+          "currencies",
+          "dollar",
+          "metric",
+          "facilitates",
+          "historical",
+          "Purchases",
+          "property",
+          "equipment",
+          "Principal",
+          "payments",
+          "finance",
+          "leases",
+          "subtract",
+          "purchases",
+          "principal",
+          "calculation",
+          "collectively",
+          "represent",
+          "amount",
+          "procure",
+          "support",
+          "lease",
+          "methodology",
+          "understand",
+          "underlying",
+          "trends",
+          "Free",
+          "residual",
+          "discretionary",
+          "expenditures",
+          "For",
+          "reconciliation",
+          "Reconciliation",
+          "Non",
+          "Results",
+          "table",
+          "press",
+          "release",
+          "META",
+          "PLATFORMS",
+          "INC",
+          "CONDENSED",
+          "CONSOLIDATED",
+          "STATEMENTS",
+          "OF",
+          "INCOME",
+          "millions",
+          "share",
+          "Unaudited",
+          "BALANCE",
+          "SHEETS",
+          "CASH",
+          "FLOWS"
+        ],
+        "keywords": [
+          "Non-GAAP",
+          "Revenue",
+          "Free Cash Flow"
+        ],
+        "connect_to": [
+          {
+            "target": "4c634a6a-e022-5e8e-bc63-d804248bb980",
+            "relation": "embeds",
+            "ref": "[tables/table-1 Q1 Financial Results.html]",
+            "position": {
+              "start": 2771,
+              "end": 2813
+            }
+          },
+          {
+            "target": "baafc521-c953-5d9e-aedf-6a867cbe6024",
+            "relation": "embeds",
+            "ref": "[tables/table-2 Balance Sheet.html]",
+            "position": {
+              "start": 2901,
+              "end": 2936
+            }
+          },
+          {
+            "target": "6d7be585-ee73-50f0-b3e4-e2fc7d00fe43",
+            "relation": "embeds",
+            "ref": "[tables/table-3 Cash Flow Statement.html]",
+            "position": {
+              "start": 3034,
+              "end": 3075
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "4a694a69-fe63-509c-90be-f6e7f02e4334",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"2\"></td><td colspan=\"2\">Three Months Ended March 31,</td></tr><tr><td>2026</td><td>2025</td></tr><tr><td>Revenue:</td><td></td><td></td></tr><tr><td>Advertising</td><td>$ 55,024</td><td>$ 41,392</td></tr><tr><td>Other revenue</td><td>885</td><td>510</td></tr><tr><td>Family of Apps</td><td>55,909</td><td>41,902</td></tr><tr><td>Reality Labs</td><td>402</td><td>412</td></tr><tr><td>Total revenue</td><td>$ 56,311</td><td>$ 42,314</td></tr><tr><td>Income (loss) from operations:</td><td></td><td></td></tr><tr><td>Family of Apps</td><td>$ 26,900</td><td>$ 21,765</td></tr><tr><td>Reality Labs</td><td>(4,028)</td><td>(4,210)</td></tr><tr><td>Total income from operations</td><td>$ 22,872</td><td>$ 17,555</td></tr></table>",
+      "path": "tables/table-4 Meta Q1 Revenue.html",
+      "metadata": {
+        "length": 746,
+        "summary": "table-5\nMeta's Q1 2026 total revenue was $56,311M, up from $42,314M in 2025. Family of Apps income rose to $26,900M, while Reality Labs loss narrowed to $4,028M.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Meta Reports First Quarter 2026 Results",
+        "file_path": "tables/table-4 Meta Q1 Revenue.html",
+        "keywords": [
+          "Revenue",
+          "Income",
+          "Meta"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "f404c94a-de9a-5cf7-b2e2-a029f3a9826d",
+      "type": "text",
+      "content": "We report our financial results for our two reportable segments: Family of Apps (FoA) and Reality Labs (RL). FoA includes Facebook, Instagram, Messenger, WhatsApp, and other services. RL includes our virtual and augmented reality related consumer hardware, software, and content.\nThe following table sets forth our segment information of revenue and income (loss) from operations:\nSegment Information\n(In millions)\n(Unaudited)\n\n[tables/table-4 Meta Q1 Revenue.html]",
+      "path": "Meta-03-31-2026-Exhibit-99-1_final.pdf/Meta Reports First Quarter 2026 Results/Segment Results",
+      "metadata": {
+        "length": 473,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Meta Reports First Quarter 2026 Results",
+        "tokens": [
+          "We",
+          "report",
+          "financial",
+          "results",
+          "reportable",
+          "segments",
+          "Family",
+          "Apps",
+          "FoA",
+          "Reality",
+          "Labs",
+          "RL",
+          "includes",
+          "Facebook",
+          "Instagram",
+          "Messenger",
+          "WhatsApp",
+          "services",
+          "virtual",
+          "augmented",
+          "reality",
+          "related",
+          "consumer",
+          "hardware",
+          "software",
+          "content",
+          "The",
+          "table",
+          "sets",
+          "segment",
+          "information",
+          "revenue",
+          "income",
+          "loss",
+          "operations",
+          "Segment",
+          "Information",
+          "In",
+          "millions",
+          "Unaudited"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "4a694a69-fe63-509c-90be-f6e7f02e4334",
+            "relation": "embeds",
+            "ref": "[tables/table-4 Meta Q1 Revenue.html]",
+            "position": {
+              "start": 428,
+              "end": 465
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "af92081c-54eb-5b97-9d21-733bfd6fbe1d",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"2\"></td><td colspan=\"2\">Three Months Ended March 31,</td></tr><tr><td>2026</td><td>2025</td></tr><tr><td>GAAP revenue</td><td>$ 56,311</td><td>$ 42,314</td></tr><tr><td>Foreign exchange effect on 2026 revenue using 2025 rates</td><td>(1,749)</td><td></td></tr><tr><td>Revenue excluding foreign exchange effect</td><td>$ 54,562</td><td></td></tr><tr><td>GAAP revenue year-over-year change %</td><td>33 %</td><td></td></tr><tr><td>Revenue excluding foreign exchange effect year-over-year change %</td><td>29 %</td><td></td></tr><tr><td>GAAP advertising revenue</td><td>$ 55,024</td><td>$ 41,392</td></tr><tr><td>Foreign exchange effect on 2026 advertising revenue using 2025 rates</td><td>(1,734)</td><td></td></tr><tr><td>Advertising revenue excluding foreign exchange effect</td><td>$ 53,290</td><td></td></tr><tr><td>GAAP advertising revenue year-over-year change %</td><td>33 %</td><td></td></tr><tr><td>Advertising revenue excluding foreign exchange effect year-over-year change %</td><td>29 %</td><td></td></tr><tr><td>Net cash provided by operating activities</td><td>$ 32,226</td><td>$ 24,026</td></tr><tr><td>Purchases of property and equipment</td><td>(18,997)</td><td>(12,941)</td></tr><tr><td>Principal payments on finance leases</td><td>(843)</td><td>(751)</td></tr><tr><td>Free cash flow</td><td>$ 12,386</td><td>$ 10,334</td></tr></table>",
+      "path": "tables/table-5 Revenue & Cash Flow.html",
+      "metadata": {
+        "length": 1375,
+        "summary": "table-6\nGAAP revenue rose 33% to $56,311M in Q1 2026; excluding FX, growth was 29%. Advertising revenue similarly grew 33% (29% ex-FX). Free cash flow was $12,386M, up from $10,334M.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Meta Reports First Quarter 2026 Results",
+        "file_path": "tables/table-5 Revenue & Cash Flow.html",
+        "keywords": [
+          "Revenue",
+          "Foreign Exchange",
+          "Free Cash Flow"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "868184d1-5c3b-594f-8571-01637edc1de0",
+      "type": "text",
+      "content": "(In millions, except percentages)\n(Unaudited)\n\n[tables/table-5 Revenue & Cash Flow.html]",
+      "path": "Meta-03-31-2026-Exhibit-99-1_final.pdf/Meta Reports First Quarter 2026 Results/Reconciliation of GAAP to Non-GAAP Results",
+      "metadata": {
+        "length": 92,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Meta Reports First Quarter 2026 Results",
+        "tokens": [
+          "In",
+          "millions",
+          "percentages",
+          "Unaudited"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "af92081c-54eb-5b97-9d21-733bfd6fbe1d",
+            "relation": "embeds",
+            "ref": "[tables/table-5 Revenue & Cash Flow.html]",
+            "position": {
+              "start": 47,
+              "end": 88
+            }
+          }
+        ]
+      }
+    }
+  ]
+}
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-meta-q1-2026-results/doc_nav.json b/apps/api/app/data/demo_documents/financial-meta-q1-2026-results/doc_nav.json
new file mode 100644
index 000000000..b9961879e
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-meta-q1-2026-results/doc_nav.json
@@ -0,0 +1,131 @@
+{
+  "version": "1.0",
+  "file_name": "Meta Q1 2026 Exhibit 99.1.pdf",
+  "stats": {
+    "total_chunks": 17,
+    "text_chunks": 11,
+    "image_chunks": 0,
+    "table_chunks": 6,
+    "max_depth": 2
+  },
+  "sections": [
+    {
+      "title": "Meta Reports First Quarter 2026 Results",
+      "path": "Meta-03-31-2026-Exhibit-99-1_final.pdf/Meta Reports First Quarter 2026 Results",
+      "level": 1,
+      "summary": "MENLO PARK, Calif. – April 29, 2026 – Meta Platforms, Inc. (Nasdaq: META) today reported financial results for the quarter ended March 31, 2026. \"We had a milestone quarter with strong momentum across our apps and the release of our first model from Meta Superintelligence Labs,\" said Mark Zuckerberg, Meta founder and CEO. \"We're on track to deliver personal superintelligence to billions of people.\" First Quarter 2026 Financial Highlights [tables/table-0 Q1 Financial Results.html] NM — not meaningful (1) Includes an \\$8.03 billion income tax benefit recognized in the first quarter of 2026, which partially offsets the \\$15.93 billion non-cash tax charge recorded in the third quarter of 2025 upon enactment of the One Big Beautiful Bill Act. This benefit is the result of U.S. Treasury Notice 2026-7, which addressed the Corporate Alternative Minimum Tax treatment of previously capitalized U.S. research and development costs. Excluding this tax benefit, our effective tax rate would have been 37 percentage points higher and our diluted earnings per share (EPS) would have been \\$3.13 lower.",
+      "chunk_count": 11,
+      "children": [
+        {
+          "title": "First Quarter 2026 Operational and Other Financial Highlights",
+          "path": "Meta-03-31-2026-Exhibit-99-1_final.pdf/Meta Reports First Quarter 2026 Results/First Quarter 2026 Operational and Other Financial Highlights",
+          "level": 2,
+          "summary": "- Family daily active people (DAP) – DAP was 3.56 billion on average for March 2026, an increase of 4% year-over-year. The slight decline in DAP on a quarter-over-quarter basis was driven by internet disruptions in Iran, as well as a restriction on access to WhatsApp in Russia. - Ad impressions – Ad impressions delivered across our Family of Apps increased by 19% year-over-year. • Average price per ad – Average price per ad increased by 12% year-over-year. • Revenue – Revenue was \\$56.31 billion, an increase of 33% year-over-year. Revenue on a constant currency basis would have increased by 29% year-over-year. - Costs and expenses – Total costs and expenses were \\$33.44 billion, an increase of 35% year-over-year. - Capital expenditures – Capital expenditures, including principal payments on finance leases, were \\$19.84 billion. - Capital return program – Dividend and dividend equivalent payments were \\$1.35 billion. - Cash, cash equivalents, and marketable securities – Cash, cash equivalents, and marketable securities were \\$81.18 billion as of March 31, 2026. - Cash flow – Cash flow from operating activities was \\$32.23 billion, and free cash flow was \\$12.39 billion. $^{(1)}$ - Headcount – Headcount was 77,986 as of March 31, 2026, an increase of $1\\%$ year-over-year.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "CFO Outlook Commentary",
+          "path": "Meta-03-31-2026-Exhibit-99-1_final.pdf/Meta Reports First Quarter 2026 Results/CFO Outlook Commentary",
+          "level": 2,
+          "summary": "We expect second quarter 2026 total revenue to be in the range of \\$58-61 billion. Our guidance assumes foreign currency is an approximately 2% tailwind to year-over-year total revenue growth, based on current exchange rates. We expect full year 2026 total expenses to be in the range of \\$162-169 billion, unchanged from our prior outlook. We continue to expect to deliver operating income this year that is above 2025 operating income. We anticipate 2026 capital expenditures, including principal payments on finance leases, to be in the range of \\$125-145 billion, increased from our prior range of \\$115-135 billion. This reflects our expectations for higher component pricing this year and, to a lesser extent, additional data center costs to support future year capacity. Absent any changes to our tax landscape, we expect our tax rate for the remaining quarters of 2026 to be between 13-16%. Lastly, we continue to monitor active legal and regulatory matters, including headwinds in the EU and the U.S. that could significantly impact our business and financial results. For example, we continue to see scrutiny on youth-related issues and have additional trials scheduled for this year in the U.S., which may ultimately result in a material loss.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Webcast and Conference Call Information",
+          "path": "Meta-03-31-2026-Exhibit-99-1_final.pdf/Meta Reports First Quarter 2026 Results/Webcast and Conference Call Information",
+          "level": 2,
+          "summary": "Meta will host a conference call to discuss its results at 2:30 p.m. PT / 5:30 p.m. ET today. The live webcast of the call can be accessed at the Meta Investor Relations website at investor.atmeta.com, along with the company's earnings press release, financial tables, and slide presentation. Following the call, a replay will be available at the same website. Transcripts of conference calls with publishing equity research analysts held today will also be posted to the investor.atmeta.com website.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Disclosure Information",
+          "path": "Meta-03-31-2026-Exhibit-99-1_final.pdf/Meta Reports First Quarter 2026 Results/Disclosure Information",
+          "level": 2,
+          "summary": "Meta uses the investor.atmeta.com and meta.com/news websites as well as Mark Zuckerberg's Facebook profile (facebook.com/zuck), Instagram account (instagram.com/zuck) and Threads profile (threads.net/zuck) as means of disclosing material non-public information and for complying with its disclosure obligations under Regulation FD.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "About Meta",
+          "path": "Meta-03-31-2026-Exhibit-99-1_final.pdf/Meta Reports First Quarter 2026 Results/About Meta",
+          "level": 2,
+          "summary": "Meta is building the future of human connection, powered by artificial intelligence and immersive technologies. When Facebook launched in 2004, it changed the way people connect. Apps like Messenger, Instagram, and WhatsApp further empowered billions around the world. Now, Meta is moving beyond 2D screens toward experiences that foster deeper connections and unlock new possibilities.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Contacts",
+          "path": "Meta-03-31-2026-Exhibit-99-1_final.pdf/Meta Reports First Quarter 2026 Results/Contacts",
+          "level": 2,
+          "summary": "Investors: Kenneth Dorell investor@meta.com / investor.atmeta.com Press: Matt Tye press@meta.com / meta.com/news",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Forward-Looking Statements",
+          "path": "Meta-03-31-2026-Exhibit-99-1_final.pdf/Meta Reports First Quarter 2026 Results/Forward-Looking Statements",
+          "level": 2,
+          "summary": "This press release contains forward-looking statements about future business plans and expectations, which may differ materially from actual results due to various factors including macroeconomic conditions, user engagement, advertising revenue, data dependency, third-party policies, new products like AI and Reality Labs, competition, government actions, litigation, privacy regulations, acquisitions, security breaches, and market conditions. These risks are detailed in the company's Annual Report on Form 10-K filed with the SEC on January 29, 2026, and will be updated in the Quarterly Report for March 31, 2026. The release is dated April 29, 2026, and the company undertakes no obligation to update these statements. Limitations of community metrics are discussed in the most recent SEC filings.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Non-GAAP Financial Measures",
+          "path": "Meta-03-31-2026-Exhibit-99-1_final.pdf/Meta Reports First Quarter 2026 Results/Non-GAAP Financial Measures",
+          "level": 2,
+          "summary": "The passage discusses Meta Platforms' use of non-GAAP financial measures, including revenue excluding foreign exchange effect, advertising revenue excluding foreign exchange effect, and free cash flow. It explains that these measures supplement GAAP financials, provide useful comparisons, and are adjusted for foreign exchange effects and capital expenditures. The text also references condensed consolidated financial statements (income, balance sheet, cash flows) for the three months ended March 31, 2026, but the actual table data is not provided in the input.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Segment Results",
+          "path": "Meta-03-31-2026-Exhibit-99-1_final.pdf/Meta Reports First Quarter 2026 Results/Segment Results",
+          "level": 2,
+          "summary": "We report our financial results for our two reportable segments: Family of Apps (FoA) and Reality Labs (RL). FoA includes Facebook, Instagram, Messenger, WhatsApp, and other services. RL includes our virtual and augmented reality related consumer hardware, software, and content. The following table sets forth our segment information of revenue and income (loss) from operations: Segment Information (In millions) (Unaudited) [tables/table-4 Meta Q1 Revenue.html]",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Reconciliation of GAAP to Non-GAAP Results",
+          "path": "Meta-03-31-2026-Exhibit-99-1_final.pdf/Meta Reports First Quarter 2026 Results/Reconciliation of GAAP to Non-GAAP Results",
+          "level": 2,
+          "summary": "(In millions, except percentages) (Unaudited) [tables/table-5 Revenue & Cash Flow.html]",
+          "chunk_count": 1,
+          "children": []
+        }
+      ]
+    }
+  ],
+  "resources": {
+    "images": [],
+    "tables": [
+      {
+        "path": "tables/table-0 Q1 Financial Results.html",
+        "summary": "table-1 Microsoft's Q1 2026 revenue rose 33% to $56.3B, net income up 61% to $26.8B, and diluted EPS up 62% to $10.44, with operating margin steady at 41%."
+      },
+      {
+        "path": "tables/table-1 Q1 Financial Results.html",
+        "summary": "table-2 The table shows Q1 financial data for 2026 vs 2025. Revenue rose from $42,314 to $56,311. Net income increased from $16,644 to $26,773. Basic EPS grew from $6.59 to $10.57."
+      },
+      {
+        "path": "tables/table-2 Balance Sheet.html",
+        "summary": "table-3 Condensed balance sheet as of March 31, 2026 and December 31, 2025, showing total assets of $395,250 and $366,021, with liabilities and stockholders' equity."
+      },
+      {
+        "path": "tables/table-3 Cash Flow Statement.html",
+        "summary": "table-4 The table shows cash flows for three months ended March 31, 2026 and 2025, with net cash provided by operating activities of $32,226 and $24,026, respectively."
+      },
+      {
+        "path": "tables/table-4 Meta Q1 Revenue.html",
+        "summary": "table-5 Meta's Q1 2026 total revenue was $56,311M, up from $42,314M in 2025. Family of Apps income rose to $26,900M, while Reality Labs loss narrowed to $4,028M."
+      },
+      {
+        "path": "tables/table-5 Revenue & Cash Flow.html",
+        "summary": "table-6 GAAP revenue rose 33% to $56,311M in Q1 2026; excluding FX, growth was 29%. Advertising revenue similarly grew 33% (29% ex-FX). Free cash flow was $12,386M, up from $10,334M."
+      }
+    ]
+  }
+}
diff --git a/apps/api/app/data/demo_documents/financial-meta-q1-2026-results/full.md b/apps/api/app/data/demo_documents/financial-meta-q1-2026-results/full.md
new file mode 100644
index 000000000..85de9c016
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-meta-q1-2026-results/full.md
@@ -0,0 +1,128 @@
+## Meta Reports First Quarter 2026 Results
+
+MENLO PARK, Calif. – April 29, 2026 – Meta Platforms, Inc. (Nasdaq: META) today reported financial results for the quarter ended March 31, 2026.
+
+"We had a milestone quarter with strong momentum across our apps and the release of our first model from Meta Superintelligence Labs," said Mark Zuckerberg, Meta founder and CEO. "We're on track to deliver personal superintelligence to billions of people."
+
+First Quarter 2026 Financial Highlights
+
+<table><tr><td></td><td colspan="2">Three Months Ended March 31,</td><td></td></tr><tr><td>In millions, except percentages and per share amounts</td><td>2026</td><td>2025</td><td>% Change</td></tr><tr><td>Revenue</td><td>$ 56,311</td><td>$ 42,314</td><td>33 %</td></tr><tr><td>Costs and expenses</td><td>33,439</td><td>24,759</td><td>35 %</td></tr><tr><td>Income from operations</td><td>$ 22,872</td><td>$ 17,555</td><td>30 %</td></tr><tr><td>Operating margin</td><td>41 %</td><td>41 %</td><td></td></tr><tr><td>Provision (benefit) for income taxes(1)</td><td>$ (5,021)</td><td>$ 1,738</td><td>NM</td></tr><tr><td>Effective tax rate(1)</td><td>(23)%</td><td>9 %</td><td></td></tr><tr><td>Net income</td><td>$ 26,773</td><td>$ 16,644</td><td>61 %</td></tr><tr><td>Diluted earnings per share (EPS)(1)</td><td>$ 10.44</td><td>$ 6.43</td><td>62 %</td></tr></table>
+
+NM — not meaningful  
+(1) Includes an \$8.03 billion income tax benefit recognized in the first quarter of 2026, which partially offsets the \$15.93 billion non-cash tax charge recorded in the third quarter of 2025 upon enactment of the One Big Beautiful Bill Act. This benefit is the result of U.S. Treasury Notice 2026-7, which addressed the Corporate Alternative Minimum Tax treatment of previously capitalized U.S. research and development costs. Excluding this tax benefit, our effective tax rate would have been 37 percentage points higher and our diluted earnings per share (EPS) would have been \$3.13 lower.
+
+## First Quarter 2026 Operational and Other Financial Highlights
+
+- Family daily active people (DAP) – DAP was 3.56 billion on average for March 2026, an increase of 4% year-over-year. The slight decline in DAP on a quarter-over-quarter basis was driven by internet disruptions in Iran, as well as a restriction on access to WhatsApp in Russia.  
+- Ad impressions – Ad impressions delivered across our Family of Apps increased by 19% year-over-year.  
+• Average price per ad – Average price per ad increased by 12% year-over-year.  
+• Revenue – Revenue was \$56.31 billion, an increase of 33% year-over-year. Revenue on a constant currency basis would have increased by 29% year-over-year.  
+- Costs and expenses – Total costs and expenses were \$33.44 billion, an increase of 35% year-over-year.  
+- Capital expenditures – Capital expenditures, including principal payments on finance leases, were \$19.84 billion.  
+- Capital return program – Dividend and dividend equivalent payments were \$1.35 billion.  
+- Cash, cash equivalents, and marketable securities – Cash, cash equivalents, and marketable securities were \$81.18 billion as of March 31, 2026.  
+- Cash flow – Cash flow from operating activities was \$32.23 billion, and free cash flow was \$12.39 billion. $^{(1)}$  
+- Headcount – Headcount was 77,986 as of March 31, 2026, an increase of $1\%$ year-over-year.
+
+## CFO Outlook Commentary
+
+We expect second quarter 2026 total revenue to be in the range of \$58-61 billion. Our guidance assumes foreign currency is an approximately 2% tailwind to year-over-year total revenue growth, based on current exchange rates.
+
+We expect full year 2026 total expenses to be in the range of \$162-169 billion, unchanged from our prior outlook.
+
+We continue to expect to deliver operating income this year that is above 2025 operating income.
+
+We anticipate 2026 capital expenditures, including principal payments on finance leases, to be in the range of \$125-145 billion, increased from our prior range of \$115-135 billion. This reflects our expectations for higher component pricing this year and, to a lesser extent, additional data center costs to support future year capacity.
+
+Absent any changes to our tax landscape, we expect our tax rate for the remaining quarters of 2026 to be between 13-16%.
+
+Lastly, we continue to monitor active legal and regulatory matters, including headwinds in the EU and the U.S. that could significantly impact our business and financial results. For example, we continue to see scrutiny on youth-related issues and have additional trials scheduled for this year in the U.S., which may ultimately result in a material loss.
+
+## Webcast and Conference Call Information
+
+Meta will host a conference call to discuss its results at 2:30 p.m. PT / 5:30 p.m. ET today. The live webcast of the call can be accessed at the Meta Investor Relations website at investor.atmeta.com, along with the company's earnings press release, financial tables, and slide presentation.
+
+Following the call, a replay will be available at the same website. Transcripts of conference calls with publishing equity research analysts held today will also be posted to the investor.atmeta.com website.
+
+## Disclosure Information
+
+Meta uses the investor.atmeta.com and meta.com/news websites as well as Mark Zuckerberg's Facebook profile (facebook.com/zuck), Instagram account (instagram.com/zuck) and Threads profile (threads.net/zuck) as means of disclosing material non-public information and for complying with its disclosure obligations under Regulation FD.
+
+## About Meta
+
+Meta is building the future of human connection, powered by artificial intelligence and immersive technologies. When Facebook launched in 2004, it changed the way people connect. Apps like Messenger, Instagram, and WhatsApp further empowered billions around the world. Now, Meta is moving beyond 2D screens toward experiences that foster deeper connections and unlock new possibilities.
+
+## Contacts
+
+Investors:
+
+Kenneth Dorell
+
+investor@meta.com / investor.atmeta.com
+
+Press:
+
+Matt Tye
+
+press@meta.com / meta.com/news
+
+## Forward-Looking Statements
+
+This press release contains forward-looking statements regarding our future business plans and expectations. These forward-looking statements are only predictions and may differ materially from actual results due to a variety of factors including: the impact of macroeconomic conditions on our business and financial results, including as a result of geopolitical events; our ability to retain or increase users and engagement levels; our reliance on advertising revenue; our dependency on data signals and mobile operating systems, networks, and standards that we do not control; changes to the content or application of third-party policies that impact our advertising practices; risks associated with new products and changes to existing products as well as other new business initiatives, including our artificial intelligence initiatives and Reality Labs efforts; our emphasis on community growth and engagement and the user experience over short-term financial results; maintaining and enhancing our brand and reputation; our ongoing privacy, safety, security, and content and advertising review and enforcement efforts; competition; risks associated with government actions that could restrict access to our products or impair our ability to sell advertising in certain countries; litigation and government inquiries; privacy, legislative, and regulatory concerns or developments; risks associated with acquisitions; security breaches; our ability to manage our scale and geographically-dispersed operations; and market conditions or other factors affecting capital return to stockholders. These and other potential risks and uncertainties that could cause actual results to differ from the results predicted are more fully detailed under the caption "Risk Factors" in our Annual Report on Form 10-K filed with the SEC on January 29, 2026, which is available on our Investor Relations website at investor.atmeta.com and on the SEC website at www.sec.gov. Additional information will also be set forth in our Quarterly Report on Form 10-Q for the quarter ended March 31, 2026. In addition, please note that the date of this press release is April 29, 2026, and any forward-looking statements contained herein are based on assumptions that we believe to be reasonable as of this date. We undertake no obligation to update these statements as a result of new information or future events.
+
+For a discussion of limitations in the measurement of certain of our community metrics, see the section entitled "Limitations of Key Metrics and Other Data" in our most recent quarterly or annual report filed with the SEC.
+
+## Non-GAAP Financial Measures
+
+To supplement our condensed consolidated financial statements, which are prepared and presented in accordance with generally accepted accounting principles in the United States (GAAP), we use the following non-GAAP financial measures: revenue excluding foreign exchange effect, advertising revenue excluding foreign exchange effect, and free cash flow. The presentation of these financial measures is not intended to be considered in isolation or as a substitute for, or superior to, financial information prepared and presented in accordance with GAAP. Investors are cautioned that there are material limitations associated with the use of non-GAAP financial measures as an analytical tool. In addition, these measures may be different from non-GAAP financial measures used by other companies, limiting their usefulness for comparison purposes. We compensate for these limitations by providing specific information regarding the GAAP amounts excluded from these non-GAAP financial measures.
+
+We believe these non-GAAP financial measures provide investors with useful supplemental information about the financial performance of our business, enable comparison of financial results between periods where certain items may vary independent of business performance, and allow for greater transparency with respect to key metrics used by management in operating our business.
+
+Our non-GAAP financial measures are adjusted for the following items:
+
+Foreign exchange effect on revenue. To calculate revenue on a constant currency basis, we translate current period revenue using the prior year's monthly exchange rates for our settlement or billing currencies other than the U.S. dollar, which we believe is a useful metric that facilitates comparison to our historical performance.
+
+Purchases of property and equipment; Principal payments on finance leases. We subtract both purchases of property and equipment, and principal payments on finance leases in our calculation of free cash flow because we believe that these two items collectively represent the amount of property and equipment we need to procure to support our business, regardless of whether we procure such property or equipment with a finance lease. We believe that this methodology can provide useful supplemental information to help investors better understand underlying trends in our business. Free cash flow is not intended to represent our residual cash flow available for discretionary expenditures.
+
+For more information on our non-GAAP financial measures and a reconciliation of GAAP to non-GAAP measures, see the "Reconciliation of GAAP to Non-GAAP Results" table in this press release.
+
+META PLATFORMS, INC.  
+CONDENSED CONSOLIDATED STATEMENTS OF INCOME  
+(In millions, except per share amounts)  
+(Unaudited)
+
+<table><tr><td rowspan="2"></td><td colspan="2">Three Months Ended March 31,</td></tr><tr><td>2026</td><td>2025</td></tr><tr><td>Revenue</td><td>$ 56,311</td><td>$ 42,314</td></tr><tr><td>Costs and expenses:</td><td></td><td></td></tr><tr><td>Cost of revenue</td><td>10,218</td><td>7,572</td></tr><tr><td>Research and development</td><td>17,699</td><td>12,150</td></tr><tr><td>Marketing and sales</td><td>2,908</td><td>2,757</td></tr><tr><td>General and administrative</td><td>2,614</td><td>2,280</td></tr><tr><td>Total costs and expenses</td><td>33,439</td><td>24,759</td></tr><tr><td>Income from operations</td><td>22,872</td><td>17,555</td></tr><tr><td>Interest and other income (expense), net</td><td>(1,120)</td><td>827</td></tr><tr><td>Income before income taxes</td><td>21,752</td><td>18,382</td></tr><tr><td>Provision (benefit) for income taxes</td><td>(5,021)</td><td>1,738</td></tr><tr><td>Net income</td><td>$ 26,773</td><td>$ 16,644</td></tr><tr><td>Earnings per share:</td><td></td><td></td></tr><tr><td>Basic</td><td>$ 10.57</td><td>$ 6.59</td></tr><tr><td>Diluted</td><td>$ 10.44</td><td>$ 6.43</td></tr><tr><td>Weighted-average shares used to compute earnings per share:</td><td></td><td></td></tr><tr><td>Basic</td><td>2,534</td><td>2,527</td></tr><tr><td>Diluted</td><td>2,564</td><td>2,590</td></tr></table>
+
+META PLATFORMS, INC.  
+CONDENSED CONSOLIDATED BALANCE SHEETS  
+(In millions)  
+(Unaudited)
+
+<table><tr><td></td><td>March 31, 2026</td><td>December 31, 2025</td></tr><tr><td colspan="3">Assets</td></tr><tr><td colspan="3">Current assets:</td></tr><tr><td>Cash and cash equivalents</td><td>$ 23,426</td><td>$ 35,873</td></tr><tr><td>Marketable securities</td><td>57,754</td><td>45,719</td></tr><tr><td>Accounts receivable, net</td><td>17,470</td><td>19,769</td></tr><tr><td>Prepaid expenses and other current assets</td><td>11,115</td><td>7,361</td></tr><tr><td>Total current assets</td><td>109,765</td><td>108,722</td></tr><tr><td>Non-marketable equity investments</td><td>28,410</td><td>27,524</td></tr><tr><td>Property and equipment, net</td><td>194,776</td><td>176,400</td></tr><tr><td>Operating lease right-of-use assets</td><td>23,268</td><td>20,404</td></tr><tr><td>Goodwill</td><td>24,748</td><td>24,534</td></tr><tr><td>Other assets</td><td>14,283</td><td>8,437</td></tr><tr><td>Total assets</td><td>$ 395,250</td><td>$ 366,021</td></tr><tr><td colspan="3">Liabilities and stockholders&#x27; equity</td></tr><tr><td colspan="3">Current liabilities:</td></tr><tr><td>Accounts payable</td><td>$ 13,326</td><td>$ 8,894</td></tr><tr><td>Operating lease liabilities, current</td><td>2,414</td><td>2,213</td></tr><tr><td>Accrued expenses and other current liabilities</td><td>31,013</td><td>30,729</td></tr><tr><td>Total current liabilities</td><td>46,753</td><td>41,836</td></tr><tr><td>Operating lease liabilities, non-current</td><td>25,607</td><td>22,940</td></tr><tr><td>Long-term debt</td><td>58,748</td><td>58,744</td></tr><tr><td>Long-term income taxes</td><td>16,849</td><td>21,005</td></tr><tr><td>Other liabilities</td><td>3,612</td><td>4,253</td></tr><tr><td>Total liabilities</td><td>151,569</td><td>148,778</td></tr><tr><td colspan="3">Commitments and contingencies</td></tr><tr><td colspan="3">Stockholders&#x27; equity:</td></tr><tr><td>Common stock and additional paid-in capital</td><td>99,337</td><td>95,793</td></tr><tr><td>Accumulated other comprehensive income (loss)</td><td>(303)</td><td>271</td></tr><tr><td>Retained earnings</td><td>144,647</td><td>121,179</td></tr><tr><td>Total stockholders&#x27; equity</td><td>243,681</td><td>217,243</td></tr><tr><td>Total liabilities and stockholders&#x27; equity</td><td>$ 395,250</td><td>$ 366,021</td></tr></table>
+
+META PLATFORMS, INC.
+CONDENSED CONSOLIDATED STATEMENTS OF CASH FLOWS  
+(In millions)  
+(Unaudited)
+
+<table><tr><td rowspan="2"></td><td colspan="2">Three Months Ended March 31,</td></tr><tr><td>2026</td><td>2025</td></tr><tr><td>Cash flows from operating activities</td><td></td><td></td></tr><tr><td>Net income</td><td>$26,773</td><td>$16,644</td></tr><tr><td>Adjustments to reconcile net income to net cash provided by operating activities:</td><td></td><td></td></tr><tr><td>Depreciation and amortization</td><td>5,999</td><td>3,900</td></tr><tr><td>Share-based compensation</td><td>6,032</td><td>4,147</td></tr><tr><td>Deferred income taxes</td><td>123</td><td>(993)</td></tr><tr><td>Unrealized (gain) loss on equity investments</td><td>1,075</td><td>(135)</td></tr><tr><td>Other</td><td>(17)</td><td>(96)</td></tr><tr><td>Changes in assets and liabilities:</td><td></td><td></td></tr><tr><td>Accounts receivable</td><td>2,128</td><td>2,804</td></tr><tr><td>Prepaid expenses and other current assets</td><td>(2,424)</td><td>360</td></tr><tr><td>Other assets</td><td>(1,082)</td><td>(52)</td></tr><tr><td>Accounts payable</td><td>(937)</td><td>(1,034)</td></tr><tr><td>Accrued expenses and other current liabilities</td><td>(271)</td><td>(2,231)</td></tr><tr><td>Other liabilities</td><td>(5,173)</td><td>712</td></tr><tr><td>Net cash provided by operating activities</td><td>32,226</td><td>24,026</td></tr><tr><td>Cash flows from investing activities</td><td></td><td></td></tr><tr><td>Purchases of property and equipment</td><td>(18,997)</td><td>(12,941)</td></tr><tr><td>Purchases of marketable securities</td><td>(32,978)</td><td>(11,763)</td></tr><tr><td>Sales and maturities of marketable securities</td><td>19,176</td><td>4,784</td></tr><tr><td>Purchases of non-marketable equity investments</td><td>(544)</td><td>(100)</td></tr><tr><td>Payments for held-for-sale assets</td><td>(118)</td><td>—</td></tr><tr><td>Acquisitions of businesses and intangible assets</td><td>(372)</td><td>(1)</td></tr><tr><td>Other investing activities</td><td>155</td><td>11</td></tr><tr><td>Net cash used in investing activities</td><td>(33,678)</td><td>(20,010)</td></tr><tr><td>Cash flows from financing activities</td><td></td><td></td></tr><tr><td>Taxes paid related to net share settlement of equity awards</td><td>(4,423)</td><td>(4,883)</td></tr><tr><td>Repurchases of Class A common stock</td><td>—</td><td>(12,754)</td></tr><tr><td>Payments for dividends and dividend equivalents</td><td>(1,346)</td><td>(1,329)</td></tr><tr><td>Principal payments on finance leases</td><td>(843)</td><td>(751)</td></tr><tr><td>Other financing activities</td><td>59</td><td>222</td></tr><tr><td>Net cash used in financing activities</td><td>(6,553)</td><td>(19,495)</td></tr><tr><td>Effect of exchange rate changes on cash, cash equivalents, restricted cash, and restricted cash equivalents</td><td>7</td><td>112</td></tr><tr><td>Net decrease in cash, cash equivalents, restricted cash, and restricted cash equivalents</td><td>(7,998)</td><td>(15,367)</td></tr><tr><td>Cash, cash equivalents, restricted cash, and restricted cash equivalents at beginning of the period</td><td>39,100</td><td>45,438</td></tr><tr><td>Cash, cash equivalents, restricted cash, and restricted cash equivalents at end of the period</td><td>$31,102</td><td>$30,071</td></tr><tr><td>Reconciliation of cash, cash equivalents, restricted cash, and restricted cash equivalents to the condensed consolidated balance sheets</td><td></td><td></td></tr><tr><td>Cash and cash equivalents</td><td>$23,426</td><td>$28,750</td></tr><tr><td>Restricted cash and restricted cash equivalents, included in prepaid expenses and other current assets</td><td>340</td><td>71</td></tr><tr><td>Restricted cash and restricted cash equivalents, included in other assets</td><td>7,336</td><td>1,250</td></tr><tr><td>Total cash, cash equivalents, restricted cash, and restricted cash equivalents</td><td>$31,102</td><td>$30,071</td></tr><tr><td>Supplemental cash flow data</td><td></td><td></td></tr><tr><td>Cash paid for income taxes, net</td><td>$541</td><td>$448</td></tr></table>
+
+## Segment Results
+
+We report our financial results for our two reportable segments: Family of Apps (FoA) and Reality Labs (RL). FoA includes Facebook, Instagram, Messenger, WhatsApp, and other services. RL includes our virtual and augmented reality related consumer hardware, software, and content.
+
+The following table sets forth our segment information of revenue and income (loss) from operations:
+
+Segment Information  
+(In millions)  
+(Unaudited)
+
+<table><tr><td rowspan="2"></td><td colspan="2">Three Months Ended March 31,</td></tr><tr><td>2026</td><td>2025</td></tr><tr><td>Revenue:</td><td></td><td></td></tr><tr><td>Advertising</td><td>$ 55,024</td><td>$ 41,392</td></tr><tr><td>Other revenue</td><td>885</td><td>510</td></tr><tr><td>Family of Apps</td><td>55,909</td><td>41,902</td></tr><tr><td>Reality Labs</td><td>402</td><td>412</td></tr><tr><td>Total revenue</td><td>$ 56,311</td><td>$ 42,314</td></tr><tr><td>Income (loss) from operations:</td><td></td><td></td></tr><tr><td>Family of Apps</td><td>$ 26,900</td><td>$ 21,765</td></tr><tr><td>Reality Labs</td><td>(4,028)</td><td>(4,210)</td></tr><tr><td>Total income from operations</td><td>$ 22,872</td><td>$ 17,555</td></tr></table>
+
+## Reconciliation of GAAP to Non-GAAP Results
+
+(In millions, except percentages)
+
+(Unaudited)
+
+<table><tr><td rowspan="2"></td><td colspan="2">Three Months Ended March 31,</td></tr><tr><td>2026</td><td>2025</td></tr><tr><td>GAAP revenue</td><td>$ 56,311</td><td>$ 42,314</td></tr><tr><td>Foreign exchange effect on 2026 revenue using 2025 rates</td><td>(1,749)</td><td></td></tr><tr><td>Revenue excluding foreign exchange effect</td><td>$ 54,562</td><td></td></tr><tr><td>GAAP revenue year-over-year change %</td><td>33 %</td><td></td></tr><tr><td>Revenue excluding foreign exchange effect year-over-year change %</td><td>29 %</td><td></td></tr><tr><td>GAAP advertising revenue</td><td>$ 55,024</td><td>$ 41,392</td></tr><tr><td>Foreign exchange effect on 2026 advertising revenue using 2025 rates</td><td>(1,734)</td><td></td></tr><tr><td>Advertising revenue excluding foreign exchange effect</td><td>$ 53,290</td><td></td></tr><tr><td>GAAP advertising revenue year-over-year change %</td><td>33 %</td><td></td></tr><tr><td>Advertising revenue excluding foreign exchange effect year-over-year change %</td><td>29 %</td><td></td></tr><tr><td>Net cash provided by operating activities</td><td>$ 32,226</td><td>$ 24,026</td></tr><tr><td>Purchases of property and equipment</td><td>(18,997)</td><td>(12,941)</td></tr><tr><td>Principal payments on finance leases</td><td>(843)</td><td>(751)</td></tr><tr><td>Free cash flow</td><td>$ 12,386</td><td>$ 10,334</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-meta-q1-2026-results/manifest.json b/apps/api/app/data/demo_documents/financial-meta-q1-2026-results/manifest.json
new file mode 100644
index 000000000..7803c129b
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-meta-q1-2026-results/manifest.json
@@ -0,0 +1,63 @@
+{
+  "version": "2.0",
+  "job_id": "job_d669d759ca88",
+  "data_id": null,
+  "source_file_name": "Meta-03-31-2026-Exhibit-99-1_final.pdf",
+  "processing_date": "2026-06-16T03:32:14.805330Z",
+  "processing": {
+    "page_count": 9,
+    "billing_status": "charged",
+    "cost": {
+      "micro_dollars": 13500,
+      "credits": 0.0135
+    },
+    "timing": {
+      "started_at": "2026-06-16T03:31:40.786174+00:00",
+      "completed_at": "2026-06-16T03:32:14.798647+00:00",
+      "duration_ms": 34012
+    },
+    "stages": {
+      "timing_ms": {
+        "document.profile": 3561,
+        "pdf.extract.standard": 24962,
+        "toc.detect_range_llm": 1075,
+        "md.detect_toc": 1089,
+        "heading.hierarchy_llm_call": 1847,
+        "heading.hierarchy_llm": 1854,
+        "md.predict_headings": 1958,
+        "md.deferred_summaries": 2335,
+        "md.build_dataframe": 1,
+        "pdf.parse_md": 5430,
+        "document.cleanup_unreferenced_images": 0,
+        "document.compress_images": 0,
+        "worker.parse.document": 33959
+      },
+      "token_usage": {
+        "prompt_tokens": 3363,
+        "completion_tokens": 170,
+        "total_tokens": 3533
+      }
+    }
+  },
+  "statistics": {
+    "total_chunks": 17,
+    "text_chunks": 11,
+    "image_chunks": 0,
+    "table_chunks": 6,
+    "total_pages": null
+  },
+  "HIERARCHY": {
+    "Meta Reports First Quarter 2026 Results": {
+      "First Quarter 2026 Operational and Other Financial Highlights": {},
+      "CFO Outlook Commentary": {},
+      "Webcast and Conference Call Information": {},
+      "Disclosure Information": {},
+      "About Meta": {},
+      "Contacts": {},
+      "Forward-Looking Statements": {},
+      "Non-GAAP Financial Measures": {},
+      "Segment Results": {},
+      "Reconciliation of GAAP to Non-GAAP Results": {}
+    }
+  }
+}
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-meta-q1-2026-results/tables/table-0 Q1 Financial Results.html b/apps/api/app/data/demo_documents/financial-meta-q1-2026-results/tables/table-0 Q1 Financial Results.html
new file mode 100644
index 000000000..ce0803ba4
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-meta-q1-2026-results/tables/table-0 Q1 Financial Results.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td></td><td colspan="2">Three Months Ended March 31,</td><td></td></tr><tr><td>In millions, except percentages and per share amounts</td><td>2026</td><td>2025</td><td>% Change</td></tr><tr><td>Revenue</td><td>$ 56,311</td><td>$ 42,314</td><td>33 %</td></tr><tr><td>Costs and expenses</td><td>33,439</td><td>24,759</td><td>35 %</td></tr><tr><td>Income from operations</td><td>$ 22,872</td><td>$ 17,555</td><td>30 %</td></tr><tr><td>Operating margin</td><td>41 %</td><td>41 %</td><td></td></tr><tr><td>Provision (benefit) for income taxes(1)</td><td>$ (5,021)</td><td>$ 1,738</td><td>NM</td></tr><tr><td>Effective tax rate(1)</td><td>(23)%</td><td>9 %</td><td></td></tr><tr><td>Net income</td><td>$ 26,773</td><td>$ 16,644</td><td>61 %</td></tr><tr><td>Diluted earnings per share (EPS)(1)</td><td>$ 10.44</td><td>$ 6.43</td><td>62 %</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-meta-q1-2026-results/tables/table-1 Q1 Financial Results.html b/apps/api/app/data/demo_documents/financial-meta-q1-2026-results/tables/table-1 Q1 Financial Results.html
new file mode 100644
index 000000000..71871c423
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-meta-q1-2026-results/tables/table-1 Q1 Financial Results.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="2"></td><td colspan="2">Three Months Ended March 31,</td></tr><tr><td>2026</td><td>2025</td></tr><tr><td>Revenue</td><td>$ 56,311</td><td>$ 42,314</td></tr><tr><td>Costs and expenses:</td><td></td><td></td></tr><tr><td>Cost of revenue</td><td>10,218</td><td>7,572</td></tr><tr><td>Research and development</td><td>17,699</td><td>12,150</td></tr><tr><td>Marketing and sales</td><td>2,908</td><td>2,757</td></tr><tr><td>General and administrative</td><td>2,614</td><td>2,280</td></tr><tr><td>Total costs and expenses</td><td>33,439</td><td>24,759</td></tr><tr><td>Income from operations</td><td>22,872</td><td>17,555</td></tr><tr><td>Interest and other income (expense), net</td><td>(1,120)</td><td>827</td></tr><tr><td>Income before income taxes</td><td>21,752</td><td>18,382</td></tr><tr><td>Provision (benefit) for income taxes</td><td>(5,021)</td><td>1,738</td></tr><tr><td>Net income</td><td>$ 26,773</td><td>$ 16,644</td></tr><tr><td>Earnings per share:</td><td></td><td></td></tr><tr><td>Basic</td><td>$ 10.57</td><td>$ 6.59</td></tr><tr><td>Diluted</td><td>$ 10.44</td><td>$ 6.43</td></tr><tr><td>Weighted-average shares used to compute earnings per share:</td><td></td><td></td></tr><tr><td>Basic</td><td>2,534</td><td>2,527</td></tr><tr><td>Diluted</td><td>2,564</td><td>2,590</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-meta-q1-2026-results/tables/table-2 Balance Sheet.html b/apps/api/app/data/demo_documents/financial-meta-q1-2026-results/tables/table-2 Balance Sheet.html
new file mode 100644
index 000000000..e88951c6a
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-meta-q1-2026-results/tables/table-2 Balance Sheet.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td></td><td>March 31, 2026</td><td>December 31, 2025</td></tr><tr><td colspan="3">Assets</td></tr><tr><td colspan="3">Current assets:</td></tr><tr><td>Cash and cash equivalents</td><td>$ 23,426</td><td>$ 35,873</td></tr><tr><td>Marketable securities</td><td>57,754</td><td>45,719</td></tr><tr><td>Accounts receivable, net</td><td>17,470</td><td>19,769</td></tr><tr><td>Prepaid expenses and other current assets</td><td>11,115</td><td>7,361</td></tr><tr><td>Total current assets</td><td>109,765</td><td>108,722</td></tr><tr><td>Non-marketable equity investments</td><td>28,410</td><td>27,524</td></tr><tr><td>Property and equipment, net</td><td>194,776</td><td>176,400</td></tr><tr><td>Operating lease right-of-use assets</td><td>23,268</td><td>20,404</td></tr><tr><td>Goodwill</td><td>24,748</td><td>24,534</td></tr><tr><td>Other assets</td><td>14,283</td><td>8,437</td></tr><tr><td>Total assets</td><td>$ 395,250</td><td>$ 366,021</td></tr><tr><td colspan="3">Liabilities and stockholders&#x27; equity</td></tr><tr><td colspan="3">Current liabilities:</td></tr><tr><td>Accounts payable</td><td>$ 13,326</td><td>$ 8,894</td></tr><tr><td>Operating lease liabilities, current</td><td>2,414</td><td>2,213</td></tr><tr><td>Accrued expenses and other current liabilities</td><td>31,013</td><td>30,729</td></tr><tr><td>Total current liabilities</td><td>46,753</td><td>41,836</td></tr><tr><td>Operating lease liabilities, non-current</td><td>25,607</td><td>22,940</td></tr><tr><td>Long-term debt</td><td>58,748</td><td>58,744</td></tr><tr><td>Long-term income taxes</td><td>16,849</td><td>21,005</td></tr><tr><td>Other liabilities</td><td>3,612</td><td>4,253</td></tr><tr><td>Total liabilities</td><td>151,569</td><td>148,778</td></tr><tr><td colspan="3">Commitments and contingencies</td></tr><tr><td colspan="3">Stockholders&#x27; equity:</td></tr><tr><td>Common stock and additional paid-in capital</td><td>99,337</td><td>95,793</td></tr><tr><td>Accumulated other comprehensive income (loss)</td><td>(303)</td><td>271</td></tr><tr><td>Retained earnings</td><td>144,647</td><td>121,179</td></tr><tr><td>Total stockholders&#x27; equity</td><td>243,681</td><td>217,243</td></tr><tr><td>Total liabilities and stockholders&#x27; equity</td><td>$ 395,250</td><td>$ 366,021</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-meta-q1-2026-results/tables/table-3 Cash Flow Statement.html b/apps/api/app/data/demo_documents/financial-meta-q1-2026-results/tables/table-3 Cash Flow Statement.html
new file mode 100644
index 000000000..793f27a3f
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-meta-q1-2026-results/tables/table-3 Cash Flow Statement.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="2"></td><td colspan="2">Three Months Ended March 31,</td></tr><tr><td>2026</td><td>2025</td></tr><tr><td>Cash flows from operating activities</td><td></td><td></td></tr><tr><td>Net income</td><td>$26,773</td><td>$16,644</td></tr><tr><td>Adjustments to reconcile net income to net cash provided by operating activities:</td><td></td><td></td></tr><tr><td>Depreciation and amortization</td><td>5,999</td><td>3,900</td></tr><tr><td>Share-based compensation</td><td>6,032</td><td>4,147</td></tr><tr><td>Deferred income taxes</td><td>123</td><td>(993)</td></tr><tr><td>Unrealized (gain) loss on equity investments</td><td>1,075</td><td>(135)</td></tr><tr><td>Other</td><td>(17)</td><td>(96)</td></tr><tr><td>Changes in assets and liabilities:</td><td></td><td></td></tr><tr><td>Accounts receivable</td><td>2,128</td><td>2,804</td></tr><tr><td>Prepaid expenses and other current assets</td><td>(2,424)</td><td>360</td></tr><tr><td>Other assets</td><td>(1,082)</td><td>(52)</td></tr><tr><td>Accounts payable</td><td>(937)</td><td>(1,034)</td></tr><tr><td>Accrued expenses and other current liabilities</td><td>(271)</td><td>(2,231)</td></tr><tr><td>Other liabilities</td><td>(5,173)</td><td>712</td></tr><tr><td>Net cash provided by operating activities</td><td>32,226</td><td>24,026</td></tr><tr><td>Cash flows from investing activities</td><td></td><td></td></tr><tr><td>Purchases of property and equipment</td><td>(18,997)</td><td>(12,941)</td></tr><tr><td>Purchases of marketable securities</td><td>(32,978)</td><td>(11,763)</td></tr><tr><td>Sales and maturities of marketable securities</td><td>19,176</td><td>4,784</td></tr><tr><td>Purchases of non-marketable equity investments</td><td>(544)</td><td>(100)</td></tr><tr><td>Payments for held-for-sale assets</td><td>(118)</td><td>—</td></tr><tr><td>Acquisitions of businesses and intangible assets</td><td>(372)</td><td>(1)</td></tr><tr><td>Other investing activities</td><td>155</td><td>11</td></tr><tr><td>Net cash used in investing activities</td><td>(33,678)</td><td>(20,010)</td></tr><tr><td>Cash flows from financing activities</td><td></td><td></td></tr><tr><td>Taxes paid related to net share settlement of equity awards</td><td>(4,423)</td><td>(4,883)</td></tr><tr><td>Repurchases of Class A common stock</td><td>—</td><td>(12,754)</td></tr><tr><td>Payments for dividends and dividend equivalents</td><td>(1,346)</td><td>(1,329)</td></tr><tr><td>Principal payments on finance leases</td><td>(843)</td><td>(751)</td></tr><tr><td>Other financing activities</td><td>59</td><td>222</td></tr><tr><td>Net cash used in financing activities</td><td>(6,553)</td><td>(19,495)</td></tr><tr><td>Effect of exchange rate changes on cash, cash equivalents, restricted cash, and restricted cash equivalents</td><td>7</td><td>112</td></tr><tr><td>Net decrease in cash, cash equivalents, restricted cash, and restricted cash equivalents</td><td>(7,998)</td><td>(15,367)</td></tr><tr><td>Cash, cash equivalents, restricted cash, and restricted cash equivalents at beginning of the period</td><td>39,100</td><td>45,438</td></tr><tr><td>Cash, cash equivalents, restricted cash, and restricted cash equivalents at end of the period</td><td>$31,102</td><td>$30,071</td></tr><tr><td>Reconciliation of cash, cash equivalents, restricted cash, and restricted cash equivalents to the condensed consolidated balance sheets</td><td></td><td></td></tr><tr><td>Cash and cash equivalents</td><td>$23,426</td><td>$28,750</td></tr><tr><td>Restricted cash and restricted cash equivalents, included in prepaid expenses and other current assets</td><td>340</td><td>71</td></tr><tr><td>Restricted cash and restricted cash equivalents, included in other assets</td><td>7,336</td><td>1,250</td></tr><tr><td>Total cash, cash equivalents, restricted cash, and restricted cash equivalents</td><td>$31,102</td><td>$30,071</td></tr><tr><td>Supplemental cash flow data</td><td></td><td></td></tr><tr><td>Cash paid for income taxes, net</td><td>$541</td><td>$448</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-meta-q1-2026-results/tables/table-4 Meta Q1 Revenue.html b/apps/api/app/data/demo_documents/financial-meta-q1-2026-results/tables/table-4 Meta Q1 Revenue.html
new file mode 100644
index 000000000..ee22435c1
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-meta-q1-2026-results/tables/table-4 Meta Q1 Revenue.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="2"></td><td colspan="2">Three Months Ended March 31,</td></tr><tr><td>2026</td><td>2025</td></tr><tr><td>Revenue:</td><td></td><td></td></tr><tr><td>Advertising</td><td>$ 55,024</td><td>$ 41,392</td></tr><tr><td>Other revenue</td><td>885</td><td>510</td></tr><tr><td>Family of Apps</td><td>55,909</td><td>41,902</td></tr><tr><td>Reality Labs</td><td>402</td><td>412</td></tr><tr><td>Total revenue</td><td>$ 56,311</td><td>$ 42,314</td></tr><tr><td>Income (loss) from operations:</td><td></td><td></td></tr><tr><td>Family of Apps</td><td>$ 26,900</td><td>$ 21,765</td></tr><tr><td>Reality Labs</td><td>(4,028)</td><td>(4,210)</td></tr><tr><td>Total income from operations</td><td>$ 22,872</td><td>$ 17,555</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-meta-q1-2026-results/tables/table-5 Revenue & Cash Flow.html b/apps/api/app/data/demo_documents/financial-meta-q1-2026-results/tables/table-5 Revenue & Cash Flow.html
new file mode 100644
index 000000000..08e59ef80
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-meta-q1-2026-results/tables/table-5 Revenue & Cash Flow.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="2"></td><td colspan="2">Three Months Ended March 31,</td></tr><tr><td>2026</td><td>2025</td></tr><tr><td>GAAP revenue</td><td>$ 56,311</td><td>$ 42,314</td></tr><tr><td>Foreign exchange effect on 2026 revenue using 2025 rates</td><td>(1,749)</td><td></td></tr><tr><td>Revenue excluding foreign exchange effect</td><td>$ 54,562</td><td></td></tr><tr><td>GAAP revenue year-over-year change %</td><td>33 %</td><td></td></tr><tr><td>Revenue excluding foreign exchange effect year-over-year change %</td><td>29 %</td><td></td></tr><tr><td>GAAP advertising revenue</td><td>$ 55,024</td><td>$ 41,392</td></tr><tr><td>Foreign exchange effect on 2026 advertising revenue using 2025 rates</td><td>(1,734)</td><td></td></tr><tr><td>Advertising revenue excluding foreign exchange effect</td><td>$ 53,290</td><td></td></tr><tr><td>GAAP advertising revenue year-over-year change %</td><td>33 %</td><td></td></tr><tr><td>Advertising revenue excluding foreign exchange effect year-over-year change %</td><td>29 %</td><td></td></tr><tr><td>Net cash provided by operating activities</td><td>$ 32,226</td><td>$ 24,026</td></tr><tr><td>Purchases of property and equipment</td><td>(18,997)</td><td>(12,941)</td></tr><tr><td>Principal payments on finance leases</td><td>(843)</td><td>(751)</td></tr><tr><td>Free cash flow</td><td>$ 12,386</td><td>$ 10,334</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/chunks.json b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/chunks.json
new file mode 100644
index 000000000..1cad054b6
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/chunks.json
@@ -0,0 +1,14047 @@
+{
+  "chunks": [
+    {
+      "chunk_id": "d55ac241-0983-5356-98e6-5388e5b473d0",
+      "type": "image",
+      "content": "\nMicrosoft Annual Report 2025 Cover\nPrimary Subject: Two colleagues collaborating at a desk with a laptop.\nVisible Text: \"Annual Report 2025\", Microsoft Logo.\n[images/image-1 Annual Report 2025.png]\n",
+      "path": "images/image-1 Annual Report 2025.png",
+      "metadata": {
+        "length": 199,
+        "summary": "image-1\nMicrosoft Annual Report 2025 Cover\nPrimary Subject: Two colleagues collaborating at a desk with a laptop.\nVisible Text: \"Annual Report 2025\", Microsoft Logo.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "file_path": "images/image-1 Annual Report 2025.png",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "9e0d738a-c578-5816-afc1-93e714a7ab5d",
+      "type": "image",
+      "content": "\nSarga N.\n[images/image-2 Signature.jpeg]\n",
+      "path": "images/image-2 Signature.jpeg",
+      "metadata": {
+        "length": 42,
+        "summary": "image-2\nSarga N.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "file_path": "images/image-2 Signature.jpeg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "f0fa5122-814d-55dd-aac9-1a40c56c0a8c",
+      "type": "table",
+      "content": "<table border='1'><tr><td>(In millions)</td><td></td><td colspan=\"3\">Shares</td><td></td><td colspan=\"3\">Amount</td><td></td><td colspan=\"3\">Shares</td><td></td><td colspan=\"3\">Amount</td><td></td><td colspan=\"3\">Shares</td><td></td><td colspan=\"3\">Amount</td></tr><tr><td colspan=\"24\"></td><td></td></tr><tr><td></td><td colspan=\"8\"></td><td colspan=\"8\"></td><td colspan=\"8\"></td></tr><tr><td>Year Ended June 30,</td><td></td><td></td><td colspan=\"5\">2025</td><td></td><td></td><td></td><td colspan=\"5\">2024</td><td></td><td></td><td></td><td colspan=\"5\">2023</td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>First Quarter</td><td></td><td></td><td>7</td><td></td><td></td><td>$</td><td>2,800</td><td></td><td></td><td></td><td>11</td><td></td><td></td><td>$</td><td>3,560</td><td></td><td></td><td></td><td>17</td><td></td><td></td><td>$</td><td>4,600</td><td></td></tr><tr><td>Second Quarter</td><td></td><td></td><td>8</td><td></td><td></td><td></td><td>3,500</td><td></td><td></td><td></td><td>7</td><td></td><td></td><td></td><td>2,800</td><td></td><td></td><td></td><td>20</td><td></td><td></td><td></td><td>4,600</td><td></td></tr><tr><td>Third Quarter</td><td></td><td></td><td>8</td><td></td><td></td><td></td><td>3,500</td><td></td><td></td><td></td><td>7</td><td></td><td></td><td></td><td>2,800</td><td></td><td></td><td></td><td>18</td><td></td><td></td><td></td><td>4,600</td><td></td></tr><tr><td>Fourth Quarter</td><td></td><td></td><td>8</td><td></td><td></td><td></td><td>3,200</td><td></td><td></td><td></td><td>7</td><td></td><td></td><td></td><td>2,800</td><td></td><td></td><td></td><td>14</td><td></td><td></td><td></td><td>4,600</td><td></td></tr><tr><td colspan=\"4\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Total</td><td></td><td></td><td>31</td><td></td><td></td><td>$</td><td>13,000</td><td></td><td></td><td></td><td>32</td><td></td><td></td><td>$</td><td>11,960</td><td></td><td></td><td></td><td>69</td><td></td><td></td><td>$</td><td>18,400</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr></table>",
+      "path": "tables/table-1 Share Repurchases.html",
+      "metadata": {
+        "length": 2520,
+        "summary": "table-1\nThe table shows quarterly share repurchases and amounts for fiscal years 2023-2025, with totals of 31 shares ($13,000M) in 2025, 32 shares ($11,960M) in 2024, and 69 shares ($18,400M) in 2023.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "file_path": "tables/table-1 Share Repurchases.html",
+        "keywords": [
+          "Shares",
+          "Amount",
+          "Quarterly"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "0e66fea7-c5b7-53f8-8471-b407613a66b3",
+      "type": "table",
+      "content": "<table border='1'><tr><td>Declaration Date</td><td></td><td>Record Date</td><td></td><td>Payment Date</td><td></td><td colspan=\"2\">Dividend<br/>Per Share</td><td></td><td></td><td colspan=\"2\">Amount</td><td></td></tr><tr><td colspan=\"12\"></td><td></td></tr><tr><td></td><td colspan=\"2\"></td><td colspan=\"2\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Fiscal Year 2025</td><td></td><td></td><td></td><td></td><td></td><td colspan=\"2\"></td><td></td><td></td><td colspan=\"2\">(In millions)</td><td></td></tr><tr><td></td><td colspan=\"2\"></td><td colspan=\"2\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>September 16, 2024</td><td></td><td>November 21, 2024</td><td></td><td>December 12, 2024</td><td></td><td>$</td><td>0.83</td><td></td><td></td><td>$</td><td>6,170</td><td></td></tr><tr><td>December 3, 2024</td><td></td><td>February 20, 2025</td><td></td><td>March 13, 2025</td><td></td><td></td><td>0.83</td><td></td><td></td><td></td><td>6,169</td><td></td></tr><tr><td>March 11, 2025</td><td></td><td>May 15, 2025</td><td></td><td>June 12, 2025</td><td></td><td></td><td>0.83</td><td></td><td></td><td></td><td>6,169</td><td></td></tr><tr><td>June 10, 2025</td><td></td><td>August 21, 2025</td><td></td><td>September 11, 2025</td><td></td><td></td><td>0.83</td><td></td><td></td><td></td><td>6,170</td><td></td></tr><tr><td colspan=\"8\"></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Total</td><td></td><td></td><td></td><td></td><td></td><td>$</td><td>3.32</td><td></td><td></td><td>$</td><td>24,678</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan=\"2\"></td><td colspan=\"2\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Fiscal Year 2024</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan=\"2\"></td><td colspan=\"2\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>September 19, 2023</td><td></td><td>November 16, 2023</td><td></td><td>December 14, 2023</td><td></td><td>$</td><td>0.75</td><td></td><td></td><td>$</td><td>5,574</td><td></td></tr><tr><td>November 28, 2023</td><td></td><td>February 15, 2024</td><td></td><td>March 14, 2024</td><td></td><td></td><td>0.75</td><td></td><td></td><td></td><td>5,573</td><td></td></tr><tr><td>March 12, 2024</td><td></td><td>May 16, 2024</td><td></td><td>June 13, 2024</td><td></td><td></td><td>0.75</td><td></td><td></td><td></td><td>5,574</td><td></td></tr><tr><td>June 12, 2024</td><td></td><td>August 15, 2024</td><td></td><td>September 12, 2024</td><td></td><td></td><td>0.75</td><td></td><td></td><td></td><td>5,574</td><td></td></tr><tr><td colspan=\"8\"></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan=\"2\"></td><td colspan=\"2\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Total</td><td></td><td></td><td></td><td></td><td></td><td>$</td><td>3.00</td><td></td><td></td><td>$</td><td>22,295</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr></table>",
+      "path": "tables/table-2 Dividend History.html",
+      "metadata": {
+        "length": 3219,
+        "summary": "table-2\nThe table shows quarterly dividends for fiscal years 2025 and 2024, with per-share amounts of $0.83 and $0.75 respectively, totaling $24,678 million and $22,295 million.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "file_path": "tables/table-2 Dividend History.html",
+        "keywords": [
+          "Dividend",
+          "Fiscal Year",
+          "Per Share"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "77c3bd2d-5b47-5b5a-929b-e8988bc51db5",
+      "type": "image",
+      "content": "\nChart Title: Microsoft Corporation, S&P 500, and NASDAQ Computer Index Performance\nY-Axis: Dollar Value ($0 to $300)\nX-Axis: Dates (6/20 to 6/25)\n\nData Points & Trends:\n- All three indices start at a baseline of $100 on 6/20.\n- Microsoft Corporation (Square marker): Starts at $100, dips slightly on 6/21 (~$135), drops to ~$128 on 6/22, then rises sharply to finish at approximately $250 on 6/25. It shows the strongest overall growth among the three.\n- NASDAQ Computer (Circle marker): Starts at $100, peaks at ~$150 on 6/21, drops to its lowest point (~$118) on 6/22, then recovers strongly to end near $250 on 6/25. Its trajectory closely mirrors Microsoft's in the latter half.\n[images/image-3 Microsoft vs S&P 500 v.jpeg]\n",
+      "path": "images/image-3 Microsoft vs S&P 500 v.jpeg",
+      "metadata": {
+        "length": 729,
+        "summary": "image-3\nChart Title: Microsoft Corporation, S&P 500, and NASDAQ Computer Index Performance\nY-Axis: Dollar Value ($0 to $300)\nX-Axis: Dates (6/20 to 6/25)\n\nData Points & Trends:\n- All three indices start at a baseline of $100 on 6/20.\n- Microsoft Corporation (Square marker): Starts at $100, dips slightly on 6/21 (~$135), drops to ~$128 on 6/22, then rises sharply to finish at approximately $250 on 6/25. It shows the strongest overall growth among the three.\n- NASDAQ Computer (Circle marker): Starts at $100, peaks at ~$150 on 6/21, drops to its lowest point (~$118) on 6/22, then recovers strongly to end near $250 on 6/25. Its trajectory closely mirrors Microsoft's in the latter half.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "file_path": "images/image-3 Microsoft vs S&P 500 v.jpeg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "b1e3c716-1628-5ef8-9628-f29f51a19862",
+      "type": "table",
+      "content": "<table border='1'><tr><td></td><td></td><td colspan=\"2\">6/20</td><td></td><td></td><td colspan=\"2\">6/21</td><td></td><td></td><td colspan=\"2\">6/22</td><td></td><td></td><td colspan=\"2\">6/23</td><td></td><td></td><td colspan=\"2\">6/24</td><td></td><td></td><td colspan=\"2\">6/25</td><td></td></tr><tr><td colspan=\"24\"></td><td></td></tr><tr><td>Microsoft Corporation</td><td></td><td></td><td>100.00</td><td></td><td></td><td></td><td>134.41</td><td></td><td></td><td></td><td>128.48</td><td></td><td></td><td></td><td>172.01</td><td></td><td></td><td></td><td>227.51</td><td></td><td></td><td></td><td>255.13</td><td></td></tr><tr><td>S&P 500</td><td></td><td></td><td>100.00</td><td></td><td></td><td></td><td>140.79</td><td></td><td></td><td></td><td>125.85</td><td></td><td></td><td></td><td>150.51</td><td></td><td></td><td></td><td>187.47</td><td></td><td></td><td></td><td>215.89</td><td></td></tr><tr><td>NASDAQ Computer</td><td></td><td></td><td>100.00</td><td></td><td></td><td></td><td>150.44</td><td></td><td></td><td></td><td>117.59</td><td></td><td></td><td></td><td>154.73</td><td></td><td></td><td></td><td>223.97</td><td></td><td></td><td></td><td>254.97</td><td></td></tr></table>",
+      "path": "tables/table-3 Stock Index Data.html",
+      "metadata": {
+        "length": 1195,
+        "summary": "table-3\nThe table shows daily values for Microsoft Corporation, S&P 500, and NASDAQ Computer from June 20 to June 25, with each starting at 100.00 and ending at 255.13, 215.89, and 254.97 respectively.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "file_path": "tables/table-3 Stock Index Data.html",
+        "keywords": [
+          "stock prices",
+          "index values",
+          "daily data"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "421aaa5d-a19e-55f8-b19f-9f0d269aa779",
+      "type": "table",
+      "content": "<table border='1'><tr><td>Commercial remaining performance obligation</td><td></td><td>Commercial portion of revenue allocated to remaining performance obligations, which includes unearned revenue and amounts that will be invoiced and recognized as revenue in future periods</td></tr><tr><td></td><td colspan=\"2\"></td></tr><tr><td>Microsoft Cloud revenue and revenue growth</td><td></td><td>Revenue from Microsoft 365 Commercial cloud, Azure and other cloud services, the commercial portion of LinkedIn, and Dynamics 365</td></tr><tr><td></td><td colspan=\"2\"></td></tr><tr><td>Microsoft Cloud gross margin percentage</td><td></td><td>Gross margin percentage for our Microsoft Cloud business</td></tr></table>",
+      "path": "tables/table-4 Microsoft Cloud KPIs.html",
+      "metadata": {
+        "length": 708,
+        "summary": "table-4\nTable defines three Microsoft Cloud metrics: Commercial remaining performance obligation, Cloud revenue and growth, and Cloud gross margin percentage.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "file_path": "tables/table-4 Microsoft Cloud KPIs.html",
+        "keywords": [
+          "Cloud Revenue",
+          "Gross Margin",
+          "Performance Obligation"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "ca7bdf17-9611-509f-9921-ed11c2b257a0",
+      "type": "table",
+      "content": "<table border='1'><tr><td></td><td colspan=\"2\"></td></tr><tr><td>Microsoft 365 Commercial cloud revenue growth</td><td></td><td>Revenue from Microsoft 365 Commercial subscriptions, comprising Microsoft 365 Commercial, Enterprise Mobility + Security, the cloud portion of Windows Commercial, the per-user portion of Power BI, Exchange, SharePoint, Microsoft Teams, Microsoft 365 Security and Compliance, and Microsoft 365 Copilot</td></tr><tr><td>Microsoft 365 Commercial seat growth</td><td></td><td>The number of Microsoft 365 Commercial seats at end of period where seats are paid users covered by a Microsoft 365 Commercial subscription</td></tr><tr><td></td><td colspan=\"2\"></td></tr><tr><td>Microsoft 365 Consumer cloud revenue growth</td><td></td><td>Revenue from Microsoft 365 Consumer subscriptions and other consumer services</td></tr><tr><td></td><td colspan=\"2\"></td></tr><tr><td>Microsoft 365 Consumer subscribers</td><td></td><td>The number of Microsoft 365 Consumer subscribers at end of period</td></tr><tr><td></td><td colspan=\"2\"></td></tr><tr><td>LinkedIn revenue growth</td><td></td><td>Revenue from LinkedIn, including Talent Solutions, Marketing Solutions, Premium Subscriptions, and Sales Solutions</td></tr><tr><td></td><td colspan=\"2\"></td></tr><tr><td>Dynamics 365 revenue growth</td><td></td><td>Revenue from Dynamics 365, including a set of intelligent, cloud-based applications across ERP, CRM, Power Apps, and Power Automate</td></tr><tr><td></td><td colspan=\"2\"></td></tr><tr><td>Azure and other cloud services revenue growth</td><td></td><td>Revenue from Azure and other cloud services, including cloud and AI consumption-based services, GitHub cloud services, Nuance Healthcare cloud services, virtual desktop offerings, and other cloud services</td></tr></table>",
+      "path": "tables/table-5 Microsoft Cloud KPIs.html",
+      "metadata": {
+        "length": 1795,
+        "summary": "table-5\nThe table defines key performance indicators for Microsoft's commercial and consumer cloud services, including revenue growth, seat growth, and subscriber counts for Microsoft 365, LinkedIn, Dynamics 365, and Azure.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "file_path": "tables/table-5 Microsoft Cloud KPIs.html",
+        "keywords": [
+          "Microsoft 365",
+          "Azure",
+          "Dynamics 365"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "c70fc2de-5ee0-5069-8ae4-4f9152c8737b",
+      "type": "table",
+      "content": "<table border='1'><tr><td>Windows OEM and Devices revenue growth</td><td></td><td>Revenue from sales of Windows Pro and non-Pro licenses sold through the OEM channel and sales of first-party Devices, including Surface and PC accessories</td></tr><tr><td></td><td colspan=\"2\"></td></tr><tr><td>Xbox content and services revenue growth</td><td></td><td>Revenue from Xbox content and services, comprising first- and third-party content (including games and in-game content), Xbox Game Pass and other subscriptions, Xbox Cloud Gaming, advertising, and other cloud services</td></tr><tr><td></td><td colspan=\"2\"></td></tr><tr><td>Search and news advertising revenue (ex TAC) growth</td><td></td><td>Revenue from search and news advertising excluding traffic acquisition costs (“TAC”) paid to Bing Ads network publishers and news partners</td></tr></table>",
+      "path": "tables/table-6 Microsoft Revenue.html",
+      "metadata": {
+        "length": 850,
+        "summary": "table-6\nRevenue growth from Windows OEM and Devices, Xbox content and services, and Search and news advertising excluding traffic acquisition costs.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "file_path": "tables/table-6 Microsoft Revenue.html",
+        "keywords": [
+          "Windows OEM",
+          "Xbox content",
+          "Search advertising"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "21d686c9-1f19-5e9b-99f4-7b4fdbc5cd0b",
+      "type": "table",
+      "content": "<table border='1'><tr><td>(In millions, except percentages and per share amounts)</td><td></td><td colspan=\"2\">2025</td><td></td><td></td><td colspan=\"2\">2024</td><td></td><td></td><td colspan=\"2\">Percentage<br/>Change</td><td></td></tr><tr><td colspan=\"12\"></td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Revenue</td><td></td><td>$</td><td>281,724</td><td></td><td></td><td>$</td><td>245,122</td><td></td><td></td><td></td><td>15%</td><td></td></tr><tr><td>Gross margin</td><td></td><td></td><td>193,893</td><td></td><td></td><td></td><td>171,008</td><td></td><td></td><td></td><td>13%</td><td></td></tr><tr><td>Operating income</td><td></td><td></td><td>128,528</td><td></td><td></td><td></td><td>109,433</td><td></td><td></td><td></td><td>17%</td><td></td></tr><tr><td>Net income</td><td></td><td></td><td>101,832</td><td></td><td></td><td></td><td>88,136</td><td></td><td></td><td></td><td>16%</td><td></td></tr><tr><td>Diluted earnings per share</td><td></td><td></td><td>13.64</td><td></td><td></td><td></td><td>11.80</td><td></td><td></td><td></td><td>16%</td><td></td></tr><tr><td colspan=\"12\"></td><td></td></tr></table>",
+      "path": "tables/table-7 Revenue Growth.html",
+      "metadata": {
+        "length": 1189,
+        "summary": "table-7\nThe table shows financial results for 2025 vs 2024: Revenue $281,724M (up 15%), Gross margin $193,893M (up 13%), Operating income $128,528M (up 17%), Net income $101,832M (up 16%), Diluted EPS $13.64 (up 16%).",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "file_path": "tables/table-7 Revenue Growth.html",
+        "keywords": [
+          "Revenue",
+          "Net Income",
+          "EPS"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "e4a917a1-1b21-5bf4-8860-fdc09eb4b30e",
+      "type": "table",
+      "content": "<table border='1'><tr><td>(In millions, except percentages)</td><td></td><td colspan=\"2\">2025</td><td></td><td></td><td colspan=\"2\">2024</td><td></td><td></td><td colspan=\"2\">Percentage<br/>Change</td><td></td></tr><tr><td colspan=\"12\"></td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Productivity and Business Processes</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Revenue</td><td></td><td>$</td><td>120,810</td><td></td><td></td><td>$</td><td>106,820</td><td></td><td></td><td></td><td>13%</td><td></td></tr><tr><td>Cost of revenue</td><td></td><td></td><td>22,422</td><td></td><td></td><td></td><td>19,611</td><td></td><td></td><td></td><td>14%</td><td></td></tr><tr><td>Operating expenses</td><td></td><td></td><td>28,615</td><td></td><td></td><td></td><td>27,548</td><td></td><td></td><td></td><td>4%</td><td></td></tr><tr><td colspan=\"4\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Operating Income</td><td></td><td>$</td><td>69,773</td><td></td><td></td><td>$</td><td>59,661</td><td></td><td></td><td></td><td>17%</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Intelligent Cloud</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Revenue</td><td></td><td>$</td><td>106,265</td><td></td><td></td><td>$</td><td>87,464</td><td></td><td></td><td></td><td>21%</td><td></td></tr><tr><td>Cost of revenue</td><td></td><td></td><td>40,171</td><td></td><td></td><td></td><td>29,611</td><td></td><td></td><td></td><td>36%</td><td></td></tr><tr><td>Operating expenses</td><td></td><td></td><td>21,505</td><td></td><td></td><td></td><td>20,040</td><td></td><td></td><td></td><td>7%</td><td></td></tr><tr><td colspan=\"4\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Operating Income</td><td></td><td>$</td><td>44,589</td><td></td><td></td><td>$</td><td>37,813</td><td></td><td></td><td></td><td>18%</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>More Personal Computing</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Revenue</td><td></td><td>$</td><td>54,649</td><td></td><td></td><td>$</td><td>50,838</td><td></td><td></td><td></td><td>7%</td><td></td></tr><tr><td>Cost of revenue</td><td></td><td></td><td>25,238</td><td></td><td></td><td></td><td>24,892</td><td></td><td></td><td></td><td>1%</td><td></td></tr><tr><td>Operating expenses</td><td></td><td></td><td>15,245</td><td></td><td></td><td></td><td>13,987</td><td></td><td></td><td></td><td>9%</td><td></td></tr><tr><td colspan=\"4\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Operating Income</td><td></td><td>$</td><td>14,166</td><td></td><td></td><td>$</td><td>11,959</td><td></td><td></td><td></td><td>18%</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Total</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Revenue</td><td></td><td>$</td><td>281,724</td><td></td><td></td><td>$</td><td>245,122</td><td></td><td></td><td></td><td>15%</td><td></td></tr><tr><td>Cost of revenue</td><td></td><td></td><td>87,831</td><td></td><td></td><td></td><td>74,114</td><td></td><td></td><td></td><td>19%</td><td></td></tr><tr><td>Operating expenses</td><td></td><td></td><td>65,365</td><td></td><td></td><td></td><td>61,575</td><td></td><td></td><td></td><td>6%</td><td></td></tr><tr><td colspan=\"4\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Operating Income</td><td></td><td>$</td><td>128,528</td><td></td><td></td><td>$</td><td>109,433</td><td></td><td></td><td></td><td>17%</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr></table>",
+      "path": "tables/table-8 Microsoft Segment Results.html",
+      "metadata": {
+        "length": 4940,
+        "summary": "table-8\nMicrosoft's 2025 vs 2024 segment data: Productivity & Business Processes revenue $120,810M (+13%), Intelligent Cloud $106,265M (+21%), More Personal Computing $54,649M (+7%). Total revenue $281,724M (+15%), operating income $128,528M (+17%).",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "file_path": "tables/table-8 Microsoft Segment Results.html",
+        "keywords": [
+          "Revenue",
+          "Operating Income",
+          "Segments"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "65e313e3-db40-55ee-a0b9-a74657e07419",
+      "type": "table",
+      "content": "<table border='1'><tr><td>(In millions, except percentages)</td><td></td><td colspan=\"2\">2025</td><td></td><td></td><td colspan=\"2\">2024</td><td></td><td></td><td colspan=\"2\">Percentage<br/>Change</td><td></td></tr><tr><td colspan=\"12\"></td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Research and development</td><td></td><td>$</td><td>32,488</td><td></td><td></td><td>$</td><td>29,510</td><td></td><td></td><td></td><td>10%</td><td></td></tr><tr><td>As a percent of revenue</td><td></td><td></td><td>12%</td><td></td><td></td><td></td><td>12%</td><td></td><td></td><td></td><td>0ppt</td><td></td></tr><tr><td colspan=\"12\"></td><td></td></tr></table>",
+      "path": "tables/table-9 R&D Spending 2025.html",
+      "metadata": {
+        "length": 710,
+        "summary": "table-9\nResearch and development spending increased from $29,510 million in 2024 to $32,488 million in 2025, a 10% rise, while remaining at 12% of revenue.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "file_path": "tables/table-9 R&D Spending 2025.html",
+        "keywords": [
+          "R&D",
+          "Revenue",
+          "Percentage"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "301de650-4cd3-562e-a6a4-72b0cfb244d4",
+      "type": "table",
+      "content": "<table border='1'><tr><td>(In millions, except percentages)</td><td></td><td colspan=\"2\">2025</td><td></td><td></td><td colspan=\"2\">2024</td><td></td><td></td><td colspan=\"2\">Percentage<br/>Change</td><td></td></tr><tr><td colspan=\"12\"></td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Sales and marketing</td><td></td><td>$</td><td>25,654</td><td></td><td></td><td>$</td><td>24,456</td><td></td><td></td><td></td><td>5%</td><td></td></tr><tr><td>As a percent of revenue</td><td></td><td></td><td>9%</td><td></td><td></td><td></td><td>10%</td><td></td><td></td><td></td><td>(1)ppt</td><td></td></tr><tr><td colspan=\"12\"></td><td></td></tr></table>",
+      "path": "tables/table-10 Sales & Marketing.html",
+      "metadata": {
+        "length": 705,
+        "summary": "table-10\nSales and marketing costs were $25,654 million in 2025 (9% of revenue) and $24,456 million in 2024 (10% of revenue), a 5% increase and a 1 percentage point decrease as a percent of revenue.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "file_path": "tables/table-10 Sales & Marketing.html",
+        "keywords": [
+          "Sales",
+          "Marketing",
+          "Revenue"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "4058dfb8-d7a1-5283-af19-829f40330f3a",
+      "type": "table",
+      "content": "<table border='1'><tr><td>(In millions, except percentages)</td><td></td><td colspan=\"2\">2025</td><td></td><td></td><td colspan=\"2\">2024</td><td></td><td></td><td colspan=\"2\">Percentage<br/>Change</td><td></td></tr><tr><td colspan=\"12\"></td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>General and administrative</td><td></td><td>$</td><td>7,223</td><td></td><td></td><td>$</td><td>7,609</td><td></td><td></td><td></td><td>(5)%</td><td></td></tr><tr><td>As a percent of revenue</td><td></td><td></td><td>3%</td><td></td><td></td><td></td><td>3%</td><td></td><td></td><td></td><td>0ppt</td><td></td></tr><tr><td colspan=\"12\"></td><td></td></tr></table>",
+      "path": "tables/table-11 G&A Expenses.html",
+      "metadata": {
+        "length": 709,
+        "summary": "table-11\nGeneral and administrative expenses decreased 5% from $7,609M in 2024 to $7,223M in 2025, remaining at 3% of revenue with 0ppt change.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "file_path": "tables/table-11 G&A Expenses.html",
+        "keywords": [
+          "General and administrative",
+          "Revenue percentage",
+          "Cost change"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "c0a4e50c-e185-55ca-9c4a-a71bbaf7ce12",
+      "type": "table",
+      "content": "<table border='1'><tr><td>(In millions)</td><td></td><td colspan=\"2\"></td><td></td><td></td><td colspan=\"2\"></td><td></td></tr><tr><td colspan=\"8\"></td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Year Ended June 30,</td><td></td><td colspan=\"2\">2025</td><td></td><td></td><td colspan=\"2\">2024</td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Interest and dividends income</td><td></td><td>$</td><td>2,647</td><td></td><td></td><td>$</td><td>3,157</td><td></td></tr><tr><td>Interest expense</td><td></td><td></td><td>(2,385</td><td>)</td><td></td><td></td><td>(2,935</td><td>)</td></tr><tr><td>Net recognized losses on investments</td><td></td><td></td><td>(349</td><td>)</td><td></td><td></td><td>(118</td><td>)</td></tr><tr><td>Net losses on derivatives</td><td></td><td></td><td>(260</td><td>)</td><td></td><td></td><td>(187</td><td>)</td></tr><tr><td>Net gains (losses) on foreign currency remeasurements</td><td></td><td></td><td>171</td><td></td><td></td><td></td><td>(244</td><td>)</td></tr><tr><td>Other, net</td><td></td><td></td><td>(4,725</td><td>)</td><td></td><td></td><td>(1,319</td><td>)</td></tr><tr><td colspan=\"4\"></td><td></td><td></td><td colspan=\"2\"></td><td></td></tr><tr><td>Total</td><td></td><td>$</td><td>(4,901</td><td>)</td><td></td><td>$</td><td>(1,646</td><td>)</td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td colspan=\"2\"></td><td></td></tr></table>",
+      "path": "tables/table-12 Financial Summary.html",
+      "metadata": {
+        "length": 1476,
+        "summary": "table-12\nThe table shows financial data for years ended June 30, 2025 and 2024, including interest income, expenses, investment losses, derivatives losses, foreign currency gains/losses, and other net losses, resulting in total net losses of $4,901 million and $1,646 million respectively.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "file_path": "tables/table-12 Financial Summary.html",
+        "keywords": [
+          "Interest",
+          "Net Losses",
+          "Derivatives"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "82944171-cfed-507c-a902-82c89f467531",
+      "type": "table",
+      "content": "<table border='1'><tr><td>(In millions)</td><td></td><td colspan=\"3\"></td></tr><tr><td colspan=\"4\"></td><td></td></tr><tr><td></td><td colspan=\"4\"></td></tr><tr><td>Three Months Ending</td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan=\"4\"></td></tr><tr><td>September 30, 2025</td><td></td><td>$</td><td>25,191</td><td></td></tr><tr><td>December 31, 2025</td><td></td><td></td><td>19,733</td><td></td></tr><tr><td>March 31, 2026</td><td></td><td></td><td>13,742</td><td></td></tr><tr><td>June 30, 2026</td><td></td><td></td><td>5,889</td><td></td></tr><tr><td>Thereafter</td><td></td><td></td><td>2,710</td><td></td></tr><tr><td colspan=\"4\"></td><td></td></tr><tr><td>Total</td><td></td><td>$</td><td>67,265</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td></tr></table>",
+      "path": "tables/table-13 Revenue Schedule.html",
+      "metadata": {
+        "length": 807,
+        "summary": "table-13\nThe table shows quarterly revenue figures from September 2025 to June 2026, with a total of $67,265 million.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "file_path": "tables/table-13 Revenue Schedule.html",
+        "keywords": [
+          "Revenue",
+          "Quarterly",
+          "Total"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "8d1714c5-e877-501e-83fa-d4750007bb69",
+      "type": "table",
+      "content": "<table border='1'><tr><td>(In millions)</td><td></td><td colspan=\"2\">2026</td><td></td><td></td><td colspan=\"2\">Thereafter</td><td></td><td></td><td colspan=\"2\">Total</td><td></td></tr><tr><td colspan=\"12\"></td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Long-term debt: (a)</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Principal payments</td><td></td><td>$</td><td>3,000</td><td></td><td></td><td>$</td><td>46,206</td><td></td><td></td><td>$</td><td>49,206</td><td></td></tr><tr><td>Interest payments</td><td></td><td></td><td>1,509</td><td></td><td></td><td></td><td>25,527</td><td></td><td></td><td></td><td>27,036</td><td></td></tr><tr><td>Construction commitments (b)</td><td></td><td></td><td>26,859</td><td></td><td></td><td></td><td>5,290</td><td></td><td></td><td></td><td>32,149</td><td></td></tr><tr><td>Operating and finance leases, including imputed interest (c)</td><td></td><td></td><td>12,798</td><td></td><td></td><td></td><td>165,903</td><td></td><td></td><td></td><td>178,701</td><td></td></tr><tr><td>Purchase commitments (d)</td><td></td><td></td><td>103,940</td><td></td><td></td><td></td><td>6,013</td><td></td><td></td><td></td><td>109,953</td><td></td></tr><tr><td colspan=\"4\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Total</td><td></td><td>$</td><td>148,106</td><td></td><td></td><td>$</td><td>248,939</td><td></td><td></td><td>$</td><td>397,045</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr></table>",
+      "path": "tables/table-14 Debt Commitments.html",
+      "metadata": {
+        "length": 1721,
+        "summary": "table-14\nThe table summarizes contractual obligations totaling $397,045 million, including principal and interest payments, construction commitments, leases, and purchase commitments, with $148,106 million due in 2026 and $248,939 million thereafter.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "file_path": "tables/table-14 Debt Commitments.html",
+        "keywords": [
+          "Long-term debt",
+          "Leases",
+          "Purchase commitments"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "7d1314f0-065b-54b3-84f1-55e25d235575",
+      "type": "table",
+      "content": "<table border='1'><tr><td>(In millions)</td><td></td><td></td><td></td><td colspan=\"2\"></td><td></td><td></td><td></td></tr><tr><td colspan=\"9\"></td></tr><tr><td></td><td colspan=\"2\"></td><td colspan=\"4\"></td><td colspan=\"2\"></td></tr><tr><td>Risk Categories</td><td></td><td>Hypothetical Change</td><td></td><td colspan=\"2\">June 30,<br/>2025</td><td></td><td></td><td>Impact</td></tr><tr><td></td><td colspan=\"2\"></td><td colspan=\"4\"></td><td colspan=\"2\"></td></tr><tr><td>Foreign currency – Revenue</td><td></td><td>10% decrease in foreign exchange rates</td><td></td><td>$</td><td>(11,596</td><td>)</td><td></td><td>Earnings</td></tr><tr><td>Foreign currency – Investments</td><td></td><td>10% decrease in foreign exchange rates</td><td></td><td></td><td>(17</td><td>)</td><td></td><td>Fair Value</td></tr><tr><td>Interest rate</td><td></td><td>100 basis point increase in U.S. treasury interest rates</td><td></td><td></td><td>(1,415</td><td>)</td><td></td><td>Fair Value</td></tr><tr><td>Credit</td><td></td><td>100 basis point increase in credit spreads</td><td></td><td></td><td>(436</td><td>)</td><td></td><td>Fair Value</td></tr><tr><td>Equity</td><td></td><td>10% decrease in equity market prices</td><td></td><td></td><td>(1,213</td><td>)</td><td></td><td>Earnings</td></tr><tr><td colspan=\"9\"></td></tr></table>",
+      "path": "tables/table-15 Risk Sensitivity.html",
+      "metadata": {
+        "length": 1323,
+        "summary": "table-15\nThe table shows risk categories (foreign currency, interest rate, credit, equity) with hypothetical changes and their impacts on earnings or fair value as of June 30, 2025.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "file_path": "tables/table-15 Risk Sensitivity.html",
+        "keywords": [
+          "Risk Categories",
+          "Hypothetical Change",
+          "Impact"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "172af7d7-ea9b-5403-8809-b2545b8ea94b",
+      "type": "table",
+      "content": "<table border='1'><tr><td>(In millions, except per share amounts)</td><td></td><td colspan=\"2\"></td><td></td><td></td><td colspan=\"2\"></td><td></td><td></td><td colspan=\"2\"></td><td></td></tr><tr><td colspan=\"12\"></td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Year Ended June 30,</td><td></td><td colspan=\"2\">2025</td><td></td><td></td><td colspan=\"2\">2024</td><td></td><td></td><td colspan=\"2\">2023</td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Revenue:</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Product</td><td></td><td>$</td><td>63,946</td><td></td><td></td><td>$</td><td>64,773</td><td></td><td></td><td>$</td><td>64,699</td><td></td></tr><tr><td>Service and other</td><td></td><td></td><td>217,778</td><td></td><td></td><td></td><td>180,349</td><td></td><td></td><td></td><td>147,216</td><td></td></tr><tr><td colspan=\"4\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Total revenue</td><td></td><td></td><td>281,724</td><td></td><td></td><td></td><td>245,122</td><td></td><td></td><td></td><td>211,915</td><td></td></tr><tr><td colspan=\"4\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Cost of revenue:</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Product</td><td></td><td></td><td>13,501</td><td></td><td></td><td></td><td>15,272</td><td></td><td></td><td></td><td>17,804</td><td></td></tr><tr><td>Service and other</td><td></td><td></td><td>74,330</td><td></td><td></td><td></td><td>58,842</td><td></td><td></td><td></td><td>48,059</td><td></td></tr><tr><td colspan=\"4\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Total cost of revenue</td><td></td><td></td><td>87,831</td><td></td><td></td><td></td><td>74,114</td><td></td><td></td><td></td><td>65,863</td><td></td></tr><tr><td colspan=\"4\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Gross margin</td><td></td><td></td><td>193,893</td><td></td><td></td><td></td><td>171,008</td><td></td><td></td><td></td><td>146,052</td><td></td></tr><tr><td>Research and development</td><td></td><td></td><td>32,488</td><td></td><td></td><td></td><td>29,510</td><td></td><td></td><td></td><td>27,195</td><td></td></tr><tr><td>Sales and marketing</td><td></td><td></td><td>25,654</td><td></td><td></td><td></td><td>24,456</td><td></td><td></td><td></td><td>22,759</td><td></td></tr><tr><td>General and administrative</td><td></td><td></td><td>7,223</td><td></td><td></td><td></td><td>7,609</td><td></td><td></td><td></td><td>7,575</td><td></td></tr><tr><td colspan=\"4\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Operating income</td><td></td><td></td><td>128,528</td><td></td><td></td><td></td><td>109,433</td><td></td><td></td><td></td><td>88,523</td><td></td></tr><tr><td>Other income (expense), net</td><td></td><td></td><td>(4,901</td><td>)</td><td></td><td></td><td>(1,646</td><td>)</td><td></td><td></td><td>788</td><td></td></tr><tr><td colspan=\"4\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Income before income taxes</td><td></td><td></td><td>123,627</td><td></td><td></td><td></td><td>107,787</td><td></td><td></td><td></td><td>89,311</td><td></td></tr><tr><td>Provision for income taxes</td><td></td><td></td><td>21,795</td><td></td><td></td><td></td><td>19,651</td><td></td><td></td><td></td><td>16,950</td><td></td></tr><tr><td colspan=\"4\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Net income</td><td></td><td>$</td><td>101,832</td><td></td><td></td><td>$</td><td>88,136</td><td></td><td></td><td>$</td><td>72,361</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Earnings per share:</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Basic</td><td></td><td>$</td><td>13.70</td><td></td><td></td><td>$</td><td>11.86</td><td></td><td></td><td>$</td><td>9.72</td><td></td></tr><tr><td>Diluted</td><td></td><td>$</td><td>13.64</td><td></td><td></td><td>$</td><td>11.80</td><td></td><td></td><td>$</td><td>9.68</td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Weighted average shares outstanding:</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Basic</td><td></td><td></td><td>7,433</td><td></td><td></td><td></td><td>7,431</td><td></td><td></td><td></td><td>7,446</td><td></td></tr><tr><td>Diluted</td><td></td><td></td><td>7,465</td><td></td><td></td><td></td><td>7,469</td><td></td><td></td><td></td><td>7,472</td><td></td></tr><tr><td colspan=\"12\"></td><td></td></tr></table>",
+      "path": "tables/table-16 Revenue & Income.html",
+      "metadata": {
+        "length": 5292,
+        "summary": "table-16\nThe table shows financial data for years ending June 30, 2025, 2024, and 2023. Total revenue grew from $211,915M to $281,724M, net income from $72,361M to $101,832M, and diluted EPS from $9.68 to $13.64.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "file_path": "tables/table-16 Revenue & Income.html",
+        "keywords": [
+          "Revenue",
+          "Net Income",
+          "Earnings per Share"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "f996e041-a3b3-5bc1-b947-010fa5e45999",
+      "type": "table",
+      "content": "<table border='1'><tr><td>(In millions)</td><td></td><td colspan=\"2\"></td><td></td><td></td><td colspan=\"2\"></td><td></td><td></td><td colspan=\"2\"></td><td></td></tr><tr><td colspan=\"12\"></td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Year Ended June 30,</td><td></td><td colspan=\"2\">2025</td><td></td><td></td><td colspan=\"2\">2024</td><td></td><td></td><td colspan=\"2\">2023</td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Net income</td><td></td><td>$</td><td>101,832</td><td></td><td></td><td>$</td><td>88,136</td><td></td><td></td><td>$</td><td>72,361</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Other comprehensive income (loss), net of tax:</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Net change related to derivatives</td><td></td><td></td><td>(5</td><td>)</td><td></td><td></td><td>24</td><td></td><td></td><td></td><td>(14</td><td>)</td></tr><tr><td>Net change related to investments</td><td></td><td></td><td>1,574</td><td></td><td></td><td></td><td>957</td><td></td><td></td><td></td><td>(1,444</td><td>)</td></tr><tr><td>Translation adjustments and other</td><td></td><td></td><td>674</td><td></td><td></td><td></td><td>(228</td><td>)</td><td></td><td></td><td>(207</td><td>)</td></tr><tr><td colspan=\"4\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Other comprehensive income (loss)</td><td></td><td></td><td>2,243</td><td></td><td></td><td></td><td>753</td><td></td><td></td><td></td><td>(1,665</td><td>)</td></tr><tr><td colspan=\"4\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Comprehensive income</td><td></td><td>$</td><td>104,075</td><td></td><td></td><td>$</td><td>88,889</td><td></td><td></td><td>$</td><td>70,696</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr></table>",
+      "path": "tables/table-17 Comprehensive Income.html",
+      "metadata": {
+        "length": 2283,
+        "summary": "table-17\nThe table shows net income, other comprehensive income (OCI) components, and total comprehensive income for fiscal years 2025, 2024, and 2023, with net income rising from $72,361M to $101,832M.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "file_path": "tables/table-17 Comprehensive Income.html",
+        "keywords": [
+          "Net income",
+          "OCI",
+          "Comprehensive income"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "8fec4155-9cc3-5780-a857-96e83308701e",
+      "type": "table",
+      "content": "<table border='1'><tr><td>(In millions)</td><td></td><td colspan=\"2\"></td><td></td><td></td><td colspan=\"2\"></td><td></td></tr><tr><td colspan=\"8\"></td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>June 30,</td><td></td><td colspan=\"2\">2025</td><td></td><td></td><td colspan=\"2\">2024</td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Assets</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Current assets:</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Cash and cash equivalents</td><td></td><td>$</td><td>30,242</td><td></td><td></td><td>$</td><td>18,315</td><td></td></tr><tr><td>Short-term investments</td><td></td><td></td><td>64,323</td><td></td><td></td><td></td><td>57,228</td><td></td></tr><tr><td colspan=\"4\"></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Total cash, cash equivalents, and short-term investments</td><td></td><td></td><td>94,565</td><td></td><td></td><td></td><td>75,543</td><td></td></tr><tr><td>Accounts receivable, net of allowance for doubtful accounts of $944 and $830</td><td></td><td></td><td>69,905</td><td></td><td></td><td></td><td>56,924</td><td></td></tr><tr><td>Inventories</td><td></td><td></td><td>938</td><td></td><td></td><td></td><td>1,246</td><td></td></tr><tr><td>Other current assets</td><td></td><td></td><td>25,723</td><td></td><td></td><td></td><td>26,021</td><td></td></tr><tr><td colspan=\"4\"></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Total current assets</td><td></td><td></td><td>191,131</td><td></td><td></td><td></td><td>159,734</td><td></td></tr><tr><td>Property and equipment, net of accumulated depreciation of $93,653 and $76,421</td><td></td><td></td><td>204,966</td><td></td><td></td><td></td><td>135,591</td><td></td></tr><tr><td>Operating lease right-of-use assets</td><td></td><td></td><td>24,823</td><td></td><td></td><td></td><td>18,961</td><td></td></tr><tr><td>Equity and other investments</td><td></td><td></td><td>15,405</td><td></td><td></td><td></td><td>14,600</td><td></td></tr><tr><td>Goodwill</td><td></td><td></td><td>119,509</td><td></td><td></td><td></td><td>119,220</td><td></td></tr><tr><td>Intangible assets, net</td><td></td><td></td><td>22,604</td><td></td><td></td><td></td><td>27,597</td><td></td></tr><tr><td>Other long-term assets</td><td></td><td></td><td>40,565</td><td></td><td></td><td></td><td>36,460</td><td></td></tr><tr><td colspan=\"4\"></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Total assets</td><td></td><td>$</td><td>619,003</td><td></td><td></td><td>$</td><td>512,163</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Liabilities and stockholders’ equity</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Current liabilities:</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Accounts payable</td><td></td><td>$</td><td>27,724</td><td></td><td></td><td>$</td><td>21,996</td><td></td></tr><tr><td>Short-term debt</td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>6,693</td><td></td></tr><tr><td>Current portion of long-term debt</td><td></td><td></td><td>2,999</td><td></td><td></td><td></td><td>2,249</td><td></td></tr><tr><td>Accrued compensation</td><td></td><td></td><td>13,709</td><td></td><td></td><td></td><td>12,564</td><td></td></tr><tr><td>Short-term income taxes</td><td></td><td></td><td>7,211</td><td></td><td></td><td></td><td>5,017</td><td></td></tr><tr><td>Short-term unearned revenue</td><td></td><td></td><td>64,555</td><td></td><td></td><td></td><td>57,582</td><td></td></tr><tr><td>Other current liabilities</td><td></td><td></td><td>25,020</td><td></td><td></td><td></td><td>19,185</td><td></td></tr><tr><td colspan=\"4\"></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Total current liabilities</td><td></td><td></td><td>141,218</td><td></td><td></td><td></td><td>125,286</td><td></td></tr><tr><td>Long-term debt</td><td></td><td></td><td>40,152</td><td></td><td></td><td></td><td>42,688</td><td></td></tr><tr><td>Long-term income taxes</td><td></td><td></td><td>25,986</td><td></td><td></td><td></td><td>27,931</td><td></td></tr><tr><td>Long-term unearned revenue</td><td></td><td></td><td>2,710</td><td></td><td></td><td></td><td>2,602</td><td></td></tr><tr><td>Deferred income taxes</td><td></td><td></td><td>2,835</td><td></td><td></td><td></td><td>2,618</td><td></td></tr><tr><td>Operating lease liabilities</td><td></td><td></td><td>17,437</td><td></td><td></td><td></td><td>15,497</td><td></td></tr><tr><td>Other long-term liabilities</td><td></td><td></td><td>45,186</td><td></td><td></td><td></td><td>27,064</td><td></td></tr><tr><td colspan=\"4\"></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Total liabilities</td><td></td><td></td><td>275,524</td><td></td><td></td><td></td><td>243,686</td><td></td></tr><tr><td colspan=\"4\"></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Commitments and contingencies</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Stockholders’ equity:</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Common stock and paid-in capital – shares authorized 24,000; outstanding 7,434 and 7,434</td><td></td><td></td><td>109,095</td><td></td><td></td><td></td><td>100,923</td><td></td></tr><tr><td>Retained earnings</td><td></td><td></td><td>237,731</td><td></td><td></td><td></td><td>173,144</td><td></td></tr><tr><td>Accumulated other comprehensive loss</td><td></td><td></td><td>(3,347</td><td>)</td><td></td><td></td><td>(5,590</td><td>)</td></tr><tr><td colspan=\"4\"></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Total stockholders’ equity</td><td></td><td></td><td>343,479</td><td></td><td></td><td></td><td>268,477</td><td></td></tr><tr><td colspan=\"4\"></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Total liabilities and stockholders’ equity</td><td></td><td>$</td><td>619,003</td><td></td><td></td><td>$</td><td>512,163</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr></table>",
+      "path": "tables/table-18 Balance Sheet.html",
+      "metadata": {
+        "length": 6315,
+        "summary": "table-18\nConsolidated balance sheet as of June 30, 2025 and 2024, showing total assets of $619,003 million and $512,163 million, with corresponding liabilities and stockholders' equity.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "file_path": "tables/table-18 Balance Sheet.html",
+        "keywords": [
+          "Assets",
+          "Liabilities",
+          "Equity"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "aaa89319-cae0-5959-a6fa-3b1a400b0a60",
+      "type": "table",
+      "content": "<table border='1'><tr><td>(In millions)</td><td></td><td colspan=\"2\"></td><td></td><td></td><td colspan=\"2\"></td><td></td><td></td><td colspan=\"2\"></td><td></td></tr><tr><td colspan=\"12\"></td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Year Ended June 30,</td><td></td><td colspan=\"2\">2025</td><td></td><td></td><td colspan=\"2\">2024</td><td></td><td></td><td colspan=\"2\">2023</td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Operations</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Net income</td><td></td><td>$</td><td>101,832</td><td></td><td></td><td>$</td><td>88,136</td><td></td><td></td><td>$</td><td>72,361</td><td></td></tr><tr><td>Adjustments to reconcile net income to net cash from operations:</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Depreciation, amortization, and other</td><td></td><td></td><td>34,153</td><td></td><td></td><td></td><td>22,287</td><td></td><td></td><td></td><td>13,861</td><td></td></tr><tr><td>Stock-based compensation expense</td><td></td><td></td><td>11,974</td><td></td><td></td><td></td><td>10,734</td><td></td><td></td><td></td><td>9,611</td><td></td></tr><tr><td>Net recognized losses on investments and derivatives</td><td></td><td></td><td>609</td><td></td><td></td><td></td><td>305</td><td></td><td></td><td></td><td>196</td><td></td></tr><tr><td>Deferred income taxes</td><td></td><td></td><td>(7,056</td><td>)</td><td></td><td></td><td>(4,738</td><td>)</td><td></td><td></td><td>(6,059</td><td>)</td></tr><tr><td>Changes in operating assets and liabilities:</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Accounts receivable</td><td></td><td></td><td>(10,581</td><td>)</td><td></td><td></td><td>(7,191</td><td>)</td><td></td><td></td><td>(4,087</td><td>)</td></tr><tr><td>Inventories</td><td></td><td></td><td>309</td><td></td><td></td><td></td><td>1,284</td><td></td><td></td><td></td><td>1,242</td><td></td></tr><tr><td>Other current assets</td><td></td><td></td><td>(3,044</td><td>)</td><td></td><td></td><td>(1,648</td><td>)</td><td></td><td></td><td>(1,991</td><td>)</td></tr><tr><td>Other long-term assets</td><td></td><td></td><td>(2,950</td><td>)</td><td></td><td></td><td>(6,817</td><td>)</td><td></td><td></td><td>(2,833</td><td>)</td></tr><tr><td>Accounts payable</td><td></td><td></td><td>569</td><td></td><td></td><td></td><td>3,545</td><td></td><td></td><td></td><td>(2,721</td><td>)</td></tr><tr><td>Unearned revenue</td><td></td><td></td><td>5,438</td><td></td><td></td><td></td><td>5,348</td><td></td><td></td><td></td><td>5,535</td><td></td></tr><tr><td>Income taxes</td><td></td><td></td><td>(38</td><td>)</td><td></td><td></td><td>1,687</td><td></td><td></td><td></td><td>(358</td><td>)</td></tr><tr><td>Other current liabilities</td><td></td><td></td><td>5,922</td><td></td><td></td><td></td><td>4,867</td><td></td><td></td><td></td><td>2,272</td><td></td></tr><tr><td>Other long-term liabilities</td><td></td><td></td><td>(975</td><td>)</td><td></td><td></td><td>749</td><td></td><td></td><td></td><td>553</td><td></td></tr><tr><td colspan=\"4\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Net cash from operations</td><td></td><td></td><td>136,162</td><td></td><td></td><td></td><td>118,548</td><td></td><td></td><td></td><td>87,582</td><td></td></tr><tr><td colspan=\"4\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Financing</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Proceeds from issuance (repayments) of debt, maturities of 90 days or less, net</td><td></td><td></td><td>(5,746</td><td>)</td><td></td><td></td><td>5,250</td><td></td><td></td><td></td><td>0</td><td></td></tr><tr><td>Proceeds from issuance of debt</td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>24,395</td><td></td><td></td><td></td><td>0</td><td></td></tr><tr><td>Repayments of debt</td><td></td><td></td><td>(3,216</td><td>)</td><td></td><td></td><td>(29,070</td><td>)</td><td></td><td></td><td>(2,750</td><td>)</td></tr><tr><td>Common stock issued</td><td></td><td></td><td>2,056</td><td></td><td></td><td></td><td>2,002</td><td></td><td></td><td></td><td>1,866</td><td></td></tr><tr><td>Common stock repurchased</td><td></td><td></td><td>(18,420</td><td>)</td><td></td><td></td><td>(17,254</td><td>)</td><td></td><td></td><td>(22,245</td><td>)</td></tr><tr><td>Common stock cash dividends paid</td><td></td><td></td><td>(24,082</td><td>)</td><td></td><td></td><td>(21,771</td><td>)</td><td></td><td></td><td>(19,800</td><td>)</td></tr><tr><td>Other, net</td><td></td><td></td><td>(2,291</td><td>)</td><td></td><td></td><td>(1,309</td><td>)</td><td></td><td></td><td>(1,006</td><td>)</td></tr><tr><td colspan=\"4\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Net cash used in financing</td><td></td><td></td><td>(51,699</td><td>)</td><td></td><td></td><td>(37,757</td><td>)</td><td></td><td></td><td>(43,935</td><td>)</td></tr><tr><td colspan=\"4\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Investing</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Additions to property and equipment</td><td></td><td></td><td>(64,551</td><td>)</td><td></td><td></td><td>(44,477</td><td>)</td><td></td><td></td><td>(28,107</td><td>)</td></tr><tr><td>Acquisition of companies, net of cash acquired and divestitures, and purchases of intangible and other assets</td><td></td><td></td><td>(5,978</td><td>)</td><td></td><td></td><td>(69,132</td><td>)</td><td></td><td></td><td>(1,670</td><td>)</td></tr><tr><td>Purchases of investments</td><td></td><td></td><td>(29,775</td><td>)</td><td></td><td></td><td>(17,732</td><td>)</td><td></td><td></td><td>(37,651</td><td>)</td></tr><tr><td>Maturities of investments</td><td></td><td></td><td>16,079</td><td></td><td></td><td></td><td>24,775</td><td></td><td></td><td></td><td>33,510</td><td></td></tr><tr><td>Sales of investments</td><td></td><td></td><td>9,309</td><td></td><td></td><td></td><td>10,894</td><td></td><td></td><td></td><td>14,354</td><td></td></tr><tr><td>Other, net</td><td></td><td></td><td>2,317</td><td></td><td></td><td></td><td>(1,298</td><td>)</td><td></td><td></td><td>(3,116</td><td>)</td></tr><tr><td colspan=\"4\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Net cash used in investing</td><td></td><td></td><td>(72,599</td><td>)</td><td></td><td></td><td>(96,970</td><td>)</td><td></td><td></td><td>(22,680</td><td>)</td></tr><tr><td colspan=\"4\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Effect of foreign exchange rates on cash and cash equivalents</td><td></td><td></td><td>63</td><td></td><td></td><td></td><td>(210</td><td>)</td><td></td><td></td><td>(194</td><td>)</td></tr><tr><td colspan=\"4\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Net change in cash and cash equivalents</td><td></td><td></td><td>11,927</td><td></td><td></td><td></td><td>(16,389</td><td>)</td><td></td><td></td><td>20,773</td><td></td></tr><tr><td>Cash and cash equivalents, beginning of period</td><td></td><td></td><td>18,315</td><td></td><td></td><td></td><td>34,704</td><td></td><td></td><td></td><td>13,931</td><td></td></tr><tr><td colspan=\"4\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Cash and cash equivalents, end of period</td><td></td><td>$</td><td>30,242</td><td></td><td></td><td>$</td><td>18,315</td><td></td><td></td><td>$</td><td>34,704</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr></table>",
+      "path": "tables/table-19 Cash Flow Statement.html",
+      "metadata": {
+        "length": 8247,
+        "summary": "table-19\nThe table shows cash flow from operations, financing, and investing for fiscal years 2023-2025, with net cash from operations increasing from $87,582M to $136,162M.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "file_path": "tables/table-19 Cash Flow Statement.html",
+        "keywords": [
+          "cash flow",
+          "operations",
+          "investing"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "75b59a24-798a-519f-bcef-06088c97f96d",
+      "type": "table",
+      "content": "<table border='1'><tr><td>(In millions, except per share amounts)</td><td></td><td colspan=\"2\"></td><td></td><td></td><td colspan=\"2\"></td><td></td><td></td><td colspan=\"2\"></td><td></td></tr><tr><td colspan=\"12\"></td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Year Ended June 30,</td><td></td><td colspan=\"2\">2025</td><td></td><td></td><td colspan=\"2\">2024</td><td></td><td></td><td colspan=\"2\">2023</td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Common stock and paid-in capital</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Balance, beginning of period</td><td></td><td>$</td><td>100,923</td><td></td><td></td><td>$</td><td>93,718</td><td></td><td></td><td>$</td><td>86,939</td><td></td></tr><tr><td>Common stock issued</td><td></td><td></td><td>2,056</td><td></td><td></td><td></td><td>2,002</td><td></td><td></td><td></td><td>1,866</td><td></td></tr><tr><td>Common stock repurchased</td><td></td><td></td><td>(5,856</td><td>)</td><td></td><td></td><td>(5,712</td><td>)</td><td></td><td></td><td>(4,696</td><td>)</td></tr><tr><td>Stock-based compensation expense</td><td></td><td></td><td>11,974</td><td></td><td></td><td></td><td>10,734</td><td></td><td></td><td></td><td>9,611</td><td></td></tr><tr><td>Other, net</td><td></td><td></td><td>(2</td><td>)</td><td></td><td></td><td>181</td><td></td><td></td><td></td><td>(2</td><td>)</td></tr><tr><td colspan=\"4\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Balance, end of period</td><td></td><td></td><td>109,095</td><td></td><td></td><td></td><td>100,923</td><td></td><td></td><td></td><td>93,718</td><td></td></tr><tr><td colspan=\"4\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Retained earnings</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Balance, beginning of period</td><td></td><td></td><td>173,144</td><td></td><td></td><td></td><td>118,848</td><td></td><td></td><td></td><td>84,281</td><td></td></tr><tr><td>Net income</td><td></td><td></td><td>101,832</td><td></td><td></td><td></td><td>88,136</td><td></td><td></td><td></td><td>72,361</td><td></td></tr><tr><td>Common stock cash dividends</td><td></td><td></td><td>(24,677</td><td>)</td><td></td><td></td><td>(22,293</td><td>)</td><td></td><td></td><td>(20,226</td><td>)</td></tr><tr><td>Common stock repurchased</td><td></td><td></td><td>(12,568</td><td>)</td><td></td><td></td><td>(11,547</td><td>)</td><td></td><td></td><td>(17,568</td><td>)</td></tr><tr><td colspan=\"4\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Balance, end of period</td><td></td><td></td><td>237,731</td><td></td><td></td><td></td><td>173,144</td><td></td><td></td><td></td><td>118,848</td><td></td></tr><tr><td colspan=\"4\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Accumulated other comprehensive loss</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Balance, beginning of period</td><td></td><td></td><td>(5,590</td><td>)</td><td></td><td></td><td>(6,343</td><td>)</td><td></td><td></td><td>(4,678</td><td>)</td></tr><tr><td>Other comprehensive income (loss)</td><td></td><td></td><td>2,243</td><td></td><td></td><td></td><td>753</td><td></td><td></td><td></td><td>(1,665</td><td>)</td></tr><tr><td colspan=\"4\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Balance, end of period</td><td></td><td></td><td>(3,347</td><td>)</td><td></td><td></td><td>(5,590</td><td>)</td><td></td><td></td><td>(6,343</td><td>)</td></tr><tr><td colspan=\"4\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Total stockholders’ equity</td><td></td><td>$</td><td>343,479</td><td></td><td></td><td>$</td><td>268,477</td><td></td><td></td><td>$</td><td>206,223</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Cash dividends declared per common share</td><td></td><td>$</td><td>3.32</td><td></td><td></td><td>$</td><td>3.00</td><td></td><td></td><td>$</td><td>2.72</td><td></td></tr><tr><td colspan=\"12\"></td><td></td></tr></table>",
+      "path": "tables/table-20 Stockholders' Equity.html",
+      "metadata": {
+        "length": 4663,
+        "summary": "table-20\nThe table shows stockholders' equity components for fiscal years 2023-2025, including common stock, retained earnings, and accumulated other comprehensive loss, with ending total equity of $343,479 million in 2025.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "file_path": "tables/table-20 Stockholders' Equity.html",
+        "keywords": [
+          "equity",
+          "dividends",
+          "repurchases"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "d7c618ea-146e-534a-ba94-d4a1ee5df5b6",
+      "type": "table",
+      "content": "<table border='1'><tr><td>(In millions, except per share amounts)</td><td></td><td colspan=\"2\"></td><td></td><td></td><td colspan=\"2\"></td><td></td><td></td><td colspan=\"2\"></td><td></td></tr><tr><td colspan=\"12\"></td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Year Ended June 30,</td><td></td><td colspan=\"2\">2025</td><td></td><td></td><td colspan=\"2\">2024</td><td></td><td></td><td colspan=\"2\">2023</td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Net income available for common shareholders (A)</td><td></td><td>$</td><td>101,832</td><td></td><td></td><td>$</td><td>88,136</td><td></td><td></td><td>$</td><td>72,361</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Weighted average outstanding shares of common stock (B)</td><td></td><td></td><td>7,433</td><td></td><td></td><td></td><td>7,431</td><td></td><td></td><td></td><td>7,446</td><td></td></tr><tr><td>Dilutive effect of stock-based awards</td><td></td><td></td><td>32</td><td></td><td></td><td></td><td>38</td><td></td><td></td><td></td><td>26</td><td></td></tr><tr><td colspan=\"4\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Common stock and common stock equivalents (C)</td><td></td><td></td><td>7,465</td><td></td><td></td><td></td><td>7,469</td><td></td><td></td><td></td><td>7,472</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Earnings Per Share</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Basic (A/B)</td><td></td><td>$</td><td>13.70</td><td></td><td></td><td>$</td><td>11.86</td><td></td><td></td><td>$</td><td>9.72</td><td></td></tr><tr><td>Diluted (A/C)</td><td></td><td>$</td><td>13.64</td><td></td><td></td><td>$</td><td>11.80</td><td></td><td></td><td>$</td><td>9.68</td><td></td></tr><tr><td colspan=\"12\"></td><td></td></tr></table>",
+      "path": "tables/table-21 EPS Data Table.html",
+      "metadata": {
+        "length": 2415,
+        "summary": "table-21\nThe table shows net income, weighted average shares, and basic/diluted EPS for fiscal years 2023-2025. Net income rose from $72,361M to $101,832M, while diluted EPS increased from $9.68 to $13.64.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "file_path": "tables/table-21 EPS Data Table.html",
+        "keywords": [
+          "Earnings Per Share",
+          "Net Income",
+          "Shares Outstanding"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "8f0ab224-deaf-565e-89b5-1642ad95e14e",
+      "type": "table",
+      "content": "<table border='1'><tr><td>(In millions)</td><td></td><td colspan=\"2\"></td><td></td><td></td><td colspan=\"2\"></td><td></td><td></td><td colspan=\"2\"></td><td></td></tr><tr><td colspan=\"12\"></td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Year Ended June 30,</td><td></td><td colspan=\"2\">2025</td><td></td><td></td><td colspan=\"2\">2024</td><td></td><td></td><td colspan=\"2\">2023</td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Interest and dividends income</td><td></td><td>$</td><td>2,647</td><td></td><td></td><td>$</td><td>3,157</td><td></td><td></td><td>$</td><td>2,994</td><td></td></tr><tr><td>Interest expense</td><td></td><td></td><td>(2,385</td><td>)</td><td></td><td></td><td>(2,935</td><td>)</td><td></td><td></td><td>(1,968</td><td>)</td></tr><tr><td>Net recognized gains (losses) on investments</td><td></td><td></td><td>(349</td><td>)</td><td></td><td></td><td>(118</td><td>)</td><td></td><td></td><td>260</td><td></td></tr><tr><td>Net losses on derivatives</td><td></td><td></td><td>(260</td><td>)</td><td></td><td></td><td>(187</td><td>)</td><td></td><td></td><td>(456</td><td>)</td></tr><tr><td>Net gains (losses) on foreign currency remeasurements</td><td></td><td></td><td>171</td><td></td><td></td><td></td><td>(244</td><td>)</td><td></td><td></td><td>181</td><td></td></tr><tr><td>Other, net</td><td></td><td></td><td>(4,725</td><td>)</td><td></td><td></td><td>(1,319</td><td>)</td><td></td><td></td><td>(223</td><td>)</td></tr><tr><td colspan=\"4\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Total</td><td></td><td>$</td><td>(4,901</td><td>)</td><td></td><td>$</td><td>(1,646</td><td>)</td><td></td><td>$</td><td>788</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr></table>",
+      "path": "tables/table-22 Investment Income.html",
+      "metadata": {
+        "length": 1960,
+        "summary": "table-22\nThe table shows interest and dividends income, interest expense, net gains/losses on investments, derivatives, foreign currency, and other items for fiscal years 2025, 2024, and 2023, with totals of -$4,901M, -$1,646M, and $788M respectively.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "file_path": "tables/table-22 Investment Income.html",
+        "keywords": [
+          "Interest",
+          "Investment",
+          "Net Losses"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "577e18e7-d331-50fc-9972-61a95fd1d6bc",
+      "type": "table",
+      "content": "<table border='1'><tr><td>(In millions)</td><td></td><td colspan=\"2\"></td><td></td><td></td><td colspan=\"2\"></td><td></td><td></td><td colspan=\"2\"></td><td></td></tr><tr><td colspan=\"12\"></td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Year Ended June 30,</td><td></td><td colspan=\"2\">2025</td><td></td><td></td><td colspan=\"2\">2024</td><td></td><td></td><td colspan=\"2\">2023</td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Realized gains from sales of available-for-sale securities</td><td></td><td>$</td><td>40</td><td></td><td></td><td>$</td><td>22</td><td></td><td></td><td>$</td><td>36</td><td></td></tr><tr><td>Realized losses from sales of available-for-sale securities</td><td></td><td></td><td>(65</td><td>)</td><td></td><td></td><td>(98</td><td>)</td><td></td><td></td><td>(124</td><td>)</td></tr><tr><td>Impairments and allowance for credit losses</td><td></td><td></td><td>8</td><td></td><td></td><td></td><td>23</td><td></td><td></td><td></td><td>(10</td><td>)</td></tr><tr><td colspan=\"4\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Total</td><td></td><td>$</td><td>(17</td><td>)</td><td></td><td>$</td><td>(53</td><td>)</td><td></td><td>$</td><td>(98</td><td>)</td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr></table>",
+      "path": "tables/table-23 Investment Gains.html",
+      "metadata": {
+        "length": 1492,
+        "summary": "table-23\nThe table shows realized gains and losses from sales of available-for-sale securities and impairments for fiscal years 2025, 2024, and 2023, with total net losses of $17M, $53M, and $98M respectively.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "file_path": "tables/table-23 Investment Gains.html",
+        "keywords": [
+          "realized gains",
+          "impairments",
+          "securities"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "56ca9fcb-4e77-5b94-af9d-0e6f3a01dde4",
+      "type": "table",
+      "content": "<table border='1'><tr><td>(In millions)</td><td></td><td colspan=\"2\"></td><td></td><td></td><td colspan=\"2\"></td><td></td><td></td><td colspan=\"2\"></td><td></td></tr><tr><td colspan=\"12\"></td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Year Ended June 30,</td><td></td><td colspan=\"2\">2025</td><td></td><td></td><td colspan=\"2\">2024</td><td></td><td></td><td colspan=\"2\">2023</td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Net realized gains on investments sold</td><td></td><td>$</td><td>83</td><td></td><td></td><td>$</td><td>18</td><td></td><td></td><td>$</td><td>75</td><td></td></tr><tr><td>Net unrealized gains on investments still held</td><td></td><td></td><td>536</td><td></td><td></td><td></td><td>146</td><td></td><td></td><td></td><td>303</td><td></td></tr><tr><td>Impairments of investments</td><td></td><td></td><td>(951</td><td>)</td><td></td><td></td><td>(229</td><td>)</td><td></td><td></td><td>(20</td><td>)</td></tr><tr><td colspan=\"4\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Total</td><td></td><td>$</td><td>(332</td><td>)</td><td></td><td>$</td><td>(65</td><td>)</td><td></td><td>$</td><td>358</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr></table>",
+      "path": "tables/table-24 Investment Gains.html",
+      "metadata": {
+        "length": 1445,
+        "summary": "table-24\nThe table shows net realized gains, unrealized gains, and impairments for fiscal years 2025, 2024, and 2023, with totals of -332, -65, and 358 million respectively.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "file_path": "tables/table-24 Investment Gains.html",
+        "keywords": [
+          "gains",
+          "impairments",
+          "total"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "09f4dfcd-8f5a-502c-a2ce-c81f1c7502b6",
+      "type": "table",
+      "content": "<table border='1'><tr><td>(In millions)</td><td></td><td colspan=\"2\">Fair Value<br/>Level</td><td></td><td></td><td colspan=\"2\">Adjusted<br/>Cost Basis</td><td></td><td></td><td colspan=\"2\">Unrealized<br/>Gains</td><td></td><td></td><td colspan=\"2\">Unrealized<br/>Losses</td><td></td><td></td><td colspan=\"2\">Recorded<br/>Basis</td><td></td><td></td><td colspan=\"2\">Cash and<br/>Cash<br/>Equivalents</td><td></td><td></td><td colspan=\"2\">Short-term<br/>Investments</td><td></td><td></td><td colspan=\"2\">Equity and<br/>Other<br/>Investments</td><td></td></tr><tr><td colspan=\"32\"></td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>June 30, 2025</td><td></td><td colspan=\"2\"></td><td></td><td></td><td colspan=\"2\"></td><td></td><td></td><td colspan=\"2\"></td><td></td><td></td><td colspan=\"2\"></td><td></td><td></td><td colspan=\"2\"></td><td></td><td></td><td colspan=\"2\"></td><td></td><td></td><td colspan=\"2\"></td><td></td><td></td><td colspan=\"2\"></td><td></td></tr><tr><td colspan=\"5\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td colspan=\"4\">Changes in Fair Value Recorded in<br/>Other Comprehensive Income</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Commercial paper</td><td></td><td></td><td>Level 2</td><td></td><td></td><td>$</td><td>10,880</td><td></td><td></td><td>$</td><td>0</td><td></td><td></td><td>$</td><td>0</td><td></td><td></td><td>$</td><td>10,880</td><td></td><td></td><td>$</td><td>9,939</td><td></td><td></td><td>$</td><td>941</td><td></td><td></td><td>$</td><td>0</td><td></td></tr><tr><td>Certificates of deposit</td><td></td><td></td><td>Level 2</td><td></td><td></td><td></td><td>2,653</td><td></td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>2,653</td><td></td><td></td><td></td><td>2,309</td><td></td><td></td><td></td><td>344</td><td></td><td></td><td></td><td>0</td><td></td></tr><tr><td>U.S. government securities</td><td></td><td></td><td>Level 1</td><td></td><td></td><td></td><td>52,878</td><td></td><td></td><td></td><td>71</td><td></td><td></td><td></td><td>(1,462</td><td>)</td><td></td><td></td><td>51,487</td><td></td><td></td><td></td><td>4,742</td><td></td><td></td><td></td><td>46,745</td><td></td><td></td><td></td><td>0</td><td></td></tr><tr><td>U.S. agency securities</td><td></td><td></td><td>Level 2</td><td></td><td></td><td></td><td>2,686</td><td></td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>2,686</td><td></td><td></td><td></td><td>496</td><td></td><td></td><td></td><td>2,190</td><td></td><td></td><td></td><td>0</td><td></td></tr><tr><td>Foreign government bonds</td><td></td><td></td><td>Level 2</td><td></td><td></td><td></td><td>349</td><td></td><td></td><td></td><td>24</td><td></td><td></td><td></td><td>(9</td><td>)</td><td></td><td></td><td>364</td><td></td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>364</td><td></td><td></td><td></td><td>0</td><td></td></tr><tr><td>Mortgage- and asset-backed securities</td><td></td><td></td><td>Level 2</td><td></td><td></td><td></td><td>2,558</td><td></td><td></td><td></td><td>10</td><td></td><td></td><td></td><td>(27</td><td>)</td><td></td><td></td><td>2,541</td><td></td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>2,541</td><td></td><td></td><td></td><td>0</td><td></td></tr><tr><td>Corporate notes and bonds</td><td></td><td></td><td>Level 2</td><td></td><td></td><td></td><td>10,763</td><td></td><td></td><td></td><td>124</td><td></td><td></td><td></td><td>(101</td><td>)</td><td></td><td></td><td>10,786</td><td></td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>10,786</td><td></td><td></td><td></td><td>0</td><td></td></tr><tr><td>Corporate notes and bonds</td><td></td><td></td><td>Level 3</td><td></td><td></td><td></td><td>2,511</td><td></td><td></td><td></td><td>65</td><td></td><td></td><td></td><td>(5</td><td>)</td><td></td><td></td><td>2,571</td><td></td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>111</td><td></td><td></td><td></td><td>2,460</td><td></td></tr><tr><td>Municipal securities</td><td></td><td></td><td>Level 2</td><td></td><td></td><td></td><td>207</td><td></td><td></td><td></td><td>1</td><td></td><td></td><td></td><td>(7</td><td>)</td><td></td><td></td><td>201</td><td></td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>201</td><td></td><td></td><td></td><td>0</td><td></td></tr><tr><td>Municipal securities</td><td></td><td></td><td>Level 3</td><td></td><td></td><td></td><td>104</td><td></td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>(14</td><td>)</td><td></td><td></td><td>90</td><td></td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>90</td><td></td><td></td><td></td><td>0</td><td></td></tr><tr><td colspan=\"8\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Total debt investments</td><td></td><td></td><td></td><td></td><td></td><td>$</td><td>85,589</td><td></td><td></td><td>$</td><td>295</td><td></td><td></td><td>$</td><td>(1,625</td><td>)</td><td></td><td>$</td><td>84,259</td><td></td><td></td><td>$</td><td>17,486</td><td></td><td></td><td>$</td><td>64,313</td><td></td><td></td><td>$</td><td>2,460</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td colspan=\"5\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td colspan=\"4\">Changes in Fair Value Recorded in Net Income</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Equity investments</td><td></td><td></td><td>Level 1</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td>$</td><td>4,577</td><td></td><td></td><td>$</td><td>1,045</td><td></td><td></td><td>$</td><td>0</td><td></td><td></td><td>$</td><td>3,532</td><td></td></tr><tr><td>Equity investments</td><td></td><td></td><td>Other</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td>9,141</td><td></td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>9,141</td><td></td></tr><tr><td colspan=\"20\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Total equity investments</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td>$</td><td>13,718</td><td></td><td></td><td>$</td><td>1,045</td><td></td><td></td><td>$</td><td>0</td><td></td><td></td><td>$</td><td>12,673</td><td></td></tr><tr><td colspan=\"4\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Cash</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td>$</td><td>11,711</td><td></td><td></td><td>$</td><td>11,711</td><td></td><td></td><td>$</td><td>0</td><td></td><td></td><td>$</td><td>0</td><td></td></tr><tr><td>Derivatives, net (a)</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td>282</td><td></td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>10</td><td></td><td></td><td></td><td>272</td><td></td></tr><tr><td colspan=\"20\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Total</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td>$</td><td>109,970</td><td></td><td></td><td>$</td><td>30,242</td><td></td><td></td><td>$</td><td>64,323</td><td></td><td></td><td>$</td><td>15,405</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr></table>",
+      "path": "tables/table-25 Investment Table.html",
+      "metadata": {
+        "length": 10019,
+        "summary": "table-25\nThe table details investments as of June 30, 2025, showing adjusted cost basis, unrealized gains/losses, recorded basis, and classification into cash, short-term, equity, and other investments, totaling $109,970 million.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "file_path": "tables/table-25 Investment Table.html",
+        "keywords": [
+          "Fair Value",
+          "Debt Investments",
+          "Equity Investments"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "4a3c2966-3788-501d-a4bb-63808be3ee18",
+      "type": "table",
+      "content": "<table border='1'><tr><td>(In millions)</td><td></td><td colspan=\"2\">Fair Value<br/>Level</td><td></td><td></td><td colspan=\"2\">Adjusted<br/>Cost Basis</td><td></td><td></td><td colspan=\"2\">Unrealized<br/>Gains</td><td></td><td></td><td colspan=\"2\">Unrealized<br/>Losses</td><td></td><td></td><td colspan=\"2\">Recorded<br/>Basis</td><td></td><td></td><td colspan=\"2\">Cash and<br/>Cash<br/>Equivalents</td><td></td><td></td><td colspan=\"2\">Short-term<br/>Investments</td><td></td><td></td><td colspan=\"2\">Equity and<br/>Other<br/>Investments</td><td></td></tr><tr><td colspan=\"32\"></td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>June 30, 2024</td><td></td><td colspan=\"2\"></td><td></td><td></td><td colspan=\"2\"></td><td></td><td></td><td colspan=\"2\"></td><td></td><td></td><td colspan=\"2\"></td><td></td><td></td><td colspan=\"2\"></td><td></td><td></td><td colspan=\"2\"></td><td></td><td></td><td colspan=\"2\"></td><td></td><td></td><td colspan=\"2\"></td><td></td></tr><tr><td colspan=\"5\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td colspan=\"4\">Changes in Fair Value Recorded in Other Comprehensive Income</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Commercial paper</td><td></td><td></td><td>Level 2</td><td></td><td></td><td>$</td><td>4,666</td><td></td><td></td><td>$</td><td>0</td><td></td><td></td><td>$</td><td>0</td><td></td><td></td><td>$</td><td>4,666</td><td></td><td></td><td>$</td><td>4,666</td><td></td><td></td><td>$</td><td>0</td><td></td><td></td><td>$</td><td>0</td><td></td></tr><tr><td>Certificates of deposit</td><td></td><td></td><td>Level 2</td><td></td><td></td><td></td><td>1,547</td><td></td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>1,547</td><td></td><td></td><td></td><td>1,503</td><td></td><td></td><td></td><td>44</td><td></td><td></td><td></td><td>0</td><td></td></tr><tr><td>U.S. government securities</td><td></td><td></td><td>Level 1</td><td></td><td></td><td></td><td>49,603</td><td></td><td></td><td></td><td>4</td><td></td><td></td><td></td><td>(2,948</td><td>)</td><td></td><td></td><td>46,659</td><td></td><td></td><td></td><td>14</td><td></td><td></td><td></td><td>46,645</td><td></td><td></td><td></td><td>0</td><td></td></tr><tr><td>U.S. agency securities</td><td></td><td></td><td>Level 2</td><td></td><td></td><td></td><td>17</td><td></td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>17</td><td></td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>17</td><td></td><td></td><td></td><td>0</td><td></td></tr><tr><td>Foreign government bonds</td><td></td><td></td><td>Level 2</td><td></td><td></td><td></td><td>319</td><td></td><td></td><td></td><td>3</td><td></td><td></td><td></td><td>(16</td><td>)</td><td></td><td></td><td>306</td><td></td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>306</td><td></td><td></td><td></td><td>0</td><td></td></tr><tr><td>Mortgage- and asset-backed securities</td><td></td><td></td><td>Level 2</td><td></td><td></td><td></td><td>944</td><td></td><td></td><td></td><td>3</td><td></td><td></td><td></td><td>(35</td><td>)</td><td></td><td></td><td>912</td><td></td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>912</td><td></td><td></td><td></td><td>0</td><td></td></tr><tr><td>Corporate notes and bonds</td><td></td><td></td><td>Level 2</td><td></td><td></td><td></td><td>9,106</td><td></td><td></td><td></td><td>28</td><td></td><td></td><td></td><td>(318</td><td>)</td><td></td><td></td><td>8,816</td><td></td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>8,816</td><td></td><td></td><td></td><td>0</td><td></td></tr><tr><td>Corporate notes and bonds</td><td></td><td></td><td>Level 3</td><td></td><td></td><td></td><td>1,641</td><td></td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>(1</td><td>)</td><td></td><td></td><td>1,640</td><td></td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>140</td><td></td><td></td><td></td><td>1,500</td><td></td></tr><tr><td>Municipal securities</td><td></td><td></td><td>Level 2</td><td></td><td></td><td></td><td>262</td><td></td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>(13</td><td>)</td><td></td><td></td><td>249</td><td></td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>249</td><td></td><td></td><td></td><td>0</td><td></td></tr><tr><td>Municipal securities</td><td></td><td></td><td>Level 3</td><td></td><td></td><td></td><td>104</td><td></td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>(17</td><td>)</td><td></td><td></td><td>87</td><td></td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>87</td><td></td><td></td><td></td><td>0</td><td></td></tr><tr><td colspan=\"8\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Total debt investments</td><td></td><td></td><td></td><td></td><td></td><td>$</td><td>68,209</td><td></td><td></td><td>$</td><td>38</td><td></td><td></td><td>$</td><td>(3,348</td><td>)</td><td></td><td>$</td><td>64,899</td><td></td><td></td><td>$</td><td>6,183</td><td></td><td></td><td>$</td><td>57,216</td><td></td><td></td><td>$</td><td>1,500</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td colspan=\"5\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td colspan=\"4\">Changes in Fair Value Recorded in Net Income</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Equity investments</td><td></td><td></td><td>Level 1</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td>$</td><td>3,547</td><td></td><td></td><td>$</td><td>561</td><td></td><td></td><td>$</td><td>0</td><td></td><td></td><td>$</td><td>2,986</td><td></td></tr><tr><td>Equity investments</td><td></td><td></td><td>Other</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td>10,114</td><td></td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>10,114</td><td></td></tr><tr><td colspan=\"20\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Total equity investments</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td>$</td><td>13,661</td><td></td><td></td><td>$</td><td>561</td><td></td><td></td><td>$</td><td>0</td><td></td><td></td><td>$</td><td>13,100</td><td></td></tr><tr><td colspan=\"4\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Cash</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td>$</td><td>11,571</td><td></td><td></td><td>$</td><td>11,571</td><td></td><td></td><td>$</td><td>0</td><td></td><td></td><td>$</td><td>0</td><td></td></tr><tr><td>Derivatives, net (a)</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td>12</td><td></td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>12</td><td></td><td></td><td></td><td>0</td><td></td></tr><tr><td colspan=\"20\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Total</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td>$</td><td>90,143</td><td></td><td></td><td>$</td><td>18,315</td><td></td><td></td><td>$</td><td>57,228</td><td></td><td></td><td>$</td><td>14,600</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr></table>",
+      "path": "tables/table-26 Investment Summary.html",
+      "metadata": {
+        "length": 9976,
+        "summary": "table-26\nTable details investments as of June 30, 2024, with adjusted cost basis, unrealized gains/losses, and recorded basis across debt and equity categories, totaling $90,143 million.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "file_path": "tables/table-26 Investment Summary.html",
+        "keywords": [
+          "Debt Investments",
+          "Equity Investments",
+          "Fair Value"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "1539d95f-5366-5c5a-98e1-23db91787a71",
+      "type": "table",
+      "content": "<table border='1'><tr><td></td><td></td><td colspan=\"6\">Less than 12 Months</td><td></td><td></td><td colspan=\"6\">12 Months or Greater</td><td></td><td></td><td colspan=\"2\"></td><td></td><td></td><td colspan=\"2\">Total<br/>Unrealized<br/>Losses</td><td></td></tr><tr><td></td><td></td><td></td><td colspan=\"5\"></td><td></td><td></td><td></td><td colspan=\"5\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td colspan=\"2\">Total<br/>Unrealized<br/>Losses</td><td></td></tr><tr><td>(In millions)</td><td></td><td colspan=\"2\">Fair Value</td><td></td><td></td><td colspan=\"2\">Unrealized<br/>Losses</td><td></td><td></td><td colspan=\"2\">Fair Value</td><td></td><td></td><td colspan=\"2\">Unrealized<br/>Losses</td><td></td><td></td><td colspan=\"2\">Total<br/>Fair Value</td><td></td><td></td><td colspan=\"2\">Total<br/>Unrealized<br/>Losses</td><td></td></tr><tr><td colspan=\"24\"></td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>June 30, 2025</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>U.S. government and agency securities</td><td></td><td>$</td><td>2,569</td><td></td><td></td><td>$</td><td>(51</td><td>)</td><td></td><td>$</td><td>34,608</td><td></td><td></td><td>$</td><td>(1,411</td><td>)</td><td></td><td>$</td><td>37,177</td><td></td><td></td><td>$</td><td>(1,462</td><td>)</td></tr><tr><td>Foreign government bonds</td><td></td><td></td><td>43</td><td></td><td></td><td></td><td>(2</td><td>)</td><td></td><td></td><td>106</td><td></td><td></td><td></td><td>(7</td><td>)</td><td></td><td></td><td>149</td><td></td><td></td><td></td><td>(9</td><td>)</td></tr><tr><td>Mortgage- and asset-backed securities</td><td></td><td></td><td>841</td><td></td><td></td><td></td><td>(4</td><td>)</td><td></td><td></td><td>189</td><td></td><td></td><td></td><td>(23</td><td>)</td><td></td><td></td><td>1,030</td><td></td><td></td><td></td><td>(27</td><td>)</td></tr><tr><td>Corporate notes and bonds</td><td></td><td></td><td>1,107</td><td></td><td></td><td></td><td>(8</td><td>)</td><td></td><td></td><td>3,105</td><td></td><td></td><td></td><td>(98</td><td>)</td><td></td><td></td><td>4,212</td><td></td><td></td><td></td><td>(106</td><td>)</td></tr><tr><td>Municipal securities</td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>168</td><td></td><td></td><td></td><td>(21</td><td>)</td><td></td><td></td><td>168</td><td></td><td></td><td></td><td>(21</td><td>)</td></tr><tr><td colspan=\"4\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Total</td><td></td><td>$</td><td>4,560</td><td></td><td></td><td>$</td><td>(65</td><td>)</td><td></td><td>$</td><td>38,176</td><td></td><td></td><td>$</td><td>(1,560</td><td>)</td><td></td><td>$</td><td>42,736</td><td></td><td></td><td>$</td><td>(1,625</td><td>)</td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan=\"8\"></td><td colspan=\"8\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td></td><td></td><td colspan=\"6\">Less than 12 Months</td><td></td><td></td><td colspan=\"6\">12 Months or Greater</td><td></td><td></td><td colspan=\"2\"></td><td></td><td></td><td colspan=\"2\">Total<br/>Unrealized<br/>Losses</td><td></td></tr><tr><td></td><td></td><td></td><td colspan=\"5\"></td><td></td><td></td><td></td><td colspan=\"5\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td colspan=\"2\">Total<br/>Unrealized<br/>Losses</td><td></td></tr><tr><td>(In millions)</td><td></td><td colspan=\"2\">Fair Value</td><td></td><td></td><td colspan=\"2\">Unrealized<br/>Losses</td><td></td><td></td><td colspan=\"2\">Fair Value</td><td></td><td></td><td colspan=\"2\">Unrealized<br/>Losses</td><td></td><td></td><td colspan=\"2\">Total<br/>Fair Value</td><td></td><td></td><td colspan=\"2\">Total<br/>Unrealized<br/>Losses</td><td></td></tr><tr><td colspan=\"24\"></td><td></td></tr><tr><td>June 30, 2024</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>U.S. government and agency securities</td><td></td><td>$</td><td>529</td><td></td><td></td><td>$</td><td>(12</td><td>)</td><td></td><td>$</td><td>45,821</td><td></td><td></td><td>$</td><td>(2,936</td><td>)</td><td></td><td>$</td><td>46,350</td><td></td><td></td><td>$</td><td>(2,948</td><td>)</td></tr><tr><td>Foreign government bonds</td><td></td><td></td><td>79</td><td></td><td></td><td></td><td>(2</td><td>)</td><td></td><td></td><td>180</td><td></td><td></td><td></td><td>(14</td><td>)</td><td></td><td></td><td>259</td><td></td><td></td><td></td><td>(16</td><td>)</td></tr><tr><td>Mortgage- and asset-backed securities</td><td></td><td></td><td>201</td><td></td><td></td><td></td><td>(1</td><td>)</td><td></td><td></td><td>409</td><td></td><td></td><td></td><td>(34</td><td>)</td><td></td><td></td><td>610</td><td></td><td></td><td></td><td>(35</td><td>)</td></tr><tr><td>Corporate notes and bonds</td><td></td><td></td><td>1,310</td><td></td><td></td><td></td><td>(9</td><td>)</td><td></td><td></td><td>5,779</td><td></td><td></td><td></td><td>(310</td><td>)</td><td></td><td></td><td>7,089</td><td></td><td></td><td></td><td>(319</td><td>)</td></tr><tr><td>Municipal securities</td><td></td><td></td><td>38</td><td></td><td></td><td></td><td>(1</td><td>)</td><td></td><td></td><td>243</td><td></td><td></td><td></td><td>(29</td><td>)</td><td></td><td></td><td>281</td><td></td><td></td><td></td><td>(30</td><td>)</td></tr><tr><td colspan=\"4\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Total</td><td></td><td>$</td><td>2,157</td><td></td><td></td><td>$</td><td>(25</td><td>)</td><td></td><td>$</td><td>52,432</td><td></td><td></td><td>$</td><td>(3,323</td><td>)</td><td></td><td>$</td><td>54,589</td><td></td><td></td><td>$</td><td>(3,348</td><td>)</td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr></table>",
+      "path": "tables/table-27 Unrealized Losses.html",
+      "metadata": {
+        "length": 7158,
+        "summary": "table-27\nThe table shows fair values and unrealized losses for securities held less than 12 months and 12 months or greater as of June 30, 2025 and 2024. Total fair value decreased from $54,589M to $42,736M, while total unrealized losses decreased from $(3,348)M to $(1,625)M.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "file_path": "tables/table-27 Unrealized Losses.html",
+        "keywords": [
+          "securities",
+          "unrealized losses",
+          "fair value"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "eba625c6-80bb-5830-8fb7-4881edfb68a6",
+      "type": "table",
+      "content": "<table border='1'><tr><td>(In millions)</td><td></td><td colspan=\"2\">Adjusted<br/>Cost Basis</td><td></td><td></td><td colspan=\"2\">Estimated<br/>Fair Value</td><td></td></tr><tr><td colspan=\"8\"></td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>June 30, 2025</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Due in one year or less</td><td></td><td>$</td><td>35,108</td><td></td><td></td><td>$</td><td>34,952</td><td></td></tr><tr><td>Due after one year through five years</td><td></td><td></td><td>42,460</td><td></td><td></td><td></td><td>41,481</td><td></td></tr><tr><td>Due after five years through 10 years</td><td></td><td></td><td>6,530</td><td></td><td></td><td></td><td>6,424</td><td></td></tr><tr><td>Due after 10 years</td><td></td><td></td><td>1,491</td><td></td><td></td><td></td><td>1,402</td><td></td></tr><tr><td colspan=\"4\"></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Total</td><td></td><td>$</td><td>85,589</td><td></td><td></td><td>$</td><td>84,259</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr></table>",
+      "path": "tables/table-28 Debt Securities.html",
+      "metadata": {
+        "length": 1239,
+        "summary": "table-28\nThe table shows adjusted cost basis and estimated fair value of debt securities by maturity as of June 30, 2025. Total cost basis is $85,589 million, with fair value at $84,259 million.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "file_path": "tables/table-28 Debt Securities.html",
+        "keywords": [
+          "Cost Basis",
+          "Fair Value",
+          "Maturity"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "8474c325-a28e-5fe3-9244-2d9d66a680c8",
+      "type": "table",
+      "content": "<table border='1'><tr><td>(In millions)</td><td></td><td colspan=\"2\">June 30,<br/>2025</td><td></td><td></td><td colspan=\"2\">June 30,<br/>2024</td><td></td></tr><tr><td colspan=\"8\"></td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Designated as Hedging Instruments</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Foreign exchange contracts purchased</td><td></td><td>$</td><td>1,492</td><td></td><td></td><td>$</td><td>1,492</td><td></td></tr><tr><td>Interest rate contracts purchased</td><td></td><td></td><td>1,150</td><td></td><td></td><td></td><td>1,100</td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Not Designated as Hedging Instruments</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Foreign exchange contracts purchased</td><td></td><td></td><td>15,214</td><td></td><td></td><td></td><td>7,167</td><td></td></tr><tr><td>Foreign exchange contracts sold</td><td></td><td></td><td>43,307</td><td></td><td></td><td></td><td>31,793</td><td></td></tr><tr><td>Equity contracts purchased</td><td></td><td></td><td>5,434</td><td></td><td></td><td></td><td>4,016</td><td></td></tr><tr><td>Equity contracts sold</td><td></td><td></td><td>2,189</td><td></td><td></td><td></td><td>2,165</td><td></td></tr><tr><td>Other contracts purchased</td><td></td><td></td><td>2,769</td><td></td><td></td><td></td><td>2,113</td><td></td></tr><tr><td>Other contracts sold</td><td></td><td></td><td>1,242</td><td></td><td></td><td></td><td>811</td><td></td></tr><tr><td colspan=\"8\"></td><td></td></tr></table>",
+      "path": "tables/table-29 Derivative Notional.html",
+      "metadata": {
+        "length": 1768,
+        "summary": "table-29\nThe table shows notional amounts of derivative instruments as of June 30, 2025 and 2024, categorized by hedging designation and contract type, with foreign exchange contracts being the largest.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "file_path": "tables/table-29 Derivative Notional.html",
+        "keywords": [
+          "Derivatives",
+          "Notional",
+          "Hedging"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "d7f38500-41ab-5488-951e-0a6105cf64e1",
+      "type": "table",
+      "content": "<table border='1'><tr><td>(In millions)</td><td></td><td colspan=\"2\">Derivative<br/>Assets</td><td></td><td></td><td colspan=\"2\">Derivative<br/>Liabilities</td><td></td><td></td><td colspan=\"2\">Derivative<br/>Assets</td><td></td><td></td><td colspan=\"2\">Derivative<br/>Liabilities</td><td></td></tr><tr><td colspan=\"16\"></td><td></td></tr><tr><td></td><td colspan=\"8\"></td><td colspan=\"8\"></td></tr><tr><td></td><td></td><td colspan=\"6\">June 30,<br/>2025</td><td></td><td></td><td colspan=\"6\">June 30,<br/>2024</td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Designated as Hedging Instruments</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Foreign exchange contracts</td><td></td><td>$</td><td>89</td><td></td><td></td><td>$</td><td>(44</td><td>)</td><td></td><td>$</td><td>24</td><td></td><td></td><td>$</td><td>(76</td><td>)</td></tr><tr><td>Interest rate contracts</td><td></td><td></td><td>15</td><td></td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>19</td><td></td><td></td><td></td><td>0</td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Not Designated as Hedging Instruments</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Foreign exchange contracts</td><td></td><td></td><td>248</td><td></td><td></td><td></td><td>(809</td><td>)</td><td></td><td></td><td>213</td><td></td><td></td><td></td><td>(230</td><td>)</td></tr><tr><td>Equity contracts</td><td></td><td></td><td>385</td><td></td><td></td><td></td><td>(983</td><td>)</td><td></td><td></td><td>63</td><td></td><td></td><td></td><td>(491</td><td>)</td></tr><tr><td>Other contracts</td><td></td><td></td><td>21</td><td></td><td></td><td></td><td>(1</td><td>)</td><td></td><td></td><td>12</td><td></td><td></td><td></td><td>(3</td><td>)</td></tr><tr><td colspan=\"4\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Gross amounts of derivatives</td><td></td><td></td><td>758</td><td></td><td></td><td></td><td>(1,837</td><td>)</td><td></td><td></td><td>331</td><td></td><td></td><td></td><td>(800</td><td>)</td></tr><tr><td>Gross amounts of derivatives offset in the balance sheets</td><td></td><td></td><td>(258</td><td>)</td><td></td><td></td><td>260</td><td></td><td></td><td></td><td>(151</td><td>)</td><td></td><td></td><td>152</td><td></td></tr><tr><td>Cash collateral received</td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>(99</td><td>)</td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>(104</td><td>)</td></tr><tr><td colspan=\"4\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Net amounts of derivatives</td><td></td><td>$</td><td>500</td><td></td><td></td><td>$</td><td>(1,676</td><td>)</td><td></td><td>$</td><td>180</td><td></td><td></td><td>$</td><td>(752</td><td>)</td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Reported as</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Short-term investments</td><td></td><td>$</td><td>10</td><td></td><td></td><td>$</td><td>0</td><td></td><td></td><td>$</td><td>12</td><td></td><td></td><td>$</td><td>0</td><td></td></tr><tr><td>Other current assets</td><td></td><td></td><td>201</td><td></td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>149</td><td></td><td></td><td></td><td>0</td><td></td></tr><tr><td>Equity and other investments</td><td></td><td></td><td>272</td><td></td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>0</td><td></td></tr><tr><td>Other long-term assets</td><td></td><td></td><td>17</td><td></td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>19</td><td></td><td></td><td></td><td>0</td><td></td></tr><tr><td>Other current liabilities</td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>(1,639</td><td>)</td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>(401</td><td>)</td></tr><tr><td>Other long-term liabilities</td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>(37</td><td>)</td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>(351</td><td>)</td></tr><tr><td colspan=\"4\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Total</td><td></td><td>$</td><td>500</td><td></td><td></td><td>$</td><td>(1,676</td><td>)</td><td></td><td>$</td><td>180</td><td></td><td></td><td>$</td><td>(752</td><td>)</td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr></table>",
+      "path": "tables/table-30 Derivative Assets.html",
+      "metadata": {
+        "length": 5670,
+        "summary": "table-30\nThe table shows derivative assets and liabilities as of June 30, 2025 and 2024, with gross amounts of $758M and $331M in assets, and $(1,837M) and $(800M) in liabilities, offset by collateral.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "file_path": "tables/table-30 Derivative Assets.html",
+        "keywords": [
+          "Derivatives",
+          "Hedging",
+          "Financial Instruments"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "9b401ce0-62b5-57f2-81a9-f1ae471ae44e",
+      "type": "table",
+      "content": "<table border='1'><tr><td>(In millions)</td><td></td><td colspan=\"2\">Level 1</td><td></td><td></td><td colspan=\"2\">Level 2</td><td></td><td></td><td colspan=\"2\">Level 3</td><td></td><td></td><td colspan=\"2\">Total</td><td></td></tr><tr><td colspan=\"16\"></td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>June 30, 2025</td><td></td><td colspan=\"2\"></td><td></td><td></td><td colspan=\"2\"></td><td></td><td></td><td colspan=\"2\"></td><td></td><td></td><td colspan=\"2\"></td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Derivative assets</td><td></td><td>$</td><td>1</td><td></td><td></td><td>$</td><td>474</td><td></td><td></td><td>$</td><td>283</td><td></td><td></td><td>$</td><td>758</td><td></td></tr><tr><td>Derivative liabilities</td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>(1,832</td><td>)</td><td></td><td></td><td>(5</td><td>)</td><td></td><td></td><td>(1,837</td><td>)</td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>June 30, 2024</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Derivative assets</td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>327</td><td></td><td></td><td></td><td>4</td><td></td><td></td><td></td><td>331</td><td></td></tr><tr><td>Derivative liabilities</td><td></td><td></td><td>(1</td><td>)</td><td></td><td></td><td>(799</td><td>)</td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>(800</td><td>)</td></tr><tr><td colspan=\"16\"></td><td></td></tr></table>",
+      "path": "tables/table-31 Derivatives by Level.html",
+      "metadata": {
+        "length": 1869,
+        "summary": "table-31\nThe table shows derivative assets and liabilities by fair value hierarchy (Level 1, 2, 3) as of June 30, 2025 and 2024. Total derivative assets were $758M (2025) and $331M (2024); liabilities were $(1,837M) and $(800M) respectively.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "file_path": "tables/table-31 Derivatives by Level.html",
+        "keywords": [
+          "Derivatives",
+          "Fair Value",
+          "Levels"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "774362b2-4d34-5748-b999-a72bfbf1e1ee",
+      "type": "table",
+      "content": "<table border='1'><tr><td colspan=\"12\">(In millions)</td><td></td></tr><tr><td colspan=\"12\"></td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Year Ended June 30,</td><td></td><td colspan=\"2\">2025</td><td></td><td></td><td colspan=\"2\">2024</td><td></td><td></td><td colspan=\"2\">2023</td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Designated as Fair Value Hedging Instruments</td><td></td><td colspan=\"2\"></td><td></td><td></td><td colspan=\"2\"></td><td></td><td></td><td colspan=\"2\"></td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Interest rate contracts</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Derivatives</td><td></td><td>$</td><td>5</td><td></td><td></td><td>$</td><td>(23</td><td>)</td><td></td><td>$</td><td>(65</td><td>)</td></tr><tr><td>Hedged items</td><td></td><td></td><td>(45</td><td>)</td><td></td><td></td><td>(25</td><td>)</td><td></td><td></td><td>38</td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Designated as Cash Flow Hedging Instruments</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Foreign exchange contracts</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Amount reclassified from accumulated other comprehensive loss</td><td></td><td></td><td>103</td><td></td><td></td><td></td><td>(48</td><td>)</td><td></td><td></td><td>61</td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Not Designated as Hedging Instruments</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Foreign exchange contracts</td><td></td><td></td><td>(938</td><td>)</td><td></td><td></td><td>367</td><td></td><td></td><td></td><td>(73</td><td>)</td></tr><tr><td>Equity contracts</td><td></td><td></td><td>(266</td><td>)</td><td></td><td></td><td>(177</td><td>)</td><td></td><td></td><td>(420</td><td>)</td></tr><tr><td>Other contracts</td><td></td><td></td><td>21</td><td></td><td></td><td></td><td>(15</td><td>)</td><td></td><td></td><td>(41</td><td>)</td></tr><tr><td colspan=\"12\"></td><td></td></tr></table>",
+      "path": "tables/table-32 Hedging Gains_Losses.html",
+      "metadata": {
+        "length": 2669,
+        "summary": "table-32\nThe table shows gains and losses from interest rate, foreign exchange, equity, and other contracts designated as fair value, cash flow, or non-designated hedging instruments for fiscal years 2023-2025.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "file_path": "tables/table-32 Hedging Gains_Losses.html",
+        "keywords": [
+          "hedging",
+          "derivatives",
+          "fair value"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "4911001d-4060-58e9-815b-96f22f51545b",
+      "type": "table",
+      "content": "<table border='1'><tr><td>(In millions)</td><td></td><td colspan=\"2\"></td><td></td><td></td><td colspan=\"2\"></td><td></td><td></td><td colspan=\"2\"></td><td></td></tr><tr><td colspan=\"12\"></td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Year Ended June 30,</td><td></td><td colspan=\"2\">2025</td><td></td><td></td><td colspan=\"2\">2024</td><td></td><td></td><td colspan=\"2\">2023</td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Designated as Cash Flow Hedging Instruments</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Foreign exchange contracts</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Included in effectiveness assessment</td><td></td><td>$</td><td>77</td><td></td><td></td><td></td><td>$   (14)</td><td></td><td></td><td>$</td><td>34</td><td></td></tr><tr><td colspan=\"12\"></td><td></td></tr></table>",
+      "path": "tables/table-33 Cash Flow Hedges.html",
+      "metadata": {
+        "length": 1160,
+        "summary": "table-33\nThe table shows gains (losses) on foreign exchange contracts designated as cash flow hedging instruments: $77M in 2025, $(14)M in 2024, and $34M in 2023.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "file_path": "tables/table-33 Cash Flow Hedges.html",
+        "keywords": [
+          "hedging",
+          "foreign exchange",
+          "cash flow"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "67202e30-5eeb-5d05-a101-99d342e69724",
+      "type": "table",
+      "content": "<table border='1'><tr><td colspan=\"8\">(In millions)</td><td></td></tr><tr><td colspan=\"8\"></td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>June 30,</td><td></td><td colspan=\"2\">2025</td><td></td><td></td><td colspan=\"2\">2024</td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Land</td><td></td><td>$</td><td>9,338</td><td></td><td></td><td>$</td><td>8,163</td><td></td></tr><tr><td>Buildings and improvements</td><td></td><td></td><td>137,921</td><td></td><td></td><td></td><td>93,943</td><td></td></tr><tr><td>Leasehold improvements</td><td></td><td></td><td>12,117</td><td></td><td></td><td></td><td>9,594</td><td></td></tr><tr><td>Computer equipment and software</td><td></td><td></td><td>132,836</td><td></td><td></td><td></td><td>93,780</td><td></td></tr><tr><td>Furniture and equipment</td><td></td><td></td><td>6,407</td><td></td><td></td><td></td><td>6,532</td><td></td></tr><tr><td colspan=\"4\"></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Total, at cost</td><td></td><td></td><td>298,619</td><td></td><td></td><td></td><td>212,012</td><td></td></tr><tr><td>Accumulated depreciation</td><td></td><td></td><td>(93,653</td><td>)</td><td></td><td></td><td>(76,421</td><td>)</td></tr><tr><td colspan=\"4\"></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Total, net</td><td></td><td>$</td><td>204,966</td><td></td><td></td><td>$</td><td>135,591</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr></table>",
+      "path": "tables/table-34 Property Assets.html",
+      "metadata": {
+        "length": 1568,
+        "summary": "table-34\nThe table shows property assets at cost of $298,619M (2025) vs $212,012M (2024), with accumulated depreciation of $93,653M and $76,421M, resulting in net values of $204,966M and $135,591M.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "file_path": "tables/table-34 Property Assets.html",
+        "keywords": [
+          "Property",
+          "Depreciation",
+          "Net Value"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "9a5bfc83-30b1-5018-8ff7-41a738c3dc90",
+      "type": "table",
+      "content": "<table border='1'><tr><td>(In millions)</td><td></td><td colspan=\"2\"></td><td></td></tr><tr><td colspan=\"4\"></td><td></td></tr><tr><td>Cash and cash equivalents</td><td></td><td>$</td><td>12,976</td><td></td></tr><tr><td>Goodwill</td><td></td><td></td><td>51,001</td><td></td></tr><tr><td>Intangible assets</td><td></td><td></td><td>21,969</td><td></td></tr><tr><td>Other assets</td><td></td><td></td><td>2,503</td><td></td></tr><tr><td>Long-term debt</td><td></td><td></td><td>(2,799</td><td>)</td></tr><tr><td>Long-term income taxes</td><td></td><td></td><td>(1,946</td><td>)</td></tr><tr><td>Deferred income taxes</td><td></td><td></td><td>(4,676</td><td>)</td></tr><tr><td>Other liabilities</td><td></td><td></td><td>(3,620</td><td>)</td></tr><tr><td colspan=\"4\"></td><td></td></tr><tr><td>Total purchase price</td><td></td><td>$</td><td>75,408</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td></tr></table>",
+      "path": "tables/table-35 Purchase Price.html",
+      "metadata": {
+        "length": 929,
+        "summary": "table-35\nThe table shows a total purchase price of $75,408 million, comprising cash, goodwill, intangible assets, other assets, and various liabilities.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "file_path": "tables/table-35 Purchase Price.html",
+        "keywords": [
+          "purchase price",
+          "assets",
+          "liabilities"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "48034024-9c74-53e3-9b34-c6cf7c84825d",
+      "type": "table",
+      "content": "<table border='1'><tr><td>(In millions, except average life)</td><td></td><td colspan=\"2\">Amount</td><td></td><td></td><td>Weighted<br/>Average Life</td></tr><tr><td colspan=\"7\"></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"2\"></td></tr><tr><td>Marketing-related</td><td></td><td>$</td><td>11,619</td><td></td><td></td><td>24 years</td></tr><tr><td>Technology-based</td><td></td><td></td><td>9,689</td><td></td><td></td><td>4 years</td></tr><tr><td>Customer-related</td><td></td><td></td><td>661</td><td></td><td></td><td>4 years</td></tr><tr><td colspan=\"4\"></td><td></td><td></td><td></td></tr><tr><td>Fair value of intangible assets acquired</td><td></td><td>$</td><td>21,969</td><td></td><td></td><td>15 years</td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr></table>",
+      "path": "tables/table-36 Intangible Assets.html",
+      "metadata": {
+        "length": 814,
+        "summary": "table-36\nThe table shows fair value of acquired intangible assets totaling $21,969 million with a weighted average life of 15 years, broken down into marketing-related ($11,619M, 24 years), technology-based ($9,689M, 4 years), and customer-related ($661M, 4 years).",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "file_path": "tables/table-36 Intangible Assets.html",
+        "keywords": [
+          "fair value",
+          "intangible assets",
+          "weighted average life"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "6c9eaeba-45ae-5065-9440-b0d0155eab20",
+      "type": "table",
+      "content": "<table border='1'><tr><td>(In millions, except per share amounts)</td><td></td><td colspan=\"2\"></td><td></td><td></td><td colspan=\"2\"></td><td></td></tr><tr><td colspan=\"8\"></td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Year Ended June 30,</td><td></td><td colspan=\"2\">2024</td><td></td><td></td><td colspan=\"2\">2023</td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Revenue</td><td></td><td>$</td><td>247,442</td><td></td><td></td><td>$</td><td>219,790</td><td></td></tr><tr><td>Net income</td><td></td><td></td><td>88,308</td><td></td><td></td><td></td><td>71,383</td><td></td></tr><tr><td>Diluted earnings per share</td><td></td><td></td><td>11.82</td><td></td><td></td><td></td><td>9.55</td><td></td></tr><tr><td colspan=\"8\"></td><td></td></tr></table>",
+      "path": "tables/table-37 Microsoft FY2024.html",
+      "metadata": {
+        "length": 832,
+        "summary": "table-37\nMicrosoft's fiscal year ended June 30, 2024, shows revenue of $247,442 million, net income of $88,308 million, and diluted EPS of $11.82, compared to $219,790 million, $71,383 million, and $9.55 in 2023.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "file_path": "tables/table-37 Microsoft FY2024.html",
+        "keywords": [
+          "Revenue",
+          "Net Income",
+          "EPS"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "7bd19c3e-a5c9-5270-a340-a4edc82d6206",
+      "type": "table",
+      "content": "<table border='1'><tr><td>(In millions)</td><td></td><td colspan=\"2\">June 30,<br/>2023</td><td></td><td></td><td colspan=\"2\">Acquisitions</td><td></td><td></td><td colspan=\"2\">Other</td><td></td><td></td><td colspan=\"2\">June 30,<br/>2024</td><td></td><td></td><td colspan=\"2\">Acquisitions</td><td></td><td></td><td colspan=\"2\">Other</td><td></td><td></td><td colspan=\"2\">June 30,<br/>2025</td><td></td></tr><tr><td colspan=\"28\"></td><td></td></tr><tr><td>Productivity and Business Processes</td><td></td><td>$</td><td>31,359</td><td></td><td></td><td>$</td><td>0</td><td></td><td></td><td>$</td><td>2</td><td></td><td></td><td>$</td><td>31,361</td><td></td><td></td><td>$</td><td>0</td><td></td><td></td><td>$</td><td>96</td><td></td><td></td><td>$</td><td>31,457</td><td></td></tr><tr><td>Intelligent Cloud</td><td></td><td></td><td>25,676</td><td></td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>(28</td><td>)</td><td></td><td></td><td>25,648</td><td></td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>41</td><td></td><td></td><td></td><td>25,689</td><td></td></tr><tr><td>More Personal Computing</td><td></td><td></td><td>10,851</td><td></td><td></td><td></td><td>51,235</td><td></td><td></td><td></td><td>125</td><td></td><td></td><td></td><td>62,211</td><td></td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>152</td><td></td><td></td><td></td><td>62,363</td><td></td></tr><tr><td colspan=\"4\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Total</td><td></td><td>$</td><td>67,886</td><td></td><td></td><td>$</td><td>51,235</td><td></td><td></td><td>$</td><td>99</td><td></td><td></td><td>$</td><td>119,220</td><td></td><td></td><td>$</td><td>0</td><td></td><td></td><td>$</td><td>289</td><td></td><td></td><td>$</td><td>119,509</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr></table>",
+      "path": "tables/table-38 Goodwill by Segment.html",
+      "metadata": {
+        "length": 2266,
+        "summary": "table-38\nMicrosoft's goodwill by segment from June 2023 to June 2025, showing totals increasing from $67,886M to $119,509M, driven by acquisitions in More Personal Computing.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "file_path": "tables/table-38 Goodwill by Segment.html",
+        "keywords": [
+          "Goodwill",
+          "Segments",
+          "Microsoft"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "232454cc-54aa-5ec2-a0c2-982930a29730",
+      "type": "table",
+      "content": "<table border='1'><tr><td>(In millions)</td><td></td><td colspan=\"2\">Gross<br/>Carrying<br/>Amount</td><td></td><td></td><td colspan=\"2\">Accumulated<br/>Amortization</td><td></td><td></td><td colspan=\"2\">Net<br/>Carrying<br/>Amount</td><td></td><td></td><td colspan=\"2\">Gross<br/>Carrying<br/>Amount</td><td></td><td></td><td colspan=\"2\">Accumulated<br/>Amortization</td><td></td><td></td><td colspan=\"2\">Net<br/>Carrying<br/>Amount</td><td></td></tr><tr><td colspan=\"24\"></td><td></td></tr><tr><td></td><td colspan=\"12\"></td><td colspan=\"12\"></td></tr><tr><td>June 30,</td><td></td><td colspan=\"10\">2025</td><td></td><td></td><td colspan=\"10\">2024</td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Marketing-related</td><td></td><td>$</td><td>16,502</td><td></td><td></td><td>$</td><td>(3,901</td><td>)</td><td></td><td>$</td><td>12,601</td><td></td><td></td><td>$</td><td>16,500</td><td></td><td></td><td>$</td><td>(3,101</td><td>)</td><td></td><td>$</td><td>13,399</td><td></td></tr><tr><td>Technology-based</td><td></td><td></td><td>22,560</td><td></td><td></td><td></td><td>(14,959</td><td>)</td><td></td><td></td><td>7,601</td><td></td><td></td><td></td><td>21,913</td><td></td><td></td><td></td><td>(10,741</td><td>)</td><td></td><td></td><td>11,172</td><td></td></tr><tr><td>Customer-related</td><td></td><td></td><td>4,278</td><td></td><td></td><td></td><td>(2,050</td><td>)</td><td></td><td></td><td>2,228</td><td></td><td></td><td></td><td>6,038</td><td></td><td></td><td></td><td>(3,051</td><td>)</td><td></td><td></td><td>2,987</td><td></td></tr><tr><td>Contract-based</td><td></td><td></td><td>217</td><td></td><td></td><td></td><td>(43</td><td>)</td><td></td><td></td><td>174</td><td></td><td></td><td></td><td>58</td><td></td><td></td><td></td><td>(19</td><td>)</td><td></td><td></td><td>39</td><td></td></tr><tr><td colspan=\"4\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Total</td><td></td><td>$</td><td>43,557</td><td></td><td></td><td>$</td><td>(20,953</td><td>)</td><td></td><td>$</td><td>22,604</td><td></td><td></td><td>$</td><td>44,509</td><td></td><td></td><td>$</td><td>(16,912</td><td>)</td><td></td><td>$</td><td>27,597</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr></table>",
+      "path": "tables/table-39 Intangible Assets.html",
+      "metadata": {
+        "length": 2691,
+        "summary": "table-39\nThe table shows gross carrying amounts, accumulated amortization, and net carrying amounts of intangible assets (marketing, technology, customer, contract-based) as of June 30, 2025 and 2024. Total net carrying amount decreased from $27,597M to $22,604M.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "file_path": "tables/table-39 Intangible Assets.html",
+        "keywords": [
+          "amortization",
+          "carrying amount",
+          "intangible assets"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "94c04c68-141f-5982-90ac-5f46acfb78bc",
+      "type": "table",
+      "content": "<table border='1'><tr><td>(In millions)</td><td></td><td colspan=\"2\">Amount</td><td></td><td></td><td colspan=\"2\">Weighted<br/>Average Life</td><td></td><td></td><td colspan=\"2\">Amount</td><td></td><td></td><td colspan=\"2\">Weighted<br/>Average Life</td><td></td></tr><tr><td colspan=\"16\"></td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Year Ended June 30,</td><td></td><td colspan=\"2\">2025</td><td></td><td></td><td colspan=\"2\"></td><td></td><td></td><td colspan=\"2\">2024</td><td></td><td></td><td colspan=\"2\"></td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Marketing-related</td><td></td><td>$</td><td>13</td><td></td><td></td><td></td><td>10 years</td><td></td><td></td><td>$</td><td>11,619</td><td></td><td></td><td></td><td>24 years</td><td></td></tr><tr><td>Technology-based</td><td></td><td colspan=\"2\">912</td><td></td><td></td><td colspan=\"2\">9 years</td><td></td><td></td><td colspan=\"2\">10,947</td><td></td><td></td><td colspan=\"2\">4 years</td><td></td></tr><tr><td>Customer-related</td><td></td><td colspan=\"2\">0</td><td></td><td></td><td colspan=\"2\">0 years</td><td></td><td></td><td colspan=\"2\">660</td><td></td><td></td><td colspan=\"2\">4 years</td><td></td></tr><tr><td>Contract-based</td><td></td><td colspan=\"2\">171</td><td></td><td></td><td colspan=\"2\">5 years</td><td></td><td></td><td colspan=\"2\">38</td><td></td><td></td><td colspan=\"2\">4 years</td><td></td></tr><tr><td colspan=\"4\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Total</td><td></td><td>$</td><td>1,096</td><td></td><td></td><td></td><td>9 years</td><td></td><td></td><td>$</td><td>23,264</td><td></td><td></td><td></td><td>14 years</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr></table>",
+      "path": "tables/table-40 Intangible Assets.html",
+      "metadata": {
+        "length": 2057,
+        "summary": "table-40\nThe table shows intangible assets by type (marketing, technology, customer, contract) with amounts and weighted average lives for fiscal years 2025 and 2024. Total assets decreased from $23,264M to $1,096M.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "file_path": "tables/table-40 Intangible Assets.html",
+        "keywords": [
+          "Intangible assets",
+          "Weighted average life",
+          "Amortization"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "9ff99e1e-0c88-5acf-bc6c-4cdc1c1ab453",
+      "type": "table",
+      "content": "<table border='1'><tr><td>(In millions)</td><td></td><td colspan=\"2\"></td><td></td></tr><tr><td colspan=\"4\"></td><td></td></tr><tr><td></td><td colspan=\"4\"></td></tr><tr><td>Year Ending June 30,</td><td></td><td colspan=\"2\"></td><td></td></tr><tr><td></td><td colspan=\"4\"></td></tr><tr><td>2026</td><td></td><td>$</td><td>4,594</td><td></td></tr><tr><td>2027</td><td></td><td></td><td>2,901</td><td></td></tr><tr><td>2028</td><td></td><td></td><td>2,034</td><td></td></tr><tr><td>2029</td><td></td><td></td><td>1,851</td><td></td></tr><tr><td>2030</td><td></td><td></td><td>1,382</td><td></td></tr><tr><td>Thereafter</td><td></td><td></td><td>9,842</td><td></td></tr><tr><td colspan=\"4\"></td><td></td></tr><tr><td>Total</td><td></td><td>$</td><td>22,604</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td></tr></table>",
+      "path": "tables/table-41 Revenue Forecast.html",
+      "metadata": {
+        "length": 834,
+        "summary": "table-41\nThe table shows projected revenue from 2026 to 2030 and thereafter, totaling $22,604 million, with the largest amount in the 'Thereafter' period.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "file_path": "tables/table-41 Revenue Forecast.html",
+        "keywords": [
+          "Revenue",
+          "Forecast",
+          "Millions"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "203d64ab-9b51-5ee5-830b-f7042569057c",
+      "type": "table",
+      "content": "<table border='1'><tr><td>(In millions, issuance by calendar year)</td><td></td><td colspan=\"2\">Maturities<br/>(calendar year)</td><td></td><td></td><td colspan=\"2\">Stated Interest<br/>Rate</td><td></td><td></td><td colspan=\"2\">Effective<br/>Interest<br/>Rate</td><td></td><td></td><td colspan=\"2\">June 30,<br/>2025</td><td></td><td></td><td colspan=\"2\">June 30,<br/>2024</td><td></td></tr><tr><td colspan=\"20\"></td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>2009 issuance of $3.8 billion</td><td></td><td></td><td>2039</td><td></td><td></td><td></td><td>5.20%</td><td></td><td></td><td></td><td>5.24%</td><td></td><td></td><td>$</td><td>520</td><td></td><td></td><td>$</td><td>520</td><td></td></tr><tr><td>2010 issuance of $4.8 billion</td><td></td><td></td><td>2040</td><td></td><td></td><td></td><td>4.50%</td><td></td><td></td><td></td><td>4.57%</td><td></td><td></td><td></td><td>486</td><td></td><td></td><td></td><td>486</td><td></td></tr><tr><td>2011 issuance of $2.3 billion</td><td></td><td></td><td>2041</td><td></td><td></td><td></td><td>5.30%</td><td></td><td></td><td></td><td>5.36%</td><td></td><td></td><td></td><td>718</td><td></td><td></td><td></td><td>718</td><td></td></tr><tr><td>2012 issuance of $2.3 billion</td><td></td><td></td><td>2042</td><td></td><td></td><td></td><td>3.50%</td><td></td><td></td><td></td><td>3.57%</td><td></td><td></td><td></td><td>454</td><td></td><td></td><td></td><td>454</td><td></td></tr><tr><td>2013 issuance of $5.2 billion</td><td></td><td></td><td>2043</td><td></td><td></td><td></td><td>3.75%–4.88%</td><td></td><td></td><td></td><td>3.83%–4.92%</td><td></td><td></td><td></td><td>314</td><td></td><td></td><td></td><td>314</td><td></td></tr><tr><td>2013 issuance of €4.1 billion</td><td></td><td></td><td>2028–2033</td><td></td><td></td><td></td><td>2.63%–3.13%</td><td></td><td></td><td></td><td>2.69%–3.22%</td><td></td><td></td><td></td><td>2,700</td><td></td><td></td><td></td><td>2,465</td><td></td></tr><tr><td>2015 issuance of $23.8 billion</td><td></td><td></td><td>2025–2055</td><td></td><td></td><td></td><td>3.13%–4.75%</td><td></td><td></td><td></td><td>3.18%–4.78%</td><td></td><td></td><td></td><td>7,555</td><td></td><td></td><td></td><td>9,805</td><td></td></tr><tr><td>2016 issuance of $19.8 billion</td><td></td><td></td><td>2026–2056</td><td></td><td></td><td></td><td>2.40%–3.95%</td><td></td><td></td><td></td><td>2.46%–4.03%</td><td></td><td></td><td></td><td>7,930</td><td></td><td></td><td></td><td>7,930</td><td></td></tr><tr><td>2017 issuance of $17.1 billion</td><td></td><td></td><td>2026–2057</td><td></td><td></td><td></td><td>3.30%–4.50%</td><td></td><td></td><td></td><td>3.38%–5.49%</td><td></td><td></td><td></td><td>6,833</td><td></td><td></td><td></td><td>6,833</td><td></td></tr><tr><td>2020 issuance of $10.1 billion</td><td></td><td></td><td>2030–2060</td><td></td><td></td><td></td><td>1.35%–2.68%</td><td></td><td></td><td></td><td>2.53%–5.43%</td><td></td><td></td><td></td><td>10,111</td><td></td><td></td><td></td><td>10,111</td><td></td></tr><tr><td>2021 issuance of $8.2 billion</td><td></td><td></td><td>2052–2062</td><td></td><td></td><td></td><td>2.92%–3.04%</td><td></td><td></td><td></td><td>2.92%–3.04%</td><td></td><td></td><td></td><td>8,185</td><td></td><td></td><td></td><td>8,185</td><td></td></tr><tr><td>2023 issuance of $0.1 billion</td><td></td><td></td><td>2026–2050</td><td></td><td></td><td></td><td>1.35%–4.50%</td><td></td><td></td><td></td><td>5.16%–5.49%</td><td></td><td></td><td></td><td>56</td><td></td><td></td><td></td><td>56</td><td></td></tr><tr><td>2024 issuance of $3.3 billion</td><td></td><td></td><td>2026–2050</td><td></td><td></td><td></td><td>1.35%–4.50%</td><td></td><td></td><td></td><td>5.16%–5.49%</td><td></td><td></td><td></td><td>3,344</td><td></td><td></td><td></td><td>3,344</td><td></td></tr><tr><td colspan=\"16\"></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td colspan=\"8\">Total face value</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td>49,206</td><td></td><td></td><td></td><td>51,221</td><td></td></tr><tr><td>Unamortized discount and<br/>issuance costs</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td>(1,155</td><td>)</td><td></td><td></td><td>(1,227</td><td>)</td></tr><tr><td>Hedge fair value adjustments (a)</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td>(36</td><td>)</td><td></td><td></td><td>(81</td><td>)</td></tr><tr><td>Premium on debt exchange</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td>(4,864</td><td>)</td><td></td><td></td><td>(4,976</td><td>)</td></tr><tr><td colspan=\"16\"></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td colspan=\"8\">Total debt</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td>43,151</td><td></td><td></td><td></td><td>44,937</td><td></td></tr><tr><td>Current portion of long-term debt</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td>(2,999</td><td>)</td><td></td><td></td><td>(2,249</td><td>)</td></tr><tr><td colspan=\"16\"></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td colspan=\"8\">Long-term debt</td><td></td><td></td><td></td><td></td><td></td><td></td><td>$</td><td>40,152</td><td></td><td></td><td>$</td><td>42,688</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr></table>",
+      "path": "tables/table-42 Debt Issuance Table.html",
+      "metadata": {
+        "length": 5873,
+        "summary": "table-42\nThe table details long-term debt issuances from 2009 to 2024, including face values, maturities, stated and effective interest rates, and carrying amounts as of June 30, 2025 and 2024, totaling $43,151 million and $44,937 million respectively.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "file_path": "tables/table-42 Debt Issuance Table.html",
+        "keywords": [
+          "Debt",
+          "Maturities",
+          "Interest Rates"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "2a31a2e6-10ff-5f17-b76c-be44e548759b",
+      "type": "table",
+      "content": "<table border='1'><tr><td>(In millions)</td><td></td><td colspan=\"2\"></td><td></td></tr><tr><td colspan=\"4\"></td><td></td></tr><tr><td></td><td colspan=\"4\"></td></tr><tr><td>Year Ending June 30,</td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan=\"4\"></td></tr><tr><td>2026</td><td></td><td>$</td><td>3,000</td><td></td></tr><tr><td>2027</td><td></td><td></td><td>9,250</td><td></td></tr><tr><td>2028</td><td></td><td></td><td>0</td><td></td></tr><tr><td>2029</td><td></td><td></td><td>2,054</td><td></td></tr><tr><td>2030</td><td></td><td></td><td>0</td><td></td></tr><tr><td>Thereafter</td><td></td><td></td><td>34,902</td><td></td></tr><tr><td colspan=\"4\"></td><td></td></tr><tr><td>Total</td><td></td><td>$</td><td>49,206</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td></tr></table>",
+      "path": "tables/table-43 Debt Maturity.html",
+      "metadata": {
+        "length": 824,
+        "summary": "table-43\nThe table shows debt maturities from 2026 onward, with $49,206 million total. Key payments: $3,000M in 2026, $9,250M in 2027, $2,054M in 2029, and $34,902M thereafter.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "file_path": "tables/table-43 Debt Maturity.html",
+        "keywords": [
+          "Debt",
+          "Maturity",
+          "Schedule"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "a38735ed-f1e5-59f3-b5b1-bb9c3195605b",
+      "type": "table",
+      "content": "<table border='1'><tr><td colspan=\"12\">(In millions)</td><td></td></tr><tr><td colspan=\"12\"></td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Year Ended June 30,</td><td></td><td colspan=\"2\">2025</td><td></td><td></td><td colspan=\"2\">2024</td><td></td><td></td><td colspan=\"2\">2023</td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Current Taxes</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>U.S. federal</td><td></td><td>$</td><td>14,086</td><td></td><td></td><td>$</td><td>12,165</td><td></td><td></td><td>$</td><td>14,009</td><td></td></tr><tr><td>U.S. state and local</td><td></td><td></td><td>3,342</td><td></td><td></td><td></td><td>2,366</td><td></td><td></td><td></td><td>2,322</td><td></td></tr><tr><td>Foreign</td><td></td><td></td><td>11,423</td><td></td><td></td><td></td><td>9,858</td><td></td><td></td><td></td><td>6,678</td><td></td></tr><tr><td colspan=\"4\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Current taxes</td><td></td><td>$</td><td>28,851</td><td></td><td></td><td>$</td><td>24,389</td><td></td><td></td><td>$</td><td>23,009</td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Deferred Taxes</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>U.S. federal</td><td></td><td>$</td><td>(6,250</td><td>)</td><td></td><td>$</td><td>(4,791</td><td>)</td><td></td><td>$</td><td>(6,146</td><td>)</td></tr><tr><td>U.S. state and local</td><td></td><td></td><td>(1,087</td><td>)</td><td></td><td></td><td>(379</td><td>)</td><td></td><td></td><td>(477</td><td>)</td></tr><tr><td>Foreign</td><td></td><td></td><td>281</td><td></td><td></td><td></td><td>432</td><td></td><td></td><td></td><td>564</td><td></td></tr><tr><td colspan=\"4\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Deferred taxes</td><td></td><td>$</td><td>(7,056</td><td>)</td><td></td><td>$</td><td>(4,738</td><td>)</td><td></td><td>$</td><td>(6,059</td><td>)</td></tr><tr><td colspan=\"4\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Provision for income taxes</td><td></td><td>$</td><td>21,795</td><td></td><td></td><td>$</td><td>19,651</td><td></td><td></td><td>$</td><td>16,950</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr></table>",
+      "path": "tables/table-44 Income Tax Provision.html",
+      "metadata": {
+        "length": 2861,
+        "summary": "table-44\nThe table shows current and deferred tax provisions for fiscal years 2023-2025. Current taxes total $28,851M (2025), $24,389M (2024), $23,009M (2023). Deferred taxes are negative, resulting in total provision of $21,795M, $19,651M, $16,950M respectively.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "file_path": "tables/table-44 Income Tax Provision.html",
+        "keywords": [
+          "tax",
+          "provision",
+          "deferred"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "35db7d9d-f52f-5807-9862-a55597bd303b",
+      "type": "table",
+      "content": "<table border='1'><tr><td colspan=\"12\">(In millions)</td><td></td></tr><tr><td colspan=\"12\"></td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Year Ended June 30,</td><td></td><td colspan=\"2\">2025</td><td></td><td></td><td colspan=\"2\">2024</td><td></td><td></td><td colspan=\"2\">2023</td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>U.S.</td><td></td><td>$</td><td>69,212</td><td></td><td></td><td>$</td><td>62,886</td><td></td><td></td><td>$</td><td>52,917</td><td></td></tr><tr><td>Foreign</td><td></td><td></td><td>54,415</td><td></td><td></td><td></td><td>44,901</td><td></td><td></td><td></td><td>36,394</td><td></td></tr><tr><td colspan=\"4\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Income before income taxes</td><td></td><td>$</td><td>123,627</td><td></td><td></td><td>$</td><td>107,787</td><td></td><td></td><td>$</td><td>89,311</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr></table>",
+      "path": "tables/table-45 Income Before Taxes.html",
+      "metadata": {
+        "length": 1161,
+        "summary": "table-45\nThe table shows income before income taxes for years 2025, 2024, and 2023, with U.S. and foreign breakdowns, totaling $123,627 million, $107,787 million, and $89,311 million respectively.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "file_path": "tables/table-45 Income Before Taxes.html",
+        "keywords": [
+          "Income",
+          "Taxes",
+          "Revenue"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "efea2194-29ab-5e8e-9e8a-b1ade3dc4796",
+      "type": "table",
+      "content": "<table border='1'><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Year Ended June 30,</td><td></td><td colspan=\"2\">2025</td><td></td><td></td><td colspan=\"2\">2024</td><td></td><td></td><td colspan=\"2\">2023</td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Federal statutory rate</td><td></td><td></td><td>21.0%</td><td></td><td></td><td></td><td>21.0%</td><td></td><td></td><td></td><td>21.0%</td><td></td></tr><tr><td>Effect of:</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Foreign earnings taxed at lower rates</td><td></td><td></td><td>(1.5)%</td><td></td><td></td><td></td><td>(1.4)%</td><td></td><td></td><td></td><td>(1.8)%</td><td></td></tr><tr><td>Foreign-derived intangible income deduction</td><td></td><td></td><td>(1.0)%</td><td></td><td></td><td></td><td>(1.1)%</td><td></td><td></td><td></td><td>(1.3)%</td><td></td></tr><tr><td>State income taxes, net of federal benefit</td><td></td><td></td><td>1.5%</td><td></td><td></td><td></td><td>1.5%</td><td></td><td></td><td></td><td>1.6%</td><td></td></tr><tr><td>Research and development credit</td><td></td><td></td><td>(1.1)%</td><td></td><td></td><td></td><td>(1.1)%</td><td></td><td></td><td></td><td>(1.1)%</td><td></td></tr><tr><td>Excess tax benefits relating to stock-based compensation</td><td></td><td></td><td>(0.9)%</td><td></td><td></td><td></td><td>(1.1)%</td><td></td><td></td><td></td><td>(0.7)%</td><td></td></tr><tr><td>Interest, net</td><td></td><td></td><td>1.0%</td><td></td><td></td><td></td><td>1.1%</td><td></td><td></td><td></td><td>0.8%</td><td></td></tr><tr><td>Other reconciling items, net</td><td></td><td></td><td>(1.4)%</td><td></td><td></td><td></td><td>(0.7)%</td><td></td><td></td><td></td><td>0.5%</td><td></td></tr><tr><td colspan=\"4\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Effective rate</td><td></td><td></td><td>17.6%</td><td></td><td></td><td></td><td>18.2%</td><td></td><td></td><td></td><td>19.0%</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr></table>",
+      "path": "tables/table-46 Tax Rate Analysis.html",
+      "metadata": {
+        "length": 2289,
+        "summary": "table-46\nThe table shows a reconciliation of the federal statutory tax rate (21%) to the effective tax rate for fiscal years 2023-2025, with adjustments for foreign earnings, credits, and other items.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "file_path": "tables/table-46 Tax Rate Analysis.html",
+        "keywords": [
+          "tax rate",
+          "effective rate",
+          "reconciliation"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "37e9fc8e-3678-5a29-9e1e-7562a9ca8023",
+      "type": "table",
+      "content": "<table border='1'><tr><td>(In millions)</td><td></td><td colspan=\"2\"></td><td></td><td></td><td colspan=\"2\"></td><td></td></tr><tr><td colspan=\"8\"></td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>June 30,</td><td></td><td colspan=\"2\">2025</td><td></td><td></td><td colspan=\"2\">2024</td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Deferred Income Tax Assets</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Stock-based compensation expense</td><td></td><td>$</td><td>909</td><td></td><td></td><td>$</td><td>765</td><td></td></tr><tr><td>Accruals, reserves, and other expenses</td><td></td><td></td><td>5,050</td><td></td><td></td><td></td><td>4,381</td><td></td></tr><tr><td>Loss and credit carryforwards</td><td></td><td></td><td>2,114</td><td></td><td></td><td></td><td>1,741</td><td></td></tr><tr><td>Amortization</td><td></td><td></td><td>4,118</td><td></td><td></td><td></td><td>4,159</td><td></td></tr><tr><td>Leasing liabilities</td><td></td><td></td><td>12,874</td><td></td><td></td><td></td><td>6,504</td><td></td></tr><tr><td>Unearned revenue</td><td></td><td></td><td>4,324</td><td></td><td></td><td></td><td>3,717</td><td></td></tr><tr><td>Book/tax basis differences in investments and debt</td><td></td><td></td><td>303</td><td></td><td></td><td></td><td>9</td><td></td></tr><tr><td>Capitalized research and development</td><td></td><td></td><td>16,891</td><td></td><td></td><td></td><td>11,442</td><td></td></tr><tr><td>Other</td><td></td><td></td><td>529</td><td></td><td></td><td></td><td>426</td><td></td></tr><tr><td colspan=\"4\"></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Deferred income tax assets</td><td></td><td></td><td>47,112</td><td></td><td></td><td></td><td>33,144</td><td></td></tr><tr><td>Less valuation allowance</td><td></td><td></td><td>(1,169</td><td>)</td><td></td><td></td><td>(1,045</td><td>)</td></tr><tr><td colspan=\"4\"></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Deferred income tax assets, net of valuation allowance</td><td></td><td>$</td><td>45,943</td><td></td><td></td><td>$</td><td>32,099</td><td></td></tr><tr><td colspan=\"4\"></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Deferred Income Tax Liabilities</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Leasing assets</td><td></td><td>$</td><td>(12,696</td><td>)</td><td></td><td>$</td><td>(6,503</td><td>)</td></tr><tr><td>Depreciation</td><td></td><td></td><td>(5,699</td><td>)</td><td></td><td></td><td>(3,940</td><td>)</td></tr><tr><td>Deferred tax on foreign earnings</td><td></td><td></td><td>(1,148</td><td>)</td><td></td><td></td><td>(1,837</td><td>)</td></tr><tr><td>Other</td><td></td><td></td><td>(127</td><td>)</td><td></td><td></td><td>(167</td><td>)</td></tr><tr><td colspan=\"4\"></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Deferred income tax liabilities</td><td></td><td>$</td><td>(19,670</td><td>)</td><td></td><td>$</td><td>(12,447</td><td>)</td></tr><tr><td colspan=\"4\"></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Net deferred income tax assets</td><td></td><td>$</td><td>26,273</td><td></td><td></td><td>$</td><td>19,652</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Reported As</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Other long-term assets</td><td></td><td>$</td><td>29,108</td><td></td><td></td><td>$</td><td>22,270</td><td></td></tr><tr><td>Long-term deferred income tax liabilities</td><td></td><td></td><td>(2,835</td><td>)</td><td></td><td></td><td>(2,618</td><td>)</td></tr><tr><td colspan=\"4\"></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Net deferred income tax assets</td><td></td><td>$</td><td>26,273</td><td></td><td></td><td>$</td><td>19,652</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr></table>",
+      "path": "tables/table-47 Deferred Tax Assets.html",
+      "metadata": {
+        "length": 4372,
+        "summary": "table-47\nThe table details deferred income tax assets and liabilities as of June 30, 2025 and 2024, with net deferred tax assets of $26,273 million and $19,652 million respectively.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "file_path": "tables/table-47 Deferred Tax Assets.html",
+        "keywords": [
+          "Deferred tax",
+          "Assets",
+          "Liabilities"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "84b6f224-48d2-548e-bb74-41134065a57a",
+      "type": "table",
+      "content": "<table border='1'><tr><td>(In millions)</td><td></td><td colspan=\"2\"></td><td></td><td></td><td colspan=\"2\"></td><td></td><td></td><td colspan=\"2\"></td><td></td></tr><tr><td colspan=\"12\"></td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Year Ended June 30,</td><td></td><td colspan=\"2\">2025</td><td></td><td></td><td colspan=\"2\">2024</td><td></td><td></td><td colspan=\"2\">2023</td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Beginning unrecognized tax benefits</td><td></td><td>$</td><td>22,760</td><td></td><td></td><td>$</td><td>17,120</td><td></td><td></td><td>$</td><td>15,593</td><td></td></tr><tr><td>Decreases related to settlements</td><td></td><td></td><td>(240</td><td>)</td><td></td><td></td><td>(76</td><td>)</td><td></td><td></td><td>(329</td><td>)</td></tr><tr><td>Increases for tax positions related to the current year</td><td></td><td></td><td>2,066</td><td></td><td></td><td></td><td>1,903</td><td></td><td></td><td></td><td>1,051</td><td></td></tr><tr><td>Increases for tax positions related to prior years</td><td></td><td></td><td>468</td><td></td><td></td><td></td><td>4,289</td><td></td><td></td><td></td><td>870</td><td></td></tr><tr><td>Decreases for tax positions related to prior years</td><td></td><td></td><td>(300</td><td>)</td><td></td><td></td><td>(464</td><td>)</td><td></td><td></td><td>(60</td><td>)</td></tr><tr><td>Decreases due to lapsed statutes of limitations</td><td></td><td></td><td>(25</td><td>)</td><td></td><td></td><td>(12</td><td>)</td><td></td><td></td><td>(5</td><td>)</td></tr><tr><td colspan=\"4\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Ending unrecognized tax benefits</td><td></td><td>$</td><td>24,729</td><td></td><td></td><td>$</td><td>22,760</td><td></td><td></td><td>$</td><td>17,120</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr></table>",
+      "path": "tables/table-48 Tax Benefits.html",
+      "metadata": {
+        "length": 2069,
+        "summary": "table-48\nThe table shows unrecognized tax benefits from 2023 to 2025, starting at $15,593 million and ending at $24,729 million, with changes from settlements, current and prior year positions, and statute lapses.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "file_path": "tables/table-48 Tax Benefits.html",
+        "keywords": [
+          "unrecognized tax benefits",
+          "tax positions",
+          "settlements"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "db4a750b-c288-58dc-99c2-ff1f5efc436f",
+      "type": "table",
+      "content": "<table border='1'><tr><td>(In millions)</td><td></td><td colspan=\"2\"></td><td></td><td></td><td colspan=\"2\"></td><td></td></tr><tr><td colspan=\"8\"></td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>June 30,</td><td></td><td colspan=\"2\">2025</td><td></td><td></td><td colspan=\"2\">2024</td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Productivity and Business Processes</td><td></td><td>$</td><td>50,567</td><td></td><td></td><td>$</td><td>43,599</td><td></td></tr><tr><td>Intelligent Cloud</td><td></td><td></td><td>14,022</td><td></td><td></td><td></td><td>13,683</td><td></td></tr><tr><td>More Personal Computing</td><td></td><td></td><td>2,676</td><td></td><td></td><td></td><td>2,902</td><td></td></tr><tr><td colspan=\"4\"></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Total</td><td></td><td>$</td><td>67,265</td><td></td><td></td><td>$</td><td>60,184</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr></table>",
+      "path": "tables/table-49 Microsoft Revenue.html",
+      "metadata": {
+        "length": 1061,
+        "summary": "table-49\nMicrosoft's total revenue increased from $60,184 million in 2024 to $67,265 million in 2025, driven by growth in Productivity and Business Processes and Intelligent Cloud.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "file_path": "tables/table-49 Microsoft Revenue.html",
+        "keywords": [
+          "Revenue",
+          "Segments",
+          "Comparison"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "087287ba-e4d1-5ad9-b7be-1fdffdd0a05f",
+      "type": "table",
+      "content": "<table border='1'><tr><td>(In millions)</td><td></td><td colspan=\"2\"></td><td></td></tr><tr><td colspan=\"4\"></td><td></td></tr><tr><td></td><td colspan=\"4\"></td></tr><tr><td>Year Ended June 30, 2025</td><td></td><td colspan=\"2\"></td><td></td></tr><tr><td></td><td colspan=\"4\"></td></tr><tr><td>Balance, beginning of period</td><td></td><td>$</td><td>60,184</td><td></td></tr><tr><td>Deferral of revenue</td><td></td><td></td><td>186,957</td><td></td></tr><tr><td>Recognition of unearned revenue</td><td></td><td></td><td>(179,876</td><td>)</td></tr><tr><td colspan=\"4\"></td><td></td></tr><tr><td>Balance, end of period</td><td></td><td>$</td><td>67,265</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td></tr></table>",
+      "path": "tables/table-50 Unearned Revenue.html",
+      "metadata": {
+        "length": 733,
+        "summary": "table-50\nThe table shows unearned revenue balance increased from $60,184M to $67,265M, with $186,957M deferred and $179,876M recognized in fiscal year 2025.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "file_path": "tables/table-50 Unearned Revenue.html",
+        "keywords": [
+          "unearned revenue",
+          "deferral",
+          "recognition"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "4452390e-74dd-5620-b691-6e58c8dc77de",
+      "type": "table",
+      "content": "<table border='1'><tr><td colspan=\"8\">(In millions)</td><td></td><td></td><td colspan=\"2\"></td><td></td></tr><tr><td colspan=\"12\"></td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Year Ended June 30,</td><td></td><td colspan=\"2\">2025</td><td></td><td></td><td colspan=\"2\">2024</td><td></td><td></td><td colspan=\"2\">2023</td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Operating lease cost</td><td></td><td>$</td><td>5,524</td><td></td><td></td><td>$</td><td>3,555</td><td></td><td></td><td>$</td><td>2,875</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Finance lease cost:</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Amortization of right-of-use assets</td><td></td><td>$</td><td>3,408</td><td></td><td></td><td>$</td><td>1,800</td><td></td><td></td><td>$</td><td>1,352</td><td></td></tr><tr><td>Interest on lease liabilities</td><td></td><td></td><td>1,417</td><td></td><td></td><td></td><td>734</td><td></td><td></td><td></td><td>501</td><td></td></tr><tr><td colspan=\"4\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Total finance lease cost</td><td></td><td>$</td><td>4,825</td><td></td><td></td><td>$</td><td>2,534</td><td></td><td></td><td>$</td><td>1,853</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr></table>",
+      "path": "tables/table-51 Lease Costs.html",
+      "metadata": {
+        "length": 1670,
+        "summary": "table-51\nThe table shows operating lease costs of $5,524M (2025), $3,555M (2024), $2,875M (2023) and total finance lease costs of $4,825M, $2,534M, $1,853M for the same years.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "file_path": "tables/table-51 Lease Costs.html",
+        "keywords": [
+          "Operating lease",
+          "Finance lease",
+          "Lease cost"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "28d25b09-4699-514f-8b98-01fc0bd50366",
+      "type": "table",
+      "content": "<table border='1'><tr><td colspan=\"8\">(In millions)</td><td></td><td></td><td colspan=\"2\"></td><td></td></tr><tr><td colspan=\"12\"></td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Year Ended June 30,</td><td></td><td colspan=\"2\">2025</td><td></td><td></td><td colspan=\"2\">2024</td><td></td><td></td><td colspan=\"2\">2023</td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Cash paid for amounts included in the measurement of lease liabilities:</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Operating cash flows from operating leases</td><td></td><td>$</td><td>4,931</td><td></td><td></td><td>$</td><td>3,550</td><td></td><td></td><td>$</td><td>2,706</td><td></td></tr><tr><td>Operating cash flows from finance leases</td><td></td><td></td><td>1,372</td><td></td><td></td><td></td><td>734</td><td></td><td></td><td></td><td>501</td><td></td></tr><tr><td>Financing cash flows from finance leases</td><td></td><td></td><td>2,283</td><td></td><td></td><td></td><td>1,286</td><td></td><td></td><td></td><td>1,056</td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Right-of-use assets obtained in exchange for lease obligations:</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Operating leases</td><td></td><td></td><td>7,826</td><td></td><td></td><td></td><td>6,703</td><td></td><td></td><td></td><td>3,514</td><td></td></tr><tr><td>Finance leases</td><td></td><td></td><td>20,511</td><td></td><td></td><td></td><td>11,633</td><td></td><td></td><td></td><td>3,128</td><td></td></tr><tr><td colspan=\"12\"></td><td></td></tr></table>",
+      "path": "tables/table-52 Lease Cash Flows.html",
+      "metadata": {
+        "length": 1850,
+        "summary": "table-52\nThe table shows cash paid for operating and finance leases from 2023 to 2025, and right-of-use assets obtained in exchange for lease obligations.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "file_path": "tables/table-52 Lease Cash Flows.html",
+        "keywords": [
+          "lease liabilities",
+          "cash flows",
+          "right-of-use assets"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "da108065-e4c5-5301-95cb-bfa49a12d84f",
+      "type": "table",
+      "content": "<table border='1'><tr><td>(In millions, except lease term and discount rate)</td><td></td><td colspan=\"2\"></td><td></td><td></td><td colspan=\"2\"></td><td></td></tr><tr><td colspan=\"8\"></td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>June 30,</td><td></td><td colspan=\"2\">2025</td><td></td><td></td><td colspan=\"2\">2024</td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Operating Leases</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Operating lease right-of-use assets</td><td></td><td>$</td><td>24,823</td><td></td><td></td><td>$</td><td>18,961</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Other current liabilities</td><td></td><td>$</td><td>5,424</td><td></td><td></td><td>$</td><td>3,580</td><td></td></tr><tr><td>Operating lease liabilities</td><td></td><td></td><td>17,437</td><td></td><td></td><td></td><td>15,497</td><td></td></tr><tr><td colspan=\"4\"></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Total operating lease liabilities</td><td></td><td>$</td><td>22,861</td><td></td><td></td><td>$</td><td>19,077</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Finance Leases</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Property and equipment, at cost</td><td></td><td>$</td><td>53,876</td><td></td><td></td><td>$</td><td>32,248</td><td></td></tr><tr><td>Accumulated depreciation</td><td></td><td></td><td>(9,861</td><td>)</td><td></td><td></td><td>(6,386</td><td>)</td></tr><tr><td colspan=\"4\"></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Property and equipment, net</td><td></td><td>$</td><td>44,015</td><td></td><td></td><td>$</td><td>25,862</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Other current liabilities</td><td></td><td>$</td><td>3,172</td><td></td><td></td><td>$</td><td>2,349</td><td></td></tr><tr><td>Other long-term liabilities</td><td></td><td></td><td>43,000</td><td></td><td></td><td></td><td>24,796</td><td></td></tr><tr><td colspan=\"4\"></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Total finance lease liabilities</td><td></td><td>$</td><td>46,172</td><td></td><td></td><td>$</td><td>27,145</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Weighted Average Remaining Lease Term</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Operating leases</td><td></td><td></td><td>6 years</td><td></td><td></td><td></td><td>7 years</td><td></td></tr><tr><td>Finance leases</td><td></td><td></td><td>13 years</td><td></td><td></td><td></td><td>12 years</td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Weighted Average Discount Rate</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Operating leases</td><td></td><td></td><td>3.5%</td><td></td><td></td><td></td><td>3.3%</td><td></td></tr><tr><td>Finance leases</td><td></td><td></td><td>4.2%</td><td></td><td></td><td></td><td>3.9%</td><td></td></tr><tr><td colspan=\"8\"></td><td></td></tr></table>",
+      "path": "tables/table-53 Lease Data.html",
+      "metadata": {
+        "length": 3727,
+        "summary": "table-53\nThe table presents operating and finance lease data as of June 30, 2025 and 2024, including right-of-use assets, liabilities, weighted average lease terms, and discount rates.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "file_path": "tables/table-53 Lease Data.html",
+        "keywords": [
+          "Operating leases",
+          "Finance leases",
+          "Lease liabilities"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "e267be8c-3565-5cd5-9a8a-d0d1596d29f2",
+      "type": "table",
+      "content": "<table border='1'><tr><td>(In millions)</td><td></td><td colspan=\"2\"></td><td></td><td></td><td colspan=\"2\"></td><td></td></tr><tr><td colspan=\"8\"></td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Year Ending June 30,</td><td></td><td colspan=\"2\">Operating<br/>Leases</td><td></td><td></td><td colspan=\"2\">Finance<br/>Leases</td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>2026</td><td></td><td>$</td><td>6,111</td><td></td><td></td><td>$</td><td>5,008</td><td></td></tr><tr><td>2027</td><td></td><td></td><td>5,237</td><td></td><td></td><td></td><td>5,157</td><td></td></tr><tr><td>2028</td><td></td><td></td><td>3,495</td><td></td><td></td><td></td><td>5,187</td><td></td></tr><tr><td>2029</td><td></td><td></td><td>2,419</td><td></td><td></td><td></td><td>4,521</td><td></td></tr><tr><td>2030</td><td></td><td></td><td>2,017</td><td></td><td></td><td></td><td>4,382</td><td></td></tr><tr><td>Thereafter</td><td></td><td></td><td>6,202</td><td></td><td></td><td></td><td>36,251</td><td></td></tr><tr><td colspan=\"4\"></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Total lease payments</td><td></td><td></td><td>25,481</td><td></td><td></td><td></td><td>60,506</td><td></td></tr><tr><td>Less imputed interest</td><td></td><td></td><td>(2,620</td><td>)</td><td></td><td></td><td>(14,334</td><td>)</td></tr><tr><td colspan=\"4\"></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Total</td><td></td><td>$</td><td>22,861</td><td></td><td></td><td>$</td><td>46,172</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr></table>",
+      "path": "tables/table-54 Lease Payments.html",
+      "metadata": {
+        "length": 1678,
+        "summary": "table-54\nThe table shows future lease payments for operating and finance leases from 2026 to 2030 and thereafter, totaling $25,481 million and $60,506 million respectively, with imputed interest deducted to present net lease liabilities.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "file_path": "tables/table-54 Lease Payments.html",
+        "keywords": [
+          "Operating Leases",
+          "Finance Leases",
+          "Lease Liabilities"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "36c1f271-f9e2-5fb3-b351-1f862f2b95fe",
+      "type": "table",
+      "content": "<table border='1'><tr><td>(In millions)</td><td></td><td colspan=\"2\"></td><td></td><td></td><td colspan=\"2\"></td><td></td><td></td><td colspan=\"2\"></td><td></td></tr><tr><td colspan=\"12\"></td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Year Ended June 30,</td><td></td><td colspan=\"2\">2025</td><td></td><td></td><td colspan=\"2\">2024</td><td></td><td></td><td colspan=\"2\">2023</td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Balance, beginning of year</td><td></td><td></td><td>7,434</td><td></td><td></td><td></td><td>7,432</td><td></td><td></td><td></td><td>7,464</td><td></td></tr><tr><td>Issued</td><td></td><td></td><td>31</td><td></td><td></td><td></td><td>34</td><td></td><td></td><td></td><td>37</td><td></td></tr><tr><td>Repurchased</td><td></td><td></td><td>(31</td><td>)</td><td></td><td></td><td>(32</td><td>)</td><td></td><td></td><td>(69</td><td>)</td></tr><tr><td colspan=\"4\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Balance, end of year</td><td></td><td></td><td>7,434</td><td></td><td></td><td></td><td>7,434</td><td></td><td></td><td></td><td>7,432</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr></table>",
+      "path": "tables/table-55 Share Repurchases.html",
+      "metadata": {
+        "length": 1394,
+        "summary": "table-55\nThe table shows share balances for fiscal years 2023-2025, with beginning balances around 7,432-7,464 million, issuances of 31-37 million, repurchases of 31-69 million, and ending balances of 7,432-7,434 million.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "file_path": "tables/table-55 Share Repurchases.html",
+        "keywords": [
+          "shares",
+          "repurchases",
+          "balance"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "657a22eb-9366-5d37-b1fa-074b1683ae81",
+      "type": "table",
+      "content": "<table border='1'><tr><td>(In millions)</td><td></td><td colspan=\"2\">Shares</td><td></td><td></td><td colspan=\"2\">Amount</td><td></td><td></td><td colspan=\"2\">Shares</td><td></td><td></td><td colspan=\"2\">Amount</td><td></td><td></td><td colspan=\"2\">Shares</td><td></td><td></td><td colspan=\"2\">Amount</td><td></td></tr><tr><td colspan=\"24\"></td><td></td></tr><tr><td></td><td colspan=\"8\"></td><td colspan=\"8\"></td><td colspan=\"8\"></td></tr><tr><td>Year Ended June 30,</td><td></td><td colspan=\"6\">2025</td><td></td><td></td><td colspan=\"6\">2024</td><td></td><td></td><td colspan=\"6\">2023</td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>First Quarter</td><td></td><td></td><td>7</td><td></td><td></td><td>$</td><td>2,800</td><td></td><td></td><td></td><td>11</td><td></td><td></td><td>$</td><td>3,560</td><td></td><td></td><td></td><td>17</td><td></td><td></td><td>$</td><td>4,600</td><td></td></tr><tr><td>Second Quarter</td><td></td><td></td><td>8</td><td></td><td></td><td></td><td>3,500</td><td></td><td></td><td></td><td>7</td><td></td><td></td><td></td><td>2,800</td><td></td><td></td><td></td><td>20</td><td></td><td></td><td></td><td>4,600</td><td></td></tr><tr><td>Third Quarter</td><td></td><td></td><td>8</td><td></td><td></td><td></td><td>3,500</td><td></td><td></td><td></td><td>7</td><td></td><td></td><td></td><td>2,800</td><td></td><td></td><td></td><td>18</td><td></td><td></td><td></td><td>4,600</td><td></td></tr><tr><td>Fourth Quarter</td><td></td><td></td><td>8</td><td></td><td></td><td></td><td>3,200</td><td></td><td></td><td></td><td>7</td><td></td><td></td><td></td><td>2,800</td><td></td><td></td><td></td><td>14</td><td></td><td></td><td></td><td>4,600</td><td></td></tr><tr><td colspan=\"4\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Total</td><td></td><td></td><td>31</td><td></td><td></td><td>$</td><td>13,000</td><td></td><td></td><td></td><td>32</td><td></td><td></td><td>$</td><td>11,960</td><td></td><td></td><td></td><td>69</td><td></td><td></td><td>$</td><td>18,400</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr></table>",
+      "path": "tables/table-56 Share Repurchases.html",
+      "metadata": {
+        "length": 2547,
+        "summary": "table-56\nThe table shows quarterly share repurchases and amounts for fiscal years 2023-2025, with totals of 69 shares ($18,400M) in 2023, 32 shares ($11,960M) in 2024, and 31 shares ($13,000M) in 2025.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "file_path": "tables/table-56 Share Repurchases.html",
+        "keywords": [
+          "Shares",
+          "Amount",
+          "Quarterly"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "0a3c08c8-285f-5234-ba6e-dcd0afd088ac",
+      "type": "table",
+      "content": "<table border='1'><tr><td>Declaration Date</td><td></td><td>Record Date</td><td></td><td>Payment Date</td><td></td><td colspan=\"2\">Dividend<br/>Per Share</td><td></td><td></td><td colspan=\"2\">Amount</td><td></td></tr><tr><td colspan=\"12\"></td><td></td></tr><tr><td></td><td colspan=\"2\"></td><td colspan=\"2\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Fiscal Year 2025</td><td></td><td></td><td></td><td></td><td></td><td colspan=\"2\"></td><td></td><td></td><td colspan=\"2\">(In millions)</td><td></td></tr><tr><td></td><td colspan=\"2\"></td><td colspan=\"2\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>September 16, 2024</td><td></td><td>November 21, 2024</td><td></td><td>December 12, 2024</td><td></td><td>$</td><td>0.83</td><td></td><td></td><td>$</td><td>6,170</td><td></td></tr><tr><td>December 3, 2024</td><td></td><td>February 20, 2025</td><td></td><td>March 13, 2025</td><td></td><td></td><td>0.83</td><td></td><td></td><td></td><td>6,169</td><td></td></tr><tr><td>March 11, 2025</td><td></td><td>May 15, 2025</td><td></td><td>June 12, 2025</td><td></td><td></td><td>0.83</td><td></td><td></td><td></td><td>6,169</td><td></td></tr><tr><td>June 10, 2025</td><td></td><td>August 21, 2025</td><td></td><td>September 11, 2025</td><td></td><td></td><td>0.83</td><td></td><td></td><td></td><td>6,170</td><td></td></tr><tr><td colspan=\"8\"></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Total</td><td></td><td></td><td></td><td></td><td></td><td>$</td><td>3.32</td><td></td><td></td><td>$</td><td>24,678</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan=\"2\"></td><td colspan=\"2\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Fiscal Year 2024</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan=\"2\"></td><td colspan=\"2\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>September 19, 2023</td><td></td><td>November 16, 2023</td><td></td><td>December 14, 2023</td><td></td><td>$</td><td>0.75</td><td></td><td></td><td>$</td><td>5,574</td><td></td></tr><tr><td>November 28, 2023</td><td></td><td>February 15, 2024</td><td></td><td>March 14, 2024</td><td></td><td></td><td>0.75</td><td></td><td></td><td></td><td>5,573</td><td></td></tr><tr><td>March 12, 2024</td><td></td><td>May 16, 2024</td><td></td><td>June 13, 2024</td><td></td><td></td><td>0.75</td><td></td><td></td><td></td><td>5,574</td><td></td></tr><tr><td>June 12, 2024</td><td></td><td>August 15, 2024</td><td></td><td>September 12, 2024</td><td></td><td></td><td>0.75</td><td></td><td></td><td></td><td>5,574</td><td></td></tr><tr><td colspan=\"8\"></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan=\"2\"></td><td colspan=\"2\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Total</td><td></td><td></td><td></td><td></td><td></td><td>$</td><td>3.00</td><td></td><td></td><td>$</td><td>22,295</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr></table>",
+      "path": "tables/table-57 Dividend History.html",
+      "metadata": {
+        "length": 3219,
+        "summary": "table-57\nThe table shows quarterly dividends for fiscal years 2025 and 2024, with per-share amounts of $0.83 and $0.75 respectively, totaling $24,678 million and $22,295 million.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "file_path": "tables/table-57 Dividend History.html",
+        "keywords": [
+          "Dividend",
+          "Fiscal Year",
+          "Per Share"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "61be9b16-9678-54c0-89a8-bc758632e3a0",
+      "type": "table",
+      "content": "<table border='1'><tr><td colspan=\"8\">(In millions)</td><td></td><td></td><td colspan=\"2\"></td><td></td></tr><tr><td colspan=\"12\"></td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Year Ended June 30,</td><td></td><td colspan=\"2\">2025</td><td></td><td></td><td colspan=\"2\">2024</td><td></td><td></td><td colspan=\"2\">2023</td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Derivatives</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Balance, beginning of period</td><td></td><td>$</td><td>(3</td><td>)</td><td></td><td>$</td><td>(27</td><td>)</td><td></td><td>$</td><td>(13</td><td>)</td></tr><tr><td>Unrealized gains (losses), net of tax of $20, $(4), and $9</td><td></td><td></td><td>77</td><td></td><td></td><td></td><td>(14</td><td>)</td><td></td><td></td><td>34</td><td></td></tr><tr><td>Reclassification adjustments for (gains) losses included in other income<br/>(expense), net</td><td></td><td></td><td>(103</td><td>)</td><td></td><td></td><td>48</td><td></td><td></td><td></td><td>(61</td><td>)</td></tr><tr><td>Tax expense (benefit) included in provision for income taxes</td><td></td><td></td><td>21</td><td></td><td></td><td></td><td>(10</td><td>)</td><td></td><td></td><td>13</td><td></td></tr><tr><td colspan=\"4\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Amounts reclassified from accumulated other comprehensive loss</td><td></td><td></td><td>(82</td><td>)</td><td></td><td></td><td>38</td><td></td><td></td><td></td><td>(48</td><td>)</td></tr><tr><td colspan=\"4\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Net change related to derivatives, net of tax of $(1), $6, and $(4)</td><td></td><td></td><td>(5</td><td>)</td><td></td><td></td><td>24</td><td></td><td></td><td></td><td>(14</td><td>)</td></tr><tr><td colspan=\"4\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Balance, end of period</td><td></td><td>$</td><td>(8</td><td>)</td><td></td><td>$</td><td>(3</td><td>)</td><td></td><td>$</td><td>(27</td><td>)</td></tr><tr><td colspan=\"4\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Investments</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Balance, beginning of period</td><td></td><td>$</td><td>(2,625</td><td>)</td><td></td><td>$</td><td>(3,582</td><td>)</td><td></td><td>$</td><td>(2,138</td><td>)</td></tr><tr><td>Unrealized gains (losses), net of tax of $411, $247, and $(393)</td><td></td><td></td><td>1,560</td><td></td><td></td><td></td><td>915</td><td></td><td></td><td></td><td>(1,523</td><td>)</td></tr><tr><td>Reclassification adjustments for losses included in other income<br/>(expense), net</td><td></td><td></td><td>17</td><td></td><td></td><td></td><td>53</td><td></td><td></td><td></td><td>99</td><td></td></tr><tr><td>Tax benefit included in provision for income taxes</td><td></td><td></td><td>(3</td><td>)</td><td></td><td></td><td>(11</td><td>)</td><td></td><td></td><td>(20</td><td>)</td></tr><tr><td colspan=\"4\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Amounts reclassified from accumulated other comprehensive loss</td><td></td><td></td><td>14</td><td></td><td></td><td></td><td>42</td><td></td><td></td><td></td><td>79</td><td></td></tr><tr><td colspan=\"4\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Net change related to investments, net of tax of $414, $258, and $(373)</td><td></td><td></td><td>1,574</td><td></td><td></td><td></td><td>957</td><td></td><td></td><td></td><td>(1,444</td><td>)</td></tr><tr><td colspan=\"4\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Balance, end of period</td><td></td><td>$</td><td>(1,051</td><td>)</td><td></td><td>$</td><td>(2,625</td><td>)</td><td></td><td>$</td><td>(3,582</td><td>)</td></tr><tr><td colspan=\"4\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Translation Adjustments and Other</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Balance, beginning of period</td><td></td><td>$</td><td>(2,962</td><td>)</td><td></td><td>$</td><td>(2,734</td><td>)</td><td></td><td>$</td><td>(2,527</td><td>)</td></tr><tr><td>Translation adjustments and other, net of tax of $8, $0, and $0</td><td></td><td></td><td>674</td><td></td><td></td><td></td><td>(228</td><td>)</td><td></td><td></td><td>(207</td><td>)</td></tr><tr><td colspan=\"4\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Balance, end of period</td><td></td><td>$</td><td>(2,288</td><td>)</td><td></td><td>$</td><td>(2,962</td><td>)</td><td></td><td>$</td><td>(2,734</td><td>)</td></tr><tr><td colspan=\"4\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Accumulated other comprehensive loss, end of period</td><td></td><td>$</td><td>(3,347</td><td>)</td><td></td><td>$</td><td>(5,590</td><td>)</td><td></td><td>$</td><td>(6,343</td><td>)</td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr></table>",
+      "path": "tables/table-58 AOCI Rollforward.html",
+      "metadata": {
+        "length": 6017,
+        "summary": "table-58\nThe table shows changes in accumulated other comprehensive loss for derivatives, investments, and translation adjustments for fiscal years 2023-2025, ending with a total loss of $(3,347) million in 2025.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "file_path": "tables/table-58 AOCI Rollforward.html",
+        "keywords": [
+          "Derivatives",
+          "Investments",
+          "Translation"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "94b78184-d619-5a1d-b89d-8bb7afb772ab",
+      "type": "table",
+      "content": "<table border='1'><tr><td>(In millions)</td><td></td><td colspan=\"2\"></td><td></td><td></td><td colspan=\"2\"></td><td></td><td></td><td colspan=\"2\"></td><td></td></tr><tr><td colspan=\"12\"></td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Year Ended June 30,</td><td></td><td colspan=\"2\">2025</td><td></td><td></td><td colspan=\"2\">2024</td><td></td><td></td><td colspan=\"2\">2023</td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Stock-based compensation expense</td><td></td><td>$</td><td>11,974</td><td></td><td></td><td>$</td><td>10,734</td><td></td><td></td><td>$</td><td>9,611</td><td></td></tr><tr><td>Income tax benefits related to stock-based compensation</td><td></td><td></td><td>2,027</td><td></td><td></td><td></td><td>1,826</td><td></td><td></td><td></td><td>1,651</td><td></td></tr><tr><td colspan=\"12\"></td><td></td></tr></table>",
+      "path": "tables/table-59 Stock Compensation.html",
+      "metadata": {
+        "length": 956,
+        "summary": "table-59\nThe table shows stock-based compensation expenses and related income tax benefits for fiscal years 2025, 2024, and 2023, with amounts in millions of dollars.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "file_path": "tables/table-59 Stock Compensation.html",
+        "keywords": [
+          "stock-based compensation",
+          "income tax benefits",
+          "financial data"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "309e74c6-6705-520b-a28b-959fb9661644",
+      "type": "table",
+      "content": "<table border='1'><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Year Ended June 30,</td><td></td><td colspan=\"2\">2025</td><td></td><td></td><td colspan=\"2\">2024</td><td></td><td></td><td colspan=\"2\">2023</td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Dividends per share (quarterly amounts)</td><td></td><td>$</td><td>0.75 –  0.83</td><td></td><td></td><td>$</td><td>0.68 –  0.75</td><td></td><td></td><td>$</td><td>0.62 –  0.68</td><td></td></tr><tr><td>Interest rates</td><td></td><td></td><td>3.4% – 5.5%</td><td></td><td></td><td></td><td>3.8% – 5.6%</td><td></td><td></td><td></td><td>2.0% – 5.4%</td><td></td></tr><tr><td colspan=\"12\"></td><td></td></tr></table>",
+      "path": "tables/table-60 Dividends & Rates.html",
+      "metadata": {
+        "length": 771,
+        "summary": "table-60\nThe table shows quarterly dividends per share and interest rates for fiscal years 2023-2025. Dividends range from $0.62 to $0.83, and interest rates range from 2.0% to 5.6%.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "file_path": "tables/table-60 Dividends & Rates.html",
+        "keywords": [
+          "Dividends",
+          "Interest Rates",
+          "Fiscal Years"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "792d3955-3e4a-56a4-8154-2e6d38d6218b",
+      "type": "table",
+      "content": "<table border='1'><tr><td></td><td></td><td colspan=\"2\">Shares</td><td></td><td></td><td colspan=\"2\">Weighted Average<br/>Grant-Date Fair Value</td><td></td></tr><tr><td colspan=\"8\"></td><td></td></tr><tr><td colspan=\"5\"></td><td colspan=\"4\"></td></tr><tr><td colspan=\"4\">(In millions)</td><td></td><td></td><td colspan=\"2\"></td><td></td></tr><tr><td colspan=\"9\"></td></tr><tr><td colspan=\"8\">Stock Awards</td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Nonvested balance, beginning of year</td><td></td><td></td><td>88</td><td></td><td></td><td>$</td><td>292.28</td><td></td></tr><tr><td>Granted (a)</td><td></td><td></td><td>39</td><td></td><td></td><td></td><td>413.90</td><td></td></tr><tr><td>Vested</td><td></td><td></td><td>(38</td><td>)</td><td></td><td></td><td>293.25</td><td></td></tr><tr><td>Forfeited</td><td></td><td></td><td>(7</td><td>)</td><td></td><td></td><td>317.23</td><td></td></tr><tr><td colspan=\"4\"></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Nonvested balance, end of year</td><td></td><td></td><td>82</td><td></td><td></td><td>$</td><td>347.44</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr></table>",
+      "path": "tables/table-61 Stock Awards.html",
+      "metadata": {
+        "length": 1244,
+        "summary": "table-61\nThe table shows nonvested stock award activity: beginning balance 88 shares at $292.28, 39 granted at $413.90, 38 vested at $293.25, 7 forfeited at $317.23, ending balance 82 shares at $347.44.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "file_path": "tables/table-61 Stock Awards.html",
+        "keywords": [
+          "Nonvested",
+          "Shares",
+          "Fair Value"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "4e74811f-7ba5-517d-8687-fc6523746a50",
+      "type": "table",
+      "content": "<table border='1'><tr><td>(Shares in millions)</td><td></td><td colspan=\"2\"></td><td></td><td></td><td colspan=\"2\"></td><td></td><td></td><td colspan=\"2\"></td><td></td></tr><tr><td colspan=\"12\"></td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Year Ended June 30,</td><td></td><td colspan=\"2\">2025</td><td></td><td></td><td colspan=\"2\">2024</td><td></td><td></td><td colspan=\"2\">2023</td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Shares purchased</td><td></td><td></td><td>6</td><td></td><td></td><td></td><td>6</td><td></td><td></td><td></td><td>7</td><td></td></tr><tr><td>Average price per share</td><td></td><td>$</td><td>385.10</td><td></td><td></td><td>$</td><td>339.46</td><td></td><td></td><td>$</td><td>245.59</td><td></td></tr><tr><td colspan=\"12\"></td><td></td></tr></table>",
+      "path": "tables/table-62 Share Repurchase.html",
+      "metadata": {
+        "length": 904,
+        "summary": "table-62\nThe table shows shares purchased and average price per share for fiscal years 2025, 2024, and 2023. Shares purchased were 6 million in 2025 and 2024, and 7 million in 2023. Average prices were $385.10, $339.46, and $245.59 respectively.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "file_path": "tables/table-62 Share Repurchase.html",
+        "keywords": [
+          "share repurchase",
+          "average price",
+          "shares purchased"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "0579405f-2c41-52d7-aca9-c24a01e2a411",
+      "type": "table",
+      "content": "<table border='1'><tr><td>(In millions)</td><td></td><td colspan=\"2\"></td><td></td><td></td><td colspan=\"2\"></td><td></td><td></td><td colspan=\"2\"></td><td></td></tr><tr><td colspan=\"12\"></td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Year Ended June 30,</td><td></td><td colspan=\"2\">2025</td><td></td><td></td><td colspan=\"2\">2024</td><td></td><td></td><td colspan=\"2\">2023</td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Productivity and Business Processes</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Revenue</td><td></td><td>$</td><td>120,810</td><td></td><td></td><td>$</td><td>106,820</td><td></td><td></td><td>$</td><td>94,151</td><td></td></tr><tr><td>Cost of revenue</td><td></td><td></td><td>22,422</td><td></td><td></td><td></td><td>19,611</td><td></td><td></td><td></td><td>17,202</td><td></td></tr><tr><td>Operating expenses</td><td></td><td></td><td>28,615</td><td></td><td></td><td></td><td>27,548</td><td></td><td></td><td></td><td>26,875</td><td></td></tr><tr><td colspan=\"4\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Operating Income</td><td></td><td>$</td><td>69,773</td><td></td><td></td><td>$</td><td>59,661</td><td></td><td></td><td>$</td><td>50,074</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td colspan=\"13\"></td></tr><tr><td colspan=\"12\">Intelligent Cloud</td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Revenue</td><td></td><td>$</td><td>106,265</td><td></td><td></td><td>$</td><td>87,464</td><td></td><td></td><td>$</td><td>72,944</td><td></td></tr><tr><td>Cost of revenue</td><td></td><td></td><td>40,171</td><td></td><td></td><td></td><td>29,611</td><td></td><td></td><td></td><td>24,109</td><td></td></tr><tr><td>Operating expenses</td><td></td><td></td><td>21,505</td><td></td><td></td><td></td><td>20,040</td><td></td><td></td><td></td><td>20,424</td><td></td></tr><tr><td colspan=\"4\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Operating Income</td><td></td><td>$</td><td>44,589</td><td></td><td></td><td>$</td><td>37,813</td><td></td><td></td><td>$</td><td>28,411</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td colspan=\"13\"></td></tr><tr><td colspan=\"12\">More Personal Computing</td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Revenue</td><td></td><td>$</td><td>54,649</td><td></td><td></td><td>$</td><td>50,838</td><td></td><td></td><td>$</td><td>44,820</td><td></td></tr><tr><td>Cost of revenue</td><td></td><td></td><td>25,238</td><td></td><td></td><td></td><td>24,892</td><td></td><td></td><td></td><td>24,552</td><td></td></tr><tr><td>Operating expenses</td><td></td><td></td><td>15,245</td><td></td><td></td><td></td><td>13,987</td><td></td><td></td><td></td><td>10,230</td><td></td></tr><tr><td colspan=\"4\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Operating Income</td><td></td><td>$</td><td>14,166</td><td></td><td></td><td>$</td><td>11,959</td><td></td><td></td><td>$</td><td>10,038</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td colspan=\"13\"></td></tr><tr><td colspan=\"12\">Total</td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Revenue</td><td></td><td>$</td><td>281,724</td><td></td><td></td><td>$</td><td>245,122</td><td></td><td></td><td>$</td><td>211,915</td><td></td></tr><tr><td>Cost of revenue</td><td></td><td></td><td>87,831</td><td></td><td></td><td></td><td>74,114</td><td></td><td></td><td></td><td>65,863</td><td></td></tr><tr><td>Operating expenses</td><td></td><td></td><td>65,365</td><td></td><td></td><td></td><td>61,575</td><td></td><td></td><td></td><td>57,529</td><td></td></tr><tr><td colspan=\"4\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Operating Income</td><td></td><td>$</td><td>128,528</td><td></td><td></td><td>$</td><td>109,433</td><td></td><td></td><td>$</td><td>88,523</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr></table>",
+      "path": "tables/table-63 Microsoft Segment Results.html",
+      "metadata": {
+        "length": 4793,
+        "summary": "table-63\nThe table shows revenue, cost of revenue, operating expenses, and operating income for three Microsoft segments (Productivity, Intelligent Cloud, More Personal Computing) and totals for fiscal years 2023-2025.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "file_path": "tables/table-63 Microsoft Segment Results.html",
+        "keywords": [
+          "Revenue",
+          "Operating Income",
+          "Segments"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "e3d92df6-6a6e-53d0-abb3-1136d50f5ae9",
+      "type": "table",
+      "content": "<table border='1'><tr><td>(In millions)</td><td></td><td colspan=\"2\"></td><td></td><td></td><td colspan=\"2\"></td><td></td><td></td><td colspan=\"2\"></td><td></td></tr><tr><td colspan=\"12\"></td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Year Ended June 30,</td><td></td><td colspan=\"2\">2025</td><td></td><td></td><td colspan=\"2\">2024</td><td></td><td></td><td colspan=\"2\">2023</td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>United States (a)</td><td></td><td>$</td><td>144,546</td><td></td><td></td><td>$</td><td>124,704</td><td></td><td></td><td>$</td><td>106,744</td><td></td></tr><tr><td>Other countries</td><td></td><td></td><td>137,178</td><td></td><td></td><td></td><td>120,418</td><td></td><td></td><td></td><td>105,171</td><td></td></tr><tr><td colspan=\"4\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Total</td><td></td><td>$</td><td>281,724</td><td></td><td></td><td>$</td><td>245,122</td><td></td><td></td><td>$</td><td>211,915</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr></table>",
+      "path": "tables/table-64 Revenue by Region.html",
+      "metadata": {
+        "length": 1263,
+        "summary": "table-64\nThe table shows total revenue of $281,724 million in 2025, $245,122 million in 2024, and $211,915 million in 2023, split between United States and other countries.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "file_path": "tables/table-64 Revenue by Region.html",
+        "keywords": [
+          "Revenue",
+          "Geographic",
+          "Annual"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "89bdd525-3b5c-53e1-947e-df3aefb5bdb9",
+      "type": "table",
+      "content": "<table border='1'><tr><td>(In millions)</td><td></td><td colspan=\"2\"></td><td></td><td></td><td colspan=\"2\"></td><td></td><td></td><td colspan=\"2\"></td><td></td></tr><tr><td colspan=\"12\"></td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Year Ended June 30,</td><td></td><td colspan=\"2\">2025</td><td></td><td></td><td colspan=\"2\">2024</td><td></td><td></td><td colspan=\"2\">2023</td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>Server products and cloud services</td><td></td><td>$</td><td>98,435</td><td></td><td></td><td>$</td><td>79,828</td><td></td><td></td><td>$</td><td>65,007</td><td></td></tr><tr><td>Microsoft 365 Commercial products and cloud services</td><td></td><td></td><td>87,767</td><td></td><td></td><td></td><td>76,969</td><td></td><td></td><td></td><td>66,949</td><td></td></tr><tr><td>Gaming</td><td></td><td></td><td>23,455</td><td></td><td></td><td></td><td>21,503</td><td></td><td></td><td></td><td>15,466</td><td></td></tr><tr><td>LinkedIn</td><td></td><td></td><td>17,812</td><td></td><td></td><td></td><td>16,372</td><td></td><td></td><td></td><td>14,989</td><td></td></tr><tr><td>Windows and Devices</td><td></td><td></td><td>17,314</td><td></td><td></td><td></td><td>17,026</td><td></td><td></td><td></td><td>17,147</td><td></td></tr><tr><td>Search and news advertising</td><td></td><td></td><td>13,878</td><td></td><td></td><td></td><td>12,306</td><td></td><td></td><td></td><td>12,125</td><td></td></tr><tr><td>Dynamics products and cloud services</td><td></td><td></td><td>7,827</td><td></td><td></td><td></td><td>6,831</td><td></td><td></td><td></td><td>5,796</td><td></td></tr><tr><td>Enterprise and partner services</td><td></td><td></td><td>7,760</td><td></td><td></td><td></td><td>7,594</td><td></td><td></td><td></td><td>7,900</td><td></td></tr><tr><td>Microsoft 365 Consumer products and cloud services</td><td></td><td></td><td>7,404</td><td></td><td></td><td></td><td>6,648</td><td></td><td></td><td></td><td>6,417</td><td></td></tr><tr><td>Other</td><td></td><td></td><td>72</td><td></td><td></td><td></td><td>45</td><td></td><td></td><td></td><td>119</td><td></td></tr><tr><td colspan=\"4\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Total</td><td></td><td>$</td><td>281,724</td><td></td><td></td><td>$</td><td>245,122</td><td></td><td></td><td>$</td><td>211,915</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr></table>",
+      "path": "tables/table-65 Microsoft Revenue.html",
+      "metadata": {
+        "length": 2625,
+        "summary": "table-65\nMicrosoft's revenue for fiscal years 2025, 2024, and 2023 is shown, with totals of $281,724M, $245,122M, and $211,915M respectively, led by Server products and cloud services.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "file_path": "tables/table-65 Microsoft Revenue.html",
+        "keywords": [
+          "Revenue",
+          "Cloud",
+          "Products"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "f84caf3c-647d-582d-a0b5-ddbab86fdb05",
+      "type": "table",
+      "content": "<table border='1'><tr><td>(In millions)</td><td></td><td colspan=\"2\"></td><td></td><td></td><td colspan=\"2\"></td><td></td><td></td><td colspan=\"2\"></td><td></td></tr><tr><td colspan=\"12\"></td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>June 30,</td><td></td><td colspan=\"2\">2025</td><td></td><td></td><td colspan=\"2\">2024</td><td></td><td></td><td colspan=\"2\">2023</td><td></td></tr><tr><td></td><td colspan=\"4\"></td><td colspan=\"4\"></td><td colspan=\"4\"></td></tr><tr><td>United States</td><td></td><td>$</td><td>230,069</td><td></td><td></td><td>$</td><td>186,106</td><td></td><td></td><td>$</td><td>114,380</td><td></td></tr><tr><td>Other countries</td><td></td><td></td><td>141,833</td><td></td><td></td><td></td><td>115,263</td><td></td><td></td><td></td><td>72,859</td><td></td></tr><tr><td colspan=\"4\"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Total</td><td></td><td>$</td><td>371,902</td><td></td><td></td><td>$</td><td>301,369</td><td></td><td></td><td>$</td><td>187,239</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr></table>",
+      "path": "tables/table-66 Revenue by Region.html",
+      "metadata": {
+        "length": 1247,
+        "summary": "table-66\nThe table shows total revenue of $371,902 million in June 2025, up from $301,369 million in 2024 and $187,239 million in 2023, with United States and Other countries contributions.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "file_path": "tables/table-66 Revenue by Region.html",
+        "keywords": [
+          "Revenue",
+          "United States",
+          "Other Countries"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "6656b43d-55a4-5cfd-9025-359ff3b95182",
+      "type": "table",
+      "content": "<table border='1'><tr><td>/S/ DELOITTE & TOUCHE LLP</td><td></td><td></td></tr><tr><td></td><td colspan=\"2\"></td></tr><tr><td>Seattle, Washington</td><td></td><td></td></tr><tr><td>July 30, 2025</td><td></td><td></td></tr></table>",
+      "path": "tables/table-67 Deloitte Signature.html",
+      "metadata": {
+        "length": 230,
+        "summary": "table-67\nA signature block for Deloitte & Touche LLP, located in Seattle, Washington, dated July 30, 2025.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "file_path": "tables/table-67 Deloitte Signature.html",
+        "keywords": [
+          "Deloitte",
+          "Seattle",
+          "Date"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "6b48ae77-7813-5b62-87f3-ff41c622c790",
+      "type": "table",
+      "content": "<table border='1'><tr><td>Satya Nadella<br/>Chairman and Chief Executive Officer,<br/>Microsoft Corporation</td><td></td><td>Catherine MacGregor 2,4<br/>Group Chief Executive Officer and<br/>Director, Engie S.A.</td><td></td><td>Carlos Rodriguez 1, 2<br/>Director, Automatic Data<br/>Processing, Inc.</td></tr><tr><td></td><td colspan=\"2\"></td><td colspan=\"2\"></td></tr><tr><td>Reid G. Hoffman 4<br/>Partner, Greylock Partners</td><td></td><td>Mark A. L. Mason 3<br/>Chief Financial Officer, Citigroup Inc.</td><td></td><td>Charles W. Scharf 2,3<br/>Chief Executive Officer, President,<br/>and Director, Wells Fargo & Company</td></tr><tr><td></td><td colspan=\"2\"></td><td colspan=\"2\"></td></tr><tr><td>Hugh F. Johnston 1<br/>Senior Executive Vice President and<br/>Chief Financial Officer,<br/>The Walt Disney Company</td><td></td><td>Sandra E. Peterson 2,3<br/>Lead Independent Director,<br/>Microsoft Corporation<br/>Operating Partner, Clayton, Dubilier &<br/>Rice, LLC</td><td></td><td>John W. Stanton 1,4<br/>Founder and Chairman, Trilogy<br/>Partnerships</td></tr><tr><td></td><td colspan=\"2\"></td><td colspan=\"2\"></td></tr><tr><td>Teri L. List 1,3<br/>Former Executive Vice President and<br/>Chief Financial Officer, The Gap, Inc.</td><td></td><td>Penny S. Pritzker 4<br/>Founder and Chairman, PSP<br/>Partners, LLC</td><td></td><td>Emma N. Walmsley 2,4<br/>Chief Executive Officer and Director, GSK plc</td></tr></table>",
+      "path": "tables/table-68 Microsoft Board.html",
+      "metadata": {
+        "length": 1428,
+        "summary": "table-68\nThe table lists Microsoft Corporation's board members including Satya Nadella, Reid Hoffman, Hugh Johnston, and others with their roles and affiliations.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "file_path": "tables/table-68 Microsoft Board.html",
+        "keywords": [
+          "Board of Directors",
+          "Microsoft",
+          "Corporate Governance"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "fc7f99a2-f90b-53db-9944-c6216c05ea6c",
+      "type": "table",
+      "content": "<table border='1'><tr><td>Satya Nadella<br/>Chairman and Chief Executive Officer</td><td></td><td>Amy E. Hood<br/>Executive Vice President and Chief Financial Officer</td></tr><tr><td></td><td colspan=\"2\"></td></tr><tr><td>Judson B. Althoff<br/>Executive Vice President and CEO Microsoft Commercial</td><td></td><td>Takeshi Numoto<br/>Executive Vice President and Chief Marketing Officer</td></tr><tr><td></td><td colspan=\"2\"></td></tr><tr><td>Amy L. Coleman<br/>Executive Vice President and Chief Human Resources Officer</td><td></td><td>Bradford L. Smith<br/>Vice Chair and President</td></tr><tr><td></td><td colspan=\"2\"></td></tr><tr><td>Kathleen T. Hogan<br/>Executive Vice President, Office of Strategy and Transformation</td><td></td><td></td></tr></table>",
+      "path": "tables/table-69 Microsoft Executives.html",
+      "metadata": {
+        "length": 763,
+        "summary": "table-69\nThe table lists Microsoft's top executives including Satya Nadella (CEO), Amy Hood (CFO), Judson Althoff, Takeshi Numoto, Amy Coleman, Bradford Smith, and Kathleen Hogan.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "file_path": "tables/table-69 Microsoft Executives.html",
+        "keywords": [
+          "CEO",
+          "CFO",
+          "Executive"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "edf99fdb-63b6-532d-a46a-4829e552912c",
+      "type": "image",
+      "content": "\nCertification Type: MIX (Mixed Sources)\nDescription: Paper | Supporting responsible forestry\nLicense Number: FSC® C132107\nIssuing Authority: FSC (Forest Stewardship Council)\nWebsite: www.fsc.org\n[images/image-4 FSC Certification Labe.jpeg]\n",
+      "path": "images/image-4 FSC Certification Labe.jpeg",
+      "metadata": {
+        "length": 241,
+        "summary": "image-4\nCertification Type: MIX (Mixed Sources)\nDescription: Paper | Supporting responsible forestry\nLicense Number: FSC® C132107\nIssuing Authority: FSC (Forest Stewardship Council)\nWebsite: www.fsc.org",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "file_path": "images/image-4 FSC Certification Labe.jpeg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "3c018846-994f-5ad4-83e7-57e493222eaa",
+      "type": "text",
+      "content": "Microsoft Annual Report 2025 Cover\nPrimary Subject: Two colleagues collaborating at a desk with a laptop.\nVisible Text: \"Annual Report 2025\", Microsoft Logo.\n[images/image-1 Annual Report 2025.png]\n\nDear shareholders, colleagues, customers, and partners:\nFifty years after our founding, Microsoft is once again at the heart of a generational moment in technology as we find ourselves in the midst of the AI platform shift. More than any transformation before it, this generation of AI is radically changing every layer of the tech stack, and we are changing with it.\nAcross the company, we are accelerating our pace of innovation and adapting to both a new tech stack and a new way of working. We are delivering our current platforms at scale while building the next generation, always striving to create more value for our customers, our partners, and the world.\nStriking this balance is hard work, and few companies over the years have been able to do it. To succeed, we must continue to think in decades but execute in quarters, approaching each day with the humility and curiosity required to continuously improve, while being guided by our bold vision for the future.\nFinancially, it was a year of record performance. Revenue was $281.7 billion, up 15 percent. Operating income grew 17 percent to $128.5 billion. And Azure surpassed $75 billion in revenue for the first time, up 34 percent. These results reflect the growing demand for our platform and the trust customers are placing in us. We take neither for granted.\nWe must earn our permission to operate every day, in every country, every community, and every customer interaction. That’s why we remain grounded in our mission: to empower every person and every organization on the planet to achieve more.\nImagine a world where every person can get help from a researcher, a coder, or an analyst on demand. Not just information, but deep, contextual expertise paired with action. Or where every organization, no matter its size or sector, can reinvent employee experiences, reimagine customer engagement, reshape business processes, and bend the curve on innovation for their people, businesses, and industries. This is the new frontier and how we will unlock the next level of productivity and growth for the world.\nBut it is not some far off vision—we are already seeing what’s possible when AI reaches the frontlines of human potential, helping small businesses become more productive, multinationals more competitive, nonprofits more effective, governments more efficient, and improving healthcare and education outcomes.\nTo share just a few examples across industries: Mercy, one of the largest health systems in the US, has saved caregivers over 100,000 hours by automatically documenting physician-patient encounters. As one physician put it: “the best thing to happen to my practice in 10 years.” A grandmother in Japan, who lost her hearing at age two, can now communicate with her voice, thanks to an AI app. A judge in Colombia is using Copilot to expedite due process and help tackle a backlog of court cases. Barclays Bank is putting AI in the hands of 100,000 employees, transforming the employee experience by simplifying how they access information and get things done. Ralph Lauren is helping customers find the perfect look for any occasion, thanks to a new conversational shopping experience. Carvana has reduced inbound calls per sale by 45 percent, freeing its staff to focus on complex, high-value support.\nThese examples, and so many others like them, are made possible by our clear focus on our priorities, our responsibility, and our culture.\nOUR PRIORITIES\nTo deliver on our mission, we remain focused on three core business priorities as our North Star: security, quality, and AI innovation.\nSecurity and quality are non-negotiable. Our infrastructure and services are mission critical for the world. This year, we made significant progress across both our Secure Future Initiative (SFI) and Quality Excellence Initiative (QEI), but we recognize our work here is never done. We must continuously raise the bar for ourselves and our customers.\nSecurity\nThrough SFI, we have dedicated the equivalent of 34,000 full-time engineers to our highest-priority security work. We strengthened identity protections, secured our networks and systems, enhanced threat detection and response, and embedded secure-by-design practices across everything we build.\nQuality",
+      "path": "2025_AnnualReport.docx/**Preface**/**Preface** part 1",
+      "metadata": {
+        "length": 4442,
+        "summary": "Microsoft's 2025 annual report highlights the AI platform shift as a generational moment, with record revenue of $281.7 billion and Azure surpassing $75 billion. The company focuses on security, quality, and AI innovation, citing examples like Mercy Health saving 100,000 hours and Barclays deploying AI to 100,000 employees.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "tokens": [
+          "Microsoft",
+          "Annual",
+          "Report",
+          "2025",
+          "Cover",
+          "Primary",
+          "Subject",
+          "Two",
+          "colleagues",
+          "collaborating",
+          "desk",
+          "laptop",
+          "Visible",
+          "Text",
+          "Logo",
+          "Dear",
+          "shareholders",
+          "customers",
+          "partners",
+          "Fifty",
+          "years",
+          "founding",
+          "heart",
+          "generational",
+          "moment",
+          "technology",
+          "find",
+          "midst",
+          "AI",
+          "platform",
+          "shift",
+          "More",
+          "transformation",
+          "generation",
+          "radically",
+          "changing",
+          "layer",
+          "tech",
+          "stack",
+          "Across",
+          "company",
+          "accelerating",
+          "pace",
+          "innovation",
+          "adapting",
+          "working",
+          "We",
+          "delivering",
+          "current",
+          "platforms",
+          "scale",
+          "building",
+          "striving",
+          "create",
+          "world",
+          "Striking",
+          "balance",
+          "hard",
+          "work",
+          "companies",
+          "To",
+          "succeed",
+          "continue",
+          "decades",
+          "execute",
+          "quarters",
+          "approaching",
+          "day",
+          "humility",
+          "curiosity",
+          "required",
+          "continuously",
+          "improve",
+          "guided",
+          "bold",
+          "vision",
+          "future",
+          "Financially",
+          "year",
+          "record",
+          "performance",
+          "Revenue",
+          "281.7",
+          "billion",
+          "15",
+          "percent",
+          "Operating",
+          "income",
+          "grew",
+          "17",
+          "128.5",
+          "And",
+          "Azure",
+          "surpassed",
+          "75",
+          "revenue",
+          "time",
+          "34",
+          "These",
+          "results",
+          "reflect",
+          "growing",
+          "demand",
+          "trust",
+          "placing",
+          "granted",
+          "earn",
+          "permission",
+          "operate",
+          "country",
+          "community",
+          "customer",
+          "interaction",
+          "That",
+          "remain",
+          "grounded",
+          "mission",
+          "empower",
+          "person",
+          "organization",
+          "planet",
+          "achieve",
+          "Imagine",
+          "researcher",
+          "coder",
+          "analyst",
+          "Not",
+          "information",
+          "deep",
+          "contextual",
+          "expertise",
+          "paired",
+          "action",
+          "Or",
+          "matter",
+          "size",
+          "sector",
+          "reinvent",
+          "employee",
+          "experiences",
+          "reimagine",
+          "engagement",
+          "reshape",
+          "business",
+          "processes",
+          "bend",
+          "curve",
+          "people",
+          "businesses",
+          "industries",
+          "This",
+          "frontier",
+          "unlock",
+          "level",
+          "productivity",
+          "growth",
+          "But",
+          "reaches",
+          "frontlines",
+          "human",
+          "potential",
+          "helping",
+          "small",
+          "productive",
+          "multinationals",
+          "competitive",
+          "nonprofits",
+          "effective",
+          "governments",
+          "efficient",
+          "improving",
+          "healthcare",
+          "education",
+          "outcomes",
+          "share",
+          "examples",
+          "Mercy",
+          "largest",
+          "health",
+          "systems",
+          "US",
+          "saved",
+          "caregivers",
+          "100",
+          "000",
+          "hours",
+          "automatically",
+          "documenting",
+          "physician",
+          "patient",
+          "encounters",
+          "As",
+          "put",
+          "thing",
+          "happen",
+          "practice",
+          "10",
+          "grandmother",
+          "Japan",
+          "lost",
+          "hearing",
+          "age",
+          "communicate",
+          "voice",
+          "app",
+          "judge",
+          "Colombia",
+          "Copilot",
+          "expedite",
+          "due",
+          "process",
+          "tackle",
+          "backlog",
+          "court",
+          "cases",
+          "Barclays",
+          "Bank",
+          "putting",
+          "hands",
+          "employees",
+          "transforming",
+          "experience",
+          "simplifying",
+          "access",
+          "things",
+          "Ralph",
+          "Lauren",
+          "perfect",
+          "occasion",
+          "conversational",
+          "shopping",
+          "Carvana",
+          "reduced",
+          "inbound",
+          "calls",
+          "sale",
+          "45",
+          "freeing",
+          "staff",
+          "focus",
+          "complex",
+          "high",
+          "support",
+          "made",
+          "clear",
+          "priorities",
+          "responsibility",
+          "culture",
+          "OUR",
+          "PRIORITIES",
+          "deliver",
+          "focused",
+          "core",
+          "North",
+          "Star",
+          "security",
+          "quality",
+          "Security",
+          "negotiable",
+          "Our",
+          "infrastructure",
+          "services",
+          "critical",
+          "significant",
+          "progress",
+          "Secure",
+          "Future",
+          "Initiative",
+          "SFI",
+          "Quality",
+          "Excellence",
+          "QEI",
+          "recognize",
+          "raise",
+          "bar",
+          "Through",
+          "dedicated",
+          "equivalent",
+          "full",
+          "engineers",
+          "highest",
+          "priority",
+          "strengthened",
+          "identity",
+          "protections",
+          "secured",
+          "networks",
+          "enhanced",
+          "threat",
+          "detection",
+          "response",
+          "embedded",
+          "secure",
+          "design",
+          "practices",
+          "build"
+        ],
+        "keywords": [
+          "AI platform shift",
+          "record revenue",
+          "security"
+        ],
+        "connect_to": [
+          {
+            "target": "d55ac241-0983-5356-98e6-5388e5b473d0",
+            "relation": "embeds",
+            "ref": "[images/image-1 Annual Report 2025.png]",
+            "position": {
+              "start": 158,
+              "end": 197
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "2cccd030-d6e6-5d15-872d-be4bd5bf89b4",
+      "type": "text",
+      "content": "With QEI, we created frameworks that increase accountability and accelerate progress against our engineering objectives to ensure we deliver durable, high quality-experiences at global scale. This includes improvements to change management, incident management, platform resiliency, and service health.\nTogether, these initiatives are laying the foundation for a renaissance of our engineering culture, where we build planet-scale systems that power the world, with the security and quality they require.\nAI innovation\nAt the same time, we have made major advances in AI innovation, including across two foundational areas: our Cloud and AI infrastructure, and our family of Copilots and agents.\nOur Cloud and AI infrastructure\nWe continue to lead the AI infrastructure wave. We opened new datacenters across six continents and now operate more than 400 datacenters in 70 regions, more than any other cloud provider. This year alone, we added over two gigawatts of new capacity. Every Azure region is now AI-first and can support liquid cooling, increasing the fungibility and the flexibility of our fleet. And just last month, we announced the world’s most powerful AI datacenter, Fairwater in southeastern Wisconsin, which will deliver 10x the performance of the world’s fastest supercomputer today.\nWe are also driving and benefiting from compounding improvements in silicon, systems, and models to improve performance and efficiency. And we continue to invest in sovereign cloud offerings to meet the unique data residency needs of governments and industries worldwide.\nWe have made meaningful progress on the next frontier in cloud systems: quantum. We announced Majorana-1, the first quantum chip with a topological core, and deployed the world’s first operational Level 2 quantum computer in partnership with Atom Computing.\nIn data and analytics, Microsoft Fabric is becoming the unified platform for the AI era. It is now our fastest-growing analytics product ever, with 25,000 paid customers. OneLake spans all databases and clouds, including Power BI semantic models, making it the best foundation for building enterprise AI applications.\nWe also introduced Azure AI Foundry, a platform to design, customize, and run powerful AI apps and agents. Foundry includes access to more than 11,000 models from partners like OpenAI, Cohere, DeepSeek, Meta, Mistral, xAI, and others, ensuring our customers can choose from the best frontier and open models in one place. Already, 80 percent of the Fortune 500 use Foundry for their AI workloads.\nAnd this fall, we introduced our first in-house models: MAI-1 preview, our first foundation model trained end-to-end in-house, as well as MAI-Voice-1 for natural voice generation and MAI-Image-1 for image generation.\nCopilots and agents\nOur Copilot family of products is helping people thrive at home, at school, and at work. This year, we surpassed 100 million monthly active users across both commercial and consumer.\nWe rolled out a major update to Microsoft 365 Copilot this spring, bringing together chat, search, create, notebooks, and role-specific agents like Analyst and Researcher into a single experience. And earlier this month, we announced Agent Mode, which allows you to start with a simple prompt and then work iteratively with Copilot—steering it as it orchestrates multistep tasks to deliver high-quality Office documents, spreadsheets, and presentations.\nGive Copilot a prompt like, “Run a full analysis on this sales data set. I want to understand some important insights to help me make decisions about my business. Make it visual.” Agent Mode gets to work deciding which formulas to use, producing new sheets, and creating data visualizations. It’s pretty remarkable.\nCopilot Studio continues to grow as well, with more than 230,000 organizations using it to extend Microsoft 365 Copilot or to build their own agents using no-code/low-code tools.\nIn software development, GitHub Copilot now has more than 20 million users and has evolved into a peer programmer, capable of executing tasks on our behalf asynchronously. In healthcare, Dragon Copilot is being used to document millions of clinical encounters, saving precious time that healthcare providers can spend on patients, not paperwork. And in security, we were the first in the industry to introduce AI agents that help defenders autonomously manage high-volume security and IT tasks.",
+      "path": "2025_AnnualReport.docx/**Preface**/**Preface** part 2",
+      "metadata": {
+        "length": 4410,
+        "summary": "Microsoft's QEI frameworks improve engineering accountability and quality. Major AI advances include leading Cloud and AI infrastructure with over 400 datacenters globally, the Majorana-1 quantum chip, and Azure AI Foundry with 11,000+ models. Copilot products surpass 100 million monthly active users, with updates like Agent Mode and Copilot Studio used by 230,000 organizations. GitHub Copilot has 20 million users, and Dragon Copilot aids healthcare.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "tokens": [
+          "With",
+          "QEI",
+          "created",
+          "frameworks",
+          "increase",
+          "accountability",
+          "accelerate",
+          "progress",
+          "engineering",
+          "objectives",
+          "ensure",
+          "deliver",
+          "durable",
+          "high",
+          "quality",
+          "experiences",
+          "global",
+          "scale",
+          "This",
+          "includes",
+          "improvements",
+          "change",
+          "management",
+          "incident",
+          "platform",
+          "resiliency",
+          "service",
+          "health",
+          "Together",
+          "initiatives",
+          "laying",
+          "foundation",
+          "renaissance",
+          "culture",
+          "build",
+          "planet",
+          "systems",
+          "power",
+          "world",
+          "security",
+          "require",
+          "AI",
+          "innovation",
+          "At",
+          "time",
+          "made",
+          "major",
+          "advances",
+          "including",
+          "foundational",
+          "areas",
+          "Cloud",
+          "infrastructure",
+          "family",
+          "Copilots",
+          "agents",
+          "Our",
+          "We",
+          "continue",
+          "lead",
+          "wave",
+          "opened",
+          "datacenters",
+          "continents",
+          "operate",
+          "400",
+          "70",
+          "regions",
+          "cloud",
+          "provider",
+          "year",
+          "added",
+          "gigawatts",
+          "capacity",
+          "Every",
+          "Azure",
+          "region",
+          "support",
+          "liquid",
+          "cooling",
+          "increasing",
+          "fungibility",
+          "flexibility",
+          "fleet",
+          "And",
+          "month",
+          "announced",
+          "powerful",
+          "datacenter",
+          "Fairwater",
+          "southeastern",
+          "Wisconsin",
+          "10x",
+          "performance",
+          "fastest",
+          "supercomputer",
+          "today",
+          "driving",
+          "benefiting",
+          "compounding",
+          "silicon",
+          "models",
+          "improve",
+          "efficiency",
+          "invest",
+          "sovereign",
+          "offerings",
+          "meet",
+          "unique",
+          "data",
+          "residency",
+          "governments",
+          "industries",
+          "worldwide",
+          "meaningful",
+          "frontier",
+          "quantum",
+          "Majorana",
+          "chip",
+          "topological",
+          "core",
+          "deployed",
+          "operational",
+          "Level",
+          "computer",
+          "partnership",
+          "Atom",
+          "Computing",
+          "In",
+          "analytics",
+          "Microsoft",
+          "Fabric",
+          "unified",
+          "era",
+          "It",
+          "growing",
+          "product",
+          "25",
+          "000",
+          "paid",
+          "customers",
+          "OneLake",
+          "spans",
+          "databases",
+          "clouds",
+          "Power",
+          "BI",
+          "semantic",
+          "making",
+          "building",
+          "enterprise",
+          "applications",
+          "introduced",
+          "Foundry",
+          "design",
+          "customize",
+          "run",
+          "apps",
+          "access",
+          "11",
+          "partners",
+          "OpenAI",
+          "Cohere",
+          "DeepSeek",
+          "Meta",
+          "Mistral",
+          "xAI",
+          "ensuring",
+          "choose",
+          "open",
+          "place",
+          "Already",
+          "80",
+          "percent",
+          "Fortune",
+          "500",
+          "workloads",
+          "fall",
+          "house",
+          "MAI",
+          "preview",
+          "model",
+          "trained",
+          "end",
+          "Voice",
+          "natural",
+          "voice",
+          "generation",
+          "image",
+          "Copilot",
+          "products",
+          "helping",
+          "people",
+          "thrive",
+          "home",
+          "school",
+          "work",
+          "surpassed",
+          "100",
+          "million",
+          "monthly",
+          "active",
+          "users",
+          "commercial",
+          "consumer",
+          "rolled",
+          "update",
+          "365",
+          "spring",
+          "bringing",
+          "chat",
+          "search",
+          "create",
+          "notebooks",
+          "role",
+          "specific",
+          "Analyst",
+          "Researcher",
+          "single",
+          "experience",
+          "earlier",
+          "Agent",
+          "Mode",
+          "start",
+          "simple",
+          "prompt",
+          "iteratively",
+          "steering",
+          "orchestrates",
+          "multistep",
+          "tasks",
+          "Office",
+          "documents",
+          "spreadsheets",
+          "presentations",
+          "Give",
+          "Run",
+          "full",
+          "analysis",
+          "sales",
+          "set",
+          "understand",
+          "important",
+          "insights",
+          "make",
+          "decisions",
+          "business",
+          "Make",
+          "visual",
+          "deciding",
+          "formulas",
+          "producing",
+          "sheets",
+          "creating",
+          "visualizations",
+          "pretty",
+          "remarkable",
+          "Studio",
+          "continues",
+          "grow",
+          "230",
+          "organizations",
+          "extend",
+          "code",
+          "low",
+          "tools",
+          "software",
+          "development",
+          "GitHub",
+          "20",
+          "evolved",
+          "peer",
+          "programmer",
+          "capable",
+          "executing",
+          "behalf",
+          "asynchronously",
+          "healthcare",
+          "Dragon",
+          "document",
+          "millions",
+          "clinical",
+          "encounters",
+          "saving",
+          "precious",
+          "providers",
+          "spend",
+          "patients",
+          "paperwork",
+          "industry",
+          "introduce",
+          "defenders",
+          "autonomously",
+          "manage",
+          "volume",
+          "IT"
+        ],
+        "keywords": [
+          "AI",
+          "Cloud",
+          "Copilot"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "298da42f-7e1c-5ebb-99eb-aac2b1e18aad",
+      "type": "text",
+      "content": "On the consumer front, Copilot is now integrated across Bing, Edge, GroupMe, MSN, Windows, and Xbox. We also refreshed our Copilot consumer app this year as a more natural, conversational, and personal AI companion. One highlight is Copilot Mode in Edge, which lets you chat directly with your open tabs.\nMore broadly, we continue to expand our reach with consumers. LinkedIn is now home to 1.2 billion members, and we are bringing AI agents into the core workflows of sales, hiring, and learning. And across gaming, we have 500 million monthly active users across platforms and devices.\nOUR RESPONSIBILITY\nAt Microsoft, we have always believed that we do well when the world around us does well. We demonstrate this, year after year, by making progress on our commitments to create technology that benefits everyone on the planet, along with the planet itself.\nThis means that as we drive the AI economy, we are also providing the skills and opportunities for everyone to participate in it. That’s why we launched Microsoft Elevate this year, an initiative that unites our technology, skills, research, and philanthropic investments, so AI can benefit every classroom, community, and cause. Over the next five years, we will invest $4 billion in cash and AI cloud technology to schools, community and technical colleges, and nonprofit organizations. And we will partner with organizations like UNICEF, Code.org, and more to extend AI skilling opportunities to people around the globe.\nOur skilling initiatives will help 20 million people earn AI credentials over the next two years, from foundational fluency to advanced technical training. And to support our work with deeper research and policy insights, our new AI Economy Institute will explore how AI is reshaping education and work, helping us bridge the gap between technological innovation and societal impact.\nWe are also focused on empowering teachers and students with the latest AI tools, making Microsoft 365 Copilot Personal free for 12 months for every college student in the United States. And we’re introducing new LinkedIn courses for teachers and students, enabling them to earn LinkedIn certifications that will help boost their resumes and open doors.\nAcross all of this, one thing is clear: People want technology they can trust. That’s why we are committed to driving responsible AI innovation and building safe and secure technology. As we do, we are guided by our values of respect, integrity, and accountability. They are built into the design of our software and services, the security of our data, our privacy protections, and our engagement with employees, customers, suppliers, communities, and governments around the world.\nAs a multinational company, we remain dedicated to creating jobs, promoting economic opportunities, and strengthening cybersecurity, digital stability, sovereignty, and resilience globally. In Europe, we announced five commitments to strengthen digital stability this year. They start with an expansion of our cloud and AI infrastructure, so every country can compete in the global economy. And they include a promise to uphold Europe’s digital resilience regardless of geopolitical and trade volatility.\nResponsible business practices are embedded across our operations and supply chain. Following the UN Guiding Principles on Business and Human Rights, we’ve strengthened our due diligence processes, expanded stakeholder engagement, and launched new governance mechanisms to ensure accountability. Our second annual Responsible AI Transparency Report highlighted our work to build and deploy AI responsibly. This includes developing new AI tools and resources to help our customers innovate within evolving regulatory requirements.\nAnother key component of earning trust is contributing to a safer online ecosystem, including protecting those who use our services from illegal and harmful content and conduct. We continue to take new steps to advance safety, especially for children, while balancing our commitments to free expression and privacy. Over the past year, we’ve focused on addressing risks related to abusive AI-generated content and partnered with StopNCII.org to detect victim-reported imagery in Bing.",
+      "path": "2025_AnnualReport.docx/**Preface**/**Preface** part 3",
+      "metadata": {
+        "length": 4225,
+        "summary": "Microsoft integrates Copilot across Bing, Edge, GroupMe, MSN, Windows, and Xbox, and refreshes its Copilot consumer app. LinkedIn reaches 1.2 billion members, and gaming has 500 million monthly active users. The company emphasizes responsibility through initiatives like Microsoft Elevate, investing $4 billion over five years in AI cloud technology for schools and nonprofits. It aims to help 20 million people earn AI credentials in two years and launches the AI Economy Institute. Microsoft offers free Microsoft 365 Copilot Personal for U.S. college students and new LinkedIn courses. It commits to responsible AI innovation, safety, and security, guided by values of respect, integrity, and accountability. The company strengthens digital stability in Europe, follows UN Guiding Principles on Business and Human Rights, and publishes a Responsible AI Transparency Report. It also partners with StopNCII.org to address abusive AI-generated content.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "tokens": [
+          "On",
+          "consumer",
+          "front",
+          "Copilot",
+          "integrated",
+          "Bing",
+          "Edge",
+          "GroupMe",
+          "MSN",
+          "Windows",
+          "Xbox",
+          "We",
+          "refreshed",
+          "app",
+          "year",
+          "natural",
+          "conversational",
+          "personal",
+          "AI",
+          "companion",
+          "One",
+          "highlight",
+          "Mode",
+          "lets",
+          "chat",
+          "directly",
+          "open",
+          "tabs",
+          "More",
+          "broadly",
+          "continue",
+          "expand",
+          "reach",
+          "consumers",
+          "LinkedIn",
+          "home",
+          "1.2",
+          "billion",
+          "members",
+          "bringing",
+          "agents",
+          "core",
+          "workflows",
+          "sales",
+          "hiring",
+          "learning",
+          "And",
+          "gaming",
+          "500",
+          "million",
+          "monthly",
+          "active",
+          "users",
+          "platforms",
+          "devices",
+          "OUR",
+          "RESPONSIBILITY",
+          "At",
+          "Microsoft",
+          "believed",
+          "world",
+          "demonstrate",
+          "making",
+          "progress",
+          "commitments",
+          "create",
+          "technology",
+          "benefits",
+          "planet",
+          "This",
+          "means",
+          "drive",
+          "economy",
+          "providing",
+          "skills",
+          "opportunities",
+          "participate",
+          "That",
+          "launched",
+          "Elevate",
+          "initiative",
+          "unites",
+          "research",
+          "philanthropic",
+          "investments",
+          "benefit",
+          "classroom",
+          "community",
+          "Over",
+          "years",
+          "invest",
+          "cash",
+          "cloud",
+          "schools",
+          "technical",
+          "colleges",
+          "nonprofit",
+          "organizations",
+          "partner",
+          "UNICEF",
+          "Code",
+          "org",
+          "extend",
+          "skilling",
+          "people",
+          "globe",
+          "Our",
+          "initiatives",
+          "20",
+          "earn",
+          "credentials",
+          "foundational",
+          "fluency",
+          "advanced",
+          "training",
+          "support",
+          "work",
+          "deeper",
+          "policy",
+          "insights",
+          "Economy",
+          "Institute",
+          "explore",
+          "reshaping",
+          "education",
+          "helping",
+          "bridge",
+          "gap",
+          "technological",
+          "innovation",
+          "societal",
+          "impact",
+          "focused",
+          "empowering",
+          "teachers",
+          "students",
+          "latest",
+          "tools",
+          "365",
+          "Personal",
+          "free",
+          "12",
+          "months",
+          "college",
+          "student",
+          "United",
+          "States",
+          "introducing",
+          "courses",
+          "enabling",
+          "certifications",
+          "boost",
+          "resumes",
+          "doors",
+          "Across",
+          "thing",
+          "clear",
+          "People",
+          "trust",
+          "committed",
+          "driving",
+          "responsible",
+          "building",
+          "safe",
+          "secure",
+          "As",
+          "guided",
+          "values",
+          "respect",
+          "integrity",
+          "accountability",
+          "They",
+          "built",
+          "design",
+          "software",
+          "services",
+          "security",
+          "data",
+          "privacy",
+          "protections",
+          "engagement",
+          "employees",
+          "customers",
+          "suppliers",
+          "communities",
+          "governments",
+          "multinational",
+          "company",
+          "remain",
+          "dedicated",
+          "creating",
+          "jobs",
+          "promoting",
+          "economic",
+          "strengthening",
+          "cybersecurity",
+          "digital",
+          "stability",
+          "sovereignty",
+          "resilience",
+          "globally",
+          "In",
+          "Europe",
+          "announced",
+          "strengthen",
+          "start",
+          "expansion",
+          "infrastructure",
+          "country",
+          "compete",
+          "global",
+          "include",
+          "promise",
+          "uphold",
+          "geopolitical",
+          "trade",
+          "volatility",
+          "Responsible",
+          "business",
+          "practices",
+          "embedded",
+          "operations",
+          "supply",
+          "chain",
+          "Following",
+          "UN",
+          "Guiding",
+          "Principles",
+          "Business",
+          "Human",
+          "Rights",
+          "ve",
+          "strengthened",
+          "due",
+          "diligence",
+          "processes",
+          "expanded",
+          "stakeholder",
+          "governance",
+          "mechanisms",
+          "ensure",
+          "annual",
+          "Transparency",
+          "Report",
+          "highlighted",
+          "build",
+          "deploy",
+          "responsibly",
+          "includes",
+          "developing",
+          "resources",
+          "innovate",
+          "evolving",
+          "regulatory",
+          "requirements",
+          "Another",
+          "key",
+          "component",
+          "earning",
+          "contributing",
+          "safer",
+          "online",
+          "ecosystem",
+          "including",
+          "protecting",
+          "illegal",
+          "harmful",
+          "content",
+          "conduct",
+          "steps",
+          "advance",
+          "safety",
+          "children",
+          "balancing",
+          "expression",
+          "past",
+          "addressing",
+          "risks",
+          "related",
+          "abusive",
+          "generated",
+          "partnered",
+          "StopNCII",
+          "detect",
+          "victim",
+          "reported",
+          "imagery"
+        ],
+        "keywords": [
+          "AI",
+          "Responsibility",
+          "Skilling"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "587a23e0-5289-5616-bba1-6eef994d8978",
+      "type": "text",
+      "content": "Our solutions, partnerships, and programs reach people and organizations of all abilities to help them thrive. More than 5 million people have participated in our AI Skilling programs focused on accessibility. We launched new technology to help people with disabilities play, work, and live—through an Adaptive Joystick for Xbox, sign language detection in Teams, low-vision keyboards for Surface, and AI-powered visual descriptions in Windows.\n2025 also marked the midpoint in our journey to become a carbon negative, water positive, zero waste company, and to protect more land than we use. We are on track to meet many of our targets and continue to accelerate progress for others.\nOur renewable energy procurement increased from 1.8 gigawatts in 2020 to 34 gigawatts in 2024, and we contracted nearly 30 million metric tons of carbon removal—playing a pivotal role in scaling the carbon removal market. We provided more than 1.5 million people with clean water and sanitation and plan to replenish more than 100 million cubic meters of water around the world. We are getting closer to zero waste through new Circular Centers, which contribute to the reuse and recycling of nearly 91 percent of servers and components decommissioned from our datacenters. And we’ve reached nearly 95 percent recyclability in our product packaging.\nWe are learning how to make AI more sustainable by design and improve AI-powered solutions. Platforms like our Planetary Computer and our AI for Good Lab are helping us find new ways to address the world’s most pressing challenges.\nMaking progress on these commitments takes time. But here, too—we are guided by a bold vision, thinking in decades and executing in quarters.\nOUR CULTURE\nAmid this rapid progress, our culture is more important than ever. The AI platform shift is reshaping not just our products and business models, but how we work.\nOur growth mindset is essential to our ability to continue leading this AI era. It enables us to innovate both within Microsoft and with those we serve. We must be learn-it-alls, willing to experiment, guided by evaluations, and committed to continuous improvement. I am continually impressed by how our people do just that.\nWe are focused on being Customer Zero, applying AI to reduce toil and improve flow in our own work while creating a playbook we can share with the world.\nWe’re also embracing a new way of working—one that expands job scopes, reduces handoffs, and gives teams tools to scale productivity in nonlinear ways. This isn’t just about driving efficiency. It’s about empowering our people to dream bigger and get to “job complete” faster, with less friction and greater impact than ever before.\nOur employees also continue to find ways to bring their purpose and passion to the causes and communities they care deeply about. This year, they volunteered over 1.2 million hours and gave $263 million (including company match) to 37,000 nonprofit organizations in 110 countries.\n**\nIn July, after we reported our earnings results—including surpassing $75 billion in annual Azure revenue for the first time—I shared a reflection with all employees. Fifteen years ago, when we set out on our cloud journey, we had a bold vision, and we persisted through all the ups and downs.\nI asked our team: What are you working on today that, 15 years from now, you will look back on and say, “we got it right”? Hundreds of answers poured in spanning near-term priorities and long-term ambitions alike:\n• “Helping the world be safe from cybercrime”\n• “Speech is now a standard human-machine interface”\n• “Using AI to improve the lived experience for people with disabilities”\n• “We changed the way people learn”\n• “Access to millions of agents powered by orders of magnitude larger models”\n• “Medical knowledge has become ambient, embedded in clinical workflows”\n• “We helped billions become skilled in AI”\nThese responses and so many others reflected a deep sense of purpose and belief in what’s possible. And that is precisely what is needed for us to succeed.\nMicrosoft has an immense opportunity and responsibility—not just in building these futures, but in helping shape the world’s future. And I’m confident that together, we can continue to think in decades and execute in quarters on this journey to empower us all.\n\nSarga N.\n[images/image-2 Signature.jpeg]\n\nSatya Nadella\nChairman and Chief Executive Officer\nOctober 15, 2025\nISSUER PURCHASES OF EQUITY SECURITIES, DIVIDENDS, AND STOCK PERFORMANCE\nMARKET AND STOCKHOLDERS",
+      "path": "2025_AnnualReport.docx/**Preface**/**Preface** part 4",
+      "metadata": {
+        "length": 4512,
+        "summary": "Microsoft's 2025 report highlights progress in AI skilling for accessibility, renewable energy procurement reaching 34 gigawatts, carbon removal contracts, clean water access, and zero waste initiatives. The company emphasizes a growth mindset culture, employee volunteering, and long-term vision for AI-driven transformation across cybersecurity, speech interfaces, disability support, education, and medical knowledge.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "tokens": [
+          "Our",
+          "solutions",
+          "partnerships",
+          "programs",
+          "reach",
+          "people",
+          "organizations",
+          "abilities",
+          "thrive",
+          "More",
+          "million",
+          "participated",
+          "AI",
+          "Skilling",
+          "focused",
+          "accessibility",
+          "We",
+          "launched",
+          "technology",
+          "disabilities",
+          "play",
+          "work",
+          "live",
+          "Adaptive",
+          "Joystick",
+          "Xbox",
+          "sign",
+          "language",
+          "detection",
+          "Teams",
+          "low",
+          "vision",
+          "keyboards",
+          "Surface",
+          "powered",
+          "visual",
+          "descriptions",
+          "Windows",
+          "2025",
+          "marked",
+          "midpoint",
+          "journey",
+          "carbon",
+          "negative",
+          "water",
+          "positive",
+          "waste",
+          "company",
+          "protect",
+          "land",
+          "track",
+          "meet",
+          "targets",
+          "continue",
+          "accelerate",
+          "progress",
+          "renewable",
+          "energy",
+          "procurement",
+          "increased",
+          "1.8",
+          "gigawatts",
+          "2020",
+          "34",
+          "2024",
+          "contracted",
+          "30",
+          "metric",
+          "tons",
+          "removal",
+          "playing",
+          "pivotal",
+          "role",
+          "scaling",
+          "market",
+          "provided",
+          "1.5",
+          "clean",
+          "sanitation",
+          "plan",
+          "replenish",
+          "100",
+          "cubic",
+          "meters",
+          "world",
+          "closer",
+          "Circular",
+          "Centers",
+          "contribute",
+          "reuse",
+          "recycling",
+          "91",
+          "percent",
+          "servers",
+          "components",
+          "decommissioned",
+          "datacenters",
+          "And",
+          "ve",
+          "reached",
+          "95",
+          "recyclability",
+          "product",
+          "packaging",
+          "learning",
+          "make",
+          "sustainable",
+          "design",
+          "improve",
+          "Platforms",
+          "Planetary",
+          "Computer",
+          "Good",
+          "Lab",
+          "helping",
+          "find",
+          "ways",
+          "address",
+          "pressing",
+          "challenges",
+          "Making",
+          "commitments",
+          "takes",
+          "time",
+          "But",
+          "guided",
+          "bold",
+          "thinking",
+          "decades",
+          "executing",
+          "quarters",
+          "OUR",
+          "CULTURE",
+          "Amid",
+          "rapid",
+          "culture",
+          "important",
+          "The",
+          "platform",
+          "shift",
+          "reshaping",
+          "products",
+          "business",
+          "models",
+          "growth",
+          "mindset",
+          "essential",
+          "ability",
+          "leading",
+          "era",
+          "It",
+          "enables",
+          "innovate",
+          "Microsoft",
+          "serve",
+          "learn",
+          "alls",
+          "experiment",
+          "evaluations",
+          "committed",
+          "continuous",
+          "improvement",
+          "continually",
+          "impressed",
+          "Customer",
+          "Zero",
+          "applying",
+          "reduce",
+          "toil",
+          "flow",
+          "creating",
+          "playbook",
+          "share",
+          "embracing",
+          "working",
+          "expands",
+          "job",
+          "scopes",
+          "reduces",
+          "handoffs",
+          "teams",
+          "tools",
+          "scale",
+          "productivity",
+          "nonlinear",
+          "This",
+          "isn",
+          "driving",
+          "efficiency",
+          "empowering",
+          "dream",
+          "bigger",
+          "complete",
+          "faster",
+          "friction",
+          "greater",
+          "impact",
+          "employees",
+          "bring",
+          "purpose",
+          "passion",
+          "communities",
+          "care",
+          "deeply",
+          "year",
+          "volunteered",
+          "1.2",
+          "hours",
+          "gave",
+          "263",
+          "including",
+          "match",
+          "37",
+          "000",
+          "nonprofit",
+          "110",
+          "countries",
+          "In",
+          "July",
+          "reported",
+          "earnings",
+          "results",
+          "surpassing",
+          "75",
+          "billion",
+          "annual",
+          "Azure",
+          "revenue",
+          "shared",
+          "reflection",
+          "Fifteen",
+          "years",
+          "ago",
+          "set",
+          "cloud",
+          "persisted",
+          "ups",
+          "downs",
+          "asked",
+          "team",
+          "What",
+          "today",
+          "15",
+          "back",
+          "Hundreds",
+          "answers",
+          "poured",
+          "spanning",
+          "term",
+          "priorities",
+          "long",
+          "ambitions",
+          "alike",
+          "Helping",
+          "safe",
+          "cybercrime",
+          "Speech",
+          "standard",
+          "human",
+          "machine",
+          "interface",
+          "Using",
+          "lived",
+          "experience",
+          "changed",
+          "Access",
+          "millions",
+          "agents",
+          "orders",
+          "magnitude",
+          "larger",
+          "Medical",
+          "knowledge",
+          "ambient",
+          "embedded",
+          "clinical",
+          "workflows",
+          "helped",
+          "billions",
+          "skilled",
+          "These",
+          "responses",
+          "reflected",
+          "deep",
+          "sense",
+          "belief",
+          "precisely",
+          "needed",
+          "succeed",
+          "immense",
+          "opportunity",
+          "responsibility",
+          "building",
+          "futures",
+          "shape",
+          "future",
+          "confident",
+          "execute",
+          "empower",
+          "Sarga",
+          "Satya",
+          "Nadella",
+          "Chairman",
+          "Chief",
+          "Executive",
+          "Officer",
+          "October",
+          "ISSUER",
+          "PURCHASES",
+          "OF",
+          "EQUITY",
+          "SECURITIES",
+          "DIVIDENDS",
+          "AND",
+          "STOCK",
+          "PERFORMANCE",
+          "MARKET",
+          "STOCKHOLDERS"
+        ],
+        "keywords": [
+          "AI",
+          "Sustainability",
+          "Culture"
+        ],
+        "connect_to": [
+          {
+            "target": "9e0d738a-c578-5816-afc1-93e714a7ab5d",
+            "relation": "embeds",
+            "ref": "[images/image-2 Signature.jpeg]",
+            "position": {
+              "start": 4316,
+              "end": 4347
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "9e4e4300-3f24-59d3-ad92-a2cc2c5d6b6b",
+      "type": "text",
+      "content": "Our common stock is traded on the NASDAQ Stock Market under the symbol MSFT. On July 24, 2025, there were 77,014 registered holders of record of our common stock.\nSHARE REPURCHASES AND DIVIDENDS\nShare Repurchases\nOn September 14, 2021, our Board of Directors approved a share repurchase program authorizing up to $60.0 billion in share repurchases. This share repurchase program commenced in November 2021 and was completed in April 2025.\nOn September 16, 2024, our Board of Directors approved a share repurchase program authorizing up to $60.0 billion in share repurchases. This share repurchase program commenced in April 2025, following completion of the program approved on September 14, 2021, has no expiration date, and may be terminated at any time. As of June 30, 2025, $57.3 billion remained of this $60.0 billion share repurchase program.\nWe repurchased the following shares of common stock under the share repurchase programs:\n\nThe table shows quarterly share repurchases and amounts for fiscal years 2023-2025, with totals of 31 shares ($13,000M) in 2025, 32 shares ($11,960M) in 2024, and 69 shares ($18,400M) in 2023.\n[tables/table-1 Share Repurchases.html]\n\nAll repurchases were made using cash resources. Shares repurchased during the fourth quarter of fiscal year 2025 were under the share repurchase programs approved on September 14, 2021 and September 16, 2024. All other shares repurchased were under the share repurchase program approved on September 14, 2021. The above table excludes shares repurchased to settle employee tax withholding related to the vesting of stock awards of $5.4 billion, $5.3 billion, and $3.8 billion for fiscal years 2025, 2024, and 2023, respectively.\nDividends\nOur Board of Directors declared the following dividends:\n\nThe table shows quarterly dividends for fiscal years 2025 and 2024, with per-share amounts of $0.83 and $0.75 respectively, totaling $24,678 million and $22,295 million.\n[tables/table-2 Dividend History.html]\n\nThe dividend declared on June 10, 2025 was included in other current liabilities as of June 30, 2025.\nSTOCK PERFORMANCE\nCOMPARISON OF 5 YEAR CUMULATIVE TOTAL RETURN*\nAmong Microsoft Corporation, the S&P 500 Index\nand the NASDAQ Computer Index\n\nChart Title: Microsoft Corporation, S&P 500, and NASDAQ Computer Index Performance\nY-Axis: Dollar Value ($0 to $300)\nX-Axis: Dates (6/20 to 6/25)\n\nData Points & Trends:\n- All three indices start at a baseline of $100 on 6/20.\n- Microsoft Corporation (Square marker): Starts at $100, dips slightly on 6/21 (~$135), drops to ~$128 on 6/22, then rises sharply to finish at approximately $250 on 6/25. It shows the strongest overall growth among the three.\n- NASDAQ Computer (Circle marker): Starts at $100, peaks at ~$150 on 6/21, drops to its lowest point (~$118) on 6/22, then recovers strongly to end near $250 on 6/25. Its trajectory closely mirrors Microsoft's in the latter half.\n[images/image-3 Microsoft vs S&P 500 v.jpeg]\n\n\nThe table shows daily values for Microsoft Corporation, S&P 500, and NASDAQ Computer from June 20 to June 25, with each starting at 100.00 and ending at 255.13, 215.89, and 254.97 respectively.\n[tables/table-3 Stock Index Data.html]\n\n* $100 invested on 6/30/20 in stock or index, including reinvestment of dividends. Fiscal year ending June 30.\nNote About Forward-Looking Statements",
+      "path": "2025_AnnualReport.docx/**Preface**/**Preface** part 5",
+      "metadata": {
+        "length": 3336,
+        "summary": "The passage covers Microsoft's common stock trading on NASDAQ under MSFT, with 77,014 registered holders as of July 24, 2025. It details share repurchase programs approved in 2021 and 2024, each authorizing up to $60 billion, with $57.3 billion remaining as of June 30, 2025. Quarterly repurchase data for fiscal years 2023-2025 shows totals of 31 shares ($13,000M) in 2025, 32 shares ($11,960M) in 2024, and 69 shares ($18,400M) in 2023. Dividends declared quarterly were $0.83 per share in 2025 and $0.75 in 2024, totaling $24,678 million and $22,295 million respectively. A stock performance chart compares 5-year cumulative total returns of Microsoft, S&P 500, and NASDAQ Computer Index from June 2020 to June 2025, with Microsoft ending at $255.13, S&P 500 at $215.89, and NASDAQ Computer at $254.97, all starting at $100.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "tokens": [
+          "Our",
+          "common",
+          "stock",
+          "traded",
+          "NASDAQ",
+          "Stock",
+          "Market",
+          "symbol",
+          "MSFT",
+          "On",
+          "July",
+          "24",
+          "2025",
+          "77",
+          "014",
+          "registered",
+          "holders",
+          "record",
+          "SHARE",
+          "REPURCHASES",
+          "AND",
+          "DIVIDENDS",
+          "Share",
+          "Repurchases",
+          "September",
+          "14",
+          "2021",
+          "Board",
+          "Directors",
+          "approved",
+          "share",
+          "repurchase",
+          "program",
+          "authorizing",
+          "60.0",
+          "billion",
+          "repurchases",
+          "This",
+          "commenced",
+          "November",
+          "completed",
+          "April",
+          "16",
+          "2024",
+          "completion",
+          "expiration",
+          "date",
+          "terminated",
+          "time",
+          "As",
+          "June",
+          "30",
+          "57.3",
+          "remained",
+          "We",
+          "repurchased",
+          "shares",
+          "programs",
+          "The",
+          "table",
+          "shows",
+          "quarterly",
+          "amounts",
+          "fiscal",
+          "years",
+          "2023",
+          "totals",
+          "31",
+          "13",
+          "000M",
+          "32",
+          "11",
+          "960M",
+          "69",
+          "18",
+          "400M",
+          "All",
+          "made",
+          "cash",
+          "resources",
+          "Shares",
+          "fourth",
+          "quarter",
+          "year",
+          "excludes",
+          "settle",
+          "employee",
+          "tax",
+          "withholding",
+          "related",
+          "vesting",
+          "awards",
+          "5.4",
+          "5.3",
+          "3.8",
+          "Dividends",
+          "declared",
+          "dividends",
+          "0.83",
+          "0.75",
+          "totaling",
+          "678",
+          "million",
+          "22",
+          "295",
+          "dividend",
+          "10",
+          "included",
+          "current",
+          "liabilities",
+          "STOCK",
+          "PERFORMANCE",
+          "COMPARISON",
+          "OF",
+          "YEAR",
+          "CUMULATIVE",
+          "TOTAL",
+          "RETURN",
+          "Among",
+          "Microsoft",
+          "Corporation",
+          "500",
+          "Index",
+          "Computer",
+          "Chart",
+          "Title",
+          "Performance",
+          "Axis",
+          "Dollar",
+          "Value",
+          "300",
+          "Dates",
+          "20",
+          "25",
+          "Data",
+          "Points",
+          "Trends",
+          "indices",
+          "start",
+          "baseline",
+          "100",
+          "Square",
+          "marker",
+          "Starts",
+          "dips",
+          "slightly",
+          "21",
+          "135",
+          "drops",
+          "128",
+          "rises",
+          "sharply",
+          "finish",
+          "approximately",
+          "250",
+          "It",
+          "strongest",
+          "growth",
+          "Circle",
+          "peaks",
+          "150",
+          "lowest",
+          "point",
+          "118",
+          "recovers",
+          "strongly",
+          "end",
+          "Its",
+          "trajectory",
+          "closely",
+          "mirrors",
+          "half",
+          "daily",
+          "values",
+          "starting",
+          "100.00",
+          "ending",
+          "255.13",
+          "215.89",
+          "254.97",
+          "invested",
+          "index",
+          "including",
+          "reinvestment",
+          "Fiscal",
+          "Note",
+          "About",
+          "Forward",
+          "Looking",
+          "Statements"
+        ],
+        "keywords": [
+          "Share Repurchases",
+          "Dividends",
+          "Stock Performance"
+        ],
+        "connect_to": [
+          {
+            "target": "f0fa5122-814d-55dd-aac9-1a40c56c0a8c",
+            "relation": "embeds",
+            "ref": "[tables/table-1 Share Repurchases.html]",
+            "position": {
+              "start": 1132,
+              "end": 1171
+            }
+          },
+          {
+            "target": "0e66fea7-c5b7-53f8-8471-b407613a66b3",
+            "relation": "embeds",
+            "ref": "[tables/table-2 Dividend History.html]",
+            "position": {
+              "start": 1940,
+              "end": 1978
+            }
+          },
+          {
+            "target": "77c3bd2d-5b47-5b5a-929b-e8988bc51db5",
+            "relation": "embeds",
+            "ref": "[images/image-3 Microsoft vs S&P 500 v.jpeg]",
+            "position": {
+              "start": 2907,
+              "end": 2951
+            }
+          },
+          {
+            "target": "b1e3c716-1628-5ef8-9628-f29f51a19862",
+            "relation": "embeds",
+            "ref": "[tables/table-3 Stock Index Data.html]",
+            "position": {
+              "start": 3148,
+              "end": 3186
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "68222691-bb13-5233-9d7e-ebe6f0987fd0",
+      "type": "text",
+      "content": "This report includes estimates, projections, statements relating to our business plans, objectives, and expected operating results that are “forward-looking statements” within the meaning of the Private Securities Litigation Reform Act of 1995, Section 27A of the Securities Act of 1933, and Section 21E of the Securities Exchange Act of 1934. Forward-looking statements may appear throughout this report, including the following sections: “Business”, and “Management’s Discussion and Analysis of Financial Condition and Results of Operations”. These forward-looking statements generally are identified by the words “believe,” “project,” “expect,” “anticipate,” “estimate,” “intend,” “strategy,” “future,” “opportunity,” “plan,” “may,” “should,” “will,” “would,” “will be,” “will continue,” “will likely result,” and similar expressions. Forward-looking statements are based on current expectations and assumptions that are subject to risks and uncertainties that may cause actual results to differ materially. We describe risks and uncertainties that could cause actual results and events to differ materially in “Risk Factors,” “Management’s Discussion and Analysis of Financial Condition and Results of Operations,” and “Quantitative and Qualitative Disclosures About Market Risk” in our fiscal year 2025 Form 10-K. Readers are cautioned not to place undue reliance on forward-looking statements, which speak only as of the date they are made. We undertake no obligation to update or revise publicly any forward-looking statements, whether because of new information, future events, or otherwise.\nBUSINESS\nGENERAL\nMicrosoft is a technology company committed to making digital technology and artificial intelligence (“AI”) available broadly and doing so responsibly. Our mission is to empower every person and every organization on the planet to achieve more.\nWe develop and support a broad portfolio of technology solutions for individuals and businesses, focusing on secure, trusted, and innovative platforms and tools that meet evolving customer needs across cloud computing, productivity and collaboration, and personal computing. We strive to create opportunity, growth, and impact in every country around the world.\nAI is fundamentally transforming productivity for every individual, organization, and industry. Microsoft’s AI offerings span every layer of the technology stack, enabling transformative outcomes across sectors and unlocking opportunity for every country, community, and individual.\nWe believe AI should be as empowering as it is powerful, and we’re committed to designing and deploying AI responsibly with safety and security from the outset.\nWhat We Offer\nFounded in 1975, we develop and support software, services, devices, and solutions that deliver new value for customers and help people and businesses realize their full potential.\nWe offer an array of services, including cloud-based solutions that provide customers with software, services, platforms, and content, and we provide solution support and consulting services. We also deliver relevant online advertising to a global audience.\nOur products include operating systems, cross-device productivity and collaboration applications, server applications, business solution applications, desktop and server management tools, software development tools, and video games. We also design and sell devices, including PCs, tablets, gaming and entertainment consoles, other intelligent devices, and related accessories.\nDigital transformation and adoption of AI continues to revolutionize more business workstreams for organizations in every sector across the globe. For enterprises, digital technology empowers employees, optimizes operations, engages customers, and in some cases, changes the very core of products and services.\nThe Microsoft Cloud provides integration across the technology stack while offering openness, improving time to value, reducing costs, and increasing agility. Our cloud business benefits from three economies of scale: datacenters that deploy computational resources at significantly lower cost per unit than smaller ones; datacenters that coordinate and aggregate diverse customer, geographic, and application demand patterns, improving the utilization of computing, storage, and network resources; and multi-tenancy locations that lower application maintenance labor costs.",
+      "path": "2025_AnnualReport.docx/**Preface**/**Preface** part 6",
+      "metadata": {
+        "length": 4383,
+        "summary": "Microsoft is a technology company focused on AI and digital transformation, offering a broad portfolio of software, services, and devices. Its mission is to empower people and organizations globally. The Microsoft Cloud provides integrated solutions across the technology stack, benefiting from economies of scale in datacenters and multi-tenancy. The report includes forward-looking statements about business plans and objectives, subject to risks and uncertainties.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "tokens": [
+          "This",
+          "report",
+          "includes",
+          "estimates",
+          "projections",
+          "statements",
+          "relating",
+          "business",
+          "plans",
+          "objectives",
+          "expected",
+          "operating",
+          "results",
+          "forward",
+          "meaning",
+          "Private",
+          "Securities",
+          "Litigation",
+          "Reform",
+          "Act",
+          "1995",
+          "Section",
+          "27A",
+          "1933",
+          "21E",
+          "Exchange",
+          "1934",
+          "Forward",
+          "including",
+          "sections",
+          "Business",
+          "Management",
+          "Discussion",
+          "Analysis",
+          "Financial",
+          "Condition",
+          "Results",
+          "Operations",
+          "These",
+          "generally",
+          "identified",
+          "words",
+          "project",
+          "expect",
+          "anticipate",
+          "estimate",
+          "intend",
+          "strategy",
+          "future",
+          "opportunity",
+          "plan",
+          "continue",
+          "result",
+          "similar",
+          "expressions",
+          "based",
+          "current",
+          "expectations",
+          "assumptions",
+          "subject",
+          "risks",
+          "uncertainties",
+          "actual",
+          "differ",
+          "materially",
+          "We",
+          "describe",
+          "events",
+          "Risk",
+          "Factors",
+          "Quantitative",
+          "Qualitative",
+          "Disclosures",
+          "About",
+          "Market",
+          "fiscal",
+          "year",
+          "2025",
+          "Form",
+          "10",
+          "Readers",
+          "cautioned",
+          "place",
+          "undue",
+          "reliance",
+          "speak",
+          "date",
+          "made",
+          "undertake",
+          "obligation",
+          "update",
+          "revise",
+          "publicly",
+          "information",
+          "BUSINESS",
+          "GENERAL",
+          "Microsoft",
+          "technology",
+          "company",
+          "committed",
+          "making",
+          "digital",
+          "artificial",
+          "intelligence",
+          "AI",
+          "broadly",
+          "responsibly",
+          "Our",
+          "mission",
+          "empower",
+          "person",
+          "organization",
+          "planet",
+          "achieve",
+          "develop",
+          "support",
+          "broad",
+          "portfolio",
+          "solutions",
+          "individuals",
+          "businesses",
+          "focusing",
+          "secure",
+          "trusted",
+          "innovative",
+          "platforms",
+          "tools",
+          "meet",
+          "evolving",
+          "customer",
+          "cloud",
+          "computing",
+          "productivity",
+          "collaboration",
+          "personal",
+          "strive",
+          "create",
+          "growth",
+          "impact",
+          "country",
+          "world",
+          "fundamentally",
+          "transforming",
+          "individual",
+          "industry",
+          "offerings",
+          "span",
+          "layer",
+          "stack",
+          "enabling",
+          "transformative",
+          "outcomes",
+          "sectors",
+          "unlocking",
+          "community",
+          "empowering",
+          "powerful",
+          "designing",
+          "deploying",
+          "safety",
+          "security",
+          "outset",
+          "What",
+          "Offer",
+          "Founded",
+          "1975",
+          "software",
+          "services",
+          "devices",
+          "deliver",
+          "customers",
+          "people",
+          "realize",
+          "full",
+          "potential",
+          "offer",
+          "array",
+          "provide",
+          "content",
+          "solution",
+          "consulting",
+          "relevant",
+          "online",
+          "advertising",
+          "global",
+          "audience",
+          "products",
+          "include",
+          "systems",
+          "cross",
+          "device",
+          "applications",
+          "server",
+          "desktop",
+          "management",
+          "development",
+          "video",
+          "games",
+          "design",
+          "sell",
+          "PCs",
+          "tablets",
+          "gaming",
+          "entertainment",
+          "consoles",
+          "intelligent",
+          "related",
+          "accessories",
+          "Digital",
+          "transformation",
+          "adoption",
+          "continues",
+          "revolutionize",
+          "workstreams",
+          "organizations",
+          "sector",
+          "globe",
+          "For",
+          "enterprises",
+          "empowers",
+          "employees",
+          "optimizes",
+          "operations",
+          "engages",
+          "cases",
+          "core",
+          "The",
+          "Cloud",
+          "integration",
+          "offering",
+          "openness",
+          "improving",
+          "time",
+          "reducing",
+          "costs",
+          "increasing",
+          "agility",
+          "benefits",
+          "economies",
+          "scale",
+          "datacenters",
+          "deploy",
+          "computational",
+          "resources",
+          "significantly",
+          "lower",
+          "cost",
+          "unit",
+          "smaller",
+          "coordinate",
+          "aggregate",
+          "diverse",
+          "geographic",
+          "application",
+          "demand",
+          "patterns",
+          "utilization",
+          "storage",
+          "network",
+          "multi",
+          "tenancy",
+          "locations",
+          "maintenance",
+          "labor"
+        ],
+        "keywords": [
+          "AI",
+          "Cloud",
+          "Digital Transformation"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "7658b3a7-805f-5e8b-b1c7-ac40942034cf",
+      "type": "text",
+      "content": "We prioritize security above all else and we offer our customers integrated AI-driven products addressing security, compliance, identity, management, and privacy across customers’ multi-cloud, application, and device assets.\nThe Ambitions That Drive Us\nTo achieve our vision, our research and development efforts focus on three interconnected ambitions:\n• Reinvent productivity and business processes to help organizations and individuals work and collaborate more securely and efficiently.\n• Build the intelligent cloud and intelligent edge platform to provide a foundation for our customers’ digital workloads including hybrid consistency, developer productivity, data and AI capabilities, and trusted security and compliance.\n• Create more personal computing to enable users to interact with technology in more intuitive, engaging, and dynamic ways.\nOur Future Opportunity\nWe are focused on helping customers use the breadth and depth of the Microsoft Cloud to get the most value out of their digital spend while leading the AI platform wave across our solution areas. We continue to develop complete, intelligent solutions for our customers that empower people to be productive and collaborate, while safeguarding businesses and simplifying IT management. Our goal is to lead the industry in several distinct areas of technology over the long term, which we expect will translate to sustained growth. We are investing significant resources in:\n• Transforming the workplace to deliver new, modern, modular business applications, drive deeper insights, and improve how people communicate, collaborate, learn, work, and interact with one another.\n• Building and running cloud-based services in ways that utilize ubiquitous computing to unleash new experiences and opportunities for businesses and individuals.\n• Applying AI and ambient intelligence to drive insights, revolutionize many types of work and business processes, and provide substantive productivity gains using Microsoft 365 Copilot and agents.\n• Providing training on generative AI and greater access to digital learning and resources through skilling programs and initiatives, grants, and LinkedIn learning pathways.\n• Inventing new gaming experiences that bring people together around their shared love for games on any device and pushing the boundaries of innovation with console and PC gaming.\n• Leveraging Windows to fuel our cloud business, grow our share of the PC market, and drive increased engagement with our services like Microsoft Edge, Bing, Copilot, Microsoft Teams, Microsoft 365 Consumer, Xbox Game Pass, and more.\n• Tackling security from all angles with our integrated, end-to-end solutions spanning security, compliance, identity, and management, across all clouds and platforms.\nOur future growth depends on our ability to transcend current product category definitions, business models, and sales motions.\nCommitment to Sustainability\nMicrosoft is committed to sustainability and our approach to addressing climate change starts with the sustainability of our own business. In 2020, we announced goals to become a carbon negative, water positive, and zero waste company by 2030. Since announcing these goals, we have made meaningful progress while having seen major changes in both the technology sector and in our understanding of what it will take to meet our goals. Progress toward these goals can be found in our annual Environmental Sustainability Report.\nOPERATING SEGMENTS\nWe operate our business and report our financial performance using three segments: Productivity and Business Processes, Intelligent Cloud, and More Personal Computing. Our segments provide management with a comprehensive financial view of our key businesses. The segments enable the alignment of strategies and objectives across the development, sales, marketing, and services organizations, and they provide a framework for timely and rational allocation of resources within businesses.\nIn August 2024, we announced changes to the composition of our segments. These changes align our segments with how we currently manage our business, most notably bringing the commercial components of Microsoft 365 together in the Productivity and Business Processes segment. Beginning in fiscal year 2025, the information that our chief operating decision maker is regularly provided and reviews for purposes of allocating resources and assessing performance reflects these segment changes.",
+      "path": "2025_AnnualReport.docx/**Preface**/**Preface** part 7",
+      "metadata": {
+        "length": 4445,
+        "summary": "Microsoft prioritizes security and offers AI-driven products for security, compliance, identity, and management across multi-cloud, application, and device assets. Their R&D focuses on reinventing productivity, building the intelligent cloud and edge platform, and creating more personal computing. They aim to lead in AI, cloud services, workplace transformation, gaming, and Windows. Microsoft is committed to sustainability with goals to be carbon negative, water positive, and zero waste by 2030. The company operates in three segments: Productivity and Business Processes, Intelligent Cloud, and More Personal Computing, with changes announced in August 2024 to align with current business management.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "tokens": [
+          "We",
+          "prioritize",
+          "security",
+          "offer",
+          "customers",
+          "integrated",
+          "AI",
+          "driven",
+          "products",
+          "addressing",
+          "compliance",
+          "identity",
+          "management",
+          "privacy",
+          "multi",
+          "cloud",
+          "application",
+          "device",
+          "assets",
+          "The",
+          "Ambitions",
+          "That",
+          "Drive",
+          "Us",
+          "To",
+          "achieve",
+          "vision",
+          "research",
+          "development",
+          "efforts",
+          "focus",
+          "interconnected",
+          "ambitions",
+          "Reinvent",
+          "productivity",
+          "business",
+          "processes",
+          "organizations",
+          "individuals",
+          "work",
+          "collaborate",
+          "securely",
+          "efficiently",
+          "Build",
+          "intelligent",
+          "edge",
+          "platform",
+          "provide",
+          "foundation",
+          "digital",
+          "workloads",
+          "including",
+          "hybrid",
+          "consistency",
+          "developer",
+          "data",
+          "capabilities",
+          "trusted",
+          "Create",
+          "personal",
+          "computing",
+          "enable",
+          "users",
+          "interact",
+          "technology",
+          "intuitive",
+          "engaging",
+          "dynamic",
+          "ways",
+          "Our",
+          "Future",
+          "Opportunity",
+          "focused",
+          "helping",
+          "breadth",
+          "depth",
+          "Microsoft",
+          "Cloud",
+          "spend",
+          "leading",
+          "wave",
+          "solution",
+          "areas",
+          "continue",
+          "develop",
+          "complete",
+          "solutions",
+          "empower",
+          "people",
+          "productive",
+          "safeguarding",
+          "businesses",
+          "simplifying",
+          "IT",
+          "goal",
+          "lead",
+          "industry",
+          "distinct",
+          "long",
+          "term",
+          "expect",
+          "translate",
+          "sustained",
+          "growth",
+          "investing",
+          "significant",
+          "resources",
+          "Transforming",
+          "workplace",
+          "deliver",
+          "modern",
+          "modular",
+          "applications",
+          "drive",
+          "deeper",
+          "insights",
+          "improve",
+          "communicate",
+          "learn",
+          "Building",
+          "running",
+          "based",
+          "services",
+          "utilize",
+          "ubiquitous",
+          "unleash",
+          "experiences",
+          "opportunities",
+          "Applying",
+          "ambient",
+          "intelligence",
+          "revolutionize",
+          "types",
+          "substantive",
+          "gains",
+          "365",
+          "Copilot",
+          "agents",
+          "Providing",
+          "training",
+          "generative",
+          "greater",
+          "access",
+          "learning",
+          "skilling",
+          "programs",
+          "initiatives",
+          "grants",
+          "LinkedIn",
+          "pathways",
+          "Inventing",
+          "gaming",
+          "bring",
+          "shared",
+          "love",
+          "games",
+          "pushing",
+          "boundaries",
+          "innovation",
+          "console",
+          "PC",
+          "Leveraging",
+          "Windows",
+          "fuel",
+          "grow",
+          "share",
+          "market",
+          "increased",
+          "engagement",
+          "Edge",
+          "Bing",
+          "Teams",
+          "Consumer",
+          "Xbox",
+          "Game",
+          "Pass",
+          "Tackling",
+          "angles",
+          "end",
+          "spanning",
+          "clouds",
+          "platforms",
+          "future",
+          "depends",
+          "ability",
+          "transcend",
+          "current",
+          "product",
+          "category",
+          "definitions",
+          "models",
+          "sales",
+          "motions",
+          "Commitment",
+          "Sustainability",
+          "committed",
+          "sustainability",
+          "approach",
+          "climate",
+          "change",
+          "starts",
+          "In",
+          "2020",
+          "announced",
+          "goals",
+          "carbon",
+          "negative",
+          "water",
+          "positive",
+          "waste",
+          "company",
+          "2030",
+          "Since",
+          "announcing",
+          "made",
+          "meaningful",
+          "progress",
+          "major",
+          "sector",
+          "understanding",
+          "meet",
+          "Progress",
+          "found",
+          "annual",
+          "Environmental",
+          "Report",
+          "OPERATING",
+          "SEGMENTS",
+          "operate",
+          "report",
+          "financial",
+          "performance",
+          "segments",
+          "Productivity",
+          "Business",
+          "Processes",
+          "Intelligent",
+          "More",
+          "Personal",
+          "Computing",
+          "comprehensive",
+          "view",
+          "key",
+          "alignment",
+          "strategies",
+          "objectives",
+          "marketing",
+          "framework",
+          "timely",
+          "rational",
+          "allocation",
+          "August",
+          "2024",
+          "composition",
+          "These",
+          "align",
+          "manage",
+          "notably",
+          "bringing",
+          "commercial",
+          "components",
+          "segment",
+          "Beginning",
+          "fiscal",
+          "year",
+          "2025",
+          "information",
+          "chief",
+          "operating",
+          "decision",
+          "maker",
+          "regularly",
+          "provided",
+          "reviews",
+          "purposes",
+          "allocating",
+          "assessing",
+          "reflects"
+        ],
+        "keywords": [
+          "AI",
+          "Cloud",
+          "Security"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "fd207155-8d31-50ce-acfd-e686c29275d2",
+      "type": "text",
+      "content": "Additional information on our operating segments and geographic and product information is contained in Note 18 – Segment Information and Geographic Data of the Notes to Financial Statements.\nOur reportable segments are described below.\nProductivity and Business Processes\nOur Productivity and Business Processes segment consists of products and services in our portfolio of productivity, communication, and information services, spanning a variety of devices and platforms. This segment primarily comprises:\n• Microsoft 365 Commercial products and cloud services, including Microsoft 365 Commercial cloud, comprising Microsoft 365 Commercial, Enterprise Mobility + Security, the cloud portion of Windows Commercial, the per-user portion of Power BI, Exchange, SharePoint, Microsoft Teams, Microsoft 365 Security and Compliance, and Microsoft 365 Copilot; and Microsoft 365 Commercial products, comprising Windows Commercial on-premises and Office licensed on-premises.\n• Microsoft 365 Consumer products and cloud services, including Microsoft 365 Consumer subscriptions, Office licensed on-premises, and other consumer services.\n• LinkedIn, including Talent Solutions, Marketing Solutions, Premium Subscriptions, and Sales Solutions.\n• Dynamics products and cloud services, including Dynamics 365, comprising a set of intelligent, cloud-based applications across ERP, CRM, Power Apps, and Power Automate; and on-premises ERP and CRM applications.\nMicrosoft 365 Commercial Products and Cloud Services\nMicrosoft 365 Commercial is an AI-powered business and productivity solutions platform that brings together Office, Windows, Microsoft 365 Copilot, and Enterprise Mobility + Security to help organizations empower their employees. Growth depends on our ability to reach new users in new markets such as frontline workers, small and medium businesses, and growth markets, as well as add AI-enabled tools, features, and agentic scenarios to our core product and service offerings across communication, collaboration, analytics, security, compliance, and other AI business productivity categories. Microsoft 365 Commercial revenue is mainly affected by a combination of continued installed base growth and average revenue per user expansion, as well as the continued shift from Office licensed on-premises to Microsoft 365.\nMicrosoft 365 Consumer Products and Cloud Services\nMicrosoft 365 Consumer is designed to increase personal productivity and creativity through a range of products and services. Growth depends on our ability to reach new users, add value to our core product set with new features including AI tools, and continue to expand our product and service offerings into new markets. Microsoft 365 Consumer cloud revenue and Office Consumer products revenue is mainly affected by the percentage of customers that buy Office with their new devices and the continued shift from Office licensed on-premises to Microsoft 365 Consumer subscriptions. Microsoft 365 Consumer cloud revenue is also affected by the demand for communication and storage through Outlook.com and OneDrive, which is largely driven by subscriptions and advertising.\nLinkedIn\nLinkedIn connects the world’s professionals to make them more productive and successful and transforms the way companies hire, market, sell, and learn. In addition to LinkedIn’s free services, LinkedIn offers monetized solutions designed to offer AI-enabled insights and productivity: Talent Solutions, Marketing Solutions, Premium Subscriptions, and Sales Solutions. Growth will depend on our ability to increase LinkedIn member engagement on the platform and our ability to continue offering insight and AI-enabled services that provide value for our members and customers. LinkedIn revenue is mainly affected by demand from enterprises and professionals for subscriptions to Talent Solutions, Sales Solutions, and Premium Subscriptions offerings, as well as member engagement and the quality of the sponsored content delivered to those members to drive Marketing Solutions.\nDynamics Products and Cloud Services",
+      "path": "2025_AnnualReport.docx/**Preface**/**Preface** part 8",
+      "metadata": {
+        "length": 4068,
+        "summary": "The text describes Microsoft's reportable segments, focusing on Productivity and Business Processes. This segment includes Microsoft 365 Commercial and Consumer products and cloud services, LinkedIn, and Dynamics products. Key offerings include AI-powered productivity tools, cloud subscriptions, and professional networking solutions. Revenue growth depends on user adoption, AI features, and shifts from on-premises to cloud services.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "tokens": [
+          "Additional",
+          "information",
+          "operating",
+          "segments",
+          "geographic",
+          "product",
+          "contained",
+          "Note",
+          "18",
+          "Segment",
+          "Information",
+          "Geographic",
+          "Data",
+          "Notes",
+          "Financial",
+          "Statements",
+          "Our",
+          "reportable",
+          "Productivity",
+          "Business",
+          "Processes",
+          "segment",
+          "consists",
+          "products",
+          "services",
+          "portfolio",
+          "productivity",
+          "communication",
+          "spanning",
+          "variety",
+          "devices",
+          "platforms",
+          "This",
+          "primarily",
+          "comprises",
+          "Microsoft",
+          "365",
+          "Commercial",
+          "cloud",
+          "including",
+          "comprising",
+          "Enterprise",
+          "Mobility",
+          "Security",
+          "portion",
+          "Windows",
+          "user",
+          "Power",
+          "BI",
+          "Exchange",
+          "SharePoint",
+          "Teams",
+          "Compliance",
+          "Copilot",
+          "premises",
+          "Office",
+          "licensed",
+          "Consumer",
+          "subscriptions",
+          "consumer",
+          "LinkedIn",
+          "Talent",
+          "Solutions",
+          "Marketing",
+          "Premium",
+          "Subscriptions",
+          "Sales",
+          "Dynamics",
+          "set",
+          "intelligent",
+          "based",
+          "applications",
+          "ERP",
+          "CRM",
+          "Apps",
+          "Automate",
+          "Products",
+          "Cloud",
+          "Services",
+          "AI",
+          "powered",
+          "business",
+          "solutions",
+          "platform",
+          "brings",
+          "organizations",
+          "empower",
+          "employees",
+          "Growth",
+          "depends",
+          "ability",
+          "reach",
+          "users",
+          "markets",
+          "frontline",
+          "workers",
+          "small",
+          "medium",
+          "businesses",
+          "growth",
+          "add",
+          "enabled",
+          "tools",
+          "features",
+          "agentic",
+          "scenarios",
+          "core",
+          "service",
+          "offerings",
+          "collaboration",
+          "analytics",
+          "security",
+          "compliance",
+          "categories",
+          "revenue",
+          "affected",
+          "combination",
+          "continued",
+          "installed",
+          "base",
+          "average",
+          "expansion",
+          "shift",
+          "designed",
+          "increase",
+          "personal",
+          "creativity",
+          "range",
+          "continue",
+          "expand",
+          "percentage",
+          "customers",
+          "buy",
+          "demand",
+          "storage",
+          "Outlook",
+          "OneDrive",
+          "largely",
+          "driven",
+          "advertising",
+          "connects",
+          "world",
+          "professionals",
+          "make",
+          "productive",
+          "successful",
+          "transforms",
+          "companies",
+          "hire",
+          "market",
+          "sell",
+          "learn",
+          "In",
+          "addition",
+          "free",
+          "offers",
+          "monetized",
+          "offer",
+          "insights",
+          "depend",
+          "member",
+          "engagement",
+          "offering",
+          "insight",
+          "provide",
+          "members",
+          "enterprises",
+          "quality",
+          "sponsored",
+          "content",
+          "delivered",
+          "drive"
+        ],
+        "keywords": [
+          "Productivity",
+          "Business Processes",
+          "Cloud Services"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "fec4368e-7a2b-558f-b2a2-a6a51a7e65e2",
+      "type": "text",
+      "content": "Dynamics provides cloud-based and on-premises business solutions for financial management, enterprise resource planning (“ERP”), customer relationship management (“CRM”), and supply chain management, as well as agentic AI and other low code application development platforms, for small and medium businesses, large organizations, and divisions of global enterprises. Dynamics revenue is driven by the number of users licensed and applications consumed, expansion of average revenue per user, and the continued shift to Dynamics 365, a unified set of cloud-based intelligent business applications, including our low code development platforms, such as Power Apps and Power Automate.\nCompetition\nCompetitors to Office include software and global application vendors, web-based and mobile application companies, AI-first application companies, as well as local application developers. We compete by providing secure, integrated industry-specific, and easy-to-use productivity and collaboration tools and services that create comprehensive solutions and work well with technologies our customers already have both on-premises or in the cloud.\nWindows faces competition from various software products and from alternative platforms and devices. Microsoft Defender for Endpoint competes with endpoint security solution providers.\nOur Enterprise Mobility + Security offerings compete with products from a range of competitors including identity vendors, security solution vendors, and numerous other security point solution vendors.\nLinkedIn faces competition from online professional networks; recruiting, talent management, and human resource services companies; job boards; companies that provide learning and development products and services; online and offline outlets that generate revenue from advertisers and marketers; and online and offline outlets for companies with lead generation and customer intelligence and insights.\nDynamics competes with cloud-based and on-premises business solution providers.\nIntelligent Cloud\nOur Intelligent Cloud segment consists of our public, private, and hybrid server products and cloud services that power modern business and developers. This segment primarily comprises:\n• Server products and cloud services, including Azure and other cloud services, comprising cloud and AI consumption-based services, GitHub cloud services, Nuance Healthcare cloud services, virtual desktop offerings, and other cloud services; and Server products, comprising SQL Server, Windows Server, Visual Studio, System Center, related Client Access Licenses (“CALs”), and other on-premises offerings.\n• Enterprise and partner services, including Enterprise Support Services, Industry Solutions, Nuance professional services, Microsoft Partner Network, and Learning Experience.\nServer Products and Cloud Services\nAzure is a comprehensive set of cloud services that offer developers, IT professionals, and enterprises freedom to build, deploy, and manage applications on any platform or device. Customers can use Azure through our global network of datacenters for computing, networking, storage, mobile and web application services, AI, Internet of Things, cognitive services, and machine learning. Azure enables customers to devote more resources to development and use of applications that benefit their organizations, rather than managing on-premises hardware and software. Azure revenue is mainly affected by infrastructure-as-a-service and platform-as-a-service consumption-based services.\nAzure AI offerings provide a competitive advantage as companies seek ways to optimize and scale their business with AI. We offer supercomputing power for AI at scale to run large workloads, complemented by our rapidly expanding portfolio of AI cloud services (including the latest models) and hardware, which includes custom-built silicon and strong partnerships with chip manufacturers. Azure AI Foundry is a unified platform for developers to design, customize, and manage AI applications and agents.",
+      "path": "2025_AnnualReport.docx/**Preface**/**Preface** part 9",
+      "metadata": {
+        "length": 4013,
+        "summary": "The passage describes Microsoft's Dynamics business solutions for financial management, ERP, CRM, and supply chain, with revenue driven by user licenses and cloud shift. It outlines competition for Office, Windows, Enterprise Mobility, LinkedIn, and Dynamics. The Intelligent Cloud segment includes Azure and server products, with Azure offering AI services and competing via infrastructure and platform services.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "tokens": [
+          "Dynamics",
+          "cloud",
+          "based",
+          "premises",
+          "business",
+          "solutions",
+          "financial",
+          "management",
+          "enterprise",
+          "resource",
+          "planning",
+          "ERP",
+          "customer",
+          "relationship",
+          "CRM",
+          "supply",
+          "chain",
+          "agentic",
+          "AI",
+          "low",
+          "code",
+          "application",
+          "development",
+          "platforms",
+          "small",
+          "medium",
+          "businesses",
+          "large",
+          "organizations",
+          "divisions",
+          "global",
+          "enterprises",
+          "revenue",
+          "driven",
+          "number",
+          "users",
+          "licensed",
+          "applications",
+          "consumed",
+          "expansion",
+          "average",
+          "user",
+          "continued",
+          "shift",
+          "365",
+          "unified",
+          "set",
+          "intelligent",
+          "including",
+          "Power",
+          "Apps",
+          "Automate",
+          "Competition",
+          "Competitors",
+          "Office",
+          "include",
+          "software",
+          "vendors",
+          "web",
+          "mobile",
+          "companies",
+          "local",
+          "developers",
+          "We",
+          "compete",
+          "providing",
+          "secure",
+          "integrated",
+          "industry",
+          "specific",
+          "easy",
+          "productivity",
+          "collaboration",
+          "tools",
+          "services",
+          "create",
+          "comprehensive",
+          "work",
+          "technologies",
+          "customers",
+          "Windows",
+          "faces",
+          "competition",
+          "products",
+          "alternative",
+          "devices",
+          "Microsoft",
+          "Defender",
+          "Endpoint",
+          "competes",
+          "endpoint",
+          "security",
+          "solution",
+          "providers",
+          "Our",
+          "Enterprise",
+          "Mobility",
+          "Security",
+          "offerings",
+          "range",
+          "competitors",
+          "identity",
+          "numerous",
+          "point",
+          "LinkedIn",
+          "online",
+          "professional",
+          "networks",
+          "recruiting",
+          "talent",
+          "human",
+          "job",
+          "boards",
+          "provide",
+          "learning",
+          "offline",
+          "outlets",
+          "generate",
+          "advertisers",
+          "marketers",
+          "lead",
+          "generation",
+          "intelligence",
+          "insights",
+          "Intelligent",
+          "Cloud",
+          "segment",
+          "consists",
+          "public",
+          "private",
+          "hybrid",
+          "server",
+          "power",
+          "modern",
+          "This",
+          "primarily",
+          "comprises",
+          "Server",
+          "Azure",
+          "comprising",
+          "consumption",
+          "GitHub",
+          "Nuance",
+          "Healthcare",
+          "virtual",
+          "desktop",
+          "SQL",
+          "Visual",
+          "Studio",
+          "System",
+          "Center",
+          "related",
+          "Client",
+          "Access",
+          "Licenses",
+          "CALs",
+          "partner",
+          "Support",
+          "Services",
+          "Industry",
+          "Solutions",
+          "Partner",
+          "Network",
+          "Learning",
+          "Experience",
+          "Products",
+          "offer",
+          "IT",
+          "professionals",
+          "freedom",
+          "build",
+          "deploy",
+          "manage",
+          "platform",
+          "device",
+          "Customers",
+          "network",
+          "datacenters",
+          "computing",
+          "networking",
+          "storage",
+          "Internet",
+          "Things",
+          "cognitive",
+          "machine",
+          "enables",
+          "devote",
+          "resources",
+          "benefit",
+          "managing",
+          "hardware",
+          "affected",
+          "infrastructure",
+          "service",
+          "competitive",
+          "advantage",
+          "seek",
+          "ways",
+          "optimize",
+          "scale",
+          "supercomputing",
+          "run",
+          "workloads",
+          "complemented",
+          "rapidly",
+          "expanding",
+          "portfolio",
+          "latest",
+          "models",
+          "includes",
+          "custom",
+          "built",
+          "silicon",
+          "strong",
+          "partnerships",
+          "chip",
+          "manufacturers",
+          "Foundry",
+          "design",
+          "customize",
+          "agents"
+        ],
+        "keywords": [
+          "Dynamics",
+          "Azure",
+          "Competition"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "c908aa9c-3f43-53c0-8d35-2364ffea171d",
+      "type": "text",
+      "content": "Our server products are designed to make IT professionals, developers, and their systems more productive and efficient. Server software is integrated server infrastructure and middleware designed to support software applications built on the Windows Server operating system. This includes the server platform, database, business intelligence, storage, management and operations, virtualization, service-oriented architecture platform, security, and identity software. We also license standalone and software development lifecycle tools for software architects, developers, testers, and project managers. Server products revenue is mainly affected by purchases through volume licensing programs, licenses sold to OEMs, and retail packaged products. CALs provide access rights to certain server products, including SQL Server and Windows Server, and revenue is reported along with the associated server product.\nGitHub and Nuance Healthcare include both cloud and on-premises offerings. GitHub provides a collaboration platform for developers to manage code and incorporate AI and agent-based tools across the software development lifecycle. Nuance Healthcare provides AI solutions to the healthcare industry.\nEnterprise and Partner Services\nEnterprise and partner services, including Enterprise Support Services, Industry Solutions, Nuance professional services, Microsoft Partner Network, and Learning Experience, assist customers in developing, deploying, and managing Microsoft server solutions, Microsoft desktop solutions, and Nuance conversational AI and ambient intelligent solutions, along with providing training and certification to developers and IT professionals on various Microsoft products.\nCompetition\nAzure faces diverse competition from cloud service providers and open source offerings. Azure’s competitive advantage includes enabling a hybrid cloud, allowing deployment of existing datacenters with our public cloud into a single, cohesive infrastructure, and the ability to run at a scale that meets the needs of businesses of all sizes and complexities. Our AI offerings compete with AI products from hyperscalers, as well as products from other emerging competitors and other open source offerings, many of which are also current or potential partners. Our Azure Security offerings include our cloud security solution and security information and event management solution, which compete with providers in the cybersecurity and cloud security space. We believe our cloud’s global scale, coupled with our broad portfolio of identity and security solutions, allows us to effectively solve complex cybersecurity challenges for our customers and differentiates us from the competition.\nOur server products face competition from a wide variety of server operating systems and applications offered by companies with a range of market approaches. Vertically integrated computer manufacturers offer their own versions of the Unix operating system preinstalled on server hardware and nearly all computer manufacturers offer server hardware for the Linux operating system.\nWe compete to provide enterprise-wide computing and point solutions with numerous commercial software vendors that offer solutions and middleware technology platforms, software applications for connectivity, security, hosting, database, and e-business servers.\nOur database, business intelligence, and data warehousing solutions offerings compete with products from providers in the data and analytics industry. Our system management solutions compete with server management and server virtualization platform providers. Our products for software developers compete against offerings from major technology providers, as well as open source alternatives.\nWe believe our server products provide customers with advantages in performance, total costs of ownership, and productivity by delivering superior applications, development tools, compatibility with a broad base of hardware and software applications, security, and manageability.\nOur Enterprise and partner services business competes with a wide range of companies that provide strategy and business planning, application development, and infrastructure services, including multinational consulting firms and small niche businesses focused on specific technologies.\nMore Personal Computing\nOur More Personal Computing segment consists of products and services that put customers at the center of the experience with our technology. This segment primarily comprises:",
+      "path": "2025_AnnualReport.docx/**Preface**/**Preface** part 10",
+      "metadata": {
+        "length": 4504,
+        "summary": "The passage discusses Microsoft's server products, including server software, databases, and development tools, which are sold through volume licensing, OEMs, and retail. It also covers GitHub and Nuance Healthcare offerings, enterprise services, and competition faced by Azure and server products from various cloud providers, open source alternatives, and commercial vendors. The summary highlights competitive advantages in hybrid cloud, AI, security, and performance.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "tokens": [
+          "Our",
+          "server",
+          "products",
+          "designed",
+          "make",
+          "IT",
+          "professionals",
+          "developers",
+          "systems",
+          "productive",
+          "efficient",
+          "Server",
+          "software",
+          "integrated",
+          "infrastructure",
+          "middleware",
+          "support",
+          "applications",
+          "built",
+          "Windows",
+          "operating",
+          "system",
+          "This",
+          "includes",
+          "platform",
+          "database",
+          "business",
+          "intelligence",
+          "storage",
+          "management",
+          "operations",
+          "virtualization",
+          "service",
+          "oriented",
+          "architecture",
+          "security",
+          "identity",
+          "We",
+          "license",
+          "standalone",
+          "development",
+          "lifecycle",
+          "tools",
+          "architects",
+          "testers",
+          "project",
+          "managers",
+          "revenue",
+          "affected",
+          "purchases",
+          "volume",
+          "licensing",
+          "programs",
+          "licenses",
+          "sold",
+          "OEMs",
+          "retail",
+          "packaged",
+          "CALs",
+          "provide",
+          "access",
+          "rights",
+          "including",
+          "SQL",
+          "reported",
+          "product",
+          "GitHub",
+          "Nuance",
+          "Healthcare",
+          "include",
+          "cloud",
+          "premises",
+          "offerings",
+          "collaboration",
+          "manage",
+          "code",
+          "incorporate",
+          "AI",
+          "agent",
+          "based",
+          "solutions",
+          "healthcare",
+          "industry",
+          "Enterprise",
+          "Partner",
+          "Services",
+          "partner",
+          "services",
+          "Support",
+          "Industry",
+          "Solutions",
+          "professional",
+          "Microsoft",
+          "Network",
+          "Learning",
+          "Experience",
+          "assist",
+          "customers",
+          "developing",
+          "deploying",
+          "managing",
+          "desktop",
+          "conversational",
+          "ambient",
+          "intelligent",
+          "providing",
+          "training",
+          "certification",
+          "Competition",
+          "Azure",
+          "faces",
+          "diverse",
+          "competition",
+          "providers",
+          "open",
+          "source",
+          "competitive",
+          "advantage",
+          "enabling",
+          "hybrid",
+          "allowing",
+          "deployment",
+          "existing",
+          "datacenters",
+          "public",
+          "single",
+          "cohesive",
+          "ability",
+          "run",
+          "scale",
+          "meets",
+          "businesses",
+          "sizes",
+          "complexities",
+          "compete",
+          "hyperscalers",
+          "emerging",
+          "competitors",
+          "current",
+          "potential",
+          "partners",
+          "Security",
+          "solution",
+          "information",
+          "event",
+          "cybersecurity",
+          "space",
+          "global",
+          "coupled",
+          "broad",
+          "portfolio",
+          "effectively",
+          "solve",
+          "complex",
+          "challenges",
+          "differentiates",
+          "face",
+          "wide",
+          "variety",
+          "offered",
+          "companies",
+          "range",
+          "market",
+          "approaches",
+          "Vertically",
+          "computer",
+          "manufacturers",
+          "offer",
+          "versions",
+          "Unix",
+          "preinstalled",
+          "hardware",
+          "Linux",
+          "enterprise",
+          "computing",
+          "point",
+          "numerous",
+          "commercial",
+          "vendors",
+          "technology",
+          "platforms",
+          "connectivity",
+          "hosting",
+          "servers",
+          "data",
+          "warehousing",
+          "analytics",
+          "major",
+          "alternatives",
+          "advantages",
+          "performance",
+          "total",
+          "costs",
+          "ownership",
+          "productivity",
+          "delivering",
+          "superior",
+          "compatibility",
+          "base",
+          "manageability",
+          "competes",
+          "strategy",
+          "planning",
+          "application",
+          "multinational",
+          "consulting",
+          "firms",
+          "small",
+          "niche",
+          "focused",
+          "specific",
+          "technologies",
+          "More",
+          "Personal",
+          "Computing",
+          "segment",
+          "consists",
+          "put",
+          "center",
+          "experience",
+          "primarily",
+          "comprises"
+        ],
+        "keywords": [
+          "Server Products",
+          "Azure",
+          "Competition"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "f1b23c94-6032-5471-9374-749c14bc6491",
+      "type": "text",
+      "content": "• Windows and Devices, including Windows OEM licensing (Windows Pro and non-Pro licenses sold through the OEM channel) and Devices, comprising Surface and PC accessories.\n• Gaming, including Xbox hardware and Xbox content and services, comprising first- and third-party content (including games and in-game content), Xbox Game Pass and other subscriptions, Xbox Cloud Gaming, advertising, and other cloud services.\n• Search and news advertising, comprising Bing and Copilot, Microsoft News, Microsoft Edge, and third-party affiliates.\nWindows and Devices\nThe Windows operating system is designed to deliver a more personal computing experience for users by enabling consistency of experience, applications, and information across their devices. Windows OEM revenue is impacted significantly by the number of Windows operating system licenses purchased by OEMs, which they pre-install on the devices they sell. In addition to computing device market volume, Windows OEM revenue is impacted by:\n• The mix of computing devices based on form factor and screen size.\n• Differences in device market demand between developed markets and growth markets.\n• Growth of the AI PC category.\n• Attachment of Windows to devices shipped.\n• Customer mix between consumer, small and medium businesses, and large enterprises.\n• Changes in inventory levels in the OEM channel.\n• Pricing changes and promotions, pricing variation that occurs when the mix of devices manufactured shifts from local and regional system builders to large multinational OEMs, and different pricing of Windows versions licensed.\n• Constraints in the supply chain of device components.\n• Piracy.\nWe design and sell devices, such as Surface (including Copilot+ PCs) and PC accessories. Our devices are designed to enable people and organizations to connect to the people and content that matter most using Windows and integrated Microsoft products and services. Surface is designed to help organizations, students, and consumers be more productive. Growth in Devices is dependent on total PC shipments, the ability to attract new customers, our product roadmap, and expanding into new categories.\nGaming\nMicrosoft is expanding how billions of people globally access and play video games on PC, console, mobile, and cloud. Our game content is developed through a collection of first-party studios creating iconic and differentiated gaming experiences. We continue to invest in gaming studios and content to expand our intellectual property roadmap and leverage new content creators. These unique gaming experiences are the cornerstone of Xbox Game Pass, a subscription service and gaming community with access to a curated library of first- and third-party titles.\nThe gamer remains at the heart of the Xbox ecosystem. We are identifying new opportunities to attract gamers across a variety of different end points through our first- and third-party content and business diversification across subscriptions, ads, and digital stores. We’ve seen new devices from third-party manufacturers along with key PC and mobile end points that help us empower gamers to play in a way that is most convenient to them. We are focused on growing the platform and expanding to new ecosystems to engage as many gamers as possible.\nXbox enables people to connect and share online gaming experiences that are accessible on Xbox consoles, Windows-enabled devices, and other devices. Xbox is designed to benefit users by providing access to a network of certified applications and services and to benefit our developer and partner ecosystems by providing access to a large customer base. Xbox revenue is mainly affected by subscriptions and sales of first- and third-party content, as well as advertising. Growth of our Gaming business is determined by the overall active user base through Xbox enabled content, availability of games, providing exclusive game content that gamers seek, the computational power and reliability of the devices used to access our content and services, and the ability to create new experiences.\nSearch and News Advertising",
+      "path": "2025_AnnualReport.docx/**Preface**/**Preface** part 11",
+      "metadata": {
+        "length": 4086,
+        "summary": "The text describes three major business segments of Microsoft: Windows and Devices, Gaming, and Search and News Advertising. Windows and Devices covers OEM licensing, Surface devices, and PC accessories, with revenue impacted by market mix, AI PCs, and supply chain. Gaming includes Xbox hardware, content, Game Pass subscriptions, and cloud gaming, focusing on expanding the player base across platforms. Search and News Advertising involves Bing, Copilot, Microsoft News, and Edge, generating revenue through ads.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "tokens": [
+          "Windows",
+          "Devices",
+          "including",
+          "OEM",
+          "licensing",
+          "Pro",
+          "licenses",
+          "sold",
+          "channel",
+          "comprising",
+          "Surface",
+          "PC",
+          "accessories",
+          "Gaming",
+          "Xbox",
+          "hardware",
+          "content",
+          "services",
+          "party",
+          "games",
+          "game",
+          "Game",
+          "Pass",
+          "subscriptions",
+          "Cloud",
+          "advertising",
+          "cloud",
+          "Search",
+          "news",
+          "Bing",
+          "Copilot",
+          "Microsoft",
+          "News",
+          "Edge",
+          "affiliates",
+          "The",
+          "operating",
+          "system",
+          "designed",
+          "deliver",
+          "personal",
+          "computing",
+          "experience",
+          "users",
+          "enabling",
+          "consistency",
+          "applications",
+          "information",
+          "devices",
+          "revenue",
+          "impacted",
+          "significantly",
+          "number",
+          "purchased",
+          "OEMs",
+          "pre",
+          "install",
+          "sell",
+          "In",
+          "addition",
+          "device",
+          "market",
+          "volume",
+          "mix",
+          "based",
+          "form",
+          "factor",
+          "screen",
+          "size",
+          "Differences",
+          "demand",
+          "developed",
+          "markets",
+          "growth",
+          "Growth",
+          "AI",
+          "category",
+          "Attachment",
+          "shipped",
+          "Customer",
+          "consumer",
+          "small",
+          "medium",
+          "businesses",
+          "large",
+          "enterprises",
+          "Changes",
+          "inventory",
+          "levels",
+          "Pricing",
+          "promotions",
+          "pricing",
+          "variation",
+          "occurs",
+          "manufactured",
+          "shifts",
+          "local",
+          "regional",
+          "builders",
+          "multinational",
+          "versions",
+          "licensed",
+          "Constraints",
+          "supply",
+          "chain",
+          "components",
+          "Piracy",
+          "We",
+          "design",
+          "PCs",
+          "Our",
+          "enable",
+          "people",
+          "organizations",
+          "connect",
+          "matter",
+          "integrated",
+          "products",
+          "students",
+          "consumers",
+          "productive",
+          "dependent",
+          "total",
+          "shipments",
+          "ability",
+          "attract",
+          "customers",
+          "product",
+          "roadmap",
+          "expanding",
+          "categories",
+          "billions",
+          "globally",
+          "access",
+          "play",
+          "video",
+          "console",
+          "mobile",
+          "collection",
+          "studios",
+          "creating",
+          "iconic",
+          "differentiated",
+          "gaming",
+          "experiences",
+          "continue",
+          "invest",
+          "expand",
+          "intellectual",
+          "property",
+          "leverage",
+          "creators",
+          "These",
+          "unique",
+          "cornerstone",
+          "subscription",
+          "service",
+          "community",
+          "curated",
+          "library",
+          "titles",
+          "gamer",
+          "remains",
+          "heart",
+          "ecosystem",
+          "identifying",
+          "opportunities",
+          "gamers",
+          "variety",
+          "end",
+          "points",
+          "business",
+          "diversification",
+          "ads",
+          "digital",
+          "stores",
+          "ve",
+          "manufacturers",
+          "key",
+          "empower",
+          "convenient",
+          "focused",
+          "growing",
+          "platform",
+          "ecosystems",
+          "engage",
+          "enables",
+          "share",
+          "online",
+          "accessible",
+          "consoles",
+          "enabled",
+          "benefit",
+          "providing",
+          "network",
+          "certified",
+          "developer",
+          "partner",
+          "customer",
+          "base",
+          "affected",
+          "sales",
+          "determined",
+          "active",
+          "user",
+          "availability",
+          "exclusive",
+          "seek",
+          "computational",
+          "power",
+          "reliability",
+          "create",
+          "Advertising"
+        ],
+        "keywords": [
+          "Windows",
+          "Gaming",
+          "Search"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "e5a8027a-aa21-5098-92c3-ef48c9a513ae",
+      "type": "text",
+      "content": "Our Search and news advertising business is designed to deliver relevant search, native, and display advertising to a global audience. Microsoft Copilot is a digital companion designed to inform, entertain, and inspire. Our Microsoft Edge browser and Bing search engine with Copilot are key tools to enable user acquisition and engagement, while our technology platform enables accelerated delivery of digital advertising solutions. In addition to first-party tools, we have several partnerships with companies through which we provide and monetize search offerings. Growth depends on our ability to attract new users, understand intent, and match intent with relevant content on advertising offerings.\nCompetition\nWindows faces competition from various software products and from alternative platforms and devices. We believe Windows competes effectively by giving customers choice, value, flexibility, security, an easy-to-use interface, and compatibility with a broad range of hardware and software applications, including those that enable productivity.\nDevices face competition from various computer, tablet, and hardware manufacturers who offer a unique combination of high-quality industrial design and innovative technologies across various price points. Many of these manufacturers are also current or potential partners and customers, including our Windows OEMs.\nXbox and our cloud gaming services face competition from various online gaming ecosystems and game streaming services. We also compete with other providers of entertainment services such as video streaming platforms. Our gaming platform competes with other console platforms. We believe our gaming platform is effectively positioned against, and uniquely differentiated from, competitive products and services based on significant innovation in hardware architecture, user interface, developer tools, online gaming and entertainment services, and continued strong content from our own first-party game franchises as well as other digital content offerings.\nOur Search and news advertising business competes with search engines, and a wide array of websites, social platforms, and portals that provide content and online offerings to end users.\nHUMAN CAPITAL RESOURCES\nAs of June 30, 2025, we employed approximately 228,000 people on a full-time basis, 125,000 in the U.S. and 103,000 internationally. Of the total employees, 89,000 were in operations, including product support and consulting services, datacenter operations, and manufacturing and distribution; 80,000 were in product research and development; 44,000 were in sales and marketing; and 15,000 were in general and administration. Certain employees are subject to collective bargaining agreements.\nWe design our programs to attract, reward, and retain top talent while fostering continuous employee development and reinforcing our organizational culture and values. Our total compensation offering is both highly differentiated and competitive within the market, and we also monitor pay equity across multiple dimensions. We have invested significantly in employee wellbeing and offer a differentiated benefits package which includes many physical, emotional, and financial wellness programs. We also provide access to continuous learning through a wide range of internal and external content, supporting professional growth across roles and disciplines. Through our employee listening systems, we gather direct feedback from our workforce, enabling us to adapt our programs and address employee needs globally with real-time insights. Additionally, our culture prioritizes the security of both our customers and Microsoft, embedding this responsibility across all teams and functions.\nOPERATIONS\nWe have regional operations service centers in the Americas, Asia Pacific, Europe, and the Middle East that support our business operations, including customer contract and order processing, billing, credit and collections, customer lifecycle AI and cloud operations, and vendor management and logistics.\nIn addition to our operations centers, we also operate datacenters throughout each of these regions. We continue to align our datacenter locations and server capacity to meet the evolving needs of our customers, particularly given the growing demand for AI services. Our datacenters depend on the availability of permitted and buildable land, predictable energy, networking supplies, and servers, including graphics processing units (“GPUs”) and other components.",
+      "path": "2025_AnnualReport.docx/**Preface**/**Preface** part 12",
+      "metadata": {
+        "length": 4501,
+        "summary": "The passage covers Microsoft's Search and news advertising business, competition in Windows, Devices, Xbox, and Search advertising. It details human capital resources with 228,000 employees as of June 2025, including distribution by function and location. Operations include regional service centers and datacenters focused on AI service demand.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "tokens": [
+          "Our",
+          "Search",
+          "news",
+          "advertising",
+          "business",
+          "designed",
+          "deliver",
+          "relevant",
+          "search",
+          "native",
+          "display",
+          "global",
+          "audience",
+          "Microsoft",
+          "Copilot",
+          "digital",
+          "companion",
+          "inform",
+          "entertain",
+          "inspire",
+          "Edge",
+          "browser",
+          "Bing",
+          "engine",
+          "key",
+          "tools",
+          "enable",
+          "user",
+          "acquisition",
+          "engagement",
+          "technology",
+          "platform",
+          "enables",
+          "accelerated",
+          "delivery",
+          "solutions",
+          "In",
+          "addition",
+          "party",
+          "partnerships",
+          "companies",
+          "provide",
+          "monetize",
+          "offerings",
+          "Growth",
+          "depends",
+          "ability",
+          "attract",
+          "users",
+          "understand",
+          "intent",
+          "match",
+          "content",
+          "Competition",
+          "Windows",
+          "faces",
+          "competition",
+          "software",
+          "products",
+          "alternative",
+          "platforms",
+          "devices",
+          "We",
+          "competes",
+          "effectively",
+          "giving",
+          "customers",
+          "choice",
+          "flexibility",
+          "security",
+          "easy",
+          "interface",
+          "compatibility",
+          "broad",
+          "range",
+          "hardware",
+          "applications",
+          "including",
+          "productivity",
+          "Devices",
+          "face",
+          "computer",
+          "tablet",
+          "manufacturers",
+          "offer",
+          "unique",
+          "combination",
+          "high",
+          "quality",
+          "industrial",
+          "design",
+          "innovative",
+          "technologies",
+          "price",
+          "points",
+          "Many",
+          "current",
+          "potential",
+          "partners",
+          "OEMs",
+          "Xbox",
+          "cloud",
+          "gaming",
+          "services",
+          "online",
+          "ecosystems",
+          "game",
+          "streaming",
+          "compete",
+          "providers",
+          "entertainment",
+          "video",
+          "console",
+          "positioned",
+          "uniquely",
+          "differentiated",
+          "competitive",
+          "based",
+          "significant",
+          "innovation",
+          "architecture",
+          "developer",
+          "continued",
+          "strong",
+          "franchises",
+          "engines",
+          "wide",
+          "array",
+          "websites",
+          "social",
+          "portals",
+          "end",
+          "HUMAN",
+          "CAPITAL",
+          "RESOURCES",
+          "As",
+          "June",
+          "30",
+          "2025",
+          "employed",
+          "approximately",
+          "228",
+          "000",
+          "people",
+          "full",
+          "time",
+          "basis",
+          "125",
+          "103",
+          "internationally",
+          "Of",
+          "total",
+          "employees",
+          "89",
+          "operations",
+          "product",
+          "support",
+          "consulting",
+          "datacenter",
+          "manufacturing",
+          "distribution",
+          "80",
+          "research",
+          "development",
+          "44",
+          "sales",
+          "marketing",
+          "15",
+          "general",
+          "administration",
+          "Certain",
+          "subject",
+          "collective",
+          "bargaining",
+          "agreements",
+          "programs",
+          "reward",
+          "retain",
+          "top",
+          "talent",
+          "fostering",
+          "continuous",
+          "employee",
+          "reinforcing",
+          "organizational",
+          "culture",
+          "values",
+          "compensation",
+          "offering",
+          "highly",
+          "market",
+          "monitor",
+          "pay",
+          "equity",
+          "multiple",
+          "dimensions",
+          "invested",
+          "significantly",
+          "wellbeing",
+          "benefits",
+          "package",
+          "includes",
+          "physical",
+          "emotional",
+          "financial",
+          "wellness",
+          "access",
+          "learning",
+          "internal",
+          "external",
+          "supporting",
+          "professional",
+          "growth",
+          "roles",
+          "disciplines",
+          "Through",
+          "listening",
+          "systems",
+          "gather",
+          "direct",
+          "feedback",
+          "workforce",
+          "enabling",
+          "adapt",
+          "address",
+          "globally",
+          "real",
+          "insights",
+          "Additionally",
+          "prioritizes",
+          "embedding",
+          "responsibility",
+          "teams",
+          "functions",
+          "OPERATIONS",
+          "regional",
+          "service",
+          "centers",
+          "Americas",
+          "Asia",
+          "Pacific",
+          "Europe",
+          "Middle",
+          "East",
+          "customer",
+          "contract",
+          "order",
+          "processing",
+          "billing",
+          "credit",
+          "collections",
+          "lifecycle",
+          "AI",
+          "vendor",
+          "management",
+          "logistics",
+          "operate",
+          "datacenters",
+          "regions",
+          "continue",
+          "align",
+          "locations",
+          "server",
+          "capacity",
+          "meet",
+          "evolving",
+          "growing",
+          "demand",
+          "depend",
+          "availability",
+          "permitted",
+          "buildable",
+          "land",
+          "predictable",
+          "energy",
+          "networking",
+          "supplies",
+          "servers",
+          "graphics",
+          "units",
+          "GPUs",
+          "components"
+        ],
+        "keywords": [
+          "Competition",
+          "Human Capital",
+          "Operations"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "5d60860e-a9e5-5004-bd6a-e7490c2d5ff5",
+      "type": "text",
+      "content": "We engage third-party manufacturers to produce our devices and have implemented measures to enhance supply chain efficiency and resilience, including the ability to relocate production geographically.\nThere are few qualified suppliers for certain components of our servers and devices. Extended or unforeseen disruptions at these suppliers could impact our ability to operate our datacenters and manufacture devices on time to meet consumer demand.\nRESEARCH AND DEVELOPMENT\nProduct and Service Development\nOur success is based on our ability to create new and compelling products, services, and experiences for our users, initiate and embrace disruptive technology trends, enter new geographic and product markets, and drive broad adoption of our products and services. We make significant investments in research and development for new and existing products, services, and technologies, including tools and platforms spanning digital work and life experiences, cloud computing, AI, devices, security, and operating systems.\nWe develop most of our products and services internally which allows us to maintain competitive advantages that come from product differentiation and closer technical control over our products and services. It also gives us the freedom to decide which modifications and enhancements are most important and when they should be implemented. We strive to obtain information as early as possible about changing usage patterns and hardware advances that may affect software and hardware design. Before releasing new software platforms, and as we make significant modifications to existing platforms, we provide application vendors with a range of resources and guidelines for development, training, and testing.\nWe plan to continue to make significant investments in a broad range of product research and development activities, and as appropriate, we will coordinate our research and development across operating segments and leverage the results across the company. This includes continuing to support fundamental research, which provides us with a unique perspective on future trends and contributes to our innovation.\nIntellectual Property\nWe protect our intellectual property investments in a variety of ways. We work actively in the U.S. and internationally to ensure the enforcement of copyright, patent, trademark, trade secret, and other protections that apply to our software and hardware products, services, business plans, and branding. While we employ much of our internally-developed intellectual property in our products and services, we also engage in outbound licensing of specific patented technologies that are incorporated into licensees’ products. From time to time, we enter into broader cross-license agreements with other technology companies covering entire groups of patents. We may also purchase or license technology that we incorporate into our products and services. At times, we make select intellectual property broadly available at no or low cost to achieve a strategic objective, such as promoting industry standards, advancing interoperability, supporting societal and/or environmental efforts, or attracting and enabling our external development community. Our engagement with open source software also causes us to license our intellectual property rights broadly in certain situations.\nWhile it may be necessary in the future to seek or renew licenses relating to various aspects of our products and services, we believe, based upon past experience and industry practice, such licenses generally can be obtained on commercially reasonable terms. We believe our continuing research and product development are not materially dependent on any single license or other agreement with a third-party relating to the development of our products.\nDISTRIBUTION, SALES, AND MARKETING",
+      "path": "2025_AnnualReport.docx/**Preface**/**Preface** part 13",
+      "metadata": {
+        "length": 3832,
+        "summary": "The passage discusses the company's reliance on third-party manufacturers and potential risks from limited suppliers for server components. It emphasizes significant investments in research and development for new products and services, including cloud computing, AI, and devices. The company develops most products internally to maintain competitive advantages and protects its intellectual property through patents, trademarks, and licensing. It also engages in open source and cross-license agreements. The summary covers supply chain resilience, R&D strategy, and IP protection.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "tokens": [
+          "We",
+          "engage",
+          "party",
+          "manufacturers",
+          "produce",
+          "devices",
+          "implemented",
+          "measures",
+          "enhance",
+          "supply",
+          "chain",
+          "efficiency",
+          "resilience",
+          "including",
+          "ability",
+          "relocate",
+          "production",
+          "geographically",
+          "There",
+          "qualified",
+          "suppliers",
+          "components",
+          "servers",
+          "Extended",
+          "unforeseen",
+          "disruptions",
+          "impact",
+          "operate",
+          "datacenters",
+          "manufacture",
+          "time",
+          "meet",
+          "consumer",
+          "demand",
+          "RESEARCH",
+          "AND",
+          "DEVELOPMENT",
+          "Product",
+          "Service",
+          "Development",
+          "Our",
+          "success",
+          "based",
+          "create",
+          "compelling",
+          "products",
+          "services",
+          "experiences",
+          "users",
+          "initiate",
+          "embrace",
+          "disruptive",
+          "technology",
+          "trends",
+          "enter",
+          "geographic",
+          "product",
+          "markets",
+          "drive",
+          "broad",
+          "adoption",
+          "make",
+          "significant",
+          "investments",
+          "research",
+          "development",
+          "existing",
+          "technologies",
+          "tools",
+          "platforms",
+          "spanning",
+          "digital",
+          "work",
+          "life",
+          "cloud",
+          "computing",
+          "AI",
+          "security",
+          "operating",
+          "systems",
+          "develop",
+          "internally",
+          "maintain",
+          "competitive",
+          "advantages",
+          "differentiation",
+          "closer",
+          "technical",
+          "control",
+          "It",
+          "freedom",
+          "decide",
+          "modifications",
+          "enhancements",
+          "important",
+          "strive",
+          "obtain",
+          "information",
+          "early",
+          "changing",
+          "usage",
+          "patterns",
+          "hardware",
+          "advances",
+          "affect",
+          "software",
+          "design",
+          "Before",
+          "releasing",
+          "provide",
+          "application",
+          "vendors",
+          "range",
+          "resources",
+          "guidelines",
+          "training",
+          "testing",
+          "plan",
+          "continue",
+          "activities",
+          "coordinate",
+          "segments",
+          "leverage",
+          "results",
+          "company",
+          "This",
+          "includes",
+          "continuing",
+          "support",
+          "fundamental",
+          "unique",
+          "perspective",
+          "future",
+          "contributes",
+          "innovation",
+          "Intellectual",
+          "Property",
+          "protect",
+          "intellectual",
+          "property",
+          "variety",
+          "ways",
+          "actively",
+          "internationally",
+          "ensure",
+          "enforcement",
+          "copyright",
+          "patent",
+          "trademark",
+          "trade",
+          "secret",
+          "protections",
+          "apply",
+          "business",
+          "plans",
+          "branding",
+          "While",
+          "employ",
+          "developed",
+          "outbound",
+          "licensing",
+          "specific",
+          "patented",
+          "incorporated",
+          "licensees",
+          "From",
+          "broader",
+          "cross",
+          "license",
+          "agreements",
+          "companies",
+          "covering",
+          "entire",
+          "groups",
+          "patents",
+          "purchase",
+          "incorporate",
+          "At",
+          "times",
+          "select",
+          "broadly",
+          "low",
+          "cost",
+          "achieve",
+          "strategic",
+          "objective",
+          "promoting",
+          "industry",
+          "standards",
+          "advancing",
+          "interoperability",
+          "supporting",
+          "societal",
+          "environmental",
+          "efforts",
+          "attracting",
+          "enabling",
+          "external",
+          "community",
+          "engagement",
+          "open",
+          "source",
+          "rights",
+          "situations",
+          "seek",
+          "renew",
+          "licenses",
+          "relating",
+          "aspects",
+          "past",
+          "experience",
+          "practice",
+          "generally",
+          "obtained",
+          "commercially",
+          "reasonable",
+          "terms",
+          "materially",
+          "dependent",
+          "single",
+          "agreement",
+          "DISTRIBUTION",
+          "SALES",
+          "MARKETING"
+        ],
+        "keywords": [
+          "Supply Chain",
+          "R&D",
+          "Intellectual Property"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "03ae86ea-c9ce-5c8f-b69c-0d85585d7a8b",
+      "type": "text",
+      "content": "Our customers include individual consumers, small and medium organizations, large global enterprises, public-sector institutions, service providers, application developers, and OEMs. We market and distribute our products and services through the following channels: direct, distributors and resellers, and OEMs. Our sales organization performs a variety of functions, including working directly with commercial enterprises and public-sector organizations worldwide to identify and meet their technology and digital transformation requirements; supporting system integrators, independent software vendors, and other partners who engage directly with our customers to perform sales, consulting, and fulfillment functions for our products and services; and managing OEM relationships.\nDirect\nMany organizations that license our products and services transact directly with us through Enterprise Agreements and Enterprise Services contracts, with sales support from system integrators, independent software vendors, web agencies, and partners that advise organizations on licensing our products and services (“Enterprise Agreement Software Advisors” or “ESA”). Microsoft offers direct sales programs targeted to reach small, medium, and corporate customers, in addition to those offered through the reseller channel. A large network of partner advisors support many of these sales.\nWe also sell commercial and consumer products and services directly to customers, such as cloud services, search, and gaming, through our digital marketplaces and online stores. Additionally, our Microsoft Experience Centers are designed to facilitate deeper engagement with our partners and customers across industries.\nDistributors and Resellers\nOrganizations also license our products and services indirectly, primarily through licensing solution partners (“LSP”), distributors, value-added resellers (“VAR”), and retailers. Although each type of reselling partner may reach organizations of all sizes, LSPs are primarily engaged with large organizations, distributors resell primarily to VARs, and VARs typically reach small and medium organizations. ESAs are also typically authorized as LSPs and operate as resellers for our other volume licensing programs. Microsoft Cloud Solution Provider is our main partner program for reselling cloud services.\nWe distribute our retail packaged products primarily through independent non-exclusive distributors, authorized replicators, resellers, and retail outlets. Individual consumers obtain these products primarily through retail outlets. We distribute our devices through third-party retailers. We have a network of field sales representatives and field support personnel that solicit orders from distributors and resellers and provide product training and sales support.\nOur Dynamics business solutions are also licensed to enterprises through a global network of channel partners providing vertical solutions and specialized services.\nOEMs\nWe distribute our products and services through OEMs that pre-install our software on new devices and servers they sell. The largest component of the OEM business is the Windows operating system pre-installed on devices. OEMs also sell devices pre-installed with other Microsoft products and services, including applications such as Office and the capability to subscribe to Microsoft 365 Consumer.\nThere are two broad categories of OEMs. The largest category of OEMs are direct OEMs as our relationship with them is managed through a direct agreement between Microsoft and the OEM. We have distribution agreements covering one or more of our products with virtually all the multinational OEMs, including Dell, Hewlett-Packard, Lenovo, and with many regional and local OEMs. The second broad category of OEMs are system builders consisting of lower-volume PC manufacturers, which source Microsoft software for pre-installation and local redistribution primarily through the Microsoft distributor channel rather than through a direct agreement or relationship with Microsoft.\nLICENSING OPTIONS",
+      "path": "2025_AnnualReport.docx/**Preface**/**Preface** part 14",
+      "metadata": {
+        "length": 4063,
+        "summary": "Microsoft sells products and services through direct sales, distributors and resellers, and OEMs. Direct sales include Enterprise Agreements and online stores. Resellers include LSPs, VARs, and retailers. OEMs pre-install software on devices, with direct OEMs and system builders as categories.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "tokens": [
+          "Our",
+          "customers",
+          "include",
+          "individual",
+          "consumers",
+          "small",
+          "medium",
+          "organizations",
+          "large",
+          "global",
+          "enterprises",
+          "public",
+          "sector",
+          "institutions",
+          "service",
+          "providers",
+          "application",
+          "developers",
+          "OEMs",
+          "We",
+          "market",
+          "distribute",
+          "products",
+          "services",
+          "channels",
+          "direct",
+          "distributors",
+          "resellers",
+          "sales",
+          "organization",
+          "performs",
+          "variety",
+          "functions",
+          "including",
+          "working",
+          "directly",
+          "commercial",
+          "worldwide",
+          "identify",
+          "meet",
+          "technology",
+          "digital",
+          "transformation",
+          "requirements",
+          "supporting",
+          "system",
+          "integrators",
+          "independent",
+          "software",
+          "vendors",
+          "partners",
+          "engage",
+          "perform",
+          "consulting",
+          "fulfillment",
+          "managing",
+          "OEM",
+          "relationships",
+          "Direct",
+          "Many",
+          "license",
+          "transact",
+          "Enterprise",
+          "Agreements",
+          "Services",
+          "contracts",
+          "support",
+          "web",
+          "agencies",
+          "advise",
+          "licensing",
+          "Agreement",
+          "Software",
+          "Advisors",
+          "ESA",
+          "Microsoft",
+          "offers",
+          "programs",
+          "targeted",
+          "reach",
+          "corporate",
+          "addition",
+          "offered",
+          "reseller",
+          "channel",
+          "network",
+          "partner",
+          "advisors",
+          "sell",
+          "consumer",
+          "cloud",
+          "search",
+          "gaming",
+          "marketplaces",
+          "online",
+          "stores",
+          "Additionally",
+          "Experience",
+          "Centers",
+          "designed",
+          "facilitate",
+          "deeper",
+          "engagement",
+          "industries",
+          "Distributors",
+          "Resellers",
+          "Organizations",
+          "indirectly",
+          "primarily",
+          "solution",
+          "LSP",
+          "added",
+          "VAR",
+          "retailers",
+          "Although",
+          "type",
+          "reselling",
+          "sizes",
+          "LSPs",
+          "engaged",
+          "resell",
+          "VARs",
+          "typically",
+          "ESAs",
+          "authorized",
+          "operate",
+          "volume",
+          "Cloud",
+          "Solution",
+          "Provider",
+          "main",
+          "program",
+          "retail",
+          "packaged",
+          "exclusive",
+          "replicators",
+          "outlets",
+          "Individual",
+          "obtain",
+          "devices",
+          "party",
+          "field",
+          "representatives",
+          "personnel",
+          "solicit",
+          "orders",
+          "provide",
+          "product",
+          "training",
+          "Dynamics",
+          "business",
+          "solutions",
+          "licensed",
+          "providing",
+          "vertical",
+          "specialized",
+          "pre",
+          "install",
+          "servers",
+          "The",
+          "largest",
+          "component",
+          "Windows",
+          "operating",
+          "installed",
+          "applications",
+          "Office",
+          "capability",
+          "subscribe",
+          "365",
+          "Consumer",
+          "There",
+          "broad",
+          "categories",
+          "category",
+          "relationship",
+          "managed",
+          "agreement",
+          "distribution",
+          "agreements",
+          "covering",
+          "virtually",
+          "multinational",
+          "Dell",
+          "Hewlett",
+          "Packard",
+          "Lenovo",
+          "regional",
+          "local",
+          "builders",
+          "consisting",
+          "lower",
+          "PC",
+          "manufacturers",
+          "source",
+          "installation",
+          "redistribution",
+          "distributor",
+          "LICENSING",
+          "OPTIONS"
+        ],
+        "keywords": [
+          "Direct",
+          "Resellers",
+          "OEMs"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "52450c36-b7d6-5729-999a-0a37603c3ae1",
+      "type": "text",
+      "content": "We offer options for organizations of varying sizes that want to purchase our cloud services and on-premises software. We license these organizations under volume licensing agreements to allow the customer to acquire multiple licenses of products and services instead of having to acquire separate licenses through retail channels. These volume licensing programs have varying programmatic requirements and benefits to best meet the needs of our customers.\nSoftware Assurance (“SA”) conveys rights to new software and upgrades for perpetual licenses released over the contract period. It also provides support, tools, training, and other licensing benefits to help customers deploy and use software efficiently. SA is required to be purchased with certain volume licensing agreements and is an optional purchase with others.\nVolume Licensing Programs\nEnterprise Agreement\nEnterprise Agreements offer large organizations a manageable volume licensing program that gives them the flexibility to buy cloud services and software licenses under one agreement. Enterprise Agreements are designed for medium or large organizations that want to license Microsoft products and services organization-wide over a three-year period. Organizations can elect to purchase perpetual licenses (covered with SA) and/or subscribe to cloud services.\nMicrosoft Customer Agreement\nMicrosoft Customer Agreements are simplified purchase agreements presented, accepted, and stored through a digital experience. Microsoft Customer Agreements are non-expiring agreements that are designed to support all customers over time, whether purchasing through a partner or directly from Microsoft.\nMicrosoft Online Subscription Agreement\nMicrosoft Online Subscription Agreements are designed for small and medium organizations that want to subscribe to, activate, provision, and maintain cloud services seamlessly and directly via the web. These agreements allow customers to acquire monthly or annual subscriptions for cloud-based services.\nMicrosoft Products and Services Agreement\nMicrosoft Products and Services Agreements are designed for medium and large organizations that want to license cloud services and on-premises software as needed, with no organization-wide commitment, under a single, non-expiring agreement. Organizations purchase perpetual licenses or subscribe to licenses. SA is optional for customers that purchase perpetual licenses.\nOpen Value\nOpen Value agreements are a simple, cost-effective way to acquire the latest Microsoft technology. These agreements are designed for small and medium organizations that want to license cloud services and on-premises software over a three-year period. Under Open Value agreements, organizations can elect to purchase perpetual licenses or subscribe to licenses and SA is included.\nSelect Plus\nA Select Plus agreement is designed for government and academic organizations to acquire on-premises licenses at any affiliate or department level, while realizing advantages as one organization. Organizations purchase perpetual licenses and SA is optional.\nPartner Programs\nThe Microsoft Cloud Solution Provider Program offers customers an easy way to license the cloud services they need in combination with the value-added services offered by their systems integrator, managed services provider, or cloud reseller partner. Partners in this program can easily package their own products and services to directly provision, manage, and support their customer subscriptions.\nThe Microsoft Services Provider License Agreement allows hosting service providers and independent software vendors who want to license eligible Microsoft software products to provide hosted applications and software services to their end customers. Partners license software over a three-year period and are billed monthly based on units licensed.\nThe Independent Software Vendor Royalty Program enables partners to integrate Microsoft products into other applications and then license the unified business solution to their end users.\nGOVERNMENT REGULATION",
+      "path": "2025_AnnualReport.docx/**Preface**/**Preface** part 15",
+      "metadata": {
+        "length": 4057,
+        "summary": "The text describes Microsoft's volume licensing programs for organizations of varying sizes, covering cloud services and on-premises software. It explains Software Assurance (SA) benefits and outlines specific programs: Enterprise Agreement for large organizations with three-year terms, Microsoft Customer Agreement as a digital non-expiring option, Microsoft Online Subscription Agreement for small/medium businesses, Microsoft Products and Services Agreement for medium/large organizations without organization-wide commitment, Open Value for small/medium organizations with three-year terms including SA, and Select Plus for government/academic entities. Partner programs include Cloud Solution Provider Program, Services Provider License Agreement, and Independent Software Vendor Royalty Program.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "tokens": [
+          "We",
+          "offer",
+          "options",
+          "organizations",
+          "varying",
+          "sizes",
+          "purchase",
+          "cloud",
+          "services",
+          "premises",
+          "software",
+          "license",
+          "volume",
+          "licensing",
+          "agreements",
+          "customer",
+          "acquire",
+          "multiple",
+          "licenses",
+          "products",
+          "separate",
+          "retail",
+          "channels",
+          "These",
+          "programs",
+          "programmatic",
+          "requirements",
+          "benefits",
+          "meet",
+          "customers",
+          "Software",
+          "Assurance",
+          "SA",
+          "conveys",
+          "rights",
+          "upgrades",
+          "perpetual",
+          "released",
+          "contract",
+          "period",
+          "It",
+          "support",
+          "tools",
+          "training",
+          "deploy",
+          "efficiently",
+          "required",
+          "purchased",
+          "optional",
+          "Volume",
+          "Licensing",
+          "Programs",
+          "Enterprise",
+          "Agreement",
+          "Agreements",
+          "large",
+          "manageable",
+          "program",
+          "flexibility",
+          "buy",
+          "agreement",
+          "designed",
+          "medium",
+          "Microsoft",
+          "organization",
+          "wide",
+          "year",
+          "Organizations",
+          "elect",
+          "covered",
+          "subscribe",
+          "Customer",
+          "simplified",
+          "presented",
+          "accepted",
+          "stored",
+          "digital",
+          "experience",
+          "expiring",
+          "time",
+          "purchasing",
+          "partner",
+          "directly",
+          "Online",
+          "Subscription",
+          "small",
+          "activate",
+          "provision",
+          "maintain",
+          "seamlessly",
+          "web",
+          "monthly",
+          "annual",
+          "subscriptions",
+          "based",
+          "Products",
+          "Services",
+          "needed",
+          "commitment",
+          "single",
+          "Open",
+          "Value",
+          "simple",
+          "cost",
+          "effective",
+          "latest",
+          "technology",
+          "Under",
+          "included",
+          "Select",
+          "Plus",
+          "government",
+          "academic",
+          "affiliate",
+          "department",
+          "level",
+          "realizing",
+          "advantages",
+          "Partner",
+          "The",
+          "Cloud",
+          "Solution",
+          "Provider",
+          "Program",
+          "offers",
+          "easy",
+          "combination",
+          "added",
+          "offered",
+          "systems",
+          "integrator",
+          "managed",
+          "provider",
+          "reseller",
+          "Partners",
+          "easily",
+          "package",
+          "manage",
+          "License",
+          "hosting",
+          "service",
+          "providers",
+          "independent",
+          "vendors",
+          "eligible",
+          "provide",
+          "hosted",
+          "applications",
+          "end",
+          "billed",
+          "units",
+          "licensed",
+          "Independent",
+          "Vendor",
+          "Royalty",
+          "enables",
+          "partners",
+          "integrate",
+          "unified",
+          "business",
+          "solution",
+          "users",
+          "GOVERNMENT",
+          "REGULATION"
+        ],
+        "keywords": [
+          "Volume Licensing",
+          "Software Assurance",
+          "Cloud Services"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "4420cfbe-f143-54d1-ae6e-e8af15304d41",
+      "type": "text",
+      "content": "We are subject to a wide range of laws, regulations, and legal requirements in the U.S. and globally, including those that may apply to our products and online services offerings, and those that impose requirements related to user privacy, telecommunications, data storage and protection, advertising, and online content. These requirements are continually evolving, and they can be unclear and vary significantly across jurisdictions. We have implemented comprehensive compliance programs across our operations to adapt to these changes and to maintain customer and regulator confidence. We monitor regulatory developments around the world and implement policies, controls, and technical safeguards so that our operations, products, and services meet applicable legal standards. Our business teams, with legal support, manage the compliance programs and prepare external regulatory and commercial reporting, and our internal audit teams conduct reviews of the programs and processes. While we have a unified approach to regulatory compliance, some of the programs and processes are tailored to meet specific regulatory obligations, such as with the creation of independent compliance functions required by the European Union (“EU”) Digital Markets Act and the EU Digital Services Act, which oversee, monitor, and assess the company’s compliance with these acts.\nFor a description of the risks we face related to regulatory matters, refer to Risk Factors in our fiscal year 2025 Form 10K.\nAVAILABLE INFORMATION\nOur Internet address is www.microsoft.com. At our Investor Relations website, www.microsoft.com/investor, we make available free of charge a variety of information for investors. Our goal is to maintain the Investor Relations website as a portal through which investors can easily find or navigate to pertinent information about us, including:\n• Our annual report on Form 10-K, quarterly reports on Form 10-Q, current reports on Form 8-K, and any amendments to those reports, as soon as reasonably practicable after we electronically file that material with or furnish it to the Securities and Exchange Commission (“SEC”) at www.sec.gov.\n• Information on our business strategies, financial results, and metrics for investors.\n• Announcements of investor conferences, speeches, and events at which our executives talk about our product, service, and competitive strategies. Archives of these events are also available.\n• Press releases on quarterly earnings, product and service announcements, legal developments, and international news.\n• Corporate governance information including our articles of incorporation, bylaws, governance guidelines, committee charters, codes of conduct and ethics, global corporate social responsibility initiatives, and other governance-related policies.\n• Other news and announcements that we may post from time to time that investors might find useful or interesting.\n• Opportunities to sign up for email alerts to have information pushed in real time.\nWe publish a variety of reports and resources related to our Corporate Social Responsibility programs and progress on our Reports Hub website, www.microsoft.com/corporate-responsibility/reports-hub, including reports on responsible AI, sustainability, responsible sourcing, accessibility, digital trust, and public policy engagement.\nThe information found on these websites is not part of, or incorporated by reference into, this or any other report we file with, or furnish to, the SEC. In addition to these channels, we use social media to communicate to the public. It is possible that the information we post on social media could be deemed to be material to investors. We encourage investors, the media, and others interested in Microsoft to review the information we post on the social media channels listed on our Investor Relations website.\nMANAGEMENT’S DISCUSSION AND ANALYSIS OF FINANCIAL CONDITION AND RESULTS OF OPERATIONS",
+      "path": "2025_AnnualReport.docx/**Preface**/**Preface** part 16",
+      "metadata": {
+        "length": 3929,
+        "summary": "The passage discusses Microsoft's compliance with a wide range of U.S. and global laws, including those related to privacy, telecommunications, data protection, advertising, and online content. The company has implemented comprehensive compliance programs, monitors regulatory developments, and uses policies, controls, and technical safeguards to meet legal standards. It highlights tailored programs for specific obligations like the EU Digital Markets Act and Digital Services Act. The text also describes available investor information on Microsoft's website, including SEC filings, business strategies, press releases, and corporate governance materials, as well as social media channels for public communication.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "tokens": [
+          "We",
+          "subject",
+          "wide",
+          "range",
+          "laws",
+          "regulations",
+          "legal",
+          "requirements",
+          "globally",
+          "including",
+          "apply",
+          "products",
+          "online",
+          "services",
+          "offerings",
+          "impose",
+          "related",
+          "user",
+          "privacy",
+          "telecommunications",
+          "data",
+          "storage",
+          "protection",
+          "advertising",
+          "content",
+          "These",
+          "continually",
+          "evolving",
+          "unclear",
+          "vary",
+          "significantly",
+          "jurisdictions",
+          "implemented",
+          "comprehensive",
+          "compliance",
+          "programs",
+          "operations",
+          "adapt",
+          "maintain",
+          "customer",
+          "regulator",
+          "confidence",
+          "monitor",
+          "regulatory",
+          "developments",
+          "world",
+          "implement",
+          "policies",
+          "controls",
+          "technical",
+          "safeguards",
+          "meet",
+          "applicable",
+          "standards",
+          "Our",
+          "business",
+          "teams",
+          "support",
+          "manage",
+          "prepare",
+          "external",
+          "commercial",
+          "reporting",
+          "internal",
+          "audit",
+          "conduct",
+          "reviews",
+          "processes",
+          "While",
+          "unified",
+          "approach",
+          "tailored",
+          "specific",
+          "obligations",
+          "creation",
+          "independent",
+          "functions",
+          "required",
+          "European",
+          "Union",
+          "EU",
+          "Digital",
+          "Markets",
+          "Act",
+          "Services",
+          "oversee",
+          "assess",
+          "company",
+          "acts",
+          "For",
+          "description",
+          "risks",
+          "face",
+          "matters",
+          "refer",
+          "Risk",
+          "Factors",
+          "fiscal",
+          "year",
+          "2025",
+          "Form",
+          "10K",
+          "AVAILABLE",
+          "INFORMATION",
+          "Internet",
+          "address",
+          "www",
+          "microsoft",
+          "At",
+          "Investor",
+          "Relations",
+          "website",
+          "investor",
+          "make",
+          "free",
+          "charge",
+          "variety",
+          "information",
+          "investors",
+          "goal",
+          "portal",
+          "easily",
+          "find",
+          "navigate",
+          "pertinent",
+          "annual",
+          "report",
+          "10",
+          "quarterly",
+          "reports",
+          "current",
+          "amendments",
+          "practicable",
+          "electronically",
+          "file",
+          "material",
+          "furnish",
+          "Securities",
+          "Exchange",
+          "Commission",
+          "SEC",
+          "sec",
+          "gov",
+          "Information",
+          "strategies",
+          "financial",
+          "results",
+          "metrics",
+          "Announcements",
+          "conferences",
+          "speeches",
+          "events",
+          "executives",
+          "talk",
+          "product",
+          "service",
+          "competitive",
+          "Archives",
+          "Press",
+          "releases",
+          "earnings",
+          "announcements",
+          "international",
+          "news",
+          "Corporate",
+          "governance",
+          "articles",
+          "incorporation",
+          "bylaws",
+          "guidelines",
+          "committee",
+          "charters",
+          "codes",
+          "ethics",
+          "global",
+          "corporate",
+          "social",
+          "responsibility",
+          "initiatives",
+          "Other",
+          "post",
+          "time",
+          "interesting",
+          "Opportunities",
+          "sign",
+          "email",
+          "alerts",
+          "pushed",
+          "real",
+          "publish",
+          "resources",
+          "Social",
+          "Responsibility",
+          "progress",
+          "Reports",
+          "Hub",
+          "hub",
+          "responsible",
+          "AI",
+          "sustainability",
+          "sourcing",
+          "accessibility",
+          "digital",
+          "trust",
+          "public",
+          "policy",
+          "engagement",
+          "The",
+          "found",
+          "websites",
+          "part",
+          "incorporated",
+          "reference",
+          "In",
+          "addition",
+          "channels",
+          "media",
+          "communicate",
+          "It",
+          "deemed",
+          "encourage",
+          "interested",
+          "Microsoft",
+          "review",
+          "listed",
+          "MANAGEMENT",
+          "DISCUSSION",
+          "AND",
+          "ANALYSIS",
+          "OF",
+          "FINANCIAL",
+          "CONDITION",
+          "RESULTS",
+          "OPERATIONS"
+        ],
+        "keywords": [
+          "regulatory compliance",
+          "legal requirements",
+          "corporate governance"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "a41e7c83-8a77-5764-bef8-892dc0f445d0",
+      "type": "text",
+      "content": "The following Management’s Discussion and Analysis of Financial Condition and Results of Operations (“MD&A”) is intended to help the reader understand the results of operations and financial condition of Microsoft Corporation. MD&A is provided as a supplement to, and should be read in conjunction with, our consolidated financial statements and the accompanying Notes to Financial Statements. This section generally discusses the results of our operations for the year ended June 30, 2025 compared to the year ended June 30, 2024. For a discussion of the year ended June 30, 2024 compared to the year ended June 30, 2023, please refer to “Management’s Discussion and Analysis of Financial Condition and Results of Operations” in our Annual Report on Form 10-K for the year ended June 30, 2024 and our Form 8-K filed on December 3, 2024.\nOVERVIEW\nMicrosoft is a technology company committed to making digital technology and artificial intelligence (“AI”) available broadly and doing so responsibly, with a mission to empower every person and every organization on the planet to achieve more. We create platforms and tools, powered by AI, that deliver innovative solutions that meet the evolving needs of our customers.\nWe generate revenue by offering a wide range of cloud-based solutions, content, and other services to people and businesses; licensing and supporting an array of software products; delivering relevant online advertising to a global audience; and designing and selling devices. Our most significant expenses are related to compensating employees; supporting and investing in our cloud-based services, including datacenter operations; designing, manufacturing, marketing, and selling our other products and services; and income taxes.\nHighlights from fiscal year 2025 compared with fiscal year 2024 included:\n• Microsoft Cloud revenue increased 23% to $168.9 billion.\n• Microsoft 365 Commercial products and cloud services revenue increased 14% driven by Microsoft 365 Commercial cloud revenue growth of 15%.\n• Microsoft 365 Consumer products and cloud services revenue increased 11% driven by Microsoft 365 Consumer cloud revenue growth of 11%.\n• LinkedIn revenue increased 9%.\n• Dynamics products and cloud services revenue increased 15% driven by Dynamics 365 revenue growth of 19%.\n• Server products and cloud services revenue increased 23% driven by Azure and other cloud services revenue growth of 34%.\n• Windows OEM and Devices revenue increased 3%.\n• Xbox content and services revenue increased 16%.\n• Search and news advertising revenue excluding traffic acquisition costs increased 20%.\nIndustry Trends and Opportunities\nOur industry is dynamic and highly competitive, with frequent changes in both technologies and business models. Each industry shift is an opportunity to conceive new products, new technologies, or new ideas that can further transform the industry and our business. At Microsoft, we push the boundaries of what is possible through a broad range of research and development activities that seek to identify and address the changing demands of customers and users, industry trends, and competitive forces.\nMicrosoft and OpenAI maintain a long-term strategic partnership originally established in 2019. Microsoft is a major investor in OpenAI, and the companies have reciprocal revenue-sharing arrangements. We hold rights to OpenAI’s intellectual property, including models and infrastructure, for integration into our products. The OpenAI API is exclusive to Azure, runs on Azure, and is available through the Azure OpenAI Service. We also have a right of first refusal on OpenAI’s new capacity needs.\nEconomic Conditions, Challenges, and Risks\nThe markets for software, devices, and cloud-based services are dynamic and highly competitive. Our competitors are developing new software and devices, while also deploying competing cloud-based services for consumers and businesses. The devices and form factors customers prefer evolve rapidly, influencing how users access services in the cloud and, in some cases, the user’s choice of which suite of cloud-based services to use. Aggregate demand for our software, services, and devices is also correlated to global macroeconomic and geopolitical factors, which remain dynamic. We must continue to evolve and adapt over an extended time in pace with this changing environment.",
+      "path": "2025_AnnualReport.docx/**Preface**/**Preface** part 17",
+      "metadata": {
+        "length": 4370,
+        "summary": "Microsoft's MD&A for fiscal year 2025 highlights strong growth driven by cloud and AI. Microsoft Cloud revenue rose 23% to $168.9 billion, with Azure and other cloud services growing 34%. The company discusses its strategic partnership with OpenAI, industry trends, and competitive risks. Key revenue drivers include Microsoft 365, Dynamics 365, LinkedIn, Xbox, and search advertising.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "tokens": [
+          "The",
+          "Management",
+          "Discussion",
+          "Analysis",
+          "Financial",
+          "Condition",
+          "Results",
+          "Operations",
+          "MD",
+          "intended",
+          "reader",
+          "understand",
+          "results",
+          "operations",
+          "financial",
+          "condition",
+          "Microsoft",
+          "Corporation",
+          "provided",
+          "supplement",
+          "read",
+          "conjunction",
+          "consolidated",
+          "statements",
+          "accompanying",
+          "Notes",
+          "Statements",
+          "This",
+          "section",
+          "generally",
+          "discusses",
+          "year",
+          "ended",
+          "June",
+          "30",
+          "2025",
+          "compared",
+          "2024",
+          "For",
+          "discussion",
+          "2023",
+          "refer",
+          "Annual",
+          "Report",
+          "Form",
+          "10",
+          "filed",
+          "December",
+          "OVERVIEW",
+          "technology",
+          "company",
+          "committed",
+          "making",
+          "digital",
+          "artificial",
+          "intelligence",
+          "AI",
+          "broadly",
+          "responsibly",
+          "mission",
+          "empower",
+          "person",
+          "organization",
+          "planet",
+          "achieve",
+          "We",
+          "create",
+          "platforms",
+          "tools",
+          "powered",
+          "deliver",
+          "innovative",
+          "solutions",
+          "meet",
+          "evolving",
+          "customers",
+          "generate",
+          "revenue",
+          "offering",
+          "wide",
+          "range",
+          "cloud",
+          "based",
+          "content",
+          "services",
+          "people",
+          "businesses",
+          "licensing",
+          "supporting",
+          "array",
+          "software",
+          "products",
+          "delivering",
+          "relevant",
+          "online",
+          "advertising",
+          "global",
+          "audience",
+          "designing",
+          "selling",
+          "devices",
+          "Our",
+          "significant",
+          "expenses",
+          "related",
+          "compensating",
+          "employees",
+          "investing",
+          "including",
+          "datacenter",
+          "manufacturing",
+          "marketing",
+          "income",
+          "taxes",
+          "Highlights",
+          "fiscal",
+          "included",
+          "Cloud",
+          "increased",
+          "23%",
+          "168.9",
+          "billion",
+          "365",
+          "Commercial",
+          "14%",
+          "driven",
+          "growth",
+          "15%",
+          "Consumer",
+          "11%",
+          "LinkedIn",
+          "9%",
+          "Dynamics",
+          "19%",
+          "Server",
+          "Azure",
+          "34%",
+          "Windows",
+          "OEM",
+          "Devices",
+          "3%",
+          "Xbox",
+          "16%",
+          "Search",
+          "news",
+          "excluding",
+          "traffic",
+          "acquisition",
+          "costs",
+          "20%",
+          "Industry",
+          "Trends",
+          "Opportunities",
+          "industry",
+          "dynamic",
+          "highly",
+          "competitive",
+          "frequent",
+          "technologies",
+          "business",
+          "models",
+          "Each",
+          "shift",
+          "opportunity",
+          "conceive",
+          "ideas",
+          "transform",
+          "At",
+          "push",
+          "boundaries",
+          "broad",
+          "research",
+          "development",
+          "activities",
+          "seek",
+          "identify",
+          "address",
+          "changing",
+          "demands",
+          "users",
+          "trends",
+          "forces",
+          "OpenAI",
+          "maintain",
+          "long",
+          "term",
+          "strategic",
+          "partnership",
+          "originally",
+          "established",
+          "2019",
+          "major",
+          "investor",
+          "companies",
+          "reciprocal",
+          "sharing",
+          "arrangements",
+          "hold",
+          "rights",
+          "intellectual",
+          "property",
+          "infrastructure",
+          "integration",
+          "API",
+          "exclusive",
+          "runs",
+          "Service",
+          "refusal",
+          "capacity",
+          "Economic",
+          "Conditions",
+          "Challenges",
+          "Risks",
+          "markets",
+          "competitors",
+          "developing",
+          "deploying",
+          "competing",
+          "consumers",
+          "form",
+          "factors",
+          "prefer",
+          "evolve",
+          "rapidly",
+          "influencing",
+          "access",
+          "cases",
+          "user",
+          "choice",
+          "suite",
+          "Aggregate",
+          "demand",
+          "correlated",
+          "macroeconomic",
+          "geopolitical",
+          "remain",
+          "continue",
+          "adapt",
+          "extended",
+          "time",
+          "pace",
+          "environment"
+        ],
+        "keywords": [
+          "Microsoft Cloud",
+          "Azure",
+          "AI"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "0ffa9cf3-0de7-57f5-9489-d1707086edb7",
+      "type": "text",
+      "content": "The investments we are making in cloud and AI infrastructure and devices will continue to increase our operating costs and may decrease our operating margins. We continue to identify and evaluate opportunities to expand our datacenter locations and increase our server capacity to meet the evolving needs of our customers, particularly given the growing demand for AI services. Our datacenters depend on the availability of permitted and buildable land, predictable energy, networking supplies, and servers, including graphics processing units (“GPUs”) and other components. Our devices are primarily manufactured by third-party contract manufacturers. For the majority of our products, we have the ability to use other manufacturers if a current vendor becomes unavailable or unable to meet our requirements. However, some of our products contain certain components for which there are very few qualified suppliers. Extended disruptions at these suppliers could impact our ability to manufacture devices on time to meet consumer demand.\nOur success is highly dependent on our ability to attract and retain qualified employees. We hire a mix of university and industry talent worldwide. We compete for talented individuals globally by offering an exceptional working environment, broad customer reach, scale in resources, the ability to grow one’s career across many different products and businesses, and competitive compensation and benefits.\nOur international operations provide a significant portion of our total revenue and expenses. Many of these revenue and expenses are denominated in currencies other than the U.S. dollar. As a result, changes in foreign exchange rates may significantly affect revenue and expenses. Fluctuations in the U.S. dollar relative to certain foreign currencies did not have a material impact on reported revenue and expenses from our international operations in fiscal year 2025.\nFurther, global, regional, and local economic developments and changes in global trade policies such as restrictions on international trade, including tariffs and other controls on imports or exports, could result in increased supply chain challenges, cost volatility, and consumer and economic uncertainty which may adversely affect our results of operations.\nRefer to Risk Factors in our fiscal year 2025 Form 10-K for a discussion of these factors and other risks.\nSeasonality\nOur revenue fluctuates quarterly and is generally higher in the fourth quarter of our fiscal year. Fourth quarter revenue is driven by a higher volume of multi-year contracts executed during the period.\nReportable Segments\nWe report our financial performance based on the following segments: Productivity and Business Processes, Intelligent Cloud, and More Personal Computing. The segment amounts included in MD&A are presented on a basis consistent with our internal management reporting.\nIn August 2024, we announced changes to the composition of our segments. These changes align our segments with how we currently manage our business, most notably bringing the commercial components of Microsoft 365 together in the Productivity and Business Processes segment. Beginning in fiscal year 2025, the information that our chief operating decision maker is regularly provided and reviews for purposes of allocating resources and assessing performance reflects these segment changes. Prior period segment information has been recast to conform to the way we internally manage and monitor our business during fiscal year 2025.\nAdditional information on our reportable segments is contained in Note 18 – Segment Information and Geographic Data of the Notes to Financial Statements.\nMetrics\nWe use metrics in assessing the performance of our business and to make informed decisions regarding the allocation of resources. We disclose metrics to enable investors to evaluate progress against our ambitions, provide transparency into performance trends, and reflect the continued evolution of our products and services. Our commercial and other business metrics are fundamentally connected based on how customers use our products and services. The metrics are disclosed in the MD&A or the Notes to Financial Statements. Financial metrics are calculated based on financial results prepared in accordance with accounting principles generally accepted in the United States of America (“GAAP”), and growth comparisons relate to the corresponding period of last fiscal year.",
+      "path": "2025_AnnualReport.docx/**Preface**/**Preface** part 18",
+      "metadata": {
+        "length": 4456,
+        "summary": "The passage discusses Microsoft's investments in cloud and AI infrastructure, which may increase operating costs and decrease margins. It highlights dependencies on datacenter resources, third-party manufacturers, and qualified employees. International operations face foreign exchange risks, and global trade policies could impact supply chains. Revenue is seasonal, peaking in Q4. Segment reporting was restructured in August 2024, aligning with management practices. Key metrics are disclosed for performance evaluation.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "tokens": [
+          "The",
+          "investments",
+          "making",
+          "cloud",
+          "AI",
+          "infrastructure",
+          "devices",
+          "continue",
+          "increase",
+          "operating",
+          "costs",
+          "decrease",
+          "margins",
+          "We",
+          "identify",
+          "evaluate",
+          "opportunities",
+          "expand",
+          "datacenter",
+          "locations",
+          "server",
+          "capacity",
+          "meet",
+          "evolving",
+          "customers",
+          "growing",
+          "demand",
+          "services",
+          "Our",
+          "datacenters",
+          "depend",
+          "availability",
+          "permitted",
+          "buildable",
+          "land",
+          "predictable",
+          "energy",
+          "networking",
+          "supplies",
+          "servers",
+          "including",
+          "graphics",
+          "processing",
+          "units",
+          "GPUs",
+          "components",
+          "primarily",
+          "manufactured",
+          "party",
+          "contract",
+          "manufacturers",
+          "For",
+          "majority",
+          "products",
+          "ability",
+          "current",
+          "vendor",
+          "unavailable",
+          "unable",
+          "requirements",
+          "However",
+          "qualified",
+          "suppliers",
+          "Extended",
+          "disruptions",
+          "impact",
+          "manufacture",
+          "time",
+          "consumer",
+          "success",
+          "highly",
+          "dependent",
+          "attract",
+          "retain",
+          "employees",
+          "hire",
+          "mix",
+          "university",
+          "industry",
+          "talent",
+          "worldwide",
+          "compete",
+          "talented",
+          "individuals",
+          "globally",
+          "offering",
+          "exceptional",
+          "working",
+          "environment",
+          "broad",
+          "customer",
+          "reach",
+          "scale",
+          "resources",
+          "grow",
+          "career",
+          "businesses",
+          "competitive",
+          "compensation",
+          "benefits",
+          "international",
+          "operations",
+          "provide",
+          "significant",
+          "portion",
+          "total",
+          "revenue",
+          "expenses",
+          "Many",
+          "denominated",
+          "currencies",
+          "dollar",
+          "As",
+          "result",
+          "foreign",
+          "exchange",
+          "rates",
+          "significantly",
+          "affect",
+          "Fluctuations",
+          "relative",
+          "material",
+          "reported",
+          "fiscal",
+          "year",
+          "2025",
+          "Further",
+          "global",
+          "regional",
+          "local",
+          "economic",
+          "developments",
+          "trade",
+          "policies",
+          "restrictions",
+          "tariffs",
+          "controls",
+          "imports",
+          "exports",
+          "increased",
+          "supply",
+          "chain",
+          "challenges",
+          "cost",
+          "volatility",
+          "uncertainty",
+          "adversely",
+          "results",
+          "Refer",
+          "Risk",
+          "Factors",
+          "Form",
+          "10",
+          "discussion",
+          "factors",
+          "risks",
+          "Seasonality",
+          "fluctuates",
+          "quarterly",
+          "generally",
+          "higher",
+          "fourth",
+          "quarter",
+          "Fourth",
+          "driven",
+          "volume",
+          "multi",
+          "contracts",
+          "executed",
+          "period",
+          "Reportable",
+          "Segments",
+          "report",
+          "financial",
+          "performance",
+          "based",
+          "segments",
+          "Productivity",
+          "Business",
+          "Processes",
+          "Intelligent",
+          "Cloud",
+          "More",
+          "Personal",
+          "Computing",
+          "segment",
+          "amounts",
+          "included",
+          "MD",
+          "presented",
+          "basis",
+          "consistent",
+          "internal",
+          "management",
+          "reporting",
+          "In",
+          "August",
+          "2024",
+          "announced",
+          "composition",
+          "These",
+          "align",
+          "manage",
+          "business",
+          "notably",
+          "bringing",
+          "commercial",
+          "Microsoft",
+          "365",
+          "Beginning",
+          "information",
+          "chief",
+          "decision",
+          "maker",
+          "regularly",
+          "provided",
+          "reviews",
+          "purposes",
+          "allocating",
+          "assessing",
+          "reflects",
+          "Prior",
+          "recast",
+          "conform",
+          "internally",
+          "monitor",
+          "Additional",
+          "reportable",
+          "contained",
+          "Note",
+          "18",
+          "Segment",
+          "Information",
+          "Geographic",
+          "Data",
+          "Notes",
+          "Financial",
+          "Statements",
+          "Metrics",
+          "metrics",
+          "make",
+          "informed",
+          "decisions",
+          "allocation",
+          "disclose",
+          "enable",
+          "investors",
+          "progress",
+          "ambitions",
+          "transparency",
+          "trends",
+          "reflect",
+          "continued",
+          "evolution",
+          "fundamentally",
+          "connected",
+          "disclosed",
+          "calculated",
+          "prepared",
+          "accordance",
+          "accounting",
+          "principles",
+          "accepted",
+          "United",
+          "States",
+          "America",
+          "GAAP",
+          "growth",
+          "comparisons",
+          "relate"
+        ],
+        "keywords": [
+          "Cloud AI",
+          "Revenue Risks",
+          "Segment Changes"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "bebaff53-91ff-5baf-a265-141db4dd72ca",
+      "type": "text",
+      "content": "In the first quarter of fiscal year 2025, we made updates to our metrics in connection with the segment changes described above. These changes align our metrics with how we manage and monitor certain businesses. The key change was bringing the commercial components of Microsoft 365 together and creating a new Microsoft 365 Commercial cloud revenue growth metric. Other changes include combining Windows OEM and Devices into a single revenue growth metric that brings revenue from PC market-driven businesses together, as well as elevating our cloud revenue growth metrics to align to our strategic focus on cloud growth.\nCommercial\nOur commercial business primarily consists of Server products and cloud services, Microsoft 365 Commercial products and cloud services, the commercial portion of LinkedIn, Dynamics products and cloud services, and Enterprise and partner services. Our commercial metrics allow management and investors to assess the overall health of our commercial business and include leading indicators of future performance.\n\nTable defines three Microsoft Cloud metrics: Commercial remaining performance obligation, Cloud revenue and growth, and Cloud gross margin percentage.\n[tables/table-4 Microsoft Cloud KPIs.html]\n\nProductivity and Business Processes and Intelligent Cloud\nMetrics related to our Productivity and Business Processes and Intelligent Cloud segments assess the health of our core businesses within these segments. The metrics primarily reflect growth across our cloud services.\n\nThe table defines key performance indicators for Microsoft's commercial and consumer cloud services, including revenue growth, seat growth, and subscriber counts for Microsoft 365, LinkedIn, Dynamics 365, and Azure.\n[tables/table-5 Microsoft Cloud KPIs.html]\n\nMore Personal Computing\nMetrics related to our More Personal Computing segment assess the performance of our key consumer businesses.\n\nRevenue growth from Windows OEM and Devices, Xbox content and services, and Search and news advertising excluding traffic acquisition costs.\n[tables/table-6 Microsoft Revenue.html]\n\nSUMMARY RESULTS OF OPERATIONS\n\nThe table shows financial results for 2025 vs 2024: Revenue $281,724M (up 15%), Gross margin $193,893M (up 13%), Operating income $128,528M (up 17%), Net income $101,832M (up 16%), Diluted EPS $13.64 (up 16%).\n[tables/table-7 Revenue Growth.html]\n\nFiscal Year 2025 Compared with Fiscal Year 2024\nRevenue increased $36.6 billion or 15% with growth across each of our segments. Intelligent Cloud revenue increased driven by Azure. Productivity and Business Processes revenue increased driven by Microsoft 365 Commercial cloud. More Personal Computing revenue increased driven by Gaming and Search and news advertising.\nCost of revenue increased $13.7 billion or 19% driven by growth in Microsoft Cloud.\nGross margin increased $22.9 billion or 13% with growth across each of our segments.\n• Gross margin percentage decreased slightly driven by Intelligent Cloud, offset in part by More Personal Computing.\n• Microsoft Cloud gross margin percentage decreased to 69% driven by the impact of scaling our AI infrastructure, offset in part by efficiency gains in Azure.\nOperating expenses increased $3.8 billion or 6% driven by investments in cloud and AI engineering and Gaming, including the impact of the Activision Blizzard acquisition.\nOperating income increased $19.1 billion or 17% with growth across each of our segments.\nSEGMENT RESULTS OF OPERATIONS\n\nMicrosoft's 2025 vs 2024 segment data: Productivity & Business Processes revenue $120,810M (+13%), Intelligent Cloud $106,265M (+21%), More Personal Computing $54,649M (+7%). Total revenue $281,724M (+15%), operating income $128,528M (+17%).\n[tables/table-8 Microsoft Segment Results.html]\n\nReportable Segments\nFiscal Year 2025 Compared with Fiscal Year 2024\nProductivity and Business Processes\nRevenue increased $14.0 billion or 13%.\n• Microsoft 365 Commercial products and cloud services revenue increased $10.8 billion or 14%. Microsoft 365 Commercial cloud revenue grew 15% with Microsoft 365 Commercial seat growth of 6% driven by small and medium businesses and frontline worker offerings, as well as growth in revenue per user. Microsoft 365 Commercial products revenue grew 7% driven by the Windows Commercial on-premises components of Microsoft 365 suite sales and an increase in Office transactional purchasing with the launch of Office 2024.",
+      "path": "2025_AnnualReport.docx/**Preface**/**Preface** part 19",
+      "metadata": {
+        "length": 4431,
+        "summary": "Microsoft's fiscal year 2025 results show total revenue of $281.7 billion (up 15%), gross margin of $193.9 billion, operating income of $128.5 billion, and net income of $101.8 billion. Segment performance includes Productivity & Business Processes revenue up 13% to $120.8 billion, Intelligent Cloud up 21% to $106.3 billion, and More Personal Computing up 7% to $54.6 billion. Key metric changes include a new Microsoft 365 Commercial cloud revenue growth metric and combining Windows OEM with Devices. Microsoft Cloud gross margin decreased to 69% due to AI infrastructure scaling. Revenue growth was driven by Azure, Microsoft 365 Commercial cloud, Gaming, and Search advertising.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "tokens": [
+          "In",
+          "quarter",
+          "fiscal",
+          "year",
+          "2025",
+          "made",
+          "updates",
+          "metrics",
+          "connection",
+          "segment",
+          "These",
+          "align",
+          "manage",
+          "monitor",
+          "businesses",
+          "The",
+          "key",
+          "change",
+          "bringing",
+          "commercial",
+          "components",
+          "Microsoft",
+          "365",
+          "creating",
+          "Commercial",
+          "cloud",
+          "revenue",
+          "growth",
+          "metric",
+          "Other",
+          "include",
+          "combining",
+          "Windows",
+          "OEM",
+          "Devices",
+          "single",
+          "brings",
+          "PC",
+          "market",
+          "driven",
+          "elevating",
+          "strategic",
+          "focus",
+          "Our",
+          "business",
+          "primarily",
+          "consists",
+          "Server",
+          "products",
+          "services",
+          "portion",
+          "LinkedIn",
+          "Dynamics",
+          "Enterprise",
+          "partner",
+          "management",
+          "investors",
+          "assess",
+          "health",
+          "leading",
+          "indicators",
+          "future",
+          "performance",
+          "Table",
+          "defines",
+          "Cloud",
+          "remaining",
+          "obligation",
+          "gross",
+          "margin",
+          "percentage",
+          "Productivity",
+          "Business",
+          "Processes",
+          "Intelligent",
+          "Metrics",
+          "related",
+          "segments",
+          "core",
+          "reflect",
+          "table",
+          "consumer",
+          "including",
+          "seat",
+          "subscriber",
+          "counts",
+          "Azure",
+          "More",
+          "Personal",
+          "Computing",
+          "Revenue",
+          "Xbox",
+          "content",
+          "Search",
+          "news",
+          "advertising",
+          "excluding",
+          "traffic",
+          "acquisition",
+          "costs",
+          "SUMMARY",
+          "RESULTS",
+          "OF",
+          "OPERATIONS",
+          "shows",
+          "financial",
+          "results",
+          "2024",
+          "281",
+          "724M",
+          "15%",
+          "Gross",
+          "193",
+          "893M",
+          "13%",
+          "Operating",
+          "income",
+          "128",
+          "528M",
+          "17%",
+          "Net",
+          "101",
+          "832M",
+          "16%",
+          "Diluted",
+          "EPS",
+          "13.64",
+          "Fiscal",
+          "Year",
+          "Compared",
+          "increased",
+          "36.6",
+          "billion",
+          "Gaming",
+          "Cost",
+          "13.7",
+          "19%",
+          "22.9",
+          "decreased",
+          "slightly",
+          "offset",
+          "part",
+          "69%",
+          "impact",
+          "scaling",
+          "AI",
+          "infrastructure",
+          "efficiency",
+          "gains",
+          "expenses",
+          "3.8",
+          "6%",
+          "investments",
+          "engineering",
+          "Activision",
+          "Blizzard",
+          "19.1",
+          "SEGMENT",
+          "data",
+          "120",
+          "810M",
+          "106",
+          "265M",
+          "21%",
+          "54",
+          "649M",
+          "7%",
+          "Total",
+          "operating",
+          "Reportable",
+          "Segments",
+          "14.0",
+          "10.8",
+          "14%",
+          "grew",
+          "small",
+          "medium",
+          "frontline",
+          "worker",
+          "offerings",
+          "user",
+          "premises",
+          "suite",
+          "sales",
+          "increase",
+          "Office",
+          "transactional",
+          "purchasing",
+          "launch"
+        ],
+        "keywords": [
+          "Microsoft",
+          "Cloud Revenue",
+          "Financial Results"
+        ],
+        "connect_to": [
+          {
+            "target": "421aaa5d-a19e-55f8-b19f-9f0d269aa779",
+            "relation": "embeds",
+            "ref": "[tables/table-4 Microsoft Cloud KPIs.html]",
+            "position": {
+              "start": 1197,
+              "end": 1239
+            }
+          },
+          {
+            "target": "ca7bdf17-9611-509f-9921-ed11c2b257a0",
+            "relation": "embeds",
+            "ref": "[tables/table-5 Microsoft Cloud KPIs.html]",
+            "position": {
+              "start": 1734,
+              "end": 1776
+            }
+          },
+          {
+            "target": "c70fc2de-5ee0-5069-8ae4-4f9152c8737b",
+            "relation": "embeds",
+            "ref": "[tables/table-6 Microsoft Revenue.html]",
+            "position": {
+              "start": 2054,
+              "end": 2093
+            }
+          },
+          {
+            "target": "21d686c9-1f19-5e9b-99f4-7b4fdbc5cd0b",
+            "relation": "embeds",
+            "ref": "[tables/table-7 Revenue Growth.html]",
+            "position": {
+              "start": 2336,
+              "end": 2372
+            }
+          },
+          {
+            "target": "e4a917a1-1b21-5bf4-8860-fdc09eb4b30e",
+            "relation": "embeds",
+            "ref": "[tables/table-8 Microsoft Segment Results.html]",
+            "position": {
+              "start": 3721,
+              "end": 3768
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "a7e07b2e-0d3c-51b6-af40-5ecca315ae0b",
+      "type": "text",
+      "content": "• Microsoft 365 Consumer products and cloud services revenue increased $756 million or 11%. Microsoft 365 Consumer cloud revenue grew 11% driven by Microsoft 365 Consumer subscriber growth of 8% to 89.0 million, as well as growth in revenue per user from the price increase announced in January 2025.\n• LinkedIn revenue increased $1.4 billion or 9% with growth across all lines of business.\n• Dynamics products and cloud services revenue increased $996 million or 15% driven by growth in Dynamics 365, offset in part by a decline in Dynamics on-premises products. Dynamics 365 revenue grew 19% with growth across all workloads.\nOperating income increased $10.1 billion or 17%.\n• Cost of revenue increased $2.8 billion or 14% driven by growth in Microsoft 365 Commercial cloud.\n• Gross margin increased $11.2 billion or 13% driven by growth in Microsoft 365 Commercial cloud. Gross margin percentage decreased slightly primarily driven by the impact of scaling our AI infrastructure, offset in part by efficiency gains in Microsoft 365 Commercial cloud.\n• Operating expenses increased $1.1 billion or 4% driven by investments in cloud and AI engineering and commercial sales.\nIntelligent Cloud\nRevenue increased $18.8 billion or 21%.\n• Server products and cloud services revenue increased $18.6 billion or 23% driven by Azure and other cloud services. Azure and other cloud services revenue grew 34% driven by demand for our portfolio of services. Server products revenue decreased 3% driven by a decrease in transactional purchasing with continued customer shift to cloud offerings.\n• Enterprise and partner services revenue increased $166 million or 2% driven by growth in Enterprise Support Services, offset in part by a decline in Industry Solutions.\nOperating income increased $6.8 billion or 18%.\n• Cost of revenue increased $10.6 billion or 36% driven by growth in Azure.\n• Gross margin increased $8.2 billion or 14% driven by growth in Azure. Gross margin percentage decreased driven by the impact of scaling our AI infrastructure, offset in part by efficiency gains in Azure.\n• Operating expenses increased $1.5 billion or 7% driven by investments in cloud and AI engineering.\nMore Personal Computing\nRevenue increased $3.8 billion or 7%.\n• Windows and Devices revenue increased $288 million or 2%. Windows OEM and Devices revenue increased 3% driven by growth in Windows OEM, offset in part by a decline in Devices.\n• Gaming revenue increased $2.0 billion or 9% driven by growth in Xbox content and services, offset in part by a decline in Xbox hardware. Xbox content and services revenue increased 16% driven by the impact of the Activision Blizzard acquisition and Xbox Game Pass. Xbox hardware revenue decreased 25% driven by lower volume of consoles sold.\n• Search and news advertising revenue increased $1.6 billion or 13%. Search and news advertising revenue excluding traffic acquisition costs increased 20% driven by higher search volume and higher revenue per search.\nOperating income increased $2.2 billion or 18%.\n• Cost of revenue increased $346 million or 1% driven by growth in Search and news advertising.\n• Gross margin increased $3.5 billion or 13% with growth across all businesses. Gross margin percentage increased with improvement across all businesses.\n• Operating expenses increased $1.3 billion or 9% driven by Gaming, including the impact of the Activision Blizzard acquisition.\nOPERATING EXPENSES\nResearch and Development\n\nResearch and development spending increased from $29,510 million in 2024 to $32,488 million in 2025, a 10% rise, while remaining at 12% of revenue.\n[tables/table-9 R&D Spending 2025.html]\n\nResearch and development expenses include payroll, employee benefits, stock-based compensation expense, and other headcount-related expenses associated with product development. Research and development expenses also include technology development costs, including AI training and other infrastructure costs, third-party development and programming costs, and the amortization of purchased software code and services content.\nFiscal Year 2025 Compared with Fiscal Year 2024\nResearch and development expenses increased $3.0 billion or 10% driven by investments in cloud and AI engineering and Gaming, including the impact of the Activision Blizzard acquisition.\nSales and Marketing",
+      "path": "2025_AnnualReport.docx/**Preface**/**Preface** part 20",
+      "metadata": {
+        "length": 4327,
+        "summary": "Microsoft's fiscal year 2025 results show strong growth across segments. Microsoft 365 Consumer revenue rose 11% with subscriber growth to 89 million. LinkedIn revenue increased 9%. Dynamics 365 revenue grew 19%. Intelligent Cloud revenue rose 21%, driven by Azure growth of 34%. More Personal Computing revenue increased 7%, with Gaming up 9% due to Xbox content and services growth of 16%, offset by a 25% decline in Xbox hardware. Operating income increased 17% overall. Research and development expenses rose 10% due to investments in cloud, AI, and Gaming.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "tokens": [
+          "Microsoft",
+          "365",
+          "Consumer",
+          "products",
+          "cloud",
+          "services",
+          "revenue",
+          "increased",
+          "756",
+          "million",
+          "11%",
+          "grew",
+          "driven",
+          "subscriber",
+          "growth",
+          "8%",
+          "89.0",
+          "user",
+          "price",
+          "increase",
+          "announced",
+          "January",
+          "2025",
+          "LinkedIn",
+          "1.4",
+          "billion",
+          "9%",
+          "lines",
+          "business",
+          "Dynamics",
+          "996",
+          "15%",
+          "offset",
+          "part",
+          "decline",
+          "premises",
+          "19%",
+          "workloads",
+          "Operating",
+          "income",
+          "10.1",
+          "17%",
+          "Cost",
+          "2.8",
+          "14%",
+          "Commercial",
+          "Gross",
+          "margin",
+          "11.2",
+          "13%",
+          "percentage",
+          "decreased",
+          "slightly",
+          "primarily",
+          "impact",
+          "scaling",
+          "AI",
+          "infrastructure",
+          "efficiency",
+          "gains",
+          "expenses",
+          "1.1",
+          "4%",
+          "investments",
+          "engineering",
+          "commercial",
+          "sales",
+          "Intelligent",
+          "Cloud",
+          "Revenue",
+          "18.8",
+          "21%",
+          "Server",
+          "18.6",
+          "23%",
+          "Azure",
+          "34%",
+          "demand",
+          "portfolio",
+          "3%",
+          "decrease",
+          "transactional",
+          "purchasing",
+          "continued",
+          "customer",
+          "shift",
+          "offerings",
+          "Enterprise",
+          "partner",
+          "166",
+          "2%",
+          "Support",
+          "Services",
+          "Industry",
+          "Solutions",
+          "6.8",
+          "18%",
+          "10.6",
+          "36%",
+          "8.2",
+          "1.5",
+          "7%",
+          "More",
+          "Personal",
+          "Computing",
+          "3.8",
+          "Windows",
+          "Devices",
+          "288",
+          "OEM",
+          "Gaming",
+          "2.0",
+          "Xbox",
+          "content",
+          "hardware",
+          "16%",
+          "Activision",
+          "Blizzard",
+          "acquisition",
+          "Game",
+          "Pass",
+          "25%",
+          "lower",
+          "volume",
+          "consoles",
+          "sold",
+          "Search",
+          "news",
+          "advertising",
+          "1.6",
+          "excluding",
+          "traffic",
+          "costs",
+          "20%",
+          "higher",
+          "search",
+          "2.2",
+          "346",
+          "1%",
+          "3.5",
+          "businesses",
+          "improvement",
+          "1.3",
+          "including",
+          "OPERATING",
+          "EXPENSES",
+          "Research",
+          "Development",
+          "development",
+          "spending",
+          "29",
+          "510",
+          "2024",
+          "32",
+          "488",
+          "10%",
+          "rise",
+          "remaining",
+          "12%",
+          "include",
+          "payroll",
+          "employee",
+          "benefits",
+          "stock",
+          "based",
+          "compensation",
+          "expense",
+          "headcount",
+          "related",
+          "product",
+          "technology",
+          "training",
+          "party",
+          "programming",
+          "amortization",
+          "purchased",
+          "software",
+          "code",
+          "Fiscal",
+          "Year",
+          "Compared",
+          "3.0",
+          "Sales",
+          "Marketing"
+        ],
+        "keywords": [
+          "Revenue",
+          "Cloud",
+          "Gaming"
+        ],
+        "connect_to": [
+          {
+            "target": "65e313e3-db40-55ee-a0b9-a74657e07419",
+            "relation": "embeds",
+            "ref": "[tables/table-9 R&D Spending 2025.html]",
+            "position": {
+              "start": 3606,
+              "end": 3645
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "e1506605-4527-5a30-895a-3dbdabac2f1b",
+      "type": "text",
+      "content": "Sales and marketing costs were $25,654 million in 2025 (9% of revenue) and $24,456 million in 2024 (10% of revenue), a 5% increase and a 1 percentage point decrease as a percent of revenue.\n[tables/table-10 Sales & Marketing.html]\n\nSales and marketing expenses include payroll, employee benefits, stock-based compensation expense, and other headcount-related expenses associated with sales and marketing personnel, and the costs of advertising, promotions, trade shows, seminars, and other programs.\nFiscal Year 2025 Compared with Fiscal Year 2024\nSales and marketing expenses increased $1.2 billion or 5% driven by investments in commercial sales and Gaming, including the impact of the Activision Blizzard acquisition.\nGeneral and Administrative\n\nGeneral and administrative expenses decreased 5% from $7,609M in 2024 to $7,223M in 2025, remaining at 3% of revenue with 0ppt change.\n[tables/table-11 G&A Expenses.html]\n\nGeneral and administrative expenses include payroll, employee benefits, stock-based compensation expense, employee severance expense incurred as part of a corporate program, and other headcount-related expenses associated with finance, legal, facilities, certain human resources and other administrative personnel, certain taxes, and legal and other administrative fees.\nFiscal Year 2025 Compared with Fiscal Year 2024\nGeneral and administrative expenses decreased $386 million or 5% driven by Gaming, including the impact of the Activision Blizzard acquisition.\nOTHER INCOME (EXPENSE), NET\nThe components of other income (expense), net were as follows:\n\nThe table shows financial data for years ended June 30, 2025 and 2024, including interest income, expenses, investment losses, derivatives losses, foreign currency gains/losses, and other net losses, resulting in total net losses of $4,901 million and $1,646 million respectively.\n[tables/table-12 Financial Summary.html]\n\nWe use derivative instruments to manage risks related to foreign currencies, interest rates, equity prices, and credit; to enhance investment returns; and to facilitate portfolio diversification. Gains and losses from changes in fair values of derivatives that are not designated as hedging instruments are primarily recognized in other income (expense), net.\nFiscal Year 2025 Compared with Fiscal Year 2024\nInterest and dividends income decreased primarily due to lower portfolio balances. Interest expense decreased primarily due to maturities of commercial paper and higher capitalization of debt interest expense, offset in part by higher finance lease interest expense. Net recognized losses on investments increased primarily due to higher impairments, offset in part by higher gains on equity investments in the current period. Net losses on derivatives increased primarily due to higher losses on equity derivatives in the current period. Other, net primarily reflects net recognized losses on equity method investments, including OpenAI.\nINCOME TAXES\nEffective Tax Rate\nOur effective tax rate for both fiscal years 2025 and 2024 was 18%. Our effective tax rate for the fiscal year ended June 30, 2025 was primarily impacted by changes in the mix of our earnings and tax expenses between the U.S. and foreign countries.\nOur effective tax rate was lower than the U.S. federal statutory rate, primarily due to earnings taxed at lower rates in foreign jurisdictions resulting from producing and distributing our products and services through our foreign regional operations center in Ireland.\nThe mix of income before income taxes between the U.S. and foreign countries impacted our effective tax rate as a result of the geographic distribution of, and customer demand for, our products and services. In fiscal year 2025, our U.S. income before income taxes was $69.2 billion and our foreign income before income taxes was $54.4 billion. In fiscal year 2024, our U.S. income before income taxes was $62.9 billion and our foreign income before income taxes was $44.9 billion.",
+      "path": "2025_AnnualReport.docx/**Preface**/**Preface** part 21",
+      "metadata": {
+        "length": 3978,
+        "summary": "Sales and marketing costs rose 5% to $25,654 million in 2025 (9% of revenue) from $24,456 million in 2024 (10% of revenue). General and administrative expenses decreased 5% to $7,223 million. Other income (expense), net showed a net loss of $4,901 million in 2025 versus $1,646 million in 2024. The effective tax rate remained at 18% for both years, with U.S. income before taxes at $69.2 billion and foreign income at $54.4 billion in 2025.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "tokens": [
+          "Sales",
+          "marketing",
+          "costs",
+          "25",
+          "654",
+          "million",
+          "2025",
+          "9%",
+          "revenue",
+          "24",
+          "456",
+          "2024",
+          "10%",
+          "5%",
+          "increase",
+          "percentage",
+          "point",
+          "decrease",
+          "percent",
+          "expenses",
+          "include",
+          "payroll",
+          "employee",
+          "benefits",
+          "stock",
+          "based",
+          "compensation",
+          "expense",
+          "headcount",
+          "related",
+          "sales",
+          "personnel",
+          "advertising",
+          "promotions",
+          "trade",
+          "shows",
+          "seminars",
+          "programs",
+          "Fiscal",
+          "Year",
+          "Compared",
+          "increased",
+          "1.2",
+          "billion",
+          "driven",
+          "investments",
+          "commercial",
+          "Gaming",
+          "including",
+          "impact",
+          "Activision",
+          "Blizzard",
+          "acquisition",
+          "General",
+          "Administrative",
+          "administrative",
+          "decreased",
+          "609M",
+          "223M",
+          "remaining",
+          "3%",
+          "0ppt",
+          "change",
+          "severance",
+          "incurred",
+          "part",
+          "corporate",
+          "program",
+          "finance",
+          "legal",
+          "facilities",
+          "human",
+          "resources",
+          "taxes",
+          "fees",
+          "386",
+          "OTHER",
+          "INCOME",
+          "EXPENSE",
+          "NET",
+          "The",
+          "components",
+          "income",
+          "net",
+          "table",
+          "financial",
+          "data",
+          "years",
+          "ended",
+          "June",
+          "30",
+          "interest",
+          "investment",
+          "losses",
+          "derivatives",
+          "foreign",
+          "currency",
+          "gains",
+          "resulting",
+          "total",
+          "901",
+          "646",
+          "We",
+          "derivative",
+          "instruments",
+          "manage",
+          "risks",
+          "currencies",
+          "rates",
+          "equity",
+          "prices",
+          "credit",
+          "enhance",
+          "returns",
+          "facilitate",
+          "portfolio",
+          "diversification",
+          "Gains",
+          "fair",
+          "values",
+          "designated",
+          "hedging",
+          "primarily",
+          "recognized",
+          "Interest",
+          "dividends",
+          "due",
+          "lower",
+          "balances",
+          "maturities",
+          "paper",
+          "higher",
+          "capitalization",
+          "debt",
+          "offset",
+          "lease",
+          "Net",
+          "impairments",
+          "current",
+          "period",
+          "Other",
+          "reflects",
+          "method",
+          "OpenAI",
+          "TAXES",
+          "Effective",
+          "Tax",
+          "Rate",
+          "Our",
+          "effective",
+          "tax",
+          "rate",
+          "fiscal",
+          "18%",
+          "year",
+          "impacted",
+          "mix",
+          "earnings",
+          "countries",
+          "federal",
+          "statutory",
+          "taxed",
+          "jurisdictions",
+          "producing",
+          "distributing",
+          "products",
+          "services",
+          "regional",
+          "operations",
+          "center",
+          "Ireland",
+          "result",
+          "geographic",
+          "distribution",
+          "customer",
+          "demand",
+          "In",
+          "69.2",
+          "54.4",
+          "62.9",
+          "44.9"
+        ],
+        "keywords": [
+          "Sales",
+          "Marketing",
+          "Expenses"
+        ],
+        "connect_to": [
+          {
+            "target": "301de650-4cd3-562e-a6a4-72b0cfb244d4",
+            "relation": "embeds",
+            "ref": "[tables/table-10 Sales & Marketing.html]",
+            "position": {
+              "start": 190,
+              "end": 230
+            }
+          },
+          {
+            "target": "4058dfb8-d7a1-5283-af19-829f40330f3a",
+            "relation": "embeds",
+            "ref": "[tables/table-11 G&A Expenses.html]",
+            "position": {
+              "start": 884,
+              "end": 919
+            }
+          },
+          {
+            "target": "c0a4e50c-e185-55ca-9c4a-a71bbaf7ce12",
+            "relation": "embeds",
+            "ref": "[tables/table-12 Financial Summary.html]",
+            "position": {
+              "start": 1857,
+              "end": 1897
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "43e1e4f2-1de0-51de-8e5f-b0213249ef81",
+      "type": "text",
+      "content": "The Organisation for Economic Co-operation and Development (“OECD”) published its model rules “Tax Challenges Arising From the Digitalisation of the Economy – Global Anti-Base Erosion Model Rules (Pillar Two)” which established a global minimum corporate tax rate of 15% for certain multinational enterprises. Many countries have implemented or are in the process of implementing the Pillar Two legislation, which applies to Microsoft beginning in fiscal year 2025. While we do not currently estimate a material impact to our consolidated financial statements, we continue to monitor the impact as countries implement legislation and the OECD provides additional guidance.\nWe are currently assessing the One Big Beautiful Bill Act (“OBBBA”) which was enacted on July 4, 2025. The OBBBA provides a U.S. global intangible low-taxed income effective tax rate of 14% effective fiscal year 2027 for Microsoft. It also provides bonus depreciation for certain assets placed into service after January 19, 2025 and an election to expense U.S. incurred research or experimental expenditures.\nUncertain Tax Positions\nWe remain under audit by the IRS for tax years 2014 to 2017. With respect to the audit for tax years 2004 to 2013, on September 26, 2023, we received Notices of Proposed Adjustment (“NOPAs”) from the IRS. The primary issues in the NOPAs relate to intercompany transfer pricing. In the NOPAs, the IRS is seeking an additional tax payment of $28.9 billion plus penalties and interest. As of June 30, 2025, we believe our allowances for income tax contingencies are adequate. We disagree with the proposed adjustments and will vigorously contest the NOPAs through the IRS’s administrative appeals office and, if necessary, judicial proceedings. We do not expect a final resolution of these issues in the next 12 months. Based on the information currently available, we do not anticipate a significant increase or decrease to our income tax contingencies for these issues within the next 12 months.\nWe are subject to income tax in many jurisdictions outside the U.S., some of which are currently under audit by local tax authorities. The resolution of these audits is not expected to be material to our consolidated financial statements. Our operations in Ireland remain subject to examination for tax years 2020 and thereafter.\nLIQUIDITY AND CAPITAL RESOURCES\nWe expect existing cash, cash equivalents, short-term investments, cash flows from operations, and access to capital markets to continue to be sufficient to fund our operating activities and cash commitments for investing and financing activities, such as dividends, share repurchases, debt maturities, material capital expenditures, and the transition tax related to the Tax Cuts and Jobs Act (“TCJA”), for at least the next 12 months and thereafter for the foreseeable future.\nCash, Cash Equivalents, and Investments\nCash, cash equivalents, and short-term investments totaled $94.6 billion and $75.5 billion as of June 30, 2025 and 2024, respectively. Equity and other investments were $15.4 billion and $14.6 billion as of June 30, 2025 and 2024, respectively. Our short-term investments are primarily intended to facilitate liquidity and capital preservation. They consist predominantly of highly liquid investment-grade fixed-income securities, diversified among industries and individual issuers. The investments are predominantly U.S. dollar-denominated securities, but also include foreign currency-denominated securities to diversify risk. Our fixed-income investments are exposed to interest rate risk and credit risk. The credit risk and average maturity of our fixed-income portfolio are managed to achieve economic returns that correlate to certain fixed-income indices. The settlement risk related to these investments is insignificant given that the short-term investments held are primarily highly liquid investment-grade fixed-income securities.\nValuation",
+      "path": "2025_AnnualReport.docx/**Preface**/**Preface** part 22",
+      "metadata": {
+        "length": 3936,
+        "summary": "The passage discusses Microsoft's tax and liquidity positions. It covers the OECD's Pillar Two global minimum tax (15%) effective FY2025, the U.S. OBBBA Act (14% GILTI rate from FY2027), and an ongoing IRS audit for tax years 2004-2013 involving a $28.9 billion proposed adjustment for intercompany transfer pricing, which Microsoft contests. The company expects no material impact from Pillar Two and does not anticipate a resolution of the IRS audit within 12 months. On liquidity, cash, cash equivalents, and short-term investments totaled $94.6 billion as of June 30, 2025, with sufficient resources to fund operations and commitments for at least the next 12 months.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "tokens": [
+          "The",
+          "Organisation",
+          "Economic",
+          "Co",
+          "operation",
+          "Development",
+          "OECD",
+          "published",
+          "model",
+          "rules",
+          "Tax",
+          "Challenges",
+          "Arising",
+          "From",
+          "Digitalisation",
+          "Economy",
+          "Global",
+          "Anti",
+          "Base",
+          "Erosion",
+          "Model",
+          "Rules",
+          "Pillar",
+          "Two",
+          "established",
+          "global",
+          "minimum",
+          "corporate",
+          "tax",
+          "rate",
+          "15%",
+          "multinational",
+          "enterprises",
+          "Many",
+          "countries",
+          "implemented",
+          "process",
+          "implementing",
+          "legislation",
+          "applies",
+          "Microsoft",
+          "beginning",
+          "fiscal",
+          "year",
+          "2025",
+          "While",
+          "estimate",
+          "material",
+          "impact",
+          "consolidated",
+          "financial",
+          "statements",
+          "continue",
+          "monitor",
+          "implement",
+          "additional",
+          "guidance",
+          "We",
+          "assessing",
+          "One",
+          "Big",
+          "Beautiful",
+          "Bill",
+          "Act",
+          "OBBBA",
+          "enacted",
+          "July",
+          "intangible",
+          "low",
+          "taxed",
+          "income",
+          "effective",
+          "14%",
+          "2027",
+          "It",
+          "bonus",
+          "depreciation",
+          "assets",
+          "service",
+          "January",
+          "19",
+          "election",
+          "expense",
+          "incurred",
+          "research",
+          "experimental",
+          "expenditures",
+          "Uncertain",
+          "Positions",
+          "remain",
+          "audit",
+          "IRS",
+          "years",
+          "2014",
+          "2017",
+          "With",
+          "respect",
+          "2004",
+          "2013",
+          "September",
+          "26",
+          "2023",
+          "received",
+          "Notices",
+          "Proposed",
+          "Adjustment",
+          "NOPAs",
+          "primary",
+          "issues",
+          "relate",
+          "intercompany",
+          "transfer",
+          "pricing",
+          "In",
+          "seeking",
+          "payment",
+          "28.9",
+          "billion",
+          "penalties",
+          "interest",
+          "As",
+          "June",
+          "30",
+          "allowances",
+          "contingencies",
+          "adequate",
+          "disagree",
+          "proposed",
+          "adjustments",
+          "vigorously",
+          "contest",
+          "administrative",
+          "appeals",
+          "office",
+          "judicial",
+          "proceedings",
+          "expect",
+          "final",
+          "resolution",
+          "12",
+          "months",
+          "Based",
+          "information",
+          "anticipate",
+          "significant",
+          "increase",
+          "decrease",
+          "subject",
+          "jurisdictions",
+          "local",
+          "authorities",
+          "audits",
+          "expected",
+          "Our",
+          "operations",
+          "Ireland",
+          "examination",
+          "2020",
+          "LIQUIDITY",
+          "AND",
+          "CAPITAL",
+          "RESOURCES",
+          "existing",
+          "cash",
+          "equivalents",
+          "short",
+          "term",
+          "investments",
+          "flows",
+          "access",
+          "capital",
+          "markets",
+          "sufficient",
+          "fund",
+          "operating",
+          "activities",
+          "commitments",
+          "investing",
+          "financing",
+          "dividends",
+          "share",
+          "repurchases",
+          "debt",
+          "maturities",
+          "transition",
+          "related",
+          "Cuts",
+          "Jobs",
+          "TCJA",
+          "foreseeable",
+          "future",
+          "Cash",
+          "Equivalents",
+          "Investments",
+          "totaled",
+          "94.6",
+          "75.5",
+          "2024",
+          "Equity",
+          "15.4",
+          "14.6",
+          "primarily",
+          "intended",
+          "facilitate",
+          "liquidity",
+          "preservation",
+          "They",
+          "consist",
+          "predominantly",
+          "highly",
+          "liquid",
+          "investment",
+          "grade",
+          "fixed",
+          "securities",
+          "diversified",
+          "industries",
+          "individual",
+          "issuers",
+          "dollar",
+          "denominated",
+          "include",
+          "foreign",
+          "currency",
+          "diversify",
+          "risk",
+          "exposed",
+          "credit",
+          "average",
+          "maturity",
+          "portfolio",
+          "managed",
+          "achieve",
+          "economic",
+          "returns",
+          "correlate",
+          "indices",
+          "settlement",
+          "insignificant",
+          "held",
+          "Valuation"
+        ],
+        "keywords": [
+          "Pillar Two",
+          "IRS Audit",
+          "Cash Position"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "33116602-bb3d-5eb4-9a05-5ce844a3c5c6",
+      "type": "text",
+      "content": "In general, and where applicable, we use quoted prices in active markets for identical assets or liabilities to determine the fair value of our financial instruments. This pricing methodology applies to our Level 1 investments, such as U.S. government securities, common and preferred stock, and mutual funds. If quoted prices in active markets for identical assets or liabilities are not available to determine fair value, then we use quoted prices for similar assets and liabilities or inputs other than the quoted prices that are observable either directly or indirectly. This pricing methodology applies to our Level 2 investments, such as commercial paper, certificates of deposit, U.S. agency securities, foreign government bonds, mortgage- and asset-backed securities, corporate notes and bonds, and municipal securities. Level 3 investments are valued using internally-developed models with unobservable inputs. Assets and liabilities measured at fair value on a recurring basis using unobservable inputs are an immaterial portion of our portfolio.\nA majority of our investments are priced by pricing vendors and are generally Level 1 or Level 2 investments as these vendors either provide a quoted market price in an active market or use observable inputs for their pricing without applying significant adjustments. Broker pricing is used mainly when a quoted price is not available, the investment is not priced by our pricing vendors, or when a broker price is more reflective of fair values in the market in which the investment trades. Our broker-priced investments are generally classified as Level 2 investments because the broker prices these investments based on similar assets without applying significant adjustments. In addition, all our broker-priced investments have a sufficient level of trading volume to demonstrate that the fair values used are appropriate for these investments. Our fair value processes include controls that are designed to ensure appropriate fair values are recorded. These controls include model validation, review of key model inputs, analysis of period-over-period fluctuations, and independent recalculation of prices where appropriate.\nCash Flows\nCash from operations increased $17.6 billion to $136.2 billion for fiscal year 2025, primarily due to an increase in cash received from customers, offset in part by an increase in cash paid to suppliers and employees and cash used to pay income taxes. Cash used in financing increased $13.9 billion to $51.7 billion for fiscal year 2025, primarily due to a $9.5 billion increase in cash used for repayments of debt, net of proceeds. Cash used in investing decreased $24.4 billion to $72.6 billion for fiscal year 2025, primarily due to a $63.2 billion decrease in cash used for acquisitions of companies, net of cash acquired and divestitures, and purchases of intangible and other assets, offset in part by a $22.3 billion increase in cash used in net investment purchases, sales, and maturities, and a $20.1 billion increase in additions to property and equipment.\nDebt Proceeds\nWe issue debt to take advantage of favorable pricing and liquidity in the debt markets, reflecting our credit rating. The proceeds of these issuances were or will be used for general corporate purposes, which may include, among other things, funding for working capital, capital expenditures, repurchases of capital stock, acquisitions, and repayment of existing debt. Refer to Note 10 – Debt of the Notes to Financial Statements.\nUnearned Revenue\nUnearned revenue comprises mainly unearned revenue related to volume licensing programs, which may include cloud services and Software Assurance (“SA”). Unearned revenue is generally invoiced annually at the beginning of each contract period for multi-year agreements and recognized ratably over the coverage period. Unearned revenue also includes payments for other offerings for which we have been paid in advance and earn the revenue when we transfer control of the product or service. Refer to Note 1 – Accounting Policies of the Notes to Financial Statements.\nThe following table outlines the expected future recognition of unearned revenue as of June 30, 2025:\n\nThe table shows quarterly revenue figures from September 2025 to June 2026, with a total of $67,265 million.\n[tables/table-13 Revenue Schedule.html]",
+      "path": "2025_AnnualReport.docx/**Preface**/**Preface** part 23",
+      "metadata": {
+        "length": 4343,
+        "summary": "The passage discusses fair value measurement of financial instruments, classifying them into Level 1 (quoted market prices), Level 2 (observable inputs), and Level 3 (unobservable inputs). Most investments are Level 1 or 2, priced by vendors or brokers. Cash flows show operations increased $17.6B to $136.2B, financing used $13.9B more, and investing decreased $24.4B. Debt proceeds fund corporate purposes. Unearned revenue, mainly from volume licensing and cloud services, totals $67,265 million expected to be recognized through June 2026.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "tokens": [
+          "In",
+          "general",
+          "applicable",
+          "quoted",
+          "prices",
+          "active",
+          "markets",
+          "identical",
+          "assets",
+          "liabilities",
+          "determine",
+          "fair",
+          "financial",
+          "instruments",
+          "This",
+          "pricing",
+          "methodology",
+          "applies",
+          "Level",
+          "investments",
+          "government",
+          "securities",
+          "common",
+          "preferred",
+          "stock",
+          "mutual",
+          "funds",
+          "If",
+          "similar",
+          "inputs",
+          "observable",
+          "directly",
+          "indirectly",
+          "commercial",
+          "paper",
+          "certificates",
+          "deposit",
+          "agency",
+          "foreign",
+          "bonds",
+          "mortgage",
+          "asset",
+          "backed",
+          "corporate",
+          "notes",
+          "municipal",
+          "valued",
+          "internally",
+          "developed",
+          "models",
+          "unobservable",
+          "Assets",
+          "measured",
+          "recurring",
+          "basis",
+          "immaterial",
+          "portion",
+          "portfolio",
+          "majority",
+          "priced",
+          "vendors",
+          "generally",
+          "provide",
+          "market",
+          "price",
+          "applying",
+          "significant",
+          "adjustments",
+          "Broker",
+          "investment",
+          "broker",
+          "reflective",
+          "values",
+          "trades",
+          "Our",
+          "classified",
+          "based",
+          "addition",
+          "sufficient",
+          "level",
+          "trading",
+          "volume",
+          "demonstrate",
+          "processes",
+          "include",
+          "controls",
+          "designed",
+          "ensure",
+          "recorded",
+          "These",
+          "model",
+          "validation",
+          "review",
+          "key",
+          "analysis",
+          "period",
+          "fluctuations",
+          "independent",
+          "recalculation",
+          "Cash",
+          "Flows",
+          "operations",
+          "increased",
+          "17.6",
+          "billion",
+          "136.2",
+          "fiscal",
+          "year",
+          "2025",
+          "primarily",
+          "due",
+          "increase",
+          "cash",
+          "received",
+          "customers",
+          "offset",
+          "part",
+          "paid",
+          "suppliers",
+          "employees",
+          "pay",
+          "income",
+          "taxes",
+          "financing",
+          "13.9",
+          "51.7",
+          "9.5",
+          "repayments",
+          "debt",
+          "net",
+          "proceeds",
+          "investing",
+          "decreased",
+          "24.4",
+          "72.6",
+          "63.2",
+          "decrease",
+          "acquisitions",
+          "companies",
+          "acquired",
+          "divestitures",
+          "purchases",
+          "intangible",
+          "22.3",
+          "sales",
+          "maturities",
+          "20.1",
+          "additions",
+          "property",
+          "equipment",
+          "Debt",
+          "Proceeds",
+          "We",
+          "issue",
+          "advantage",
+          "favorable",
+          "liquidity",
+          "reflecting",
+          "credit",
+          "rating",
+          "The",
+          "issuances",
+          "purposes",
+          "things",
+          "funding",
+          "working",
+          "capital",
+          "expenditures",
+          "repurchases",
+          "repayment",
+          "existing",
+          "Refer",
+          "Note",
+          "10",
+          "Notes",
+          "Financial",
+          "Statements",
+          "Unearned",
+          "Revenue",
+          "revenue",
+          "comprises",
+          "unearned",
+          "related",
+          "licensing",
+          "programs",
+          "cloud",
+          "services",
+          "Software",
+          "Assurance",
+          "SA",
+          "invoiced",
+          "annually",
+          "beginning",
+          "contract",
+          "multi",
+          "agreements",
+          "recognized",
+          "ratably",
+          "coverage",
+          "includes",
+          "payments",
+          "offerings",
+          "advance",
+          "earn",
+          "transfer",
+          "control",
+          "product",
+          "service",
+          "Accounting",
+          "Policies",
+          "table",
+          "outlines",
+          "expected",
+          "future",
+          "recognition",
+          "June",
+          "30",
+          "shows",
+          "quarterly",
+          "figures",
+          "September",
+          "2026",
+          "total",
+          "67",
+          "265",
+          "million"
+        ],
+        "keywords": [
+          "Fair value",
+          "Cash flows",
+          "Unearned revenue"
+        ],
+        "connect_to": [
+          {
+            "target": "82944171-cfed-507c-a902-82c89f467531",
+            "relation": "embeds",
+            "ref": "[tables/table-13 Revenue Schedule.html]",
+            "position": {
+              "start": 4304,
+              "end": 4343
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "ecfe0d62-fe3d-567a-aaec-4c707a41b54a",
+      "type": "text",
+      "content": "If our customers choose to license cloud-based versions of our products and services rather than licensing transaction-based products and services, the associated revenue will shift from being recognized at the time of the transaction to being recognized over the subscription period or upon consumption, as applicable. Refer to Note 12 – Unearned Revenue of the Notes to Financial Statements.\nMaterial Cash Requirements and Other Obligations\nContractual Obligations\nThe following table summarizes the payments due by fiscal year for our outstanding contractual obligations as of June 30, 2025:\n\nThe table summarizes contractual obligations totaling $397,045 million, including principal and interest payments, construction commitments, leases, and purchase commitments, with $148,106 million due in 2026 and $248,939 million thereafter.\n[tables/table-14 Debt Commitments.html]\n\n(a) Refer to Note 10 – Debt of the Notes to Financial Statements.\n(b) Refer to Note 6 – Property and Equipment of the Notes to Financial Statements.\n(c) Refer to Note 13 – Leases of the Notes to Financial Statements.\n(d) Purchase commitments primarily relate to datacenters and include open purchase orders and take-or-pay contracts that are not presented as construction commitments above.\nIncome Taxes\nAs a result of the TCJA, we are required to pay a one-time transition tax on deferred foreign income not previously subject to U.S. income tax. Under the TCJA, the transition tax is payable in interest-free installments over eight years, with 8% due in each of the first five years, 15% in year six, 20% in year seven, and 25% in year eight. As of June 30, 2025, our eighth transition tax installment of $4.4 billion is short-term and payable in the first quarter of fiscal year 2026.\nShare Repurchases\nDuring fiscal years 2025 and 2024, we repurchased 31 million shares and 32 million shares of our common stock for $13.0 billion and $12.0 billion, respectively, through our share repurchase program. All repurchases were made using cash resources. As of June 30, 2025, $57.3 billion remained of our $60 billion share repurchase program. Refer to Note 15 – Stockholders’ Equity of the Notes to Financial Statements.\nDividends\nDuring fiscal years 2025 and 2024, our Board of Directors declared dividends totaling $24.7 billion and $22.3 billion, respectively. We intend to continue returning capital to shareholders in the form of dividends, subject to declaration by our Board of Directors. Refer to Note 15 – Stockholders’ Equity of the Notes to Financial Statements.\nOther Planned Uses of Capital\nWe will continue to invest in sales, marketing, product support infrastructure, and existing and advanced areas of technology, as well as acquisitions that align with our business strategy. Additions to property and equipment will continue, including new facilities, datacenters, and computer systems for research and development, sales and marketing, support, and administrative staff. We will continue to invest in capital expenditures to support growth in our cloud offerings and our investments in AI infrastructure and training. We have operating and finance leases for datacenters, corporate offices, research and development facilities, Microsoft Experience Centers, and certain equipment. We have not engaged in any related party transactions or arrangements with unconsolidated entities or other persons that are reasonably likely to materially affect liquidity or the availability of capital resources.\nRECENT ACCOUNTING GUIDANCE\nRefer to Note 1 – Accounting Policies of the Notes to Financial Statements.\nCRITICAL ACCOUNTING ESTIMATES\nOur consolidated financial statements and accompanying notes are prepared in accordance with GAAP. Preparing consolidated financial statements requires management to make estimates and assumptions that affect the reported amounts of assets, liabilities, revenue, and expenses. Critical accounting estimates are those estimates that involve a significant level of estimation uncertainty and could have a material impact on our financial condition or results of operations. We have critical accounting estimates in the areas of revenue recognition, impairment of investment securities, goodwill, research and development costs, legal and other contingencies, and income taxes.\nRevenue Recognition",
+      "path": "2025_AnnualReport.docx/**Preface**/**Preface** part 24",
+      "metadata": {
+        "length": 4323,
+        "summary": "The passage details Microsoft's material cash requirements and obligations as of June 30, 2025, including $397,045 million in contractual obligations (debt, leases, purchase commitments) with $148,106 million due in 2026. It covers a $4.4 billion transition tax installment due in Q1 FY2026, $13.0 billion in share repurchases during FY2025 with $57.3 billion remaining authorized, $24.7 billion in dividends declared, and planned capital investments in cloud, AI infrastructure, and facilities.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "tokens": [
+          "If",
+          "customers",
+          "choose",
+          "license",
+          "cloud",
+          "based",
+          "versions",
+          "products",
+          "services",
+          "licensing",
+          "transaction",
+          "revenue",
+          "shift",
+          "recognized",
+          "time",
+          "subscription",
+          "period",
+          "consumption",
+          "applicable",
+          "Refer",
+          "Note",
+          "12",
+          "Unearned",
+          "Revenue",
+          "Notes",
+          "Financial",
+          "Statements",
+          "Material",
+          "Cash",
+          "Requirements",
+          "Other",
+          "Obligations",
+          "Contractual",
+          "The",
+          "table",
+          "summarizes",
+          "payments",
+          "due",
+          "fiscal",
+          "year",
+          "outstanding",
+          "contractual",
+          "obligations",
+          "June",
+          "30",
+          "2025",
+          "totaling",
+          "397",
+          "045",
+          "million",
+          "including",
+          "principal",
+          "interest",
+          "construction",
+          "commitments",
+          "leases",
+          "purchase",
+          "148",
+          "106",
+          "2026",
+          "248",
+          "939",
+          "10",
+          "Debt",
+          "Property",
+          "Equipment",
+          "13",
+          "Leases",
+          "Purchase",
+          "primarily",
+          "relate",
+          "datacenters",
+          "include",
+          "open",
+          "orders",
+          "pay",
+          "contracts",
+          "presented",
+          "Income",
+          "Taxes",
+          "As",
+          "result",
+          "TCJA",
+          "required",
+          "transition",
+          "tax",
+          "deferred",
+          "foreign",
+          "income",
+          "previously",
+          "subject",
+          "Under",
+          "payable",
+          "free",
+          "installments",
+          "years",
+          "8%",
+          "15%",
+          "20%",
+          "25%",
+          "eighth",
+          "installment",
+          "4.4",
+          "billion",
+          "short",
+          "term",
+          "quarter",
+          "Share",
+          "Repurchases",
+          "During",
+          "2024",
+          "repurchased",
+          "31",
+          "shares",
+          "32",
+          "common",
+          "stock",
+          "13.0",
+          "12.0",
+          "share",
+          "repurchase",
+          "program",
+          "All",
+          "repurchases",
+          "made",
+          "cash",
+          "resources",
+          "57.3",
+          "remained",
+          "60",
+          "15",
+          "Stockholders",
+          "Equity",
+          "Dividends",
+          "Board",
+          "Directors",
+          "declared",
+          "dividends",
+          "24.7",
+          "22.3",
+          "We",
+          "intend",
+          "continue",
+          "returning",
+          "capital",
+          "shareholders",
+          "form",
+          "declaration",
+          "Planned",
+          "Uses",
+          "Capital",
+          "invest",
+          "sales",
+          "marketing",
+          "product",
+          "support",
+          "infrastructure",
+          "existing",
+          "advanced",
+          "areas",
+          "technology",
+          "acquisitions",
+          "align",
+          "business",
+          "strategy",
+          "Additions",
+          "property",
+          "equipment",
+          "facilities",
+          "computer",
+          "systems",
+          "research",
+          "development",
+          "administrative",
+          "staff",
+          "expenditures",
+          "growth",
+          "offerings",
+          "investments",
+          "AI",
+          "training",
+          "operating",
+          "finance",
+          "corporate",
+          "offices",
+          "Microsoft",
+          "Experience",
+          "Centers",
+          "engaged",
+          "related",
+          "party",
+          "transactions",
+          "arrangements",
+          "unconsolidated",
+          "entities",
+          "persons",
+          "materially",
+          "affect",
+          "liquidity",
+          "availability",
+          "RECENT",
+          "ACCOUNTING",
+          "GUIDANCE",
+          "Accounting",
+          "Policies",
+          "CRITICAL",
+          "ESTIMATES",
+          "Our",
+          "consolidated",
+          "financial",
+          "statements",
+          "accompanying",
+          "notes",
+          "prepared",
+          "accordance",
+          "GAAP",
+          "Preparing",
+          "requires",
+          "management",
+          "make",
+          "estimates",
+          "assumptions",
+          "reported",
+          "amounts",
+          "assets",
+          "liabilities",
+          "expenses",
+          "Critical",
+          "accounting",
+          "involve",
+          "significant",
+          "level",
+          "estimation",
+          "uncertainty",
+          "material",
+          "impact",
+          "condition",
+          "results",
+          "operations",
+          "critical",
+          "recognition",
+          "impairment",
+          "investment",
+          "securities",
+          "goodwill",
+          "costs",
+          "legal",
+          "contingencies",
+          "taxes",
+          "Recognition"
+        ],
+        "keywords": [
+          "contractual obligations",
+          "share repurchases",
+          "dividends"
+        ],
+        "connect_to": [
+          {
+            "target": "8d1714c5-e877-501e-83fa-d4750007bb69",
+            "relation": "embeds",
+            "ref": "[tables/table-14 Debt Commitments.html]",
+            "position": {
+              "start": 838,
+              "end": 877
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "2943c163-4f7e-5f78-9400-0ed277dc7a92",
+      "type": "text",
+      "content": "Our contracts with customers often include promises to transfer multiple products and services to a customer. Determining whether products and services are considered distinct performance obligations that should be accounted for separately versus together may require significant judgment. When a cloud-based service includes both on-premises software licenses and cloud services, judgment is required to determine whether the software license is considered distinct and accounted for separately, or not distinct and accounted for together with the cloud service and recognized over time. Certain cloud services, primarily Office 365, depend on a significant level of integration, interdependency, and interrelation between the desktop applications and cloud services, and are accounted for together as one performance obligation. Revenue from Office 365 is recognized ratably over the period in which the cloud services are provided.\nJudgment is required to determine the standalone selling price (“SSP”) for each distinct performance obligation. We use a single amount to estimate SSP for items that are not sold separately, including on-premises licenses sold with SA or software updates provided at no additional charge. We use a range of amounts to estimate SSP when we sell each of the products and services separately and need to determine whether there is a discount to be allocated based on the relative SSP of the various products and services.\nIn instances where SSP is not directly observable, such as when we do not sell the product or service separately, we determine the SSP using information that may include market conditions and other observable inputs. We typically have more than one SSP for individual products and services due to the stratification of those products and services by customers and circumstances. In these instances, we may use information such as the size of the customer and geographic region in determining the SSP.\nDue to the various benefits from and the nature of our SA program, judgment is required to assess the pattern of delivery, including the exercise pattern of certain benefits across our portfolio of customers.\nOur products are generally sold with a right of return, we may provide other credits or incentives, and in certain instances we estimate customer usage of our products and services, which are accounted for as variable consideration when determining the amount of revenue to recognize. Returns and credits are estimated at contract inception and updated at the end of each reporting period if additional information becomes available. Changes to our estimated variable consideration were not material for the periods presented.\nImpairment of Investment Securities\nWe review debt investments quarterly for credit losses and impairment. If the cost of an investment exceeds its fair value, we evaluate, among other factors, general market conditions, credit quality of debt instrument issuers, and the extent to which the fair value is less than cost. This determination requires significant judgment. In making this judgment, we employ a systematic methodology that considers available quantitative and qualitative evidence in evaluating potential impairment of our investments. In addition, we consider specific adverse conditions related to the financial health of, and business outlook for, the investee. If we have plans to sell the security or it is more likely than not that we will be required to sell the security before recovery, then a decline in fair value below cost is recorded as an impairment charge in other income (expense), net and a new cost basis in the investment is established. If market, industry, and/or investee conditions deteriorate, we may incur future impairments.\nEquity investments without readily determinable fair values are written down to fair value if a qualitative assessment indicates that the investment is impaired and the fair value of the investment is less than carrying value. We perform a qualitative assessment on a periodic basis. We are required to estimate the fair value of the investment to determine the amount of the impairment loss. Once an investment is determined to be impaired, an impairment charge is recorded in other income (expense), net.\nGoodwill",
+      "path": "2025_AnnualReport.docx/**Preface**/**Preface** part 25",
+      "metadata": {
+        "length": 4273,
+        "summary": "The passage discusses revenue recognition judgments for contracts with multiple products and services, including determining distinct performance obligations, standalone selling price estimation, variable consideration for returns and credits, and impairment assessments for investment securities and goodwill.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "tokens": [
+          "Our",
+          "contracts",
+          "customers",
+          "include",
+          "promises",
+          "transfer",
+          "multiple",
+          "products",
+          "services",
+          "customer",
+          "Determining",
+          "considered",
+          "distinct",
+          "performance",
+          "obligations",
+          "accounted",
+          "separately",
+          "versus",
+          "require",
+          "significant",
+          "judgment",
+          "When",
+          "cloud",
+          "based",
+          "service",
+          "includes",
+          "premises",
+          "software",
+          "licenses",
+          "required",
+          "determine",
+          "license",
+          "recognized",
+          "time",
+          "Certain",
+          "primarily",
+          "Office",
+          "365",
+          "depend",
+          "level",
+          "integration",
+          "interdependency",
+          "interrelation",
+          "desktop",
+          "applications",
+          "obligation",
+          "Revenue",
+          "ratably",
+          "period",
+          "provided",
+          "Judgment",
+          "standalone",
+          "selling",
+          "price",
+          "SSP",
+          "We",
+          "single",
+          "amount",
+          "estimate",
+          "items",
+          "sold",
+          "including",
+          "SA",
+          "updates",
+          "additional",
+          "charge",
+          "range",
+          "amounts",
+          "sell",
+          "discount",
+          "allocated",
+          "relative",
+          "In",
+          "instances",
+          "directly",
+          "observable",
+          "product",
+          "information",
+          "market",
+          "conditions",
+          "inputs",
+          "typically",
+          "individual",
+          "due",
+          "stratification",
+          "circumstances",
+          "size",
+          "geographic",
+          "region",
+          "determining",
+          "Due",
+          "benefits",
+          "nature",
+          "program",
+          "assess",
+          "pattern",
+          "delivery",
+          "exercise",
+          "portfolio",
+          "generally",
+          "return",
+          "provide",
+          "credits",
+          "incentives",
+          "usage",
+          "variable",
+          "consideration",
+          "revenue",
+          "recognize",
+          "Returns",
+          "estimated",
+          "contract",
+          "inception",
+          "updated",
+          "end",
+          "reporting",
+          "Changes",
+          "material",
+          "periods",
+          "presented",
+          "Impairment",
+          "Investment",
+          "Securities",
+          "review",
+          "debt",
+          "investments",
+          "quarterly",
+          "credit",
+          "losses",
+          "impairment",
+          "If",
+          "cost",
+          "investment",
+          "exceeds",
+          "fair",
+          "evaluate",
+          "factors",
+          "general",
+          "quality",
+          "instrument",
+          "issuers",
+          "extent",
+          "This",
+          "determination",
+          "requires",
+          "making",
+          "employ",
+          "systematic",
+          "methodology",
+          "considers",
+          "quantitative",
+          "qualitative",
+          "evidence",
+          "evaluating",
+          "potential",
+          "addition",
+          "specific",
+          "adverse",
+          "related",
+          "financial",
+          "health",
+          "business",
+          "outlook",
+          "investee",
+          "plans",
+          "security",
+          "recovery",
+          "decline",
+          "recorded",
+          "income",
+          "expense",
+          "net",
+          "basis",
+          "established",
+          "industry",
+          "deteriorate",
+          "incur",
+          "future",
+          "impairments",
+          "Equity",
+          "readily",
+          "determinable",
+          "values",
+          "written",
+          "assessment",
+          "impaired",
+          "carrying",
+          "perform",
+          "periodic",
+          "loss",
+          "Once",
+          "determined",
+          "Goodwill"
+        ],
+        "keywords": [
+          "Revenue",
+          "Judgment",
+          "Contracts"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "54fbdc6d-1456-59be-9b31-606bebefed7a",
+      "type": "text",
+      "content": "We allocate goodwill to reporting units based on the reporting unit expected to benefit from the business combination. We evaluate our reporting units on an annual basis and, if necessary, reassign goodwill using a relative fair value allocation approach. Goodwill is tested for impairment at the reporting unit level (operating segment or one level below an operating segment) on an annual basis (May 1) and between annual tests if an event occurs or circumstances change that would more likely than not reduce the fair value of a reporting unit below its carrying value. These events or circumstances could include a significant change in the business climate, legal factors, operating performance indicators, competition, or sale or disposition of a significant portion of a reporting unit.\nApplication of the goodwill impairment test requires judgment, including the identification of reporting units, assignment of assets and liabilities to reporting units, assignment of goodwill to reporting units, and determination of the fair value of each reporting unit. The fair value of each reporting unit is estimated primarily through the use of a discounted cash flow methodology. This analysis requires significant judgments, including estimation of future cash flows, which is dependent on internal forecasts, estimation of the long-term rate of growth for our business, estimation of the useful life over which cash flows will occur, and determination of our weighted average cost of capital.\nThe estimates used to calculate the fair value of a reporting unit change from year to year based on operating results, market conditions, and other factors. Changes in these estimates and assumptions could materially affect the determination of fair value and goodwill impairment for each reporting unit.\nResearch and Development Costs\nCosts incurred internally in researching and developing a software product to be marketed or sold to external users are charged to expense until technological feasibility has been established for the product. Once technological feasibility is established, software costs are capitalized until the product is available for general release to customers. Judgment is required in determining when technological feasibility of a product is established. We have determined that technological feasibility for our software products is reached after all high-risk development issues have been resolved through coding and testing. Generally, this occurs shortly before the products are released to production. The amortization of these costs is included in cost of revenue over the estimated life of the products.\nLegal and Other Contingencies\nThe outcomes of legal proceedings and claims brought against us are subject to significant uncertainty. An estimated loss from a loss contingency such as a legal proceeding or claim is accrued by a charge to income if it is probable that an asset has been impaired or a liability has been incurred and the amount of the loss can be reasonably estimated. In determining whether a loss should be accrued we evaluate, among other factors, the degree of probability of an unfavorable outcome and the ability to make a reasonable estimate of the amount of loss. Changes in these factors could materially impact our consolidated financial statements.\nIncome Taxes",
+      "path": "2025_AnnualReport.docx/**Preface**/**Preface** part 26",
+      "metadata": {
+        "length": 3325,
+        "summary": "The passage discusses accounting policies for goodwill, research and development costs, legal contingencies, and income taxes. Goodwill is allocated to reporting units and tested for impairment annually or upon triggering events, using discounted cash flow analysis requiring significant judgment. R&D costs are expensed until technological feasibility is established, then capitalized. Legal loss contingencies are accrued when probable and reasonably estimable. Income taxes are also mentioned.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "tokens": [
+          "We",
+          "allocate",
+          "goodwill",
+          "reporting",
+          "units",
+          "based",
+          "unit",
+          "expected",
+          "benefit",
+          "business",
+          "combination",
+          "evaluate",
+          "annual",
+          "basis",
+          "reassign",
+          "relative",
+          "fair",
+          "allocation",
+          "approach",
+          "Goodwill",
+          "tested",
+          "impairment",
+          "level",
+          "operating",
+          "segment",
+          "May",
+          "tests",
+          "event",
+          "occurs",
+          "circumstances",
+          "change",
+          "reduce",
+          "carrying",
+          "These",
+          "events",
+          "include",
+          "significant",
+          "climate",
+          "legal",
+          "factors",
+          "performance",
+          "indicators",
+          "competition",
+          "sale",
+          "disposition",
+          "portion",
+          "Application",
+          "test",
+          "requires",
+          "judgment",
+          "including",
+          "identification",
+          "assignment",
+          "assets",
+          "liabilities",
+          "determination",
+          "The",
+          "estimated",
+          "primarily",
+          "discounted",
+          "cash",
+          "flow",
+          "methodology",
+          "This",
+          "analysis",
+          "judgments",
+          "estimation",
+          "future",
+          "flows",
+          "dependent",
+          "internal",
+          "forecasts",
+          "long",
+          "term",
+          "rate",
+          "growth",
+          "life",
+          "occur",
+          "weighted",
+          "average",
+          "cost",
+          "capital",
+          "estimates",
+          "calculate",
+          "year",
+          "results",
+          "market",
+          "conditions",
+          "Changes",
+          "assumptions",
+          "materially",
+          "affect",
+          "Research",
+          "Development",
+          "Costs",
+          "incurred",
+          "internally",
+          "researching",
+          "developing",
+          "software",
+          "product",
+          "marketed",
+          "sold",
+          "external",
+          "users",
+          "charged",
+          "expense",
+          "technological",
+          "feasibility",
+          "established",
+          "Once",
+          "costs",
+          "capitalized",
+          "general",
+          "release",
+          "customers",
+          "Judgment",
+          "required",
+          "determining",
+          "determined",
+          "products",
+          "reached",
+          "high",
+          "risk",
+          "development",
+          "issues",
+          "resolved",
+          "coding",
+          "testing",
+          "Generally",
+          "shortly",
+          "released",
+          "production",
+          "amortization",
+          "included",
+          "revenue",
+          "Legal",
+          "Other",
+          "Contingencies",
+          "outcomes",
+          "proceedings",
+          "claims",
+          "brought",
+          "subject",
+          "uncertainty",
+          "An",
+          "loss",
+          "contingency",
+          "proceeding",
+          "claim",
+          "accrued",
+          "charge",
+          "income",
+          "probable",
+          "asset",
+          "impaired",
+          "liability",
+          "amount",
+          "In",
+          "degree",
+          "probability",
+          "unfavorable",
+          "outcome",
+          "ability",
+          "make",
+          "reasonable",
+          "estimate",
+          "impact",
+          "consolidated",
+          "financial",
+          "statements",
+          "Income",
+          "Taxes"
+        ],
+        "keywords": [
+          "Goodwill impairment",
+          "R&D costs",
+          "Contingencies"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "12bbfcd8-5633-5ddd-b496-47d8bd0d731f",
+      "type": "text",
+      "content": "The objectives of accounting for income taxes are to recognize the amount of taxes payable or refundable for the current year, and deferred tax liabilities and assets for the future tax consequences of events that have been recognized in an entity’s financial statements or tax returns. We recognize the tax benefit from an uncertain tax position only if it is more likely than not that the tax position will be sustained on examination by the taxing authorities, based on the technical merits of the position. The tax benefits recognized in the financial statements from such a position are measured based on the largest benefit that has a greater than 50% likelihood of being realized upon ultimate settlement. Accounting literature also provides guidance on derecognition of income tax assets and liabilities, classification of deferred income tax assets and liabilities, accounting for interest and penalties associated with tax positions, and income tax disclosures. Judgment is required in assessing the future tax consequences of events that have been recognized in our consolidated financial statements or tax returns. Variations in the actual outcome of these future tax consequences could materially impact our consolidated financial statements.\nSTATEMENT OF MANAGEMENT’S RESPONSIBILITY FOR FINANCIAL STATEMENTS\nManagement is responsible for the preparation of the consolidated financial statements and related information that are presented in this report. The consolidated financial statements, which include amounts based on management’s estimates and judgments, have been prepared in conformity with accounting principles generally accepted in the United States of America.\nThe Company designs and maintains accounting and internal control systems to provide reasonable assurance at reasonable cost that assets are safeguarded against loss from unauthorized use or disposition, and that the financial records are reliable for preparing consolidated financial statements and maintaining accountability for assets. These systems are augmented by written policies, an organizational structure providing division of responsibilities, careful selection and training of qualified personnel, and a program of internal audits.\nThe Company engaged Deloitte & Touche LLP, an independent registered public accounting firm, to audit and render an opinion on the consolidated financial statements and internal control over financial reporting in accordance with the standards of the Public Company Accounting Oversight Board (United States).\nThe Board of Directors, through its Audit Committee, consisting solely of independent directors of the Company, meets periodically with management, internal auditors, and our independent registered public accounting firm to ensure that each is meeting its responsibilities and to discuss matters concerning internal controls and financial reporting. Deloitte & Touche LLP and the internal auditors each have full and free access to the Audit Committee.\nSatya Nadella\nChief Executive Officer\nAmy E. Hood\nExecutive Vice President and Chief Financial Officer\nAlice L. Jolla\nCorporate Vice President and Chief Accounting Officer\nQUANTITATIVE AND QUALITATIVE DISCLOSURES ABOUT MARKET RISK\nRISKS\nWe are exposed to economic risk from foreign exchange rates, interest rates, credit risk, and equity prices. We use derivatives instruments to manage these risks, however, they may still impact our consolidated financial statements.\nForeign Currencies\nCertain forecasted transactions, assets, and liabilities are exposed to foreign currency risk. We monitor our foreign currency exposures daily to maximize the economic effectiveness of our foreign currency positions, including hedges. Principal currency exposures include the Euro, Japanese yen, British pound, Canadian dollar, and Australian dollar.\nInterest Rate\nSecurities held in our fixed-income portfolio are subject to different interest rate risks based on their maturities. We manage the average maturity of the fixed-income portfolio to achieve economic returns that correlate to certain global fixed-income indices.\nCredit\nOur fixed-income portfolio is diversified and consists primarily of investment-grade securities. We manage credit exposures relative to broad-based indices to facilitate portfolio diversification.\nEquity\nSecurities held in our equity investments portfolio are subject to price risk.\nSENSITIVITY ANALYSIS",
+      "path": "2025_AnnualReport.docx/**Preface**/**Preface** part 27",
+      "metadata": {
+        "length": 4422,
+        "summary": "The passage covers accounting for income taxes, including recognizing current and deferred tax liabilities/assets, uncertain tax positions, and management's responsibility for financial statements. It also discusses market risk exposures (foreign currency, interest rate, credit, equity) and the use of derivatives for risk management.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "tokens": [
+          "The",
+          "objectives",
+          "accounting",
+          "income",
+          "taxes",
+          "recognize",
+          "amount",
+          "payable",
+          "refundable",
+          "current",
+          "year",
+          "deferred",
+          "tax",
+          "liabilities",
+          "assets",
+          "future",
+          "consequences",
+          "events",
+          "recognized",
+          "entity",
+          "financial",
+          "statements",
+          "returns",
+          "We",
+          "benefit",
+          "uncertain",
+          "position",
+          "sustained",
+          "examination",
+          "taxing",
+          "authorities",
+          "based",
+          "technical",
+          "merits",
+          "benefits",
+          "measured",
+          "largest",
+          "greater",
+          "50%",
+          "likelihood",
+          "realized",
+          "ultimate",
+          "settlement",
+          "Accounting",
+          "literature",
+          "guidance",
+          "derecognition",
+          "classification",
+          "interest",
+          "penalties",
+          "positions",
+          "disclosures",
+          "Judgment",
+          "required",
+          "assessing",
+          "consolidated",
+          "Variations",
+          "actual",
+          "outcome",
+          "materially",
+          "impact",
+          "STATEMENT",
+          "OF",
+          "MANAGEMENT",
+          "RESPONSIBILITY",
+          "FOR",
+          "FINANCIAL",
+          "STATEMENTS",
+          "Management",
+          "responsible",
+          "preparation",
+          "related",
+          "information",
+          "presented",
+          "report",
+          "include",
+          "amounts",
+          "management",
+          "estimates",
+          "judgments",
+          "prepared",
+          "conformity",
+          "principles",
+          "generally",
+          "accepted",
+          "United",
+          "States",
+          "America",
+          "Company",
+          "designs",
+          "maintains",
+          "internal",
+          "control",
+          "systems",
+          "provide",
+          "reasonable",
+          "assurance",
+          "cost",
+          "safeguarded",
+          "loss",
+          "unauthorized",
+          "disposition",
+          "records",
+          "reliable",
+          "preparing",
+          "maintaining",
+          "accountability",
+          "These",
+          "augmented",
+          "written",
+          "policies",
+          "organizational",
+          "structure",
+          "providing",
+          "division",
+          "responsibilities",
+          "careful",
+          "selection",
+          "training",
+          "qualified",
+          "personnel",
+          "program",
+          "audits",
+          "engaged",
+          "Deloitte",
+          "Touche",
+          "LLP",
+          "independent",
+          "registered",
+          "public",
+          "firm",
+          "audit",
+          "render",
+          "opinion",
+          "reporting",
+          "accordance",
+          "standards",
+          "Public",
+          "Oversight",
+          "Board",
+          "Directors",
+          "Audit",
+          "Committee",
+          "consisting",
+          "solely",
+          "directors",
+          "meets",
+          "periodically",
+          "auditors",
+          "ensure",
+          "meeting",
+          "discuss",
+          "matters",
+          "controls",
+          "full",
+          "free",
+          "access",
+          "Satya",
+          "Nadella",
+          "Chief",
+          "Executive",
+          "Officer",
+          "Amy",
+          "Hood",
+          "Vice",
+          "President",
+          "Financial",
+          "Alice",
+          "Jolla",
+          "Corporate",
+          "QUANTITATIVE",
+          "AND",
+          "QUALITATIVE",
+          "DISCLOSURES",
+          "ABOUT",
+          "MARKET",
+          "RISK",
+          "RISKS",
+          "exposed",
+          "economic",
+          "risk",
+          "foreign",
+          "exchange",
+          "rates",
+          "credit",
+          "equity",
+          "prices",
+          "derivatives",
+          "instruments",
+          "manage",
+          "risks",
+          "Foreign",
+          "Currencies",
+          "Certain",
+          "forecasted",
+          "transactions",
+          "currency",
+          "monitor",
+          "exposures",
+          "daily",
+          "maximize",
+          "effectiveness",
+          "including",
+          "hedges",
+          "Principal",
+          "Euro",
+          "Japanese",
+          "yen",
+          "British",
+          "pound",
+          "Canadian",
+          "dollar",
+          "Australian",
+          "Interest",
+          "Rate",
+          "Securities",
+          "held",
+          "fixed",
+          "portfolio",
+          "subject",
+          "rate",
+          "maturities",
+          "average",
+          "maturity",
+          "achieve",
+          "correlate",
+          "global",
+          "indices",
+          "Credit",
+          "Our",
+          "diversified",
+          "consists",
+          "primarily",
+          "investment",
+          "grade",
+          "securities",
+          "relative",
+          "broad",
+          "facilitate",
+          "diversification",
+          "Equity",
+          "investments",
+          "price",
+          "SENSITIVITY",
+          "ANALYSIS"
+        ],
+        "keywords": [
+          "Income Tax",
+          "Financial Statements",
+          "Market Risk"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "77f172f1-9b2f-5c47-8d3c-6dab6de4f915",
+      "type": "text",
+      "content": "The following table sets forth the potential loss in future earnings or fair values, including associated derivatives, resulting from hypothetical changes in relevant market rates or prices:\n\nThe table shows risk categories (foreign currency, interest rate, credit, equity) with hypothetical changes and their impacts on earnings or fair value as of June 30, 2025.\n[tables/table-15 Risk Sensitivity.html]\n\nFINANCIAL STATEMENTS AND SUPPLEMENTARY DATA\nINCOME STATEMENTS\n\nThe table shows financial data for years ending June 30, 2025, 2024, and 2023. Total revenue grew from $211,915M to $281,724M, net income from $72,361M to $101,832M, and diluted EPS from $9.68 to $13.64.\n[tables/table-16 Revenue & Income.html]\n\nRefer to accompanying notes.\nCOMPREHENSIVE INCOME STATEMENTS\n\nThe table shows net income, other comprehensive income (OCI) components, and total comprehensive income for fiscal years 2025, 2024, and 2023, with net income rising from $72,361M to $101,832M.\n[tables/table-17 Comprehensive Income.html]\n\nRefer to accompanying notes.\nBALANCE SHEETS\n\nConsolidated balance sheet as of June 30, 2025 and 2024, showing total assets of $619,003 million and $512,163 million, with corresponding liabilities and stockholders' equity.\n[tables/table-18 Balance Sheet.html]\n\nRefer to accompanying notes.\nCASH FLOWS STATEMENTS\n\nThe table shows cash flow from operations, financing, and investing for fiscal years 2023-2025, with net cash from operations increasing from $87,582M to $136,162M.\n[tables/table-19 Cash Flow Statement.html]\n\nRefer to accompanying notes.\nSTOCKHOLDERS’ EQUITY STATEMENTS\n\nThe table shows stockholders' equity components for fiscal years 2023-2025, including common stock, retained earnings, and accumulated other comprehensive loss, with ending total equity of $343,479 million in 2025.\n[tables/table-20 Stockholders' Equity.html]\n\nRefer to accompanying notes.\nNOTES TO FINANCIAL STATEMENTS\nNOTE 1 — ACCOUNTING POLICIES\nAccounting Principles\nOur consolidated financial statements and accompanying notes are prepared in accordance with accounting principles generally accepted in the United States of America (“GAAP”).\nPrinciples of Consolidation\nThe consolidated financial statements include the accounts of Microsoft Corporation and its subsidiaries. Intercompany transactions and balances have been eliminated.\nRecast of Certain Prior Period Information\nIn August 2024, we announced changes to the composition of our segments. These changes align our segments with how we currently manage our business, most notably bringing the commercial components of Microsoft 365 together in the Productivity and Business Processes segment. Beginning in fiscal year 2025, the information that our chief operating decision maker is regularly provided and reviews for purposes of allocating resources and assessing performance reflects these segment changes. Prior period segment information has been recast to conform to the way we internally manage and monitor our business during fiscal year 2025. These changes primarily impacted Note 8 – Goodwill, Note 12 – Unearned Revenue, and Note 18 – Segment Information and Geographic Data.\nThe recast of prior period information had no impact on our consolidated balance sheets, consolidated income statements, or consolidated cash flows statements.\nEstimates and Assumptions\nPreparing financial statements requires management to make estimates and assumptions that affect the reported amounts of assets, liabilities, revenue, and expenses. Examples of estimates and assumptions include: for revenue recognition, determining the nature and timing of satisfaction of performance obligations, and determining the standalone selling price (“SSP”) of performance obligations, variable consideration, and other obligations such as product returns and refunds; loss contingencies; the fair value of and/or potential impairment of goodwill and intangible assets for our reporting units; product life cycles; useful lives of our tangible and intangible assets; allowances for doubtful accounts; stock-based compensation forfeiture rates; when technological feasibility is achieved for our products; the potential outcome of uncertain tax positions that have been recognized in our consolidated financial statements or tax returns; and determining the timing and amount of impairments for investments. Actual results and outcomes may differ from management’s estimates and assumptions due to risks and uncertainties.\nForeign Currencies",
+      "path": "2025_AnnualReport.docx/**Preface**/**Preface** part 28",
+      "metadata": {
+        "length": 4486,
+        "summary": "The passage presents financial statements and supplementary data for a company (likely Microsoft) as of June 30, 2025. It includes tables on risk categories (foreign currency, interest rate, credit, equity) with hypothetical changes impacting earnings or fair value. Income statements show total revenue growing from $211,915M to $281,724M, net income from $72,361M to $101,832M, and diluted EPS from $9.68 to $13.64 over fiscal years 2023-2025. Comprehensive income statements, balance sheets (total assets $619,003M in 2025), cash flow statements (net cash from operations $136,162M in 2025), and stockholders' equity statements (ending total equity $343,479M in 2025) are included. Notes to financial statements cover accounting policies, principles of consolidation, recast of prior period segment information (effective August 2024), and estimates and assumptions.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "tokens": [
+          "The",
+          "table",
+          "sets",
+          "potential",
+          "loss",
+          "future",
+          "earnings",
+          "fair",
+          "values",
+          "including",
+          "derivatives",
+          "resulting",
+          "hypothetical",
+          "relevant",
+          "market",
+          "rates",
+          "prices",
+          "shows",
+          "risk",
+          "categories",
+          "foreign",
+          "currency",
+          "interest",
+          "rate",
+          "credit",
+          "equity",
+          "impacts",
+          "June",
+          "30",
+          "2025",
+          "FINANCIAL",
+          "STATEMENTS",
+          "AND",
+          "SUPPLEMENTARY",
+          "DATA",
+          "INCOME",
+          "financial",
+          "data",
+          "years",
+          "ending",
+          "2024",
+          "2023",
+          "Total",
+          "revenue",
+          "grew",
+          "211",
+          "915M",
+          "281",
+          "724M",
+          "net",
+          "income",
+          "72",
+          "361M",
+          "101",
+          "832M",
+          "diluted",
+          "EPS",
+          "9.68",
+          "13.64",
+          "Refer",
+          "accompanying",
+          "notes",
+          "COMPREHENSIVE",
+          "comprehensive",
+          "OCI",
+          "components",
+          "total",
+          "fiscal",
+          "rising",
+          "BALANCE",
+          "SHEETS",
+          "Consolidated",
+          "balance",
+          "sheet",
+          "showing",
+          "assets",
+          "619",
+          "003",
+          "million",
+          "512",
+          "163",
+          "liabilities",
+          "stockholders",
+          "CASH",
+          "FLOWS",
+          "cash",
+          "flow",
+          "operations",
+          "financing",
+          "investing",
+          "increasing",
+          "87",
+          "582M",
+          "136",
+          "162M",
+          "STOCKHOLDERS",
+          "EQUITY",
+          "common",
+          "stock",
+          "retained",
+          "accumulated",
+          "343",
+          "479",
+          "NOTES",
+          "TO",
+          "NOTE",
+          "ACCOUNTING",
+          "POLICIES",
+          "Accounting",
+          "Principles",
+          "Our",
+          "consolidated",
+          "statements",
+          "prepared",
+          "accordance",
+          "accounting",
+          "principles",
+          "generally",
+          "accepted",
+          "United",
+          "States",
+          "America",
+          "GAAP",
+          "Consolidation",
+          "include",
+          "accounts",
+          "Microsoft",
+          "Corporation",
+          "subsidiaries",
+          "Intercompany",
+          "transactions",
+          "balances",
+          "eliminated",
+          "Recast",
+          "Certain",
+          "Prior",
+          "Period",
+          "Information",
+          "In",
+          "August",
+          "announced",
+          "composition",
+          "segments",
+          "These",
+          "align",
+          "manage",
+          "business",
+          "notably",
+          "bringing",
+          "commercial",
+          "365",
+          "Productivity",
+          "Business",
+          "Processes",
+          "segment",
+          "Beginning",
+          "year",
+          "information",
+          "chief",
+          "operating",
+          "decision",
+          "maker",
+          "regularly",
+          "provided",
+          "reviews",
+          "purposes",
+          "allocating",
+          "resources",
+          "assessing",
+          "performance",
+          "reflects",
+          "period",
+          "recast",
+          "conform",
+          "internally",
+          "monitor",
+          "primarily",
+          "impacted",
+          "Note",
+          "Goodwill",
+          "12",
+          "Unearned",
+          "Revenue",
+          "18",
+          "Segment",
+          "Geographic",
+          "Data",
+          "prior",
+          "impact",
+          "sheets",
+          "flows",
+          "Estimates",
+          "Assumptions",
+          "Preparing",
+          "requires",
+          "management",
+          "make",
+          "estimates",
+          "assumptions",
+          "affect",
+          "reported",
+          "amounts",
+          "expenses",
+          "Examples",
+          "recognition",
+          "determining",
+          "nature",
+          "timing",
+          "satisfaction",
+          "obligations",
+          "standalone",
+          "selling",
+          "price",
+          "SSP",
+          "variable",
+          "consideration",
+          "product",
+          "returns",
+          "refunds",
+          "contingencies",
+          "impairment",
+          "goodwill",
+          "intangible",
+          "reporting",
+          "units",
+          "life",
+          "cycles",
+          "lives",
+          "tangible",
+          "allowances",
+          "doubtful",
+          "based",
+          "compensation",
+          "forfeiture",
+          "technological",
+          "feasibility",
+          "achieved",
+          "products",
+          "outcome",
+          "uncertain",
+          "tax",
+          "positions",
+          "recognized",
+          "amount",
+          "impairments",
+          "investments",
+          "Actual",
+          "results",
+          "outcomes",
+          "differ",
+          "due",
+          "risks",
+          "uncertainties",
+          "Foreign",
+          "Currencies"
+        ],
+        "keywords": [
+          "Financial Statements",
+          "Risk Analysis",
+          "Revenue Growth"
+        ],
+        "connect_to": [
+          {
+            "target": "7d1314f0-065b-54b3-84f1-55e25d235575",
+            "relation": "embeds",
+            "ref": "[tables/table-15 Risk Sensitivity.html]",
+            "position": {
+              "start": 365,
+              "end": 404
+            }
+          },
+          {
+            "target": "172af7d7-ea9b-5403-8809-b2545b8ea94b",
+            "relation": "embeds",
+            "ref": "[tables/table-16 Revenue & Income.html]",
+            "position": {
+              "start": 673,
+              "end": 712
+            }
+          },
+          {
+            "target": "f996e041-a3b3-5bc1-b947-010fa5e45999",
+            "relation": "embeds",
+            "ref": "[tables/table-17 Comprehensive Income.html]",
+            "position": {
+              "start": 970,
+              "end": 1013
+            }
+          },
+          {
+            "target": "8fec4155-9cc3-5780-a857-96e83308701e",
+            "relation": "embeds",
+            "ref": "[tables/table-18 Balance Sheet.html]",
+            "position": {
+              "start": 1237,
+              "end": 1273
+            }
+          },
+          {
+            "target": "aaa89319-cae0-5959-a6fa-3b1a400b0a60",
+            "relation": "embeds",
+            "ref": "[tables/table-19 Cash Flow Statement.html]",
+            "position": {
+              "start": 1492,
+              "end": 1534
+            }
+          },
+          {
+            "target": "75b59a24-798a-519f-bcef-06088c97f96d",
+            "relation": "embeds",
+            "ref": "[tables/table-20 Stockholders' Equity.html]",
+            "position": {
+              "start": 1813,
+              "end": 1856
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "a95275a9-cfe7-5300-9350-46502dd472fa",
+      "type": "text",
+      "content": "Assets and liabilities recorded in foreign currencies are translated at the exchange rate on the balance sheet date. Revenue and expenses are translated at average rates of exchange prevailing during the year. Translation adjustments resulting from this process are recorded to other comprehensive income.\nRevenue\nProduct Revenue and Service and Other Revenue\nProduct revenue includes sales from operating systems, cross-device productivity and collaboration applications, server applications, business solution applications, desktop and server management tools, software development tools, video games, and hardware such as PCs, tablets, gaming and entertainment consoles, other intelligent devices, and related accessories.\nService and other revenue includes sales from cloud-based solutions that provide customers with software, services, platforms, and content such as Office 365, Azure, Dynamics 365, and gaming; solution support; and consulting services. Service and other revenue also includes sales from online advertising and LinkedIn.\nRevenue Recognition\nRevenue is recognized upon transfer of control of promised products or services to customers in an amount that reflects the consideration we expect to receive in exchange for those products or services. We enter into contracts that can include various combinations of products and services, which are generally capable of being distinct and accounted for as separate performance obligations. Revenue is recognized net of allowances for returns and any taxes collected from customers, which are subsequently remitted to governmental authorities.\nNature of Products and Services\nLicenses for on-premises software provide the customer with a right to use the software as it exists when made available to the customer. Customers may purchase perpetual licenses or subscribe to licenses, which provide customers with the same functionality and differ mainly in the duration over which the customer benefits from the software. Revenue from distinct on-premises licenses is recognized upfront at the point in time when the software is made available to the customer. In cases where we allocate revenue to software updates, primarily because the updates are provided at no additional charge, revenue is recognized as the updates are provided, which is generally ratably over the estimated life of the related device or license.\nCloud services, which allow customers to use hosted software over the contract period without taking possession of the software, are provided on either a subscription or consumption basis. Revenue related to cloud services provided on a subscription basis is recognized ratably over the contract period. Revenue related to cloud services provided on a consumption basis, such as the amount of storage used in a period, is recognized based on the customer utilization of such resources. When cloud services require a significant level of integration and interdependency with software and the individual components are not considered distinct, all revenue is recognized over the period in which the cloud services are provided.\nCertain volume licensing programs, including Enterprise Agreements, include on-premises licenses combined with Software Assurance (“SA”). SA conveys rights to new software and upgrades released over the contract period and provides support, tools, and training to help customers deploy and use products more efficiently. On-premises licenses are considered distinct performance obligations when sold with SA. Revenue allocated to SA is generally recognized ratably over the contract period as customers simultaneously consume and receive benefits, given that SA comprises distinct performance obligations that are satisfied over time.\nRevenue from search advertising is recognized when the advertisement appears in the search results or when the action necessary to earn the revenue has been completed. Revenue from consulting services is recognized as services are provided.\nOur hardware is generally highly dependent on, and interrelated with, the underlying operating system and cannot function without the operating system. In these cases, the hardware and software license are accounted for as a single performance obligation and revenue is recognized at the point in time when ownership is transferred to resellers or directly to end customers through retail stores and online marketplaces.",
+      "path": "2025_AnnualReport.docx/**Preface**/**Preface** part 29",
+      "metadata": {
+        "length": 4407,
+        "summary": "Assets and liabilities in foreign currencies are translated at balance sheet date exchange rates, with revenue and expenses at average rates, and adjustments recorded to other comprehensive income. Revenue includes product revenue from software, hardware, and services like cloud solutions, advertising, and consulting. Revenue is recognized when control transfers to customers, net of returns and taxes. On-premises software licenses are recognized upfront, while cloud services are recognized ratably or based on consumption. Software Assurance revenue is recognized over the contract period. Hardware and software are often a single performance obligation recognized at transfer of ownership.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "tokens": [
+          "Assets",
+          "liabilities",
+          "recorded",
+          "foreign",
+          "currencies",
+          "translated",
+          "exchange",
+          "rate",
+          "balance",
+          "sheet",
+          "date",
+          "Revenue",
+          "expenses",
+          "average",
+          "rates",
+          "prevailing",
+          "year",
+          "Translation",
+          "adjustments",
+          "resulting",
+          "process",
+          "comprehensive",
+          "income",
+          "Product",
+          "Service",
+          "Other",
+          "revenue",
+          "includes",
+          "sales",
+          "operating",
+          "systems",
+          "cross",
+          "device",
+          "productivity",
+          "collaboration",
+          "applications",
+          "server",
+          "business",
+          "solution",
+          "desktop",
+          "management",
+          "tools",
+          "software",
+          "development",
+          "video",
+          "games",
+          "hardware",
+          "PCs",
+          "tablets",
+          "gaming",
+          "entertainment",
+          "consoles",
+          "intelligent",
+          "devices",
+          "related",
+          "accessories",
+          "cloud",
+          "based",
+          "solutions",
+          "provide",
+          "customers",
+          "services",
+          "platforms",
+          "content",
+          "Office",
+          "365",
+          "Azure",
+          "Dynamics",
+          "support",
+          "consulting",
+          "online",
+          "advertising",
+          "LinkedIn",
+          "Recognition",
+          "recognized",
+          "transfer",
+          "control",
+          "promised",
+          "products",
+          "amount",
+          "reflects",
+          "consideration",
+          "expect",
+          "receive",
+          "We",
+          "enter",
+          "contracts",
+          "include",
+          "combinations",
+          "generally",
+          "capable",
+          "distinct",
+          "accounted",
+          "separate",
+          "performance",
+          "obligations",
+          "net",
+          "allowances",
+          "returns",
+          "taxes",
+          "collected",
+          "subsequently",
+          "remitted",
+          "governmental",
+          "authorities",
+          "Nature",
+          "Products",
+          "Services",
+          "Licenses",
+          "premises",
+          "customer",
+          "exists",
+          "made",
+          "Customers",
+          "purchase",
+          "perpetual",
+          "licenses",
+          "subscribe",
+          "functionality",
+          "differ",
+          "duration",
+          "benefits",
+          "upfront",
+          "point",
+          "time",
+          "In",
+          "cases",
+          "allocate",
+          "updates",
+          "primarily",
+          "provided",
+          "additional",
+          "charge",
+          "ratably",
+          "estimated",
+          "life",
+          "license",
+          "Cloud",
+          "hosted",
+          "contract",
+          "period",
+          "taking",
+          "possession",
+          "subscription",
+          "consumption",
+          "basis",
+          "storage",
+          "utilization",
+          "resources",
+          "When",
+          "require",
+          "significant",
+          "level",
+          "integration",
+          "interdependency",
+          "individual",
+          "components",
+          "considered",
+          "Certain",
+          "volume",
+          "licensing",
+          "programs",
+          "including",
+          "Enterprise",
+          "Agreements",
+          "combined",
+          "Software",
+          "Assurance",
+          "SA",
+          "conveys",
+          "rights",
+          "upgrades",
+          "released",
+          "training",
+          "deploy",
+          "efficiently",
+          "On",
+          "sold",
+          "allocated",
+          "simultaneously",
+          "consume",
+          "comprises",
+          "satisfied",
+          "search",
+          "advertisement",
+          "appears",
+          "results",
+          "action",
+          "earn",
+          "completed",
+          "Our",
+          "highly",
+          "dependent",
+          "interrelated",
+          "underlying",
+          "system",
+          "function",
+          "single",
+          "obligation",
+          "ownership",
+          "transferred",
+          "resellers",
+          "directly",
+          "end",
+          "retail",
+          "stores",
+          "marketplaces"
+        ],
+        "keywords": [
+          "Revenue",
+          "Foreign Currency",
+          "Performance Obligations"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "f4204034-85e7-5e6b-bf0e-14edcd8e72cb",
+      "type": "text",
+      "content": "Refer to Note 18 – Segment Information and Geographic Data for further information, including revenue by significant product and service offering.\nSignificant Judgments\nOur contracts with customers often include promises to transfer multiple products and services to a customer. Determining whether products and services are considered distinct performance obligations that should be accounted for separately versus together may require significant judgment. When a cloud-based service includes both on-premises software licenses and cloud services, judgment is required to determine whether the software license is considered distinct and accounted for separately, or not distinct and accounted for together with the cloud service and recognized over time. Certain cloud services, primarily Office 365, depend on a significant level of integration, interdependency, and interrelation between the desktop applications and cloud services, and are accounted for together as one performance obligation. Revenue from Office 365 is recognized ratably over the period in which the cloud services are provided.\nJudgment is required to determine the SSP for each distinct performance obligation. We use a single amount to estimate SSP for items that are not sold separately, including on-premises licenses sold with SA or software updates provided at no additional charge. We use a range of amounts to estimate SSP when we sell each of the products and services separately and need to determine whether there is a discount to be allocated based on the relative SSP of the various products and services.\nIn instances where SSP is not directly observable, such as when we do not sell the product or service separately, we determine the SSP using information that may include market conditions and other observable inputs. We typically have more than one SSP for individual products and services due to the stratification of those products and services by customers and circumstances. In these instances, we may use information such as the size of the customer and geographic region in determining the SSP.\nDue to the various benefits from and the nature of our SA program, judgment is required to assess the pattern of delivery, including the exercise pattern of certain benefits across our portfolio of customers.\nOur products are generally sold with a right of return, we may provide other credits or incentives, and in certain instances we estimate customer usage of our products and services, which are accounted for as variable consideration when determining the amount of revenue to recognize. Returns and credits are estimated at contract inception and updated at the end of each reporting period if additional information becomes available. Changes to our estimated variable consideration were not material for the periods presented.\nContract Balances and Other Receivables\nTiming of revenue recognition may differ from the timing of invoicing to customers. We record a receivable when revenue is recognized prior to invoicing, or unearned revenue when revenue is recognized subsequent to invoicing. For multi-year agreements, we generally invoice customers annually at the beginning of each annual coverage period. We record a receivable related to revenue recognized for multi-year on-premises licenses as we have an unconditional right to invoice and receive payment in the future related to those licenses.\nUnearned revenue comprises mainly unearned revenue related to volume licensing programs, which may include cloud services and SA. Unearned revenue is generally invoiced annually at the beginning of each contract period for multi-year agreements and recognized ratably over the coverage period. Unearned revenue also includes payments for consulting services to be performed in the future, LinkedIn subscriptions, Office 365 subscriptions, Xbox subscriptions, Windows post-delivery support, Dynamics business solutions, and other offerings for which we have been paid in advance and earn the revenue when we transfer control of the product or service.\nRefer to Note 12 – Unearned Revenue for further information, including unearned revenue by segment and changes in unearned revenue during the period.",
+      "path": "2025_AnnualReport.docx/**Preface**/**Preface** part 30",
+      "metadata": {
+        "length": 4209,
+        "summary": "The passage discusses significant judgments in revenue recognition for contracts with multiple products and services, including determining distinct performance obligations, estimating standalone selling prices (SSP), and accounting for variable consideration such as returns and credits. It also covers contract balances, unearned revenue, and timing differences between revenue recognition and invoicing, with examples like Office 365 and multi-year agreements.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "tokens": [
+          "Refer",
+          "Note",
+          "18",
+          "Segment",
+          "Information",
+          "Geographic",
+          "Data",
+          "information",
+          "including",
+          "revenue",
+          "significant",
+          "product",
+          "service",
+          "offering",
+          "Significant",
+          "Judgments",
+          "Our",
+          "contracts",
+          "customers",
+          "include",
+          "promises",
+          "transfer",
+          "multiple",
+          "products",
+          "services",
+          "customer",
+          "Determining",
+          "considered",
+          "distinct",
+          "performance",
+          "obligations",
+          "accounted",
+          "separately",
+          "versus",
+          "require",
+          "judgment",
+          "When",
+          "cloud",
+          "based",
+          "includes",
+          "premises",
+          "software",
+          "licenses",
+          "required",
+          "determine",
+          "license",
+          "recognized",
+          "time",
+          "Certain",
+          "primarily",
+          "Office",
+          "365",
+          "depend",
+          "level",
+          "integration",
+          "interdependency",
+          "interrelation",
+          "desktop",
+          "applications",
+          "obligation",
+          "Revenue",
+          "ratably",
+          "period",
+          "provided",
+          "Judgment",
+          "SSP",
+          "We",
+          "single",
+          "amount",
+          "estimate",
+          "items",
+          "sold",
+          "SA",
+          "updates",
+          "additional",
+          "charge",
+          "range",
+          "amounts",
+          "sell",
+          "discount",
+          "allocated",
+          "relative",
+          "In",
+          "instances",
+          "directly",
+          "observable",
+          "market",
+          "conditions",
+          "inputs",
+          "typically",
+          "individual",
+          "due",
+          "stratification",
+          "circumstances",
+          "size",
+          "geographic",
+          "region",
+          "determining",
+          "Due",
+          "benefits",
+          "nature",
+          "program",
+          "assess",
+          "pattern",
+          "delivery",
+          "exercise",
+          "portfolio",
+          "generally",
+          "return",
+          "provide",
+          "credits",
+          "incentives",
+          "usage",
+          "variable",
+          "consideration",
+          "recognize",
+          "Returns",
+          "estimated",
+          "contract",
+          "inception",
+          "updated",
+          "end",
+          "reporting",
+          "Changes",
+          "material",
+          "periods",
+          "presented",
+          "Contract",
+          "Balances",
+          "Other",
+          "Receivables",
+          "Timing",
+          "recognition",
+          "differ",
+          "timing",
+          "invoicing",
+          "record",
+          "receivable",
+          "prior",
+          "unearned",
+          "subsequent",
+          "For",
+          "multi",
+          "year",
+          "agreements",
+          "invoice",
+          "annually",
+          "beginning",
+          "annual",
+          "coverage",
+          "related",
+          "unconditional",
+          "receive",
+          "payment",
+          "future",
+          "Unearned",
+          "comprises",
+          "volume",
+          "licensing",
+          "programs",
+          "invoiced",
+          "payments",
+          "consulting",
+          "performed",
+          "LinkedIn",
+          "subscriptions",
+          "Xbox",
+          "Windows",
+          "post",
+          "support",
+          "Dynamics",
+          "business",
+          "solutions",
+          "offerings",
+          "paid",
+          "advance",
+          "earn",
+          "control",
+          "12",
+          "segment"
+        ],
+        "keywords": [
+          "Revenue",
+          "Judgment",
+          "Contracts"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "83c2d546-19aa-519b-af22-416dc2c5c7db",
+      "type": "text",
+      "content": "Payment terms and conditions vary by contract type, although terms generally include a requirement of payment within 30 to 60 days. In instances where the timing of revenue recognition differs from the timing of invoicing, we have determined our contracts generally do not include a significant financing component. The primary purpose of our invoicing terms is to provide customers with simplified and predictable ways of purchasing our products and services, not to receive financing from our customers or to provide customers with financing. Examples include invoicing at the beginning of a subscription term with revenue recognized ratably over the contract period, and multi-year on-premises licenses that are invoiced annually with revenue recognized upfront.\nAs of June 30, 2025 and 2024, long-term accounts receivable, net of allowance for doubtful accounts, was $5.2 billion and $4.9 billion, respectively, and is included in other long-term assets in our consolidated balance sheets.\nAs of June 30, 2025 and 2024, other receivables related to activities to facilitate the purchase of server components were $8.2 billion and $10.5 billion, respectively, and are included in other current assets in our consolidated balance sheets.\nWe record financing receivables when we offer certain customers the option to acquire our software products and services offerings through a financing program in a limited number of countries. As of June 30, 2025 and 2024, our financing receivables, net were $4.3 billion and $4.5 billion, respectively, for short-term and long-term financing receivables, which are included in other current assets and other long-term assets in our consolidated balance sheets.\nWe record an allowance for doubtful accounts which reflects our best estimate of credit losses inherent in the accounts receivable and financing receivable balances. We determine the allowance based on known troubled accounts, historical experience, and other currently available evidence.\nAssets Recognized from Costs to Obtain a Contract with a Customer\nWe recognize an asset for the incremental costs of obtaining a contract with a customer if we expect the benefit of those costs to be longer than one year. We have determined that certain sales incentive programs meet the requirements to be capitalized. Total capitalized costs to obtain a contract were immaterial during the periods presented and are included in other current and long-term assets in our consolidated balance sheets.\nWe apply a practical expedient to expense costs as incurred for costs to obtain a contract with a customer when the amortization period would have been one year or less. These costs include our internal sales organization compensation program and certain partner sales incentive programs as we have determined annual compensation is commensurate with annual sales activities.\nCost of Revenue\nCost of revenue includes: costs incurred to support and maintain cloud-based and other online products and services, including datacenter costs and royalties; manufacturing and distribution costs for products sold and programs licensed; operating costs related to product support service centers and product distribution centers; traffic acquisition costs to drive traffic to our websites and to acquire online advertising space; and costs associated with the delivery of consulting services.\nResearch and Development\nResearch and development expenses include payroll, employee benefits, stock-based compensation expense, and other headcount-related expenses associated with product development. Research and development expenses also include third-party development and programming costs and the depreciation and amortization of assets used to conduct research and development. Such costs related to software development are included in research and development expense until the point that technological feasibility is reached, which for our software products is generally shortly before the products are released to production. Once technological feasibility is reached, such costs are capitalized and amortized to cost of revenue over the estimated lives of the products.\nSales and Marketing",
+      "path": "2025_AnnualReport.docx/**Preface**/**Preface** part 31",
+      "metadata": {
+        "length": 4180,
+        "summary": "The passage discusses payment terms (30-60 days), revenue recognition timing, and financing receivables. It details long-term accounts receivable ($5.2B in 2025, $4.9B in 2024), other receivables for server components ($8.2B in 2025, $10.5B in 2024), and financing receivables ($4.3B in 2025, $4.5B in 2024). It also covers allowance for doubtful accounts, capitalized costs to obtain contracts, and cost categories including cost of revenue, research and development, and sales and marketing expenses.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "tokens": [
+          "Payment",
+          "terms",
+          "conditions",
+          "vary",
+          "contract",
+          "type",
+          "generally",
+          "include",
+          "requirement",
+          "payment",
+          "30",
+          "60",
+          "days",
+          "In",
+          "instances",
+          "timing",
+          "revenue",
+          "recognition",
+          "differs",
+          "invoicing",
+          "determined",
+          "contracts",
+          "significant",
+          "financing",
+          "component",
+          "The",
+          "primary",
+          "purpose",
+          "provide",
+          "customers",
+          "simplified",
+          "predictable",
+          "ways",
+          "purchasing",
+          "products",
+          "services",
+          "receive",
+          "Examples",
+          "beginning",
+          "subscription",
+          "term",
+          "recognized",
+          "ratably",
+          "period",
+          "multi",
+          "year",
+          "premises",
+          "licenses",
+          "invoiced",
+          "annually",
+          "upfront",
+          "As",
+          "June",
+          "2025",
+          "2024",
+          "long",
+          "accounts",
+          "receivable",
+          "net",
+          "allowance",
+          "doubtful",
+          "5.2",
+          "billion",
+          "4.9",
+          "included",
+          "assets",
+          "consolidated",
+          "balance",
+          "sheets",
+          "receivables",
+          "related",
+          "activities",
+          "facilitate",
+          "purchase",
+          "server",
+          "components",
+          "8.2",
+          "10.5",
+          "current",
+          "We",
+          "record",
+          "offer",
+          "option",
+          "acquire",
+          "software",
+          "offerings",
+          "program",
+          "limited",
+          "number",
+          "countries",
+          "4.3",
+          "4.5",
+          "short",
+          "reflects",
+          "estimate",
+          "credit",
+          "losses",
+          "inherent",
+          "balances",
+          "determine",
+          "based",
+          "troubled",
+          "historical",
+          "experience",
+          "evidence",
+          "Assets",
+          "Recognized",
+          "Costs",
+          "Obtain",
+          "Contract",
+          "Customer",
+          "recognize",
+          "asset",
+          "incremental",
+          "costs",
+          "obtaining",
+          "customer",
+          "expect",
+          "benefit",
+          "longer",
+          "sales",
+          "incentive",
+          "programs",
+          "meet",
+          "requirements",
+          "capitalized",
+          "Total",
+          "obtain",
+          "immaterial",
+          "periods",
+          "presented",
+          "apply",
+          "practical",
+          "expedient",
+          "expense",
+          "incurred",
+          "amortization",
+          "These",
+          "internal",
+          "organization",
+          "compensation",
+          "partner",
+          "annual",
+          "commensurate",
+          "Cost",
+          "Revenue",
+          "includes",
+          "support",
+          "maintain",
+          "cloud",
+          "online",
+          "including",
+          "datacenter",
+          "royalties",
+          "manufacturing",
+          "distribution",
+          "sold",
+          "licensed",
+          "operating",
+          "product",
+          "service",
+          "centers",
+          "traffic",
+          "acquisition",
+          "drive",
+          "websites",
+          "advertising",
+          "space",
+          "delivery",
+          "consulting",
+          "Research",
+          "Development",
+          "development",
+          "expenses",
+          "payroll",
+          "employee",
+          "benefits",
+          "stock",
+          "headcount",
+          "party",
+          "programming",
+          "depreciation",
+          "conduct",
+          "research",
+          "Such",
+          "point",
+          "technological",
+          "feasibility",
+          "reached",
+          "shortly",
+          "released",
+          "production",
+          "Once",
+          "amortized",
+          "cost",
+          "estimated",
+          "lives",
+          "Sales",
+          "Marketing"
+        ],
+        "keywords": [
+          "Payment terms",
+          "Financing receivables",
+          "Revenue recognition"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "5cf2501d-86f3-5861-bf10-11f422a6942e",
+      "type": "text",
+      "content": "Sales and marketing expenses include payroll, employee benefits, stock-based compensation expense, and other headcount-related expenses associated with sales and marketing personnel, and the costs of advertising, promotions, trade shows, seminars, and other programs. Advertising costs are expensed as incurred. Advertising expense was $2.1 billion, $1.7 billion, and $904 million in fiscal years 2025, 2024, and 2023, respectively.\nStock-Based Compensation\nCompensation cost for stock awards, which include restricted stock units (“RSUs”) and performance stock units (“PSUs”), is measured at the fair value on the grant date and recognized as expense, net of estimated forfeitures, over the related service or performance period. The fair value of stock awards is based on the quoted price of our common stock on the grant date less the present value of expected dividends not received during the vesting period. We measure the fair value of PSUs using a Monte Carlo valuation model. Compensation cost for RSUs is recognized using the straight-line method and for PSUs is recognized using the accelerated method.\nCompensation expense for the employee stock purchase plan (“ESPP”) is measured as the discount the employee is entitled to upon purchase and is recognized in the period of purchase.\nIncome Taxes\nIncome tax expense includes U.S. and international income taxes, and interest and penalties on uncertain tax positions. Certain income and expenses are not reported in tax returns and financial statements in the same year. The tax effect of such temporary differences is reported as deferred income taxes. Deferred tax assets are reported net of a valuation allowance when it is more likely than not that a tax benefit will not be realized. All deferred income taxes are classified as long-term in our consolidated balance sheets.\nFinancial Instruments\nInvestments\nWe consider all highly liquid interest-earning investments with a maturity of three months or less at the date of purchase to be cash equivalents. The fair values of these investments approximate their carrying values. In general, investments with original maturities of greater than three months and remaining maturities of less than one year are classified as short-term investments. Investments with maturities beyond one year may be classified as short-term based on their highly liquid nature and because such marketable securities represent the investment of cash that is available for current operations.\nDebt investments are classified as available-for-sale and realized gains and losses are recorded using the specific identification method. Changes in fair value, excluding credit losses and impairments, are recorded in other comprehensive income. Fair value is calculated based on publicly available market information or other estimates determined by management. If the cost of an investment exceeds its fair value, we evaluate, among other factors, general market conditions, credit quality of debt instrument issuers, and the extent to which the fair value is less than cost. To determine credit losses, we employ a systematic methodology that considers available quantitative and qualitative evidence. In addition, we consider specific adverse conditions related to the financial health of, and business outlook for, the investee. If we have plans to sell the security or it is more likely than not that we will be required to sell the security before recovery, then a decline in fair value below cost is recorded as an impairment charge in other income (expense), net and a new cost basis in the investment is established. If market, industry, and/or investee conditions deteriorate, we may incur future impairments.\nEquity investments with readily determinable fair values are measured at fair value. Equity investments without readily determinable fair values are measured using the equity method or measured at cost with adjustments for observable changes in price or impairments (referred to as the measurement alternative). We perform a qualitative assessment on a periodic basis and recognize an impairment if there are sufficient indicators that the fair value of the investment is less than carrying value. Changes in value are recorded in other income (expense), net.",
+      "path": "2025_AnnualReport.docx/**Preface**/**Preface** part 32",
+      "metadata": {
+        "length": 4267,
+        "summary": "The passage details sales and marketing expenses including payroll, advertising, and promotions, with advertising costs of $2.1B, $1.7B, and $904M for fiscal years 2025, 2024, and 2023. It explains stock-based compensation for RSUs and PSUs, measured at fair value and recognized over service periods. Income taxes cover U.S. and international taxes, deferred taxes, and valuation allowances. Financial instruments section describes investments: cash equivalents, short-term investments, debt investments classified as available-for-sale with fair value changes in other comprehensive income, and equity investments measured at fair value or using the measurement alternative.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "tokens": [
+          "Sales",
+          "marketing",
+          "expenses",
+          "include",
+          "payroll",
+          "employee",
+          "benefits",
+          "stock",
+          "based",
+          "compensation",
+          "expense",
+          "headcount",
+          "related",
+          "sales",
+          "personnel",
+          "costs",
+          "advertising",
+          "promotions",
+          "trade",
+          "shows",
+          "seminars",
+          "programs",
+          "Advertising",
+          "expensed",
+          "incurred",
+          "2.1",
+          "billion",
+          "1.7",
+          "904",
+          "million",
+          "fiscal",
+          "years",
+          "2025",
+          "2024",
+          "2023",
+          "Stock",
+          "Based",
+          "Compensation",
+          "cost",
+          "awards",
+          "restricted",
+          "units",
+          "RSUs",
+          "performance",
+          "PSUs",
+          "measured",
+          "fair",
+          "grant",
+          "date",
+          "recognized",
+          "net",
+          "estimated",
+          "forfeitures",
+          "service",
+          "period",
+          "The",
+          "quoted",
+          "price",
+          "common",
+          "present",
+          "expected",
+          "dividends",
+          "received",
+          "vesting",
+          "We",
+          "measure",
+          "Monte",
+          "Carlo",
+          "valuation",
+          "model",
+          "straight",
+          "line",
+          "method",
+          "accelerated",
+          "purchase",
+          "plan",
+          "ESPP",
+          "discount",
+          "entitled",
+          "Income",
+          "Taxes",
+          "tax",
+          "includes",
+          "international",
+          "income",
+          "taxes",
+          "interest",
+          "penalties",
+          "uncertain",
+          "positions",
+          "Certain",
+          "reported",
+          "returns",
+          "financial",
+          "statements",
+          "year",
+          "effect",
+          "temporary",
+          "differences",
+          "deferred",
+          "Deferred",
+          "assets",
+          "allowance",
+          "benefit",
+          "realized",
+          "All",
+          "classified",
+          "long",
+          "term",
+          "consolidated",
+          "balance",
+          "sheets",
+          "Financial",
+          "Instruments",
+          "Investments",
+          "highly",
+          "liquid",
+          "earning",
+          "investments",
+          "maturity",
+          "months",
+          "cash",
+          "equivalents",
+          "values",
+          "approximate",
+          "carrying",
+          "In",
+          "general",
+          "original",
+          "maturities",
+          "greater",
+          "remaining",
+          "short",
+          "nature",
+          "marketable",
+          "securities",
+          "represent",
+          "investment",
+          "current",
+          "operations",
+          "Debt",
+          "sale",
+          "gains",
+          "losses",
+          "recorded",
+          "specific",
+          "identification",
+          "Changes",
+          "excluding",
+          "credit",
+          "impairments",
+          "comprehensive",
+          "Fair",
+          "calculated",
+          "publicly",
+          "market",
+          "information",
+          "estimates",
+          "determined",
+          "management",
+          "If",
+          "exceeds",
+          "evaluate",
+          "factors",
+          "conditions",
+          "quality",
+          "debt",
+          "instrument",
+          "issuers",
+          "extent",
+          "To",
+          "determine",
+          "employ",
+          "systematic",
+          "methodology",
+          "considers",
+          "quantitative",
+          "qualitative",
+          "evidence",
+          "addition",
+          "adverse",
+          "health",
+          "business",
+          "outlook",
+          "investee",
+          "plans",
+          "sell",
+          "security",
+          "required",
+          "recovery",
+          "decline",
+          "impairment",
+          "charge",
+          "basis",
+          "established",
+          "industry",
+          "deteriorate",
+          "incur",
+          "future",
+          "Equity",
+          "readily",
+          "determinable",
+          "equity",
+          "adjustments",
+          "observable",
+          "referred",
+          "measurement",
+          "alternative",
+          "perform",
+          "assessment",
+          "periodic",
+          "recognize",
+          "sufficient",
+          "indicators"
+        ],
+        "keywords": [
+          "Sales and Marketing",
+          "Stock-Based Compensation",
+          "Income Taxes"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "55142c68-fbfd-5e5b-beb3-45fb775c66a7",
+      "type": "text",
+      "content": "Investments that are considered variable interest entities (“VIEs”) are evaluated to determine whether we are the primary beneficiary of the VIE, in which case we would be required to consolidate the entity. We evaluate whether we have (1) the power to direct the activities that most significantly impact the VIE’s economic performance, and (2) the obligation to absorb losses or the right to receive benefits from the VIE that could potentially be significant to the VIE. We have determined we are not the primary beneficiary of any of our VIE investments. Therefore, our VIE investments are not consolidated and the majority are accounted for under the equity method of accounting. We have an investment in OpenAI Global, LLC (“OpenAI”) and have made total funding commitments of $13 billion. The investment is accounted for under the equity method of accounting.\nDerivatives\nDerivative instruments are recognized as either assets or liabilities and measured at fair value. The accounting for changes in the fair value of a derivative depends on the intended use of the derivative and the resulting designation.\nFor derivative instruments designated as fair value hedges, gains and losses are recognized in other income (expense), net with offsetting gains and losses on the hedged items. Gains and losses representing hedge components excluded from the assessment of effectiveness are recognized in other income (expense), net.\nFor derivative instruments designated as cash flow hedges, gains and losses are initially reported as a component of other comprehensive income and subsequently recognized in other income (expense), net with the corresponding hedged item. Gains and losses representing hedge components excluded from the assessment of effectiveness are recognized in other income (expense), net.\nFor derivative instruments that are not designated as hedges, gains and losses from changes in fair values are primarily recognized in other income (expense), net.\nFair Value Measurements\nWe account for certain assets and liabilities at fair value. The hierarchy below lists three levels of fair value based on the extent to which inputs used in measuring fair value are observable in the market. We categorize each of our fair value measurements in one of these three levels based on the lowest level input that is significant to the fair value measurement in its entirety. These levels are:\n• Level 1 – inputs are based upon unadjusted quoted prices for identical instruments in active markets. Our Level 1 investments include U.S. government securities, common and preferred stock, and mutual funds. Our Level 1 derivative assets and liabilities include those actively traded on exchanges.\n• Level 2 – inputs are based upon quoted prices for similar instruments in active markets, quoted prices for identical or similar instruments in markets that are not active, and model-based valuation techniques (e.g. the Black-Scholes model) for which all significant inputs are observable in the market or can be corroborated by observable market data for substantially the full term of the assets or liabilities. Where applicable, these models project future cash flows and discount the future amounts to a present value using market-based observable inputs including interest rate curves, credit spreads, foreign exchange rates, and forward and spot prices for currencies. Our Level 2 investments include commercial paper, certificates of deposit, U.S. agency securities, foreign government bonds, mortgage- and asset-backed securities, corporate notes and bonds, and municipal securities. Our Level 2 derivative assets and liabilities include certain cleared swap contracts and over-the-counter forward, option, and swap contracts.\n• Level 3 – inputs are generally unobservable and typically reflect management’s estimates of assumptions that market participants would use in pricing the asset or liability. The fair values are therefore determined using model-based techniques, including option pricing models and discounted cash flow models. Our Level 3 assets and liabilities include investments in corporate notes and bonds, municipal securities, and goodwill and intangible assets, when they are recorded at fair value due to an impairment charge. Unobservable inputs used in the models are significant to the fair values of the assets and liabilities.",
+      "path": "2025_AnnualReport.docx/**Preface**/**Preface** part 33",
+      "metadata": {
+        "length": 4365,
+        "summary": "The passage discusses accounting treatments for variable interest entities (VIEs), derivatives, and fair value measurements. VIEs are evaluated for consolidation but none are consolidated; they are accounted for under the equity method, including a $13 billion investment in OpenAI. Derivatives are measured at fair value, with gains/losses recognized based on designation as fair value hedges, cash flow hedges, or non-designated instruments. Fair value measurements are categorized into three levels: Level 1 (quoted prices in active markets), Level 2 (observable inputs via models), and Level 3 (unobservable inputs using management estimates).",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "tokens": [
+          "Investments",
+          "considered",
+          "variable",
+          "interest",
+          "entities",
+          "VIEs",
+          "evaluated",
+          "determine",
+          "primary",
+          "beneficiary",
+          "VIE",
+          "case",
+          "required",
+          "consolidate",
+          "entity",
+          "We",
+          "evaluate",
+          "power",
+          "direct",
+          "activities",
+          "significantly",
+          "impact",
+          "economic",
+          "performance",
+          "obligation",
+          "absorb",
+          "losses",
+          "receive",
+          "benefits",
+          "potentially",
+          "significant",
+          "determined",
+          "investments",
+          "Therefore",
+          "consolidated",
+          "majority",
+          "accounted",
+          "equity",
+          "method",
+          "accounting",
+          "investment",
+          "OpenAI",
+          "Global",
+          "LLC",
+          "made",
+          "total",
+          "funding",
+          "commitments",
+          "13",
+          "billion",
+          "The",
+          "Derivatives",
+          "Derivative",
+          "instruments",
+          "recognized",
+          "assets",
+          "liabilities",
+          "measured",
+          "fair",
+          "derivative",
+          "depends",
+          "intended",
+          "resulting",
+          "designation",
+          "For",
+          "designated",
+          "hedges",
+          "gains",
+          "income",
+          "expense",
+          "net",
+          "offsetting",
+          "hedged",
+          "items",
+          "Gains",
+          "representing",
+          "hedge",
+          "components",
+          "excluded",
+          "assessment",
+          "effectiveness",
+          "cash",
+          "flow",
+          "initially",
+          "reported",
+          "component",
+          "comprehensive",
+          "subsequently",
+          "item",
+          "values",
+          "primarily",
+          "Fair",
+          "Value",
+          "Measurements",
+          "account",
+          "hierarchy",
+          "lists",
+          "levels",
+          "based",
+          "extent",
+          "inputs",
+          "measuring",
+          "observable",
+          "market",
+          "categorize",
+          "measurements",
+          "lowest",
+          "level",
+          "input",
+          "measurement",
+          "entirety",
+          "These",
+          "Level",
+          "unadjusted",
+          "quoted",
+          "prices",
+          "identical",
+          "active",
+          "markets",
+          "Our",
+          "include",
+          "government",
+          "securities",
+          "common",
+          "preferred",
+          "stock",
+          "mutual",
+          "funds",
+          "actively",
+          "traded",
+          "exchanges",
+          "similar",
+          "model",
+          "valuation",
+          "techniques",
+          "Black",
+          "Scholes",
+          "corroborated",
+          "data",
+          "substantially",
+          "full",
+          "term",
+          "Where",
+          "applicable",
+          "models",
+          "project",
+          "future",
+          "flows",
+          "discount",
+          "amounts",
+          "present",
+          "including",
+          "rate",
+          "curves",
+          "credit",
+          "spreads",
+          "foreign",
+          "exchange",
+          "rates",
+          "forward",
+          "spot",
+          "currencies",
+          "commercial",
+          "paper",
+          "certificates",
+          "deposit",
+          "agency",
+          "bonds",
+          "mortgage",
+          "asset",
+          "backed",
+          "corporate",
+          "notes",
+          "municipal",
+          "cleared",
+          "swap",
+          "contracts",
+          "counter",
+          "option",
+          "generally",
+          "unobservable",
+          "typically",
+          "reflect",
+          "management",
+          "estimates",
+          "assumptions",
+          "participants",
+          "pricing",
+          "liability",
+          "discounted",
+          "goodwill",
+          "intangible",
+          "recorded",
+          "due",
+          "impairment",
+          "charge",
+          "Unobservable"
+        ],
+        "keywords": [
+          "VIE",
+          "Derivatives",
+          "Fair Value"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "9d006dbf-ff5d-5a86-a9b9-17b7730eddfd",
+      "type": "text",
+      "content": "We measure equity investments without readily determinable fair values on a nonrecurring basis. The fair values of these investments are determined based on valuation techniques using the best information available, and may include quoted market prices, market comparables, and discounted cash flow projections.\nOur other current financial assets and current financial liabilities have fair values that approximate their carrying values.\nProperty and Equipment\nProperty and equipment is stated at cost less accumulated depreciation and depreciated using the straight-line method over the shorter of the estimated useful life of the asset or the lease term. The estimated useful lives of our property and equipment are generally as follows: software developed or acquired for internal use, three years; computer equipment, two to six years; buildings and improvements, five to 15 years; leasehold improvements, three to 15 years; and furniture and equipment, one to 10 years. Land is not depreciated.\nLeases\nWe determine if an arrangement is a lease at inception. Operating leases are included in operating lease right-of-use (“ROU”) assets, other current liabilities, and operating lease liabilities in our consolidated balance sheets. Finance leases are included in property and equipment, other current liabilities, and other long-term liabilities in our consolidated balance sheets.\nROU assets represent our right to use an underlying asset for the lease term and lease liabilities represent our obligation to make lease payments arising from the lease. Operating lease ROU assets and liabilities are recognized at commencement date based on the present value of lease payments over the lease term. As most of our leases do not provide an implicit rate, we generally use our incremental borrowing rate based on the estimated rate of interest for collateralized borrowing over a similar term of the lease payments at commencement date. The operating lease ROU asset also includes any lease payments made and excludes lease incentives. Our lease terms may include options to extend or terminate the lease when it is reasonably certain that we will exercise that option. Lease expense for lease payments is recognized on a straight-line basis over the lease term.\nWe have lease agreements with lease and non-lease components, which are generally accounted for separately. For certain equipment leases, such as vehicles, we account for the lease and non-lease components as a single lease component. Additionally, for certain equipment leases, we apply a portfolio approach to effectively account for the operating lease ROU assets and liabilities.\nGoodwill\nGoodwill is tested for impairment at the reporting unit level (operating segment or one level below an operating segment) on an annual basis (May 1) and between annual tests if an event occurs or circumstances change that would more likely than not reduce the fair value of a reporting unit below its carrying value.\nIntangible Assets\nOur intangible assets are subject to amortization and are amortized over the estimated useful life in proportion to the economic benefits received. We evaluate the recoverability of intangible assets periodically by taking into account events or circumstances that may warrant revised estimates of useful lives or that indicate the asset may be impaired.\nRelated Party Transactions\nIn March 2024, we entered into an agreement with Inflection AI, Inc. (“Inflection”), pursuant to which we obtained a non-exclusive license to Inflection’s intellectual property. Reid Hoffman, a member of our Board of Directors, is a co-founder of and serves on the board of directors of Inflection. As of the date of the agreement with Inflection, Reprogrammed Interchange LLC (“Reprogrammed”) and entities affiliated with Greylock Ventures (“Greylock”) each held less than a 10% equity interest in Inflection. Mr. Hoffman may be deemed to beneficially own the shares held by Reprogrammed and Greylock by virtue of his relationship with such entities. Mr. Hoffman did not participate in any portions of the meetings of our Board of Directors or any committee thereof to review and approve the transaction with Inflection.\nRecent Accounting Guidance\nRecently Adopted Accounting Guidance\nSegment Reporting – Improvements to Reportable Segment Disclosures",
+      "path": "2025_AnnualReport.docx/**Preface**/**Preface** part 34",
+      "metadata": {
+        "length": 4326,
+        "summary": "The passage details accounting policies for equity investments, property and equipment, leases, goodwill, intangible assets, and related party transactions. It explains valuation methods, depreciation, lease recognition, impairment testing, and a recent agreement with Inflection AI.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "tokens": [
+          "We",
+          "measure",
+          "equity",
+          "investments",
+          "readily",
+          "determinable",
+          "fair",
+          "values",
+          "nonrecurring",
+          "basis",
+          "The",
+          "determined",
+          "based",
+          "valuation",
+          "techniques",
+          "information",
+          "include",
+          "quoted",
+          "market",
+          "prices",
+          "comparables",
+          "discounted",
+          "cash",
+          "flow",
+          "projections",
+          "Our",
+          "current",
+          "financial",
+          "assets",
+          "liabilities",
+          "approximate",
+          "carrying",
+          "Property",
+          "Equipment",
+          "equipment",
+          "stated",
+          "cost",
+          "accumulated",
+          "depreciation",
+          "depreciated",
+          "straight",
+          "line",
+          "method",
+          "shorter",
+          "estimated",
+          "life",
+          "asset",
+          "lease",
+          "term",
+          "lives",
+          "property",
+          "generally",
+          "software",
+          "developed",
+          "acquired",
+          "internal",
+          "years",
+          "computer",
+          "buildings",
+          "improvements",
+          "15",
+          "leasehold",
+          "furniture",
+          "10",
+          "Land",
+          "Leases",
+          "determine",
+          "arrangement",
+          "inception",
+          "Operating",
+          "leases",
+          "included",
+          "operating",
+          "ROU",
+          "consolidated",
+          "balance",
+          "sheets",
+          "Finance",
+          "long",
+          "represent",
+          "underlying",
+          "obligation",
+          "make",
+          "payments",
+          "arising",
+          "recognized",
+          "commencement",
+          "date",
+          "present",
+          "As",
+          "provide",
+          "implicit",
+          "rate",
+          "incremental",
+          "borrowing",
+          "interest",
+          "collateralized",
+          "similar",
+          "includes",
+          "made",
+          "excludes",
+          "incentives",
+          "terms",
+          "options",
+          "extend",
+          "terminate",
+          "exercise",
+          "option",
+          "Lease",
+          "expense",
+          "agreements",
+          "components",
+          "accounted",
+          "separately",
+          "For",
+          "vehicles",
+          "account",
+          "single",
+          "component",
+          "Additionally",
+          "apply",
+          "portfolio",
+          "approach",
+          "effectively",
+          "Goodwill",
+          "tested",
+          "impairment",
+          "reporting",
+          "unit",
+          "level",
+          "segment",
+          "annual",
+          "May",
+          "tests",
+          "event",
+          "occurs",
+          "circumstances",
+          "change",
+          "reduce",
+          "Intangible",
+          "Assets",
+          "intangible",
+          "subject",
+          "amortization",
+          "amortized",
+          "proportion",
+          "economic",
+          "benefits",
+          "received",
+          "evaluate",
+          "recoverability",
+          "periodically",
+          "taking",
+          "events",
+          "warrant",
+          "revised",
+          "estimates",
+          "impaired",
+          "Related",
+          "Party",
+          "Transactions",
+          "In",
+          "March",
+          "2024",
+          "entered",
+          "agreement",
+          "Inflection",
+          "AI",
+          "Inc",
+          "pursuant",
+          "obtained",
+          "exclusive",
+          "license",
+          "intellectual",
+          "Reid",
+          "Hoffman",
+          "member",
+          "Board",
+          "Directors",
+          "founder",
+          "serves",
+          "board",
+          "directors",
+          "Reprogrammed",
+          "Interchange",
+          "LLC",
+          "entities",
+          "affiliated",
+          "Greylock",
+          "Ventures",
+          "held",
+          "10%",
+          "Mr",
+          "deemed",
+          "beneficially",
+          "shares",
+          "virtue",
+          "relationship",
+          "participate",
+          "portions",
+          "meetings",
+          "committee",
+          "thereof",
+          "review",
+          "approve",
+          "transaction",
+          "Recent",
+          "Accounting",
+          "Guidance",
+          "Recently",
+          "Adopted",
+          "Segment",
+          "Reporting",
+          "Improvements",
+          "Reportable",
+          "Disclosures"
+        ],
+        "keywords": [
+          "Fair Value",
+          "Leases",
+          "Goodwill"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "869a398d-20d1-54d6-be56-575490545590",
+      "type": "text",
+      "content": "In November 2023, the Financial Accounting Standards Board (“FASB”) issued a new standard to improve reportable segment disclosures. The guidance expands the disclosures required for reportable segments in our annual and interim consolidated financial statements, primarily through enhanced disclosures about significant segment expenses. We adopted the standard beginning with our annual reporting for fiscal year 2025. The adoption resulted in incremental segment reporting disclosures, most notably disclosure of cost of revenue and operating expenses for each reportable segment. Refer to Note 18 – Segment Information and Geographic Data.\nRecent Accounting Guidance Not Yet Adopted\nIncome Taxes – Improvements to Income Tax Disclosures\nIn December 2023, the FASB issued a new standard to improve income tax disclosures. The guidance requires disclosure of disaggregated income taxes paid, prescribes standardized categories for the components of the effective tax rate reconciliation, and modifies other income tax-related disclosures. The standard will be effective for us beginning with our annual reporting for fiscal year 2026, with early adoption permitted. We are currently evaluating the impact of this standard on our income tax disclosures.\nIncome Statement – Disaggregation of Income Statement Expenses\nIn November 2024, the FASB issued a new standard to expand disclosures about income statement expenses. The guidance requires disaggregation of certain costs and expenses included in each relevant expense caption on our consolidated income statements in a separate note to the financial statements at each interim and annual reporting period, including amounts of purchases of inventory, employee compensation, depreciation, and intangible asset amortization. The standard will be effective for us beginning with our annual reporting for fiscal year 2028 and interim periods thereafter, with early adoption permitted. We are currently evaluating the impact of this standard on our disclosures.\nNOTE 2 — EARNINGS PER SHARE\nBasic earnings per share (“EPS”) is computed based on the weighted average number of shares of common stock outstanding during the period. Diluted EPS is computed based on the weighted average number of shares of common stock plus the effect of dilutive potential common shares outstanding during the period using the treasury stock method. Dilutive potential common shares include outstanding stock options and stock awards.\nThe components of basic and diluted EPS were as follows:\n\nThe table shows net income, weighted average shares, and basic/diluted EPS for fiscal years 2023-2025. Net income rose from $72,361M to $101,832M, while diluted EPS increased from $9.68 to $13.64.\n[tables/table-21 EPS Data Table.html]\n\nAnti-dilutive stock-based awards excluded from the calculations of diluted EPS were immaterial during the periods presented.\nNOTE 3 — OTHER INCOME (EXPENSE), NET\nThe components of other income (expense), net were as follows:\n\nThe table shows interest and dividends income, interest expense, net gains/losses on investments, derivatives, foreign currency, and other items for fiscal years 2025, 2024, and 2023, with totals of -$4,901M, -$1,646M, and $788M respectively.\n[tables/table-22 Investment Income.html]\n\nOther, net primarily reflects net recognized losses on equity method investments, including OpenAI.\nNet Recognized Gains (Losses) on Investments\nNet recognized gains (losses) on debt investments were as follows:\n\nThe table shows realized gains and losses from sales of available-for-sale securities and impairments for fiscal years 2025, 2024, and 2023, with total net losses of $17M, $53M, and $98M respectively.\n[tables/table-23 Investment Gains.html]\n\nNet recognized gains (losses) on equity investments were as follows:\n\nThe table shows net realized gains, unrealized gains, and impairments for fiscal years 2025, 2024, and 2023, with totals of -332, -65, and 358 million respectively.\n[tables/table-24 Investment Gains.html]\n\nNOTE 4 — INVESTMENTS\nInvestment Components\nThe components of investments were as follows:\n\nThe table details investments as of June 30, 2025, showing adjusted cost basis, unrealized gains/losses, recorded basis, and classification into cash, short-term, equity, and other investments, totaling $109,970 million.\n[tables/table-25 Investment Table.html]",
+      "path": "2025_AnnualReport.docx/**Preface**/**Preface** part 35",
+      "metadata": {
+        "length": 4353,
+        "summary": "The passage discusses recent FASB accounting standards adopted or pending adoption, including improved segment disclosures (effective fiscal 2025), income tax disclosures (effective fiscal 2026), and disaggregation of income statement expenses (effective fiscal 2028). It also covers Notes 2-4: Earnings Per Share (basic and diluted EPS calculations with net income rising from $72,361M to $101,832M and diluted EPS from $9.68 to $13.64), Other Income/Expense (net totals of -$4,901M, -$1,646M, and $788M for fiscal years 2025, 2024, 2023, including losses on equity method investments like OpenAI), and Investments (total $109,970 million as of June 30, 2025, with components including adjusted cost basis, unrealized gains/losses, and classifications).",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "tokens": [
+          "In",
+          "November",
+          "2023",
+          "Financial",
+          "Accounting",
+          "Standards",
+          "Board",
+          "FASB",
+          "issued",
+          "standard",
+          "improve",
+          "reportable",
+          "segment",
+          "disclosures",
+          "The",
+          "guidance",
+          "expands",
+          "required",
+          "segments",
+          "annual",
+          "interim",
+          "consolidated",
+          "financial",
+          "statements",
+          "primarily",
+          "enhanced",
+          "significant",
+          "expenses",
+          "We",
+          "adopted",
+          "beginning",
+          "reporting",
+          "fiscal",
+          "year",
+          "2025",
+          "adoption",
+          "resulted",
+          "incremental",
+          "notably",
+          "disclosure",
+          "cost",
+          "revenue",
+          "operating",
+          "Refer",
+          "Note",
+          "18",
+          "Segment",
+          "Information",
+          "Geographic",
+          "Data",
+          "Recent",
+          "Guidance",
+          "Not",
+          "Yet",
+          "Adopted",
+          "Income",
+          "Taxes",
+          "Improvements",
+          "Tax",
+          "Disclosures",
+          "December",
+          "income",
+          "tax",
+          "requires",
+          "disaggregated",
+          "taxes",
+          "paid",
+          "prescribes",
+          "standardized",
+          "categories",
+          "components",
+          "effective",
+          "rate",
+          "reconciliation",
+          "modifies",
+          "related",
+          "2026",
+          "early",
+          "permitted",
+          "evaluating",
+          "impact",
+          "Statement",
+          "Disaggregation",
+          "Expenses",
+          "2024",
+          "expand",
+          "statement",
+          "disaggregation",
+          "costs",
+          "included",
+          "relevant",
+          "expense",
+          "caption",
+          "separate",
+          "note",
+          "period",
+          "including",
+          "amounts",
+          "purchases",
+          "inventory",
+          "employee",
+          "compensation",
+          "depreciation",
+          "intangible",
+          "asset",
+          "amortization",
+          "2028",
+          "periods",
+          "NOTE",
+          "EARNINGS",
+          "PER",
+          "SHARE",
+          "Basic",
+          "earnings",
+          "share",
+          "EPS",
+          "computed",
+          "based",
+          "weighted",
+          "average",
+          "number",
+          "shares",
+          "common",
+          "stock",
+          "outstanding",
+          "Diluted",
+          "effect",
+          "dilutive",
+          "potential",
+          "treasury",
+          "method",
+          "Dilutive",
+          "include",
+          "options",
+          "awards",
+          "basic",
+          "diluted",
+          "table",
+          "shows",
+          "net",
+          "years",
+          "Net",
+          "rose",
+          "72",
+          "361M",
+          "101",
+          "832M",
+          "increased",
+          "9.68",
+          "13.64",
+          "Anti",
+          "excluded",
+          "calculations",
+          "immaterial",
+          "presented",
+          "OTHER",
+          "INCOME",
+          "EXPENSE",
+          "NET",
+          "interest",
+          "dividends",
+          "gains",
+          "losses",
+          "investments",
+          "derivatives",
+          "foreign",
+          "currency",
+          "items",
+          "totals",
+          "901M",
+          "646M",
+          "788M",
+          "Other",
+          "reflects",
+          "recognized",
+          "equity",
+          "OpenAI",
+          "Recognized",
+          "Gains",
+          "Losses",
+          "Investments",
+          "debt",
+          "realized",
+          "sales",
+          "sale",
+          "securities",
+          "impairments",
+          "total",
+          "17M",
+          "53M",
+          "98M",
+          "unrealized",
+          "332",
+          "65",
+          "358",
+          "million",
+          "INVESTMENTS",
+          "Investment",
+          "Components",
+          "details",
+          "June",
+          "30",
+          "showing",
+          "adjusted",
+          "basis",
+          "recorded",
+          "classification",
+          "cash",
+          "short",
+          "term",
+          "totaling",
+          "109",
+          "970"
+        ],
+        "keywords": [
+          "FASB",
+          "Segment Disclosures",
+          "EPS"
+        ],
+        "connect_to": [
+          {
+            "target": "d7c618ea-146e-534a-ba94-d4a1ee5df5b6",
+            "relation": "embeds",
+            "ref": "[tables/table-21 EPS Data Table.html]",
+            "position": {
+              "start": 2721,
+              "end": 2758
+            }
+          },
+          {
+            "target": "8f0ab224-deaf-565e-89b5-1642ad95e14e",
+            "relation": "embeds",
+            "ref": "[tables/table-22 Investment Income.html]",
+            "position": {
+              "start": 3229,
+              "end": 3269
+            }
+          },
+          {
+            "target": "577e18e7-d331-50fc-9972-61a95fd1d6bc",
+            "relation": "embeds",
+            "ref": "[tables/table-23 Investment Gains.html]",
+            "position": {
+              "start": 3685,
+              "end": 3724
+            }
+          },
+          {
+            "target": "56ca9fcb-4e77-5b94-af9d-0e6f3a01dde4",
+            "relation": "embeds",
+            "ref": "[tables/table-24 Investment Gains.html]",
+            "position": {
+              "start": 3961,
+              "end": 4000
+            }
+          },
+          {
+            "target": "09f4dfcd-8f5a-502c-a2ce-c81f1c7502b6",
+            "relation": "embeds",
+            "ref": "[tables/table-25 Investment Table.html]",
+            "position": {
+              "start": 4314,
+              "end": 4353
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "48e3d269-d22d-59fe-bfb9-93721c15cb09",
+      "type": "text",
+      "content": "Table details investments as of June 30, 2024, with adjusted cost basis, unrealized gains/losses, and recorded basis across debt and equity categories, totaling $90,143 million.\n[tables/table-26 Investment Summary.html]\n\n(a) Refer to Note 5 – Derivatives for further information on the fair value of our derivative instruments.\nEquity investments presented as “Other” in the tables above include investments without readily determinable fair values measured at cost with adjustments for observable changes in price or impairments, measured using the equity method, or measured at fair value using net asset value as a practical expedient which are not categorized in the fair value hierarchy. As of June 30, 2025 and 2024, equity investments without readily determinable fair values measured at cost with adjustments for observable changes in price or impairments were $2.9 billion and $3.9 billion, respectively. Equity investments measured using the equity method were $6.0 billion as of both June 30, 2025 and 2024.\nUnrealized Losses on Debt Investments\nDebt investments with continuous unrealized losses for less than 12 months and 12 months or greater and their related fair values were as follows:\n\nThe table shows fair values and unrealized losses for securities held less than 12 months and 12 months or greater as of June 30, 2025 and 2024. Total fair value decreased from $54,589M to $42,736M, while total unrealized losses decreased from $(3,348)M to $(1,625)M.\n[tables/table-27 Unrealized Losses.html]\n\nUnrealized losses from fixed-income securities are primarily attributable to changes in interest rates. Management does not believe any remaining unrealized losses represent impairments based on our evaluation of available evidence.\nDebt Investment Maturities\nThe following table outlines maturities of our debt investments as of June 30, 2025:\n\nThe table shows adjusted cost basis and estimated fair value of debt securities by maturity as of June 30, 2025. Total cost basis is $85,589 million, with fair value at $84,259 million.\n[tables/table-28 Debt Securities.html]\n\nNOTE 5 — DERIVATIVES\nWe use derivative instruments to manage risks related to foreign currencies, interest rates, equity prices, and credit; to enhance investment returns; and to facilitate portfolio diversification. Our objectives for holding derivatives include reducing, eliminating, and efficiently managing the economic impact of these exposures as effectively as possible. Our derivative programs include strategies that both qualify and do not qualify for hedge accounting treatment.\nForeign Currencies\nCertain forecasted transactions, assets, and liabilities are exposed to foreign currency risk. We monitor our foreign currency exposures daily to maximize the economic effectiveness of our foreign currency hedge positions.\nForeign currency risks related to certain Euro-denominated debt are hedged using foreign exchange forward contracts that are designated as cash flow hedging instruments.\nCertain options and forwards not designated as hedging instruments are also used to manage the variability in foreign exchange rates on certain balance sheet amounts and to manage other foreign currency exposures.\nInterest Rate\nInterest rate risks related to certain fixed-rate debt are hedged using interest rate swaps that are designated as fair value hedging instruments to effectively convert the fixed interest rates to floating interest rates.\nSecurities held in our fixed-income portfolio are subject to different interest rate risks based on their maturities. We manage the average maturity of our fixed-income portfolio to achieve economic returns that correlate to certain broad-based fixed-income indices using option, futures, and swap contracts. These contracts are not designated as hedging instruments and are included in “Other contracts” in the tables below.\nEquity\nSecurities held in our equity investments portfolio are subject to market price risk. At times, we may hold options, futures, and swap contracts. These contracts are not designated as hedging instruments.\nCredit\nOur fixed-income portfolio is diversified and consists primarily of investment-grade securities. We use credit default swap contracts to manage credit exposures relative to broad-based indices and to facilitate portfolio diversification. These contracts are not designated as hedging instruments and are included in “Other contracts” in the tables below.\nCredit-Risk-Related Contingent Features",
+      "path": "2025_AnnualReport.docx/**Preface**/**Preface** part 36",
+      "metadata": {
+        "length": 4479,
+        "summary": "The passage details investments as of June 30, 2024, with adjusted cost basis, unrealized gains/losses, and recorded basis totaling $90,143 million. It discusses equity investments without readily determinable fair values, equity method investments, and unrealized losses on debt investments, noting a decrease in total fair value from $54,589M to $42,736M and unrealized losses from $(3,348)M to $(1,625)M. Debt investment maturities as of June 30, 2025 show total cost basis of $85,589 million and fair value of $84,259 million. Note 5 covers derivatives used to manage foreign currency, interest rate, equity, and credit risks, including hedging instruments and non-designated contracts.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "tokens": [
+          "Table",
+          "details",
+          "investments",
+          "June",
+          "30",
+          "2024",
+          "adjusted",
+          "cost",
+          "basis",
+          "unrealized",
+          "gains",
+          "losses",
+          "recorded",
+          "debt",
+          "equity",
+          "categories",
+          "totaling",
+          "90",
+          "143",
+          "million",
+          "Refer",
+          "Note",
+          "Derivatives",
+          "information",
+          "fair",
+          "derivative",
+          "instruments",
+          "Equity",
+          "presented",
+          "Other",
+          "tables",
+          "include",
+          "readily",
+          "determinable",
+          "values",
+          "measured",
+          "adjustments",
+          "observable",
+          "price",
+          "impairments",
+          "method",
+          "net",
+          "asset",
+          "practical",
+          "expedient",
+          "categorized",
+          "hierarchy",
+          "As",
+          "2025",
+          "2.9",
+          "billion",
+          "3.9",
+          "6.0",
+          "Unrealized",
+          "Losses",
+          "Debt",
+          "Investments",
+          "continuous",
+          "12",
+          "months",
+          "greater",
+          "related",
+          "The",
+          "table",
+          "shows",
+          "securities",
+          "held",
+          "Total",
+          "decreased",
+          "54",
+          "589M",
+          "42",
+          "736M",
+          "total",
+          "348",
+          "625",
+          "fixed",
+          "income",
+          "primarily",
+          "attributable",
+          "interest",
+          "rates",
+          "Management",
+          "remaining",
+          "represent",
+          "based",
+          "evaluation",
+          "evidence",
+          "Investment",
+          "Maturities",
+          "outlines",
+          "maturities",
+          "estimated",
+          "maturity",
+          "85",
+          "589",
+          "84",
+          "259",
+          "NOTE",
+          "DERIVATIVES",
+          "We",
+          "manage",
+          "risks",
+          "foreign",
+          "currencies",
+          "prices",
+          "credit",
+          "enhance",
+          "investment",
+          "returns",
+          "facilitate",
+          "portfolio",
+          "diversification",
+          "Our",
+          "objectives",
+          "holding",
+          "derivatives",
+          "reducing",
+          "eliminating",
+          "efficiently",
+          "managing",
+          "economic",
+          "impact",
+          "exposures",
+          "effectively",
+          "programs",
+          "strategies",
+          "qualify",
+          "hedge",
+          "accounting",
+          "treatment",
+          "Foreign",
+          "Currencies",
+          "Certain",
+          "forecasted",
+          "transactions",
+          "assets",
+          "liabilities",
+          "exposed",
+          "currency",
+          "risk",
+          "monitor",
+          "daily",
+          "maximize",
+          "effectiveness",
+          "positions",
+          "Euro",
+          "denominated",
+          "hedged",
+          "exchange",
+          "forward",
+          "contracts",
+          "designated",
+          "cash",
+          "flow",
+          "hedging",
+          "options",
+          "forwards",
+          "variability",
+          "balance",
+          "sheet",
+          "amounts",
+          "Interest",
+          "Rate",
+          "rate",
+          "swaps",
+          "convert",
+          "floating",
+          "Securities",
+          "subject",
+          "average",
+          "achieve",
+          "correlate",
+          "broad",
+          "indices",
+          "option",
+          "futures",
+          "swap",
+          "These",
+          "included",
+          "market",
+          "At",
+          "times",
+          "hold",
+          "Credit",
+          "diversified",
+          "consists",
+          "grade",
+          "default",
+          "relative",
+          "Risk",
+          "Related",
+          "Contingent",
+          "Features"
+        ],
+        "keywords": [
+          "Investments",
+          "Derivatives",
+          "Unrealized Losses"
+        ],
+        "connect_to": [
+          {
+            "target": "4a3c2966-3788-501d-a4bb-63808be3ee18",
+            "relation": "embeds",
+            "ref": "[tables/table-26 Investment Summary.html]",
+            "position": {
+              "start": 178,
+              "end": 219
+            }
+          },
+          {
+            "target": "1539d95f-5366-5c5a-98e1-23db91787a71",
+            "relation": "embeds",
+            "ref": "[tables/table-27 Unrealized Losses.html]",
+            "position": {
+              "start": 1473,
+              "end": 1513
+            }
+          },
+          {
+            "target": "eba625c6-80bb-5830-8fb7-4881edfb68a6",
+            "relation": "embeds",
+            "ref": "[tables/table-28 Debt Securities.html]",
+            "position": {
+              "start": 2047,
+              "end": 2085
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "9a4c2eaf-8bf6-5f7d-a02f-a3f8e7a7649f",
+      "type": "text",
+      "content": "Certain counterparty agreements for derivative instruments contain provisions that require our issued and outstanding long-term unsecured debt to maintain an investment grade credit rating and require us to maintain minimum liquidity of $1.0 billion. To the extent we fail to meet these requirements, we will be required to post collateral, similar to the standard convention related to over-the-counter derivatives. As of June 30, 2025, our long-term unsecured debt rating was AAA, and cash investments were in excess of $1.0 billion. As a result, no collateral was required to be posted.\nThe following table presents the notional amounts of our outstanding derivative instruments measured in U.S. dollar equivalents:\n\nThe table shows notional amounts of derivative instruments as of June 30, 2025 and 2024, categorized by hedging designation and contract type, with foreign exchange contracts being the largest.\n[tables/table-29 Derivative Notional.html]\n\nFair Values of Derivative Instruments\nThe following table presents our derivative instruments:\n\nThe table shows derivative assets and liabilities as of June 30, 2025 and 2024, with gross amounts of $758M and $331M in assets, and $(1,837M) and $(800M) in liabilities, offset by collateral.\n[tables/table-30 Derivative Assets.html]\n\nGross derivative assets and liabilities subject to legally enforceable master netting agreements for which we have elected to offset were $452 million and $1.8 billion, respectively, as of June 30, 2025, and $304 million and $800 million, respectively, as of June 30, 2024.\nThe following table presents the fair value of our derivatives instruments on a gross basis:\n\nThe table shows derivative assets and liabilities by fair value hierarchy (Level 1, 2, 3) as of June 30, 2025 and 2024. Total derivative assets were $758M (2025) and $331M (2024); liabilities were $(1,837M) and $(800M) respectively.\n[tables/table-31 Derivatives by Level.html]\n\nGains (losses) on derivative instruments recognized in other income (expense), net were as follows:\n\nThe table shows gains and losses from interest rate, foreign exchange, equity, and other contracts designated as fair value, cash flow, or non-designated hedging instruments for fiscal years 2023-2025.\n[tables/table-32 Hedging Gains_Losses.html]\n\nGains (losses), net of tax, on derivative instruments recognized in our consolidated comprehensive income statements were as follows:\n\nThe table shows gains (losses) on foreign exchange contracts designated as cash flow hedging instruments: $77M in 2025, $(14)M in 2024, and $34M in 2023.\n[tables/table-33 Cash Flow Hedges.html]\n\nNOTE 6 — PROPERTY AND EQUIPMENT\nThe components of property and equipment were as follows:\n\nThe table shows property assets at cost of $298,619M (2025) vs $212,012M (2024), with accumulated depreciation of $93,653M and $76,421M, resulting in net values of $204,966M and $135,591M.\n[tables/table-34 Property Assets.html]\n\nDuring fiscal years 2025, 2024, and 2023, depreciation expense was $22.0 billion, $15.2 billion, and $11.0 billion, respectively.\nAs of June 30, 2025, 2024, and 2023, purchases of property and equipment remaining in accounts payable were $6.9 billion, $4.3 billion, and $3.8 billion, respectively. As of June 30, 2025, we have committed $32.1 billion for the construction of new buildings, building improvements, and leasehold improvements, primarily related to datacenters.\nNOTE 7 — BUSINESS COMBINATIONS\nActivision Blizzard, Inc.\nOn October 13, 2023, we completed our acquisition of Activision Blizzard, Inc. (“Activision Blizzard”) for a total purchase price of $75.4 billion, consisting primarily of cash. Activision Blizzard is a leader in game development and an interactive entertainment content publisher. The acquisition will accelerate the growth in our gaming business across mobile, PC, console, and cloud gaming. The financial results of Activision Blizzard have been included in our consolidated financial statements since the date of the acquisition. Activision Blizzard is reported as part of our More Personal Computing segment.\nThe allocation of the purchase price to the assets acquired and liabilities assumed was completed as of September 30, 2024. The major classes of assets and liabilities to which we have allocated the purchase price were as follows:\n\nThe table shows a total purchase price of $75,408 million, comprising cash, goodwill, intangible assets, other assets, and various liabilities.\n[tables/table-35 Purchase Price.html]",
+      "path": "2025_AnnualReport.docx/**Preface**/**Preface** part 37",
+      "metadata": {
+        "length": 4492,
+        "summary": "The passage covers derivative instruments, including counterparty agreements requiring investment-grade credit rating and $1.0B liquidity, with no collateral posted as of June 30, 2025. Notional amounts and fair values of derivatives are detailed, with gross assets of $758M and liabilities of $(1,837M) in 2025, offset by collateral. Gains and losses from hedging instruments are reported for fiscal years 2023-2025. Property and equipment are summarized with net values of $204,966M (2025) and $135,591M (2024), depreciation expenses, and $32.1B committed for construction. The acquisition of Activision Blizzard for $75.4B in cash on October 13, 2023, is noted, with purchase price allocation completed.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "tokens": [
+          "Certain",
+          "counterparty",
+          "agreements",
+          "derivative",
+          "instruments",
+          "provisions",
+          "require",
+          "issued",
+          "outstanding",
+          "long",
+          "term",
+          "unsecured",
+          "debt",
+          "maintain",
+          "investment",
+          "grade",
+          "credit",
+          "rating",
+          "minimum",
+          "liquidity",
+          "1.0",
+          "billion",
+          "To",
+          "extent",
+          "fail",
+          "meet",
+          "requirements",
+          "required",
+          "post",
+          "collateral",
+          "similar",
+          "standard",
+          "convention",
+          "related",
+          "counter",
+          "derivatives",
+          "As",
+          "June",
+          "30",
+          "2025",
+          "AAA",
+          "cash",
+          "investments",
+          "excess",
+          "result",
+          "posted",
+          "The",
+          "table",
+          "presents",
+          "notional",
+          "amounts",
+          "measured",
+          "dollar",
+          "equivalents",
+          "shows",
+          "2024",
+          "categorized",
+          "hedging",
+          "designation",
+          "contract",
+          "type",
+          "foreign",
+          "exchange",
+          "contracts",
+          "largest",
+          "Fair",
+          "Values",
+          "Derivative",
+          "Instruments",
+          "assets",
+          "liabilities",
+          "gross",
+          "758M",
+          "331M",
+          "837M",
+          "800M",
+          "offset",
+          "Gross",
+          "subject",
+          "legally",
+          "enforceable",
+          "master",
+          "netting",
+          "elected",
+          "452",
+          "million",
+          "1.8",
+          "304",
+          "800",
+          "fair",
+          "basis",
+          "hierarchy",
+          "Level",
+          "Total",
+          "Gains",
+          "losses",
+          "recognized",
+          "income",
+          "expense",
+          "net",
+          "gains",
+          "interest",
+          "rate",
+          "equity",
+          "designated",
+          "flow",
+          "fiscal",
+          "years",
+          "2023",
+          "tax",
+          "consolidated",
+          "comprehensive",
+          "statements",
+          "77M",
+          "14",
+          "34M",
+          "NOTE",
+          "PROPERTY",
+          "AND",
+          "EQUIPMENT",
+          "components",
+          "property",
+          "equipment",
+          "cost",
+          "298",
+          "619M",
+          "212",
+          "012M",
+          "accumulated",
+          "depreciation",
+          "93",
+          "653M",
+          "76",
+          "421M",
+          "resulting",
+          "values",
+          "204",
+          "966M",
+          "135",
+          "591M",
+          "During",
+          "22.0",
+          "15.2",
+          "11.0",
+          "purchases",
+          "remaining",
+          "accounts",
+          "payable",
+          "6.9",
+          "4.3",
+          "3.8",
+          "committed",
+          "32.1",
+          "construction",
+          "buildings",
+          "building",
+          "improvements",
+          "leasehold",
+          "primarily",
+          "datacenters",
+          "BUSINESS",
+          "COMBINATIONS",
+          "Activision",
+          "Blizzard",
+          "Inc",
+          "On",
+          "October",
+          "13",
+          "completed",
+          "acquisition",
+          "total",
+          "purchase",
+          "price",
+          "75.4",
+          "consisting",
+          "leader",
+          "game",
+          "development",
+          "interactive",
+          "entertainment",
+          "content",
+          "publisher",
+          "accelerate",
+          "growth",
+          "gaming",
+          "business",
+          "mobile",
+          "PC",
+          "console",
+          "cloud",
+          "financial",
+          "results",
+          "included",
+          "date",
+          "reported",
+          "part",
+          "More",
+          "Personal",
+          "Computing",
+          "segment",
+          "allocation",
+          "acquired",
+          "assumed",
+          "September",
+          "major",
+          "classes",
+          "allocated",
+          "75",
+          "408",
+          "comprising",
+          "goodwill",
+          "intangible"
+        ],
+        "keywords": [
+          "Derivatives",
+          "Property",
+          "Business Combination"
+        ],
+        "connect_to": [
+          {
+            "target": "8474c325-a28e-5fe3-9244-2d9d66a680c8",
+            "relation": "embeds",
+            "ref": "[tables/table-29 Derivative Notional.html]",
+            "position": {
+              "start": 914,
+              "end": 956
+            }
+          },
+          {
+            "target": "d7f38500-41ab-5488-951e-0a6105cf64e1",
+            "relation": "embeds",
+            "ref": "[tables/table-30 Derivative Assets.html]",
+            "position": {
+              "start": 1247,
+              "end": 1287
+            }
+          },
+          {
+            "target": "9b401ce0-62b5-57f2-81a9-f1ae471ae44e",
+            "relation": "embeds",
+            "ref": "[tables/table-31 Derivatives by Level.html]",
+            "position": {
+              "start": 1890,
+              "end": 1933
+            }
+          },
+          {
+            "target": "774362b2-4d34-5748-b999-a72bfbf1e1ee",
+            "relation": "embeds",
+            "ref": "[tables/table-32 Hedging Gains_Losses.html]",
+            "position": {
+              "start": 2238,
+              "end": 2281
+            }
+          },
+          {
+            "target": "4911001d-4060-58e9-815b-96f22f51545b",
+            "relation": "embeds",
+            "ref": "[tables/table-33 Cash Flow Hedges.html]",
+            "position": {
+              "start": 2572,
+              "end": 2611
+            }
+          },
+          {
+            "target": "67202e30-5eeb-5d05-a101-99d342e69724",
+            "relation": "embeds",
+            "ref": "[tables/table-34 Property Assets.html]",
+            "position": {
+              "start": 2893,
+              "end": 2931
+            }
+          },
+          {
+            "target": "9a5bfc83-30b1-5018-8ff7-41a738c3dc90",
+            "relation": "embeds",
+            "ref": "[tables/table-35 Purchase Price.html]",
+            "position": {
+              "start": 4455,
+              "end": 4492
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "075946eb-7d2d-5acd-b756-f4f9935a0e6e",
+      "type": "text",
+      "content": "Goodwill was assigned to our More Personal Computing segment. The goodwill was primarily attributed to increased synergies that are expected to be achieved from the integration of Activision Blizzard. Substantially all of the goodwill is expected to be non-deductible for income tax purposes.\nFollowing are the details of the purchase price allocated to the intangible assets acquired:\n\nThe table shows fair value of acquired intangible assets totaling $21,969 million with a weighted average life of 15 years, broken down into marketing-related ($11,619M, 24 years), technology-based ($9,689M, 4 years), and customer-related ($661M, 4 years).\n[tables/table-36 Intangible Assets.html]\n\nFollowing are the supplemental consolidated financial results of Microsoft Corporation on an unaudited pro forma basis, as if the acquisition had been consummated on July 1, 2022:\n\nMicrosoft's fiscal year ended June 30, 2024, shows revenue of $247,442 million, net income of $88,308 million, and diluted EPS of $11.82, compared to $219,790 million, $71,383 million, and $9.55 in 2023.\n[tables/table-37 Microsoft FY2024.html]\n\nThese pro forma results were based on estimates and assumptions, which we believe are reasonable. They are not the results that would have been realized had we been a combined company during the periods presented and are not necessarily indicative of our consolidated results of operations in future periods. The pro forma results include adjustments related to purchase accounting, primarily amortization of intangible assets. Acquisition costs and other nonrecurring charges were immaterial and are included in the earliest period presented.\nNOTE 8 — GOODWILL\nChanges in the carrying amount of goodwill were as follows:\n\nMicrosoft's goodwill by segment from June 2023 to June 2025, showing totals increasing from $67,886M to $119,509M, driven by acquisitions in More Personal Computing.\n[tables/table-38 Goodwill by Segment.html]\n\nWe have recast certain prior period amounts to conform to the way we internally manage and monitor our business. Refer to Note 1 – Accounting Policies for further information.\nThe measurement periods for the valuation of assets acquired and liabilities assumed end as soon as information on the facts and circumstances that existed as of the acquisition dates becomes available, but do not exceed 12 months. Adjustments in purchase price allocations may require a change in the amounts allocated to goodwill during the periods in which the adjustments are determined.\nAny change in the goodwill amounts resulting from foreign currency translations and purchase accounting adjustments are presented as “Other” in the table above. Also included in “Other” are business dispositions and transfers between segments due to reorganizations, as applicable.\nAs discussed in Note 1 – Accounting Policies, during the first quarter of fiscal year 2025 we made changes to our segments. These segment changes also resulted in changes to our reporting units. We reallocated goodwill across impacted reporting units using a relative fair value approach. In addition, we completed an assessment of any potential goodwill impairment for all reporting units immediately prior to the reallocation and determined that no impairment existed.\nGoodwill Impairment\nWe test goodwill for impairment annually on May 1 at the reporting unit level, primarily using a discounted cash flow methodology with a peer-based, risk-adjusted weighted average cost of capital. We believe use of a discounted cash flow approach is the most reliable indicator of the fair values of the businesses.\nNo instances of impairment were identified in our May 1, 2025, May 1, 2024, or May 1, 2023 tests. As of June 30, 2025 and 2024, accumulated goodwill impairment was $11.3 billion.\nNOTE 9 — INTANGIBLE ASSETS\nThe components of intangible assets, all of which are finite-lived, were as follows:\n\nThe table shows gross carrying amounts, accumulated amortization, and net carrying amounts of intangible assets (marketing, technology, customer, contract-based) as of June 30, 2025 and 2024. Total net carrying amount decreased from $27,597M to $22,604M.\n[tables/table-39 Intangible Assets.html]\n\nNo material impairments of intangible assets were identified during fiscal years 2025, 2024, or 2023. We estimate that we have no significant residual value related to our intangible assets.\nThe components of intangible assets acquired during the periods presented were as follows:",
+      "path": "2025_AnnualReport.docx/**Preface**/**Preface** part 38",
+      "metadata": {
+        "length": 4472,
+        "summary": "The passage discusses Microsoft's goodwill and intangible assets, primarily from the Activision Blizzard acquisition. Goodwill was assigned to the More Personal Computing segment, totaling $119.5 billion by June 2025, up from $67.9 billion in 2023. Intangible assets acquired had a fair value of $21.97 billion with a weighted average life of 15 years, including marketing-related ($11.6B, 24 years), technology-based ($9.7B, 4 years), and customer-related ($0.7B, 4 years). Pro forma financial results for fiscal year 2024 show revenue of $247.4 billion, net income of $88.3 billion, and diluted EPS of $11.82. No goodwill impairment was identified in annual tests for 2023, 2024, or 2025. Net intangible assets decreased from $27.6 billion to $22.6 billion between 2024 and 2025.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "tokens": [
+          "Goodwill",
+          "assigned",
+          "More",
+          "Personal",
+          "Computing",
+          "segment",
+          "The",
+          "goodwill",
+          "primarily",
+          "attributed",
+          "increased",
+          "synergies",
+          "expected",
+          "achieved",
+          "integration",
+          "Activision",
+          "Blizzard",
+          "Substantially",
+          "deductible",
+          "income",
+          "tax",
+          "purposes",
+          "Following",
+          "details",
+          "purchase",
+          "price",
+          "allocated",
+          "intangible",
+          "assets",
+          "acquired",
+          "table",
+          "shows",
+          "fair",
+          "totaling",
+          "21",
+          "969",
+          "million",
+          "weighted",
+          "average",
+          "life",
+          "15",
+          "years",
+          "broken",
+          "marketing",
+          "related",
+          "11",
+          "619M",
+          "24",
+          "technology",
+          "based",
+          "689M",
+          "customer",
+          "661M",
+          "supplemental",
+          "consolidated",
+          "financial",
+          "results",
+          "Microsoft",
+          "Corporation",
+          "unaudited",
+          "pro",
+          "forma",
+          "basis",
+          "acquisition",
+          "consummated",
+          "July",
+          "2022",
+          "fiscal",
+          "year",
+          "ended",
+          "June",
+          "30",
+          "2024",
+          "revenue",
+          "247",
+          "442",
+          "net",
+          "88",
+          "308",
+          "diluted",
+          "EPS",
+          "11.82",
+          "compared",
+          "219",
+          "790",
+          "71",
+          "383",
+          "9.55",
+          "2023",
+          "These",
+          "estimates",
+          "assumptions",
+          "reasonable",
+          "They",
+          "realized",
+          "combined",
+          "company",
+          "periods",
+          "presented",
+          "necessarily",
+          "indicative",
+          "operations",
+          "future",
+          "include",
+          "adjustments",
+          "accounting",
+          "amortization",
+          "Acquisition",
+          "costs",
+          "nonrecurring",
+          "charges",
+          "immaterial",
+          "included",
+          "earliest",
+          "period",
+          "NOTE",
+          "GOODWILL",
+          "Changes",
+          "carrying",
+          "amount",
+          "2025",
+          "showing",
+          "totals",
+          "increasing",
+          "67",
+          "886M",
+          "119",
+          "509M",
+          "driven",
+          "acquisitions",
+          "We",
+          "recast",
+          "prior",
+          "amounts",
+          "conform",
+          "internally",
+          "manage",
+          "monitor",
+          "business",
+          "Refer",
+          "Note",
+          "Accounting",
+          "Policies",
+          "information",
+          "measurement",
+          "valuation",
+          "liabilities",
+          "assumed",
+          "end",
+          "facts",
+          "circumstances",
+          "existed",
+          "dates",
+          "exceed",
+          "12",
+          "months",
+          "Adjustments",
+          "allocations",
+          "require",
+          "change",
+          "determined",
+          "Any",
+          "resulting",
+          "foreign",
+          "currency",
+          "translations",
+          "Other",
+          "Also",
+          "dispositions",
+          "transfers",
+          "segments",
+          "due",
+          "reorganizations",
+          "applicable",
+          "As",
+          "discussed",
+          "quarter",
+          "made",
+          "resulted",
+          "reporting",
+          "units",
+          "reallocated",
+          "impacted",
+          "relative",
+          "approach",
+          "In",
+          "addition",
+          "completed",
+          "assessment",
+          "potential",
+          "impairment",
+          "immediately",
+          "reallocation",
+          "Impairment",
+          "test",
+          "annually",
+          "May",
+          "unit",
+          "level",
+          "discounted",
+          "cash",
+          "flow",
+          "methodology",
+          "peer",
+          "risk",
+          "adjusted",
+          "cost",
+          "capital",
+          "reliable",
+          "indicator",
+          "values",
+          "businesses",
+          "No",
+          "instances",
+          "identified",
+          "tests",
+          "accumulated",
+          "11.3",
+          "billion",
+          "INTANGIBLE",
+          "ASSETS",
+          "components",
+          "finite",
+          "lived",
+          "gross",
+          "contract",
+          "Total",
+          "decreased",
+          "27",
+          "597M",
+          "22",
+          "604M",
+          "material",
+          "impairments",
+          "estimate",
+          "significant",
+          "residual"
+        ],
+        "keywords": [
+          "Goodwill",
+          "Intangible Assets",
+          "Microsoft"
+        ],
+        "connect_to": [
+          {
+            "target": "48034024-9c74-53e3-9b34-c6cf7c84825d",
+            "relation": "embeds",
+            "ref": "[tables/table-36 Intangible Assets.html]",
+            "position": {
+              "start": 644,
+              "end": 684
+            }
+          },
+          {
+            "target": "6c9eaeba-45ae-5065-9440-b0d0155eab20",
+            "relation": "embeds",
+            "ref": "[tables/table-37 Microsoft FY2024.html]",
+            "position": {
+              "start": 1071,
+              "end": 1110
+            }
+          },
+          {
+            "target": "7bd19c3e-a5c9-5270-a340-a4edc82d6206",
+            "relation": "embeds",
+            "ref": "[tables/table-38 Goodwill by Segment.html]",
+            "position": {
+              "start": 1901,
+              "end": 1943
+            }
+          },
+          {
+            "target": "232454cc-54aa-5ec2-a0c2-982930a29730",
+            "relation": "embeds",
+            "ref": "[tables/table-39 Intangible Assets.html]",
+            "position": {
+              "start": 4149,
+              "end": 4189
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "68666be5-1713-5c0d-b949-58f2d2493d46",
+      "type": "text",
+      "content": "The table shows intangible assets by type (marketing, technology, customer, contract) with amounts and weighted average lives for fiscal years 2025 and 2024. Total assets decreased from $23,264M to $1,096M.\n[tables/table-40 Intangible Assets.html]\n\nIntangible assets amortization expense was $6.0 billion, $4.8 billion, and $2.5 billion for fiscal years 2025, 2024, and 2023, respectively.\nThe following table outlines the estimated future amortization expense related to intangible assets held as of June 30, 2025:\n\nThe table shows projected revenue from 2026 to 2030 and thereafter, totaling $22,604 million, with the largest amount in the 'Thereafter' period.\n[tables/table-41 Revenue Forecast.html]\n\nNOTE 10 — DEBT\nShort-term Debt\nAs of June 30, 2025, we had no commercial paper issued or outstanding. As of June 30, 2024, we had $6.7 billion of commercial paper issued and outstanding, with a weighted average interest rate of 5.4% and maturities ranging from 28 days to 152 days. The estimated fair value of this commercial paper approximates its carrying value.\nLong-term Debt\nThe components of long-term debt were as follows:\n\nThe table details long-term debt issuances from 2009 to 2024, including face values, maturities, stated and effective interest rates, and carrying amounts as of June 30, 2025 and 2024, totaling $43,151 million and $44,937 million respectively.\n[tables/table-42 Debt Issuance Table.html]\n\n(a) Refer to Note 5 – Derivatives for further information on the interest rate swaps related to fixed-rate debt.\nAs of June 30, 2025 and 2024, the estimated fair value of long-term debt, including the current portion, was $40.4 billion and $42.3 billion, respectively. The estimated fair values are based on Level 2 inputs.\nDebt in the table above is comprised of senior unsecured obligations and ranks equally with our other outstanding obligations. Interest is paid semi-annually, except for the Euro-denominated debt, which is paid annually. Cash paid for interest on our debt for fiscal years 2025, 2024, and 2023 was $1.6 billion, $1.7 billion, and $1.7 billion, respectively.\nThe following table outlines maturities of our long-term debt, including the current portion, as of June 30, 2025:\n\nThe table shows debt maturities from 2026 onward, with $49,206 million total. Key payments: $3,000M in 2026, $9,250M in 2027, $2,054M in 2029, and $34,902M thereafter.\n[tables/table-43 Debt Maturity.html]\n\nNOTE 11 — INCOME TAXES\nProvision for Income Taxes\nThe components of the provision for income taxes were as follows:\n\nThe table shows current and deferred tax provisions for fiscal years 2023-2025. Current taxes total $28,851M (2025), $24,389M (2024), $23,009M (2023). Deferred taxes are negative, resulting in total provision of $21,795M, $19,651M, $16,950M respectively.\n[tables/table-44 Income Tax Provision.html]\n\nU.S. and foreign components of income before income taxes were as follows:\n\nThe table shows income before income taxes for years 2025, 2024, and 2023, with U.S. and foreign breakdowns, totaling $123,627 million, $107,787 million, and $89,311 million respectively.\n[tables/table-45 Income Before Taxes.html]\n\nEffective Tax Rate\nThe items accounting for the difference between income taxes computed at the U.S. federal statutory rate and our effective rate were as follows:\n\nThe table shows a reconciliation of the federal statutory tax rate (21%) to the effective tax rate for fiscal years 2023-2025, with adjustments for foreign earnings, credits, and other items.\n[tables/table-46 Tax Rate Analysis.html]\n\nThe decrease from the federal statutory rate in fiscal years 2025, 2024, and 2023 is primarily due to earnings taxed at lower rates in foreign jurisdictions resulting from producing and distributing our products and services through our foreign regional operations center in Ireland. In fiscal years 2025, 2024, and 2023, our foreign regional operating center in Ireland, which is taxed at a rate lower than the U.S. rate, generated 81%, 83%, and 81% of our foreign income before tax. Other reconciling items, net consists primarily of tax credits and the U.S. global intangible low-taxed income tax, and in fiscal year 2024, includes tax benefits from tax law changes. In fiscal year 2024, tax benefits from tax law changes primarily relate to the delay of the effective date of final foreign tax credit regulations. In fiscal years 2025, 2024, and 2023, there were no individually significant other reconciling items.",
+      "path": "2025_AnnualReport.docx/**Preface**/**Preface** part 39",
+      "metadata": {
+        "length": 4470,
+        "summary": "The passage covers Notes 10 and 11 from a financial report. Note 10 details debt: no commercial paper in 2025 (vs. $6.7B in 2024), long-term debt totaling $43.151B (2025) and $44.937B (2024) with fair values of $40.4B and $42.3B, and future maturities of $49.206B. Note 11 covers income taxes: total provisions of $21.795B (2025), $19.651B (2024), $16.950B (2023); income before taxes of $123.627B, $107.787B, $89.311B; effective tax rate reconciliation from 21% federal rate, with lower foreign rates (81-83% from Ireland) as primary driver. Intangible assets amortization was $6.0B (2025), $4.8B (2024), $2.5B (2023), with future amortization totaling $22.604M.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "tokens": [
+          "The",
+          "table",
+          "shows",
+          "intangible",
+          "assets",
+          "type",
+          "marketing",
+          "technology",
+          "customer",
+          "contract",
+          "amounts",
+          "weighted",
+          "average",
+          "lives",
+          "fiscal",
+          "years",
+          "2025",
+          "2024",
+          "Total",
+          "decreased",
+          "23",
+          "264M",
+          "096M",
+          "Intangible",
+          "amortization",
+          "expense",
+          "6.0",
+          "billion",
+          "4.8",
+          "2.5",
+          "2023",
+          "outlines",
+          "estimated",
+          "future",
+          "related",
+          "held",
+          "June",
+          "30",
+          "projected",
+          "revenue",
+          "2026",
+          "2030",
+          "totaling",
+          "22",
+          "604",
+          "million",
+          "largest",
+          "amount",
+          "Thereafter",
+          "period",
+          "NOTE",
+          "10",
+          "DEBT",
+          "Short",
+          "term",
+          "Debt",
+          "As",
+          "commercial",
+          "paper",
+          "issued",
+          "outstanding",
+          "6.7",
+          "interest",
+          "rate",
+          "5.4%",
+          "maturities",
+          "ranging",
+          "28",
+          "days",
+          "152",
+          "fair",
+          "approximates",
+          "carrying",
+          "Long",
+          "components",
+          "long",
+          "debt",
+          "details",
+          "issuances",
+          "2009",
+          "including",
+          "face",
+          "values",
+          "stated",
+          "effective",
+          "rates",
+          "43",
+          "151",
+          "44",
+          "937",
+          "Refer",
+          "Note",
+          "Derivatives",
+          "information",
+          "swaps",
+          "fixed",
+          "current",
+          "portion",
+          "40.4",
+          "42.3",
+          "based",
+          "Level",
+          "inputs",
+          "comprised",
+          "senior",
+          "unsecured",
+          "obligations",
+          "ranks",
+          "equally",
+          "Interest",
+          "paid",
+          "semi",
+          "annually",
+          "Euro",
+          "denominated",
+          "Cash",
+          "1.6",
+          "1.7",
+          "onward",
+          "49",
+          "206",
+          "total",
+          "Key",
+          "payments",
+          "000M",
+          "250M",
+          "2027",
+          "054M",
+          "2029",
+          "34",
+          "902M",
+          "11",
+          "INCOME",
+          "TAXES",
+          "Provision",
+          "Income",
+          "Taxes",
+          "provision",
+          "income",
+          "taxes",
+          "deferred",
+          "tax",
+          "provisions",
+          "Current",
+          "851M",
+          "24",
+          "389M",
+          "009M",
+          "Deferred",
+          "negative",
+          "resulting",
+          "21",
+          "795M",
+          "19",
+          "651M",
+          "16",
+          "950M",
+          "foreign",
+          "breakdowns",
+          "123",
+          "627",
+          "107",
+          "787",
+          "89",
+          "311",
+          "Effective",
+          "Tax",
+          "Rate",
+          "items",
+          "accounting",
+          "difference",
+          "computed",
+          "federal",
+          "statutory",
+          "reconciliation",
+          "21%",
+          "adjustments",
+          "earnings",
+          "credits",
+          "decrease",
+          "primarily",
+          "due",
+          "taxed",
+          "lower",
+          "jurisdictions",
+          "producing",
+          "distributing",
+          "products",
+          "services",
+          "regional",
+          "operations",
+          "center",
+          "Ireland",
+          "In",
+          "operating",
+          "generated",
+          "81%",
+          "83%",
+          "Other",
+          "reconciling",
+          "net",
+          "consists",
+          "global",
+          "low",
+          "year",
+          "includes",
+          "benefits",
+          "law",
+          "relate",
+          "delay",
+          "date",
+          "final",
+          "credit",
+          "regulations",
+          "individually",
+          "significant"
+        ],
+        "keywords": [
+          "Intangible Assets",
+          "Debt",
+          "Income Taxes"
+        ],
+        "connect_to": [
+          {
+            "target": "94c04c68-141f-5982-90ac-5f46acfb78bc",
+            "relation": "embeds",
+            "ref": "[tables/table-40 Intangible Assets.html]",
+            "position": {
+              "start": 207,
+              "end": 247
+            }
+          },
+          {
+            "target": "9ff99e1e-0c88-5acf-bc6c-4cdc1c1ab453",
+            "relation": "embeds",
+            "ref": "[tables/table-41 Revenue Forecast.html]",
+            "position": {
+              "start": 663,
+              "end": 702
+            }
+          },
+          {
+            "target": "203d64ab-9b51-5ee5-830b-f7042569057c",
+            "relation": "embeds",
+            "ref": "[tables/table-42 Debt Issuance Table.html]",
+            "position": {
+              "start": 1379,
+              "end": 1421
+            }
+          },
+          {
+            "target": "2a31a2e6-10ff-5f17-b76c-be44e548759b",
+            "relation": "embeds",
+            "ref": "[tables/table-43 Debt Maturity.html]",
+            "position": {
+              "start": 2389,
+              "end": 2425
+            }
+          },
+          {
+            "target": "a38735ed-f1e5-59f3-b5b1-bb9c3195605b",
+            "relation": "embeds",
+            "ref": "[tables/table-44 Income Tax Provision.html]",
+            "position": {
+              "start": 2799,
+              "end": 2842
+            }
+          },
+          {
+            "target": "35db7d9d-f52f-5807-9862-a55597bd303b",
+            "relation": "embeds",
+            "ref": "[tables/table-45 Income Before Taxes.html]",
+            "position": {
+              "start": 3108,
+              "end": 3150
+            }
+          },
+          {
+            "target": "efea2194-29ab-5e8e-9e8a-b1ade3dc4796",
+            "relation": "embeds",
+            "ref": "[tables/table-46 Tax Rate Analysis.html]",
+            "position": {
+              "start": 3509,
+              "end": 3549
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "5cec060e-348a-5733-8ceb-d7f52255220b",
+      "type": "text",
+      "content": "The decrease in our effective tax rate for fiscal year 2025 compared to fiscal year 2024 was due to changes in the mix of our earnings and tax expenses between the U.S. and foreign countries. The decrease in our effective tax rate for fiscal year 2024 compared to fiscal year 2023 was primarily due to tax benefits from tax law changes, including the delay of the effective date of final foreign tax credit regulations.\nThe components of the deferred income tax assets and liabilities were as follows:\n\nThe table details deferred income tax assets and liabilities as of June 30, 2025 and 2024, with net deferred tax assets of $26,273 million and $19,652 million respectively.\n[tables/table-47 Deferred Tax Assets.html]\n\nDeferred income tax balances reflect the effects of temporary differences between the carrying amounts of assets and liabilities and their tax bases and are stated at enacted tax rates expected to be in effect when the taxes are paid or recovered.\nAs of June 30, 2025, we had federal, state, and foreign net operating loss carryforwards of $390 million, $836 million, and $2.6 billion, respectively. The federal and state net operating loss carryforwards have varying expiration dates ranging from fiscal year 2026 to 2045 or indefinite carryforward periods, if not utilized. The majority of our foreign net operating loss carryforwards do not expire. Certain acquired net operating loss carryforwards are subject to an annual limitation but are expected to be realized with the exception of those which have a valuation allowance. As of June 30, 2025, we had $816 million federal capital loss carryforwards for U.S. tax purposes. The federal capital loss carryforwards will expire in fiscal year 2030 if not utilized.\nThe valuation allowance disclosed in the table above relates to the foreign net operating loss carryforwards, federal capital loss carryforwards, and other net deferred tax assets that may not be realized.\nIncome taxes paid, net of refunds, were $28.7 billion, $23.4 billion, and $23.1 billion in fiscal years 2025, 2024, and 2023, respectively.\nUncertain Tax Positions\nGross unrecognized tax benefits related to uncertain tax positions as of June 30, 2025, 2024, and 2023, were $24.7 billion, $22.8 billion, and $17.1 billion, respectively, which were primarily included in long-term income taxes in our consolidated balance sheets. If recognized, the resulting tax benefit would affect our effective tax rates for fiscal years 2025, 2024, and 2023 by $21.2 billion, $19.6 billion, and $14.4 billion, respectively.\nAs of June 30, 2025, 2024, and 2023, we had accrued interest expense related to uncertain tax positions of $8.2 billion, $6.8 billion, and $5.2 billion, respectively, net of income tax benefits. The provision for income taxes for fiscal years 2025, 2024, and 2023 included interest expense related to uncertain tax positions of $1.3 billion, $1.5 billion, and $918 million, respectively, net of income tax benefits.\nThe aggregate changes in the gross unrecognized tax benefits related to uncertain tax positions were as follows:\n\nThe table shows unrecognized tax benefits from 2023 to 2025, starting at $15,593 million and ending at $24,729 million, with changes from settlements, current and prior year positions, and statute lapses.\n[tables/table-48 Tax Benefits.html]\n\nWe remain under audit by the IRS for tax years 2014 to 2017. With respect to the audit for tax years 2004 to 2013, on September 26, 2023, we received Notices of Proposed Adjustment (“NOPAs”) from the IRS. The primary issues in the NOPAs relate to intercompany transfer pricing. In the NOPAs, the IRS is seeking an additional tax payment of $28.9 billion plus penalties and interest. As of June 30, 2025, we believe our allowances for income tax contingencies are adequate. We disagree with the proposed adjustments and will vigorously contest the NOPAs through the IRS’s administrative appeals office and, if necessary, judicial proceedings. We do not expect a final resolution of these issues in the next 12 months. Based on the information currently available, we do not anticipate a significant increase or decrease to our income tax contingencies for these issues within the next 12 months.",
+      "path": "2025_AnnualReport.docx/**Preface**/**Preface** part 40",
+      "metadata": {
+        "length": 4221,
+        "summary": "The passage discusses changes in the effective tax rate for fiscal years 2025, 2024, and 2023, attributed to earnings mix and tax law changes. It details deferred income tax assets and liabilities, with net deferred tax assets of $26,273 million and $19,652 million as of June 30, 2025 and 2024. Net operating loss carryforwards are reported for federal ($390 million), state ($836 million), and foreign ($2.6 billion) jurisdictions, along with federal capital loss carryforwards ($816 million). A valuation allowance is noted for certain deferred tax assets. Income taxes paid were $28.7 billion, $23.4 billion, and $23.1 billion for fiscal years 2025, 2024, and 2023. Gross unrecognized tax benefits related to uncertain tax positions were $24.7 billion, $22.8 billion, and $17.1 billion as of June 30, 2025, 2024, and 2023, with accrued interest of $8.2 billion, $6.8 billion, and $5.2 billion. The IRS is auditing tax years 2014 to 2017 and issued NOPAs for 2004 to 2013 seeking $28.9 billion plus penalties, which the company contests.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "tokens": [
+          "The",
+          "decrease",
+          "effective",
+          "tax",
+          "rate",
+          "fiscal",
+          "year",
+          "2025",
+          "compared",
+          "2024",
+          "due",
+          "mix",
+          "earnings",
+          "expenses",
+          "foreign",
+          "countries",
+          "2023",
+          "primarily",
+          "benefits",
+          "law",
+          "including",
+          "delay",
+          "date",
+          "final",
+          "credit",
+          "regulations",
+          "components",
+          "deferred",
+          "income",
+          "assets",
+          "liabilities",
+          "table",
+          "details",
+          "June",
+          "30",
+          "net",
+          "26",
+          "273",
+          "million",
+          "19",
+          "652",
+          "Deferred",
+          "balances",
+          "reflect",
+          "effects",
+          "temporary",
+          "differences",
+          "carrying",
+          "amounts",
+          "bases",
+          "stated",
+          "enacted",
+          "rates",
+          "expected",
+          "effect",
+          "taxes",
+          "paid",
+          "recovered",
+          "As",
+          "federal",
+          "state",
+          "operating",
+          "loss",
+          "carryforwards",
+          "390",
+          "836",
+          "2.6",
+          "billion",
+          "varying",
+          "expiration",
+          "dates",
+          "ranging",
+          "2026",
+          "2045",
+          "indefinite",
+          "carryforward",
+          "periods",
+          "utilized",
+          "majority",
+          "expire",
+          "Certain",
+          "acquired",
+          "subject",
+          "annual",
+          "limitation",
+          "realized",
+          "exception",
+          "valuation",
+          "allowance",
+          "816",
+          "capital",
+          "purposes",
+          "2030",
+          "disclosed",
+          "relates",
+          "Income",
+          "refunds",
+          "28.7",
+          "23.4",
+          "23.1",
+          "years",
+          "Uncertain",
+          "Tax",
+          "Positions",
+          "Gross",
+          "unrecognized",
+          "related",
+          "uncertain",
+          "positions",
+          "24.7",
+          "22.8",
+          "17.1",
+          "included",
+          "long",
+          "term",
+          "consolidated",
+          "balance",
+          "sheets",
+          "If",
+          "recognized",
+          "resulting",
+          "benefit",
+          "affect",
+          "21.2",
+          "19.6",
+          "14.4",
+          "accrued",
+          "interest",
+          "expense",
+          "8.2",
+          "6.8",
+          "5.2",
+          "provision",
+          "1.3",
+          "1.5",
+          "918",
+          "aggregate",
+          "gross",
+          "shows",
+          "starting",
+          "15",
+          "593",
+          "ending",
+          "24",
+          "729",
+          "settlements",
+          "current",
+          "prior",
+          "statute",
+          "lapses",
+          "We",
+          "remain",
+          "audit",
+          "IRS",
+          "2014",
+          "2017",
+          "With",
+          "respect",
+          "2004",
+          "2013",
+          "September",
+          "received",
+          "Notices",
+          "Proposed",
+          "Adjustment",
+          "NOPAs",
+          "primary",
+          "issues",
+          "relate",
+          "intercompany",
+          "transfer",
+          "pricing",
+          "In",
+          "seeking",
+          "additional",
+          "payment",
+          "28.9",
+          "penalties",
+          "allowances",
+          "contingencies",
+          "adequate",
+          "disagree",
+          "proposed",
+          "adjustments",
+          "vigorously",
+          "contest",
+          "administrative",
+          "appeals",
+          "office",
+          "judicial",
+          "proceedings",
+          "expect",
+          "resolution",
+          "12",
+          "months",
+          "Based",
+          "information",
+          "anticipate",
+          "significant",
+          "increase"
+        ],
+        "keywords": [
+          "effective tax rate",
+          "deferred tax assets",
+          "uncertain tax positions"
+        ],
+        "connect_to": [
+          {
+            "target": "37e9fc8e-3678-5a29-9e1e-7562a9ca8023",
+            "relation": "embeds",
+            "ref": "[tables/table-47 Deferred Tax Assets.html]",
+            "position": {
+              "start": 676,
+              "end": 718
+            }
+          },
+          {
+            "target": "84b6f224-48d2-548e-bb74-41134065a57a",
+            "relation": "embeds",
+            "ref": "[tables/table-48 Tax Benefits.html]",
+            "position": {
+              "start": 3290,
+              "end": 3325
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "64b89ba2-ec71-5757-94b7-ce60a3061efc",
+      "type": "text",
+      "content": "We are subject to income tax in many jurisdictions outside the U.S., some of which are currently under audit by local tax authorities. The resolution of these audits is not expected to be material to our consolidated financial statements. Our operations in Ireland remain subject to examination for tax years 2020 and thereafter.\nNOTE 12 — UNEARNED REVENUE\nUnearned revenue by segment was as follows:\n\nMicrosoft's total revenue increased from $60,184 million in 2024 to $67,265 million in 2025, driven by growth in Productivity and Business Processes and Intelligent Cloud.\n[tables/table-49 Microsoft Revenue.html]\n\nWe have recast certain prior period amounts to conform to the way we internally manage and monitor our business. Refer to Note 1 – Accounting Policies for further information.\nChanges in unearned revenue were as follows:\n\nThe table shows unearned revenue balance increased from $60,184M to $67,265M, with $186,957M deferred and $179,876M recognized in fiscal year 2025.\n[tables/table-50 Unearned Revenue.html]\n\nRevenue allocated to remaining performance obligations, which includes unearned revenue and amounts that will be invoiced and recognized as revenue in future periods, was $375 billion as of June 30, 2025, of which $368 billion is related to the commercial portion of revenue. We expect to recognize approximately 40% of our total company remaining performance obligation revenue over the next 12 months and the remainder thereafter.\nNOTE 13 — LEASES\nWe have operating and finance leases for datacenters, corporate offices, research and development facilities, Microsoft Experience Centers, and certain equipment. Our leases have remaining lease terms of less than 1 year to 20 years, some of which include options to extend the leases for up to 5 years, and some of which include options to terminate the leases within 1 year.\nThe components of lease expense were as follows:\n\nThe table shows operating lease costs of $5,524M (2025), $3,555M (2024), $2,875M (2023) and total finance lease costs of $4,825M, $2,534M, $1,853M for the same years.\n[tables/table-51 Lease Costs.html]\n\nSupplemental cash flow information related to leases was as follows:\n\nThe table shows cash paid for operating and finance leases from 2023 to 2025, and right-of-use assets obtained in exchange for lease obligations.\n[tables/table-52 Lease Cash Flows.html]\n\nSupplemental balance sheet information related to leases was as follows:\n\nThe table presents operating and finance lease data as of June 30, 2025 and 2024, including right-of-use assets, liabilities, weighted average lease terms, and discount rates.\n[tables/table-53 Lease Data.html]\n\nThe following table outlines maturities of our lease liabilities as of June 30, 2025:\n\nThe table shows future lease payments for operating and finance leases from 2026 to 2030 and thereafter, totaling $25,481 million and $60,506 million respectively, with imputed interest deducted to present net lease liabilities.\n[tables/table-54 Lease Payments.html]\n\nAs of June 30, 2025, we had additional leases, primarily for datacenters, that had not yet commenced of $92.7 billion. These leases will commence between fiscal year 2026 and fiscal year 2031 with lease terms of 1 year to 20 years.\nNOTE 14 — CONTINGENCIES\nIrish Data Protection Commission Matter\nIn 2018, the Irish Data Protection Commission (“IDPC”) began investigating a complaint against LinkedIn as to whether LinkedIn’s targeted advertising practices violated the recently implemented European Union General Data Protection Regulation (“GDPR”). Microsoft cooperated throughout the period of inquiry. In October 2024, the IDPC provided LinkedIn with a final decision alleging GDPR violations and assessing a fine. In November 2024, LinkedIn appealed the final decision to the Irish courts, and the next hearing is scheduled for December 2025.\nOther Contingencies\nWe also are subject to a variety of other claims and suits that arise from time to time in the ordinary course of our business. Although management currently believes that resolving claims against us, individually or in aggregate, will not have a material adverse impact in our consolidated financial statements, these matters are subject to inherent uncertainties and management’s view of these matters may change in the future.",
+      "path": "2025_AnnualReport.docx/**Preface**/**Preface** part 41",
+      "metadata": {
+        "length": 4300,
+        "summary": "The passage covers financial notes including unearned revenue, leases, and contingencies. Unearned revenue increased from $60,184M to $67,265M, with $186,957M deferred and $179,876M recognized in fiscal year 2025. Remaining performance obligations total $375 billion. Lease disclosures detail operating and finance lease costs, cash flows, balance sheet data, and maturities totaling $25,481M for operating and $60,506M for finance leases, with $92.7 billion in additional leases not yet commenced. Contingencies include an Irish Data Protection Commission matter against LinkedIn with a fine appealed to Irish courts, and other ordinary course claims not expected to be material.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "tokens": [
+          "We",
+          "subject",
+          "income",
+          "tax",
+          "jurisdictions",
+          "audit",
+          "local",
+          "authorities",
+          "The",
+          "resolution",
+          "audits",
+          "expected",
+          "material",
+          "consolidated",
+          "financial",
+          "statements",
+          "Our",
+          "operations",
+          "Ireland",
+          "remain",
+          "examination",
+          "years",
+          "2020",
+          "NOTE",
+          "12",
+          "UNEARNED",
+          "REVENUE",
+          "Unearned",
+          "revenue",
+          "segment",
+          "Microsoft",
+          "total",
+          "increased",
+          "60",
+          "184",
+          "million",
+          "2024",
+          "67",
+          "265",
+          "2025",
+          "driven",
+          "growth",
+          "Productivity",
+          "Business",
+          "Processes",
+          "Intelligent",
+          "Cloud",
+          "recast",
+          "prior",
+          "period",
+          "amounts",
+          "conform",
+          "internally",
+          "manage",
+          "monitor",
+          "business",
+          "Refer",
+          "Note",
+          "Accounting",
+          "Policies",
+          "information",
+          "Changes",
+          "unearned",
+          "table",
+          "shows",
+          "balance",
+          "184M",
+          "265M",
+          "186",
+          "957M",
+          "deferred",
+          "179",
+          "876M",
+          "recognized",
+          "fiscal",
+          "year",
+          "Revenue",
+          "allocated",
+          "remaining",
+          "performance",
+          "obligations",
+          "includes",
+          "invoiced",
+          "future",
+          "periods",
+          "375",
+          "billion",
+          "June",
+          "30",
+          "368",
+          "related",
+          "commercial",
+          "portion",
+          "expect",
+          "recognize",
+          "approximately",
+          "40%",
+          "company",
+          "obligation",
+          "months",
+          "remainder",
+          "13",
+          "LEASES",
+          "operating",
+          "finance",
+          "leases",
+          "datacenters",
+          "corporate",
+          "offices",
+          "research",
+          "development",
+          "facilities",
+          "Experience",
+          "Centers",
+          "equipment",
+          "lease",
+          "terms",
+          "20",
+          "include",
+          "options",
+          "extend",
+          "terminate",
+          "components",
+          "expense",
+          "costs",
+          "524M",
+          "555M",
+          "875M",
+          "2023",
+          "825M",
+          "534M",
+          "853M",
+          "Supplemental",
+          "cash",
+          "flow",
+          "paid",
+          "assets",
+          "obtained",
+          "exchange",
+          "sheet",
+          "presents",
+          "data",
+          "including",
+          "liabilities",
+          "weighted",
+          "average",
+          "discount",
+          "rates",
+          "outlines",
+          "maturities",
+          "payments",
+          "2026",
+          "2030",
+          "totaling",
+          "25",
+          "481",
+          "506",
+          "imputed",
+          "interest",
+          "deducted",
+          "present",
+          "net",
+          "As",
+          "additional",
+          "primarily",
+          "commenced",
+          "92.7",
+          "These",
+          "commence",
+          "2031",
+          "14",
+          "CONTINGENCIES",
+          "Irish",
+          "Data",
+          "Protection",
+          "Commission",
+          "Matter",
+          "In",
+          "2018",
+          "IDPC",
+          "began",
+          "investigating",
+          "complaint",
+          "LinkedIn",
+          "targeted",
+          "advertising",
+          "practices",
+          "violated",
+          "recently",
+          "implemented",
+          "European",
+          "Union",
+          "General",
+          "Regulation",
+          "GDPR",
+          "cooperated",
+          "inquiry",
+          "October",
+          "provided",
+          "final",
+          "decision",
+          "alleging",
+          "violations",
+          "assessing",
+          "fine",
+          "November",
+          "appealed",
+          "courts",
+          "hearing",
+          "scheduled",
+          "December",
+          "Other",
+          "Contingencies",
+          "variety",
+          "claims",
+          "suits",
+          "arise",
+          "time",
+          "ordinary",
+          "Although",
+          "management",
+          "believes",
+          "resolving",
+          "individually",
+          "aggregate",
+          "adverse",
+          "impact",
+          "matters",
+          "inherent",
+          "uncertainties",
+          "view",
+          "change"
+        ],
+        "keywords": [
+          "Unearned Revenue",
+          "Leases",
+          "Contingencies"
+        ],
+        "connect_to": [
+          {
+            "target": "db4a750b-c288-58dc-99c2-ff1f5efc436f",
+            "relation": "embeds",
+            "ref": "[tables/table-49 Microsoft Revenue.html]",
+            "position": {
+              "start": 574,
+              "end": 614
+            }
+          },
+          {
+            "target": "087287ba-e4d1-5ad9-b7be-1fdffdd0a05f",
+            "relation": "embeds",
+            "ref": "[tables/table-50 Unearned Revenue.html]",
+            "position": {
+              "start": 986,
+              "end": 1025
+            }
+          },
+          {
+            "target": "4452390e-74dd-5620-b691-6e58c8dc77de",
+            "relation": "embeds",
+            "ref": "[tables/table-51 Lease Costs.html]",
+            "position": {
+              "start": 2071,
+              "end": 2105
+            }
+          },
+          {
+            "target": "28d25b09-4699-514f-8b98-01fc0bd50366",
+            "relation": "embeds",
+            "ref": "[tables/table-52 Lease Cash Flows.html]",
+            "position": {
+              "start": 2323,
+              "end": 2362
+            }
+          },
+          {
+            "target": "da108065-e4c5-5301-95cb-bfa49a12d84f",
+            "relation": "embeds",
+            "ref": "[tables/table-53 Lease Data.html]",
+            "position": {
+              "start": 2614,
+              "end": 2647
+            }
+          },
+          {
+            "target": "e267be8c-3565-5cd5-9a8a-d0d1596d29f2",
+            "relation": "embeds",
+            "ref": "[tables/table-54 Lease Payments.html]",
+            "position": {
+              "start": 2965,
+              "end": 3002
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "aba2c310-8f8d-5daa-95ce-b3df70bd910a",
+      "type": "text",
+      "content": "As of June 30, 2025, we accrued aggregate legal liabilities of $541 million. While we intend to defend these matters vigorously, adverse outcomes that we estimate could reach approximately $600 million in aggregate beyond recorded amounts are reasonably possible. Were unfavorable final outcomes to occur, there exists the possibility of a material adverse impact in our consolidated financial statements for the period in which the effects become reasonably estimable.\nNOTE 15 — STOCKHOLDERS’ EQUITY\nShares Outstanding\nShares of common stock outstanding were as follows:\n\nThe table shows share balances for fiscal years 2023-2025, with beginning balances around 7,432-7,464 million, issuances of 31-37 million, repurchases of 31-69 million, and ending balances of 7,432-7,434 million.\n[tables/table-55 Share Repurchases.html]\n\nShare Repurchases\nOn September 14, 2021, our Board of Directors approved a share repurchase program authorizing up to $60.0 billion in share repurchases. This share repurchase program commenced in November 2021 and was completed in April 2025.\nOn September 16, 2024, our Board of Directors approved a share repurchase program authorizing up to $60.0 billion in share repurchases. This share repurchase program commenced in April 2025, following completion of the program approved on September 14, 2021, has no expiration date, and may be terminated at any time. As of June 30, 2025, $57.3 billion remained of this $60.0 billion share repurchase program.\nWe repurchased the following shares of common stock under the share repurchase programs:\n\nThe table shows quarterly share repurchases and amounts for fiscal years 2023-2025, with totals of 69 shares ($18,400M) in 2023, 32 shares ($11,960M) in 2024, and 31 shares ($13,000M) in 2025.\n[tables/table-56 Share Repurchases.html]\n\nAll repurchases were made using cash resources. Shares repurchased during the fourth quarter of fiscal year 2025 were under the share repurchase programs approved on September 14, 2021 and September 16, 2024. All other shares repurchased were under the share repurchase program approved on September 14, 2021. The above table excludes shares repurchased to settle employee tax withholding related to the vesting of stock awards of $5.4 billion, $5.3 billion, and $3.8 billion for fiscal years 2025, 2024, and 2023, respectively.\nDividends\nOur Board of Directors declared the following dividends:\n\nThe table shows quarterly dividends for fiscal years 2025 and 2024, with per-share amounts of $0.83 and $0.75 respectively, totaling $24,678 million and $22,295 million.\n[tables/table-57 Dividend History.html]\n\nThe dividend declared on June 10, 2025 was included in other current liabilities as of June 30, 2025.\nNOTE 16 — ACCUMULATED OTHER COMPREHENSIVE INCOME (LOSS)\nThe following table summarizes the changes in accumulated other comprehensive income (loss) by component:\n\nThe table shows changes in accumulated other comprehensive loss for derivatives, investments, and translation adjustments for fiscal years 2023-2025, ending with a total loss of $(3,347) million in 2025.\n[tables/table-58 AOCI Rollforward.html]\n\nNOTE 17 — EMPLOYEE STOCK AND SAVINGS PLANS\nWe grant stock-based compensation to employees and directors. Awards that expire or are canceled without delivery of shares generally become available for issuance under the plans. We issue new shares of Microsoft common stock to satisfy vesting of awards granted under our stock plans. We also have an ESPP for all eligible employees.\nStock-based compensation expense and related income tax benefits were as follows:\n\nThe table shows stock-based compensation expenses and related income tax benefits for fiscal years 2025, 2024, and 2023, with amounts in millions of dollars.\n[tables/table-59 Stock Compensation.html]\n\nStock Plans\nStock awards entitle the holder to receive shares of Microsoft common stock as the award vests. Stock awards generally vest over a service period of four years or five years.\nExecutive Incentive Plan\nUnder the Executive Incentive Plan, the Compensation Committee approves stock awards to executive officers and certain senior executives. RSUs generally vest ratably over a service period of four years. PSUs generally vest over a performance period of three years. The number of shares the PSU holder receives is based on the extent to which the corresponding performance goals have been achieved.\nActivity for All Stock Plans\nThe fair value of stock awards was estimated on the date of grant using the following assumptions:",
+      "path": "2025_AnnualReport.docx/**Preface**/**Preface** part 42",
+      "metadata": {
+        "length": 4525,
+        "summary": "The passage details financial notes including $541 million in accrued legal liabilities with potential additional $600 million in adverse outcomes. It covers share repurchases under two $60 billion programs, with $57.3 billion remaining as of June 2025, and quarterly repurchases totaling 31 shares ($13,000M) in 2025. Dividends declared were $0.83 per share in 2025 and $0.75 in 2024. Accumulated other comprehensive loss was $(3,347) million in 2025. Stock-based compensation expenses and related tax benefits are noted, along with stock award vesting periods and activity assumptions.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "tokens": [
+          "As",
+          "June",
+          "30",
+          "2025",
+          "accrued",
+          "aggregate",
+          "legal",
+          "liabilities",
+          "541",
+          "million",
+          "While",
+          "intend",
+          "defend",
+          "matters",
+          "vigorously",
+          "adverse",
+          "outcomes",
+          "estimate",
+          "reach",
+          "approximately",
+          "600",
+          "recorded",
+          "amounts",
+          "Were",
+          "unfavorable",
+          "final",
+          "occur",
+          "exists",
+          "possibility",
+          "material",
+          "impact",
+          "consolidated",
+          "financial",
+          "statements",
+          "period",
+          "effects",
+          "estimable",
+          "NOTE",
+          "15",
+          "STOCKHOLDERS",
+          "EQUITY",
+          "Shares",
+          "Outstanding",
+          "common",
+          "stock",
+          "outstanding",
+          "The",
+          "table",
+          "shows",
+          "share",
+          "balances",
+          "fiscal",
+          "years",
+          "2023",
+          "beginning",
+          "432",
+          "464",
+          "issuances",
+          "31",
+          "37",
+          "repurchases",
+          "69",
+          "ending",
+          "434",
+          "Share",
+          "Repurchases",
+          "On",
+          "September",
+          "14",
+          "2021",
+          "Board",
+          "Directors",
+          "approved",
+          "repurchase",
+          "program",
+          "authorizing",
+          "60.0",
+          "billion",
+          "This",
+          "commenced",
+          "November",
+          "completed",
+          "April",
+          "16",
+          "2024",
+          "completion",
+          "expiration",
+          "date",
+          "terminated",
+          "time",
+          "57.3",
+          "remained",
+          "We",
+          "repurchased",
+          "shares",
+          "programs",
+          "quarterly",
+          "totals",
+          "18",
+          "400M",
+          "32",
+          "11",
+          "960M",
+          "13",
+          "000M",
+          "All",
+          "made",
+          "cash",
+          "resources",
+          "fourth",
+          "quarter",
+          "year",
+          "excludes",
+          "settle",
+          "employee",
+          "tax",
+          "withholding",
+          "related",
+          "vesting",
+          "awards",
+          "5.4",
+          "5.3",
+          "3.8",
+          "Dividends",
+          "Our",
+          "declared",
+          "dividends",
+          "0.83",
+          "0.75",
+          "totaling",
+          "24",
+          "678",
+          "22",
+          "295",
+          "dividend",
+          "10",
+          "included",
+          "current",
+          "ACCUMULATED",
+          "OTHER",
+          "COMPREHENSIVE",
+          "INCOME",
+          "LOSS",
+          "summarizes",
+          "accumulated",
+          "comprehensive",
+          "income",
+          "loss",
+          "component",
+          "derivatives",
+          "investments",
+          "translation",
+          "adjustments",
+          "total",
+          "347",
+          "17",
+          "EMPLOYEE",
+          "STOCK",
+          "AND",
+          "SAVINGS",
+          "PLANS",
+          "grant",
+          "based",
+          "compensation",
+          "employees",
+          "directors",
+          "Awards",
+          "expire",
+          "canceled",
+          "delivery",
+          "generally",
+          "issuance",
+          "plans",
+          "issue",
+          "Microsoft",
+          "satisfy",
+          "granted",
+          "ESPP",
+          "eligible",
+          "Stock",
+          "expense",
+          "benefits",
+          "expenses",
+          "millions",
+          "dollars",
+          "Plans",
+          "entitle",
+          "holder",
+          "receive",
+          "award",
+          "vests",
+          "vest",
+          "service",
+          "Executive",
+          "Incentive",
+          "Plan",
+          "Under",
+          "Compensation",
+          "Committee",
+          "approves",
+          "executive",
+          "officers",
+          "senior",
+          "executives",
+          "RSUs",
+          "ratably",
+          "PSUs",
+          "performance",
+          "number",
+          "PSU",
+          "receives",
+          "extent",
+          "goals",
+          "achieved",
+          "Activity",
+          "fair",
+          "estimated",
+          "assumptions"
+        ],
+        "keywords": [
+          "Legal liabilities",
+          "Share repurchases",
+          "Stock plans"
+        ],
+        "connect_to": [
+          {
+            "target": "36c1f271-f9e2-5fb3-b351-1f862f2b95fe",
+            "relation": "embeds",
+            "ref": "[tables/table-55 Share Repurchases.html]",
+            "position": {
+              "start": 786,
+              "end": 826
+            }
+          },
+          {
+            "target": "657a22eb-9366-5d37-b1fa-074b1683ae81",
+            "relation": "embeds",
+            "ref": "[tables/table-56 Share Repurchases.html]",
+            "position": {
+              "start": 1765,
+              "end": 1805
+            }
+          },
+          {
+            "target": "0a3c08c8-285f-5234-ba6e-dcd0afd088ac",
+            "relation": "embeds",
+            "ref": "[tables/table-57 Dividend History.html]",
+            "position": {
+              "start": 2574,
+              "end": 2613
+            }
+          },
+          {
+            "target": "61be9b16-9678-54c0-89a8-bc758632e3a0",
+            "relation": "embeds",
+            "ref": "[tables/table-58 AOCI Rollforward.html]",
+            "position": {
+              "start": 3084,
+              "end": 3123
+            }
+          },
+          {
+            "target": "94b78184-d619-5a1d-b89d-8bb7afb772ab",
+            "relation": "embeds",
+            "ref": "[tables/table-59 Stock Compensation.html]",
+            "position": {
+              "start": 3745,
+              "end": 3786
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "4859b1f9-256b-5961-aaed-0b88ac0439cc",
+      "type": "text",
+      "content": "The table shows quarterly dividends per share and interest rates for fiscal years 2023-2025. Dividends range from $0.62 to $0.83, and interest rates range from 2.0% to 5.6%.\n[tables/table-60 Dividends & Rates.html]\n\nDuring fiscal year 2025, the following activity occurred under our stock plans:\n\nThe table shows nonvested stock award activity: beginning balance 88 shares at $292.28, 39 granted at $413.90, 38 vested at $293.25, 7 forfeited at $317.23, ending balance 82 shares at $347.44.\n[tables/table-61 Stock Awards.html]\n\n(a) Includes 1 million of PSUs granted at target and performance adjustments above target levels for each of the fiscal years 2025, 2024, and 2023.\nAs of June 30, 2025, total unrecognized compensation costs related to stock awards were $21.6 billion. These costs are expected to be recognized over a weighted average period of three years. The weighted average grant-date fair value of stock awards granted was $413.90, $339.46, and $252.59 for fiscal years 2025, 2024, and 2023, respectively. The fair value of stock awards vested was $16.2 billion, $16.0 billion, and $11.9 billion, for fiscal years 2025, 2024, and 2023, respectively. As of June 30, 2025, an aggregate of 98 million shares were authorized for future grant under our stock plans.\nEmployee Stock Purchase Plan\nWe have an ESPP for all eligible employees. Shares of our common stock may be purchased by employees at three-month intervals at 90% of the fair market value on the last trading day of each three-month period. Employees may purchase shares having a value not exceeding 15% of their gross compensation during an offering period.\nEmployees purchased the following shares during the periods presented:\n\nThe table shows shares purchased and average price per share for fiscal years 2025, 2024, and 2023. Shares purchased were 6 million in 2025 and 2024, and 7 million in 2023. Average prices were $385.10, $339.46, and $245.59 respectively.\n[tables/table-62 Share Repurchase.html]\n\nAs of June 30, 2025, 62 million shares of our common stock were reserved for future issuance through the ESPP.\nSavings Plans\nWe have savings plans in the U.S. that qualify under Section 401(k) of the Internal Revenue Code, and a number of savings plans in international locations. Eligible U.S. employees may contribute a portion of their salary into the savings plans, subject to certain limitations. We match a portion of each dollar a participant contributes into the plans. Employer-funded retirement benefits for all plans were $1.8 billion, $1.7 billion, and $1.6 billion in fiscal years 2025, 2024, and 2023, respectively, and were expensed as contributed.\nNOTE 18 — SEGMENT INFORMATION AND GEOGRAPHIC DATA\nIn its operation of the business, management, including our chief operating decision maker (“CODM”), who is also our Chief Executive Officer, reviews certain financial information, including segmented internal profit and loss statements. The primary profitability measure used by the CODM to review segment operating results is operating income. The CODM uses operating income to allocate resources during our annual planning process and throughout the year, as well as to assess the performance of our segments, primarily by monitoring actual results compared to prior periods and expected results. During the periods presented, we reported our financial performance based on the following segments: Productivity and Business Processes, Intelligent Cloud, and More Personal Computing.\nWe have recast certain prior period amounts to conform to the way we internally manage and monitor our business. Refer to Note 1 – Accounting Policies for further information.\nOur reportable segments are described below.\nProductivity and Business Processes\nOur Productivity and Business Processes segment consists of products and services in our portfolio of productivity, communication, and information services, spanning a variety of devices and platforms. This segment primarily comprises:\n• Microsoft 365 Commercial products and cloud services, including Microsoft 365 Commercial cloud, comprising Microsoft 365 Commercial, Enterprise Mobility + Security, the cloud portion of Windows Commercial, the per-user portion of Power BI, Exchange, SharePoint, Microsoft Teams, Microsoft 365 Security and Compliance, and Microsoft 365 Copilot; and Microsoft 365 Commercial products, comprising Windows Commercial on-premises and Office licensed on-premises.",
+      "path": "2025_AnnualReport.docx/**Preface**/**Preface** part 43",
+      "metadata": {
+        "length": 4437,
+        "summary": "The passage covers stock plan activity for fiscal year 2025, including nonvested stock awards, unrecognized compensation costs, and the Employee Stock Purchase Plan (ESPP) with share purchases and average prices. It also details savings plans and employer-funded retirement benefits. Additionally, it introduces segment information for Productivity and Business Processes, Intelligent Cloud, and More Personal Computing, with operating income as the key performance measure.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "tokens": [
+          "The",
+          "table",
+          "shows",
+          "quarterly",
+          "dividends",
+          "share",
+          "interest",
+          "rates",
+          "fiscal",
+          "years",
+          "2023",
+          "2025",
+          "Dividends",
+          "range",
+          "0.62",
+          "0.83",
+          "2.0%",
+          "5.6%",
+          "During",
+          "year",
+          "activity",
+          "occurred",
+          "stock",
+          "plans",
+          "nonvested",
+          "award",
+          "beginning",
+          "balance",
+          "88",
+          "shares",
+          "292.28",
+          "39",
+          "granted",
+          "413.90",
+          "38",
+          "vested",
+          "293.25",
+          "forfeited",
+          "317.23",
+          "ending",
+          "82",
+          "347.44",
+          "Includes",
+          "million",
+          "PSUs",
+          "target",
+          "performance",
+          "adjustments",
+          "levels",
+          "2024",
+          "As",
+          "June",
+          "30",
+          "total",
+          "unrecognized",
+          "compensation",
+          "costs",
+          "related",
+          "awards",
+          "21.6",
+          "billion",
+          "These",
+          "expected",
+          "recognized",
+          "weighted",
+          "average",
+          "period",
+          "grant",
+          "date",
+          "fair",
+          "339.46",
+          "252.59",
+          "16.2",
+          "16.0",
+          "11.9",
+          "aggregate",
+          "98",
+          "authorized",
+          "future",
+          "Employee",
+          "Stock",
+          "Purchase",
+          "Plan",
+          "We",
+          "ESPP",
+          "eligible",
+          "employees",
+          "Shares",
+          "common",
+          "purchased",
+          "month",
+          "intervals",
+          "90%",
+          "market",
+          "trading",
+          "day",
+          "Employees",
+          "purchase",
+          "exceeding",
+          "15%",
+          "gross",
+          "offering",
+          "periods",
+          "presented",
+          "price",
+          "Average",
+          "prices",
+          "385.10",
+          "245.59",
+          "62",
+          "reserved",
+          "issuance",
+          "Savings",
+          "Plans",
+          "savings",
+          "qualify",
+          "Section",
+          "401",
+          "Internal",
+          "Revenue",
+          "Code",
+          "number",
+          "international",
+          "locations",
+          "Eligible",
+          "contribute",
+          "portion",
+          "salary",
+          "subject",
+          "limitations",
+          "match",
+          "dollar",
+          "participant",
+          "contributes",
+          "Employer",
+          "funded",
+          "retirement",
+          "benefits",
+          "1.8",
+          "1.7",
+          "1.6",
+          "expensed",
+          "contributed",
+          "NOTE",
+          "18",
+          "SEGMENT",
+          "INFORMATION",
+          "AND",
+          "GEOGRAPHIC",
+          "DATA",
+          "In",
+          "operation",
+          "business",
+          "management",
+          "including",
+          "chief",
+          "operating",
+          "decision",
+          "maker",
+          "CODM",
+          "Chief",
+          "Executive",
+          "Officer",
+          "reviews",
+          "financial",
+          "information",
+          "segmented",
+          "internal",
+          "profit",
+          "loss",
+          "statements",
+          "primary",
+          "profitability",
+          "measure",
+          "review",
+          "segment",
+          "results",
+          "income",
+          "allocate",
+          "resources",
+          "annual",
+          "planning",
+          "process",
+          "assess",
+          "segments",
+          "primarily",
+          "monitoring",
+          "actual",
+          "compared",
+          "prior",
+          "reported",
+          "based",
+          "Productivity",
+          "Business",
+          "Processes",
+          "Intelligent",
+          "Cloud",
+          "More",
+          "Personal",
+          "Computing",
+          "recast",
+          "amounts",
+          "conform",
+          "internally",
+          "manage",
+          "monitor",
+          "Refer",
+          "Note",
+          "Accounting",
+          "Policies",
+          "Our",
+          "reportable",
+          "consists",
+          "products",
+          "services",
+          "portfolio",
+          "productivity",
+          "communication",
+          "spanning",
+          "variety",
+          "devices",
+          "platforms",
+          "This",
+          "comprises",
+          "Microsoft",
+          "365",
+          "Commercial",
+          "cloud",
+          "comprising",
+          "Enterprise",
+          "Mobility",
+          "Security",
+          "Windows",
+          "user",
+          "Power",
+          "BI",
+          "Exchange",
+          "SharePoint",
+          "Teams",
+          "Compliance",
+          "Copilot",
+          "premises",
+          "Office",
+          "licensed"
+        ],
+        "keywords": [
+          "Stock awards",
+          "ESPP",
+          "Segments"
+        ],
+        "connect_to": [
+          {
+            "target": "309e74c6-6705-520b-a28b-959fb9661644",
+            "relation": "embeds",
+            "ref": "[tables/table-60 Dividends & Rates.html]",
+            "position": {
+              "start": 174,
+              "end": 214
+            }
+          },
+          {
+            "target": "792d3955-3e4a-56a4-8154-2e6d38d6218b",
+            "relation": "embeds",
+            "ref": "[tables/table-61 Stock Awards.html]",
+            "position": {
+              "start": 491,
+              "end": 526
+            }
+          },
+          {
+            "target": "4e74811f-7ba5-517d-8687-fc6523746a50",
+            "relation": "embeds",
+            "ref": "[tables/table-62 Share Repurchase.html]",
+            "position": {
+              "start": 1943,
+              "end": 1982
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "18761fc9-9905-5fb7-ac0d-39240265b989",
+      "type": "text",
+      "content": "• Microsoft 365 Consumer products and cloud services, including Microsoft 365 Consumer subscriptions, Office licensed on-premises, and other consumer services.\n• LinkedIn, including Talent Solutions, Marketing Solutions, Premium Subscriptions, and Sales Solutions.\n• Dynamics products and cloud services, including Dynamics 365, comprising a set of intelligent, cloud-based applications across ERP, CRM, Power Apps, and Power Automate; and on-premises ERP and CRM applications.\nIntelligent Cloud\nOur Intelligent Cloud segment consists of our public, private, and hybrid server products and cloud services that power modern business and developers. This segment primarily comprises:\n• Server products and cloud services, including Azure and other cloud services, comprising cloud and AI consumption-based services, GitHub cloud services, Nuance Healthcare cloud services, virtual desktop offerings, and other cloud services; and Server products, comprising SQL Server, Windows Server, Visual Studio, System Center, related Client Access Licenses (“CALs”), and other on-premises offerings.\n• Enterprise and partner services, including Enterprise Support Services, Industry Solutions, Nuance professional services, Microsoft Partner Network, and Learning Experience.\nMore Personal Computing\nOur More Personal Computing segment consists of products and services that put customers at the center of the experience with our technology. This segment primarily comprises:\n• Windows and Devices, including Windows OEM licensing (Windows Pro and non-Pro licenses sold through the OEM channel) and Devices, comprising Surface and PC accessories.\n• Gaming, including Xbox hardware and Xbox content and services, comprising first- and third-party content (including games and in-game content), Xbox Game Pass and other subscriptions, Xbox Cloud Gaming, advertising, and other cloud services.\n• Search and news advertising, comprising Bing and Copilot, Microsoft News, Microsoft Edge, and third-party affiliates.\nRevenue and costs are generally directly attributed to our segments. However, due to the integrated structure of our business, certain revenue recognized and costs incurred by one segment may benefit other segments. Revenue from certain contracts is allocated among the segments based on the relative value of the underlying products and services, which can include allocation based on actual prices charged, prices when sold separately, or estimated costs plus a profit margin. Cost of revenue is allocated in certain cases based on a relative revenue methodology. Operating expenses that are allocated primarily include those relating to marketing of products and services from which multiple segments benefit and are generally allocated based on relative gross margin.\nIn addition, certain costs are incurred at a corporate level and allocated to our segments. These allocated costs generally include legal, including settlements and fines, information technology, human resources, finance, excise taxes, field selling, shared facilities services, customer service and support, and severance incurred as part of a corporate program. Each allocation is measured differently based on the specific facts and circumstances of the costs being allocated and is generally based on relative gross margin or relative headcount.\nSegment revenue, cost of revenue, operating expenses, and operating income were as follows during the periods presented:\n\nThe table shows revenue, cost of revenue, operating expenses, and operating income for three Microsoft segments (Productivity, Intelligent Cloud, More Personal Computing) and totals for fiscal years 2023-2025.\n[tables/table-63 Microsoft Segment Results.html]\n\nNo sales to an individual customer or country other than the United States accounted for more than 10% of revenue for fiscal years 2025, 2024, or 2023. Revenue, classified by the major geographic areas in which our customers were located, was as follows:\n\nThe table shows total revenue of $281,724 million in 2025, $245,122 million in 2024, and $211,915 million in 2023, split between United States and other countries.\n[tables/table-64 Revenue by Region.html]\n\n(a) Includes billings to OEMs and certain multinational organizations because of the nature of these businesses and the impracticability of determining the geographic source of the revenue.\nRevenue, classified by significant product and service offerings, was as follows:",
+      "path": "2025_AnnualReport.docx/**Preface**/**Preface** part 44",
+      "metadata": {
+        "length": 4436,
+        "summary": "The text describes Microsoft's three business segments: Productivity and Business Processes (including Microsoft 365, LinkedIn, Dynamics), Intelligent Cloud (including Azure, server products, enterprise services), and More Personal Computing (including Windows, Gaming, Search). It explains revenue and cost allocation methods among segments, including direct attribution and allocation based on relative gross margin or headcount. Financial data for fiscal years 2023-2025 is presented in tables, showing total revenue of $281,724 million in 2025, $245,122 million in 2024, and $211,915 million in 2023, split between the United States and other countries. No single customer or country (except the US) accounted for more than 10% of revenue.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "tokens": [
+          "Microsoft",
+          "365",
+          "Consumer",
+          "products",
+          "cloud",
+          "services",
+          "including",
+          "subscriptions",
+          "Office",
+          "licensed",
+          "premises",
+          "consumer",
+          "LinkedIn",
+          "Talent",
+          "Solutions",
+          "Marketing",
+          "Premium",
+          "Subscriptions",
+          "Sales",
+          "Dynamics",
+          "comprising",
+          "set",
+          "intelligent",
+          "based",
+          "applications",
+          "ERP",
+          "CRM",
+          "Power",
+          "Apps",
+          "Automate",
+          "Intelligent",
+          "Cloud",
+          "Our",
+          "segment",
+          "consists",
+          "public",
+          "private",
+          "hybrid",
+          "server",
+          "power",
+          "modern",
+          "business",
+          "developers",
+          "This",
+          "primarily",
+          "comprises",
+          "Server",
+          "Azure",
+          "AI",
+          "consumption",
+          "GitHub",
+          "Nuance",
+          "Healthcare",
+          "virtual",
+          "desktop",
+          "offerings",
+          "SQL",
+          "Windows",
+          "Visual",
+          "Studio",
+          "System",
+          "Center",
+          "related",
+          "Client",
+          "Access",
+          "Licenses",
+          "CALs",
+          "Enterprise",
+          "partner",
+          "Support",
+          "Services",
+          "Industry",
+          "professional",
+          "Partner",
+          "Network",
+          "Learning",
+          "Experience",
+          "More",
+          "Personal",
+          "Computing",
+          "put",
+          "customers",
+          "center",
+          "experience",
+          "technology",
+          "Devices",
+          "OEM",
+          "licensing",
+          "Pro",
+          "licenses",
+          "sold",
+          "channel",
+          "Surface",
+          "PC",
+          "accessories",
+          "Gaming",
+          "Xbox",
+          "hardware",
+          "content",
+          "party",
+          "games",
+          "game",
+          "Game",
+          "Pass",
+          "advertising",
+          "Search",
+          "news",
+          "Bing",
+          "Copilot",
+          "News",
+          "Edge",
+          "affiliates",
+          "Revenue",
+          "costs",
+          "generally",
+          "directly",
+          "attributed",
+          "segments",
+          "However",
+          "due",
+          "integrated",
+          "structure",
+          "revenue",
+          "recognized",
+          "incurred",
+          "benefit",
+          "contracts",
+          "allocated",
+          "relative",
+          "underlying",
+          "include",
+          "allocation",
+          "actual",
+          "prices",
+          "charged",
+          "separately",
+          "estimated",
+          "profit",
+          "margin",
+          "Cost",
+          "cases",
+          "methodology",
+          "Operating",
+          "expenses",
+          "relating",
+          "marketing",
+          "multiple",
+          "gross",
+          "In",
+          "addition",
+          "corporate",
+          "level",
+          "These",
+          "legal",
+          "settlements",
+          "fines",
+          "information",
+          "human",
+          "resources",
+          "finance",
+          "excise",
+          "taxes",
+          "field",
+          "selling",
+          "shared",
+          "facilities",
+          "customer",
+          "service",
+          "support",
+          "severance",
+          "part",
+          "program",
+          "Each",
+          "measured",
+          "differently",
+          "specific",
+          "facts",
+          "circumstances",
+          "headcount",
+          "Segment",
+          "cost",
+          "operating",
+          "income",
+          "periods",
+          "presented",
+          "The",
+          "table",
+          "shows",
+          "Productivity",
+          "totals",
+          "fiscal",
+          "years",
+          "2023",
+          "2025",
+          "No",
+          "sales",
+          "individual",
+          "country",
+          "United",
+          "States",
+          "accounted",
+          "10%",
+          "2024",
+          "classified",
+          "major",
+          "geographic",
+          "areas",
+          "located",
+          "total",
+          "281",
+          "724",
+          "million",
+          "245",
+          "122",
+          "211",
+          "915",
+          "split",
+          "countries",
+          "Includes",
+          "billings",
+          "OEMs",
+          "multinational",
+          "organizations",
+          "nature",
+          "businesses",
+          "impracticability",
+          "determining",
+          "source",
+          "significant",
+          "product"
+        ],
+        "keywords": [
+          "Segments",
+          "Revenue",
+          "Cloud"
+        ],
+        "connect_to": [
+          {
+            "target": "0579405f-2c41-52d7-aca9-c24a01e2a411",
+            "relation": "embeds",
+            "ref": "[tables/table-63 Microsoft Segment Results.html]",
+            "position": {
+              "start": 3653,
+              "end": 3701
+            }
+          },
+          {
+            "target": "e3d92df6-6a6e-53d0-abb3-1136d50f5ae9",
+            "relation": "embeds",
+            "ref": "[tables/table-64 Revenue by Region.html]",
+            "position": {
+              "start": 4123,
+              "end": 4163
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "17d0e47d-6058-5b0c-81a0-e0660583c3d8",
+      "type": "text",
+      "content": "Microsoft's revenue for fiscal years 2025, 2024, and 2023 is shown, with totals of $281,724M, $245,122M, and $211,915M respectively, led by Server products and cloud services.\n[tables/table-65 Microsoft Revenue.html]\n\nOur Microsoft Cloud revenue, which includes Microsoft 365 Commercial cloud, Azure and other cloud services, the commercial portion of LinkedIn, and Dynamics 365, was $168.9 billion, $137.7 billion, and $111.6 billion in fiscal years 2025, 2024, and 2023, respectively. These amounts are included in Microsoft 365 Commercial products and cloud services, Server products and cloud services, LinkedIn, and Dynamics products and cloud services in the table above.\nAssets are not allocated to segments for internal reporting presentations. A portion of amortization and depreciation is included with various other costs in an overhead allocation to each segment. It is impracticable for us to separately identify the amount of amortization and depreciation by segment that is included in the measure of segment profit or loss.\nLong-lived assets, excluding financial instruments and tax assets, classified by the location of the controlling statutory company and with countries over 10% of the total shown separately, were as follows:\n\nThe table shows total revenue of $371,902 million in June 2025, up from $301,369 million in 2024 and $187,239 million in 2023, with United States and Other countries contributions.\n[tables/table-66 Revenue by Region.html]\n\nREPORT OF INDEPENDENT REGISTERED PUBLIC ACCOUNTING FIRM\nTo the Stockholders and the Board of Directors of Microsoft Corporation\nOpinion on the Financial Statements\nWe have audited the accompanying consolidated balance sheets of Microsoft Corporation and subsidiaries (the “Company”) as of June 30, 2025 and 2024, the related consolidated statements of income, comprehensive income, cash flows, and stockholders’ equity, for each of the three years in the period ended June 30, 2025, and the related notes (collectively referred to as the “financial statements”). In our opinion, the financial statements present fairly, in all material respects, the financial position of the Company as of June 30, 2025 and 2024, and the results of its operations and its cash flows for each of the three years in the period ended June 30, 2025, in conformity with accounting principles generally accepted in the United States of America.\nWe have also audited, in accordance with the standards of the Public Company Accounting Oversight Board (United States) (PCAOB), the Company’s internal control over financial reporting as of June 30, 2025, based on criteria established in Internal Control — Integrated Framework (2013) issued by the Committee of Sponsoring Organizations of the Treadway Commission and our report dated July 30, 2025, expressed an unqualified opinion on the Company’s internal control over financial reporting.\nBasis for Opinion\nThese financial statements are the responsibility of the Company’s management. Our responsibility is to express an opinion on the Company’s financial statements based on our audits. We are a public accounting firm registered with the PCAOB and are required to be independent with respect to the Company in accordance with the U.S. federal securities laws and the applicable rules and regulations of the Securities and Exchange Commission and the PCAOB.\nWe conducted our audits in accordance with the standards of the PCAOB. Those standards require that we plan and perform the audit to obtain reasonable assurance about whether the financial statements are free of material misstatement, whether due to error or fraud. Our audits included performing procedures to assess the risks of material misstatement of the financial statements, whether due to error or fraud, and performing procedures that respond to those risks. Such procedures included examining, on a test basis, evidence regarding the amounts and disclosures in the financial statements. Our audits also included evaluating the accounting principles used and significant estimates made by management, as well as evaluating the overall presentation of the financial statements. We believe that our audits provide a reasonable basis for our opinion.\nCritical Audit Matters",
+      "path": "2025_AnnualReport.docx/**Preface**/**Preface** part 45",
+      "metadata": {
+        "length": 4238,
+        "summary": "Microsoft's fiscal 2025 revenue reached $281,724M, up from $245,122M in 2024 and $211,915M in 2023, led by Server products and cloud services. Microsoft Cloud revenue was $168.9 billion in 2025, compared to $137.7 billion in 2024 and $111.6 billion in 2023. Total revenue including other items was $371,902 million in June 2025. The report also includes an independent auditor's opinion confirming the financial statements are fairly presented in accordance with U.S. GAAP, with an unqualified opinion on internal control over financial reporting as of June 30, 2025.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "tokens": [
+          "Microsoft",
+          "revenue",
+          "fiscal",
+          "years",
+          "2025",
+          "2024",
+          "2023",
+          "shown",
+          "totals",
+          "281",
+          "724M",
+          "245",
+          "122M",
+          "211",
+          "915M",
+          "led",
+          "Server",
+          "products",
+          "cloud",
+          "services",
+          "Our",
+          "Cloud",
+          "includes",
+          "365",
+          "Commercial",
+          "Azure",
+          "commercial",
+          "portion",
+          "LinkedIn",
+          "Dynamics",
+          "168.9",
+          "billion",
+          "137.7",
+          "111.6",
+          "These",
+          "amounts",
+          "included",
+          "table",
+          "Assets",
+          "allocated",
+          "segments",
+          "internal",
+          "reporting",
+          "presentations",
+          "amortization",
+          "depreciation",
+          "costs",
+          "overhead",
+          "allocation",
+          "segment",
+          "It",
+          "impracticable",
+          "separately",
+          "identify",
+          "amount",
+          "measure",
+          "profit",
+          "loss",
+          "Long",
+          "lived",
+          "assets",
+          "excluding",
+          "financial",
+          "instruments",
+          "tax",
+          "classified",
+          "location",
+          "controlling",
+          "statutory",
+          "company",
+          "countries",
+          "10%",
+          "total",
+          "The",
+          "shows",
+          "371",
+          "902",
+          "million",
+          "June",
+          "301",
+          "369",
+          "187",
+          "239",
+          "United",
+          "States",
+          "Other",
+          "contributions",
+          "REPORT",
+          "OF",
+          "INDEPENDENT",
+          "REGISTERED",
+          "PUBLIC",
+          "ACCOUNTING",
+          "FIRM",
+          "To",
+          "Stockholders",
+          "Board",
+          "Directors",
+          "Corporation",
+          "Opinion",
+          "Financial",
+          "Statements",
+          "We",
+          "audited",
+          "accompanying",
+          "consolidated",
+          "balance",
+          "sheets",
+          "subsidiaries",
+          "Company",
+          "30",
+          "related",
+          "statements",
+          "income",
+          "comprehensive",
+          "cash",
+          "flows",
+          "stockholders",
+          "equity",
+          "period",
+          "ended",
+          "notes",
+          "collectively",
+          "referred",
+          "In",
+          "opinion",
+          "present",
+          "fairly",
+          "material",
+          "respects",
+          "position",
+          "results",
+          "operations",
+          "conformity",
+          "accounting",
+          "principles",
+          "generally",
+          "accepted",
+          "America",
+          "accordance",
+          "standards",
+          "Public",
+          "Accounting",
+          "Oversight",
+          "PCAOB",
+          "control",
+          "based",
+          "criteria",
+          "established",
+          "Internal",
+          "Control",
+          "Integrated",
+          "Framework",
+          "2013",
+          "issued",
+          "Committee",
+          "Sponsoring",
+          "Organizations",
+          "Treadway",
+          "Commission",
+          "report",
+          "dated",
+          "July",
+          "expressed",
+          "unqualified",
+          "Basis",
+          "responsibility",
+          "management",
+          "express",
+          "audits",
+          "public",
+          "firm",
+          "registered",
+          "required",
+          "independent",
+          "respect",
+          "federal",
+          "securities",
+          "laws",
+          "applicable",
+          "rules",
+          "regulations",
+          "Securities",
+          "Exchange",
+          "conducted",
+          "Those",
+          "require",
+          "plan",
+          "perform",
+          "audit",
+          "obtain",
+          "reasonable",
+          "assurance",
+          "free",
+          "misstatement",
+          "due",
+          "error",
+          "fraud",
+          "performing",
+          "procedures",
+          "assess",
+          "risks",
+          "respond",
+          "Such",
+          "examining",
+          "test",
+          "basis",
+          "evidence",
+          "disclosures",
+          "evaluating",
+          "significant",
+          "estimates",
+          "made",
+          "presentation",
+          "provide",
+          "Critical",
+          "Audit",
+          "Matters"
+        ],
+        "keywords": [
+          "Revenue",
+          "Cloud",
+          "Audit"
+        ],
+        "connect_to": [
+          {
+            "target": "89bdd525-3b5c-53e1-947e-df3aefb5bdb9",
+            "relation": "embeds",
+            "ref": "[tables/table-65 Microsoft Revenue.html]",
+            "position": {
+              "start": 176,
+              "end": 216
+            }
+          },
+          {
+            "target": "f84caf3c-647d-582d-a0b5-ddbab86fdb05",
+            "relation": "embeds",
+            "ref": "[tables/table-66 Revenue by Region.html]",
+            "position": {
+              "start": 1429,
+              "end": 1469
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "4627b947-6452-598b-bc09-a09b07c70bf3",
+      "type": "text",
+      "content": "The critical audit matters communicated below are matters arising from the current-period audit of the financial statements that were communicated or required to be communicated to the audit committee and that (1) relate to accounts or disclosures that are material to the financial statements and (2) involved our especially challenging, subjective, or complex judgments. The communication of critical audit matters does not alter in any way our opinion on the financial statements, taken as a whole, and we are not, by communicating the critical audit matters below, providing separate opinions on the critical audit matters or on the accounts or disclosures to which they relate.\nRevenue Recognition – Refer to Note 1 to the financial statements\nCritical Audit Matter Description\nThe Company recognizes revenue upon transfer of control of promised products or services to customers in an amount that reflects the consideration the Company expects to receive in exchange for those products or services. The Company offers customers the ability to acquire multiple licenses of software products and services, including cloud-based services, in its customer agreements through its volume licensing programs.\nSignificant judgment is exercised by the Company in determining revenue recognition for certain customer agreements, and includes the following:\n• Determination of whether products and services are considered distinct performance obligations that should be accounted for separately versus together, such as software licenses and related services that are sold with cloud-based services.\n• The pattern of delivery (i.e., timing of when revenue is recognized) for each distinct performance obligation.\n• Identification and treatment of contract terms that may impact the timing and amount of revenue recognized (e.g., variable consideration, optional purchases, and free services).\n• Determination of stand-alone selling prices for each distinct performance obligation and for products and services that are not sold separately.\nGiven these factors and due to the volume of transactions, the related audit effort in evaluating management’s judgments in determining revenue recognition for certain customer agreements was extensive and required a high degree of auditor judgment.\nHow the Critical Audit Matter Was Addressed in the Audit\nOur principal audit procedures related to the Company’s revenue recognition for certain customer agreements included the following:\n• We tested the effectiveness of controls related to the identification of distinct performance obligations, the determination of the timing of revenue recognition, and the estimation of variable consideration.\n• We evaluated management’s significant accounting policies related to certain customer agreements for reasonableness.\n• We selected a sample of customer agreements and performed the following procedures:\n Obtained and read contract source documents for each selection, including master agreements, and other documents that were part of the agreement.\n Tested management’s identification and treatment of contract terms.\n Assessed the terms in the customer agreement and evaluated the appropriateness of management’s application of their accounting policies, along with their use of estimates, in the determination of revenue recognition conclusions.\n• We evaluated the reasonableness of management’s estimate of stand-alone selling prices for products and services that are not sold separately.\n• We tested the mathematical accuracy of management’s calculations of revenue and the associated timing of revenue recognized in the financial statements.\nIncome Taxes – Uncertain Tax Positions – Refer to Note 11 to the financial statements\nCritical Audit Matter Description\nThe Company’s long-term income taxes liability includes uncertain tax positions related to transfer pricing issues that remain unresolved with the Internal Revenue Service (“IRS”). The Company remains under IRS audit, or subject to IRS audit, for tax years subsequent to 2003. During fiscal year 2024, the Company received Notices of Proposed Adjustments (“NOPAs”) for the tax years 2004 to 2013, primarily related to intercompany transfer pricing. While the Company has settled a portion of the IRS audits, resolution of the remaining matters could have a material impact on the Company’s financial statements.",
+      "path": "2025_AnnualReport.docx/**Preface**/**Preface** part 46",
+      "metadata": {
+        "length": 4371,
+        "summary": "The passage describes two critical audit matters (CAMs) from a financial statement audit: Revenue Recognition and Income Taxes (Uncertain Tax Positions). For Revenue Recognition, the company recognizes revenue upon transfer of control, involving significant judgment on distinct performance obligations, delivery patterns, contract terms, and stand-alone selling prices. Audit procedures included testing controls, evaluating policies, and sampling contracts. For Income Taxes, the company faces uncertain tax positions related to transfer pricing issues unresolved with the IRS, with potential material impact from remaining audits.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "tokens": [
+          "The",
+          "critical",
+          "audit",
+          "matters",
+          "communicated",
+          "arising",
+          "current",
+          "period",
+          "financial",
+          "statements",
+          "required",
+          "committee",
+          "relate",
+          "accounts",
+          "disclosures",
+          "material",
+          "involved",
+          "challenging",
+          "subjective",
+          "complex",
+          "judgments",
+          "communication",
+          "alter",
+          "opinion",
+          "communicating",
+          "providing",
+          "separate",
+          "opinions",
+          "Revenue",
+          "Recognition",
+          "Refer",
+          "Note",
+          "Critical",
+          "Audit",
+          "Matter",
+          "Description",
+          "Company",
+          "recognizes",
+          "revenue",
+          "transfer",
+          "control",
+          "promised",
+          "products",
+          "services",
+          "customers",
+          "amount",
+          "reflects",
+          "consideration",
+          "expects",
+          "receive",
+          "exchange",
+          "offers",
+          "ability",
+          "acquire",
+          "multiple",
+          "licenses",
+          "software",
+          "including",
+          "cloud",
+          "based",
+          "customer",
+          "agreements",
+          "volume",
+          "licensing",
+          "programs",
+          "Significant",
+          "judgment",
+          "exercised",
+          "determining",
+          "recognition",
+          "includes",
+          "Determination",
+          "considered",
+          "distinct",
+          "performance",
+          "obligations",
+          "accounted",
+          "separately",
+          "versus",
+          "related",
+          "sold",
+          "pattern",
+          "delivery",
+          "timing",
+          "recognized",
+          "obligation",
+          "Identification",
+          "treatment",
+          "contract",
+          "terms",
+          "impact",
+          "variable",
+          "optional",
+          "purchases",
+          "free",
+          "stand",
+          "selling",
+          "prices",
+          "Given",
+          "factors",
+          "due",
+          "transactions",
+          "effort",
+          "evaluating",
+          "management",
+          "extensive",
+          "high",
+          "degree",
+          "auditor",
+          "How",
+          "Was",
+          "Addressed",
+          "Our",
+          "principal",
+          "procedures",
+          "included",
+          "We",
+          "tested",
+          "effectiveness",
+          "controls",
+          "identification",
+          "determination",
+          "estimation",
+          "evaluated",
+          "significant",
+          "accounting",
+          "policies",
+          "reasonableness",
+          "selected",
+          "sample",
+          "performed",
+          "Obtained",
+          "read",
+          "source",
+          "documents",
+          "selection",
+          "master",
+          "part",
+          "agreement",
+          "Tested",
+          "Assessed",
+          "appropriateness",
+          "application",
+          "estimates",
+          "conclusions",
+          "estimate",
+          "mathematical",
+          "accuracy",
+          "calculations",
+          "Income",
+          "Taxes",
+          "Uncertain",
+          "Tax",
+          "Positions",
+          "11",
+          "long",
+          "term",
+          "income",
+          "taxes",
+          "liability",
+          "uncertain",
+          "tax",
+          "positions",
+          "pricing",
+          "issues",
+          "remain",
+          "unresolved",
+          "Internal",
+          "Service",
+          "IRS",
+          "remains",
+          "subject",
+          "years",
+          "subsequent",
+          "2003",
+          "During",
+          "fiscal",
+          "year",
+          "2024",
+          "received",
+          "Notices",
+          "Proposed",
+          "Adjustments",
+          "NOPAs",
+          "2004",
+          "2013",
+          "primarily",
+          "intercompany",
+          "While",
+          "settled",
+          "portion",
+          "audits",
+          "resolution",
+          "remaining"
+        ],
+        "keywords": [
+          "Revenue Recognition",
+          "Income Taxes",
+          "Audit"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "3ffc9122-2c81-530a-9248-858f70d3adbd",
+      "type": "text",
+      "content": "Conclusions on recognizing and measuring uncertain tax positions involve significant estimates and management judgment and include complex considerations of the Internal Revenue Code, related regulations, tax case laws, and prior-year audit settlements. Given the complexity and the subjective nature of certain transfer pricing issues that remain unresolved with the IRS, evaluating management’s estimates relating to their determination of uncertain tax positions required a high degree of auditor judgment, including involvement of our tax specialists.\nHow the Critical Audit Matter Was Addressed in the Audit\nOur principal audit procedures to evaluate management’s estimates of uncertain tax positions related to unresolved transfer pricing issues included the following:\n• We evaluated management’s methods and assumptions used in the measurement and disclosure of uncertain tax positions, which included testing the effectiveness of the related internal controls.\n• We tested the reasonableness of management’s judgments regarding the future resolution of uncertain tax positions, as follows:\n We evaluated whether management had appropriately considered new information that could significantly change the measurement of the uncertain tax positions.\n We evaluated the reasonableness of management’s estimates by considering how changes in tax law, including statutes, regulations, and recent case law, impacted management’s judgments.\n• We evaluated the appropriateness of the disclosures in relation to the underlying facts, judgments, and conclusions.\n/S/ DELOITTE & TOUCHE LLP\nSeattle, Washington\nJuly 30, 2025\nWe have served as the Company’s auditor since 1983.\nCHANGES IN AND DISAGREEMENTS WITH ACCOUNTANTS ON ACCOUNTING AND FINANCIAL DISCLOSURE\nNot applicable.\nCONTROLS AND PROCEDURES\nUnder the supervision and with the participation of our management, including the Chief Executive Officer and Chief Financial Officer, we have evaluated the effectiveness of our disclosure controls and procedures as required by Exchange Act Rule 13a-15(b) as of the end of the period covered by this report. Based on that evaluation, the Chief Executive Officer and Chief Financial Officer have concluded that these disclosure controls and procedures are effective.\nREPORT OF MANAGEMENT ON INTERNAL CONTROL OVER FINANCIAL REPORTING\nOur management is responsible for establishing and maintaining adequate internal control over financial reporting for the Company. Internal control over financial reporting is a process to provide reasonable assurance regarding the reliability of our financial reporting for external purposes in accordance with accounting principles generally accepted in the United States of America. Internal control over financial reporting includes maintaining records that in reasonable detail accurately and fairly reflect our transactions; providing reasonable assurance that transactions are recorded as necessary for preparation of our consolidated financial statements; providing reasonable assurance that receipts and expenditures of company assets are made in accordance with management authorization; and providing reasonable assurance that unauthorized acquisition, use, or disposition of company assets that could have a material effect on our consolidated financial statements would be prevented or detected on a timely basis. Because of its inherent limitations, internal control over financial reporting is not intended to provide absolute assurance that a misstatement of our consolidated financial statements would be prevented or detected.\nManagement conducted an evaluation of the effectiveness of our internal control over financial reporting based on the framework in Internal Control – Integrated Framework (2013) issued by the Committee of Sponsoring Organizations of the Treadway Commission. Based on this evaluation, management concluded that the Company’s internal control over financial reporting was effective as of June 30, 2025. There were no changes in our internal control over financial reporting during the quarter ended June 30, 2025 that have materially affected, or are reasonably likely to materially affect, our internal control over financial reporting. Deloitte & Touche LLP has audited our internal control over financial reporting as of June 30, 2025; their report follows.\nREPORT OF INDEPENDENT REGISTERED PUBLIC ACCOUNTING FIRM\nTo the Stockholders and the Board of Directors of Microsoft Corporation\nOpinion on Internal Control over Financial Reporting",
+      "path": "2025_AnnualReport.docx/**Preface**/**Preface** part 47",
+      "metadata": {
+        "length": 4516,
+        "summary": "The passage discusses the critical audit matter of recognizing and measuring uncertain tax positions, focusing on unresolved transfer pricing issues. It highlights the complexity and subjective nature of these estimates, requiring significant auditor judgment and involvement of tax specialists. Audit procedures included evaluating management's methods, testing internal controls, assessing reasonableness of judgments regarding future resolution, and considering changes in tax law. The report also covers management's evaluation of disclosure controls and internal control over financial reporting, both deemed effective as of June 30, 2025, with Deloitte & Touche LLP providing the audit opinion.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "tokens": [
+          "Conclusions",
+          "recognizing",
+          "measuring",
+          "uncertain",
+          "tax",
+          "positions",
+          "involve",
+          "significant",
+          "estimates",
+          "management",
+          "judgment",
+          "include",
+          "complex",
+          "considerations",
+          "Internal",
+          "Revenue",
+          "Code",
+          "related",
+          "regulations",
+          "case",
+          "laws",
+          "prior",
+          "year",
+          "audit",
+          "settlements",
+          "Given",
+          "complexity",
+          "subjective",
+          "nature",
+          "transfer",
+          "pricing",
+          "issues",
+          "remain",
+          "unresolved",
+          "IRS",
+          "evaluating",
+          "relating",
+          "determination",
+          "required",
+          "high",
+          "degree",
+          "auditor",
+          "including",
+          "involvement",
+          "specialists",
+          "How",
+          "Critical",
+          "Audit",
+          "Matter",
+          "Was",
+          "Addressed",
+          "Our",
+          "principal",
+          "procedures",
+          "evaluate",
+          "included",
+          "We",
+          "evaluated",
+          "methods",
+          "assumptions",
+          "measurement",
+          "disclosure",
+          "testing",
+          "effectiveness",
+          "internal",
+          "controls",
+          "tested",
+          "reasonableness",
+          "judgments",
+          "future",
+          "resolution",
+          "appropriately",
+          "considered",
+          "information",
+          "significantly",
+          "change",
+          "law",
+          "statutes",
+          "recent",
+          "impacted",
+          "appropriateness",
+          "disclosures",
+          "relation",
+          "underlying",
+          "facts",
+          "conclusions",
+          "DELOITTE",
+          "TOUCHE",
+          "LLP",
+          "Seattle",
+          "Washington",
+          "July",
+          "30",
+          "2025",
+          "served",
+          "Company",
+          "1983",
+          "CHANGES",
+          "IN",
+          "AND",
+          "DISAGREEMENTS",
+          "WITH",
+          "ACCOUNTANTS",
+          "ON",
+          "ACCOUNTING",
+          "FINANCIAL",
+          "DISCLOSURE",
+          "Not",
+          "applicable",
+          "CONTROLS",
+          "PROCEDURES",
+          "Under",
+          "supervision",
+          "participation",
+          "Chief",
+          "Executive",
+          "Officer",
+          "Financial",
+          "Exchange",
+          "Act",
+          "Rule",
+          "13a",
+          "15",
+          "end",
+          "period",
+          "covered",
+          "report",
+          "Based",
+          "evaluation",
+          "concluded",
+          "effective",
+          "REPORT",
+          "OF",
+          "MANAGEMENT",
+          "INTERNAL",
+          "CONTROL",
+          "OVER",
+          "REPORTING",
+          "responsible",
+          "establishing",
+          "maintaining",
+          "adequate",
+          "control",
+          "financial",
+          "reporting",
+          "process",
+          "provide",
+          "reasonable",
+          "assurance",
+          "reliability",
+          "external",
+          "purposes",
+          "accordance",
+          "accounting",
+          "principles",
+          "generally",
+          "accepted",
+          "United",
+          "States",
+          "America",
+          "includes",
+          "records",
+          "detail",
+          "accurately",
+          "fairly",
+          "reflect",
+          "transactions",
+          "providing",
+          "recorded",
+          "preparation",
+          "consolidated",
+          "statements",
+          "receipts",
+          "expenditures",
+          "company",
+          "assets",
+          "made",
+          "authorization",
+          "unauthorized",
+          "acquisition",
+          "disposition",
+          "material",
+          "effect",
+          "prevented",
+          "detected",
+          "timely",
+          "basis",
+          "Because",
+          "inherent",
+          "limitations",
+          "intended",
+          "absolute",
+          "misstatement",
+          "Management",
+          "conducted",
+          "based",
+          "framework",
+          "Control",
+          "Integrated",
+          "Framework",
+          "2013",
+          "issued",
+          "Committee",
+          "Sponsoring",
+          "Organizations",
+          "Treadway",
+          "Commission",
+          "June",
+          "There",
+          "quarter",
+          "ended",
+          "materially",
+          "affected",
+          "affect",
+          "Deloitte",
+          "Touche",
+          "audited",
+          "INDEPENDENT",
+          "REGISTERED",
+          "PUBLIC",
+          "FIRM",
+          "To",
+          "Stockholders",
+          "Board",
+          "Directors",
+          "Microsoft",
+          "Corporation",
+          "Opinion",
+          "Reporting"
+        ],
+        "keywords": [
+          "uncertain tax positions",
+          "auditor judgment",
+          "transfer pricing"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "ef420677-48a9-593f-86bc-2f1112daebcd",
+      "type": "text",
+      "content": "We have audited the internal control over financial reporting of Microsoft Corporation and subsidiaries (the “Company”) as of June 30, 2025, based on criteria established in Internal Control — Integrated Framework (2013) issued by the Committee of Sponsoring Organizations of the Treadway Commission (COSO). In our opinion, the Company maintained, in all material respects, effective internal control over financial reporting as of June 30, 2025, based on criteria established in Internal Control — Integrated Framework (2013) issued by COSO.\nWe have also audited, in accordance with the standards of the Public Company Accounting Oversight Board (United States) (PCAOB), the consolidated financial statements as of and for the year ended June 30, 2025, of the Company and our report dated July 30, 2025, expressed an unqualified opinion on those financial statements.\nBasis for Opinion\nThe Company’s management is responsible for maintaining effective internal control over financial reporting and for its assessment of the effectiveness of internal control over financial reporting, included in the accompanying Report of Management on Internal Control over Financial Reporting. Our responsibility is to express an opinion on the Company’s internal control over financial reporting based on our audit. We are a public accounting firm registered with the PCAOB and are required to be independent with respect to the Company in accordance with the U.S. federal securities laws and the applicable rules and regulations of the Securities and Exchange Commission and the PCAOB.\nWe conducted our audit in accordance with the standards of the PCAOB. Those standards require that we plan and perform the audit to obtain reasonable assurance about whether effective internal control over financial reporting was maintained in all material respects. Our audit included obtaining an understanding of internal control over financial reporting, assessing the risk that a material weakness exists, testing and evaluating the design and operating effectiveness of internal control based on the assessed risk, and performing such other procedures as we considered necessary in the circumstances. We believe that our audit provides a reasonable basis for our opinion.\nDefinition and Limitations of Internal Control over Financial Reporting\nA company’s internal control over financial reporting is a process designed to provide reasonable assurance regarding the reliability of financial reporting and the preparation of financial statements for external purposes in accordance with generally accepted accounting principles. A company’s internal control over financial reporting includes those policies and procedures that (1) pertain to the maintenance of records that, in reasonable detail, accurately and fairly reflect the transactions and dispositions of the assets of the company; (2) provide reasonable assurance that transactions are recorded as necessary to permit preparation of financial statements in accordance with generally accepted accounting principles, and that receipts and expenditures of the company are being made only in accordance with authorizations of management and directors of the company; and (3) provide reasonable assurance regarding prevention or timely detection of unauthorized acquisition, use, or disposition of the company’s assets that could have a material effect on the financial statements.\nBecause of its inherent limitations, internal control over financial reporting may not prevent or detect misstatements. Also, projections of any evaluation of effectiveness to future periods are subject to the risk that controls may become inadequate because of changes in conditions, or that the degree of compliance with the policies or procedures may deteriorate.\n\nA signature block for Deloitte & Touche LLP, located in Seattle, Washington, dated July 30, 2025.\n[tables/table-67 Deloitte Signature.html]\n\nDIRECTORS AND EXECUTIVE OFFICERS OF MICROSOFT CORPORATION\nDIRECTORS\n\nThe table lists Microsoft Corporation's board members including Satya Nadella, Reid Hoffman, Hugh Johnston, and others with their roles and affiliations.\n[tables/table-68 Microsoft Board.html]\n\nBoard Committees",
+      "path": "2025_AnnualReport.docx/**Preface**/**Preface** part 48",
+      "metadata": {
+        "length": 4205,
+        "summary": "The text is an audit report on Microsoft Corporation's internal control over financial reporting as of June 30, 2025. Deloitte & Touche LLP expresses an unqualified opinion that the company maintained effective internal control in all material respects, based on COSO criteria. The report also notes an unqualified opinion on the consolidated financial statements. It describes the basis for the opinion, the responsibilities of management and auditors, and the definition and limitations of internal control over financial reporting. The document includes a signature block dated July 30, 2025, and lists board members and executive officers.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "tokens": [
+          "We",
+          "audited",
+          "internal",
+          "control",
+          "financial",
+          "reporting",
+          "Microsoft",
+          "Corporation",
+          "subsidiaries",
+          "Company",
+          "June",
+          "30",
+          "2025",
+          "based",
+          "criteria",
+          "established",
+          "Internal",
+          "Control",
+          "Integrated",
+          "Framework",
+          "2013",
+          "issued",
+          "Committee",
+          "Sponsoring",
+          "Organizations",
+          "Treadway",
+          "Commission",
+          "COSO",
+          "In",
+          "opinion",
+          "maintained",
+          "material",
+          "respects",
+          "effective",
+          "accordance",
+          "standards",
+          "Public",
+          "Accounting",
+          "Oversight",
+          "Board",
+          "United",
+          "States",
+          "PCAOB",
+          "consolidated",
+          "statements",
+          "year",
+          "ended",
+          "report",
+          "dated",
+          "July",
+          "expressed",
+          "unqualified",
+          "Basis",
+          "Opinion",
+          "The",
+          "management",
+          "responsible",
+          "maintaining",
+          "assessment",
+          "effectiveness",
+          "included",
+          "accompanying",
+          "Report",
+          "Management",
+          "Financial",
+          "Reporting",
+          "Our",
+          "responsibility",
+          "express",
+          "audit",
+          "public",
+          "accounting",
+          "firm",
+          "registered",
+          "required",
+          "independent",
+          "respect",
+          "federal",
+          "securities",
+          "laws",
+          "applicable",
+          "rules",
+          "regulations",
+          "Securities",
+          "Exchange",
+          "conducted",
+          "Those",
+          "require",
+          "plan",
+          "perform",
+          "obtain",
+          "reasonable",
+          "assurance",
+          "obtaining",
+          "understanding",
+          "assessing",
+          "risk",
+          "weakness",
+          "exists",
+          "testing",
+          "evaluating",
+          "design",
+          "operating",
+          "assessed",
+          "performing",
+          "procedures",
+          "considered",
+          "circumstances",
+          "basis",
+          "Definition",
+          "Limitations",
+          "company",
+          "process",
+          "designed",
+          "provide",
+          "reliability",
+          "preparation",
+          "external",
+          "purposes",
+          "generally",
+          "accepted",
+          "principles",
+          "includes",
+          "policies",
+          "pertain",
+          "maintenance",
+          "records",
+          "detail",
+          "accurately",
+          "fairly",
+          "reflect",
+          "transactions",
+          "dispositions",
+          "assets",
+          "recorded",
+          "permit",
+          "receipts",
+          "expenditures",
+          "made",
+          "authorizations",
+          "directors",
+          "prevention",
+          "timely",
+          "detection",
+          "unauthorized",
+          "acquisition",
+          "disposition",
+          "effect",
+          "Because",
+          "inherent",
+          "limitations",
+          "prevent",
+          "detect",
+          "misstatements",
+          "Also",
+          "projections",
+          "evaluation",
+          "future",
+          "periods",
+          "subject",
+          "controls",
+          "inadequate",
+          "conditions",
+          "degree",
+          "compliance",
+          "deteriorate",
+          "signature",
+          "block",
+          "Deloitte",
+          "Touche",
+          "LLP",
+          "located",
+          "Seattle",
+          "Washington",
+          "DIRECTORS",
+          "AND",
+          "EXECUTIVE",
+          "OFFICERS",
+          "OF",
+          "MICROSOFT",
+          "CORPORATION",
+          "table",
+          "lists",
+          "board",
+          "members",
+          "including",
+          "Satya",
+          "Nadella",
+          "Reid",
+          "Hoffman",
+          "Hugh",
+          "Johnston",
+          "roles",
+          "affiliations",
+          "Committees"
+        ],
+        "keywords": [
+          "Internal Control",
+          "Audit",
+          "Microsoft"
+        ],
+        "connect_to": [
+          {
+            "target": "6656b43d-55a4-5cfd-9025-359ff3b95182",
+            "relation": "embeds",
+            "ref": "[tables/table-67 Deloitte Signature.html]",
+            "position": {
+              "start": 3883,
+              "end": 3924
+            }
+          },
+          {
+            "target": "6b48ae77-7813-5b62-87f3-ff41c622c790",
+            "relation": "embeds",
+            "ref": "[tables/table-68 Microsoft Board.html]",
+            "position": {
+              "start": 4149,
+              "end": 4187
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "c37e894b-93a6-5f38-ad28-59d1539a2e4f",
+      "type": "text",
+      "content": "EXECUTIVE OFFICERS\n\nThe table lists Microsoft's top executives including Satya Nadella (CEO), Amy Hood (CFO), Judson Althoff, Takeshi Numoto, Amy Coleman, Bradford Smith, and Kathleen Hogan.\n[tables/table-69 Microsoft Executives.html]\n\nINVESTOR RELATIONS\nInvestor Relations\nYou can contact Microsoft Investor Relations by calling toll-free at (800) 285-7772 or outside the United States, call (425) 706-4400. We can be contacted between the hours of 9:00 a.m. to 5:00 p.m. Pacific Time to answer investment-oriented questions about Microsoft.\nFor access to additional financial information, visit the Investor Relations website online at:\nwww.microsoft.com/investor\nOur e-mail is msft@microsoft.com\nOur mailing address is:\nInvestor Relations\nMicrosoft Corporation\nOne Microsoft Way\nRedmond, Washington 98052-6399\nAttending the Annual Meeting\nThe 2025 Annual Shareholders Meeting will be held as a virtual-only meeting. Any shareholder can join the Annual Meeting, while shareholders of record as of September 30 2025, will be able to vote and submit questions during the meeting.\nDate: Friday, December 5, 2025\nTime: 8:30 a.m. Pacific Time\nVirtual Shareholder Meeting:\nwww.virtualshareholdermeeting.com/MSFT25\nSubmit Your Question\nWe invite you to submit any questions via the proxy voting site at www.proxyvote.com. We will include as many of your questions as possible during the Q&A session of the meeting and will provide answers to questions on the Microsoft Investor Relations website under the Annual Meeting page.\nRegistered Shareholder Services\nComputershare, our transfer agent, can help you with a variety of shareholder related services including:\n• Change of address\n• Lost stock certificates\n• Transfer of stock to another person\n• Additional administrative services\nComputershare also administers a direct stock purchase plan and a dividend reinvestment program for the company.\nContact Computershare directly to find out more about these services and programs at 800-285-7772, option 1, or visit online at:\nhttps://www.computershare.com/Microsoft\nYou can e-mail the transfer agent at:\nweb.queries@computershare.com\nYou can also send mail to the transfer agent at:\nComputershare\nP.O. Box 505000\nLouisville, KY 40233-5000\nShareholders can sign up for electronic alerts to access the annual report and proxy statement online. The service gets you the information you need faster and also gives you the power and convenience of online proxy voting. To sign up for this free service, visit the Annual Report site on the Investor Relations website at:\nhttp://www.microsoft.com/investor/AnnualReports/default.aspx\nEnvironmental, Social, and Governance (ESG)/Corporate Social Responsibility\nMany of our shareholders are focused on the importance of the effective engagement and action on environmental, social, and governance topics. To meet the expectations of our stakeholders and to and maintain their trust, we are committed to conducting our business in ways that are principled, transparent, and accountable. From our CEO and Senior Leadership Team and throughout our organization, people at Microsoft are working to conduct our business in principled ways that make a significant positive impact on important global issues. Microsoft’s Board of Directors provides insight, feedback, and oversight across a broad range of environmental and social matters. In particular, among the responsibilities of the Board’s Environmental, Social, and Public Policy Committee is to review and provide guidance to the Board and management about the Company’s policies and programs that relate to corporate social responsibility.\nFor more about Microsoft’s CSR commitments and performance, please visit:\nwww.microsoft.com/transparency.\n\nCertification Type: MIX (Mixed Sources)\nDescription: Paper | Supporting responsible forestry\nLicense Number: FSC® C132107\nIssuing Authority: FSC (Forest Stewardship Council)\nWebsite: www.fsc.org\n[images/image-4 FSC Certification Labe.jpeg]",
+      "path": "2025_AnnualReport.docx/4.\tEnvironmental, Social, and Public Policy Committee",
+      "metadata": {
+        "length": 3976,
+        "summary": "The document provides information about Microsoft's executive officers including CEO Satya Nadella and CFO Amy Hood. It details investor relations contact information, the 2025 virtual annual shareholders meeting scheduled for December 5, 2025, and shareholder services provided by Computershare. The document also covers environmental, social, and governance (ESG) commitments, with the Board's Environmental, Social, and Public Policy Committee overseeing corporate social responsibility. Additionally, it includes a certification for mixed sources paper from the Forest Stewardship Council.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: **Preface**, 4.\tEnvironmental, Social, and Public Policy Committee",
+        "tokens": [
+          "EXECUTIVE",
+          "OFFICERS",
+          "The",
+          "table",
+          "lists",
+          "Microsoft",
+          "top",
+          "executives",
+          "including",
+          "Satya",
+          "Nadella",
+          "CEO",
+          "Amy",
+          "Hood",
+          "CFO",
+          "Judson",
+          "Althoff",
+          "Takeshi",
+          "Numoto",
+          "Coleman",
+          "Bradford",
+          "Smith",
+          "Kathleen",
+          "Hogan",
+          "INVESTOR",
+          "RELATIONS",
+          "Investor",
+          "Relations",
+          "You",
+          "contact",
+          "calling",
+          "toll",
+          "free",
+          "800",
+          "285",
+          "7772",
+          "United",
+          "States",
+          "call",
+          "425",
+          "706",
+          "4400",
+          "We",
+          "contacted",
+          "hours",
+          "00",
+          "Pacific",
+          "Time",
+          "answer",
+          "investment",
+          "oriented",
+          "questions",
+          "For",
+          "access",
+          "additional",
+          "financial",
+          "information",
+          "visit",
+          "website",
+          "online",
+          "www",
+          "microsoft",
+          "investor",
+          "Our",
+          "mail",
+          "msft",
+          "mailing",
+          "address",
+          "Corporation",
+          "One",
+          "Way",
+          "Redmond",
+          "Washington",
+          "98052",
+          "6399",
+          "Attending",
+          "Annual",
+          "Meeting",
+          "2025",
+          "Shareholders",
+          "held",
+          "virtual",
+          "meeting",
+          "Any",
+          "shareholder",
+          "join",
+          "shareholders",
+          "record",
+          "September",
+          "30",
+          "vote",
+          "submit",
+          "Date",
+          "Friday",
+          "December",
+          "Virtual",
+          "Shareholder",
+          "virtualshareholdermeeting",
+          "MSFT25",
+          "Submit",
+          "Your",
+          "Question",
+          "invite",
+          "proxy",
+          "voting",
+          "site",
+          "proxyvote",
+          "include",
+          "session",
+          "provide",
+          "answers",
+          "page",
+          "Registered",
+          "Services",
+          "Computershare",
+          "transfer",
+          "agent",
+          "variety",
+          "related",
+          "services",
+          "Change",
+          "Lost",
+          "stock",
+          "certificates",
+          "Transfer",
+          "person",
+          "Additional",
+          "administrative",
+          "administers",
+          "direct",
+          "purchase",
+          "plan",
+          "dividend",
+          "reinvestment",
+          "program",
+          "company",
+          "Contact",
+          "directly",
+          "find",
+          "programs",
+          "option",
+          "https",
+          "computershare",
+          "web",
+          "queries",
+          "send",
+          "Box",
+          "505000",
+          "Louisville",
+          "KY",
+          "40233",
+          "5000",
+          "sign",
+          "electronic",
+          "alerts",
+          "annual",
+          "report",
+          "statement",
+          "service",
+          "faster",
+          "power",
+          "convenience",
+          "To",
+          "Report",
+          "http",
+          "AnnualReports",
+          "default",
+          "aspx",
+          "Environmental",
+          "Social",
+          "Governance",
+          "ESG",
+          "Corporate",
+          "Responsibility",
+          "Many",
+          "focused",
+          "importance",
+          "effective",
+          "engagement",
+          "action",
+          "environmental",
+          "social",
+          "governance",
+          "topics",
+          "meet",
+          "expectations",
+          "stakeholders",
+          "maintain",
+          "trust",
+          "committed",
+          "conducting",
+          "business",
+          "ways",
+          "principled",
+          "transparent",
+          "accountable",
+          "From",
+          "Senior",
+          "Leadership",
+          "Team",
+          "organization",
+          "people",
+          "working",
+          "conduct",
+          "make",
+          "significant",
+          "positive",
+          "impact",
+          "important",
+          "global",
+          "issues",
+          "Board",
+          "Directors",
+          "insight",
+          "feedback",
+          "oversight",
+          "broad",
+          "range",
+          "matters",
+          "In",
+          "responsibilities",
+          "Public",
+          "Policy",
+          "Committee",
+          "review",
+          "guidance",
+          "management",
+          "Company",
+          "policies",
+          "relate",
+          "corporate",
+          "responsibility",
+          "CSR",
+          "commitments",
+          "performance",
+          "transparency",
+          "Certification",
+          "Type",
+          "MIX",
+          "Mixed",
+          "Sources",
+          "Description",
+          "Paper",
+          "Supporting",
+          "responsible",
+          "forestry",
+          "License",
+          "Number",
+          "FSC",
+          "C132107",
+          "Issuing",
+          "Authority",
+          "Forest",
+          "Stewardship",
+          "Council",
+          "Website",
+          "fsc",
+          "org"
+        ],
+        "keywords": [
+          "Investor Relations",
+          "Shareholders",
+          "Executive Officers"
+        ],
+        "connect_to": [
+          {
+            "target": "fc7f99a2-f90b-53db-9944-c6216c05ea6c",
+            "relation": "embeds",
+            "ref": "[tables/table-69 Microsoft Executives.html]",
+            "position": {
+              "start": 191,
+              "end": 234
+            }
+          },
+          {
+            "target": "edf99fdb-63b6-532d-a46a-4829e552912c",
+            "relation": "embeds",
+            "ref": "[images/image-4 FSC Certification Labe.jpeg]",
+            "position": {
+              "start": 3932,
+              "end": 3976
+            }
+          }
+        ]
+      }
+    }
+  ]
+}
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/doc_nav.json b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/doc_nav.json
new file mode 100644
index 000000000..a3756d41c
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/doc_nav.json
@@ -0,0 +1,712 @@
+{
+  "version": "1.0",
+  "file_name": "Microsoft 2025 Annual Report.docx",
+  "stats": {
+    "total_chunks": 122,
+    "text_chunks": 49,
+    "image_chunks": 4,
+    "table_chunks": 69,
+    "max_depth": 2
+  },
+  "sections": [
+    {
+      "title": "**Preface**",
+      "path": "2025_AnnualReport.docx/**Preface**",
+      "level": 1,
+      "summary": "",
+      "chunk_count": 48,
+      "children": [
+        {
+          "title": "**Preface** part 1",
+          "path": "2025_AnnualReport.docx/**Preface**/**Preface** part 1",
+          "level": 2,
+          "summary": "Microsoft's 2025 annual report highlights the AI platform shift as a generational moment, with record revenue of $281.7 billion and Azure surpassing $75 billion. The company focuses on security, quality, and AI innovation, citing examples like Mercy Health saving 100,000 hours and Barclays deploying AI to 100,000 employees.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "**Preface** part 2",
+          "path": "2025_AnnualReport.docx/**Preface**/**Preface** part 2",
+          "level": 2,
+          "summary": "Microsoft's QEI frameworks improve engineering accountability and quality. Major AI advances include leading Cloud and AI infrastructure with over 400 datacenters globally, the Majorana-1 quantum chip, and Azure AI Foundry with 11,000+ models. Copilot products surpass 100 million monthly active users, with updates like Agent Mode and Copilot Studio used by 230,000 organizations. GitHub Copilot has 20 million users, and Dragon Copilot aids healthcare.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "**Preface** part 3",
+          "path": "2025_AnnualReport.docx/**Preface**/**Preface** part 3",
+          "level": 2,
+          "summary": "Microsoft integrates Copilot across Bing, Edge, GroupMe, MSN, Windows, and Xbox, and refreshes its Copilot consumer app. LinkedIn reaches 1.2 billion members, and gaming has 500 million monthly active users. The company emphasizes responsibility through initiatives like Microsoft Elevate, investing $4 billion over five years in AI cloud technology for schools and nonprofits. It aims to help 20 million people earn AI credentials in two years and launches the AI Economy Institute. Microsoft offers free Microsoft 365 Copilot Personal for U.S. college students and new LinkedIn courses. It commits to responsible AI innovation, safety, and security, guided by values of respect, integrity, and accountability. The company strengthens digital stability in Europe, follows UN Guiding Principles on Business and Human Rights, and publishes a Responsible AI Transparency Report. It also partners with StopNCII.org to address abusive AI-generated content.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "**Preface** part 4",
+          "path": "2025_AnnualReport.docx/**Preface**/**Preface** part 4",
+          "level": 2,
+          "summary": "Microsoft's 2025 report highlights progress in AI skilling for accessibility, renewable energy procurement reaching 34 gigawatts, carbon removal contracts, clean water access, and zero waste initiatives. The company emphasizes a growth mindset culture, employee volunteering, and long-term vision for AI-driven transformation across cybersecurity, speech interfaces, disability support, education, and medical knowledge.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "**Preface** part 5",
+          "path": "2025_AnnualReport.docx/**Preface**/**Preface** part 5",
+          "level": 2,
+          "summary": "The passage covers Microsoft's common stock trading on NASDAQ under MSFT, with 77,014 registered holders as of July 24, 2025. It details share repurchase programs approved in 2021 and 2024, each authorizing up to $60 billion, with $57.3 billion remaining as of June 30, 2025. Quarterly repurchase data for fiscal years 2023-2025 shows totals of 31 shares ($13,000M) in 2025, 32 shares ($11,960M) in 2024, and 69 shares ($18,400M) in 2023. Dividends declared quarterly were $0.83 per share in 2025 and $0.75 in 2024, totaling $24,678 million and $22,295 million respectively. A stock performance chart compares 5-year cumulative total returns of Microsoft, S&P 500, and NASDAQ Computer Index from June 2020 to June 2025, with Microsoft ending at $255.13, S&P 500 at $215.89, and NASDAQ Computer at $254.97, all starting at $100.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "**Preface** part 6",
+          "path": "2025_AnnualReport.docx/**Preface**/**Preface** part 6",
+          "level": 2,
+          "summary": "Microsoft is a technology company focused on AI and digital transformation, offering a broad portfolio of software, services, and devices. Its mission is to empower people and organizations globally. The Microsoft Cloud provides integrated solutions across the technology stack, benefiting from economies of scale in datacenters and multi-tenancy. The report includes forward-looking statements about business plans and objectives, subject to risks and uncertainties.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "**Preface** part 7",
+          "path": "2025_AnnualReport.docx/**Preface**/**Preface** part 7",
+          "level": 2,
+          "summary": "Microsoft prioritizes security and offers AI-driven products for security, compliance, identity, and management across multi-cloud, application, and device assets. Their R&D focuses on reinventing productivity, building the intelligent cloud and edge platform, and creating more personal computing. They aim to lead in AI, cloud services, workplace transformation, gaming, and Windows. Microsoft is committed to sustainability with goals to be carbon negative, water positive, and zero waste by 2030. The company operates in three segments: Productivity and Business Processes, Intelligent Cloud, and More Personal Computing, with changes announced in August 2024 to align with current business management.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "**Preface** part 8",
+          "path": "2025_AnnualReport.docx/**Preface**/**Preface** part 8",
+          "level": 2,
+          "summary": "The text describes Microsoft's reportable segments, focusing on Productivity and Business Processes. This segment includes Microsoft 365 Commercial and Consumer products and cloud services, LinkedIn, and Dynamics products. Key offerings include AI-powered productivity tools, cloud subscriptions, and professional networking solutions. Revenue growth depends on user adoption, AI features, and shifts from on-premises to cloud services.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "**Preface** part 9",
+          "path": "2025_AnnualReport.docx/**Preface**/**Preface** part 9",
+          "level": 2,
+          "summary": "The passage describes Microsoft's Dynamics business solutions for financial management, ERP, CRM, and supply chain, with revenue driven by user licenses and cloud shift. It outlines competition for Office, Windows, Enterprise Mobility, LinkedIn, and Dynamics. The Intelligent Cloud segment includes Azure and server products, with Azure offering AI services and competing via infrastructure and platform services.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "**Preface** part 10",
+          "path": "2025_AnnualReport.docx/**Preface**/**Preface** part 10",
+          "level": 2,
+          "summary": "The passage discusses Microsoft's server products, including server software, databases, and development tools, which are sold through volume licensing, OEMs, and retail. It also covers GitHub and Nuance Healthcare offerings, enterprise services, and competition faced by Azure and server products from various cloud providers, open source alternatives, and commercial vendors. The summary highlights competitive advantages in hybrid cloud, AI, security, and performance.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "**Preface** part 11",
+          "path": "2025_AnnualReport.docx/**Preface**/**Preface** part 11",
+          "level": 2,
+          "summary": "The text describes three major business segments of Microsoft: Windows and Devices, Gaming, and Search and News Advertising. Windows and Devices covers OEM licensing, Surface devices, and PC accessories, with revenue impacted by market mix, AI PCs, and supply chain. Gaming includes Xbox hardware, content, Game Pass subscriptions, and cloud gaming, focusing on expanding the player base across platforms. Search and News Advertising involves Bing, Copilot, Microsoft News, and Edge, generating revenue through ads.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "**Preface** part 12",
+          "path": "2025_AnnualReport.docx/**Preface**/**Preface** part 12",
+          "level": 2,
+          "summary": "The passage covers Microsoft's Search and news advertising business, competition in Windows, Devices, Xbox, and Search advertising. It details human capital resources with 228,000 employees as of June 2025, including distribution by function and location. Operations include regional service centers and datacenters focused on AI service demand.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "**Preface** part 13",
+          "path": "2025_AnnualReport.docx/**Preface**/**Preface** part 13",
+          "level": 2,
+          "summary": "The passage discusses the company's reliance on third-party manufacturers and potential risks from limited suppliers for server components. It emphasizes significant investments in research and development for new products and services, including cloud computing, AI, and devices. The company develops most products internally to maintain competitive advantages and protects its intellectual property through patents, trademarks, and licensing. It also engages in open source and cross-license agreements. The summary covers supply chain resilience, R&D strategy, and IP protection.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "**Preface** part 14",
+          "path": "2025_AnnualReport.docx/**Preface**/**Preface** part 14",
+          "level": 2,
+          "summary": "Microsoft sells products and services through direct sales, distributors and resellers, and OEMs. Direct sales include Enterprise Agreements and online stores. Resellers include LSPs, VARs, and retailers. OEMs pre-install software on devices, with direct OEMs and system builders as categories.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "**Preface** part 15",
+          "path": "2025_AnnualReport.docx/**Preface**/**Preface** part 15",
+          "level": 2,
+          "summary": "The text describes Microsoft's volume licensing programs for organizations of varying sizes, covering cloud services and on-premises software. It explains Software Assurance (SA) benefits and outlines specific programs: Enterprise Agreement for large organizations with three-year terms, Microsoft Customer Agreement as a digital non-expiring option, Microsoft Online Subscription Agreement for small/medium businesses, Microsoft Products and Services Agreement for medium/large organizations without organization-wide commitment, Open Value for small/medium organizations with three-year terms including SA, and Select Plus for government/academic entities. Partner programs include Cloud Solution Provider Program, Services Provider License Agreement, and Independent Software Vendor Royalty Program.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "**Preface** part 16",
+          "path": "2025_AnnualReport.docx/**Preface**/**Preface** part 16",
+          "level": 2,
+          "summary": "The passage discusses Microsoft's compliance with a wide range of U.S. and global laws, including those related to privacy, telecommunications, data protection, advertising, and online content. The company has implemented comprehensive compliance programs, monitors regulatory developments, and uses policies, controls, and technical safeguards to meet legal standards. It highlights tailored programs for specific obligations like the EU Digital Markets Act and Digital Services Act. The text also describes available investor information on Microsoft's website, including SEC filings, business strategies, press releases, and corporate governance materials, as well as social media channels for public communication.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "**Preface** part 17",
+          "path": "2025_AnnualReport.docx/**Preface**/**Preface** part 17",
+          "level": 2,
+          "summary": "Microsoft's MD&A for fiscal year 2025 highlights strong growth driven by cloud and AI. Microsoft Cloud revenue rose 23% to $168.9 billion, with Azure and other cloud services growing 34%. The company discusses its strategic partnership with OpenAI, industry trends, and competitive risks. Key revenue drivers include Microsoft 365, Dynamics 365, LinkedIn, Xbox, and search advertising.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "**Preface** part 18",
+          "path": "2025_AnnualReport.docx/**Preface**/**Preface** part 18",
+          "level": 2,
+          "summary": "The passage discusses Microsoft's investments in cloud and AI infrastructure, which may increase operating costs and decrease margins. It highlights dependencies on datacenter resources, third-party manufacturers, and qualified employees. International operations face foreign exchange risks, and global trade policies could impact supply chains. Revenue is seasonal, peaking in Q4. Segment reporting was restructured in August 2024, aligning with management practices. Key metrics are disclosed for performance evaluation.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "**Preface** part 19",
+          "path": "2025_AnnualReport.docx/**Preface**/**Preface** part 19",
+          "level": 2,
+          "summary": "Microsoft's fiscal year 2025 results show total revenue of $281.7 billion (up 15%), gross margin of $193.9 billion, operating income of $128.5 billion, and net income of $101.8 billion. Segment performance includes Productivity & Business Processes revenue up 13% to $120.8 billion, Intelligent Cloud up 21% to $106.3 billion, and More Personal Computing up 7% to $54.6 billion. Key metric changes include a new Microsoft 365 Commercial cloud revenue growth metric and combining Windows OEM with Devices. Microsoft Cloud gross margin decreased to 69% due to AI infrastructure scaling. Revenue growth was driven by Azure, Microsoft 365 Commercial cloud, Gaming, and Search advertising.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "**Preface** part 20",
+          "path": "2025_AnnualReport.docx/**Preface**/**Preface** part 20",
+          "level": 2,
+          "summary": "Microsoft's fiscal year 2025 results show strong growth across segments. Microsoft 365 Consumer revenue rose 11% with subscriber growth to 89 million. LinkedIn revenue increased 9%. Dynamics 365 revenue grew 19%. Intelligent Cloud revenue rose 21%, driven by Azure growth of 34%. More Personal Computing revenue increased 7%, with Gaming up 9% due to Xbox content and services growth of 16%, offset by a 25% decline in Xbox hardware. Operating income increased 17% overall. Research and development expenses rose 10% due to investments in cloud, AI, and Gaming.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "**Preface** part 21",
+          "path": "2025_AnnualReport.docx/**Preface**/**Preface** part 21",
+          "level": 2,
+          "summary": "Sales and marketing costs rose 5% to $25,654 million in 2025 (9% of revenue) from $24,456 million in 2024 (10% of revenue). General and administrative expenses decreased 5% to $7,223 million. Other income (expense), net showed a net loss of $4,901 million in 2025 versus $1,646 million in 2024. The effective tax rate remained at 18% for both years, with U.S. income before taxes at $69.2 billion and foreign income at $54.4 billion in 2025.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "**Preface** part 22",
+          "path": "2025_AnnualReport.docx/**Preface**/**Preface** part 22",
+          "level": 2,
+          "summary": "The passage discusses Microsoft's tax and liquidity positions. It covers the OECD's Pillar Two global minimum tax (15%) effective FY2025, the U.S. OBBBA Act (14% GILTI rate from FY2027), and an ongoing IRS audit for tax years 2004-2013 involving a $28.9 billion proposed adjustment for intercompany transfer pricing, which Microsoft contests. The company expects no material impact from Pillar Two and does not anticipate a resolution of the IRS audit within 12 months. On liquidity, cash, cash equivalents, and short-term investments totaled $94.6 billion as of June 30, 2025, with sufficient resources to fund operations and commitments for at least the next 12 months.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "**Preface** part 23",
+          "path": "2025_AnnualReport.docx/**Preface**/**Preface** part 23",
+          "level": 2,
+          "summary": "The passage discusses fair value measurement of financial instruments, classifying them into Level 1 (quoted market prices), Level 2 (observable inputs), and Level 3 (unobservable inputs). Most investments are Level 1 or 2, priced by vendors or brokers. Cash flows show operations increased $17.6B to $136.2B, financing used $13.9B more, and investing decreased $24.4B. Debt proceeds fund corporate purposes. Unearned revenue, mainly from volume licensing and cloud services, totals $67,265 million expected to be recognized through June 2026.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "**Preface** part 24",
+          "path": "2025_AnnualReport.docx/**Preface**/**Preface** part 24",
+          "level": 2,
+          "summary": "The passage details Microsoft's material cash requirements and obligations as of June 30, 2025, including $397,045 million in contractual obligations (debt, leases, purchase commitments) with $148,106 million due in 2026. It covers a $4.4 billion transition tax installment due in Q1 FY2026, $13.0 billion in share repurchases during FY2025 with $57.3 billion remaining authorized, $24.7 billion in dividends declared, and planned capital investments in cloud, AI infrastructure, and facilities.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "**Preface** part 25",
+          "path": "2025_AnnualReport.docx/**Preface**/**Preface** part 25",
+          "level": 2,
+          "summary": "The passage discusses revenue recognition judgments for contracts with multiple products and services, including determining distinct performance obligations, standalone selling price estimation, variable consideration for returns and credits, and impairment assessments for investment securities and goodwill.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "**Preface** part 26",
+          "path": "2025_AnnualReport.docx/**Preface**/**Preface** part 26",
+          "level": 2,
+          "summary": "The passage discusses accounting policies for goodwill, research and development costs, legal contingencies, and income taxes. Goodwill is allocated to reporting units and tested for impairment annually or upon triggering events, using discounted cash flow analysis requiring significant judgment. R&D costs are expensed until technological feasibility is established, then capitalized. Legal loss contingencies are accrued when probable and reasonably estimable. Income taxes are also mentioned.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "**Preface** part 27",
+          "path": "2025_AnnualReport.docx/**Preface**/**Preface** part 27",
+          "level": 2,
+          "summary": "The passage covers accounting for income taxes, including recognizing current and deferred tax liabilities/assets, uncertain tax positions, and management's responsibility for financial statements. It also discusses market risk exposures (foreign currency, interest rate, credit, equity) and the use of derivatives for risk management.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "**Preface** part 28",
+          "path": "2025_AnnualReport.docx/**Preface**/**Preface** part 28",
+          "level": 2,
+          "summary": "The passage presents financial statements and supplementary data for a company (likely Microsoft) as of June 30, 2025. It includes tables on risk categories (foreign currency, interest rate, credit, equity) with hypothetical changes impacting earnings or fair value. Income statements show total revenue growing from $211,915M to $281,724M, net income from $72,361M to $101,832M, and diluted EPS from $9.68 to $13.64 over fiscal years 2023-2025. Comprehensive income statements, balance sheets (total assets $619,003M in 2025), cash flow statements (net cash from operations $136,162M in 2025), and stockholders' equity statements (ending total equity $343,479M in 2025) are included. Notes to financial statements cover accounting policies, principles of consolidation, recast of prior period segment information (effective August 2024), and estimates and assumptions.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "**Preface** part 29",
+          "path": "2025_AnnualReport.docx/**Preface**/**Preface** part 29",
+          "level": 2,
+          "summary": "Assets and liabilities in foreign currencies are translated at balance sheet date exchange rates, with revenue and expenses at average rates, and adjustments recorded to other comprehensive income. Revenue includes product revenue from software, hardware, and services like cloud solutions, advertising, and consulting. Revenue is recognized when control transfers to customers, net of returns and taxes. On-premises software licenses are recognized upfront, while cloud services are recognized ratably or based on consumption. Software Assurance revenue is recognized over the contract period. Hardware and software are often a single performance obligation recognized at transfer of ownership.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "**Preface** part 30",
+          "path": "2025_AnnualReport.docx/**Preface**/**Preface** part 30",
+          "level": 2,
+          "summary": "The passage discusses significant judgments in revenue recognition for contracts with multiple products and services, including determining distinct performance obligations, estimating standalone selling prices (SSP), and accounting for variable consideration such as returns and credits. It also covers contract balances, unearned revenue, and timing differences between revenue recognition and invoicing, with examples like Office 365 and multi-year agreements.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "**Preface** part 31",
+          "path": "2025_AnnualReport.docx/**Preface**/**Preface** part 31",
+          "level": 2,
+          "summary": "The passage discusses payment terms (30-60 days), revenue recognition timing, and financing receivables. It details long-term accounts receivable ($5.2B in 2025, $4.9B in 2024), other receivables for server components ($8.2B in 2025, $10.5B in 2024), and financing receivables ($4.3B in 2025, $4.5B in 2024). It also covers allowance for doubtful accounts, capitalized costs to obtain contracts, and cost categories including cost of revenue, research and development, and sales and marketing expenses.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "**Preface** part 32",
+          "path": "2025_AnnualReport.docx/**Preface**/**Preface** part 32",
+          "level": 2,
+          "summary": "The passage details sales and marketing expenses including payroll, advertising, and promotions, with advertising costs of $2.1B, $1.7B, and $904M for fiscal years 2025, 2024, and 2023. It explains stock-based compensation for RSUs and PSUs, measured at fair value and recognized over service periods. Income taxes cover U.S. and international taxes, deferred taxes, and valuation allowances. Financial instruments section describes investments: cash equivalents, short-term investments, debt investments classified as available-for-sale with fair value changes in other comprehensive income, and equity investments measured at fair value or using the measurement alternative.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "**Preface** part 33",
+          "path": "2025_AnnualReport.docx/**Preface**/**Preface** part 33",
+          "level": 2,
+          "summary": "The passage discusses accounting treatments for variable interest entities (VIEs), derivatives, and fair value measurements. VIEs are evaluated for consolidation but none are consolidated; they are accounted for under the equity method, including a $13 billion investment in OpenAI. Derivatives are measured at fair value, with gains/losses recognized based on designation as fair value hedges, cash flow hedges, or non-designated instruments. Fair value measurements are categorized into three levels: Level 1 (quoted prices in active markets), Level 2 (observable inputs via models), and Level 3 (unobservable inputs using management estimates).",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "**Preface** part 34",
+          "path": "2025_AnnualReport.docx/**Preface**/**Preface** part 34",
+          "level": 2,
+          "summary": "The passage details accounting policies for equity investments, property and equipment, leases, goodwill, intangible assets, and related party transactions. It explains valuation methods, depreciation, lease recognition, impairment testing, and a recent agreement with Inflection AI.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "**Preface** part 35",
+          "path": "2025_AnnualReport.docx/**Preface**/**Preface** part 35",
+          "level": 2,
+          "summary": "The passage discusses recent FASB accounting standards adopted or pending adoption, including improved segment disclosures (effective fiscal 2025), income tax disclosures (effective fiscal 2026), and disaggregation of income statement expenses (effective fiscal 2028). It also covers Notes 2-4: Earnings Per Share (basic and diluted EPS calculations with net income rising from $72,361M to $101,832M and diluted EPS from $9.68 to $13.64), Other Income/Expense (net totals of -$4,901M, -$1,646M, and $788M for fiscal years 2025, 2024, 2023, including losses on equity method investments like OpenAI), and Investments (total $109,970 million as of June 30, 2025, with components including adjusted cost basis, unrealized gains/losses, and classifications).",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "**Preface** part 36",
+          "path": "2025_AnnualReport.docx/**Preface**/**Preface** part 36",
+          "level": 2,
+          "summary": "The passage details investments as of June 30, 2024, with adjusted cost basis, unrealized gains/losses, and recorded basis totaling $90,143 million. It discusses equity investments without readily determinable fair values, equity method investments, and unrealized losses on debt investments, noting a decrease in total fair value from $54,589M to $42,736M and unrealized losses from $(3,348)M to $(1,625)M. Debt investment maturities as of June 30, 2025 show total cost basis of $85,589 million and fair value of $84,259 million. Note 5 covers derivatives used to manage foreign currency, interest rate, equity, and credit risks, including hedging instruments and non-designated contracts.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "**Preface** part 37",
+          "path": "2025_AnnualReport.docx/**Preface**/**Preface** part 37",
+          "level": 2,
+          "summary": "The passage covers derivative instruments, including counterparty agreements requiring investment-grade credit rating and $1.0B liquidity, with no collateral posted as of June 30, 2025. Notional amounts and fair values of derivatives are detailed, with gross assets of $758M and liabilities of $(1,837M) in 2025, offset by collateral. Gains and losses from hedging instruments are reported for fiscal years 2023-2025. Property and equipment are summarized with net values of $204,966M (2025) and $135,591M (2024), depreciation expenses, and $32.1B committed for construction. The acquisition of Activision Blizzard for $75.4B in cash on October 13, 2023, is noted, with purchase price allocation completed.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "**Preface** part 38",
+          "path": "2025_AnnualReport.docx/**Preface**/**Preface** part 38",
+          "level": 2,
+          "summary": "The passage discusses Microsoft's goodwill and intangible assets, primarily from the Activision Blizzard acquisition. Goodwill was assigned to the More Personal Computing segment, totaling $119.5 billion by June 2025, up from $67.9 billion in 2023. Intangible assets acquired had a fair value of $21.97 billion with a weighted average life of 15 years, including marketing-related ($11.6B, 24 years), technology-based ($9.7B, 4 years), and customer-related ($0.7B, 4 years). Pro forma financial results for fiscal year 2024 show revenue of $247.4 billion, net income of $88.3 billion, and diluted EPS of $11.82. No goodwill impairment was identified in annual tests for 2023, 2024, or 2025. Net intangible assets decreased from $27.6 billion to $22.6 billion between 2024 and 2025.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "**Preface** part 39",
+          "path": "2025_AnnualReport.docx/**Preface**/**Preface** part 39",
+          "level": 2,
+          "summary": "The passage covers Notes 10 and 11 from a financial report. Note 10 details debt: no commercial paper in 2025 (vs. $6.7B in 2024), long-term debt totaling $43.151B (2025) and $44.937B (2024) with fair values of $40.4B and $42.3B, and future maturities of $49.206B. Note 11 covers income taxes: total provisions of $21.795B (2025), $19.651B (2024), $16.950B (2023); income before taxes of $123.627B, $107.787B, $89.311B; effective tax rate reconciliation from 21% federal rate, with lower foreign rates (81-83% from Ireland) as primary driver. Intangible assets amortization was $6.0B (2025), $4.8B (2024), $2.5B (2023), with future amortization totaling $22.604M.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "**Preface** part 40",
+          "path": "2025_AnnualReport.docx/**Preface**/**Preface** part 40",
+          "level": 2,
+          "summary": "The passage discusses changes in the effective tax rate for fiscal years 2025, 2024, and 2023, attributed to earnings mix and tax law changes. It details deferred income tax assets and liabilities, with net deferred tax assets of $26,273 million and $19,652 million as of June 30, 2025 and 2024. Net operating loss carryforwards are reported for federal ($390 million), state ($836 million), and foreign ($2.6 billion) jurisdictions, along with federal capital loss carryforwards ($816 million). A valuation allowance is noted for certain deferred tax assets. Income taxes paid were $28.7 billion, $23.4 billion, and $23.1 billion for fiscal years 2025, 2024, and 2023. Gross unrecognized tax benefits related to uncertain tax positions were $24.7 billion, $22.8 billion, and $17.1 billion as of June 30, 2025, 2024, and 2023, with accrued interest of $8.2 billion, $6.8 billion, and $5.2 billion. The IRS is auditing tax years 2014 to 2017 and issued NOPAs for 2004 to 2013 seeking $28.9 billion plus penalties, which the company contests.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "**Preface** part 41",
+          "path": "2025_AnnualReport.docx/**Preface**/**Preface** part 41",
+          "level": 2,
+          "summary": "The passage covers financial notes including unearned revenue, leases, and contingencies. Unearned revenue increased from $60,184M to $67,265M, with $186,957M deferred and $179,876M recognized in fiscal year 2025. Remaining performance obligations total $375 billion. Lease disclosures detail operating and finance lease costs, cash flows, balance sheet data, and maturities totaling $25,481M for operating and $60,506M for finance leases, with $92.7 billion in additional leases not yet commenced. Contingencies include an Irish Data Protection Commission matter against LinkedIn with a fine appealed to Irish courts, and other ordinary course claims not expected to be material.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "**Preface** part 42",
+          "path": "2025_AnnualReport.docx/**Preface**/**Preface** part 42",
+          "level": 2,
+          "summary": "The passage details financial notes including $541 million in accrued legal liabilities with potential additional $600 million in adverse outcomes. It covers share repurchases under two $60 billion programs, with $57.3 billion remaining as of June 2025, and quarterly repurchases totaling 31 shares ($13,000M) in 2025. Dividends declared were $0.83 per share in 2025 and $0.75 in 2024. Accumulated other comprehensive loss was $(3,347) million in 2025. Stock-based compensation expenses and related tax benefits are noted, along with stock award vesting periods and activity assumptions.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "**Preface** part 43",
+          "path": "2025_AnnualReport.docx/**Preface**/**Preface** part 43",
+          "level": 2,
+          "summary": "The passage covers stock plan activity for fiscal year 2025, including nonvested stock awards, unrecognized compensation costs, and the Employee Stock Purchase Plan (ESPP) with share purchases and average prices. It also details savings plans and employer-funded retirement benefits. Additionally, it introduces segment information for Productivity and Business Processes, Intelligent Cloud, and More Personal Computing, with operating income as the key performance measure.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "**Preface** part 44",
+          "path": "2025_AnnualReport.docx/**Preface**/**Preface** part 44",
+          "level": 2,
+          "summary": "The text describes Microsoft's three business segments: Productivity and Business Processes (including Microsoft 365, LinkedIn, Dynamics), Intelligent Cloud (including Azure, server products, enterprise services), and More Personal Computing (including Windows, Gaming, Search). It explains revenue and cost allocation methods among segments, including direct attribution and allocation based on relative gross margin or headcount. Financial data for fiscal years 2023-2025 is presented in tables, showing total revenue of $281,724 million in 2025, $245,122 million in 2024, and $211,915 million in 2023, split between the United States and other countries. No single customer or country (except the US) accounted for more than 10% of revenue.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "**Preface** part 45",
+          "path": "2025_AnnualReport.docx/**Preface**/**Preface** part 45",
+          "level": 2,
+          "summary": "Microsoft's fiscal 2025 revenue reached $281,724M, up from $245,122M in 2024 and $211,915M in 2023, led by Server products and cloud services. Microsoft Cloud revenue was $168.9 billion in 2025, compared to $137.7 billion in 2024 and $111.6 billion in 2023. Total revenue including other items was $371,902 million in June 2025. The report also includes an independent auditor's opinion confirming the financial statements are fairly presented in accordance with U.S. GAAP, with an unqualified opinion on internal control over financial reporting as of June 30, 2025.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "**Preface** part 46",
+          "path": "2025_AnnualReport.docx/**Preface**/**Preface** part 46",
+          "level": 2,
+          "summary": "The passage describes two critical audit matters (CAMs) from a financial statement audit: Revenue Recognition and Income Taxes (Uncertain Tax Positions). For Revenue Recognition, the company recognizes revenue upon transfer of control, involving significant judgment on distinct performance obligations, delivery patterns, contract terms, and stand-alone selling prices. Audit procedures included testing controls, evaluating policies, and sampling contracts. For Income Taxes, the company faces uncertain tax positions related to transfer pricing issues unresolved with the IRS, with potential material impact from remaining audits.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "**Preface** part 47",
+          "path": "2025_AnnualReport.docx/**Preface**/**Preface** part 47",
+          "level": 2,
+          "summary": "The passage discusses the critical audit matter of recognizing and measuring uncertain tax positions, focusing on unresolved transfer pricing issues. It highlights the complexity and subjective nature of these estimates, requiring significant auditor judgment and involvement of tax specialists. Audit procedures included evaluating management's methods, testing internal controls, assessing reasonableness of judgments regarding future resolution, and considering changes in tax law. The report also covers management's evaluation of disclosure controls and internal control over financial reporting, both deemed effective as of June 30, 2025, with Deloitte & Touche LLP providing the audit opinion.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "**Preface** part 48",
+          "path": "2025_AnnualReport.docx/**Preface**/**Preface** part 48",
+          "level": 2,
+          "summary": "The text is an audit report on Microsoft Corporation's internal control over financial reporting as of June 30, 2025. Deloitte & Touche LLP expresses an unqualified opinion that the company maintained effective internal control in all material respects, based on COSO criteria. The report also notes an unqualified opinion on the consolidated financial statements. It describes the basis for the opinion, the responsibilities of management and auditors, and the definition and limitations of internal control over financial reporting. The document includes a signature block dated July 30, 2025, and lists board members and executive officers.",
+          "chunk_count": 1,
+          "children": []
+        }
+      ]
+    },
+    {
+      "title": "4.\tEnvironmental, Social, and Public Policy Committee",
+      "path": "2025_AnnualReport.docx/4.\tEnvironmental, Social, and Public Policy Committee",
+      "level": 1,
+      "summary": "The document provides information about Microsoft's executive officers including CEO Satya Nadella and CFO Amy Hood. It details investor relations contact information, the 2025 virtual annual shareholders meeting scheduled for December 5, 2025, and shareholder services provided by Computershare. The document also covers environmental, social, and governance (ESG) commitments, with the Board's Environmental, Social, and Public Policy Committee overseeing corporate social responsibility. Additionally, it includes a certification for mixed sources paper from the Forest Stewardship Council.",
+      "chunk_count": 1,
+      "children": []
+    }
+  ],
+  "resources": {
+    "images": [
+      {
+        "path": "images/image-1 Annual Report 2025.png",
+        "summary": "image-1 Microsoft Annual Report 2025 Cover Primary Subject: Two colleagues collaborating at a desk with a laptop. Visible Text: \"Annual Report 2025\", Microsoft Logo."
+      },
+      {
+        "path": "images/image-2 Signature.jpeg",
+        "summary": "image-2 Sarga N."
+      },
+      {
+        "path": "images/image-3 Microsoft vs S&P 500 v.jpeg",
+        "summary": "image-3 Chart Title: Microsoft Corporation, S&P 500, and NASDAQ Computer Index Performance Y-Axis: Dollar Value ($0 to $300) X-Axis: Dates (6/20 to 6/25) Data Points & Trends: - All three indices start at a baseline of $100 on 6/20. - Microsoft Corporation (Square marker): Starts at $100, dips slightly on 6/21 (~$135), drops to ~$128 on 6/22, then rises sharply to finish at approximately $250 on 6/25. It shows the strongest overall growth among the three. - NASDAQ Computer (Circle marker): Starts at $100, peaks at ~$150 on 6/21, drops to its lowest point (~$118) on 6/22, then recovers strongly to end near $250 on 6/25. Its trajectory closely mirrors Microsoft's in the latter half."
+      },
+      {
+        "path": "images/image-4 FSC Certification Labe.jpeg",
+        "summary": "image-4 Certification Type: MIX (Mixed Sources) Description: Paper | Supporting responsible forestry License Number: FSC® C132107 Issuing Authority: FSC (Forest Stewardship Council) Website: www.fsc.org"
+      }
+    ],
+    "tables": [
+      {
+        "path": "tables/table-1 Share Repurchases.html",
+        "summary": "table-1 The table shows quarterly share repurchases and amounts for fiscal years 2023-2025, with totals of 31 shares ($13,000M) in 2025, 32 shares ($11,960M) in 2024, and 69 shares ($18,400M) in 2023."
+      },
+      {
+        "path": "tables/table-2 Dividend History.html",
+        "summary": "table-2 The table shows quarterly dividends for fiscal years 2025 and 2024, with per-share amounts of $0.83 and $0.75 respectively, totaling $24,678 million and $22,295 million."
+      },
+      {
+        "path": "tables/table-3 Stock Index Data.html",
+        "summary": "table-3 The table shows daily values for Microsoft Corporation, S&P 500, and NASDAQ Computer from June 20 to June 25, with each starting at 100.00 and ending at 255.13, 215.89, and 254.97 respectively."
+      },
+      {
+        "path": "tables/table-4 Microsoft Cloud KPIs.html",
+        "summary": "table-4 Table defines three Microsoft Cloud metrics: Commercial remaining performance obligation, Cloud revenue and growth, and Cloud gross margin percentage."
+      },
+      {
+        "path": "tables/table-5 Microsoft Cloud KPIs.html",
+        "summary": "table-5 The table defines key performance indicators for Microsoft's commercial and consumer cloud services, including revenue growth, seat growth, and subscriber counts for Microsoft 365, LinkedIn, Dynamics 365, and Azure."
+      },
+      {
+        "path": "tables/table-6 Microsoft Revenue.html",
+        "summary": "table-6 Revenue growth from Windows OEM and Devices, Xbox content and services, and Search and news advertising excluding traffic acquisition costs."
+      },
+      {
+        "path": "tables/table-7 Revenue Growth.html",
+        "summary": "table-7 The table shows financial results for 2025 vs 2024: Revenue $281,724M (up 15%), Gross margin $193,893M (up 13%), Operating income $128,528M (up 17%), Net income $101,832M (up 16%), Diluted EPS $13.64 (up 16%)."
+      },
+      {
+        "path": "tables/table-8 Microsoft Segment Results.html",
+        "summary": "table-8 Microsoft's 2025 vs 2024 segment data: Productivity & Business Processes revenue $120,810M (+13%), Intelligent Cloud $106,265M (+21%), More Personal Computing $54,649M (+7%). Total revenue $281,724M (+15%), operating income $128,528M (+17%)."
+      },
+      {
+        "path": "tables/table-9 R&D Spending 2025.html",
+        "summary": "table-9 Research and development spending increased from $29,510 million in 2024 to $32,488 million in 2025, a 10% rise, while remaining at 12% of revenue."
+      },
+      {
+        "path": "tables/table-10 Sales & Marketing.html",
+        "summary": "table-10 Sales and marketing costs were $25,654 million in 2025 (9% of revenue) and $24,456 million in 2024 (10% of revenue), a 5% increase and a 1 percentage point decrease as a percent of revenue."
+      },
+      {
+        "path": "tables/table-11 G&A Expenses.html",
+        "summary": "table-11 General and administrative expenses decreased 5% from $7,609M in 2024 to $7,223M in 2025, remaining at 3% of revenue with 0ppt change."
+      },
+      {
+        "path": "tables/table-12 Financial Summary.html",
+        "summary": "table-12 The table shows financial data for years ended June 30, 2025 and 2024, including interest income, expenses, investment losses, derivatives losses, foreign currency gains/losses, and other net losses, resulting in total net losses of $4,901 million and $1,646 million respectively."
+      },
+      {
+        "path": "tables/table-13 Revenue Schedule.html",
+        "summary": "table-13 The table shows quarterly revenue figures from September 2025 to June 2026, with a total of $67,265 million."
+      },
+      {
+        "path": "tables/table-14 Debt Commitments.html",
+        "summary": "table-14 The table summarizes contractual obligations totaling $397,045 million, including principal and interest payments, construction commitments, leases, and purchase commitments, with $148,106 million due in 2026 and $248,939 million thereafter."
+      },
+      {
+        "path": "tables/table-15 Risk Sensitivity.html",
+        "summary": "table-15 The table shows risk categories (foreign currency, interest rate, credit, equity) with hypothetical changes and their impacts on earnings or fair value as of June 30, 2025."
+      },
+      {
+        "path": "tables/table-16 Revenue & Income.html",
+        "summary": "table-16 The table shows financial data for years ending June 30, 2025, 2024, and 2023. Total revenue grew from $211,915M to $281,724M, net income from $72,361M to $101,832M, and diluted EPS from $9.68 to $13.64."
+      },
+      {
+        "path": "tables/table-17 Comprehensive Income.html",
+        "summary": "table-17 The table shows net income, other comprehensive income (OCI) components, and total comprehensive income for fiscal years 2025, 2024, and 2023, with net income rising from $72,361M to $101,832M."
+      },
+      {
+        "path": "tables/table-18 Balance Sheet.html",
+        "summary": "table-18 Consolidated balance sheet as of June 30, 2025 and 2024, showing total assets of $619,003 million and $512,163 million, with corresponding liabilities and stockholders' equity."
+      },
+      {
+        "path": "tables/table-19 Cash Flow Statement.html",
+        "summary": "table-19 The table shows cash flow from operations, financing, and investing for fiscal years 2023-2025, with net cash from operations increasing from $87,582M to $136,162M."
+      },
+      {
+        "path": "tables/table-20 Stockholders' Equity.html",
+        "summary": "table-20 The table shows stockholders' equity components for fiscal years 2023-2025, including common stock, retained earnings, and accumulated other comprehensive loss, with ending total equity of $343,479 million in 2025."
+      },
+      {
+        "path": "tables/table-21 EPS Data Table.html",
+        "summary": "table-21 The table shows net income, weighted average shares, and basic/diluted EPS for fiscal years 2023-2025. Net income rose from $72,361M to $101,832M, while diluted EPS increased from $9.68 to $13.64."
+      },
+      {
+        "path": "tables/table-22 Investment Income.html",
+        "summary": "table-22 The table shows interest and dividends income, interest expense, net gains/losses on investments, derivatives, foreign currency, and other items for fiscal years 2025, 2024, and 2023, with totals of -$4,901M, -$1,646M, and $788M respectively."
+      },
+      {
+        "path": "tables/table-23 Investment Gains.html",
+        "summary": "table-23 The table shows realized gains and losses from sales of available-for-sale securities and impairments for fiscal years 2025, 2024, and 2023, with total net losses of $17M, $53M, and $98M respectively."
+      },
+      {
+        "path": "tables/table-24 Investment Gains.html",
+        "summary": "table-24 The table shows net realized gains, unrealized gains, and impairments for fiscal years 2025, 2024, and 2023, with totals of -332, -65, and 358 million respectively."
+      },
+      {
+        "path": "tables/table-25 Investment Table.html",
+        "summary": "table-25 The table details investments as of June 30, 2025, showing adjusted cost basis, unrealized gains/losses, recorded basis, and classification into cash, short-term, equity, and other investments, totaling $109,970 million."
+      },
+      {
+        "path": "tables/table-26 Investment Summary.html",
+        "summary": "table-26 Table details investments as of June 30, 2024, with adjusted cost basis, unrealized gains/losses, and recorded basis across debt and equity categories, totaling $90,143 million."
+      },
+      {
+        "path": "tables/table-27 Unrealized Losses.html",
+        "summary": "table-27 The table shows fair values and unrealized losses for securities held less than 12 months and 12 months or greater as of June 30, 2025 and 2024. Total fair value decreased from $54,589M to $42,736M, while total unrealized losses decreased from $(3,348)M to $(1,625)M."
+      },
+      {
+        "path": "tables/table-28 Debt Securities.html",
+        "summary": "table-28 The table shows adjusted cost basis and estimated fair value of debt securities by maturity as of June 30, 2025. Total cost basis is $85,589 million, with fair value at $84,259 million."
+      },
+      {
+        "path": "tables/table-29 Derivative Notional.html",
+        "summary": "table-29 The table shows notional amounts of derivative instruments as of June 30, 2025 and 2024, categorized by hedging designation and contract type, with foreign exchange contracts being the largest."
+      },
+      {
+        "path": "tables/table-30 Derivative Assets.html",
+        "summary": "table-30 The table shows derivative assets and liabilities as of June 30, 2025 and 2024, with gross amounts of $758M and $331M in assets, and $(1,837M) and $(800M) in liabilities, offset by collateral."
+      },
+      {
+        "path": "tables/table-31 Derivatives by Level.html",
+        "summary": "table-31 The table shows derivative assets and liabilities by fair value hierarchy (Level 1, 2, 3) as of June 30, 2025 and 2024. Total derivative assets were $758M (2025) and $331M (2024); liabilities were $(1,837M) and $(800M) respectively."
+      },
+      {
+        "path": "tables/table-32 Hedging Gains_Losses.html",
+        "summary": "table-32 The table shows gains and losses from interest rate, foreign exchange, equity, and other contracts designated as fair value, cash flow, or non-designated hedging instruments for fiscal years 2023-2025."
+      },
+      {
+        "path": "tables/table-33 Cash Flow Hedges.html",
+        "summary": "table-33 The table shows gains (losses) on foreign exchange contracts designated as cash flow hedging instruments: $77M in 2025, $(14)M in 2024, and $34M in 2023."
+      },
+      {
+        "path": "tables/table-34 Property Assets.html",
+        "summary": "table-34 The table shows property assets at cost of $298,619M (2025) vs $212,012M (2024), with accumulated depreciation of $93,653M and $76,421M, resulting in net values of $204,966M and $135,591M."
+      },
+      {
+        "path": "tables/table-35 Purchase Price.html",
+        "summary": "table-35 The table shows a total purchase price of $75,408 million, comprising cash, goodwill, intangible assets, other assets, and various liabilities."
+      },
+      {
+        "path": "tables/table-36 Intangible Assets.html",
+        "summary": "table-36 The table shows fair value of acquired intangible assets totaling $21,969 million with a weighted average life of 15 years, broken down into marketing-related ($11,619M, 24 years), technology-based ($9,689M, 4 years), and customer-related ($661M, 4 years)."
+      },
+      {
+        "path": "tables/table-37 Microsoft FY2024.html",
+        "summary": "table-37 Microsoft's fiscal year ended June 30, 2024, shows revenue of $247,442 million, net income of $88,308 million, and diluted EPS of $11.82, compared to $219,790 million, $71,383 million, and $9.55 in 2023."
+      },
+      {
+        "path": "tables/table-38 Goodwill by Segment.html",
+        "summary": "table-38 Microsoft's goodwill by segment from June 2023 to June 2025, showing totals increasing from $67,886M to $119,509M, driven by acquisitions in More Personal Computing."
+      },
+      {
+        "path": "tables/table-39 Intangible Assets.html",
+        "summary": "table-39 The table shows gross carrying amounts, accumulated amortization, and net carrying amounts of intangible assets (marketing, technology, customer, contract-based) as of June 30, 2025 and 2024. Total net carrying amount decreased from $27,597M to $22,604M."
+      },
+      {
+        "path": "tables/table-40 Intangible Assets.html",
+        "summary": "table-40 The table shows intangible assets by type (marketing, technology, customer, contract) with amounts and weighted average lives for fiscal years 2025 and 2024. Total assets decreased from $23,264M to $1,096M."
+      },
+      {
+        "path": "tables/table-41 Revenue Forecast.html",
+        "summary": "table-41 The table shows projected revenue from 2026 to 2030 and thereafter, totaling $22,604 million, with the largest amount in the 'Thereafter' period."
+      },
+      {
+        "path": "tables/table-42 Debt Issuance Table.html",
+        "summary": "table-42 The table details long-term debt issuances from 2009 to 2024, including face values, maturities, stated and effective interest rates, and carrying amounts as of June 30, 2025 and 2024, totaling $43,151 million and $44,937 million respectively."
+      },
+      {
+        "path": "tables/table-43 Debt Maturity.html",
+        "summary": "table-43 The table shows debt maturities from 2026 onward, with $49,206 million total. Key payments: $3,000M in 2026, $9,250M in 2027, $2,054M in 2029, and $34,902M thereafter."
+      },
+      {
+        "path": "tables/table-44 Income Tax Provision.html",
+        "summary": "table-44 The table shows current and deferred tax provisions for fiscal years 2023-2025. Current taxes total $28,851M (2025), $24,389M (2024), $23,009M (2023). Deferred taxes are negative, resulting in total provision of $21,795M, $19,651M, $16,950M respectively."
+      },
+      {
+        "path": "tables/table-45 Income Before Taxes.html",
+        "summary": "table-45 The table shows income before income taxes for years 2025, 2024, and 2023, with U.S. and foreign breakdowns, totaling $123,627 million, $107,787 million, and $89,311 million respectively."
+      },
+      {
+        "path": "tables/table-46 Tax Rate Analysis.html",
+        "summary": "table-46 The table shows a reconciliation of the federal statutory tax rate (21%) to the effective tax rate for fiscal years 2023-2025, with adjustments for foreign earnings, credits, and other items."
+      },
+      {
+        "path": "tables/table-47 Deferred Tax Assets.html",
+        "summary": "table-47 The table details deferred income tax assets and liabilities as of June 30, 2025 and 2024, with net deferred tax assets of $26,273 million and $19,652 million respectively."
+      },
+      {
+        "path": "tables/table-48 Tax Benefits.html",
+        "summary": "table-48 The table shows unrecognized tax benefits from 2023 to 2025, starting at $15,593 million and ending at $24,729 million, with changes from settlements, current and prior year positions, and statute lapses."
+      },
+      {
+        "path": "tables/table-49 Microsoft Revenue.html",
+        "summary": "table-49 Microsoft's total revenue increased from $60,184 million in 2024 to $67,265 million in 2025, driven by growth in Productivity and Business Processes and Intelligent Cloud."
+      },
+      {
+        "path": "tables/table-50 Unearned Revenue.html",
+        "summary": "table-50 The table shows unearned revenue balance increased from $60,184M to $67,265M, with $186,957M deferred and $179,876M recognized in fiscal year 2025."
+      },
+      {
+        "path": "tables/table-51 Lease Costs.html",
+        "summary": "table-51 The table shows operating lease costs of $5,524M (2025), $3,555M (2024), $2,875M (2023) and total finance lease costs of $4,825M, $2,534M, $1,853M for the same years."
+      },
+      {
+        "path": "tables/table-52 Lease Cash Flows.html",
+        "summary": "table-52 The table shows cash paid for operating and finance leases from 2023 to 2025, and right-of-use assets obtained in exchange for lease obligations."
+      },
+      {
+        "path": "tables/table-53 Lease Data.html",
+        "summary": "table-53 The table presents operating and finance lease data as of June 30, 2025 and 2024, including right-of-use assets, liabilities, weighted average lease terms, and discount rates."
+      },
+      {
+        "path": "tables/table-54 Lease Payments.html",
+        "summary": "table-54 The table shows future lease payments for operating and finance leases from 2026 to 2030 and thereafter, totaling $25,481 million and $60,506 million respectively, with imputed interest deducted to present net lease liabilities."
+      },
+      {
+        "path": "tables/table-55 Share Repurchases.html",
+        "summary": "table-55 The table shows share balances for fiscal years 2023-2025, with beginning balances around 7,432-7,464 million, issuances of 31-37 million, repurchases of 31-69 million, and ending balances of 7,432-7,434 million."
+      },
+      {
+        "path": "tables/table-56 Share Repurchases.html",
+        "summary": "table-56 The table shows quarterly share repurchases and amounts for fiscal years 2023-2025, with totals of 69 shares ($18,400M) in 2023, 32 shares ($11,960M) in 2024, and 31 shares ($13,000M) in 2025."
+      },
+      {
+        "path": "tables/table-57 Dividend History.html",
+        "summary": "table-57 The table shows quarterly dividends for fiscal years 2025 and 2024, with per-share amounts of $0.83 and $0.75 respectively, totaling $24,678 million and $22,295 million."
+      },
+      {
+        "path": "tables/table-58 AOCI Rollforward.html",
+        "summary": "table-58 The table shows changes in accumulated other comprehensive loss for derivatives, investments, and translation adjustments for fiscal years 2023-2025, ending with a total loss of $(3,347) million in 2025."
+      },
+      {
+        "path": "tables/table-59 Stock Compensation.html",
+        "summary": "table-59 The table shows stock-based compensation expenses and related income tax benefits for fiscal years 2025, 2024, and 2023, with amounts in millions of dollars."
+      },
+      {
+        "path": "tables/table-60 Dividends & Rates.html",
+        "summary": "table-60 The table shows quarterly dividends per share and interest rates for fiscal years 2023-2025. Dividends range from $0.62 to $0.83, and interest rates range from 2.0% to 5.6%."
+      },
+      {
+        "path": "tables/table-61 Stock Awards.html",
+        "summary": "table-61 The table shows nonvested stock award activity: beginning balance 88 shares at $292.28, 39 granted at $413.90, 38 vested at $293.25, 7 forfeited at $317.23, ending balance 82 shares at $347.44."
+      },
+      {
+        "path": "tables/table-62 Share Repurchase.html",
+        "summary": "table-62 The table shows shares purchased and average price per share for fiscal years 2025, 2024, and 2023. Shares purchased were 6 million in 2025 and 2024, and 7 million in 2023. Average prices were $385.10, $339.46, and $245.59 respectively."
+      },
+      {
+        "path": "tables/table-63 Microsoft Segment Results.html",
+        "summary": "table-63 The table shows revenue, cost of revenue, operating expenses, and operating income for three Microsoft segments (Productivity, Intelligent Cloud, More Personal Computing) and totals for fiscal years 2023-2025."
+      },
+      {
+        "path": "tables/table-64 Revenue by Region.html",
+        "summary": "table-64 The table shows total revenue of $281,724 million in 2025, $245,122 million in 2024, and $211,915 million in 2023, split between United States and other countries."
+      },
+      {
+        "path": "tables/table-65 Microsoft Revenue.html",
+        "summary": "table-65 Microsoft's revenue for fiscal years 2025, 2024, and 2023 is shown, with totals of $281,724M, $245,122M, and $211,915M respectively, led by Server products and cloud services."
+      },
+      {
+        "path": "tables/table-66 Revenue by Region.html",
+        "summary": "table-66 The table shows total revenue of $371,902 million in June 2025, up from $301,369 million in 2024 and $187,239 million in 2023, with United States and Other countries contributions."
+      },
+      {
+        "path": "tables/table-67 Deloitte Signature.html",
+        "summary": "table-67 A signature block for Deloitte & Touche LLP, located in Seattle, Washington, dated July 30, 2025."
+      },
+      {
+        "path": "tables/table-68 Microsoft Board.html",
+        "summary": "table-68 The table lists Microsoft Corporation's board members including Satya Nadella, Reid Hoffman, Hugh Johnston, and others with their roles and affiliations."
+      },
+      {
+        "path": "tables/table-69 Microsoft Executives.html",
+        "summary": "table-69 The table lists Microsoft's top executives including Satya Nadella (CEO), Amy Hood (CFO), Judson Althoff, Takeshi Numoto, Amy Coleman, Bradford Smith, and Kathleen Hogan."
+      }
+    ]
+  }
+}
diff --git a/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/images/image-1 Annual Report 2025.png b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/images/image-1 Annual Report 2025.png
new file mode 100644
index 0000000000000000000000000000000000000000..6f60dce2ce0879f137837ec7f08f0c7696820eb3
GIT binary patch
literal 524557
zcmeFYRaYfU%qEJv+s3^ccXw#qy>W-e-C^Ud8ya_acXxMa+}+(B&O6^Z>&#!6i@B;w
zs!|tONj*s_6``aciHv}c00stzEG;Fb0tN;#00suB0SEIRXBJ7N;J*RfSw->}SoJjF
z>3;;2xrn?77+4($@xuuEKN{XaO3N7x4COy5lmYM&`%+Udu<s&iF%dNn{fke}T3emu
zrLd{_9OsVZL+>=EdyX`%v_%SLTqJcREG2(R+2krX$<{zp8`*lIubEhf6A}WvXj|xJ
zGuYq3NEmSNLFjM+Sh2OarS${VKPzbIGR_d8#MRB7w<ac^?Y!THx339IDmj(~-!r`p
z+^=M>-lp-qr+JQ2O=5YDbe&_Gp4Pl;GU089qw(1OOs2A!3`bL;RisV-&+LC#w}VC~
zq2~YZ(tiy8y40ZE|9>x@BK?t}$Nv__jN-w~{$Gduf1<|!SM-0h@qg9yf0jvT@?f(1
znR$F3fBPOKQ_%BT)6voCr9D(;{g`nzFFDX9W=SsVA{^Cc|46ECHvPSJTGnW+<Q7C!
zPg|J4wNfK=CQ;ZcioQ&pSIjP^Ba=YWK%!Rd5_rMn^VA$yE>-SX)7@f}Su*q`=}}B+
zjvkfOq|U*2XqL8_jO=?_vbm5W>!8)NflphZ_+X_lW)28Q^>$cI{h8X>19ki$F8UT>
z6l>PIGSDq~X&AZnH3uqjQax3r{nBKlZ@KU4-%Hnea9&JcT<Ri1GQpWuJzQ+kjFQ~`
zsA~4T`OU|pXUW%+ZCf$pQ~nv0^D*}1EcAYVS(Ku0>Fxcz9+vIhZEI`O1nRm|;al0Z
z@43}6u&U{Ni)gMJ4&=3!q@ub!dCA>W-z0epAhG%0aQ8Lm>+@Tqo7UVG;7`PzIYYP{
zdBYyZ+J1E);hSDbINbLY0-kuJV#<f=k*%s<;!x39UuLvyTM2zS=h$|*Uo~+!f{NY`
z4pw}1;x|V0UoGChwx8eEd8gF$o4G10hxK_)(7A1jd`_oontHxkzU<!r)%dk#5nsH2
zG?Q=FRM)hW*y~$=fArijH3_|R_@+GPercvVvM6W`(EAm2NQT*7-;{pF^xS`2eD{!i
zmNj>HFQBXf9$K2Z%eoH#yr+EW_%(i3eE0WMVpntcdR20CEG_X1C^q-hcy;**yCZNm
z&7mjCAx;Nq<QBu#@^tIatJamPPs4Q3>g4w2M_A4|t@)BWfKw(=jacy&-!2CYv04al
z?MR+p>+RSwsU0M+mT`kkz^fTUX|*8%YP}P4WY%*P4ls*ptYF)my~5I;iC?NtlwqK@
znrkFIVkl!uJ5^pL9+>vKMoxk@>h0&2+%e${!iVaVaoVVs#d&(gbrz4sA<studr~TZ
zHh7z7a;Cr748YOH#hKad7H)Qw_re?Md9F#8%XS#r?6-afkA<bTljTt}Zi<^7nBi!|
z+QAgPy4aq3zy#YC3NY^+iRsR=-I;$P(a&5+h!MCGxVr|R8Yw|&GKE1RumJPqLifu%
zv+X<PZaMxD@ogkDHAR6eW?Y}v%N<tjOQSY3#<I?+KDWC|6%_XPd?kX4+F~;3S!Zfd
zA4-eN?;=55ij_8K{Hj79o^1x!|8`<YF6Bw8(d`H4Tutoe;8yujZ`A(uQP^d!iE|)$
zrrnMdW$mQZy9r4QXhlmPW-Z9P-a^>GqX0WP5YOhbIC&b2W?V4MH+ZED9oB5K5UqZ@
zC2{91lYg~0^B|Np6cT_sj0d+0G}mQ&u^ILT_x@)$RPzUq(R^zneZ1Otm=BWc4hZET
z)IZ|LU)hQ@1+W1TkYpNqaFd@0v-h8youcExIuX?f&K;0@m)Ntkt{SU8L`^I3ki}wA
zNd>k=z4a%Xx!(M3C-pdR9|a#SZdB6H+(|i!yf!wNJt|jrPHk2pJPyBolx2C5<ucY3
z?YPgaJ|P@*K9S!P);gA(QG5dfqx)%kj2v}DL{?0}9$G`1+gQI7>Ep1v!D#H5ozm2$
zltU=INqc=4zO=NY8Fw2yqup5M1$6at`lk>J+MK<T?Cn-<4b?6Fxs{Fz4z5?w{kO)Y
z6eV6b=lk~%AKt*PjJqGs%)iBBeV&zt-(Qs@CeW<i9DJ*#x4Cd}SVAQ4pQ91|6%YG8
zHVQi#By5ft!E<1{nkBcQEBaan8I^C1d%k1BsCZB;aQ@<{_O(R)3z%NW8e*)CCdD1p
zDV<)+<yO~+fu~SughF>o$XHX_M8buU!y$n}ZY>0jL=dipZ<(qKo<-Q<;rQ%CCC|@$
zEM*)jU_S~l`1`k=2uLE;790rC(to=V$fLWD$|AnvA9HU>qsjswxMyo_ePfx#sYbMK
z*2qKRT~XxV)2So5i#@Hgb^x!YR0}QopW#^V;NMXHj+KbT-qdQE(k+xeMUF@AM@`<r
z@~^TLL$441vK)HsJIs=x>Onw2D%~%=j=x`tq6vO2Jszrq+oz=bCd`C?YWr;`X#DFx
za|rW^P)stH|GQN1J89aZ(_^x)HbqQ{*jArf%TzJggRYM%!N_1=RGiK>Ml|&gxgeM`
z{Z<;M($<}>^Uy1%eD3(D9C`+4B7wuHw0;>vEJ8EaV{2>*T42^*-XAq{fokWU7CYz-
zbu{wS>xY~An6`;a>z$1`r0Z%h-aoODCgN?qvzo8}{tW63#zk^pPLvco=&&DWp+5rX
z#Odj&D+LJ8{iuyy7$BDbj9X0|L@I|+76Kxxq)4TmI-o}^T+OUCLK#k-RWLh=Y2KK5
z6Pi>bJ@Jgl98W2Lk{Vajfn<c8_=le5xielDWLH31fdr;O+U+qN3=_8G%E-9-<1)y0
z>!}=}W(hUsdZ`qXMv8+ubarCUr0J@|(h@sK^s(AL-{Q;7dD+h=7x8@=zP?!@n&?U=
zuo7`mu#3|}#cJ*KxSFLU(UdQR!Ye6Of^%zIA7s7KUeIVw8^c$$;BwXv`({c-t(+37
ztCF`U_R*)fxE>^GUDBE<RIuN!M!i|O>qDCCzVCoLu#kGbU4L08LgbNykfiy2Hz2t|
z+2)$|#p%nmpm`T<!m>-*W9Q5bll#Lq19A7Cp2yyD)3ofW%5_C^<ZT$HGn0+%p0KJB
zywH8DR~t=68NFmK4Gm8X>2uA_`GWoCvmc%RVl@Y~mnBOs=GL4O7Yel4s&Pm(YlOyk
z!zRs4sa0WL!kwdAP;r0^Z|=eFi`*=+CXUew#>82Kz-f)wuA6}(O+t!K`S<84@`KQX
zLs90rvp{_*D(q_knDc3-Qumn5zu*HDl-IRPE&6J_B8zpNumZGO)j%jQ3WfpCtR%_q
zwLV!V%E2)&{(y}A@&)L9a{4j?P4-2tC@{Xr+ZbYCD&hj}j`?u?7eOLa{wSwTJtD+4
zI^*5B`oN5eh9Oh1q6^DFi1Mp{`}9WYd)$zQV;%`jsSkMD<WP=JTdocG!@J$B$nB*!
z@`gEJ{d@P^gJ@n>mv7(J{}Dk`CVs}py07QEvbxD0n*YDBocjQV|4v(JURxG`KEh?W
z12mXGBd~AAPwz$6@6oh|q>-~F;YtmIsFO_cA;48!v#c2PWZQoKdb|BMuay2`Cbr2&
z08N4%b+(71{F3n@{vcJW%Oq#=<E8$@C$K}BmcOy3TUl}92%sN3L+2GSx;|8t(Q-!I
z+{R`;zaI=t+7D(?pIe4KDd_P$Tnkfp(*(SUiV#s*BjkS&*7?`aUy?H2>06IIYg3iq
zaMN3Iqsh9BC4Qmdn)Mv|pH4`9l?hS2&hzN|pVPBLncD%FAmK{F5ECEF<g>1E3|JV6
z=3C%!!LKV5g+@5=A3Lcq>~p3(+<WtO7w(GrFNKcV2reRBKH{cZY5B7aJ?bOk4BY-j
zHP!W|=bka;_clJ1?m+3dpls0_BP~^@m>CD)ZcF_dUutV#%gE}K6zS^XwHue2Z{C6S
zGhQQo|1!E+olP3AY;@LhcJeltt^MGLbLp8!m0zpQ7pIudIexiDE2@^8nr~x0%q^!T
zqn6;YL`1$jwrrofOaFv>!nUmYwL=JWlB1>H4~Tl1n4QSt8@>rT&lfx(eR<TBz7;zH
zzk34>UUoLu=YZ>Z8doGnUn#9OA%vE3-|IXQWDuMwkfpgw_R9Ir=F6SZ6N@G^>c_cq
zQ~g3)#q#3nJ;|>S+qRcv8Gd2=d)+YvN%!T2<Q!l?U#iiNdYy=EGFrg6PJh-8CrWaS
z{`34v2kS}ijqv+rATrVCqLlOVBB~4T8rQl4NWf|Rlkx1rfKXBYT?<$NwG*E|Io+zl
zOrZfPY9Jz@<PZm&bA}QsXBu*8IK$6Y<yP?#6+<1r<+NO(inUB+@KTE=m@uZR@D_Wa
z)yLvI2slg^w)x7hZ=h~H>qzmvX3lg8tqaz}qOd@YJkDphY3`GIxbOEN+a_?L0?dj!
zwz1qM^RtRyqx?&5)7B`{_?oc9zf16%n|&WmSLwuE?EcXI^<u9HKn+j~=ctLGH5dfB
zwh;mrLwG#?P}*b}+YtB+!2_XWZj|lp)!Ph9l$+b-Ps{{}h=^Je<`Z^3mttaKnw#2I
zmzI|{%^!5imJGJi-FRH_PbP(NUwye#UXN8~D^FPZMz-sFfSjp96eH(`R)#|cs4bYQ
zn|;#Xrqb}d^PA}u+2>5NeQMjRohE+n;m4gp-HVQ1PL+;>T!m1Nx%4?pg#4j=*WYqR
zn%SPF3)*V<Gp3ShL^F2omc#0Mw@?GJ%nDz%F(~Ilh?Zl2%%6TN1exIZEWO6XV4}M-
zw2>*M!ytR9-A{9^xUXFq;VLcw0=?$Eed@N~1GNZc&ZuO>!M2C*bof~W5y($Q`@v34
zrx|mjL^ki<=2B9c{P;8<M2q^(^j!XnZJr*X*zGV^_n>h#qUFm|DtF7-c-zER^{Z<#
z8m|qz!y8M$PjIOx;>S97I)3L-jk8Qs8yBQWM|7j+F)^s&0X@zsA&D2NYHHpUYJ~`s
zZ=Cz>=v7K+&3H5q+6MT^&z-o7-N9g!%Mb?Zo=}pyL_I2HzZ{O@V0os^tSgm7%Q!b@
zH|%aKk9;tN{VWQLQ~Y|AXGnVhGvq=FE1;(ex83Oo*XaFiZXw;v_BV6v!}00GyL(D%
z_-q3a>8Vy)pdrYj2IL+Ufr20o3Z39|cu;$+%_f0A2Jpy}w7o*9>M?o-Rm3o!XDQag
z{|#Tc+cMw>sx>!EdWcaC!jW_B`QS#W@5!b_kM^MYcwYRo_6zo%L0v6G@Y-Wq0hnm>
zX-$*~Esc71>V28z$~Wn(5$ne@3mg?A=AZonE?83&G%fyFds2}~<WOgTGu#g{gc^W?
zo&)F`TqOL}>U2@>1tGn}-qhPZ*{(cOdpsbY_=If#xej!#QO|nVCqVos@lIEtYcPfG
zzuPhTP+%N;({Qdb?V#)@3$gILhhn!0&-nHmHJB>ydYAxOdw+meh4&^bE#sDvxfOHA
z9R2#&P+e3{0m9^0w-<kMK{{8fT>34h6rRF|c<;O3Ukw<<KZgE)Nh-REBSGBaB^!Bp
zRTaqF3~J-QEmeXr<GF&!+2<-L=-7=_lmGZ#f_m2ItuL0m6t(vTj!`KMY`SlbHHqFY
z)s;1oE&O#?G~|)7_ZX7E3<zAtp9SElR3a6Gm}~PlRwG>Rk{eVPLq18_YYuc`CQev`
z&7cdlB!IR^2J6`1!dbP`9#@mZj8kaBBW0f`tK<g_!^6e)sfb5I2frKhXvgQ25BpR2
zrQ2!s6Cvx)em(XQvQbPr!KzejRqA-b%$?9BiZ@GUj=o3g(%sBY3$IPCjr}bAsawu-
zP$freTt&tnIJYi%?npyRN$_LLd2jmFKggw0Q03uwuN(Z0vkKOTlj4Mu>uy4@nQC`^
zz86%8Rn*E+{BmRW=<`i_K%BG|agQ?h`tKL~h6Q+LvdK~;H*pp*wI$um@oRH)YhSg%
zMK>4VQY<@aW%fyk;L<;ZtI8pweJ{qRNoNTnYsrHe)d>+6lmVh{ir{K`IHMWSqnk*j
z?Vr1kX96rXY^O85Pt#v_A-`o(svGzBO<F{@(~iVsxG68JpLBpd)4*NS+Y|3Jz?QA>
z#ql8DS)JT-$K^HcPOrY50pB9;Qrwc-j^@tm;^J_DaJp=BM3N{xn>$JL<D*FE%<5LD
z*I+FAvGWs7R>=<t$LQJufm!0ZK0c{EqAV-oLdfr#R&D-l?CP;6Y1XI&%tJnCS}zVp
zK+qSf4)+LdMu&v$JEk1{-H<|X^<1u_vio?dY}S~boLakYA3*RHZ_h+g;~G;TnF7z%
zdFOGKXJ99euy%I2L!vAJIcV`=7ZWaNLaHXgG1}7%hE{N>^xSk8`<qp5p9~rQjc&z*
zR<|80C@>aR5P?^S?)uRVCxiGGIf<{<ZyoN%zsPlhg&bf37tRlojgU$D!4|L6%%|5F
zXO8GXwHp`{m|~uNe{{Zf<K3ntP+=3=cMiu&05Dp_mw)YvO68L<Y;5gqo2#lA{KBUL
zQep=vpv^}<(87jXf+Mc4hpY9AB(zK3{x#ccG5?$yDhRmkp-^KhQQjdh2t<U<pVS~m
zeeozg|Ijn=b5}3jS?M!_>5Brthea<KX=j7B76QS7`g~*7l>f^Rz`3$740$kGhCvxv
zG2!j2>mW#ykAf$aXhfPoWCi8AUaJDaJ5kTU;Q6W^vU9h^hdt<Y<J&z_^I$DepA`*1
zfz}F^4YEUp@Y1U{iEm4ARxJYuUv79(Y|ccnmk{Qc58RDy3@<8bp?6T_yIi7H)Pj*C
z=E>6@HBz)O!k*{7+b&tM2^OmYl{W7KZ?devSuxb$$$4#z@HEz89jvJ+GXsHAAK`%^
z<)JRsdmF(pbD%&K==SmTUv$pj?*Ne%&aFNM9Y{wmA&u)BoC)eARXhj5hlQ}4i{u@b
z{&=s=2Vd1}{8&DS8ZSXyKN4c%#-OfGx4n*`z6Rb1hYc7Nkn(H!`;r(@f}`9>)|I5l
zO9_GZb-J0RgX$Ck?MX+s>#&IV+2ynF4v%abUdn)X)Hn5sf#BgU<C{{}NgtU>kCbo$
zh<~>O>jW~lElgW#T$QJ*n;>M6+3`+!LWjODj^d#^+xIc2o{^?zQCg5T)J`v`JsT=Q
zb22}V%ZfF8Cs-h}k%3YwU)2%sO&?O36|neLfq8zggBH(w-bo2N?zHfaGLOYvFImpt
zd9>g2Kp;Rd*)2x@pMcA~LI?iZ;Rf<a<e=owyS{eZAh3X>zX~;qZ;Y{>6WGJ)nl|;}
zd5GsE2%5~z6dCu8NXbOOGbW{{LyY!LKT0{gP@V=Xc7{Z25dN`{Sa)%ERp-tbq?0_V
zgKxrJs4%$F4sD<|;MHK1BBG!qV?vL9JqRG7Tb3Ov=jJJ$CPcfR2IjS~ilSu-Dn4f<
zKi#K(T=Ok&L%0VcdXx!qhD8xRIowZdr@0?SyCX0z^ylb0MEgST4?RSWM2uh}iGGd^
zMD=YTTJR(@klo90MKL)osk}}s>1PuI5-Vmi>SnuzUiE{E)}=@Ki*tFEgio9;cQo|!
z#^bg7(ND3k!9=lfL7$yma6(w*55-YtPgsogMmtPAZI2B7HGOTZDN%D3?%WTfGWiD2
z8w8XOCJ1FaF(%r)^d>CSZfPwBVa+Sldj}aZ<>HCOktR5Tq`g~Xy|-hU`i<-wv%&)!
zx6+cM3L|SKtqlr!Yt$Tld|@{g&UaPj$yX|{fGfFxYaBZJIZ6c=z1tj`Og_PRNl<Y0
zY3;TFgeQkH__(j+P`7!NX$YEI%w4z1<aU0S29ymjk;Qk`f9Q#T3g&hCTEPvf=HO4K
z^THckO0lA|UJA&ZU!OnOFtv=N*Z^@?Pfxi4ysor<#bk%<zI3KbOO8SH+5@HtLdJ#2
zZKH^Kj*JM$uLNpV-b{v$6K>#$eL+6r7#}fwaeeyB5H#*lT57sw{qi$*Di`oYe*Ib}
ze+(b}1t&LQlC7HrQ_cEA&}(Ndt~%@K*mDLrq7S8Btxv8Ra2EG-JCrszDz}>5v^yI7
z?|m4xn6F$v=Z^r!rqj{CrMmSrM!IgxuU);ZoFz9abtV3j(9OL~C#~U=rIK=!<&7Ul
z8Z3z%>%xENlPKA1N8~U>7@LO$#j-p49XoGAUMs$=I7){x-{8_+qpMhE_C(a&KK&*{
zA<31D#l>g8<LVeHe08qkZU+4hOtJ?42vvCQK@JKKTdjLX``SK_^qNlj^(r5S?V`i;
zt*NtQ<4?5ArV6IQ3BCIV^13?_vF_jQ>xt!ELsUj;;?+4)U*`yMEbe1|E;VZwGuWS7
zB;a7)jYTIEd2FSkIsZ8Gj7o@Uc#G*yDL5Yk|6wJS7vd)PJ{Gd+QK@(LaHJSRD=*7e
zH_LShFQZqGLMo$dP=EBJ2Tf2H^HeN=v1d`dCjMW-d+GFO5Ivw{*1Co_JZNb!z_v{4
zG{SywC!zjl3ldZHcrJ%>tQ)+UpVf6L8ZEI>8&WA)ynO`juVO5T$r6c)l&rbNwPD~t
z>ufMeL#{M)5jL2vTjQPmbX4JLn^GD_j>43aW}PVi1P_FeZaBslsAt21!UEUcGaHS#
zb9%r>-nQ6s#`-^q0Bx@B8`G&jmr~b+QQdfRxAgmBo0fXC1N^~a3p^v*=vCD>8;l8T
z)y1krN|PFTC(s7X<~jqm{8sxHiS~F(@CH$PxAfRr7B300mwuKiX<p3;RY%S3-2u5v
z7<BsJEZb5AA=t7%1-VDG2fZuk2w40+!UHY`7>`KWp3z;@AHaJ}iPUg344j6|Q5;vx
zKANWQ_yumcE_be6XE1;9*qgsRi#g|d<|!C*ka*kCC?UKUv!8zY2Mzsb4gVH_z^SgP
zoB(OBk6dg5_s8l$vP+k9btr*J32sh<Z`jv5hH@Z+NAPjY>$H}VL+fsay$7`AX3W>8
z1%n?&O_lqBlHs@CV6R@UzP$UNgYONposchD_zZ!L6cGv002oV#SV?Z`c=kmv{Pb|;
z&M1exFWI+87*^UpNQ@EB3Y-$@sr7{Ap0{N}w0vSD4|pFJn>P^>H4eYX&&oTIR4<Qr
zcWEDyPEVSBCe)ElJh5__%s=xq7x+v&JX3ebeU0kYqb5%lGBG_hNr-HEzDM6V;2*Lm
z?F|{8L|*rNP3)}9)C@F2>U|oSxV5rVSz!iM!(Y)7v^K+6a`1C#UNIB1p?w~7)DG`Q
zqg=#w9qSlT&@=BDwa&)TA%(b#M?%KlymUB2YBQcO<K8aJZf|{<Fz&0IVL{TSy!*Sj
z{LvIND|vUey0)QAV<Sb|(UQGp06mWs*Yo{?%$me{p^UgnJP<1A2ksx$475p2ngd$+
z7gA`)zXY?lK@ca-n@UWrQU<1cUn)ul4;CjK2;uRc*l%P4gsPUX4S7z~sG|ruSZcw=
z_2ZID?h3hoqks#^9|gI;K)L>(vB;D0$Ci~Dlk498BI`dmRn=XHuQ!NmND{rmv$CfH
z0I&Z(@}$iY6<#O|p}o~koLq$iDo5R2q79MG!F|=SC%sWm(dU?=S`igk)(VOZmZwYj
zUrQ?<_;K1qd9H~ASxPz|1OFm@PLHLoP&o;xE=AZ?`9^BJdQ=AP&|h%_LRo0ptbm}p
z+{Col)h{qZ+#Xq@^8v!S2@qa^jOXSq0AerjIct>Lv*tOS3jCIAXk{^==dgEsuF8L9
zL&m(*#KNau?9+&+<Bs0fpwFxb5#V^w`(L`T#5XXIeH4N*C?c(5b}!b%PHYxonh;UT
z{`#oQ%<h~}cO4Z^gpzm>yxvnaB%qG=L%+i?_f0!c(6H2`#*0dia1PpvQS4+=2my)^
z07VpVpXnach&OfI$P{Z%%_LR6;yittW?1>C{ZEJx$n2OK36OWaDNx^m=nEv$V|`eC
zWSjIuAN^1Qw2o#!W3PT24iARTHT(aje8l*3`PWs(a|fD1bQJLG&$#SLP8z_tCv6-D
z^wJA#B750;4_#hbwk_b2hwVd8eN}LT8F@oRN_z(A`w?rz>_7%jLmw^|jh07+GT&C9
z-D7y}jKt8RIV+`JV+ax6X%+{jpu5wy4Jd$j8{|6;QxsfbjO3lB=w=8S`*5X>{3vzy
z3A-I0j;<Iqfe$rtHtFw}vS$6RGZbdXrN6mmkNhN${K!=-t)XWDH8bkPS_ImB_Vs3W
z*U(t8JY&q!zM&+L6g>;4d!roPr)b=X|Ih{(-Mn?Z5&n)pkX<cXt~~Ek!ik-7)_jm4
zoLy?gLY;qBU|toIiezlw>rWS_Pl&o@SU`$pcrg1Xj?p?4lCE+{+tsS4OgWIQtQ}x<
z_`aZa31)@^?t+bLlX@g=jI1Ihv04U9wEDE-5Aq&T7MQ`xd3`;~w=z(3V8XZCsC(2~
z-;-6`7~-H1(RvFdmHF$Uz<J038RYkHw@+YweoH|JOjV%jKs)x(QBNZ|Mgt{~Vuuo#
ze|?IqynH?1`}P+zv23f7cONH4qxJ*ex7?XbwrS|^dkN8mpa@~_2+y~-U2_gteHDO+
zOf_^N&zQ-y=hZryRQx3Lg4W5c2QLSMJytxK1Ao2+-5e<S{|p)%%9~EtFaw3NZ*b%T
zp$mp!gdi|+3x6oTS`c8-b1M1SMxQh3c$SNr2C6xM>#jcnunuqMZ!-Nye9JoEf`G}g
zP8Pdov*t-&5e}rnzLlVM^6>!WZhz??o;(|;!gIfDo#gV`9xB{U?v10r2;Q$eqfB#K
z*cP?UbhqbvDI(ZIvWWhb69{XmU5d{U<Bzca9zY!?g{jX5DB3P_n)XY&sVb8n*+X?p
z<epodM0N1|(E0f9DmnF?nVV_gMX^@6j}IrrWkrN!z?8OrM1JZ(((6=T%~>M&kud(n
zh6-grdM}d?cq^+(j8t5d+>)n{%3gp5A&CTwljG{|68wM*Wmo_gxaPo7Glujdfhz>b
zt)#iE!k+L4LiY?2n(kC|f`T%0>I4(RGI_=_j8VdwV0?#4sHhyPU27$@?~f8wP=!lx
z7$O`fYeq(>5F%eAK3gdWzZRpCzg!+?JP2P5D;*fZ*M#;Nn9?|GV)a?l6zTPN$o4t@
z;IAWPnBL*cXiWH<&XykMIRF+h)Ff@5(tN};`PWT7cKkSN{sVXVHals_8}jbh-hSKq
zkJwzdIgP1=(VSd&#xp$#lPlW--8QKZ#_a}J7wa8mrR2~aOxZVQR=lOgoEt}nt_xj+
zuN}5h>pxs729YJSDSPN*#ZrqPNR9*6z-4OKttU-h4~9S8>>*zl73X2;mOTD2+HZmR
z<lz3bhw#Ib5s13?f5|+y$N4q?4ZTD1(!PNi)|Yh3XG~8;5h^&~gpZ5#{96giZHM#B
zAQIfIopB0^%n*0g&`f&qz4^Xac8_XW<al2aYzl&Y&G886DtUJF$u=Hd+`EMxK*)db
z@$3E^Eu_FSwtXoaAOdW=p5n+dl6=!9GQRB-!E=+b+5J_HZ7S-Vr~`w{lg0^O!e*|{
zFvnjqIRSgbsoZv}>Ja`i7m51adJjOZ`q6bBGn_G*tCqAf(pqe4i!TeMHk#-rclO;c
z7G8sQCZq;YTohLpH2Ya<AL&RQ;j0`^QKxS$^4le}^W%We#V8#Pn#WFUl<5{rcyjkf
zQj&-#o?Gn(cxW(Y1PX&TL;TV`UcjvB6DgmrnT>>5^az#=?Xm(;WUd`SC7savj%)p}
zj$3ddyS8G39h=RH+%U&D+}}W}>b5#yp8>74#}?Cu>A#F>@Wr<VD0uTsuv%zC;K#;n
z6El0D?|B|95hN=aKE3MG&zNCM?c+ihWJ$4^Wpkbj7iWla4U$pOW_ck5%5>;cP$;{=
zEUxLQ=Fn07rJAZqEWmddaY(wpuGg<JQa`ak6S~@%g>`pCd3wq`UXQovu=1YXJI54F
z=)rIjf7gtT-w*aJOkwmctlC<~9fj^?lC4`gfM9_nY0D9(U=&`1VZ0FPV~#hJ_tN{x
z^kh0-2@`LFOJmxpV1gk}C~LRBpZXgpuRV!v&~jR{P(Z?60o=Y1O<uOzm+g58rG2nf
zsYvvpB(_ZZ`wT$8Z%HgX`t@&Oy=X%Ck+mIZt08#~LmvN+64k!id3))R#q)_&*pee3
z8TO39yQ|kl+3tGxOFM_B)}fgIbO8Ux&p}<rUshC&NcvoWS+i1s*UWF49(iLuBI~+6
zf$;hsTJ^?B#?oOq-b#bRrZ=^jW$5fTQRfj}355e^2AkD#AfJWgi#9{LF<N)=Lu<Dc
za`C7Mt&`J#@8v0={2@?TYdCSUKGUyld&P-2+=%-XPh$>2JN`Y!S3z>rdbm(x>|O5c
zxqZ^d2xT=~g>Zner=m&1P_zAVJyeL=_=%M$BmUywh(JYsQJUUi_Qp1_Mf<S_x45uv
zdkcvYruwKS`SY;$2-ko!6H4o#^WiVHhO=Ztnugj+4E<<$Zl9I-Dl5ug$tmt|pi>Bs
zXr3)YQ!kdEf1dYb(-kzaaA@?m{49W|&Sc5KNHuZOv}+%M1=^o{L>AyL4u%?jvIm2R
z?i##9PJBaCkrwIq#Xd#tMA?uysT6(&Z7OG7&$X~xf@^n>gwO{>I}CjTPt=wZ8xV|k
ztO3vH(Q*RB^D5)Mi3_-yJ*D5lki;r26a3AVa(2>Iu;Exxaqbxke{xrL2$?H#*&%F3
zYtfh>tR>$v)jw}E^6^z)-SCi~7%^;_a=(6#7O1>B;Vtr5$K#M3=j!rrM{7#R(l0Rw
zsntN!{2q6zOU7~=T=DPRPb5VViUDk$YW4x5WZ^QUrpU8oxR##9!nw$ZNR*fw%1Lj@
z&kk`;<vtgoHK6Ne9|CP;2IO0z*W%7O8&M7!Fb`de&dc|WR|?x$%w9FYukvj8v96Ws
zOaA#G8HIWH9wdAU*C#4Arex0Qv+588PXcS6$`~JhC;mIPC>S|V<G+O^z_FOJoRYsC
zaipgxTR2}Y>E6z6?O~3iq$&)cFHol;WZe2&jlVzbQxuniLFfR<PDfZc|0W}AmuQZT
zobfh`!(sAetmg9w@bWoU5>K!`v-kSDZ&oYSKW#2*&wP+zuEUC~BmRcT_EjGn6W(zk
z2=~|E_1Bob*o3K719TF}nHe1o!JnjkD4{L+xu~&v8WNLm#|48^lt@P}xy7Z+zz5bs
zOeL%uPCDxGUGoXmBUp)19m4E}?BO}{Nj%Hnf3hapvg3e?am~?6JhrYQv~16dpFA>r
znH-JX^}R2;6)E`6JwIX8{AA0wIO@0WrMhhwaI@rl%roXjl4w(!mpp`1^n}NTz3!#8
zgIgD0m{b@V$VhYn<au_a`l+Du1L*fg^b9J!bf#_vWQXVe$FtsT`o87Ly5gY*hH>YV
z)jo%ELWq4OKyFkvqcD+mLi0qeW(uUK=SVi5TEHTC8@x{v3DjLeHxnsn)jQ<q#~}qO
zlM6R@rTbHTmUO8nl8({*&n1+Gj^=K3lN+=_X#yHAkO<WczeMtD2NLl*MmthL7D&OX
zEtS!K2DwoD$>b)vjHVq<Ifql7r#zTNQg|3-LrB9-k-J}A*STk|dq^lvThp%k>WLR%
zCW7w5h?}nTQHmhc_^bOw&ZIjW?uj@?0Y<wkIJsr9F0aR9gyJh&cR;r?4XZD$zO&l3
z+eq6o13#e?(}%kEP?D4U<#4*=L6++}pD@x56?Hv;slI3g3jn`6P!?m<vX+7zMM?1P
zd|ZHbZjF>nlC_r!%s%_I^i@FrDc;G`l1R^`-z%(voaXo#_wD(JL1$hEcV?wlREoJu
zbp+jRGisWV50P<rXoyZaKQYJT2PnAi2?OAyT`Wse5fW6J4({#E^7j-1Q;t(Be7f&I
z^_D^6X%+xq+Gz4V6BMKpFOjWP5r=&D+2B%6(KEsu7;7;3z-4FeL<%%|gx}y1TglYs
zg0%Iqj`cA0zZND~N6Ap%y7OP1&WyU!0HGYP=$fWq(R^S-VZYXD9K&qzPHzBO!!>h(
zt{nL;&<hv8+F6l&Bcq$8NoLa#@F0ZHwg8YU*SzBvHV%jfUh|^+QpdSZ`rD@RNi}ND
z@ky9mfi~+wJ8^tHogrf%$nVO>YUfMf(yD6%uDu$t7tDcDo4(+ca$k%=+joz8lnCSt
zfX7lVIHadxFC>92qm;iRx?;VMW_asN<mr6!Sg7yZD2P4;GwN@h_7humjNh-ym^67j
z?mJ6B86*-mfZh6O_-lL?0yD2G@qEYu=kaM53_eqS-wdMKd08n_LnmYY;XAx!zRJUF
zw~HwrfS8D=aUiJ6t<*4@lpA7K6}nH-_S?|l>(Gws+1^rkVyitqwTNPBiIrEaaDHA{
zGK`lS6&CL>A^91ju@WTy>$v`7ovah<oL=f`;Vr^eu#3h{DXHz<x3VsilE%gL_2#9L
z=z^%RK$KV-K8KiS|2o0V!==!RSey)OfiB7bOE4)Xc?BjXLu4Y{V0}<xJwwbhei;)r
zSKI)xu#H>es`P;oqoO+8pfD@h#6UoC-fdPrNDGL>Eu{2nEJY_o$|W>w=3Ezh!o@`h
zL|-v{)%hc7Sa;b94)B79r58{9<i(<bYjCPhf$J?BLd)1KU_#1?d!@p*aprX8EE_j6
z_cB4ly>!p=;CNCPRI3qym6M%7f1D^Bly$q-uqk(1!8Gl*ut)$V&}pI4ur0W1QVX)q
z%Kn=-of7Yv#_p);23ryxHYu!<2@1r$hDENEkVJAeoTs=}y=VTZA@7)$ppsQr=mnMZ
z19y}WmeeRg3RW*(Bv~uwSYuxyHm4_)X;;&|3w->15Zhh2DM=>O5JH@|Kz~D0IdK2d
zs2Al6#zjl%aezc5@9QmL;y`QwHyN#YiG>)@?C6NNsJCr~<s;KF%m+0+<_xAl`)?wS
z#FMyJc!d}|?*R=+M!}5g@52Bz2quP}@O_qf8Yd>Le*YbWc&h7=$^N#(zdBmv!t!=Z
z1{edV%7&A)r;fTEnstE^{jxx0N8P4Y+58$~``!(=0Di*p`~Jc&B#?*xxBfK389Ub}
z(SLwo(nb~|d-_mnn@JR<Aa_n=d$z(NU0q`4gO!x+TzFF#ems(Ln4)a2sOXeUV=`}a
zXqgVo1K*`99j~O=ju7Orx_p@hDP2_7G@t7b*g8AwT)vjM_iy-vLMTG=VZ-X7^;nKy
zGDyacSYo2WDID+?_u;iK2ZsIyw*<G!_Ee%WN>MqN)stXL?>WXEV)4$P18sR_rS-KE
zd#rY%Mj&}48m=mV@fp*s2x48%X$p0%=pK1p6lxtZO~IRocfODd*sdowM<Ayx8<}p(
z6XXQxGU9Z`+^b&<1@*YCpaqsU1*PtB-$g_bgp4|UU5%%Z*jp$|bgRjdEos<glmm?}
zs1U&xA2?cn+Q_m=r^71PGvznHYt+e^cZptbBhN)DXX%z42Pf5Tjul(wSX3$V!H?_Z
zTs58r@8*im(*Fu#6purhhro3eof@_ErsL!fPwmJ%8eU2@r`>Z4&$&9{i^hTnQ;e-2
zs<zg#<jnb7B7tZucuZ!9!ko@lqFa54eVJz`(*=rpj~cmG%CjvIj|u$8l6(L44<e`-
zpspTLb@$mN!EQl2fN75>1eUm+Etgq174#Nz<YLX#V}*JVOXhv9rHAub0sSLT35N8%
zq-V)h*Wzx-MH2LX9QQi9Oz=37$cCdb=!xx%4?&a}4A(`UoY|_rLQr2$unZi3*9P!;
z{~UW7)HyOLpiE+N!prhn-SnA7d4A?Fqq}@LnRTb1hkzaM_Vz{z_GB;3F43dh$~Mqi
zEY*<6w^3nk&8M~ypKq5!H;eQzTtJN}ullEY%b3q5zpRpf1%dy-lxOB9^0?9P+kj8a
z-`m0K;z7#0Ki&gY+x(qY^kDZCzn^yo_qrY7>ml=lLBM^heKXdFi~FkkJwKR(l0>NW
zS=eh)0pSVs8rNi+D)d|Bc%J;FT~14;gpNw)UJ*bhrQjj^WpS#A$22=$ewO%D2)8Xp
z+$AghreH>uSVa1IruL;JW5pGZt;gXaGC=0o<guUPD~Fj2T?t?aFhmJ6OdKd5eGevw
zQG0dH-I8vu6O=Oh(FYR5TH+A^DZ`Y~=?5k7D(%bjx5NAXDcK3eu-zNP2&~HzCDoP?
zqQHs7{DdmDCx}A8EaI}k?=#XAnJ~=6xc7`X>4mFFP+mi&^ieM@PY)}_*H&b1R3$Ly
zBdec;W93-RE8-2OWTrvN)zVU$ViYU!LP#z6n){=p5n^c|GhQVSsBSwNQGn?(6QOZC
z)()bLntT65ci3e~^w1PAl)LI_pAJ}T@B7trNF^XxhL}xtjuIiBc}!VPE};jfR~l;{
zkxO^gPDv7aZbCmAph?H;cskh7-oC1E?NgMs`59^IDd^ErCG>53DJk^+`lKrKwfa<M
z|NhkMSG&%+%=uq8w_kVH+xW!g6rcNA7hlWzM2+vpQ>z~Y?e6(Du*>IcetS#sqhAuZ
z9K%O8M?_V}o=Xs<H8ivDRXSvEM+lcAp7#E8Faydoy3L^+lL2n7S^&IMp}TqBmbXig
zrl6o@f}-II!YL#`788M3)KOBP*FB;_VXU=T!ZW?0=Jule5_5m&rO@XyW_f*c-F-6@
z&g?@;{-Lg}>7TyO<6?6|TLeT?f`Us9`kdzAW~<OcId`ThP1G;<RjdyP{*=)69dWJ8
zM2vKL^0hutyM=<E@<^Qu|8tHfL=nBI0GvDvz^KIa0IYzXE>u9P%$2o<5<zD4fS>f*
zP|oM_@~Vlc=Slm$r022d>4?j&Wz*aHcSl=WUawu1t*vd7d5(9v&j$sGoetmf`q}S~
zlSv1=IKi5P$@ipg-6_P!K3Ee4YVW!v{B%#om#`7d5e|(F6A+?jpkn^a1H2z`0e4yb
zme$Uk&#+uC2?o2Q<SRDJcV5s2f^#7upp^>2*fX?6`(9I_%UkWO_G;&3^qq5m=Ll<i
z_IByAW$kFmZQZAK+xMu!ATb(3py^mgh5Mk!{<;yM?@|8wbp27?T=X%1q`f}d>Jn^?
zCpjA}2)CYDE)?sR+!1-TIpgV^Nmp9QqGVa~YQRMJovd0lEU$V#;Af@d3Eblja#NQm
zc%4h}fzsfoW8WE|CBUG80D-O2uZzH<$J`1mb5L<y`<*F%;+1HGj9?)3d`*1YqXIA5
zGvNaP>hUcUN#fl<>4iHcRc8z|0CveHZNJz_Ja2)_CAw}|5yBb%DVv%`MC{^=4uO(|
zrseibm7{Ba=xE4pccR6E$UjC)vVY*3@<Jn)V-&>JH^I`opbOHAbIhFKiW)xL!U4Bk
zEuomwPD{IKR_j*Oku)#Z#_dw}e0nBqxIxf(YQH^Cs;{}&5Nl;Oe|P2AV-jvKES1vq
zVt@Be{8T1J<QN&iuYkcRgBbmo%~NuF=yZ=nbYalRY1Xp2`ijLpRN7UEvCQ9_vmsgr
zvd0<|AFGU#G$(D4W~UOejn`D$x6JbySeZZfR36dUn(RyH_`DT8ndH2O{O3Qn&X?<g
zkCxB_-U!WZYxg8x-CZAdlIuF|*EGT%oBGPka<G|b`+8|fPmeV{b8gj_Vx;uh_A+y*
zRC!x2hqfH%mN_oPZpx98=)o=vE<QtHI=e#=6lbl}r3vpZv_323CYAHH5_+NI1@>{v
zUm@5ZQP;%m3c|82ibRd|3SWs!(#Wo6CIOh0K4cF-;NW`22m;0|u7Q#3A0c}?n>WDs
zg8z3d+q$5~O>Z}qh4ZXa|0j<gttrW9UP&ONz9Ku4lOwE<A)jguM?&OTVNT^Jj-nS_
z$O}Fz*t*xKH(?{ZKvW@M88DgRrwG@}n>I^Qzj1h<sT5Wvyh=tLgc{{`^6w>;XDNt8
z<TTKPkrxGog>-%S8kD<SvuW{sy{+NdlXXT8C0}W@baxf>etB|ItGB+2!zReh`@%(k
z*V%4*-;YAuKdB8#2%FrDEQ&_^aBezjt;?KPA{DVkXj<;`8#y=Td$58-MTC%K&y88`
zyHWX98o$U@dhEb#2#iRlDzpn$xxupbsN8#&xo?4ih6K;y89E)ro`$|}o8I!!prYTE
zv+cL0D?;^Y!oH2SwJLa>h4}=DCMEUeispTbbneufIB|mTILR?oEP?YW`+1ixCF<mu
z$twLAHykpZx;W7uRk#)xhrVjw^xfgejrB|HquRaYpC?60>|RvYllhz~SCT#o5TV<`
zGF82KKEa2d@5MDw7cKviA?}Fy@#!difZ3l_EexWH;Xs3T{+bPz{ti*52h4-)AX|^S
z55=x>-DP+%b?h+qJ2{Jk@oG)DD1WXyI>3a@+EG2t>7fJ>A#OaX9D-o!<XE#PACU*(
zF_^^4Ejmgb{~(l;h7V7Y(IK#}U$g3W)=3Diy5w3))sFImOALalJG4sikvTd`G}_sS
zv>UGRHpt@%HK{9Jl#^{ylZMcFDxc_-Tq)DGcYugF>6(Sb7yU-v;LMxl887--0Jk|t
zJ+{%!P9HD@+AnIMfLa;VSZ-b$%VKJA`=<NdQEljPSO!=JeQq!{&j63^FB5V;)cBN`
zfj-9)-d}B~|NRJhn0u0kws;oXz>D4a%csCwR%ze7Z18TizPf4&WO^%C_%py&RyuLZ
z{am5Cy(;64ASg0d43lOUvxr|~Znm#UFf!~LCgAYq^Gn7I*1Kd$ZL9;8!!cKkXp)=f
z&SxxniqjCozZBF?U^iPr%MGt$;1ldu-vh;uW~1K^D0IbeHQ?0}T=78*;LpfVEKRL?
zDsxWRk$<wcrBlKLfk8#TJHAZ1rBP(7!_Igu<c!D=nN19O&{|Y9Cy&JbEl@zXOvB2j
zT2p?~)kNh@<mzZFLW#d@Kyue>kbm0!B5MMr3D+1bGM-1Oxy{PT2r~-ZMAMSM#k2(|
zdacExD6U^!`Mh7fHCdx0U0<(Dm}+Kl*>732TyH4Hb*|g#_v{WtH;ruW`uYrK8dLB`
zN4a8JQ!P>2q&R<lP!V(XJ!eWyZySq|j(Z8C<S8T<fsNSSG^oU~Jt!9=H?NY6(#>d|
z?ZM)$CCdYYV4mJ3Stw`loq8E^#J8hCe6!#nCE$P6XDiuIEWPQd)_1yMM#k86Dxt3k
zxAV8Ar-YnO8@`?M5cRMTk3?f1+XB6HU1y~WNi|>{Sq5H@<X?oW2v-@mnC6v9;5g34
znV@A5$Ofkyd7Wli9NfJb&!kILY{%X^)H7P+V{nKecjks5X;<fMcc`14oXPoDiVu;u
z%xIW_mXM3eHIySTOwkp*1dI43E$0>ff8hrX5}RRrGTq<xv;d*E`T*b`*kDXZ9+9${
zOCB%1=m>voq^78Te=BnyvIT{rJ8sV8P1{SBGaBT%>u?r>dVAO?TgLgkLxY0z4%ZCF
zD81eVfn#QmBaAj*%epynKlsHqH|cjP4U@<_3#uXMhK0pv4TmY7CkXo+y%D+ii4R^o
z2-UWGx7sZys8Qrc2XaLMjR<qQGiO^hU9d&<ZP{TzvT}J)w~xlmN+=7@RC}Jm2imKq
z<?I5E*wh%Os%p?P^UBDg(kkr$IVjnYIIyRA=^EYS6BmgNt^3(*eK>2kA%m%r<o)75
z&-l8SX;B3J<r{#4XjyBR5nR@PTZy`yTHiOp$TXdcVZ5U6d1|U@W`G`WH0Oqdp*iA_
z|8BGX*BFohp~Ulm2Iu_DekQu1ZId%Xw#Qh$PP<)We|6*VD{Kb77((%!JE7`#V!zFw
z#-}mI_E;Z?0h|c2v|frgr~7~LL}7kq`@x*a@Z=V3<NNM!RXhRx3X!94RW{hI1<f@(
zlXIw@^~#<VYHo^sgnbjSfjqd_ncRjr{n^}O<RnaaBLQ~I5aZ+^A{6SeeFB%>MkM}2
zmH;)<xLo|UJ)Nz`cq&d37xE}SQN5eGkU-DXu(f*FL}VwiVj7eD*k&4v$YNy@6VP?f
z58Otnvweoo&rbopPTLk_y-^}U!WF;wci3!uON(W<>i>|VWwXOw(dn+PS8vy2FdQ9<
zkdTcDGBrr|cqJc-#88{*r>YHKY{7JQK2cI5rt=;^nGu!@f-l&%W?04{WO6o)59#%7
zC;eQ@{%_GFA1rC$ZhJwt!4IyJD3idZ2v*;4sE&^S#iF0zmdJNYL4!5~X0NZRIUlCp
zPe-bkBYsEbYw;xY#q#`N@)`1a{08e=cbPUec4hj_W&MKFePX%z_x(MP9?<QJJzk0O
z^_$J1x;Lk&$Q8DFCgGBfYI}NRrEt{eZX7sk|C(II1c2|t*rPCtg>}R9#^U3MC*c|3
zc>uka<lp~!NU-L5<qU9g!aBc+$@j}yp$4JOnjdB*BEF08i7X-Ezs8seO#?#69stZw
zLlsiRitp*Zq{+mlW0J!{6h!f)C>D87BInLfWqoR*pC-)ZMGA!fh!9zY4X&8PLs?<}
zhF|}AkY2)a6>nlsQ8ufzW^q;j`mx;zb{5&X2Hmt1nPaY-Fj2;K2cDC;yO?t?^;3QI
zQmUa}dOSl*Do=rt8K?NmAXGme>v6n3bHCsl&SCd(QgP5kus8oG41eHF%hz8wI&94S
zu}N_L?8gZ#1m!c@<24*+Q@w=S<EGpl<3lD5KXzd!X{F!rNJC<$`Xq2@y>D|(d5=`>
zP*ZhU!aJ5@&06*NYUFk-UXgzQ_7C^mTVY;8^WDdgdn}B)j_*^22l~Nmpd;nnHm&Ea
z>#z&+Aj#)%9S=J|u)_AC`j}bQTRpoOP$^#nt1Cob;Z12ni;_tI3gRGMOd?qD3(Vat
zh#K7?x;drC3s1#mjG$TIZBbLK5n1S%u+~p2;X!)(ax9}ixzAm2HS`L8+eEn>|LPYH
z_r;or4OHx?{D~Cj9OtKzfn@dwn?fvEHbcza?QP!4sBIAJ(3*d&ng(kn_F7IhAxsu=
zxqR{%op|+{7jf!5e#)8&qUXn66#1c+_vkxI#F-B8<mE-UbH8~Sw(B5@0@^s51a-L`
zGy>K-x}(7Qlq)*OUDj~DH{I~whoic3=v(f$j@|bY1W8CDPVgph5afN8Q$skw#A_#a
zFi^ATJ}LfSxh*rJ?8}jPnU~Wz!C88_OBUcen)ta0>x6`XM+}=MCm5?$MXWsLbd1AC
zHohcIVo3nX#v<8fNv60+WF&d#W?QB^U$IWl{~HtI+A<I-0{dx{VuLDZE#hO*jmkl?
zF($+hx9!Lx>Iby|3$(9$S#kF8sB~KK&E<URdN(5cH^gt@duec1tL6GKT4q*6bqrVT
zxl8vdcO&){Dfo!a`tr;39CQ20Jo|PR72VT?EqlKJm(3YLk3;hjL{u38u1#2pYBEYs
zPTSdxQ4ne9q%`se?^QXGFp=Sxuv!}Wk1`9^>VMu_P{-@PJ^3x)#1jMbQl1wRiXivG
zg)lT6#i5!C`JJ&2TO0Q1o)*HoPLAfwrum4*?1R#OZL>zUcqFy>%rA&=hzY)mZiZml
z6L|CU2yV$dahpbM6BF3{&9cHA)VxthBvOi$=u)0iZ_Jsm6eM+#H=Rj%R6y%2f9_<;
zi;L*~rC1paM_8r`@x~cMxQeB8)@c*+aS}ONFD@v@rw@wI%|F(YK<s_S^!4+HzwJw_
z^UYhEl?uW-==_djxC%`f`s!aABd#-@1fK%0@rp>O3WS30A~-)kf&@vQ|8u{5xjsrW
zAyepv(tt8_#K4wxmgWl%oEhVVXc^^`nuW*y3z0**_g{AlOF#^+9j0Ir!%r!py9bK9
zhB_elKbhIca3%?DX(vAAW;KG-=IS{V*i!|bF?TA82`FrC>EDLXJi<mu5WXn+G`5<k
z3#JC6QT+g<qXoK5fk|736jtkudOiMF+iR}Lz(=_9V?K2r#_7ay!m&zgZ<ES@@g_7R
zMqy6l^V52~GwIdW=0tZis-~-$i!9<iL_ZG}?c%1qT(T(h&R>FCwmo$;Ii;#0B;S$$
zUe_iW`jhmKa<lN96fgmUdn`)8LWFr}fYd@OF#it#VnCh0^k+NiiM7ny3jN5|TEo}!
zO554qX}50OvfpXXeulp&vmK~oyzaZ0F;(fyK__FA%>&i<=n~k_7vm+MB=CWdM@FgY
z!iVlgLzHgO5OmW=M~uS(Tm@<>d;Lka#!d>q0#{^t9@RF;zxbtmD>2)2q+szxcAY}l
zAe%yGj1PYhNIS3-(JlykBlWZL3`pKuTUqyATbZUx)&Y-W#PjU_^MK_SY?Bb@|C={%
z;EV_;)mPNTc*6elA8SND@SSkU5Ey%onFrM)@1K3fZl@Zr)(vt81l8&<#sW{IvV(1v
zv5`6RdXyfoDaNI|P0lj?;4|xxKZc78_2)b4YLC4~_P6qo?T>jP@4%b>rGw+aYg2#t
zz!&*fa{idY%l)ds#6b)^kUJc#X~v0V2Xy%fA4rc`dP$W-Dp2KWc;>5QJIKZcUbgY)
z3iFVSH1bmfZ>(4*vxv^DXsLeslZfldb0QruRG5ap6d@ggF50>xDxE8yh!f1E!D5|&
z=s#2p5I6ohd1U&sc|A19AxITTq6R*ZA5)fQr=$2u=MgobD>%k7;en^jvU*_*UN1vG
z(IH#*d#yNSJ#}T*PT^pgR5bcxN#7RgG%T}k8SgR-#&vpo4E5}WArq&^uraFhcz&NT
z=^^bZi-zMhIRR|!%OlF>MSn-2##{Vxd^k8{qt^y*IZ?G8NGE|a9z*amyAfFVWWqWp
zqEI$YB02$ZGUp_bCj^u7aRNafRz!QBh(ta)aiSBsEFqcXlPqoA&Vd&vMG>D8aGn!P
zlJr7xGKzkxugY`Mb6=2jN1zu09p!-}8@4m1(1%{+LszX0{6U$(i#)obedVcF_@HYA
zwMqWkD&GLhTe=aHArbSWoMeI{Qh^%+(x|?V)R+K*yQ!hK$hOf=y3hR8RI;6*k~^<z
z6FwtVVBxY(&~=B`cWV{MIQW!)`cT<-gGJ^M3}n#Zdhx7J6oD)Cshh8!l07x&o@cKy
z@{X)rCSbK*NIdQ^9xHI5&XjV|AAN*=_bpr8m&ec8$w)PQxQzd_PUYX-2fOAopY&Nl
zpyid~XVwux&tSI{*lvkA=(4QpOfeQ77x1szWv~PtI-kLl`(ivqjOZeG#@FIu5B->;
z&m#JAKUt<9lltPvD<W8qK-|HX$E!y6S&Yy9V#AO!<{)^;s)hYj6yt@<@g2TWjpj4f
zs2^#NAo>mu_Z?uyF(|tZ_TxfN@^!}*x&6I8zYE1(Rg^?<NgL^vcKe@oue?DQ`t$Lx
z{#RBB(g~gq;M%Su{Nm|T5H2P7#y-O~wf8!*zoIYZ9Y1?cGHAsgao3oXyU{UT))wo)
zeq&9G7yhST^fKSvf#%M1++AmEJnmHUg<lSj_uIkIzT`FE{zQ}f&AVNUPlxjmcU&<Z
z&ojfn^kYuxnT15kfjt0=249egIxmv6)+Z{C#za31bkc5xuZA|Cc9LE6Z#Eh4?rHH@
zE*4<%3S$pb)I;hMq&*QdBvP+Yx+iuA&j*$e#i7LlXeWKDrd>P&KcaMHasgB+HD#$a
zW`oO?1yvl_0BHw~I?=3hq8Y{=@SHgpdf6-uGsRmlaOieu7wGMAF4qg}QZe?GGNiqp
zXy_~`m3+9!Py#Rb_?8p)xW)iH$bp6gqwjGHwv&1aQJMObsu&!-rd(9UJOYbWoxtm4
z4HZghHSE!~Uxu(h+gA$MgtF{DqjM$Ru2d+Uq><;O8oFrFwRIY0g2K#1Qhk;>;ZfF|
ztjk;nv#L$ZO~{38%q@IM<fH6&5mvX_$=$EEwR>Ok31fBZT0303-hTA6|FHeiFaN{#
z?ce#`?XBB)+RoNy`|w9T++O<FEA5-N-)i6d<~Q3XUwyT0Y;5@ZT=_cDL!BGH`la7c
zKWA-?Z$Mbv@H;c>8|!U-HTEG+Vgr=-J3?&!dSO4S06Z*=SKyO_bAh;s&C#%^WIU?N
zhxUO8xhiXCbN)OyX{xdQZC{bF&bK(AOL>k1#!&O)U{=R+m8(y>3KlO>c1gv!vmNpv
z?6Q<?<t`O(kHUSx2~{W8XK!3rNxsR0hZ8aDi}||$;C|bGaIdXz%GZ2PF@D4@o#4xm
zI7diW|BQhjLZDyvA@{C+xwD3VF9yVSK&O*F>o+cRkR+T(rGg9E!9rdqcn76)ASSQy
zoLB#&zeuBO`yE`+R($<qZv7J3GSml)_;Wd5>1mvY&`*$JJGs-Dbp$E}f*YO<zI*Rp
zyK(b+d+~)2w>RGShVLl)F&ITrn;TnN$Lr!9w>x*<YTI55t6mdcf6~K+9(RnnAn_VX
z;NQ4N!NQRb`VxBwiqJ)K##n12kfYUDqQtugQICB1G7zgYFi~NYo=9CSA=294-LL!i
zEPGv$gkPgR^fIDolbVFkD-ZcG1+PO1`@&aiWOL`5>|SeM_~I`+P-I@LRu?R5>znP?
zjT`N|zT;&F(Z?sNZEJg_ZHmtYS@qz~(-y$DdJN~L;v-Xg#UQFO_4+3mMmF9Rid~u}
zAs;dW%!G|x6zI<WC^;)gQN5I}SVt(1cf4KUe*E|id0b4L>z$QsK8Fq?@mK!J-^$$8
z;IRe6eXm|h@$b@zaFz~l=V?>s;z-}Vcd19#`<3Mh;30cnI;X?>Ky0;v;(_xmM=TA7
z6T>)D*Qhbk^OdJazUx{T3%wmIHtIN8Iw0*pzpx^m))ivx=nSpB?#q`2Evc_|VTVpD
zI?%}Jz;jJXNLOhqy=7OOXnKrYkFo*jA+IJ*;{`>|TQ@oprN+E0R9ho5RgO~%c0`T$
z7&5_{V6rA87{y+Yv8D|kpP2(}D)K|;H46cAsmp$N9am(BuKhW5?Uy0^p6wSfdN2B|
zvZo0<)Goq;fKO=Rgt}@QeTOG#Teegxxy$Uo08>wm=ub|JE#yMh`>QF&T;1{Wzlwe*
z!SKrFPCHt^(f;0Nex?2Lul~dKo!|LA?asaXZEJJAefYy4X)nL@vcFB@tvBCnpHMJN
zVBnA2X!GX>B7W{?e@gwGwHH77(YCd<-F9wVvy5UBf$_>)We_E$b#k}eq6%QkJ;1hi
z`D&w*UrW|(k;l)!WRt;JACdDwcb-)HK0zN0`{EB~3ZZV<8nWzQEoE$vGGnVIHqEv0
zBREALcgzU2?(Xlmx9;3-Pv82G6e_qtR>Hn3r#9TNzQ23B?J7`1$%+EE&8@Ar;@}it
z#0?JiMt{IdZ8DyYAT)zR0y^vCHd@-os^w0Y14;+2st~c?#zjH&;k&TXgWhP0c4W{M
z`ol+Yd{lnjx4-baB}5T8Z1R&|1!u?dv4edpv7TtFvGIyyQn#B>l!2!jJ8b+*8y@qq
zuVpiLZ13E8;I9tcy|>@K`Ssi46EtgV$FUx+-P~zUJ+;$5^~qP;hd%VIv}<ngWp;-y
z{HIG1`8~%gvftD6;X|T1&K^F0Axj|!6g+Wa?FO&vD6je%XXTgxQoquUSHF19qjl^*
z*f6S4CXFMBIU!F$vZ2T=?KA2$#uyV9tgG#ac~C{z2qInKKxf^pZ?HJLHg4a&-yZDk
zwSVwqKi59@g<p=lqla<P!!0bnQ}~5vZni)9!~cBy_{Tr0olF-T8+tv{1+?0`U;S}$
zQDdar6ZKQJgRl=tBnr_sZg6N_+FsUloZws}hdzmvwvdnVp#pa6B!ZRT&_<Q(zTgR2
z_~h{Unjgyw8D2O}kd*7x&qm`%Sg1l37YSZdlzdpYH&JUp@CW|ePOl1&Js8G$UUccr
zV27*1C6r>Lq)j+0;0-K`PO{EJvV1J!Sm5p{>Jsjub3Sc+^#sJP?AW5mxG+467a$I&
z5ksld@4O4a$>VV;^6+%N4to2fYlFSrFoy$t5pGS}5)LCATKKue3qi}Vey}O^^!^GK
zp3l^b=m#tY!~Ohp*$JQK@s?E&l_k@2$<uD&rH)9tyiRWTaF{FFWFzydkcc(thA!85
zs?=YYEHs_C+YqCq&F(6rANZrb_XG6faXQc#`@$nbdEEDmm^Wlb`O#;QdWweesh~{A
zxPr{v#6@kgV<W~Ax$#&Ucv&W(JX0`ycJFI#?e1^c);<{irC%W!{%!}un>qo1<i(G)
zS6+Tq!SJ1STLJMWUU@lAj2aN{@DU7u{%1eaUV7=p_TTvZ-|xG|97(*DuHM`yUHh0V
zBh2Y-=UDX_LF|$#M475+&Wp$njXIrbG6nRLSt0ItEy2W=fLVGO_W&5Zoj5Dxt9i|R
zWn$%wIw`NNaC4&5lZ`p4@|G<pe1aT4N3eTz+`jVVFSob8dDj;c+&N-B(moD-0)*4{
ziBEjIZR%o0r+DoN5@ZbzCv9G2M;R$_2a`K?e3L>wYf13Bx=P@|`6A94-ZvD`#^V9|
zQX{)^F)6F*Q9B2X5lqvU-%6*Q%dw{b>q=jS?pzP#okO8o<nzvj-hUa+(~I@d7j_VQ
z`Hq|CS2k*`a#27Y%P_&ux+7Zl$d*F|C_GdC`fFcnKmFrB-QIZZwsfzygM%aY%iZPc
zH@DjhAAYL+i~r3(u8WeJ(vf|lO}fw*Dm9MLR974DChM*j;$n-s7-i`(I0>U0j$cZl
zkm|4_d`VqgAZF{KOV$$YPxJU&h6uhxSD&IJbTj4}ccCi`@^~*&&(iU+E{HeVt^(mV
z-@4uY=3oCi?f?7ZKc|ZjU5FegIK*C^cX%%TrH{SP{>^{$f1*9+`F5~>)V8)Yr)^Vn
zlxs%w>pSq$T|Vb$Ihc<SDE`Xi{U34EN62I4IvMy*#xd0TD2(G)odY6`O^rA%$)}pO
z%7GZwM)-;SkVkZ)eOypd=J=A`YuDQ5wQWCw!A04|#-_jCkNuJhO^+jwvuAI9%;{C(
zu?EA@ac)L<%DhE$Sn#nZFtrwII2zd~_pfG4Pst8#q66njwi3^j;OYx7){P4y6y(u&
z8O8?DrOKZ8DDaZtP>OQZbxpPD<btG-6;5K%RMpFXi-O^aVjvat?ri#e8T@RZHYf+g
z)}b8TC&e6&y3O{TlHyJ43v~cRJ>}(jFy^A}Tn)M+;gy#mznC(H$S1PEYh5K5s<^~;
zp~s~xFJK(~*w{IgE%XBjs;OU6r6!|}w+q_#hy8GTc+Qn~r{?g2fO5)D?5O^8%$yC$
zSl1}HEJuC_&fF$bC%xP<RKFvNQ>r{3k@-2M{urR%`}&%K;rp+()!V-r>sP_>$>y#0
zU;flDw_p6FUsW*tz3u+)1D^z5{0PDDEA6ejciUajt1rD|UA&dQDqo%{kooFw{(Ad8
zzwi6ncYgQx*cb;u94Gb(R2Bxzr!9FAIa`hG_K!G|$wvyxW0SV3Mo;vyC>wCj^~=$>
z3W$SVf~>3!+j?B24|&y9e}ny`5e$!}M25TRJR-qeBGw?i9xM2L?dxA}U;M&n6+952
zDIByePOeJipJ$$Xy8XW2`}^D4N<0Gz@I&<o&J7!eXneH5O#LY@zI{o_zD4h0J32Y=
zICwXq{ERnv^ngHOox8SYJmVbCP*S^E?@C%eVB4g}Ec#LEJDmKhFTMs4&>moiQwfF`
zFX$Ki!n%$C-Yl<mab+jL@>(5Z?u+2AZYmM{D?n7+ySsPVU;X$0gZ8Vx_Fwteevghc
zR#}hCwt|-5`MZ8c`xF1ef4yyS_bwye7(?U%b~@ZN3r}LFh<;(6LvfMIY_`Sry6c;)
z4&m8AR8(^Z!#RF{jjR>h>5H)CARw!ul(m$@1YWu^q#&_M_;T!@I?aUE3RiACuERy$
zO55Gv_fI(gdw=2o(*E|}{x93nA<yZSou_R>!SL_@-M^##+yCc(r(N5;7CL!6g7qn%
z1CN-w?8e8%VT^GEW39(kq7Am|53|MAYF3(~L5zAAV_i-`To!&9*H!TSstT{WR8H9!
zf;!J1oy07~9rf1s5BGc=@x1sAjdx9fZ=Bm!{Iz}?>st<nd7KRS@Vze8yh&dj*8a4R
z`76V{*MB{895|5%@Vs4{We|B!R<d!T7?Jj%9+s#kc^Ucx*(%*;x$J<Uz827k;Vzjf
z$^;MxBJyFWiM$S6Ul~#_uCj<Fg${TuDHfEk2rU#FU$up29ptm^P)|FhgX}U=KLzq)
z4R*$umQ(aw8=^>Q%tqwRE!zNW{-{er&fFnSlI6??N^Z=%oVg2OU74>oE}u{1RbI#O
z-KG#VQ_#k;qw;{tZXTrxkSyt_pW2V_MyVkCf_$dsn<CKX3%$%`)XNsgnudJJt8BLn
z0ubdOih*L_pUfsv=>Mk2_@g0OTJ3~}jl2wT5;g=!?FJ*s=kc|=(N>Ngw6=FU1QpP(
zZ0xju^qa4@uf6tq`_PA;_tz8gy}mbY+-x^*-tx1Sd^qIkr=GG;4*h(nP6Rs993Jep
z-~Ky)hw5(nC!BeFYI|$jC&>*3OdIRk@Rjmq`8<NaTcjHsIuVE;#EBvDoCnr*4D+oP
zBT?qL&5pM|^86`w>0TuIlq%)p4q8vqN6-d3;8i~&?mEKT$kb)|gAcj!C;|aj5#t*A
zEq>2ijR1k5l6}c#?6N-OV}2cMDCN`bUwi#)4j`By-nl@+k0HpbH*RgUPksF3K51@9
zKhL>xS9FWJO`=Wt5u(oi7i}ev6q)VKt+s91_`cUo`INEp$imi!bjrUcI+0`BmQL84
znm4|$l`ut?h_~+c5d9E#;ioO;Md`YZg-z+9yrHq1&@ZxGq}eZz?X1eL_}2bi-Hfu<
z(uUU3hVo8T-eRrjVs2aMrtC2(sMypRMuya5k#6ku{NZQW#~5~0UOCa)-dJtF^2@)}
zzWTMV`(nfA4-w}No_GI*{QJGX?Y|Z}H7j0osRw;Am+}#FCi21MJa-#8U&V0<aZ2fl
z@8jm^iE|rsu2lK@P@Vt83Y|*nN0Ab8tN^FgA9*n?kFa^j<g@4s=#~+p4)~O2kIwsX
z82wQn&tRWP{$$|CD?H>Q&mZIAW-1>JQxcD=Xb%4AKmFDA3qSv>+9Tqz8=sqHBcCt$
z#K%9{zW)#Yp|-uv*Q@Qjzqm`PxsXneLdwDo_LAR;l9c4IVH^*SY9LD+g69a@gW}_A
z+NmUSL|!~TBgJ#!$EQb`7U44;Z|**H`JEJep+KFBNq+-{h<A1PdNnQtd@-mo@CeAd
zj_)n4uN6K#%7;xw_jm96xVDegPke*Lq5EKb>=}MXgE4EquM$_=TL*mXSxrP%ug-K8
z9lYF_mn_FjdHIQycNx%rQAhC>>bmTpSLpN1l3S5>@>9gY7>GX3>Ch^z03&1qbtS}s
z3vm#bkcUqj|Dh%p4LVr#MNtl(^T;b5bS)vhh(dnk1x0@s|Am}#=m6xkcq4E}7kug?
ze~w%iZ7oT@$|Z9l4Wh!3S%Ss7<+9f4zs$P>YQ`CKf7N`Uu8c8fGU+4EH3#k|O5@nF
zf3E{<s`7}b+~wtEv<&9EuA{D8a~c#?MGV@h86=A`*{=ybYXfhnODytx^6_o5V34=4
z%9BWzKNp#d%J=9Pszl0?wADEI&QDS!4{A<c)vn}SLwm_^_mZzxst<qxf<3;mU`>G#
zw5mV|wLWxct+DV820^@)IFepm?_S(>mLYF~aq@LOQ$Ah3Dyp<-W#v?<`d>oUUHYsG
z^yS)HT_Hrj^wE>zIum^bPkE)>ZVaB9%689%Xxzu>gT5lX@SX?ZS8t3;ErUsQ_erFa
zF?)+^bY}Hes;Q5IL+)%M8+N0=Y=a#1aAGI0(aG2!$W#98OzlmCvwWrArt(4D+1fwa
z^C#eW)|MawYx!{0@iBK{v4gL$<3msD?eLIq23QqQM}V`YU_rbi9tT-dAhM;vq^Hex
zAmYwuPkaUgif2(}xP7B}(>jVgvqO+`*3@M?(7GYuIZ_=T|09^eKMt-a%V*?CsbAF<
z06`DGgof{=BF-Vh+MspV!gKS-avtCCLCQ}@L&s+tyIjo&6aC>t5#M;?yZE9tDGuU7
zp@={20csZ)7U~Zf<@o?4UrR=~&CiSbZF*wk6O9*n)x-=zJb$e|G!JX`m+WwRv}qj5
zvjlZ1IMAAO_GNyI1`C|34x-OhmHDI0MF@8-E8Ub%%~sox{w<}ON}+WHg<G;`OZIHL
zPJL)kSUWn^o+53!kYHW=Vo!1el(-mQt*O6tt-TfBRn>)%`o`DXWyRl8p}8Um#^;O?
z4@pY%<cn)a<35#rJfXWtytlH75A8?gO`0bWzT8&ZEtBkq7?)^8E2^z%Rh<Q$_&cz@
z$}|RoSiYNC$DGKi%3dRU%Z!X>4!1V0we77NZAY|y?HOGVoVMNjdy>}$*5-AswT-ra
zaM1P+4*gxoweqhTSKniYaq|_l<~bNMo3BNQ63=#%_CsZW(paxal^UPy$aG-3i&yd!
zO|;4MZDBz?nui^v+OGs#nZ!n<8gFu(03-vm>vzlr+jeIf`5;?Ne$wJRLcEs=J^s@{
zb|G12)J_>&t%|y=)Ug$**|ZA^nH1^}ax_R1$9*lKcZz5_Z69VbC)x}pU@~tCTQs!K
z+7eO)f7+)e>!*{PA{1SS>Ziu~u(YsPz6ibCpv(O^<8)dMTg)$}Q9;c}_P|hvfhJxx
z|CQ4^f=X}Y-!`(n|0>Thl=&3O^gN<woH5$?d#|lWHi`TltCUm5SFhb9lVxLHTiaGH
z0xG0^=SwGPo%6h9@otOXae<KNj)}qcB!$wF6DeI;kv_gRn6i1k|40u}S7q8|d(BEm
zYNnIlGUDxhx77(L`jIa6!RIYpr+j>8aoJGyIgT6)<ncKV2wI&CywH!no}$k)1(YkR
z+)bx1{LM3j1etc6DfVZAhzKP7>@D_jv|2`1;&au73~dyUDwu*iCT#H@q;`y1b4|!b
zq~)QocGlFd@_d^A==h)=DX8SDqxO#u+QIR@@0|G#8^P!4zJfxBp6Xm9#XYM8oa$Ts
zC>&6IEEz3>(669j_3S`F+`f9&#gYPxHGlP*Y?cVb{_i|Ik-s}uN{9;y!U>WN6@1~7
zE$%E!@0w&*Wv2r~tvf!fbfk58qOj&z^LDDVXzygb9Vke5V70;BXZAi^c%t>s1%&KW
zU+e3d5Bci&P<G%G=_Z&iJAHA&1qUuw$`bTVZc_9yPxxX;$2{Mr5Tm3$ZN+0Yq#(Y3
zK939kxk@ST4&c=y%1kagN%2rv7Z*8{M_}Jl5Ycz=#Z=OGM^v+};PyyL4%DlzZ<MyS
zFB#}m7ZqHXkU!MiAILX{91|Pc9-CKR9_tQ-mGVx>n$`<<+<i>y;)@T5a>v;73aOt>
zwRi9jrCs(nsd$z8qCj@8YK^X#4wJ-_1Q!Yf&AtdR$rjnUr}@~IP5Vms6m{=uoO>Gg
zsn!s5#`@8kIXT@JsA+ATop3S4cPeYrl{TgHbR<2zYsSSA#~Hu&xw^jHcCPKTo$LH!
zq<nO++m4TRHP0H)3g2*Yx9y4!4j-7V8qCjQ0qed9BYco>V5zKEI3gA(i`q;<k}NK=
z9B8lys#QL&cD7Qkx=1A<Vi9qGpqDa;erZ-GlL47`OAcVkS+?LlwG}Jjxi?aC^uk5}
z@itOyG&-PFW~{bn&_jF16jKq;#i2vOZWF|94L)_*2N0HXk4n`KtY~M}a!{A#PZ#G&
zshED1j(AHn$L1ROvWSDwk}(>S4lKA~M3f=h%1+sVw(#RI4*Ew|_!**Pj&%juD<KyB
zWS>zT`rvX`LEctAgsG={Hrvo1fR94_IqDwkVW5+fQk<CL#8zYEYqL((|HxO3`WgI|
z#Jq$PgGlJ7Uq>~5P-BVu^KwN!Dxj($o^|K8ZqHh$>$Hh9OqtH{K*5WCG^XTF0l(_l
zQ2CO1(&*cH`>&H_x_pN)Pkh*=4ceQy#wZcBQyZm>fu`8fkC|BwLMD#uHEp89nCR2G
zAoAk7-|!`{?@%s-c*~mp`MG5OM6TA(iG$fwzZK104fYIwpXt#tIqUFONuffz_#{13
zw7s>d6QE9r+SvVt`}Cue{W>QCsqx;SJ;cJQ^STfyLTOZ#J!LS1>O@@S6;2+q#^q>c
z(5@&&lMv___#?^lqWKsD2hB+rm_XHk*<c^a&}bWT6Og?6qJM_!!B`Ikf)#?)+DDO5
zfTf_0lQH{b)5)7alQs&!)IxvsgBsdtpa-4@wHMQ0o2O>nsr64@%MR8aDaSPg>Y}Cx
z7IV~&Y3|Wf(kFb+k&b-=&;5O`x29l|!LhdJi?7K#JmT$pm1W1e*3{_=K|KRJw$Ea%
zYNwEYBWTf|str4WF^aN(x@E`FDpDUo+`Q$T27K&#cq-#re&W}6XxFqFwcdQ!Ry`ss
z<(B2VN9yO2mEX`B;)71xTEWMwM-HGJ?5by4;xGKMcdRiSb5}6ltzcYQ{`UP^63`Ir
zMO!Gj*mpF4(s?Qw-`&T4)>aZ1C$s~czxnfi%;Irh5@%j%#~5VY(8nT4R)WfN_nLJk
zF6T9$U#Lq0nfE$T3zLOLc<saj*Z-J@kDWea(uGJ|aaMi70=P?SIi>h#T^B#6nitkH
zm#yr3{?H>WHO@V^)v?6|(aN#fHU)~h;8LAG@M(%iBTQ=P3oY?jO-^OMJlamwU--O8
zqqFUCocQ8ga!{4yxWSqv<#7i-;ewENP>^E|R<z&x;)AtK>NydQ@0V1{g(1f(V?5T{
zp)I;LMA!XX@OHa?{pq%K?V2v;4%_Xw-fH*m-_<nf93r8;!@YKAZ@=Bwaemcc?2iX>
zj!9q=aV0cGCp1Cuy?G22H50(pzYml|^bzeVS!|5HWw5%TjzXkUJ9Jox{AhznFYXgj
zA8<(=U_3_`0j>@jR-kwsL_Uxt<2)&C1Rvko);hGvi(+8NQ6KV!vMXq@4VzN=g|ym+
zE;axe;I?{6g4Yqe#Xc9vUkxMj$ur6AsJA_7Uogh9DP*iEn@#G|KFBM{N>V1W0`)QO
z@~{4dal~d&hzc?qR?I<FF|QN3p)Th6VerN@^bdtifO4VoeY#j56uNxU7-W>H53il<
zD~#tqjx{4hqn+d`@V7@?=Sq{RL(csX>MBi2;jAYQl&3a%p)Oh=5*G_G7eOIcWlk2M
zk9MgseHHv7%BkC~Eq>oF>Y*v3uc|YtJ<m#FaOWun5$l$<|2SY0(Ju3hiQ8hu=rCca
zeW${R03w;^o1a4*Kg!U??G_ZiE1(-+(9d$Z5ZF{cA<aKmSS|TL_&W<1V3h9inITXv
z^m^ZO$VNY3sX*AN0|Ww8?qVyjINewODsOIyx9PiizJS)?2uQe-8({-_B7h~Nhzn_C
zMvA-1K@oNY4Ht}=cd9?!hbHV`b>aqy<Bk9)q{3yi<4VQ5Bms+Lym#_PUVj{S!#g9%
z_cs}^_M^G{E)62?+z&s<;&Slpuq6NB3Zy*sSmJjOoEOlUiu+?g-G)sA#j)S(o>J-)
zoU;O@=%if0iSAGHfG^z7d2-vLC2#<miX+Japieo)0i+Q7Ff#_^39crD*sH3~>?qZE
zA4x=A`5^o;>=kanjveJ#5s><mkK;p+Q9g(2a?nLSHEM7sYYy#@t~0!z3H&3KA9S(k
z8wMi(h==O@BO3~c<A+z2mmMea!8KjgUDt8)^o?iR)3=^$8(TZ={@y`*>-KH+x7D_{
zZz^C`pv`AFt{5>Zj|DNoAm*an?ZOmdF(DIl6F5SX@7L5EtBhPsa_XTaYs6`HQ1%!W
zXQCEl4|?Mdov}#e&`K>3@_n9H>#|%>1<pkPJ+%;{9OMHc{|esFyorejI=MTVW$Vw)
z$fWU(q=n3G9a{Vk#htS7k;~}7t|VWDc4d<U$G;9keWJ^|ia|NgxJbwLqiD&DJ%q2!
zoa7@DvU*Mb1#gOIS9POA=2XY{!)txLe5O*ZS$Y`!14k8JR~HasNJifQ^RgUc8S|ju
zG`+EkqD(&c`gdlSmoU)z(i!rxCg8gjCm2Y1)=-goq)G8?UH8Wtvo1*Ds7nm}Ne=R>
z%7fkd^J~iW=!+qhq?eJVZG$)UH06@j0GviyBn}9_##pGw3)spjjJJXjq@G3u1j7lU
ze5;e4$0a?S_-dXCCAJicm1Vk6<GK)TTYX_qoOIs_yk60_U{C1g<sw=R+Ks*+7-S+j
zho#JO2otBaG8drtmxH|b8d8ss`GAn`)G6h$2_GY8${*cthllqR6!0zuH#TDY+&#rI
z-$_$D_6jKGI>!-1FlrQTQ+2~e49tjZ=0l%S)_~G(r*}PJwPlgXlpV~q3Rc2j1fm&?
zMooyRTLK!&1UP9~M?fjE$z$B(NL7H*PrPLV{@@v;KQ3%IhU$Br<5vwSW0z!2ot|Zo
zt~4XNWE`?0%drQLNf{gS2xPq@;WKuLnBUQVAohp!B}NNAKWnY{<`?^=*q$TtA;$0a
z7I#T$=x|we^b-`G4MbW)BI9EsoCO1J*yQ;OT|u!X!%q2`M<VQNQLYQ-f?v#wpM8!G
z$9YbwjmOHo$y$@WqJA{SRc<J(xBY{o_F#X%?W02`u%1}kH@2>|r*A&jo_YHDcJ2Bt
zKac<BTW_@8y?wRYQu`g-ewD!T#{?!z&K&X=qiTo6T+5+0ih*FBhkWm<p&HRDC|~HZ
z4}t7J+N&^5^6(-kBAa!ByUDy?Q<gvEW9f8AS)k)2h+stg;cn0p*dD)zK$V9E<$xqh
za$rhlkvcMQfG#$-T}2&+YDmo?WX8X!tFG<%(vfM5OS0J0k$KqW>aI<a<*YsGt7^<B
z8U7|-PI>wXxe3Iwy<xEbkg9-})fWWM;@O>Eya1*cZK%3MnJD+RRNi)WfBc)Agjf3%
z@=--Q5u0zxJB7!3@;t}*^`8`N#(esRyx-a!<)Xk{Q2eU0Xl#EGNh;H7Gq$6y=NBSh
zI;M3!#=6i`=-Z7I=H>XvMxY+~5RgZ;0PM?Jvrf`~oCr~2qE06&C4dvf6j||Jp*j+5
z-v<iVgMCFkF7U$z?0{DEuvrIOthu=YXjQmRzxA%U_oggxY;iZZo((@DkQ1MP!5?VS
z1(d(d!Ngrxj>l-uBSDeIJ-Z<8_+~JxdOu>P6k2e>fZ+2I6oJkd)c6q+5&MF2_O;hF
zZ*z+u?LgGAmc!qyXXOc^%ts`A4$u0{BGn(d$ct(HNi>6aWv6%)pf6r4ClEnK?xFDU
znBe>|+Jk*cGdLvAoGzoWjrv4iPnUu=nRT9m+7wg$9v|^j&FWtPCVb{8zKd6RWJt@O
zwv#|pb|vxbxPw;*uo1-iIc^bsPN{G{AGXnd=0(99q26QN3`9ad0gI<k@O$~*?*c2&
z&pGey?)s;v50pQU?MG^Zk6G6{o7?T_8#mjH>o?o}{{8mWo3A-|KJZws7LU3<-&;(4
zYj2X7zzaiFH8*TXg>-$qD(R_5g$Dx$p-dMWJR;nx^avG;<IF{eR=L{vFPaUgAPd>P
z%8QE~lX~)`<t|vNb3I5$#i9<eeqp-_ZAwofg3ct{hR@iJ!*}*yG#qH5IBf7L4LZU$
zl{y<;OM^^@GI^3t77V$*O^A=6JV=r*3Pdqz<WKDA#Va2Td~&ldVZkp@=ozD{Cm3w&
z<@<Jtx~u3rjiSnvhK)%}{;V(rW4=Tc@S1I2LC00f8bd0|fpXq4JJ*uWL%BXep)`(J
zy>x46DOo7eq{*1fLZ%l9KFh&=h+6YV3!`k2`g48BjIxHS+-N~6{+ze(A|LyZ9H7k^
z{VEM@@D08BS!Xe+ceC!e8+$m9b7Cp#{;Ir;3WEaDUfH7qyREd>D@<&A+vppI(fwZZ
zcI*xNuqVz30cJs{$_{>4<2^<^vJ(Lb89zn<Pn$l^g!2JF-VQ!I+S7h<($=<i{5g^M
z>brHN@s)bq8Dx$4Q3MCakrw&GR2|WW^{n&sa6D>Jo{JkVGRp2HJx_jaU4$MMrc?9i
zH^%_4be4ma5Uh}KfaP(kNK=whqxwjr>^`(v#4#J~V@C>#S?g&;%x@6=`Hy_cx-Rn<
zQ((}u3<Dp7Gg(5V!*nh%la8!&jnZIE`|V;z`5MKlQ^LIa>l5Wjx8YBHR9njaY?Dhu
z1;rxf!-2AE2Z<38*-i;7m12Q1eg&+>7%=&GsXa8#9efoa-&Da}?bscC6F@p*?paeY
z=gv#O<<(pRS|@xn&N1J@B04-!Kzz)HQsbQ!zR87WrnlEN+pU|=wVmrXbc`LhJ8!+-
z?%sLBc3manNVsA!9YsKX9B70J!(=YUIGKIJkS|?BKb`X0L@w5hIPzngC_6`?a?az#
zhdNSnUQYgJ!D+*Trxg=HPw3?&>^lf7My2qxD%2#e>SOW2Q`vfBr*b>X#D>dHAclM_
z(xB`!m4^*vSlq6P{uYQkB1Jw>ltLBA6@~3Vwzn(m#eD*I+0|7)$V_-{V(H8$CiyHV
zEx%a6w{U~d7a}Q}7)mJ@gg>FEMOy?vQI6LH3yL}~I%=}kvO)0&E9yv0RpZJm5Bz~W
zp+L?RS=kx$ozJJKf^93Z=wl98Cvat?+eONY^~4LMm`COtKf1oiBBJQKWWwJ))tra_
z#<skKtpjDfpRF5s9iJ5a;zwVkQ7`5>s<Fy!MmYEZhMVwWp33I&s*>mMOhE{C1fMO)
zk4^Ltv+gt@<4?dV@WJ<1Vf{VmG_y<K{<}70FQNdwB*g4WZxi$z=?JvFLybcOFt(4k
zZae+8uMe`9A^gt^(>Z{0W?2*OCkSfU>-g$CQohfa?<|h*Xx`S`UsIsE+U`BL-M;qv
zZ?&&~<E{24zf^ete!IK3*B<b-QAbCnUEVfUPypRO*liE?cia7>dwUPseG~kB$v_8A
z{e7-#&-Y#*5>W8Ht}Y+7gA3?5<&d%5;bA+3jt=7kp}b}7!zGV1jg{jJ#G2-tN@5=4
z?eaqfFh@@LWxmL(pA-1fM}Q-p@%4bD1avw^95ND+al9m7L||7`fh0sggl!>1&~)UK
zXSVzH6GDdrcmX{w$NH)~R6%|aqDyp%`a7{4=Tlp0mvt^HMPI0-(*Daryjt(L-cJ<}
z29S-^giOknh64Sd+i7*?e1N%%J(4-?NQy|w)V}D8A&7lc7hL`TTa~p3vzM*&-Ps%K
zLAoIG_hl=;wYeFzMY_>8Mbsn5SMcp@ZTSPmn_C<HS^BMQT^uU-XZ$M~H}6XD%`Cfz
z3Xrvy7{a#teD>z^?U`pjY&}{`F{mrViX1z7^NR4*U-$<xmzt!SSe@SV8WTM=i6ucj
zX%XP6>b%2zU^}B%7Je>DA6(9h^zZJY%BaOl*F7JEIq}vN3ngp}A-;x(x43$XeUi>R
zp91AdkiNA}2fjZ@rBZ(aq#l?D(NB)OPRv@hetU!tW1+j2)*|ldT7mB(a7gh6S=cvP
zXnDyjPQ8n$B0pw_w7^V(*n37DwULf{(pbkQQSCFae1}DdWR$_K!A@0{9uS^LsBYN!
z;15m6gk1Ga;{HUvuU(%qq?9oawZ7|Oy;%>aS2F0xGU)Z1pXGXu`3YDy8}{v-8;VnY
zA4e2w4yTaf<Y`NDsu4+&4s*Tf?}$ywVj(-IA+13<lNIKV8~M<VREsc9FadP+ZbMI%
z$MJI4N=z#B?@e5F#VUj!<K$!H0aEkg{_{0>(bv$8;o9Uyo^*rn{@vJatGi!shj0Ft
zyu&B$H`@O8i|t1~`^EOfU-;$r$(KLg_736`(VzI(%k5*YywbjT`>nRCAm<|={g_;m
z&kUng>FwP+?FawxA8H?a?nNJa9EBW_VWDKwPaMlmm2h&kNkUkbb+s7)`Q9QqZU@}T
z#u_$D=;TMH5P4Q>U0eimUR(_?+bBDTOmt4c*h3bXi{%Er#&S7qYbPS<;w@CZN{Wv%
zeDxb&Z(scRFSdKP?`dtY&iI5mL4^{@zVy;Z+xLIpA835Tul0<Ezise+t9(|1@8;!z
z^LMtYzr$mlv=0>6-n-Kdlz-~_)9u>kj>qjE!%!fs4ZrOjK4@RRBYS`KSKIBw)}Fn#
z>AS(KkLR9#x;^{!jkcnoj&GFUYq_}3%f3YLND8f~U(czAK|9t!tZT-#?!3Q^!t)s1
z*sJ1LuXA6tK}W1Yo?`}n78Lao;#2?Ec5bw1Z+)cw$A9BLY@hpypY!+7vNy2axa)oW
z#*Oyv-~I9Sum13VxA6lZdk5KGJ;t3vdQ(4Q`WqA+O!2I!tq}2z7?hQli4Gk3lf1i;
z*p@CVXv@aScR%y(1-{6Jr*R%1$72O_#YOO%Qh)uQ>ioC^`x~|}R*b`k=?~Tl7|g+T
z`!4rFRq$vF#<?kTkF9)b0>+8Z%|!uUsfG|^<m><FmkWeglhPpmI^U?EHu8c$gv*D>
zj!qOLZryBu^S}5@?Jxejf3@x3JMg0eJX1@bJJ&bc@BZE2*8Z3O>p$&a@KkkY8sF*4
zwgSZHGe(JjxY!u|=N~7*F9fq13*+M3E4-H~AD`<8-!gXg+!#M`O!|nb?1Mt+#-{|x
zOd4N%$QtGQg~OkoOzFTXw}+*6)~$K-tr#<rVU6oTCNFR{@Q%jL2kO+s{XjfB&P5he
zMdK4)yuJA0mtDFl)T+5!g!k<DM?<*iq0j{3;hLNw&3v4UiXI)PtxVX=VjKCTjbe!w
zbSy<0i7+-Sc`weCBTv0WoU&Mg2g+w+M;(8uoVHq?6VNJK__Z+gy*nF3d@x1Un24T3
zww<&Hq{)dKlMq2O<)A{&Sip6eUxKl26mpJsPL}W&753%KFNzFUY)_daN+U{7zJ}BS
z#Ii1`l0x?=AFnZYl`pugm+%&^N!XMW2%fg7K?#yWU$9d)PADm4jQP?T8)>dNFS@R6
zk}AfstJ!$T_quJ-K=tYq`#|Q1qV3q6V}*_02S7DV8SINRDyl8zsOxzyn>R(z;W$B#
zF@T{B2SptiX7Lh5pdK<8m>zEdSe8oBX^SODTSL`(eSrl&O@>aWD@s`BMY<k_u;;yi
z*G}nEVi%JsKYP%mAyUW|?<qW&LUhZ!1aa34@bkT_B?4jJL31F&4UaWH|M={!r`t2v
zcHFM+c=DmUwyH2->ss5mcC&3u&ObrR;}Z%D`0)pR41%xMGN})K!j}&$#jkpCS9nhW
zf{5=qR(gCaI@xQdN>BOl-qC%h#|qp}M5l*$+ld17lY{$eN8JO->`MMYI}`Ea4qSko
z`A(hebboyBZ|=|f_XpazBYkkxPWF!589z(SuZ!^m3nzyP5J?Yg%f9sQABYa`w*%R6
z;Pin4=sRt9|4w_bd%Hc@6X}BS!ESt??BUVA+w4KIasP0)9cXMW?>}g}d-sC&@0%Vd
ze@A-m?7gM*%}n2Fw;y~{^rlF8cmp9TQlEGBMEh#5ew`QpwsajH+-pbp?fAaNzpFs?
zzRK!Pe%n=kSNZ$0e^+wk9~|6m_YdAuDxQ42dj$Wk%F=bXr}q1rGw!}C=#_8$0~KfT
zlh%OORjw&AvCLvG^od)1KSH6Uwy~zUSQFDE`4t7i+;Qh;RiqDFk2M#^r>q0g1Fbhw
z&7;T{Sd#WWss-u~#nTUEb?iLAh^&K#cKY-D^L20jnnNz^9g>R|7Xhit>&1Jr^l&UV
zz~!QWU|RVYAhN_K(xHnD*j(?#_e<-Tl1?5C;X-6h<K=qis=-;}$`P*a!DNUtWiB8+
zD%4^!n2n@CLiHsRJ(X-EWN5Ms7xU4-SgFa+oRM|__oxNJQZEZ=ANkaj@?I}mMME$V
zDxw-bykMy@i-%J1LUyQiT?7&V$`y>%Uk|zr>vYwNOh+R;8pHC`os)?RP+xB>L$#3t
zM6%drvX{&k#-iG0uG&=HU<bTzeEnD~l2wz{r;6zvr9MBx%_njK<wc$loF#n3^RKF1
zii%K`{D~V?;W3cSGPw{<ZdXq=Yrx}zkv{jjfW>A7(T26*JS#c*S+2bKE8G!L>O86b
zY{$hwW!~UXT73nfwRFVz#c|$A@+1`9i!41^qiMxZ1{LJ?grdl&?b%oG-OQ-GWyyFF
zawe!$HuR0KUsHsF@0bn@Am8VmnF4!L>`y}V#S6MCy$D(7=6yFdPKk9u`u8wHKLlvk
zbzSNLeg0uUujL=si29<-!CLeDrflesaoObD*oJ;1^PZymHgsZ+?|+SV_ehTw9I}5q
z7}govd#gnGiRW7ibYFex<@W6#f3<z*r#{_2{mE}@AAkAP_QG>7w5M)7-ELmH)o$!O
z)oxvXwmo(2Y02MG`jqOPYEO%vx}mb@*7ck1sp~hC-WbxGH?FlC(Dj{m^X86H^4G+_
z-k!R7vps$DMv~epg?CGJx0Jtm?RvX@{d&78vOa!VeCI~HzJ0Cnv*Gm&v@b#lj9H)g
zN8R@3wRT<dw7+=+Thv~3OMQ@Dm(AB?^S1ioZSjqbO+V-CXQBPei#p~whH(@rw|B)S
z0(4-dfXk0rIM^fjQyu$;+soJf1;<F^Eq(Ewvad)^;wI(Y2X}VO)7&VHeUCQL4!!OJ
z8M3l<onMG6{m4=caW@q|R9`A{$DJRFSXaQNrdkW)%Wm#~;xmVg@*%``g0Co;^f8Bj
z6=23=7kptJOp*TaGkYu-RqKqE?}1i6?zS@y?)tLUWS{c2k6I^x+$u&JbB9XpIS_ZW
z{oy+Eb8gE9Qv8hpQiU}}>TuRUFc*M~1tzkzif@I$BHZiaHq?ZSC{)BNwmV?<ylE`*
zH$Nqh&+T9Ip`UjLSPLgdZg-V<ERRWi<>!ASa~<$QX3m+UqEBGXGHZJE!g7WA@fvXJ
zlqq<rl)TC82^LRui}2kjLlbXV*`Opg@DZ*PA@2i1c{ZAmp^j=!%5l(*KyTzmQ<Fhz
z=GcImp<X4bGwc312UA}n{oC0bM}tmaA(o|^huxVXV_UNgddT)*E|8hdU6;51QE!PM
zZ$ei8*1_LIO_YO`uO*Omku3>$B}X|kX`kz|9#lOkb+J8!47`4<)yjU)dINnq#&I=d
z*-2Md)dJ-j^F?5Nfl(rK*oLJDTcWS2jLq!$p7F|Ou+dvGZ9RqksJ7`jQ7_GU$ZYas
zP9!Y{#}=qk%6L`qZ=X^FuZPxO=VJ?}K<F)0y|jqW+l1(gX1v5Y<<tG^TRW}Yf4v=k
z<2NM79l(vYxAl?sqo4g^`@+xvQv1ZqpJ)&Ed5iX}ee$JO+KV6iSi5uoUb}zyZu{^@
zUeq|)z!?e0#!7qh!R__~Kkx(XmFGX|@6_~3kT(s>yy$*F9Lft!mlxoZ)(G|vpZv@m
z<$ZFTKmzHTJnFKIAbZOv4%V}2@C5sMvN<haP?YIA2b$=KQzE}y#jmMx6n^C!-)LX>
z{Ab&}yAKEf;;yXk9>q<DmtTIdegE(K{f#GEt!FU)?SnaDEqd)KgDVe@_cj0b+wmbE
z{5fd%cOPioY%0)vPC@N0`D#Uh--b-`*`@JQ&?gF%xD%{+2Cd#JxwE{j01=;Buf%yv
zxSoy0e6RWwo}Y|$%TQQbE-RQhRKOT@(HDr>@#?b&`u!j-Vo{Q{b)exnig2|?H&(B=
zzx+4;Qv2*rd{#CQ;Lw(Ry0xvHo%X%o^QrbH{|EnCyS{N<;R=Br>m~?Sg~qVCz}%gk
z#&f>x_i=}jM<8Uo+WD6Nm2MEUD&^RTcWuq4wbGCQek@R6eRBt$;E?{%?Z8fdc0d7D
z*%qLiqR+V+b1)_3e*#Y(qteOxsvyz7*hau?Sz_n3MS1(v`V}Vn;sH{TAEa2_RN%)C
z?eNQe@mR^)`d0gEfBUbtzx03m>+Qi?4|IV=pr=4kf$q+=&Gvi#>z``>*8le3ZqM9!
zK7Kt;Ch|39tE*dTpJNoo^VoERhk0~i404%eo?#Eu*n3Fzimwf34u8w~Fx~a`i#lYT
zMn9xl9qenWbHMCAE2XJY{c|x0JXZ@qH*3t$+}oCDDSz;zG-F+TD~2y7)CYa?O!|jE
z^h(HF5zdd|F(KR(PG;h!h_b74LIzM?#_QpU5LnQnDn1-6AmmvXxGE?nHuN|UCL>~-
zg6KVXm6o0)Dv*)nV5(DIlD9a91nuMPh|on7>mv`T?#u^;4swbTP-5ipePD+jq0jBm
z63xiE59*NRtw3nFb0hLygn^<Bu-+uSjFg}~W%q?UDf_?+{p7_A+02E$%-0`0gsh8l
z$iW=y7swtZU;QX=a-%HU7IT#1=a_HE&6AAem+V-l*VGsM_>(5rJ__8Qb)>DfEA@H2
zp>5!aye>@0R{xPNiut20V;l4S%l4l0B(DRL<V;moofeo>41JFMM>*`Ov`BKbmb3{M
zxi5{!cMYhst+XvtTXgDA1B-P((OVSugns(z<ltvMp8ZQ()u-*x)F%X=oOSG|-es5E
z^Poe*w$aRZalh^~?X;|PxL69#A!IM86ub8Wy7QQJ6C8m^-?p=sHrR9-5K9^`DJ(<P
z)6c_z?8Ede+9-M1fc6-g{Fr(M|Jz1a4lw_nAe+$#Yl41{baLM1Lv9L+d7GIJ(s9>{
zAo<X5fuFWLf5`2A+ZFGC50Vkwp6LS0DM0`y`ong_hrsklpv?2FObK_(HaFJWrh?@y
zU5IUNU2mJ4BBdJ}J8ff~$0@key3=lM-E22DZ<wx|uD5GjH`>nTHGiPbAL{c5o*+KZ
z1g$IB<=ZSod>{(qPNVwu9Y0@KXr#G@7;|`8K46`RM_{5bMSncciS0;<y7LpRWA=i$
z{9|nS;c7AYinuM=a80&dlbzQ$H#H9BH4fXqzSFjpatC@_LHG8$Qt@^~*EIec8t08|
zjbA>vrgVD)*=;|Tvb`xe6FljW{HB7fP5F~NI=8mcKa5{Ct!w=8;YX2pK0M?LJ~zNv
z{QR?g7#}JNinsmqF0IPmKX}ZAXP(i`SL`9Hw%(_F7n*O3*i?U8a#HLgfHle^Gz8xe
zA9Cbkf%S2qb;36;@L8jy;|C&LjFBEa(30BIzNEEydZ39p)Epg4Kfh*oD&nz)WAWG<
z;*kSBsMg5)qFezu!MXCMT&QS`vM%F8ko7nRau9)b+^JVV`ZOM0a;_2RE6870>K~lp
zIFavo?BO)Yk8-$e_94=6V-3jH%+=P~mS{8QN+kc`EB`#YQZ6LOUo{@zo#8yefaMl+
zOkYV>J`x;!spS%&iA72l1`P)c5(DC7Gs0T3i8ly=0MPr#pf3dybwyciBP}^760Hxh
zvkY98elDOn=qQLfiSfjy{$u=X-fThR37f;gO(j6v;#*JYtFa8V0*wUpW_Ey!sU&ZN
zB*uBv(UqC=2uo-l($$I&)%oso2VbE|6{B)F3ByWssDbCavc9^lnoJSN3?IrF+B*}K
z!NR`a)w6z!zQ?W}HKy|z*HE_-jJiQ%PS?Eb0>hfflt8ho&Sum0W0S~)ZICuH4<$7?
z9qj|v)}1IHMPAd3=2sgEA~$la{1qvn|C$4iCGsH|S_ce{NLh5rzv1DM?b=vuoa?IN
zwfZaA1~T-W_SjrrlE>S)Yiz>1Z?wa2{+3QEI*BWQc(C!|_9LJ9x%T-l{!;t4kAKpi
z{wE;#wpU(lAO7ga+JpP|+P!=Cd}o+-Qo%E)i*G)7tNq{){$P9g`H#hERVM_V6|LE;
zyI+Q?Z4<Un_8g5-PM8L_i%31R1u;0aqhYfAGU{07qjRt=J%5SJ1RQUf6+&k*$QKo+
z$4`M4x~y<I-Wfh?U-{-Y+UGz2vu*d@u9|XZSpH0Zu?N5M@{8^JelK^11KyWKi(`Eh
zU?ubEphxZb<GIpry!A%gJK0s>dA+S4D_GgzZ)*y!_=NnHf;NJOJq5#j(C+X^?G+61
zjsbxbW^fOWeS>ocKhuqUo13y&Jo3I6RLb#iqQv&oicQvIB{}t-W<ETH4?R5E2<Rt3
z_n4FC1tfS?p-;MF4=`KnnLv0|cI>oU*Pd^G<!}C#_PGG5KvusW|6Dtf{k)UnM*+01
zS9Oeh;!`iSAO7$E2?v;bMHa9=lzH8fH`93vzR2eMCEE^;kCbwJh{PvI_C=j*HK(?f
zwt%n;opFr%=clRi*y2Jp!c}}gP{(;9_G<Y4kUT*p{%0Hnv1;dMwryYP>VR!(pd9l-
zwfa}_lsie14Lk5*^aFXm3d+}dV^r!?rfRMg_^G9Wa$UGwd#3&Mzw?*dzxU_=qqcu%
zza48G;}L@HjqSDez2Ey%`!oN$Kii&q=Gk_<zw1X!PPE>epEX9a`t{t?KjoNPw$Ruo
zxG2Z(eCShrd}1kCpgD|R{-eYgRL>YZCbR9Mn9D*`AjdQ9_}zDN86VEcIpe3HYpns~
z@h6X?ldl>+e8~kL7brX{uY<!jvD^D%>sXgs$GTut@a|`xeUWh7zWe3xNex$nwLdLn
z{>pIg^?#D?7Rcb#m@i?-48X-xZY<IZp*m`-4=+|2w3)O!uVYcKHTj<x7ERU%JLQun
zP_CdEP#$Hv1*alx*O?+QFjoZ@VX;6g{GJ2yV9nB?i!6UCSDjm`JfzNmkdBIg>nt08
z!Hk6YaDGt+KVOJw%<CX!d9{>|;#I&&{~0Gu+Sslh9m8^i^7G(i85x8^aMV5O2_1To
z{K%!aC?h1Vm#Y%5>6rm>lE`}N&ocR>MfeVE=Cft|Yn>rJY2pIMN35NC^ue!sF;AOO
z^rgJzgIq?ggKOZYJPhZ}&o#;kUE|`!&WXS$(%fuE{p7Q)Y-0`iE{k{^6(OYtYJ_%|
zJqG?5C!9F$2NDNF-H56)KmJE~%F6qLPuz{*14w&!bj*q`yN`78`t`5A)?Rz<jrPpb
z&$L4YC1ST{mA`TGRy#aAXh(-f?Z%B8GL@4`9Mk0Y6)b%G;~#HNUB9JmUJ7+$mQs&1
zgd!;$1~|)03JiXG2t2;<9$D{m=4aCDpvpyFLVhVG6&DEwqPy%<nCgsvraDI1DP)iB
z(+N^3cTB;(z1{Y;uYN`TK2%e!nc*ZKc<Sj}?d6wV8Fy8+dnCUt0j=;K?L)^|+dJBA
z_aEGA50vsu@Yc$@-@e5P0<2Tt(K}Q)%vVIkqZA6!RL5O6ozQu-VI}U&@$6{x^P?y2
zNPoOlE=jdNQBV;dnmbX@&E2|Fe>iPl<pZUBFzQeNId`7<C9eagMTZKk_^P!-1rHHS
zNWTa^cj?F<Q%_3SeGxqKmi}7X*}mSs_)EXgUi<Rb6z6aRhX3RR<<HuUTiflse%p7*
zCtBaf`|bleBz2$BA9plui+BXU`$vcV`Ye7t!7}QPZ|cBr+)+Q)KEHpYi-=(yeBg`^
zpOMO^d`Rq+{GR$!S^mO)*1(DKzME-TzS>R1_t*|3zUuu|Z`jD4R%HA&a6F$J#8<+3
z4D^@2^PO7BaaWb+R^viLd<AQMv_-m@8{b`pXe*-bK>j(#R-S>D?fyWbE`~R^ueD$N
zl`pi<{`42y(VqHMKlm5$F4%J)y3v0B4}705lKe}C8oNJSsC@=om_L7rG6^0xko;jw
z`$P6QJ(I8LSL31`e!_Nqr?J?_*vHu6CEs&uUyOt-HsAyMU3%#I#JcGte8i&-$c%S`
zng8(TQTD;H<U@)BRrR#NSN!VS{^4HRJKWV;(D5VPs<r=^*B76D5f@z<hJEBJ;j0{W
zwcOdJ8(3|3GR^nk<AfO7RVE@1RGRe^CuC8UHAAL2Uj%bFVHjgRHbDdl#vtlqbKq)`
z-&}WF{bNtOjl`8IEdH$C@<!GN@y1bXE`uzj4Te}H$edU&kh{wMi&A)neN{4k3_`>e
z8ue_ow5vP9e!B)zA=Mk`XN<Na>rCQ8K6fLed1A~#X_JV4{Z=-CfXd}92S$unS|T8d
ze6+K5Dpx<@Z~7|2Zf3iPC&jFrdZk6#g@~6xTsbSqNnN&OO@3ElIKfFjE$S+oKG4Cl
zs1crl<Ym3v2A7h`;`;81-wc#a8RNAPDTH}$Yk3-mPU{L682CS)sq2^t#;9|ZDFWKm
zSDMX(jcy4SsgB-RD;`l+mmi{lS8LXSXoU-lSda9?UAGNY`q?zgW((`eK6n+g2tR9Y
zmhG_yDnRyplh-8i<_RkFDqXS{;w}Uq=;3Wh0&HwB+5EA+DaS*1j7dCfu|3KcnU{8k
z9r;$KMpyRX6SredeP>5~qZb*aNb|{P`eUjhxK*tZpP)2Yro(rnvW{1^lDvGOfZFd`
z=#M&-)J31|L#gY4EMr+AKk$Qm95OkSl%T?LqEl|i*jf?BF#jQ%2!G+SbX!*+*2db%
zyvSe01w}{VO%eKHUTZGK_J9s(SCsZGko~0gNU!_VUv%KN+i`~HOe+13oBNcHRL}m<
z!#<e~`fWgS#Cl;ab>ipv*_0}U1noY7kmmVJ>+-~R8x_#$M7~SVqLV%T$93C$&#J8E
z9Vot&bwftSTk?GE)@IvW<*oXic5~x;yCu4|cD-${Ueoc#TfzrzU%oyN9V#F@)HwDb
zIpW|rj;Axe{lV*kwFb#vuD8^hWrsJ}L$w&}46hXlVy}N9+VyIvjDumf;Ddk)q%=P7
zMeZnk$R2mBzPZDy8qWoDjRN-r+@FpGrEvyAuYy3{6;a@`f`PV&|F|2da7XjYg+i<!
z|Eb>gunt7rIXo7fcok44*we9gri%nFK%|$zI_}tNzBGoFRUS)GFB%`@@hGU`u@qJp
zrn3k50OK71-}U5pQ>qIcc00z*qZ4OJ*^iLtYrkw7rtr-UYU4wU;bR@^Uvlg#zVpqz
z@J@#65L`XOZyJOA0P!8w+!Vp59A5_~^r1ZwUrNWxY3zM|lmq*6JSG*m+bhR<OloOa
zEa6)pV*SVd8oywOKZ5+&itOX&85f++E0w5PSY?pb0AKURBR1ZvCFA2;mE6hafe!pn
z;EP`P^cs(etn0$D9!FWV4!4&C^TZ$y74-TWK6Y=n`~KDr1;n~|I#dA9h3^sX#!cUT
zz7pVvD+i8Sq!CQZGNja0c!H%H;YI4s;bDT8bbJ8@=PuaAx(cvJ&iCt+3`f94NCj~?
zOaW(XS+%j4gNEjp1DPU$Aq2(39~go~wD1A-K5(3OV#ERa5G=?<o74pj_5FCnBlV6!
zm0olp0-p@@Z=Zyi$#P{JshNS~TE^Ud5LN3jMs^V~_6sU|bRso|2`%UtIL>4p=GdgF
z4VwI==-{VfBudWzrcO@(5u~Ur|H5O_AM&Qq0+Ek-h~OxyC`WxzU}%r7p0a*yH^REz
zPo}cPpSD(skcta5XxP+qx<)$_)Ukn6&x<zrNq6G8ia(!hk%_8Nru3FQZkDno95RI=
z2S2l*mqD?c_pBZl@dsqzi@31eLljPITL${OpwIUJ6MuHF-!uPyfnEuy4i4gnDhQmm
zx3=5n=C%V80_XVf5BmW>O0d<oH#ZdsC@>*FLkC9UL+K$9R5+oFCzV$>6g=>3B;Vso
zprjz0JAg-dCsX7fy5LTr0w%t*)<46`dQ=(|7b@5>`UqP%8fs=MCo*H|w~#E1evY;8
zSEmlnL<BYjSrKS)!J;;@fgmp~B+x-$Ix4*nh&U##G<Ax61E45T$6Dyon7n`UR(g!v
zciZs;ff91G(VxYvEA%iz|Je+J$;cxRJkgLUlkL!9G25JNXzzU{#}bMJ>Y?I?jBldk
zMT2TnR=PE&x`5~Ivp*C_^(Yd3rVJ*j+vG*Reg9D|dCF!dh5=R1z(sQEP@N28qKok=
z4|zYea><r|hGvw4%m>OaU*qiPkEU5!^B=nC&#$iSah~)3gY(E^Ksahjpj@D|SjMCv
zActdB(-D}IJ+pB#FL++hp=X9}XmOIfD3TSE9a6k%-58Y?Jo(5n=^b&!1rPKmZZ8oQ
zAbN*^OaaG13hh$|;`ALhMjrufWUA=<9w;T2f!g@Xa;OdRi1Zh`PzEDd6$cOq(`~8c
zIgr7H*L$`}Nem)bc~GLaz?ic(hz&w=q_p$holHw7n<4fwX1C$h`A92o$mW4Ju*oEK
z^RejHC{Lt^S5PfOCjTf1b;mO{zu<dg<#vRX(a0Ig#|Ftd5&1TS+K7<nP8vGOKA#MR
zmg$eGx9dXACp+c&U<tOIX;a6K{H$x(MxV&Wor~C<lb1TGAM$z`@{o08o;t|&rudWM
z(3Scq7e!m9Al6lRRBAmIjwwG<5>s!oU&SD$7q0`dl(<{w@dw3?$DDsl)0c>ovv~GN
zO`;HTNC6!Ws_g6W5g5i(1m8xGw@9FCY>~cBSjL+o+gordyR6;ix`Y&1E=FHvFA_zJ
z>mqvl7<#ZRVF`KWG<e92etUO7Z}fu3c;w*JcWU<(q{6@94{dEVKIr4{mOEtH2X)l6
zjWs^hr8))92L})QHZwu(A<r5g^Q&;YExg+v?7h|QJ@{tZ+rO*8XiuFT$vek#5v!BC
zZ}IjwTDcP!Z)?M+wtRq{{EZ+Vdxnl<E)sS8)-mS>NGPS;`xDgK4cVyiaaL<mY3$?7
zWCX`ihT>5o$jzzq{BXw=n<z(JkJy94-gqZSZN&F>M#_@u8o`S|E6yY2Y!xDwWBx?!
z1Jdh@V+XOx7a@k-UXd;rpVUkrn#f@v`yt1y?POoHU*nxC?}PSnN9(%C(S?$~Qci8^
zycg#(?ncXd(oJxWeqcXigRJ7Y@?M|6YEAw6Yshk6j=c_BM*Ri1^IdP%i2@$9WEp4H
z;cLs#2fCFeq2E6ymLJ578w||3^h=w4X|3qXaj9LbkQ@)diS9W1BlU+8<v*Ss-qNwe
z<41gc!yhEwiVq@^@~d`Njj1QE2zKJapPhCQ7OU)W5zg+2If#QgDa9@a$}gf03&mxK
zLo6`nG&&Z7b1bOXKmye16-rAT?7?t{S?OG)BuMfW5*xy@;4+#>Dw~8~mQYk*fD{tK
zzM@X4WYWALwbW3^9;_hzaM6M@KigTH19IqJ430#l(JL>hd*~xJ%Ge}>VI7o*Miz@#
z{;9WJRUx4e=+HBe&5gu=;^@WcKnske$cn0GT-qGHiHKmc;UK_knr=B5u|Bdm$mvh{
zfh=M14&jKX@Bc!NH#w0d5mk1$uo#f_N-aZs>x&xldVx!&;gUDrOb7qzFa4>Ckfm+v
zV9u)yjVB2<VDyE~XctQ)h;b;@3u(>skmnB_?psXS`xOv`gr|J>s!|beA^Xmp`QtuA
zT_kb$%CO9+bp*U+{Dc*CM|J8CeGkE)dOR-A;ce)fSeo-wn5rQ2aDDFx*-7;^+Cz^~
zVm_TJsrh{8i1s{($@8zgbxR<6UjZ(Uqw%c>t1H~mCFqEC<PS^nHB*Y-2wpbC3;$?c
zNFC&7j1}biIo>nwG%Hv>-j(iyrjXlpjDxjC0M6JpR=50kMFdr<)g08?uM523$GG_e
z5fBrsxxz$ENuV3M;Sa&3?Td96IwdI{<gYZOUhTO5!NoBo156xKwRbp>a+h(uIdGOv
z^44t&NU?)j3U1)Kst24Vtw()CP{`Z%T<9}4o>`#p+!F{Q9Y_*v5nw5GU?*96!bX+R
zkADgtD?ugWP*4_ol!9Qs{}!XM4V%=)!9Du(+YjJ*bkwOI?vvMkX0o01a;A$S?rL-4
zq`CDS?qlb1fbW6}<#)#6Z?tfp-jy;|+m1}vN45zmgoCK7JZxS<cdiZ3TlxpTxIB^{
z`4FGL)$0rmS_7!F4cJpQs6IRK`iSq}=3601>4UWz<FOt3^P@xVCr8HosGf@t#!Q>5
z#?|)-!Y5O@5L9whMCnrCY&$&QjVSXyf5b(+;M3L%t;C#-0<W=+F!@df5I_`49u#{)
zd<go63KhrGp)~Y12o6w4d)<)uabR48Xf@I$7^<a@{9t^HDEb@8$kd4|a-$&4F*<(%
zsEGq+1f|*lhEA&^>+H%(e89R8b(F?+fPgaz$^>;~8)J*{xeU4QpebA%f1xIMl@={v
zk=5yqyDV9#aflIPP$?-+uvON7xH<B)Nlfz8>18sGESo6D&YQv(FvVZxiksxN`jY{r
z%X4Uc)=MueT4a@YY@%5ws*_a-jCx0k3kDu(V8F>oD;p>ED%oqwOJSrb147SeC+&Qv
zr}W`NVF++JSxF;h2g1CynFx`n8{{j9wIcDdW7ivH2`JtIWJk15S;~Dn(XkwZ=mZPQ
z<w8@~FG-6?^M|25f?e+v;XnD;e*t*ozWHACJ=K9`0^;~JuamZS$OqSs9gGo7ARp_R
zwHqgO^4v+|tI;e+;Fj9_SdL4qx$U;Gb)&6s?nuX`_ykrWji)Za2qyRnvFp;cvvo~@
z2>}IxLs;tdo2df|e89iwi@LCjwQbpsyq_u<p@G-0A{djpF8>0`?n9)ZcE}^m{ZWTr
z@}b+$q{<B1#N9@0*KuY|p)U}<x!<m1>d}Q#Y4qJvf-?VFpL|N7hCZHA<@j~#;5QyU
z@mHbAe>{Q`0W85@v?E9!j(bw;qMU)*gr7ko!J`7*m{abQ#@t%A0%;R|K%QA5Weggd
z))4(NNcITweEprjT1|BfopI96-_+sp(`Sso<}d<T{GqbtCBs^Deat)kLY|>GQ3Q{A
z^rc+c33;s26Z%QRXI@ikW6H4%Z8UbqY<|ix4(5@y8^6$~fVlLkKGum+=_VM)kM#^Q
zbtdTuIc2UG^nLZP*A}S9Q0_glD3s1mngCBSQNtu%=Gm<C(HQb0jR?+^_ejVli<`+{
zbM69BtykIZQ)=<ODw4dgq2MDijICci<h$}%>|`DS^qZX5OWHG}g6k?{C^L4JMZIY7
zZdH6?4E7(62uTDTI6m;b=|n$+Ctc=XPMghCtuvDIrWX0A<CV7KcnsKe=RO*cF_k|+
zaDs;Vq5KGtV9j0l+SyKrUWfierbo$;_T=$sjv_CfbzeX!15^xq>|^Tj7aLb>Qr_%+
zCoJ<xAv^RokoDJz!ZPDl!x9>K)h2+dfm}_7)YV1=#W7A$>%n#`$W~UhgN)@}&Jzyp
zQYs_^zH63!&{y;sMNl@x8q{kB6s|+dSg4l~t{dfz!4A+@T$G=}!!H#R#h}Wh7wdRi
z7}WH3zqc5yW;`NNlYCu)V~y1^?*bF=OBc`R@|XgF?Edkg=t%ag_)ak&oQ!8%vw<3u
z<%3^*@XBAK=3qoz1=C)$wi#iLi+Ed^V2E%iK5WGcAV64eI~zNqYyLh~zMhIZ&J{Sg
z!<=xMadGTpR{8i~R0cT&qVQejcpmdK5Bud$w5Slr*2o7OALvks)HalEC|I&R&gWNz
zDM;jlVH*mP;yZk~`^VOg%|Yx15oji<E{;Fsl%`DB#~28h$deLO5r8SBtiB+=@0I}A
zsUJ~D%6bRmek)$G$tN9%diNnBkH6MQlbB1TbrD2x&7D;93HqEyz{h@qZJr0uhu!CO
z$~c`@0L+iG93JwaOuhmRzWmExX&=x|dAQQ0&IY3F0AIF5K8Y|c`&TB~i=tiRZ5LEy
zQQqWn;uFS+@05zDV;%N4T}-l1mF^3lF|OD@wGLS~%JHKkCN4;%!*gpD2!uR7^LoZM
z+ZS>}iv3rNtM5_3VT%-|6qV-#b~t}{w19K#s1=0{K{DQhMvg$fs8IbZhilN~lDoJR
zUhedpHhOc?#Dc+Y^OPqwOG?Qk)nBZ)kSU7IA{JaBRYlv%Q|zcm)JKgEyi5K@4V`>-
zAUK~C67s-U4I^G$&p{Kc&=UuM57-V-u6i9X8B7&CbSbfq;afc~;U7*E?xcftS|<AQ
zj9R91r0Q!tF~(35{bl<?>gjo73qhGw6=c@<SIk;3@e*m+5W1bm0L)F9(2#$Yv1n58
z0@BX<k&gyBaUook4NPM@jvM-pxv7(`|EvqSn2$PP73syim=ok6G*aJ{={(CdIP*=#
zpHlFnA8*pyyy?s9hg54sFSea^;cwAk15jW17z{R=#<ChXpJofnD>Sj4Zs$ZNvk1Oj
z&N0MsJ_zJ!YQp$e%E4M!eN@FuAluiN!|rGTsmA;u8JPLtp9ePg?e%{F#ap{oE@1oO
z-`J`!^6YC!_Drdlni6ncFTIThK_`iIYCI~$O#%H&cnl;hr9XnpQ%wi9!1jyfoOk&=
zsy|ChFW0@~%XU8s0Qqr-Q=PCk+l?)L2x8M8qPu^v+wSk)YxnN&wmp9bHQy+rVAgMY
zA1ct<ZO4cE{=_}sa1gdZ^0^io>vWaJCHPvg{d<0fc%SEs5BIEV_*NPXo<}PDR(gwP
zDhV_z_=*6I^`mO#y^d9g;6hA}6UaeJP^@)=AM)$AsjcuW64EiOKNrI1B6Mx&7~4|+
zI~yCK&30{zAI#WNDpJaiU&N1E@Zmx16RBUGb)^df+jRV*i@<eNvXp(7)WK{9sY*kS
z^sQ|w&kv7CmNo=&{7HXM{6NF1=E!#=*Ljv(dFzHxu!mmsNw)}{e)Pn0YNL9-L)ZGH
zllJ~@aP*7kZ_+TIeCVW3jrCs?^8P^+^f6B!dmRs&cl^nP4;N4(&l_N><Rn(~vGOZt
z(xJ)<deKi1JB%3~b>hXICkKmXd3<4c<nV{e*sZyaJLZg2<CmXE<7cy>ZP~sRdFhI~
zw%EZ1o9yLJHt`^jk4cR89$CRRKH(d;;&C7jD!)snJfiGbjGt%g`EV#-XNOLIKfMHM
ztqpq!JQ`jxYN<X(FlbS%nxG4S!=}i#ZjUo*&h&A9nkuAN6m9x)pw~a-$XE`|op1*x
zut$|@lH)D1$h($_wkj4vWUYhz2?t8F0p8s8A6J)TgYRXNyn@wdTGV5)JX#9KS2=nL
z0#z4f2OE?vq8AYy7-2VM4wB-+k9?s@o+nWx%v_YsOC9`yZeP_)cmgV2G~-0(1F8Ch
zIY4>ziF{R?c?U-wq9q=lf^yBNsdzo<r7urGyO43oX-E!1ociUClIzOP1L?JFc4-+x
z)~;NDn&r!g+EBfz(pLS-Gq~6J2u_ytmU=>^WIAG_gr^-ciG13vas<=C4h2@y$@CQ?
z;`l*KGS!D<I1bpGIf)ec!-N?mpoYK!paSx61>{mq=+z1e(O9#r&v@34dv~D&K02uL
z;mIa{c%*;^;yZEqswdi7+;G2~AH<CH)A8d)1S5zOg=H--R_4twxdr4fg491lEb^wP
zHXb9?{h^TgUL?J$D#jYfvUK@wPExOHVgpSG=8^~koDWBgbunP|sj<<@_3~+cbASUv
z3`#>hCz9cVWjxAo!1v1XwOf*7p8Q>~BKMald-$xyk=i3mu*;(ld))Dru2TiEr+kgt
z;epBr3c}Xgb2pxDH=cc|J@foa?PPPOy?$`mzVTqUJ=j(7dMx{nPTS$ZaogQH@UPMB
z?(epHdk_2_#O&p(>Tj(nAW?wpwWc8)9y7Kxr+jr;9AB#n)LPqGUu#>u1H;$09o|&{
zeqZB0RGD8I<1Va7^S7yBYg746$@}?B1z`Nr+VyJ$j|6SHc+@xvXJ`{YdZ0i@^TiK%
z&~}@)4srM+n29y-Ih71~o}DGQbHM6=Qb81?;K{!pMqs7>Jp?Z>bTChG$6E)2Y+yWE
zg{QK6Wy2R1{;D|zX_UFsysr8U(ay$pyCz3m+f;sYO=W(tA@4FvqaVS*HqBj~|2SUP
z2>4bM;I7CXrQDgMXM#NYNn_YHt+y?eH>~f>cPC8*u#8<gS2@P=&cD~3)7Tg2|IA-~
zM!*<>{D%CpsebrSn7@uJFJ?G0B<Z}rZ37pn556&kADTcv=e#vYx^W{v+s*e4`|h;*
zqEGfNk6U(9mIXo5Wt{?h-Wux$B^pb7@L3iR1WP9Ya@@IR4alF2)ql*5HHdhpf@4dB
z58!w#@|1#fzRK_9M0)x56RqF4Nx*T<-WV6A_-Xe@7m6Z(cd(AFdRJv%KIIo3_jH``
zT)ZC<Q4_B_b+e*lSO=AS##by}J@CK>1i1bpT0ky>n6Aocl@##sIZ)5k$D}_Dae~SM
zP@nu2sOrm$s2Z)wP^0!`HycDrz>b%Kv<5SZYJn-iJC8WA1{Dx3@nFZ{Gh!@L-!)y5
z=cQ;w=`HHpEt+cE(x_ewc@ARui)}cKnUzgBKmeOYbv6Vzehpny-$h%KWutznFO%n2
z%UIex10LmNZ5Pnb#RQkMrN*^=(-fcBA)MDzoUx|wD%y+A^*_{%G>E9~VY>su*(m&)
zMYC8F<Jw##&q1}THrdWqY>qHGL|swTLp>ZM7ja^CnnG@;J%D491;&2B2_)+y@YmXN
z@H<WfweFJw_Pb0W=eowF&E3xxXUd5pHhl8ZSwz4lio1zW^7{HZ(JT;r+VP#M@q+<D
z#{_@qD^l5C&BcjVH1HIpLH@yr$}6ZlPqNQCLdL1e^+N=q>u}Ihx}r_cvFiD$*`93s
z0`Ws8CdnTvpgi2)ZwE>b6jUCo4IcMw)cnY&a)yFn?!@vV3p&}-&fnH>;9rTWzC4#A
zE@<$PDim9Wt;dJQ>L-HOy9#pe9i6m03T*F*fB)d59V&=D-MH3nD8RVM9W@0&2iyhL
zZbT4Bkj3K?oXij9V}4{}U;a7L+8Ez5hgdsWYg%{&nu?m*+NOdw-?3D%$*2e#70~hc
zf$y%e<FN(_N;F)Bk!rswxh?74k)CY@N87SV!S9+<<z=k=&f=ym!5w-C68Tnu9mzpz
zr#9Og{9LhuW>$3uC2Ht3UKe>zl_79HA;^>6T*xBDDUA9GoOsTIz=;nR`p%_Ne!iFZ
zh`pOJ4tKK&YPHUpO%)yJ5zPBnA*ttkc?Xh(nG$6B&Z)*kkjvZf^v5{qle@eGwGQCu
zRlbkoQhBwL<Hf7zvlVWg1P{OZr-l_sulwhd3D$Q++tMq)N><BX7rb1&$a;=%=^byV
z#P>K8jEa>+z)U@k)CDr0#aFCBfL$US$qMkDaL=d4BKvd+Bb|&fK1A7+hV8iy_=#uP
zzN-8xb%c+M@l5{U+paaotO>?|jupl$Kb&dIXQ!GUwPnmv&-lX+XOiQ4j!&fzvfZp%
zQotUh@pC-w%O8jGhnBv|$nYz5vQ6y>o+0MJx|HWv^>oB*J?Vl|TyDU`8dF|tXq`1G
zBB*v?eZ_bzzd(2QwSSU1kWRh?oOoC_Rj90aeRJjw;Y6OkoQs6iLPHIJ9cB0^<z&s|
zf~sMGXFd{3N2d537$Oc5mFuK$qCTWtE>wMNL+0oTQTZHX3^7}){~G(KAu#GhUuF{?
ziy98PvVO=r8JJ@}v8Yc=wUZ#1)X7c82=z*ot#Q<b0y9#4R`O83!mGSqD_BOZ)<(#M
z#DGwiS*625nj$5-*Jy?>svH@$9~cjZ`wT@R(jE}m=mptc%zQ7yXdg1p8Xmj3F8LLK
z3IO5s{X37ml)B#KLgb?@vYrY5jr=6aCjH62k}v(EK-cCRx!PjR3@gH%YVKUgR^5QC
zz(v$lZROR{W#F=8Z7+XHSGlXjC;E54sg0RCXdCTNCz*frn_q2T{pxG&X?`A6n?88%
z+2`8LTQ?Pa@oQ7Z?b@~L+Q11SWVeWT;NF9K?USGUWP9$ZXM6{eyH}^OPPGmgBFHF;
z0K|cw>L#iFr23q^Q##UIkhryVr1w;CSugSJ1!Fruo2nGK;0L*#KyLaMZ+W_{b*P=V
zW7`<h@T+1D<kLo{)Wb`8_0P94U`GW|-1X%SEk1V8sy2t>bAdpgx9{I;U;El?>X`R?
zJiM??Wp<#=>)Y+smtIy|^(P+v_`7$JRRi`2e?6LX`+|YGGX=r?64#jm;nM?u;s36J
z=sm52U4BLGgkO2v_uZ}g$EsIw&998{t6B%TKseROKQ1P?2sv!KdkVs}9`5bllMP1-
z#x(ETdi4TRFrfYI%=@<fw8n_jHk59Nx25$*5Xgnn0|nzOwS8TP955aYg1dZtp_{)s
zNMk!zolKB#2+TAN1@Gwf4^(icnO`guQReI5j%53h8XTW+$B#SG3h>qDNP6PJPeG-E
zqR;=*7us+A)33;P#OVZ;><`=xJZsmlZ?*6E-tW<vc4S}tFv5YxUxZHXa{2;_Ib_{3
zuf71wpJVpih_623Aun-Vgm4kVFPbsm8k6eq<-RURu#xhS<PK!Bzn)I%-oC~JUph>T
z)B2cO`NHGo7tqv?=AVm{lT!t3GJrn$Mag~X*_X^d^Qe`?dgQyGof7!7Hchfgx(~&R
z=fopDRJ#-9@gZ{9${P0fLnEiL&^J7LSU&yL|LRxTXMW<dZSVe`_aW9Rk9=)yZ?<Qj
zeX9N75B*@<xqef=;T;RvhaJ+#g$TsAQ81Pma~ykIC@RqyG~ePge!sJ<R9(a|qq5~>
z3qK^n7=0|Tj?f`Hkm1PUcs$aDAQzJCGuF*TH+^G^=5k2ozXJugmQ!n)=&{##WFN^^
z)_}T`J*<hixaL>pc6ax*?zx~*KrSD!w&TV{+z;j$1<zi8!Rb{&e#6|W#h1SD_cI5W
zGT~9I@Buu6&69;yAU{zv6e4J#J%919g_HHe!f~ybY-BFOrv@3W`YP|&F`x1v<g&dw
z@H34<*col;CsawhQrkv}9b8z`W{PcWbk)X!))A;&4q>p3noi6hc(pc$1|tP{jXvDU
zDP`wfnQfxVU`(}9PWgIa)hEzm9(l{A{$#pe{j>2p2oRq;UxxG}J>H!|x|Hc(mHu6H
zp-dQM;gr6h0w%B-4>k<xG>?iX(`)r$rpY29z7zxv1qYtd!e#60RF<!O*Tej(6sQuj
z+W0Pdut$Gpd3eor5FQjP7xp+CFOe9PQObtozW}Y^u<6HJpM{~Z_+x&6=CRsdgz$-=
zWYC;*a4~wzMqqKRotnqdKh)_}MUTy6p<XBc?OSbq?~S(i#y`@WowUu3Ywdo!+5TTY
z`GxkmpZj9_#3w)9_7v>!)2-kB>F;PC`N)gyt^&0E-QD)whn^QdPWaf(N%>2!f4Tj!
zKl(%MJ3js?1u@*g;smrIcf{SGSUDrG=ThVtK#j{0i})^y=eKf!c$`#v3~j)WPn})Y
zXrtC^O>&FAbH3v{&2GVP+zJu47Nobcfs=3SQzb*aU;Xwp!5=}(I_pp;$*;WeTKmN>
z{(=s6c~i#`!HB{toxJ&_v6Xi7Lkc3k@B77%{^4;iO0!~Jfc{P7<*WU(eFrJX5J2te
zr0x^E0@>bw+@0T-{H_9neMMxn*<RafFKpjzs|pyngMFZ&`rhrkUIRy``|YDIJkwr!
z;W-7oF%}c&2HC~_6j|B5vEBII*bVOR2@eh)v|sy;uR1VfBph!93paOm)PRQrxaX!|
zf{gDpYdi|hw>H<?jaxU`?K}6hP7mA{-`mQg4Fr39|1Wpucs4WwjTj#`@C#|r+<dBi
z_}LfQfBc{P<@S?5`ct0MtxcY%<$S>&f7)L7@Kf!-^TYqWwsY%Q`F&60$Uv9*k{)jS
z_--ukaHRVpaHp(!P~FoS2Z7Sv{X@;|s^(Ju&>A>!fE0mGJ<IHKC%+gc8Sbny?{QH@
zuzjivR?exc*l{f)$6ZE#9PYaM606;nKM3MND(s*Se861#T?vh4eS<rs*|&swM}$SW
zDL&(fK%D?y<59af{<xDGkELKP7hv?m@O|fBO#0?sl#l2l`uS%*)c)q*{lB+A|9|`o
z?akM3TL*n_$k#V+UTd#>{G;uE^}qR3?V~Th>PK{r&lG5$t+n+Ww|`_rda=ikY>D`V
zL;Oe(e9ZY>#{2OPF2rOAesQ3wet2hyIb|<WjgJS)_J`!SPt19P^Dq}Uo)eYpE<MMb
z17+z#xdUtFSj64_jdjhx{`k3Te<)BqjyPnP3qRta46Eu;Do%Cr`Qk@D+-_`N_uApz
z6$xk$kbjZOp!mbLUU7O=_|^%A<)lTC_@r;Nue3mUGBia{956ls`Jc&(Dw@)o18nGp
z1B`?k33zcao5H{+CE)--#vHOC?>vpv!1f?Pr^*x9xW8%yn?H`O3_K`je5?Z@bPV!|
zv9D+Ys_#JdE0jNmdN<2<#T)F4&9KzETEqcErWSf2PBvEO@|XftmJQPy+Jvrw^ydvl
zsLd5Him)FEwzoi?z<TXrqtZ?<z~1=T+OgiL<eft{H4SyC*u~;0t^SrFw2czItVTC5
z`gvI6mXXTv+zo5MW!m7S$XgtKWV0?1fpC=Ae4NvZ?*d_SDyX13(B+k-RC2VTtvjBy
zxeVbWa9N8%iop*3Iq4uq#~Zy~%u17wy^$Lw#i;T4RWIxUt2$|HZavjjc3*FMum76H
zd7?nzM!R=*v;DoF`a=8JpZ&ao;ZONlP#y>Pj_>@g_OXw?q`>2?w)<eWJ^#WB-uyX1
zJ3vtSn_vBn_Q(F%A8X(K>L(jNqo7@1dz4N%Z1Npg%YgBa!>&HXW~Q=S?tsc;i*~M{
ztRg4N;Bl9xzYLqA`Xo2S<kBtE=prt9RY0%zTG^rf34g}^KqYpB1`<y4fz(=c`r|`9
z=&1Rqwho$9;v~vluuTnqRVVu|zy4bLh0p)IloAXpP(J1kquMA)&`Z1V{4?#3{DB{k
zd7;O4Ddn!O3g+VzY^DR|ik~(n5Q2wI+#TdDDsRTwc65l3zxYXH?glH@coc)172BH6
zJ<b1H_wTkh-n!Gi`cJ>+yRq9lYwh>`p5M`a+o!+H!Q0LjW968QW3T3ERl(f$`gH}Y
z3ZzaI@MwA5KHP0T@)JMXzVhWa9bjMw$1gwN;k6~+hQ>rpWJuS#BERQ8^lW?e)mPeY
z{Q9rAH@@+v0=w<Dy}jc{SoUQvdlz4m#n*W8!7IjO&+BDH?LYCckG9|TUEkgQlmG0m
zv>*TbKj91VZ3TEtGeI|j&5c_-?GOEn|8iTu_H;Y;on|fs6tF2poA(k0RkqFJ)O^De
z7{|*WdAfb{`4`%4`Rdnx^UJn_$4xwsh#{*cwU&nSB2~Of2eJ-^l|Ru%0O0N?)dY0@
zAlT-HE>_OkD<6BY-FoU~`-i{&o9!EK-u3voc=ER<tn)L=G*0atWbT)Mjf)rct%2AU
z^#vG%&&du59d>3MpmmH-^LQ`^9g$Hx?I+Ur&wa<I+p8~sto^OO^Y6Dm|9|?6?VDeH
z6XRt|+!fv4-fqvl@S*lU{h$3W+Osdb)DHG{RjqwRA*x0lkMrPbCPfr?UXR+hz5Jq|
zFaFxs-|$7o3hy$gYaSIMaOZgCc#7kcraUXIfM0zw{;-=1E4$y|VwJJ``0yIjdeC~s
z2M5y0sS{oHj~k+2Ye2ft!XD^zjTaDd3ZS{mtT}TqEIK_sXiweTYQIm%%5yhwwrg6m
zagicBxu}p@KL#RP+rH-Xst{Ix(1C+93t~dDkm!rCGy&YPhPN%fsZXRYfyF|WNdlDO
zP#t-o%Nmxm0J+csT+&N!OGYg)>fB}&HzKyvqQv&T(}Yh_9b#h%_yAXGPPVPS#2D)m
zeSXqY79!x1lmqs@HN5i76h0wLWJi>($Z$}3Q$mS|?Z|s<(va`eOar?@@uqdOi#;Va
z!r{a$vLtB~lOOrO*y+H!2-&vKkKy9Rs<6=5515u74RkSf6S<g!MO<jiB{e;4@B)n}
zJC@M^uifBc<09#0Xb@88Y3Lo<<PO$QBuPCkk}~&R2UV{A)J_fK1gwmBK3;sHh!bU{
zbP#z3EZm_XaLT(TRQs(#omj?42qde&TGxbGew$U~4|It*p>W62cP~};2`bw}h{jvu
zS!cabA2m8r_ap`<A*g;rmk$mFk>{HN6rAwEC_W&ie0<O<J`}`#q)q8SE_6}mhbMYn
z%A;Sh8>;7nPC+5VT_J)?pYCMyn)00HA%9p&J|PXB+R+a@PK@|cJc1z44NiqaR=hKv
zoe5s*`DWe@=FtG(5IvHdg6ESX1<p#(R6aeDtb&Dhd?5WtZH<6M`mV{w%`*j4tK03`
z`cB(fC*5i{l-}IjX&>5pwte)*^X<9qn-13ZP6$wRk+gSTww@{Q-FCpq$$W43e%nwW
zOfV6)hRxLZ`Ead=z2m)hUvek1;c)*!+r9gyg4caNdU3{G*Tchhw13bJc6a^!^a*e2
zAFz&A+KB=f-i9a0*x$X^Zom0P+gAXkjnHetj~%FMzFEK@eB$Jxc5!hWK4e{<9%_;_
z7Uqciw7$R)cxIjT<i+HEcywV!7kArQcj{aD;}ae&;Mr0IXA0<#<l|%Ruq#MD<S_>2
zeFszXvbU@8-Mg!c%DuL$i-vo9hwa|Jf_24PhleNaKxLBxx`W-rwtIgs+B^{5zwZmr
zeYHK*xCjc5bTPuaE{94FPF8%^{=xoHyL*4X-MxF?7b>*n&N#NInfxc;$*<_x*TwDr
zF3+W_{y^(RZTEM@6aP?o#=@A<dmxt_st+w6^{r!7gqsMe33xR;`{q!7*ca_;jXhAi
zJ^PGf9N#K{KHc~F<y=JoOdcQOBizi|-Pb%nkUbB0*Fp1wPw)>PvV?d<WEUS%j~xmy
z5BDC3c)tFq-Iw2~Ka^t~%kntSq4t(Tjsf+hbWi^0;?KI&hG*p;sNcPP&5e9^u&4FL
zg^v7mB7G;UJq5hbk^HcCARVIJeWm-_v!v%x_Uy`^_a5-!QR&CmTC2ybSJ|&{S;w^e
zC10Ij=ia*HWWRKB{Bk#cLu-kfRA2r2kGHS9@#Afm$CN}@jmPxN@ITHRkT*oNnS0ao
z_StcD+;T<dlZ<6J*yH3iP_~7T2}BtM{{Ba#;=hweuFC2cMlvIt`pqgn+eegqg~cDT
zQRy1&vo6_;3{vFTBYid12Lb$v2YJ*IBF6@Y&G319(N|U)9J&o9)}sw~XkR4QhxG5d
zs;a(_s62(B%9j@@hU|!tL3hZ804+G#_rh5()RkeVE#29V{=H|L4X?Bz6U59{^WcT8
z&~Rs$dK3v!4r@v-J1}~=SZ#soy<pAw(51mE{+r4r=&R!cmj-dwmfdL&a~NTg^hgF8
z?1h=~Zr;H%q^^l|7(#C3_2V*nB<mG7X=ApD^~D`1p6jbCdsjH2f9G5-Ak{6!2~md?
z7s0knh&3L0S`K`@`1r}OjJ5zvz?|}vomJzpXo4TIt7}_r_3%ME*?m(?-tt>-2d5kD
zAAjj<?W<q@Mtl0{r*&e{$z7ZNhn|1l&-5J~#fQDFDUX%D`>3<eu}*0Bbu#(H$3M}Y
zf9_caxWqxHip+e+R=$NQD2CV!bef7(<e+4zgO3NLN47dhaX<x8g}xAhu!9fP#q+z;
zq0W6L&7@#an*2=UK-_U8@FoD~?M<E&R8VuKu~?6S0s>5U?i0Pll@YKXaxzxEKlG;Y
z`#D1VK%lOAPV|0z8~><3sC4nRsAbiL$4mTk!zVoFdE!r<Gk%_xy`y088?V164*)F=
z>A+W9bl|z|Ydh_w7eAsCFrQi{P}tMSUV)8hkLQ3@K9pWY@8^T}?zKDj-)#5q-_Z&A
zLA!nLt@gEVe6{`KFaP8A+Bd)4UVHP)?Q3uRX8X$5ztp}g`pWCS)$ZK;dOKL#Z^x^$
z(T`Z{wG~|<oGSAF#y8(;5AN*hB4Vvw=T0ymx!aMAYw_5`?*4tPiF*o?9w-1*UUX0W
zKG?q}y5H^|+-`3k-f3TZ^Be8UU;2uI3Jp)Ta`)KJ?fNSe7`*~_)vT=?D|ltq5k!Sg
z`6dngZFpg*{knqObuK&<Xz1#~Uq8os@+ye+w7+uHo_gw5`^bks+J5C%zSw^2pL~e}
zMHfP=zH3Py*^Q00_Q~(~wzjgS`PFgYbtyf3V9dv>*O@#lKI@IIq{CwRU|z}JSG(H}
z_EhH1AIFT=hvtzkm`AnpIL|cRQ(b8JIM81_%ZqN-Hu;$U7-t+Wu`Qe`;6jHkG)@#0
zD~P*uSHYCz&rT0zvWRyJ=*Rwz;W5HB4pMZX$Hy5xi>G6Na~5@6ta0pd0mfq$+nZbn
z;D7mImAPQG^5L*!f4c`C4)lj+_4n*kPqpWseZKwjul{`dna})O+gH%&yR&M+IcRfR
z`mSATzx(%oU)#REqrT$!##$~Ahl_0;FX&^u@gzh%L(MxE>^1EE$j2BZsd3?Jej1ua
zlzFViLlSYt$lib+>{t=0Baf5zGSW`s1D+g@N4(R(m}Q3|ZND?Yqeb;Be!NR2-=bUA
z(8jTc7}()wl^L(pZfbpQZ!197akP89tNFU4<Mn>~`rX^@-qBla?`*5xJJ@X>xplSA
z41WNE;edU}E3@U)48ttITnm(O@S_1aErx7cUAT3pW3dd17u=Xs=aiz35_wBR6%1ZN
zwv#Wo9c{eXOc8uqOUfB?rNfEaJE$~6^0E4c?w6tOe~OD+U8ZjlKDZtN`zSGvNvVjr
zDI3EtNU+5vT*XWJM=v2A2%ki1xrO=xwFsPy5;2>FY0F6|Z7f7-$_trZUt$nbX2HI3
zeqwx!^-<2cM2H1H5NYTN|2aQYr(`M_+6^M|0(tqLvUMjJ-qa#Hq>;QMENv^d#ogWW
zz>e_hLcNR2+Q8!!rL>drvEx)5{rXm0IeyTNAAHk1-o`&@o9&-``SteYFTd8Fx^+uI
zT?AjxJo{|Bp#Yd~IUw-8e*H$C95@;3WTEu#{rd`rKi-~y<{6zJ)Q?VVob;D12VhJ3
zI>tY&QBH(P=!27%`ywTX&@p1UMT%Jsia$W=XN#@yJcZOK7j|)CRK2<4urB1gS`Xto
zi3@$F=7k)7w#<+xjf<M%SsvnIN4orWtIED`UR!VX9z1B@c;of3QT(`=z%EYWO&2HE
z+Q(mcMfGFbAx-_f)5Kj{bkhF50%U@E);bphdpgNS0DVsZ{k~EK)}o`6_?hGtow%R6
z`JA5*-Qw+dbSYg`;P#C-zTWQKzSFjMw%d+~7>8hXZ~v&>yZdIlefLhgE4rhTJaqTo
zop$g3-F9CA(S!RB+FNhkZr}LEo9(STcm4Rr#-@UVofQQ~>+QzPt#<R~wYIapDxQMW
zZH+_q8(S+%SCv9qv*N9&-*pA8TRU57yRCGyZEmf%Q?*&Uw$V0kY`696vR!$~Ydh=h
zme%hxw{G~Y>R<lVFSg(O$G?S}HAVtq%@M(n7(9OP?ce*`+K%K_2*%})H3fic1l$UU
z);0*3738SACEK=S*Y*}~|F6j>e0c0wI%VhTsraiouB~?K)^>YZ=~K6M+A~jIZ_j_|
zDbdsI*=KLGEd@$j*uF+cc%ZSJXguMcmGwjQd1BuB2G89p;1^xj7@vOTDf@xD_I&5_
zw)}BT<6W0M8`8O^bW^;o>su;sv{m_Wb^S<r`TV;2+@T&{^N0%11S`N)%;xcF43u{?
zH`uaHz4F)8Zf9ph{cN@8p1#?hdupdWbz@!jXb$D`7oNV=ZfR}&;;;Qe``OQY&Uc^X
zUi;eXQyuKwxY_=|ANeEgxffn=U(EluY#_K_S=atzQc%8z-*u70xRolr)XpOx$@i<0
zS(C4AuY$}?`5Hg6Zrnx}Xlv3}b;zxohac5O{#e&q<0kH@E|g9+*F3GT#@jz!(5uXC
z+><jdE_DovwzoHBtNbayu1n5+UK39~+%j?OF=xj*E;ViubHO;8=9Y`ow{%>*bw@$4
zt^|*{Lws=1R`+kW)BV@l$3FbMn*XcA2jH3EfS&=<RvKHg(p)fXFTS(m>}aYt<=o&3
zY~Dj~IH}W>3Xv5}NHTRM5#`u$3)M$S#j`QNM;#?^<SM(>ppVTY+QIh;0JaL8U*e>|
zwf+?7MTH;dATQl{YBEOksShCEm3y6)=R~p`qwYoIh?YZD<tM-P#tfh)PUxh3FQao}
zn3Rw4%9oUJXs8sZ=d>b7Wmr$UNc*t{FRti8sjz+MO?mez=ewSK3cB89=U^D24_+`R
znv)B&Y%sDwz5B{Gl}v?mE|NFS94Y=FNv>^B(T|Q~T_VJyO(55%6YdlcWMo~Rq!Ra#
zd_egm`{>tGtb>rPKsACSdW_VsT^sve2>UKT%78I<IZ~@%xmyBa{WvR}*EHCaxp0Y2
za%&1EHgC1Hz1Q2`*Z+}tCpy9Gw7X|F+CTW2Uu>WGsV}sbUw&CZ(NWudu-88I=})zn
zUi!F#ncMB~V6T1X`Hw`Pe0V6`Ckm1e+n3*Xt^Lp+{=@CNKJ{t8h06!%xXZfYdvwb&
znjWjB%Iqmd^6jtW)tE+U$&k(Cy!U&}#lsPDAs>0}>Y~d(bfUjOlVmRHgS>0H`o;2q
zZ0D_6^GQE`J{G3(UwZwG_Df&<f-eFHYW+BbHgYaT=;!I@pY}7u{v^GcaJMdYW_*TE
zRMs9!Ku4ZODBj$^tH7B3m)YT&;r(`RUnk;x7L~i%HdyweV{>z>UEfrIw#C<8akn$>
zZu4EKzxFG?(!TOrueWEPenEldQyK^#T9a0_<%XQ^>gmsS`pNk&q_UbOg(x0AQ?{au
zu(P%8wxR%>&iV0!P4&qSP8=WY`rQe>Z<t4Jm<KKtP=kdl3NpEe$j>^j@pWKo!#f;Y
zFz{Wq_;g*-V$E006?a6hDe(R1GaqXI>EHcp?I-`iXEgTJc2mJLZ3xov^DPB<|H_~E
zlkNI*&nb{okaEnoSnT^E5M6lON51B$)=JIwhJ5F*LX*9G`vCixpWCH{4#aisrOX45
z4y@+~_juRk-r*g;Wxw~}UfbWlFHLHZYn$(ec7OQR?Rf-*0Q{zc?C1Pddk=KM!K%7;
z<7xTvn)~tvlzpP0kM*Fn!rjc{gI)Enpk20dp@Zo>dc)&8%pc$G5c{3>RQ8OG_1If^
z{$1_3GtQpkAN@GvPO4<NyDL85fbsP9&Gw8gJpR`I^RKmk_uu&o?anuD`*9v@-_)45
zx3}7dU;1eKxBmBku6^v2A8&`dcchCu?5BQQf^TK;V=d~R6nO0(?s`0MP8px%xr5Dj
z0DB%ptbOwS@So~ba-aB`x%0Q8*eBxge6Gg9*CFy)3U{LY%YA%p8@}M(Bl&?Ji8(mD
zFMUS}{y(O`_l9)QPRFElaVMI7;+!SEe9WAp4?9#Ld97m|Clay$G&K9qKkjn6+itDD
zrMY;s{m$S1KlgaA3Ll(cIA1wX07h}B0VZ_ONK3&_^Xmi+9EiFu%ER0Fyvq5J6PT?;
z=$i(^)VpQMT@(z5eJsGRTU^QVDhB`76FRhBTz*(Ei~=@Q^bT7NDv$|br>-lW%OfiP
zz68VmTZAqv2QD6BLm@u~!%UOgDjhB&;CYT*a>`ia&<|Uf7x&oB4_OFV;Gnv^Vlh(e
zNN96`9j{7N6)lpZms0O`)>ma$3zD`_)d-A3#T<=Z$GUN55-A(mzOL4mlSoTVuCXCN
z639jSAl6|Rp}bhVEFwdR`pAsTl=TIev!m6OdT|RjN&V23gJCsrJNTuCO3`$DQ&f%h
z0op7<e>_HRs*^4V+A1F)Gu2nyL!2aZB9_0_35IuHI~NT9$WQ-5``MrV`S!7wUed;Y
z=;szc{poLOuYU5=?aepeP(X0po_qeo+T0bK5fq&A{M}*u>Km`OKl(#|q<zn~e|zJ3
zMUG=mWA!aDOOeN>*SF+tr+7S{i%<HsRLH65_Pk7ej7{Y)aO;5Z*`mLqS5AJ^@!W67
z#4%>{$5jVTgaa1mzc+@uEc0lNpC8uAkVkzt<TH3*dhPZ0^I!N}7Yy^(E^o<l$MCE@
z_1shKkN@Ex@<mBl!#bo-N;=tdqE~Ul!7%IO*gpoqbJ5(8pw)r&@uL8Ih|X;_F4ir<
z2X6smA>YJcAIKm4DjajlMb2BdZ?`wU{-(bbf)D!;K(S}}Ep(+cVP5@qx-|JuHk~Qh
z@i#Cq&jf<prc)n0nTuOj6&P=9Tz61=a(GWVcsGJOifCngYRmC%>j+BO9~1<yUsn*$
zw<*L2kalE%Kb+*ffe}RufQ1Afx3;$0fBK*Qwf0j#`cv{F-zK2|NcQl<9Xx{Z;g5c_
z{qVp3KWf{zZh3d-TO&@6_thtRyT&75#diTSr3w?J)6>e>7?)-fIUd9Deqa}e6&xS_
z1vm$l0GL2$zr3~1_dY*pZ|#3wz9#t6Jo{_57&8q;@`=G?2slfGUVODKpYb6}e*la}
z7IZ<expkvmlMncY0=_|mV`N<cE$w*ApZTCY&&y+nm%7a3Lzuo8<WII?I_G}}zY6gE
z7=YGJ^i2>PKVRZUne=z0ly`;v6?&q-{a^fz_V4}q|DfG}OMxWzp;Ld?uU~7ge&Xf!
zXaC&)p}qL(EA8aqK)N)4YQy6fjM*^;bB>cSPd4*)d%n>2_Mv%@kGZMi5Ak7aVm$vL
zk6PAT^zGwBD%C=5yqo(N@gq*uNkk){LqG4&ui5dg$^Ov;^?%r|v41Lv<=kyQvZm1@
zzl9y#gyfhFUvd%2v0(e8p0yvg$Kw@@$(;S4Y~T3C=i49sga22Rt_~l_U^u8IQQVx|
z-cUGwnFGuVLbAghF(!$G1%(d%$CM|!MdKU`qH{;IiDd&W3WnndQr@qm^hbs?4kT;Q
zztwB=Kv!=+u<aIOA*x=5@&fIVueTX(n>fRmEd^&p<*{Kos?~X1Tmz!t((f_Z?g)4R
zwdws}WU$w_Gu#+R+F8cN_;p3A1Bo<iqa8w`;ZATh7syu8^C)tw6tWND!AeQ*72M6C
zn4<LPXT%W5{@n(0sq$3{#CWMozI_ty2cU1L@9Vspf~6PNbaJsFB9Ub$!HM;*_Q)#>
z|H5EcsCGIm66EPS))Hk`W&gp_iwMqer=%*23TlT$=z1HVzZ!Fg(VuCT(DRlw5rT;v
zcGzUWL5<1;!y8+-+UkP{hPhj@xuIbA^hW#ppZQ|@X$8YCee7kQaQJY|r@#GE?WLDr
zX|KKZH64Skz3{?|I`L|aaN;;QY<v6r?JHk@qy4cT`lIc835L&fa@EnxpMPR^32JW$
z`&pN1vtL!8={ZOa8R{zq5g<{W8Y%^JbO8qWL`kwHdL5%2{Jc~h^k&KdRqcj-hjuY{
zeNWYrokC|z2U2{`FyF&V-(Qlizxc(^`=UdqaH*CzMaK$;ImzErF#Iq4&>xRGX6{q#
zUivt4Df;e~$_{?S!=yd6B^c(kO?b#@-#?VWU0q4B!X4<zmjuW>BRw2TQozaF&tOYt
z_+|wW7up1n{LC$P=T<kiWka;{^X{n^`wtaN@(Xj`-DNYu6afmh*u^XHV+wrQzn$&M
zjT#4Q$orIn4#HA=D`9@}nexi&j&vv>U)hqMIFHdIZjpWk9jyQApGt*qzC(I_eWm@)
z|NK8{pZT%R_+o>{L9mCPf94t84}bK<_QU_$ztL{qdZw*vj6B9%XQkTVjoeJ)F1YfX
zzvMp$JSxgk`_6Ycv0JpVcIv<{#;JPE!HMYT><)%opKWG-=}kO-1cS>MW{zi-nQhh_
z@dEaEoJ#rQF{oo*UGeL1{(Qhn{OE`;K4@`rApLQ-njq0V+HpJr!uiL_4CXM_!C5=d
zTpS(URsDf{#kY0v!zY_EgCC&S)l%5g9PfGDYnm74=Rf<~f1~~7zxY?%{WtFpK4Kre
z_4KXw$|qlLf9B8q+4lU4&nxIujeN<S<xQ>9_%2>@*vXG;M6j==pir4WUbf0EJ_yTK
zr>)2*4%%6BX@1=-@b^_~{uxDlmozdl7Yw_=T=9yI2U_EN&o=KQ@IA%;wMRZY$~RtU
zt{fBP-1C)p=sZ4_-IBH4nqTIF<Auk~d@&(kbMe6UFH5<Dc)j?8hdldz@9RI-KKHXf
z(*BMA@n5svs{(t+2L#=L)#ds;E-xxL2+qkaRGHU)lHHC4;6;4_s(w-Ck~Y=-*j3~%
zY;m!w0mB`b1Pin_R|XZiM^N+*LGKrl(fNaeCTzpX_ybtUwi{s+^^5khWl1)5g$iwI
zZeCgf=&}Zc`o1fx%-|oP<lHLrCOE}+orRO4Sg5KVlXjFk0qhOxEKl)}2dW#&V~a&t
z1UpNAiY+XQOHqCtx?T!qpjVpGHh@gjdBb#Wit_UWz1<gK*+8;gPsMlQ*D2UYLv|2b
z3a?Q%Ze-0c+bP-L2GeU&dh5c|V^>hj+w6S5ET-4RiBIZo6tdAK>LS?X#I&3&tH1w0
zdw&|V+mhXNV)+iwJDusCJ64rcsuCc95Dn1;wn0GCxWTv`;l>eex5I9K=m>}HPY!>v
zgYXxd2%B&O(c!Se4jW@Pw4niY(}r$95`!i*RY@g;hAOF4ldA5mJDhoX=h6S)|DS8`
z{XFmco_o%{bx)}St>;-gr<E&LuFRc#?cBL@d$!tn6)$>Ubam14EMg%tbQF>4m7(*J
zX=m*96A#=ePV+C~07Yw;Ke{EV%Qqmjl#%l~_3Sc%fL(YOf8<VdZn_kP5jwzy94Ig8
zcm@^|d2#&<fsHE<!srPTp=V*-kxsZ)6L#6FGOEd@c+Xz-pTFcK^cTN`x>ZsvkJCjX
z{%IrHMi+VI1J`D2ZIiXc>oTTh(w2(DFuHO5m9{y%+SX;98fVwq#_UF0U%k;bg;zHS
zula>0wqRpVTh=tM%Xrw3!LuP3zdv`Ze5)(hWze$>LIy0ewlZQ_2W?mMe2opG62r+)
z;3O~lUBloI^5B{;+s%|loWF2~Jt&JxrlyP-)lucs|Exx#w+z%+%!CBXQ_umkyBK0<
zUdkC!AolJK>HoA0t-y@F41Fb_FB|Qu*Rs&d3^3|-(}<q=>Kb1|TVKB-eO-|OyD8j~
zo~{a|6B+00GThfNpjDP{W+gZEt~T3Plip0n7XsIOQ?<5qD4~ud9EO|fVS^3*P;ct2
zvN6adk7u3Pg+qv$Euq|3tOws1@nR`Dk=TkqlR3(h0%n1^aXLHQ*J-Qqfh7RU{wqH_
zwNOX$1N2qj5FH-M#h|Cpa>I4hmd|+UkGCk{vn{?FZ}>pW5if4$g;QRZgvY`0<F<eN
zL^OMnYu{_!k&jmuSZd@Cn20~JVOaCw7bK=lIJbtM{Ny>oT@L!bOZsI@;SA@6xnq@c
zc=Sl+??~P~wV7@NSaU2~w#!WkPd0R8==H^lXKlIo@q#JF`kMMH`(U#~jb#!il9{Ig
zykyLbK5O8YmUh}(U%S_ic3+|77YeTHZwH{6qzWHL_vxTEzZ9O9_B>!oJP<ng6o7!s
z#{v*NC(N_e&2U+v?=Q?p4845hn3IJ;Fc_L3ze_>+F_-5_#6vpsMO_It4m#w5NH$I=
zpS9*uFuf?p<sS*`dQdQ7cY3&Bh_@pc!$r%{yapPexA9!u0z55k5hl#1z2_X5Zl3YE
zIz1y)E*p;J@4N=1$u4a$kqZAJz7Lq<8EL1rnYIDo+z#}3ITu%d5?KUthniNh+`32^
zbfLls<`cjBd%Irm=Tf2Xd}2V*U%Na6F(Pz9TD(y|4>1}_51c#bwhU(KYb34vT^!i+
zD2Kzouu`sMwlRZW<%5u3jwy3$d^<0*c)rMkT(mo#(6gh)PS^8HX@V6;I&@qFyOGuT
zm)sZ(WrS6pi$Ez#!!6y5e$Zq1z~6NITz^prnK^4bvX|k&3?nmM7)?CnUeyJfod8zk
z2iIgQt*_QiOCWM3q-;vVc9PM#A%jX6`X%<YJ<i46kNAcDn1IS#!jQye9W90i9Y*pY
zvyDa>25cP0z62PP%%I7tP%?Y|VyMEGPuueNnf5LtepCFIHC$INrGqNtWEo@aP=*m-
z$=hv5_|JGTPzIu0X7+e2&Wt>Ua6Lk2CLMXGD?QRTTJ$5ys-7U8mM(G_GvjFbt|-D1
zR_)1$I{0vn(8eOOij*tklqZ0vGN6uSK*`1E!kw*LRa>y^WL>qFk&nSE*_f5~ynlZx
zk#*86580A?MMZB)PTi<rSW6$|+1zACm>KBIko)$Bc2j<C4whtiF3GrSC%bAQ8G3Sg
zX^*wxsjoy*J#e#~p>B+1#I3e{@nlJZj6(UBmFMj2p{RCL-jQX^r?%NzP5cGE*?@;`
zE?8=XJY4%$RiAaqxG7tFP5pCI@f+N<tYX0P#X99b+mUJ>tLr|Jj63Z>I^35W`_dy{
zbz|-O&f&hdujA<lA2i`>dmuYbc%NYL#+c4m?AW4>-5^-<!#N{^mo>x+(<R;G<zJUE
zKU1Hx22|#X>N%5<%VrSk+=S^yhHV(v)DFIRQ=80I_tl1b(*K@x^`xzwJZ`Hp?$@Me
z)``#PXVNYoCGj~<-(z=*19pUACy>4Nu}^)Ub@n2`-Rs2z#p=X1(mCrsQYRcI6TQ^~
z1)ww!KphnWG6+JF86P}^eGux_QR>#vmoRyhmx}_QQS`+jk#l?jsGY;{c3fZ$fB^CU
z980#ufs$uZCIek$5-t4<!F&Fp&;b+yUGWednnFimr8`?^qD%%Kv=*=&-Jg0haH5B&
zHF0=7FIGt^#j@4UYlk`}O{fFSQ?p8*U7^jKs1rg|L#-6YT`4Ycb@4BtUKLl;0FbbK
z5V2g`JQpo}xQKoPoks`wS8lfvP2@yq^2;Cyl@5{_bPnP~>>oNOf1-m4j$pp}PiO&4
zOL-QCcA9|b7&K{J=O7<s(i`M;akp%^ghdY-UBWMYm~WL4J_8aVU(Q0gDA4^heFc8*
zrpizIxIb#ZG9v+;xmf1By95Ez*Q}b`UfGTM^)o*|(s~|dB`qCc{2lXR4$=}YS-3!V
zgku0VbuPctd%X-Wr>b(ud4x`NF=D+ZC3BHKQy#`5*f0~s%nF~C<!fbZA%^s4eYOmS
zoO|?Z&)Vo5_4ZPpbz??_3k;7GkAo9G7bgq}&o)U0win9`4>Kmv3FY$W*r+sIZx>|@
zZwxH^P1p0uPZ`XV(wkWZ0P-nfe~!3g!pR4Ei!<avKIH|e!!da$=$Ty<Dc+Jkb?&ai
zLVBp%%N>n2R(nZLbwlcH=b%#_b}Cqs5dot2@Zi%W=AgQ8PH<MDYw;2h=R7m2m^jF5
zgIYP5*F!J7utQt%D4RZTERop?Zci8fBWA&v!Bc)_?|2zX+*CF*gPSU6rqELMS(eKz
zpN%(TjMZFwWQ<~b9?1Y#-{3ROPh_-g?>=g~2it8=xU<JrZVzRsJoc^?2TDJX90%U_
zRX1A4d=C1cJvm-#kB^qxcHa|r?_k$2Eb++w;AC5QM0X&=mfbEy&(>w^>x%KSd$^}^
z9<;r^`$~VTJTjO>&sXyJ#56_*ThAS;yljgn15Rn^iq9pdA7|X~Hd%}Z($}%dW>#?f
z@JTyF7V$h(*%)6K*oTMPij$n|$idcjU1s_)>q>XUW=GfD9gRtQHp<k0RQ9RT_RyDP
z+hN~j@$=XIWDm1%@E+TSslE5r7unbOKs@%?)0cg0vCAYUVskxb|KAvMGV&QObUtEq
zGuyb2ovkqXI+Xqojvh$XZOM4xy><`OuXdzs@9}$ZZ2va#(hXbl9jI>BH|K@qVLQPS
z8N3*fkwJY<wCII)IMxNs@~9ri3g<>tah#Jn#~EAc&;BZ4A2W1zDX-|&_IwQJP<>ff
zNwtgWqB`;t@4ni9_w<q69q++Q-{*rED?T@ml!x<|8DyQi^eJxOh3sFvx6d-JL+_-L
zJ$%(y)E~T)%7JLqr_ep}?<miX!rKR;5ueA0J8e&OJUm&|ImRvHT07A>qFWZ}T6K{O
z%(8P1`)0;xk<ui)w`W{ZU(?NkQ8ymUWM`)qX+h^DV;}nU7KmqSZTp+Q)$Z>tw@>|R
z|8?<tu`szxyf~mU_~J*$1xpIzrqIJf>@-~+oNG}bC$0x4_&J$l2eJu0h{9vSr+i~f
zAhbOIO!%2a_XFnHA*BZrUuoT)W4Z`QoAS%4)3eRxo%$C;i!yvvupooVDojKihFTyO
zM+Pd69YkBk5`O2!c)`64I^9r?3PMj8W|`0w#HS;F(p{d=7q_?=TgFSk*>p&L)lF^;
zIR0@j1XaA+G;kT=1mG)}>(lQGXq~}Ij<a)fguFyt0GGutz%xiY0JPTUB2bU2Q+Erj
zyAEzsxrv#ln}Y?txEWm6i}NIUlq<B|#pp3AU2$COiWjpcJf`+68aD%E>R`hh*R+U4
zLkB%ms|%bBG+ib6iWYdRi_MWP1YE=k^QJxq-#8NsF0{GAB~Jk~DbFDz$svgh{xF8n
zGmt{RKxjYb9<zdV9xBd{HJM?P{}MDE{3cj@&_rnD!e3#dX+|_J$$&0BYiD`FpU3KM
zgI=FrjY&NPy^fH9G0=4}US+MN@(ZJ<WMJIkaWfxe;O2%ku{_?!=<?Kw4L}*vGAwWz
zRgl0hE6D&m6%~e<cW+>ZRsr7tsIA08Z75#*J8gUWfsBb=851%nWQ1+YIK;5nH6FGn
zGC+2ZWWXL_;58Y9OY+O;!O)UiEJwf~%}lurEc{0@9FAAjS7i7f@}Y~k7+riJ(S1k;
z1?ymq7_l;Bj@U<Aaxgo~EbYmO3{~PK3y;-361%^n|IAjqKk4W7zSL0VGovn(%ZBxy
z3}6h(y`vo&uQGteb5F*15dW^~BjZhYDC2V;AIhM76!-AH<fyQWRE2l<@A<}I@8FRP
zxF<pxN_;FsM)3XtpU6IuF(<=L#@hD5j&!*#{etKkgHOgR#x1D!*p-6zWFzl#gJFY@
zJ*Xw8Zc6r!pGdb4RlkRFAIO+|Ae|_Ddf(xo(oTe=ofHi-+-ei4E_)&C=878*8GwAK
zV_)rw3m!|SCoBn}uS%P^b-oUhS-lf`|8KQ9e3{8*TW9)RAx{GM;0bOF?DT0H<kAa$
z<={+hbNW~}5V`@A?7JuU<*F`6Y#(UcR=t8pGP2n_`;?h+yX+*vnrGeANVmtlET<a+
zpA+f}sfW&4{m#yG1L>CuC6i*g**vm7mSptOpJnK(9<Gbf%Q)1BPR_Vd*-@JM2d?@f
z{b_0M8}07bf3v;%^0l_UDuen31Lyh+2NVkAl%qqT;Y9YN!HxFEbilK#_HZCR>1qdK
z;zw7P4*#Y=h>LCcr!a=&8~84QWtz|J;umR$@M1}VIpT{7A-2csA`u?NXX5Yr88{T*
zBK?-aq}&P2H52V2hr4p4{OCJ0q>VgC>%+nT#ioEk8mKla7>$DBIaVDYre>lH_Ue#-
z4#*S1%p)J2a6)JVL!WyVs7w=>_CL=kPS`o<FazW?Oib9-V`_sULPH!8J$}LzaWmi&
z!f?aYp~M(T4HbPERMCKGD`J}Pet>>OK4gtE@d&yg$Zjuf;dZ$kNV^Q53Fa!FvP#D4
zUl=C5Eaf)fZ&$q*IqgmRuq_kd5l4ArG>b-TY-qDik;l?PKayU>m0?Jnj5xc>Q^twc
ziB8aO-YY&&SkkT|VtmGsgs#xWCTT-@khOaljXXjg4b&E6ROqzJ5IW@>`C@F#OdNQC
z7?aEtWfq>Z3d9fXvh-HSV|Xu(!mm6&N2E&MIQ!fSTJM0$iSgR8r-Rmem&xb8{N!V1
zj{Ttbnf2O}F}1%Nqe=$X9<yi|OEMCfjXV@BGjt#q_<b1~hiYRk?Ebo$4Pmvp(zB#R
zI@gU7`?9XAv0rcVqh#ZZ<rZg(JCnb)O@%jREB<)H#%v~<SzA{-t<KiHHkfU`X6tOP
zwx%%agV_%2s^YJ;wT<g?uPROcb+&xF($?2D#fvqw!j1K|$%h=)SCwzMsR+4CZ4E!J
z6hBj(Uv`pi7@Grey(U<3^qE!lM`_Qq;>gO&cAKil#`38j>#wV^_yqEr8r8Gs>NDWF
z@)BM}=V(do!!IFz0Og~%-bT0-#<{}&x~%V2Io>*sA%Jw1@2@5Dgh4-UVE9@gOIw(;
zTsb=mwqy0ZEPLUFELFQ>Uk)QVW{Ss;9998^^JnH?=|g{_L#lksEx)(N^V17wQY^^t
zsPT+oO|orBMz8sn5j<1evib@)Xyo7q3ZOpb(97jzJ%)}G&#1yLV>pOk4I<jy;IT6X
zPdnJj0WGMvM|_<~)KkqXq^^AlkmJyObjn+Lym-meE7pxK3s)4*Gg`&*bjOA(PiyE4
zG!J72%O!%WgI0`mCu8^&!(2HnJN1fz%$Mu9k@QDX6iZ*@#XG-zM+`FX6MxngKY9D}
z?bf?*w^u&-`@QhwMZ=3PQ80F(G_-ADx!@EoiUWM|2t3r%S=?I`XJ!sOGa$><odZR=
zlXZ;5M31y|<}n2HlUgtg+~;6E2Qm}m6GK_*bo4a<P)9Ug1}M<3GPul~XfRtS=_7-S
zN{T3IBh?Gt#V}6Y0H;qN^ym-zkze`ym??y2)W`Xf&jYHp8>hQzy9F^EQS@WRv0alZ
zFyti<6%dkMzbO!g{+U~4q9Erp{~j1Xnss=Lw492Zk_}lWk?@-jYjElq>M1OS6;lm)
z2~1~&U5*aOR(c#g9UKl?cOzkUdfXxofPVo8v3qOG(O&|}V?C&|ViXh~W{jx=ddo$u
z_ftocDGI@mOx;zc(p+zl#O@{>UWRf79#eYQc_xs&WBhddu|aO+f(GyMv;K5EcMACp
zv$@2HhturBk;7#OTo9-Hsk8&#Eg1V1$B?3<=xbO;!37?<Bt%p`(M@-ev$Gn?8%7Pc
zLodgJDCdI49_a==mO;yMi31tGELY&GciRVtZCi%$_TheeEJOK;jATEy7d?;2d5eB;
ze@902c6-bRG`3mtaM+Gd#F>5~c~@l+Go#K|$YwG&bF+bq5hs*zic*@4lO7&t?4jW%
z1H=!%iK{raLL2!LkAWh387XBX^6A?Zx%5E{Q@_=(7VRdJ+u7xcCpRqU*xIq0#-|`<
zsOm3N|FKRLFUy5?svD*t@~3X~WjYZ4tH?kdI&IaFn?2<A3yD3=ZEk-gMqaTHB3F!F
z<iS8&#Yj^;FRB?a>INAoyVp<oSNJ%HbWUB(TV-QVa&t-fJ_l3^G7i5k%YfvOi$uP;
z>_%zg6ju7655<Gj0eTEzmh5nDdOVS`y>9-9Wd*8_<dV42If5!Z=e3Me8>z~tHgf$$
zNBss_<c{aF8d1%}_+Y7=CbSMCTg64M{YYM)E_DVGCmQQY^$_wTL>d~9?d7CRaqaxf
z7ab{{KGNgsS8*8v@Q1bxd$t37^yrapOdq$aSFg6KSF-Q-iv;xa!XZP`2sQ9O9cZKp
z(0k%B!U8URI1F@e${Wid8oFXpc`E0;G(C;8Z~@YpFj^<Pi5g@Jz<*Az_XRVtZ%$Ls
z!$J^!eDvVDEfnOS^kDhrq9cA>n_`5;Uw{gS_L#)a!@L4Y|D(R=)8}B?Cid#kT^kpa
zshbL-ijpi9PImfCB9So$5LiT=u>2k7+7PHbi-gYr=XiBk)Y&vVcuU@bX`ZQmE`X^)
zGQvf1mq6v$0BKx+;)FYg%IC5rAI?P>orCy0E`sBF`!3cM9s_XE36oG!ZV0#_0!2R0
zg_ap(QU<ao-)J27x>FzAp%URoss1V5Ih3}D(TNi6%HV|)hD<mH2t#B#{Z+0p!FlXy
zjrt*%Ws@|{e+gPjJ4X8*cm7vI_4K7ED;~hsf~(n=+v7MgL+r?qPhe7t>R`jd@(Iw5
z45%zO=qQ7Pm+Q(PKE&YV#UuH54-VR+ot^eThVH{BPjq2s%`L`oXm|E@+s^K;(jK?_
z4<EMOJ=Snjc8sAIei(VW$a_Yfb`RPwL&yC9UDLWUFnGVk`xvuJgj}|pnyt**n&@l*
zi<bBp&NagsL(j&wIF&(d<CrwXIbLN3kuT{bBYfx$y`@o}wMgHRSB8oXsGBn2DRD7B
z=_9PKZan(Om24)G(H2xD8K=xr;xcQzrn3DRUJ1>OfIqGvT`+4o6IW&}huK=?vy6q3
z$vRNk$bELkOIOS)_L)V{^Nz?M=9ULnw9+rzfh7+A*w5pq%~<>rL?6uGIxIaH6(-*A
z6cjSK%cQFMWUd`5Tm69k&CF<)Pne_~s~lWZgoyM%bnF{F=>fOSYe{BT1n#>weC3Z!
z$dI-I#mMxSm6pNkSHGseOMatxB%~j@g`e_(G>^-)OWV@=i7Q#u(ik^J>!8Phl#2}L
z!+V6Qe7hnK9k&9sAvX!!kSQc1*juVeC%#pXL9L!2T-j`|eB#sX)z@EYE8E{_?|tFt
z#O1{Ta=&nJhZK6i=S1_#L{kK$&k=_B#P%k0UfdBD!wW!ztFa1;Z54g)0trwgX&OY%
zrBA}sG_mf7i+E1Mi)rrz;x+Qaonj!RLfYdh;v)o~p1qv0ZR`ZPEWSvA8UQlukbwYI
zb#=}8FNX}@uA`7&V$Z`!)4{TgVdqvrVoY%ClfK(_Uri491tU9m`PDa|ur3U^<zIx$
z;xC6el}JH0e(aAk!We<i`s|^~RTKk{4zA*S)aB6i0X#iR=%($8raU`>UJFb%)r<T?
zI`PxA^I#*$^dlX`E!OceC_Q;>(7?~yPui46l9?q>8U_@5WmX*Jd7Y~JM9RjoSM=sV
zT|LZ3MxzFQqx_z6!oc97-RX+fIsg}-%95}D5=U9pe{+86f}`^dybP#Uz+Ci44qW|p
z;kpdPTqs)TLHxuqvo%G>2g}GF#((NbeW{PJ{D_b^&*sXAWme5kmT<d2;{dushnc}z
zmeJ!cuSpiJ<3}=fc}w1F7Fhyt8eV)Ai!W{MY;U)R5AL^z_wKa^_wTj)_wTklx8G~G
zZ@t^@-{o`558BSoZrk16YmXj1X^*z|WGwHsI}aYUJNF(d|GvuLwLOf_Wf^`eegpr?
z>RQ`cl`Et1s{B{i*4wqUjdpb=cl}zszHz<X05@;Qe@$^$+t%7<$Mv>3W1F>AyPL|l
zwVpVZQ>+s&+>n1m786^JZOoS2hAdB(WNgUt+*+G?o3RbKn**|yTefrC;_GLMW66vA
zh{m%__@qDh+)<F_G<<b!O;+qCDBW(ZF1Ia}w+Y%WeyZ1&<O8qFHiUe+Z$mUf)qis}
z@^7xHE=r3lI@R~edXT!4=jw*^Wn33tQQCFk4W+%*uF8LP?V2#|HM=(yFI4!->}q#M
zx{Z~qDsQuGuCQ&LbR>%nT$cs6uJ+mVQWd3vvrXZabh;`1331saL3zDf0$bTF%kO0n
z(u?x1tA5bYUK`R6h_Me+o|h;v9!Re&m*B={l{K;I-~2qwFWR~RFkkwT_^wG;Y@e6%
zRF?Yq`ZC+-DW7=dNdY%d7?f&v@!h0O;;}_Pk-Mq(qm8mOM{;$S@VeTNWi&JOA&})X
z#I5U;U1tf5#AK;WZf2x2miw?&W=%IWYI~kifNXu|wpZV!Z_)qa_BLMIQd?eCJ1UO8
zEX0LoQ+ckaoR5F%54Z3A1AnA_^Yfo;Yx}&!`eK1|_}c)SaJf_&)hYaVj{%NO(+5JQ
zDXfD#67d8{V1sLW=D<|(0-g38nV`z*H$J+H(#4MWPTYs>48lUz^f*Q`u+<7wlGsNB
zykMlb=}fWf1Kmk~)S({(xVh;<>I)Zi%Ii0H)yb*naKTg7+`;KC3|S(T<VYeR__#!!
zKwJcY@Q`OB%kw~XArONhJD!dVno}7C$Zv9EPwUBO$QO4-SQk!*Q<rf9&bAN-^qLwg
z#sDwk<ob~);Xbf?hY9PycXV_?fC3bOtZqZ{66Z7s<H;^3OaUaHTFCVNi5Kk^!>G$5
zAlNAeeT0Ac6Q6R(SE!>L&-A&?M3)G6(7Iz!wlTeE5#N=v8^?y4(zDH$X#FECMAQY9
z<t2>Hs|#xHP(MI@7TS*b2Nf9^3L=Y*5uZDW_05A4(5M6wna&5%#1K@!6%WKEgIk$$
z%TGx#avKqv{8I5zR*_Olk9I$>bjYb+j413hI)MC^J!OELJ~6tEJcEdgu;Q^M7YYc-
z0}U^&^z455#Xp}L`H%pQqM09IJzmz&Vl*8~4_T)tZjn_#vUw&*Jithe@}vXTAwMOk
zyiqR%kr0ewh(R2qxO6ZD;*4|^S0{#$uA@S^#EF1Ms%AbV9*{U?un{WM1$Qu#2cUeR
z^?}^%yDD9%ycl5QlbqcU@Qf%I_qwnnm-5p`-9~B)#$w*SXI<;*(V_bY<0%I4CfjVO
zd@k@yXKeMvg?QcV!`tz@?80!IH~Ky6+GV62+0tomcc+~k9=5Y%@zk~D^yI8<%TRv&
z=waJ=!b?8K?LhcMM)8yVqxN9$xZQrd+n#J6w&fFD_?L9SU(tmhV?;WdiN_Ykm1K%>
zD}zR|Ud7mxQ3YO+0d+-2))o1$$?&==<Kn7}7K}-ZNE^e_$rZU<HYl?X@fu4aq)QAU
z+ImIx=c5l8Y#4K!7;!R8u3}`WylWeqGPZ^IWthCYh2g#4+kh?EXjAD`4(%fq`voXE
z_PY3A5#1FTLN_)xWW39m-;j(#jOq>h*JaRew3o#9#>Q5=uCi`yZnl@?M~18GTS~ju
zUb^y9yS90)ZDAB`T^Zb~&`HMYn_KPXri@?RBwPh`({OcN>AF$4x^_i8ueX~raBptj
zlnggjx0|Aqe@m`tZ8XdH-IVcLMlpC@b-vn-?oE}$zQw$t#a_=g=wy(s%ShW;m)=FQ
zA=+!I4|TexICQ_II&3N)gLrH8if?GHZKysQH-z$Us_v|-7XLMcH)Z_Y<Yq%g_ksHV
zsg%nY;&W4NhsxP^7hsljYiZ^_fYG>R-mj?dP!_UpsogQQ)h94uS5Mq_M)eQIGTuGl
z>wz0;<8`$ydtig!qgj21`m#kD#x@4^mJE9Op5r9Xns|WWkC7}I>4bI1%#@40`WRzF
zAG_3F*mjT`GuFIwL%~fO{gys{O)_7T%piSmO}b${{kn9wr8dp}*XnO7i?!*DAy?Hu
zu3!DQ_{`cH-~T79n->YH;%^VgpxLp*)Ywu;=Vrn-(mn)mnaKq$E&xX^$Rku4V_96Z
z;!a@_>hjK~Qyww8boKIlQJX8PKy(+zFMvrn6n^W0<`|kpVd`GL$k;DZ1tOkGGEJkC
zrQVg5yrcx?n)!o3>HPve(>VHA8R@PGt_FvMP2r=V%jf!XoFtKGUi}w{?;;tVA4cV%
zr;B(-zw>l4o)Vip(~M(#(GruK-Kn%5GZM%jzL&wAc*^Itz97$(C6FS=*v0e@1QKRi
zJ0PmySom~EAK`p0<5~Rp3&V!A7-!!7L4F2yuVIuQ6OOSYG`etTpbyT3d~|@XN`YL=
zWXu?IVO!S4#k(Nr0yUj2o}2v~FmZVlPnZj>Xobm>a1h#l;{lRxnqDV2M$p;iCJk5h
znM3G!_}gz3-S5x?FWhwg%AD~#E^%y8Cyn^=E!$LipJExOY*XdW*P>6Si<@ZhE2DS>
zA|iSfA8y`6PkxLzzO)N}CN;QnpQ;j)NIYnx7|<t2Y~9AJc62+uXs9yK2H_26tz^jY
zVjC}jwIkK(IJhD{GhKVKqpyl#EvSs_BN@qTxVJB3=ZOq!b~0e+0t|4ruiD+)YX@xY
zr8?~#@Uq@s+ds~>XM75p@b=!eT+!|yw4MDu<>j-tN+Z9wyCP0Tz5KlFNBYkGu3V7q
z+a9YNwr$JSRV*K1`!xLCPEE)bU2MmOEK9m6W8LlQsp=)UF_LD|8M;N~G%M|fK9T!K
zhBvzyWGgd;502YeUkkuXquyFeZJ2$e*^Pt7s+ZSfP)T>IN?R4LnGnBk@<awD{e<fz
zw}@-Xw}MY?%MB&x6MVg^2E>w!^}ZOBSxTX{pbb@qgfp@;%bER0N>h`oOm@UzuV-Gm
zBhIt0>Nl&Boh{0iPY&%eV|*+cc0ynW1k0&*f|u)~8-peKI{WVWr9H{2d_M2s!zaH<
zlOfEh#NN7$A>3$qJh5&BlG&fE*7?4ye#aL9WsgdRL*-{5<J=H(lMEj(lTcQcXRNEt
z;BniKem2CPJ&KXPa9Q#$sZJn%#v-1w9IO40ydB=I>X|*D&yM!n>EW*W^RDWe-AML#
z9_ub&^;X|GQC~YzzijL*A|BxJq4KJ~oha{#^04c~34B!^JAG`kE!zn%t8TYL^;dR1
zIoN;Dc6aXT#`CetQCTX}s4|w6_r@Eqw^iL#J$UyU(a{S8joH;QFAm=N)gQ~bVz{h$
z^#HmM$(@9g1wX;0en3#>bWga*uMU@i8$W6Mia!xSX18!j!_C0a(-9OJdFi;tlQMj9
zz<@8odz${Fnvd(LUZ0x+IKZ;=$1fzwj~E4TwyQX1a%_5ZT6lg~;D)2K>yYw*(i`CV
zRk%CcWRTYbm!S9{Gvif-yUKKuj=VkaOv0B#*I9uEF9sURFiDv5Viu8BPar<)zSATd
ze1j$!WJPu^&n_Ue&^eJqATg7O3xK?|VtDle1~+-D-HE5&M^GSt)5NeLB1DAaa<Gqs
z?;|VdWl6+Q6g-G@ze~I&oA?75INd9#{zqR8t-_0WTxjArRw_V$orVGH{3%d<pSB($
zWz?+jlqvkEs|}<s2OKzGW-}f!UTKGWx7zW0Ul5%xkgHqmVY}Xb=%;_NefBfI)IR;`
z-)$p;$K!9j_F8-6W3RP`4<EHxUU{{B?Bk!v<98uO*^vhNx88fJ{kcE$XWAe7{y*3b
zWt}mD!kSW_w-;7zQjd~bbkv2fVlksnf5Mn`l9-_D#nYqrLbJF?hsl%pq)%y(A-coB
z^bG#$Oojw&4MR6k=?K;*{Vze-#`q_6Q4UEd;*zgi_hF0#=@0*rqM51EmA}1x=e_pJ
zzxXfP(Vi~m(kBKqGV#Fz`qoRY-;loloG$3%v#g7>;#j+Qsyd(}-iSYvF^jQnBTe~E
z#hd)c@DMi)#0L-Vdrww>ig<=;B{_7V-{0MFO}KHvfId9tLk9VP0b5{kb8$l#?wc>Y
ztiH3_o@_sC+cF?%FP<7<SYNraCAm)9o(y6oG?t0UmQpQxUoHg_BYxJ4>VYnp@gwXt
zvXX>!=!we~e5wzIiBj2hf>}@GuyHEPk~I1sWyBbxLWFqiJzL#u*Ee2i|G$6qciU%v
z;<KI+1{gzplc00t`i;%@Kl%^;{dVKk8+@lD{X%8aX6$mo`H$g=Axyu4JMvL3TYbsQ
z>pWAgZ`Kqb9m9^k+q;5%Lh9Bd7(U>SuF1VZc}im$6W11&7f=QU8Yh`=ri5PRq;jYO
zEO?QTbJQoI3iWu8jOf{uvrwgM0Qs`cSh6dQI@4GDqL|u%8$x(Mm!~k!<{L1|Va%aT
z;I=Z`(*4wO`&)ne|I_~FU;jJp(d|ddCj%bCS4QyG)@J+k_k6tl#lQ5I+Q(jdRb}n!
zCP~Jw()#;#^Ky0Iitq6uNiK_Y&JXB~PT)wG^MSEYhO(DL@Y!(mc<im~c(UMeW+;Pm
zh%(sMS#5%z)t0`g=4M@FenKvq<Wni=SY@3`cdXOr$t-cwl4q&80bN?s4dU*ebkDh<
zPRRKxU9RxtW2QFSn6<C}i=S$1Qu&|#cmG$G<VC@^$r%1|w_a~9`+a5%kOqllC{$sh
zCgeU-=JGr{(2yVlOu}^CfMaw}QzcAV&)`8tSe=qQ#NiTy%Uv9&LP$x&FK)=&3*k{J
z>6}OfZU&5DXG}c$fmi(D=ZuaIgbyb{58zCWPlsorIS;)WzThwr#7N=9NXpQzg491H
zIaV}XOq~RZCx0iecp@t9X|ULJIk}O?x=3N+)9F08c1X02{N<Vg*I@>kq?L*)o;nvW
zAUdbxLQFV4;$k2LUSV6z`H#X`UtJmH8muhb1nHxs#~>Ei-&1fC$)VTXt>OM+C|6)3
z+Kp-L`C<~Nx^$i$hB}gONT6*;f6mb{Q~8K0J&vg&M=?)<sgCAA3~8H1fZt#Y3w$AC
z@K#(N$zN;?|HGg9h4u@d{pI%Q@BTgQP)5<CM~~ZUugVyH{grm_{)6`V8y{=m@rm!S
zam9;O{#5GWVSDq|+wIT(H~)0|*M8skx5G0H^xj5DWez%A1oaj!7Iifh(5JjyN@fJ|
zqbn|&_<b{m+w1c*NIx9;=0*<SIL#lex+m-6$_zHMRW>+I=HKXcAL#)76sqm28P4@v
z0mh1F%qMAi+&gQh(lhlwRDPC9V2HhY|8D#Izxd^LypK_}qWoOEMPNRyU48Xh`_q5w
zPkR>DpWEdHos%VYGBt1OPxYB$+$$gX+3G2?W7Lfq<D<6yh&^r(WZcO>!Jrd!X0eW#
z34_OM!{-ApTybglUa*Wck{zRBS;$LuU;oC}+O6B~`ZPKgpBvY%w@-fZJFVZZe)UV<
zy+W2l+g#sJjAEsS@jOSTj`gwPksF;+Bjk(0jFFNj63q57<Gr@F-d>Y2^~!6nx4rG{
z_U>D6wPUeBzup^L{4lP~Ryx>_LG<z0zN3Bbr~g3v$3Ol<?dSf<PpMAyIw1y+kS7&O
z>oQ9Ioj=z$udcV9y?lj{e!szziI-n#SFT=f+fTOJ{d@OShKwZ}#HkOn_I!TVV-)pJ
zJWFC&8bjaYwu8PvI=ztg_g>BJtDMsqVbuJrZL*x=#tpa61C{mU@gvm-W0!uLX8_*E
zR+V5$BR6$U7jKq~_~xPi_|t!o=TIJGAyUP;OoFdpf2nO<zwS1^d;7KwxLxZKIMW>$
zd8|`(C71D$E%=zpX6XetZmLfE<Qw1BUVZ6}_MiRWUu%E;ul~)p{b1YY_}b=%+Y^0!
z>i2xS{e}PiUu-vDd%5i$JZ^8@zT37RKlE~kKy*Z%A}#$vNQ0px@#EY?R<DaEi>u+<
zrcOdW6vT^kFR5NHzw(MX@iCTnZoS*~_Bn?XLmBEH<TOvA$0XIKZZI%@NoO6tpL}tx
zkRBOhDA+f9Di1?j4bonF<#mmpZ}?n!a=6oOz58x^{P>Ca!;`+oOQZf=w%YggoqO%<
z-n;GJ`(ONJYVyM1+hh#?q_l<NP+dW9F!?+X5F}P{C@qEu4O~!7{rr%-<y??)>0svM
zP94rZT?q?o@OGyc=Hv|!N0<u~yvWTZ15!GPx=MJF0fdG;BIXysRc$m#3{eX(T!>&S
zTJq8d4d{))(3GO_{}N^cJSClSIzLLALe(GrSsXzm3Vm939;|02LqV2epK$V3Ic{qu
zcGk}X&@UQ9)2@xt;r`ME4!ymuhhpqce6U9h4*4sZ5bFvZJBh<P_Kx%596CgbUPFbG
zgD}1fe7L2j(({l98jfmr$8-YPrZ5pXlrao=h6z_RC5s0^$L8q#okc+9Ou|DQ9f>3`
z8q3WQeT<nV+2?`2t+q4AQJLpqD!>HD63x#8ZHO_PCkD#P;444prC%0Vy(VM$y>|5O
z=WPtnW>?ySvuo{#e)@Cm=YRf}+o!(kcgaZFYmXm2X|KQbTKmK&-e?cyfA!T@+sEGc
zxC~{!_LR5Vd8GP{_r59P?B8g=?{|H#H{d^$G06kprN)J(PSz<%rY`m<eMQ9O0*7&m
zQNZksXM;)&bNZ%5$W!4!xSWsAfK(|Zn|v55>K|<T#79ENFpNFUoqX1(WJJugvVLyH
zq$kTLAHZAXi{RNd)sdOu7&LumSnc!f-8=1<Kle-R^k6iGeWQRetlzcQuD5^d-}<vM
zAS7oy5U<s?D!of`%Le3SrBwwbrSkIyG{$o-?u=BFdD52<3^QEN`Z2pM&d};YjZU&V
zLGt>MvvW&!(PIqXz9*we#>LvQ=;&iI!mht`Q}k!;j*MhvkA5*I%BVnR7;xOkV{l-=
ziAM3vu1N^{p_|Ew_5=#&3OZ05!o%mH{<DqEwsrMtJ67A>zkR1|A8gxz%l_0cYygji
zqW{><*V^y-#P_y;`lJ7_{oFtOskU@VTgc#{d}vo>*ln%0fBV1x@3d<#U-iDs%p%ec
zX|t`X*V?+u+*91WJ9lM>O~+r?O!`V3v+)>9j5&;L{8$=;92slSJ-TIfmww}>P|xIr
zE!LA>Y1dwQNjD~|?csxm?cUw{ZVQi-FhMQS3*FC#TjvLFmb=sq3{s&7--OZ6pg~R&
zNTdFW|F{gsO^k0Dr0?CjEo1+l+nM$C^e^;od%*oY_5w4dHXc><fpoMkK7Zgle^2}L
zYoBO;=kNX}?LYc|{eRoegWYzd{<^w8YwK#yHPz>nzx!kDfBS#<OYNp^w)anW+c)pt
zYftXq*9|pei$xsUPGQbBmx=s>GKxJ`c=lB_a=jp<ZmFDati<NVjhEWZYd5U}`q+E-
z@3cp{xj;YGi~39UODCVXm?t-_oCkpWA8%Q?Ty%jd5RM%}@GHN{Vsh~M^_%V5HR)1)
z`$*T!M><y?>jp}#<+{23#gD$es{!CUXF7NG-)sM!Kl{IQSuYB{EynPhzw#5^H-#?7
zL>&4V;^l5QitcS=_@I)b`yA%M9SH2@<Ry}HEWl~@_q_J1lL#+0hIMAxU>>eu;>}>t
z`6M>SGkOl`PFn!U;#jBU;v@D3VmJ{;h4lQC8{Z}Hl++<f^&j+HeB%(!DMN4|>Ci<R
zfb<3F4AXoS&z(JmPU)TnxIhj3lz+<GmC(t?DePdmDvOJn{k@`bGeFW85=%UNatMW`
z5A)%ysk|6Sfo>$3m!}|oE&lK%5R4xm7p=~rGt32@b|;oN`4l&FKbNF@y$_nVV!5bP
zTN=y**C9d5D&PWAK98_C3ZX4rUyK+KiR&3TCI)}v&H>7K8kAfepdQ;~0Thj#PVIxZ
zjbSlhnZ(*m#_;ZF46m(SZTC;F4#x0zeb;xleHj2=Ch^AWGLFBqJ$}5S!Tm;i?e*7f
z3}@!5*%<!jZH(bR)xQ7t{JwU~^Vd@hFXq4cpg)oPvRbC^QO&eX`7we6T!`T*FuQ7}
zk@x$;pf9;<r)a3>?`d{)plmL7NgvZnw$gn~3ix8FxT)+V+mg;dqFpx|WT47mR*0S<
zvKYfM{+G|%Te`XU`Okc|oyZuLNvjL@aSR&ioYC<5$6spy-T(HVmu_g~1M!uC*=MyZ
zt9bKq33Qh7_~P5X%3#*Yf+!9nRAYb*sf+~F38M^o;bHmR$7f0-U1?Sc0sR$uBqRGs
z#)|}ND~$Q9J5}1jp$uJ&bQu|EGPvQnxp`HY$xrzdk+$`^TQRngrTRrbYHx)+Q!BJS
zov927d6ga+`pmg_;HJkbuZ&3>ekm-Gl82oyZf?BX{{BDw!S=KN<Y&ZE%rNq53{m}F
zdF`e4Km4Em2krXJ>s~jFZqX8LVdED8#0R6QmL+&UTZC3ydFg=4G|~o^mTcnBOfGtM
zof(s?R2fX@7f!HNU39}qdBBPCdD#l|q>CSGX)TB1ET8hb6h-0k-YZWfdd(f_F;HH2
z57$+gB)JeQd*%~a&=qNJ2hycaiu0t6`xWgcBT!=sv#OMZyff+J+WPgjzO>f<v%e=}
z_^<rO?eU#$>%uo3(%Z)7hK%7i+W+qV^q1RfZ@k)0j%6&XG}dvSiUwK${kVS;7P9<=
zcMT9ElSk=8(q!sG02zCJ0<@<;6E7KArXVrZJ~C<54rqgGfNzB8J91gGoFztG2IT2w
z`NoE#_$godrO6Oh>D<I+>_Csm%oAk4L`Xl@IX-Olr@WlkYTS0LZp!krgXM$vM?U_C
zI>Q$Ozio_RI^a~0w0YuK>*N^+8r-cMpiw^v(0KYA>Ou`z6LcgziY{X~Ct18CcrcIG
z{%19YiAyHshL|{_041_~f*QMHErMhq)`pGBg3>22>=Zw53<D%g_+JQ5Np%tjl@!Gg
z5$IkGSt^2)Lq#VlIV$f&9!}M+H6%CPm>TG8Z46T;dVC(34z|Et*S3&4;oO$+k2GZr
zJ6|WC`l}8c82}ROaYa*McnP217$zc@u97)AoC3NgQvJYb=#aQ@2oL%k5$P)~M+Bbr
z9T=wWd1RWlrN47Q;&d|EKnqJVk*~@PR9jLOA@d^6g_1?|eSogAdk%x^PkgVhVKKZ2
zQvoJ$p)qX!lw+wRe)KymlbEqx)YW#hcdH$~^J_YXyD@xrt^I?a_)PoU=YF+)`cuE#
zGs6!bJZf*q`2DU=$rygL-HqWlJZO6zs_QA^?e^R4&;02>-M;^OzOS7u>w<lPF^mxs
z{iOW@5l=^CoK%ad(2q6x$ghhI7h}=6o#3IiWQJu517Gr%X8`5lNWT!wof880{@zXi
z{Ws+^Myd^!kBgW4Ri(pYDs=Z!lFzFuV_KGF#{+LXoGUVHRTkzRFCo!SFh0DjK_qX!
z`&Rq8pZkpNDPj!s2-q{aLX6()pLnVL`G5Pr*G`Wp^H62vk#&s84$Mr#TXh8YWsvS4
z${;`<88yhroAD<y2)H1tdKnLp-FeO$`{P<>8MXe%2Ejh#Nw1=h*_dA9qK_dVx}~Fb
zB;#^tPkn?hg^3+|+HT4CS(26P9XKQd8nS_bUMLf}tWX{C`$S>yT?|daJ`){BSujRk
z<i_aWGt=Cjt*)(k_X>D&{lrkkPy4`w{b&ha)eYg_|Kb0<{WQxYWQ?rI@Usj;9>#y-
z6R)@b$^ZO+);6}*+otqjqf{<s?jP_OaSV9QrFETCx>-14x0Eaupq<+Cnu<YJxkh3r
zT6WPKOCPS2er~f=m6mq84OsQP6V>sU^Guaw-)BD7z;>GRlTH8t|MW>jK~!eE1h=XT
z6h)jls|@#1_@O2NBYtjlC?MJ^103GzuVC_{mwoXV<dwUwy0P1Win1YU+WI*^VQ#E?
zs><V9eSEeiJ)N~5{s(`n{k6aPH`<fC+m;U_k*^JIsy}?^cfa2L;$Qv`+pDj=(hd$}
zEU&P0$g+1xDc+u}ppiT9g}2m?aRCuYqmI4O9f);|h&I&bN76YrgRnZ(f&M}sc7kv}
zQ9SZ{JvNJ$b&mLkU->b<%NVAApda@WpAZFTgm#UdDV@H?7aLhN!v}6Sf!5hEh21gK
zFV{uG*l>89r4q}hhwZM)_`NTG!W>={q*Y%ybT!e6fIBL#j=k|o%AJZ66oHEIagu_)
zQ%}%9<H!NkwoYI`nL|a>8H@~WcogfwN8UP71_MI!!7<{c^K)(B1op*N>4c#sOXQ=o
zgdf82`No`%DGPK685vQRBO8xlOfp5$azev9<%R<SStf;S&=B{&09BA2xp<vN>j9p<
z?!MsntmuUSSCl%+RoER#E@{Zbi9#wD9bb4z?+oHkC>O8zp$Ah((GiKO2>g_1B)-EC
zC*)*x8!FwpE#;F}kzVtspzBDA+g)XefQzfyn!Km`7w$mmB+zAYQqn69j`UB;k!K#}
z+DW{X?t#r0C+?<u$>g<G(}}|uAgy~9=Zmlr)|4lDU4$tgfV6Hd01r}-VTANqP1?-E
zC<*HK)SsU-!^eC@F%(Qv^r93|C|>-m8w<+7t^T5Rb2XHntf3Aj<o3c)mFsiMDFWgr
zNZ3p+!VWgTJHkBtT*^R;#OA3W@6=Os-dd-hd$y47E@Lx>5p6;pxG0|35W;A(z7>WK
z<T*p2)5VYSl^-o))Gf&n;=-5D-%1jpg1&(J;xp(2Og(u7?awwVeQ8xjF#{QX8>P~f
zPY~kpD_u;Dovz}8iRbbJ`uyzl15XSy3~Zer$WZ;kkGNHL*boL0v-S#iWkd^Db@Ve)
zS-C>kEm7}Y_w*m=aq*d%j_f8O){0(Z9Mq55B9>iy9ieH(SvME-Wv~0Ss4|p}MSmtk
z7L{;*cR9y)K|j3crJEDA1?Py{L-fk+o1lEmfR9qJZ>$V0)eV=uVEIHcTjgQ!S$gGz
zc1gmCLO$9DLDlA>TUpknU6oyK8*QfYuChH9TTw{|D>8CUj~J&`Rc_jzt*uyB>#e5b
z_lGys9_$^<{;m0{9F^^5=U_LFtTC#YHRdHHjKtK9zG~x1bX?1ru<=ZsP+E8SEI&9p
zJ+iUCELq1}EY4+&`W2lcGGv5o6UU2PXQD&-%V!wCGN6P^C}UJ&@MNq;MsZtNS6RqI
z8@Ms0Px7$`@~myBP1Z%Xt~8zv%;Zw%w!|9k4e5W=GLXjhUF_d`WtAJ7L-m0p_bKX)
z4k*uG;=@SxT3ppxvT&}E#tW&dE8;1cR(V+r`7~B?lSNC?mMUGkURRkiM#Xnadf8mo
zxh~`UP<@1%b5V$ws8tqQovo|AS5*&oiCJISR6J{>Iqx^sSMj3(Zq(Esj3?3!<A>wb
z*IACRB6-<)VgOe_sK0GRH{|PTPmM8qipN+*Z+v!nO>(WN4l~QoKFxj4VU<ffTM5o2
z3$3`O^4WfmH1@p4PaIDuX3JZ;soAou>{-qBeSR{+G9iuG>nk(0wb~UutX&Ncg?Yhl
zN%cWDGuj4Cs9b9hy${G1ZlcqVn)5`2w!13B|C-w7I=g15T@Kan_SJ^$RB}SQtK5y5
zZlu&;N2=d7)#XJ4UFEk8FeF_F9z+G|Nceha4u-g*{g6;x7*OZHCwk<#sH`#SlDa6G
zOU8wAUJ!LDbU79wF_)BmQGD@P!~x=GfStm(s^i#TxuD*N;CRv*)GP8SP&YNXv;jqr
zdp@sc%gnQ1T=*?kR4|BV($HTHN$WktvP}E+x!ek*TF}|7?0|0!6+~B^cURn$YKYMw
zQ!uD43XRuCU>YYEeRm||NLMf)L!R9D;PyxXMV5TPAVcM!^5)_or*IMGOMD7cdEKpE
z@Kg|K$g7mN7@~e$EPxNO^L<ruW55@<k;n4^M&P9|DdWQc`cE4~C-#q#6+OBWNW0Dx
zEQ%F=xYAa4LknTBic0)E_~y+SyE~K<or7b0(%U+D(N@v~oYLc=2W+h2>fky!A+i}s
z^RK&jfJ!I76A2_9NWF7&VM9k@3{LkW`RPf{!a<oZP%{yL3&x<u?{fKJxD!^|z+XR4
z6m-{q8Fk^Ru=}hGF5Rs8tSm(d1|66u)IAL9kTUEs+VPLP=qUaqr)+<$L$05iQG&-*
z$)JLf-5ENM<hPH=gh7wFLPt{v*pL=>@bS%qjZhh$N}zt(ey`U{aT#YRf%-)c@uwV<
zg*v>u?C3r^Nqp#go5*1F8g|u>?bdin4lWSVH=%XA5$6<s0eBU7EiNx4s!X?=@+7Z}
zM&hU&<taD3Sn_u)gOQied~-)0=*5c}@u3jQgUdmYlQIJXp^sLzN<cf_t6GTs%zz)B
z@MPgohU&3WWt<Ds2SM~Pa<h)QKTnbZr8{nxs|~>DSGx3#9`%$;Wq=<Y?W;VN7(s`z
zt{Wd2#GAg0d9m=~OB6_79PKxB#X3HT1Ehn8+CJK}xBq!a0xW10ch)&#Li7C3fs#9y
zk#>@0=ma7%9pO2dM}L*<i>CfPr=ik-NIB*4bV!FAaS@0)AAK2rB)JFy<$)2M+8vvy
zMLuH~Qx1g0Ck}3pdq0?zsC>O%cEhL6c?YHdP0nyZ%65JRC<ho?dfXi5WG#ayAWD@}
zG=%Ho3C!nrjIsPyll()PU4XvWQABQQ5v9#Tgx}r7gTjzeFxAWmdGuIm0+PkR#sl7t
z19SztFUAv^fk+<y#7}7Kbi4>48Pf@LBxDD{(6RK>Lj#R4l!2Nd?g~5)m9~f-;D%o2
zxn2y;+Wmn^NOIMSN9ckST))sHNZ+A60y#u)(5YQ46RE-p+owVGLieri9|2y9HQy0k
zhiAl`3-r+-;klA}5e8`Oq}@iSb}VTD(h28$%6U`y#<clxcP+yRmWa5nUjuqYIF#$O
zp2vC~&tccc2}w`(Vlo0tOe`by6_~sHx!}iu#W=7btNhGwMJ5cUGMc&^!a$W6Igke<
zgO7~lD`m|3rsg0#ZP?k+60P`VHh5+iWJVNY479<5JmOsjGx?#(Y#jdNVLdHNpqPbp
zpLA7I$EtIUX~a8BU8uAAJh4>EwV^EW%2*@0p(DQQhH{zF^CNYPQyEkK_>7xa{LqJJ
z;4|u!oI%%tbn02IXqY+VBQ=@LrhXtZoNLn2hL=cS1|P_nI-pz?=lUVIAZ;0)h{K>W
zkQ$V~`VIOj{RT-}vo6<G@&!FUi_9{eT^Xp}DWdC>e6$xbnm<S_Eek&BQ^dU7hMr5O
z2AD|Y7{l}x&yuTLK9E6wVUK9`p=N0TYj@#IU04H6Jw}<+Huj5;+fzTF>f?G#hZG1c
zPayJP8or9SsXDAk($lst!*owb{~7w6T#Qt=i^{h6Le~Yp@b9{??s_|>Tp{h?zNs=L
z179BG>v%J@+_B1fa<tPP9`4#8hMo_-u(jNahTbYK8dT}Dl>zT)7*sQ+uMBkZ#7{5G
zG3G>&7+<((6+vE#$gIYc>ixi-d;y4BjP^jXK%Dt4;!=-unF@%XR&I_@kNYrS7NZ_N
z2u~!c`@Lx!*zr-&JwtNGDO8-Rd;u0*l-K16hZfeM@N$@N>iGw`<@)ii(mO?DF!Nwi
zIOZhBe-X^fAZn8(uR+d`)3iNpt}JP|S7>Sk7jOEr358{B(JJu=lisOduQ<=rfY1=H
zLy)u{07y4&!b4u-L2}zal{0jO7lETWh_A1s74F!ZBcO2cnTr=VTfBy8xl_ClE{Pt1
zeERp{B4GjTjt<-dx;~AH^R`Vw!sGfq5y8ay2WH&`rv9gZ$UGQN_|(x+0@M=&toj>X
z%CErXz&Ql}Lc;uA<{Y@@@rf@N;Kb#ET4_KPJ;jn0m`~H8=e2j@I$jyc8-1t$($~H8
z0-bkljK!xPVF;9*mX7osCbT2;lz<ELUkBv{mDd+>W2Zq&&>3@G!F9H-LBc~F#Ybj~
zjRTBbKJE~sC?^ACHc~`O*CCCk11!}d&S*KP5xl$H6luR(Z=j(ZnICd7z%iy(wrEbQ
zKN*YkT^TpkXFb*!9W<DKlqr9AJ31YgI_l@~LVx7MNWvgS3mA*+w~gV3%r&k=r=#&U
z=*isRTcN}hz>^oOTsI+G=kb^xV-dsbxUZ3BMw2B@JfQ+yo;m3#o!IB{G3KU*8u7GE
z(i79^2veS7`II!q8RPY#*POFVLv1M;ylz&y#Oy9ZIDIGlERPT)l|GW0bcROSq~r}!
z7Rwy`wKyBKqEq`F938Yhp*KxaCvZP?dEM<{WM+9$Zam~F&h^4?H@e7Ax>Y`weO#Au
zdVR(+4~*94I_}5_-=WVyN&khXWQR}H%{ODx3p$KTJZh;DgvjRhbq?KBth7yxa4(hN
zhGWUI-`j_e+T){#ZRcoDH#n?kCjX0toXIa57V9Zx+Ubhsl%t=>8|a?&ogUdcQie=o
zHK0uR_Ve%qLuJ2=&0-Y{UA{r?ivSwZFCfYg_kJJ-)P0I`Qkr?Zf@w-Y^xHe`C0M}v
zLGvql2RDZv>fu0nCsA&jix74fsKSu+B1+t1eXN2D8auk|nGEy(A%{Fk8QaY{%P%)G
zDLtY?rH_z^bmgKaGe{gIA}s#MH*IgSRm|uL$kOu+ne7IXR$<5J5I=5o6C9%B1SH=y
zY<(9f!595$zGCte7&v;6#zm?LUqR|0o<^1H3yb^%rOWQTo)w&>=b10^a;PGPY-EhV
zJFP!p!-9*w{MI$2kI1uzRykd!;-`9i4w#;MfQw$x!N7W22L7kvWw4Nb8ENVoct4iF
zTzbzi%{Qcvp6<>ArMd}*ek>?b1#`^^n}HQ@F*`?dSx!Hn5K)MEP1EMi#Pa|xgA^QP
z7(mCUiqYXbjIkI->Ko=s6#2SQY@PQ0<zx(<<TL`IhjKhm{e)?bN`Nf-QC^JV7586^
zF8Xkdk>ST-lE2F~fc-;h&R=?o9LXC42ZKLG5y1K3b@iCytdWI}@>?VFM#{=Bw`B2H
zp`QoPgws->exfTQ3xj_{1~@kw$VNF{PEa=+lqXsny3W({+7Kpw;2N2_T+tnEr8+57
zXz;TZoAOv!%$jv(G^t;7lQqEb=;eXrwwo~Pm>pJsVP+U3Fv~QMI6vR=QSK76w#>N8
zSTsRqP+8y2jRsm(tn-=&eGuM6xI}^ze-AU;jNci13UX3s)*tgS+nVZ1y^qv}yT^O&
zNM&aWJX$?v#DyvxSfA~B(}r$OY_Z-;bbvA_gCB!iK9!m$BFs>$T^L6Xj`vmOfoI?M
z*jeQT!{XTc0zoI06nqh+A*IruoX~lo1J&s{g*4I#q#DJy{7-{QFSm~)fjOD!3Jc)$
z`B>LSf8?#CF(+=}v%pw~!nwTizAvX_dMeD-`9g+^k*ZN|H(;8Y_@|>!GQ5JZUIET^
zPBsWS$pG_hUkny1s33jKv5W2Ja*HoVA@m+smB-|YE8zxM3>Qh&Bjv=)u@CY}%rMcR
zybK;B_n^x)DrQdRMHthlAt4W{7iKZTcmWFRgp2fx=jL3f0&=ZabrvJ>I#7pdmuY-z
zN13DmJuDdLo&sib0Zu_&y6^d5v1cJqX4tvdi6?BOFZ$uomnPtgLH7f0?TLOb0+KI+
zrw+=M2U+A40@Ls!R(sH`&q2x9>o|h^1eHFVAw9Xy$Hhv_MOENZ9Zb%<%4Axhqq?p!
z==eEFhtAG*a$G_{w+jZW_yR&s^DpdTG<Ltvx7wv>U~O>DjvSGv%ao`Aa$^*&!vG`8
zIm|3Zj}12>MwT6ViIcd*gb;tH5Ff>9+~5bePLkbAG-RBnB#Mb^un-w*YL?GMMJYY(
zm;pRXkG!TK4LL#sEquI0L-nR48*HMtA&z39mgDlAFPIrr5I@`k{$zIVwL^kjW+yTH
zX3E2hUKpqtgZ?D9ey%5ScIn2fm}2@_2|0(!7lS$IIuIu$%x9N9iz{7{*JZ9|*$Xdg
zVk~;Ognxm|e8=odojNKFm$W>w10|&nq~Yf#!Yg$tU-iTgW=R1bqu|AGQkfy<3y6G}
zW}bh_pl);V!dyRk*n;X{fxz@9Z^9>?&z9N6f?Y#aRf99t@z86C{i$^H3bEIxGi!|t
z3-PTV`f}I>sUA5W6=5h^&JB35jD;mHo_SYY(Zj*Xe%m|dGtRro^a6n%_iX|cmrlcp
z7DWwuQ@DEo(Rr}4e?)gB2q#D!baVLyba0|Tj|Uy<u4;hJCy?1@H)uhnnJ(U_kp?EB
zRGLJN!TwX(p#!=*S3Wp~Icew0FUZ-{0~diA`4^q|L7kC5=$nJ8Kj=XmSGoGYV_Jg+
z9{}$pIPp(ofrN{G5r?u3X}bdaAgLL^<VPR4u1Qe@EU&52vs?xN+#ctF!G2RzY^%59
z%{$2wsZ(@4JDUC~0{2<c<4mBZ%|YmJjr==_%jlSqN&{;;h+(XqBI0r0!XZ*%W75}w
z$Qn7s8ycl$AOsX6KLfEnj_KhJi*+EJ3qSG^5n5zTww||W6lC^lWTOap#8=c47|U~?
zB;ynTxtIM0m@t+U-M0Xp59h<`G8Z#C6PNIC!oWcOJi?SYF<iXRq2jtsTqsAn$nA@@
z{OIe{=NlJP#Z5#UA^DS`;{>v728ipU8TE5?0TlaOfCj(>kP+;B7uh>)zF2Y(Wmck)
z^K_25>t}E$P<=GzRf{DK!@_N%e8hW;Ij$3?>xLEyoUr`G%lu@N&1-}B?v+k$tT>Oj
zD*<_3g53b*PLt21@)zcDF+3<EPcw#$5lGkzwBE9=mzi3!@bnj|I+w&Ue9a$vFk#AO
zJu5SBDId;}Barf9fQ|W?aobo~x199ddeMwtP9AES>xu*tA`@|N^)f?rBY&5)mj_0#
zk%cn5tTJranF7OxGLLl59LQ+P4ocKjXnl_cW7hP>;I#Dc14T>S;bZxFdG1$&tg+?=
zD~u@C59ftCuUGbLEoCJiX6#J-z0|@8A5u67%`<$hKmS69UdAOAYD1N?p)#*{ORyCg
zuO~9vj@nUbm`d75UEmYWp1GB~zCLq10<N3ly}hOTMU54@fiXMv^Hb``4jLH!EMH(-
zxkJyK?lbdlLZHjv%SqX26n!E~rRk^Q)9%D8(B0frtx7(2msoFC);Cp0^;y-4HN?!=
z@={$5Np2tbOK$iovyq?mrFvvNIP101q2iID=ZDTOCN9a?SGgN9gs-e+cMC?&gX3Kp
z{yQOlfsodD(U5*4h;}N7o57_TT3!X~f|IkV`vGZ}&IfW5fR_P-kMmZG7)F2CD(pW2
zxF+5moMb=|x!`wxj_YV3jif}(B?%m^{Px?iOXsEPl$DM=lp27jGE9>cN35|(h?8r{
z2^-8gUI8*#Z}>Z%vvRa<LsPPv;iPRAp~zf@{V8jVKMyX&JSj)6%NUWtv4V9r+CM;#
zlbbbhgoCMjM?%&oXl4VtenbOZ@08m)B#Ahk(2kW;<cqRIRy0^S3sY9|O)_=aDk|xM
z9_6-($Gr3C9zT(Rlm|(VgHCZdm(U@3LeZ0xM;9&9dxXM43_#QMd{h3UohXpy0!7p7
z?L6bTn0)=`aQd3l%&(ANpky#YS4f!ji%<krR@bJ1xT3NjFCn>X*u}P5-qsGO+&2`K
z<2veM9$lA?sJjrO3~)b@OS~M`Eb<e9<3%c&g)Vf8F75qMGEi(+WG*}|aD)r<U4nq!
zE^o;aD8Aiw!B9|td8m(^;scO24Hpb?WbAwj(oPG}6e&feEOJ92KD|KqUG#2O5$Sa1
zRkN$r&T&TOqc@(=71X&XpHB9ei#=U*HYY?t`FZ4<IBu?SGs}r#kSsXWKDl0j3X2{?
z3?q(Im!zbTCcHf}DLT0NM>!Z4qOkFy%r3*&^NI&_NCd6NEr(<T%CKO2IQ*2wi)|Qi
zV}BN3vyk3k+U1C=GE#Z>W!FpR3E5nxf>m$N6sqhjUBC#ZOvZ;iUgx~vmNR1!yhelA
zH<v<qVJDJC;jFEmtD_|%4ZRRgUS@|^Wwgy2+t9(E+1f*uc`T9>*F2v`wlPL_&}=zO
zA*H2A9rWk>0K}vB7_`i|^Mc!I+fun0w9K0B95R!6DEjCY`P^qjZ=(~wVrZkk-_$UU
zxUGyz1yv^7^&uZ~`jib1bd_0f?;7oO*?Y&Vt7X%>K1M(-m-12(oOr5Fz%S6<E+>>;
z%Z}fDDZ5PMCAUqLne8O^k66NxohDe4LO=E?GvV!{S<07A)l=gq4G{qx+TFFJ|6ml)
z*436-8bV!PG<-YCj3z!}V8BU1Da=9q@mvTb4WbRLHZ-LH8naO68CfMZF&s0nj=uDp
zLQ|Rl$bn!D*5xM7-Vp|2<QZg)1C*B`gi!PlNX$I=9I)F5Ec^&*Sfu_apz9YoCbGJ0
zoluD?$vdjvt{?R`sv8sM6Oe&M&N=9H8wydm<TKBJ2mS8)Zn}^##SCRGo;D+o0K*t@
z$qVGg&S}|$cL3^C?FP80Il8Jt9|VP|&PbH7dY(K34*7bTEsYUkgv2#%$Onkd;MK!D
z|Da2XM^*<yYkH2Ar#e*+C!rF%qqwL3NWTCJO6Q}}CeV`t$}@Iy!9*57Ud{zDZ4b}P
z=un<p-{lHP$IFSPILqV|&i%xFP#Ee~{q3T9JtNGwcn^OF+1?i}ly%bY=b$3#ztJ8L
zP0mA%s&T9;xV$Q~N%vBY{5kJO2+OfFX6m?518#q%_`)r$$LMfy9Q>dI?avt;2uH`0
zN9E#oS)lsNSZct$DX23Uc$1f(((I=W&<#+OM4QqxeYLLE=eCm3+i)%xAcE5Dm}l}^
zUVe&7xnnwzFd?)d!%apMM!0tZP#FgrC;Z|bWs730X@ydbnZQM^>)unRE;J+|x#Q%A
z7GsfFciM$=_?p@gpFvl-#Wygz=+0$vgQDodDR_<Z6h(lWGG&CTp4=qyvKeb!SzC)<
zC57TEpL0lF<&nXT;P9y@NNE>&Na$@+8vsCu)+mn;u58FiWVaD^*=W4P=j99eA|MS*
z8@O#?D0H7QD@qE#5kxN`t4{8*l@2eVjc}DmJ(;g%59ykfK9Z~%+d@lD+~PZc%MVx{
zdnW0Wub_3J@~9`DGG~_y@I}M?sPKXy>icMb!Ds-A0ejRWC7rN~kq)^47e<aOIri-G
zidL9MOoTfEYG^<Dm3KgQ7<@`zXn}JB)dc7?&ei!>M<P(ar$LoJfbtH5cjp)WQ$A1U
z`Jv%LJ*Os?R|mTtBTql^>AomXm>i?5LlwrTxkx|eoU7->P%|zi49zv>5}%6-a@;g6
z($_#Y4~n}m-o>3$PX^G=S58EmC(4ah!1Ue4V|Pkl1ymmMpYMa_G2B%_r(UDrSii)c
zgOO!->rz%S<>2HZ`T#)N^8*IH4$n(9Qe9S@bNdHfU6{-8qP`dxB=W%$f3!qtP&wBH
zOfN3y8K9T#?AF^<`VRmI0#4e@@ImE!7FZ~&f_6Cw2frc0aIF4nn#oDWsgh{&hR1nG
zT#}$30lsBeI_w)e+D?~u^xRn%fBVTJ8q6AoZqF7f!LzxFuz}psG6{U_MH7{AgmPV)
zewY)K8#2z>`T<a;{{^`bvpl5fP`C)>DZ|K1GvJ{@s9Ox-u|Ie5y0BGJ$<Wa<^q`?q
zi>}IKMwp#5SXaveg=PaWAFs*0d&-Y2n0f`541X5@Uv#Z&pvqJs=!K7UFq?^~d}?F(
z$S=9o%dQ5CN}l9%NQ@$TPwpTIP2)DVOUcmX$Hy(Uy!(QBgqScJ&5jmj^aG)!;}(#@
z46(E%Bs9pTK-!krNWu{<*)SC!KIzO&MqXCq3xY@OkYySwH@p>zb1A4+qsj%MFGUC_
ztIEd6r7c-*!*Ud6Yq{jmo@{3~tRWUePh;P71pTY}Sjl8U(t3CR=Q0nTF8CuK9bYs|
zTkC}adMTKAKQwU7?x%|Y&O$drN=eFC;?P(f2v(F`pS+wNut~n0P@QiN+qJ)+U?kU>
z<UmKqb$0?akml0b%T^dt!{8|(d~sZOOwuYZm7P|&>Q<<zp>F4Re?&l`!jxFQr$eeB
zDrB9|S349Cbj)<L<;v=->oY=^FPujHqmESmV!6ckbo5%JxMSNCR(+}<+M?o~2JlXP
zpyy0r0kY&E2;(Vl=j#X0Hgy<{U*x8&9uN?o))~IO(BX%+P~#;chJ7!0%1A(H;IxqT
z%wSnm9)5UC_$0`ohkfiNDnKscEMI(10=Q_wAWIe?R=s)DsWglzqLL-$8=!HhAA9uk
z!kmt6NX7f1pfjPBpW_U8E_h$w=PD9S8Kle7zU$84jxLpzuZMk9+<C0h)w0E`1L;#Y
zZAzIKiZM<{30#7I{D~(Ut&c31A-}j|9zuiBtO&~Sk{cNnrlOBcWDS>anDR~BBI3lY
z^rFw(`Z0*}LYqp~SXf2%+#M9kKj}J{pWO8GK5}uG0GBcA(Lfz#4C}n%Mj=Zic$lB_
z2PzxJ^5f2d%jo!wfP5H=-kVv56gM2%N{&bQl#9Wsay#FlkKlKl4!9F=+jM{RlY)d*
zHyNd#IbGw6aLo9g+5o4nY`F$YNb8zTF62u2$Vj>24V@7`^p5S|G~%e|l3%Ff1-{uT
z+qCidZMK!;gB8|rvbc;15{d4sgLP*L6*ahBKGwUVS6<@dYns#(-5wqt*eIsH=*zP6
zQ+dF&>;Ze6`wH?<SPqU0J$+X<RLl?yUo?DFW8%{x+KC^S`o9I>wzQ&$rs!n^NdZjK
zVd5PCYQsgcPNH0%BJ$D<{FUfIS!g;D3};}Xoa*G{K$fHil8roL$HG6A*^vY4P`Chd
zF$>Aeau8>ug^`WFWe0lVfFBi%{OhCviL+~OT&izxkDfx}E6<pUuYw+MTu;yuN$BAG
z<r+y>3{4S=!SB0#(ad3QbJME5^VkTU=^OZ`P3Sa5Cv6M|LSOv`Sgac`&o4B@4SXw)
z{+R(-gbYahrjT=Jgbb+3&#^cam3d6ja)v5-iFYvIfZ`I0o2U!1xGmxUL)q~Isd}hf
zQZJLJ30a4prXPHck9ASS=#}h*;ezY+!SGev=G+gz^cOP{bjD-Ea{)3Kdbw4H4-Cl0
z&oYYFfIa<N44gGSv*ya;EJ$4a6fnl05J%6nLT7Yj_xJM$y;K4)@fMIQvaUk~`1>Lc
z|D30Q+mJRj#&A=N4LUB)8N0^<kc)Gl^{C$0wIe(S1E|YS{?KRk()`?G_)&ITmnphw
zIhMHtwGO{AZgM(0A4#P1!&qArVyt1jQ3|uBtoQer*UKv%a&&o03kPD{TK09a0V)g|
zs8n5@6X;5MVP=m<`if`S0<*(eQ=7U{f3L&t<r^nIpo*I>_Eh@rvyeRjzsyt5B(fbD
zTf9*UO9)(MCrr8Io1kKl8^jMOvA*3^Ab9{%HGXr_<98of@&_`m^TL^Qj1kP<y!$dv
zZ78A`A=2<fa5lq$W&N${uqwk{eI?hHKKqR7@GCz3Pi-hfP75Yr*~{kYX4{(aIb}XP
za^~`OPj=hh$)5GR2$tA&g_ou2{5zO6vli3|j`Aw*R03hou+s$Vd9PAW;Y_?(GrV(1
znR&5JCNfM6l*I=|s(!uX;RmF29bGTQ%B9U*YZabzCVlTk!iz8QMZ%=f(+mY;ydiDk
z=ICA>dJef2=T0Q_Nu3eYB#EYzmA`NjfZln0zdEoV!0{B<JBRX+Z6G5<=Y=DWYhg59
zbv0m~`Ox`Y=$PilcZbF05Z-lXd>-ccek-8#;Mxpz15}?pkF-9j==my;E5Cu!B21!T
zZB`4UrSk!LxMBu>#V5eQ;Xt{7G{|5tpK}(C2h+e%%>hDPP-Qv>)%2N2>&Gs-N}Q=o
z%%D<fK@)fAB!;0+bRf)Q|B5$nmFYP3+thQU$s^D76^ES~|A0eS9{j#~3yJ9Qz1v4h
z;-2~o-8s~u26DjisI0u~=2|D-Iusw*%~9vTyhMI<bleX1_uH}ROVz1AGsK?N(nTk;
zTdIGLtHSLyjXk~2&kt$a)Y+i&b7S?vAm@6y>02KKq}M+krWYM|tHmr8cA|7_eOB8!
zih}A8XGpjhN|QrzqR+W0FMY-R2mal!{!tv$4oTw|1|t+tzmQZ2D6))X(rqmF+NUnX
zvzImGO@7jbL?LIli<ZB-l^y2+oa(;Hk5c_*v{m*TW>znH%()A%<SQBIU#>?#jAL7m
z1IQ=8W$RGO139JGmW~^RwHZ4FEc=BoFf-w4!x+M3foae(JCbm~=?Ysq<%36VP{w?r
z;t@MLFUTPFha8sM2}=l$>T7YSUm7)XJLgbV=S8@C0VrK35FSovQbYBSVYza;(yqxU
zeQ9k&I$riVUVqM5WpfiiPIN;y>hAKWhsGszJzHb%;TXTCy7A69LTMBOt-Y4#6dk+w
zthQNOYa1&Y<|pm8J@)54+Vk=Sw@c4A>UVUU1_^W>QZ3}fL$dfv*IxR8eIVRYJ#VaU
zv`zL)mTbD!P<=H%^2uoTDRkQz!bH60+OwC}i@=v-Pp5_I91NpTz83}4ap{GDtFMYL
zFQws$$%&r3Bz(}|2P@4glJXoHl-Si)N-vP|qj;s#5bl&6N5;tyt$y5%m={o;MXqV^
zhoN9xB%gSN)tQ!My!ms8L@C9^$Y;@Xu<R;>H(kB<Ntr1bhy=w`3GzVCH_3CC*4hb-
zgg8J9a-t}Wjs#WeI0qD@4x2h5R|b?b?m|f?O!+p}6r(%pL09HALCG=~p2IE}e#k0l
zPa!boIXRKk)B_3nBR$_y;wrXs<jvQB>nn8i2SjVoOd<(EOFg*|!K{;nw|<Irf8a0L
z5kfKWByGqW`Nm?LS*UXCRUbf4=4S$@WzR}^I~H_N&jHa!$}+Elo`J%ogeA3YzF?(;
z+RKmX>@vWJPI;YM;U(6&DnHSFjM-5sA`_MV=1!iDiNQ4&^*asb%ELLl<N_)sK;60U
z4+FarOV4D>g;8Y^Ko;`~ANq8U7QiD(#8>-pF##Rta4xn!9|WCD058#UkwE4irc1Bz
zjt_5dv%T6Gdt8!N=NY<dx{w~9wcWh~@s_@5%LwH9Quc5Gpl%$LpBWN=eXH>pl`&$~
zaglNm%BP0gYluTn(G}nsD5WE_4$>thq<-$Jmw{xUZssqv;n4jQWgh%o#}UXw32r9{
zi6d`6XCiCo^F9Fos?AuV0QoDvWHG1=T8BnqymM11jnT=wduTjDNcMO2d+g`|8np}i
z!9v3ft^2Vq&eV_mFs?oWSbr>YIb++bnfPW;T#thMm5(k|<1OvLjBb5U!{?!VG>dh{
z4h!(FGQ<yF))Q@kqaWuAkMmd6-}qPreeFo8M=HntMSTndvBu?b>_9K*v+o9>GN~i7
z4WKZkXfzbU=TtJQyp^+dAfCv+CG!bA=@w7<`D8ME^3*)fj!$ebQ)l$aCJK=py(r4_
zla#?@YxE!*>BTY{NL5%QeC(G#eWC{8T5@e|&DX<2DV3MZ&X(B2g>y%e$dI&dI=ZIx
zOE)aMQ@SE_OxWXYmkX%|D)A-%+S06TEpK?wS{rMsFY9?#Ng>N7k~`zG_|lLD>XSNn
z?4oY?2aHB)%%g=Zx32d`%6BYjt}U;_r5&oA-Lr$X$8Hah3(3LW$!FHPG%CXx$QVeQ
zNw417hCbZe{p6^}p)bZLn4!O8w=w<b%G!F{P}|WmjB(pCPLITsQlK|)Y!U`L<zz^%
z>v>Ayh=HBu5MKV#ufcxmp;Yut8yqp_%FnJA*Mv7!KIf$k@zcGgTLAYhUk^C{D1Z2+
zEI*Z@yt>Zo=P_IH^|imu3X_h^FBZ}&-zKOgnF6}W$q~PG)m^nD2d8xshXyWA@6i3^
zH359$d}uId9n7m3b~l|ie#1nh4+>#H*O`ZDbwd@L*Q@+=Jaz86j`}WFZVZ5nA)Rzg
zznt<CNCELb4XA|BC$EBa!CA~X4VT<yV3mQ8X!tp3y6z3kD{Ky?7tMje1iF})f|KTi
z?Ct_QjmJD(!e9<MO=r58gIEtn(u3PvZQ50LIeX%v1^ds@L&m_!ru(MpTreE$a>-w~
z2#(Xij$;Ibjqn*WPW^$<RXOK%OTX&g4rUQwKNi7A2pb+{uCH&{MQ_aPFvA9wd3KDP
zaLJEI&+rJIy{#{T@OU0zgqW5Y-F!Is@Eo26BKKnZ;&af^-LnWiigcgDx|lvq@1dh@
z`q)97Q9sHd<g#>eoHFWh05lmxdt6WBSY%_)F<;m*4ktDFdtURKP*2LMar^R$5ub6t
zZlpl$9*lER^VpeCm)-o)doYGT_(zZUl^42h+~~^TbRhYs0DbD#eLi}p2gPw?=Z|r8
z19Yg<b3?eN^!TY4E`}`2LxL<zIF)h8P7f;A@}djslJSXUfzi%I^?4eg7nO$*=O6WE
zNy@aYSsLP-JW;sc$r@eJ7()Ksut{p`+TIRho4Arw?7ZyiPd&X1rW^N^cc}Vuvl9bc
zv>LnI54ys0oCnCddg2<$AGhF)yH4tD!+EW(Vi2pIN5{wBRpU^la)XspMAwgFnW=Zx
z{UQi$7v=>6n*D77*j`|D^YT|1uyRMu3Zm{2amMhpgL|kMgC7otG6G&AVK?QB{=h^G
zLvk)eJ_S0*3v!Gy#NWdv9K$}b@XH+rVmjoaU=u)h(`0g4il=qte%Cn<(-tg<48Sn!
zY3yZm9N;N(0&w$%ZD1Q-Wh6V@KEdF*7%~v`z&WTBJn%lOE`>$@7nPSPKfT@n*FL+Q
z)Pt@)4jSt5BrR9b?o9+Hbnpl&RVN_+B1;0Ez+C^pZwH$Ax!~x~aUK@yYd$@1Y1Khy
ze~0YqCnZydWSK-<2xA_*Q}Q7^&lmY-GJ<EbnfC@I-8$ry>6v`A0QPi$cQ5Zi&j;`_
zgx~wItqb0_4667S1Q$t<rlaCAKm`yAYb=`ffsAzv(BnuOG%7#FgvSVYDGok`Q$B;=
z<p?L`P5q|pw2tkh6AHBvh8p9D%ArqD_EOHzfo?3ikJpUb`0<W@hav7|CL^4MV$7CU
zF@#vhn-|QGhdDmivHvjUoLgy*v3x{W%E;Bra0&5F>eeHYD&&SFGkh4s%-U1lAx5Iw
z%r}eR2LN)7WzJ*PnX{wC%;i!hUs2<$ZIsIi%xrLU&3Jg;{E6}ZblEb)Nr@?swcvbU
zVqL}|YiilI_e4hN;Th|e>7z2i#WG_^!hY%^Oy5ea;Ah=;M32zMElkN!XDc$+XR|ji
zOJR=N{z+bL>zl3_xB)Ob{6m=l{k(fktvo~BC4*=aE?!88!Oz<4d^L_+0q;Y6eAxC5
z_uGN|d7?#*=qH6l=Zi3v#T}5Vlsn>i+K(F0?u!T2zm$*@nkb*b_H&&2LFnvHw0WT9
zd1I<8z9SsZLFNCJ0Q~77$fYB~;o^1qi7E(n@cn?nWb7yb=bc8$Uo<wzJBG4@yog{j
z4#Hdj(3>eP2G^y8e;VNkb9Hrr8GN6r^Da~LHKOASrhdVqUJATjTCZDZaFcy5i<8F4
z;#bCV2yjLh8V5P}-{XifQ6=T)zax5T>C@q!*GOWgxe%VByn%I;95?(I!D&vCei@mG
ztDl0&%Rrqp%cVGnOuzs~`Uqp*9w8`tTzCe#0L|xx{}h2KA44T9K<N&cD_j1;MQ~gW
z4tEt8270+}yM9FGljD>0D@CyOF*Q><w9dzYN8Ajhqr5zh|1e<I9a7hk_odMFQo1R)
za2)&q0H2Hae^`Lq+$^k0QjZzhW$Z(7F)Bcya+y?tu;DPp5lVKBHH%s0xc5_rxph=H
z#!u(dY2#e1*-kPP4Nrigd1Q?d4qs|XJ#8o{?BzVfLoQmEO4%+yP`#?c<wg>n+sbQ{
zpWP&Etf@?1E@M{!AUhvG({t%CmXQ1ez4L^l>EDzss!lfQN#Mwi%79+8wl^Qf0LkyI
zxjbWv!E~fLk7EMmyKkkyOQGsFEe~{F{V*`uqn5AJu??Bd;I=CRasT*02Jx}7kU5f9
zQDLV*$N9c^9&!#~>|+XM7Mktdwr1-pcdc!(r?9wEChK@L80f}&&Ep7pxxtPhTt%k5
zEXNUAAb@d4Vfste)%DJGRks=bVjLgG*j(c&){5$QBpo06BN-UQzVSfbp0jj>KguMz
zQUe*QyAVCe_K14`iy3IonRUFezR^}@GcV;hP<>guY-8MgnY`$edZ=$!=Uo7oZyD03
za<0!`FJ1&(BHoLG8cwpF2SX?@^$#|RwOg@M-xMG&9Gx*dL_9ZCd6wCHgpMqpaY>J)
za_I!1Q=Sis>t&gTbV151QXNU`1nFYkRh(%gQ=Nnt0%=2fxV}G(bgsMF3-oo%C*HI0
zfhPH;fUHw#r~Y$X7pg^YA!>ldc+W6{J;CJ;dMHSGFlj|m@ww1u_~=8~fb)=;%&L#j
z**+Cek&OoV%N_JQ(H}n07hT6FtUzIC(@r(}TG<KL`d*_A5iZ~$bjdsNOS)&hdLA9Z
zivi99UGmMNN#rISC>;=<9~>d*L<2xX-jq@4=9NRj4(eERVIJ%>S%b`4!!yr%AP1Y~
zd*-zZ<)c}szLcvVe9K7tuwb2Zf1oSlY2Z2ps^5ac`1za=J&k?lgYtPl=qgnWdtZ=0
zn0|&29p~ju=~_CjF9ZUESPEKZ!v(@B3V!s{jL4zoNDJl{9<X-V!mPdKY!(amf#e#>
zD!0QlG&gqGsNoA=aHFsAA|{XUF%Tm`xg+2gb_W=S3P&SH*Gtc99SSjAqFlD+%FHEY
zv)0o~2YUHAXTsFFNtPgm;8mf%DFmu~f%R$a(Mv$lxojTet6UjOd@RBrZtzxM`AQs5
z-2FmdFSlTE99#s;sxnev*Ve!Mxw(iOtf^(k1!jozAr2Xdl+XEUVj1|t-h~F3RQYl!
zqCs}t%*11yvf~2=IqkyuVLIih@gs8MRiE-nReXB7{XK3dV;<13lXOAPtn`|U@l7wA
zP{(SAGE8@5nC`JmMCZy03$>MjwxuV#?669F93SGy^;o8m#VYD9kJ9=02s>)<GT-Lf
zrk_3>OV5<MbG+|aYR`rvt;>BMKmf|^_@d$4ZVUr%el#WYEN=%lxG)2gBAnLKqqmDO
z$-M!Em2JZNg8^I@Vak)TIttRQ=AlG*CdEVBSzJ_d2+D;b=z&Y8JjlH<dT@#kLnnJ5
zUHD{~kdTX@*CAa3;|U{Ru(Bs7-g!t|TKHl-2bL-ME=UcK-qB8vzC6PepspN4&Ok4B
zWY1v2Z%B%NiaLz5%_9_jLBd_$N!nug9P~8$Sv6~5J`+hs5#{1HuZ#>n_C!q%&+~+1
z(HKJLghV-U@Z)k}#p9?BN$wZ2j)^^w7p0Y4PAV8Kj6DdNC>H?74=#reAuNyorSEa(
zF%h)4*B#1rA0&$oT)QJv*DZs8&kH=Y{oW5O+p~k~{9j49SV>XwXfSc4PuTz?uIei#
z53_ka3LvVYs~syj=Wl?X;Tt(vR-AdOeKp*<y`e8=2Bi_~G7P$(qltf%E&Y_;7K)c|
zrd)QfQ)0UdAm@~4PwS3v5;{sVLjvq$sB-<xlM63dU{+F{mZuzZhPUVkzXIh0Vk}o}
zhN1&1$k%3-jSRR`8F+~-U#9Cf0Qzwr<weubSGlPvv!j>8DKC``dC~?9vEj}YFZ`*m
z_vIC?tPszVi7c1Mx@E47@KC;C##K1@F9)|3F65mDauAOk%))cy;U@slxs4@3syP_I
zHO819eE?paCeQ<waY&5I%zceHl(fc7alhe#C$q%NPJ8<^${6?v5ZLvNT&V|u7CVS0
zPn*e`>B-VEOF_uN%=m_Mydh)U+v%xpho@{W$MO_*n#i&V7cI;a@AEc<%Ot+1Kh4hg
zsNltySTJZ@-BL=T6BSGiVqhAYPkA2bITv_;6j1#Ps4n(Akj^k+GKEXzA3N$;VzC$o
z@wu!|mn<_NV}`k`m%^CGC*Dv*kDu^+7R}U2G0pWfu<>;nybqK43*88p#T!U+GJ|2K
zt9lA6F2SDOVIepNNqY*xWiTD=00yzao58SV)6PSW?{r4fPU#bG8bZ?~L51TcfPb+j
z3)xIFlsV_0V(3E8;2QK`o@f(5i|e3|6L9=AcJvo-JUm9s#Va?G)BwIG$2?}`g55!J
zMQ2&0uXBdl2WdxO$p3ucvi~avXow5ZMWRpZBh3yihC8H9Xx{JKN&gRhjV)w{m)meC
zA=jkPjBSoPJ(tTn#smm66Sx=;6hBKMPmI~rZLFbSQceIF=O}Clc20OYpH8Q!qNhZ5
z3-F_T<;h1lICqrVi!q(Y+<tSRzqy*1t}UI8b1s>N2$!qU?eDn^o{<zCkMP;@j1*?V
z*|Ko4F3$#)W4@dK{P?l!LSEkU-p<TuOH_<xW}{uI{$3wEfvU|pwJ(4<AiMLMn=|3#
z8G>r6axn~9QUKqKDcl4Bb)BkZ6M#7l;)qM9O-hHUT$I;kumtKzl*UIn{NzEjELHH=
z;#}tuNOK?T{Cx9H;iCYPqI!HUYXA|@f4qP865GA8XoDp=%PLbhT0(EB=X|1{<`vM-
z=D`yAm(oWGUKA`!^unMzgcYn-p~LhQGk$!*37Zo=CwReBrPY`K`3oIZnti4rpb#f9
z4L=7Epa$|Trp-f|Dv!;$Gvee=IVm;WvX{@V52Pt0H0d1u0$vs99V0x1rs>=|$*>hu
zGLCrxdHq<vqiZ7fM0~-@G9WPUaj1hM4OUmjxy+83geT}b-QKQ*mvk4uw5+?<<?Oi_
zG94@vbJmfqasX3~Wn@g#3#zWhp2LsvEQ1jJfl2|n2!;|ZT9cE(5dDV-QEpoK>tg9v
zoCr}o)9zj03fH|eFti~9QEx<KbvbTt{GEm}l@^2&+7xJx@;cg4k;^GP+*6%Q|H{QR
zm{{=;3CKC+7?&Gqojc4XpmY^XbmyRB(1WKC{lSAWy^RpOg$^q{Iw1^sXno!bvo%^F
znL9oOsy__0@B`t|^SUmAiuc$djP3(A0+i-ApBcE7E8A(Me`JfJJVJ&ekK~UJsq-<r
z8>K8}W%T3iaMn4VVJLfFs?)Z%3Jq<9TpH0Lf-r67EwU6zen}bK(x$Y(XwX%*ZbNR)
z5#o_W0E0`wx)%DPzkt+i{uf<=HrlM7$fp7gc{H9rgDlo5x<d&c0D27!gWnxfb@YrM
z;hCghyQw^8w$2nrHg9EyaH4fsc@N|wKO>Cgq%V=``gG`e$6cXLoYCTy7oTW*#wp4{
zS1egzou}f&gmVw@x<{pZX@lAZndv8Rqp(^E*U9Z-2(n)*?F~I`2^Y*3f7V;N+&{@%
z_-weDdP)!Qr_Get)evt#ZdV#Q;YBG*sBs{`d5FvvQl4e%an@$8JiYtO%O$o}wnTTT
zYlHGg-z&>&=2E7c`#v!egBQZsR*fAB4)_R-Sb1$LeL=baBLhY@SMRP9id5gvr<r98
z%Q)O*)>832w%_LEGRrJ7)z_#W>x#{;a00MAIpu{ditqY%f28l|ES5~Gw5yCW>diLw
zTdLbjtLtq|^*A`&7yn%uYkOY1ynB{Cb7?!aH1oD*Zt&>wGE9GRPqZB93B{mWj95<n
zncQo9q(Xk$fu$+b)$77VZ)5iqK3pF$lvz@uKB9E`+9^zEU!m)*@;C>*&7ca5jYOY9
z4}FXfpLNyg%51Z3t!;Xy_T-e0a_qM!Lia`AgoH<QoO8<j<x&;b3-o~)L9aYf1<PFz
zXdgXh+qEn0%G#Dxw5oEC+xF3pXbwcJQWR(X=|Dd^7N#7=I`o4i^p^ZyG)UXOy?_o=
zQ2yzKEI^|?o3h-X1JIz|`vJk7uDgrOT-3Bc8n-$VK=G;z`|PDx1n5xb>v$Pdx%2cx
zsqhhgTRM|Yh^kk_C@H2VQBI)vzI8H&mkS**It^yM8*y?B&|u~k5Z0fFF)~2B>c*f2
zA6#xeMpWJ9GWg;rgAHlLk<YHeVI)63xuNSww#4{oza00oiR)}V?E{1RrP@IM3_yel
zPJbqgA5RB+d*P<hNos2KbNhYLhCcZiz`0<_B^|f(>yE%2f}O^R9SL7#Fyk{4t#tSo
zhR-y9avlo8g?bcDA#Lsa{Ny1&=r&Q9i#G&S9}ol9<@ucNB`mU@!i9-0G<;q90@+g;
zerq8$2#h`SBZ6tYTyW~%m0{fzliSY3N6!o3^W0emG>AW5pLZ@Q=bg<{=$tCo{U-gj
zV&f-oc*CON3g)yU0{>jrTuO&5l>jpWbz?+0$9Iy|V=J)8&t=450_xlX2LDhFUdm;L
zSmAC|XMcS7m?Vy~M(^h1auPR|@O}`=jFHS5u4aZ9HL7fHKc@D?G{dF@Rw-t&jva_~
zo6*J-no%B81cyl4VO56anqP9;JLZKtjBfhQq2!S9DH*s)V)+O#UfVCjDJYMkoX7gE
zg6Uh7otbHLfb8C?Q6$H@v8Zc=BdV<?^?FtqvcN`lpzrar<i?7Oak<>Eu!ea1c(?8I
z;-ZJAw240v-unk^7EAZ+HHiF#6Fq?YtB~`CRQA&6OLbRN&vo@H%6o9Q@0S=)Wti6!
z0j`za?WE`N*9*VR@a>mifYHE3t=8>17@K0TQ7!~^cn^U?M~m~Jz^pLn$}gziSmitg
z=yZUObRuUN2bje{_EInzT!iuyM1N$*03+IEd?b+4&LbsOo$wbb)_0M(sq3>=^KzK-
zPZ{H}BPZ|#1Ngfa;3Vu3J{E1Knb<Xk%8Fa)!G01RAtAR1F1+J$k_}}rk^YSkKWP*{
zeX#@$4xuPDSTONh-%jrlf{L?wfvYqwcs3e`uu!zz!RJCPx2ISB<dr*(H_wRRu+p5)
zMOBy?&lnq(-)I^NRjK`Dj{ylg|40WG-;qyv2g83zgMNsMY*SqjA}YKwdb|GnZ=Sy7
zA3KM`%IBAos6%2c<I}*Uhy+%~PG0r0(LI3=I$+P&e?(x;?fxlH1ySoKO?16{D<K*l
zfszV{kF2F2B6|FsZWS{pdnYVjle$gGd~Pa&b~CCB_fgtX@zobBALZjr87xAj4gIGB
z@j_BDE--}sX<<e1l!Ter$dLXUefOVd^5E3D$w_?g=M~x0kz10BsN_`{_C?doN>g@b
zb#sFUNB+G8<$-^{!GnQdX#39B{1lZ``bqi96=>XFI%Ce6nRtv+wmnn5Wegv%{TN2E
z`1wOY!nvgj^17Zq2+&+HES08&^i7}yiHxx&gd$`su+5dVwz0hC*~mQ^qW*f?$)0%d
zL?^S#e$u5}V?CY@))6j0dEzIYQ~~XatQelmkRvqFh-Ke|$E3`u|57kXrxQJP4%Y};
z1|yqo&v>D3QwA~dHABqjo4sC}G8hx&2XY<C=u)ypTn-hJ5(_KZb(kc~r01)%^>&Sy
zj#c)y%6xRV*Pa~ixXtO$+`eIm!-6*9DU0D*>i!YIZyRIyG8K&RQCyDC1M{52<HIRD
z?KP338nAcvDO3kT4rKpuB~Ky7WdZ((wIIX$78s43$LEJK5-8NyDP$7bZ@GH?`ys=?
z2Z06oI`4Dwgh}gYGQ-s0!4bW8RoWuW1>ga$GaD`z6Bq_SPJBjkg^S7qWjqcCE|9GQ
z@pA*^WrS1c<kq(Gg40}#L68`yeozOa{p7{ZZ;XqtzyxuHlvDYE!R>Lz!QX$#AhZG7
zvEl}rX&U({sCadB*m>;p5qh8}5BaA6f47R_F@!3QRjq?B*z%X^i(|EO3^dv>=V#KN
z0>x;6$rvF|CF6QF??b?1U4e_@T(E^76VVCXH}K))xD0IA^m5a;dK+=Q?&6eDj~keG
zNA2NG5ukO)5FWR+{_yk<-k_89tD8_)8SW#m^N{@R19GQ82rSJpDZ<QL+B95Ut|}Y1
za)1KS4OLd&fyN|B@Uip5hy~zm63b3)Q*O3*s~U~{cL4KLTv&I$&kyAC*mp)<F^Kz(
zfHZ*dpV?vNhcV(u!+V7HFW2>}Y$dn-h^?~Gvwk+jSJ+;T7x=QngpF{;P(7ph$OE5C
zFx=%Ay1ns|v5F-uFu!<{PZ7gSuA&HgmYZY_WO!y!j$Y1%pfqklxB&rKKTY3aJue0+
zGvh<uodG=|!o(z`BBB9H=EQXrSY#c1Z4*FujJ{RorVQdOUaC_%Wo>&m54L_g&dpg0
z^b$}D5oQy7vGCi*7%uRI%}SBq$3Tw?Jfoh5JmtCpr(8b>bY^BVFNi}bwD%MHN0_Ib
zl8{oV=LV$($f-EeRKH}6@R&r$4$b?p`__UQkM&C~U%p&W(#h22&#Qk>)CYy3!XE%~
z^3Q=IkiC0xBm4j*G3(4sWMWYDtGM@pxmt_<@;0Bw=VG?V-(@}p7{bn9U?$+C40P3(
z?C)h)JQv>l632ykyyoLcJV#u|=RjmX#zp2_L^_I5VJ`BWw`j}n@(aUdKEGTbN4Y&d
zep8S19^5B9O;v!7E3HQ<!WRi5j6GUFerTtV>q7LG-t?>>T38i7vJMxgaz8j+)>W!n
z_Qx4up=yTr8>2o9pwB5dSh8_lmOt%{f1Y*`#^lJGJl$g_E^U;4M_-u#jY^Y?KUq4A
z0eqdEV94D=^8iO?#rWhch5|9w7vpAjc)njv<QRCzt#cKCN5z7E(jl+ul}6ivER~>7
zQ-rbS0LuO+BHmon27M2G5?M#dfXLqi0PDLI0S(3(d-AeYo3FJoLx?e4U#26kXSIug
zGLf(NyI%ZFBUcGf7LL^O$Pt&9%eGcm+nVcr)()g&jKb3OQ11Ie^jQA<x*X=AurGe2
z4D)R%P!PkIijd?RZ^BMnpuGSl#gA}7HuSt9gESxJP&-QB2kg7d46&}zDRI;heCZcc
z_U|W6<&IF4L4cc|S=(CK=ms%5KlS!@>_^OA#M}bG+e>$b62E=$;YZky2reCP75!Xl
zyRg@MP=E*grr0^B7b!+=@61UB2={?V1E616A-ZJiC+D+3a-K)C(qZI6T=0c~Mo}J%
zP-MwzBSM3pBPZ}-Wb2$0SOC;GB7^vd=y|@}(I1{d!pPkDXT4YQ0X~MXS~U@B(}brm
z9~vR?m({^3LsC4W%mTbUXvZ>7(<lB8)Ba_@5ErbAr7s9QogYKh@Kant`76F=>vZ5B
zW}}mM{}LDe-M@gyf*g#eEYZMqSblg9*vnkx1x&-1%dSv)ENkWMGy!xLz46$(UX%)5
z&fOCU#0w~S2_@PA$_+PUO_)42V{$2&c1jZ-wZ@R9oNN0J2vZjH+3*hk5hAxGh_|9%
zJh)sP)B%u%Pr-7Lb=%P?d`?e=>lN|2y8sJyul0%KM+cnW1=Ze+Wzf1Pl}S#ouat2S
zx&W&{RKMT=<g5NtY53t~m=G)8v!pW4R)mZ()tiEyM~E$dCK&`YnB@(9t><*T$m4<&
zKb>_p6Ekw_+bE@M;--4cj5QQWp(x{&CTZtk<S~V4ke9+zCT0)&)6Q1cNz^%(T?cFw
zs|<!|v+C@I8Aq_oU>y$x!=bxfKGP=bwZMHGzot50TciBdwx@R8_uj`k*L^+%)gO}g
zB19(u^v<J*>L>g%jz-U1|6F&jfyBx0wqfBkjD#LbH0E@+&ju=(?D0qPK)=CJov9IJ
zZ?3GjtE-#s>e{Bu*gHCC+ef=?S1vCSX1qdPE@P4n`@}jJfwYpHHNIe#o3=28^KCBW
zCBgmERi$jS8*5ua8OE!;CYrC+QTCp6?|t0Qj*)ucG2)Ab`5M0<kji{?quGxbX+#fl
z#G!avTak1$cQ%6k=fTQ%R>6vgMFukR!K(wj)KCm6E_X->5L}2dIGa+;>5QQw{(95e
zHddz{n38D@dR+k6h|c9r3v{w$-HGuLg=U<!0)rPBNE5B%)rBd=Kl3;5%Ge7E`wtB%
z7fii;C)xb~WxKt&+m!)fLsXsKGLzqFk&%-xxdMZTJ-#rFPu<)S!lLXbJ%D~BH=x-J
z*p*`Fq8iFu+)SrPcsLFM*Dtdv`6)~^D0+~)TRuHH#1B6e-sOjPDCA9P_VFgR;}u06
zt1SFnET{Snja-E-AE-l&#@>JA`r=Uprb%3Xm)HPDuhZi~E<e|OXW^W3{vbanstnSn
z0Ig@CCI)192sux^?pGzt&rU3*vrEymLS3lH1J>+`Q8ZPbdaL~+oTIn;BO?YcZ`9K-
zDU1FH%?bTvS>;RrJjOjd<V|Sc1a(U`UD$LXJvu(sMf|KC9UUo->haiB7sXT2FRzQ2
zhJBTBq6<A`>L4EA1jNhV`!~?HC8K;8+kBh=zuPCNsRN;bpP>7ZpP3(!D)iIANSM|t
zgiF?f_w2>nJi{wS2sv}4?v}6TsXjbJfCb&}e3Rb*(>y}=;-#6+0TR^~9?)nLrI<-R
zt?Tv@X>Pu<ZPSWSEhsl_OxvcGD$yss49(uQ%BuYNDwj70(HTqWDK~jdqd2pn@A9IP
zXE70#gW6pe^OLhf(dc5X_Q%LW&nqi4^(z^EY#}CD{X<qzJiRPH^<&opc=6KK#!6&A
zbe*V!_=}Fm**sc465k`_R~RmQ5s@wa7+3uf65<gS*}C+2Pw1a2hc+J00Z@sQ!Pn`s
z8CLY~_K`eC((9SZ!0-<&Ic`-lq%n|_5rp<2mGUUpt!PAxlFZ1c2$F-cDQ{hd)P{^w
zc3<!dZPMqF&YRPdgBVBBo!^n*4?_XwCVA7gsSCk;oiAmhFR%F)x<M3cGgV&tiFYGm
zw-TM7d=%r_^340;dQaR_wI_AA)RI9}HFh<iGw(E_9}>WQ0OgaGOp`u@VC0FOtRK}$
zUB!K}UWPnA-nYA|I#3XOV+BJ}ZL_8^$Xy?#E(+u+pz1(9<TG1mjSl$Hs@!ly$Ugp&
zM>il>SGK%#fqj>cROcrLPuk;y$8A^rn0~q}`OlcK6=R+>Pp@$R^{6r4^;80K1T2wI
z{Z2VV<yQCP*x8B<@{M+L{d&8y%5E{I?a9$jd#LiC_=|PuDRntjJ$bDYe9?fue|vzn
zUTUAfMR8Aq=Olk_kUTm03qDwZmsR)Kz^7aHb@-_3J%Q@>M(H9*O2BoC7lLuHR%97;
zgJCBaeSr$k8Gty#1bg5@`~XlgbtGKB=jYk!;c31JkM&6W$lsBJn>t5bQ<(2_9p>UD
z{tHMi1lp#11B5il!56R7>z8oBVi+hHE599k`_IX7(`TNBChhrxj<^6xx*W&+6~<%3
zL&mCa*ldUh#f?K|M$!(nN#*q}Fd{fOWJZGvE=`$MG+%))g%}Qo@Bu33LU3Z2p_es4
z&tKrne#LddqObe_Bt?c1^1M)dE`yjKmq0I=>oIhN?*}6VI!r%2Iy&^5_k0zQn}p2T
zk8L&rWsLeBVX@q_7Z*Ne&A1t74eQw6(U))b9Jkc=5B6mk(e^S}Bn#!be5G+?#LI7|
zy69slovH8aAM9FA-_SajYR?5<a<d(kDyMre!pg6*y~Ug24rMJJsh(~x$dEyPKBpY{
zgraw1hdC8cj>6UdtRKoF-g=lIMoQ-=$6yD;i?aDC|B%l&7S91)F!Qh+4hm8jy7wNy
zE~^`{_(WSvCQ^2R2usij6ot!}Kn1JlN<|aCX_U|V@hYxnr7^%TXx(1?=2;pph?;}p
z)L$U18CQcCqx-elT7p7#mt^TA^z{+Oe9)9$N*%7Fg{_nv$wxUuMdW3MdZwEIzEp=y
zJOMj6%4ef<6Com10#WnQ-+a4QnI9B<6Q-LW+Mjd!@c77IsymiJt_YnU+&ZzO=EcKr
z17o<fi`yHo`wffX36NA6I8XCoAv2M|gzbEb0G{(Q=K}KddRP`$`f0*&G6%<U7V*P?
z@-HYOLB&to%w!94jtv%A9B3~Yc+m?drw4I|&*M{Ju3UJPkAsdqVlmufda&Yv_=nmN
z6na(~cS<Tqa%3-p;WyBS3P5dB9_RE35ZB`;q!EgwlCC>}1bkFp_mhe+5*K5{vs!dY
zB_v5l&@l-YR-D~QJW0Xw=c0EJE~Yup@C*NQSag@*VC>>9<l*91v&f2&4s|i+$|S`r
zXll>Y9v);yPH~3^%wmNeFb{d7E6N}sRD)zZ1LWE;nTL|22kfWbmw}t217t-?F*Xv-
zBXJ)kq)W^f#96zD&=p<=ZfnU7SReA2PVjqn5A_l5NSnro(_NG>s2DvIpPnwT`J*7`
z9KewavkH<gdGeX$$i!^m+Qxd@+uzlN`w)t@w7Syv_IAnG&Q_LnbF|m?4))si_T#pH
zB)U^w<aNUYEruN*n}{(Kqjs77WbG$@)yA&36cb<i+JX8SO9!G0ZUC6EM7Ch+LnY{=
zW8Dlxx{l|Ro;0cpWC<9);?dJkhjlm4fV7^q^Qh1zFqO4~&xc+JGsEmGL3#{Q`Y%r`
zq<86UI1f@-=aRf5luqJLxIz_<53ms~q+IquCXB9msf#58NA7R*uk@YDH$d^8OPI<t
zLO2as+y@*|nSR>mx~qIun)>pjsp_1$-vHHz6K((=gRdV;R_ZHfBp&iJx?u=!tgd;t
z3GXN(T_2q6x4lyt#9jZs9?3;K=e680h%T$V=Yl@=QSQ2K0=N<496mfbY`ez?*?Nus
zCjQ<-+2y=g=(T*YaITuxQ(`Oa+(~{RkTF<;+qV{qXD??`1kyc=gqHywv-h;lYh-R?
zkF*Ox9a2ejeNMLI13#=p&jBu~%36?9(IkzMP#2sD-Sc+z1@gMVz6e~@C1{w_YnSaZ
zkep*)9r-(u*tF3Q*<tEe$OB4`lUr@;2^cUbT_urcLeA0t3&D!+*a7OrbEk$$I|Hh2
z!YL)8`c+J!S>})!^7i~wgeLJ0orB6ZpKHYA6BZwPyI+InMffxzzxj$ThA-Ijn7P7L
zrjf^&dAt~-3^HA;6<2bUp~Rk<b4Fb8GXH72#c%E$26T*|)AokXh%ol^b7R4fFImnd
z>xYa*rd}1#1#sS88hJkz7U>p+D1dGeCom1xMb}z1sV<5#B$q((rv#IehBL|RzTk^#
zkLXZsHh|0MoLop|0vE-nulOg|#_8!%J3Kn{>?KC)%G#P|jEQG9_iR~x<cyC}Fgq-^
zJgHt{$-|Kh<bCB+IV($^3ELx|__B=QNCpr$U&!t_(Zv|7nL)Ls_-95ub)3|C!39Lq
zT_1arYdj4o-E|%+KF=fRCNPh@=MtK^{#1t20!+CTn5%W3RByG$45j?kmydB|8%Lpj
zuE~Uc3P|AgHjqB0DIMhcnCqoNa*>_#For>vgV3g#q0AD2^d)%EF3L$hSJ{We2{Mcj
zR|t@oH1*vc1JpR-8*QZ#W(gIw<OM>W3V542;%Q^?NGSnxcSK~fueTkN`ltBlr1YZn
z;Ral3y5L}t^U3B7J_ypEICzH%)tx<oy>46RYlCIZxlwJ-vG6jO(ip`c=P$GI`9$_i
zZO_;0sQ-cVuqUH<pZZIF^cvm1Sh%<+zbLShqA=Q5>UVS+J0ZNLfoM=~AaNZAnr{Wn
zms1ew1fxJ>U;7pSr%z@JI`3X!t%0?lqUHLHd_0|Ygy?P_O?U}@7?|c?N+*`<0Z77g
z0&p=i_KQ%R$iVQ}NZ=XY?p_GWR{i7YCrZ`pBJ5x#Rv39ZblH3yln-r@cYmtl$UJ5g
z_F13M_Bay?iw=a18qTx{^<zoV<K$R>6CIrc_!bgOZ2C_HU@Js-(_bYq=((<wb}`Ha
zlkT6rMNhaRG{Z5;W7>I0`ctse;hV-?h)TQ+0gk@3%9FUBHXs)$5Ni5pE`sDim9=IY
zAbw4T5MgGA>v5(H?Vj#TUH^o8R)c9K2)LV!8Te0Nk{OsJdQ6xwcb{9N7fj24KM40Z
z0iFtjINej1VF3S-et{6vG?oj*3*AWTy{(xs(}mdvs*MF^ZfUQfaCuX*^*_Mqk56>w
zO-LgZYmf!BFP|!AB*?5VH#sLVOuX<x1}cV{42I*ww!O36Zr^&Z?d<M&rg&#}yX_zD
zwnq=|w*B2F?db5R9qjJ6gQHy;z1zxrpnSXS;B>F;9tjT=FXMRoK>ovhzeMEqkunPR
z_jgsULTXp)cce7NdEX2u4%Nh!q@bmr))x?wqKLIlxZ^G;-8zbX4&sNFKHU2rWokTw
zG&-k`r)Pol5C)x%0AI8mNSI$BTo}VKOE+h0ZEJN+zU3H&*0$QgvZT$E-z}zN#?*|h
zK=_XspdZxFWtzU%p`Rx<4EY#`+Mb)11GNj=j_s+fZIF_8n6Zf7!=aa?aHQ*Ubvgs>
zBQN^Q7?AezxS`6M7pR}#O;B5(obfWBG{6m&%1xgZtr(%7Dx0EQGi0Qmlw(SMlX1xO
zm8dk8ix&9!$cE~?F<UosQ*d~6(4MGodM{ws!;3fPUN4dA__|VZJL3Jo<x)PhAa(%j
zp_kj0we@yoeWPv4WmlDb-3&Zd`Hyuj?Wp|Sb_9nP3e}@tFrcL=&{5{&di%}6sQ-9q
zs%LGNX9XmwE*=o`-k`|i*hzu&gYO4}u;_K6yn%msR}pq2iU*TX(&y}?-*P}VIoT@g
zBNuA{a#zYzVHn`%VYm=fIiTV%!l%JG&2(K2@zd~}E+_HlxrnUOcKIEi&{YWeV<g*`
zEc%&-xFJjBP@N`~3f~1VlMCX>PqYwidA397*(GqwSm3sELj?ytcVuwPOldITp3cuS
zWX*-l7t!t?<3@D8_d(NE8OE{vDK7G!M=s`~!<e$6lSh)%x+oAnN+&*g)`ep*f|(gU
zmLbHaMadg^NVjoz%m<yTB?WWsG4)SC`QghY9$vWi<LY8~5kv>cn(XBXR9EmtYf|on
z<U)AA^b289#}WhGTF)0SoSxZ5AMoha{Xj0*r56lg+RH{Uyk#shqjth9p27f4XjOK|
zvX`XA7^J|&dFBz`D$+h?qgV&5wBth=B8OQ5!=v;4{XJt0m6P`H!Tt8&-rcsmy5ji9
zj~};pzxh^s{ODmjIyh{z*{t1v=T`g1uYalCee)ab&YNFv4`nzX%gCa_+fSZ&1`t^e
z_qW@@!IQSP^Puf)KWYd2`)#(i>OOd|zhnNCi9x(Cxzcx|6Mn9faURN8raZrhCet!>
z=y=(>Iz3?=<w{30qU|i%AcA<Nwv|0J=uEoMk%$3@bKmXK{Z11*pm)Z)i5U|B4AES>
z)|OWNrL=YLF2T$>AH&d1$Xq^XBQH?nAmQ}2k+-B6emR@sr$3<rKJFlK%@5r0V|$is
zpc5IR#|QaJn{@A+A>{DP{d^g91mc!VRbEdmSxY}aqBMTw28{LO^h5SNK2q6-CkO3N
z<!6Q%9i;ZK0;6X1UOE!MQ|LZIT?<6(ye=Ce<y5^mE!LM;+otrsDgDzPhbn)Y8#N4K
z8RdTQ4*ukIJ-`lCmy5sxE~FDw95cTd_Z#YSe6ITH3O7URz8U5T%C2|0*l9b*JIVI~
zVLC>An_;5t-s(QFyFqmsFqDEX0_cEMlKaND0OtG5$TYtBLaI#UAZekyeS1Jci~~gm
zVmDupv9vmAOWGR9fW`A=5ja6}H>z&h4b2hAd=Wkk#<CZI6sKBvl{t+wjJ|olK*5Ts
zIwf4OxFHJrc!-Tl9UXG|JcQv?Zw1yhZURH?E3TI?fcuREyjV+$CoLono3OB)s-U1a
z)p!i_m>dV%(XETZrD&?27o0#vEuxN>;vC=Z2XKZoV=j1H+@tHUU3lSRMFtRl`m$&2
zM2j&@K4ynAPEGW!bik|@p{I>vQhtxtfs1v)Mfodk$Rpr9DPWY!OMn%gFuV|4aJ&V@
z_&Fe1l5f%_4DUBaTLQO1!a(F!K8!MXxzIC<7GpSTY8Sz6WZ!%mq{O(5@yQy1pSSgL
zd#3%}-h4T0B_Ap98s7a~8LkIy`|+c;y1v%lk)eD4&Ykwv-~3|x*`NH$_Di4nZ2RgL
zzu4aT+HbXA{l$OLe))61*gpHuf4cqLkNsr(%#Zze`~1)ULVNpbUvIa+`F4Bq;9)zF
zp}V@m3sgL&mmEij?MTM(f#Q#3j3X-sH?zNG7#<%{XBkbx7^11y`3^D(qdF6U1QIz!
z$<NqIKL)~+8$9W{8@S;Q%I|bw@W?m%foX_S!s&A)@QTY8cNk^7%$1kvFrHbLA0uz5
zqadeO&c};ku8^@9LG>&1>wNHHVzT=JFVxLenYH9)I`s#n7BN`HcEXFjdJ1M7uOQMS
zjDK~;i(_2JbnBtMWq!Uc2E1d0z~hN@pBp{JQNEK#{-_|bbs9s`#xTAy4`AK7?$D6R
z`f1iq&m<d90@UBmRDaG1+5sxpKVW-o!tYWzM^bWdBO<QiNsr@JU`^$+c6?3e9O9jF
zL%<7l$A@Hmp|EISyb!Qj`0NM+k{X5Gh5T5+NUA`|)z)s1!rqVojXM4+b_8=$<QN|+
zcY|I`;y5jcKpk}#nmfqk2-0`}VsM9<?ldq8h;c4N3-JQWsm!j1JHI&K7OA7sS<y?N
zKOP~Tt%l_C&?LtU5-akAukx7rBABs~(h({1Li_SLpax9p%UjdP$M?p)EtW8My#Y=l
zbcGbdtdSD41YpD%zo`>jveXaRLmIsXnYBBQl^^oxq7V_~I$;9hHH8W}m-4$mb{bW&
zL-^skW|RZMUxky$eHs$WDjM?kx~CoJ+y$yPS#cEtNAmEaq@nJnq1?1*VZ=-S9cB$W
zkNi1s%s`4^Q5)V@{=zB1!m6W~L=E6RM=X7z^Dz-9MzkMoPI<WFZzKcJ27R6jgb~^W
zr0&#<I?(sB))EG}fFB=YyfB_DYe1I)p~x7lijxsRKFFCJJUCVVJUeVlr$=pNwr(K~
zkI&i++OyTRzOmL;*EB#Y|MK!_+gMxk<HP{+V5A(kwe@xTm)X=_jd*mt)Q%`eGRbsN
zyXKAU)DlQr1_kOb?z;+r)PsITD{-kN&Gk366AUWC2%v-LIG77+E~*KO04%7mknNOY
z_9+rwQaJuDpVG-Cm4+8oiZf4zVX+9vYamfL%1G`+0~HT23rCO(GUqPaiP4>iThoQP
zo$f1+?YGW+q2>fR6(O{{5GwuTMEYhnOKphU-l|Z7&!qn)@z*Vk^03rlKV?hF?gto{
zYAMb?W_NdYcH8#$PTSqn1zCa|ADy<tgPr!|@k7t39z5D_Z-40<?Q=i+Q|)vA?5EnV
z|I+8%uYC5G+Ry#?&$NH`U;J=;`>SuZ-TP14t+yVwTW>#-;e5Y+<|lul{qrCCC+(+&
zKk|3}Zu{~7;-9w9f999k-M4PH{U>{Ee~(!($+mwaqkCUQ_uY1MwCfi(IY&>=WURX%
zst>MiN_O=LsgwTg^`5m01-(RdORG`IRXObSN`28Wt(ug=73Djj&3ePkraV*#W6Vq)
z^O!O@ml%2EPi`H_Cz>+s@-(GCF@Ytt^ly_RL&;%IKEE(VH)Q<taRy}GkwGM>#0(ys
ztLe`(%2C+;Sx|N0$jF&<rvFrlDY`oSM_oDBR(jkj=lk-OWY`j~leT~SNc~Fsbuk(v
zrP<>?u5-TBHkkA)^h!O{3Dr)KDE%vA6aC&}1^rfZwOr8GNAyYm)dhT}@ndVYrTVU@
zO%K`=(H}^Gtl>olo)T!Zf`j@swdF>tj}Ma7=c8QsM<+x|*Hl!rY)?pT%Ov9ybi1g1
zSi`%eG4RT4%`X)msl1(|ed%F4=ep~M&Q!WC^}cSW5QA$il0vsRWfJdg@<8f-CY_@#
zovSK4`dw=4DwA2_O_s~ZFz1|P|K}GCk@(vQIZNIL>h!VNC-|)gx6ku}>R^f7(J$a}
zk*JpyB-->5c@}l^Ou9M`mCcS0KEFN`<b=mKnS*DLZ=|@0wgmfd0uJ>XiddAhyB$2M
zw;(&AsqtBE4+NhAPVQuLwSmu&AD%rt!00csUb3NQTL6_XRGI<r`SnK*vc&*`NB76$
zIH)|>G4S?y;=uAbZonb=9EM~6P3U{_g?QW_XV>;x=#9M0CUNR{_Lhql+g2%pPlA$%
z%*@6Naw$JIZfmod2j5d&fDd(nSz5(#IMYR8wO!lTXjj%Z+nNUGLyT;Atgnf$bf9uQ
zyCXd?D)I4xV;LmYjlwh!H>eJCg<1gjB{!r1c{-S!-z4rFD5<J3l98u-p9b@pCNOp=
zQZ0jd7Cm(s^Ukv%Fh*3Ci!gvEMos)ff?(<wh=!6e8fYtj%2#^h#hZ1t70XjF2v;|@
zWI(W2FCP)u@xHjbGGK9KMzsCIeed|dBXAx)?<tLag1Kg6h#%}9wB7B;GKTk6WNx6;
z$<%a*?aBRH?an*zw0Gb9M*Edt_=WcOe((p|XMXOp?VI0xr|s<Swkum(?dp{)Hlpv`
zyWbu^dE)+vjO;*iD4q`=K5Ae5;+JJmKarvPq<#KZf35w>=l(_e%#Z&>`^=C2c>A@_
zey;t-FaC1dd;G{BY+GNyrt+7Re^-5yn_KlY8Hl?5!=}-V7dL}C7i2W>WiR@opA5_?
zx^$ax#R7BVjp(OAj30n8XW*c?fh~Q73@X>-(loQ6@)*d})2mN&bQwZYDz_&>XkX4>
zwLxyygTPeg`4XQM2B|uOa3PlKHhN^22@G9|q_41Sf%0w85-FK&S5H_0o^<F?at=3z
z0%9EB<LW66I)RQfQry4QZzzwYIV@G62b(*zl;b?`Qe5XVg@`uB&$V6mIIDfI$kiqF
z=gWXI^|m|}VU0W=$Y8n1aPw<JH*NKFFmb%yKbEeLnUy5Sz!w5%I?q?rrziS*Q6OV~
zP}K{Ax4-aHQHC0V!rjlhs;nHPRU^{gmx(y$xdbLGQTYf`eUAuhbucyVv;&Vc970Sd
zhR)C#xHENL&R^k5H=m*flTNYl%a8z=vJ>S(&u^fUC;XMy`2vt9y<*No$?Ut(4tcCQ
zANTA~<x!XLK|uQ^I;4HfJ;FP#fFOBuHy!Yof((l?K?7|<PXnrDI+bbiX}Oa@>l`ab
zq|fCrLXt>xq7eP-M?p#C;6ckJ(4i?e(W1*N!H}20zz@>Q9u^Jpcq_f?;F);RNhM8x
z>#&#SRPqX|*2MW3PiXX;Xho1vC+Wcng?M}Rqssx{qaV7@R)k@a?<s)Xsoqek0J$#D
zZ~93xv%U0V>R*o@(a|c8+&pVS8M>IrP`!WWwjXWN7B*D&_ciz(wMTbvw|l}P@3qMs
z=}Novc&|O#*%P0Qwt4kR+mK<*Idt>p%YM;heSM?7`r2#C!)%ZGoQ&ZE8C;Kd9<_h{
zkNm;*Cx76-<wt)QFS^9Y@H$q%<S``FV+GPyI@d)-EVF<|GTwPHi!HZo0P@Hly*t}@
zZuOofAOV!_ChZg5j^Ois8VT(XPM@I<@+iJu3gjzY85hwdS^7AlY{^dk;*qgnTErqG
z4~B*O)2b-%v5dbZW(0Xesy0}kEw$f#`>XB8e)vbdmUl_*ii@$Zp_>wJd_MWT-`)Pr
zfAi1l!g<v0-MOoFe6wA<vDIdqulO9?+}x6JrJEwDo|#>iIxy3=xw+wV>btBuK9aHe
z@bTmJ_>qj&C)<i&YI{!}wYR_iRpoo68>JKVnbr2-{-d_H%gi!H(~|h@nHPGvcmHAA
zm2v#aOE0yLzy6xij@nEY_I>p;`sc1(>b)WQ9r31JIi0Vne{IQ_hR@ZPuS*xp?drAb
z?bE;e)9sB<yxumquC{A8Uu_#}d<5pq^5!ONN&WJQG$lo<e4o>jiS~+)henEu1q8=7
zO!}&fo1gr}pKL$+U;bD-Inen8FDYz!Mf}8P>*Xu$-~IRhz4p7l>-Xw>(@m%7;ozH2
z)r<Cb+4{k+p2QSTo>BzN4B8`54i~RnotCF|Y;DHZ(RPF^oABfF6?Q$yHel>K!G6w^
zMVauyu!ill?=J%KxGam<rEzxOUPy=V(T$am8Bx~FiqbFFv8H%K;{au%TWG8E!gtOP
z7IHa5CZDq+Wk(TSvi#LA{$l$N|BwH-_Tbh-_erQB+1lD{uYTvv_80!b|EB%H@Bbt1
z$=(yMo88upUS`ahF<x)$OBku#;7eZR_pTQdifa$Wm5zPr$I*r2LOm&pn?&Shzv231
z@{#nhzQSxVUys{rYkaVT?5=(-<>>so4CkTC*^g*DabvuHDj&n2HO2e7aYe1)`^NW}
z;zhx?#~A*+jA2wE&C-=Q$wzHUwQgY0B!Z;PNoulb#04;6X*M0~pL7cNl%Ywd?;ic9
zadMTXjL6Dgoy#ui;*-b!1;iCi=x`CO2BrX|Kwxj^^g~ZYSLx4d410jWqr>wy_fTI!
z8P2p>2~c&Tapvm-iCfue7PP~}8(tkoV;I0+X}Hg33{L^_X_irIf<X`IXDK6b4(ot3
z#1c+|V_i1{(x3W}Mv8|A4HDHKh%DoR?4|#Km;TUt1|kUqFK3tlgH=y4jmuE5$8>VJ
z6GbJeC~~C#Eb<1XZ9(eLwsNaw2a29H=1`t7vAdT;u||wJ9^JhNxcJ5})CE@k@<f9+
zdD)-Sd$|hN*VfvpjLF~lwO?&_ZryITZr^U-eEXgD_S<jU(Akqwg07i?+E}02XgQFP
z#Rz|NbgJ-STb;$&!a$kH2zlxH_4ew`*V~P2H`}#WZ?u<Qez{$_a#aS+%wyL~#`2?w
z_uJ{pY5PO}`uDg0+8_Q?emMmrn6EGCp!#A|roI6rCjg?|Ec@_mkm|MSN8+ms#&FK_
zoM&|ro}P1y+H)quwCvJ7P;tI#kY2JLm)WSZwyyfIb~Yay(dc72Mn+}W0*HiM)xR$W
z3ML(#)`3U<N@FI@#xQFLTl>v#ex?1`5B;;Yzqi+}ZLGH&*RQ$V&<o2`UitWq_I=;~
zN86f+Z@qW7-Fo+{N?UH%-}uh9zOmU3l#f1hMfvXEzSUNAb3y$uNRfo~yZ7(jZ@>BL
zUu?JJBA;x5cBnq!b;A4GGH`d)KVn=m)9ZdF(XU^-s=g%tsxN7e9zSWDGSXjr^<~cl
zujpjJ$VFE4_he_M?d<J$`Ip<C{M)+W+T7f1uj|I@`i*Ncd}f}-ezNn#WA>}B$p}`x
zF_>Qa&QG-O{=MJR-uSNXl0mK;H5qBwuiuQJs5bHqu^NN*&eaCFc?RSv&V5kj`?^BI
zDZDD<<R?D&6Ya-j3?J|7d{X=J7<*}%o3yib1!MSs{6A=)mN9%L-C>CF#XWOXnHi55
zInd~N@U9dtD>o1-zJu~9%uS9#@fbpEFZTFg$IF};b+$IP+PcmmW=+>P-&Bt*HAuOh
zWquz(&YBSNxio>?u8N2HKjRl)V|&8d?b8F%vj6jHyE0=51z%1>Bbh}_b#u-Zz&jf0
zx)w3U@V46X^I!hu_J5W!{OHbOpWo;nU0%7mrMATw{$IC0_<eu4?Xt_rv2Mn_ou6)^
zHIA&St*@?02Kh0NtvAUX-Af8P3C*_ya^Qq+vF;`%sjCy7=<`rI*g4*BdpZ}XA2%gi
zv#V`WHwCJd_=In`hRqNVlw5$%4~KhUQgZrWWl^f-!?@PT$Jg<sAKL7buYAfBFACB_
zeg}RBeg}RBeg}RBeg}RBeg}RB{uP9kzbNSb7Y0x6d?Oy;sZ4G$48G48VDV<ga8caT
zK=jir_Af9_5JK*K0+|W%pOC}T*|Ioe7$3*!Y-;jN-O58aZjg8%5y5Vu%eB9vx?g~I
zkl`|@bZGfGPomxr=6Db7#BA3>n*4s`HOIL7CvlZ$%-h3aK9W^IQ<~hB576&+&%s>z
z^DvhJooTr<oo0*2+!yOJ_<PwT54V#_Q#vU`g>sTtezKEZGpOd`xTGZ_U=l@k(g8-2
z;-?t@drH5{4#Unzkkn2?n$rsl;_p<Z8QN>2iy=o3C&!pJAo&;LI*u@uW?(kuB6`qA
z$~@!kdbXQ7^~~wjtxZK8w+FXxwO{$gUub{-KmU8}AOEu-ZJ+xW|FZqs7rxlO`nBI`
zJKNiy@!J<Zc=SMQ_;T1$yZ`V}W3>Y_dwY8aZFiUD4!iB{gU9}&*!ud+Gb*er-FdRp
zRA9S#^Jd#zUvD!Z@~~!@daQ4)w~u}NjrPXt-{~0?+GKe--{PNBl@F;mM^{OnaXY7z
z<{d1SnS~T52%JAm7SElyBhLVFl}?`S=}=_`nBC&ZOCFWh%%We=arx=dkt2*k(isfV
zNqc`7`xTJcBZZkklq{#x-tzKUyZi87d++UcT01#zH?Cc2uf6<|AJy|>+3M;_yLxS-
zz4G$M+k?Az+E>2#n_f2aO|>=4SDxIz-!?WkJ+r;1_FS2*xxd_g>#cVG_TBb{U-`B6
ztN-#>+Bd%bW_$GLN#n&eW{tO>JZ^ityY0!7hwb5`N1hGc-#b>{$Sm`F>SN62@+g^Q
z81%oFUwX-V)$+vQ@bJ)Uh_8r-KE;y*W;5A#jgNLPbI9_E9rd&Ijdjo7`U_}E+uPYw
zy`=%x2aDIy{!zPkPda$#-S*zCJMH-3!0TE$N7iTSeb<X6<xyXA+w~bxXymfCz98o!
zKLU=j3$NdL`|Is%U;LUs5e*%!N}JF`v(2^kec%6m?fSKs6-hch8wQ{#A?l&>8_GX+
zk>TJZ@u^8+JBsT;_W)*w(HqO3Jaa2>UzB&+ckoue^vMgLlMi*9U=q{k;g$JtW+{0;
zL2aXU;2fO!=}5s;M<q+Rk@rko2)aB8OuOH@`)>QpPya&OR~wVB_TFdD@~!I|?N9v4
zA84<?@^L@q$_v-@8}$~^)@(R0@G8Z6t65$pbs$`_07Jq6gQ&n<^3XGMqy*^!MGKC3
zPlFg`w*FN&%ErVA<$S3lpi?;|CkOfIr^5_2JWQ0bIFd#mW9+-San12B3chW|aP+|e
z1>rB~it12$n}dtuo(7_yX2DNG&ht)~M+H5oaPK1hpf(!iwkxL_zCJ0S7twfv0HJk^
zU3_@(#VsgrE<W~kUdd%}a6Zp`dFNp+z48kuT+cy0P7BaL3X#VHubE8J0||+CQl9fn
z=p63#!ynG+0F!JTDgw8tIzW68PN4V$9)O1A38%TdA+T2@<agL{I`;4YJo0g3Xy6Lw
zgdS-#XySvgDDj5QQN42wx#U4hQ$CI?H<^SPehWg;%TJ)Ejx@=O+hZ$9@d=Bg{GDn}
zh9P!v=ED=u(*d%HNE0Etdmgg<BSSET0LIRdjE~R!^pCe6`H_Fze&~mPxc$`6ex`l-
zD_?7G%jkLM-Fq@>p2&#USDvNz<niOS!(PGSv$1(a2Fad`-#uS=_hcCF?D4fQwiRk^
zb3?|HihJ~AyFHds^GL?@o($<d)~~AkwYBxOF7$b#2+WT4tDEhOkH6kt(M65N<h;D)
z-Cq#fI^+VOK%oJD^o}vZqfv}u9)oj1;9T*=Lr7le@`m^n5{BiZsRVO@g|rdEH?ox<
z;BmOmRb`9_QwA}#5^t}-(#3lzP{z~^BqydKyC<+N@~qu^bidtx`<rcJW7anPV$GRv
zN-$Or_7B_Y+N|Bbbzg1$4ZqO#wXc4u-FokK`{tW(wp%hFSttI*FZ_D@!ms{nd-t1f
zw|C$AX8ZMD{^j=en{T(@`r2FS3wvH>!19@g4<C5@GNfmn?^`m$sjrQdt*v(Rr5lRh
zm27A2wbx#;;cJOm+o?XlQjM7mbmAXx@7T!2ebD>P&fad@mfS3@*ryI&Cb8Q#d_&cI
zgGRaNa!={>SB!Uz-s7VaFaJ4^yl<*+Z{L6D?bx^h+`M*`yB6yYKE8R9j3Bb6HG2Em
zFDSjsrJOQ`&vYI@<C;m=)PHq-RmSk|Z!h0`P3=WGyoA+wow4JDUVh=|DlKlVlT~oi
zY3&}G_~aL9-9(TJBhUuF@+>QHei<UXI%lFUz>@7E7)n;Umyan-9QEfj$*eIaIxpA3
zXW{x@Ub*aAf$_^t2r{}ZO5#T6_Wj%KvoeNvxA&aITbT)XVQf>z@DKcnKPF@N6E1Vr
zr<`(%AN`44R0y*~!uE+|VC{0WGeU*ZGYdG+piMn!wn0}M?A9_$Xt{BRR^_N%zN|=o
zzs4t8u1O&Jh`y#}1s3%U?<^ltUPt2-y07%5E{a!iX=lQU_*cUizWb&tPh+OLTmqsQ
zRk{F|CQJaDPFLi(E_W_}H6C|9G&TOjIl5!+j3P1dbz)S*j~5On1|8pdnNh-|Rlb6v
zvmqk%Nw1Dkbd_dVjNzGN4#BBh&g=9`!0Ev<fRm53pfBk72Y{*|eupblcM;z{PHcHR
zKoDU_yGK@BQ#x*hu`Phm1uyG06<-FabCbakw~YA#Xg9ls%7?6O@3Eww6kn%_pSYn$
z6`X^ie#!%#L+}Vg!w^R|;-?7rDJv2TUHM(SA+%*Q;RFWH0FHsie&`7%Wce8oae+<;
z^lO~cs-B}$HFA~?cm_@b5F4(GX^K;n`!{`FF;Ea@4J(G>*-BpIVomTnZ+*S}{LlPs
z``dr>@3bG1A^aO({8GFB@Ns)2gZJLONA2M7*t2!D{g7Xl5)U03Tc|yJydy(b#s@FI
z$)Mpfe|W&lYZydJ&JP}oc7Ol4J$|y=9_?;R$IES7hRi-MV@WQIng{pqw!8Ok%UF?d
zv$o;wgP4)r*x1yCaa`lbj1l$XkiIhl<3F>)@I=|GD{Ee#itM@gORAn_+GqOp#A%c0
z4%VR2Ng^<v;~XLE3?x9!3S)#JEwggyA}=F`-g)6e(8onA-WP##M;w<o0y3Z@)`1_o
zW3%4+$<Cwp;Lfdf?dq0iXdm9c?+>5s%2>Sr;DHR-C!X2;#+%=04<9{l2QoN$F_IVM
zp2!e==bc;a&fR<M?%n(C-rc+H&2PNf4t3K*8tW3-0pjtK#|m$^<3ruL=q`wt>E3?#
zUH6x*%`H_`eMoi-#_rvF4?OG3lYrT5O>$k6k;*LZwqKyzmZ5`7JurZdWW+M`-BH<_
zS2k@}-@1L*eP$*@o|_*&&5Zj{eV6{mjlhFPGN3WgA3e&JeyeNk!Gni>dGGe^JMI46
zhwA@tw{Lv;%k80f^Fk=AU-MaLK6$%pqmg}lX+y7vU5R1Em`10uE5N||#(QtJul>ev
ziHug)PeRk@=yofr-}n82?{BZX{IaqsA8k+5(bOH%Hv;Je`pM&d+A%af7~J|!iyZOG
zRlhJ5eL&WcZw$Ro8#?7mMkS{YnpTkOV$d>9!<{D76C^zh<&Qx~|K{d~7roFCX9DK~
zdh(WPqH{LWhDXB4mNN?-idyvIDX|X^_uG4S-)o=!+0SZ>IB-v=zf&b%#${&skN@#M
z+CKK$cWAueWm|3rFsON7AciC__r+Lb%{DtfP$(q{x(uk2^Vi}y#i>eDoFXe_fCxT7
zj8Gu@m4u$brcKzwFMAJ*Mqw_YJiS5()&sfZxSY<XxRG4(*;1FtA=PQrjd*0N{MY_f
zFoqx9eygh@N4ijSp(B5koummQt^1xEtpCBS4oq1b30I@0L)!-tJ+}&^xAlB=!VxsR
z8Pb&c(SrfS<xXonfdFVBA&%$)IXmPr7ibihq7`Fe-AzL%APBMZ^|%6;?}VUd)L_(c
zBp-c6Y+lpRu4lE^?b2y307sJuom>|uUgma5p5!V7MmI+5B~U_j#-&f7a&bZrWFla;
zro!`J34;Sc=h8c3QTQmn(L7#UrQ&wSG(Ejw=+BT1fdD+_<HD<W&>xb|L4%tJ7~)E%
zu6M@?h*H3urjhVV?7(+XE{H;rtWyN+>X3dBbX1QUb9a~qp&2;!1m!ug9+jet0sBZD
z%24HT^p1=JuIul9;~VX-{6GGm?H~M?|EPWDvp?Uy`c)q9vYW(AMyU*v-2)k`NA2b7
zS9M`IX%BSq;Su{xM(Q{3JZevN4^^tl(7EQ9U*uv09|(^`Px1Ak10<wvd@io8c;@f=
zOE=optGxA(!LZVfl<)0#-)Xn+z1QC5arRs9w6A>eH`-%`XS0=d^#-&u%yrSzb<RdI
zTY_aL1D)Z%3c#)Dg2SU>Ug<e&e7m2EDgCx&2q7}rNv0eGJ^d0G@(V`2qY2tgmpDb?
zVh}SUhk?e&5GX%}2;?FX8^3*@m_V@uo+5@=b{Na|PxWRGbqv)d>5L2Si8}bsBN@Ms
zA9}`;S=;++-^aR%c`W1go%imvCy%$Y%;iW%<=&o*+Z``cSdxy}z2S+BT@0%2?Oo@8
zB;%4<SC%&L!r-Gv58V!%YMUqOU%Vj4c4<h*SnL-kU%qMH%;NF_-*v^gZ%7xnWr*Ip
zf3LlJ>sH&5A<PSvcV&Dt^GiEFl7V~oj_M$JSDD#8IBG{Sy4iK&?wxx!fH8)S)PEm7
zc-$Vy*naQUUCYdip2+du?c08WfuT!0hRv?}^oi=j2Rd%c;Q#7x{${(QKKR<}uX%Qv
z4}<7lN^PW`r25gu^liEtH<j$nP~$V>$eZuI-M;ecU-o%KKVi(K88L=dH)ft0W@%6@
zyQuyM4VYF$B|197oJAuqg({q}q5L>Gx8f=Z=sX$A0l2ce0mdj%BR$vC5V<7DYwo?Q
z!~&g0aTPno0Xi=qEd#&0W-~)9BM{ylB4wvX9{W^=-;+*R#K40~*ul|3yYujF`^-=M
zoQz@J>>;C=V|3GJwr*^;Kl(@i8|~w-eIj*LeU5ZK*dSG1R~^>P4()HgxmnRsw22|)
zzfUrBG|KCQ3xW7bJ5LjXSiDsPwPI}Y*r=X$q&loDF-9p}Sz~ZRJKjtil375Ee&R9L
z9y+8}0n!Tol`w`M-+8n9q6}0qs^A%6)Za5fk;hE~$J=9QNT=pVa}7pihq=2#=$&T_
z53ce#gkKe0G=>Qze-C$nE*V2Vmkhm6fW#+n$~n(xA!0$fbIDE%-w`5T;yZDt^Kp@X
zho0I=JB=K?<816a&hwi3fyHnjClIA19Ug>04-)baSMk8qAD9oJNlT=Qg=KQGN^uc7
z5H}!kQwXmr(*&j|!V1%;VpzDeO1=O_83rdF^PhKJZbF99UpW&K+3e}{nunrxG4TrI
zyMT5cdX70d<cfP4)VK#-`Pt7G<A*_ZMHh-gW@lyKFw1)Xy|>!``>+1>_N6a<t=+zJ
zyKO&u($;2cejI)0;dXntvoFKqtX<hyYY(2tIFiBe9k1W?jNfe;9+Y!M7kAd>ZSO+M
z`qR^PC_2wP^HceyCoV*uO;ebQ3<eczh&Q*cwDpaRcKzD*wkEkA_z^o_DPuP9$V)MJ
zq<-htdop_7ZP%`>`@<e<>sMrOU}&<wSjI7X6YEErl+7AJX2RIgYK67NlF5&~t;?=Q
z>nRHBDl_!d2`HvVR@O_w<;N~ZHZEpt@5q))?pusYN;4nhgkcwgI>d81&Pxm=3_C9D
zTxfL<;CAuM?e=3Cd+*sue)2#@ulmB{Cp+z){OECeXPew+fDxE4$%&JU_{ZElssFe>
zYHvP+%#1F}Vwj<2`3%O$rrM7@v_E49GpWeIn%|GV@w(&h-GAV+nH9!Z#&Gt>R-~tg
zGN`vUH(Uno#Lf?_O*c=K&l>ep$#?(WeYYo1D-ijK<hZ7O^xmDj?T!p)Za((AQO~Xk
z@P8mf`=JbemWGgr?cLBk&0}L(eFYh)BeUEG>UXr)Y-3e70{3NrZ>fJDS`K7mX;FRr
z!Q18ONALRjyKlBHf8k3x`IMjb0DTUwue9&`{omhizWj>ncx?W@LE@Sg?fdAqRY0Q1
z<vK=OMG)8hgUeXmZ?XhL7x+3S8cZsm6KW6lf67%x`eQvUffwvjN<Z2O!<;vhcpb*F
zs0%U-5eD}mqJ)f-^~9#wX1M~qB?q2F$6%HRx}>Qd3bP&KdtNh)G0f+<Gp4XoVs)nR
zM8@zR`++~!J|<(>^%kG>rd-cZC*u$@pcC5Lv&N)}hMR!WN1bD19Y@HA!Xn=kFQOeG
zZ4Hr)T$RnuGV-jdOwyRC4h!l_dzfnw9XJii@=K7kc#F=yi7+qP7#@4$3xz=?A1Tl#
zZkGu<JcWgD$fhTZ0RIr4Cd`8`8o;y=GpcZBv?#*@ScWN$JJkDRdI}&y)d#oqa!wZ|
zn-b>JJA)~s=LYg!gp2UBv?=uTOXSH3c^($2$FS%XU`+A2()G<n8s9wj6I^ANo)(Mq
zg#fV5;(9hlgu@9x&7`>LKwy{)!Y2_!^pt+l@4pTz!bv@Dzz(DQ>0u?&)DK*y&!Tf~
z{&5^GzEf~H9Sf!;x=ys&8ivN1AA8ScOKoFwt^LB!{`2;K`M>_(y*Bi&42VP4jOrr4
zyR+Bs?;OYwI&Ifwl)Q3vQx^>xa;wYj(;s`i?d|T!NZ!%Foh1|d%*@HSsPZvF?0TS&
znn<H9a${7+88aG9hVLU8;&=R*o*7CmT%^DE?rj-0_u8#nciKDe-EMEni2IE%f2IBG
z&waN2$Upi=GK}Am0V89@AAVZ0apjAX3gEI&`53~?RK^StNH))qJ0x@@-mbq1TBjs+
z^s&;oxQb2O?hny<us%8m^NriP(f~;l@^hYGkGb#%vmu|6^P%v}O9yz7EhnJbUB=?t
z`bImJLCMmGJJS1m@7?m&Wf%mUV;HYTM@kpc?mR`f_kfq*cq#6nJ$m%Gz5U*M?Uwq?
zyUM#QV;UY9kB7|E%1CCWmbIJI5JQw1P_`?3`0!zS^!Sm>*xX!ickkbCw{G9DamFk&
zhB0e-W%jh2H*TmuuCyyMhOb}0CN*Y1Ym5Wd3P0K26Z;qxI~d|>cjQ}Bo(<i+%~a<#
z(X$So^~Jn!x2t*sFTeV#;`Z7%zWG+Wqkgxqo5MZorn)?Q{G{#3U_RFQ@U<`hR{O%g
z{JiV9v%e=fWkidwU&NBGcv6B9!%_;gN9U$5(#O$1El9M-uI?&2VG&gehs+#0RvT70
zJ(zPV=TOGB7@n}AeMLtblE-fRBC_tF;GC@&*O=KpRJ@;B@WUmK(wxmy9EHS-78uKL
zpvRSW@Cd>I*RsmT6Mb$OcuIrF%n<LNs?S)C-skNGeEsirBYt2l;JmZT%&6tZxMd7L
zQ)4|+b2Lh?QvViD^uR}EFnAdw_D<B_y=;MTgJo5qax49#0OVNjGH_ln70j}YgHyf=
zi5xt2NPArL^flu{03BJosU|TT1l3N9xnCT7duN6}Oue6}-BSR{pChNUJ7SC-8%Z6J
zL^}2ah7&p&$8Z96o#yx+XHWRW58@>3s0rj`at>3{x1phbcp#aiCGXTfLdu!|VIjYZ
z`kLdazCHaMkCbFwOer89`63VlZoFaT!#Oxtj3N0ig<^U^X5WpgV3#fQVA%cCY4H0O
z7`P}sEJJ5-1gIFdPx&dQQ>o9y^}mD4b=Jfb-vOMZ%cjIJWkS=Tb2o%d=!<g5A<y6^
zm&5t-F9Np_6e5`pKGSkWP;SU!*Xwc~h@YgD*9_<L3@TG}l{c-8u6Y`KX-8)GnvB`U
z?FawH-)KMn6F=_Ru(#ilF{F$Ari>6~y4X2@eOtF?EA9H#D>fh)lwZ2C+4f~r@Z^&H
za%qeM8Lhko$7~<7gM*l&FFkmsLjyiW3+O)61tkw_M3<Sllb?$jGm@N|yzzhk-UF{O
z=7NB1Eb-t`{abIn-5%V%-M;Hn-_fpKzv3C5*$jifpW`Y3Lymn`d5e8zg^Qq!EE_5@
zCZZn%=@$(ID!~BJm~I+3g{o|a1aqVpQhzSYwM0Tk$q+*%AKmCV?3BI=N4TtbAZZf<
zB0Boh+S23h-Xp(#&+ZSqPad_q@4egZ$e6`2z0VA-+Ph?7JtJ#(X>VdME^RP~7vm)}
z!K}L_4@U28-Kgx#*ye(c;kvW4ZQZ}}%F9^_vAyFNWsF^3lG~R-=_dvf(QCxT2l-iM
z;TJO%UQ@rj#_kb9#vW$0>A_E)Ja!&l@MOKYI)(bfk^3ZTf<N(zk9jG@r@#ACjXjOu
z`1l*`^;fd5@aD#b4QbXtza%63vFh*ygL-G*doJ(Eh-cZxd$-<eSFT>Q>@*Cs)68O{
zlTUxo_sBrrYa2@Eh8~^4&mg~N^Mw4~>@&mkN9gp2$n{xXUunPh_kW*s^osjt`eWz}
zG^hO4s`RB!01HZvzk~A$?N+8RsVqM4Dva*E7Fs|0CdM&&^TY%Y9Y;>W0g__2E<*=1
z7cD0oOp7_ukO0JWcNo$k6Kf35$Z*owdl=n#XAl2GqeEs;$(78R8Rn_PLA(3#Zu|M4
z`E1+Y<|~JcN@Softu<bt`{O_G16d}azUOm`dfIRXR0g~hMhc8i+M#A<Q!Y1Na%n_z
zSdMw9aeomg<1%#F92GE6<d9Q01Bq9HFzLe43BBs$e$m4rgny?pFZ`n7rU6pnwaphh
zGyLsYGdx))F`h=x34^xZAJUwYEb`d!oB$1KI;TO|sk`6l#)|IY1bR3;P1EBN9@7jx
zttSs)8plB!nw+<CJ5R@#cg{aTm3tnd>q^Eot;&THccYQZ2~enf+{jb-^frTrlH!Js
zJ>8v$tZkZ4OPSzh<wV9sWbnb|<TD5PGc?3Mjn{wT5@|BaJ(UO=0>lpVT`s#x*1<;u
zvweh}*HGae6p&Wsq;C}e(3*9pPiY;X>Fz+#!TI$I-(FV+f1qf)OTPl`k7KAfU}Qfj
z^EsfXYu0EEO0Ee&lb7YV(6siWKk_5(KlxjKyM6uZZ+V9Aw|?u*w!OR8HvMHbUTn%H
z@yr6jo{w<A<c17kE-H-F7`7OtthZxUjCH>V#-NK)3e+P;^anqToz1N+Z=J>#Zf+B$
zGYca-s~yO&^5=0ih_h~!HOa5ObX|trL3_aCaM53pVa}uQ$B(z$BN<Mt{rtw)zS17w
zyDdX!$wtrGItFi^JlGJmd)!uKV6C><U<?DLdURw}iXMN#*qbI`f}lTs;HaKy(w4bc
zVT8mGW{WpsR+n@WAv*V~-d-*rdb5dMra17w2z*}4acNT^=1ey$G89%$Wc<F<ZtLda
z>tFqH`>ij1x!sdaF)mq#f}zACV#?x0G`>bh-7#|6nSq-VmMZY|KJ>oBTHmYJ)US@)
zD>q+iue^N2H&48TxwWy@u3p`;k-9Bf&*)0Dt<6oh3(HutwH_bI*t3z25e%;@TYOLh
zqgt{k51(S@X#pQ<dGzo}d-e5~JxhG!#&sDEx~Y=^i*8=Ic|*qTI-SmCvi#?X`u6(f
zdb@x3u6I1aaK|v;SHGo>)b(YIa~ao%>VO#2UJtEyIXskcHe2;m3XFGV*4aAl&Nsf<
zHgta6xN)-`ijKaI;m(Y+4Jh>o>X;Yk-fCa@!k4jddRwPW<ZH{i`TO4A_j}tbue~bW
z=ZlM;O;(+9y{K!3le$Y{`Uqq4WdQ&3Igj078F}0kbDnYD(Jy^23cXZ8{mDQ4&PP(`
z0Xx9qTm^=)&}r2Rdz`?&3d$|MwG04y#sFDBroWop?kHaRD|tX0rTS+kRJS0Cqszw_
zzTbZCCx51GKic+oWdP?IFXe4sU2lK#2mV<5j*op(;|<&~y4kUT^2|wwFKdU<c#0d_
zf-;4QLqHq=nnlPJ;bK5F<T-~PgXHOLU2Vd4cYL9aew81EqZ8)R`?aUvOxMgXWn|`i
z9z13kdqjtSb&O#u|6$;~PA`R!*6AXUCk;G;yS-b#(vps0V;?RZgSaj_bd}~4fv_UD
z(Bhhph)svT)9TRE6IC!8!*nPh1z84_?Q-$Q;W+V+FqGASHJAlXf=8i(z3Wb}N(K_X
zEcHBaD#R_v`EW155fX?YTyR-ADWmGi(SBhJ;)->Y)4=%)b<zjuX*EO|AW;y<gFkHv
zR+<hz@l&9J-6h`s$bykkFee8*hdd*VK{U{XK2ZayJmm!{r+JxPF(5>Q2Wm&eYZz;b
zTjfk4WzOqw;17i0axh&mIYMtEu=w$lm+<E1THAf}sQvA~@i*INf8iHp2t91S`Ngla
zH{ZD{BlM)*yt37<2>G%XYeZS|3C~-PcD(%-kFD9im8%H5MC`E~K@`mFZ0W*&g_ny|
z_C7Cbb<s->fO=wZF{5{?ix#q_l|$zl<0JN?-I4LT?HN2Cv2Sh7+I1PlEZ4Yq=Z=i&
zO`o&O9<yTrGlp+{^WF9@fB9Es=)K*pY^=0b-gv#uR@TKA12i+kN5_1MmK_1sZLlDZ
z<+K1LYxI>vfruoV<L2T6HFGwtYas2)MZOGSTxN#XRyR6@c$+Qd27Q&cUyl0s5dSoQ
zrh66Wu0ZAaQT~$Lr6b)?+-tw|*`K!_@7%iUCjy*zEMH)009%bw)!n_k)W%FNMlj13
zm^nO>p^GuhjR<RYSuaeOGEYvA+-6s|*rj2mt*y=4JsGj=^6=^_uXrYwB{4g@JEA@D
z4D4O6_vJ#*3s0-wMS_|z6U{CUU-|M^+v~5tE__8s>UO(*`<{2Vz@TNF?`_qAWf|!B
zP&ZMJA8z~QKi003pM8h#%iZ4DS3hMI`bc`n7uPW6>GzM7ex&#-TN~yD?8{JoA|v?r
zo%=GN_uGoBCnguRb^hGDb*J5W=eBPQuD<q~Xm@<G;IGw5k2CS6Z}Ev=uNnUQm;3^q
z+mNo(uVKs#fA9DGKI!IFwNbuMSHFz4F_7pY`U|Qr(C37w={xR4ArRn!L-#{yNS|Q&
z5N2OC9uO~Oq`PtM!5ib0A5?yE%Q<^LCNC^q7zof>I`*5rDhG%Z$zw2~3_aZ_!^7ne
zCx6lGYHaZGg}&~Z1ZHKIT|Q-@JLFTn^v4*!b@xvD?9Y6rJ-+`)G#K}M?UJVyYchs6
z+Q0E9{<w`{mi(~e0%L)9C>QS&cBhd$qbTua{5m>4^u$4}1E#%*ubYpObqW_5q5!cM
z(E}`pu!db%StgtV^33>BoGN#$^NHDV*V=8fqCN#b@{ogeiOvc736KQN3~=%QQ06$|
zi#CR<7rt0<{nLo)%AmVY_m5(YpXgP*lj)RrE`Tr;M#)8ozVX4|y7xft2*(3n_${Qv
z45y3otL@#0NL#cH7jGYOlF{fkgez0YVA@`wXqGhSCmgQ9Y(gGm5E_ydZx8Wy1{ngK
z=L81bOrp6E5}l-x1LbiCnu}TQutGXKtq~@r5xLx%3m2g%le-|k3^o`(xaX1P1v8LQ
zDs2$-mQI!(zCzQ{CvsBaM%5{W#GG8|Bd#w&;x+gX)HysLValfM@B?rfe#0OwfSFP3
zI<Z+R&TTZvnH1~Ox>CzZNJ#MGn70UBHwG|WoG*gZA$51b<O?G~*S4ekpeZl=Vp<0A
z74x1KklXpeqIg%T`4K<$S0XwU5;XS23J1au*X@Y4(&?-pka+2Z8CDyW@*}NlDF4>R
zM!WOit@hXd#(&g)<qMy0d)s^M8(;mpc%HSJSJ&GoUb)e3ymZ|&bUgm%qZvFx<q`5t
z88=t1=)!;Ps%Lds*T<|LhAIZY6&XGB!$-{CZfC#P=}iiN{OLat*DuW|=yjIzq<#ql
zJKOv1-S=*{M-LyiWf>CdQu%8yUv00yanq0WF*=w9yn2<T5quzo&o?i%U;B+Ow}19e
zf3n?r@7=a@vfZ|iciZmiK|9e^2BQ!I`s9RNFJhc#izzOkl3{t(hF~u2L(}+VKGkK2
z&l+P;InB|~iO-SH-BChv0Tsb;LBg*%YQ=g|$XK6w#>{!Aff+4s^I$2vF)%yDUbjvh
z5dO+$X6P$n%CHe*9jZPu3dz5JAS2O>Gf&ia54;0IV`q?i58AtL-}1|I<YoB@#^ZN<
z{9|tayZ7&i&6(H#-hc2&;{j_bSK5vY)U7KowVnN=cH`y^8Ln3vAL(Fu!2!zz<Y&g0
z{edxxPuc!V)%>1Mf69jR?K`^ZIy}&g%{9M3cx7!v((1;5Wie7L#;{t##uDYR#G<Kx
zNj$}_wEOqB+tL1^Zl+FTtRJ<n{MK9Tfed2+<CZPYXv+;5wJejM5AI1;jGC8kUT?qW
zcYRm;-QWF5De&0xN_%RzWA{ZVzdd@yOM?Q{9pi_YIQTt!e9+#z^`O0X=dldwm9{P8
z`1Y;$+E4wHf7*WiGe6Tduit1px-n$Y`UWpXs!#CA@I%qAp6G^5ylDn^{8LJ0?2y5y
z{<N&Vi-kk~%ecn*z<ErcWOo7jP`ZkZGv#5{)>|KGpsPuw(-YFju0GyxG|{cc3-YON
zk{3;i+T(_5sk}1TB{zF-(`PWg#LDcEi9QZvpS!qpK6$AH*9iwb>rD*(Tp4wf!nMy8
zv#j*fl?>Tpu8~8cvjj&np(E*<b+cRYZ_RYGtpfIS)1}_&Hk^shH*{(z>Q1}xDQ0fP
zIrq8oqEARj-_-2y?yK*qSk-6gK&T}30*R6Hds)IAs4UO_iVq*b;C0(39q_646&cZJ
za8EbS`$B2O^|eODfOep6r&1DiI7wv%a+QQCq7LGrQQeKXR=X`#7xmb-D!(|1iXK5*
zs{Ey`wj~{|udXR}sqO2WJWyXa(0P5R%$yI@J3Ejd3x+f89R7&I4Fnud6vm$=S}IpG
z;ERSAUn0;iDjegJ2A&z7LK|iVyqp{O>LLc<uQ18aQ}WYbQuMbCT&+Qn^EHb;IxHkx
zFWt|{UH-XxP4xIt05aIP?cocAd<Gdf;mDV~)!xM$h=I^~JD!o@Jl`^mo(>nu)8ovO
zvVF7+juv{X>M|}C<6J$jjWEZKkR*>}{t+?d{ai5Q>p9JCfs29`aWNin6o+}eLra(t
zsg_hSdnQR23evd9Q+Wn&;=cZ+FSWn+SN>x!hhTZb?R$4!&8t_o+8b}Y;k{0IS?&I#
zCo(W)^lompd-Ag>KSmEPTQMt)vBb<QfWbf+z{8!r;pI7uGHz08CZ&M7TQ<&t3+fBM
ziid_5_#Vjc<s~WLWf|-2M8Mk6W68?LA&$C1hYq+nQ-@#rwa>SI{-ZzEb{;=&XUEL3
z$ha0CuJD`d*L2Opu$2*aBzd`DaWU1!X7@lBQC;{z8>Aic@*R)jb&15{5Cw`~(p}%u
zsxCCT+REG%9(8xbvlU&$g-z(09xn0AY@c+bRDQfPbfAkIxbNi*C(9TlGHP|9R;uC;
zjjc&uVQXv+CRtCp@euv#UfY+kd!YP>a!)8rxV*6<ek^~GF(AYA!JRw)(1zDlsvR(7
z*#Uwj0`J|rZU1-5ApZ0xztg)r(6sC=O<&22ZX501y*sM9<WoOj8O5e>gPS4g$S=6*
zrimtGMwb19Z+IOy2I+CTc5SoWyutp#D>7mqx(&9rvbQk64i;>Ucb#>@y6NJ{#CLqh
zCoRL5zw%WX@4Qqb4a&vnW_B96*fjuymYHVy9L5z-9#|5wCHVlB)i9IIQ<FDddsY1i
zLtM5Q29|#GA;vAAM>5J;54<56;76ZlMwulgZ@u-da>+<mX4Xr8@mIgVX16|1F!Yg+
z^YmCoR8w25tmr&d|DX?KqJ~*f)Gxnyu)dwg`S6q3W{f{!jMLM`&6}*dCB>?5H1(e)
zAv!H=OG@u)%PLC}2r;FT$1(^pB0<u^hZ`v-6(px@SK8!AH;aert4HF?>?Qpe{>VX(
zJX@06!+gMnS#$FfEfZ|?k5$E;y1z>H<>YB{$)melg%u~hC(Odq9~EMS&Y5K8%-L7`
zzRrn#m3MHa@-QN0wBxFah+2Lb))?~uKHtC#k9A{mEFyo{L+uIfsQ>dsfSaneyspzx
zKDGC1A^k=??Dx%|gi$-up8L|r&dGtwM(0As;WDsz8JP02rd-0?Soi7WDk+V-AnK1E
z)P6jnVf^q-40(O25e@C4pL(Hjram!~yll0|xkZ24J=&G7R6p9BHl$5eBadP7txBh>
z((RhsbyaCI{3>%<`qK!fc0P6-_@aSoetUqkjh1{ypev6s^)G-}($$R&96hpp1#=v_
zEF%9<Kxcnmc>Wwu0oNlyT|DC>bRkOfMSNOduWx3u7j$v~kX|#@&jQavn$zw)IIAmh
zfmAvHF9QseGG+kkT!=tKyB<k3_N0CoVZP55T-3_vV*(W~*Z**2_ALfg(ie&~MCS63
zcn&%pNz=MsL^{HJYGipvn9y1~<H0aC*9ANkMRt%Iko9%8wIX`CJ-B<f{osH4ciXME
zWyq*Qu<mkiZ>PQd$}66I<CDvj^XS3-_C4SIDbN1$buSD7XxOjSZ}uxp`vc78v95Sc
zh68JcF-EdJSf+yFYgTOvl^2-$0mAS=e)6$Y!|POK#IOY%h6l6I81KvuGRv8n&C|BI
zwl1TF&j@3DU9<ZW|NN)hTVMW4*GID<&#Va-(p6nVH<s7Dz0jI2u<h_fE;HP!r`$DJ
z1*)A;^}|)%IyzN&T^gN<&#L&W=$f*6%uLsEW_d`nUl%grij42oQ)YkE3Y05#thjt0
z19PG4uK4p+J&?!2OD8gDbg{)RyCxTDAs2UMdXzG_;F)yI3taA-QY$mEhr0@^o}8=f
z#p)R?@qOpbH{09a{AOc&I&K_TAI@y~4H>CCT6U|54@+OTDPkQgFR?L>vDMkJjDou|
zj@jRr8DWg#`}gm8o3YIeW*4ynSO${aAGWqOe3L`}q5W7N%wECkGEy-p_V<sxCoo1R
zH#0oQdGO$YKc?~ad$-$r@4eS<-@fJL8MpZ`$F-~NyT0p_YD*ad($DH_P5tFeWpA`s
zZr*Iyu3v30>&A{J1<V*y@0-`JV^6gEckip8U~DY49T~>Qu0IBr^lJUcU=lI|Nxt+)
zwW-R$Fu!u;nr{%_dFO81la6`m?ulgo>_7g;ZBH_j@5sgyUr%Hy4ljf0JW$!pE&A+G
zS?CBqW&1iJBZ?;<(w<N<30GwFtjLIAevcX40o6B8)u)(kY+iRhQ#{+;G3&XidMHhJ
za?1IK8(PmyD*u{j-9HuH0OjA(IdE-dy=^S5D}JW_O8Tl~Qty|)iSOB&ZYq{EPAqMR
z-?|XJt88_c+=S;w9KQ-uy>#BKu1OEb$c_;hmvUFgCv#bdJj)oSE6n5zm!)H+ue0?b
z@?z}5pLUi3xQ2lzO)_sQDMY*6uF}T3*~$%)Om&SDo_(dAWuPugziX0B_l4p?UiD41
z&%jV%KXH;>wAWT<?YjEU75We@r?N5JSvoe{AY+jJ|H=E)SY4Owz7Jb_e)qfQ>FhJ!
z`S$IJO*UIJDUy;Xi4tU4mW<GfU?(tQ!1)l!0pfg&k-%Sq1PEf-NsJ(hVGEKGN{*OF
zq6S-vD3anJ&dnZf-`ltEbmn2t^M3b~|L?!5p7+`N>~s2dOFCDA*WUHkylT~|RaL9%
zsiz*>MIkL|2&)P${Qw!I{duyK?Z)n{u*w{195^oKL_9uK7;T9e7Oy)aGchqXs|Dwb
z798VN=6k|%M7xSVNDH;GOsKtLfSqLW(_Y!;mJz4nBr<szH(GUnL7+B7R9-CH{^qZ^
zs#$a@FNmEPfRLJ^oTMBs!NG15`aGhWIH530t56l2!K10RET5-y9A%(P$ZI>@73fSA
zGOmx0g#6hi*!~1R4liyX9~+UbNnx7%M*;{DHBG!gZcp@mZ`yWOPul!eWe{-v1m{{B
z5BT7H$p@7LXR>zU=R-ebDc@GQ+fd2;Zcs>5yQjbCFD(SvM5dkflH1-EHBRoI0yS+y
zm4U2(%2x)FF5{4gbhI)GGHpLBvoXM6rR*m3%O`ysO+OucSKd<L+}TTL=dqhV`LP*<
ziK5gDb0QmBJk$5>3Uyb!9gaJ9ooanEtRbI-4gbG8kQK!f98Io*Kk+i)N==e%9!W|1
z*}wAN#M|F`*E<a>Qd}NAc@%RCbKV`}E?~YIwk`$d+O_MxTI%5=Db2#apfsFIL?L3Q
zk1MF4vnowYeCtvM_70By;$2UZJPJ)uiUN3`hiXBR=@KN}cAf**rKAT?=ux7Umu9?M
zxi~)^OAE8k`)j}Rjkxn*#h>w=nVpnkK4#?yB?Hv+b2EP7ZfSlYe&%QXY<&4ge<aRE
zq%caU<`cZ^gu(nazp9)5Z1Qk7w&K`{aYP+kWK1t^6d*<FzkMvn`S?>t6hA-qMk`Ym
z&bv}B<BrpUyXlO|Bl&fC`r(gqeBW+O(l~IU^pYMLr~{9_kpWGOnh&`_0|oTSqet<p
z|M-{U!JYf!?NDs*?V88DAP10#-BlHrpX1ib0lLAHiomI_O551nimO+yh~`1>1aEI|
z`X#)%=?O2a#<hr<nwqk*xubSCU@;?Hd;16C&#>%$)5{m{Mzm<#-rkMr$!=_It;e*K
zT|WN7V_iO$!3`w~SLUL}3vPQyF)=wFTN`;L8=v=P9G{+?j!iAz*r7fYon4i`wX-M1
zd(ZV_LC4E^9VyH+Gc)G@{reBRGfqFD?Xn$VU*BB;FAG9;u;By!YD#px{>n?SpvBjm
z<nr3B8}X<A?VpL+B|fbzi8$Oh?%)2c--%!NN53Q`O?Xre3j*4QUGw3Qf%w9gz8F9G
zQ$H0)(piw4=Di7|$8_+d#oiWO8Ni>3E8)Z=apYl?s`5}G9gmmP$enkpMI+e}-$S>x
z+{dC*H0GifJVsE;Q#@m<Y{GfLkTzv8h5~9D6+u5bJ;^bEBP-O)neeNkJOS{+gYX<s
zMGA`$u6fe}PI27f%xyK}Qg{cYpwhR5K}O@6<bkn`#m&3l`Fi}{{?oq{D-T!wCBe>k
z*X_jn4~vqWzxcoWpU02><R1y&D5J$3N+Os{D+mjCj4pOh<&z%1KpXvKjC$CsJ}jUe
zO}`SIvg_`JR`w%o^FuDvtT5%I`sO|LgfCtUDaJr~;8NMS<IKWF3oMTED6S`aObavc
zdwfi4^qb?1H>X99UvP$I@F!+3eCtPIXuqHO%1@V=7XzP~GHh_s#lWDn3KWL|+*Gy&
z@U}pc^c*N%i5T?CE<IKVX=O(iBo&th4nasr`Ab2>UEz7ka0-$={HL8EF1v+Be&R^i
zq%f6Er?948xaA>PExX3mtXRfV0}52din3VM8*dp%@`p(BAp9jSWto;*N*~%G=SynG
zWlX<b=i##8LZ*SfRY?P&{rQmbjR>oN7WdBK>O&hRGM60{_xa@bkfl<Fe_FUP{7@<Q
z>cF%cC6@%2iz1VmA=3)1^cI|0u7~ZuGHj3+%*6YzBEZc+B^n%FnW+R>Y8opcgd0fd
zBn40UfvO}|I6pMB`S#tR;=Y)x`q^<Bl45Z8gZJa_{rumHk8j`c-N9Uc^<?F7EG{iX
zccSB6l=byZv3XF6=A2(z`quj&#nSAwcYc}Z#>cwGi2}o9#0yhnQZ{`5@1w_3R*qvz
zN(PhNfx<XfjWX;BQ$XKJ9x({_>s;ly@}VlpZ9fD4D>s+o+LdJ~ADx(;9+$#374Lj-
zFMji@Z^z=|qG&|181+56V^WHl0O0kJCL(t8*s=Vhf8;0PjnBOiAAa;v@JZkU)xo>k
z%ExXiFNh6!!sYmci732G>9tD^`}ns^WINzyQo>JK*Q?e|xTrfm*FQ5TpLkQ!faJU^
zfQK~XsNo6$Ewfz#T;_2}#~H%8`8g@SQWSbp*pz_<%xf>*h=uuC#h=Cc%6feCA-9KY
zTNz<Tn4<}lh2mO|MsQpLqB+~k5dqqq7wQhR!0AXSoS8;p-S&qqPI`wiDutV!u?3}P
zN1x1oK~9P=?Xj)Ae4UO;aQudkU2umlFgLd#rL`xzS!`{4H~HR!$Kus#Oie@gsT9|{
zv9LJruNkuA%vomIep@*BfX0~G8J=yduOm2Ck~Ydc)uWP4#td$#;H!A>g<W9p2#dzH
zB8=ka^TPtdFjbCg8g|l$C1;c|KRXp~ynHKOd*znD?zg<W6tBPedfa|^H{SjB`(nyK
ztgdaVpRD?^IcH0eYpw?5%st0(;4|mm2fLhCWiHD!lt&v|X_JFCh6L(KXpXE&6F|N2
zCf$UjoLOQlBbnw{hI*GI2vIsHqYP|Ssf8clf)bnb7?*AOiWEY?%5C8l3EZEhR9m){
zk9zchzJTH<`kc0e5+;8>0ig(J7_ef_F%#p=gf5Sl9l?6Ee-uw1uf@s1k>`1nr3fFv
z(Sqa3@}kB&@mPF6I^)QRz{ggUh<YT-LaY8o7d)W-{Ac>5eDauv0+j;`dh#4M^&z~4
zi!cJgA(L&Ik(n<yE8Nes@N_!~d(0|IcG4j?dHE^4LMEuAbuS0#zYu}EryM{VG^ZR}
z*7Zj_{rWHcuG79K`1F)v7h8)?8%Ff0DUK3=Wfu$=q`#zj1`M2LBl!9*w^YFa6h8=Y
za)7%Dk%I=w#wvk=XDY)ACq0Rq^th|j@qM^d8J08gm(EncqEX^VUlo>`6)W+S06}fi
zS`I^Jx)jG)p!k|6&j%5fR>i{$78Fv0+cfn{O6bQWtxu;&s5G}B2b2Ul4y0Eu!xO`0
z8CzvEBCK?6?$zKvoX68dHwjyLi#vxD961nFz-4ctjTJ4SHJAU>V{l#>t<M|>cmk2}
zfKmem3{u8a5qPX&Fw5{7Owr)QU-NtLS3u<<t?PU>6K>}#UjKkK(^Y8K)sZSJgX}3~
zCk+*z_BY%!R5!ARg1GYdas0i%{qymi_dir$Whd-mtZ#0{6)D18e}y8%*WtKQi`_B>
z#oY&wyyL=|VBUyl7mHn2UQ*&^HJ`auLI!ib`t@XeC#J{8tN`($3tp_Fp4>D+7-}Hb
z8F9UqCk6p|*=4CmB9JNuXC~gtOHUm7Lt&kt8jDw7c{LX1CSz`D+-Fc%RPL|*##g0~
zOW~Dbh7ydThJwSR{Vt!FmO{tv1;<j>Xp=wvum8!Il=8B(y`^^K4&|IUQKJ2bT=eA^
z#H`uDNz)5IQ6ex7RWQ-1Xk=gK&shZRaV*E&Ivy}NGD#^OuMs(!=t*4FU%}bHE*rco
zG$_b_vQtsRJ`3Ky=M&YO6{oM8UZq)>n~Di7d{o)k+SrbJl7riK?)v4&iSDF7e1YOh
zQ9f@D&2sbRJqsQbVQ_UiBUX$jJ6-X0Djqy~sP>qQQ}KOfa@=1Z92*&No^0y@U%R)q
zwdGx2aKmSI=Xaz?-nsWs3Q9NT=NE!c&+<9t4?p_Q3pHc|SzBCMv;w)Yy=j@C!_Cjm
z1RwoaUE%9;8&ZZx;?37y_0tVL+JW40zwo1nTKGvh?(jrIia1vTLYKc3CmOAg$WPnA
zCjfazNufRAH+89U2@kMo3wDS{CHGTfqp>U{ovZxbdgE2gD@QY?=V$yP>D>n_T5Rs9
zZdPqnPAb0uMGg*S*_7^`K9!a2pkMu)i<T#p#%yzdO$5(15aY0t-ht`Ow3*&xkBntm
zk<^j6th?NbP8oGF^92%&$MT>*+?m2Q3uDr9Tp)7_h)^Km&^^ebdSttVVY{#Bua@Vk
z8aHWD3H5v|N}Wf4CPZZV)6K>uBfK2bA^pLj7V4ost@dKzXS!g~GAiUF++D7IG04kt
ze!?X_D~>bX*`C=SDa*xx8@>oHb*Ej3wERjLrj0AT<V`w79GiopDHVJtFgUx2N1+F-
zlu|A^dDC3LFUhUA0*dDt6iuIJ+DU_-rwT+T4v$OF0~4tR^ePj0%x9%@`?-zP?$k-)
z$Kum_-{$4%7YCn?GW?ByVw=VSlHECA_Ngh35`fi2DT9TrcrQZ5!OpM+S`Cral#$;Z
z%qg;DAk(E#;iRDm!(E|0iDX<x{_{|V{crpdlvd3wl8STZlLG+*YE~@c!6>TToGwS<
zehb~5g3dsqOm2MiV4%rHDgnZYr8IqvnXJ!+gnoR|id_fhHe}p+Kp6&V6n4eW+1h7A
zKdz}W1zafe9F#$$odPU<p0#7rO_w#0uZ0^IZBrpTGq^LfUrO@adG&wF%L;|%w1~qM
z&zs17c~Da4$%IvDrmYBfsFJ!I$|PQSlLiM`!3OwcqOaxi<8d&fGpN{!tER(B2Vuxh
z=HaJLXVRQBVAnce8y9YViW?w~argiC_x^tT*6;jooE)7<!R^JJyZ2*uZq|<v*=^x*
zH;=976~+!q@3<H5eCu5)%S%4rNl}!sf4~b^r~X7T=RKK7I4^qt@oG$WJ5sbJO!ofn
zzLXqx_=coZ@U^dQY)C=bR9e#{gEGXUOWK5&wg~r|;8L1U08oOgu&6)MC&x5#EzC~D
z^=mhzfOTWRW-@vw1Myp5|F)E;yD=nXr!&qqWdq)EgqBxce#zxLxOYEZd*v0^^V*GT
z@za0ek4qUlh=Zft3H8|F$s`S7LoD)DZ#W9grd@FsjM_Bj4KgLC;{3RmVERA-ngn?w
ziyv1iAU{}vlF!*aa%340o$U$YzO3fBVu$^_jFsbf=Jn(YtxTdLoP<1$WAT;qxQr}x
zaXz0ts`5A{!2;o~c)};HIomipHRraybMIbUSzJ{69=Hv#^94f6JMlSfUV`IT1Ggkx
zyCNm^_%LR<O+t%}$<A=hXraPRJLkB$_jgaS0Nj;=+B?p+<wg@0FuWaaek+WlH?z}o
zarf?H$;WZb%}@KN26z2(&U<ct-uGbh5?x35kxlnG(Y>Ycz3rX2_0mhG4YqKUgxzJ7
z>)ZG5tIV<3QoTn<Sj-)0(Z<I^lCQ`kyoR5Z=P2|eQm|>c9pSEkOp+csML|NLM0vip
zIOnjNH?POdtLi&awy$1Yj4k!MZ@l|q97@(WJIq4MN=hluM=p?u;^%&BgK5D+2IWTf
zEE@XBW~ck)d062fJsF%{ZRK1g3_N7AjCj0LfXcKbKjQ!%=t9w|a|-z_(+US)rje{d
zV=2oxl!m7d_&xs-&cAGUoJUHez$tArPCFfPuX+)Vypu`wqdZ>G<5m!MQ<H8*L8t1=
z6P#fww=CZH(jaB>bW1t>krvv)%A?Bm*Y(IJytMYvFjqnjXz?`cF^6y#cm52w#sKJ~
zUy|Q)0jVlHU+z@<sGjWPd!ZsfX=s1WtW)-xjAe*?R1Bkk())h%VXoU_tWckoNq$2!
zJI=XiNJUx*_&-y)#y=mc5||G%EOtqcvJZYXHC&X+Aun`NI(S+1;Rdgy)@5^ROHX~^
z&TU=<eR1%qD8qNYS(Raa+5(6hW)qQs5avYxG?`W)iW@-ie5H$$CQ4dBcFr9Jf*k00
z{!1E1VA5$^a%B1hPdE-wKj4X?82)S%Z+}AOD^TKdQX+-wmk|<pI;A>=!`%HcE;G2_
zP!GILkA+JC=lH_}RnjE1;#yz~ttbYt%k#)xf}xrrD~qdX(`MHb7bg2S?dd2hV3z^)
zY=iqTpb9Xlrc?F9C@u0))0F6Qz#F%8EC9Z@-G)L?KQGAoh#Gp!ulXpC#R^;{z{+7k
zk}a5ZbqF$yUBKa%YeEb02IUb-w|2?UZpS`;Cu-s<9_*UJZalV0oTL&|d5~$T`+2{U
z7f;36$DLrD&xC#)GUXbUvT-{^G_d0Zo)IYvzxWUT`}mb#`8D4SJF3BYU&??VQ>)G>
zO1$-s^1#k1FCOv8`aAEx7jv_7u`HzsJSa}I3p>8t8o+f|49wK`!TpDxaM)es945Oc
z2m6QKdEwRxc9!oyco^FX8_=K)jVwbs`^S9B4la$t#Iq-*Wxpqdoq=0SWunsDqyc|G
ziiMPoD+{r-u%L2A<Lcsk%uPy}7LISc|54m~oI7t5>`;mqTy?}T2o$)Rw{BTkcp_!&
z#`SA4Jv|+t|J+;g>T9p~eq<)I{Gypa%(Of+QNd14yfg_r*tE094H@{7lObVDu{kL!
zw^*A>JhbHmPsVIp_e0@xOA?$>c6f|a1mZ{-Y4XVt{T20A`4#D89;8Yd{jzInTnc9j
zgrCS?hj!rji1_EHDx!g74cl6nY)OgWgBeVWEF@BXR4*X{*Rk3G#hG*BySv*lG0rQ4
z#7TCfh|ro-S_I8bbYf|GEIL|%=G~}F(8IC0*Ne4XDV@TPyzrUjf#Hs?W#b$syggQ%
zbKIh*vevhEV`X(iW%m5i9t)e{(Gk(6MUoUse>$1R;bQHf+RaLZ>O(y@*0}<(7YhrE
zKC^nDbXTq~(;Zv~?l<->r`m<{?7f41xbC)XL+yXGbMm1Y6h60r<J<Xi$N1DQ2y(2*
z=hvqvV@8X$>q}SS>heO|d$JZE+<Pn;KQZkltN^Hx6M(WZq-EJw`yx~J7a7Qm4nqnW
z1=hHciW-MqGXS};p-)>8tzjh^3h1Sz!Q-bSilbkW-ZHIlXia_<Te3&qItMgLuhOBo
zk)AQbLBj9+xRl;cBp93(Ngj;T$|PM`hUHpvGsF|Eqa#1H@Ks^-SEbDzQ^`L{DY;Yz
z_~8XdPZ+y88Ve{Fx)^(iCmmjnNBL<1^(=LO4=A0aVFQ48WYWqu`IMi0D9g~}+83J1
zOB#T@)lEEk>fD>O=fdB4!K<YCgo?W7yw+bhIEnd_cu|IV!j<_*3(fVOYh;-)-1H-q
zb{4CgzrTC;k!g5Q@UMh2-0z-(R-DAFxBxNRaiv9!G8+gfs5og5r7UPl1KB3DWGiVL
zMqmMiE5l2Gz!OCYNClU48CH{7kSY-FXu?QAcPRN0>=Fu4zH68nT7u)ibLpC9tTdD~
z$aMd%=JVhz=c33|u~w)FS_xeq4u1N1XphPRFVLNcxC?Dq(z`w_yrus=1+JgdQto+7
z7vYmA!^x9cUeZ^gvayEbK*)ca(vr&oHC%QkwHr^m?UXq$*9n=2gh_?|&M_g~jZzHG
zf+TS|#|3`@Pml?1o{^@;<S#tM)#t5o@#pYNSDep*OwjHhw66#7X2(HFs}zabAH466
zYHaQ7dY6lxG(LmNu>f8)dhqCx6^O<887Z!#@nmH^-hSuX{;0w7(vq*r;)4d93+B;t
zM~W?q1tieU8(Uj(to)qSL;*s{hKHQV<a{RQjt``4ql8XP&sYwSSLmIY>PB~b)Q{ew
zfg2&VxspwTG>Yel6szv&pcQsL*nn(uJH)J%bQEu1&bl%;qk0W{$MNpt)wsX9<+OZa
z`1lCrWWtjqS9cM<Fu&jrJMgu#8#ivmANq+O_puFL@I$fX#S|ag5KSx`m^f)FWE+0h
ziHaTqw8t&Wgbb4#VZ;HMhQ5;hL75Gtr3*8Laf3uEGAcvH=~PDQ2C0yM!(|W-K8HgU
zY3O6lR6U-U=~L{$j`3(%`FaQW!W+A406S@qR#tpIn6t&ZS`>ki$G_dqxOdA4<IyrW
zc$~~`=X`fGZY@nI<*<~~otT*zi`TBs`VD^xpU)X{B^ind3!JU}o|NCS*waFXm!F<&
zZpWjw4J|}Cb}?w1F`pY5n7}!*!?6l#grdW_Tozh9LD-WLixR>DjSp(<?G?pZb!O+A
zg${LK*LPuYDdloMKNQ0GWB9@s<#u<rvkl}1a9@NP2YCJ|&~6K|5eMBUi?fqbf+gGI
z-LaUPn~Kl8@^Z{eDIOI+Z*yLFU@Shoeb2{-svH5ia0Z`fYGP!oULG%0JhWSBf|f!9
zP?cZLhs94!`j8d*kzw(eu#}ZlXj#A^^OYBrM;PsbBFCe5_)SGA8$NrCHD={0eIlQ9
zpeW~Jih@Y*MWKL&6><5*py#?UR-up)mWyi?U6em%2Zw<EYkI_AkoGjj_;cORuC!iw
zN*OeM(MFlc!z`bC)o)q_eqj|`^@ca}YZmV(qANAoET50CP!~SSO#2Fv<ERtlK^OAn
zaukMbd38HvKZYirjsYw_z+pbYQz5Y;tG`@GpGkS;h=*j~^9ub~c^My+o}G7>A$Oj0
z&vs{~p$y+Ct};jmKcSr>Ia3Y&9^1qx@-hd|Kbbc;%l;zaQ~3hjR_k-j6-s*w8i&~l
z^h0o`&mAOPHhq0h{^~|DGP;2bLI|=!__3=rkb_DXW#F#h&gAg)XBrhpI{YOf^OZz`
zwwnxiGb~Mwu7iS^p+NA~$TrTjvP`?24&m&__xah!e;Lprn|#Jt5*sI`233BG4|JLa
ze?n77*(kyINrE9JlQ+l=jw=Ht0E!D}4OzdM_k0Sn*JvC4xlRJp&~gKHa>ie2Y=e`v
z@I4otHWTHrmO&L9Et6$jED6ZAF$(C?|HU#h80`IsQU#|yhqWL}T0oY0&m*mM24jX-
z-qd7i>jzt&cKl@~AsxnQr^?a5*G|YTD9XUk|E<3jD^H%dKQZCd2^YEIi(9!PJneIi
zC>P)P;5)InxM1a$H~CS7sRLgXLuq8Ex$ZP@^8`u{in1pM{qd3-JA6w^S3K~8hcAWs
zg9*yRgv_qQl9brx#W@Yi`A8BzudS`crj(}1v5}aTveg|MiYX};$Q?HUFe#%9Q{MDs
zexes;eSCB{cBJg=OHtxQDIWXr_#I`I$-*!DscgPZ$ByW=t5@UEBPr+Q1+TgJ**Me$
zThBi;dDVUgdy~&he%SVTf+9^CCh6>l_G8lw=83Ca@@m|0SmJS7;~}02kusFQ*c7H8
zY?tK-5S3W@nE=59U>UO<7{0c}gvX0$@E8T-_*fIY+Mn~?{si%1Pm2&uo|;%^rlw<F
zyyZSt6vw1*KnsqpXq4=Tm`TaVgv^u{Sql>*YNxZfIyn|g)1A07H6jIhFh<ULF*a~4
z<#@zj{_BpM#Y|@~<|amCRtmGPj$@Z!lQrkPXQwCSm#liHZzSfp!y2Vq@qE~Yib2c0
z2an?Jox6T|(c`Ro;R6ahiUJFBlrhW7-maA31ue+BR<!6FC|~fKV?10Fh(eD-k%}N~
zkYjrC`PtBnX~j))Ox@iB4~swi+{ew=^`<7f-bF`dcMp2;@X4z3<d+!%7wKXXUt)4o
zQAjFKPGE=S6P}n9{p2Ex#aaS=3_6U5cq2-Mm_TeRw}cjXN5&Fg)`hXW?u^1$l+G*@
zMLF|Qf6@|ezv)Q12A6p$2YGmWk0Ry*8p!ji@Pb7%*P($4<%~M`rA{BM$hP6*Eu?Q~
z2d~oQhM3Anc@+Arf65JITLFd+g}ZLf)9O?3M)C(RUf?3sxIisKxkM<p`9*yQQ*tMO
z4vcrG70+==j=g}(JGlj4E^ZS)?^KYU06%F{dX5V5!XR{jnnfXrdC$XqS6T2QmEfc|
z`AyvvpGB$MT*M>a*g|QVSp4!?amrC~4r9^zAOCOu<IMPippg0EL3}X7Z5ODD3t*WL
z5Yi5>V1ZI_H5rzfyo*>7JOdniF3EXXE`y9$x>iCvFQL!yU1(?nou^6N%6AU+C&bsz
z^F5H@y4ak{gGc;qx&3Fv#qabv0NE)!2QNGldjC4+Ul^E@R=xjuL4Eu~ooo?!u`2ef
z@M;6els*X0#h?TN3x7-expZP8e7sn-n&i?tC&~tAwio5siM8hLLoE}#G58x(|DFdW
zQw!Mnq-S}jL<+|@fB*O5+wZ-nI-ObB^%XrTjGb80?H}yN(&BtfqXa4L?)?XH&qP<s
zj_aU7cJJW8JI05~!<+vAFPX91!bc{+!?`pRFJ4xI4^z|AR`PJCQZwPNfQ|c1G552M
zOW~gL1k4w~9!WWP?}Lvl$ICOFn4g`9E{c=lt?-KW*_qjx81H%_;sXopMzh1rwQfv~
zycor<V4hVS@wHk^5PTVIb7MWWHaGm}oQY#)b=9{I@Oj=RPgbm4xy~Y(3D^^j>d!>t
z$x&sxg>BLIY#HEfj+xmQ?w6cZm(3iV$0)=n`X~uVkHufjE91#YrtX5}&RZ#qyfRF7
z&4kWOrmVDSr7>;tCSDXkUKBf4{rt&m<Cd~3#e>P*d1X^~o)|pRqKUJId`!c;Ri>SL
zc_-uM(qdehor<e-Q?WEPW@Y%w<ZxV_8i?1H$K%@EaC8R`VsUCPmS#s|c}{62hhnyK
z7IU4`SeyviXE8l;93vrF8aj!oG0t*EOiy&<+R~EBnUV6Yg@#Jynl~0|R@4=LCOX-@
z=JVXQKm5o$!nlvP)=z0T>VpidZtVK01UyBlzkTOk+`WA_?mu{7e(?Ee7E7DkTjl|a
zJ7g6FF^@X9mE4Zc1JWg*<reP&+KqO^506naI-}#UsYNHBc4m0%j*n%#oT)FuUkM$#
z-L|Fdl!>%WkN)d;Z-uY^AtR3OE3OzTse}XMOCcgz1BCen!HUml^rLVm(~tXs>|88x
zBp_uocSQ?-l*jVv{L1byl*d%=KvCtBJn#k_$Qj`_%4o&X>5*e7G8*;eu~dMCkDX19
z#SqaS9YwGFd})p{N|5ndsaBAcUyo;!X~kiXD}RCVR7$OQZy8WJBB2w-_E7m5W2j5^
zJ1LtK0S;N&UfIuhlEkqL%EVNeK(43_8w6bQ$JgR`im^|6_^EK7rg3)H9|qx_4#_P_
ztH%MA>2tlZ(bw5AW)WrH3J)IvVUvPu)(%~ME*K8?RF-UR*5JrmPvh+Iq3YVpg~m~F
z!#Ca|dC~Bx9Fw?Rj!7UDZaVDJP`D9{;wka^aZB@`=?wLrl>$yD$o%@L`IM|3rzxR$
z(o%{2GK(9*MgaTa3ZuiNE7P<hGi~CvVrxI0B6oBea5xrWCBFk|SPRJCE{k{xGEOqs
z!j%b%uU}UZ;JkqK9MISL(8trq4vvDbAm+2G?oP#Di#8nvYR9XPb!&ymiLcF?3t1X4
zA2Fhd!PfKPGk_NI0D@b{+irtsrW|l&c_2GqFy&OpbktTreNBh#{4dbwMMjh~1&FeY
z3r{VtNnU_K_afv#X9=)Bab(7tKNXbpn@8CC<E>r(9Eq!D5K!-o)9<<J_tTI(Cq1XM
z|1!w9jHLOK(xkW^F`?g#N_qU?op<7I{>{G`t843VqQR4+2INI)<q<jM(S9gF;CT4>
zNj#J?<U4uy_G3oMCuf5>Q_2fd9AjW&@}#1|x234Co5RaYC{sMb?u?AZ>iW7A%_UDX
zT`A9NQbc+2$&ckFACx&WH5ub$BYtUbXLsMbd+g9ojE~0p=DO>`7qBMBC#;}SLykpI
zZg;X9lPU`(oAb@Uq{>IQ?~DH1Qg$}C4q{AsH#T=P(H!`t7Iw3#KXssQ!v|gf{QPG>
z6W6XT#~ZJ|9(-n-T|Lc=mgStlRRA((z9+{ycUYRiZQ@Y>pp>XjsP6C=rGW@f?(#!F
z?bFXoJt0T<PqPfmL8~7*PsxySB!|kv?LWn35I9t>e7NB=wD3*@N4Iz(i?fV7JKOR2
zu@(SwvuljfTl+0<<8$){lPfP%@nyep7CtKP+QLjsjtxnn9f|JHS=^GcyEw@?afngh
zky0@>Oxd}hfMk>xlvwEC2BE{_f!NtUjossj)vf*5Jvxi611SSXT6D>Mph=le(6f8`
z(ZeUPzO!o{_$y-SvrkqxV|pr|V!ZwCyRt{)iQ4*&S6+%c_wM^lG;QOT!BjUEagSHG
zV@fo$KwDW|k3B66P)y((GB-TNi&RoxC5r(3u8?h>;C7&@C8)*`Uftkxd&sbWLk_Mj
z&BxM}x%kTG-|$ln&I|wUJ0I{F4Ydaf4YHzElX21DL-vZyd2H9e%fUfWN=F-$FO}ew
zt-6_jl4ObsU6m&Hd8HvAaqw25j>|DS>rR<2&vGHW5&&c*k0gjrr-Bsa7X9RBTmU!i
zL>-jSvgJG)TM5cz4oOpvLx=7oD0}1w4+}yRK&PiI<*y1mbfE-NK7A8fPzF(~Gad9u
z-qiMW;YdB89cA8Qe5ns*@gySaEtw^s(m)SND21>SP2Yr{29>95#%V7&SWqavn?-e~
z`UuJ~$1coU`T=R2z8rH<A9I}2lGklPxzrT?i$A2L|0vQlkX}EohmV**tIDA~7B<AY
zjWu?HlV(QA2TU<^gPRU*8tI!UKRh9Nk?=2>GAvsb{4vycJNdl;R)#CocrwFSS>VK0
zvYH*-49j?l${%vml?6(WX;Oe1S_D-{f$ApOxSYwk8sWo0cRQccI4NQ2<|lEKbPg=G
zc~Ed;HPP~8;c`U3jI3(%4rrBr0gTOTI>(@N6gvS~O`wgy=uE|sJ?mN9$yUMTj!vJ#
zomLaaB+-VZ9K~0K+I+-_rc@~V;69{eH6Ll}L<&7^x1rEiPz!2-=OM|5$2q{cUWI02
ziBD7&5q!xQw@h(62Dg4{oZXqZ1qu_X&f_S%3{IMn0%0gT@Zjrov|*;FUWubWK`4>k
z@QFHb{go#lr*sAbb*+Fa>8x%C+mX&1P`X(uEUlDH6i8^}#kt4#@5ayl_5XJ~dHmQr
zf|D~dR#56753kt`wW6c8x_$4V&yV@dd?pc<yST9E0T@5Z5lRw|@|bWA4)zt+^M?)C
zt>f!<$j{d1rte7QrMVo0MXbt1F4)1Pyy-4q!pkp1(T|4Cc>JhIf~rWNV(Et>me)*4
z31-j-lTZz!?2Hb_lxX3j2Pnq03+czk$6{@JCm!&L+=m;nBPEN^L8HX)?Wt@j=Ij_l
zTON-X@u!{nxWmHSd|bPBEpFVr5u3X^el*Dh#>8t`5C!fF>WjIXC!S+W8MJA#ReJjr
zUR#YYCOeNAf;y>#&tb-4uaMBTDf?A6h_#DGZy?=XSb>6{0#(*AD8roZ<t0Pz8s=t(
z&8>}i{A9&#xV5vRs-1WtgJMiuPl-pgDY%z8IwED5mlpYW#*L|wxUn!E-Qm-i8y|^<
zNln0fQg>j)RPw<FSi?>~x&w*;U(Q2GfoASC=2#88r6)%NJ{NvEG-3sKeOqlL#gKR1
zcNN!Dx<^~PYKsH4;ht|lLBUzu=9AO;c=>~mKla&SIPmf-uX<PQy$?S27ZBM&<5BbC
z!h&C_<WtOiHIBubcWx1;!Y|q(7cj{;l%X0A5C+sXto{n5r%eeiNrX>}Ew%l~=upg0
zkGoI2e04rvy>&fi=N9A9=6-zZqkG~-;!6dUozzsi>R6nLvK&f-;$y%~LHai>{7Y`2
z*>hT<!%CymC=Y`X;RQ!3%LNbpO}r%@q}?trq;lT6XMQ!bph$X9%ls9&6+zI0Ut#H{
z&oDnRE<$_ZF@+F@n}!s<S@+D(54)^24+>=;@)!*H%qOyoo<k{%yhw*4iF_GPR>t-9
z6C^K$6{mvy#7c=!d^tCa+b_fFuPUavsR7{nK_IMB+R8)v9SU@Ue2hVoXOwgBF;+6R
zn#0Nmo}43jI;VO|K91Gzl3Xp)wJ2l!_1E*1MnS@#ZIp{@<SIu5!f^YH^J!jnNI}&W
zmt+_I$)*iY#hW||BR7JlaA>XzhRyX|m+_+D(@}=M@yoU=(`^?4H#uUSsmdQKLKRA?
zR(y>kQ{Rb4O>HNPt&tWjHGGB%Y92L06IQ?t-3qfH6@S~dT*`}^KZLu<g`<Sqt8&s$
z8r+0}fJlWP44U9vwF)KNNoqY5R>5DHshtCVD-NI}=V~K$n!<ZS=BeVqCps&n;zXD_
zfbx0Jz|T*+Eahzmb$%3AX(10QR{KgC+`gCe8IY@GIg}8qhzL#9K;pCW94VJWP0+6c
z?z+oRDWTn~JL{Xi98eP|D|uCU$Zz6rx>RFT2QK|JXyhhJrj}lDwjp;Oz)fB-kiLME
zW*9%X7)(6m3l}vpRfQ(wZ``(=$F{BF_D|cLHu-D){0py&zmYrn8KC)euLo*Ps{fy#
z{n_~1+i!a?gudDNIlH-{YG!)cJ2E_)<7;7e?mdV{QjlJfA~-xe>c?;t#^-qX#yva3
z%S%^$w1N*ZaLp0tZgKOn8D}%$7dKQ4j10#0<>gpiU3WWjjg`;hO0n&BMm1Rs#G%sB
z{+%%m<Wi_RA{ixlL~_APCsx=6**AF+C67w*@*j#YJ9$Hc`6*v^;*bOKaDhGxf!)KS
z`0BSmj@yr<1SvoDS(DPcy0#NDQhZT@$E1*7yLQz|@x6zS;>Pl#+wHm(;wMV`&G+7O
zo#=xo1(r+Uf*!)pwLxhHCYnk!HLx-$oA&nP2M*cpv-)?O@nwIt?0C{+qNbnZxa9s&
zc8xvR2}+TwH;?3b<jf~lD}4ZuozG%Qip@{{$PdTsuiaAkv0sklB}jJfQM))pJ~uTH
zPaZvtz1>|Yy>oHU<5<jaEKg0w^zcC3T9}IEnQkmj48~+vZ6rM7YP4=w?T0cTB^y8y
zqn<qG^(3w^cAj#VI2B>@3-?*RAV*(2Q$2UJSfTxh-#!|Qo&8?CcW*6rj?UuY+Gg~W
z&M#DscGNyw@sSp9@aFBikIkPS`P^%9s`%ghI!A&crpJe+6szq-#eo(@{yeo5YUmgm
z9gDNFE62-jJaMp+MMeSPZD{&gfp+}GxKcgKEA`{$&~foH7bHXR#>+S2OP_nwJHx;B
z)o&>cyVKlx3m)-8{fQe*P}sfsB!v92a7<YTa(v3GFxe@k-H|_yrT*lu;>A<S=c!^<
z$hf|aua)7+9Y{7uBvZ1hLO&>(U0S{(xjKtAWMo%;l{6|VtD60QO%=~i0%Wkd=_}p^
zRs7gUN3@C0%7@~~*<XM$waPiX^lqw<TiI4UP;{XgVE2@Qk#EB5oM2^KQ16Ha>ikvP
zCl${!mL&0pc07<YC>|sH$P<3*K{+|5s!t17vuiB4h|~BKmYZzI`*D9~7@Yy!!pBo8
z+JHLoPKW7NKGL$o&7zLQo5vgaw!(*G;0-v~QRhhsczFVNrvArW$yrXe544(9rbia-
zXF64H1t3dS%0)Bfk!Ef6#lArIsVT!Qv=r@MHF$dI0tFOcADk&bTtl+$8i!roPNhGD
z0OptU0yl*5m9#a=ovY?gppn{PD06M7aSXFK@p}LkE`VRCKzJ3CVZ@QHtqf<B?VP-x
zrwrTM0%uY|%22|es)r(su8p*$Np3gPS#W_mm;ldJhJjk1@>Zn|8q}l>E$+DDpM9ka
z+&P3?4rFyw><lu_!rp?*&W42NLk><r%1~x<ho!UH2mZn@K`jqEfe8YeR@bk75*H@%
zo$FF^CXaFBazKNlCN)PLkDdIjkjij^m0{=u2bFeP)O`8F;OW}fPY`YfRICiNr5{@*
zA-~yG&g1iMT8_cp;4v-fPWg8swg)B0OiVkQ>+x6q@?Z8NZ$6H}7uqyy_~o>Y6iJRe
z?Ck9&-$nbkzw<%N&dyj#<fsFmEoQKsmNLwlVw6r~o<WnrdT(bh9<QuOz6N}=1m}bq
z<ar_O>h)`;g|nI{N+__r4CR-w#OM9J9q#}$pr2`?91{bkx}(vNpR=NT!Wq0Uuhz|P
zRLh3*^lf&7N2RngkfUJGSD9?M9fk>PYws}LzrPyq+`b=csy{o5O!D{dJ&G+&?!5fP
zZt?W&Z2a(-e<<!gxF4JAoAL6k8*yc6F|Oab>0L{dcpi0I9!v{#A-_4!S&?hnqWri)
zGoAaf+b*MQBixE4pYviPV+wVYpzb!gOr^zkQpuh}81oe7BMAEQhXp{8KTebG<j?Hn
zxE3Ppav%AHIX-f+#fLS76g+$YaX^m0RHZvM8h7vAi=~D6SeTp9!s;ZJ#z*3ftFv)q
zeq4)~ljx2P#KgE-?}SI&95><kgjDQPR8Bzsy6*mBGx3X6C~`+V6rHRy^h=bia9Ige
zJ{Bw<n?yF7S(>JO{9)tZ#OG}}Bl%=~TM8a`5+BFojcvaKw=ZS#MELkT?e<<TZm(>r
zeaGVUo6GS)@~COvyTpg4i-iNquohA%$0~@$7^5*~hv6|S$9@*{+q>Tnf$GPmztAS!
zZ9JmI1Xsk}x;E$Y(A+5T<uAMyTZhN-kALg!c<`7bLD}{k{opJ<M+@j5C|>N?vf0C*
z?*mtO-b#>VK|!PZKnK?d$i>1zRaMOh^sm#AhYCWg<qbDU<iX31yVIB_Co#e%jr}R>
z#3c^0=D3N!DPP7%6o@}3*P@a1cDKe?C7@(swtN#oK4gc!4lli!0+S0M0kU)A>%iIy
zEyu732kC*vAMm8o-DLAu=Qz5>3%raK&|!UndO4lO66zybp^aQtWD9M?XK?bo_C@nV
z#yi#myd`_)(;rGS>39*Dr*Mu3Kl#NZ>VT<bLJw_V-13nQV9}jrXSr;05Jm>(R?2~X
zWB~ed9Lgsi0C>P}UMUmp2z|f#8^7)N7X_cXGF)vO=fVu7F$&WG;u?}|*SKt;1gFwp
zRbJ^d>B6p!X(*`FA|<>JjZhV^K(vz(U+n5mVI;5s;o#0#yKPrQ&g=iit&*~86&f7G
zkmg*Z{v}lAQwgcK3uMk5e1Iy%03qqiU;Oa*X=S)C{1p$7Bo}-NX9#k%BB&~ZP)4Qj
zo3>VdFn=N-TX6!V#3ry+rRM-0EorHK;JYcqKwaQ4dF7zXaH-!?ZsNq`Aku)G=Oo&B
zWj7U1evzW)yJ&l$u`9vpMWbm`oO~HxezGnZhSkth@!DD4HLmZzTp@-h`jfMtx0vFm
zZEcF1aQe)9-~3wq?Z5SRVpobMO6jc|*J5i&it+kJEH5qi3@y01*Y#s5jQFoDU-3&t
z-mOzb=VoU7xO8i0+e**&_MUA9T|V85V$B)kNhzisDc5^aG7t9lW9iCOe++>M9j1?s
z4*A8QA(6blvlBzA?94>RA66L9<bF-c!NkOv-|T0H45f@)22>Ht1-wBNkY!K$sw;Ql
zPIkBzLy<C8Ru#`<aX5qC^?3U*zV-3Fc(k?|8&al}B!<Vj@#M*>cf2_AA!6dqH{S5q
z_P+YnuUQd(`R2{|(LeZOF*Y>;i>)*<#uSeGH$iR*W1VP7LlE@2CyVG~DMYkRwhe(f
zE;cern10-z`bWMvw!mcOnh>uHerLcFS5BN1<Q`)Z6i4NNf{U~+M?oCt9TpRhd;6|8
zkD&8@>65%J4LYT0qF8Kck@ND+rFdz1G3Lhx;^x#yyn1yeX1h{+hmL*zc4$C~?h!XR
z<Zd0k@<>WHiUsAL921iLn>&FyVnq9}ljU8tqL3ab9XPnQ%1WB}Os}KvCmfehl^$*E
z#@0T&iJT=qj*ZP-U%SVdRFv(zQhZl-MaxJhwx!IjZtlbf57y%4D|2yWVJ_A-Hr@VP
zQm8p!&WBbwV~(tF&JwQG9Y*+_T!nwM6MViL;Bk#__eJVMU3eP8{j>1)Pz%e+iBYw~
zam>#x#kHlmc;l7pF+MRJzwn#iif_I5zLho=?PDCZ-Jy|l-ZyUDvV4NSlH|6>CV(=P
z-(!%xzC6$T%sC43DvjhMkCjxl3)x+s06C`q{O6dPHnLacwU(z}L&~K5bWqCCAM;q9
zuaHaEgLq<vhpKW-p!sDQ9c87j0p+ha$m#Y_S`=gQQCG{1B6;#q=X>y55fm=6qwH}E
zqSg)icoIUn?yrKB<J@tFPnB1hCY4(Z@?+j9o-zP$5(vm*-UvUm0?w;+;D;{yN6Lrj
zbAC}IKjpZ+h*LOy1YTtOFotAb#_j$FPT{hxdb{n#XZJsq&l5Pt9m=N8ltVgjKq!_s
z$y5&c`t==%-}tA$Y4?kQPemF2m}3&9SpVYA|ArX}MHtMvjL$GT5*l|hI-#U20!D`1
z9nMB@qZFJ5qKW|XUjbpE(JSPtFZ~WCzIaIIKjCqZe+7gi$R*@i%5XYyXZ*Q38b@My
zS{W8i<T0Nzq)jtW%dQ=odYuRP9i*Q&>H@W+S3Gp$HhqbXpMK{(M}ypSl4MP$!^V}}
z_!B}4Wt+~Ys`E_9!2^?>UTBKjgLg^g0i(DXOQ4(jI85moK*(3?NO&Effy#plZGYpI
zozC=^F{_EkZo5lj149Tt2a9e(DmYwWZnK)sY5Gv*z-8D~pj8J%>_RL74s*GV$`lnJ
z{D31i?kgJTq)`5ofA|mMSAO+ZeV6d`)KpxR0{oqiZkw)!xw%+bTle);yHXB5_~7Gs
z<)xe6C8N)>1IMFO6kV?768C)_88a<6Lh!||btxIVY&1SLCWUz%jWKqmY){F}&K<jA
z>~OJ@#RnR=Z<Q~Dfo)!j@8Q9ok5pWppN=cDdH3p=((_fc>G6&qTYDiVK|l?KZycYn
z+^FhoevLBdGf`=>@PwiGstlvdZyuh;$B#GS-jfyYBJTD?Q->QZCZw$ISYc<v7$2YT
z3v~DHKl1r%6yhKM@gIxs^t8XQmlCI65JQtJS`AUuoNn4Gq<qQ{C)~u85cfwQML6q3
zqq4}#H_ua1uyRd0{UvU>l;(_2+{(@tXVT3+k=HV18i0OLCsJ;-V8@+>!_nb>+<WjK
zwx#eg8LqB8F~4V|^wXXb6O%qd^V+q=xIQ-#Z(ixdD~n^XAcYu3czkS7?JE3IFzVw~
zzM@9)&`{4Ja<4NLr@n3%F^NeRg@S%=#aM{WPO^S}`(0^$rqgxi7Kxq}UfPVe`FHjX
zVr65?Z^QG}J4()=5*{3$#Kz%Se8l~zl2<<LvZFjF!u^pJd5a74@zK3Iad+*|U#hG3
zNORU4TDWsKd7CeldW;fZ!4DnD&vaO!fIjm+$D$fn!MI08EQ|CX7_q&r1>)Se6k^e~
zwH-ILF#YW7H++-HuYc|1_>JHGs?uefR(x&Tpa0UA)HYo&Sp5R&g>(Sk925F@Qce;Y
zIyFDL4(+j1^=0s}Oglhn(W;%U<P+fT`-m-N;US%9afscud}FkN#vgn|3FXNLw9^Jv
znPbo=EOR8dOw&;CsC_8M@~uDo-YrKFbU0~Ek?{h=8Gk{Xn@-t=RY^7;<Wn@Hq6*|W
zU1Jem+LT3v`=<i&*C%H1(D9_BAlI$GtE>MkpZG$jNhR3)pl@VZ(7;m)5)hU=14nKS
z(0>@?v#bINPug=qQ5A0L?I#NmqcFFY{>^vrvj9~d(!!^=zws^Se^KzMD#I?g6kn-m
zlanbh$!0g2UH$YmE+Hr2%p;=)OD~O{&a@E`IcioHk$xJw0*%!6*VUWD9M?~80pX8^
z#$UoLj!s+h5M#fS+3myvly}OsyQ!am^un7l*tI_3!6&-t6a|mVYJt-jUqxClk*?O=
zfWKWZ(dn<H1AaV@fS06MWq!`*1<0552$Q0jsPGX6KXcf-9E`1?Y)C8su69^;K21Rz
zl8%Hn!W?vJ3~lffo?2MpPu4wY_gF1|%5FbrBg@1!;r66Y@ij?bLA52w0n%Xna+mbr
zW!TICg*bi$C7t^T3DcYY^yM#MxE+__SWT@<`do9BFe7i%S#cJ(Ov+Q*40xQm<kP!<
z?XUdR_~4_Dypwz5+EssSgO`nNTwRVWDS|$GIWiW%^VP4%%P-w<I(7-UPK#X?c8opf
zb9bu-Nj`GG-N9BqHBdj6GR+Gjob%<D2;ZeCIwqt%u5NC6*A;4c@d^d`aDQJFIgXjJ
zq1awqiLrsxSe~1SE9^kd&qk*+>Ej5U(P3YQ#>;T<2ArqIe87WtS6vm3+@MTRrd3n=
zh1~D}<(6_$z;=3Pv2}P9E1TPK|H*nh+}!a_Bf8p@76M$SrEET{y1cj)*Kgd2d;To(
zT72d+Z^kRHy>5Iw(i9n`9aMhdf9+%WTf+ELc%2+ckMc;IjY9Y#9&{zdbz(v^^_IcJ
zQ_CQ2+L<0VQBJ8gLg_5NGVx{nsdzr8g-Az>6+UKyLPcM@|M-zVpFOR`4QD+4@}cU<
zozkCKnva(k$K%cAftZ`rI%k9lQ;QGDR(|f6F@&;`7MH_aQ3c#SY|RVI3n{ZGFSHSl
zhRH_#Rb4-YpwCgQ6V60CmlTt;LGR-39vu2u$F|zYpVdZbfj_5Q6?G6jwJ*mcR;4^^
z?GwAgx2>?l(_yvqkiT^I{-aIr4zfUlp1NCyTqDl_Z3}NvegM-ge+{o;`ga>&3<vPT
z`%x+NV`Ia95<@xjGu@b*o$`X`#`Wvc*#~2Cd^lcz<yNe0_2Qc!JhXy?JU4w^f98w+
ze5bP7NClMLNhw*v<#bBk(4jvsgpwTj^0(FnuxQyxKGcq+A+9RNmf4bqe04mmbWw(F
zSxs2Qk5_Ku=p`ARVerND@kdg%0XAt#O<w4BzcCJ!KD7;bnX{;uGFTxjZ3HfGGEUK!
zu801RKhiW~Ir&g(onJH*CNy+|#bqW=;#09DtN2pTSQjbj2+N#6mYE2^P{XM&vX=cN
zd7R}!oAW5K{mMr=>_kri(1D&&=^<|}W?Vnv%Q{dNvX|w!Yy~<PP+9&;pJgWLupXc^
z%ma)azFtuM`<wrRP=>$$OUay4bQOYj7yt{Cq1l`%@HLOZ+)^2rkb;?MFvKA+eVi5^
z16T_VK`kXGjRXb{8n^+wGtA-GjzBQ7qtyIPX~9c7!%KSSPYUfY$VS)%Bt6$Eq*ov*
z-3ctn<e-}il-83@L3NI1L;7n|*Ld4Wg#8T=R)|2zsaG5Ph@Q@aTWJ#=KgkEmF*)Fo
zAKD1>O4dO{I+Gx2x(u3_rVQEXeF_|{h;!ob97tAVV(6hh6>nP^_E>cZP(OI%dI?XZ
zuMXru<#$C!N_+A@f&B8Y8+8$k+c@B>twJXQmXj#HUtUR)11x#%%Q{qA2%}y4{)Adi
z1I{m;4zde}aAg|Ph67#|Ss(>;!p|JwB0hNM?f4u2?cea=I6pV*7bdv^jTgw~HL-Hd
z8p_|jhrD=n8uOZ{d6{ZTiV$av*&*|nnS_fkesOfdXX}I?Wr1Dd$Lkw@9Lon9>f`6J
zu@Qd?cWivzI7X$|b`^HGyAzKeJ&D(@F2;lVx8u$0i*a*l#^o(9ElW|D^&?{xalY2Y
z`QpJrDUeoFPGe7sJiEv~zTsU&6swasI-xg8)<r03;f^O6)t4~Ni1KwWZoydJ-t!~%
zZ{2wqUw!vGZu{=!Oe`#3ks{vpuH^jELM+YCiN*)&`-AbtAN)Zt0^lkA(TaAf4KQ^A
za@#pwUoNppn_rMB?MEX0Q@)jC!ueA;lfTPw(`M%ExA=3iOn2s?FR*LWyaWI}E}y)q
z5G<(uCp*J2cy=7CE9+|K4PQm};qBW#H_i<jl*^9&t>rnf`#4^i@5bkDNg<x)vAu{;
zTZ$plz<7}-&!N&E0F-EsSmd=<$sZWO=em(CXkjOpBNC8h%3a6PIP8@LfU?Ldcm244
zCVJ)JBLKTn-Z!?jfKlW=_oSjUs?PgT4i65Fd?;^Q_MyTLcp{-TU)eo~<Ds#5`~BN-
zf9qIsI26lMow&EL9|xj~v61WKIAaW0io`3F1@n%u%4b(cKP||<Ry=~s(x9AimoSRP
z)cA-NdZRHmG4B3&s5)_m|Miz{#)uYxA3xsm8GW9}@Ue=DFO`-YC+T~Pe@(bNRoNp9
zdZ<S#RoDp8`MM;olq2Wl$N6y5ca+B-jsavk^8;MC_2==|=~C7}VS302{!%^|$(!^h
zod7ZkfRb?6jXu;$M;gMbpYyPJ1R%+)3Sy2)E?G9p;Yrc~$TEKlUgHEG#`I-h1zg8s
zlZNz(7k(k1#ZNqSZ~66O+j1-e#b5&mY3Ub<4|-Ve@X?XvKXV2POZrWH0g&BUJ`m%@
zL%~g6>}(_Y9J)>N2zT<Fu|a7I-*ZQpg+m^l00%e8_#8P%1XX^JQE220_1oWkvC42t
z!>0(z0s*bof+oDeQvny@0s=v1;kOkhMqh?2yV55Bqbg~^)wj+A!eH(`P1ogNpA0OJ
zB|id5;Rw(71DEDfV2bDSpiO@t3$y`N%mLGykSkyZHR+OU+?Sh*xg>WefyLWE4gcg&
zF=WU5Bv7l=fHU^-80_sQto3{fo)LT*ko2;uo#V;#ppr(ynpljl&c=QQt+}|kJPsfx
zWir8T3=^aV+xOo6He8MgDW!-21K^sJAU?aiv$Gdh78bk{>|MjTX{E^lp09vG66YP6
z%>9PF21*KI!XpeNH_Oe(z$n7x1;^oGFZ@0Jf&AQOhd1^$nLK*@#OEZB5BB4&o7dtq
zFJFx-SLR}IVKx@#XXDnj<+ye0n#|R>DusD^x)Z}((RC)};OLNJz1}Tm*LVa)S*0_P
z@zptQ3(%M^YR;q>X+YQ5&j%cs1fZ7}@;aK3<|fDep$Lv-+`PIJd&dK@DJA>f-P=Ac
z!GycT2N<L{Pftw*A9~nPIDLr8pLnikVi%Q(D@}ernp-(|L5fKX<r!s%>!?^D@Inu1
zxW$0oJ=@|DUx8y+GI!dUaHZhWYGqQRpQ4a>w@@}p5{fcAs~l&cEOt7H^CMMpAeA5{
zOtqP0fzNPr4w#*M&Q&rovzrfXYBbm737=r@a=XS*jHzh&bA5R-X6Ncrl@Sk4oTwZh
zWpd>aEwbij*AH){OP1tL1%SZ3+OHlvVB$t`Md2gP%8U^3vLkQEv$IV;@EuB7<(x4e
z7dV!3b0j66{c;pwR1MY8FJV$3FY57yL3%>Y@4}-r^HXC|ocB!68>-6>zNQ6_gkn;{
z@!H~K+?eUcHOajdhyo}fsi>uNLrWU!qfk0Vff`2sHV)F%on>sEiqO7$hsRdr_x849
ztTW<v>#2_Bs!;I-$V175c}QJ~?ZquF;iY(NXvDBFRo!)=%D7=A$^&Q8Qt5%_O1BkS
zc<55nFK4EqaO%OXF-IE;E=4-M!Ss+0+VJv2MB>XI7B{J60pNjF_<=I!vPf_I(2(g$
z2?mrjaJW4Ay@(<md1X*O>6d;vQ+*Mo65Lig-9NK@3~?ZLyz;sK%BDZjAKW+HKjo)C
zm%dBi#?NAoO#$+On?6iC(zi?_bP2pbfVM&_`00<PN9m}ElQy)lAmq$5{RBByn!Xqc
z5?39g#RTJ|-sEE}Fb}9dV~Xtjj5X=FPLg*<c18Pv>&=*dq;$lk;YJF02Cv+SUMTc?
z&kF?e(T#*~D4=v=2A8rGm4K52d1?R>=8jhJD%iI!(4aOXuYb5xXcO>xOg`6H(o}F{
zI!kaLZyFB-wneWAPaxcMDHXy}f%-WIaY{f8!wv%~Hsu*Nwul2aG`3J1APWwqa7$2(
zvOiFHrOH5aPI8UeM%_<_6}?iMzs1<9c`_eYS2+zts5}&jHkf~+!SOQWVp3yQra|jw
zEPkgaXS$)8FX_M!pD#QI_(iY6F-e*Jl+WeLZC;VI1<pk=BzYbrdPBwOvIvC#wVW&}
z(}{1qI0C?83_S9HNm>RD27i*!-f{>_|F4A)H`Aq4w92Dh!I7qhmuw{-U*^jfACwZ3
z6ES7WWNXNf-jT^G|LUJ=z*EP$fHavB$X^3-1<Y3&?3xwZZXq@g9XRAS<?|Y=fmq*M
ziFe<7S1$Do#c_ocU*#H<JaR(={b6V%j|cErjF;B-clV_bP51>k&VaHTOy4+@jMGj`
z_#73m!X`Q5OfY^7aVTkg8X0A0a%x%x=8gwv)gG^|c}L>2FJFsMiS<i2uEf&9V$4oV
z$6R+Zmafdlloa6kD>E@PHYBA$6OR-H6l(ZQPpIvbifKN|R?Wo&)k$=ELX|<zJx;-M
z(ZGv(v;pBv#NDysn4cJrsSa0!b>hkTz9u~>uv=UeHyDR|d^}`3Ca0(USh3e*H~Jt>
zXh88YZ>qopUg(grCpXGE!G#RBnI{&vHOh(>5GXACDFOW(-lPJShBy~PdKr`vKHbZ1
zJ4&o^s}8(CGp6?8ZTNB7UL;8A9U<Mwm=-zXF{=7?#`%1*xTkuYiI>R}#*Nds|KPs+
z40YuCv=457=!M3$*@^hl%Zu@aYZEauqPAA{Gf=R?P}x1k{<Bd9LL&<vD$33tb=D7c
zl1y+-8ZwDQ`W6pmpPUxorzUAl*Oa_`+IdWhHD&v}G5unA)I0h^qa8M)ef)yO40k0f
zsmFKP6UB%-jT<FdbsZi_8Q3{E@j~h4n^$6TQi`#Z9nQ7yNNIYoeGt1+P9JV;TW;YC
zfFdOHZa4ZCP;H>?W_)OQFHH~bt=;@8B1b%E_k(?ICpqvUke5yehR$MNvi_OZZ~BE&
zRC)Tgjd;WSVP#w8c`g%rKT(i?S+tx^h0zAGt0HDPl%Kh=p{T^6EPE^yKV6TKf?d_z
zjRda%9I69~6(kU7g-m#rRbj{iG}TflGt)InRdvfI$_f`a-G-SD{*VTFH1AQ^isFil
zu$Z=oe;F&tZu`O$+FvwUQ3kI}DyI;TN^mYXtHPWLaNBVAxfNk4hbX)#lss|S(}Ie-
z)EPgWRthoYqkK~%=ta3S4bUl?u&I}C|B$hQD}RnrN&+uSJNsT^(W8|4WQ+QVUh2l!
z03NiKGs!vp;wn2Uy0)cYiynqJWQ3<rd`S)@)bUu#H_E(miZ^^rquK!UP*3Vh-Rju-
zqQUHV;ea%@AUiJXww2(pgz8L-%rc&#``!j;+kFB07(W3x@r4}KD}pZKvVhqk`(pX_
zGw@=yB1^@x`WG>_;CXQcNb>AtlzHAfojyHK*--ci$_1Y023@QVHMXW}@HdX{0%ZGS
zq<nX1@&A)lkIrq5lx+0T7KfTR28|5p$9*qAt~52jT+M)$VGZUBWn|f{u;L`R#--b#
z#kAm@x9@4!^C?ydS&hYJ!1S&H{89i4*0;X?P2Uv2jsepu*J|PRB%#4@W@^fY>(Wpv
z*;V9BCLdj(Z8*2f?GyQ8#cBBZArv;@aoH+}ftK-uYom}a?-rYJv@g4L$KI7@=aehE
zzVgM-#s?qYjfEL0zjHJGTr#`QbMrH?xV#h-lau~L@<~xhxHpq)(9Wdz4alZ$(1KjB
z+Y3Oe2XE?)qNMOtR8tXQ612jnF#?>%D>_j+uFOySXvne@v`r~ao+QtX6+h&!;i0hb
zVjv%RV3EKj`0RkQnBYaARP^CF_}KxKB07}D3i1Fuswjady_)Jo19YH#noej^T~J79
zLmx|#;e|uWK|w_c#*ZRQ7`yP*aQuXJVRs*!F9dpVqSZ$3oU2vLgA?y;;f6EZXUfZu
zD2gaV<74@9ARjcDlXA8sWq5X~<2HsyKCcb^=AOckCsY%rZxmh(U+ZJPE9;SM;QmW`
zHBatr(_ZjR{7^kBu3_=@^pu+@IDRpzIO;22s4lc2{K3!<a(9g52kFO9Mz*aKYw=`v
zzo&G>P;TxTvg^$aCwxWk^`)tJWnsb_0(@4yDvy*^?Fu<RJ{yR)LMPjF$N=ELO`J%N
zIq`FPf)By$$CWFK<`cw28(%(T=bk4B+}e_HiY#=&N9u#y#&p6@Gt~S57v)*G<&S<S
zFlR_p>V~`0NVbH;n~-s~9fUvKsj!xM>d#q9Hp1&Bi^Cn5c`BYNi`h2q`e0L^RB){X
z3mDV9!|C{>gr_Sx)}<f*3PGU_JM&<hKLY1fV($b~z6@hmeS*X8Zz{yO!^)Eq76mHR
z?Ls;H&}Utqf$=WK!rV=T#-zbFWH?FIi}4~^p0YwXrnX5{)N#}Hxk!P(S+8`PiLM*+
z074XQ@R6sssp<9tiqa^L9cGoUEc6Y3kVLphPu~MA;}+uweJ&RkwT>?ihW-;lalbIw
zc>HlXlD8=(W?KdPg;BU1Uj{;%+7TSy&y>-C!ZJ@kJ>cJ(MgR^)Ha^@<w7vbjfZg_%
zbgg)&wIc`L^hux`FT+3K5(<EDyGndo8Fvu~Zer|6pYhq`WLVQ&M3Y~P%XFEyNm=+?
zd=0)9f{VxmSze}3KX$tzDz4&DIqGuuXL&hTCJ!z);6)lplW@L-?+1jbAj^JTWUiKl
zRSN@1Uczc{rJ+ruDfB;K4r)OS<0m6CU*GQpG7TQP9pPV~=BXj}7h)WRT@2y23(g$G
zG7<S|oyk{1?YFDg8ODG9HQ-Dol;9%o445bvs0S!X@4fwYeD!yJFSfULoQ<o|ICuH@
z$rCF@6WvLNAp;-Xz7w5sDSVm$Mut(a*!j(SW0|wS&kiO#3GG3d0dsqIFQ)mz915Ha
zG350XN3y4<r~P8q;qG?4_42hC?Cr;h2In7q{g#g^%t|S~eq%XqzH%$ZC#S4D4-IHw
z*M!ah&EU;oPuHpSv*M@$y(&lS(!g}H!@Nm0C7sAUHlg|JA%F=<|11EQ^0*m8O!U3O
z<5F0_iDKzVR&`lj-;9NYdCP51Ji^1mKr~<=5ao<X52dkAenk1pc`jX0cvqh=kO1C-
z%e&mhR}>oAl*QZPR-}zL%keI&^3a!4$<Fk-5CB&m4RQTly4q6;E$6m-hkLQQx|+LO
znpl~HC#2}}F_W3`ZhZNT8}XSNGci9k6rGV&+%328jkclwY8!T$u?Iv8MwQ75t3-}F
z*spx1lRTo8NxZaF<EG9>Jb~1rK~k)=Qh-$$Pcqp31W=GrT;LyW?jc4&vf?5|f+G?r
z+w4Mb?j6Rl^5<eh3qaLxQwk^_BjBY@P|i+Ish^C+=2qUX4UenxY#A!1`o9~LW>wl$
zn9O(MP_<Og$#HJs;B(@g=(4a;TOePYjTd)gac)k^$Y`wZ>}hd|@+a9uA8Fw=KDjNw
z#t*v-oidiEmYwpHvQ*^@gF9s`^JaQyaoRdRB>f6>nVBHxo|ZfdYC5;C@{!i*1y$+l
zLzRyV%Y3Cya=<I-Y6J9gBq8%)5@$`vj<I)R!7KV9t{#&>nFMe%Mgq`eg_w95HV*1X
zLy|A-#6nX(=`wxl!yF&7M?m>mCdzJd1FqnrKcXB%s&|BCvum6{ilpDEoj2*O?UePB
zqRnDh;~(Mp{q)7*>U+xPu|eq>rzwQ~i5yqOm(;$wL-|PqT`0+<$?-yTicgS`^~tlv
zD8=CZi+}My6owZE)bfQxK6)?*(#Y*5qHSy!KZ)JM=Y>B(VWfMWDJkVlySS_WG9Z_u
zotU)XBA~=MTtColCjr#K{~1>^2wF}<<1fiFe+#d%VERBXU5ZIQqcgsp%JJzu2T3Kr
z={gT!AXgug(aX3jK(<$E>a2w`PXU8?9mxBTD|AfFc`?al6g>^*dcjc5_Xm_uwJ@d0
z41_<+=-=s?6#ZDR<f<}eH(}{4aIt1N;5LS|Po-CYBND2sjHP`jatC<ONmqlrLLtr2
z4hLEo>i;>&LB9abiwOh_e14Q%(~36?j0|wQ+uQN`zx%s!AjOVz!5to>^YM(G-PqpR
z_GSJP-L90>ZhZLBN5UaxP-##$xy^xrk{u5}hSVg)ZVB?W$1M;dhPv@+ob!zg&?pv6
z6bzzPgf$T`pmPNjHxh7uO)=5i*@~0H{rH@e;+u;zzG7{0c`>fux)Ea&lU8VWygw*f
zMkgm@R0=BJ<45@$Ry_xWw@zv(+wA1v_oGkIdMsM={2vpcMlI1mU9u^16oX#<`?2Kc
z;91N{Ntx@8#JH5c8PUp4HIGC0c6Z|T$G3fdGM{ID{P=O~?(7Ih6^NYFu~Gcsy_Hhh
zglO>r9(XsGg@P0vZtSQ#$37aNg$Fw^D4SMzWk~OxVexWQ${_i8fpLi4X7b8-*AyJG
zIm%+=o#@=TAC^DUX);xQ4Ed=yZS7rQ)e#zbasYmKH#;>Quiv;DuUwgl<+-sK8$uBf
z|0HaxjjF0iSLSp8Wfi)|Ro<A=uw$<>Mmj1-ewnkuQ5lX&pe$$Dz;K3-jE!629aQ~>
z<knA|DehQ&JR1=04r7An=mz*vN;q@Lt{&|uMNeV0{r(}!Jc}hNHz)=FI1UxIvws*{
zdj~#$J3cZL<6{GUp_4PAC<gD}xgQ%`ZFXfgCdc^Tz-e5a;weSm&``&g?*(#9N;fa%
z;YJQoK-ahV=mTF)6z{YEdH8r$%CO`??KRCuYE-`av-}+8z($@BCg`DGfuH`4vBFto
znRv^c%1N8J46i^s(x=i@^5B;Z$>dArDi>F{jlYc(n{*|t`ujA2mpu3rzx#yCq@N&5
zb=Og)I$!1?Gm0DarLNg;vkxP)gt;8oM#))l$ZvMbP9;)d3Q*F-Njky+dBKMQTa{w!
z$SpDeim&n8PCsKmHe(HSr7fLK=}Ak!_R|m1?fSXR^6Q0_o($*73VmMuD2sS_14Ssj
zegY&qYQL|GS$50W1qLXOv4JtdFEN+=D7Te{Vej~6UjP@Ms;9jT3S-X5BTa>F{Lmyf
zmGXN5@Kt!(O@7f(D1Fh;@3a-FKW!M@hYV5}ra<3GY<AS*tUre8@_^b8em2xJ!hd;k
zL>lXStiA1^c6^C+h}?Z&E6q9gB~b9ujZ0T<fqcXlQwP%XTm%TmFv-xl)1RqJzG~!W
z07xh)s=o<8=aevc%4*ui1A<H|iM%Ot{r1CA&2yk#(Dw}&aG1X07SsW(0)EC#cJAoN
zHErb>VE3h@wK5pe-yco|u2VbB1-MA=1skYUNW2WD?bypeNR_6aDiPSvPl-r8#UsFP
zQ~V832N^zqz$DAA)SVAL^gX^CGRO=A9J^4vQt;Rn=8-tYw@R$9d*WuX<;T;cm9osE
zNCs^t03N$@jt-!Fu8YD37gunxqdcats+^)cL+g~3;j@!tE0KKcVRvUcUcR;%bJLTa
z0J@5wnwhrp!!9G|lbKBX8D0(8u%Fup5CWu@{Tiehg%<)S1Nul<l?4FSG1ymNf@n`b
z>;_>o`128vj+CVd4l$qge2#YY$(km#ylLRc%9_*hp^&w;Rq<C@>AONtU#b&cPDm(z
zqqYa7+zrWKqxi8{V6v)8FX`(`NsyJ}0l4+AfK&nq07~2AFJZP+-<qV>-Il{}$asv&
z^gJ<O;^X)SF9q@$W?mA?N3^+1Hak5b!)|5nh%v!uWihF&hLm3`t5R%Hj?bhBpAjb8
zVN!01NAbmfMq2R&GpGfC^D^nGtvOdbs71mEia+g-a-xEn%w4ts<p6`scu|Z(tTg=b
z@)=J&2;-VH;#oZT7823Fdw5`(ygEA@R~BYsRtp<=#TokBtGkwaWM^1yF*DVP*|FTk
zZ9_BeJ_GvglxZ=@4t)`YiFg!9%Hc@F-2A*!4rrme>pWaXI3xvqM~h7qc`GEXcC#X=
zw#1ETE2k;fsld_R{zD-mt(vULJxWo^RN}zYxQtJHL?qsV+iq+bWSnrzI$@NNI1^Wi
zSAg5cI7mcAKusL9W_&FVnng7KO&-Ehk<R?Xd|p^Q!5|03fdjrGEATqYOkTi4`P}w(
zmly?;qH6gl#weRUCkv024{&<%&^Q$6{wg|ZxmH-^&u)P-neo*BJkW+Is}(=#{G`SC
zlMc#)7TV1_*=B?+k5h^-yVyJ#VeEqj#wX)c3Y25lPjqmm-*gBsTm;O+bh>WjGhW-2
zmGbKPDr+61UNl_f-lqbEPkn&Hv>Xl^l0PvnnFu5k-N?n)2K>Zb1`Ueu3BI>Xl;Irh
z!rCY<pgWiBLR<xh>&G?5Q-xOkb{@p{X~=Y!8=%@b@THIf=6rD{WQhJqha%8GKM&m?
z+pUi;SG*~1&uE%Upd_sHG<1Dp1m}R<)%4+f7kEl;sLCaO73?EV6O{gE)$x3IddxB7
z=;y0A6BmK$HxSnM^z)=u@>Eat6Ho&Mgcs)p&v|$8H03pjD<n4=0EuBxy#3L~vAMl%
zCA5ChmE91oBtt1?w-)7VZ52gt#7ZlZ6!!@;$<;^F99aM;o5#_7sDLt<#MmuiVCHPC
zcj?q0a!^0@8D#K68iVY?!Jd@s{doPxm3ZmuLd?xf`2!Zyb2I+v1&_p0PS`mmAJdpB
z5@%9!m>jI{Qm_VV<esm2c~^!(UWHJ1luaf^_;Zm(w6Cza9~cx*)>N1VVp2Tf?p=;;
zsQR(7*NZ1oh`EJ;bQ@b+F(aDSHrK%-(%=gUM;eM{g3C!oM(*KZCOv4O@1dlzW6h+?
z8NcH+e&I&pHd5$h*9p;QE2|&sl^)yWswiQU`^30izKnNyRCeD^{zDIw8)uKfM;K?p
zS5`Nq6mxul^Wk}yG<iB)C7}{fTv7JDi!B9qz&pcIhGnx0tW}J6bkCG7?XftO@_Q<!
z`4pv@U15b;Ax3GIu`+DJP^=|4vN>vDWmmGvt}O~J{l(2I@S;P8$+}V8B@iCll$Iw7
zT$^_+oAyKwrn~v!mPyr%n<(HSJN&fyh?uo=a2nU9QF>2e3jJH6fl`E|jKR<X{l5Eb
z=+BFpo<0Cwb<RY2;pIlc*LITM*OwNp#F3L-L+a0GruWoWcK2AQ?Bv`3^qs?eajW9v
z4|-La|LmfjWhe`iKzevZVt6V`#=LbJg_rul<64Va4v-2PwwjE5;*IlTM6-8^F*VHL
zgt;gi=pno*yWpS<A19EVI5R!qzATCyuQovuWie^IrUe?=CV|&EPB>hq_LETG^x0kY
zNy_jUVx`NQA-GW?6=f^4qLDF;v)j;B7ct=V*>q?W?vs<A!n41_8_I$2gb`0V>Wkm)
zM0lYUe3)9EcW;%~{J>T}GvCQ1a60;j{G?@U=UA7=bot>2yTvSWu{}1ZOn9KIrh~9L
zhFCs$^OP|IoZ=}@o@o0@6F`2_zGxUw<*N+7F!<oB|G2mkXf!ojx=UNMsp^NdNlj&|
zhGAPcoHiTXF(pg!;m|+v_%j_q`L*24PiVC>43Fdd=fDytVJd#?x;m80>4AI%<yd?f
zpFjRb3~E|-K%5LHWCN}Pl2X8>H8^SpB{}a^2TTw7v)*kWu9{B<&k~u2en4)L)s)am
z^tqh!w6i<~&X75>UF<Ay4pV{4k=1-ma!s0I(eAZAO<T46m&IL72M|_5JrN}^2&JoJ
z@dVoB!%ajB4}h06jq+6N3}>J%9xP0m_$oLr<z<E@ELo;Oxk*aDD?oHjYfs;wK>dix
zxP)}O3W{ZN+F4(ZzwxvGZG80cZ7ajmvoo=Lb;%#PxPAAozbtnB+Evs1?swkz9j6>;
zfMs1Nrp(mq8ykMx80CP$n1L5%7^R5%Fp#pN44)V0=S0AnCh>gSzP`ET7n1no^O)$_
z-Pwq}t?hVyX*&McS3Vb`Qph+rIX68K*I&66-RT)AQJkTaBBhCmbH>3W=Ye0mmiusj
zR})oUtG36N;=B`h>SG$*VVh@$a|Z>bKb4vUw}o(_h;W>O?#Fpkc2jmSniL<cZ~HU9
zPu6$hI}g_5-TUj&L$T5%`pS)~ab;;f7G<7nZpT;tzz@Z)8n7xn;G{4nlN>haX9{3u
zbo<B%Ec<d>-hdMBon_CWDVuFzf~z}e3Bs+U_~B12i*c==6-mf60Q?||w6kjGTi52}
z;qANe+rRzQ*y1zVE1PQHk@&G6`${a$OvaCW{#JbD)w$>l<z2w=oOb89%E=jb9H6|S
zBo}43H6Bv7-)e7^6VaveX&2goPabnj<y4D;Q$POAzC>G60gmM$11!W)Y!4538ZqE=
z@4U#kvAOAEK0UQLyh1^IvZ*-oD;?px2Pz-sManyEvwPT6JPVNI0*c4l_Fimi!NZs5
z_`LX(`UKa?9iHXU2GVT^51)vxd~`bt%==7aX!~ng0A&tkyq>cs|8!Ri1HrWVz^3ru
zy0#FvZrzO6Uwbu%J0tPV`*(cf%Fgy~OwY`?-p5BLQsAYnONp7ApVcB#ZUOb7Jme#r
zAbDvD6rS=aBhpC6u^@vioEXT?xf2gKktsR(Nmu#BCzt+_d7oWH5EX;p`AEc~w#h>P
z_~lkXltnv34`2nb#9M&|Cw~1=H`mYU5@+H_gK9?}<Dz_-<V9kj?pZwj^Vm4~vLVXu
zbay5`eE)-#Q`Ldq!4U=0_-Ta1dTDtv7m)N#_cs|=7fMowJdZ0JdT0ZRb6YrJh7<1?
z=#m*JPrHDOSE*PcoH`JcF9IhITvz5B1#!fpwsE}$iXhiJ1;9K>8B81iGLXqL4xDw<
zz~M5aaT^FBebqQ*{_g+xACd8e!Kb1OfB4m3D2+nnCZy=eb^rp{g5qgNb<$+)MSzb^
zfZaq_2Myw1xic&qF9D}Ss|oAd=_W^ZBEtJ|5<$D|QFvY90Cl1;jtk+&SR$R%`2`I0
zhT<1gj?}JBo)r8{<M5I{txOLP=OFzg1^u{`{Sqo#oYJ@*bSXSbWNI4%ZN38O&03J3
zavAgpZkJ_eL7#QffAOD3c^M7;1dvEM{S_wd(3dwLyY_d3%gTWkR_o_6G-1w?gG-iP
ze>G4t{FQivJ)~{Xj!`%Rl>M2(Y0uXn<2-;FM~2~GAFlz$r>vzHMblu0W<Ez11TKSr
z`%9RtbNt6Ii+0W(gA)zrBk_&j`JMPXKmT`QZ;u@)O~6uyXJ=<)ZDTbyq~y-d&ROYY
zH}t&^K8k56!<|mvBrq}Fjh)?{*xKIq1hIE`XhjL>WP<U>H&igkG49-d5DQX-XJ=+(
zduP)Mey?{DE00#<%JP+1y0Q=_hf*{@{El~B|L9jf8((<ymFQ?<=g7g8n^)uNty^e(
z!kx9`svthAi?89o>|^0!M+Q1}HaEPh!zjSf4HV=3-2?Yo-&i4qi`ytFFG1|H^Xv+#
z4&XdKK8}N4e$k8<$abW3t!y2{_TFK9_-G@3|GfvXCS`@k@7#ktH#;5IuP^&k&i~VY
z@869-{^$Sgf-lQpT)|CP?RW0ca;LIVCOetZ)ve4DZ)Kz`zESGEha-AXnpsSc-;*+U
z^-r}_3-87!WWNIVWrtmiv|k1L<-goLX6Jo8b~o?GSAX?a<9C1kH{;_EKaM*eKZr>w
zgFo^kUyfT+_<#Jf*W)wG9pPuk3|iPhlJcv?%GnUNOO)MRYN&FoKA9HvJ@fa(lXTuO
zO}R>j;!B;7Q?(Cw1D_uEG_F7=eB-D_whPrfDT**h2Dl=M;{>$rBk><aktY`Lle4vJ
zyZde@zdT1iDUUlSI#Py7vm@C7X})xnN-ZDe*grarec|3KXQvm`Pc~G}n&f~h-Zl@;
zB$|V<z9ShE-JX96pMl!W?XU{O5zTR;>2bbxcdEr!52=ps*l1jxn~Y7-y*N7=*REZQ
zFaPil#b>_wR{VGW;Fsh5J9lDKv_r2yxvT{Tw{*-eFT`K`U;PI$H9w>ABX3hcE^<s`
z$Gj9SV6@@L2n$%~v$7;{!{#`Mn@nxPSm~Wd{aN|+c&dDA4|qb=YW=dl;=!pFrQU_4
z`B83_k2w0U$^>^E5Aj%;WrtQi+KDzLJ#)14>EDW&;*oWRVfyK?`UK@bo5ys8LlAAj
zZ7-fPg|v|8GOZv}w!@2Gc^L;!)s7ol^gg`vDE|7-{#>C|G^me_jj+g9NusGcJsSW1
zfAH_c^_$Dl8%f?-pK#ey6e$e4Lw!Ov`Mm>69o)wxXQC0hNCy27guYSxut5ooM!*d&
z>S{`*9|3ufR2GZ&&BGnP*vhBU8S|)@6<nnokmhb)8c~)*{J;QxPiaef`b8E7e{zhX
z4AWT&g2w~`CFp1V(7&6G7X+Wu&hRhT&Vp+bBnOfj7})}QvU3=mG#PynEZ}y?JRR-$
zlEP4vX9lbiUm_|#+x#QIHI04=Zj@m_0ql?g)Xbd*a9*Xa%9(K_f#68HI#L;K{4J0;
zd4foKz(E?^8DEjLvr<a+ni@O~%t5FR1z$V!CD7=X7r<js3!t$EISYQ3cdpC}Wu3##
z$Rwyi{iHau<5g($ss>kOwcQ475--wwIXpiRxZ6rGeg+Fu2qF5fw82}HVIbowZtBva
zALFbHq_}H3K`E=rskj{c?aN>Jb3d*CY2>XmRsPps+xlsjL+E+DRmMwQOH@slFK7(K
z-~YLvi(mQmf9l&EIMa*rJEMvI@yesv+S-ogr6pfu#noj`*4BMTEuVPxgsJkkx3{EZ
z@JZf5PhOmtMfpGx=9mPN%li6;@U6sEDZNvZlTw~HMb$uTZSMFe#<lC$VqtDN_J!;2
zJKu=U+`Jw?^#{KcH?A#5S9HzI&BU$Gz8RgVX)7`82)Yd!sAaR;h?48J)TGY~cqmWo
z=CDi5$0~rHckiUo?Chs3DX$eSDNZPXOx6U$Zy!fs@>W825D$-dxr#eA`GVPTJlWc}
zGJJn^D}L+UJF(R}jVGIXF+bgr690zyI2G$!B>c%g_0#e1|409kWeVjr`OZsGoMX=Z
zYk5<dv^Q?*!P7}5Qy?cVAlsfd*|FK_WTC`_k22hq(uu<3U1!NBlQJohlVRlEI1;L;
zkPjXhaKl#t?YrMY;oOQRckjgi>%aQ1qzI!7--#;=SK@P@eakO4{((2H#4Gbm=vrJc
zLrZ~9Wq3S>WTd93eN<o3z%gr%bc-+*C8NQ^yH08|c5+$33=gU=NHO+~lm5;Wh7x_I
zHcDkUpFl8Dv2zDcfSqlwwc|6(Tzj=|#gOycT!D2gUbEAVGQ6s`=e7ux;5zB=C?7l7
zK1;0n?{VH;;j{x^wd)<9#ly9&SlKzWvdS@{1@!@*=G?jW(2L5+$*H*eWK)W>aEM;y
zhPJGI)NL$i_t^?Hj&@#}9`_LrZnz*RXY7|}JHE+cduvll*Uk8If9_w8*T3+&`1zmz
z2XXuULoF5t^13g{d}nwp21keEjnBOv|A+tm|1pN-J~_>6!|Ib7ipz03Wsac?{_wR$
zjv!HQZfJoXc8Ez2zd7ekoN}XxI6sDSxfPzOpS<Qn@lqas6v6Y5;}T`@z5of2B$vJx
z4f&Lu_-M?~xJNe1cfUZc83QC69+M1-$J9A*D#=MZkdXre94oSq9Fj#`cqC&Qk=M63
z;_v<3-;Dq3fA*JzKlKR42H&*6uB{ddi&v)OzxXfzQp{`7F?KfYG?YV8P20<)LRz^{
zZCrA<cxG8BeUN@rC=w_QakymV3v0@)y!5S}+Lx~)sut>pQrI;XjMB&WbDN5G)fea&
zLD~58IFtd}9aHG)6Oi6QLs|-G!EBea?Jo{$Yrb%()oyG#Fqgx{2yu@87Go<ko#!cB
zB)%lWMQHM$M_{}TO54%?fsmXS>LW<I?E>U#6$>86Varhs;0eWk36h1WL;#h1mEl#j
z16wI-yhBo`FM}$x75WonAKZuA#9cJsCnQb%{Fjw&9y|m3MJMmtP)W0q-z#z=REF&f
zz+jaF&C@h|QmBJre^4wSl(p=BoABGFB<X6>T?7Y-zKcE7IQz7dtXW{CFVhrA7inu*
z4lp!vl`I09_{3k`eQ3LZ%*4d8C*||w+qYE^J6Tc|*@Y`RFr@OW3>sLwV;w0EJ>Mft
z#PrmZ6|TBVL^vdI4%d%|B^2DR%L{ir!sf-i?s(S|I+Gg;P(I%7NjaYIxlCz5KGHDR
z8I8}pv>c0bQ~q)p=auKLUWwuH3E@^UnQXtL5!z9l;8xweVgmHh2oz3-+ftl<)S*y<
zERRG`*J2}qbzxMnJ0E}_y5Sq=p1E>tqLXH7vg@yu%}tKQh7=~0RCa%^EG@+9%Bpv_
zc!aJhOCjf&1`4>!I%3CD_6hco%1!_P|MW>jK~zShk>*J5lGb59Vo^=0g8<uKmXjBS
z7{1dN=_kILQ9R-v-tZ*O?GH+)^4N{<@hM~RfZf$0;Y5cW624*C81`|or@P%a5$(LJ
zh~CH+F2_GcJHu+z4bgfeWsUMq{baz(7DjU6^Sx)-YFp%lop{kPG}e{AJQ*VsQ!zL;
z5hvUXfdZ{C&I+R}ljr1g&}I6gBPdR4AAg(!MNDl#ld+4)u@3LLQ-9oQcj#f^kqabM
zL|h@P=0R@RIpa7FrsK2GXE83jBjuA9L}~qFF%28VgT>vX7=t2?vTb~d8y_Ew2U{G|
z==m#rDL=%V2k_Unt5C;;8pj`sy7X81U1bCH>m6zVCq;)Z9gcT9F}E;J6T5x+U=2#U
zk4LC}?9B{{7<LQm*Us{T50XRS_gDH3xih!O!(r|!a>Rn$GyK&<DaH<yIg#8Tms~Z+
zBJ<>k7qE`R?=<?6k$}nOV>OsT&c=&kt5y=s0m&K$f#o9)$PNqaG>7(|LZ|$@T5N6~
z^t32BihY&8qdIIW&1R1;GVW+B(ztTGZ~F)%_rChfuIf_FPO<kSM7zEH*gM*bT^a1X
z-mYzS{C6bZJ1Q^BJjyWTqdFt-Qk?@O92xX@r$(WTSu`;a4|A2-uw+&I+&iM2ec=**
zmANl^_bFTEKz!%;&4JqKKy_-2cyS<nwux6;ABc~bU1)0=XvFM`FO1c+6XSAEZNd|)
zBeli$;dX2uY{llj%;ApmQRhR^fDw)0;H!qBV^8h9CwrH88IFPNA0LQkqPy6;J@HKj
zJn7!G**U~ycr`B?5dRkr?!z+KmFc0F5_k!a-gz1zpg1pq{y<T2V-k$3xPipmkH?wA
zNCI}-05#TOo=_Os3m8>Db<G3R&>X1FLp|3ErW&8Lm0ZOFs&Y{SGq^-npdR2cl7i0>
zSq8vF*X+{DGS)I;*7TQ|X9Bn?K0$j2xSlhrfc|Es;Q|o;yn@&v>645?nWh5eP;Nh*
zg3_ue+v)#BfU(yiRL7*Zl<pbF!IiA$w+;OeCOG{z0T<Gi2p_vK^Ad2CnCh?%6**~U
zP(xPh_goeyYz4H^*iwCvF_eP6?d{l-0*c~V5%WSCDDp+Q2|vc;)5!aKd%>AhAA^uG
zl3!9Pj|G(h1vJBtl#UlIhCH#NtZ)RwAD>V-Wploh9Xra%FexyaIF1i?<Lcsky!QI7
z=twD^kdi&Od?h9quLS#q%%u>Qia6~g+0mrIBXRGFQ!gcftw~Q-+KRF0NIp`3)o+w*
z$D}nV%!;NpP2{!ow!*Ip*@qRVw7zCdyx>-eaZQHYCcu-=>F#Ju$!u<K=5<$69#_^@
z;!yOlbHj%wI1b|%v{V+87msj#cQHHB`qMP)u%46+J|~<;$_hqd<Ynj4k3}6OWd>!5
z{2JHNC|rt#CrA_^O_(UMEdH%XLac1+e(ZeN2fY}OeJsOn-2V24`HK?zgJ1b!D+C8p
z6gdBjY)nZhV;7I}iPXnRuW-OCu4J+TAtjP03!|Nmca8H(v|-ULRf!#ADR^hx95Fm9
zB~E-)oA?SiwXr|94871@3^Ze-P%(~kjKVv_(Cju$86c@gPSJ&Y;?HZ=ihLw0%Lx4t
zd7bKxMOTZP4lfF!EX(l7d0etG-ch_1`1$$yn3|gQ`CjTeH!~eGs@lVK$+#9oEbQPR
zJGwcR_o1mn0pi<f7%R8;dn)(TbZ`v7imYUp=HiQUGcz->aAhgRwMgXUEfis<Gn93s
z%1T-Gj!q8Ljyx6NQ8x=lc0$E3(S0P|AFCa0l=p}Q)6hulOLq2Im`bLEIS!PIPe>ez
z7BKNqY-~Pp(^FZ*?TfzsqRj1!#|JXfuhUj}J(YMEQr<9UQs6{W`mxj98;}{qsIEhj
ziosLy9=dq}joslrjT^h>g?T0eCnahA8*o~VRHUg?o~b;9^Nhg*nUV2v4aNhNH`wIM
z^qGgFIpU`llZ<!BU~MM&T*q#XJdCLSv#4iGLe?<3{!+Z%qEdKH)dw+W&EkO(P4tKt
zXX@9Dt@upC_{!G@xi*ih(KyO*U=yM*We189-0W&279Z4+#SB+gGMXj7^v@V118x>J
zbpb<q5+cw3njPt&PlA;^2Dkc^9PZ!6DB*eYf`NYi!U3L}?*NZLaKHYMRcyd~ZU+dm
z)2Ex5esm579uP`=!iD@8(xq46kj7-0Exfi-sGbI=aaw+ASU)XxKEi0C8#k#^=rVm{
z_$hYZO*#hX8ZN(Q2*f5Q9(-W(Tjh?y#*hIl35hdPCo<7!FQR<`6we^~JRtfq^E@Eh
zrHO7&CjO&Sq~ReKh7MoDoS+5g79AHO?U%7E^bI-O)$n6KmGAq5RDzP8YS$g&M%HRk
zvZ=pY-HnkE42t@(`!X=ewuP@T8CC)Bxp*;-H1N1i+JNhCe=3{)%b)~@fiHinWv5Ki
zpGMfzl+5gK9!o*}*4Mrkn;V;cS#EQ4%L;2%Xi+S9QHc8U$k{t?nowpYr($n6Z%yDW
zb`<25wKXY8d0h|6EpIFHG7qiCL}7(mVcsp?+4aN$PL5G9$nweD?X}gI*TnKC|L~9a
z1+=k|vAF)~t1-EJJ<diuF<2BOA88U#eEv~x6etuHjz+M%RBP=|k7__?H`M1#rAXu>
zbWJddN16Aom+Dy`&(`*>eHYtD5X?k&6!VR4c0j2MU&7-hC(aOV?H$F={!!e#x+uJw
zOr>YDL(H!D@xB%kl5BR&I0nG^+CeEN)=5PRws+IqHu<<#Dx!G<pGo6gHo5)S+SDZ2
zEqMli_7-;IG-)d_M_-_AO#I~~wcM#wI!#>FFb-sYQz^o2BfnbPXTwqKo~*9K=YIIh
z@#p`Y|8acb^KYpQMpXB4w;K~D$}m$Q%CGNGrcFl2V_>u!XCvJ>9UhMp6yec{h_MMN
z#2uMberZE)l3>@9wxunt3{WT9Rc)F(|J0Rs5zY7&k4@j8f!tP7Hdt8jRW_aq(1yNY
zLx1p&eh<IkFSw~WFLEBR11Z^9+uYGYX3zZWh?bf0PApDML|5`V>l;;)ug9WqON&GL
zFHZojFE0ci$auVqay1~{j7qj8Cn|$9ZGg^aK`!vpOiB5!W5n6nkdGKmcchqiC$$Ko
z6~!^NFZU$V@BC<7eFk+1nWkU*Si_*g1~}s{dr(@tY_*U-WHStp$t#+qy2qHx8drS?
zAMo)M)kpjr)Pih?^y2-9(();6>=9MPeqqOqNQS^8HL@7-OSED}Ma!t#88d=WowPhw
znLN%PlV37(sx%6dz=&qvJz$q!3og+;L>&~rul79@eJJ8R@reU7qE7KF9x$1AK=?5#
zU4GgDer9{ru~w@w$q05DdYx*aJfm@<I<nhNzo>Wn=J=3p0>8mgUpU=E(N&-Jd1p7d
z<`~KlkUno~L1{;dNyE58pJsgTkMYQ4ZTBJSLLD%2tJJKQ)1|zS55A9Tz!}rHG(IAJ
zs_l8wdZ;n+K<(J`0w}M3MD}a_ZRCd{o}kon0W0z1gu{rpQJs)q8Pa<rq-9<-y!aAZ
zK%>KpOF<EyM4pj=a5EYn+e)S<r2BaT#pOVG{JQva(8hHUYu&AMl47UgTEYrQo?7Yp
zb!#QbFbxtU#?6kDCsLQ8NmvuHcRppRP|;E72u?3=KVKTBbHv56D5|V%g&%?Uj*iL~
zhG+kQ{}NNd{<fPqI*L0+zk`?>_*ClF)CV`g#8Dn$#FfDZ9Q_g!YASce2LE}ed}|wV
zsKkDMa8VKN`}=j|4?Cev8?>f<Ih62%`+I?B@!+zeNZTf(pQM%eQZ{8g%IJf8cjGsH
z<F~9F!U7&EUs+smd$9Y$BRD2h2K&Rqo_B|N!RJ&8WWH>77RySH^2^Q~U#F`d(g4Um
zIWb{n5XF&~u4q4SqYyKh@WK&ijQQN{aql4h%#VI4UcI&)1G@)t_3G7_xPCLnq<k}3
z<k1GTzw+k<L|aHP)+9jqj+F1+T^^fCkuN)i$5Mz;;yE)+9rDq+CIwAO-WgWeC@k1j
z9(;s@a%4~{P^5ikQGNhvp*(hoxL%AGoT!U(#_Bfbic|UG9_4W<Cp{@y>nm$k6s>qO
zfr}>a9BX1b!klOUa>nfo91T!i6(%)8HOvX#lVI^n{cyaErUUkuIOlny$()gcCssDZ
ziDZr%9GzsG6<(*wZj6e}i$|O%9ua+-dNl#dV9T7IjmD4`BIA>jD(5toZ(NNZ`r#jp
znVD(D=A&Ug&rH3z^~3VToxxIWPNjsMjY#<&os84YRGi4>SOnLr@p2tsp!4p%WEp-i
znbHLg4<uV^Ux@}3D_%B6ZrT7h6FLf@zc6P|8>wAsGlUt1896{nH-5R1J6;AO|A=fp
zmcdRihNCWXQ{!IPa7@PvdBKltv&+UVEX~ZhamHU3CF`5pl4Z^+AI9vY76(c&F2WBE
zQI-!(PmZC~p^m4|2W0K&gnlFiPxa)AH6G)$Lwxnx^_ZBLis{)!^{)fJ9LN{PxG@6p
z<#XBYSMZXSmJ-V%D5Mav@bM7_wW9*`i;SaE=eP=EIG(~?*J>QmA=%Ln=XTR(d{-LD
zXsWs_O6fOJe`VW%9l1n?Q8eY3DB4gGPc4pRe5P7us#MuDYxZs0v9xr$kVVyn#V1c1
zJa5-sQ!DG(Qir9qgOhOqSu}3rq^`^vS$_U0PJHk=XX@;Dg-SW)IE<e(N#Q=y-<ie<
zpTVcy$fG}=s^nOqKBqSEI}FOtd2OED<kK6JPc6j#E4)&YPuu<0JdzO~Po((UXfbfA
zF@QdIYBw)*if);@KuSL{#9}V{D+>!27-NGY(b2*p?<eP+%vm0FIO2%LK^&a*RIh9o
z%FnWBGujXS6nPL^QcCFm$fNp}5>%7CB>ZXfqTzd=W&e2q3_?2Xtm5Nf3kgC+1F5^)
zAdJb>l1ac|;7%Z}r83v<02NYzT?TQ+OWEL~17S)$;VP{S=Y3f|c^MqtF}OcaLJt>R
z2RFW^iIUN2<u?5UI9xwU;5foXH+9Q8l0cmv9ta~lIStLqhXC^?G&9nf41E``vYH>y
zRDcvu8U|!CG&~_fkdJBXG>Pt<j-m||0$t8uj3d)DZt4V$#z0Vp*N_1bn`gq<d0?VR
zUbTVA))TJGk@8dj%BM70S#bJaZusWMvI=1JopJzPB`5|z;Y@^>Hkj3|v`?GMA<O84
zdD?{0R%v6BhwzjMtl^L#@n^G@^5n*EBY(PO7s8FVCUs;ErWs2ff+Rzw%>X7%24GUL
zLU(W?c6?0;FPz`TR43q2-AImdD~@J;)ejJrUT;6X{`+6G!U`^KTi}r}Z=r*E1bWo4
zoOK1s*q8=bDYPzLh6#$t-lLP#zNTulGp-4F+&hL$#(9S?XNkvE?ulQ38y)M!+Qz0y
zJ32ay8LnqjULJ)X9qh#yU%eSOUw<j~x$Ag#Hs)@<B-%A$NCw@nq>yOl@kk79s)}gw
z-cuZFLLTO8W~v-A>+^inTOAbz_=vNzhnk!;kw`sIHYve;uz{CMI{B41COs>LQm!lC
z{im{PzfMV3ENSU~YFw0nF^wzv7&_v~`gTmsO~#g#x(O*)bYWh6Iu&oA52X{uPZBO0
zBPFFg7G{@G|0=uHCsYOt<1`94KWN+Bu|wgpjFJxuaR~CvCbbn_1tC)@FYFH0-5mL#
zopI55kvk@T%&_Ws6iZW!abx+ql-_ak@8+wo#`WvhT>lAfKCnz_Qq>@UqA)b5#egQ>
zq%)O4D1v_K>@%lQ<W4bCED87c436QhZ=N{S1g<55ZN{M-I8ku(B|FS9iyG0-!iL>!
z`kQy&C19?H<k0;}{J?gfQ<_l`PWzfmO3Q)_Wf*ydFWs>*E4Gu}(HN6LiVTfOUQi0b
zBaGg0#~=sWQb>9FfGp2;CG(>LF+Z8dEvP%=9rQ5vq3C)HxBxXQH)%L#a4I|~HUm<`
zkAtt~an5&ad^E0Hy{<ZH5!Rg+&r~1LgxoL=pK8o<pHk)giE<fu!}u&lIgNKW@l$!(
zqRuuV;3F^UPowPGi<d`I>QLj{2bc>WQ*O=Va>&Tdu%%M^MqyfO*uX2YB)@4N<fAH>
zvK5+f{asrd$TN+MHJtAr_EU&S#tMaV?v_O!eNpUE9x3LM585!lK1mrU>QE&7>NhEa
z(4ulYwkt2~fnRm@O$#bZ4l_etGG&tmmD-wdfg=-?2fyKo`zz@ch!TA$8~V@>%unH_
zo{U%UOsypPaxpfn{KM*_LmD@DO62}(ziXwkQ&ub+GFi`*bGdRJm5XhGp4==lPL;pI
zcqGG4u{ROaZYb)9Cx@yF#0$5^4)3Qk{&<|AOn4(h^-TkDB@Cm6w$Yzj&+XFR)lT!G
z;l-C&fF|hMMPMtaF~sIeprmT7Y}|e$JFCp)xtnn3=cgbt5O+SGLrNawZ-IkL@{7f#
zxBM#7F6^4AhCKx(v{-b4%uhfXD>*FyrB{0Dh^g$7rbHGnjuM#Z`N^~nqo7X+W`l8*
z?2TO}TN@xF(pSTt4c{$AA=T-cvK#2PWm_IDnt#=ysX}p_=RtuIXY09j&WR-f*Ja3n
zOvNKqc-TB*W)hU2u!nc=#FHm0o}78{iCw4haVf4!$L<QZO8D%s20R{zn{J_<=uTM4
zAT7J1V^Szlq&XIWAMzQjkHLpuZWL2qoMRH)kTT3!%Wk(Tbom&6TyZGhKlr&f9X2pB
z8jIJKV|*gZVrLe4M|sPBQRPXKfp>y5!Dy1IpW&^2!#jH3rA<WyW5rB(pp$Eu{HT*b
zU38KQytz20B5A5DreTuRz%SFca{?Y^_7@x;Fv$$Z?%uwY8x{r}L*eBhQczObSww<M
zzhGKG!aCXXGbKDV2~|0933dUZ-tA#i>f`VW=+1#6ndG_ebY^BQmapB2>FHUw8A>E&
z!B=ouu~vv*f?{`Gi)fBeaC`+n;U02Cua(N8tfmaIt1LW1$ysrpKJ+AmT#;uw-G2EY
z1twvRyufpm5x|Q_x!DzD0msfLJF9udeaOdgcmhHDS%FqII1Fn1Zo^`GA*(nRhwRFZ
ziyqGZE>2JT>@Z4c9<Py-%nNtpo#3M}`v*OhH5!k%INNEm49TA?2Ln{z1IQ6j!$`BY
z&#fb4F{OnXGCV!O3#y_`JYU^fjfYR}#jq4(WS)DG*}={oVeqL9BzHV95Z7E!@@lrR
zd^eJXr-I6MoQ&I2q(BaRDL00czoY@EQ*k(*8CHy=2rNeI%)rLT544<svp2GguYeKK
zcWFD6Xy~ARxg+aX`TIOgnFNvq+7yL1{}NxjJcYVghuCd}Qx5p(aYr#6zhQ%h_JSw1
zOv*t1DA!M=v~Xk0V}mSbSm99H)N<je=YDX=O|e-rhF{r)IRJXH4EqiE<w<lEtw4N1
zMJR4B?it&tkRli-dC`vkT=SAH%g8=yW89g*iv{I3U6hZha6zy6G@we$zcgUQE*;sx
zGH$pQuc|YJry9cB3~gHIDKI+!6uSioTLZNb3muNaEsK1(N|L8-yA_XsVwZ>p7jFLw
ziXSje5#~pe2s$018h3}xN1B?8?72glb}i#s#-+%rZsSPQ1$P0`r^D$hJdH00Oy|{)
z!*Sc6?u2Bv+qeYQy4hXKv!Kb-O3A?Cw$~5cEX%*#{L28}4;_`qRJ6)^{#*_<h9uuD
z6_aJ6O5D!`(~yiLRaF8}j=4mBb$vs!$0JJ~U!M8OGn7vr|1%Mw@aE@-M`CMd*SjKq
z@k-E@0>B{6o9(=<j^e||2$(P!e8CAWKH<w-&nPOq#Kog#c3V)CdGw4@b#!<b%X71_
zFg+C;o7*uV_w3RY<xAR_fKWb=R~~g!E{ZHN1)r%`PFktdQsvyGpw>K%VnSDNVQz+^
z{Agkoo>ZukmvGE!iyz!(S}|6p>*OG?EGr2+Jv@>p&q1%}bDS(FOs~=%9_)$MRI;I2
zmidq+VFNBbZEFy+njaVMy7!^&1}^#&9IF1?&|P@rKadh;BPcWhgm9%C?Y=NKA2XBF
zF*PwA!=s&8xUv|tGgIQ9aGjla(nPL~{elp?zdXuj5ytGCJ5N56qQy_jAqM{Ef~!vW
zC_3hg6bg2hQK0kY1}1R$mJ1M+XLf{9c4;D)PdhW9igI5!CpxGz%1f=M%aA{nm#iah
z!njF-onX#eqG;y}beWdN^xQr%CApuSlI$KG#QHXUg3oSG#O|>cdWY~pioI}b9k3Ws
z`IM!)K?l`Jll-lKjC;&2;W>x!wZ{$7GUAsq2}9B1Q{e34fB8p#D7evKLiEtjP?(_w
z+L1HMH0_KjZ3}w(J9bJPf9HX65wYYEkJ4EjbF@MIPkcx^OJYOyP!6rE%%qbq-N;;;
zng-Ffk?%b8Luj5xHjPXeL=$yo!2%uJy1`Qkc1ClLl%$oO3Mu0$Z+$sPsBv-@deY<{
zVcBlTRZD?XhLnkvzq+7i0mc(lt~cWaSjJSIgp<GKGxpMlla^AR+&032A=EK7PyKVc
z%w>LxFMX5YEL=#(6DZCQBgZ`Dq8)puT9}%q#9AB$ZyLa|p*a2=MqKN!54hXr#R8oA
zl%Q6)-&iz4y7(<j^q)NqRCzcLnWx_n1#bpl00QY$*d>82AwGv2e=!Bx(HSiI3L1N5
zTOoB!Le1U?GEfpUX&5P*T>WP03sD-ERe}7@qVOWX_z8L*IF0j^0E7GtoD8PL7*mr7
zn>^<-WoK;Dlw`DUGuYrKQ8ft^kywd$B8OLiB~844GoAm;kHp7dLO6r`zZ&rU(Mffi
ztIEnC*Z^V0X*Y=pu{(nS+%+oWYCuBfD?n6nKrtoM!Ig>Hk99XT;=>O=jy;qN#SBZa
z;0VOz^t1>6x;wyUH_<IP&q-R&0yChp8-+nZ-P+vr4jemnOv2njj2tqV62^H-++8WZ
zyik`fp$x<xyU8kZY-~6V_IBf~mv6@XN2_r*G8W@=i&8WW;^Ctw@!;<LxFcFW{LTk)
z|Ng_++}QHVd+bJ2J`)lX6+7GPd{CjI!=rMRlzMOmm+3P3hP-i}*!`x+u9Xkjbs~ZX
zsRXC-qf^J_PA0a`FcL1Dupb`OBSh4fvX~^dx3|T+z1Y`6!7r@QKB_;8pxw<_nt-cs
zG8{YGxP-Rc5RR*kjkJ16<#f%Mijkjwhq8%X4K(muF&T=s!Z8xsb9}55qi2KB89@=g
z9xuQ7y7+hE#f|Y&CzpK^9NichlJYyK_VBq*UU5o=80D7s!hn~B4#!xmM0=73C+Epi
z;T@5(jg0tX3gRn^3l=v%jx#o@vIo5r%*$`IDasOe0JCH37aXN5^3;H10w|r}KxS-2
zb1J=RZ>lWgqe%*95jft-U145^V?l_r(~+5<oQP{nlF^<0SXo=Q61p%k9P=II`Y1+(
zW4<#Si{tEK*Bxed=yJ@XU8?M5TjpKD>|R?5l|dpmd<EY@OpN8?l20ttkN&NH^WTWi
z|G<}HbYL`QCpvL;b~3t>zg;a@Ij-b;z$Yf+jholpA~}rHI*i3RlJ#ZiJP^)feHMz%
z^>UQ0zIMn0C9(K7F)0s7l_z7eoSYAFrwk$;&7WnTzLUx`1|XfsAM%Q5{_Im&(nMS3
z3t|BM`cR7JvE)sXR1|&sHMmM{+x0JTw?o>0Zj-EpX|dmZmAcRu==Y*s36LK@*${s3
z$Scj5WYR}=B*SbF9CDPWMHgv3u27onH0?Hk3Vzc7ZMUJ&*Pmz=TMRs9Oj7TV&Eie+
ztNz=Ofp5rPPc$8=9ifX+(HaB&LUH<$F9AwSZ{-8#DIk^VU^<F<!H_NUDS+!Lrc|L}
z>`y^1jFd4uOME&rJ;p-8Un>l-z&d|HlcD}S2hLO6PeDcyPZ{>t#Km@;C&6^5JQabk
z9~ueC1gY%ebV%AIyzY)7NH&?PnC#+J!6r6wmvj|R$&faF#TVnem<DGWfb@MFed98u
ztkg*+aXImMJWel%SX`nTaQa%38l(E!rVrrdFX?S)ZcI(l&sWn~2_}u`Y!X~zNSDeA
z0iO~)RrDpYc>$cFov-u_<hu{@lyF0O`~GuK^2=1T=W(_26-V`_@}+#5JWwzmKe!+F
zA3n4K$>ht9X;%~cpcRfB+<BCSp?yflgpV@JU_QzVQ<5#euq5S#BLSVUalgq9jCJxm
z_{WOBd+)w)pP+wp<HTflJovZ*<=(iu>@S5)b~{p_7@P-V@zzVegLdyQKe}+h&a%?;
zndk??^;mTCRlJS$G<+U7Uu=@XaC~HgVs)hamVXG+541G9%aXggbI4H&Kk}AIc@?jO
zi-}4<=1p=^eL?P=z~GZlN6ILTjK>gqx{#o_FewtYBieZ3YI|!-a<B5>t5Yi0jY7Mo
zZR4_tqVKf@=owJyv!x#@QSv2TDuqpOA7AaGnbet!>8D{K&xvdv`=YRp4R@rBO~n}Z
zMN8?bKwF~#aE=#c_@uX=HxY3C)5)O}V9p31MsIJAhHzW+)j$>p?EYF&R?)nhz(-P0
zUPr9x3I&RYl@ak>lRIZ(d0}!;3el;k<GeN>Ch+5P$?u?)!a*sXEbzuB#=Y~*7xuc6
zJ6<wNB_<Ua+$h7mRL2nsia`-Z=|XWp@j;>H>xaA~=quNxWOMiIg8IwSOgHYX9$E(3
z9iEw*ifN@~SC}isMn+J&ISMoo9oeY}CGS1o33&PPhi)yzU-;pd;(ziZFUMc_(a*(a
zug|!tFuUplJ*_Ed%R%+O$(fm$km2lhoJrx9BK)JDe>J}N`psCJnT(zmUfg#*DO&d>
zbCi<nn*1|>Sm1fL_>-m*CO66_yV4wwu_Q_c^4$^S8-JRDQIPI5{8C1V7tVId1_}?(
z#n2xzt4&p;`K^X8?6Fw!vmq2a<Wn^JDH46&MwzKogG;4UoU+moAgJM#EvJ8}8$zjw
zJUXLrM`pMeEW(fRuCU~Yo!Ai+V$sZwFxM&i8bsmX&x=6O=tZAwa6_hlim5ma4(f-U
zH~ly#6eNu)yXKkt$}ne#MH7pyaTyUHy0}aDFb+;rF&37@(BKmuk8^2U7&u#DHt>U-
z#1-?RA$!!P0WixBOGPn2+Wytg^O!;-U4-+DGy?u@D!Abrw}0)fHepQ)y9q1)1{_*U
zg7abctHE;Ayj6LwVNJO6R6}^}gc!-3>Oq{c^Q*pCQYs$55F57@J(qz|a5aRH!{KcM
z{=WYl5Lf;bDMMKCx4==(PZI26O3Lc~-oQEgxj^2xj5C#G=r02S`hevj^ImSAhEJo@
z^`VyiU1+cX7q`ImWVU@OAK}Rb$24`TbuV^Crm0NLz=R7t!3WO`vKS!iuEfg9Y7XF1
z9!Q81fuehG#IBoEQcc{>ru;nG=B{AN1o(u9>$W)a3%*pG&!i+s0TvE+WO<y+q=e0G
z)x`L?l}@fQ<9sqy&CSk;9r@L)m#!^q;vJ4J{=nzs>MO6t?EHKzEG)*{+^oOqG$Ex1
z)@^EXUt2>7-i*~JEAjCDgIIa=*vBk-Qnq}iPZJLOK~d)h37_#JvkHa$ltI`awM}WD
ziFDZPEJL?<g5Z^TDkIyIjKb<}Fa%jSW|vE0_0Dk=Lyu<~rrBBF+waB37GK%p8ZH!M
z`Upoi=mUw@Lwd<yh)ef5AUwfI{L`|Z2^Ck$Si%MTu4h7G6NL_gK6YVw^BwgaTBU3b
zY4M}>?{JJ}G|y=x1JVbSm17}FOIt`8K%XESB@@N4z8vHi5=A>%IGZlcHWY#%{_|8~
zQ1S<#d4UN!hE-l(vBw$OVaexcj7!ml7781ZGCV4!H=lM0uhKGcqX2^wch<MmR2Jn@
zU+>B)U2}AXbTZ`O?&xWhYlT~3R@D5o76tO}scku8G1-L|;61ZKytXI#I@Y2~h4jQ9
z7L|Y(pbC5I+I;+5KX5Dl^lS6+#{6i!x-=O-e0@Cr{7-x_{?L~{>lf#^kDC|%IHJL>
zbw>s7Z>`4f{^EZh1BbiunOoQ6hVcB@555&&c=cL*MT+r{efe{-pnk(yVrpumyjGHu
zygt-AVi*3KAF{o`fai)sA%t})ZWobc&ZdlFr&5Nz3lIblU=)sVcxFrk@+=_zM9Ob^
z<QGQUexXk7%GjgcXkH?JK#o()ulT`NiYW4xxDt;|6Q8E}RU8T{RPxfkk2@G2^kf-~
zElyj0v3Y3?<<no76ixXg0~yG)fJrN$V)P@P6fBiq<Ac8DFXO5qUp0WALSriuY}6JX
zuKEJvsN0hTr4(W*!d$n;3z85-T|K^&i*hSsK`Oo(){aXzwmjx}zm6{osOzTyg*nNu
z2E>lyO2FSR%#2FgZpWqD<|2UG=_(XF6)Xt;vA05#q#b-d$vJo$L*EDbl!+Ah+5u2b
zD^#Ir65FauUV@cbyySIqFlD~XMtI8@e>Ej_t4zQ+OM3m3(5yekA&%p}|L6abuWby)
zGT_eSWZ?HHXz~fFD}(sSkiP3_s43cb`Z=CuK4oZ$;P*_|CrVZtu)?|W1mcy0{8JEO
zT}*cg)V^5z5sKr^*0y)b*vaC>HzwyPxw($VFIo7E?~voBCnu~N%uG*#&BdY=az=P}
zpDzw+z}JM$+0xzJyl#zn%HsvH{oOr3s;<f=3Nw=t_ZP3Ot^3^R4}A8GxT4AX>a80w
zJl>7&L^q}t&b`DlvL~k}Vs>FZmbhnCN;GA1<YH}gJsv)IDDx<uJbvPOaeTsyPjx;9
zed^TAzr;9P{8ZpE%5YKMedjPwRgg<1#3mhJ{wY0^igzEa5V7mW<9kiYlu;DIs_>B2
z3ygzatgfyKe@~19Pb$;iT`O$@Q(cBB%-;%7pp@w;;B1~itH+LFo`y_PaiFB6jcH0d
zhX=@#QC!g&xJiK!FLYRND7_z{7Cguh=~-ZSr&!7ZZaErU)RA3&j!FngNdvybnF}@+
zSF{mm#cwU1_<S|x5XSKwcBcJyzv4J9kzc4Q?Zb|t6k-%)(z2_I96=*(VkK90E{gib
zx|&R_J@s>+k)dpq!R|OWMDS4+&dWzk2=BaTSld7Ko!Kb+ek!6e@{VCCuc8IuNkj#d
zqc6R*5I_Cd<@nK8W@2VxGR}s&QlQV`;pT3f^?LD#Kl^4ZPIbf&jw^B2lY4$8_v>r%
zYrpsl@pJ#pUyZ-}*Zz9E{d?aKeH>33iJQwa@z$;Rn3)*z?Ja!iuhs{<Z?e@YSoWx^
z0mcKgZ?>x!fw-Nd#-E2iZWNT1s%i}2FUFg+C9?83%g;8#P7F#{inC9ijG?Xb*aU4x
z8Wv9OyP^-PWGj%kY*SYGYr-oH!q?_SUDzb9<QcxYW6W<&Pg3aNeG8s!ps2IM&X|`s
zXsOQ>DCh+xuU&08@B400@tIP2=!uC{F7QiOvn_c_L0>`!Ps-Wm+^w$Qx>tk+Orz@N
z@Dk^A#sp-!HSR?Mb$#&wFT~6$F!Fhl$)#qQe8d#kiZKHl=Fl|huUC;3gf<Lv7{rUo
zl(w-z>!%91!Nq3T8LS`qYYK#+3IurFfI?RBkOtaVrPZs8N)E?+SHn9SMwV!BX9^O@
z21D^DL21fWEg4nPx{P#JMb?wC{`|0X0Ha9(TYs*1G1(6l$^<O~-sEZJKhfY#VNQYe
zo{I;1@+KH_-%TFVppI(#RK5*v7g|z+g0N~R3%uD@cG^@&W-<yubTZk~+{&%LKCj%)
za<N-((}bnD2rdKu(U#%`Z<?ccWLd~z4%qM}%Mcdx>bwD5?qvoZ3+Dhv0m`8~vKw+7
za_-M(#xw!9DMsd?CF$rRpqA%X-%XT2VG4IW<j(Si*KLjR1TW<-_-cI!@s16CVF900
zIX|FZ%2WIKbF!MCceXZtM{sAX69??v?jQQCbsnP~A03(pD2cQiczGPTxxMWxoCbym
z{8)`E%tps1rL<1Ou@d@I%1V#&F*!XMlarHDq{rj_!_`>4vgk+J@87*^#rF8{$S-1z
zvr8Dq@uk;aisi}CSeWX@@Y!*6Pxj(;e=Cl5*W&DOGkRMqF?6^SU8P-^;KK)<SYBR=
zSKoX+UVh`%SXf$8^#)@7(PrGgzZUl%Z^fgPo#0cmRDzdm=o|H{a`FQn%U0jv;}||B
zL9i-;@dU;-i1a=E<uCn({wvqOXq>98hDJ2`jZejZc)@tWJ)*P=ZOn&8PzE19SrLy<
zyfEPGHN~PHafOw~AdLiE_1KntLJ6Tf{%FsHbU3Brs+{_qtHM(`<zNFof$C2fz(as`
ze#?)H%QY^=*<ewJG^fhX<5sQ~lVnKd&!pgu#nl_H#F!RPgQuL4)j|SXr;@(mG0`rd
zeI+lv(8h~c1bUZI&J%dVks3avGRmzK+_CD)=wCHgpE?^Nj@wOCry=en?#9r>Qk-<=
z<8*9V3AF%G+T(Ht67CO=<xVk8zpusF&f!Ts+CGZATSsw!yBCl5j(iT6<2e2*9t$)2
zs_4P+VGDmX55IYbKY0Wl@Oy4@+%mX0H{q`iE-rVen&gca=EA$fH|Ny1c!5&w-8(*$
zn+4{n`gijE$KSdVf9@-9`kZ`E_2e40#~T~*wcmdyzWI$0;_F}ic5L4HPW;TD_`@+O
z#kzjFdq~Rn((+9yx(jjt!M*s#*WZqn_0@QI_kP^Fb2pB(@H*pe-(xLAH@9O!ebLve
z!C3LvV~=QnUR5voO<fJ<w2Xj$BEE1AwyVWPS3G6mcce_mVgk#(Beg53nRdXNcx2QU
zIc~reTrL+NkxZ2{%dN(l9MSR@P_PVrOlje}WjCq9Aj_m48q}hi>%)dM4)Gxu)#&K#
zzza5xOHe;BxoyS2Qwo&dM)A<gU#2PJH&M!;a~yH>Kb59({A9^h%bv;cG1DzRfyZCI
zQ(4@b-4VY>l^&&YK*G*>=0h#^I6bTpf!xB0;w;$`7UeGGxd_LZ7);YP0Q~5ik~)pU
zzy?)tjIot6WE4(M8Rq`s!LIMY?yB!`)P(Ea4zx($JLAb8FFtcTM)_4Vb!K5oS%lR?
zVK(?N)VatsvW<DsKz(00xSIN@tEIFnBop|hoiOfrC5gi^CGL4fzs1gSDiQ}ZP!P8u
z^9Y=!<ja2<ehE$+pu<_oQwLzObO&jr_a7Zyog?Guq%!zr805)c714GY{kKe}#|DhQ
z#u--zINCO*kFOe^H)<PqTp4G}G>Xt5lY@=|${>WT_)=D;l}%pZsY#o1uuJ+ZOZCIJ
ztn!B&<BTGp1ywosxhUhxw3+a7Q_D`1c+Zv5PER`*`KWpP7)qvT3#yGGLw#jD_&U2X
z7Jghb71w2^Df@!SD3v1%kJB3$0R`}s0FSASpgs-GPvuG)e$%uOCS1gF&fm&UPG7MG
z7I_}se-IBJJ@%L5j-{-zQ${-Y=0|!y7kKJp51e&fUE7E!YinW=*GP4IHnKC`EefyF
z93Fa?ZhCquA6IwAtzd4I&pa<K&WR_&t3h{RR*Iu|Fe0U8b7K_^B3@aVj^pi3P567U
zyY?vdAK#7M!w=$k<zAd@ZAcm3jI;fnI9z)idygN){>tMx+1-rc(_YNajK}hgD>1V$
z8)H&JM#l0HAhkwz4)*qZ<`^Z6NAd6%#TTHie0hvI9!XY?<mZk21HRcWg=zojOy*Sa
z@P(HMxpP?)o0J}Q*S#oHQS453XJ+F-6KD2)O%|FYIJU8~vma|~QtqW#@9@PwCJ*yk
zQ#%v&B|sZtEV$1EVR0Kbi5=R8=ZM+&1kegHFVrwhl1#9g_$Oy)q;&G4q6&iqrORD2
zjX~*^LZGRbFVT&4<7i++jW6YeiC8$0b-&@xQ2=J(<DSMZ&J0UwR(m10Y@VDb?ufEG
z-5AhBP8i2=&JM*>l?ATB&Sb3Z9LEO_*5m8%-;ZDX=Kc6bU;8M2<(-e>gO!cAy|EW>
zKiG(`-dT-rYSHv<EuQYK@5aWylxgws6uR}#4lXR^+&IGpb)}Ect|Vdik1zUlC2O;j
z-I$*mj~mk?aoF3B?cHtF=P1TIS}aVBNLk}}35t{IAU?v&AG$dkKk>%ZSe~1TeaR;M
zi?80XOE)_^sWPP0%d9<l94}7~$4~viANF-_yhzB+5ff9>au3CgEA#Qnjcb<SuYcp4
z@!|XL$Bq=^A@O6f+f`c8HmknpL9jI@RokEn@$0JN#*uQFV{eWfEF8pP&nw4jpVRWf
znrdYH<jr}p-}lJNSXj%;k`i3fMFCX?tA>zJqbkv@I?xWNK)KT?IYFsJmgv746WHnG
zPpO@caUaFp;DU?EpYkhP4(d_M#>y^A7)pQ6Ev^r=Kr0GhW>lKYh%7?ah?L@S@r{Kl
z{6gu3HfL9c+=#-bye_EZ_b(v7<FlM|#z|{l{534cagQ9uuV{hd`PI+x5FeD0JV9Gl
z&|~19_;(;#^|u0qn=#vbH{#2TKxwUOe2Q@SDEcoNTFP%_JW!p<?mkqOk+$LICxABY
z1`3h}Pc?0zVT#jWa@{2i*yoz96+nBo<7)e+$m_30mV{M^k(CPVw8YyGj=u~F4r9=8
z##C`^@RrVzM*e3&KTW3dz+;n{6xzf!1z;I}pI~<&bq3N~$yd5MnJZ-)g&AM@%Xn}V
z#3lWC$nbRb%X7V-X*5U_<FxRGL0L2^8jLNYKMO(&N@UhA<-jQloym_He)%8&&oce8
z&zp<zw4w{O?X(x;&qI^8;HhkU8n65WIrw7Sd0@5fHkFKU*DH_gQ3SazYjh+(y<7=o
zH`5B6%0o$kFSI!y&R}N<?SP4AR0@frtxV(hlNKqQ>?Cky8pkg<E4;k4;2l{WoAV(9
z-uOr9<P7ndXc>}Q+Gm_fxkPc@c=RYXAKZ`q?JW<;95WayG!73BXaHATl<)XpKaNq5
zceY~qtQS|7X5-e&H{-@jH@p+g5fBDRWQ)47V-1_&6qA>af=HR-jc=4=UTQm1+I=l>
zcje!ea<;L*7i&^ho=Bm8pvA!b)wOuIu7$zIR;+Ap`RigmrDdWVMcGr`*#R`~#A|ki
zxyPB^V49Cb1Lb=MNdeeaG@k>{Z`n2&b2=+fXbH**`$GIvp#D*kq+Mu32<;>=`wI9t
zGd{O;#V@CM2Z^MlKpBv-#!-^2r{dIxG17^Xp^+Gn(#qre(4=f7R<guLHt74k!vo(0
z0s-_^&M5OmG?nN!v@H9&H9i!hHtQY7`r2+hezFtqeE2AS_3IzTuYB{v`0e-a#k;p3
z#)tQx#HQqstL~1)Yb5$eBKKr_Kklw>#kcRT#JBD|iH{#|NvYH#9{On?$r(JLuD&Z)
zJV>R&q*>;949-h+lcMXDo6CL~6goL0&dn236XP*6%8P;7hk(y5cjK*VlQG>H_4)Vp
z_08DW+Kct=JuNav<JIenu{=BL-PlR>nS+fd@z%{H?=pgeBRK!~7yn7T^X^A+!bfI0
zBe6I;9WULu8Y5biQCE1#`R1khY1^)a6(*C=0%}(QmkfzSYWn(r;)oQd?E7jc(IO^F
zVNZoP$5sC*zh$75*DteioCnL6xZav48Yn!Iqu3RaB53gq6MottWnJ#}*<LWJ8#1Yx
ze$(UJZNqQh?prk+ll4Qv^;jvW^9eM%zOJYYGDeviC)t_hV<;?K;0L?YY&4*#C*P=9
z;hla-W82=G`|OnMKkVWr&e56VDIlHcDhAZZA-lOO3|K(a+d|kVfEw>!i+A+}-}6v0
z^`U*!RQvBmL$=6^2J<JGROPg3pu&S}timGw*c87(8B@5PZS>QE^gFzmbhp64{jhfS
zR&WCdAi=e)6iEHbOL#sW#NQ8dD*SdQxHDi|_^}mVjQ$I*J`THycjs^U9d^;EyI8@M
zxe#|A+Hs`K^!mv-|EAY;xx7qcxATDqD0xcSjA+GIf0M3dOe=Pi*r^iWE<6QAD^JT<
z$yQ1mxr@uc3gF+S0W;kWr?2Kb6iIMg=6^a(8;E<Bxg0F_8n|3izY{dh?-ihrK2)KP
zvK3Zr;N0M2XZmZX7dyg<^2d=5USivpBF7Pl9DL6_k>Eyoqa7LWQIv^82Fc6$UItI{
zkBo8@V%l8sCqLyvapqIU;}c!)faXrUlwK*NQ<Kv^axle>63`>+rY0t0P-&Pfj-?FK
zVRm;9Vq;B8u-ts9ZFqblhPsn6I>9l7@#qK-FGMk+93Ae*iOli-ZXECJO4Ho;WIZ!8
z8H<baK66a%P^Kp)MLUnfOFJQ>D8TFjbKC|xd(x10ME}apUfkW-j@wdF9;|Q0M-QLG
zw?4if@7%s0-@f}WK6vmrK6<no_g2<y9<FZ2x|Et>&aLVX8Y-xIvAxrC+i@0|PerqM
zfS>TWKT<voO=xNN^Agz3Q*qQV<fk|VR)Wu^e-`vhXy+#!N|B*D9s#CZVPleuQ^^H!
zgrWGd+XOZ%`*LvKGUv&qAxr-qw-P5|Oj+ko1#(86c7=Z<qlyzg7Hk0H)PUs2iy*Z(
zUqNH{cuV~Jcy&L%_JNe(Z+sZP@y(Co<42pZxyRSGC}LQ&=T0v#X&y^~<}9xWvtrEE
zQzIzkYPWSM$19urQksvNK8U<<Lje5&KGH{^&u3K$7wzm4Q;Uw|i^bmJ{7kH9vBamw
zSwPOu&8v@OA0+RME7LL4m8=N&!QOsssjqP3034l}9FHqkrsBr61u4s8F*B|O+|EwS
zO6h##l~-b+qjFTnoxAtrpZxmo#4r5HKaGF-dv8kt-t&TDKz()}c}Bj(qpOQ5YjR9w
zm$6x;wB;zD9?GU}`ZJ*5$n?Lwh(FVC+=7=}0mkbzD8|C?P$2VUUVP+D<2Z0Ru>%tD
zUo?huo^wDbWmrj<;e$PvJ804$ZJu=HUqZ!as`>^#oDWG*xar2`&t>Ey5AD*}oVS%<
zJj&FmJaZEVH%$0TcnaeMUzANBw^B;dl0Eq&utWJ}+o&9e*~+kVlT5X@qe7vj9aO-{
zZSoJAc%hD)FK~mV$G9q4^f_YFmi24rYh(JC1wI{RxW$Cp29+glqw2W;wZWbd{S-J|
zlQ^5efTM-03BL@oCDQ;B9H2I^ql_yRwFJURkpq5a_fO_4fzFTH-gITMf;WG10J0Ij
z3`&F7@nlTXk863J0kzDFkmaZGKqdTX<5vRJH`^j7H<#<G)_mYdJT)w#6<6qM(u1VQ
zukP*2sSFRM6~tkM`&dmD|CC{%aob{qi^;Vb@+Z?6)T^P~3Q0qn1p7$uzv6EDzen@E
zfLYu?e+WtV?$}7tALPWlbNJfu%!mYKB!$~aJmW<#zJj*9x93TfFL?3DpASPYInxjF
z2!SRTDb5(^;PEcIyH;?8i#tr&{oUW!B&>Mu3ufYBpr4eIJK?X!4aeR-FS139k9X{z
z<kQO{h?^+bH96efjj^I&5XPBQj^&^zbr-J2*z~-#?T*hIa~5w{G-LC~`k0SeNC`gR
zgCDy)al#$Q!vlVNjZLNL-`qFL(G7Mg{c#3`AycU&!d?BTeti6cdTdC+dc3+G4<4_?
z`sQ9dTHT5}kJfGOJ=u&$Yui$q%8s#==0~d>Az3#~;G~?|Z@|kUz-=kx$K_0-D&O%+
zM^uyEzfPJz9<!28$Ch*#!AXm|pQMKT^8j`>h1>nEhM*4&#`x59bkwf!Id{NP5%$pr
z2@CnGNP6N%IaZhyHFotm>N3#ViJ?<1hE5Ko>>fxiq{W`}q$qC1(AkkD>SHaA6z7G{
zwiZ5Han_RztDWBa=t2DQ+jrutcUIz_6xoMrk5wt6`+Iz~?$}Bu{HE8hOR0Rkz7adT
z@Oh@ion&dI+bKr!jEsqH6nB(xE8q%1=|#yxM)hCnjT^a@QY=~JqcM9t*^si%Mhf>2
z^OE7p>WUWtGaa6!48;%Jnu}SL$I}?~q}bQuYjt~D%7+$;;^F-CL`+Y0V`gD0x|5?Z
zCS~|c^%#(xU!9v){}}bcb#?1F-hBNP^}~ty+P6OR*<?Qd%US80*Ot8t&Yi~G+TqXX
ztKHzc<qTVY)Wa1tq@Ai|Dp-WjUZ@(D)6$Ms1_`Gf&l$L^U=RUWfSsi6N3=ol4sS)e
z;B=b4#xOthP14G*SS&xvraz(1JR*RmJZ}$nekHgS*EwkWaaWVj_>>R6m{Qs1fgo|q
zrenxJllfO@B;DYE#w6K%<{d@d*EzELTIkFC>2hAxL6!}r+wItd>dyFT_i>#&w+kIg
zkS5c5!KpI1^<vC2%ux>NlN%VEappY>6k>oLjjK@Dn3NBAao)UW$d-7~V8*5qOJy^q
zC2QKhg;nWKOLlFLjCq~`?ADL-7l)lR362YpahS^@+hOg7<(JW2VF;$Yeqls2w*55~
z;Tjw>EOQZ<d0NJQMd30o47f1;JW!c^=llTTs3xy$mD%j%VoH9D?|)?gY8mpP%3$y*
zR2>exOlGb8ZD_nWiZOlX^7P9{8z^Znn1+Hr68&eL$#SV_KxvDs!o{R%^k?3*3=sw7
zOP##_;Z6aO&zyP6{4+x#piPIN5oE=gB^ML)p@~A?$s)gBILXk0C*vGeBbo%~fx6S@
zIQPfoy|%JSZY!)l9w38^v5V!mpV`?cM4%LK4H^?5lQ0S{XCT>O=I-3}jSYW&?zndt
zx2|1{<)tMLs<SgQv9Yyfu8wQ+?{>yie!h5jptP^PbUn5<)?<5fU2(&)p~-&#SQEGu
zhU+)4#<ka9irM8GF)%h^+C$3Ih-TwKlu7jiX&SL6W%beB2l4p9qqr}7WpynMq!jb%
zULLpeIbUAn8)sK|jAItV5=qsIx|RA-@7;r5Z0zhwiQ4vcZ9AJ=u_xLwPgYlb?ia<P
zGsai=xPFcsHby+@vIBQ`bQ}-GQ+DTu6wZ!g9p~5$<!UVW$ppk1cJ4oRn<~G-LJ3LG
zlyqhLrYSz#g=|B{^}{oYJkOpQGWD~dRemYAAC_eyg?5Q%%4gz38J?J#cDckd$seoE
zS_5ceMS)@w!mgNlnBtDa&!Iyt9`;vb_+Tvtb{@s))`J*5+KACJEv}9wH;NnBUyHNd
z$8ogrAda^l#?irQoGQ)!_DX#C-h1);U;B1^<6|vaR=0h`U}bGXi<eE`Zo;){1Ea$+
zE=3ka*E_bNaY4%Fbt#pvU73q(b5cAdd(-11F)=n2b5mndQfX7})MotRB_YOb_Ki~!
zge@o<D3>UQ>@xE)jj8UKWP=+724bK4m6hho;-a5Wu((^8nT#KO>qfkJb0MzJPsRMy
zr25urJQU6Jxf`N~V-^e3)9Mc$e~EE+Y0_t{nRAaMi}UJ7o$0A~@NgxTrn_1Q9>uom
zy(by__6K)jV{I+gWi~f9)m={F&YefGvva8I`Qn=wYmzxDT5iP(a;uJ(w;HbYb*dt8
z?6BvHk33qZ&YZocMN{EqfosLHh>xxQPl2aOO=G^IQ(%*(|CfU$i^)vq9eNw-9m>N(
z#ELLR;m}82X&dItq>ZsZ?ZiV?VTTVG%B<m+7}~o}7Yl>LP2G`=I#yZ<7ajV^y!t~&
z;)TrNfe|U5qtTI(Ac-y%&ZLiIqz7jOE3*WGh4LNhg44+DSm-KgD-X{p!UE7F{S=*j
z7Ne0qMpQoMnmZoXMI)OCn!6dZ4!nb%^@N|$(l*T>xG$I&4MYElptxTctUtP~-y9VA
zuU5kx8m`Th!o-VzP3E>CJ;Ky5vlUk$8J!q1UElQamSTYtRCj<AN`7k5!so%Rgd=eE
zOlrlIX$3?RXxm+)=@gu8gEz$2RiESS5)>59Y)}A+Ykr%8x3SfcZF2Iqa!h{x11?WC
z@otw3;c4=ZDkMJDuSu6-c3cF9L3H0ZX-ST$wBaVg;a*Hsn)K)JjALc&H2fBF%_|a@
zzV3MaG=_4W=ez;zR>hid{b2aXdf`cE<g$Rv)PI$O=bQ6T%cylX?`@~ADO<tD;NWZn
zLYP1Z%1DgrfNjKB*bZ<yc+`i)UqdQR>XG>XDB><u!j7ekj`#(zyLaw;w{mlHLkh%d
zbjQ2?<T6F2T%6j^Brjo$y@P!X+NXX|4n>v^cFfH#_*^1OuYJX%>`Y9|#<it6p;1~*
z=->R>@4GHjvvV;sGZ%aNyH*^p%wLVU#VfIL=lvLya>P#7t>r7eSwebt+<5ErF?szn
z!je0Te8hpTmmR4*lrUb(+t}WXoxMZp#8O6kqG7iu<ygwq0Ce&w7e!Q)=)_EnvTLbv
ziR-(z*Vp4<zZd(54EU$Ydl0LeYgXKMcD7w7sY9B$B09r^QkDi{ZemQzOE;Ehr{V@z
zzsX*j?E33oOvVSIkE0gjQdBlK_u{MXeC$O8z_oPyQnmr=a`Wbu_+x+KPsK=QLi}cT
znq4A3SYp+q$RQwGyd#WB(i0t%t)MLh`B9YIX`&C%eoTg)Au0dzTWJ6nzu>k4Q~im{
zM);H4E&LvfDOb}bc$L0C-)ByggQ1~L9Br@1@X59#KYq0BkErY(jB0_hCmu_N#M}MN
z)i_vt7$b+<F(|Y5<bxPE;FgfhIM{p=!)FIt<Z$$5H%=9Qdc<*v1KE3Va)6S2DET{!
zZ-2ZJ@7;S6A3PL3c5!$1)z&?gr@U(8VRnO$w1ANWjSQX&?@`Qj#Cs{f%Tp6>&*3<Z
zNh!i8!R(%z*Hln4NL#=h_&z8ZK(^h-W#C2S6Bg~l4jOXJksHPnc6}c_dE%!GT(5-^
z%8{cly>>MgB#SCmN=CkXi6VRR#$voAxfqu+?M()^oAQi|NwM!qS?{Whqc|Dw#NYp|
zZ^xtco!F5~J$NF;clS{7<FT%V7%%S)2?x7*TU&eHeSh%aUVP`9-->Imy&jWVv~Vke
zs^z0Y@G4&lOnG2laoH}PkmLgrld?z%@w^|Po-f(si4hUV7FkfRc=|`$x;RQ3T!nAX
z1@Iwrna{`#m8L9D)VfS#G>w!ko_TYQ2_)w@Xd#=M)=9IzkPT3E7vsjogK>=8GRN3q
zjTODPbNj>iwO{>Bqi0b|Kl2EzGI$!aurQ;({cmdFJf^(r|C9j@vfu!_!X8tl2>bKV
z(5SpFK??K0P>vbSD8k@b{sJoW5^$eXdQ87(C%|s}RLOpPg{NS44tOWV!b^@y5C)HU
z0?0>9r~>Vc+_RvtjwC-eK$sJmN|$CcG1evUg+cP@MFUKLAvlXU@3{c&xRxnsYz%f(
z&+`DzTLeoZTn>G7>EO5Iva5!bM25s%00i=6%FCfiYX?6nfzCt65@g+)RDyndKix(D
z^B~jPl)P3VZ8C@sY~@tK+}_Eprlw6OZo<f?JeL_d^kwE!nwthK;54?<@W&t{yf%(c
z9G<MnUQpn#=ARh~0hH;*L@|BHaw<KSnpQsNRoGJiy)B7x3g<8G1}@1fAYH=;`^D=5
zPxIk?S%6A{gaYZ{EGB~>10CmmdxwYSLCQ{kDXuPJeQr}cVxZ?m9jIhim>0ixc6VcT
zdfI0%IrhNK3=`dM?C<j>xgn?L;|o0UWruD{3K6@>+&sY!180PJY3|zcQjE&Kqcnq3
zOa{lt;?dq-tn`jzOv>imOE+U^ZYD;gaGninqLJcqs)_zoO6TsumdiPnQpB}N>}qq&
z<50>FJJlb3csD-$&c{BR+wFE-C!b-JGU9<=lMynF0*WHZSL=2*cjI91AdaP&oUuzz
zy-$vnIwvQ%$PVDBCcL~sVANM<ac}bM<hT^&35UT;Zq$IUE?0(K(hA5BW&0Ki{c%1U
zG4fevO6fOT7Fzw)rU17{A1=y7DiF^BC3lXJtxjr8jTNB9^cR1>+>*u?u}r2Yj1g0F
z^D)w$)WV_{k5&%i@!C;5(!yX{qW46K+5N|Bap%F~`1tm{`1;r1j(6XFC)QWjVv8pW
zT9lng2|hm9mMz&l(jrTWoEpLk8=uWK-*_6ZvaUQ^{(50g%J16hij+<*jJDR}bZ=A2
z^>&;I*OBA3a1-sz(-ZOP(tKQ*R6D61ht(z=%{deQd6|>z(71&FRe;m5qf&_ZGTyP`
zdBKu}23++yQS(AjZ9(NHAKXB>LJ6Cn<?C^$vAetDCnr1^;htk3p;2OvV(dzh?W*m0
ze7>`(bQ@YA?Coo@#y#Dqei|`6lKraF840Z^<W6~_e*kenj=y5q3EkM;Lx+#YE8Fpn
zcR!5xKD;OTwGfbE%!{Y1TRZXbd+$VNoTEk>2b7jN`K2k@6)wtB9|*4|A<HjH5xl_Q
z<d5;usR%21Z1M9fQvum4PB>NFo^PtVIxYv6b?g+A6=j`;yl?T4Kj)lOP?7LdH|2Kv
z;^vorq{86|^-MZEg2>7+FCO&o;}SN`tTOt2o&YamOGU`f0@d`9R<s~58g-PfAi$Ke
zeO;pS3df~}xMzd2wxP5YHOZ_sfoo>ED6h6FwDI-4BN>lhh4r}8!B55U=>eR0;Xt)*
zU{>3d7&Ezo80A6rlbDj_lR#;PXM^xTOX9ZEG62+Wn(+Kmn+7+IoGz>sIWVDd7YCiq
zo^z<3Q*lolD`rg!nS%ej8vRtIF0VWzU*_ep937GgB+F<kfTB+V4rKKdR_pl;aCw)Q
zbm*rTTMmX-Dm#ZC{ns)Xh_bv|X61uTA3?@lNP8JH$({G|bTy5WI3Uvrv;PuGnE3Wg
zqkN5N{XGR1x;FIvq&6L`B!!#;^0f0??ppmslTZaGv$vJL0BHeG^YtwTYbIGHXY9no
z-N1ZWcFZ!u#EO#0d0;+2O9~X@2`QzV_uW%IfPoSoa9)`Fyfn9qGKq2_<zZY3GCQW+
zG{6q=3@_Tb{i(~K!w$DLqN@>XSqjRr6yf*3{XzWh?|may9<9X2y}R-7-FM=hul-)U
z|L%Ly+ue`-y)EJ2wPN7U@k&wJ+257&-V==|?J4UAQf}6zFs(@OQX(k;yd=m@NAeY=
z9R-Jva!?=M=07@+!o#JsJl9tqcI>!ole=BVxiU?P49YIYLr^+YkmW(sp?CA<COR=C
zMZ?O0_yI2gnxJ=B6l!_sgYc*)#hw?cNaq)w;0=jeg5dU}EZk|GmlMU;a8KlFPs@k>
zO-!+Av$n6F7o>KB+hwXzoIg|4bOht+%R4v-(8M`38dF!U#qscDJlQ;m9qF;X!EUVY
zsg2~`*zLuWjh(pvXf+<LtVwBGiIvq=e=ucNirn_rwiXEN{%)%cI5(`t!g0?F5^g@>
ziavRKMqCZ)U4CAR<8I@@(?co4o6b9OB&D#oD~<6Wy5cX#A-?eH_4wRNSL6EpY%EPp
z`MfT#g`Nm6GRso}KEdtd0N5;s)F!ks(#m-0JE%RT(yj_q+ICZ*7!uwY9f_{wg*K*7
zO-)U!ojG<CG1(ba67gE{cdCG+-bw6j?Z^H5kK^6<ZpTL-JcyNhYq9-!Blgy~1AGte
z21j!CwHO%fjK}U#|6?x5lI2NsaR)fJNj%&*h&xYY?mu)}A>SjSV|s2ued+7*3xE4>
zidfMu**;SJIM3}P1r$VUx*ktMBU>aahNCa+pl98oM{^9e>ey`1I40q8%$I<0D{J4-
zZyNw_aXu6HOf$#9@>mB{u@Ltztl}8YK;n_8R>#?@Cync?`Xx{3pINsoo?pUKv8DeZ
z8?=YxJk}-jd50&%d_EW6$xq++XU@+U!-R*4fqRXG#$ArxSa3Y!uhMau$#I}<fb(wC
zrji)bsR!qX{W)psu4EkN;H5f_u=yOl=&j>h^0ANY(}Yh&8E)6U&jh*PT(KHxyDvbB
zW10%*vKCwyjeh%o_P3y)h-3|vYzda;^rWy9K!)jQHYH5Z_wrjK+U}OG{4|Q)1*qy_
z+t9rlWe`JHrQ^FmCNl<CsmWX83LVungH$o(pcC8J{|q4R5>p?C)g=5d4kZ2z^Wdm*
zvaU|)U!YG*-|fy;I$S^g`9?oag{5&+-?+@Q0b~e|Qkqwu1V1SlSvsEr3Mt?+1T}fP
z{EN`amY}RD=Qt{-+mP6a%D!{~cgf?yO9Lu*;WFScsPRab$DBh_-tr|m=@1(9;6rmZ
zSQ9Cq5@x_>67kh)8YEGakEEEuW9}73iDrk^pX60qKGBODfOK@MV_Z8sJ1%p4V#4P+
zj}LZZS_<S3fBrM^rO&<*Z@zlVyQ+Wd7k@kci~sVk#sBF){lCY5{r~vO@t^-^|Ihee
z|L^`U@xT2)|7`r{|MfqJzxs2(8h_^(e<!|m_ik)Uf!Y%thf)yuvYXEfiavIBH&!{1
zyzQ6rc&TV)Y+MAX?(B?95!ydEjIHfmD-0-H-lavs70tXDI6pHJR~F`C2_<T7)*mj&
zm#nyJ^~_2v=|`kojE@e*<k*Pw9ZI3D{fr$W>f8ooj2%r+lIA-TDXr#~?8}Gf$kwZI
z3Fl;lG&G!}Ge2P$fl0TC=eHzzDrJMa$W_~zo+QpR*yemKp^}xU`Pe#)Sd)UgFJ*Qc
z#dUB*3l_O|54>PP!P}D@pyaM?Zb>O#_myJ2?Bz%HgA$sPp7@(LMW7IiVcxYxVFkxN
zA1%>BhP#L*MKL7h`FM9LhNJ)w3dgXBqpjY0?MD3MSH2Km{QT?j@~byv`Py=Hr3{Zq
z9wjKL9EtCo;~s`V@^ikszD$Zjn`0wovqPN*<%PB-JvKPt4?Ak~E1n>5)f&J?GV;Wg
zf@5lH@}L}ZR+x{$oTxl4)na$+AlBEm;&A66_Qj8#%{|rg!2Oe#5>e&`MECZA7J|Y@
zx!69=A)s8Y`NPldH0Sw0e!Lc2ySx;ua>dq(&Pc4SJdXXHO)K}#uYSRCDL~}&Yj*|L
zvw-DH@%1nH)_Rdnw6>LCe(g4j48wl55vUA`aZzN<%$I``wV}`_dWHwp-!<kyAN`D-
zVU+*lhPKRZ9uz#8yKnj+p9ix_54@M6hyp46jGd&R?!>!~40!NU*)Uc4RR(35hx(_T
ze1^O5E|uY<GDr4H&kckM;ChxJ&v!Fz+-dt)KS>t5>6`~g5zZShI2%sAP}F<sj~tso
zCehauRHusIQ-)9H%<yB*3=61#;X`A}AOGhgo;LdJ8~io=lNdEpJKsg49~lWr<4%*S
zpLRMSQOhFYeIT&@3Y5-$z)<3x&(3zjVizEjgEFD>7^<U&<Hw|*Y*}6{x5;=8=+;o)
z2zV)=Pb*O32&<-XwD3BJfvcD%teDG5FzuOEzy8m&SkA)I7Msk@-$K%7#(7YdCgx%q
zmvNctJDYT-pn~w^e}QyS%bLm|^#_}>FEu4y+Zc*NW%scr^xId_V$Rbk@Kr<^Lpo<G
zg<Q<h_ttzs4OCbSF1F8uGAU@%Tzj$_kM7_1WS{p5YeE<r@FQpj>Gh3G@Afi*qX>gz
zlbt&$Bb<MomGa9Y)|uJa{Pe8S-GBJd^Tk_lzM%;=k0E^Yoe#VSx^{J0_(x)6V?CxP
zr{j$`-}HpMa_6IX<?3v_bp5&&1QeJzUbz)7-?|oWzVT}O;h+4`_~Pe28*?+=`1t;#
z_|@NjFMjD8AH;9I^N}a|-+A}L_`UDki*J1J&|h}DGCOXCgO~q!agIBNITty#cqN9V
zNcb}T-R-#lv6N`ev+f`GMvcAwy*OkiQhY#3=OZGE3yV^M7h-y9CZ_!I6<=-Q>uVg9
zVC*?l9w}z3|CuI;p7OJRn7Q^+ynp9meC?g@nD6c%t)|2O@{OhV*M9sfv3Tu<;_6tG
zldIG4=P=r_7(jTu_^fdPZ2Bt`7K;^%Vj)TNsCbSdfU@E<fBviJ^h07<_R8b<R=NfX
z{Z@LK7;MrDzZL^0nk@NP%17V&MhqYB_{(hUjIx`%x4Y|e+3@M`aNlykv4NA`p%lJd
zD^dCpf1y=$D35m=RS%R;29(}`7B5olxOQ)Q`yd{zti|T$roW=Nz0U0tdogfwruH9;
zo7b<!AN`|$D1PD({lS>iVulwUk#){=A0G6~A7q)2RQSb4)r2t%9-3d}C<HVxUr=up
zKcL#~kMQ1Z0EJ6*a(S`RAB&c4DeatPr%$m^yS}gx^V2*rk^k@@hQ*Jqt=;H~=9#I9
zn4I9V(IYWAt;L&YMxh;_oKPPcjxFJul01I(?nZp)_I>l6c2tqZKi!pl>yO(izVx}5
zV`*tI-h2OJKj@$iFKHn_9T%4tVrG8MFO;$fhIsOW%kAklEiUXP9E)_gQVuM8q7Jc0
zMHn{<G6zk_o9Uewf3YuxQkc<KNX9nMD3<(U<&XWg$#1{f3~h~g8Tv=|4XCAEQ^rw(
zYi=q*agF~1@bci17F!>F@In0Aul|<nNbb60JIJvbwb#PJRQ&Xx{4+jI#V&7cC-cqj
zV)!Gd;D<JGP;Es%lCqFS_DES-QSn_c&;0|kY-_OC4lQx*{EpTS{Xle3Hi7gDk1q`H
zWxPUWh%<d8(;tpDUEQ(&0h}3bDqQ^Mpac?I|1$6rBOKq4u_Am)c-z!87mXs*PN$)E
zf)d-fo4&}1BU2R_2enOgoDa3BJFdB#fFW2v4r`pGbdD6fOq({3!L%B~FyIIu;Wdt3
z2|u2}%~1&%!VTDVSHmi^pD&M6$PbR1r-J<F{#?#wCd+K-04Ma>O&RJ$HVl}hT$f2Y
z<tendeAAF_8>MrY!~4#sO+Qb?)zC&*rKj<?!bn@f^xwFjW%U0H17BtI=YIt@MzqM0
zG*#gOWLqQ+N@Js6(#g(jxHG(h@fFB2(uTeUw;WF8pB%hQpC<qHmB+EWv*QUFWf8;q
zU(OBlG7bF$KB5exETcGZ%)u|%2`FdpkVj_uh?bY@CMWXK%k231dacpXSX*87V`Fws
z_E9>ee2kBc$Cbr}I9ywaxv`=6!YePwkQAwo6e>PxJ3BodpLzXO{DB|(Y`l7XE?)WU
zoAIaq%%6z=@PGDa;(zh){PFmipZZFCLGcfttjGP8t@zH})%fMNZ^u9Qwcm@Ctpo2u
zb4&p<s`{|g%z0dYs9|_Cj-`xotz1v^ANG!1Hy@vn;>d3H^z=+jOUa*^nf6&|76ZHh
z<(JURYaX=nXqg2BGM#6RQH=SNIrp#fiDCdg`jKpb9D~A&+1~Dsu%sf!&Rp%!`F4Ib
z8-Dt$eK;%hg{I^w@lId-hJL!IfO-(!;LWsnQ_khWh&ND#ao;LkG64rW>EZ{Ec*P4w
z&#SYYxG^yh*CvPKt?Lu<g<I3{@<JzOM^0j1YpbP6wX;~%iCzqysvS5cvAHXr@WGXy
z7b)yqT3%J=5!a*bsjZ|CA0KiCm-O8Du@T$srf%;`5gyROWg`ByuY4~4)SvvxxN-BE
zZ<p8>Z*!+`C=Mj=k5)Oiyb^aFuEpKQ8}UFgw7R($JNx-D4&Qj8hV_@$Fv<s?JgzbZ
zYr$yVspi?9eI}BZ1ppt$046$GjG+{%O=r|MCMLS6c&g9LXwh|JSqm-oy9xD?YYQ`R
z>xPu&#p#%u8jrbYUd)7+;W(3Ffq6VI94k`%v&?J<x4-_Ne_>)Ye(*E5VtIZlUcNdX
zuiU&IQxjZgxEotL8^XO5_wPQ8-}uE}ieLWwe^-LY=hyRzPeS6V&~E3xJL`?Ss3xwD
z4V^*IKaP-n!}yY1yFD*oX3Wcy&T`f&u;z1`e!7HqIv^uCdJBcTQ_$fnYf@V2pS=?;
zfW&`xh)pAQG3U@;fVvPwmVnCl3hb!XG=wUpXnqDp>LA*N^fw~fkQZL8Bjcgk<nZ)R
z<LZ$Yn2ZY=W^KTBnfXLeNfq68n|^HJfT0dE)#3~Fpj~;IF(NY@qoQv}@qF2@cfyl6
z^+zq{I7{r?CcyhC!>6JQH_!-YVP=JPOUV#@nE~2vpfB*Pz-K@^ZIh>(Ou&zg;~iA|
z&0nTy^65WsC1_&KLCVt84et<s+VK^IGbxk~UWCvoN_g@0p`=MW^SSfc)JYSQIXzw0
zFuAElb=#1x7@*=vw^P_O3ZsqkBjnXIsV<m;xRwVrc1AUxI>=!frL{>QfbS*jDI*%1
zCc0pr3!pDXXiE7x_*a>zKsgMGneZ8=0Im#5`VxPk)v<l3?N@x?1Mvl?^Ou09vOHbh
zIkdGH@MscXCC@Q|q-Vg#9XLiXD+Q2G$5Ix+1jl{A@Q7Vvkg$V_VhGp9xZGcZ|MK#(
zl}FC)GTC=fsHFg$N^#&E<HG!$l!`$sFmHY4Gtuo%#6F6+%o{hZ`YrfHDFRDZW@B+t
zis&@AT8zccHoJZsvA_N(&U%}%s0sd${KyyMFZ}e6#LxWXTk&Up;&br>uV0CmmL{cm
zji?U{#J#m`<)8ISZ8Nh{G-f7U_SWWBtgmgjZhYVXo}mDslp=?mA?`>??{>OA<^f;$
z=mJVUb>5W{?>k(@KX%qR_Q1K#>=#njG;zUCPpT{iiegZqwta0E_(vaOvNR6y(P8JC
zQ6TJ9PcdYhJtYDH%ZZ{(QB9f8gfgl3;e2|07g5k{&XEHlRO(C%j-g4(j}*DdX)S7o
zV{-H;7N!PbZm1W_6NB-F6u-~Dv>dNWNqb#w{qpQ&EJ`V!=?q7AR7#5$7cA6HrEI1G
zkWvi|UM!#uXfmd~INoyDlTxEL!uWI8s?Svvz?YYOJIdkSPAp$tic!g%KlY(CgObPP
zEA#R4&8zY94Q?-4h`9-#CTP)jbP^j<s<(Cyg4;>_$!*#DQp9_`*5iK~M5It{jCapU
zn-IkUk|Pj2qUR{ixa5f|_@<-`b4NFjt)1tK7v`pXWMh1$6W4EEi3QbRMDlxz0)kR4
z*+eej1;=kJ$D)IUDP?mk2%gYS>DLE`M?Nq7!R@<oeL)LY@pe&VaKpsf`d0kmKlW4c
z=4W2_i>u%G?cWk_kECcPT?Ps&;Hm*l-ElHT6R0{ULH+X%De~;(C4I?Tp~3eYXeDo;
z26^tbk?dYT*7u1H;*0XkF$5m@vm0+3wQxgu%f;sfT7jkvYSqW<jUDs3D*o(>);^@%
zWZ?&=kr9`<U5;Hq!CKPOhTvh*<*^wBm`yMJRl01Nvc5;4E-te|+noS?eNY>g`umAU
zHR2sN5;5ZC%ZSjK%DO4cN`I>GeRAlZ4QRxELspZ-SOny68*;S4xoKQSCF8w{BFKg?
zc@^Fm3v(LdHJ+!<IY5}yNWNcCUM9@6+ot4fqz*M0p;xF8mUx>43y;%X7K=N5u4m&*
z$lVTJ&Om?^gE?c@E<2?m3ohi8Fu-mZrxoqCOT685AQaggywhaIuLdQcp~<MSlVjRS
zTOq+f5Ier?jtGG~!XaFK;Y4|ypx^=L5T<5SfN8?WohGxn+{|JFz2q_fF|en)WlRGD
z*#%SU-8ZFZ<?3V4x;3WBpLC~@U-j$fXqOHy?2I!w2qJOd%`_ws899K;SO%Sf2w5tt
zVyyJk9eo>x`we2HK=v!bY=ich=A;LJk1qQh6nfODRDvu%n86p`I7iDDw|J9&C&ni_
zew@lRWGH*w6mhCPxF<z`;|*gYqp`iUrwP8J2|CXlqgW4*PQ=9Ql3#wJXYuLTv*AH0
zl@n5G&Z2jA;xImBFrx6O=?UQ&iOq)(W4e19Hy5RZ&y2@aDJM(UmSg$m^|<l!Eq}c$
zr0i@xS&7vTKZ-lw`Y^UvcKq_xWOpQPNqPRUH*dwCm2&)Nf9&(|Kl-U3h@bgmUyd)m
z`BKa*PQ={eY}|VDjhMOqYD~;sjnl2o*uVdA9Io7n-EAJr^G5!WcylaWLwp@n9Z}*r
z3c;g&m?_g4>&Cp4yQyy1JHdS7m0hJhDPa4m---I|n8N*uTuD6o8jr(|+2s+?mTkbx
z1VdX7Nohv88I&S4IKZURYIBVI$WvaGCbwiLCv)5>X*|ux<d?9Jl9L?k5I)+dl<z#n
zCM5A0QI565Woec(%O=rDgzzZjRFk1}CXw6F0Z@kb|F{xOWAn_M79pd@QuLH{e<jYO
zps`CodG%H-y!QVm@6UrRPp<n;?7Z#1d*8m+Ue&erzM%m$8vsEN1VMu0GNwrFvMG&1
zl4(y&gd*k-|K$k#kMY=JPuLodLgDa8p&6MPQ41*zDR2=%f*?o&-RvE`R9AJ^UiJ3<
zF7Lk0-_JRjzx#WyUKJXYrl1I&`_9Yl<jL)1=E?l!FMrS5`R87;b5B2SXP<n`PM<n%
z6QhGx>+exAA$MD{G3jztLdz5>aZCse&kJ8wYi-tThnF2W+uM}lyhTh?dc8J2GGcS{
zE7qsQ$uvh$hECgwN1nFnXI`-57ap^7Cyv|5kQQwIghTbCI_j?WN%@Q;H9eB;b@5%U
zODS%(T?yu#GRG@=s2A!}xVy{luoqqiyWxztc|VOE;&{|OB)O?d5gr>Fw5lqvzYn=k
z>+)1V?!Jl^Z4>mNKI>Kd!I5b@cm5gCR;_n;Q{kLNAGXcbhV>1M*m{$^)uZiH*JHzj
z_QJCl>?=R=Nqh9%NxQkyvez%&^p{6_RVke5@7Drve0;)h<KT1UXD&WzH)ogZgZJO}
zkJVVO7PZP1@&d90OXHG%#zZf&Qy>Vc1Ibs&BH>7Vk5#xo7gXP7_mv$()tur{R~pyg
zgFJRgfW**c%Mm*~Rd?bS^E^c(J+EM=!9Q~3xlliezQQju7~?)BPb&Org?c1x7^}ES
zu3P!@-CI}YB{yB<P(RTi@oEv}j~)HgMq=w@ul^h*nI=Ba!mC%Ahy{RZKxrT&+!+il
z`BO5=4tYuCrQ9XN-<4p~Lb9u36?TX<K5GP4{b`Y>ai*=h^QTrq?pD{J>+t~oQ(CaB
z55<4)!GV;w>{e)j%18Xjw|s=yt14%|>WVibqy~Gt<{jdGjWxSc*f)8iqx{gy$PGVF
z89wCG^ZIZ>qVxR$8n_G$s-eV2!vM576&}sg`SGU^{yh+&D5!#2atK_)?nM`jg!G26
zM+YZ+Wi06SA)TkhqrjBrKFB#dfH|Kj&&d_;G7k^OC@4M_WNPPhPo99o{5nAVj2+8<
z@Q#wOL*U&e{ADTA1YJ<NlFlH=Af=A%gDQx^mj*`#Mm)Jg2@ORr;s?Sq+d&6B!4go~
zeI-r<W8~}5D1sb=fQ(e928@U<O!+2p=LM#69Yp7l=$%#Y3+N0&fYZs5^XG7&9Sa`&
z!Vl00T}Dg(!8bWd03ExQgmEE1B<zBsNYMscC@s(^|J&P|%rv;;=5ZbUnk%9F1vRuG
zPf~-T2Iy@mFq|W1r?e?M#}U+XeD{Q72&Bu7*!sqX?P_v9dUVR>Zr!pGDGBVNjf{=j
z)X^hS3MQ<-#!hq$X{0weD5XXDSz27Nci+8Y?_H8&d~41&8e7Uo#YTpQ?98!gDZyv$
zlaHUXW1~_Sme*})Ldx|c7j5F)lQ#C~vo?BO=9!DuJ#s|lmpoDl$`|dxjxS&R8W|q8
zTl4GoYk%;%{r!LO+xFl7v){D8_pkn~{nFRJWq<U}6<g$Nr}E58NSqno(}d+RtI5XC
z6007o!hY2a_WJ=!ljkAH7!49_NS>hB-+1oj{{o!W^PfBp0%0Eq6hG3v7d|G3eOd6j
zP@#A^jS;`m;OaOMY59(9yE0<!+PLkFPFw%vaqAyHZoRc(tJJt{L2-7aRA|E8Vz-x_
z*{v<#>Fnw2x60s%b#Yt;1w<3_rotL1tD>X7k&o`aE?bkLI5IM1Coi0_ZpluqPYO(X
z+4^@jY+-KBzWLUN_O(BG*S_}3TlTGYuG+WWy<=})S+d`I^_u<4A78R>y?tGZ;;IyG
zE%YSwwf<iJH1YroM^#F0J8FnNk6Eq*`U%I3{6+~auDsWao)_xaS%a1xN~)cHhOCb$
zpF`~4j<O)#vwkVK=wo{(1*uxo!b&n)Z`ptp>DA4)pF^hRn<}gHFx9tYQ9jfIJh!yK
zT4?Oq-13IiH@BoP^8t?`Tb81{s)gWNfAWgjrfx63_-Xsh7r&%2nK~3cP;QtDlQjYK
z$PfNuq6{&|#?c_(h>4sz#zKNRI|wiiq(Ax}bU8mMVdo;h=sRHUK=%iq<7JXR6i@1&
zr$7Ml{pmyIk=pa{dWbv#(B}<_(077A*^I1)<-zrtl=)J;sJpCGQimKr&>|THRpDOl
z6c_NM5<EDij{#!f^&75`bN^9?DPKaA{$44{<em0qcQ{_CV=<p%yFu>CIea+qeR+Xy
zb^d0ul_4sC2F?``4V@aD!64alI1{RT_Wz(M%u@V}_z7co;$DO&4Jb#)U$li^=1tlu
zJQ_P_z#?AB&*i@4#-1N1+>2f~{_O`3N^vDL+4P`8$O~}VWCw5%PiA<B-~t5Um)(Z}
zu?P<u&ykyM01D`Y1LQeb6KFj0y!!wpw@(ZEh~%3x<3?&PJTP*(9SUB_;fOoT0`~Fm
zfVYR+7<Ap@X?02|JP<cK%SnVEZBp_)2ql*HBL4#Ru~6BwGxIK!r(_*saxX_t^cZB&
zGnt5iqFg0EL5d}eIPhe^YPVYU?mOR+0@CMi_A{~Yw1u;=+&#>_uIrj;Isc2YTGzzM
zIY_^Kq1p78;rKKylk$lZr~FRX*}J!Gv(@w+z|*HsiFdCpFD%-|`kI|Sb<#FA8n(Q;
zZb!x^tVfFE(xtcTr3)wQ`00~&;=-fWJ5W<!Vv>qoP-Ti|<HhbM6Y1U#=Q-JtVTY~a
zXPmjVjl2y=X#i^j><UlW<eBp}Fm=>6QL<`7UjB-dYjty5zH`eKq+GAAZ}_8gj)~L;
zhU{D4xoU4+xnT<{>ni`If7bW%oke@~@=g1rcTt=^viEK+*q!BuYO+W5)o0zk{kGBE
zk`g8bMb+$IA{!dB>+@^&+B@$nS>-*oPc~`)V@D_L(=WbYCoVpwsZUCv<b%n%r-xm4
zXpw;w*T*JhT=CeoL)M*0kc>1jv7<zVg)%~$veU#k$&nX$<U9awSG)q`?zl+X{}*om
zV-R$|5;`AtL)kIvv8~36^{wA^C5wd<XUF^cYMMm*`0lo~mhRf>?d!HSbJtcD7yRrm
z=eK()=iasy7A9iloiF{dOV8H_YZFST*ZOSJpH{4{Z1@cot^jJ$Mmz3o#ixv4`t);N
zk2f#hu-9IG)qd?af5-mSZ~USC<~LroufKlD=G$F%XMNl1JCsgos!Wp;Lw5G~m_2fG
z%8pMA+li?mn;ISTg%6v#?DV0C`;8NnTBg@eQGCV>@se!P1Sl=E6~`sKE#&5UG<I@%
zl0aLd+Kdhl`1Nmm@vwJDvO77g$Xm8Bd)IoU!1hZ~UYwox-R|+}N&8@V)83YhqL9&k
zZIyj>t!W=!Rb8%a*zu_W&&N8Sq2AjO|9%@BsQNi+cEnGef6V^in}298{NShUr62rZ
zWl{>b^2itS9K_Rql*@m3CAZ3hojP|x5qele^gj?;<Tz3Cbvb0;pP$PvwdE!dk(`V3
z($9lrk{)s^l*QxbUqFtVZTqqFWK9nIJV0*o^WD}|3^+jJeau}!OK-r027n)**}it|
zioNo!*FD^y26*43Jwz{gAD1ls_>cdjkAXyv`s?I6LoAL`dP0inIt?!Rv+ug99_5D;
z>gmA84bkvd=1sJ)IbiF!4hQE`g6#A~Olb`AHq;`58s!{2^38D$zf}UoS^3TR!;G{a
z{tI;97iD;D;Z~~1j6lcjVf;}s*&Bbi5FV}w>_A6hjv#2<E&r^522$aN|1x;|>~srF
zDT;zenI;ov_u)WLfg;Qu<sg)Waz8{Kd353Ny|V;9DB;6Hf)9cSAJ2?iFywcCc23Kn
z7K#}eNYVY5?9gCww@Q=(80_$mb+kZn^Y}<uJOYw8{wWPdx5G1q`~L)mgE}P~Gk6Ad
z;*XL9FWi~0km#K>a*P09u;7<4$8md5L~1z?>f8t0qU<E<#{uGGB#I}QQ_M_cM%obV
z&wETdiN5qdAlHxL=LAX+VG$l6ddekpb$QvYU%T$g@BG4oC^Xp0&KI+IJD=TS&S6fB
zPx{L>+{NokalN65bK6EohFzf@93J&^#vC7LZmiq<(xP3sc;1d5KkmDFckgh!MC>ll
zEiP*??UjDJZDWIdc6@i;o_y@Qo&VIQtui{{c>p<PKzVpfF73u2vG?>yp-?>EWmXAL
z#5v-@IcD-QIy~g(gHN12WoMpz!p=Ycf>p*wY?r}XgLp-Qb`N*gZf@A#_NFb~zHPJf
zd~I&s6<S{Q>+i4G(~q9DC(oa>CmuOs=Z}rq`I8eiIa;%`N5p$_+^_hWU0$(oe{k3S
z@ZIb7{?%Ky-i~v}=n_*CBQ~zQ^p8x~wb>OZ!<W3~Gk7~C^XT-LJ^j>UcKY$B6qg-Q
z6iLo5$9=C*LYK!p_f$BOQsxti1rW+Fk7zjyNo0<?K+EIJ`zgb@uY`nTIl;yVl|YuT
zr~l&RCPqRG^5P#U(c+*cowq&np`RBY7^>NJt6_I;-I0PfqdKo^0nujzs;8blO`ejg
z?d@G_G}~I7v}|RyWt$Doy>g|P6v(QSMaf5X@)0STYV)p^<g>>=H@vdZ^cQov&aWv&
zm@5HCCTsTD7az9|-~PaU=bLZZ$>(0M#l5Qi;kW)kJllS&MSFeKcA6XZ=&=bqH94#W
z+K?R;)=*wlC&#1=PYze5dJFP+!-P+LX%M8&*j(f*h=e&%A^r$mb*#Gf<1)k*$Z5P(
z*{k{(s>bJ<QKIl08?4%bWU)FV1^mouTex%A?x=72Cwldpy|HMozxAFSIXZ1Uqm%aA
zZ+@h{w4~%{OP<W^`W0|~<U-ihy<-Ea*Lq7buY^xbjoT-me%j7Ha>hRQL!YsCr8M^`
zygD*ur_ViZBV$LcuKJMpiC^rPA|n*XWzT)0Oc`8;Qn?BD$Nq^DGn8Sjf5SsEjO@vu
z{p&1$<UJ8Mdi)gTZrL4^zncYqJV1fW055Xv`H+R95ws(Djc|57Gk*?3q|~6pCNk=S
z>l<%e`^f&}+pmjk+xx!jEYtx-QbmqW4BC(V_)q(yoqFn&Wj};ALY`10@rb%|xe}m|
zq7b{ntsly$kKqNs%rTi!l<x_6@ipS*$iWqtl8~J`jI<(zr(i0V0+CQZj;VeTOFQ@}
z|CA%e`;X!_i40z0j=8Ej5I)&fcBTJR8V16Y5k3b|{&`Z^kIv!{OyT?ryZpiI_C_mV
zDG%~Uc?o_F5jn7+EBPJ3B7OhKEB^?0QwFwVI?yrigLFvQg#0iWbTGr-2~RZeJ%mq2
z{SP{R>Tq$SL3RfGgas{bSwrBno%jhMlgYpm9Rok;3W^eKa;sA_kUK)_X(-I&iC4-)
zkta;W1Tvp8veF0jSD?EyZ8@I&!F`JQ0iGgAF#_Bx;m3u2^qB4urZ;<;S=n9!CogOr
zcjP#rV4HjkR2hP82pN5dvN3>R=NN-4gHlea{oEu`m0Jp{@96c};LxCd;VU1Dz^qhw
zT&&4XN-BzOAJ;$)58ET>E=XB!#@qAa$?o&~{Jih%4Gs>v!ou+h-|1`BZEUFDhNU$3
zjZR5Z;DZ<pu&5tQ$hlw2uE}9rN(}AARYkm+A5Vk`LIK-RT5UfMi9%T!sM%U;%i2<9
zHhpyN^`klB=Epu-&6Yg#PMwsK0p9$Nx9L|_r7$bb*wCmwb@rUSaQ>|Q=yQ+R7oR$3
zKk)bw`>{`)x34^V-hS%Y6ZS(FCv0M{VsBr%Y%_BU)<=D+({c6JR&&#arSy=$GPqm`
z$U74p3lCmi%HxwansUYhH@8_pZqfaqDoM}@gLgURgMjMk@DO<9h+X!^PL`m*ANY7E
z;JUr89&YX6{B_lu&29Veqgg5G-8OaV5qshDKWyip`=kx=0TwMxc2<^cYh&4ZcU#uq
zE4l31^Sg;RH+O7trD3aecAwN=daKqwFmBz0;}Vyu)vCQxwk3~h!-|y4kzroKoUqf=
z)3$VD)_&(VzGc?fu=68b_S4TiVlPT59+ey(9UZbyJa*B3?ngdnpL*=19Ure~;WKDs
zHNIrnHZ`e~7|ELCdP=mz14>K$`OpegQw$4Kh}zS~3&{?4AKO{jNdDsmD-p_z7wI@g
zME_yDL*apq-+QYC9*ew3P93!!DYdhA=KNf7x9V<gX2C9ByKSTF7;CXNx4vy3T)pn`
zWBlBSGzEMavfgak^6Iu03oU!;*+=Z;WYx34m2K106IRi}<jX(xlU@&xKl6;$Mn`O8
zZOsPc=7m={1vi10F|4_5%Mi+Ol3V2glRn0{!mS<bqDR&kla*JQ>=kF_vkVcNu}Rbi
z!aW<*u_NOdh#mh3zaOOB6?D`U%38O^go^S=UdbEnz%IIG!64oT!6OP2`M^p(s26Wb
zwQ0_m&t+l}^VfrVOsOuSqEaoyttY&I3u1?iFIaNVuRA=R`1>zxSuD!{+t3Og1S#!O
z9vmd!U3*EjELh}F+L&89IOD9vw&F5=a?Tla1>W=Y-O~Q|58oGMI3_Cuo(f8p<h5V+
zE8#(>BeZm((l5n_ELIsg%7LHL+~=2hBxF+Z2^2gK=BOVHdJuE?9v$CNcDdzQnEUt~
zL{C#>Wiy58Uk5)1bmS5GPB#cB@$m3)XNtqnr?#}!8-knutD}{<7l=O{Tn^kogvCw(
zgGvsI!Ky=l4@AVE2}_F8@#9C1+z-1fKIr%$gMS%=hF|0*A?_khGDQn@p#Eomgex%8
zPZaLPe?NBOAH>5Tcq#$a6txA0f6@FNz8~G2e@+Y!|L^vWjsG$gnC*u_4&iz+%8Cby
zDKFQsyBZTUN(GOz`&`lGr8jnpnZS8lU83s~d}LP>+YWcia$l>aIQg%vtcj-ACdMZG
zi*ySMi?*VPmN(wVCMIl%30DI<a<VcrW0MmjHg@Wa?Q~Ur;^6!*AH@JUH%f=e?Z`t`
zDkFac#NWDBe<a`B?df^iZd;vQZSMM2rFL&iIaUbmzoqgr;qe#~<ui7^H~k|U?0~b=
zi~=&)FU4C5+IoH67S_c}ya$Jd?8wxFJ@d#hJ9lEzE}WdSr%q4XC*=Ojh2!?6XU<9K
z7<DCZW^v8#%&*##lxlYU{IQ}p@P1%i<BT20PdIxBiJw7~Wv|Os2B(Xt`sa!lj!qlX
z9v!#hxq#qSz#(ZK2Jq-8>|r{eKMg1z^3}~wwA#|ox^C~;?Ci4DMkeg&sk1gTG;T9@
zX6^NtU$Ni$?Qhtx{Q5WSzyFo5+b{j*x9s1(@{V1;dB^Kze00ziD=oGBs6gCVD<z>i
zY<tx)Z+HKsvD%IHuhshO*wHb2`V%kM(bMPbwaat1t@OYABQIH{Yumb;tM=1h{=EI-
zU;kg*fA%;2H}>UEK4DY+l98P~J27>{+Ko+HnqRT?)eV11>G=4#J$de&Uv)NIRXVCq
zjz@%Y!VaD4+s6`N9zVQ)t1I~KEH7d)=Eq`_ymGrqMY0=xRV^%Hlv%z4xmj=7?98lv
z@WF@Fq>U<lcF&g<H*9QV(9WJYrm|P<jjMOnA42)!KHIE_VX_NMKjN|Vz`&5FeeBp#
z>#J~7V@oo*Vjq5Z&E~W~ef)_h{H!&{p12>{=cKY4QI>%N;^5;)0_HR1#(SW=aUt8t
zJ$;I?F4s}qKHz(a9=8L;!Vnka7W9~8L;o{61Z{TZs4mBcU}vrlI{C`U%Wle_{F&oP
zgQqF^c8L=AeGpmj61h7AN%*{Q;0K>D?+-zhc>^$$4AGvFm0tBFu3clNnEKn)xaC*Y
zIi@JGGmZ1vaCiFu1Rcf?1j-O*QBhen@U-FM?O3ECnUjCNFDleWWg-i_G|3YI6nEqh
zeAw`PIVQ2bbX)(aygaFgFy{&ldyrrj;YAq2=#J!9rU?_se)`uz2}}4#xLV?#a3ADl
z&+#)daAbRQj(ch1oRZ9x4^aP-9c#(IMDy{GL4tIN84&(%DbSrI<bT;-#tv`7<m2A^
zdAMYkfY3yiKo%#-F=CMHxYPe4k>t*uq+rwu_YNd~*dB%vCCBSPX}sMBLCOCzK`wWM
z?#qhossBcr@-N3MgNHk@_|f(`VhP|2>-+IISW<o&h?lbk<iQ5WRFQWQVUSLq_XW|3
z2C{NGFwQPdPrM@SE`OxQKuSfdEU);^Bxi<EE*pLnqQ}1wx3aS0kCfRt9UdAK3m)X{
z*+#vtLAuArID#NIZ}T5Le%#})iQoMEoSi%Sh;?ZqN3lTZoRlKWF^k!`IsfeLsZ+<T
zcm9t3;17Pv#?L%zJAGAGF#JlbVnUMgx+O)Mk6_4;-Lr-i2LD=~6qqPasxSTXi5CU4
z&0WVe8=5|)31v5Skx?3iJI!?|$W7aAt=ZD-g34L<m;DB$Nb#ame?Pm8Lo#`c9p^+*
z>ep6ON9%Q4R^GX?YRk`YNO{)6VNeRr#ORPc{>VxHpuzaquubq$g=44euHyai8}E?I
zl-ro(aAA&()$D@eJ@v^KtU5RnFP5q-OoGvuBc98H=%c_`^O%J*#u30LNLM;`yw7p>
zGqhE;1tu5y$L4|}Bt#j=c1Q8h|9#_fK-hz<<9jcVe(V};&VHb}URT@g+1<5G`{>$T
z`{QrFVZZaum+hbY`tRDy?_ag|Z_V2~Hy5m-Nwl}WX2VkAuHKmQ4^W)Fc*ag$xF~!~
zX=-89KWshKk=RLZEZOqhye+P*yOQ9KsFg47ljeoXr=NS=Ui|!L?aX5rZE#q1+au+<
zYu5(4HBoOYD^HSjj`pa1Z{D~moU^Ugj*Sis+8HU3pLp(~O->D4O*CH1F8}6rnkvET
zJ9h8^LZytVA8;#)hvOr;q`y$Bq2SO4TvNzX5D|#qwv^$8*+tRss;`XN=`*Kg>(PRA
z)BE7a<e*g~XREsv`{#fB9rdNA*h?Oiei_IQbwKtunmaZ#zvjm=Mzjd!MwAn$PT1tJ
zX<KV<`?~-W$4@Gf*$6xIC@n+;1<}UhC7zO)kUuYDNhUlkTpbw<3vxyNLP10^it>kC
z)1O@qC1k$g1jobxH|aUw6qd`h-%Kd#INCt|h}prMFRBR&=rezpd*#o^Foos1WE|`9
zr&HmMbZC1|SmAsAftITuUA9-g{hHSgn*xOS7(_o)8&6M-*q46nr?eoJEO<V0emy5q
ze!25?in7ua`@+h3#*UnGjak%NEI4E%w&-YkXW+B}<XSG`hf&bn1D+4J`2Q$=q#F^j
zgn<+J%xxDm{EIv?hJ{nDuVxt00`_47E&tFV6bB?tMNbum@bfDwkP1t|1tf?6C!C)P
zKnOt@a@;`Zk|PIt(Ub6G9ta7eIesWL2a#y}JAn7lKvr_&6?otm(eJ_ifJa7wgr*qG
zFdf60!B@2zQkABE{wqLM6bRp$O-x(~)u59hd{Z18LRNRlDhR&0Nn;08Jlu{6zhrut
zQ2ad&+4mP%H2N_(`yQ9f!%%+-Gv7cD6JM^L0@-mZ+dWKq$(Y^c{1m%2LK2B{O(j0E
zgYGAq4$7_g_xcCMheO1-l;1$5Nj%ajVVS1zrwrsn{5*`Gvg!1x-W-*Oq8tz?%mF*J
zq(>Xd%zn^>HSDx0I#np%8pzvHE<IemMty}N0~}wV^_umD@$m_6mtYr{^TgF^&Fg%1
zZOwTy*ukvE6;ztskkLk?DJ6H!cL4?l2du9)D5bd}Y<k}L5Xb7;hTI!glcHJUv9pxa
z!Q*GGw^Fn2zHZy*#iPDH>rvXAUG9-G%41vdNRsRTdM4%AmXgdz4>EF2l^tG+$SyZ+
zy(NWYr@JD>gdGcZk}>5cWqR9>NhEn!{)k8&`i`IGK|W(UIy7KY6O;DD`Lp(kCob62
zkDs$sN2iO=GM_j)Wyhu`+&-c*Z*g9ATT_IOKPu1Gj@4D(tk_d`j8VuOz?n_jcUww+
zYh%r}P)5j4K~K9zJj#`ke&%-hllA=&V^I(SC~PvstLUAj_@1Zmb-)d{5>6cQ;>4mV
z!or#naFVcknK(zO#*}h9;EG$L(Y7le+_IUOC7T)@vGd1I*o6}(jScW!)zgJzllFxd
zp0}U++$Ze^KlQx*<-hQ=_PH;8)&{4K*x1yR*C977#LgFIs`sp~8czpEuOivtCAV(T
zwWa8`*B5PL{;mXi!J4acwmNs$HWuz!^X@HMxpCd*u3opR?_aSuUVX>D^Tr2u`}U%p
zI6i5gd+{mz=^y*7{nXF=uq)F?k51aL6H|8L*bzH%WYV9S(6-D6Uav)63Mn@2DddQe
z*R8_Yg#>xR0{TKnJbe67Uu*D*>c*x`iU08v$E>P_CwFVN)|bSmWdozbwkzd~GwrY3
zSW-XJf-dDDw;^!Qq|c(XUB9#7w{DDT!8S8{*Dk&H9(S$TlP`V7rlybiI|1|`zhOr4
zTz&+3+yt^bxL<fgI*xM7^t^=C|1m#t&6@A%E3dvlqml%^BkpnBDS%IeWq_Y6;?$vg
zzy>8cWVVAbR>pfXxI!Pm3_m#?f=?Max{{G6UnJrmkf3c8(dSbX`F(kdd<Uj7cst8*
zy(5k_u<)VW5cp<L5hrnxNsdrwvE_Vw-c!B_<%QBdp^r@@BFgySg~mSRld|Ji<N?I(
zsQ-$K&%VS3nPMOE5AgoZU*e>IXzvJPr#O`G$Wz=s+~XfMi6<YDy`4>KY`3hnyXh<+
zCQ#!40D#5{6PphP$(<qmRgpAOYN(<S3&bzb!#z%it~l}#0gic)auat-<NgQ@^os77
z+zClE!r38C^v?efEb)~`ft|dR&`ShwXs}^K8192~_&H#(%<?ll;pa4NW#H}DUGsrQ
zii-?8WPwh=ouM5e-yc?h`zOSiyzZeb(;dLvneIV;hxrTlLpdxDq#Zoyb}aq!z>A&#
zj_#5CG5KY;27T<r+m8%B30;{jV=3-^G2$J}pO3X3`GD!*j<97u#7{iZpWEFG($w}0
zX33*~XmjYucT<WX`9kqU31)XR?_|M)TL9v5G?Tg%IOX4uC}{BGaj+bI&aTCA2_;EU
zxHFf1G5;XKwiH(taCL3f7M7NjPLI`P4oTS@K6>1`dMmC7cZt_F6M+U(C8oSZS;zwm
zhkVZ~N~Rh>c~+|Ah4jd0pC&aSkCyuehK+kud!%T0^++LBUR^2nfqKssP?!_X`?h|5
zCROF&3swD6RCydOtLKAb8-oLbc3Mi@siViF2p_TI(^FE6Cv9SE)W$}*aihnTAnFK(
zN6dT|IqG?T8<2<KEt#U6?x(USO|N@A9a21)fQJHd=~W^SQ<W+A`(z~kVZjRwmL92q
z91n^_-iZJxj|bzF!DU9WLBd=$*R6VEXLMk&-@g30XY9{>@sswMA9&VYkfQn5{_IcK
z|KV@_75h8C@aOG+_ve4Ye&(|;*zr--rEp|w(q(31VnRb%+cul4YWq#;aGSQ%uFGEc
zy5<-PUu~<>_Of%vcXX&~QzJFoYd5U5wrthj9X~=r8TO<w?}?^oWYES=Oxwk$FWBe5
z_$m7<fAPodFaEhN+h;%boSk{}loaq0<$uRzftN=IYCHkxmrSs`PDv@Bmp0XrJcUJ_
z9;ip(l~-KamU)3AcdiU;Vde{S#o_Mc#nn~6`<uJ3Tk_|IhyGs4w)*5=U)4UiHRrs1
zyh*Z_q0@F9@G(gypBU%G*0<lgY`_1_S6m^!`O#(ZtvDUmA#$%a<sr`*I&Dqa!X6YI
z84JjCK(dQI7NIDI#Nd%RkNACraFRT(I(S)vXIaLIbUnS0D|~R5%U{kz#|HQa(LoeF
zPsdd`SJtzl2~QT%JG(5bqwX?x%9~A<Pge5h3Oj9_+BtNB4!x(QFpp3IFFSE%cf_91
zcZcz#AIXlg?oSppmLV^kZ;mg&Nq$5}wIY$8S(%j1F&7{~uG;-M5u|_|PQEBxF?8ij
zI^?{C7jr>z#@XAPcH;anU#R<!L>Z0-FC+h>F{#Y(NDb`%2*m!Z23d}uG5j5qV0j2;
z37r>qAE6TBpX1yQ6&}hof|mVBH34k+6=A|G>=~7|3#^+RK4JGPBpyNIcKr%k&x7Jh
zfI?|b{PItB{Y&K`ya-AD*@#Z*_2fJg{}i5zlK@-C<yHn42{khB-QWLk1;n7x`SF*5
z&Jq~j_rv=F5f6=#%9OI2+aNp@TBI8Y6mINgcftn&v4SShf0}S|+&pM!r2~vG%&<Ej
z_j?dJS@0(wla=c|_+a3<-=qpsH8>Q(ZV7h>l4k)_R>y}tFmO3PC7flE9jko5FlT_V
zGm#=|Tz7@y!Lb1*^MP8;CdS9r6y1u~FIsMQ(1a~z1X*;R8W@|crqbK>ui9~rl;a2z
zV}ESBp^15Pbl7@_$6PT$NkwtmQ#^K2ypE*^_!(N6v_-SgQr<L4p(v)jA?sY_#hGS5
z^UNb{@u=}ap7*VaE5rD~GyHme#~D6RcFy%GW4Tgyq!@@VA8!C<l|S+qeUzgS15zBg
zLzXkfHKohf^J*$1d4h#<=93o+4|NXY#XCnZu=8|*^MJ@TJ3%~t=W(k`LPT+(P8|{-
zZ@UB~vJyZ+PGsh&S+_0$<pRkQF$$1}yHk1xLLUe&GpcLqiM?o)A-=jc!P)SMK^u`d
zGBswSlf!ENsvSQvVo#huZl{h<+1l!o%R*K9;_SO`*y6Pt{s9!NORU=!QzfvsDMh#;
zMYrh+96M53L8UM8)x*j0Q5%<Ran6=cJa6-1nciJHd1Bm7pPsVE9y?{9{me7=<uCn!
z{qPq)WuJcOSv&jaBi27uvtB8^z5S9EsTb^q(k7dH*aJCKeef7Ow<EPgwH7^;b|gS{
z#&K%Tp909j<81mJGU&&Fh^K#BS}e7NoYn8^Q+)bfQ)Preb>~<2DNT+fy|=VuS8m>Q
zMcC&V_^4rvv9Sc6x72<U!}QT@ze12}*9K}@)SW!$yU?7CM{|hyDA^Im%LA7(Z|9f8
zKOP_les)-8feqJi`MF#<&`Et9Onrprr5*1Fkq=6iA=~yx%403yaWVq#jXjX?*m>n>
z1d1j@3m?ruX=jPAF`sA!Pq|b5b9)XZ@&JFzft>i_hOvvjpeT`Y{tqoBJpklS2vtUa
z@rgS0qZ_J2>JkJ{HrrB$V<($DlSf92K)ASG;gwqU??5N5+^%63)#N}e<ZwZXgcQ5g
z>n)Vw-tIWx>`wy}s9I1T;-f|n7Y?c6hXElFf#FUTH#+{wBN?4I_+^5C2rpYocAPGJ
z_+{^XjsnYR+>2CK*!8dQ2iyzO2R)(t;-Be)CWy-Z41$614=nq4gxmcy|BSdxeg}E0
zN0j_?m`oJ~-ue@Egcf%|gz)nS?)ITaw#3sRn;!#|OdfDLfct)Ue}K(lm?3Ac<aH0^
zyzoB{T!F#Mk<h}w99CG|a7g|*v)4iJFpm=yW%~PJ2h>uf#N3*A9mHrCVTpl1cEb#3
zf=>IzV>Ym(j0HapPEuY`YHNIqV1U~rcww&BZ;aqG%FwY3i&Bhiuu}rP56DRwW(S#_
z)JC)AFQ0MOFM}iZ6ZeZ(yV;QPTGv3hZNtMun(U<vb1rgWQOeAgZEdXE#MG$qQ3D2b
z-n^$oEDXI=npl`*cr5M;F@yb9?1Y89idNyp+tx}GZzi*Wp#kd~81i!PH9hJD1<e%|
zA!$|m`SKX`qBIC2b+1sA`RE-eAso5j(K!5>gz~O&RSI|oyArGlSze%+DT>My$~?-H
zictXkL3WM?hijfc`Xn?=TEvO=3VPqsDF8>F%HsdM5albto!;wH6zU<3J^aKnu5XGs
z@xNr|xSnzMl4p6mxEK8EVw6FJLOE4sGi*tTlv@)ckL}xP|B=BytMzVKcY9sR>XPJb
z(@q{8vC*zg`{<3=?D~fv*&~mi_koSwUUq<Kmo97B-qwb7@3g&*P&}F~DZFZEln>gh
zDrJx71-!I5H9n%Yl3X^{tVfD;)wXO%c^L*PT{b$<XCqa1mU$AOI7$oo<>(FlWJ?P{
z|M-U#RzAz^#{~q8;~d+eYAB{FOw^Xw4ecNK@wN=Fs5iM$8hG(2jxp@m>PE{N?OmH<
z7hGXm?YQk^XPY~h&1%&F+q8=P{@Yi@C?NWB<R#l(o@ld_H}V(@GWuATEiSLiPyN0!
zV0Uiaw)vSEyL;ohpXDci+(bcN0Gy91JkOIUsRsasycduljT-(4odtsLXj3-{T~>$y
zjzDq0s`QFFd_Y=3n&c8YKe@4`+DI7n^4$Ou=D_%fL@Zd~<}ZFp8P4Zlot5kX)CUno
zsXydA@`J-I$*p+$QIAfWpkxhzS4QU<=yS8sWi97X?St~}bt!tr*X>=&YEiF=2T)2U
z*Uoo?C`r(ImSjf#0wvy1I$6r6{HZ$@6&#bGF3BtML;fE&Ahq9T2*KQk-l57!#iao`
zqiB5MOBkz}OcV4z`3rqyl^gWOaa6cEz9Vte`6KRwQU8Lj$e(9Fr7zJFpZvI^ldp{U
z!-se&-02f4jGZPo<qkyxw@m0A75}jMA}ponJUqXpupVBnK@muKb^j<2`Hz1Y<?n);
zF#k&Y!k_RETt_hvy5tsSz<)pFwElEJf4VRFgc=xwsHW3|K$#YByZ)6i`8qOaF+pVv
z#iKLWWqP-}nLG<5Jb)78m7yRJ-yl333tNhu-9*lQ&M2Fp$`0<!CuUIH3#9<3Ewvgu
z7fg_pyUF9&&8AwPGnkS$&AeNhfY;VnBwM6~@`+L!yO}UXX6lWW&CJe=5BCMTCTA5X
z9)722l1V1m&DN$X*uz63p@54KM+*34b7N`VrjAZpmlOiTv<HQEt8FHwXpb|^!mh1N
z+ikb3CB?bEzTrv<3b89bUYaNslK_C6R8)o|N5r>M(_l>Dksswt6Go3FIAzX{Wpq^s
zHMyj|=JJi5{>CmIZq9|P{4#k2-_OpSlwQ9o%H>fD1W|F8kKRHI>XAISYzX-xQ$q`Y
z+}CJ78D5SWU#}CAhPP4bW9*M{l~FjEaH26YkKmjjieCUBkf$i_K^(@NJk}Nd<e9wF
zUi=dO%rg8UPXI|%KOSBra4(PqXF4kk&7!B@(hgi##*(9|#l`OCw(V-ML>qgZDc;)B
zlD+fJHM?@-u60k0*%$x(pS7bWPh0=cxOHnWq8{r<WO$i!x7{#nHEdh*MZQ25LA>m^
zBY9zWou;p^H>E5{cKHnP#EA9v_o~kOt&g+C9OEIcDq^=}hWe>gs%qZ~s+<3I+uPP$
z*Md%F$R0;t$Zd>4Q4JB7_bGX)QpI(7MCoU@E-TNzLrncrCo+*SJ{qzsS*(tZ+FE<h
zX4jfFIX<quPT0Wkh%dlUPOhzP*+2c`OZNUp*To4LQagx8$P?|Pf+Waeh`(3i`P{Yn
zm9|~Gy=ZfbS`cVay0%fbnVAJ!nwwL(SV(Ls-^?pWH1Xk=`F41d_p-YT`{u<0=@)8$
z#p&<jh)LBe+?7nVk)O%+*wkeQNupe)Y>%>GCvWAv$nC$#eIWl20DMY(0qF42QcHbY
z3nB048rSq=M-yc;7SWlf{`=fPTc>i!q@LjeO`fkpN#>`#dfq$WzT!(C?Btn$`k!gt
zlh}+)>|nDP*SH}W^`i(1W{lzN@YY`2^Xv*S;~bESDt_?`mKma0<S{lDa@B+nNhiMo
z6G6cx+-$mVbkkLK@~GOZ_0_Zpt=fRh{;oKR^Du$B`40x75>w^nN)2lVoF=RufPg0<
z_g{(!dVR}+$ax1+<1wfZSnhm91pFU>St-Ttt7yeXAz+X!3kHDQJGN+iLP+sYmP27q
ze*Q}llD&f|tnktQ#OEF?D4@X}KOFJ>_Cj1ET>m_843eIg{TSRJ#2x%QaKPnhIMW=f
zfP*m)#trx3SRU*?F6y6Swr77=h*kFNcFgYdqiz6s6&QZu4|Kv9*ibeZND?2Jt~C3L
zB^qQ<S{P(d+R{KrT&KZ=N5&lYP)q|QX{3A<fQM)zo7p6dP8=WX3WO~2Dk13<?qmmu
z!$9r3ubPl{HHb=FG??=ti<T6$e)R$7E6(5YNLM}0<L>z<l#vUrh+=1WbY#RPCMNC3
z(W6#RcboEnzpXmjQk?40kc|j=TsA#@M18E+6=ZH~Xh;#-6n%A|YTeRSsMp=imMc14
znwa;vK|=Z25*=^ZZ#J4zh#P+Xb~7E>ATKJJ6p$TjOIfMcr8G-9YAT-#^NUi_w@tc4
z9EYH;#9vxXoIRF2Zu{boVI-Z!6EX<`QCl%SFz~p7D;`W+yu{^-&$h}c<oL3ZvaKzJ
zv74y;`;On1CMnemFC7B3f#+Fqw-sT1rS4}@J$=R;rO&#+Cl>l?>NgqOO@7?b@h<?z
zLO0yW|KJehX&jJu_G4)9z7CLXf{rbL(>k%+sn7cX{I~%GC8#GUf{fTGslI@yNPb4f
ztvWnm<Ht|i#3L8%_><4ub6@<j{h7b^H|%GB@$cA=|J+}+sp(1UK5|6L@RaJ9$IdO6
zA*lrMv|zLDFW#Y~`n7uGOS06eZ@QA#)<SQy*|J7`%Nkl^wf3X{SBI=JG8SL5L-Cc8
zEX`P&kQRE9Yb}|4Cwotmcbm(pImV*0%2(|aecTr>UQVw{2gY8io839`O8*1A-ztC~
z03YwizKPRq)xiN9oSd*8^%JY~`)9sCxPI4`mzMp=$jZu+{mHFW`@j9_H|^!OFZol7
zfaud9Phl?uZhx`L`#x!Mo`28o&dkZ&bY--z{xmi=Y1P_*vZB6D+ejJocJ`dY#|;OU
z6JaiQXWWVK!vT8aK;uRi=W_X~BK*me##MOuFY=s~$TDR1m|mW67C`+vkTJlSCCq@l
zW_0bLgL^*LOR7|E)Jv31jw6t_*c~R1imHD+g<#b21+?gKlV{)TQn|bx%IONc-aL;H
zkW1kHMLo+mVP_7>awJR!-HDNbg;bR*C}oOLawlb2V;jg=P8#?}+$bmcz6X>JkgG1X
zdISAG;hjML@A<^^|G}B@klSOt>4ZFOVw0d>ihHf6-zt7H$HN7r?4bj7Rn%7rs7EH^
zT;UM;>M_wf;w=m%PBu!Akg*w+FGg(E>hX90f#rOP?P)TT-Idx-G~a#5nE4-$kuT+l
zgxn+_o@FxUyD35@DRHL35k0c$J4z+=L5ZI;?)a;V$P_wnp@cUp&`f^3RKSh~d@&28
zvk}LU^3nlV8Il02cQA#*U;goSXU=27M3wn^6_XG6CDfnSeP;ncy@Zk-Ks~}Q(K-(y
z%~GN%cj&|L;{q%roxJcN^=K`2$^7kN_?1{H1s_0)^l-~x!-)@Sj`*o@9Ys?{XQebf
z9ruek&WQm>d5MLXIz1>Fe+k5qyrldjWPmL4LfAeixr?|5@(Ie{bD(^290ByfQGe8t
zx2w#UTm(5C!l^&;0(VgWl^+InV)AlXSD(tHtT#0IZnr4|kCX@e1vYkjQ8_rb2+K_=
zHpoY>l!xlzu*c{6H3n;rN35@|Yv4mRyR9XyquJQ9eofk4yDeK@Ua=i1gmhQ##^h^p
zi%aXaI5%%Y70JJ})y?j0+flsA&Zc#1Am8$xUul=JE3)tCa*Y<}lG&j{s*wp-f~6R<
z^SrXOVynxGw%w}xV9b53OjKLlgSOK<Y+bbxZ@;d#lxv?bq|j`Mh62i;xAgOokGMTS
z{!B(F-BKKIqd=o5^&$97iYW0?cu~NR&OJ@~<cm9NyA_wuv9`7vwzRJL&ut?p?A~w1
zN@?&lw4Hjx22>wy<%>r2iC^I^f0SAAko_J-SBSGf2B>$&!!AuY$O1V<jzUh6TgFO8
zuqYE!3=LcW{^KL&lrZ&k1W1(f4qu|GyyD|&QwI)&CG^ZnCik?M(FC|<HTkx!Z%>+N
zTUeX4q2Vd(>7SHBJfMZpfb3jhH(*1O$6+n7I7_~_+mMV&DH%Q~g>^i&LBCbIIIm7A
zls>z|QmnWOm=`ZAO3!ntY%xwY8g;vVcfr=1QiNM=$z?<B#eLJnXP22TYE&f~eYPuk
z@9vdCXj+)54!z&)N**<T(>5%c_LMd=3i8e(hb$m3^iZCtiOlOh##Ua8Q+>&kK7yQL
z`rIOvu!ZtosYwqXwm~WA%xdJLcl?Mg?eyC3f3Re~e|gn@<I<Y_%F9=sH^6<s<uT>n
zvE^QX2E~}8DJ--$TO3nqDu0`H`O<q*h)+s}MA*HhOt+={t1OD+Uc!(CDa$TL;hQ%C
zX!oqtsmLxz_(xp??pVL=NGU?;<XBNv<>c#q4ar4I`3fQHmO`iUd5yZ{ibnA@|8g`*
zsrXz){d)TdDHn21W4I~wC$D*8;!h^o^l=>zO!@>RqfUiAN*^5%e|iUb;RcLqcbx0z
z1+eCJLvbZr>i^s7-;{A{XUoS$f0@loALVC+A{~ywu;}q|63*mF5&cO|%0Dqc*9#88
zT;=gna^yeX*r43WF4^U_9GPrDutUsFF=@JddYKq6l}G9#qd1AP|Ih8`x{AuqnBuyG
zf(c=+b-QO*<tqIcN6<5PTE@Z`dy3?3#V6qVmER%t@rMo3V;(kmWgZSu&j-Tg&JBX;
z;rheff$+}_<rQ4mF~bOJ@;?+G0E(P>xFRkK9frY_bn$X;k>cl%P9es}&Hdm<D?F~m
z$vd)4kE6iE2*GxDf%+%xti}VqF5u<-<md4NoiA}5A&fYgHlzCoK>>ve|AZZSoE^IZ
zR@?`WdIB@UuqVfTfYAG48NBT2pUcR7vGdDN*quQCIzizsplt5|15}P0Ksi6gPXlpA
z2Ib(P|A|r9v4lMa!oYAlk^Yq+k@$kLfMmy?c>3kt30LxEcT>2n$scOuGF}$LA6iZD
zn$%GU*Vb13%TsMBy!A#?VwU7kyqQ3GQ4Ag^1>8f*jS?uOoc+za$BdGE%9*Rxq6n%p
zS!z;tHkF?ZDXYBbgx_Yf;R?L(3RnBBxlxxwBjuSl+Qn}d#d~|xdYEXaM=8)vDZKU8
zmen`6U7>Dlw*2Tpn<E%fURRdatg+Fuf!eTDq+Fn24UbPN@BLCSB$*uZ;03#CeBEwO
zW$6<3C_ldFl-x4W(r(LZ8@9U9h<b{`cs)>`xV?U5W>F8tDd^ax@xHGG1y8J)^me4!
z&(6=uKO(>*_c4xoa5mJHOllb#wN<1mJ9Hi^B?d%N2}=GMeC&xb<#aNHTjP?qae%Y)
z^bUuDN5QL%804Gylq>8pmL)3vgS{&aLalzJ#A*^%IjJW$8n}(5qD2xDIrsB&`$wPJ
zvZt@#zc{$t-cXxKnN~ZZP({*WD#k4-y6o!nw1UJK8~Zr|q3~@f;7uvPTqEcU8Yu~!
zOXg_^FI<W`(6x<Se}OHxXDD1KDQYLldt+n6HYIl`qb(L??2M%JRAQ$`PIzkIFF_(N
zNoE45Ka?rSA-jl*N1yZ^MJb2aS%mVnzGmO3ef`5Z`|4ZQ?2j(pQNL=4Pbgb|8i+Xw
znLy#(wOhAu+49Po`b)*$`1Z?o>%&XdQ2(Uv+bWkY`dmgB`#Q2xhLDAh31C%9$pwTf
z{4rw=MFv%JaTag2i(1vo=Y50fqRyyZZ-ZQa2@?A-;7=aIy`OTw%hL~Q2Rt36t$fA2
zOdSR0`QGy=Ko+>UA@URT2|dnYzQ=Uhl(xd5bJFlB;GmnbABGPG@~WCtKG`Jmv{i0u
zl+79vhKDci%k_a@vI04of`SaYkxc)8KS*_fjXV?>^5b^ZA^5Q2;ip)FR3{GD%kDCG
zBNr_o6FMg@V***77e6|6#_$XhtmUv07UB9=_V)ooKLlSMPz8-6^Kupq2~LVn92a<K
z6ykB+1`51fZi%1VUe-hsihtNUC|(j~^1#F(rh(9sN5a?*@wnM9{BtMl<U57!^MiGY
zn^6A`WFgVHS+aY++;J}+;F<9duL2MC%y<~&CU_7)lM#>^&hoG9PNbcG0p3;}dxWVx
z$$5Vy-hM<k3cJk231FaNQ1vjk2l~&=0FRd@QV+)?17YQ#hedd~8nNd`cTBw5Gs^;g
z>|Cv_u1eW#`K9pi;%jtF)+hvAx5nds6k&MzF4;E9+pfPX$ER-xIp)y4XKPXxI1;e2
zzG3}+72~tcWQ`ZqP>Nj<RTk!E=6q+BiEdN;Ru>knSISAdDP?1e4{JyX-fGxZbKTmF
zbtxiJgzGI^-)Kr1mO|W?BCPy!1fo%I+S1CppI;su9=5UZNt-xv+Ri@noK2rTW35Kr
z_L^(9ySXksh}~)RFBA@Cq|(#nFTl}<xekpR0=Vg7c5&J6&M!#;iI)Pmx3(R5nK15z
zj`AZJ)FJV`PAQ%D;a=<QuX;KxI(Xq~xgNVp2LV1H%3!3i9eET_+O{*klt9jsG~5Hx
zyvm0xonPXT{9O)Y&+s6A5fl0xuY<vKKO|}~4SHlC^hWARrRtH=+ROdX{eE)@iw2ZP
z<cv4r`AAE5rE1$+#&G4BZPsnOwWzw6La1Nb-xhxsooW-sMJ5@WQD%M7r?iG@QmB0a
zsP@tV3XGTGT2hjm${}3T2b6?=<xoDJ2Q5&@Gj&f@k!KcN^^J9Z0>Lc<Bu$w_t~g=e
zQh(ui1ov}qDNiVO(YMJfrhb$UzLGVU6ZH*_<WWztV2vXXJPF`V-~c!rQqkWdkhUx9
zDG&73nfXOqUs|%&r8!$uzg<{dvZl(&QIV`1deSnB`6of1W3t`B3oADjm%ww+0!cRN
z64~&lyDBfcnpw$2dDCd;?HN;V@a%BP00(^chbX!yMmc?#_#oU9h0!>EK3*$5muvmv
zMhT8fuxR0l3&#M|wi=s!fmAAcESjSqGd||rMLr@gjHTiG?-!7B>akz)!jS|P^pw1<
z^w<U|?sQf@a_ZD-j4J_N)o#*PvrAQ#+R*=dy&Mi58Q4#OE9y?jcrSd|@bFX2KxI&A
zs>D3t7JdY0EctsFm86CYy8XXAkq1x6QatB#Z^PaL&@k{M9zMWj0e6hFb2^b0?nF!c
z94@#2a#%U8&^u5OH~gTDyeGaq8cX(!`sbM49GxI<u>&IX{6~7h3;&dVA5^0p+4OWX
zFX%lV*h?tdoQ@;;^s+^Lx?6Uy!onTs0bm4rC(3@_<z?Ovqw5`xgqAS_(e8%;9k|qo
z6Uc)<Mg|Wnxf5h>kL*0c>@Xt%hDwZ5*a1A~l_Bh%ykX==i;mdKD9>z%!0A1vAe9wx
zzaZI%K~y3XAOmp9yP5<u+3?0VJHsdn?3@ucIW=hmQd&{Uxb*=)xG~6kqH^=-nO!Q5
zCa^Qh;LjPgdSk<PiwQ$vpsl%=n4&Q8Rb}rY4^kA^8RPmja9PUs)hpL*x4vpUnrL|2
zpBJNcccgS|Yf_ftvaz;q^K*-~xU^;)Qi{pLx)hTIzH+y`D&=^~`lM)2oIGl0U;LDv
z{(;Y0->Gx9H#96+*R<YTvTpI+k+SYbEL0vI+_FQsx!H`mp^PeId{xYBd97|Uiz~LW
zUiY0q-+5R08E+)Xa#NplO|E3)mIKBVg;Gx{FCY5Yre8_m7FU~6FgR{Ppn_F5*g-$1
z+$V*AdKBhs)%bdvcXQEp#x43Wap`A~P5`Y0cE&>g@7hc!P0wG3@J>L9I(a&X9sVVR
zxAPAOx`6PF{vM|UnV^%6$G56Gf9&1Oi<gp3o{bYGtPKqMA_*m!V==b9VcpH!n%$Qa
z-ckXTmg1_xB$!$>i62+3ZE3-jj}NGz(zUr6rD`K1!~W9T@W_x7P(2e(xV_c#wuhGS
za#u104~~Gis=cRtN<Mh8w7$x@<EDR&k+a`?K*rB6tNc5ADBe7t=B%*vcKvIkP$zlu
z{B)|u6+ZfeD#yobc7(|T{`6HAMLf=KNe*aA#%=F^9;H*?-wTAygq`_`g(!WH1;E|A
zv!+_J#hE)+pP#eqm)_R`SPRIMX3lz!Pb1~|#OI>2J<BQRt(o%6TqRC?C<8v!H}4Se
z>0UnJi=ym`rYposSLl!SMH{&w{hR^fN10rvg@9Z|awwn&Aq55Oa|CcGqbOqHi;~Gp
zYMgoH3^7Tyxe`tYEn}Z&*ZYCz!1L+ojSSByGjTnyLT^W}x14|arKB#$J%A4eDZ<L*
zKwrPrBulQm%a@lnH+Lk{8cY1Vv+8&sFYGBF`qyb^{-r!d{&14V6qdkwC4M<Ppc5B6
z<w6<GWqjE1@KgLQ;8jKCWE9X@GV+V6B8-Zp0u$02CCKfWJD)3kMdcG1NHj-iOZ;g3
z$VS8|8V$oC`{f)(cnEDEDnh6U!P6%xp(~m0W}sIb+^(!bm(tS@UWMCHT+0Y&{c}2a
z^TVFp;g1{o$O8&(OqP_fL$83sUPk>3I{1)RcjmlB+N2!$2-IKXEn#*mM(2lz%s&+p
z`5sizLArgY|DuC*A0#;`pzJO>vIYqMUqbm~Ce}Wv#mc`kI32|O9I|b{JuA8X%W;eF
zgvnp2`GD@fY$h7Q_~qT=*m)qN6F&o1f14bO%EJWBi$>fv>N}94LCIssYk7IuZ;F_n
zp7zJ6@fqNdXY$R9a)fagFW0a6trD6DP=MjJxU{5vNEwjws+6qV4kc6bg>6YW=I!k9
z(NR}e1_uYNCB<WSc+l3RWL&v^%l_cEzNX3ew)IH~-f3-E9i>CKFgI`4KfGagG->l8
zg8AhoTUcDTrIotx5)X}y*zprbY;1bmhK`@Gu_r!ho5Lrp-9KSnwK41N8x)TCLe(c&
zDPn%3gwo;Vs`}c76jjdH?Mac@@hh$-#gpA}KJPofylyLN4Xd}>DjU~oQ8p<`Ox`M7
zo3qU_soQPULrZm=cePM<*hRcCzv^w^{q6wx@e9T0ZGO@m9vyR@u!tTdGflRRsec#E
zypJd0ibI&tM=3Yyzw{BsmAjaz!$?5*;rKvEJc6!+an=(%>Ws`@7Dkd!jzR3Sl`r`#
zAHFNAuuA`c^;8GYL2XY9wcYlnDo09(l;NG`g7VKIMeQfW6Moz<!Z~ylW)^mQiH>va
zah6wnMb2l7heigKbgw`8SeRS3xw}iYwzy_{T7+>ny|J+-an-`B&AIuyWL4?4;)w)b
z1FWyD+S<yB7I?~!m^NhcmAIyqUXK5?)K;5P=vgMA&>}yZNk-VMMq%>tL%9aLPE{|M
z(T}O0Fd5r@r&yKH*QIh0;^ASI`}X$&<#7RdJ2Ew9pZ?_Y_VkmF*<%+k+LwOf$L#j)
zo3?c8ri~2LtXkE$-yOTNKJJ6cBa0MT6rc<l_SqeY!2d{-xq|dnT_FSTl@iAyne(J5
z=UEvJd5JO2Y3U!S4$6?_vRosi*pb)BiT9U-P>xgv>X@YHAKvGbOY*2iL$zCrE6$87
zPjR2G+DG{&3Ca^ZRbu7W>n(**23PRq@Op8`CJ=V7W9sY>d>|;8w0M`QPx<uvWb9Uk
zc!`ethdEZZseHM@ue{Osygh@1Cr<Wr+jvn5P#&`FyW}SpZHb5T+Ry3x0f)5y!w0G?
z<6+>tml^p<_#8`>9i41Hr^Bk35J&^*$nXtbhhgTG!Tn2V0GS7!3A1>FBJ>x|5^av*
zZZekyActpL#LzGC^L&ExE9@DSwxd>5`d_4*>&o-wyg)e<dTMTWszgKlz!c~h;T?28
z4=Q}T{>%A_GgR19UF#o|*oo$T^1<(WMlmSLBX<Y(yAFkdiM!m){Sba-!0pY1qw}u=
znO@%Bq1}Ff<^VtiMPLj9g`fU`#o&%R)4IEah5tdbL*pI^N>;DCPUiPR-uYw~7`k|r
z%r04+spKp#6V67R9oG%f#XyOY22UP46V|9Vqy$&}7KvK5>Q5HdR@aSl!hEcQ^Ny7Y
zACHhy+-lg`+Pd=GV}nCOHYG)x$G*HI#;(+=!d4U)#d}SP$@`Z-ve&=;x~<O5`i%o^
z(XGxe+03mOyED6B^DAq%+N|4#l$y5k)g=XIa(co}o;+q#N2Y9aY|Qv{v)7SioiYNI
z!6Do3ty<6UsPznu`0W8IwCzgS*_3j<seGWcAiO9tD77f1?Dq0Fxv4y_H#hyLgYW7o
zzk$&fv|2n`M={>^N90~_3S*4paXAWg8OUR_7ji+nL`%jsQ<}8Y9{#vhG?`A3^cPBj
z`)hn~yZ=7`DIOT(NbZ%TxR~MN|04&7L*@l-#1i5b#y%=}iN&~Y1~At6SdJOIdEpXZ
zj~Kv@;}Cvyrmx?2M9WbFUM}lX+gAFdEb(;0Dq76M*8^n{TXx%37gDO@4q%Q)@FG(_
zJhA7uji`a_#L;mnej_$Iszt^?pPyC#;F9F*H9oz3$*x|xX?v2>#`1#Iwa79p;C40}
zQiSVLj<uMR!tF;Y)UKRaZ#3Ih7dBCJ)n=|zs2Vut5$A+sM;LjCkJa#q8VS));n9b^
z_+EEB6(B5XL-nFSYL_oBvXkyICZJx+=JyKh1_Le+!nVpaJTh#b|J+OVm7n;E-MD(w
zk7_*o(r4||`E&N2*Z#!n>uaK=y&_IF-A=$E5HdoXqLBVSR3x>I+SbkF@5fp+7O(?L
zy)ZsfF9iFGs7c-d@7E5*jrc&vpQy-OC!dZf%sD~YAs3{1R6klGY=BCjhIJo#xI!#t
zm>25c$x@Y_S0_fs1$kT`KlEMSHTLr4d_mPo;olcfn;}E8t8eh}o{H*|d(i1?j3?ae
zgECD0epd;)Pxi`sM6T!TJ}eU9VKUa`ir-iH4+Xw!c^?MsD|V`w0PInj-mw@olRF^n
z;m)-9cQ|^rCT9@~qTEp75%!4uv7kdq-ZbdKkLoP)7>ysDq|7@^-?in@7pBl@5K8Qc
z%29dG2zWi<e*mLH2Oag~Zs(QKMi4RgL5iKiI(Z;g5$a*(xbC0nJt*5d7*wS&**$-l
zC4c?<-m!pi<5T$3*!Mvw^Djf#6&?-;$Q?Rl0q&mzJCFyM!@>>+=rU%b;}?od+3f`T
zpfjui9l9uLgt%{qr~s#9z|%y`#LGmAot-nT`9k3Zc>FFQavtnLwVF-e-9<U(G4ZzO
z1_$D;UwAUWqug+In2%0C!_{cS=a>UeK?p-ZURhm}a?CDT(-%$Trzu5pd2P)qwLw>g
z`7AT%iAi@&6D~YZWL7uo_TKxK?b-()+VbL(E!>{7yEkWSW@gbAmR4<PZNsl_+moR6
z)uh~LGUpLE_Zs(0q2f9?KJbAuv%@iq)`oTOZAro1v|TB;ZB1lbLRY#drxczoZf|I9
zs?71h25uZc|Dc?%n5mE`HBBuT*zt`=++a+8xj!PWye#GCMSUXN^~ne&1SNV=_2T0O
zm6jmeLst2qM8E1rd1xsAOtcy33t47!bn(i{@cn=|q#5Io_f8j_qVEPl5PwX_adK3T
z?(UqQNXy4N_lH24)*nx<^dE95woKFRY2B56SN^!;VH*Vm1u@kz$0)43U$m95r^l^u
zWtWySz`hWX$@y1Tpv4=7^u&<~DZ+f+uHS0?UDjVg;o(m0hHXfezVWSh?00_m+ji^P
zEy+T|wzLTB;aG-v!5j3xBUwSI-BdgJ;!*9s#jddAp)Hd(=g9zzAkw8-bH9Nex10P@
zn4gdKaQbUfn7zDdd{-qQ1F^FnvW6e#p9V<F6>rkf@6Nmymg`ysNZ#MkBJ|~Nzh-lD
z3-;At|8={2`;PCH=k_BD<igu6*)tSR7?KG@xZ=49h>!leatX>6^C$c$FKIB>X3h$g
z9~@md2Fs8$QUc190Y116#Bx4|`X_!q2N!I!CCq$w*uSQxl7)Q6qQ~>+5mSAM4*8Gv
z&oY2KQ0fN*@ejiX0i})nL>?Hcx!Hm|<3k-Hvo3E=K|1>9pu8)b`1b>79n~fU!dsXb
z9n4~Om;FCZS^k%R2al5f3xRhCDpg34z2J^95a$Za7#&l<@h_2aZOESNiQEx8m5(Jp
z2Ekw#1AOtOr%d0WR9Yd>DJ}hC6^cDS77)VDF)VRrRx}CW4WAgSMFVf8iJ2qsqfg2&
zX)2Id1v<U_z~X}-@M2(cRQ_-So|fF=lMy$_<iR|ESIUC^Q5KcX%b)U{(9eTms%){7
z3yPH{oqSHXpeO(MiFvkrhsMwC@>hJXUwCCdp_f6X5-Di;G^M9`5IqkM##B`S?v8ZJ
z^&Rq1LI-3?HJ&OS*$TP{#e~$wQzHW2Imp4|@ee3P%BCVSkc1-CL6oCVkO)is!IY6A
z4LlEkmsb!uj~{8_>yIPl1d$H+)6c0C7K2yt&*=Wi5id+cL3`P;We2WD$nKmbU(QEr
zbk;=Pmh!r26}A0ve?^MIn$nXZ*T>Fi9BUAvajnqE@PM&TH!?V6Yb&eX&V0F!9i^e6
zAypAOJZgWHt1YE&L&`0e)i)Yz{-vwUt)}(&R&8Q@%tj}s{nN~wQe6A{d#qpa>7ff!
zRKEW0x9qFG{Z0G&pS)?`e)p2S`QcUj;MQ$hYc;IWTd|@3K^q;Lu%lB`Ha<40d=1&4
z@-!*;P_<(9tM6KE>8kB5-L(4L9ow3pwe8uDY-i?*b<cfhdvn)qud!^6l|_G>eyO=*
z>r#dmR@Yr|XVJOC?G93+xvzKwrI|<es!x>rZB=~}MF<5+<!f!Web+E6M~s78)@z%h
zYpk!@oy8TqbmJ~9q&lL3)GWyaLcU|SexSdqg~+J-Pu$7rW2z5~NCC31K8Zxgn=qFV
z)jMMalOZN@f^6|QRR3s)2GzLo2o8CYB>fnxkYg-#7fDMAQ9K!R;<!v6-y&}0he4@A
zT0*FUB9NWEUS&`tj_j(_>X_4aX+c8W_VSpyM>5b|^*r<|a__GGX(6-2kp;=k=IV^?
zHfPKvJ6mkTNxm3M{L6mb6)l3a5R#l$s{{T-f-C#RM~3Xgu?ahS@q~5tsc%Z&yZ2O{
z-5$S<WK-#GY&LDM)@L(w%k~fd`Pc04|4(1DfBk!}+sm(CmJCQv2Wo2bJ*%&6D(PLT
z*I6iS+3M!D<ZwsvSs-ydA`p4t1uzv(`HQ0toCD{DOKz};R%0Bc&eFJ`_Tyzt%A|kZ
z2Jy0%T1kB>p33ZpvfLa7E=!5#po#K!dQyF7xF*GZ*Dk;Jt}V>Y+cTg3wEeli{1<Ft
zVb#u_I_e**Id$rswYU|=`5{Bd6D=Hd&(Ci#$a4WEbow#pV0Rgmzt7i-$u!qN=z4_}
zVSl_+Alj}y^&!<4*Ms?3uOGGGV=v{PC@!z~NZ!Q9>x=pmM6l*W(SnpcpXX&h%q*}V
z`#@(DO%j}lFyPwDZZQ2$X;sxO1B{^x<TmxqT`kT<%y_${yd%<n!w6T8aXwv{=bAEA
zq?ehOjOmBD4!qxrmp@q`nrDi9M}N!6ku|U9grT#5gmWZ<%+e0jJI5s|R#D&TO?Asn
zI(y3Bj&Mt9d6_AoOs_xj3XJrqGYw_l);w?75+Xktkzq$_Q6@iU>1Cq5)bHGvx(Uqs
z+rx&CjPC;=r(Vfk(Lgr6+B%qNQn2d(P+-7k0t&_g(Nn=L<WzJC3xZ^KzvOhqavw&=
zb|EVAasVF$2ZM<sL2y*uL$UmGH_;@F*cb?e3Q+5*JT6p;E}@4d*ykS}C3KI%9ZI$A
zpaby;>hN&%@SrKmk>ViWZYn&tAH$I-oQ^Wca10(EQu;+0$N<)<E9g5AwBhe@4nh9!
z%eOrBKjoo>rC*8`w8?oW_&|F&9u^HhFe|4%C;%xMle{ab;p?96E@7q(gqELsd;Ee2
z1WGNJfibDreMq}Y&ICwA)I*NTK*^)K?QPC7##`zPl-%`OmomuYvAVkEyTt2K;&4OH
zo8^>|c<WMDxu2JFu*)mUHa#_A{Zc|uvY9XxU}K{bwz1xnlDI7%J=Ut%?arOswzRw`
zx9U*?t}<goQefGErDicXhm1_HBep8VbmrEq-MBvEM=4x{Il3@5W+O+A*oh;PcHyz}
zcJcYA?UCo6wzDsM!j3=vj2(Ua3F}sVn(J%UB?YRNH@_RJwmEyp+RJxscYRUjoUP0+
z+0C1CHaojyx9`r{^_dx)U09G(ydl}%wYB<&pJg5x8dSgRv$ba1RyLYGF_S;~10UO1
zUTfOoT0`_L+i14@CW_XM>X+-lr06WE9)I`EOTODnlh6*dNe21?e!Ehpn21J4My)bD
zBIQacsZPuCyszI-A54B?#p1(J4lPaH^a+g~q5Ah1^!WLNnkG<}Blxg52IVLJP*O7D
zM$wR+^c5#erJc}6QPGImKBP^%QF<A=<<+fpDg$G--L1t_mlhn`4cpyZGizz_)o%HV
zlU-Vv?W)ao)@QA?blY||=B#^b#kw|EtaoeO`bk?n_j*Un29I0!&{69hnzX(lE!YM|
zY-D1>k76+19pl){<dnjuY_BqG{llZy+h4OqDYZ+jUE35N>Udo^IyPcEs)I|nmh4xg
z5dZ6c`-<J2S+u3aRexb~y}qgT-8AXGwygN8^)1_IsV_8S3Y(ks5uSKR8Dgi<%N{R?
z(ue4uyp-oVgL2azuF!Zrd6)4%o+0|N{uDr*?+rqpfU-$m;Kew>J+Nbg74O@B{OW7=
z>dSxVbi-qV_SN6`n*Gv0`c+$5V*#+?a_b8$<VL3cYw@F0)Tp$*BrtyNmORNssiU71
zH){wvZd6)cIW1!k%0F1?t4Rs3N{K^x(?UXWi!vEE;UG;~G)R%79^vjEobn%ifVvEY
zE}O_cNPYO9>KZvEmf!JAT<V{=PM}<6WcSw*cPuoWm%>myd%LPyxK*ttlk$=WHZMfr
z>0@IT7N89oYY8UZmg>S4Lm?f*^-0=Th&^8G&2`AJAuo9v>yf2Ec%XA5Zt;{Mc<k-K
zll-V|RgYEGr=u&y8l$z?goY<D8Mnlvg9>+6%o*_J=nqd|yho?9CR50G;=B5yb<E+3
zhFFom4nAz4wI4d<&gX#DE9U@6AS5x4PMz!^gS;&G9u6Laz;!S@%Sf{Dmfip2hu~$J
z<Wt1&gdD(9I`<&IvfYIvxtWX(Loo$`pi`WLMWEM@{2V<O1^SP82@C&3yDzL0EH{|L
z_Pa|S$uEZ`Q@^M>Oj%Tp6zCXbBhR8qfHm{)kiseba+rQlXBr@U+_#`B2oh0*mr?&y
zc-cSx1vo!`&^WDo9)kS4A4sYcobi63VZ{Fj9uD-C`-hg`J_*s)3J!8WwXd!clqW>r
zY0_XsC~kJIh}&v%lY}NLSCW~~HR%XBR)Hdn={r4|AQ&V$<^U7Uw{k{!b$wk*fs{QB
zjNCuW5eULjq!=t)E%BEEi4rg{Fz7qRypcaFMRSM`F38^%wqBW<w7Jum$$O*8?i(-p
zF+g|QKy}b+{e!;SQQ?bs7cSb!v6EJl^2qLVC><z+OtxAeNNL~Vb_z|Ro7+-W*Eh(t
zjgL>L=K7@Ea@|?m=B4DWtgPAg7B5Jt+?y>g6Lr#8>Gvz)I6}e^4PKr?=BYQTlgH&K
zy-fHVqX5|%;)zYGxoI~RmhI9FEduBx338hNC94#GZt>ai^R7(5OoU9xeukL#VKPCn
zK-m@@XBKIX?G(;i<M{dH<#oZ-8VW3JQ9R~l(sW)@>QkMO4_B7t&PX`uyj<3x6OGd+
z)Grodk=}kgD88sh%A0jb0qdzL&9?H=mh!7QZY`T7rFg5cV$HRAzXoq}W7T%l9*iwJ
z?0l)+rE%G=^1s(VVqGIAtY_$?S?#FpR;I02$}S(T7#h(6t5)^THp>z>qo|D<>kTb@
z=Kbao&USCK+P0y#=S4UaXm*yTCdO=hc*w3?o3n4e@{Zp#U8z=GX-1KmU)k`ND0vd(
z8x=klhQi=|PX2)JN-C@mxt3f~Z|=`nnaHRocGz4NJXityfO@`Had7$vLWI+YjvgIJ
z$C&uEdK{6OU2ogbsc~D8a^KK`b!BeJ=7hsqNWAp<m+Y}8AGe?Q>7Vu8%q1-j$pKIP
z*tv{3HOfG{<ge$+;clc28kAn16z~BaUW~);PmGk0SXe2VD4kle1@`Gzk$j-ERb_HE
zS1Pf1X<R^wlZ%BAJN#Yj@(XvR)G4Y^c~f5rWUQc)_2*#}ASsdP(L8x5XqA7tcT*g8
zPUG#(K*lUbDd4Vzi=n7g9@VePTvhpbN5N%OGL`QMrw&m1{Hc!Gi+<&bpqy>F<>UR;
zujfMsN<U>N{8&7(IMn#H!waYMAwNScf7$tue9-svZmr9c#+^WoC#vYa-fk^2xV4Af
zV%kY1Ae?j(Mm{oX{O^Ll>`G6giSo|765F=1)wVjQaW&(H`Y3))l@Dxa{A`LAY^cvS
zmG^`Au%R>ZeqTT>Q9^zlcgLV3AvoU264KEQ1rNyK*&f6>PQi;mH&TF`2z$17AlO2D
z2!1R$80WiVk?#_gq3{=7D4XED3a|QODIC9uQ-<&>V~U$R_PdFYk$-?{l)>%*ZGoZ)
z@{S+C033rqH0f6g_y77Ae!<`A%b4h$f5zl@5cY>-;!g1k?9g>=2l3;=y}ZldqE`IN
zxc@)k(e%&rR`5WMOH?^f=n9Ar@Db#Ie<!j7dCEW>IQnid-a_h{GpbvSrmagcg&|55
z$`)_Ua~G@MHX%CrqZBiQ4h|3dxz@N}xS~mxFLA}~5GakSYpYh5a?POb1GxUz8|>^d
z845Kp^P(Mb`Pc>@!JuQ(H(e=a;N}H9rON}ze(o=>XhN6bUXjAm*ROO3`ZW>DuQDKt
zKI`q5DH)0{D`}!);Ad>1yc(#xHE35fps&u&*?X_QZtuPNCwB9rt9EN<-roP{y1o0s
zhj#PMtj$YtU0htYxp|IHtZLGYNy8uYiYF7^iWGV7GiC>vGo)T;ngrUaD_*`sQDR(c
zD12pY#ooL+YnxK0Xagq2+%8$E@wSnlKi*WCn`)0{qi#KF8^u!UQe;Gvv8~2$D=L#J
z$dy>Upw|{M&1@<SUX;P#cfH`79<lcF@evj(va_hAbgoEi66b|P6!A^D9pwifPfv8t
zH~EKOLecp2th|Jhs1}!*bP(wpQZ|$veri11tB$K472dAfUVB{yS+U*5f^9dJY_}=9
z6yvq|1)HCdpP0B3T${A*%B0fbLmf4<>WKB!Ms2UBDtEtacUN2i<Ep=^<Yb_##gx+B
zYPM|t_N*=3zH7Iy-?Ce`X4I}5wz68cJ2T66S9a<yKh<Ctz1A-Uy4G)RU%q4i_T_i&
zqnSmOPwk>M#H5Z`aG=ZpjKMtmj+cZq4#+Q$d%2&va6_AZzJO7>x$U8Y26vVV=R^f!
zPcrjy08;uHZF~C6Df`6pPuTE4P35ZCg;V1;HB!-Ha8P~~$?ldNJvMDercT(^YuD`f
zBahgzQzzABHthZHykWC<X1w3Gv^eA?(oN-!_HIhfTatG^I^ypDNa^8L4Z@J4mg<M6
zBTd<x(BUVu&Z0zgb!mkS$rIRAKK<?))hF`qinr<v)t#FqTJmowU9c(oy3D%Lsl!K$
zstu*nP&vX3dtGLoqcGc>LMd(dqs*baNx|IExZnt_#)Ud2ZYg%_qH&bnX%j-T;k1#b
zEs%bZ&XMQ&IodSFvRII+O@z?-EhCD*Cf<Q<TP^J2-q_Nj9c*JN4~{KcZZ#ZN+FHPD
zhJC5EA+sKSq63{Kg@db`O<NPMb<&a<Vd?|TjO)U>En~-DIA344CAk+BwxqBn#qqR=
zEA;f>B@;Jc3yrnFjWwIsLN?=~cy-bWeAu9IoMw2qaO={`Zn|K&jn1jjLLd=I18@R&
zMpzyXa-a8{Cr21*a7n;U5fQTRxgX*2hs*zW%nZ0iFIo@LKWqmTiH{2rE5*$`lplVF
zLh_C=ZhxAr1~WkB^(8n!75~-wJiSsJz(e)V<A0atFM>;SZp%EyA0GUowiFtFMHql_
zPg)-D{=ndIKiC(uu*%o%ov?#R288F~VF4u$$-Ect7k_`LIxUlGrv$0>@GQwiVF$|Y
z1Kx*m%-~0c?gK>(@h!1*r50sqTPA}vCjA9v`1-r=+c$pixBV)fij<WbcW3-=;E|Cr
zJ96}>f0p?Ajq6tDg&HXhpZn}*r6_Bl-r#cnWhuoqo0*-rFa79`+J{mw|H1$FAKG90
z>%U-EZ+s}Fq^7jH#Ano27V9=SIc}f)<coIw+DCTz!z*_8+ErVaxoVFepR%(@r~K2+
zC=V!}n^FpIN_pX>sFsxPLGhY8ddyCrK4H_7qc(Zuh&}fMpRw-IY1`@EwZ6Sg|7gdS
z6e4y~_B2@Y6+3Pm*sjO@!YH^OUA<!)&9>cLSh1Tkvp(4)^E_Ck2K{J=tcd8?*su+Z
zOt^AE!%(YL)!EQs&FhgnlUX>BM^}uc1faz86}|b!u3fru)4uxJhn_}x{3?%G*ip6z
z2YT(?sblu!lNash|Mvghjy(Ci^=MM&JS<;T^S+qk#be=+5e)L>JI`JO{S*4RO?K{N
zk2kqvoWs^bANTk<Pcjqlc!VqvO~itfowJVI`Qp_>MW&x>!t2dhI>;i2a^T9mR6pw_
z9~>RI`kD>i{X?sCt4>g2Ya^nS;?H?&)f1oezH#}clz}aK@rOQVqsLE5LF%(DP3+xL
zSooZF_wbb3r`NWY?)VXkc755}cW&F2%O4r{PuH89HlW4Xv13R5x;kDAySunz3o8wq
zU6FF2_F8RdVpm$D!(;Y|Cm;949oMt%qO?iDSZi`G^p=ebRqYYU=hWzs%}Qo?5puQO
ziiHnl)Z&dr2fNSy$XM;br}fc*sE#a8eNwW!dgB8lBJy2TKCa={7pi@cC!WT*JgMwF
zwfXS+P5bpfcwJQ)a+1vl0kWDOMV~r3X+QO2U$Wo*+8@}JTeCJG1(@C1(<jDla(vuR
z0X+5WlXm{%r|kV}@7rJg+keyBVOwS2X>Z${`t`Ffy<~g=5XBBTi!bE$_)Dc(rjZ9%
z`t?WlI1=HKQDimflCS&kD~E!6rL6jHDNe{!IJForhLz(SG$TA^$HCK}9^^?r3G*iv
zaK!CYIbN9MJmqi?OW{C{8A)p?t~TS``yc(@zp=mf|N8%EOrZWz<>ALJc%(OdcG~`{
z|K`8b;#6as${HzUzBx6plLsJ@XIDGQ;^orM7n~^DnJ$?D2l&ZC+5BsW_{q&~J$_N-
zsGo?zlMZ&FBMt$%e)#M>_PkLQnaMnZro%Jrj3yD%F~9WOOUd?d;QOWwN2TNnOoL{w
zC{>~l5fTtG7lXP7#a6Z)P(YLYGp}$aKKS8+U%`HVoC1<($;Tm9?-9Js<B~&w$2s?d
z!}Ylw;qa;_v>Z~lM_BSfpu#3I@pO;u-wEx2=!hpT%Cx`vQ!E*IVA&tH138}aNN%4?
zabYs(xij+Ok8*QbibN=J%1T=bE$Hs8yL&u3pr8odPm_}j2%-ZN2WSGmTetAg`_SAs
zX0Fl<B|>EPzG>o5MFXX3EW<uOr%!fZAAN@x-kHqP_IOfEG;qfwJt-%eY}Z#;?fsWu
zw<{mMn+DrnyLso1@9<8HPuRrdq^;E(cIWOLzv_&yg?;M97sY$WW~E53DE@IN%<p}0
z#lH9>KjL4p`v?Ev|7Sn_Ge2opu3fUJiAmdR?%IWmXY9`PyPAxv_Tr15vD<fU+B@&P
zXKV9!ZT|KZyD&Xr=Z+t-K`GWK6MWH*n<j4Ep0O>NJkGs#ch;6xw{3iKz%EE}KCb*f
zdH$k(`HNq&{;6^68LHS06ZJsNcKbAWsPp;<8`=%qTwSu6o44)OjagfiLcF?O_m|~3
zs=>m*ubV@zRZkpwpstwohlU5G#0>auIcMg0+&DTs<O=|5m=AVPmnbix3~TUL{^>Ap
z-&(NWdg~)wSKiALMV5zbqP$@5>+Q0~&K|dO=T6yI{=#3flh3_qd*a_MWtihBd^$Sh
zC@H?dP|B+(=gJggT7EPuhyGAgbN`jM(xF$f8Sm*6TJ%#fQXKN*icNyhfko-{<6cFc
z@o)trm8T52NMUDBa@VzM13i*E<!4k1{?zT?w}JM8mxuE4V%uhO%j&BQTUlPUcP`zs
z!I1&`>=$0L>e!@z$*-4v!|kR>`;>t`EpX~)>kCq%+LD#Jt<J348}D7U>$6M#LR+=J
z&xQuH*qdqCM{`Ryzq%qNcE{=*i%?kxYCU#zbi_^_nYQz1&$yD}U#DaDP>OOxiaEQS
zDApWX85^$J=%5s4xmipRhI+_La{1*klnoR^URI=uqP@KK#9vCVlwlsL$89cZ8<m4L
z>f<Sk<e6J5crvi51zkmb?Zcb5?B7Tkb{>h>cZ1vx7$~hzK6XZRWcI<eTUu1cQ-B}+
z%ro}97G2-@;Hp1es8#yx{L|0cXTI{&S|In?@Nmtl+zhj@WL1s`ss8z5V7w?SX5!7_
zIe>hrd=wa$!pVUj6L4DQ*+59~1LKGed%*$h%JbyP6?rcMb;%rz9cQFn@Cq-NcX(u(
zbwB-cIWE(|Pj-$HxH6Z18G>hL&cNw@tQhcAyJm2{^24a=Uv*&AUjBpMu)i;5xLdO9
z#|qRhSR}E?<~MSD)c(u=`tO<=+RILSPYM%WDKFe#O#k-KG*RN_Nk=X>T{1tBBF`+g
zJU;mpc*#Tyd0BDwqdB7YFqMn?B<;|{C?9Ug4FiN=ON&EaP^WaesXONzW03Q8P`osb
zz>gfb2`!%R$Ck+d%%?sVmWKpA|0hARKQvfdywzC=s3N>ta(z)9R8GQJF;l5R4--k$
zpPRmY>h4S*VIIyQclQs0=jRQ2;3uN=r=JEWAJ9`gkLxtp5%7D_BS-A`DNY9Bkj;Y-
zoifT*HYvkF`UnXOQOa@X46=LKq7#!|2g$QSa)48WJ=Yh%aC<<Y_(s{NFQNN7r3$m>
z=en>*XZPrC&*^~<KG4Y&vWpil5kxAPxBjWVJMkQGm(tje#6Liv(D^B}><8=*kMzSY
zx%j&WbNmi3cP8*KcRTSu#QT1DKj@^<!6E{7H<OXf7)Yom=n0k#$j{qL_2)EdgMyb3
zMJG!bv<&(*5;D(uIloCl6Br+iU=XCg-1+E=`(OUxeV_ce0&Hnv(HDVZqodY0G;FI<
zB6$3)ST;U9Vv|!xeaE%A*_6^eWPGmp#;qIn<P#TUZ`#{$f5$F9`GnsOysN>Kes}!%
z8M}S^uGKf{_S6#>ZE0o2u3Wil73FcWx#3?;;v)b<6?R;uU{tzoTM7tg<~SbFD}`gP
zwQY+VP3x}qTHpAPwfehkyMNcVZr-s+7B_AC@*UfK_p-I$f6unA-L#$ScdUndW2OA;
zb?r#eKr!Tzc${fQ>GiX<RGI369v5E%>y^^W3xQH_q`)xQ@+5;@814|R)%snbU>9p~
zY1TG1uW^e6M<KfWt(P5}S>Ld)zVV^0tc4=%lbzD=4wHa!fv~ES9?tb~o^on@#CIZ3
zpF3wGlSh4*F5ju^Gai|h$qfW?q(!*3<s#sph-Ly-K3zfe@NFsUJl2<6ah*nPe;J0!
zF!8|T9$g<$;GweZa7IDNku>>-r%&+W1$bP}(&C4V!Gqn>L`Qu^7{i4oY!)4&;g*|5
z_oP)fX04Zxo~WIBn_8IEx!-rs=4MxIPBQoCV;5|AY|Ix%Ta7i_YOVXnFt#Okd#yF=
zs?S(+amCh_H*9Tv)2`oIve&Q7*o+kFR(r?hHa6{RZ(X;qzIoF=m|3&sx|G;<o1EK#
zc%Ggdvs1@T*yO~xAKM}S6qfp=?`)yOO9k)dLm{e`h1I(1PX40vHr0=EdgbdM{VWs&
z+_ZQ2JEkj={KyJ*B|j7;Rjv5Pxl>=LNUm4}Vsh5^?$U}B;u%lRxg9WpgMR*^oXZ;u
z)2_|VFWV=dKJOn7A=ik|nImI%=8-eDyt-x!GwPRG@E+A-wAvRhwJxo0_%1dZCw&7W
zk{@*=Ef97jH!d&8lw_SY-P+MYPzwikw71lj$OLW5)r<M_<-Xgjx<{sngUR@_mt>l+
z;87R2kuQ1*PZfA6k8&Y@zN;xBFQ@!t_SR2+$);F@=?@<02=GyT_#CV{g$8@351m1E
zMNIMSRh)bs8GKRD-6ej023m`YirP3hlbU{NzdkMYZeP1*-}>X%R5os%Q9Ub+UExsp
zC39L-eCaD+kvwzjj{1duq(vV5Xqd(vSL{g~zNxI9NA*>f9--hXb%oKlAZ6}jX24Fk
z-`pVwV>o4{?)cH}qzXUe)a%g88ga978}&hbi@(x!Wm<9l#aZeDQxs0Ch{OPcKzzSo
z{`a<l9-b);w~IO!*w~{?7muHo?cqVpnBNCbo$Lc|jMN~>Cz<z$P?}W9AT=(CCJOvG
z&`E_B)4(Q=gK-(wX~g@1H(po+L>zwM>mBO=dZ_0av%{Y{2mv}ALm>==y_@$y@KprI
z;)mV+X!Z_G_z6{?47Lv0Zy!?MTEog3ZkZ}e)Hi-ncg`cx!_#S~ME6eV9faiXh!gbo
zO<2T%CRslQ6g-LKO!bfYcOICBU<5v}&4Hjg1P<ew@DMM@01{07fW+@fzaVtz)JX@T
zoE?8xuH4!2bJotDx`saFfu=&~Y)g^g#Sm_7;KhuMbv~9MWnyF9AMN|2P}QN|b=z#Y
zJo6$Bw?!~ebISzhgHd|d*6Q-_w`xC+m)laJm;8%c<dHINYtn-cJC;X|9I?T{nx7Nq
zZR`;#)jYmt($?JRlZ_9SO3x<;*@-tO{!AiArYG&`$IsjJ#F%YLGpUKk==c#EJ$cqH
zYXX1Q*6sSvnxC25yW6nd8w=L;#&ui&-8XFG-~5p+{)=zg#@FAr#_hW8)s;rip!E+7
z`>_y?Ux57;?kOIy!5Uwy>#_c7zxN03j-|Qcd@#x&iXjtxoRem^#CL|J3^cSzSZOtF
zcBO7BQqanPf*IpOKyE9P3tqT`cPvIlqW~21K6VjlJbV?G{?e%@rwq5-h{h-zbfEsZ
z+yt$D*fWpRP7Z{NHWpZ(TJa;UAGuI|BA(I_oj;;gnLt;*eSjr(;z!xSB17m(h9bL?
zp!(kKs>rj?THM6Y)}ly)uq2t9U0Ji*(2$LcjVdC$trjmxRt6QnM+z1n)Yz5G?%2(l
zb-Q|J&2G%D+sxXA?Rb%U?dDR$UViVEUAnuhyzfeh*|VWub_-3)Z_Uo0Ic_IT9JQg*
z5oJMn(4wKaz2z?gtxGOB-^zlgt6S}$_#=ZAn;adqxH^roR0gJsmmfVN%hU-4_P(le
z^54y{cpaf+c$<3~F?dq1C=A#gQUsn(0J)tGn)})?0Y{wj%@F`JufOrWUv)S(+;2~v
zJ#MpF@ba=$e}A7}bNKADPuY><$E>P$sVV-J6zBK<<Q2bzn|B9jWB-7S((+QJBuP6j
zj$Fo4zFj_(oMl;~Z1FN06j5hhP9Z$v$p`Wmam(`qzfh>C5Bc$nr1nAf3R#Xti}RD)
zpOQd8!a~nc{^xWN2f!Y?{W$_=fb&!sCgl&MQThd@$QWDwHVe6Z;XoaUg_qmoq%tav
zqKqZ}o>vdwkJK1EP-s)rdd@Py!Sfb2$HGqn8)>RcN)G|{P&WlKa~|<=)9uMjdGJL!
zSOR&g49=wpE6Dbf%8xP}@O%hB&-%WC*TsPf$<7B=O6qRWh}3kl>wm(490ru_2f@SQ
zkA!8aVG)P~yjh7K9bg~oC(8pd;w6OM-N83tzq_ElA4208b_9^2CNSG&s_H-mr+7J5
zxC!u`2O+!YnRhfu(1NbqBFG8Z3CIes$B|#==WgtZM+eRWowry)>!b-gafs!R0{4Z1
z;!~je1!)<w-(jf#G7kns{Y6Xi3vU9#EJMUk(ULpc!~AY|xGxBV-FbqA4{rI(%s}`-
z$TauTWgo(moi+xYfPsxR-<5(f=(}<}3TF4UAqDvE-P?BK`ZXuzu3T=3;LT!odw4M}
zKE}Z@f_Uu6&T_3E1$9VDa7{|^79GeHW@wl=xtEs#A86EDQt+g}Xd*_TM#1HgGodSM
zOSY!Tc6@BY&t@`l^r4U|E;~#>A8FMFtWq7cfypU5cl4CKFU99uuYYJeUHw+6P1yLw
z$86=%6LxK)-!6~TZ0orT{wDL5cy6soslT~m>))EQh1c%b=C8eLtH1t+-Tc?zviYyQ
zY3=Xaww=ohR=+ZDJ9ACzYMJj2acc#)NFYD#hHXj7=h`gZ$VOqMeo=mTBcI*wwRP?x
zR$5wYth8FT(uf!9n1HE&mrX%dP%;n(9dG)h5X0I(j-q-Lv3E=F=y?$J{+y8Z7GIy_
z>3j4Y-+5#*?etH=F>_ze=s-Iu4?!1xxyQKj0sn-4+lMO%NkKz_5jvm<xSU0q3Q#^s
zi`=ra#-z;Vxk>42cWV(P?Uhd%b5$7%@dDTJDST*T+&^#JOtNBKed^48HZVAB{aUQ_
zRBE=<H)Qp_n$0!Lt}XB~4=-GG+nvP?TUc)RZtt<70h{davJol5qoXxDb9CG;o_fSi
z9Y0}1k~{7wW_(1(IWNrd2yP5nS6|>W-yD@_XmPWq#UHXiI5?oR)3FHEHT}u!MRiBp
zs)$}!n6w#1r9NCyR$a5>i=1bfK-u*tma;>GVucCNo;-!fw?VjHFn%C}LKo-IGu+YQ
zY(RPEF7W&^>qpmbsN8Wg%F@cZl;s`&!sPAi*QFF!{Z<&h0>}+3EdKndiI)voQodoV
zywdL#K!!bkDW|H3kiT-C^J2m2`Jd=rmQWI9r>yuZs!ZnQ@IxM{=Op>Aq>+9BZq4b^
zJ}STXz}KIWK|;N|%{e&c|KT6te&j9Xy)gMl9>|=)WnH|(2xXP01>5S+v_5X~LriwV
zp@CKGpu#`ZPq0sZG8M1L6aT~rUS4~orC+W|O60%93%`h&{M;UXzNkeXNNx}Dw1i?D
zZvD?~is5v!Qx4CcQx*L^;&=RA9&%U$>dEWs`vlQi4;d&gMc!BJsH2YoB|<74!>w8T
zGn5*{{~rRK$ZpC1J6(yO%qQH3Lxk-wll*c#=YbGrK?#ce5b5L&^guYkz*AvB0X?}$
zBV$km<nnl#B5)ss;tQ`%xTyF4i0=Wpo=}e20SP79>jAUCD0jx}pZOOccjkQ%i?ECg
zhF;#XKV&8MK`ud{zf{NWOmsQUK8$)OupEZlSsWJEy$;7n_FhzA$DMxo5h?kFS%MTN
ztjXqij`F!*_Af!F{JH%E>XaySZIo0wnN%3CRu&dq=|sVa;er>}dVS}Y0UX7T;}Ix%
z$S#lbnIJhnu&B7><D)*|GAysJZ+PC?Ql>eJ%!I&WKR<?`QJZs+nkHgLTKQp8tM&KU
zocL5KRX+j1&MOO3CNh*ya^E9Gct8{LP_5$1%*B(V_LZm3N|EW)MBcWY9w|tpQ?^|h
zFgr4B)lWTVeShxHTI+L<TI11aYo4C8Srw06-1^FfHP_c|ePPKq<`%6vw`v==SFL$#
z)pl;K*~*9WcK5AYcIVA&wsLvaR&OrZ=0-gF-PmA9-E3r_=E@0m#nFhZtzF;!_K8n<
z=U4*%8*Ct|4)X-ylW=bDWahA}06C5L@E958!<8r1BYyl9;PHk2r+@H~A8iyb%|+h<
zLNP$rQh(x?^X2J77n30I3WPrWNSkpJJ{cok09-OUq_PA=dh81OBVpxldsm8q6kDr~
zO5r8E*Xm8xF$)V`d>aU*4S5=pGRqg`XloP*6gK3EtFZb8N9^1)&)GAd{sDXTQ=hc4
ziQ^KOs`YhOti}@s$<4@6j~$;Hu}9AwwTn`KFC05&6C<Mv6W`vdm&^N%6i7a*g8Z@&
zL9ykkJo2@?-tc>dS2uW)(d9C%iY}CqSS(Oy)D`XQ&5^3eCByrH?+Amg3`;T6FBIoc
zgq?=A7mc@-;?vjgFRC*^v;oOQ0Pbw3Zx2>E29$R>BYb(aZp$l6R<HAAIkW56Z`zI&
ze-<gjT4WqMax9K7XaPET;-p=8{u9=#{-<2R#nFH86C#(9&#1!)BOv4}XW8vI_~-P&
z12=Z0kMc*<98R2E!%8o;Q=qq+n?U?e;0cAF-`OwlzEspj;^B7vBMr}6iX#~VJkPEW
zQq~w#V@`_nBT@iIj`HHa@TUy<=kcAp^Yw(?NPJT{0*E1?KAe}_D5rAoGQP;9Bw62t
zf?(oAw!#yC027X0UryEW^Lm!uWl)~ZBc}_IClaR937v{MK;9HD+BOz?k%0_E?0{#>
zX~X`o;rnxDc;R-cWGc<8*DH<+ba#Q_rXjsCpv+;2eu*Z)DT+ES1j+50CP9i@ObRKO
z9iQMEBo4A<q44yAV?s4vhfse(8^H(|Mv9Mra%aHmVLrJ))0rF(17`~oG0|aHE(-sH
z=v6C|nEcNW_7u<U3eS_A(-Tks4rHg(+1=rBa7T9J&maEfpVNii|8RR<X8XOE2p!$e
zeXx^WLeH=K;f=k7MVuTTnrs)sjR^p2*&oC|!l=K%NCQ83=QIh6___UnGOsd{=3)MX
z+z+BGVTZCDkAUKr{bbLr%Fk)sA1Iq;dJJ~;dTnoe$0v#FAATtO$fhQz?Aq09w$*C;
z7u<N1+Nf_x0qL_EJF-%KeYcnMf>IbJ`1EnL-<Fpa{a6J_wH5c)o!j;UpZ=tO74FS9
zzhkE!Ib+)`?)BvciAg(o>XfZ6FM8aIk3J^lc-?01-mv%Hdry4$f>^gr3|0O5Clor)
zE}~FZ`nqhqzZzGtDXqckpp7-mj*U-R_t=0f-kG(D(GfdxWXk#nhV0mdC#+k_)TT9T
z`^*J9`4|7H^}qC_)oU|0x3z5c%p=ws7w_7Rt#)l&@6>?p3`s#B?zQfbs=YV6Vs|$-
z?7EcY<<$*aURd=Pq}bg)b9~y4O;7rp^1M{ol=8kM^fQsFWxsN(y=!;YH*J2a%dcq5
zP19+k!|lH7)zf8XkB$2o(np_p#->hR@Ns|z3SX#1{z485rY@uGP9h85x2Yr#3c8>T
z)2T4=m#=?hL-}SR3xCpJx3V|lfl5Dy2>oXeND6}cX9WO$2@BZgCT*n$y%tE^R>4AR
zZ+*pj>x=T=wr0I4Ww_-E>e%?O^;K&&AVs*J^Vw1myH&$Go7{IDkL*z@+k2Affl2AV
z?A9s;mFMi~<MzyRkK1EUUa*T7&)T45YkG9Zj!cZ(sAP9cvNFQm){4`wa&mWSZ!f#L
zwBWASC1V3;Vw+k#@>RmcwGEqHZgQf-25US5=aIOmT?tZ=)SqHONqJe!MctvaQ(JKd
zvCkHoPpD&#>?vF{+;7~ae#!X8F@bF@K3TXiF0h#7_{OCxx4ex=t6Zo4|A3pcBTteU
z{f><fSz~kC#s+Kl^b;5C#IY$mIxQR@w|Ol@S(F}`oVJrsK5LIW|AI}NIAupqp7up3
zH^(3oJrxz)^URY9<x^?-Sg0g@{9-}ux=@lU>W@rNc!!i%`MV7FG7m!QoIJl#WkDA}
z2yWyOBkWGBKMzgmxxWJmCOh;vMbECY(~?(tA^!o19-i39A9+gQZn{0_eC|no&5uCP
zz_=8zqVeI@H9l$ms=w$)95xkvmtN74*}>r<`;o7F#kfs`v-_?Kc+x39o{Z9u<b>i)
z`r_|dEb@a}9_|d9Zn-H})-TAT$HfVHC8q8xng}PK1Y?&;Ab&C`C%mE^GrbeZ7IlQv
z{b23wncYE)HU4!Vk0y_vIOFESg71qmyt;5p|D!@MDY{oju9I9zgvdg89^k_}{0kak
zj!K90fJE<JV74bh6xiG-PLb>qWp_JS5grhN5%Gdw4v+jqB&^v#*~6C1fPMa%w)|gy
z4@M^|++GJV0wWyX!1QyveLni_4|gHfF9f<n?SBaw>;S?dlr|`}k@JDJ<7PqQ0FN}_
zxIKlJ?S&sC?(fzEjuOZ($H@w;JUtDp?j}rF&|xOI$>BMyK!y3PwnMmsKH`AxUvlSo
z``jM`fsVZ#hJVyoA?4XnAT{q%+zk0ljxYtm(`~8ibok@;flP6+@~PU5wG~@mUA8;7
zZuu_nts6IOfln1{;AVGdZeiXUQdEbzMM26!ZE(O9gSr$%6p=9v=(I6cl=WA7eOH$c
zOI-Qzs=f5-7nN3@z4M*-?9`c4)?DX|a@(p>va17C+ibL@FmBr;=gw-v-?ht^F4?Wy
zcYU|-$)_$_ce`QZnzVbli<Zo5A{p+NQZB{Fub}GQGtSTs>~z_{TFb^ZS~mU6MeC80
zbLF)+Y+-rTo_y|k+wSSNuKr;=^YkaBL`v4B>@4nW+U}X7cJ8Ns-j09zX&btD!j=ar
zHum@htDKm&-Xo*7H8yI$_U?x^FXf9{m+zuPi00_@gny#;<nbfcU#(ib+4SQbOmuD4
z35pH3R-n8uwfF2hH|Fj3{E90~8S=!FA-7vLeYaj^K67-`ADv%(>S-H0&V-?GCSXmr
z%x7xZPFxoWc7r3X`{l53gx$?f9|8O}17rhAG#LlN^&fsx4B_Y~I?RZfK!lVpmk_>A
z=e#<U>@>xrae;_=g$WptEZ)9x%?5W?t&dxbMZ?u(d|JDIu;1#NJGMo=Y7xg#iOojc
zdb?1@q`>krmfA=fv)?(~ZZ)kX#d^C{_p*#mAG4`b=j@S3AGgoF_?&&>{Be8o!Xx&?
z`P267<LB(+nPYbG)U+L+9I~mwsubpU0<z7^fa1-SV%sgXt7Nqy*}OB?uy<$HB@1TL
zBLhl;qcia+obi%{BQ;4W<8gl|9kCP4OKf{#$`e1T!)sn`;CDW!{z)I?V=r9o247cb
z)y5y)ye*mI#lNWMT-VtRa3x{hUB%=n3;p|q7H{nSE^4tcyRc-Ref}{m>W(N$DP((+
zU*+l4*$ehVKlhhx=;%p*iIzpP->9NI`sl<>CSE4^yTr&}c30A3oFPB>J9-{u0cH0*
zdR%eCEpHFwpPSIApw7r$LE~v*%d(~VQ(Z<LQXSwAtpH~L>FIw`0Aq0?iwKZK`ayuW
zz)Swl(Y;Zeqp#+=^|alsf2m;E4|#`<g9mqRT(wtTeqA)|@Uys51kn?(z1{ZD*8j*?
zeoXzFYw8jYF;RE(e0kqVX-0wyklX86-bE0Rgx;UMjB+b}add_MP8=@!GT8=GN&G*6
zyt)Z0{pj@q#U~`YW1%2O<#rCF@1Bv)K_HtMB31_;wlW+o`X3soPP{F#`oMV*QpJ{P
za(^`*fM|^l+|w=*J65!r6OBmqAZR3&I#?+#cKpf>nmb1avKyijA^ySOKz4FE560k&
z9TqanKP3~7G~$<O-AA;P6aRSglQTkrQCj^dD|YyTgsC@%0?Drwo;jyVDBKFW2b>>+
zU6|n)Sfo`#{VVW*^W#BEiwKyE3AC`I?77@QN1ezTF=_B*DMJw|2<pg7vS)Wn^Dr!z
zZ$IXGp{^5Vf0A&BK~uhkAMWt%P>D>?p#k8VA*TZk<;*4RVW$;^ZF|$!r4Ua{PDlZ0
z*+<u}*+zZck1Vu#`3!YM0yb3ZkN6rasYfP!+$aD(Xv)9Yk^-SgQ>F2j&-nB*Z-aB3
zf^)P06DSJf0N0UKrAUjGGsQf$?9n7kJl;ItkP<Rb?f0ElpLC@F`Yk0reb!VQ<hq+U
z;@LeiXd{X{dTYb_zH?Oy)t(ff37f3-+Lb@~wzcMFRgNL6Z}(ZFCAC&%9-TaHryhMu
z=}A%8Y8bC(ADf=CZYef=Qn^wawAJMe-(dkTu$?-3#Eu`Evg1-9dMg#bZNtw=qbvy7
z;q;-FdQhG4frh&)4c}p>o_ykRejWQ^Kp5p_!9lq>EA2Nx$PeX|$&TpIb$EuGj3N=f
zYbDyUY-A|>l03QFdBx-(a^nO_Gty-eg%BGlX4!RG(#d=TIbUSQGnD+o41SFEd^yiw
zY?Axt%$&_Ft@#dVpX6^q$^v=l>Ff3{zui(@-oCr&Uwo4a<NbO|3M*$Gx$Bv8>b&qZ
zP~*kNicMArZAc2i*x-mwj~|ngJ8b>7X%*Gopz3t2R<VjW@p9Om+c)j?x8Jt6-+s^D
zdh3#1x_rYvx^~AdU%g{juHUwgZqL{iE!5t=e9NvZHM~T8CYWm_IA6^16+9_Fib~W_
zatkT1-@Kr-=_9T@v-2w@3DXx!{J}$!P@XuBghI?Q3RRNx;`Rd0=y&=xaTqH)b{0eN
z(i|Uo2qg*N9e~SHq#NRm*Q6G9yd2k*KiAnk@#uLwd+rfC^2j50;>c0!m;4}S<atjD
zF^iF1nXcH$55ANQUJ@AxZ*z7(OOTHjc>9OdAukj_0x<l)JUq)VEyhImNc16BvG@wR
z$4zD;!j>T0MeAvbKR+eHT$h3(1usmeZrwNW@|#dfeB&iiFy*%d^x2?Q{TFGZc5>PX
z!;zZ)9*F3ak5XdIWexK%fOXD_=cy=5`0^h<(WjHXCC@w_c|T9~NJ9S!4_g2oPXGnH
zgJ=BfnBoD^0U!>)?>D3tdALC3Q01Uk0S$wvkV@q3T(>0f(|1v$UZI519sHAu8hAiP
zn;;1x45ZQFK+HfFGCCBEmj-KBilEafm`0(=yxEi%N+oIejxmj?PVH~BVoK;q&(GlT
z6JG{{P#U8M{^%;D9fI3wcBnFCCq@h=_rpw+Cnu+;%;g{cbT%)eI+olFMG;>yR4B$Y
zk$M|wJa)|CB9MP{$bBe3KLaG*eit;!yD4VmNA_fO-j1FE)0FB(JUqzri&9FxhToy6
zbc*^+ZFLxChz^UHJOHn!K(3#XHsJa79FS3Ap?qpm@ia@w#rRx9<BzDJfnHd4hh1q1
zz0iqoq^&edZckfz_M<h>CyXoo5)Z;sIPOeK{(NQc{_FzEPko?^F5%@4>E+y*VtARI
z#_KucJTCfI+p0nRv9IEARt|Gpe3~0gyM5)R4GkZ$w%nY3+>|0bq)D=i9V+_YPSYo2
z>3ou#IBVCIGTD@(yp7pLnUShFGHRRc9X|)!)hlIqpk~eOwq2XK<-5k4Qn&|)hQw=2
z`R}so-nOl5EQp7cMDgPD%-rogFf?p4ON%xmrKeZ)o4al6+1>K1)@Xm)sgKViOG)hJ
zb_b<Z8|by>u@T#?NQwGr-gaJn!=|TB+1Q2WZE<nYe&z4~KkWDa#XnNs*Q~x%@jGXY
zov_N3?ZU_SD2J4;>a<yfGpW7)+1K~3&bT5Vwcq+xm7f@^*@<Z>R#PM9Pr=zq<4ma(
zy55SE1hp$i7`l{az7D%0MdpLqb>~r*-TOhN$qFW)N~KMA+iL6HYUEV{;0s%|F@1}E
zNw4#-+$o(3kEorC<c<J2T#h80ilO-YFXaU{=}JBbV?h#f44;r)b_|1=yp@jk6Gb6O
z_k*7+gCrJyvHP23lV3`QD5OFDV^=uERr@YBTJ}emZurYu{e3FG+I3HDI;^}6sH@z#
zb;qvWx@!x|bv2*bUL3}%sw1J*YQ8|DZ;l;1XJaQnVFRPnHY$aBbYjxRk4)R7bXQwj
zu(g$@-MzD5?|$b)d-KgJ_O(~ux8MK9JNDKax9!zSv-bYw8M`~TYIkRsZE>Y;t9+h&
zscEm?YT5N>m$g(jcCtr?rL0p`QhfX|vRZ;(NmZdJ`5mmPd$p)Mcv`Th#TYN5#ttmi
z71xYyd0hWmpMF~!p!sZgyRi{RB$)4#ep&15w~3K4@53PA=k#UIa)Z1fmt6aocZiW`
z{JCPzU(A$T9X&GQFUWCze|l_4^*(4*M^D(`^tf%SeEtb`+Ke$sWvTF0J(+%V#3vPi
z@+!Z|Bh8503zqUn4&gy9AU8fF5uU)u(x6H|g_EY3;ZK=j9LGg1sVbrNG?;6A_VSQC
z|B8W+p;_j9UZHLjn8(N@d65_W5e3L~O25M9c_Casp3wM9c*#F6Hpv@vCVYFvAA0U_
zh6nTD*5<Z91pxd26=52HxqI6CfaKfH{w8FBlot?WBIZT<Fm;~Fqz)Ln@MKg(u#v&l
zw0wz^qc%X!r?M$Kr1Z(qfwCUtbAtl&0>^7dbaAd<>5_)*5l?<3=lN1uy?w+SIfoWm
z7y2y~*oY_EqC6SI-?L4)@L|KlPw@ay9WHFNio<~lx(B>jz6bc;sQ1%%>_ztQbBFTb
zMhZv<MFBG;Z>XKt8@lj490<SPZy$6rwIA;5pG-l{B3_4L637n9H}UlaNem0_Cd`#M
zcZcA+AMxmfKAC13s3M+2=6eVhJY;%@RQ&7?#XHakAZR@NP*#osisSzSfg%VHVWb=A
z5wo4R$?nemF_T~Tio$>4?zl3|LGbVtnA6IT(>xU9O&!2ED4dhq_CpMKK+ZoVt;qRL
z&NFWDmi+39jgF7`8|uxKCHs?C{=_z0O&_?q=aU_*dNaP1#!F1>g3>09R$LK=or%_W
zwuDT$@NRJZk`y;4x}jQCljM%SRE9FmM9R5icGK4DO<P=E_KAvVVtHjncD`m+@!J@<
zi<M8|GQgr+@tBwy#uqQjlO(`*U@FT0;OL;W$A_$Ur`rZ!nX&HQ|3j;N_>LVN8@2P#
zyeMV0YJd34|D%2DfB1WL?OVTXumABkRDdo2@|fQepggzMW^HY0#%5*~?Hez@Z?9gv
zWkX73T%!Eq*nmBI_PC8sj=IuC-LRv^tq)|Mx+PC7R+`G+o)!<^xwY(yve$iipf~_I
zyiDV6nfayxCKJw#=7n1*U!qe!P&~!L0a|bS>~R2cIvJ^0H$6<~wgcdv6f(z?HO0$u
z0rv-GkK{Xf2supdVoVXZSMWg*c=`Pswo;dJsBr`ZxuV5RcfXY5YQ?VHxMP3t%G-8J
z3h}OFad>b{3l5X4iG^gcOAEQ)){0hni;}xtJMqMmcI4?7t!H4+>a$mEUh;7H-COpq
z6z+Gg&f42o@7imZZ`wy%c+IajeaCrcw`CLKH9ImsXy;B%+r^_3c6xl&9=&+lnka%w
z>PW5EUc7L`jtq||-#xxtOEExXp0c0}$BwU*PbsvV7mZ!;XfF`ii5+4o!rUw%{=N&W
zI4$)<e{qj6`O$}n!woD$T;Jz?CLq5USKgsS5k^Vo;~DtjCT}BJ=nnNGLuN}_D8ByA
z2Yv?H7i{w6DGg6?eAku66y$b}UBgnF)293|vtKq#fJ8b#cK}_3%j|+Apj19aE)Ns$
z82-|{;KVZJS@6UM|3p&&`IcW9?#Zh2AZmwS2E}%I-xQO7v?G3<{^R8SFKB5m&bPxa
z&X7A7AA|WCB7V@2>71UY8H`HyhzC=zf5q{9c!o$@wEFLLljs5{FJnu%9E!SQ^n^Y3
zFkNwVci4j<F#N*QKS$@Qf0#~|gJj<acqWLPDq1!@emR2=2fj~dhHrai_#~bxpkvj)
zT!RT*3Cecjxd3;<0dJ6GW;;-}XDDbe<)+%hN#hch-5o)Y%P|zPQhacKe<~noI(aV(
z7I9se4*^jm+u^V;Ug8zfhp>{Lm=ryYL>fB;k$w~<#e;qy;w4k`#K{BfewvgHzmk8a
z?y{RQhd*gX7<ouE5RmQr{36{BEj1ZwL}*S2o{`s1{T_xS7Ix@TUBIbC)4`z8zvPxx
zX?UJNha8rWaG9Z)<v}{g9ofwwPEND*b3$xx=6vo){R=ykZjXKtK{Ay{wDW#U!oWW%
zOvnVgE5ua*^{*flUQLnyz5gBIW_`u}&9DBd-MW6w2Blb5YlD7vkx6)cW6jU#PEQ@N
zmGuofI(1Zv?WU9zh3{_J@ngsR&fq(<vwoyucxcEcRBo5}!Oy&COETa5&ightKH~TE
zHk%C_92&7BQ<LJ~<sa}kclHq};5#-qH}5<~1_z{&&f24APTEtC9Ft#6D4GHMB_}?B
zq0)MJIXd7wPg1b^$A+xA-Lk#bmK0dk|BVIPy>iQHTP>?pwE&Rvy0o-rckixRrBbtN
zZ@ytyUwzFMuHCfxJM(t;)*ZX^(KUPL&G+rbN4M?S!J0i@>$7K19J8}eoU^gB$5g(4
z)lIJ}GJgFT%8txU-?deKw)gx>u2*j^+j~mKCp$s3U+SO-z}qdEv==5%C`P5Yj4D08
zJa+Ec=WOcaX(>lizS$*5{uPH!8wc8%c+`!{MeuWkGSTHRg7Cx47;i#W@QnD_NiW<$
z@Cjxp>UmOglwXeL6p0Te5%JIc2V?|eL3a7Qx9ktT^_rd30_M?UT83!x#8>0kyJrWA
z4{0o|t^12!moMM4%U9;@+DEgtaC_O77dHGn@5=m=E#JCri??pr!u-5{#cpkO#_nAH
z&_292V;|gEv>R*7{^{_>@~Z7g9w)W9nbu-&O7e43I6g9J&q#L9ec~xUkG!?31<};B
zbt%r%r;pi7PoJ|RlLJ;kCViJ%WmX+<mY#8+7vxYbv*L@wi?YkDBKV{K@ni-Cl?4E9
zWLO<lb)&f3ZEGkkc40jU>PTTIQC$62-`uwMKe`ch>eU<d7>c-i1t^$>?b8=dOEcrX
zZ?m&UM(yath@Fv1OK{uC)Wn1hanHB%^!DYe>i+}w%!{9KxlYoX(xR=LjsKIc{<*8j
z3vO)gRv*MH#&O!5u_(KRfX_SpxikEI{v<5Z5`wAt_(7bE#FH`H9bQ-N2gsc<^Koyd
zl|>bn(<st%gvKd@&Vjy(GmWc>76|2$MG-A%R?{N=>W7!@Rn834zVd^V-T{pSLyP!|
zec{J`-2Bt(_&G!a=4SMGsVGXt|9c+v&!4`^9{Gp>4}&uMV<Cv2heJSJV1!8`zC+LM
zE_A7#2=X|x^E4{x!vwr6^k;bKpVzym<H3UPOV)x8i<?C$|06jwTr{d%^iPTd9n1#+
zyZ|ax1_%`Xe+uX{M5_4ARcRo=_Xol{c#tw0F*!0gzYgWTV5d(Q9*1Hl#l!LNIG6#s
z=KOI9e;$;DE$q+)22ZblVR2-lggIW>3;~C^dpTgmzW~yAOm0E&$f*C`$qvUN1LU;C
z<6h_ldfpy{W&Y$=ei^VH!~)y{Gg&jAvRjtIk3ql(ie$Py4^lD67HsiL^%0Qmm}TU@
zOpm0lOFVaWcq)|`q)J$TTlvRC&7)Y(A8xuLOg-~5-2B{(wYQu0#;Y&e^3uF3zZ*>{
z%2IS`iZ)l3$-=$9ynsVEAEg+P!po70R;%r2HhG!N-=Nn7fJrv`IoGJT{c@ueu$#;W
zDH>8f*zp<|7?hF+ofN*YaqIUFD0JJ>%90HXR_xJ>7wr1oIakW71H3@DW3@_e+9?xC
zfH5hdbZRl`wZ4<%Huc%(tT{EHiRg|k-I=qUg%ulk<+}C%<3F;VfB6kNb?Jr;Ng*2P
z?zcfj+*BDFe4%V^*}8AdTlYsZ_WVw_{nX%?J*TwKK61p4K6lb4j*r-g+`Zj>zRR6I
zyul>mXPM>VF>P17W%C<Nd-LYJ<~z=2rinvg_XD3;T}GpQ-4yosgyO^wlz-qrzW%1Z
z=s_kgc9)0~<3I;sQx*pYd359iGrR$@EA^}tA0H18ErDeM0Xu~#d-?ofF}`NLo)(ty
z_dEw<=Ns`9hL_6Uqxxd<{MLteZD6Qoy;9VWuj){b4N3++_2hZ`;-{XriP2%3I(pQe
ze*TlzzgMxj8;kbQm07#+sn6TRPyL`xpL^2APM){gz?7{mtlEN<<Mnm!3*NG>)~cP7
zdVNNDdTO9*pBf&pmoA>RANpT?#eVW{{S|xaOE21_7CvV_{RumI@tmD_@}dnNJ7Qgm
z`?+T>+Gk&Q!q2kz?e!^NgErjD3v(44l;0qC@mBhzMDipgKF7^{*&ugmBQv}dh`pr+
z6HiB2P_b+5xY@K;qi*ZVEB=C@v|{T*hLl&oUsv@+O-@a66&#=c?$jwJinfmn)TQbX
zxq<)q<Pr7bE?aL%)>|!`K04_`%GCITJ#qe=O$-m&O1)uMv=~IDhK7bcE=?1SlUp#r
zWr&}f8t0T&V5IHGa&V`-$cS(y8h(tA5g$7QjAcH4hByQe5ku(loDMg?1oDGVhK@}@
zm>Vgs&=(z!K>}nixATvJ3t8X<X{6!#ON9H!dWcjue`-mflX#oZKZx(jG67<}%_7>L
z5~$5Irb3r@dwpRk^hK28j`xvV|B;Wts9P|Sj6NC}DCix7Cfv!AY#{aGWhfx*D!rqJ
ziJ{XwU58&J6mB?{!}r-C%l|!$bffNq?%_g=$`2hn4O8e!sWz}9cl&|rFTuS8-xJ(Z
z&xs!mm-BHiQ9zM$$}6xhJ036Mx<F&e{2<KuARzdDco67NNr1v#5_<O{EW(`yCIOCw
z2Vez@0iu*g?3uswDTPsI_&KJ5AO<=3XH0pJzsJGvV?gHV1EmkB2?_J?PJXc${`W)Z
z%I?h1<L?V8(D@eFp$&v&A3?;ES=6(NT&{ECl?Q(457vu^`H#>Jgin~AuxwKrpyGm=
zzy9`>6F@oTMLGXGsua;}DY)#=LL-OGUi--2dHe04<y@hfn~9Lgm!l30unf%W8+9*B
zbF-Cpw_>72&^Uw0Su+1HhRo5?QQslvriHQbaZM6Ew$7v2?LC{GWJg#^fD}qTSioaM
zKI=+;YqhG<Y}@?ef|R~4rM2lFHyD+|(#s2fQl8j_!^}Hsah6;4Aa{@Qu`^t;u}_@0
z?(t#22X^hwiZvJ4Y^Snq{i`kOf9sA7eDjiZ{pxSo?(crvCSQKvj=X-^rry48Q`eU4
zvE7=DbxFDJ?{bA~<lG4x93Hf4zb5!Tv#lM@7fX57#D{|FlX>ceD8Ef9JU3Qaaz*_=
zNC`d&xvybh^E-EC(jGi%@CH@@ex9xfa~zJJ5KbP-kaFSwv3F#}U5<rSQ10&lVIGbh
znQ=&&kO{rV0rzP#8NvgaP7v)S!=n)&Q+}!{&LUr(S+?toZU4#~ovPJPyY=-+0j$`u
ziBY?F`h*=ne$0-ZJ7dp1@rb?j<T<-|>ZnzY9<vIcQ$BmnPCfgao&Egh?d+#su*aT%
z#-0-0^N*dj&wlEY_Sr9g(SG<Z|9ShuFZ>02{0l!|XTR_TJNsw<s!e|4b9Ui{PuL@m
zp111Au%DOg?(TKvgrg86Q`3@p$$q=(^3X4Z_!u{foH#1Qa?D@aqh9^KX~_Zoq#-$P
zNznyaM4=$J+MKtKE8)ESUL$H}^#$%W-qwPO^Wlyhfq*V4NVo^9eRgDmBO3J67;D)z
z29OKt6LF|%fe1YD)YJAOKk;X@IH+2EYtM!zru?(k;}c`P7+tG#=XaMat*+a8v*k~K
zym|Ju4?dz&`9gL&fD1{@b592&JVJwxe{N4<VUKYvJd#Pe3e97j=O;o6*q=s%Qhc{T
zlT6}A9QrJ%5T_4}sQ%B(oKwUfE<Sdr`Yz^@pm28?=(G5T5*%Y__`zFat7HWJ1rJXo
zVF|nrs0*(T%(UnXRwbaG+z2Rz2g{t-2*}Cc>vO7y?q?cxm1A|n+(%B2<#G4ZCL@6e
ziR$6WC$o~f9PeR5w90<~;BA>Jqy#Qd$=@p|+r#+N!+k581Of|z%jn_z!Sj4rKn4+z
z(!HtC5f4YQc0bHCbU?=ph1-e3bY4Q7hl0ZBz|?UfN+nO7A#ow$6ar>p&8yJ7`p>&T
zj?nr<7#R5o`VOW%-v?uGQIegUI7XfsWTA5ceBCUO-GdPaOJI=?=T}1LGbGx>a9><`
zWq%*U3ru-T{$)itqt~?$rlqj#F8S%-A=t4h8=9;`dB|b>E2jzYae}qw<xqla12#G_
z;d1=m>#y27uf1+>zVauwFgIuQx)f6Xb;r)DCUd0E<v@Q-!oH)SNgec^U}jvU$76hU
zi<`}+HH19I-$Vgub1qm4xF&U8s94oxTj}A&oE<+Nfgd|0gl|j992~4#Z>3N9+qIe5
zIWO0xYqwP|J+3H2?=q%vlw}^BtF(TOQ<{gr7}v8UMdjFpjePDIt6e;1&Hiqi>)Nzg
zDHto=JGRoJvhfz;{D$=}Y}n-Tri}<|%^e$7S(;KN*IHZF=0=Ir<2E$FjRw8el2XK?
zVta2}<?VCy@~d+EK4F!ExAkWl+jeP&;}M*X_MG`*;JZPdC;^&|v$9+AqdifoXfxWB
zx}wgRT#4ZmqsO7`aCiK^8zd1CpBQHjM$0l3@`TM(j6bFCP6t_>2BO5Y6IcNG@?9>_
z-GP+dcl_0VP##t{n)c8B-~+o|@A0ps?X($Fx@~-<W|N~sc4BhECbdA}$jZprkexn0
zWsjaaWxLe@+w7~^?!b_>`v+`$;iioqnY8K8e$kHq;1})mXI`>LfB47j^w0iPoBlI@
z$;N*C=WO(gKWc+dzhFJX$J9<*Bo0p5)Ty)9wcBmg?QT0Eh4+;8*|-$*it^A}U$;KB
z&Dhw8J#+D#J@fRVcIx<18{z6ff85RDa7Sa}uC<YE)f4T9d~kkzYnOA$><aRdl)^;I
z?jL@;LSB5Mueywb;uy6Wt>m9f?(4Qk&YYx59Z-}xXU~lqG(j{&mz|v&u$LY`V-rWF
z?T3Eyr|fV3;@`Hv{<r_8{qT=}*^Zw$VNLbXD>v_0Qw!ym5IJQ5nwL|VPlkJ2Gy#oB
z{ygoFgH9}<GoN-sl1U`R-{+gsM8fG7E+=w#khD}Ao>q*xDN4a718$Flyry{NaUT<F
zAird~f4CxjxO9Lz$IHX?uk4O^IQ5eUb0jk0feMRH(6exjonaF5^b%%^E4LXupai6e
zLH<b3gHv9~Lnik$b8wjlcG3-GPRAYdyc49bU=isA3()ldw~K~2&MSpO=l?qpuK1rf
z2#EXr0!Hrd8+b+1NYOS9shv8I-FXXHm4y*2o<l0G?03NGK`DNQG6xqWXP%G<8F4Ce
zWqKeKpXA6Ox364<C^P%`WE7wT9ft8p>2UOLVTNqWN*O-;eok9*mw)g|razugUPG}h
z?Z!&Mh|bVas3M*~btJ2sbmD#C2QWkMiZt9jfKH!ivBeL22~%DRMG>ClTZ%~JQ&{@t
zn4XWE#{CdV=Ox4xuXuD*#!R2Wil3*VUx~)^=*g;{qQb&2)v-(<;!;1sGuKZ>^1@@z
zeRU;21-Pj8b?@0=ciU?98LKQ@wcb|4Zyw;t1XBptrukdKQk*y^J2*USW0TWX8yK|a
z#)iH6hu^SQzx}dZe*cnvaOsL)?2m%Vo8|20a-|w~2D6LBkqLjhzhBCrCiAA!LgD4y
zFmEiA*QVmt8x7mosQY<YW!CQ+=HnZD)|D%sxZ{+GVSS_F_ZRch(C!Xp>+u)TwzgV+
zd}331>Cwc#vb^G7$hvavuHBkhuqi1YwVD(i)f^YfP$&MO2Dwqp`}^W$tM)dZ_uaPs
z)1x;0g=ek$W6xXr{G{!$1E#R~_O7k&?Aa})Gq<&4*QAJi&~Do;DIix`O}lGb)+Ht4
z$P>q`diI$0ReP+DYE@mdrEFKE6!XCkUgqN_4R+F+D*Jk4)2`32+3&x5L-oi`H;an&
zVpB5j2ef%MlQnLVkjW&wr?G%C`q^~kLTSh3D>o7-KeUFBGx1P7{wpMz{7U>2B1?Hn
zB_Kw;Kxo~K%n}KDPm+J3SfrSNiQf6UUmkmdM?t6fK90J7G6h~7pCF>2{MM`Q+dulv
z*KBrGi?Y2Qm&J-?a&)*~3h{uAY2nnPHtRcj+?C(qO3iu~7p+&a)ir+9y2g%M_wh5f
zH8O3@z6sl&IAdK$&f3o8q;*w9!#%|+$H>_W);}_4J)3p^-1fNIcJAtRTYvLSJG!=J
zd$Wst3enn9R5w<a)K{8zWPIFy=%r8FsSBrk_n4ht?wV#X#252;YQX}jt;HjY7CvRp
z*>aR#6lH3TA1{=8P0_byve;ztin72$*ZV#G#8+ST1*!TC4RQ9wlueAVb1qJD6Ruuh
z&p-Z{{U={|+P?6Kb9PP&^D|FAVn<F++o|(s?Wh0hFW4{q=YPj)6H|6;VM*geubn<|
z)IWL=+JVLmm4^ij<5F%+^5^Y|JLT1<Xwd=q6Q=`|F3d8zujnXM{&^5)`j6a^6;E1W
zxN*eI2_Yu|itUPl_W)c@8`z0g0RCYV5O(Oo$OO&<p40*0Zv8y(QB}l^QtE&14>G0t
zibm~0+lrnxXD;Un7VX>CqJulEQHaYg)#d8Lq+VmuNGK3_qHkpIl-*Aj&lGm$4<rww
zg|G7=0>RJ;oK%Q>WyoiLGccqCub_=O5r~<0Q=!WU;prdwb?^w0zo-$SQ7awraiECs
z@S#(a4-qJ?7r9jKXr3a(4Htkkz<WhS72|XWS3psbn2O^QLxgl92*QS6tVA+E?n(JC
zLpg<L&oX4X$Xn^>d5O*%JOXpRz!0XxF*x4`#Ty}YQ$8J#OWqM5fWBiK29UZqCYp#E
zzMhxDPbO~t1EYhdUn)D{xeX4(oQPZ9Ocp`r>vpFTDjcuF(3xaRd@~euxpz~R^n;ep
zypIlas)X_=ejY!dV{<P02Sq^6KR;Jg<rhP7hbMjvex7Xv%^~8I&0HLu$;WpaT{%wf
zj9k;yr-5})v*cu7w@q!=ZRGA1>w4plZSiaWv(?}Hwz8?*_V!v!%4tK2DLcG_Lwq5w
z>h@b7U6msI$M)9iZ`!r%*KKZo&UbUkMpH^1is+D(3`CjpzdY*gmSVc0FqAA5GIqr%
z69c;sh8pzS?WXT8(ayX)$F3JIdiD2d!0+wz^Tn$xtFm+b(w>yzA%Am!Y;@Qa#`^k(
z?X;yVD7~fmMSq+9_{meYAcc5tWzFw--Ig*^sY;<%9ypc}Z`w<-P+nOWv7qTyz4a@9
zC=4yGZ0p*w>X9+)ec>@{zjV>IK5^2vADgnqi6L7X=(8ooSys6k)n3~g>$mD7lXmij
zi#GX*i?(<Eq?F!1=f5lE+S60{IAT&0-%$S7ZFOVK7YFa(UbWwR`?js{nPx%W{rEVL
z`$sl?frKgaV-G!?$*$P8?;5g*P(M>y$s4HuL9F(N1AKxP6H%c568|i_@pCdaY2y$^
zdZveXSm$a<6w}W1miak&c_STS2mfH_{RB6NY`duipV~4OeLQ90tA6RJ1jk)epl^S0
z)Bb@J;?=GJ>)O%cOLD|x{gJ^wE$q5|k<ufX=pG%liWW-SckWp4t`tWpwOgvg-r9&3
zGs9BxlxOkY?vgAjKKJJ`G)Pn>lQo-v<C`|~Z~v*)U;RVtzI@%D=pV2%TV~(>op0G2
zAKtV@m7n85&2~%lu`9o@u%PmBxAvw#<*2LAAtRg@jwc17kRUV6YaE?u^QrDllv~NV
zms83zN|X5e2R5`Q<8EsBQWuQ<)ID`h{UQr~bA<AKba=>~xNtVAUSV8W*xYK`O0(A<
zd*Vs^%qO3>iWa|{UAuPfsi&=~aiKOaU_G9nU0c*blRKG*h6cSK4l0aKjB~9XN-`~=
zjEShWO^^Tp|MW>jK~y<sS|d;7(`8HT#~6^GPPi$g&$GMjaw7VSo_F|oeDWU{a*Es(
z;#-sz?2!kH0<L6Z-01~b^!pg8wgZtb;v);fEV&*gR90i`Qe5PXku?z7^h@#xv5(C{
z;xL8-9)v}CB7b>N>av?mqCte&s|B+!*i}Au{ApL7Dygt)=N;Q*GeP5}>pRYwbg@T#
z%7DzG&Qd17(#^+O)w6ieF3?lwj`)dJ(a)$HTE=OU>DE+MS)p@3(xx`t9rTok#lEBD
z#;=-G-SO4Ucp@0clLRnd+X!@YA?gLrGL?6b&wRV-iv#+7<k$1^kbxTdK7iMFf{wjx
zb9?eA{AHm}xS2e?AxjvYDZ>8Up~T1=XMY2^D<_8G)}V_H*ohyHWIi5bh50ay9fM9z
ziWE{l!bp|$?+j6vgFxvH{Yj|rhaSu8Fd*9x`W12L80>_52O)k5OL01o{V)TapX#eX
zC&^|9BHafeG=WYJI=}s8%=8&LaU*j4)P~{gpz}(!DX)n^m?g+*1Tr+Let20;6FPUB
z_Elt;qIP7fZkz9a#~OEUShL>niIyF*zW$m9;ij!F&e(_VzG;`<dD~un?Nz&R>y|BR
z0%tO22bjr>iIzc$xD0Uqsb+~4UwGrKcV*P7{ncWS<eD!gdcIJ_F2}^!nC}*&EUecz
zY;0siia}f9RplBbc&9i+Oj(aiPf6KkCzzdNUMktL>8UBFZ%Fwb9FfATNkgNi-C0`o
zk1??0&4(3Gu8|e`KZ9zX<d|4FzQ9XNOrZW~njJI6tBwxYz_BT-ojq>VCm*rF7az6J
z&pvL`pMK27UN~=~pEz%|i^r{de9-!8Qkb;hfHw*^^~2=IwO0MT6)D1P<-2Yx^)=hs
z+O*mAroD1?)?b49_W_iPHfN`wJg_L)k|Ncuw0rydT=}P-V-XPOawJ;sGA>uqce1Qe
z$C%X9{$KJ@TOWo9K}1g`JR}P~iOHQ2f5MT{pocCn_k(c9gh<(3;UfS+6Ak*8IJ=U-
z3tvrX6t7&qX<vQqnm>i$%W{54u4I33P>OR`e2`>M^01|Pk;ZB}*RGn)-?r}7s?v%@
z5g(b@7W<lHswtURUZ0cF*|32gDP-%*w(y;IZ0+s$tU9+~{p$_uU2E7!S8v<pxp~{r
z!e>(o4az2cg#N<r?X?@X{Ux`>rDa=N-H0b4TF@!$UIWozIb$v*SPMtWsUePTq_G`Y
zbt*4Ab&_`-L03AEJ^A@u03!kO3LkIDM=3^!;w8FhW6<pC&71b}cV=yVecMLHMs0{Y
ziKUzk3=eB8XiLcoMU^_H523V^J_-zJBkPO-o}@hB=?a+|uTK`*O|2()jMv1;?F@}8
zJB%N$@PMJf`q-Wk`4tUqm+e`x^07z$_`w_5Q4~j4u1G_U-0xj6CT;R1ga*DSaj|&k
z>bpcwy-JR-Bf~C-^7Fc*{3^7k=jDky^}In3kCb2cS6oW(C_8>(XSY}J89%Y;-?rMH
z_V)TBp3-Ez%kjFnKi<>pl+)`?c5qMe)%cz-SNKsj)lM!aDrYViN;qfSd0LUjj_7No
z2}XH1Urrw4noVJL!vnXF{CoS6M_QctUf)r#K3{tp_$4=pJt6s^?Hx<)v0pv{A2z63
zzn_qLG?07uJs|%BK?qUVEJOAw6p8}wr9B)D#=94?kh*;z>i@yKN<hCCMfhU@iF*b-
z#R8%_K5jX`7l^b1F_bR#>-h+8+{M6lC`O%?@i4#aPv?g((*b)4Vb7(LqX2m1fg=zm
zh22TQl#h4TvgvludtkxGe?-L{1J=QG$_Q~N91ME7yeWMeCO3=I<~S*S@(=nHN8nCD
zdGaejfebV#IDAxPQ}Or;+m;5Ft{TeGt_^GAuU~r4zbG{{F`)sj+uEBAo4s}0ZeIDw
zUisFy?d`YT)&$=0x7JaF$#+GA6n%?Fcf8%sP8W9y=W}jZ`OWtZw=@}}gnJqE<Aw-;
zoneqkmYXV63Mq#id5A%IXmChM-L~({G1W2=K*I#X1l(?K+0@jeO-)aGey9!}H*;_G
z%+iWoy*(2XHK@FC7Spd)6CLH?<v(_wktMF<;wxP!E`;s*=X7~_X<K!tI+ns+ogBA;
z=}D^|nX<~%xOGWU+7Ufpx?|^Xh%zb{`DG|3SQK&cwIXGGP6`maVB0G5rP;dgo)<Fk
zJ%Y<ciksWMwasLQGPUE!L)c+wm!3M`Q@UL4pC>xh21%jp+0=j8vw{%HD{`udM-!3n
zuE`!|iYL^c*VjGB<R*G1NG98C`lOlM{vi!$x{{xd11X;SlU9}`xv5DNmPv_SeM--+
zD*3|hn*ox!bu9vZ``d5Zo7a|YM@k?&Zfb1nWp`DS{^0_(O_K>$<=MJ^!*<?%$9mp>
z+m?RoS8Vg<hgRv+B2Mk!w<INa?xqdYm#zEuWm|pq>$dpXEB3_sC+(9je$J}Hlm3L{
z+KpTG-t4S3`qUUwn7Mm+dzU-5l_#ao0&9M8(Qe<qV{7Z{inD23D8kC~mimYcSAf_3
z#ZdLbE&6oq;AMpwfLD}!&lO)3G1?*@kpb~jW%#_}sD8Wc3USMyf*?0}ZbV_<lZ3zh
zotyURJGZUb-j(bO*x=ZRKc4q{s+})qj8V2ZYR@jClwz$GkTJ4Dd%+UL4m;sl)?A+C
zS14MTAbCa!^RSY_<ne`4;6e_Og@lES5I<xyWQp_moXgk3SIBjNAbzg=L8~-89ZyUC
zibwgtpy{B?s<4=!<mbwnkaOOhF)qul5WDz>!bsZClNT1Gal|2`$M<{$(q!IGRf*m*
zUZ=EkEH+S%8Ea{C&uc25=RK9h6-VswB}{4ZsrvwLK#;#mf6Z^|;XMuSze!$b18*B8
z272Cd`zYKM(oE+_U5iHPyD7KVwbEh1&3NZwo<B_Ljj=!_6CdBeg1_?GX~*Chb(ieQ
zJ4k*CJ3L9Vgby3&2M-;*pSnaOdv+WK4+=uC61qD)UC;`+C;kH%mZ0Eu03=%lxP2c@
zOxT?r6oQi_K`2a46&~L+<apmLK7*pDzH2gNeup3{&V8W#JL3@ktR&)oFqC+HEDV18
z@?Wy&bUkeXio!DFgjqn*MkzcojVPJ66Xxh_vs-o##Vh&Y@_-0TB!ZydkN8nX4E}*Z
z*#WmZU8YYoNnYGP4W15^NrPxbg2va^`u3zWP)rS~Jt$-hD4Y{sTC|<Unl+XetTA`T
zmhRrPc4OP#dh;FISZ!#+-m(e<mEv*^80C}~-H=%ZW(G|LOC|^uK$KdpfFda-O_q7=
z%JO+-&c))-8}b|V4OiOw<<HJ;z1eWZIA0kBZ{m^`$1)gb*})x<g3Jd5Hl={~NfB*r
zwmkhcDK1;2OR+)yyLx-xci()Ml%2lacw`(X?y4>(7WyEAbVX_S!a(_{)hZf<d!;<F
z>$RiuOTm=Aw#R~i7m~CnP^I)K?wAx$UPR*70H3s!7K1&L6G}EO7|pND`!4v7^1ZOJ
z<1fqsd2IS#;b1)4VRMUX?4n;xPK?{g*qBc)73GaO=0(JeOrqSq+?hyutl2S{R0*d&
zLm6Q5Vq#+=3O6zr@`{=5Lg;*wBd(MhP0p^|6bggFd?E~Gf{EQH&qCqp*u4*{Jki}G
z=Q3He`65pWA4?nB(`i&Ee0_~FEw4B1Ywz6A0<hQGYHQMv8th*N<UNNT?jlzE?TBYZ
zdFhvobuBDf@7{>@t*==3wLiAj``@tDD{pDxFlaq3$=cF}b!kB}A?<o}U_#2`t~KZ8
z>^tvXvG;Dy*qY>PS6zw)Pj|QHOzqG8&e2~{O0VC%?MHfelEIl~+L2>G)G-1{tGa9^
zJ2I33H!}$JM;yuzUsqndZWP9U*&#-W%Ewh4RX4uN>uGglh&Wq&-F90GwA*t{^?51f
z%PZoe{w-RL*{H=OQ^TGHe+pDT-HE=c{JOj&PksGbyz(>%Wd;Q)OvV6LnAC?^7~^(7
zDT;(=g|bkLF;ke!NFg^e#nVv=Fv_R%K-m;#1q-<;E6>QE#~1p03&>l+M`@Mh4Y%(^
zLPxzK&lDSz@h*o6bNRdsj`Bw_7k`&)xgC}7C~rcy!-sm4QYm?K8K6ysEbORPCF*HV
z<y^-{d$>}oKH$o_r$=2y`uW|VP`;yV(SIX9B#{@aQ6AzFMjjO}<uA&Z%9`@&n-uO3
zolKPhS#w?}G|D%km-&Z3IS+6ve(JSIcU~wujsB2F7Otoies);s$7_Np;*{`VLzgo6
z&{O^B-EVsZc^&XWMq~ovpU{2qivfd1kL*T60AA5$kUI-Fb{Y^jkSiSwpH3R?FJRCC
za-{_Sg38^UG*QIMp#ibCkst+ne!`Ya;7?Qa5|g6I#4EA8ry1Qp%EzF27<f4puM@K)
zf}DZMEDvyY-taB^yZau(GDM7=&rZFDJN!ZXB0QfR>p)7t6?Ao`eF>KB8B*Dbplr#!
z%Wc_#PF@0V=343`8F4eMhkJ1($-?jra78!=gNaEwo#f@Na*m+s(8s?lOUQGNl(+#6
zVtkr*ufA$MGap#%qjzm*ean^_J2tn~W2?iXHhA)s%`C3it(kedb?3G%E-krI8)q6d
zY45Z(OH09(oi9`^tSrX_tU-2gbj;43yWnRR`9f8_(R2ljFD9`Q`_!WsZFQqz*Q5xr
zL-EL&)BZx)^2(YmEv?w&Pd;fkZ{N1%`FZ>N=YP=ZQWF00|L{wa%N;v)?zEjgGHw0U
zK|6YM+D3+l?VWetwU>V2MO#=}u({b;`@OG!!(M&+eS7Y)^R~P&?@H?EP}PQOefE_f
zc+M`KIpK;2lM8Kv^1~gkyr4&2p&T%w5{~k(naFpY`5;0Zd62@Q`b71Ly5JUyEwzK{
zekWR_B{wfjt*vkPq(3mgcYGO>%<jxC*uvV1ZA;0xG}pE_Z>`uyLkokX%;fg_(*W`H
zC*_>Q$hJLpVoZ~6kDa;jg#G;A`b9hT*rQT{wtc4<h2Q0cA4#h0IcdLz0A9s7l)+0G
zHi$_~X5N+b-B^Wr83=<;$VBFLnS_b6hqLn(=?4Z;7<nAdkb|iw#&dsyrugjsbB=X%
zY}9`Jmw(BA<zM`ob#bJW7V;s1-BKx%QX2mA|MX|=>7yeyxV>T3-Yy%gjat{pgwGW_
zEiLpmm8Tt4L@nC<77%e!eRb3B+bs?F68kRstId1;Q^#6x$zESvRlCmH^=r3mX}xYO
z(XH=nT4P)Goh>c&+A7wr4QLUfl6n4jceyus+iy%^;l#^xsy<s)J~p&K+~Ul-`YVbq
z3Mh3;-RwzGmHy!h6!q!#EaVAIO@4e%yQ(&4M=-Y`%AT|puY+xrBITl2{b_!!W&iWb
z@A{ck>IvxW>9_vcNpFV1TCW{BI%dD{zy0g>!snh-x)nP!eZ+q6cfM-B{6GFf>s9wS
zaYPFSEgIjwwqR>oY;q*z^I!P9{gq$*&umkRQ(D_!0uw)!H~JIxjm*TZvO-YO>5uA*
zfXjmDJWpgxBpkzVam<3Cc%d9YLx4bGK7J-}rC)yhT;>um$N4-bFMP{!NW<k+_K?Yl
z2M@-(%!M$r9*$Iw;1*uVq^tx*`lUFYf_&Z0zZ4*EcrmBG`prME|L6bxzms2-9YvTY
z4_u*F(ZcG)BPZ>@_&@(2ZD?qyls-n}KLcS=M&!;rg|f`mY+;AEs4K58DB*!EaiY8!
zq~mGf1%32Y#!b$xd)<jwe)-qqh=}o<<1-!4u<|a8L*h%C(OTH4*G}62?yop`z9)U)
zKmD_RH7pMazK_Z<^%NE4;JqR$#wResQ&?7p0aij}*@Y{`IS3&r!3QXmVfbN1nB6C*
zAV@UPxkF?C_sxw*x~U_C8!t8PJ<4woz=I3%_ru4j?wr8k;FAVGz7nbDcz>p|5i8I`
zfI2Fd72<4vpfW57!Hs&(?z|&$D5SwH3w*>2KT-%W%qeC64it6nK<B~C^kJgZJP3-C
z$~c(+GVISw0DkV9y!Q>z@NzcLXrh*bi6Q7Cf}cMl-=3brl7CJs^F0j6BXqn>hKbuJ
zM8)gdYT9r`6Q<a<>l@bJTCmj*UbV{1imgf+zODIwwX4tGTw1daSL!x2ILwOAcQ?s4
zA23+o*sywi&3dIA@Cjntetvn$#)k&|PT%qAX?yIkC;jpN(&B<&xi&sN?l0l-HLK^J
zdCKn2E!wQGSCi<elgI4jsgw5ZcRujjC{CU}Z7ZuQ))ud4pL^Do;eYk7f8CbF>k%o#
zC#NT+%njMO3+MgziR;&I*iZiCPuN>;y<wd3{ipx*pWD@&cm3;gC~O-mi?%L><J^%U
zyQsAO+E4$8f5zFB56L?9UzHNUm-E=ALP6(IJq^MxG>UNSbnN<9_vlB6&X)Sswk9R~
z+1+NG*yKtz(Qj_GY-6+GyOhI2!~V!ynX%RNb-OL4X?de*uijX<>x*kirec84ZTIg2
zt|*EH$2}gEGF*{jG%|hMe(taT4VyfB+IE!JUbXR_773(9YMx?>2T*T5wxu!A{rRUn
z#xa}{svg*tWG5CzaCDmB>L9&LWup%SKTMPaczSsg51#~`BqskNJOMV8BA;j#hw*Y-
z;Z@1e(W6K0<*$F;e)U(ss=P3cGGWT_v56Z}`t2uv_UG&?QtGPn@7jsVmh}%#NNKED
zuiCyx3y9sNP4$sJ+v(F{NQ!IE<dpSl;k7FTWP5eV_FC)K-&?aLi>#%2$>@fyN&&ci
zcg}9FubI>oYe{jXju+OKZKb{83&&m2RJ9oEk}~N^oeH<>XNXaTcm0a8HcGL|)KL8O
z)~4!1Zk`_OqQFoy>=>);+nQ5kcJm}cavM9zUCLLljSUW1O(u_`+1-TBM=sS9M@FcF
zEp`y8N%5XpY1nVPcFF4)ME=-;tyYhFU*FzSKD2Q7)C-@oU;HnA!N#X1?5PV++t<JL
zJNB#p(?7OPKX%bt%{99*zhHNkx$$Dp>aC`I=Cd!^mwx6aZC!Q36CaKxDahr@%i(>9
zMU?!MCJW8{(yU96=xJkQMn!-~b)b@fG%84dWXQ)(P-OTsZsNc{$Ad3UrxB2cD6^Az
zJvqpo=YP+i;^w;Xg)sCAOC$lrQCql|0*amX?B<NR_(wl4#rK`(@TZ))e?)z3`;o7O
znHl?U{;&V7^;c>N;`o@9VUCiizPR~j?C7NZ<e&Q)wP(Dq;qjF|?}PZlB9+U}3@gm@
z<TgMqsx+0a&=V3ByY5tw_e=NUA1K-5Nf2E0=XI1S2D|$!LMX%X=MVmr%l#rA|M>Ah
zGI_{Q9)-ES_Eb(UmWQXd)gQ^R2=3&|?7#gl|E`-43%)PP@P|@{0jdL`b>VRzxv_hL
z<L^Fdf7PxUF#HfQXb`kc*70*Q96_T74hTB;gU*FCeC1Qb#m!4L0m=003418QLGK+B
zK@l%Cq0=}O;W8pcnV#RUC&MB8eb3-YMdY&J__UMDg|H{LPf)2-9BgWw;X|3+;$^}&
z^Ew>Lna@1&+t2^wz=Omu+Jz3%Nh9)wU+(C@Vfnci%4zMlC(9v_YA*h}QHn<o_Pm6f
z4v%bYlQ;Ph&LcEUcWF|PymYgp7&60K#5+8e*TmLpH>J4s+xF&G?D}ZX=oTASVx;ME
za{{}#gS}jmzhUcZD^_jp*|DSJHptuaO1izdY5nab+x+M)+q*kst(9H7y0L9b%Ew1t
zqqb2!W%JE-8|>S(snID-ki#~&x?s1je`M9YwyiGSwre+U`oJx1S^4Sq&%B;Ee#)MD
z<{4X*!mzX~MRaA=rj8x6>cEioO8GqT$SJ#ddq#sLW$Ck#@iDu2=8V1e@@uv(1@&o7
zymNDN){?UR+_O*nm+$_`FaL@rfu=q6<l|C=du?iL(#~9b&ej%h+MV0i?F(P|8M}7r
zk`(n-`<MUXpW6*7CzDdZYf@?^M~Cf|cQ4sQf44n(deVO8^PjTwkDT;d8|oVk8{)B~
zl!}3Ys`X0=<}qNr%`A{iF{rbHMZ>Y<%11u@+_CDMv!6_M+sK|KAI|+Yr35#)Ibdtk
z71ByqMU1v=es$3w*KgL__AlREaz(q?JyHAz$@X`HJSJseVkD2xpF83bI6ig6e(1-)
zY(pnbTSJQsCOFR5`UEOunxv;-k`H#<d`ByMydOb|QkLb|?QRt>m4oo22#QaR@Wa9}
z3xAZ%1T7lUfPd_KGMS<*#RN*4K6Z*Pk87dz2^+p1ciR^sq|YN-o<{IU{PCxsw(orV
zW&7$^f6KbInXr4koXU#lWk(9jPyO_NVy7RyXw}B7eP(*chScuklI@n1=N_(BlZ<sW
zB+I=+YG3jy8I_XO%`R@U5o4qBvejz%7wM=AzR0$?wr;cQtNvJ*ryeVk!=?JNHQEh7
z1B`re+y=RdMY!^=Zp(tK*`hpg$2CVd*3>UI__$4y4KKfcA~D7?uToVkLp6#p=iE8V
zIV}DoTF7Cio>825P(gBDpF$R&ev62>Y)TI1R_pfLZ(a2?GEi@|fm2FzPm8#Qb?vTM
zcV*cA!q5MN{ru1WxSf6UDSP8vuh>8MhyT4zj}5y_bNq-AiwfWo`eUDX(th9vKX12h
z-B2Id_BN&7sIRy&A{IZ$0E@1ulUQJ?WZqyQ3j)fDAi01={kwMvgUYW(hQcUA>_B@g
zPlMwXNDlP`Aje_Tf7&u^&Ke%X^kfKjlAw<Mr8G3I;*)%%u1S%m5s(M!nIi_?Zi??u
zkDY0h*XLLPO_~*NPg}^51b~IX)Z|gy(763y|6l&DA4%g_1mkw2-f(3Y*&m&rupj-Y
zFKIy^XU)l(vlMbhm_-M>vE0N#K7AY$aIC>o7O|H{|6=1sUN{6$;zJ%?Ih8%i6lqgN
zD5z)pFVW#2iY$GbVA{nEr=vdLgU*I5U`Af#t3R(l5rd@b`i1%o{31U5MXGxDF~f5Z
z`Te{9)&JYghXtw0A2vi`3n)3uAz|15)R+Nf`@OI~6j%14$+9aA#0mCOd^ZRxpG^26
z6>f8*0K7dYL%9t5%JZj#dsysCtjLiIs1x5e%>(gLc^($zj&c}&e4uRiD_;l79KSdI
zQ71&%mq!K(^<?a!2nWwTO|;dXJt=PT-;;91V52bZ=k1dc)xFcSUilA5$sOjC!Mkl6
zWFTs6+HRv|y;4N?HtSYjp0$RQ)hlnjVwYb2Bm2Xze${^CpZ&7^+CTZH_OE{Fm+kj{
z>$m&^8(kXEnc)Bb%>8GOWl5IbiJegI#S@`bMrxg<MeFGqjBa26EP&m?!ob-vEVwWN
zBw+>`m&5|FT{Ds&XyiwJq2UAf3yo_utYJA=V3)w`C``|wRaIA4RhP)j%1W(5i>Kqg
zcoD(>@0{x|USwrfcMoQ==@I^}U)O&8_&I;~>(?*9Zje<f_4$qzPg9C{7{w*UJW(v!
z!tA15zWj<5YToYNyK8U1^IiMixBkdJy>(OIW6<UV9_LF1n;k3K#CXZu#2f7Fab$Ir
z{evhv_Rsn`zyL=HQBIa%TSQR;zMv~%tR4>vFfh_sr6r6#wH)N%kY%rJM*yTM<$!Vp
zt8#1-q(%XvH26A}({p6VMkQcbh1lHOaG`o?vSh1`U4fJx`}RjSY<;Wd0v&eWVFgTz
zpHJQbKv)GQPZ#{U_w5v9jDY6~?Ug5jn2E_gAW!$MC<T57c6T&6Y5N(pq_6BYZKYDT
z?Tw~&Y90GveMjKovp_iU$)CiKzW+)#qdE3O!f&FL>d6-Xw>LL^wXRmJNU7E}8K_x9
z_w}kQ*LvM;P2dj8(QoW&^?35<JZS2^!yZ>zUaI0W4<=Ubr+YsJN`1_vfv;p?ogd`i
zZ<(yom+*yezwtEc3;YP{rAy&lNgHudjPP2di?p=g`wg2ZPk4&SFtA0iNcFDUdcAFr
z>I0(DsM7(^E0(bX(Q8jyj&r8>2Gu`>l63}#tko4T+#eK3?OLV6@nK9-ht+nCmxDno
z@WQ3&&8NaQ>zh{9B$BN!ElpODsYrkC8`UGaST*rI<(gC}oRw3&9V94T;sahv6Duli
zw2Ku;47g{vgCB9!Mx|$)1bi4LY`_bVr-KvZ4RjDaV0vhLApYa!z0VkBN}bvFPextw
z@<F$5-+TK#`<?&kj})xDhIo0aYd7!Sw@poU+v*pe5NT{6<2a8TUT8L2&L{8)M<y}>
z^mhU1fBIH3$3IQ(yuj8a%2q!rFX|fgjVpC#ECwBe9$3Z^PlSBTs^0j;YG&{OZ3r3!
zd~wRUcZ@ek<L+Ky&@1-E26#<z(c`i27E8Vnr<a%Rd-3&09D0m?k*C)u{-UUe<%Rm)
zq4nN!{-v$7+uKi{(iY`KyM4kC4e&7zKqbuEt~B0$8OjJ3CTIjbXov5~7Vo%4mdU35
z!Vc`64w0|Rc;e7TS*l8H{T%|uahixm#3y~wBhe}DS#0qA;*#^R7dx}mrRNSh;urg}
zv%S=k?OvZ=IAQE*j!DGxG(QzEob_kV1S=hy{_t?}n;434|NTrp{f0PC4Nv~PFgdb_
zFh|ee_e2Ka6^!R~P<)bjI!~LW@41h%tQ)2C;6JHRVv1HqVU-uMEJ~tY8f=QgAop0h
z4+U~)y#5TzKJ!d^J=Of!5&sm;k3+N{Q7`E9lx*;OrX{>*pZHS*|I+~W$ZpiXC~1)w
zW$wNb00&aQ-927p8MeKFc<F~1uNnfsowoW%3gn<8MN{9lo7X<FfA{;}v_Jg4e`|mI
zhks=6esI%1xOUHO+*`Fz?ycGFM^#&`?D@*>*wna$mC96s2rKsKvA1w&r07D77wh(=
z&_BKLiT%+Z{wwACTlVQEAK8OPcdb(0uxe$~TD6KT-@9jToI7d%```F0_J91J|GNF>
zf8#IOuf6fI9iN!+QwmUQ2vyqat1Ds_z;RCC7vT+u@nt!H4MH1`Gch@C!`Vx4&1OyM
z1lS9s4w6g7yfrFYw!OXOfCI(L7v*RJFLmMOqy`8Hxb`zGb=_)q?86&3ZGLXfN&+jK
zbaCzGWBa}De<&r~wIXNBs(y9(v$E2X!r`;G?BQfZ1)zmurXBD*pqW3~<l{ts{z9JW
z%5hb+gEE=|);k?uDC*kk=9b&7&c1!HwqqaMUHAH9(zwI)<iwxQ0ERFq2n?%M@E1UJ
zH2cgiA9p~30@Bf;?4{)j-!Zq4_VlY%jRQD8+6cvn@=<zMKAGE<BUk;wJ8rY^P*NyF
zSzY0I2NI+qz3S#loHAt@1)0-n8Zro)2fZ;tpO8b|@9JOrI=$@Ut6&*mA}6P1B$ZKK
zY8$7M04ST9W`45KwW<K6s%Hax>M!;H%RN{aw(g(+x3z3{Ks-2Bu!3xHtQ6-|tKQq1
z6m(RV4lCON&2>#iA8)SO%}4j_?#d%uuWngGe9U>rqpBk>VnSm88$1d?z%VrY)7+{%
z+dbG$!|IxYCh9I>?Z8YEWx5x?Smg|=P<Q-`Oe+0FLUJX)xQg7O4XuYJ@GI-Ls<Y?-
zFK~9Z%cVYx;i-)SK>>bDcem~Pq5trY-?4B0!S_^G`g7P%CO}s4l#2HPO68I!0Rp_O
zj*pQznlL6f4(uqy|H7m`a-NVcba7tczQ-qFSs-wJqQBK}=dX;n;*<(_F481m6|~5B
zPKD~C_*|o$C<E{npo@Fx9bh+wXa3YZ#mmYiE?W{3zXQssQ<NFwg;h+B@^dRUH1I1_
zfDq*C4iN$`x0FX5`~v8bCwqofs5b;q>0^lSL>B<2u0bQ{5b**`#!GvQm((uG4X~>G
zsjKpey7Od#aYefh>5Yw-{Swd(TF_?VGbSl7(TBWJI`078D^Zjss{juRnr1X~8fWRf
z4Wv^t39E>wFy)i_ub*$9ry2S`$z<;5W;WLzMuX+{Ce!fj-f#Jffb5>&6zWm=jsN7|
zyBzwvm-8O3lxJq#edy=$-NyY<6P}1GWhV!}?g|4llaOd0H7h&IEO~pB@al8?q=s}+
zwtrB8Kjp<BN{R*{;?amBzkUTBCMx0s?}*_(^80*~!V?XCRQ!KG6M}?#rFMk-sO_(J
zwBxfD6Y=^j?cnk>%TF&}UzcO#8~z?1ekka!lnQG&(l3rqP#Os!?y$Pls9RkiaBFSV
z)*dh0!@KwG=FQvo5ci`cyZ>O>nr#748?~mCyXDJLbn4lmf{jhg+tk8oTR3*czW&9R
zZGNWUKo~H@>dfGtK(#<_w^|db+p&79W$OZS-xOf{M1Xg5^|5VltXfNP*OpgoXn)tv
z&raF@@<09$>}y|n)#k@WZL&CG69Nlo1hikje90CUPuga^>7bIs;W_JfU%Vro@5iW3
z2r#qdqn^E721uTtnUNB0SfyUK+36`;SzhvwBfRkPOa3_V(`#4l#_c<HY<AWr6+WZ*
z{?dqO#lGZ)6KAZpRdJwj?dnyLo(G5fzBjnh?%2AN{zPs>^k!?uzOAfn3$Sps8IQ0z
zc|pL3mjaaz*Z_~9%mKu#+97n~2sr_Y3~VtRQ1YC^%n?{y^@ddizWD@lv%M>K+cvhV
z_Mp<RPgZO8-u+Fxw_bH|aL7x_$>l?s<oA=Bq>RbSAKfY&vYH()IDKd57Hsj%X&WlA
zg0Hv=j05aL`EeyZt3Ixrh~o+p#h6**;-@S1L~f*Z@aJb%E4{Bad0wOscO1FIoBj&V
z^7pnXk5INzUQ(dY9}q6bVHsGB5y}najZzGSNFLMEv-bG@9lQDIEwv}os#>0o{$e}Q
zsk5hS{`i7`?w|l|$B)T7Rvh-H5jl;$J++gU;@Ue6@sh5siZ$vRwzPELRyS5`b!)>O
zXdK?%TD2QX5ABA4?{!^2esIt3$iLnZ0A@m|E-j1}Y`j!-0OD1U{DpI(z46GJm2KE5
zO^yJ>ynNZ(>1d1~XGCW;g<x<r@fo|x2!GmmQROfh6bSJb=R`|biW3G%pX7YJt*-zk
zZW`m2TGh5|4UPBUzmWYwXSw9Veq_dksHCv{y|z`is&?bnvc}P{t*@{7i7lKMp#;7~
zgs+qXq)(kYZO4wE@TU;u2M@rb^eKSG0UNxMfj9@X9`6v~IA1Ehr_KC>Kk4tR-$^T*
z_&)$t@K-OL%7}J>!%}$ga-@sA9BBD{<QHj(hg&wK$@2Go*~*)9Z+n0df7(b~>Zz~*
zc87T-Fz0U1FO?hlI7k#hM>SUY_|bR2^L^hU!6Fu8h*fm2i_(pj3iiS)SNy~m(ve3@
zKo5awq60Ke;T}f$Y8QT_rHvTsLYzb|Pe&T)oaI41se6Qlf3%4{JiPb*@VsG;=wHGT
zO$g(I96kSxcHzb^s~>rJeIgHEXvy*qnh)AHe(@V#|L0|XieNaqak0y9m_#J!6u&=o
zM<jmw?+=Z4P%@rRcCUdQ&bY@vgoEEDZ=yYsWz;SC#sJ7}Wu3`;9?A5%v+|QqcI)Oy
zU4H_DP$WZ0LhW4a;U+)7>C4+A$9*E98;_5T!IBal)+x*AnTB{N&X1esPhy@dqyL)f
zo=k+%hR?IlHiUiFs>|I)RZ?;f$=sMjr(B}>;C{>Uxj2Ki(`wtQ0PfA}*X`r?e`p_m
z^r?OH!7cmr#$$orO?&)!!*1VyXj|JmwzVa&+|Jp+a7o4S812Avxp9HIU8`(uT2%nB
zUfZ@-vn8P0v^TDtu<6-x3Azw4{${U0;NIq%4M-_U`&zZtwFj*Md+Tw{HtRb!B2bYp
zj@jy3#qx6h>YFdw|M|c8d$zDRV~suKBLL(d1dsykO7RV=J#$l2)|A5D5ZFa<i}9t9
zMjUu@q6Cjnn*xuGTFpTcWH@!=gx!1az~hgP(VheUqSds(FLk~8(Z|--q=4hWcp+_a
za>~ZWCtO)nG*LKl`kXbZRa;wMx3|CdJ>PaQHaTGj?UuC!ym_?CnX0h(%+!RhF7sLE
zrpoK6UWNRSPYybwA%KJNPPw5JSz!u6d<ZNCoX(pS(W$y^8v@qN4o73{scmdEXgIjP
zCh+^sj~?4vh0jlSJw0i;KFxeS&wak}{eVgy03zx;tx1ZgZxd6~cJkr{KSB>8_)4!U
zmaL7Q2E``DBW2_KuW&>biiWsxMKMJ<U_}o1M?rbr^?#_a$Ww|AWhv#0@(z>6m*OZs
zikGs<$MaP@S8($4doP>%5MS4<o@sRofA+^t&rI8cI|9R+C@O`Q6J!orGuh;&%kkN1
z+iy3SciIC1;-b>CvRdYI;RjuR5lvGe|5{wFUbDx`%XV86&wJ|v!WvWS;;B{f+5_EJ
z*d`)yStu86Y;4TN$H#42ZYFp0nzT*GuOzSvAZDIAq424RaaBzdFt!J1?C|t}8uEmK
z7wOm*)F!g(ulb<2K~46p5^O7AwH5k|j11V6#!8v}q~dKX{!HQ=pvj&1%&Fns!_yAR
z5U{ORZA0y^>;^wV>lB~WxbA`a<UkWfCd`>Xake!nSl(>dg^OpbTG_I?CY+SX3NTw`
zSb;u${*;}+^rCHVZF%1TzM?PV*u~VpfGMo=mcnB)CI0bn0WrW)#t%MWb6$Z@6z;%@
zr)uy${1JT7<4cd90W&xv@i=+ArR;DAXp8y<UuFE}VYp>gCUy0^{a(DA)s53<XkUz(
z7*|mSVaSi5Z$G%BHzJ=X*W2W6)4gmyH)^d`!@l?J?>o&rKZSS2Gqjm<3#C!J^77>#
zZK6Gt9p!tSWI2XX#mUWhODo6FB8!*R!`p(tEOO54OS?Vq@Fx?0$qlRc(I>P?Da0pE
zSLGivCF+yf*lUNE2Q4TM8Xng7$W@m7eG(TWbG~sf?mQ52xc<t||B50!Kl4)o!&~bQ
z!vQ@+B>nr<P27k^Tr)5J+|3n71km9TKl#Xb+AuzdlJT-|WO*P9h}-kyD$lG=VNzcD
z#V;$*1&OX6Pyb}~bR$MeImE?{JNrF;0+UtST`->;?z2jyy2JR%5RaA+maKl<uivD!
zKic%i`*G9!`xwf2vdnb<la+ti#*_#22>+*9kLlr}sQ_5dKZ1H!`G#9zr9#eXm8Lzo
zyKL{gbJebW`pDV`QqFT{Z0_tUws`3cJ9hpxn?LuG&78h$bEhuZ+~R4=kImS@kN~ul
z5MONLxG?e)gtdkF<2E@n?}D=;VAhoa|Jv)9Y-+OPr!>S{-KwL2+i<gDdo6*&ot6Mx
z*EaTY)}1|X!{bv@yt}p`g=Xy?yK?Hd{lov&Z`iTpb5`RhwTXE@DvA$MbT&5?r{P;Y
z_Ee9`j`C4C+XB42+{9U!2(NshXyXC{0Cd1QV}nn;o;<N=w{G1sKFGnT0Ib5Y@;g62
z?~3-uC!cEkngA>NjYkD2rtJ8cv(}U{ZZ@h?z89@k7a$b?{qEau+gi0La5G|j9{S9}
zj4f}~d>?UP_`t@?0_25)nj|2^8O6R8LZlN~f`;r>^%Y^2iv^@e-TDNPRboMFKT2&|
zblno*XGPc_e@kF<4l)4aalLJ~H>&pjy{!PLeddr);`*my`tt$^r59Ny3IZNd9Alb9
z96Np5_M~)p8UfgG1ti7NQ=D#tUmbubAHO<43AY1O^+Uwvn(?^8l2UR2;%QO3Qd}rT
z${_(p@g3Z_0!6tgt=At#nkhKNMZx1uyabHh-|Nz+H04MACNv3qeE*)^zI8`(l=y(b
zeV>FWrAxT80>g8Qi@rL_8N-5=zF*#7q$_f?p6Vl>WCd<O6E*e%)3?0n22FXvi<g`^
zh7bDYm2PspY^N4x#b>iNE8bq18Mjl%=EP@ZUo9_}3ZCCcK5rM#ofSx)wx+-+V<SE?
zBVeQUv1i}6=%_wvn+`9|@wGXQR%7cCedi!g6SRr(f{lrf3prL+Ia*Eh&|gf3)DSh8
zHal%qR}6BV7boHKO08*Y^?glh<*$gLA2QG;aEJUl*aPV91)Y^IFJcW0O6GJlfza5w
zeDR8v%9@zUmd7SVmxAXtr7?W|;zi$&P5ZnavH&Vp7;!tV(6{ub>gRh^;W2nXSLct!
zU)0It9`c#%DZ;XR0$3$J34hO*c*JoVc?OM?pTYu|1)Z=SpDX@ePSA!jeOnH7%<2hP
zCtr`3wTT4u5q_BL;(5B&pQmM<P=~BtX*Cx&^g?E~HEI9ex8CwN<mZ#BUH0VfIvv@%
zbLHhLz7@yETvi{aT~-I`OM9uHw=0FoCg4w*v?=NoZR@p3@yXNi5$VZO`T3Rjgn1j$
zDTJqZlo5GheTxQpW%+p@=$h!}bxXGI9+TeTNPVsp<{$H*9$6W`^mD)Dai5pTy7hUR
zAjne<BQKfE39b6Qe^QfX!9A0TmwyW4lH4fk&!oZNm(p<M?<w&@2tD0=PRoBxL#a`Q
zm;9^@v-)K>9xn};^mo*7Pk7utKNICX-F}XtY2LiPHul_~Z({KE8~W>6_OL!7WHPJ2
z$VWEI&#5Z+^^b4ayWjuNKK%H$)jLJ&<`-?ZaM}*0U$*kpf@c3YDbigV7~WB$u5}NF
zZNE5c6Q|GF@fR=Knb+R1i?9EJEu4A521W}KUL*EUpy2MUPyGcaUPc>1K<#&V&ME;u
zVEYoN-A>y<fj@)I3l@y*Dol!)mDJ%;+s~B+pf1~3v0$g?ChR}^>))`m7mrzGYu$$0
z>^(KBcL%JKFPe>wTUX$LPuH@7Tif22;@<Q9vrrj9&5Lv)6h|D;=0`a!e%OyPgBAc_
zUcTb&U|v3IwpzX_!J}BtDrTiYjgx{FAW)`*0@*vf)vxl{6U*1LSlOGO6;PfYv-Rz&
zgBR${8N)n+&P(C2zZVcOF)`-bC<X^c?B;`2`}D!OZC2~P+DqDXU-hk7wb8VO>ae9c
zY}A{+y<$b-%bOKn{pOt5mVgYvX1&_5j~{Q^J2#i?`?uG9qT+q6I=GT}hDkj3Szi0`
z400tY4)0&dB*ru=?Hx^Il(VnGyMmJiG{kf$%5<xA{Wd8x{dl;?*MERwY^?sIN8PUE
zbPeS$D}d&2s8fupgOmOTh$m&|WqB~NG3w%RJbwTX3Ks<$`BR>^!RwW^#lz*MF~~6(
zPA1wF<>*JS7a7QE7heJ6#m$_}6w9`?KP*tF{uMY3Sv)AvH^5<4mK*Ha;=-i8eC3pV
z>9vdY<yX$z3#aGp`0RvTJSD()V&1NtIcDci&e^HO89O;YVJDBz`MJ`3s0E;0@X6b_
zojGyBk1A}6U#j9eK2j0pKp;3ixy*4<0fu=ws_P%0;YCsa5Zhe{qpwHvLz?W3`We|w
z8vKiMsyj3Sz&kBupsq-)mN*HVK9mQqh@~?VvD1ERjK>o2#n0&{11R<nIS7akY0Nyl
zzixLmZkl4Rt5<Jn67o>uWmpr~)0WFmc$&%S85^6J@bS)P*YkXU173ko;1TLiAFJMg
zrC5QCl}qFV*B);<U(wFs$B?b`KL9eqqN=nx;v^pNbZ(W8m&sN4@QtUF^^}?M^pu7F
zAy4`w629~>LgLQ}M%=7iCeC<cnS8L4%l0a^xX`ckA(I4u2~OeRe`w>FIkwyMm^tdN
zI`CCJ46>3qydMEb_d3!xXa?|f+C^KvE^er6lzlkHGs``El=%nnS9%W*{6IDiV4Y@>
z7d%26Swx^+zK}rORYtPJ@r4q2JX_g@pIEF(v~Y{N|6X#;WtiGZ+_03TvA~lRjSF|n
zK5z3=SsC6~eV|_v-a9lH4Fc-l@9_?n2{$Y1;r2WKg_**U89F#~dYE6yr+@aLI9ya<
zVgyg;LHY>~eq88_fBe4Z9UkuELrN9)V@s4@tople7AFRtm+wCEOAeW+&ofLA!V^H3
zUIsE=Z{_QL9!({Rk;8pxdim?(U*6GQ(3pskCxZ>Q4;*aVW`+S2bn_}?aq#ETOXKc{
z|Kr&w&9nTH|1;9DneB*oiq~(GNsV$9;`Xrq-1|CVW-(kD@F<!7G`KN5oJ6SzfOOfT
z%JE#gcI*15_UPfNfbXIm<R)xzv~2Az%J9HASbbx4**4a<r65O?8s(6e9k$8IF`Jnz
z+C*7^Zmew60(Eoq({}8{Njr7!qRpSaXvYPVC&wpje}JtQ9Xn{(>>I!QRX>qpfPIYu
zZhHcogRP3~H@D3cXLqM-+nWM`oju#Ig4LCFMBwt`v1$81{O5n$zWnATs|g75NniiC
zM6+sb(MS;51!i-5(`w7>{%G{m=ALy1hyAEAgch@Ss5UV^W_)Fi6A3t}Ajg@<fLZ~B
zjkU+t64*R__PkZMw!N)qFJG2l!#=rw%^u%>D4=n|21bT#PHjE0aLiU#9tqGk?A4cF
zx2?*y1nH37fB4YW);IlZ<3R!B*<<sz*Qko-2LdId@)I?4Lw;r|TSIdBoPQCIRp;7H
z>@n`hpB3Y}+<ZuYk08{WyZ+U@s><8gZVEg#RCZH<eAhPG`*vf!Vc-4ak=<C@vKprh
zh$b<9!t^=+L?(Fe^9|*(4Mt70g05vv0(e*8<l>x_j-R&?jRWUX@uWXqrcTN>#y06A
zoB$LNiibDYBaFFIgvSR+SV8A1MMqv(-7A4BM33v&J(qiNpUDs9#~Hf-gQPrNS?b<F
zfWl&xo~;C->~MR0SBRSU$i`KZJY_g0-g<cFp53~AUzH8e(xbm<fQ&wU?u?C3mQ~-b
zABhGaCC~Nhjtz^~PfX^OhW(jvHGm;jfOA8fWh?+%2w=-rn*{;l1x*s?rpCqBB^xW}
zG{MtkPqgHe6jp;d_KUB7@d@#%nHj58Dz>z=WUK3|##a-eTSqdXu6n?GHG%S4HO{t9
zPZa2fwrHf`>8HVz3q_loDcYDOfJFgco&-2x6cEbi;*;k93FsUeCg|-Qn9<w6<k;m@
z2bH@w<nfbnz7<dr+;aM1z0V}i=oe_RZ+T5tRacDzwgcrx1&;4sv-@{%*u8sq?Sl_)
z+V{Wx1H1m=E%`6o=4!<@*EqR^JT-Au|M+K#MIXL^NMC6dr@{qpHSVD~V99|Ybx>`5
zr8-zsSMieS%x%E5s3$Ae@P+e);y7=@Pw<y)ywE3b#bQ7PuAKLX0{~T?@nlG0@^jwv
zG;C*4x(tX#y`VFB1`olD<WE_VHy`RDA6E4b%jqxEc{$6U)lYXTfBKxG(RRh7Z+++c
zeo~HuU4c{hhIWZFEMF?vxyu*4-fXwQ`spgYI`HD6#-r-Z7MmDbjBCOupEgE3w$FGQ
zy`9QKJjvLn&v`;fy{Mm$S5E^SxTns<kz4-Mg?xi9lo4rp>PI}MDe>q-^;wEXxx|I{
zoJLtZ!d!N!-p&ik-}_4GJ%6vmp8bVi{tKeX^D{r4J;ST<0-c*9mu!$TQ2owt!Z*do
z_(1kCl*P%eS)86b8)%1Vb>pK?_x*A88ztg=!e94UNO+Rm4L1=+haQ>`G#I~-9!K9b
zP-nz>mWeDqgGiH^C`rGH(4(Q>GMEVM^Y;LfClE(ixZIEEJ(HD_wS_zm^9d6{{rNv>
zj%0YmK%=9{xC#0t`&skskT9PYhDqU{ACG!LkJRSWKCb)w+ygGyliT&HKXTpIy$1JC
zZqM%B`ow<l_V;b(gn;Xr7X{3UHZ?tC3j%tx#}_^QZdVGCeT_q-BF3J-?8H9LlE6&~
zrK=e{ijO15*bhb+_XSp86`%dI#hGJ5MB}!2_M*Ld<$|3*HZFz9XP5;}RJZ+3)4{Mc
zD%RN&Sd`%9P4KPmfZg6|+O`z;w6yO(`d|MIJ9TQ_kJcJI7__d0@u0xMeytiOT5K#^
zbLp<NR@YqEUEi+Taz}JfyW3Kj+tr#_Sio$2+_xvd&r3_oz6!yrnPi;tHu}w5w?wl8
z0hS9ME)KB8Q>O)zH|+MUoA&Xw8#XmLq4pQ-*urs51ST|Tkb)IBy>Q`@pKDC{ckkY@
z?Tt;}o7`=;HAy((k8hjREgLV5sw@Bor)%VGssu1Pu$gk%6)Ci4Y;aT*%D&#%v6^TC
z=-sM_CXKpm0O9Rs-L@3|xGE5Q{jpttu<GY5W8hyDdNw@%%nhqGtf;_)fFl&}bb*y2
z6L{~~{KAaQp1L3<BSk9uhe8Qu;>yXv7fJ|#8OkMD;<*w+`H)V2C_YzWitB*c{h*!N
zF3}Q-3LEiag-i6{Pj1R`utVM`IoZSes26b^RA+IbzRKL|!hM80NK)<-ld(<W)0=lx
zQj9}I_VVcq%3M4tzL}bIP_ffwqNXvbKIetbhuaOiJU?Zn5--z<Mq&rfFy@34PBh_z
z6(ges-$OsjOKX~hj*pl91O-;>_$)N_$_X&@xohe`d)V>-5N6_c|K2@&ATV6fq!Ky<
z##`dq%1+ZZw|6wgnocXEGb{W6pxQ29G(524h}o1TzcZ5sn-n1CtBH(x;xPVMiH0`x
zy|2Ezj0zeA4daD9CVJchBKO;7k2P_H)}JxTE18gS%2RYZP@;W~fYjuk?%=~9zW;eo
z?cJ>@nfj?yv&z<rtu8;X`?o)_o1a{@Yajj4KK$Va_U;d^+Yi2X)o$EewMUON`Ce;j
z60V6S@9>HbJ8i}$FCMBa<%NYu0rouo@ktT<<Nmser|IJWXTdv+X%?K=*5tgdtMg>$
z_IU2jcuB2uK7<bXmoqbJH{pt##zGJkSr0EpEb>YD5kDmlzIQLDq0>>ex4JEQvU<y^
zEQ!)8Hg2An@njD$jO<K>0UD_*Twf3vK7aY5)5bx&=m#C#P!HME_dd3=`gnzu-s|Vh
zQG4W0Kpfun@;n?lmgUn+9(iMkPaly!crNfmYHzeN#s;)ctJO{mm61Tc-z!URe`FA4
z=t|k1kLcvOS8=euS6XS2f4};iU!Y4U>A9O8d+Cxo!EgGE$5EL3_FpqM$$B;m^GlyQ
znN&v4w?Ew7N8=xwtSqeJJsAr&>o<Ov<p)Fcn<(;V{HGbu6Gp;35&aO@dI^~;^Uu;G
zfrB65?Mc(0N0=xt75N#{^N;eJ4o}z=_T!npg1p{g8L<6TI8q-k1C!$P2V!(DCHh&D
z{GJw;On;nYp%Fq(zp9&`)Sv+hT{#T`g>i7uu@B#Q$L`;MV8_p0vC`CW+ZA{&OYjd%
za_{X_ZD6-)V^VnI<p~>=@?BfLZ);MX%a2#=?(O?__2XN1=k~g72)u4p>b_dJvrEsa
z@2G{!n;sjJav1QlWanll?9DH|WT($BasY2{mW~1$;PbL7?_jrWIVt%80n$QIU{m>g
z;l!l<+7~X_|L*VoM|SM=g23U9jSPvV&8m&;RIFRwbRb+`ePr7YZri%r)DlR%y0mV$
z1cvujmIx4vNeT<v@Ys!23;Kpt0>YpZD}Z#@%=ENPO-=i18pky8n2)`hY?ojKiMQpq
zx3}dNZ@2Tv6%c~bXte@FaJ(7aF)i>>Diu9nwg;3a#x;=;KoOk>1zHMuwpb`%fgB#o
z@<ES6K@$lHZNMat9uoj#b)wnYv8urDMzw0ITU)wrTcuI6n*7%qy8^|USSTM1f*FI7
z_|rB?xr8D)G$=a!7+bE)6g)I|AR4mIGaD<amOtWDU?@SDHPXXDnZx6Hux^P9A7lM7
zDrppgoM6u)E0V6f<nMcnQEIx!jnX45_Vpdso08m8M)J>;oIie6A9y<D;g5Q=ym0%A
zVOYYj91F;mr&*+>p2`mcV8Spa0qxKRWlH=)q2zp_$O288K!}$*!+E>ASu;%~92^M=
zOGIe$r!l&_$CvIn=5WL`+=Nt>R^xMEM3YseI~Wuw9Vu8&K$*PA7jO(%_7ynsdR4r;
zy1s5(+co#2{d}IBEjUa<8*B|ymD}n+R)8TAtHB!L;z#rCN~Mx`mr1bmt@>8+0U&t+
zZNMM>Nb`f9gy~9C64mujJSNu#WjZRJCnV7<nWM5gjOz&pMEC*7b~K*(c+8g7>lLRf
zeZZvVFkM{n_r4d9-fOQ|yLr!+Zoh3Gyz@P~di|<Bc=*sh{OFqf;UBzf|MIu~(EhuB
z_Ph4oe|JMbn)9vsc*LagEU5q3W+BUV4K}{e-_Txsz)^4b(Qn=!4-+3bzl2RdEZphD
z1@SF(BCdEfg{L^kqu6o)ud$tj`?M{C{DbdPd>;ekM;)?!$sgW}c<{K=i(cfR2&y+d
z6yqzssFrjwPc+DixZWqo6<wpxq8!>!y}~jvBX7!JJnHIk(zsIos(-XiSH@3PCVsKS
zBDSq~!LrC-U)0IsMH@rTMO!29p3UM!JAzKo!C#h>U+nGn<jx_%E{x5r&ALZMk)}sW
z8Fy!81RYfe1~~RPn`r(2zZn?Bul#3&I06o@u9%2$Xgv&fg#2jJ%Qq#{PnQ0u!LJvy
zcNadvINqso>oL5}PpM1z_4_={kdtgbKPZ0&SHH<h4CB$GE`FP?FqKEkYKwoCELxIo
zbmuh9^2oeh2>Xq~xVV4Mk(np&KWh^6KRw;E(niT{Jbk+Fk01VF`rZ8|^H0G~+NT-<
zV!+d9F8D+jlpew;U&#6KV4OXB`L(awsY_q*uR58(0N2!2f*@a(mMYtx2?*v(Rv4eM
zx%p!b{;IWxH9KaNX4f9BY}u`c+xF?*b-Q_Q)gCTw`7vI5QsH}hJ5ttrR@qqhJ&YI6
zE&4|w=+@z3RJ<J2Pm0ZtRcp6|6r{XZDN!i9A9l94?Bv*x{m1{&FW80G&stlaBht>@
zmXvsH&5YILJwCM1vH@NB2nhQNmuoHi=<%9ucBRavu+!sO1T-tc>>H$CIbLn7Ty`N0
z2l2Ljp-^-_@<+XLbLCMnFC9%zPWsA^8xqJO4B2xGNDbZ{^!z8rCp_Gh7lIdlR9kcT
z5j%PEglNFtWB~xxOVZW>2#>V=@#0?BMpbVNfHJ@w{m9s4^-Q4VARY~pr!o=X8nF9o
z*@p`l6SCCR$9Ip1|LhHAC7=u40mslNCt$X#ss>+1U!)a7S5|5xVM%F)4TY4Hj<>`A
z^@ktnGTZM?M=yEXNvC}LO5Icrb5FX@^Y%RP2&GOR_UA=9pP-Y%qtcfV$LlA*EI@w9
zpDaJ>sNV$0Tz-03@Jt->mb1}f(RmK#&pEj&)cNw(+P1G2b2Q(O_{8@`Ym5%&iZ)UZ
z(3Q;<$~H1u768s^tO@-2r>zBy6`xNxQzWawO6=`r8_(9prd2ByTie+3ed@j^SUkp-
zsM-!6D-qxpFU9Iww4$jA?P?P#K44R$BQ`r#uyNHp&V3e*^aqdg5+9Q{Os~137iIh8
zFPbl&#YcQCazRVBbI@)FxgPdxlfu1E=qnYnf6&ss#@~S^qU|;7v{pSF6Jyd{{+s&4
z>y=&U_r3P2J-&OxHn%sOFMW%i==tcun!WqZRr}zB+ji~a`*!`~2X^bzReN;5ZncWq
zdcezi)82=YY)T{R`~je%ePMebP@ahw-69vb&#XM%`ua#OPHF=t?%~b2<A*dME1cHk
zB|rKQ8}yIzJ+6~5=os~gv}x;t%Np{?@&W8c9=tewc%lb+;C4Euc2E`lFcuhV&=M2n
z;E!LpiR>~!=~6t;kNBQfRtH()5|H(({}V6bM}0gWh}~xtEhTk}9*Dl6AA-(swr;!*
ztQf~FPg5dq>H)pe1jhSO=|d)GZBZg{NMMoYYmT<~c^TR)(<6TJkm-@Y8AUd`2D7*;
zi<9m%oBc%Cljf*zO5?^8hUq!U$0IQa!av=IBQvUY47NUdcyW`Gc=GVdvPgG7+Q4Ky
zI!rl-;CZ6!vg}|!21+tVn97;0SBoR{JZhdE;x+IA5R9AZk^Hh4Pql}ChrUsl%!(-K
zF8R^tnEtdXOd<Wb^jYfUuEY2}OR#A8G}{*|v+0-j(-_oJQX_dE)PNCIUGLnw>HBw2
zTzJ)niwjn(a|UnQALF<7hirADZny8O*vB8=vuoFH+ntBYwpM8f7?!L&F=dTb-8Q#Y
zrF{3TC2-r=6)<jh6{l(U9<SJqPw&~|m6}!CBX)af-Nwf9Hc=R|jYp3pNcXK+EJ?k`
z$_}(bNe=Aq+Clb6Z5KY+Rb49EmKz(j7r*+Nl@^a%z0t8D3F~&P?qA6(7I*=T{f2wK
z+8zBU+6y#%|K75#w{`{O1snuAPzZj)h2pTP!0H(N#>#Z;DPv1Pw(1}r<Tx^pvZ`0A
zzB=wl%>fidBlxr|u;R+d^XS@6OA~}<%U6yOk{qXoA+NjuPhR;pq(rvXH~dR>GqY1F
zZP3c1g?}VKLY9~F{86jY;da1<B7gy$uYz6xV$LCE|D1#1Zr6d#+IGYEsuty=@FN{n
zJmkkeZR5P@Hp)sSO&HK&V@393vQj-{J3b+cZ4?fep#tNO$nuMPkQr*N+e5#el|No6
zp_GTW4}aY=c_D(wR$md<<KvcP3`X=UBXUr>LplX$BLly99Cvt`+~ei-*40;#)lOf@
z$^Zb5O!33`WI*?xzfTO1aR3iZR>V7iuDm8s{)W5wjPW22wXGeq?It5dphovzH36-`
zVLtv+u%VGrP4q@RPxe^GlMdee&xr;C)*>K}s?qJN$TxR7zM9RW{YtfB)p{I520Z}G
zoZnrob!@d3W13deYpf7&t1f)xWpsGY<^+Vx`J5Frj*6PF@xmPKF7u+E{As7tOm(5%
zP7_^&icWnGqkj0gRrnq&shK;Oes{k~It0MG*X@M-U_z}i;VZMM1E)|BFM;9!&xiS?
zd#=9!c%-DsM!~A04g8yz%qo@hHZwP)YuQhOSzcbTJ9qBcoqLaMb**9RYw~;8w6*0O
zfoUc;fF{TF;weC-0Mn2reM5Qq0g?gO@D243UiACKEUJ$KI$8W3bSX2hr-A^HKyJT-
zKQZDj{7I*<1kQ-(R`)4p%EMQYbxmN-^Y^-tUjA7gu}T{&#a_=WPnGWZAqRQ)0=`S-
zk!Ny8Tuju<?=_(Osf_M@d}MX-amKjRAAtKXEwqD{;YZ2TiLFB1Kn4fT#K-OV#)`Rv
z?L-U8_i|I4vpT|)s)y4aIw*}#pq)mMN2Eh1@M1Ol^@BcyMg3Fzf{qa$_IaD<U!n}1
z)-!S<T>DMpRW5G*{!qxeK*Wn*{CfUe(mj_fE*c@b?+;JL?=ru`;8ey@lV$Z8bEE~d
zDPy9@g?dPsDC1P8A89;8&&Y3+amAF`UZFUXpA79ye-S6j^Q`*rvzwlwTGZPWp8h<2
zmPZVL7+83aSHFFl-x14z^g1&5T*}FxN7vLh)hMf%;=7f>CkA5-+NdKo>J!&P_feDG
zyFZD@<Fl6Fluryy2C;+&t4S_M_!1UxUbAm_&$l`39pr5G^cyx*JR$d}nlvP!JmfEK
zb?aRlIvA2-%h}xQn9a>i+0^8uO^#3cr+yI@Q`55^cc-#x?X4}_sjb;=v*t>_J5aEV
z)_`5Rvuba>f5UFxd}JGqu5C5iR+yOe7lB5H_f<Rg`3VrHzg@6Op}_*Gs&%VX-y@ql
zea61_n}5@0UVYOV&9;^H)yBP+GjdzXnzMy>)z-Y~U&s$zR{#(m|Nf^B?T@bBvYmku
z>vs5@wE99|mq*p?+Y<~I*yXdg2fmsESmyJr(8s|Eyf62t{Bt7$a00f?M#EMgKk`Sq
zyc|_3mF@APC1oMuCpvSi5HIr~mRNx&pHi{xz+~z1l9e<GLGd*N@Y&~lAfY;%D~J|+
z=RY0~k0@`(TDhz`DNjCjfRIg}wuKW2?}%1xF<}*lm%sozo6WA>-)c(0kJ$M12^%d;
zh`#;2LF(scqFg2e12!Sv;#3e;uIVe^P9pws#VeljuhlU&MR!-$0)^C<6-Fi@#P=7#
z6sM<vWJ4*XN2&4Xl(_Wg(6B~;`i@n2`~jLAErv~Fg|sM8SF%~z^d<RXlVSxVxS}P#
ztjBSsC=iH0$B9w4%EF&5IMhj0@JSXcQC&?~xB~8x461?nEx-iz1#FRC@K|Ahw|%>F
zd&B<e|L5DbwzjSQZg}4C*8zZ7;0k`@<uA4u4Ro5er%7t3UhywM?o_w^CDMJiA_0h%
zW>0(q0C=>#Y}anxvl=h6A|Ev7_zXD5^KELJ=7;uereK<IYLeU0Bv$h}zB)No7_^JW
ziZ)d$*cf#d%?oPhsKy@q-+A)kz*23b?*ZQanRU?*=JhZY1|0%OK?(iIfedPONGH!9
zVTeOsPs+{Y53qGAYrH$H$-ggd-1nzb{f6^6RQI;EC2M#|i;3#=^t8>*&)US~nDY=5
zUtaVZ7C3^x8jXrAEic)_drJbv4ePW@k~sp^17iYEB?nRP2E{qAB_4wJML*w40Dlvv
zd;EhBb%p=ny^J^0l{CDY5$zC1$S<X*EYf&-;wo<@T7;o50`S7OlpS^Rw8Ynyygd(S
z;`xg|bq_s7T)&6!U6!gZDc^M?SK64332&F@9osk<$2?i1-cf$k4;$mEe@q8$$jAMB
z%mbDK?9vvejmPDQQ+#od_IP~N-M5^1Tr9vf@{hb3%LxdRchmvB>BjwHGT{qIzSW4h
z5kK;z&T0#F5+B5UmbdKlHtMaPj#1b96-DkZP3RsAvoIJBL8Gj1?uUuwl#D}Ac!-2p
z7Q_8Xi}AEBGy}Z4mBJ%V7R4RO*>e-<k+SmnlbiCwdh8I$fCeNWD@)W%HU<_g!^0zL
zcI_1lKZW6vZ{$UJJ)`i<M!8YG3q9(iKa9JT*a3b@jx+OffA_<ad)kxb%{5u>x%5oX
zm#a#3AL`7Rn9(=@EURU(Oe(nFkUnd_TLw-BDt&<PSXzI5NqJO_5I8(z6ic~K=`f<x
z+UbBFmO6w|i$-|GWfZ17j@lGYw!d&USz0MLY(_E}>WPpN9n^l+&a>)tT6XXDJ=>`5
zS*vi?mbL^41v&@!+5&hIT)foP?%KPzDz?16YvU6W_VUG9d;Nt|c4}e9#-sqD<$*xm
z2>Xa9<G_AaeOmRZltA6u)lC8973;REwky!OHz1`^D%qpQtM<Xw2X^(=vaK#}+thGV
zP+0Vp&=@R8NRN%#!PIdZEY0~D!v`~`?c}fhx?TEPf5*xfU$ui)*UGBrPG`qKb53nU
z&vCBtfCS)vvufMzrsZliTVJo+Kl{#yQtZ3F(#7#?&3enKjk-1WJ0ht7naDOGTCqPm
zKT;A{;B8?}nNV8<Wcg%pPC|}V<2I*SY;8;F=WYJjX&arG60m98P$4hS-|}(9M@ky4
zeOq05AbCI;yVh0yu-~y`$8EJ*w@RC@%CSGW>t_s0WQUMd4~>kB3J8yAT#3HCS>D{S
z@$o4as;p)Q$nWaPThKecZ&=K&I&;cF+bYeL-CPn7k}R5@S@g4uhlk@>yJV16@b;gz
zp$vGPq9_yoK#{2h{t*P-id|831J)7Wjtr_VHGbgnn8<Mz-|9LHxa2uH;mQwwVPy!5
zBH~^SSt&<>Yxc)-j<g!Cba}<&<dcAwz#@l6jBDlZt5Z^#D0XIH__6ns&w=v-SX#wG
zQ8Kn&aZBl?NwKdWp_B=y-!#TqP4t(fh|fM=fy%D>6FG|P^QRHW0`V0+!OKPLTV=m|
zNx+Fo4lk7g<{Fij-Mw|+e)|vJw*USQuZedQf2U@<qEVaU=@iFLXHiaFO>P;Re7>B?
z+TL)<My3{QV06ss)Nbz!;O%H4{K!7K`mud-^OoIyu;QQn=IK#OJXCAe)jwSU-kg6y
zPID_;ZVp<#6Y}&_+3dpnu+3<qRs>)HrbNS{;``PfKtKI1`tWj|(?xVZr1O-++pQb!
z5mRY_VPEaZi3bJ_hV2&1&oUt^!}Pn8Nq$M!h8wweX!iwX`?sg0xcxR6!X&g*(YhV9
zH?6Yvsa=2n9sA+68}@j0RsFOtc_6T?{u?Wf+6BI7H$7#OMNJGeiJ2ZR+U(4v+O}^G
z?{3)ggNCg<*tPpNn^xNtPuZ0Cd_ur@!g8Y`B>c?3_-PQ}DOv^y4iFb$k%_f<4InDs
zBaZXEt^hYIE8uLOA+B$sVbGBZp5_Xlk`7*m-uNqyuYjuWd_OQUnEbsA{AH;J;1#*#
z`_Mywx}H<-@k^gNec@@DedSAk=M-;GSN*GAQ7(D29SAu<ojeEHOj+{xI;bsC59%C%
z-?!i>KgMJ(SMV`N3u$K1OXDB?toTf(T-__&L9!}<{Pa)Zlg{f$pz0%kKRpDwAsqsU
z=ILDe02Jw{XVgdeXKfo$IQ_#@Jib&nqI)Jt4*0!oDo6F{f$HaIqQ{@RNrNf7?HTzc
zSLWb~llTb);~4`n@^I^J*(52RYEpcU?FotcInlGQr^is=9U2!D$v!RD!~6bZKgt}*
z<tIr9*CzWTO)BNdIzMS5JgD}Bd0H_}Y!m@kF?tL`55k1&uunW*@0Y6oICcLC%#r+_
zaQp3{A1>;_DwwZQ?hV+=qcsVPoK4Q1utvQhMJO=5J7i61S%li26zsm-wc3`S$IByC
z6fhsMIKDV%Cl;psrLW;Z6fgS^Rf?F%SK6S1lp!lItUMs7`3e^=l_B~7=X||rYirFm
z*H`>88$y0RH)dTEa2pzvvKY249^;<7VB<gk^EPndvVSFuGlWs{JS-j(Af&Doja+A!
zFUOSuDoXn;wdcToPoR5cdBcxD<Iyid9cAXn$SEP>v@H<XP@1ZMN@JH#xQ<v!@dgAu
zdGT&@d)t9D!x6fVsvS&dd|xtkQrj4-tk!O9Z2HO@r$=!7834CjDpN&UURgGdO&Txd
z9axWzvOR-ySw$BK*BMPXeBba0f*U~#we}qFZr3V`#|o<IFNNb<Uc5R?M#GIBV%x#v
zjfU?thDXcgF&E^VAixTx%M00_qSW<Ii#LPskDBD?BSz);t*VQ%02t%vN)<kl(vgQN
zHm?#t+0_*%8WknviiWg@>0MD}`S`uZi#RBA@;tOrm-r*gP#wPL07#>fUKZt0hbTvm
ztUQz)VX0j1BTmmx)|EB)ic6hnIyU^G9!?OY^V3~mV%<AP7GrUw*T^7y%_r^Sk8W!m
zYD`H{zw_}Ud;8kDwOchiXsladpl$8ix`5l3jlnm0l_fx_VQ%}Zhzpz!=T)A<+RB=<
zm)XK|>%p=uuUD<Ym)>?bD;r)qa9)SU;K5Q+lRSlQwRllaV@`RV7JfTEHzqzFvjU(Y
zYfJicEfat=>49qAXny>Lz89^+#|_uSmkuICkCy7m$7Apd+CLwY_!ZOd-rH|jZTW`X
zz5b!yy?MiSBp*42V}9|ZCcZ3i0s7;KPN_U@CDDd0RJ<p_I}ON+W<zqcF=*?{JGQaX
zwd)_QTC+N&iSDcwit(PpFcW%7rolm;l*FVa_zO8BnyMUtAq0dhKD86Cq(vBiV&q|R
zs}CH^;ZJ{%iA<s?@fmYW<N^o>Py`%Prtkfxud;k&e2Jg9m-PiJ<(KkO&Ym~h+kDXn
z{2*WIK&41azJONzJ+3S~lUBLC4C+q)y*P5n^y)%>+*2-TynNan>EJrAm;PM$WZ>4r
zR94D|^v+qS02z7p%Jp#BR6pp~KZ%OA1X%XI0|e{p6KnjkEB1Mt=;`Ndf{s9eLxMu6
zWWwd-J#=NaPE_{|w`&PmoLQ9c=ifDPGKoP52<tgz?qqr{_aiL%^+Mc;kHR=7gktr&
zrF{ELirQZehTB8i7e<~~%oAyzWm1{x3d^RyXPREtsV7pIaXDgo_0U!BBW?8R@`GPr
zykwm|<lWD1+(&u+gC$G`0Ce?yF?gilp6U1aOyE;YDl^N|O|+ftQ&AZAljRX9gL<c_
z>qyZiW{z92JmKK5Qf=Bsy(_zG9RW0GU9Z-xSStD>z_yTZyQ8)VY|cyy5YLxwer7BV
z)|b#8(9GH&Zz2FBJofhmN;@st9chwXM{0aMi=)#J9tVoU3MU|d`w<Bm-X3QqY^Snj
zd-aNy7Ejy28^36+^0YMvBxqDG=>sSI{(u1Cz5s;A1>k{IM~<Ny5ZD}6*+TesYrSPx
z*XzF0SQ;xS|AK^J-kO|Np|rE3IlC}DX)i6z*vkvkcC0XH6VgAt$?jjJ)1T8(bsgm;
zx*;B64jacm@mR1RFv}idRud4EQXQ(8z(l=iOOGB&Ax;Pgj~izQvuexAd$nG(GiOhW
zmL30WGshCK{ej1=a2ET22PEs`w1EIbs=g~<UdV(0R4V}!K7^ol%1}ifzoV4bx9YYk
zBtd@{Cy)E1NZcH^#hdO9z+@7CCgqt-k4OK6Cd>9S#wY)>>@%%*=yy#<)bBa9%@wgM
zJjWmIo)v$&qQ$CeRF8YYxVj>e^+%>j5uxzBU9yVft7Lx7%8{EeSB|pe>rx=AJYnQT
zcv$j@_}<UTpMAYvH{xY=@%+5ZXoKJDk9_f`BYg6f8T{Ew1ZW_b6;)P~!k=v~T|c#D
zW2I)dZa&lmXW!;doY7b)+P{7Gu5HzJtfR4V(A+fJt;)S*t&PXlu5VboSrx0WPAnd>
zU2ANuTXk*OC$_wpxw6X3t*ch4wQQ|Y7ca$=t%g7wA86STPa-RBu85x+`vRr{xT@q_
z;lO66N3Eo>!x3)@B+-`~rN*QeK+7sIbc3Qjy7D78ckqJ~MArTF0}a$0Xh7T6<b1cQ
z`s4YWO-!<=Nf_r5)oD<ZbUTPICNjz8=(&}(73-@1CMTygrgt(v7_wTu>b#QA6`j{n
z8>Ql;uXxwhZ<`z2YVv?pH+O9LzGz+<l}wrvjRD2VV`x{CVfEdJ=qp<Cp2y%IPj;Yp
zj1_o3p7t=Al3akdMXzLIY|Fy;r15q@&#XTb7AwE-amK^MmGxCz%4Iyk=L$<>K*>BW
z`Uw-iGU`*d2+)bF5Hq=CYy!louP4lm>q%X`ylnhN{V7K_jbSe@(s`TQKl;Y+6`tyz
z#=Y}f!b=_}=zu%@K^tZ6{y~?B>-X-A_+iL{GO|3B&g+_m_3A5|K(p7&ZIu7KP1d5H
zl7aTwpvT~hyTjiQxXGPN)_F1>=2nct=+TYG?Oi=uX2>hEXi?Hdtiy;|y3EOM`hTV&
zUP_MX??!j`!f;S<)bmNx%cn0xXE3h*`)m{JczFFuOlt9A%Q58hL|&<0J%&FtsXrna
zak$U?WY`yqIZR3%BtVK6aeKGPxI3$hC&u<ideZ&ln4|H?_Gptbg(Tsy+ud=+%c3GH
z!o~3^fvP<lE0=sVb*tL4Wr4?)wW{qN3|PH=VDs~{mK)}is~vx&&r2hKYF>_6n4h%i
z@q(Xn;DDHYixL{ST&#4m)nHf36+ql=H?7lTUvAfhtv|-<@ww{Mu3P=q`_{Spkw9<5
z4vw9&kxOp~B<HQ9p<Pm?N7b&b0B>91n$I&Iv>LXj>z?YiCxFW_Y=dlBP<Ttq^zFN=
zwz+#?qa}`I8}TE~Sl%8M9bP%RXn*(D|GfQgfAc@Ezx|D`*>C>btM->JFWR}>flZER
z!mz6e!)Sb}7GcKM;`l;WmlxGg1L|%yK?)3DCkpF-s#x?Zf}NM_Mhhih@$nZ%l^#J!
z->`4+;p4{&E7;uZtW|4u`HRLP1=}24cFF?mZ~!jw^OyV7UoNm^nE<eY2fxyP4bfw%
zp(^Npbfj!^i}T83#P<jmOJ$$fJUOP0j*~wflZH<+Y20I=MN54ky<wa~&Br4A3ss84
z7tSD60+X)Xl0sp8WxVXl$dyxA0HpJj$Bp|?+9@q5!$cfe#rM@R+{BZmo|NJMFNJx$
zRF0^Jzt=7NJZ@&aoqkm=Zlhpmjvs008}`IA38eoR1C&EQ@QGyhPLr0S^`HyeVZQzC
zAK2C=$Ab;p%-n)+$@%ormi@~=zNv}pplz%P)NXJ2S=Ej8$JSh1vgZ1#?QCrc9Isn_
z`H`$Z^46w3xc9&wKVGuC4<6X^+NN#S>jKqP^#w20vYHp2$7JB<YTas`P^_bxg_d&y
z!{wrtSPfRYd~dhf$Yh57^uD5)wb_lba{ZL$nO5G@>U+W~<dFabNp}^nR*i{Xn3Un4
zy`c|#`nP9PK5ZEowz;!sHMurxHfsX6MVp_Uvr{KdxO}7?j5mK*Lh{N_PSGS|b93Fc
zD;rkT#AR!1$vW+tc%UH}*0lB26}x-ut}Q)Sw?}t3?9L}ER#_Ja9+;Nw%n4M+M0<Bv
z1AAcC-B1G=<8nolvJnC9;gO>AhXb=L4)wtVZ)g0>cyL}OE}ZGD^L8ixC!LQ!#YsRo
z*|c(xo0MFmf2oTnb<3ADX*)pI)1~~f@#9mV6j^RBAHT@Se}gB|*hAPxTo3h2xKrKS
ztpLh!T6m;bETK=RCB2Ge;l}f)UZSOsPtS)oQ6EJje|UjEwUIcn0vy)kC3<A}=_l?z
zuS42BZ}U_6=*HIC!^2ME>O^x&IuWD8((E^jqq`J`d(kge)jYm?#xH&(@%#AAg50Dm
zl3!f<A|&H^yCX}}7gHWyOKzUXFzT56aHV``kxX{e^Hu!A*kRH@AuAuGSsA@DKa)Z}
z8AEy8j3hxz&&jXPG+BI1DoYu16YeJrzE96HLfn$ptup6gfE3JOVNusZ0jfLqd$JvI
zA9Qek#Z1Z~%oBM&%TU&l;HSq;0~w%U1AEro+4Z-i2Zz}%z`j0Gvg#`(El{`9mb)!s
zuXvmoF*BYQAl)?%&1Z14F1gbYC{wC2fz0tSwo35!xzbC2`Tj`V`wI^)uw(Vt1)<u*
z3Mc#yV5VD&3ct88Y$N+E8^{;T7BASqvCB44oOOlkpLmuM5;1IFpqfuLv#QG$25A)=
z;027zy6vwoTW6a`#T==0;Cps=3Nv=|;i{EK2JBaV=5_nhi|6fUU%6nv@WnUm=f3g<
zJ9FW@6{e<bSYUB<RKQGte0Zm0$4?x$?IwGiQ9@lQyW{rY(L*VGf&CHDKy=F&M(xb`
z^TzSUw{G3CM~@!aX0;-kl<kF=Ubfl!Ijhxb{)qCz`E$0mzUHg64<0_Sjg1Z8w>&X1
zZVNNBa@Tx9QdAvw8dWPw$?j^>F(UdQ!~xPMFW>*Ee#eh1y^F%-i%c7p9eYsSw?>>*
zW|Q-$Y;t<aSL)cGhcanPfma2X4tXz3KmUC$&;6K&Jf4*&FE+v-c?}_74N};J%ja!;
zk(W0)T8_RxR31@RjTb2`6c==Ge_c^B<l&DYiKl#B>9VSoh08Y!i+ez>Jn)UYb#;ZE
z<?m(4-<6y4OA3uTpzH#0$d5XD`iLvf%#U6n2!N|lUFpZUW5?{ltsC~?hu1U?V#N(C
zLu`K>t$bg6@dYc7Pl!));=7K((!Tw{?|#SL`@uEqG#YmC;sy0*P9S4Pec81SZa%cS
z_~`U}+3Kxbt5qA;YF4aXsavzrlzYd|4_<z>WG(R+p9f#t-0~N^uHJrN)n<IC1;Yn%
znDFs|k7lzY(AKnq`e;Jfe0p@yretT!1)Cn@V;aMLWZI~%Y?EL`m@N{$zHu6$2g4ow
z5PS>Rj<p4WVR&0%$Oa7I#OFoW_aD@a&!_kE&hs$AZ^_c{^5kebKSyK7TD7*FIC;{}
zpFQXDuf)?VwT&%N?A>M?lz*8}vZ>i@h$aWVb&R7G+1^0gIf{%EWB`k}w=`*4(PU+F
zlNTHhG_h&e`byQ79&cEy(N(#5<;8y75i5@seN5*^Ii(|>9_4tV;6y#7w}Vby;axmq
zJOtnQYA?JlKL>z{>*L7dg!S~||DZu!)7XL}d?=`*$<<rmdnd-a6bbuh{oNzgg-JS-
z@7LdW&4$D$jE2ZJp1S!~4;lCZz^%&qJ>^i}FfpEeTq><<;dM&+5RJMe<L&nLF`lt8
zZaq)J<>x#a12po~SWFXN(np(RvwOy9k_GY9De@&g^<odQ>o!?mO;=kSjFX;vXHSrR
z_A6iaIy^5EEq?Ciuru61K>mEti|XoZXdgCa!>BP<1qkLRcq#VSB%AU;UZh8i#PfYR
z?oP8;JhOasdo)~E4~lEV!DeB7@qCpcs}uM7jqphMgz-q3&Ac+hZNH6Q%Fso$3G)Qa
zo?=q{l3^h5_jx9wAC_^LJoD?7Pe8KIFg}2YFUyGV=$YFM9tiL3<urO#K|YYM*<cEb
zD3I~;Q~G53mBvx~<D0|Cv^n}1UW10AWOzKgvnwDsRJ478OF*mdqf$~<iutHRIWIr8
zg%{@@t!@iYb_M7f0?rcTd0y^Po+_(*FeI=nfhXWKGoG^xXJ_r)nK>I9=Ol`pMxum1
zFC+-?4yz3I4|jJ3T*c#@cgnGCokq<+J&fSslf3Qm1+)1p0;bdM&tt+4FP{yLs(u<9
z8GTVa5>3`+1*SY{9RJo{eQfQ`RXf;i+Gt_eI#TAV>s5Q{_=NrKU;T>x-~P$pw}15a
ze#8Egzx3zqwHMFYq7>Qa<c#f(lx=r($_B<}Y@jgiALAI<@7VZW+rD_=l%1HL^+(kR
z-WLSe4))mcA>||Cj^Hnq$3zp+sIuklsO_|EO+a^fb<OH(Uw#B0*mrOvDJg|mkn$|r
z>e7mB@e<v3RRVOtL2z3jUZX@b(y!VJ*zmqVxzLZgvNeK!jcp+U7pe<mwklwBx6(Cr
zm(9)`Q@s{!d~!m-azp~0J;tmYvw|E#J@_QXSN|BpJbC{oF;B}Q`Hk|zBFaMy&L5A2
z0|1*8WCm(wUD+^(GV2NsWu&Vsv`opl!pY*IbX;L)X*`|!G*)uLzvs>@aeRe{tE?+F
z@>IP%OjneiD_QzPWdOQ8E{f69Q3uuAZLDC?T2Z$b-?wlmAFhNjCh1Gcqu(J9{Z3u{
zbFgCft3SME@4x$rZLZ(f#7uPKq!V7+8xW8X3HAnu?YDmaTbh`T2ng5gfyV4gb<g+s
zZtv(?Z`ul<AAfM)ZY?d_-3?AUShd>^S8TN+&@3R9*BIrL1m`D}t707F&CV2TW@^+X
zHKyk#b2dFbViP6NPxN2~xCjVlq9se;#Z#V0A0L^JL;qoDoOm00;Fg7NF)n2lk2_J^
z4n(VMO~z}xhcD0lY4GHaYf@QJE^=LN$%Db+F`JsdV6VLSx}6ai&Z&)}gurUcw@NfM
zvEb!a2lVP^`joyc7AFN<`Phl%uJYT~WOTz<innZiV^x#nRe@(USSGEyuB<$^t5-j;
z<;Rb0YrSH(Z``+~`<wRo!M5GGv8u^UU6Y#ujq_=j%dW%qmq4RW&SZjzBTqVmzuqKH
z)_GQc{X8FFQf}gSUdlt3afiR}DHgbATv2K=#N{@P4YqCY;xT0rP}T&$qzQqKb<vjm
z{iQSI6Ju7EtICMUDdU{6Lz|*qg!yEZvS=^Yte&*T+o?Ll=aIu=Xs25rugXLD2dIs_
zoCewW?9q&b$}j2_alJeY&34OA(3&e8?)C6`2i?;4iRW#ee~HOJllTcEXNbcvxYAu3
z+=utcFJ{f@F%>CdV5Vzkh@W-xvkhsIGjr(Lmy1kxfB54j)i1!Y%2Cjf@-cn4!3s}=
zA2F$0Jfm<bQDUK|8I*))`FYv?#OCQGCPC6O)J=mSbI3j|9Vz0^v(0AZ7@{9Z!r&mE
z%tUxZI3(+l1by~%jOY1eoWuK+b*~8e)X!ZI;2SCUoBXUk4jc?hi1QeU7r6xRiah3v
z^KC~2Y*}&Y><uUmM~sQ9+5aoP=t`0DR{Frcl=Sd{&CHhV*ok?|N#OC-C00@pK6yS}
zD#hvBECl%YSOx9&vnks<PJj3;FQ7cK-%z@ySVjPlSAhX>oqD`ouG+H|Ku#M{T?ZAW
zVr{?CkP_du;o`6rrpq=snzK8fJ`j)>;E<B}D}V84?1fh^NZ|-T4hWPMrzPADtX18%
zf-)-#T#Ud2>}_U3%2os^Hcps8Xx3USTie>SdadT$5D=44nXk!JD>c!v*&C0nhKvb>
z!WSIX*5FhPK(0UnK$dVigk#uHnl;5?RgIN40@z0k>!nY+@<u-N!EaA>V;m;lf`))5
zUas4$)V-f31@NbiowoAKv=!L0At262Q8;TDxq>i{2`}yt-0AvfX`<c(RxXSRP_fDu
z3QLvpIwfTch#($-wWl1hD51VO_Q0q72qO<{D9NA=##1N`as3Xr#*LTh$}RFwz}M-J
zS@LioD>pXfpUQPVtml(J1N9*;$}rM|jdGHLc5u-bM(yYy+RevWIPrmr&edxI!b@v5
zu-CBsc-fyu?DJwA@zuB8ws=yLRh}fASe&u3iLyX0FTW{VwB@M==UYEs-LR{79@_h#
z+_O6m*KMoTQVxRxyVLgOi<j-C3#T;>a&AXu0X!W2SICc8d34y1`zvsgfPil<H{@TK
zqwchUClj=F#3z2xBew5A8)(Q^?1+OKOPKeD!ZEBZ_=gM>NE$h<*5Ji6RzxFSiu=4w
z(s#r8S(`ofvK>GBC4u0t*&8pvV#j9}oEGqBvsJgMz;H`)kS$CYKh7(wZ+UDy19lv*
zs0oSyFkh2o^_VluJ8fhtE2W}ynWGl>lqWK!W%q8}vio=L+nV~WUTgXu<Cf^Mx>B<n
z*YDZe-+R}V9&M<uJh9^h23ZGtp%-Waw8p@1&bPARBcm!3*T;<0_>k7Y_X@|4bfnM5
zO>dlJWx)S2PBqO@c|NI<>|)a96Ii9=T@BjE>Np=b0uaZfG{7)*3mfAhY&HQ_-l;qX
zm+lT;!gA;1(9>q^%;I<*_3I#2VX0pgLH8=7k1m+rif$?cz9a|FKdXoGAQ#-prgD8u
zlZV?h`3?KLO-RD$Y<%@CbNizTS+41i-b!EBNkj~HJnH06YEE%PYylH25`tsEA{AE{
z573ZS$jBpX%9)N%z|K2SOi9Ou#Xn5M4{uB?bY}U;(_?x&^zUIP`o6sR^EP@E4<j?L
zWh$%BdatB5qtJ<uml!82{PT_1g*Ibd4ai0whla|)n8c-SxZR7YQ6;B|-*{RA5dtu{
zXzne^tj8w-zy<rX@=$1s?d8yp$SZ5C{<$YVl4t#<ER;$)5hwCXkG4LWe;BsTkWY4T
z!-X6U(_{g<Pkqkd^h5q>uL|btQEdU*L4iRY+pyJOPuCqOTmV%LaJaK)+f}}pCS@l8
z%V%DPtYs&rMr^Xcit&H|;GPfg(cFL(=e`5v^`-!u2L4q3z|Jb}%tXn$O1VGCIi{k?
z0jEfmd{vYK@N=m{r0jO2Kk5~M*^ZQnTE)r~=j2Kgs*VDuQXnFp%2izs;w3wdnPTrV
zM^JTl>Qc}G^d$+{#gh`O<97d@8@7Gpo{i3o+3R0^UD$WVI{T{6NYVC21T@qO`@8Hj
zR#~~CpC`<j$isVW8<Ik64e)|p%LbMA`sS9k1&o;hu(DlgRYh(oF#YW}cde|pw0CNv
zw`iX!?~W!JeoT)>HMDM4YgVZ?1YCBlu5vh6xG1IIaRq)Wn;TX{X)+#|XsA08?!n6J
zCxsmQ%8!@L*me@DiYV9aUenK4UT+WD;`E$NEu3cmi2xM}hW*F%Ys)!>5gIS$9U6El
z0T)bCN+F{NPrRkDA0g2D<0jLe4^GZX=CSe2cv1P8RWw;Z8Sd$(+vP>Cu5p5f19w1$
z_{t+vHhHK~C@z!@JbpyED-D16`^s+y459|aWlfTEe&dX7zCwuQI5p+$G;rmZEb&Q<
z5~O^ttau6#qDcLu2E{v&AIE`VkpX-$?m%fhzVhTn(OtzIhDVfPUgLn{{FDiu;^U7a
z@CfU6Rd1yM<kq$tw)A*Syu0mkV|H@Vx7-Y9e2fATM6HfM*tRB>n;R=OKX=StzIfVR
zzI5E0%CDx0?ybkm_Wf&j?B3FrUAz9kKE3(C*6S^s(PZftf9~t{_y5js*nj#r|Em3G
zf8(#%S6;sCdx4P|#eAHn&BtMUHBXb|yey}j0E9<%9ps6aCas(s&7)$D0i=)oq!#g+
z_X|9n(Uu$J6Yc>1k|}^{4-;?ben9#1LS?Nj8fX5{x(8zZ1SWXzX;uYghDkdnh0%}G
z^Ox+kH@{*pT)ASezHrIT9Mc3-69aXpPm&uNS8OL~h@LD600K*V$x<|9tnV@TR=trm
zt@^fAHKAq|dABXvC_cw{q0L1e(N}UQTV>~|Pjja!`_NXFKD3pU2R1S|V%^rhWW}~^
zt*_hW`nKfKfPMV_O}qBqEnB&}ZY2R?`hoXZc<Kj#K{a?;14!+njVg>W4zG%X4kT0k
z3y1Km?t{nGx9U?~7Dg9%67I<ox6(5(m=uu<vQa+1*ul8khZcK`JMvebi|<RKZ|t=l
zQlIm6PF8~%V;S&OI_U0huCf3~Xo9|pEe`>V<H$AS8>LepDkg`lk1HR0)K~edpSZf}
zr+tc)R+_z^xiY4`o#Yd=U>j4^gT32I10~@>Wz?G(C=P8TPtRNTJ_PV_8X||ddNI%4
z{8aV~Z>&D_D@5>Xa%2Wl_KXKU5rG&G9M0`a?49Lt36LdD&p#Rbbf5Y8Zx+uDLGcs*
zeQA@c7u%!pgG$lGz4;+sxKsLGnx6S=7}pRu<d%NruXqubJhJPv%#n!LV8Ek>d#|<s
z^&65q;638)p4m0h9Wj3Ugx`}U1$)CZAQ%Y_oU<B4!TJxI{24la>!#;;s_}GBD1yTj
zN7EiglRrV;j|bM3aNKvHCm_t5$I25(<fj)<XVH`6#_9rhyvVg9gu2sg+eq%fj?a(V
z+}w-<7D)mxBn~tuuVLG+ckKF|ifyddZDy)qb5rrSwN~p$NHPgf5=jD9JX~lYsO4tH
z&qScz-Lt$v?Te=X%Y^d}4M`{npvegGZBGK!6weyG5VUOFMpdAIm+~6^ae-VhXM2@R
zyY_qk&K`X4hRwWo&c5`Y{4LARFIr2eWuH0-bg-J;Y47;HygdQ?T(Kx@yK9}T4ciq+
z<!f*oQZ@&QcXz#J+k>P2qS2YNS8RQG*|xVUcIm<;ftNiS5lEPvo%0u+u6=Ud9zA+&
z^;TPoVAo!H`6Zj3o^XXyE*5NNanV*+1Z-5+<A)DzYrAS2m8z8l29C{6*|Y$A0Kj3j
zX~(|`h*IQuIre(*X#%jX2@6}Pc!3Zl!=A%h>%bmuwry&1-sa9-G6QG<?nGPInpNR_
z(U^YVrM*t8A?00hK@SK9>?FgN!u&Y4j5z`4)CrULFoiwMq%f{ey16AQP9P{r5w^r%
z<*|~lromfhFP^ullV?3HO41cEN>_}`1?80hu!rkDl$GwqORg|cK=>2x<6Y&-&#m$x
zPKp<GL!qfWDQM!lf>YYaKXYe~Wxag)Mf%WesSNre%2FO)mS{`3|H+U}X%-h2?B?~4
z?dr!jT}<GIVS<8tPk%4I_>zBYV{dQBe(=@@_Tl$G63;Ykc2QvL^jVu6ANLasI=sXx
z{$LMqML>9NYQo-p;e_Q212!SheCEt)#Xn(Z&z!O=7th(3-+aZs{?#|_7ry>Q`?X*G
zs{Qhx`;xu+%4M6G<RcKADL!HsFPygXCy&`QAB#~N=rG|J@rn9K?dB}iqWX#}V1da-
zZb*|p01ke%U+F|P(M;*dLX78Dd2wYT!U;0Ohfcv$^h3~-HnlV%c<aul?}IPo%A%#x
z!aN9vpU`+2J#*Msy*_gr^`v~_<V&aQ%`g2qyL9O#n;7FmHL+koPPCb-u&~1TWHRd?
z2$Cls#^D89!hLI#QgF6ylk?0qq25uSaY6_2X$sr{fANy!xXOVCs1HxhYLdg-TNTkm
zfV)<+Q>QP)iYk32S-rcvZ?`_Z<@xbBZB7DOS*cigd`j^~G?oQQC4Ze);pIV1)S0}f
z;Na0115_mOvGaV!ztr0&li8R-UdQ-}E0e>VWXJl-vi<PAkDPvtn^+ZQ>ZW4#Qz(_}
zi(mb+*Bw41ZvtX`rLh&`CdT-o<=z3YY+Td$QyrCNL_Fr{<j>gk7h9Fat?oUZ>Je>&
z)@qNZC7&!E`FT3ggLrPC3LO;utO#-jU6fdsCS>=XKMbGTq>nO^+(_X2E3bdq<2*0(
zQvt)9yg-+kAc;(JI89+eIb_^hqb2UbI8E`;l@R}ni0;X+ST<ZKZn|WH+DG6KBR`Mp
z8TFaId+)dq49TXI7Eh|QWE*bmlVu#5U;=mfy&ISWlci(Tm{vqH@WT=J{f72?yd#GD
zWPg--TAXL3bMI7vzBulDMw*^EthfVV#b*$>5)Wdy(DZ1sK1jk>_DAL2Z~DvWWtWO@
zzvPDGl!H*hva-Cl&%I{SLu_AAMEsP<Ki(jq#QRpP$hOsnMr+S%m4@x^)NOXQWQ%iU
z7do5(5or<hd>A0|Us-Qjdtk)Y)^}`cwPItFBQ`fvR=Fd}bI-pL*V$)wE@7s$2vGJF
zN;<e;+m|gU;KIVFl?$OXfy?AAX>J3$azCuP4z*i0(A>6z>Wb}dJhI*OhqkM+#~1Iq
z4<6aphgYqjyysuPWEcL%-?pKNIkl11E0wj^^{o$kt(NSLD>3q~Y^^IyZnc+_E;wdt
zQv_LS57@Upy=Oy(39D>x+RHD#VjNG!Tl<$z9*-5W(V|Vy9kZ>is(o_vx__>DyVi7Y
z@Z#kwc9ECsa-&jg0-w5ayxP8Ku(tHrRt35@1%~;c0jEyPFU-3F9pe+P)eQ-Mkw|T)
zfB1NWALS-GbXl2D8(Gc%=uyM!?O~fae%>ZeoVPv2vthMWiTBz9_?@nQwa>?$z{}*+
zq_65VD>ZBH?$}syOu%NungZXm0zjuup71_uh(7&e-B*HSe$@DXmPs-O!>{1JK+%8z
z{Fpy37BktoOBZeC)LG+LCgStq0l%tj-`}S;g>qK=;3X7Hrp(yC8lY9<OZT3RYsO=^
z<>?CD<H(KS*Oiv?O3E$)076}<W*~qSJMPo4r9C}*XxxzY2z4k!|1JSl2HOi3=H>;4
zuiE?XU3H*B`Z$Lc_n=*Q;dMowutyKJ?86T}vD>%qSVKILADgt(r_b5^%&c)L2rI8$
z#w(LLjm6c~`_^c*>@WS?s{$SL^@!?1dj+z_Cv0YR)+T4BZEAW_JTUGjAOObq_c=FP
ze5J9$DJx8JCnm~v`O<0oxv#upUw!?uZ!_Aiw8V?B7I{K{+5=5QAMur+hwXqO`V0B(
z@4fhBn3@Ewd`!#DN;32z9v~#PmB`8uTHLRR2lppz?(7RTF>}o7TP^WR!_)pr4E^R$
zD6{mb|GB4p50l@}$dp}r@hkSm>tA#b%tQdXF!6{lnW_KP9@^w!n4@152c8<y<ZWVd
z!t%L-uaNS!Nj`_|tN!XIj;d=lTP|}sgM3e604hJvT!4`+P4FH}!z7n2R_m)b#Me3R
zr_*OONh<KUck0^}7;bxBtD0Ds#>-ZaEaJG#<>f6~daxpKwqtX%lLDi>6sfkU?!&{p
zv^J_bv$cit87J_4>N{QCF9UFL`xuhj$BE+dNpHp)^x`SS>e8~k^_{mQM|i1|Z6fq5
z+FMuk_h_kTU-;Tr{G4^hHhILj3Xq$?HHI)iZ;VNmCBE{p?d4`Ri{s~S!*^_P^YPD9
zi|k_=l5sI+V<kF1iXodr2gbzBSE-3Z-pY$VU;U=d-tM^eWP{3fnkc>;-hMZ|Fz5(h
zhnsZN*RR<s_LpA$LZo?4CPQD(-@pR?AD1whgF)}^%=*1M;u=Dgt1f*eZj&bhCgS3g
z2BhCJCVi}PA6GYiIgG=7Y+ZOFO6u6m^xt{^_IX5I!}Pn|^ym4xChD2$^phJZbhOT4
zsBB_^r-Zv#e}Pm2o89)CA5ky0ARJzm!vPd!xM!9}=9cxKo;fVwsQ;7ZFkX+`TxGrL
znIG5aCvl=~xMyvGxAQe;mv=l0iui~t;wwz|?B`>DFbWo-&2c|$VJ-XTR8bhA&=8K~
z4ag;pB!j}uMio{r=WJ_d-+p+lV(q;HTbLb{@}IDA3Hl+`VQ-&DNC*neSY5!wv<EK8
z1_c!BEtLU7;4hFmxX*S89>1Yf1%&t7!s8u325wkN`#^Q5t!-OvX-zFr`_8;*Cw~1m
z?abf(2X^8={kxVsc3SO|uvB^e5sn=cD(CXDcX!YDLLR3!bQ;^XzWl%*J$ztG0;nre
zC`;YE{b0FjpRTQYopTau;|DwT+TyhR&7b>{ePLnJE{^5xSYgD<QfBBx{}gp|M`i5!
z>KQcN*%1KOJs=qqdkO;p(e?>e;8a0gT;$Dg#`lQx5IijFB$o0U5P%Tvheh)|%e|W1
zuo^tQaN174^d$k|3%;d*EeOO@B^-G3fd)<tK}nDuE5k*BBerCCKPszSX-xe)V1@FS
z{3mST#0i@k8w)`m4CS&0XDEm8bAHdlpJh^bk`wf`cdwK&6EOYziV<U}P~h{h0S0*D
zfRaR+v1&{@uCW4)MXANr@8u6@MbV|zqo^zVCI#jSiTIh4bwwGEq$95UNvk|UfyT>0
z__@-Awz-`9q3D#rEq&u{#7}e~FVaw+mks}Uy=3L*asA1NqO0G1^-%sZvkUgxYhMy5
znztLD-m%Ago$-f1w6-QZym&c3zhE<y)0RHW;xrN{;mWur!yn#$XzzY>M|r{@8Y8fv
zB!F+F5zkYqaDyg0no<d<0TS{8DhB`?Wm(c#9~s>9?NU59s@9tl8N>EVKmS$xi@*F;
zd-429n;sWmNRF_-ok!g?duW)K#Ik<YAH0%`gDL#f|Nex*NfmtnDFWmqo|4r+lf|LY
zF*|wgqLnAcU52sWKEUjs%%pRj=>tsSNBV<&hesCe!i&FTKl}54+0I|M<RF6g0P6Lc
zKUIMrNJ4tr=dur;$=bq1hdtY@@B*IwlnC{0$jW$6fa55czyhot43me#sRO*}E17Pg
z2U~_>%N0jc@&Ymb&YvTE^-g>#Sza!V+RU+eo1U1lLcVBAj~?15*FLi4r7iK#9s8Z%
z{;mLZT_8|0O#BOfdYNh<G6BB!vJ=m86+gIJ7EbWKN__?pcA%N<^VQXRU2UPhwAaUg
z`V(G2AEt5Sd1PbLztE;DZU?t&7eE#H#1lvVuu$*H`xJa=i0~2j8y(I2ho6X(moC5-
zd@r&rTY5ZxUU3z#SWw(T$XNN4jyOfp4ohD6lP`7P#Xw%_OF%m6E;@)7!KM0z8L+Ty
z)-LCTUYlff??(Nmf49%uWHorsM#>)3YcRCpqI<u}3WD~o;mJ?BD$H-=8eS0|-tM6b
zLWSGNtp{wg+(TaA&u^G48yWo54H3O2GW=%#)K|_FE1APQ!o&=p_V)F#B6&_8IZN<l
z!Xq5f7w-uZZ1*gquwFh-iAR=C<GiQ&WyWczbUo{TG9-DH?Q0uZ`%F@Q^g-I2OcW23
z4S|1{27?dw$2GksJdrS!5r(p(e^_nWXU{JC#WY}h<*Q;SA%r*rjkVa$?t#?><~Ryy
zXmH=ACQA;ix?<viOu>0M8sxFsyzc^?S$2M4UxHaeu3WSSt1VkzYgxH4V8@P4*t~#a
zk*{H)_&LEsf?|J=l`CO3RuYs?Ti|Z98ZXuP17`WLs^A~!Af`ZUcYE3P8e1ljYlD*u
zmOpjTreA*3PJZ>z+4L{}x|P5D4I6s>m#n?`lC_5>t>Y(JD4)HK?X{cAqHS#{mNxs1
zMIW{s>@+IYsBHQ<pY>+T)*2nV*HE3t=7byz4sv-!`r7%^_QtU>`^w2#`^Kvm?7~FB
zUY;r0`H4}R5-8wIV@RG}paBFSsM#~fQAvym0G;pGmD~T6fR7viO#N+R6o+WTWMnv3
z6bLH$adLd|i!+^hu?Y~oU8&pEJL^_hxMT~L-n7E>qVHjKU<T==Y`Yz`vBM)=9>0(H
zi5Cd|e2LF7OYuk{pj3BNZ;sx=v|3W&A~la$CnhEwyzti(>N50yu~5wJjvCr{$b*UB
zj~e7gTQq{5s_k8$l(3Rh)PxD;18?~g1knL{IQSKR`KoW`?^gG&s5~sdaEeDhy?7{E
ztbix0KgrNPkxzhB6j@3Wz#x=c-1mcp4Af==kbG28x#8ycb<m*rw1aD`YAc<rGH}_z
ziXp3}!lZWU)CIfz!W*_#ZQ6$){m{n8%l7Gw4{U9DNhKV(QeO~Q9xs)ByaG@lH2mZA
z*7(c~=dGzc|M;EjsxvPqDwe`kyvo)%=O{b1e@MKHW$!Qa<tYQ(rsxAe0eggpM|i`3
z$iF&A+xWEk#f#_c*M9LU_A_62$u6E*bnrntS>YAQ1=OGhbqSuqpc`C9sEnj{9Ox-c
z0!3+ZLYt6S#9|NjaCyc?i)9Cr^#)&fY<qtHK8EywV(+u;-pA!g*<N|`%XZ=1CCRX|
z@x{#m&y?qs^tu9w;a{h}3~oR!W0$ec>MnUU8f-HQFr4DC^4{4M5cVw<@l=g=BNLcx
zk)s1k)eTY+Mmpy;<vDlkg7=a0mi`!9)NEYxc42PLfg&sMGjsFy=-v&xee=3CRflGC
zz}|WLx;1K&1L`O~7Q}vhc)>v`w3m+Xe$W{4`~|Xuf1};O_k_jRqMm8Yxxea1eA??Y
z&Dw_C@Xr~O2iD`qnDepfdBa1IuY+CHiSz0M__9YG-ps&h2B3YF7ppivN%r&r?BFNH
zx~~E&4j|WoaR!(Hx@-l*0)9D4(809>?qPRRHd|35|0ts{%JvlU2*4a5oG~Lg3f)w0
zk~LhRozo_3W3tcNJpU49VtD8`#(dAf*e)J2|0F1qt9S1ah!@x7?ydax?ll;FzaWV)
zF<=ww_LN8!4Dmf)mNrWhd3vz>`wBB|!ZJVZ`15NP_M~C3_8X7mX}N|o^61s_GZqto
z9wC#Z?U^U<`%)34ffpuS`^=L`pOJTJFQSF)de;AbeB=4hH+|*wNYV2`_-4+ZAor-t
z(fDM8jrtN6HtIo`0F=jJB|`!a0q0S8p-Z_bA}<9vpwN}Nw|DpbjcDHd<{Zo8$7hvb
zPyjL%K6Qxvqu<%vM|)}Y@G#1^E1@CbF`Bc-D|H*u;0GWdn=je?Jdfj*en0@xq|gU>
zTRvz0$xZ<>RtdMNQWPwPIFZPY!gQ5jfoB2e@mOrs+Ji;g9Xn=&r(dxAl`q;*Zpw0M
z$6kHgM)x~5hHzBggB;7oi+1cQ-jz~ig;|I(K9a#>OqJPIxPZxaYuDbs@xbnF)qT%x
zSLygP^0~Pw`?asUV)Ns9n-~)ykx(2Km>kOu*@U2ZVW(oH{kD{-fUv3@D;|S3IYHc<
zlwaGGIxqbpq*0bUcEpb@3Va5eF}Sv|?O+sT<GiFeypTozvJzhrX07ZM?QwP3&b;(B
z2f{-F>@M(>p4BQ&qUdxF-0lbnv&BN0OK=x#Vrs%a@WE1fp1p?xP!kigF0d(|Pi=2*
zR@BS9+%jt8;(;d(FF=kee(>C9jdz`lD?*gJOn+R!5r)U@011>0%7=-WpP8(<C`kvB
zC}EUJpEB{4GxwK8DWhyM8!zXC0%L_P0gdPnDNWt?Kp1?lYpi&s{0{xFDDB?LF;r#@
zsD3FPX<X?kF7?Lv5YrFkI1t9FE_~{idk++ipbtmgz4+prcKpO;`}pd0yLtDnQt#QL
z$9L@Eoex|g1D+-(rfiaPht-BO$p+9RS;I$N)FOAk{oZxEcI~0)q;cteANyLn;x(R#
za5USXCP8)a<PI-8NpIu@h5;k0luuNd7_%{n6~JPNRWty~kd2BTUU~VV{oI#dwKK;T
z98fs@$ur0!1EnM>TwYK|{B;jKl|Su|__6|I(36$m0AA_~r`M?M=QWvCecL-N-}BD4
zfY3`nxuFcFm(u48$21Pks&5bX$<G}-Zzqo}*s!&2mlsVLgw$XCOZ(7G{`q?7#~2gc
z_;h=V?Jbfc^gpNPFxEL;hCU)56CTQRx8gJL=X`biosVQ4;5yBNFH&9g>-hl6$)n7c
z4V8nuW)goOSqMKdQSL~lt#5DI+UABeJ3BTzf6_Kq#0MX}XDe%uZE0oAe)nI0OMWZ}
z@Zq6p@l4tKgns87U;rm$B_@+<x59d3!rj?6H{JV6vfQd|&=r^BV1hlxL7paA^{vW@
zm1OuO_`v&I;iQeWF-9e~Wtog2D*?J`JB~l~!ri+@UEGp~@<fj4;&908q$_zxo&v|R
z?05Hj_Zzaj%E3AaCyqcd@&jNVpjRN;>xMm)E#&9<c)Ezo)1z2f)|gkA17lUld7g?r
zXA`~hoJ|NOxLFq(oi+Sf?I*VXrUC8|ac6*|F9_pq5B37&l(H1(`JV!v39~3Lf~QaS
zx;b>~2a`Dn!_9!tVnkTa8Daf-Jk2n8sTGfNQ_QHT{>aa10&_BW;!5aI+h^RX-%oDO
z150|3aOjuv@O$DvSyT7yGjShD0bG77lhvI;C41C(<eo(kgj-i7b0wmy&)QQJGvg!`
z9X+LfA_r_nCwcbAKQ#TG;g0mg_muAEwdO~LmCP6hyy(Hw5Xbz)prjwY%uHw?L`aCj
z+-dLH)^^2L?)DBk8r&fyD)RG_5X4yQ4`iS-u;Cc?!{u`V%#OMCEI)W)vlGL%y4kQ#
z?l)D7xIcGx+CMJA%X-3~N-IH<8<p~vb)hdX*y4+C;vN8#10&i(ZB<7Jp>|=~y5(6L
z8lSU#dBTe0lQtru-c}p;2BnyWILmi9>LuVgu&eR~jQKiUr@CR?M$JkBf@7Kx3~^F~
z%857GhwR#&6?^y7$M$%$ZnI-!HrlD#<@s^@3txKGzIbZJ<|hOU)$aD#jO9*W@>45@
zSQXgavAwm2c42JDN)no_4y&G_Faa`vcLeOtZreBuxw^e!+iUAK=&N;kSkJ-z;_=fq
zH8Cy4R92&7b(rI@?k}&|{k5uX?~dBw{1uyj{a5Yvzwozg`ob5Smb_@!1#GJ=tg?2x
zoVvk2?T(bS0J!=cp41G$U%X;<gZ;ooxkpOlRu&B>W@f|(qM>M3snl$B0Fgj$zkS`7
zmRJ0=3m&DCckqt+D%6<z5t9TwVb1fqV&WeD!|j)zA*@``WJ3KJV?yba7OosEmi!SZ
z%1s$aaRwmql`1J?z^?;L{9G}IQbvjLRz8Y4wlqjt^{kYW%5p`fdk*?{i$98sI4Cb!
z&cX)J`1z?=kE6O`m7b=!VwJzgRr&;$S%IQlUoFe(=D=KjzM{n>PRfzF9v`)#?_ap`
zs#R+p``%k`+v?JqRW@o4s&3!9ExG`9Vs&tCZeEI7{jYL-{6b$<#;xkZ2__t|MjyPl
zvSt7Dzx_S&n<j$viT+sWgb9#I&NI3#luN;Xj5Qv^>&k>nh4}t-+8=$0p5X;Ym8oty
zP&vhN!M^a)Mf=+8FW9S>&e*vV$Hcp1@z`2G!hx?WZ7x9D3>47cUSF63o>b9HfE-q-
zTviT!b#D|PJghMwAgqaEb^W0LpC+;{Z=Y?TOR`TI=$RiW*{iSfk)2E8lf3&AcX9E!
z(}x!V0sX9=h89E1LJ~k6lVgEU;z1*&1C+5ff~_m`HH!m{MkD%2=>W>?8>ZpDhgf5?
z)ofb5R&jvLWZYkzbY6+4MqYE5)$l*O&kC++Tjt~yw$%t=XOo+j#`#0ZhxdN)uD$>6
z_w9%8ykl2?_<`?B9?l<EyoTMsecSHcykqS~+kWu9kL|s;uGw3E{DED2|E>*7ZnFBX
zE)qCa-;L&drIU#;e9u^fr-QEpkOmlzv6)tS;W1=3W61qwF+5qKzZu^E#gxy0_`(6O
z)0OcPlUfJkvWMd*vz|^?<BnBc{L=V}amY9$Uc~qMJ;?*QrLM&Bm1*2r{-pIhWT^wP
z!ojV|;;BqpQHC~bxhQG!z>AW;{h~N(W2J&`CoIX$i_)AX5?e8XhKC^ea02$c%;%4o
zKO+;M(fPh-@H;ezZoFZjLqizDE(4uMY=B-l{GO=2F#Z%4V3o(dDJ&Q<R(vy{?EbR+
zMK*qqi$6RAgy5(AJmjcNk4@7b##e{&rw(|K-rbQZR`>kh{d#|%S27Xm|HSX}`m9NG
zdm;kNp9Vn6<H-zEufs4IkDl`B?+>D7eks_ke%xmFZX%8Ywk!{5LA*rYUe)yD7kPV3
z&m+=2&7?Gu%TePe1!N)KFIdG-W$o?rh;mShSN8ykgFOePK0Js+9^C1co}e460=)a3
zhQJDYU<Yh-yJ<5s0)`sI8{2$*L!gT`xd2Dtz!MUrQeeDojxJTH5+G72BYFGY2Y2lK
zYa1>oj!zET$zu~zB7@eI(qZ4E5Sk5)j;r2EFW|UVZCkSq=%PNV5H(XFenb^7eiX|#
zB=EZ@aKDehRaj5(b#`n(N`fr{2Rw#k^#+irI_L5Q8=F67#hC>w&Myc|k63Ga$!vAm
z4q7c+-)h){2dj2T3jH^~c)@;VcEH|T$lEtwIc>l6@}ezF3!q8hS)ph{GxH`SE}-4D
zPJ<IEICVo4i0Y=(X?Aj4G#Ie$rpjh@wk^=DKR#+O;>uPN6A_AIlZt$-1NsSkR~jvw
zotbrTTHD#RrAo&}Cr{ex7k|bseeJK>xv&3qD;$5pc9dtW)v!&KhvMxB^sq|Bq-58(
zM)0x@FXwPd2xrWS7APbsAXcpamdlSGTS?{QB+y}ieJOx~+QzCfAZbQ4g8ECV8@?)s
zp-+OZ_HBG>LVa3vzTvTA^jGj;GAMTcIEcKGKi~|*7X`@&e;y|T7)Qk~9TkcqMQQk+
zU=_#;o_{e4fS{`bVkyg5^$F16N7yM32c}YFUQv%vJoN@VqWD<C{oa*(rWj>iu@ep`
zQ#zETD{{)DEZiwy#UU*d3no(VpjxExJ=J|s{wP@!2o#62`sv_F<%$e^fTlb#V?X<|
zzhD!S#~hH(iryod1eK&n{ltOFBNaC!+VIJ5v(ngv07}uz^A%>=oY4u;;;U;;*^tq{
z^_`FH{SR&lFbU+UP(BVLhEVyMAST(Q@eO^|bEJ}&<O6aWV9m><OeWcLqcEE7<58BE
zzI=;^QnD>zaem%TpIo%pUc78S^TtcEFWV~u$efN+q`qoD{mhCTt8j1v_W@d!B_8@2
z)|iG50685i3iKT~AJ@058p{<$!UP{Z+XNL7zd6syru%c3zF=eJag9dWEny|&bwQ56
za{@&Hq$9q6K!mF-pdFqg7_h{uB#+qncn$!K(;+IAZ6EXT6ll+enLWs$R~bi)uT8!>
z*=jlu@^l8i;w3ad7;=NEQa|nqqkiL)i_RPH1R$Dm&nXjptmD!BPc<QaY<uk$Rdn4t
z&HGl{x~&RttA9t_zrOjv-hb!2_Wf_YW#9SZe`nwN*1xm=@n8Lp{XhQcKeL_2us~jb
z!@Prf?qe^mPb9@V(8X6`b!B`)1FVk`zh?|aTcaKF6HOh|%Ac3uXc+t-d!n%ccqxNp
z2H|nuSIDUjag-V$T;rPjl#c^h(Ro<mF+mM*=>V9qud8os@P1@_oW{P&QDUzw{ph_4
zO_i4qP_B$!T^*cLj{IF#$lv7w?NgMH1vFgIMGM9h)>oQUz5{1n-B0zvG6{DXlhFzL
zyv_43vETS$Iy5m3lONX*0{sT1((5gR)f0vR5f-<5cwA4HZv6+L#wClJrR|SH_N0q@
z++pGxgV8N{xTHF2BAgsZ6X6cL-FcWVK@l(hB6heAP3G@$)BTS!KTe!ynMmsj66+n2
z?7yGs^=UN3P5AZY-4~WzKdLpc{@QOMzeF<xXeuFwJioE}1N`MNJF9OFm?e}`ezcwb
zVTA!bN8Dy}#};R2Y+;he;{#R~4&qJoqJ$+WdA!f(MqQ04J?-;HRsz4g(JM{rbwa2B
zi1!EbcKt!!9<A?KF*jffQ#mV1Snx`mzsP3@9)uaIUODSX0XBD38Ko!le%d&Y^0s)8
zQtsQ3lsl_h`@6i1##*ylAti+L@;$VJ`_}Z;mTZMaLUN~CvBq}AIKeGH${C&4t#bd7
z{mR8Tdu6O^rPjJFP8V%zGOu<IN!dy0N->aozBDfI*|nWo-N8FxrNSO-0q#nru3GXq
zbKFmBC`dRmexh$!8Og_^RD`fR5tOV9@c{||7<-4e8cp9zT_{i4@he}n#TUPB^H;uR
z2a~7m(RSU|x3{bTSmH%MK(3E>#t-8!#?iiL$ki1N!kpC{T@lJ0>%_5e+Z%w3;C}=)
zlbe(eE7PoW@rXLc2i>7Knc<NtZ>@6%E%i<<#3Y{b`Xm{|PiFAL(3jAW$Bc3Gp30T7
zN2&NrN4od@mXxo$V*&JJ#Yz${bxCW99Z+IXH_G-^D#fGi4whXh!%K2|TU0;7{9gG{
z_sos;6=+>uDdNuZ#*lviaN3lOA>HRjONyVDyP!VhO@ECY@x3&z#)f!ji0vpPO*SS}
zo1ESL<fbMf$8CD{y!uRBtbT9R8@|VT;rI#L+Tb(Uv{n2~8#Q4B<TG~JR)RnD^7eW>
zjwaNYbY6&hcIEi!lZV`B0;CBWd*n4v$OGE@(-2*glJ=EaQN!~F3@bnQ%XtjpfIo7A
zK2hFm!EkVZ43&kq0Eeu&&&^EP3+K-W5TCX40?AY3Wt$i)Sh)y|R5#^=fnV864A@C8
zc8R(^G46_<3|Bu1MdK^_lA;fJ>FMTZc#Mzet9)_6re@}{_C#A#etu*jZIlHJ0pL6=
z<5%+ai5czH9d*S5<WxCt6Q_E_sUWf1>#NAhkG`a>$T>gaaIYdc#|v?6lW|F^{-IBC
z)33T<xkD5VkK4r5j8CTNTYmy1;<P1u_+ZiCL9Cd2ze^7K`MbG!l`R6o!{SGpGG3as
z*|`~&WA@<YT_0aF)5q=hjYsN(3AIJ^7n%7yK9#^tYXi7)Pk#rX!|nI-$5Mb_^ha9)
z__4wcp!T;o-5;9z)+WHNXzb~sspmtn+{d_!i7(ffKoOx=o~+k_@T^Wgp=I21pVisJ
z$jj5wpa_d{xDWqcxn6JGV?AH|Gd-j@`Uy8K#RtsCHPTR@s8?7f0mShMfx@uQ+r-Fu
z-X>_(XATF_lWv&82V3UdyHAEuz(Df2Dcl3xCO>Y)VwrFFB>~`W4d(Fci^HGGgX~Um
zdSgB_1Vy;61p0knz7e74=9WlF*<m~iSGW8nlYB8p2-frUJo{37)+j6r4daD9E&kE`
z!$f`ilZfS$<Is5c)AD?_p})u?23lCgP?SZv(W+jqKEUGM%hLamD&U1*zo!g-;qZSq
zX_$H%_3z$*033=1ch)bg{-DqhylIuL%gZ7H%bi^w?RRZ%dcsc5O=y-oXxsI=)oTqK
zA0M-VKpv}{wOZA;OCa=pkgJ&huA)FAvt*PFZQ&?3KvPXX@!gNtthURlY0l<mOI8*j
z_Eo6;c!V#}raUBs2Xj^z0!OF>{ZvQ&2koRV)J9htQtSo*#^RPTQzDP+>P7TN><qO9
zGFlDW<D(oMwPj<;c2*zTo`B_EbI-o>?f2~N)lco!*%3Rrkhk*b89VheU$KcRuiNm{
zg6$Q`W}}>O%4d>MKwTT8{q>qFB);FpQFLv!VY9L0N^xpp(n=EcRe@FqEiSN8U>#LU
zV82xtco=lRNxNLwie?SAMYMNqv)T|?nzgy}Z`j`Gl<jnO1->`^V;~NsU7*sRsZZ5r
z{h-`9Re+UZxD3*<D#znb%4PLra$?F)wb<orcq(&jY%FLkK-v_Y=&wmX>sTaJe$JDb
zfnQK$oP`RoXR8GJ<-CjZ1K{qDk9qRm^HAKb`f^u=0HAz@)|JYjA1&odDH}Vk$h==E
z1cf8FrwIk)%14$`qNGeo5(W=sJdW{j@?oSXjH};MZ(SL=p=b%q!ex^D>j47KL&oC*
zC^fYk<Rw7rD!K`TP-Q-kJE)0`f4D}V?$*^i_RZh<p1t#}>vrqbW4n9rk$<jxyHeGd
zs@ZtCY^Bne?WiB%b!fo(+4LK<aqbuIQ$7F#(1UX2p1rG#ix?-Wto+{o;Fc9sCstzt
z!YFnhLmId2T}|Kwa0TDOKMr<vA5ZfX?tXEK13VfhNQCnDzJ$i~pX%c;Eh*f=vE%^T
zCeEKeX0Kg2V`opy+eEqOTM+!60_CA$6J&(`Y76fvz_&vqc?ZLM%!0{VcOMWRZR^qg
z878%#cu&SXbMB%hTw^LbFMf*`;gV@<!a#lC0r<&*i+ITEmgSlF$9YcI6bCuzAXqf?
ztwzvHc|*&1`XO*gI)$}c0`~Odo+O9L>$3U|Phlw=#?h7XcGX8rM#{xGKN^q6^^6nG
zQ+Y7vw^mnew^LIZYDb#~ZT`e%n>}_??h##2*tsiTu-W66WEV6c$XP`b>U^<eFTDJU
zZ(F-@?V7#w$M1_zLLO;=dEfh%2+1)w(2{>y2b!uc{m<A;_ayb?GBK8T?|=znwjGLg
z>CXWx<6XK5!%8=wYi{sm&+JK8e65fPh3KfXX`H9=2aiE}U#ZUg0{n*c`YC?m0bdMK
zM*J}`Q6%|h4U*g2L4T@Vq=nADqMMb$)s5#DR;B1R($asudSut+_ANDi_IVpx`rOSS
znWEd_fMBjelLnR#79S{apRC6bqw|}r=Y`ATAZ-1v=ZB|<(b>uEfsS}HKW-xpCW{gN
z;o<q>PI++S*9h)2k=mnRlb<_alDH=0aos`W%(_We#ZAPMA$R}tcqvY1dTEb153^04
z&a}z&yEBs#r1;M=KO*>9=E-cMI(?0Niun;Wex?a!O@VRc53s7ytv+Rim=~)Qrh%JH
zuMX?SRsIAwnk@-nz-7zk=ca6Nab5zxZJS#t=Rq6ev3j1zxD6?fUGP&3cx3`0W(5^R
z2j8*xkSAkfIRTvfklkKt+WVhwt4ag5uu!(svl9}Msv|2G2u0P?m3zMIM}Z{)gK=6o
zFKfIoW+WszUah;+^sBP;7b}GPZC46_NB-1la7Q3`ZN+jM8@3_P!D{f{_L}9o4SRI!
zu6^_Ozh%pxF4-@9{gR#i+RJw4=YG+Sef`(0_~O@WaQc{aM~cd8)b}tmR(ZT!+upR=
z%41u9_`n`MdTdPr<nD0J+PQ+Q3rEyML%=I9#UY##^qkhf3xail<7%~P@fqqN34V^Y
z$_a$-NchI2AYUl?eqL6a*?K~cvG0t>vA%y-%^Y>mk$3Bll@Zv!(gHw|AeZpwaUm~X
zjTV$v{ZiDmTCaL{ccrwQ=BnSQz$Z$a<DM9ArILWW0GU7Tl~M|UE=A%BUVI}uu<gP{
ziTH-qUEhY0@g0WvPa5*+H@xTveVmV^^yy`2jG}i?m*quy)DsZw%1wOXt1est;wUhH
zA#UdxlpzWz6cu$0KBD{xBP~h^H*rwr+$SaGalQCZXylpd<9TOwaYd(VoZHF@*s#ES
zNq}oyd5&6jYsVhkUbBDuZ@y)J@UOpRZ-3`K_2Gm+D!+N>jxDV&S*>2NApyu^$LH<T
znNtEb0!e#3VF&|Vy{%5u&;(eg6(Ch^>H)Z5brX{&B_CY7X>Wb+BY!mQTOjCi`P2XC
zm;gIi($f~69t`<d@>3_EC5dGye^~W&P%I0e@Gs7ZM|mQ|SIEZ4*-Od(Na_n<W5O-D
zveWT=C(5HXGg0;{lc?fo&L+l+!Pnw%{CJ~(P?O?n8z8Akpg^i-vR;QD$Mo}A=#TIl
z8C}#QZ_c>@f9RLOFm?KY@sojMR(3J;Jrs{s<KS`Vtvj_z@=8QylFQ@*@CN@XmGaGa
zsjn=?3UYCOA3z+F7x)IAA}^w+2@R#fTTD79XJ@S>zTz=Foyk+7TC-+b+Z)zut*Jgd
zEu*amcJj<Cc5MEnXvV5AkMBie0p8j9c^{`Ae|*iVl~w!7&;PvVw<-D9X?5)F@4jOX
z@2#p2)F#G+@=Oa`F=o;jiE-mR=l8k-6m?}1;PP44<pu4aQL^wC@(SAc_6Ny5Z+ixa
zseg?97-^zlq@xVcA@yZ49xg-t0I=8?*QuWVv;z4EU{)S!yhr`Bx)Wbv{W3IxU~I@&
zS;g`CAS*IA7MbJa%X+z9&Y=zcmf}X)&)fV|KDx2K`oKF96T{|c2V$a66_Q<#7-*LL
z^&6*Uxcrw(N|^}l?xV57KMPBq&QzH{d0;(?hwH~Z4sXLK=af%o(tVUE>$edvf+Cy?
zxXhi|HHD@6x+^(T!!qN-$ioif#zj|eN_O9u&Xu6wE3B6>SMIY5`S#MNd>B_Ap5GI7
zc)B5@WWw!j_djKk2}SbqD)^w#V9+0mD5W`S5Q35ZXebpr>O-E%MzGRFLF!|HF!`~X
z$-ZBdFJTOR!uKU40jku7bnU$XtJK=|XlY$>yZ(vX@v(vgN$fYSRH`;25X?4*(NfuV
zIU`d62se}~pe83FFgygu4+zZe`b%6W$h;IHtJ9UvfjwT?vh&9#ZE`H9_$ss6R@^<`
z&M>5Woa`e7TP(Hh)bVn!*$9wus_r}nM6t7{Q9zw;<P2T^Ffx6pdJao@4ptvo>)|K1
zaqFIS)P~l90AHmp@Z7aK-~Z4aK3ucesj~gTue@%T|MGumcHw7iX!e{9mN*+ic?o16
zNa3&#d9TICN19T0yVh>E{0vdf9)&J-DYvGScmDWkdr;f4m6bKykzc#j^3~xhFTZG0
zvoqFp&}TL~H)q45|I+fRlv#X0U}JsNrpCvuJTYOX&zv=hRGXZfwmpCB&S$f|r(7Wq
z=$^;?oGK82FZ$3|SP{eu0}KN`l#PQ#9%;`=A##eqZoBQr$L)wGnCt*@IQp%!RZ&xG
zcJlNEo1R;cV!UgW?RAx^8me!iEWZ<okEa9VMS8$HR}>TV`HbR<guSaPR=}3(3!jt=
z!@l<v<$U3lmu+NxO6{fcil_Sf%DPh^nQ&7~Jbn%^!Ile(0Ia3>UY7U*+K7>ymwW|D
z*01_=`ucr<$Rr~@T<t=U%Ngm(AE&O~9{qDBv}$0hk1KZL<Gc3ZyPw*-Z+&dv{q}qI
z-uoZg`uc`I?yenQJZ(2`eQNK#^S0f(cEgq*KGZ~|<dZo*o`AXj!?&!v+fd$7C-(Z!
z%$=~sV~ZNIYKQ8NKVXe|x?8}b)u>yA577AI{_wBu?%TurckI=R=WK3q#`kZFLf)6W
zyopSbpvnMDY=Q8VVfoQY+D;RpC&v3?AV4AQhR1y0q~ruE#>2`}-pXI?ksM*$03Z<%
zNFMMVUtA<EU&`a$*WzeF6YptT&={GXEZV%rWaD7cZf?@X16y6&ux4X9YpYk|bB)t1
z>&Li<UW0b|3g<VMorXx7?X4|aTe<CVkQ)Poc}+$xsvqMeQi=-T8g1pr`OGH@Y>&|R
zlbbQw(pV=R@tOSkI3<zFWn54b>Qk-Pef6{5-qQV^!1)P*+_LY_<z>8>5Cm}Zr#x)K
z5)CKDCvA3STJ$Q3mK{x?s<y#i;d@tAW|Q2#-D6Yd?9!!|{VesICK@li@Pdc&5^kg3
zwB`HPW2N}g3pQ3B(;P$ji*Km&%Idmg*Q$N_Yj3E0O{6secYcT8)P^G<QGDazPgW)S
zxO;f}j=lZX_eDR&_qGSUvTl%UE8EY1;~O5A{k~Y}?h|u`CqU|33KESelX0sUK91cl
z0B&xC#Q=_(BRqK3`%!g1thZ{TH1Px_z^;SaUR<@y>q#74l@3`!hf$|!3I2?+&}}{j
zsEg+<t1z&G%Mi+hHrcf|hCPoIK4>qUzoOiqpAkiV8phc^{=@}oK=vEaCJ2;WMW-Xi
z)A(%s(0X2d5#ye}%*}xH{}kUZeFnb>bwgaz^cfG=AdXpoB*!mv^x|`M8@Hb^_<MTK
zhZ%Ovj6JW<7>`J%5$<u4ebPMPm!&&2Pu^$d$*hzPvhxFTdI#X)W&eAc{w%zZWXNB2
zOYMBJ(|hL7KV=m@{NmGZG5E`BfZ-=N;>CJ%d<aBaDU<zc{`pqvx;+m3mmdNb9%N;s
zE+Nf}I|G9PTSKEZm@8NzKWby6n)M4gZwf3O>^6Om?)c=C6t<L|6rQgJs5-*I0%-eE
z?oyD2ya1bOqX6Et9?lQhL`j0+VA$^7uh@95ZMky6rlj}~aHJ36DkVVM<aR-VAfy2@
zu`;RpvJXzmiWOmwWb?<lG6;0u(?5{%*xO#Qorl-0a__nn$F^11*Q~Pq$VT=A0$10p
zG&yH~=^y@A_LaZ?U)hPj_P?;f<FDI5aZ;%TgFAIAbVIpy#JB9d<Q&#^t8FzY@>Y$n
zy)}Kssw-hw862@qR-=`EPm>Dzf}W^18de@3^F4EX9HiB3i0+y|<Q3OCwz<6~CEBoN
zOW;6g2qnw$Y6#<;1aqgO_-Y?Q92x`oeWgNiivSQQ6SvCS_advWMl})O*fRi@U){#b
zReU9juRpOh10Xw;8}Y}m(79Hv`QFT2u4Lm=)6oXC8`5%hz?`kxV5-$^(Y2w842rqo
z;e=5R@m;R<naC?Fh7~m8kexpY^;N7m`lvWI=5MmoE=(w~;0+#KLIV^k_b4LY-ax*(
z4l=2dKY61BlbbM%D|P%SOA3;go2WC&(O+Q7>dzzjkXa#5NFK^F+Jd2<P_EdmmAd`z
z|L{llFaP=P*dPA>_w4&`y>HjAUblyj9td=83j7u9)QNL;{o052*0;ZDD|g?wPV=4}
z>}}f8z4z?a^>5qe=DMw}E@>=QqYjy@U>ws&@BnAj;+N_MAVAS`Pu;04DIz_t0sHQ!
zTlQc7^WW|5XIFsY$Npg^XbwgsDxk9i4$*@C3~+(+52f$-fD~4O;Xlq`#R>>>S_)e+
zNblQp+VMnzvCpIZUDa=OOJirJZQ~mE$c1WC<40{`kNDj5q%9nqu}c?D*}2n;Ds$8t
znk28SuKGz5K?_><*@@QEO~iq2q#Mpn*tjNGInfGG0tja{GtmjTvQyvG80iWu<weVw
zBxKa|K4v@tq#V$Q78v>j3;oF>fN=1?17eScu8;Wej00%om*O!|02K4pHu8+<^tHm3
zCuQ-$i19K{(Q>{MjB(7?kxj`ofN;<Q-XHZ7GN=z93K^zTCF={hQI{<%4{zBQzW&Sh
zm9Ko&kA_^AJba{y($?0tbyU~A5wnj!x?$U!+v>LhwbtZeLVck+XJFD#eUO_vszkLb
zR$l?OZWz$2H=o&7#e70UeW)MfY;1DU#wMmb4}dN*ix-GX<Kw!P9e~H@n&Z8S0IHg3
z<#U=e#fcs4XJ+qoQIm*rd0ci(bqtW}r%dSTivfNOe+S>lM#)9CZNy7?G2UH{aP70S
z3E99q0}hbY_FmpuS&1G@R$W)AZwCi5x#VFH9x@{6=lu_FJ!b<Fc<u(abn6T%lMRAo
zz_|FJz>^Yp<DTL4;U}g_dAV_LECrH*9n>u!BEUO+{ue$>X<`WLPjNKV-94aqg9Q2*
zCyW8CFsuf#AFq=#ksIX}iiGII%T^6Mg1i-nA>pNKK$FJbQfB4A|A?tFsjrxYxDKdO
z8QfzP0UNF8w;rlGD{Nmro`$wW83TL`&9PEek|*Ma+ssc~fQ|m(UU@N?eNPn8h!@F1
z7{NB&Wci4|l+$mVt|az)aLwY&IshcZ@2Ol=K)LiR@yH$fG!r$=%21@ZmsQ3z!<&+&
z_WqTPN13F64<v+$D}cu8E8vxL8oOOyvLPvoe@_%p9|`md;aY2d(3T%J?8UPSHe1fw
z>c*PYc6Kyy2W)0^MBsJA8tQ}fIxC~Qesmh=G5X4Aqv?uOYFdgdXQL7_V|fYjk=XOr
z?6z%weAtdFUu9=EmTET4r-$>yc4Dd^1WlFT7x9<sJSx}DKFSJ#Drh{Am(mm-R~vaj
zXn21|<pWYhPd?2$JYelXDKMqu#hby-wjC^gV(r_XTBp)heZ?_*9UD0i4FqCGhPrm<
zul<G%o%@0nPn@xXJf|siZD_Y<Bb}D*Nn!ir&fOgw75FHr&H$^9=-3raSQY0}&U{_(
z>UzyKt!P6<33v%Y+TLup<yLD{caBd&F%-t8L<>zK1OyPmj9CQa_STY(LgTq(Dw7x2
z*fP-+P1v6-ii)m2ndBHa#T$`AU{znT-a!e<BPXCWI*O3zqye_6=pMnJFUidw%@IEW
zsM%4wJny1aD>dg6iF9>8U#R0TwCXfEVWSgcUI(^KU=q+p7C1=KAK-gO;GQ#TQ49$r
z1DILK>B+xm81iDJh0)B(8t^tp&Y}F-b3QJ5`H^oE6aMj!vXpX3_hVxdHimzBQhsCJ
zz6mMCN%@Z#$HnhCDM~5HlG12$GAj3&+>_(8vNJZJbYseEY+U*I2S~;hrzCKMyDUXq
zls{opeg^BP?u#lXFCO75Ut<CZWzly`U_C!ru!o;4*&qD(e`x>RfBU=k?z^9846O-F
zR5YpKCDV@b9kn-KecjHT5)i(A&3^dqySCR}i;*g&2$cXvm~wH<>gpG0lfaXY>4Uat
zoU;+h5gsi=S`=z1VB~9@6ag?sGtd{Ynx@o>+!k%W_4Y^hTmRzUny`sa;C7WJuRI3_
zc*?R1s&gO+Fr!ykbtWJB2$4^}_!fqouIe9-TPzm%2m$x1mw1uBgs<~z^Jqzvup*~y
z99TtsQk9G-i8qf;jrkTQCgug@R~B!Uin5~V_*h;v7_pV+sJ(Z;Y7OygLlfH_pB$if
zyhYjd+2&9tN<O$AFy%e#vME-!V`0FboX9{&OuN&xR--EUAn>EK@#3Pc&>g;1{G7s=
zfI)xfdHuIFcF?1^0aZANqryX*$VqP!pLi`zq5(?OkC!Wpe72cMxcV%%0%?5Hm&yyU
z9AA1Huu;hi2?UMRmaVUBSaoBm*G|eDpEx1jEcy#{V^cFWBzjjRrzF`lo;x-%GjFp~
zi?+U5)uc-kujLinT3;8aUbRM}7AwWdXLYG6**##B0C36UlEw(1e;yV6paCFtl#c-k
z=mBUaG)_t*qbeon$UbKO#JJkZHY;#Ln<sdp=aj}|F2`28vgogglCH%9p9N=(Pit(>
z_&6v@o|QBv8S@3X3o3&NB{FT4tE~5@^5h8_<Ct+jG%SCOXWXUYgg`%Ie#)jLL*^!@
zy-nki0ps#7DzB2tDj+8%FUfyoI3}0A;tL@5g$!Qo=EMj9xj;B$U+w1Wb!7qfvL<|3
z`e~Gp1_^lk$u~VKIw6|@;gXx!=WTv!+awqS{l;0f-%oDtu!lnL38TQnkVu>E9ZGp(
ztpCKNXP&sv+&)0vWY^v;0yX*dBFhPYJ!)KVcoeUN$LAW=k;~H~gb0jV09qECpl~U`
z)1>lb4qZnLAU-G-#?#0~((J0>h{Jtfo^k`glUIaA0te=9QkuhbZhC3-qdFu*Tlk9`
zuCl3s<nN~6ebgLn(V<D%Kr>=-k0R>lpI)5445+_*>q=TabIX1)Z>IpFpX)1m&B_Jo
zi4&_I02~RxEh#?<=~HJHt=6d9`ue8rb$E<7Ex|SHUw>jMHpnWH%5_DojCi};w`2%R
zj|w!iN<`j#`k9Y+w3Wwz!0etBE_(}E?W<OsHZ>vPG=+i~wDroaKW6vIq33HhKQ>_J
zPpIAk@V+u8Rm;nEY`5SmZ%XLO#kx%g^ampnglaM`UF<DgwYmg-vvpt%_8xQA<II%h
zB<yn%Uel+~SmENE))d&=udP^~&(iV;j2Fr(tFmhX+-(PTe9enTjQcwc2WxDfVB5%Q
z)$FaCOSZWeinAysF<Q>sT2tV7Y01{sH>_TjyVbTYyz#o7I)2iY9^UuW1%xO{kuTC+
zzkWkXOyEv{i&HuljxE@+<EI>yRclqByo^t>*RQR#yoo=kda18j9Uo-BUG#&W1R(2=
z;zS7NP?S2nqYk65eLtkAS?3tJ<z>~ktUj1j|LsdLE=!pW*wpltP05cfAocAn2M5rZ
zd;rgM5qpg1=jY)ze+-V|ORHhd6KdO!GJxum_=Uc0X>u_=#)1D*mg7acc;&K``K+Id
zD|Qm-6l7Psa%zLG<fsguLU7GV*#JzCRLC&qt+9P%$dwnXYU$imKsx{kAkQbS<NQ$e
zw@S$g<nozT&JLZF0-hKj7r>S>2H1)2DCd#<g!+IL>w>L3uG+u;7ypxe?>q0<r=Q-n
zR+H^I0xT+PBtPPSkmIQMe6qal@uLUo?+vSLJ(k>2T!GpcpA1GmnJi^2<z3%i(in}e
ztg#YJ-wch+*vV68ZCc9Q!JQ9$rIP`eAR7R$tj4Z9z9--Kum*WRBVsafY}GbwR&=;@
z<(zNpU@_jmnkBbaGWDV2`vQr|N|Wp;Gs-27FCxf~MHGU3#aKX&cKhT>{(GHW@hvau
z39JLo)lPs|t+^vP!QR|qwQ0=eW=b|WsqvW;2MUn<!Mn?LuYz2t+xFV3wVSJIAMH6R
z2S3lGxZWPwg<}^qk(zW+Nf_g#CLUi|x~15WC+$6U{Ji>}r(T+fI!OY+(nx?VWTM`*
zm2^&ff&2IrcEm-m&@WIj=z<pI1Px7&8x7l7U$br}P79ftJ>wI(A@)ftb0$6TsORbX
zkkv`59xI}0MRBvTWe@M&^1Z^eEzE$OzVNbxQ)CPiJL<!ypI0Q09^HT6UVHQFzNoaV
z^p#3Q{>zd%>(){^oa8exG3n!Ic4pH4{D1gYMDtynm}Ww#$)zTfC01d_G$B<yWDzII
zl==9O`jRIAoNfHwZ@(ovsV&G0@c^r#(5NNZdVKMi{rYeIhT?OCqb8t|$4uHu&&PmR
zC3b(_Sztn{2{9AVg4*IM!ID?($InYPA|F}dWdg{=q0FRJc>qesl*X;njVV48E%sZN
zWn(O>99_!-u53{u4Ep-%II<j*#|Ls~BToZ(O64okDkoQpIxtCQVqVgu8URckXGEU~
z)tj#uavc}Y9+xcPn(8y|cFY!M=dyl#K1RA#z3`mPCm($q9+Wv+v{xnhXF*(gy!@oe
z;<)iR3~ZDf0}F$vtTKoJ5jOIRtNVL+gu>|VAci~{>>jQQ%FZJugTMTcll=z2NI`yh
z5H&^0uH>EWvLEV>ak(Jl%DZR6eF)Z%nkWxYBsY1>a&@;8Tj8JS>PX{2(m`*8bDvCF
z74{O2G&GccO5?_f)o-#eFGfGTx>Kjj>4DEMzS40Rewdv49)by{ZEEL{Hl{iz13iL9
z0O77crVVNa%BquuQ@cALV7Tj#wd1IpAuDS3&zZOTgZuWu^=+Fd?%J7iC+yviZ`$p<
zs}4AhpP09kC+DnDtJ}s_gQY(Sc(y@E;0io+SV8Qt3OZuPkBw>OjgmJBSShp3hOKS#
zXm(UK4(uNu9<>{HH+@y;ul>q#0k9$a{?!e;^Kg^(C<nwm@px(Oz`pU7oB(L70P_HN
zu)Aa30Rftwif@mACI{_p+sjYeKxy9cDr3L4ZjIY-TX#q^^nBU2@7}SZz}?vCQ>sH=
zN@&lD^NZG=zGU00%VyOjo1LF=B{A4-Smog@+m)gyFPyOM=(x4lSFByHTT_aYJ<YdQ
z8@6r3_QzLOY*mW-)mL8dBa&ukW^77|0>#r=zH9FbAl-emY@a+_w!iw<{;K`L&-|=i
z|KzIrXTUC8yyyz?*3Fyt&2RpZ14{%f3hIkr{jz}Iyt-}Q9t)uE4UXCD@e2Z2@wrg8
zY_tS=4mwTmV-z@FqC#n+Y*|Hyf7sXTFX8}_cI9SyPi5zZ5A5;kn%%ztz-FeV?82#&
zQoLRJ^u{$C68Ib!7+ySaToaax-MM;IigQ)z4h@QyGA~}f;`=~v-T1^;A=9=8*cI?|
zI5t0P9H8ruW7&4qPCo8(>Ew*B2%kGKXX6WtwsW8`wU0BR0nDtT0}gp9kQH-42Y>-k
z;-^BWtRxd$mQjv`4UejMB+mF|MW1qslfXNmh-xzY2y-RQ@bf$l)Gkeb1Tc2R<6~n5
zJ9qv?f%IW}`+M)(($b299ss2x8Rs{XUpkndJ)5lDw>3tp+Z9`1Thm0dVKrXj>{cZL
z*h&B(ZrP+j(SXM7#_A2-Gvq@cK*Ncti}vapU$kT56D9>1=z**NNU)WL?Gu}tz<&7N
zcdXk|S&a=fLG4ptur(O7C~@%fFQ2ym>;L5+h?fAPOr|6s)OznJcm#e@e!T37FZG}f
zX@cV`pNhl&XC}g4O^r|9_~%3#wqZd#0G)qbQ1P}aH3842Z?jri-4IaUbI?4i3F_k9
ztgoJzCIuSChwSRZLHmFHn;W*aGh~lMuiN6wdgDQ_9{qHAmPv8L9sT&~>%VGqbBobe
zv`pbkE064>_kZ8x;YYkLeEBcf<%_S_POI)T;mdA(D1$I~AFzp1<PV_FS0#O$4`3Lh
zM9_+U@kJOF=c~~Q;&`~_)m6K7`?~G5mpuA~OFwI;PoA=oq9zfF#r6QU36KX9&7GF4
z_?=ImGs&ahZwd%s`{6e=b`D=E%#D`q<u`s_yt(VV$4ME?W7an|?8c4v?BWZWke@nZ
zJJqJGtS#G`WM8ehrT7)qQ9yX|xF6}q6U5V}j@du>NB<kOZA0x<8}>&vv8DxT<3OzV
zV%R>j*X=mqWt-J+|Eu4&|M!3M&lQIWR<=$|f64MG@XIe;w14zp{$l~_2@#0}6ebdJ
zgdaKuxx)D2Gvea7xQB<uPh`Ux_Tdgc=S3Ms(GL>^m7_6F_&y5;x(3gvTU2LXNMHsi
zL*9-JL?dJaeHD|!(7*mwRBtDl(*%{LyqRp14ta_mrM?(%?*LyORX(CeOk@>V|FjJm
z9VYU7>B95fGyGEn!<Z;J6`u{xWYs%C5@Mt{Pa1kKg^`A2BD{mL=;#OuM(Ov9EBE2{
zd;PQBfNP2qpfc|1R5}}vL^fx(EQ0@f{49-r04?t4VJNsh<B_t9!r~4^m|VIhXJ-0=
zYQJG+xZfNFu7_@CYAVsAn+z3r;@;biU*@06#qThBN|W-BtJ6{@351@>{E2s1T=IL0
z=>x-2@07n^!laC{N_oAxcYkqCubeQ7p+U#0EK!F2MJpat;tz0Qm9|<Jpj0?}rV2SJ
z+T5^h)Z2FB=7zoY!nE(Ly1QDl>!03}5RNyWC&xzZ#Bt8%9I>69YJgvXSp4&nL3M%b
zT5H!9XC|a@#?@a^l;X>JbKmYSReXQjhy<>*qw2FSg=u#4?uK1h9J62knbUUf(U!e?
zb={g0Fr14i6>Tp}?b@IJ+NgvzV3-w72`?%9y+O69wQc*Ys`HWqJ^^7HowSkGrtRGM
zfqxNhVDgxN?6Pg&`P3#Zykw&Ss+{LKG+MI#(v%$xjhQsHtvtA6r4fM<&FcAj9>Q)|
z69|s|Vufz`<7?Kbw|swXT_E_k-@9#vnFV|AqmKk^cI@>RUb0gYC42SEqD_^DY)>F{
zQ0;Bk+M;8{{_w^<Ti0ad7k}|r?8fzv9YDVR<{R#=Y;D;efBU<(y|HPRE?>0Gjj9yd
zYc?@G?|b1sx$&trcZaMgx?i~bx-A}G5d9lcf~u$5&DX`8kJ)0Pd%y^**?8@;pIM-W
z7ybZg9f4yM0p~m4ee^(l&~zYoYH`un>v`|~9ksJzXU?AW$E%!O`pNr05GdY=GGx-~
zFbetN<rn;{<JF~y2wLY+PRO8qUm28gd6t2X0no5@+GBZqvgrHAPt8qQUVXK?wWGEl
z_?DA66F9~!U<9C$EE8xR%aT_pH<yTv4o~CtRavo;r!IFMqi)nOR`EP7X=sM(K9r4_
zSX~{m@rfy$o;v0)dG3hM8v-?)?+QI)wT?aI(I%;P2S0^U*<~tk{8u)4%EDNR$tX`6
zcH2xcQ0hD-*s+<#3%0p*OJac+DiH$IOJlTr!WK@Pv<qj?iAT%+*cG|V{!!}c?N{H^
zw;Nj<c1sg3b)?;Ta9w$*&t&t;j_p!xEjpty`*;4vuh{?WZ~s;C3*i7g<&&*au+0rH
z+-Ws*jWdZu=7~Zomw0}Xi{e2r`X0Vxi;q7+kX#wmq{exGcM4i90VPc`D|Or4+_q}1
zDcN9tB;To%$9+YfRpP>U(SC5VW&h&a_iU}EI;ijOJi2dp?rQw`Dk^mdllbvjrdMBG
ziF<6}MLTo;vIA6BCDmGQ%gXAKee}aWh_+<uzWCK&b1>Z1_+cW&%bg;Ex0Oi_e3W=k
zT_jo97EiPYc3QDYNq@i><i{2}pSY;hTD5KuA3wCacQq;QZh4s}&wSa=ojEI>FG-dL
z-FV3l-r>uY4Ynd_ES8EzueTV$-uvKPdvN=EiW>luHqIS?!Oow5!PpYTB#|d=Vmf<p
z=f0gfchMF^>sn>YYU|s!vbAO#E4LI+^@e{{@1c=Nn?G^ZCRz0?=Izy2U$V8e`*!c%
z4cigFsxc~uCm3;z9CcxoAVW9?jWWxnal3!_p~fTpAvvn{@MHp70i4-NbMn*)vhq6P
z52j&ah1^K}#i9=5*1@o7M0o(p0KXB2J8^{fw&+HGxIg*OrBRUAld|Alf3E~kt5jSS
z?1reMOLcNmXC)-rL48>5hIfb?{d!n7nMAud-9l-y%zezblbYatVBh`LJ9s=d^HbR-
zvALpIZ02TW=58pR86O~-`}2)rk<M-0lQwRW)vqoHZV$qh#fkgOWNuel(Le5&oQFo8
z*~=p{&Q<P^4S&x@Kipw)X-K-u?>w5^awK;zOHb>UET2RBtd-$jL4M&+#xu}3<|=bY
zn;+9qU^1x!$&K->vi#gn?j!X}@iM<&Sbv;;_vabnMO??kS#kc;UpF`5KH?=qbRM7k
zKH5xZy07P_!Ko{sL#5w1S%Os!gaM~TtXKAIVtmv%5e=|_B5z6Ia~3VLT=tH(1fqwA
z_brD|mLGy21<zjZm@Xr@2CY~ss4Tf95D`qZrUbeG1VDigcd%MrRMkon{`Xg!Qq;Qw
z+Ee!6!G^U|e-$WY-nE(HfL%Dji$SVBU`VYRkdoOSlz`<FiCrmc1l(v*nazrK)XvHy
zTfO>2+hhOk*rXja8a6T^a3wIaJCL{i5drc7E5>;n*=OZz-*%+zcK1fDU9VVfw`JW{
zM{RFeySimtw{O_J4?nSu$Lm&?Lgxjug^4l6>)6?`yuEf})_&>DbM}j0f8EXq4D;gI
z+_B?Un4YjfDao?N&MOzsS$#kXSmkbRtXO$`+$JU_?BSz(w!OU}uvxQP%AZp$c+_4L
z5aeuHlr~CY6A)3`vD!}8PMkg~fD&KQqfdFP=<-Bv6eGf!E2MCsBn8B1@ofYMa9IHO
z#`?N%2jImz<UaYJ_&FKk<f&7(y1A}_WwySu<RBUao%qfBQFLdORhq%Zln*BqP!E(v
z0^^@&h|3FbObk$L81`S!YEm&?;*q2Pg=p6FNf#@%p`ZY+L`T`c$3Et=_NO*F(t?fj
z6RS2TI4LM8G19ZgF!CX18KtE@PCN3`y{mfh%EGZzc3u;y>6sID|Iv!AEN}X02wtp`
z)@ya!5<P46y85nR+v1t&Sxp+1$K$0(wza)&8=C0U1p)!mm9=$&;fBB@tKGa1sR@~A
zHj<mP#&%uqs%~T4SZ-VZ`LfN<&fDbpq>X9Zv1fN!V2eJc2Gj$SCIO`7w1PoRDAzV(
z<&nNy-~(q4@B>&hYZaTF9=FSv&pU096#+W{yX<jP{>qyVfh4;5_@mv*4?k$dm}5^U
zFG&#w&kj;QfzGr=$H6+Ya~Xd+p+4cOg{Mv(w^CXCtv;Wa7`7i?uiO9qx9?hgcTkg{
zt}R!#RZmuww^Y7Bx!Q+uey6a{F~N($Bgc-tWD9IN5>LTHJXxS|@M%?aSYNx>%ai!?
zi|1@6JARG#6Z}!X^Oo8xx<Gqq$SDuRCm%ko%!HE{YJL1EFZc;S#294EKnIQxY&OI*
z8u$B}^bl`s^0=S-?T_VUDJzZ}gKh$q^p9xoz)k(zR-fF{1b;^pf5sbaBJRS83${3~
z$wfh(?X@4YPd@qBPMkbpXU|=hEU(Je{dmdMwFm0kIK?KuM5ufun|W=ZtO*xK9@gtE
zO~78XD_35!>(@RO$i3?;+m(tYHd|Gn5Z0=3LPfRKP*~ealEqc^88RmTqvVq6=6okQ
z`FktmEt$rap4~RbIZEEP+R{g?g!Ae8t|ns2dwa|E&vvD1)vcPB!zbdIP*k^TKK5u&
zRrlN3J+idQdEJUv*;YFF`;~hSlhwVa)&2Uq#%`7TE7s6Gr|IxTKVFh1oU`=_Z|GXt
zuGq%frq^Lh<Js>wBuizhY7gUlbA$cY8=7SCN%alim%XL?4UKzF7}}6~b8SOBw{HLV
zAODx4%JVZW>z==f&KIZp-O~-sn(Q;o6X`vsypm7=G-Zp4Ztw<t<4A%a`McZwGPg2f
z47f+1iN~rj>y13J0Nj2}{$V{IeknNf^K7#La2TK9!!(EX(6}%{Nj=488DueKjwbb>
zsB;YL&qR3Aq`aOae<Jdc^mt|wQ#!xOPj&v28j`w2qbRQ<rS@ej3aGeb59#kAN3MYb
zaPo)<<`79Fgd&U*Sd}g0hh=jTOq!AJ4qJP7PfC2pCZ`I~ZxXH}wrj`crfs~)%XL!D
zLwN_Z%WGR6mwmiE(q<nYtD~J=0W)6g(I1b!{b(8Gr6L?`ADDoh;<BPNr2IIUVRX1_
zQ&UBIuv`}n_Kokk2RKn3qFK%p35WsKAeakR<&j>fVUHnSB0J~+WVifN%qW&20mh+;
zS=njZml7Hn<Ru0^Wvbb{l<h&gVtch^8{gZuR;^_ff&C>3{97M=Xg~PwTlVPQLu;;V
z*`urXtgdUPA>h7Kv$@@hU7j@ih4a()mw)aRd+EzxvVr+C*33^@d#GT|Jxxe--IY>f
z)u_{~+o&cB&<onIT7od<T;Yu^DSTb0i+Nu?=kX@skeAswN0b!>fXQgFY)cZbE2}H6
zY@s78g0f|`%RgDHcKKV*C}AGUN*SSqLn-q@PR^C>_U4wyVJ{tfXW2&#kI-i&DMFNb
z90A9p-yQD*2Tagfg|b%;zpaXRK?<uaaLB15tYZ1T$;=SvSq6TMqqYKw(#PCy`)6!f
z;okLrRxZAhgTm(uJ$O`&oN`bGgJ%Zb;~qXCU+9Pe=B2Q-ZGwrOhx4a!T1B1^v#WT3
z4{nONl6~RTFWdRkSEMAH_Tb)qU*#+asPm#4E8u*bhW-S&PEN9qQj-|bc$NL)tE&o=
zqHhZ%351MjmbtyYYMpG=_kc;E#siP2_q*GkhnXgK2H0YMbY1{y(WZHMkd;&FsLE2i
zG})l7-oA`J<jc!g?8)b;4|Gj-bV#7El(YHK0UOr@h!4B`-tT?O?%lX8Itsvw2mEC|
z@(~{}R{W_FmdEY-;{*dHOM8Go@q^zBxKJ-ZFf^vec<CrF;Lb}#o*&>&@&^9o!y~iP
zQ?@YA{?n4~*>*5w+wHRb>mMvzO|q!QN~rI@W>SJaA=luOXlL-x=NZBQ^^?;Vd~(XT
z^2wm`aDbY*A*AaJ<sa8<4?H~L?57{MxO*3GKm5W6YWPqDA0guSGXOGMD!d%g6z~kV
zC6Ac&rFzHJc~F-4F5kHKF!`yDUQbz`h71n|-*;3_Q<Hp;BYK2R;6o^}r<l40KMe?E
z?%Lvs)9NegCE8Xi)@CxMaqW|yjGn$FfU?C;Y~f+NbE?q8M-L^3_Us$K_SbE3@s!t$
zrv;2pCN_Msn{iJ7X_?^psW39pM;h0<hfm|<Au-0-`oT+wEXX+ES5&UP)kL)L@g;Hq
zkPpOXzRC*WX&bcFcyQXNlkoN@gkFEuKzZ@xQz}V1NBzV-q*Xe9u}@e06a)pGzo>Df
zp#|nA2vO%a5^z^^Y`I({wi-@jZ9wCf7rJ?mg%x=G851r`_2=)=_}GLN%2WoJ<UEw!
zKTi`q{oKuGTN;efZ@5qPa}4RSv@uM6MEssnOr?u*$)lHz8~X3iL_jLa6`$X@_mOmN
zNG$7vkhpy&-MPOK`n~6MSYWExXY!RnAUw?;ra4Rm!^KdL@i6M8EBDTEIQmTAeHN?F
z^xda;l;!pavD_~OeI}cq$V4R>G?C3=hRH=eqa6Ln(l^l7Z5AofIvJ0ud{eCnmPFN{
zlw)t#K``I9=S80b37@uv5VKuYt8!A>tcVRuJQVU~GqckIaYdD@JS32s8uP2mYd&ih
zJW;-UHkp+n1Y;<e1SqoB35<o3<s}V1NjtDBA*lQiBIEgeYjonk`hx1@AV(D*k}~!>
zBk;UGXmhAVJSf9gnT7<UM%Z7*eo#(<5U^JJ03~}Zi8z(RYQ(;jguf^SC{)c4*v3%b
zw%ViHR=a)GYIokVJNNEcb7<V!gPIgbX%9<LKe~P2PR>k75lq_&j(xhcXfM2e(q4US
z(I(#bf{kB!)sJICk`AdK{Ro|c0Mmg0fGffQ-!ICGcL+;_J$oy8W0@7orhp`Sv3dD}
zwjt1Kx(Db0a%W~{tSHc0C{0M&wtb%;$Nlga8(<5)P!6FiL&>8k0+^sInLNa!`~U$G
z{HlY$d?I?33cPtO`l(!i3KN>HlpCo5xqzQ!BF_PTo1FLnZ2-aA_O|EgyqWp`C__C^
zHkke~UGFHp*I6W$5(P}a128pTK*LZb{U2-rv#VTp1_1T|m_`<vz{(to7&!tjqST<9
zTBLm7E4l`7gEHp`r%`+9jW1iRy=S)`JXD>!)>U4^*}h}y%{i}}r#o5{h*0%5I4^o_
z-NDe3c&f4?Fsw;Xvr>`buiN&<0|DPPe>A?=S<$tkp~I62lzd)F6hP3GpUN+svf|Wv
zo12=mqWHBaaLI#xRwz-ll;QlZiiaFvm6ox>?t3Obynq!iEnx}EiH4=ZfGtdp+T@sk
z>&TEjyuWIH@cZ9(8Uu`cdjr51n(Lkq>;NDbhY-~lNkk|3Di$6h|0I9tQ|KFGR+h0Q
z5X|0SpQMT3#>U5NdS=R|C0G0iElmOekN@L0Ke3xzrU^jF78Xyau9^%C3&5(LgQ8Eb
zEZVGV0&&kWOc;lTC+)<k^OALA;%lBTF{!6+@P$B+Xqb2~8S({eM!NuyKybelrZMef
zM{R<R@^wD<Ntc2FO7Iqd5a8qhN_@&VVJwEF4Ny%+Kfd36k8^=3&$-z7DjbU9<+2jY
zq&Ay~sIKWNoqo!Pcqh?=Jg~?-#s>bRr5*rbUP$Z0^O8|)x2ROBDo4EEZF^iydFr&y
zpL)%oYVb}1?E>U)Y_8jfAAhLH(}Df9zw$Tj!nqf0Vsh5sU!W}7&65G@i}h_0$S1j(
zgtD?u{bM2^lQomRV6SzvQS)syqNvk=ZiSBU<OqDE;W3mG{dtR)u2MdX13>j|J8i9i
zj_8vBe3DN7ZihJ7_sX-8fo)H|QAPD391xpVd142@r*~qjQG6tdmrLnqw*DxIo7k%#
zw8rv+IP!uPI@p#Q2}MhJNs|Ra+D+W7^=|M((mZeTQ`si5vHB2_1rcCwX8`|kLs)d1
z!k<bLc`6DW9E6WF8eU=XI6_R^5IwnN+#TtU7~MwfaJy9nqns!Uq2|HdD`w;v3BA7V
zpZ(G4y?`*@^;w+wC%^P7BjMl$`ArIma>)jPgq!jsTVfC&Kfm=d(_b8HO<2%0B6x~t
znrI{S)+I}Fm;iy!HS^F-l#%L<VB|_=6|PFMvgszH1KE3O#Q}tR^knhIkr{V~XWT1~
zj60%!ZahL3H?vuo3lS=;QLCXW<t!km90>NPqPGKXdAOodd>)GWA^C+tt8F)Id~8gD
zspSKeGi+HYVjn4AhvLXQ7yA3WY!`x>`)Z@jZiWzS5`3IDT*z}o5|8>+I6`q?#Dyl0
znfR!~u1f9-C`!Jmi-Mm1bv&ib<p*qiTP+YMU`1+jWXG<YDykhSdyrKo<;w{V2YDOp
zRBfR3*aq`6b}+V}`-TlXe%IFST(fR|!p2XWb!9wI=9n9SyyBD%mde%@FxgqUWjiZ3
zZ0-IXt8K8l*|3&`a=E)Bz|yqwgO24_AKUKoLp%Ta6}$W^zhE=3ylltb{GyG%_*JuW
zU$pMAmwfBRo@hI;*Ab0)<i`rBl$3;ZU7)qP!Wp3ZcC*s3>ucM#aOSk#zkS2<<)VKL
z>e0gow!72zk1?D%e?h&=s(oG)j$K<kE<jW++pdK1PMfU{`?gYT+wDio_Tss-PTM_6
z{~`8I%k8WnTEc6%S^eOcH$W8IR|Z%$l5_LHCwAr11%F&Sk}FxRQ1*S0@ERkAHZ&?#
z2TQy#SlwDvZt$;jqpv!`Ypi%P23*+_CY~q=^uPzfm@4dZO~%W(vMYxC&L0<0QoUNz
zu}sw1XXw03c~X)nOTZq=3VsHxkb{p&Z-xHE<J1Wtg7PF^4Ef+DFTiBff5;}MX6?j@
zb2c}BMrBXg($cDJZgP@FOLW)~FyN_%K(LfQU<JUmB%lnSsBErSduLrream(l+u~Ev
zo(Y=Da`31+n|Pi|Iu%{J;?ke^W^iasv>Q`@3nb2+vgt`(dCNYVsIcl!o*c*LXVKD;
zZlJUJL}ihuzqPOS?D@)M&YBx7%lk8)mYto<+r+pgz<eDtKkR2(=QUO<+cjGgpPo5)
z+KS^-5`80nd{&&`BK|_gp}Khr18=GA&^=ayp{ICD?Hf`(2W3Zi$*VLicTp?~n2ncd
zH68IjE0spAJQk;H4CMyw-+XV|{$IcI!2b9~Mg3vEO^B}^wg5`9?HwkI8>&O_75&!F
zH~sd|Pm|&Nyj^+mRRMoK6;6KxLKG(J{G#^57d!&r+`R8;F~l3mjoC?o=s3cTwgdK9
z{Z?CKkaz4Q=YvDYwwh!|MH5)IPOz_6Vp6n?lTiTQOinS>kZn&qR<AWG$}?Vm8=pL7
z3v)9rr$=M~lRW(ZfTvGj6V~3X+n@mP_V%W&u6(NUVg=g4@5qFmK6P3A9P*T75pUek
zSm%QqVmBt;&1ThCV^LKcYgQhcmz}eznG?1!zvz=tPSin;S2ooLN>gv`__3K=8!Nuz
zdhyCjqU%eVl&=U_H(gIT(R{p_O-)bwxPf<klBK?YgM7@XUTlA2!UP>i$H_lFv679K
zx_KE?bQKQ+86iC5+QGE`*>_CeF|nuZEbI`Zp4AU!;?fv^CMpxsYZ~EcsE2P?@i8x1
z=LzW*`BOhqW>-MH7bwFXY-r3R!DXHP*y=&~r1K|nKE?sr%7Z+!xJBB;xK#VNk9Ql8
z^k)C$pFH1f5<fLC+%piScM+NCGyP=V?hc}J^}w)hbdCOyi2)VyGS4htFLr-A8Ij$8
zlZkRu9Ad>^iss@^orQ@DJ`v9yxXB}>!4R=8&oJBv^AVgS^>ps;Pb=$X;g=%HWI=9H
zo&8sSpDE4_OqMy5@jOYu|6w4liaaxmTLU%1xK-@9^{_}AwinA4T2?`s0Hf}5%Wt$R
zQg{;CxYIBG$zu8&oSDPmEKbz!@Rn=lrp|=&Aq{}AM!$q5tLhSbu7_1$>Kv8wxbO$(
z)dGN~W+x?}n*R80N5YUtr+`{MwOSl2yE3k|I=0gVWGS5nx35mQFw-Cx=;IN&^n?|P
z98tq#dx;_WAp~nJlt-*uP`+fR!UN>+V$Vu-*Ula<+ScZ-gnrkCl;4H9j-6QGk#Pvt
z0fC?a-X>;Cz|N-aR_@#2_zCOg#%*uow(Z>h*eZ`UtZ?kOjh}v1BoL4&mg5}dy&c<m
z@SZ*X_?q$`u!-YmY;1N`?H{zt>bliCQedK2Nq~IlpluU#({|<0|C$xQ_G>mUdD3z-
z$2=c|`-tkp=aBciQU>f1l;HN&#%{-Ut6NrIx^Itf+_QVDTXy5|hW+zzy=`sL;P|=o
zezaO~d|Ut~=SrUyiraVY#Zg59eY}Z3DBwD+@@7=O&W>m<n&w9*ZG)BJPwrSreYH3{
z<4Tj2Bj00+Fs4s4KH?8$Ko~vEwuznUrv1+U@X!1O%GvqjzV%|XsL6t_zM%woaL}>3
z00Kaamx8u8mYug!-ke{I;e?0yJoJbIYm~@Xf$t0|5Ag*i$&#lT=hwdQREF5e&Miz>
zp`=NWln9UW>kZXMlQQ^>rvU(N##@q3o{xh7WQp8lmF4GGn2p#9b0Fjj4^_KoxzVCs
zy8MbwOfK5e^13~Iw4|uR{*oJDmpzDnQh>(B<45;w{qa?+Za$WMB-%D?I6r2c)`r}y
z)P=(1%<jE?0UCipj`8D3!I1iNWTd2WdCEe~d9<vtq3H9+F5CRvtW9cyH0Cc(X$%Q8
zu#X!s3@`#n5*e^V`vGLo89Lwx5N3SSHb2TtGN98EA8W!^tF75wX~4$H8q@ilz;5&#
zEBu%>@qeqbWiNl>H5*W!**4{6xr~FH%2yU%Vh^!c*5!jQ5U4ypgH8K}IHOe{aDcO3
zRR)t$#<=%~%n0Wbt4+LIH$E|B|KD$K+rM~g%kDhZL~(IJlUB7wU<UxX({2c8c6?>7
zy1gcMQ{_cQ^kc}5s2?VU4f*kOC+yt$I35juU$M>jf>mtl%;^OH8uoZrDvv#FGJ`g1
zXV0EfT4Xw)hW9D}!f=iF2HB@P*%rZzWosLpE4^h+0pgOtH^=$063r7GJ`Mu_qppBF
zUu|7yFYKo3!rt=%$=;JTDVd;7_Ooj#2O#a`(=0WURbBuU{J6aG*eY9(oCfd#{c!f|
zYj*m~IUhi5Tl?X=@3|blaN&|4*T_qFv3lM0tzx_r!spiggB2yoPtl^Si8<}5h!?v1
zP01qm!B+%&MKkp=6Qa8E;&`>Qn%LjF_o=VYvii@YPsH*g+4#C3?TU#6{^|qC6@NM)
zSx^54*v<5*epum!x1bL|nNQb~AALk0z;n^>imtr<Xhrco`bp7L-*{;ieTVd+&j7|`
z9&#c`$=D(tSB#Gx&yz657vUjW$jA3-D~$S)hQ1_6w)PM&R<k2B%16E+3**>8agxS<
z$Q$Ctl}Qz8|KWe}k3HS<GHTjS%LIX3aJVZ7o{aNIX6W3o8PWWYs*@mDOkW0{Ysef{
zLjk1wDASkdWskTOCbo4(!W|4u96Y!Z8iDwQzehRZ?%B-r-*QECxfNrP&fCj?mqAG3
z|11-Ac)~!?KB9VEo~(dhvpQ!6>be}otC!qc=yB7<v+he5ar*E3O{z;|c$iEM{<-f7
zhs?t(5vIR>M@{6{Yi3qV@4lA|2cB34vy`R;lz(LodIM0hGE!Q~Jm?<y`H6V}*V*Y=
z8ylaIz#NdUmZ0wdrUm>)25f$oL(qA7M?#vxuT0=sc*X%SdCAQi%xh~K637yE0|)}8
z8Q7D8(A5Q3)RT)lWn8fflyhF}<Rr>cLQX;(aLoC~>~|a3kuvPYRs+B>$Bs$dNdcE6
z30u~!ED0R1n;LC{`I2=7QU(MhNISUKw#MUIw)TVf1qf>b!pHq3yxQX>+jy|#=Maxb
zIP)BBVrIf7P6$k2dC3M(zF^Jvfp6hpAMy~Zcq(hJUAOK|-G<eFob}tNZCR_jZhQ4D
z)j?K@u_iivys}~c%{RYezxVz%-#_UqAF@meHnz50V8)9@2M%_4tDAF=iM!L@RXe3b
zMPMGuqpZftMWnGG*T%7UtXx4ma`06c30N!&7$J}HV$_tzCVi#q;lq0ZSVfzeTk!rO
zjRP(RM*?e7R;+MP9!ki!e6Z@68S-Sba^5k0k3z@+UQ{MLz!$~<t3JMzKXIOA62FsY
zzd`Bnc(E{6u*K8I?9vP8?Cgb8ws>;ZUV7<-fa`*tzc44oKV=s$F4(0@^LF;!jGaG!
zOp1R|e#hNjlH2X2<96lBDZ6m-lmOBRU1cv2_oTuu*-J0HEOyM>gU74B73I{a)2hX;
zJ-T<twl+So%Ek>_dGM}1zR%a<9;@C=0%Jl3IBZrPiO1rxI(-rS!Ak9cHCr{SuHU!X
z@+a2Vx-War+AThk5a(&f9&gTcp4QmP8z1w?iziT;^fQlb0mAeX{NdYAL{q>nkJ<qa
zJ_+Noy!?shE4Ugne$H`e)QS^hHZFiGG$VeJ!WKtBavni5Ci5eMR?ZFBy*m&6OlkPc
zC(@ZNQZ04Qn2&yT{!+bFnAe5tz>t)?K<J>XW(SInWd$2RO#L;cRR<<roe^HX&8rQ=
z_U_GXYqgtp^@s1<AAj=?ZFzY`z`g0K!<;?K*Wx%;p{RZdUJAa#KxYiwJHkk2<R)$A
z*d;r6>588h%XXinQ#etD$M)18K&S>OFVO-d)R(Wzw0*{#;;KkWb$<oZ@5Ez_5SzWl
zd_58s23Td!JCj6K3VAo<|3}_`2icxv`F+?acWrs|yzhSPdwSfu!K`1n#R}MfqZA5-
z5aJ&UMd%;>r+*Y7kqnYSkqR<`q(UMk1qc!V2?5|PuzqKEXUFX9^q8LZ{k*OBUirHI
z-nvz#@8_J%dv8_0p4nMIZxn%3l{ei<cQW(j$^4}Oh#et|Elju*KZ1}-;Qr1ZMVE*d
zfs^_n5Aaj<1?jW{bcC|5_!;+q^GFN%0jTq;cpg{Au_YqT8$7a$mwAaUglN8kkVoo_
zHZ{*)^lDZ8msQ%Xf6*czV<^5SjkBU3E8&bKOwu_xy05W;!*i!jp0#u5&-nz0+cL%{
z;V027nCL?}AJf&IC>sJGv`5ILZT8_!Di5ozP=Z6)JxwsWQkZ>mE(OhK1M!ta!nE?|
z!mR4eSBVuT^oOQ}i33e0l$K~eF{b)s+Yw(R<UTRMf`F997M>s<L&=SLf;QexyeZJ;
z*)qk#3tJ|HN8P9a@P(8~q2DqDJ*fl23g5RZ>92PnS{{mjD&4*Pp31|a%C_zC<xr}p
zw$;;kg!{7wl|v<Y#_-WQ-=HZZTj-D~10CyVuCU~8Hv~GvQTJ?4fmLy?`7hRw$Kk$m
z&q8Mo12{f@VR3u*_7x5XH6FNv8^P6IwmZPoy%o6`-Q$s)?>9?6Ies^)@PRWLPe7hM
zeH^09F<}5N;Si^LNyiDoW;eHwT8DX{;f|(*Jy*(rR)R=Jc5xy)ObVVN4Tk2B!oUC=
zC!$K4Vkd4a^2~Wi4iQ!I2EzBKAND9(4jVvv0}v<LJK&(&q&nT07$UEEP1;O3X0wRM
zF3^a^Fk8mGcAMvS5p2|<HDDtA)g=hGIz73KOE~62bj|D~v|YcsYOCuFUj^U~!N-}c
zG8Qv&aYDJXa>_OUU+r3$6~}AZ>IQq&8rEQ$Q|Z8jVUV;D_T07i#_Wr)%-en8-MY7F
z=fuGN>K8Srh^?@-VO-1_#wA{CrRhcMKDucK%?DPx^cN(gY+CE1uUY-tdy1!ICx8A|
zZ1TdVZK}H?A+~Pgowhyt*4M1|V9gGcuZ0U|MFR<+5{x-TyvrN@qS@Taye*zPW8;-Y
zo19s;^1?|mXfbUGe;P5oT<rbjG<Te~*TBWV+1#;%R?`~W4Xf|AZF7CczJC3I{ra2V
zvk!0H@xk-we)@~{*Z%ge+LwR#cWmX{1s@zY*Pht=<5m0ix8AbnUw%acc)@PpzGq9P
zFW9NG&)M^r&RMI`v`4!Vo(jwMptfaizWtGvrb_m2|J}c)e#G6;-0_L9#OK9WO>u!u
z?%V=Fn{a_d{$KsQf9ChpZfvgm3f{u<Nn2QyV9d=13fpMxiXIzw{oQx$#QF1nqWi(E
z_x*DyaWdd=`MiH>m3dCW7Hwp+*7Ekm>MaMVxHA}_t$siDOIu_mg_Tzz<Nl?ee8qm{
zZ~YD5>QdkZtfJbraJUcK`$KB;&MVaJSRtL5&?HEn<T3Lue)&AA>QY;ipyonOTZ4X8
zLT=aI`tB`z|ATAxV0FU}$aI=D)yHGi;hjO=iQmgELB(H*W4q2i<yZTWKY~ccK|nUu
ziKIdj_8c4@sP23fm;pBla0*LYq;c}>8+QKOMdRoxduv<Wo`mRj)TwC0)7ju*XXOdH
zvqi~2yGkHH@n8VLA8mjYGHwk(e|Y<r!kVq!{GP3pdiL^#X^A;}MVPW`fjh=k2Kg7&
zuF2Ei{$KwcJ9qVUO`c|KPeN)z6Ti0V{y@S$wBwM_erL}Q5{^lra!`0))|#ql@+l!#
z(uR!}W|T&vkIH%A6G*m6bySBugWR=0{MM%Z$N%Up`|h{j7O&Z{mip<*lh13y^W)ZR
zHf?+Ru|Gt^OJa>y-ELjGt_fmGG(eDkoF)M9T$o}>G&p4o;y0}1K@WVG@bOG953aCn
zfSU@c<!PV%vEt6n4|i@~w}<!N^7_kADb3l>{nFpCx!GmsalS1_yoyPpH!Uf)SFEkC
zTXSdE8oidSJ-IKBaXWqHie1u#s-iTj66T|C!haE__ib}?!*1WaXZIdl7i~7Z4ZryM
z7wzQY3DK==WeIyc>cZrQJaRWJ`+Rx4guc!snyd4+w{Aq6QyYQKufF_qnlxUPy=dQg
zTN5`m`XBq;XVo9s9?_EG+4MNz$3Z&|Wg^V8TFk95AzV&cO>L*M+p?N?VxR3Hw0TVy
zr`0wWRu=uP<AwP-J9B1PlTz{F&Ndy_1?`%`tvz{cU;g87seOkKOdZjF8AoZe%PVvC
zSO3ai*2G2pO7TNa6q7okd;jGthYQ1Ay=>=W1)M(5IHPd~!By7K>4Wl;0|)h>H^la@
zq6)*r$H)1EgPE}_&Nv{@GKNK7NfQjf<CZa2_1!2u(Zb_l>s5q<Zp4}Km3_w{KEB|<
z-+VHoKl*=s%?bQ3{q8r2?3uxjMi_oq!tk+VnLlI*VHp1){Lw6i8{h|?27r6^i@0*d
zWmky&bf7WDK*9&F4Bkk?;5r>MSsez03i>E+QVz;{2*X35;pezy3*}mb;S)y&8VNCb
z7;pUvJjf6a%nUSIU?315!5ad3jJtayY|b+}Gr6aS!k<o&s4H^}c64S2GxCYEeqf-a
zK}T@*>*R3%Z1I!_x|BS_pP$HAn1|t_IXE(g1V?c*jJBOawmcvV?~hxD=XJ&8n9I)3
zFgV2Q7G}b1*YOp$E#WR!onS~kJCxwWSJK^j&+7H221X8Ai9soIYg;Y5cH^GnjMW%o
z@xvUfn8-#u@H$kMz~{;>4$CYpRjg6#`E3nbwWb(Q2thD=KgF&YdaKd1FTOEv8#_I_
ze`ni1ccE{WPAXOjGy4+KCVE_>CdRD+w=%tCy(c%6Zrh3yCJxu$wVn6gwCx8E>~Q9U
zo&Ssfmi5c?Hc@+IeF@5Y+ne_A?RTv(zi10ruGmCn-grjzu(fN2vA)$c*c~d~lG2)(
zJ7HE{lwddQpNUxkmb9&SntreE?#8wl>7hT6Aug@Hyl=hwu038|vzx2(lhAd4vnHYS
zJ-fBGVGr)y^VQ(bYhd~-f8&2<zyDjmWmjH&$yZMv-n(O)PafGjZ@+IR&Ybfrk*;04
zVK08_vn~vuI<a7_dd&`ti*`^vVe7k__TJ4~cK`mG{m=jAFWX$D;&sMA9TOZFEsUJc
z`fXqFDOP7(7(`J1%J2VE|7?zcv$%Z9SBz)pmgU!xFx<1I(%Rm5Y}ej>&(2=C>{qa@
zamT3Q^8Km|&WfAEA?(%TGdt-a3>R2MRy$#WMY~}|C-x6N9T0^11CJG<80-Rm;m2OF
zU;aD4YL!zLmH%nwQ?yq3_C<FZ7r)LMl(_Q(>3o7_AdSzL2p`dZ{n=~99eb&n_!aEN
zhmY(xfBknQT(NrFvHN##*<%SOdp%9MG!W;NR{BTueI~*5TLxuT7l*=Z;E+<l_|%f}
zqcECaz#sV7I(8Tb_D1n@+%LWU^R_s@q~R4Ib=>Mr4igdIfdr$H3vw<Xh)yx^(&u7e
zC0T@Ve<4eg8xH=BOIU2wwynu4h-+)IPukAvb=!S%+kWv=r>#1n$*a<>sIDrivjg>e
z*8V4_rtC96@oD?ZfAjCCKFE4k6HsnS=tP;7KPF832rUwZ*_Y}!2q~_D`a)@D(YIKz
ziacJHVC-KtRDKtRRsOw}k0-@`!`{8IYX9YLT(jT!{kQD#)=j4e?Gt(|E}ZcfFK^v^
z*Xe%o^2>JW)D@X0tj>W>O-%3Id{cc;yb2nQ^Rn1!E32KC%Y3fy*`mU;Ws7#gYiVrf
zL7-(1EcZK4Yl1a5JMa0wbNiazx%H;!f%pKvxP0+vf7Mo&Pe)CN*4!P8z=xT<Zf<Sa
z`o@NY;kxbAH>}ZQI}wNfuGn)IuSn>YfIc_lyp{T+EC^6r>QndbKCqj&ZYZ7yinnU7
zf9_{(VP;NsQM9rqDLgZbP)EIzCl`h_0jjq&S=-sMn;*Vs&DxzPKaD`SeC_pLursI6
zTDx~(-}~;j?6uE+-j?Re;;U_+Jo&9QD2)kx3G}ZT5|XK-5I|L5ii#`ZI?ax^pN7&k
z->a<&LQ(WpKb)y@4c@HkX~ur}um6Jm%HRG)>(;k40iLjy_`v`4PyVs}7ys4&Tk(=N
z1W5P=ZI{X6p}p|ZCHoKm)BnV#B~bUfOqxTM>GI`I0iYLsu*W1!^k#hFi-u1q<WG~M
z9mUrY`Z+v6<Bh^`uoyl-!oF=t9{aRa+2Kn;sQ?67-<silQ;~|6qvMy;R%vHIc;(9i
zFi|2Mw*BoXOsrHB2AL<mkcPmX^FrLne{7`^g2w^;^<VjW$@FaCN3&;mojt>u^e|EB
z{EN_G#67?(_=p0>kuye82wTH&0bw6t4#FIRk$8tyk-+`jkgQpE&0!EPxM(A|u9AJI
z@kfioMk{e=*M@OrykvJhI=3^Wk&MzvT`>2s#Fs)jPK3|VW_xJ-2p9Z>K-8{#qm&!Y
z$qf|f<mr#5!!K6vEbb7H!>KbI^35kXcsxmW7vf3uk9?r$t06!K7Jit+ZwT14Kj{RM
z$#^+VgbRdWUY>KEH6U>}_H%Z{bolJe>2L%Em>>0n>Wvq~$oD0{Xck-G&RV4=#xW(v
zLK55s=`TyEUw0*7uW#)tPCna_E0~g)m(wK$MC?`?VnN0yFZP)A#GosRj{I;pWe?7j
zXa_SXu(x<$Li^m5Elrp0e6?d&R)nWA!0>FZW0M+04|{b9vh2GoNI<@C<5dlMV;V4S
zziG|Yb?fw}Y~hvHtaSEyo2;$bq59$7_usYk2dg%7;dwjr*`KoM#Zxw=!J2}Om#58U
zPfAEW>rCECa}qu(HYVYBPXk<Ucg@<H>sH%X7o*?x7vs41azX+XlZgAbZ`oJB_LlvR
zzxSs7&Re(bQBMNm@>$z#iRKalIFR_{@e^x{abA^hdFK3C+j_EQGxH0o`w0n~n-UUw
z{)!p<gJ-8_{8RDyOV4R==UG%%H8@yOvF=#OS4Jy`J$s;mn5`_QPYOr%<e!SwW@(=>
zIZ<VazU&8<G^D{~+}`}--?Yc~ZrIrqOLpPPt1kSo%FA=8>~ZW%=;6vGR*;^oKJvke
zfpdRPEooegT?5nHbX9^<UxW38%}U6aot^VRiBGJtUz~w}wt^5CZT6Fa)<^v_P(@>i
zzF~Ih)SO*>?ve%_)vemlf$D=BIriI4U$NZRK*>!Fd@<-N&!|RoR|9B6!dg2CU((fX
zcv5#?f?ZqTS08TLcfWbfzV!QFw~s!$ZZ~h<u=}^(*972>2Copt5E7zKF?a*PlK{Eu
zC;Du13S7|`{P8KCSEY|4s3B1@*b^7!i!uVi3sgVzm+j>jU-8K)<0+1Q(};xL@>J{x
zr*CnnC<gyY<61j-;begcY1E6KsL%0&Ckqd*Fc>qL=!ymp)*jk?dBV;wO>2TMX_XS6
z?KL5s;?S1jQks1UKNl`t@O#1!MZ0~TIhWAs=`rE*c7~9t^i&-3#;0nwNKBTi!9Q3T
zmJqKJxsVaOT=*i}?rzKen_vIP{@XveZf|{f*LdNu*<xkUi%tnNQPYHMTYZ=IEXUm)
z?q|K{ZIe}f?xtQ?Id6sXtjbx{MEkVONibV~bi?<-vnQE*X6F~w$CN+lHlsGq<hP)S
z{;npjb@_X{RoPf=-q~i)F!e+}Shd@?lV_gyy|j73#q;A>WcN^I;XYdKn&qp)6SaNr
zV4t<+m6Nuhv<qxg;W|05Yqbf{jryQ(*140qU02^~YVJ_A^Aet!OmYu3w;1ph!oNf~
zlMOl`%rj}+Qo3u8HR<;|ilZ$que@f@z4)@Y<$-;4>qDEJpSKHV&#14keTT7uy|l4P
zih#*YG=At&?TG`iY}cY~F|nqNGsdvI!Ad$`HfYEFzS^FW^A%7jzUDBoV4Km(%96$e
z1jRAC{?YsPr{DaJ=L<mCCT_k|v1Njl;a~iVzofjY($%j!>bI@hmLEcG?1;Z=!r!ck
zruDkmKDY3w?@KUmv0~k<$!%ACT0Ee~)A;KD(z|l+w&maA+PJz@&G$OD8`}!E?R4hr
z;hx%Bzq1o@bZc@~8VU;^;WbYVXLDX;Ozmt;Z6CgIAhqXTNE(`yDDHm83d*}UMQk||
zkDgMaz|46T4pNKpi09IeMNJNaOK~<t(+%&NCDDFLb$aFM8;MHK27V;M@b>zuDw|HD
zA3B2E;sv#=0%+vPG@=6BrXO%ZW&5a`W4Q`*K=?6}QtM4Pe$9tWFt%Z+1Y|HXB=3Cg
znjG8^DExRRm>hO@ND)Q6VG`iaAm@1Q>@!b{K2ZAq@Gt!jlXSoZO@r&eJ<3Yj_(mR5
zU`G$b5IxM1M)Et7Mg|;5J+hf{<;b%NVBmKJg9w*|JH!-g^BA7?=Os_X$@Q7blbjvM
zZ_bUcbh{rvIbGRg?DOKB(u0393uRTP)7`h41X_eI{}d(0$4r}5y&ijtyJGATtZqEm
zwo^+LtBxZSO!+;Fd`)PzyH=}rtkF5Nod%!MH9#tJ`HvYdEE(nv)AjWjWror*AOgH%
zSCbIjL@*Z<MWDi0IhB%-EHnGO_{{$NeBVwKckNIE>%InGUYr}-Cry=hYSzXp%hnQ8
z)i7>jE3ep?1ewN1-?WAX*6HV7vYF5RWgBm8+5Yxj33eJd)^^4COLp$+6>Cb69qZPu
zx1+%pVTm{-xNJYt<aJk!QA~0D?hV_#e%-e2+_!tz@7VS0tM=gTV_SQ)W{;n2*+=&_
z?C<~j*X-~A^FOlx`q%%^{^6IuW$)j8XuA@8&z-+$FTC)geRTaJRoJ*aSzoi&wGF=-
z>*A&JcIxyQyL;<~KX=Rk!HVSO6A8<$woR6bHajO__{oN^jIEqlF-}?+L{k^ECTFaU
zfTPOWm(X(WgH^kD^{P!vsOd>i;GR%giF|#sLtP*|^G5!y55Hr7_?!ROni2#Kr>YV(
zU+_9)C2@X^yo`%hq6@--ghmb(u?oqv*$7{4O=$Z2U4PS`Pp#ZEF*_?^WGde6XV9vt
z{NAe7SY04jg<%HJeX^!H%x)Q6kdqrK_k~Lm@}Gb4MQ;z>k2}Q*jr_*;)s7`pxUR_t
ztJ$<Tjch7U%gSmMe2(XNVe&GrwpO0#+va-L{^aW)*gyUC-?u;f`Zw+RyYE|li>uEz
zG)S}hMSmmhNIyfg-|+Ko5pwZ8xd|`lnSNrLl#Q{4;-KX?{$&t>n6i04&1nq7efl$B
z@Xyt(#u2}NR;6<amk{jD_0?eELqA@IR7laCPq!LeHK-!6@VT26Q_|(+x(oI4?~4aa
zs$X#zcxz)*0zua<o}aN9%}o7HaE;7mwG~AkVN~9p>iVUtXEbr`t6oJLpI9-8R$es8
zW>wk0`sqKF#`DFBG?QR|7F)FfpJJO16DI`g$-;sCzy9SN`}Rj`)*0ha>!IDb^N#2x
zj*;k+V>}MNiYcLmgLIo44}H~ec6wUE?`fM+J4C4Ob^3Pd?0M&TTiaU__A4HaYrEJM
zQIzsF&&suMSmkYKLUsS{H5X*z<Ip+7nF}x4!u+DjzZa7Q0k=0WIb<(#Q(<{ly1sMM
z`v&xznBXCi^S+gUzQXl|(Y~RHl;TIAZSL&&HIr@e8&=XUUby00#(b}_Xy_9k)g%3g
zJR!L9v^x8CYqgr~Y)BZEkVc+?UVlow<*eGpq&>L(z+V2;8}ipANdhX9UcL~qlF4l-
zY?B}j4tDW%$|pJq;$B}N3^&!DxCfpIsB>qH2ZyFMCV`mopwZOCMD-^L(i)=mE1!DK
zzcL{3z5Cuf_U1R<60I3OXe1gRpeyZ5<vDR;!G7g0{jANa-B+g6hS_o?VYNE3Z_~2R
zijB<_#%)n;bg?p_3EX5-n$#3!FHH$=Lg|fLMSa6{RS$xCLCLVqq$1_pj?`!7G_fnI
zPw_}oQ8-iVr<Y$r{i2{=Rur$8<|~QfE>CF^%E~;qEU9n6w~2p7ZqwMg3t!>Oq$wP>
z8Yx@8R~bH4l&Z?TBI&s7;myreWvnWFwmcPXq$hRi;-|d+o)ypve`J7AqPFGW?ID>5
zj{nLKgUB%6NCTFV1vUNXAN7M$9brVtn0Zu=C(I*w2@rbuL%5)Ox+s*xh9-zSWEb$C
z22Y7zWujBzM;xIt1Opo>8D8L$CuktuXR{;mlJ@a<0&vrBQUMuv)a_p%kp0p6I}Ss?
zk#Zg{GaxsZ4|#+EW9P)Q?;|~&vL{b!Vqyr9bPAsF<?|C4wJV%vzP_5q!I#pE56C5T
zRz4~FiD)%suGre$T36hnh2r;BpGesU85kX_M$XKY4|K9gepqQ?MTDz}xVi_1iys3n
z`@9r^uUgEH)ijK1rY<4QKh07mS{3nQW}uhiK2)1OrGo5hR==hJY0Zi&XYACce$w$f
zJCAIK)l&`Pr!Jhc*@YRq`N8}4_|8Yxl|VT;Jtsk+XvV70y}NejyKmc9zWgV4<D;AQ
zaCO7(J=(IzTMgT8Y2fOsOcGRk<5RY&iNo)F=R^BPfABT?$_F3W{q0>}A*pw|w!OO>
zt5CBuzS6?yWa!3r5rltMU0Cr$Xyra%1TC(wLeQXnGMNC_7uu9?Of9h$gVjMkXZn>v
zqG_>Mw(9hZubkYueM@vhI1@4XcX}&M^%qWz7pG^fu7T@IU;15-oAz<~>_yQao$N-4
z@f9fgEdCNLHDE3+uV~PeAXS+3y?ri>sciYvBF_=iHfRS7;)P=DALSJ~R)1(4A^heR
z6766V@DHIq@J4ZqC0?Pc*kZM0CuU1_W^vk1FHGB6>1XDvc51$2C+Es`TI$SP#of-&
z&PkuNOUny(PGJ@%d$v$KwC&A3`;C9`75l^A`HEe8^L=YQ+P3QAlE_ZEM+LEuLvS<b
z8pQQB=!*=oYCH%Fe?nmBb3ZgIY4kq?WGR_x%Ndt`0bg1<{gN###-3Dq6763eY6of~
z>GLnbF8I`K(1<;vd?kxjS3G>Hk=*!{UaQwM;j2ZTPhqlP#TJ|=nv{0;6~-qz2mq=#
z(Vsn;Me17VuB~s`*S`Fw^*abn44?FE+OGsglW?VQenlB=LV1hw1dm17a^B!&;ie9r
zZtr<MAFl1&`yV~@&-Km5hTZt^J>w4RD90xQ>EyBpuV=sRhTXaKp54CozTLlbL+!Dt
z3Eou|WkUUJ($1Z`<X=75o>Z<>oTi83bs~fF9PF&pdYv3LQ`|9uK+#9HH^o1g2v9yx
zl{SFJ$}ubQ5-im(i7$Y#?GRwyCPn;i10rtygfI@h4(R8KPjR91=X_It;Kf%w7C1;&
zbWoV6lK^iUf&-s`Nn90eXO|ZJ{%}7429CGQICP2d%QcEKGn&ZKE|d>ehv5r;h)i|n
z;e_9o&@FLT`Pft3=;GnBGwEcdv?2b=-SoF^-LtQJ>6_kGxqF!0alni;0lp}ZH!p+Q
z8ttbbArirvRnnsJ!%LVmGwSoRs2Q7+nwhR@?5X%u-Kc7{Dx7KYPA1^0SJf{o??;r{
z8wWzC6ftQ`$;=qX!EJ6gs+2XJxjv#4HxmOMABv~Cv*MaJ;$S<U`Uh!NO5(k7KR@`S
znXiNM!^Y54jcigpl?j^jSXbaAyb<-RVc2q>IYeXdChiR*6y~sozr)b`n9|SpQ-GUk
z@JS5<2hjh3NLTLOOT+DxAUd&|2Ds|Vc!XsH{6!b(2t@ET!nzQe@|Qz|E<Yg+SByhX
zKA{sHoaCN;JkEi_ZGhn5ILDQKB0s1Y*c|YTpQpee^hj9Q_;ELIfPvu%xa$x}5aFJt
zf<&Wrg?oTk>%f1Aa}=_ll!9`|%}=+AY5HoF+}Z!usP$}ftFHP{r&bf;@EV^p8T=Ti
zxp#EBQnbzOrUW~Mg|RUPGoY!%`ymu(7DaV*b{OU~BVB0A>Jx3i9R`_4g+EuADO*xv
zP;^V-a~c<67y-E~!S>v=1Tbs*CpuP{e07a@U0@hDPN{Q1XHpEvCgyCa*D#ad%gWF4
z3!k?A+4FWNVPL$rZN~GS^_H20I<~!4iV~V$devsmJ!exZ=WR@kc3Z+dSNxnfeac?@
z^h-9sv|y#`tW~%_c(P=*Jq-uS!)CMXTOYpm{$2a6uYbo%d;%2{cVS(MdSfMp12)^c
zJ3c7gy?@`I<YZ{<iB1SRFvZD2N%-S_Xhq{eth_fgm<f;VEL?Ad!0Aj?jI`OPhmd)|
zqY-_Twd9AY#x+@axVox3M}UU0MtfpVN6?;Bc@M@4_SSd5X|>%go0vIeKk?Il*(NKq
zE}V0Z^Mn+2O}$W;kek)XvIZUoM^=4dDaCTpKQVK_Ye54Qe)Lfn#FQw5t7^;#*n$QP
z03j#%9`zsnD4PLM&Ifk%3>n`~u`5r@^RqTbn$@D6oGsh(Y|&QcO13<s`j%R9Rd983
zT4v#`Oi$WL<%g{n=gyq8U;nkQ+Bg2>+tzBf?BbR4cKOB2E)eYZ)|E#DqTnY_2e~Jq
zcECL(Yz^`$h*dxAibpM%^0;6{SoaA!pb%b26Z6?~7o2urF^CdHe3Fmwd4I4w2?-%9
z4)72k!YkLV#SI`a5K9;r&ABzf_tOfWTTs9!JZZM%zTHy2AqaW=?EOZ#NARZAm;}qN
z-Mjn9K73a~W|LKOK&4mPJ5=2C@puk8wsCmg2}wc7o9GEXhcbJ;woe9&<*NP0m)<w-
z%YLwW&;H;`|IF5(+$Q252*>Nj+c$JmI*ry7+uFKockjJtJKGQJ!MzV{W9^>$%%;`r
zyVh1;Vqu0`b?WM4+?QMARsu~ZSy8WVZ7b)L`Y5mh%;eQ4@d$ybjiACU4o7i!FK*-q
zINV1lg?}oKUUAf)bk8sKOS@3~Qd~zjHpwj+^cU5HJmA~Z3IZ(gvc1W}LsKG9Xy4*C
z5Q15JDA?u8uehMKv9WH;D<@Ph2!Z1L;+2H*vLs&4;X?R+p6Gb|((|J<d}Ux2nZ5Vo
zBEsVU=d=o<$>V;5-1%WmpHS>^HC@Zz{L}YDckx_uKOQvV_9ExoDigxKf7vLi-6CL0
zKpkTX!d^%DJhYM~V(zZC1P@`+zy(I^Qn+UoLMR6y*@hBZJm>@H2)r)1Dz1{oG!%mH
zr1Df$SjIiBybC=k390lQCLT;0nNa!GGq;P5$~P3^tPOp{7dYe>bb}iB>rYm%JJB`o
z!5&qVi+bfyZ0@hm8b03Ap8+_X9D<OUSVIU`wVY7d{==#i>5;f)p>xvlLM5}(amJm4
z{~(|jxt0tgK)=jP%2}Vx;=}G1_AqCGm{@XWcK4*hXJ`fovkO(2iO8LabqJ2{D1n~`
zwBzQC8|o<jQTRawA+CrIJ;(P+;9dzKhkTj}7@CgzjOJ@lZBNar9I10UuR1i$62=Po
zxSMrXLLsx+rKPeur5Lf=0nDi_;j7l!cj5BXiFs?XcZ=-;Eb<aogC9>$mUs<ne$iJX
zodJtszy|zKVG^QT>Ce-Zf(b^ZX^#?wy=7?N;Eymqs7OxL51#-}&K%hMjM}IM{BaKX
zh!IO-Arsyn{DBS$Z!Q!Qt>l8SrUtxP-KytbvC@TCtx>PrL{GwSdB!H$&nkge(ydLO
zyJ%Ow@Jlv-`EwG2SFF=$+d)gXqSGO9mZoiObKBnk=(c@u{f^zd|HK|{?pPNlF6Ozh
z+qPf(<8RwP_>C|5O$n3A3vIyjMZpCK^=u*F?qG!C&Fx)(*PcDw9Q^Ss%2+WF18234
zJ*5c92t6=)1Q!J3Ql%_1Av`l=sy@XuVWN8yWEe^bThNSVdSy-mz_tVo)sfuT3ka2A
z((GYnulMfehQ0gUKb3^DV^^Mk!A_jHV(p#;Y7J)GG0a`C;}UYIALz=JZ`4Vl6oQsd
zfYdg4q8Xk-K5(NB$vdki45F+q#Q>rFrapgsW%xLRKtqcOoNNbL%KJ{eZRPpXHeNkp
z2jeroipe0({i{5O%!3h3N?2)Pkn($Ti&d3r+y^)tU$Ec*(g*hbwL6;REc=UR2=z=h
zc2@6u8~Q<j&`FCOl!7*>GRnjA>--dupb-b=SXE<!!QOkdU-20xFu7b=pPb?qHdf!`
z5Lirn7=(#0gewMkGU+S3@`L8kmo%Y0F%dSe6e6H7Ny3k(fjK1U1F-zzcP;S%CRz8_
znm&PIOkm=Sut6KltBmA@C#G-SxMz<ZXu=>tlDb3~ARgM6-}5a++w>=!Q#$fe-&W2L
zAk}xtnxeDy&4zt+ch}y#@veRIJAdryWPE_~{va5%7v%vx(;jn2efid{_w2!g52W6;
z>mUA!-M{@kyM5zByY|65670WgYZ4TB4C2ni+t!zGwEpCggvSrmS34dT@%yT5$_tbG
zajz2!MXd<r$My=^ydP>CXJt2ld>~AM2u(dc(FI=Yc^|>!>3H}6ZG;s=UjfcE6b`@e
z&s<*kY0818ZwCnBF@}v#E!&0j7u6SvzI|c&<SFa(^^0*pe+akUS5;SjD~8I%C{3Eq
zr=h2G<OH@&@g>M#rWF62onKPlS+SWp@lq?=WNFbBPMxx%^C+`!d(U~+<0rfJ-8bKs
z`>f)XmzW6cfW7d<jR47${0M>wpj@@dHI?kCMG)prZ4UL7HMwSc3H_G^4&1n6kFQ}q
z@snE!$RSKp#!)+4f2PFGSae`p49Zu-r}#?1tw_WZx+|H9H+Ws>t_X`x+Ui&6C5<B$
zm9Jcx@kIjgJ%8njZ-=R9!pB!s!jWJ6-RySaA`gmJVZlc|Ylt56jDf}<LTD%-7{X(q
zhQexe#HT4|Lf=PaJViKSj`W4#ih<J8z(Wl*;Aoi9umLiUSmi5!#g}mCq{J1SRf@mk
zy8av#BusK)q|NRE>_dTfB#a<qj^d0$PCGhu*xfLa@zEl=e~R@7eVU6no~A}&B#tAr
z3vgdg^OGTahfaBZU=VN6s(M#ZZ@7@Y^c+_8%@_DR33IGEvg~m2{JbsABQ7Civ3F|U
zT6<%5f1_nvyB(XGF52nk1u>Fw32z<0>dYCrBAw9SHeD^*OeIb`Q(V#yhONlN)P*H8
z%#T8(toRQZ)qu<jZ#s~$&p`v$hZWxTx;8W3u@_IU^3_&*6(cEB{D8xx?BimZ3{pI~
zY+`i8bI3JK&HEDGS2eIHKPy+Q@%Wx~KlqYuz56w*ZEaa$;e=Ft3nl;n|MW>jK~z;%
z&e`;d(^g(s@O^XLja$}VyJ7uD*X{oM*X?_6-?s03@4CJH&ifjy*Q~~qXBy<ix%}zf
zhGqr7^XB{ZU;N{LVZZe!!$To^63~P8Dw=-ii#(OQxwYw^lX;1ai|;qNIb&b6lTf}V
z+KeHjc{uJ}MgWafBvx`*&D(YXn!_LL)tm5DVOC&Zx<V1dE!tsU@t4MJeq~0&YsXd}
zJ@5fCR*P6U;*(y*2b<sjpZ*`#+`4aPuDqx?>pn2P`tobGxOh?m?z}U0<tD<bjWEbF
zAhQLcJTt2SyKJ*_3&g6yMgo(BU)1b$*{{Fa+2t^0?3ZLPE=yqLN-0)GXcr&nD*@1p
zgHS+TL5}_zVYol_=Djt0_jb+hHRkPpd(NylXVr>Sb$+O(7t}82T@|?@M06=C-*;9w
z?LYm`{;B=ffB#?lz1OWqLv6ffj~=bt!`l*s59*#4@U%RJ8}%bV=un%JtAv}XboC+m
z<<+^=$b~OmW#DXvAE0Bq1fL|_FUL<=Cv0Kmf)A1imcDg}aL`M16N2!@d{W}8N^<iR
zceP2{0`=pMYN%cL>ebX#I?RZI7Sk?d6Ct>q=4WEnCx3!>MA!EpOK?{i{AD)vDFj;t
zv~k6i^UCVjt=o_6+K2aSYrUp!D!xIce1bq*h&zSplPK~|IoP5BU+^1iG`XVP|Is&Z
z+xvGP+4ny9y2>17i24pXe?R!7`ay^b_b3->0<1#f&Oy9x=dtSkzJy?|A?w<uOT64T
z<~K+js`*V6<~-jy?>?5Od=nBdPn<sQaiQR86rHxpM3-$w^iw;?k4r=wCNI$5+lK7E
zs3SMDEW84=ec!{Yb~3I0#X13TWZDqMbq`2gD39_ZfBtl_CRhWysh`t60PZYj3mk33
z@kv{G&a0mup8$c_S6tKTD?06qJ;zLbNspCQwki0;Q+=AY#uby?p3$sHwYr*w#Ori?
z0sGzG`>K88kG~~e#=d#gf#M}?$TC?Jv85|FYI76fUp&erL6R*G2#5%dCGL}+w~F(n
zS-J6oA3`evFkdB;pej6YQKd51=FP-SB2|ScNmwn<xhlzADq)`2#DCsjAkC_nRe8bF
z;`K-3s_<2ixDa@8Q`{wwOK~V3j|)4G6_wetQI*?t;QIqcGAn#3htJC6300ITXwr^)
z*6^b_K(}%9MH}xX(GCM}Kmp!J^h2vTrudWL6BQkBh(5H7|ImlP&~FCJN5c#uyGw~#
z9Q6~pofxAK;0=Jd0wKb?X$ZO4o*z#G+Ylcn5R6ec=qc{w^m0Gkl6yjPNPONwF(y;Q
z;n)8N$QgDRROB*8fPW5?a7W_ykg}tW<jFw}1KcBl2JroveNK<Cq!S8rPRp$hVQ@R1
zZUrw5+G2xa;|yl3_;5Kpf^ge*8+&$gWzObiG?<D#B3POABrJ1a!tDOqt^_5`(k0};
zpxAH4-avL25GQG|^2YuvaYW;aAI3$}LC|BhiGh={1oKNmg7SbJ#>gPzGKGW+1Yxo-
zc5DUfTD7omKYg_zL0p6Ufd*OzSrzi2v2K$ZcnIS{!bDN!(qMs5-QKpt+5<b>-LU49
zEvr3VwcUHSt+uftyeV6H^~Y@D%vBpJPJ6jH=+UpQ+wR%}dwA!*UAunIZb)F-?ewiJ
zVl}(0h*IuxYwjJ|lUmEZ@xg8T7k~7p_6Ohmo+bv$H-jQ%SKfTTAcI*DexM@=o?Kb+
zgL7}c|B<g0<HZWa$rFqA@{7-FaBjslM_umzY)N?Dv-Pz#ry~rXD~3uE`c9v|Am%?|
zd!2^Y>!cVhtJ1s>$3e)A-EFIF?nq$Xwu_gqND!?mAAJo*vHjt@-}nuC^Q*t(SFCYZ
zY~kc-`|&UQl7F&h0ARZX10SC=>!M><>C_Y_y<=%<QNnIp`6>8=5L==v&kVEwlEIVJ
z4F>#O37G3!J8D}qB5_~BzXSvom_tH<5AX;@sqJQfh7A1N@j2>;J7F%KJ*k#DWouha
z+uY%i0Zo=JpD<pyV<m<GlEIt7(N}$BN04L1=EDyj+5hq1|G(QGsP49EJGQ%Z*J|~a
zAF%8+RwdV}jI8A5N_z@KKcwx`&{<3<NhqDR@yTiVDqJp-=O6hB0g-k_oKmc|sm-aB
zVLt+g_WVnql`vfN2^!m&XitEDl2y9;^{BZLOj+@0eMMIN0HKP0#}^ueW8b?ix4Z%s
zS3dQe7XBcI+7<g_?>_j*SAwB?yVkQ$zp&&hYX~{)!T0SJESw-%(a)K@sa!l&zP+hQ
zPn$0R5|H>hL|#R6wlYbQR(nea>y%d);=~We*pkH|xhFmQ=YMd`-n)I>9zVXT(hvE4
zz_9**5JbI18yN-MvJU-*f+zea@DC1)cIC<ow!C~^ZF<F5<`))ES!MR5%`M7p<&vGc
z@RFTA|Ds)a;dQ@DcY?!KDjziBRm`4*LAF=$^4!+u6Sd1HDV<20bY>ObiIZnkH+-U}
zT_~^eqaM(y6Ar0%*t)RKLDV@vL`gly{?k|?raodE*B{~4Mp*gXl@Q)gf8FOxgn&uc
z^z;b{)pMT4;{2@o;(_PU@7-128S{uU6n&2^6tSub@I{CTF;}pG3vYwxA`sIJ@PqHO
zT0S9O#8xOK1PI?Q=qlZ2r){@y-t^~~|Mbl_{Z<TanDH-FY9_?TLduylC+t`L>R<Fe
zOBtaPlQH^n{^G!cAKY@mmxoYn$&o-$KUey+J%n!Ob!xlul_J}PBORW}Q{aIclYy)p
zFX?<01)sQ4gLs(WG5Lf};1Jg!EdGigyQj}y;pB%qX`_!S`DJtPlu4UjIP3I(Rsc78
z=0MjRRSs$t1C;?IeI*%>s~-drRbUTRqG^2m9f>5l)3Qe(+!C%kB>fm1<vm9kQHDVr
zf^7D1`pF@V;v7v3Mv|G_@n7Z84Feo>30MOdi7LDU&zT}<qhS+dJA&F!xsUq~A;<M`
z_apEz|351X>5qPlEF;lk2+MKW4G19bT&LuhRiUYJ*=9;(61+64Z!u(Z+F!z<aM&&}
zJ6*Az?JWroV$geW+L+H*4Cs&;M#Lbfre!5D>MEymB~bB78tL$arVG6Ylfut5#SO*^
zgJz|o-{X)_*yZc-7sN;BXUleBdEXglQGzgeX!lxH7@P8y2*MH{k$YPE5~lkwVs&ml
zMT>du_jYVg4EMxmzhI~S!e6xFsh4eE!b`DG_7lMc3E)reKD3X%b<6JG*sw<Z&<Y5c
zV(y1~2=p54B$Tp>_|e@5_DA1(+rItYHG8nO<z?h$sSxVm`=YDLknO&QFVP&Kabr`$
zc|D##&26ULZL1t{69QMW;mk@N`|Y{smcxv!1{3f6!o2%IqC9Z%h{8Stai=L7>={p>
zGO6JqinZH!{PU+ezfuZ;iBtT%jFr>p6Wz<Nd`b~&(Bb}NF>htq@jW4GL~*gI$I1;a
zQz2ZzFZ}8}XXf$jG7|>q!D=J<=K1c24<%$$&q@zLjbw@5=|Y~+J-s2gFhIRN1xUB7
zHn%UKVQ2k`?QX0qUj^TLy|2OjP<b&8T<H56SoSrr>`P#6)DHllKwrP?|N5W(xAxxq
zx2)BDZ0*Ja(W<SoZL5tuQIlgE!w()3pqncOElt|E%a+#^Sy3~k!&i+UZKk0>eJaPT
z7UI8818{f(*H<zX33eBhk{>Fs_#&(zL{O(*mr9C#!)!644xuSR6!Fkj*#BOu@2YO1
zeRzE2R`pk8pq3qh`vzB<NvIoV|3CGl^iT(~kQdrzd`|aV`D>E5?>@43-??eqn*2=B
zafQ#I&Q<_Ls<d#5EkCql*_5w+d+WO&*~1N`*RFehjsiR*%Kk}kyxrtBo!$MqH$ir1
zk`Q#H%>~`UEPTr4FO&6bS_0j)CRR)H%bLv1+2X>IonBhDQ%g%e>EenksvAKLnmb*X
z5bKX^T|CkP4D(0d6S9E1fiK9DBt0Lw54a#o{iaEWugp@<#FJEv<IpPK%pw}ep7Wqm
zCVz@_;CB}bRg)p|&FVCV1SPb}PFsK`2)|5<XiK!I;L*etj~?;0!S|&*{gg-L3BH0b
zO<O98C(sAU16M}!)dOMJUqS4MH>p2w?>6npqfNC#;fSwsFw^Tr|C36S{o20ONAa-Q
zOPQh#WuX!QG<XfdV&0dIkO>ZxGZ!lH!=7})5r#>FD@w)0F4ck4U2a1q{w*wY`f_%S
z_(E||o5Oz-Q<#a1x{NmF+k#Ljf8Zf74+Lxv7kXCiC!MVl+3i^arF`b#du6i{xuIbY
zKdVfBDWT9oLLVwt<M{NJRR${7JG*y0I(;Z58j1#^M&O@Z2KX3qT+ujCe^vmMED$2+
z6-S@3%9Sg2=~k(&2y)y6N@j3`5GV{bte()x10^dD<KZ03|5(w;X8zclg@Wn28HV9;
z=f8->;~;EObd%il17KiICFv;gzz^XRPf|GWcNDOLn3Q|xl!q!-p`NaCc|8f&b9z!a
z3bawH^5=H{Iq=mrwnQKlunG?2rk>fGRT0CVEgf2Cf6O|4F(@%W4uuuQG%FYF_Qn_x
z$9%<aceiglZ3$%(3^@Q^5HUD-&}Yx126y5sPmS61Owksm%@5siuPEWi)c_9nl`rz3
zd{L|cNfMn7CdlWQ6_uB94M=-(o|aJib5}anpD4xYelggJwXM|UKv}FROs4qac8RV{
z@S>NPuwMx!hFV=&wxt(8Z|6Sq(>8zRs#O-B6W*ki`wi<ixC3<48rzR;L&ETOD-MTn
z5j)#J8odJz(rxQWaAf7@g9lsoC-2{})vaAIE0s^Vh&qDap#!v)Q9D4nS-E}u<gpKS
zto+f(C<6i_+dK|f4X+ff!~qhSCl$xy{Jfv4uDADWYweL8_V#V2IBsW7g}}s05d%<R
zoK;*2kg0AZnrgDZfjbF|8(V7Asw?VWLRquXu(_2>_RD|w@7YiO(qFe<`CtA!R-Rjs
z@Z9y)8BRenSaS%azu)%3up_#_tXXkA)BrQHFrxvE!<8j5a)c<Fn<gz?3GdAYC5|>I
zU{7>Mak$<2(U4xkiofIlO|l=5-GOXoBE{!*m=5zY+9P*PbHDRG2QbIgel-9h*s-sZ
zRm|DRmi_jZzHQ&Ve#d(IyB<&QIPnYmgz99#bCO^92V{G8a~=-Q(4>r;B3NnlEi0m#
zn2qR-0OOdXAf5iK{7caCE7eB03@{L0q$WjE;-8qTdfnzdqyBjt9Px%qMdg#5EFO-2
zPOAH=w-WaNj~{3<()K;~`|8t=9z3#px9-};`a?}lZb{%6_x+sQORJu)HmUZbzp@5p
zV6}FrHp;7t5^xSD6c71e+|i&d+}LKt9jiRLAwfxb+u5nxwRdmYlw^Ijig>w|R|T~$
zam20=<0F!Xm;0L1snaf*#3tHj$oA1Ta2)W<Lgvvn6lTB0CIN2Hd6-Vvfu)s2*}&lj
z0|{c%efx=oKK96RSc(Z6MdDD`q|)GS;wkYMVq?#=q&&6%wzWFy1JZL_iTnsldKcl-
z6QaH_gfQ(m$}8gy{(PC4P`iyS1#lW4Nk#if#U-8rQ58L9CoI%vOphCAB3^(4bf-?P
z*xJU9+JxGN`Yb$vGX`oba#MK}Ki4Ma7Yr#AUlE7}-o#2U3Sc#u+Z`ZVzVQHFQ4((;
zeYQ&lP06$BwY#TDDzD_Vts!1oYaZB4MH5HS)?Zsw2d2EF#Td=rVFm|@`N|6`y%K<l
zOGuD2<O}*C6Lx4pzl8=;v`qw6(FmF#>}ExrzN!mfke(-a^g~8{#ux72Cr(zL9ZyOY
zr-|?HR{BgPTzQU(SMlo)Y0CSC6mcmLi0}ChfG(s*n}~MdK3=GlM`D#D^vmt?S;DhV
zQQ#Hjib5wHf+Qk1A)N9_MW`cg-rgNAlnZO>uz4E;l@$Wq#}#P}bi#W02<wL>K0yuh
zeN+KzYeRFce?f9me!va$4+W!<31AMf(s)!o74QSs&4fz|v((2|p6Hk%OnV^AKGT-2
za53|am6wDd6>vPJQTTI}TR>jPH;j|K3_-N?`V0Dxsx0&ablIreG^0(7b4>AaeG;p_
zb6f=@A(q9QF-}RhTVk|h8mJVP6sy3MGFvAOY<GJr_N}&i)|J2+k0H>~NLz!PBAHX1
zCzt1KWpUbOs$x14WcQ%C!Xso-j1VM(`B8V|QEWtiqOq9j*g?_ChaLO;8z&@OFDO5b
z?yH~dA!g;5l}ea9yNh9l&WMR`PfT6HbWei#L3PFoE2nJ!!UdbtfFP;dYFm%2{p4Ni
zuHUr7tvgn`@sZtq>!v+?QnRgQ+cw%A+ZN+yrHapkZ25Rn@7R~$yKQfNaKl$S`Q*#1
zMSLa$ykB9L@|9ry0oZ+&SUSv~J=$yQn}qO{0stC#U-Unj<;DsfH-9kv&CV}K%{jv?
zmeZ53l8zC2eUKFM<-l8u`*VfE=l=5xW&2P55C2>H<<DHw$X@a*rkJ!aKy_Lz`_ga!
z5BAoZU$v#>i+1AlW!u=?v0ANR^9w7=*OYH5Kp=AlEy8yYW~Hi?84ZN9Di5D;7knj&
z6`#5JC8tSWwCSjAFo3}jxQCRoG3arH8+#!cOsT8fXVH@J2td0GAM4+;@)}py3Ys)2
zE!wwm$`u4P+LRiM!m}cD(C6BuX}f-Z&;Eyh{_D26&PsWFLe3C;kky<RL^I@cal@Py
zcCT*^!cDS8f_;!2BrRECX4(g3JB)i?Jq&`XbSCB0eJB9llH*6P9<!HT`5BwmWQ0ri
z3sQb?ingPPjo%s~JXZABKGBlE<)5b2M@y_Ak|))HX+j`*M{T`nZ-4hY_MPv2(>}cU
zwterTZ`oUKeMJ-7O`EPR+3C|~ebuqP+pr6lU$&R8d{)gxeYd=5fAZEt+o*9slGFWt
z39unFkRSH6Ptcx}AD=wJ6IDJ0r`0Fx_Itnc$9DVun=Y7*7t7Ih5g=7JJn-Q{kacWz
z-Ry%KkL~`gk0hi&a$5Yb0L@~xS7lebLJ#+$IoDa(N86Gn-=#&n`qCHe(xq2@iw!Gs
zw0~8wvQ2q4DbxhPUr_Y2v!8v+IN-!ru|a%ZzX!e|+!p^BJ78abq@B}e(uF_c4nh+>
zKK6ZwFt3KlkLs2_qP(UuFbQ%u;lXo#fkxgDw}MEad6~Uwg(G37c!ql6q}9Z`%bKvY
zH38aZaY88Eiow0p2>;xD%vFsXNJF4x)fdH<8ovn$9u6-PUEuSa0bmmBtIbM>eZ$q+
zSxv;MN(bIXUKmHjBgAvK35T?|HDUVcpZ<AyhaftxICy{r-atN}w?m>ED#`=oI?nwk
z08+&d!A9{%K>mu&ecV@Zz_XN~`YTHDqKl{cR-mNZoqA6A@O}6)V;C||#EUuV1eLNf
z03X8P1<CFpB<MDZ?8fXi;{L4QC{>>kFo_HW8Kp~!<RgFhNzV$qhyxB8&dPD+o{2j6
zOK!>88|6@VO5qek2ud*a94F=<UU`f(28Wbr0!-N_!=OQa0(d7#X5fff78hj2AW&I2
zc43upDeOQ+fN;+$b!=~-12cljFpe0gLiu$-N%`ku2{kZubY~LG^6_&$R7%|yf1eCP
zyyMFAI<$q|^On^R+!<Z@aiVANP8zlAvs586c(9UDE{xk;g%_9#wlGt+3j4d{-%}LL
zwwPCkn-Mse#of14#wl_?__fovdYfy{ObnC#vHLzyk87~2md0(NI$>u{PTR^tRdpn$
zD?x*mD?Tmp`P}a!_I9EcC#DEf8JD0sK2er{qrA!C^xT+TI5DogNbuE6n}Nq)@JZVV
zs1u)oPnA7hR)Zy(*@1*YUJGLNcVe=vfvqY=yl?G#%??}JR_JWn!Op7f+<3<xzJJXg
zKissw7+!g9&MJzh+38w?clWy;mH)tQKH9P0d-EN8_r?RISJ2=u;*fvJoK{Qn)`+MZ
z%0k~7RswCx`>5dIg9o;`x#6D=hxI8^s6LoTaPQ@AZCiX;@u}_cgzSkED;|em*QUJE
zU%A<X*Vb6gnH0_X%5%5bu${+`?Ci?8z5C`@tTfZJ%NLgI)`#y{v%X`k`mX)<ul@IS
z?Ym#Lwbe)V_{k%x+pb)B$v*evKWn^5M|`ZXPHAxSwyiRD6*qOVIKSvCMx2!AM06Hv
zxkZHijI0!O<=0o)c&!Y-j01hxKG96uJ%C((REFdB;{Y8Qq`As%id7s0g{h+LNcfwS
zV9Z3q4}Pg#_4h<mP0Fr+_-*@l|AYUVz4i77E|3f%>I7lc2U+^aC*<ik;4(H=^ftRs
ze^*pxZfj_^#3R_g!@lSgzryGG_lcm=Qlphw11{zS;}g?%>4mE?Q4$^tRTb__m7qYK
z)3<rek7s53s+XcB1b&!QnVD4D4Yk9^n$&#bd+*twzV#h@^V?swx4-xMcIVc&ZS}zi
z5{~aFF9-H$^_IQ)ov-)`Ca=TIE-YDf@uU?r8Ja(H(H75KHbrCq@@qG&(N}vzZc)4R
z36E%WAfcECc~~jsfFu(%--;uuz!SNP_`84lUHi)K|FJ!~d(Zm<AD#)r<c*cP$*I2m
z{@32K?_IlLx2}EH8g;JT`r%=ewm{UCgcIp*9<M6@JpUYY#tos8eVZ39f6jjP=l_Pi
z{`%)^VV1*knvN5daN$qHOM61_tCq{s*|W=DT7)<DVzad?CIbkKZ4P5f*zHK|_2UJ&
zLA`svm_P895<6`){QY`1`h;*02HAoFznfcFaCh=cc=!zCHIT<Uniw%h{6}d49Q3w*
zO9K0e`69(Q!1@mD5P5*l@-g9}jZyCC1Musv%EXE>z=X>W&@ovc91~mdBNS$M9<Oxz
zD!PPQvax@-=PThY@dJ1U4>E0S?bwA2SM9aeUK7_+c@-Bqb^%|IvmY#i^0<|umqL2p
zLIu4Bkj?1s@0N&Aiu#PTb-7|6xMNSjWTtMwVK_k@Du0eI9eTSGCU}9PHlN)IOBnsc
zSgVL4g@`{2<>^wa<l}z>z$2??3`0)zBLwP&(x>_fv;PKQ^FN5_9SjAobQK}1K#oYf
zQ)HC@Q&zwLg$C&=dHk?2NQZQ@F$@^9`ws=Qo(wXN*p5JE0<OD2iaw$o(4VG8Y$>b<
zb05JVd;+&eT0`M?h!gHZ9CTO7{fAY9iW)$U+oKGeoCd#Wnb3pE3_Hxg<CPB6b2kZ>
ztj2PcO<^iN@$xwkd5@Jz;=^8G_AaTIy}=CNymZu&B;3;|%xQNHd9fgcki)%=#lnOH
z?J-+gn6@bixs0Z)mia+CrOmy;gH`#|PFO+keOCG_j5Y1@*(G@@ET7HDFU*e>VP6$y
zbzbxr1NFUE$|G02<*U}Hn>aN-?uWTJjKRc{RpW7$nS&{nm6J9(H*Z@zExUVHg5lP-
zfA-(ogVl{$OJ&+>?c1G=nl)86(qV<0eYgzxtb%c0CEycEDZnW#BYM=&5L_7KN;CEa
zCpW@@7S{_Ypz5HlxI0RNtr-s=uWMq$YECfQjs*U7<#l6g-Rcq`TCIk)TRXP3{!jw)
zrfqCKws)@Iu;2R9AKAQw+c#dmp!(4uwEo0yfA~GS{?0c%-IbMjJAdJVUAl7BPM$d@
z5<^Q3Y8n*%#slabLx-D7obWDJygB(`sKFWm$XDf5Z-vr~=)=G<ZXMz8wBsd0=#(MK
z8ua-=aGZ7-a7Xw%P&?eG-6%tS2{s!o30qdO@zR_%dxw6g@lXT(t-HJS_y6JV+3oue
zmERChA`j$+@&&N^mF-!e2!0!CXovS^VTtF>W2J7YTJec8uko4U0teb<AWfendwBNi
zvU=uHX37t%Qu8iscp9Q9tMmwB2pAQ$<7w4rwZfs#g7qX^#NDubN*?nATX*hUv+LI-
z^se2p-L+fR*u6{2@{cVRK%_Np-}}~=>}!Agd-nY03lgdiBos-o(L|?Etl0Qu$tFwF
z_MO#-_T_gUs}4CZr?BD^)F*<N3w1Kb{l=Q;FliFaSy1p#>w6trd$?-vf9reJ+SNpK
zQWF)$xv#i@mL}6TA3m{7wb|HG5bi%LMBPOF4C)U)Bek&jvOV|GkJ*`vuXsDnc(n10
zSAWW0{nTfThaA`k?<=np?1e^;e(j4b(2LquP~X2R9!M-48e?z1yq&(D3+hd6u`9uo
zd_|f=$nA(`L0;iuKH*fyjum(L%g@uIPpSRl<_Fmb1OL%v2>OyQz=bgKA~*kfOCRHp
ze0#lj#N#$7jD+E6`|xR2rrA$U-0Wi|9r8~;s9U1<uMtvt^2%2)1Y*Vygmw<NQ6gv(
z_L#I07XmW(D))PuwC}N6t_iXxPF)GcJGHv~#OHs~78mDLehQ}SIW5FX6kp^86LgBQ
zfQ05%99CRF33vAkI}pKB9Ox-NAk!}E5!c5RNm2C3!%;uLg<f}vJP!QbaTI9Vk%s{e
z&LcqRkr<MCw(#fcf&ZF-`pK1^8zV$>vl<=^8%F1Xs{5mIIG8GG=%=4yW1>}tZSaS`
zJX|?GZcc)%ghkjthjJL0lU)%0$?~rPsj&?qM>>q0HW&@}C}v`3A6E(2@#$qAE|fE=
z?2k*<r3Sy!a1FsudQ!|3VRq5MrE)w!qzcITD3GuxKFD_9t5i;o5rU`saDUZ1gW7?Z
zB(q&s2v`Xj;}srNKcA}NbAFVc7U8Fg#puR05Hje~=7_^rgCzmGFf0MGi(o9??~EPh
zEyl(bTa}X1l3A|KSQ#wHsb5Pp!n`#4+E~ACRi*dRbEoX|LfQ79p{DJ$Ap{L^X(bRs
zON31AA0qJls1!6fWH3}buvWGvXp~?i^8;0fav!TMC^@bMD_UiyszIS@T?w4^T?v;G
zX4<W$lG?LPZW-`{9#brV8?x${%CawpUQ|4Mnx_mXC%+)ubJ=p=fd1o}Q1EH7(X1P%
zuf1=lx?we?tMW~XzVp>-O$a8esQfl-4arvVjBZ?!HRG$t-Nv@<N&wz(?~1Z*JGU@q
zub!H;^9xgU=k}(Zzj)Oyp1)*^vt@;uw%a$Z`F)+!OXsXSyC^~6Gd>tnS5p##P<*ac
zNqjX-gjZSBmPH3vzo1n?0vVr?*&j<=-~k72hCpaLd-|MJB`hPHArP@T=37Qm`2lDY
zg0$!<81*}DcG?_s%W7QtV$!8Xp%y@0NB~ov@znq^X0}qXqS|YxQM3Q*KmTv+n{VE-
zt*tFD3+*FdG+%O~P0^0BJ?U9xyMA5QG)rd1vETK{Vo9|07uF6rtjMG<{Bs!wW$_7H
zJn`)N9tSuoljvTVD%nAgtv*aDV};lc*r*NC@8U~}`XFgbh`V?Hkv+V>VfSy}x6Ma)
zY<u->t8L#D{WqNc<kf`?g*l#=dhNdL?B2ICXXk~#Yt!W!^>g(TrLl1GtSyc&+Bd#;
z*Z!Zsea(LB+iU*ZI-64t`z;Bx4fU-M29bdL6SLBbgF^^*%AVZUA8*+8cdw~l)Xqg-
z9(rI)%G!Fz@9SQDbkFlb`Tsl+^+UZynYbGkesl8tr|c(x>Mz)p^XF`CdRoGo+=YiA
zJiB<+&YivFE9@RrKRgD3P^?@MsmJBp<rJ-dF@%P4i?5;TA1S+_!YdI*o0<S}rCPJK
z;rR;x(4l$M1$KH_<k!arY>LxqCj}2in1qJ(v-oo1=uTrGr|XLX;o`p{xdZ7TBva;X
z3B#0)K=fJqJ@F6+3S9Ogvps@5GBISU2dlY!{fhi>U{gxr*v>#bB1m&4#QBJDV%r??
z!K(QJL*(k~DjN^1aIZQqSKigcv|OFDlc&y5au2|la?&O&3drLp?&OpBs3(y5^M9|v
zj|2Dw8R%~2Hz3T4MS1o(9C7F$Kt}Kn<=}Yk>VDZYfP^=UDi!7k3`2Nyo`+-}dOdT9
zmi3GwSGbyhlZwWe&C%IH4F%pb=!46j`(XpZ)qTM8K_uJ<cydP#;&GMi;E$?-|HqYn
zK2hbcxpBK2>PQax@!vlmsHH^I#68plXhpdtr3RdBnB6}7%WwqGe`HtV^clCi#pe<H
zLJjlpY0D2+7l^Ww6D(?=V5Y))x*EYdrs$+uJsmv91MsXQ@Nm+p<FJPtvwTkZa;V7n
zK*>FX++d_I$;|i}Oj)t?PhlGH5kUO;Pa*rE3Q5154BnF<%t~>m*SD^8mp?V&l{D6~
zIviU|Limn0677)u1(Q)~hY|!P4(*jIXYBO6!ff61mB#V00@&iN2tKi8#ao#KbV4F@
z`%}^Vj?!U2q6PpB#;kNvF5k|A&?M%~>MpO;DQkAnY+CKfhHY=utls9+<)n30)<c92
z(Pi&Y19nY9F$c3$W(EQdBTbehtjK&Iw*%$5D0~zTJg`@e)seiKM;Uz}(Llt7?-iwA
zlwvP7lM&hs^}%&iteUm^<Nm3Yfu%3Hkl&tk9?tMjn3_mbre|$&aly`=Ic3WWTw;G<
zS1(+#|M)-p5A7%3c+r;1qE)MFpZ)CXHhW^(KDu^S16$9oUHix`UU|X(-oNv|x4-$n
z`rq07${B05B<QnRr}~?iC@N0~F$e^Rl!{07#p)MnLqGE5{?JFl{LJ*6<N2lZWmMU!
z64=>aNg33bT#(BUeJwt>LKh(VaP(sYU=(556N_MgA38!i?zG7R37XwLZH8MvBmik}
zY&W~Ua$k|)KQ`948R@_Kn}1+mee*5b(L|@+?y24@YSdL5pPJPey&yF!>8z6MCvCiN
z+9nE1vd>Fj98t?QQ9R*lyl_Ie%T}taSao*EW|mLd+=&w!+^eF`fpOnxv2sFX6fSWp
zo$*P<KRKs(6i0za3C?N~c3O3LN_Bine$pq;s7@Ar4>q5uCneOeSCIp8i14Tbm49CX
z3y-~Ezj6DC-CKQPkJcaA?c3LF?eR^ys&@&;c{_q9X3<iFb^7}OAL$u>{n!3K_R)>&
zcH{c{LOHP0XU^H;(vq*LpL^kT36(F|MyF`M{oVKNzyGcG?Zy)cNqarDeQpe){RY3I
z9WVwsAC#Tj0N74JUtGPvYVEB}P4M=uSYj+Xw1<zH_HcE}>aA_18*Smw12K-NKP4Wy
zC!woYIcGoqxu5c{83>Dc1sA|RJv(ouDYYZ<2839o0JaAag|Fs9C)yqSFVT|Vv_F;7
z&E(lv++m<nOzyc>t)<B;U!SOlrvVd7=<nmZ;wP=((J``+9)fV*KTB$CLjj^+u+4=0
zKxd^ZMM&J>bH2ybV;aJfhaae%>6`_%Qc#(w2Kq8QPX%XH89)GLf3Nd*@lxo)O$U69
z$SdRirA_(wFBWB1)?>?r97Bl~2m9Q!tb8l(xKmqvRite-nzkz%Jzm?etIxe?1(jEs
z5-s8NWQukwbabWdJj3f&j*MBX-k^KA6O9Qlz)O(b_;Wug+NSD1`$h0<PIh#F`hkq@
zhQdGjr7(C86?W<pf9hk@Hvz$h#xN@$H>0Qc(US3*!k9Af%#*!)Enm=|i3Jg<V0Rn<
zZotQ~NJU9I;+$}Oij`m(-n9XW_k=;UjDp;<b4p_r@H*<2;vaF$MsPi<K_*k<8i8Sh
z(XX_e-vM|hg-Ov#Xf%Cct0SvJkB@hp0gaEBB(R7vNiad^1k3j!DK45PyebB8m>e@~
z_IS})VREDqOn~@dM0_IRl`0P2IFlB>Mj=NTALk^l7@0HgoL4eF%8-wh!GZcEt^rjN
z4C{Qf=qX17KNtnLL;6S`L?g31CqFa-`oAobWl>AzQYEp1%Ze_H(^qfFuN3>iU=+{-
zjeTAog}l2Gc)@K-aB8;u)^?$n)8hv=Q!PpGnN)s-4E-i~>8ohvvIJX%K{2yO+iiRE
zo%>d=_vK$wT3z8QPSKxLUdW=5R#F*Xxx8$zzkJ%h^J~9lXUiLQ<>!A|HD0#yeoMmZ
zj!hlZeGjWrQ@DcKo$8R4;+}-oZbR*1&&!Iy%fNxa=?7J)YyJ85hW?%%w$|+7M>p-^
zogG`>=~`3i@06CUE5QXJmqCyf@wJBHmH;}gG`I<Z0h8gxt2q&fu@fau?)hRR!vzlM
z-Wr8R^|87Rjkx)Q!DO%1@_s`!?6sYluGrbL7p%6sCVU30iZyn({KP+>7ug!%&*Vz5
z;dQl_Uwhpj-B^44zzW4V7h2Yy+_H@)4{Tp`v?#%f=aw5A>sISZa8cdP&sA+^am82u
z+qG?5keQ3%5y<Ih%DuNA&M8n1bq4Eon$}P{@j_C;4?#MfGR_#yeYv=^|Fp;6Vo0M#
z<X-{QFX$^hje<@c{{o@95JC9N%-}cRQ6vnC%sx4jA`iYAsy~DWfOtxhfG4YqKFMGp
zo-9=*gjen2nH7I{gj%8(z4h(y+QYRi-?KhNp4h&i{Pfj^qCcvfMC%pG*AH1dnMe!3
z<j(q`e^Vy%<pa0C1(wvWAsJgCeES3zxx=Gq1B53YV)QZ-1iR}Y9I@wqdS=es4qJ*4
zILRk`4V{S{@$!5w*QBX1)>GZWvxqXdpVyAkB=TsJ#7~^ik;Ad9UL%xr+cl}Wbz8f3
z{k?D6#_Fmqubi`$6DK9C&)cKbHLI<!*;ehLojdocEzZtbMLh82%$|MzV$o(N)f?2-
zY1>Qy5!C&KNTuPcs^o~yAsWnSa<aHIZzoQ#*p*kV+JF8J-?jhpzxxea-MUT=2asts
zssm0lLAWC@L6dN!oIyy{$J817*<biYJEh59z1gtZ_NF~peP}mtd`sD3ANzq_zWPOb
z>FSGCosKUZQJ1tiwjpUktu_vgJN`<a_>`ijkMdNpB8aq7(*9rxTdH<8?2!b#hqv#F
z$F2&EHVEW)6J;q+U$US3g}-9cnmBTk!r(9Yb5}9f9<pVNySy9qUBA<KdS=>RFk?$Y
zv=4Z7v@i0*V?I0L7u;cf@8-K|7dxJ==Rk4KFI}}yfBMILqRNCGp&HTNxfEq0F2%dE
zv!(P~>Yprdw0$MGTICu_3A@5U7)IxYnV`4{KlVx2>*5vl9owy|&-FG$Pk20hSUeQ$
ziL&}`)lQy1Ve@Jauf6huee2s_77u%<iHrDJsc4^h<BI(U|K9)E&u{RBHOMUbh-dJp
z!X!JqCCusHA#@y)BXo5)87XH*_ILtP%mE&57>2%+3`1jri0>(octcJmCyVag5=db`
z76ZvA<MNqLCDXHkAE7XuiyZo}V>5ta#~f~v!R#M!)HZ}cGy*n#XQDgE)2n?1XA~a~
zpE+d!f8dWF8B10{_Cxz5A`&EnmvIo`&?B5kEBx4R#%hxttgBPsmkXb9Ps@K!3`B$2
z{sYOit5(~2B<3|~^DAGl!ql9iP$Se}$Cngl!JN2<1~g4?-iJFHP`0hx;Vw)L{hSjc
zoR%l6bqqX_KHCN)21;j-qy`!Z5)xx1z_CCHa|}l31CGM@%pT)_)>x#uHM<3~^#Q{1
zB3$+b2$IR;!2`{O`*1l9*_~Pq{}|jgxMF8emN3jcxoj6`cVnL)tET=5m4QlV{w!un
z3<0t)T$%y69GZjiz#MChjx{(~C!w1CudImr7J>s-F2yKWjaB_r$`dv%##WMW+?R0r
z!R-yZdvD$95-!L6<_ZSMc=mU{7tg}JcIl+O`r0`wD$Lja@xQQz&NaLIsY|wW_OkWM
zB|B{H+W1~8m@0z24+>)7otgwoDGgj?x}X7Lk_RRv#IkSDrb;%(LmjNvs9kXz#rD11
zcJr-w?e6BD6;8cir(XM_^%kGA%~mf}8GVp?%6$PrN`!J69S3mpz;_J5&+Q|{6;#HV
zUx1c5jCaC6ohJZ?ykPb`MSKxMjtPJ8Kw+ZhjVy5S8Kg6W?B)Xdpo}Rtl1S|>l1kw{
zK7nXX+_VXY6rO$Npe8KGXRyX4gaL%c+|ClH|D@76eg>!42n_2XASTG+HYf`?a)TD`
zCVS>R44N^pf-6Uvon`{h(|}3gKFkM)oJR9C3htWyQXa6At6`of`_sc80dSl~DIUQf
z9Qg}V;3XV>DTCMFND|N?=sp6Yc1<Fg{J<4sHIpw9Q?{~Dwr~92uiNd9-uJ_jWeMeV
z4xI|;aBAFFJn!GWWtX3S&h~2?Hapg|zyA4?ejswXTJcG6L4Cfj{>8yY9(`a!1Z|nX
zs&YKfOkkEyowk4Q%{}|IFa3u2NX@gAAy!+XKY86K?^$P+n@|5!g)@pxagRKZGO6+5
z+=WYa_3EeW#PYl*2nU*=wKPU-+Ra;c?7@TgG#AsPT5(@};pgnimCG(*`lo(h+z?Aq
zyJDihr!tUt?o@X^sXtameUGgM0n+0O6m;}!&J^b1le_kC^|5VAXH_)k`8Z6^U$I~K
zg}-W538bt_gGXQT`V_ujW2ib|J3*`2vTX^c+$&z4)`U-V=5BP_0QE<{m<Z7Tc%Y?L
z+p$MaR_*SMw+D31c_@}o*-w1o7d7dg7SCo;LVZZI^QJGH{MbjG$7eJl;A;|-ymF=N
z_lk4dL>%5_G8y}bIW))^K^x$y`>ox&?e47Fes^7A>F-KIA~$0){Fg5?JW#W|biyYC
zCr>We!a~8m{*^D;{QRuv>Gjty+yCW1`uD7)@WGoz8E^9b6ZAr{$l)#kg<!%QHX%69
zQ3!u8E+OUbl)<PvbdE!q6fCHwY$vCz1|FhWLj4#p;l|H%B?DCuX~7RLj6ygN8}&Jw
z@0EXJgkc&>vXg_O0{~eX66L6E2odDtK7)9VH;82YctZhbK;&hV9O0JXX{35;R0%*I
z&4Zf;cH+wMB{%uGNzRiJiaPB-vF)wjmfH!NoBvtO9N*B)za_@}b#=rWJ{w(MYuLGq
zf6Hd)Uoh^eRp0baTqwU+SDE0|wDB=kQ|?F>+7y#nw^DV<O6BL3q&g~ZZ+fzH_!%)w
z1YsC>eBx!5#`kS`Z<5<#dfmr=<>qBdc_02HfC%XF_xgf?qSNqU7DFJK(U4)L4wU~-
zsOxYG#b00XQ+5Q6vGJk{!`(fYUEjAdkZwNx>st<l3WJXUR2DfffUzRyD^b#^cRuZN
zr5dl+wIo!tKiE@baM+K>7|KOfQ8h5hT&b{CAl{bWs`u^s?Z<X+bwffWPc~CGqA#mT
zN_9!|o?rapOJe#ZKa}_F-~3~%Jo=U`EgjgYQ!6%k=7RBrF@qBfa*EHNFy(GrbC#Nz
zZ&T7(&l%b{cN<StRPL%KP-W{+Rc#;Px!bTQ;T|-0?Ao{9wzuD3v!xe4ZLk0G-?dI<
z*1q)hYqq($>CD~t+EFuJIhde_;!xS5?nVKJV~*gVg}gQZT%j5C^a&TlcaM?q$>|7W
zf9Dzc6OPxH#}j-bQVekPoOtpl+DJDN81NgS36lU5tHP}MkP>(~L*Yl_IUWy}gwh-b
z?&K|}2Ouy+Jnrgl4suJe#4q^nb_B}-w+t?bt9+5i2t!zgG{OaLrZx^>MU0+AHYfj_
z&rtwB%?Yr${RoJ+gnP0I&!bUUKN&*E3mCyuT?|Hp?3^P`)$}wN(l^r2X4gae7#z?~
zG*}asRZ;pnlZ(@*&uU`Xv+sQQw`^x~!&ki9?YghLmuF^uf#I$1eoKApP=fO*Tf2GP
z{_2mPwyP&5)QyWQ`ddk?6s{?5BJ!~BRD2SF5uuN?m8J{2g?alIA5GaGe*HJZv(?s8
zTg~OkLN9GJ`_X<1g=u^FwJ+Gx@>zSZdfPsF=MP1?ik-duX*+r9l+8<MT$o>$us1GV
zv9I(S67Fht<K|6!`0yQNuB~#F?8R4p&Muxm=fb70bSig!3GDDiM0W1PMIeS3kZ;mv
zLgjmAMGxG-XDb0^;-$!kkMG*;8@DvReEf>IX!}vVxuvW2^FRMr{547z6i7S18qx1U
z$VSLS7)HR{+1;^e3BncSwIadPUt&wbJ7MCm+ky2YKsTEWd%{848}D1U6R+PzKZobf
z*-!n<Uz0FABLQE0T78HwY5p}-X>z*_53<yDd8WFfdO3{i(v<G(%#8UXElL;srY0Fo
zaM**-10$@!udi>~w$%Rq6Xzd;uVdoV-1g&rMZ)*Q<gzW!&H3H+mCBU8{^}Kb^P68$
zxUMg*yz#~r`;Y$pf7i;Qx7U1X*KSZ8J_dVz#F(8(>)=K?40JqcQweEM4`2k6%)vLX
zX8-VupuV6e@L!)fq);*@uMxms>8AQ2uO5f<D%pjP{gYtemGZH2=5^Pf6?`97^Z!do
z6*dYu3>=doxec6;0kJ^0qiVzwNM0$f<mL)zQT~Vm7u|8xI9xd<j;;prjH={!Tt$P!
zKRYEug0RB`f)QjtWkDSYVWg!P8e$BaQfumXn`%f~)@gj8j{Df^nlaaRCav3^RU;*=
zIyfCqd4h9~^J0PGWJ?6h`C$K%wVNMUqjt?#hR4N(4-VGUnQw|=zHRkg&89mKl!l*A
zS4OyaoyHsupH)@{^#d-=R}we@F-V5;U;RXwtg<gca0tRfcmC)o*hBe%fr60?a6&j8
z#Odi^9&y7QB$PRILeZ8uSQYMyX?lDp3Lqez0c3O1os3efmY_@XeX%I+9)_lh!Sl%l
z@a(6RrtnIu)3>Gs=cWc%2EygpqMcfq)9hbDsu&_;055j!Nk}JC=T0uz?DV7t60RE?
zx9a@7?T<}auidxx`wwjUqxY@1y(vMrAR$+S2xZWq%Ar5X4tTw*z9}PjLH1$5MfQjm
z{8Q#ZPYk}kZQJ+m+Kp=utY2EP7k~CwtXZ11uYC0#d$ji04})>5#R0;W!XK*8e%Mfq
zcWhh(<AjFFNpua=N!f%3cfT<sDZUy=ACqDgoQ2-3I6&uS#$Q%8P%w4rtYYVbe>rV*
zA4oI^qdY%MT*#B>4YS&~icXmsy1iCp=B5qsJiPQ_7|Ii2xs738;fceq4x+utja7Hg
zhX#JaaOjZF;fJylJ}Zw$e(a$RobVsbKZh3m42_~2=&oo~O4s8jE(tz_Nji4SD9VuI
zcSU|3hrCCg(GL|LpKsjX!-6-oXSbkRb`KnH;F`p_!c6>>ne8}E59w0quEu5euMa~z
zI#-o(8^hC--%Fg-I6_TU3g-{fQ2&`gn58teRezO|+d#>Vdk~a16nZwZg@~)e{K;9&
zS;;=7J~3ISxB%;X09vRI-MMqi8WLU$)meoXJ><)ak5kIGzaS=|=cSikwbN&>SY>w6
z7S3I;_Z~DP)XX`#STz)z5qZ_7)Q95slTh9-NlnqR-GJA?{89;piB(|LLGH)2K?!H0
zFi|;e^D8gd3$Ol!UA%Zj!dcZy64U?=R8=Z767uH#&RYaAR=j=7l;R{W9&`G7b2wIX
zA(r&uU7oD+N3&;=<qw=B-M0?8d*lyP7gWW-@{KYb(T3~P{Lpb)BpC>+PXXU|toZYm
z7wAkLP~-t2m2oWc!Q(uvM#F>UDI5=%!zvKY5l_T%pnR|Zlp#+h?6BjD6uvz|I{9EP
za0tR&BN>PP+RdiN!A%y^5}a8PE)>;v6b1_L#~0WB0W0Hsevq=+s994&``+FIr+)~l
z%9s>?<U43Ax@i1l)t!CuY}xB{`}V>MFUn610vw^{Eg){mkc#9*(+_{y?h10aJ^KvJ
zxotT>Fu<MiNEnc?lOM^;U*?dH$p5h{4LlXnl^oGY&ygbl@p@iH^OjZ4qZBfcE6h^Q
z8t9VG99$3_KoEIAo=k~Rw-IpqCN)Yix61Lj|A4?r1&kmig%8SqlV#wY{Eo-v@jcB=
z*lrdR8A6l;Z%4uW3CizaWN23hnVdK)CU?QF$QmE7TW#kZ30s?1n0($A=09uCUHMBk
zHD0y7*0%Uv&-XYnBW2bqqm{~RfoO}NuSpR8K(pTu)EVnah=UbdYP;NvDj{j(L#u7S
zWBYsC%C{KjArhO09WmSe{;m`+Evd(i!ARXpC5kfnFBx}JsOW%4?Kzw~p((y_XQ)VK
z+%%8`ZZK<C3@(8sMj>XO&2A6f!zqj5E?wdLrU$MJ>&uT!!gNTRpHvyRM;Z!AAOR~O
z`2gLN1}%SwUjht!yHGr($w^}9$S1Q9h{dE8QD4#-pBuSGtk>fvgaezKE7{`WtirJh
zb6|TtR<I|mpnAS=VM$@c=p`H%3*$CDTlMV~{qeH3_QkMkHCw-X&$?o`<*9KiN(vs+
z;D+MVGOH-QH<Pk3A(A=}Gv^sz%2(7NRoH7<cWc9*+`4BCNz+Sb&fECH3H!>MAKI-)
z8|Duds4R?Q?A@gOvCidgDCK8d!o~!5*^U=o=c$lzXJs$`d=iN+1<)*xs$jtJ<w1&V
zI7xA12YyrrTW)9%&@<WyE0xM4{))p>@H~ebI`ze>8Uq~zGIf~yWTYLsgU6?`CM6W_
zFY!uRq$Mpu<k=gPU?i3lcjRRdm%A&6v>&I31U0G9B{aH9lUH!1BD`Ws@n!eO|1ghk
z_OdB%2J{gXlXK;ja-i6giQN@p!;d}kl-0{S&@&!5DnD-OMgH{!<usQcx^RG;H~oj*
z6?F*zKvy`m9al03ZHPm<qR6__O+TR@Q%c~7QkZO}Z{|KaiWA$lBCi9L+(Z=TW6+TN
z;|krTN)>A~cWpw#k57mWSh1XP!N_lnQC}_=CvCbiEkS9*<`x&N(J$D;O$k|W8x;g0
ziS1@61Wy0@L|jtvh!Btutkdt=ZhJ?(As(i1oMS-#;D1+M{i6NU&-|jj{Mu)1er^eA
zPkCwksy2rm5BhD}-Ch^p(&SiefP<>U2X7)R+99jkzD-KN>teJ^?^F8Y<^<?6poiRZ
zd*WVRQB!|VJ%EWdU#K`Nw<nr#>jJk(_*3K@7!zaxG?$AwWlQG7FD1~ryKu-SLVN80
zO+Xo_Tjj&^3hliAMLd~eo<Eh5dO{lGOhHML9o*bMm5CSUB01`n1FXR(*n8e=H8d_t
zpp_uZ0nS2+YZQxCmd?RA?iTke)znU)7sX;iz?GUz1bD8$(_Zs5QKZL%9zIH`O>p~&
z98?Fg`ypr1P(nCm-r23&h4YuaJ_#oj&!-m<eE>%+j*A*VCJ1=P{Svs-sJq)y&|QXs
zA7*r@8#Hr0oE)G5<`{F5qrlB0_JFW^Pb6<{lYPYOX(Z(nBB^H$6aObcGCwoe-FoZ<
zb73(NU0f`PC>?^h*}W2jdzwnPDE%b#QU4(75x1m#pd3{acn0RD;JcEaQi!xh)TlMQ
zhYs$9?ur~HNdBmye<)rQ^V7X*EaPLRtU7Z=%zDOJtqs3ZwbNeL0I+BiwqV^RpJ(2*
z&hDz(bW<I?sF`e4ot?yBFg@iP23b~K#?{G}tx~;grOFxMA4pJBI{SOJvG%SQ+-=Q<
z7u3lgTetntZzz~5wIzJt60hfk{H)@Di7Ag!iUi4)JC#&4^Pvj6QzI$arQr(TGOA+|
zDFi7TxH6K2hvCQ7Fl0_8+@vN-*68%Dt=ad%*rd}o>Rs)^Y0aR68ZypMG{daJkRu#X
z%0=<Bhgj4lFH&58mOHu+q^iGtO(r^>p71oNNWf)lgB^^E;r6T}M#^h<OXWlR{HLF@
zvnwUVMV`pazIB>it39~uX46p1+RnZP<mT44wWano_%Qgn@Zak?qb1)A^fpz|fIcH_
z)>rbz#C%KLEo-dax4YNw*y^JlYfhAH?z6vQ*LDu=-n~0EErze5TlrHIzE6~bDnBmh
zG9a?jgRmMjL15x9S^<JaB8|Ww$#Fbf<mdRKD*O<woR(RUchVx5Vk0e2&usySm4FL2
zGUA_sSTe46Q}QOfjNyVD@yWr1DbtaE?4*T>_A6ZVi6L&}*M&9OPKq(72Mp6re}oyh
zNg)ghDVh-Z2!%b$n8M_Az#Eux#~$I`k2n<XD18RX@sk>{gB#&-A2AR7KCTGQkEeM=
z$zNWcKlFryeLz=?@^pO92MSX*58cB};S@gmdHuP&+(;+6dmOmo=PGEyPx5j#D1&=u
zcZ3-UjpD5cBnW_f_V#u{7$&_k>};&tn18<EAZOelK-*&#cZ&N3)y6d)@mC5TJbq*+
z=POp3Jaj>da`@+d;UcKV3MTc>I0Vm-Fl;6J_Jfvfu04p1kCb&(|J0BDC41rdS8ZHj
z4kUPS^&D6CaT^ZXwurhezRz~K(`PT+?DUNHMe@tJ2OcQti3jodpI7%{5;JK_ODAn{
zVZjAGA0PRXPW`zMB?WJZ1GoKw8R3uk5PZ2Ww<F$zFx+T0t=4F0EMlK-2*i}Z<4TZ<
zq&yew%-IW~O^k2uCfz60sgltmA1oS#5YNFmR%^XpNAgO(7{_@0gzXxwmL>-~o67g-
zljGFwgk8S!DaBDz9$2}TK-yRS6=t`#YdbrPt6eLW3VwicVPVmqT8G|#a5f3B+zGv}
ziNMZw%@6mktNv@X$I45`TcY2gE&e(-QB|r;TDh%dUIO;K&CV`Ku%6M_fKa^Wd7_w0
zOAA)iJo(Av$9D1jN&BT=_<5Bxcv0j&5zp%>XcTn9J=%CGW;7*PDEIO91aA1rsD#lm
zMqOpR6d!i?Lnl&HnBC100^ePU08{Gp9#>M~14J0lw-h*pb~ox&VF^#&;#aD!c&KLu
zKQduB1k0e8)5w`cB8~vv?GQ>9@UlIt0rCjAdjjGNLqsqLOGg52R3*p^^l6Hpq#c25
zP0hi7GYrx^uJB9hI7}AAwEL`hEL)*`MvbGa4qOv6dg4rEZ|{*hr)X$3&H6XhA-`iA
zj~@Gq0r$7Inr+S65rX+FSXD!1m3Ug6deLTPUlX%DqxiT9q3U;$j>*5%+LC+07M3rI
z0X??b_V*NDU2fZAs+&rOr%P9qZbR{<*}5wvDEbzq4<X6Tba*tUN}kn&7ab?#4+)SB
zi7J7fK==rL9u6i!tio~TK8QfhY+J|yRri_%G$jmo_YP#_5E;Uyhg2Pe^0wteI-NW-
z7`f;63Dag^ldQ&PHCA=GrmER!yUw*-e%pu2)nnB}YC`$oOE1E5x2L)uXF%EaLpbfu
zq4gD6dE&r6|HcdU^5r=(Mh(2<hraEhufI-b+_vxDu+l`=Zvp5?sOKObb=wp3-dW$W
zoyQy2tkqQ{2Ixs&xj?`iD{5d~JfS$10p-2lR()+hvb!JNu-o?(M$EcDS+T<NKWW#V
z)UC%>4GHFZFe1JNI2|aC>dfmf=<Nc(P*Kp>b?owG1;nd^aOp4NfPkUE%Vzo?0)DJ2
zgdV9RB;pRlfuh!k7qeHfBjZP30vG?tBlU<G$hyaK1X#gI@e|G!=|q^U<CoLVc<!S#
zaQD7^jL#fbgz-Zq*avtK*3%g{%i!h0JIWST5QZubI9~qjroRKV!zcrj7wMjF%%rV$
z48E5++&->|Z$za$qK_)4v6mS?<q;g!DSu8M$IJ009DF^lL{~S5yXPz6NB&VGaV7J>
z&D~{|7Huf(u7FXyl+zF|DOO2o)2s@5L8NGp2mML)Z}!8Ae{QeYzJxr#LQ8nn68k@i
zK)AlD$hHg7M&TZBZAj4EwX2IIry$RlbBhf7U`ZaH<?UT=KJLiATA#27omqSQ@S5`l
z=;E{?1@a_#_0vCZue|bx7(&ku)bGdk$HYrIE}U`I7<{I;*Oowi*Lm2fv(MS`;<EU2
zU*pH5gtk5BE9`%5Y4W_YErE?s_>(hs_S{8(z=UUogKsdO=C&JnoqCz*!yz$L*SCmp
z-I#=56x$*s{31lQ+R{a*TB~98tzFTO8yw)V0i)##vuJYIv!xRkeY*mO<xoyn@EkYz
zPHcVP1|ZH!XiOA7uf>7K1cv&f4T9H~z#dy2I?{Xo7|-5b2*Vjj`{I??ecJ<NWGf0=
zK6ZAu{SNNBcr#ZcF0HIsrCPRXd0KVMWP!16%-T+aj)&>C>bADFVGnNK6+Ip*cJX)R
zt1xv|^>E1+RS(tboP^*x#WiQA&z!O4(<dZg&wJk6nmCYWCO3S^YPD;2^~wcXUwdN9
zD|7ZszxWGkONow76F0<PqLb6o_3#Zg4IQPsd%|^V=<?McF*(W*26*Ae@4%b(=xtKU
z$J+pSG5s{hjkm{7f0bKc5(fW)O&}cA+aR2D%z084PUr~3%Wi*G0H=BOpu$3520R!x
zQh<hCHTod2lT~I8BS}VZe26mu2<Xf>%&x={e6N?>*&FBk;)v7Z^OS_A_&^bQK4f-O
z!RUpD^7O<cWhAu6fS1P<X?mrSUUqX85H2v5tRh-sc7++nLjuR(fTQWcf*#Bw`AB_u
zxU5<0YZ72*#H8gvv1Z+a_pR2v7I`SNZEoe9ow)F-l`16(xsPn?;k&kZ?*lRSx)?M9
zS=G1|;b5$x@Y`1JY+7%B**2dbM0c$^eL<;~)R8aP%>1X6Zd0B8v6adTD$tz5apjDr
zuo8w@DduzU;o+nUM-tV1Rh0c&K`-uoR9U3hLNMGC;bM>vWL$S9jxE2wm{Txs0NlZV
z4+_K*xYgYm$iNHSP=PZsrugJR+|0arB#mtihcI5D@bVMS40A^=osV|L4n*1n;Cm~T
zhQ=uQ;UAxS#}y}oLtO&!R_o9nY<B!$9M3XyUoDIh8t->nw#!OM>%dy@`LV7TZPy+=
z?%J(K4QnV9CFT3IOAGe$b5qvp)RdkCR~3kRVkfNVOtPoR5Vv4-*@H>hgwr{g^ygt4
z`{TCTJ+Q}*ckK3!Rl9rVv2Aatj+Nd-Vb-=xjC``JxDKt{Z(HNh6RWN7hH&nyJzeEb
z10&HY5R{mJ#?Te|Vnn4s2im*SpDqUTQd+)Z4r3z*Ik>_kB!wsbtcb<yOEmR|MBFWU
zjrVhzp)p9fV~+r#s2`uG${gLC{G>i6oxi-g=<ST~WH!N(K8SLEDb+3QC4_$39qA+`
z7h;Hff*WB-BRs-Riw{5jCp9!fBd8eRv%jybxErXMjxwP`+yw5H;u)yq?r9KbPFsX_
z8nCJ)1qbx~{|weX(Q!#l*!00rxG^<BQGTa^tBBXrI;MQW7+Du29M3|^n>*(?Fh^V&
zcR;>m<|9_5IaI7-j^cfiau}`H<94Z0{Me(5Gc-z$g2_ql<L3A+f~$VTJDB4#L4}eC
zjue}=Dh93cD&Fx)n_oI-wY{RPbu<YU=7hX81=SxD<3pPoE7+L$Irl+Boo3hU+jrK*
zC$>eR5QKxjW!>!L*-zQ!=U$fJ)m68bATEK7#)v@HleFDwwiUK-({uASRnlZy>4tEr
z_|!Q<AdMB(0+TSM1CG1HyTzEj{U|x^NeAf5Z0`WCyC=a?f_6tbtG_J?!0ndwrtEEQ
zU0`d0a4<{w+~?}T?i1xHR)qnNUy#cLct2D8wc5JUh&#~_4!N0uEd#9bimv+O`oXER
z-Ggl(jLqI7oGE*@y^dI|h4&-aBFN+2=}3Ur<RQZ_AF<CEeh&X2Y^yh16`q@$wTcFd
zvL*);Q{1AYoQNiUO(6C(Htlsqb4^V8-KO>09e)mf|KO4GPrQ8zy%+3-SDyC+&n2#n
z6WvRylM45b7pF9#ikConYMhCb-&mx6?$3HRC15MxrRkE&rn2iddXh3qVWoU=M*nOj
z*;k!0BxHpLJSo}|;iTL>Ab8)<0i!G7Mepz!<dA#m@Q)fJO5%pE`}pg%!B~;;g^>6F
zjzDq0mZy@_O0>t3`28y@sB-cc<e%%-(+8h8g+G$rX9ncsM*}K!B2^FzB0&pTA$&CA
z0mje>PEto9IV2B$y#iAs$&KZcA%$aL_llLBe-DQ{D#evlhCF~d?f^gGBz>UrALfMb
zag5+Z!wtn}>#;FbD7fii+RD?<S#@Sv%o%TW(6P2=plw?@J7J3_Pg`l`tSz3tYG*G0
zgsq(Wv}RX}wzGZRZhY`{Yt%kcT-)kUH9OebQYT!sZhOmmy>T%+nChZB_N3d()fJnW
zJufD(Y`dGY)^74?QH_^$$6#W;V1E7ym`@uB#p*gJF+DfK{F0f~3YZ2j0Kq_@tqT%t
z4;W_)#+35Lem*f5`AakmX6cMvsG^g1>OmSZyOO6vn1^;xKy51M3-sCh*NZze+56@=
z@^|5mI&pd@7D2h>O&Wf>TTH4YA-Yy;xoS%oZAsNyecP4$R&(Fh>if3UD_OfYVLSCb
zsY6@e>e~|u&X3o(t=S9aJzpNP^B2!ZfJU%mFR27nF*y#`;P0zWo^LYX|B3M(`YC4y
z4)7Te*blw6S+l#hAKIgbYc?TzRW%~>fJR#bS-0J^jkO(LA?IW>arh)_Pjx5VBUf6K
z8SpI#g7_VQ<o<DxyL<8TNjM|mX(e6gZcA?7{*&JT&#l>%;3>(Z7$T0*ct!y0P>opV
zgQ#rJfN{hMWT%fQg+tGf%}4V-Y7WTx&4B4R*3p;+3EzJ)9|<4W*)PW*D%#bMUrD7E
zw&=s5FuTO?XM#vO=RmQCu5>aC&FDjw{{pf*F!UdVjFA=K=0W*F>E~l^+1=GBWP57E
zzT&7qR&wDBe0ibm6P{H<5y$xfdsE?A6UD0aB=COag9rBQ2U}Lxgjw9lO8PBMAnbPS
zaB|Fc_b2S;R@Z*}?HigzH^sNdtuRrx;#4)_O^y20`Pc2WH$ErwOR!M?j_n+A;EYvL
z4)Sp}fr66<4&p|h*zyte$FNQrn7k7P9z4bYLqWNuaYX6CJG}cR9smbK>fyd#!m$F%
z)og90$Lg;iFw-P|w_cMw`-Iz8Yc~BR1+FAB4qhLpEt%w3?w*cdU;Mw*YO5SQ-+K&?
zXCVX3%wqDm;WQVmeRbA7!~=y3EvT0~4rK7L19v8aDQ)~CU*rLI(NeshJ;ptR`3{R1
z@Oag`=*QOq?iJ?6L)rqjXCQ3zMX=F=9=yz1w^nOYagoP@#^lR(hTAzR>{Vt`A$NS0
zAGWNN%T>|6?1DWnY5Jm{vVF)_9F2*4noQJo+qST<B>ukd)7L`|q^iKg$JpolsTC&j
zM0)|E?4vZufXgSjKNW&R0niHtFMuv;U!Gr&6ffFY&cjoHJm<IsIl6G8ow@5k<@)(i
z!=IJo{c8m;yi^cDAS%;&GjRrlktVtiAvt64%JF#Inp7a9=)G{^JTR#q0_P}1UQjMP
z(+Du*mj4t-#tB8d5i5A1G7fsEJh)`R*9EVE3V+A(aG@er$f8bz*{?n;$!}VT&8dT3
zvf|`L<EovCW|K>&&)V$5XC(+<u>C^`R0_gjjw1J8&M(-x%dcy;I%}J2cdXlbU<bW*
z>vuM#wyfW4D*dWD?nyBx4%>-2OvItA@rebcd0N?#pnS+B_06=BAjJx7T1}!Z4tNzo
zkZDahf-%ca%!K<JceXcedt=RZwl=I;XQdK>SHhX15&saAU>Jb`(Bp^;8U$l>mH*t1
z?$Ns*O71X7vX?rm)7?!<M@+Bh0`Z=&YH-K}U$18&MSV*cRkpEHHo_72z9uE@4hJ4u
z8W1==%^?c*&h_Np6Qk_ecCBOUI}$#3TJ~h4ZtI&(d$iHA)y=j&+0g*9r#xw(dGYyE
zwlJr9QeE*<6=fnpS||B06gdemyVB%<9ITa9c2?cv6gLwLLJ5a~LPBmwg7uTfo3?uE
zj+OSicAzPEaq`gGyF0eFQB&HALxVSk^EkM3IMdNnRu(9zmv{)6-7kpv6!=7s6!$Pb
zZ{J~XbB>hXLEBGm4kOlqGx`V$v8PxAQW*wmWf+8ybaFHwSK0Juh0)MJnDZa`NjdT|
zIA0k3%lX06(HtomlY7#S;EY1Dd*5?o4ij!J+<IErqrGPZy4Ml;%nEGi7y+KDa()K+
za+Q-l=7;k!H+LUVL-!#s)K8Am)p5W#|BYgd;)Y*9#u}!TLx!N_0*BIv0tj6B6~NdQ
z1Yb(AC9~f%UMyL8ZpE&zZreZk@^|bXedXKs`|mxluU>m>Z{AtAuijj>Kf3<V{@I^?
zV88bD@7kB&dnh5YVe<>8?DU0~m6H0T;$naQ;_?gj!b`9FEe2jIV&wFHwkWs&DBi#-
zB{wYiZ4b&T5BWH+Q~s%E+{vR0jqncTm5D!FBzW?@%r$ZRrE*d({1J}f`P{eLV>^}v
zRklTNIIbxnxFNx}DIvHnAsEFfHNtF5f_=ArbbAC4Z3+H4ge*XDV67#->5CGY%=eW~
z7mDFWj*<A0cpw5k^l{!O|2(EJS@DGu>P?F99>;)Z57QpxMTC(l%GQ)%D^=gx(S)X`
zdLH*zB+J~>J{kO%F`6%z2jbbSc1L_)e0_7<)*oy9?AJ7=p0|@{U$u)DFZmPl(4V|0
zyS`FQoaJ)Gw_Fri754J0EUFtOJJhM)V=d<1Xm)IRX2yk2ZW7`v1vH>us7oIYRCLDn
z{34$N&BT>{pc9pkIr$xd?0yVzb^#r;w;n0z?2(}W`bg+M2qIVxo6^Ki-*&f9xeqF_
z<V_ie>RH2&X3y}>n(G6yB%%zIdqSOrk<3mcT10kMV;c=eZ3SvHWM}rORNO{k7zRN!
zbnw9UCP5l0U5^Wu;u(fbDyM_epX0hc;qvG9A3`C<d!C~clPBL&q4M<+pvG6MF!h`j
zi=Vbi_48Jp{c)R_dC3apC3T)%^`N$9pb~5~Tjy4Yy}gFNP&K!>WCwfq)Un^!toWg|
z8oQdMtK1V6b>6BvXG?KNmBeht5ZF3#a9GnU8GTEPsbW*bxyYaAkwWTUG@zr9cj$zf
zymAqGL&8{Xd&_Ed4k)yICf@BxmzkHv2*ZkTFf&$CSOs7vOoWs<lA&6hsbO#$If242
z0l5CdO0(ZbIVpNb{uG}kx}92Ej6~kPsxvO8$2;>AHl_R%EyDvX04wo&S}G5N1y>X|
zC2($R?Mm0&U2(H7a6)l#Sdr(N3z!Mz`4bAfPx)b(;KM({?ZuUf{nYErvhit<0gX>Z
z3L|9p1~T*K@s6EG5AC4Cfk;Gh1o>DA4(1qxh9AHnCDF|9|5UqWPw}269(x+FCYn2T
z@7gtcu->q?+D*@e=zU{8GkM|#3C9)d^g71tg{-C!=Ky3GwNsu9;f{-_MOh)1BVg7q
z{YeJuE7~(*96_G+wbWk1<*2TohyxWq5eGGs%&y!k;kb|6KL!K*)LuQNq5ko|h-uX2
z`~Kzl6(&LkI5T%XA`O4%AAy@3Re|7)gu$F}M%B~Y2<5uspbbU%<mT>~Ur8lgAKcwP
z-0>LoAFAY@>haH_fFt%%^T03iB-=4H0y&)W%3pR%0f**MHvy&reu8Wtb&pt&{t=H0
zS@b9Ip|!iWtSjM<Ra92tvM?NDfCN<G&<DN0D_Es8?E>q)NB8XUR#SrUmVG4k!GjIE
zCL#I#dz;pf@YwDjT4{=fjeR?R`3?K<L+-;}v#IiFd+D{$i-#}S{M@WfO({~+R6m99
zcR92M-xNPa5Mq@PA*w5Lqqc4B#+scteZ^*H=ae4==zVK8*w-s1A+9drvr*epNx7-!
zgw4+guMoE*#JCcC!G&L5+VmA)35trN#;a=0cwwz0JLeX-0+RBwsBn0&qpY^Q4UP(+
zqxGKoK;|608pt!?ep`j4J0>A4Lb!lG5eJ<C!o?(D-+7&n(bNIDaJ(*DC>CE#0zLe!
zR^Jf)cmkPpb3YifOV54EN`<m$v12<s+g97zv9<LrJ9*}`?-QP%oA>9`*`k3^%{axY
zlDoB<zihYmaMgCVA1l4CojUWP3&G0^i+&Ih{>#D+dzQIjf_zsh6<b<n|8Rv?rg3D?
zU&&)~k@L*Uh1>u|y)LaR+jCbg+82K8Q>M{dd58%M`A5%mj7f#JT(krjl3NDhW?BZw
zoa_Tv>{*4wh^GKXEeHRDe+a0p<or~iev&Da;`TqsPky*jm*|7EkHWLwGyJ0whPOi)
zhN2;iiWusYPO$LFG<4-Yc<3ke<nP1`90xatCpu)$UfC4*;qRysh!Ae335K)(4#q2H
z(vcGnG3bnuUV`i?6*1~h!9Z~=^br*h3<Ag|P6~(3#UPQ1J$=D2)TN~OOgC$j#S;?x
zmL-tQi7`(Lw`a}zw`^zgD>ki$ba+q~WBb51H{R3)<d&ZVo-EXax1m`vtAh)+y)*95
z4AYT2Ev{^9S-BuaHKjpdzage~UwCU`hIMsZ#d$cb^u(}4`#202WemX;rJPGqJ}xqE
zHR{%CHdMVT2X&mv&F8E>D+|qCF>MKJ!hw0iU=d<DEJ4|WzDh@b=uUI}1%1MmUvxK-
zp9wK1f2l~bZ>8DSAjDqj-3I%GB@N3R=2g_dRG46v9{KfX^@HHdv#o^fa&S#?D!Vo|
z71t6WuyT4?Y#5nX%#g_gArJf-9<E@kl%xs=VuS@N7YjCBoUrnE-#-8PIh(DhT!%3j
zaRnY%BC)T!z~H2`I!N!bbDbLZMf+eSqWUL5h%4}~5S|zI*Rj<i(OrMtcGv2UAKU7!
zyY^^($Lj1q7QS!6P(AfjuJNVk?4UT~pFCqLP7GvD0zig=S%7)e?)4o8{~h)98cK}Q
z2`iOxW1^7k86~t&gh8DjL-aZmL{3t_1=G`xG$N#jJ^}-K%HJo#asO<8ihJe<-e%Ep
zR$j7D3FP_%qFhPOD!c+8h1q`vBRJuWIpHK+z}<&P1Gizy0XanAA65GKnA@m24o~wx
zZq9)5s2cSfn(+)PNMX;q*RfY{G7n0FQ=<1Mep2CfRN?M|91~LUq$l@o*`9<?p8w@B
zoe(}^Rg%x%3gP^WNv>S=Gp0%Zwykg6_bV0Yt6j~W;W<t5n`#+;q&_dyLP2Q?|HSE+
z?eW@Un_D_#ufF_QTb!N|?<o6|$M6HjL$bv6Wqn^AmM|)T8a{zP0y$55bHhPx`=JD>
z%eK6<;(IVV5`Y^LV(SeF!4hhDnT_pKGqa20;Z^5X2>H%`6d!^af*NNZc6Sv<6KcZk
z)*2cUl%{CWX?2xeN8>_q5XNcC3MTgp`<`^jiDT$N*JyRwjE*qb>5LgKaKh{1N#utE
z-0)@Jssfpm2HQ2L8~B{BX3N8`P?RDrgigOTL-hupKS90wM1i^UIMSm%U_O80W!RPk
z;75M@#m18-z9$$VbU}jf{Nl2elqVKxc#^r<tcwl}jgi~-;PxE}tlKubbk5G6Icq1E
zPus%mtP8WMD%(@q?5Ae@LdfOj3x74Q!jspNzM#TE#<eGpMc2CW9qpu0RC$#@Uf$$9
z%echg*I#<UR!+<*3_MwcQ2a~=Ff)cSIdl0#E<li2KgkWdi~-W2!NB6$Fl>g50+(=p
zN+i^m=<IPz(dGec9>MWQM!>xWKZF=bQ-)!lMj(<IsPgo)y-k9WK68K!t`b400B^L(
zEe4SA35E9Y3LK>!_($S%*8tq%m(Dbg#FI>_^!(?(3CDS?yYQDgR;W=JbszYHf`-`*
zn1?F+hb17JT=12}nYzIkkhIhp#FV+?)vPEcI3-1n5s<_f?Y<b<cWiC#+hTm%>XfVM
zT-U@9uZh9TsRK2vUcYXSS9ffCV_qHmtY)Z-*4vlR>3iSCZDzV?t(`S{a{rp`Zru|j
z)(o~k>7Q}B5?H(KO{opr>+LE{9_I)e=hcN6gn~)A04F96M~AuPt8@^^VqY!+nfb@(
zIS!y94D+^oZD&IhrVY)^C2)#~2u=BSbY}!GK*IToji-%Y#0~XwK3w>Ylmv8UF)hW%
ziD>`ys4%!W!*+r*6NgzN4D&gPL5&+BVrv2`xU<tGTUna56AKkvoGEG$E86^Q$!01=
z<1r5IdZzw3C{R?nS#>T<99U_hXQxk8ZE0c3Y^v<}VE-6xQmH%m3ZLicz-E?D*ti%o
zhw3O(<PR)99WohWPaFH$g3kFfS5LxpPlIhsG~H^5sqZl<6czk4rsDRvL`UT_*j%)0
zrypqu;x_>EsNF#hkSv?M%_r*-Y;dwlfUk!o9DgazKQoY4QW-oR{kfTV-9P#-W%4Y9
zhvPW>AUp7b{EtD-m#gG9C_D6};3GJr=7CbCgHQSYQ9t5w$8gW)u!ozwCm5LIHc|!Q
zA*H4=L~^r!TxDmc+|!lg57i)#Sy7JT=2SKrU8O`EGVZ832K>-{@|XTdf0UL)<YAy&
zG7n*BKI(oH@S|jsvb_JnW9VPrFPyj0M_8EP<vMOQC`foKx?svz6+UY7DV-$XOWb`-
zp9Bzq5BhOmIa?Z7XedhXd*P)w?D^+jmhh!;O1DxjdT#w30qMaTB@D7>7r_@Hlsus$
zAk%-DeDgJ}zo#6CPqTH47v%T?2kYP(G#(96tYpPkApLd-36JpCHd`KAZNGu2US~mq
z)ld%0wX7@qzWAi4C1JI|0s}Nw#D4fs@%go#DkgLprEkzJ${(}~b9V3Vt^4Y;Z&y<}
zeFYfhE4}b47V0%_NI1^hD=4>*E7CJ<0eHQB<R5X!B9+qvKNb;K>1B*zzcY&czZ_^=
zm|w8D**Pn)*r71pu4o{C78Q5}kCk4=mif8Uwz$XxNwYRxE&D1q6CMOz?j2@A0mMFG
zo^hVhWUA;Z;f&R7(Gpr89&|!!62Y_C@NoJfTTvc7+O&W2&;HQvu60x%77H~&Q&EWD
z%cXL<fO@3-Va;k#4OxE*3_}M#sI;e1-GfuPGC)T{MLlNqbci~3LpV6d&9&_22uc0_
z2T<;34^I7HUJxAmxM@&}00PZ1Cm=gYMa2vO)B(Eu-0rBsAhUAE5g-~Ds-zsp^FjxM
z0e><?r9Ztg2Wb(Tn<>vH#CFU*PKA>Pn1BQ(lmy~&DFn%hDKR2e4B1j3H8#dQlGkjf
z_El?i-mzk7MV*wH_mVB1_-R{Qc|o((IWd4Wb;b$X+AK)HG&y<83g@11$L!pNlm6MS
zRojs;{6qqE-HL^hRVpWJe@}vPb4x<;ZN;&vPOMJtt0gL%&mMDq1U=})lU!I{so1oC
z`qSVc0glVgT~HO8@6k(L4>y>fDnaqrt-iZqjoq5e+}{X^G@uCIKNpHw!<<~@&O}`#
zJpF{i?gJ!kfx{up#wF-F(+$_a^?-x0<jsX`a1X}C%n;bc?0Onh_BvK6PS~lXX*;)6
zv6FK}TP%;+e09oZN)k|gA2bY(sMxB)RtODR1+(*_@3h8~MjLupY`@3nKR%mA{#Yeu
z`vxx_O)t*b?4oAI3<S!P3(CSlX8>je1*XfY1KTx7gR-*Sf^8gIqFbZS4HbOK<y5xl
zocu|P&%r*(>(2$`Oh!+KlzuQ|+)o009b<r(5|Pz=)*vnPjPrEJ^$b>u#Ua85ME@F5
z^kHw40(2BOuFw=Z<>C9malC9l;^q|)YT$kh$AN|i;1?#xaXiPxJ^hWiXLI~PgN(~>
z*atWSksCi@r;jDTGdz-CnB8pv+3k}-A;WN_GEz7x_a8BPItg-`NppMf$HXH?RQL_e
z9&P>`@pr$0o8l2q^6>>bI`$O*ait&q(^g;#X|gQ=Fbl)2R$PUJP=%nxsw~2}#1uQ|
zHig@<307N+@hV)bxH2}V-}5++gyjSAWBwRp+7fKW#`iQaUb4dYr1P|iQo+hn@JGI=
zA@FglL!-d~wWj9*Qj;h0%1UA834A$3z-7NLx?g>!Fx)T9y}R6Zez?!05-La91KeU8
zh0?{JtrVDDD3&mcAnjLkDt5{b-}ODPQqZw9J8NaBVx??FjVt3*OF_qk4`e&wv^}CL
z&l*1{XHRs6-h@M#g+2jMHgMxB7%SPS9m{JFy~0IW@OPD8c^^CACC?Bfft(k<P_p97
zLP&jk+x8E)ZGL6hucVuu;U&TJA|2(|SOLAD3oGr*r%&0*vuEt|i4!(GJx|R$T@ZBR
z3<h_~OSl$aW_v^>9hzgJ0)07n$gLI4R!wC@V2_0t|8l8ufUPh+rM=s%+xs`~*+2M)
zziC?=n<`V^zmhUGdR?fA(vC8jC|M%;Cj#L{>*EIo7=ftI_<|o}y}Qai@v)}?VV;@>
zTzu$0L?M64_#=cL$u^1FHm|jW*+0?p$7fpHl7|ybW-8H{n0pFRhXNSn=^(LkAb)V>
z?)Y+7)Q<0+(BqKCpW}g(T!<sh+9N%bypmrIkK@oE6@DSSVon_wAvUt3Qiy4iPm`de
zD8?sPW$@~c#=w-&<B**{uD;>V<7Xv+PeQ~SOqTpmFb<h{`K2G&uB5hIb-qP0-+k$q
zZD#&;g{{~@zb*lG)t}>S*Le<@0~f?y^v+x=mF)EC)3$PIS$W%#AiQCH77`BFyE<#t
zrK=KR%M!;otzElqk5|9uLfClWIpuQSUrgh{2=WrbJLUEQDn1FrrK%N+ye&U1Ay4s4
zmLv#r%}m@b0V*)scY-dg%5t)~r!pWka*=#r46Sap-Cg++Ha=U%pa4b1Bs5_tR%c}w
zon-f?Lp5x1@8)i;r-4WUv<8$3UUDl4S6ODiuV-0`8GN(HfF+&PgPsIo(TSB@{d-*g
z^eC~@Zp8dpDJrNuWeLMGCAGT=3I3{=ey{D@6W9Xy(&dx(>cwd>PSHw<`87sfe~L)?
zbcQuq@aK@JQ?^SioI7vLJqhDmy!THVVt+APJQ$Rsy^v|Yo{))>6m`nr2Lp$O(Pmg(
zaH4uS{Sahz$-1-W#LPQZFbVqdVE>*+>6jycpIo3Y<;D*evQB(J4ij$SNObPv;oZmo
zD2D@O2G{W;#lXs#c!kOTQoJlyxUN43%INVx2f`$UJ9xyA!{$)9xy#W1lT?O?k3Zr`
zagE|8cOcsbW~p2k(qtbh$4NhKcO65biI*!pF?+oW$#J9t3r-VhMtTaPgkr)XjD!pE
zT+?6VBfE!+uwmvJv7tW^XGMPr_qfW<6Ll|syxzmx_3Wk`$t|Vf&S8$Qw627n`~jct
zdYJHcTq!TBbnIEVyYp*V!KK(9WEh{D9U;`fPr5&cy|-s;_ikv;+qUZTv`@GZ7!eYQ
z4*?6Ihx>8av)h$U-{K42#@a*my{4zbea5B2gq4dDs8w+IjdwwnsMkHTYH7x1=2mQT
zd&~I`4`#43$)|Ky5SbXWO1oX(5igQ}r;sHHMQjN`K=!<g3JAYDTMxvK72o2be<j-3
z+>+qcvP}tK+=<)UTUXk_4|?K18e${}!p{zr7CcVEp~|>juiK6UX!ZyDf`b|eLRg_B
zVNCpOO2U4L1B0@Y7Zy0E*gZ||5B7JIC2Bae89~-VpmI~v1IEW@ZJIs0nlSjS1yVdI
z4NoTw%2##$>!&Cu0nE3M2*?+!-~h3528Bm3S{gIDEe`bUNyUmjK;9ayzVF*^)VK}e
ziJEcIUVQ1(wtV7bjQ^rZOSEN$9J;Tqab2AG{lKSAo$=LU9;tFcRF%rBc8t+n4cBgV
zHI}k9V%k@QOGWW=4HykgVs>lW_TbJf+jw$Yd14WXFQ!2!?gr<DL-;la>&R|-cHVj#
zOF#PXzRf7jGpFW+&(~kJQ;7eo<_{<q$X-4&MBDc+?{37MT6Uo2KVLkfo(PqC9ehH8
z>1QZk9KkGi+8CiTuH$=z_{rvRODPL+6{&144|x*Olfgk|@c5xZiDTf6A<B{AS#Oj0
z(Fnsk5{8r6E6urba&Ul1p$62-c8p;i*pI?!SgbO8g<_VTnJT~hy9$@%kQ>ba0{P?W
z5J3bX7AtAf7*Zb8DS6(O87Ef%%r8N6V!Y&nuCsftD5Ik%=EDF0vJ3Q{E{eRXB#JwP
zW8x=GX3Ts_DoQA;sAE00!o-SZrYqLiecLvl{IRV)`BO1>_5okA%FK#7tr#y`BgV>N
zawS_>UY2`ROsH=Mdu^MWU$B+an%PztY_c%t_d?d2?@6HEw%U_1b@XXlIsa2C6MNUx
zb@-IU>W7blFff&$j-)(#n^)FZ$tX(j<__etX3p%XiVN4}hfv8NMsIeAvX6@?LI6HT
za?%&zQxr38J|PkY=7=7Bi`C^q>=*VrhwhrSi*q16Z`Zl3o;pa|7{uTU{=9LB7cc?#
z`gOYdzPFe#J!R3$LnXNG)!?hK+|B9F?W#_&msK`aYO56q#$^T%l~>ugv{JDbo;z*h
zY6B4i?L(T!6^1OdASiRN#8;+N?s+j`UNNez-ZjbY!lV7DO?lhYK&!!mywM&QJh<JW
zsez3vdWhRs+Z8n><TE3xD<-{PUbe&ebH0*7E8~u6Mg4Jruqc2u!sMlJ9fM~*eBA1e
z=uw|;!_85o<KXx?whSqp{|10IppldZP2n<LT>lg8%~APrL(ticf|#g=LvjkpZpW4P
zv(zRDkn@t%i18@6+h|+~$A9p4OZrVe$#CRPZiM%~o={@qCpY>F?gM{Ej(+EU$~UNB
zCp=dJJKo`j#oZly2yS-|(opd|&Xg_=?&Y!gA9w_aU-vy`3iHQ7?u5<iICvW9{x6mA
zvOD!0uHG`-E%^<~oZS-~w>t>;Py#M{hI_51-z<PI#-S+q4#E|5PtDKqIc$Z1Oh0?P
zdRv0jjs!(bjwRqumn29|9SCR4C(`YfgwGCJA2g*_*u|AI;xBtv5#M0D0}-#SZ}@>N
z1Y=fr*#pZ2sysR6d@HZ~(k~EX+5g|zS+!oL?+2tg0JpxmX<J)s5(+oP?=}@Js~Z6P
zM`cm^?N-lP65_Zaq9H-D-fUWjM||K7QfxQiVAvF&`)8(=zk=vdwi#|Hk{fovGgsx{
ziy2S$2VsIZ(0wQbKOH8g7Hno_PH`z6z8s3*^XePC)I;hg3&eo)ca1ghbm{@s7oTJ+
z2?BhJ6<yU+tHB-4+_*shPdrF^ue)Qd`XlkY4TU|lvll;Q&t1N(v69zWIpfl?ZA~OL
zH{u>-4l>Wq&H4&H<qc4KQavy!sqfZRpR^6-hY8K>j1~DBT9P0vUSDh0?eXJPdvN=f
zby^RU9fV-X0c=?#L5-IOeeUkp<YTWcdX((+nNv1DJFBsK({?v^Y(jPPxzE4m<H0yL
z4=G-@>oHd4_B$|%=5Asf*1wY<2f2p_dYGNQZdMp{w@b+*+1x-kPiP-g9tRMSxzXbq
z9Y`>e5h?02_eTeC6L@?=8*%zKWX~`JNkoal2k{ck0^|__LV%m}<HIp}YUIaZB#76E
zE6koAOw%pl=#VSNv4;3bIV4LS7_*-bu9(LVJh*3(eLV<xH1-&XxjGA>7rAa?id6*e
z`F*6EY^xJ7Tjw(fpUSy^kUdCU;mhhYA$GJVNVwoBchV+5Uao=_%Clk$yVh*nwvCN9
z?eYCTw(YeCR@+p##=JGRHH&4RuOcZ|7X4Gt$uk#hx;kyO-5uLl+f;|;8A)~g^0amK
z>sBaL6}>w9VZ$2iKW+A`$O@!pvj~$2f81EXimgiL<t0xD>%+QC9Y6|Z?o5ljD#a)`
zK*uD3tJi$L7))3=K+tZ|1!x3e@ZvCq1jb3xKxu#*3TCNvvJl`9bxk~O^LS<PjEy-%
zWsvJ}Ku!aS*qO?qp+W*M7oc-!ZcKtTD+YWb^lb^MCl1sgK(m?y)8^!N0e=xhPGXu9
zHeFF=iy4#eS<&dqrIS|DpqOr-8|29$HF(O!07)B#E)0NNcHioD?d(f0S@rA{|D?#i
zWLDSN$1H+*SppPN<?y|0q9tw9uUQhEc({etZ4TdfS(PN$A~CKj0?&ib=p9lfN5EZ#
zld_rs{0QUj<bB{2h`#kmo}`BpZ2*Yh<8a(H*`JDxV^WHfG_uMNzWfD{^gs>l<T-Fq
z83umIj=|${eW*sk-S9_Y8+8}~w+>YJ5C1ZRdFUR(X!x@N9Oj{KV&op5OvH)iPBMEM
zLp!E$2{#81J5<iuJkbz-ecf3)-Z_w)-H;TT>qCc8`yekU`f64n<siotV}KizE<^H5
zc8vZ@1H(DH3LF=OIh-7_^N4!{i#CK%1|Na9(1+kbmCCdWsKn1ou&)LyOgzRRgY2a;
z{E}DG_N^{qbA7jKyUjz}sU1i_?f79jUXmnitGOe7u_pnls#N1}6$iDpx3_$<&;C(f
zc!Mu8!9^(Muxl5)`fjr$0k+kWt}$e+sPq+nYulPl_W!aPEP?r;t)WPQFv1sKqTm<%
z9T^)EuG-ew-IV~`u(pJ{USn50u_F~cxL7S|Oesq+oAyIsvokY(+X7nvc*KaCc>If}
z*B`|X9y|(1>f$MYFwNPA7*|DmrArJs9QnwryS@OVw8$U4*!hb51CRP(-!bC|e4mx%
z@bh>bHx>slqw~nqoP>NI!(?VFN~6w!amL>%KghVWxNLK?^Wy16Pm_GIg3IbVcLQ^%
zknMAd(5llF@%@TViu_4vjd7cs>$djbJqgY{*PJF&4$8;Ag!KcyB5)%|%Vy@z+Dosz
zV#|vw_GI;;ZLO_oysg{GlgkPhd1jL0c~5k9ewRt^B$Gw{nDN4xJO*gMs5yBD9P!BE
zzdsNp)X+2p_{PUw2S6qhWaEg_GlyI|KN1MRB~{i45eDOOhE%~`Imi8u0gVMU3LZ5H
z<TO%Zu+xkQ-_Pnu9N0%NldJrLbm*)Qj;_eWiY@+9bX0ZF!^55gl}FaBeaE)ee^)cV
zKhaDO#&c-A;?q|LW7SWQc!$I2-`8AMs#zc76OxST>(R04^vrr;gtx>f*KKqCiGB3J
zH|_R~d-m{N+nSpa$oHx?!3kCg%=OxO914&CJ2Sti&Nd|m+EwS}MWK>4+fz1Ke$fsm
zd9dS874J8!#X}Qy<)=SsGt*1XoY?%&KmijXFWxy7YtT=|OmMQV3?l^Bwl{5OOS4`v
zeFS4>*p%IwuyAr5XdFy{;UTy+#i%kqG;_u|z$Y;n9E>wQLj!|m;CR78aFYz{f+s>e
ztG}Hddux@RRF7>HVw|jaAas{X@wpQr*UcqPJu?uHVjPs=USL*HU{eJRq~p|)>g1r`
zv)O9VW~X`EzT<oD0wTX*3_S)F#i(*Qlb4x0MWIPw1J8+9-mo#zy}QR`Lz4uh=dUVx
za1Q+_|DqwZjDeauP#wvG&vhXLlS7qT{;V+NHthmO$__MoIwV}z6S9Eq9AV%m;mDlZ
zgYN-E=MN8|fQll0^61+KQhrf`%w$MzxO(~+vYX@P7*Rmhfl+rL<9{+l83TuWI}Fmy
z=A$Zmg@ymf?@{%%zvP$75^CV+_JHK>Mwwkp_{q(ghBFT3+cn%$98XcWQ&!mq3UJ*~
zk_%?F_l%UI9*ql!pqot23qy_C!9nE|2Y<4T*yKkFp?uXFCxOS4aNR!e3zw`MvSHvL
zNC+Qu8g(E|CXsTaz51%J(&ZUsZhL^gc>k0i6KaGZ&LS{TEth6JzkGe+ixo|u^8qL(
z&oh;Rgsg&uu#)h5#!Wk{EF(PgEO1TyQA35t8>^gst4z;$|7c1`<F&Mg!f-o;?<bW2
z%|S0Q7GGG|-Q4t>Ai8`x(`1~3)gh$DxTM*=*AZjU;X%U=c|N&c(-@^VxQAFmBol$c
zOvQ>4erF{taxGX@Lh;OW)n=+y=R3Xy1bWEKf&f&^{XNFNAgK5E?*n8hgxp-C37<H^
zq_|M>7k`W|sS$4o%8@2pO8oE~>7{xDM(Z$OSkau-=yf?0Q_#4~O&YP68rpL=Fp8&}
z@h2Q(OWcVseyn<7k1uC<rbU;z*%{Gi+W9OK8E&fB+T60o5AJ)t_`@Mm+#nGUbn?7u
zBJ=8}e#t)lX&zdcvQ-JftWJ}sGp81ORhUPvV!VxqO?VQVaz;#)HOi}@;s_)%48Yp}
zkUgYh40??slRwu6u|G`>U_e$XOWH96&$CpX3>*pT89-0w>=edl3W++;9-P=A@g*g|
zF)4QuMZ!nF{14Cwd<^6k?oaXafJ66a6r__h!iLd*eN2%_?GKx~9)~>hbRp|N@v#w$
z{l0442$vxkBY+^ltxNd0Wu4{+noYhZ{Vm(wct;Ef#?`dl^#@{P_pG_ID(0k_rWmE~
z4blu1#uIyk#gM1C#)Va9+4(#t;fkUlkMz0?G3HHmI%cU$Ha#<Ci%Vr&IiZeSomV_%
z38M|0nqZ4S2uy5OVda{;C#MQk-&cD$R*_y*KE=fAcO-m0vBD%wu<YsZByg{vt{77}
zCnqFmiz)2yx1B-d!w^9mI+f~Dqk`WQ!JU|z?Q#f(y};BiIIcWI&^v-3y5P$p3m)j`
zv?!lu;u2Q#N^l190{EvSnZ;sATrMH3W`9-yCNz0qA>QRu)g8ibw;y}yI4mau8m|wr
zj}4)>RA6uMxM<HOQ3PaGfMKxY72#WgwKHiLCHW#B`&KDct)#kGUYV6w?0I8_7RUnt
z3Lp-04Gt^R3~tbpES4o`vl>)coVUf7K5u)KW#7UPg7Bo5l>rn+9Fr=<UB#oyLI7r9
zj+GN~NWap=N#$k0bVuq(e*sy~5cbIBQ5eOH`p)%s44cA94f;_a$tk&`kAxYR+%OD>
zo}*`lhW<c!PdUXCaRpE&FBk49jsbw@D%p<!F-9IUfEK6`=BdF_oH^P-5?I0o!-)I9
z;7Y$oR5p2T1|IrJ=5V8YDrItW{{(K7^2ak${bUFeo<p|`*^m6OE#hfHtZT_UpgaHW
z<etfwpAmb)_1xgDf6U=K1oe!eN?{!T2wn>5er|9(?il5o!UQ-<QiMFN_yylr{+z$a
zMRbFo_+d5C0bb8`iN5#@U57=EE;j|JKha;O#3SLWT>Ztwv?NBu0lI~mqMckQ+gx?Z
zri(GjZ?+}e`hlvh)f?P$&=$SfkF1HS(%~~ZdwS~<kP)=oEF_3uvyYft2oCyNGVfTo
zS#vv3uRXTL_NGtreI=OB@(!^W0Kl`tk8vap@3NH-9OykIe&gF9#2|f}1PcPig37@p
zAHFGfjY$ZLY;|*5OVH1>_VF<F@gD^2N%#H23d({KV;yGCs|;~ohAn_m$C=L{C}PA;
zT|ldtG>PYlX7ISkPvmL1Dh$8QV?kf_Bzh}6V+^bBgysAP&ncHnC6%uveji))*xJI_
z!+|;`99-qbmOrjfE0r}at3hxb-Hs+K)a&DicWuAN*(ll+E7punA(WHvoR=3~`kXDy
zF4*S!n%%v9+cr1Y;&JG=Rs7P={e)e9?u^o6#h!(hSP_?T2*j22&_d4;X(bD7oO+f+
zP(~EObAZE7AP>SM|EDS^af)d`ZrpS17{g<<J^*2j0Jh}faSyG}5`IK`hSyymk|u-+
z7a(Ci-e5%yM+mHJ459{L9;j?bN`amtDxJxFVCpGs$RAkze;78Y%==waxTAFf!^|Bm
zYAiYzt&;|(KOdkZ0Qa}WB)8Ssc^31L)ptI!#?BpU)}B~vw_}}}1j>HJ>Rb23(C%8R
zwrK~wx^?^(g(vDrE!*qVCBUxvJ(7*xb=zy#Z9>e7j>IfAUJQ~Ds?o4iT96w8>a=F5
z7c^s)05!{-?HxPw!e6w>!o0N_2$L!!4|42_7ECb5i&m=gvfY6-8#To<C7hP+Hy_%}
zJlDs}`u@3YyJgc0m+b1N{}=KvSpSeyv+}pTm|;oGKnzMY7f79nMIBNP2wwGFR)S&V
zVodUJVFpq;Ed#PS>l|p|vlBMDJc2d~|LEk3z&S(gjiv5OrCBjFUee<eC!xgfL?8A7
z^K>!{zFeMC-U~8w6agVPR!?EFY)_aH^XJnPbyrYYQ;L@f$ry~@lcS!MEB-yJVlhfD
z+5%T7jagZO^wNCARu(j2P@Mj?0H%!DqsVR2gGgS+kG#aN#GuHYX3`~>?M~l{b4#{x
z?xIarrmfZF{!g_t;jx0`*Ca{#s<7gr4?!M(wpluZH(Mn-8ocY8=(P6>HhcaR<0UC)
zh=TadfQ<~IkwMG|NbVWn0YqbG&W<P)@F<&TkqS37D}Z$Bo*@eut#hx}5p&Qp;ppG9
znatS@I~w3tS1CL;$4h2c;UAFvLQ4vs5s>pjdGL%l-7(DWhn+7C)G_wto;{@eF#*Ma
zih4(Zn=#T~az`N;sS(N(3;~QOnO#6l;X_530ZwvrcLI3aL*?$-?0z_9yL-F4`(>lz
z_HAnk&j-|G4>#%x+65nsKtmJ1&et8?e_VN7_|j&TMhHHrgeP|}vK?HRTz6deb59>d
z!Y}MY_o1DyZ#a*_z^?r5by`+if8uxR`s;EMiV!aS>N5JT{%99|t)cq7^E2fUVGcoh
zYwMw};PF+7ty8pF`ed_nU~TcBdMmatEzDHy^3|)>6wl#qUvk-%z_qn40eNRz6X1B=
za%+9l`Esu(A?dKEG{i&MipMzPE5Cf<f#&cZ3G2#h6eswiS4(tIFDE=R=$d$vV~au)
zB?)yiHdCpHcfliN7awGG6yX;E-@}ot^Glv=j@yV@HRZ3nmC{Ib&gpy~C{z~h#PTVn
z!xprH__lObrrD0-81OLi4#gu~zMK&+{2o6hC#(wlSH3PcKr~f{+p3$qXE^c$L>mqL
z#HknU^*4UX$E&s`B+xo0G#VGu7>k{S4OaeHwdYY1@S&S;i%=aBC1cX|?ydydbz6V5
zYP*}aG&Xaf&{K0g(q?issjwI9;-y#Z)S2hq|G~q1w!N|8i$9D570sA_=BGbv|Mvgp
zZz&&4z92fI0E0K}N###v0;t2B7VRz4qg60QhS?R&8wcEi6bdnfh$7*nIKuT4RE`(r
zcK+SuegXJrJ-cN%Za?Z$o;i_B&jx-Z!f<_i-3L{XT$Kyq)o5Az_v!=UcL2i8pOKT*
z6)a#tJ^ZBHO#tI|CMZbNlNtc7;YWNiK*=9J=?D$P5d)4K@skTVVzt)IsiViL0V{KS
z7Q;u1S^L3b36LL2@co85>0{gPaPvc545Ox)C+uLaW1Fi@JM5|x`-<+CI(gF>5Z7%n
z<44Gy(#&*b;hYt!%j!TUtXP>>c+Y|}CpPt$iWQ|jY5QV+rP6uj=c=Fj-8<mQoR)R_
zN^7ewCVEQ3<)IidhbCHf|Ir-@h@6P+Yo@#9+a0)yjnDbry#u@d;Gvy5d)2S0xqtgT
ztJj;#`6at>@e5X6zG&^*s)X|$<%{Q<_f4G4J1F@>NQXW!76jpz7*w;tTkdq^5Yi|E
z%=_>_bY#*ZeCX;E7%@74gL>05b2dFYCnmwbqhuI(q+AeIYB1%V=*gkEVtLLgRVD?o
zy~3}abM7HQlCra6TQJSU+26$-p;R$=+=vmUs}YKcmlm=wCd8*LglPoIF%CZ{I^uL;
zUy}-@?(VF-lkI}iYW63sG~TnbOJeX!w<|_Qc@eC6CL3XJTy4f%tIU9JVeoc^B?d3Y
zkOQj%T<AVoDl1J1*E5SYbN)HoWkqRo&BiowI?$lBr^Y)rRU$Iwi#?BO)(Y?UU@}<v
zDtO;^T0N_`i+1Yj%YJjlr1D0-NIG&uJ5B}xdDPG_@Q+#^nzK8F#75AO;3EK*vuMWy
za*qexM`;aR0>^2j4EgYmnKV)&jFtZR+;OGw$B18GhP$f_*^Xa;x4&#oI=$WFLrcmh
zaXAnC$xK+!S4PT4xxrsth)iA%WLjYnqCBqT@9ATfyJ}DP&`GYKIflS-36sJKhBY@-
z{+r?^&rYL+?;6Sz)K88pdGO~o<kkq6gAA2^2kwzi76M%0l`Vcp{z%L5`I9Bt9fa)T
zfvXfRX1v0xAMpjU>cqgG$puEtAb>A3j)M3V5XlI5{R#LTDB^J8wr^s*w!M1Kg<ty7
zq|%8)W$NP+(pV{Ey98Uq5XQYxs{gZk%z@Wcg>AQL-j_Lpz}Ff0O6Dz`FSvMq*?#qJ
z{$+dq$|+l4+qI3YhSeJ#+ilgYwX-9^Ov13@U<=p&{<acmE06Gyw9?B;E^Uad4PF3f
z6MTg>IX1?gXI5?D0pi6P9Vlb)Ov(#?rCo3p95kDfKH-9YQNpiZ*Qhqg;~Z1sH$F*M
z{(GViizt3iyZ8-zmsug*-r|u97CMH+9!>9)VE?daiziN4Sz{Oiw@Tq--soOr@96x)
z&sApM!lov`o@Ktov4xHmThO>unTbTdw<-F^>OKG+$P4kIFD+lSU;3qA^~uV%1o?iy
z>v3{Z2Ic1YW$K&#!|{Mg-5VkY>Wbx}O-m4F+YI9jw?)(%bz6J#$ktZh7Hvp7>M7Et
zfdHgGW~a`-Vdu|Wk$gbhJ$tnJP~o?{t*9n^v1VqrY*(*bu%G>zH@qFH$m$md%0l2w
zsH1pa$@C>1X`F5GMH%mW-Z1o+`w-)cXy}*`)_rBgFC1}411G{y${|Fwz)6^ap>UBx
z4kM78x52QaU+IpU!vy5eL;WZ`Yhf6&J$p#R5A8S!z8^dVmq-Q#PWlMJ2QcE0l6M%L
zd1i7XemZakaPkJAzkvXas~QU{KRJOh|E$C7XS~!iZujr~mKbeALddT5ZPR*(H*LJQ
zV`nZdsbie9`Q?g)+>RZNKeFxZ57a3hN%)gss@XDvIX4INd+cRuiAn8?5p$?)N*$BI
zKnULP$OBs!c!Ibr=5U~y=9X=&Z`;nc1g6@aI@r7|ubi~m*#(=f&e_t!vfn7tX|=7f
zQ@7o%Etw^hizyZ)gm(8zw!XfvPB&$h*#qTq%1V`K+uVHQTODTRPB;^3w>AcJfhK;<
zm>7lc1(xDko^rJ+L7nHG!3?GV-RUwsXPjr@Fmo4TRqz;iVzmv0fX^)y!K`_3V#1jx
z^k+qePhBuft_+F+L3v6FTuvd+h>4ZO%-H7!^J5=hMfsayUvD)Y&Zv|$5Qy=_VMA_h
zVE9#xiktGda4%JB_IwZYgz9*|hp^i8E6tuXHCXI!ieXOsWWe_yDh8M<1L&Y-=FAD4
z0qMt;$_|zA!yS5XG5tgV=6hgGrODQs>ddrVdj0ces>|ID`{gt_QrnyK&!0V;lsG&!
zu0c@k10e;{^B_k{&4oie++pgg`SQyHN7PP0%9=wkU6@?P2`qPazi=Ogk>JMwpP_GV
zH?G`1>YHN?9h}fZ4a_4UK9-SDzY#d@8f8rG{7AW=i_sHNgNacFjL;GvKv;<2?&yDH
zjK4I7IJntW_&bc~ZW_@;VL1jl3^0n1mQ;54-{hCe=-@_bGW>?LRfwd%FJy0Y$CVny
zk$(c*G_a>Mvt3%Y<AQVekcZLXX_$A%lOkMJfgiq}cejN3c$o(NSt$nk8I?#MMc^9X
z33?J@nV|PHF{ZBJF=DuK6CZ&ONmoZxc=*YThlAF{>G2Bq$}=}zv}$qO&YeGFiwm>j
zClZeNa;SK@TfMQlDK{Q8;z0)WO&2iP`%4_qB8@ZTE7#?qPGjQEmaM?bd@#x|TKBO<
zBJ6w_6eo1EZ>JKUaz4u9fcTy3Dt}+@%BZ48IO~b$v5FaE=P-{yEcAUL$BUyheKI9i
z-%jB4V|y9#BM4KLEFi0N$_v6Bv}ZM$i3zmkT*)2}AEk0fT@3R^99N#Z>bQPxBE^xv
zEJ6bwIbq9#-|^gS`{baiv1ev_#wt|~$xV9t?QYMSn#62x*EAtm8}LzJG+oM5m?+t)
zbDy&L#S;>s>wX||x3(odtU6Pjl0NCs&M52cyZ3Bst)VeW^`l7$w+wMUgM;0BYG>r1
zc!O3-M~ZQf=8=B<7cx-wj4MaL=_9v59RSYiDQ+IN8FzFTxEu@jLxBQ+Jovv#g#UWr
zN3$}#vpytd(u45@sXs;*IYi?QmHpi<MTGeXiIY9t^y_?eh>L%&SeR)<6W9q&FvO4e
z-Qt~QbfqN@Oz{bghEL~KN0#u~X>Z!z!9(%QMG0e?@lMU#*c6|WBv3VYU}4tACikq<
zyQj|aK!WCD#ow_)xk^Oph+`6j+UlHj>vni+o(sb{u%X$on9<-RHC9Kv;BZ+upZB<q
ztf@|p0Nu1Jm;Z`7;^(a7E2oP#CqZ_3@w8RTvo<q7Z5OY+C}DZoh0k7>&qDk5=*gPG
zPDp@WuqxXv#4t{r{*=uvKQG~2rIqTmw<MhH*zD42G0QY8i6(yijhH7L7RKS9zt~Tw
zd}gKxv4VauJM1t7CK50uZf}^fvX~Fx46et%IO1mTVf)0C;^pq<*h;}Z?aK7LX4Yk5
z^msjfDX%5z;IMUqRRtzItPC(nO^vZ)6SqR3bC)FdAp2oBm`zHTmHSB%m#qvf)dTzL
z##HVe`>6N2wp-t`dmC*#qsha$vnvutVd#t@<Ux!+IKAh`^CZY^kk{~>X(a{kf_|vI
z0~nzkQd!79dE~Z=nI-m=neFb@6|krBF$hW&CLZDMi9s`6^1G3h5AGOlsg4_alXm*0
z*GwU7oWY-r=1dK8m>g2t0ioj*kPK+<75;%fKoZbj!W~5&MQNxfyodGVea#(@LbxZ3
z0CT8tj4TW?;(C}y{Q-VSKVURoG`I8TkyBscpK-v-c;OfxVM=CcAxz5<PT@E(qmsqV
zVaR;NQIpQkFt>t%KOw?C(2_^EXU71~FM9q-c<?iKk|k6aviYgX@sGO2s_TebGK1{8
z*Fb_ml{-3^q2m}rPl_)I6pjI&^A61Z?+S1y_jg<TxqVcPj4{bAKxXxGKjb7qXzS4f
z?||?zuKGe;VWpQZQWN4!2u#F++c;mJr1OPMl8iNL8{*@uj_a$Ps!#R}vvsN}nR9Vz
z*1qtC&x=P-Sf|<dJB4rES(7leA>p#2xWprU0vn}Mk9C2Kb_l2!lX*8eL&4qKsO-Yy
zDf+Ros^W<2I)^WX($7Z9@2;#Ev*3U`tCB@u4TkQ%T})+-iM)6U$*P>({l3RnD8?Ky
z9uA)MT5A%-*_QCb0pFVzm(SXCnVUM&0tdWZ<w6K&<(HyDXZRpg&jK1c0y^UilL?-x
z=JuV&F1KRrDqPfW#?MeH&f05le8J04SrA~I*22S$=a*aUhHnA!x+@lJmPbY;1pD3i
zB1EUz7Qf#UZrhp?n(L}NUVJ?&bTeiYH0Gbw*m}m!oWH6#W_>*0RUYfR+t%)J9i8f1
zb&R0v&-#lF+|~hYN~)LFKl7Rf2iipJZ)OW0Y3Hw_l#cAjOMR+G%Hd_loq8RDmlHiK
zuE&>@<Sxy_x?2F<Ej&DGfqs%b;uzur!!(BOZg$-4A9hy`Sw9N@W^9vS&#=?PfBY}Z
z(QrRT8ut#|WDS!le_)n>kbCGqu;b_99gW{G`!66<iht;z>?1ZjBd+inxG@v=Ss_AJ
z2v0Qdy{=~Y`x5GkT#vG7vl1lP`_t`kty;~dXHMEgflgDGkcF_v_5x{>ib;%!gK8XV
zL%@w^8^<LGaRGV=Y0PL{NB9)uV3nBHkhqt(GA%)yT<mc#;fumsvPlWqMeZ0bRwNX2
zk@uMOBxs*Fb6Fj6PWg(ffB5XRzOx~wP_t^aYSXg?F{gq}7OyC;rxZt7ow4ADEgJP*
zb@Dmoi))3_z@<WPxNncuTK%y)OrEG;p2YNLE1h@%LL!47g9@EmWz(QU$0r_yVD5kP
zdp^Yweb2D|DqL<}iFfu{iH7l1XBLzXHbN^}soZyA8aT1S>%s=^>g5Q-Q{XX(;Doy~
zm^6HlA<+nZYU0pWcDNIhXHPi+&VbQsOR#MBt<me-x&&b^;{UN%&RDgify6&6vPOdd
zt9o+Y#PD(yNQ=*@o~9I3BxyhV#;3p}48xqc&)HYDJ^!Lvp=vYdu2^Y)&gvXA<lf6M
zF;xlp@u`==?7(`8r^BaB4O;A5+-#Vgdf`=HWjGXVIlRK4GX&Ae36j7q;gA4<Kz_fO
zFc8cVm61dD{x%w)?4$AJVEl%A@*G71uqKs-Bv3+O#uLaoCd^@X|73O4grA%Sc5LB~
zlWHhg0w@2tL7?2@FBN~;svjyhg$4ZAt%(*gdu#Nt$H1K<?eNRLc<4X#JNJ)2|IaF1
zT*XfYxqH0IUP5+(Cjz-0JwlJ#KUsk@FemW%AWilec!tYh3xpR@I(GcrIqYsu_zo^$
zWLw~87<C<mh;OI@!ocrH>;qusjP!fWnhV2z7*=+kQ1<C%;v0Ltw&#h@#_+U$UWHVl
zIAq+YiFd9`m=@6AoyTbMIxF^9ot?JNeEto)bm@Wwq8;(aLrtJ}?fT8f)^2Vq3JF0F
zhkoN3g;2_u((^Xs;M_s~OmRs!sHN=aSAKk%oR|qbZj?Znb`AupFjF+}E*dLaBzP&)
z&HCfv2nYJOl8L>zaoZ7lXZ--7@`Lct1iZerE<v>}T=Mn90a>Zea3}t>Oi?ZbVls*F
zJJ{|<Mxa45drgSAtm5YfP*~07wbG7+^8>%KEQJ#U-w1tf@w{ER@=C;wkO_kD5bXU5
zyV{QPU9MB(0S)dTW)XzG*HbzOqI(*X*&eaAvtt{N@5}v>m*2-R#$#wXwQO@s7j5O_
zIh&n3;fDqJdg(WYXgureaqyAx9@#-<r=B(NvlWBA+B}BUs5Nb2VZkmwcTUwUfmwCQ
zRvs3Y^2Bo>x2hma(guA9J$YsDc8VSr*TXI0h65(o+z5d@k+4KN!-|1$ZX3Xn_#ATF
z88^l;M;k!4pbu49ZR1(Ok4P9^OXVFQno}n=UjH3JRInIBf(RN|S&#6;kWPBs2+JSA
zWzAb01`3V^9-dT`yC)p4w4w5_;K>|-O^iswioZf9q1Z(owHO}3K(H$pmuzO{bv58c
z`5~xDC>7HKr#yXCow+3D#XW{|R;rwkpm{>Gdv%^M;ZH8gy{x#VBseeH(#jci<`owL
z%O%ZJi)9Idr4W8gi+;~#b(;6ks}fe1#8}R$Bfq3ZrML<upKZf9_Qgnfx)Q;CM}qI>
z+9TzQ&qi$*Zf(48JGF+2IcaN;x9rBXhsv+wuU=N3lrE=ii<8RRv;^e^TYGTBmX$Z+
zho1RX1pp?BeUeZ3>clXxI1Ma%!91MK2#PQQF`$__l}8L(41&X5E(E7PKAVNme`rN9
zDfW0VTSrY!$zI{*IRsg?BWEy}aRKxzx2Qi^6-RtxQXVzy7AupE016w08OvQi?1N?{
zwya4@c~W^+IJSGVBmm!kB4$|Mx3#UhCJ$ni5=4LIGw1E>$*Qk{Q!a2R52uMqceup{
zK*&{^`eDzoo5j%d?~IMZalQ(rdO!d!Ofs;tYAt$E9JRS^KGQXNR$e@9=dQkF6SGU!
ztem!;sq<DJo3)ARyg#VHYIf{FJhaF4J$wK5n!WJ)k6B5RChADFCQ?Mc$On1Mg9(uP
zA1+xrwtk$Z4nunT>cSv==mXlv&xk(6!)2h9hf#GjTsB9j?Be||`3-+l9Qlv9+?hU|
z?2g4GBjNiW#-SNJIKaRyjPZjTWlnU80Lkc1;D>TtZwDC3L+S^v!p#9qab_WMR1M<+
zZ|HVh=|_tH_{%1D!~|aYQxlX^m;tZzK^#ZbFmB9f`XP)|yj&G-S>;voQ8#bI**tL1
z^`~~P_A`pF{}BbwC}1DD<u(C~h8xt6gJ|zODCm!QPeRVl+Nuj)@CUxYz&8+PE}c7V
z%Zo*uE_1Wbp>1qDmRhs<dGYB2SE)%j6A!(A|AzRl1k1vt`0|8R#XC-(Ics0|3qNKT
zFJJHnE;!Fouf+oy+(F!KbGJBxsq&|^{E!?%EN0~mK{t9y?qO)?QJ&b-$wGmEZF=s`
zHUn0M)%gXWXPOd+3*U;)1!KASZ3-$c*zlf?gx@%H+mpHHE3e#b?AK#%?@G99DK}CF
z-N?!h4dQkC1)G^=oQoCeSOt#p1D)|IFM_xrD#h1O|6=CCX-_;e_V@1a2u4GKxk(s?
z{|j<EiE^9GE}XQL<ulf2n}^5G8J$+F*4FF(#c_Ua!OGRL3&L!5BTsyV<raxro&DXr
zwz0WwyQ=?#gAGq(Y)s>{#_-wMvo^DI!A_hwYqJujm2ulsU2`8a&pRI|zm2x?$N@jU
z%_H&&u+@$FrlvX6-R$mbqIAdJedn6Sx}xZ`U<C=u{+zS$pkJiTDsc$oxoKnwf3MyI
zVSrN)+JQR}7DML6xCcLXcl~FdK^Xn;HwqD_qkrr-`-M3fGvI*Ri264}7~bW1$S5<q
zo2ke|Zrn#9Ds<@T_ArFI+mjp4D8)xJ^I(pLd*DP|sL`evY3IQ(A-Y?J@H-0bbjYUu
z2{lqN72@GQnUy7=u@ZYl9la_6cV22yeS=HBXC$;<k^PF8<_QV0rzPCUK6b{sdlF_P
z$V?TMWtX6=Svy-87M4yLTL2KSNh0+HFOlE%IHnn~1g^uwblsLZA)i**|9f!20fnL%
z`nbe(1V@>9sZGN4+~Tt8W5ce0@U~TE6u+4IUN4x>%E@Ird-gfIaN)=8u>`;CA6*mk
zY5FY^2*f<KZ2RN3_2imWrj(On+==N-4MCC_tm*;A6XV{vZ!;j*2ze-gvam&h@<C4a
z#PZao*A3x3aNtpQ(12^^xTS$sLl_v#RCy-o0=O<8MS>g5u+J(e!lfoJid4*J%y_$k
z1A{JvN--e70%(rZcUAKi9@!|dA}oQu);hF@Yc0F=ux6XPJ=@xCS)<2u&xiKn`HKC8
z*OvWY346!)lqR1dxz5cq$tOv<czy*GU$SXR8$0?z=yD&fS4;T!E8S#EOrEa+o&LDL
zIMr+I%HLEkvsRqbWNB%|4%FtFHf0}e_H9iQu<^w!Hht=<AAT$`_>|}D`PV+}x#@MA
zqN_*ifEk)OV2}fo1kVfqvgdy1iddvm+K&O=qV)hk@i>#4%pNYqi?Hc`9<L)rtjUhw
zQJ@6DwA~MHsj!Eehw$)Wc6-tz9l1-3B*L5>+$k{K6vpt&b{AmK!zF>|+VP@HftS+@
zuL$=sr60$0v)jUu;HVv2{6&DHYVe0OgUo~M%aE1Z9XFX1-VajxP59`<;9BwnhHirn
zoBYsnT{*Z=CwumnVW`4AEBDW#vwPSEDq6<~45}sKOcrH}j7jLJ?~0$T`qlvd%B22=
zpfx#pU?-L<_UX^OV88lr{Vn_aPkqjIw;$O*`N#jAKS*@)^f~c6vpoqtw{N}giL<JV
znwhEE&;H_1+o{thBoNj8uHfyRnqR@Sv0b-^_aBKju~35G&Dfzf&&n_D<xsqY$Z}p&
zK2dR_2e%AJ`KmIjp?pzerB~o#*hd`rqY!P6uo0irQGAwt%$$p8H`}(yo>&QgJ(Y<&
z)4M$SA)#=uk9|wLiq%bSvmlA1@&8!>`XkVmr<as}nI-75Jr2PRg`ER(zK<KBa!<N=
zHDOSEh2tS6R;il}wh(flkB3TXDgM|>kb(5}4~iPs&M40+v3PBr=a(BCR_yw=kokED
zv~!HX&@jd+1YsW0;Bl($txel_vMw6!%CD|`Gqz7#b@sI4J*l!x`_?-iIEjOXecyB5
zQaO0tknJ44C;XtJF($s2`lQ7tKAKEvY~tZ3((U#*1b<*pHkx+r#y$J+gS+-{b<<9q
zJ!i8FOe!1ux&4cw#=^YEntXe-RINkwop3y+34ho};@80gMDN1?ID|Lhj{4<3HT=yu
z`gQ!^_mNLj!c5^t;ok^hm}|mPeF#Jt4YYm;A-NtWixbgRwkMqA9>(m5hC3g{lil%>
zyW3#|M+ISUV&zw%GJgC72F@P(<G>4atZZ`Mu&)ry&WsngzGmjE?2Z?>%T_b*0$Uu|
z!Z4}X=SiEMJ8PxVk_6&&s*PDYP#*ZBvBW;rs+B9#zUs-HzT9!kexdkePFgfogs3<@
z%nX}Ofv_8JC}FN5+@1?lekU&bq$Z-Fj~z_e!ikeM&r_cDwj31Scu7K9#}C>;MPA2w
z?xokQQk}N@_qZNzTf+RJn1_V4V%6Ha4{i0%4VypxoOLCfaqxoM57@&D)x6;=P4@V5
z?HR(X-`^;5g6s96lwbgUXoG_wN|%Xp5I*S6elo(9cm+v<d{KfmE2RkB?2|2&rj>Ul
zBt$)|H_}JQ?5TdT0Dd5*gCN@NOAr<_%~eg3T$9A9UM`idOdV)KAzC5`H@mjJ)wWeJ
zr-wUY#vL&qHKLXzYQlc;GiPkMs`!lOIO7wa?=#!uX-}@R126KGAq&1#2JJC~b(w@m
z&7w2e;d86+XVw7iD**CqwYq+QV^R|n-uUOmsp*p1h6b&|Sl6yzea>bj#CPjE*6y^d
zC*ioM`koW+sY}l*%(OG?zOU>kE#=`z_8=ZWUhrd5lJYcA2?l*7hf!p-<J{+lxG+MI
z)5|af+5qtft~-rJpWFtq4S>|L+Ymq52R;IMj(WS<0}Nc<G^9hq$L=1Xj>PE>D#y^l
zA=R9l2p%O3Gx%s=xE($H4S~KLdZ<zGkdeQLU;x?ela!|=J+Fql+o)2-1YW?1@%sSr
zfSc0@w{Q>Lt;sDS&1%#%1ceNpIFI}t2T?jj;Ay4weI?zobC_HssAw^cI}(P;xLT(5
zB&_Z{SrxltG9O>4xNT-;x@70iuh`kM=k43yc++ltblu+gu}|BdV!rlWyZYkittkG}
zY3|tV+aGwJt(4<)_UZFy?6uE*+P6gPOCaJoWmXs)ji%jy@WeK^cEnz$l{NKy7lxH5
zbSBZP0*a?0_<HtfP2dHVemFP{uV?W`g0uV(&N%q&tH~OFBF^J=8!O)4ei6ik?R;2n
z{PEC3tkCimPrstaf%t@9?<PT5oLhZ3#qqBK5&$QQOBxf#UHBy}1jD{~GTRFLT05EX
z<8FF{KfXZ57e)kS;VN(Jz4mi7?M-D#0=k#$c$vpk&l8%ITvEM^i~hSV2opbdD_1I2
ze?-ISuJMHZy-bAILb0{IX|;`YzZvQOOWvRUNS>s5e%KR-ho5m@d1qy1-A7L!Gu_iO
z+&Ok;xJzQW5<y}GP%DU_KtV4AETA{~BlJoTz!xMy38Ge@R!i(fafiD*_w;nnba!=k
zU0q$3m3KyF+~K!-93J|9p2y7HBQmSHx@V?(fPNy(?RxBb%<Qqp>}SXE35y3RJHqTl
z#VQ&*IeSxLHU$01uks1a_`2EaG=1D*JRF=tL$<D{O^Tl6Bl5{)DC%IK{2v`pSW)(q
z0e4Ri)IKJB(Pn3_Y4`7L*qg6h@-riZjqxMKmJl+dtiezDa~F35KR=Y@zn-Q{=*gY}
z2o#s|Y3c4i^l<Prp5f+t{`H{Pgb98^C!Zd6h_62-g*B_s`#I*Hi7?za*ongDKb0Jz
zE~*hij8R3dR4Ri5Hk8A;!8CeNt~9h9ukYyfs4)AYp!7&9r>N+>QOb`F4szto<8txT
z-GEUT$H84;aOIjV55S=$nepQOQ3nZPd~#=XmMsH?nVJg(aUg{9nuM<zG2IohqLPXt
zKb5B-LAEBrvnYJ7?;602m`QqvCC{vI@?j+!mp3xSm+$lSOwjq1rg9_&Jz1f2Y<ZLC
zNh?+7tWc`h!L9@+G3yBp1e|<j57sn7Z=q(ZYnSZi&6lhpVfdquzUzCaX37$nRfM}A
ze$%gktIf?SJwCY|D{HJ&^R|D_XYJ&RI~@Ir8tEkoaWgZOSPhT>d@SY`tpK{Phd4So
zuQb)z{^2)FOj}h#Iak3!Kgv%2IXJ?8XdgTX=ba74!WIF_%{6kY0JGvCMkNlyp|buF
zG!UlhtDvf?lnPc=J(LP!Mw-ABxPEBB=eQHQ|FCO!AGK|>e(2$Pif_88fpY59zVO_v
zz4}5eR(QM&v;wMCaWl}$DeBv6MfpZRhcS^)4K^;QE2Qv(xv^zOVWeRGG<W&|wJMwS
zRZK4K=Sm&~ZB~xC+qi!`X`8JRt2d5pX-Sg~G1=O3&GzeEO+s4|mdn;re7#P?w@7d;
zAXgGiseQz%bL5Zo{Vy?2vP4tGEn&Eh!VgpUr9ayAd7$jn6@C=dL%4^W1E1S1!e<0I
z9U%AI?C9k5J`@hrIcX@BNN%Y3N#XcO=>hnKBCKLa_^vXJt8B~msGmrSl;Jh{rJnsS
z>fA}_ktVapopkpiO_^v5pn>N;BZ&CoFND2-oKN_d4}{qDM+lTt%V`aOn~cfHCnd>0
z{PdIJbN(Qg%=@z0>&gp4`*1JM!}+Zc5tn<0pJ)*7$qTcqRA-nK9~d47e{R8^+{gaB
zs>!E&CI#f;j=?aLaB?1U`NB8aU0(vy{^nyBhVf*Z1S^np;y*9G{JeFVoAy8a5C6g*
zKi;(e@bCRc_J@D)@9g1&`*z{NO<NVe<W_+@ci#7K9GYV|`O+6&wdL80ogN)qyWP|H
z$4vtJw!PD_jmLEt#&}sYfLxF(RBStQ#z4ODc7Nqtd=(*`)kQwJN13QI@xDpEu(8@G
z+(GO$#eXO$@kf7WI|ahB(@^O^P*-9u;v3P<B0ZC!t;qBr4}AD)rsDp~0!j3bG#<@V
zy)0}mV|5zAcEG+hCCSRKUoR=Q<GzGr{F4yOl$)`o-t1bZE<yN|+c;wEjj@pWrc9W{
zV^4T2V_7sm_3aMr-l304iwg@jt8s;~83DV`p=}A^hy5elJE+@}jScJe*dN{3Si?5N
zqE#0bT?pn`XVPH>n3dq3^2-?wuCqK<-cFSkdwmgd8Jl8q5_wW&%IA@fSJaGwBS7Hp
zNg(zGBux}J+^CSwtLu%n#^M!w?lR-ul+soG&rI1A4}U3&XbZGxfqtMv)IIKKAW6pw
zcbUDvyL0pjZzJfmKWONv;9^2k+lHqJh=vd-cZnz+a$bg*@h?bj_~U?vpL+)O&&i(Q
zcywbNpa~>!G9-cnPE7u#k6Z-_$K72;rG*<zVuVez%W*i}!ADm`yD7)vtJ5P0tTEk_
z2<Dpy1<aon95*#OeujBYO0i0tlCU?c4qLP8?2_?_#Eb-(iOCan2JV~Wa~O=XAfYMB
z6RX6;=MhT*Ie$crnfPhIk>|jLPBUtNVx1D~X37<tTUxUD#TB2G*Jc-dC8Jm<`xXXH
z{Ic@BzJA%(*01_!v=83>wl$mkHoJVqPL#&d`UTDMi$2pXOmlB#)hbn~N=1xl;Gf)1
z#LT=N#CVE4+@XPkeNgOE%Y7l}%#}B+u1xuXz^YVyMpNk}P<shfXM{)eEEF}X&!F-V
z*P+VgjMH@(Ype#x%B@1FJifQDJY!|)GZJjE`(#EGNBC^?26jtA@U2G;Yjk-c`P61K
zL71<JUJ^i`zf!Z;URtyH5(n4BpOmnd19~S~2faO8PHzUP*e4t_duQw}90wzhFrtC#
zi#XVW$Q_uJ-R}+NbKxPAoP3*xgnkLe^=8NRn{6@pig6{IuYUKAY;JzRww`R;&Ot+r
zS4>*;uFdm#a@s!;DtP8ZIrB+R`A#|-c?;%>J^Msi!^982;AC9Ng9niPKuff7<xUP`
zMgca`3Ed$hq_7b@{KHG}%aPkgM&UwvZahp@j+zF4Fhb98-j>6;Aeq8~lkvvm4g`1Q
zXNc$i{AF*^$j#pF-6e2PV|~{BlFH`LJ;2aB!X25z9%?)t!0Vs<@as6qE<A?E93J7r
zv64OOuH4;&4VAkkE4X1k`xkMbiKYoHyPsF&g?b9*(K%prC3jHy8RlsWaC5(~xpK1y
zI<>BZ)cs9v29Og(kr2Z{R33(S`PCcZUmd^a_437ad;Rs-?H~W+|Bvl#J+bGW{{<IX
znvGq1@ZdwMRrmsE_S&m2+Uu{qXgt`^P~U8~yVhtlY-eZJ?%wA`x%^NLe4SNZRtVvF
z3e44q;z3^jK2e1y(M}@wfG>(5OtG>kf8W0=L5+H&Jgn@700v)yCe$ZX%zywDLUoKQ
z3P=11Y%VDCA8}2jE7(|EVf8fUWjsGW2@Jyxcs!_RhhoTVF*_B1W1)a;5v<CxRl*PN
z`RcF)PSFz8X607yop#@P+!uVZ?d50jp)jRM0)I}ovoveen<n|uP9)cJW$4QCa@_nO
zKHBMZt;v1Q8mHJJe9)}>LmEdsTMhlEN><gFT$!Kqn??#s%U6%Phn{!8LR0#2zh_6i
zxB&@&R)nd8!Jw1!qMoEYj<&Q=4+zFgL>QMUwlu$Jb93{`8#kD+hr4Gz<%`9o6OFyU
z@f*LSF;#Wsd(Bl#l$E%pNWs&=tacn}qLMqhS9SPhm2qeX*quw`r$6YKy~lAqY_fqr
zE@OPE5}wOx&u~XC*H(!BbA!Jz!Z4I{(t0Nz0Yu4-+5I!Pd-e}K`@1>010JKSxJBji
zKk^68hXFE9)(IO-h6r+F!Ovs;OaOMIg#d?LF3#0M=y5;&`O9Oz=Qb1@>O**wct-Lt
zqX|B@&_Ffd<4An&m(9fIE#BkA9*qx%s1#*~S#ZFOPhQ~CkP$%3m06pepZ9}$3yZ4~
z%FAN*61)^VE=4a(D86Pdyz+)^?`+zKAAf95w(dFOTD@@93jUdn6$urORc>XTTOXL|
zk~R-oKs!Et@%e~5A2}H;Cl`46L|NpZo|sf@ji`El8JJjg4%(<}iS#fQuCI%IQ@BjH
z@XM#A5Q2HF$TZtN^?kw!q{z_K^0d_?2(#yw)nF6@kYARseDAaecJJYV-Pvec^GGyQ
z*^8QmSIR{V4L!TCFk^4LvSRBCqUq78!X5jNMZTh+M;$;1&y{o-eV)i*_PRxCb^oX*
zS59Z;Q(=gU@`KMyRT>jq_zht%;^`fp*g?H*J?>TOcl;(2wtTQUv9`YK4F2xD4KY_<
z$BGHY#Po~?<d&xaxZuh^89f8pj;ECT_3QZzz#hH9UGVpcK#kl2q-R9jvYwsXlwsU9
z=9@Kz3)hU7?AhJpKdVN5p>nR{_tRlmUe_WnA_?~>t4Eq*8u!m;SNQ8+EyFQGox>U8
zj=*g=Cv)~4x(h$z7`LM*Gk=LEWaTwEG!riHhF{C1#%YvFDG-jk<-bu~dpv+!^n-E`
zUbbe1n|?htZ!_-b;H*(<L>KI#M|r{t$aXg;#SgAQhw#lfXF(;Df2Y1DVfc}RPx_wv
zwD<`h9_n&06({X?{@&lW|L8yYd-kO-zG8p&2j8;)_W$wU*p=(QU@yM-sz=Oy!FTWe
z(1qc3^|`No^%rcQ&Wn(R5X`6d{rw%`Jh8olyviz`CxK=#QBoA@*aP;J@|8^dQ2d1a
z#w0n$j1WphEyf0aTq6W%F9X{brYbTkR2BpgUeQze0VdIGE%WUe)S`#?l#&i0m_a>i
znc5*f#pR#*Bktj(_@@N&1dZ8~j6iv!3I3sYSyzIuZ+#HIN9T1-zwM#jky%1vzpIH!
z*E+41Xu7ZQ<cadq7e6dZHsr86`)Ru_;8Gs)NxO%RY@_IOHf?66s<CZZbyX2BWlO`M
z9W=NDxNVJg%XSYA>|lFa<4sFZsBWaH3rjv0K^0!S^VMUvn#p|Fk#H{M`<pcmLK@N?
zoOVPygyE<MryoMF1YeCNikrHn4mr!i%@rl9%`KQ1wa3#{nc>|C+Zrf*@q#w_+rRzG
z8V9L^n56J(DrJp&M#oh@IJ<%dxXG1zJ!8({Mu44K#uc--J2y))Acf8S(Ze@zGi1N>
zE)K%;xRO(hAN0F$FI9hDg<%NcR1rxtbp+WBedH?0_Jo@&fZx$fD8QMlthiBOuG3Nz
zjx!qm+&T)EQ_MQr5GOf(W*}fvIe)2XB?Wly)LGSG>9p9?>e+rVIAv9s!wTFXNuK$H
zMkmT0iT{W<)5~3?)3^xZf^bkH{IROJGvKf)j?<*1BDO0WvI5EsT}+}<osGDK%Rc54
z3A&O`#en+W@t0OF*o~Vn`>g%R!@KI^U0YmUlhCNNl<?^QfmUWuQ~6=Fmw`rQ^wY~Q
zZ8|D{^5^Qd>TJ#CmzI?dGiM2@Wp1&Ey>SS`glBaaKk9O-z^xo5#iO_s2f{AGBCEjq
z4}nuOfawv2y|-lvwY5?Rwv(bK9|j;1a%tyy+8V7xyYr}R2M2sIbKayu>qKD@Ca0|^
z^Np*Ew!S<o{w8Lp2w-n9f_pYRpHUYhARm5%gbZXS9wSKr?hrq8uQr(xPWW<oq#rI{
zkGq`}pBUt^B>ish$Xc9ApDI{o`cyQNkS|&;&M*3&yeSpn?#K7N{qfFyS@p`RSv(lx
zZNyU<X8#O~<!}gObKD&U?YdmUm}BHu`nhrq?L+sWPlB_ykzKlnp}mBQo71m5fr54}
z?yLwn3X$BN0faxRJSaZyAA$X6=!8AvhgD|xPvH}eYf?T5cBfGoz}=owqN(GBLv{xu
zooEwhm3|439l~YYDi!^IXw8DKha2GoPwS&J`AI>-oZMYu&xSFdaT|QVO^(ce{Q2Ze
z3Y=jGGzYn4Kk4HF8m{h_)F(mqZ%I(ylQ2vtjdLsm?|)3<Tg`?&e)!Oy+`nhrPxkCz
z{IlN`UzxFA`0`iPpW+@^9>v*s^pQ`dFJD}>tJg03Hj7?QlT!p5gyDmRJ=ka}2?UwQ
zD|{7Ui2bsxZUP~IN+3-*WIynwBnVG%aL#!@W#+3|5}qYYWr#9!qeR3(_$VuJOZP1m
z0Kf3Y5FP=9@4Q!8+)6(vgkiQ!q<s7p0Qqs@f6(^)aV4jpJrSR0Eb4bVz8Z?q$pJLX
zN5?JEyDi?=(RkDF{P~q~tgH{%2OKM~e*QwfK?f9Pai$e6#)bLCRkbZ{2jWJLzO_4X
zYeZWUmwrq6QT)`wlqL;qW1JMfWc8Ol!5j={EP{{I1BjjbmSc+_X(}rN)rs=vd$;`t
z39>PzyjEn?_{BmI_|&yC(710Hx^ssyFW@2g(^gopU|hqGMUG$j`Y%YBuc*oyV>PuA
zkI(ra9xt-MYbmNxKe%UwgJXt45Oi{ro4p*^+&S`xc|1%237m;3;U!3eO2m`kj3s~=
zvY`EW3&X+j{)Pagj*6oJCs1X4B8(GLXpZ>|0-uLqDCi+{epVPY6cQU#p9VS1Gw{6W
z@b4(uA12IpgxC&2{!UH~)bSpuV|*x~h1CGATVuZ$43xmB3@NE0qZ`JpigsZqEb2E&
zDJ@@lg#p5tS(P~Um(^kwmrl!yF+!)<G+PTKxMe1ezk*v?g6M2{$$t4)|E>mxuiO1Q
zx9q*Q|5Ss3ghLG$Q<}Y!5hsDNz#%>aSwEO2;2>OWj%^SeB2gBU4xJl8lKU1}9cJ}_
z?Eu_^2{YsH1WYL6h4F;049g9sfB?)hsA8^ci;!Z!FgH7tl;=uu(kc?x*=q}vqW>Xm
zvbXr~blUcs$98Xnr&5`fvjVHUOhs58)0jBv+v?JsU09!2LNIM*9l;lRIi<+~pok$m
zN<bDFC}Gm%pCW(>bN03ff>dssv2{WSDjza4VRD(+qsDbZ48rK$o+dFznkXo(vNF1`
zFzZjOvVU#k;Um#}%C20wDEcy>5qC@~9Fz!5mZUPAF?%M?!c#7(j3dYn=RFjXhAHJt
zIk`R~#sCn;qZ$Pe5I!8@^BRUxoH^faPic<(|5$Kz;b-M;n8Pnr*zu+BffpVb+%th%
zhWpEu&^(782QdUHe&cE!NQ1VDV&I@}kAGDXMj*N^+{bMCOOQ~ro9mwc)Fy`h)K@Ym
z6~pd$JI|01rTjPHM;0O__mP9UXKc4;C7PfT9?Ee%ijf_E|I7Y(InD^r<8epyWB|sE
zgm*vnNA(qAW5UisUv3znLvdcA(K@nw_qOa0{_xxOU;j7%Z+j$x_={ipRbj^qln8MC
zsoePvSCSpMK;wN=LJgn!IZ(ywCVOCmZ$*3YFIosov{!^s|MX4T?CnM9MPN#RzXV|y
zT;bV-@qMQ<10FBDHA2MiSb+uZCczdVEd*&4<4CMtBAkiqiDo%8;RDBU36uNQI9-1N
z$l>xC7V>?1!eO%=x$fD?;hqHH$D-f93%`d)JEBotcn7K{snaA3^97Rp4q6(%xaEPB
zSJ|J+U)bZoG+P7fzT(<YeH>`a<J!2ECM)gz1M9Un<-e&oB@Anl!a-<1Po(-~J0JCj
zFw9o97#9(WV;n~35WN|z!R!-Oy3pE-2o45x>X7`!O-k%T=Bupdjd50j^?-+1gv0fA
z+%ge&&zrB7fB$<wl)$(sUyWKClNc995aWiE0J^5K4<XS82)|I!Ea;Z?1a73CxJ?j#
zpp2u9K;iS)b<Th2lmjL$+E_S0JI=pe_!}b(I{{oWI7@}kN|R`0U}u7Ua>!?P-e<X;
z2T(o(+Eb9@K9eVz<?IcB|FL-eNnx0f1h>g4Zlhp!dZ5bM6H|Dgkj#1!Qj3a)4yC|3
zYLAOXON3*Q3fyhzL;zWQq=>B%2%WxSs}9Hg#bx&MDhyi_99u#x*RmlDvX6H#fN4u;
zm*12a<Uow&(xvC^wKu<F8;_q@y%8s-`+ZK}st2pJ#Y!nDbCJD-Q3>7L!^@z<p}5)E
z*caRvgKGK{(H$3peUGr`JqF-zyY2g$qn=e>7-}BG1+2XK)(Dsuinb--MuxJ4;F`t?
zu7fKm$f;)U2o=6}dNARSQas*j*mj-M$_nQs5`$Ad7$8|NDoqdU>cu&mD^J>tgydqe
zEGDHik4B$9Q-(44UjR%Z1mSpfPP)uYFwVd*tcP$N9AA-8c^Gv0bjU!<>I88dipj(1
z8OBPgJGM};{bY0Zz_t(SwzuE3)wN}x{P;<6wKJ~^SCn7r<b0gV&d@!9+xQuCA8%jO
zQErDgKMmC52ps1O;xM9TLXJDk<3UH12D16-Z6BWkDLzlb9ioihRg#;#xF?7sW2Oe>
zAKLH)XH0iB{0qo>PGej#!9k7klp$;pU-EYqLRQ9itZW!Me1dycnWqxDbT1R}c}CO;
z+&xfn;(+id&8XkN2pF2(A3L~MlRcT;fJ=5Cs>p+@@b-Egg$eL@T@M9>KukFBL62||
z)=?Z>ppl&~R`efuVzF4U>6sZTmuq&==-OVrZ<V=qyL9cQwIu}84||=ypM~HhO8OD~
zyV;abC7#F&q3}>9stCvp@x)PokFxl+n0|N)I}>{Gbvyv+zEF|FFoBhStUw}k1q^AS
zIE3W7uSh1hJSIjzmqEgpuk^YQ3>sV55O&=r1s*G#n1thbKo9)CEad#em7ozPg0>5e
z5<<DUjW42EX!mjmkGybHHL{4AvLc+PI23O-$Cv>9NGsDPa7dT?g*)PrUGY;^gj>5i
zcG$b8Xj#S8m@~yW6b%-{=jqe_G<k8MI3_ea4CPND3s}esh;$S{it!U(t2*<Qck)NQ
z5oe6I+&)sA(HN|{<?tYTq+M913Xa=Ch2J9_YwYXrBI}8L_pKk=$3J@Hi%K)aX^jEV
zMxy+r8_Lb7oTUU#qJ%aK<KfOhaw7P!R4EK3agrvwepU$V6eh>vX6k6n{yD<mpluQX
z!Jsg>O)3~zrrVHG881V!#30~C1>w&PVN<`LUZaB$Z`!Au1T=om{5hI*`4KKYo2AId
zK|*V|CqIu9Gc!blI1;AeOP#VW7kq>_Vg*O(t3&&~UEjPZ0eFhWshRFz&svSU*6(bo
z12i>Le(0ZUrl%K`_b5;>11XQ6a=}Q$%t1Tu8-|8{6%L(I?p_{WVL$-nv&)o!HsZQA
z;%%$L6-os$atX%%f*hZg6i#7?g``>GMOY;N9ONLj$tjr9gsrSTXAd8|ZN=)T6^c9}
zBBr6)tzVrcfz9*aLSg!(r1<F66RgxKo>EO^R6>3gQCEY65b}n5!tIM`ahPwaz^AK{
zgz1WeQt03mHExRN_D_7jFyk8q_PxHvDG9?8W@To(1D~5bZqbLCb-g{XyN{c;z1LB`
zC>MvY#FivP4@5sGhXDQDr3JfjWlntVP<f&fU}_-{P#3Q0hjN7wLmol^=E@zmJCHAt
z)XPr>^Xi_Db^7yP1!m=ml^XahpAH#(xz4T8V0(iETS6<GfBF-B{aH_C`VgFU*EaX|
z{hrIFCMO&i<b*WWy%l-EuQF@xR@2jsd?fG;yTKJc;CL~TJ_OmxyBmi-(xV{mA1a&^
zs>e6<OAsd9vLy`O#&H%wgHA!?$dmjWFYMvr7X61GPCzP&<7M2?-I$czJnthM_a~&x
zK?~|N;mFRH15CLNb2z69ej!PRU;e|-;|g5piVhy_!5dF<^Ki5UFL$yhrJuk_AzhvK
zbCqZ(f3UJ!_`A#4AI{RV-+6QPmmYEAm#Lfl5={t%-D!dOOx$B?43|If={q<_A0qy6
zzzifC!TigHyLy?>$8i(~zr-QsF@-g`^Lr{`Xww>dJ5GLnh7Smde?k9zo<UNJ_@(-x
z1Sqa3iW?1@cCf!`2M13S@>INL!q(PSoxgS@0Q0PTv!(vH+470H^D^&q<WBi;-XE)l
zkpXffp-4iG*E{2bT*!T3h>x-YNts--VJyK9+$6wBh~(8uHw&D$UT_ZU<?R&Ef^-=t
zNCN>GaLyu?1$FoktFYil9{#d0tVhpR)PX~yi?50g`#!7PQFr8P(uL%h(4XO5f>Hhg
z7rT!$W9h*=PmU|rW#2JZtaT-PpX}kObc<5r@2Ar~Hgb&_Awv+2E8sXg!&t=jy?9V6
zR?DdiR)+ny4du`8j3y5#k9S^i#^MS2C@F4UY^9BRU-EI4auHs2fSYGqZSMHQ57aYB
z<1YTk51-g`&t0+Exw5xo^21ocO(W!m_`KXItG6%z_sHDrT0}n5{g?deS3l_P79L3_
z@6?M@^>E?orsS5l2>PE2=jN=RQ-sXpdy3`fdCzbn3ja==5e)6FC9@hMgdK<IG{h4&
zG|XPDW2g~dG(>kEh6%<<qXqInG4%Wd;6?_RSTO%!TnM3Rg=*9XU<ij9Bg{o{$r}MR
zK1m7RlcCWv(}ele<RF1Xg7E1n0?)KJ<of<CJL&I9{%WgJ6s*^2+s4DUtlw+-%@fn=
zV5B`b=}KT`RhNA9V3Bg?SLI5biw^DszB($avfQq)wSC|B!p_x}tgn1<;W|BZS^_G0
zm{NSxQV8sRb(-Si?REwVs)7}5JB>Spj}N=HyuM-|eegrYacawpYcA{}G_cCzw?xQ1
zGuc&^6rTjQZm({C`ltWQ-u>WvR$Qps^J}mBL4rdrAMa=eFQ&yI3--bGod%k{dwf+Z
zm1cby5r476BnTrgG7wRFP`g|#ShXz1CTW%@QekF()tbuAy^ed0V|%pOl<>$Q2*QX~
zDz`GH{Hj`}N;ai3uFg){tIw}$JoH8=D!_PB8-m1CumGA+MsKFkq~dl9_WUYpYJ~j3
zzzFQ^QMjRK4-t-SA%`M2xE$DEZ*Ze?Y+E}Ge+Yz6x~yb*I#V;&?wzD3KToX5p^kp+
z?IvPYl&M1wW$@1ZOl8h^8HqGAc(O2c|I1k){~ZCrT#;G#<R>C?YmRs1JcQ_nD93c2
z-gg!+TkwHCL0f?K9QNq7K`^-w<8_N0BXn}&Pwtcv|G)+*xhJgnKl{hO`+`gVk&YuT
zl)1^{(;xlBapdX|M%hAejA-1S@J}iCB#?s}<Hx<uL-ro(`Wc4N|8PKa$8dKXcf~K|
zJ*fb2QW?%E{G8%U=CLOgUSqf(jdan;y`Wb(jc}66;CLu-QvD8bMrck_+`RVjch?9P
zKY@N;(dVKr0zy}K)e~Y@eS1R_?Jb*7U*l09Fxfm6LLz<e#M6T{(5Lu9)scXE(5_pf
z+qQOnSN&<v^9G-ppPzGn+3U2dC4TyFW7p3jgwUjvQ(nC-O2t?rP<rGm_N+obctjEm
z1zErfJo3i^i2jovLN!!Uzh{;69Qe%@jz}DeccLs4W_UO^QbfE6)9mL3e09@>JL3JT
zfn5FoQJXD-epn6RjVJy!ZhAJAI}R4IErR^8$2bZ2z}a}t0&R#qgL5YDlN>ZG*x-0y
zMQwS!{-smyq|3Gi_KK4M?ha<c!{j7ln2-?6wuWe*@Nlkx^DF4+7rqCY2?TEBQ#Gf_
z2P@6obU~On91i~$tyBJdK|}2-+JnM!FR^dA2woFoB@e=I-CDsXSNCr}vP+kES#M6^
z*j9-keyVXpVH6K(`1T)#hZ%VO6S*=q+%Ey`Aa`y2@$ptime8`JYol-gv_|g8ig;Zy
z4yup&Uv@jA0yk1ZM;Klv%Fhj=XZ;NTrvpSug!pmb_-Ei5VW>2L6Pv#w!9P2skRJAv
z;KV=a&{5TR6+N@n!AaeYkDf?~dtV)?Az@`sjbmQe@%VzbC>Mz72)UEeVGt%^!RnlY
zx*8>d+o~GVwBm!I?%D3vwmrP_U3>iKN7gu~+wI%$lC1m@;ttihN;3C6Uvby31ZxS1
zP7WcmqROW`p0b1<+<(b!5eM~05)65GW5zEa=TkeKtKDq+$z87ZA;)w!_Rta5Une^1
zizz@QRy$ZlX4ZRbmFk*Zzwxr|ZQt{{;Ire@v}Vx~-YCDXgiC1WF%O<_?MQGdRTq2@
z*B|`be`Ejp&;Gf+ee1h6U7E7_+Pp2!&wKgmjXllOMNbaQov4%P55bhXgAs;@dxR;o
zr^8ij5`t&g(hw`ce2x-<gSo3z_0GVa>~?Lx!C@0IV&%u#n95o#DjnL;pl>USHM@3s
z#UHmwEhC7Uz-cVV?JTrlKvXfGM}5yV&Ixco4}@oc#;en11*+#aV{mY8pn<O2j;n=u
z#?@DPRo()#e*|j{*lpF9fA(Y5SM;X7ShYS?dGa3dyh8s;Fe()=W_xCsv)EWE<q%bN
zFB1d_q9iyM7hdB|G84xr$uRJnRgNvkpOf&kaCbj93X<n}aOd#zKa4p0Pxc2f2CY%t
zfg2WV(qQ^HCU-Pii=18I=K|ar6}TDB`0<y_`r-eKN<XCFde}!WL>W>n>{$)L5uf4y
z3<!TOl~nw>T^{b2BJn%}Ne_Ft4^?=CUsmBHzntIkFt`UT-IBn=I}Jwo*?&~>1j#>E
z<K^cKOnp=Rhd%F<b>|gvM>v7SUVMK(6H33{tCt>nIHYg#GTWi=<s>c-qqzM#F!9%Z
z@6dW(O=6oN2m_JdoOambPV#~JX&l}HBe3{Yyo^IG08`FXR<8po#uH{fich7JMqUtR
zNAbrP=v-V5#05T_4uLCyuM$U?0MbUF8wsC(bwHk!AB}H*m~V1XycZ#uMHb4#s<g_H
z()TZ|;?KDp=V|zCc-qg$9<~`$Zqa*KMqhn~uAFJ%8GX`J9)%Czo}T8Aw#FN^3wcOI
z9mGm5tra)oWSax&LSrT|;@jLxq45R*IzK=~`@+tGhu^B9czh9yaY^!omrHHZ7s)(E
z9`EAelVksS+iLdg-u-R+AOGbaYCK>8Ee?V+)*Y*zIyi}xzT)Cfk@4@v_M(TAL%2Iu
z0!%3!Dj|}u*b|)X{6<|wJA-ED6y;*veWoI84j=0ChQB%Y3_~n8Bz+8Wg9pM0VKIw{
zjvdN>ou~o0cv#_$uO0+`8r0kh9)<|xx`*@X&o2J^EO6XYX0*}hVNG`0kg&O7-R71W
zAura@snxOQ^kC2chLOvV8k3iahNhY2<W$=`U$48ZM*lrKI=XGgy?M2r8+P%^FWIGQ
zU$oUr&$-~YvT{>l6n;v=pJw@X8ZY2Ya{GieBnTnU#g+|EUwNM5l?ee4fw0Zt&i(hS
zRIW<U<B^XU|J;ti%+r^hRvfBhl^2E$L-L0j#6Vc-MIeKbAcS+>%hXKS1@&(CKzZM_
zE0<r8KlSCs69mooI}&c|`_^jLmG5c0a`hFva^b2!eDUF}@7t}9-?PWt4<x8QvBmW@
zTfcP8TJ^Ra4<yjelw6Q5XvXa~OGr583FQ9aK>21nf=a413e()4FlAK<uv~`kt9XeE
z9E)ZLt$6Zs`=D=KjSH*?G4P44i2ewW$G*yQVQto~tkrB~R)RI|(31M|@`T1#5*%4I
zqs{pqY<HKE!C$<SkRC!U16E=vASo{Yw1iUF9ELaRyP_|9)ChB^a_#QbMYE2^3Jt;<
zfRFmzc)@;QjsPB8y_K%xk)L99!Iy)PWS6IA+fC71Lh<a<1=Uek$&&{%ArO-H4KH6P
zGDz4FfHX8E2ot|3k4*-TE1CIm4U^o@LryDMTm@R_ISeZoxH)*3F(6Dbf`j=?S~5nS
z5*~K69Cv5}`Dedyz-4I8i2V9Wh%@|*J))<lB`5dE{0TR-r1%ZIz#X~r6Xs__iW}ut
zen~gN#4q{FCQy>u^@Nw)LQnof{b^9E06E!Gm^1bf;5_uo?P%oSX8+5&{)Tueila(}
zJNB%*^N`No3bJ4RlRZ<z<0nkU!5#)r4Q{x<wPE%B9jg>M?T-KvD{UYmXdFtwh{qVX
z5|Zn_;>(NQ0V~0n*Evs)TH-mARxVE2;=-J-;Bn<v<DjX@_S37hBTybB;0^pB9sE@M
z)df=o)hMH{&f?Arrk8_l3;ZefZiiqhjd-!|dmRdU8Ss<F=X$KfpT{JRn-y?`uau@E
zk#@v^pX(mUUk*qM-ZwE-)|j%WGR?X>2jM6`r3xWfxc+68G+De*K0QxClb;4+1s!2H
z4%;CZvu$Kzf~)38Nt{&7H?MB8JpmpWw?o9LE_4k(1f6Ir9F`Nm9SZNs5Ab*-V9zXS
z+!U`!!nD6_ph=W}UzD9Mw(w_o|LG}bgMuH%Guw<8Y=fZuteh*(fkG;uEF@J*WqbM6
z=jDe0uN-KsVIhPt(2{t(ttg%mkax0jwm!p3dLw^~KG(ue_Ru1}jE~tT8p$t1l;e}Z
z<8VFfz|ZZ<@Tb8zfkq%l+F4c!5?}mFLNo$+NC+!5z)y}i?~MV^ud(qh4s|>1KJe`V
zN4+Ovn0M7#cIDqz^u)!XEp-45j{cd%Ke;nA#GS^=40K-1w=c%qR1h)O@+GS+R3rc{
z*wV^%37usLv=uAY79=Pg$j(8yfjaJi;@}y}13NhQ$m%<9i*av=sW%nBI_iMVt<EB$
zjO$%E7}l3iRV**q!OpJrPue!<9jRZRNC+$%cO5b)?Co#c_U>k^zUl`-O__H(!F;F0
zu;To{sZ}cRVqB-$k$`;SE77b7(@~%=ou0#8+nXOrsN0ngUbfZsi?&d$+KsC>?N`3~
zx9vaq`~QXg@|S<j8oPCS_x<nNzx{Xr(th{f{WGigcC4u|jrNY1z=6sIgPKyFSQQp;
zabXjNpmfy2dCC}pm<3T7k>^nLIuJAN9!*FP?%IA`f+JVd$e&p_Z4SBRSag}uEc?RB
ztUb40wS`JNxG~%}d#+ii73eoRO852ytvJNT9%-?2Inz?)?8?zXbMUrAObWvQ%;z_@
zRvb#Xu0glo>nd+Yz7?XYi9!8v(l+;-E-25=EvRhMjz>#kuVS~&XTX6b1vA#~wtNMG
zI-#5hXrwpHfoCcMEq~lT%Ih%iNrh{`$P_T{!=KacS#T!p44K&`zcX5jiAMO0uu&g)
zB|pj=rYO6sWJutQ*_F)64Z!T~VO5`0IdZffKC7W)Xl@K1;r0}V+mmv)<SvKoj8X7(
zxf~n^zfdErh$V;1Hjghs&Wp#91oUuInR200yw6fTAYzg}93aoYIQ}^}gBxvOn4NK5
zKk=6#;YzW^iEL&+^zbGB(vxxxe~&AfrG}G(tP7&Q(K96$s?T-1ZS^6p@{+Kt{?_es
z$8FaS#c{<KcL&46e5IJfak8@|A?PR`D?S@SGb_m)oQs<#hHWtc_&$*m?>QOtR4xfS
z{;6JqOd6s+3<8CexQSexgGhxN>19B08i<F3Gje?zh$mKBXJjD`1SeLm`C^1ZkdC~1
z>+;B;>8Hi|lK^!kp-?nCJ=s?m-jf+Ym^6J!LaF8QdCK}>K_?5wpAEe3lgf6=$n*8S
z>P$J^kL?R!FcDBzocG3a%-m2xeo2?{-YMd3MY{4!yJ0a3ng{)YZW>&b{ep(ciVOS*
zuy{>!Xq+3HBoq_M_xehC3=FJ_BLsGpR}&YuSdey<K}s~?i$hQH0gt)t?RV^tzVSWl
z9x^G?Sg1D3O-!r?JAe1VdJIxD{zGzJHra?D`pA5~oem*&c3-qX<ve9jI1jHhWAzv(
zXr;2@_X#S4hYjQB3V*W>(21x{QYY>RAojSE+ns@{B0NO$loqDIAB9Up;xH2QV4C5b
z@$ivhXpbt1^rAyP3;a!Z<z>>hB(R-8LfPStwdx=FO6&aMtBPY@jl3ns$mQU4sF>ON
zrP~8_ZZRX@m#dEB3{f*xwiFy69Vm`DE6iL{xCLLSohj6;TDzt;PrfA7C_WCl9V6(f
z6U`LnCH(xrHXr?uwzct1<>Q_m>^-o?!6Pq6b(RBdihlwDP2%}s(?0s)_wDkPS163_
z?>>^Sz3vACpz+L1$qMRN5M}eph6H>Gh{dwfJrNEwQ?BSLD&KOKu!WEf5z5tgJ+FDN
zX$3KZsTs-^f+2S&@<#uhaMo8P<d<u{Cz)*`PIXqbXSgGG-M;w7FWQ^0eNh7GCDG~B
zcD6U{-u;hkXa9kiz+;=Ottr13#TeKt%th#;iPGV)7%RFQoGYRG?Ga)yf@8(gks!RW
z-L)qYhS|$Yy0jDq)hW@jIB{(2%Qd@tb;VZaC#_aEwOJn9po}U*9Ex(XIMAQH%gce*
zLX)A6;hBdgtT3@ZIfQlG{6Hdx)Yf3Keh^EFJD&4tWe(kSddJpk^*o%vLZrc(tJP*y
zFGcacYH7-5t0n8S4#cabP3UTC9bYXz7A`9s<x17}nYZfuK1fsE#kEVms=$EYy(yQ)
zRc2DjF#)aiEI_dU^c;uVWN|C{&^_?{6ZO!H0bHeryW{7Spl0~_3d0%yFpn$!I)3Cz
zb%C4vDW+u3IOF*44qgIG*a?#-y#9wS{^J4_W_J&OS^)ko05kc^d1g>@&j{mg=ODs8
zO9lE+4e?UGP&sd|z>}_gpUG!ZIiK=~-*f&rpNab^<-uIfD#B#*2sZ-)ACSWjy_6YW
zfy;j>9BNcw9;yF2(Ep^lzx0exxpEkQHsCQ2-BPOv?*s~^^bs?;W4KjUAJSxztzmh)
zg!lJ^%PJwlPh6SSk+5`ZZS~2cE;mPT?bng`&%m!YtW`?HZu@)t{^iMqld=2(*-R^+
zp4NCURZ|$+4cU@_Cca8L@|@F_RHu2hn8gf7bk0M(!sEak3K#M{N-CvAy~dtl7c5;6
zh6ZTqHXQaYizgtE`awOJ$M*}5=l`b#q9A^L$%_k)t{59x6;J-2rj*L!dJ2OY7ovU~
z<UF6Dz3&lbMHr!!m1^P^?YS1sYead|nB-wZC(g*^@U)A`>A3!sg$dst;rYc(911(7
zxD_5jo12rSrX&Q54?Evi-o0<CUxa|ITJ=Q==uX~*f-Jxv^^x*II6hVk7t&Y=QkW)f
zvD32~FFbE^vom&bq{$t8LU}4Eynk0zdY=7M2GW4^{)1a`cfjh|B22iCXh)t$?g7fR
z?EI0({KtRtWzcgo{(jCRgPYH)pW6d;<3u|{Ux5#R0RHle3Wea|oWU!>|A|Y)&f$jf
zMS!S4{5=E?{5vF<6eiM%K}`<hl{W^*$GZ|-HYIrcKmyA*G%MRu$P?>!xGV8kLZJjb
zb%N=_i3E>_)@t6i=KdWCD|~L_Lh+_>_a&@u*xvSiYd3eT)!3JR)1NbDHJL+lJeNEe
zOu9hB`|6eIqL?vExuKb6OC4lWVc(aq`oxa=cdc2!ZT-%%1as~wY+CPVUxHyp!tg~2
zT`&PYr#I}QkKVPFi_3O#?V8Qat=rDd$JSu~?rc>8WLfOCptNSaGq0>)ux@Wpv)Zyf
zy8E#`esIU;7Uos9l79|7I%I1HpPwY~YA{(?TC>Lfo|QfCa;8p1%f0PwKcTy@uqLu<
zaFJpamwK3z@XBf2L4P2+O<29YWBsG99kGW>0DC}$zYGe&yF9mKljRA&z<z!GC0krv
z_SN8C4?#18$SGcwD^6R5{lW#VtzptYS_A8gc^!y051+KHEy0j|#JrL>IAKNS)D~u^
z?d6v*+x3+Rf1HE7&o8i-EoS}P#No_YW?DsV8N>}^qq(>uO$BCEm|G;`@SM_7xSY=n
z9*#hA;}AvcE!V#$7M;$K$|eC_?ZFwga2e>Xtu5G>Ub}2xdU3(7ENP-6M*HyoeS5OG
z<MB^xLd5~eN~PvP@b30w7qnUJI#&3_3s?OPOZK2;VI}&a6m8$jf|xMMXLOFU_UJeC
zmGI@)G2G5i_&H$3bLf!LN;WrBKIuUor5-5mre7RGr*DpIASl1#!mq1wyW$1MlXu6!
zLW{nR-4h*#_4wRRVU-a_aW`l~zTLr9{^LLWFg$uZZcmykB}4tYmxDsO8U5KxKVeRP
zK;%~7{^()OLLtg=+<#Q|adjSY+@AzQ<tdLxG8QD~73F4kg!bV#bW4!!XI-&JZiitU
zA=xqIaM@q@wAXQna7od3A`-WbK=e}By~hvYHVN?nR(;`1gl7eh{hhwDD_nUSFM)BD
zB7#V}Cnn3}^`tF6eCU(fig?e|Wc2y1-IgZmtoB7}<3c6%l!YPx^etiV<b)Ms@fx-}
zc(x@F%j`lfW$<>-DkJ4#s|0bel87*@a85T_rGpc+0SABTffY+u8)<*kBf@qH2mU0h
z#7BuL@I2CuIDs7BUj~M8c)q2Ro(p{d4$wlH>L4I=cu_9bXMs=3YuxM*i#+sF%1W!6
z;1Hb5kse#+LICAPCAK$kD-vU!uW}|H&U4Fb?}(&mi!8c8Kk5FZk-FmikK&S<^BdH;
z_y3c)qd2Z-(|AF=OgwzT!k9;WuxLg+5jX7t`FoPap{yPaP9y_N+V<|Q6(>*a%`d#{
z@kNZM%Eh$IvI#xcVo-(nym$c^WQPiXHx<VTJof}NRya-yoWr~CFs@MJW1J79a*TeR
zArO5Pd1SS6Z57++20t5NcwfSBqA8ji>D)nWhhYWiFOkaed_@G^D{X}DAS;Z;KVf@(
zs!19PcquMNatJ-I;DlXaNi3mwif&GhG(uK^C+Q?Kb{G{*YsaQ1j;yuM!x-;KuqY@W
zi`Hp%Bz(MUb4%A0j!$51HQ+7vZ9duGkU+blw0U=20up;kdu=h|$JTB=RM@&0;=tyY
zt74E6q^IU2jIK$b6;A!W6>C*%bxPLi^)w@Vs4jaffpFG(%^#`nDUH(^36SbMg;`DV
zC)APIzxJZ7tUhmr(xTjIwq4(}NB2LnWeKFuU4Ipxs-hm-{QSDzefWKKrYT#PUr~qa
z(Dv0Ad3`Oe?5fQxj_Fz3-u}Qoy7i6~XIHIS;Jx-mn?CK?)PT+|L3(D|o;?0Yg4dBP
zEsG8kXpfH@64-mTJh!S&e57*CdRm9ahxXvnhxYOPTXt{bk$v#-+xGF@_a)fflR&&J
zfv{<fMqNVfw9SZa>kC)x)faxzE=i!{{@?E5gbz3X6Xuf2TqzZ7h81)%d>4krkTg_D
z0G<%z;Ij2&D`+6_yNJbHVQ}-MQ+xU5vdzJNV32ZW<+YghSkp+NebFXpJJCY&FN`g=
zXCN?huy4ZpYBGmXY^`RsHW)<U0|h^TNc#(BNSkn0ulP?-#6*>LsazC$KD9=xYg?OJ
z685Y1<(F3M($cZ*9CYpBmImf-!-~rI#x~n=VmnHyTvNL{vfa(cE`)Y`e`C)D^u_h7
zu5&X7f_!2}Q7+FSj4l|ycLkhMpTIl%RMto3fi}?61rzUk?&y9%^zAYHqz8_ar!5@m
z(L42*;tGhcK1t<21q<K!&48cR7q|&LeN;B*kTR2JU#U!r9N-=ZN;icIVG}pjUPKQp
z&QEYty~*IYOgN;U!vszk+~|J-;SA)42r>l6Ll5H+2s@_8n`;>_;YJ=Phs>V+K%hp?
zgwK%t_4A1;#}Rk{Zq!e*3Y^^X=UT-u3I`pP+7md?#PgT@0Zf<?QOJL;=kyc$&`7_b
zJw}|-GQFUlru#c0FbbCkX{<a^ek>l$3!3%qP3Id3xu=?tGx4NPvt^B2Z`h0J+l*xI
zc6yrRYI3Q`<gq6I9GvF!deAh^D~Rb?t9_*Sq8|Y<@r-=4<pc1mD%I}`3h3Ls++X|*
z+PGlKpM+RKy09gagySe(=1uTFxk<oEHSTIuzp^X7N&ozwRvTqU;PqDLdtNz1kZ=)1
z)5<jE`0D}k1ijd%K)G;Yt4J1%$qnVoWdNPLMSezQ`|J>5l*Sb2YoGy>0m?`|f^rTr
zBfrG~x^x{LGa-eiO)wckkG@BoUTcby?K0#a&OjR~$_+p95`Jk@9v}Rjg&-DTBoxby
z@j(HMN3CKaL%nc|1@6#-cBC;x=^Y)h6;OB@KPu&tglx0=LET=sanmkeTCjrJL7%~A
zMmRFlLpXp<5nNW18`}tdiw7k2qCtc6Gz~YxkXJv9oqdM=+im`rAx9H>4naB*p7f$i
zjKX9nOQ!fd;b*rpe6H-V5`-ZWQxtMDZv414>2eR`Z~zi+_yto=q1`X+XCZJy&oDBE
z!R?MG0}a!e4vx~jL)PuE_p#@{*WIv#`VVY%{i`-T!*yJTwz%?=Rc9|-eg7>9xj(RW
z``cowcf`Y9ko#2$l`B@MEz7)YvkOah@!IpYdg)8Hy!N6ku3b~3WktEF_{!c<di(dq
z7Y{Z2dtQzIqSdMrIHzh7LPJpH&|9;<r3PQLPCMTn%(jYETU`Bu1n^g_R8xKqp4i=6
z@7vmi%Xaztb3O^ClXJ?I>w}85MGXoMtW>H<5L?qcU|PZ#9hgTq#H{;$t5z2!I4@`b
zII{b9-mwQ;?^x$}*Y-MX>srGeJ-KZUAHHji=AMMjo;v4Cc6vzXo3+})sswUYLQm}0
zhd;0%{pdS(|KSJ9d)>D~%vWaZ!i5*@(#7ZPxoa=l_3N+L#fvxX>eZL*`g1SYg^TMp
zH#@H~SCofEWq;BSjh(2Yrz$fpF-IU))rbai6#W>q+TCLb)jd0C^fkGV^Tdf?n8Tjj
zqRRQ)rCD2FuZj)|1T93<;*2IZ#N)BU_@t#a0(gH;daUpU(_^qB-a}0!*ouMfdz_sC
z2VU$Oli)}gB9`*O-MPf6pK9iF7~3M)($G>l+wHE+6iW8|l?Amk3A!yl)k@HBAE+%A
zZR<cn_#rD8s;`-nZ9cr?pM7E6tk@s+yFLL}xp-Y}VzUy4$APAO2C_ZnkFrPU^Y6GD
zD8cM<d5FNZ1S8CVq3vAU@Mzpd@njgekrM29+&4oG5&~D4GoI@SfzTeGo5z6ob0i6{
zIXQ;zDV#U5fbh!h*rVk*1ow9&+`!E${pc@n+&T&wAV>1#f7vV*Lg2FjT-V2<3Ul_s
zp5nsn4uSJ5H4Zt9!?^#*khGB}VFJiE;Zq!PcQ03A7~uwtht0}eaF+^i|8YGFpcw+2
z_L$<9VkMV_xt&M%tbMSn{$BEaL9Nj*={M}rL{LHX#Q)eo%ynCxUdOskP4G`TVi(*3
zF%VyZ?<jt$zIa}}6}L#ZFcpo*?WA9j5FF1r;~_Vt7s4$9n%u}D3>u*dyUe4yMi2{L
z<3bX`v3OQ=;EW?{5G4S?RwZ-)wCb7#Ko_!H@D98Cdr;E;YXa{eQ3fvuTQ|JC**zcx
z<tYCs-(%(a2_V9e8sj)=Qr<{!L}$$SK@(^uKFMBeC#z~i4JO(Tx*Q2B+7TY%8awp#
ztsj%{c)s>c_(62e=`isjGTIAcE|0P>0V7FIUF{<3Lqf1mO4zDGI^-p`CW6bC2j*M@
zrB|v{eNxBEhhO>n7p>cE+DxV9+Y&kZ;@c_|4}0RtM;s1SI{H%-UY<N@2fTRt3H~X+
ztm|*Yn;kWQ>`otyV}2fH9Ec|w1yLVo;pambuBUAhV@!%la(avtB^#4Iv_e=XE{#{N
zZccvc=<byM!qFYFZ3y|Z@OVXpDLO%R&JDmnQF(`?(c=MA+P7}|T`|g*1j$*2s#tCI
zqL`<I3w5CC?DGm*lK{MJ{oXybLk<bB4@|=B>?Mzer#fj_bQ)F~I-R;59BkO5hacL*
zyZ4n2$*V(5vYEf5TAQ=V;te}dtJ~jyWLu9PC@X60B?+3-1>4>F*y;_g)LOQ#I)Ubo
z>ck-cm1+yNx3ggn?!GHQ_^MsHa?^{&;})ckpf)W5s$5!9TvJxxdt}vxSr?r8hwNiL
z@l(?N_(Qj@!Jwm#CPA##5NRfCbL*~s@X=d#=l%y0Za=oIy*qwDj<gqQ^Aci}-lRIe
z7)D2K@4x#e_Ji+z&mY#f@xtr&+84fN7uT=b;@q--+Fz2eT`g9Wre^Rb>ab!U6Y9vP
z65ft_OgM_Zg@Y%DyGN|3ig}7Itjv~K6;_^@Eqhg}4ml*(>Yn%&YHjI^KgVJ;90+8#
zyE0$3n^$VSQvYPTZL{SGE0&7>ave-$xS~UR5vxOP$*zmJfJT#n-}R2zmJu_4_6rk=
zcv!XdSvErOq}&N`4sc`dGr-=&j)dU8=*<g6>|I`&D_FHs@Y#Q>QMZ!H+mreBqkV4+
z;57DkeTxKxFB7U(yXku!k449oi&u@iiU)jiQ|@EME|+f{Qh_qKIqbQgW$#>$pvABk
z4&8x~DIo0nbpw4NyM+0yl6%qvBLz#p<KVdbg<*&h_G}CHVVp^YcM6*zr{-=H(5?EB
z^1qDghJ=S-@`&G{ZXV`?+a#57!;)M_;Av#jSucn1fBNrS$TMbs-IUTB>YwsA4sP>2
zM>vOJ=Em(2GSdRLDC<at55LJg?mq<j3QmMiPS_)alNXaKM+l$f>k#QCvy^|979ZT*
zxNoifJ?8}o!|1HMaaAOHg#9LoBW{u45M8?7P`vN(kON>Gpv$XwV$)(g^liSR^)(45
z%`5<CfDdq{0pXdP_#Ly-#X;0p5mZ<SriGx=_~XG-ApynbWq^^(6nilv4|yVx(+r)K
zM||XkbaCgar*QoS3IsTC2+N}#2xY|mR}17N@*|}*BF}O|$RmHadAj(8@ar@f3ab&v
zPYaR0(h~m*AYSMZar5;z=o12N&@0?Au;Ls3V|mL55It@os}6n7G2YT+d!p)=hdU5%
zWhOQ5?T>92>{XTv0yu36(j=Pjr8Ty=sP-l+YMUkJ@htijd2v+ZiC>#}I_W%qalU3R
zy!gBw_m1MrhsH);Nd%8LA+5{f<TW(U4}vddz*l|Uj%PUfuYTeSygND2)Eqb2@f`Xm
z!w6lbk;TKEhtFFWR=-KT<#U8bci&H@5yb0m-VF3Z!xJO|MSVf!$SUTjun02*+*Fw|
zL{O$K1aZm4|A*l5;dU+#|Ew!;s<?j&E9IXojJ-lIJQ}1J=1E<`#&^XyIT&|pm0H<)
zz1!9}_&|clC0ktjZ7Y?Zlkmc$5s$3Xd?W!AA?~sS(=`dOHO=U_&yX}YK&AQPG5djf
zYS3+8F<x4`V0{TM#p0yzJKcQp$Zp;GfdtHBTbNgaksDW&O-~=&h4p2-ba}yg{+f;$
z_i;mI;tll^3A1hGY0+x)FWJJ<o66gD8yt02j$qvEhohie{e|pD=Y1f7e0%$j$~I-Q
zwMFHjBq5fI=9>zmnP_R=<`&m%c7Dbx>Nxer53Sp~Yuh{1_R*b>ZC65Aw<lps0wIq*
zT)leJu3UXd6NXhgQHO0xxSx|5p}bruDW6RZIPArP)(Exg-~}-e_FAc*GYB0^aBnsa
zl+}W*UbrC|tXZ>rX!|WzMtm4?A$YEeFdWrSeRU*EZtcaEf+n9WVGcekKef5iq^&O%
z?b5mgYYkoxpLG26_b<IR>wBA74fj*t(P)&jU?$Rh(DXmmKMc)<Tj9V+B>!5g$7;0b
zkHza)O7xCq8Eu_Q)W>1iD^qz`rEau()@W){b24f5rs|-7WQ)att<KG;9;Q^k9cy<E
z?W4Q<)>eJ_>Xs%AkMG@%JStM|9X?<WcCYIbfiHaRx2;f_*MQFBFiI{Z9KTLD2g;jG
z4$vWiN;+;GVzS+X{+R7&R!);XgcL#UkJ!ixapUK7cc2_Ng*%Y>0w(`W?zke%xEXW|
z!!S=n)LHURdVuF5AeG^4c;&$HNiiwe{pvmcqhAFbGP_mNaGaQYWa<i2hKTDdjOQof
zAg|dT`iKtCfM>*+A?TSb37+LP4*1jNK^f*vj-z(+SzuJ|$ht>*Cf!`N3|R3FJ=%26
zYvf6^##0vZh0!4y=$~gG*;%#Y)|<D#`TMqe|DIpL$o3)s3MN5?6=3cVW^n-_m>VRx
z`+I+9M^Q8teXQV3_|;p%1K1(~KSvN|5)6>vvu*3tYGw7`@|5$PUT@$le3PfscBsbS
z!j{6gfaUEd*?nP#cqlJ%M_Y?_E<UI+<ZL>lw0$pX+K#~8zA!RBpeI3?yKspoJaHo)
z1U^2^pQGJh5<D-&Nj}r6FXOA{&G$#k9pT*Z5I8BT@{xp3_EeA4^ON#7Oy?YUx%_V9
z*gG9=?3JdxDC$x?UuJT~;uhD6GVZY-mjmP6M+{!@acHE;j0EBkg3~q+#ToR5m(NIW
ztweHaV=fSj8Sn^_Kdy1o5kBKbgq@n25z8TM35UfQrKxeGcW8@?3pTC6jq@b5Rru!V
zG3Q};$+ckfwTfN2v~2(A|M(B>&DXBjakpn(<)1_It{Cr+RR&*#6VG)L%Irqmf~G2r
z++tGao(Y_$Dh>Y;mNuHgp$C$OC5{Zq$4x_{V3^(*EM0spnLZ!*8zT&7I+GbEi_<Cy
zmNS^i6@oCrM9iv&;KYyGaoWNeK%he6-+{31@8(ej10!Kr0Ud8FpeKesE;8pnUvv&u
z3<kRrMBcTdUR_LW$F{fr)IUWmF8;b*xbjsO@CJjn?QCpYtKPB~UjN%-lAJ_UgP-9}
z;3>a}fzR6P<MD%DO6vHC7kAjB#;3O#yZzvf-MjrGTfcN&VFtGQWW#E;WveWdC6sqX
z+js2izxsw<zIxSq?K{@*Y}@Y6fwd)Avv0RBQ?*L@Wm{hRqE%~4Di7sNpXfy=_Lfpc
zC_7N+<Q9W+ZB7G1Tk&=LW{UwMxtP?X^2Os7%sNj`H>`QIXZ?mI0(<W(jdfd48jl{`
zvitXU?3>@dWm`MDcH^a&Y<2aDz4^vh?8Pfzgx81;9qS!-ts?;*LA+9)wPOjcO5J$=
z5<!?fdfe&Boy0sN%-x=c{eeCA{2O-jg*PQ6YVy#dzF-dKH%F8;d0;StK_Cq7wU2FM
zvu_6ya*q)F#k|;Cw=_3xFI-!*<yp2c9NUi`p4g)&4J%hm_SM&xeXlW3n$qsPE)<k6
z8F|A$b%;A=23wdD4VqP0Uc#$$_)R)nBz#*0g0RQQzG5*NG1uJ0yv^y4xQ^9+C^yWQ
zsX>#wgS%=+Vvr2X`%O)n)JWK0-fZmq11SE2;L?in$bficT}>M5yW8FtxrS$de^+tD
z>wP?}{o0p*&1y>*)poYLd}m=~_rbso<V;$!dS6O@9$fyJvHj%2Fmy?MT0c&OQ9{Fb
z-BZ3;$rpH`gO+gu&ZL?AvdhqixJR}#VSsTzDlKed_%hO(B41&r{ymrH(sW2PbT=6t
zT|bl|v#bn`lj3+9#@!WaJm7ga7X{W&LXYf?>hW2Sir_FrlOtvLBp}FnU&6vp&O|r{
z^j#0*i6opMDg$un{+rChRZQ#(m(wI~zQ6Mf2uc62eXbh(-XHz0?LE9t<CQR~UMHcZ
zr#{E$YlPZXw<$i~wnOp4Zm*@uW<$XxsPcK76+jn;#nWjgN|-#Me4$|spsg=_$h{<?
zrd*lvy~t#_cPw|MH871YE^xu4LjVL^Fw}VAnMOz^ZeM*w;8GkA^tc<y336T1=ebI4
zBmjm&_!_XXeTwj_w(Ezr#`e6rkO%Hx6Cjv+T_FU=n8YX)uf(amzWqS`L-cTAGZ8n0
zP>i3PH_HAjf870UV;A<RFN9w3ii(h{>7Yy82Ewz<91MqVdcGW!v<V9abt1d3tYe2}
z(n%u=_NPUSNky9~mVEr+p$)zS9CKw~ci&?qEUy91)@mN!S8Ca!sJ4P^z`;F$#Y67@
z7sC|(q_qwjcBt`z+byaK6@Q-j;`#;q(i=DJ#hX{HzO6Chprf&7U^kw>WUs&Zl4OKc
zwQr3f8XJ7II{{gB+F<bfkPPJvpqAXx>j!h>JOJNk^L)U=CezR;$nA3+K5t?8XS8RS
z+ZKWVs>`5jqD&YenM~m%81qBNKdJK&!mykCFO1UT-yuGA15d|+eb{lHm4<g5F-e>m
zx!l0Ltv#D6Xg1#$qm)oGIkBKdHX&hdLv9ixYxB0d$t?_5?ecTKY{k;51k<tvu6h5|
zF+IhhyEv(Os)mQ~)@(Fv^YKHg?@P$+c5Qci*WP;j8+PgH4J(zF<5X*LLV{t(YUM=<
z-fL1-#oMt;byC7>gA7ZUT~x;tgHxWS3zuxBbU}0~DSs!%D|2)<W}Gks7l`!F>uxma
z6EW42I`7o!jF|SEW|eB_DtB3C$^~;G?r!G?60|;6y01xKUblAZJBmvJvGO!mov{~R
znvzg?VjB<lZD;$DALhFL+{=o`Z0E^+O&%U-5)tqB7mI8)nUl~vuQ<d23bNN0Y<^+Y
z<`p02wTqW*dHI6u7lgxMms5X!c}5J$uTq=gfeq?0Zihe+J!l-+fdohnvN6b>o*enX
zxSQ7(Y_3*T*@UioIB06nYxn(=)1@_@wT?b7qIuhh)`3HYaLKDqF^kp^sYJNyt*3m&
zz06RQRTyXplZh21gkj?I;N%NUKRzMSB#8ZG#7%e(>%fA!8jiYRkXH1*9~r^8=vUMo
zi<YrpxVgVG+$-E_HGCkCr?i1dTVB6nrK;+(+mb!A<7Ytj$i;S@{^2%ENe}RTBt6;_
zD%>)ROhCfHgr<PdnK<K9T=vVMl8&F7eT`yh2W_N+F{9ienTgB&lJ0(PK8NR~5jgHS
z*FfhdD2G6gHJr&2H5SD4KTjv<<AFVb(8C=pcL{L+un*my0ongq%746p$v7UL(_rK_
z4$pFX77WooD}K^5xLsk<&#RF^5ZMn%ZX}sQy4mv(F8-r1<H646@oa>ANqg||`_|Ef
z8{Wt&Fn0}eZCYL#ZgyJMYc*wWi+`|+N4l!-^tF(>rtPu^n3RxH5qQZLim?Yh^AXI`
z>i_T|ZzbXxlM2h;(pa@if@=~60iM>^PbgyXHi<9oF2*PL)o@afAZVldMsW7<2v&&(
zvis_#uWAx5<r9DMdM>WNav*DH%73gx!yl!mLw=OWbtVD`o?aG$rTl*iM7f^^+<j%-
z<DehpzD*h!p$~OCEqbzGCGIU@m+McX-*Bq~VWB0oR~~5x$uHcL|5L_NzSPZFp;Gb3
zG0JScle|D`jN|?#RApt`A1lB-C{-+$rDlX%lAJ)8lENS>XuM{@Ok)F!LM#{^^*Xk2
zVclMP{Y`uE<rnRu%nJ)k_IP8<zWdgD_VMk<cIWPf-F@`L?mvEFkK|5!xp?KW#-dbS
zxnxo~ZCtr+=$0YOBRk_=*ok$_UFNZ1*oLNYwDGtz{M;O%^P-CYK65}%Dii1|ZNdV*
z!N=w<-gwVK#1R;Q>5f>lEpWm#W)28@>R^N!_xB2?vtohi;m^>8pu!4n-Flt-{t0?!
zX2A-DsydKnW17vintQ^l*~0R535#nAL0n>R>O5TN&7M)rMKyN0NO<en-u8xddk2cU
zCwt4DJiaGkv1M1*ui4ab%c?WeRw-6(zP6-}QnjU(WeJRz)LE3DlRYujf&?mrq^3=<
zXXs>AYF#Ny=$7Dla&&6#wuB%RsKArMaBcxq#l(HWl%LgKRz^>bm{}hC7Av+EP!}gA
zK~&)mTL0W8dhgr9+^;K|6WiMRpT#t;T49<OeLhy%e`puiSUH)oZhJ!I;ThqkwVT|G
zuwkwGt__a%?e53#Sg%*Nh1DgcS(M-_K^R6*E@}c$v?`yN#00vHmgj#-!Z6o|b$XiN
zih0dQ5M&_oy~4^LwZkV$PI5Qenqag$%5RjCwY$~TIlH`Ev4h>Fbu|uDW-GqcpwniL
z@2Oo}W>&5`_ok*=6Fu^{Fy1z(O%wnsgB=5EPr@+!lo{BFgdiN4i<RLR9Q7|yybL;`
zYu?fj1E%~{7UDv<_CeWSzB*KMJhCGV&L{nzO=}>psNVTB>r7j5^TlFcv?Y2T59o9|
z)|c*sGnp0M;_5|}dC?!@Aic<m@~`lYlYo2-P57a(Cg-q?!sCz4Y2>(}XBe4)<mZk-
z2aFzStdHloP!SchgY^cT+zmhd;fKonB?S;TrmP7MeW(H>{LTTM32y{m!f*?3H|N!m
zOul3lkYD2FFLIK@N4!$1lZZ8k7I>Hu<a!E-nA`-di04^qEX<iQxH+qU2oh<2lFE}5
z51s%cU1Q8CmE~y|cf;)VNH}W|H};H88Im!1x*BaONw{u}dVU(@nw>LA2qN0?$$I1N
z2i9vg#KZf3FpkFycwD20z16a2{lJco8c7gVX<-H~_~_q-id+}*!z9+TEpzngYz`a*
zVL~wRrfqQesZySiThYe=wt~fHcZ6Zm3Q+@gB8&bQkBUk=`AMK+r8-Z*&eXLa+6bTR
zCFmug&R2c?ZhP5zMNMH@n4x^JLL6cLI^azHWOf0VvU(ns2dLu=SF~f*-6tIo556FJ
zLrB5-a*o3%`Gq_2i%!0>PMov@UW~<$)pI~~ptSwr4duxXJToTJR|zXzUO;7EIZV@O
z>v`uHd=9^}qALNnEJ3(jwvuoWYT^BS`8(|Pe5JRjv2Gf{mseml&Q+zC$|a3^QV7U=
zffesQ(%5;bcEa9YR+`t>*6hX$H|_d$jkg-B>IXZvx4UDTPoCJpUfp(g_BEz;G`_X1
zbtpMSS!-xQ#~G97uHW$S6&h3I;FnMVJ@*xKH=NVKL8Ct0SwNc{S`wsq^fU62X$&pL
zI}Se=dxkg0wn+>Js{{;dG)^)Vg9?gOFdAyuTq%q*!4%f96fO?pg_}5$`};~<a$|;@
z2iSy_(g}c}u~D6%rxP3=fEmd$DF&g=H#ph#*_+v{W@gf+=_m-oFvx}-_je`4zO4q^
zwsK`%6We78f9%oh*oDi#VYS(p6^Q*rir<A#rA_j3pwF`sNbUv`J-dJRmfs#gnGO$I
z_TJmyw-;Y}-Cr1E)i5^82SerBv8kz=ANFGJ@bSrxtz4`~=+(@zwJ(;rAoHB{Pq=T8
zgK~tAS8V)~xm=4gWvf=_tx}uy&I`@C7qO%nDl|Nnz=h6ziO>R?oD9^nBy9KF|JFMF
zZJV3_nkGB%+vejxwdLin+tT_k+y34kN_c%s?uRx%`|qoff7zxh^O~{#vHjV%{?Ha?
ztM=tDf6Xqe-<0q>Z`In0O|u%UJdqv;Ntgw9+g+JOAJK#B=GX^an_aOfO$eGD_5h!X
z(Qr-Dw3XRstU;ltY)am?db4lajh^z!h4|c>acV0|6}!GxwS#)!b{dCDw`kWc6s_Gl
zu^--PY7jiMufDQki_0^1EHittSV4!;`QaAPf%Zk-m;g9)<WD12|B(IK9Go-bx;M6e
zIH;`^gvS<P>Ww;}`EhK9_C%BLwnvj=P|_rche(<#JGWr8C9$_)YzY6V556dPdR-pQ
z;HhS%rNA{!2(~vj?0~Nd5}es9TyN}Y0>WWU{VPpq_`)k+wzX?7+xE_5<C$vyo@Qnq
z#M>yj3hyY-vzXW!HyJ&?<dpql;Gz9v!A(k;@>Nv_29<0cgR!_hl<cV&xjDt;ik~bf
z#c#&Z-&i~jvX0{b)PdtC4<Gna{%{XUWr|79h#6lxzJ3>|L)HT_dWNBuxM>Ip!SmyF
z6EKc94%wDj`iOp`oCZXEVZ;XvAo~lGvgYvMj-}=CyPtHKbEp8qWn871({UK31Z1y_
z9c(yq%74aov@_{M2n0>Xb!7OGqq*BKtmv3mHOW{0dIMx!aTx`lvTnCwZ~eP}Zd>>7
zTUQg}Zd(Gw$)TUjKkD!jT~mQL_>``>Qkn>(Fm4w>&k4ghsk1aV3*aFHb07N53{UZ%
z+WMtM+Y_(c*9864uNz|<8Uik#@kzr&`X4K&v62e!K>$NYOXWP?P}UMYD;VNe6O%Pf
z?ln$SxJe*Z7oGnf@5zt7tnhfoH&&-rUga&P%e8Cqj6G#y93|aY3IA!p`;b=x@uWBq
zf}O`8aI$JEGk5qR1p9;_An5Uvr#(y)Gc=jt!41-va$UgW!)XZ}<jmF$0pU15GC3uh
zq%r736Q%6On7|h~9%|u>A8Ab%R6lH8kV1GZ6sJ_r2+7C|s-h!qDS_rJxCmckf`a+i
zRs`E<^^8|zaZ1nIDA+2&tw9{@<bd{}+H05bq1{%P8Ta!q)shton%qp63ciJ6ZEf9V
zHST`p&6n-J{NMdAH0e85+8WnRdOjwxcbjdPvBItLlBp<YX#Btf+z+$=CrA!bLs=^{
zmz&-13_g%-xF_S{g`bOU5~D{qpsh2t;Dl!&Dj-y@jAR?(kGZ>^8VvD*=l>bUb!r3Q
zI=P)om&%i`Ob8(i3K51Yz)p@I+5XP|r2KzV4QECS?6Mk9-=<DWJ_BU0Z?Dr5u7tV5
zRmD}ZRujhBmO%9-n_IZ)`Q)Br^2dvFo?lXM$(oa%vMCSkR?7t!m*>^Ve)R6Uen{%d
z)#seSGdm@3zBiN@)PTF)mfgF1&t}RsE7vaCqX&=e8-M(JwzYL=&)xhDbry9<%}Tk0
z*!QdX%EP4ZU1C2n2i3S6_f!nBQqinbv(AD#Pp8L)@l89{<Y0e)+bWu=P7GiQbXq>)
z?Q3@X7wXw;g<v%t23``QJ&|zA-sNpOY%)uQ!K~Wy#phMFX?yhxU$T|;YxaY8zANV6
zva2t?X-}TqQ{9|OkY4r9>2#1lzw>xQv~7r%P21gmVvU2k?<-zdT~~S7KXu~ITWU;k
zVUxN;=xugSBnTgBCfv79m-;l#x~J{Rg_^CclqFCOY-6)-{UZeY2?@~%)YG<G=d<XE
z&6NgLTc}#E7b_%j-HpUl)iwE}jQwt`pd$=1Nbt$a2N|WWY`K67_`WM;fby|50_Nr`
z!!m<UJ+dmyL<e_YL00|vlgmn@qddU$SUm#BJJ+Pad|7><9U&mYtUL9F?QA`v=~}Z@
z*JP<>ExrOoYx6b+1D>5<w%X#FXw#GrIl%uD!23+{&l+VWKFqH4D>uxzWAc9I_?XcX
zUJ94vrQdlT63%&mCh>O`a{OoF1l&Ea`2}xi8*@*N&J#SYj3v#Pc^JYEd-e>2;|%3p
zVC04G$m(&RCo_)Dr~<=(-8`~~DIl9;fXP(H9;w72A8p*-;BE0gMwJu`>7ZPYqn<|j
z$l&G8A%}ipA6lhjbmivckRaUUn({mjj_(LbC2%a+ou)#FNd_vlr(|;&MiMZzx>MkP
zn!p4aSQ__jaCB(5-~O)cY&;g9fnW5j-E8<_;lXi7e31z!0+~8B!kNnC2TqY{6cOYO
zA<+~6Ob~fh`cm-nqWJCnLdBYzxO1S+4`?A6vT8dip6kMKRpU*~O63JB)|MpL&RKbO
z-YT<mR+*c#+WfqqtLU{gew@TA=fu>4m8zGlGQVmot7}$~FjcP2ioZ+XWG}2H%!QeG
zn_FHN@1IxvCGl5fjxyS;x20IAr9Pyc5&S=UdB-8zg~BHK1wc;(UB=uHhNBNMR<h+F
zr;Bh5ulQ_fpU1<_{%LMya6#Co)F^=qfNYTneoY=+7}fY_zRFt^@7Cm{IOAVmC&Yh?
z<%;6t{7lh#aiLJOa;0WfR)aMzO&7(_5rWwgDdp`_yq+<aS43IZB8%iQ4%KObRGG1A
zl`Vp^{!*)Nk6?j?uNAGf?d|VtJg(b*qhSY{upKm8)@-scC39V4^5K!SG-e(ibu_+d
zTsl5>%Jn6W@Jj6R(uyzA{qiq<L9#{J_o<Tu7mB^uEIiTvGVSCjBVNF8VSt8z2C!4Y
zFh?CL6u~_%srXNjENCOgpOZ&7#$TXI1fcO}dxjz5hUTzAW^|b3xH}PHKkJ5b*ny!R
zc;3MsVW?sS8XP(rofLN%-;o+}*V^^lw!8aX|Fq$sEi{ul?C)E*^~hI%CnXHdF1#cr
zvo7Yds*dx5EiB!%x%t<;<MC{x?>Qn3+J~=PM2AOMI??Q|s7_j(srsk=X$fPuK6=k~
z_73dEORw9~+=@EcoCKg5g^LEpWFj`?$34S*62E%mb*s)UNN{{)AKv@Wp1<*$t*%|M
zxy7o=tqv{Ww^%HQp;oO@6=SWa)6Fd?uVSvnvN}}Px|&fQo^~ZH-m(W9AKJZ#@B6iB
zCp`&QZ4DT`N6Oa&Yc(YBckgIYz#+Ge?@c|Duskz)P4wEb$M?Q%+Z!D*_?mah6=tRL
z*TiB9R#AQ{Vk+B@@7SQTZ@=)1ziA(R{EqGHJha7y716L{k00E(`oXTRax=B$pbK|0
zGMQMttjU35$}8n134-)Z1Sf7wXta;5$+m~?k$3P)b;gz#%QjyfNbsGogVu>~G|?G|
zS*fl|GgCG<H={5EmG9W*#gA+AstXC;z9KCKfWS(#fOV2CLMe6Uf--Ihwq7q%iWhv^
zl>aGTSs0EPI80v?6UR|?Dj@h?pK`~3=-WKvL^><X9$$)|iNdjF|9oy^Wg;$7pS0c0
zI5c<6N<p{nf-oyV-kkO4L{dAe&Mw-*3Qsa43@5)&0s?0U<g7V_8OIz;`i(?GPY@VU
z=7?7=!*CgQgbzH^&3_2%R)<J09P&ytHjm%^vP(w8ow|q|4Z~-A_aB*E#7br$%&9DZ
zJBJ?{rf^Db35K@h9ymE45ns6JH>oq}`X7c=#)RfR*`oGC8^Z2>?heifLfCMV+tD4@
z?NVV$km4SPgyu&1jsD!h-G4j?-}52-97OggS@bt2NscdTu2UoV7f5LfoQkrHT+Tuc
zM}OlHjay92x3;Y%;jphh)9!K}q#-`t7oLO#0(c$~prWoEJR&$k&^p7j1o3hIVZ8|8
z_bcK}vvXD3J&*v?<BJ__c+Pmvp4ULRZ+@m)wW1U+o7SY*OUeR;?=O|$RW4Pm#LYZM
z;vL-`kGoR2Y>TVwHZNg$&cFO2V2irSpHH|YNOAA%>iVi_3NGP@@r7&Q4*j!zvBXQL
zxUqsMA<(zKv8K+#&eLW5i2z!X7wSRdXV^)HaT2m>65`JilMXjXFc}HK)%)!j4L=FS
zX%4uZG`t>VCQf%l;KvQYF!c-Ja7E>Wgk0K5LGCOXu?-Dg%R~nAl<-)<;L9Y6yXo29
zP!=sGG%m5=L_B^@1bh}Tr2B%1(qZM8eZ{l0v$in5=wEp$G7BKwY0bFW>mzUUd~u}F
zYPn#{*T7!8X>Co~x;>4(YDW^8H6DoH4_E-<yQ9V-CU7cSS!u9BJFWU&UYxhD{?eOj
zU-3{Bbn)@b1>*P$JFH##IlalRkb~|JXaqC`cMrlP|Agc2p}UrU`A;fbL;YL{!^|+9
zaB3W}Iw2TR1wy(5KaS@*KZ)Q^3B%~#IWUcwQr5GZE02E^K7-q1>g#dxsX!u!R9kI|
zy*-@pZ;ElySj!TC-<5E(A^+QA5Pb>3aX^hRctRZ;Mgo%=3|PtKlgfk|Ju_Z4R3WiC
zr$lAP3x<F&)%VXUr%L<I$M0*l*RogN{E7tJH*8^U*%p^qB_!4qZ%LhM%0Gi}5_#HJ
ztIO7^?`Y<~D5kpX8|%OQ{cqa!D_8CLn_pCCq!UX3t&}AgE_m8ADo15@UU`mHVLHG}
zRWn7=fNO*}oHiq7$cn+*+GTa1zV#*icDoPkVE?Xlo4eN7+qcKtdlF)|M4v;OI+?fA
zqpI!g-L;+l2g;jC5MNRQpN<ub*^6QTyq7*@D-!UpDSuD4H^hXw8}ZBbjc@$Ez4zAl
z?9!Es*6VbfF6`rjeh76;21=R~EUaGgRa@wQfH?zm5*fJ`se5>;*|KKG?L!IACsv%E
zkg#8~1?8bSqZTKAw^Ki{o(7Fm37K(XmrqbIf+_1s0A8LeYLdWVLj>N$9MwLUcyP5{
z-X7rtqtcGaO|%|{3ItbgNpkeIB?aU2?GZ#LyW@)P)IW>|#Q+65t3^i)N(|1L03ZM-
zS=hI@5I=c1QDNBM2xI2JTwV167B_G-n+-8Z(U7pjO}i5wZLd<B*C2Vtx*e`mB36n>
zAwef+VRj%xVQ@^W;m>dAfd3Nzm>EOvYr|g*V{xKJtFu6uBd^MHa?8JNa(@gNWO0XZ
z^s>4M=d*F6vOV<VCrvqV!w6rH&G=*1zf&xupl3ff@;CB+3OtUCo9shuYAX53edH6r
zzFLZV3J=h(hH0lTk;9m91tfp}6+|N(!*y$fcm3JQ@e+Opk0pCLVD^@x=1=<%@26Fy
z6|GIJE)!M%O!Om_=s(`m<c>Z>Be2^;caUeq1K>kEIE>*4u(_||;H<|-Z-2)&9z3vm
z1HofgeXE`lOTrS7`rcLSDFXfY2qw3jmrsLnoNPvif2}Of`s(oRE?)+Z#8Whel;&*;
z0k>AO>fEdgz_Su)5qc4R5un(EiU3xUxj0>r;LJ1ZB|Feqiy*(a`n>q|qRr0|Mt%}@
za?hX%@MUsZ!q<Z0$6TpYeDckeUj?OCk?_qpF(qN#PE=3qP1ZOC!0CP(7}7yPFR`%l
z>{~*3<y9_hg@~8jQX8Eti5_Jc^P##_ucM0oL^xkB*xCLOtKBL8z9NhuOuVCUnN?m^
ze|dPSFeTcevr;S`jxft23^xdQJ!p~<iirvPe@ikKtRO+UsCc-Vlrh-rONy^}2-55&
zW{)tk0)3UQyqq^-GScytTpoIn5G+2<tw7CQTjM;7QoQD>vEi_36DJ268<{|nf3=+f
zW`ufZq~fTY8pSl(p<GHs;ds^bH-7!=Ha#KPr5I!A$&p4b#!=-9p;^J57EZII2tQH)
zeLPITYeEetD^Z2GxEH<-9@kJ43=Ka&!f<>7g9y<jGqW6{N-~B$Dj?giCjolQ-IWvH
zon)sn!khz+@TGetyLAjwjS4{Zj(*DOz@F5u8YiEfX2l#{QbS*r{abc2xUa?|hB&pP
zN?%cfT9jFW-U(N*5ndfj<(r<7K2T>L(1pcFloYcszcoM>?vCX8v*uCP?%e&6-M#aH
zl`B<yO@i>1Yuv+I@y_R6Rh^HUAo$Dz1&<GpTsUIZRw|3Rh`>CV%ptS84{q7z3zzKb
z<u`@XQ)g6%R7WmMi?Kll1URy(JR*cKW9=QPlNQSA$YonyTCw?Z%}S>;cJ;z#mAh%x
zQqPu_N;WrpECwsaa4Z^4%-P;9_i$1-D|Ykszh&!}U$CX+IlFLaUHKI=C@)KJtBPKl
z^@=(4RM!1w)3y#8cJIM`yMONk#a*+DE0^uPcfV(kA3d;3moF=C&==-K{e~)67Hod`
zqRPY|#9m?Lna-?ouz$GK;RcDG@84xmU0f*JVy&Q=@u@SWR%c*)^+VO4I=|`yCdK>i
z^JT@&b`sHgvBoDa#U}>ghug%ICdEMUWU>GN|MW>jK~ykF4*?ay6nY`F(x!Yit-R${
zge&2kA;?a?r<52B1I7d2P}V#i^av+>AED%~f$3Of?`gur3srpDqyE_|*3l$^gNTIl
z{eQ>Ds;{E$K6&Jmqod<P-$rpzSKC$oJZ2$}X7$s);<I}3x^JVPRXz(M=Wg(yj1^@{
ze&-<Km!GSVo9kh5^9Zny`ffmq1C!_$)Hxe2(#fvLETX#Zer`y<VT6AC;o@G|Kb(es
zBXd|sZpue;_Si5F?Ga~IZg=;m!Sjb6)*K)~%B7sfW55(Xqj1Ce@ZYeF=tdkFGvnwN
zgIkhc(ttn@dPiEB_BriQT|`d8<T~0|T;t#qo#EdI?Yuq5?GBzSsb>E%tYNt#ZzO)E
z4G&QjUVikG^8gC5^ZYT33O{=L+jjr<hnh_937>;psjLJZPtVO#Fiyq@S2&YSPVX5B
z3eMC=GDDkkaoT2QStuFU{(eV&8ewbIrX{>qs&h6w$0{(l3dG?mge_lvEFpyPQfUao
ztX3jmmDIO=HL<&Am#)5SD-wol;=vr?f_DD;7<p6~7?0tD7uNWiS@e}pzCy7@WNCHT
z4;3=;W~CD$X;S)xvB;w~GKj^BpA;y&ugsz=A0fEOin!+cmSsjzo~#Ll!)&aSvVR!G
z*@vL{XMu5=171I>Ti<$tazS_;hq^;-l;Fy?Kus?An#v>sAr|_=yWyqqamD~9Bfesc
zpbHIIO;((&$WBR!W(;Cgm=$~%h7q0>Clhws3SW&`0X~x4z&Jwl;?Uk9tG_Pr9{Yj_
zhs8S@Gmj4U#q;+>yPyYxF!IU-6A0R)#u>I;pnUry`@xBnZGI{pUohE9aanc#m0x~S
z@pU!987Tie9Zh)kbZ`H;e-buKK+rVWcy8<bdKmeIzjO$dAlJk2H+dyz!O-w?A`I8J
zohVUkIsqh<8WK=O>R?EiF~TM@icmv*|HbYB9bhm4H2lEH@r0|ulMQ<SD|<8obp*Lj
zPHT2L*tdS~u>_O4O%>MF0p>%vP$Tpw5l=On9$c5O%e7+9dk6D_Ps}`J=EXH`j_?&k
z#my?FcO=<a)#HxcW^2zLKKQ_H-}-?)dVJS*cemq)2jOu#l<f|U`V(2jG^<7LeDS7v
z!K$@6KZ!aa0i2iK(7C&~zP~NKWYxK{RV3(Lx%{%yJ&`I(fb2LgVTCegqvreLjud`I
zOu0CDqK*%R)%heSF*_}A9SjEu22IhZY2Eg=X0W$~w<O_G%wXb3%(iBWOJ9(vU$BQy
zHf&>a%UZn|b@W*cFcq6yctef+d8;?t_KiRNUHi^o{J!n&?Wl8aD{R3oTzt;{;E#US
zZr}gNUU=aJ7w{nhSFJ_es<WzWQxfFa|Hid(OfFPBb>e6re(QpS*M@}MR*Ts&6NI9z
zE|zVf#6ISNgzyR5-s}0QGK_=pbXsa^X|`mw5{D&3TY1C*Ntl_aA%T+vZ9M$J{m0y7
z;o}K8Q=33w$HDDV_>pg#7>Z`Y3N)|EamO%z-jrM#=AV!utWrU^voe3gfjkNQFhv+9
z_0jE$amwy@Rf>_a`fwrvy}q}r!JX63Cu%e77iO?h*~lM^S5eb`7>JnctXx1CZpu#D
z0YS<58-n+fk==dW4T!MW%`s_IV_~wp!!TS1{8%l|g1VHOldl_?TDZ-B(cC@b%g7+_
z?Ifv$ImD5{-Tc4`c6SR1V@gv$Zq-kwO1Ov0=?!6MIqQxYt1DUZ%6F(#&#oL@i6uH_
zoHOx7>wr$r0(eRemw~oF!VmZH-=WQujkF>R?qNC$pW@>A6{Pmh&!`NjT(==C0{r4X
zDp4+fxT}`J?D%f*Iz|t-z{e~71UO2@N$!{veKX)gDY-G`u-muy-uk9(KfVofrX}c4
zWub#Qmi`FuU-P6q*WP)@()#gm9uGV1f-PE0i}Mmn)o%}aih0`Rmao|S(z4CXF4)52
zf&}5XtF~5V+XRmhN$_PaDl5V2)99>Fa`t3?zAB-$WSbgKu3mq|R#(;}#7$`oD>;v3
z@*JP}DU!;fqOebOO?ZuZ!(TBiNYGxtxMrPt(~6anEzGh7BLqRN3G1|aDt=R?I7`>h
z0<;H&uF0ucjdd5~!rtVXWZxB0wj@7<Vzy%-_%bm;u;V%8bdb*bu(uFdK3n={Xz%=?
zAU9T~*^fM`*NM{^U)5#ID~Q&tqfg5ZA=m|B(VR&NV+H~)=TulVcHvn0V%uB&Kob#-
z6MfN{hqS1la=ENJn(}cC#r^+mZ(y%)y-|0b&P@-^cFX!5u1)LtnH0b3PjT_mDtmqr
zxc%@t+eXqPf^CD7Q>ybR$qiFAwWkF+YP?R{O}vkJ`&Hi61|*tGAU1pS@PWPd%1gF(
zLBeM=b%hCfI<>sdc<Ue2gW~k`z!cE$rCiQQIF3C=^HFF)av!gffN=P{h2fvcZ4!^}
zahpV@K#+7unDpbUC%JL07b7?}-16Tk9e4;Syc(wuhL{JMA*o@;j4a*bh`SmAD|1B8
z><G5!!X;OnseKJjm?iRm<okelP~&7EVR%sY)n1+`9t>JmWaGOUAD^)+m48o+>WUg7
zTPhH6BxJDyI@z`kE5GV+-R8a`M|jaJP=Zanz3)N@jrnwflf4MHMO$0GVe^{B&q~N8
z-^|4Mgx64KxpU_&;kE3-l~-+L^$m3}HNc~W9jG&Lc#nH}VK6gAF|Eq1AC$N!0ef@*
zuKmuh{ck0B^Gxro%B4=l)_{T-l9=zIW}7ERM_#6)m@RaH)(Ff#ON9FY8p!&cZ>f`R
zC@r3t-m{CBzNGRzQU3N+wncSlwpgs%#VcP`;6uCh?w{IwAHFTYw5J&{H&)C^U|x>B
z!#uDdX2D9gL_e<+t}*)XgAeV4yB|x~>shr}v%mXy{{w~NwhS@Mf|zi(XDjQ^+5GH^
z4HTZcg_&f)e7M(_Ytr@(B*?eAs+%bZ;T2n|O30^bCB#17+_zSDpnPiJkPzSRi!rF4
zN`--4zaqL7naHTTs#`C=S_7Bva}RM-aWY$<=M^9^4ff438*aCIVvw4YXqJ97n358M
zlpint93D^jc8uerz9uLzt%#o&(nw}T>9o0ZLhX<(9@7d#x(MB!!%5pc5YudT?YP@g
z{-><Y?GnlZ;yZH|p3`1fTDSYRKCu2_-%gKv&PcbmHr>u@1H?rjj(uwEaTdd`%-gG9
z{xy|pUv;kb&!1N{xgrnr8TwE3iReH4=vT`7D2`(=?6=Mo1&$-6a88iZ!CQFh->@RT
z#!enY>1;M52{1)^st<Rky-3gL2(V|-3ZWkyk4)})atzM+L^*IGE&SjYxI2b^hQix0
z41oW*J;DGPZHTVP8vQ3&ZIq4lybio=@iif(tFll>v>E8)ZqnH&&*aPb6}(FBF2H)e
zh>+aGpy<iu{G?2zRG$J`Z-$JMU6{^CJUMLEM`4}@!ce9Rqu5A`G)DOY<fih4Q*u*~
zj7Rn<E9UW`idcE6En<&SWTBO<R|MeCeMRFOk|?+}g*F8JJfsrgt6Xzu&;H5({r_ek
zzx!uk3Rg^o0Rg%a#%U?#btaRi5filWy!|+!ErHJ%<XO=V0@cd$w5_jRuwK7oAK%#%
z-!ItB7k|aKyOkub)ifTkf0QtO2utmUydZ#4Mg&_QL&RH9+?LSpbnW+k|Nm!ie(9_B
z@^d%ss4w26T=(RT;>-cXf^QyZ;tUUX<Fz+!e{V;sZgcZ<nlMk>uIxMVpP$v(p^nuS
zZ|N#8?fQY@e5mwu+Y35)e-V5dT{0b}X4Y->;`8EfEs<Juk&wxA|AU@{VA1GELLuWR
zg6f2y-_dyKhZzwB8D~kG`pRiXyZyAZGfYm+DF7?LHK*y+bgY=O5C#95N~^&z6TZSi
ztO7zOS6E7s4)r)G{@oNUIhfXNh{nf<RutaSGFv4JqT_;3QfPae#bH5%r@Z%fb~W+X
zS3j?(-ZqdKUBaLy2<6#1xyMTXq$WOm2|N)mFI3BF<x|$$+jBl&Di$>67bHN|d>lh=
zLFlG^aLdF|?@)3IUp19im5VW->);rN7&l*i@uK~o|4;vgeeuh$*xuHje`O#;UP5Ka
zw@k?Fi+}>!m-|xBxvtaiH0@Fl&XfwEpQC~Awr~cr-Rn!H6y)dPHi^c;mVSeDxzji#
zBW@#S%&cNTAqa*CZm`Q?knqX|H;K(nNN`eEY`)^;jX<KXDw0mmfg}ICq(;U*-RT*1
zgkx6v*rz0h1CudU%rr~)*LfOh?A)Hf3SmPH`EA?V`&a_jy47Z%R~%|Unvok@0H(RL
zy<<BE0G~i$zX$fCTYqLddz)e)yP5^=+QH6aMbY<};E{wDW_JTM;Put#?ZubBZq-@M
z+SKTdj<^%{#05f%UDT{{?cy~tpHtg<{6L-Vk(H}668JhQwK|MCD~I7&Ntj(&^pmKp
z`j#}a-P*oq&s~4TnG3U4pI|7jy>7>uBI(s&bn5tgIvLLHASaM?r>uBSyR{*~uPh<+
zc?r+gtXaRUPE`_p7L@Or=u;FESP?T=m%ufvS?Z)+xNynU`uat?aPg|bfd_ME^^?=V
zFemmi&)TX4<u82k7wyW$D`L29`|w8}+Q+v)v|As2VE69cRoJRsynI6ph9`%Q{G={r
zIFSH~(AxLsr#TcLHYXa@suJ?28FZA4(&=`^L?zgALRSGLteS^`xh^h<fl0Wg$h0%x
zM&SdO+MVzjgg9it9%g9H^=5rBI8Gb08cSuN`5_6>nNM9D<~#HW2I18f6?q=Y;eIC!
zxN0|j3B;#|T+bsng*lm+QJXxrdR>zpN%+LieZlM>QzbF%I}NMVS!*}zsux~B6jPQP
z*Qv28OdEp6(brhXi2g%4VD@XO3&MoZPc`7rU^29+y@+rMP7JuGoI8Yh<l=ElC%C7H
zW#m1?_Z|#x$`@vsb=VVNN6Sii_dF%Mh#$8AcXP~eM&QBb{XhAP!cq?@EV!<4lLB8V
zCe5kr8P{XsH`{@cInW5_)}WWn9+&4IU&?@A@{~ekgW9pWjc}YI@bpES>G*UEc-n*;
zgS@hzozLQ+|2PGB&Rp?FjM*pS@r!>p10#FnAs1^L&RT^l1aMNW10f-WrdS;(IS#{s
ztCT#A?3V!=!n-2YfRP#O9CtRML*l;p;M;F~)9Txg-3`7R5_1Zl(@OSH=${rwA!!y>
zP1@NO*X}f}(G*`4-??;!1K2CxXI(fGuYu>}{^)K9A1NwwhG2~Y?UyfC_a8p+8zhz_
zkRb%ICB*M7mym>T<7SPAtV;GISS>BD_`(B`afl24$Ao(0{zIEzm>17wdxXX(g(2OO
z!<Ou^TKjZ;{CJp}<T}kIr)!CObqhr+h)?pRtDrIFRO2<Pv!!ZPV@_3qop{v=&&R{B
z7&oGwWEjuFkIT>G^n!kAy~qI^Y7<Y?ILnt+Xo-Lf=iqz}TL@f+z(@6g;L2Aywv#Ys
z_Ik&5C>~9{v1MXmscNgM8jB^MvR9Zfn#s)G{+{jZZrkqGmiYBO#nV+Bk}>$2=li5t
zlsGY7aXpbK>R0ut!K*x5H4eM8&4O(heuG7+q;YuOYIAcgu*bFyl}Kjt%h@LKJ1GH|
zF^X}?d7H`#zh(O-E7T9}+_&eSd(PG`uSw?U$E1<A1R>4=bUi~`>|q#<Ytqlt|7;k?
z$i^`U+t0<L8;#*@5<#pGbQ8rP5Cj{e4tq55#mP~#pNAcpLmRmbPB~G@Jeb)VRTSyb
ziDE{t1}#Cvd7Ips)y2M4W}6I#TyMiF@V*3*2Wnu<9;?cbW?KEa8ue{4l7Twxy28v!
zh+S60oV7-K-|pZ4fjxS3SAt8+mY1&E<+U4jX?0yf;H$Q{dPB3q9T!$$Zq@3dt*u|S
z%a@<mY*=ElI>y27t~K{}{V@ct7vmrl*_@i3vBjk;YUq=;_2eTLisu$C+L8od1foi%
z=KGMQH7oV9iea&p<H4gJ*@d;sc08E&m50L~pJ&?M(Oh8WaD>WEA|Vh&eI&l`oe78)
z02m~97}7}#>TF9Mrqij5A(WL@4miN1gQ3kxVC{F=g3<T60+AlGokKeNdl3>~uB632
zxA}z?sb$Tqt9Il0oA%llzofbt*ewaer;}os5|)4S@BGK2!@3Ld?43sX^ohgClncSU
z{Ki8UmC}sO)ubw7Y6@FWTHNI+{x3$zb_-VDxUPoR;^Ibz`8h5|*Fd7o!X_C&C?9!b
z)qs6+3T&-LQ$jo|F_c$KO9DAx4om_$wC4c~KIyT#cOvG_;~PgwK!*(6D&fsp`8?9(
z==fw(6RdsXjrrO6s&S<n+c{1(DeCsPCWjRVUYFBg;O#c@!@$U@!_L-YwZ}tOeF@9;
z#(^_wm@^eiSx9&I^+b8(>YU}ZD+-hG0;r4VE2+<5#2tlag48U=AmfJzm=Vti!j^uM
zA34JWlXe&VxP2@xhm24D!yuK7$xnaCk=P=5<Y^3b=oaSq$#J@CLUcdT89hp!JOre3
z9#WKoQTzaPHKdj37hcMzB0bIZk>c~;$%5Axh}c7Dj+J8KA-u<da>#K8koIU#ZAN@r
zjedc%e#9A&F~<D@&YSqn%_AqD?Kt3s`_S)94DlD{fMK1a03H_IE&QB^Xy-%3^B{Me
zeUdcvkM`1Uw(R@g`7>+mA`F9|nCKHD#4%v}Af;#d{dn;DNrb^n5-ZC!|BT*jH?7;z
z2qpjZi&t!MdChqx3l)5|<BI|TJlwFq=$C)dE514fU*oX!<IRUwlR&n-xa_=)N0PYP
z_E@|GKEl>3ggST`Td`&&052^rY3$;2{EP(irVC4rdds)TF=ile5tcmmdJUz^gnPt4
zqD-Goo9s_s=a<%eOq&z$ouAbhCSJ<bo-<P_FAG>2kCA()3KHNH=5(Sa>a&-aG#Qg<
z|D*IiOZvd1#`M6WE~oquAzxtp0GaZ|URxGSV$ZE`<fhm?EVV}!vgL$3@40;gA(Z>-
z7niuYb6MjtZx#p%T1lAZe)uPwPi$xBj>7E9Ip;m{?1$J%XR4~Yp7nfi9%)A7*mMD*
zoV~^f?Gw)PS(#!5xKiO@UTl-`x=~%Qn1?XWgobpOyhKT(-DU6zl}+33&VlXi?Alj<
z^_RqBL|3&B?o-YMr5Hidh=qTrT~-MKMf7(q{GhJ;q@>T(jT^&0<|<)$Etx(a2u|}e
zhVj8QgEOn-%xazY1PMe4u|d%xRYPGMBPC2B8W+qV8pnxdTnNWt6(rP7@wmo-Pmka;
z_{1t9oq{W|CMLL+gq2(6;E2<`4c}MWsyF4&Ycki=IVx(TMRlS%%_x^`O9JfeTi^4O
zo)<6OuwQuX>vmm2?!x@48tR;c*A2US`(4}H+qIi7{eper%fD*N%a?rh^YQ)LimzoI
z_U;~bt=(zZL4C*S^=;eV-LfZ-?%ToEeS32Mj+IO6cH_k_t6T_ubSULg9Gz!8L#gqq
zU<f#rhgtuog!5*j<BX4kSO~!=Iy&Gt8h|}bha^6C9s)FEY&h~xJ!QMwJ$t-SxBb0_
z1U>FbToKKxiYHdyJDoiVjN4B0rIm|{K>1Q$C#PVdYztu<OT_C{D1~6mOqLamg{4^u
zu42@hZS$G$*M9wP+i(8X-?6{{5B{Nq|21F9K`>x@3!in!Z@<rqy4s2IIV0xEKIAe_
zGc&=VJup}(44;*XFc-Bcm<Ac3^c+^}9wKmxMr4R~<P0zvmeWA_CXPa>BD`3&Wd{ZA
znEW$Pva&m=GWs@%LfQShDhJyu7?45`PJ)eom=v)B!^?3hg7rvW%!q9k#`Ya@r?mS=
z2)hceFs%M^z>cjgO`ecF;&Y<nP(Ijdf*=ggYf|Rjj@32UIS}Xq{CS`l3A}$w1rtqi
zp`HP_j{BU)a(fD&8RFTfl*;))31F$o5MewHw6VBSibGq%aXKe=R|)?qkbCf$5O%yF
z37mA9euA7%Ku#ye9uVlbOL)*A=btF$NM5i9W^9oFe8P?&IZ!>))?ynCVdOzr1R(%>
z3g;1JbAsXElTsO(&#M^RNhQjZRLXm(@%RG34g7#?ACV{qzzBB^gp>Uu*7(cdbjLT9
zX%t6bpD*h;1a5=}BCasy-}Aw}UCS}rHx8<EM^sH{((8qiLLhbJeKE)TR|Aw4VHW|G
zuTJm+pxLY|E!GFc&sZrfu)kFxhd6r@`DP&_zETArq$s$vc!5yKUH9Imz?Wd=U%T`N
zD*OV$n3ZA#Viqq-<yn~}FpIzNX})*Zb0Mt5RtoVoo)RvV#9NCTK4VYnh^UkWp7E@4
zeH^m?<msWt(xT1s1i#9_^Tcf1JL+*u(xHUDX{%OCez>qIURRl$x1toQ#Wo=|$^KW`
zF)AR({bTds{59@x=AQa#379i{{S)73BEdohW<MyXsJvXNAC!nl1UAsbf<={?(u6H6
z&)VABvR_$7zG+HR(`-A8GaP(P>}t|AIBqE}^?et9qpksP*z;Q`tooQxRvEdQctYt@
z=^TtkadjT6!*iNA%+JLmSzL+Ai>=%QLR+E!r!@v5IJ4O0w_2#)SOI6upuKpRlze>c
zoUrfw-~;;~|HZ#`I&fGrWC9@9DdwyPJtC5D@Vb{yn@T9&-p+udkGYN6`OWI{hM&;^
zx*cy|xzkW|?@av5O+RiQCrETP1`wDwN=%9YEBC=v2~I`~a%XVC?3?6;52{~L(rrjs
z=*TN(+XybvFlSV8irpvP6YBJBF^Ps!p%K^BK~HUV;j0pER@IoUO0l9=u+H(KzYKQ&
z{)e`^#q9^L+RYnZv^g=933Y<)_Llw0H~*<^?QQxejpfA!d;a>XR+9ithv%iEexKEV
zrtKfFulPg)U0)rD)j~d-FgTw0p5A_smu18R)fu>=jqMg&TaWGHg=<lEiVpppjOdhS
z((XTa$1Y#G?pN#-#dv0>)aljv{fZqi(io6~n7K}}-2s2O<HrHWo$ZHWlB_OFNWhNI
zYwcE13>4<b?36=h>_zTKC~gQ(0)b|&ao9^yO{o6FL|HvX@O4J5GNQBM+HN-OpmE@z
z=TuA9?;hEO%h&9%duj`dSA6B$SDw|mSsm~JL^Jb!UYHZJpxo7R!RBk6{-xz0=!#*9
zX?aUg`vZ8on(YYPt^{D^mn}23irN8X<=}zhrj57&BRa)ZI@3Ow@R^F4IE)ejm6d5|
zNt~=IBk&#$rfg@QJC@r@E$;8E6s6BhXhOq52GL1r_5J3Hu1T})g9AI&0JOGPvDu;$
zh8b!AVzrk^4K$=K5Qt%xhjMG|?Rb?jpmn<)O}6%jD*+6!UcC-7&?eM3yp~0W#pQL4
z``n13cs)e48znIW7u1q_#6>(FRhS(dLvEriX*h0}GXy$*icfL6KJM>fk{x|$4(0wB
zl5`vPls6nu9tIUg=QYVrxSXf4;sxL*Ew7wMUP2E+l{N!TiYu_gG)(iXAI?)EBv)M(
z)epJ)k3DrWs#9)s@q?#KMj7-qsV=E+bCXF~gIP)bWeupjrdW`Gf^b4xi=-l*$YUtV
z<9QqA-E9t-JlHvP-Z1?0@N&uVU~#mRPI$_k!nxfM+}*<@zibZ#?BD@o;j(gwl7xyB
zMgR{AQ^pwjr!-u16F+C`Ip^w3;}+0w+v2@%zx6F^?%t0HnfhF$pC(2_MYJiApAvHT
ztTQ2Bn6LW626xDIyYxjhi~f;azxJXp5cpUn-ot`|?;Te=&08kmNi%9=<c@aY`_b`}
z1N`9QTOZklOP9oRG%?rM!bF)k5O(+~#J<vw_z3A=x^z|iV_R{?=krn#!AX5pI)}Zg
z62RE&&V<hIw(W{vNuXs69WPh(m!Q|PAaF!o(Yf8^+=uekV_$2GNvu$pB?Q-M+=XAU
zas`2oXNd`;c$usmGd6PdnZ_NzQ+GsDVBGvH;I@itb=hVlL?R$^xSGiWU!xftr&I>a
zKo;uwvNtV$z*xf9#+l-j)#huqq;Y*#`9$SZp$T#ZvI=7gw*v9i_tb?9`l<SN<)Y0m
zUbNcmn#SjAwtV4+Evzir^76c|`0`TR(h@g;R9tbVbir4M8Gj_e`xnmG&kUccRjRhO
zy5e6EG)%>oI*mpCCkMt@dI94I+cUjX$|sW@ZeIHE)?K@_zG|1Rt_Cjkq<FnhDnrne
zx+9<)!!5aklikNOhhcq4duH9ZQ@B??=au1~@ivKI>=X1@pMX$BP9^uvL}kU+2R#2I
zLgk1_O|bnT1}DG?o9jSk)U<>x8pFw9#~QnLZEyQWw)6O1+uwWOvo#K)a7Q1^gFQjV
zCor3ybj?bcB_DFPZAYDbSB+#(_%|i+ROBb7p|q!FBotR}+Pk;EC#KM_mv6pduRQ-1
zo3AL{=_6|&@mf&X4tDO_>im*@>CL}o%WP%PjH|$GQRz+<%6=y>oA_Z`>=Qng&J}2J
zYC2YFX{<2hlT!(Xef-<jYVE6hr?$EIK%KJ^j7h@sF)NZTB(fJ8hIe8QAAe+*E<CTe
z)QQxI8G!M3p)Yk1XP|2ILH69}&jQ;gI%3v5g5fKV&bX$PZ?YQun0$qT4l1T`G7ufb
zd?^q8sjSY-zBsOTW54R^>J3|7T}NWGju<aBj8NI9UX*uk$M8dEV)k6~!-FFnoD-60
z$f38`M_ZVwC{G+#gh@--RQVBvi-lNK8$e$%+KL2Ze`B7;BKLe18`qX03(icRiUCQe
zKRUIpR6%XcXYU9h-oQ|7flxT*i%)dyYhz~3CHYPdwNn@L#GtnK+qQSWz0^g&;}apd
zrabsI43&vkc@$)Gr)`fmHf?7wUe>#OY1J;S)a<n1uvWL{2WWUPaC>XhPFY3PXzicF
zB=GKOGDJNh2y@*VH<7Tfn0$Kus_kT^7R3(6hR{c878X{0kDPD+_ymY;Gg6Ar`&T&f
zA7=keYUn1w?D#2+gFB|M;R+6ej@uj`J^Y7h%S`)>fMA@B0|CaJlif8}c({v<@DXB*
zvS)A<4@{g1c?`fm3*+|4M?^Bh&A%0md&>-F>i0DbZWRskm2%0dY7?_n4e)9Q$LhCp
zvvamMSF?FdR%@#8+477g)C|@YD`)_u{ZpUbk%qaCQ~)p0Fz@5;p8}3gTv-9<LOd10
z(=^JobF=Fsd$>fHj4|>H6UB1CK>HMUwU5xAg6uUO6hL^zGqM=<9Ju;*Bq?;4coT@G
zO-(4-Ceb-~BGlAJgv%e}PsEZE`Afh!?J!fPGnxd=)=J`0Elr$HG$w`cba>dcwY7`3
zymHxvRu7}R^5qSG7lz?a`t$Kj?(lqXCrrqtGjYH3(VvM=%}Zcg_C*Z#xw3zi?RQMF
ziH~?$5P0(Fp$pvWYiqs&%7O%A3xaX0{@9NC1GUMjKMsM&&iM=OUS^dwuX5&ceH!HP
z#}9-aw{3p;iY+Wjpsdw=(SVgnRz-OnDsFM$Fg$!ryiob2DtM%duYxQN9UsQs>f<m@
z>u15_bj9W*h$8G4H75IQ8{&&Rq0W8H2)#@?$S1G2`b1g0pXT9<5!|rBm30!PU5pW}
z{Y(<&l0SA{1x4spBt8}~nV1*PonKhD#g$8T?fOlPgX<D_<t90ystHSptqrVssLdg?
zwmNNVwptqVTcUT*_I3~aaP;opu5E5?*uC5L?D2!gnpI7xUKIcQyocM}-S@AAz86~U
zgth?9;G?lBO*>HCi>`bT<8UD7R_@-tZ@>K?{FcTkCIXBh&=RA5+?@JyBCp%zPJW$V
zyL*I7CJ_un3IO1jRfZHlsyg>`B@ByZ@EoWN|3ZhzPW2Hu;V1c=s7jmQ4n0o5B8YHX
zL*PePHB#_#Q)M6ZPpsG3x5nOGYc-!}&?$<kT(=9?-mrz`=d4s-_R3<l_2@{#!z5js
zyA@gSlz?1DaJ!~PvnWQgWaaWT%~lsAXi7*qEvaD@gx9sp7jN3tD_^wQ+*Rwtu+*R?
zO#>LWSxiZ=JC-n`iXBW8<tL#7;ZeeuUtI1r&oi6|Q#~8-1m}SAK^QR$2?+jaUu7b1
zJjB7(Vtk&b(ZxP5PLpyN?a+mH9$ny57pqBet;(dm|HHTJ+Lf2&R+d1<YE=kGLhuy_
z-)E+D;&af5p$+T82^$)D?yE!c`Al6^4y-_OxQEX%HFfqS<r!h0fW$3EL8yVsAw2d%
zl}mG)4X=rjT##M)6tkm@%$zAV`QftoqGsKEV&b45!tt!aRI2PzCKs&0QUvbZ<=)?c
zbzMl-Y+DR;wxS6Et0*Gz;8eo2gm?xV4k&opQ+YX1;@8v&k9e6O`;8yUZ&B^dKSwGJ
zs({06loLEYN5P!Covw7+Tx_|4nfj+l#Zhl_@^?;xPDO$(!pwxtRaG|#)2h36@5mah
zj%^-vY=6HYMl`URCQR!~Gol=KjUM}>D+5iy%5s17XhRfNT`4X0gSF~=-fj>i+53l?
zli#9>@+hh!;7T~ByutkN3W1P5BKE8SXibd17`T~xrFwTfsb~{Upm6s%a=%N6Ver4O
zhgiq}5D+>kWT7-%pl!5wgpUZDv@iyMLnY|n@p1A<$VWzvUo=dtAbDRRoLr(kC!7TC
z<Ob4@{N}&F4HfnbXU*`Op;^XZoPvrbWDD~Pnt-x(hp!8K(&k=LO-j|5LGG)4^O?9N
zA-TxF%%@?QSs4QVNNuUvXn1_^1gByU(%l@!vy?68GxKQxn&XE~Q}CcUc#3Pt6UJcV
zHlh;Q%Xu97KO<}a?iokH2<LSdPC%GP4%sw@;udd1LpW>m?6@J?X4pKCwf6Vy```YC
zbsL)*$@vHT(+@S`lw%u4^pgX$$bw>~3%B9SiZArl&-V_J(3||`=N2_yU39yDp`hPN
zQeu$<-tAi>$gA2f3oP&zc=I&EoA@ECzjyDxCmuO%7cX7*vWpvdc&=vjC*EP!ir2&^
zkGa)BZF7EpR)Sa8>IVnD>g@bpe0@@re;6G_U|n%{=bpwMKKq|7(~kqtf=97!tYEc;
zOSZVUWF-l7!~q|tY$3?WP1%EOBfRtSnnL?kWAyET@;>Mv$YnHkeHNJ3SU&4p82MVm
zy}%NB#V1LdN@l?Up_0WIG7Rkp!tr`g5|v8TsuJG0W{q1mykRJx+};B<pe^l(FNXk=
z8y@Z8>k#)1$2E9-(c{WYzM@L8Kl`9zJA3<fAYr$@yJtJwJJwM9WXoh@UlXR*mbDJ<
zTBo@wTCgZqw_<tKUV8aO(Qw)8wSG|7nAcO>n)Jv{exWB@_4<8oz0z1k;&O+Z#ugya
zSiFX9G0Te;d;N`<yq(a7Le>%jc+xS30aMf&X1|urJ)r=&ZV5E-!ZUy%@snWW_j4f(
z^XNt<Jm5O?OT-Lt2mK=msv;x+#HRgSJMMqS_Ba3B`khB=R0RnN`|_WWAfU#pMm;4V
zs;`Dne{#!boU@BpZQ;UAt1Vx$nc77cjKnsiivhS$Q&SoeP$fvPrNR%C`Cgr(?CdFJ
z#<(aGTP(yV*rUomoZ_@Ch*8a!=QM*tc#*sE9fQA^s2WdCf^e_hmjE<t1vw)GaX?B%
z2^{@0`=lJ)jKHTNjeb7hK@S=sofE+)`aLUx2xm0xq9%gMcek$2itszFJaS5yP4#6L
zGFc_%GyH@5@7R@#FZun5%)}{!&&YiyCZ%|hci?BSI!r^(5N7fk4VTW%V->Ng9?wZ5
zn2L!gUqwD0X#k&4p5jU`bwrhc&G=3lPjW)cZ$Uz^CIm+lHZMV-q`Y<7T^IP_%|+k7
zA_g^G7DF0nP+0SOh#3H2_(j!q%xI@n#%aHr>`-~BDXrDHBa;}aavqB26$zYe(Uuii
z1TQ`{#+L=EfmK%O!nZc49l$_n11J5q>PpO5=}Z=sjs#|z{8KkyCJ4vNb?ntb;4Bp<
zt#Hz}fAc5zY;kQ)GjNq#IJ0vlaXYnP(PCP4T$z%4p=dkJLpx|6QWf@ibK4IC`il9)
ziB(IJcJYEHYs!OPK(BJ}V$jCpy28#X?@Cu~qOrHFHlng962IG$Ehb{B!EnGL--#im
zI;DQOGt=urP^~R$;-@%8OYmIDJq8xS1oQWb<3IW5RuMMruzg2xH@~|S@L&if(dQ!#
zH@F?&h>LuN&R=*&T<`%^PqKjmPl*1I0u8~P!sPjmoJTl!Px$<1!8cZ=$$j_*PWZ)N
z2AK(SMrALV(a1WEDA63jc4cwaYHA;R&g3&JTPJ4A5{TInQJU67NRyq}nkLjU)@^m|
z$=-o|bo-%w=dB;u@BW)VvVZxne%GeOlWMD%l}jdMkw&B_P<+rRY?1CTKl-CTgYTc0
zaUpNG^XujW+3a}4G3GBfTwTZC1M?sLUTe-v+!~O=f<AJV$s<Zp;4!YyaFog=KzWwj
z9D(`G*~q^@YGq*=YL1=S0xGpRSxAa7_1zu&{$Kow_%&OOV21REn0O5P0)Zj|hqHY0
zv%wj9C#aOTFTNllh4TtbUZcL87i%23eCc@wWMPDnP)Y@X|7v<AoaoDZAtT(8_&<vY
z+(FOS0k3}Yq+#9m6I;1(Sv;`p0uJX75N3}Rj)S?x-RQJ@{5TRnVL$5f+`NA}FVCxO
zYQl_vUjkcUrfP?p$g_eBy#}6_p9XTfJht-OC0nS?dK=|SEx>hRzWq#NB4Y>(3_S^Q
zeFS*r6Y8^Pm+_HvHr)Lml@#zST8{&-^er!6QQ6gYl@2!pF+OOxaT-EX7ueOVV?l~`
zKvgi2o$?zx_V)JFuf<d0AHwx7rpiLzeuCh6tVvGX*uf!a&VI;GV^~Wv$L98~?MwLO
za9yK`pxg1o*2k)YR^vdr<dV}p#c|-}J2}y$SZ>ri<5fWd{i@`f8!z7Ueborm&1O5D
z8|gCwI87Nd`FhBW9h9Q6U$+AZ*a-WG>XYI{zUZUzmqos<oqhZ27r!8$R8?5U5o9sG
zG>Gp01vGjZWrfVxyk9xZ#}x?Rz+us|ir(#>39`VAs(jAEuw>GoqBs8~;gM#kBLdJF
z^sCzOhU+TaG4ofLhRt?Vp>+w3n&ospv?mYVx6a<ARTeIKENfSO#W$JnZTy*PwQH66
zH*BVI*{btPYSdh0?lPt`20l-#ZoLEfY8a_V0HLw6VLuo>D~3TDA23mqVm!`dvK?Vk
zp&c*ElUIm{7vW;RvFi+JZhp}RNwy@w;0TXD$s<Ve=?X!cS)3wq9QG174kY|5UqW{^
z;KZu(O{e5$i75$HkM6x^ODosS-!d2QTG8Utss`PX8sDTne)7P+_x8WDU;CB+*sqOo
z;oj-1PLA&7CqLww`k=|;j+S)6$TX0^)l%N}tWn={CdBIPvC6|tm$H{NLExqW1bwzh
zh|MS`11m_PiR*#5mTk=nWtBlp-uL;cqjeN-M*<y8i4J;n%q&*SKmy^?%4LPQAO<60
zS?Te-vddcv-_`)q>Ztxyj%7bIH?YnzpA*&5#pv7pDVwcK+I&U%U?5Rmk4{8Tm5;-6
zth}+OnCsO#y+bkIqOaB!C6rR8niwCSj9~uUZ%VQV{FAaHyfVzb^KsMu@GtJ!#pSYn
z<rlAu#%!A?`bxs-(W#X*8{#UwQ!(+q#*rV6sZ@)8C-Dz&Kk+u|hag42!b#5-%BQxn
zJg;)kTSpA_J8%8S`V4+z;H)yX_BU*AXGdWeJY|=_|9JC>4|23Mz!{g6*CP!`x=*H1
zv?rD2;?<XJ-fxspxClmzIAc16@zE}lv$q%g=nMGc#-H5X#c?AOF0f`S{JnjRAnYD0
z!Z<!!==kN|ydpg;&zRZ&94Xo|$z_2Y=kUY~!^Y~!;g>)`+<oZgW_Jzy8FK(O?>96o
z%*hSFyjCsQ^UtkmveVY2tZxVPhP5<UJ$|%dk2f|oxF6YzUwGBt`sTOo_N}|tQ9X8!
z`s!C~)ru4U$YlTN|N0-;m%jdWn3&=vX3~k=odL?8A(h$l=eVPA0Cvy6yN%$fI6osq
z(u#dNvIKsZ7mq~WA-}<lbIw810I$ac?o1eR$G;rLyaizyl?Z<jF(*U?%IRisv+C~A
zM?bWG{9pZF>|pDMN(>>GG}W<&86qxepOC-L3eX^j%jT5@p6;EroxONE9^V`_IKTKy
zzh&2+d)<XIc&cwd^B2eX(#DHn>?4*^cDW^pFG@`4d8LjUjUGMOuphni$9Cb`EB4|G
zZ}^zSq(4946DzF}q!mGHui?Ve;>wb}{>saC@7`UJEuO1>@Zcl)9ZDddQyj-uTUfT%
z!ENzr4x0aD;B7%b`QZV@$~AlQ%`a)ZXOcLhvLVFf3A*~0=)p?se*M4>8VwgJp%DTe
zq-yMMNyvYqe8nnkhEJ=bnPSzhJ^xk3FJ35NQKPE@Ae>Y0<k5efC&R}Pf?=Emd8{li
z`^xnF2X}3KZPiCOZkJ*#XOW178ZrofKIv1Z(v>&PcpwxXYHVXc>hkq#Hovf-u`J5y
zE3wiM{^8xo2h`7@`aNIxI19qYQMQNh^%pq?nMMJHBl$tek`J~6(q2f{w`*t&LO5n?
zAc8cDN+ig2ocntZm3yT%Ro2)tV^xhyv$cx7{L*#%NB`)5Z!g|lw@Jmp_~(m93SV$u
z9SaEbIRt6%dx}5mR{oG4y79+Y!Nmj&JPzk|q8pi4F29jXpAY=ZR)&L0PQoCdzzOKe
zt#0P8IK!c<@7Uh<KewGHKUDaAt5vSs;v$>gtH!C;qwW*iy!U~1n{V6h{)bj5&e+ju
zQ!}3*N&va0xR}Whbx8#0(?u{l8Vi+3L-Xfsi#&16Dl1H;BB4!<%{QrY>jGO2)DBqn
zRKumiL_dp8n{Ra>mA(W-9>AF4^NAXc&p2t^2?L>r^1|5rhdn#c?2@aoc>JK()XcEY
z!wx;~NWLnkgfVl_i7+&D4nL9SZogqyufAj}>ldwBTd;+NMde!pvl632b^5$+vu!Wj
zcpV3&tB&Awk2*kQei4m$Or<)BIts-v<tdhHei3|00=BP$P97@%oA%)GN7g^-DBr})
z%=AbK0l8)~g*mH~=4^VV;(3=CDkj^s68BoFj#`bn%~cj{d12lPr8Qd=lbD}dw$+tu
ze!ytJK3z>h*!vWNt2(v>JGPDR<$(R#ytB@U-2H>DO-rCWI1rwg1)aT8q8&szU>Jm_
zL_W)vf^k3}1{DqkvVRNVQS8ZQ>UpI;9)cm>l5Ol9*`IuS!~WuX4>UN;+J*H6TV1VL
zNs~AZWz@yIVXzzq;f9Ir`jKt!HjQg{mgb7K+mygB`W0qGFymCWXsHQHWpTv{v-4^P
zNB;0eb$L}ZRXfsPw7RxpkMDl0a&x-`hyRYPp#h@VW+j=G4C+*ssyxC7DVf{7>}jRf
z84vs3<}_(s^frZmB98+#4>OCPqLp`|<SB5}WQUHJvmH;jJJzs)jr`r6GLsdh<hVJH
zX!vE^$nH=WCRWD}ya-7en8ME|o$kU<;P3}8&ye%tab@K$0CsX7ZaMZ0m`1jd+4U4J
z<+}Iaw*9yN)&I->pa0!IwSV&e{g?Ky{?)&+fBmn2-~Rm1zi;pU;D>hm!9#oT^;hhz
z?|ski-F;|HO-c}geR8B|Xqz0Gec|Po?DDl6a)i&w!!wk0L6ra5FrIJVy!|HuLJ~gz
zIVkB&{{Z=%PeSbw$4qlzXd1&E#wl<?DVawQZRKeQw+Jug<j8p8rX08)ltK@G#(;fI
zB;R}M&#l)^<CD`C%&h)uz=ehsU8Y5~%GS9P38xZXROxwT7=Q+c{bRdy`MNKRApDRY
z-2E<U_3<NCdDUQ02s{*v!{V$0A~?fexvKHW!;fs~@(oSQiDN<&F(zHXL)ebPfiV_=
z;B)PI)2fTJv6yhs_OlD!)?={)c(BIJLe+Y`mT+61m!AekZ9(N3^lbg&O^q!QNyTF+
zgRfN5cNINlhc}`hidMYJ$;zwO6S$(ov4rx|f%vD~K1-h9c}vTe)7Va46i&1!q%VSL
zq(n$oMm!nDU{-+_tFw|zO7>_+a>v8F{)kkg+3<--lRM$XhZh#-Js-Sm*y(p9543Gk
zLVi^|ojZXMfG=LYVhd@ZOp!<W(vU|01Z2i)Kj@Aep?c$%i%zp;cRv1>?QcJ^tta<v
zYvUu^+1a+8&0VFZwA2P%Xl6TBA!HDjCDdNnDnWWjUGW$R$hCPET-N13sWIe{!fG;f
zQm~W5f$g=rcIVDr`|aQQ6~B2&QK<YZCbH2c=nl0qy`doBdK4!BU3Q#+aZKnsM9c_+
z>fCxVeLfH)(dQ0PV($ovNS_AY04En!ab>@s@A2dJB%CztKn;$ALa2TRVd%sbFHBlx
zZcz=cZ1w#=(TwMh)qyrN7OI0Iz^J1gYj#2n5HE^6(BWgi)NDzOf=>eQZmwA4-dGw6
zD`$KT=gDF|Uo<7;@PZs0<SB$?CgB}BgP_y$LJbGTNPvz7gQFo)+-N|o^2R~8Oo9-Y
zSrOvkSX`sUs^he8gQ$9AL<l4XWlX=6L1uZdhqYGa)w;wi6IP`*E1`8>odSU#TwIA4
z6*#yBV?vz;NB1<6ay<4}Nnn#8<&y?Z0#D9ZYtXU#`*-Z!``@?s9=v6L^3EUFAAJA!
z?ESlcZtvduGrPa_u07cOz&0DVZ13=a-P`<@eQ^7a?K|K9*Y@s@zF{BVf6u1pD|Re~
zGni@G&cP#ps?tBps8jQ;9HEqKIMY^s=~ysLzh_ZdI~4=zFhLfX8VwB+)SYJQOdfz3
z66u7pD~?Iu9s!e398z4#HiZD<OxYB#%F6Z|;d9ujAiXc)^uv1{`@KK@*#6c3{I0$A
z{)U~1F6?(ZlyHC8>-lW`SQ8z8B2_{$E8Okwz#6<%r}$>)YtF1%n*1Df8Z3J#eLkC)
ztRlgg*O0pG9}`3Bbh`eTeZDxb7hbrji9tbw9{U3&psVf?idpG_k>~wslrb|MsxSlQ
z_*_o$89-sY)N6zo$959~?lT~}g7a*Q^Kdo<?Tw}se1L%m=Zu3}(vo680%DL;`%Y!Z
zVNwh!j0Xs%`oab+p8ABBq8Nvu87k7k<T+N@>=V8ti1Y$Rf?AYuW20f;{MKLC=94WS
zB=O~7lgG)I5@qpNgC$?KP9^jV#LFg*)J8kvHxgjj!*{6q_bo}z9|XDVXCUY7S&A}5
z7)pUT<=~T5N&@`xzwrObz_Xj_f;r{iX(cs^8}F32jN`vK-K>Dm;x=m0C{F|Dr$Aic
zMEp=pW4tc^Iv`iwcsgP~A$&<O(FgF(ZM-1?orB0M#4u*CB1qfzuRhAVj~haz?|Zzm
z5a*%z59MVG+VaYp#?Y4S@9)WtF%2Gx0Lg(W+95BUieJqrjhXn$c%U(EZedA0OhQ<>
z=scJOBwiLhIox#R_MZ~Ge<eDw)dE2m$n_s*2}Bo_kGf+FWwO9zu_u1VRs^<(`4?4i
zCS!ZWkT-k=;EKxFdZ@OdaBLePPo(Ad%F7L*85$#q`WPU^p*9W`4o;fR>st-k5B60*
zr*`qm1&<3J&7#=e{zKcZ-;zwSN3pD+v63&hClXqbBZ!9=0C)HH?D6)tZSNgu>}%M5
zyKBu}Jj2XlPeJ(<%doP>^uo*)(Tj5>ZH?q7k~?;k-iG4%&<=KPTSqbqE9vBcyznKH
zeEQ;ncqwg(EjVn?W6R0X>IJ*`;xB3ZxnPG!bqVks((l@bw;$MtKf3EH-uV^GkU_kP
zLigT<&W~*JciAdegLLQ!euT*$&j7qW#rv-deugW<(eWK1TDH3iXUzPuhh=h-I|uvz
zcmtjM!qsI7Ib7$(!v`&E)%R7J`!>5=v7-UE0dSY>l2yuAY;N&2MYXDmXPI9WI$89F
z1)HSvQ8`pF*Vp*X7BNjzm{8aepg2gy?FBr7ajZt{D^EU<aR@<q>xH5`TnodAP&zJq
zbvV#QgLI~)hC<kA6w0=L?wD~qw_B*$2uEo;gA<cd2jpeBSurK<9d$%B3F<ufP_OT)
z0arBBTvArk=RGFYPTxs&vVE&J_UzK?HN~vKR&I1CM9C0zV!-fDg7qm#8BGAw2wa%O
zksq?)b9`;?vTbcWv=2V~(618fv>R4$?%Q-(Osdeb-Ge7qtgtG2*X}-iUmbnJj;0#6
zQ{S>b`O|OMlidxw|LB3;x&0$`=ts7FaMvC_xaW_G%rC85U-i!iF>cg=K0w@&to(>3
z{`!v0N2=c^n=PN5?C%|FGB6{$o=9k)w#p3k9;?69Ds_@eN1gZzr87a*w<4G>Nk~>5
zOD>f_JZ-(>N!#A<+joEP(7yHEJ9dAwV_nUlC)BPMW@}cgO<7Il<$mM2>Wtz!7IWpA
zppxPqC~VITT0L7@nzxF^8y@=D-fJl*F!F-&Y$k)UGGYBDH%s(vb`GI=#(Is8O$~ZB
zzr11}yz>JMYCNF~v!1Y)m}$M)NM)hjMqN_A_*CXK?7pn-BG`k+bgEcV+gjopofy;-
zmWLT{4iRT|p=S~o^vobP+C~@y-wp1G13&%`ox`5BaE}yI-15j?sC;Pd4CFYH*~7pf
z9H2usCp}wb@Yp?#5x!H&-A0h(IPad}yc_md<<_6_T;FTj*6tHc()p57vxS9OwdZ+F
z*sGcl&C0%HU-*Szu!G%w^^<}vuFc!h!n`f4EZW@Coa%egme(%Y%dfs-3(FTohcV$J
z<t?}2PXfmpHGu%xhxBot66Firu@>_Q<$g9~Ov)b7M#4lB@z5sSGr^dVP@zW<g~TqE
zv~2X>gfoIbc*+@2AHf%PH(r`-B5ykz5AE%5e^V3LJ=tk%9wO;~^^j=~Kdo`tSN2X<
z{aO46H+0-EBkbLL;SDQQY8t=z%+2Bq2jBR#uUvXR4`G<eF%x|Fl@R^T*lESVSn}|}
z1M%g)U0lEDyu-IqDZJk@AjP=IM4i>=Zd-zuBIni6joWv`lOKvL#Wq96L8@_jx-6ac
z_)MyQDg=$AjF=IgR@a}`m|amB8Nd>sa9*!*RQZKBcO<ZPcz_7r=P`k&ALWaO@J{`;
z*u={cjXw=|^om6tQh|P+j?Ao%!xI??SPhPaDhaa68s-D>+s%g$G}abub?t)p--XpB
zTf49#yn*PfJW6OkJ~@<N*;2kZlXR%I&0*zOyx|UD>I((mqR!dxyTA3o+I4RF(D*80
zmU8AE=_8oRg+M%UT9OdF>$LN>!k1&2*-zf@?c1ToD{gP%YzvfNXLFELF)BR-V#WaE
z4!$VxC1FM5ON+E65VIA9x>%g6+OPlZulvDy_H7ThiaL3-4!uby(>!q4Vh4D)AL8m~
z6v*ArLv{Z1T^arv3By|=KvWJyp<zH5Z@8}9!_E8^ij#KOzpKVGu(D>S)#{3biz9XL
zmIOiG_126`6<?W^Ks3E7;c{IA&zrWi@=F@zzaaaXYC<iT2BV6HnQ#d?Ga_cf2y}dE
z=ec99s-o6%R$N$eMiDbaR^Zrc!_&pp**X7I!e)O~U3sRG!&E$%=$~EG!I>3$XX4X@
zBFrlfqz4nBv(daso7acfPs?dfR;OborEaBs^Nx6hD^nKN9EbEKIY3t^DGm-l#LSNU
zzzVEztQbnD6K#0{y4P#lWv(RSQ^#rCFflA-qBr@CGDjW*MznCipU}yT#?QVp4#zFb
zF51qPW~N&QRx8x(xYJ_!*2={>m1)AZAJxS$I<~dBXS=%x@>2PyMBAeY`~LSow2mej
zJ39yV-h1!c=H?TrEnAfU|AjC9EyZ)>d*cxP57~c3XBPM;L)wxu1Dz3cHxCZ&{{0<)
z&8XMo#X6Ns`G6ktRqj?+uY|tPNx#Qf<wqP|ZVejL3r{?Ax|)?31-AzqEqnjNZTtRv
zkL<&{JH8TrDgl=j<+)l#ZDK-#%#uwiujK-V0(m@S+V=$e043ae8wa+#vu9V<myBHz
z&BF;_8Sbb|KFLrs<?!Z-?~6W^@Uvu>F0BfuYYj~>Dsyu_+yCI5cYJFEpYT{2VO4>9
zLYY7@Py))b)5(Ql1{AMD(MkRY!w3dA&&+5dwY;V>(mw)+e&ThWln-3t8FUI`&?|$}
z543Re_JrB3GC2cvuc6TFf@=yF5C-=<<1Qc%4zxhRWs}<o;JWA4MTF!Ij7OBr<9?W-
z7l8K=Bgg6X(9bImHx|DO!fH==BEZjzFD)#t+Rc})+8b}YVK<(?W;b5AZqL8?vfSAE
zaM><gXFvR+UAcDEu040nu0D6wo_p~{yK?=CUB7YDpD(|3jT>!9iZ4Hr?pO&`*U12Q
zex!zlqOC_82V5W(xLw8}n$wQj$1%GCDIIB~>2YPZGXM{f&(JHy;r%P>53g}WOc_tv
zOtzdhHnfC2o~2I&@KU%OUO+lgy08J1#C65LtBE+m@bTe+=XD(KuLDSvdZ0h@6f+0F
zyF9j|BxyIfj?loldi`bbhV+EJ*dG&Z`gM#GfyYX(etmTpB)*=pU@$d_fL+jpxnuSH
zTeiG@-Nzt+e6Ur5gWW=wgTiZk;Q$tb;nIruPpc{3RFbfFQ9_>ZPQ`0jP;j9$c=1mP
zqc#$GfYz()H+`Qop3cW`7cJn8(1WdQZQlmKiZHy5@k}+VeDKJW^SV<c;?I7d?{rX9
z-&=M%vX}+cp`|~pAt;t+oKHb_1ms2W;C8=j+gsa`BOcqe8?VsnHL;!d?GoJR)L|l_
zfrZ0|tiE#7(W&tzuPYg%B_6K&&?E(h4-e+d3<5TFRg^$lo10f7n6_TC<p&>+d*aO!
zp2-&iGm{%r7+!3hw3>wGJ>^t1LY@%KqOT$3HmuiTk%X0C_6P@EbN_X-+KDg1N%sd&
zB!4Wgu2{Rlc8R|H)GTHu?6-gW-_v-;fy`qU<fD&LKc3VOd;*i~krxmGqOXUWD>nz;
zdHB4A;h)I?x`!N~a{&fTm7zB0v~YUhn2kZG>1lQ9<B#NaXwCh{&ID!`s<!j^o7U_+
z0aKmhP{PMcwz~40R;<3PhQqaD@hQpUvc4DsFRma2ocIA2wlFX=^ZlX{Rs%N}y~B_)
zVc>8<uhX$|wd$Wqc#oZ#R#Y(AjfNHG$a_=5dZktq222LGa3@F}9AIePq2)%}T?vs0
z-84ozmhbse2U%ENwpwk~(?EzLjQYPi)1kfp-nVRaZoyV0JXXsK68I3Nq1}`{eEhMs
zoBQ_a3%}%BMUIXUh{%BQs<`NcUJ2wy`BZ-rJ(68<c*h~n(wP-fUT#S+)rV@v?mxO?
z8;|ZQzgu>scn<cP>Oh)NtMgZ8E1JwyMI{Nc&|l1}RGzU`=fFO`bIVpPEGWM<yL0Ql
z1pI<sxpG4cWkrJJiiFrXKQyv5x2(=jekQEjKeqk}SE-3PsDL%a&u1dGk#LvBPW{Nf
z{obBcH9=atdeLU9)7EYu8u$9PHB*1#=CW0|pItP7xvBE4hp>9o_ote@E+lZXSL#TG
zKWv}cwgmVeezYlJxT&;7FAX%s(u7r}C1@855>PbxQT+3>Q&y7zEew0%>Z)B?E%~9s
zMxRO4v2`WvfA2>dqRqg*{tFt|G`YL8x$m?2J>`+Zc-(W$3UPg>ZfmQvcKON$3Asng
zL)<CNeU<lby>A;2AF5Aq=yRYx(6!C&Ex&DodS%rgpzi!&Bjrp$`}5l{ROiwBG!V}&
z+x1t!ESj>{&e0sQG4yD^fDcT`HCBeBe?;4k_U&y%2{={?=k{dAV`xrs1zz+CAim5*
zT6kq_VCbIy_@}^mPjR?OK?DyNb~m1f?4CSBJ7aN;{^p;u!)XX!deU-pq6M1VsN0X;
zdE5T`|L(t!Z!+pP#KUR{`DehLDNft}@*n)K>^pz{r}puWZu_K;ff-sjU+^NF+TZzm
zf5-mT@BFrZIq*2#J!cRMfrm@rd6FGG83P}8%(yFVcvggT7}g1bMwo_y!biFr2!kQ=
z0ieNF#=(=(U#3UED8+D>%8>vWPj0wEr)&o~mnA!A7)FtF51rx|c@iuHNcVFkNA-yh
zzWYu4C;#>T)%vZwN&`U=j|k`WpoE=nf{`Hjlf#h40^;L_p~d;4bvnly$D&UI=kb2=
zYrkddmtOGv^8y(YY=kYfGT|ansa^0VceZvB8h^H8(dAE0ChhKnyY|B${GQ!->1(!r
z;hK06XH)uqJ)}>rmCmGi5N&U7uWpUK+nT7oX;&{^u^-<0P&|6l_PM1=Ja-&2UB)5P
zYownYAJ6(lSzrIc@Ax%@j7i+IB2OVJoPx2xnQO;bk>%R4lU`4Prpm7JdA}5Y<nH%=
z|3LhGSFuI?ej1Q2=Yej#@HLI^5?(vV3Glk$BlJbZDjwSRuXDB9f}%aLt?g~w*}5y?
zwPJ66>C3(?P60H5U~x@Cx$1&F;L!hAs^91OR^?au@>{GF>y*M)E0_Gd28$*LvhY^w
zk&eXPUX!9u+AQAH51cM+Vc{W?(lmR4H5N)9VoSsB_J_uu{Lpxu*Jhfta8@j>N$_8h
ze89o=v?!u>%t3V~7JLyUZ5Gq2)w1%^wY}|qTU@BvfBp~uzWtZ~hyTouyQ+J>&L$2K
zX+g3`j|1`UAPmMCZ-`P+6_GD@N;;l7uj8<K_044ZeBfuYGF)ey#8}zgc#aruO-{_3
zG(WReW8bznZ(E~zOI}3@hrgi?qsAoRw_1HcmHZ_&tk+elvi!MnCK!XNR_19{76+qL
z@h6(<sNzZz(hx8ZZ0R(-KnFz9IRhibMA{o{`qaSZB;09CvFgR(7b|l-%)#BbzQ2o^
zuE(Kdy`dq1hMfiyOf?t+VcC~dDph=T$bMghToi5|3jW}K%8Br&)v#-e%l6>zE&H=?
z{A=6Xyl-n4ulbctgTqs6v>VpiyKn24Uy@M9p*}TaHGBkg_DJ)5vr3~#mG1$2oux~F
zYOp6-%!gCNtlIW8+vQMSr`NPWw<p}bz4P9;?Y$4aZ-=d(Rm$^r^X6;z#jpITz4rPq
z+3Rn7&0c!tEB5lsU$hrrdc&?<d%>1hE=kzEAVz#$IA5}_eCc=W_1Ayd-T?Q-FADcd
zc3sT(!i5{Qx_U*z?3@>vnJuSS*|^W7M4CD-k7!89)`*Ib*l2d_2k&z?<Gy|67hkmf
z{kA%B(eB+pu%*S41{*GtpY=L)2I0iiO!tt_SDHCH^C{Z>#~u6TcOKjKez0xd{r<=H
z_6HlbA%PgWl!^nZlm-&QXB6k0-wlenQsH0&bvNZq<m!cat4;?~V{q&B2ez?Ux2?T~
zalhn+)uq^4LmjdjFd<>Ntu`Y;nL}`Mm05f9jT@S8^zHFZQ&l6uU+v-Dx4vl)?%h}U
zV-FbzNOt!3t<8#t>W>uz+B@x;wgnyv$O8idhvtOQj$nw>1zQxYVStb%Gp5mRC}&>D
z4{$SXVF@e-C;!93f8e0-adYx>-=RJ99F{UbyM!2c{7Xlv#?zns#;@b39usbMk1Y#W
zGrk)~D!GmPhb{?%ZVm+aBp|$_j_~Qv+gn@q{qMe|dWd$*iEKVw#!40g7ec_R_VE6O
z?QikPGYP0f<8`KCM||q$%P-os=dUP&ps{CDfpcme<_wJ6bH0;XY75~!j)z$)#U161
zupUH4W#xQqWAL;K5V_1M!sj?5jWIZ5Pj#Zi2|4l^l{>qkqk?w&9WNt10yAD{=_g^R
z-%s1t-8=T~xBgVl4E8y!(#dAQu>B<g<EMcLA8|4cu$PmS?EVpgaJXk2Z_^1XvvcB`
zFGv7V8`mFa5t!)uKHv0(jMAYohVWR%iSIe*-eIowVl~&S-IP$-ZQ9cEs{AxjR#DjM
z$Dy=Vqh-^@qUVFX>Ydg@YaKkYg{3Rv_s6#T@ExVW%Jj3#pXrlfRF1QPaE8FgFUq~X
ze$)5T0{$sp%6;_1*nJ|wvZZmg+vzB<+?5X>b5(yXP|Aseb-YHG)Ahig0G>bTlM_mF
zvaGS-kXtN$Y)9~9+ZqSlOH~P<<*Mk|w<lYhR^RzZ^l9477vFGN``x`gu6v8sW3H-W
ztb+GLe}4szGddbGMQxH+))jYu&)RG=?463fr^Yp?+$Pgie5}lKKQQ+@vszx$B!Mr;
z%Cw&)@hkK+=D<TZVA(z7OJURV4XraxvktIzqSM+@TM*w-o8hJ;zJT&|nMo5jb0B<U
ze!TI(>2vM58=`67?%a7`7nYapl{cREYxQz9qDP%lmza@@vYQ+5O4_J>xURIw9WF!s
z1fTcH@Msz4bA&_+5n-(GP$Vmdk>6lY(=UhO-n45s|Gs8%|Cuc;{*G1WzGCyszvgOj
z<u_#if_e}K)>1=I6yx+o0Czx$zbIgE%CFYYPpAO)QXvQ<STN|&&%Ljw{1BB#rv}F7
z7!FpkGD<u?#80WgYqr=w>R21WvsG6k7b8-7Y@x^vV7#*Z^A?FH;#kd!s_@U*iqrQB
zOMtIPD5_THCG=MnOMD(3K{O=Fx>Q-PuYBdV>~H_}e=1@1!0z0BS3P=8v&dOn5z~9{
z;Gt%Zb>T{IN8nZ3JfRr^2Lp$?s?tQDf>CnWH>=a^!-ZBH0Aq!ln<Hjt=dCPt@9ul{
z@WE|+Rl@FX{`TLsuYK*;?b3zkZ2Ck3W=Hhk;MacB>RUV3+&{3sI<SZ$2E)7aVg&7;
z?d=@6!p;-Ro)MUa1T&|dXp_O2DfH4Gd4*)S&8Y79eD-LkXZN0T?3I@;+Jrjzv;@fQ
z&4%>{9DIPr8YEO!u{niPS(zNkTrNsgE7lOddiU0z{n0n?*!#D3?cU?M)eonvGbq?V
z6Al<8w^7X1%Kmif{JduNRc;!gZbPV{?Jd-}OI8d)d1pYOG4)iw{RVrhHTfzQ)K>bo
zvm?4_@L}~}d6qk-XZ#BXCy7fE^0{KJzPIPMQXn2Zy!)~3Dh${AFc8w7xE2W&j6eER
zr~ureP0J-QNc{#5ezM0NIod!d59hz*kYaTI9Q(8I5(F_E!P|b=hVefe0?%=C0Kq7#
z@Q)VY4({pkqr4x<-vdY`?b(2TD8jm)e100pv^!fmr|Qt1Usm&AEdwRS=TpxreqJ|H
zvb&%2An*yNx<aS<!viGkM2v*<SkKr&c75EQ{$vTIG$QH1bDN{`lkDdp=hgKTug8t<
zfJbV3cqJX-%+1OFyuvTn8M@o0vfs#dHcYl<d@o_nlk5&4I1qO-W>8xGC!McrC#QTO
z=X0^bBT(>{_;PL|#E;5t?x%qq9-xjfBKY~iB>81HAAhgYlHknsp4>da9#6Id@Wd~#
zO|o5U%2)c>KEO&MtChn8RKYs^fc2#-*Zk}aUmX2&w{-XvtDrNQ$alr7{8ci=IyJqj
zfCJmwdSt6Be3guCga}-|cpw<3MW#;%7N7v<-GUI*&f;VUzX=KE5*Sqm#za)CV6t>W
zI94wu;LA?G;1&&IYol!72|<dqGVPvD=P6K_gZ;<;m4^Q24^%K2V0BkQV7bg!<|&Qq
z4SRg&jx`X32R%(rE_?f^Hx7JdokPyP60CUGp5j|Dr4X>4{%~>O=kf>LG)5drAnx3@
zMq|S|b+!+RCu<B~v8P?HTXT0;ei}b}TwyBNMf`t8f;neJ8ug}+tti!A#3#99yiS6S
zYU2uv&ey_T_krzhzU%dRDEBFi^W=$z!2)$l7{$o`<$HJU+5FO?(wnm1|ATK?z23K}
zVk{h<0Z1?9HIpW0**z3KVM$pdb0LB_3=xz1d|@PM{4C%T%L~(ymi#BDj%>1^nTV)X
zDqpZt<%SwVJS%xRQFJvqJ*!}`f0p5f&-Zk2ZwLw(t1|H!0)d!I_UTwK01hEUXQdH&
z{e%)OiZI@|5W0lRX9=FKWyQB8;rGeIN4C4YqZzkmYczaSdZASIJ;kv%n7Bs`fIMOG
zKR2R}6pRg(g%}rP1jH+B$48G&1+F@<1k1_6kzKj`s=fK<uc?vW)(rNC);exku~4yM
zZQ6F!;b%%K>g22d#}<Lp0W<8LI)lotxcGcRlqAV&dZ|+O?Icwm1d!rs*wS>(`l8|e
zCl9PPH*41~zb2e{35l~lgN1p_&sBwA(ga2Jngl%whrUv;bk!XtK!)IQ*lUPcv{gn4
z=$cd%%LV^TSCr5Romhd02|^Ih1s;S<(PF|^RM@J*CFUpg@q>=ayl)rQtM=q^)2fvj
zJ3#*C4otob2%nf>tiC5taZf3{#BRHLf5+Z=|B-$FhnseHt7~0oEur;vLUfu?eM{Ko
zI-+W&YO^(!t-{S5tniCzyYNmuD2&=wO?(1;_mT7Q5i7$d*6i{rirXnBeM`ecp=_;Y
zL(HXNylBc-gj#9J=BpBTPFNK<vguM)10X9s({|^h55*{1wO~Nx01eM{cDzmcerazP
zg49kRFy(~-kw5QKZsRu;!muAAC1VNB4pd`|%R>OP!DJfxje#8F&vS7W#sZuT8~71O
zX=WpCV-P-o@Rc36k)HP(cTH|?9pOt$rZGbp!5MS<sew2~X(StYOoNM)&y{}YyYhEZ
z(-zf=U2wpzy72NS4y^8|e`+Y|k@`f9{Jj3;kkdy8C)=Y=&(*ynjqDk~@;~~Wr-MqK
z37!h$mXS-gj$CqEd|LUqiP<yDPvkl|3vwyO!X#h+C2?2oG;(_eglqOwytEyus`_w6
zf-qMpQg#ndooPIAK6Ea=^Y)(xa(`u|m-<d@eh5MLP(ZiSl%vKq1SQpX_`zl3OCz!Q
zI46F<N+o=fuSanp*CSLroUlrD*5g1}W)&~5tRld0m##m2q|6|6>DSZV-~LEr!<2EO
z(dcWF_~=wD(0md-5WqM94v<ES!K0PK9IjYmvFmE&L3}M1i@YWr5ZrlPk1v++E8?Zi
zllSQoyqJB_45m^ncPNeV_&*KE(-F5PG<QN~P`O!U<||)WlLOA{bh|AHrV>cSlPi)z
z<`-{jTw9Wm+HrxDE7dw}=?4dX(^R+JvZH>_xZ;d!R*@~d5=3ukp6fo3-&Ee<XjgT7
zM?!CUX;R9^e${Qabs*t&)7p)?^)vzCK4H$>aFAakxB8AIK_?Plk%P{`FpUJzhPpV>
zSlnpbw)=PQC_c$8?ib@DxnsOHO@6xVUC9&MHp`iyy{5hU&Mhi0lz?zUGH3lf$UU$F
z_k6XasD7qE%lX;Bka%MRb<;VJBZAW4gslv5^$Sb+G<f4aS?)VTO|iN~g(B$C859&o
zAu7i}Bp)hS$<g5BfP$itgYU`FtgolpG6&82{f=)Z-~f|vVVF>JlhEV4HRyB_iV(!P
z{JSgMYTCxY0hrnOWeJ9}>PXBc#VAz1sCfO5cvgTqesp>ScUGlga8fjH4m@zs3y~^~
z78E1O5akFRp;DcosPd`Mr$;S&{>JOJvU17({LlU;`-?ySr?$EC&=!~1?GJzNAKSOT
z^Utj=oXO&x$|oiT{gsCaF&l|jNRAT7cv89IW#_Yxuh5F7tiHlm*~`@F?psTpozF)+
z?aa*`W?TnWv6-1U(WvZq@J<)2zW0}#I_9`DcyUn^nu^n(&ta^fQ|_6WvK7T>CnwnA
z!mS>>h(_H*j|_=!(#c0K73g{_q43BaJZe~ZCg{`BjJi<d`kN!Q6vYAY#8g<Vcca|=
zbEBHk<GmyM(Z~Dt@xzX7)ip>sQ&j?D7Sl?<sBnI*+3d9M?VFt~xPW@90fkKZ798@T
zSb5p4CLtVQm>GWectQ-(#Kc{c@f9Fe*H0CuDCPn)Z;HX)d#tw9?b-5t#a_66*;i}|
zqMK%2YG3nWu#I$$4{aq*Jo72eg=(egOg8^{<A`<v4QXS;K>?b|jE!IZm_UZhIGnd9
z@HUstNf)?r%uch4eBc;yxtnx%iXWWaJhG0`9nZm7G(t<^o&lgZ+R%_w84ojZfnSWn
zdHZLDQCZ!>Pcjcp0oe~?c;%pI=kO=h8GdRba*+w4n0_rQRV+K7SfeVz$x*n&u*g}F
zR5k-Sxp8o7awA3J^+|W~@VNCaS2u^kFCZIfKe=5E9TS|hJ_VyNQ6`6Bpv*td134PQ
zABPm+Y%pQFL(c!0ucB$4R_wV;OZK1threY1n}7c|?JGB5wuREV%}j9%P!c8-F!(JM
zg7s_)pB18CMpy(+1X&*b`7|I50t-Ca!z$0nN$`_eZC1it!3AWtO}Mb=;|Sppa3)-^
zV;?cAz@?dz%yYhQlNXHODYQKfX8ZOF##jaRu~XoJsPLx?ONuXqS)YJSaA2GM8+7r0
zkN`8d+&qDqF%Dq7!(OReu$!-Z&0cuzSM2$hzi5}QJ?GmH>f+to+gtYd@gv*a-4Wkw
zxo{ulR-B^Q1o>5kI{lO`xkS)+Ay#Eza`}@0JiK1N<$I2+a}~wSLRsAS5ZmfbZARnP
z+LbF-)fhHaoVCO5u^({jb68IK5t2r3#z?M4<tu~gr^uHa=oK`JHpnF7tWX@2i-6M;
z?h4-W$2n#+(6Bw@^t7isZCFc!>A}vXo%FhP)az&*QCw{4m?q96;i)ZX?Dcq38v`(V
z{ir^&yg}NilcUGBBVm_CJ`Tdef4sa*3<o@ZVz#&2u#L?}wzao!KYIVR+G21E2Tv!f
zWYSMKhrw~PE)17*ykA9_zX|ZO+cTVi$_T+!M4@uR(fu;8qDXVcl?DnZh+x#voXkYw
zcql&mFsr3vV+9!S=Lywt>CepMdTLY*M7-8BUEmWF3|)WHVJd7D$m;Z@>noXj&f*~i
zu39TsYgR5+oEg!$DMze4E3w2x>9oGm<90kEPwtog_?M&OAk-!Y|ML+3gL%YA0|&ne
zb%S_9lKqCv_?OqN*~;1#3HS$g>-O7r^SQ6sY<1Z_zWcGg{mwUR>&ZJ-F3(u0wxF_$
zF&>MtKrR~W1Pn!jofrXeam5aw+gzA|5g{mwS=@X0Lu)h-?753CD6DeE0XhDB0ucuQ
zGBcetRtJ=T2+xUK7%R78aCb9%XlvZeQPeDax~NWA6HB3U(_zSu;+CS+v63lWb;t{J
z<<g9Gj|TR^#|^u?(XcOl;i_GjFZhhU(K@uvy{=!2cJ0cdNXtqB`Jy$+ECzDtao_&v
zTMzspj8^~D>P@u=#m`-mQxdW{xHlsKdtsqq7gj40gi9JsD5vu0@u^Ir7x|l3oV9Yv
zu3lVFnz2vs?&Fp{-i|BJ5TN<|I4#<-|C)QGIf2Z5ncD}#QQa2{8r){9qG!=p%xMoj
z5&pd&{6K9kP0pMyrt)>{pxzSQqn(4xz~{{Zh9-^AZT=}SFhZ&P)DMG4)Xs#htY7wa
zM>~~sf}ueWbr34KU<Su^cknm^L2e#-vb#pxLC1g04^s*gLBidA&@&E-JSH<hUnAb+
z8}2zQ#;m6}&iDm#n5DdTWzSE5DDyL5ETEgP>!1AXZf)5+Z+)K;k3`&`+a{<Xu{QOC
zNqgnBmuz$6iS2ERH&Sszb$Y4p{gl7#FTV7mUBCHa_<Ly5@YvKhp?#(UKv_n1$Hgt_
z+3ZodJz!)4GHwR2u}7bbup<cHNP+g5P!nW_XTuozJS_HMP=|;t#~&~<!FRAbmM5Nk
z6AD5|;K;1VM+$tASA4V9`~Q>or@^)**L@$j?sV=s=bk&?H;*+Js(=CtBLR>g2m+j`
z&}dmw%aY}G%XT<A6z;HP+3pXHR=f4V{lU@gj_?O}JHl<d-GgjVvP6oeNRb3VVkn@h
zP*te8-u&)7p7{>_|NYnA=bZcM6(l*js~n+qZ=Rjw%9SfKSFX&Rnfq2;9NUa*3zhiz
zBj@A!C(p%~pSm8;K5{jlxUdwL7MCO^r+kQ(ec%66fqX}wbXg82Gxn75zBr1+e%S>n
zVl#~;_j$%BJ~2-+<S7d@j6-~hl=o5`WFj4HFelJ#0YRQk%ifRs_wITz!#R*Od1=fe
zjM_cyO7=@BV>=x|`}>Enys{j7JNGU3d}9g?6V3{6B1xJtgL){+z_VUkl+ycTJo4DH
zk~!z2Et$5fiT=*&R_yQWL`w=L<1vTNdKxE?lluqz8fW%>mV%p$Jn2%oCN*y4iZ<te
zrrrJ_gGGYlL*!{Hd_NAdk1+OC#M?{Ws<*JTXucr}X*1bwWYm9sue*48$c+&)-F{y2
z#=c^71nQ7Q5WYP?-h9fRJ<J?rXUuSZW6~8oRw@tk56C{{aN3r5J{}$6=_pV9*(=QA
z6|$U<^03W?$q&kGKdKrtj=6zIek>%7kFm&9D!f@nvqH47Qtv~8u6g{Sk=5+B=;bZD
z#$}Be(;N=3R#h(E1aw6U<4dT`O~y}u^$Uf1KT^l!RoKmS=UqH;1NIPPvIk%g%kW|E
z8U9F=;l1tQ0XixQR-NiNCBp#uk4sQdpWNO+XIC97j+&^Hm5j+OMV)?vRlnkuwf<Rk
zv*Jq)iu+VB8_)Uh#4F$bquAM6j|*3?MPq(h4emq=AfGj?q|xk{8K$pI(@c80T94It
zUy3(gej(=P7vsXEM`CJ%4#<j}8cEUM+#6|NQliKfyaYifbfv<PN;CVuIAq7+G`=W<
zqJHR(3@>=?BPB=ZU=4g>mJN=QSBW)&PdT%qy}f-u4qAKu3QeOv7w4Csh{qrORNTD%
zUDNp!U-<d>+^2sfCMw5qd-dCKOUf}{YirD{h#p>>K`fo_P>r7J+a|)_I@fHS>vh<F
zR*@3Bx^*XB`q8U#@!aKj>iW~MuTEIC@MQoO_0W2xdX;dPl(KjzeDuGTXgiPs&FNhB
zR<~L`e?Gd-{h1p0r+r9)8EU3=b5QwQW;qc29Q2qNKa8rBSuUSn-9C(0-&l*OdM&P;
zsm3#p&3G06-g-wuv>TJP$#~>kBNiHyvANl@0$r<4ND%kqTR&J+diHm-|5oJ}f9qU{
zrVc;Jz0(!ZEd_OUZZ^&?FGf|91b^v>cFDe7{pHGsl--HrIJ>eG^Ns14;!T2t$E)vd
z#=X^zSeToM3+ES=&$tGJhWJ!b+nS2Gxw`tpejKugPj%i=_|DF5EX>Zv{G28$wR-%{
zKmJ_}Kzrt`ug;N>W{U*hv}ZvHVU}0-$?j$duaal16rl{4SAFr|l_DcBZI<3gz>4aT
z1`CcMj5-i(7}@-^1z$&V%)$?s-L~PCZl?jtC%%O};|$#cz`u;6KWHAf9Y%XC!xM)2
z<O3M`IhO=k26i#VQObB90M4_pp91;2jmq%nSp18p?Y-T2?Uf&?&rPYlO0MY1=VmLl
znkIglTxlSG?)m534meCx)5MTH>^5x4nV*e@Cf!dy{a9SQ$`w$&Zq5l2#u<%J#merW
zyn=Fj)u?eeY29Fm1I-CWDL@q{ZAQnBpV?~2yo_N`IDNkaqc3bj`v<{j%!K4(nKD<N
z6OtbLS{~ZM&q(S5Oq2XgYvSTBQx5^Z<)e*Q?(fE|#+aTI$KKIi%uSy}MT)>ubu21J
z?Rbny@$y{k^YI+X*#9X|)(r|*xiZW)FSnlp+|G)43E94gds)gP+Y=Zo7;o4ng(A#b
zFRGfaud<@Kv$5@a-uVLN=GJCxZEr}S-SL4=^4n9p>@^RB3mTZ%YeG<yOj=Z%V|8>=
zGH`ZYGNP`0B*PEeap}r+jUx4EEL@EG+<D0_R*Lh@Aqx$D%OpBW`qQ3m?BbQD<KxeL
zHqM;6pt0dN?%iICo9}!l+6NmNyClo{J3d4<U0ZN{OlrVjdl<5=qcNeUHqZFO%BHuv
z2`5UX$9Ku^W0i^b!z|n!svdpC+CLFkG*g{kd@R23g)f)~CsHuEb*UVu8G}*Gxe3N!
zqZ5yhSnSaF!3r-pTvhC+R=TW4c%iysER$jieO_hu;aKR({>CqK!lROJ<uiH71coyq
z8k;Dm#%AY5TD}A*T*t?)=!+J{YtFU6+p)13@dYIo9JmvICPYUONv!$^#)b1l;}LYU
zTa3w!L~8e<mz8$T4dnqq7N4f$+}XwW>7V($#yDzVq|Ndt+LFF9FZ`i3?M&L;u8T6{
zgFsRjkqR@ja9+<34?dEs)$ZJQO=VTKGIVaZ#|g|5%&fHJQ}MiF1?vhw$B|!2K5iRT
zP$?28sAM%xW;NU;*lV-r%9}{zjaUCL9)0Sov2b=-Ga)sozLYjKh>&8)wv4`JS=?*O
z$!+R<cl*8g(f7U?SD*M~Tzd3lQXJ(k1%#_d5Cp(!PNpLVrWAb01XdGii+w#gY}ee|
z@zxA?0CjJaeIHs=!=9OKSP@6DB#iR0GVZHaXx#ck2(r4`@jfqBEO`At;k~|Gs10b?
zm6Ej=Z@=>c%>em2&Qr0tbT(Q$tMP+3e#f8L{M3^_5$9GOjYExQlgf+j3YBT)p&2ep
zA_{T4-PC|S5!0G1eEW^xj2ky@#jpJIpNlg~SHx${WYy6pq#&|d&#Ew|<#}Z^CB^cv
zKQ2~wrHrmcQ;NU8WYcZNUUNU@7gj{ig;>y}gfH2#GH@asbYe;=gs#^^`6Kv!YBr`~
zaf-uelkxp`oAL51tHM)@%Tjtj^F%#%nq%?i4GjWonrx_T{q#>>i+L%wZ{0YE3+Luy
zsWuTC-IMsO-+3=KT3vq`j?2xbB}{5EOtTPmp#c#J78<p<bhaU7INKa67ra_K<eE1L
zIwa<-n#<#lT#n`0v8c1pOak-|U%nOZ-fzYEGxPDt<wmrnob$SEb7RelJ-1h^-MgDt
z`bb&lpk8HSJ{~<=jmMw99xr|O_4wUC_}!=?=+u6^XHE(C_S$jh{+j9>UeR{w8?-kB
zsmMlY7Uf;l8Lt_0KOJo`g);nPMH1zbeaIhs{-@kt+^;~yudRjM0+sfZco;M?fd9lx
z)Q2gj<*H@IN#F8dlEGDMEbb#i7{+(F?IqR(<D_f_Wau!ClNdkZ;uLcGkta~f4BTlW
zZPs;(0w~nL_kk5PX9naGCpb8vzqfVYxSW%o$PNZ^D@2}jYvQH2o>(z!RJ@dpsuSvp
zxJu(m&q#Skp;Sbz`xf9VKM-guBat6~Y)cuQw2uOODgDxxF(1G;k}eO)Jq#457@$Y<
zGoMseP>j}32_;RZXp`M2M)DdBr@uH%e)cco@iCpx9=;f7yYERcV+-8A_j|5yZpGwr
zUy4{i-nqFJd%L@;ukkoIsl{);bUQYhTz7@ylJy13GQSVzT^S}-s%QheZ5&-0eh^Ar
z3-e3ywXgjP>Z{xqA(^Z6$md?K>7q1d=6yEe-s=6hck7-eQjKWt?ggLoJ+$&9*`*ou
z`o^l-%bwaT${I5FNE7}uF)LZjm1ZdE+;Txv^Px|TEfX3a>zcrE7&*Vjs{WvfH8&r4
zyPITv-}ZK_uD<8Rr&1A{Tf7pV{rs1_V8CJNt@Yiwy}mBl_p-yG3qG;nGhMq9bt&O>
z^$B(g^2JdfDwEynn{YC=P<HqReH!K+PUEM4wD;FEhTkLhDg3DvLR0o_#+yeU{ZuTU
zIU75gI7k3{F^cmWtmqzTtO5LCDX-p>eOogBNMnW+MDvvXs(g7vsJziP$S<!SLt=;z
z#86-6o_v4pmeJ*?B^vUr9oM_E*f&ZeP}V!(`^CpKF&VE3Hwv}FtSk$=((v`Ysj0fk
zEgi@GMB`+i`-h9Rj&FglbbHUYiPPXkecG_FQjevT6|Vxb@_f+T^%m7LE6efuPd^iX
z^MC)pi3)FsojCD%QX*hn831&d|7quKufy@nqymi(N}F#QhH&=UrwZGL10T)G@Xq>3
z!Be~qog?DzR71eOaATJlWt}S-Gs4iZF<vo9xtplR>a8Cr>@dz=csjN=UXJsZ9`T)x
zp@!S<-B!n?BWSkm85{~J`(+N*>D3VSwqot>+i~^!Q*r+K<7#X)E@&VZ8tstIhXIw(
zE1TT^3VqC8dsZ&HZMGovER6j18yVbezNhi^BsdP$c`}`vx9IVg?j&@$=FFd=RGBN&
ztTgh~yIOGb!<3XKX4NRA6)CV|6U_E6iRR<jxc_$Stly303s1!5i_dA=yBY7^cp;V-
zug83KPTKQ=U)OVb)nkY9&D93>lTAzbNsz6+ETy;}k6n8vYRVVoK0AZ>f<O>WR%Y?j
z6MeCDu%o))c4wPkT=J@YyVLR>Yd#k}J+0ZSd8H&`F0b6-81<f9Lola6Qc~qFy9CkA
z)pl%e?#04_CJ&QiacN~bx~liB-JTRdO%%k_xke?H8dI^o#{q~byH~fG@z#4gQfP(O
zd!SA<^PP$rE?F17xW_m=Cjl+}*dNwlC4zb!6Cc<^4gcA14ZqGTHN5ASyEy%cPbr<N
zn@!Qt(k%MKU!~jK@A;MA0S7MHT`9GD-uDY%$27?BnrlizZ*i{f!STiKd?)s$%rZkS
z*sEDOuNL<`XyfU(6C$`Y#DQD<(O!7tkOiV{SaCsc!d0T?@ACO89@vPJTOF_xmXN$a
zh&f;whTV@5|H6-FX)pcLd&Ewt|I@GVE}(R0m~F(d4In&C2}Lab0uGXKs`6Pv;dbAm
zaTRW2VDJJ)Qk=4n!f8cMI7Xbc8MW{E#aKLZ!OF(`;z}%NGCI4ktU-TK;d7e2s_pU?
zsy5>rWTw=IE7NLA>Ra?>CXdw5U|@MDloTh>bB1s_?4JgPy-wzV<ZS&K^&%(S$<Krb
z2RC>^ywVKe0ZfBH_(+?x&42t4Op&Z?1DK?NAbt}@$#D1}NG{ve=JoqnWha&^9rK(I
zE!1mV@g;?6q8hucgJ?+}dUa3&sHXl{lgxUX2`Ok8=!=Z7lSk<W9&D#2AkQ$P=|2dp
zG;5r=cJ+yv<n#BEJ)~f=i)>)rnwy*R?FR3@_iijNEouDVfO0!_w>BlKBnL#lbXHBi
z?`dK!WlZ?E8G-bj_Ezlga&y6c>~8MHzGPGDpe049BRPE-yUmuK9m^kXoak_!m!3_<
zVNBwazFf)X^B)>V`id(R-xIh`eeTPW@Ac^Q!PSxM>%@Mm6`kfrQT9|&;Ww}BkNXuV
z{H%0J8Pgw=4T(m}M=u5;gB9OOBYcC0;LyN;>}4TKYL^w)p<<c&RI146{6N;#t53y}
z`XLhvUoonGCJs3PU_8z}*j<gu+!@bRbZjHx?WJo={7hw7G)Y0_17bs+K<xnkBAiwR
zsh-TbuA!TBtY;&W@g}V?zYlVY9OY!cbbeeb^D3Wen<pS4Z$P~FL@O0;AbIv6{v4+@
zYRRt25%~xOWnsLV5-({x=qKnI7cZQNZ~XjM*qEvKWnPIJ$Vq%*C|6<6{+n%G7RQAW
zhZJc?q4Ced$}k_@Fk=Lz=o}SZ16#=;8afOvV8}fDVQc~el0`IrvU@+C6tDF=FR8sX
zHTYa}Bc9gaG(Wd2KXt65*QMNjOA7D(SX}-q>IoNO5<#y9bl5$R!m7qGRf*c16wS#6
z#pg9Oc?!82E(culHKfTLfudXrVqY?!i{^?I()#s_{(720^X+)g6csOd!Y^qHyBZG4
z7=xh?2WXJw^NMVtU>1#{jX#h)!9Y{m_~F$&hw*sD!(OvPb=uwS)mUGDH)>N-;Lbf7
z+pV>@cl*`&iO>A1_{M$A(5mLH0-(s#NpnlcM11o*zZQE3x8j*6e>yH+d@`masJ0|9
zxyp={Z8qK`2G}>nUAnFPrUYlxN*E`Z5k_>o`*&|^=G~6@<@3IKxH8>PoT5d*IF$#X
z1Td@iUM!V?&HMeMiI|%ii~H;C_`w^yF{KW?w8%k&llbhj62zkEwYOWbE@gCAb+|Y?
z9pCu;`MAH?lb}9U+G@OUV>|xn<!yg;hu2-)cu}iqR;)bRo#K_-VcXA&l-;G-YAi0y
zsoGU831hY!R3$8?rTmh1Ww8-;ZkW)ZG^IAg3d=jI2l4Wc?rC=2i_4eJ$Gf-gdO)L2
zX{Q{tpgl}YaCv%P1KLDX#;0O_rWQBec_Z%LTN6(i=<*~s<=@=ii|w6#@g`T#srOQt
zl!Bkr*Gx8=`#Z6}zpHkViWHNLY0*c2VpS>!h?98olV5V%%1H<q66c^LQXL3$=S8|<
z92}+rA8<OT2rKNwO)K$)cQjlu^ea3BwhG?>XwxHkI~9&1P4OVo(Cz|^xJ!E?8A4f5
zz?~=Km2wGAV1H1-D*@U^VYF<cb%gRECdtkUQaPXt^8@LVn9QpTBi>M4gD-9ARZ?1}
zN*Kl-0)CXo|L@Cp2!jwZIGx!80B=l@UHqo|G?XbbHkRT!ihGnEx!pboDNlp>Ry+-)
z6;Fqpa4Cy;C64SL2}8R3^8VWFowzo+Ci#-rYn@0owRU&o{{6kUvv%7Drn$?!*>1WW
zuqXFM^C(`uvlZ{GZTW4{2eGN7akQSXdg3XtQq0Q32f*m6^Cv&~g?RMw&q_hlgxjlZ
z;qwHX0omE!jkWc=&gcG}cVcVvwo)hFd>b(t)#{4mo0Pi#n&Vlv%fDQ#LB{)y1l#2_
zev$$5m)G&EPL7Y|K4ZT|7fu|WU<((w9KeU69O}o?%CZLHNn@^PlELaci&U-sJ&lX+
z%FXzqP}9OQmDY)=rI?vH<An$KMER{YN;ySFp}=v7xg1Y@=ui1T8~n0TCfqDI!2#c?
ze9}_A)uO>C?k6>_k5`0KdVr$xzEPZrv7X%H;)N6CWW}rYqJc9X-iE=9!hGS-;gsY!
zWnglGKOo*g$r$eBzt7AFKe8M-&Nc_`9p)3)DAFwbkVh)LS=Zn%;Zz$M<JwUaVnGo<
z<VHqkzN$lS+Yr9P4W*?#LmmUC?OA_iy>WI&BbdrIE4^q%^&Bc=M-%fYjr&*QZ~pK8
ztyrFC!LZ<yV&`HQ?F{7~Nd8b+{MpA*GG39j<G3G`9tE7c{(NEkaNwi)9J6MhFrZ*h
z@tf{+31H3$n5m;cdNFUPB%?UVjjiaIh|#^xJL*BLn4iBarL-Fh=dMPj#(}Y(_st$2
z-->o?T}s1#^je2fV9vUMv=4SAEZVVr;fj^Cqht2fpiEF_YWQ?uH-IVSc)Aitfzz?u
z8ym5=vt^|i(^ltX)zv3Xi$+?a;GrhzKidj_mq~(;gJygRniIc1pk{(H9AP@z=t~%z
zk`mR8s7}LUDPQ7DZRT9eFI|a^?U&<6uY5D6)!O$C#RCbmrRj@O=$IKx5GXb$c{lFg
zv*OP6KHvWS@5INS{!%>k*q6LYlCR*7RGxfo2SEsF%DJ(=CV{+e`j*a|^Q{|n2>8)#
z?#jI=vlP>+6J9e>gQ-wyMoZyE109w6=9L&*1n93^GS5Whom&U-)_Ys=^kXY=?AiNx
zEH6w-IUSQC+>f?|ZdZb8cmFV+xLOmfQ^K2r*6La-Zm)IxTCrN4jJg!zYL!)OUd?5D
z;wEBVC9;Kpy~6C7LNIV^#kuAASeUIvRd&82MpI-}1f><8@XDL71??T=t2AcqO}1kA
zlr95;_$8&86&<z>uz~{jcs0dghPU5-+v!oZ5$s(F;{Ahm>}%q2qCv@r9mFeM>7ndm
zaMLcRf7$|fkn%}z+7c%F20f#MY-vkpF2-bq57oeVVAy_grC9zp#$vZ^_M?9AD&3A$
zJTqPbVLY;p*vCO-JRW6Sf#RKVX5v8_{&@P4wroE`uLOCFx=VUTm~aZ*fAnYNyzm=f
zH1da-2cRrR_C@iVzGOQC1$9%Fzf3!HXBcsZI2d$fvD@%qmV`ZojuJ{GK5JX1%)@_)
z?m+`SV!h8Ukd!HG1u8&+CC7|iKjeqqLu`>a<7cA$Ez%I*9%U}52TDKiPbl4GalxIz
z)Y-r>jDY_DXAx)w`5+#X{!3$<F+VPaPcp*tRQ(4zw%^>Bd{i_kK`2G^^_eOMpdwak
z6Y+`j^KnU&<eC(PG2Q^mpSM>imw?+_k#8!sS+^y5gqV&W1B7Q<jVY4DSFb(ctr7^s
ziAfHSRbzX5CtiE?hl+O;Z@l^~@Bc)mAddj*2AR|E?Z@)+Rmlae@M1#7>wT4nSMR0`
zo}=6`KCzn2>w9oWX*-rIky6a-{l3Q4USH-=GN!W=?H+c%z}6B!+1fyS&W3R9=(Y+l
z6V06ipBd`3SnZYZ-rnRBP_}>e@g5yERaUnDv7c3Bz$q+Z?wELsT%w+s;2*1Q0JdhJ
z0JGnivLg$pYSZFR!}sU%ZGhg<u2+zs`{d(s`O;FXukXaYyZ5Bv9*bvf@7woEx5f>|
zj$U777w=gJ>$Le29sELuN_J~7s95e&nXE*!I8{x)(+EyjK;n-{gwm+2KF6d#{0Pa0
zpmOmXL!m`!h9~m-01!38g`zFmkdy4&M&n^@)5L~)Q>)NZ{9s%?X3sBK6pc<$+AW_%
zS1FSK%I2Gz#LJ^Y=?je+MN|n@&e@si`0VFC5oea>RF+|y#FusAr^_>Z4(uS}*Iw!7
zk$rS%KJ1lYsQ&1{%(2DJ0i@@{!M%dcs>)L|sv=GPk`&RWTGEV&3$Hs-t1n84*p9lC
zF7^)7uZiuG{grD`tzT1g_6@H|nURv(+H+@|Sv;>e+1a=%i(RCwbh2NH*$;<dP|$uH
zFo>b_vUk=Uw=fFG2yVz4AbDc&@*i#&#)GnHD3l&TPw}X*mR=~x*~pYu`E=WA>|<TO
z&gyg~qSIxg{FZ3y$74@?HJ<&%Px`BJJDc0_-9PwdY#yvy=u=LF4$Y+6n2j+heVe;?
zq`XbUBaeMTJZ3g4MO(shlI!hU263O&bERVMvz0W_%>g-t!|u*b>~3#K8P<eIab{R4
zp02C-sR&aqt{sz~E*wR*+mHv_J@^6-*Oqm=Y*S#%L@Ka+U58IUi)HS-e3##GIhCtA
z%oDflYvz^MxRlRv4Q`Vf%=iFDu8_dYa*rk};?y7et4{P}%LA*x95$I?-;~=Tdz#gz
zBpjHa<?0BlC+gJoO3XAG;(JGQs+<<s@N7(ZS4D^D7H?3BIWRYW=0fc5?J8dmALhh@
za`6hX+t1Yt_LNt7OQ87Eyk3{#b$Z@GESjNRJRP<Jvr+$rThGz}-ghT@(q)bpPvT~}
zGE5`>&|W~9PYJ}f66e&3D`6B9{g||cQ;;d-2|YaVGYaMDddH{0fny}?`=JOtmHlbI
zq;CkL?!hWB&(i!;g3CULpM3V9BNug<LCGUvbRcq|<D{R<johFwsa_2a#us>TpfE!m
zrM1AP|12VWApbJ_{l-7)3r<U)DD93g60d;5JN;~bApi6(psd}52kpbS)G@qEdP{dg
zy34=(Pe1rw=3N4l+`(Z&>Y}jotSVxAdn0!4-HXodma;%;>PJfxd=5S$OpfXI3kz{}
zVOf*l`B<E5C|*T)C*solbUc4$A-?*ttMN;pxEeqI$t&@*AHN)5c>G*kU0{VR>x~5l
z%94D{wvdY$BZPhclu`CsQ9am_+~B&)zDS$0f_&@Nt+;sQqWq)?seAx3J{2|cMxjkO
zJnF{m+%=Ux6`><3w15?3DRrdx-ciC)ytt2E@c_F~oVoJ!xG8Tb&D05bA`88bl{5-x
zuoWIy-f8W7afmBYCp5u7>>nt7xsrMsl5UhZ?omGwJ>n4+$T;dea*G=Kl#%DK#$%+)
z>g`05sZc&t@{WBV^~{--c=YPy@k_t-mH2D_=AVlH^<Vqb@u&av*EJ4ai&lG8^c`qC
zlR_`0zo&7Gx&c26X&7a0e2n3_4UzGfVxLGJbM0nBGCjv0f51Y63=3E6vqp|*OND<b
zH+0bk-M*P5XPtRfUUh1HV9?gz51uM|0s}54FD&v156@DercT8F@ySKwbGicWu+5cE
z!ZJVjmUXAmhQi376>tE4@WnfM60<NvKvdx4)<TpIEQ13JD?G@krTMU-;QmJoF8Du*
z3+8zWkg^Uf@CK$x4s&V5>L{JPgIHKx(F|1$vpy5`*|Sm>Xedq1=Gqn#bjHJ;X2^#J
zan!mWH(&dqYEcclJ{yzOdE-9RjCYcoD)h$}fa<jw`h=8RUW*jOd;oBb4GN3D7-sru
zDG0=5y@eve5F@u=Rbg=)b!cX|D8Wk4>2t4$>d)OO3tZ3uZqgX5g(Ql*uiTNM%O|am
z5lSkvR71s4=Q--c#1VU4pNU7F__>%>d7FEyvAX%TX2j~Suu>BWbz`4!KWOj7`p%uW
za{2M7Pjh2~!jvJWd?^hl<Jl(RuOKOZazZ&nAx3ag<gLxMSX;X<79V>>xK?Y3x4DTw
zI}rtv!%Wb_1%f|pX-VF=GpnnyN3GXIurM2!h*9}S&;B-6?4b=|#Xe#_^0Bwy^VWrl
ziD~1n*C%6o{4i=$eJQqMF<;NE4&3eNv=oYoig>0L<$()wX6jX?ttqb*!p9QY<^ZHi
zh>KVVS277p#i+9fSus2iD4cZQLZ}>SfMNxlS9aNoPc&$BVry&N11L&5g4ev!pgTFm
zK2q@v0b5mjVE<cb)YfPp7Qzx-IT;x$Pi|w%;!vhk$Y?Y2cDu930Nj%bTj8(5zh5}Z
z{eTzF2h)yXw!Mgu=*VlBA8_jR{fKoyBDAE%zku7$080C5ztg!0gio9(9D-5efKxol
z;D?!lnGZLDR7j|UV)8^AA!Qk^L5zBazqzs^P#Eprb;VP1jY-)6M(_irbJPqi<e%j_
z75-x&m9#Q0_7S6S`|}(%BYxy}%1#(&#IKCQ5A`>w!!lA~@-Z5>G`ZqFXwQTjMH!>~
zExf^@zB#H01C;6BojdX3i$9F-{?WJN)fc`Od#m?itk;ei34&S4Uf#&n=IT+GQZ+04
z(n2E^8%*SLp<-!vIu@tLVnq|+OOhpz&Q{{N<(c@I$1cV<p1l~Kd*V!7T}J6iimbR5
z?YvZ2KM2Zjp2&8-9A-3XM#%QfjV&o-HTCzCxP9X_m527F5_+7;v_nOQucPh9{PL2-
z+ZoZ2N{+BA%#uziNC!`|y|MC`tHa>PFcdGRWn57hTM^l#OZx@}I5bY6v>o+VrL%1c
z*MzqSqAZt+*(hxQ{*2AuzHzvli#PqA(uf9lq4->(=IhL4`1CQ`!Dt8UaRpF5iO-fa
zR&!BI*$e);&wf1qmB0Ka<GJTQ7FVyIk3aUuJ`=z2^)IN77hQ&<-lp<KAwG!y5!=yF
zGP7SIS4E`au}w~HjW5Vz6vb@4lvg}dIIMTQDL%KykQN+F1^^e?cBOGzth{kXKEM;k
zAr>~u`XSAbPv#U)O+MJd!kF&u5e|U|n$WOa!+Zu$-aibKd<Gu0lZWw(r`#~*!-L{A
zlMGM5B!~9*_lp!mFqR}w=?hEgQNS=K{AG&A{~X{W+9t7)<u~K)CHV0i8OBSX!uTX3
z0E5eL#u4uY=Cz4u$Z8x?hU&8y)VMY0)r>Tb-i)pFzo!c3j#j#CU%K#q^!FN3pL-<E
zU3yH4@SMN&LZg_Ha8qL0Q%T}gi|JKsXTLgK{)2$Kh}mb84P50Ff&RR4jgy~J6j2@}
zNLk6FQ+ai6P@pVS?!&EWW-En$n$Jxajg>)_2#U*J350P7kAnuR22>=V=_Ep<_y`zQ
z6&s$to=A|=X}Prm1@`5az9r9YT)X~hHGB@KiMGi`Z0~Ny%P)Q_?ykNU&pr1uQX;GJ
zS9wmVaj5*KjwfSmiUGY?z0yEB?$r>sDfFVdzoRnOC0vet+L$sdES!s(8PPFO5qH@C
zn!*Fc(Ety!fF78STwc|e2xotCr_+zyciTRc_T*y=vDYH}BpQ|RSX!*d#x}3*s5&X4
zQu-HXrsAvyrw#`okGtaObZqV(#q!F0%+0VT{3K=?)!5nVNO2Wk#>77n#kLA=Y~X(2
z`I%~*J-evcKdZ$mrufR13O=FCy~nfD>}?j$eG7;Lx|HAjc0V>Zw|sC!m94tr5C*eu
z)yZ_td5ozcaSHkPs2AH?o3XdO=~Zff$xdOcG;@Q-_@tC@2{y{fn+dO6D<8ixpd!T|
zw}e6nvtN!+vkrhb;;Z@SC}4_MSU%^$G=;4(3;?fk&?*||AfDT+?CB<3{Ftm{)#06r
zZ4n<kafHX-Be*brYvL&2VTB}d4I$%~cuohVBfU=r7>s)avg8R#L&B&XaKA15_<fl9
zaX@>{oYW_Z$bJRs`Vz<rE!n4s__A)42A?8-CM^%rSHiF~3E(QBOj0U=L-Sy&(?GiS
zXO|vj$};%JV<MbZHv$6(?QsZrm+n%j8;Ojkah3eap8{kb%_Ch3_kS6dzvX}pKilf3
z)$P|}Z2!LB%DnaVd-2wr@5POGZ^qp_t3HUkAmy<>E4iofz-Krl-zKDpROq9O3D7FP
z_7Q!OSLu>}Os17@V`41M)+%vjzG2zF%K@}rDp?8T^Wi`d2W?PK#<k0rpOC*95E~mi
zmR&D>|GSbcC`Q?rJVq!EW6Y_xGj<qf&R><RnvjfO3j?dbq95fJc?Yj7D;!yNWH}Q#
z<>$DB<45Z(?EonmQ`pm5RnmfH>P2>xV)spNwNUxTm8Z*)Ff5}V0_vFY7QAc=fg0ti
zAKvWx5VK?{p(txsK2=V(d`*geE3d8wjZso6uU=k>KmMy<iswH4Xw+(R&bp!r1luOw
zeD_Y=y{AbAbRHKguEJa1pHE~C=AjTWrXb&07v>5&@?@-qZpwgiO!%b6ey_-r99;VI
zp+H_E8pN&Rees7?XXJqq_>rN=UHF3;g84My8_1Oh)R^b8YV0zf6^8uvN-^z`e9G}v
z0G`r}0&dz3iukzdy;_}B8&Y}Y&)d$AJ@sfj`MBB-N`H~m+3JtCq_%^%6nF&?o_Xby
zzqC8}6nxm*Bt9BtczewiSu%?{g&E0~hZt{WC$0pGBDx7EfX+TO*;AuaXE<Jqe)k7)
z*m*O?kJ{?%3aj)K=`{(j_mqBD3d*eW<V$t^!#{{#=f&7r`@`rrxxesCES~#JEM5Pc
zR~VTM(y>q&Rl5*Dt~4#vU?a%ihXElNUURb-Rf_D)T+Gfc#N6Cs%*`)J8C;3^dHFSF
z<X(u`nZ;-{>Ty!6l)@WUDN(FuX698^Zgb$U0F4L!(G}?|id!&+KLj8vNGMt3>Zp8<
znb|R~zYx;!%^g>6I>wZgIBEFN5M7Pgx`azFmS&dJk!6>n`p!Gwj_>^8Zz$?feBp~<
zi)-heG;QQBQKY2p=*ln;HCxPM{V6^IVWwUeEeNFXSX^50{x)V2T%bNSUW;id#H?D9
zl&u!<ivtR!0!GnDpKgQ)9eg61QZm=JbEWmsOY^a{-*Ff`IkUp2m^tm-k165ks{d2w
z$FK1z(zeo9oL9Xrs-^XJTWt%_PEP~NR@<xHti*zi74%e0CZb-Qifb2_)V>nO5v$Xh
zc(8KMKH+I8=}dB<89s7}`^M^iwEL>lX(_c*#F?mojg?zgKX@hRPev;*@a=7_#<&Iz
zCQ_0$Qsjk8la1ckw3KfRaN+@{eBlfy-<e1;I*_ONkKOe!u8BxDT2h9&o4MSI!eJLo
z4x|imC$X|}HmYi$r9w@J6<hc(hX)zzoIhuxr^m{yBWJAt{L&xQs}SP?NFzSu@3e%I
zIMZ2pf}f`;%=kPhi2qzTq8Irk>3G?lf9W3n>QC0v6rT1^E8%I<Bkk~I;3pWhlksRc
zea&gWX_^Lv4%`fA_LFfune2OoAJNP5sC@Q!-I&7km(xDr9pL5xPSvH;;6waTQ^L@%
zsCEPS4bql*mwtj0zx^M0mVcxro^ch(3-%a>`QcdxkS<N>>k!9<$7v^btd!f~4+3$N
zZ&@Gwmb9l$5kOG-g1C&UN5+>zB>yw5_hN3M<+o{k=%L?g#ooa|w0HO7-tD___tsrc
zZjr%@^RxbRGm|w|Qh76la)$ho^fi7raaHrU!f4<A2!?W8)+G1*d_B(0SJe;I|25ul
z@2?jEL{yTPcA$I$?uP<yWmsC$1a@XNZr^$@I-P@9y>}yacWyeIQk4@4()-QN2q14)
zR?hqDslCpj<b%daxB)L!f-+0wtY7QfEy6S&p!nwDx*U&r=IeTJ6!AzW#oDx&X=U-a
zrFgWdTv;xa$kXK=wj<)nf?}$CC0(TevtK#K0hD?;PVrbAuxw)iN8_FE+?6~=`9y(T
zYE<G^e(tmJQ{VWkubgXCW}?|`OUAZiO0xcq*YC!gH`XMNC5tmtQ4AlGH+ZqH*!@j;
zdsScg9rifLs5~{kxg4@v0Tp>HdiZTA3pmJW#%2~aM86MFdnH)B(>R#*MLyyk69pOK
zuq{Q}jO>&j(uRCWL%yO(Wz7(tyhW~Ly{l{}$HuL^ay!KkN6G7l0kN!SRT}=-6mMDC
zmiN@tkHxc3Kf<6Y{E8(!)+>}Z3pj53`pd184weyJavQJncki?`8HqG7jro5bl;PbC
z7q+aBtYBL|0Mv*aP9>@lB4B7Fs)y<7ff^e7hQ1fw&fA*hu12eQJ7#8QCE?zX^6-Xc
zzi-HYQwmSt4VP8X%H$O_mRfY0cND)Bo0?fa`OG)sXgn3>gz{N7mJcHGgBw$sh6c_o
z730-lUgJ}cm=^stb=aC$t;Zy6X6N$4{rQEds5NR)uZ5Jh8PUAphCEfJ)2NG}DXICf
zw=@T`6oB|1azll@y?Rl++JMQdn&Z!FS)Yhi2SOpE<4j0+UA%NnlgE>I^~HY_KYa0f
z@#Z@(#p>$a`1o^Qh%bKmmt($qmI<iR@X9t{+xn|K>J*fR2@662H=T?X353*)6m4#^
z=y$r_-#WX%m+$!G^LR|x*n21X3pR34P!oAOhy9dJE4S-LvwU^#?%_nNZFOR{b|PNQ
zXaGa8%<E(>oSTVO`$&FWD~r8jiF6hH@k`>hXq1i|tzOgH9S%84j?j`4yWi}_)-Efl
z%=*bs{87SOl|JzvboNm%EzNp0n6KX*OBis-t%|HuTb-JalB!uW!g5<}?!7yEF}G5c
zJnH#6wO+faFpvxPA^YCg$9&}d!~45i3g7btg?7kWh^`djV=hG(ZUz7ZB-<hA0K|ds
zHWoZeC**$ZE_Y88j&8SSrI_tP@X&*<q!oh*9{h3dG<SQ#Tfkg~Nc|fxX$s!Uk`eS{
zpCT;7GsyYa0eu-(ifYI3KR^7QPMd-0U&Jc>@GjhL@9BO&lqvK_84A~_r_-gO`{>`#
zw19gUjv2%uT|onU%W%qzeF*6b<X|&&XWUV9I*fipTPuAtk0JK7DOnLR49j%Gn1-U9
z{5ph$5Af`C3b}}L%9lYb@uVRNQs({fMuD=G@lQkYqy(3xFdqmCbei`?!d?0y%b+WH
zLVWb4Q!!5AfLqipvh*+>8Q+YhNpAi*h}{D|WFVO-*;#GWHKDJ?#@bfgy>rjE<7{ki
zd%M)i${ESHTKEf|lBMA3siS$1HK5{qQYou?k^XY>T@&5~_2G*%GjT<-i!WWS9psxx
z6t|S8EXJfA@S7$IB=8|DDWEemi}CI6e#;*)+TMKEGHmoyyB`GLZb~*?y!MD>sl;FJ
zI69Jt;}hIt%VGt}lg3+*CPO?-;#k1&Dx*ErS7awf?t?89TULgxFjHz|4N9NFy+>F+
zlPrKpF+1k%EvbusBD?FTfI$(+2fTwV9m3<A8bqJ`y(P`#29xeW7P1;FUNZ*q71579
zb|(JPzx2zobdI}}xp{~!bxmJm+Ekt1xVai{-PnwFYsclxZ6UNf7Tek?T1(kAbKzpF
zDjA=jt>$KkDQ?MN!C_)5>t6LVrm@~7bCb)SNqLaRF(w6CG;_{_MH9+_j-bTO(<|*N
z>j^hTXl#J5EXJfVnPaOJVDl>Z=6v*%btFBB6>aD!^7X3xl*)a?ozy8mOP+r)Fp)xc
zsQaox&e+gCpM2taeEiwRgiCZOUs|^R$={h3?T>sQ3`~xqA0WxLag!#=X>aKW|2!O^
zGgk_MRl0u+cq2EJ<`bD*+f~<-&rWhGUqLcl_fnmHLc-w@`Ku#NtgAk5DDB<ob??Xa
z)^}ok?Kk6K?~l}&Z>fXKs1tyDOiI~I%+5<e>d^TAe+%veZm`NrwVsB~MdRi$frNw)
zqV*++jy3z5S6L>aGDW;wQoQa(`{2FU-}#>CekTr(H{<@TZ^rt)m!sc1upmESmMkWC
z-<&Xc##(Tf&cKH`P>K-{v^wwutW@wS$-+t<m`;7%AB)GH{#1PCr~ZZb)E9mxE?vGB
zKk=nsjK?4U0tbVYmc7Ub?HsgA!HdGnRt~O>A%6rAf|*xWbPQ&vtUU8^0R#vG3a^?P
z^L$zqfuFpARpysFdfM&GCgTQ6SvinESY_hKpGg+!E-TPKl=3RO<KO{(5{#@SbTt`*
zMpjl)oFy})#Bv&2lLp22mIVzuE<=%@_r-xoZdP#CxAs*J$un*x0Fpp$zwu`(m5u?8
z_T+<aDmHtX*EbKMC8fF9>?lqOH6|aquPhZ|YJj%PrRzt%mRtxjDZ(lgs}NG}CH|Bj
z41gIflJa5toi4eB1-ixW!KB1)4FuD9Pc8gme==pHuHjK3dR-S5UREBJhn~h+;2j7t
zKvvxLv3&%D1AHZ%3M+tYER1C-@w%QFL{6nRo!a!JB_IBM7!Xo~W&;>81>mo`Vn9rK
z8TM%}qRZ`dXh!3h{W9WK`Va7z&tbd_ODNm14Q~65JPQMq&x8_p31yxM!g?z4sd@qm
zfB(wv_#<%IJ*3et;ui*m47pXB(eM(mj;2Y!p?lOk2=X2LorZ#+`hA!gTJ-QU<MKnD
zF%Fl;{uz`s*pd?n`p29m==FMCazjdvl-s%anOInyi`umMzxu<)i!0Gl|GjzpZfxG(
zh&Nw<FK$aY=99a#3v)46srf+goD}DZ{M<~%x9n2NMfq95l?6ZUBj;9%#mZzncWx=Z
z{OE<a(5U9ZMFFMVif|UtcIaQ*UXRtaJ8{%q*BEiv{oS`I2nK!S1AzK$9o)BKMEO_^
z_c);ODAOWaN*tq48Tzj6j3dZ*lu~@?)8L>VgF$?goXq{Jv`pmcq{3Aulwc`(qiq4X
zRl;fdGhdXvRDxY`HmRug9q!weSp1Rkz5B>{+$hB&<C&))ah+DC>cT%6$7AA^&~O+G
zzRk@}tG?%BcJ^AtBsxYxkBiJ|cv-eXjgza<>~Ni)2SqQkAwyjn%AxVkGD997XQ)5P
zT)v=3*(NkuVBF|R5w{X-d6-Y<HC~Z3_dfdrR4B!oTyTrf*aTlNMOjZiCy=w;=o2Sh
z<+bMpvGVX+f|PaIp757__@4xsM~=<VJs1lt8yW8$t1u4%(vJp}q!>OR%|`^Z)c@H7
z!YWsvXe(+=<9s>iJvHK6enpSrD>^j#;}fndYbtD42`{TtJget<`SF=$4nM4@f~6E3
zZfOSCRR>yDhmkO>NXQGf^Bd`)3Dh8_tn`02<AHw!QV}4GS12@mPTlTAr+r(B>m4a>
z+`Mo@jkcvSwWHH|I}Ub#5C{9eFJ<oaxO?X}<E=OTJ1NB95%xpHnYN(h4@J?R<)jTN
z3(A6m#FMX=k*gJFbzElBeU?b&$pHjDK}?K}l(-YkoF}Fm@x)`#$MvgE#fcQ}N|nQM
z(9di!aZo9A^s<dZ2Zj|5e@zboRg@pUnZ~S?;sp;l?frvb8waZ?bX;(;DojT$S7LJj
zK<F8T0Nkm(@myYP#KlX?7Az=tMB^S}wq&tdOJ{~&X0+Jby&TM^lon;Zr}EdhdZ(JJ
z8wd;UGgH?9o0UNsPcRUA5(2xePPDt?E6TPM+e21erQnkSns^)5KO}C%#%42`?N;n;
z?kis@qy;??it>kGVU@R5t*b6rebB^(cC0YUam=Y=4YI7hl&|7QY?{c(E+G?2`>8JA
zDZEA@=B)tuD{S3R+2A9*qYZfSV4<demd&9HP#N;C5P*gE`+zVqw%z|E&Aw_&1_4<!
z4}%f^56Y;Bl68SHm>&GTAM0rxL@lB}0F*8<4Dpn|qkn~uEXlvZPdqH`8Ar7bZKBan
z`=el+i;9Z@2XUbhzEYR8n#5s4Jf|7)d%%psC=K9C8XibLh*Lc6E?qzw6DVSq&H~C9
z12YniJ>7}1G{C6)L30|CCuvF;b?d1_rD8h_O9RicEoM9bSIG~x?xa!n(qz-mw8+Al
z#*F(U{U4>6^9*OtEThe6vOf_u$(m;$zwSN1cegfUdvz=B-@Gk__?8r-jz5^f2Ucp+
z)wq0i*>{EW+MdtWa<@0Dl=M&iczT;3H;^2g8jHHj<8u@7mB-G;H=e!{*QJ;Z6c8Eu
zYzd{k*KWt^{o4vp`AWS4C`!nW(rtP30F-GC_O_!jzYsN**UA?Yb;*Vj5(B^KCyDH|
zewD9s7?0v}fXgexr2;9KY1DmqoN*xU#6{W5a1Pb+8E4x?CwY$MtBA!j=`_&3*<!&e
zExaQR`BRUgn-zDTyHR<Wbg)eVcC+wNm%{(Ck6qW8h8~cIy1gi&yvd2Lr1F{J>1l30
zs>Ru}S2Z4<SN44EP4pFfK|xOCTeKeSid}r^ZqpwTVJ!C|m(MFHJ_fo4RK<9OZ6hh8
zWs$GqvAS)3BFmvgc25#=I|ItCZ<gTexOyrB<KtkQ_w#C80FsBw#B?$_5gjL7okyT>
zi1$-d3(7%pe6vLImuJ~dJ_rcsEwbN47wHi1PBxMhKSi*e0Q%Bsjb=UyFK`Uw{?7wO
zTH1#TRKmkL>BE4}B%_RsPw>iH6+Eul@W~IOx%azb_`c0_g$h=ssbO|{?`j5iH#*Jr
zIP7wL)lbH`bN^bLyZ9GkcJV7x>Nq&ik9y;BEUZXbR)e3JecZFb|4BeOKFAD$X$WP9
z&lZFg#q30i@bS^j=pOtq4z|7>TN~er-L03TAYD^=cGb~d(6g;}t_IfUi*+0FdoSAU
zyRvts__042Wl%<fJ3seGo~fwPY7ga?Uz3@Vf+e>)8fmICngOFMD{iOX2|f|MxpqIc
zH{X^ZJBj)E+2|eYYEr?+Lk{xAnbNXv3)&GXUUgKFxay|tSd^1jdF4HX3^t}qPWBu%
z=I3L6Q3DP5P|7S2qzJ3SS;+<vbOKPCl~`mDbRBPZnTX35XT2?f&rzdDGazyoF_)lA
z7J{B`8580^b+F&&Ri@~cf3+fISc-pTdLpV^lctFUuR2-PF)tZVKtcV12w5P0qNMKa
zwN#Fp>PW&@`B60Xiq(Y6WQz8lFm7+Fy*m6z6B+r-PI*!GDIZs)!9Nu|x~&7H<uxM%
zp5pMDY?AFWRmG7I_bLa2kf@O%9SX6p>=7>bg4+`;uaKxrJmuyzvw5g|U@vkF4^N_G
zC@aBm3vl0bf^=sfes&E3_XFPPWsVI3>~=ump*&GTN^t)!!yXC`gu!G1lb0bpEPaNL
z3jEAjZoF&?d*Lko6WcHha9VpQRN54S7f(mwM}h9@g*~7A5C8ZFyB`K{>0j|3E-<}i
zgd(hT^RU6s_TuR{g(<)o<xXY89))`tb<_+22OM}9Pl3_M*wbwsg-IS2_QI5IAnPH`
zz+a|}YdY~N{S~jATx0-Ua_IImy$9y~Kpf;sX>h9^c{``RM;fjy<ch52B`FWIOHGt3
z_34<CvOHC<#^aA(k?dNC&E4JDkV3qA`(EsAZ^!)XjQgp&u9~?NUKRvoSPWn?j$HAL
z22!kf6NT|tCn+F(m#ZD66knK`jL$!EF23~W*_f-Q5}o6vh${d$GJSjNj`&l^O96Qy
zmoxrIf)Ri=(h%O>kuuzn43*-atBQpJ=9r?3Iw<iE@S)gBIfH-rNqJ-I1bK58JAeYm
z0e8+taE0VJTPE07tmnA5`ypGQ6WLYd=8Aq0gs<?og2+|{xxJdI{H>G=hY%}I<uAd`
zILF<~ERHemutt03;+eR5{X$H#%1?Ts9T&}nqu?`vSX!Qsxj8B5$U?<gTwaQ$mFvPe
zV;a4pihS0eSEOaQgI*(}?7JG1_%duK`cfQyCPH#o2_emfk8UycWV@zJsmNLp04uzh
z$gL$VH@;Sc;Wy!wH765nn^Q}bui8+-Kfs4J3)*}w-Qk|E>#WsOKdJ}Lzf4y+LzJuX
z59j$1%GG*q*I>bn@e3u_<CH^&U{nv_Ll&OO1N%erELe2PeAw`j>={1T+bnED__2kj
zg2$z(O!4X)B|w$IYk>Z`I$2c}CB>wAMvdY?i0%m2PPAGZ(e2-jgXWtOLZ6J~b6<;z
ziW;sPe?)WtMK$t%?Cx-<<i%LI_)D4{f}`x5qZH9-<TKLfM!~|OtmFrc)6#g-J~XWI
zp&af>sr_~w?EFD&ue}w=T?yq1`&YT*>s;(?eoN&<@w(`lS#$SZblUr|xbSS8z3>Go
z_Gg1DW_Vri#_fj63Z;ax1g(`}0kreMkBzleUyH(LkhgZ${WYb7W>fBtI<jW>>d4%e
zxHNwz>a}H2njc*}JW@wGR{1q(@MSp!0>W=h%9(zhFGARPDNoa)Vh#-}xjZET+0&p-
zJvCjIz?8yg`bb0PL+BI&N^!h;scikq%6yhn&%S2T6Pj7iYNp>3?c2MDu_tYl18Y4^
z8qO|FMMHzl>Nc+pm9cuIzb&u4FJGLGNeM9oTjxme#f!#l&1IsD%}y^4+O!qQh`>VN
zu~IAb7M>DQMYwQwPHk&EItSh8pG?O5LM<9<n_Ne^+wR8O?`~)?or<~nx_G}Y8n>ej
zjZ&gH6gefs6Tz~#dEfVN`rw3UW%I;DUHn%&@U?mzloM}K36`+ego1&lRDfAEM(IUa
zW^!{}#66OLX5TQ1CX*3v3}KL>DO>sU|Ck1Wg_vJf`-i{sr~PEbxN=-(@)A<V$B%g6
z(7z+1IM{(7e;J^s(g+{!!i$PdJOcac4`rqdCgLExd@BEJS0>WwhVcd|1!cMtO55;R
zBo$D|A&mN!^gEg3r!oc)Xsl)aj!oMvAXA^lJ3wMH1aP=K0)7cid@5%Vbr?R3S3-s*
zUc$?;2cHjz_lJ&BS7dwIa{wQN`Js^wr*O+W=pKbKY(T>U0P9_L{S!A8;dGaYOTML_
zJdrVle6(Nj0P16had~VbX2zR7#LC2zm0c87CX{panOK_D1fKo9Qd;Ngsf66TzbS=u
zKYGn>>>ccDj2V}bJFUKq+{ykyekimRRu1Khdf_uoD9B7yrEoAgN78t4L17$JTH$)O
z<(YVFWhO2!&BQ{zBAF(oZMGVX%2-q-7wVD$%k@T_Z8YNCTs<x<Hsb2aTwFb~5LcDv
z%2Fe)FE`@RmD#wwsPNh8I9r>HSxFdf+No>oymI}C*q1!p)Yvd~l81$}pQn=M_U;u(
zWWbC}uIN${uUMi)A9E;<$prmEJkWT|YBO@1Z6wH*qZ3v}*-OmV&3Ge8t+C3QwUA>#
z(XZ?-DpJbm_{3b=!9P)zJmO8BR6!|qTy<Kj*Su8^<(Bb_yMFmN3WjZTfAUwp63=|{
ziI|*Ok?dDF7^{SzPZjeaDL$~FnvRX_X1x98-K0Z*EFx66S*j;D%DgGai3Ief2jfyt
zis!!Yb=+oHjNz+*Y*9q^p<pw9!wVKhydA}gCUTL*8WdhQ%wme#j`-$0H0cnP@}n-4
zFWV<*LGZ@)BA&7xg^7jgC|9jVcu3tuU2U==x{iqDze;sJxVb3f|9GIB<I1-&GZ!^Y
z&Zbp{Pkri%c;@NHOqVg5AEWhF82tHT>;MR(x(P~;{4LUs!ao<cNgV8LsBzPf)OBcd
zC_iF`4ZbiCBYzYwnk7OdXDKLM#6OCuDOQS^4IZhl5_dUT%{{+5YPGn+YEfal0>A3l
zAIHb9M!)@@(k;2+He0*0KM@OOeo~XTS=ERd8k<Pp2jop<jf9=5JIbM7{frs_fs!`;
zl1An5D{A>qx&!RQ{?^;k?{381TdzwHAIJGCUyHffr=|4%P)gL>qJ24}|HjnBO7tbX
zX6HW{)yA_DW>N<a$9!cOqJa!1rCjl(@iR;3v%p8kwb*HH#_#>!Z)x^>HZESg8Z#2u
z3+&;oG`zxzQZ`-XK4d<9DZCsE=yN?AuSd8Fj6G3Or1VEP3YhE2gNuxw?4zX<yXY>o
zesC}wR=Ip<qSExc?G*Yde@{vzQ5;>kT?%>7f#6j_z9!@=Q7CfO$t0NQ{Cx?SMy=ul
zFB?q`P;dd+NzB%!G+~&C%`HC6!5-rf?=($n9ZEP>V`g&7DlP)5-O*D@Vs&Op6dY=j
zaH#f^LV_}yHu2Ge0}i#zmK5$OmHUy)suPt5xuo$csu}=RcY1N_&R*<oZ^aXjUeJVV
zGiEB2aY6X^n(e667lngKg!tQSN+?al&ek1yp|CTksEpGKF;P=HRhg?2KHMQZsk%9~
zLe2rq2?>4#VGf{HfW^1TiF|$L?J4k0<vTdoQ`^t&GR@|J6!#QP3|;V+LyU78=vOXW
z6fNu-q;FD8VOJE_Gx7L!m1KGxUa7#-c84e(eGzvm!17AtK9qLiodV+7H=hRa*I+Ml
zr~iXD<5^DV??FiV<&QR5+D{pZMcK3b1Go5Rc{E5f8Y3aOKpf&{+s{5e8tVZ7iGN6k
zUADq6<%AstBxRJ>^x%Wlei>Spxrk|-U6i+Qr91u0DgZLyGG6JMP`b*eR~T&rSN6>k
zpC0LQ7W&Doh?y3d5>JK?{U2sV)1^CY<}o&9>hic9-~;a!tRD<>W@kZ|o)Q;DI8r6!
zSP^z=$4WojQHDG5Xmwxx^eF05r0Vn!HG`Szcr4A$#=^WNzTQq%iK_atZwF9^pQ%;7
zt?cH#`_bIli7_ca?W3-@SX_JLF)2T_Xh{zE4sa<GlTzF|t-Y8OEv)*{hb!5vi?+c+
zMk(VYPt^AtGP6>$&(tR3>RdH0Nsc@z1^3D2dOW>Si)YT&<EgXNcx<T}*B7esh$iJc
zuguq^OgG{}qY^9CNh!f7&Qk0(?95G%$F3Cko%T^&U(qCZ;au#l^Oe-C<cJg}Pi`e8
z(k+I{&7nBtw!g3`xlUg^KH5`w-i8C9@J?wGU)2O+TuL%;sz@u*Vi|Q3T&*ej$~9jw
zKY#qRyj7fXPpropjm?v6S72)ZTLmQ9$ZJe9is@-7XBx}6zLYNjvj4dvhO%X1N<5pN
ztHdAwxlhIOpZ$0&pFb}}F2@oi3%UBhW2YbOcHRNc+r8J`UUxn|2rl_a#0v6sqOLJW
zm4$*S{v;&5mUD{e)oYE>T$ko@Qf@^>0k+&KWFmdFQmj%R`*sZ|qD|)qQxYFNoo6b$
z)CpniH%6{`I|K^4<ZUX*@TH`StZ7*Eg|2UVlExvPDcx~f`hmtk$^3R}+j(Vvq#4?Q
z(R$!|H4gTp41fN!pYVrDxUQBlSv3|X#8pzLapT2T)~w>fqNf+Q6o>ZZeoMH6%fIxS
zUAREVhX!!(LkGVqRwJWh!1q)%hhW!8g?PnLP6QkWlqM#p)sSW+Xi$XrZH|uGYH;^r
zd-FY4aJBNdI?0oo$^4Wm{YlN(*(Wrw%(z8iO_ey~@R`|<OCX(7g){Tb4fR79Iz;LK
z27(nqjgSzO<rr;9#PcB~#bLKV8l_bn6uHjfP8^T7qB`G*qp?~np1BrhuRJLw_rC8g
zbZ0tVi>?&>V+q;LepABw5q0{fd{A(vdMU<^#E)Ystm>#^6ZyGeK0CRywG%gQ+=&~v
z?@Lj<8}GjJij?L`%q}lVDLhiXe2I?BxHVf<r}utqDZVJcm{drq9|V*5jDYr&i3p82
z>+cx13>~5(;loNPs~W7}`<0-yPy|+`p^m6N%{Skx8dy|`*=<MoS3Y5NzK$uGo}I?~
z;AH5494bILc3YB}mhw;6_nu23VJib2d3u`FixhxlL0jTro4Xu-ic8rz)W_YAtSF#d
zbI8uQD^V$&_ybgI*X_>kp6@cAU0f=*WaL(m%0xd7wsyUJB6{t3?8-`f_A}SwV;{Q^
zk6%Bl0dp_LeT#&IY;`7jJqb?XW19(|Smp{Lgd1h!v@xGur7ZrS2CE;UjeU)N`f!{C
zwaUQjL1a!zBZ8ehbQR%5VP>B;dy|2D<(BQ$b*g&6POX>zidFn4QoQV+&f)<xY%w^Q
z0n1203E(cQK<4uSFcOxu0V6oc8s{k-g`Kd`xDP;5@j%|-As-<v4KYUDB^14*u>aGG
z(IFl^{hPRkP}rRnwAf|9KHPiE51tsMam5cjWCSXUedV+-Pkylb2U<#h8QQD;(x_!9
z9{GWVJTf8uEu*GK;Z4#Zl=i|iaTZQ{CEmm>aA3yE^593n`|Wlro=aEMy)fC7`3#|O
zoc1&%{Y8+3^Knb#!v2OP_1ze+PWVd5g}J3zRR69^xt&&DVxVUqFpCW{tUyXZzIc8q
zu3bFmFP5$E?5fN6{ki@1%}puMwK(DQR$b|Zi(7Q)<KzjwobT{Bs6THr5N>Wn@augU
zN(Xs-+yRA*XSw$n|159Hz$}lR;6($|ldWpt;4m>)!uk3~$r0r8r3T~0n8txt%+JnA
zj->LGIVL|z3vJ13(KEr8t-Ohdv0?aSI+wskEkw#!GkPtBNp3M#Oo?B0@r%#dBTsYO
z1Scz<jJ-o}U$;C$?rJhnTQKeZu!Z9bhm_K4ttLI7sw@bT%r0c3-<%;EB@-{5U5O{2
zeAIVDL!m@Ixtf1Drm+$a@0lna#q#oOT)wnoKgIwntN>%l%uLKLoL5`8tbFDR-Y1=4
zE!$JltunHBbhsrQc2yi{s)==^qsUKn&fa3ioU-0>pD#QSE}`*?E&hSxogXb>p$YKT
z43*!j^1QjEGs1gKQpU#l2u!)v0;*)JpmV5h*FGl-?<sHMOij)>UP*h>qIxgVL#wxk
z=#MwhjK8dwGr_5dU(<!bUKL$cJ>h9yzlS0%3f#{@4mI!#hn{X<JXLP;ly}k6Y(8xG
zNLGgTcGms09CO1dm}NgPV<6!2N#*29vQz{;y#H}R%3<?mDH5-#f!&wcQJlSKHJRCV
zW97_eVs`#B(U^NSYK`+^yBdRdj*#ef)}pOh@zj(Wc0&p!4QYbaJsM*v5CHNo8;MCZ
zEki>{b^`2a%J?YC*j-3tv4U5`W5)rjt$aGOFNLYyI*!HVC!<oI(k%5y>V%DG?Y|bs
zz1=u$HzZ(>VsmvXn!6`zh>Jd`QEx0s*d0XY;Jy^lh7_!3G&gR?yDxt;-g@niVtw_k
z=yum6fX>A7nKSX^Qy+`P+2!c&93&4BW@?E3g*kd6NSI|$*LWQ`rAY+JSPEZW>v^`U
z@^D~{4``t5(@9#LuI%|mpiZ~zZ5OR}JDL)R2hDbD@2<ze!9ncq?8oNjMr>_p!ZIrX
zg;EBO#1y|u7ZuQ9&JEfE%B%#4;*>m1g&bz8#!zNeZ`)f<@iptOB4KuZWjb2jF>iS|
zR9q%foaQ~ZSc}<uMfCSIF`zuE3n|Dbn7lz~caCCbuP1@dVK!DZ$Oa{xNm&jM<Kyz_
zs|{(8Ie&iHgO0CQQ}oSd#Je}|$FT;T^A{F<Fr%*lXJ>0qLWAuoZSk}&d=fF@S*yjK
zakjaDcT(<d)Mi&SK}x<;KJsJ_F!AjtVT7B*APffZjw^2vVjd`!hPp(+bX5l^+6Ya0
zQB#v33oOb(e3fywF&k$tUb66m=dA21lG8K2C$0ic)rp_D2~!-P90&&f#4Ez^!|lmn
z5t<;E!))_&2pN{a8J0}|dm7U^fKhu9?IDo)q%k^V009VYo+EI|4MKYqh)3-o2qn(U
z@03wMiJx*}cljKC+FpX=q;&{HVNfgsWy(}MX|<(n0!o{`O5-@hmcji#z7Ba~TIIl$
zvFNoq_zhxZe7Q?6_a36yRn|7Yg^%+ef^qtpaqRNHe$>teSrw3RAAr$F1^UtpCuJG$
zHRDS6tr%-|eC;CVD){IPTba0_fHua#R^EiURQm5qp=fbCfE+c&nXgx)-8+m)33tvk
zaF04~V#cMYJ@WK(G06gs`Y2ytJ5-+}Z@xfDS-_ERTj+Lbi}bmI|B#A}c(hWsFrgG@
zzepbVjDg3OESTQ}72_3X5*P7lCb{4EWb82d2R$F4o4x#ay!+N$(P=Y&64i-iNqi|e
z=xgj%MGi@7ipG-@zBtF0kc?*_6FVhOr9iUS!hQKYwg3uGx6emGQ1&Ei*t?3%kOa>*
zHN=x7SE8|aPVM4EWk$i|PG=NYDZpIyg<^(XPrfcUSwR-&!oX~8GQRY=PsH<|eJbV_
z7o@=QCYCpm$rCTENN)F~xbtzM)<H|-YBe@Bj@-MqB_8E15I#KSzNPqG)vpwLQ6oH(
z`Nvsy(>j1rp5xNraYu~rFp4Mu<)5~%@(QoFQNZs)2IZEM9FK`-fJaV89W&9%)#-ts
z`Il`%0bnMP3;?cUVOKndE3I5?C*dPb9X`4uNCi0gpR`jB{51ABpJ`17xL<oZKL7dW
z;`;RqQt+ieWMMt#aJ3s%$W}&M3R>K>WxQZ$N4f`3#VhqA(;&<2;zb-E8hkX{B=`cI
zI521|G&H;AfI0RB(w2%aQ5fK5)c8>X5B9!kB^af0k{Rp7)#!DIdm&~TkEs(qulNhb
z>y7WsoW^FA7DcKdh4Yd+(4tsR7%OpvyEX(vDiWwv{AeJqtHL+^%TAm#-V%qfoMZ#H
zALXQB78PHano*c$awlwXKQHC|nv~buQh@(3+B>^aV)mrsor#?dRyk*+tSzWxs)I^M
zA4&*yrHu7@TbdNyl0tnXzOH(r!N()6Kl#bH`ot&W+N00K{K_SNw)ePq9KB{sf@4Z}
zda>U+i2Z|R>}>DE=Eg>Btjnye$HppKHg3h8TX*8tjhpe_+wa)C`}W&1@5Ea_dOco$
z?X`IQ)ikfX{KI(p#TVlTFa982{J~4{gCD#Y-}~MVWL}8xeD{U;-V5K4?|tXH@xu4g
z|GVG$o)qI&eEid2H1A4ImruA<a8taNuMDsI;c*)3PoW-|NF^hIvcGo_y(3m4oFp!u
ztx1S!@^#RUo;-<*vcA};#`3)8ux$M}VXK8^=!X*1%>JixpxD~!ME8&ZC3B#jeNq^Q
z?8-%XvVwaO3$ruPkPvOQJ66Kqys;a*?fp1X_|n2mTs%{a)jRinm~KK7u1zW0hf<4C
zpgGCW?;c25?Mk_=Xd<LRR04PY%ryy(6zo>-m9MW?k}~YqsOkf0ij@$B<!ux4Q{mY&
zjKU0$dYY*8x$#2fqBOfrKAW06qBtnTGa9tcUAk<Vz(qOXJ>@3cAa^RdSciQQ|MV-u
z(_!4$?Qbi;=@wdp?W0d;Y+GS6EW^_c;LaKy4I737Iq04CD}i)npB+Ntz<ZDiOA##}
zMfn7oTy{OPUHlWE$ge<`s7r?dAMnBTgu%*bktd}d(oh<Kys?dzX|(J^eAtKn2GTy@
z1-48>fDHUDX>maI!E}^~3!V<@qXcjb<C*ui0k{N7m|>JYvUHKaStcs{>_3Xvk1|04
zc#fI^hBmy#&!bk1-+d(}dOPZW9S!~(6@+GTntRZvrChNhOkd=caV`e5rQFexptma-
z!g+#e;p(Ul`&`6fPm0xET)g^dTz=$fPqu5*(_TSt?QTovu+>ZX)1QSS$wT3U)}%45
z`caumK2Wd7CHT+kG4UN%#?enHFL?utm)}rg<R}*r_^RdjnEHEdHtH81iMQT-JGvbd
zBia|hSOz@kmfVwULz(qSG=J5M8YU-5bfJ_FZ>%Pws!77MWK>uDf(8zKQ!13`yf+wn
z#7mbr`z$!JElovZZY6jt#u%M%!nieptzx{1obn!RRw{V|30WwY6~(!FVIh9;>pu}I
z7v_C+C2y2n1mT55#_GJ@vg30V`#WuolT%*Ixxcy>2m5LV$WSFh_xA)vPY%LybsGl<
zy;TGSw<!CAkY%A<#K>}<983Osdjks+)Cr0*<tG#BQgWJjPR|M}ChLGP$Ojx%M*FdC
zgnB?J=UM6>gxQqsCCg!2)v3srb3paRjOs<>+ELqM$8e>)EDui^mHp&oI+m9fr9@A~
zPk-feapA%lP3Dv}MzO$7`^x1d(#gjpK!cq6A-*w+2CBDgmxR%dlUHeG7eCx>5}I&9
z(uWK8ZvAM`A>F{_H<0;)fj;UG{i>3vXs$|`oao8Gz<aT``wyfL=PL8z;fyNjc`175
z)KH)F{#U-pawLU@&Lg%v9s~QKFU@AZ7JG!LlwyWO&C#GrFkyv&5wTQMD!Vj*qVo@E
zB`S{6qbLxaMOF*=!i#v>Kv-?y3LPmr6TFDv-ohWo;r^SkwYC}?TdPuRQP3~=u-tfD
zQYk7DyyF(A-5x7`Qi@xxXzq2QBjMVUQ0AJSPD``U9@l>1*Yhd`0{T!Lomo8!AS=5_
zd~RRBkB*%y#3~=J4MitH)!RH2X5j(tio+A5e?8$xw(?xTl@(6`_FU;;#gg5;W3jj}
zAAk1G|Hb&ySH9+b%|kxI7g^jP^iX0}6{r^mAM;#(-lwE`Vt=czmLcBMq}oF}Zr*Rl
zLGL6ch2zVgT2^i+@y?xgZ0t$^%a2vp3rqEQ?rDV`cVn+Jrb&T#B_$eKc`HVquf4q$
z_qSN>hA`zPJbfQH$XPqD)mW9CsZPYjg-Sg2#C0pN&1O4ZdHs$CQFt*P_3^`a_R*RI
z&3NqW9mVQKGj_Wt!KYYJR1dptPhj9WhwC=hH{;?X&q@$nR-ceCkx*nnq3rOm({1X>
z3PAD&qP;S#vU!jZZ~Q54>O+3r=6>vR4b;YZ?C<VKDelEx*}EO~^5v>CgUZ>n=i>P<
z{-l*=`kQNjAIk4On(Y-D%n{iMhYkj2@=C~f)U&9wKS5qS5a4e=3q$IAn9jclg2K<g
z#4VobQyL)iDxnl*&OfcE!cPNu-SQx+K&c<uomN)7pm#JLEO#8chqzf0`5-9iB2`+`
zZOnsYB`=aMBhmbT1|VrMXKe$9Q~>y8KBa60vR5l4lN2dQtH06#D8Xs@I}9xIE0GNI
zCsF2vtgsXRf?43RydQ;;da><PcoC*J;LCPW;40D$Xc?iwHu4{Zk$g^paAth{3itlz
z{dnQO_?zm>-T2t~*|@g6ASL!n%xlujRx95dT*x>+1HZf5ii4fKxXnIW$wm$pAFJ<d
zZSF_&K>bg6dz}OI&FOgdC%zsRuU(HyO^TLK9Jco2tyjJmJ8SnOr=TMzyvP{(Io-)(
z2RHQb552Y)PyP5hO!Y?;V!$#2J~%FsQn8^On5W_e>_DcmMQ*><)&#yChqdLH{nRhU
z@BZU&YSR9)aiP*Az|YbSt9T9HkOd_cxyhAkD7W%r?BvayR}lpwVSI8W&PZvRt5#xb
zTe4`cDPExr9%`uFlkBKvnb>Yoz_7kS*N7`upLRJ>>^TI@N^NfKW6KCz#&UZEp9$v7
z5B9q1>`(pDm*N{=|7^@G&q*iXiZm9{iUkg#KkE0rO5N@3#_r~J+`qXQ(=%1^r5nHZ
z%{St=f9K`cKahf4pNd|OymLH-$4q|M^3WFldR*;#v?DjleYUqOL)Hb5TL#bt(vK&8
z`Z1qK#cDI|+%l1Ph94P`8=~DGqztQF<pQ3R=0SYwytFH>aa%=|5sy8dh>ya_RtgS6
za&yY0CKLNx??^v*Km8?M#_om1YjN@7`M9t$AOGRs{I}xj#j{>uAv~36Xs5*_4)RQE
z;U+vSWMDslP`pN>8ZKY|WMTVo;3H9n@7{PVg{FW8T>^v*$tk!}R0z>jXBxOQgCFZf
ztNE51BCDK_I@<WyiWJ9LS(s5u07$u{AA6-svq~BVmCfl=aGLottP-C{5wZl*ESZJ_
z4Cz2XrH%NdKhLz&k@YNaW*A0^@RlO(c!f}M3b|3pJ5647Fhk#uUbiEKwHe!6H>2M=
z@`nDsea%*-<f3HdJ-Ua{YEyQUvSTT^n$e>09@4Y<_yfu;$|92hHByi(9(khT6Q%;|
zDcVF&-aE`+He%CBWC3>K6So|Y%BM|%SE`W8P1)gN;x0RdU(+ielwtTwhvHS$m%sSM
z_^W^I-|@#TM(e*Eg-wURY8Olu4%6a%2_p?NdbVkZzs}<*rlp+Txvv3gvlpHIVf@6i
zXJUDFEbeX|#*MoNo|SUb#I$gJ?o&%q)1+#rc@nLzcq>8CmB3^5e7-Rqt2>=|=jK+l
z_z;Wm!y^VfuH@qt6|-MHuE9Z>`s7hOe&t-u&CkY*uic1^)^SwEx(;t^fYeMygC1YO
z8;>OovV94#z63E?x7Sxi6Q7Ol#)gzswvJqT`m+kBlzj<%7?EF<;(!8s5uwE^18m{I
zB^EKsgZHp51(e8^X&>xq!nh-adpmZvHl(cY$JVZdzXm3nJOcx-6wj=jjn91fD^i9#
zR;~vK#P9OTI_fp+qp%YNI<S^*J@d8aP#K2CQDvAKq}@=@B_2gI?fA>;^!(d%5GUJO
z#x2v9VM8ztWMX)K`1?U|9G|#l!iS~Hu(Ev)X{T)#)`tK+Wf*gazi94Rmb8M@k5kH{
zt&}(YkZ%cc6CYWlCo~Xaz&l(e9=qR<n_9~A0YgZ8VoHFY2*F`G@*ASbx&RmF)k`2X
zCgV}^(OiIZy9gsR6{+-#G%n;Q?Hf83gfUWEplbvi2mb;JyaVi++0ZVgkyCSbEq?QF
z{f&5S{k5p7O+Tth?q{BREWYruN8%GtUiWP?Q#JJqD-@CilF92EyRp8$V;n3*H2WPX
z!`so4qRhhZm}D(m&gL&(k4uj|<$H*aCI48X+gN=s?!5hKG`Dwyj~`KvY#SIC(B-hq
zGri)5$(5Ummc#xos(yINpPrY!FXN&pGiUSavHXlmHnwqeI){2nAs(NNsZUB7{ztzT
zcW?c``Mw{r@0|n-NI9NDvk%W<FVnazNiT+*4rc1harWFfA0FP`+z<^++F8lufEl=y
z=0u9M#y5bsUC29t!|&H0xn7{>@HP8v6{fyWo}1u}7<}fe3a{s<E0uWkk+bnv|J7fO
zOP7|U?9I9SkYuVThj_)7u(l>F9gVxK{oPo-xfWB>57-9r=DTb0>%Z}Xc<GgQz0HLp
z!8>l9IFx+l6Z{@iRnZ6g`*DbZda^5pxi_HwVL&@B7u0}JH+1ESJ9SGL*^)xW(n~Z6
zf#05Rz<1X&iLxH@OMbL0`zp;y9`aRbozKJsSN~Bzld38y!jrS!%Z)D3Y2H>Ci&=!9
z1{R&FwF`0W`jvR>%7yp~fBxq*I#KV8gQB3!Pqa_EZ6s+7{ZNob!SG4tO#Os#`RnN|
zh=Vwp|6lma|E8ZG7JM|y@O!U{3t4b+Mx{rALN!Q6m?C+*OB1fnGBI(aj-e`?Y{^TC
z!`&C6e^iU5m9K$COr=7bu3$Epk4a%3KVb{Rp3<Up@l_$x(uiind>RiG$o?N@nNs9V
zltymXjtn|u+J{iG>r{hAA<&;IRzMVHk#xAWD!s$r*@J`VcDvD)oh!}`q?BxLH>LEl
zsa|oU4DC0!^_0RUp?Z9**=MIGrAT<x?Rx#L@J+hWB4hzpYrPVyY+2oP_96??P*w>;
z(c)$Pkplhwc?lB2px1W*BNUVjzQA#4b{S<-u~x?;58Oh`lYK%cUly8*Ba3G49B9i1
z4IeCsC9JS>5_O7My98f-W;XuRpZqiNC;t3jjFT>(|77p7@FeRD@YWsI{sf5rf-e0F
z$eX-a9g*-5|4)v(QIpWxJvfXvZteTS7@vD`F)poCV&i~4y!+AWAF0hKx_I*W=a-{V
z8ISFQBTX=bXZ%pJ{fMs8FU(9uZ(=ImcylAR_Yl~$O=w{67<<H|42vwbL~xTwW&9+r
ztkh$1p%K6Ly*JccCt`kDb<@`%t9CFZ0XijN(pZw9otTYgYu|!=XMJ6hpUpVdfOYTg
zT`At}c;+)-iK+Uc>Q<9K3HL^0Ms1=aB~|q<q0a=+10rp9l8GI4r5Y5UQX$5zdX(bM
zB!p{&4)%7{{?y(!*Cn`jV{>aOcBBl$KZF&BPnMUK<1;@cWms+0EBX4PUC{}=SDf~t
zJUo!dJL@dnSo25VwAnTaAA#tVdnl+G=nIA0kp9%I+m*eBaUE`Fw$TzYo~5k-p5O;P
z3^0Xn@q7?6ZN>+N@kD3gfCOlU^3!;R;U&<OJ_sx;2Ia{I*}CfN9!(7W(13DOfGzY=
z&_GLBW<Y@jZYF!!%R0$^oaunXONwE6tRyH7w3L9CpX5{6vrkfQ=`pBF0A%ua`!jtY
zD`FJ+!NX$~DF(@~5U<2n5Kue@pkSjnh5~27xKmr&5{&`nz69Ik9>f#@gZf2o&|d`I
z-S^_H|HuC&{{DBq={WO}4OeHTW2sS%%NNeab5C52FMjUHn669l(&SNHKK7;ba_bCt
zm2d9sS}EF7|3bcY4>aLbC+4iewEFPk<;P>`%tgOVIuxy)&Q9EU>xZ#>e=Vv~kUM<I
z%ygBMB1UM(DThmNZQ?A->lEfkI{2b!)~RH$=-}WPZoDiv6o)?F7tMPu&Udt<HQtDc
zPySN;*5CilSiS#>@eb-)3DS;HVk>C)qpY#m0Z#l0r|+`(!-4^Rv>%NPV~cVA!ll^n
zcH&@L%J4A<!q}q0s-~VN6KcD~>ayaG=6Uhbr($J!(PiQ5q1?7)1xx~%tr2-(E|uY#
zYQ^%aD*I3U<R|0L{<*LCKpY3>LB|(9^R^t6F(xV%)n8sS+CJEpGQ8@=hf2K`o2tLx
z|J~Q)fBfwi;-HP}rDUSB#~6Y#480mt`~BEKhO-A+W8k=zdREL!g;;zjplo-*XgN#&
zfuDJ;`0$sf{>H~RbSdS)X&8^h1C5=~;DdS^qsuWI$aIYJg`fC^AAFpctcyPB6W)F?
zp~=Hi%r4Hy#@fv|?(dwU2`Jr*OOM6XYggj(x#gIf?Zxf;tFDJq?*Yh#o4srwdJjQp
ziJ#ZYr5*vejVpoaF7p1ZfAlRsKP>o2_6%>V-g5nzaWH_6ONDblfu344i1IaGsv_1g
zLhV--xgA^UH=^G7q5@IYq@bu%<{+3el}yR9zZ$4;^12_T8aGO?2YlOUCplm+r^z@<
zEq^+XYftn*C;P~l#T&O8J_-$o%etBk9<-VggnPbA_TJq)ar@@Yc=zo$<K1^|#yfAl
zt>=w+=iM9e?t8c6#;v>Y-i>>4=gxX;Z0yFy=1y$w>?wUGcJ?$=mGZ>?DwN$rDQ>(P
zVvmhC^otg+5__dsim9HynL}~&NtimUMn(i4(v$co;wY{tz<hqP%WAXYaH<r%d@r5T
ztu(~)d+QuF^Ql+Sz(Eg`YhKOKe8~g8kRRZVC!XYKSvq0z41AbLI)Q{1-}3*L{>r~@
zfyE(0Rk>4xE6291>+FC$l^b@);UB!z8Fi#OQ7|j8xS?%+X2Jthzkd?-+ITF?%~+^(
z4?EH9oJ1cUXy7@sFdJv*Yq8(%g{DQ(-j|Ze%^Y>jz<bSTXy(;Xnynr2RFjc$6@Ye%
zV$Wn?Y@82{uqrVg^{I%Z#o5^1Z^wO2a5y~9t0-2%xz7@T?}Hr^Tz1aQn!+Jvb!+{O
z28v@TteV`dZ^qKuYcYTBu{cs$rljnjpVvTqem>4Es|>1x1JzMmxVZ8O;jCz$FkomG
ztcq~62Om`7un+A61?i~IYK7{Br-V1RX0)1`Aqcz=S?Tx?%9ZQaJ&*$yaKh>R`qYb@
z@Y|Wn!&XQ1ufqm^*ky7MPdo9P#_<v*KlUr*PzDP}LLEaP6qde<zXSm3ZAyQ)G=(t`
zBPoD_K4(<)R|8Mtr-8iE5Sa(OC}RV(x5Sx%3l8B|n&g<$i+;y-#tA9d)9o@kANkoE
zcVWf1h)OtCdngXk%9V9!<)8}kk~pKr=tx65kRg3p_FN4rjk6h;!po5HW#mW8&oU*y
z)F>P^dv}>X{xbR}59ecAGfjE8#%UCkX$VfdJhNySh+o#JJe43ZCFIko1-Phl@Dg{#
zI4n)#$@Y=)<)b*J1A^qkm~-6TkMqqR#@WfPCW=i@bXhoPsn6Y$jDGLV-8kwT$8{+J
zEUqB`#wVwuI@5@;+Dyzg8u8|jUXS@X$&V_ZaIVB;y(;BO{ZW%#<RV{rJk+H4P<_6u
ziRsp@TV6@;D61-3nEEY{WWfj8xB|^T`KPx5+I>Div=aay2!eOs`>8tNRtl#fp77_G
zmpG3Y%hZ@UQtGA`E=0d}IbQkEYf>ijFqOBT!7IfjufY?1rUA^VRr^5zliTEPUiZa{
zFY;2cq#Rc2OEE6l(~&~#>%*uI+JKcf(q;+WM@XsX*u-pHzxIS>7hA=gyZFvzgfGTX
z9>z0&;Z8xcd6e_X$>aF?&paPbK7CDNG@mXepKQyt5A#H6S?J;Bq;b*P>u7v9IB*`*
zT%E^&C4B2!2XSwGNAdElr^xVP6f%?p*vJds&N4ah>g@RJpv*wYJD`02(?Z5~sRigF
z0y*5b1wO;V;uhsfpP?zT%2tuUih80%de9#-?y;2ON!7vhWG%<XBfjWMos@W!mW8=<
zu{hU=^Jiz{)~!3Sy1JpUOB0;^ru7xJX7WaxJGOay-PZHqpc_q%Z~Gb>IS<p3f2*l9
z2hC{u*%IG7(d{s1t1oCg=KK>n%D?)*`qzrwKOFc-l;PX&y{^W^tWX4abxWRNw%aO=
z$DI~oFj5(4!fME@E*$om{my8Xeol>(y)QY#an*Z(R8%$Gv>Ul`0Eu_hZ<vR{okqe+
zLW1kq{CQQy<vv>un{BeUXnj5I-n$<+CCuJ@>#ca>wKt^jz7y|B*}d`Jt+;vnUfjF4
z9{1NarR;9S+WJ;(Z0*F(?!IqUXtmmIJj$xT4;4AcmIFM43JsY!bV3i<a&u)E3T#ix
zD#|R%Fp4WPT{@-1)R5ZTov1vzDAqkbsKFsBR+^<KOUdOz@NTE;**3~AH$vc-iZCCJ
zP<-l0dFS?vRJ7TT3SAsTV^xKj9e3WQQj8!<1reo@)naHyIHMS{H|dvu`H#itzWh^G
z?p(rxziEWQjexQ$rRssI8rB!F9AbZ>rZau*uTEZ-cFN%g1oFk@ii8(y>l~!(MNbMZ
zpH4ozT#LoVL^Qh+czYcwk9oxo<wc3(R57m@4?6G*T2s)Y@O!_qFGkN5Q$G7VJ2xNO
zTiekQeg;5RTcPSm?TB=_dcn!*<kQCeo1%*e&6tGkW=uAgW98x_QLE2NnLdhH_99<6
z8#7g|LXwg{Hy1M+bSqp<Ct5kE14X_)!)-qYITT|C@;vOsQ|$*n>S^KccA|Qw{dko`
zc)*7;{KzB8e<dw>&Lji8ptGM0fBB#FpbnUJS<Ci|asA?l+;v2NCwTD$ij>A%x=LFS
zXC&?bNK&{{ttuM>P{zyhyFr<r(KsdGH-gvjpnC|3A%DyKhp|iiJPYG;m((eRoY<2c
zat|AE>1lkWufd559|8-U9}MpgGX({HS8)-AG8l82A^xSkgfg9f6Gm}76clcfPbEt9
z{*ftbl_;gCCulSYu562^!Q(_>e;<?q14P4`ho-a>Ne0~V80$2nzW#DtYn;S&4feYS
z?O1Ic##-+<_S9FJox@nYzZN%c-;L&8Q++<~wLR>jXsO>F_u{D4ia9CA=T}x@VSZ6Y
zcqH>X9K>ZsShC=-yB}Nk@5B$j|6=U7n(nXDk`3Hu1C;}k<&O)wi;Sn8_|?AbKF=Y4
zBEyG4pDof^{z@ZbpDmu{o?`PXi)%#^Q6%vf)AJW&FXrPdjb;5_d9wi6lA2Ner_~t`
z{H<VH#-L=$4|m}gCydP%l@F(6DF?Mouk!cmG6<&iKtd1m8<!&d=;P1DqWGArp6J1n
zS5ky4>~m%EpmH%TvK@~vt8%R;2cRFlb~b+D7rz`UXBWkb9D^*tj6CsMHxQ4g6X;?k
zx7}p_^GR^?#iVFvKkdoUc)b4lO^uBlR@XQo#j!8`dz_RU<!~~x)cd4`m%Y#9D6T3K
z+uNANq>`TbXWnT__Xoj)L9XY221wkbDb3K22QADi`^S7pOT1GXZOkkxoP+1=;byGL
zH1KP2`C=?A)Ww(axWBpvL5W9vBo5;U{AS|9xWT@8#vD)B0OIRG+swDkL;U4UNY?%A
z8~;2h!&1I_d6)~1nt@^j45bo$(q3$V*|3a8kCJkHJSiqt)gjL4Nr%IzS}~w<#iUTl
zicc7^j@Yw-kWb>4GRL7iRn$~{CcgWJ-;TH5d@F9=xDj`x_}-F130{>lj6!^WZ9UdE
z^Of`N{z2^Rw<JVcaiEzHdwZKwNPB&hNpeC!<^HCzi79npHnFp^tn#Q4l$4-TqI{y<
z`okAql@$&dPXD%~;G*=R)Ux86$}8?PUIj+Ml>k0u6<7-Gp_E*ND2FE4dci8NSDsZ~
z6rwV{<D)z)Jns}tKJw}b-iWhaNi3CMuZ+`pi~6G@P(Fq^4mS9rc`1d}=~_%y>v8q+
zmH0RQo&RmL_IHX-GiiE-&O89<@2(&4t0|~D<yM{q$dEU|`Ku>1(#e#FbWE12Q(Xzi
znb_Lv#Uq#I#n6M`V<ZPE`+kdqa3^s_%J4#CT>Ol<v(@(fo7}m{TZ2R4pgi*p?m|9_
zHm^L7S=lwA7RuiHq&V)tYHzGgbXj?&J#s)3!OzDy)F^%1gZRNj;Y7;p{oC(^O0P*#
zC+<n8prBuV=5tYREW}B_8B2}nxNv4c`PbAS*rrj5X$k(Cl;Xzpc$_)26la#^HIO2d
zsT=4)7^z*+zF?o?Lmzx9SL+zGxmKy$ZYmA!L}?X7ol=*Vr3}Mk>e<Xp7RxG2QP1{r
zQ1Y94!jgZEobl{Pw*%}Uqx^Ud1f&7ng|);pYAXUsime<J+&UdphVTns+9>htm7w4U
z2b0sT4+1B&jo<7M3F%Igzez*sGk~&i#*^{Nm=A+8^)Ro~_(sc7#wjtTi#~y05&C1w
zJqRy69TimN(~x*ZO)0UmwPb#U*Mr&F|9$0^ALSsb!_+Px281WNGQ23$Lm=^i7)SaU
zAc%jN(OewO@uUd!_F{VT<*1yrHJKcbEA!KuDEH&NosJK^9ULCVM)xS*UEPVhH}A!}
zx9`N9WZKHyq-6h^-zi=?bI$uOxssACPR;#2jTJlb<a5u*`OA+-tyWk5$ML<FUx|P4
z!n<)!@`o?bN!nOOBt5iW@l<VwW@EO<Yh0GH-rbz^Ll^Qn6x<53vRueRV!DSZ9?G#j
zaQX*XflN})QYxoc9*y@l`tjB~Z%Ayhed;ufwzq`Rjoi(rjV9&1U8N7A+?EIG*ayo!
z^ek8%9X1tLc2=I%Nohx{ruvoz@rF1PV^f-#e<IGGJ8%4cGis&nNaKFqamzUelzn--
zOsEZfykxdE9>4taUy5g+eI#ZY^Ql0ySOAGc7Pvg-8S;}w9kw)_1fTS0JY{PMhxB>Y
z>yz=yk8Z@9ul+EZt(`d7+xAK)Zw9C{78)4K>NUQsHzi!i9?5-SL~qFtO))N^&kVsb
z^&<n?NGj=8)S*<9x&EQXm`Z-Sxqrw47pu|4VKHYW&Zs`-W^>}gn{0MN<oJgSP(4XM
z5jrctyghZjk(=BU*W6cQW$eMtJ<g0h=7srzNxl*Hum074-R=(y++RLyu=Y<UR^#rp
zStj52J%3)Av=XMqEk?m480VGWOlc;`OAIHym?n?1ubQ87P<iB00##DRDZv6`khToW
zJ97~bx8A)Gf9LP~TKvEN_J1GW{`Pm{z4vbV6#z;j`+QBSD!VVGlkEgvokg<{jk%$J
z+DhPbtr6A2V7I$E<I}C&6p<%yEfP*E!s^5w%{;wNN_c5lD8qz%n?xb_@MF&!`_p=d
zoQ`FC1&TAT9eVDx;3f^Ud&OD&M0rB-<+crQgAWDUE6ZL9%{1UbarcQ`J=ycd{;WK_
zfT@UIsnq++XA0-*Htf+R9V?F0%;XjR^v9m{U6IV}ISl4i4$472s8V@mzsL^4EBX`~
zSwC4<2!HWQb_;&|N5Vw0%d{}Zto$UJ?L*~{>dDulDvFo+QBD<GbSfWZ(P0(cf^bS`
zxE`r%MRsAnDnTbd*)y-~$oU061{s9Kc<k<Sc!HW_6+?6(VAZ~@^eInf!<2{nmwA23
zKJvZ2eYcxNy&eq-)5+*dm{($Hz9B!pk*~IB1-cOaYASj8yaw;;WUMSU;=<BwEK7N=
zSJdv5p8mqN5C#giWaP#1d{R{Ppa~vdh4L4h7z8V-I|`$MxsOl)@d;B3xGeJr!>KUW
z)d&<gN|P`ehw#&GpsY*V^~}DSb&a3|Z$?oZ=UL)N|4d)dHX00+X`C+Oxa=9*aZC5`
zuZ;H~3`5+83mQQJ4Qb?8IQa9##C|FZMzL+=!N6+czL0SqY7{>Jk3ew0v0+On{rpR$
z!bO5~7fg`VI>7*0hM)SwJ7XJgmvIY6J_K;Qw2%4&MUIA1{~?&!3LA}SEQM_d_>|^h
z0DgzdGHM7Y|A>*lX#nS}won;A%05=9sjtjPDVT^aJ$^2}_SmxHRiyBEbyf-9&?Ni&
zZ?4DhfB)53-`tDY`kZ8mCYF=kn3<D|SKsBHVip|EUbqlXedZ_P(&Nwiv&R?CUyd()
z^0|0&u^O#r%ZnUnwS2s@<QP;^|C|HKGaGU%2;=QhG6*fUpdeFFcCAz($n;NoJzPeb
zIqBg;@`A}PZ?EzuhB3AT)Mum9;=bVAIt7gKFlF$=!8{hA02{e~BqP<1QSwoS{Q(Kd
zGGv`UCoEG^$X{J!;`qc;x}`KOE?<kq#Rbb|uk1SiF^!>8)TTAzR|EF;4CTR=g&w*?
zOG>sBy2l^69M69Iai8TtE+Z8IL^ZOeAQ!^@D2tZk4HFV*kba>uK;zuvOkBCL98FD@
zII!O8?MjB<js1fgaj<(=_Fa$vjFSrs^Ks_PnP|*hlzcvGyje~bTDbi|6#N)oei-nu
z{H+l4wlg|j)Z?z~n)H+L3F-hPU(B0m1Xr^1b-#nwf%OWH(`t8&apgi7_~D=56wAW+
zVpbP+a(7$BCO^`rJHfKAFdsI!3x3$(17MyhsnAmTxP+X8L7ZeqK{lV%f!#n++zQ4}
zCvu2UoG8tB)?_RM(u@uw`sK%vjoiP54{?Te#}MvAI`LH1ck0e9EXK;2vr?$K@#^bu
z#_d~o6_1Kz_NQ(p+EkUIOO0J=xX!IsZ)i3-tJ#$VsyZYeuc+ubRVcp`QWjBgNMnUc
z4Z*YvYtHQ1i^LX)BPpj+Xr-Lf@UmP<FZ{qxTpyAn9*V1iiGm+|<@OAC$_gNHSQ&1!
zGOW(a!8(*<cVy*DI`Z&}ffOZjLJ*_y@|B-*6*QGz2~a6g9O&|le|$<hJwi_Dn1##D
zSC&Yp0y|z~wh^EE!WX@Nj#Xvy%5nqbR#c;YV2Nj)vJgVlj3FNJH*min;0q_1$4+{x
zhpAZG*pL2L)n()wG}LAI)^7LoWCfd7YZF$EQJg()h=1G}yx(lcjD+uOL(01Zt&%x!
zI<>p6;+=@kC@=>t+HY5_A@_At7KFL)0j0wieCzS;XT{py-gUcTz`JtwYCL-Fa$LQ5
zF0Ng>8Y^d)q^L?T3orSxnsPkW7mvjhO)|I_@?iJCgTlEpi*e=Bxj4TvA9GULC&v!u
zuR1}I7MGv_1wSvPuSRWV#s^2(pN~RpK}Y<8cLUDaUciXmHvN?KU>J#-Fd85;sOJQH
z-JXkhDI`k)X|LhaK>7j)QNSld6lkW#)7XPwhZiY^FrXvzCT9BNZ<!@1hGrOd6mXBm
z!zUklrbouHrEnKdAY&7kI%eQ4d>m&`n)iX@DQIYLpEenfpP}1OSTml3(_RE+aKTsp
z6js*L@Xvv1Ck!O%(q9qyP{??WTck^qVWWTPQ}E;i(BYrh(hMrw35KS`HwupGyfe&O
zRZcV!)?^;}$2pJ__0_s2pPzeVA^z0IuEymtK5eh=r#8ekq&3ZTzx%^m@kg)RjOKnj
z<{Gmxu1O}>r!8uNdLkLvKbeYak3JEz=dZ`o@;NKU+^TTl()IYl^Pf<ktf@(=mlm|=
z!a$bUa!8hxIdDUMMQLo5rgYQNY1+scPlA!t^6*3-L1dh1s9h9j{OLz1{^J#tVcr(y
z^=7;kD;2j?o(ckg3?wCK^Z2Mg7AD46CDlYB<tKY`RT5@nJ}}2(mlUtr*;tVBi+i%N
z66Y^ok}{?-2OpIsx8CKOwQ2E{4_|a8n>)>p543Tpj<XPr+C+T*b07DFgt6%O5c#LE
z0J4f-bFU;-kma+*{7b39N+{bLrhHq_)yro*)-$FiZzMAnuXlvZ-&WJvj8?npg`VYw
zC7+9#Q<)|wIKVG#EO_}UGZwx|IzC(&l=A^7{g1roS^C29Rvhddh<_8lzd0smRd&8y
zI;}Bj%BID{L&-=>nRDAiD!bHC2_E;%Q?&-#wsacOdE2FAUbgi#Iq5?$6z_!x^I-$E
z`k@1_=9xL<D{jq7#H{=Z+d;Gr_WW9&)luIGNW&wJcyofbr?|-{!~;xbX<l*Fsl-xz
z3PIvzj#D~FZ5UVzup3%v6cIZ+JFzJ<JHIHiAVId`PjYhbZGB_g0%S^pY*HPjI$e+Y
z>{3)`7Nq#9;Z*8U1gm-~e0s)8A_pxnRwz*p)hXyuxY=9l&L!#Qh9Tlne)Fq0Y_T}9
z5{qKY>{CDb&#evK;(%N6SP@2v=2OdF0WLH*wws^`dv!qhpcH0fROPGTy3FD=tHA8T
znyf%y3I>!Xm`!{X)4a+{v|8y+#n+0k2N4-5z}WFe=@%mucOqsqP<;M#pO2@W{e<h9
zS5edrbwyrOCv}SPy|;y(GFaiK?nGw}%&8zlKP|^qTmk`Lvmoro{OnY0?{#8ri|q>$
zwTj9lL!PYcGh^rQU0sSNZyMVD6HOGP%qnxXJG6RAq_WR1)K%9IrLrr`O1fwf8Ub5X
zc*VydO%!45*+vlryo&TT2@SG`OiVNxS-XEfugeqh6$zZDo_;FM&P~K(eJp0H<K7oc
zzhIvsbn~?-CP2PlS^03l03MPDtI)OS@i@CY8&@x#jq}TDhuowhT2rX7XOK^2Perv>
zRb4cqq543mvDyy~cn0g>Zwg0Bkl<jz6_&nb*boM>PQm+p%Y;0^<^Rn4p&(kI2a<R~
zRgy4Fkv95HfpQQuEJG=93CzC&7?h10d%6c<BanXlW;muS+b{*96dH%dZuM&fe=5D|
zkF@E+o;2y-Cf#6j`V5lcH=q8qGegppAbTRRm7*mSln&gd0q<c@St`(w7j>Q{>34wQ
z%ToFkf5Ui0k&n#iV5fhXVgMZZ%e?qWL);QqxnMHHfhpqPFJ6v@0i|O3e#rXp>TVG?
zL2msaCw)7NS6S)fk|FAM^!ZPmuf{KY`g%M)Cxt+0W+zT!Npj?7?>K(#AO9f!``>#x
zwl}%|Uh-aj7x`S*B)Y2pd-nXLn9z7Jx6p{0h54A(Sh6s?7*9U&NL;ym!P_Lf*dvls
zAxNGgTT<zwyr$fRD@iAfWuu?Ok<3;@M&@{OX+Ahr%GAPG;gct6kb~9gyyP68@81$m
zUj6e%Z>YE>Zx#6=kbTn`C6x5)nP+&ADU2QP(M|}@r}5|Z1h&)FC6`uKo`|d09*=sp
zPC{Q}#<)jg<`5j$mhDMLXm;AZwPR;{LyFs`6yx3KclP3m>*wOBk6p|29xTMr2}Wrb
z4W_rC#r$;{3a`QfkGXishtrPxaZPgd$tOPMH054b4C(n+0dMY(HCfu*-tic^AVqkt
zF%$E1vx-x!HWxa|gK&y}|9^zjZ9d_Bc{6D_>8U*J=!*f2JtEyu=ff$yH5DFT3o6#Z
z3t!Kwh}iQi3X@94)oh1^sWrGheHAK3X~-F!1YGDI;N`kC(tCfl%!dsh$)4d`Z@nzW
z<cgX&qE4Ed{M&oGv3}>Klz|B=mJAAqCwVPbHrMR%C;-Q*tQ>T*qA~8^4ku<Zm=2$S
zKb<wxAQWIe8@B;gQvqK4zw+`c@!juz-=7m^zb#jxp-{Ga{kVVso@TMj(U@Nr61EOV
zcu4Wh&lbx}uxE_#rK9|&;_CrX#BrKfBpEEoWwL>=`paJ3t`Dwp@|Z(g_@UUk!H8D)
zh2n)GL^_mV8l#1xaOVUgJ8E`Xgb2!C9yCzVt(29k(X4`?{BjkFuR&8C<VrAK^pT>j
zaL>ru3V|}OFusz8(#wn+p-K7K@-fW>K=x@S0Se=_JYNgCdgXHb>^FWc{=}dC7cGow
z_d=|H@kX>#CI0vWv?-j$Px6LQOiVb;m$a(>RCAi_t7a8hPwJUM@kceMlR8FF<;rKL
zd*oBA6QX5C?Wljmhd0`OO?Y;xp>!uwnD=9Qmz4`vebmuCKq-GI{P20EUh%2e{a)f0
z%Tx|l2@v`sMEsuS^tcAXF-|^12m)OE^Imw-jxgNa-i+0ItHs6hQetbh`1}`tGOk@Y
zFC41Jem9j=8S<sBcyiDM-kxv;5fc|AwS;t~T2sBM-6~I3iCImqi|@0uGs#EQm*<ZX
z$kVDfgqc4cAiM~h^34Fi?EcEtE2>{UGwMY4bC`IEK+nEa7`Uyc`91J=^ui9WRIGvB
zOtGJn`ceMopY0$ia3&0&G#!UKo|{MkI0~y_=*Z}aqx2on@840oeox^6%J2e;OuafS
z5SRQ5WY8cNnZiE6In3)c3?dZa2^qVLuQ(%k2B>8%Y0mtWqChdqpTtup!(K!hgq1N!
zr&ySQ2meJ%WoDa^57S^zC7yOd7>Ve+gk{<?{-_y%@s;uN$#2<?N^rDO@yK-u&OzQ~
zJ4wi=$A}{BDCID0_M{zGdhe<mw$!(|hqtS~L!3%zj;smuWSo~WyfiZr^R-IMSJfWd
zhgOJRxVaWDzjh<;ZSKa^mHAlG#B}<&8^_&#G?vfA+?6LJ(^x2w{6pDp@zIH1Y#;2X
z|EbT@C-ujcH<P1&=M^>jpJ<?j$VNz}T*z`LBMtnapANQ5$RL-z@+<z+cUi4VIYfFT
z6i%mCyp!66czbIsUV7;V(LLHznxV31MiNhnN>jq=KCLhzr!N>Y=P96TOk)b=aD4qx
z67Cqb1V=_6Ypke6eP+&MKz*iey4&qN$>@XFlRmJyxf=KG-i-UJw_{`NR%~wFiJhH$
z-lx5@w;H<#Yq8s0kBjFP<FEaj|BJZv=%uLDXCx0fKamS3aL`29p7P9kg!1AL99O}y
zMT~1tIS@xW^n$5LK58-%HOX178C>6J$L`*aFwn-4{a`-f-LQ~Wt;E-6YMNj$7C0x3
zfeq;@<8gT0Q`uOlMn@1`jD4if25l($JIZGO_o!d#eptK*q4az335@!c_PhsJO060h
zx{N~Pj#ye+@ztTLt9Rn|ty{6b&(~}BeUrrgett}4|Dffqf4e(7zGjdcBX)Oo<+tar
z!xFwD`<~J^n@z>hliMVOV`q0Sws%zT^563ng$ME1|J}b~nm#P}NR;7M{^&RTF#x{4
z#h|{svF?@O^A|3}&iY!s{`%`0$kmYOlw!{2t+!$V;nY6R<V6hMTvxpN{=_h=T{&oH
z!{q7B`);uEw{VtAmFo^JFB*C(Gg3CZ0*${qh7?Y=8~nzv|GMwcV~YZ>j~Mt`>NNd!
zOBKB5S@g9>9=Fm9on%h~r*n~|_cNIiR;{I&GRxu`7G{Q0iVy^>wsz&u^(^f5<qqIB
z+eP^JhLp9OW#uY^w@qL~k5`R_13!x^<%L06r}V6%diBMGh#nL&sKKoWlo=e}<0C;;
zk;2H{QC_3d@qG&fimy5XuZkw6<c?3G=&EB#v1czZGhumBXgxF;U`2Rbf=~G}GcFb9
z=RW?i_-lXt-;Ymz@{<bV77UdK<$*y)d=blpPl8^wz!S03b%_9Fvc#qED2=?f<O(wQ
z>{p2rKUvoltKhYMNXsOEa#6>)t5P`OU9;7ZQadd{$$iv4pA?>zk~=L0_RdZ_Hn%w`
z98s-EU`e?bv!g9~JF0^knx%5Nzta)v2tQ`Fd=-ypeluTsXiPz)VzOGpRs_GbfIiW)
zx4#qj?nsz#?@9?(nUvR8zy5PlK+mhas7|Hm0w}PQ2PK%YxDDf>dZEqwnl=q?;Pn1x
z@zn#5$_vm&C^sv?HT4aY>k4T^CzFgR33ild+9=BK!M^&T(ohE%E}TmRyAaeVAdCJ3
z2___;>1Uh&_;;A;Eevk`mGOq4^6M{at^j9%JN<Hy$b5<C+E!2w!U@DVjW^Le3`+k8
z={TJ_aV8C=NkG5Dl_^RrX}6!#4RcRCr~Lrh4N%Ie3{E_0inOPbCHetmxV;{TSK<K5
zG(}ZB9GsU*P&`Yzc{m;3`7?q#!|~u@Llpgda9+ba9%l5LP^KSvU?~i7ivWJfi#*G}
zfq!A_=QKdt?aG7>M-)+iv&RSV%*1{51IZ}lF;_jQ@3R2Gn=>ZFj1vo*^e&<BOixON
zOvJ{1H+X?`ui1|8y?Zx)@bb<0sZW18E`99rSYDcsoxAtc{|;mR;+5cLpGnEhes3?<
zZ@(9>zbWOLeh!UH_C?oV@kS5&xL0~*Aepw~Ee>)Z$4eRKH$Zw?LF3OTkV}k>EHY@E
zlUt?9`1<4i<NicFPF9|b*Y9k^n{WT2`9UtFB3#N9#;_7nCIEy(FNz)G$)v`Wu4s~s
zojs??Hn&nJo$?tQM*)<~2^O&E`z&1blx9j}f|R1Ywb+)DyR~^+M$fH#GIyo)-j{sZ
z&^REO**lP&;v-WXkBMGgq+Ftnb1A>_jh~EP`4hhw(=(cgNH1VSVN&BUip~p<p%?o3
z*AqIp;_^h}0dkc$(w%lkbiwb!z%B8B@nUbU7dPIyr*WI_6~G6TM!fRsu-r4%nOIm@
z^q2~LEKp6Uy;K{u=xQuGIqImcr31hd<e1Wse#le2L{%9s{G(ugJI!hThruY$5*|!j
z#>xDKVWuh6RwtRLXuQ;fZ&7WzR-cR)fAE4A2|16%hoaizS@~ok4`V<3chX%vxtp2E
z9|!bF(~@cWD~N>mti!ZA8P?JB!&Xg)Bg=;fSFb-3SFT<24C-KiJ8s;3CtebhZ@u@U
zSkesdAAS1|;x~Td@5YUnz8m{*|1jFO-ih|jH{<Z$d$IS<>(RP<BRW!uyUms~4_3yc
zG^hekB(#tvD84i%s+8+JsN{TAP2;8`=4*NydD##ULeo+n?%%l^H{QG971+E^rLS3y
zW-6NDwA#7P>8=#zwY7CAfl?ee5P-rc`<N6)?(E|>0&XnmO6lR=zK-Z(Rhh4%we;ka
zGS9A*5byO>hvpEQm0u}f<KFnMs!`iyZ!$8)az$}Osmh9<%H?H0mD93{j*`kO2iI76
zB{uCFp~1@Hl$3Y&sZ}K`cur2&BPtSzm6<r1l6`u{20OPuu$p=-VaLAUBls!Y7=$YZ
zfs7D<ezs>Ilo9NQdM++4#$Wi$|FW+LJ5uLi`vLU<AP`dsAgB@UDuo<5nV^QG)ETGZ
zDUb4%TMhzQhl!~G7ZM*7YhJ(EYJavxG$f4Jde9MXr=)S8S)Plz`cxdLlXB}qpVc4n
znN?@njaR58(73)1x|^-Tn3+*MGoev)V=_`sCU~RaOZb(a>6bysv*LiVN?2F<+_`-_
z)-{QuzEN^N`Kixn@^>aGlT;qtX2c5=VFnksNyuj<LFIAT#0&8R`n+l(`e+n{Fu+k@
zWIw!PvcoDjR~M}`CgYKdOL1Xk&aZBnlvOK}v3%~lPX}|Ljt?c!lyb60LrX*+q-An&
zBo6@@Knpac!=T*C7$d$3>0gBF$Hh4Xg-4OFO#dJrKsi6)pJ~%yA<$de?O)<KovMT^
z1vpBg-bdVND2N|zfdgBa*#lV>Y)pIkXTS91IcoG{^DsY*A5Qrod@${!xDsFb8PO^K
z!Y{qkT0C*51<&G9xC^iMLm3YKq4S|8fih&vB1K8kNCbmRYX36A=_pRi^TEcJ9ji#H
zr`o&U+NmEiqn*;=KQ})Uvr>5dhD>7uUoGWut=o$FXI1^^EccYp&BRj+(=o69Q$a4t
zytKI$|Mvg!{~G`OfA>3@9Z$z2&pZ<C?K{zusn*nI)i;lh`%*qNmhJ3$+=5#Au-}lW
zZzBV}pdsU@{s!HW#be2TN@aS~aaqve9^AZHDBlQr@`k+DlaC=GuPeOGV|$y@PmEV%
ztZ_EB4yWVZ>iuG(4J`?&l!-S|JWDt79?tW`4F!G;&ccXrP6{Vqlv63J^rtM%@&Ll1
zc$6vS7<uw6!!7$M?}!-%m#c`&cvh7%Ki^o6OXtqSbI(2D@rt*z{_L{LQkF+)$j4UE
zUl?#XPrQ-cr)VKR=#jEJ$#^y!Pd;`jE?zvRvQ0To(xY-n&Vro<EUqstuZ^9YVs)9f
za#OLqvZS^%=X#+&k?Tw%NN@TIDC?knmNX^|;|=K?`aKNF^q7*L=_cPS!-GILW5Mx}
z#xT)8zrdmYN_1K+FPvofur5Yn)bC-qy<Jm~<34RE4axNDF!(j2e)nNRa^yn>A67bO
z`XJZdK_@nL5902<JMqfPFN#T0S~|`6hrjbX@%B4!#N<g=Gm<GaA2m2Wmpqmoba!u0
z+*YMXIM`_LhxhQB>!VN;vcj^lA@tbC;=30W2Ze$LM<uZG=+#mw7~lJ&Z)tYA=@Y80
z{rx!7Oy)p&HD$Plg^v}mn)ahtUQ|YXHEIa~2~reoD%eJL^b@GyP!+GW+3MhZy(qw%
zHR9iwlEgkzK8C<SEN>f-;T4P3KNNix&Iht=a@B&_tc8?>+=<-8Wp&qO6O{XO*pJ4E
zVH8?c7C8_QtmH}wo}8{pR#&}(X~hmBC3;ew)UVl;pHw^v`N^1O+k^aBv*dO$^A71O
z`jRfusg6V04$b@H`01beQe3%sDTShh$&nQNJl&g(AB7X+&R|}Zko9OISJo#AU!f4&
z7jeS#{lLlz;pHI0_vhKxFgMo_&!i;wTQOgsh*`C%W3`8_+KumIR(-HK&+8%h>Qz_e
z*_8s#!MaL?{e+@Y<@2h%gayh!Jg#UE<HIc;*c64g1q`6RQ9^XweDB@3ckjN^i4RhS
zpLzD<@ysWmlXBfw7Ss#8QB>!hLdFvq@jPEY3auF=UhC<BvuI<~n|Y%M;Gn(J2Dx3L
zQJacJy%Mt;gcs+k-WGCxWg)7fm%|au=P$?dnG0UoXRttslNp>f_sm1#&8&^zR?F$k
zuLN6@NQLAxJu@Ac0K!T^JOCpq(hLB1;WuI(;vA+)DvN0PDeYyR3HW64QQv=7D7aA;
z^`8j_{Ig}?$mjb&{vR0jFc`sk%05J61*tIRjs25L51P|3EbK7+K?W45lo|OAOc`ST
z4>m=t5g;*PYHTu&_rAYO<&?&eKpGoskk~WWGJ!tkNckwCqA`FiW84H$tJmV};#{1a
zZ^ZIUJ(gx?SRa%Ol#G>O;#`q@SW>)4&n?IE7v^J@E~xzG)VDU**5beZwO@<>?7#f~
z#B1-|h%;Bt#_rbL=pWpR>exZtdi%}z-S58`o4dQN3;MISzKLAMEa=R|5h=KqHCYx`
zrgPzht#ynA3YYQfwbHTo(r<P6Qy=3iooq4mupqg`tA4`xA0Lx!YAnXxwT*c9jn^$h
zkUOOk2H^Gqw8Fo9Q^k|`zU2vY`Z?r_W>N}|4-cZbf6MuKzp#{J-h7Q6wOkjbO@BTM
zWI)kJ!v_>1TuD2Id<%J4__N)FZF@D1VccTGLdUf$7vtm4J?%HOQ<F8(CE2a`EC{h>
zPga}Efgkct&r%jqZ0ex|T35<m{J8OAG9G*Md_3{wHOWuz;>`v`9*lP<M|^mqZT*1y
zfnM|gwxu!2X{a5YJ9|#D_Ke4F@a9&^oOG0B1WKBKVgJBRTTXrq{n8DTPXPaN%*3AY
zhCCg`g@0)ujo<04`^J-*8Ezn|#M<hr$No|9_+6M1_b45sprGQZ_DwscO&9&KoHUV?
z_K$A(VZ%qVP2#`&PybeIFdNn2Td&Q;nKPPgNttNwA4u@bs}fqVC_(h-<*QN_`?0Hv
z+i7;9FHTkF=A*018=sktl?&H`TMgi#`Z+b@CR(mAB4|7V5u*`;2oP13{a7)8>BQqn
zn_pjDi(mV@f6t%RWGSCUoqII%Fx#X$HFwAIYOAmCXP<dSN`(ZZGExpw)YPa^Ql%uH
z@Oe#?D=Die(Y`4IMOJ<&w7h0GL;>qcS>`f!+%miZLIARV%m)ocH-9PcXu!F}0-;B_
z^J{3S3}LL4tHHYb;sXuO+ZN~uC{Xg_ReZTe7=;Uk%t|YNQku;#g^5w#aKg$kn%6OW
zRmX;pYW}WE$e@*@K%Z!!m{8|`?%Ai~ulz6na*U~bY@^swhvHS4sG*7qC61L44Kay2
z!=TyakYc9t^MMg>u9uhh)hQnj6y^!k4vL*PWb&0AYP=|v2NMrP_AK4|Z%?Egn_a8~
zk4w?*#r8f|$~4u{$6|J7TC-C2J&(sh_t^JEvl73uREhlqP2%Jy3S#`YC!U>{E<U=U
znh?%H5NHsh?Jxn_+1`oQUVBXhO8M3xIzKxbKl@9+q;mJXm4N|@tsvzMAm&LSaHt1w
z;ZeJ?U{hVEf0muPqrL(1J61b|zr3cKm+)qb1QAhknRwJRyPuuOLwN_yrs``t_I7q+
zV`Eiq`cT69Ow=3mnWyT2#BN9WgWm>sFo)=;@DsS$dgkGoVY(sU$D@px4+hNy5aUVN
ziBrULqJ+#^Zu)D{{xVWN9OiV;E6@*Z;QdhgJs1X!4~zf)m=6Uam1YDI=V(CjG?58O
zF(u$h`%c$r`9Bzjh|HSzfof0w4k7|Li--@6{!oC9)3hWC2F`4kCG`Z@R?;qawx16&
z1q}E^5~cq@;xdl;T9hNb(tqG*1o-hR{fe~2DWcQXs|WYva{pG$G^X8VCe@c@i<&wV
zZ@uW@oa3lf^OggypF}3p2hT6f#ZqG;<|lgb*m5JDf8t`y&CkWw)=s?n=6haH;bR58
z?e%!?l^@1`@wfj$eD}>;acN0PHnLX}XI{;)hy(4&IFw&_z_{fSxJ=@+pEAXhU-;(!
zRtQ1MVtFG|kh6?T;73Mr(2F(hUT-}1s@LMJckjlnTQ4eZxk?K{qbc&tCt+UA)EI~?
z%DN^TIm>v%*n)D*n3T9Cd25QoM_i>tIc73}o7HM7*TUuThH;ECD4olvIBAlGvJd%+
zGKmQ8a%S7x;{0rU`SYKOuYKdEV_}(FA2hb9{D@2Ei=ORI_a_dFC7Yh;03M&ad~Aa+
z$@RSYiF^foDBLn#_$1@G5vbMd#?70Xv2(DQd@(MC%Xs3TI`p-$#vt0=@fi2WJNeV=
z>}l*lAyzpwJ_6-L!*rS7qr5l`_$&CI2xa|&%j3rgFEJ%N3|E==l<IVTaWSgZsd(?k
zTgCuhpDhyYv^CnrlynRhkobTM*MByu)4p??57Y3qSw5A`_~YA|G>M$iq?7AIc>_Z{
z7VXfbW^0<{C=dGJzxN;f2axiifn-9#u@4dc(|`BRsUc_<J(pL|G`Jl5WFlr47Q9lq
zdiOqhn3z81Pt{hYPQ0Odes)gb(>|<r{i&y8=Ij+UqI`{ma!G^gcROx>R4}t^YOleK
z5a-XU;qiK-Y;fp$ilj>C)y8;bGXAUo{Qnle{*Ql0ig4d?RLxe#4y|PHdYY@TTG5sw
z%(jSM{bPS7u0HXkl^F1$BywdLcgXfSQkq2%duNy}viI1l!BR|6PO$SOv>uAGo>qdD
zmNM{JVDA<7YJp}?Lhh9TJ!vQiVdAl(P5HcvsB%DqJDr~NG-xjQKm(=00qi;TzEgKc
zfC+*G8bSm^*@eVPC7q(cWd&St&_9aJt=(vK`l3Z7NIFeV*J5d9F24A=&%~ejGk?k}
zD+rHfTN8j2DPW>^Ldqi~v&WYDCI4I<77pQtR+mt;Ff;5Qvs#&gjFnuua{CGU8AuIX
zGT;FRcIoQssMF>huQq7{(2fG_4`RqYS7jxp9qr>O)o;Yk?m@hJe@9^_u{>9ci|3cU
zt>X4(C+=-`V@mmb@~OpG-Dt)S-`kCza8-_WeLF>6LV}fN+B11@=;r9KE&6g*`8(hG
zrVkqc976b+um60UyRhQbbYItF{;}s9Mg7=^>QHcLJFuHNH;+^oUQwWaRd5wmPs&Am
z$;lEt<+HB&1*I^b+QK`j_$bH>ro2_?k4?opcXs2YmtKvRUVb@l-?<eN%IBG<pNeyr
zuDK1<FKADmI0`pz0G?A?4;avazy2+t{luSkCx_A#ojP?o$H!CL(!{_K#IKBnQ*Oxv
z9uDJ|G+0Q3mjm%D(hQ!CGJwR9ZKALa{7QVIP`WaUGQ|+AJPAfa98Y+LX@;R0y>ut<
zfYZ2T$65LnG=Xstt)z1#-OvV%#5EKOk^mmzvOFl^1MvXEl)xyagps^x6LOr2QShRK
zGF1tqVGlx?zLd?z&%?hDha9j`8q4%*XQX(5E_j}7Oxy#yN<X#n{u|$ng*X0QT)#3O
z7tbz6W2WkD3@uHPeXeD<X<0VYn2~HcjJvCwl7EMB=G;Y(SySVOv9_@utDAdK(STp6
zSG*mGc_j*0=b#;1`>ohGXvWrFKb96IC2QubC?J<D6E(h2V(3NI@}|uc76kJqDks7z
z?*QT=-`F<As+~iN_{WFGenZ7AG{_rPiupq3epfPYVm6M?d_3;ny00-)<vi*bPrs9I
zF_Has$s+C~FAWoQ#t8O+a<0WRDlTtn_f@_Fm9JcUV5=W>6OyA|JP=*%6E<D0ANh+;
z+9rx2@{YOyzh#Nrfnr(akva=y#Y<)7>auw$QqMj8MEo0n^)JT9KKqQ7t3xTXw1Khd
zs^55d{1|pW(NMMp_=<kfR2^>+qUS+utgcDcDmUc=50KHA!xPEP!|{0c?R)XJ|IQ!8
zZ~WFjicTLTnwF+IU<{nB3nvO;J?5p$OiRh*(4_IOFrfl-a14EbLt-ZyCk~Ih;`_9C
zBHiGS)%9%mZkMuKp1SO1i%!Tkojd|E-q8PHcEA%E_$!{8E*Y*A<Z4)7!AV{F8a2+>
z%!<!aT4(BU_RNafQO|9nT9fjsbhVjT-vUxsJ&=|<Y^i<s+gZ=nC)BRpKU8OBUbTAN
zXH(EKpfA6x(9b=^(wp|xp4emjZ~ygw&v-s8_(+uD|LouY^AZ3drdQONG%KH(Q={)k
zOMQQ`CZ(r87R<lfJvBBp%3}#16u*j?I3Xs^EiQRgkI(Fuk{)H4293a&W_3-KeyB?K
zY*vlAJ}ZUz%(<9dTvon$<AGWT-PHpouK@nmfAk-z6527PhV2zu(6i>NMv1a18K;>h
zokGg!SS7yp^`DFL*B%iG>;p>y#+s>Tn^JaB0M#3<{Bq(S#odFd@S&u66_%w@D3?Ff
zAnbVY;?A$KptMp3ui~mq(+EA!QfX*3CfTPn<B~rL6K)!^6(T9XC{}wdDY6oF(^3Nc
z>P8LTeNM)mMQO^JqgNLcC`!Z^It@w)iZKEyg~{=8JMORd;=AAbQT);Oei*O4do!x_
z`S^?f@}G*I{K_xK6pHP{N$j^eQW&RIIi2XLRP5iK7TqYU;G&G?t#D^E6mC7(ckKy+
z=tGcm>j!rPt9S~VkPs4IT{qO7Xx1M%*j_TFe8GVt%GL~4m)VQUMCI=4mIPimo_h40
zI{BEtNO#iBy122`i-TrMR360@DZ>jh6LEj<D1LN9N^-jsUw;0o29j=k>!r2W-tR|!
zY&Yf_6_rPMvqeG#kyoduK}Y4^*C6`+7rz(VJ3Fekv3T<FC*vEx`Y))SXs4_Yh<4G8
z5}U6>8MvsoirW*D1Ij&7kx&=E;Ez{jl(6I#Ql4@Fd{~2T>Q7Ioyb@YFs&n=>OCI^6
zdVm8846w`}zxjtR#UH)!vIg%RABbQ-^ka`+iAz@>i{23f2z`L|Naj3qpf=OtxC@{`
z)=%1x+6Q4aj6U#1^;*UyfCr6Ez`K;fA}GRDE>Uk!djn2G4dYAM(@is_{23wR)3^M@
zM|nERz-I_a&k)j8`q6#{xeuUJhAE`^&r|$Kw^BKLn9jB$&5#E;sK+6_r(l$>2f{`;
z;`WUXFskUf%mr=$Y#9{_5^#^?Qp7FkL2*eSj%6S?)2oOxihmSS0rnd4FUujX2Z}U+
zjQv4@LtJJ410bw$mvlOgeTGmf7|2GVJ6sl?`POSZy5IQ+arYno=b^c9%++i0g)cl6
zAOHAcv9q-;xzLMoCgB=~Bt+xh#!lS4xf<s$UXF8Do>bqfY0}wLduYeIufHM%^Hv<G
zA0zva*%Oix-5&S5AH`m?BN~$k6kzD6N<N`zB5$*8AY=3GQYsAeT}{9l*NX8Xe}zZ!
zJ!VKaqHIt;c!135OSxbLkJ9s2l6%$HG%tVq?tZk+JRV0<l;3{&hoU3m@h2XMZ~VeH
z;^%(;C!K~X7-_S}SKgAbXp{X-GFdXj3nt3XZ=@8qy}2E0YumBDz8R~l>v8kFTV6%&
z_fC8-?atnI+`WI#2cu8`JK|S$IzP10KjL-`wLQiS;hmaZkhkobg!DORCmy0~!W*`w
zO-Rly&DZ0ROXuQW`E!3fe)<=_8q>4&Xm72>gm58C$7_o*F4@VIU}IBR7J#>dK)I-Z
zGTh$Zl>OMBV_v;?Uv{+(<x`!eekv-p^c0PsV^VVWcK74WAKi%m`qzG6lO;Y>aw1(s
z@>}IZH}FTS*jgv07g^VsoAn|8x#dO6XKqjEb~~bxufTR=SCgk!r>Sy@Rw<oqmtobL
zZERJwA68t^0jN~U!j=UNMo&z0pgJc^)Im93w3=-VS6q$8f}X}i<;h*ib){QaS%~GO
zl~|Gf<hO(k=~8p`SX`Km#_XKOA1|7*cOFF^O~kUCafI<-b*{Sbn?{efoFjrXTAbv)
z+!NH326)Ru{UfJ6(IJZbd<Mz%((Q`2tgzIdgh>J3q9}O!@u&R!ut2f}sy|%#Z~sq!
zLrh9Viv~$2=GFsuJ~4}xEDL!t4Dxtg!Kus&udgL!xcZ6??p4bIs3;-Gjsq^?0f}eZ
z@+ZCzL@51ag?nRpeM35Bq=wYhjB<Z>$BH!ZnbCRwX^{oPG#k6YZH_5#)2;mY1f!K!
zr7g?kw50Q@T~@Lc%@U!2vY~LWLY%A1%rJR<F9it&+5m-FMeI*fZo;29=mgBF5bNd(
zc@v=Y9;gf8bE2Jt11Uw*=C45!%c_U09AMK9zQUR6hWscK{ycfD&;H->N%2>m@`V>(
zQ3sriU;LAQLBgfwM9i$)9cWXhm4E>6bcGuul76q!O2L{Q??@R{9JwhoTMwALu&PVP
zJCcG4EtRRf;G4m)hrkiR<xLV+@EJ^0Hnxqhdd%1K;0I;w3xB(N6u0j0#VhaZMWZqn
z&p&xKp13j_2T}wPk2~FoSlezzb8joIpPP-dOUn}C{doKSM%=mAi?4s-LewQFe*IhT
z#p-@98nK}nvu3>1xd^1gv$bVsOM>XQ8Q=Z(cVbhDCc^BqpZ!ey{IC9T4JtWlVkL-4
zTUq}etVJs;>9k+K1B3iLNfE!;UPC>=N9vcFrmZkGRwcaHmqz(J8Z=SJCr<i40nH?n
zzQA5+>KI<W^ydBe^}qMqv9;HdAl_F!?W+vOaplV8xc=Ca{wid!HxELnZ^(1IAvH$1
zi;$8&uiS_Znq{_4S}Bt^Sq%_P7?IKxO>cmb`01o=;K3_Y5YoT0eU`!#z8ROm3XXW6
zZrZ24&7aJNeo*=sfj<VoU6KY2Q(zkn5e%G~ut9@tqe@x12i*MucM;!@(jiyb56eDg
zyXh$7$j@$peg;V?RB6Wo?;Theqsj=*pT9w30rryKQE&N}U-BEoCoA0PskT?<H3aBS
zS(pCCkwiQI89q#YI!@WIPs0N~I90bLiZT>;wj}K7>z5C*6Gl7t*dkM=Jysj;zW6`H
z!EgPSvAeY%b#=Mr#pU?ISD%mPKL4>eX&%JRj^vaSp54|#tle9WyX&p^#23F3^_6py
zACfW1SM|YLx898JfA_nV3v|{gDI;pQ<_i<ojudLXE=vD~PpB9u5q@hYg1qfb&$4|J
zhY2%f@CP**mk5G+q?esIP6Gn!fO0GDxW*-vk4d%(DDT~NKYp;*iWlx|#bcL0<`vz&
zmJ~t#wfmx9O5?|$`Gh6`&&H=e{ak$P<B!DLe8ch^uCmSUPzsl6lW`dc5fPA-P_$F^
z2QLOmmh%>LV|^puc<n9m=YHJ0bvN$by|3}M6Km^hBCQ>rL&+S$^khx)UkWVvRc=Xj
z$uX|-L|<S6F&1-D8lQdQQvBjqKOLX@{L`^~;k;6ck5X89ozI)zW9bYW4Cl#5Be>?X
zGR4h8;+5z{o<U!q+o^UojK9<A#@d}b%3FMeZyMhj<2CTA4(Q|5W5nv(e*DfiUyg&`
zajcwOj@h|J?CndzReEt<qKh%;D7sQgdCM^0(8OqlFB!5>cI14zotB<$E6t4Iyb+vV
zSoBxyz&STRFA+@pfqv1TI%blB9^`Koh(?+K{C3TYFqC1&y*$Ln4H;@PYFE~Kth>m~
z3a!cpSbxzIC6p~d@WnXw<Ao4~vn7+d9w@Fd*x^rku)S=n0Cw=CWAHNo&KUX6v@0wv
zdX({o@t=O;$-?&Gz(=AC-+b|Z^gy12T~^A8Dvd4$D_mI`!>~i0nxK9Vv~nvQPlQWZ
zK?5MXuu?x35W+<o8j6KHS*jAbxgkG4o2#D8eqjX{Mkfx1Lxwx`vGUVkr_O0=6wd>l
zkkOEN#enjg3Il0U&=JRFE2)BZbrggfTNhHW(aE#i4D7ZmPv~_a6heF$VF95y-bX9H
ze2QP<UDA~KGLX9b1$$boq^hj!cVopMY1flKS*<W&F@Gori9ub^<(P#K){{NY+<DtS
z>{uZV39!SXs+6X>zqU80fn-cdAS<n2(H4EE@spEBUKJKHWuHn+NLaNbq*1us@ijyD
zEYU(myjLfIXN)P#SgBJ!fvv9VvOtqNr=GYOa1dJD+JHc2!l1dfmErrVTk+bR-Pqad
z$Bg>%Gmo8(=bt$nhux;P-t0HKvA(()<5TsxdSzLu4&v3@{b+4>;xo@(l%P3|AHBC5
zFaPjmE4KA%wj|JQG?|hxVby0-g7v*0z7}u2`>yCbj-USOSL4t9D}O1*IAEf-qS=Gn
zcc~1Q-H)^lD98W+|MW>jK~%$$p6no?s5t6GJffet&8t0#l|`GUHV|x@AWmr@rR|Ah
zlodr-Wagw!@k*Ycs55b+o&3gce>cAMtsiL8H7VZjMOWo#HT&YlGjZ*)XS`CuiZt!8
ztfL{&wrD4!0Q%fsigs%++B;>CpJ>95HZug`Wtk{q8I~o2Cp3_3$5g6nR(AS8mfh?!
zZxRoG^pDc6#|X$#@Ymq5jF9n8MJ^!w#KVF38Ax6kPn7G)1h&BJUjUjNZZG<fAA-b_
zb^kzqMFCP77C12dO82SwBLELYmH$dtk*dhDz*)lk5aG_e5-6kmigb)uloeM>x`Yx-
z=2oP^ZB#>i_?PuVl%ahX#~2FdsBgl9K58e04S0Wi0FHn)fjBnupf5OF?YH%#e-tOb
z{a^Xo&KU`tvA#lPr{ZHzUyPsr+UG69wl-KW*^js1xe=|S$@u9%{x3#lb}<ficB0R#
zUG<xGdozCjw|~du2IC56C}_ttb(9X2A(UbIBy@Nj)SnL}Ly!MaMzXylC(4fwA#30b
z^4pVT(i^Y(DZHgLN`o9BPxYKQ(pV?d(bB~C_TfbQ<`3_vKR4py(z)33?KYC-oQhU@
zu0~@8HV!9aX=x!o{@lmn7k}Yr<CD*SJnD_AWL$2a@R+K+0G_;|%{otC>}f<JGUu4H
z5E^48uh`SulZ@i(x|d&kEnaxxg;<qBytcj`%~n(S)Z@y9b1~bPjoI0`SeToShF`<;
zrZcyl%ukQUGmo#trArG@tBV6-3i#^NeBh}T+;Q8N9I4E$_^x;sRM=iwtIw&<;SzjG
zIn$F;y1%>Wv6v4c-M@WXJV^PHZ)H=Kv3SFR4Q-~`>c;Q=;p@>7-le6*ICt?<aNcX{
zpdC}f%St)*xxBI*k6phMON({mqz(BEn`L9xo4+T(_$(jZe$!^)7atfoI^jkI)jfrV
zx5^vcf}57CV~FoQ2P1sob{i1gv@_zfP(eHKb{mD^NBi+Ypq{1dF4OrfI<gg7iuOpW
zf>vzMK|0)}rIfpN7v7~Ea2||LdP1jVx4`6#066eVlY!4X^|YTK7JMYi@a<QB-%l8s
zpbjr)^PezeCcp;;lFFiTr~n$MMNA2q#ubZQ|K;k1<4ZUcNXR(j=}9F4<$%imSFbdY
zlX1`h*_TP9lYM}KN@n0!<5OevXNu)l=0%-n1Im1iOh9rPoCR7zLxMu&wxTMUe3zo^
zrs)*jrIkELBV16+lk_qO*s@#z`)_y+SCKF>E*a80xx$qiuLSvz(wi|d(0mnWDxvu5
zxZ($gC3s!KCxW|2gsVf1X(nEskJ{XFRA(AqwdN)UCKN^Xo_tJ=A8U3kLCvR;<;RT}
zwF<fM>P)!h$v}zHk8a0nCV0#QB<qW|fzT?2i|CM|%zA?N;DSjwdhC;Hbz*&|A2;sp
z#`^w|CJ5qzg#R;_8u5vzmSbr)H~SxSLvgm_{K{;cU#!H|Za3Dp+Hv+wEpFdji<jQH
z7n@uA(OSP9?StKzt5@QY>t{8Sug2>?dNbBGwqpDKmiRvzk3aQH{LC-@LP&;dAk&12
z0~E+Y(M9_)H)*2?3iSZ{$xwAX2bEH^T@S8By?6p3H%=63Uh@&1NyXuDt~S9*lqx0@
zDElbq8~5+UZ-4XExOIC?la&MUtnb%&2isdN!^+iXqpf(xD^BKC3k0LkW!4JI_GJZF
zVJYYoh`$F*84uHx(<%5VfcC`-n5-@yVMC)7GT9yzCwy@69mPrPz)Ai?VGah6Q)WXV
zvEofwfx^F_PAGj(h589V%P2T6+w@xmx!=7n-q3Pd*UNk|O{OI{qmM=`V1Q_7B~6)P
z6zo&r#WgHrVjj|%0mh@Y^FA0vQ@jG-Fm1vprAbfeGt4P{hB5ISx`sAjkR@?W1&ul$
zq=DE1=P$RT;&*ynNcu9hWwhNG!emo>ZNK>Uqxr4B9cRui#@X|lAon#1ma^D7*pak5
zj@oQ3zWRkv$NcO}y!+-mvDZ3|pZLW;8B=F2MVA`{cD7?<bJZV(`2IKlK>a4qnb3DV
z9w@I|RFORPs$H&nBC7$vVZp+Wh$0@qwO-&MEpd^xgd-9#C_97|obWG-5pO9qPmV6*
zLiad+xV{@dxZRHJZZE#^)t`&6e&vhmtGt2hOM%b*zbNS3=9En$$Dlct_v*FFaqiqo
z%r4HmZ<nv--9PF3<Sv>#fy0=J!fx55vI`gED67lJF$&6CGZuxsU{S1SvfXQTwyN^O
zFUfAvi;T)c=bTX)i?j8Uc>L;eOwTqle<_ab-EHwoV}NA(*5*b`)*3N;_L_LjVn9!2
zor;;+CGmw%>x({Um+5z#Qij*%&)K1Vtlqk%{Bj`*g%){cJwkc`=RuPFC%#Ymo8Nv}
zV^>G~>neE4`(PV0(=nxSk(F7#;Cl7a#d!YtPsh0{7sL_q$%<{tAMjYW5IOKac}J1p
zC-ngvvp?v65N<`DMFY#m#0S7XCKO)W6K`1!Ht!)?&=sw;MZWllKjj+8aiKu@cb$?a
zc>pRicDw<PwdM!@^5E%^B7!051n|xD<dw9Lhx0LH-uBa9c?c7D^0CMK{IK97QHF25
z^1Fo%$d2R{LqS$J+`*ntI%y94$)v0UHC{Jrd+Cu3_NxRbeZ<!=?h44iEGBz$$b(f#
zCkDTQX!Js01rI@ZC<T&N%t~$paN?Fb9l?~dolL{*EkU`6CeyD-C?N<9;$~i=Lk+`%
zPj)&24G-f6CLlhmp1w(<Q2K~s00lh3ie1k^$0ic^i+~i8xnjV<zp`=TX0?!bUU4%n
zFyWVI^g9^9{U`{?cq+RD?Xi?eCI~30T&crrA@;NqmHO)SRX>NycY=Meb<NTjz#7Nn
z5*C%3kTILh&muD{_!a^su2oQOIeb>Gj5FZ?*h?e@Tof@NP_H?|h38CGc=gDZ2nL*7
z8O}q6ClZLq{`w7jfY;aeVtwl%+R!JZkxBXNNjIK*`f@yeX(le65l+<?hbUP|XN3WJ
ze)yw%@%R7X?@GC^#P-Ho^!GR7nMcmYm%sd}c>1ZU;z!$U@92otR|Y~}iS@-S4i8F*
zOd*unvLK!e1X%K%_IGrWGy9^jS#+F^TL>5U>v~N;c<A;fH}T<xad{P3G30NhSbhvF
z2y7-8^(q6<MC?cbo~}*B>`XOwHg@9ejgxrwMl)`#ZbnUI@tX(r2fpUS-Ka(iU4l};
zd9_3Nx_#;C!GrcqIPqK%pnRqum;Pt@@S$y<j^|*f9j1FfC|~~EwvEXAf-a{52{>f<
zE4XNTLb^*RX&r_GN>$()q!L@eRmKKfPepqBDUH(!)Pwy@I34C+-12vFJnS9;Ific1
z=Cg3=H)$KiX-fQ){)sxn%SQr^QyzBWGnyt>QHL<fqcSf1LmUlK6=_P@i$amHc?_uW
za}*zZFg}@*%h<~JB~a@?S#I*jq^tNHNn}h$DqLt9X1L<3y>5T|Z^z!Z|86|}^y9H|
z?qc+g)wg=>=r?y_|IW>L>FpaarHSvK`IA2rpZ~-&aj>=@t2^De{u5u0%EChIYm&Kp
z?^e9_>PzwJi?2ql!Q?mjVZMkSzwuJuJ}}1EAUoyupW=8-5lJ4i<VMaRtC2tSU*sx^
zBjFQ8Igka6Gi=krKY>*~$v3she)}Ze-r9-Zxv}qkzvmXt#!r3zGx4|nlmA2TaUu4t
zvd+&F<p_4A?2=rT{6d!S7L`>)<QIH(-**2O@8D%QjyaUhAwT7v3SQYSkZ;I9$!g-0
zlk#JXwO#SRMVj%kir=)r9mW;!nYF)0gOh%I;_)+aW_c#Ml3`rsIesi<w7scu8^v}z
z_V;$9v2reIi<jeMg0bdMVaJ;E&q?0RDL?4eLvVQ5irwuEl^MC&kM-Mk<kvB6tO}>0
zr4<WbDh}!2es4AYlmGPp8Q=QuA1bZFh0kwr1y@(9apC-hm|IwkYmYn{U;o)(j4Mw*
z=CO_&D+Wp^{4;OF2c`E}Bk^14%@1%QzlrC!iQ)s}vKQvmX3KV;aZ>IkKA}Jc%9=8o
zGO#L*vYBI|_wDLQ8>25^r%nl{%q4x^vg9YN6t?gLvB)cU2$0@J_Hu$(`sH|K59toz
z7cI&o@e+{nVXntB#RES6%(H%eSn!c3!#7?UQHG1kVHSIel7gWC9Sp|VUPPi&P<l=!
z(H~6qSI~r)4@J;WN<ogD^gSs$G!Qoo0tzH_d|pM-Q0TP2AJHL1kW!$EwDJiEH#C9|
zWzcO`b}OJ#vQiizW{8?`K~tnoKj^icMp1+-UHJ+f;Nd1#JbTi12uprsJnUZ0mY4l8
z!ebOzSuRu_xCy7+Zm=>$DIswt(D4C#6?ohY<bk4z-HliI(7^e!4A-!DrYpsXPI)MW
z+564LrzE&g6xp(%0dcY}A%-9m-pOgNW~$U)EuI{w9OARgl=$zZRB{_HR=nlkmqcK)
zP?nt)4%ek<sj$sLf)_nbHR;JuS9U(j+>__c&6c+_^jcD!rK}&LV5|N#+(cdTqjM6n
zPh4M$OXrv3sKXu8`^x?}Zr$IH7k=<cY;E0+T`9v~|H^0L7r*hDsMn{X<3lk54)29#
z<WjDAGj)8zwK*u~Jqt2#kwGxnP@9UcGB8Mv(}raC1j^+S+l>^z96a#%pX*j}6kfje
zBeK&Mf`_Y%T*tHv`TMo3g{An!t5NY3T%0hc4GLwnCg$T?uk6LGt!6Z)r~OeFZn_vp
z!50rk+Xr=I#n%SGi5p>>if|6hDUgdF8FEb=^sMYlWgCPFT(nclQl?QVKhj=8l9GNN
z1V|%Z+dUH3d=fpTUG@@2%Thw=SJIe}d?hS#P<`M@+RGGW-q=eZ9eI`^C725N8;fa5
zTmx|1NXYQhIMXL%jQ$Sdk)|k1Nki#&MHeverXk@duzH2hE_w6kV5KW@7)pG^6e!I7
zmbCUO{0C2g!VP5_!u&tPOBQyW%Io0(*+5cDx~z{<Au#d+MzOgp?k6g*;?gJ9fB(OU
z?eF{#apm$w-}+K(EUKRz##pbViQ=93z3==mYW1<WaP@2eUqGP0eDTwtjIVtD)3LX{
z75(W(EML3keztz&-T2lwzop6YR#Y1^1wE>NkwI>J01D-U<qpOg_&{4NS4vrR!%n}Y
zOl*%x1x8~XZ{1X2Cb&Sk&|*U#dODRd^A<d{`F5uld#!f-?#<n}bI^-gWj3yyzZk#p
zQ(ugK|3Cf@y>*J4A=v)V<1jI}HStA;dkdQA@dAYUIEo@Gig_avvMOZ|#&sr>Ze$z^
zbe@9|7WWtUOh5F(h1(KwIkzJYATyMHe4MiNV@&dfn&WUIc%VfDc-45JQHisQ<31?N
z_B<y4eA(@&xfy$s%RAef=Ech8t1;O)7ZcTn<WhJW#nkkS72>2r`IB3}6MH*r1@Dey
z?e?uWk{@lNRD@X}rtNz1NQv0y!uJvW?%(}R{NMkZza6`+U6&o;29ZZDG~&$CnW)S(
z;>shB#n*rCSL6JJi(YwVbvq|D@JD4()wB2l&G-ZGf&*}~jXCk0t#DJ~4H3l?<>NP_
ztX>N&Z}rUj7cY^=ikotn5b<3I@ncGcyarrv=DWso(ZvEF^}>_eA7&b}3WEo3riF|b
zmq@4d;PYFGL}q{UK!(LK;*^kW6bn30THtLd4ggQY6h0Uu1)u)Z^L~C<@R8gzyt{hS
zjD=$*gK205FKzf4Fc?-A0Wg!KaMG172gY9f5J${pRh50WN16@uH82}id>P<T2AG8@
zjBxHd&I4>}4Bd_^LsgTFN&iq_63R+-Zsb$Yh<_;@<cILeicY&5Vu^=z1wudh;a}-!
zj24ojMIOe-({Us`=&;r;h0C3kd}N1K$*qD9nI?IcX;T@XGeK8Q5a7FMB93XvC-Esy
z799V=t)Tp&OzLpzSiHh>Jt{7%&lpaEvSQ1sEE62IHq@rMus&j@Htxe-47Sn^<9Nb*
zBCHHT3>_6Z7&NE>%E%MN3C>%HD6T|x@O8M3>J)*FLMZVs1(}t9K5laCm1VXCFd+2g
z--V^B`>iI|wnR)#N-$2tySDOCIiz!UmG4%w7x(UM#@6aubc751n|tlJcjsPo_jjV(
z+=|DqUWi})h0jI5(~h03mT+@gydMWmu7znvQ^Jw&vU5nH-QxS}2fojjlf><VZnX5|
z)Ne}ywJAlKXScoY!-sqhl&kspPJTxN8SeDQ-uAuJ+;PncgYT$@2Qpo?V^(*(x}f&M
zUNq{hyt^7k)2_SiR`gV5thjK0s;{t9x!GC)uDe?i`+e1g!r--)VO2j9nQR-h3EBc6
zM5^cP%d|cH6>W<!etF7g;4T#vS~GR;Ry~Su0Qgg{8R%q1`~robuz(6AHcpxTdODv1
z+?KI`Kqlj5c;YPV_D*}!MxJQ~ar7wt>{GfOnvnhuI30Hca1Tv#%3zB!A9xI5SiT2?
zM_q-TsAYNdEXy+p*JFTB4}1$(8ABdw0HhxPG317yWn{r<+Vmd@EMYXk03N_?XVzTS
z*uxF=RJM;295R9qS(DBZ6X|5LfF4F{zWqWR+<9I7KuU$e$EPN(40jIp<DGkV;)Q!#
zad}}n&Mqy)zWQr_Y$6_e;<7rD`t#nNZzXv9?RVn#tvfL{H)FX4q}-)XqykWuieKao
z2kmU6bf#gSs@h30hCp-LQ*lWJNB*jlVVDfw`axc?y6Ei>t;6`y+Frc1msf?>$LGDJ
z>Z@P;e0=d|f68&_6JGdHdhA^9#bI4?_CYl9fCE@{DMuW@=JWPeWR!q$B*!-8@9d!?
z=}RBUSMC~C9Dvnk@<J|oLMa);n@)z81o1`5^2$kMy=425XgSvSthC%=dts496IL2T
zJK>Udu;k>p7rUGJkq9eu3rjIRU6)+vqf#iF;N|dqZV@QyM5#nh7i^8z{+`O8Z^1lv
z7jet-&~&Ih6j<u~?){Cpr?FyCZavw%T(38L;D2s$G0tDS>g^`HIc0Ue+vb{8J}u4X
zpZQRSWW2@%e~66RHpF)yL{~munO8k=*p9u>9Jpg!3yVA`%<!|ESixuLwGuC0v7%lc
z0>q!OIm=SiSz&TpO)e-gM$it3Mg8xKCV1M_po!A#v57H=19udeMhK;{)5ckt@|#b4
z@bC}TbkjNUgOLK-u_sI9TQr1{t_$Zm82RDBN1_bxt-b?S#0jqtxseR7=tzT~<H$Zv
zRC7{KIuE{dCejs*Ogx#~gPxeI`K-g-pxq%IXvL9LUzA8zVR_|51^QW31Znd1yK|FK
zSlMF;BM;?mL6n~UHJR?6WW{P)ro|teR^VkUBo&08gY|?)8ZW$1Bnx%l0wAZ0ODQR&
z3{gN$x#17jsM$|HT)8&*{IooBn*=d4AApB#`k~yW4G+<5g@=G5FB^hvM^~3nLuhIs
zV8HOqQi>+ukLUaDth{sAARkQO-oUm546hseQWD#HJF&a9Ei_V)XBT67{3!T>8~5OH
z?b`Gdcj7X;6+O&KRY<l+aYrSu>e;FStty)8Q3DK2V3y45Hr1C`q*dp63Rd29Hd%O`
zcEn8!hX@SiKEcfv$5Ph$?)+5DPDPxlO~%>Um_H%iQ@Wk~R;+DGaot^yS6}{)1kq-E
z_7jh4FhLPU=}o1Q>-ab!d@Ln={O~~TDukO)`MFdIB0<BT!z(?}>#x&=HFVVl0)f_8
z8tO{K(?&GtG7w^SSmEcDQ<asP$<~jXxTT<*a+`sVR9m)V(u%Jtn{TvGDq2m2?I!YL
zu(-W77CUYA5xJR^9E$HE&vvpDf}%NO{<LMg$W!*g;E3T5dTCgsm0t;|=mNyjuN=7D
zJ`4QjgX|8M!CgK9`zyZtqJ4^xG9S`H2kz2OQ2LQ)>7NgN?0FiGV1UPV|7IKmVTH8>
zGl@7^4(tZ-ly*bL8-&}90gC4-<Ym~yU^HIZ-Dj1Cm6y|yJaa85YVyCtooNTygrh9`
z09=3hM@meVwS-YzX;L0OfX6UQ=a@wllWx3#e&3fAoP~Fh$mMm#CPw?3e!N+5DDaKM
zr)O-x^+MG5??+9t=U7V0&HHO{e{(b5xpgyMx^+J;h<(dv=3}u|_sunn%ZsseZYf&Z
z+mdIyvAVt)ySuwS8_`wPD0KAMR2Ze?R#G{EBDxH#ouwk|H)48v5k+(%tFc2X^jQ`P
z2mAN^mQ$o>IkH^HJC{RG4vV2g?rS3b_Ue9oe~0rJ$&3C;SMq5xzVH*Dh%bHZXT5m9
z)s<u1?Tu`(OyQs!Te~F7@KRb7FBU4QQZkXfe2uj!#jIzg424<pOIbJ@p~!6jsf6+R
z-Up*K1|gsLO5FHFRdpdHRh(zMU>pGttJA#>U;ONPF@virxsnbAj4_5Uq@JxY`DfhW
z{hxR!yeMEO+6OzEBH+Z|E2v5t9h;sBKKevcKu_Qk&iO?>xB;(Ke&OkM3uU+{8;Un|
zM_IEjQl^22BIfN!8ds-|VrTmxUV7zq<D&eenVve)xH9d-e0<7yaehJ1B`Kp7O(yD5
ztItG(gMo8%(U_f8yt<W9@~YJ<Ql2lw`AZjk;Lq1>N{NM+&O|(f9&k-hS6x>X?g$oN
zvFFvR#e$U5_z<A*T0t&kKq|+=C*VoGlyB0Low~-uy6YQxPWwPs=hg-$DN3Zc*!e15
zsYK%kj=arFc-5xM$r5eC?V5B7l#S>DkU7}xtPIaLjN|@d--ij34@FP;5aHeL|5h@{
zYyjxkrCnfa$uNbg2B@(2fh%|DPf;8VBYP?ii8+huniQjpG({L-CY0&rlH5-8*fX$*
zD}@ByGUfFq5<iYV%F5g>A!(yj_|qAgu`5LpfwXc<nS=@&94nuQW&}|=L$kpyLt}9q
z=aV=QM0R^(P^2m157TG9@X>-xc5r$BGlUZc3faL4FmO08F+`|fl@%w-1z#M`QIifM
zkljiXf6xmaeig(uF&DYtP@VPmUOyU7{6s9Cy&@&Gn2i!o9U<!s#!Gm~zpHTaF1MmE
z0MJqTC#;~T<Ez}PgdQqwt%y$oXkgDPlL>erYqWbOKJ36sGD2G8j|L-Ur82RC&Hc?>
zCf?_2GPG^w+i7#%+hNR1w&TnK_b`fH3F_pN8Bjcjc2Nw$g_9bE1~(9g^N|erZx{Sj
z^lVEC!&4rN=ia6xJN&193r`{>9%fB)!((ue9)Eyn@W2zBk`{oZg9kARyAT|XRpNy=
z`tj!dw%okN%ZWvtXd<EkfcVgpD*!3%ScUQ4Z3{jPPI5br><G3*t+GO(08(gMaLKPY
z9YJZa+f93*T@s=+3L`!CQkg1H4InvC0D;aVeKLM&&mgCey~JxE34g>-s)p(On?PRw
z^Z@V4Gx_`=lzlWI@!Dnji*!YB>5re=$OvR>7nG470??iKSb!Lo0XyxJf8!aTum`_-
znixXuZ<<k@(&Z<RoJ)5Zn!X7%<I+|7mH38O6z2X94E;xGE`jNxX%P@=o812Vd;!=p
zWyWP9NSlHmF1Mcie*3@uKgY%k|6^1&IX~3IeoYhax&rv*^7%8hXh=!mD_VTwoCGt~
zYOE~I#n#?IG&T9>O%;2O@vl!$$q&W#II6O*NFidvo!34JKW}6Dn!L+BScH(t_9o==
zXVTBT;QpYFDjeRS)Ou3OlSWXuIV@~Y-SXjrwdP^GdTT4*Z63!tDO}Z=nW$9fq?9ds
zvEi40?q}jp|E0eq`m3?uo%A-clcPON@LBwkoE0i~5cGNFQRUX0X~|b9a41yU8{4tH
zvs<iCsw^GerlM@3e4&I%E~wnNrH#5iS>!=RlodtWXS;ziGU?@b>D6G~ZXqAMXdr%x
zzR8nL%#62UdF()n?zj*0P1Tm7Qk#{Wk(}ONi`|`V>57%8i_VitDZ`Z+--^TPGW(vZ
z)mh1>y7MpPEpOCzch-d?dAW7}UbLEf{%8^7Ol~_!1r#6+=N-mQxCN;fue|zR{MY}l
zzaKBW_)>IKuO(34$FH4@#~;0{yejdD=f50Z{K=mbK9#E&^PwYg(>HUB=FLD&iabiG
zvay_{J&>;#McnU5tN6uO;K>eSnjU#b{n%rp)0^(>`!uhzjZr6{f)0oAr>HKo;$&RV
zVn^q33}vgDQN8kZordczIhtgYmk7iOEB4?LU5dljQZ@NPNoLhpb!s{(8*$h&G~BjI
zUVN#KiO=KL9}%q|9(*Lq@QoLKo%#@@urmoPKYbu2IjELUl5D|F-4>9QnrJ+5Vu}bT
zTqO|C?g5^BTG$kJu+U+>FGha+fsfTa?}?H^WPcettM~E9Sb<a=DwtU(${1htI%I!?
z8iT*aq8ZrOWX-oc9Jcpm4t!wGjZJ?kq)QsI5!<D_C{L1@aR{f-7BsR#zvCBa0F;js
zCE+;D7nKJn8~<REAVASc<s2Z-Ty@wz;7d$=VJ)*LQy8b8scZu%|Ea7iUp4Z1&0NoF
z);@dTYFzu$uSgS}c0wz_3~eM+r}_Vq_uoO5XW4xpcrsr;Z}X*h<*TdOcaQ1u18@Lv
z01!if0zp!s$Pj}eF|=B(mfFz9hNPfk6<o#2kijLvmB_#@$R$XK1WADda0Uc0gYnZd
z?Yql$RdtukN^hQb`CjIJKj;2_S=Ei{0d_aG`w!l#mp^yyx#ynqJ=ZdnMTW-4de-X=
zEi)#;qi-CZA^TQzV|Xv5l9E3Z3iF65B#SDbQ}|In;-$XLS`t>&JKU61BhC2U#q5TW
zQhl~%(g1=pHt3G@{>ZYKgym90DG(`wlwumOs1lx|mqUWU;}2yGj(Y)b8nn{nhuWod
zyw{^>L%HD1h+c}q=Rr$gP$ItZ(MJ?e3=%fu0;Yg>6i!Gj)Nv@Izla=u$r?fix<|fs
zjoSe(+&*~5QTOEgr5ioFbi1jti7w;`{^Il{vL$~3^s0`yO87C4F!cN&?4<NmN5thl
zk?<s8bRUCZ2g3Xmo3a?ngI{h)Dym1%x`z?(dC>5lHu7%gUil~g;r^kw9!2;T9PeX4
zd~y$Z4UOXb`X%xc#SuAABSaCs=MTT=<wH3L4&IBu#qUEsIxWJBaE<=N@yGQCUvNw5
zxW@0p8##YQc16ZQ^xo?oUwY>t%6-LQxhDq76W)3J+~`lZ3-7(4^7HV!P*1_%!=-(v
z(^vN{Kf1DonY$=ou?t>8yzZRFk)J?hzs6x=pS~m5@l)g!E(XK+kAI<zfMH$XM?JX&
z@&8Bm&42oL?WOPjh9#8_r!k%r=$)S~3q;bBd7w5tCWBZ8v%;|$i!})Q&Az=^Z`pbT
z=%6$HT*eZy9J1+&`DuIZ(NlI}rf7wXfTF;I%Sp+ipqGNo=fEG&zuqwgj457Bdq56L
zxdeF}qV+rgtos5SeaQ&canzb^+p7(%A)K;s`cZrIv2%7}dC?Y5tk@w7nFX+dp?M(C
zR~LZXv&s2WR-Iq8VkvD4i%XUhxI|#l`9L{XGr?4XY?e7?<NBU6_916V7~cVX?507_
zt=E}kfVU%f5diGem!tk15J`dq>hzlVu*A#oJph=4vzVqqgJ*HPANV1fIOh(OkLHGr
zch`J0uQ*w?Vs%~sy`rRs*4*Fqor{v`jE6lm(U=}+rG-Hc%~`mO><)_;Wr!%RgQ39i
z{&o;S@>kp1uy(WlV3Zg+hir463hgRj0#%9L?bSN=t*^gi|LQmYja|NZ&t)I~sQ<Zg
z-kyH)oOL@R`<b8rbM})z`*U7T07dAAjHIX9J9?;C@)QI(C6=RCTWR?##V9Z2iOe!Z
zk{wG3$3Kh`+8C9`R5@rHPk+IIPv|9vw<uG<0RpnRXZt@4k1&#qc2paX-{C;-JW}#0
zx+$#pVCxMBx<Es=l^u%zsq+ASk^dciC%v@%2uC>BrIQ1m3iF>CxrIuU$Lp-u^~2DZ
zCc^Gh#C`VUzXf3U+Sh;0E6|-Tp+W(d{15NFN6YU}$iedU=ZCWEd=k|*e;<Uv8&)^(
z!}pMe-vrOcE`-G4#}&8x)jwT>unLZ0st{i9RoQ%p;e6Kz8lXO7fwB*75L_yim?K*#
zSfMg$6X~3O921#RBUFQD{!kmCv~LFjnXTO|HB@>oB?!p8%HXSnRYsB}FMtl>CC^;A
zcYcKqTyatPyu|wNQF$0qL;k$Pe9|BH!<Xp&@kcott6O;Zi^#yR6?;J<^nDma`C*vP
zhsL}vNKlQ3UI9-eM9F67Gr6pT*GqTzZR+XI+U$u_{ypwJ2$(?%MGcPn8^~&8dc(v}
zspVzmAG8FF$E-J=x1Q)c81$46eN(`p;uz{%=CJEgl4oG=@Q@w`goWxz4IPn&Dx8qC
zqZe4U;9DIbq?k8*I8uDWo>hxuRxTz5hN17FO}Mc}0}e6x(4?n?3s*0`96dzd<EtM+
z59`^BDS<M6H1K$+%RuH3Ut)}7IYSRC{sAw1@m_stV5U(V94LSiab4o)?Tb&`7cS(1
zC+aes80QbsC8~S>_TXK(Q7n;A{O+Y)`_60YQYcvLqMP!Gkdp}YdW`Gbd*#L3erge5
zSapUlMc@*b_X;aBqFzYXL+e@D3^_%qP*3C|v^gFq5e`3b{)i)X@m&nA-NBpDGhw_<
zga?1kedyufWpLrU{>Pc&dwA=7eC##$$lpJ3kK=}49MK<iq3u0z4;~+IkUM?wXQxBB
z4}e*G$x{>%njJg7KlJROqIk%orycpBRN>15=T8s4avubFhre)79{7%njh0aM;2sVW
zzoi{RW4;BWSKmm$Z#;wH`W`Nh@dx=pZF^J?f7FX(&@Jbm+*63j({_a~fB5B2dE9>K
zU)x~qHEZnd*zFrPZGLXjr$clkV~zxTnZ{Mfq#cCxC42UpUE8P&5N5M(=+g$qU}(iX
z62Rf`AovKQ@ksI|B_gmb+jOO57nbriqw9lgi>~qqAaMYrf5@*+Pk;m2rFQ^WdY=Iq
zd~-dc_nkrC_L;*h*jOx2+T7fnojQA7VEDWbd(*KXabih<P9#Q7fRXJ(Cwg`J#+Scr
zmu}owelr4?Nt-NJ?exl`<a^c@SC;JL*)z7WzV12X7;4hZsC{R0d0%*kZYUIrc1S0K
zXy_d?5tq>Z>AY|PtDw+2Hs+Ci=yZnYr>7@vYHrpzSOd@m$YRPFYbBTmJkF8DDk~?;
z9kw=X)V=SAaurHdo19y;iA>%&(T(*J#mPyPRr-PBfCbWQJgq!3{XpeK?{Y8s0*wL0
zfZ?HJTfN3{%t5#BZ*N+s5l#(-FN5(PeqIncwiTrZmJ@E<-I3k6eB1uXul<I7>*d#?
z@08MPell;*K5<$AZ_NJWpZ!Jq{LlU=r8iU=hdzCfc2S<3ihyRAih|yBz^Z@BCb20S
zdXncDi$FV{R}D3xt-pkCbT2(YxzHc@BP`$;gJYn2LQd16Lrp*z)>Ta;IS!ggct?bU
z6aOO1l`rBT90rfebvbm1;}N}Qmki1PHX*)4>5WV-XKfitOyx+aZXF2It2`b$)zB^Q
z5l4nI<%3;47zv?Q99#srKX>Nef<rf6{?gx#YVi0X7Z{B<yn8rX-dpyA+#y3RA)GUU
z{vF3ccpmf%O2FUx-v`b=2B%M+G7UCLJ1Exhk#}z8h>?6KBD5Xd!?ayzT<_geLz$3u
z&GFCl0FPuHVJ!i~*gKaYEw>I8*5`?dNnx0AS*Z6fec$Svcf3(N0K<`y;AwegJj?tZ
z&`9NG$Q&14V!!xtkg6-Mypcza=QswuJopmAlZTjg&;o!D!xw!qfL`j)gI=!?m(z)e
zBs}~gfk96|M%ZkjC@`!tef#RVEq~<4ZQ=X{`31D$lg6d6#GxOJ0gz1lpO}!s8Omt5
z^M>VRG^NX|)XllDP36lH3TmjTo2G=~!7%3_iynCvwsjRvUo=M$FjN_iuok@>xCNoc
z0*cW{U|L{v*zZ~;e`w1yQV`0T53AB+ELwzlz7Q%10;h}<jX1gTN#Dc_PCI>eVWGM~
zfikTDFquwbX+xVR4hadW4<YV;B%E^en55tnDM;l%-mKl{c<CC92jxxSJS_yaXDwue
z@8Rk%{Tglq@N{qfC-_0gNgvubURkp*f9-~K5J(6ul?5f`U{Zdme_t#q+9SkR;Y}}u
z_uBIfo_6ICz_2^=>m^kT@Q2rM=ot>|!+Yo(6lt6<e;+$;-7oIp_mt-yZ-R^R8-F0m
zkZO4FB%nj&0s47Fa@5hWi^IqMqP)e|;JEjkKXB1^Vsv`zE{gsg?m-(4&Y$&*-+FsG
zzA7F)z>&uu<l;E|FQCM)`l~z~$H$}R!aw@o*hRtJ#rgEK^z5GqAMSYY;s!r{8~qJF
zNben_!F!Z|Z-@}T^EYuwZXN`RX&dML*u5j-h`s!~-p8K^@{qR&uLJGy4+x0qi4T-?
z<Lz%-ru&waWOO(78ph!XY%j>p0tb>&9Bh+xc^Krk&#j$ES-x1Zgc=TtojIGVaOQn7
zC-5PVkW^cq5HLee4F&X=J}@q(_h|#lgHJP(o&X520}NTB{K!H&LU2O>hSJ2CCf~>&
zitX*?priZ<j0&u$O9h{UoL2hjRL%}1?*ag1_<hVeosQZl?N#48HQRji4g1yq^>^*&
z-8HLDR~1%(MpT`wmhIW6pR|vB;^TgB5+i)XL62xo?R{x^*;=iZ1G~w}loeEV^2pX}
z$O`HSa75b#Xi;|Bm*+kDIUrS-Vj*X9iwgqPObdv47n!ZN1}*FDZv|O9Y}=^0Zo}@D
zvCgMhs#tY#+4U;>=K|aSylja{XH+s*5+8&GbK{(*sk#i2iz7ta7$`z>PN4IJdUCa$
zEo;~JT$VZSDBs8f@*nsTaLGkrSoa*nvAbQjfAWw1mHpG-`aMFpJf{9;N;&(`Q|vU7
zw4eOBU$oEs_#am~7%~UGAPrerkdcwiN&gEYc=YZ<{?Hv%wAZz0<1z{ethm|k(x)&&
zPtgaN8;<c0qjLl4!ZafRsv~bla`cM(6pct`f=j$ZiRlW`ZRCr*!;@YYq^U5>>-J7B
z>QemS@sU}j2c0lP=;03eMMtRqx^2;(d~{W|l=V7&fnot&)hX+n7*TBO*K9ao&bIQc
zMmv)6lMzthsA%-b6OTRR`F_9L2eN=}?fUoh7m-dSg^F?}jhwTbh|Q16;Z695Qho3v
ztPdwg@pzrfdtfRxIK7BP-h(T@pcMS4Km0s5y7Bb<e@NH;c;gXc_zG6QX%w$ZT{RYg
z-%M%J%Ck#WT{>lj88y<0oQd7VeB;*bb7r`}g|q>yYY|4JLP^4vMNae_@*DGQ!LUkw
z`xVj@Ga?>5k4lOBg!kbcE--qah8O!G=Oyq)tZM{<;<DoqQr-&|{o>v>zQg=+IzFtW
za05UdLP7#4{s!HgRthT$`8AH89tn?AKX#MIu^o<-%Ukz%ta{?SRp*xkN+qP^yrIiq
zY++IjISIE6o6ZY7zWvSLwEe5k+i>f)HP>%hd-bZNx|?=txnv9TWvk}LZMtN(To@PV
zKC-zyJ<&%toip8!*?fU{T!&Uj9Vs6p%T63xdR#(<22Cjh{?elVWO2fl=dxDHj$2BZ
zATJ0*ENcV~J)a1Rw3Hf)BmjdP7D5kc{G4NfM84qfnERzbe!xXdLbldP3aHatL71GM
z8(*E7wA*W4yT4JlHU0MM1M3LLvjyEzGH271i&m<XtXNLVf69dg!<9MlP&$|O72cd>
zpAx;&vcl6@S>ssb{!TyT55vr-=ui%o$&cj}tpTn4sDDoX+uZNjmFt_<k%03a3<*dS
zao|bON&cwP5Kg?05+W|*fS;l(fCF|ocH+Ol7!O{;KgVrRfBcKu6z@pm9T6Nq^W7uD
zm;Q49z+d<pJ(JhSZ|o<;iwmKToznGh<l`M5;=JI(4bS1-1CQK=lsxybhu}l^p34Uj
z`F;Ex?)~<`d;cHab3Jz4#_x{9h3~Gs;(z`@dC|qEtSAF6u6}?E6pv#GjyU4K?!0gh
zh!e{CE=MIk^d*EQjQ@X!d+?0^cYpnZ?j1g&Jp7<{xNsZtK^{B>{Rw=dpFD)G;XSgw
zb^9e*qx)7aPx-#&2-J+)kSl4m7csg(Z^}UnGLHilXm>6X1Tb0bw0Q2K)tW7vo|&?|
z!ZI2~{4!f5%LEjpKYXDt`{)9SgmqaYmds${k9!9|CYyJ_)D{S3XdBSzAVUa@Tw`eC
z{LmtSjby%PNy&jsv1kc;u9a?HK#?f}Z2O2*rZ<~Kfg^fQ+ig4ScN_!_8#{J)ecLwo
z_N`W{+3wc1oj9>#KmAibWgq#}Cmdh`hH<_ljmpX*I?9bM0cbNNa4689mV7~G`{HV*
z5Gt?89rO<GLrv%}G6VUJT-7(^XsH~w5ChzYieaas36V=cyj>GO65WpmcGwkoVh>>X
z%g|Y%u<V9IoEZU1KjPS@@S!spfz8T~>PTSBjq|wDaWIMJiy{AT=m-uFN3X3LEAqq7
zfu{Qp&xdr5B!ZkF7~j{|cI<^$E_ob;CBErm&Sqz)ZEj}4p8NEt9rPoEvz)G1E?A*d
zRG!2mksS7pCHRH#(AzVtG<5L=nYzY)$UD8>@=R$%`E&;@eD1aQg|rw|0Q7ngWUIo{
ziNP*M_=U&lY-CGWI$T%})2ubE-#M^ui`_q{3-)SG*!ta7+g#rih^^cD>Y7yMz{3ET
z*Y4i4J2&65+c)2~x2|4SJ@lmyv#OsXd*NFz+S}Lf+MT!V+to{N$|&nuK}IC`zw`E8
zd;7*Md;8{X+uvQck=kIjk`vDkZD#I-a{d0f52R=K#ee-vevOk3f;-|&oZdg2sdr~F
z_UUTp9l>De2VWm{p(#FaLHv`pUr3U_4*(&cGiFX21HV+>dlY>dgcys8W+*1fo|J^q
zA0Of-oC5+erv5o2%K<!z*DZP&QvvXc&?EwezIV1)ZMc3-Oe~=(;Ef)mVG%b!@}dZw
zX2hkBp~zgwyZ-B~gVp20iP=fddo1<N|LMvWJ`X!jL;rXi(}9IeE&z082q&Kx$R9{_
z`**~%KDZpgS|tvZNml?7c>p8<CR1wQ#j&o9+6{Z<PRkzqv0t#+b5AIo0?QxZiH7Bk
znlh?Ev$!rdKJsHPf9G%f7nX0YTBV${TxrTG67)+a7VNRlea^;a&kA5lF-WCw{3cl=
zUku9v+{qJV8<XL2B!v_NpOl<nuw<#9BE(b|fMhBKNL2DFaDqLMiOkEYuueA_Oca-L
z^ZFewykIs1!=zz{h6#b-t~EOYS@J1sbvxE+0W?|cBCB2HPo`CN32*q9`eorCJqL#a
zu06eHhm8p<7qbGwNhxWz?n(M{T0+cwbW}H_A1r!hz}vzDr#Hbxw1}P87k+ikNWj1H
z_MZL2Uw_edn@#Jfo>`^sLR5ZHP#i>p;zIcWurqq*-hs6U#{!TT6f0mz1SWQ>kw0GO
zk8UuQ7+G;%CA+%!ucEi#=?~t+J$xUYoag*)^dtXXNAGmU;oK1>IQZGy3ir|b_?a|<
zVv*CU5J$)lK7(S99q~MT4bFW(^ulu+J$v0m*LcJRAK@(yfBd5Nx&*`XLAdBvF1~-@
z&!1use$}`5mUwj&<Yer47oMX~?#Mx?5B$R;0fdFv_!Q!zoX6=MyYNitm<4d`8%r3E
zTQ0uhg<t&qgWSV@kL&K?bfb6f{B`&i%Q4dReCkIV^IWLhfHihAs9*j~%k(y^T$vS!
z$XUI%DVfDkw0QXlIn1a>O7bu33&)uLkP;ZBt|evcP=05YPk4G0lCxtePC5&8g`Xy?
zQw~aYx3_`4{+>8p&IrI3E0fmR-}i!&O=J}9GLsF4_JE#DrO8w#FTXb@rA<$;@<CoF
zke>)IePj2Xet&4~R@2&&C2Z?>D6l<bCkA=}`v+FPd({%zimlap0>ryk5s3b|KmGH*
zyFr&@ikr;+WJp_bO6k)zGdDf$qh+;v-R|GHXK%dzhQ0mvZOP@5Zy!bvZ%H7pTrT^O
z%IsI0%jc~+J!7S6)s1w|qw)@Y*oJOefN?^!0Qe)XlN0FHo;7yvTjHQ8V<BU8>BY{@
zJ%#C6TIHKttRj&7aFl$x>N;k3b4xNsvawXP{M3>qb5+HcR9a!$9b^lKe2{$L3wpCV
z?S1b_73F=e;#Pgn^MiAmNBPwsJ&&pOq|Zm}6g1)6aWbXswO8J<|NAffvTez*n3*bC
zL1nIp9%YsJv!D5#eddq<an+{@gi6;)@Z|~xt5k&>6rOq6Y^%mPB<dYKG`qN{<c<VN
z*$25Uogt7ed7Q~+tTHtv10pBzxbMe<_hgK8RL^vXES*{uj~1OrF>YFomfg8?$10VI
zl}kB0eeS&T;P%#*%j~t)Rj1AAvuAB_`J{NJZ>x81OYR@ql}ndwc1AQ*na`X*FL{+v
zy*D6=t=_#WqoL)!$xlA@wCe#5wgLpd_VNpEFtH8X<4-*1(<&K7V0*Z$uU@uEc%xWQ
zxC^?{VZ^i!88L%3JA0yPz1qOm?{C<Le*Uj}9lT%e0|CR|`^~?jzY<5zkC8AH@IerS
zH@F7^+fM=WVS_^vU&@xr*Z?~Ll(Df$u(;S#T#A$)Ou&n9lpV^iLg=SPE#_jr6kMt1
z5#BNEr34Suh!RJ#AV+Ex?0<_jl`2@8BOGP9`<5(H4$NobtZ#Z~nLk_Gui1XPZwm{H
zs?@x1H$#sC!U)TWd1NrL4-1h)H7*B!Vko9eFf)_|X($;M4`2}v_ikEh&{1B(kOFgX
z$oEKLCqyfH=n#|+uJsS;$zHHNWkb&lBQaz`uQJ-(=d8M7186ZMfndcyU_1bLhU65b
zp6RiW^{DT`FV8F(8A!P0ZECV&J6pRFI$`b_jhFp=S?JNH7g5hNB(_&$0zSQq6UsZi
zm9z8HcJ7HM?8JqqB&-&#CHjDzU5S%tWr|uP&7d-MRUX*p>(*=Ev-aMG_b#W71~!>X
z*~)y?9(&>uE6+`P4+~p_4PhgC6{vI38G*~Z*Kr97Umbl6(D=hWT*E|v$S8`TbcE{N
z7*bt~5*7c3fA3)n0Y&FPPiJDi$BW0I>jY^~7QGm$>}#^3>$RHVl`)adTd_JVdSGoQ
zC42@FYCE<ofj3Y+bEpbo==I5~jDYiWVx({>YwR`s7}&1bKu>g~&RDrVAtQ=a?uC3t
zR<#sSF{k&+zuEx#8$V>Ri*hV*-<E>RuyR^ibfZlUqlkLTNwL28*1rAyfBd@=>Md)u
zyQ<Tn6s?r4_$ZeX_*Ok4baN88@Hv1Wsl54IVHt{HRWRuiGqi!e&@Ir$X^GP(w(TJc
z!KmXV(DgVdZ6)?B2Tzb^e0a|@469GB=(urjaRRXmad;@tOXU2Xb`d?xA@qp^SrY0x
za$d*!$#WQ~df@&5Fw-MoD;SF*uN2K6qd15^IPpyg?(f~n5Bwj~j5wS;{E5nj?9rR(
ziJ+l<yBu{F;wKhf;oYbE@EKm^3a{f&_s;k3+bQB#=iewz%7(nbAC7h!B6|?l!%;qc
zgZ+==i^AZ1&T#Y%7Z=@~XG$R;k-y-chfq!ju<{d^k#8949vl81a^%~or}zFP3WH0G
z9a#S`VFwDAQhriuYlA_<4zGUE4Nr{DX@Qh>tKmJhp?*U-m>yIR7={OiY8QF61?OGG
z(Un!5Or@<LMb8j_R_!sFE{G2jR#Y238qZjHYQ{R9nt)4J;0;~}WKu4*@ktJZ$Ve84
zg-ie<_%SM?*CB;rtpg)59AzB0Ilj?@$8@T`z;3(KRGFlwdIH3NkPav5we+2-7y@4c
zCGsHsa$rCCCw|ID=p;Usx3=vvbS)h>QhC~v-yO+|amfY%>U5Q|4ei?H%hss3Z1vu%
z-MW3pzViYjy{aS83f%-S&5IVS@1Pfyg;8aJ{V9RovOw9)+`KI>ov^2$xM)v2`=m|J
zl&vdS!?b~+>IP*t*59|z?y4nACDE>6wL4dA|L&_cY#rFlQr;F%&e*6Afb4khZ*5<I
zu%ET!%qc4^ELkEa<6}H8J_sE^t}{hQ^cMF{SH0&%yKcKF@YwRsoW|~!HEa7W!{AdD
zMS4a0MD&60kvk*FTc^3?7o8eZOkJS!SAX?4?B!S9uq>m6nWSZ95Iu7KqA#4Aotd%?
z=>fp!#>SQ{F3vlzedJT0c3x}97-97I_19k)fR@e~PuY)t@;R3e7&Ln_lwN)1bph;>
zFRXm(=_kB*IiWb1n|uB0HQV2>TT^j7`sjH(d2(5}fo<yscKPx(yLW%xviY3T_{k?9
zb>NL|2BW<6((Ar=J-mJP^a+(S=<`~wVQ<}DwaH4=S^~Bwm*yQ;fO}{a8@qL81zAmH
zKe@apdW#-168gh|wVU{X?p>Rdkp<pj5&FevC+(@z3--jt6}x+PO?-P`2^kYT86ow(
zb=9xHeXXnX2KEboC-k(xU+x0|!!P{i{|!EL8HKRn2Y%&U5I%g11fRHWln}rZS0EY=
zWQ`q33MK`L4#!e%)#ErVhsoG3f{9y<n*i7{j|+LMiWgVQa_Lz%mvcQz27>q}EeWJ#
z&JM)LsZ35vpKV!kvWg}6Bp6_v)?nm9C?zJxvdb0A4hmLpy=9wg_ig^fY2SZwZ+}nW
z7`_3BC<R)SQo{LmUw~;{8G454=rLdgD@roOw1D2Gt>3;S3s`=s9p#mSBv`1ykPdMW
z-oX~}(a;r7TUMPndeMPBbsd!APYeej_nt@<91s=ef+`<s%;bk34&ff+CLF!9?9Ds0
ziolx#deuV<0T6*os;KXI;G4>)D{e->c}Wd^X@0@ZojhTuE}pSxKK!&A@RaBx>vnoU
zLQLhBcK~bXom6-=-X6W7de>E+yQ(inEfMkz!O<8864pm*yorOJ?+B3+a;LX|pD$QZ
z`fOmI6)p3r0MOu!LN1=_pm*^Vt6zpbez<q`ivhFT=!m^4^<LiqAt)1gl=*w?5W+uk
zpI=eJ3}5n!x2}{^DQijjwVEwwa6b@4!c5hrI8&C%6$OrG?MOV(QMnu9pSt|EI_%}F
zSXFjKVM}v!RxPuc|4={G3%yzOwuA<YF{I=a9|p^j1R2vPCUb)Lvev8gBIKkz#f$VH
zxv_#72oI<%%oX!eC>#qFSKDTP>+k$CyRo(-CBYu0N^N|oIHhQE1)t-`eLk9=kycv(
z1Td5fZJp=!gGSyn58vyGqqW73`VD9OlLx)fAN<1ap$-&}-{7EThzGx}lsrz}EAKGg
zJ6!zCl|0BPF0OGN;+TVr{Ri1Wx-l?@HX$GULRztmdiV->#xEh94&;$%eUp82e6Ne&
zd${8?^jdUww$nR`<EK#aPxs-+Q*drP%EfOSwCX=~8)y-Jo*O>-V`!IAGviM0l_vT2
z7vXK}pce7QY4}3UC|$}CKyLWzDe+C^e%QJ1D2zK#D}?w1?qP4x>DcLm{s&qSUG$6}
zrzd6hPw#M1t-E7{CiumpfDCg<r9*t5^f5Jl0ji@L|JnfpyUdh}EaKrn8_94&L<ykm
za{{dB0NRaDKN8;~#~FIYuuY_M)=@Zm-F)wKwGF0L43B#9n@}5`vdyh+2Ynnz4*)3@
z%2p82EC?)Pw6gM^=}gFJ=3~-XL2oMZDn4BmI(S=_yyO5L*Cl-ceciLY8tr?~6UflL
z$I+ExD-cY3=9uP@{Eq3{Bj?ZC)cmrQW){3R7$D>GS`{xqg?)Dch84DDQ+t2?<(C9v
z?!u-5pmn=_`?kIE+G~mz`NJaM2mEwQa=DD?Qxxs!Db7od(0jSKvSL5-nIEyop15G=
zE?y9QCj<m#Y#b@ijXgV(u1l6@Rd=Fy?V9c0`JS}}Rx3<BSeUh8zizGl4S~p>bq@+w
zS$@hY^XHXVS#p;X)FkJIosbXm6HFwhTkP180lM^LKmY=pd)xZ$svJR%;V@3n4HN}g
zfd1v)_uy5mzCJ}V{cB%+!G8O9f8Y0;X20NKHfQJ0owrZ^=#Sd@(@XL@?mfLPz4)qC
zWpLFSO`Bhs7cj1R`(aH|SBA@#H?NDH(n|uf&wS`<r4V+c+7gJqzqaYUy!BdLfcR0b
zTXYxG9j;%$rF^FBt^oIwkEvcKOUf&w8WZ;BjkiM&a;M{qB-ta_D@XtLn;qM&H*8~T
z%T}bbOU&PvLZS2+L>#a|ukZ9!*}*lPC*F%KzMun#ZT8C2_sX&BrcPfND?_Kul-=K4
zlm20wxuRV>le3RMR<YZ!U9r8*Z5d@U$Oyz-Wnq<0i^b*QYw;iP{<;6@iax%7?gIkD
z^bAw(z?2B&2LfKt{L?#J5PGO@05ko#VUDSAlz^mwaO4kR;oFDk3W!4h(!<wh)rJ_$
zhdsp992S8E*c)Mm(qP%wFDqa>X{r3A^~E?r$RJE47*r|r2-65s5@aP={%KjFfS!?<
zt1Dr__GnuYa7|fH%-?E>;pnZPd<^}w00B!qfW9EaI6VdsjPPKB`kPlTSyzDgQ=fRw
zuB$Qp`mg`Gz(~veGc5roVTy*Itma@fG)$=F3p${Io?|-FdtJ??J)c=M7B=^$Cy(BQ
zAf%PH-irXojUMF(lhfF7VMQ$qLJ~f-aergSuD|uR3vzaPAn(wXH0c4!=Q0vf^EM}8
zwID0<<jEzgOqQ*rv@slJr)QP6XqU{`^nwKNbk!Hs;bJyK=|LyTJK#)tHIi0a!cia+
zVarO>hQMD(b#sK^)-y3A6weWW`6z4Meh~V?!8Ya#BUCOahXPxaA>{Z+(NuQIm>KJN
z8BsuNaPB8TiB1T>TxQ_PFC~Wat%BsAg#l~_gOY-BK|zT>MRNpG?=VeKD2%>|QK1oF
zLcS9cpzsZ+3?UdD*o$8$GLx2(ft3=iM)JQet9)(szBMIidWpP*kYv1!v{W`}#iD>|
zsc3~XJ>UnTi<Dqr##*Z<S^=mV)*U9iH;}EQl4AH`K>)duwSumIYKDBh2N#}H-e@lf
zvR&DafAepD(Z2EeO&fGuzK|%Hq5Lvnq!6q60fOnd4!y*HVK%c5!?#Xfh4J?5H0BCW
z3@)^9IocSs5YHj}0?5(5*Nx&4-x441`GgD4geOj731OlbBZr5FpM#5hKjiaWVIKaX
zTQ7_5{fllwO$T4(Pa@$s1b+RU^5XAQes4Q`(~q`F91miQo<$d~UIhK2^x<9bi3^_s
z4g4BjA3NUD{+xbF$o=!r+f|?!FEMs7bp4rEeD{Y?2kt4(UwrG2;UNHS!sx%}kNCOg
zweEH0t>+*L@6S<!o+rNxF77>!Lp|(b+3$|{6$e?t5gjz+Pn-+yxqc`PdW@kVfjw^j
z&mYlOJdaGtC&Yhx?vD$scJ?iK@9X}ZcARCjMf?ZQAQn0ph=C|sACS$kI^I)uxzLxq
zXE%hNWD=t<-2w7m;FtELKt}=|EWpc2rp#BTY$y<%&X)biW+@Zzu*s`UacsNOi+n0A
zwwS``Mm9Nrkrz51Brn3T$h7;eUzyj>d%n{V<GU8HRz(Ijy?+M+!<??l^gH(VJ(5b9
zD(39M#fz4&O!)y7l(UV0<iF~G1#D7ok~adv>4M$5b<19V?G@{F+tR;DYY6ml>fV(r
zS80*f!WdWn>1cr7&NGp7T_GCKyY9eV@h_iTvDvvLt4c?l6fj<yKWQKP$Yb{Cqh;S}
zOA5*+%4a20Q#RJTWP7*2ZPwkjbgtqC`LMUIJZuTz$$%)Gv85+JXW7aL>87OkG9|eR
zI2UM(wk{)AjtlgIk)Sb~<{k7o{jH&QqE~&_>bpD6XUJ}Ei^w8x&kCa}$3+vE-94Dr
zK_?SMy>j`kef6tfx7ROSaXu<!Q#Ln0XCM98$Lzz;oEKeW04ZN<YugS^PoFuX{MYQ_
zg%iq?j8(})WXG-B_rwx;yK(cTJ@NPjpMJtNb8H!R_wIekP4R8_z%D*=N_vEm=(Orp
zpmx6{y?<z{(i?NLRhtrc1qYyi$SWrj?(FPH4_7>Y$Y7>LjEn!6C%?A7sXS+-^F(hM
z35-&(WhuS-8=E`we&9Q-FggLI8PDeJ#Obs4%1f`>xO51Bm}zxB-&wfoi6@@2*DhbS
zQmSWv_Gd2IWMR+lU%F|notpL9U7zxUp#gsm#H-C39dy$3td|k3|AYV6HRql8%Y7hV
z`1`;0xAiwPmH?yxbk3j7w8$CwHU3WJ!z{x?frpU*VOO37au5Pi^&V$m0tf+*H6P~Q
zNFWX6U-bfzYRlp(mkRdjk3V6(`o0}Z6s#~aZ<VQ8S?2}80Cpo#914$e01#r)XR>U7
zowbx2Us?^hC%`+P=MpA!(v4Y8z<^=v)%*8tYgdgGK%?)TAHXzx=L{mg)PoBO2`=yL
z1PCE`)%b6}b=@AjaL(??+Wwcn@kMW-iIjvT<(IhUD941)e}YhojEMCGA;`R71Q^o=
zBx_|A=ItX-U9g4ustuDBfuVxsR1W5R=JOdBW(-5Kn+4IpkQ}|p+%ji$%BS~})soK>
zrjd0z2$u-~|1J3q6Y%K~WH_E38(0hnz-H(sqcHTqBb-r|(}l7c=#0(GEvTIcNXmlc
zM_v(*fJg@w+^eBNy8|@}kw)c5c!y~LIPbOAGwF+x$`idN@+*PCa6UbfC^|qaLwwXH
zi$NNWixrkUQ9l4weQz^QM(;_}Ep(KHXbN3Ce*K*g$ytT~z^2!Z^)SADlF|c2)0=~Q
z@gc&D!a^I$BAx*_h9OM>WtBZ8P|gtLn1nS83RzflkSO}R;qg>fwp&_dm~aCMrMIzh
z*J{l%s~_a7t!jb4F=#3R#~Fs?B*0Rc1Op#RM@mfe+N^cdL<ZK8A+cMN!bEVZd@1F*
zn4J(XW{zJ$225JQPoO``^ad#dmHqGk%6IJV{jXp5A;g>nUpg07JWozmy;p)^&!m2w
zCPfberyfxUE@1UT@ww9@b&49|KKkR1w`_YCk8&JOl~6pcfIJ@fK%QZDF8px^$RUR4
z1#Ka|mkWvuAASk#C3f8ET?}4>bDwhI*}*(dFu=PUZ~X1?H`=$-ItFlh*1xc4Cw?(d
z!+T!D;rVt<C%KRp;v$@Q$GeF|68`900KBok2Wfk#=o>P{-}3BV^v?CZ=&K;Qgzz3m
zbgzsA&=NwB!}z@ii2Tt`{CyN}d?ggYX*VHT`V(c(<MKQC()Z|f^e#BwdCCvHgq|MS
zFHwFx?cmK{i+055d5gZqPEaL;ja~d*S2s$>la>|m=^aU4>OS9GwQTK@hvA3(VG2aI
z+wrsjiIjwV(Y}4pT{)&v1mFkl>7am@k0dYi0w%j^qXNy8W8%=BJhNaY=hf!&ib((p
z(hd_@tBvV*$Q)gh9#PsZCjei_w6OZ0_~8c!3IZ?u=neKx3+Y8qS9wHkqj$&`S9Z|x
z5kY}e@8KoW@=trqOMrdsLr>b`(xM_yO8*LMN!B#GeQQY0H#_VbY*v*4&9u4u_qPPZ
z-gfYoQG1_e{;%X-vr)G<uidcq^$pwI+p}E($)=2go`AQv{dd)k%LqAMPs*S_ef|+2
zAtcVMX!(m@__%%UM=v-~8XP7pJ^QQ-_!%2)zi#!_mn_v^Q@nKYB&7er12X0$J97(9
zTjj*ll1W9EEAZ54&{jM2)I^U1T>y9hc67IDhBl_~9F0uJ6I;1;Tbz)(BfZNGAk+nG
zP$XDIJeLdP|Byj{rK|Qv{UTc_<=$S;ZU_i}^Sdwl5zQ<}X8!d@pZl17M!17WkcB{j
zH*eh1H+EMT+SyZ!;vW|0D;E84i5W&mDO=xI7ayi=WobcS2Cl>E($5XHVO9OiRSQ-W
z)6kg~7G#bqEL+oYWOCP*7w4RpI(mm5D$lOi>YZES>$Z=6Fj|Oy1G~&GpR^m--n4qX
zVKdc9)h+pC%h4k{eeMx^`>oq{@BTeIcY4L^6`U|85IwuNY*#N`^`oLsEzSF4$1WI2
zv^jU-qP_O&t5!JLu^<1)l#Lp9q__Ka*kz8hbepgdBh3Thu1;HcsG(=EG$R+3=dXV8
z29@`|xeo*k|M{Q(tTzS{M#%G^;`=><nO6vL988T+MbLZSmA;RO*+2iOr>)&?*rn^M
z?r*;iI17SVvOoYuLQ4vpGs0QXIWseDOAB*$VWlD~dCv+b9=EYv)p{d=IT79!lUhzL
zopnJAaPgr}K$w_ao-oTjH?EjqY!smUb_B!;4+HKp_eFvbE6^7mP&@>c8XSU{649&R
z!pgzCS!J?fOD9j*`n}tBfAy|idh?!r=}TX7fQlnEX!367!aK^(@w3up`0g_w|FC`H
zqt6InG0$1{uf8$KJu6^_5CaUb$`~L{I8Q_Qis{aD0~OkPJ?ZIYo)U9%*;{r**SZ)s
zrN+RX$;`2)k@gRQ!r&kOSyjxm6o&7TxvT_h$>!!}tU5KLhLp4KedlGXwVOVi&khV6
zQ^{frdPInaJo``~KwUx?E0*lVmOaG958%|nm<$KDEgM&!iG#f{ONu)v80O*9V@HoK
zU<2?5fCbQ#mU69odSOs-09nH5i;{Bcc#{6pKkuCp-%zK_#fx_tfo2{?3dd=oA4Jt(
zuOQ!bK|+`ld{lF=j|)Pj=JE1O`uM?sqE0db&r_AW_-(?5sgkvZN%7o~wIx*c8(p{R
znY)&B5G5g|#Eu4CmFdXJ<(v#5c9js6SN2#DzqjA@;WCEy;K9H@Oev8fFJ$fZy)FBD
zzxoy1ZT7@VqMK;QZWfc3NuPE>FBm;pY~h5$_8xP}3EjMW(1_ydCjPl|Na1%3IvyNK
z5Q;}o^1MeG(Dn#TSPUfIqqAZj_c(Oxv3R`DiEr_D!lJbF!<YOx7>vV5*9Sn9=Qw}w
zcGMq1;<$+}`1QD9KEIdqOhwQBDawQHkpXeZy*&P%t8<D6c#s11kL=MKF9YlY&<gqB
z7v?jE5d4kb19Ia0#SVEI097QnqV^r~LO5iq<dVLH56Tw+en5f0{<spm{)ceh^4y!}
zf$rBh&Zs@|hHoJYlrPZOPuEiTK!H&9$dg=1!#_p0o(E6gA3S_;+>;(@=)36iaN42l
z(9|Eov%dK+ik$iUUHOrOQ5jP<=+&*Tf5i&pYA=cputuHG`wOTb7l2J-b|9y?g7K?5
z@^*bBS&=k`u>nOWaby`swC~kBUha>dO4yHmSncAlX?+2c<Y7k&U;KYCA(@%Bj#aHa
z`<%5iQ=WhC1d@EA495!>Rfnus0oVX~UGC6HpeuF2RF0wY;JhMPzzz>=xdsq!H9EGp
zyX&J-bQUbm&DqcX^r!9o$tfFl8cru)+o3vb^m^8ozS!L9T5XWG-FDrl{q5~F#Rwzm
zkF<9<t*@^;04fR4F&DT}t+*_JhV1CDzOiXL+dIDatJ!SXj?&)~P^RaZ;d%}gfu86P
z4ESm>W1s!_qxRSS)6d)d%%t;V|1e|uxu;c6Y3tYTT6^!FC7O3^EGs?1g2YtC64_--
zl}<^Y6l~brlPqq#Jf#<tczvx5G*Z2wua5)@(cMuqa9&{%7+{zq_FMHG+u7W(bVBtk
zL*GZilt*+Ex{o>-9ntel-2jLKU(-IR2ll*gHiq{6_g=TJe(kH`i35A&{G;}TpZ=VK
zU-$=qOkc!+S-rPmi}N#9D&<^X>XT2a?DmeVCYtSRZQ7$3&l|gLupd4<PtZMc=kA6j
zjs|x2><QIJUv)SxBfxA&`hd~Wd-v|y`7<Xa|4Wkd;e^29QNmVNS8ac9-=2NuNtHbC
z8Rchmad&smr|7ZW+liCQ#v(={?RF3B_UgLr?CsjKPd)A<z3lCLAYOdw(lw{cz6_x=
zCs%B7dER?{nP$_d@7Zkm&{j$U=lkn6F_PY4CWO)&_E=XWAl{{STKO0VBMB6%QTx97
z7?uB*Z{GGgdcWKU0){{K^y3aDU?i+7Dgz72L85*>u^T3Xapb=XbBj3ibdgzl{QlZs
z{mb@${40Ob{^76urpNhD{?)%x#b@o*i4(ThIkLweyJ(Ne@~zG+Stg&gHd~1ZCG6k2
zWSQ1&0nk|+Wu`4PbK26=%K{K;AYz&!QydhZQ$>ILq%8p_gdS7E5qJQI1LYIToN^p-
znw&sg!bUDon)Q8e_#E|!bHU}HnqF(l${wx)Qz|EdHk-`|u+Qq<z_ukoF2DMQFH&G3
z0jp8H!Ack+fQ9lLEMXak;WOq@vj49r1;|rlIk~cEpL*^&%a_Uylm-%-07e?k!os|r
zJblWx*4FIuE3bRwMQ5mJuB2QL^G<*l8W10Xo@oOtmhzr#T?-Ntm5SmQpt^l`&HA$P
z4#q++bNo|8E*M!si@GY6t2R9|YsJZu9}&vway<!ddibF!^WE4g2Oc0p%!Br$9*@Rt
zef6FM>z*rW0DYyDw;2Jw^9xh9D4;klr7=JdsgYq>PULfzmY<#)G($!76f0^k6ACUU
zPJ|`p1-Ph=MOWxRgY;p4J&y@kBj6b_3#+x+yOX_wBcsB@5Qt#Z)R^Vi&lshuXQopi
zOoQ?svqBPoOf3ntc0sCZP1ZVl3j5~dw1+;*51>7=%6P}luS{BUP`9oGNvk`uMrUL-
z3Ei>stj%9|Oal7QYU}r<wDzUII^vVG>T1FcB)|^tUzdg0w;qZiTe6?}`Ok~~^h9S>
z!4s~ScDFZtK}3DKA%M`dR&T<ty>-j#TiceF(9MaS-6Qc{dBHNJDe>Nfz_55QDLN^R
zKu=sKr$4FulrMbKPgj~1U-_b<Nf1hDBgORrztGHmD-PdM3gL({gH{+E-m3=B#_0t5
z#SU;3k^|V#Zc$h$8GwuYM&Er)Af-siAObxDWKNEH)GZ#P^yBbxN}-1<fL(nILH&U%
z--Dq=e4(Bxoj>|_lo!TUNLRl&tp0_t@-Mn_?;ywXD5ncOm%)1|0mY|hGQ<;k;;YJt
zY#_XRINbuR$UyK)c>hjVFGnb)`-(=PD7%ABcM8Ql7yqW8(g>iKA#(4EbFe`9i3gt6
zALU2%z@GxgfH=@T&WT@+>y<0d-kZyN{BuuueM2@;z7R*qxko|TG5yK=Lw;C2Fp`{_
zIH+4~?Je>99a}6WY-+0N^3-W7e{?92sE<G?K989^qmdL<JYSe;SmTES0TZ*PK*Npo
zrrp_Xd)qybT$xS{?7#kns?C?y6`erUguu9rSr%bom`(^>t>3NN&dkTHzxbT%1ayi|
zd+>Uv?98E*?oivu=nWLqkEt*EhrA46IQV5gaJ$j6-MzZ4uif`ybNm#tX`2^l{lv3R
z+h6*{&)Gp^-BQvUbTE1Ks(h5GwzqCuJ59T?m9pys!EC2?*d5yLe$zXcF1_)F?bm8H
zGd<-~r!tbqzVKW5rUQbW@t*W3psGAM>CeSVL1pOK=H`~&y?0;v+O)UdzGa*D*R3p}
z_|rf7A^Qt|=F@g!NiwU|6j16*&*UsyUY6cXSf*T229uU6E=!NKt<$)rJWD^Pm#i@R
zgvvj%y|tGG&}y_w>79<HGb!mnc6w4h(muq`?3Jq<$pnnV5wE0=F&da7E*aUXNfvHe
zawMZgvRW*LZ_!10P}$Md-64lmFjts$h{zN1ym(DoNBJu$n^n7ezixl?Z~R}a+p1eC
zU9vy(3;&Ki{p>Ts0QBgGPNFxjT^ElsO*3sz31l7!43dwoK>7Dyc-79IJ!3Dw`nrAS
znJ4^U5&$UmbocgMH#Wc&AO7$&GL(+o$U+x?`};5ZXdOJy&ORqrmb|B#eW8i_ErkX6
zvMWfbRPuJqoaycDZ2{q?!Z06xWRsC@N9J<u^d^Q)qi&O`Po~8|yFQ&U0?!-{!%2Sd
zSSgp0?&$ks>@R%gqWyb6xny_m>{w<(dQi=gk#%JLP(YZrJQ!e1PI$Vty^hstic7RD
z7t{9FfA8Odo?!%4oU9ADKSCDphX4&g$?QM)g)i9O`tSaV1X0nSUwr;0fv!C(Ei77U
z>YR<IrRdqwL4csskyR^(O^#>maQBXN?|s*IMwlorS#I&7B`S+nS3^$-3{x=-M_`=|
z)vU0>uu`e~E<jkofjnSkB1F8`ve~gwPayiBr+Blf?6!o-jsVz^_YmNRAt-ta5gOjh
zeTZVFhXtiQ<{*AsRv;7T+3KY)#+;CZWz%pJ7~o8Q^dBK8S|FaqG|&X4A3&-af#Q4Q
z+&TN`r#|8H#r$Yeg{Pr2)HXjqZ}ZEGwt4rSgxV#Q5wVIw6<raE$`iH0>S3y-GC6IT
zTtW8$HH57inS>NW<4el(?&gkt?JHlCP*FZdJ#Q!|dGEm&jp%)3@fb!xE?4yx)kRss
z#d6+<R8TX%08nW$e8}9UxcB2ov}?6GGGrL;?^vs`ug27{c3S{fN+X{dv$OM6J2hMJ
z`AV5`S&b-bGs;(KZq6t8V{l=#a9YzLTftzAC~n@n!jW?6>PMaWH<XdrH%f-71?WWX
zWso?VqTt0B@GW%!;6mwpJ?JMx4bL=g=m2O0NK?<$VKT)$TPZ>A@vm^q-*#h$ICY_?
z)Tgh&gUV|))v$uXjZ5*4jUC8<8Tq`(yLW5$-B+*MM5$s+r_b5S%8Cq*qOEPOTWz!E
zbj%&@+v#l0Y5B&R8+LP}Wz$c5*nt9vy;Q4HHZ?OX#Z{0&)3-74+hEYOt*wS_@2uIu
z`npZqzW1uXcw^soj;1X;cg~KaRK^8_DIfFT$h-GS$#8{l^eEZ{kPK~b-0QFZ=%K@a
z!uSaaUUZDZ;RCQETJq?|q-d&I&@-|l#0A}%&&S@F?orNViGI+|<qUNN7)EXoIp29p
zyNLV;`NP#;xj&Ci@#By7`c5!N{89Sy%Qwo-GoRs%(5}OGH<$?%Li;=N2M>74#|cN@
z6pucMf1qCg!w>smU?!wb+R!I-DiAwqhZd|S8E(i96tK9;`5nI=i2Nx$d=D6K#*5qo
znkawVN9|q-dj93ZWfx$Ce=#8S=}5{~?2t<_ZJa)O7ndU#3gn-(2+xmKp<G@Tj|#q0
z`s7<K$V`2ZtnkIMfJO2V#fy_zRQwpTy3u>WbH&R@Ag5bzSZC+9^=tPnDIIbC)QYcl
z0N@e?x-bpN<(L}^o>fl+`tlCHOkqopk8Dn0ZmO8KMr&mM;+t3PPD|l)<C1qdJDuy<
zfBGYbYHNFvK{DjoFW1uI^{(~Cvz8P<-nrMXjr3WoEj%aPA=&4En6`ugL4g=Wfqv3C
z{yrEtei)U$QS-<uj9Rwf0$^^gZP?~+L!hH?1?6LYe%818Dy0+l*tyg8@BGwLHfU}u
zJk!r;YXRUTkJ6&&j@`e%VK3erv-J^E*%H=OTy3@2#{Ry&ed{e-oL}&{q^!4rml-`}
zi!s*m&~rGD&TZBAop%6>^p;Q0Oxom>egagiLD&!gyMN=Zjk??RXa3ZO?fm%#>kFVa
zw{J;T_Po4@<3$_GS8ZzLaZBe<SR?g_<+^vR{ni)lptE6z$%^F{1PJpBHtg+4E=op9
z=d+X1IAE5kXA>#ce@utqtbnkfydTvq(?~>b-O~v%Jdn<*?fcyDl=Mp~g@HGap4$|a
z$83`6A^ADg)6jQ3;GiTHdm(2MsiI{IWg8|+_T3lXv@d=6H*7RuRMqU+4?Sz2{KQAR
ze$Zv;7l0{OI>(mg=crPrV^28ZmJEiB_-ju_2P3D2VwiGBxzOv)M$PJtwomb-X@=2j
z8D!#Z7NEoXEU1T%nQP25vX&DIkw<js(Dr?#SNueqbJ-9%+F0Dl5adjdY2F6Z7Wl^d
zScVi?Q&P}xvSQnNd$zIHu%G*p^Y-8T@BWzGe!DInWy+A`jBrw?%c$kZnys$YTRq=i
zZ)tJHw(qRlZvDU}$}@KE%!+;Cul_wx|NU|w2pF#9bAF|rGgpYA(s6+=hz!GVWnq@j
zyVF0vNAXGlXGQe1D)3MIv5(om|CfGB4KKvCU1!Gy1X<U*;}sh+x$;OB^1&d4%ako8
zt1dCD+tsgs(JGm)6-s5BKmC|x1%`KJ31=qfeTD52!~SA)=B)N*VY0Pbe>^3-R6s<^
zABjni*xr^JqZn_T-ed_Ggs{Yl?d&%MuzGHx`?=$4WJf4}m>EHek`M#Y<4O+|<>OQ$
z2*MC|Ceao0Lg|euZ8cB{D+QHb8jfyMWxjKOg3wD2AjrxhWf}uk;n~L@vFiK@-{wuy
zP#}(>a1lvC5lUF^*9C;zowf^7Kblf$!3y-!1439a3bQ}{%(D&#SP-Hce?O5B&829o
zi?g=3x?wMW>-R0GM#<da;|3%}!W4?o3o3A^GBD&s-0YjlJX)U{$5sv=ApCKV;u;_b
zc*^MWiUd>v2Vo&1!;#}^^b%qy4i*t88Uz?+n-&lzZsvzk9{>u31-$^&199?9FP1L|
zkN|bVMM8;sm3R>7Zh0LspNe5YtXb$lI5!;RpZ$rMzeQarL7SSI7SJ!tAfZP`#gGzU
z#{^fQii@63>YBxCW0KS?;B*z2$toX#4h|jwZzx@*L0T6kQ}*b&SxXNZDnm-(QSViz
z-A31b_Zu(Ro%L-A%Zg1`r|rbaleT#Jlpjr+Po(YO{;QVku8Wojwzb!_Z+-8E-EC3F
z2`RFi58dU9lQy%k;tH=OgX8>TkJ|L|vRQk}wywQwxiNuc(f-n%ntkK)+qQV-ygl;x
z6E-s?B~>Z=6pAsG4?6Abx9x>jUY9YrtM({`b2x4-77D73pnNby81-QYx7Wq+2?_;e
z;$TvILOr_y$fy8(Aip?2jZx`1SQ2f*E*}VJ32w(b0-o?mptyKdfJQi-9ueLk?5T5r
zBYuzzp)O;9p<Df9Btnen^dFZjp#8#&o~HQ6x3khSvWfObxhOwjX~ggx^$5)-#?#h6
zY<vCd15rrmDt9U?!|Q}V$x$ZS3jP=&;6NTrNQGpR)@{><@kt{IAQo-`r0{MCUHL4U
z;SIjxsBz}es|EQE0Y^vCVlbtJA|xG;QL>Dk6DT=3=Q|EsLO*!6+mSL8@FI^v2`XLc
z$xnt9-QZW`oDyeojgRW--&j)Vpm?cQ=<75H3Y7F1&48BUv_<*xW9{{0G=_Ltc*gwC
zLzKGmLM4ynpNwPV9|=qz0&sNiU>hqz`S3#)<R1_*J|R9(zQR;0(S^JzPx(yJW@L~T
zG6_39KVvh?0*f-Hy*~Aw9a888?X=s7doLTZgR~L!(1H=FQu@diiYe=MleRFIwX3&Q
z?O$JMTDRYpPU^`JZQFnQXA9C<$St@~?O-e~&{^~P?u;t7wYp_%ho^0$B3bL;p3V}L
zNBM<5)B(DP@W>ww0K_DjVWAl(=51~7$#~rn@CtK^0i4BBL2|QiRT;}^$!9t$lEa=|
zT%Nbjf9jO<LqqH&qn7d<ipNx@i2;jwM|N9s{f&DA+Z<$MAT#pWS3L~vdoMn3Q!=1W
zo;vGt9AllS4$R-h*eBl%krzeF+TLzh%&fZih0daDybDK3a*|W~DuuM2noHZ$&n~E(
zqVe8MYu$TABv!kV{2EsqoygBxarT_9%Qjwo(vCL1ZM%2Aru2{-MN5=VSbF}VCDM|;
zGA>|YrkMp9K*vnP`)UU)mh*Y5v}s11+jVQVYS!<_aFA{hp>=;CU81&~mp(0I1>*+R
z-n{J{Gu7E8%T?z?=hj%x>dl_*?kYTUUez9s#PhArn7wgn)n0w=W#y-1yL(LmMA2HU
zmfaqLkvI&!%uT@S$o9GbS2{?75e-1xsW-)AW711uN}SJ=7QM5a(xx_oEZ7wwjvYKn
z+eW6vU{(M9J_fh(m2b!nms1b<3-Q2Q$P)ZVZA%__4&j7RREH;LC+&&H&f8-bPgy>%
zdOWi%-SL=hsttVS`4{c}>ODKVSdk%d-^%H6TbwG`)Lhk1O>7CwGsTbHmFSo}eeRqL
zo(q;K&s%<S(e=~Gr$6s$y<hGF0mJ{%U-*;9MCC9B1fjDoS<!oX4FJMP2{eW$u!<_B
zl1-LNVuYmkfEFu7TbP#66m#P?H)>YfsoApLy>;ofHCOk1apnQSBr9dDhBcBP7!#mq
zZLSKK$y%K*+mw`ku~fC0xf#pMR&D2g-EO`7y7l*^03=-L$z!f2TVFl?lRx7dq>D9F
zSxM_On_@@0{+kjC0#3Wz*1UVuMvXnal~9o~qGy@j3<Neqa9I2>Bs~{=Q@fB0i{A7>
zia^>sD<LiGXe^VLLX^T6JmY9Z78;BsAV~{SVUc1THU-K$J?3$3`J#`X_`>IHa(3RD
z`x3YU!Z83OO+XimDPH;hi&AneS)@}EoPZfARDn9?1|#5@xRaBGe_j?X3nH-o7(zo>
zGdDGr&RQ;?vAuh%ws!rB-Pzo;J8S!1RvHq3FVv+3tm-hO{8uNd0>}XNw9U=W+ayDi
zq6JF9orE$CoS`%}1!vVViV3iZ!uQ@=UFnTfAn`)R<`?Je<cTGlnVAv|#T!W}3}wG7
z;la7_qp`H}7QI%77&^+I3vGE~fyHo8m$DqHtQD)wE(#PbS!ZwE*6!Z&{Aa}jJ|9_O
zn2SsuQ3gNbU-2?;j?<zzB%@fa*vhF>s$&USKr{-S;Ug(*8b8~i^<;qfvCAVs7oaw*
zN@i#YzChujJQxyVnhj;HihhrrnzhdUj;(L*+J3z)A=t88_c!dmc%IXyo_z8NyZFc>
zki|B(HZ7Me+N>1fPyOgqR*)6WVI*Jq=8N__-+I+<-n!+BNh<=eETmv(3hHA_3h0HG
zUUr2_U7T5%u_sS2SV2_@y!q0L*X{bozVk9Y@hdCK4yc(jLLD<K$9|hvZ`>59ZmMkx
z@CqQaM`cIG1$$5T#itC@jjKIA`P4HuJu~ORmNum%_%FJ{3#K+Hp(w!E_VyL#V=~pq
zjRgtus*Dfs0qHc=wg4oendnA4qgQ28#sQ0nIQb8dM}46n`G;&NtG?J<HH1e&$%oPg
z^T2n-(xlR#uo}m;3ZOWMLskLepn*UJys;;xkEMm8N0IPtJaK3Xi_5C_rVlAoBwWnv
zio)k$vzW#A?WE$O{Gs&7@6?P88qs;}zKj{wM*!4;IP{86PtE##^;%uLMY~hmbi<Ew
z$k)u&lnrDM?(Xj??;b3K*LQk@820sJQ5$tHlgnhKLm3$%nO6Ix{5!jwdL0Z?>K>px
zq3jm&Ro~;3wHy9T|JYwW&|+j$(^F30t_&g4k7Ywp*hjuTfR*qy@wLzU);sc#FKAe;
z&glKX>M9?-q<R&_L7S9(DwI@?1JRKAzF`!?K@hZ*tSc7FDqq6twS7+$`uM_Oea|Z0
zX~{iKh8t5H)v1aV3IbM=E%cTtA*)m=pJar<CFuq*9B4}>Gm?RGiH05a#_Zc~jR{O2
z+Q~}8{>R_EX<gdB^8EDlk^POoSP~uE0x}$sBjF@No;~vqjyOSW!d9=}u#K^Ewzv3+
zATzxD0qjs0Bz7n{!q9)a*%l~ktIh<tWn?lZm9;7WO!g-BDGAb(EP6(-VL<lf-$ybP
zQ%d#o$nt{y__GzszLp(u8m7`oseXk^1VGgeMt$4aY1m6Qo7T!sDZQ?3tlqcVckhWO
zrfqq7#Zr>J7z@yf4hixcdf*j_9DKsQ$@Fw%EVA~-!LWSN&S+muW5@`oo?b}U(@(+c
zNo%c%cKbI3$d?7+7i?T|3{afRmEGVQHP)=Peno()=Em%V0PuKj-mG-SQhDis6l+d6
zd5*pQ(VY`&4+nuKls^t#av30AAg_!RbeenCsmqW66zhlK?#7eqYMh;{4!Q!&`>ODw
z&73%E`ROw<8uTpe!SoN}fAh*6yLG2-V`=H>{Ime@z`pd`zim6)n?6E!?be3x0ZiH9
zC7Rl7x#*n&vg)kX4s+I-(uW>kgtOV|3ox@~Ul`4dny!y5(w@X#Zuq#~paSHI*|aZ$
zL{>S^>W7SS<DCfPXbbcXJ5A(L?2f{-=t0LM{_rzX$=f66PT9)5bnNn+FUC*jGQuKh
z$)+hgabn&UmsTW4a(>_mI+ERv#u6E0mn4kOy?Zz8`QQ7JHTO16c8_#b#qz>(rO8=8
z!y#Rq5?LoLTM!ly?RxY{$Y3CEk39OE=kNV;9|#!!AOFk$*a;r24l0a3McGXvCV-2T
z>*a!!v=lYU763LbMP1us!}6xx6Hu8dXJp+U+2c>0_c*&!6gwN6Hj_WFwaYi`^{-#I
z1Id%J0PgI$$8DG{*-@`0Abi(4TlZ~DRA*7qcy_|Z^C|ntC!Vp>A319qw|DKz*PplM
z`kob*mTmFr&-%Puj%h3|owTWic{R4s8_SW9d)r&ioTGHnGE&Ibzw&SF+E;$ll80S2
z0yV`1);+y9C@`2zj4Pgm4^vF=*9|(3@-sg)&1q!I=WJ&Al#S0W$TH2@Pym8?&seDm
z2`?lMO8%~__gbqZOG?(3B5g`g0)~I&r+>od&$eZCGT8$G3$2p^7W7PZq+FOYd}6+0
z&pghyE>fsFI|9Q!351?!ZlbWPU%~3i_l_DW@dI|)8V4`}prse6arcgOch~GNQ?{0@
za#u+D7gp2r3k}Ps4=6W&mOlblH1Iik0{Y|+K;%kRAe!E3R<&X-ARM|ZWKlfy&asmL
zJw7O@s+9HVb7z&8qzwc}kJOL{hp7;k(&i}9zLc!bLx#-<K>)*J?3Z}ZYse7bFp#o<
z@Vpv%QT5!kev<<-LZhY^fwT!u{t!TZRb0%|Vyib6si5$oO{F?zNeKji3q2&LcDD0l
zw-6Ou0IVQEFzHG}(Yo@Lcyus~FaiWYUpC5T(ICREBQR3mShw~2_pK=f2rU6A9Ba9U
za#TJPp-oE2EH2FnobAcrsoS{9{+Isr=j@TwC#)`o_8b4^TlV7ByHY%l*&`P(*!}x!
zcIWPW3GSNh$@rrimFY1DQm(7A>gf@^cyh(&WOxo$hp*n*usQK1AStE#r5>nfeG*NW
zw<u*Np^8XxE)cH*ashisKE(rmm-1B|_jO%9`H0#E$JWX}#F1~40)sFm0YwyUO=TG$
z=L~&DH(01hkA4`gWGYFgB`~5ir~}p=pu~~_Kqa4JXnxufN|X90UxX!{d`?PCv}V4X
z15_%Q{OLL&1zD<0d2ibOu7ED(LYdI;#xbf7-0;C5Yzk--6g3}%WmgKyLtbEPXLD0k
zBOs!pjY;VN-T`p5rGm=1D<I9>Ucw;@naV^u5=%a%s8Qcn88M2mi<Lj+17X4NXHf<m
z^XTKPogBoIMe&9hS2UVbz3%$x20g`Olr#cAk9?E}P|PqbW#GpjdVVSIWL5Pp*|)c=
zI#Bqb_?WBr6v^+T^4C&Zfwxh(-m5G=5Cs*@ksmYO5O0NrMpCj)d({I1PglSuy^FhB
zYjBI_jc`FPjC|*rkqp&6$tDB_e1>tTl6pRJ3QJvf*rv&+X~i84fga4&F9@t`Z@>ex
z=u~Dl_y?>*WfsXXq|d&xsc~d)+T$f0J%2fYV|r%m;z9DGEGUWqDyWB4CU4W@J<D}u
zxQo|Ig>ifN#)kc)7w%h8@v#HZV{<9{tDjd|Ccr-~U8a9*1Ig|)T`4HmvD|q5l5J+5
zvHiJ^c=@S@&>J@{z7GdGHES)~+}v=v=dwJRuqn~+<mr>1H%8j1KdNA2BBK}pf<r&`
zjowE(Q0R%D5Is-M&Df7UGbzxwFJnBZFrvPAlEuYfk$ie+Ypd(_%I&`09pvohn>QWo
z%q}n4ihwX9aL^fp5@U)H9Aq|mr|psv>YIE*L*DyIn#z$I`?{k(65}!$^W%1UY0Rc8
zoa#5QVPo4njIxz;mMopHp5z8|g#lcB$?JprFWcVgW$6VdDG)Dto-WK<cJ@)HukZaU
zUd+f)&E_R%6Iqop7;>bIBa6<b`k@~H$V}_#*0-#^ziyqzo^l$dNQ^PE+OAu-FFiXw
zW77h|x!jE1zxIY5h_1^g=hRN~cJtb8d-0W9R-HRx<;Bz9`S816{<^*V>LuSh{-w)z
zj)5+G4#p`7H?%|-)`5^-;B7{GCsf{q_ZZU|$edhsX#AbspqSbbkDO8-;taeWWEc+r
zp{<8!T%5kQWAQQz13&x8kK6j%s_Ju0pm)g+Zkm#g`pA=KZRvEyre~)l4~1`73j^I`
zn5lxLqYlN7YWu{c_ads=$jCb`o6;xsojtF&>(}pELGdwCoSmHZdEAL~p4{jsd_Vz2
zFGh5z8g`??t(<0&-}~o25HS3A|N4LCSCj_=5>S*AA?SK{>sBC)IhXWKFrTe2g5MYD
z+FV_eU|{dv1AF4avMjNCx}Nm7%9HHHH?k9px=NwH@U6?Xwb8aI0m|9)PuM6~u*^Z*
z_U_)a&D&RP)El^klbtTu;>mfds<I9eBU_rvN`WNApaMycJ!`2G7pyMpuD5evg8R^N
z0_Zemm<*8HRD;M&6fL`OQh@4&ZC!fZUjMCMwVk)F+BiyHdErDFdI}Lw2th_+={;l^
zOs&=9N-54BD|Yd>^q5U8pR~mMqD?N$iTNaeMW?<5dAojKH{QG<5VK}m`}?xgWS!?Z
zB3Zyo3{}+q&;P|g>wDEUYc&CzhEhcdOF+n4hW*%cav;#WvN){<X;P^B0>KS$cudAe
zIj4%VmXIN`&oH+0Ilx{@UOyBr(?yO1_KqYt2K9AokCz1k^WHm0z52>oH9GH+L8uc*
zIoXqPWHLVhmmZyVlg;1(-~i|_gw5WJGcz-4xSU)kekkT`etFpnYGmnrUczh4YTNq)
zi*4_1loS+gj|5yc#WN!*@Sf=16Yq2+5D?5k_%57&M2&mJd%;PQhRqzd=~>a3p<k(j
zLAPeR>-PmbYt|d6kqd|cQkjau)CoW|LWIR2L+1af`Ot)1@Mqb_S5~i#7SaP8pb*(V
zm^!A691;>MTk2vWHR1bOvXYk`6ngpq!w5QhLp_eM1ItN3poskd7bzin%jx~*<ST$N
z%8=9I0G%7_8!{$#thU>*51(JMk3M$N!S>ZVo3__Bd-6lih=+sVbcHLPWB<y#Yn#4D
zF()2vZLUd(-SBBlr<PCH%+j<y_uR+rqo4g_vf#xu2tR=f_6tS8#)p#lzQ*3OCYmun
zPt49JidaiEB*-W_bHd&mZvpnZqCimMUjJ$vtdOouO{=YC#3v0G`WPR`0x!DKVu+QV
zpGJL`mZ-WwKr<4fbVVbEhsk3@{O_nul=i=hfZ<6-7U&I!?@8Btx1#XypIFWhg<<h0
zKqMG|0x-_|C>SZEvcQCl$CeCBMvpiNlTGtcYN-37z5~vkw^^jbyh1>sgNC7Hasm+o
z)?EQzz>Em!ZCnX?9GP4~yuq=+HKmzQJ3bIi=%SZlr?N0tllIZ9%ji-5fKcLA|3+Jf
z4<;uoethak<%ic%Sd0#_D26g{T3WLPPzr5R8PoqD+qlloNvSnj0^>5a^bTO^fL{*Y
zVQ~~I#(lnG<oxpyTY`;btd^aA$R*My6}SMPN4?OC$$a`&gPvvT#&h9m97y3#3VdWm
z6E{d`EqwI6!Fzfm<&06$W}8RqSl^frnv_uoZA2_9S4+OD0ngNnSWI~fWo0@Fa=$AY
zvfUwuX*}0oicxtJpUCJTeT-gsEvB6tWdi+a3DDuzEuVgoNsim|Z|&Hfn)03!tusYi
znVqyh`&7q@-D`+Jf!mH93P4V<EKESHQ}5bquiUiO%qMKKbivy@YX;a7ts&aeDZt26
zLq_jpxoFjDS^O_xl4a{JWRB#lu8cYXKq-S8Gm3}B(Wyc>41oo0fXAeC&g^8_KL6oq
z8@0BbH>5CaoN~!0;5(B(u+@8OD$9Yr@V4Y^vt?7_=gRDi?@mA)WJ(@#kWpPmrl{}Z
zsW&1Jh8uaH&N%su_KQIq>Q8b);aDdzm+jlxlR2vtnMo~Opgh^cl;x%_SfaFGZOP-L
z!W6{s2LtJi)mLrj-fN<XjCVOzm5kzwRaQPM0F3cu(%sC972uRHn#mR=E0{{DjEDzl
zYA_FZgnrC%M((nwdKbg9E?wUi&rYcR8Lm~CGRo)CNa-O<#9ITY>GivJUDr*`mhH^>
z83E{h`}X%YB{x<qJ2h_!$^ADk-?HEN%6EL;?{{9h=Do2vz;3lD9ijNxFMq!ira<tW
z-JNn-$xG#zJoePKm?D85#Q<hnUm-g#eb4l#FrtP()}1ivD!@p|CmDI{e38lKeDQO$
zS@)?b$j#YV<quxhj}uPk=cetcrxxtgiCKI6$!Be9X-+yp^_D5v&hCB73kPH*>qo7&
z%d>s8>7AWjTfKct?Yr%On5k&lbiyv2Tl9`4^a6%-t~70l!i*)0RXa-NEGu0`%Q=$q
zN}V7r1*2%au!g^ZH*kw*pYrSb<vtKF{15)-f8~`+#bb>FfRk$6P7pO<p%8(-ri9q8
zA3o6B?^wInaZ5CrNLjI%vc<WK-MD<+_e;dBoSd@iY{^caoV4*m(pK*Xr0pHr=GvZh
zJAjphanv%4u*T9OJAL7-z>yfYT(E|O<!}GiH*8W$^vRDsXHWdt7p#>iTX%2QauNcg
zLEZZMw=69n!+yqq4_~PrDSFK5Y`N-li(8GlCDgcXe&hG-{?$u1k|obs^$v28#MHBD
zor&-=?xpYmsxSh>SOS|;5alzETVZ<9#wt^mLJ0JRu9UU~nyy@V%fXJ%9YZLIQIAAJ
zrcki2CB1e(`-{I|dyS?K%^w|xA#Wrx0t`jNd?|X4SU^Ru5Edbg5v5E%T=A=ZkTfGT
z7z8FeDX`Bn@&KSM4>l&@JJ`B!yZ3L1UXxayo>v2)$6fhRUWTHBPf1Xn(l}ZY=+|%F
zw3>ti^KCl<#N>^1@yCy0(+d|Kv9ssSNm*A_Z)0juIa%MTSEWfKMhF9Jno=a2YrATQ
zhc4`QHt$*Luuax1E4t<-RDdTbS)rVbpF8!4WeXF^BR!P}yR-z4z_ptqG)ksU?EC3|
zw{O=4AgO11o|@KeZcEVg#RIA%DZP{kf$`uQvy-6Gfo7t#^^Q2jFzX;w*xZVhs`xwW
zLW|A!p)pdK9@u_Ie7>=6gAOMUiajDf#OsPpaYAlr?*dFn4W&<SSgRxJoUR<vmqm!a
z6`8<NUto4~Pr!Ch?MBy$L!~2dF_e-_Wv6Y1MT~`<D|?J6?}ZYbd*YRDkGXWBh2C*0
zBKu}T>(bPeJ#zNE&99vF-lme2VoqfQgtKtQ#TeyMeFiG1ETSFy(1(2Ght1s?irw9>
z+r3SCio=k!@2sIT*{P#iWq<0T4b<KN0S5$-3jlBAAfP0Ak~b7E@0t5fniv_3wiGKB
zANptUCcRh;B@;J%23u!Y5UTui0ji$wkYAUC`jscurqmW&^r)$+Ko1Af&`EWXWr~dM
zTdlgTA#Z-esZstyU|03srN>_WjwnB6RNNRkJ}+JE^+4$ZPyjK?gv%A?$|4up-@7Fc
zN*rFdiL@JWLj7)t79_Wr64I3-g^mazxDeh5yezOQAjIiVQn3mfKs<HiKu&ZjO;)Y8
zv+eB@I^Y1Bs02DFrsrmDYi&c%DwiBn5JGR1T8zRM1UA@D7qA=ZS#cj><YC~*&=hdv
zq%2=~ueu6`u}9?>KoWHZpboSTau7D6_q<rDNbzU9XBdNk-fXWc{OKQ4);RW-dh+ld
ztLhlJtU3{V7g(8eFdT}gOft_I{uaM8BF0{~1Ig$k(USbr#*jIHY$fEq-(9t*PKP7&
z6+5(3GA^@J#@y_*^`)yiHPxl`OH&L37)^|iBrQ^w6&U&Ka?{H77cDc<6J=z;GkmYQ
z937?Y&b_+5d8=;w)n{z2PiKORZv8OMNUt&}y{0^{{(%L@$kuRRlIoNqiQ4qc`g~aC
zenTGR4LT)clypSLirVUd^54hcQ|2+OfBNIgRyeFV_+_dVAbB`oL6r<I@z|wn_w2X6
zd(ZCG2R?=B)X5XZf@G1#(?wUKQ!#wefygb|BeI#aF(@$7=$N36lhW~w-uS41zGG|@
zb4PY+HepN4Rq2PG9d$Ns)NA-b8~Lg8GA8CE;{=X7yP};0sbqV1@1E_iU6yX!Qa;4%
zs>`FXl1-idh!ti|sC|Zxf=;KU9HQ5hzhuefakfxW+H|-m5Bf%ZOQSoGV}z(Hec5a6
zNEWvww;7ETpQs$gJbS}8tg*jsy{3!`$t38#xzqBgY)i`m<At<+@70=3&#zdnI_q1B
zHpCOZ^E=P`g0fZVDfoiXu7Tt}GM<q)I#A$kpU*9szzK*<y<<wu^z5vaOL-BSp5nY4
zWNYi|(vf4zQ`yd*I_oq}h#%nRt5+}E4yVD1r=NZ1DaDDwjlLSQS6_S8);EP4M8+Tg
z(I4^AL_jC}Tw8t1{{5djt-Qdu!ZBlM!~Q)yELcapKu2C}XWzEgReptQ3R|!Uj*}J{
z`Ib*hiyzV53)8bUee#ryf@$G_Inklyv|ud<ypfy8_?iZniE_vZ<Q5%^z6f1%mwX{(
z7EeFwe%>$lfq>yJ{_@}O-3WZcepMtD!WrrV0VKND*YB;%8kZ22<>QTdJma7=Q>=u_
zo#<O7)3-Y}Z&{b#9l4bglU7xuTAt5KfF%WlBuE!m?6u#2*<Sv}YkKDNu9Q_5r)=)*
zDKTTp>iZ4bkg$LI`rEd?wk;(%Z9nlB{uBH77ygvJ_2w&nGST$HBeu7F&-!c_ZS1?M
zhLKX`qW`627%J@yJBSAF#jMM^Oqb^^B_Z?bSANGfzxQoxtnWxyiE+|mJ}Cwof+UcD
zEc+Lx1kT0KYOK}M=WO!aBch3{rtz#>gsb=N+SbOdZES4&0tpty1t1rOw5Dd~>=Qrw
z8OsRV2twI}gwFECM{I3#TMfJ|MwStw_z(<8R~G;hNK8FJ$q$6qpea8uk?I72MK1@!
zjfMt?&^rboCJtrYhcd=g#=RR?tg&@V#=IJ)tZ?EdZ@%D6X(GH~FedyX4B~vy!$xnB
z&nHs?^o9fgnDV)B4tmvS$`x7Ok3M4gQr4|f8owW~p{%g2&E|a>OnWVF<U<zIC_F>L
z%xlK5_q}#yAWY88TA_lqEVEvYIjiKAd6TLVDZIAw1)%79&+uDs?@3^YCdxDOAScEI
zge8!fM!-S`g#D4~(R-Z4qhTJHU;y+&NXQuQQ4I+aH^fvPZ)#|I1c1^W_67D-M-tEa
z9)`-G9b2}s5*-EN(<!7l$3%1#By&L7|CBjddwX30#=h!?Lr;X-q{vXx8C~1$eaoeb
z0<}`~-b1c@03Pzwwzx1SAR-~FauXN%VT5CMR|Zt~z?uLo`A5K0S>>sU*IQj_rP4X?
zada^3b28<J{3$NVkD@`qK@VSCMcJtb5t)tTclUd?wNtlYG8<?JNE0ofOIC)-^juYS
z(Q;4#2#e>_LYqT@^^)WOaF2aKSt(BM%pr@r6h9y(C&5eeqNkmnRg|`aP<TvCg1}Dd
zhr(fTAHWe~0RDFnDaK-r0;g*M6gVvr!}Az~sW2$k9tu<Cqi%`Y6A}2JM=YJwRsJ|8
z78(P-C?oYxG)yl+`E|Og8|9GUOnNPuA5C3wotw^EZLcB44h_}b#jhB#3@uAwNES*y
zNGXLf&@S~&aRe}Y=sZeKQeDcMT|4|VG-{K&(v>M*^cpppkE<vt0`CKl@;xh~qU6)5
zs0ZGMAyzdsIpU}HskXPT_enSW!qh17@)+RAR9A{$M!e70cN&MOAkffdjCkDVEK6nr
z=o!Ywpd%l25HLEBE2V8)vWzk+XZjZSi~7o_t+Q@{gCImC5AVI}f}B2wSTtd(Mtx5P
z0r*F8((b}=GqD{=FJvS*Bn!oF)G?tkx&ejwDV9pEoJoUVo_~2FA8hAHXUc@YZIkI`
zEU=bew#FK%4gsa?YkRsZ{@lB2<HNRP4;!9dZ!og`M&Isjb#1#lZhMKUHM^pn+5}rz
zGFO~wf(5m+Ng1MS*~xZk34sY;fQbwd!?UnF?s#C$2j!!#0>}^#3LrBIk`=8QEde<h
z%L(QC$um`ZbXIv3SZ3ZTe1&Y~2<LUl)8}8iW8b@a-wFaZi_1$kr7N8z7%5I?Y6Kyy
zJ7~t7W$rQToQLFS8?*y<=fNnTZdjxS_(9GsPWJ8WiGt-PCnb7&cCdfL7wJvRK56OF
zvdT8AwpX+E#wFFyj>7dNmpWEozb#s9d6PTn=})p~^N)Pk@-wHTm{KBd7|CPWA36?x
zV2D0nX3i_qHUf=2@8Xd#)vaUQX3gghv&fG1MJllKL0-5alaj2JOgQY1EG2+C>a~O$
z?%Iyp=$HU3cw#hOkWMd42P3;>bcru+-`<g&IJA}X7sbzc<!fXwJpUc(xG<&h^oeDG
z=`$`jQ<-s}AOF(Jugb{Wv!!{arHBSJIq}uz)|S0-<xSllN;a46#KOE!m2>^0`nY}P
zw#pEuGA+!?fPy~ai%e?5YIF{82#M;XB-sz20!mr`GFi^rU;gvYd7IqY5;$%h+CVhx
z4^>~Hl~2`C8*SEhjI9LI;>C*E-CQ|kg~=JwwB#LO`ASvSSu2*Ol^?M=?L~QGswTbQ
z9GrG&bP5Go!rs|n5qN<zu=g^)X@}I$iL)G3^8UFG1Ps6U8^0{UEk;zubb1}z+uXF>
z&ARv0u;4~jBv4k6(vYwe*c_Jv4nvWE5%x<|^BZ;r1{yYOh2fG)C2g}y6`LxmPy+!0
zG2@s7o!YJ)OjIm8tA-+hN&`YLA_UmY0bwQ8ZR2VXhocFbJay5=1eiA7e$ytIA9?N*
z#`Y+C_pYdcsFCzr$_HEJNQk<UhT%}7;#h$x7Fz&1#xqq}l3j(ZS?%qsR?3aBv4{iQ
zoXV0_;~bZ@$EjoF3E)7(-I3sK?d{s;2AhAci#a!ac*%#oR8=$@gdxuZF;aD=YL8t!
zBOtD_s_{*)oV2r__>^sIv9+6ovjD{Cka=D7_yV616bJf+MQI!*+Nw8v&%gwW;v|4M
zJ+7E9IA~ynwx5YF<pQT*DT{b2`<M)oUE96(n(f}cDg9g)h|f5nMKSr%xqiM{TmpJb
zLd6$cNN75E&^uTDC|4O5naMeuJAFa7dAs(?OV*Z=Q<<8vxus=WK6_g9g+9<h4apn7
zoCHuy^t$`zb>E8aKmw2jAoN%>|GF=5viQh3TRw9_idjJ2|EU2g9CJVEMMxa=)#xSo
zlnuZXTkG_s%r@?<2^7otkg#R*aX=`;;)epAu1w|E4@S_{8?(n8_CO|IC=8S+y;}^u
zLOfNQd;kR4MWOBU(2o>1fRy@YItJgN9le7L$&KgIKJ|sgWGomWlNkwTdRv(4f`CSe
zHB^TitE<-D-w~K?+l1;K0FvgQ5rm8WF>jVRb!qWkUU4xD4cKo2KE(%E?|^sqWR|I6
zXHL)gG!Bprkn2F{Fp7g<<I18^AeiGU#myoQ+5`p^z=OUm_=i@K7^~X;&d`J*Ej6A)
zKPe2c!b&nqav9Mo>}`n=!QRs-0UuJAgXVw)rk~Jj4DaxbX)y>~N(jBF6MFtJI+Y3i
zl!BLAZQL`;t3YSc_TFW@%JJP7-iUvg#)8A2e}`vvlk{FV@t5ily2nNkqXpz0BaV6L
z^n#)IFdAtCOs^pxk<#0R14reL_8dSa<s>!py6GdIn3t}25{jE+;e*jiO%jRPzrL|6
z2>^{<UV!toY1)>bZY92AxR`mN7+ih|m;Au5j0ym3kt5L1fgtUasP$t?l01Z|CZZ)}
zAS^WY`Q0K1GKFoNFd#f$@fu}@edxtyfhG&==+t1IJMT%;)6x(5LO$5BfnFnM=_6EJ
z0T=?x$l3kf0EWo}d2<7b8<m@p0v6hay4E{#;&p;TJrqwB+;C*hEK2xDbflaZ;>d9T
zx`TAuqT(ft8|6xi@^Oz`1Gu>CjnaT~eOi$CIHR(Koq@zpN{4oUk-|1#)E4{u9&}qi
zl%A9hVbLVUUYP5xGG&S`1DU;nA?)*TB`4{afL{P)8R<ae1!WE$7u1))r=F3iv<GAk
zyeUDVI#Om-M<e-xzbf#Q_@R%H$wJ~$&t}r>A0M>?8A%wHo11&K%>v!df#n2r7##@p
zFC$Vs#%?|==JU}IN=IGjA8mn-4|u_i|A<FeM8!RRvI2_e-Skn%%9%qubvA3&YQ=k6
z5BuBJ-M?wc?6Rd7o>l&fDr!#gH>|Vynk5eQWYEcoXzf^S{f=Z`UD1z8UMc?Uq|Kau
z#&T2A@selMH8Q~YTQs5G*+P@H;)}HagSscYcQQz}_gPOQu*V`g+A6vnu*M-y$k0L#
z{dwSeaeU^4tzNxkH($Tvz0mv3w(4Joc)nug>ZEirC$<J2SX-~#t-EV><JwySu5_p*
z6-Ii5#vsRz67;T<7i7M#FA$$$Y)**x=_!VezGD>AEftJ9^HV_KUC|bL!y`<2$Yhx^
zCw|Z~9Vr+A(81S7sSN?_>4>EMSaX4~{pGKG(|fq#sbmtYB|}(7SRpUHEdHLLog50c
zh!zEbVBe8SbSO;C`@(Y;zA-vL9sBec<(Kkd2+^LrZBhoM>7zT~Etdg$E&dNqElTMq
zWO$TYKK*ob_x`vK1PovQ{r|-Y4#Nyu`*yIsF5n_TijqM&s6ibG2pmacLcl{Lf-?kj
zzN8_g=-Ggro--!U<6Kw^EFbn|l}l)FAV5AXf=hWNG8L(IgpC@dn1{tx3ZTl6AR=zB
z7^+eXsY<p%Lk(_S0PU>JKl&s3Zn7A6Y^IvByVt&FhqAE7#iS@chSrAy(FoR{KvkJE
zw6T=;4D|<x5`Zl$$m(MiJ*(+aD1$bjYame6w{DwN!VTNq+qaEfhOTN32*yMo-}X%Z
z*sch0fEADUnNWTyc}k34(wlr*zOn^7{jull(VzWyeYgaRoMz^W5G2s3YPO0)$)P-V
zw`;b0|DKi8BV!KJy`8>ob)@7ajHfFV0qrT9S)5lR6_cys5uQ1R^g#6lR@&Q}cKbVD
zvu}L)_iaXvda0VVaxv^Iz<e-gb3nAh02dL~LFp-d`C;3tcJ-Wn@+W@GPJi-8rGaOy
zxwmKQx3616R{F}xi&mYU^WO8pK}&RIMY061=tq-bb@#aH`{uWP->!c3w=L6e*n#R(
zWU@mE?`J>%bN1-Z{DPFdgo~5~TidZ!4SDKGh{E{H-5asD<nEsLZlnbwdJ^{it^0QW
z+EtbBcV%~V!Js}o%@%kxaHVV`2^E#b64Vizj4}xqjEQ&Yoxmkk_Ab4)atH_J*r9&t
z8HZQIIZ|e6uVZ)$+OPnKq3xxoe#Fjx=Cdk`gd7XL6vBJb5%S6-LfZk71S1EwtiSP+
z-TLP5*|4*3St%h3h`{k58Sty<Lpxz;PRdKQ?Fs`0YAk?MrJ)!n*pf<x4x9cH_(;YV
zJzW420Iv)_87_%pRbVUaY0-WM%oA3E42>V8$Q!+c%AZY(StoU$vW$4i+aeiLeu$nC
z7p|lQKnr4t_8Al@wG~!92N?k$;fLNsj6{Guih(>3F9w(cRkZ-#p~z6mF(9TVLJ!_%
z2}d0ej@>?}Tfha+07#z-B}bZx1V9)d6?*F3I8;<D{G@IGaL|+Lg->`#J48M)66WbU
zO#xjfDl(&*^*mEn@rmj??ER~HQe3{MRCNt-2YjTZ&?tMLU*JcVWvVaQ2pJ+D7&uN#
z{Yxh4m0~v)`Gsf1tG*4LXaId^vrwFj0~YBu27uFJ7Se)GA|NZDhvIRZPw`L~H+Z2}
zR35-RyS-pQ5`xH)yWU%>_(%)cOBm{jvf)sYvGZP1(VkszLcOVGbR}*Nr^LL6iTLz$
z1<NzZiEexY7zDZzKYodsbe-gGfKr|e?TPYvx`BWA&XwVH;(!<U9%w*ZE@_-z_`{Jm
z@<m(>gA3DGF(U&>?TIx900Ex@;WQAvr1v=RiMG@kDh`Er<AV59C+sQCbSw;(gmfMA
zVSRmr!qYyLDb;I_mLkxdBUk>+_3&syX^D>%7xnE%xg2W(rgG$8ysW%*1?YN0bF`~&
zkLg1l*Eb19P^72W%>X%*6W=LXl|SsSPmd}zb^t6{&Xh;COY_4iq(|YQk>X_+p0xNs
zp|a%i6Sg?d;UCbRsVCyaVb4ab4du0K$?2ypSw5pQWNaTLmA`!(Hf~yCup@(|X3g4t
zYwfQ~4znOnT4kbWsr;;Er_cF1m%t0iBGz@#?$!2Gey?}vCIL-{3sdAUd|?)P%X>0b
zTD4v4HkkvDjt;zl-c$A+OVDG?JoBSW!EWEUZ97|g-ZtCP;Ve*=Rb%Y3P?;?IbO`Xv
z@Gv3z4J|7g(Gnf_k{QJdA2E8vVo2vH{rsD*@bXan<uW1iOWW563gUU=UGN)tFF3d=
za)gO)ag6X#cf1Wc6rD3+Z@hNNE?>Q&GH`tLgbb8PJF&88Q<b9Slwb15Xc=|Oc>?^H
zc9s<Q_Ov_^WJI{f7zu`JTqYL^e$N(x4w%IY@D636CBVu|tMh4M$`kdsa{i-4{Jyyl
z1PovM@;|U_sVssVS$p-S?O%P(M)gfuCkUJ%=%_MuG-QP0G)9CJJt7DUdX?CS901{7
z6bAoz4twD;-xZ5lgq3%|kAoFG(<8{7Uz8}7=VD3Bfgn9hWPBwzpz$bCwRB}g@v`c?
z<->lho%^aV2^;yP!m;GoOx+tCsVm*E;73A6jl>R`z9@)Z8s7CK9H?k|2RL4lefCgb
z2xS-@*wk0P$Q#UmFpy%A%w>@aG)W0uFcl)p{30p%UcG7M<e1G>=&38(iI05B7C!rV
zt4ZK-<R@V4VAOV&19U6b0+%`Kce-}@(wo-UTDQ|vDLXw|u(vjw_I6#3P&8PWuJ{Ra
zizin^<Iq?UEHJ7v=CrTfU$d|O^M7uyeEkLc%=vknnJwDPR6aBkHM+oB2%x0s8di9V
zcwxu{!Ia9`iBJ4Vd+GqHKvlnUKW>ScCEM9;*p+X6!`ANIwoD;!)3YahcZQ{v6<NX}
zB??CQ@Lmw*g;nxdDVqMqZM*cZ{+V^}ylrEW_dN;nVJdH*`gi|BoB7bEjYAnS;-Bt8
zCu*b|g9>O;hWbt0-&(c43>OwX<*U;noz||cUb|wqzWOB_)EjOc4^_9`e3dqPmmXjM
zF<PN_<MaegWOXBclkqX8`f)*v@sq|{7r^QC^o}}^4pTWCoH_pm@WCllEOJOI&hc#7
zp8C1JY~{y3CIO0~ih82Rzd`_nnKpuOMOaD&+HiN(-um*dTW9TU0aEG!VWjxI9-{it
zf3}iC2_b0VDOcR8&!jM|NayV%C^!J$z<K=0_qyd9^A@v~%$F=(EL(nlS=BhHcxB*;
z$D0B!Yuj}{&8|yigjG5drA4cpc+`eca)<PGiYL4c!dFV$jb2@uZySpw+9X2TpY#Vl
z)JOh1F9J{il*}BUCz&=#94LN;*1gK5e*oy9NTiTaEKpEogO-3f2Zzv5@iOm{VSgX?
zRoZTFi02=GLCG8a$hQM<00v@7^ye>fia5RJS`jh=gV9D0F>yL*QaaQN_YTzLkNa4u
zx$@9|_bA7x41g7X_y-JoJ}8~uxw6zRLGPmcF$WS5M9(pfI%e8{(*yrXoVsVEC8j^1
z9zO8AA=?zcSkAw}ul`42$x)yKX0~Xn@4O2jHqhKVGjt_Rw$yU|r19$-ySQh}=^@8=
z{<)g>1mzTGO5Xup@T2#}D__B26ut1{3Y8q-oqQ_~4?n|K@=yFchf$K)>5jN`msXn%
z=_{PlL{ZDD(}K}}U|3<Oz*}-o3&3!Q7k~a*=>RIx0SpUs{Bf4vMg3SKK%5xL@Ene9
z6@6PgH9mI3b?(%&Q-`!vN4^)o8edXvLqbG`x4^axbQVQY&%Wofyb}$E8q*gryqIf_
zT<HUD1(1D|NAWiW%Au=w#t7)Lh>KIoFjg2=r!8T?(W}UuTY9QlTaovJlGs{{9@~-o
zqi3Hj=6uHxg(W}mD)mLU0t@`a_sOFJn<)qgpPaSojPlmok-WMiddRQJ$o%;U$-L~s
zhwN}-E~+=txW8p%?OPI?8`c&^=(g5u&~3`dP<xP(J&|3oOnE_e{FLNu$;&6=2D&PL
zv=>HFy{B5gu+B&AQ2AqfOtxHQ`#wekTl>38V^_LGAfIjm`G=o!0tDr9T6ty^wPuZ0
z&$f4JG9rR*W;X~w2x^qD$qK#0DhHivG8mKTy!36+`NKPaM0eykj<yItGF1TQd<28&
zeHeWduLiHqo8E@-qqtmlN8db5<d9>ri#{JaIzW6xN&(3SosqtHSjIqof6qr3ksTP2
z<#JIVU3HseM4n#ewD>_Fm@<f$JrANQay7IY@({HJ&yU_x4tSj^@qB}oBCsp{i^I@^
zd&w(p28X;Q-la3o`t$qcJ`gZ`<2U|iOJvo6#H@|CFWcVL7c9}*7ElzxU<U>~1$sJ>
zT&IF9AeR19-<;s)(mHYw9Odmp!FqP<-hqSsszES}0WT5EhYV<J2o(WTgcIQq`-sM*
zTPXU;@;n?vDN@PG1as%4+!R2KC{(&DaR~t3I8bA?KL=y5&<?A6K!YMjN*sX!xnZA?
z;$$CV00zZi*NGzupP?El`NXRAAz<a-SxxaWOv08=^oD0r3G3|b+V<+E%}!=*Zmy&_
zs&?wRAF<ry&swL;Tt0ea6UO#jBU#<_@|247a*W&RoejHl`?j@fdsavsSuw#X_nz$@
z6$B*9_QYcse5i)`W)u0m3%JlTB10oB;4LYze*LEX=0E;5+j{eD`>_wL*wk#*7UpII
zP;;)VTu^&mNHB_y4A}upXs*;pe&M7&^QZs342~&lA?Ia0y!davq=va`bBpsfCgDBk
z4y{_5^;7fGd0F#0)rabpMKTT$mCi^2X8*0rwsYkTpD*hRjs(_De)6YGlF5n^W{Cld
zQhGLEL6&F<*JI@mntQglv+e?`GR1`dqJv@UHEeJFo^5^m8&==iRFX0#6ffmx`>UkD
z1t14NF`^e=3Ss`j)2h>)9kzEZRW7N)3$X9ktg<xkD|)wY-L~G^TPnR2iE0&LE12cN
z=cyli&bBwUZ1eW2bp<2~^JnadKlfLxVHv9=F^Z(DmFED=L@NOuR@}3wlm-H5O$<A>
z`t2`U?akLMCnEttE|ROQz<c6nuKFn&cMf>vC!C3|Z}2!Jln16Hz^{F^9iLk^MsE}C
zDPbI?osltX>6}gE3Ib~kE2~~~ZTAoD#@%gO-L83W$bkR>3wM&0Ia_-CIqQtrpIgQm
zLXw887*To%XYvL>c9EoCxP)tX0A%Q1g+ejFOI{vDgYcxi^BwvG?*Vi?0I>wsACFEv
zLOi;syig@pDt;8Q?&D_%ggi%l;}Q8K_#rGKCNXfti^~^1<9q}If25;7UOu^p(}=Gg
zTHon8cLz<}ABChI_07YFlsuHaJ9zWf7V_)q@YS#Q3~9O}KK*mh9o<tlfCG-aJ4p8@
zo&)W|i;({~yP+%!ul$iu40{J2_=#eOX%T~1{Kfh4vgsf77$p$iMF}7)DYJuh$)FfK
z<6^*i?DXJ0m12kxK78~nx|8f8<%h$NCtZT^9_SaxNgheh4-JunMr=*#qY56WelQQ$
z*y)x}VeWLOcjgw;0e}n*y<)*D@c}x+;X8V!J?iRpr*{rK;8T5NtImRCbnd7x9mH-4
zhcZGL?NofC4bv*<&1KjgfCFI7PO}Y~WN4#qH!r^~xty|T$!F%HZmw-wo#Wm`E9wW3
z!mccwR>oq-fpjzAIPHK~`H~+I!kF()&u^$h>1CzGt_0K{`)r5lO|-XAhYYo|fOxK$
zwC6thlua!xsenzZZ{M`e>TA+5Y#XMy#tN1yowAAP$5gS*)24S_daH5Q4(m5;*x9sp
zV@C{8_Yn@no-Az36iz7IqD)a4*K8@Lc7qI|H`}MRL2Sy1&QPE+fP~5gmdF+gG8&31
zulxdZYk=Wx@tF)_(Vfu}90y9UXn!RAxwpM-twvjNZfISpefIZf;UUN8tHzx+Ip%vy
zZyHleWS}y=jSeVy$&IC$T_VQh9e2)l@Rl4jL_XtaN#XT_c7coKh_?xtTHlU&nAq^^
z{zG`NhZ`^4Ko1-k2rNT~5qjW2Sb=;o4_XnsuA^-;SKX&IiJzGI!swy5CefF)C;|6`
z1siz!s#h*#Gj4N?qN=!xgON8ri_i7*QAh>%LzH-{hsARr4uRe$_rZYSfAO~kNY!{{
z4Yu#SX^mSii`kjrEikN~Ox>vRoWv49Fme!#IA<zuz?jr9@8qAkGzb<fZMW1Nh^it)
zSVpu$PlpJtiuOiA{QM&SuAEgF^wM$?65n)zCnOXEKvaPvF@KnMCgLfKgYs?wt-`;a
zhR@SeSbcHu?F`|5DMMh4fzmusApu3GphKlQVj%?9mnW)x>K(w7-X|9R<g#k)<FbZT
z&QY&zYq##&-r9zpt`;R^1o|qA_T=ZkV4a0i)~K!d5MxRJo*su@yDp(dMmXDi%{DgJ
zuINZYLl$jMKKc!t$sSmZDId8hd+y^O@hxqrgZ#{_)fx>49~5Ftc`T^@Hm|*D|MDOG
zW9zQpu}?p7(yFslHak7-bL=Q2^N=VnLMYDy8HM2)OLH`ywzHr7QJeelXS}gd!7OUJ
z_2yN#&N;)pCqRE7fn6?5+uXvU<;w-jG51$M4IKnu(362eIbsoGYhQIKfT?oQgE>)I
z7JZdp3Dt4=BOL@j`N2S84`Eggk4cd*6q+wjNeE;m(ED~cXxTtCYu<R>)~{T#tl|)4
z^g2w4{wPHZH=iz`-$Z5F7C!Y8);dhv<VayfBcIc$_*1@BSkiWGUbp(o-&CFGJ$M0r
z5M!3-Chf$>9`}51zkSz_XRTiRlubVU31hCJV5tKE_!Lk8|5Go3Jhoy35Yv-z&~IAz
zt(R@|))iNl&Vb%fpm}r)fBKz%ijQUjpS$qlm{<wA{z1<TAq0JLLOdycmPzHkNwkfG
z1Y#nSRvoHcO1Ab<&W9?{M8US23A?-9@}tXT+WF`NQ(FpC3-;*8KJBA5BMeF$nUeGN
zhl0{S6_acozvte+hZp_>9L0|qx-3v3E(c-$o^~AoA@S1IU3vR6fJywOa)hgb()K;1
z+Nj>cKQ15S@IxB$Jpdtm3-W?{6cEbQmBF!7+i`^!dR#;Lye1`nA&;)y_~~PuCePSx
zA-{U&p7(m@9jYd16g~zTxDwQl_(Goilj@GVLs=M(E9p|`kS14>^<;=cEdu}-<X7+?
zG9l;RgLA&oC-UQ=<;UaTiEmMOcY5J+R{!Ft9(FPH@$KQFa(Uc-8$d33;u^c-_+zI}
zl%Lb;0$o*Kp2_gh>8ZNFAFqfh{sH~Hta9#;;0jNA$e954f`LGOLpeg69?tX1dwzi2
zKqGOObPr4&_z^!Cz#c~T#1|Vl;{FF=@T+tgT<4U%h4H2>%$03wwrCw>8M_GOGS=+~
zjI|F0QZPuv@G?pW8Js@xxF00a+uydAzxn%;K@)cN(TkE_<97Kw->}u)aJnj>PbKtr
zuIPd+As%>|yeU0+Y+UjiU<@tLVE|-)^hU<u3bH_hP+yW20$(}F*T+wm><fSTXC)&l
z)^Dv_Z||xNc5ehDTc9yrIb(^!X*<j=C~R6ZQAUnB*4vW5ovSwN?nzg*R2Pyrj4Y)D
zJoB?M%1_utwkmpyPSm$3Mh~Ws!b)~B4GIGu+2FfgC@-{Ccpjsky@>sIX6eCJea~9^
zn<}sJ<Wt2k%$e6q=Mz<U;CoK9E@-zVKui`T00k8VCY7E@#*_l)^RhUUy{}p1%i5=0
zuIQZ}#3%B3y$5P>uP4zgJivPa|2TLE1mzE3{oYw4(&gNHdkGPWe?mPR#}{AaTyj7o
z6&_iJ5ySK=-@;ZHKozevBbg+6fmzr-mFa2Bv-Y(ha>zA!0{KVmT*(JK?)=YHk1nTq
z)`Pbb{n-4A(SNv{&(8P!6esI}sF!$(;iDh^5x>4)?gIhC*Z-IQ-dN2{MeN-Y7{2?8
zCAuvK7t-w!6NH8c<M<G!EJgPI6KVBMjZJ8XZxA{-z6C}IB~p0CpuHkQV96uz74mrT
z9am7Ov^W~3ZMoo9eGuFoEuSznB7t?70dUScpI66<R(Ww2AiS7}X$0ht933j(LxuId
zMtRmtp4ofX0lyMb_9Wo45(q^<g^q<I%-v<qv+pP%CT1ZWyAN<6L#@_OK87|oRkp>Y
z8LN~lHaR(KCqME@+dWKLZFkGq_#0z^A*DfQU_0wuwz0YGn}9QC6)P5C$g#O&2OXQu
zD;+(T1%8)LEc&hpl3q4-`mC+4Z#u&={UixTi)OXkckRV*e%;FBhjx0QXr*jX7I0RL
z13(I?$6XKrOvkcWOXVbdiY3fbUo=uac|pRj?8=KRW?0<OlToyL_onTyuZkukKYXD&
zGcVdgIqD(w95T#JJ&+HEniBGz6y4kK&QafiJaf)m00?kW4{TxMy)Q><{N1Jl?p$TY
za*Dr)kt2l4+))-XjE|2b^txvCyLRiF-?IMteK$^MsPVkt%)&{Ved5DbT0X06r7c-d
zSyd;>fpsMu;TL*9>HTM_LBH9s&gF00)|;2a09fGS55+liZr)BkD`hb1+PDPnUQ>0y
z^jVt_I3HJenA7G%rzlmZp!NWoM(Cgz+=?GbsC8@BU%PHwFFfxDN5o(c<rWs*1RBD7
zs11}m4%x%@Sh%r*`02@KY^*$OoweJx`{rev=n35G8*~2HS;L1=nNzHSvS`NA1=)iF
z`z^Cg{f6+J^2W?0-{@c2IC<`rJ@x6&+PL^3LBmiE0_fov^5wVOMeQ_t3b)j!>YJYN
z2QK(=JuLdfVUQ7_r5(RI{(O9e0)7(&Z!88$J0gqw#i7_;7Ku<83+`9+4}hC@qN&g;
zbxHWxFAh3*esuNdB4y<~Ogw(oCC)L=x_B5AQ*=c_`7^RmJnea*Y@S}67C?o2WF+7D
z#upDA{Cb|_GT{~e(s$z0Gc*bGlON*s58*;sWTo?!`~*il#LvGdB_j5)!H3^?+{DAZ
zd?^kL+6Q?j4~oOX@P{0zZVAJ4_^&^KejyGnAzbX7u0%{Iy?1KrKlcvK<dv`FlmFgR
zO&EC6Gvv`YeL{W!c6zPvv?F=-aGs*Vl6}>-{*Vt|0uYf+p?-Mfbx*zMg-`Q}${g|$
z5~PfMy#{#4*>HM^8Hdu1V{3QCV;uoANxGio1ZlEIt_)Ye9Py(MFqGKuT_{X?q#&N8
zM_u*iKuAzgMlSqwd#!D++!nAKO9`Yg?5g-ABj}l<oQ%5BMsVm~77~(2Hyl-lc$!Bj
zq<+e**SkVF-F1(A2At-ShxXZzuGptP^@I%$Sa`keJ-(TYWTO=RM0UwCbC26mW?I4N
zc?`y&9d@mK?|JKNye@w|e>WP*2xl=@p=8C$c}oLkRX0O{R|!J2fG_C6N*@Xgb0`nl
zf)321$Ip?EWKH<~$Q-mpTVfhXr&+W5&V2#nwoiS77L<hru?6Wy7RlnTS#R0BdmGjs
z9J+oZE~b3}$OFIV89Al2n8t-cJdvC61E*N*=!P@2!$oZm+Qz(qa~i{6%6y=!Q&#_i
zgJ(UUTmZoM;{xF#Uw-k(gOlunR!rAoZY~(=pwpHSurGW>$48h3i1T)?d~<M8wve}c
zsi1ere?^D>P}*=6S)g5!d-Cgbt{=t|Bgxb++n%yrV6WS=J<*QonryR*3}u(FY-P%h
zQZnv@6C_0;iPzOH{LCMZa`XPU4+IQf{`>!xm^kIbM*Fwkw$A<64b2H5>E(gUFaty(
zb1twFXebzs3Zp>}rBvl7sy)<&^Md~QjsvQAPJGj?!ZHkm(hs0WvB{&tBIKfUf<RO(
z09JhqjU5YF4OSiwln|%7F$DrW=S%<=6F460Nyy4O)*8KrV@WATzAJs^l8%^mp?m>s
z=%HpP>Og6CmFA%s5&_2Ez4^I$%TyPY(a@uc<c6tOZOuUyd;1OLb<9qlShlK|Xl{AQ
zW=@{8>FTs)1%?^YIx3d!?R)pVH^9?W{D-4)-z)R-tCzywz7lSL6y`8xv0MdCX$;dd
zWm{QU^j?Ld!?xA7c5SLUW2Zj+aeMpDJqeb!&tDVaEyD`+W?cZZCop(gpmo~D(<<~h
z$5%^mqy<DJpy<^G^aE5C!plRQQCA2MXu|d_fPU)s=%8u!t-C67O=YZFM&&u2$e{j3
zI{{7R8VyH&*aUNI{Zv22Nga1oF$Kj7ukdX&ro4#8N)A+}ykNNWB#gIhe`DQhdv%*R
zb>3DUebNmO-wLhY^F34nSkUC4-B<iQX(_0wx)ndrJ2Fz^EzGW1k*#{zibo2mE4rqV
zISGNb;$lu41Dp&sDSg#B;FBJU!TvqPfl?&z3{SR1=aEU?Dvt@<?c{8t`h+Dj66i;1
z<wZP+qLUz|wKA74>~n3_lAvLZTjpqB?Z&>+ZCn1ZZ#@&Jmq12nkrx0==*bzgOaj3-
z?nhqZvc-z>$$r6NPSHA*uc*#cUyA2Q#>q&^m_>$15^VIuLu-1O4#i8`w{P3M`@2@_
zOHrua0nIEdQZnwsX?ZC-b>X}{^4xRA?kOqWM*^I7&edtFK-8CmExixlbnAb@cNe_=
zKKSLH-CRPL;1@pu;L*0p3j!9o62bsZQ1FcYc-m1sI0uvD16csE<@`H0<Uw`D>i~8_
zg2YFCc<;Tug`sf16Uc*w5{5`TFL9axAOAr9<@`POx)O)a*H@Z2ls0V^qnhDP{F0Z*
zyZ0jU&U*;Ok0>Yn4_)zLP=~zZ_!geYdwA!CaVJmEP<KB6T8|;`q!Y@m+y$CPE|f?9
z)Rrj}ew>zZKxnVOgn_o+F(KzY!4bVYA^a%~vI4(C=Qtf`_-;q|hergU5hrbisWI@7
ze>vtIWIyeOA0OQ)P#B`dKkq`A5I4^K@Q-KR2S2Vw{JjU3BOJPe$6&JQ2D&K!-a{`B
z_=Mh+D>%i)U;e0`n5W5bwGtI*Q=1k4B1PH*weQV)c39i7ae=&X<_@#)tg)lto_Kj6
z+1B^=d6bmQNM{5xiw<JZb;`Wt2YbZUts|MSpDtS?HD|kB4sRfD%9Fs`nA#`1x>Tf7
zN|OD^8hTfmOUl6<Y&nQr^fDnY<T(D=hs?dW;z7vCHKId0KeV6v@u#dhUbC&$w<M?P
zc5-D&%yl4Ho44G|v)0d^u#tEzFWF7oJvfq-peOd$SFE@7n)Ui4>mNu@89N>&tRf(s
zN|%%m$y3QZ<myDKAS|7cjG+TYDT^j7T4c8#>UJWXCAU70mvs;6Twdi9xK>@T=#Yb_
zYTNe&-WtZ%oIb}_ya}+)W-xvSP7C%+XYpL88@AA-$C)((=qT^q6use(aHKZ(`XwvA
zKYIp4Mc@3O8hA)Q=oCBW!N{R2;ajg9=N;!B|0alW94>?jd_+_6_9GXuuUrU!=xasL
zZD6P);RWf;dd>F5SCq}?!z)t$Av0;CbV9OtJ5!L+pa=oc0qin8M7$$?O6MG4m%}&M
z{&i=2-;dz0)f;{kJ$s#V00>iWI-Ky@8%WQpPE<#X#xmtDlPy?2!%^C4pKH$I+kg0L
zzZT{H{c#@%82<kM`OlbIff!!QrN(U{U{@fMRfsrp<aerAdenTMRaF#>f!ITV9H_!4
z<dH@EI6ZmgF}D|G!;lGph6+T8xzMF@6&Bv%9<VCW?hNdJR7^Y&N(J=x6mjb?VS56)
zJt-fC*Bg4zc4of7N`4XQ%nMzTz?xT_Gm39Q#wYucj3tPZJgQCVeKaua>`a=RqBan~
z@o)OkQ#v`f?7La8Ac(n|Edi0{-nP|iE#LnYaJ6#gj6L!66IPj-vFZ6a<JeiiEFflr
zxm>bTZ{5BlW^9USQHUzH{_SsW+m*}L+<L|GhX(9O;Rl(d+3z@Ovon)^7z2whCfeI}
z>)I_ldFGt0JoiakUEgq;_aq3*0?TEAem2@J%Bm~R%(+6N2iqf-i>d_%^Q#XPtDIh`
za#BMQL`mzZ-rF5DlD6QR1o*;i&em^TQ(OrvPP33gjWSktqCa(uwMipni#WaXw7h{L
zoT*n72$e6z9D2}HFM94vxHj&+WovhCdjsXfw%O?^yZF&hTYhrd21fu5DI&IL0|@IL
z!RNaPAZ4JW;^Ie-0>YHJx)N<ca3BQr#8z$ag|D#A7nRR}^NKGV7)fDC7^Ktmn#*se
zi59Y)gzba?CTICKY8@+2pA;CDa2NfUKL^0{?YZDF<%g*z%vEpql+V7nYaqbd+IBFV
zo>@^YVn$axli&?gji93d71JDcF3UQX0Gv8$Ln)CILU~Nal*+<!oAiJq5LxN$tL6{c
z6+-X0S2S$P!(kRTUwFx0{MvU!hcG3er+PRL&y6b_J4fVc3rh8or=GEui%%*)N}qV7
zC@5Pjege3VPZ<fk^7ne=Yw!Xc0v|kZAuP1@vPSMWPW>>3i2%AeFNRNYq#Xy-pD4Hw
z?L`l9l+ndq0A~2-?Qvut&dKfn;Bs9b4yXrwdx+pMJjGE&VZ*(+=;5&McJGMz2fO3A
z{{Q735YOEoAxohikNxS!U;H5s|3Ao^-oJN}KjcgFDJ1>CA3El}+{5*PH1$Y$_3lDL
zlIYeKM8B6Ko~Z23yOHD0-|L4wfd_nwg5=teU6R!P0p=Lj%**tVIvJ^lt(v~~>`?NM
zcTAl^E+PYogYd`-pU<oK8ug~FZERV8JY#*O({}JJAgpJ0v`A%h0zW0oagv(k9ET+N
zVqNL0o(z9qTn<$Ps+gNRx4dH2#bqm&t9mPWD_S1*Ia0qR+0?U~O!G4*ivn;B>(@7h
zfg3h6lec_U%CaJ(fAX}Ar-~{)Q!XU0R3`RLW`wV{`jYM6ds$`bINiq6Ggh9gNG508
zKkk50F@aRJjAY6MBY@-j4h8_kciMH2H=X9J0e~?3e6wvCJ;{<o`bU|1?S|F2S7lVt
zYpJwU70hSOr0Ludedxeo@tE{VtJU+<*F*%@W6CVmFZu_A)Quv^E2dT9MlwbV#j54X
zGkO=e#21k}$EfD<A8}7CDIT=pAgkgu0)M!K=ar`yJJ*479x_VjnAh}=aNsBA0#h~&
zfVZ!`VSC$KqG8}0MdEyf(bI9eOl4F!)*f|4CpwHs#}7l3Vb#$y`@s*ypFFb|k&aEK
z-MFElcu1S_Acws(!2gjqlH+;I@!!#r=&ZUcmCJVN<{i)X`{h0mF#MIj^q4DcX=f(@
z-RCT*@}q$D&*g)72wtJ5RrGOCEG#7Ur$Xg7s_58J3YZAiX0vOF39%Rzu8&f_08`)7
z4#1;`n<G{3;kb21DDZJ>O9<2iEcW^UUv?^B4v?5dSJG9TI_P2BD6d9c6>YGT1Ux6z
ztj=YVwvZjSLM06Kq~(WwUA>oBVFLTo6DokLya;mGNEtk&vE|B^Dph^1CELT*WM%D1
zXt7v;Epgc9Y<_9kp1AmwEu1<fA(a!T5dc<$rYFRQHz!h-DwgcV&9|)C;zTngB*L&C
z;rgAscIC>O?$6tu-Xm1$A><GR4l78BJkygUpG<%K%In_qe(v!nt#tOHwI$rVSxX>h
zGHIJF=KQp~;^dU9UMv7HKFsVT#F4h&xbwz9L*#+0^2Bp8Gb5Tx0IKmccQ^fnAscmk
z{_%K<joRtW^hyk|h&ccrJ`AILG897{IN$^rD^9>L_gL)+9D2v;rQYATV=sQ=Yqq|=
z=KROu3DZ+E_SlC%ZZpfLya(EQQB^O8iVuLtob7z6B!fZ16~2^Xkr2R~9yo?3$s5WG
z=f;;?;Cd&}N*VxTgbY2(^rmpQj0&l`Q&})r#0$yjBp=djHoKNB%*x1^_xfdSbNCi|
z`{+GV?21yrQ*>be(1X^V_4e0<|D{k$^Io4=-jp9O3{YhcQ}Qt``u5i@DX%hM%1bs(
z=AFhz(R_4H6+);_h`-1WhspG0NQ`9NbCMpTB^(^nTwk}BzVcPOcjunsay6*7rE<`t
zLLQZNO8zixp8D7)r7%~#zI^XY>eE?-a*KDNAH1oj*ttG&KfzJ<aP`Zvi^ImRW0A)D
zSQ)vY?03{m^v$2;xc4x@2jBER+=t5p=ic=8;SYWvUc|4XoVr(!n>4~JcOe(Nj&l)*
zj9gTP|8E_1eNf^D_dm#mI{1U`hlPQU-s$Am3;XW(58Qi~=)KeNx|Q=hMs)n4`I37_
z-Fmp_HgZvva`K08$Ni9e$KK<-Aiu&jr1NlYj^qBr>QCPvR=wQ2Ss&$tc$oeL=x~6g
z_Q$kBWHyV9Vtzi9>}RctgoJ}PU+>~FNpcF1OCACG4wA$N3e;{i?E7E(r?$JtK_UkN
zGCl7gNqOhSi7;|0@9ZHCh(jOxZY1JW{P}!hQWqVNfgHZGaPq9p%r8i0gkI8ahduTs
zFAn=QS;|WP+>p#Tu#4yBY%+Ub`SgKhCTA@(_pBufONtvE5{eIb!~U}Z-@9+x_U)G>
z>$?J^Y0KoNEF;<G;6OT_0<p$}Z3L6)tmHb2=wyIPmeclKR!cviM|=So^LQnf*(HNs
zUx_lOJqzdn!?hR;t9(oe1TgxkqZzhjOItdZQ5_^~dt=v6h;&?l4yQiJKXpaD`hPTj
z(E6gFz<SBD#cAb{3CPqxHOSZC!ZSq*ym2fV-pi4WU*fBHB4*8Sapzx2Pyf7E7~WAm
zGJ1{<*<8J2ci(=?wzsz3@ZkvXx_E>WKrylaw1C?HaHVtMN%T?ZX;9heI3ex8uXI3>
zC%(d^p@Shj#l7Yr1$YU)!D2k0nuG2W`etEgr>A<0%JqJ^4+ISV>d#*=)`G#vH25wc
z7|;l3sUcF4NsyWN-Fp+|=XeV>{Tv(V57rID#f57Cc+82EUF`l21b!PwS*z>U5$Nq4
z99gY@XtjaKq8ZB4>HAz<tQv;a2}y$t7P}%tSW?mYCq5EW2Sx?#l8qx(V2@R~vd(Ao
z<M!lK!A_RgSJE@(i;NW9!_YH@z(Z6qvvdSAsv)VBtKlYXuN5}%=002GG_Dyt|Hv7e
znVYvFi?E85Rw-0M51$yy*^9`@r=B^<hvS@IedSe^iw)XC4=Ic9_BOWch3~!SOz0U>
zNm3%#-u}M#@G)<9aeB&%nUwAC)vY1{_Q>Op+T6LvY^}yAR)>~Tx_QxjOkj9%X42*t
z<|QQ95{yO#01PfDnD9hOepUYH-KSCdR2TgKw8K%+@|ChkHL{zpf8Xj`x9s$}Ggc5l
zrw$zeNiaGeD7IKo1b5^hxZ7;GwMu>9haqH!mzfhrBRv>&tiHQtuYc`#?c2{kFF%J?
ztrm=9c}wN0oj!fRmLIub=|a`FYh&sK4VwAffJlVbxP&Nq_Vg(qfSc4L7#(y2CW%=z
zC%l7wc$D4;l!rdjvq_@|sP~y8KL}ebk!L@lO@fAedoQa1YISZ=0u(SE_J{RpA__pB
zT)^;?MK<U(ty|l)USnHjn6l*LQkefGzY<g4gHAeOF0}I1*^%EhSDu`(HYSi<Zx57q
zM!Z(BLAz!fcUNt0<%|px0c7PNofz2e#=ecE3fAiMZS&SGyLa`Pl*f*52RKl3q1`zU
zRvIV>%EID|^B2zBV;}jre2GTNGx_lBd&$Gqoigd~bPZ(TuiyFg0dUll^F!?T_U>mc
z;T;!`kw+!WJ$2*Hkt09H{vYJX-9yQG+1%k({$pNzC}-hsTtGRAe0kM-csY9M;f~V_
zZ{sU2eEGrd0ssFYPX7L|_<m?if7Emyc0VM{aR&zZk~b%Za`te!-|ZgMt9;<eAH%!%
z3KP|kyWl4Z8}2;CI9_PU?>Lzs;QYI;&X@ecYj+{q@Fw^P*8l*1xO;a!9`_hV?;o(Z
zp7sB@*H7<V9z=3B?uAAI(aXjU{tog};SL0(hjC}Ym@gK){?d!KwI$<u#Po`u{0t<M
z+LFg~0suq+-AT3S2_L;<8W5vBj83v>%t4Jjp(lO+YJpXz;2rAQg$oyLacS0OCR4U@
z`h?`j3ESOn30QTll#~1)>{@25ZOOT3EVuB4WJfOKKjH^~w^V}{bZoe9-ThUiBN>Jq
z9=3g21c!ex^~Zsw7zyZ*NaY21S-8eDGA5VMK7&5@dQ$>%z2hjO(?@h<4`IsBlmVtm
z@R1QXrnAxcz_H){6L4WvcYAYJX^O@!+V#)tB=AxIgFFZDN9`c@Z9FZVQ?+EKc+4x_
zi9+3yp(t;mR)NtEIpWg=A6zF0#?8AN@q}399x5xIdEymxfOpva!{-Gn6!XwAwtPXI
z>WOm?ngYbVmUK(6@6$B<y22aisbf$al{w~RHwr{>cn}Z`wm=62;7eT`xE~Hz^LGjs
z!gydewCF5kSCp@R|E9<Jez^|>4FBw-75mV9)s`!4-0U=vVJlz*DAv7nsP_nu(@T|9
z#i;@M5Cs-7eietGlP<P6?k$S`$`-YnfN%FGX*+|oPj{#b_}2T(jbi9qf?<UE7EqS?
z%URnDKe0U*b86U3nz)!x=vKMNgW`oszH5OC9t2`wE&v@{NR^67n-dsbk%7CMolu?u
zQsO~*M_^zvIvCb7V3@sxduk|M0lkK@voAo+KD8^0^R{^Igq>JfwiBmL+GJ(gr3BXc
zn5^z`R_!ZNjvOXmSZls0Oh6`IofKWh?Ty!8bAd<xnHx!C9(H^7-EV%!THUUt>4_Eq
zV#pgy5H~kHZI50&ZxsRRs(|Q`=rB<z+RpY~IK~rDtuQGyAOz0Ir8%3LomSdm3od9F
zm|BG52YnDex(k9RSn+)GxvPLa3F*C^CK5s4kHXxge#=(QoRtM$G*+6%VAyGnKSe>K
zA|5Zl>a){mN;tBIFF;GQ5N+tub?|yLuugr)?%%#?*Dt?ed%OEKJ5{l%$+Gvjv)e%`
zk+$ijWy@9P>`=Vs`PUWxApi7`W@Ush9L5kN=hC~76$er-gfAtg{LC9qjx()7c@@pb
zFv8L2O3R?|URTu%y%}yGh(^>ey~BamLKqfa(5swGGS4mWA#vaWScBFOL&~hRXPw%X
zb=wUq&781wby<E`0WK&kFpl$KR0%MQqY0DJl7KquHLc%V^M!Y*+>E6rPg^dRu=d`T
z&p*tUXJwUUW$YYUW*p!?VfU_Fw>xamzF(6O*o%f)1;~|`af|}htIx+(T3zu(HkY^O
zKJytXSEry>peGGOb@NWg7s|yg_xyqjq4awgmBxPE1;4SPI|i(BF=+PraQY6--H`S6
zqa5*0&s2Hr-jNLM;g53f5Sbx*<tDm`oM(ml(HE3$oR8S4_M*G@aPLa<kK*2uFS+9s
zm6>;cdxv|EPd_Y=DDfW@=MPQCi4x^2x<7XB73^K!9(M1h`LR>mJpS_Tbl%JT5Pxxz
zLT_wH74N+FZ@LdW8s6j2!OtJTy#t&@SKdU?9^b(}$Dl!BV!zJmLCJU?U^%{#OMH1a
z<;7S3>mHei{Hg73+MT!G^m(2vuI{zEk_C0^H1~Z@G1CqL=wWvm$sM&D)>5!PIz6tG
z&-Jg;WyA_V%rp$<#D3&sAGO8hX`3mTm8a)yW^vh4`6(Y+vV*oA^jfmv2bMeWAxq>J
zm4;-J<RT-l^weT31LVO49GA?=b4>4J+FE9exxIUmJuQ_IJwk6Upje8R6FVjU{b+Cf
z3n!K$JA>SeT}(ZAm7Z<r;~=otw!MwJ0)jQ~5vC)<N7STuIo%Brg8ZbzT_FXUIj9BT
ztJFkOA2n8{;~x|XJ7VFVo>0m4bVa&EdK0~-cgGlpdc&iHkNfv5hJ5}Y$3FMLsh*WC
zb&Gq5^Zo9azwkqt@Y3ZU*umc`eO^;$pJs|NgwE0T#JKLIN6@pb_uwUPkiKzBX3Sgg
zCJtFQV7-i<(UJ7_QV(?Sa8FgR=o^3y@TE?{WK0iamkvfzTl$WS{+s{vKl3=>FZY3f
z;h%eU#inItW<~I<8d#BDUpIBAkWeW}f#6JrT?WL20!oOMz%$;&Wd*|gX(?mo>zJ|r
zvpGuGc5lpf)#f^~X8VHx76HNDFjR3=H2br%C!^}k0Rt7wjsx@#vmYe+KoB^H^?%_R
z1rNaV;T6Tn_F7E#E|*JoW-f0l`6DZj^(~7s)(=LXP~2=+)29JRQqlL!s^OLz1|Yp7
zBjAwT76dw2gtoM>WYxv8O;yTPE|qP5c2PjP;KG8rmP{!iFU;W~ALPvi+*sPug}ejp
zn>XK-u;}{mv^+Z~<21WBFJJRh?l}6ksyx%Po>oKW?EA@T)n*qKe6l=y4IU`|ff#dd
zYtx6}*{+W5@aXkS3+$~d3JlM2oG){{=;x-9KrcD@^)?rS4gUr3j*uYVG(c!stJS?H
zmpNIDoh{#DZ)$$o=gay$V;U+IFKT+jrje0^((-+!RS#{zu)rPyi9;wDw$Vp&ViN+x
zt^GAyyL-#p-djE<p)Nx}^^SEr1|Lf3F=x0qvmjx`X>J%xswa9>1s(IMhl1+HhlOMe
zpeR@Xz>rf|Elf{|04Ksan-NJE@`EBy1^q-9XanyIyMCe;{*xTXEg&7di9UqU2byFy
zpY^ztGIAJ3a;NuRew8o$bU*0Wu)S~H#;&zxz2~Q;c*^q%M}DMI91I^?m*c7>>~ZB%
znnN4~qHFpI4EMwn8G+%sbK;4Sl#P@DWikPB@q?E`bn4gl?aEibX7#mo7p&~N+!Uz?
zQVjGKv4<yoLOB7-OcR-&o3q*FlU5WDm&Bi{GSMg}I;-4rv9Nw1hN$a^Bz_ma*PZi$
z-$mEp9u{HFYY&6r=+nc~s!(vgYX~C<@TmJou0)=xoXB~whmwOAV}G75>B$fEOB@ee
zxQFMFJ8?N5IO;Kkf7rnTIB59)sf)9D9OFZAhy48j_XqOzkb8)(?{=XrMh}rYrr&!w
zzIy%e5U1;D{E$5GDayw?d@B5Vrbbz#`2BC3mb>`=q0sO6{sUZ;J~@B4*9TP?*W4c-
z-Fv$@U`Q|KYvKzMH9YV>d<u~F9cHDxAw%d$n2_Ftzwr+b!UM$Rpjvu?=~ujGWVF-n
z_~~{&%G7DQ%x~0dK2#2P@qpc-uNh$>6adC$uo@VL5SjEVak9I@xeMp5SV&nmIk3w7
zjCZuqp@5v`*lXlkb$Q7OE6)gAm%O?H7-pNyae-f;SdgFIlF{9iTUij?l}cm5GQ08U
z1wZm8kCE2VBcYB2tQg{#%w;~KJC&QZ9R&$~1-g|1^vH0~wY~K_z7QFaz>)WC4Tqdy
zq>bra=+uOCHFKr6)^~hb9eRvj)`!8cl2ZPerXjj}+K~Z~WP4EQ8O0ImS29{M!n5u^
zsawKFS2^dbD8KG>aS-kADFg4LZ_(BN`seU1ls7ypW^O`qaai;TFFal4lRW8}dFXue
zQ8`^b3_gj1P8G`Q`Gm)GFIo%^sGAUvcLJ&0K6O#weU~j={l|Abv$&KR8unNWIkI{?
zbmaYq|J%PtV(**#K)~>?|DFHB>S|~m0U=KJVha=-Q)5zAr~)i&=B4HfS>LofEynbt
z6-7X{FzO3H4vr>lqjzMx-Jmo8mQ8*wtlH2}sX&MdNbz}83QyzkgAxE3N{96H!YycT
z-~xKQ12lVH1SU|H-s`7)c+Z*uBvuZLMNi~pDPt@86~}v)krm4-;1TnUdrAkEQBv)p
z8ut;+eawfH15*HKlm~$-8l_Jl7g(crnmMg(-u>947wqwi=j{CHd8<~k%0Sq>8(apx
zT-d2xTkG4laO#Bj48J8X%-*le0i)c^<4h|Jj>g0yW2lFda>7xNNh?<-txzfoz_4m~
z;0)Z9&}ubXqNglym6KD9SzQYtDW-F_yf|Z(sY!3}2m}lk=90oq-oBunh#Hh%C?g;E
z<_%IFF+|$!mgt%Cd8w`4EeB}j>3Ic~fgoD@s#ej1<{yW1AV~eHJ^~nS_^=u89sI~2
zJp^RtptWu5x8Ahvjr(3!j#P#Y%-e<D>|I<{*)yezFW5^0{$wn{YXf>uWn^XZMdh#L
zg3WnK{4)^GG9MPOgK^^4v3Q~&;5;rM?;{NUQ+kRo-U4aVZTb`zltYT)GJ##38!Q5p
zE^qWFpXWQ<_OKO?_|w5XQ;D$D;cxM=c=)K_w4<)tl7MQh-n3L{){@03=S%1ndO*c*
z$}iI`5QV<2p?DL8XNLl<3AUxn*}=HdOwn^hTcmeJihwCRx?_>)t(RZ4)i*9#QfUJ&
zTcTf6{5w*<p*OtIm!fP*nbNz&-kMDB$ycUqaei6`nCPgsLvJxW7z!SE#Q8=k@f>}i
z#*gp$#FmA@QOOV7agfM4!1XxQK9r|8?w}F_P2f3{TxfeC0{oFwP^Q88mxr?@=R6qQ
zyW^v10-qnh_W&UfzT><1bkV19iT%Hqd#|sA=39Jy;NYnr?C|$q@x50VLcCX)_jZA5
zQOJi0`bTmRf!zHeVMB#S?tx$K)Pkd=ACB*byC74-z28K6_t(xe4_wSk$E^BCbnw&z
zzIza--|1V}{U@|(qUJqed{+wIkuCh<bVJRt2$;4IfQ{Y(KqNN_jVbDTl}kf`rWqk)
zx?4_pz>n(~bS7PSJSz&eHbb8b1)`6E4*AxP-orS40ORKBEvxNq+oan1vUCj{2Q7ij
zf~?`}<dn@m^^_&2PODrwr9u3(AIX(O))FzWR37Q{L2i<34yLk!e!>dMy?&yX<PY+Z
z-K7Fy^v8*Yo|oJe4IXNho?o2z@_QP{2g(8%?l~A{zhM>M7j(1s0eO*R#7|%tP@KxM
z`$66|?rpju;hkj41G&(R%WxbcrVRN*moe5VA+vo^^{l0`ECQ5%5OXPdzhYS6`~pq=
zDRNXWj{KANIFaam;0mtqbTL2j1(_WlsVC^ILLT#6h!1&5B-EqhlW}w^InnnB(7OE7
z;{>|M!$3#fd7hD7stb3~JM@LZL;J8uPClaei3qw3kA}i9yS88JSgph9s(t%E{g?l3
z6wmwPJ`gZ`>3jd&`eM|h{?Jl~3F{p7WL*aP7UoYeEL|-4+33tuvLl9_L#5Ss_U!hp
zRlEB3s@=SG+xBV=f6v@s7_r@I_{v5E%NQ#^sdDO>Vycp<Hm`5ub0Gm^A&B_M52n;R
zXKKI?@36ykQG@V(cBRni4Rs4!6-#evSlcS$B=0P0(tkA$0bmIUfG_Vn7V_Z?piFrh
z#H?pA7S{Q$%E$h!Sc{x{J~O{)XU?9n&wl!2_VLet!cNamigA<(V8;dBxZS?`rrj4U
zKJ@8N*`e}y?dm0u&%p%gi4HQntz0bof;V4Cpl}TT&`SnQI7N;5w}4@KKKEPu)@!w`
zuXJGGf&}pdG!=-*3m~0XnRl=b00Jnn4Gzar<D6vtQyKi9o+VLq2Pye0?<zm^1weNN
zOqsed6i6KPnhu~;@t$=+7IeT^z<EOy{oGhlSrK-vdR_G)ONhGFcMKRn+@Z>`edoHp
z_QLbFv3cLp#6uk_3k=0&1?qEUdf%rkRVZ1Zijc~=U?guS3l3XmUTrE{gaN$n4g_p_
z5}1d5&h76y7-yv|7D{z`+KRJ_mQvi=e93#7yY0IFn7hnk4z{ad(Md90_Fe{6w&Iph
zWL~oO5Fh%m9AKCQpG*~Ua4mXx4~9T31|9JowD)X`!#0|A+udteqEPj{lL67LJVke+
zSHck8SzfKf0X5TdSWL=%!o--;Q(B>IKuP91vof2;b7-||Z`ie$Uh+dkR0GyJ7+FUg
z-;qDx?4G=d*I8M-zO`xXZdYXxePv`Uoj7F|FPxRpA>&rck=5K2s&7~9&K!Y9LVc4s
zd=&Fe^vwTA2Iw{agY$3_wgll(5z!`Mr&5F)y{Fk=R6rNNu!ClPd{YFTs_s!<Q4sz<
zNK1|<d<NgKW9>t9D;M(e;05W%&TpZqNB)o>4;13$_MssEKe{;1aQ%bso%wjDqwe3s
z#nCC~J1O+u?%gyyrmxfAU;Y3Wf6$fND9nSuf6%>WRB}$+NCuJqG2MSiAoKw)@~K}O
z{-GR11&H5xZ{Hu{-d!i}h%a)U9{yl3U1FVtPxr5P@z#6D4c8~gUD|-cIe3Zv^Ga39
zh?-B`l8g<DjR%&LOiJos5524~jPii989hXqp}U5R{z#4h#8}wNcV)-v>4zsM9sD!;
zRo_~ZE^gcY+FMo@icTdtuw!HuWLddn`3sNw-olAg+4a=;nDi;ey$o`8hX)M9edCl}
zzmd{qFJV8%-59bDqjydVrAb(qohl?{L;JE_7}Fmdj5>)zI}h~JKd+<kj)jEul<%(H
zv1V=8*hPm!GME|%7)C6)PS!6WxkeB8?p96lD;z`>9eq@c{PO4*Kp%07Cc-el<-T;p
zQKBS3Jf%3;+D-Hj?ODu5{A7uBR9>%2lz4dHO5KMiui|4D{K&t`?qS_Wcpu7*6Fp%7
z<%;R1UdQ_9OaZ+GNIe*@^p3E|M^87>0S>@J)P6lWQrV%q9z!oL28zOaHXriHFUkkw
zl-?WfuX)eSp|zzyUwz@Sy>)lPHg+4{Tm1k0m0uyq`{q6nFnsOBF9kxwl#xPW(|`6v
zWI{YYpQx{#kv)D8hhdz}^)0)7`>wtE+GX3@+jT#<cB>;REzIFrn4hy;KI>b^@Q%4m
z{DP7U4FQG-E+{u2!VvR05cYRUTQwFBSJHqEol#&!8c_HSqlbnGL-35{6T~Hc=*i<9
zJ<>ksQy+Y*5g1zx<Yg1ErdPVvZ1~nBKAl312Jg(j<Xrgqg=PEfr+&=-lfU|lRxA~i
zk0Yz^we9U|*X)Joziac03-%K~`vt4l_wC-@TOnNu1<xz_*1wdj+8lcZX0v{x3|1gk
zEyG*nZz!O~A_!>43gUQ`C{*+LQ_2f<R7g+QiN$#V$fAUl>Q7+@Y7}bEl-kP_oURHF
z?U>>10@_<KbS2%P(&|}Xh789I(=(7xB`lLG2}tFA7Y+w=0(LAu^LUjfMHgtTf4#Qq
zxZP6TAy(3I0$GWSOcM#P&hEN>?Ti21E?s&<H11kfbYwdp_EAm>;AR9^X9R>7=cX-L
zs90`#(eeVs2te8>4Hhs(ZL*b^w{fgoe$Y)<1OUL)D_eO*xFE2JgSpyd79#`tx+23U
z;HUf{WC`Pj8~<DwDjvD8$Pj*nZov;_NBDS8GriXijES2cy}61bkx`Us&xb2Z#Tz>Z
ze|iT$JgB4KoTl>2)E`$C%!O8cbhg#ru3WN>>(>Rm8)_#*YqJP-Fp|-xxKswB>Zy$E
zdAz;1=X*?2_DXr$R+bj+kqhT-c5&8sxJb$%Nvb|Yq>yeb)jdzjqpn_N^2zJtawvZh
z{Zx?fP65KF&>sC>zsS2^RU+LHvFb&J6{8#B%6om+dvC{zz-1CIRnc)AC<0GY4x^7-
z&l~MmE~G2j5M90P>+1RQ@5C7VQs2mnzy~3tq1VN8NY>rC^7QcGTkPUGgC>$3o@Y--
zSCnA%SzmPHk<k{pk`CblO@j-x<2ygTA)mOqveY|_!4MJog--DmGoSaNoF1nFaHX>#
zrj2{iAOHStr*Hl_+(!9~9C5}k^pT!TuY1~noY#r|!SAF>If%gJi>_pwo=DmpBYBMC
z`KT7{7QjS~j?>q@;<GXKCMFHO5qB*210C?oJ-?7OV&N^k81XV66rQSu1YS3Co`1rS
z6wmTQzMvCz?Hv-z1ML#WJK}@}@C@bfQ}FccX?i;HNc<69ocbYS?!sM&Cqzq`cpG#S
zpw4wH(K&EL)~ikUHKH^Blm>ZsK;-WgC-La#6mX)*pe9bHJNkFY<<^d6Q<94q>Z@xu
zSl>{ZBN@Un?z5~%5ulttWfP@EJCdxoWZI{UF*N}>PT9ygauRML=UfvG-r>7YLa#gh
z&{gCp(183&pRq+I-{QJ}5T0-SQ~7zvD|);EwR9NNx9(ZHw&h?yn@-z-(&yw&SW6Pt
zGSE#jHebwJW3R4qGP1@lL5wylkBT2EKx6M278}7oOga;kmrl#c&?s0k%Sozv>3Q=J
z@`Qk8u|x+5z5k+t^6yxL40?VeY@+nz-rLxDktv?uyZ+$6esSH0ILKF!oAktbf#jUm
zbW0QuT;OfwB9ewOq5Ek+@gi_yJ{qGgh+lj{<tS7v?}Bc0uH-2s;28-Sr*`2j?)b;<
zBmewge$g&py>9!v`@%tOd+Ftu-S7M5J`gZ`<(03h0?;Zb85+F^Cb|p-#+c&J>j}V$
zi>Nq2L0<}(JptJ<V0UZVH+k;18LDB<YnXfJM+%Ce!}cp#+u7Z=x9_Z4TZ-BDSCl{@
zA<}a42M+Q2fdBwu-v^c+M{x($h(JY1_|UWhhWRfrfU1{geM8VX<8!a?K5RugiZe7s
z-UYzvVTn%wh6Q#$Y$E>*F_A}xmc4gv5E?M&ornC5*_jh3?F&EkC+t7^-~UA^oUGlt
zcGX_^?)PnN<GwtM>?eNWC+$O@{giF2-M6*%d)C7uR$P>FKrf&&6q<(ehIEsooDBOQ
ztb-LOU`|=&2chJ1k`;%82Y&KHm{KljCl}{zBA-)!6;{zP%;61$vWJ!t@~&@A2Z<8j
zo`(jaG?XM2E+GLB4h93qgu0L#PpKXyAZ39gt;Yl|xe^a?qCA{-;tStYz18$GC9^ph
zL3x`{Sn{!U_51eAzx22KnCHBNa59_mX*a1<*3$A*ELChypnh&jR(h#w#n}}r%`O<H
z-}tbf(&S(ir;qZ-ymD{E{6&K3E`TUtJiQ}9xa5+7Hz+6N=Q|lE?+)6%9ta)YQyqXA
z-r|QZ?uYn}-v!~sKZS5V#7%nc<cHek9m;~927i!?F2@cUJ8yV>hVQ&fiQkEt=^^x<
z-+%2z+mNwUQ=6klNb1FQ+5_8Tqy9tD!KMDtws&`Iufd2+UjSY}p}%#Lv|_O+17prk
zom{rrxmlZ@pZ7V?%sCen740TOE42r;3ECls1N8-+;J+{>L@s2^FQIoPDl@#`bYQ_G
z-vfY;!G7%gUO#v?>@XrDg}A8?zAOI@nAGk`)3>7X4*+JxOPxa>(KzsD$ftYJ2kJ7U
z$#Lz3#~|?}oiCgxC7&2s!4cMZS82k_OoejA<Sy`s8?Z|IP-RjG5A$%E_+#f0<Od+e
z-(iqa8RJ1NK}Qb<E!Dm$7pFiffTs(u#0~{Zn!NY2=p8)eiy-v?siNc~UJvC(=7fBO
z$e@q&6Q6WX?w~uKiJN47mlgL-Tv1-+f^z3u^p%T0Q$G*!L+r>0H1hfhVSJ=bAz(?i
z7bI@BUWCTPPkxZGepGuDCMuR+k<HM;OBChB%fNR56_;InjA(!pSNQY8^}~L)Jkl0D
z6)$tB555PPfWZOJK9rWzNc9Qbl@Mu!Sjn6CT=nhYqj)^9oIiW3jh*M%!+P&+q@O~b
zLl_+L3eZZgWCFf{MyhbymdEdTQcOylD{qG6O<~xU%k!<5;i_NMrZD`WW5NcuaqotW
z>RUE7E;+sWws9m6hc;15bS_{pC-N0Lk}N(<=WLjiyw6l@B3JOyJ$k3vE|eZq+N1t^
z=L<aTz1xZhI*VFlR5FzI8}b9MGQvsEx0hVygSIhEy^Q?y9qcgZvY=Tls$H{wYu`A4
zBqJT@(pp#e#yiV~1BDq#Ulgpi-?Tx8PLVN}nVjS*M)dYgoIa&fKk_%h0Z?oenwwNU
zGCmU9ZMAG`^|ozqZrI}TvOWHxCoNwoNCqkiuh)=Ie%>pcN;)s=tCvY%bw?%1ugZph
z=n?ZLpTc|OmkcVeNS?%&5R>AE;9k#hTCt-}8R-s(69s+<F8CG6JuWY=%ERcaV<2RF
zBxmuL%w$}4k|w%*D827fOW-YU4=Rs-n;Tnp<<cAWz3+U-w}*Y@)z?CD@00sL!0_{5
z|FRR7-d^U0I5UcnfX>i(^-;uRTdAA?4w{)dVgv7%lrDP&o;ZEps@2kQ1rg2#iYkD8
z6Ibuuv9EsZd8^gM+-ekj_liRBi!odQC|t}q^c(=V!@_`|{9pjm<({}XMw8W#fZG6!
z0j<#laD5}+Fr7yn{wM~$SK25f(uIRy2AEiK$MfXzC_gS}#O8bhe6rCw!{iI|3--Cs
ze8T?BFaCm+W~S`hzxxfla`}>VnQN`aoRU@j@BO8}Y>zzkq+P#u$?mM)Q6r3cBSj!T
zsZ9l;*N<mt20h3N0?7rL-mzG~1%~{h4B2slydmIegfXqA%6U7nFlFO1Jc!1@FanwK
z(Zb}yZXCgg;EnIBz<bfi7hO<Rf%MUkN%+)*@+Yw5Jpm|pHJS-o&a4dfIl~b+AU~d6
z{Sb7Vtk)CRMF3|?MKwId!P)jgrZ>O;75jU?^h*-n2UbvCllin20cGN=Y_?<-fnbiE
zo||2=2|cGL=PX^QC`}1jg-0<^C-itEm3;>eDh<jECphGd9Vs0verV*q43PuGIn7<b
zDKtXd?-hUK2N$p_ya}&CBZO8YfCB0CjfW_0U19|k;tO$x&-e>he}(6FIN}u@l{Xw|
z@-C}#48(WLA3RvQW7od=6{`#A`Vp@3Q|k}xUajN%bJLqbdi#4jcKgm<_mkxe`&`b>
zo;q#k&z!NT>9QZEU941$gI!Q)UUB-3D3j9>nz8y@SAkF#{pf?|+sgtSbPxXxnJb6^
zE&sF=KF~`AC`9-kmout2fG;OhVR*Cs9UJY3US5TE<rdnXC*<jbc6T^byZ7ir4TW}1
zTVViKAD~wV62j{3;V|?NxnU&U2kcNLk6-VoDwH$8pQ&IWZoma`5SRQAR&oGGdkys)
z;t!yNvhoHVL1r<>JbF)jQ5ighz6W{)85Ka5uEa~>+!y|cQDOAxaqAf#c16W1%gApW
z20F9yn;w2b5GM}05jO^^d=sO;=UvFP{6z1Fhhziak%Zz^8w>B~FbH|_zxqRdJfyCK
zAx+8)`#Q*Rdg41cWV7>{=R@3~=eQlRT3&y`H$9Wj@Sa>#wd4ujkQ|D5!%x!GGqMPf
z<+M`zgb4LayM-3CTSgp6oBYJ(jgwS9_0Ky{i6hcMp)3Lrlz}ojZ^(m}E993o33L{C
zSwt_-xAOWht#RBt%@vjR;1UgQp`qeK&$xl%!}Izs8LEhatW&-@c`ei#`BHn(J$WZ8
z<O28pAjd8G4tYnt`;-CbfG#`e+V;j>>#VNY4AUbH>y}O&NQcs~g|Vsh$WuZ<DV?=(
z0pL+mztp6S(nXY!8iDkW@<aaU5$1UC1L<Clf}cph(;}DTflr~MF_Tx1lMlh@3<ey2
zL`!`O^Q0r^g$Z>vWCsJ~Z6F}rY3xg~4<!%7NRIigKB`xxe<VF#Op8A0q;1^aw1c+F
z+#gxH*R^&lbjZ<}*X5M8fu3ppipLksNv9nMU3Qu*qV5<c%Xa%s2iq4Pf5JZenNQl}
z+^oVW-^x>BOaRjBEo3z;_(gxvv(LLwH&hmFh-XfxM0exh9m4bDo+*jGs9s?xR%l_;
zyYO~Yr~X#=&Rb5e5EuRe<p>q7BMEWjDfwaUG}s8a>)VjR&*WWK2g2k@b%5-1tR~&h
z2syh@fuG>MWG-X%y*=BxziOA?xMctJfAimY%I}x^K)~=n_~rkJl%3!~_@IO!dJryD
z6y4@95%UYj1!nN$LQ_JQA^zo)r)*}5lh0JSa)gKZvCe2PY$E-o-}-IeKpJp7R7C+u
z1L2A8L9ro$TYWGNRZYJ5?*D_o_#GAKJ-jpwz4Jv?%(K!r|G94h>L=!;cwR<5drz3Y
zl1~_y?=TRJEDGiCvD8r=Ob=LEoU@O8_!;}jKk<`(*v4zmzihw%mETii>x4P5Vy;v&
zWB>7g_J6S16DRGBS6{Td_isB5U`!Z~q$ry!SR{y?zt_70EBsaV7>p0~qns!%A4*oH
z=wS#JsUp(1$$Zk5<^&q)L50EP2QbXk0T(V_R%n1SK^TQ_fu=N8h$5goWI<Oj2JnX<
z=NM508OkM*nRWm(KAv(qQV?fXK({M|BL~A>8A#MyezIZ{vO*6zr9}Z=``Q=nSAO~b
z;X;&yN3uDA;bKlexM2Bw*`{Y_?c}-BHaEX$#vYaVs=|j;-(0yVR>B715`+W1Nzr`k
zKPpq{(#R<nc|f7{0P}ou7v-5s2#?M;yy6cRoQF_aK@sv6|GZPm&@m40@52=ekgsr0
z>bQuO(2)4`k~%*QF2_6Sg!06BpsjfxbY&sQ>hs^S`&TY2uz<0Au+7|Bt!rzIZosn&
z$FZ7MuHUk)?Jd!8)(SE<mgcAJV;}jDEw3zFxs><1OlR|=Ysz>0pqCV0^0w@GK$tRo
z%4YZi8!T>=U`?ii;HPY~c|R&!?F_}{^VCH{{Z&26Se75>UsaA9Z2(#-igE&aNeg3_
z-Y6+CR<q+T7`C)!+T@|+3L_n&pXva5k%v$pK`xO8j5OW>PKXye5HE(LABQU$!`c5{
zPSKZXMWLsMLsn1(Ea(Ys%X{Y376L$FTSp8(dU6NiISfGB5u--Thi94xN?oCuHbk2h
z4Z_q7lpTD@9@&&V&NFlo_(%y<98ebJLD5oXetc)UC-}f=rZN#0rAvgd(dUFjUh5rn
zaXF@XaGuhSwDCe-e2-UsaPsq0eAG2u7Dg)+gmxqkAwH;qe|^B|>LWz@=fF7PUFs$1
z2;z+V5>9C%HwZ5Bc>Yt$EAhcA?iD^KPte7|a1;;UqWrVpE_L;w&EOwdg<g<+Q@uK<
z(nHv7hWNe3c>X+3x)}%X2+S~2fFmjD(C_ttj16rx=q%!-E^vTEdb9E4(K-K<eE>Hg
z8$JpALq3$6CqSNYPBUG-47zt9>*+I!h8!bLp<EN9Lx?}fIh97TUt&-^Lbc-`K6jl+
z-Kz{fYA7CIUt&^Vn@M(_Xw+)nF~b~T_@46irJvgEh83)53lk$-$*PSD#Ihq2M;nig
zDNmB?(k^O~S)X!ul&RQZdP<;}sRV%Gl&@*vL`)G?Jlt14_$mD%CwJ;S#uvm=K7H8T
z>p*#qL7%=IjzT97ZOdOmI|w7cBk2l1osYeiCHLBmnl<Y+*PqNz<{+>GwGF1Jz{{C(
z!RF5{+dyewf9;BG-`%i5v*&9@dIGrYz~o2nAAk+uZ>1$V_ZempjSqM){$MS}k=kEc
z`iS1**_E?)_VLGUW@$;3MMfq4bXle}vO|&cn(D!2B1KTGdD~JM;(5E=!*=dRB!RCK
z%-_QoV*=OE0d@%(CVV4n%=yOA3F9C1!*4=qkT$dh>(H)TUMc+e1P6Z+C+!SAf~VnA
z+N1JEe32{;JgF)rJ+Biw!dRcgl)uoP`l31hSgg-ZCO`hUpVs^L&wU_Z_<#8C|GF=j
zLP%$&Bok5|&TPsGmBaC}wf&kmNVdu<;5Qu<K)7OUNXbqVEW`XzIg|?ug$nEq`gZm5
zCHwC8Ua*$WCq>AIUSR|xjN?j<8}3y(uAG%Nd_-l%&V{tUlYg(&z=XUHpeFd`o(jbg
zE&ih~t{{2GuxjidA<M!CT~r=~)|j8iT`m>8HykBjtxnlTKKfC+@WkU*sFdvP&Fl93
zSH5LiJ3CUqh&vd|teBg!|IL5?pIc>i#$J2rd0XFFlMo5{jE8c)7ee<8E0aTL3$62o
zg69PRPtQCVVrUn@5EQ_e_YfmU5z>^Sm^`$Zau(^Wd{4O0<%nt(!)b{U^<pAe`RO0M
z>Npya_ZUl<97y;aN(j*y=xxGs%@+$+EEk<7!^E@zY{B>VMOZ7to@XTz>P30$%ewA0
z8){s#<OS?g*-1B$0NF49{uk|E{L_Ex!qn?SL5ul<O;)NlJF{R5ODnc?`jpZu*dcRm
z(+tnSPk|4aQwO!6G<!^kUPbC$G*ueV9#)~Z0e_UAasotg9tV69)j9RRLdxJMOMI0-
z0ERyY$9)hYdQf`qCkn&W!}%R_jh~}iy$68#ok#HhX7A5}Y)!WNJ}m2;s@gT4xld2G
z?`;ehydVGq1ObvJ2^thA(==&>9SqsBWravFB!}pb9g<~BmO^ysK|zJX5!Qp=751Ye
z9Db2x*%7j>;G__OrZ`}{xD)!`?$h08s%h8WHJtMA_g|U2b{9_H3HP1@0%z^|>dRr}
z%9SfuX0FUHzx+mC`tc#R$Pw^vhn)!zZR?pY;(hry+gJX<KV+;qPN(f&{U;c~-*|l7
z_U67Y;>T)^+k=mvwqO3@d+qRa#^6so#d!SLpZT%&$N$KWw|74KHg$5*9(?$u&Ft&Y
zlaC+oF+kP|>K3}=OM-s!&XYiV%Co(-(cXWspZ2@O01)F58F-H9l*#eI!88VhdgzH4
zTbq;i1D|`VO^+_xAp^0-ZKS|t#N(fi;nCGR2NB0UkMG;r*<?brO<r3$Da8Ri13xUj
z{pOqCkrty@8OG2?VAi!ODtmhe>Fkx9`YIpxDZA+1?R$6H2k(E7qo_Qo#r@N^h1Xtt
zEl+8jDBityyB*{hKtIPl$%>4Z`T1nbzRpLX$Fzx4PoIG=_wQSF2cWDT!ry0q==Ju_
zXI`g#N0euW_<8%vS3aPPI#{ZSwqg2A>U3@WdV7t2;R1!w_*Gx__x9V9r~9<KXE{Me
z#dT{-jC=I_GoSrT+wlcv%DVq_FZgbo3h&5Rp6yS!nEc$jbvqM*<0JQHLLb$aZw*4r
zVV~;u7$+h2MZ+*u50#y2m@gwnmo<b}>67Y<h^{ocVr<{zz^<;Q@8`0Ql7|zNOInTx
z>*V1HL>p_AlCpW`_4M!<{jJC6Wn|h1x@X+UVlkqzc<L86p(`Kqpb_FY6oc?$qfIuL
z_$yyz<;2area!7k$kMhB{kTmYWh)=*(=sSS+h7cQl+b?G_Z9r=s=AynTM}>kvmbV4
z(R5{~(u<)t%4~xCJ&S$aM^y40F;?%C)p*-6`C2CX4fQxr-yowgtE`Q)5A#XPI^%<F
z>#Q4T;<=>Zwl~MCybuSCa|}Dr5Y8u_k&{Ns(<hJ79gV(I49C6p_|b>d)lqa<T9!p}
zepG0Oaq0)RuC*WBv5d;&TAQq!pJVj~cgFMeNmhoRO>VZf{d%6BIIj2s56^vfLBa(m
zPx)E#I5_fZCr{h8bJ{oIo>~0Nmzp)wsh8*y4A}lM=Finl`)S$}dT~y_loetw4bM4s
zf8y3m+M4abRb7qQXQz(c^nc0?T+jM{?Q{3qANe2tVmq51wO{$0|1}2jSK9Q^6nVJN
zRucw@Qm3SW33b<T=k$Wf7CL9WXsBb-w=>69-@946+wQ&lh4z`x|G{?q^*1Oly1cR3
z?%liDCcfXZwVmyMwrOdqPtPcKO;$=rGI7N3QKFVThBJ<AO&~9#$eVPwL3m4FprH<q
zb*(;&ANnBFWS{!d4#2JK=s~zUfnySbVZA}$V_$A%$7V`?l#$G`XlVO}#&~irL`S(h
zUYmzwf6}IIs(<h_5hs8@`_q3UX<ih(6l3`R{(t@t)8S-hOogOlK?&`uBT%l<Y1;9P
zM>STw*XY#UcQ}^!W2|~7owKxG{q--mul?5h8MM^SdTZ8>p_E|k)wB2^G3by_cLu6c
zDm-&7d}n>6@ART5CK@!Xc=3s|gL5Eph1<sk4ubA;-nnrjgYwq)M%&t&WWexvvzyEY
z*RT7z$@82C{On?_J^kom`{=>@?d$Ko*XB8+)(*A|RTcKe?rZH|`d|N>S$+F&e(CSD
zkLjFFF&2j5?luQMOyS^o|Ml15XOaO-kmbBYmol`rfdO#y-o5O#e)Q2tAb7HYe7oXN
z9sK(FQM*ouG)I{Upnj-Bs}6y9?()XQR_;Cu$%|gdTI1Sd$Erb9XPuQOJ6mUnXBx#c
z?(1vFf=22p5)IEz(PPa#lUF5>UprN6V+=ayzVtVnqAVH#<c&OO&h7o*__g+T|BL@J
zTO8bDIb{Hnk9&9TVWhm?Zc)xPabf=A+N7<J)+5idN6kDamrYlr*z=wJNXcyfQJd{O
zjNmqJ-D~UHyIH}o6SVxwE0WMKi0b%n=#Wl3pm+fTyp;|buFg>Kq>s*l?`ks|TzZvw
z2f-kNQ+i+d3gIF-exhkFG97#gJ|cr3IyCFz_`z?r2VeSf+kfy;JD)SSpce-iVxHLY
z-rlqwoSd~o28#XtqxRl6K4{-~v=`kM%u9XTrt|g;YCqi4m|*y*&{HWUbm&eJl#+un
zg-Y8HG)8O}uCRI>p+=C~E|ib&4mhCXNr!FDlJRHfZ`0gj&^Vsfd7?(xUwABBI&^pw
zClg&RrC9xktIm>l5I`eo7xqK8(|X)nowu~)L9kvN6f)UM()`C?>3um>!_|Jp(@*48
z3=P~9zu-m5Et3O)dD?HJe&Ht*Yw1}rT$V)~e7UEu>0tg_oAf8NUk4HmGpl|dBV1a>
zJGe;S%hkp$4LizZJCxrXcyGN}@1b3FVVRYWpIKKn8Z}NZj?e)cxP7T?*2Gu?k3l=e
zAcH*yl%u}81R{I-VU48}37V+`Xr%0<xBW+!&=Dtuxl4PKzEDu!?)f!3hL+{A?x+{b
zWjU*VHxqP${_?(G(cIZ88G!4;!6OX%EJT20&*644#~x)NZTmlscMS(YW8Z~|@$$3B
zYI)SB6N?)+w%RWJm}ii?$8q(V#&0*M;L*M*lQ{K<d`u^EF%aQjnfT<u6OS@B;5J_4
zTO+;p-8=cx$WU*UwYq+-Z8G_L^Q||icP9ZJ)#$iZIwT%QnP@o)l;)i~xA=dN#Rc<r
zGGia>SmaZjGw6B>lOJ%nwL59=yy3RA75e^T-|%1@@C%qX;nRt$$1bjBPw>&<LF8iH
z`5uq&@Z?Ky%9NblDxx0w0gq>ozTVb8{z|($dyjGNj5g+Rp32Cf!xx=BF^WESd#9~z
z+-Pm{ZhN-A8+ty4i5cM7?RZ9gT)$wFc}n?CnV4pUn91z?2!nT@v2i~JGlK%gD+x(#
zTfTTk|DaA%_7e@<GxamkF%HiNQ;p6}>VCo<b!gN1IeI~R!63dyT2EH`>0kIm?Z^J<
zKiM99?Y;IZf9vnHFaP8B+sWQ6CrN}=F2U~@s9cCMcgILy2+sn)`oZm-uygu{wOent
zpZ~@GN&AUk_{FTWu3PV1c0bk6U^FwHS~nWLwu>3<*FMnIY}<97tdU^v;S(k(kK5D7
z58L74J`+0ZD)dZUbRysamrSZp>Gy2+$ZEWBZ<}<ScXDe#<T0E+z50RAf42R=7ydxT
z$I15X8k1=kwxLmKix+3g9A6p2Tn3A)&1RhL7|fKVz!AH`m9_Vu`a?h7<6aEB6l3^5
z{SW?{ErIg)P8+u~v4}4XJJO8M{Mm_R{2yR6TpJT9$6Fn%-t0j}$QvI05gcd0R0y55
zd8r%@l$P8yDp@Cz0YSe(>0pwJi2UKT1JX0Z7K6UK2hZ}WqS>LHuVP>^$ooP-9^;U=
zbp2wEimy9+cI@Qo;EmV7&)yy=J$&#WpG6!>GeJ>mg%TbhXU=w5f9jw4=V{DG?H~Tv
zf2Zv|{Wuc>qzgT8?ez8z+a`nbF2?rejoWSe_G@kT&JFU8gaCQR(8Z8-8_LJuc+fuh
z`j;uEoj1lh9oC5rYvoznzRv8NhT|Scm~A_^d<;&b#`u8>Mc_XTV0L&ISvp8<?A)m`
zL*GyQt}uY)aWA;0$v?`Sm1OEha0Swal*iA`?g_6)MeaX!P_)CaPH9+vTmIOsBg%9I
znP7-v{C?$&UrGny_v|<5gdL<EQ1j9jdAJHNJ-e1i`5W6b@Cm$yMp!7&cmw&`*|dH1
zrC)A)7>zf#kmdb1+vaQUw2Q4f7#p>+bKTC0GDn30jai{ogmA0F^6Bro61_k_OAsTx
zYDM>)UUcU=o%X@g41T^~vO;~RizXFHAIp<=z!hEhF=N7r3*FYXv0p@&PYXIhE|0$Q
zrS|3j>hHGc;Zd6qe0p}=e(UjG`})Jf_GF&{@Zz|g9iO!?z5lR%@#_z0uNpcGe!abn
z_Mk4`L4WSQ;hD{z&&=dx=Oz<}o9GsU9`RW{KsRfZ%6_2p4;}jAxYGue&81L~Tdl}f
zxXHw;&fKCbw_{}-<F4b{PR&mY@j}Nuln)3RPst7a%1T9tK{I#p(Mg0B9!DP%W6wOv
zujFpIY@-$Lkx(OF{o;%qN`BT87$H`7k9ry)ekMYRw)FnsLR@L`vlVM_hc^66-vMv%
zJxIrhG1fnHqS{(X*~|LLN-YU6?I|hsWBSOmWMhv0soL^jy=0YF3K4`Q7sSNVp>pv*
zchmbb3D+lNJ{k}C<#;K}lkz)WxPW3h4QmEk-Re2$Ci5jdpE8!g?uVB&;7wnbMoBW4
z56do1@bcI<H1KoBUP&J(|MthlXHB-o8Q#i6A(V_s1k{T{zKBixNc*#YLf0004vzf^
z2}b`Nc@Q5I1H%DsoK86G>ol&D4{@fcf2QL<;iI1kHEGFL7LBA?W$3Zw11{r{XV1Hu
zdF}c|d-L9;{nQU&q*A_F3?Y!$F{UT?+Sbl(jH0c4cxY?Kj|$m|sozxx*1s$3Fi{s-
zp)KjVKYluI^I!gdw$)$z&lxu`Tvz<8G5t63t7}_Kkm1MiW&2iJ-88?uZO%C5$r6qi
z?z6RjOkHzL&i62enfRR?v=t2DXLCRETn6#{$T&|WqTXEj))1!L8i6Z}pQlW;HMo3G
zkV&?fKEXKFNF+>S7(?0fmNkgyl;e1g4*4wu$9?$ti9h#;+fV+&A8%j%HH_i^-!HYV
z{-X!&m@=vt*Wu5j)a2I{(7X&>RTi*KJhOix%*)BcsdaVZ?e=H?M}MXL!9Vj0^p_ic
zq_6GmKW!`L>V7RI-M#-hvUehZ9YNx?)k(IZI7V8B)`k0p|G_`{jrR1Tuebe=-*3~S
zr|s6A+wGkn`$Kg$GCZjpB~N6;rS7O1r9Zgzs4HCNoBs9WxUCa?<HoJFy?YB<E*dfZ
zx*ZX{j18BnhnDRWy;AOi#gwRb+qF-B&D+&zC-b&Dag&!e0eC)z@RX^a`SBl1>K6qs
z#Tfp-{7Zkdgu|ubV#C!p+A}hZ_>4Eu#-?x7S3top2XM3Ns>;P<unkEEglZ6g2JUo-
zqu9Asc<!sE9RAa|kw4QJmK9JteQUlaH{BUCTsxR_GU7VO#6`#Ke>+1E?YIkwhgQ09
z!qT}*)AYLY5=M2(t|W}XUX;1KN7+!ikkjzqY_HvM#o(lU_}~K!yu&EEMRd?tVb6TL
z?Tibmo_)J}^Jcqo_b!DRMuEK0(bL#8ByCIwG)Ozj>x5?&iF!~bs~Cb5ATw?0yP~~L
zBVGYlb;=_nA2EV&<8^i988gbf#I&(V=ZCz~;W6tpUrWJFnJxRJ9eQ+du0XiAD=Yex
z&An$DIIiG2aCy9#Gg=#)4c?DC*pQz*dV~@0BT(@?PA=55QlvrWYNa3E&<Iv8*L>?f
z^;i|`wg(3{<>nd4kACY*ZTk4*cIWnH+rIZ&Ti?CcE;c>;SviAGcbjJ%6rg^J%Kz4R
z>4wxxnF%+HYfW1i<}zq@u<X%ib#l7jj+ybdwe_~aWM&mZ(>f@SZr8Zvq1z79qM&zp
zv+vJv{^;l1HD~L}V9G#pM7h5B8|}ldeGyr^@^IQ79Uix@J$%|89voxno93)NdVJLW
ztA7j*^0#gr?9_SnbHLWtR(t*Ky*veQwadxX+V*bSyy@z`TOVAFKvtCB`l+^GWsOYW
zzo2ABMDCWWx8RO*89v;ffRt7FNq^Ap;iOTI6JR)UtSED!ERqWp?bKzzH1_0G<1MUp
zP;X-#B~R)Y`r>)TkO61V7~#_Q9=d>T>kCH=xn(H)0=bQWCRNc1Qx!^<gRi;=M}Y4P
zga$%eUgPAS7=s7P;Y3^#S#4k9P5e&HfZTkFB18wI1rJ8`=<v1RJ-FcL<r3G)hn~_Q
z@>p=((}0scq5cRaJb(O);US8KnQ<6c<RQL`5#m~g;3m4)L-|P0xB|`!cPHVY?ZgE-
zsfLAKU&<&GUi(b^v5!EE?7E!N-})qpv^6FeukKkc@hr1AxMi!SEdy2-3WtA`4Sk^B
zvc1Sj`i7B)d+MAx^OUwxRiFIKM}puw&P3nM2b}Q5gl9rMXM#h@dpB3xPyOI#yR&Qk
z$Rh^$wVif);XZ2X*KugOZ91{NaUWx7I|kp%HD&7fR8JA=Nm0q~<oKu^JvnUCU;Y2K
zmEZg?+vc^y^w*wgym9TUJ)7LZDBq|nCrWI$Rr<E|t=blsV>>aBtjj#vweQCe_N$v0
zGy1}lqpS?K(__N+a}tEcu;Y}*c<PVw`V78&@omOro-QwYqunZD!A>wZXBfi_9k~qG
zAoeN75r*<~<`a(EUSU7|6aSq*+<xp&|4jSvD-YVQ{L(MA-}=YzxA{}Y97}B-6kV0v
zn=)6vcKX)L`8DXnpHu2*)a^Nfy0-h7_9y@1Kihu%pZas{#?9R}+dF9QfAj&^J^|Wb
zEW6(BzIL;1@7%>t+dQAPqf_Xf`5`4gP~jH@=j}_s{^j=N|K@MEecz**xkaqCcYo;J
z_7i{fXY;goed88muCgTa4&uljN>tp-dSVL66?L~QOrJc;3+h|DH`*rs`UaCeCxxP^
zm!n@Zu^KnpT<j+^Bu;(I)*R}hwq{T--2G|inA|$EOg@45V?X^<q4A>Nr5MBi@&EJ>
zq!P?|c?*OvgjoN3<4xyO@eyi5b$jpl+;m0o1WQ-J>n@DK$(_L9jtF3oAD?4R-taVX
z2z@GDlJX+EB|7={F_s;U*eZpchY3`8J6h=%Jt2c8cy>|)s{bQxf;2EHz2P-zRDS0g
zUE=vmypsjOplv6RN4)2!;YGte2E7ea!&M^C@(tZ*D1Qvw@NeGv3;3ANfx-de`gJ-K
zm<kW%X+52-x~I>^Bh%2&06=ORg=K^>`M1-x+}_U`1~7Q}c!X)wiMzrgjTANIlSj+t
zWjdJ(9lDePB7EcvZ}JnlE(TOr52_%hv3%o^v$Rbkm?nb&$$ZSay7Oj?eYa$!Q;58k
zFY*T8vc{l2r$as5&mOex?MVz%KcjukqudzaQdZKT3An3Fh8Y5pTs1gy877EG_zY)w
zrh~LjYtSwEty2f{eb2N!kl}nSZyjS;!`*mk3|$;<%xmrr2o56dw?k%3mV9jGxA$jH
zpSJnYVLN>Kq@7Zx!-o&sAswopE<a!*^Z59p9h~{%2eWuea7c&y%fJ5B7|CTwnO`s8
zlKbxM+wK0FZ!rP#JZtx!Px49U$?i@b&*sDu<SU2yQO=UZkVn<I|0Eluf-q&1eT++a
zSyt~oW#FoN7)rqh<h_!X(H1Q3BVCN5PBYO#l27Z_I<%dYKJ}Q~?Qe>=5nf=BMvZ}%
zb!f76leCL_r7hia5YoUHR4zfhs5@!K|MVGLzFEHv;jz;-KJ@TwXjea3GPX>ke+@su
z#UrEM!6{lrLmo>8qkrjivrtfmw2(R`t|X%05c?B7MaTAHfo!{<gi0fhOoX37SW4s<
zxpDay9QesN0<9XLO*?RLSq9_EQ+Ue4NuBkM+c2M`RsUCgj_5s$l+`P;^sav4tg_mM
zt8bInj32=*UXmt6dVgse>B?*Pl`Zk>iHWP5Sv2926T^}ou+Be0+q}{rUqTt(mClv&
z${)Y?>ux!bSBze$Z?2xVA9#Jze)!GPwmI=#o(X;14)L4qY(CEsmPd~<Hsx*oM!Sw7
zySC{mG209n6Z*i-7{fkpPd|@*Jp=yu8((Sj4}Y_5&)$b7Wg*{Z^J$xS$_sqh-ZZLR
zh-j0oc5Ta#5#0z44dNX2ma>(;(V=6_9=EgU<F?`w>N$om{?p^bTpGhU!``A=j~KT(
zkKKLw$0u!ufvYTCOnrvY>+k5u?GYNimBbg{+&bZQiaGxI$+I@YJ=tDsf98MuPqjCG
z>PIj-zu5la-}$BX{;z)APWCPHwRXBDpQUfMuSgr-8G2(^*pK=(SdS}n%Y;wn>|fVz
zey;ueU-}o@PyCrb-*$G^+Zwv#dl;&sr}N~=a_U|N;fwls@ZQ7ro4@+&?cnKNJ78>Z
z75Ip2_1RH$$*0b~c=wslzTNKKzZduR{U4zWJ8*$ofD?7VlSzZ^LGVs^bc>(H`!!_t
z!I!?+w(j1_X%{z`5UryJ8ylWBWfIETby^)P8z5dT?GxKlr;q>4u?RiMWKvY(T!6{M
z6}f37yRh{$zaO?q{Kx;?k5+|njgBP(Bvf`{EC!)E9_BLYRD}uL^?HiIBB-YsD>e}_
ziBxvoNiK>B3bp@Rx(g_4b$B>?deb;|*m3tUB!gejxm-D;EhM}$@s1~%6<*2$y`bpN
zze*Df|KUkemB+i6ok2$mA2#LS;SoV)1BWgpe#y9EYZ7JQsRtJ_DB}<)Ioq{Jmqsez
zMFyy{Mz1ltefwJ+5h!~25YOXrf-T8J8fSjul3&lR8gSSmSiW^w20>ajoKA;-mP5C6
zOmBxJWDhSqd6x&t=51V%mep5xJ{r;8Mp@kOoxEv?Ocu)D%L3ukybw@fq#zu3r?End
zwKkNOrLp7i?xW7rd^J&{-hGpV8bLxaOfSvUxeRwB*A<k|P8m~+3BPcksf9Mgd`;Wa
zXMeX(2<SjAFxszSg!?#F9>O!1Wi@r&+@AT?we;y=>}YZtgDdB*{2uM+v*qq_b<bsv
zMq&`zpL?$Id1E+f^R^C8e)!~idwP7_zWR-a?Y&1&DWm&d>k+>7t5IZ!XYRiA@%CG9
z*QziE@CJjbe6DS7V-Rm;f26BCnOLaTk%zJ_p7T#xB@8bzN*&-gFFVhaNi=b!<K4pR
z7IXu~OT_)d#%Z*bpY+^QLqX*(^mIZQ7`jS_yjNHmvSZ6akP5N$5NGmOK=2F`wd3Q_
zFOOw>dN-{49&uu9at}%4ymv6vG>PNCv6jhmu=V%9q#3+aKN9C6uS&~*X(iHd%T_$4
zUO@;Q`Kcs599-K%@Z!afoQM+iNAG(a|8d(kd*1Lf($-{F$qrn@yo!hLoBT@`#x?r-
z@KnjtUSdUzK-2LnSxd9>G0Hut!x(n;ON1Cwx*eF6L$C`U62RaAKW#zdSC4*T`lK3N
z316Mp^e4(9RA6$XDSz;lRb->CBc~XHVVFOSLY(5o5311Pq+$EeUHR4B<b|dYN*L~9
z3qIX`A)c#y-p^0l&5dX6hwh)Y$@)dx+GuTibG1#F%+B_wZU5opHhuJd@Sm*^xw1_^
zw1d&L)BKQ=Cm(o@xBXLAbGdvHc{+cLfp*gFzm7q6=WPr_`j6>eTYJXD8{_Tx(Kqlv
zp%*=&j^IxNp8nXE#at}O3vkp^CQFWs8r&F)XR||Oj1jux6Hi~D!wBRu-uG$TKBvyO
zC)n+M8pF@%`%X?U!ZdafsQTk}i0RaQ^ltl87s?pMS$8hOiKb6mZGYk~{A_#YkN)BI
z^<Vi?`v-sL@3jwp<Ks3vBoWN#ENJeo$E1&=9yR9kj!fzg!<b;-wehR8j-ndJtGC{4
zzxbE`)%Jy-`={F$vfrT}J$mLg1W%`#h3B)gwRU)P-1Z*(mD<Dh{+IrK`}m`;QgxL5
z!u{0e7^ypLr@wq|`F&~i7WHz0VecyL=38HAH}Aey^$mY%Pw+qsi(;tnX-{~fNBqv1
zv|OXR|3`o8Z_=-?x6l5_=i7}t_le(Ven2G?AL#j#v-j!~sKaV({t*`95>A+Xn-gcp
zZ~_vXHlFr|9~{S|AN|3168ECuC9Mp9A)S+gvWcbxQ)sY~6+48Ls!&cSlY@`==`M&*
zu=17IGWP^Z&rSpqR;fCQVnn`4W1Dh?sSMM~Lz;u1B<$`e1j;(H@ED@nGfbS!09g^T
zpNp>)Y%o_1V8neAC{`j;{^V6*UcR|n%37p~K>np6t3swh|HGSQ(Ma~Leq{w)Wb!ub
z{Dd$&60J*lGLCy>YQ}h^qd_kiROh`aOBy+|4#VWhFhir?`bG2NpAYlIuR*cPGhhmN
z(J7&#9VcPZ5+N&pgj)p_X5Ck$xT!Pld72<@k@2tiF@QA1r;+>*A#e!uQ=v)I=?xy!
zCKu4d#3QXo>)4q|rZ-h0O`MYIi(VQZ`4c7o6=gmI&@tuC<yI1jn`f_%;)7p|V=nIr
zAqi2HFB#~Teqt@B`SQ=ZVWG=C|D{8k?1SU-QQs+@qWj8x<TuNsKUY6o^<aQ7Gv)-R
zl*`ZmpRTO8gR}MaaC+Xp_TXWAa5S|*K;^a!^1QLN-EQ5!+g`i(dfV9E&fd4N-%%sk
zZ8RFf8W1sXl!b$IZ%C1Yyvs*i-tZHV5YrfD=?a-J|4Ad*!K<>zoA|6O`O_ExVQfFB
z9JnNA9z=%Tr+{&iP1Ta7XK|VClS&i_pGCZTq+k3S)O)mqhhie|4!ndJEKUW7Z~Vn;
zkP8px$j3M;LDKkBHc1^hh1?>oZNsfD>dGe!GW&|Sgrq2XT;0oGmAeMeA#=hyjX)KW
zc&`de*6}AQe)$?8&lO(ui`U9K?IM2D)_oZ1DJ5mJEv1|Wa#g<4?CH`6I8Jb<oY^<b
zJ==yH94xyAF$Nfp;HJOfvV8|6i8IEh<xQRmz^~4ij+<xLO`Q4{PjIR;>|ovKCqDg%
zxLIAPI6@Lv`SpB4(|ju~Wa2mP@)wWhS9psw@pm5ZJ7G1>MW^dbqF2tR$c5|dfQj?d
zcKGB`J9zrIO)y}iD|9-pG*8w&on@olzkRFSy?rO!;ns6)W*dd?hIoeXg#KXj{%709
z{U1o5=h(6Wt*QOdlLzhm>4)uN`n0W_crwuAwtj8id~wSyd($JoEpW(K=OhIqmMS`$
zVjxmqu9$i@z3<vsN7tykb&8cOa;uDi7{7MLGYnzR^|elY0^k-oje1Z1cy{8;VzYL9
zT#x2Y=SQSD!5CM6R@%Y*yd58aLqDmJ`OfFxYIi^TZrlI(<MtcB_La8x;eI*=w^!z)
zGE5$>ZSJ&Hw|cB?rN2?v&aeAq)QQJRzLx6?m-gM);P3ci(thU8{>Ap=Klf+JmjaO2
z@%*A4JbK!mK787a4yM$>!}jFi`)xMcr$}=b<EcI}raZ2s)}n-RAiZ@xgxUZA|MW>j
zK~(uMZduOj>l^L0H{NP*yz{ws>;Btq^Tv&84b=T;2P&OvC8W6s>WXm9cCg-l_3!@e
z_N9OLOYMy}UTd%a;19K1Z~s8MdFLj4I59$hp=ljtF$&$Sc4t`EU47~sd8ungXW|{8
z?r1Yv3?j}aq8h`Wf9K5}|6<^!7{h<#FMPgaP0nNBmkBFGL3xjnNtni`gSRh5*yGyi
z*r6%6XHMTb_bEjxm2?VRnlAA}EJhyjRRP9D=AD*NDn;R?B0D|ftjo{_+()D*oywqv
zTh;;{(f@WD60j5_KI!-?PnFj^t0N71z_N`n`7)ncHI%l*Y<=))-%YTGkQ;A4X6vj_
zn_a`g(%L+-(qwAG<ePZYX4Xo)my?Ec{L;biKRfB`7;x?&&;Zjg^DIiLBseKQcP}YP
zyBEDKaftK?pOh8e<kPZycZMF|CeL~k#1(q}2iGzcIEabVy+HEdpF#9VmEJHedGQi5
zm|1pi+0ueTxnUD7K-@%`T0#V95I^&aYxq+p_%?~$rEc+vnmXftmN2<b7P<U~_(~T6
z`vKEfW)ba9l${fT$TSADn6CQw41m11vf!<p0ln6VG`PorM?YNon9ZJLl|w_AXxbA4
z%E@_F9IE`!+R?>X-XLFDBR^;!oL+Cg{{CV6;=xgHgczjY%AfgE*h<^lzSVa9xW<i}
zZFl!Z+wy2E1{(JV=1ueo10;i%onf6MQLA2(P|npZsvseYJ2D_Y^RApqH-+I(It>dF
z6+g;c{pyv%pI<W!8etj*wW?eAUSpLveL-kRIDc`Lv0gs?{vVT;U=S}KwkKi|WL%ZW
zzv5>Ya{iLHh(L)piF;VNLCUS}RW2bkqQ~VAEb>xEHQ<;ULpZ_W_cX(BO_I>7uqaOO
zC@c5kui8lPlV&MD!19C*>xcAZ{HY%muPlb)Ho{!pvklreCXCBdV@ADxGLPax5;`od
zX%?tJWNaYp2S84LMr91Nupl9z(wevNrn3WuPx`Z!ylmyfp!~H$j2z=H`A4thCCu9=
zIq(m;C5kYQZS%Arf-EbUs`sWZ8S&F7k{K@3RG1B0T{8ebX)SZMI^fW_OM2saJ(;p}
z-LMp{^t`*h%S)|Z8$vmZ=kmN)J9Tj)BQ8oByehv&;9-og`QctWnI5!_)2D5^|0wS+
zoX_X<AGIYx1M|+-q`kSb*|yhQabC$&p~=Qt8G&mXZFT3hwz=~L9kgfD;-^noJ)2_~
zeoX&*)F#*c>Lnf1`6)E!ZD-r_;3sVl!|~DMee$tvD_N;Mrtez8Q1-=c%V!^8J68`j
z$bSc3G^9OQL+NM}`$bkqFRU#3LX2i6=Q}rVgwEmKG*8Y}D9hP=zpc>|-r7J{sgoxd
z!~0K;+WxUm&*(25zc9W%%F(aRt!XP#*{62o)X@bpeYWCLwaw;9#nx{$+40Z1fac!e
zanjn~xJ_@yq~O+_x7s`J{un&HgW>+H?LB(j9zOm}jN-?rs7EWF=c{#R$j5Q`$TN{W
zN)Gyt8J_s!i*&2V*Lu8p`*!=x=YF95%%A$x?FWAJ3vIH+q=d;so~WwN<egPqbyUCV
zk$=&Wa-bBhc6)Ng>1^J9`EUJy+LwRx*D<tD+r8KBwlDnnA8M~-WP3c^+U90-N!rrn
zRwTMk58chvh>n*NQ;ataa!Fs0-r2XDpUm4&{DB`y+7|^c#TfqI{h4<oZU+K8FQFcR
zNB+c>urj;hQk*t&{;J`2VV|LhW2IJO&qperRhKtp37hz+Uwlv$u$p7O2BxEmuXm1Q
zoB=V>+;fRsowAS@hvXv>#h<^R@!z~E?NYfi&JYGe>4=D{7?i;@B+||^Ts(>OC%X%o
zC@4FF%1E5f5sgBZTOBlfRVL3GH89y1(d^&y=$F+skB@=}e!l6dNOTX`$iLvtW^A50
zt%1IDbxm0#b1oaUY3!^u?$+&(aG&_XgNdaF6#wOxA<OD#Els05lAlD3)(NT&d$=PH
z9OA|pE-$hbq5RUwpew&bUV}gDL`X@E^6rgE1Ej)-l0yU{G0CYsg*;9sPCQwkSyt*<
zcPEu=LDxITF+RZ2s2wj%3D%8z8$=MCISb-jj>r-0Y{4-M8v0k=e+HkHWKC<`<XHO8
z62=c)nNCiou|D-flztOh){(~Wvo<~Ut$JT1G0%%O2eFJ{1{Hp1<o)4n+UQQ(ltF`G
zpgr2ZXkVOKAEooQFTpw)T}JA2ZPM<)^)8+5P6nqNyIXB_!=wAwv-ezsVO=+aP6loU
z3s;p=&s^p|2JrZaOMCHxkL&{{yU{i)93Hp}-YioYb?TV?gaTJ&(sm1rI!riM3`MRo
zbQD~brD&6mE3)k{coQsl(t3~32_$ax7sYGQELx-wW%(lvS-5hu$UjsIhD=TC&$2%k
z<VB-R`n?V0U$VI@m*teN$Rc;;a9L*aGZ#FB*{B7}0e;Ht`vg@-(JhjVdJ)P1#%%<U
zNBi(>c<Mq4i3(0oxYX~oJpvSQ24S-+lAoYICMhA|fBwR|2|9=xU+|DW{+#eZJ(!OW
z8N?M5pjO$_vh2{n*8uh;fLaYML(pR(OP=stq>4A#k`LYLwvic2@Ix_!x{svCq}I!@
z(n;jQ|JvS!J9G;t+aiqY<qJ(SMqjdZ!hV~$ahVQB_j5PIyXpAZUab?43oPS2B~KdL
z!3JTreov3EP;#Fqiqg{$L7#+X0)2YgF6PJWbo!*tpM2a7KYG8-_8+&|(H?!vUOT{8
zKF2V7ZF8$_(N8P89Sm8I^4w5h(99XTjK`K)>91~JtkPG_F$&X<P$ais`2@@r=Uf=J
zv$JRIVCIp9)*F4{^^5Fvt{0^3Ga{{a!vA9oSC9MJ#t`@DJq^wvFfOSZStOz?u9!|X
zJy~h1&D(X1PhSp%3ia&?4StF4{-*D?Tx<Ju$g|mLcul-KpV4Ph#uI7Nhq_N%`P+xf
zr^mPX6}jmg<C?r(d`OLD9KF`|_D<R{e5jinI~#3|(S98RdS~}eTV40;UidtrH@=v{
zkJ~!T*JJxU-t;WnEDkKM{W(IZ_X}G4;WuAzpMCcW?X9=pYG3%tpK71|gFo8tzV&9l
zy6O`UCu;8Nwmz~@hFe|8WHfU07A;Yvk+&b+@TsBK*>u`I`pOsESO4+fZ|{Hox7yCm
z&Gy4T`lIdMJMXj`_g~Mdb0#_Vv#Bp-ZxgG#_2ue$WuPo3$-mm8I_q9y@`EowH1tP)
z{3i<W1;I-(hX1vn`&=s6{?5u#5$S&Nrlc#tY1FV)1E30za?wGJGbh6_|I$DdG~lBf
zY3?&aD%v(0R1myXDqmXWwWcwW4n*axLEaMz@*+s6SEY&Pmk3o98>_}+j!hw69;1M`
z?fCuTOdb!Y@jX7q5pKE>Xh1ogROx}oylDvM0ypL9{Fs9Vq;7e(?DF8xIAx|j<tQM-
zx#Zo(E>wCv5lam|M%oZHro5M2xm)Ix#YZg;o^Eb0W6GyQrq5nWKqFRzdhRMc=_Nb(
zla_|B1+gqCf6qI-bI*&3fD?#xe$ZRfxa)Yvn$~zd((I!}<Qg`-#4&GrPs6?J<f=hA
z@wd}b7eG{2+~mQ$EW7FDJN!zITLxL9x;_~{co+@2R>Gl?C|o8XUCPL%E*dAg__+YX
zTnNg<fc%_{NHclzS9#zB(IDgeNjLQftTO;)|2tk+qN?6IZ@H@v(nFrqoiBelpt}uX
zetNA<>FhOztvg@XIHDu=vEz)vV$Q%YCHzA==&zwCmXqXd1~WK60rC?$Q;;%vTDx)k
z_4fK(pUJ-F&CQKEL1Lou>z+T_vyU)6IfS<8;5-Zi2l(g?v_d!Ztx$?#u`Hm0K<Xtj
zsrFA~!jVFyB|&v#)mF1_6JNqyi8dxlC=+ri-0}~%v@YpZJM?d1obwacbBL2hT=+FV
zQ>e#8!0RwZ)fUk#n|bInyu!vcc*w7l)#2W9!_>1u!K*-Cs{a|QelbF+k{D2ee&{G`
z^GV;vpY<+AP0VZJX1>YGaB!0sGS46hj8i3id|6D$A9$2iZ|EzFp4Psk>bBB|H~N^`
zGcW(fd-Xi=dr8~LQkc<4knxxK$>*itd*PaQ(Wo|@<N$8|%UjwtS01@jZna4Rr%|V7
zbfGbZk>d)nv~5f=*i8rcKd0G52KbR-+NpPS*GzM-Nnr7bHwLF}If0%N6Ny<)L!?Jq
zX-F%Hgml_c(U?Sz=yg6%OjyPxQT%V34kZslp`F!V@W)HJ#%Xk`6Rygo4oH(P4(h;f
zI~6L%c3S0^#p@LP_~c1Dc>1W#o*uN5Cy(0E;}6=?2VZN4Pd~<ho4V5~My;}T9FUg{
z_}+q_tg=JaGr6U%;j2L@Ki2u)(Q$jq_`QpvJK4D2ZezsRul=JB_uEH@Cv6LP+$8+X
zyIbwX)_U8-9@rpkmFwW-wEg1;A3{_^+WsEiu>&-mSDVLvwzjE(j4r#j;CStI{Op+i
z5Pg876Zn4egh=wdcN-4j%hzq599D&Eps)JH$WzZ^p0$rLbUk?jbohrpeY5y}oMX;q
zK1r$kh8(%q6I;byVPpKMz63B`53B!@_#}-1+9~h8cE8=n0RG$;ex&{MAN#p{S@oVr
zv2A-wl6!eg17noYHX^@5)D^e!X&V7_#A=IEM|uw0gA?%TKOTMbVf*TrzS#c3|NH-y
zNrlGun{R)vz4rFI?X}Om+tzn?YYPgp*04XD&r-kX$Ek=jZ9Xn1jUEw4?W2#5J^dXP
z#w543{M^s}tX#Y>cqzv4pZ{TIKM}G9YP})pmWGY>jWm>n3UI5{SgR1_jv`b=IqP#K
zAA<nU0CrF0v0EFv(r7SA&d2<qB4iptJ_%`jl2JirOfXR;9OYj!0W_u^T+CgtZQD3C
z5aq+h?jx5ow`+u+4SOYL-Hrjluo#p$Ge9H+1Kk%4%-k}`0AOb+&FWk)l{6fXHiHDH
zrgK<OhE5{vc;TpIL%QrICC;2`mE6ZCwU0`|@)P-h8zT)&c{49rF|YGHLKj{Bs$Ak^
zr7*P3tBe3~Vi1y-w8X7Jyr<`$d~ip8+_S$*Ug=<Um}jKr9fvsTgkZX1lpB}TZA4+L
z_ryU<U4U%r6ju0Gdu65Rih+@qMSA8fj7dre>*p8AiAS7Ud~5cNL!O9Br><q1G=osd
zFi!Kvsn1T?u`rk^LX}mp1sJ1@oE(g@4@ep=%cL$#);tVXo{~#BEWSoE9f}&J;Va+n
z3qF{hwWHabu+yvtA9+&5;j{LX`aOoA$G~}#g(lK4fGuj}B7HN6i>o-YWA)=DH*VZ*
zx9{C+J2!7qCk|i}I>B|^^{7}wQr#Seu>!EHVH&q(&EOx}{zpF+K0t(G1F+62rnvB5
zh2`stc%>~p+eyL=9l9Fyk)B`LXX!=~6IJn5z6z7RwInSQCS}sZpZLnt6^$Mmwxv|G
zk*WR7lHYWTwEp5v3oab)RlBKL+Ed9YtLaqEIFcyw@}~?3UGDj%Pf^#4fAg<4E?&6}
zi>LkypdoGZsZtx$Wm3^x@@yCZ(!pKzTAT}`9O1nJDvZDCvq=NnBW>D_SEoN9{V08`
z@vdUpw-l=VkUHg`oXQ6Y_!lGDU*hVr4JivB@mATCZI#i}ibB+hLJVUK_ihM#fx7_w
z#XU}G`Xi%ELZF{Qak(m*bi_p;2~!qH3Ez%oDJPd%dyg!70Omj$zxs+(K(-mvn+NIA
zj))^os2NXK@gQ!=+xuetFh2SA><JrZB};3ZT9Y`-A@;~SJd0+ZZT_|yL^XG{c-Bsj
zp0p<qzTQ6i%5Sv8kH6kd4qP$b#{fEpO4VJ?#if6ehU2+LdX6cL9#9l@6{p7Iqdm9a
zU9|0uwYIZiov*gP_xPk85vh^64SVlkaliZKcH4C;MpoG`+97@1ue^8I9#AQ+m?~ev
zZhx15TXf2I!9Rv?S5+B8Fr>-v*|qlZoHAKH)4)q~*+Ozh8```oh;aVn7B8&}x8oGS
z)o&W+opA47%MclN80~jC>?(+JsqYtUf-G)r?zHXAt@hSC7@(j1Y`gQu8}0SaywmQy
z_FB9D#+&WVoqKsgXP-MrdpEsRs;6fS-=*7y#()2aAD7@c#%fyiCl!XL&5n=Tul)VL
z+5W-b{=4mXe-GPjt=+nPt9|ANKi}T^fzP*_x9_%X&n3QjJ11MHo05dHEC!B`=%imE
zPCdz2LywNy#~**#o;-Zm{^h^&FIIjp2wsXYycJ=054mqJh-<t|xT}bH)3dYXO~XmQ
zt5)7e=h;yLlGB^E48%`>`HU5gC<Jb2aU-cQ=50C+o_tlMqS^#pS9Z<UaA&=$hKr8k
zYFnCi<dZvLrgPwu4n-O&6u)kgv^5;k(mgUX&OA2z;7PX^qes5QTc=Zt!3ljEiF-0#
zl@{4C&Q7g9w~Swg0FB}6WVW?cgEcl$cyuPVHK~0*UdmYhT|G}2%0Hd?<sQi+Z|{&)
z4o)TnDOwNVhs&3hYNDWQP=3(lLL3|D8hO|OntEY`>mxp8j4+CCZ<b%W8sO6PvUILq
z$cz3M0zHYmilA3xRvug-Hh<kS8k^-)9~ShylB|e?yRcMxro0obKWRE1^rfvV?cmMB
zvcx!nU(4vzgmoq%>vUpHU(CbR_3>D(B+z-WKqdl)en+<WHK<1+J*JD`l;86}1qU$3
zDe4sClU_bgF`T5q<D==UJvumSPoF+(PZ%Wpw5TsXpUMYmH9mW`-x7vSZLDr#0N-nO
z?%in{e*SiAGjD%u5RcE%)(UXlGZCYVDMP2>%OojZdT8aF|J<u?gG-olPgxUKZNXp3
zju7cm&T<n9J>}Pl7&`ts4+R=o!{{C5ALY{!67<!|D=zaD5vP3nD<DtlqWgx6w8$$7
z#CPQh(7)ho0QHY7l%4UXz8N3hN|(y0aWJB;2&+6?r5SX%=g+n^R=w*QG7?f$X(|GO
zExV{1$6|}AU%Hod(sdBO_?ZNX+w&gujZZl8PyUgYf2OT|MW0y1T~gA6JAvj~G<))d
zkIMo`OId_R)8}3=C`v(Is~lWOZyQd=<>#If8jj3{+w+FKbk~H}u+o#{-OCxkU-$ZF
zykRjs(V5EMpsL?I)iA&W>Xa}lLnrC%8)JO-w81k^(^@|7o?Js@87D^5cbF%5>C41P
z->O?W6>cF@PZH*GVi7s$CBA~;6(hcYbiFJ^hs(u@m45E9|B^<d7QH*2wfWxTcJR?R
z+TI86wI^Ts)i%X_ayrdPHBK}#UfQ4X=XN2#fM+?RFU%RsuG5a(Cw(-(XdY+p7PW)f
zv-UA@ier`P*#dosNEf+gvkNBq_GHp*nb<$Z_;zoxK+RDSb+5p#A_gYzJn1FPnPtGQ
zp1Gw^T+3^Ft3FcvqL;qKvIBDMC0zCxpM;T4dZp)|gsb7<4R5l6DYvui(0~5m=YIr4
z^M~3SpZP4;yY2NK{9L<r_io$RSkGSIb@0}i801M$*A2n?8?fSWcJcQ-!7aJ;zN?&7
zMlaypkN@<(%~Ly$ndnT94%+F-tnE#owCTeS+6Q0#YJ2dF2kl^QAAYa3+qYk9ckkS3
z_wL?r@4WkkcKeObw#oL5wz0j_u5DsRZTJ~(h(q^`Neo(-BjSGRt6y#pKYGyi_dO==
zsQvqY<8OqA7X>fH7>=+36(Il%-Syj)L%$XFJT{-l_;UKJE=v2#eHa_dupB208UqYZ
z{Sm$#Q$|eD{si>&19#AMR;jVF;3=U6>6o~i#^n0bcstUF8&H#ka!bqA#Vn?F{DG@6
zzeyju-UmK+4=U3w6t}i}^v)3)GmI$Xd{ll!ry?J&GN!ZOT8FlD%wvQN{!Aln`yq55
zH~h#WOim^~5|PikA`UL^I&Hr;ekBsQ5V*0au}{ZFN4T|V7!94Dhs8sfKUW3FmyR|i
z<Ife#oSzAg(mXk>BgWPkM5Z&}Dt2(fzlwnlKN=y*EUWJFZpXgdnc%FIcyKc?IB*~#
zXr5_UW0-4TJKL=U(5KAeX^=v?(s0k?dt?z~ivUWH__$r=0@M@n<+)a|iPrcBQ@8b<
ziI{b5Ck~#Mb>Kv3;+LC9@8`IW$^XILynX#(-VTtXkMvvt@dLJ&$If0*7ehPw;Q-8k
z8RSVLZF92Qws&5`5Wd|ucP4r3+mj<ShJEzvDu5}KQOZlYtU^&IDQL($u=?0^<X3f`
z95WbtRX06kumC*88sYpLuos3wPnSDCag|%paVy(ODt>nlSme)@2}i|Bt2+~xJ#OWV
zKW=H$p{Gv?ZS_f`Lcfz~1{668OPBe|w@I>kj_jo8;qyrco~viprCtZ_BusjSXyQt%
z20h)<llSUh3`v|}s;44N9C!b9Tp_qJ1EgJ{Q2MhiAhANl>n-ZS&`rx%ZN0#Ih3Qsz
z!f)`Zjtozp@DSM%Hu}kuWshG#)wwz~>N426p<nI_D}Hc*WcxJ_@zctP2-lYF857gw
zg`4&=jA3#nuH3F#nXheN@E1rPb?KHqNL?r4)qcP_q;6wKd&yne0;D^w7@X=Ay1&p-
zL0ZK5!d=HqU!cszG2fbSR$GyW<P$!JkxZJ<sqn#*JSyL$A#BLYlO;N_o~CG29zKO!
zFCJYzSKoqno&MD{?)N-z^W)?8^u4dN{Ri*m=(HKe&He{pZ^wHN5i_!+Q_VXP8paM5
z&||1EOG*ac`oVM2z|(GEBC?SMwRL)op-MjTq;ahg?Ve#5l8kr4uYU?r+l}Q?ExjwZ
z(Ufu#I2NwFQor~ut(qS*o3OMi-Fmsi^FGpzzVs>-mN?K<&iov61?4JT?~cD2FYx<R
z;f>wxcKfx@wAbFa-(G*~t@iF8_|f+E5B+eyAiI0xRz8g7dC*QUijF*7V@&Ille9zg
zF@Nh;z4EJwW3od$x-CCh*jeyY|Eg^Ech#@$?>%Wp`%HGIL-&fG%%*Klzjl7kXhJ<r
zF=ju0|AY4U!Gm^<I`uR8+nc-X&Yk=1=IwiJb9*;0^=-cKPP={Yjka^^PW0yV<T$!8
zKc2S_-g~b-`uIVc9Un2tnYDlW-~H?1=|#ayF@~*}#oapb-x4?g)CyvCe!2HFLXw$e
zDcMyTRh^}@R_353T*Vcx##Mu_yaZ{)xGry$c0d{sa8;C_;F(JrMfa2CiJ!Y+!!0c1
zj`Zm$xC@5&ZZIp3f_Q_UkzZ)%szz?QY*(OhiepNX<1IYn4d8F^WL)I{UcV18jdA8B
zo^>bf#VRW4!z*5Ss1)*t%eX;Uzv*!rmRjrSwhZ7d>IMwB3LuMiqIQ0+wdxno$6qm0
z=_uXqWq(VTZrhK+ZrT{Y+&92?C4a1_yJvbK-+s+H4JQJ|*zY?LabK8WKHifD<GgOJ
zB6Dau>G6}EgO1&hGw0~Gg$FFFJlUz4*s^BDI>v6%@zbH+gHM^Pn{{7E1INL@PF7jF
zxabQe;<}=BFuT@%Ykt<AdbAp}?c9~8Su5K?Q?QOc4F;a)DR19+qusi7yKQaL8E>v~
z-^ytbbuK6aGaWe$@#p10sxgej;+7T##bIu#|IohVL)l~y2G6+2Y4C<WVdVoXch^SI
z3<*8uXg>ale_7T=IlF&3JXe^y%wYk8zWG&>z>uYb_<~O$d*njX{jz9h%49;Xj>k=1
zODOT;#;EIM%DV=p0WXu*h3wE8^XhSeR8rFLAV)<ve)I5AyJ=$;o3!$XK`5f`Bn4L`
zG>|`ySV$!-XdPEamG3f0`jv;i{G%RRfh@k#ggbKlonT?=Ur<UK2~~LtF7xRQqZXb^
zuw9Q}X{HQ4ml(cKO53tSh(W9og4ttR0yh%`n9YlHUW7}p4B7>$WMW;7cA7rZdZz9T
zGd_Kyx^H;zIWsXNd_hKh!jy37NiQ1V{7YErv-uc*>DC~OzL*FIj~##DjcpKVpVFr;
zN4=OnZ7AvO=ZAZV?-Zr{>b2@I_Ivx!mow9UVdPpiPo>cyb`SCS;j|s^KWdNO`}Owt
z8((fGdyjHd+w9<=UGu{d{Y$0F&U476cb!Hxp|7d^z0b1k(5H%Ot|v=PPc(Iv7A5FB
zkPU{_c{`@A6f<33dt5s(3nwY6A6FZS`Q9grgg@Z|eq|z0j;mr?kH#C8EJf>=(7EZp
z@(Z5`gT~P3<rUyDfi(X1)^_{BAO4~CxzByBz5ecxwAbJMOuYnm=We^byVJJm_kBW~
zW9wGSP|XJ{(r-{-p+E90E=wQG4;{Czt-$0-9Jjbe5+RKB0Q5ochY!BdKKkHmZF=yy
zoz9LJcTU=LdXRXxZ8eNyKSuSzd+)dX4<AK-J{8^B+H8Kx+bwiAcKw3gYZ$|Cx82u1
z+tx9VokeYKZ*pyCyTt+e;dOjGZGY{5@vj#TF9=?WF>K?s1{Oxgl9GHHd>W471HM`O
zh+D>AhEL01e3J}?eI9%oZ_6-nmhS_Wd0Tc1pN1<e<BZ0&j6d9ZN3u_(_eY#}AFqtC
z(SS#M4cM3A0}K;Jc>2S*3etfL9+vZ!C=mYi$9H)jos#ryRN^g+2L5^P3ktY9U!P>{
z6R@10u$a^=@iYwg><#W<GCScMo74RxNmk{-HJS9Ya@S$t6~*d%bc>O^JCPBV@?IuS
zdgCgcuIhwMwm>7eIyiY?KqAOyB`@}O!W_PjxSS~1>5sZt$N|K$BH$odM#FE1k!ExE
zUVHtmx7)_nR@+>!&usf;BL}ezvM`VpC)|rix1@E2xR|0e`0bo!q1Kfwr1X<h=gl&3
zr6ac7gn8N7D~|3pX^d_=WCEgN(hp7ZtMZy;(5_^Kx4;Erh)Oq}E(hbqtI$B@8wwKY
zX~<_$iI==*za$8*pw+~n@)A;}LA%qCSor0#JV>;7kVfz+E41V0FAx&O>9CA262Fn$
z<%_t`N-ic$WI)v51$sW*FEK7-6UM*Fs_HO<srQ7J%m+BJ7>2dwO)U44b>XGF>c$|_
zZ}qS6g$k-Lkqo!VB|RZ&10z25S0xP?-0AxmT&HYN0_3By%S8)u0_n*z;m<fH4n1BX
zMSnpR7h&ojmodpzeyHnA0CoE#vrI<BN<8J|Ua~G4F^Hw53}w!|3>TlUv?XxFkAa%F
ze(%Qaz?H_3yJ1D2@U+Q}r$5(7S0WNdUiF30kjdrK4#|pEPd;$lXC%+~Vq9aEA?MS!
zelcq^MCXf%$47hZ;e)TY{l_1*j~{%{o<4loPCxuwJK2AdGoDSAZFH{qw$-*t-ku0?
zftBsc*XDV_EN4FTbOm2>eAZ4e!jz#asRwh6-@~&!^>T$+bNMm<EZbQ4QD<DZupXar
zxmXcnm}@}X#)F$Yxx|m&j`$8pt-B0Y8!r6=Dpm0z9sAp~;XYp22jAGe-CleBjdq{w
zt<SvEe)tdmczf-gciY{aNsg@C*xE>cx(2S34y4^q!xQO|lQjIwo-#al*#|$dDTkAm
z0{fN<Gu;63hJFPsXV-tjbi4iWgKvDjeeKJ?)}DO)AYU+@yLvl6pd3Zx!jBoyR%X*#
zo9`bqPlIrh<9>X%?@bsZb}{B}V;FDm-fEjS?zXk98*OdV4~5)m_uqVzHgmy*=BOQc
zlpm9%|Jh&t*NUeX1TW1PzM89Ss4(9QRHjmHyPe;jX7~-N6{b?U5oVsxOCuO|)xCTl
zpmWf?3d^{I)_`SRmh%yo{a5o_rn4L_Jde(&;XDtXm+mT!<vd2*a@bWcZn>-@OjxGz
zt>AfSmcxXr{sC9h4p^ooEV~Dcu&e2W<+y}_lAEZxQ+DG!ZgrwbTAd5`Poy`zyS*>N
z2pja0HZcXsBaTY9pqKxb5WFRv<@`oHdG9ET_)9l4{Pm5tyM4Fax__r_-`LHkT0Ppx
z$G>*ct_+Vsc^JdtHhB=%9}`0jdPW)NUp#ds!j8D|3=hFma=8tZfH$ZG&z~U_B{-&!
zLD2CkArK<+)`@f~%aE869ohl`q^(}(5{mzk#z*NwH$F%^_V60-N?hbDs(j?nvR0Z3
zGghwyXXmryC4NBo(qH8d2JxSm%ov_Dg;OcaueeNd0e|smX)fu+4Qkb!q$>V0x%6=m
zFm!al;9cEHx}K;Hx3ZM9hKGb+dB9VA7+8EKy*i}3m(O^Oy-bL^-*^okZj8yp*zO2R
zkSA*?A5qd~uy(72=jFy$2p=+HUgALu1Fb;bDv$WYCr>l6&a>@-vTH<2L!J^xn=oE?
zWYP6QNNI8F_ml~B#Hjc+UNea*$%O`$QgOBQ$ow<$41IIp(hbho`jxgBzDfs2*!T*a
zViG@fK(QlB_xXcg^?^a;R<vw8@T^-xohO{0XOH{oY?{aBekRyc0<5Q#`ILA~Q(weB
zZ)azIP3@RGFqn=HF?bHz;p3<6jC8(NqY>><YInD;wI6+Lvt69HrEQ*Yjp7yhkd=x1
zgjX@b>Zmmvq+itZ%bEwrvo@Xi(Tvl){CzY%Z4dY6?FbG$W>O>AOP%oq3#Cw6?vpwG
zD^uM1tLDpHdL*8AT_rzZgbCJ(xFbGtBW!?i8*6JAxHoI1_vX!Z^Um$|CdTiZpLw_4
zyZ>gpb?0u|+1bu}7`}Vq_A+}h>%+R!L`|`|)~UAY<Eji+oJS<)#qJK_hx+cSA@eC`
zIpMIgANtVJ@D;{gov|F|_w?z0`{;uYn9zLCKKk&3w)f<5`{@0zw1dO_=IJ4R<uq-{
ztu0J$JRZ&Ss?X7Zv`2_IPTZVaYqxf{m;h|HiN~<5ajkB&?VTI#E;8BPBJM5*^VVkj
z3;)8u6Fy!PycA>j?VA%C6-}(??Af^MRGP<<*x#wFvgPVq8YVclVcG?0JaC!@g}^5S
zjBd(v0EJ0CugT*SX}DtNu{7dJYfd^h<=0AEDQr4OQjJH>O2jz#-^ikQyE-_+hmzOK
z{*z#gs{*dH#?a`vg80&Zu2K9PT7#Em7-<GvZEy?d^q1oY3_Q06WCq-mja68GcBJlw
z9ebGuFAg}SNf}6!@(?~~nx9!3H_9mvsp-Iil6cXjW4vh#=W?Pm_#S1@D?Q;8E1IU~
zKJW$~!ZHnEl;JAQ@Lx^8oX=Gr28=Y)7M9~PV<&E;dmfJPJQ~mAD@O$az7%PU_?Cav
zhj6uwS82+V_pv{1fMElI!{D<$*=%bYo9%|3)b>s;zm-1*_xi$|D`2!O^Wn-PVB#PM
z6W;nNG5TabZ7$I;_))a7oesQr*y@0^9R%fWG4aj6;#XcB2I7soa4nC&lvAF#*Y=^R
zJHv-zQG-X(6E0mA16~tXw8C@uFYs`fUVn@~GZ0_DW#t|Ng1h<GIoZXBqzYR%G#o_m
z=r`Q|qaGKbJ+I&`2CKRZ)4)r3@~ArYmoy`@9+sdaj3dTN<PqZ4Z>GGVRhI-tT5p$z
zcg0Iy4ug|SrKO{%;@=`qJXib0<Xf1*v;3hOT0O1dxQl#`04f!ImToNCGIa|^TrU37
zUy#=1IaSC&j5P=GK#FC!RBGMOeg2Vt_$*#V4tUGh)bQ+jAH%a_q%2+k6Josh+;MOv
zFkukjUgZ`~!!NpIzP5=Vn>Rmc(*88O-EThRDL;M`BKg`T!Oe<tNSbfuoqW8+(9bpM
z-${Ww?HT2s+N6PdGCOW3#|LeSAv--h&X?ib=Q*1mwZo$)7`O-d2#4qRMh~+!=z>Xe
z@$bG+Wxc-cYV%4vp3QR3tp=2nYR^O7SX*sB`p%8^KmUtA)vjY)z5n%x?Y;Mp+T(-c
zcJ5@7{^&w05L!7M2tI9N^Etd=Xg@oz4`cXo3i*3_h%ro@=MTHb_>8#Ysh?jyX@}J5
zp6^j;3n;iqLg`(esv{Wk-GF7Z+}^h~ChfJ`TkX!h`|ZuQKil4Z_uaO6V<#WNxcB<o
zIbV1)TM6iInS{8CTA$mu?&@52>&kK?NvXH>J{Cy7?zvHYeF7fF)xCa^UIW#ztEIBP
z?a6!EQTl<2J>?dZ;}hy_PW>O{1-B2s_8xWgrS|yoM{V!v!)%*4JlxBP5XVOcOolu+
z`W$=hq8-ipaeMH6Z?|C(@3ft*jXJIlUEY{D-mIYmyY24nop$%u&Gx_jkN$7T{YAk`
zF^2!tk9{VCbF!v_Q_t=4?Q%O>XMR?&D0Xr}4PFdzRH|+}fnfyr`9A5ncTu#=5HGl(
zWoIO=74GuA2WGnuOd6S8jShm#<Jz3rXmop|n>>UkaA#+A_lt?4h0f&5YN$*#^#bE9
z)7%4b;ZMW69@A8~e$~x}=%b-B#t9?b?#VKV*Nav>aMu_bhLE%j6VJ};#Bvhi;BTB9
z36?2zxywV0S;EI-eNRO2WC>xNMiE|!(wIM*pS4X2bIO!@oaH-Cok-pBSNQVVhYs9Q
zu9y32G9q;+BZiy5N94Gl*HaQ~r1KnqR%J2o!Mij~Z@6brZ_~;9O?MAsHy`8e5}XK`
zPAI*p@<`NReO13DL*+YUA|2iQ1#GOA)t531Gw&EC#6?!bdv3L9G`LKE(mSAK<9ERa
z{&Ym0LCdULul$Seeej1jpu2Rt=#p(@t=)KnyiBKz?IcYz=xcb|elnQRPULHpQ$E%*
zcoIkXG>9+rsd8>@Zny2tjkdLWgPHtByS_#TwXwyumbeW%Y|&Fr`0@qBF@Q@YFZkHG
zlK+4_0*0?-=0#e0Og*5C@}EkAg6YyGp((EISKfux15V{WfSmcSZdDzIFGIkMP7<bH
z3i_oPKY0H18CQ9Dl@TJb_&`oNu?;9!@{xA~Gnj;@N^c?!Ob3;sQG-$Rp+ogK%D&@)
zn0PNdK0R}CZk+O#&*DQF*wVV+AaEil86qtC$q)DN9JESXJQgG@ID-e{s%~`0X!B>X
z4wYKncfX<n0G1I1(k4COmG2cGDExJhj`<IMEZ0IlB6M0KO=?D7#q*w&)}{GE2fjrK
zIse5IZ~08apM8;O5Hyz$){AWNBRoANoom`%56jk%@E7#LhcDY*bR1ojXVV0@$EfZ4
zUv*~LykA~r40m^>j6pOeR_0&zU-hanTw59HN?j$s`hds_9f~Zw-^&-#EPS>=;7WUO
z05L6YkGwiLp0#Hhl+zi;jmGamJ382JXUC`Q>E5HZe}M5jonl;_w%Kf&$L7B5CfIDX
zQ>EqO@tvIs2CyICfluS$r50MsXtw3rHda@`Bkm8rbF2LufB8?eH}CGYlcV$Y=rPyB
z{dPE`zgpdB^E1!icJ<lS<}-|N^2hKxI(mx1<~IghrNrpPaC^KzZ3okNR<T{VG~88W
z4e{x8tv#I2+mmC*-x?2<mG4#@!+sXaQljr3G=lHm-flZLZnT{{x7zmBZo7H&URH(k
z!m(QiZrrMV6=T@Gb!~luQM}zI82;;%I+jvBa4U#)mPLpz!_+anTmR8N%Rw0h*!Ms9
z#;aS@b1zWzAF#^(Hzq|r7>Dh#yQ3G-r7v>Ku!~WauE-xu58M0*8Sm}2Cl4RBLv-Y$
z4<EG0AAYs%5q5NN5TkhS;m7URiAbI#)VM0|8`u`He_(Q*O4yuSAfxSedv~+lWU}y|
z{Ow=sOuQI)DaP<G{;8itzP;lzfLeM+=Njn3w~^xE(o>!82+0Q(dL@op^I-VuFscL3
zo2p46Zl%-hprPB!=s}AC*Gdr_gpz+psZIno=rEIq9S^@8B%g><o`J_-_*e{3`blGX
zg$y>vlTRK2k&p5)Jn<-v2chRN7jc$tywz<7F2tZBy?j&%%1)d!;20V(BClyMPAANx
z5JSt(EAc8LjZA-aSk<Xspu9FLSO3i4j>588jxzM1*Xc`GyfIig0~Oa!$TAiWHcC1@
zj9MS(c=>S#4KfeemX?q@g;_;qBlqokJ9@ujw#7`^NzQCOO{rsiQWnoAlp$B|Ndg~A
z1EZ0C;fx6hwqLG%2@M4EveV4R1i+LhS3sQHi07G!kr#N=<N899t4Pm$TbDXnWw!1S
zVCJE$m7SfZhO%<<12Igb!4F$Bc=%8rT=q-K&%5EqD<7Z4s@4)^k_;Wn4u8h0%3B0#
zG$=3Wif^QJEU)#VVR}91S6{UG%&#1sw*xNItBYO(q-%XCL*=Wk$^Y)oPTSty&A#B(
zeC~8DkF(qsk>l~!Jr;-hu?9$|&MXM}r_M?fe{?WWPI?@$K>$WwJK+?eeEQ2HUVhwZ
zDUq9C8TAZ38-~ePa+ar}QQ_8w=@%IQq7M+qpRm9)O#Y#vH^u~4@f-xMa+SeLNH1@~
zgID*__N^cXt4dq($(eBR<XMUO-~0;f4{XceCy6o~`E(jVl~VN`UL!0HdC)7)g08_`
zZsw<qEr*ykI@9DLHu*_PK9kaaiT4q18L@`-`~uRc^ot2VPn)vPj#BoXe?=C)Fz&`j
zKGaO`d)=ERDUFx3I*?F-cyN@uafRu<69v?r=m_a-JE>>;!e{g|BIqYtlQ!uH9Cb3}
zJN*8aviaDD=BY?}x=uHaGHO%*<SpOP<1pCiP)_6c7yn4-S@iaSVHaI+m9TVxi}0*A
z<5$jU6Ve5Sp2Qf&U3quf(DJga=Ve;!BoWUraF5#|2ILguc8VeM@bSm((IX5Qj2>5p
zPce?CxLpBsmDRdD$@Yh{jAQHcKN>Yo1pE@LIc}`Cwn@LOe6}_x;XOJZor72Ml{NQN
zdyLrU-`r_`^)LO2_QUVqZ#&zbTfPHto{mEqHg3Z69rB*F(-XI3oac*i)5HCCwD+(*
zdHk^L?;W%Qcz?2Y*gkrE(4HO~w=?>}82KkN?(-ORo-Fj}=}CJ;G33`5uQ!p&`^<?R
zoz!09?-Z1IwFm29rM>;yPP_B^>+Sm5M!SaLyLO%a6Sp5B@;wXt&b75k+uYpDl~Z}p
zmGz0M#9M6_qi`LA+HrDS<Cwlzqu8{iQ`!hCC3opj&yGV1)SnvYr21N3XsC7<07pLM
zH@MN8;ycN^JAhN4wnkJ1e8+Szx0k3t?(dx)&)XRjs6%9b@bq!pd-{~R;EoPGefS_o
zv6CvlR=EFkzde3($oS;KWJ!9o=b?{xsQX8U9+dau;H4PD|J*PB0z$9O#;!{iY&xmH
z)P|K-RT5X~unfF`W24GY)7h_q!><a}z-zevs!F}m_3o-!&8#w5l1^jByV*E%t`z3m
z`2pnAnD8wr;>1q}$**_=kMJ_CN5xip8^^LSEDxs1%Y>m@v_+>Y>-czkxc7ufK)wwx
zaw0`W;iJpJv}RvQR^=G-D4J3tE{#P6*YFyhDfwGY^GTX2OY!7NcUUla!1Terz;NWA
zyutVJcUCWGY!_!W8OT|c^5CFIdT~pZy}UVg2R=wEKh7ja=PtgDu;k&{!!iIZe)6V~
zKL#pki5otkWBM>$e`2I;DJxgW(=u0i>>$n8FYdUC;mU=B(YdEhbei7%1&S#7RtKT6
zFAs*-09<<Fs;2Jn$rTjt=09ZZ;3ckk3pv0aUi?Cm_^xiNzv8De39qHoAST~qIw)nA
zFZz(5I_UtVA?^`t9zU1W2GZm>x^%D%Xd4@pwN@?GH+*B+&Y4ae{B*uqq3A0S@DZKi
zvN-t{-r<4&RX0^WCx5~slrZtUM^5;1OWh__bTeTBVM9+sPaMPerM(jtTA(U_A$f(?
zg32dg&=P_X`gI==6$7MGE3ai>2-cZABwZy;_~30oj7oU~7I7mD?&1+A*C?Zpe2c#A
z5t-6oB#x_esnQhxg;&xZZZ6U*3Q?pPhY>=jm9|N{G3}r^<X3DKj!8cO#9bQ00`w4;
z{t9!_Qh5xpZ%V$n6Y4)vgJW9rEP4qcoYt0mWSE$W^S}I#G=^n0mVTvZbga<USGa-(
zw4Or8jjU;H3Daws_+Fh1;gmJ~!;(BgMmk*w3HKM{LRytH?Zr!C_BBHnBoh7%v)vM(
z><r^iV^~~yGXJa$YIK`V+MKj1zXcBolL~zeY+SZcX;yyn?6w8EM+hTh>g5DO_sPSL
z+JpDM(VjkeoR#3c{ihg~Ph$vsR<I`s_)=(;Dur+KCDrF^1Pk?K4W7Y~N4k&ZS1BFm
zHaF^HRQA)BH2oxobjAdDa?kJ&y}sN2<WK!*`@y&Gw%zTGcKiP8?cVEm+xq5iTi?Cg
zR<>@DKm8(UM<3|E)Qj`uc6|7x&5m5HJZeuqdepxD-UsdB6Aa~}c{@Hn!eD*^&T*T~
z+*)zo4ra5qH$Tk6f|LEp+O_uJ@k#sTkLT^kaV91D_95d)WK;0wUHE_PK6LD3eZN8j
z)=$-U;}zj}LXV%W_hsaD<fERrsIf+$yS?F)IQnKTpU!Pgwn^ucI{NAf2D5u^>9duu
zE6HxJu&&jSF^0GRWz|z5si%MnC3JtaTU}lM6I|&W!=w9&t#Fa-o6gRNqb_Ug@<fZW
zr5s;85^p}ojgfqaaXdRbOx+wFJZ}3>p0=k<Tn^ANSCbF+_n34snc3TCVl^k<71GyY
z-HU{mVhsN)fBBzDN2<&tWLQ{Tskc*y(O^xKagZA66=DN3hz3q2ISbM&m`+G^53MZ&
zg_9Kom6Z(BnHkDot?qb*leR{_x>Rf(%i_@p6n6pmhvLYqn4_~<q>{{_v2;%dm3ze(
z-O4kp5s|?}bOU?7F}Cqmxc@1;gA6TN8oGV^S)-@2gP(MkIEk+mK<8!1N*;oeaPz1R
zE8#tnom<7r5p|J{mO%*m20y#7GZs^vQ6H7q@>phl)j3yOm0LQ-q@+onP9<qX<RXL7
zn604<#K9&!fi_5JX+#I3aDz?Ss+}SgW=+k#NLm-(r3HREw91br8T1Th_}y==zxb{)
z3Xu!6q*onCkP??N;PzhM{!fXiqbfsT0jA|<=TbZrT|4~@aMBZD@MOE_oi^H%yZFYL
zTslq&d}}(~5++V<k3dSj-ca@!p6wbPZ;V|!Q&-W~od96?(&75`sSLzDoncisrmOn%
zDx=r(=YQNp6yD&y9MNT6!F3?Vry){p39QbaZed{ncoAWoVi|+|c!4QKWCzFD@CigV
zahVgK$0WnqX%D`Hq(E?$w)Dfi%HSxOmaFPFuAcw!BRGBhtRvzQUzd8MJd~Aur;V6S
zocN_7Up*WMUR(tR>%XLJAb3$vL!~bb5v`k!0~8$*4HKuFw!fYock8s%&qa~Iy`)m`
zNq^;fNt0Oag)_=!`MoN75QuRna_|dB$mBQ4DvexK6#w)SFJ1AA_u`-k6%7%KX4ehM
z?!LynKxb^)HQ}TDNmglUJSyI!a{R&@{usgDnY3hrVY0zP@Joi`j=GEy62HL`^s0W}
z^tBRP#;`@tUSN%!j+<O9vytZ0+aZ|go3F1Ht)4-Q>%r57+X+rj^CZ!Izk3)b@BP--
z+6NzerA-fxY9H?GB#*>3fGtt_4Vm#ShtN_clC*9z#*$BrVdN<9ZZ)*8m`pU(Oe40X
zqaPyw)B0p=jAi?tH*asYAAk3Ld*k*_o<gl}-)XmQ-E7<LF};1S?cCVSis=S@)B5T<
z@*_24)#gM4+z&XoPxZ9+H|J43M)0h)llcKg{=@bN<M{F3aoanbw|!r_JDg@etP2N@
zp?<0Jmw)R~`{I*o72gS1cJ;wJQA~aaV{5CP)cMgTw?j-ex3ZvMf2*7(P82YT*Vb2K
zAp0RL<>gmA*VkMjUd51JiLtvi*$Iv-?5nOOZ)qH_hvsCmk^9yLGF$frJZMqhZi`EP
z$hdUFYXD*T)t|2S1?ptSOaJ7ZD`>Wa@|!GAr_n_zsSEap9wiwR%6(1+xtBa+5PIVy
zQjgs`Ihp4y;TaRH<D+TY+k4s`J=RdB&W;|oqv^E$7ypm{EOcHJycA>jfAiP=N*aqf
zS4YbLMx$9~MVH<*Dt<O3J1z|f)A*Qfu|g>>;o=(a;{rRR7}gMRHO@URBCD9rma1bL
ziFK6%Bwv2R@Eb~Dr{Zd9hOQo$_$X3P0_ijfmvjtjvI$<NFP+SY#qk2tc)X{axFtE{
zV+>`NR5I!>9%kV84ieO|?>3(rWoG7zV#=5JmF&x@juKKdLdzz9mc{gfeAP-Sp=96@
zL(cN#TL|xALjFjfk)%3fWo={c83s4ypgegD51z(OI%Y$?+cC<!G%c_>;f|4O6zn_G
zw394(^{>!L%Osue=!23Y&aiwjM;zjeiF~X#u8p-#I+)seF+KxcIfF|cp()>9NmpMJ
ztUctH<su<J?r}Rwl9#Gu>%#Jdl#$W1a%<F5GYQK}W6}Z7lzm|(P%)sTqj3vGb*75S
zEY(6~Q}t(xekamjLV7*A;x7vsc!^V9r|3zz&C?0`Clf$F(;w^0dZU9*otdv4x8dMN
zHe!rHIZRo<=1cvVcgjY2m-$M1(;82>1u=?WiXaWrffgPOR990k@j%bjQBg@-6EHa`
zJu%Gs7NVcYR~{-~vr9)_0!z8V91$HgGAJlIMMSjXM@Zf37$|`B)#2QYmoM(3=%&fy
z)>phpEM>9=DQo%yp!lrx*OXzWk$chs(o^3PR{l#~I+KA4?4%?Aw0m<#4(3@rC`0)*
zo6aA>)qkjAChmMJLHyyN_!a8^z$_UUXozuDTSDa-{LY7R2qtMX5)u{J7(_nm7xkR9
z-Cr-Z4d^_kUr9h9ea({JCr{Ru`8qb_D|7Y_4&d^Vy0+(%9zXL+o@7s4=~~wxVrm?*
zZJR>*RZ1l{`b%Zct>T7^1@HXHp5>{JofO@QM&D_J`t!0MMv^*e+p!;vvCLh*#7Q0J
zLhB<#S6zF(b9Y?SZ+-cMYmOn}5m|>%AGJpxe$XC#{cG)GjFPj{6B|_wL(A*7H(#RD
zaLraT@~?gCmaz<9nri74m*sO6xyISr@|RUm%ILd0(zMXi>0Vo-j2hf-W01eC_3Q03
zx3}7BH+L}X)-izZw3|0?WMy>w#=W+^z1#d!ty^1^WuCwx?RC<*b;EizPmdbQNfWbE
z#y`i#c{@1TZwJ$pHg(04F~C*rr;nbthmQ~Pj>y@`MSFB`+`h8EtXJO|SoYB#EU)tL
z?$3Tr<JCG4?>b}A4o0o}g?)k0YhegakQZfIpV$|BhWtj`T*v4oetVNT*sgS*#-JhW
z!o>#0_U`s}+w>ie%^eKs4Gd>b|Iy%fkwe`Kli^RE{9A-~P_9DCLEWa$w;={d)ywF|
zs~lgb@q~G$zxF*U>7ui?VGZJQ!raD~BV5%T;$mx<1>vcy=|S7yKWPW(!r}gY`*;7<
zztZ!3G4N81;eY#I|5y0mg@G#_L}$bQvJ`>q2B(y#!V?G>{|V^n)4_4KQ*aO(^sLOP
zuuj4{(be-B^v1vxL^1GI2ZNt9HRxBP_g<Zg#Fo;TAKrA>o$ggJ+h_AXf3i_LsDw7{
zOWdR@62Zv<@FM^)UODD~avHY{&e{I*?99$f+72=)hkkyRKRI>YEPE*^;VQM^qY-pg
z<-tc`sWWJ0P(}vX?h%8akd;~RBRk?c4<Lm`Ar5@K<uE%~NZupPG@a9gIp|cmM_A<-
z-*R0LQYfad^YQG;)fmI$g-g?p@w1ZguhU8%&SrbCW9Y)r#XZmsSkxJ}!bwDAAVk`R
zW$-BXqIiJSQb~%=NPh{YDRVDnTHtoNLZ=ZO774!tWqlpblyp|ap(cexeMH_|7U-Fs
zSDe<DhOhN3=Oy2KP{V>ti$BZhU??5aA^CKiX<N`Abt<F{_jH1|3tBzUG#al7H%Q)+
zyFt_+G{QH3)h25o_K}(is%?_S<he*grAgOc*T~?=vq(dB{?DLASm~+!cvX8CAYEzX
zZg9uXs@FinUxsI=!LKJXCI70<>Kd9;G7ci)aIRzND&C}5Jb<GN$S3I~OGO4-q=59R
zo~#$|q0_^K$WvNHG-)G)!ZIKkF5=C|aQlgb2o;xdmn&&)6-n0-EA4Pyx{H}hYSQ}z
zZU3NC{Gd7E4^VcLIeM6|3NLM6rXOu97-?gWDTj)WwDqU|b6RL{O|t0SOqQ!!y4;mM
zm5~6=)P<?)vad+l`@ODePvR;oDM&{O*1d*JKpYcBE|uQJBK2Jw*)EZLO%4kOTG3y^
z#e-gbKDp}^kT!$gFelpX5k8&I+QHuA_T=La+6NE5(Vp&ol+zf_Fb@5Qh5JD5E6+~m
zS>eO1p$}ye%^2h4-WR^=McxMfNiJXd5@JMYv=XO5=iXNHt_iwFtWC4}tN^f2^AfmY
z)f?L@?beO0d~*55wyUF?d5_`N&6{m!_h#GO!Pr}O)!fBg>#?@X`Q@?`%5#3^2O*{y
zR);xm&8M8!(^F5FI67{#6AfnZ&)b7X)ArG{wx12-Re4{wq3<0?SCDqbVZg0tzNg`2
z!L4c<%Wj3RFViTF4S{93vF(e97{|ozY+*dFV+>C)e782*8V2(!@>pBjgw_V~+F|mb
z5xm`Q-n!Lp+`N~#)%9A`P#e-erJUT<mGu2Xn-W!Wa4?Q^tYcG_&-TCY+iuV&V|;QE
zTLAjv#f~t}J9X}h^Wv3!tDU%*<V5C#dU3V*M4e+Y^Oyh9Uj*mH!AmiQ|Gj_ff0;^f
zhUmTPh~h3m^WR3RI|h#xlhFDnz75;006jDigPK1TErUd-Ylm+!(-BFx`#+I+hfpKD
zXIs%pha#Ca0mLuzmL3%x`i4{~DyDEt@g$=^&Sbruy|^lVHAVv}LOMazReyy`v}F)q
zgUwSG^4QC}MzN25lFBaE4w2#2&Xa`UV?jST1f(}shm~byln5@9^n7gsHUwvs)|0c@
zqD@Rs6E|_mSEEHYS7=JaD^L<kgXE{LXScvDBgj>v8vK%~ZlP~p;^)P_q%Pj$l0;%H
zf31$#87repeIUByCY8JcW+j`6j(gyD`aNOAms`-4l87I-fl{urMjscv7R_=C()D)P
z2?@0~%P>84GiDfTqr3qe)}!D|JjO6##!K6%a1wp%?ZY^VtzVy7gK!BY7vy1kv!fGl
z!Sj#@@kyU3@Q0^ZPoCl>t_Ny(Tk7Zu5NUv@ju<vdlg^a8NnH)A(7qCfU)~+qB^zEw
z%Fv+*bONKEN>9u`6oV75WsNtUO8_nOdU_%0JMH-5wG5Xy72fmWFXgY`+>2({=L*jM
z$k_PgS8|D7XlUaqdR0d8(gr)v@?QJ?%m3RTJOV=&`Cq&QOs8|XtP4`)iQD`~tgER5
zwffoOZy}464L&=OPv~bbb1P8kIt1qvWl$y~<tOjycY#QnG^VoO(v%&3aU;*p?1D7@
zDg)u8ze_k__@jZiBVP)bbUKq~l`CZnZRx^AXjiz?R{e!%F!9mZ1QMW}hP%AiSAD^(
z{FX@=__h~~++4K7u^prE!vKHf&uVh+&{@i}+LlBaJ6$=|=<sv}S4`bP@bE!<^7P|&
zGMi(h&f4+uEbkn6L{{)ISWaih83#3~G;ZCq>ZAQEz+m{E&QG$PBXTuAY9oC#EXfOj
z(19j0Hjn*dSKI5P0u3dPGrfaxcXQKi1siQ=yY|caa+zn)?(W{mX*c6Yu9Tfi`zz<&
zo}R=Y)~Gs~a#0qIVQ1e@50Bf2kB{2n@d?KF^>*ZW#3x+`UJzIpBR}2tW2=5z*_GkR
zB&)dfQZfd<iw|+Nw!X2Bk&D5MfxNZp3w7&R0oEAa*z_F_Utq*NamxgTGKR3nwcWmZ
zyWP5dAAE7QNxz=@i=Lnda*}#c|Ci+8*d7JSM54lC{FYiS@FA1<s&CVkjS&<t2T|j^
zGY+L~CX)1~CD<(#>Xzeo8Nz2Vj{n)e_-Dm@VenFn;lJ_M|Bc);kZ~y-4Hd<tFP&ec
ztRf&ZgtZI`+X}qOcq*q;umP6gTA*=I@uatL>LOm0xB(le4O5;{OG0q$NP0)pNydQa
z^a?sH{uyp^{ishV)&jHWn$IXe=zyHZgWNA^R@}G`yurWzVc6Ljxk8q^ofqMYbn*fJ
z!x*j%ieCo;a|qvhNf)EiL80eY2$d{;T-KL$AWe<oGD>TuPV|vq8O+MA4BCQG2Ay5D
z))yhQs$G+$+A~-2)Jhtb^hen%AM4t3StqiJqw`)+{OW~F-T9X~mI4VgU62Ry5*p3|
zwFfqsDR0qo5+Walc7TqliieV$zZ!tNidR=uMj4VU|4E}h0OAQg?yJF=F!J?L<*3sX
z0<avqhs>oJx!|w2e=TPj!=AuW5-T2^MCps$G-Moq*9V1_JK)_F48s;RI2Z*+Snh<6
zvdLcEadbK2NEwqK;mTCmn?$~mQWBapoiAW=L#`2BbznB7f1%A4emYN;Uyw{_h@Pqo
zBYNDZ=b_UjyTUC}-V0}d{=(_$xTISgC$zh0BgV^b#}|@>yEGQ<fk0^uKIAui7Apbi
z8x~pV7C&uByvjW~)bR&ziLZd<xzMxx2XsJl_`Q$vEkIg^d5>3G=oiXkP_><Km0!5&
zWecUjU-@ipl@XAvdVcl4XCuubN;D}uPLhqZUGtRxz)O^<I3gpx39s};rtqRk@Tp7|
zgLV;0xNiF%2k|PX2^P1|7pKZ>c*P9acTXjiPTbY5!kcAOKZsX0*RT8SG@+;I{hD;?
zHBhB8gezY{Nt^cxLd$-z(<4rL6+gmM#V``Lx4aB|j**MOJDVP~;{#6sc-s6ZhO4%R
zhx_etdK7~>3oWkR<ul8t^gR%XsN@V|798urbB2v@<u~JkNM7z8zP^UbN8*l8XKgw=
zYfq1LizAdQH&<8M7HK!v&T~B3&h8F|qA#7TV(eiQYYbzEr!Szc?7!?AvrW*xj=pk^
zQGN)ozDRuR3v(F9A0Mr>{rOq?ysNO#FUm07-%A*DtFF{p>Sle?wkVeYc>&Jt4j90(
zg;G`GDnZgFKpkk=U%ZLo?2FAFdAW&kyt(Cy@&wuJB;1$lG?;JRzSZu%{uc2!+Krp9
zW#4iwB&ZK%Z}5+sZESe`SCDs7mSkg}Q-IuEgh*Qb#(A?&468N~o)ZiGjO*$t@%;R=
zF0{?GT|8aLlcnrev}yjrfBTP1;f29VF^2yS|K7ieun<v~>!p$?pt|>{2-IM42B&H0
zI#iV9ib^`~39?SoKn;&Efsh@5REA_uxUMn44g+@xq-cs+G_Dipy?Cljyt^t}{t63)
zPDg`ftYY!6I&S`AOmQc=%7A-xY@@8YgA=}sH;qDq5@!Z6;Oz+LU{oaCnO)&G|D**q
za*z+NkzNP#7_`hYt5rR(@Fi~UB3C;3%!&YwHU@8Ivcy4qq*11I^vf_>q~GZ!Z~3ud
zTz2M0``F8d-~g4up|b61y{a)S_~UPM`bkfDM?U7E62uq$G7vKe85b1muZ+FH3nUav
z(zya+M<jL{G5H8FKx-@xkAt51R36pPC6YmkfZPi!_bP(}Qpwyjq0ZgG!k2mqEH9lz
zIv>+i{&CpB^fH^?yAzt4*p=b!>hPFg$daXTAGChQq3}VNX@;JqE-UK}rN7G)%n<Nq
zIKPxP(dIy#Bfz_HrY#w9>E>64w;jBCX&Ec;Ay!wvQYb*$*TGK*E_8YhDwc6fsHC6#
z1}~=9-9c}1H@_eZM9WLwW|Z<5kM$^;U*|*o@C{mMC7esW@WwwWMux<VI!{>s7mnbG
zDha}C9uh44D#NAWTCx(Q`VaBst71b$*~Qh}DML*}gTr64l5so(@3LH-T5jT8-U3}7
z9bus>^5eBkyNvvDk209fl!K&cOuyiJ#2cm?PjI8BmM6hnmA_#BUJ?8Sx#Gh|M=O+y
z6em1GIdU`%cj()O<W*cQ!xvelJVko}=HsoL-L-_1`+}(+ZvP^A{!uN~bxkty`?peG
zuB#;KUT<>-aZg{{^<TWgktRCBHToyXnZ~cwB`i8%J1e*Gg*56Ar>nXiQ+9OB{ivOu
zU`V>3_~@w3T_JXb_4I`JgY4}*JE_&Xu}{|%9cCwfh+_t6+Q``{eRA<`-{sluzQ8Bn
zCubgYh9Nw^z*u$CU+l=1ZvS~M{r38`c4N|V>{#~FuCK(<+s5z9X{L}~Ue4k&pX`M`
zndcp$Q#y7HZ%;M&=<uu^p7?aF<dAlL1xDSCI{1FTs59$b!*_x)?AATYqCxDtP*#_F
zq1RS@=}^HappuQ3b(j->kcr2FW|H8fVP~st?`*d1t&O&YduwZ}-MRaEyZ_c_+xG5F
z;%{ZowcA>R^dZ&}#QiVCO`ggipCLE<#Hd@urzuo>6iQ@Q;_TrnQD~_L?jJUhJ-$60
zw<I<n$BAt3WH5>`Oq}E2pZimPtcbiIpx+q9dU5c7{P+Kz2&5{aI@SoZ3-&4~UjL7Q
zDxGLa)965yES-xDA6opcbQPY?8-qZ|05Ou{9v!2i&{g!ov-9b3LLOSk0yl%r)6U0J
zE26YUo0hBeqTC{fzkVOESg94jldgFWjM4GMK<y1)WfFoD@+u}u<m|n#s(S8U3`*kD
zNhDv{K<damKkpKez1&JEhYUhDd6-GhFEl*2S7Vrt7Fm1GV;#aTIme4!EN_ey<D^0K
zvP>-t7!}c>vP;f5l3_V5dm?E}<ZD^Pi!ns}80fSY4VQmAJ!zOrJxU)&g=H_E#P*Eq
zykOu9EQW(3TJkbX`pSz-T@oT!ulUrdV5P2x0W!*=yz?iH2A-=a&`x^mHW?P*;+Wcc
z^kqmxmth#eYM5IB?Xc8qClS&NK7ZpJ<(%m(HhGQy-?9xkXbcygk@9>A=5pz;a+l%T
z0Y~JOu--0lD+%Kk3qC^hpu0P*$dI2jA{&95bW)bk(%3CRme)aKkd3S&YiX2j2SBLu
zmA+L1X@(@h=0{NdtGYEGeAUO4Y!XU+hqw5PRMkO}=3k<tJLMnz4u4MSuuQhEp3o@c
zgBiRE9qmIJDTC<<AG)Sar(MwoEpFvhP{%?NVj8ZJYso#inodt4*DX$SFwZfmueh|a
zK?gZhDB(E9q`C5_G{z4)!6UfjiCZ}aOPsoN3qv=>m*xTia5Yj$76guafZHOk{6{_@
z$Tt!34|#a`8!xUZJ9#Yw9$9BX+Us=@FIb-bL`DF=%6zHM%RCvEd~i$3d*mZe`f@Ml
zFouV0eX<rlJK^X}2jij};08LL`d>PFX$<4>FFJBrKLo2gNv~mDPwGaP9At}uMlVL~
zIR@pi7ydKGlaraBI-W7M?BkwtcPmAGkxaj5@Vj5w7vb!aPUn6R4!My>o^tupZe&e;
zn->Q0<Kxz*$F3w-ziG5`_e3X)?&`2Z%MM1cAF0^boMeT#wnvmM*HhP)@y;vT1TlhR
z5a$?7kCc4YKAt|qSf`H+c0tAmz<d>v_rc@$0~Ynb-Qz4B|J{E*Y?hooj6RfIKwrn0
z<h@pHOFlKBqQ0p!`+Zk`m5qCeZ|rWjo3}A~x3}8OTQ{<$<o+A)wEJ&<rfqHSaP4O6
z#CTad?F6@aVqIDG<u<+SUi7U<FwLaPN&Z3v7-89K4}W^)eX%XWxbC(;3ob~yUBuG<
zu+D5f*5#l7)4vZ^hX2F=;IH$)3%B1Ef-FyzT91OW(hXl`Rkulr?oc!5bOu1hi$6Mm
z%k<(TSx;=E$^dMh1UYCW+|Hzu%2GY{9Dq9=ue4AUf2NAklD;UEfsj~nb9Fwr%AmAi
z2Q}dt00V^^1H*8xQD!?1!xn(kZ^YLl1{yt`mxG8H@**7*jt;YE8<4+%<YIsgd}4;Y
zdSMbS4No=*@0J_4jWKi?Xhs7IzP~P;>a^{=Ojm>K=m6!h-ZE9@U7lo?>gcqFKA29K
zEe49gqVys=J9z^|=0?6LN8Hk^y74MT(VI12SdecnQ6t_e4-AEul+}ABDH_tk5gz&H
zP5R<QzJ!!MDobfrT%Gm+*gz-0flk9OTqm8WjSsJ3Li#lU2y26eLkZ!O1UEickR8ay
zl^)Ei-Bp**a&koU#S{>T%&}5olOQ@B@Ul;wxRL?k`KPSRqX#8D`S<t{ZaMAXhJKbX
zgqoNbA6Y0{L&XVHdAl?JEKk}Z`3lLS(-ZgF1;zt<XCC^EQ?KMQZuuvXaTQ<sRM}Ks
zgS)g_5J(j~uzQT|OWe|D@hTvG=?7<o%SW|iX;y0f7fRxjq9TAw=RhGS)ACye2fLyX
zIfO=SlOebUPVa=Jj7e8zv3~TAY;-3PF7pqbVM}04r5mY=W@y7pXTXRBhA@t`l)O|!
zUxZ>W5z5{^DFrw0=wZeA3qAg&zRI__2O#7r266Us6mf4l;Jxe02v>jfEM&tKEjACX
z#2d#Yz%KsM^Ys5f(ut$Pq)-r&qK6Nei<01qEgb|#{zA1YeHG_Dbx&9f9_5_Avt;5G
z+SGO2^6G>=hV!7>ap0qL2LI6M^i{g$$1$wZr0hx4Pj#?92+AoF#@T0R6d`k;O3mC)
zJac;lmj-e6<GO9a7w>SNoN{3lWB6+Py1&@{x~>XqAiMn{{hfPx!P8hyUqsn`LF(}E
zs69DG_9&n$x$@v=mOT%BgR<Y=^ut6|7RUC<#(ItkbzgC|V1Tc@oy_ONA86D$@a{oA
zZAY{7Hb1|{#T^6LS{w^L-wf>QGl}~igXN13LcdPyq3$e~V<P2s54O56+}4d{v}!W>
zaC-_K4QW4@@6*uDP4^6M=18@hH*dCEckf^X`{JC&@U3?5{##u4!4Yq#P1YxwXbezq
z%NQ=X3Fe_(^+%uO!}|hA71U^_jt*UBsbj;dFJCr>pDn&4AY#{d>mS`y2kbB4D8}%A
z@Arc-{D1lzf4vkk@+!gW9Guu->XC3kI-?$!hOMAYzQlTU1V&i_h8XANEVDX^4EWr|
zGdzFgiSpYKq#-2fz^(XnFrzawi13Ah_X#@Hv6|j84kN=d){NHj5l&?rmaP%o#SM*~
zM&9K~qoxQJ54vsqRc&^-mGAjQ?HAUtnK`?UQh@=DG3ZvuS!GCGrRPOnx-p;%H{=K4
z?!`+w8*1vzF#gq-&n$zofFt?roQ*-laz+L;V(&4Ykd@h49+lsEcV_Ii3+c#<Kf&{T
z%}ZJ_gvrCQMc&dfI+)Vd&>SfVjRSh|SJ}cBd}Od7KiwiEPxqA+_qE|abu4~`hBACe
zsAw7PKY7wnHN)~tU$^DdP+g@nNQ1|n!I!#;%*5&S8eP!e%ka#vV}-VE%Vyo;F+kj6
zD)fvuEONl@hdPvp%uClgRvk2EtOHk+OWz=pdaLAh@y{}t_fneR8s6`Qsr3WDsEDt(
zaFjO`t4!dfLllfJN5b_gn*pg8Ad)zD;^JxvIfI*32Gf~^KXpR(@=wy{Ti#@|6mG!K
zO{1z@1Vh7L`Fi^bZiQFcMD|;S*?}vMY<&>=O@|*nS>%}?pr1H@aRSwL$}sUKPla78
zB|7axJhDoN{vgljCTTJaGVLJPVU%S+SnMd$FE9U-FPM?V5|Xj%YZs)U^&*V?CCEhK
z-+<BIX~6iBR$k@|j`gZT;BFQJMlg`N?k;tB$m4nFV*nRMSmD+G@Pspx9z1f7?DPi*
zIzg)Pl(SD#acf3($>f)C{za#C7}L{^{#9B5@e-C)Nv)og7dJA>ig2$x=?AP+`#JGK
zt3Qn!^wTF5&9o)l)$bBTI(d`U*rq0G@he8<Yk!;ZOPvBCPhF6AUXvwH`;OWCG+`RZ
z`Ha4&HMjyyxGTPAet`}{*Yjcth+%xjb#gq->ay=hxZ>;<42|O~1d#6;ll0@GL#~+u
zt{3*mV@7}Ei4xoE7j1WEJG_q<!*d4untD~TN=dler=6c6S%TDu8Xs5M)5CfD=t%ve
zo+;<(Pe<C)^GpAL5&r!E^GbHqxp$qblSy8nbCuVVI1IBc^1%#$BEq`~JdQ0BgRPx>
zk=65-{fzS#2JxM{cXJfo?u{J`W4|K0({9|joqfZTiTy_3Yi$OAI&L4Mj5A*La@V3F
za;5Hs@QnWxa>AWcA`I%{Qoa1=F@T9D(x(JA`(Y5DGM0sYex<kaV4a<)V{W^l?wtJp
zzA%RW<-htbMEJ-d0<s~d<L7QzK({v=vJEzIDs&%M1kw!ltx)%-DCh+d<9fOTjiTbN
z!MHb&PRAj=1{R|_jZ|6!$fH73RG|zX^ptS(mR99eX=7;guyqD;J2Ty~VPy-J%bW%2
zT0YPBH7I2xKE{0VmXpgeE3+7bTx1iP#<`Eny;9;A4Y7+aJIb+=Q1tlEKkp0U61M}u
zfRt0Y@Ker_wH<Zm!*c02+$|GXRRwn#HOkd<5=%A-ire&AnPfJfm0!|iyFxm<;-@<N
zf^Z8T){!!^leS}(jcd%b^LP<5mZ2v|T#nxX>WpI37ESNULcW9Cp~4F{;nL+A80kQ`
ztCz}m)ad{_UWima$|7-vAnw_@#|bg<>Vr@XhL%S|xlam^qsFmi$zw+ACUO;3W4LrD
zOetp=FunXlF7RH1g6TDegV^awL^+jl>^*cAIObL5st7@2y6UNyr2d0b`iNgQH~p71
zm7}sNd@<#-6xuW+wBmzbF5JqdQl`G)q4a_45{djYn5w>lFOEC~jeHik6()^Z$*qV&
zS8n8>?os!nUK5$Jbe)K<6eM-$H!_fhLEzT5iR!Nmi*dyuky0#lD-ooZANeL<b;@7Q
zU$PQNUZy3Ce+k!VJ*o5Z<!8c+Cu!BaXptlds_af`#)~nFG6H$>#Z@=+Aim3@+Gm0K
z?YW`qRrnE?c-7uw*^hZdlscf1WSlzf1ja9J37PnDCn)JsNEy^EO&rC8`f36B1G%JS
zI{C3o_>$E6DR=nh62nP&aLvesDTYXfRlk<=t5=*v8buzIOZ2K)E@TiMxqRWQ@-F^D
zpYX8J^`r=iBCp-w+iv824TD5OC-Dj8Le54hz%Fw$RUZY*J<g~dMG1ZRCrq-7zEDHT
zKE4Xe9sV^yMAFaQJ-jB0VQKlu%h=T-oIh#Rm{R4vKu*?WExgnfLzTMB>M_@u{TDJy
zxD#=VWf!*mh{q`gug9L%(UxZz)P4=_i1ef}ALM>^G9wP1A#=x6+n#aJffQVwEZxkH
zyX78>Ek0(?*m`lT&B?=+;C$QxL%jM2`c=X_y+S#hkf(czGk)PWjddVR@k%ZcN;`F2
z24v%TkU9f~oR>k~d;+<K{+o|mBJ6v8>CG(;Tb>(?QCwr`T26*o!#K`lhOxj8X>8;p
z8+D?@WCH^lW7iLpc)Xo-wzjw17DjMB?d%J5<l)PP?y+8F5@Ejn)P?XWyRxcm(Ul4s
zWhlKHWl29ql>UT8XY?0|5DNh)kaoyI)$!@2I7w?7`l*V{U)qiGuJ?t!N^k$WKll4!
z&+yOx{Le>N3dhE^5HQ!G<HMbmRKwx01|bL8n$6ldlbW!qiYP6(D)n^-g|5U!J1FIj
ztJ29sRdVrCD`++If?~o7*A*Fz3wo<zm{&ur4qo2GjFE)f^hMhlPrb00PABv_Gmy10
zWMJfH+A@|2cg7_O=~YTQ&cUlMMT9HdF-#Wxml`LIpB>cT9hSkVEBr-P%2RC1BaS>s
zvkXU%(HeWR@~9I?W8#vAd8YFxz8+Z>-BAz9#*T4tb)5mgdkiyO;&IO*_}+_E(#mzE
z65l)p>1Uvb+dRM^QDmYYUS%g=CL~Nyp7I%4Buy`K&&*rM^gK$ARldy3dpRo)@g&pB
zX9JGxm1!cNTy*{R{E(0F{)?ZV#}Jv0NMuq2ls`WfQmBQSygR)N6d_c6f)#!cVh`uy
z9uBxK_|?r7I^CU>wr4eP7_N?n9}+k*F-<PXS0?eBhyR5bU>(vHOy7AMm?>2Z&f;T{
zr1M4g#LIsVHv(Ft6V@+};X%^iF+5dF@G8H6?T~a8&b{kaAb5pe<tQCZ8}FH4(yIQW
z(p-XQMccZqj$D8EOHN&`y*z_nsPpff@aPCobWEkTT;@O8R{A+mYa*lEtZVCwK#6nN
z4vJ3YU-C9xe<}i6<!4;gjmA&<C44o>GL=5knLrnLr@eV4&URy7Rga}J=1a_JeVVsq
zYLcRFUswK`jEyIJ>X<(bwet70;G3q}3hl{A|H%uN<%^ML`mWb0GifjJk%@UjyYR|*
z3Qx2#HAkY-S;2@e8kJ5uWiV5J2{o+Z!=JPx0|K~)VOa97Ye4#^UQZW(Q8oNkdcisp
z|AIcC#*C5HH2l}lTc#^5-NsV~8a%=%n`O3-PXEhYnP%coM`hpV6T4AAi#BRHt_#mC
z&RE&yY#7n&_DQ{85>Gu5GVXCj=FlXn@}qC6MIY!}Zu2ADx_2vtpXGJp<u(boPsoRc
zvgu|g`|af9xD0EIP~UrT<yl<mXhfZz&T}PS^WaJz<gd*9XMZ%d&6$@gni-cVkop=u
zjJ^vs)<z$>=Y$OSvOLC{kKw)t<RVQLl`In1OoJZU)~fQ6od}IMWvHPW+QeDEIVuff
zRQ>X!7#gQ;Q}CX%m`Umx%IkiL*`w7ombp(faMuVUZC+Hz_+6WLyj*>~&NG`Qs~FDN
zcU))ZTR$4SzDQRu*HySL8hY0dcM+vj0J-#f6&5<eZ;S`FU-P=iQ%TZLo;+<9S9J2z
z2rs?r=_51pV5}!e{7!I;9=hLF>eLY;lTJL{XBXGAmBp<R>Xq={|M~w`?k@^niZT4t
zKmC&>R76n)FX5<2hN}P`@Sl#&&eV$O#-tUN#;k-%7XbsK!;w_n+|!K^AK3?Ip!7kH
zyLk$B3@U+!QFWlBvr_TFOlN?CqnO?`8f|#;KVH0&R`R4{N=FiZe-uR;%h<C6zXs0g
zXlbxC!jUF}7D`!VvjeiU(n8rtlVIs|V)^es`Sg~@E8Xuk5co^S$IqZq_2Md<%0+p@
zFOAGeg`jb6x-#AfVAfrRIO*}%DnthysT~?#O<4H#x`~XsqSxxLWvfnhKyfB7q+L`P
zG~_+h9FPs;3jbZ^;J68&Zp&Dp2Im3E+q^n2%38jpnYvfTy$+<pE#U-JU5~tsH!cQ3
zm0MiH<1sb&LieBbZU?TH^mxUsbe7*V%0;>B?jZii52WgJMtC`5^z}56BljA}3;|!_
z9l={xJE+SQ>QCBcICRUuv7fF63X@l!lDT$W{2CNAf`ZG>mnjF^Lx!UuRV04VeQ8=(
zJz9Q7nec=UXxIKp|LPI%;NLh>#68L^B;0ff9P+r7i;jvLGzfyOliO5o2X!I!;<coY
zrYRY94^b8C|4tByQ9+wA)N-CVz*9cyDWk0F;T}AgRH}wW7t;WHJ}7(7>Jq<$_+*qe
zmp%nZzXc*xYT$>8G!rj6clE=5)$|%KwrSH;n<_ppf&8JVc_@Lj6XZ4M#bChTl(`tO
zJwNfH1J)~d^BBgI_k3#BHVLl%fH75m+fwO3;hN66p$%)01LmFl#qp2(DSWu9i13KB
z93>BnGV)F7pp`038LQk9F)s87?^%bR;Tgt$icPq6?0vaE6U0gUqHGN6T?V5}_B--l
zlWcPiL&5j1Dn47Or+J}kUig%!bXNVuuExIPlB~)+^uWG3?VEf>kr$svh89=Gs?LjG
z8xTi+O5cm4e8QRVY{!A7DKbWNerjA2&pM;e!1!@5v9emU8}b>e#(s`D#&A}NU0LmI
zgKKtjkk#STH*~UE?8|ug%|pCeWrn`xLT4yRWV*O|eyMu>;=zmV=nE-)fi47rl2O&Y
z?xf*LosrHuw!b%tZRzw>TIO0$7+n~8c44`k_|*!$w5uMF7w*Ukx5lkTu5!-mE^d#8
z^L$`sW!UESR*dGtvyafm@J!)N;;kq2%9Y^FZQQOJt7jO)8#gd?*ORA3vvi7oQGeJ^
zsY7|AeaXYh^|G}Li(Mscb(zbpBsF=pJrSNg&Cu~YOVZfp>uGc8dfKDoqp|@dlOF34
z*<PT>+E?<EiMM(6p5_>NX2qX&Xh`VbH{Cd6*!|zaKmR}Y3%S22cqzv4-P<>!fC^^}
z7|O>Z%6vJ?*^J-T_7U3*;jI%E;c}N*2Qn+iib!K$fRzRYVOC6xQV5r#Qo*Db>@HN;
zC^C@F$qFHDIyC5}0|<Q)Aj#!p#LUD{@>Cwmk!rOqhPDk0H#pL<sa{;v#~rfDYNQ2-
z5}0=>nRgqe%9S{XR%b4CuOtefZfUsY7exk=Pw7uE^9Zh&HGES5%ci_DXb~Qz4L_Dq
z1s9n=9i&NvHnAvNX-q)^mo#M{UZxrD)T<;!O&oH@p|LMsIv`*%uwa-e|KL`VgbUV_
zgl*i`X9g5$C>zt}D%p>Y$h~N5X~;wbt?E+9Q9~vm!mxA}<f!}v{|{Xl{N)Txc#xN(
z6KR9zWWkQml*LC)u;Q&wIdwSb$~*BxFa%0}3@)H|S`{wTpinr2$CRhnO&KUfKY8(|
ztb&sj_fZzYxLZd>#})g^&TF(8M&sy-ey=eJ2%fwz@#Q5%50R@7BZ)h?#;<M(`cr~l
z_sUqR`a4O0c=fR33gu2zKwYUSFravh9%r==LR?9ccz~ePT>OOh`mii{OdP^Jj$6qc
z*(pO~MmpWS%-O=!<5I_#3FJJD3Uf{>z@u+amda<HdRk`?gmTG_aE-y5=ws+8KWLaP
zFGO-5eUrE{w=5GY-9E_t<ik&k`*M;zpD~yiHtJnHR!>~rEgk5CUSy#z*{790S^TP7
z<JI3j=_idxIIUvL3e_6yQ%m`ZlDV7Sy`)vo8pC7Xq4_CtW$RUC>acJW4a=bMRCLvm
zYZwu}HNPI*&?mj0)YTBHHeF?N#m%Fm)FkDZEm-hi-P(t(PD&<YG9VobUb3vPT*{&Q
zkxXQhHf))DUh+{oQ$;AZ?Z&hrTQSl|U6jm9R_4>waJQa)3@@GZbLK;wbrl{=N4PNf
zC@MlS8W{qV9`__KHk<CUT_<n+`P?^<{6{+Csrj_$@w87c-;7O)or0+|)kbO@a6+P?
zntE8Kg&gdMf=4;5Q^VyW2IuKKFMew<<%l-u_!(!*RB|aj&b9|aErTn*{4I3A;&=lM
zr{yd9rGY~aif8Gn+wns`c+_zjYho9U1XG9LdAA=k+_GB^<Fl}mdZ>0Pzt`7FUNMM~
znFggsZq?OA+UzO@uUi<Z?{@Xr)nMz%Cke_<y4S%$*Ii*HNZf2QjQ;4?7~amxY>r}c
zz=pmrMz5^ecfgCQ!6FkY-ROWTO7Na~CD`_$PDa;}amtJ=B74i`y{EN2>6=PG-L^tE
z$y>R2&UD(3?X}f}FPJ7Ez9yF1c<@O+>Wny!)v=X`)Y!H?s~f`q{@?mv<^H1Jr5M8=
zr0sHe85~p!6{qa%pq$NGDb5~FtQhdEyl@#^vs1NkQRyhfIIvq`ORTEE4%LdOiXTNB
z6;uO(`4-*sRsLq-3{XYY=yvv&LBt<<iR(&_jm*lEe-M(d`KU12%3vcQ(8g=SH7^s(
zq5Q8w-@GlOZNM^**>`9LllVNsF^zdLt5zZ9Pi0hzEVtN}lV8oy<vGGinQa4Qgwkxl
z6KcS+6v=FnXa4Y5W`pD?zd``W#SR4KBexL@h?6&z%h#hu9{h*qko~9&yON?^;lac&
zpX!Lg*Vk(=wc%^X){fUf&rZVc-sijS43rsUd-+UgUUsrRHd3#$AG7mkxvXCsqIp^0
z=8+B;JatpQ6E4B}5l1k@&tFEi@KpL$X%cT;BurUx=Pw;1;qq#j!FD#I>~2v=xxuqD
zG%f=nv36Kl)$1}dFXO|z6CdgD6F1Z#uA!eggkFq({o-+nhXWcq0PqJ5c^Nn{_PCF7
z)|I|3c?63x*?uccC`%&l(pjNsOJ~qZ&8PFUll0!}1wIR)Cmk{y`L1A`)pj7#q;4Fn
zNXgyRkJ711r_$?#TkuQX3GZN?TOaB0!@DU<{+1~$lE8sY+|mW|)7TVyL5w@NzTj!l
zz)Q4gZHpACR`ukq+Ng%XS!lVPr`oFnM2rG;ZINfSQ}Ik|W*U{*Qbii&;6PNL$}OD{
zltosD)F))B!7DBElx~<#*(s~WPuCaY$^e50WUC?R7rbmMF@}}DJTXvfFj2zrX5QA7
z>8%eTX*)lHpNlpR+hfU%{K2)qEd;{wn<o97<wt%RXMTOmj}q8NE4vu8-2F=0s1NH-
zBf`}&gKYnPQn=p2Zy9(uw*7k9q~`&z<YBw5v7qxG8EBXlUu*rm^U(&P2gJq5R=(DQ
zX}LzZ^qZ%k0j91EV^|z9m6@Q=Jjc1>(M$1q8A8{*6KmZr<r$evt@DR`)5er@mKKR1
zT3kINEdeP*+Fs%c#})1LE9$M~kT!SIj6TtFjXtjA)$1x5<*#_*?(kgWJi6J99Kp0!
zx7)+Y2qO+&ocy@RWG1GuZJ0+-ls?>a-J7vg-1On3w%l@%qq^h|9Jme-=4pAW4C0BY
z9ICxZ$2wKLFD^P?qz|rna+%gPWEx^3m!eg9Mj!BduQnB~BxrWI*H(w>Gm{ol*0J?b
z^pOR@8qSm;Vf>{|EC+v!cH!!<2Df9rJSjT!4_{pJYTuxaXt;*c&Wm|lZWjjfNp0h}
zEVuPO@C0#flf_HP@A`^;5Hz%tpy5+<C(YJ`b?6BgmT9a|M<$T8y*q(7zl?RzplfVr
z^fRGv1pxo~fBJvT{YAk`F^1jL9R-Zy_Q3$Btmsa)833pxayVvhfkI9NjE*2P8h#Fr
zR+O}itJMsZt|ucb189#cyi$PRq>2ip;~-##yY*madq;%er~v5<!OLDJD%g%hzPH`z
zzOk_wgwpBAKXI<+ietVR{JOGuER71GGMt~dkIBv<TvS6rL9$vxd<KeMYw|1%|A0}g
zmO;=z+`?7=GK{nXz8MW+gn3i0-wfw@e%&K{zzAEWbrp>AE!rI>S6er4=0Nu9-0H(4
z(}TnIbZ<ZPu$h&)l{QC)CM;v>SyoRx&c})zyxXZ&=T!A+xcK%$`pbx>!IRH8%121U
zR$p)z@4cM5`I*+vOt7>yC{^Rn00^HNFw)6BItC9{7jE3R*)}&P;jucmdI81GRxoYJ
zNuBl}_enaQo^=5pamGMcD*!zXf5N3>=Z0I_)iGU`!=HIbQ#lv$!ms>=iVr;?JgV5l
z=WTGp!%~--ko2JeDzdhHD(?(NxsoDo&rcqsVLEKX{Z~POl1DhHyc0J5af|a(9@b0v
zujrsz7Xwe6VxjA!1q`}zJrQxmrx*I=e{tgj2(VniL-szwu>Xi5XddWI%H9WKN)>;-
z$58b23(>8(032fwb@kUW%dc|R5Dx#)Hc#V*u9`5^_*Vn$g5o70XUk-oQAgoFe*0{~
zmgvZrhLL%C4Fk!v)xPytI}v2XHfTGmG?KAwrE`MeP9*$bLsqc}(^yy-4t;<&Wq1@H
zJ&WEN%H1~OB+B^gpQKGi9`eg&|65;wOG!d6tDWJ){55KjV`r+;p_lUA^OTP1#8BSj
z0~2Lz%3rnp7)a=(aaCs1cf8J{G9?iD@?$v&BV0Zl2ZkO9m3PT+7#3bx+3oSt5;T0I
z<3f|9OV&i&^uh6RoGQ0rRc}dc7`H{vmW^9vrQT8>1oe2!QFZLu;DYig9SgPieQKI?
z_!ZIUlU?A6EXC)~iAv>dnxYWnRhrzDncFI}Juq}#Wh}k$Wv)?o=A%p!9{T7LeeB>t
zsFh>lo|W-u`%K+(H$Q3TsSo@{UZh#n2l+(a-RlC42CICR&N^-@Uu_<rUe*NIzCQWt
zCLi}ETP}^^T0y7JpVRMAa&@~TQ988AB+(b<4EOs2r=I@7PdmzmBIzAX>)1QTDqp~}
z{DN|`O&Jz^cr_2pUz2`vLMJVgb*EA7%ZM7e=DkXPqYQIw+r}p4U4tL))Yp_r>fymr
zn{juH_QN3Rq$h>A`l~!bpMT!fwbW7C0s+7mf8$rn@q*x`7{fPrx1tnwv~~_*p?3sU
zq>$Cu&YAmB)cq*B@l}^}I#e8uHvmEzEe@s{F{1;nhG$1qN_agLF$UO?pMEQR<S9%h
z%)FTCn9#$qcQHz`>Pj5VDV>uQtg;>+9E9hrQo8y_hX}!}WSUDFH!c<H?DRa1GD`12
zRV}M+V$`{M;aQFId96CE!9$(D=eOZcVkmojjUABRa<`jM(S<bJUamAsV8~$jy@@mY
zSK<4m4(2EAabE`IKKTALST4`Nw-eZ*@on$!=Bz~<V{Ku1Mk73?P7d3nCr|55=QM8h
zjZU)&mV9ZXeoYC&2GOC?xCwJ|Gn>+ZXpmB`(zJ8S%Mau~^|1Mql6ws@4i-hzj?;Ad
zJvJwX73rmsQ!j`UJZi{tMK`#sw{~iFVDhNmZf|e54buB<eh0my<9W(9CPd0Z-LApq
zqTOavaOeJ=yv(6)!X5n7fN7h%Mn~m~ELo-L>4gjc{A^QhPjdB4qx<-1O026HlXQA{
zlm*`&gX3{XkqMoyqpK~^748^eTy(W<b9<v5Pmdz6&Gn6R&>kTqScjPigS$?ghM=E-
zRTUx+$_Vq3&oO0IuA`hokH%f7!MkKR;4*F*@6&bAIFm2y<2Oq?^1KSq%i|Tig6{^@
zrR+z)RO{$gF4~4*AEN=PK{JeY9Q{_t-~hF<`YI;@7(?_?!a(t!{!BmQ#aERzN}T{`
zR2h)``vj+qdfSZ?B@8**x$RXF_AMG|rZMi^7aWNzGEk5>m$>ppD~Fc(7Y~Mcw+t57
z633_|O|~vVGe;UqV1RTNZP-z=!!iyaj*D37y+F60bgT#(H01qNJAOIvqUHWljNzTF
ziRv9A&n0>d5D(JU07(M?CmjGk71f5|<(ZY4EjnoRhAv+2H0(SkIH{Rk9*a{nquoj&
zp5ZnejmC<zk=3B(RgV&VJi#yyKf4%O8mk%rK9-+gaQS#cgIl3Fkef!Mz|T<HSUna+
z92=}}xVl0>g3PJ}4X1qNhX$8bK6$YzlJSjgKc~1IV|jjjlG*Nt2aS`NIR2avlp%x<
zx~_B_?j5uPXgaI6jAi&FyTB-`_W{H3Uk>|z!pQ$BANqx>d<+9`z}5I2<YfKqxFU=}
zCdB9@ofLEEx`(<yeuC6YUme|`<0OSDPMqJdkKqNVN9!B4a&%5TIEz&yGmF-^Bwlxp
z35ubnLAM&id<$dIJz&nB4-cp90^@FTdsC|Eyq)lEZtq5aP4A;3S9;dalN0XKgJZE$
z?sV|nYhdxQGU4hA*MO^XbVc~~t($H8#!j9<L=gO|z4f#v+FI%z9T^a<azKEt16g=K
zI;cU1b~8Jkru@E*>=8ZYBM%zHwu|h8WAf)@&Fo^xgQL;EwxSU~$&-^A@iEZlfq1Ju
z<x{5ehg{_$Z4LL>?=PMoYp}ftb9geZtUM7nCORT!@HIiea@U}0KI5L4j<X#8y!Nn+
zw+yKpeq*qG9^P_(uizDYFJS1I@M*gB?e^=-`l&%|+ZVo>4nI%Nh3DzIeAqsWGnvui
zEYlb`-!3et9eH|>k&JtpzOan<?Z7hqt8%<b_Z58q;YG{&r5MAz+ZzjI3!rBzn=?)y
zb=2F2rR1&(JMQWB^N-^tj-i^1aXl+E5_FI%dis|eoX4UJr5>ws%LAJ$y~64`gZSF@
zw!5>FRo7#TC0B;;+`AWp%a!1){Dl?<!_kqq7#Uebl!!)*E0q`puC8fh)M~enl!|GO
zZy9^u-1oCaz7(HIq1=98ApCXy3AZe+emaZQFmr$01Vhjj%DtxtYEK^VA0ww>#0hp3
zvO44--}(veGP{H!w-*H?zpFf5<wL)9ppoUiq+JZNO$_4Aje11n%ApeuAA#z375#9Z
zNy2m%W7A8c4eBx2G5~OQkN3>_#2p|@^BTtC0K<lXZn%?<0p_=}z1?ozxzjec)<bu1
zZ!fyzf`!JO^(KvV_}z3RCS`*b1{=zaZd!+X)SVNdS?GeEIy0TRdD;!a<+dY^Ze``0
z$*<kL+cuaakT5(F&Ar+|R$(<p-LGpz($y0h%YS-u){ZcQ{eq!9NYja<`RjJ|-3eMI
z0?1AMax$3o<YgNbG~mZeB<}N6KgS#4^(4qiTs<bV>`vlrS5*h3BYZsCx7-ujyfo$6
zHY{W!DldJD5`^0E^f<hl*K)hR3gRro^Yrc0;M>J}1+U;`!?K=V)!FB@kMBgcmuc%<
zrgfE${%?hI6}}T*z8Ngjc^+TS%j27c3*QUAUctA97cJ+PvrXcL+a$=AKL<S-aNw&q
zya}e!81L$D_T!+0>Y;<R#$i_I@SmSD*yArKqt-{Q+9@{ngr?D#;j3XStgqGK+>)+U
zDsVDDYizlX2IGlzhI<sqI^o+G#y4)?vWBukJ!cTkA>-$#F<P@d17jtFJ$d9)nlUsm
zdciw^*NFo-2C;*<kG(Xw<bQrTPyTZ37h?Pb=INORN`0lyUp|41d@RA-JW1zU>aGTA
zq+~^!yzOvYT{ErpH4HRvW`0|qFvV_}W4uH*We5n7xn&XQ`v6yI>o;qIItwv=G%hXo
zsM~c7qK%EVfx+n`J-0d}5t7a-B8d<7_uBymD3OtahUk=XyPE1*k9o1?nydO6z_p_5
z3a4_<K24~ZTjHQSbjE9Jc@Wew-7(nYk@)Kv*;|vfw!OR4wwdT@1X>5ukWF<h<-=or
zxtcGH7?OmopmWbI&hk{l$<YBu{0v=p?_6{e8gPZ7I$g-h`vCoJVYsp5F+H0}PgR3c
zI_(n;jYkb~CzEdDk#Fll15`fUI^?9yEjq{Ox4Nu>YMgp5pVp1Wy!+e6>avrG?0fAX
zU(5QXREyW%rXz^Hy4wBT^8-)!XuJBQl@kJ(^jSBaZ;SAw2fm1FUofY=D9;$^;LqVb
z``Y}$$EeGqS%Mq+UUiSWrDvH3$cOZVrQmN12JKhy3cg!d)=^>T^HmV%YTUA(4_L-~
zUi^T8ca`o)a}}0pKF=+DE5EQz|9QB}X|B2lJTL4jEYn_wPowz?UL3q=xxW-+`0lNG
z5lzS&y>P(T2x#1t(dXHK8XFmeQA*zo9Y%{rgoBpbA7U&6b<SN0P+F)mp$uu<97GKf
z(@+fr@y%O>msS}k8iz$=xYs7v+ub|2+t$u@+rZEe9BBQn`fN7MV`7b)7(b+wzI^I%
zJA*5}4(2{`mu^<UWRQGkC-V&EP6)CxccyU-UvrHOxCO_}?U;MvJtcrw2X~!WoeW;X
z7{kcIV935P@^izwd$ash=II>c;PedRP@@}z)BRjH{KTe4y`UWAZ`@x5Xk1x->(f>7
zRg9c$w#V@G1%vFxg&z&iyqrkcvK4}G4SfwaR|a7?Mz1S_C%U<ufH>*c#7Nz}c_YT~
z{*(Ro<mp}vJ?U!1X_Srn7sfV(Ap`LS7$&ZKXaM`7z=)M6ijqCD9+++&mpr`}mgV$Q
z*7YU4mFP|;L4>=Kst%Y&eVxyalUMTOxA*i(d-CKUWixE7*t$i;tu$`Ykj~NJv`we3
z+@c#~s}bjZ+%*kZbjfWSdC7rvmR*R!tNvktJGtB6dz$p}t&Yv6)8r?NH0JH3!*qie
zA?N8LAB|+e^sdO~je7jnlem6C2}i;#r_4?<#>dtZK|ISUh%+W`Bg{#Yko}azZ&)We
z0&KO-j^|XEli7I;Xyt6O=h4fHeU#;zXLJ&-UK*Yib@-AUyj`a5d8E#uAtev(&zH6c
z8?;}+EBIc6`nU|w)3xQc@$KRZ#x1))4VLK(%XtjvXuH*S#rdf;uhRQ=;d$x48E?Xf
z8{y0T?}Uf%6#o@`_wb_S{8EhJx9;DLF=NJFs%Q3aVx)O#NN8wA@fc(rfRGHh#j3`L
zY`Yb}4?qZ>QS9I~j<G4FE!qyiwK^2kfcENWxPo!+6+Xkj9)1V@jm@=u^LuM+i-8tn
z6WSWSQw)TYlUZIgvJ^hTHl?e^#>dEFP}Kn1+}r~H7(UK3P`mGUj*;rXpFN}5-)ycL
zLeJVU#;e7)jHb6d#cK_?u2j?4#6ZkGX$E9h{bD@wb3&1G3PVyOrsUy1+H1-;JYe`8
z&)Om7@Vw5^$X{e*cNKhd$Cc9S*>jt%BCBOgX;fv)3A{KF@`yRXDpV)3f{KASN2YFR
zkyc*#!hi0{CI;F%G<PxnZrt3>Uf!dFS^MbYk5g_ThFa>Vj5^D0*f5lqLAeaj>DPed
zJBBxT=D0iL?pc!>yA$7@jZx)_tOl|Mm#ebwA+K_j5r+Pf&I+|nsK3tY>cD!#C=Ye4
zfjZT|1Kd;YgiAhlDB~KF2VVr#h(0*-^S9^#`FbRlI<lz|90S<%EPb+4$I&?vQD4%s
zz;pYL`*GbTtbFI>WBwZELpKKKmzJQchRihfQy#!r+no~!SE<vMy~uAH`Q^nsX>_^=
zPG-ng!_~SskL6WoVOc+QYwWvqMyOTy724`H@*zLk@+oc9m14_f9b3Q4>20U#$p-0s
zNm1U6HctF}K9~UIWc?^R!8<6K80Tfm`3dF2kf*N3gyj{yg5QlW+VS^ON3XV1LH}@j
zyV}P-4+j2KxXSx-e%}o&^Cf&5Z@<%gUct8yFIvto#Tfp~8+S7}X)L&Eq=LD(aFapZ
zf!W8M4n%6Ex|u;&H@B>+W&lTF88nB|I%rq82SCqbl+NcqK6OBao{ycuu(%q$mbxxe
z6b+4G$7%;i!!#~6hVS0HoBhK%x(Iv?k(}%Rk2x6t{_=tx_!<<h%*t!-(3Kana7EG+
z1l;53>bHjQ9Jl3<0gC}B-tn<3S?(KlTLYXpfcHUM+^sEF`s#78hEeubu6Cn}96jIF
zts5mT?$8`Zxo8Z#3hB#T@^d(w<#YlEaKSvjAMm_RWD|pZ4f(o##3N#ySZFLN=gDL<
zylV(ra~d%Sfe8imit*uAfJ2R1!ne2TAaiBsX$#i7dHK@U1mo0IeOE<&obFL;r=(Xl
z8d`o6UKKhgjq+BXKCQzW;ojXYp#EyS`huACqhGLo)I0fK^|PA&*qLnqaAHHgPFtkq
z_6E-^u9ab5AX_r3;6(#$Iz6IX7^H-mM~q=E(|LM?A9QeHb&|cj;H;YGBz9(P)u|(O
zvj1E^xjPA{)oVql(d!DQ+cc)!F^IF`sk~h+F1ZYY*SqP4EWD36{es&vhGA%4;wbNd
zx8b%Ic=BTk;y6)rzxxb>*t)h24#RbswtivRJwW+7G1yL@LV9?2;_1tKPMnp)&~qV%
zH2Gv7H?rK`*{ZU_x3q#!z8botZk?=4!ij|WYYflnTbx5H$C`N8lbvP5`xU%`7X_mY
zely)$#`!e&r@?4@SMMWESWf?~XfCJ!UctA@bHKn8zSlgwg5Mdu==yjm#_(%*c5`>H
zs|Jj#KtAI2ZFR;yps%!|s1Ax6%-LHkr#;NOcn(-XR*(pDaP!f*17R)(rlW&{tS)Lm
zXf!*(jZ%A_Zw-nzNCvxXkGQ~ix!!U}JI2cGJ9lDmXk_|^y+*KSL*^6-2g6x?Qqq^V
z6z8O$LZN}-*9=b?Of_^)&Q9tvJo&9rX59-T7rs67c3m3K_t>-(iZl!rd31GDV`{RY
zVM`pw%K2Ft85$gu4U9`y)Ve&pl&ve(?ypp~G0@3tj<J&!EPfi78ffBMc415ihJP8Z
zc3#6+S%zhttH#Xmo5%VDgO&35QknZeceb`k>^Ih(7?li36nuHqxO?>IVcS1EqU^QJ
zVU_e6)N^D^bZ~vd@5;P}s)kHfB?0ehPV@!H>Mk-OQRu5Lvb|is=RtH37{(Pv<GR*%
zFsLRNOyk2VPDC`LJaSB2SHGPwsk<7;wt;o(O}&l$vwa7n6a&}^qvfAbKkCzvTh+TO
z-;;Lh#?5Rwkfuhn?Ck6k#>B!jIn*9Ha94Ri&nF2n<P{e9$J2TW<EKZ}Yf6Q_dh}oE
zg|d*R<@ytr>r~J!=)W31+=A)#s?$QYJ-H7Y`MJkEbq-wB8{v8Rc{9jx>&1F^^5-#A
z8?<Nl{kvrdg4r&TQ)^5hEz-M{#y#mijZi-#m(W#SOfqP{@}vQ5JFCgAyg3>5{Q>LN
zH1rMf5&c7E$S;$)&?>%{`F{nk;1#@rSMYpz(f#C0F@|s5+KxfuKlh0Wbw+PJdd$`U
z2iy!e&oWSIz^$*j&#?CHIk0P#I#>!CF%JG&!RbY+$LzisbV!h^Jg%^6Xg|Y<btSh}
zo*keZ^pZdMZeg5kV3avPZf)-nUV9$hd#mwTgSn6Dr`hM|{$dRb2XhTi)2&VFl!q0K
z8{*uXdkPJW82NXQ^zzfw=C8YsbX$dQ%I(0J^+Vj6g+0sxcY{IsjQrgepaG){HZTbD
zD88pUh7Z#^h`TL9aeAVH;>y=~Oe4PXgqG(tp3HodTzhj(=KwE_n9N;E#(+LRgU0yq
zIgkKRmeXiNm~I$ABh4CoN8UcF#(>j+^!x1+z^sASS}k?8P8n$|J$kyA1HF|=RydKn
zyvloCPD3{=n6z9i4KI{eKGYj|SY8FzfHJ-Oe!I=Vbj!HX$R1@4)SEYBFsTn3OUL_%
z_32phP}|jc(<=$<Y!zL}mIY`?(=$2U53P=A7P{JaeGR#QYmUmo^f@Hmvg22`m5*iG
z@gp7RpzX-BtjoZxb3UUFJ%7_U$&(R_;+|`b_6>|flrAgp8jZCdzH~wPB`x8ZSj7F?
zWoNj4@B9UpafU%`oODZG))_Le9JKAx#=WdF^YkuGR$(ctbcEp^cWL{5|4rx`X1*TZ
z=!<wxOugGzc;btzz{((p*3)LAYvh@5B7ExOb{yNKlY;E|j*6i>&~U|mQAlctCZG1M
zF}&O+hCGH0mff%56}*C1@Cq*BMfZ&_#TdSSXP3dmmCib;!PQoc!t5EwUn^Rg0rluO
zgJcGtdhsjg4Ko^LI|T#h00%DzIfo_3ruDVj11K%`&>9|tLF1v9dKlKyZz~w27*JV-
zV-WR&2^!SIW^g_}I%WW@y`X*x%Ry4{dDS4SsUsZ*XTq|wH>)iho+n(ZyslD}(c)br
zD(QPQIKUdNk>{$VCL;)0?NVlz0VntxAj8-&)bwQpc>03It}hU21iFR7!8>_^Af^Ua
z@<*l`Vs0lm(OAd07V@H>TQ8t_d^|5XkdLd`gGXT)Bc1)oT`;fWt^Af}Ya63?)jgOP
z9>@dsFybd%J`t$AoGiF1oCy#_r|w^!9wfbWr7<#vcaPZ<%-^)i!u`7D7sFEhARkX?
z7^}fPDG=n#$&)<(PGOX>KIWk=FxlJLZacSb#W+@uISZEv^~J~Po)ob`oW_+p6T^&2
zL0&$CSgl5S99iviJw?|9Co}4vWpi7Id8u3ON3Y2b{6KGeW2a3v-KSgU1S5cKdx#9c
zvz>^i?6xr8<y|9ryi948o+3QYX^vdg(Ox#|UY-rl#cx@T@^AQ6_cDy|Ok|*y2``z7
znf>p>FgC66$bbaFb?ZwEWXlVVddMw0V43uk5sNWQxs<!@*VTFTEf+uQW_NcttLlPJ
zqWofEZE?VuRrZ9dGp9@_EMq1-)B(zw35sRN{(JJYeJ(zYPP|)PQh&Xjyn<Ko3SPl0
z`1av>W5@RsUWzgN#y!8}b`7JzW62m``oQOxsmkcXXk%c>>M-Cb3l5xu`xrH%H6&y`
zMjxQj=-1-b)+ZS}z1(}c;i3PhCt0n{Do%>a;D}M?0BZWI5MlUfG&A%%n#JPu9N>Ct
zT&uep(HoPk8iZY0G#}yyuNo;D_O7mF>xAJXcLjIG;OPr=<D67M!)_Rp1BPLd0hTK(
za9j?=f`hTL@Nu@rpI^x{?Bc9eye*GKlq~G#MJnYI<4?ndNO^GotOm8<%V$2a7e`}M
z9^5OPBjdPc)6-gACLd3`xafw6d|3t|1_nj|!2xNABZ#MaXJ>+;j-dj7o^IhwUpu#M
zB%NWV$@#P3Du(IdA;#Ph1`P%ZbmZH*(pdE5gONujP?5iK(^k>YyB2wz_y}7$6Csb*
zmGUV)C|KrG(7zo2&A@sQ-;YG7!_wc`+G<-{o7wtfC1?=)Sy1=IDr051>7+n@C_{8$
zbtS9g8flq4VGOHJ>eVy1*N`ULE6B?e6SmN2w*sh>`-jtZbaWVgEXriVtr~vHlk%U|
zr!%D|uVp+|`Fw%RkC#|_CqfmDUXqWeB&gf!i1j1B*D&rD?GgWw)psh#)EPhPCG;q-
z_@=X-K_CV|MxIWgVVV_WAbYEcEJK|#BXhqDSQ9l3U?zp|ZC@cx`-`*<S>&?K<YhlV
z1KTGG?w#L5mZ=x&$_z&N<jLZVRdvILEXD*ugW9<0BbnINo;T?dNBCy4c?GZF6}*Dq
z&+wxA$CqLZk3GZgi*+!}V`EIUTCpM|1DA$m4I0-m6f}Swocx`*Rl!)Ir6E`dw;5<8
zXiz(tSIIO0&+>wnD>W8(vat=0Mr5t(WJQ?)Ox*Lcc?MyLYv}p1QeKvW-p<Z$+rZF>
zkw9Fn4tGNxUR<s8v&`8B5l;Cr5SoX^o5q~^>n}s2jNIiaFwOGdDXxR9V4M(RnBOXL
z@dF|9sv(y1Z26hL=}zE%Bdgn#h5VGGv~-_h49BqTd5;x3)5+5?a?9{03}e|75_~kD
z<IKoML&@@MwB_q&F+t!`nmQ?m^;SpN)s_Hh#mEC^_r^~1bJNy?dtCk4h{m7><<Zd*
zMmUDBMi9D@mz1b?S3ETU-O@4Sp<yFkWgWjO;aq1Yevz>1JmKJ3uI>#i%l<n7^Akq>
zWz~{PL)?{U%b{jk9~yGhdR7iKyfQ%nPj+K4A;*h+#9za(AYYIJs!o)uxabV>bRwxC
z>yrbyIGENanzOnJqK2fCmvib#eq5=v&PKgPRv_wkPrTbP)KAM$a;z2j)P2G<K5JFo
zaPx8NkWl;bFZF1^$YZ#db$Co-jMoVDMZn3#$tk*w4!ECPbe|d}4P^3Eg*#cpw>W48
zd0$5k>+tAy2kEI>d2&R$%F%ZGtgV5goKGbtasIZQe9N2iBHniZ_GrKL<VaeTchN0=
zE&FJnL*4^Md4*x<3qwzrX_bE|@hf-*uizEDf(5+j{_&+4!+vyQe3sRLG<!W6j2xV^
z^2q?_NaT<qd#(n}-9rg(t-!d|z#-<+a7-yku(iJ4Hn+EXfMndyJCA`Kzg8MFwAM2C
zb2%XU*jc0a0>k;tRb1$L*C_MuKH3{MZp0Waql<WqWLG#fCQNHN{OXzK`Nkj)pS9&-
z)*nGzD*X<&8akFYxVYujaZ;R=j%==0k1`T(7$9Rn&Wm91W&DuKFlfZnc=AOxCk$DY
zXJT-C=$^)!Oe_!FzQpG$mw8BE|8)(PHD4ZDZ!6Fq`#PPBh~tY%=3}{}GWc*iL=587
z%12OE^&t}`D9>uOZ)ba#G_}I3F?@J<(2fodp-={+A1%>HaWxq<Xp*n;D*HQmpZUfi
zAPx7}W&+Z;eF&qhLuY;`Fbo>Y86y>%%33++=s$kSM<{)*yj}gJ24cXaF1Zx_vuhY?
zlu21-RhIIMeY9@fiNVa}v2iirke^@Tvm|qjVe4zOr)6WSCLlhsC?19`XfP{J<)l74
zsWDG^^2(%v-&pNeNA;^Grq!qyd_mEPt1xt^bReuJOn#!LxYe8J6=CXur-^J(r|a1-
zPP>Pf98G8*X^(vs8d}rC+9&QR{8{JMHY_b6GA7J+C)mE6XlEjb-fK+f%Z!BO<0H^<
zQs!!JCNacMDUbWLm5t>!tdoy>w6js4#_3;{xiI{LH~s2~(W!U*&s#Nq1+U;0yn<J7
z*_Xa3cqzv4-P;~h#z5+T!eHR4q64y=Xso$PYrICoV9y)oMZ*2qhA)8`GX@*oy2cr=
z4w4z%8SrY~anaDPC-g#7!0;f?N`v9XKr5buwP&OfvGA{6_xLk;_0jVzhO!2S1FvpB
zW9xaT(#&ewMXe;cI#pXcl3_spQceeKjE^xu3Wk|Sl~RtYoWsx<a#<d92R(6zThO4{
z++5Fz5`r|%@A&vMCkAv<!Po78uK}lDLqvlqtG~!WRD3}Ud2t9ALWX}7vrRTV9l{q6
zF#ssPFD7Ms1AgmugGq}o8ER6vVlU6b5YzC>lL7K{|F3d=hB2%G?-msKa=VNx!0wM$
zu7ZZS`3X*bG=#I_2_20^WulxS)m~;nSt`d-e(&GPND<$38fOD{&~V#{yz4Pu>9~Jc
z&NP%g-9cUQMM$^n<a}F<VPD{qe<uTOw=sS0$VQ&s8si>VPm|ENy}n*L>qH~_lDh$G
z8HRo+Pho^x{@oiJk)P?LA>Xs9Mk0vn9X!a#&^6PfZCH2ko&DT|iSO#Hpi!?uY5E*5
z#x)E~c^MOfVGz1Mdfk^k!EukU#;S5OPYqF#%*T9{S<(@1zUqs5U>~69pWz?n^}qb5
zesE{2k8%Azwpwia1PR*ecj4Lx_z{$gwtqCu<lA~$ZikZb_`_>!gi$ZyleA-X9A|Kp
zmo&#DX~@br?>VoWeEk@R?JRs7`8x#j8SuTJ_X@syh)(r781Ch;t8f*^`+%!yuet|}
zuw@wWpGIRje!!>24gY}UG%o_K@+G`z9$vwVgBPw}Wcb3h>0UR6T{UEwU{FHI8B83#
zG-6_OF^I^T1B(ag8|@z67<tezex)1Hf&=@igH+PlaEg`<XFk_pt(D7s41ut$mVsBR
zcx8O~C|>*+Fg@Sho44x)CyfBcdWPm0x$eO{+}}%H;%kUxg_nS_GUa|%jUMxLCDQ@b
z@@8d>G=hWWSc$XTg1k#tFl{b{12{O#<1m^9X$*S87=VRAD`)y@v|Czb#N~+^;%WTK
zll)hj8pt&i+?L=fenmO(Gw4HOJjPeXe)z%tv94$;Cv(1dcGfnw3HQ-AkkdGrWO$CO
zCD9;opR(naL01^-=(zeindjs>5h-23P&~$%1}CR7kj9feWWm+ZtjJOZ`E&JDuskO!
z4d6s)=C%;hNMA^Kd%W@$Ecb9<g-?rH4%aO#<5@3R*#wlY<+1Lp$F+%Hsxu8*alPxh
z<t4p_o*$x7Pt`Y{mbl%*FEeU<IYHS%muuy{bk1!U)~~uK3^t@EZ?b2;J|S=w-IpP)
zdtt2n4qnxf0V8ePt`vi#w{+VrEA<hRakQZMM=r{@r?U)0KHh8x=I4E~wUHM%m5mc*
zd2te8*|Sd?&=4Q{g@*y|9&Gu|Dt0gIavg++Ap~IAZ#pNq>aSm}+uqu0E6BoC>3q7J
zI?9AVed7{LpE}B9N14@x&G_Z~#jz}z*eC<way6K8kdKCbCNMpIna}SQq+fR~euDkw
z_k#8-`0im@?*!ZYXkVkwM*N5yX|Cdmezk2ruYRwl6KDA@EQc+_a{M=gfhT+`+}{b9
z&&cZ2<n{`F@4<_%+n2L4d}})chR1`IO51Sj(WygnjxMU;7_N@jHi8p4^|XVrid2R~
zfdi-mTRuoo<4cTLSFAMP#Pu=s`uepzcFt-dw0%75*U221UA@#ubdao*BA&I)t?k7i
z@0qynYjl;%RpIH;A$c*t5ofx*WQW^<&$}zwSs?^WUxs`&?9rG<<Mya84HeVM%K(xr
zl)}4%tVyqi`!oGA817(e+5Nd4#IlL&s+PuQy*$Uj4Bj~t3Tcb)V|d-lI{3)c`f+;-
z-DhJsr#uewEA7^uTj1lzDD#Cwjf68~IoX;(!&SX78~*Y*J{2TQ?&d+6T<z1Ske(k-
z$dOm@7G6j<pU$#k@5^+@&_2PiHLdZcpJ;@GmzN;%8#fFMKRqn%<7vGVC5*{S+~8Rs
z%IkR@{PQ~AW&GuE;cD12%>l|XvIT9~n6oT`GK-<A@kyA5r+hv`FO{8TnoKkV-S6xE
zSuWC;m8*@?U)G~#@JWFy<%04P)DJ-;(fsoA9~GPxUHr<_383JF$IGWUF<hZ#+fyH6
z0GnP$;71NL(zDXfPaZD~?vlGt5ZwFj3vfO;cxD?$7nO<Wvz4Sn%7-3EBj=E#BlF|w
zq8(j@<+`w}I+tawOx;(1bDKU%TFBSjvJ%a2PM>k&0DVA$zXwl9Bk$g&Inv6{)x3>2
zd^xWnSLNwF#&YCR<@{d2$X7X!au1$g!HWguzYO214n}>cSEcn;kE4$m?RCJwznahU
zU>QYST~0IjdLF&yID<#p5&j}z@H5!@w08aqe(%AH)HC6w8N=B!(ES<2@u={w3~8*Y
z`!SA<TXE1~@ae05HK=K9UN#o}x-?7)H6Q~`3?qOfS)J9dJB^y~+Dls>D3C@@vmjhU
zS3|=UM+bgawoL0s6Jm41%j|fDkwrdIB5l3~Cm+%dA426Xn`IowD|+y1Fw`Kc)xu#Y
znBL!V;}<`ZhF&H?dZthL@#wb`HLZq9$v}Qeo_^S4(8-HMYo7012CI+XLlgY00E2g(
z$wTPFhcc2M<yRAyl^7D92%$`7N3(1b(I9g5YkQY^zP<`=%139O$I!`_NdtMi=UUNO
z`QznAjXaOE^8*~#&54r)^2rBNFjUUYPxCc4jq)V+2FQ;CiGzoH>NX#b6srNo35SLo
zbwoW_pXTRD8%oS_<%1|4l;bz+c$LkN`M3+Zmtn+T1;cw1;>Z0GZ#mr<AV+k{$>ob@
z+3o<}8gGI+6hjW&!I$+uKsthDyUMfj7JORb7KTjl(q_QpPyP1DFx#Sg$Jeh{`&9px
z`$=AMtW{wWnIyX43#jUfID(TL!_C%hFw(f@#I@t+L>BT&TeUqv&&i8^X{bx`s3Q7t
zl~Ye{q0Cq7Yshf9oXcUO+_t$b&m{I`LUAdhw4<v`G_oaw{Ii`09%9gfS5I@Kb1B0C
zSM$^>&xU5QLBQBvaW(CC3nR~E_+HU|1>ZYR--f<gXG2Gp>niQrvB>@m9dqok9SOFS
z(H|^Vxouxuf9cQFEq=p4=np-)svB2%c%EOln(lWB-;C~v8}Pl(`xX4|g%@4dFK3$s
z#xPpWmA_mW5WC_t#v+J9@w`)4jO-jvFEm!bBgH9We+=lPC?hz-FNthG4l>fL_@Zs+
zGYo9(qJ(P*=EE1{p%FD2-^>H}F$5f(#c^=1PRy6NFtETKtH>JmdBF+4d`s86SMgH$
zR>xFf8ln#Fg_lGrV+>ISS%c))ax8<m!x-+YLi4iB#!F{;kTqXBO8ujJ-sQ=A87XCW
zd$}z_{!E@Tior>~;w8+o(D9P5dp=#o^+h-jW<ACr5+;P-xVghbV}taS&d1Ak&}9&p
zaS_7?T-}25y^cY=iE$#USy5C@)P-l}=7=rQYUukYJLd?K#+B2&5JegXggUF%ttt#4
zp@V_t<%9)V%Ez*8Y?J|L{QS69_T{g_J}LWe1w*z&?!u7WRT$yRX_j%9<3BA<eH>xd
zvEZt&Ft*X?S4W3I>%Xx&N#a_m=dLdJ$!5t(e|=JNv7StmZ5YPsBi>U*Y?o+BCa~G}
zPh7GENxks1=OAYiWA@d)j9bl#5l)DlXlfXEOrSi3Z}m_kT>O+ro=cze0;ROT^|(3D
z%T{+R!;r;*=gCgcFBmqA2f-I_UG3i4-bx#Dk}*A;)+8#%OX<TfO43%;O@6wCL3<en
z4@RXv(%;ZV`<~&!+f_clQ}~^xe+Az^Sk?=l#`#oEof+Xn7e|<SmGJ<5%!ClAlVrfB
ziq%cqKqkcKXBwZhIz6}G480SUpFS<;Dd->h+cwo_QdS><&KtMfCl36pbiNxHG?rnR
z-g5l!B%fFCPaeGJ`hF?K@SFE`7(mNy=9*#}vl_v^j5P+97@UOD^gv{w<fr@M!qu;!
zEE-Gx^H1YBtIoYx)vzt7p5B0QJBZin;w7Y`0bFg<5cbo|Vys~_=`SPGM^@);Yoj_S
zGnJ<K<p)hW6=(92rwB=7ynGE9S=*t>s>Y{AXt52Q9v`~hZ9aBJrdgDmyZMPz9jSQ^
zW4H{%u|hmx@GCgTYYfPHRwDSxhjfxhaHTDO8YgtX(D&uE!JCwFv>M?Wq;73-Mb@YM
zdBJUUEi1hm#>tj{((}^bk*=M)FFN`XSw5wV(cl@;DF<{{D8uP&hQB66mdX9HnP?af
zT~~)KrAC@7)7d`^FUFgf{2q5B%<!rY^{!-T+L8-0qkQfm7gA1s%0^m4c7pC@c?#m@
z-h(>%h5srH8du%Ipt~GD>U;Q?@dp^B;pIMYSPp(o)^HHF+Kt`XjzIk}!SPex2~$?;
zQrDg6G<D=4j-(mL>+!z1ievtZr#9*k1kJ~lW}gPQt>Kt@)l#<Y3<Gkwhf$vwHKTi!
z&-~@(tn=(exO}X~Aima)rn4BPqrVWA<@7wcn4g#1l7x{~T*KElH`|sk6_SrUP_QV5
z*hnI{)9Ezyqrarn5dUV7vh^|xo~5mv++LDTviI~U_qU++?Z9%mzZdjg!FLX}QFY6D
z7lwX$_gx9~#;p%AYS9H%!~N>&i0#&Rj}3G(m_8g`%S)-!pp6Vj8=;M6!NI(&ZqmA?
zY=!og{r#PXY<WT-%ya0X>H&K0Zlm+*h-&ZqIpYbR+1cmMXs>hM`7n-OjW^%E&Mxbv
zF!CL4``3Xp@-QrZf1TI(alg{--`nt_>-VJ?!*9KIBda<#a+*?ID>PaZ-DYd!u0ci|
z8e;}!8uE&RumhMwvaN@!v!ApicI>imaiB6x{4^yDtTLF0!)-%0Wuhg8M}xEmchb2s
zg&Rgp9wQ)zqbsc8mtZ>s;=Si+F@9y#mN6QmQJUrfj1F=%WNBm%FK*8Swwz;N^%g?}
zx9RO9#21oxXjFh5<bVZ^Kj`@z`^_{uV#I)x6FHFS=zMgKj(hOA>8dGVy6qt~LdN;H
zb7`71<-ow8{wCmWY;MJnJUTqco^W4m^ur*6N3?mOg!J7$;a*XVDEZHcAHd1XecKp4
z&|b%QHeUYoQX+X>yH=A7W#+1|;7fEe<3|>hOX*D+#Euc_PF5+Ersd_bUe0}?P8pe5
z>J&W-e^q9$3_@lIxQADK%WXbG?)_GEC4C~H79KryK<d(oe&NxOOQ5K|9>&V%sOOQV
z{^x}YBW~Fp{s4n*LsgbCR0TOR|2m=$tseN$%~`zMJ%K}Tf@6GMyi}&W4atb5l5g{H
zHPw?oMz}mgOvX_s^6b+TytRKgdR-Hmp_9@Vh9O{lozjBKOBsMGjbVfyqbuei3^@#t
z2WiC(j`A&iua!B`&DWLak#xv!;_-LgDBoIL&(^5$$WPhqA0DRqGQr|kX><E+d<fFa
zuk$L5dU~}o{Cg98VcGU>+i)w8<HH7er(v4aUfN(La@3dopnKI14vwirb&xho+8D{=
zr%m+<Bs#CM*%qp8+b_~?`qNF4MaO;OR%24>x$V+L4sPk6)xNZerOBlI|IYSyc=TzH
z@wOco3*27k7gdjr+@c0O;=F%a`@0GQuisK8!=w>E;mSlFJP+TkQsysj_6?FZ595`?
z@V|oJyYQmx_azy_yBIkrHjT5CzE<;Wp}rZfTej*EJ<5N<OqMp2m)8iF<JuOX6>`Zw
zl=7qRNkbc*k%Ot7gvO@f8bZ#3J?+6T-_UpU*VRlr7~AVGAjV*wP}37utC3^ik!E!`
z(i-CQziDDHgOHAec+&>QFw%rR{CJM;WW5YyUq(A)(3OTVn9balVR>A=#gHM)xO`+o
z!wRsIh(S%fI59N9laraJX-HEc1k5{KO3EYuu6!p3x4bSJ67ugVx#E^~%zJPwn@&4n
z<wjI>XzA!NV5zjRa%*1F((gpWttXyaEPqw5au4|^>FW#(x|}%4uScm_F6F3E4I?oo
z%+s>w3xpU@@?}|FnaoE!<dsX_t$UpPf&e_pm)j?lr*y=1k}{k7DAW8j5*<LQoEq60
z*c!*K(qs~$9F!Gly_YTwSr$!KTjXE9k_S2{9ao^IN3(>LUX|R(KrzCM7o<OM$3Qm1
zGMHEqOJJT#(mEaGsF(9f*B$&^1(KKIwbJDY0eR#jCirD1b*tX>yooCL5@&kYNVq@i
z)B$}HW7079-sY4B_{ks+m{)X)__QJ1kz?1ZluLR&UI?w^C07NOefZ6HeWLM!fxu5)
za4)d&y2Xkf+TO`8^{0HL15Q*QB)^vEq|FJrAK0;cLx=NJf_hUwysG`HC&lC7MSOKY
zp2mdJEAhr52W4QrSgz;6ay<*C9lG%Cz`!3oEvNlXX?;7eoX_*}{Jjj;)iCPT-1>ul
zxhS%cbF`fpq93T6tFv1eo~19P-$(g$I(o_FxM*KvpT32$OyVp+c+Pm`V_!%cP_DRr
z;kk5Jjj#U8trFrz$5d$Av%IPIo{*Gq+-}*Bj6A!TA(R2CF=}7E*4C^?`1kYpdGdEM
zk4}D?{)~E8{{{Pl0dgo`#(6r>0Mm#rkAigb>q);89UA!yBb{|4d|Equ1;4xCJE`yQ
z1-ukv_?<Uz)7WZ-u#7nxEDb$x%wycB$Tk)s1`C&dIn|JoVJ{6K2U5X7v{sii5NmL8
z2zMYG295oJ%^~UervbXbjMw<Aa%I)g!OI3&M!J5H*EPf-uMwfhYCzV&tA^)*=VjcQ
zh9hu7{ALUu=o4N8BZH@S#M}Ac%!@}gVA6>u9|G|g6^#tbRK~FMHBz#QtZ0ajF@a-r
zJn3JFQM6?k!jrRY+{ss&LC20*deU~K7$@<B2VaYzjD{h<4CLf39qUf~o@J*?eG)F7
z0ijR0gMoPBTh17?>6kTY-L^p4W1Lmmlmk4|i9e%mJZIPw2aNMN)fhn+EKBjR(r(|}
z4Lx<pm*+G<vZ}0Jm`<KRc11azF*31Z*9Z=ft>NbBp4G8UV$e}Gm6xba5IlPtnP7wu
zIR+?q>XW)R+><WyA|UY^<9Qmu&y|}TB}QJJ#NlVhr5_m}3*}__#s^!BOZ^kCY{ij>
z5w71axe3xVy?huKeDV)p;k#DNQxek2`-N=}+VU3jH)>*mYrBh%<5``-9lb&(rc<Xg
z$Xee$FF_shT;A=;2E3fdfV7<nb#h3x*?fXqy@%hlUlDMUGXOWZ2kjc9i!bwzt^uQb
z!UW^NrxCvVx;WB}%U@{nZ>~-$U&`)^xKuQR)7-hFB~71r%#n**J*?M_tqtVIgaAHH
zj!$Y&x@i@YX}OzLJ<>ngilB^?^|H*zUg*3~*h?(P>)1k(x{>fdArN^3gZJV7{Q%bW
zFoxIZuWY~SgFoAi*O(BxV(fX_ZksrrpD_8ZBMPGr+)<r2pEK#Ee}QV+j^m+e1&vuJ
zr<uUn*Puf&wgIJXOTK=6jd<um%Za;sY1@tN*_NP{cQ?4(H{_#0(j>iHxWX*YPHJt#
z`HH4}E_a{yq}@^GQN5$itB<LtPbm+1dY6VgN_)A_7%*scwTXK<{@aD2cgtYVcT4XT
zym)xg_4HDV;V*ptoiqj;g$k-c?4ui5$>{?&Fd|BMZCo{wq@i;c--c|sk8T8wUa-M;
z6ornDLgS3~r{g(0^O4ZVr%qL{aSCvgj>5;lt|l6%0pwfr)xpS2(KCN>rE4dWETBvG
zl6*A8?TW%D^rbcO8peqo9eq=!1zW#^aN_aUDWqG&KRSrTBYZoqj*~dKBeBL~(egiZ
zEDWIR;`hJw^qUuSYGu`qv2g9QHGm1~P`sO;AlfiUl#897xTaZOt3;$uhp9m(f3ART
ztl9BdZp#loG!}I{Xmc4>D~%N<g7_6#@s`0Cw7gqpJ5>3w)7A)f;E+ebZZ~C<CbyJX
z!#b<T;&&b7r;$^2bCF}%EVqzVdCF4t2oGKE(Npr*upf{#{0(`9uDI}_;eA5*83UX+
z607<!P04u-R2rWK*LI>ZnB{xG;K55BEZ&MgYuX9MnAB)!I#4D?AyEIBNDw{-E6d?#
z7UdZJ2@8wRw@s?w8kWa1+XNF#@-*GpZsXu@z5^_`{A_L3%aHD2bY)8ePaa)~7u>t+
zigiBF0-X%F))V|nPhFMHfMHChoZyuXslUj8-{8S=l-?I^{S%NG^`(6L#Xuo0bSSHB
zMgv)J;v#-cp41&C-<dp<GM9ByeZ_)2P%?yX-06=1>nLfJtNEo)s3+tiy+OnJ4BHe#
zog0(U=&->({dWqf_gC<Jhtwax(J#gr#;vXymJjmKA4WH*SL3a0$3Kl^@l-#n%ewdJ
zWwus8ENz&(E4#Y$w8Kof+sCGkxza9aXX;H(h#@`(w0%|DDNftHZ3*15XW4P<x?h0=
zqAd_lA7@!?8`AGQI~FB7{En$*s9&~6FDKldr=7jZMKOF-8LQux{s6<JF#r;kM-Pk)
zmJz-QEVq#*C;45rpKq7eD|k8ZqU-0S7{fpLV?SJm9}OW2&fPJ?dsfpr9wBl2<t>H}
zrK7J8D7I}4<ifTSlAb6QNxGx)MD_W{uoAa88bPMF5sQ~j%scV5I&J4r9f-KulLdw9
ze)=HI&phS9^oEZ-Wy_U52V27(_(n%Wf~2c_tJBn|H@|ExIKe=$BLRP5KzDpE>6t;T
ziuKi1_t}OAJ4R@l59N(vj<D^_eEBRZ@ybY95SB;Y{NyV<_LNF~7{zBq+R3?JGWlzG
za3ArO-%A?eDPQ-bDhE5=!LxT);Vh4rMu$0*H2G0P(ku6(lRT6MJepCRWqdh+Xb6k%
z>Z+8a6Fq=-a`cXa8`woViZH^s4AQXH0M}@>Ou9W%s|>-Kd;}4&PNXRqE{=Sfmyq&v
z&x*4QC9GD*t&fYo(kMiCNte1NgE64^31JO$^9j#f(pMHH851z`mh5N)W-OjO*M90c
zAwt@u3}4Dw9`h*H0nN1dt*^CY7BVSr2EpX5f#<6532_+o=z$Z70{Bu6AZlQax(-ds
zl`jo4p`6d=ZHA6(JR0q)k}y_=)MeeK4++40<<;`o-o%UUfOpw;<+ay&PdD15=?&Ab
zA>yUcoQX4$(o;XHw3SBMla1OVte(5)om<Hn$J+XY_Ev+t`1Tb}2yAEWi5EiGIB3))
zp>lAaXC}1dnNMjGpQGDiEEEi*-ttIi$ip&}Yzu}Hluv~v^x#QPSf(?=UIdJMUu2#y
z8b*DMiI_UKHeu{Au!rmP^Z)77k%h*hI$(<!b&iWV4+))tOyG#Ozqehelo>k-%h=L&
z$D<2ZaJ$ekWIpsNK$!TMe3IS|`Z&I=67E>%(~h2uJZLv=>#|MJ2WYfAi5Be3?YX4k
zlP`Hm|H#jNM!sa-F~>BvEuXO1Ux+7IZrh0MW%vi5MdMOmEX#0zr!eGT`epYk_}vRH
zx_(}YG5k|M@gsSOU^L{sR7JRkqm9l%Uv~^f!t?elT-r!RgOF))2m5JUDmi`|n_z!b
z4a+nd12teu*TKa+Y{=3n!^fsw0}p{k54yp@Z3iR0(BU_X(eRV9^fUqS?1ZXA$^hO6
zbRiu;_a{ugxXVWdK64?s&g3m4HXWW+iLcJ2%2oF+0}Nm9vLUWU_At2Z{2Y*_CqM45
z9V-a6LSFLq?jFf9_Nx4LzGZYK`-F*Gt7z__B!BZXu6K5lG98?kF-F{~ID}bd_iY>R
z%0dnPkP=dsDw7{!aD`5K=4A)3apVV1+#?*mdWX7ttscv{qAyo5ZXn`hN@H$*QnHdx
z8S<{$R{6?c>h%GZ@dX+>Ww;w+ex@5~gxaQ3{F^!}^myc1JpJKA<eoOGMTAL0^>$_7
zdJx8dX^tAo(ye+a8G4$7`d5Zs;aC2}y91gI^LO8?ZsW7!&d)7Bu69dDP<9!VjqQ0^
zP8pV-|Kvro2Fqt150&A&%ja6>ixB)yTzrJ<HY8V;k7u*gqsE}10Vyr>D_tsg21DFw
zU&vJ*$%G^7PMM*h0hxhWh5*y0UMz=+;mLc|Se4y4q3T6C6(+jrYp~}IP5Y)=%`!{s
zk~sA)XHw($I6CReUlNm(WpIKJBbW)B!Kt6rP2B~{r-4+faXxA;gJgjGT?O+pyvp``
z9AU&S!wCA6B!N$(_uatrc(@AR%lv*f!l*CXg!;SYyC6NxqDN2gD=GCV{jBloD}U<y
zLPUnEn;=K`(Vyz8paJdL;!u5}pq|+WimP4?SxaAj^p84HFQw((?Mxoi=H$<h>kN7s
zcgV|6laKx`w9MZ&MOty}!$(|qEOcHp+p7yNb0*Z5K}eb5$2K!?2Sir<MxNgb82P<|
ze=^`j*VRighX3$S{s{kvVtS|1(wIEEG!59spV=oJ25rl*ywC-{1F^|+1QT}~y`ZAU
zz!)6>{_LsJ7ywd8!t;Z^IJpSUU<-a4DFN=~w6jWH<S$)w@e6gC<<hztM&k}mI~DGB
zZy9JwXLGl+kcV_m=1I75;@O#`e4QV0<wcHSnA)chAdjv(Wl$!c(6sa8?h6^F2`wCU
zC_`4tt>jR2yboi&WGF3VU-5>82jp4hDY+VM8RScuga+U-KoWH&Um4db1f+;o5_&AJ
zWwDgT8Ci5IUpwGrZyttQp$0^{=8Z8=oL4Up<tsjPYt&grW$y}PR_~F4D<|ocp?P}d
zp3X8Vee7I%l)uQ!$%ee>ua#<Z?m7nz`BKFqE5cI_aY!T|?t}F{R;QCKan_ILSI00X
zOnw|+q=g-p!7RE!xFjw5Fe)|j9E>9KUPq-L=25GvYZ(6W;}`i#&y-;ebn;#+(EtjZ
z^n`m40q6|+V_&nA3-z=nGM1-gpF!6YxJ|6#ZW{CP4S4euGEpI|;gK`6Tyc*vi=1Z+
zuxM6r2OrAUywx4sK(YYRR^*MmJ%6~2gPLSmHjUxz(-x0Q!`js=%b3-D%VWF49Rt98
zi5qQnY<nplkR9RXnf>s%FEmi0X<nY7Qd>@ZYNdSCx2kIgc*QxMGP(K{9B6A)q%7b<
z6573Q;#aARgHQCwvJFsv`WJ1pgJC1?y8+XF8hkf2KaHNjgWOfOp#Qrq!|yiucIrd@
zvn`A|R}i|ChvSO<sQNFYUjx+p+<n5Q9-vA!mUW{#dXL`VuI&o=z4+O`Nk{!rr^gY3
zf^iv3{DD(f#TlkCtgbu0*cT+9PIpW^O`}fRcX~IEAqVp`Tz|G_QFekV9~?dv@<`4+
ztprBe^iBK(%WhuDwd=~D|GkFq7u{Fzy@3~9H!sB){u6)v4@D7ef@W`{qlpn#4M~n@
zW@)@>hzueL2hTQR(lBjf^&Y4=p*oNn5PdnP(htMcs~Vf(>42oouLes1I(A>iNyGCV
zC7u0&+-<PMb9E>th#&VbWQ{GF<V~j#EO24~=`$VqX;=tl#ADo$KA&bbO;F^w<8e2A
z3`}K3IlaqUI#3+0vM(kT<n8LO3|(L}g<zm)n$CYQq_}bvk4zXG7BP4{+t-!k^V6Ia
ztb1)0Bes_%9h$~BdAb6dmA}rDE6_2r@Kc=X%r%Kf6F#A1$7edNLFGMY8XtM;CM;#(
zH&$Jhmn*WKk|DVIt)XJRrt=Nx9M_h*HV<X1Jl5MuPKnTfs^fyhSKflWiL61bOufoj
zLhhjzwL>?_gE)1<L7?`R8i$cixL|(bDP#?;lodXsXUN2R>KS?(&Tb_zZ|UbGjAw2~
zScMnUSx*ikwK}dbtUNWg^MMia7`h^_5{;fIHwY#_%YYje0=1Iqr^o%wvbt0Tc}}~)
zpZ&e2=jTg+=B4rI7aN@zR^1gX^Y_!m)`{9KPwL<Qzr8ns`{SzbbC0}ew`48e<qf<7
z!C){12wMW-l9UueLqZY?ZJ}A(PqVc5(}r;GO<O{mHVZUqpe4yA7f6B=2yK#53M3?e
zS#4|_Y*w$bEy<FseYbUg&+p99JNo<GC0p;Sd7f9J|CyPy&sn~6=FA!Lmh|w#T-LRq
zj!?(VP>KXP?0St^Q<$4vrowQ2xFK%SF-TXPdV&~^G}Cd%u|o$~iRDmPvN&#rA}`yN
zmwcL#d0so-Ho~6%(9!c7*Ct;;3UfrEOMk?f@WMT1AaAha2*QMGjabMV^{_<TakSu(
znn$=t1Q2(o6me~N36pr?4`q?IAj6AmNc<57@sr1Z{A%Vt9LN8xZxh&=3fw{8?QH#`
z%uht~j^O%cV1G8@%|#~5yP2HhDN9>bfpg>)*SS48t8IDRr_Ikkg7%ZL8OJ%_Xvdl`
zrOsyAj6ceKt+Rwt!=YhWxG37eoB~&`O<pR(jc|y^k$y6u%;pU{^`ssOH}w}d)&z0-
z6~DFo)25EiEpB#+S0Cb^cK8c>Eev2EKW9q2F=%mWwBzG}-HDh@9AxG^-uZk&#PF+L
z@!ho|L}6@|0kMXO$WYN*1!o^=g?(aL%V;gwSjmo`BXO=)*eYuJ)Fj5%B^7H+maoE>
zLRXg+wValZhxW&vE8-yPZwjsyZ_$b6>KCC9v+^8{MvAfD=#ZD3wz%xxy%pa(zq>o#
zj7!8XD}R{z7ss-L<t2qUwjiV4iKK`Fk7uJDiLk;wy)&V+1VV(LKVc6icsG{bfc(M^
zuRz7|rArr<v(7rFFgV2vL8nAivtdhdf`i(?B53N!Xbp?&fqSe(w~xg<S3@D~kr#0o
zYvcp_boki8hm2b`E_K74e&a_3obL17n7zy!tmN^|K8MoJ$gdC}-JuHRj3;4-x#a=z
zOGSe}bsw4_tJg5h@rQq$$7u~G4)8BF8c5OznZB?`-Y#GyHq(Ge=Ngf@2)M}H<{;09
z-S8)GQo@{HRtrD*_(a~sWVmAjoA6IL<@CI9$g&e<fb~Zax}2}^B>xz3Y}bm2*Z2{a
z+&D_U#KyJZ<rtPC%xN*?HUEfL7!Y8T`7BLwu4Y;0LVCmqJC?D}4MmQoM<Aq!GM9Ot
z{zV#M<23fT8R42RclMN1>&s$zLY`%Q(Md)S`C%2p$@oV6!X5Ja0QnUs9*N_K^3zFo
z<Ok6|J=`9OI+&x#v7a|Z;hb_zIiWn!=@PFL&7_Vx8+kzI$}}0~V&{BE!o(fv2{Qtf
z_=Wt9@)mIkyKN2cIGb@MK8S4cfzf9=e99D1KFGMV!wpOPVwJeyH*O-RYzr8{&alJW
zXl)(Wi8N%sg=2)lkx|2TUE^FU^ZeE_P_GGxiEVc!GY(uY{KH-In>gl8UigQ*TBeSs
zh0_m%WBk<|sp0pJ_5H#OeSbKVWwA%!UbEX^|4921+eF}|<ss?C4ROx>p1Hv>=!co*
zGawzLhcB^lob%)v(HhPFew;>+HMb4?#P0_CwG4G)vnx~mctCU4{NuN7-ISvE>-z<W
zUiRzgZtY9yV;Z=pEZ`0&t-jZr?W4<Kmeu$poIWj2TKN6n2JslpGidSTShlyZ+qZ+6
ze84Y`u|FC{I}Vt!-}0~71KO^B`5pUhWrH%7K4zL)ec^oHpJtC=>JH}#o@>xgL$gzl
zMVk`YPB{H~*y7#jrv<y&K6lrXzZSQCoUq>F0GJ#7W7x0eu`n<<IM&Y_@~^cGl$&O?
zpBK$f_DEOX-+r8%edw&Df8(9wc;626%k1O92@%6T`l|2BP9n-nW+0pvf`Duyi^&3F
z)gpFUH<HDXw2iym?_G#?BrixccR$s$^sU-Lm@Hd$UfH&X(awcs<;pY5frl5A9S?0O
zTeog0+qQ2j`}gn5`AyrlZI6P%+`a=ja>d``MN7)^B@4^Ci!Ue_pLbp<`?nm4E24!!
zn7)z6!c44lE@C8@4s+{6JIY=6Y%JS%?1^KncYH7#uJg}7rz{SC87V^y<DNH+`MALT
zy?l&<#_2$~p)ywCL}SN`PzMeY--8*q@4W8X@(<tekMc#W{RrNOcc$UMzRY)~HSFHK
zt8Ci%VA;2CcUC|~zIdsFuf^qjNk+T!B2@7~<*56ShEqe_&`C!eh{vH2X*4*5ff;)#
zLL>eh=Y@=RP3rUtoL2wI4}S5VV=S?UThfkr#6JoILC5LzGZK;4mi_8S9l;<BL?z%a
z74=9s;a6l=`cpf{8lO0l?$Q(|Q{a$H_DR#>I+~IVTI74)<k0BGdE&-yj&DXBxW42a
zaY+v#?|51x8=|gjED^SuFv5>;4uxogCa^Nz?YADvxJNX)9Xc*LLu^$)ItS^0L^a}4
z^EBhlxv)_EdpHFgUz}^pisjt$u#*jV{31MS!(81&sxls#&v+HY;edvpeB)>|qWp$M
zZZkQJ9~d~y{Kkw=<X;NNN1`l59LTd%!vbRSK*Wvuc}k>*4tYP3!4LKcBJ3iN`JfBe
zl#jqr6sZe@O<jt;ycVQ|7uEQBA&t!=5jN|kGC!JY$W)L=qTEv-LjOiQ>KDMc>7^6R
zDOO=M)65qB5e59_FU3Q;i{nHwB9fgL*E6m!9VH{uSvSHVU+_vnj{ArQ_Oe`rujCbW
z>4@^CHyqUVB5qnET>RhzCfNp1Zb(AsS4N6>b@|Hfk;C|pU$IA6q>E9=tQ%cfA{;JI
zwH5w{L(UTxr|>B4$Hp%Qs1x|lhJ6la{ow{C{_vV?j_73C+W+aIGvYUP@i*%vVZ`|`
z#s9TU$dUW_OFQ@%9%8QhwN1_ZiY-6B6UXtGaESo+hzDUd-!pCa$-%T%(}P<?42{b|
z>IJ7`%Q_H$QJu0qhW<@U=1u2U-H);!Za7Qe)B)_KP>Nr2hjcVQ@+lclf)2KJEbK;k
zZX>zr-=VPIiIg$OquS24bmES5)M-*Ro%l~=GPW6yxMq2U>PRfdXqO2mZ{E^Q)S=kV
z_{2sy%zdr`g%E@Au!dXnAGh_|)Ntytny0wPusIofe2zT@c^s>L#5Ev{tS=Ggs5`(D
zQNrdt_PL1%;*@lLkF|BxFT%~60`|i_Z3W>nIB?o&aV^Q$@Q>tV9Eo@Q5f*lF*RBsy
z&V0xJFw@@GYsqz{Ja*^F`ixS|+ZJcaFqy?_I)szgBgl`RkOyI2xR~ot-r_#uoOxI4
z0R4B?b#Bt*JZWVOYtHe`0pVx-V{0!aH*z(RAmbO{N6RO`T;pB$>yupup=zE(Ey-Q}
zhdcJM&EQAIDeOfyWIS-fFI002tL7ay_oSuW<hOwy{LZ-Gdkwbi;YsP^$O#d{-}v<V
zj#OGQAoDIR7I{H*$m;AwgL)ZiA;FZ7)H`~{j+*J|V|aFu&Moc4f6>6T0)vG3$lrXW
zeDU@>LwqhTt5&TJ`=^y{TQ-%gTeg->4{i#fx})5G@BL-VmM!Uqcx46X3e}QjOUiZ6
zdRlq*Q=e3R`bWPfjz@#gWhMX95Wpiu@{uYk!cZRCx~=@xUw^Lrzkm9Xa`yu}j`$6i
zUUq3&9{wU4azr$a?byAyY=3Bbh~d3yr*EG^R70z9oI>@?XFjw1%76N`hy#zM4wZce
zLr90X$+cZ0-x-<Qxnp~|@80!!EZ1dS%-XDrQtV|zgIJ4f%sHizHkQK5w8y^%ryy{v
zu*v+4a1eKN_SwisgTpbxC(p1;Lr47f@86HNVdu1HNWy;P6AfQ&^jTy+u36ZneDKl+
z4M!CiT?5&rosOwq<{Ez9p)=x&oj9HXg}BCf;QGW)`cv~Sj>j+8jL&-`s5y>p;>tPp
zY3#BwjkqA1Pd#m6IX!MT4kO~iKg9bZtkMzgu$K*J{MNi89LfQ|gcxNot^?QikwdJ^
zfcPR`qhly_Zf%B}o`roHp9mx8q-HW|9Z6H<Gc|<;^U3>sxie0ZZ>(L4P^f9-hx$|<
zX2(J>VLm;qEQ*$}jdak_ABwo-^`wJq_K6E=iiqX9+d=1T_)A=B**G<BX!%ge@}-O8
zT%4c|ge6{r%sd6IWjMy0!;uGwT3)=P^UlsR&N0;jaeVrzOmQM`8qxacS|s+ug^S{b
zEb=-0-oIy0Srp=#c$0QI18y+surls+`{5Tt>0n&5B}?K)cJY$X;jG`fFvG+iw<4Km
zkx#W8kWT&|D>MAn@)R5KPyf@H`Bg_$=uE@E=+yV{(qNY1a7Q?iXzB(xClEeo{^fNe
z?eR<b&3%e`)HCvG>yC%wMt5g@ad1K0C`9_ROorVy4T?BK;1O1cnn(k4s>!cKkyi3P
zg2}jHZ*Sxo@nC&h%2Aa3JkJ04%QedzsAxZ1nWPS8+G9(*ajfPq7nAhWG*Omwv_0&n
zxC;>nxFxS50HT}w)jO_KO@HQR`W4qT+6mHu9Uy$>$7j3RxjU6FTZa95GaUIJd5-%U
z!RB{biL${IgUFL^r3CEd(q9p7tNX;8r*>m;rhL~npEA(uREEVgp!m!7CfpJhbrsT0
z*kz9!rp$}5#|v-#vV2+ntbDyDJi)-foF){0a12pGe0a*iv3&;*gs`at6<O-S^9-&A
z*@YGVlaAQSbkT0a<!b^wg*WjDyQgK{qFt$il-iyjb0V#H*s?LtafCDx_bB6WEa&@2
zc2GUJA<d~z;efo#c!e7TJWp9NoXC?r8uqd*gu6vi25Gl*KTfks4UVbD`IHY!X%}-C
z!w>w)c9xsmh&v~+OTH5K)4C^d+1ID@upe=!?1TsD<-)L&FY~6Tj55Tv#chNesf_rN
zzFKywdzv!ZH}Zh|t^FclVkzr3*CpeM8|n<#pE89x6P|fberKHH7<q<WUMyU^F#1{S
zkRR!sT1hyOw^1%A52TOyoW6+FLTbJ;2RjZW)T4YFMmoB<;06O_im6)UA@(^>9>p#@
zS!OuS`u#XLxIfz3s2^lv)=R?1ZMshnvVBh@X@m%eCvW68anEawA@<w<3<gn!sY&@h
zP3&`%Pd{7r88*{V*|vR8{ytuu5HbAVtskz247vuN7bW(IPFCK`<(i?4H~|fJvk!S!
z(PcDn26tTAJX~`YLm2A?%R&%={lSO+rhFm9@bVR_%jz=`!>5*w53Da+w{9;RHf=1s
zcJ3<o-MzkS+p#U(*08I4HkPb<)^n~c&wKil%m4Y0zds8baV5IhkyOiZ;aQh;aoVS&
zy5n1Sl>hb7zbSw4;g6MXt>2k$@Q>dME?QSsu2@zMMuWXC?urnMTet5hJ3>HL?`lP=
zc``<G-?;p;tIL1=z26P1b;NexfqfZ|+A!BjvTN7Q^1%HMWF=d&bV<gK3Qi{!mU2#J
ziY)9?>7(-1N)|#l#C1zA9d6#0N1nEig5aLx^>KfQULLha#bU1R-o3jsjy#&9g6&6S
zc8wWfAQW?y6+hw^e@Hj+L>Na1dCjx)jIbyxHRZK&K%CNGXWYV1qQgFMVnhu4IKUO*
zvrD=N2S37EjYFKsP6<2dPvqm?{kgmtqvuP`SXoY4v^d?6uPGwJ&lEFJUb7JjQ?2#{
zm<2NYI*<)bzMUOn<6z`vTQMXX=7>O+A0ig!EWwoXEWWja#k<@h+|8RF$b9Al6QqNA
z-C0({?deBeDnx|QS>s7uHyZDV@A5dlddcD(jUkK!Ax;^^=SGZjz!$OT&~lz`)Ty{k
zvDNZJ@cf^h6Tg}2Q_6~^i^|ncys%Dd2!9yq-HU(G(PgI?0+cntN!df2H->nP^haJX
zwSuxjgU!5OI?)wNmX<|1VjkrruF3vzzjyzE@FOJr;>BgfnXBSP@u9M7+t#vb^~$gl
z=feGgeQ{&9XK#M3>+op{a-HM2AZ1|);nnAyTP}U#6U)jo*OYTtuP)0YF4R`sF;_p!
zP3&hr2jm^sj^k{(-<{0z6ZuKLa^syMo%*zVdD*yeQ@P`=J0lPGhCRC2x?yKgl$+cl
zFY==caWje-0?IG*trtdoSDv||eC`W3map7)Yq{^fJEGnlE=%G@Z1J))@_KR&s{riU
zo`?f^l^=qM^K>?p_bL>s9m*Dh5PPlDWVDRyk@Y9+A~-SQM_5a{;WXW2zzu0e@NujP
z8rpEm2seb(qc9%~|00j@n=E5(_Y{=jhQACO@AF(u4{4!ut?N-onIZ~dpN=wb%(0An
zHahAw*ILGhl86U>6AXTG4m&(;0OCWS#Dj8Ae$Y0iy{xn0hJv0{yWBLePImgkjb@}b
z=YT`FA+I=x^?X_oEQ~VB4F_$04h}@Qh``cbwio>3Cj2K4Xdk&=ln>I{+9QN{Uc1<1
z&T#FAI(MWm{>V4#P7VM>e0XQ1iq<MN>c9-;B;wayD?S1h+10g;aXMhC9)livlMvUB
z8++nG8VHAU@@_+h$Mq+_;vadEBAYnHf5boYA>xXatoLy)Tb~G*^BG>$tGXXn;}|#1
zbtfDJgh}L%h@{v>gd-yPCEi)S^SWV<`arzXel2z6D{WTZBu2jAHA0%}m;Fh^Guzt;
zo0hEhnUR*mh;4$W3{pmFeaS$%DG2u&YIsOk#ACr}i{dxZ%e4zTsZS`s_#Ma7UR;aX
zKgE9du^{S1e$Xf4o_6DxL6W>;UD$jTa4BB~BpumTQ17`J!&wc#mW%K|j*=eQWv)*i
zuMs8YBq!lF^N203bM>Q^U+QlDW{%Kr;F@|)7!+gN)Ta;G1`rPZhx?i@HBQ7Q|L{Lu
zhJOrD#&4F92(aF`@N^Hc9(KF<!Iy8jy)!*NoDea5-<LlS|JMse;H1Ajs?GxenMBTT
z^bras8Oaz%M3;?BYZtRYO8UnbiD~;BivRPMCgl3R{A~IB?RS-hi<gzPt5(MaJH0&g
z(1YcH4G)$L8#jbl+*Q`!eP7wRb4;+}LoIaC*oEkL&hxGdF??0|nb&_`bU3x)4=Z7p
zN>k%P!H5!{1%fFKx83^H=-_TCfAR4f%8g&!n3V_rshk(CJGU%bz9cFsBe67Or<N@t
zgtu*dsQN_$C!n1t>~$Ah9Afxg(W!E*R?hl$GxD2C@<>j*U=*B@*u_ht0gm|5aO{iD
zJ4H!!$hgb9;jB~<Nc@NJJ-ncf#BeNs<2;q()SOaKM`<&xuz(n=^GO*2J``fO8{sBD
z!d{Bth!YKFj)uoC$8pa<2MtzKmpq>xN*v1uy+$X6S{@8YOIEx1N7%J<gPJ$YNv-i>
zRG`K`MKzTlKf654X&uCexOINixFRg--T1b+Svn<da?V(}sw|3z3cqS+RQ;vlO2W*@
z69;Kf83oObHSF=lseOAwaI(cd*DjqRifMQwZq)-u+u}OJE+eKq=3fwH<l%!m$|L(8
z%y`!{;zvybU}o-a3Su%PiE|u}-L(<#OU_;$*PG+vU&LeQj$LK<uH9vOSlbz5hK`4h
zvzGemXM=EBc<uLsGgg!rJ@cu#gdShc+Zoq;SKQcb-?205((bZw>9Vr=?6XpEeCf8^
zawLKdmWGrvv^vV-;@CMOMD@Ano?VtNS(bjYj_IBQ`^$ryx8=)e%T}x`YtKHXoWA^w
za^n|18}(*sbaJPai{pm!j&Iyq?%K4aEDnFyEL&Wz`OashIQ{xpZ!Z_GSzDg)lqZ*G
zzwG7Z8P{D~&I!SJC~nXwYkZZC>s`ePDX#elk+g2Nl^gP*<^^Sl`b$SZx#ni+fBnT@
zmisqs$`v>2laZQ-r$@W7B=UXn;t=`^m&T3g@+d#c%93TVAEKQvfGu9UC~hhu&HEoI
zzyGfHly83XYvr3?za{hcjO8oKnzd);^e*ZimxH>UWh~_ePha*$S)|U<anjk>_K31a
zoj4TrI;V;Rv@x}lk75>fDVHRW`j&*5{3o0&-|?5Cx1A4&SL@U`j$O(db_s@k;5>HQ
z@m6k{ID&SLWB8R%TGAd>0ujOaw3YTaPFT%u6Tk>d_M4x~0nT<Q{*H*BbX?Ph8`6&%
zTKrQK(uN^$0`ih}jN^@(KV5nwf5{6T10%KxldxNU)iCp4wk5b}>B4WyPediJ8|Ics
zZphPZ(Ci_m(yusPZzkfpMY}*dPL*D`s0vr6B-GVS@Hz53-0~EIU5atWKaP<*5z!h>
z7>N`0pUTNG{O1(0z>GgBN;^n5Zm>XIrXOnqDtL(f%=bty>4SD15LY$-YreMn#ql~d
z0>8s<o~?NY*sJ*zVMcgFki4M$@M0qM?X<XYrcU!Dh>`z&`}gJzCu!KfZ*Pi!%J!b!
zyYkv1kO_}^L2~lR8Gra4Wg#qdVUy?dC1F1zwrb6}d2HXleNpH4mfd@H#c|3IaYx*8
zb5Tc!bD#W+vaxK%ig127+O{omF0LP=+u`oCvaqaNb!NHpiYv<HPq;MGnAf2zH-yO#
zzvMe{%zv4M-L(kF%4)S<N66niU-#=z&12$M>l_Co?GcySXHr7Q2i!+~b2_#vh6yKg
zDW~4y_DJ~no2KBDns=P4mpIO)`_A7no8?!3{hgiZ@!^Ds;Rn8aeZ39|oloqLk(oP0
zivRKur!%8!fvSR&C{zB&s>T>uc_?hS%FJcsg0fLcYNr3;|M+zI+*iL{mM%M^oD&^n
zRKv1q%cin<<Cd~<)5fyxp>5^<`!<9y*qQ#0Q6t6T```6~?<~*1_UiJ_U-!M)*yW?0
zv{FNbd@*nVBN`N@{pE|F`$D<>>)$S)yy45`OJ94iY~S5J=X$tYbjgMJ#V#J3P*D(n
zn?nfi++GFwC>(2ryPBzFkCZc4tSSHboxfeytvfFtJw5yg^M(;%wa`+~5fq3X=8Dnz
z(pc<^h5<XIt**6Nr$X?lP|`#vlKCHhbf{E(3V(L45smyZQUt*K>WowV)sa^0)cIf4
zEotMr@>rE)=}%NP8W&#dqq<WL+M2nU{0M|}G7<_kE_pgTAI`PTD9!QL$_v*6G0S75
z>KQ+rBaCXdHCp*dp1bu(6O9+uw{~3NCVn%nk*0lNhxy!$R`Td`#j3R-be8An7>=tr
zCJwl%*AqYJAczOw_ums@X-^32P{U;bB0NfBG`|c35nASdILI(FLikPNR1TB{2RFrT
zZMd;JM%^cUxNncJNnFi~$~hq<uRQ;(xWnfd*Li2zwR3OTuroyQf#^iT?!mNA6IK1{
zyN6c(==c|%8Ul9Z8RdCTy)xRohs*Bh6qxt5ar5SKH}lgYs&p`yo^x(FHS+08U%UN?
zzYY9n@&9uco>HE8{@Su~^;u<cbX?ST#M~YC+*j_{{7`1Yl7**6CvjPMI0XNVw|%v&
zV6=GYl5+3ntr=r{rL(?p`SNnnl~<G%@q5b`Z!BB(A1v2B`AOxaKk$9!|M<aImPK&`
zdN4Y#dNW2I)%JrHhWeE8!nZg?6V>uH3^jja<K<P_p2Z>JAGq(n^4q`l&a!pK?&#pQ
zmfdj^&^~OymUE(`gQaXDlKINz!q^st5MH)yS=PtHr^FWJ@~dCDt!%jG_P9CU8uk{I
zGgh4y!vBnn3-1HaR_ximCoTjcZEsmXd0;ugh#Pe}EhgkfH6Mxp2&2c_e*ZXT=<ioE
z+nE2*+%{VKRLx`OCh{A`JJyHu&99^F937v27=1HL<_`MjtNWS`j`#h8@%?P>#_adq
z^^d_sZu|6)5g#_%(n>9pQ2iXM_eZ&jc7gqzE)@Oap{~8Jf|d3k5xqalT|YcVRv(V`
zk9G|)*Lj^~oR`qCmLspUXK@a3PJ2n1#D(~^{DX<o2N|E9c`C4*qC5SpH!{?%CCiqV
zGtXRIR;)ZTZuqyQ9iCJoSoiWi&LP?=`akMSh44sY-aK`2tY6fNd=4{z*?z?zTztuu
zkq4)TcG#MNd*}8C^Z58wH{{s`>n_e*x%aMb$N%(0A%-K~%c4D4wPsa$$%~&~Uis=D
z$bRn>v_y6<wS@xu^N3)YYadq6Wt_v*ZdkJS!OZ#2K4dy#7q=;b`Rm+poN1A*-iECj
zF1jZE0K05hA><>2kXYk7r=|QC=h)%DvHq5JmbSB=tNy_&U-{$t`*?BcF9n_XabxF(
z+w!-jos6rUOqWNM_^lbm<&3{5lz9QeGMPx@k0s2xiyz?$-f%oGPI^G4kK=KH02>sJ
zFZ|sd<$=xHa~{^B=s=_Rl|6f+0PoyccJA6$cEs<thaSpE)I0ESpZ-;UsqE)nbV<4D
z!Zqc(r#vAm4MA|X#6?ZnO`%|jEG{-9tcbun@3^OIiq8D5`!<#PHtx*1OZZ8gSHvA6
z^O>>&W*SOX)O~yRb!j0Q*d;1;zfX56h2*oo<C*3B3(qcl5K>Vf>E!F3cNK-?XO0NP
zIqY*soKqx%9N`MTm>-*s7!6*;2zR(YHQXT9X(ZxAW($wLb0n1uiJk21sU6`m?DB{d
zyO~MprpBMj$0$MOAIIwHG^Z#aeqpZZj*6Xeu6}YT%R+aaoa9aa*sEEZZfcoebRpe@
zUBap&Ij#wD3>)MP*M~=@*vk>%*e8v(5f8#mHdL|EXfh9#5r(BpmxjFsW%K&`a%6pJ
zh_cg8TNHsZCo_DfP=uR@<F233BJj*68Z>?mJrdU(fuG@!zQ{)!<%nOL;euv(<jLW~
zjPUaqZU=WCc`SBf>oc~W`BpPD%{3q4a9OitY0mHEMY=~GIau~bIorSYK-nF6!7^!d
z3mM;xW%X;!{n2oI;iARmtZ2M1Sh1|^i@f4y;MDN<{(IL)Ieet-Jw!Qsq%7XEFX!Ap
zux(pLjk1&tdIyh8_lLc6L+qXrb+d#pUK|}VbJ|af&iSFZdDtEC;|6HUw(Vu@nP-$W
zXPsT{yzl<9ooNZ-6(u(3zlVR@qf@@;{s+pL3m2E?z4Rqz*TxOyOW*ot+4S{qmhIcO
zl*^v})DYIo<1Q#}Fv5Ntkt0o~hDe|c5XZV-%Y73QT(fHC%0-&P{X;u<l#hSxW99z!
z8_GR*-%~bjyuWPO{9xJg;HL6mguUVZ^&yz=EgK)WuWX9#f%SKn`|i1;-2Lruly80Q
z@5<M|`jv8bxIOsr>E+%#zFGF{+7$V<vaC7h!VudL&j@$lfx{uP_r{GFWgya-kNV?^
zF;yadTc_UY8Q1%<Wjg*p)^X@F+py+ZI;JMeUzAN46X~_)a{b%6QR>Z7v_Da&AfJAP
zJBrMq1N)-=kM@hUl6F17AHq7gpBJ%fz2I0bVVUQnooBv&xH}Lx!sJu+gR?cyT6;AX
z-{YT`%};)bJ0f!Lp50~XiZk=c6lWR8AX?iV+7WH`j_CVnH(K6}#c$mOPbh28KDTV$
zx+(YLWS4L4x8@^xamJbFMEkZNZcg`?{rh%Af5MGH_3zQtd?0^!ggD>+(3Z|#72xzw
zbQ?^ky5h1Yl&4?&w48c_u;*r)C(}%^%8j<MyP@Xk7&kXZ&MjP&eRI0uc>FThmD9C4
zH<-~uOw(gsbv6dB+6QCuH|(+D5BqropXRzTH7D)mK5p99j#oc(S{U}RmtnIX?RvTk
zbLa%-v$I`x`I9oI9xv#9A9pAqDNy;%jSeQZ5ISvZ=isPwbV^;vG~O2fr5g%u?l(Bk
zA1Wlyv3_Yz0q8^!<uLDtDcBLtnpLaH6<1zSo_g)I<r&vqSDyaNXO^d3_l($oTDjz+
zi$b_A?<B%0W!GWedPhJ-CmbbsQG|u~V$}si72zVb5C^$dX~r$=Q{YpS)k-*)hUn7}
zOc5Vwl@kHp_F>FTwU<uAd?+ga-S^&;qJJSBcE*%S8I4>Bh<w};VR9a!Px|XxvyqxO
zmLe9<vciU)_{l~wHp1ramn}!S!hJr*isN;Z0Kph;B5x6h9BcmOwc|JP7q@v`^H{y6
zq_3rk%0nDzOf#%VM-}PSZdUH7#JIt)^fxwQOt=|`FlXN3H+h6P?bUEIe(~En4hSox
zI2r*eX-!|9n;z$4qkLo|NLZO>{H}NSYc4o98pHkNj<0<sM9y8&!0ygRY`D%2CGs!x
zJi_GqW?Jz-{5>Tax3Em)W3SHrjFurAY(|U2YS?4Mk5S?f=_!iG;yn?>vD)L86jZp;
z$q$ue>}tL+2aGzwKyk}I2$y-j`ZeYU$H+h4Sf+6#UvquoDAU|r5og|@Zf`V`GRn}s
z(fMw;|NbKaxaCFO%;G2rtrwld-g<+!FVY+Nw<xlQk=L~$;FrWrCN|eCTNWbm?6NFw
zNcu1@nn%2CBdpJV<Ll+7FMP3FbImpR==#<T50p=R{FCKNfAP_<A8Dif#zqv5l%bXh
zV}|axl6yzak>9aJdTL!inDdYu{k&^%tfd(+Q$DVE@-=1KmIuqhy_>T0I{Unf^JU-A
zy*c%Q`Ov)hx-{*5S6EYD)9>Go1pyHODG^W*1wv7QP-3B|G!Ye%5~%^f&`W?MDpHgt
z(rbihP(+a4i6T7&#3)D&5E4Lo0)&wE#rM5A7vH%#-}9V{bKZTkuJ&HDX3xxT)^FA`
z3nn4n!F(^UNj=-EIL%mK0hPo@wgM5Ry~0sK7>Zz1f=^|KQ<^{Q*`h^Al(_qttbARK
zjP5d37zi*KtM|OIV<i>vXJLGszI&@OVb9}z!O{`Brge*?9ls>?u8%^=GKYJIEOG;8
zcYb<)oJVIp*zhwdoX~j<=Iq2Vo1E6zw710$sqhX%=C6L+62y*NMz`DdIA!G{CDlQe
z`{%r6H_NWnD+m;v`T-nPzV-GEm&AT-&$cDx=T~=G!hVsE34u9|p^*-Xy1}K@K|?ww
zc~#B9yDA|TO3zD*WT83#JaRe9h@g&x*7X!~KIT4J0qBjI$0lSi!RAhyE}M30z0QWo
zAED}4Z)d1E-Y#pMp#>}x%av^*!Nv`LUMf-b+v)v!#ifo_B@SX;PV5=+&aI+KeUOXd
zm#QNJGsfeadHw3Pt?2{CNm<eds}4=YUHfeu<Tu=Ib~W+d_0MUTl6Iw;;l1+JdO`2K
zN>?7ZMtx3Fs8BtdtL>|tEPW{OX9&oH{TS9p{~T}Obn}DnSuNF5(UA7UdM%3F#J=TG
z^}0iP7Qc&i6r1M@59*l?Xy%LDV^3oV)A-1wHLX@>?Mi*ZcC10aLKt1`ScS~Gyv(@&
zOxeWcw_s=VXI+!=9+@To%ok63n0`0n_psWlV9sYaJz#cxV!fzg*FRvt_@-(pDPO5T
zP>0{EL?pZO!}U;ykHRJ10}mYg?LwVKngZ<`7Hg&OEBU$P$he0;L=xT0-iY{5HOlX{
zcm3jdGrS+SFZiX=3-4E262EB&<jj9Zm?7*Qxx}p+`5D0X<PCaejFHb6&RlWQOjl_9
zl2hlL`DT6bI&<l3MYC6Yzu!Vphx>ZvJGt=y^Go<cW!VGaJ8d?-*&_Mhx3VGiW3Q5J
zyjw5*Npzlg&(PE9d@tr}ZaOa9o^Yr1e#_gu4l@_$xeeh?vjK;@{Rzv>zkeXu6o;-S
z-tjL!h&vD_2Ia~eni?INX$h5QY13N~Lzz<CKQ@%FtYIkVeT~S6lfXY_zYEQU@oWOw
z)gRVy)lX#6{NX3@i}^K25>vbu*<IsFn~O|4?_tXORlX5p%4AdyXO<-%)!*yeo;WCV
zZ~47TZsl?9`V?R+S#e3dtw~8ghZjJ5{TOxLrW*1oaXCH8WVG;!N5lINVYpB8_rrE`
zUQo<<l0o7lN?dWS|Fxv~!+I>nO0S5U5uJ-@3KZV2R}6e0JCh~e+IEhT6V@@rmQ>CB
zWT=1dr#}4c(nM9u(s+Zyfm30Rs<lVoj6Sp7ftyGV+(&xA7tC-?c@g~$rlXNFx+hUv
z-Votntx;Iy+sU?#AHmhA8!@65knvl?;+*=U4oy0l)3(|Y$x9ta3kPQs9|r@jjULv+
z*t267Plpmc)brmD2-B415KDDBdtEDZG^8hPgDr1eo<ALMI&S$ocG%4J{DHOue8ap`
zl6Z63b9AVGgB?dUMUp)+lVbNYOp6m`KtmLKW+uMC58g1v4tDR5Jnv#(FcUUdMC6~<
zFvIu$F0OLc{iu}zJP$2*k`dPey{|0KYm59;pCbgmnvDA_-LD?@;>>CDxFvy7(G;O#
zKZT>#t=?=Gd{{6p?pd`c>ywtj?T0g&kzUmGH#4x&#)}t>#9ltXR*>-c7D0FU6j^vC
zPmiijek_K*n^kuxRr{nQ`oSyR0vEM`VbW;*&~^%)O?rOD3tQw4qK|eCu_%6l$&R}}
zxW6gzE^2;<R+lr@KOtWzu%P%^q`ukc>8ZBzjH5H@T#XqiTxt4s>7Mw=>@#dRtkF~T
z+qX1K&monoj-(F{E(?G5SFwH8otqnH>kufrUTVn53!v&kGg+;Oz>z9%?+^**S>^u0
zD{p`InU_*@z^|{^LDN`2qc@G>7Jc53N8KI>+0+&dBC<@w9S!@RHDj$!=DWk1`|o76
zu(mP`BDT^I*0pwXCpB^5xaZm@72$n(PLpRL(!tU61UJ8Yn^Mh2nU!x3;%dLS--!Dy
zCg=I#7lG7AO!A=qyymY}2W3nyJrSbKgLg0;@#2|x<=h7J7<~a>7mCyNh^%Vaep1bZ
zAn%TUc6tSCa2n~3X?Woh>HeZ7BE$!{xM~j>at!xJc%`_8PB_B2eRDtViKQ*P#cDfJ
zopN-3<tLFm{v<)~2ZQbuEVsoVTV)W<8SbO|lB#gjQaT<HIxcczk(hJQd!S4%T0GbZ
zF$+x-MKYERUeUD!2_9_ue#iTm;hUC*XMu3caqWO+6?>LhyWQjRsq64~M6Zunh_&Ts
ze1)gI&d|*>R(Fe@Q2agJ(>OlbTdU^|FqUVoPhK7>4sFgmvFumvC<KVxQr;N{#WtLe
zpYV09Hr!ZjU-vMdRXb~cNne;X2-EO8wlI6ciSRMU#M2+%Yg49d1^;u`-EQ2^%BU(H
zayq3pUH6B2?uDA>H$tEpA%qW`YH?|f_K=QJS>5JcH=O%WZ4{br9~`z3{168XHn{*a
zty7jf`2HO{!HX5-AbEaQvcmD^b3RwAZz;RDf}{O?vIQNg^gAetxb06arIYR+9cJK?
z%Qx23w&bnlZvK(+QYvtX=dG3E!wx-`>FI!gz8vm1D0iU$EY7(2@m^-l$Kec$S!V3E
zqxDc;LrLj_ilWaaCMC@>-6QR4PGt(j-wYzf5Gapvo0*hQ-dZZ9986CS7-(U1P8&2-
z|17c*H{IS8(NF-@pAqcKp7v+X===iiRqj(L3ktY<`BsI5#uDx6Mi+2j^dYC@#K&SZ
z^3MRPplzX;QzpUHA_GU_r`pic9TuS?0O}Fd2WcVOn5%U(iB@B-->^Mh@@wpxv+QmB
zSf20kM0t(-$L9jFOLYpIjk5In&#17^EdTBTVCDTL-fxU#O<iN_$rmWVmQq8_GS+mG
zI`#UyxJ75$;m&rw_S+&Twqk;cm53tp4tZL7T}eYV`MPPD!blZb(1TrRDQ|rx?^IG?
zqe<RJN@*j37HylbKbF<({{pA;;DkwRdw70naW{deD{ffm)66IfSk?AbwZB9XE6QS$
z64qu6Te>wx#0`pX-hz2GG`^3Cj&jc2P7Nyiwo<kZJE6E=Z`OGzU9Dvu!YAF*D$f6?
z2^=fSJD*JIdrGas$7ew%;OH~*oDT=Ot@<{1RJujpXbqPsLrWb}hWB_kRNJ0j`0{m4
zyX}5u7VTDVZ%1+3JGqBMG=?or7Y~ercS_Z2?o@-NN=#?457!ssubBgtz4^SnxKr3Y
zxDJRC(Hd^wUYTa5)~GYn-+f`d%s=+Q>Z7m&@)LEWFq?+imw5a;Xjva6Zv}#~Wp;0(
z?yYdPw8@R{QsZthq<)4ab!4XI!PfihO=B+Z>h~{G*4|gF5vy6|Wd=d#Od<`E*mf1Q
zWmhXgBf_eSOLcia>Tf_KDU~||k9G;ojU(F<8fAiA)?d4)XxEtECUt^%hn(>}W~zZ{
zf`%!ETkY@D8+=Shk}Hoc6+dyTS79t*?sHQ$jqK}AnZ97TV{@u-Nn3(f@~FrA^etXW
z%}dL9G<5G7xha#>>O1{f3-h=Xu}9h~3S`0nobRMf`HkzZo(n~>`aLm4LayN=+9^Hv
zoz|ONm?M<C;O#&2_Lj<vL!T_9@}$bueqB)KUE0}w&u`{#jaoU>>L>a8uI)Ul&&iKa
zGY@7{L^Knn6IGY)4KEFGLLT|x^tR6axLqd$`7Zx_tk+}FG>KYqFydU%a`n68A|fIw
z&bNIfjg9!v{y3NW{~F`}GyXrL2kH@DW(Pzi(=osc#^ZbgtR%gRi_;HL(UA`FNP**r
zKH2ln!rA|54qEsT@O7W~TRW<F9REg39stW6CUJ8qt2kP^m*I)6l?nTyatLYJqK^+)
zy?=gvY%)l>z0$PW8o*kv%baKmNe3d=<KatxK9;M^<wd}_vfg^vMw*$_Ts$^WDtQ|R
zn~0`V;(_Ofog$V?@d{idS&DQvbOH{APdyd1=B}!qw=Gk#b?`TCnEhc!5AAt<CVzQh
z(AO3EY`LQE!0~SZx7W~IGD?NF89JFwjaO@^XH!fKHOZY$mio!j5?rb_&d!PZV|958
z8$+Y#0Jtf%yg9?-zq`c=Ysq71&Jq;Qnq*DV26@bsmF{f^#u79g#Tcr~zyop3dYXtZ
z+ImtQu4O!Mcw!>Ol&%2Y!cgXT6kJ~IS(DFByr+x!a?YRf5K~1esdbZ-35eYMSUh2Q
zjD%uVfrpnZ06*4-AY2N}$_+Mi;b1o7`>qReM}pK6YUBF$_X@ep{6g{4DQM1y)!h7>
zBYQ@V!MdFoqk#O|0^h{Jyy)h^oSrmUlgG-o0{EWi>VB@<LddlP#dr6=*b`E$@O+vF
z$Mf!T?+QG|*TpG(3pl1e85fNap{I7ax@A>r$ZAJYwM1X0GPr|)j5+-|-HC#{>#zn&
z25m&j&>l%EMpo(tu(wylTjt+uu2rr^z~OfV`r?7D^`-W8YQ<wqBUMV@0Al$>)pCL9
z*6&z-?ssn|8@1-OHtBcn;or~>C{9ZFKQ;!-JKJ4gCnPP=_s>=mvaup$c{Hf&cr4!v
zn%I*~q<r~SjR_?$PDlnHf*;+@DSoza8oWgYPcFacvpD`ua}~ZU#9OmYj36J@o|u>Z
z4(}w(#o&U6^YgtTh3zped%09CbjS+%;B%3_Vb1Sl8Ig}Rj$I>P;&Z=j#G>d_Z7YyP
z%yzRXte({tQgUgIvl;<O>b|7d)Z<dJU*TsWYO|cT`CR)SL?I}DK?t))AeA{W-^Eb?
zut-%oC*?J5{d1o8c?*Lq1c*;HTn4v)lDLnd$FdCtP8FPMUJNBo$b4v~ha!u$dR{yc
z8To(}lNJ(=!SM<h=DLtPDGZ7?R7dT8L}nlvp?XA&^C1(6Kwy>j2yuVEoR3t35xL7q
zSjgxc=Ce&AEg<y<NNU^QSI|MH)5mq~tdHQEsiFX$5%e4-8W`?x_``?24&YexXV(S7
zd(4uKDI^@%!_j8<KkXG*xZ_g!_3T<MiIxE?m)=}yJKOwwXsQzdvNDjEUXEXG1t9Lr
z%~*jq3MCVVTDgMd;NDeW@JBoI1NWRnbhB^q=ZY4$F5`Uxghsq;o;l!@f)}|cp+QZl
z>-K>&83+ipq|Zpbo9%ju7*N1yo(skvvijJGA>HG|qd6n}7j)xjC|aj>NQ5bCFxGl0
z+w$NyU#gh)=nok2>jE^OvQQ!ee)zmebr&|FdhPdXlSc5}XX1`V9(YgqXpOfm^w<Y;
z=<)1a+R#0XlX|I{8jy_{@lb5zkDm2NkpConE(H65xmDNtE8ED@kZ%>f&NAOSlbg3{
z@;{^jP!o$FoBYFF0<`t#{c&}5@PpBU^!24TS>oMzEduJ2Np4aoC`r3LH*AY+0iv>g
zKI7Wcweq!lE=H8nXDg0IExycJWLagSJ@*FHRtE`(B9(FhdZg_pd*5aAWaOy2*!V1?
zSS#;+Lle2>tx7=U)T3jXz(P#qP|d(R-=^bpEjRVbkhgQ3v3M7Y>Y`ow8z>}eOlj#j
zmcAc!N^vxIoO5PM_#f0-0Ym?hSk!)*nF03FfF<*6-73%Lo|~ud&u@2pmjY$NtW%gH
zslgdULT<z7oc6OE9gWy95Z)*SXoFxsyhM42R_fA9uzr7y$HD;eX^poP;Xk=K03@MW
zHlIPS{B-^DeZbDtf#mRprTbwj_p-BIBJ(AE-$lEs4p%8h5uJ-_J@p@)gx{t?BD3#U
zYD!CHz<W%&bG#+<8vm8hcKzBVobm+VN`YX|P~>!ydy=B){yg$E!60?5eT9h+y=5lD
z*5cBV;)8F#AijtR3b=MPPZ2Nf3BLxKlPU#|-*1hCLvtj4=;S8@s`cT+dZb@6*@g)}
z4evQmF&H>Dh1gh@c4OwUZk9zuu{3=;mVD;9)n1Ik8o8x?sC?KeoR+Fb+-O*7Tm%u<
zWh6Z;$R^-~o~)IfHhKENj?aB&+?fGhvzCm3YSC90y5P_*gACI$9LF9PJge$&GAc3R
zyb+sdJ=eOn->BW(Y5bag&8Cs0m+S0Y6d%J(+aBV0S!o;UuS1Hw6mBM>w-?a8l<o)3
zH@<mJzUn7)!Z;Pry@}NDHmzdeBg+rACSCzKno-#SKQEj2-zk;%vzNdy4V|*{U=r=P
zRc*hjkz}ycv<M8)`^`MsAUK|O<oUJcgNJd-^n`o0pTMC~J99f@WCEI(Tv6+JA&Kl?
zdR~KndgxmI!tXa0OXbL~FOQ4*t1K6HH$U+@CQpBn>)Xm)69u-;cGp4&3Re0Co42EZ
z`Yv;bRfKP7&?DqJ!PjtR#ng$Oqd*Pi_UkDfS(GAecUn(R!{iOwP*g}-iwAcBz4PJQ
z;&Az@j|_ni(6q=Zd}qb_JS!QF-T0Q3fRqrW9DapGPQJp44i2zJ+7bHomk3t13s-Y?
z*15^JosSdQ>wKyt)zRvW{^l|nslPKUs;z3tww&FsGn@<_>oVM`SXshICW2u-O+6Cj
z4wff6=Qs2F2%gzF%fXQ<avY9MVrCLqWVK6vnM2dIi`d6mYnWV0hRM?<O=H|AzdCg8
zSGX?PLYRQOeh+@FFFNY#V$!B)k4iJea5hc+we!WZa(Hja!${7s61z>3c=`Sm&I(o1
z{o;wWdTVbdyQ^pNy^;l|c{*j?0pKN%)Nfr)ezk=sp4DIBHK3W<u=1n_n&kmSiwDz+
zx$}QeVPj(;V!L{qSzdR<P<p<Pn)=)%i^~99JjAIzdyQ;S@pmoTMyq!ghi<DW*KtG!
zU$jY3WPDK(+}m~ciSV?A(jR_B3n;g!l%+xUA?mqm3y$(7j`*wMXDN}`phQ@ovd1BD
zqPz5s3}%eWeX3YcCC4;^#H!2;#+ni#uLTBmQ$HL=2wx%x4`Ch_gY%smy?@N?FT8kn
zE_rPp%x#^HkpdB4IBTvO_P)Pf&zOwRBaT0#8AJOc$G5g+v%=L!4!exMxj5ao$z}@w
zAQl2Y7f0-g=FM{4*1h}?T*p<#mpYS?bi%}>1ZVqOIj7Ut+&;mjoOk9Ddx7-Xa_<(_
zzK$wyesH1A7{^Qs?K`~7N|IbPBnWd$>WVM9%$KLnXYN&e-dTQ7E#Ed@byozDdQ3Wn
zcXO;O7J|N$*LSp=3$-i=J|`-m(Qyj`QWE)x5%SqLx{@cjk^N08k!;eo@0tfUObYX$
z^y*dUq<C!t(yHd<4JpcAldr`Q1{K2qnSy@7;}myA_`p02HM>Pb@7#f&#PDiNVD;FD
zRN^U__KzA9<>0^h12LN_uA({&uyYTJ0G$uXi_;|_Br1#r>Sz`XQ=N~_@%iN(f2gZv
zC<@cOfwzqcH)=VSEp#@<-Dw>P*trD-JqWXG2g8ZEAREq|KS8pjt-^KmA8UU!UJX~O
zWr6N7sWWYud3hdW<8Ek><WRTL)*s~JoYNU*&!g@Z>5Gpy7t6XSLA%QDb`gwC?qv-J
zfwXUFDFYL^&|cHxVfEX;v5WuU-x6Zxa8vv8y}~i$HWPjQcO^u)J=#e%=i|OI)f)+$
zQ!h+;CaVOwd&PmS#xf5_E?zQ8VM!4YS;vAFm+Ri?bdvUO{`s4T)G29({)PFco&3t^
zHk)>513YkqlR{ZgpP<B?6o=>!iI^WSx#Iz98-?;y?tHJ6XAe!)%OGIwVv~fc(0&K|
zp@97Unug_%kY)2ts+Z!h=#JTAi_P@%k!>MPz=-(DcSuRRk}^@|m+Zb!j*<prJkW~Y
zW;7caIb(E9m%4BTWh5b&Ad$DI{+iP^hZs)r9tbW<7}z-Y#qE}wNLQcxYVz?apUKDv
zS4?7F@a<cWb0)#FubB8M*)V1$S!H0KCHA7;!rEvibF_MoQ;9S86!5qD%?sl5K#`%0
zgNp+lChBWv;Uy`APVI2-n%xWNo~;+jsG>kS(>qFJe%ilcuI0M1U;@eW8UI|U)j=R@
zbsD;9Nfm^R{7y}=kkSspu1g|%HTW0Xf|C0c&>w`6&5Qq7wcS@}0ly{){#wP&8Fbwh
zU=$LT2jpUrlH%F%d|R0G;~e1DYyGm!J&FL0G3U^vh7!6@@%aF^N8J#Ry%F$Pre$Ws
zv!ETNa7((;sUs|@<a&{d0_35m+E?`Ry)KT``L3GZU3$gM_Ti*-e#q)K1$*2?xozLy
z_s1ODmWSxq&G&+RbLDbJ@d@FUP+6v{F~rSs|MEB(`AsS*yeHY~h<R`pff${w4vK9i
zg~az6^SukmchFsektjQKPwim2J%U!wYt-uT@lvpy^~F^!M|pYz#}krT`;CP=^+B*(
zlgNg;V^QV=_+0*2Hr8W#w1z+FRmr&p6CCHwkpVZcbaKZ;XmSl=Aipzj<C1ETf!F2B
zfmK}>V!GnF2OhmQJ9@R-!9+ua{%n2n30jp?bHzR6^L}5*Ug8L?O;Tn>9M)J7xmc!0
zf0wh>CWtB561k~#$mr-y%h&5b42ig};wKi;7m_=$G+Ogfi{L8^i+tT^F!3g`&Pzl~
z=B{HM%#oiFzSX}N!k`6HdeiyYxCvy991{fcHUapW_)2UojS#bqsIo7ev*~LyHz8p)
zB3*oaii0HHJ$!2?O9;a5Qy-`S@7uk89g05;4XUp~?D8)A@<@;){*}8rdEgp$_gB(i
z5h7G1#2$)92bQ|jf+;So&xBWi;Eb!=oK^H@wLp6y>d`kJBWF~4N)NX3)N>XQR(}Pd
zk2Q|#3+3y4j`^>2y<{z`QkAYXk!ao9`bD=ufuJP%7bVR_wHg&w6>!7_A3)f{CF4&G
zN4%KgEzBhSM+HmN54_uB^Zdr?xg*qRDj}DjywBxr*_!L#(-?yYy0-QmT+x~YH52We
ze9!IJNO4z&?Ehvjg>{E4QJX1-n5$VSKCoNHZjb(oAt?r_lA&xzluOvZOiZCNt4&sY
zvR7ikClP}eWM}PA9Z{?B9!3!ML&N4!c@VZi2=jzfe2~|`uuin@*A4aA>2l?~SQ?=^
z^QgW-H>%9kTB@~vdC3vsAaz-cJGm%c?T<M<mJ}zotoXbEPVHocC6sLW>Uiu>uA7wD
z=RIt;M%-(X5NlKVvk%wl$!hc<<n*7`Wbm{8yqK;g{;ey#eYM$|=XS#y7qI<70Trcn
zGhg_Sn56kDjyd1hNko)d#Twe$W@g2qISuGV^WdPY1v&B{K+>eT&%<&)D4X!;Y}^?4
z0%kRwOV_h;->6`j56{3h7KuTbhIwY{I|GEvu8Qcl1uwaHH?5W!jyRHqH`-zf`9|17
zOF}HGg=4s)1_dU4j0Ky30E|S2t_2El^W;xgri)mjKdO3_G09os3pU96vRfY3C<By-
z6{X9ajLfJR2r?ZeG4*hK;1Ci(P;<4nXK7&=Y+Nh%cpf-xAOb{m{bo+5T?4QmLQ8_@
zy{sZ0)Y)EH+cX{;o7@?aOg`!g2u%dQm%a6f>}eox1_-i2><-rNV0%g~lxG`C&U*8r
zN$ahK-S7QSU#8H_>xuab?N^$<^Ng55ttZX}$n(Q@UUbqMoFQf1a~8!8E?+d~@2cqs
zjT}%;^Fex(3vu<<PuDifQ7u{)NAiPF?T-!rjj6w^Nj%PAGJnTJM7x?lP&#Q`Ake;t
zc|m3k{jLhT2b0fv_w_z2xOuSOw)M~5{0~@q9cr<zvE@Ty0rzVJcd8o`**ocDC}|*u
zv690^C|q*fao@-(mf;N;G4KL5C$aRsh3N9Qh4uY=b^>2DjGzxIeC8}Ds*hPk#_K!r
z!(@K|ouCc)^`>>c1Gr*d1r566(|FatbrA5Pket7?PrdyJB;neT4dV@?4O4!-TpTGk
zVYRm?QRu{Fl$%ehItbKfs@W;(j0sGr=mPbnQUv{Er~8HpD~<I2mHD5agNE)r%WXzY
zcz4ZMa;;9^zM*tp=t9`l%h_4yxZ~!PeNL#>KR{k@xpdvaKFkJwZa%)ItL?qI%wwgb
z18FHpne7+aEnYuz{rPAI;Z5xIc49!nBUb{^W7$c7SwY~O#T+$iqq_F(m4<+q&-;Q;
zNFN1Nb>}_Xw>qY814;q!d^zwVvUG#ghz;a?v_fhU5|OU`mCjmr?+cQmgslIOf0?dg
za;5!L#zT3%)UU&nCri!rKrZ`(90W?aguTf~`1Gd{rLsE2=0~PZ)d*_}#ak0uKU6BN
ze@Gz<p*K7Icc-1FH)fJlL01}vpiTpBC;>%kf~?ZYyIwOy2XTt(PC1IMKMj~Vlh81c
z-JEoRCjt1lsdQT>xRLNFb-Nn!VKgt&aJTQ4(oJ7n^C^`bnD7*DLkTHA$GNoY=A_oM
z2{f(kq6_@<2U!kdQF<y#Npm24t19^%^zEh@ggs;Jen7D|*MzrYc_&24HK=2+AvIvR
zX4s?P7{Ey)-wW|<(0d%WD@RbY<7p(>RYH)KIk@vTYccKZ@|@UJ#xgp8ZG)ah8{(bb
zGG}se42JAQQaxJRyx6%Pj?>>0lJ#Q<cj+?I?F=BLA&C$Dr{fx+j;sV&c}RF<{dAc6
zIjRY%*-)}wUHv4xak6{rPIcrw3!LIND_VnrY~>1oj3#?c-w;eSj$q^ygyIvlM=utf
zDmWTfM2hUv>qH!x1OjId0$mBG6BZ6RU%o^0MBe#n9=qUB?ke^T;}W3n!9PEN@2=3a
zllFK3ga$<UmnMV?LUXm-S)0CL9M`S1%d=sBNwd@hHS3P~f%V;A2T=|qD1WNkZs+)^
z`Ql)GVY38*<Rk%${g^xBZ>B;tB?duGc$@s|CUg3lN&))9d8KCY!dXXW0q~7tz|Qw-
z$k8)LmaL!~ufzJ>@*T=V+u~{8(OVjl?POm=`T{wCtSR<3D!2AS?}S54xCzoC9S0W`
z^~yIF0Ly+pJ$mQybwKZ)<)iEO1n`kxQ=GF?)p!5o-6oowzQVd_@>p~80v?*APX@dB
zjEjWTbM-$H8E135``y%U6Q^v-i3@%bf>6sxs0nB6Mg8d)R(;GA1bByQmA?8m^Id&w
zB+<g1wY3aS80auGfH~DaU6^wOPl!?$D`q)H8|4T4YE=l;=C7Tc)SD?(dwF(56UL$H
zFx@OTQr{WmFDWCr5^p*46MNvo8jnw?M%>{J#8ANi)_n2P%5OWpT7npKEK#+IJlH!?
z*UJ2qFkFF!S0_lHC#t&syof!QID{{b><Tq!Q9Y|2WDlqQ(rt4_(mDmDWH<dYMlueh
zG(6+e|87UMvL#N4q_}qRx3v66^ZxN~|L0?1R@H#664)OfV`pTP1Vlcy{5QX@@IUzG
z|5T>`8}I)ski~W1_|}iwY45+FvC1_S58+>X$efF;)Or!u-4pZQX&~UZ5Ny(6s2o?m
zM8e_p<mCfsMf`t}EvFZ<qJnOiu4<SFB4##WlCdMsd-hV%+=W<LsM@n_#4rjG%G`vY
zBAClOT0d<nDz`~XUS0|K(pe-$veK26M4Ll#GaDRvN&s_z{a#z&rsX)9OWPlDTsP*A
zMD6qe#0tFuJiN^(d9C@>%}T)52sAyjbt8f%v2giId|Y1X*%)J^q!d2WZ<g<sAmtmm
z5w{+S+cu^!Nt@%eHu07>dYW~=D>n<-h!MQggVwnwNFJ5Z$`G>oU*492Z970q)Ne<Q
zJ+2Fla8=)&vO%}X70X@7%K1|L;!^(17^zhuxeh^H)db=9|Asy?(IX`>zFO#!(62R8
z>}T*?s^0;A;lOr<6o6N45JIr{YZNWhQju3WlS~196EJ_ioLUeRe5l(ZS5~DwVj?+1
z3A}Iv&TrqfIZSZ{u#5_Pi?+e+UVA)_8C~~Q^0#Sq>!RbTT2tuiO47ZZkW5wkjJfqi
z3J^6?zXfcVouMU9t_k6bjN^NGj7bLIOuIir2*Pj`jfoyx<xFO#@wQ0Fay?BA0#GC+
z^`Plr9X*ADS$51Z^oc=}m+19`;<;6$$h9a`#!Q-SV>z?Xb}nXW=^LE7YDnp^I=3oV
zIJTtF3R!=-YE{vv523Q;!$jJoS$sCHxHorlI~gyE-hRGO++fU}IRVZci&%9;Z|NRr
zk3t}&mJ~XTjVv$my))o;<qSpJvVp@c1X_9LCO{3zqio~nniEex?2WUe?k{(!&>ToS
z&?Y8#$oI$~|2(ACz~i7<u`9jozda<?P2Vh5pk86V4@9g4_6DL^`S2wykaT-%^`lv#
z2p4OSdt1OYHf4#r^{X6tx3Ocu8;!J(ZQ^W|rw1>poi)o;BXFt)4D}ey$DdI{qcsx+
zeDjXtN0M2IhmUr*iNjhpS9^;MH?uE50xiUHMEzF{7*rsp;(Wi30)afZ*GshViTYy)
zc!wA>{vX4|(i&5fP&>+uHj*x5N|5w8T@UmuZ~Rljeq7{W<QDgDJ5-DW^O!(syPQ(s
z{VvzR8DpkiZcU`*Q<(bhBLa@knO5BP+<=pN{U2V~-T^a-`a%L!ZtR6iKI2)q-(n(?
z=l=SI>sw3Z_cNkS8*LvlEt}Tbc4)G@)5TYW>mS#|u0Q-)xBdagxibna=@4&ppD1hn
z)2rWkU7dJ}%N1&tPZli}J8%0|(vXuar71lwKRMldUTuKX^Th&ko$oCw|B`Y~DPb&(
zmbzGSEcNTpxJxb1(v>E+Y9Xq;0U(E!H>ob0utRH;{;V&xWmlA#;%O3X*OZm~^mFgN
z^VZF*P!xFi*na1lWKZD}(^Dr36UO+k&xFI$TL0-H94G@wxt|cxwbR+meAcfbAMj(%
z7gt-ZWzh#zm9bw9y{*QL?!PsHnz}sFiil{KdPc{Ks<m85{^U?0-$4mQ&Q;;xWjej?
z%4y+uxcbO1l-c0B!0WbfX(!t2RW*Jo4sO>He%G$j?S}5gT4BKEUE6f1K7BM`Fj_o=
z1qeGe;TXJ`?rz6$k?I=I<BbQ*e=p2)`s%q+V}*JECkXLw*|j{nt9<xGnyP(m=fJao
z^$zh&aol{gB${Zcr%KjM8M_39(=$}v*JnEZHiCj(^7$<c6@T81+qoXjH|i4((ECP~
zH&3ufYWcA<c6cb0fSqNI=|#oG<@xAXT>bBBw1Is0Gct1ftfQ&&7qFs?HU2aHM-Tt8
zga3^mFysYF{`u#h^&3W4?)?AaD|_Ch@c<{bBbh=S(@Ffr|8v9G(x~j}!)N~mZwYsg

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/images/image-2 Signature.jpeg b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/images/image-2 Signature.jpeg
new file mode 100644
index 0000000000000000000000000000000000000000..948132a1348ac587a80ae592bb659c97e3e009aa
GIT binary patch
literal 23982
zcmeHP2{=^k+do5=?4nYM3F%GtWoQz~UJYf7gvQKZn9a;sQj|)xPzY^OsbndkM6&d@
zmy*g(lomq!cx9XKoHMrR_5aWN|K9iezU#ZLId#r??&Z0k`}sZhv(DwP8`&Lz%o-be
z8vubo2v!MJ0RX#imfiXQDwE0xpwf^A+PZ+rYJ1F##Q=24z|ScUScZlf@5bZ^m=dSa
zi4>+|2$L4V1Q|jQb3KFU>`SGRU=4c;lR%(^kRbt-hTfJWIz&sud7X*jkj82v6UqaL
zIW`G&2P~Q3V(sn%vN(ltGOVXlseaA`W(dvEHxLI3C4lt+9iW2$`~W223=jY&5CYI3
zQ-Bz4LK~!DGpk8V%9uwIz9B>slSqM0g7TTLwk5`6EeDMikO=`T@Btyhabnh#8avXM
zL@I>=%I1PMU`b<A#w!6<(w9C#IQcU$6NDw5VmV1rn3KdhUlL<N;^5B=ogl2qB&!Jm
z#BtK}YFv>27!Vu>0VmtlmY_F+kV{T@Boa>z@m)pjfJpeVrBnXITTS}2-fBAD#g)Re
zQFS6gZ98$TCgG9O@tqhXCd^+SPFh8;8rK&KCE%D;x)qj*g=zphx!!+0V>~LLG^7i@
zA-92b1V4_MUy5}B<8-=WopB@%e?1+y$^)_hUotp4m9{Z}05&cdp+t)RIDAr&zzOte
zHI>Pvl1WsG|5z4@aS7zY6u#s*--+lSFjXKvE&zR-(1-epU?0Z^!7A{L0Kh)SdBgok
z9ZUm&6#RrA<~spSyh+034DcBaYtEaXm0+viVR|O~1Rn@E*Ah-|6&s6BkPYkpfVE};
zMzA6j!@@9!BmDzTD}v*|w3lGlm`9?p-dOYttO9!jc#p}HpcDXk%kh3bloEu><CFxE
z0B`|xXgeo4;o%qwzs7<VO2c}fKKC_6VL~w39RW%R2^uv7z+2dt8bZM{e(4Q3rXDDR
z-GoADqMbnIFYOGho{R_B4X26bhFue8kcc<}!;Q2K3RnbJIYO`uWX}R`5ty*Ino^dC
zKb;yv<6;R@=|q3x#8_nQ3|V)Cd7uqRYzUKTOP~<wSSA4vG60vYwDF--jH3*3Ac;NM
z9|^wxr|T~mLML$z$T0Za91O#sd(alfl9(=7e=aR49Dzh~A%rvS8Fnt1b>qW==s258
zd1e5W9$`Tu`i~<e&8fWII2)|F2%g}F4S|QLnV|$aa~gHGaW=QQxUat@l|-da0aun|
zf3@v|0L%h7P$>}BGnrHxINdP_Q^x@@5;$P|i7Vj?4={h?i-S!Z@T)r9-+zM&0_QU@
zoXx+$X-?0Qh0_R5f1e=_Q&2z)z_}oOK=c9lfV#?Q@U{Vy9RRR<70Ay66aWOfk=+MK
zSm3F?1RqNbNPhyPU<$zR1VCkW3$O=}5ET`jDJn5@ri84xn7Hh0X$cAG*$Q%Uv*qLz
zWF_Eh?8PB|eIg{q#U-UAWu&BJ<fWvf<e`U@JSU6nUopV00%S!&=T8eFQ~&{4grF>f
z-3IntG4>sVIq0PjxOxFE&|&Bj1P}r<goH&zXNrk~LoBxt0SE|=3uOSr41}P-3;`h#
zVNoGL2?J0lD>!4(EIlEM4Olsq;Anke`NT5?t5wxzJKgd%Fr@FQwG>&L<oxCJR~*A=
z&e_7<>Q>1vc<bLYnW(wXUEdJC745nGBBb-X&5|SMVy>p#dHMFo`D=IU-m%>LLieU#
zD85(!zTen(qkmXzTGsXZ4IloH1q1{@Z)d<hi3kfB!7eP)n>7RUAXr6CNIyDJ9`fLp
zQ|%W6HQ(3tT}hVCvvCZ=uZx8t2Sn73et!-+kvSJ{?TTU&-b}dguRT~Y=>oeMkPw8+
zlm*NI7P{whPKzr>;?ho|g8_(30W$U1GP|zjs`mK!EEG9crge#>uSv_DU-YwnMOV!?
zw?~~fhD2NkKR=J~9C?YYAAal}u5Rg3HvIBPo_Tgtxu;~QkNe<W=OXO|cMTf@37*$x
z?=@2X=-}WL#`4~m$SCx9{`p7OjVIpj{>`1kN4+dx)$7#+@4Y(9@$lx1feKt<;KxYf
zFiZ1#dC^dwn(=7%;+1rJwWK3S_G;(VlI)j)=`~JV42^-GjayMI4lApRTf<1D@yJw@
zsG#ONwJi2Cmg@t8h%XyBcyevV`K?DCvSWX)GZ4?YThbnnc~^$X3wpfW80gDQ9ULi>
zdYV|@Xmsnb<knH^%r^7)Y8ToYqOvIFYZn^JwY@~=Ry;mf`=GtAu%_4Ov1cap(GAD7
z_qthut)aqc;TccE`cIyr+TD8e@n{?N+tAls%}k#y(!(Q_m7g}v9CKOQyvMlS`S`~h
zB6U46O+WLES{M@hgOs0^g?(1ba@6UmtUGAhUV!)4yYA2+qxjzNtMs+g^)=s9JCHjq
z4u{OpbVz2cIK!;=d)eyeLy~qHTE#f^>C=kT_W3i8+_2Yh2|1OPczjq)--F_cV|*kg
ziQL)d<QxJbwgv>txjHg*@Yc)06}q|IDaF+Xa}`k~l+-H}#{BkoYsy(ZJ?iH55`x<n
zbmL!!;-75|x><SnT@0&5t&WxP@%;_`hRV;HzRDi?qr}L7tjp`4ze;;~=={lh@e1E|
zoNP9)v3EdOuXN4u9z0(@yY|>Yv)b;^(wj}T->&D|bdA`BIGnJdW&c=kLOZ8w)BBQu
z_lG~f(>6HU<W<>eVAgz6+3U!spk};`?f&P3Lv>MCe(Zhyj)~I@jtq5L#xgb&%t^0o
zws&OLvQ_~yCLTLH2C01xyN~S^DQ6{nd|^cP9s2GTR_~C>x-Vjs(5+zP*O4mOJan54
ztk@Qn#tPM}-*IqVtHDA>X8ZnE{RLTD*ueE!&ZR7a?9u0gW&48Iz^U^UF@2`7b%W+%
zKXZe(vVl79vgh4{wJ8UpDWmCiHThP%+S2ZKYtX_zj|P51?_K+qM%NF@YaI-XjK6dv
zZO*Qanm)BG<sRGmVeM%5%VxFdTaJId6{lPoRH+x2;Tm-n7rEv4_P$(HDeG%=QX4j3
z`9Va-4duFo0#-)0`Na@Df<jH`(5EYN%3sMpZy2h)dPAy|h0{6X_l8xO)A%j8rTgt0
zW3S$kfkDT%pWRD)(FvIFbn_+Zw<U72ZYIAKdtG_g#}SvX!<8|k^i{l#NnO3Ca($Z<
zYSrKiR&55MXkpvj^Tm>vuP8g+mp=O>;SX}#Codn1u96Yy3mac_1&8BH`xlCzj7omA
zW@}B}4tKM{A4)fSP9*d`O(tVzyVZ9onWc5FYHcx&`j)rjo~=vH?!?4reFOoK9ItCh
z;c3fr%QyRN%w}cwc$I53WHh#^iQt_K=Xy1zvH|t$YFX($KAWP7LZXfjKl6-!etl5S
z^Gv_#P`MTxz>Kz^@6O3^zOlsPqep0E*5=;%s(v;>R>|$p^D@q{fmfcD8zYo4PoDHB
zyA8(sJ<`?RYolp$HNNB8(ApiwUE1HJ#pjC5J6e)be0-Tqz2Pc*N7=(sHzQrcE9+KL
zv!b@GjqFoqk-)A$N)G(d{xzm{aIc@4qznG~5@cU<(27mI4j)E8e@k;ZyDV=7EkNq4
zpv#emU~h3e1!nPIUg?frv~Zv5XzQi0g^m~AgsfXeW6Y~Ku}8L5=_zrz!N}!fyW5S8
z8>{bBKf$F_WYsTS))Ka3y4U^~d9o>c>4%Ek5zMW@n?n@B<%bWil3CtB^TR>OppC1+
z0gU~e<+@<m<@!|jXZ=c>Iz)%|gUs9JPNSD2EAsk%#Xg^ZbFX*tC2iqNAB=x43sy^V
z0*AgM=aTFfFAZ*YsdO7`U>%aG`9Lbc8{dCnsyrA}usN)r*k$hirJ`tO)P35}k_`z@
z%%5!j{BiXfp9@9L*?_``eWnFPRnvT)_?68GLMd&ddis6Yw^)@~FWvi(&5(QGMgL_;
z1;^MO>=!JTv`5)$Ss%|$_d0KTS?cJg<Ro;q<Sk8=4`}AX1EHTnN7^j|f5xjF8Ek)P
zx-M|^nt5;2g~4U#*?|9|RKpg}15p{-o}Qk8qdp_#h=`xAYDY#~lK$n34X~TwHO(S;
zigyK{@O&=~SO9o%gYOG&?vdbjKLAWK!J7f6XrP)L4-F(>2_6lgAcLGWl?qe>LK}kt
zG{A%?AcB|$Z<)cR1jwHcA7wyG4PV59iF6?1w=o@XyMfSyHyzL}h>p;Q)6mN7a4Zqt
zY(RO>f%h{&>s}QAfV;G@H@xmbPM*D3I-`)kZ6s3g)G)?UKwnqS7_Do9)<Yq|grNyq
z-vC_doJMfUWwXHrp1`<$#P-vI<7sH01z*Al!7(3&r`7|ZG+7UX`qX*|AjWMVv;`(?
zk68l%J1_;+1%AUj%Mn;6I<CQfjnJJ2MJU@pi6StzhaP+X|3Z=5clK+uoB$@1hSt%c
zFtoAIs$3gKCF_J^X*zn^x;lWVc{mM=3nDO)z65ZGxKibFS)~e+h+nC)(Fmi9p;;0F
zh;|Wlf^&p}3oarEw;ZoxZe|*e4ky#d1SS?4P9{+p=<t;)ux&J$hS)kPNLYm#v{How
zpF3tf(vnIiAdR#Qv~aq5dPo#XThGu4h0@bRf|01NqYM5=Y3UiFjZkQPW8~PSVkQQr
zOzC((w3C(1SaBe=Qe~`KVPRp~VFub%y1$Oz^5x4RGy3{kpoSJ>D}{*-*P<{~IY!3q
zSP>XFIuSlkLqc}Jv!W2@N);8Tpowd&US!%tLDS+lVHwP53Sxq`q!X~<5tIv+N;3Pm
zfn%!ktNLX5la>hJSr)+z>Zw|~CR%zZ7fw&r)7R29MC<BKF~ZUO#Rdj!3p{ulHoX;n
zgQ-@ybbqx&#S{Iu{v|7unqxLhbs&(ZfDX4Pgx4>8UX6jrO|%6KJRX3X9FNl>kO*V~
zg~<TpSx<+nJ@7cRAC*qVGR=r&tUp1AKx6os>P&L~X$Qdu#b73UoHky_WS!~ajKQ=H
z1w-)P^;8CQY@p*rU{FKoID&O3SY_4eO*s)Jd&jg+aGL_vCp*Yk7-KMKdkTYzrQitm
zR%T$mw24GK+Q!<%$i@g|VTm%)w>H+(TW+Ciz1nKIp0Tyfa$_S)V>lYQvvS7~D6^vC
zLZIdvGmD4JTK+Y&Q?mZaEaxl>OPZnsdHtW5pT@+Wim@Xyz|OsOJc2o+1suoDgkWy&
zcz~0La9q={bOr%x!j&rHZ8$YnIhLS2a44X$IOw?F3<r%S1iYyZ7kARFU$YUXX*8bb
za%@k@`mgPWfrs4xZZzVUg0=p&5eC(d8HS}3Ed0SZ;5A5cEOKZ0)ih^>Arb!v8i0Wf
z{hRPx@e1z04gcgY{(l4iWYppUuoQm+-b`maV8<E%i!FwuQlMkm|De^tt_lA9$0X1h
zW`1-k8HuIQz~gZ&)B$xuDfqEf6K&!bOePgMbw1&MKE=rYVrB6JI`KaV&?#O{;Dr4D
zR_VXrCwb0e{60B8vv9^%?%8d8p8xY~2rXQpNuCpyHc)SZ7J0lUKXBRu*CFUBlhDMX
z<1Y-Lzhvd=fMb^N|DAOQ$Ehh<r?brYY3;wc^x%{*jfu&U#?hVv>i9(Wk1eey2Dj<g
zpc7(v&p376Vmcw3SlL;Ci$-Xb#2ELI6H4$ZX*JfLn+weyP=tV!H{9TOv>#R%i!wIw
z)54nQFV`}}`ub`48l&{UoeCa@L-`pQpbQMBpYS<c?jlTe{+feR>H+^0hoRyLW_nX|
zPqN3FW_s{BTyU#uCI&X#_%``Zl^*Y2|LA)%X8uvL+{XBYaO1&);={!QAZ{@qE^a({
zP<*&}0K_fk!^MpU4~h>L4}iGEe7Lyr;6d@>;sFr1m=6~>9y};MTs#2c7W3ia#)AjN
zhl>Y5++sdl+<5Sy_;B$6h+E8uiyIFf6dx`g0C9`?aB<_ogW|)*10ZfOA1-b@cu;(}
zcmTvL=EKE}2M>x57Y~5A#eBH9@!&!6;o<=hx0nwXHy%7FK3qHi;uiDa;>Lpq#fOUr
zK-^+JT-<o@p!jg{0Ek=6hl?8z9uyxg9sqHR`EYUL!Gq$%#RDL2F&{2&Ja|xixOf1>
zE#||;jRy~k4;K%BxW#<9xbfgY{ad)iCjai7Kmq^QJPiD+a`4Mgme5xt|JDT=`CA5{
z%$%=7837T32=H@CoUcRO0TjWH69@=`;_=TBfS>3R13wBSgqXp;1870tei8sLgn*C`
ztRaAazrh5E%Fdc8w@7}r*c?^84JsB+!HJ-{{8Td>gAiACit#Zn*Y}hvOJ#N@$|B>=
zCdz7n&#g|2eMIBpPPuOUvhSz2&<>WL!SU@^sVl#y_bGOoob9T}enK%)zfc!$W=o8<
zY6&~qQhDw{5$VR8eFLGPA;hJdDT;I6X9|2f@LTktt(zT5Di-?;efyhqi`2=FxhF4p
zN8dN{E@)<&+*_OI@lJKm`+2KJjAa6QFP%y@ic4<#5$U^f(Oqj<6(_a+4hLyO6-`lO
z@*(KhKj%%2(z6qV{V9r`5oFAj-k#a{=38oZ@AG`HzcU~s1@(%gDDPO4*g<0hcY;hV
zD}T*x2x|PMdgoHw&c^pm*2#|~_P4k<HnreG<s=SN9k&~L@<!j<(Xr-`lF9s@H#ctF
z4#Jn0etK6e(s{iJQ->4WY_4^d+z?_`Le{$(VdZN0&9!(|=c5#vJ8_ag%FJ*%anM8Q
zQ@8tidQUw#6}dg@`l0WgLjxU=9VSwOJ3AN@Hqh7LjV{&kx&3NLKh~?PDF5+-+fVym
z5D$p!k`==~ZMQlRBY8yqZg=6nk|zt|_m%9oud0t6=@Z7(C1j8;KMF$UQH=_2eeC|G
zAfv6E)HnOC;R#Wk?(eSnR4<?6(hrKUi_-R84fdqPR9VlKu6Y*qN08Fb?u(ua#0kSx
z%{<Y=#dAuF^%k_E`vy7&#N(3$le&91sik28wZxr$6>?6awNZ;&TcypK3m3MzrW+kl
zRjGJYLBRJ*%32ICI+xFJRy*)c-V6Iez<O9?*4Zye>GSh%>$bMZ_37Mad54c)tNu~J
zYHT)pfut<2G*c2<p|PNYVi+8pwMl%l@Al&*NkSHa?XBC->Ij4wow|9KrCo8`D0Q}X
zo!in~ohj~jC4{Z4-1D>JTHRdAH^`jY*0b@gNp|m#STAOZU7d?Tf?%{_<k!zJ(wn{>
z9sJ;CzP4Z+u8<N)TWOos;TVtl{4-<8tocL3NjWRd>sKmfAL{ehSeM#NS%rFmj8f`f
zRhPbQp#DjS-^2SuS`{lWWyROGsL#k%yjO7ZGKP|~6!ol)I2@|2@;oZZda=D(w0JN1
z>=NI?fdc_?iZiJlK|SdOdBMFk3md{pM^&9q5grY6Dlmrz8=Dq?yhrwm)aY(IY;YkG
zv;SD6W?HnhPw#=MMpH0YFSCJ1pDOCTVtxVx{XO1Ixg+gjjp48QVu*^0Zg`s$WDhTo
zwFIG#Me12@Ph3vOvjLSug`&P&ax@f|UoU>|dT!KgXyj{Jqh{QDveeDj2L8m&ySm?z
zM=~-=7w#X6cgzdjFtc&ZX>33CA)zq1-d(*#XYo8XuqvtCS^q$``TWL>+gJ`MSx>@Z
z!ZsR_*4<dfAmuEqE->AS-JNT)%=2*T3610Tm7`35-$Rd&dvb-kY|E}QF~034O%#iR
zxU{D~c9T)>+9a*Z;_s!e?5YZN{rX<PHYC_^qx-C_)>*S<F;{1~SbGcY+VI})VL?bC
zZSF19UJc*Mj+nVkb4P1UWL|h%*Bweb&{ZUh4DucgQa~AgGuN`9ZVkLAthGnL$tu9F
z9S0O`h)jG)KPi02E;-sjc+0Z|2@1t6zBaFqA$I~QiSuUVAmjFHBx;;hQOU_q5b{}(
zKWy<dDB*!iz^ijX7l)FvBp%J*SFB&`>rl4hK}wCz_r=->fpc-M&<}2@_Lc2uib=gC
zz9q3Lou-LsNO=0up}MO&=t@NAqAg#<2aloj&o!6and#ob$_NTeIkv#&>va!wO23+s
ziBi}zq5Kj>)H+3EzR$h8Hma?TN25N4Ih|77*!;()1L1BZ50w1-V$}yd*9X79ye!=i
zHTw4c#XQMEQu%S;ro!Q+VqaE>7hYF3jM!atLZv-#;KKD@;pj$fr>DOYi&p%WVw*Qd
zQ$5qY9*JnE{t;zY^8Jw9_Y;xw-tqx2qXi5@Gak=<q;>DhrS4o-`nKoWqy}qmZt5Xn
zv&k7wov6>xt1FV%-(f9%Ca8J9Q?_p8xGC5boUS~JEy}J+IFxWXIn1-dtK@3y_u^A8
z?&$R{L0(;#Rk&5qO|~#?^uEttSN9bgflgecKDzW{wU7IegGnb6P`(dL<|tmPRn};e
zsa{q{x!HHX;b&J9H3vT!ORKq@(`2;DYH#O2z1>Ag(?C(XrXyEbj5_80JwZKHN0iQf
z_O7CCk|_MJjTJGJ=M<>b+0c2lRNd1#x$$kHn0b@NU4iVqC-&S48`f1O%9?*@w3eM4
z-7qZndiZcrsJXuK?4;9HM}GvThpP9;Du-Ml>WkIX=Oz@-5CwiegU-1aADgsTe)x-8
z)=g!Fa{teFQw6t`E~6sx;SvR+O;U?ZHOQ2LqOCqB;@ZseZX|UR%11WLnjNt;Ip<c~
z&90+iZcAd`4A?9@)S>Xi6kTnpa3=p=c0e;xOdh?dgnTP@<^o2WB1zQ{2>e`%uDJIG
zoci{zk~vchv;?aPlH+y)y3ck3XGP=oi-CctBBlaeQ6@59E6r5W0zPeThzK10(7(fy
zQ2OM~!CjBC6dn`2d}X!H>y$nAu-5(^u*_ewVdjmxtz8AX2W6u#zL5lMjVTcp-;D+G
zeeU1u?-y#>pKe+3H9h5$epB7GM!yetb@aNIu`ZUeZpWfcyY{|aYm%+9jXuxZU(uQ5
zDsbm#>cT5w{vK4_pl!tYyZw60?N~y0uPwbEFe;S#*1g%fD5AV7_{y;%>m#vulgagU
zRb+X^Szk6wEgX115dW-F`Q;yTYR{!MwR)_j+CB)4a&(<{OrpW8;^_<AwLNdEa(4a9
zR%{sk!>?xXm!9}*BTB-V529p^sxQTyczCN!^(HIKCp2pPd#{3s+Pxk|f}#&J-=TFp
zto8-A7GH32_BeX+QNEw}+dQ4_=e92;GA%R)4K6o3UUHB9rhc$Np}zR;Q^%h3Zk>m1
zj6ccMU1(e;zEs^|&6VS1Lx4`W*^{HPukW?2iPBthvE-|ZJ;H3D$-PnTn6UK4@72eT
zSVh)p<^(r=JCl(g^DVxj(WEkFSX$t^=f<_T=Caq7S)QNg6RsDVtt>aJ#1~fAS}T=R
zJTw?i`Tp>2V~vl0yYZ&NOWB47EW0n(*Q{K176n#&EIMWGs4f57;Y|gXcH>F66RQ0x
znrb&Cy&fU$6e*C)Ip=MfGwK?y#0J1shv`GZtKT(|Eo*b~Q;2SdB*_Qkf?uU0)WpQQ
zrJUoFYZG5v*+wNxGp$yC?~LyLGPzRGGyN`;+o<5+x!bEyf9bbj`iBKYTV6a^A@*MI
ziyC6d(AnajG>uC~{od{0?$jTYxj-c-*m#L!f2wk9jMWFBGV!(`Vo3mnrue8d*@f<k
zV}<6<$OyocoU0Dqtfng8v8imP<7NX{<$+H5rEDN&gIsj-l)^b~h;<Hs|G}8i)Obp$
z@rG$ayH{`BlPj3DM?9X{*k<}2O~C9}SVHo-YyV8xDlaq$^E5B=_ic}M>2{nxKtatB
zZMf=xup`_L{qE%B<jlKWIs2P$H?ZoL2^Sg?j_JG@QQm$izc*Oq%bqoHxg!JfV#il#
I=Io~b0x3Si#sB~S

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/images/image-3 Microsoft vs S&P 500 v.jpeg b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/images/image-3 Microsoft vs S&P 500 v.jpeg
new file mode 100644
index 0000000000000000000000000000000000000000..2938d7796d2bb09e1b84d6df497dcdc6862ac28f
GIT binary patch
literal 96436
zcmeFZ2T)Vr*ESk@7m;40bOl6^A~pC!Ktu#Y0YQmM2O$E|BqRvZn}C9#5{iIy=~Y4p
z3nHK(p`?H!JpqkJQn<(ed*{0|@7$UDf4}d3cjleBan7NgefC;=uf6tK&$G4%Uk?b7
z!xt>AEg>u{ERY58ALL*jVh&*ie`I0#duRRoVQ2e$=U``NW9Q`H<owsg#ly|X#lywP
z$<4>j!~6FGe#g(p%m4R>zc2ZZrmP%nY#h8?oLv8U<iB(~=z|Dxv(0dbva!fRScO>F
zgjf!SAW#T|h2vl1u|WRM4+|?BI|nBhC<Y(+K<i;pd^R>vXbw<f@aY)v?+|t&jw8pk
z&T<Mn+~SfC7SVo?UBa#KPh-F6<w>&Q>DwW3JiKD!5|UC%$||bIPw43C>7Ow$G(Try
zX?5QEg5#B|PR=gZTs=I!ynTHA{6p`Bg-1k2-H(5mkeHO5lA4qI_(@*=(}Kd%vX|u*
zm9MI*o0?l%+uA!iy9Ne_hDS!n-oBff{`_TT_UjyuNLpU`_I>ro+B#)-@8>V-Z{W}V
zU%gl$Z2zGac>fQ@{*zuppkAzh=YZ?4UM#E;;Ke4y&T&kO^T=5Tu3N#v^4br$MgGYy
zY3%1wIDMHcdOKv2S4>fds6_dz+P^gW_Y{l!pVI7qDE5Epg@f?3v4E4uCIo>&_RX2R
z?FSH!Prw0$JV=VjM0@Rgg%M>(N@|ft9a9sTsAD&5`P|mBbhm2%Svuoo>9nU<ppn)%
zrhWPZy?b;TY-MW)oXDr^Wep0-Eg{1IjVh!j1wGK|X(#Ku-*y0L8kSP;{+{Z5m3Z+;
zO$qym*-9cO7KSBsLdmubxM(T@$fg)kHyQaoQI$)8FiEef<Sm77K>VWEn&zxyvtIYr
zjy%0LnRD@KYN`?L&Weok0|<NO0VJ+2@)>oRVwZvTvcn}2B!Fm2bf4Zl-KJzzxUThA
zV_3>d9%Xku{vVQ(FI>*o*7iLrajO%=gdqR}7&UK(ZqmS<f^xtJh4(*V$tr_}gLD2x
zhFvp71}+G;4=lG-F;OAdGt!SwAJ?Ti4{HKy=uIMdp2<_^1CEw@0petjZmr*=-UlV$
zF7HyA&RTV`>+EUr?__pGZ)bP1VK8VyFPZ}uIClW?oDhmMqUw@I<A0*#!<QtxzMxL5
zb;Y#kbv@aA*^B(n!7Yx+m-`Ki8aulB2qge&R*ZB9SSSiiZY7$*8aRSait0QF43*Kn
zwf23dR{6JKfmLVyLOib(of4WWx~9lq%-X~sNPyHQ%|SV_1d?5P8(Oqi&JW&(--K2n
zHOMN%Ri$zql-HkEiX?AkPhR$MPT{knjm^C{uO^d9l!)0WK@+N=WT&5uSh@uP^WXr&
z%j8*y3Y)4S&*jQVlTnzv9#^s=Gu$n&hAXWYIf!1`%Cu2sgDIf<C%P_W7o+;n&F_J5
zZc-p@cqVvFjW;U?w%NvFsWl>I`jpF;IszTF{sj|4_rHfX$6!;<&%dUhp8VFnC$V)+
zAcJOl`t!~K<P)ls?FrN!-LC^9G|4G4>JA{j_#>!cc&p~-w_tJ>37=T&O6h?GzmhEL
zO$g8D>Ad<dH8Y3fPrOy<mt-zzR1N1EJnaC|a#xCrF5675*c;^gw&)Io%+t;f7{uUo
z>2}@FpTo{%R;*9p??8h)2M|~Ox2m;pnaKE|UfEA8pN)?bW@a_TEckBbzYV$;{bKu+
z){pzM(#6R86h9!Xlx_^flkaZ~?g9@^qML)TZO6KtBNg^!&!>A?E}b<YYnjOvScurO
z{QuW~X$-iC`E;=eDj%c!0OB<vfplb4^l~82w^H=`4<ISH?KD_Qk3qeEW{}RaovmjE
zb!C|bhw!RPQT`3mcXOJ$RP9$cpnwX7e&jthxrqWD$-+%ge*p;|(BZ7iUg>A%-OXg%
z{!Gn7Yg7Ly44pm>#j>7>Yg&E3E3y-={$*b?DgY53G&Ae8c0!ANR6dc5U8w)J2=MsT
z$b!AI767^$euo1H7eAdJIJS%cRPqOFFx<cn@pt-3O^sq8yAF6@yY(jF>)hRRpU1Xx
zD=MlUk27`}yPP|L2BrY@(=R(fVZ4$qyn3GUt%0t*@BSKjEr3*+F@r-K7V%xVtkvVz
zqJEQW2U2zHvgPD{lm*KN)bTlVzc!4}2yMrwGWqCyphHOYa~CFK2QYCV7OU%prez$%
z-+NyxI>d?{hawwf)FiSWo+w$#4LEX`Aqsk@P_TtJY8o#B^Ti~>$oA;3oO@P?6fED2
z1dJ#-<LOfTMZ+W9cc5GQmBNP{Jxi~JtS5Khv7xdZ%tE30c(N@VP#)c?BOO2h)%;{E
zp&E4ZjwWhnr;vVng?D<65luKL%9(?DrJp`rytDqQZGQ4f_i3HlO%^`PG|(s6SLtw8
zU&=vZr7j9K{PHTJ0ww%J)_YcvY0bh=o2hw=(l~&;{eV<HfYcYRGP6H%)mEw0Y3Ld{
zzJipds{WgoWL$b7M71Kt1JU(oRV1o$IegpnF=YLCm3q*5rys$Widj>SH&uC(Vr4B*
z0rZ#yNPHgXi4k-2)G`Wmvw0a7Uu2qpg^W#=Hvg;};IcVhlCAi4s(vkAWIN<^<`=5|
zRss!9*JY%^yl<eX)j&o-R7~*?r$-AqQtl&#8{^pu8Ml}ELu}&TvNg1_czk`;kcuW0
zV90LJSUCBLVDgeY5J*lUMx?b!PYC!1uSetn34uNB8RbHE?3Aqn=k7dDU1B7|2z3|^
zbPxjPL$cZ&ChrkJlW%zgC#KH|ZAc})21WMi(sI`=ljy0E?7XM3$1-B{NzAmP^l9#h
zV>t7<6x>i@<N$)SXM6REIW7460798wD-13?%7Xvh1^%+4z(XcqB#PoAz0d!5Bu?4!
z-OH^rc&hqd3gUXa_udWt*=!~b+a^8${c1zKKYIZ2gJ(GF+m!r>(+!9*g=&+wNzObX
zLiJ`#o56X<uJAWPgw5pMSRlD*+y{{UaHbe@UW(Z$*FZA>28rzn_b|K*8`F_{BS+54
zWd<HAlDP0JzEwZ3Ad(~L-JAkvZyO^Y?T3%YwoVMFp);YZ^b0s_qGqewdlT4|fGByl
zvcS94-ScTj1zz_A#+i++N*ELiT9y_lrhIE0M}?#2vE&e|O>3Gw-MI@;AqsH8ffpoO
zL+_+3Sp&+)eEiOg{IDI$puOdc5~_&};bFfSi%N5Vvx1VEzzBq$uY*(oD1i1$Z0a^Z
zfEjZ3%OAZbcIj_yWB-)KMZR@Zg<v!W8le%vV^E}eN^E!Mn%SY!!l{uY{>4kGr-!(u
znZGao9n@Ni{;?l>r5nBAh*|~}yEmcCrhC5r4qW{ExOaNkeFW~-$3;5E!|aH|McO%o
z`QH4G=>o&p3y?6;Z}?WLtr(gSY6K%t0d&%==yr|dnKWq$Vsz=a?!vrHl>NEbw>l36
zyNW4q`@VPD;SM0wZQvG7nmICyX~U+|HEaEsq*`02wqeabJC?;mlzx)UC0Q+bx%WQ5
z*64Fg|HRen;0~wBGN*e58I3US30~B+JJ)2ZfW9>)ya=IQ8)lF3O*oe!2Yv5-{af@A
zwdseA?Uw&i)hj*B-=awQ2P5Vc%TLF16#d2fVGt1qi~qKl=n7Ws0J8GkR2V&L3wp)#
z8~?ZNN997;zwLdh@3*}v_w{Y|$7Q^!4IC{9z1vtHqdjyVI`-w=pL`~-BN&_x1LmL?
z)+CQ68f#MEB=NK!(_T?*;rfUj-+G+r(|50Gn=RkHRav<4GQD9uQ}O|1pF0vXQg$Dv
zuz=<Pgj47MlA+jZLUyprACYoq@+%xbr04^7fG!`^<ST4h38jAT08(5BhV7Ci2N1$%
z*w;<XaoPpC3;2@qzrQW66TAkbk*hW5RhYb;%XSZYk1|S`O1?~SGQNLN{PJ|m0VD}?
zM6=}?x^+A{Os1YRW#N3gx~#}jZ5l@WgyovlYuLI*J73QwjWXHrfL^qPo1*(qz-~4q
zp~;sffD_PR%mXxkPe8*4E@rf!A$U1pN9beDbsj}*=jGzkS2#WX;Dy<>$C&l`EMjpk
z5&G5b0(x$c$!klQrUrKaf0hG72MS?vNKJGpj((2vZKj$!E6)0@(zj^aQmrFl41Ttd
z29CxKJNgr`98DO}WS+pPVf~?i5@rAf9LLhd)Rx6^!Lij$?J+Jo0z?z9se6*ghk^^}
zKepMpPG&sPqh#F&lapk7tOtJI0G<W~biiC>Sx3|pg+UL*5VH1VbQ<Uq!v~PztBWwF
zrZ2_fhA~5-=jP^hv^gDrD&Teh_^8mO5@>RpcTiIY5HYLwpZ)U|&?{0j43(Raf|5h`
z!%(bl%n2wz@)}7tz$X537nT;0qM0zn^c;>*?PJwpu{_KlW@25O`{yILBPY-W-T-ew
z!w_OL>DI|juJ)2GtEzz1Gs~CV-lkn?&y3ht6t+2L5+{u7ZTg!8Fc)$8TcFjl`!XIg
z*^tHsJ3VfcfXmH|Ga5%OwzNxGsw<|%u0*v@naju1kK;vKX_82tsa_p)KMH#X5s%xH
z^U6x?(O(vj--Yd1g&N;|&OG#$9<YJ|<Rkjwa!6OOlh<@DfNeSId)Kt75b*5Em+|z}
zi{YByI|@Yr=lU5e;ktbw^dXInDbNJKE0E$~i!#&{l<S_eh9B{URN%=aOL)Ny{<2HE
z4<4~v_`3m6z|utomm9X!Kt+WaWxYa3c<ulNK=(x$mQ1Zo^=Jlq-Bn0(jyzlF`&kFu
z?T|CHvNzK+$mE9Qf-Pzp4Joi)N>vuU4oazaWO5%bogl%16Y#A9;+WFz$70<LuiV$#
z0lD=tjhLA@l)~#zSV9Gs><k4?;I~wkcX-kL8X9y>0wxJ27*y6C7%?=H{Z@(k{fS4E
zVxGRy_fy@q4i!SCG%=jpj|M==XY22TNCV|j6i0&o)&YbDTQ9UrF_m5W9l8cPT!+-u
zt<SFR;a7+>-opCi*$<u15Mo)@+|781Nk9`4(d{bz2tW}AhMJfruC2Y$SAe)v?vPl!
zm{bBaUnko*Z{vjF*i{?V$d&dy72bF2A0k+qBNouF#pz<gqfoM=U>ZycDMWzI?MvGw
zpaef5@K(UX*-$HuZM*zH_D4FA*A&xjR0MaEW7YBq$~cT5Y6MEYx&vq;=pspjhQ9~V
zb76F~D3T!m^^=wLkrm5!%}troR%VZ`RgdW*a?TZ`$>eZdy?Pr}0nS_&y59|U2R(-$
zf$^dV&oNCq2|8#o)TEsHC!G>foxhDL^Sxh;&IRr`)^q-@7I~L<_4D~}SqtP?WrL38
zdD|oOfG}mBFkn3MrN=OxK~4U3gfk{ZHw7HQ%QLN6fQlwvd;^SN=pv4!hWJ)Bd}7y%
zShj7|oa>)BF*ix|Acc!W<k#st1KMZ9R1mL?PI@EgHlSRO!MERm5pvK+jAco9;J9fv
z5iX0=rFfT7Z8jPX;Rc#r$3#vK%S@_AdtX)hqUdx@^g1iIQp_Ne&jjo{6DXmb_QP``
zS!j}xX@lVr7|BgX$7ag!)LUGarhm?AsXHQptBb2@%^f$B%f2ZkAe+HfU|Jpb0yP06
zJ7N;BhhVp1U;hcfC(9|$^uz>KH?QqqpWHkiXe{K`P?&l#b5`Aj@x|p2Op9+FPQEG)
z|B9vFW;}s;A3(m=FnOW0(~+Y?GhK*89fm2M)Sj@j+}8f-q(|l%%{&9sh^N&J&sL1x
zWLZUxlHT!-!pUjNP`b=9^0Q@FT$tOI8*ySwiF^PV(!YTFS;U5YopLA8T;=J&w{$+~
z&5+65H!>x%oxc!(2AC$XjUGT=XVH&gn;SN}$?H%d`b{81K7(^<S6IjO9zru)I?61|
z(9g^Cy6?3sw+d1qoOBf9rLh3b7&VAFLg!l6{MY(S8+O;DI5m?bZl?_znmnJJxMMA6
zAEm&ZFTIeQ(QRqNb!X*B<)$WZayyNZL=9qeqP@|;@rkTnsJnmRp?Htdd7%FeQQ1ht
z61TGOKFCf@daOY+zvGp6`m&NOi{~9=5TgSOxF!H)u_weG9E|#T8Y#StNV;FtC{UTK
z6QhS)czb)Q$}8n%`xPw%Hh*i{SbIigH3>_Xai&ZxuWmWgSO6|+9>7BqP)5w*hYP)*
zpsQS$6a%X2n-!b?1jKbemiN|Yc`bY1VAu|vOmNSOn?jAk+LAVp;+v8-AJqA~>ri}#
zGCXXuXomQIIx+)I&(tq>@|ssp+}$1JSCbNEHa;`v@L=*f)6M|1RPZJ7UQ9VUAMiwc
zj&AXCqtF;PT=*L1+41+|duYniV=r9hh`!okJ6G1xN0Is91|QcqkM3vRuB2Ec_i%xT
zi633M)HK&4K!gw3D}7wQFe|x#??Xj@lUp!jZQCNo0^Ha;T$l@MG@Z5mq>Nv7huZt1
zblzM=3j5s2&alwERjvPg`f$mI=!B2jqt!pxZdeV~neI7)f?e4pH8%UbgvUx<NpEa0
zy^b<JEfdcBGWQ1$xT^bKqua#$pkmCSB56kYPlSvPR>)XQuC*q>mG9d5-m7KnweL^m
zN=ran|2cIi<ou|Jz#G9vEQt2V{MwltW%4Xi;+ORw-YEN`gJxSgnHwy9tGEkX7b1g<
z(I-%R(3uT57rMU+-h>%AkM?{MO>Lb)D%^S%IXmQjvS)gEwxMn&;F;SQC+*uA^U9}o
z&wrrZy`Hf6oR=ZXXo2}WgW|AMTOfgExGt;?CqD%&e_v{UG5;-&NJ7ZNV{-lk?zB%~
zrO<?Q4EYKc><CJtVClm1OkNG5=HW=a7|o$+e?#||T^IBD_%oB6EEN5FZ)JQ@$T@Cr
zc*bMwj}5CEv>eltMHjN8YBMTe{s#~N=GQJpQ6~{A9vSYU;zJHxaYeem_@JF~tfOmQ
zC`$1<$AYAd>eV|5_Qv^4zN?_|pa2X_IC8Kb(|7>cj3&&>qL)>&dg3dG(L6;OhCG!t
zV~J$ZBX&Be>#3vun+yF9uEI?G@np9N+ys-C2Yi7cS)~sFDCsW#!o~)&jxNiZUndVa
znn(M4Id%4C%i7GF%S2z5{*babFY#V}_Bhz$2N|Dn0P%nW>Vo}XIMdcmlz!pXCpPt?
zrph*`yLTeYEA)8b0@cY^(lh-z=iNczkXh<B0tsil0mHpsEZGJMSfWh8_`oV28AG0T
z`cl?3tNt@`E6?q?jMnbC*QGj_1FgP(&69U#r@zNs2W@o`v=n!yKJx>%*{%<bQ=_U;
z!e7W`Q_OC-+nuZ`9SmEYV-(_C^6$hxys6}MCqglNI1)`4hcWqBXbLE>brWY6O&&E;
zI8wemAr8zByWVS@bNS&c)LJ?+oMUXr>G$%{OaJ70)SpfLsC>HkAOV&N^M(OR6PuxA
z=&0n4fI&l4NkEO&_n_T++q$y1a?uIiCt!=k>M><B1!OQN;ygfwi!o<mEv?u@x*9p(
z5pb&pa{Ez|t%<nk8iRD!8>T9-jR(6EPlubNy?N_51)rmD2?EE#T?cf+(d1lLGJf+*
zD8bEWhi~1|?lAJ)tPT)3Wv44L?>9qX_Z`g0G3vBDlVj>whH65(w6rxd9`slQ2JpTN
zrYm;2EW4+2KJ8-xF+@B$NSrPjO1;KN?&Xi%AyjVJko=Gue$|oLVH1Lpae;<@fk6vy
z79!N4p;{-4UE)n{$e*O_2WC)DbiWvkP>*hj*y5vEMB<q|6dKYuJRB{G6g#=n`uR>^
z-l8VQ%Nl_%J;_Nvg$Yv@o_+V0f_GQ`pwq#b{TI%H1&(uVB`s^twKI7XUIK74a#E~!
zj)~1k;ii@~bs#6oJ=(bXUG^9;?@XCxh<NZFFXxXiLS|YWY6(wvw@bs2?XgL6vOP^e
zRAt7M!75w9Jf(oAc~dj$Ld>@FXFC*tfA)TlZ0j?*w`dM@Fx`k#WzM0cVP2Z^)wbpX
z70g|Z>0cWerhf8|=B-szzFJDAhYp{~R_y2U<!S_{>l%#(v?aF#NT6mCrX3WyUkgpB
zF%|oCn}RBDMXHgulywqLD*1lMwxppW)I-_5GA($`W7D-mj3=m7V0U2d(SL;ie$$Gy
z1n*JIw+@jJE>YiaobDGB$6f70`&^*v{nm_9|7aR~q#zTT_1yE6bil_I%13a`aJ&E=
zVgl%?Js6KSTlun*K*#H5(K}=8I)mU3Ia_)CZPa(6tjD&dN3+8DSkFseS#4qz)s<kF
zht?=Sp~=#X@;$4LkV>Wy?JmrGw6QqcYI5l$@C|(N2Sx#w@SL*lE)OX9P;8b*T1m85
zP6&auw!L{E)cQt^%<eFoVB3Xn5*2-VweLI+AXlz3y%=@apb0<|gdg9%AAm`r{jq6y
ze)_et0N0lAuA~I@z`!M!XNad{%*iv0A*t(4$8OfL7>rFcqx(O>T6eZi)AZ^3fDb`1
z?f`N)tbqgY7{LvH!KU>%5NCY12Q0pcwp-`(7g%P$t2rLi@sWjVFM!EANC3T!a~zX1
z@*;B>(*jRJX&}$N`I5Ih)O&n3tfr<Uz~kE~wWIgWlOnR?1CKqw)fD_$Gz(0l)-YhS
zcK|ukBTbGc*?#+&hv7n6SIonKplM#j?Juh>e#(2M_7`t+rSm@*lYvAvyzEtEeu9!O
zA3){=ncR+~olI;?Z!_W9gp}X?Byi}795m(Jz-VtB>x$`H>2`b-qmQF<<<1`6GFZk)
zf)kacQLhWe$G<_m%~o0L*@cXIZ)UTrP8ct88=EU+6?lZ0gwIx@`)y!%G-F|{zv<F%
zmSYeEL2#biHR#$!LX*1fG?_<?qJ5)9ttEBCxC>P>nWilw_rE^?C(J*W>I2#j6cD8D
z0COd4`x9wB7Uhg*R-f+GsBQ-S61aSA)n(Sx<Br3Lktx&3-}VHtqtK^6HE|8hL*A6x
zO>nu`V+GuR6EKdpy!~I8ICNv(@bJjvwC_=G+1S*MC5y9-AJL}2lRhfvNUdQMnkv&#
zpiUmWY(OOu6(3e(OV9+KukXjCds}Bbi0-H;xDqm8vOfOf*@RiZJc<w9KZ1FU1}BzK
zP^gC?33%^9lZ&80s2n(O-2C^im)HN|)?gQUoR7%Uco8?|cGuIA_A>UR@)*@F7EgAW
zKY+}$F?qx(r>SFL?llh}Ncw|Ve*DSSigE6a_Lk42_C1fnQwI<f4~sKPr-YYrz1@3E
z<L|9s;Mjmy+!N*paXD>9fin4IDpDmXERdur5g?|exX<{(*u949|JHIhnGpHpX;#7f
z4nL_A4k)#6c2k@Q82VuwY7sC@Q5&3fy^0;m;#;}_gn!)C&d`0RcPVb=7_Ca7IZ#oc
zKO#iZdcU11;L!dMT+$lf|Cs(B8o$|&-45hn^OJ&-5m|Imn`Jm%#HLTqm@K%Z;&FRP
z8wicMt^DQQyl#6Yb7tkDIMQ#oHkmrbITvf*z*faL>hK`lnFOUvxu-!#(YV;+k@*a1
zU#^4$$b~QW1^4!O89l|Z|2|6m@1n{7-#yo$1c1@1iWd19vnv3zZ{^<VZbLyZFL@C4
z8TV#kKQm)ZZW%gORZYDx;}CK9_b$DAehRqC!Y~n*y#vT79#F2_Z1@WYAu^#y=mw<o
zJ@)&?uAYSriS(%IA6pu=mp*29G<Bw2=L}c4YZ8zLBU|FXR+Zt#DK^>j%lWCWKeyml
zCe7s3XeUv9_-6EGJgMPuB%Uyu81^bGOT=xyzuq7BJFQjLo%H>Te$;t)D(QAfL_1$g
z=*IxutI}BBJJmPB4>9~c+jH>|(R1AdySQGZb+|;25;<V-J|ayw>om=ID9_MXYiaRM
zx+MMW70#I9vj)bGPGBEky|U);#QY%>bJFY}_Cc@MC%Qw8`rzf+pKrt@g0>${spq69
zS@6#<ie}!=F8p~yl`WAB-CQQ?6VVyEh~xvvA=Kf>2=iIGnaf7u$NZOr9OHj{mPY&z
zb0XV6gj}*cO<djlLRKNFq=g}%NNvD~_=fBHY<fnWKh88u^v&>|aiXPm7X*IqVY^C$
z?vjI<++WB_mXU+?dvRGdVi^n(mkB%K@cGei{V{bvvTY43z4o{lvu>ZK);AC_efWnM
zPNbNrEK&uyRT3F-mUoZ_wVb})-X1u}f8i)3$1pc1x^UxF@gYGX*XBG~jf#x7Zv({1
zh{2*GSyyuOKbMiWb443)g(m&{&mc=?;r+%L;~TDcVN-A>feE5?77P6v`A{xNLu}(&
zhNkN@sq?|a?aLMl3XL*Zu4}J~1r-1d8V_pp0MeY;sgl~ujv6-=Ah%U%H@&U$?czVR
z5NLAcJm)vAj>|0d6QqcKd?Ho~sTNGgN;`lE-a`og_^l|}Qirh1{LXo6vTcleZ1aBR
zNLQgM+c5JGxXO*Ox9vbmdw3GqBg}5r5zvP=?4S2nuN6TPRMJc?m})1<&dLN&r~cBE
ziBuVY3-xG55wNn6Zgw**FaCj@{C)Auohj1NJ?6&f(G!E~YObje3OWHzwzK=1OF*aR
zlb{2db5?ytva_Piay1o^;oPgq`(?|jF|(q0q&)y~=*x%%7?A_Ol6R~qdg;@OyMFh-
zrAM5SblmP8W%mq?$8}Y!vK37-r6Qq&ODyexTQQ(%(@I{f$58oVIHe_Kri^ZM8$S@!
z+ngU+xS2{s@h}JRO%a>(r1=S1IxFKjU5O~`ak)J@ddudYNm6^B%e5~bEFSyZ@^r#+
zOFH~eoB2`9nK0xAVahlc(nA@USg#$Nw~Go`K0$*4cEh`FC*MbBL|Y`1T=FMx<lmLt
zdhT4|U?wBj51-2=h;J^I+m_H-fzw1Rx9h@|z5@__K5_P=Ld9+>pGTYZFd}l5I2v!N
z0^DBhhYIz`mTwfAkREnV{R)uSzFC0AS+h6-@tLJvysB)YsKcl}Xk)}CgERrynew9E
z_i~dzwtif6wkFfH7L@OA#dKZ-%^-E%REs%&00DUrUmG<IqvgteFiiq_Wp!6Tibu##
z>xM>i2k(bCv+x|SuA-xUJrzQP`QrKgrFJ$am$Nt{Z7luj8;pft&4EP=)dC;4{N$~U
zuq@<=@X|p`i2EB2YB&6B_?k9?;RH9k5-?YgQBxWns?s%4F{dmg$z*(cCVid`4EhAQ
z>RrCtRn;)V<sdH-l$7eJ_nt3^KL+x%_z;{3?T0?ZvluIg$D;U<dXq@a(m|D{h29C3
zqk)G=r(CL8Iy1Rc6bYf%e~)T@rBS^Z6=m&qI6i`Ag7M8evtl6uI34FB=Q=-r3BUaA
z^hXxfH+rcM5|bY_f#m>MGz4FJTrUUxFVOPvUPbPQoYBF3&+y5&%37UmEFECgz??4p
z61c~+`hrmJci>k!Qj)wNr`NS`vgevy7Vr9z#B|HK=K`y$tVL05qM%=psT{_{;rUFB
z0Yh{WUXm%}%T)ceUEmt1cKvnccQJ77bR0ePOG2Tso^KHUFZ&*lW9tIoM9kc2BBLRx
zVf*s;-_}`!dd!P^M~}(&J9gBcm;AUuai6q++%?r;6foI<J>petA4ZZcL#9>{y4@mg
zwUXaZ^F{JbSsfm_kS)}zhd%V_)ES9dC}_j*CfEa}Fr3a$ZrGe7%tN`>^HajA0B>1N
z!N#SF>9tvkUg6!G=Z+Rxe)-vOy)@PU#Fdd}$UcJz&N;dXnd_m>miRx@C8xgn?gv(z
zBiKE2926W{ofXL@c6CuEvvlFpRCX+7g0B9;oO%WbRc@zd!DwcH(|mAl_}0oD+@<Z%
z^zUy-sgSo6=mWYE2_(&LM6wMrC0>8laoafU7xi+<wKi|h%#z<$^3Mg2j5k`>V0^v2
zNOeG(c#D9JhaGA`^Zhu0_y=TdzTvXV#0ly)c2bYB1>-u;d=%??r^*%w*wS>69Du+p
z|3XYZBHmP*{AQ%}_4=N#p|MllefvhcQ^g$Q8~Y$1IvZ^v0&)0nd^zXP!3-<+DPVg5
zxuHA3P-t-d&w+!P-0K&|KYw2P%XF*$|JVP@81&?m@bu@S1Bm^#di0v?{V!3P!`MFt
zSr75Qra|yz$`JDF;o7B&$_xK48|uzQ3kThzHQEafs9Z`TG9su&l=AQS(A1Na?UNcm
z87FP3f?P$N9uv9VRm&OYn7yxqM1K?gvjQXh5CjzGZVZxqQl&c-`rEHFAESrtp=4|9
z{_!H!1IU2h23?iyr^eIx2iKP{lz3uW9YyUjU{ns^tve`|S(Wp6|0QVRAF1t+Gu~dQ
ze)1o`IjeqEsW&YEtQ^4Xr5H<i9PDbNTR8+5wK*{`E^?eedo*=QMs;k&x^FepBFZVB
z><lj6%_jsrKd3?oGHAaH*c*~les&$8lvwVl!r9kR*YD0*K`D9|5vR)uqgV4~<XJ`E
zp;{*4MIh_LWd=4=P8p@E?}+%&D*M}wQID|{5ia@>1T)nq6-LhJ0&{i_kDq$a6q2Wd
z8z$_4R4~ucF@OmpK?xs*%>vFd&_=M<2aJxk0Zr&Ad~RpR*|jps^Rsf3w!6#QK<(@1
z?Z`msSWC9!+uZ)_Q9g7LA0{7^cI<EQSo1w-hE!WgO=Ou%dqA2X4-g_+xM`+syk?_a
ztCh!brSbiv@I>Ar<R1An^U!m~LzFVzavB5_902q(JV~u;K~ZmiHsuZ}`b@z`(F)(^
zEe`u*SBlrq%gla&k*~uOU@hoPFz@7WCI1G~n+pugR<Cj-C+_1!OmAI9>taGW#jUlu
zKe$DIE(QO6`1p-d+m81qPhf_zzzI9LP$-l47jcIVsmtgv6^m>pEOnNxzt?R@X~8zX
zMId@lOZUw-j`o;YI~ft}rA~zyj9qPk-R-fWNDrV6lWkXr&__0A!tcwysCfGd?w?~v
zds=rHrd6Ra?R&P{Wc1>S^LJ)BI0bg7(O~~}*S2_?G1BRav9QN0M$X1)_&%#fp&mio
z0TZ$s@~Eyg`PS(57zYZzAK$DwhyawmJIM_s@sWE|O!0ZTCUY1e>F=Coq?9(#eH3$l
zc_N%c??n38-I}+e^fl%<wq1Wq5#}Qhz~lz2gQnqRKQd-mP}a)Nhx8_djdwmR?O{r6
z;o056(=X2%)&Jy(#o3LCN>pU6yAdWvKpMG4aA2Hk*$xa5`)eZ+Lxp!DaF@!1F3sHv
z9y#0Z#C77GnU~j1v!khiGqn`7+dSCqojG%A9K~mId3h%hW!y7^gjTmEmV{P(b<^$1
zIgzL&S#jBFe1UgAl*uzqI~nOnm1ATZ%hHbikkh>pvfLl8DOMNt9Wv#<Fs`(+DQu9z
zpU>}LcZ}CZMUkog734{tW4-MFgIrR>FdT<*Yn<+p4yX$_<!<-NuOWiF&_?Ne(&OZn
z9ANZ)e{t?lVFHvc%LeYDi@-cZ(+2RW)lch@)@zKAtt+Y`1s>zbxwz`D-ZZFKbRq8;
za)d?Pz}ub&T6XGE{$X{BVN=t#lj9>x!`VG>wm4{vMv#t!w~@g8IBQdsD6J7NYQN!V
z6;uC1PB?(GXvs^cyyD{d--o6iz3aX-B`u*ju~WJEhS(qxsZaF+qChMyIn=n2nM=5#
zJaIk8a$!75^s%*;O6Q(vXR%`TTht=99no(GsATmOz<lkp{Hje;yWX@t6YWj&&%Hh#
ztVc?HwH-@;wTTK!4Oq@#V;%xgy|^GC4c<gv%t}Bh#gy*vs`>IohU0^N2bP`b{HPsu
z=1jw1fTzbex?vr|#}q()WJ*srXe!PcJ4Drt`}pv^Rm?fd-TuH{Rk2e)6e4mYnys(i
znTV!~%oCuS-zfQD49blq6l2NeS^RWK@=`1R;mFY8u7>zP&z@N2A)A!p;m6)FwO8K#
z=wDWBv@|I8JL&jKjS41Uammb&P_i8&{uAAsQQC7hIKU_7ZX51oe&zh1-(AnYMMT{l
zeRKw1Q1J9bru7;|hykJ#1ndE%QG9Ee5(0~59!eW>7o~Wu+}S^wPkJx%Ak4O=<E6Gj
zQ-NMazeLrooX%k+6r7gDo^}T4F5BVF;+u1%&fYHsY6p2i*pJqJR^DG~%q@q@u1F-~
z^p7|YlH@wE#*}8{p%Hd-?bOGBbIG+IUG<nYzm;i?8K~|ZO+w_CHV9a(3tL<+hOjp7
z=Y#KO2UU5F`T$lzXF>d!`izp+`4Nn3N2HD{mqjbhV!L>qCFIqG>e4vv?RRBIS*;;|
zM(M)KOulC{DRjSusr&+63J74lA>t*>gJ#8;P>MzB!0*?uK4h>bf5@~yJj~;S3t?et
zV<JI+Y@@k_1tVL);5}id50iYj{CASEHdC%S%cda0T;8y^?3kyq?9K@_AA>7)+v(<@
zbk(*-RFEBsqocsu1u3S;8g*Y|rd%+oz7_F$ppg#)Je%-4bF+g+eb)$en2BwqwOUw7
zH|z0iVfOYvKR)u`xoYUYBK!Y_3Zr^BDXSk18m-j5`4|Nd2C?NDn#s$R46F;=Iw9Rb
zLf&kut?rWv&Q4EVR|WHZ_*WIG5??$`fv*2IK9~TDhd!ZiHhg^)#>i$$gCMOmxLu8G
z%pPwVQL;^pg`GeXUfl(4;!Lj;^DD^id0~=a+{Qu#J09GUW(M<EWX^1V8gyP`OD0W2
z$(@_;R1vbJScuj!uzDz9O;8+c=?*TaT-afxQWesK60s#*hF_C<^RP`S4-;I1f4Y4%
z+qgZsA^TI+D8iq{qrPn3;Suq>ZExpKVZ_{{`YA5P-dSfDSm2tn#KDN`J%co&U^gj#
zWS@R_14M$Ha?a>kN^c3_>9y7^PGVsI&q|)ll{W*L1^k_oi-&_U3Tg372~gt$NSPIY
z00V|V%mGBY!8sL@6sq@~Nj-6a$2bFf6Z7>kSkXR)7XWvs43O|&4qJ*;Adbc|MI!w*
zxsiHg@BCuFQ_T`Oi&6tdz6#z(DLhgMlEy^_x}O}qvc_*z&g!uIIYzq!s(TB}N_GGh
zI9)W`R2(&9c>6l)W8sSQ&jKAh-^jGIbzq-g&t}l`{xi1}{X@TDx-Koy2f-CI%K(`U
z0?6yMa`oBV5T_cFO>-NNE}wNbd|D~uiFByx(;26^4>fnkMJzpz{t-LXBs&_c_5ibp
z$v`*f_u+Bo18{O2@;-3280faT_OS6Q5O0(DP5u#oR7#I*R;K<*Y1xf&CRkOkjwKYK
zS&eT5F7JS5(*%9+Gsb`9tTLwBs<gJ*)iktAIX@zAX(JvS_G4&5JqQJ017KiQ+z;mK
z-Y@|GYc<0hCEDg7%^G*{hEaK9V#;fl;mKcc>h15EwBydozeW=(U{EX}1=a$k3k&y&
z!J6?Y(}P&y9>LPN%7^y^R0gL`mWe#HqNW-B(JOttB#FDd84>pb8tlZ3ZQbFDj2^x(
zicg?BzjXC43@Qow1Yg@vsJ0dOaOc$6kG`5JnZsw<LH2_@OFyE(<S8LS#RkEBh<Y4A
zbCx5{6fT(;myL?Vm#N!6ot1rECb2BSr3K(YKK%<FMZN^OUk)%Bt)yK88b+L<V#c9F
z;2xfPq6YU~(fL-Mfu}y#PHn{!w{eBnF1_y0%?qnw65gj7hi_S>%ZgIWiTa}rNnMCk
zq(N9sK<;(l{g+;)Ip;UcM}}ArnTO6`L$fw#$*S~#c1Bs!z_<W1EZ}8ZzF=zE^dv&;
z!xm%oDdz=xG5@OXm<0dXk`mMytXVVBRA-SnStJWUi8Y$Ca7o+MG>w+0GfWTpt&nMt
z-~|X5F1B-oE(H2lA7&qj(cn{WQD#AeNTsjqP@{jSPtCO-!L36oUle0LB*{H=?om~P
zT-GC^PpW3<@q0hFv{Y3DG?~00+RJg1l0+Al9>E_%gyH9kV4{(N!&0$XE)?f^3F`_Q
znKGoq=<6EWmF;YnFn;^=UkZc<;0%<y$9M`ORG7*E`ZO)(V38U;xk&vD#pb%|RLlDW
zy#e2cT4qcBYEd~xp0BukFSebT*w!4vKZNl!bt2{Wi0#7@tZSx<pLE%IqRTc6kr85h
zkPz)m?lI%|&vKS(A5B@&{f00QD2x~miQJ*08HM!Y#2Ekcg|MwaBO7>2Y5UUE?543g
z`q}ebZ`dx4u7DJ-3K+#?!ES5L3sWyJ+Iq~(Z-99W*)o^-;`C5qd6yVys+L`uKF%I}
zek2v|%^<BdL#bhK{A!q={sKINW{{@B&*2IBn_;9V<6AFX{sh$d&vYRtN7+LcM>R&y
zC07c$4e`m`gytJP5T!L!YzV7^ni;*kJph6d(Juv0(GfT+iqMI<Jz|s=Wo960#qKHh
zFhuYlwIoK-0R;4?zp3`08+04yMyV0xhKGn&?w*=A<`<^E1Sw`2?9!)f9*%MO8ig3%
z>ofJ(wPEsEznq{6f@>@s#S7ledu~-Mq6fID^|F=gYOI1j=1sev#$6xXjo;&Q6iGE~
z`wo$j`UVR?q<}Cin$QF%!!_d!5u4fd`YH5dgpC_A8}3KjTJwy81HI6CWl<_0tM4AM
zNInA5*3KkhgH5%Wpx+0_$QR9SOI}{i9}E;9E|mEw`*ShcHuJmI(T{T?XN+V+?ry|s
z-?a>Q!FT~yJk8lq&%5>0^ypmViTL@;I9<t~F<O@cp15Cicg*+VdQ_gwUZl!bR4yfA
zV&wR$H141Ol^pxOQ``U7@qqun71aNgSm=M|+5Zjk)Bj)x<IL85$9{p(7|X<kzXac%
z+N&V~5W`epXAn(x6a0#YGrD(Rgd+X>6`kb(Y2rr5WZvGD*XLU{p8ZHfK7RHAW<;pH
z`QXj#GIcZ4H?&~XJQQ5YH({~j_?C!~nn0&OF1ybfcfMy?wF+NykKlf&roH01Hvzd<
zEa+X@0iRo5#wK9>vL5t`gX92te`(i5d>Ci!nwKwEBABl|c=X+l{UzzoKB<55soz0Q
zw#giZk?lY)IEnfQlk%i!%=F@Jv~ErN-uJf?D7>`&s!1#Rd|*vaY$flz(2uHYTNh4b
zK4|bmsgi%?r|1~16iqlZWq$ui(&O;VJjb7Dl6-XbE!eL;SURY(83?ATOB4Z6nA1So
zl^J8lSFU^=$m7H`(T?s^wt=_Dea<CoIpHLm1|OZ$HZ$!l#TsJ0!IP5Dm^|NT=jis+
zDB%qlIWLmSe&%G(tZf%1@!1jAx2IoUvCNZH6bkab%1?7v*S3fO!$S@b5Quw12c2@9
zKV1(5+=t;=R9D7K0ZGGmEl-U|<LC(1&zXwrFSy%nzgJ`ni4nCxd4R>p{j(VI#f|QV
z?VVGm@~)QSd)Hx!q?_@xtRZ%U)9^^<JA7+WA7cJAQ2;YCF}F<8z$E{au96b#Xm`rA
z@tc(<7OD&m%da47S^C*M51;3H>EIqpyMmgA3BWuKAhAWtU^()s_0w*V5d$+Yzuo|s
zp<LTM?rh7K8B?d5PNc`$9I}Xl(}lqz{$`pMD2^={zX{)9PUHlf8Yddm%{n#D)=u%n
zeUKQHukQZFlQC;RsDs4lT6hDML-*|-wgfZ?M<%(nzn-oQT#BBb@60=MGvi9LQS;qu
z$Xmr&tr@I76Qt|=KjX=lG!vIJI>?xKod%i6b)#$PmjmRaCP{AAr|!Dyb>=AF`x#g)
zr)37MxZ?a4{~AgcbEB$&!<n`&ZYmBym!EZO3SYyu4o^I!Ti?+LW8*e{d*oZ*JxS?Q
zEwv|O(hp!xeJ&N(n)mG4A3Hx`&OqBV`=DPjM3dE#2An=gqao?1(Y1$Ke^T9}J5&DL
zic@<3ZZ$WS8zQE3)kZMx4w|qz0jNBgNS(Fn2BIh@=P&xTp@XbTU7yB&)W0JxP1%Y=
zy-?+YR$Xxxr@>I4pgd?lFbv1pjesJ`=`~Zh62r!f7mY4AdnC$AO1f}bIlXH-#sBiK
znJz9!t_9*?N!+mRME9t&_?Ct2Pj=k@#9|?xKa<h-Q|DiQ1OIHsA^HvEWHiB(GA7LT
z=&yQUg#Y)<tj21pZd#1y;Qi}Oi0;qz6;E!TOB8+I!9N(v(rTq{)^IV=$@|0*D#qj$
z>jl*X>{8j?zsp}=(Dn4cN2LF|g!})#=fE><pwRyzx3-Dz_<tO|aqh>G9btfG{wB!d
zvHzkdVz_kbIBBDpBge#=;gLR8mtU{t?OID{gayYnj(K<=m*P@t<JuieYzSvO#1dXY
zn^ou{Fv73d5$Ip?R#><9$*K4u!%K}^b36A^F68kUM;*KR#M=4tyFMA28VE-gvJ`8C
zQU;B60#3e|l?bkbdX${&I!cG4^dbR2*D5F)i5LvfE8yEcaXv~p(^}*($}>GaD?dW?
zSA87~!Td;tHHH1&YJCZ;%eoQ2WF@Z59%?TinfQ*Y2ocl6EqR}XYs9@qJdO=fl`Yt4
zab7(HCUIOB!4B1bX<WcxZ2e*!)4OhQey&H(jDM8PAYWm32X2E}0R7n&!8sV{l*pqt
zz!Tazplw}jHlKMMjGFxPN|!Hxel60NdgPs6{jY`Xcg0QV-yR=UpD0yrcnXGyMOd=a
z#GEvf_Zp(c6$zOMi`IxR&l>;IqejXwc3l@E=kcoWX8xdTAB#|UuFub+0JE(To_WCc
zp9(bI`2VN)0CIoeUZtaBxnV4?Dp>vS|8#lgs{8N@ezR+MiY8P-$rl&dn7nQTgg~VJ
z4MwrC9{~nfwjQr9%^hervxxp)TBc5s;o;qqmR9gyJ7d%Yarc=H(C*rHKU?niPkJi~
z9J8V0OB`FE-xUU0ftPUl4KU^9d<95~gGqi|D$<pHM3Z?ku1;=s4%*hfWkE@tT~>)d
zfZT@8vHLaB?I~>-)4ErYX)ewBdMF_>{iMRP%Q=VNuU?qa9%WZdh%)`dYp?>Id(Wm_
z^qp)Uf`V1LPQ7|iS(fjNh8tbYJ)gXv$<+9nUKlv0l2LsYLVtN!0J%y##vJLD0{cIT
z?mw&34kS?0TqsttOzlXmpVF{ocTLrJ>sgKMyvR+Ze5Kpgq=hk;j0w5PceCqPx4U1i
z;jVPGmA{&wpBoJFDqN3>vy!>#+3680a>&}4m&aI`%EG8YMp2e8P<#epU{(6`Jwz&=
zPj_O|4(eBUE`26~e@v<EvxW^F@7<A{WZS3xI_zj5J45h$wDSry1xt8Z1mb&fGa&jQ
z4!iS0oce%b^#I9rsOA>2fn!5XG$WXld&^&;yO-lBSL_93$BLvtEBUT=7?vcm1Cr=d
z=a}kfd<Pcj;{6?ssa^7E<uMNWu8VjYnzhG_Y<P<S5{&xZfc9337K809fD;n4M}we-
z?>leu&<tIe6Zc`m6T*==X%oxudo-V6XI7io=~JdxZU)QPwA?aSX`ImE`@{@`5sEP^
zC>^9fC~6C88l?ybiVhX74o)0icURYPY33^tC?B%;mV{6uEhzV`3bh$Ppsm=TEI_q4
z3p55<5S_jE3znSUWFem310!W{SyP7N+AhGYLNIHP@XRnyi;ehBbV6el=uwv2T0dh6
z-|@H$@78rAzbCm{dw7k7(QMnU#2KP)pq>I)CSL|ki2e^KizjN*6#O3r23|N(1>^Bj
zg&KC3ruXM-A6@5R4lRh{5yws4Vu<{)p5IdVQfQ6f%Nr;`55P(}MKlQc%0xCh*qCTq
z0d4`&RX41E--=VU>BiiwwnZI{bfY=}pcmlinnedp0ICwNd)uE4&NQG20ebIw$}{LI
z(}||E`e#A6kD}jSBbo3tG@t{q^OxXr@l1hcz<}I7c)BSvjnp33!eAXQ%N5{=%^L4{
zmbv7b935&J9Xi4UK^d}n1E9{81oIXYT!;Tn8;gaITA%1%mF5i#k;fIgGwM9M+tZ)C
z@c5^~Q6l5|5xX&Qz?Y+Zq8Uq=N6*XcQOm&*2wyAWp@g?nu|h~Skjr|Au+On%tTkO-
zy!}B?;V^1LrQwk+QW(_4m0US02q-sz=iBYUb~#`eNDXNL%E+rj!d9W>?`z$9^0e|^
z+jzG{T`+WAIOk9(e<kCA3v0w-JfL(amlDC`2D3Vj#x6!euL00Ivtt8fm(Q;?`->S(
zy|?cw5L>qEN;j1_^>{pRjJDgcsrCbr3MISQ;n=7r!TzcuYp9;!*W5^ti)n<S644=3
z+0QyVykby~g2^q-6@%>UGHy9Z2bRI+!!IjTg;uafuz`ZWF*IE)&5i7n1ZI=6uwghW
z^47~mW4-&WFA|=M{kFVaeKh)q!=QWzhwGJOHQ~6^?%<ekdHc>VWf*a$0zk;DW6{1E
zRMsL;_S=Vo9HQfe7wnnu47^9I*{T$s-(kt_f>}_q)dWs_5G6W^CcNn7nbd`)I4>P@
z`rL|O2b`8KCF7d3`64V6l?tyZdY%w<dFAw$J$C6m*bQH#BgrlnOGw8zVdG3S-;I;%
z<d&_PXQ!Msj`rAcp3A<LVpQOwou`s>dg;L~rW_3-f1B56D##m*lpZ!BNR*(PBjQ?Z
zZg>!va=Mam#=3#uZF=8njQ5=U7W(<ru?MRL4dYPYs7M69$%-!KvAnt|Nz8Cxhx1q+
zs-mhzeLu<O0=I12)w_?)HE_D)`N)9OoBQ{)CzlL(K9b4De2Wq!FV2o+xVip?_yj9)
z*CWvv$>A@XZNdaz`cA6nnmuBWEw^Yf6Bo!0fW8|sX=nn+M<oK_zRckRJRz!K1Odd5
zZIyY+II{b)Pfxd7%ELgqAG?FR&QqKXW%4y=^>4!oz%YQCJ!^c+i`>lQDJMVs&`S{?
z(i8&8-x<A1ZEeZn)`VUzM~%VrefQ@xM|xDKNFX>0T#KMrh+B`eBhVsK;eaz*#MtOo
zxlL4**6xa1%Q^KSVyIX-pQy>XOWKyp?&uPv7NZJH=!TM=?NZ?_(9J5!Z7BO7!KkC0
z+@7W>7TBhjH}xz)_8E&;o_*5?2o2k_lL{V{{8xpy47j)|;Jhfv1nm}c8rycYVc3_>
zIjMNJb~Z4oa(==vF;C?&zkH|Vts=<S4-3|;f$ZO!bXjNGKfp3kkS<KK0B#ZLE|W&U
z-QrZ1-K=u^9i6tr|LpZhvLBYSNIPSka3Vxv_BFa+5;P%9bJpe_jTLD$V>f^}wC=7%
zsf_>0Ko3iOFDbVO4h;>C3Tl_LE0E9qHqxZ-U&b4rW9gE+o3vF!#6!{j{xHG=CWKMk
zD{jH)T;5@MFU#yMpQq1?w~IY`>-XwhbthxvxLa|D(ql+*o_!Q_E|hubFnKir)bL3m
zqF+;hewK`nV;Un*fBMOgzSsuDmoJ$<tDTz@xi~_l82*_+i061bDU~<xHbULx=#mQs
zr}{hK00Lfs(ga-uL)h6Wqn(KKpBVTp^?9oX{-ev-)b{zTUWAtV@_XCrD&x~9&ZouB
zKP6xK&R|ZRB!1R;6~^cBbo<yf4^xl`V7Ai7>A{Q^q%HVfCZik029}g(5Er3+hA528
z{h*%lI>F{sQS^<u(x?khw5_CG279*APr6A$r%fI@4EnZ_kGd?|H&#>aPjRs2jnTod
zFK+&NWEvF|Fm4A4WyB(H)Gt^OVzgH++Md~D{?nKnt%5`N$Thv`8a=GCojjt|*}VUj
z;=|+_rAZ^NF<$6G=h9pl7`mnh@!7a+tp>X3r*GiuG|IMd0wMp(_j@`q@8W7mTxc#l
zA4a}g*$+>{HgVBK5JUuBbecGur2M5vzrtV2j3SQ%cPI0n*BwM<*r4oqr^}OlZ+)(u
zlHPP+6<l*h=zf!Xu(==_$*La#g>S$Q2mQ>Gf<D+bHj3b%iP)0Fo%D+A$(FfzHry(P
zc&YD?h%m)<v;#bQ-)Pkb2jrbMUo59}BhuZ$4mEDcEGbY#N3e?Oc_R{9$J$eMr1>72
zUCDcUb=3p~1;BC~4zLbBZX4Zy9!r!5z|Dl6%y@1LEu)|L6b6zr&O<i*`Qo*)`j5Pe
z?3JJS*$x~nLH6kjr~VY28wDAYxF=wAdjU&G#7n3!DqA+9$3ur*1wNn!T=5oeMqB<k
z_9F#~=f~1hJkv+zg!pdeK6)20fhNSF$<DB^SyX36LJ+uZ;qplrVS;o=!i~_&MK(8X
zkK7GY^?vg0!!3t`3MahuIkP*Z1iA3o7!y!Dkob!m-2iLpKNRTzTr{&t&e?vf1PVHO
zdL3t5Z8(oN=P$ZAC2!!JLVU)f=#{nf56^q{KQ>e_NsR+@x&8pqz)ON7r-?qB;E^NZ
zi{HsT`jN`r6z>w@YuDD=d_qPApD2D%EV2TLMzgC1?mUt(vbinSFvxh|>7tnBzb8Sn
z2IP3(Ord1(0>O8Jw#$Ul3L3Vr5|c6&ADK(rC{OiECfe<Y6k(VGvgg!jXM<>Xa`qZl
z55K=};(KDD0==0A4*P3Ro+0KJso%+9)QU)gHrqY;rI}GA`}w587ZAu83%s{@0*A9q
zBrLe?;Jkz(v1J?vv`UC`JGx&URG}8%Ryl&5j{wixUc%1r^)aFCl!gTL?eAGmWV*bJ
zZJ@mRqoyjYu>={z3*8|Q!m2JPIr*%r#wcA3LmgI+*V@2+f<HzUP}uPkY?b9!G)V~(
z7+uve^$e?X8BeO7XYKDcGCPZN&Hoani{QvzqTc}JJ^|FxSePHtY(3)30(LeOvAQxq
zz`G@9b`$E^H9D{9eL65lxBXfOETTa1QsmK{zYs3j1q-N7faTjLAe0I+?BF4pQ{=^3
zlwKkGq_G3>shDWH{vk@gcGGFAV3q>o3gQjEBcaV)-*)EGsQ(9hZypcj|Mm@&otUy_
z9ib>&M9MZwwj`3QF_k?bAxmQhWz7<bP{vl0Ws)tz*d?KmT{DA-OlG8U)-2!W({;UG
z&viZ5{d=zG_q*@wxnK8n-`5|!3g`Jb=RA+|_#DUkcpvYhA2Owbl0w&8gmlM2RK!GL
z9x2ARPfq0n?&n~sPv#l_MisBrs9W);eJsTUE++`bhopW(5GybZh;Go*U%?PJphZJS
zy687J<xvlD?%U~4hF0ZsZ`|@EzJ(j8lBG-IMR$+gC@hy3$vD+w+ZYV$h#*M^tQe%a
z0gLaM8sjJ+_H2E#$&Naxe+fJ5mYA+i?EQS}eN<g7CSu1*_6NvS;_;X+dxZb!bTDlc
zf>A_>jhTsFA6QBrZhec~liT?k%IrV)1&%%#(&il*2r6bw8-LnzA|t7po!B}8L-quT
zkb!C7erbpxo!Cxx`8o7@?ro~-6Y<+h`N@*g%H2oVPHmlIJNSAOQV%AVQ6y;HV995!
z5j|vmW=0L;Vkv~YG`10}yP)o}QSm0nG2Ss%(o#TGA?kM1GKY%H{b|086(mDO5r>{n
zV)4JBeA3<IhN6#elY=Hud`DjSp3fxT&@OCye*-<Um5pkvxQ_a?lSHln58IzvgCITz
z?YT(c8TR~94B%xLM9@#8OeSi#>G0iafuQkb+AyE{Tf9Q<sr9;{pkr$J>YC@%oJJ6o
zn>)!mcsB6pEC6FH#Y6Lrn=H(#CF7gjgi_ioGa0G&w(KI&Es>Q0d-iG=bOPr>u^^jL
z{!~_4(YqqoS9|fhH-4(SSxy+5ktn1<uPE}2oc8*$qmO(|mOaC)ax(l54-`Xm7JnSL
zQt*DpN1P<VGx3!3nsIV`lK`KrvTtsj2xMqVSv>dWzNpRHY;lNBGgs#M4N}@|>og}2
zMRf%sh%Yg~BCjC8#>d6dK))Lz)!3Rt4|XJ+E(Ek*%99I!lsM~Gpq^t<m-=pIBx+!?
zLzr2!jewMNFuZLCKP!QC%hBU_sS>KsQ})cx0?l;waDzh4g<Rozw}rXtkk&fq-s`6m
z$_-4}dc%R#OGVExjO4U|q#tA)1qAMPq5RUdh}>IRk(HkAR{P!D_Eg>6|E{_#@^afQ
ztxb~#W8muIud+U3D9)L)$faI_@Ly~Jn(=aS6x*&~;Yc4F&+Y=$EovduHkmftJMv0m
z-t(5vkMp6;^88GWI2X?zPfGPD_spy-<Yv>@(CoaJ(JhvK{>F<EZno{dYcI(AhB*cP
zGiZC+Jn%UtH?dy3<FflWaVbKFeG4}b45<Y7Ba#S>+%5DYfaRWSc#>*uM;T3QAbWaD
zG!XW=_)}*GqQ|RMUlG0QY5pg8n$P^o=|@mPl@l54OZmniaig8BYy3of+!L~kaqXjb
z1|R#Zqm`$i)SgI#N0;M;v@H4v2}K&rCIqn&z8CKs%!@j63?mQ>jO*67C9cuLM(sS;
z2ggD^288ad_V#wyw~yzaB4acTN?w}!Y8!{}hRsxwMtd4TT$C9nCp?bQTjurp7`QEf
zQMkwfZ*#}D9sfRaFh27kPzrbnmkfJDNYZca1tFC3N_{b8u;`TDfEDyB(s>0vEML#{
zi8*ES(h~2puyRmr?(mIUp1L~@2KA%uXd4V*WnRTWo`12;8W6eL>AKgn{V;r}K)Pk5
ztE~vb;2vUT*0Duw#xJ<~!to}N{;~2p+}ktz*}SH{89E5-gEAIu70VKkpcv4~|1gU{
zdY+Dz(Z$AJh^!(7_cJe;y+KOPbbIL=%&zC^m43Fc`+PS2K=XZZn-|}dy!Smkge=8S
ztp8$5#Zt~}&W)3H`l<*sBBa7d<=!H_y4<<N$=oKgXZ4YG3APa>r?9zJm(&J}y&X3t
z<lz~3Vm)9VGQ^aLNh!vMQ8LUDwCuId`ViP&Zkx72n8kF7o~E_H(t+UWS&sqEdbdu2
zGmD5<8&9@I&Odm0Jop@VL9R27Fw4<!MiBEUp7@e=f|;qi$+p&^KtX+kU?jngOojE<
zs{Xp69KS3ci>#UwNiD{xVH&rDns^X!0;k(_L16J6oCgF6T}M#ibU4cRgCpG)!udX*
zgD@ta4q6YJfB(L6Ad`G^@TFKh;o7S=nQgJVtPZwSc`)<;>3+>ju>|9qm_^$_mqv4{
z&3}n`RdR*0nY68XZ)g~1+d9GZO|?f@BHges1b=wfV0iq|$Bagb!J;zxXE}Oqc9gtH
z_r!D^L~En`s1N(P=RxG`K<TgYtoUlb>(;LuPxLQ$>(16`@)t&k`Sjq{;k}qSP%Lkx
zpT>0Q7SaltKySkPHZBn%+JF}y7Am6<`lZe`=S|Hz_%{p&$j<LM`p!M;;aQA!d2G=2
zT^zoB1Obo<1A7r*@p)44B)LN1|G<ypjTl<>kW)m(j6bN143y4X3ZTxboh(=(=YNrl
zGFaJiSGcMjcW1xuS8S694&<J*fLV8uS;)|O5v5;|0E!E|YXwb7!3x|7&1ScwWKt`>
z^nYEv!uq;ht4Jd;Um&gn>sGJmBCxZ%34(y)f!JfHxaenS77#;)_sXe^c{Ppew2;hC
z*}I7BgfM`{%MAu6`yjys++{8VGYjvBo35bsGM|7LsFc8Fyc?LRaGMbY*X<gSgz|j$
zb&t+eytK;ay(%Wvb6)ZOAqV%Vn(N)@yze&%Jru)t!XX2vt{)7&^e_mZGq(`X8TIP}
zxp_9nvO=XdITD9vyR?3W@zkI{xYg}{b$e<F3mW%HzGM!t`kxeH>@%<sXX675HmXGr
zHmO7GqYXa38s${cCW3sgW|QXkCRUhD>Gf;hv!yQ`IJay!!YrLmFrLe=qLoo+DTMCK
z-Ghsp;?_5tLeAFJH8w^OLc_Y{m8Md#nOGQ02R#mYSkxJNHHwETI$j1DFFdmj-r2}F
zmd6pXK>mibFuZzB5~Jl|L%p)=&tA;eoreB#=?|5gGy2^>0@nTkb9s4cMD2J~sX4@{
z?#)aLEF7Kyn%TIXK{-9Y8;mc~a;n_;uH5&PCvH{q?v}Llmfv%dZEE;W1xW-n`Ab(x
zWB4MI?4T#rk*7Xi^h3kHA;f;(e!_K%InC-Hf1s5Hdq6p&x&b<RG`ouUC`mmyfi)H{
zMI!NfSRmXAU=@1S<AJ%-x1AlXc%HTsb723#KT(>>c1Y56_mQWiv4(TqfGxezMFAWq
za~w#U6^Ri^VR+d9mM?88wR-!f^&CO#A@=?Kn{%m^h%+tJO`69aM#D8*fw@RkS_))T
z965BRzD?p*ld=5x<l=E({=pTMp!CK^Aro=|?O*}V0W9SlVfyxBQevArk&q08WA234
zsCFGQAMe&jmz9;*`5zH($>1_nU{sBNaH{JIl;KrOIQ1g!@N**UOm-^U*62NCo$^LL
zb!yQ(k9rRT&z-Q{(49WleMxk9uYN{BO_c8!tCe2QyhQtK)Vq^!4O8prr~fc%U}S&N
z9EP7YhU75RTT)d$rhc_`rQp@zHOroT<)p>8#EmOiU2k#LrLo2_5O^m!tAXW3q2IHP
zBrU?b5Hm-+^)=eB_0D|b9;^)tbpGk*_2fyZCv#bzK2?H3Gaur8k+Wqzlg2=)$XLkF
zSbIEdZnSaQ`5R5Z@P_TnibuuUfz{?Qg3(-{wGs_To17SMevhv^AJ>l|Uq<x6^(6?B
zh28hhylFr4TAroQPU?U|2ijzndp=QW?ncYx3VMYlt2-KmTpxVdt!O89Az0dkL#)n>
zEoyXw3FH*sV}P`4<rTUfN)R9jC6muG0$osuXEpdaC6g{G8+_z*pZ@3|<Hk>nQ&0#o
z_?|J}M29rPn$nojQvB^$P2h_){fDn}1)e+K%&15dYX+S|2zEf}g3avE+$ik?5bgP9
z-i=nivwfSs(%v>6rmDqx^pdtxpsEV7#qy)o`YDwS)%WP*z)}wa1~R-MBJDd`0kqa<
zGNh{ln#ZCF604gI&fXsQ{=;y0qL0zcj!0ZiC$3DTSOaB2H^+40L3Ie8`B`v`q3TOF
zo{ba^lyjeq9_^tN#4Od4-`5-WOGsx@EhVWR6JoN6qk>;Q3sP#aB$$x@kZ*;*V~EQd
z?FFy%<&<3tyJ;8gc*Yu4ig*9Twimk4W32fBXQ;K<zH9Wtc(_1B{9kOg_-2>lmXt1`
zOzHUAYCcXt8C&TH`2d{TJ&-n8!(fpk2)IA?B_Y<lM6}!4F-Cc$DLwA3!pwB{kthxy
z_GPE>2|KRaHrn0Yvj(cFmZZde-KL_djpt1|?RZQK*gJ6?&>DEcAefK8g&s3D%2~wp
zXU@R8^{0|G4!8vC2ES}<o4N^G$}jQyQOG7Z`kKi8m`(NT85NE~D4c>JMRdb=xuP^7
z7Yf}1>}J>1-ye%Um|igu9I)GWlU<6f?Wdtvw$-50)Cr0R?GzJKq`d22U;$+blZ289
zAIx>X{8c}?i`MKu=R(~{o+mtsHWFoDg$v-lY-ciwNximv819e-MX#qwmWsG{FgI8@
zpuppC-KA^xR)-4A9}cLwo^oDod9H()k)U}|Faxrtv_}+N=cW+&RC{#q`u(((a9w-X
zJf-rk<l(Z+{ZlFou4vFQ3^mgCqPyT?C=1}YSD9sPSLjygL1XzA=)#gTLbNLwbW(JO
z%EB+YG+Ljyymv?meJLSJa-#CB>iv^qzwgksf%PEpp2+D%5EfhjA_~62f{^)-izazH
zvw`{a(^+@2BnlOeR$u<{C0@dCNq6Icok5W`{T#X*^Gbr8=kMuDKgSwn$x-9Rwshv6
z*iZbTy^AhAo8aYO^x@d}yyIB}&?B8zAXreI#qof)6u%7y?8Z2Bj(2<C1ONJ?Wet^a
zthxf7tE*~f;;nEuO5^0*=+>-0{HsxN0%;Dh`;YtQ3`6X5S!?DFJP~dky5f4G|Lo2E
zPMOCg`8#E93OZAe8!2>clrhAQ@FwsxgeV(u7<yDmIPz5B3E#Shvdym}zs$qce+bVg
z{doMt<DnTx%MWZ90a5}|H5ekSHvn@F!}o_`z~jeKsK4Ky_`J#H=&aU>1>T4GR}F>i
z4(*eB_!ZFr+lZqdL4TT@b<ZR32amBsC(}IJVk{3iK8bmy6U*Z@x}bFU2iYUfj6LLK
zmtb4K?!AW(*NQn@X8+0s;?6z)Yxc7#>Oa$ix7{%M%I^0pr7Q?U#01?=MkEsecfRnM
z924YT^ardoLyI_P^{``vB|oXqbUWVQbXwP!U@y)OJjGtoA1q~U(B9}VJS7a=&?@4W
zr=M_LZ;+y>bCZguw8(7(Sl!x2Pep!cNW%+&H)L6DZz8dT1__322px^Om}{d*<cT#@
zrff;)y!z}Hc&;Y8Fhf)=PvA?v7ZJVewJj=Iau8z{J=tCw8DW#-IQ6s8P1@O^A<rpK
zK*rC=T8qtTfY7MSkN|os33Ro2n-VCKmNm{eUvmn^uwrmYewshBj?+QBPLEs1$p;4s
zAw;%8FGVv$qMpSc^}=E?I5pa~*SZE_fB9P_%5KtoT<yHulaF&Y>2;SW`;$1sE_C7=
zK$9?}quBX7rltr-zk(i{nteLS;qGV5(L~p6#njU(yP|krr@+=sTvfhc{6`^!fqwmg
zd=hSYfacL$mus#n)V@?T9<pCnJNMQXlc2jn`Sp*lA0MR3DvYv(0M-}Z;rhPj1@z5|
z;?6?N)b4|jr*oC}DP|t39p|}U>Y@MJiHzF-Sv)5Q2IDcTewx+*MU&=DAwOY6F5s?x
zkTtcxA2&tTGg#2S`TSz&$O+wTXPc}jKYa}@_Tl9}n&e$-VPtC-uNiO>M?L}9MVKWl
zViQMls7JeI9io$xuj86r*IFNE&l|<Rv1x1yw0{2CzJy~??#!LhO|FFZ5{@AYZu0|b
zH&y(;WSG1oW)x=-#$F>+@UK=ksMK2jppGL9J_;tKR=M$5y?a21Y*XvQ;?<qo%V|v~
zj3DLIU&DXc$Mq|Zw)`+Kgx_dp5sdQq{n-vq%0R#RDT2kct(Mx^_k-}jlGif3L5&#B
z640avGt{VXayng?)ziU6)h(*QxiDfVBkhaObsrb*+^R^0cs@zDl*jMBd(z*fO2!I3
z!`qd94d_P$22+<Yh}}kK2-f2|_ylY{HX%@HEXa5~pxVRVKdQ1YZF$~knY5a1f5W;y
zXTT%AJ)c996Ntltz-$?<g%X62RC;FwayR-&q&?x%2b@MtkcJMuw9CUSYHU&b-Tj-{
zebO1x&qpl8#%u2KN%h`~#YW6ll*Yd9O}a|vE>L&crw;8@`W5rK4oa8I&3%z=M~sqE
z1xvGqzCRg_E=Xnbx&hG8<boI=IQ}2ZPx$}hFZ`$f{Xes7-cpm&QL0264I50q$KmmY
z7-KPYU0P*~Y?}&?`{;hQkWJ)X);NI@0@S-TX(1CqhPq`a*H$Q{)}#+nkA_b-Zkzq+
zW>%>NMJ+8y$kU2pZSJYH#KVVzOPkYITCx-~bmq4#r!UG58b5X-Ws;AA{ow?9R?fIC
zAK`<X8S26FZy#_RP3<^%&02SU=z~$4=5pD~x9`mJ)W7OyQINfxvp_Hv;JI8PQ^+nk
z6=<9qu(<UZ6nPXd@nLh%w|~KlgB4Vo(r&4<d&{2rSzPOgF~c`F0T`FXS5MbC84B-1
z%=UDXpSvAeD1*?XM(d_43}g4=`<0`TfL>Paw2C8(fs2ZPxQAE4Cg~kK<8)yn-?^r?
zZmGsB&=Xy(H$zU#%nV$Qxi$3;Uk`#pE^sybpe3=UW~zk+rMdfw#uBU<*{0VTU-|Xy
zo_g|emU!6Z$X~X$A7L{Xmf$6391G?;yN-byS}bBxrDoZJIu^p2*k^Ad1OkJ9kd1oY
z6X|varY*m0sW~hG5XW)FF<-YKmG3fOR14=Z&j~&^BoE{8M^}QtxL;&%o;}R{$1$TS
zHzE&1nhgHh4^+LZKz3Krhv1rzG#~kOHxGRXs;q9EA0{s!%3T`~GGDf{rN$x0;GKYt
zPK#hZYSRRHchUx(V%uXZI6fzLT~7AnV$;z*N2JV8wwe!6PbhzW^HKE5t*C(J@xWax
z8|YK4AuI)?{~H6uxi_|Z(4Ua9Z6}v1O9Hq23U*sPoqoIUX`cH@9&X+*vmJepH3EWB
zpk`4<vvo$&ZZiwo4w0%JIqh9{Z1v0i@$5uPURdu^rG^#Gd#z7Y<d*IghZD#i*~*E(
zL+Rz;HYNXjv4y;c*$Rd8;lDj=`HQVQjQtzm*b|#`57yaKfFJrl^D8TbLm^f?@$w62
z+DdUtN5;s(qLtGbI;Vyen|8%bU{9t(-)MNS3I4!z=^?xXq=(>pP$A9Kh-CF1CA1_(
ze8GHed9C4XwfsGv%51ZNmc>}(xAfEdn~uiXE(rDq9PMKnQ!IKmVeXM{20Apx!`u({
zA3d;AS><t{y^UYL{_XPN%$osQihWp$6Bbg-BjZU!_XyLTv?FzpH8H<TQ@Ib3a=}c>
zc@F+7Qp95)*}=1N@95N*K}lQ^-d}=QxM^q`ph^Bi``8C`6YV2u)=%e%ws$48pJ=Nl
zlCJ8f&qldfy~}(xmw&up;;^OtJ%kJ1e-k=!fyI|YVO#L`5TF7{%A?N7dN~!4qOGvW
z=3};?XNSbcFzEuzH}yiW_W_uN1Go}HjIan#@TBG?p!YzEAY%x6F4=$)M%lGx7|`ER
z(2<JmCO@9wk6mua$tY^<M-Ss)f`Xoy2rXW`HDV)}E*dF9v!ocPASeX^;(?mUK_c+m
z<cKQWU-vUkrpTY`>s;*UWESFyGnz9IrqpW;M`jaCEwX+oDb<_(dmeJ)VDtFrb1mLZ
zN8hoJaAuQ@CaAGS<6E%)&x#ZH08KfwV(8xDX8-7H&!S`5A<PC+s3*d|%q?`MBudyV
zzf6)|72q!i6U+!$9|f+4R~FnbT?p?hgnbd|38s+*-`$k;_`NtXNA6GxQ{+N_Y_+c5
zbK{EMjnkNxY4kVLer6Gx7sXE5f^3O--GFm(!RC_B_{lMaMyH)%b@Qd~q3$=`4hQzc
ze2$L=PT&S>1WCEB2j)1C%qxQzaT&sqd5bG80&3ark@XIdfgUFrNZ+_bDwdeF5Vfki
zGu4B;gBR$4`DsO7AZhm4!XRJkgk7c;5XK^YWMAjD^Fxa@cQa9u+sSwMxee@r=Epxm
zp8x-oH2-%GVECUWne~4Y`v2~0^R$&>E|JG#;g7??W{)et2W~>Dhz(6T$Fx!N04Dty
za_+MSgi<WYy8XfucIt{Ly_nEF_Q25y<_c-yiO-P~7aVlh?9&K<QaSsXxd@UAB(&%g
z4^Ju5NszJ<IdC>bt+*$PIc<Nn0-}E~fIo*fAjntf`mA@K#R~iJ4a)sE7-VrSML?~f
zzcg!5LqEB6#j5b*dFP_esa4xPEOf%!5gJ~!#@<Cx&fumu`v?+-7D|cIMz`(8Rua1p
zjtUos$pt7g!~7zb@2mE+z@Qy%fY5*@W&u;`4oe`I9{vqzzA9W30A<wEf3Y>ydfk3D
zy5M{_JwoSXv*x4W-R@1eGh<K${Wb_?PhkROHEi#|DW=$Igf&o6YMKjwjM&o{DEE0x
zTVE%xDW>QITbK9AP!(mRcoVi?XEkRHXqTAnXq`wKmI63I2tZjXXC=C@?DLvWq9}7c
zdDMm-tvlHL>gw2`{5L`x$%e80ZDmAk-{_351=Rropg3X@sBkdd7MnA!Jn?LTnyH?)
ztPkSaLR=qGZJKE1GGf_I2@XF!KJD;q04$e#9JRl&R|^F&@A!1aH7a}nCg*Ocp{p8W
z>hL=AtV{I9{P5~L8zv>6oejMqq`G~ZgzpYcLhvxO0*JT-54MjCy|S6or?q({Yjv(&
z!f_w%b$7)zwZb2I$bnM|vk35Jj~34*ETlS0o~d5&x6+=^Ol0vD9_c155aNROa(q#{
z|91Lo&!!Ur{|e3!fdkR6WMak=EfN$e+!Y-x(*hT*AE7^0zO9h157$^@3nE$ajJ5wx
z<$FyysIf*a+9sAn^Q#n}{O>Ih{#O+L|6oq<BUzOuu1&@s#i1@1`$xdNKZU<B@Yi~h
zCviB<sjkcDuqJe_4TP_zL7*HH_Yq7!xk!<n+Hj|<v!?MB7g(li1X+)QG^0K?hC>0w
zfsdt=iau_RkB}*6$cnjJ<B0F6v`pxxCPO%nl@{CuR3t%QC}9FWb8;zIU}53F6Ksmk
zukx&>0hx&8_k_gIsd3$>N-MexsSL1Qd<W|t=A|-2_#27P4WE-H4s5iSK{t1Lknjco
zF<}L}hr&a>nx@7EgWeF}M@`|#?^8+y2@LTylHwN7qTa#t^#a&XIW=IpsFSFzla<$Q
zG~2(r;`=!3anvDE6Vx;FAW*TNLo@>_<~U7^8N0FBfJr9o&Fhsr(&%0XNpz>>xyI$u
zv!8UUUXRdjeH^y?2CPpT1u&>TfsNOJOk3y#5ztM2aCd&+5r0iRuw*S>5_8Rh^7fs^
z0j0}v{HN~5tXVF$143#PI0j_(UFsNOHWCKf#WAc8QcXEE0kh5l?WT)*y>rR=_Dcr!
zfk6a?V^J3`W?#jm6iQNqQ}Glx{G0)cUu?+$3uZg;zM&hfUl>qYnY#crE?UDi1dY{*
zLsIzf<W?^odinmBbwTp6MuIk~EWTmjRRh4Xx_(2{CE7NGmFPtzOJp^EYM)9kBsc42
zr+q&beOc{N{c_Z+Uyl&|u~N&ypo;-S){bBfn<=8l7U-XDY=FQYEp_(KRG-u$rCx1|
z>)1mxDvlX4?D4sSI`=xAE@T^p()0mS=T?WTAM1D?EfcJngR*Le)~H9%=liy0I<;nP
zSNZc?eYIyNl3s?M?q-zkCv4Z7eAss9uxkFOqki!7$jCd<_>sxUc?%h>QnG^?8<*X2
zFbQzY<meAP4VcWGP>he}9Xa*C*b-*wNT`Uul-cW+!nq@rc~2?Z##r*rtIqHJp{$9G
zrMQF(!|0^19a0}rC!V@}^?;A7Z(OfYbS4L?5uM8tc-SvqU^kIv6N?y13p*3enQk_%
z1tcB+p;=mgbN1MOIhKEMEag{C-WGE`|5Bv0@7BO%@x;%2>QZBY77necpFe*V&y8BS
zuV9|4{r>$qHjZrDE699g6NVuJ^T$v{Sdt*ZK2PaDrej5d3oJ9Lp1BPg=Tsc&RC|M1
zS`CUg%Dtz!OQV-u42xzyd6t6sQ>wpPJ?#j@eeJZhigXnRa3qh-#o#$#+6jtN22T%S
zAL|oVC=9z-k`ptnk4>+ZZ`&P`aHOrI>%=}zuhmpWHuE9I6AK-R$ixK0g;6l(b40+s
zA$QDTQk)K`<T9dPQ`-FUemiDyy&rt`b#kX}Pwv(^ug8`z<sFg*Yv&$0tvkgdh`?I`
z5!yCRykG--Mz7P?Vo&n3M0(E+cdO92hPGGlYm`P7T%O$1Qp&a(=CY)MoaF`u080!b
z`td%rx@N;1cDAg0Sm9ljns$F+xLo_i2iS?!9~ejl#*kPg!8);`hz&el2-2`kBka@A
zz}Igxm3!*i`=3;}uLjM??QZPZPwWwA>*3Bi5<&#S6M#A?Pez;i65!1v>vlSEnR-Pc
zkOb9pv6ovG?xg)$`A+zBbuFWOe7-qfw!PQ(i1X1#Z<CvQWbws7CNdK`fY?X}?&AyP
zdNi!dmVF>}QL<#NI&#k0tk3~(oM?{-m$T~iPmn!lr4$#s2#Y6BPHWEY03d}bOrZTi
zKc`Va6PgdM+DMQzlQ!G#-9A2o2|pAU@0KPbmZYuc_&{cA9oa>QNAR=QA@LqkMHe>7
z6_FSwsJ&M#Bd^T4T<dh1>;u8~A=v{;MOMlM>t)T(thGwE&c0pOLB`GbkHqo+-rxRL
zjQ=l#;Iba648AC+Z7=h4_4+;8SlQ+88z5jE8Xl@$9%9aIeN-fY?WWc7Vu5q(qKw6k
zU?#}#|4<WO0cC`;&h$mw43>e5ZdI~?A6jtC#b@H@!LP?Gvg(dbIvtMntt2u+>E4*G
zNW%!~o5j0?IwWH+jx<3KZi{*DZWR!-^n8OsRy}(@cB|{LQb{zk)P6t5!yh-f!jWKz
z%O1t<4gu;*W;NKIjE{gVV32yxp-n2`-M5?4?V2`)FVeGD$@csEB|FV#OZHrMEWWiK
zspbJtw0Mw9cXhSqTmwUxHapl@!#S4X1oLzmWB`p`|GMh(d^XSLn3uaN9Z)i?JoKNw
zVA~lt+AazYLmpe7)T0`6%&H_k+&y|nWZku_!r;3G@9y~@4P0i3aI@Q&rhYpm=?n({
zwElM6+Q8Xx&?i6lI5EX3SBZEymT$0g7hVN%eG^i1B8$-jQ8!wdu^8gL0@2w?oKm(M
zRKGZe`z`l`%|Mo1e&V!AC@Xtr{zjdu@V-0qKifTNFPT`34;IpxtRaqyFs@R5XWqjL
zgtcog9-9!kl~uhqCGtqU7N&qO=6h7T$ajOAT^{>k=+MO_^_8GO`iu+}iAB~)Fr@qF
z3Md}Pv&xKa_w^WFqC-Bib@Jrms90o{*TeH)0=Lv3-O?1`W&>6E(7lhJ|Kh3g|5M{d
zh(K=ENKS?!xPck053{hlOKE0-q-m79Z`kC^xP(;cxvCREi)Jz^E^+5O<=Iq3PK?gs
zU7MH{h#*)jqHeUurDOtU2%`$aQjmLt0=<Ma;;vi?43&Lx)?z+)CE(#{+cpPr(#-&J
zc)I8p$F@A0GxHvrlQm#0)j`?pLh=uD{_b0yGc?7m=WTghi|*?WU3GUq>uOb4t9`0=
zrIRZo=4RaAt=jyrn@G80*Zn2C1&2Mjs1+=JX}U2=nE8^yL6?Xez0hhahB{TB8*|L>
zqfJeTG$Z-D40fS`ELtT2*GfrhXS@AVH2Fv>cXY&4(Chj)lpz02x8nb}y5T<tR{VQT
z?tjkjPRfVtuwAgunk`i7gg^X?&7<+x5P*x6fE7_7Brzf#Ps+wz#_}TiHq#5r(|v=l
zl$lQ*(>Ek<W$HXL{N-ejcJ0=4<deLo92TFjO;Zd}J&+v78cQ|zX3m-}%1GUOpDhbF
zZJ5(|T4fpQW8kO9v42Q@{#I$8`};SEm?LBc0<88Y4!vh+75oBfayKOgZ?tK+THm%@
z4r`-|nvm_=U`@wP{(4ls_whraq0w4&FPw5pQx0_w%7c-c!O<yDoL=u{a`W@NV`!e%
z*CPG}<~N6A=D8jWypG#-Rn!1K>8txYy?pI=P}UW>JWqeY_VzYw8F5PgUd43tU5C@y
ziap~xi!HKQ{fL*o8$)z%hDI~wNk5J{(fE<veW&tTu+(5o<yrlq5MvI@&<{6W9KU$J
zFB~h=VT@8_7NRAuVfUerM=lQZcu0@!|DhRfbH*;KHj=k}W}5P%Ma@>SR*&|X*~(%=
zcfz?FVQKgVi8Rmg>XP&vi!tJ_P2GT4?z!8M18U1z**BgGt;p}P_yYW&?F@$218z$q
zT62c=3Ewn+&0`nyN!XK<J^-9A6nK_u<1dPREaUw!R`tL*+why~><;2~+#su2B9I3_
z;bI@krX4y&SMPfP8kHV}J#ibP>ZR2>Jne5wWj|~(@Mweg%C+*+AjgN9L&)cZI?WA9
z`UxOt&V3y%gdX(}$h2)v5&LQ6>h}rP7?6e<pC3veJFx+KSIlL{wyRx$q}Pp2!f-J-
zDgdX$jrdKL$K)fqS1Ksy*&J_4yw)`PL{7Hzavg}9l(rZ2`Pux=%B(#3hb3nv!ALsL
z_5S5&HC`O*>1OeKP^Kc%3~jEIuT569uG&omW$(L+bd1>V5aY*TpEdnLd{+k_vl?u0
zOSaI#osE944~D8#@o$R}DSD!rrVu8W_5k*nZRe(FoOxt-J)Ulu`fKsqKi83d0)tO`
z2%@_UBf69+1=-z<Yk)TU>u^{ZrKR`6?$7OygeC`mx$h~Tp(5pkZ~!G)FDRIzNb0Ym
zBA0m5beJ4Hzttb-xh6h+?yh$Jbn??oHFM`Bb_*pUo0S+iA7(nZAKQf82&L-LDxegl
z0%RX9!?h8A55*A`_Qr>jrXRIHdaD@x%g0e=%<33XBvj!sW3EFU0%QRoF6<3nEgsNx
z)CF1~a12rN;N)mp=@?Wsko&u%krt?G@iFkptuC2n`$Ip1o*COGoSwa>=(!I!XJkMt
zV`eoB>&t4|FiVYPdjf)`27-fO_o^={rtLobT=)hUIR8ONW$zvOF7!k*rg30nfJ8`j
zrQOxRikPmf8K3xYiyWwYsUeh$Txoyvjkn`|TLa0MlelZRI23TmMBD~2Q!e{L3m}Kk
z+@s$d3+ALoz9(NP51{R+mO~?B@&aP%qq)sZT_(qWt=!|>YTTJT`PJ`V0+@dVT>e`b
z-~R~x|9`!c{4f1)hftd@_q8Ttm6T<s6sg!HOm}81Qc&0S9$pd^UI8QpqK#UxcApvp
z;zZA@a1woUJu@FVh<kR&+eAh%L~pbByXYXw>e6AbGn=XRJlsutXA`RMNrocj?{Uws
zX&iSvY`JxLq37)UZrPHzvlv7NP)G;;PdJ9eg~fA)bh|%Jr!mHswAuA0upUB?G;)+C
zb3D2S_7@zzBlRl0B}cmhb8GJn6Rkg3O);i<iXj0Tn63Ep_&HlX{M1YWwL|id8#J^y
zQYYeO6Cog5o!pt2wkI-C!RN|-I@@JqDtN~Lw9%yqs6=26L;Tnr$tfwvksAK9pl4B2
z_S(zJ_V%x?#|IQX3oa;_P6zoa>TbijVeuFN<6R8n@eVPDG{qcC8ilPLQPW31d^(q0
znqo3=a_7-cwVTes)#SLFcuEDrd%l?nJ&b?0gggY+vO^GG5b9SMBG#nG#`~%BgSf~c
zM<-ieNUr~~Mk8PRveo{cm?Ey@@6%3<h=iglvcNThO{L3|1%xCG4G&241atV;K|@Q*
zDT)~gK1h7n)iM2<fkM%j3u@2Z3>4vp)kj`SUReZ9V54AuT<@qD$~71|gkXp{UC8Of
zO8hJwZT@O3Hc_rU7a7Wml2oL}J4o^c@jT=fCB9`hF*+wf+Ygp>VSOY}?6GON7|MCj
zg&k2C!dX}SnGG^iiLAL!RBzcmxtz1xaM?6_%Qvh#O7QpEQ-AT+(^@mruBKdVTFHO-
zdM{J}^g;w*w{NXEiqA+qxW)KkZzul`6$lay92%WkC$7{b)Z&z!OVX{ab<zO|a8QW`
z_fXl@r!%~7P`ScG-wB}jpxz|`Mx>?C)rO*;M&6+%)lnVmeBNjKp?95sF`@+D8ZJ7v
zr_47^=Z@^R<xk)v0${7_5+WD~Qpnx|CPQucz|ag=wWwg2P+L>3J`8O*BXvRS#mnRG
zRL`-$Rg2yOo03KLx*m-4JXleC?S{+T>GGkF2$c*SjuszzSnpIHwlR+(10;1gKQeQ}
z5B=fZ3p_=IFY<~eenhduXc^K<fdLN{7TgrMPNxAw7etK~W4d<z#TJB{Gj%}1!PPip
zh^3$9KNT$6kcmiccPpBTL~A+_JZ$Ih3vyUB$T&fFqFI6~*TZxfU_1@{zN7b|NA!&*
zUp-P^3>GzGRz4T!kj{3C{cJlXAN%`;%AuP-jTLf$LJn|<HQ>0^YxaQsehxl;q5~dj
zZkxvv!6iEmglgJq9eBNWZuOIbbs}f@_pmlC0P#~<6NpAaiaHC3Lb&3IC2}g%<_8fy
zL<0Y3{n^>Nb#a%xcWE;BhXh;YuqOr()zmeLsZ@{f;TLRs#cqg3v(G-Y?3P)H1?0O8
zK+@!V!i>dV{YCzXjV07OC2jm13YSBsG+KwmRC1&VH;a6aOp$@BJvaJ+G*jcxiaIZU
zkt4nBYI$kA?LnxI&W{Gq*Y;lC00EBh&SZ-ma?AJ>=s9U<O|o{Idzx_05uxqiGs~we
z*>@99Sp%=KEpwl8H=LnIgEOvm+ySg;y)G=}ERco7_29+*I}9nB8`hL&i^+!D)0;X^
zF4$0P9_WeZ?S1K$dqVuk+x5;po$<V!POnwums7+4Nt>RXglR&6**G*i=3PUzq61(+
zuiA`%{k&C>+P3uV<noCiN2^J=wu+vr_Mrp$^|5s=VB*A6lpHil!7t(CYgmem{ZK*~
zlxNz$GUf0wobz=;-9*qS6GcVE_@i&d7+*16?s?tDz#8Hopg)L%8c}9!xVx!6)oe0J
zxjQC$OH!%6Y5am+T@-B#aqD{7>$?vH8}C)J)hYhOvcS|k3D#R+ZWv!|s>h$V*AqP{
zm0S6gVV}4jc+5Kes;spQ<ykrP?8`yHRtwROhUjZN8NS;3UHd$<3i#``BQpQ!SJc6K
zY?EP>Hv{-aY!6epckj>_n=(RV>E{!rInSoJIvhvsrWM<xpAu3S27#nW>ZK0(y3Dg~
z$cCo!DNFf1feS0Y^5^P<4eHZE3m6_C@&k|k3^N(@LJ%m{gnRJ4m_SW2f0h=MA0bqN
zNJ53vTFA8rCZ1k$Ik{VX{|_bq4u3tKx3@gISK5v)je?kQ_5uk|M^q^lq|tk*lQ99x
zy}`2XYq?{?ihRqI37Zg|TN?u_T5Va+xNlsZeO$RLbYVx2gdo46E1@E(=>t8ZfQa0H
zy<=!w>spoHP$SX1=hC@dzEQl@E_HXZkEX7(R2e>i0Ib<H9!XzP?yZsN{;j61cJo^6
z_cGZA_PGNWZr>M>kzpU~+QxN*?vBHo8?qD(i_eB)N^@g^_sLt;0524|YBi-6$gsk>
zt=qr(rnhU%AV;U9kR!BDTg*<h{EMYLyGI##{Z3=gF*|@hF}yx_!-eXwa0z7;yxTP(
zIxmUT7P;6G@O-t%ZqD|=81K?N?|wb@A)nYUh)XO!;DvYL{g~V!tK@~+NucQA|I+Hq
zy!%(F1}AF~PXpwT@)e`F{(#rJtF<e1p&W`t*KY}ihyY8-t(lpJ_pOT3!2m%ZQO41I
zt(5M0E2U$khP7vD&uB^y-ZUL>UVd@*s}LV<PW9G8PAcce1OJw_vQ0*Md~6Uf$4}`V
zS0g&IKWoW9&%Ql)9Je33vp6acnM2Em>^o$svgyB4Z32eHo%}W4&rqL~FC90EQQ1rW
z-;&_+_UE(ugyRY=*n3C`mLy7mB2-DWUIdM04VyxMG0=EB-Spz8AV-x_GtQrgsEi|`
z-jD9HDJ{n8TOBmXcR_3x*`R%auQvx-LF<&<KIksyDh4_je0Q`DnfANND64JkiiD$-
zXhj-z>(ZGgmTC$%__ph)#zo{luvHM|a4Z2FRn-oZxrzBwj!%j3JC1K^P=V9{hXms7
zuZ3T{gvzg*pPFty<$YhIt@Jy`HV=yrKx~{f%mO^I01I>L!E!N-WLJ~J1spPaJ#;2Y
zxxsKeMb7xp<kHXD3TIWMLtm#abF2^`Wf)^mBAhLf&XPv3_)Qmo8LOiFKDE7RzUTbN
zecCUZ`Cae1gh=hJ?*k7W^<EQ_!&@sR?qgj{Q>j#N&q^ru;cYQ)V3SDKf0fyfM*t;T
zQ0Tj7I|H+8X6E3%+C?KbmsV3Bx%kV$#~1ZDPWziH7KI`4`xjdFj~WOVOGr~N#2Ny{
zMK+iOOAGv?=?N)+&IKRzN8j1p^XZz`DUjd0=>_>OuB(1(dz1HSZhHMPm&O6-2Rg^3
zw{556KYycTF-yWXp>t@%$TuS`RK0t;0*Nhj_QyGD;@_7-k9z&8hZmf(l(r)m`<?)|
zC<h#@<<1)Ute!*r#B2peI>X_pGu^*e&rj3}PI$;fTza(V!)7#a+TY}Gk+bE?vQSnk
z?}y!7w2Jd4u_2v*S7Z|(GWdMCHACmeKI;5$JI=z`<HHBH`y*f@9oPT(6k-jMV!Jur
z(Qg5f=oWq<>t}c~d!l6sv#t-)r?@{8Zl6ZX<y{rpP$l6-FkPL5CQWiel@(=^#RoQR
zP6|~y8K<GNmDk^))#&po&Q^Lx(T{X*!mxS2MYxfQ>H}tIYfIuR_v-@h(`mxrhhxiR
zvTvhxw=m=jz(;{FGd`I0)-mEf%9L5Q{lwF`{z7w)F)WyDy|xd-zLk=ySaeh=SzDim
zO9xY2S6Kog;3#efAm$1rfD9nt?&fU1a99$Hhq-L8adNBRc-pNQ8PePczlG^=jQc-j
z1MC>$BmAqSne}Mp4QAjX*<<+5Kn=<yE8M@W>n}ES&Y*a%>pPZtKsA{6mp$N4fLp?)
z&TO`K2mO4&3OHvc3q~jnjzHV2_e!Zr<PUb3Z0Qjq<A?s83B6Of0CzkEMsg;RYwNxt
zDGqQjp1ShDlR3ViHVI;``tCDPTN%Qt4vNQrUCFw6+-Dtgsk&kNWmD?NXWpemF^7!f
zdDluaQrW)pTp6peGxl6Y%z&Zh>0s3bW>$^bGKFVj;n}x>zUS_&1Jpdm*-h{Jp(|+m
z&UqPHs*>EyAmWmn>)hPjKrknN)__#CUsdc2ZZ?i)u>+#~OQ*GjPFs(9=#M`<mG=Ku
zc|ZdVt}Y+Y<nJL1#Z@t`g2xfVn!(ne%Ous9_RO-95Iq<X8{Y%-t?7>@)s>38vrof)
zg{S$X!%m0g8VwxRCs0h8Zp5iB#4LgKj9G>E$*K7YkacV#L&K(qRetbT{iQkH@6v-u
zg~xRKnw5OD58DX045_1^uz-56?PwgLnb7TTEQ50RaGluZHguvIWhIxxIW=j`HSZ)S
z8my3Asgl-9lo8E(GgbZ-&tVMvN)S|nj$WbkoJ{I|<;pAyhMAUk=W6#ySKieagWa&u
zkr)>FH8Kgzx(riq%Mjh9t>!I7fJq#SwRNP;yG48NH^;KXze>6HO++Mn8#wwTNn1H^
zyF^7Se5t&69(ftuj~j;86o9e<;wWb{Wfjce-0h#IpA^rMj9jx{|Ew-s&FZTdxK7(@
z?Q{^!P|hYO?dBW`vk&;mhaqC|FUKhOR}wuKhT?TRv~a6~5723HNVq#+pcu*yspw9r
z-_f?rW9d)V&YuiWv^?^q)QsO+NXSC5hW&kJHwHSKN8Y5|VeyYr+`x{Xh4<zQ22s7t
zdcn_xfs_X67-RQY-L8gI?s#)=e!8pGqt@&=1r1A1rx%#63%NZkJ|-~US|%v!1!7Y_
zEVwZYGkYAP<(@9`1{PV?6il8Ve_3eoJtW&}PnJAzvQzmu^9tlbmtqYPxD4HaRN5Za
zh_L`=q&eiZO_g7fY;*JL{q?VTPIGeP+}C<Mb%Cl$f^~1Eb%<a)!KhHUA4}<Dkc&qQ
z7&Euj5;yHDSl1<;cn)^Hfa^VQz%%sz0x%~R&JuEIX1>7qTIcIx5<&mWQOQ=SR&%z>
z>cw&I_#-8q-kK3%x2o8NWp)!iv*-cBWbPLD9YXz1Ct>Etshl1-2YN3Q(XEdf`<3Gw
ziLp%mq=fPe<(&vRzND->ZD;jxk-!;gJ<w|URZfTUv#8QjDV6LW6ZERzIn2P>GnI-H
zW~e{`lsQ@<<gOWu5`6lV9C7fKMxkxJ^ZSzPBOgMhy{6j#n|VsbFlWG%y%tvSKVDz|
z?<M^FM;~XCYpWiCX-t(m%@ah$o}F3+lQ+j%0u`jpnW=t0`axFjXK}c=vEKT4p{l!t
zRoa5f*Bx1&S;NxZ_2I^6?z3^e{kX)*@f8cH=rKeIG;iQ5LKw$02jFrji#PW8jFTW%
z<oB<Bbxo?RilKE7?XVE*bzNm)>NwAj9Fi?)Zn_QLt<ECjF^oSPQaM;siPD2Ot__6~
zHxpZphPpH=rL|wZ<z_!T7$3AOogbNSQ9ArK4?|>%#T&2$+k>)BqJ0BPzJeM%lo-wv
z#}?)ykq%iwI?TPJ?@LW!57km0^L|j%%1RK7{q#E_AaJ+%H~!Nl4wp4Pjz2>j=AZt;
z5@7H`)^r1g!5B*fB}zG1NWu$!r44aqJbdO_9r7IBJN;$;r|(sl3@fD{?pNi{B|Zk7
zN4kW^KJg|kV!yyv&E*9y0FOG82{d*nHUM8ea1RhxBT_Wr=RP$K%bm`K@Akg2j>|6n
zV!pM}XZF%u{YRPx7z^Ob;-8}i4`9UISbTSYSE*@irRw#iN2Oy^4KF@DJjj!{sNUp|
zdY0sKk!Sc(`b%#2^0&5m+kih5%Hlf!d=XzGQBrf$JF^cd(q>+SNoxy_5?b?m*x}RE
z>@%dqo?;YXNjQpaEmkQ3X9vhayfFhr7xA|sjip7N^i2R1>@&Q;KfDB!^w7#L&Fb)N
zYK)N1H6lcf4yy_d_luz?&8ACEuAM5aJm9n$vl;Em_b-%)zoA%pNKYf=wS82|cw{lp
z`K)i3g8MTwvD|py(cOCK9mh}?KcJM$`zx3R9-kDO(x)-}oAPzEOIS~25dpLx$dKq7
zUyTnT?_%ndyYb?To79-`M`S0Haj*DZeE4pM(PN0U#|J{*Msq(L9nU|o_t{3~NSiMW
zuzTX~pa<}E=mK5%>;*96hoPl(|5xs;`vP>Eo;CWr%6Z3He(AY;SqpB&kz&D+i2)Dn
zREy>kLUau@3ir$<@N9@*r>r~e%^BzQSSuf}+d3)96KiXWWafe0V&*Tl=>U>(2U-a|
zrjJiC){T61OW55VdiN{4cd$#77CEwJ8%(e|yd=ZV6ST@lm1YUqQ*8&ZVpfzSkf71`
zL=G+Xcf9LrY`3<}RW-Qsm=E>H^h9RG=+VyNpPQHFu^`5RG=mwU&sOx9Er{y|h&#qy
zujRZz$EyKXOPJ^Tn`VArUuhVOh8!HzR>Vzef*gvUC52L;^cutd^o*KQKIieuc|0lg
zuXF8g^EB|ZJDR}^Kq+wCZ{URtXy-to1ZYAQ5b8Zjf)_XUFtl5sti|Kf5wzxBgSZ%p
z{4NdkTQw~wzEkUDPm1kuCz0T=NKfm`)0CC0fQp&!H<uggnk+rjJkwvqaxvIy4qWsQ
z3o&DV-*2%eZCR`0quH*1*ChT{)6c(YKM4PJaTyPAhUFDw5zLfL=wED>UpXd4p6VBX
zId%W3r}6!B=cP`ID4XS??z{umyBaGM37j292&Epglqm-lj9Pr$9&&s=0SaTJEAg`j
zBsIP-b8!&B<Wrmy69mCv&{4h91_!0cHWkz0n;Ezb&E52m)~!-2NUS^}xm81&7bv=0
zw|~#xmIr$RehBm+cmO_zr-V3VRI`*&D6Bn%pdXo87Yr|fe1_jGe0y7cai5H4(XvpG
zOjJnxS<B%>d07Nm6}%BP%$Eod@k`+FSA!wNjC4#n<Z-A7E`{=I%W!kB#<ZT*zAWuL
zIt;)~TpqB6W9awb%>#j9mmJ0iKoSR=?>gC08dIUX#bZx{EK<<>uYFW?pMUdY%!1qe
z@?AV7-sPo0z0?k721|2>MCeKkg|R<VHZid3Ha!ya*b&91`pi{8v`KaGLg<WXEx!@A
ztyTTF>+-6O&{81jNaj!+3o~-~RLHQ{?x};?J$}D1?IsCPcMh6d8Adx|y3XT?RY0Un
zkKqFbQfD%R)2wP3W|OtXJxiK0YuAT^Nz+>NuZ#I;hcKR<W=YjO^HuboEqm}0fTTf}
zJxiB0ft3PkwHJY-EO^bDr8d>Ax<oDw%zA&cjuGB-%vRKi7nWDAJpB5?1Np<=Zxz2`
z{%IK;7<(;pfw&au+5NR(DqZ*aQci!7&g)a-*N(>J$lQK)wb|b7`sE$9nX5O%DBr=^
z<H4F;%4i|*{U~csZDDC&a4i6+E+ruQi;fq;2_A3Ho!uKWWD!*JG4#jYmRFyC_9<xe
z@;zQ^SLaOl+eMnk;h=!;mBUE_;)^Hg_Gkj)mF)(SL|Xjg4{=Ftnk$C_Y>a7;?$6Ic
zu$=3KPxE*xFUm(K#2UpdJ5Plc;3@<39Wy;ODqgJbnVUORxbnKlE;&^{+p1IS*GZ}}
zOXvW!M!x_xA>%<(W0^UP=_TyZ4Su6{4`o#`B=+P*PMmU%G+QNWeyg9obJoVo8GJTL
zV7patiXGVzAqxKMhzOb^z@UizOHeRT@<HhxhFaZ5V{%;oR<q!?4*T{F8SGA6bZ~oa
zu-;DT$pL^N0TlQ6c2eT@qfSs*y7<G(OV{)G(WBBLp9Jy|(*wF&Ys?O?NE?E3VW{aP
zGXdcpY0L+4lWt*UpqX3qXVd$)bHA`%$+$Jwwg1B8SsAA}Y~3hhZ{Z(ddXaK{d^aLC
zI*^8!%7k9DotIj7BGv7bMa4PuZGJiI+Yzw7Z$m!e)Tv`Hn4df*#6q`vh*Jz{BhqGy
z9N=yyjDw3cWLC8ysbziHmmAZf?@rRRV82$z-i{ik>a(TuXAEViZY$DmGBXf9wlk_d
zWD=PFLCj1-!GpD*x8+!jXDPp#`!IaWa4?zNUMRMfTxc-<TqN+%1CIY&T#Uc>XaA>g
zHpKb02Si0O0we~&gm@$<v+-S%)1eYl)pTOuXPf<hs@q;@wG1Se%DOMSy~r`~*p7ST
z=g2~L2M4e)EU?EAmLz(>Lmplqu`v$9Q^*w~{nNV3yCTxm%;I&@xhJpBhg}`gDNNqA
zU>rI^j`d=!(XBCEE?~|I1S)5J2BXu3EZ#v<06kFYl8&(&^f5}nwI?v(U47?B@tnEI
zbuA|2j(}99{L~cUPw`7(X9L8joZl$Fp-D5O6v}>L$#=?F{@b3QLe%57TQ6pgn1>Dy
zX8oEUDCVF3^@b)3E>j8R#VqMib7g%7XqBz_rO3Jdo$Q!;FuN-JNDRW_?8@=)d#)n#
z;?>KT(}<YI%TDXh(x3YOwz;eCQ|Kw!Ueo3;+qS2BucFyLevtdK?PedRR6Ve>WMk_T
z^_BH|vE!tb?3_6&tHM4d5-4{S!BMNa1>#W<y>lU;Rk}AL2)rrh|9Hb}cemc(cXV;R
zn#l!$Z{1=JPan5hOuYfieZisD%)#mF6%}+E;4YfbA?yHVu576RPdT#*DKWOzr5<jl
z2U6jS9z_Eit>HLuR0vjGG(@Q<S8*s!c%BI$GR{8mQLm!*g75wep=KzGGCQko-K&2$
z1gQ8(UUK7l^XWU=a)efQ#eN0O1RkZ_1IdobAg}^K9A_s4HZD$}Y1_d?QA5tMR6fOG
z`#rSV?#7fky#CgB4iT{{`<6K$i#jB(`*T-+vejvh2=$EZbrq%mw#Bi)+wO)RyYkh#
z?>us>hrb5sRxH9_Z18Q^oU}c&#8@)21y3q6=73TMx)Bol6OSrfbJ9;VV{VaoBFCjS
zuDn^Xil<0NOaKRY9yvRR@EV;dbD%~fsv#N;18XmtmY@tNjKKVG*&y<yfWyW0i|)M{
z7N^ZOQ||yuP-2HHN|u>YgYm-dTf6o9XKh`ny9JdyV6>1PVb|dpXdVT-uySV0ljrao
z2l#zEo@T5_<SiIXFJ+a=Rp4J4KuelXY6TPHn<E}wdQx)heuPL`D3XsggP?>&0Bt3j
zt4JiWlciI*h)vUb6o@h+Ub<wu>dXJi1HPc5oSE|;^``>pO##o_iSEpr!#2P&@mDaj
zqbz=rMLLX)v3o+Tp<T1<*x~NgiyuB4&Bn}%Gzr)2;q?i7R8_Wn_hocGYXDENLQWs0
zNoP#{AZm81YslXGbPSgoo<&=*$uOoAnVj{VJ#we$fhg*aGBk9&kj4L!x<(K%<nyO%
zF^+Xe7P@`nm|MSa%EHH6@AUnfhUE#i5xd$0XaIM);|G*Xl8ja1U?U00lz{Fn<=t~N
z%MHjB^RSXldW=ZxRPrsv3%~uw8i-~dPLPxkv@Jf7ahtT-y$NDvK89W}5ua$xF=mJ;
zpRHBjUXVVQF)O-M`?gbZr!P1eV5Sx4PwxMZN~-^NC(V~BPR8<I&%VA=7@}{%htaa=
z2>4;k;^zWxV{@FLPThr={=wqI67NtkOX5!rX4QV5J^177n39b6g7nod6RS5kPZwJG
z9G^8Y#xdLR#HYwtfPYXys-*6ad6tq%ZLN+{@Puuem9CMi?e`wOD+xSoZ@+k6N_+WM
z>{lfTHbZCe1Kf*85PD+^HPbJyOJ#NuW?m5N0%~}=a?O@nrxbX;+^A`I2Wr!K`3~}{
z@6whVZ|iLUbeMBLl^aJrOrXsHU-L5ZdvGdN3|CI~0@~&p#-9NC^W^QTT_wI@OMB(T
zsaXj^yBg70R~MI=9@(c)%R|hh5;Bf|I9$xZ#-`79ytpimnUC<s$6;PsbjKiw%^OV0
z)<93R(BnIS?T;}=@3DP4WAFlh=gj=+T;rZy?P8(|WYNPQn0Q)zzcl`a_O*8A{4qPD
zPkm!%GUw|DmC|;VW>^dVU);TUIMna^H$1jv3)zXOh_YsvZAd~YqNv1FLI^3cjTuYG
zIw2{_5Tb<aB^mo9BumzqF%u=*Oc?LX(sT8>@8@~$=XmbpKJMS~`+n~~e*ZY;V8(mq
zeO+^2=Xt(f=j#;-L#V<u*Id5H+Fdv&zPq0gW5z;s;P-(vrwC9Wf`Ia-lU7DHFz!Q;
z9)t~qG}&uZcMT>#>?aR@nvl=7+4IxfmRI#x%*l6gHurCR`2!0A&2Sun2&py^qN<?-
zYs}sG&c1reUJl7PiOT08O&R0pNyUt7a1A`QF0FpxfkW;AyakXW1x_=V7!b=&!{c0t
zyljylt<m2m^1BL@TkgpXTwQ9ZHKZ1P+O7TT8D-ByCAF*7AO!~YdsNUEucI1kCBpgZ
zN8gWCo4!SzBQI54Zps_@SpGZzp>_|xUF52W!mI8_tbMXOhdj@8r19T`g@`-a{(m%T
zEcXg#+r77O5r@_H&WjLQ{=ig!57I%-6<2}oLcaETMP;I)nX>7nGu;bTb7uPz7Ag(U
zKO}$LihZY-AT`^{F^VTWM^Z0fAT_P0a{$ruS)MfPz$Z1|9pGf1q1`HcT-58l|K!J^
zeLc4{hJBp3ka`^3XBg+vL|kpyvgO<kTJDNIt-_l6^(6jBBx;<~erb%oY_RzF0K&R$
z)fycV{*EmG5C9%Q@Rm}-tCr>f_nSyZjB0FzpC?4qY<eEr&%5E)RNqQcpWNbVsXe?X
zz37q7P{p)2B4DQS6eDv(_6%lsLv_Zi@%`l0=`L3=3=}bgzCM{}e_vQSr&08aiSV%S
z4hY`P=A;f(-$hByxg%_cmy0L;%N84h+XYokRQK}ZV+t#Ud)8w93LQae7@!P>@<lY_
zR<ua@m?`Ir!y$&bw*J`UnhCc>*|hfi_Yy`mIXlwYU5qjfjl39dt6Mz(fqBYnIDyIb
zZHI5)aab2PGXZ%~{Y+s;A^e1U>Y}B}cd{?odJgx%Zg9jVA{sbY2_eKJmxq#u3Nlb;
zBvJg;ruCN)nI|Vw=SxJJ9tYht{qaHFPV)`_xA7k$fZB*vJsfsJ=HJjR{jVHpKWvt-
zs@U%HEwDa!CaXVO97exftnS~B@Y9+Wpx<Vtqh;Kg?ttX3JOPE-G^VFvt_O@uWgP@M
zT0#8t-|uhm$83I=pnd<x-ke6o(r?pF66+k6qvj&a52L)B^Os#NY9(b>y$WGGr-+#z
z@%?7?q+RNWoO`kUHw>`+5f!7yv+B(cbuvIY*dA!Ue<r*b&|T{h33s+)Z*2Ss3l#YT
z8cmix0ds9i*@|zKMDDEKWGk~ufZZpNdeb3U(_9k$K^914y3!+DvxpwFo|hL*D*Y6!
z_FXe6QMw#muv`50!U;=Gyfuad>TjyO!=w+J?=5L3Qv+}yXakj(+|(nt(i&{XPT8Lg
zoPPq_e{v)Fa12MgqW&6tH#IELly`0k&KIt0SvR~<X)qbE!7_AcJb$?{;kbmT2+uj#
zWtdT=F?UbTJF)B1WoP~p&o7`4(!!FM5=FC6ad-2V=Z{Ml$JWf~#pRdO54&|0-!^$C
z^0M$+*6AGwIRkv$hU=fIQqFw|Dr#tGNG^Tb{Pw=h9^2yEy4rhrxUwQSpm7R*C5I7;
z9!5|vtYODNyaaw73Z+2v<w*VGXHXICs)1M2o4QZqwlfw8pFoQ<xo=dsMB@kudLgR{
z?~8%7!U!g76RvE&rD)6?KDPN(M_Cs!Is0g@La8KEM40!Z>2eb<s!KAu<^|y=@3I|3
z1jWU=+sZq^6oLfif;~O`W&=yhKfN5!YZ!7=SXem8rIa4a{s21&6LfU#@MgDxzT#jE
z_yLchBY4cYe<&b(_q6UEuj<I3@uq6ZlJ7WjnB6Jtc=q%qY#^$8|3T}We3a4Q&;LUt
zHt<C~m<=9(yJ)eie2T2URItl@1(nIT1GYo};)>RUwEf)LJ)D>#O)B+^9k$(E^jZsE
zC@t1tY%-u=*8h-MY&YrzS{*z)97C!jdqWy?p{%@CA-|JDgev4IrHeW9H9z|_zr1-O
zIxCT=JJKImFUTmP{{k_!7u|t;t&kq<PxB$yN0y~{@-ENvQhTNcPG5jAs$Sl4!_rHy
zDLgiH?G$F%|E=c00a<HEIl+2p4mVu>PEDjFn|f7zpb?2jqX?SZ)tPZT&8ivchLPLZ
z^xYt#ME`yJ3k!n;1r_QjQOq<{fbTiYA>GsM-tc#mwEI&}x@BgvWSZWXt`6#NIbF1o
z<xUGYC(Yq1t?)pQ$z*{cy%}L3ks8#3OvcEQTc807Be``Xnk>9WE8nlKz~1J%oy(El
z88utNs4H>GBgd!YV)vD@Nx&`Uwig$%DDuqEmp*q6&=IA%URS8Tle+#lEBGI{zW?gS
z|3$gOa5(!jrjfW(T*jW3&0WSY_M!(AcG2!`3wN>*UE4jS<Uv{c(iQuPiu}+F{qst@
zEaO#_JoVvBEiFi+i6tG>KFBlyX~nMtCUcJgYi6E#no_;IGzZ!VIsPCjRlhFhS|`#o
z!Hxt-K)W^K%G!?e%urS>-V>43tkwC3X?>*(N^+q#bwz9nEE!cPpYP9flk?hLo7Onf
zX+((pjYYBmK0$hkqavT42ui}#B9rvBVu5e(K=-=UOK9E6CxhYI;PN}SAG^cJW{1F?
zN!&v_+urJC1gVxSPF>3Y*a-~M>fY99EiL&;gqw=_yzt%1OiEmsJ>?-0{?tM6RY{yM
zx9oOBr-#f?i(>Hw=yqqGSrzVzCuh5lk5^!gwcv@v<@X9z%jIKWce;6QN5BohM={2e
zvM{v>rdU*m_xPMj{P<bgxv!R?Sb6^;^{JdWf@)=&rIgB6Z~`yXB$~IKa5b%pe^+?f
z(0{L!B-+_S$oiyq?4<vkW+knRf=^#TA?9WjxHM+wDYpoaXS&UR(yN;i;*v@mg+kRS
zNHHK(8r9ZZ)`d?-Yu0|=kl)q2x*6c=_{2u2{?M1l$=fiKEExBFHCiVb+k=>D0^)QK
zEfkpe4TKqkEZd7H`150{I_=3=>!qo6t-Yd|@3G1zH*y?Z>=KU_R!WqufSbyzj=GVt
z@N4`c7*II~A)TD}+<4h!zCZ7Xuu6FzrTXaQCh6ZECv#bG5FZ19QUS3@5>OI$wC)U7
zAat^2hAJP*$s6>T6-&#6AtGin>`it9;<R#HtC$?!ft8Kk$?ie$hWt&7VNBtm;vdE*
zjeeh%sahZm2Ae*bQGXSo{`D8E4JPbhJ8Uk>$pX@g{~atVpIx2dbIC4hFXYqxo7PIu
z2rHn|$<xgOnBV1T0igI%OjcnYnAJ;9aRVvea+7P~>3r||aMcN)D!MT1%MDqmI}{IT
zHZdjhmVA;l5Oa^%d|z#F4JSveU--Rl+G8jsmUZO!F%b&%h#Wh?u%d5*ElUJKnXgTo
zW@TuEu5K{ka^qKV8(ZXBbL#~YrGXZkfI*~oJjak-8$zm&tOaSQFeR&uZs-Xe!Fwa(
znu{w2Fe>?yrR5h4_vPHP&yRDxU%oe?^VT;{1QOi_z8jW<6ApCg#PRMs=p72CwEkNW
zBcMSQoSK}4Jiqry3T&6{UYR5FgA(+TU>yn5n<kFDUHI2HrbrM_CAe2bp}nO#Gc9R@
z#QYv}qx8UU87IHhiyYQ&yUjfBYj$aT+VNO2e~%(;mjR`$!OogfsBjPYf42qtpLyPY
zwf3o#?#o~Oykq6z#oe;J@l4%l^4jjDhmq*~=Tq+o=tWUCYpjC!g$5M==02SEVlh0h
zO9d`zUKULM@5pH|{gca3#<U;#+nwW6Aq>iQO?40BmXW-R>dK>=l3dW$!Bxs1*z;Nm
zEbE!A1P!?Y@C}|hsFz{SJey570-I1BrSTSuB~N+=motxL_3LLmidk7NvP*jC=)*Qw
z*{@FGzJFMykrjg=5%FBi!?XtciW~SJJTx$=B-47>!=B!ktl#U^JiO7DW%t{~2|c=$
zos@I*(7d7(N8xoE(9^^*CGefIhTvN1Oj}kZKJfjnX;M`tc`%{bJ*jirEOKlfJ^tLP
z{E}Y4LOrJS)_|H6|I6ELuxqS!;Qg2nUWddC%|j0CZO|7^cO8-fQrhU}wAQjY4FgiA
zNQQDjkKsi8v$PD@#^RYjuny3o`~y3x0H|1Tz{)R=8^y~2zi79{U&T*_Spz_}f+V%V
zR|FMziJ_vY=SGcP9@gnq3L3X)sr`xxIM=IU$}x<$uGl}`rodhM*1k`R$M^7nTwuoa
z`X4zDw&SGsj=leHnoiCh*FW#R=3%z<4b<;8ObG%V^gQFdnWj47&o)t(G=X#V-c-Pj
zHlIU(3EOAlbb*%5^CqxX;y`0<p*J^7_%y2t6Nrz2zZPy!{p&SQFO@v@sfV}~8TdHx
z<9KsJJ6z*^%dxoCr~(OB^)A>cv<Hfhm4oodLq-US$5Vy}dS(a-sn8>a8f3hvyq)I-
ztd(n|ROOBco-I&n_Uez(IVNEjJkIXHP)`I+c>-D{t#zEuuML(jCn`U|_ZhAY!@JP*
zYehqYLwNVs_9xame>>c7FSrr-<oiKlm26;6nXjbdVx-Gcp~}h@e|a!@XsMVCYdd!)
z2DS%gBrfiSGKOxGun7fx!|XjwL+bm2q{1JK+Ec#9r}G0}xBK!7RmkqA!eG%3W)YS1
zj;Zxdu^DlHgYJi=yi-e00{>|r946qgw+Mxs)hYNO2N30!<ro6JFT(AepcvC&ioe;A
zRy;~Z=j*^8;`%4@WmJV{f%I;7%$rEp54RVA<s9%pK707$QUcx^34-FQI)Zebkh5d`
zmCPPV^3A@9NBeHx3iE++En}yf0Aq&1&+fS0HzzCtQP^TyvQ@{>0#r|pnU4ssH}~P1
z6S&oP5lN=|s?*V+1;w)fR&#`}S`WqU$MA%DUoXlm$&)|5J(^~CG}n;h!KT77O+MJ`
zUW6yR9gyh|6Rz}Kd0LWC)ZBXbU=REJIx~QBaBOw%+9!KUF`x|&M$4ok_DJc|uN{=s
z=ZSQ5Euw|})Al;ZipO8EPe=3^!(*p=S`F*fv}x684^18qQ)G0eyRn*IS9^IZZz9q*
ztLwU7W@LQX|Ln!bN)7INsWo>}F8)vEg8wrC_J8%-|4PAkEZd)Ff?%GLP5$d$i3AW+
z;+p9d3RZM++dQYNV+84U@#&N$w`gpi$y@%y$Sk#A75^|<=Fy+wjb&Yv7*9B~AKTG4
zDB+(gB^2}ub+)DUkZ0LZqlkTCnjgliG*#O6qB1{RIK@>%2V_Q9Ha~%(48o96%RYl5
zT2S}Wi}06Zp(&}D4c7~yYIH?d&LVfjlG0s4!Gqo%xWO4Nx(C>P&oJ#6rain%Yihj<
zL{Kig&xnrwGf2we<E$Tz>y7=qt)VSpp2h08%d2o!$-6ZLye1qB3bjfyxoDoilBe-|
zibD@FZ7N}lo-<Zct^0LiaqE%@O{t`zs}Q?6{Oj;LQG<Bov(Fc-0@&4IOullNd3-Gf
z7%Q5vf%VWFbcSKT)Ei+QDebACKi2sCeqbX-d*SOzqTaBAowth2J_~8CFU3yDP2&F#
zW|L?nQ^@&fTvY9W#ybBenopXk2?@DtHoU2Od%ghF^z^mh=yE?PH9-T~!9J6B_g@x<
zD#ao*@eRCyZbfedAK)eP>RVP4f|MTVwUQC{iWWXj(eJPe*dr1>cKtw`K~41X5e3v+
zq=s{rg;^7uALM8}J=C@3EpjO9K5#J_6w>Mz&dB?k?&<&h2aWY|`skazE4tht@~&*%
zg~hzPz3)u>Ut)wiSPZdH3<tD{4<tf|gj0CCuo<!oecg>;p1buq2-^}3dF2kgaXh*T
ze}|P$3-P0a{_G%gHy8ajcy(a7U8p>#Bu%9&;PjwRGBf%`kI+D$_E(z4u2U^MukUbP
zsLAy{Qe9mf>nSZrU{NeqHJWRWzJvx*&Wk$Yp88f7X$rY>GdcnO9;217Uafq7-#zoS
z!|2(WFOMI^6n}l<xPRTqIZo9ibvo+20{N#`hS6wl#4gU*uX)UMRxO4^S(_Ln3Ex|Q
z92lk-h|C+b?~mzG(Q<8!l3Iq%HUDnc3r9%5)l{rL?2TPt!7qaYkO%0O#&x-+yU_=r
zRy+(X{&V1c3s+$W&ExA7J;Uva$|E~@>;8CNm5*F79=Erf!YiOX&AS8LiL5oj$F#zi
z!r&6j2rydjQ%|jql@C<RxIt3ivUoJ2l3w#W%LjseL$ynF0HjtE4A)6|(5lTf!n4^j
zxulg2VXaQOzmoC8V!odjBoewR(|iW5?>BSN9f&3}guyZ>U@oss$Y^Y0;)uMYcQjM&
zfFM~YH-P?XlF?sh9J_0ke89rSLv3-hAzAT!Zo;`Xah`E2kk?FTv3Eu@cCy<I8i8AD
zy!oE$6sDJ$j53XoCZSn<EU85xR-!iJ&ayix^p5HHgh)s4Rvc|ad;^?B@J|opj{dJ=
z-M{Q_owV_;YEG0kwZByl2wzqJ|F5{~&u~s(0<(5{MqE2z?6hjZQxalf{P41I-c(BX
z!h&ulm;rtE_(0d0V8yEi{o>bvjr#FGPlZ3Qlab`acgc}BLJBM^B}47rywN50{*pq@
ze|KPZmi2NvK1LZX!nuwF1Qyl2d7p8lO7~mGFl^Yfir3jf@_KpJs-gR|8%;vBasKPS
zS3t7x{tmlmZ;8nWake~4iFyjyWNRhQ>W`ohMT?E>XnJLZdx?mZG(mmU;`?4O%O5)c
z3)ykLy*)G9c>E)RdS(z(m-<I(XnIJg9x5UiS3;l2qXWedujSKgqndWe%o3UI`eT$W
zY+CxXm1sN-w;~6=J{2sWQBNu)iiT=U3b1!Rr8Y90oI1uYK!g_;9|gQRlOgz8X2*nB
z)qw{QcXwzLo>qE%2awj^9D;`_!Ft$o9CN*T3J`OsZ(0u%Pc|8PD1+htRCjYqg?|05
z`KKV))hO*tLp?LSZ&{BTB7xmaWb;RX3xA`T=hK4dOqymXHHvicgO;9F;<jygV1xJ#
z9qr^c?~jzNE!bh?W^fe+`$c%tm3|y3xp*QH#&EoNA4CG(Ty7}fTv%mGR9VaYo8E68
z*RG$4s>_NJ6y#WRblVx6a896O<qr(;T|%Ez_GOX9^tN;Pe`AiyE!eO&nLl)TIFzk_
zqqoe|7J%0xy%wsZe(#wT0~%J>i2RGq-@6Czi4K_KShWKz+}wN3{gTmFH}(k*sflFv
zywU0X72ht=J_)|$s%#@D?<<5S`!FSt^q6K^9eSPN+&MM>@NsFomV3?O(A1-@%am^_
z+&3fhU<{jnt0BU74^ak)w(ZA&5*wsa)(I>)5cRHDmx0xsT<gy_XqrV8CyLG8TaNUu
z<QiFjH8k7{PsZFp082Ec1i-u2%Y6|wEx4T<YiUH0mYXX<R2(@F=SdG8^*qP=NjzUD
zK%cmEciAf;Gv|Z!6&KJwg7$8un)=fW#_2;~;ohN607$;8qEJ(VsTdvneKF4}`@PF0
zRQ7`pUD^pv&bWuCW#cMGX;@(<NUGxi?AOz(QbVimS*o-m4KCw_DDJ+-LaAb*)jhjJ
z;?4;Tfr1OUSET2br_GH#)-~1x{I%*BObxbu#*mb|yhZ)l*SW2UQ@F4n8?tp<EVm%S
zVNmZ?WSv+KtRvyfkBeS8&$Dkd-nsKaP`l@a;9)|;U*-s}1!!s9gjFA4y}$&4O|wqd
z8pbzZd@)#Kc*11S`reU1Zyn+#t&;?Q5#N$tlEhJAKc2VCe*2t%CBRR*>eGBE!X4Fd
z3Igw-WLgsWc<NjLe}~RiUeDVX1pgqB4b9~p4p&ACU@Dw=Ri+!*j$5o+M8K(AKu)lU
zDGF2uWyV`9Oep|t<6BF8MGLy|9c$RPYi}y{F=`R(ctQKum%#)CH3;!{M6;=D3?l=)
z$#9K#-ctsg`=zu<SfQWl4_!V*{7Rda5RK$)q#ftohm_XaMX+L6W7>PsA~c&cDUvXA
z_Zms+9@{8<dvn&rZDOOBGIABvwJG-m*At9-)pm3AqQ7)4BB-`N+;xj7!F4H#fT6k|
zrdpTU(PEeEe5g%rzp9U-my<;$X(EXEV%9ScLeLJp1I8z4QVWp49+)b%?qoe}6}k=#
z>TW)>-H4LNuxs4VvFrOtTrm+V*!;1<tG&Lq43Y-!ZdNMh@_R0ZE<FO0FP-=)s2xfU
zIJz(F<qQUYd#`2%yF<cq(mERUl9NRoernAf1Mt&-0FM7N>N=Pscpy-n>Y>AWi4R0z
z;X8pUG;&J!5_J|!9dsJH!Iov3HsXJ2G&q<zziukPsK?cQXdLMaev{68!M*=5;uR2g
z#ZCIt@vKDj9*EF}sFzyN7VaW)m40{!`RI3z43;m_?H9ZcDPbN|*nE4Pe*UFIbeVrJ
z6)0LZ^#CP-wdpWN2>0xKxSP{wGy-*KOfO*nl52C5<Ziz^wMzyMombqydF&*=@pkc=
zEk74K9qW+{?y4w_w;LV{ZyG0n**$bJZIwZG?Z9zNl+Gr-@)-E8i3|5iKGl5qz!~gg
zy<7X`(+^bWykvI76%alksOOQ;A<Rl2!y`OtZV*eHL#DKfqU7_to!!DU$H?1mQG+5g
zM~C>T52!lUs-7s1wX|F?kje0;3$O(e7*_sZ%ogZ<k_lZwg5enyyRnktfQ?E?de8ja
z8_=!%DR*<oSmfi+ER(pF^t%~3)HSAjRi<?rd!VLWwwie^ukD-#FN-TU&2<V+y%>O@
zbBrLo<mA=Z{N}CuksQeIDjvYdy?e(5r`^Dv=zUMS>4!l?3GZ*aGhg|6pC`=|mkk+*
zmv9X(nWXc0vLaH<x7D1sBipll1_hLb?&dqbX>QE2c9nFScDB^3XbW%q__RGY&VMlo
z=zR5HrnD${rnoMtnz>txL?Bd#wKXGB^dK$MpsH~63i<szn|1Vh#SYb)iyx*1t`u0}
z_g-xYVhap1)PPEQD>vvs@}YIuUBGh#pTx8eC7U3iqnj8$cj1O5N#&VRUE3ess~656
zoxQ#4<=wNE&+AP2R81C61nu&*NdyH+m@XYbcKv|~h6qF--DcfAlWw^Z81T($pv@dr
zzAGw^r)Ua<Z*%kkR3r$H-r%uc5MV}NM9j@WOBLRUlltLJX>Te}8}%Ru7ze%1|L`Qx
zbN-u^sgP{I@vBwhVJvL=);O8i<qM9e>v+h-q`iXrDRlG|8y+60Pm`b*u&>=|J)RS)
z80ck0$PX1)8Mdll??w-Gyt6sMW!Xh;$tREa&>umkg_#@Uh>eVQm}CzwgecQQCDE;0
zb}XZMKYqGi!?H3^3f>_f0o#&a>Mn(h@B#?mwZz-jG`Vi$t!cUQ?yX8=CGSKMYE66O
zR<mqB8I$82o@M`s`S0AZqac-&%N;9v-&*&&KI<2K)#z%vy=m<SiL;Se*E#+CwRt&P
zwOC~!(P)KJPgYM}-CjC6j=ye?k@R=z?^RAEffJ-b{u;b(xaZi;NmBgYz0_c&W-kcK
zpn#2gz@C)KS_Hjcpk8pG6(3R3yU!jY6Fzys|EifCQgupMhVeWC{eXkcyV6G^PzEzv
zjUZ1p-xfnTJc%v3CIMC0<b%W=Yu(&GD?wd$x_9xsC#u4IP<Q9EnT{3jy(CZbY4*<G
zziG{Az_k_#OT{?Sa+5XrTZ<^wlHt#`mo7Fx^4wZj8W5~rjXk>I2!o**;Mps*vXyBn
zXh0##`@mbhQcq>)lLs>tI2vjoO!@U+R`hcL$_u_Y`+iTq{$A9tgxT(v){-2qO~FUv
zqzAmzH4FHzaC^W*6ahEp5wac!rbbbL&|DPRAr>R*LMFDgs?la&D~*~eR=9PHV7xt$
z_E__&^G*)?z8(1TO!YhsR~mo`Kujtu2KzD`nWowB8Cp&zIFTCGL04UCuDUa5+NOud
z4Y2OW`czCPc@1tuMu=TF|23e1(3uzF^nRvOXC0PPU=o5Mhnd{2sUZviU;@zp+Ybeb
zq0D#DUb($x5z`K^UtU+UT5}Lac|)$`O&e-%SM{!+sfwsFhq1zZ#HkGbVz;=?^oHNj
zprNlXMi+SN9mI*c4853ZWbddOubiL4tdwx$KD|8xK4=VJbs#1O*hGc^xXu-(mlyY*
zN$7UBlSk+EH$S9pOh11J=gPlnRxY5p*?nGQm#_aXoggfR8X~+L#^sJW!74CSq>b3r
z^yX1I=`^!%KTKXuNtdbzw~1(fS5nBCWP+0+{uvP2ed^<k<U~)vc}+v9L0zAFzx|YK
zZhU-T{?+b~y|vFi0d`NMDAsu_R^M}zGi8p=%^pT_V0?piSW(tuh|(w%@``d`Zr-jJ
z5^ZS|lS^un=}DoNrNcPiMK7hTitoI5P_Tp~`>!eq1P=bZ4)cu7OSv#*9()PDBF}I@
z@dE5e+5?4T6`@rY3#2})zwsY9`i)B$4BF0@X1?3cNuVm@)mlO6+I|{AD#lSSz@>lU
zU<ja!3>1pEm`4)QbMLhthGI{(bh{;Lf8dZL9-7;)b<+m%ZqZ_Ba|`&_|2-%GImmpR
zEusSM$K7?Z`}pd{S`u6Ok)5&aX|WY2&AA%_H^t)>G5jKYa0Mp7@Z$bvu677geXG`p
zxf!PYEEDqrWdgZqnG=hcdp?Iv4XWOrf0*19A;TT7G+nm$HK$p7(io0<Y7p92w)~#K
zJqYg>7O^tya!7Hud1^&Kt2FJ_(>2u5FL8L|_ASdWYdG^sE1v`%aQe9k+m2?tgn^>@
zV>A!D4=JR97GZKg0nZ_1Cmoe4Zy?eda`$qt+LQWWksa>6o*50q{X566Bc2+;j&T0p
zC|I%4k_C_cllYXx?fHGFpM1ZZvDBP?1H)t^^YBgInNsVP)Fdo^E)yuvD)3^`;L`eP
z_}5kjxpJ3$o3G9AeZ&w(Q{!`7&W{LQba?Or%z#~mqV&u`=@dsnSvS%~3q8V%Nv9LE
zVz1?<kGYJG+edMGl$=~t+*N2?@Q7>qgLW?*SBc&eUQAb^RWH9U^~3*F6FLOC3F7f*
zhcLdW6&EzwGGL%|yI$A*q6Y^fU#YQI%6Ff+{q(V9&XP2l`~yi}0b+nw1NS`~+xcF_
zo@NN#GY!v-Yi+!XD4{8a|D+Gg9Z|ZcZJ&Rj$;apT4Mfgfr*m=NF5g%32UEBx>$&r6
zBXnQuZme@d6Ai)C@{jiZ<f|!ZP(K`?H%(lTnW!O~Wp$-bYnDO&1%JnJ<`9qyaydUj
zD}F=kULErU?dsEtLWoC_CV9H|!0a)OcQ;%kj8RXQ$U%IVc2!`_iGb9SR=R2b_{ry>
z$I_oI!TCe4*Q;T9AVY_1e_+Wdnnu^|DZPpF8s5j%_q?k5ZbG#nEIKUvf;bw-ibY%@
zYB@sM40GRG{wZ&=yFK<<miws(W3w*A{^D4z;pT0P{H!~Ngsx*DBLOyl_niTTAycyf
zDE&!&Mb$u9cP+`%+cN9}56`X>%`6k8M->E<;>^P6r$8+5!(7u!yjYKuK-@q``eXK(
zhL)eAr#m~+toxHMuZJlMEw95}@@xco`CB-)T}00U#>MuT8r`SyzY32V#-kO&73ani
z)tM4h0K$yPDqzbx_Prji&(~{eYD&ZK+eq^lPw-FJp4-8p_w%3#M{LUfZ1U{i{JVcd
zb85i;;74<TpGWl=)u{>s)Ykk$rh8OAw}P_qUHYA^#uvdmp9W?f{I=VuNo?o0Nj&DE
zOk*|N77a3;*SyOE3>Zo`dk(w&g}QB~AlEAy;CZINyI|eviC{$C$v-e%(d>rfqi43x
z-SVHd{m>2bEakavh6OCDK)`fNS{?*PplDKuHhNgryZWZ76h?pHo?i5Y$~(OW@0tI4
z8J2eRN$~J{U3x6*sktzF6wkLA6bB}Cg?-3cg8q)b!=?geNjke+j)m?k&UEOnD$yyh
ztRkoIne(y=Fr;bFfKwh^UZSBpDUvyJz#aYB(($)avb%CA8lgezdXqU#iY02h`S_dE
z7II-R6JNPp-=k+h&~X6r1^gN$IRuP7?6D(jiJ^Kt+iE-{zp-&Ngm8oRmp6?03ii<`
z<iOb+B~G*L6xi=vP+)^i`G^G~Lf+8Naa`Sa;^v`-%7|l;gcMWja#j_4LB#UB70<DZ
z!xjNG&sO(Jeznlw`0{V?HLG$1hBDX$JO@fHj3x!-d4%Ad#zJXPs|^8uzcuEt)3@*Q
zZJf!9;<Av}%ih^@qGp?)+-iazMsOm$v0MW*ISR4cU8*BbUHvT4-*A!t9mkf4So3k9
z+GA<{<##S^oGq|LBhu?>-CN6`@5p_H^>{N#-ruPoMA+m?-&c*27PRjrf#*bz>(pMV
zEnk!2&BwvO5k7;LXMa{OZ(<c;NUwpu(Ck~9O;@Q^CyAwXHp|R-<jJD~WKPPRU!?Q7
zRrc{8Ov1z{Qp`R66o(9Rvld7NT<JdRKFXTrc`@l*cDL;Fe7%b(6(v5?2UBbhOo~s^
z;@9;lKn4VMg)jbYs(iK>5>mylOqYj89miiLQeQE}R3DM<t<URp&QBkYx>;94=<gc;
zncI#59T^~gxJXLHB*8h^GS_D%hBSU-9foc=acj&>U+;Un+HbG0(A?FKZoXtVVs=n|
z@BzjPARab=kwQm|tRUyUFVB}OUHsBq{g{lAQK3KG_=Ldf#P6}0QnFl`ZGBlc5>U?w
zUr{g2kbdS^W3!v*?3p18F5s7WHHFV~5Xd?{0FnjcNP+K=8!go)&+W|3+(?fX&%eq=
zvG)HujH>9f8x2ehL4+o~;1;npmncSmKvJCtxqtXm8Er)BSpk#E-Qr+wvOpbj@GbYh
zGZb=$o~dJPQr;%4u6f%0M&362=sB6BE&n<AU*xlnf{ceZozABAwa;=ljkbzF;DA0g
z)OsYG(0Al>sK%w*#gEuG2hTsgs++Zw^PASL9TsNebQ@MIii4r?^Wyg|cjunG?^tui
za4<5LgR-GTcMQDn=;1rW9c5wfAKE)DXnEGBb%)s^$60<qlMBacBH~w@)HYs(315UA
z1V%M~jp<-%X|4s#5P;wUYhonON5H_rIGj)SSnYAo=_+6C{vRb6?nkpppI>lCju%~v
z9I}8vgzrI+CW8`ZC1|I{yRndp)`}rTIIdNB!A(uN!EQBVBU|ZSSAKWbb=y64eHn)j
z9}Yi=AeDj&;G!0E06ieb=67Hm#-<c-ja(DyrI~b?pxOg>4Jr2SzGuf(h7;dKSZlS@
zXNV6a1$5=5ES;)rZOH1O^W@27W}Po}{P^?u&b^!53J)Z1e@9N>*!)clA@ppc!6H?P
zaw^rocKUaAxYdO#J};-A2=#qC(w`qyZ#`c0X=iousV-06CkmUtw-~oD?ajoRq!mRq
zlr0Na+zjc`cF$5)jDzl>#9Plje$%_JwBG6E5%$58CwK8F3A%oY#H<W~z5Ex*()FW3
zHf(+wYEMu)kxxu?l6m6uH68b<9wXK_XepjuwRkR>QJeW$iS>Z@=7(o3T6A#o$EBfr
zkxhef0ApL8p?UP3&AIAae%<gCJ=(z`aM7%e`SZ9rl}DIb=i2<A6Ns=neD15?5#@>C
zZD64XnAebc&_9Rt(&y4fsDctY)^dsV2UZ9PciuYCQ>q*J=F@~&*}y*T4ae^(oP^PF
z<EJ?}Pnr`}Iy$+v>jw1tB^1wmc~tP%o!|s>ng#F-(wsx0!VX$3djQDrt#J*~`pD0V
z4mCDlJBQx)<a!w@9w7HNE6VKGnu+1_mEv~2tI`R20tlv5)ygI|RknM4d5dA@aq<~l
zc)D8^>F@IN)==Z5W-ae*c3)Cvqhb5tB79jFgqVKTeFO<-zRN+F4Im=Hy$z$KO`?8i
z)zQYUe$5%ij|2JRIQGil6V=%ve%VnECC315iFQGNW+SKL$r`yUK47`3pgs&)!){@H
zgLrp4V71T8T<6xloT7dEJz$61dkKSTS^k^Opv;1EFyYh$Tnrf3LY(>>a>^V?@8^_E
zz7nx0^yE*0!E;rzvj+lR@t5t(UoZRo|H?n+E5+$)&hSKFfU@~@G$<kgPwyJdVMU(S
z+1a|g;d~!K;YGRDlnPh9qq5h7f_91ILSYBrAvbT~IWTbR1x~m+-enc)M=(}VkL!Bp
zzWd9U#Qd@sK=0Vj6{kAIv3_EPV=s?;TiwA0ykV;;_<*1C@I6GyUaA<I&y%4M9#8O4
z|8jo%`u6NwZx^!}Q)s#Pz|3(gZ=ZWGD<hbwM>Giz8S>I8tT$+70>cW^?gB=k1X82z
z9r=Uwq9y0FHg^_%V?FjFPklM=&?oybra(83e|{BJ2X3As$h~6mpu2H!7g+Y4E!^9{
zWGo?9N<F<OJos*2V*{KjklgOkf}R(CD1ah6iMv*_+c7n{fN?@V3Ks(r1t9)1g;^e$
z6Y|(=YE3igRwYui{LdIVZRsjrdP&L27*h)&c_m)JF8zZ9a_53P^6I{zazH1+g**!F
zJLlf2IwrO<m2aTka>+hh#*Fzo{xe4`(l)wazd<H$(c<<U1b-EVl=&Ln3AQ>e5hreb
zI9v)atOfj^`Bsx1B*N<eKQDtVWOe=m|AmX(c{e}S)XIGG$!WSO&cB0<u)PevnAPpO
zDQx*Z#+f^d)KBAoVA&N*UiZ`j1${^P-r@2uj;|=vbO}f>$&dg}%A_{zL=uINR6M5P
z)=rd^>Ym+^^6Ar(O(wI?ZA2+d=c=21+I?HzzK0gVp4;}Pv=4y*7Wy9-I{0^{oBu))
z1%nG&5?{Z!9^|k;Xrz89>(X?$nEinc)$%^w!?0-oo<Fb~e_+#ix;yJGS{@|d{j3tU
z%GCA7Um$~-oVs{83yd9P9!I?k=a|{|J-ego_`;b1w8snzB>iy}V6V3uZ_$O@-<vZ?
z@a1WZUN_J#)yte+8Y5*k9f}W$k}g(*nZ&=#;f$TwHlee?ZjEmhM)A>5#5&Bf+ngLW
z9U-OZ!;pBMJ@+Ll-Tc!JTBF?+o+|l>{+k6mJ9S9o8BCDM#HoV8MbOc>CrPZwG9@c0
z4`0xwN9~H3iqsWSike>F9owts?yu$f3C%9-Lza73;27X$g4dm4e*o-#EgsEeDxz&@
zCOnROSRX6rZ(H{>cV%?p68fj<M#kZn#`pW};iZaB#d+K}|G+pfK3Z{zI(X+htpp4Q
zT53^2>hld(k%>hEHIX|#f*BSwiUq4(bqXcpp;*5|GI5#<g*?xm`F}XOa%6_}^_G7J
z-VXyEYFbuf$ab1lukbRC1GT=<qO`hjv|M$ApAGgmJswqTmh5<tYc@=4D?#BZS2|_A
zx)%d<)_RGeYy_0C^p}Kr5(i{NvF6IB1Rmj=HdBx6Z#w=%y8DLGR8pL*o#z&39d8>E
zI+9Cg;yyx^v}pjJ*WvF5zV;qLnfJ<5fvO+tk-dq5?)@$8LuN@Q_~#Ke_yDb`ckRR)
zFt1FmPT$_BL3;dX_LqlSWRUna-M02=R4Q7o>)NRuf5I7|#QzI7=|krop|D~$2V;o!
zl}{p*Qp`0k5`o2B^+SDMl`;JTGiqEPScFwFmX}{+M4qGi(<v=BpW6#G;50eIlm5U&
z+1iU31vDZY)3GfOo(Ry^i#GA|U-rEn7o2EpJm;H#m5}&!@@wPTLD;Pm><k>F>XFDH
zz~DuXxFddK<EvR=g~InyfV{%Xp|#90SN;cf6+T5I0Zxl7${h+^De{}jO<EyE1zeRz
zyV=hveo#{O$EY5?v)f*5e18doddqOdopOmlwPNoqr6E0b3xEA;HnV<vsa8nyB(^wZ
zBMO<G_dOXydVv9o4ZfIocnzj!MUvPf>m062?g#ndtuYtxkvlAe)4Jhn*SH%!-zbNB
zd+uCjW4mRvHOE%kNeeLxzYxlpxh*h}R_VHxr@|D;CWsW@!rvI#Ok+3NS%6JAi)r@?
zDO=ZHgZ8OpELb!8yvmliXdh}Z^T^68!M!D+-g>--nZH5cy_K|LLn7u<5KK`AG9hUU
z0YPu1#_<PN?+lh&W4rMRn@w|g2%MpG-OPu=$+)_vZmhtE%H-}IY=F*j%&b_VA{(Z*
zsn^zZcxL=Lk0+EgR~>`$NQbAk2p9iM=@e{E%oQgAGj_l00yv4kji&faVDN<zJ&-uN
zPETv5ejPb108cj6isFxplCqtV`e`e%Db=Ahtwwi%HUs1d?bs>Lwt|B*@$)~>YV~h3
zqaW`+`Z4+*cO*ZVeGo(gRs3H&LTPfI);&y3Q0Kdze3Pn5l%Y@w#XM{J?tQeN+I%%g
z&#3;O7C`jm3cX}%H_@s)8AJUVg;1XTJ<l7PlXngTwHeX7IaYBc73xk0LozQo?2R9L
zxg_h7Q+0lzcuCgl{e0!9hJ1HJznapmB5Bo+fNC`{{%r<ydqjW;aWq30)AgOs3-0`z
z@DzilfU#CMtv>h6)RWsuQ-S+XBtiXFRV7vff;11G<liT?!ov^?528pu_U+0e+*NeG
zeY3bixW@1jW~7;s0$alb1VM)WbFFwXomGkl{VVf#5S-@Jvr>J-^Ydy+({Pp7%$xG_
zt^TIC-wT4CMXB;eNWfR8UIH!RYPu+t9mLSYwBKOw^plkz5mms_oR5w$`|P21`1{QL
zJj$08uEj4n9UkJe^S}cnMqZAw$6t0jT$ug_vZM^g7pOD^OE8Ulvc~V+H#{nHU!%+C
z2!jeU3$K0^V6Fk~xIUir0wEO0mYfa;uqv_pl$>Ki>zBfYja%+k1mZ6{x708hvNiul
z2SFiNR9FWt6(Q7W5H9QhJ*MIak;r=+LQbLvxL3YX$$DZ%@>Yiw&F-1Tx3_b<+PufK
zsDZpOm$^Hh{x_D|LaP*d8hBuiav5#8K%!@s(WKh(qL<_nvlPgBN*ZIl9Ep7iuq(LI
zXfqIh!Ft3ku?H}Xt7SpdAaZ&>Qww^_(_TMnDoQ?nxN>0liO$8oz3wabF}LQtxIO(n
zm3BF=@gJ(#dpkzB()d5dut~#Sypg5ud7H~4f?>`6g0E{@&L_Pv-;W-`Na-Q@7A;dc
z4JyN592kx9=}Sc5bt%x9^9)DcqQ{=d_xrIuEvfYPtY*9yZX&2HfW}MDhT2P^$e9PM
zREMk}ooyEWZP1O!S<VF|no>uu@}O`2bNZ3c;7oGF$o@of0jnHDoxzJxPi~?&9+>4+
znz_gwjck7PHg3Z60E+xe^uyg?_wUO&pzr@JTscT~iams<I%CuF$_T>uvL)U&k8BDo
z=G(=g-?>E)@4SrM!6);>Q!$0V_Gbhp8D#S%U_YJ1fGQz5s8t3mx`z2~4{$fHR*f~6
zbz^s<f0ECcYG<Hyj!oZYR0Jy(C$3AGMr(sLfWS8#gZC1iAiC8-cp4aJsiRp9FwT8X
zWx9!GNo!)2?W25r&Rw2Sy7i0e!xdyOgltF4QISb2D785uPJ;c2dXeab#qH>qoq{`e
za6a41UlC&j;~$qlDA9HHn0tAw%}EaXk;1<YSB|H5oH{<PUEcdi`^jhS#|rgC9o?bv
z^=kRQkW|p%#2VdjggwKsMWI2DFVXutYAITCfod0hv!G_$rrDLZaNkXbNak<a7IV)9
z8jk*$7BJp{g_O#cHOSTX#>ZA_9VElSa;O>Ek&eVE{@S-ZVlRsL3d+!>U1cwPx7{m<
zeugx+PT7Z9zNI@~n%Svvw(j|>K|z`WwXe-`arq2na|(K_)fFV>mKEO#n!TeQu?E34
zRkeGa3-}Yg_k6o1id6F>QcnP_3*^d+Vh<+BjN*DR?MGeP&;kv2zs`oMbQ%s>`FQyi
zYkUvTp6q~eEnG3#gBrYln_|q{vo>ip=h`L7$^vwE>_h<^EZlAvjppheoVYJ$>UbNA
zSZ}cfS30o^5$>{+%X8;%?s(gvmG>Zt?*-R+jk1L9ph8Qb+xDz{6mR7Yq_9DGhl8lU
zHf7E2RqyxOOhEDhwyFAN2UNIGpgQFKt9u=HkUazJ(*~spz^00j9Qt0kZEGu`LF-<D
zo^Mr9gY`_VLCs0Vs@>v(?#_0$a=XNKJ_A5E?X7Hu&n?lyEAHUxx=^xV4>n~yEBYn5
z&!stQ>BPt?-ypLAHlqW7_tr&^E#1QbFWnBfE9+Hq$KcM8CAapgo6~JYPWpR*Ckl*X
zdXJ-24GHra%M?S>&w%$72Jy9kN)Kh|X5Uvn>hGaET4P@J^6-!0PZqy#KRF)jD0cs?
z60WeNWVIeJKVe*8`~0gQo`3EC`Ik)AC5#F_l=y(U2~nsxdKeV+0%R^DG%g1!F>xc+
zJMRz71q^Q6$YylD2r~mCRi16!pLtz12oGc)l?(K0OyQ02q+%k~qgoIJr?s;(F_#^<
zv1v$|h8_Or146<T)*Obbbkl34PX~HAS!x&YzhP0TXR0}%7mN_F&K4Nby8^@)1c*w?
z8JT~z7q$G^=@j7<ASSn)c)UOCU?|6Z9g5_TnA)vjW5o#1wLwS)4(7$_=fOhyLHZ$s
z@oWk92+eGz_BozX=`9g`9HO4s(X%h<j&1s3<G`<Iza3amBLGGXv=80|Ps5AvV>Mt%
zwRq9zP!47K%~+Hc$6)w@k&yeR=k_ox?D%h*-mBq!I=RlPzn%RoJk0uY$h%XDmLr#I
z>S|-J)YsJ|c&6+ey>dnzCSmbo2hSzzGhb}x?OU~({)G3O@}~fh>?*{tU=QOtK!<gW
z;}XgqV$p)Es2Qn#r3LF3Mt8$?xmJ&ttmX_}v*?fFLOurR2*6q}>BI(P+F+Y7q!_mR
zm@KRS#YLDl(FphS#xptwj3Wx{rpk4P-5z_M!M^Dt!O$hlqfiA&`0lJ+GcC7kP1e_3
zVOTvkw5P1nPjuQMer6_ycM16v0P4cbJ)I0a$h8|w4WcVRNV0Iote&^_bXk)6JodDX
zPoU({M7uV#lflc1#n~Ph>JnRs^*18k7?hc20wz@4NA|?UKd{tlF(FS9TmV@+H4)!y
zrO6$v<>)lK*MWCH<p@h0h;Uz7n?%yJse{b@_&Q|Ud*P1P%?Zu#YU_j|A~Mp=I=wGo
zpD*ma!x>kP&|gLXFE*nnHh=g488IbAna^D&k^)XRd<}Q#EGohqe1Gm4+y6DAHM+w9
z6Kf-}hN}%?%K3nZvdF?6K<;Lqq4vC>`F9Q59(ePG84<eR_BiT6{mJ9UZ(*VqUb8pR
z@f^|!Bjk;dIygg*e*qbf;vrQhq4zXWF)^lx%6{aXdJ?6fH={hDK}v|0P~@;7saemR
z`tkvFiS-Q4h2k4>>w?RG9K^Z9Ao$m~hthcE@<{9xVf}HHiE9O4sA~k^QribSn5oZy
z1qja#rkI|hsX3)L+62vM?64HavcBYf|LF3)d6l>Ey3px&<e+w(0(%V9{r~`j^J#(B
z2`1Hpo4OWnE(3vGd13@D59O)t{PyPk+tIFHCzRqGyHdkrdcI!%Zq~d8h0G7Klq%@O
ze_);I;1+z4AY-Vu@M-5RcoTkwLK~;Yj<I1&xLu04HgnO}BOC6K-dRx<;Z^!qb0ZFS
zC)`>tgt;DU)4htfdu?`5=65^e68jTe6mcbJH&YBMBLz*bQCi<L53X<k;YI&upY)c1
zfY7q9zPWjEHX&KZAJ$|Ex+R8P=IqMgfcu6w(LaLLHvBk|`h-1Pz%`tw&mt4UYljVx
zm*SQE7la`#T!%Xsg}A&)Eh8aQs@F6^@UrO7v%;T4)zXcv?eA5tuAv7NdoEnCx|^9Y
zZ~I9{Es5&GlpO+V+f4nb)Vg<w8A?7R1vLao>Le1%V-?|j)IvRT9FWv_1*e`$-$QX?
zy)~C2Ed7B=MAu<d^gsDwsBT#3fb#w6AVeUBvuOak;lK3=-lOkF3aN$+LAfXO{ADr_
zOKA{gx|%DG@*y6On>7Hp`VhG0{Sm|$bk{6Adw!aoQ;xL9F@D~*h<g6laFYj|%yDOb
z-W5Pjm$j*7|AA>;%(nUiE0*vt9KnzPkL=Vb<n<9uASU5g;2efr)rkE3y4oD*%g2Fp
zuU#=zbe-KDDR^Ne;3blPeLfv~UKY!g12bOS>7xSbnA*X~Fu}k^nn7Vnw61oc*~lVJ
zkUfd1#ipOAj>r2taQNMTrW(<jb>26&g>~M|=yn-<H~G_N;Li0ecQ+o6&0TYbUhK!4
zpqxR*R*z}d&>z45BTqP^URQ<YTcCM|F!ITcchMuN3cQzcIBY`=w}PEy&?le<(##3d
z{HVU<%2npW73{tM9E_6wn^L}HaUETiX7}rZR7UXP2@SHM%J1=S{Ya|K8l;JBs{vZP
zYyq_w{$q_yx2f<c|1r5Jq3ry6d0v@rW4CI^m`Ji+A3q6s(wwG<*&+sZN^O|76}ewW
zzL#?N<4TDjCG^&sB+^rcY?9c<C}}D&RpXq&vF6oGq0VE7i7+RSU~uejm1dP<ND~-H
zWw478OD4v+&Z<IIWZP@&>T9MdFZJlD2YUs_ws=xV8^20YB^E@1>^n$sK^th+sti2?
zr`q7<d@F>dWVaH??-NHdN=<(#r<_hI?Lj<^H0(q`#z8=_mfZJd18CNuO{wyo^0h)y
zof^i+q6g}13GCm6`Zl@l=x!V}ICoh{_9y7WuB}9rqC%<jSOhg0>aZAhK7M4naWg&y
z{_E4C+v`EAUrj4(3|G`H*7HF+VC7n|`MN3C7`%k1mzzVX2iM5yQymolQ$e?1yC2)R
zhwoaZ#qT{g{ps&WKyMXKhp|eoBs#?78vejyHvN-hCZG2LJ?tR7oLgMBaJSl6i~Srj
z2`=8E7Cg5m6^=PhQ%EmA>e*a78nFLe<6Gx;7aPGU;i3VKezX9)6GOeZ)s2{N?l!=H
z{pX8Irh~SIWdFGkt$VU!ADeq{LHD)QUG2p`omIH<)atv*fzTez&A(VpHOXPcmpV00
zCM>VebWhOCQzK+^nrrekxH55?*FPy7;tjd^%KXVV0S9JS<Su{>{DD>E`EHb{MqN4s
z1yx)M^lG7+tz`#RXYe&VFg3wUTAwx+9cw)}3^Lohpe%4jfXR}s)anc*Q1zKow5Qz-
z?&?{$O~}9*R0NiVWd?hh)QfGWop4iBtAFxY@+6Ds@-fbqdB~qONJoR}pbDiw_ujWv
z0;IVJFSuy9aJTFYqW70Iy`3c?Dd&uW40?VX=&s>KC@;z_B8%a*gG}*Ux&o^<q!h@Z
z`3z3Eb{c;hQ20Ldyj3#q0aq)-j((Dt;bu_K^;y#e8}ckq`Q8&gDfV_*phEr5|DP~h
z$?W6lH$F@D7ChpK$DA9Ua4qIt0xUNf!o^cRj;JGyVHZ`^@+<uP@4P9PQ%rZ&P&9HZ
z9#?KP`8&nZjG>+;PBgCu2|=9{6mSjFyWl*B;o=#s+I^DM>tXP#5JSIq|L{hkaLwcg
zqiPja879yHoS_EPX{e0;0GcU;T!htIB)7)hs;Ywjz)UMCLV9JBXY-gt80erDQ}Pdt
z&5w^Z&joA3U_F^8;W{7V!+`mXKo7sm&uf8(1icU9v?m%ZP7-F<_P9Q0_YtW9D$Bo%
zmR4xlbS9KfhG!HYMwJ=IE6m?U>G%#PN9yR-j~gvEyH452i3eNS6fmtpJX>IY1<UC8
zG;)bV0B|hb_RD-z7G-%HY|RVasS;V)@v3S~nSmB2v5%kD{DG-&U3NXkFvYaLEh9^H
zNdso176iy4E26JZezd?Dz~WYWak}}WV8p>|S8G2OW{7fYZ&&P6+aR_fgi)f@zK${U
z4k(N?pk*->0v&TPK8-CS1Ox=eKPw3?Kc~><@;RON7(9mqO)#N$&IxzI<5~slpfGB7
zTOKlT!$hL{dG@o3(iYLk`{l4+)2s-U7y3glxfhSmv#BLIdw(wd{%reG_tIb&J`K*_
zy6cB?cm;X9Yk;d``x5`f0IM$9E`yuTVn<tE6>nC@;jdRiN1E7tBh)N5hMx%^McL6j
zFQup0_>*Qd#-=XtQd5&VDgas}?nj~zz|d)S%AYJ1p1%!B!N|3WqeQ680u890rf5m+
z$=RK)TvY9sd9k~#7xtl3MLq$2ZVEm2k4Bz&YA6wyTN?Rd0ALckCKpikp4_EPY_Tbc
zT^;F18|%5WNB1r?BNLF+8=q2XT3y9tB2#>v-bN$zI7pmoD65NidN}*h{Fdjsx35a(
z?U5@97L?0NmY3dtYNCVGH~tCUvziNf+$xRk_28g6^sGtPp19aK7hr6A!{ZEdzpqq(
zcEO^k)ns~v>je1Legke1EW%V^pdMy2YHnqmPtdJ!bak)U_WNnWw+tPH&iCjC?0$R=
zV!4<hA0EaQ#ZTf%Hi=A?Jt>k4OQ%P2S6t68e!pbkl`r2^L-6Zk)!~DPllF9eDi_L<
zRm@gh+%^hDOm6Gxs82n7#(F5=)t?n9*=GIWYv=x$&%fp90A7ms#azWD7{3F+YI%!g
zHJAa*8J&%$7f}S7>~#&D$TR2bOSW`-m7{q=fkhOU!rr2Td^^qsa?*;0?`+X3S!&fu
zXAhPzHJ~tmar*%6-!@Yx)#j(?UmMJo-k>H`qTW@aCy`WFIHW;uh$dksblatf+-N=%
zIWPxsZ)z6kT<*-UT7DX#RL!hw<gU8;i`fbH1moxkQWByDsK$})5qlPA6|#HqqKfxe
z6@=D<3D=$~UAD?UA7Sr!do&QWM=J0-7X=5nQ3!BT%W+gU2hnL1=(@!{LRpQr?q=?L
zNDB->-fiA_`0H1<IDXw@-7U3I_P3jz`_%mm#(z32H!$Sb1NfTi&TzC88gMfCH;96Z
zXI6Ccjp~BKNuK=$-u>A};9dQZPcFNbb6ZQFh39B+r=34{+R`r?5K;bBqJsa9|MQ=e
z&+@&0>y6%YDpo0$V2(e7d;;hbz}-0j+m4jQbjqRIT1A0OZZWOT<?*ZHy5Y*HpW~KK
zXpFX&Q$}*whda+sKbDCUku3X+0Dv5%TDA<*HtsR#7T8Lu+go&OidN;6gAgQVpDE`!
z`e?UAN;cz>p`hL;gEaY~M*-C_XaTUMn80dC)2Hhxf(}roxMx4Nb7Rd#rV`#zZ8`$9
zzcodDaLe(wN=%kHeR5TBSdd4w+{vt(&DR93r1k!@`Tpvac93M6(y&YoMB3CF`wtr|
zCzAW(wqTjy|Ha;$z(d{l`@@zbBof(8q9|JkS%(VArAZ~bse~jX$~Mhdifm0Nii?pY
zDNOdVja`yt$(~t6iD8C}AG2J~xBI!z|8>rF|IhuL>puT;Kj%Ep^?D^!#{7QsozM64
z{Vea#`_2Ep!6)a4ee{>^x@~1qYnv__GfA_EdGil}WYE}-hx4-do`K?;4XH`DeOi9-
zf>Q`v#imxYQ|!JGcP|ilSMM$X0`JZ-Yo-0W!s;w&9?_u`jQGO&h=6P``|E*3PL&>N
zmHPf+@#yo-RAd&s7Qk}Ol3(^K*fO<2yr{+5fdtin1f9n-!_`bfFfdT`VG5ra|3>h$
zt9JXm+6`49SUysQV~Ubx=a}$?(`{#P9k*55n&m5C^G3}z5f6?^{V;c8ErqvfI#;yl
zZN$@oRMQ&$E10grhBJ*Zt&$k;+pgVNjcT>OaZ$FuDST8pv~ohM6mj?X(!ST1x6qWX
zzWmt{v1Hn#CpbnRknjbJIY_GPi?FQq_mby{LO)E8_109LP1Bf7ldouNxL%r3pdz(u
z(}N#|#UQJQK%%#|1sspU&0APH1C44=C(17kRlDlN>0k4Vyx=u9lX1yueSZ}Ea5ERC
zwE?Zqern<>@|QWd1a?6U9yE~})2X{4xZTKptX);l+o%uOQhD>Ulcn2Ux1|~4hY)vw
z`iB^63+*l;3cVer2jmh9T=GtYeCGe<{)i~oLhT_P#4SUW66IA_m(hD6aKU*;g+25g
zc;Di2m##s#X`-9D{n6N$#ueP=>w2_IYAom<$#OtTt;%vCOofcSr`fC-);f2n6`(Cm
zzMc2z-8YF|P^Q;v=~aEQ<Xtbky{TfkU!B!EDlrGT$w+DfQ=8MHAP009sx!NO<Jtk4
z4U(P4%d1M1gWaj$7325Y+*{h|D!;HQg*pdZYZ4IN%*;i!Yw`QyfC7Q<sM5Jl66E1>
zis#3}_tt-bzFoS%jqNsC1QJEsHOyi|KGf5!!I>mTnmE(jJL_aUs5PIDx<+n&AUFHS
ztxw+wwJOm~J1tid;K}j@FQ0?n9oEp<PF7*<!Z94d8ATNDdvh^^XqPeFSHZfHs$92A
ztK9RRXU?Y{w=faTj>};C+<P%UeVG0=4&({AEz^gX=OX;J-Gr;=CJuzxxo&h3^{3=+
z_^la}MHV+`)+CWQP}bkVkpSwQgTvemQz6^LapdP(Rn6ODX?|t9D|VRYX`+!VHE=V|
zn9C18DFJQ}ANmkQva{?$Ewe{Y*m=?aD{A#Y^6G`(xJIurM<<D(R7t|YDv*oq#gp?O
z86kL!@IlumpAAI%KkeN2C3pFzs&Ap$;+N4Xd-FF>=vrOaZJ1VbGky*+_b@vj<JCXz
z*pAuR2&P83Kr=P9Ch(s9l}hI+C&Y8(s7g!4n}Ic2O1#mdS-_a%eg$v%-EUlj8YrRP
zxZ)`Q)tIWbh*S(+?hWqKY&FOB!|$WPJZ#KM&e*g8WJwN8gum*KMG29K{476Ocd}ki
z#3*H0=3#<=F;aaczoqt@`@5}^vFlOabgaK!R?$8H`&@WPO@1=_*^%Ps6Z(l<zYl8@
zPsp5-jz0Uz$wz6hah-x$yvx)?U9Cz-KyR2v5Uk@tA5QxwLC9q)J$EBbCwTeS(E@<i
z;zId>1-$|m>LGD=fcG$<J`X)lGyT%{x{m}Z$!^DF>Rz-PW+=;>opX?LOausLe*#s2
zcDlBX3H+r4M=4Bmj=O%;?vwJbN5{UUXp|0+Bjq|sn+lIMKUqji<&}G*ExU-co7RiP
zqE!S;JY2py+e|4}uV(d&#mDOz!N#5?7rv^L90rLw|8DdMuF9d~JOFGEpnb6WCMuVt
zG`jCq>pfBAH+g9L{0@Rx)D7kl*9eRBugX3Pc3EvBbCR{W5@BE5Os?g<6gjH8!;>D*
zsASi|Nz({OZT*g74Ky@EJxeAe7hnTYXEbcvMSP!+SMXj7M(}4#ymyC(D!r1U9z5l@
zY5-ojQmb8S{21k01TGn^GR8Uyc?CVscS4<mV3h3e<-@ZYHOd*o6^Bk1Zg17fkY0It
zz!dXLD+$EWzu?DsXL_=biNs2Hbd7Doig%;?R<+1@l@gt{ovUD}-(utmq)&m+e#eeC
z$^_`bv_5n*SVc`CmIAApSn581e`Eg*(+o?gndnYFD;t<5r{@8t^`Z$MNe===qAef-
zkBJEjWMn~sfmKum5&Gqps}mO|Qv*$lW}ay5(BbL4{`8GvP$C1*3w(VK$B><ia`2-8
zw&kbHEzl%6ph%@>$D4w&#*9&^?-U`N`s42Prx}442OIG}eTN^$A3uf%i#`gjHO+1e
zAdponYHrmGdRG};-i-MQ_t8o4kW`UVe<Av7z(GTN)=l8Lzp{3#kccV!*_oJYnD|^F
z`Xlla|0UJ|dU{K3?YE5$D|eYsCsdSAbUtKge2jj>e8fDAX?4VqaLAg@PvuyeH6xGK
zw^SAeA7H_sd)$sc{a{n0sjElsH?Df&+uJk?IGWm@8U#64FjugAVMvO{9lhVU?h|Q8
zk<uvRrq?L}O7zTD(=&|eiPJZZCk1LW^}T#bTH;j>xnPKg(Yk-;ixuqqHR6@*3{dvO
zB)gdGPR@r3vCIdbzK+pDZur#tdZ)ZP0>l9ezD4lNE@GT`PM<pD`-#Oy_k%s)NYx@6
z+xlw(jlEwRwJ2|&a(jJ383$`V34y*Z-F<fVF|ZcV2tj5b10-j$#Q;xCko<!E1u6-p
zVB_jO9L=EbNF2T8g*C5omUg9w4aw8Z-#BkNSOQ&XK;3{`6rv*#?uZsbEv!BJo0}Jc
zwJ&49fKqAn%B;iD8XR(XrUGvb;VLfvU}Wr!-wybS22Yi#S>j4BVG_&Gsl3x4#B@R(
zagYbySAAd|Gd1mD1sp*l`22=x0n5+{jQ?^R?cstPdViebZ(Plu%D9%(yM09HkrYR2
zA05v4jf<|e_=c&=3ZNmPe;@@>1_P{PK{qLI?%q<n(4ffh+d`_7;an*W{^`kbX?6ja
zwiIB44Zm>>a8RJg)-DagUyYX_e7y)7&IKe9YB&gdTtHrgU|ff?Jt_Snt+dd#iECNq
zIdVyo69vP1)?uxw=hC*^yRp>}->ABi*58E(6{OZv7%veqmM-18Q)B{&BqcY(DTE}B
z3@xLgU>+yvJrp3^T!hM4v61_FI@9k(h0?6a{k3(;U-J)H_e}y}5RTAWvqOYMJSl{o
zdl%1AA<~*qFaSwIGUED`n2yxnxV|-e(;P2mU+`~9mf1+tg7#uq5_Jqhln1!D1pr~l
z+|9+Ic-_PNTKbfZi?1E6Nb(Enh8;9wX7PJ25hminNCH?@h@GnZdXS^f8CH<4`Bb)2
z31Ms-BsXIS>oP#Kupsh?3xw%}(SicImnX724Lo?jY9TPKrmTx}LEBp^b9A2s^)I%z
zJ|+jk%6gTrM#N=>nASQrqrs6u3kYS2F&S4+1g>e_$;61(fEmsavprY0u4+*IWx4~l
zhR^8-GE#0=kP&=9C!7->NJj8No```T4TmRxa`*af5iK{`YsK??liQp<9si{oN&5w4
zKv<S|m4iDV(zaoGW7;Zd*J9N`541&xwQ_(Xpj3M~{^^nM!kq34YKtOc{hVz-t3dPY
z#0+`AR?HSE%8qiSErafuQc>crwmn$vt;x&aWihpg^pWO7D1mvD#Rpk(H$X-7bPytr
zf6!}+m>%QsSZ{3(fogyyEQ7ayiY1?jq!K3ikA5mwI%A2uyI5Xhqa3&tSDWw=w*FWo
zf;V_!!B47ekL#74=MPJzNSF&6Zx;;B%|nf^>usE+U?8JdGAv~+yitoO$LWNNqm{l3
zPAd7TpP4WS=uqBD`31&!BvNy63OxZZEMKW8OclllJ7(LC<gd;ycmya!ck*?<UJSx$
z^)0Npz(=BHeHKz*C*Nc(v}3OP1uM0ad2q_jmnaXvO4$0X{%*<M87rBNP|3ILkX_@x
zqO*(V99vX4+XBJ+ablNj#ROs@HLF+ZOYxh4^mWHjwR-&Wer^A4{dxDEFA7KE7Qvan
z6_lr1HJZ1y%C9FhOZ&lg>Rp-CC<$9|3C|2gxlZ28+k;y!fJJO68(vvXBGN(}7nv`h
zB#uP!;y$J>km-ddmc#rTZ%sswPr{iepL)GU!8R|&vR}-8`PrdnGDAv+8l_3_ZRmal
z`R0xNjl&tL`26J65zE)Ft-C`K_4{uwAWLw9K)+oQlE?$VIxQNK>=VyYE2h_vwr~D&
z{sr{Swb%YN^ViXHBLkI-hMm0i@PnM68}XF~AAPAx1PeleJYsEN2O??WOR{oP9cLh8
z;&b7LlN(hw>Wgn?6bs%isx5)?Y&YPU1;WfdGA2gwMLH97R@%MAC)rPTJgy|#EUn*I
z%IR+~RH}*8i54A;jdlwKlfSzF#Q>F5(!7^-1HwIp&K|#mUbP=t+Y+M_l=JfS>?Eu$
zFMZzJ<CleVLTBr(nC<xD88^pn;)Ej!vDidX!zRM2`8$P`+Un&A?*eNgJF$J~(mRhA
zE@d1W7u{|4XrqAMz}X=Rgk>DUCQq|-38Z8~<w(s8`-)+0;60a-tTSyxCbyp|-gqim
z-_&bm{P^vHK?`Unyrkf$LiDZO3=pZtbaRFyy1^71-!84_>ZUWthst`4lXXr?z;B5-
zQAZ?{VNc?>2)PC;QR-Nd{ET5X0d>0s^|MNG5dA^s(OOg8(oL<zY1JWzJyoB(A6LBJ
zen`{se0FfHj^a!%lc5g|i;!l8`Due1b|K*>!a`zA<UUNS@KL~0=~`ru_n=1cLd~7R
zrtc-+l!YWMW-ss}^9h1xLMT;88o)i`VOu#cUo$BH4cwh|KIw7>t$Vq~yvMYs$8_PD
zlS71e)ST`Qn6R&c%mDQVe8>E)TK!uU>gQ`Su9pTKkGgO$Kk5ZnH`k6wg}T#G+AaBi
z4DRxOj9}&u5`g`~TrqY&6G4ewxBPTFr`2i8F^ziRlzxe@nBHH8LYTK+HxKIxRmTX0
zJ@m@?azjFVhwZND>DSnaOhyeP#FRlP4V&q420Tn_XiKq|8qWL0z0VAm*mogDd(}?u
z0$DurSFRJR^g7&6a^cvA=)IkSn5(Eg?1v#`E*5HCV-0l4hm$AzVOO%Fv^n`xxu|Zp
zL;UW{vp`e|^a=wZHOWpUVGQKM^TkAG=;rwosGIbx?~-+iYMv|FaRJ+RDqJ7i)%UB_
z3vO>fY$Xs6oO2R82ZR}Bg6C<PIqZg+vXk$vDS@!7=Vzz};flGcR*2NCbeu-`HJ<k!
zydFbLHBJu_*ySZ+>_lLz*7$0RzKcRiafb=9szbPQk=Pj&q-lWARVbgD;kszflS%bw
z265iQUVUx91*J1>QKu_t)Fgg8vk@y|=<~M)`;D(iYU%EPq&!N^=VHnu-j@k>*Iahk
z)K{Y*Ak|`)q$9(U4a5|opkiVl9n{gvdyzcQshe3Rij=;%mORv%Ogpi0Xyw<RMLG-x
zF$pA>K`_DB_X*z&l4P{du-SH&aPI1&3$CN@s&!p+bKREkY%lEG4oAb7vGfn!kGCFS
zf=&#mG;gs60!SCOf|1tIleE>aNy_%`X5%x<yUnZI)ktFgo`$aGr@|4_JJ)lfJGnh)
z0=IKo2(<IyJj|_m#zKINn#MZT2pyvZM5f-pNW+^aw}*y`7#kdakE-j^*7z98B~~Ha
z9ylMr7|s+x_rhKk$6&}jfY^1XZ?i&-*V*Uag{0Cp*)7abNsTA_&7yK%e&BkEtcj<N
zGgZ(X3fqxVfWu4%L{zQU@obz=_;r~j=zhM?&G%_c>KXnUYOC>GFq$jCEvWLd#I-sj
z;@g%XrNG6TFU+w12IEW32gBa=9oJuhQMM7k(Jr7`Y?SY}ODBiy2|(uon&A9qK6Ial
zFpk3CjZbnBxf2rUG(NrRI-EA8&;L0E(WjRCHu~`ouF<*CE-Yjy+X0hpv@vMu{|RUU
zyf8@$2OHAg*3fr9E$rWo^UF0M?%`I_#3Xu0pSzHIqy!Cume#saqKpXw){TMGLaA^H
zEGhR;eR_XA?eqOIlL-F`6*I@&lkdLs%U*KYY5lGs5IKndsh`>!IKJAZ&*6dOX#iKh
zYk+!gTQ!^C_Wt;hrAe;o>C$nK;)$W1eK9mkBy?buC608j230bNNygxC2thcZ`6EGy
zC2~FP$cNy%FL1BBQ5&Ima_B7gg=N?nlOy2F+>UNPY79;t0769#s^5H`4;~3v6-!Ru
zwBpBao_iC*U;pfr*`psf#dm!16<d@>4i<9lh)Glx{WmHQmg0X``|q@QfE3_8Ioxq)
zNzFr^3F;oLrWmil$yH!MvFJgfP}$m}I!76g3fNMOuy*!K*D2M{3Xyo#G1-TsZ$L7g
zEQ4SCSpbXzRwmjLL?MpzcGkfZ%y`D8rI#A{UL0LP`i>MO+<s-9nG*G-&;Mcn`;VSS
zHi--s@Cz;AY9>G(Ssz0y*JGM$9j8YnYb>`D?$zF!b9OCI7e4rSsl{;PtVncPl;hN3
z_gwkZXeUUO5s)Hs(UBS922Uw(G@0h6uP8F%_ffI|wd-Owzs9{uxK-A}5A`?)wLIYB
z5;Wb_jicGXq5X)Cx{R-#$X9jkaHC7Vq=Q~uT}5iblE){{OSe~X5v#XDIl>FzwyeXV
zPk{2q$%>k(*S~R@kK$*#$zQV|s+j?%^#+ENxcjR$v__f%2)msFU(65*rOIh`R&AXK
zVw!)MiLrUluF?wpXR*6;&5P_fIH?Nr%8|OlsF!RLNz$H2tJY)HNCb(!W8Yn02{;W`
z*w6uESPt|xk$2j}wwpln12iXuu3Ol^Jjk^xSMo_!?dmbQXO##fJoroe3O=*>5T-RJ
z<BVHhBu$7hk|kveQ$o<=?{t(G)COogGe?w&VvDb`>s_N9jUyQ);!Eyhd4`3UBOZpp
zXWL;&1s<}GvRiWvpkT_08N<_ApE?WRwfo|ES351qL})LdeKH^g5UDU|pFtbuUPWi@
zS0wcEgBF%?X+-1k*Kxniqxn&DnP+KV0V4%{fr4a-wa;L&&06Sj9L*LqkWfkkEIV?_
zF6*JiW-&<fJJTkEsujQ$u9EiMOH!<wZYBQSIWhlk&lWa>AywqUcrh&F8AjQJ)iIE6
zHLsO}F+k&RdSC~xcC<}aBbadpdOAY{?N^Zt>7DDgv~|mxCObq&>z9~!(?NRg6+P<^
zIwV}ShO%FE%zIOL45@Hhn-@k~#7#ufY3HA80HDdK7(^<-MFRJ8AQTI~h8Mm<;KN+P
zj%ChRu6N?OQ0HiM38P2pxc0~-HRA&s<>*fVT4QgYjToYuWsXLbQ)Ica63q5tTE}5x
zN}u^#wC->OY|Iw)x^kKP<-%*dj?alKTOeeBgAVw#!zKbr%Zp0%{<iDiN5sMmC_`cG
z?fU2IZ;zy?3HS#(KW)lf&q$96cY9oTT}o7fV0k(%5mChZW<v*a83`GQP@b-s_%Or6
zL|Q9)I2G0Bus5)Q2j4$Hr$ED!fS(DZH(E2k4(yj8V66s38#R6chHnN!iU?V|`yG%*
z8=l~xy@nVhxIWKAb<cv76$|Ofas>LwzPp(ecvADeu!;FM*-Y1t)01s|9BNHHd~UA!
zKI9Ben4`e%9Z`yh`pL^<xYqh)+7Da@L*@LX+d;Q3BU!haEAyj+r8vSgSPY6gzne_t
z2{W+$_ydx>wp+$3N1|FApI>-YTqLh7@PO{GXJ5cgLp}X&2bm}6<K3&Xhvfn!9#Qae
z5WHntzLAbeF|jM2mpO&oWqZ5iduS>UShq52c>Cp`>YB131ZNZhO9eO;QWmmmb^1y!
zFMXs44CL;N$(TS!Edu5Xt<R?e3e^+_rvebV<E}-#aEs79j`qgr1I{OSUHl@JDH(Pq
za5rZVt`H(3Y%S-NKlHW9S!)Tqez6)GG6Y)}ooVLR+W>KBH9t$v2KX+!8hsddv*;M7
z4<k|&An7rxoJKt3cggHWu&u!B9=Vt8TaKB+nj-lZdqB3+i|(H08KrXeb4JZf=vv)c
zk^);s9X(VVGt{KL7c%ah7(DfcdbnKnb!!X1*YK){Jf;=2WBivV7dmgCB*7}{bKYik
z&dp0}HSZ5=>pMR(XqJ2F<)ON|Zzpu#Eq>k--gOHt2>fC_Qj~B74*ScP+6BN#(1f8B
zCpcTw(#q3IY$a0C($l4%GzV%8s)|V<m-WyEVQS>j7(mPrL2N^cpkPJcj2sFtYJ~Jj
zBJK}P^U3pAioF2IvTJM+cW@FUN#iArE`BDdA@34+nx(Ex@1p%=<+L6;>?$6k)BUpc
zqtKhBMcZ9H%A?*p&ASd<`L7jL_&*Ix{fFSBV*F?Ad_}di61n!>I{xlHgntBVu;^zT
zH4Z>>6|~_6jMz=>mr(ney8gQ;foIJNeKtKU-V3uw4K<W5$QL;VUqmE;5AF<xR5#(c
zI7`uGDgaED3?>05Uz4Vx{^PR(kvg)e+~1<Be)&l;ulgQ2P2B_bD|Mi(v}FVs#-0Ta
z83?CB1pyzQK7B9i1T<bcZT)<5{QIt?B)G^sF14xBRYfT`ZgF$fWU+>~{OO!t49!k!
zg2)l#rH3Nejc`)==A)%l((8bXnHD0S#%#vt-IKFks|6RfiyHJcsPt$1ex5D=h;cp4
zHXtvz5_sC5&1Y;P<4p|m#_o|5PP&ZGGb--K=36D2MG0;YID)d^R>FT;2I*H1Stqjt
z(3={(q`M01Bugmoefrh2ziu~)JyMsPp0eU;LfvkqM(TqxLcm*j1=azzwv83YJP)NY
zNj{6qp{RWoH2o~R1f#-RcF*IY_LCjl2}|PE4Ra?>Qev>q>`HJEk~^{sF1DYY1|Fwk
z1eVZ;SjXR3-DTPOT^jT?3jXRF*6uGUE8;Aj!QK6SW{(2^>5`&66rmjYUgBR!X`5J{
z^-#l1$wNEX9pzyKyMwLSk8GTI5^8<!<qL2H3~ra%)ajbx2zY@dSB3aAuneFjD&VPp
z_44@#?tasI9y!jwE1zG&8Q*K!`3$km5RYYnLygY|yd_XsXmw!O0!{6ok>zAK3Ae3E
z{F9k_Sl8k6$3I66yd|}A%ipqQBxD<MYiIEu`=QIgvTHGyV33MqdxMjiKI#<6$9_!8
z?qXxfFQta3dIYhLG)nW%%m%N-h-*fq_Tc+rV&Ecfa8e13cCN_^69=c+V8?H)wtDQU
zf33fc+|9c10`I^3`UhqI5gN>1>h%N6HvZHFBv7D`ji({nIQ!FQ0BT5yqF+Xzp?DPB
z&<y-a7w#x4>Q-6*C7{bT-zeZw%+4q!`_UgsZ5-K;D5a+pkWbsD#Ix*YV{H$d<{A1g
ze-i$-<?oGpo_8G}&drTsS%7JnB^ybLJr2q-T0jUbzDwS7hJfAQK6R|r{r%zRU;1x)
zua;jAj#k?Cc0roDX$df@)BI2%IUC8x0-A-mr}MkD?=AlL7o4gnAMBCeB4SCz<6*U!
zzUmp+YonpRa#{Xi3G9EF3_Y6n>)?R7Xw%*5=L5Y8vjNhs53Gw{<L|*iU3ibmq6E|X
zaIVf^qpV6hMlO6BWu`?__q{e~o7U1Fh&^cEkk+F7grnVeyVsJp0WR-ICa~o80SkFF
ze13sUNc6{C6}kJW>)5<Y{1g2mPr+QX^Lyu|qFWNm_i|S5tBnFubI1_SFr<II2P214
zgGfX%lnDK1wz^|R^TDCnj1HTY@wt3~OYpT3WjD-D{9u8&4-|3Z$h?Ow^A~`4s|=*x
zEwU~`4<Z3<Ca%$$5u!a#yy|i_yTQTqxT8?5Q+MSn{wCh~?>Aurge$OEm_jul9nlI;
zoK~QF<ggskuuu8*=NN(NImKg?2GzppH_DE)xK0A3H$%!uq1=QDn0)AAz~&|hJtNN5
zruClASQ<yTzvxjm&;}h__s1f~2H&i)voWM^i1A-GFoGD61@N)13|*k8A;j$XC-&Qa
z)NXXjKC=8Zb}8cHZn!1kDsiHpY`qvs8))9gvVT+mq&#qU?@<~D>(5BBb!$d#oWJ$p
zi?r7bqsv^}%2B!=TKTMSu!q`E79Zm~0);r81Ob-XvlGq!#j%ay^u230H$1=dW*Zy&
zUrddbI{$!bV)lV(2KIsp%a`ec9tD`={llPcP2f6=*c#SP>TfS<qQT;Rd~=#;tWTNx
zXjl3yKyzoIz_k(bC&qJcCB6&-qSs;y-^6pZyB}7Gq|O$i2Ru|q%=lT3ki!d<E>uBo
zKpJ~Mp%g&Rn_+wAXwu|?88i3U0&StW;?JIOyfNtb^B1FBns<Y{9zmJY>K32)0wH=q
z;bQ2_!fCoedw;_D`q1%^n>?#d1Iy%G<Ije{?Ms4bc_wO|xp%8b1o|#S2VTqzErw~`
z4>*=%;on)~`>^o!?}IK|(NzGWH{zKqj6MOn34Fl4#>}Gp)0uEa0C=eOy?%QYcFH}B
zB5y%L1}pbogw0W&Apkn7b(A3Qh_0a^?*a%73AcPKa9?b-`KDCoB*-D$;WE4r*_R{Z
z>~jF4!dW_&u?Q#wd<ceS`shK90B!2y_8!0IP~vAF7^C+V=-LvDmIx%k5qKUk;i6m2
znZVGT5IZrR@3q69LN)<e2Zq<I5IWNeIq%F&g(Hev5x|^)UM#I-Z#^9wXW~AyFgxeV
za-i%@Z3tz5%0K#=VT^r~XF5or3WL6;Ik;Q6ne=xXvR0H!Xp)(h-@5SZq)QmWDoi7}
z>0#fEokW%5M{;lQ2b$Q;a1uppvJ$?C9G7KC4mR(&Vo=G|tVJ*Mq>5UzNrAN`a;udi
zRzL8Au<>QaUUnM6OO?ox9%Tg4u(5M#rs-g|R?hzONy6uFnpe=8r^kzuxBD<Bxmf8R
z;iM_zge)U#qzvT=R{9iJ-lVXG?lbCb&W*-o*KXI-)-?4xwHm9)!fioAzW64%S3k5L
zwkXe(p8y4mb~va!$PWaTJ>(nlsWZr&jbe7qks711s6z^mmLG3fQpz&A&bMVM+4cA~
zWuL&${Z}LM&VsJ^TFDh4CH@CXe*Ybw|3}M?yQn8R?kYz(=AZ|_ga)h?Ij&3geo9Yb
z#6s~G$pn%4g#<0lv8A-5Iu({uy}f{UZI627b{=#7pt6Mt>-g&NwWi23F(0}HKhHHb
z)<5|<km8jy_CUh?OWJj{6>A1)6~(;a3}R^Zh~!Y>D-qVtz*DaqS1*Q{_|g-C<!f?Y
z8e}R>p0rX-+7cbSK8{^-R0^V?Ea)N(kom<vXx`I9>c4yXJ1|I$SDEI<(7BOvolFlU
zK`SNWQ{!JukDo+6zfWEKqH5Md|H)wjeEt`3MMac$Ejy8L5g9iC0bq}-o5mAByji%q
z<kQ^MZ+x~P#U?z7m-%q3Ir?;})}8}OW1uC7g!U5_e<o6wAng~ZK&WD-Z|_V8)$=Pf
zLm5qacEVkX)i2y|!X{?_4YY&V<+8f)TNC_!NLd0H;HeE{i6>F43YeN;*N8WZT@@;x
zd>-3@l+s&(?^WBw3cUAL&?QD-VrA=-S0|5e+uBI%gjW=I2Trt1aHe3i>o}^jNV`aU
z>U09jn1&v;chz5sR}<_={^fX-m8eY!Da}Q{%b;2WkPdY%r_}C318_nhd{Ipyo!q3y
z=|C%fcQJCE7+ad5ax1f^u31T$_Sz^N=t&CgHSa$SDS`Ji1QrD(F|B(JM`9*n96?v6
zxo@*ERCJ@yaJ11&*JEpwQZT?MPuMj3y@`e|OdXD0MlZcVNMTwp5lH!fPXH7KkgUDn
zRrJvB>o&FG{J${wKc)M1GVHrviD^Gt<#nAD)j67e`1RM`W1XRxN+1&dgxnX}{SiF?
zLZRjR6UE(d`4cbIH%%tMT<o~0;TJVsY6e;StH8a2wd6$hA(~G+ffp#;Hx<XAVPOcw
z#~+bW9k(L9)4elj=6M(Rj&objnwO&kIDm-Of4R+FxAQvZBMea2B~IYGweHpJ5^6e1
zbZ*SB+i%$OVNls~-$co8T)Ejw@YT0meCUT^fo(D(u|L90Ov&y$y6uLjp66<YelX9)
zZ95lo?l||k+gxSJmWYN^|7B?s?`+^CjwI4O2}^9=#eR+P{B~_k1P1Nznz0!*ft9!m
zg_$798->o^uXGiFRF}Qa-R#*NQewO^EpVC(Ac1XXqD<+2EjWqBT{Am&BY2=#a$Mof
z{h7s?qA>@Qa4H2>i=~GwS|u1N;~$rL4d6uwCp+Q~!Z&|#(~<3nZRn5iIwIAMjF||Y
z32gi9NA7RK#GOGz(uiP2{m!vczxwyDs^Jr(fQ-WXLB~qzp$Z*u@8G(pOe^EV_qAoH
zf@a@ekOV`=XFe=#e7I`S(#fSKS{!lnzd5$^KZ+Oqk77WNeB?gi?6@p*8Enx4TkVM#
zI`7|e@enjXw(|^5Lyn;gW`wZgl0f&_(`N>oaK=WX89&2+*<ZFjF>0f7qx|@p>I-5k
z#@qICRaJTVbKTYjM;iEwd4ui)c_3zM0xGx!CmJ?%2Fp1>;Qlr$I9gX~EoPIvA^Mf$
za;W#lPWL$eIqSrqur@}{usY^vc6%M!rA@-bXH0vIwiBXjD-RoF-MP%6?yWk%nkqZ{
z!92@i^~8XpFjDm!yav&RAIEjqA*HK@Jw_Q(?82L}C7Nr9L<ODnK3e}>W%$a-D3u%i
z8PF#5cQh#4y_{9sF7p-&jHItK79lpMUVA(uiHLEAVNzPpRuxt~RtaS3kDh1rx87NF
zOo`x2&8s^Vy-(P}_wem(I_Q@0GB0w7ND+}}Fn}ll4w%bW08XpD)D{TyTep4I6MD6P
zZC7O-cWXj0$<NaB*Z2n+_8!4ZWz<EQL7V$ElqgslQBHSOcc)fjy2`j7c0!i2HR*26
zw0@6XQA1_tMFDBGuSXPb#XH-yZjLgpgA*edt;oWRQqg+A*@5%_iqNv;_d_p)4aoSo
z@|5P(qBb+?YwbHHJbAJEM~*!3G@cB?55r>#+-9Qa{^_mNkT2~lxi*P>du!*d$@vJ4
z7z-)tYbtNB!s58MsZE|^#YP#^1iW-ZvnH5K-2t1h1(`eZ7~uJ6ber^m2~J#1D}Uni
zVfnz9Bi`l_*4q*fMZU%lA@2f&zZ^<}W}4ZKxHHW&$kHRTbxgC+sRiRjO^r$=ZF_i?
zR}g1TA@m0A&CB<H;(VJa7O%E92fcv*nPJF3;l8&vP~FOQ>KaU|0gxmW2`bFA^UIU#
z3<~=h_}t+su&T@!WD<>K3PsY+|HgH!cDU?Xw)fNWX+){BOX0M)Nnc5jky*#V?7gQ$
zCG|EH!72HiUdIw|x1;%_n8{#TZ5u`SCrp%H97an(DL$spu^kx)-E<!--d?D?^tODU
z%Y8rB^UKCDZ?2W!eq@Q>1+3yMoHT<>0Ht{>83*vZhAf-%D`q<@=-Ra-&5DSEMfY3R
z?d{6yKg3@HJaS^ZZw{I}zzn|q)N%3Q2r5N_I~ZXn)@Y@eNe*3TqI*}o=zI#9P0xoO
zt*b0}>ysM1svKmgM*a3)!bbMF^5$G3%QBt81bd_x)2i2KL4z}r*o|hI-<r)JKl+nA
zJJ0r4^RGICpN0=uY8qIJM|z)_TjeRa>?!-Si`Q`gM{~qNs-sj8<xK>W5v*OY907Lu
zyo&)Aty&tInXB_j(K+*%>eO-1ZAH%J2h&b|aCoe4esDH{YZ0AkkIW#@?7;6Ms5P`C
zj-WF|1X2bave@p;z@)W}!y}C}L~`l1L0HY9YRP8%v4kcC;`<BE$6mI*4bEcQoIlTe
z7QNH<`nSn*JB*l)4_Pi4s3-8wWORQ{*$!jxUcHS9;2BRse5L3y9L>oPetCIE*pB`)
zBaQYn%qf|`M7<~b(?(ls6T+{L)~B_~CC$A*dpW28^~}mGwF~_S0_d@=OPE&OW(Af}
zY^#DY1T;n~H#BNJ!m{1zdZeb;57_hkj}9ukZ{2b=kIU%SH173dAI?fGFRYdGgQ8D~
z**0_!e0!joHs>Q@=iz1Huv_mh;sXmeo~3WOmv6CZtH^uD+~#YtAj=r6{&RFI14gqP
zKTJp_@}uOY)o9ZtGfl>4Y1RpPDMy1|gt>4AFPhZ5trQ%bns7UguXrnV;HZG9>zAAe
z5YYidhU3gD`UzU`J(J)dM!c)GpFq{e5Y;D@_6k;_uFqS(PkVA1>^6B&q)=Q5Y|I7Z
zT8I=vE%Q5a3&1FUCD26Lx2By4a52Veof{=@5&02+EITY4JJl5-r~4}vF86a>g9oVD
zP0T?oA$A6O_d*24rg~v_mhiK;Zs{GF>DQwzcoqB(YMPzav0&e4-@%ZEuy>oc<o0)C
z>aZONCZ5kbc3aXgcV{F0^}x)6?^yVd>U@n!c|?Ys;{vP|5e?sl@xky;vW`G1v{6f1
zZNgP}@Uw5X4s3C4s1P*sHXTbt1e*tI#(&{o6agPh&NrE(^Bhndh>1a+;0(V88utJk
z<lcDeCDE&MPGageuCU|JxyhF=BJnsrf)4=@OyOdv9C?-?<em?mwXCyrT0CrLy60?k
zl+*Lxx|iDOHimlR{>Y^P^YX63i$*|KC7Ms%9t_I;`SthK02WW6xnah-8GE45rL5y@
zJUE{T6A>frl=axPvK{>tgF8QDJ2Rx0H1&+#jSPLxDVELMKPIcoMNSqJ<Oy~BNT69^
zCuJF9BZRBiB*3E&pZwb4f=LFRXyI7mW_M@Cl~SKN4Z*`_>R%)rD|)}9=-~;G$1p?L
za2SvVVu|{lfnHJ&yU}Bq3e0_!T@f_YDU+LpLXd9n6QA_kF<P5%n-}`j>fYYZ;>OWo
zIt>DSw?U4w<!46ez%l@TM_5p>vIzPvclvrqpgcluT9f`Y;n$i^V`okzSa?rlCtR}C
z)$W>8JjeAChlA5XkZs5~0w0Q(sRQwn;ZcW?!ry8=)JKGKGoShnxJ-6nC~h_@1Gmz;
z(>~jL2)#V|6w^Ar8Bk=f=u7KApD4+cCv?Om-jZ(X*_X`Jy${)FBb~s8bi$C*H{mP^
z0W<l@s|4wQMg=q2)y&Kaz2^IMm}{$@b#FsYWb3nWMB}EH<M06NSQQD(ATBfY76?^7
zT}gh}#U|I@tPxIM)axO<lK+5P2ZH<I7tt^;@3ZYP{CyQ0DIobZgpw@ih(&Iukp=nX
zn72`XVrltdOjVuO@sR#U>1^C|=Mb~knV_H^$T|R?uEFW6^EhbcGKDf2^rudE*69kV
zeS5b`41*`&Js=^l35hmjOj7QapHijF;4nO;`;OV}epyJQrT$qK-DRxwREpfS%WocT
zi#}1e_h7)z7hkj_en_&!S2+UGBoRn8w}cE!FcRscdXfnp{XA(LX?l4qEL+)jPCfc^
zveB-}<5Ty`ON+A81jL0NgBj9<Cn$GtU;ZeKA(rNO+Z2`djG1#gv00{BrmQ98(7I-0
z?zX)IpRy=Ha|xjQu?xZ3)>DY?fXSh3nGP&p_ESB45>CRz{?fH26L-AJ<M*Pq{kq;8
zUbj;3*q7Ww@6>-TcnUr1FgYCshl2x@vjswe%k2V=MXFD@>?@FuX8P;4uMg?#hRZYE
zZa?1DqGK(dy!A%c9=_Yqda9L9D}g%;QsD?10t?H9z5>zDk1{}V=`KMWB~&;L#kcCq
zs4q}bc5M1l_kaKJ-S(cIkWiBAy{ze*zB^=1F2rn8mJ8gDIs~kej1tARA*-5;n87S1
zy2IQX;m^%D3U((7UZ1x4**|YphblKv`re}JtJNhdr<yHkz=qmjJDbIjEN#Fzei)j2
z*L`NVF%(d4ay(MQWqPuu0?g|l6uaL!S>f|^HK_k2bEpL;Vj@i=w(s`XPUF9O__K)h
z&{L<<kg~m9#;%be9*L<P66Yehv1Mq_c>?V?a&o8(Be{!GOjTogpy2f8irX`GFy|4I
zv*F~(WvbJ)AI!qnc4nQZ+1l#pC#UT9N-JN^$rJgciur`!=&s>1`X@wl|09cS|IWH_
zsq%71gfI#n&Ph4&egmyn-YXw&4FDKVw&?b2av?KC2TofF4p@TjOv_KjBEEBLE-Qga
z$FUPg@)3THiyv;&+N0`sDQT4HMTZl!zQe=wr~b?c{+)II58KcmEt38dWu^X^5?23=
zYe{?|fDX);IkR1uQ9E#apI8`q*@FfJlb-je{l9UQXMN?Qe&jDzIeAkL1a4gU|4r$w
z{-@m6KZKk3Gfe(_Ve-HGvv93W!iFLC4smVB4Rqs-)?WOMia3OOL0~Y)?$pEYe>3;^
z`#H!z|NXbKq5pbK)PC<XM#~)2e(EHqKZfi;>r}6wt&}I?1eW@0Nb!GfzJdQ}P5S@M
z=lw4DXuA5l6O${VEu{GD*&?H;e;DxbFTjug-+eFiabR{u?M}S#`tBRC9S44?h)x^k
z`hK7}#IkmI4r{bW=d#?*JbrtdCNuljC}QYzMwH<1{L0M*hu@#7-*`uM{b8NFzmF^b
zBN+7m$<ICSn1Zq`fOOk7<C9UxA~NdH>7IJCYaKaz<CHbu-;R=IshxktQHG3<LrElm
zPx5*~{_5e+!8UJR4J!%9(Cl_u@8ulqIL%M-!T!_>pUmtg$Th<0!HfX*L(Q*{?RJ^f
z*1V}Ht0CywM3<gl(zDEWI<7U9Iz6=}<+l8vtDm#?(ZN(jds{6K_3Q&pY(x>tj8Ioo
zMa%x43i-Hs*F1JFZMGhlPfW|3LPax3*vH#<BJYD?e;kICkNlb5Ns?J`fti73%_|<T
zO8WT<+Om~)<Jh2wGG|Eln6!<U<z0tKKb@_P*PASuOvW96HR*&wT0X3u1+a>^*k@NF
zx|2{geqNL^kq)B@ryt7|r!-ZfPNl+hb@shf^FQ6AsN%bE<**5WQnBPfH<^zQDtUT^
zqeatV?QHLKc@|w(cw=l~x6IuywJU93&~zu~i&65e-ST#~wZW4?yCkO34c)p~7ljsN
zsX-FA>5`PM9Z|&=G_SIOyNYKVB>OHD^_mo4I(YxqiTCHU;DW5kLC{gFz=65x7?==8
zcL7(c89PJd`nE2EiLcR$SId9l;!7(<YSim;4GO2$Z?qIFwYHYW&ctI&Il7qE_pmAq
z_Rfxak22b*&8Ltsfd0$yGkx@<cmD0?NtWu)H3DmwHAhH^LYU}gqyhCZ1k;i8A(*8C
zy&-3BZ8Q=eox6g+bUOKa_QOLDtkrKs8K_ymiEbO6e$K3Sq%2ca>a0MksSYjv8S=b3
z^*QX;*!L8flyQIA(+TS^q~clJQk0P(JFk{}oxgY`FXrU$_wQ%aF}hY#qjsK638dDt
z5|+4e*}+cJ^r+gIcj(pdG*n|mC|<IOj_)8!qK7csG2{y<h4i)(p#_+?Z%uDxe|43!
zd`q~>?Bsn;HTMslKV9)Zb_~sO4x@Ai&2(9+bd@$c^!JtN?oJuLx%BYh;tvCT+e1aG
zf1y`CupicUh~_)7Mbr;q9O1d9jtnrW9n*n+3#+wm$BwPG5O+4JQ8dmhoS@%<ZDZNL
z_->J*q0ivb6YyHKf<D`4Sf<>`zU)0oD7!rlAPKG8Ir~AON#H;srvr#1UU9btY#kx~
zE&!)T@z-*AQ(66K&Dmm?%lk`;oOh>7ua3Pv)YXZm!Hagy*RFonm}!?z<rYvxKCzHG
zVrq5!MJHddE<KwPxX1^#+9z;hkH0l@vmX%xBQaaT;N<Q*H*Nj!Vo;SWA#vvP$b0R@
zRh|xNz4sZYCBeY(*5V^7Xq%lwLdxq@Sqe4@x9ul|yNV?PE7Advy|ugE9T#_Ve#`Z%
z=XaCtnWx?#ba0-ze7j-LE&j~wz`+-Qxnfm>Bk&T`%s#MdP!`}8MCd9%HNgcvFOt~?
zT|)qec!`F+%YuhhSzoftAAgd4(aXHHb>`fT&g9a?8+_;-EA0s&-W<)f_GhN}PtAV+
z%oP854Wd6Y#lN53{p(EcKl}L4O!1$}w)bbI_)p7#e;-BunFanoOh*4_veLh)F5z8%
ze`1;|yvjN7XG7*c+l=}7`@btMMSS}GiOIEgXa3Z);*&SI{uxb+|L<MHBan&Ue1dI-
zdlF)0>bi+oj(*Z{+Q|J_s-%W=n#~u_d*nnt*}_MYcTXFd(75;T4yxk&L;#Dy4sRgR
z;v0z7MM=>|@0eK9IP!k(_lH_!mhY8$GBt~2yCpN_d%Ko2ibK<9?VEMVq;*QJt9?gI
zE^q{cm|7s;F=*rlSl9`J&N|!Rm%5s<<fa{c0ebSkJTus^ugbsc-dk@SVtzul^4&H^
zHM6ArW>D0PxrJ$U!(1jp2SOrhaWt6gr&2w(fC<&L4Xrw~d(^(JZb}q!Cp2Y7Gw9(B
z$Ea2tH}>&6xz%Du|2sSC|5>9atd0JqM*p9*qto3&Sx+M=@+yd7jUU-f=cm<PHW9t*
z(#(~!uk=csvAD)%(-oE{^yBPB?+cSazUm)rXr<nlG<@Nh#mMw}?mBM}k<;kt7<sp*
z;r)x1neva}M*zXIM}Dg8jX6*n{D;b?*JfhR1?aK&4>{BgXx7+<EiI+yPJAljv2h4`
z{USYWtJU=#I;uQt;`eOaQhyST|04||2l-<iMpij5T(8u*lr@HiCQ|*buBxVaxdj|7
zoUM3p$|y8XX!xwBa^C)&fAk8*eSW8^he-o-!x!#<pLH&y7Cz)pbzBxTdSFaC&G+tr
zXj&BRBoGG9|G%S8HL?hFM3*58^)f>^Z8S)iBwWXcPe3VAdNDgEAk<rlnk(cOiu4|=
zGOy-j%)8=ciGzk0k)fk+L5}R`1<W$(8@x)R?mnnZWz{o?Qdf)y-4=|tN0^pPP1I&r
z)OGVrS*k2cu&QeGt2Eigdk$=^g9C8t#h<(>$i-t6WQvD6^fO5g1QSrNP?i)#Vr_kG
z?!>d$z4K`4VXG%z#noE8m;5g82LdsvN~s21CCyFkjCp<7ZVc%wa(taUns_nk^v53}
z!cNokwUyk;W>+NZR7s*19jR9BwdVLoH;wxzRsr{03CfC{#ZqDNh9z0jktt@zPEdAN
z?*5UG4aFLo6V|q-I&H+}S%S;~`GW9Yt~n&5orDhPF$`D|IEEWgKJY?LW|FK~;!KiA
z>uo=ZH<tF*qH3VgtKi$A!<o|#l|8U06%yHg?S~8A3%1HjqPc}F0x5>rL?MwDEM$DF
zH54au+NpbHc}F)ujPGm0_sWxTHucui1+kg6F`nP)FC7=z&DSj?paoDlSchzx$AF&z
zgdL=6mw1*$JcY2x1cZbH5tdScY~YspT+N|rq3jKG+qHtz^5@>>A%cug<h^)(qV<vh
ze(Yt4YPR!w<VRa=^d8hvT7NrIq=yo?d&<q)S1vKxztrpXwOpL?$v$X?w<!!LT21JZ
z;|TN_@^VT@iC)R!&wOjgUbtb}v{22CIexR<E02%qyJ8>8g?8Rn9U=c(p@d`jP9vG;
z#KJGIE6uie<{*IrO`EMfU@sKMv|mQ?1MT738o=w5QScjAm)bCk5Me@y;9BX2u3@8o
z<NC3Cgg{Fh#z25(Zyd%Ai2XFmFywvD0h3|k8eD4{t2G^EQpJ%~BEi{wHF%bC4UD60
z&C<7S!E6foAt9TqaMq<JMDKb*?|PnyI+!kf3jqwJg})zISq<yoxRSx02&d9uoS2DG
zj+hG;NciB-uCTv>KfJwga-|vXZ(JW;|Gek_>Fd1qSKIIi0;6#WkPn{o5x#?Uv#7Vs
zEE5d2U&UMnMy!i6!RrqfVh$t)d%fPU=tk}Eo5%mv$X=nx;XH!L-zP>9o8oJKTG^jF
z<DcMx-t|+{X)w8~KYdfgUwjiBN?}^DwCMcZuz0lY;IomUp=xP8?@s^=bmtNqg)<uJ
z#m*jzyH*ENJ@Wm!+C1W~=3558hK=S5ehGZyiSNKCX8z7+dKAwx2WFWc`7{33E35u*
z+@@p62Kq-h`Um$c?r$9P-?~kS?`UL`0<wuK+~;?`8T)%bAA!qUw$5BOR{*1=zjMq5
zf8O)IIRO9rud_eXlf|#Z>-aB+czFMP!WC>B5K&hoVeT0PFP!mp(R@^L?7912oNw_%
z%h{A?@_jkQd3!(rq4!sle1x4;B3YUF|K%9A{!8dU_#319GaC3ag88qF6dj+Sj<TPc
z$u1D9Go#RZd=X_fh2Jua9!3<6vXl(kdwe}Dq$Vy-jqhQ93?fRb@&EK=oKIZgE}U@~
zkM;*V2wau^61XD&^m+d);{Wq(`M0^sf7N-Y_G=ZCO~xc+s)?~TF<hN5++4nGo+@D%
z1qJ0#O)Bp{ZXWfdz@t#%(b6=s>G0(2`f{Ftc-(1Aaqj91|Ehdp<^NQP4}SKHy}2AA
z+Dwq82_k7IyVH!9cC$A7d04LtXN0czslkkTbiL;U>TB=LhTcTI8D7C7<*8*F<8@LS
za@ebBiCoF9M@!|;rk>&Aw{YX9+A@!ZDKXBna~s{6$5~c7^0IA4>h*UQuVYHH1BJu@
zP2G|Me}f<^V+f?UFMvQT@g9yJK%hwla6vG_huJcPlB=ilOwKoR*H&gQ&oxx~;Z*wG
zUq-0BM-dG5Q%FbRFYJjz58EU6a;9)~m;^LXa#C4ap7d$07hb;0vbjlewQb_Hrt?L+
z=IEYn+}SO@t9@^B^_i2Q2e=F}f?Dy9F}`r<U?w0RBzL7S&Cp%As;^NY7;)5XsEp)p
z;6evN_7=tA5x0{wRl6^B+}&%<V<=rGw(}gS)FldjUKQVqAH)6BWr$>f(eRk0ageWT
zV@S`<w$c*l2KRmtYr_zoxxy(K(%4k>?=b#rsr42IUv5dsu$*X#O^sz*U|P=sW=F6R
z>s0d0@>n-VK$}F|DvP{R8!AjGi|n+IXZn9?jFHYuZrC<}T5OAzzIFc6yT&LzxYIX$
z5`mNiWR+3^IfC{yEvHW$l`yl(c7mvhNGawr)NA`{s&>VuCONp{zH_SUjv^uXGU;~F
z>t+Lga8RO{B7CabYM{Kv{}k1qO1<b?uHtz&QBT^(tc3??uH6RO9B|fdKuj`%Rzd+H
z{umFI6zw)1@F;|eb$$(dG44HVa+I!^T9B+u)j4c_DDluCW&1f@9TG3YC~+g6A<2Hj
zvZpf{(t#80j1<VY6lE}C0xu@o%xH)>4yn|R`75qoeiL=-=>&f=zuQ;-8v&P|;NyPa
zA&q`&CJoCG@Fi<aq<1N7tEB_3@8oIYPa4hgzACn&PQEhNg2P2O<^y&<V^eb8-1J$s
z(BvUSp<C^d*oaJ)1OSz-gG$Rh#HJBXf*XI%(xdG!A;A+3h?nD-tuK;p7M_p+vrC8l
zYqGSAbl$#e%~af{qQ_7HB_NI<nF;vqTJ_PgQ`QuB4~<}oeo;|l^G=%S{jaYZP={>h
z#zayBq);Ei6|YC%H|JvVBtpoa%DwfND@aJyV9~P-7051JOEF`*S3n833nqJ?&HMVw
zOmzEP)Y0rX@?ri<&%#^zmrH-JM~pXOmx4j>elAWAyb7O$xdKFON6%R2L)O-5obN}R
z1T>|u?~T^&+E6|q^ELVP2R<|+48swu0`<2g2ut&TL8^o{Kt+OU8O3c~GBN+?+ss=v
zH23-w{+eY^Y(JM_4#(@DmwVo8&Als|T<9Tt<bKX1vM%(V8PJeXW!W&VL!s@XXbC!R
z*ujxi%K?_97n2P?+Yt6NQ6T@3)tpU{^qB%hn=W0XD#+Do4qA}v*O<f0VCyiH*f=v;
zUycf3M&2JLf*5JMND<lT%OelB&6<;ZlJ7Kgg(7ym;_aaJJLRD3rSGo;;dVZWjZh|V
zC9S6kfdnvHe%v4Uk0&_VSt1W)-)K$IFs9~;(~&WV%w4#HHV$q)=a1h^7(V3mSwVlh
z)FGuDIsrfoIf9><*U+Qzoz0*s)T+Ue2s1cFBeqRGtNnzsoO#}o?fB&KmAJ0VFBVEl
zi>Kp-q&4<T<?)QMz4M!Q0kZ))TI*SkB9OmCna&X6FxA%WFOl0>XCUMY>x-0Le+}tt
zOR**u2})L>R|=gKQ<d!&^X?wJ-s!mX?tc|w|D_oFcfaG6*nqb8DuJ8R0hFi=65+ns
zd$o0vE||EG)r0el<lU~5@m}|3L#DRzeSUPqic2|{8{gZc#1TvYA1*tS438&}o@M~C
zlkQkOTr5X<M9CEvzqvJAqpN%~Bu)H&VCpn!_hj^eEn*JI7SeWH=#TbDIq>EHyA&zU
zOpW~nL&~hjQ~hbhwhaR&?&b6K=R8D)^r-4W*{%y4mv{`zzVNSCSPfQK!6MWnM*9Ji
zHcPyhBWOy7C&2{>q+c<W@b*4_Bs72zlRX7y`DU=YobQ$HX^6DY=uVeej5{RQqv*YZ
z%gZt)8whr+X(qC|!1{*&Twj8JFC0?c@f7UWM(}@+!+6_kImYP-zhz-4yX}~N)0k^u
z_2L5_&ycWVmG$ag&Vo8(VU%VqOsh49R7I@Db}c9E#?cV{F$$8j(RO02&WAe3T+_j6
zV}fY7m3yBw?&_-`q56XdFWy>8SLfb>t^<Y*E-VYcr0c+*M8+l1N1)8s2j9&04zBf7
zBX>DDS7m!QCLZ~s(;}DQl(WxjTW8|slF-T5?8`eM{vg&qT!i|G=>o|zWZ9XG&P)W#
z;#I~<ce}nIeV+D<QW}F|v-`+}^Ckzv<*k;k>s${?WHk*CNY61eq#q*AOq|_>2TUTk
ztqa6$DEG2%32c;!L1AA|Y0;hJ*8S|s>UT~`m%OJ6AGjQ8=Qf8`i#v7^Xb!~5p>9GY
z&`C5~W#mBW>Anhw=wkDtVP-^^A<S*R;7E15O26>T1hHMJ+VwH=*Ui5;MsY@ow6h3E
zwK;*lPR6lzg)+3D@H{|6C0T>zo8OF2X}n1(Gbu`G>K)%03cu2DDLLwy)sY8Wt-EzB
zc`G(kEzy_3n(AXnFW|MODwvUB@f?9rV4TV{>o_WUuhUq~QY=MlTh|$(mW-Yd&!9Jt
zVqG&HDcdXPKlJ*byGW$D1VRTDvVjqNU_X}an3lE$jf8vXgFclsv-Inss;TFs@%v7d
zi66A+I`qLFvE{)w=F!9rYtFWpOc&Heb{&S4J1xe}=a>+k+`@29!+Iz1MMKvt8~0sk
z&XS@fUN<}LmO8vT-CX_$&&U<zWF(`QhFCny)D9ys@}OAXeIrlE8i(9urJU40e^^mJ
zWM23~$4=SzSGj;5sXnypHzMsE5z;CeZNmryoiZxHJ8;VaZkvf+x$=1ho{xuLCgr%;
znSSxIiO*CzWx%KC)g#?5)%IW;KUG44KFX5NWvtRO7c0O@5CFW<4}Q18_GwtL!_eV$
za^!8lQ(OIv8%7fD+?ad^AK9xLmlCD;@JmqQ#v}to=rOsNR!fuyJ)R6>?ZPtPwB6C=
zK>5`=X7MIWHVj}r!|!)}n5W86oC;D-9>04=KXoi#u*ktv{RY?n)!wzoGyT4O<&@(>
z5@O$SN@Ph6A*)o#x0WQwta2<gk&v}HMHI`aq>xZ58ad}MLzd%`a@b<#P?WLpHJ{p{
z=k|L&fBgP>Uccx0`}t#g?T>x7`}4W4`?}uObzk@UjdU&}_7y^UU`s@WJK7{5nF3|+
zCH|JIwh7f_%7fp*4}Zh%@U=@XygOU3V&io;^Bz%tULpJV@%Hk>$#ior$dls1i|o#K
z2D5Gqie8{<Pu`D{gJ4}-g(9C=S24vSdtCJX?zkG@Ul25>^~<lpjSI`YA1Xf-3mZ-~
zm@R~KlRM#%{!%($ZYqcb>AxTo<RFxH{g)z?EIrD5ie~@4#@OEuue&_C5ia7FJzalu
zm*|fx|F$7$qYk>1)0{oBgqx;0an}=cC-YPv_x_ws!=Q|CxdXSV(T_>8q<}vn^d=@C
zW_t*tArP-j1YB(d&AEr(lAkU$er#2nUrUou*qZ*35wKh!C-fSsn>MJqL+{!=bNh;b
z3N%#3AtmkuNNK7t7Oz-d^7shHKh5lMS^3H2v-dAp7W7plNme<bv!%e9^Iv$f!-7z?
zpC?NLpK3@@fK{5CH|kk;5s8~|cyBJHx~EP2vkf_P=ZXymQTDWSj|{qAg@r1^lTrAK
z#8K*`FBd=d`#VdWqd0(8p^x3uK6lfLD)Dk(diVFrM;i{%5`8E01e*YjZU|wlP$<>Q
z-ijf>)&1&HuK&Z+OS<kEHN?ux`EYNcw$6DCciPc><NjWA4J?`rXj=0fnGDtl+i@C}
zxH`TSb{oGDr%Xy})?tq6<kadT#(mup+M4K`N7n5N%zBdmt-NIhWC)&`7Pn&E(uAMh
zq22@82B5UWX58kRJnQgdQei(VBl?IKvlYWNx$0S?#k0P6u`6;L!a<mdcM$d=YreAv
zd7)rqnj8!WrjgQ!WM;#VH!M-Ol@@vI3ddT?LM))iUOU5SR3c~gvWSTO8>CRKYTwwp
z0CjK>Trt)(g0oZbq90Qj_Tyb{?vwP#T%pB0`VheP?7v}<K|mXdW={SiqF`eU{^N{M
zGiLIZ{FH5ZlzCsv@=_7csw+bre_#AkS^}ll4PG0`S3q&!v6omy(+Ik)P%4J!IggZ$
zz^9z6rc9sL^BNj^=Kok?%1z_q6D94~lkutDy6)Qpq$Q2Nk=Vhm`3TlYp4YgWiN>C0
zzu>ygTm6iX&s2CEyaLxX(v4@^FG0F?$@s}f$c@BSxWn{wj%#W&>a~XJ`w8tp*`RQn
z@w;12j9pZdeNtuUK3eb;R<TRUsuCQ$)czl_!hdh>u776*LsvF+zyr^lk}-F$ozpD(
z`Yr~sgyC&(ptJ_D!7?c2$>WCMwWI~TX_Csn=<H&nhM30)iPk4U@ZD6H%vZh6tzul6
z`lMPgCA2TG%h<%TzS3xA?=K2@{#F~V2wtig3pSOB$dgGlKB@G^<zxC;!VwF8(6Xxw
znA1%{2BVsg-W<&&LArR>uNP4;W^(7t8JoY@j5~Y$Vjf#CLiI(<6=!qK-#<|ydplI-
ziRj@I=gwI({svc9@Gl8K*q<E7+|}F<F<<L^Pp^pZW5c-3feNdIwYe_7JEB&wDY~vS
z5zMaoa5PA##A`5#a5jJ~5D4K3!8X=cZsJmk0J;~yGeR`oG!kqsqo^7$>sNAlEXM`s
z@9(0j?b<sCY+>V7z6@Jw61h;#rc9k8L<33+F}~MbN}&qTboGH%q2hSws|<?Rwc@Au
zj{6dNZ=6;MQtWRiJPC#gl321a2|)YZh}dR0`!&;*GOj`v!Ur*nh}EAO9s^T{%f2eR
z#7-HRb;&lHM{b)x<OK~eTW@oEh4T7>CM<$yA2meIOTJC=hbLOj5P%=Il`(1x%{;pJ
zNNAq(>~6n7PO9m0hl&ni?geX>w?jB!vjakNoVjm6pZ+bqGf*6mZW-C%Z{F#VC~-MB
z<U#v<d;6OcN5*dSr51g#7*98tLMGtZwo8y<KwE|0VYXcye)0``%v<@R#}=TBlZ{~3
z+bgea%h@2k&m8vJ7YH0vFi8&?Dx?60Dt5=vs(txlv(x0bon6vzrh~n9V@;-l)`o78
zR(p-x8^TwJLOC74@GU>cG2Zh>#54<t5e{8_h%Q@QhVvC7fkrn_63{hYsCtc~dLyCa
zQYdfbH0S+9lV)*=N4KoO_PV<JcY3;4u1buju=;OBA1WvZ#w+%p_8ehBAdy7az3K%s
zmcjwaL@0hwM2Ir6PN@@3+Z%Rm)TRS+{Z8y4#1+;Twxb{|*F*rI(6Yd=p5e?t68S2{
zWb<U4+Pt&a#|wj#EoMQYZR))Z`5#u?y458NdpayG@-l#wjwoA_Wydz@WK=J`*VsQE
zsA>4gZ)kPb$Jig~78z2KidwfLuJ%3U5__zWka?3(+R=~Qg&z$^0Sn2P<ABpNKleoI
zrU+8MJMHpc@i>^K(j)um{?i5p6`j=Zy7=rC`c@<cMGNl)(PjzIZ*uh@(^sAqtwo$Q
zp!Z!oEoauBO4-wrV*IrXL{P(fZ+y42FWHWM|Hpv)OVEG}0HoYRvLk`;M?}MDt65qe
zqvM@Rc@Ve%%t8?zBOl|lWc<r1`e5~RD|lS-C%=OF%siyRDLlf_%!0QwV$ssN?4<-g
zQoGuw*o?S0?*Kwa)9voXRIeGECF2b;-k>2t9C(CyIBpovb|%n*P*C+#+!ve%8>l(+
z4;0gBQ9d0vbJ9MOeC{i*oH~MA_^|9_C~>3Y0{f|mQ5c%-fEXiiO9YMhkY13$qgjp2
zZ|nt=%l;!wRH9AaU}bF-O}nAv;sfP-t?eDxsa6g-(&juOUwH)NXiVy;%>aCCg^OWl
zLa(PO={~7&SqT4kmC~))KAzUQhO_EV9*oa+#QR=7wOPrFx&Y{|#MTpt8mx$*n6Jl?
z1SI0hYTqfEQiHm=KPKcZ6R}OBG)eo9hRK1_vz{6@hv$q}{)nXEC%=-QUC*0%?ocw9
z$_C_TdL8fd(jqFtex6QtuO3=D_pRSw=jdfUHtWuvF3VkQQ?aD*pFq0>!B?{F!dIfn
z@Xgrckl>|53@2c!lz)?$=DxTUQ&qOl`rP}^Inj|Q!%PcplkV6P&$8AcurXkmO@ezs
z%7ZcH?8S*-uwL@Qys#JQzm&7IJ{ILUJ`fIMsM#9eAkf9&J1?N|q~nkLFWL)X10=|D
z_d$1H>e(JEm!F}GkSc+!=vhE!h(MC+Sgl_;nni3-43Xj)fC8EgILAXiD_l?f9GXMq
zUp$S9Irgp|3Q*5svs&*OR?-g#);&Y*K7KY+H;j|tS+}>%9v?^wMvNshNvs^6b<|^S
z5JcR<7zG^R9>YO*&xj4b_4Cl5ruMcTQ1<fOd}DG(5jHzZ<g0%N)?_#$RCO12dV^X@
zeD-`jvieQotBU^C1WakS;Q65TbC=|xqavsOi0mtBi2BlY;ZfJd#umCdyxxwI<_OLN
zmf+d|f;#@7ZVj!%cM6zBDhG0B-X0FRDBaR6vg|A|_vYrE-)qE1<T_jHX~eqFT@(8h
zDvhyC%-phs&cf<2c_wO%D{F`GUyh^n)#96G51c(CC6*&Ou&z)}HmW57vU;aKA~Lw4
z;k?CUcn2V_7k|n&??B2@te4SaZ)Y6C&7jWch|CDXH+|%;YjiTmZUACDf&ja_(x$u%
z2$nLFN~3gm!w0X&$XH=E&Am&?kI;S>nJwDHC+U8F(lisXO|o=DA8?pJLjxErz&~<4
zk06lkpy-qnx8R)xyNCMF@>s)<xwM`x`=bU{$8mulJz+*V7aKbXT48PVU-0ZR_*g~_
zoYl=%<N*<8SKg(|IML5qnM`Y!J@KVOKlWP7zPzZNVa7W>^Q58og3o1D<>@~nl~leG
z5T<DYwa-rznothU9^CV(#nzos2uIJ`U#vAhO}rgXuFJG&$X-y__QgY+hzJgazj>Ow
zCdkK`N38%v<p`q_9H4L}GG#5yaSA2#lNNLJ?Zm+Qknsyo{H(ha8Wb$`>CLeK-<5)3
zd>&_mwc?-`9!)KcVLI07zS-0i+!iQfC&#xg5@mg}xgHl*Iv=T%SX!Z*mbDnCsN5C|
z8=B$OE(2vvE1^`xBnHv}qm=V(%Zt3L%`s1Hc6w=77S-`y(KCAIvhR_q_i9%!RUKF5
zWV$`tmNg(be8?y6P%dbC-t?aWCO!iU^hNP7imzCFrqIzrb}#hPF2wP|bocl!)m6=a
z2R0?H?^_L_W59kl3ev#3%0bJ4_g4%#(qysFEDz8se!6a+#cUoC$09Ms{f1@_xGw{V
zvnP665hh`Ny(ZZ5Cc?rR>oL!WZ!M?>48v$8VLx(9Vs9~2d}?p^wIG5e&Cf6DIU!Ul
z%+f%X(*=_x^cjGNQZJOYn}#QQAQzlD$wFylDOyNX+gkSU+)d^5tiQf!r@6iDv^}~p
z_LPgql>K1k5yj#SUNjAJRuiWRKlvPo5X9lc=<`8WNLy+hktyD0gOQ7#o-*ozi<;Jx
zSHYbODY(TobT)^l@&HXKz;5C&K>;4<;Y#R0RL&WL^R}I?8U2!pSOfnL^}qXjDEX<O
zefNo)z70D>%Q{SU*GmF8DFssaB*1Lng5Xxy4`Y$A4(bNJS~Xj*11(GMw_;rWxk=jN
zJm*f^?oa%l1&81#uAn1qU0o!R1hP~979^L7p@ny#YhNT;A1n#v)}5P>8N}4kU;2I;
z7I%%b_$5<IeWV*2wYx=Si#W(ewF4GNoS$CM7)M1YQw+u|HTc+J1bd9xdzT~y-3sv>
zs2mc1wbZyw=u23rEHT#7n3bva3DsjVw%~zktRI4o=qjv<WD$92tbGtt^$J67l?qfj
zNpdqodhdii^$k^xN%{rHY^D1cfig`8VA{l-PJhx#aE1?vK%@D}N|O{8tR#xc1=YFu
ztgk?08ZVb7c-}JU*oe?hKJCuZy)9Z!@!4Jd`eNL`!P_w}Sb(NYtU!>C+k+cuwSe5&
zRBj;9l_=Z{-EF^_^r#3*MM~23KP|qfkD6)_-@I?(#<`wl<Ba|deOLf9B^rf8g_6x7
z;5Wd8A^j1uP|9;oVVr+!3&$vPIP<UCq!p*eObL0{pr!5nl4;Z5Ve-++%Y}SJq)@8y
z8J-OO-ESPp)NO(%tzuNA-jJAoagtI>1o^8L6F=OG>~3iK+!;QUaBUi+ym~=IcEh0p
zCSYCo>pvuW5nV|Z%I79{JrqhgzIH50X{Ex__Xm8DJ!nJy)}Y?fJhat>?-?`I3MWA*
z-c4aQoNdoY!n0jqNrh}DjJn;eqClD&oo|u^<TgV7iPlLUppAvt{tB~@Q^?4d!d6)r
zGzdpQA*$LAxDPsv8_B^e404X?3OhJAGDD0?5;T3~wcU3<+GpH)Kw*2py)t5N8Gdqt
z3hC?J5vqcdmsRGSAiQ%4(LBp}k9Kd`+>JczWap?)C}SVmN4BV9&vWMV@s3T);^N_f
z*9+@iDIdVvE~$rCA{SQ8(zR+J^6PoVW`1<(^J~ia`Q;cx&AD%$@5NS)^}n?O$QBR4
z7x^$L01fF<$uDgzu$N+D^8IJ5HI><drk&pZ3N<^(`rAG*^wph0<sGCaqS+(siw3q4
zPqydp;5i?DGj|PZ3i+_TVd7XTcHcgfZc)(Aos@6Ax%|pjr)<CTxtT9S^)x~8Kpcd|
zcxBuu12BHmm4s@@qk@WN1XBRBt*xnL+ayPqjyvdPXY8yY<ouE)g!*NLs?wZLGN~J9
z@zBnZg*Z@Zj1s(R1|5^)PX&$F-TomcL{U%fjgsszxZ1<Lv9GI4Zx>^~)18g)6$|ro
z^6BbH;r_rmUdOs~Jb{8a1#Izw0<YebobFFb!H(w7tUWmOVs}ST>NTCtYu?5=_cGeu
zm3_`P(wlZ4QeJ>p68K8MZN26l6b`AuI)U7D0_ca2;pmYqZ?#Na!NKxkx;$TG(%hzk
zPu$>VS|X9-Q_a1gN%Sa&KFz%%DB?$RJcUxnc-Q6_Fc3%fO*!z7G4WgGyD(Ll$gDLn
z`d5QrA^QtFLmaf^(pZ^+@|Pa+HwS=d^~_X5a*DC=lJ_?>!K1hqO7dOg9~MJdr=PU+
z)h(`F%g%IukS$STSU#I8NpFbVMSQvL)=6v!u*&dc3!!3Ao<!~RRu1J}v)^l@7t^pU
yXwPgFlUJ4Y)3yzX=NH2|t5q(=h@4ij8{O}8OzigmsX6@Lc4Ytm`a|$PWB&yWDv~Au

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/images/image-4 FSC Certification Labe.jpeg b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/images/image-4 FSC Certification Labe.jpeg
new file mode 100644
index 0000000000000000000000000000000000000000..3acec9eab101c709454e93e84b1c257968c8543e
GIT binary patch
literal 26726
zcmeFYc{tQ>^gleZZ^^zJyUJGfB%>rGNkZ1CkS!z$HO*wtIw3@9lD#m=R>;_=LX+&o
zERu@J3^l!(#qZtc`z+V>{eGV7`F@}4dj5H?XI$?$Q};b{pZlEqb<TO6^WK@+Awl+>
zJmGi(!o|e}`3(L*cIF|rkX_(gF0Q}#U4LIZ+<))9JUrYye7t;o|6Kfn0(|^}{Cs=@
z!UBRqe_!BVBEmu<f8YH5kpGyvi<g_5SBRgF|DPfMquWjoL|g#U%!TIWQitpk=i(OU
z+8KaAArLO!f0oAu`QKh#ySRCH`S`(Q2!jJ!_khdi<^~td3$7R(eH;9L2#+|ggxbNQ
ze3Gsg`PHMPj1u$81vHK|^-7-|qiGsnx|Sp;BqJ*)ub`!^vv=Qq6H_yDi$j*S$L&to
zJ2;+nJLm4<dEU!AATa21a7bua%=OqCaq$T^lT%XD((h(u<`>*AEGm9bQu?%_vZ}hK
zw(i->=9bpB_E)bv`uYb3hwyLTz5g^mF*!9oGdoA7EPYx2y7KM&5BkRDuiuP6z}EI(
zxws(Q{~;E5{|~|blU(AUT)Y12fd8*tT)X1Hi(8zBSM4C5#8FrNi_wzmMu`Ga$MVXX
zdIdF%&(fqXT^kdU(KI1z(f^9}k7WNn!IJ(TN%nsT_J7JX2NB`s0+q)t4uL_Kn;aqR
z4un?=n5PjbxHJ^$F`VYI1KB+Xq%UF7`f=}K_iwdvq+TGcXDyiJjGuXN%kJko_r2Gp
zfrDVAd2A|7x-kGK13yEXUD>UQ2&Iqq{d}{DursYLzB2kQ7h-JvG5T$uY+{Oc%?^ae
z<6{KJ4Atw1x<Z)iA5wK`oJH8}KvG;BOV17ac=hY`=EZ!JZfld<fdt^>*vB#r4T0vP
zp4MDDkh_5}(!KNonuagSDz<J1Lf?i_z+r$Ul)a}cZU-XV;Isoldw%1U5?W*JK)?wB
zI}p-6)URW)M3zCTA?Jua%N7bQA$bS#RI+ggLXNFN(SNWZPw#ZXU^|e1`7qZV$R7L-
zq*rwZ@-1Z*2l$1-SvPSudsj^UM_<9*@JY&c4_H9oq@m}6IYKBVF9)CGgqqV}JfwX{
zM#=YwG%c8ZEyryCZuQdU{#>h4c?K50waQUL??94{?m)%_r%|+y2^{bnN*6(~B*Zv(
zPj~J>Qm3kRAoyopFj~wXmV{A+%NjprB~v5ohV_C@VifBM>`kHy3)K_;eSNlqBc#QY
z;>>sq8?KR=4gh>$T11dD(%!uhbzf}Vdqg6Z<;LI2wGK7efeaknfzTXa+iI5U99i$;
z9f(TBzpUi;meSzevt_q`oaBw!+=2Ydh<{n@^PeutEPI+uzw)k?LChYOSJgLf=hCmM
zZd0ZL)CS7x<QFyj72owfm$@v)4Pe_qtY<y<u^2tE8PsemjgX;_&9++ly5ZNxF_B(}
zs{FUt$`t7iIpixohp}lS5I~zrgK-4;cOb`g{B|IHt7ms0OB1O7DmM0`&|cx@|Gsd)
zc4hARf7|q)82tYN{9hi0=l@^UfCG_sC7mT9wNIC(<Nv{82a>t|*KjAdxsR^=wYz4Z
zU<bm-28awdS-2dIbPv{AoWoIye>&++M#wgX!^6jZd${HaNBRqXFG+b8GkJ6RBZlSx
zo`!veE7WlkQJi%Um?aI;;)c*^e=1ynRI;q+DF;E9w&UoxISanh?>1&G<jc!<50t99
z6>NJhqp514vTGm?@oR!JQ%Mhs7LW!At%(bClQa0l82zd@WA+y;$r1YaBNI2z$eQCw
z!~^_z%)E`*wuLT%t(*X_F5Cj)g>P#I@-Bhh0$U?tVZUORk)>x;pJwib{Jlm!Ce{O9
zw1>a@8IUHI_c*lj!m~_1N6lZ5%Qg4Of>=BTI5f@?dL2g#?sWvAoec<5Uazs7DdEx&
zDKZro4|<uf_31B1EFV4pU>-Fjkd-`eUo<S9z>+EE?6#)2XLUJ0M~;9V53S%-`OVBl
zzxZyq=J{s(gxdEFtxGQu$s(%Rx66@nKOXqXu!!vZ9moZ-c^{6DEQR?N7K};hn9i)s
zjhMsV#cFS?k#8K*4u3tP^WY}Q_>i(xa>tu+jzBNCswebdmeeLAF@JbK_;xkRl-7)o
zUW&Lj*=Ag%6O_F>hWXvBeS~Xc%<JyEGpJg45}cbOkNg1o*A`p~jvpae6OZce(0?}n
zea`=3q(-i(5Z`G&uMFOj2St}0HS?YM@{9HJVP(1mz!Y3sPWV$)s826RG3(AlT=Np$
zW0w0SUr3VV4rG@!eVr=LROQS<X)d@7vuziAR4PY{X3#2}alPTvzPFi|l``~yk^&U-
zChp&R`3I83&p6_Li+PeW0_TH;N2Sc+dkxV@zSilk!}aqmaWa2|Gt{miUJfjM&2+bV
zUdIEyk|ashMB0NMQy4}fV`N$O^c!fV5^}+RpU<d^TmE4fFUzLm%*)TiV-bdENaxi$
zYopOSvpQGV_01(;oqxJSk%wRnD9}mMT(L8qLqytX?7YqZrn$T6*7dQ_xUoe5?(K2#
z&CfDJLd3Otf&M!}W&*n$9`Z!2Y=efJw2!ms?MWSG3dEZaakS|}nA-Ri$0k3Wp|-l)
ziVMQSG0TF>*~;%P+j$*T<<pC{IeEmD24l$*hmZ#V4AT~IE_q;4dk9Sv>*2^vB4kO!
z^C3U4v^v|nPk88NZBey7GU)*sh_aXaZ2as`TtGyT+0$7FQ(6H9Pu(Ir9fk=3(~JcA
zRB|}kXOd=sAs-2L-}JZmEeiGc)bdF^{=um_sobi!Z+UjT$JG&OZdgELr9TSTd!wNm
z;X1~O(Md)mRLo>q{6@b}9M<<A4U*I^WMfO9WqS&3`F6{n78`N5*(9dpXvf!~2s?IN
z#114JKHt35o{n&P=Cyc!u|1_53OKh!=y<$ol56goh#S@LcM^bUe^Im_&VPMY_yL>e
zleW28^yk*j<DX8{kF}q(SVlgXe3mN}sQ>EReF-U7JIKFYZdSks-_1|>{f=enHQta|
zDg5KT??e{(LN=F<2(ow~)|uI#2Wmtdw(BaWXXr(%<GC$dT2lR10d=f>XU`QJR;+=C
zfwNp~c>nW-^aicv)L0;>y=~<1-hNIfAp`cSz!f|3jMWbQ<AWW@``fr63{%Hia|iOt
z`NSPl7>NkmGK96IvmZ&XaB{n_<0o0eJCJ0=4&+N0XAa7^>WSI5+`u{i2ZVqy!u<gi
zhMqI-gTAa;TVFDqgW{JxooH$4X60A2=TEIY5uo_)K&0}evTrsEacq$~EL&il8H=3s
z<XF;m9UJ23DV|wUnr82jx1N_I*+xk0K!gmw<aoY>=rTMxyGiU9KUv1K^&V6cG%a>q
zsayRKP%wDaR>#PzkE&en!s$P)Sr8QyS@Qx5hRLK!_)Hnn1UYqcni@@67u}lE=~vXs
zvVR;OXQ$m9r^u`OSiU^{)^=UK#`mMqpUh!lC{ii>Me!YQDhB=%nz{oCCI}wShx^Rk
z#tte}6EUun+FXrVI?Qt1jpUZ-C)Cnyp@(vFiJ=pFq*U&^+CcN*wCHx0gd3xY{l<D<
zJaox(t%gRy`(kWpZ-&Y!0`s12t*`D0vSyB7x(qi~Twc<U|AQTfu(xMpabP+Cm6_U}
zAH)c=P*03bJ`61Su<WT5p0rylBXhguiqRoyb`g)wHJNUAP+6~0y{6W(ph7_ixGd_~
zt1y)jC6@imM;>b>OwqcVz=+H2Ownp85a~P~nVx+hs_R+Eexq*$ad0Y#PrVT)1Yj>Q
zCDK{|5yg~wNDuG7(H*!N4lU-tt2dn-C-EhvFn;rr9OOk1m*Y9M0(QxbaT)*<0ZE1i
zyWUEdPUv^m>TV)oBsCUi-!3D^gbq1nIUZyg*?&F0_;8geO@n7%Cny4*PV}PmYk^IZ
zEkKms7XmT!`0g6c)<v6>R@JRiu1D4Eq|R{t=j*7v+|x`5D+@HU5*X<ztSxR$X9<>a
z({rty-o4s)04Q*p(wYir|8%7hIj(8st#=AJF7jahE9_J(_BoD}25)z{i;F_fNZJ5p
zbj1PTy7+m!?pI@0L9t)(@{fN?$m{HrbB7!8XXH-0c3$P)g*yTxt!ITqA&oc$vp6Az
zL-nyOc`mW$G7wJTM^rDrm6Q3JFqm_B0Cdp7^wLL{yk>qB8;7Zg%R09P-tu*lA;K;D
z$d`E-=~GGduOs77v}-7q^m9fsJA)Mk=58dNwG2AaMF=R}9$NCHyH7S^!mq7{IA+f2
z`3|Z#G92gc2#6=07QJQPN1PXC6wqZ^inwTI=qgl7`yu5DO2jnB3*pKxy8@-&Tkx&C
zwsj1qlbUnFEFiaVix*rNZ`VVP5HH=B@d8wCn(3F~$8t35*A?GXc6WMOpUcv&P_7ig
ztUWxhbsP7KsMCNfVSyG<cp3{^%L?CtZ2KhG%y}!vvGy<->3_}eDU^1Ks1%Q;;HdlR
z2A5_L7i&W;`Eymrt{|v}K~)ufebOnms-8ErympgZCgRsw66+kHNv0n{p55K$25u1<
zT*gb5jnBHcU)XRc871W(%3##C&%h1zdZofHbeuSm@t(bAfJBHL2X%ZZUk4l?1>8IJ
z%$}w1v;%pw1M&ATT?QS~jo|*M*&0V6f&|MotglAXGnIp`bXj*G;xTUH=Zf>Hf-by$
z;c%w%(Y*~G?ysMp)HmMbXUX()g#OUS$%G-a2x#b*IMTzpls|B}*3r{5;Wr;Ytm(b6
zeeqthbiU?WdWkP`<5*99^o4>=30yg>iP%rbg^Iv}31WZ`BM%sjT_P&!KOLpGi2KgY
z&({|ln43gviVr<CVLo&C9G&lIx&<c7eAV$$jB5av9z_YJa?{<0JiY(md#@9eESc%~
z`j(NG-=sb$Dhk!Qoa<pVR4#Sl5aFlq{#pT7n+Mx_pC<lSl=k_H(x_!?;!6U%03(6=
zu3Z7IlirE~H4SEq_nF9H7~?bo48bZ(b0A@;-fq-}KPp0u`F|Ja{d3Tq6J%g-PGd_!
zt89d|yjfWTgF>F)Kn=avenPamA&Q((e_iq3Ovw7rrYK=7^W+9U^yf$ZO;9bo3GBK^
z6lgHO-r#}t?C2lWn~v~3)`jG+n{nzhUbXF6!B5-zb(Fo2-7J8QrL*?5Gn|SUM?l?P
z0r-0rKIAcu+#2wJ)AE6Qd5wAXg~exY#qnpp@5wYeEH#KS1J!*BI@<=HTW7F=i!}9H
zG9As6EO+UlCY8_FnTY!fzLAWL@~bY0#EEGJSFl{>o{T>>Tqr^nUp{bF8+1IzLVKUy
z5lZ_RLPCEiX?wascob3hd<6&W=PO}e1hN<w^xzcK#RjpHUG%R_7Z_K~s_KM;lO~6B
zZe8oY_-eKgeM>zpVu1BZ75W}U&A|e}gT&T9gD&ELynD-S7s`p(F%@@DoSS=xG9GMa
z=ch))r_I*_s>5zV*Gg!3yQ%)$FQ>_zJmo3SfV;c~JFT~*S@H3>9^xJjKkMWxTJfME
z7cqpR_VKqGyY2~)IY`dCZ2!(H0CA8v-G8b45cWqLN8mTO&1Zlh@NN!pv2hjO4}7yW
zp><uI1BUy?UTjb+byFS_AGLNpboAXwkvgO*BdP_Bg<f#Alaf#U&))v;dl97fUaRag
z{A4ssd5#C82n#-CKxX&_tK9;v=Q|6j0n2*^qg^-e7gI)lK(+h<@n@AZ`FZX{ITk>!
z^mkM@U3hRYPU=+c0D9?`<Fbv5MM}U=3NE^p$Q^G#uwieQVP$@?)<i8uKOtDD`}~z)
z#l)ejFg3Sue`yf+GW3gv2fR%iSo>6C(-@OlXL`h6@$qmcCH#5P7(l~Nuxr?VavHv8
zP2Hb7h`#hccUw?Wt7ijtQ)5w)`d~O8=#3XsHabs#H9bb;_0?f1+`5r_z@^vkR-?t}
z@+{{B?ktwIkIeQw=_lqkMvc^)bocla9vjkgRw$=3AX_AQXrDT*CjH_Vj;xe!*WwHt
zKFCguIAi-F|K!@x=WFqJ6JEkwL%=+l@esJkR0hwTLbp2SBT=pu)$|Ri1mx5bjOtV(
zMsSy!#C?v7Ef(4D&$JBOyd$XcHv#&@euUIR^<GDjo_J5Qq-q%bpA2wh?|56c^9V!o
zR${nMiTb6fjw?Q|LR5EaJ*eGUxNFt9^ye@~8lTAb;JO_xt*9-+ymTtO=D501fFgrB
zw2tg@Z&2*(5KF%@efs0|&Rd7$-yNKvo3D(nK7Cr+hCBaOoOKKT!G8?o0Xvrie!JEV
zBtle}BQ(ww^Jy$2v)%k9;+q|t+h?PKZmY4kPiF2?bZWgUw-lIqXUG$Zg};cS7Sk|{
zO?D{)#<WMMO}MZ94!_z_^a%fF&Tk{zCG^13ZuH~mw6pcEJ$SZ<>YjvJE@yo&olG$=
z`V=tI-jN!3qWA6F3rBl*J$wQL^e@ULIYsRbxpCv*u=bWlbE`wL*};4%kw;vkT-Sd8
zn}dfJfd}0Uy5-Wo)(q-*WdO77SUdg04*4&rXQP0jMPXRQn0Z^y2cgX!h`qn(_bMcK
zJpK#j-G@w<?oA90au+h1e<)X(OIZx`QY(}9DGa)B6gvV1EMt7x4OWMkQXw}nYwX$|
z45TD_Ae$(GHIaY3Z>e?TPMbtm;DI)yBI1WneS1E8ew}8C$8m%^=`e;k{SB^{IA=Rh
z+Ma1Gx$2o|ps-E;Y0zcyWzF1dd1F*;c(eb}Z3^zd{+>0|sh;GI(@QQaWh(R3D0w{@
zC5j7Nkf0?z)|}Fz%e>0mfgEUWanW87;4BSWW#1MNx~=<ro=g~k^RUj){2$U~$?F+w
ztqsE7&6%4{lP&Y9rNXs=@}BlQU!dbPa;B_NQ1<t*7Iz$;0PJ_kWF2`Lrh+V{{W;x2
zn{3ua;6gHZ+Tod>oiu|N_w$3a9cZV$<<RCX%N@uNE`!)A^SoLwgUsG7CidN2LN%gb
z!J_oi>u+RL_qQuoQm$KZfK=f>9^D{ammGn*ylObR$q|eoi(U$slxd&~ZLbenHU+Kx
z8BuGOUqv_j^jy6u6XlC}^Vkl(j<h+W{nIk@Vi~_&)cfKOr|uY!?ozfpF)dJbl)YD0
z;KbU2pVutU@Z8US_Sq=-$G+#5#%uC~PZ%3$8H{$7$dZ%=g9d6cQxgR0L>fBfNjk-|
zKSJiVH~w7nUCp_oGNFWGk863!2I?o`6PNw2Rz{fu4d5BnX4hIdF%3W|PgyJe@IKvO
z+Fd|lUp5p0(#GInzVnL~8Pe&un-k6&zQTU@1jz*YcrUCuea)3_Px*shSI@<tqWNvu
zD-EEke20bYcwZ6RG_eX?oCVZ=80|EU?+3_AgRx|?wfM)Ud5w+M+98crO`H4eZz<&x
zlQf`x$qp<%&fvw}vIYq-vP&%qV#r@N>Ui`4h{%x31tX_B@hi5s$1x{a6Mut8ex6mh
zFf80qh4YRmj3bp1#gW=!k0BGHZB+@R`J#@`odN1@N**sw!knmEX#c(P+vnv}(lP-Z
z2IwA>7zjyrB`jnZI;*?nvbII%CgBG3Lu1Onbz6-iUab>%A3ym;qvD1Aew72*mefl#
zZhs1V@e0fBvG|ibj&{e|^A7fiPD9aEhI3?+a?j%%c?54rQD*kSajCX=WtS?$N8LGF
zXSl!Bawb)-y5sswue~bLr(?Qadqd9rIL$5Oz12yMV@ZKgbt>qe)affM$wslX;u{_5
zcUX#iIP(n58P7DTmf3@hOEdBg%=24WN^9SY;U_-(9SuwK$=LO*?(*etkRKttocpKl
zyg$wD`4yH6BT>H6(F6Loj<Qq0atKVa`*3_zzihrwxW5^#<7Au9MBoF&L#Hx&-ut41
zMbHC^4mv-g0PR04sc8lh+>%0;$)r^j?b`ggPq9&=i}pbjg5c`Mr|?k8ZuY~zgC05A
z*CL{`A3WMqUuDDp>D;-?<QvVYQH3$%*iVVE;(nih<4w4<q~%{7oyDz}T92!oB+-oL
z?r1(OH_uC(bA9t_^)&O;?Gw?ft2Pp@u2~OqZ?fK8)6HT(-GPL_(r_<VdUhZZoR2Ws
zsGs@>bF!Z))-<#sV&v1^KfGLfu8nvlCE|5ne7$q{qGn*A<>uS3k9Obm#G{nJ*sI=~
zzu$1ir3cjx2b0a<DCziqM<6jFK&6n}DKB%F86SB(RjYW|%M+sh)AgS4?IpMu5aq#{
z{McZc-WGzK4OikEU9R|?*oHZ4Y@=XuPMskUO#rz)Se3<R_1_+>j*mR|-2zGi{oY%5
zPyB%BZV)*_V2NfQgI$DL15@T5h@+_j+W|X_0`{R<HS-Lw9mvZViVItFB81zGBMO3T
z{w6a7HQVct`nLL>ZGs)a0p<jb6M<R|u9r7q2U3C6{q^aNahEF@CJId3cG2)zEj|%W
z&J+6ni%gd{sex$}ZMnef7i{<OB#H6i9uWY8V%DC50a#Po>)T9M&iifUsXAKY_V=%o
zEw|!_hspK<AAjp#cH|1QD&IQ46bk#K<w}R9w?s*Wm_JsUZn<@9RsYxmsjImo)&I~^
zbZcJWs|)r#Do>Lt4BWPIKw~(F>b=^n210=u%Vq~6*sWV;KL8hu-S=YdRQ#<Rq2-KS
zl!=2-4T;Brhah)^?l6-PF_aw7A!4gJRjW3vBdDc#Q5CGjc?GtmKOarFed8qdwV}4|
zFE@^G9f&m2)2Kjwx3lc$px0X8J(@u4-tZ{!qfwuA<paKLP8Ou1=0g^dh(_*<))&Fu
zW9<<mfxa0J#-FJE^TiHDOD?pcT7=WHw`%&zFXwcvPK~l)xPyCjo(JTIm~_R#YN1Iu
zkrr$sim%I%meo(Xjqc+pH-Dnuc%oP&;GsJ6`)~{#4X62F01HLNFuMpB&W>T6VHZ+=
z!9->N|GCfb_$=44vy6>xN=VV!0LjQy^)tQpZ$}(1Imk&fFMs1f?ME#3bzfsYN0IKs
zUcjlXOAn(mP%Y_en>DN5s%?pCoSEDW%BO??mrkVyp1VQr-?)Rhvnk0^C<`R$K9atI
zJL}c0E)N5#q6mVtPkou2UD~*_>o2C>!Rb0wuNsb2gKIy9qPgPItQF}fsv%`vGGx(!
z?%th;{l?Lls_JTgokn^v9C80%ZdLMg1A+bg8mgQ&<N}K3fC033AU%eF&iW8Rfu+m7
z$I_}<^)~E_+T$PU-8}bZaIkgYCSp|S?dD<WpbK&;PZ9~zfFY=s5-=lrfDk3Hr5eDu
z_ClhvdPVr(3+h4UGCPn}=qBs=mKVDlMtY8F|C5D^z}-cvj_p9g4CUf)PTSL~D=wCQ
z<ETt)x3o63ws++3bq&Z#Dw?~~yvOO_B^L|qkGfLpFR`O2d0ZQWpYa-~tVE4EOv8SW
zO?d{xkjcnFI4u@NO{5t+x6?3GPqH$M(pVgc^t<@Q4|e`IXVoF^K{e#MUgk<?Dbvyg
zI6TY{Q&C_BLYw~#)|tjYhil4Ur}iW~AQ-bdZx9$MLAcpQSqeW(p`3Xb5fAv0;hC6b
z^w68|9);>Aa)kBfnX%tau65t3Rz+i-Ey35EWX>0<wj}4vUZ8YYp?Wd6)`BpQQ=34E
zar$3f{xY-J@_+z0ylhPEPQvWlgtDXyIKnZYAL0ll-VP_d`xU}cq-~xmCcL2Kq>dFf
zuJrDr{PYzwE!GITqj5B!E1;wM6Br5j<4E^8`(M#JKm)L|wu<+s;9Xv{77@t}scUu$
z8=;cJ#jbPxY;Syr#fJkUYdx%F*fC^3iWUxCd&snkPb1=YAT78othH{qOtW6moZV#U
zT*%mgLyNSePrl~OuTH<V?Zr-%89I)eILVp3fu2s9nwpZ%TwGj~KAw31BJd0%^aKJ?
zg7EU-)UVr=iCSjv)!Yj*M2bJBN!S#Sm&KroFU450K8$B{bdT5!SgC}{8McO|mi;Vv
z()@g;zhlnj$a_1r-k{lRt^)WQ{r7pflQis_Culz3fh`(0N9Y~XhBNp05awtUKg+r0
zJj+};_sNF8Zo-R0n-vEkk4`KoF@8U(M7$<rQsFdL7eH5*B{fW1p*qty8D_5l4H7Il
z4jSoG7DmdVI!@V@TsW1QAYbW#7pTqnDlt&#2KtF!JETGUi9d{Az{5%;5kvF9NW{zb
z-#k3X-;YU0akUCFAFjsJmSlev4U3p-CY<^<LTZ`W{j3D`DsGQ4t?5zRJUoBSg(bn{
z2sJPjIiKNj)@Gc+ZY4l>$=Ps8Hlxw>Ji?uBs&(78U)!hT=Yhl<xcAc{y9p)^8rd&+
z&hQtadQEUwaA@2f7^wi>R)oGypC4RQg{R$ADc8A!aHa^?pgr5#Zs|75Czu=K)!AiA
zq65#3W6ooEb|4qw^DsP$cG3>Sfzlr^+F3%DM>lL7p&Lgr6bY%LWcWB|4t?^v(Qo}#
zUo$t)IFkAN&AI0n3Vy(MgU;>|taY6wInEGdzXn?YLeYDG@PVlvh<F!&ZMaOg*2h>u
z#Om{w_U_P;k5-P$B?@0G`o#+oOINu^aTnHS2^`^Q=HEEhz)F{ChyVkRzExO~we=?h
z9u>Vw%~zIRbE=Pgeja^63Q@0IbPU&dO~(1@dAtx`Dq)_;5kAVa0V+6xc}$~)P?%&C
zNREnSyTr;4z~zCPBMqZfjb&Cc(?&i+kID<HjHHi=y?1qZYx)Js1tV3c2(t5VR|qL_
z#3n42Oh;4j$t+h&c!UlmE{(HqhR~|^I6lB!X2`bv>So|oK6!5~`PfVL-^{7epk*0O
zBV3pYEK$Igsf9SzGR9Fu65^b0lZX=WNiyf7ewI8fC0EZt-)|bI<+`R`?L77<yL6N$
zwg%4Stzkchg+`@g_Uu3+;dePAKrjiFely?CKORL^X^M-2WtRDyU5t5og746&ll2NV
z((-*n@-HEOTpnA+(KHy<pqA1>X9z|qF0)bn#CDwlv2^5aT29Vmta5j9{RekVnIb_c
z*JI7<LsefB<W}xAETq9MTMGkxV5f#Bn0JdHOed{^YJtqvqaP!#7<3(dek!nIqAF9%
z{&iu-p#(WuYbsm=`5r9h5zr`J9I25A_6I}|Wk#R0Cvmhw%x)l+Ge2xQ8lH8?e{23w
z-lo<#l9hgFDU+FCq&|EzxKt2kyaNdWJ4Xgi!&~+dSYt<ETi<?ftI;h{f_T!AAgkNY
z=4Za;RDL#SNQjGXqaVEzpzfJ)K2agns!2mRd=tm;3qk>h@Qk#Xm>r0W%jxgGK~(R<
z*>d(FENFzm^>pv`zIDY=%$2b&yNb`>ORH)ls(lic4t6BZ6b29iGWiI2m)T}gJ4;4~
zBN$Bfvp)^)S<F!yfpH%YYY30?eq6vf3{-WT&^l}Hk$L{XJ7$&ba@Y6Qa;ay-r%<F4
zOl$BOo}RnPcu?Grdud%xGiRi$C{DyiWt5(pE1WlF@|2`bIO$UOauXc)H&u@ty=>;!
zeoah4y#Rr#lOtGO?avZrr&u3ASOST(H`t$AG%7l$NqH*&<?BoHUI8<+htz_=`f-$A
zu=GzD%^3@5uHaEA-7uhv>BU(j%3NQULHGi1o|+ZbgMz~Zee}%+^SB4nFY#TH(A;u&
zl~I*Fq;K=f3dIpDr1vlBWWz|G!7?^Xw#$d^GvHmES^o<ze*|-Py)~igP2$tUuBXk$
zvb+Mkr{k&q+)O*p7`){NsuwIcH)96Cx@a6d0-Muylx|nwXyqt-H&SBbo4l#J!xzjA
z#;Hn#g#Ftix*xl^K(l`W?jr@k$1b%3nL?f!z>v;OHfCwiO^3?$kOwAe%3=+hKkp-k
zNvR!7=yZo4>|Pl0IQ{e$7TAwptD?s+Ou_l0EFSg)jyCbUVP@A6`pvyR4NPv;lr99`
z4=WgYyQ~qJuZ=u&LQIOkBZ@OiY+j*)%qY)!u+arJj|G9YePzJqu6H3AjjoDiSj*Fk
zo^5_FeepmhTI$s4w;%8}f(EZe<fI!2^Dh1H7C5yDJZ~RAg4QUOMr@5kcSGZK`~lmG
z4XZD}#vO_ImK)u^`R|ssNlBi;Ip%w!F?Pa!HCZUqBap^84+ras%`_$nWPff^bo%{_
z$*}%~OVej2uwA<^N7xUENl?8sMF%3^y>^@zu+=z_!#QI`U{FA(8vf7)uvoQ)zK9^E
zk?B*#w6v*kW%I#PtJTEWK_yOXW$J;e?|S;xL_g36xyt8}BQOPPOH{8eic}5T1H0go
zu>*m2xznA<;29E%vI-@2qGiKGV^G0b4fVy&l1?AY_20ZVJ5X~aaIfY{7W*y^4F2bJ
zIKtvgt5rDd3?>UhbA@Lh_t1C0ZV1yQp+o_5x9|wVQ$BHhdU<^E*%rF32W}WpMn>`D
zm=}1K#3th@U5Dznv_21V{kIz9gU`_MIaX>qX(m_!z^*bMZ#%A)ZLb-waoyVg+k~ze
zPkytpae==ZEsG<#0PZjjRBJroGeCTaTH8lAB*$f1%K-VD?I<xId1zG65|buEO1r1N
z*CVFTLf9ne;|qsmrNnX)N&-cyAhu$MTmV(sY%8ZFSXSvMW*{mZCac$_o3P|8vqd#D
zeB#Ng{3R<A9v*R7$-2kkohg<HrZc_!t<4aB&B-->p79iT4X#28sH1cagVypLsWD-t
zA6I|!`ga4ZnZUMa&4#c2%-?uOTGkOUm36u-M?i;us}Iz%eU2?d9DpsA$@&AS6hjqn
z05h<tI%S~Q-29m2SRyUps2Fxa`rOO>m6$!RdzgxhYIZInnt2S>d+;}Qrn}##X&hnq
z3}N0pcCovpq~X$=w7t>!&s>VX+9e$;NPeVppD%q`Y_I`JnO*~tjBkUb4&nihQAj6E
zSj8>n$hvQyZr9VVI%=AI_d4@(PGQlET(SUxE<<^93(V-En5Pi&poncOZuY%yDdgm$
z5pb&tSR!8$Z2+Cc`64R=gUV7@i5DLC>u=err1LyJ^ob7ECj&S_7&@LK=t#!Rcv9L~
zx<0qVdyt3618ImN?=Qo$4CU6AJW2wOVaG*{FMDuCkB?Eh(ZJs{=nK0X5d>~!5TM4q
z66)zK1elZ8@8FtRzg157MLFXOu9sxO_NM!eJSuYQC7n@#S|Nv~P%Zo{$taF+kl32w
zbL0fl1Sp`b4`GB?=n~jm!?_=nq4P^6{dIaaSEtVEyh{zleD&*5Afqm!lAx^^maLN_
zP{51>`WaLpgSI$D94hYc1a%_-z|O~mbxd`EYBa%4)soA~W@+Vym*9m1tqlAC6adRg
zc$g$;2vJ>Nos?I&sn{0m<3l|`=oj~Q6n0JjG+bORJ|lm=>uC;j`;>19*U(Q3><8Rz
z=Kw~bo7bNe@exKU!nLFOh&(L)E;{n*q8be~R9WCW)dh`vp@$6@*3D>pDv)n?dG|&4
z>z_MoxmVW#GYtxA2%CX<xdR#GrjJvK+9{&}_CQl?4d{)-ODo$WlMaVpeVe1EX~4!u
zack1y)$UutpytbfD8D9lDl3lC;P<6eKZ;Vd))qHXsXtfM+7+Q*@MwABkH#Tx$OUBe
zZi^>pi8lY1x`+Q($LWIsS2b({6Ez#mdG{an{U;}CSc)q<5Umvk2z1R!U0|2vbm4X=
zyae?x{OUhl3GS0Eoqm@`f2}g(tJ_OXy717`9i@Jstx2+O?PZCv3t+)wv$bF#NWkst
zf|4-QjFgUcmU_2xdz1M!u@2vX=l7mG+V@s|Noi%Q_Q|fyy-&pWK{Lh7F8;vKPNUG?
z{v|=CgQNJ~bqRZ(JtzFW1XPcvLUuVGx$|Xu;}8u+`IFntgE;%q+K6><Qr3mepBC%T
zDyp*KAmg4!F@7yq5qN+Q&@0V;{@L4SVc?^0-%ES-!aVtF^_3Tr4ksN}04vo)aGDM1
zHH&ju?zQp5zHGF~gLPBg>Q|k9=H3%mNJa;TrPG8{a=5I>=frIG?l)S7i9Y1)J`1k0
zeNQj)aOe?7I8d=>vCUb<jMshbR;LGNfh{(QL)$gEUCx#ZVRH<uDWlvZIz__QWnbKd
zE{O2!?>)*_`NFsFgYB?!C=wd;E5wWlc!UvI#eV#KL_jT=C4nIkbAPR8So5>*{feDz
zd6<fEDR7&N!amJ(KjgU)8Jw@Jx?xnqpGPo}CP;o0o9&+afoI&NsbFqLXc`|Sy)igc
zUU;%4QeU0d!751%ev(?(bnIU3IqK;rBY#t(|NYATP|gsye{6Z*>QSupRvBphpV-Yi
zkSO@<4unz0evAty%!E_)A7?#7obQ@2sZ+&$qBg3Pes9!!l4Ktm5F;@ZDW9Pf5Uon-
z8fT1xdy<6ebpj3R0kOFz5fyBRhPLo0A?)ZlN^rKpQWKCI8!X*j@Fc{wMZA84L(vKq
z$;XsDRdZD$zu@A3kL<o(9{ndIJk@<6lXV6FX%XI=>{{Gqm$`K^y5A)WM{|Xxf;l2K
zk)s(l7HZjwPpK!hchi<9KIBy<UUJwd|8mxxZ?PQzzDGQc0pfR3C303p1N>cxaAX%;
zN6!=cP|b$v2ubyMz#AnU?;PniVDw<D-7!Yb;9kYg&&nmz=Nh>mk)XP;3*Gy{2+@29
zmo~T32YNuLvs?e7=BKaYzZ=X#<z;?Mo!h4wSSP}D_GmAEX$4J#gzF>D_LKe5G+R=8
zs>Vmw!6$tmzbl-Id8a;q;=?EDk?hewWoXUc*bit0<N}6v7M=!rjpJ|y&Nx_dMvKgV
zy#CJ$DWozTof>t0;q>tNrtn%<gUN`wkT|2xa>(wIx$3U0L1+sY7q&A{?7J*;aC@BT
z1gb3=Dj6TV)`6_UB6J`2d3>aP`l;oxbpJyhpF!XGl0xNUk(x5|ZHedEPs0mc^J_A#
zKPA_KoX7Ms$fW<xB7E63un>4A4h+iz)&Xtb?cj8lAHBK9jAJ}u1?Dj(k3uX185<)_
zTai_WL7B~BExG*KOmp)+2o?4V7^!jx@*)ZhY{=_tU=f#>8z7Lu0CG_hcoU@_?=n=1
zOjIe02~WtE(azPh>$xg^KaIyByDGtZ7yie=jx&ODNchi9*6W&L-fOz_8qyys2mrib
zSIj>-C<JwxI4{|6%}XQn!xVhy`=6~^%e0n;T-scAy5-O}-*okOU~{(vcb%rt8Y~D3
z=*dzWbXbzcjC=HzL9|dPM-S*_T8BGVyo(OFB%?SKT12E84eo(t-SEkPhd9#*c8}$U
z>~{MV(+_*u-UH?1jDZDjYABhQKIX%+p&Ou8iW}n-BQG2IdD}0qWnDz+aecwRuhqFw
z50yX?;mw3pSi}*22Je*V5oe@&d_n(4xOdRA?+pyMkc_K?r3fm&%s8U!F@G)g9d_21
zBV-K9W(QQokYJfOJ{0LGPKaX~uJE-X0^}j%di+jIyU;l07rApb?L~_BaT8u#K0@n+
z4BptfV|qJ)4re3*$u+3nA&d|#_?un}FOAbgE2VJg)wI#9ANvlpPb!8jJ{TPcf8e(F
zC69)c(xb%pw<DMa$VCv$SE#9!^}CM+0R7q@#R}<tL`kz`%D3O5`qTmQB(JCHM#NRw
z+g%k`mzD|9e&*Dp%+r6_H6%BX%*X}C5^hD2F(UmU9gn7DoTCqTX*;-G2_Kf&P-Vry
z!4Q+?0!_it+z463Hhb#rDr7IJr8<L#cW4F%pM74Pd))A(A32vpn=l+~eI^)y(l;w<
zH$vZ!u+XGpZU1>pfgc!VMuHw#5EV+~;*7VM9YmZ4oEp!6Q_(MWX+KW^DW!}z9eA_B
zE%z*2%L5SZ<(06XgIw>C{RnxWmqbKE1-s1Y&&jN5i4gz&V-c->Dn7L$XOFbd>+_0i
z-{;pGiJklk3tgX8WW=*yb}81dVC)KxqIdj5hflvBwE8IO)>Y<Q>df)-@Ev;Z#Ct>O
zQ4IV6h%{h(jx42k?GPByOtJI2xi|#NspN97_bj--OddXDy+4S_pWXsc^~ZiH8NK{z
zsJivwfSvu;`9kSY4uMGX#Lk5?!r0A71(qfN!Xqya5X^Lrm!x>q>@KVevlbb@(9%s?
zn8<FbOudj}eN+RxxbQmeiw4&{J>-~vy@$+LUsjvNr0cn$7Z%(!=`A*x_^g3&X3x?E
z?@ixts??B0!+qK1mHC7|eTt#j_ZZ*7nupcr16oQ(o=cEMq%)si(N9xN;wP#YH&2_2
z3I6b~mY-O9IZ@SAVzT<KLge1*Gk3pSh`HC0bVBST3ycYp99h<EEJ7Y!tP#7~dN0C;
zUCA<<LW!_0M0H#GIg(#Jc9F6d{$W4}X5xN1V<le;zj*Wndi{d1FPoSfdwxiAdGIh*
zm_5frvCBAzP`$A*QXO$O!kKxQGlFUHOyS4?M#`5rh&|TauV`On#p)Y61Fkf`Q!ISP
zo<-aV6z!`Wz05ieE`-RLgo)!w>CK!O;_lzKpu&iAwDy5jxM2LVuLP&e5Y4O7i{~<f
zt|n6Q<Qn;ulp>_W?z8h{T_3;x{ls_QmwniG04!`B&;{{;z)+)4Q<s<ttY{i0SN}Ib
z@Ou=E*n8vVxieYH{_I5e*YV}4Dbd=3c5z}w{RU&0(sdLGivjbWB#clCe2#erTu&uJ
z7RXDmDr!fn1Hu8pVZ~;Q@skzravjLKgZyS<Mejoo7-pYQs#$-2N;ZFA!}UyaX;_?w
z70QwYR&$fUQc!OY^6(5mB*~_rf-%``C?2E=3l7{0r>qjP9;?zie>|P=P1g<jQhzpw
zzTX}vbT#r!(>Y#3IR{Ku<xr$&D3vZndN|n>Pj#bBQ)Ei5EE{O;j5ONdP+7E;LRLaT
z+Un`#KUo`{$}b116!_#Xyq^$SaOvbgI8!JHD(rlhV=RrEqE(ZrZ>2+#{rJ1g*4ZQc
zdbdMB;gX}k{9gA$qi-j_kR-x~tU(&T7o^2WCEyWAA9NyQqhwG)qbke+%bea<lZFkE
zjrzQ6HS3Q1ZPj&~QIZ#A-n}#3N&pXu$uugQkoXr6aC0$?T$=sRZL{gVZpCIgKLeE>
zFh<G$3X`&n2rvpOpM#aE3AOmUzSTQA@BfY|6ko#;-hnVLB1cD=7l)Z4@i8v656{U*
zB3;D3c`V8|-C}0Vhg8a-U(6+hz4RTDy0>;Ca*Ip-&N9r~S_*Lxh^E1MyrcSXsVXAl
z2pE~FBF<O*^cy2f^i4~`he^Bd@7^78)O_sNc-K!ui3?s}4F>#4^DIXcpvq`v`T*$z
z9yr?TUlAvx_)T&GB$69Vh_7B9h?o;-i?Vp)E0dFU5MB;@@t$=9HEY<TfTkXztW2?P
z*T&yi{4+59>HJ^>C(mLt`<O+c`|*nd2*~L^7wtPuYo`C+jfJfAT*k4a@EkWPQ*Q?{
zdx);X$qzFTm;hOH#DDIX)!j7wmpa=&!LkV0A=}u!2z>)St>vme@5WTZ%~I&I7mcab
z{u^D?h3utA!O~lxq`aVSPkN5(jf9a(tQ9_5g)<!y(f~BJ5<s8H@9W#_kMnF7YJQsV
z(AO&OWqye&Rh8PSj=T7L!<e(1-R6b5v;#>qKinO{*?VO>ZM+eL{Es2~_x~Kk&4AhE
zLGbg5;O8eJ!1O6~lg3Rl@41Vxh|T!*?Pn|1o3ZGqm7=}b<n`h6E68I<_)rH1e8>vq
zMUwNt@G`v}E&*p;1oSDxN33NE&NS1G4E`*?B@$)?e;b$c1)`Gi`b~!?2uFM*u#Nbo
zc@GNE)~ZPcn{~&Le6+`n-DZ>35$67MyM~6IoKpQpjeMIK3k!=CX)3fC?D6A+&i&yC
zEj4oRI}mOwJ2GYuLgy1wrIlr^K2H4-p7rLmS=LD4gBS3<@;69^=iXX<6afL2lmVx?
z;r5_<opHgU!9y6y>qm_3>G)KHopu>TU)NDWQ&%yG@hK%Q%V2qTr35kr^UeAiyAwxR
z)&ZiKPSBZE#%_QceEdyvXwNEfrdXj3d-YwoL1mzLR=C3@wUvG)dHE$s8stF#^mlWx
zb+LeC*t-K!j(<o=?<1tliKYKuS8x=0yno_X*^vtc=i=M9BFq-$(@WGAvh%+bj3Px)
zz3wp5-5p39dM%mh@&nUGTywiv2VnbO#+SNC&VCLtqeQs%$E5{aJ?j9`w+aK>N%Cw(
zyDZLfU2tIYyaXFZm57bN)%byUCq~34ukuZBuxDJpKj<Z{UEZ?*TW&nUP9Or>M3#&v
zWAY!@#Sa=MsSMK&TO&RJ><2B8#c|PEi)fRvj!~Y_{W-Zm^X>JVUwg@kT-Xpz&{+ec
zIDTJ*72WCk4n!23`2@bZiuR!@r9Dash?FUP?`Y5Sc`o}M7l)oTawcZuS@!g|l|Di;
z<^_r>OUHmYMAAJ3w3!A*l2(3ZDc8%)@pA@EdhhkG+8)2;bxLiBQga=7i9McsUxWd_
zi<7Vtq&@HTE*^m0<><Z~GdZF#+1TprbGGba(v&pw!`ci4Wqjw5I?g;62Uv(v#Hi+U
z|0PlsNN_MLr>qT$UiO{m=*4#<PnT5AmS2)_t_;e%t9I(;F-N&GL*1u9Q*A~?z!ZqA
zP#SK{lpH1Q5>8&wIhqcqJD0VjdN4MEW77^r|0%M#XTjgq^BXe#!<;3KVYtztYwaK^
z{s02NkeL4)gE5zWw@W90A|~l?C%0)Bh1IVp8_Ahu@QXLP2;C9cy;s;vJAPyu#LpP(
zrt0>)dR<4DM&H(kUxhULhZ*~dG2$Qr1a?cKAxDr69=eO*E}?;Tj!>u=OR|8$WMjJa
zkr%vg@BVX!c_T+^%)+5zWXxH7GblGCP{1ZggXh2x0qlfB!Em<PAw0^PY$^s?-eoM)
zCKT0b_MEoj@`}#MDt}iQiqtMZVIqRmF41Zi+Ic#!oqKdp{>w+l#WAp31?*Vi+FAv_
z-Hu({4P${EPZ9=+N68`O5PB28u_6Hfpl7l5!Ko{gh_e0KuU-a)8ugIsuc>e`TZ_S2
zE8zHRtWb8HVYdut0@qyJuMEXM)&{(ucZR{m5J#hwin>+D1Fz?m2jwNTsT`><8P==s
z|C)1@t$0vkFrzAuC#xlsKZcGXi>=Kw&vT|Qt>}J5!Y)*=97mBe%n_o2wTpFhYeQVG
zr9pX2U47(Bsn+l;-aN%?5hpT^x@j-%71E7iYy&>bYd)MQxOhD-6b)!m)2ZRK=L632
zKu~Q+TU)6|4f!GBEpjAEuOVmAzGS&6Z%bSwUH&5cMX0!c-0e`STt`J@WY-z%09x1*
zLzP{Dx&-z;tT2*W*iR5TI;k$%Rz3lB0IH|?2P!N=f<V2hUSV;$|Iko^o`<RaJJm>A
zx*<o1$pq29_mGtsXe28%JWFyrLec?zlBZ&phzOi8eR6%iOh!BHeAW3(-keg4B_i{k
zPui{n14f(<&K&Bc>>XI7%Ph!XHR}wpW6q7Yz{Km-H&&15o4h`%RJV67$ll)za>#8c
zycUqBh1&qUv?!1b<3Z@uE_@C}N`9oaG+0x%3aj(wGz99u?B%`d`Uqk?b4CgOHHr$-
zz&vwc3&164F07eIeGR_-1Kh+(u5&~Y=Iu0CW|v~Z^|on+*6clw0v*};*EaM=mT68J
z_QJgPc9mPpu|UL5N=Eg%fJ8J#2(0-S&ZRT#Ish%&I%%@2Ib?44n+E+sHk*F<e(grZ
zHHD*!#!`0fDO_ET(35mQZpgS@lW1pLJ2GT<z~(SVfX>wCe1vo1BA|1f6xl)0&3M<O
z|AH&BY-GD7C!)rV-z>w;Mb3|)MdJI*SD^8pXe2nO34Fxs7CE@zW&WB=O1BE8$J&yP
zADEs*%KuQ&{IvFy8k^<*rYqlJAa0jK+ptI~w?mgnZS+PdJ4$9vF&eRb)uQS^P;}>a
z{7K#s)De^->LPSrkum#{hVF-pp?W32BA5%yYka*PpV4g=TDroBEWSQ=NBcEXQ+)7>
z!U>ho>qeG&Da_Bemng6qCZnJg+!H23hFuO$+%?&X-UWD)UXR7DD@VYa*{{5QxbE4C
zm@iw-{$=&{&?@@VL1C^O@EO}G6?-}2mJt64axZ73g8)7-z!7W(9{?Nc)}}#OlDY#p
z@h%;@EhVk4E+odbuHkvV;k<$W;u?>m*OU0Kipc^1_lmE_bP5Q<g`mf<PX_-$!&+Lv
z!m72>yE?>G_LDBhaEh{RpSNDqTiUZ9(Vy$(MVm)dA||rANPAvu#xQjl$ZOuk@8sB^
zI_Q5GU_P1T&Y6HppaO`qhD+cEC*Fi-b;Z!^doBITmY^w|{b`3ZCa42@<ReBR5wE>8
zbH*w(C7}Cz8WnX&o@>)gutN#gy564?)eEQDi-AnYOJbsx#&i4IOAP_Ow9`4Y3qLNK
zdzpDF<{Z(?*htg}DLh#mDuUVT#ykMFnmxq6D8H}|EaV-uiP?QGC*5=l<g9qs*cnLU
z5L6qMIvPt~CHpr$1&o(u?<zpW!eR=~P1aw2=;o!O&6CIMysx1O#mr29H_7;FFz$Rn
ziPpcG$s0p&X1GqlNX<~1!+J{TpEW264d~=d5008ChjCoMHHw?)`(12q^~sQL|2)+6
zY6fb2CGKvrn)3j}-W&|z1eTd_mO8jKqCeox)g`pW)j_C?RRI0+{2&<JbJDLBi-pub
zg&B_MiDzntov#~OQ4JJgx9_>w9*8`*a(0QUX_Wh`_1{7S8rl2Uiv0@rS6{T@Mfvkr
z5Enzq3+kKp?GsuXOO~mRqT6S`L>^1;$9LWn4y5UBUPls8?I^Uh=r`0$)EyM*4o(yy
zO;;eS6)9kb7J~b>?S3cY#ocdV_kSHNH*(-p9w~Sv8+57=zkb2R&3VHp;m9}HgIh5m
zK10}#!9Hae&otRQoh8pS1YnFpK!Z%=>aU0&ChMt)eyUdr8#^}E`n!7ABma}mNR-0-
zm*W9JdygKozyRuhSd#OMbeaqG&k}526^ZXCUR$DpsMB{g^d_ob*>+Hp_}Smj;nHw{
znWjLMic85kjRWTt6QI}+_5I5xCm!;9^N)UHIkS_%Lfbm97wo}h8gM3vG#9uEXK?QG
z&EQNEl=!N@JiSFWugkK!LeFffh;g9y@OeiCtMc|;LZrk}wg9+=#w<mk1nk%l#L$Mx
zVnZmt#rU{^Qfo}KN>wF%uUEs&!uubJJm`)d+D(P+@+Y4M+m|#xy+H0oSdJrg5oXgI
zxp42C$yUtWmhdvO4a#Vevr^3Qv1W}6cX|%0l1Lv70%#R~IpCY~@gN&4I{~|d6^_qz
z!lhh`pCVG)?{?{m%r`_-o)@8t<o$vZedP{Lzk7AGcM!SNFM(HhYAAF7XLxc8EV|Bu
zmRraMnOD*y<M@IB%x=^5J@FNT{`w)~KJ@ggb(yamC$MreIscrOOG8P5U(fv-(w+Oq
z1+#1+-mCu;ZeP^p-}>@!M&LL9mq+*h;fHlM3^}`5uLYU12%{G0O_z)zyKRHA>ta7B
zIIk{8nb&6N@!bmHu@lzAs!icNL*iz{d$0UY{v3+_V4S480pkdP0WeQKxJQ#9Cv0W>
z1hk}kAm2_qEo#_*GrPSb0+aTOIgeWGNVrw<*!<G56{V$8A@qPd7;S-uc)@U{f^i?5
z9pS^W2UeLT@%DqI%=mHl<^qqY>xD%zLUNh*U7IbD7Ah-KZ{`^Z;7}X%%qB-zREO%$
zG>w-$M*GvJ96+vQc+UBi(Y^FygA3y{&m7P^zN%n-RLwDZgCw-E1DSE-2-bjh{|=mg
zgQZ$Pit2&o?m)PHvJRWInpH<2j#d#z=mhm4Y}@g35tS#pB%(9fXK5`+HT2PD6+Ic;
z94g>$m}tN&o8UPsg5E(r$s0F*9vU*XF%pxG&vXG>GF<6G-~Y&BW*Nr5?EDW0#$B3(
z*RoZFA6>YauiFbFl|pH*pvX{~8$2-v5e&Fi`-RFXL}Ja#8slTm<|(Y7E;;>em`bY8
zlaAHUDDqu)zO9)chsEQBP`zA#Da599sv;!{4Yna0&ZqZxE4NPnb_AoWlv_UImviOy
z{XOyzhu`fRmg+k)@7|WguMz2>s<8?O_KC5?%^9Hjlak_ZxlWm4d3*pD3hzLK76xr~
zIIQV&%S;dRtccd<U?4dMfa=y^d(kssRiJ|X3^bV>usEFKMApv3E`)i^iJ_r3bbRtJ
z=1@K!o~w&i%MSf`(tcE!WLd<Os91yxZY8EcY1eSsEi$x1{1BM&PWKO+_@C=m9sBis
z)==7ocQWWi2Auzp;2oQu#wd>9I+*Vf0bxcA@D10Br$*D$qB1cOl3o%1(`LxiWf8Sj
zkHh^f?zOZVXCSYRxY}NGeV_{g6E)fm>>8Rv6ybd8mSn&DRi=>8b(n${vn~Je=SB5d
zqH9}%!a+4|;jcFDWpyykc@v)BVXQp?jAa1D^g;DncZrd28xKrTDeLJSqBZGOu1{N%
zse4-M!+9hNVdlkp4wdGoe)51C2%_Uj>HT7J=H$pG8hi<sw8lD0Zn!zUwq0F_=&UF)
zl2Z}b|GvlQh3fOYs!6;^w|G29^dYdoG-E}gKvg-x=A+Kil)w6{ZF}BDjM6HUTKK;1
z)=43W8JtH8nagOH?3ywQUemj#s~WM8P~-U(mu|fq)%&5S<0cU2&aUg;)e>gb*kqQn
z;kz{PZ0?yP;Ms)4gG78Bb&?d7ZANV2r~a>QzB8=JZCe)wr70-VTU4rqqJV;e#Ig_&
zk>ZjLK~d>Vs(=Zi5Cs7d0R<%}A}UR4=%Hf)BV9m9L3;Z_3DG3qI@7h!-R^tNe(t?L
z?yvKY=OM{AzA?v~bBuSq@4$nomZ9q<ha$~y?5~0>;}$RX8y;tM2y{k-r3IeZVk55o
zk~^(0*0GFnSWK?YG_m@86WNmfMs?ROQo4;l+L8SZ1ZEsSp77OJ0HV<dt>kU+$E?qZ
zKtQTnKNrduY9WrS&WM<a*N@F)<!#~)PkOPy{%sk(-dQ0$5`O-Q??F(&1)F^j{fi6#
zR=~QJ<;izkwe&8Ll1Y}sQu6n(MVTpdBrGsYF-P;6Q!|}<#7#q3_9l$zuvN3*eNJA8
zu)e$!;Q~jdD~hR(Vv7&M0zq_CJ2==apsgemNd9&dBce*MP)7V2t8~<VgWvdF`h!Bg
zeNrddlv;RV%UFrV;5^?BqI?S5VoJPB98EjL$p8Udj@`b_(X*s0wI3Q~R_`=IdKKB4
z8I}b%4Ni<MkK4z<uEVb9CzH~DMzOAAz#+|ta>I^vIe>9Ghg`MiBK-#{`j=dcdf&Rd
zKh@#Kr|2KHkdtt?J5XZp?xja|pxTQCjS&PCglCJUu3(UuR(u7VNJZe@1nu|IvGj14
z{<h86k7fIMfl;v7DLHs@Uc6C|0rKS7d3b1I3#X(AMZpsxJJg*cO%in5;+s1&5@|Jl
zw%r=tUB1Y`yFEN*XFD#c+<6=O^~Wvs+(iu08vPgr{YhkMNOWRH)+X~{05_Ls#=2$r
zsW_DNvK=O!N`*cZ9j-3C;kjx1)9=~+;8soL)eGG>q(=4_9Ld;Tzrs`sXN#Et*}OGP
zPKIi-v?q6Nk1K!_!X0PYet{EM%bbrSS3*S{OJn2ZP_Rx_@kT@TxrA~<-;(@;eCm80
zuG|O5vIMtD9fpW(aXlD}8%SX)UrWhja<^arw0Gwd4VO?nvW^hCC*@X^sANl<@%Vi4
z=_Q48x^edYC-kgzOKy^CZ+iLA#f3+auuu;j5u44x^*0H4RYyvsF$SRbU)JMljxfhN
zo|bdoL72IAT>0=Y8Zt&RHO_+@bememAS}XmgZv10FzOMu13iVFjHsbu>ll5L9G(YH
z6b{u2&<ze*eY}1>EM_p}ivV&4#Z<Lpi?%UbfagQmT6OfzPNIxsQyJqL+y>oDZ>=tP
z+kH|kwd2!%5u$F<R#n-Dfx<l~D1ZRKI|e9cV;_5xB^#VrC&^wK!Z`NHf`a&>kY|VX
zI?4E?*9Gr6_~TXcJy8Q$Iw_I|lWL6yMnaAtkckOc3jP=|4hy>D+0>=d#3n5!O*Hdt
z|H|`+J~xdHTs_#_BYLjbu>4cHX?o_exO?pLCYM1FwPj?;(UPe=+>R1hAVU{HME=ph
zjG`^1Xe}MnXnZ^22uWoe@STZh_&TiEro9|^u;^gV2}Jdu*_lI44!~TH#kQQs2*b_f
zviqp2^mg}lI`fv_WymN!APBSr{hXa!uO-fOeUQ8><pKp3_6Mt?o?2sD&SEK3DI(G0
z0b><y=nCOGq}J(bKU+B^U40k41$V^L6aG!#zC4=gmNWUhwLn)iFL-m;u1IUNCbmTx
zMaef30#AMlcl*!_&7k@StaE?p_I|?)xm8_Hs|ntBS(DK_dreD9YPZDb8{WtBf)9h(
zZ3#6J#<Waq9RM%^3D)dmThJ4&PKzZaW#<nPaGw`t61(N<<A=t!7$mwq5Vb-cPwA~g
z&LEgd!b^g56Gk!k6-@MDPA;r7pRqZiL|0Bb+*urY^-4ysVeGVhi~aB&8LL2pH8kKO
zwwPc+)?YQksRDJ`C}6J=?_^mf80~YQ8lEnl_e|^XLOm+iJ%mf$m-5k;vsj^{R{edf
z)?zE_Pu0>7*snnTrNIhd>u_q+Q9zmk*^+NNVsQ=DG_(ES`p+|u*SDU^+`n5TO`*k5
zyZn*aB?b2>dp#%|K#ce?G%OenX)y|FA=IK2OWq-3teOA$sD)6i-fjPt#PPZ`UCb3b
z>k^5n$pFkc=x=DgAaY?nwV3(}upp78`YFGKWdeU{;(@MYk)LqV<Qpl8vyLm*#;3Lr
zKX6~ay&N<|yaEI>WHFSdRx-Yf5My)@Gms-(@daoaG~`OFid8JDJom+z=~PN4JsaV_
z{qb`CJ)3sfT_<>={QjNP?*E&>m?!xBJ}Ct-$4X3s@l?hC2wrD7W-{m4pRW7+iVu$~
zPZ|?bLL@R)c-lA_E(Pn#M9C#sl^qH#KYu>wszMhc1YBZmUATad^L==3;Yjd8uhU3<
za`c8gBAI5anAT8;730Eu0sMW(C(>e}69wttjuSf{d529!_bgQCYu~u-d2|k)E)576
z4Hm3J(c73HecYBbpggEz;X%u&rJ?R-MGuP{G?E#<6s2)Y<LQ$99qFU|_xa_|NX{4*
zEap*HlI_539xxPzr<%#3xwtOa)Af=nQAtL+O&K?IlruFl8FAD2del6zy7=LEW{gdk
zoVF@AgKs{Jb#ZW@FtDH-acFV7D%^M1!vJHQ!J$kp%%Kxe(uNi+bN0cSVXQlLi+5IK
zAN<}GNtfspuhA1ZG_daJzqGP$&ae3WeUi@`Z$A1A?_xsDkL^YPF^r8|KnXM*W14r8
zWty}i>d)6?Gji$i`L84NS|c}pwglazX3K<@SH}x_1b#Lm`43x8-Hxl-@wJOfevGvr
z9y1c-lo`sr0X;Umwxp;(Am8w7TEY=|?b@TpLXFa&)Gc*)za*)97E7?JO+QT3@IH;=
zWi%2V5Kh^5`_?y*_5H>cavsC!OcEqaF}dYWq&z{DkK=BIrr_#a8)*m;@481hg3KpM
zQ$$>JXsF1yj_<C{PT$q(?K}?@V~QT0*{-dpWevz)@>}UCF-<bRM(yk}lnbJe;;KOt
zDyQ^Cv`t?c&3rxw;WPCvs!-!tAKMo+g`K_~wf1e_|6x~LIX@5gMko0Kp+3PN(ZtL>
z?eX{I6CcT^bS#eb#MC;Ws!q@7f9#skq&3xi4nk{Sx+2Mo8jxTIdQUVrBr&<w-ZO~#
zv$J*5d|;ykZs`v#EHwS<Rd=qux--0Uruts?mHYuUN&<7ZLmIU>Sp>KI#U%ka>ZHUb
zLzc?Yp*-e-t9WDqTk&C6saK9-ENox-Ol?#w`})`ejb6XrbJyFa-XB%xLOGEgDiWxE
zSJTD5K6u;5Wk0De#h6YF9Y5wEt*=Q<O=TP_YEJj{;0e>8kx&0oP{J0b15$PZwhFss
z5RmJg)zv}9xr+6d7)gSh#LHRtm}VusC&4abqSyJf;)+&=(G}mv?%ZPSUXF-GIcka+
z+#$c0^Vmpv^c!=s9lxt`#PFhgChd)8NmV^|v9P+nW>8`6api|F>(giTkcM{;YIE@}
z_}ct<@*}8{_RPZgBCB%#?_!Xx1X98J4gN~(s4!)Fsh`ix2fw`eG!s73ij@BnpX+hc
zj?gf0y9J|`CVhNlvCy2x)eQZ?)11N!Gu&_k2LCLW428uD17g8Z06-aqgLx7z9_X5^
zV=9c$8gAHL1<Nqro<cPt0fJ6D8MIzZKn5h<gk%mwb!*MxSP?_LH*-I`aEjVLMz8Cp
zjb4$;ODezk$89wuNcL9Ruex%j83j2LnR^cp)l={QKiGDenGO;D975Z$Y_q9Ps+^?0
zuMVLq4a4qhE<VXi7Q3YKVbx81ZyL*q6&-zmnNQDS7%_1Wk>Zh9g%W1A*+Px25dn6+
z8wb>v-5Rar_on3`jcZC;o0DbN?hk(tXN!2if*VxQ*9z)TF$;lhIj_4SKf)|*!|bm+
z#LTvd_dB&RgPm}kQ0$rMq<@q}vZ=R@@=raaBw!&X$c#vA(J`83EJh04K(5%!W2O8H
zj@;iIJ>k86k&AP-rD0!qeI5^g$l&{sV7Q`vXUn~-+mZl-xn&%qHeiWs;$ds{l}d$3
zl^jNXU!B%`cuc9`P}3s&Yx0>EMb6~#VHy^4EFEiO_<*yaHDZ&BU)%tv6^F_FCL+7D
zhqhfi;;kQ_<G1mm_X_5UuH|htKOUMLxOo4Mmx0bH1dwVF@Q`^*0@!;hY!PrTE<b^m
zd54?!M(^%b@6HJGUb83~(|Bs-YQig%W%WKy%jVM_Rhh?DI_o|ZyH;VIXaS}U6$@5c
zsAyl+7q$+S<)U{kSxj>EQqrGCPDp7awQnlsylN<9<N@=p!5!#ola7F$Y&7QuM!16}
z7v9P!-JW)6V1|I!>Jdp=5G;67wQ6^?C6(CV^9z;>XUk5p4tSv}>~I(<cy!ZsFSL?u
zsP(e#71`TrwlvhIut>G+C8Z-xwnQ`_=@Az@_GI&qO~wOGWs?!M1q3Q3pC|;2Vp~v#
zW|J%1m@+N%3!ya5vH8jKHC5GF_7;rihX@aRty0fC$g8G(<vEZky64S0Sg{qDA4RX|
zAXY^%$DuXKR9A=A9gG_NRW^-ymn^(qd`j@<rBFeOV;0Aoy8C;$B3|9gbH`~b6z<~N
z3$h@XUxmdD4-<E?qo@ebzN^xV6UG^;K=`(-rZ~u>Rqssi#@(e2ne+^w;<M&@54jJ<
z?Z4yeTehQn_u~YPY;VXw|N7UE=`4r12IQ`XG@DhU-lXoX4EJw2W*=7U3?HvOd&GP2
z?DH?6R!4r_$9ajRETu3_U}V9lZ?pl;B*m<vRwnOW$hhFr5z2wZYl%IGB_k6@&O)uy
zWp&>3K6GAK5Dytlq8GP;?V|(PvBga&=(dGt9;Y*=dm7v_<~voj-0nC^PF=n5-6Y7n
zEcZH}$aa#tHcvRpzi))+X5<bbWHSuH1xSc4uf*aj$#+q{h<H42Za=&?;^F+Xi@8&Z
zb+)I^Ef(}3VD-__PrC_6FGptmIQt0}dI2KgDhVRMdys`BX{QCe`vklPlns7alb^@n
zqH{7I)MS!aF<mNh$W|;RjzF%SVT<y@0#bA^*1(RAMAJ>;Vaai47eUm{uA*;Uue>FE
zWBD}1cif#Z_mt4uhu+AxoN$jxTf~p{!+Zpm0%ibTIZb2*z+dRzIm!bXY^|NunN$ar
zU32fUJ)Q3<^6{jJbcGGM-R4#sq?6cEpUtCnn2R?<mv%s?xuhjb3;X02BYB^XsM(z%
z*wx*oKx(g(oe~FXB@)M^Qj4=Y>f~A11(UgzPVCou#sxa5eF?=Vp_4#^`NaZ$m!XWb
ztEZ8oj~*-Jx)X22pSo9cv+bX~ZFy(OeV7UArESr_AmChlwbD#Xv>59q0RPD?h`4vm
zR4t9GXdbfq!;GCW->%Jlaqf}bdBEN}@AF#f+E&yl6y+TjvcUraK7T3eMzk)So%JXa
zUlCt9l;_gF$Tsktb`ULhJ>l=Dqh?-~5iwwTt1QM|JtiW6Enxr)o@R-|-_T_pM4-u2
z*@^CQRik^{)%{V-CJOZ+7@i3he{t1|sNT?&s&0KFxwj}e{Qhe<5tLbj8EYq|1w|k)
z;viB>6B4S3AW<h0sS8qU{$S3VVBZCQ4ROhQW#y#A$0uw`^pDD%l#M{M#SLJAGzhda
z^H~S=77L*Sr{hkvGiB7>FCr{khstk|zYbm7?VD-m6io2OzP-PO%!TDT8?q;dmon)A
zFdw)@c+N3VP}a>uc9Yv{^W^l*a8_=;v;Oea_BB(<OFeaGQ{T#NoeFMN!+?;EwZ{x0
zAahbITBLvjunkI{ks^JjJ>b5c^h-j<5CKN$F(Q3C?n<2RH?NzXIqKH^{IdS2Uda^i
z0LLEOe}13=1gH;X#Kq&mG_CuiE}dyKt$Wg~3&k(K1!*Lu#)*tvab`c%o*J?2u5UIl
zRWrH@9ts9<iJ`8bz81jzJ@i6G?iY;>tv%7kLx)+&UYbRiaVMV9bN%bbjCY+|yB<C0
zbRpE*oS_II*Kfo8n;;5wIe?N#d5Mvrt0ZEtQA>f|ck|1rH-0S3zA8Z5^ixSoBVmU|
z#3oxdgO`1jM7u{~H_oDd-YCy?9!mdQ2=nbr171pGYHs<9>j`G^FD`R`<k}d#^L;rQ
zoIn6#7>$~=y!YhV;H00ui6U8Nd&989_e*KRo02M=q8(Re))6qD`U&tJr=um5h|}n&
zGjmaaK5Hl{s^d8L7r-vJjWF}VStgF?5%yu`Gx_I1uNE>ggthbYH%7@$AK&H$|Ik(#
z)8`H}NbWzOS#T3{!c9{t=&?NvcV@-&7J_|Q!-Eb(ccIn^c+`F%hk4D{19h{EbeLsU
zI{y=M>-j{)ZKnov9|J*;n);g5cV&MhI6VEy_4a&}9R+YT!&xUIfbzN&n1NxcKotzD
zz73b)W~}h{_yrgGj?v(@J*NmhLE(X?xq4d_OsTekMXN`++B7hau`S`Sp*OLj0I;oT
zU5V`D!BgIm)oI&rT~%JTTiQG{`mvcFZ-4bk%VM*Y$SfuRZZi@cL{aL=kORo8Mi64_
zmQ`#8rgf;~m-Q&>^vV4%lXb^zZK;IE({<@LTt+U$UFF@3R}_?vo8|qqgnkBut}D$w
zdQ>ngc)^4YkW|lPR@a2$K&a2XCm4_9qe)M(G2&hFxigKJ#28UG0e*phKWvX^^S4U>
zGIkR4kI7HF|Kb9ppH4`lp@7BS5lkPtx)isZ{iy*rIo00hL;y1gqsEKZ_4P~p-A3ln
z55cu_rfd?y+)reSsn~FcCUK=z0Wn0`xJFz%q5qPG3a-kkS@2<AJP%Bd^j}jx882AB
z4ivOq#5>qZRLl|>#kZS@%VXx9Xgu-7JL~Xjk9<_2-;`|lnJu_LRk`HP3HQ%G{*k1G
zM{K^{wYtSHVJ4tSjIB3-aM2?QS9%ets&V`2Do<YhK^`qD!q^mdnykd6Ol?`+O7A1E
zK_b^^^6Q)2g0{>63h3g47%kZ--R@<V#XFKmfIDj6C7W9+YacP0(q0;^x8s(Sv6EA~
z3Q63-CE9frwAOhIOIU)^aObsnPzY;%zfm84BkG=CEw_q3(EH4EapnzwJ>!IACPJt|
zEcoqw-S;M;zR@-33iIRF=8D|4$z!kG-gS=!@8??HT75#OO?L1mimKQ4OnJt*whu;l
z4y{J`k5eJ`gSj%KS8APa2%(wtv79Uag6IA^lo4vh`qwkKCaY3LRwya=j1VnQUOSrC
zQ0oRY%GHl;5d7k#(tQ=hseK2k&YKx-8R$=Gw!DppO2(+tY$fPD^u`(6dZbPraY^B5
zS89caD`svc=LMj@{{H24bPQ@cTaRiWyp@TiqT&}r{4_aQl|5?xr-5X|{H5YcdZ&c<
z$6EbBoh*<BGlG~BZ=z2n(mp?j(5(b{Ra`(C4VfZ5_Ti?yzKt@Hs8IIVI1G-)PUMkN
zSOZ&nB2uUsnZ=$MrT&mpqu|s`P`?_>LidVYYI2YkR?_5&@#skkTXcWw>)OUUjgBKj
z=d>i}uoBTb=_-?Uo!A`<U)V;2WV`;$P*<DNO_4RHL8Bg}BD=c$kCrN<S4^iLQ$>`t
z4k(6|mi}JtEtf5x=(9SXom-oPH{^jWxxBr<{}vLYtt{5E4B3%`l}q5XYF-hDDBm=-
zbx~eucibWI&>`N<{!HHiRsM@AJRv2ke1E9DzAJVys47wb{ZF^q*;sCED40xHM6nd$
zzDOLSv@2yKyG35TVN_yibQ9;dtilzt^^6M}+t}s3@%wvg!ng2c0gHJoowI9fF3!_v
z8Oo1*XN%z62#nwj=SV5B)2SPW=YmhH21>l{3=etpcXa(7!Gbv|bPt%ngC)ogq4VTu
zFdJD4(Z}iA-{?qW+YCf&_-=}nE!0^&PoeqLGmo>t%u^129l<ni;*VB@X6{t>o%BHo
z%|aucU2^tk@>IS}*CYP<Hh=Pjiq3od+9$sp#${B&K27By+kb|PDmT7#oEO)#dR$Vp
zvd>|Ey70xTZl}3tBMO`Txx#BpK&Y1q^S6Z4PSOB9>k=t$#>zqO2iR#i$Lr(?wLSh=
zflbto2)mO|SXuy;EI1n$>5uo2Oz!*KI&vvN6w&%RMlB_`@ORLN=UtWK)Q?&Ue2{%@
zWBT3d;v?uJ?`wssAS{61ui<0J6^;2Dna$YP2`R|;Skc{|kBp>xFI70bI?*C+dBE<5
zRri*oo%74lzqda(O{<lR14VX&Mi3<+!Ih`a(D=ppeHX9DX}s8AL*BUJHp?m300`WY
zlPnPo304NFBAG&1%!dBrYKt5#^Q`jIYCH1fn+bl|^i3@<>!n@A4{+*6rT`~e89YUF
zB1UjPNAcXY^H;x*$53NZtl!~tPLpD<Tcdafo%l(l(C_`l&xfAciGeESBe(zoM%0@c
zjRehXanNc>8m{^MdlLGkx5*W_X8g$f=go7>-B3WAk#N;OzC)-WcIWJuk^J_AgGCD>
zG3{H=SRT%&BZ2;tbU#O^mKjBNZ_cv2yDl?*e`2<72roBSIi)C~%>2I1$tUho>Y#B5
z=6|glUpq4tA_FckKU?W41ra|X+#ez*Y>|{^*{7SROCVI+w5OYX*=A*?a%*5n0?3x}
z;Pvt=O#w0fS2-8o;8D;#mRm&^PubbmKK}7W%%agGZ^H8LfaNANf%XouqHFO}zS(n_
zgy)V%QpTL(dj>Fay|k*e+V`67R?ai{?BhOBG*Zh7$aH1d@-P>(1==*GpSh>e9&GV)
zVbs?yY<YI%%%S%JQ<i%t_YRx<K6IrJ!Wem`3f1oRViSU`4<%>k&PMuPJ8odw=i4_i
zIwB~Jl=a;D`kPs^oP{5lZwn4;)8XB3AMWHj{#f-x=_jD0{Zx7vMWNtFGL3sl&qCdy
zE_Bwal3{y_-<!7?>mO{8E7;L`MmOgv_VP-6I7$@jNxqjAfD4(ue2qY;t3h}*g-Wd!
zQ+cC5M@U))<pgS*v?3t0UknrpAbUcM{puk)kWwZDYM^CYp_c`fd>bRvgq|qLI9MEU
z{iv-~vut#a`pdvAdlC6Yh7fNoMv<v!14*Q?k?uvaS&bD=^I7Nf{VSZt|M;eT?8s^E
zW#kW#f5pCM^8Vtqhr{D~6Ve>qhDJCw?%6ml+YqyxZp^9B5z!Y?{#H1f8^@gsrlDCI
zxdX!O4^CZ|<=6!p8J11D0Ej@nfJwQ*3d8o!v%wIww$!&+`cKu|+`m6rkDA@UXn;EX
z{UD0TK|o{_!Gj}T+CgL=l`a4pV4(RzQJaYVq@TypiCE_K!<I10gsn$f0x*(EAsyff
zLTBCp9pvnb7-41reyjpcvHQO~m>ZUv`K3n48)O2!0H^RL7<|5tZHtD-@#~R9ad4V^
z_r|j^U|=|~@F(a0%|h&dwQ%_VXyMGixMuAiu5teDnt!pd_P<*wf%;bifBeHhP3(X5
zAnAYe;D6eO|8E`){<j|dA7kIYuJBFFzgyw|bm0HE7(B^o!uppV#QIq#qW`h#fB?IR
zW6Ka(hSB?hPR(;Este2>j`v_bc{^w1oDq&WIHbA4e~GjrHZ`WtcyN$WI$L1zuKZnj
j%K5U&WSOXlA^m-Er(Sv%#$Du&;i3qr<~~`*{x$L+*hKj8

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/manifest.json b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/manifest.json
new file mode 100644
index 000000000..19c96aaf3
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/manifest.json
@@ -0,0 +1,96 @@
+{
+  "version": "2.0",
+  "job_id": "job_922992fe94d2",
+  "data_id": null,
+  "source_file_name": "2025_AnnualReport.docx",
+  "processing_date": "2026-06-16T03:37:46.586494Z",
+  "processing": {
+    "page_count": 72,
+    "billing_status": "charged",
+    "cost": {
+      "micro_dollars": 108000,
+      "credits": 0.108
+    },
+    "timing": {
+      "started_at": "2026-06-16T03:35:08.048494+00:00",
+      "completed_at": "2026-06-16T03:37:46.549470+00:00",
+      "duration_ms": 158500
+    },
+    "stages": {
+      "timing_ms": {
+        "document.profile": 0,
+        "heading.merge_pre_pass_llm": 1080,
+        "heading.hierarchy_llm_call": 1606,
+        "heading.hierarchy_llm": 1613,
+        "document.cleanup_unreferenced_images": 0,
+        "document.compress_images": 0,
+        "worker.parse.document": 158375
+      },
+      "token_usage": {
+        "prompt_tokens": 97895,
+        "completion_tokens": 5293,
+        "total_tokens": 103188
+      }
+    }
+  },
+  "statistics": {
+    "total_chunks": 122,
+    "text_chunks": 49,
+    "image_chunks": 4,
+    "table_chunks": 69,
+    "total_pages": null
+  },
+  "HIERARCHY": {
+    "**Preface**": {
+      "**Preface** part 1": {},
+      "**Preface** part 2": {},
+      "**Preface** part 3": {},
+      "**Preface** part 4": {},
+      "**Preface** part 5": {},
+      "**Preface** part 6": {},
+      "**Preface** part 7": {},
+      "**Preface** part 8": {},
+      "**Preface** part 9": {},
+      "**Preface** part 10": {},
+      "**Preface** part 11": {},
+      "**Preface** part 12": {},
+      "**Preface** part 13": {},
+      "**Preface** part 14": {},
+      "**Preface** part 15": {},
+      "**Preface** part 16": {},
+      "**Preface** part 17": {},
+      "**Preface** part 18": {},
+      "**Preface** part 19": {},
+      "**Preface** part 20": {},
+      "**Preface** part 21": {},
+      "**Preface** part 22": {},
+      "**Preface** part 23": {},
+      "**Preface** part 24": {},
+      "**Preface** part 25": {},
+      "**Preface** part 26": {},
+      "**Preface** part 27": {},
+      "**Preface** part 28": {},
+      "**Preface** part 29": {},
+      "**Preface** part 30": {},
+      "**Preface** part 31": {},
+      "**Preface** part 32": {},
+      "**Preface** part 33": {},
+      "**Preface** part 34": {},
+      "**Preface** part 35": {},
+      "**Preface** part 36": {},
+      "**Preface** part 37": {},
+      "**Preface** part 38": {},
+      "**Preface** part 39": {},
+      "**Preface** part 40": {},
+      "**Preface** part 41": {},
+      "**Preface** part 42": {},
+      "**Preface** part 43": {},
+      "**Preface** part 44": {},
+      "**Preface** part 45": {},
+      "**Preface** part 46": {},
+      "**Preface** part 47": {},
+      "**Preface** part 48": {}
+    },
+    "4.\tEnvironmental, Social, and Public Policy Committee": {}
+  }
+}
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-1 Share Repurchases.html b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-1 Share Repurchases.html
new file mode 100644
index 000000000..e28e005ed
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-1 Share Repurchases.html	
@@ -0,0 +1 @@
+<table border='1'><tr><td>(In millions)</td><td></td><td colspan="3">Shares</td><td></td><td colspan="3">Amount</td><td></td><td colspan="3">Shares</td><td></td><td colspan="3">Amount</td><td></td><td colspan="3">Shares</td><td></td><td colspan="3">Amount</td></tr><tr><td colspan="24"></td><td></td></tr><tr><td></td><td colspan="8"></td><td colspan="8"></td><td colspan="8"></td></tr><tr><td>Year Ended June 30,</td><td></td><td></td><td colspan="5">2025</td><td></td><td></td><td></td><td colspan="5">2024</td><td></td><td></td><td></td><td colspan="5">2023</td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>First Quarter</td><td></td><td></td><td>7</td><td></td><td></td><td>$</td><td>2,800</td><td></td><td></td><td></td><td>11</td><td></td><td></td><td>$</td><td>3,560</td><td></td><td></td><td></td><td>17</td><td></td><td></td><td>$</td><td>4,600</td><td></td></tr><tr><td>Second Quarter</td><td></td><td></td><td>8</td><td></td><td></td><td></td><td>3,500</td><td></td><td></td><td></td><td>7</td><td></td><td></td><td></td><td>2,800</td><td></td><td></td><td></td><td>20</td><td></td><td></td><td></td><td>4,600</td><td></td></tr><tr><td>Third Quarter</td><td></td><td></td><td>8</td><td></td><td></td><td></td><td>3,500</td><td></td><td></td><td></td><td>7</td><td></td><td></td><td></td><td>2,800</td><td></td><td></td><td></td><td>18</td><td></td><td></td><td></td><td>4,600</td><td></td></tr><tr><td>Fourth Quarter</td><td></td><td></td><td>8</td><td></td><td></td><td></td><td>3,200</td><td></td><td></td><td></td><td>7</td><td></td><td></td><td></td><td>2,800</td><td></td><td></td><td></td><td>14</td><td></td><td></td><td></td><td>4,600</td><td></td></tr><tr><td colspan="4"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Total</td><td></td><td></td><td>31</td><td></td><td></td><td>$</td><td>13,000</td><td></td><td></td><td></td><td>32</td><td></td><td></td><td>$</td><td>11,960</td><td></td><td></td><td></td><td>69</td><td></td><td></td><td>$</td><td>18,400</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-10 Sales & Marketing.html b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-10 Sales & Marketing.html
new file mode 100644
index 000000000..0e66437fa
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-10 Sales & Marketing.html	
@@ -0,0 +1 @@
+<table border='1'><tr><td>(In millions, except percentages)</td><td></td><td colspan="2">2025</td><td></td><td></td><td colspan="2">2024</td><td></td><td></td><td colspan="2">Percentage<br/>Change</td><td></td></tr><tr><td colspan="12"></td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Sales and marketing</td><td></td><td>$</td><td>25,654</td><td></td><td></td><td>$</td><td>24,456</td><td></td><td></td><td></td><td>5%</td><td></td></tr><tr><td>As a percent of revenue</td><td></td><td></td><td>9%</td><td></td><td></td><td></td><td>10%</td><td></td><td></td><td></td><td>(1)ppt</td><td></td></tr><tr><td colspan="12"></td><td></td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-11 G&A Expenses.html b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-11 G&A Expenses.html
new file mode 100644
index 000000000..bc22dd5d1
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-11 G&A Expenses.html	
@@ -0,0 +1 @@
+<table border='1'><tr><td>(In millions, except percentages)</td><td></td><td colspan="2">2025</td><td></td><td></td><td colspan="2">2024</td><td></td><td></td><td colspan="2">Percentage<br/>Change</td><td></td></tr><tr><td colspan="12"></td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>General and administrative</td><td></td><td>$</td><td>7,223</td><td></td><td></td><td>$</td><td>7,609</td><td></td><td></td><td></td><td>(5)%</td><td></td></tr><tr><td>As a percent of revenue</td><td></td><td></td><td>3%</td><td></td><td></td><td></td><td>3%</td><td></td><td></td><td></td><td>0ppt</td><td></td></tr><tr><td colspan="12"></td><td></td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-12 Financial Summary.html b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-12 Financial Summary.html
new file mode 100644
index 000000000..aeaf9b293
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-12 Financial Summary.html	
@@ -0,0 +1 @@
+<table border='1'><tr><td>(In millions)</td><td></td><td colspan="2"></td><td></td><td></td><td colspan="2"></td><td></td></tr><tr><td colspan="8"></td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Year Ended June 30,</td><td></td><td colspan="2">2025</td><td></td><td></td><td colspan="2">2024</td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Interest and dividends income</td><td></td><td>$</td><td>2,647</td><td></td><td></td><td>$</td><td>3,157</td><td></td></tr><tr><td>Interest expense</td><td></td><td></td><td>(2,385</td><td>)</td><td></td><td></td><td>(2,935</td><td>)</td></tr><tr><td>Net recognized losses on investments</td><td></td><td></td><td>(349</td><td>)</td><td></td><td></td><td>(118</td><td>)</td></tr><tr><td>Net losses on derivatives</td><td></td><td></td><td>(260</td><td>)</td><td></td><td></td><td>(187</td><td>)</td></tr><tr><td>Net gains (losses) on foreign currency remeasurements</td><td></td><td></td><td>171</td><td></td><td></td><td></td><td>(244</td><td>)</td></tr><tr><td>Other, net</td><td></td><td></td><td>(4,725</td><td>)</td><td></td><td></td><td>(1,319</td><td>)</td></tr><tr><td colspan="4"></td><td></td><td></td><td colspan="2"></td><td></td></tr><tr><td>Total</td><td></td><td>$</td><td>(4,901</td><td>)</td><td></td><td>$</td><td>(1,646</td><td>)</td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td colspan="2"></td><td></td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-13 Revenue Schedule.html b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-13 Revenue Schedule.html
new file mode 100644
index 000000000..ac444decb
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-13 Revenue Schedule.html	
@@ -0,0 +1 @@
+<table border='1'><tr><td>(In millions)</td><td></td><td colspan="3"></td></tr><tr><td colspan="4"></td><td></td></tr><tr><td></td><td colspan="4"></td></tr><tr><td>Three Months Ending</td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan="4"></td></tr><tr><td>September 30, 2025</td><td></td><td>$</td><td>25,191</td><td></td></tr><tr><td>December 31, 2025</td><td></td><td></td><td>19,733</td><td></td></tr><tr><td>March 31, 2026</td><td></td><td></td><td>13,742</td><td></td></tr><tr><td>June 30, 2026</td><td></td><td></td><td>5,889</td><td></td></tr><tr><td>Thereafter</td><td></td><td></td><td>2,710</td><td></td></tr><tr><td colspan="4"></td><td></td></tr><tr><td>Total</td><td></td><td>$</td><td>67,265</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-14 Debt Commitments.html b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-14 Debt Commitments.html
new file mode 100644
index 000000000..7e17603d2
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-14 Debt Commitments.html	
@@ -0,0 +1 @@
+<table border='1'><tr><td>(In millions)</td><td></td><td colspan="2">2026</td><td></td><td></td><td colspan="2">Thereafter</td><td></td><td></td><td colspan="2">Total</td><td></td></tr><tr><td colspan="12"></td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Long-term debt: (a)</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Principal payments</td><td></td><td>$</td><td>3,000</td><td></td><td></td><td>$</td><td>46,206</td><td></td><td></td><td>$</td><td>49,206</td><td></td></tr><tr><td>Interest payments</td><td></td><td></td><td>1,509</td><td></td><td></td><td></td><td>25,527</td><td></td><td></td><td></td><td>27,036</td><td></td></tr><tr><td>Construction commitments (b)</td><td></td><td></td><td>26,859</td><td></td><td></td><td></td><td>5,290</td><td></td><td></td><td></td><td>32,149</td><td></td></tr><tr><td>Operating and finance leases, including imputed interest (c)</td><td></td><td></td><td>12,798</td><td></td><td></td><td></td><td>165,903</td><td></td><td></td><td></td><td>178,701</td><td></td></tr><tr><td>Purchase commitments (d)</td><td></td><td></td><td>103,940</td><td></td><td></td><td></td><td>6,013</td><td></td><td></td><td></td><td>109,953</td><td></td></tr><tr><td colspan="4"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Total</td><td></td><td>$</td><td>148,106</td><td></td><td></td><td>$</td><td>248,939</td><td></td><td></td><td>$</td><td>397,045</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-15 Risk Sensitivity.html b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-15 Risk Sensitivity.html
new file mode 100644
index 000000000..74aeed8b7
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-15 Risk Sensitivity.html	
@@ -0,0 +1 @@
+<table border='1'><tr><td>(In millions)</td><td></td><td></td><td></td><td colspan="2"></td><td></td><td></td><td></td></tr><tr><td colspan="9"></td></tr><tr><td></td><td colspan="2"></td><td colspan="4"></td><td colspan="2"></td></tr><tr><td>Risk Categories</td><td></td><td>Hypothetical Change</td><td></td><td colspan="2">June 30,<br/>2025</td><td></td><td></td><td>Impact</td></tr><tr><td></td><td colspan="2"></td><td colspan="4"></td><td colspan="2"></td></tr><tr><td>Foreign currency – Revenue</td><td></td><td>10% decrease in foreign exchange rates</td><td></td><td>$</td><td>(11,596</td><td>)</td><td></td><td>Earnings</td></tr><tr><td>Foreign currency – Investments</td><td></td><td>10% decrease in foreign exchange rates</td><td></td><td></td><td>(17</td><td>)</td><td></td><td>Fair Value</td></tr><tr><td>Interest rate</td><td></td><td>100 basis point increase in U.S. treasury interest rates</td><td></td><td></td><td>(1,415</td><td>)</td><td></td><td>Fair Value</td></tr><tr><td>Credit</td><td></td><td>100 basis point increase in credit spreads</td><td></td><td></td><td>(436</td><td>)</td><td></td><td>Fair Value</td></tr><tr><td>Equity</td><td></td><td>10% decrease in equity market prices</td><td></td><td></td><td>(1,213</td><td>)</td><td></td><td>Earnings</td></tr><tr><td colspan="9"></td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-16 Revenue & Income.html b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-16 Revenue & Income.html
new file mode 100644
index 000000000..153a16936
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-16 Revenue & Income.html	
@@ -0,0 +1 @@
+<table border='1'><tr><td>(In millions, except per share amounts)</td><td></td><td colspan="2"></td><td></td><td></td><td colspan="2"></td><td></td><td></td><td colspan="2"></td><td></td></tr><tr><td colspan="12"></td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Year Ended June 30,</td><td></td><td colspan="2">2025</td><td></td><td></td><td colspan="2">2024</td><td></td><td></td><td colspan="2">2023</td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Revenue:</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Product</td><td></td><td>$</td><td>63,946</td><td></td><td></td><td>$</td><td>64,773</td><td></td><td></td><td>$</td><td>64,699</td><td></td></tr><tr><td>Service and other</td><td></td><td></td><td>217,778</td><td></td><td></td><td></td><td>180,349</td><td></td><td></td><td></td><td>147,216</td><td></td></tr><tr><td colspan="4"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Total revenue</td><td></td><td></td><td>281,724</td><td></td><td></td><td></td><td>245,122</td><td></td><td></td><td></td><td>211,915</td><td></td></tr><tr><td colspan="4"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Cost of revenue:</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Product</td><td></td><td></td><td>13,501</td><td></td><td></td><td></td><td>15,272</td><td></td><td></td><td></td><td>17,804</td><td></td></tr><tr><td>Service and other</td><td></td><td></td><td>74,330</td><td></td><td></td><td></td><td>58,842</td><td></td><td></td><td></td><td>48,059</td><td></td></tr><tr><td colspan="4"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Total cost of revenue</td><td></td><td></td><td>87,831</td><td></td><td></td><td></td><td>74,114</td><td></td><td></td><td></td><td>65,863</td><td></td></tr><tr><td colspan="4"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Gross margin</td><td></td><td></td><td>193,893</td><td></td><td></td><td></td><td>171,008</td><td></td><td></td><td></td><td>146,052</td><td></td></tr><tr><td>Research and development</td><td></td><td></td><td>32,488</td><td></td><td></td><td></td><td>29,510</td><td></td><td></td><td></td><td>27,195</td><td></td></tr><tr><td>Sales and marketing</td><td></td><td></td><td>25,654</td><td></td><td></td><td></td><td>24,456</td><td></td><td></td><td></td><td>22,759</td><td></td></tr><tr><td>General and administrative</td><td></td><td></td><td>7,223</td><td></td><td></td><td></td><td>7,609</td><td></td><td></td><td></td><td>7,575</td><td></td></tr><tr><td colspan="4"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Operating income</td><td></td><td></td><td>128,528</td><td></td><td></td><td></td><td>109,433</td><td></td><td></td><td></td><td>88,523</td><td></td></tr><tr><td>Other income (expense), net</td><td></td><td></td><td>(4,901</td><td>)</td><td></td><td></td><td>(1,646</td><td>)</td><td></td><td></td><td>788</td><td></td></tr><tr><td colspan="4"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Income before income taxes</td><td></td><td></td><td>123,627</td><td></td><td></td><td></td><td>107,787</td><td></td><td></td><td></td><td>89,311</td><td></td></tr><tr><td>Provision for income taxes</td><td></td><td></td><td>21,795</td><td></td><td></td><td></td><td>19,651</td><td></td><td></td><td></td><td>16,950</td><td></td></tr><tr><td colspan="4"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Net income</td><td></td><td>$</td><td>101,832</td><td></td><td></td><td>$</td><td>88,136</td><td></td><td></td><td>$</td><td>72,361</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Earnings per share:</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Basic</td><td></td><td>$</td><td>13.70</td><td></td><td></td><td>$</td><td>11.86</td><td></td><td></td><td>$</td><td>9.72</td><td></td></tr><tr><td>Diluted</td><td></td><td>$</td><td>13.64</td><td></td><td></td><td>$</td><td>11.80</td><td></td><td></td><td>$</td><td>9.68</td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Weighted average shares outstanding:</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Basic</td><td></td><td></td><td>7,433</td><td></td><td></td><td></td><td>7,431</td><td></td><td></td><td></td><td>7,446</td><td></td></tr><tr><td>Diluted</td><td></td><td></td><td>7,465</td><td></td><td></td><td></td><td>7,469</td><td></td><td></td><td></td><td>7,472</td><td></td></tr><tr><td colspan="12"></td><td></td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-17 Comprehensive Income.html b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-17 Comprehensive Income.html
new file mode 100644
index 000000000..4ba680766
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-17 Comprehensive Income.html	
@@ -0,0 +1 @@
+<table border='1'><tr><td>(In millions)</td><td></td><td colspan="2"></td><td></td><td></td><td colspan="2"></td><td></td><td></td><td colspan="2"></td><td></td></tr><tr><td colspan="12"></td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Year Ended June 30,</td><td></td><td colspan="2">2025</td><td></td><td></td><td colspan="2">2024</td><td></td><td></td><td colspan="2">2023</td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Net income</td><td></td><td>$</td><td>101,832</td><td></td><td></td><td>$</td><td>88,136</td><td></td><td></td><td>$</td><td>72,361</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Other comprehensive income (loss), net of tax:</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Net change related to derivatives</td><td></td><td></td><td>(5</td><td>)</td><td></td><td></td><td>24</td><td></td><td></td><td></td><td>(14</td><td>)</td></tr><tr><td>Net change related to investments</td><td></td><td></td><td>1,574</td><td></td><td></td><td></td><td>957</td><td></td><td></td><td></td><td>(1,444</td><td>)</td></tr><tr><td>Translation adjustments and other</td><td></td><td></td><td>674</td><td></td><td></td><td></td><td>(228</td><td>)</td><td></td><td></td><td>(207</td><td>)</td></tr><tr><td colspan="4"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Other comprehensive income (loss)</td><td></td><td></td><td>2,243</td><td></td><td></td><td></td><td>753</td><td></td><td></td><td></td><td>(1,665</td><td>)</td></tr><tr><td colspan="4"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Comprehensive income</td><td></td><td>$</td><td>104,075</td><td></td><td></td><td>$</td><td>88,889</td><td></td><td></td><td>$</td><td>70,696</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-18 Balance Sheet.html b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-18 Balance Sheet.html
new file mode 100644
index 000000000..0f9e9ef74
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-18 Balance Sheet.html	
@@ -0,0 +1 @@
+<table border='1'><tr><td>(In millions)</td><td></td><td colspan="2"></td><td></td><td></td><td colspan="2"></td><td></td></tr><tr><td colspan="8"></td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>June 30,</td><td></td><td colspan="2">2025</td><td></td><td></td><td colspan="2">2024</td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Assets</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Current assets:</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Cash and cash equivalents</td><td></td><td>$</td><td>30,242</td><td></td><td></td><td>$</td><td>18,315</td><td></td></tr><tr><td>Short-term investments</td><td></td><td></td><td>64,323</td><td></td><td></td><td></td><td>57,228</td><td></td></tr><tr><td colspan="4"></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Total cash, cash equivalents, and short-term investments</td><td></td><td></td><td>94,565</td><td></td><td></td><td></td><td>75,543</td><td></td></tr><tr><td>Accounts receivable, net of allowance for doubtful accounts of $944 and $830</td><td></td><td></td><td>69,905</td><td></td><td></td><td></td><td>56,924</td><td></td></tr><tr><td>Inventories</td><td></td><td></td><td>938</td><td></td><td></td><td></td><td>1,246</td><td></td></tr><tr><td>Other current assets</td><td></td><td></td><td>25,723</td><td></td><td></td><td></td><td>26,021</td><td></td></tr><tr><td colspan="4"></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Total current assets</td><td></td><td></td><td>191,131</td><td></td><td></td><td></td><td>159,734</td><td></td></tr><tr><td>Property and equipment, net of accumulated depreciation of $93,653 and $76,421</td><td></td><td></td><td>204,966</td><td></td><td></td><td></td><td>135,591</td><td></td></tr><tr><td>Operating lease right-of-use assets</td><td></td><td></td><td>24,823</td><td></td><td></td><td></td><td>18,961</td><td></td></tr><tr><td>Equity and other investments</td><td></td><td></td><td>15,405</td><td></td><td></td><td></td><td>14,600</td><td></td></tr><tr><td>Goodwill</td><td></td><td></td><td>119,509</td><td></td><td></td><td></td><td>119,220</td><td></td></tr><tr><td>Intangible assets, net</td><td></td><td></td><td>22,604</td><td></td><td></td><td></td><td>27,597</td><td></td></tr><tr><td>Other long-term assets</td><td></td><td></td><td>40,565</td><td></td><td></td><td></td><td>36,460</td><td></td></tr><tr><td colspan="4"></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Total assets</td><td></td><td>$</td><td>619,003</td><td></td><td></td><td>$</td><td>512,163</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Liabilities and stockholders’ equity</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Current liabilities:</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Accounts payable</td><td></td><td>$</td><td>27,724</td><td></td><td></td><td>$</td><td>21,996</td><td></td></tr><tr><td>Short-term debt</td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>6,693</td><td></td></tr><tr><td>Current portion of long-term debt</td><td></td><td></td><td>2,999</td><td></td><td></td><td></td><td>2,249</td><td></td></tr><tr><td>Accrued compensation</td><td></td><td></td><td>13,709</td><td></td><td></td><td></td><td>12,564</td><td></td></tr><tr><td>Short-term income taxes</td><td></td><td></td><td>7,211</td><td></td><td></td><td></td><td>5,017</td><td></td></tr><tr><td>Short-term unearned revenue</td><td></td><td></td><td>64,555</td><td></td><td></td><td></td><td>57,582</td><td></td></tr><tr><td>Other current liabilities</td><td></td><td></td><td>25,020</td><td></td><td></td><td></td><td>19,185</td><td></td></tr><tr><td colspan="4"></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Total current liabilities</td><td></td><td></td><td>141,218</td><td></td><td></td><td></td><td>125,286</td><td></td></tr><tr><td>Long-term debt</td><td></td><td></td><td>40,152</td><td></td><td></td><td></td><td>42,688</td><td></td></tr><tr><td>Long-term income taxes</td><td></td><td></td><td>25,986</td><td></td><td></td><td></td><td>27,931</td><td></td></tr><tr><td>Long-term unearned revenue</td><td></td><td></td><td>2,710</td><td></td><td></td><td></td><td>2,602</td><td></td></tr><tr><td>Deferred income taxes</td><td></td><td></td><td>2,835</td><td></td><td></td><td></td><td>2,618</td><td></td></tr><tr><td>Operating lease liabilities</td><td></td><td></td><td>17,437</td><td></td><td></td><td></td><td>15,497</td><td></td></tr><tr><td>Other long-term liabilities</td><td></td><td></td><td>45,186</td><td></td><td></td><td></td><td>27,064</td><td></td></tr><tr><td colspan="4"></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Total liabilities</td><td></td><td></td><td>275,524</td><td></td><td></td><td></td><td>243,686</td><td></td></tr><tr><td colspan="4"></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Commitments and contingencies</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Stockholders’ equity:</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Common stock and paid-in capital – shares authorized 24,000; outstanding 7,434 and 7,434</td><td></td><td></td><td>109,095</td><td></td><td></td><td></td><td>100,923</td><td></td></tr><tr><td>Retained earnings</td><td></td><td></td><td>237,731</td><td></td><td></td><td></td><td>173,144</td><td></td></tr><tr><td>Accumulated other comprehensive loss</td><td></td><td></td><td>(3,347</td><td>)</td><td></td><td></td><td>(5,590</td><td>)</td></tr><tr><td colspan="4"></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Total stockholders’ equity</td><td></td><td></td><td>343,479</td><td></td><td></td><td></td><td>268,477</td><td></td></tr><tr><td colspan="4"></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Total liabilities and stockholders’ equity</td><td></td><td>$</td><td>619,003</td><td></td><td></td><td>$</td><td>512,163</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-19 Cash Flow Statement.html b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-19 Cash Flow Statement.html
new file mode 100644
index 000000000..dd8d9296d
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-19 Cash Flow Statement.html	
@@ -0,0 +1 @@
+<table border='1'><tr><td>(In millions)</td><td></td><td colspan="2"></td><td></td><td></td><td colspan="2"></td><td></td><td></td><td colspan="2"></td><td></td></tr><tr><td colspan="12"></td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Year Ended June 30,</td><td></td><td colspan="2">2025</td><td></td><td></td><td colspan="2">2024</td><td></td><td></td><td colspan="2">2023</td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Operations</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Net income</td><td></td><td>$</td><td>101,832</td><td></td><td></td><td>$</td><td>88,136</td><td></td><td></td><td>$</td><td>72,361</td><td></td></tr><tr><td>Adjustments to reconcile net income to net cash from operations:</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Depreciation, amortization, and other</td><td></td><td></td><td>34,153</td><td></td><td></td><td></td><td>22,287</td><td></td><td></td><td></td><td>13,861</td><td></td></tr><tr><td>Stock-based compensation expense</td><td></td><td></td><td>11,974</td><td></td><td></td><td></td><td>10,734</td><td></td><td></td><td></td><td>9,611</td><td></td></tr><tr><td>Net recognized losses on investments and derivatives</td><td></td><td></td><td>609</td><td></td><td></td><td></td><td>305</td><td></td><td></td><td></td><td>196</td><td></td></tr><tr><td>Deferred income taxes</td><td></td><td></td><td>(7,056</td><td>)</td><td></td><td></td><td>(4,738</td><td>)</td><td></td><td></td><td>(6,059</td><td>)</td></tr><tr><td>Changes in operating assets and liabilities:</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Accounts receivable</td><td></td><td></td><td>(10,581</td><td>)</td><td></td><td></td><td>(7,191</td><td>)</td><td></td><td></td><td>(4,087</td><td>)</td></tr><tr><td>Inventories</td><td></td><td></td><td>309</td><td></td><td></td><td></td><td>1,284</td><td></td><td></td><td></td><td>1,242</td><td></td></tr><tr><td>Other current assets</td><td></td><td></td><td>(3,044</td><td>)</td><td></td><td></td><td>(1,648</td><td>)</td><td></td><td></td><td>(1,991</td><td>)</td></tr><tr><td>Other long-term assets</td><td></td><td></td><td>(2,950</td><td>)</td><td></td><td></td><td>(6,817</td><td>)</td><td></td><td></td><td>(2,833</td><td>)</td></tr><tr><td>Accounts payable</td><td></td><td></td><td>569</td><td></td><td></td><td></td><td>3,545</td><td></td><td></td><td></td><td>(2,721</td><td>)</td></tr><tr><td>Unearned revenue</td><td></td><td></td><td>5,438</td><td></td><td></td><td></td><td>5,348</td><td></td><td></td><td></td><td>5,535</td><td></td></tr><tr><td>Income taxes</td><td></td><td></td><td>(38</td><td>)</td><td></td><td></td><td>1,687</td><td></td><td></td><td></td><td>(358</td><td>)</td></tr><tr><td>Other current liabilities</td><td></td><td></td><td>5,922</td><td></td><td></td><td></td><td>4,867</td><td></td><td></td><td></td><td>2,272</td><td></td></tr><tr><td>Other long-term liabilities</td><td></td><td></td><td>(975</td><td>)</td><td></td><td></td><td>749</td><td></td><td></td><td></td><td>553</td><td></td></tr><tr><td colspan="4"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Net cash from operations</td><td></td><td></td><td>136,162</td><td></td><td></td><td></td><td>118,548</td><td></td><td></td><td></td><td>87,582</td><td></td></tr><tr><td colspan="4"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Financing</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Proceeds from issuance (repayments) of debt, maturities of 90 days or less, net</td><td></td><td></td><td>(5,746</td><td>)</td><td></td><td></td><td>5,250</td><td></td><td></td><td></td><td>0</td><td></td></tr><tr><td>Proceeds from issuance of debt</td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>24,395</td><td></td><td></td><td></td><td>0</td><td></td></tr><tr><td>Repayments of debt</td><td></td><td></td><td>(3,216</td><td>)</td><td></td><td></td><td>(29,070</td><td>)</td><td></td><td></td><td>(2,750</td><td>)</td></tr><tr><td>Common stock issued</td><td></td><td></td><td>2,056</td><td></td><td></td><td></td><td>2,002</td><td></td><td></td><td></td><td>1,866</td><td></td></tr><tr><td>Common stock repurchased</td><td></td><td></td><td>(18,420</td><td>)</td><td></td><td></td><td>(17,254</td><td>)</td><td></td><td></td><td>(22,245</td><td>)</td></tr><tr><td>Common stock cash dividends paid</td><td></td><td></td><td>(24,082</td><td>)</td><td></td><td></td><td>(21,771</td><td>)</td><td></td><td></td><td>(19,800</td><td>)</td></tr><tr><td>Other, net</td><td></td><td></td><td>(2,291</td><td>)</td><td></td><td></td><td>(1,309</td><td>)</td><td></td><td></td><td>(1,006</td><td>)</td></tr><tr><td colspan="4"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Net cash used in financing</td><td></td><td></td><td>(51,699</td><td>)</td><td></td><td></td><td>(37,757</td><td>)</td><td></td><td></td><td>(43,935</td><td>)</td></tr><tr><td colspan="4"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Investing</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Additions to property and equipment</td><td></td><td></td><td>(64,551</td><td>)</td><td></td><td></td><td>(44,477</td><td>)</td><td></td><td></td><td>(28,107</td><td>)</td></tr><tr><td>Acquisition of companies, net of cash acquired and divestitures, and purchases of intangible and other assets</td><td></td><td></td><td>(5,978</td><td>)</td><td></td><td></td><td>(69,132</td><td>)</td><td></td><td></td><td>(1,670</td><td>)</td></tr><tr><td>Purchases of investments</td><td></td><td></td><td>(29,775</td><td>)</td><td></td><td></td><td>(17,732</td><td>)</td><td></td><td></td><td>(37,651</td><td>)</td></tr><tr><td>Maturities of investments</td><td></td><td></td><td>16,079</td><td></td><td></td><td></td><td>24,775</td><td></td><td></td><td></td><td>33,510</td><td></td></tr><tr><td>Sales of investments</td><td></td><td></td><td>9,309</td><td></td><td></td><td></td><td>10,894</td><td></td><td></td><td></td><td>14,354</td><td></td></tr><tr><td>Other, net</td><td></td><td></td><td>2,317</td><td></td><td></td><td></td><td>(1,298</td><td>)</td><td></td><td></td><td>(3,116</td><td>)</td></tr><tr><td colspan="4"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Net cash used in investing</td><td></td><td></td><td>(72,599</td><td>)</td><td></td><td></td><td>(96,970</td><td>)</td><td></td><td></td><td>(22,680</td><td>)</td></tr><tr><td colspan="4"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Effect of foreign exchange rates on cash and cash equivalents</td><td></td><td></td><td>63</td><td></td><td></td><td></td><td>(210</td><td>)</td><td></td><td></td><td>(194</td><td>)</td></tr><tr><td colspan="4"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Net change in cash and cash equivalents</td><td></td><td></td><td>11,927</td><td></td><td></td><td></td><td>(16,389</td><td>)</td><td></td><td></td><td>20,773</td><td></td></tr><tr><td>Cash and cash equivalents, beginning of period</td><td></td><td></td><td>18,315</td><td></td><td></td><td></td><td>34,704</td><td></td><td></td><td></td><td>13,931</td><td></td></tr><tr><td colspan="4"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Cash and cash equivalents, end of period</td><td></td><td>$</td><td>30,242</td><td></td><td></td><td>$</td><td>18,315</td><td></td><td></td><td>$</td><td>34,704</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-2 Dividend History.html b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-2 Dividend History.html
new file mode 100644
index 000000000..02b0ba965
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-2 Dividend History.html	
@@ -0,0 +1 @@
+<table border='1'><tr><td>Declaration Date</td><td></td><td>Record Date</td><td></td><td>Payment Date</td><td></td><td colspan="2">Dividend<br/>Per Share</td><td></td><td></td><td colspan="2">Amount</td><td></td></tr><tr><td colspan="12"></td><td></td></tr><tr><td></td><td colspan="2"></td><td colspan="2"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Fiscal Year 2025</td><td></td><td></td><td></td><td></td><td></td><td colspan="2"></td><td></td><td></td><td colspan="2">(In millions)</td><td></td></tr><tr><td></td><td colspan="2"></td><td colspan="2"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>September 16, 2024</td><td></td><td>November 21, 2024</td><td></td><td>December 12, 2024</td><td></td><td>$</td><td>0.83</td><td></td><td></td><td>$</td><td>6,170</td><td></td></tr><tr><td>December 3, 2024</td><td></td><td>February 20, 2025</td><td></td><td>March 13, 2025</td><td></td><td></td><td>0.83</td><td></td><td></td><td></td><td>6,169</td><td></td></tr><tr><td>March 11, 2025</td><td></td><td>May 15, 2025</td><td></td><td>June 12, 2025</td><td></td><td></td><td>0.83</td><td></td><td></td><td></td><td>6,169</td><td></td></tr><tr><td>June 10, 2025</td><td></td><td>August 21, 2025</td><td></td><td>September 11, 2025</td><td></td><td></td><td>0.83</td><td></td><td></td><td></td><td>6,170</td><td></td></tr><tr><td colspan="8"></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Total</td><td></td><td></td><td></td><td></td><td></td><td>$</td><td>3.32</td><td></td><td></td><td>$</td><td>24,678</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan="2"></td><td colspan="2"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Fiscal Year 2024</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan="2"></td><td colspan="2"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>September 19, 2023</td><td></td><td>November 16, 2023</td><td></td><td>December 14, 2023</td><td></td><td>$</td><td>0.75</td><td></td><td></td><td>$</td><td>5,574</td><td></td></tr><tr><td>November 28, 2023</td><td></td><td>February 15, 2024</td><td></td><td>March 14, 2024</td><td></td><td></td><td>0.75</td><td></td><td></td><td></td><td>5,573</td><td></td></tr><tr><td>March 12, 2024</td><td></td><td>May 16, 2024</td><td></td><td>June 13, 2024</td><td></td><td></td><td>0.75</td><td></td><td></td><td></td><td>5,574</td><td></td></tr><tr><td>June 12, 2024</td><td></td><td>August 15, 2024</td><td></td><td>September 12, 2024</td><td></td><td></td><td>0.75</td><td></td><td></td><td></td><td>5,574</td><td></td></tr><tr><td colspan="8"></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan="2"></td><td colspan="2"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Total</td><td></td><td></td><td></td><td></td><td></td><td>$</td><td>3.00</td><td></td><td></td><td>$</td><td>22,295</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-20 Stockholders' Equity.html b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-20 Stockholders' Equity.html
new file mode 100644
index 000000000..cf97d7d55
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-20 Stockholders' Equity.html	
@@ -0,0 +1 @@
+<table border='1'><tr><td>(In millions, except per share amounts)</td><td></td><td colspan="2"></td><td></td><td></td><td colspan="2"></td><td></td><td></td><td colspan="2"></td><td></td></tr><tr><td colspan="12"></td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Year Ended June 30,</td><td></td><td colspan="2">2025</td><td></td><td></td><td colspan="2">2024</td><td></td><td></td><td colspan="2">2023</td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Common stock and paid-in capital</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Balance, beginning of period</td><td></td><td>$</td><td>100,923</td><td></td><td></td><td>$</td><td>93,718</td><td></td><td></td><td>$</td><td>86,939</td><td></td></tr><tr><td>Common stock issued</td><td></td><td></td><td>2,056</td><td></td><td></td><td></td><td>2,002</td><td></td><td></td><td></td><td>1,866</td><td></td></tr><tr><td>Common stock repurchased</td><td></td><td></td><td>(5,856</td><td>)</td><td></td><td></td><td>(5,712</td><td>)</td><td></td><td></td><td>(4,696</td><td>)</td></tr><tr><td>Stock-based compensation expense</td><td></td><td></td><td>11,974</td><td></td><td></td><td></td><td>10,734</td><td></td><td></td><td></td><td>9,611</td><td></td></tr><tr><td>Other, net</td><td></td><td></td><td>(2</td><td>)</td><td></td><td></td><td>181</td><td></td><td></td><td></td><td>(2</td><td>)</td></tr><tr><td colspan="4"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Balance, end of period</td><td></td><td></td><td>109,095</td><td></td><td></td><td></td><td>100,923</td><td></td><td></td><td></td><td>93,718</td><td></td></tr><tr><td colspan="4"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Retained earnings</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Balance, beginning of period</td><td></td><td></td><td>173,144</td><td></td><td></td><td></td><td>118,848</td><td></td><td></td><td></td><td>84,281</td><td></td></tr><tr><td>Net income</td><td></td><td></td><td>101,832</td><td></td><td></td><td></td><td>88,136</td><td></td><td></td><td></td><td>72,361</td><td></td></tr><tr><td>Common stock cash dividends</td><td></td><td></td><td>(24,677</td><td>)</td><td></td><td></td><td>(22,293</td><td>)</td><td></td><td></td><td>(20,226</td><td>)</td></tr><tr><td>Common stock repurchased</td><td></td><td></td><td>(12,568</td><td>)</td><td></td><td></td><td>(11,547</td><td>)</td><td></td><td></td><td>(17,568</td><td>)</td></tr><tr><td colspan="4"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Balance, end of period</td><td></td><td></td><td>237,731</td><td></td><td></td><td></td><td>173,144</td><td></td><td></td><td></td><td>118,848</td><td></td></tr><tr><td colspan="4"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Accumulated other comprehensive loss</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Balance, beginning of period</td><td></td><td></td><td>(5,590</td><td>)</td><td></td><td></td><td>(6,343</td><td>)</td><td></td><td></td><td>(4,678</td><td>)</td></tr><tr><td>Other comprehensive income (loss)</td><td></td><td></td><td>2,243</td><td></td><td></td><td></td><td>753</td><td></td><td></td><td></td><td>(1,665</td><td>)</td></tr><tr><td colspan="4"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Balance, end of period</td><td></td><td></td><td>(3,347</td><td>)</td><td></td><td></td><td>(5,590</td><td>)</td><td></td><td></td><td>(6,343</td><td>)</td></tr><tr><td colspan="4"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Total stockholders’ equity</td><td></td><td>$</td><td>343,479</td><td></td><td></td><td>$</td><td>268,477</td><td></td><td></td><td>$</td><td>206,223</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Cash dividends declared per common share</td><td></td><td>$</td><td>3.32</td><td></td><td></td><td>$</td><td>3.00</td><td></td><td></td><td>$</td><td>2.72</td><td></td></tr><tr><td colspan="12"></td><td></td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-21 EPS Data Table.html b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-21 EPS Data Table.html
new file mode 100644
index 000000000..98e1c072c
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-21 EPS Data Table.html	
@@ -0,0 +1 @@
+<table border='1'><tr><td>(In millions, except per share amounts)</td><td></td><td colspan="2"></td><td></td><td></td><td colspan="2"></td><td></td><td></td><td colspan="2"></td><td></td></tr><tr><td colspan="12"></td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Year Ended June 30,</td><td></td><td colspan="2">2025</td><td></td><td></td><td colspan="2">2024</td><td></td><td></td><td colspan="2">2023</td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Net income available for common shareholders (A)</td><td></td><td>$</td><td>101,832</td><td></td><td></td><td>$</td><td>88,136</td><td></td><td></td><td>$</td><td>72,361</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Weighted average outstanding shares of common stock (B)</td><td></td><td></td><td>7,433</td><td></td><td></td><td></td><td>7,431</td><td></td><td></td><td></td><td>7,446</td><td></td></tr><tr><td>Dilutive effect of stock-based awards</td><td></td><td></td><td>32</td><td></td><td></td><td></td><td>38</td><td></td><td></td><td></td><td>26</td><td></td></tr><tr><td colspan="4"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Common stock and common stock equivalents (C)</td><td></td><td></td><td>7,465</td><td></td><td></td><td></td><td>7,469</td><td></td><td></td><td></td><td>7,472</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Earnings Per Share</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Basic (A/B)</td><td></td><td>$</td><td>13.70</td><td></td><td></td><td>$</td><td>11.86</td><td></td><td></td><td>$</td><td>9.72</td><td></td></tr><tr><td>Diluted (A/C)</td><td></td><td>$</td><td>13.64</td><td></td><td></td><td>$</td><td>11.80</td><td></td><td></td><td>$</td><td>9.68</td><td></td></tr><tr><td colspan="12"></td><td></td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-22 Investment Income.html b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-22 Investment Income.html
new file mode 100644
index 000000000..b2d8283e2
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-22 Investment Income.html	
@@ -0,0 +1 @@
+<table border='1'><tr><td>(In millions)</td><td></td><td colspan="2"></td><td></td><td></td><td colspan="2"></td><td></td><td></td><td colspan="2"></td><td></td></tr><tr><td colspan="12"></td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Year Ended June 30,</td><td></td><td colspan="2">2025</td><td></td><td></td><td colspan="2">2024</td><td></td><td></td><td colspan="2">2023</td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Interest and dividends income</td><td></td><td>$</td><td>2,647</td><td></td><td></td><td>$</td><td>3,157</td><td></td><td></td><td>$</td><td>2,994</td><td></td></tr><tr><td>Interest expense</td><td></td><td></td><td>(2,385</td><td>)</td><td></td><td></td><td>(2,935</td><td>)</td><td></td><td></td><td>(1,968</td><td>)</td></tr><tr><td>Net recognized gains (losses) on investments</td><td></td><td></td><td>(349</td><td>)</td><td></td><td></td><td>(118</td><td>)</td><td></td><td></td><td>260</td><td></td></tr><tr><td>Net losses on derivatives</td><td></td><td></td><td>(260</td><td>)</td><td></td><td></td><td>(187</td><td>)</td><td></td><td></td><td>(456</td><td>)</td></tr><tr><td>Net gains (losses) on foreign currency remeasurements</td><td></td><td></td><td>171</td><td></td><td></td><td></td><td>(244</td><td>)</td><td></td><td></td><td>181</td><td></td></tr><tr><td>Other, net</td><td></td><td></td><td>(4,725</td><td>)</td><td></td><td></td><td>(1,319</td><td>)</td><td></td><td></td><td>(223</td><td>)</td></tr><tr><td colspan="4"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Total</td><td></td><td>$</td><td>(4,901</td><td>)</td><td></td><td>$</td><td>(1,646</td><td>)</td><td></td><td>$</td><td>788</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-23 Investment Gains.html b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-23 Investment Gains.html
new file mode 100644
index 000000000..499ea82a1
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-23 Investment Gains.html	
@@ -0,0 +1 @@
+<table border='1'><tr><td>(In millions)</td><td></td><td colspan="2"></td><td></td><td></td><td colspan="2"></td><td></td><td></td><td colspan="2"></td><td></td></tr><tr><td colspan="12"></td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Year Ended June 30,</td><td></td><td colspan="2">2025</td><td></td><td></td><td colspan="2">2024</td><td></td><td></td><td colspan="2">2023</td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Realized gains from sales of available-for-sale securities</td><td></td><td>$</td><td>40</td><td></td><td></td><td>$</td><td>22</td><td></td><td></td><td>$</td><td>36</td><td></td></tr><tr><td>Realized losses from sales of available-for-sale securities</td><td></td><td></td><td>(65</td><td>)</td><td></td><td></td><td>(98</td><td>)</td><td></td><td></td><td>(124</td><td>)</td></tr><tr><td>Impairments and allowance for credit losses</td><td></td><td></td><td>8</td><td></td><td></td><td></td><td>23</td><td></td><td></td><td></td><td>(10</td><td>)</td></tr><tr><td colspan="4"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Total</td><td></td><td>$</td><td>(17</td><td>)</td><td></td><td>$</td><td>(53</td><td>)</td><td></td><td>$</td><td>(98</td><td>)</td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-24 Investment Gains.html b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-24 Investment Gains.html
new file mode 100644
index 000000000..32cd8ea40
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-24 Investment Gains.html	
@@ -0,0 +1 @@
+<table border='1'><tr><td>(In millions)</td><td></td><td colspan="2"></td><td></td><td></td><td colspan="2"></td><td></td><td></td><td colspan="2"></td><td></td></tr><tr><td colspan="12"></td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Year Ended June 30,</td><td></td><td colspan="2">2025</td><td></td><td></td><td colspan="2">2024</td><td></td><td></td><td colspan="2">2023</td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Net realized gains on investments sold</td><td></td><td>$</td><td>83</td><td></td><td></td><td>$</td><td>18</td><td></td><td></td><td>$</td><td>75</td><td></td></tr><tr><td>Net unrealized gains on investments still held</td><td></td><td></td><td>536</td><td></td><td></td><td></td><td>146</td><td></td><td></td><td></td><td>303</td><td></td></tr><tr><td>Impairments of investments</td><td></td><td></td><td>(951</td><td>)</td><td></td><td></td><td>(229</td><td>)</td><td></td><td></td><td>(20</td><td>)</td></tr><tr><td colspan="4"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Total</td><td></td><td>$</td><td>(332</td><td>)</td><td></td><td>$</td><td>(65</td><td>)</td><td></td><td>$</td><td>358</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-25 Investment Table.html b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-25 Investment Table.html
new file mode 100644
index 000000000..54456bdd2
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-25 Investment Table.html	
@@ -0,0 +1 @@
+<table border='1'><tr><td>(In millions)</td><td></td><td colspan="2">Fair Value<br/>Level</td><td></td><td></td><td colspan="2">Adjusted<br/>Cost Basis</td><td></td><td></td><td colspan="2">Unrealized<br/>Gains</td><td></td><td></td><td colspan="2">Unrealized<br/>Losses</td><td></td><td></td><td colspan="2">Recorded<br/>Basis</td><td></td><td></td><td colspan="2">Cash and<br/>Cash<br/>Equivalents</td><td></td><td></td><td colspan="2">Short-term<br/>Investments</td><td></td><td></td><td colspan="2">Equity and<br/>Other<br/>Investments</td><td></td></tr><tr><td colspan="32"></td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>June 30, 2025</td><td></td><td colspan="2"></td><td></td><td></td><td colspan="2"></td><td></td><td></td><td colspan="2"></td><td></td><td></td><td colspan="2"></td><td></td><td></td><td colspan="2"></td><td></td><td></td><td colspan="2"></td><td></td><td></td><td colspan="2"></td><td></td><td></td><td colspan="2"></td><td></td></tr><tr><td colspan="5"></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td colspan="4">Changes in Fair Value Recorded in<br/>Other Comprehensive Income</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Commercial paper</td><td></td><td></td><td>Level 2</td><td></td><td></td><td>$</td><td>10,880</td><td></td><td></td><td>$</td><td>0</td><td></td><td></td><td>$</td><td>0</td><td></td><td></td><td>$</td><td>10,880</td><td></td><td></td><td>$</td><td>9,939</td><td></td><td></td><td>$</td><td>941</td><td></td><td></td><td>$</td><td>0</td><td></td></tr><tr><td>Certificates of deposit</td><td></td><td></td><td>Level 2</td><td></td><td></td><td></td><td>2,653</td><td></td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>2,653</td><td></td><td></td><td></td><td>2,309</td><td></td><td></td><td></td><td>344</td><td></td><td></td><td></td><td>0</td><td></td></tr><tr><td>U.S. government securities</td><td></td><td></td><td>Level 1</td><td></td><td></td><td></td><td>52,878</td><td></td><td></td><td></td><td>71</td><td></td><td></td><td></td><td>(1,462</td><td>)</td><td></td><td></td><td>51,487</td><td></td><td></td><td></td><td>4,742</td><td></td><td></td><td></td><td>46,745</td><td></td><td></td><td></td><td>0</td><td></td></tr><tr><td>U.S. agency securities</td><td></td><td></td><td>Level 2</td><td></td><td></td><td></td><td>2,686</td><td></td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>2,686</td><td></td><td></td><td></td><td>496</td><td></td><td></td><td></td><td>2,190</td><td></td><td></td><td></td><td>0</td><td></td></tr><tr><td>Foreign government bonds</td><td></td><td></td><td>Level 2</td><td></td><td></td><td></td><td>349</td><td></td><td></td><td></td><td>24</td><td></td><td></td><td></td><td>(9</td><td>)</td><td></td><td></td><td>364</td><td></td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>364</td><td></td><td></td><td></td><td>0</td><td></td></tr><tr><td>Mortgage- and asset-backed securities</td><td></td><td></td><td>Level 2</td><td></td><td></td><td></td><td>2,558</td><td></td><td></td><td></td><td>10</td><td></td><td></td><td></td><td>(27</td><td>)</td><td></td><td></td><td>2,541</td><td></td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>2,541</td><td></td><td></td><td></td><td>0</td><td></td></tr><tr><td>Corporate notes and bonds</td><td></td><td></td><td>Level 2</td><td></td><td></td><td></td><td>10,763</td><td></td><td></td><td></td><td>124</td><td></td><td></td><td></td><td>(101</td><td>)</td><td></td><td></td><td>10,786</td><td></td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>10,786</td><td></td><td></td><td></td><td>0</td><td></td></tr><tr><td>Corporate notes and bonds</td><td></td><td></td><td>Level 3</td><td></td><td></td><td></td><td>2,511</td><td></td><td></td><td></td><td>65</td><td></td><td></td><td></td><td>(5</td><td>)</td><td></td><td></td><td>2,571</td><td></td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>111</td><td></td><td></td><td></td><td>2,460</td><td></td></tr><tr><td>Municipal securities</td><td></td><td></td><td>Level 2</td><td></td><td></td><td></td><td>207</td><td></td><td></td><td></td><td>1</td><td></td><td></td><td></td><td>(7</td><td>)</td><td></td><td></td><td>201</td><td></td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>201</td><td></td><td></td><td></td><td>0</td><td></td></tr><tr><td>Municipal securities</td><td></td><td></td><td>Level 3</td><td></td><td></td><td></td><td>104</td><td></td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>(14</td><td>)</td><td></td><td></td><td>90</td><td></td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>90</td><td></td><td></td><td></td><td>0</td><td></td></tr><tr><td colspan="8"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Total debt investments</td><td></td><td></td><td></td><td></td><td></td><td>$</td><td>85,589</td><td></td><td></td><td>$</td><td>295</td><td></td><td></td><td>$</td><td>(1,625</td><td>)</td><td></td><td>$</td><td>84,259</td><td></td><td></td><td>$</td><td>17,486</td><td></td><td></td><td>$</td><td>64,313</td><td></td><td></td><td>$</td><td>2,460</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td colspan="5"></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td colspan="4">Changes in Fair Value Recorded in Net Income</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Equity investments</td><td></td><td></td><td>Level 1</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td>$</td><td>4,577</td><td></td><td></td><td>$</td><td>1,045</td><td></td><td></td><td>$</td><td>0</td><td></td><td></td><td>$</td><td>3,532</td><td></td></tr><tr><td>Equity investments</td><td></td><td></td><td>Other</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td>9,141</td><td></td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>9,141</td><td></td></tr><tr><td colspan="20"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Total equity investments</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td>$</td><td>13,718</td><td></td><td></td><td>$</td><td>1,045</td><td></td><td></td><td>$</td><td>0</td><td></td><td></td><td>$</td><td>12,673</td><td></td></tr><tr><td colspan="4"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Cash</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td>$</td><td>11,711</td><td></td><td></td><td>$</td><td>11,711</td><td></td><td></td><td>$</td><td>0</td><td></td><td></td><td>$</td><td>0</td><td></td></tr><tr><td>Derivatives, net (a)</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td>282</td><td></td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>10</td><td></td><td></td><td></td><td>272</td><td></td></tr><tr><td colspan="20"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Total</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td>$</td><td>109,970</td><td></td><td></td><td>$</td><td>30,242</td><td></td><td></td><td>$</td><td>64,323</td><td></td><td></td><td>$</td><td>15,405</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-26 Investment Summary.html b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-26 Investment Summary.html
new file mode 100644
index 000000000..cbf2c2109
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-26 Investment Summary.html	
@@ -0,0 +1 @@
+<table border='1'><tr><td>(In millions)</td><td></td><td colspan="2">Fair Value<br/>Level</td><td></td><td></td><td colspan="2">Adjusted<br/>Cost Basis</td><td></td><td></td><td colspan="2">Unrealized<br/>Gains</td><td></td><td></td><td colspan="2">Unrealized<br/>Losses</td><td></td><td></td><td colspan="2">Recorded<br/>Basis</td><td></td><td></td><td colspan="2">Cash and<br/>Cash<br/>Equivalents</td><td></td><td></td><td colspan="2">Short-term<br/>Investments</td><td></td><td></td><td colspan="2">Equity and<br/>Other<br/>Investments</td><td></td></tr><tr><td colspan="32"></td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>June 30, 2024</td><td></td><td colspan="2"></td><td></td><td></td><td colspan="2"></td><td></td><td></td><td colspan="2"></td><td></td><td></td><td colspan="2"></td><td></td><td></td><td colspan="2"></td><td></td><td></td><td colspan="2"></td><td></td><td></td><td colspan="2"></td><td></td><td></td><td colspan="2"></td><td></td></tr><tr><td colspan="5"></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td colspan="4">Changes in Fair Value Recorded in Other Comprehensive Income</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Commercial paper</td><td></td><td></td><td>Level 2</td><td></td><td></td><td>$</td><td>4,666</td><td></td><td></td><td>$</td><td>0</td><td></td><td></td><td>$</td><td>0</td><td></td><td></td><td>$</td><td>4,666</td><td></td><td></td><td>$</td><td>4,666</td><td></td><td></td><td>$</td><td>0</td><td></td><td></td><td>$</td><td>0</td><td></td></tr><tr><td>Certificates of deposit</td><td></td><td></td><td>Level 2</td><td></td><td></td><td></td><td>1,547</td><td></td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>1,547</td><td></td><td></td><td></td><td>1,503</td><td></td><td></td><td></td><td>44</td><td></td><td></td><td></td><td>0</td><td></td></tr><tr><td>U.S. government securities</td><td></td><td></td><td>Level 1</td><td></td><td></td><td></td><td>49,603</td><td></td><td></td><td></td><td>4</td><td></td><td></td><td></td><td>(2,948</td><td>)</td><td></td><td></td><td>46,659</td><td></td><td></td><td></td><td>14</td><td></td><td></td><td></td><td>46,645</td><td></td><td></td><td></td><td>0</td><td></td></tr><tr><td>U.S. agency securities</td><td></td><td></td><td>Level 2</td><td></td><td></td><td></td><td>17</td><td></td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>17</td><td></td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>17</td><td></td><td></td><td></td><td>0</td><td></td></tr><tr><td>Foreign government bonds</td><td></td><td></td><td>Level 2</td><td></td><td></td><td></td><td>319</td><td></td><td></td><td></td><td>3</td><td></td><td></td><td></td><td>(16</td><td>)</td><td></td><td></td><td>306</td><td></td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>306</td><td></td><td></td><td></td><td>0</td><td></td></tr><tr><td>Mortgage- and asset-backed securities</td><td></td><td></td><td>Level 2</td><td></td><td></td><td></td><td>944</td><td></td><td></td><td></td><td>3</td><td></td><td></td><td></td><td>(35</td><td>)</td><td></td><td></td><td>912</td><td></td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>912</td><td></td><td></td><td></td><td>0</td><td></td></tr><tr><td>Corporate notes and bonds</td><td></td><td></td><td>Level 2</td><td></td><td></td><td></td><td>9,106</td><td></td><td></td><td></td><td>28</td><td></td><td></td><td></td><td>(318</td><td>)</td><td></td><td></td><td>8,816</td><td></td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>8,816</td><td></td><td></td><td></td><td>0</td><td></td></tr><tr><td>Corporate notes and bonds</td><td></td><td></td><td>Level 3</td><td></td><td></td><td></td><td>1,641</td><td></td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>(1</td><td>)</td><td></td><td></td><td>1,640</td><td></td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>140</td><td></td><td></td><td></td><td>1,500</td><td></td></tr><tr><td>Municipal securities</td><td></td><td></td><td>Level 2</td><td></td><td></td><td></td><td>262</td><td></td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>(13</td><td>)</td><td></td><td></td><td>249</td><td></td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>249</td><td></td><td></td><td></td><td>0</td><td></td></tr><tr><td>Municipal securities</td><td></td><td></td><td>Level 3</td><td></td><td></td><td></td><td>104</td><td></td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>(17</td><td>)</td><td></td><td></td><td>87</td><td></td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>87</td><td></td><td></td><td></td><td>0</td><td></td></tr><tr><td colspan="8"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Total debt investments</td><td></td><td></td><td></td><td></td><td></td><td>$</td><td>68,209</td><td></td><td></td><td>$</td><td>38</td><td></td><td></td><td>$</td><td>(3,348</td><td>)</td><td></td><td>$</td><td>64,899</td><td></td><td></td><td>$</td><td>6,183</td><td></td><td></td><td>$</td><td>57,216</td><td></td><td></td><td>$</td><td>1,500</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td colspan="5"></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td colspan="4">Changes in Fair Value Recorded in Net Income</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Equity investments</td><td></td><td></td><td>Level 1</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td>$</td><td>3,547</td><td></td><td></td><td>$</td><td>561</td><td></td><td></td><td>$</td><td>0</td><td></td><td></td><td>$</td><td>2,986</td><td></td></tr><tr><td>Equity investments</td><td></td><td></td><td>Other</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td>10,114</td><td></td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>10,114</td><td></td></tr><tr><td colspan="20"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Total equity investments</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td>$</td><td>13,661</td><td></td><td></td><td>$</td><td>561</td><td></td><td></td><td>$</td><td>0</td><td></td><td></td><td>$</td><td>13,100</td><td></td></tr><tr><td colspan="4"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Cash</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td>$</td><td>11,571</td><td></td><td></td><td>$</td><td>11,571</td><td></td><td></td><td>$</td><td>0</td><td></td><td></td><td>$</td><td>0</td><td></td></tr><tr><td>Derivatives, net (a)</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td>12</td><td></td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>12</td><td></td><td></td><td></td><td>0</td><td></td></tr><tr><td colspan="20"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Total</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td>$</td><td>90,143</td><td></td><td></td><td>$</td><td>18,315</td><td></td><td></td><td>$</td><td>57,228</td><td></td><td></td><td>$</td><td>14,600</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-27 Unrealized Losses.html b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-27 Unrealized Losses.html
new file mode 100644
index 000000000..67335c6d3
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-27 Unrealized Losses.html	
@@ -0,0 +1 @@
+<table border='1'><tr><td></td><td></td><td colspan="6">Less than 12 Months</td><td></td><td></td><td colspan="6">12 Months or Greater</td><td></td><td></td><td colspan="2"></td><td></td><td></td><td colspan="2">Total<br/>Unrealized<br/>Losses</td><td></td></tr><tr><td></td><td></td><td></td><td colspan="5"></td><td></td><td></td><td></td><td colspan="5"></td><td></td><td></td><td></td><td></td><td></td><td></td><td colspan="2">Total<br/>Unrealized<br/>Losses</td><td></td></tr><tr><td>(In millions)</td><td></td><td colspan="2">Fair Value</td><td></td><td></td><td colspan="2">Unrealized<br/>Losses</td><td></td><td></td><td colspan="2">Fair Value</td><td></td><td></td><td colspan="2">Unrealized<br/>Losses</td><td></td><td></td><td colspan="2">Total<br/>Fair Value</td><td></td><td></td><td colspan="2">Total<br/>Unrealized<br/>Losses</td><td></td></tr><tr><td colspan="24"></td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>June 30, 2025</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>U.S. government and agency securities</td><td></td><td>$</td><td>2,569</td><td></td><td></td><td>$</td><td>(51</td><td>)</td><td></td><td>$</td><td>34,608</td><td></td><td></td><td>$</td><td>(1,411</td><td>)</td><td></td><td>$</td><td>37,177</td><td></td><td></td><td>$</td><td>(1,462</td><td>)</td></tr><tr><td>Foreign government bonds</td><td></td><td></td><td>43</td><td></td><td></td><td></td><td>(2</td><td>)</td><td></td><td></td><td>106</td><td></td><td></td><td></td><td>(7</td><td>)</td><td></td><td></td><td>149</td><td></td><td></td><td></td><td>(9</td><td>)</td></tr><tr><td>Mortgage- and asset-backed securities</td><td></td><td></td><td>841</td><td></td><td></td><td></td><td>(4</td><td>)</td><td></td><td></td><td>189</td><td></td><td></td><td></td><td>(23</td><td>)</td><td></td><td></td><td>1,030</td><td></td><td></td><td></td><td>(27</td><td>)</td></tr><tr><td>Corporate notes and bonds</td><td></td><td></td><td>1,107</td><td></td><td></td><td></td><td>(8</td><td>)</td><td></td><td></td><td>3,105</td><td></td><td></td><td></td><td>(98</td><td>)</td><td></td><td></td><td>4,212</td><td></td><td></td><td></td><td>(106</td><td>)</td></tr><tr><td>Municipal securities</td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>168</td><td></td><td></td><td></td><td>(21</td><td>)</td><td></td><td></td><td>168</td><td></td><td></td><td></td><td>(21</td><td>)</td></tr><tr><td colspan="4"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Total</td><td></td><td>$</td><td>4,560</td><td></td><td></td><td>$</td><td>(65</td><td>)</td><td></td><td>$</td><td>38,176</td><td></td><td></td><td>$</td><td>(1,560</td><td>)</td><td></td><td>$</td><td>42,736</td><td></td><td></td><td>$</td><td>(1,625</td><td>)</td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan="8"></td><td colspan="8"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td></td><td></td><td colspan="6">Less than 12 Months</td><td></td><td></td><td colspan="6">12 Months or Greater</td><td></td><td></td><td colspan="2"></td><td></td><td></td><td colspan="2">Total<br/>Unrealized<br/>Losses</td><td></td></tr><tr><td></td><td></td><td></td><td colspan="5"></td><td></td><td></td><td></td><td colspan="5"></td><td></td><td></td><td></td><td></td><td></td><td></td><td colspan="2">Total<br/>Unrealized<br/>Losses</td><td></td></tr><tr><td>(In millions)</td><td></td><td colspan="2">Fair Value</td><td></td><td></td><td colspan="2">Unrealized<br/>Losses</td><td></td><td></td><td colspan="2">Fair Value</td><td></td><td></td><td colspan="2">Unrealized<br/>Losses</td><td></td><td></td><td colspan="2">Total<br/>Fair Value</td><td></td><td></td><td colspan="2">Total<br/>Unrealized<br/>Losses</td><td></td></tr><tr><td colspan="24"></td><td></td></tr><tr><td>June 30, 2024</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>U.S. government and agency securities</td><td></td><td>$</td><td>529</td><td></td><td></td><td>$</td><td>(12</td><td>)</td><td></td><td>$</td><td>45,821</td><td></td><td></td><td>$</td><td>(2,936</td><td>)</td><td></td><td>$</td><td>46,350</td><td></td><td></td><td>$</td><td>(2,948</td><td>)</td></tr><tr><td>Foreign government bonds</td><td></td><td></td><td>79</td><td></td><td></td><td></td><td>(2</td><td>)</td><td></td><td></td><td>180</td><td></td><td></td><td></td><td>(14</td><td>)</td><td></td><td></td><td>259</td><td></td><td></td><td></td><td>(16</td><td>)</td></tr><tr><td>Mortgage- and asset-backed securities</td><td></td><td></td><td>201</td><td></td><td></td><td></td><td>(1</td><td>)</td><td></td><td></td><td>409</td><td></td><td></td><td></td><td>(34</td><td>)</td><td></td><td></td><td>610</td><td></td><td></td><td></td><td>(35</td><td>)</td></tr><tr><td>Corporate notes and bonds</td><td></td><td></td><td>1,310</td><td></td><td></td><td></td><td>(9</td><td>)</td><td></td><td></td><td>5,779</td><td></td><td></td><td></td><td>(310</td><td>)</td><td></td><td></td><td>7,089</td><td></td><td></td><td></td><td>(319</td><td>)</td></tr><tr><td>Municipal securities</td><td></td><td></td><td>38</td><td></td><td></td><td></td><td>(1</td><td>)</td><td></td><td></td><td>243</td><td></td><td></td><td></td><td>(29</td><td>)</td><td></td><td></td><td>281</td><td></td><td></td><td></td><td>(30</td><td>)</td></tr><tr><td colspan="4"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Total</td><td></td><td>$</td><td>2,157</td><td></td><td></td><td>$</td><td>(25</td><td>)</td><td></td><td>$</td><td>52,432</td><td></td><td></td><td>$</td><td>(3,323</td><td>)</td><td></td><td>$</td><td>54,589</td><td></td><td></td><td>$</td><td>(3,348</td><td>)</td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-28 Debt Securities.html b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-28 Debt Securities.html
new file mode 100644
index 000000000..3ada4788e
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-28 Debt Securities.html	
@@ -0,0 +1 @@
+<table border='1'><tr><td>(In millions)</td><td></td><td colspan="2">Adjusted<br/>Cost Basis</td><td></td><td></td><td colspan="2">Estimated<br/>Fair Value</td><td></td></tr><tr><td colspan="8"></td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>June 30, 2025</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Due in one year or less</td><td></td><td>$</td><td>35,108</td><td></td><td></td><td>$</td><td>34,952</td><td></td></tr><tr><td>Due after one year through five years</td><td></td><td></td><td>42,460</td><td></td><td></td><td></td><td>41,481</td><td></td></tr><tr><td>Due after five years through 10 years</td><td></td><td></td><td>6,530</td><td></td><td></td><td></td><td>6,424</td><td></td></tr><tr><td>Due after 10 years</td><td></td><td></td><td>1,491</td><td></td><td></td><td></td><td>1,402</td><td></td></tr><tr><td colspan="4"></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Total</td><td></td><td>$</td><td>85,589</td><td></td><td></td><td>$</td><td>84,259</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-29 Derivative Notional.html b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-29 Derivative Notional.html
new file mode 100644
index 000000000..2b7db3ae1
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-29 Derivative Notional.html	
@@ -0,0 +1 @@
+<table border='1'><tr><td>(In millions)</td><td></td><td colspan="2">June 30,<br/>2025</td><td></td><td></td><td colspan="2">June 30,<br/>2024</td><td></td></tr><tr><td colspan="8"></td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Designated as Hedging Instruments</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Foreign exchange contracts purchased</td><td></td><td>$</td><td>1,492</td><td></td><td></td><td>$</td><td>1,492</td><td></td></tr><tr><td>Interest rate contracts purchased</td><td></td><td></td><td>1,150</td><td></td><td></td><td></td><td>1,100</td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Not Designated as Hedging Instruments</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Foreign exchange contracts purchased</td><td></td><td></td><td>15,214</td><td></td><td></td><td></td><td>7,167</td><td></td></tr><tr><td>Foreign exchange contracts sold</td><td></td><td></td><td>43,307</td><td></td><td></td><td></td><td>31,793</td><td></td></tr><tr><td>Equity contracts purchased</td><td></td><td></td><td>5,434</td><td></td><td></td><td></td><td>4,016</td><td></td></tr><tr><td>Equity contracts sold</td><td></td><td></td><td>2,189</td><td></td><td></td><td></td><td>2,165</td><td></td></tr><tr><td>Other contracts purchased</td><td></td><td></td><td>2,769</td><td></td><td></td><td></td><td>2,113</td><td></td></tr><tr><td>Other contracts sold</td><td></td><td></td><td>1,242</td><td></td><td></td><td></td><td>811</td><td></td></tr><tr><td colspan="8"></td><td></td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-3 Stock Index Data.html b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-3 Stock Index Data.html
new file mode 100644
index 000000000..1aaf90de8
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-3 Stock Index Data.html	
@@ -0,0 +1 @@
+<table border='1'><tr><td></td><td></td><td colspan="2">6/20</td><td></td><td></td><td colspan="2">6/21</td><td></td><td></td><td colspan="2">6/22</td><td></td><td></td><td colspan="2">6/23</td><td></td><td></td><td colspan="2">6/24</td><td></td><td></td><td colspan="2">6/25</td><td></td></tr><tr><td colspan="24"></td><td></td></tr><tr><td>Microsoft Corporation</td><td></td><td></td><td>100.00</td><td></td><td></td><td></td><td>134.41</td><td></td><td></td><td></td><td>128.48</td><td></td><td></td><td></td><td>172.01</td><td></td><td></td><td></td><td>227.51</td><td></td><td></td><td></td><td>255.13</td><td></td></tr><tr><td>S&P 500</td><td></td><td></td><td>100.00</td><td></td><td></td><td></td><td>140.79</td><td></td><td></td><td></td><td>125.85</td><td></td><td></td><td></td><td>150.51</td><td></td><td></td><td></td><td>187.47</td><td></td><td></td><td></td><td>215.89</td><td></td></tr><tr><td>NASDAQ Computer</td><td></td><td></td><td>100.00</td><td></td><td></td><td></td><td>150.44</td><td></td><td></td><td></td><td>117.59</td><td></td><td></td><td></td><td>154.73</td><td></td><td></td><td></td><td>223.97</td><td></td><td></td><td></td><td>254.97</td><td></td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-30 Derivative Assets.html b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-30 Derivative Assets.html
new file mode 100644
index 000000000..03a30921f
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-30 Derivative Assets.html	
@@ -0,0 +1 @@
+<table border='1'><tr><td>(In millions)</td><td></td><td colspan="2">Derivative<br/>Assets</td><td></td><td></td><td colspan="2">Derivative<br/>Liabilities</td><td></td><td></td><td colspan="2">Derivative<br/>Assets</td><td></td><td></td><td colspan="2">Derivative<br/>Liabilities</td><td></td></tr><tr><td colspan="16"></td><td></td></tr><tr><td></td><td colspan="8"></td><td colspan="8"></td></tr><tr><td></td><td></td><td colspan="6">June 30,<br/>2025</td><td></td><td></td><td colspan="6">June 30,<br/>2024</td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Designated as Hedging Instruments</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Foreign exchange contracts</td><td></td><td>$</td><td>89</td><td></td><td></td><td>$</td><td>(44</td><td>)</td><td></td><td>$</td><td>24</td><td></td><td></td><td>$</td><td>(76</td><td>)</td></tr><tr><td>Interest rate contracts</td><td></td><td></td><td>15</td><td></td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>19</td><td></td><td></td><td></td><td>0</td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Not Designated as Hedging Instruments</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Foreign exchange contracts</td><td></td><td></td><td>248</td><td></td><td></td><td></td><td>(809</td><td>)</td><td></td><td></td><td>213</td><td></td><td></td><td></td><td>(230</td><td>)</td></tr><tr><td>Equity contracts</td><td></td><td></td><td>385</td><td></td><td></td><td></td><td>(983</td><td>)</td><td></td><td></td><td>63</td><td></td><td></td><td></td><td>(491</td><td>)</td></tr><tr><td>Other contracts</td><td></td><td></td><td>21</td><td></td><td></td><td></td><td>(1</td><td>)</td><td></td><td></td><td>12</td><td></td><td></td><td></td><td>(3</td><td>)</td></tr><tr><td colspan="4"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Gross amounts of derivatives</td><td></td><td></td><td>758</td><td></td><td></td><td></td><td>(1,837</td><td>)</td><td></td><td></td><td>331</td><td></td><td></td><td></td><td>(800</td><td>)</td></tr><tr><td>Gross amounts of derivatives offset in the balance sheets</td><td></td><td></td><td>(258</td><td>)</td><td></td><td></td><td>260</td><td></td><td></td><td></td><td>(151</td><td>)</td><td></td><td></td><td>152</td><td></td></tr><tr><td>Cash collateral received</td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>(99</td><td>)</td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>(104</td><td>)</td></tr><tr><td colspan="4"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Net amounts of derivatives</td><td></td><td>$</td><td>500</td><td></td><td></td><td>$</td><td>(1,676</td><td>)</td><td></td><td>$</td><td>180</td><td></td><td></td><td>$</td><td>(752</td><td>)</td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Reported as</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Short-term investments</td><td></td><td>$</td><td>10</td><td></td><td></td><td>$</td><td>0</td><td></td><td></td><td>$</td><td>12</td><td></td><td></td><td>$</td><td>0</td><td></td></tr><tr><td>Other current assets</td><td></td><td></td><td>201</td><td></td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>149</td><td></td><td></td><td></td><td>0</td><td></td></tr><tr><td>Equity and other investments</td><td></td><td></td><td>272</td><td></td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>0</td><td></td></tr><tr><td>Other long-term assets</td><td></td><td></td><td>17</td><td></td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>19</td><td></td><td></td><td></td><td>0</td><td></td></tr><tr><td>Other current liabilities</td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>(1,639</td><td>)</td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>(401</td><td>)</td></tr><tr><td>Other long-term liabilities</td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>(37</td><td>)</td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>(351</td><td>)</td></tr><tr><td colspan="4"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Total</td><td></td><td>$</td><td>500</td><td></td><td></td><td>$</td><td>(1,676</td><td>)</td><td></td><td>$</td><td>180</td><td></td><td></td><td>$</td><td>(752</td><td>)</td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-31 Derivatives by Level.html b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-31 Derivatives by Level.html
new file mode 100644
index 000000000..60dab157f
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-31 Derivatives by Level.html	
@@ -0,0 +1 @@
+<table border='1'><tr><td>(In millions)</td><td></td><td colspan="2">Level 1</td><td></td><td></td><td colspan="2">Level 2</td><td></td><td></td><td colspan="2">Level 3</td><td></td><td></td><td colspan="2">Total</td><td></td></tr><tr><td colspan="16"></td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>June 30, 2025</td><td></td><td colspan="2"></td><td></td><td></td><td colspan="2"></td><td></td><td></td><td colspan="2"></td><td></td><td></td><td colspan="2"></td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Derivative assets</td><td></td><td>$</td><td>1</td><td></td><td></td><td>$</td><td>474</td><td></td><td></td><td>$</td><td>283</td><td></td><td></td><td>$</td><td>758</td><td></td></tr><tr><td>Derivative liabilities</td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>(1,832</td><td>)</td><td></td><td></td><td>(5</td><td>)</td><td></td><td></td><td>(1,837</td><td>)</td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>June 30, 2024</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Derivative assets</td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>327</td><td></td><td></td><td></td><td>4</td><td></td><td></td><td></td><td>331</td><td></td></tr><tr><td>Derivative liabilities</td><td></td><td></td><td>(1</td><td>)</td><td></td><td></td><td>(799</td><td>)</td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>(800</td><td>)</td></tr><tr><td colspan="16"></td><td></td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-32 Hedging Gains_Losses.html b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-32 Hedging Gains_Losses.html
new file mode 100644
index 000000000..5a9cd0914
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-32 Hedging Gains_Losses.html	
@@ -0,0 +1 @@
+<table border='1'><tr><td colspan="12">(In millions)</td><td></td></tr><tr><td colspan="12"></td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Year Ended June 30,</td><td></td><td colspan="2">2025</td><td></td><td></td><td colspan="2">2024</td><td></td><td></td><td colspan="2">2023</td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Designated as Fair Value Hedging Instruments</td><td></td><td colspan="2"></td><td></td><td></td><td colspan="2"></td><td></td><td></td><td colspan="2"></td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Interest rate contracts</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Derivatives</td><td></td><td>$</td><td>5</td><td></td><td></td><td>$</td><td>(23</td><td>)</td><td></td><td>$</td><td>(65</td><td>)</td></tr><tr><td>Hedged items</td><td></td><td></td><td>(45</td><td>)</td><td></td><td></td><td>(25</td><td>)</td><td></td><td></td><td>38</td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Designated as Cash Flow Hedging Instruments</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Foreign exchange contracts</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Amount reclassified from accumulated other comprehensive loss</td><td></td><td></td><td>103</td><td></td><td></td><td></td><td>(48</td><td>)</td><td></td><td></td><td>61</td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Not Designated as Hedging Instruments</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Foreign exchange contracts</td><td></td><td></td><td>(938</td><td>)</td><td></td><td></td><td>367</td><td></td><td></td><td></td><td>(73</td><td>)</td></tr><tr><td>Equity contracts</td><td></td><td></td><td>(266</td><td>)</td><td></td><td></td><td>(177</td><td>)</td><td></td><td></td><td>(420</td><td>)</td></tr><tr><td>Other contracts</td><td></td><td></td><td>21</td><td></td><td></td><td></td><td>(15</td><td>)</td><td></td><td></td><td>(41</td><td>)</td></tr><tr><td colspan="12"></td><td></td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-33 Cash Flow Hedges.html b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-33 Cash Flow Hedges.html
new file mode 100644
index 000000000..1ca1c4547
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-33 Cash Flow Hedges.html	
@@ -0,0 +1 @@
+<table border='1'><tr><td>(In millions)</td><td></td><td colspan="2"></td><td></td><td></td><td colspan="2"></td><td></td><td></td><td colspan="2"></td><td></td></tr><tr><td colspan="12"></td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Year Ended June 30,</td><td></td><td colspan="2">2025</td><td></td><td></td><td colspan="2">2024</td><td></td><td></td><td colspan="2">2023</td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Designated as Cash Flow Hedging Instruments</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Foreign exchange contracts</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Included in effectiveness assessment</td><td></td><td>$</td><td>77</td><td></td><td></td><td></td><td>$   (14)</td><td></td><td></td><td>$</td><td>34</td><td></td></tr><tr><td colspan="12"></td><td></td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-34 Property Assets.html b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-34 Property Assets.html
new file mode 100644
index 000000000..aadbc30e1
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-34 Property Assets.html	
@@ -0,0 +1 @@
+<table border='1'><tr><td colspan="8">(In millions)</td><td></td></tr><tr><td colspan="8"></td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>June 30,</td><td></td><td colspan="2">2025</td><td></td><td></td><td colspan="2">2024</td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Land</td><td></td><td>$</td><td>9,338</td><td></td><td></td><td>$</td><td>8,163</td><td></td></tr><tr><td>Buildings and improvements</td><td></td><td></td><td>137,921</td><td></td><td></td><td></td><td>93,943</td><td></td></tr><tr><td>Leasehold improvements</td><td></td><td></td><td>12,117</td><td></td><td></td><td></td><td>9,594</td><td></td></tr><tr><td>Computer equipment and software</td><td></td><td></td><td>132,836</td><td></td><td></td><td></td><td>93,780</td><td></td></tr><tr><td>Furniture and equipment</td><td></td><td></td><td>6,407</td><td></td><td></td><td></td><td>6,532</td><td></td></tr><tr><td colspan="4"></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Total, at cost</td><td></td><td></td><td>298,619</td><td></td><td></td><td></td><td>212,012</td><td></td></tr><tr><td>Accumulated depreciation</td><td></td><td></td><td>(93,653</td><td>)</td><td></td><td></td><td>(76,421</td><td>)</td></tr><tr><td colspan="4"></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Total, net</td><td></td><td>$</td><td>204,966</td><td></td><td></td><td>$</td><td>135,591</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-35 Purchase Price.html b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-35 Purchase Price.html
new file mode 100644
index 000000000..0a73589e2
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-35 Purchase Price.html	
@@ -0,0 +1 @@
+<table border='1'><tr><td>(In millions)</td><td></td><td colspan="2"></td><td></td></tr><tr><td colspan="4"></td><td></td></tr><tr><td>Cash and cash equivalents</td><td></td><td>$</td><td>12,976</td><td></td></tr><tr><td>Goodwill</td><td></td><td></td><td>51,001</td><td></td></tr><tr><td>Intangible assets</td><td></td><td></td><td>21,969</td><td></td></tr><tr><td>Other assets</td><td></td><td></td><td>2,503</td><td></td></tr><tr><td>Long-term debt</td><td></td><td></td><td>(2,799</td><td>)</td></tr><tr><td>Long-term income taxes</td><td></td><td></td><td>(1,946</td><td>)</td></tr><tr><td>Deferred income taxes</td><td></td><td></td><td>(4,676</td><td>)</td></tr><tr><td>Other liabilities</td><td></td><td></td><td>(3,620</td><td>)</td></tr><tr><td colspan="4"></td><td></td></tr><tr><td>Total purchase price</td><td></td><td>$</td><td>75,408</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-36 Intangible Assets.html b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-36 Intangible Assets.html
new file mode 100644
index 000000000..3cbe10c02
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-36 Intangible Assets.html	
@@ -0,0 +1 @@
+<table border='1'><tr><td>(In millions, except average life)</td><td></td><td colspan="2">Amount</td><td></td><td></td><td>Weighted<br/>Average Life</td></tr><tr><td colspan="7"></td></tr><tr><td></td><td colspan="4"></td><td colspan="2"></td></tr><tr><td>Marketing-related</td><td></td><td>$</td><td>11,619</td><td></td><td></td><td>24 years</td></tr><tr><td>Technology-based</td><td></td><td></td><td>9,689</td><td></td><td></td><td>4 years</td></tr><tr><td>Customer-related</td><td></td><td></td><td>661</td><td></td><td></td><td>4 years</td></tr><tr><td colspan="4"></td><td></td><td></td><td></td></tr><tr><td>Fair value of intangible assets acquired</td><td></td><td>$</td><td>21,969</td><td></td><td></td><td>15 years</td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-37 Microsoft FY2024.html b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-37 Microsoft FY2024.html
new file mode 100644
index 000000000..5b12eae6d
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-37 Microsoft FY2024.html	
@@ -0,0 +1 @@
+<table border='1'><tr><td>(In millions, except per share amounts)</td><td></td><td colspan="2"></td><td></td><td></td><td colspan="2"></td><td></td></tr><tr><td colspan="8"></td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Year Ended June 30,</td><td></td><td colspan="2">2024</td><td></td><td></td><td colspan="2">2023</td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Revenue</td><td></td><td>$</td><td>247,442</td><td></td><td></td><td>$</td><td>219,790</td><td></td></tr><tr><td>Net income</td><td></td><td></td><td>88,308</td><td></td><td></td><td></td><td>71,383</td><td></td></tr><tr><td>Diluted earnings per share</td><td></td><td></td><td>11.82</td><td></td><td></td><td></td><td>9.55</td><td></td></tr><tr><td colspan="8"></td><td></td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-38 Goodwill by Segment.html b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-38 Goodwill by Segment.html
new file mode 100644
index 000000000..a510eb2d6
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-38 Goodwill by Segment.html	
@@ -0,0 +1 @@
+<table border='1'><tr><td>(In millions)</td><td></td><td colspan="2">June 30,<br/>2023</td><td></td><td></td><td colspan="2">Acquisitions</td><td></td><td></td><td colspan="2">Other</td><td></td><td></td><td colspan="2">June 30,<br/>2024</td><td></td><td></td><td colspan="2">Acquisitions</td><td></td><td></td><td colspan="2">Other</td><td></td><td></td><td colspan="2">June 30,<br/>2025</td><td></td></tr><tr><td colspan="28"></td><td></td></tr><tr><td>Productivity and Business Processes</td><td></td><td>$</td><td>31,359</td><td></td><td></td><td>$</td><td>0</td><td></td><td></td><td>$</td><td>2</td><td></td><td></td><td>$</td><td>31,361</td><td></td><td></td><td>$</td><td>0</td><td></td><td></td><td>$</td><td>96</td><td></td><td></td><td>$</td><td>31,457</td><td></td></tr><tr><td>Intelligent Cloud</td><td></td><td></td><td>25,676</td><td></td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>(28</td><td>)</td><td></td><td></td><td>25,648</td><td></td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>41</td><td></td><td></td><td></td><td>25,689</td><td></td></tr><tr><td>More Personal Computing</td><td></td><td></td><td>10,851</td><td></td><td></td><td></td><td>51,235</td><td></td><td></td><td></td><td>125</td><td></td><td></td><td></td><td>62,211</td><td></td><td></td><td></td><td>0</td><td></td><td></td><td></td><td>152</td><td></td><td></td><td></td><td>62,363</td><td></td></tr><tr><td colspan="4"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Total</td><td></td><td>$</td><td>67,886</td><td></td><td></td><td>$</td><td>51,235</td><td></td><td></td><td>$</td><td>99</td><td></td><td></td><td>$</td><td>119,220</td><td></td><td></td><td>$</td><td>0</td><td></td><td></td><td>$</td><td>289</td><td></td><td></td><td>$</td><td>119,509</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-39 Intangible Assets.html b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-39 Intangible Assets.html
new file mode 100644
index 000000000..1fad0d5e4
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-39 Intangible Assets.html	
@@ -0,0 +1 @@
+<table border='1'><tr><td>(In millions)</td><td></td><td colspan="2">Gross<br/>Carrying<br/>Amount</td><td></td><td></td><td colspan="2">Accumulated<br/>Amortization</td><td></td><td></td><td colspan="2">Net<br/>Carrying<br/>Amount</td><td></td><td></td><td colspan="2">Gross<br/>Carrying<br/>Amount</td><td></td><td></td><td colspan="2">Accumulated<br/>Amortization</td><td></td><td></td><td colspan="2">Net<br/>Carrying<br/>Amount</td><td></td></tr><tr><td colspan="24"></td><td></td></tr><tr><td></td><td colspan="12"></td><td colspan="12"></td></tr><tr><td>June 30,</td><td></td><td colspan="10">2025</td><td></td><td></td><td colspan="10">2024</td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Marketing-related</td><td></td><td>$</td><td>16,502</td><td></td><td></td><td>$</td><td>(3,901</td><td>)</td><td></td><td>$</td><td>12,601</td><td></td><td></td><td>$</td><td>16,500</td><td></td><td></td><td>$</td><td>(3,101</td><td>)</td><td></td><td>$</td><td>13,399</td><td></td></tr><tr><td>Technology-based</td><td></td><td></td><td>22,560</td><td></td><td></td><td></td><td>(14,959</td><td>)</td><td></td><td></td><td>7,601</td><td></td><td></td><td></td><td>21,913</td><td></td><td></td><td></td><td>(10,741</td><td>)</td><td></td><td></td><td>11,172</td><td></td></tr><tr><td>Customer-related</td><td></td><td></td><td>4,278</td><td></td><td></td><td></td><td>(2,050</td><td>)</td><td></td><td></td><td>2,228</td><td></td><td></td><td></td><td>6,038</td><td></td><td></td><td></td><td>(3,051</td><td>)</td><td></td><td></td><td>2,987</td><td></td></tr><tr><td>Contract-based</td><td></td><td></td><td>217</td><td></td><td></td><td></td><td>(43</td><td>)</td><td></td><td></td><td>174</td><td></td><td></td><td></td><td>58</td><td></td><td></td><td></td><td>(19</td><td>)</td><td></td><td></td><td>39</td><td></td></tr><tr><td colspan="4"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Total</td><td></td><td>$</td><td>43,557</td><td></td><td></td><td>$</td><td>(20,953</td><td>)</td><td></td><td>$</td><td>22,604</td><td></td><td></td><td>$</td><td>44,509</td><td></td><td></td><td>$</td><td>(16,912</td><td>)</td><td></td><td>$</td><td>27,597</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-4 Microsoft Cloud KPIs.html b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-4 Microsoft Cloud KPIs.html
new file mode 100644
index 000000000..0a8230155
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-4 Microsoft Cloud KPIs.html	
@@ -0,0 +1 @@
+<table border='1'><tr><td>Commercial remaining performance obligation</td><td></td><td>Commercial portion of revenue allocated to remaining performance obligations, which includes unearned revenue and amounts that will be invoiced and recognized as revenue in future periods</td></tr><tr><td></td><td colspan="2"></td></tr><tr><td>Microsoft Cloud revenue and revenue growth</td><td></td><td>Revenue from Microsoft 365 Commercial cloud, Azure and other cloud services, the commercial portion of LinkedIn, and Dynamics 365</td></tr><tr><td></td><td colspan="2"></td></tr><tr><td>Microsoft Cloud gross margin percentage</td><td></td><td>Gross margin percentage for our Microsoft Cloud business</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-40 Intangible Assets.html b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-40 Intangible Assets.html
new file mode 100644
index 000000000..459a5f11e
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-40 Intangible Assets.html	
@@ -0,0 +1 @@
+<table border='1'><tr><td>(In millions)</td><td></td><td colspan="2">Amount</td><td></td><td></td><td colspan="2">Weighted<br/>Average Life</td><td></td><td></td><td colspan="2">Amount</td><td></td><td></td><td colspan="2">Weighted<br/>Average Life</td><td></td></tr><tr><td colspan="16"></td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Year Ended June 30,</td><td></td><td colspan="2">2025</td><td></td><td></td><td colspan="2"></td><td></td><td></td><td colspan="2">2024</td><td></td><td></td><td colspan="2"></td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Marketing-related</td><td></td><td>$</td><td>13</td><td></td><td></td><td></td><td>10 years</td><td></td><td></td><td>$</td><td>11,619</td><td></td><td></td><td></td><td>24 years</td><td></td></tr><tr><td>Technology-based</td><td></td><td colspan="2">912</td><td></td><td></td><td colspan="2">9 years</td><td></td><td></td><td colspan="2">10,947</td><td></td><td></td><td colspan="2">4 years</td><td></td></tr><tr><td>Customer-related</td><td></td><td colspan="2">0</td><td></td><td></td><td colspan="2">0 years</td><td></td><td></td><td colspan="2">660</td><td></td><td></td><td colspan="2">4 years</td><td></td></tr><tr><td>Contract-based</td><td></td><td colspan="2">171</td><td></td><td></td><td colspan="2">5 years</td><td></td><td></td><td colspan="2">38</td><td></td><td></td><td colspan="2">4 years</td><td></td></tr><tr><td colspan="4"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Total</td><td></td><td>$</td><td>1,096</td><td></td><td></td><td></td><td>9 years</td><td></td><td></td><td>$</td><td>23,264</td><td></td><td></td><td></td><td>14 years</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-41 Revenue Forecast.html b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-41 Revenue Forecast.html
new file mode 100644
index 000000000..c8e710b62
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-41 Revenue Forecast.html	
@@ -0,0 +1 @@
+<table border='1'><tr><td>(In millions)</td><td></td><td colspan="2"></td><td></td></tr><tr><td colspan="4"></td><td></td></tr><tr><td></td><td colspan="4"></td></tr><tr><td>Year Ending June 30,</td><td></td><td colspan="2"></td><td></td></tr><tr><td></td><td colspan="4"></td></tr><tr><td>2026</td><td></td><td>$</td><td>4,594</td><td></td></tr><tr><td>2027</td><td></td><td></td><td>2,901</td><td></td></tr><tr><td>2028</td><td></td><td></td><td>2,034</td><td></td></tr><tr><td>2029</td><td></td><td></td><td>1,851</td><td></td></tr><tr><td>2030</td><td></td><td></td><td>1,382</td><td></td></tr><tr><td>Thereafter</td><td></td><td></td><td>9,842</td><td></td></tr><tr><td colspan="4"></td><td></td></tr><tr><td>Total</td><td></td><td>$</td><td>22,604</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-42 Debt Issuance Table.html b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-42 Debt Issuance Table.html
new file mode 100644
index 000000000..6d7eaae08
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-42 Debt Issuance Table.html	
@@ -0,0 +1 @@
+<table border='1'><tr><td>(In millions, issuance by calendar year)</td><td></td><td colspan="2">Maturities<br/>(calendar year)</td><td></td><td></td><td colspan="2">Stated Interest<br/>Rate</td><td></td><td></td><td colspan="2">Effective<br/>Interest<br/>Rate</td><td></td><td></td><td colspan="2">June 30,<br/>2025</td><td></td><td></td><td colspan="2">June 30,<br/>2024</td><td></td></tr><tr><td colspan="20"></td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>2009 issuance of $3.8 billion</td><td></td><td></td><td>2039</td><td></td><td></td><td></td><td>5.20%</td><td></td><td></td><td></td><td>5.24%</td><td></td><td></td><td>$</td><td>520</td><td></td><td></td><td>$</td><td>520</td><td></td></tr><tr><td>2010 issuance of $4.8 billion</td><td></td><td></td><td>2040</td><td></td><td></td><td></td><td>4.50%</td><td></td><td></td><td></td><td>4.57%</td><td></td><td></td><td></td><td>486</td><td></td><td></td><td></td><td>486</td><td></td></tr><tr><td>2011 issuance of $2.3 billion</td><td></td><td></td><td>2041</td><td></td><td></td><td></td><td>5.30%</td><td></td><td></td><td></td><td>5.36%</td><td></td><td></td><td></td><td>718</td><td></td><td></td><td></td><td>718</td><td></td></tr><tr><td>2012 issuance of $2.3 billion</td><td></td><td></td><td>2042</td><td></td><td></td><td></td><td>3.50%</td><td></td><td></td><td></td><td>3.57%</td><td></td><td></td><td></td><td>454</td><td></td><td></td><td></td><td>454</td><td></td></tr><tr><td>2013 issuance of $5.2 billion</td><td></td><td></td><td>2043</td><td></td><td></td><td></td><td>3.75%–4.88%</td><td></td><td></td><td></td><td>3.83%–4.92%</td><td></td><td></td><td></td><td>314</td><td></td><td></td><td></td><td>314</td><td></td></tr><tr><td>2013 issuance of €4.1 billion</td><td></td><td></td><td>2028–2033</td><td></td><td></td><td></td><td>2.63%–3.13%</td><td></td><td></td><td></td><td>2.69%–3.22%</td><td></td><td></td><td></td><td>2,700</td><td></td><td></td><td></td><td>2,465</td><td></td></tr><tr><td>2015 issuance of $23.8 billion</td><td></td><td></td><td>2025–2055</td><td></td><td></td><td></td><td>3.13%–4.75%</td><td></td><td></td><td></td><td>3.18%–4.78%</td><td></td><td></td><td></td><td>7,555</td><td></td><td></td><td></td><td>9,805</td><td></td></tr><tr><td>2016 issuance of $19.8 billion</td><td></td><td></td><td>2026–2056</td><td></td><td></td><td></td><td>2.40%–3.95%</td><td></td><td></td><td></td><td>2.46%–4.03%</td><td></td><td></td><td></td><td>7,930</td><td></td><td></td><td></td><td>7,930</td><td></td></tr><tr><td>2017 issuance of $17.1 billion</td><td></td><td></td><td>2026–2057</td><td></td><td></td><td></td><td>3.30%–4.50%</td><td></td><td></td><td></td><td>3.38%–5.49%</td><td></td><td></td><td></td><td>6,833</td><td></td><td></td><td></td><td>6,833</td><td></td></tr><tr><td>2020 issuance of $10.1 billion</td><td></td><td></td><td>2030–2060</td><td></td><td></td><td></td><td>1.35%–2.68%</td><td></td><td></td><td></td><td>2.53%–5.43%</td><td></td><td></td><td></td><td>10,111</td><td></td><td></td><td></td><td>10,111</td><td></td></tr><tr><td>2021 issuance of $8.2 billion</td><td></td><td></td><td>2052–2062</td><td></td><td></td><td></td><td>2.92%–3.04%</td><td></td><td></td><td></td><td>2.92%–3.04%</td><td></td><td></td><td></td><td>8,185</td><td></td><td></td><td></td><td>8,185</td><td></td></tr><tr><td>2023 issuance of $0.1 billion</td><td></td><td></td><td>2026–2050</td><td></td><td></td><td></td><td>1.35%–4.50%</td><td></td><td></td><td></td><td>5.16%–5.49%</td><td></td><td></td><td></td><td>56</td><td></td><td></td><td></td><td>56</td><td></td></tr><tr><td>2024 issuance of $3.3 billion</td><td></td><td></td><td>2026–2050</td><td></td><td></td><td></td><td>1.35%–4.50%</td><td></td><td></td><td></td><td>5.16%–5.49%</td><td></td><td></td><td></td><td>3,344</td><td></td><td></td><td></td><td>3,344</td><td></td></tr><tr><td colspan="16"></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td colspan="8">Total face value</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td>49,206</td><td></td><td></td><td></td><td>51,221</td><td></td></tr><tr><td>Unamortized discount and<br/>issuance costs</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td>(1,155</td><td>)</td><td></td><td></td><td>(1,227</td><td>)</td></tr><tr><td>Hedge fair value adjustments (a)</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td>(36</td><td>)</td><td></td><td></td><td>(81</td><td>)</td></tr><tr><td>Premium on debt exchange</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td>(4,864</td><td>)</td><td></td><td></td><td>(4,976</td><td>)</td></tr><tr><td colspan="16"></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td colspan="8">Total debt</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td>43,151</td><td></td><td></td><td></td><td>44,937</td><td></td></tr><tr><td>Current portion of long-term debt</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td>(2,999</td><td>)</td><td></td><td></td><td>(2,249</td><td>)</td></tr><tr><td colspan="16"></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td colspan="8">Long-term debt</td><td></td><td></td><td></td><td></td><td></td><td></td><td>$</td><td>40,152</td><td></td><td></td><td>$</td><td>42,688</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-43 Debt Maturity.html b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-43 Debt Maturity.html
new file mode 100644
index 000000000..2790ea890
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-43 Debt Maturity.html	
@@ -0,0 +1 @@
+<table border='1'><tr><td>(In millions)</td><td></td><td colspan="2"></td><td></td></tr><tr><td colspan="4"></td><td></td></tr><tr><td></td><td colspan="4"></td></tr><tr><td>Year Ending June 30,</td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan="4"></td></tr><tr><td>2026</td><td></td><td>$</td><td>3,000</td><td></td></tr><tr><td>2027</td><td></td><td></td><td>9,250</td><td></td></tr><tr><td>2028</td><td></td><td></td><td>0</td><td></td></tr><tr><td>2029</td><td></td><td></td><td>2,054</td><td></td></tr><tr><td>2030</td><td></td><td></td><td>0</td><td></td></tr><tr><td>Thereafter</td><td></td><td></td><td>34,902</td><td></td></tr><tr><td colspan="4"></td><td></td></tr><tr><td>Total</td><td></td><td>$</td><td>49,206</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-44 Income Tax Provision.html b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-44 Income Tax Provision.html
new file mode 100644
index 000000000..e59a4c4b2
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-44 Income Tax Provision.html	
@@ -0,0 +1 @@
+<table border='1'><tr><td colspan="12">(In millions)</td><td></td></tr><tr><td colspan="12"></td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Year Ended June 30,</td><td></td><td colspan="2">2025</td><td></td><td></td><td colspan="2">2024</td><td></td><td></td><td colspan="2">2023</td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Current Taxes</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>U.S. federal</td><td></td><td>$</td><td>14,086</td><td></td><td></td><td>$</td><td>12,165</td><td></td><td></td><td>$</td><td>14,009</td><td></td></tr><tr><td>U.S. state and local</td><td></td><td></td><td>3,342</td><td></td><td></td><td></td><td>2,366</td><td></td><td></td><td></td><td>2,322</td><td></td></tr><tr><td>Foreign</td><td></td><td></td><td>11,423</td><td></td><td></td><td></td><td>9,858</td><td></td><td></td><td></td><td>6,678</td><td></td></tr><tr><td colspan="4"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Current taxes</td><td></td><td>$</td><td>28,851</td><td></td><td></td><td>$</td><td>24,389</td><td></td><td></td><td>$</td><td>23,009</td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Deferred Taxes</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>U.S. federal</td><td></td><td>$</td><td>(6,250</td><td>)</td><td></td><td>$</td><td>(4,791</td><td>)</td><td></td><td>$</td><td>(6,146</td><td>)</td></tr><tr><td>U.S. state and local</td><td></td><td></td><td>(1,087</td><td>)</td><td></td><td></td><td>(379</td><td>)</td><td></td><td></td><td>(477</td><td>)</td></tr><tr><td>Foreign</td><td></td><td></td><td>281</td><td></td><td></td><td></td><td>432</td><td></td><td></td><td></td><td>564</td><td></td></tr><tr><td colspan="4"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Deferred taxes</td><td></td><td>$</td><td>(7,056</td><td>)</td><td></td><td>$</td><td>(4,738</td><td>)</td><td></td><td>$</td><td>(6,059</td><td>)</td></tr><tr><td colspan="4"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Provision for income taxes</td><td></td><td>$</td><td>21,795</td><td></td><td></td><td>$</td><td>19,651</td><td></td><td></td><td>$</td><td>16,950</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-45 Income Before Taxes.html b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-45 Income Before Taxes.html
new file mode 100644
index 000000000..757bb5778
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-45 Income Before Taxes.html	
@@ -0,0 +1 @@
+<table border='1'><tr><td colspan="12">(In millions)</td><td></td></tr><tr><td colspan="12"></td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Year Ended June 30,</td><td></td><td colspan="2">2025</td><td></td><td></td><td colspan="2">2024</td><td></td><td></td><td colspan="2">2023</td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>U.S.</td><td></td><td>$</td><td>69,212</td><td></td><td></td><td>$</td><td>62,886</td><td></td><td></td><td>$</td><td>52,917</td><td></td></tr><tr><td>Foreign</td><td></td><td></td><td>54,415</td><td></td><td></td><td></td><td>44,901</td><td></td><td></td><td></td><td>36,394</td><td></td></tr><tr><td colspan="4"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Income before income taxes</td><td></td><td>$</td><td>123,627</td><td></td><td></td><td>$</td><td>107,787</td><td></td><td></td><td>$</td><td>89,311</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-46 Tax Rate Analysis.html b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-46 Tax Rate Analysis.html
new file mode 100644
index 000000000..fbf526a2a
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-46 Tax Rate Analysis.html	
@@ -0,0 +1 @@
+<table border='1'><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Year Ended June 30,</td><td></td><td colspan="2">2025</td><td></td><td></td><td colspan="2">2024</td><td></td><td></td><td colspan="2">2023</td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Federal statutory rate</td><td></td><td></td><td>21.0%</td><td></td><td></td><td></td><td>21.0%</td><td></td><td></td><td></td><td>21.0%</td><td></td></tr><tr><td>Effect of:</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Foreign earnings taxed at lower rates</td><td></td><td></td><td>(1.5)%</td><td></td><td></td><td></td><td>(1.4)%</td><td></td><td></td><td></td><td>(1.8)%</td><td></td></tr><tr><td>Foreign-derived intangible income deduction</td><td></td><td></td><td>(1.0)%</td><td></td><td></td><td></td><td>(1.1)%</td><td></td><td></td><td></td><td>(1.3)%</td><td></td></tr><tr><td>State income taxes, net of federal benefit</td><td></td><td></td><td>1.5%</td><td></td><td></td><td></td><td>1.5%</td><td></td><td></td><td></td><td>1.6%</td><td></td></tr><tr><td>Research and development credit</td><td></td><td></td><td>(1.1)%</td><td></td><td></td><td></td><td>(1.1)%</td><td></td><td></td><td></td><td>(1.1)%</td><td></td></tr><tr><td>Excess tax benefits relating to stock-based compensation</td><td></td><td></td><td>(0.9)%</td><td></td><td></td><td></td><td>(1.1)%</td><td></td><td></td><td></td><td>(0.7)%</td><td></td></tr><tr><td>Interest, net</td><td></td><td></td><td>1.0%</td><td></td><td></td><td></td><td>1.1%</td><td></td><td></td><td></td><td>0.8%</td><td></td></tr><tr><td>Other reconciling items, net</td><td></td><td></td><td>(1.4)%</td><td></td><td></td><td></td><td>(0.7)%</td><td></td><td></td><td></td><td>0.5%</td><td></td></tr><tr><td colspan="4"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Effective rate</td><td></td><td></td><td>17.6%</td><td></td><td></td><td></td><td>18.2%</td><td></td><td></td><td></td><td>19.0%</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-47 Deferred Tax Assets.html b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-47 Deferred Tax Assets.html
new file mode 100644
index 000000000..2d79477a9
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-47 Deferred Tax Assets.html	
@@ -0,0 +1 @@
+<table border='1'><tr><td>(In millions)</td><td></td><td colspan="2"></td><td></td><td></td><td colspan="2"></td><td></td></tr><tr><td colspan="8"></td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>June 30,</td><td></td><td colspan="2">2025</td><td></td><td></td><td colspan="2">2024</td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Deferred Income Tax Assets</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Stock-based compensation expense</td><td></td><td>$</td><td>909</td><td></td><td></td><td>$</td><td>765</td><td></td></tr><tr><td>Accruals, reserves, and other expenses</td><td></td><td></td><td>5,050</td><td></td><td></td><td></td><td>4,381</td><td></td></tr><tr><td>Loss and credit carryforwards</td><td></td><td></td><td>2,114</td><td></td><td></td><td></td><td>1,741</td><td></td></tr><tr><td>Amortization</td><td></td><td></td><td>4,118</td><td></td><td></td><td></td><td>4,159</td><td></td></tr><tr><td>Leasing liabilities</td><td></td><td></td><td>12,874</td><td></td><td></td><td></td><td>6,504</td><td></td></tr><tr><td>Unearned revenue</td><td></td><td></td><td>4,324</td><td></td><td></td><td></td><td>3,717</td><td></td></tr><tr><td>Book/tax basis differences in investments and debt</td><td></td><td></td><td>303</td><td></td><td></td><td></td><td>9</td><td></td></tr><tr><td>Capitalized research and development</td><td></td><td></td><td>16,891</td><td></td><td></td><td></td><td>11,442</td><td></td></tr><tr><td>Other</td><td></td><td></td><td>529</td><td></td><td></td><td></td><td>426</td><td></td></tr><tr><td colspan="4"></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Deferred income tax assets</td><td></td><td></td><td>47,112</td><td></td><td></td><td></td><td>33,144</td><td></td></tr><tr><td>Less valuation allowance</td><td></td><td></td><td>(1,169</td><td>)</td><td></td><td></td><td>(1,045</td><td>)</td></tr><tr><td colspan="4"></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Deferred income tax assets, net of valuation allowance</td><td></td><td>$</td><td>45,943</td><td></td><td></td><td>$</td><td>32,099</td><td></td></tr><tr><td colspan="4"></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Deferred Income Tax Liabilities</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Leasing assets</td><td></td><td>$</td><td>(12,696</td><td>)</td><td></td><td>$</td><td>(6,503</td><td>)</td></tr><tr><td>Depreciation</td><td></td><td></td><td>(5,699</td><td>)</td><td></td><td></td><td>(3,940</td><td>)</td></tr><tr><td>Deferred tax on foreign earnings</td><td></td><td></td><td>(1,148</td><td>)</td><td></td><td></td><td>(1,837</td><td>)</td></tr><tr><td>Other</td><td></td><td></td><td>(127</td><td>)</td><td></td><td></td><td>(167</td><td>)</td></tr><tr><td colspan="4"></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Deferred income tax liabilities</td><td></td><td>$</td><td>(19,670</td><td>)</td><td></td><td>$</td><td>(12,447</td><td>)</td></tr><tr><td colspan="4"></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Net deferred income tax assets</td><td></td><td>$</td><td>26,273</td><td></td><td></td><td>$</td><td>19,652</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Reported As</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Other long-term assets</td><td></td><td>$</td><td>29,108</td><td></td><td></td><td>$</td><td>22,270</td><td></td></tr><tr><td>Long-term deferred income tax liabilities</td><td></td><td></td><td>(2,835</td><td>)</td><td></td><td></td><td>(2,618</td><td>)</td></tr><tr><td colspan="4"></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Net deferred income tax assets</td><td></td><td>$</td><td>26,273</td><td></td><td></td><td>$</td><td>19,652</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-48 Tax Benefits.html b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-48 Tax Benefits.html
new file mode 100644
index 000000000..353246b5d
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-48 Tax Benefits.html	
@@ -0,0 +1 @@
+<table border='1'><tr><td>(In millions)</td><td></td><td colspan="2"></td><td></td><td></td><td colspan="2"></td><td></td><td></td><td colspan="2"></td><td></td></tr><tr><td colspan="12"></td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Year Ended June 30,</td><td></td><td colspan="2">2025</td><td></td><td></td><td colspan="2">2024</td><td></td><td></td><td colspan="2">2023</td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Beginning unrecognized tax benefits</td><td></td><td>$</td><td>22,760</td><td></td><td></td><td>$</td><td>17,120</td><td></td><td></td><td>$</td><td>15,593</td><td></td></tr><tr><td>Decreases related to settlements</td><td></td><td></td><td>(240</td><td>)</td><td></td><td></td><td>(76</td><td>)</td><td></td><td></td><td>(329</td><td>)</td></tr><tr><td>Increases for tax positions related to the current year</td><td></td><td></td><td>2,066</td><td></td><td></td><td></td><td>1,903</td><td></td><td></td><td></td><td>1,051</td><td></td></tr><tr><td>Increases for tax positions related to prior years</td><td></td><td></td><td>468</td><td></td><td></td><td></td><td>4,289</td><td></td><td></td><td></td><td>870</td><td></td></tr><tr><td>Decreases for tax positions related to prior years</td><td></td><td></td><td>(300</td><td>)</td><td></td><td></td><td>(464</td><td>)</td><td></td><td></td><td>(60</td><td>)</td></tr><tr><td>Decreases due to lapsed statutes of limitations</td><td></td><td></td><td>(25</td><td>)</td><td></td><td></td><td>(12</td><td>)</td><td></td><td></td><td>(5</td><td>)</td></tr><tr><td colspan="4"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Ending unrecognized tax benefits</td><td></td><td>$</td><td>24,729</td><td></td><td></td><td>$</td><td>22,760</td><td></td><td></td><td>$</td><td>17,120</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-49 Microsoft Revenue.html b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-49 Microsoft Revenue.html
new file mode 100644
index 000000000..61b433ec8
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-49 Microsoft Revenue.html	
@@ -0,0 +1 @@
+<table border='1'><tr><td>(In millions)</td><td></td><td colspan="2"></td><td></td><td></td><td colspan="2"></td><td></td></tr><tr><td colspan="8"></td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>June 30,</td><td></td><td colspan="2">2025</td><td></td><td></td><td colspan="2">2024</td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Productivity and Business Processes</td><td></td><td>$</td><td>50,567</td><td></td><td></td><td>$</td><td>43,599</td><td></td></tr><tr><td>Intelligent Cloud</td><td></td><td></td><td>14,022</td><td></td><td></td><td></td><td>13,683</td><td></td></tr><tr><td>More Personal Computing</td><td></td><td></td><td>2,676</td><td></td><td></td><td></td><td>2,902</td><td></td></tr><tr><td colspan="4"></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Total</td><td></td><td>$</td><td>67,265</td><td></td><td></td><td>$</td><td>60,184</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-5 Microsoft Cloud KPIs.html b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-5 Microsoft Cloud KPIs.html
new file mode 100644
index 000000000..e5c6240b4
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-5 Microsoft Cloud KPIs.html	
@@ -0,0 +1 @@
+<table border='1'><tr><td></td><td colspan="2"></td></tr><tr><td>Microsoft 365 Commercial cloud revenue growth</td><td></td><td>Revenue from Microsoft 365 Commercial subscriptions, comprising Microsoft 365 Commercial, Enterprise Mobility + Security, the cloud portion of Windows Commercial, the per-user portion of Power BI, Exchange, SharePoint, Microsoft Teams, Microsoft 365 Security and Compliance, and Microsoft 365 Copilot</td></tr><tr><td>Microsoft 365 Commercial seat growth</td><td></td><td>The number of Microsoft 365 Commercial seats at end of period where seats are paid users covered by a Microsoft 365 Commercial subscription</td></tr><tr><td></td><td colspan="2"></td></tr><tr><td>Microsoft 365 Consumer cloud revenue growth</td><td></td><td>Revenue from Microsoft 365 Consumer subscriptions and other consumer services</td></tr><tr><td></td><td colspan="2"></td></tr><tr><td>Microsoft 365 Consumer subscribers</td><td></td><td>The number of Microsoft 365 Consumer subscribers at end of period</td></tr><tr><td></td><td colspan="2"></td></tr><tr><td>LinkedIn revenue growth</td><td></td><td>Revenue from LinkedIn, including Talent Solutions, Marketing Solutions, Premium Subscriptions, and Sales Solutions</td></tr><tr><td></td><td colspan="2"></td></tr><tr><td>Dynamics 365 revenue growth</td><td></td><td>Revenue from Dynamics 365, including a set of intelligent, cloud-based applications across ERP, CRM, Power Apps, and Power Automate</td></tr><tr><td></td><td colspan="2"></td></tr><tr><td>Azure and other cloud services revenue growth</td><td></td><td>Revenue from Azure and other cloud services, including cloud and AI consumption-based services, GitHub cloud services, Nuance Healthcare cloud services, virtual desktop offerings, and other cloud services</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-50 Unearned Revenue.html b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-50 Unearned Revenue.html
new file mode 100644
index 000000000..125c2d5b8
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-50 Unearned Revenue.html	
@@ -0,0 +1 @@
+<table border='1'><tr><td>(In millions)</td><td></td><td colspan="2"></td><td></td></tr><tr><td colspan="4"></td><td></td></tr><tr><td></td><td colspan="4"></td></tr><tr><td>Year Ended June 30, 2025</td><td></td><td colspan="2"></td><td></td></tr><tr><td></td><td colspan="4"></td></tr><tr><td>Balance, beginning of period</td><td></td><td>$</td><td>60,184</td><td></td></tr><tr><td>Deferral of revenue</td><td></td><td></td><td>186,957</td><td></td></tr><tr><td>Recognition of unearned revenue</td><td></td><td></td><td>(179,876</td><td>)</td></tr><tr><td colspan="4"></td><td></td></tr><tr><td>Balance, end of period</td><td></td><td>$</td><td>67,265</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-51 Lease Costs.html b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-51 Lease Costs.html
new file mode 100644
index 000000000..5667bfcde
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-51 Lease Costs.html	
@@ -0,0 +1 @@
+<table border='1'><tr><td colspan="8">(In millions)</td><td></td><td></td><td colspan="2"></td><td></td></tr><tr><td colspan="12"></td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Year Ended June 30,</td><td></td><td colspan="2">2025</td><td></td><td></td><td colspan="2">2024</td><td></td><td></td><td colspan="2">2023</td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Operating lease cost</td><td></td><td>$</td><td>5,524</td><td></td><td></td><td>$</td><td>3,555</td><td></td><td></td><td>$</td><td>2,875</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Finance lease cost:</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Amortization of right-of-use assets</td><td></td><td>$</td><td>3,408</td><td></td><td></td><td>$</td><td>1,800</td><td></td><td></td><td>$</td><td>1,352</td><td></td></tr><tr><td>Interest on lease liabilities</td><td></td><td></td><td>1,417</td><td></td><td></td><td></td><td>734</td><td></td><td></td><td></td><td>501</td><td></td></tr><tr><td colspan="4"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Total finance lease cost</td><td></td><td>$</td><td>4,825</td><td></td><td></td><td>$</td><td>2,534</td><td></td><td></td><td>$</td><td>1,853</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-52 Lease Cash Flows.html b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-52 Lease Cash Flows.html
new file mode 100644
index 000000000..fa3f736dc
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-52 Lease Cash Flows.html	
@@ -0,0 +1 @@
+<table border='1'><tr><td colspan="8">(In millions)</td><td></td><td></td><td colspan="2"></td><td></td></tr><tr><td colspan="12"></td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Year Ended June 30,</td><td></td><td colspan="2">2025</td><td></td><td></td><td colspan="2">2024</td><td></td><td></td><td colspan="2">2023</td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Cash paid for amounts included in the measurement of lease liabilities:</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Operating cash flows from operating leases</td><td></td><td>$</td><td>4,931</td><td></td><td></td><td>$</td><td>3,550</td><td></td><td></td><td>$</td><td>2,706</td><td></td></tr><tr><td>Operating cash flows from finance leases</td><td></td><td></td><td>1,372</td><td></td><td></td><td></td><td>734</td><td></td><td></td><td></td><td>501</td><td></td></tr><tr><td>Financing cash flows from finance leases</td><td></td><td></td><td>2,283</td><td></td><td></td><td></td><td>1,286</td><td></td><td></td><td></td><td>1,056</td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Right-of-use assets obtained in exchange for lease obligations:</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Operating leases</td><td></td><td></td><td>7,826</td><td></td><td></td><td></td><td>6,703</td><td></td><td></td><td></td><td>3,514</td><td></td></tr><tr><td>Finance leases</td><td></td><td></td><td>20,511</td><td></td><td></td><td></td><td>11,633</td><td></td><td></td><td></td><td>3,128</td><td></td></tr><tr><td colspan="12"></td><td></td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-53 Lease Data.html b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-53 Lease Data.html
new file mode 100644
index 000000000..ab70e756b
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-53 Lease Data.html	
@@ -0,0 +1 @@
+<table border='1'><tr><td>(In millions, except lease term and discount rate)</td><td></td><td colspan="2"></td><td></td><td></td><td colspan="2"></td><td></td></tr><tr><td colspan="8"></td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>June 30,</td><td></td><td colspan="2">2025</td><td></td><td></td><td colspan="2">2024</td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Operating Leases</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Operating lease right-of-use assets</td><td></td><td>$</td><td>24,823</td><td></td><td></td><td>$</td><td>18,961</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Other current liabilities</td><td></td><td>$</td><td>5,424</td><td></td><td></td><td>$</td><td>3,580</td><td></td></tr><tr><td>Operating lease liabilities</td><td></td><td></td><td>17,437</td><td></td><td></td><td></td><td>15,497</td><td></td></tr><tr><td colspan="4"></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Total operating lease liabilities</td><td></td><td>$</td><td>22,861</td><td></td><td></td><td>$</td><td>19,077</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Finance Leases</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Property and equipment, at cost</td><td></td><td>$</td><td>53,876</td><td></td><td></td><td>$</td><td>32,248</td><td></td></tr><tr><td>Accumulated depreciation</td><td></td><td></td><td>(9,861</td><td>)</td><td></td><td></td><td>(6,386</td><td>)</td></tr><tr><td colspan="4"></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Property and equipment, net</td><td></td><td>$</td><td>44,015</td><td></td><td></td><td>$</td><td>25,862</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Other current liabilities</td><td></td><td>$</td><td>3,172</td><td></td><td></td><td>$</td><td>2,349</td><td></td></tr><tr><td>Other long-term liabilities</td><td></td><td></td><td>43,000</td><td></td><td></td><td></td><td>24,796</td><td></td></tr><tr><td colspan="4"></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Total finance lease liabilities</td><td></td><td>$</td><td>46,172</td><td></td><td></td><td>$</td><td>27,145</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Weighted Average Remaining Lease Term</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Operating leases</td><td></td><td></td><td>6 years</td><td></td><td></td><td></td><td>7 years</td><td></td></tr><tr><td>Finance leases</td><td></td><td></td><td>13 years</td><td></td><td></td><td></td><td>12 years</td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Weighted Average Discount Rate</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Operating leases</td><td></td><td></td><td>3.5%</td><td></td><td></td><td></td><td>3.3%</td><td></td></tr><tr><td>Finance leases</td><td></td><td></td><td>4.2%</td><td></td><td></td><td></td><td>3.9%</td><td></td></tr><tr><td colspan="8"></td><td></td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-54 Lease Payments.html b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-54 Lease Payments.html
new file mode 100644
index 000000000..80d103dd9
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-54 Lease Payments.html	
@@ -0,0 +1 @@
+<table border='1'><tr><td>(In millions)</td><td></td><td colspan="2"></td><td></td><td></td><td colspan="2"></td><td></td></tr><tr><td colspan="8"></td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Year Ending June 30,</td><td></td><td colspan="2">Operating<br/>Leases</td><td></td><td></td><td colspan="2">Finance<br/>Leases</td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>2026</td><td></td><td>$</td><td>6,111</td><td></td><td></td><td>$</td><td>5,008</td><td></td></tr><tr><td>2027</td><td></td><td></td><td>5,237</td><td></td><td></td><td></td><td>5,157</td><td></td></tr><tr><td>2028</td><td></td><td></td><td>3,495</td><td></td><td></td><td></td><td>5,187</td><td></td></tr><tr><td>2029</td><td></td><td></td><td>2,419</td><td></td><td></td><td></td><td>4,521</td><td></td></tr><tr><td>2030</td><td></td><td></td><td>2,017</td><td></td><td></td><td></td><td>4,382</td><td></td></tr><tr><td>Thereafter</td><td></td><td></td><td>6,202</td><td></td><td></td><td></td><td>36,251</td><td></td></tr><tr><td colspan="4"></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Total lease payments</td><td></td><td></td><td>25,481</td><td></td><td></td><td></td><td>60,506</td><td></td></tr><tr><td>Less imputed interest</td><td></td><td></td><td>(2,620</td><td>)</td><td></td><td></td><td>(14,334</td><td>)</td></tr><tr><td colspan="4"></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Total</td><td></td><td>$</td><td>22,861</td><td></td><td></td><td>$</td><td>46,172</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-55 Share Repurchases.html b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-55 Share Repurchases.html
new file mode 100644
index 000000000..f6cccb6c1
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-55 Share Repurchases.html	
@@ -0,0 +1 @@
+<table border='1'><tr><td>(In millions)</td><td></td><td colspan="2"></td><td></td><td></td><td colspan="2"></td><td></td><td></td><td colspan="2"></td><td></td></tr><tr><td colspan="12"></td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Year Ended June 30,</td><td></td><td colspan="2">2025</td><td></td><td></td><td colspan="2">2024</td><td></td><td></td><td colspan="2">2023</td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Balance, beginning of year</td><td></td><td></td><td>7,434</td><td></td><td></td><td></td><td>7,432</td><td></td><td></td><td></td><td>7,464</td><td></td></tr><tr><td>Issued</td><td></td><td></td><td>31</td><td></td><td></td><td></td><td>34</td><td></td><td></td><td></td><td>37</td><td></td></tr><tr><td>Repurchased</td><td></td><td></td><td>(31</td><td>)</td><td></td><td></td><td>(32</td><td>)</td><td></td><td></td><td>(69</td><td>)</td></tr><tr><td colspan="4"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Balance, end of year</td><td></td><td></td><td>7,434</td><td></td><td></td><td></td><td>7,434</td><td></td><td></td><td></td><td>7,432</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-56 Share Repurchases.html b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-56 Share Repurchases.html
new file mode 100644
index 000000000..f332cf012
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-56 Share Repurchases.html	
@@ -0,0 +1 @@
+<table border='1'><tr><td>(In millions)</td><td></td><td colspan="2">Shares</td><td></td><td></td><td colspan="2">Amount</td><td></td><td></td><td colspan="2">Shares</td><td></td><td></td><td colspan="2">Amount</td><td></td><td></td><td colspan="2">Shares</td><td></td><td></td><td colspan="2">Amount</td><td></td></tr><tr><td colspan="24"></td><td></td></tr><tr><td></td><td colspan="8"></td><td colspan="8"></td><td colspan="8"></td></tr><tr><td>Year Ended June 30,</td><td></td><td colspan="6">2025</td><td></td><td></td><td colspan="6">2024</td><td></td><td></td><td colspan="6">2023</td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>First Quarter</td><td></td><td></td><td>7</td><td></td><td></td><td>$</td><td>2,800</td><td></td><td></td><td></td><td>11</td><td></td><td></td><td>$</td><td>3,560</td><td></td><td></td><td></td><td>17</td><td></td><td></td><td>$</td><td>4,600</td><td></td></tr><tr><td>Second Quarter</td><td></td><td></td><td>8</td><td></td><td></td><td></td><td>3,500</td><td></td><td></td><td></td><td>7</td><td></td><td></td><td></td><td>2,800</td><td></td><td></td><td></td><td>20</td><td></td><td></td><td></td><td>4,600</td><td></td></tr><tr><td>Third Quarter</td><td></td><td></td><td>8</td><td></td><td></td><td></td><td>3,500</td><td></td><td></td><td></td><td>7</td><td></td><td></td><td></td><td>2,800</td><td></td><td></td><td></td><td>18</td><td></td><td></td><td></td><td>4,600</td><td></td></tr><tr><td>Fourth Quarter</td><td></td><td></td><td>8</td><td></td><td></td><td></td><td>3,200</td><td></td><td></td><td></td><td>7</td><td></td><td></td><td></td><td>2,800</td><td></td><td></td><td></td><td>14</td><td></td><td></td><td></td><td>4,600</td><td></td></tr><tr><td colspan="4"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Total</td><td></td><td></td><td>31</td><td></td><td></td><td>$</td><td>13,000</td><td></td><td></td><td></td><td>32</td><td></td><td></td><td>$</td><td>11,960</td><td></td><td></td><td></td><td>69</td><td></td><td></td><td>$</td><td>18,400</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-57 Dividend History.html b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-57 Dividend History.html
new file mode 100644
index 000000000..02b0ba965
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-57 Dividend History.html	
@@ -0,0 +1 @@
+<table border='1'><tr><td>Declaration Date</td><td></td><td>Record Date</td><td></td><td>Payment Date</td><td></td><td colspan="2">Dividend<br/>Per Share</td><td></td><td></td><td colspan="2">Amount</td><td></td></tr><tr><td colspan="12"></td><td></td></tr><tr><td></td><td colspan="2"></td><td colspan="2"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Fiscal Year 2025</td><td></td><td></td><td></td><td></td><td></td><td colspan="2"></td><td></td><td></td><td colspan="2">(In millions)</td><td></td></tr><tr><td></td><td colspan="2"></td><td colspan="2"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>September 16, 2024</td><td></td><td>November 21, 2024</td><td></td><td>December 12, 2024</td><td></td><td>$</td><td>0.83</td><td></td><td></td><td>$</td><td>6,170</td><td></td></tr><tr><td>December 3, 2024</td><td></td><td>February 20, 2025</td><td></td><td>March 13, 2025</td><td></td><td></td><td>0.83</td><td></td><td></td><td></td><td>6,169</td><td></td></tr><tr><td>March 11, 2025</td><td></td><td>May 15, 2025</td><td></td><td>June 12, 2025</td><td></td><td></td><td>0.83</td><td></td><td></td><td></td><td>6,169</td><td></td></tr><tr><td>June 10, 2025</td><td></td><td>August 21, 2025</td><td></td><td>September 11, 2025</td><td></td><td></td><td>0.83</td><td></td><td></td><td></td><td>6,170</td><td></td></tr><tr><td colspan="8"></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Total</td><td></td><td></td><td></td><td></td><td></td><td>$</td><td>3.32</td><td></td><td></td><td>$</td><td>24,678</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan="2"></td><td colspan="2"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Fiscal Year 2024</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan="2"></td><td colspan="2"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>September 19, 2023</td><td></td><td>November 16, 2023</td><td></td><td>December 14, 2023</td><td></td><td>$</td><td>0.75</td><td></td><td></td><td>$</td><td>5,574</td><td></td></tr><tr><td>November 28, 2023</td><td></td><td>February 15, 2024</td><td></td><td>March 14, 2024</td><td></td><td></td><td>0.75</td><td></td><td></td><td></td><td>5,573</td><td></td></tr><tr><td>March 12, 2024</td><td></td><td>May 16, 2024</td><td></td><td>June 13, 2024</td><td></td><td></td><td>0.75</td><td></td><td></td><td></td><td>5,574</td><td></td></tr><tr><td>June 12, 2024</td><td></td><td>August 15, 2024</td><td></td><td>September 12, 2024</td><td></td><td></td><td>0.75</td><td></td><td></td><td></td><td>5,574</td><td></td></tr><tr><td colspan="8"></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan="2"></td><td colspan="2"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Total</td><td></td><td></td><td></td><td></td><td></td><td>$</td><td>3.00</td><td></td><td></td><td>$</td><td>22,295</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-58 AOCI Rollforward.html b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-58 AOCI Rollforward.html
new file mode 100644
index 000000000..fc748dc40
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-58 AOCI Rollforward.html	
@@ -0,0 +1 @@
+<table border='1'><tr><td colspan="8">(In millions)</td><td></td><td></td><td colspan="2"></td><td></td></tr><tr><td colspan="12"></td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Year Ended June 30,</td><td></td><td colspan="2">2025</td><td></td><td></td><td colspan="2">2024</td><td></td><td></td><td colspan="2">2023</td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Derivatives</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Balance, beginning of period</td><td></td><td>$</td><td>(3</td><td>)</td><td></td><td>$</td><td>(27</td><td>)</td><td></td><td>$</td><td>(13</td><td>)</td></tr><tr><td>Unrealized gains (losses), net of tax of $20, $(4), and $9</td><td></td><td></td><td>77</td><td></td><td></td><td></td><td>(14</td><td>)</td><td></td><td></td><td>34</td><td></td></tr><tr><td>Reclassification adjustments for (gains) losses included in other income<br/>(expense), net</td><td></td><td></td><td>(103</td><td>)</td><td></td><td></td><td>48</td><td></td><td></td><td></td><td>(61</td><td>)</td></tr><tr><td>Tax expense (benefit) included in provision for income taxes</td><td></td><td></td><td>21</td><td></td><td></td><td></td><td>(10</td><td>)</td><td></td><td></td><td>13</td><td></td></tr><tr><td colspan="4"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Amounts reclassified from accumulated other comprehensive loss</td><td></td><td></td><td>(82</td><td>)</td><td></td><td></td><td>38</td><td></td><td></td><td></td><td>(48</td><td>)</td></tr><tr><td colspan="4"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Net change related to derivatives, net of tax of $(1), $6, and $(4)</td><td></td><td></td><td>(5</td><td>)</td><td></td><td></td><td>24</td><td></td><td></td><td></td><td>(14</td><td>)</td></tr><tr><td colspan="4"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Balance, end of period</td><td></td><td>$</td><td>(8</td><td>)</td><td></td><td>$</td><td>(3</td><td>)</td><td></td><td>$</td><td>(27</td><td>)</td></tr><tr><td colspan="4"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Investments</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Balance, beginning of period</td><td></td><td>$</td><td>(2,625</td><td>)</td><td></td><td>$</td><td>(3,582</td><td>)</td><td></td><td>$</td><td>(2,138</td><td>)</td></tr><tr><td>Unrealized gains (losses), net of tax of $411, $247, and $(393)</td><td></td><td></td><td>1,560</td><td></td><td></td><td></td><td>915</td><td></td><td></td><td></td><td>(1,523</td><td>)</td></tr><tr><td>Reclassification adjustments for losses included in other income<br/>(expense), net</td><td></td><td></td><td>17</td><td></td><td></td><td></td><td>53</td><td></td><td></td><td></td><td>99</td><td></td></tr><tr><td>Tax benefit included in provision for income taxes</td><td></td><td></td><td>(3</td><td>)</td><td></td><td></td><td>(11</td><td>)</td><td></td><td></td><td>(20</td><td>)</td></tr><tr><td colspan="4"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Amounts reclassified from accumulated other comprehensive loss</td><td></td><td></td><td>14</td><td></td><td></td><td></td><td>42</td><td></td><td></td><td></td><td>79</td><td></td></tr><tr><td colspan="4"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Net change related to investments, net of tax of $414, $258, and $(373)</td><td></td><td></td><td>1,574</td><td></td><td></td><td></td><td>957</td><td></td><td></td><td></td><td>(1,444</td><td>)</td></tr><tr><td colspan="4"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Balance, end of period</td><td></td><td>$</td><td>(1,051</td><td>)</td><td></td><td>$</td><td>(2,625</td><td>)</td><td></td><td>$</td><td>(3,582</td><td>)</td></tr><tr><td colspan="4"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Translation Adjustments and Other</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Balance, beginning of period</td><td></td><td>$</td><td>(2,962</td><td>)</td><td></td><td>$</td><td>(2,734</td><td>)</td><td></td><td>$</td><td>(2,527</td><td>)</td></tr><tr><td>Translation adjustments and other, net of tax of $8, $0, and $0</td><td></td><td></td><td>674</td><td></td><td></td><td></td><td>(228</td><td>)</td><td></td><td></td><td>(207</td><td>)</td></tr><tr><td colspan="4"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Balance, end of period</td><td></td><td>$</td><td>(2,288</td><td>)</td><td></td><td>$</td><td>(2,962</td><td>)</td><td></td><td>$</td><td>(2,734</td><td>)</td></tr><tr><td colspan="4"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Accumulated other comprehensive loss, end of period</td><td></td><td>$</td><td>(3,347</td><td>)</td><td></td><td>$</td><td>(5,590</td><td>)</td><td></td><td>$</td><td>(6,343</td><td>)</td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-59 Stock Compensation.html b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-59 Stock Compensation.html
new file mode 100644
index 000000000..dcd465207
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-59 Stock Compensation.html	
@@ -0,0 +1 @@
+<table border='1'><tr><td>(In millions)</td><td></td><td colspan="2"></td><td></td><td></td><td colspan="2"></td><td></td><td></td><td colspan="2"></td><td></td></tr><tr><td colspan="12"></td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Year Ended June 30,</td><td></td><td colspan="2">2025</td><td></td><td></td><td colspan="2">2024</td><td></td><td></td><td colspan="2">2023</td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Stock-based compensation expense</td><td></td><td>$</td><td>11,974</td><td></td><td></td><td>$</td><td>10,734</td><td></td><td></td><td>$</td><td>9,611</td><td></td></tr><tr><td>Income tax benefits related to stock-based compensation</td><td></td><td></td><td>2,027</td><td></td><td></td><td></td><td>1,826</td><td></td><td></td><td></td><td>1,651</td><td></td></tr><tr><td colspan="12"></td><td></td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-6 Microsoft Revenue.html b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-6 Microsoft Revenue.html
new file mode 100644
index 000000000..fe8c56c73
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-6 Microsoft Revenue.html	
@@ -0,0 +1 @@
+<table border='1'><tr><td>Windows OEM and Devices revenue growth</td><td></td><td>Revenue from sales of Windows Pro and non-Pro licenses sold through the OEM channel and sales of first-party Devices, including Surface and PC accessories</td></tr><tr><td></td><td colspan="2"></td></tr><tr><td>Xbox content and services revenue growth</td><td></td><td>Revenue from Xbox content and services, comprising first- and third-party content (including games and in-game content), Xbox Game Pass and other subscriptions, Xbox Cloud Gaming, advertising, and other cloud services</td></tr><tr><td></td><td colspan="2"></td></tr><tr><td>Search and news advertising revenue (ex TAC) growth</td><td></td><td>Revenue from search and news advertising excluding traffic acquisition costs (“TAC”) paid to Bing Ads network publishers and news partners</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-60 Dividends & Rates.html b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-60 Dividends & Rates.html
new file mode 100644
index 000000000..f0a18a757
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-60 Dividends & Rates.html	
@@ -0,0 +1 @@
+<table border='1'><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Year Ended June 30,</td><td></td><td colspan="2">2025</td><td></td><td></td><td colspan="2">2024</td><td></td><td></td><td colspan="2">2023</td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Dividends per share (quarterly amounts)</td><td></td><td>$</td><td>0.75 –  0.83</td><td></td><td></td><td>$</td><td>0.68 –  0.75</td><td></td><td></td><td>$</td><td>0.62 –  0.68</td><td></td></tr><tr><td>Interest rates</td><td></td><td></td><td>3.4% – 5.5%</td><td></td><td></td><td></td><td>3.8% – 5.6%</td><td></td><td></td><td></td><td>2.0% – 5.4%</td><td></td></tr><tr><td colspan="12"></td><td></td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-61 Stock Awards.html b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-61 Stock Awards.html
new file mode 100644
index 000000000..11dd03991
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-61 Stock Awards.html	
@@ -0,0 +1 @@
+<table border='1'><tr><td></td><td></td><td colspan="2">Shares</td><td></td><td></td><td colspan="2">Weighted Average<br/>Grant-Date Fair Value</td><td></td></tr><tr><td colspan="8"></td><td></td></tr><tr><td colspan="5"></td><td colspan="4"></td></tr><tr><td colspan="4">(In millions)</td><td></td><td></td><td colspan="2"></td><td></td></tr><tr><td colspan="9"></td></tr><tr><td colspan="8">Stock Awards</td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Nonvested balance, beginning of year</td><td></td><td></td><td>88</td><td></td><td></td><td>$</td><td>292.28</td><td></td></tr><tr><td>Granted (a)</td><td></td><td></td><td>39</td><td></td><td></td><td></td><td>413.90</td><td></td></tr><tr><td>Vested</td><td></td><td></td><td>(38</td><td>)</td><td></td><td></td><td>293.25</td><td></td></tr><tr><td>Forfeited</td><td></td><td></td><td>(7</td><td>)</td><td></td><td></td><td>317.23</td><td></td></tr><tr><td colspan="4"></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Nonvested balance, end of year</td><td></td><td></td><td>82</td><td></td><td></td><td>$</td><td>347.44</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-62 Share Repurchase.html b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-62 Share Repurchase.html
new file mode 100644
index 000000000..53691c34e
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-62 Share Repurchase.html	
@@ -0,0 +1 @@
+<table border='1'><tr><td>(Shares in millions)</td><td></td><td colspan="2"></td><td></td><td></td><td colspan="2"></td><td></td><td></td><td colspan="2"></td><td></td></tr><tr><td colspan="12"></td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Year Ended June 30,</td><td></td><td colspan="2">2025</td><td></td><td></td><td colspan="2">2024</td><td></td><td></td><td colspan="2">2023</td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Shares purchased</td><td></td><td></td><td>6</td><td></td><td></td><td></td><td>6</td><td></td><td></td><td></td><td>7</td><td></td></tr><tr><td>Average price per share</td><td></td><td>$</td><td>385.10</td><td></td><td></td><td>$</td><td>339.46</td><td></td><td></td><td>$</td><td>245.59</td><td></td></tr><tr><td colspan="12"></td><td></td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-63 Microsoft Segment Results.html b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-63 Microsoft Segment Results.html
new file mode 100644
index 000000000..5e2cbdf5e
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-63 Microsoft Segment Results.html	
@@ -0,0 +1 @@
+<table border='1'><tr><td>(In millions)</td><td></td><td colspan="2"></td><td></td><td></td><td colspan="2"></td><td></td><td></td><td colspan="2"></td><td></td></tr><tr><td colspan="12"></td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Year Ended June 30,</td><td></td><td colspan="2">2025</td><td></td><td></td><td colspan="2">2024</td><td></td><td></td><td colspan="2">2023</td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Productivity and Business Processes</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Revenue</td><td></td><td>$</td><td>120,810</td><td></td><td></td><td>$</td><td>106,820</td><td></td><td></td><td>$</td><td>94,151</td><td></td></tr><tr><td>Cost of revenue</td><td></td><td></td><td>22,422</td><td></td><td></td><td></td><td>19,611</td><td></td><td></td><td></td><td>17,202</td><td></td></tr><tr><td>Operating expenses</td><td></td><td></td><td>28,615</td><td></td><td></td><td></td><td>27,548</td><td></td><td></td><td></td><td>26,875</td><td></td></tr><tr><td colspan="4"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Operating Income</td><td></td><td>$</td><td>69,773</td><td></td><td></td><td>$</td><td>59,661</td><td></td><td></td><td>$</td><td>50,074</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td colspan="13"></td></tr><tr><td colspan="12">Intelligent Cloud</td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Revenue</td><td></td><td>$</td><td>106,265</td><td></td><td></td><td>$</td><td>87,464</td><td></td><td></td><td>$</td><td>72,944</td><td></td></tr><tr><td>Cost of revenue</td><td></td><td></td><td>40,171</td><td></td><td></td><td></td><td>29,611</td><td></td><td></td><td></td><td>24,109</td><td></td></tr><tr><td>Operating expenses</td><td></td><td></td><td>21,505</td><td></td><td></td><td></td><td>20,040</td><td></td><td></td><td></td><td>20,424</td><td></td></tr><tr><td colspan="4"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Operating Income</td><td></td><td>$</td><td>44,589</td><td></td><td></td><td>$</td><td>37,813</td><td></td><td></td><td>$</td><td>28,411</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td colspan="13"></td></tr><tr><td colspan="12">More Personal Computing</td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Revenue</td><td></td><td>$</td><td>54,649</td><td></td><td></td><td>$</td><td>50,838</td><td></td><td></td><td>$</td><td>44,820</td><td></td></tr><tr><td>Cost of revenue</td><td></td><td></td><td>25,238</td><td></td><td></td><td></td><td>24,892</td><td></td><td></td><td></td><td>24,552</td><td></td></tr><tr><td>Operating expenses</td><td></td><td></td><td>15,245</td><td></td><td></td><td></td><td>13,987</td><td></td><td></td><td></td><td>10,230</td><td></td></tr><tr><td colspan="4"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Operating Income</td><td></td><td>$</td><td>14,166</td><td></td><td></td><td>$</td><td>11,959</td><td></td><td></td><td>$</td><td>10,038</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td colspan="13"></td></tr><tr><td colspan="12">Total</td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Revenue</td><td></td><td>$</td><td>281,724</td><td></td><td></td><td>$</td><td>245,122</td><td></td><td></td><td>$</td><td>211,915</td><td></td></tr><tr><td>Cost of revenue</td><td></td><td></td><td>87,831</td><td></td><td></td><td></td><td>74,114</td><td></td><td></td><td></td><td>65,863</td><td></td></tr><tr><td>Operating expenses</td><td></td><td></td><td>65,365</td><td></td><td></td><td></td><td>61,575</td><td></td><td></td><td></td><td>57,529</td><td></td></tr><tr><td colspan="4"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Operating Income</td><td></td><td>$</td><td>128,528</td><td></td><td></td><td>$</td><td>109,433</td><td></td><td></td><td>$</td><td>88,523</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-64 Revenue by Region.html b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-64 Revenue by Region.html
new file mode 100644
index 000000000..af25a9250
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-64 Revenue by Region.html	
@@ -0,0 +1 @@
+<table border='1'><tr><td>(In millions)</td><td></td><td colspan="2"></td><td></td><td></td><td colspan="2"></td><td></td><td></td><td colspan="2"></td><td></td></tr><tr><td colspan="12"></td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Year Ended June 30,</td><td></td><td colspan="2">2025</td><td></td><td></td><td colspan="2">2024</td><td></td><td></td><td colspan="2">2023</td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>United States (a)</td><td></td><td>$</td><td>144,546</td><td></td><td></td><td>$</td><td>124,704</td><td></td><td></td><td>$</td><td>106,744</td><td></td></tr><tr><td>Other countries</td><td></td><td></td><td>137,178</td><td></td><td></td><td></td><td>120,418</td><td></td><td></td><td></td><td>105,171</td><td></td></tr><tr><td colspan="4"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Total</td><td></td><td>$</td><td>281,724</td><td></td><td></td><td>$</td><td>245,122</td><td></td><td></td><td>$</td><td>211,915</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-65 Microsoft Revenue.html b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-65 Microsoft Revenue.html
new file mode 100644
index 000000000..3177208a4
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-65 Microsoft Revenue.html	
@@ -0,0 +1 @@
+<table border='1'><tr><td>(In millions)</td><td></td><td colspan="2"></td><td></td><td></td><td colspan="2"></td><td></td><td></td><td colspan="2"></td><td></td></tr><tr><td colspan="12"></td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Year Ended June 30,</td><td></td><td colspan="2">2025</td><td></td><td></td><td colspan="2">2024</td><td></td><td></td><td colspan="2">2023</td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Server products and cloud services</td><td></td><td>$</td><td>98,435</td><td></td><td></td><td>$</td><td>79,828</td><td></td><td></td><td>$</td><td>65,007</td><td></td></tr><tr><td>Microsoft 365 Commercial products and cloud services</td><td></td><td></td><td>87,767</td><td></td><td></td><td></td><td>76,969</td><td></td><td></td><td></td><td>66,949</td><td></td></tr><tr><td>Gaming</td><td></td><td></td><td>23,455</td><td></td><td></td><td></td><td>21,503</td><td></td><td></td><td></td><td>15,466</td><td></td></tr><tr><td>LinkedIn</td><td></td><td></td><td>17,812</td><td></td><td></td><td></td><td>16,372</td><td></td><td></td><td></td><td>14,989</td><td></td></tr><tr><td>Windows and Devices</td><td></td><td></td><td>17,314</td><td></td><td></td><td></td><td>17,026</td><td></td><td></td><td></td><td>17,147</td><td></td></tr><tr><td>Search and news advertising</td><td></td><td></td><td>13,878</td><td></td><td></td><td></td><td>12,306</td><td></td><td></td><td></td><td>12,125</td><td></td></tr><tr><td>Dynamics products and cloud services</td><td></td><td></td><td>7,827</td><td></td><td></td><td></td><td>6,831</td><td></td><td></td><td></td><td>5,796</td><td></td></tr><tr><td>Enterprise and partner services</td><td></td><td></td><td>7,760</td><td></td><td></td><td></td><td>7,594</td><td></td><td></td><td></td><td>7,900</td><td></td></tr><tr><td>Microsoft 365 Consumer products and cloud services</td><td></td><td></td><td>7,404</td><td></td><td></td><td></td><td>6,648</td><td></td><td></td><td></td><td>6,417</td><td></td></tr><tr><td>Other</td><td></td><td></td><td>72</td><td></td><td></td><td></td><td>45</td><td></td><td></td><td></td><td>119</td><td></td></tr><tr><td colspan="4"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Total</td><td></td><td>$</td><td>281,724</td><td></td><td></td><td>$</td><td>245,122</td><td></td><td></td><td>$</td><td>211,915</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-66 Revenue by Region.html b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-66 Revenue by Region.html
new file mode 100644
index 000000000..11b53e966
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-66 Revenue by Region.html	
@@ -0,0 +1 @@
+<table border='1'><tr><td>(In millions)</td><td></td><td colspan="2"></td><td></td><td></td><td colspan="2"></td><td></td><td></td><td colspan="2"></td><td></td></tr><tr><td colspan="12"></td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>June 30,</td><td></td><td colspan="2">2025</td><td></td><td></td><td colspan="2">2024</td><td></td><td></td><td colspan="2">2023</td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>United States</td><td></td><td>$</td><td>230,069</td><td></td><td></td><td>$</td><td>186,106</td><td></td><td></td><td>$</td><td>114,380</td><td></td></tr><tr><td>Other countries</td><td></td><td></td><td>141,833</td><td></td><td></td><td></td><td>115,263</td><td></td><td></td><td></td><td>72,859</td><td></td></tr><tr><td colspan="4"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Total</td><td></td><td>$</td><td>371,902</td><td></td><td></td><td>$</td><td>301,369</td><td></td><td></td><td>$</td><td>187,239</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-67 Deloitte Signature.html b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-67 Deloitte Signature.html
new file mode 100644
index 000000000..20b07ca86
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-67 Deloitte Signature.html	
@@ -0,0 +1 @@
+<table border='1'><tr><td>/S/ DELOITTE & TOUCHE LLP</td><td></td><td></td></tr><tr><td></td><td colspan="2"></td></tr><tr><td>Seattle, Washington</td><td></td><td></td></tr><tr><td>July 30, 2025</td><td></td><td></td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-68 Microsoft Board.html b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-68 Microsoft Board.html
new file mode 100644
index 000000000..e62c1b1b8
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-68 Microsoft Board.html	
@@ -0,0 +1 @@
+<table border='1'><tr><td>Satya Nadella<br/>Chairman and Chief Executive Officer,<br/>Microsoft Corporation</td><td></td><td>Catherine MacGregor 2,4<br/>Group Chief Executive Officer and<br/>Director, Engie S.A.</td><td></td><td>Carlos Rodriguez 1, 2<br/>Director, Automatic Data<br/>Processing, Inc.</td></tr><tr><td></td><td colspan="2"></td><td colspan="2"></td></tr><tr><td>Reid G. Hoffman 4<br/>Partner, Greylock Partners</td><td></td><td>Mark A. L. Mason 3<br/>Chief Financial Officer, Citigroup Inc.</td><td></td><td>Charles W. Scharf 2,3<br/>Chief Executive Officer, President,<br/>and Director, Wells Fargo & Company</td></tr><tr><td></td><td colspan="2"></td><td colspan="2"></td></tr><tr><td>Hugh F. Johnston 1<br/>Senior Executive Vice President and<br/>Chief Financial Officer,<br/>The Walt Disney Company</td><td></td><td>Sandra E. Peterson 2,3<br/>Lead Independent Director,<br/>Microsoft Corporation<br/>Operating Partner, Clayton, Dubilier &<br/>Rice, LLC</td><td></td><td>John W. Stanton 1,4<br/>Founder and Chairman, Trilogy<br/>Partnerships</td></tr><tr><td></td><td colspan="2"></td><td colspan="2"></td></tr><tr><td>Teri L. List 1,3<br/>Former Executive Vice President and<br/>Chief Financial Officer, The Gap, Inc.</td><td></td><td>Penny S. Pritzker 4<br/>Founder and Chairman, PSP<br/>Partners, LLC</td><td></td><td>Emma N. Walmsley 2,4<br/>Chief Executive Officer and Director, GSK plc</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-69 Microsoft Executives.html b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-69 Microsoft Executives.html
new file mode 100644
index 000000000..263fe36bf
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-69 Microsoft Executives.html	
@@ -0,0 +1 @@
+<table border='1'><tr><td>Satya Nadella<br/>Chairman and Chief Executive Officer</td><td></td><td>Amy E. Hood<br/>Executive Vice President and Chief Financial Officer</td></tr><tr><td></td><td colspan="2"></td></tr><tr><td>Judson B. Althoff<br/>Executive Vice President and CEO Microsoft Commercial</td><td></td><td>Takeshi Numoto<br/>Executive Vice President and Chief Marketing Officer</td></tr><tr><td></td><td colspan="2"></td></tr><tr><td>Amy L. Coleman<br/>Executive Vice President and Chief Human Resources Officer</td><td></td><td>Bradford L. Smith<br/>Vice Chair and President</td></tr><tr><td></td><td colspan="2"></td></tr><tr><td>Kathleen T. Hogan<br/>Executive Vice President, Office of Strategy and Transformation</td><td></td><td></td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-7 Revenue Growth.html b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-7 Revenue Growth.html
new file mode 100644
index 000000000..a7fadd7cf
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-7 Revenue Growth.html	
@@ -0,0 +1 @@
+<table border='1'><tr><td>(In millions, except percentages and per share amounts)</td><td></td><td colspan="2">2025</td><td></td><td></td><td colspan="2">2024</td><td></td><td></td><td colspan="2">Percentage<br/>Change</td><td></td></tr><tr><td colspan="12"></td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Revenue</td><td></td><td>$</td><td>281,724</td><td></td><td></td><td>$</td><td>245,122</td><td></td><td></td><td></td><td>15%</td><td></td></tr><tr><td>Gross margin</td><td></td><td></td><td>193,893</td><td></td><td></td><td></td><td>171,008</td><td></td><td></td><td></td><td>13%</td><td></td></tr><tr><td>Operating income</td><td></td><td></td><td>128,528</td><td></td><td></td><td></td><td>109,433</td><td></td><td></td><td></td><td>17%</td><td></td></tr><tr><td>Net income</td><td></td><td></td><td>101,832</td><td></td><td></td><td></td><td>88,136</td><td></td><td></td><td></td><td>16%</td><td></td></tr><tr><td>Diluted earnings per share</td><td></td><td></td><td>13.64</td><td></td><td></td><td></td><td>11.80</td><td></td><td></td><td></td><td>16%</td><td></td></tr><tr><td colspan="12"></td><td></td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-8 Microsoft Segment Results.html b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-8 Microsoft Segment Results.html
new file mode 100644
index 000000000..0b8185c57
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-8 Microsoft Segment Results.html	
@@ -0,0 +1 @@
+<table border='1'><tr><td>(In millions, except percentages)</td><td></td><td colspan="2">2025</td><td></td><td></td><td colspan="2">2024</td><td></td><td></td><td colspan="2">Percentage<br/>Change</td><td></td></tr><tr><td colspan="12"></td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Productivity and Business Processes</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Revenue</td><td></td><td>$</td><td>120,810</td><td></td><td></td><td>$</td><td>106,820</td><td></td><td></td><td></td><td>13%</td><td></td></tr><tr><td>Cost of revenue</td><td></td><td></td><td>22,422</td><td></td><td></td><td></td><td>19,611</td><td></td><td></td><td></td><td>14%</td><td></td></tr><tr><td>Operating expenses</td><td></td><td></td><td>28,615</td><td></td><td></td><td></td><td>27,548</td><td></td><td></td><td></td><td>4%</td><td></td></tr><tr><td colspan="4"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Operating Income</td><td></td><td>$</td><td>69,773</td><td></td><td></td><td>$</td><td>59,661</td><td></td><td></td><td></td><td>17%</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Intelligent Cloud</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Revenue</td><td></td><td>$</td><td>106,265</td><td></td><td></td><td>$</td><td>87,464</td><td></td><td></td><td></td><td>21%</td><td></td></tr><tr><td>Cost of revenue</td><td></td><td></td><td>40,171</td><td></td><td></td><td></td><td>29,611</td><td></td><td></td><td></td><td>36%</td><td></td></tr><tr><td>Operating expenses</td><td></td><td></td><td>21,505</td><td></td><td></td><td></td><td>20,040</td><td></td><td></td><td></td><td>7%</td><td></td></tr><tr><td colspan="4"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Operating Income</td><td></td><td>$</td><td>44,589</td><td></td><td></td><td>$</td><td>37,813</td><td></td><td></td><td></td><td>18%</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>More Personal Computing</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Revenue</td><td></td><td>$</td><td>54,649</td><td></td><td></td><td>$</td><td>50,838</td><td></td><td></td><td></td><td>7%</td><td></td></tr><tr><td>Cost of revenue</td><td></td><td></td><td>25,238</td><td></td><td></td><td></td><td>24,892</td><td></td><td></td><td></td><td>1%</td><td></td></tr><tr><td>Operating expenses</td><td></td><td></td><td>15,245</td><td></td><td></td><td></td><td>13,987</td><td></td><td></td><td></td><td>9%</td><td></td></tr><tr><td colspan="4"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Operating Income</td><td></td><td>$</td><td>14,166</td><td></td><td></td><td>$</td><td>11,959</td><td></td><td></td><td></td><td>18%</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Total</td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Revenue</td><td></td><td>$</td><td>281,724</td><td></td><td></td><td>$</td><td>245,122</td><td></td><td></td><td></td><td>15%</td><td></td></tr><tr><td>Cost of revenue</td><td></td><td></td><td>87,831</td><td></td><td></td><td></td><td>74,114</td><td></td><td></td><td></td><td>19%</td><td></td></tr><tr><td>Operating expenses</td><td></td><td></td><td>65,365</td><td></td><td></td><td></td><td>61,575</td><td></td><td></td><td></td><td>6%</td><td></td></tr><tr><td colspan="4"></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr><tr><td>Operating Income</td><td></td><td>$</td><td>128,528</td><td></td><td></td><td>$</td><td>109,433</td><td></td><td></td><td></td><td>17%</td><td></td></tr><tr><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td><td></td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-9 R&D Spending 2025.html b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-9 R&D Spending 2025.html
new file mode 100644
index 000000000..2c51f9d5e
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-microsoft-2025-annual-report/tables/table-9 R&D Spending 2025.html	
@@ -0,0 +1 @@
+<table border='1'><tr><td>(In millions, except percentages)</td><td></td><td colspan="2">2025</td><td></td><td></td><td colspan="2">2024</td><td></td><td></td><td colspan="2">Percentage<br/>Change</td><td></td></tr><tr><td colspan="12"></td><td></td></tr><tr><td></td><td colspan="4"></td><td colspan="4"></td><td colspan="4"></td></tr><tr><td>Research and development</td><td></td><td>$</td><td>32,488</td><td></td><td></td><td>$</td><td>29,510</td><td></td><td></td><td></td><td>10%</td><td></td></tr><tr><td>As a percent of revenue</td><td></td><td></td><td>12%</td><td></td><td></td><td></td><td>12%</td><td></td><td></td><td></td><td>0ppt</td><td></td></tr><tr><td colspan="12"></td><td></td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/chunks.json b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/chunks.json
new file mode 100644
index 000000000..31f42872c
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/chunks.json
@@ -0,0 +1,39384 @@
+{
+  "chunks": [
+    {
+      "chunk_id": "c802bf1d-1f54-5641-9291-845298a9844e",
+      "type": "image",
+      "content": "\nNVIDIA Corporation <details>0\n[images/image-1-NVIDIA Logo.jpg]\n",
+      "path": "images/image-1-NVIDIA Logo.jpg",
+      "metadata": {
+        "length": 63,
+        "summary": "image-1\n- Subject: 3D rendering of the NVIDIA corporate logo (green eye symbol)\n- Visual Style: High-gloss, metallic finish with a vibrant lime green color\n- Background: White geometric grid pattern composed of triangular facets\n- Perspective: Angled, close-up view emphasizing depth and texture",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "images/image-1-NVIDIA Logo.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "7d72c6f9-d7e5-5902-8ae9-d82879f2d987",
+      "type": "image",
+      "content": "\nGeneral-purpose computing has run its course. Moore's Law slowed. Dennard scaling ended. Accelerated computing became foundational. <details>0\n[images/image-2-AI Technology Stack.jpg]\n",
+      "path": "images/image-2-AI Technology Stack.jpg",
+      "metadata": {
+        "length": 176,
+        "summary": "image-2\n- Applications\n- Models\n- Infrastructure\n- Chips\n- Energy",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "images/image-2-AI Technology Stack.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "7a05906e-9a35-58f6-b3e0-261534609b91",
+      "type": "image",
+      "content": "\nEINFRASTRUCTURE] --> F CHATBOTS0\n[images/image-3-EINFRASTRU.jpg]\n",
+      "path": "images/image-3-EINFRASTRU.jpg",
+      "metadata": {
+        "length": 66,
+        "summary": "image-3\nEINFRASTRUCTURE] --> F CHATBOTS0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "images/image-3-EINFRASTRU.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "401d5609-6dc4-5055-84ef-273c4be183e4",
+      "type": "image",
+      "content": "\nENERGY --> H DIGITAL BIOLOGY0\n[images/image-4-ENERGY --_.jpg]\n",
+      "path": "images/image-4-ENERGY --_.jpg",
+      "metadata": {
+        "length": 63,
+        "summary": "image-4\nENERGY --> H DIGITAL BIOLOGY0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "images/image-4-ENERGY --_.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "ddde7898-41ee-5425-9f32-0e0cc32cda1c",
+      "type": "image",
+      "content": "\n</details> ROBOTAXI0\n[images/image-5-__details_.jpg]\n",
+      "path": "images/image-5-__details_.jpg",
+      "metadata": {
+        "length": 54,
+        "summary": "image-5\n</details> ROBOTAXI0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "images/image-5-__details_.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "ed17a528-af8b-5fab-acef-15f743819928",
+      "type": "image",
+      "content": "\nCHATBOTS ENTERPRISE0\n[images/image-6-CHATBOTS E.jpg]\n",
+      "path": "images/image-6-CHATBOTS E.jpg",
+      "metadata": {
+        "length": 54,
+        "summary": "image-6\nCHATBOTS ENTERPRISE0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "images/image-6-CHATBOTS E.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "40d2a04c-e080-5d69-aacf-bbdef64c3747",
+      "type": "image",
+      "content": "\nROBOTAXI SCIENCE0\n[images/image-7-ROBOTAXI S.jpg]\n",
+      "path": "images/image-7-ROBOTAXI S.jpg",
+      "metadata": {
+        "length": 51,
+        "summary": "image-7\nROBOTAXI SCIENCE0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "images/image-7-ROBOTAXI S.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "d50f0edb-f21d-5dd9-a58e-a8b4a7e8a199",
+      "type": "image",
+      "content": "\nENTERPRISE ROBOTICS0\n[images/image-8-ENTERPRISE.jpg]\n",
+      "path": "images/image-8-ENTERPRISE.jpg",
+      "metadata": {
+        "length": 54,
+        "summary": "image-8\nENTERPRISE ROBOTICS0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "images/image-8-ENTERPRISE.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "4787df69-198f-5be7-91ee-c874d0b00eba",
+      "type": "image",
+      "content": "\nAI AGENTS MANUFACTURING0\n[images/image-9-AI AGENTS .jpg]\n",
+      "path": "images/image-9-AI AGENTS .jpg",
+      "metadata": {
+        "length": 58,
+        "summary": "image-9\nAI AGENTS MANUFACTURING0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "images/image-9-AI AGENTS .jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "df55c5af-3f58-552e-b0e5-e5feb62c93ea",
+      "type": "image",
+      "content": "\nSCIENCE AI CODER0\n[images/image-10-SCIENCE AI.jpg]\n",
+      "path": "images/image-10-SCIENCE AI.jpg",
+      "metadata": {
+        "length": 52,
+        "summary": "image-10\nSCIENCE AI CODER0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "images/image-10-SCIENCE AI.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "d774d9fe-826e-5407-8017-f5108240b1a9",
+      "type": "image",
+      "content": "\nROBOTICS <details>0\n[images/image-11-Acronyms in AI and Machine Learning.jpg]\n",
+      "path": "images/image-11-Acronyms in AI and Machine Learning.jpg",
+      "metadata": {
+        "length": 54,
+        "summary": "image-11\nLLM (Large Language Model)\nVLM (Vision Language Model)\nVLA (Vision-Language-Action)\nMMLLM (Multimodal Large Language Model)\nGPT (Generative Pre-trained Transformer)\nDM (Diffusion Model)\nGNN (Graph Neural Network)\nMOE (Mixture of Experts)\nSSM (State Space Model)\nLBM (Lattice Boltzmann Method)",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "images/image-11-Acronyms in AI and Machine Learning.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "d56a4f93-2adf-51c3-8390-5a4cf1477435",
+      "type": "image",
+      "content": "\nMOE <details>0\n[images/image-12-Stacked Server Racks.jpg]\n",
+      "path": "images/image-12-Stacked Server Racks.jpg",
+      "metadata": {
+        "length": 49,
+        "summary": "image-12\n- Three-tier arrangement of server racks or storage units\n- Bottom tier: 12 visible units with illuminated vertical panels\n- Middle tier: 8 visible units, slightly offset from bottom row\n- Top tier: 6 visible units, centered above middle row\n- Units feature horizontal ventilation slots and glowing amber/yellow indicators\n- Dark background with white outline sketch style",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "images/image-12-Stacked Server Racks.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "dc6bc028-50f7-5a52-9ccd-34791f5c9152",
+      "type": "image",
+      "content": "\nEnergy becomes computation. Computation becomes intelligence. The amount of intelligence a system can produce is bounded by energy. <details>0\n[images/image-13-DSX Architecture Overview.jpg]\n",
+      "path": "images/image-13-DSX Architecture Overview.jpg",
+      "metadata": {
+        "length": 177,
+        "summary": "image-13\n- **Reference Designs, Best Practices, Methodologies**: Includes Rubin DSX Reference Designs, DSX Ecosystem, Omniverse DSX Blueprint, DSX Max-Q, DSX Flex, DSX Exchange, and DSX Sim.\n- **Chips, Systems, Facilities**: Features Power and Liquid Cooling components.\n- **DSX Libraries, APIs, Software**: Integrated with the architecture.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "images/image-13-DSX Architecture Overview.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "e52b445e-e2fa-5846-b89f-ab6ea829a71c",
+      "type": "image",
+      "content": "\nFor agentic AI—low-latency, long-context, multi-step reasoning—throughput per megawatt determines cost per token. <details>0\n[images/image-14-NVIDIA CEO InferenceMAX King.jpg]\n",
+      "path": "images/image-14-NVIDIA CEO InferenceMAX King.jpg",
+      "metadata": {
+        "length": 159,
+        "summary": "image-14\n- Subject: Jensen Huang (CEO of NVIDIA) standing on stage with arms raised in a victory pose.\n- Attire: Black leather jacket, black t-shirt, black pants, and glasses.\n- Background: A large digital display showing a championship belt graphic.\n- Belt Details:\n  - Central Plate: Features the text \"semianalysis\", \"InferenceMAX\", and \"KING\" with a crown icon above it.\n  - Left Plate: Displays the NVIDIA logo.\n  - Right Plate: Displays a logo resembling a lion's head (likely representing Semianalysis).",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "images/image-14-NVIDIA CEO InferenceMAX King.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "f10168a2-7335-546e-a811-3049f7476c6d",
+      "type": "image",
+      "content": "\nOpen models have reached the frontier. <details>0\n[images/image-15-NVIDIA Leads Open-Source AI.jpg]\n",
+      "path": "images/image-15-NVIDIA Leads Open-Source AI.jpg",
+      "metadata": {
+        "length": 84,
+        "summary": "image-15\nChart Title: NVIDIA is World's Largest Contributor to Open-Source AI\nY-Axis Label: Repos (Repository count)\nX-Axis Time Range: Jan 2025 to Feb 2026\n\nKey Data Points & Rankings:\n1. NVIDIA: Highest contributor, reaching over 400 repos by Feb 2026.\n2. Alibaba Cloud: Second highest, reaching approximately 350 repos.\n3. Hugging Face: Third highest, reaching approximately 200 repos.\n4. Ai2: Fourth highest, reaching approximately 200 repos.\n5. Meta: Reaching approximately 150 repos.\n6. Google: Reaching approximately 120 repos.\n7. IBM: Reaching approximately 110 repos.\n8. ByteDance: Reaching approximately 100 repos.\n9. Baidu: Reaching approximately 90 repos.\n10. Tencent: Reaching approximately 80 repos.\n11. Microsoft: Reaching approximately 80 repos.\n12. Z",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "images/image-15-NVIDIA Leads Open-Source AI.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "38097bff-717c-54e9-8afd-4460c4bbd5be",
+      "type": "table",
+      "content": "<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th>Month</th>\n      <th>NVIDIA</th>\n      <th>Alibaba Cloud</th>\n      <th>Hugging Face</th>\n      <th>Ai2</th>\n      <th>Meta</th>\n      <th>Google</th>\n      <th>IBM</th>\n      <th>ByteDance</th>\n      <th>Baidu</th>\n      <th>Tencent</th>\n      <th>Microsoft</th>\n      <th>Zai</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>Jan 2025</td>\n      <td>~10</td>\n      <td>~10</td>\n      <td>~10</td>\n      <td>~10</td>\n      <td>~10</td>\n      <td>~10</td>\n      <td>~10</td>\n      <td>~10</td>\n      <td>~10</td>\n      <td>~10</td>\n      <td>~10</td>\n      <td>~10</td>\n    </tr>\n    <tr>\n      <td>Feb 2026</td>\n      <td>~450</td>\n      <td>~350</td>\n      <td>~200</td>\n      <td>~180</td>\n      <td>~150</td>\n      <td>~130</td>\n      <td>~120</td>\n      <td>~110</td>\n      <td>~100</td>\n      <td>~90</td>\n      <td>~80</td>\n      <td>~70</td>\n    </tr>\n  </tbody>\n</table>",
+      "path": "tables/table-0 GPU Cloud Growth.html",
+      "metadata": {
+        "length": 977,
+        "summary": "table-1\nThe table shows projected GPU/cloud service growth from Jan 2025 to Feb 2026, with NVIDIA leading at ~450 units, followed by Alibaba Cloud at ~350 and Hugging Face at ~200.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-0 GPU Cloud Growth.html",
+        "keywords": [
+          "NVIDIA",
+          "Alibaba Cloud",
+          "Hugging Face"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "40c19c19-1b43-5d78-8ed0-029ea1b798b0",
+      "type": "image",
+      "content": "\n</details> <details>0\n[images/image-16-Collection of decorative enamel pins.jpg]\n",
+      "path": "images/image-16-Collection of decorative enamel pins.jpg",
+      "metadata": {
+        "length": 56,
+        "summary": "image-16\n- DNA double helix structure with chemical formula labels (H3C, CH3, NH2)\n- Globe showing North and South America\n- Cartoon character waving (wearing glasses and jacket)\n- Spiral galaxy or atom model design\n- Red and gold robot figure waving\n- Front view of a car with blue and yellow accents",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "images/image-16-Collection of decorative enamel pins.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "8e52c8e9-8cc5-5a07-b189-931f2e5f182c",
+      "type": "image",
+      "content": "\n</details> <details>0\n[images/image-17-Nemoclaw Agentic AI Architecture.jpg]\n",
+      "path": "images/image-17-Nemoclaw Agentic AI Architecture.jpg",
+      "metadata": {
+        "length": 56,
+        "summary": "image-17\nCentral Node: Nemoclaw (Agentic AI)\n\nInput/Interaction Layer:\n- Multi-modal Prompt\n- Files (Structured, Unstructured)\n- Computer Use\n- Tools (CLI, MCP)\n- OpenShell\n\nCore Components & Connections:\n- Memory\n- LLM (Large Language Model)\n- Sub-Agents\n- Skills\n\nLeft-Side Infrastructure (Hardware/Data):\n- cuDF, cuVS\n- vGPU\n\nRight-Side Software Stack:\n- Nemotron, Nemo, Dynamo, NIM\n- AI-Q\n- cuOPT",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "images/image-17-Nemoclaw Agentic AI Architecture.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "1f67a0aa-68b6-54fe-b597-ba2b4d9ddbf6",
+      "type": "image",
+      "content": "\nRobotics, autonomous vehicles, and intelligent machines combine perception and reasoning with an understanding of physics. <details>0\n[images/image-18-Future Robotics Exhibition.jpg]\n",
+      "path": "images/image-18-Future Robotics Exhibition.jpg",
+      "metadata": {
+        "length": 168,
+        "summary": "image-18\nA panoramic view of a high-tech exhibition hall featuring an extensive collection of advanced robotics and machinery.\n\n**Heavy Machinery & Industrial Equipment:**\n- A large yellow CAT excavator on the far left.\n- Multiple industrial robotic arms, including white, yellow, and orange articulated arms on the right side.\n\n**Humanoid Robots:**\n- A diverse array of humanoid robots displayed throughout the scene:\n  - Several standing on the upper balcony level.\n  - Various models (silver, white, black) arranged on the main floor stage.\n  - Smaller units and service robots interspersed among the larger figures.\n  - One distinct orange humanoid robot near the center-right foreground.\n\n**Vehicles & Drones:**\n- Three modern luxury cars parked on the right side (Silver Mercedes-Benz, Grey sports car, Blue sedan).\n- A small drone flying in the central area above the stage.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "images/image-18-Future Robotics Exhibition.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "1cf6525f-8f8a-5aa4-8317-41c0a045570d",
+      "type": "image",
+      "content": "\nComputer graphics is no longer limited by traditional rendering. <details>0\n[images/image-19-Signature.jpg]\n",
+      "path": "images/image-19-Signature.jpg",
+      "metadata": {
+        "length": 110,
+        "summary": "image-19\nJonathan King",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "images/image-19-Signature.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "0d23efd3-9ecf-5549-a307-eb234859c9b2",
+      "type": "image",
+      "content": "\n<details> <details>0\n[images/image-20-Jensen Huang Presentation.jpg]\n",
+      "path": "images/image-20-Jensen Huang Presentation.jpg",
+      "metadata": {
+        "length": 55,
+        "summary": "image-20\n- Subject: Jensen Huang (CEO of NVIDIA)\n- Attire: Signature black leather jacket, glasses, dark trousers\n- Action: Gesturing with both hands while holding a presentation clicker/remote\n- Context: Appears to be speaking on stage during a keynote or product presentation against a dark background",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "images/image-20-Jensen Huang Presentation.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "356c6883-2d99-56e9-8bac-bf484a1ec2ff",
+      "type": "image",
+      "content": "\nAgentic AI has arrived and is delivering remarkable results. Generative AI creates. Reasoning AI thinks through problems. Agentic AI uses tools to perform tasks after thoughtful planning, research, and learning. AI has crossed an important threshold: it no longer simply answers questions—it does useful work. <details>0\n[images/image-21-Poster Gallery Event.jpg]\n",
+      "path": "images/image-21-Poster Gallery Event.jpg",
+      "metadata": {
+        "length": 355,
+        "summary": "image-21\nLocation: Jose Civic\nSignage: \"Poster Gallery\", \"Reimagine What's Possible\"\nScene: Outdoor gathering with a crowd of people in front of a green exhibition structure.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "images/image-21-Poster Gallery Event.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "9fc7b388-4417-5637-8671-02c354c96b19",
+      "type": "image",
+      "content": "\nEvery successful AI application pulls on every layer beneath it—from energy to chips to infrastructure to models. Applications are where AI infrastructure becomes productivity, growth, and national capability. <details>0\n[images/image-22-Inference At-Scale is Extreme Computing.jpg]\n",
+      "path": "images/image-22-Inference At-Scale is Extreme Computing.jpg",
+      "metadata": {
+        "length": 255,
+        "summary": "image-22\n- Chart Title: Inference At-Scale is Extreme Computing\n- Y-Axis Label: Throughput (Tokens per Second For Factory)\n- X-Axis Label: Smart AI Fast Response (Tokens per Second For Cloud)\n- Key Data Points & Trends:\n  - Revenue Curve: Shows a high-throughput curve where revenue increases with throughput before declining.\n  - FLOPS Factors: An arrow points to the curve labeled \"FLOPS, HBM Memory, HBM Bandwidth, Software and Architecture,\" indicating these are key drivers for performance.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "images/image-22-Inference At-Scale is Extreme Computing.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "1908a1b6-46b8-5f35-a5d2-1704c307d0d0",
+      "type": "image",
+      "content": "\nFrontier model services are excellent for general intelligence use cases. They work out of the box and are continuously getting smarter. At NVIDIA, we use OpenAI Codex, Anthropic Claude Code, and Cursor. <details>0\n[images/image-23-NVIDIA GTC Event Scene.jpg]\n",
+      "path": "images/image-23-NVIDIA GTC Event Scene.jpg",
+      "metadata": {
+        "length": 249,
+        "summary": "image-23\n- Primary Subject: Outdoor scene at the NVIDIA GTC (GPU Technology Conference) event featuring attendees and autonomous mobile robots.\n- Key Objects: Two small, black, wheeled robots are visible in the foreground/mid-ground. One robot has a sign reading \"Welcome to NVIDIA GTC\" with the NVIDIA logo. The other robot has a tall green banner attached with the NVIDIA logo and a QR code.\n- People: Several individuals are present, wearing conference lanyards (green). Some are looking at phones, while others appear to be interacting with or observing the robots.\n- Background/Context: The setting is an outdoor plaza or park area with trees, white tents, and string lights in the background, suggesting an evening or late afternoon atmosphere.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "images/image-23-NVIDIA GTC Event Scene.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "0a66d713-0c32-507c-a97f-2c2744b24e39",
+      "type": "image",
+      "content": "\nThe next wave of AI is physical. AI is moving from screens into factories, warehouses, hospitals, vehicles, and robots. To operate in the real world, AI must understand geometry, motion, causality, and physics. It must reason and act safely in dynamic, unpredictable environments. <details>0\n[images/image-24-Silhouette of Man Gazing at Earth.jpg]\n",
+      "path": "images/image-24-Silhouette of Man Gazing at Earth.jpg",
+      "metadata": {
+        "length": 326,
+        "summary": "image-24\n- Primary Subject: A silhouette of a man standing in profile on the left side, looking out towards a large display.\n- Scene Description: The background is a massive screen or projection showing a view of planet Earth from space.\n- Visual Details: The image depicts the curvature of the Earth with blue oceans and white cloud formations. There are patches of yellow and green overlaying the clouds, suggesting weather data or satellite imagery. The top left corner shows the blackness of space and the atmospheric glow along the horizon.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "images/image-24-Silhouette of Man Gazing at Earth.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "881cafa8-719a-5a87-966e-32b6704576ff",
+      "type": "image",
+      "content": "\nVirtual meeting admission: We will be holding the 2026 Meeting virtually at the location listed above. To participate, you will need the Control Number included on your notice of proxy materials or printed proxy card. Timothy S. Teter0\n[images/image-25-Virtual me.jpg]\n",
+      "path": "images/image-25-Virtual me.jpg",
+      "metadata": {
+        "length": 270,
+        "summary": "image-25\nVirtual meeting admission: We will be holding the 2026 Meeting virtually at the location listed above. To participate, you will need the Control Number included on your notice of proxy materials or printed proxy card. Timothy S. Teter0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "images/image-25-Virtual me.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "805808ab-5e92-5b33-8a17-5c146ec3269f",
+      "type": "table",
+      "content": "<table><tr><td>2007 Plan</td><td>NVIDIA Corporation Amended and Restated 2007 Equity Incentive Plan</td></tr><tr><td>AC</td><td>Audit Committee of the Board</td></tr><tr><td>ASC 718</td><td>Financial Accounting Standards Board Accounting Standards Codification Topic 718: Compensation - Stock Compensation</td></tr><tr><td>Base Compensation Plan</td><td>Performance goal necessary to earn the target award under the Variable Cash Plan and for the target numbers of SY PSUs and MY PSUs to become eligible to vest</td></tr><tr><td>Board</td><td>The Company&#x27;s board of directors</td></tr><tr><td>Bylaws</td><td>The Company&#x27;s Amended and Restated Bylaws</td></tr><tr><td>CAP</td><td>&quot;Compensation actually paid,&quot; as defined under Item 402(v) of Regulation S-K</td></tr><tr><td>CC</td><td>Compensation Committee of the Board</td></tr><tr><td>CD&amp;A</td><td>Compensation Discussion and Analysis</td></tr><tr><td>CEO</td><td>Chief Executive Officer</td></tr><tr><td>CFO</td><td>Chief Financial Officer</td></tr><tr><td>Charter</td><td>The Company&#x27;s Restated Certificate of Incorporation</td></tr><tr><td>Control Number</td><td>Identification number for each stockholder included in Notice or proxy card</td></tr><tr><td>CS</td><td>Corporate Sustainability</td></tr><tr><td>CSSC</td><td>Corporate Sustainability Steering Committee</td></tr><tr><td>DEI</td><td>Diversity, Equity, and Inclusion</td></tr><tr><td>ERM</td><td>Enterprise Risk Management</td></tr><tr><td>ESPP</td><td>NVIDIA Corporation Amended and Restated 2012 Employee Stock Purchase Plan</td></tr><tr><td>EVP</td><td>Executive Vice President</td></tr><tr><td>Exchange Act</td><td>Securities Exchange Act of 1934, as amended</td></tr><tr><td>Fiscal 20__</td><td>The Company&#x27;s fiscal year ended on the last Sunday in January of the stated year</td></tr><tr><td>Form 10-K</td><td>The Company&#x27;s Annual Report on Form 10-K for Fiscal 2026 filed with the SEC on February 25, 2026</td></tr><tr><td>GAAP</td><td>Generally accepted accounting principles in the United States</td></tr><tr><td>GHG</td><td>Greenhouse gas</td></tr><tr><td>Internal Revenue Code</td><td>U.S. Internal Revenue Code of 1986, as amended</td></tr><tr><td>Lead Director</td><td>Lead independent director</td></tr><tr><td>Meeting</td><td>Annual Meeting of Stockholders</td></tr><tr><td>MY PSUs</td><td>Multi-year PSUs based on 3-year TSR relative to the S&amp;P 500 with a three-year performance metric, vesting after three years</td></tr><tr><td>Nasdaq</td><td>The Nasdaq Stock Market LLC</td></tr><tr><td>NCGC</td><td>Nominating and Corporate Governance Committee of the Board</td></tr><tr><td>NEOs</td><td>Named Executive Officers consisting of our CEO, our CFO, and our other three most highly compensated executive officers as of the end of Fiscal 2026</td></tr><tr><td>Non-GAAP Operating Income</td><td>GAAP operating income, as the Company reports in its SEC filings, excluding stock-based compensation expense, acquisition-related and other costs, and other. Please see Reconciliation of Non-GAAP Financial Measures in our CD&amp;A for a reconciliation between the non-GAAP financial measures and GAAP results</td></tr><tr><td>Notice</td><td>Notice of Internet Availability of Proxy Materials</td></tr><tr><td>NVIDIA, Company, we, us, our</td><td>NVIDIA Corporation, a Delaware corporation</td></tr><tr><td>NYSE</td><td>New York Stock Exchange</td></tr><tr><td>PSU</td><td>Performance stock unit</td></tr><tr><td>PwC</td><td>PricewaterhouseCoopers LLP</td></tr><tr><td>RSU</td><td>Restricted stock unit</td></tr><tr><td>S&amp;P 500</td><td>Standard &amp; Poor&#x27;s 500 Composite Index</td></tr><tr><td>SEC</td><td>U.S. Securities and Exchange Commission</td></tr><tr><td>Section 162(m)</td><td>Section 162(m) of the Internal Revenue Code</td></tr><tr><td>Securities Act</td><td>Securities Act of 1933, as amended</td></tr><tr><td>Stretch Compensation Plan</td><td>Performance goal necessary to earn the maximum award under the Variable Cash Plan and for the maximum numbers of SY PSUs and MY PSUs to become eligible to vest</td></tr><tr><td>SY PSUs</td><td>PSUs based on annual Non-GAAP Operating Income performance with a single-year performance metric, vesting over four years</td></tr><tr><td>Threshold</td><td>Minimum performance goal necessary to earn an award under the Variable Cash Plan and for SY PSUs and MY PSUs to become eligible to vest</td></tr><tr><td>TSR</td><td>Total shareholder return</td></tr><tr><td>Variable Cash Plan</td><td>The Company&#x27;s variable cash compensation plan</td></tr></table>",
+      "path": "tables/table-1 NVIDIA Definitions.html",
+      "metadata": {
+        "length": 4584,
+        "summary": "table-2\nA table of defined terms and acronyms used in NVIDIA's proxy materials, covering compensation plans, committees, and financial metrics.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-1 NVIDIA Definitions.html",
+        "keywords": [
+          "Definitions",
+          "Acronyms",
+          "Compensation"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "53e91c02-007f-5a5a-9c31-a6924ad6dcc3",
+      "type": "text",
+      "content": "2026\nNVIDIA Corporation\nAnnual Review\nNotice of Annual Meeting\nProxy Statement\nForm 10-K\n\nNVIDIA Corporation <details>0\n[images/image-1-NVIDIA Logo.jpg]\n\n<details>\n<summary>natural_image</summary>\nAbstract 3D geometric design with green spiral and rectangular forms on a grid background (no text or symbols)\n</details>\nFor most of computing history, software was pre-recorded.\nHumans described an algorithm. Computers executed it.\nNow software is trained. It learns from data and generates intelligence in real time.\nGeneral-purpose computing has run its course. Moore's Law slowed. Dennard scaling ended. Accelerated computing became foundational.\nBecause intelligence is produced in real time, the entire computing stack beneath it had to be reinvented.\nAI runs on real hardware, real energy, and real economics. It takes raw materials and converts them into intelligence at scale.\nThis is not a normal upgrade cycle.\nThe world is going through a platform shift.\n\nGeneral-purpose computing has run its course. Moore's Law slowed. Dennard scaling ended. Accelerated computing became foundational. <details>0\n[images/image-2-AI Technology Stack.jpg]\n\n<details>\n<summary>flowchart</summary>\n```mermaid\ngraph TD\nA[\"APPLICATIONS\"] --> B\nC[\"MODELS\"] --> D\nEINFRASTRUCTURE] --> F\nCHIPS --> G\nENERGY --> H\n```\n</details>\n\nEINFRASTRUCTURE] --> F CHATBOTS0\n[images/image-3-EINFRASTRU.jpg]\n\nCHATBOTS\n\nENERGY --> H DIGITAL BIOLOGY0\n[images/image-4-ENERGY --_.jpg]\n\nDIGITAL BIOLOGY\n\n</details> ROBOTAXI0\n[images/image-5-__details_.jpg]\n\nROBOTAXI\n\nCHATBOTS ENTERPRISE0\n[images/image-6-CHATBOTS E.jpg]\n\nENTERPRISE\nAI AGENTS\n\nROBOTAXI SCIENCE0\n[images/image-7-ROBOTAXI S.jpg]\n\nSCIENCE\n\nENTERPRISE ROBOTICS0\n[images/image-8-ENTERPRISE.jpg]\n\nROBOTICS\n\nAI AGENTS MANUFACTURING0\n[images/image-9-AI AGENTS .jpg]\n\nMANUFACTURING\n\nSCIENCE AI CODER0\n[images/image-10-SCIENCE AI.jpg]\n\nAI CODER\n\nROBOTICS <details>0\n[images/image-11-Acronyms in AI and Machine Learning.jpg]\n\n<details>\n<summary>text_image</summary>\nLLM\nVLM\nVLA\nMMLLM\nGPT\nDM\nGNN\nMOE\nSSM\nLBM\n</details>\nAI FACTORIES\n\nMOE <details>0\n[images/image-12-Stacked Server Racks.jpg]\n\n<details>\n<summary>natural_image</summary>\nStacked cylindrical containers with transparent lids, arranged in two rows (no visible text or symbols)\n</details>\nAI Is a Five-Layer Cake\nIt is not a clever app or a single model; it is essential infrastructure, like electricity and the internet.\nWhen you look at AI industrially, it resolves into a five-layer stack. Energy → chips and systems → infrastructure → models → applications.\nEvery successful application pulls on every layer beneath it, all the way down to the power plant that powers it.\nEnergy becomes computation. Computation becomes intelligence. The amount of intelligence a system can produce is bounded by energy.\nWhen applications scale, the entire stack must scale with them.\nAI Is Driving the Largest Infrastructure Buildout in Human History\nData centers are becoming AI factories.\nLand, power, cooling, networking, and systems must scale in parallel. Every company will use AI. Every country will build AI infrastructure. This is the next industrial revolution. We are only a few hundred billion dollars into it. Trillions more still need to be built.\n\nEnergy becomes computation. Computation becomes intelligence. The amount of intelligence a system can produce is bounded by energy. <details>0\n[images/image-13-DSX Architecture Overview.jpg]\n\n<details>\n<summary>flowchart</summary>\n```mermaid\ngraph TD\nA[\"Reference Designs, Best Practices, Methodologies\"] --> B[\"Power\"]\nC[\"Chip, Systems, Facilities\"] --> D[\"Chips, Systems, Facilities\"]\nE[\"Rubin DSX Reference Designs\"] --> F[\"DSX Ecosystem\"]\nG[\"Omniverse DSX Blueprint\"] --> H[\"DSX Max-Q\"]\nI[\"DSX Flex\"] --> J[\"DSX Exchange\"]\nK[\"DSX Sim\"] --> L[\"DSX Libraries, APIs, Software\"]\nM[\"Liquid Cooling\"] --> N[\"Liquid Cooling\"]\n```\n</details>\nAI Factories Manufacture Intelligence\nIntelligence is now produced, not stored.\nModern data centers are AI factories, converting energy into tokens—just as power plants convert energy into electricity.\nThroughput per megawatt defines production. Cost per token defines efficiency.\nToken output and performance per watt directly determine revenue.\nInference Defines the Economics of AI\nFor agentic AI—low-latency, long-context, multi-step reasoning—throughput per megawatt determines cost per token.\nInference runs continuously and directly drives revenue.\nReasoning models generate dramatically more tokens. They generate many more “thinking” tokens before they answer, and they have to do it fast enough to stay interactive.\nSemiAnalysis InferenceX measured GB300 NVL72 delivering up to 50x higher throughput per megawatt and up to 35x lower cost per token compared to Hopper, with the greatest gains in low-latency workloads.\nInference is not a chip problem. It is a systems architecture problem—GPU, networking, memory, and software designed as one.\n\nFor agentic AI—low-latency, long-context, multi-step reasoning—throughput per megawatt determines cost per token. <details>0\n[images/image-14-NVIDIA CEO InferenceMAX King.jpg]\n\n<details>\n<summary>text_image</summary>\nsemianalysis\nInferenceMAX\nKING\n</details>\nOpen Models Power the Ecosystem\nOpen models have reached the frontier.\nResearchers, startups, enterprises, and entire nations rely on open models to participate in advanced AI. Most of the world's models are free.\nAt this level of capability, they do not just change software. They activate demand across the entire stack.\nOpen models lower barriers to entry. They enable deep customization. They allow teams to build domain-specific systems on common platforms.\nAs developers build, customize, and deploy intelligence, token generation grows—and demand for AI infrastructure grows with it.\n\nOpen models have reached the frontier. <details>0\n[images/image-15-NVIDIA Leads Open-Source AI.jpg]\n\n<details>\n<summary>line chart</summary>\n\n[tables/table-0 GPU Cloud Growth.html]\n\n</details>\n\n</details> <details>0\n[images/image-16-Collection of decorative enamel pins.jpg]\n\n<details>\n<summary>natural_image</summary>\nSix-panel illustration showing molecular structures, a globe, a person waving, a spiral, a humanoid robot waving, and a car (no text or symbols)\n</details>\nAgentic AI Enters Production\nAI now perceives, reasons, plans, and acts.\nAgentic systems break complex problems into steps. They evaluate alternatives. They use tools. They retrieve information. They act across long-running workflows. They coordinate across models, tools, and environments in real time.\nOpenClaw showed what happens when agentic AI becomes open: every developer can build agents that put AI to work. As agents move from chat to work, they will access data, use tools, execute code, and communicate with other systems. All of this must happen securely, privately, and under policy control.\n\n</details> <details>0\n[images/image-17-Nemoclaw Agentic AI Architecture.jpg]\n\n<details>\n<summary>flowchart</summary>\n```mermaid\ngraph TD\nA[\"vGPU\"] -->|FILES STRUCTURED, UNSTRUCTURED| B[\"Computer Use\"]\nB --> C[\"NEMOCLAW\"]\nC --> D[\"MEMORY\"]\nD --> E[\"LLM\"]\nE --> F[\"Sub-agents\"]\nF --> G[\"AI-Q\"]\nG --> H[\"cuOPT\"]\nH --> I[\"SKILLS\"]\nI --> J[\"NEMOTRON NEMO DYNAMO NIM\"]\nJ --> K[\"AGentic AI is moving into enterprise workflows and crit\"]\nC --> L[\"TOOLS CLI, MCP\"]\nL --> M[\"OpenShell\"]\nM --> C\nstyle A fill:#99ccff,stroke:#333\nstyle B fill:#99ccff,stroke:#333\nstyle C fill:#f0f0f0,stroke:#333\nstyle D fill:#e0e0e0,stroke:#333\nstyle E fill:#e0e0e0,stroke:#333\nstyle F fill:#e0e0e0,stroke:#333\nstyle G fill:#e0e0e0,stroke:#333\nstyle H fill:#e0e0e0,stroke:#333\nstyle I fill:#d0d0d0,stroke:#333\nstyle J fill:#d0d0d0,stroke:#333\nstyle K fill:#d0d0d0,stroke:#333\nstyle L fill:#d0d0d0,stroke:#333\nstyle M fill:#d0d0d0,stroke:#333\nstyle N fill:#d0d0d0,stroke:#333\n```\n</details>\nAgentic AI is moving into enterprise workflows and critical systems.\nPhysical AI Puts Intelligence in Motion\nRobotics, autonomous vehicles, and intelligent machines combine perception and reasoning with an understanding of physics.\nThey operate in dynamic environments and act in the physical world.\nFoundation models are trained at scale, refined in simulation, and deployed at the edge—creating a continuous loop between virtual training and real-world experience.\nPhysical AI is transforming factories, warehouses, transportation, and healthcare.\nEverything that moves will be autonomous.\n\nRobotics, autonomous vehicles, and intelligent machines combine perception and reasoning with an understanding of physics. <details>0\n[images/image-18-Future Robotics Exhibition.jpg]\n\n<details>\n<summary>natural_image</summary>\nInterior of a modern exhibition space featuring a large excavator, humanoid robots, and a car with a child in an orange costume (no visible text or symbols)\n</details>\nAI Reinvents Computer Graphics\nGeForce brought AI to the world. Now AI has come home to GeForce.\nComputer graphics is no longer limited by traditional rendering.\nWith neural rendering and DLSS, AI predicts pixels instead of computing them directly. For every pixel we render, AI generates the rest in real time.\nNeural networks now run alongside shaders and ray tracing cores. AI does not replace graphics. It enhances it.\nIn the era of neural rendering, graphics is learned.\n“AI has crossed the threshold from generating answers to performing work. The next industrial revolution will be built on factories that manufacture intelligence—and NVIDIA is building the platform to power them.”\n\nComputer graphics is no longer limited by traditional rendering. <details>0\n[images/image-19-Signature.jpg]\n\n<details>\n<summary>text_image</summary>\nJahibing\n</details>\n\n<details> <details>0\n[images/image-20-Jensen Huang Presentation.jpg]\n\n<details>\n<summary>natural_image</summary>\nElderly man in a black leather jacket gesturing while holding a handheld device (no visible text or symbols)\n</details>\nDear NVIDIAs and Stakeholders,\nComputing platforms shift every 10 to 15 years—from mainframe to PC to internet to cloud to mobile-cloud.\nWhat is happening now is bigger. Computing is undergoing a complete reset not seen since IBM introduced modern computing with the System/360 in 1964. We are moving from computers as tools to a new kind of infrastructure that manufactures intelligence in real time.\nNVIDIA is driving this platform shift, building the computing infrastructure of the AI era.\nAI is transforming every layer of the computing stack—shifting from human coding to machine learning, from running code on CPUs to running neural networks on GPUs.\nAI is more than a model—it is a new computing paradigm. Intelligence, unlike information, cannot be prerecorded, stored, and retrieved. It is generated in real time, taking into account context, prior knowledge, and instructions.\nAI is still software running on chips. But because the computer can now understand, reason, plan, and use tools, it appears intelligent—hence, artificial intelligence.\nOver the past year, investors and enterprises questioned the ROI in AI—and for good reason. Early systems, such as chatbots, greatly improved access to information but did little productive work. Over the past six months, however, the landscape has shifted sharply. Enterprise adoption has surged.\nInference—running trained AI models to generate responses, reasoning, and actions—is driving cloud demand, and demand for GPU compute is accelerating.\nAgentic AI has arrived and is delivering remarkable results. Generative AI creates. Reasoning AI thinks through problems. Agentic AI uses tools to perform tasks after thoughtful planning, research, and learning. AI has crossed an important threshold: it no longer simply answers questions—it does useful work.\nThe first major enterprise breakout use case is AI coding agents, now sweeping across the industry. Within a few years, AI will generate much of the world's software. Soon after, AI will produce orders of magnitude more software than all human engineers combined. Limited only by imagination, the pace of innovation will accelerate across industries.\nSoftware can codify nearly all enterprise information. As a result, AI agents can accelerate or fully automate every business process through the software they generate. Organizations will rethink their operations end-to-end, from customer engagement through internal workflows and across the supply chain. Every business process will be enhanced and accelerated by AI agents.\nCompanies that adopt AI agents—and build the infrastructure to support them—will out-innovate, out-execute, and attract the world's best talent.\nThis shift is driving a fundamental change in the economics of computing.\n\nAgentic AI has arrived and is delivering remarkable results. Generative AI creates. Reasoning AI thinks through problems. Agentic AI uses tools to perform tasks after thoughtful planning, research, and learning. AI has crossed an important threshold: it no longer simply answers questions—it does useful work. <details>0\n[images/image-21-Poster Gallery Event.jpg]\n\n<details>\n<summary>text_image</summary>\nReimagine What's Possible\nPoster Gallery\nReimagine What's Possible\nJOSÉ CIVIC\nBough Discoveries\n</details>\nCompute is no longer just a cost to support software; it is a productive asset that generates intelligence, productivity, and revenue. Compute is now the infrastructure of this new economy.\nA computer used to be a tool. In the age of AI, it is manufacturing equipment. AI requires a new kind of computing infrastructure that runs continuously. Traditional data centers were built to store and serve files. Today, they are AI factories—systems designed to turn energy into tokens, the basic units of digital intelligence, and tokens into answers, reasoning, actions, and work. AI factories are not cost centers—they are productive assets that generate revenue.\nNVIDIA delivers a full-stack AI computing platform that spans the entire AI lifecycle—from training to inference—and every domain of intelligence, from language and video to biology, autonomous driving, and robotics.\nNVIDIA is a vertically integrated, horizontally open platform. We architect with a vertically integrated mindset, executing extreme co-design across chips, systems, networking, storage, and software—spanning GPUs, CPUs, LPUs, DPUs, and full AI factory systems. At the same time, our platform remains open and integrates with the broadest software and hardware ecosystems.\nOur platform powers AI wherever it runs—across clouds, on-premises data centers, telecom networks, medical instruments, vehicles, and robots.\nNVIDIA is building the computing infrastructure of the AI era.\nDriving the AI Platform Shift\nGTC is where the industry comes together across every layer of the AI stack, from land, power, and infrastructure to chips, models, and applications. This year, what has become unmistakably clear is that AI has moved from experimentation to production.\nWe laid out the roadmap from Blackwell to Blackwell Ultra to Vera Rubin to Vera Rubin Ultra to Feynman. AI infrastructure builders plan over years, across factories, ecosystems, and supply chains.\nToday, we have visibility into more than \\$1 trillion in cumulative Blackwell and Rubin revenue from the start of 2025 through 2027. Since GTC DC in October 2025, we have received additional purchase orders and further diversified our customer base, including Anthropic, Meta, and a growing set of world-class model builders such as Cursor, Perplexity, Thinking Machines Lab, Reflection, and Skild.\nAt the same time, the scale of our cloud service providers continues to accelerate. In addition to the significant buildouts already underway at Azure and OCI, AWS and Google have announced plans for major NVIDIA GPU infrastructure expansions through 2027. NVIDIA AI cloud partners—including CoreWeave, Nebius, and Nscale—are also experiencing exponential demand and have secured significant long-term offtake agreements.\nThis momentum reflects the economics of this new industry: AI factories are revenue-generating infrastructure. They produce tokens, and tokens produce revenue.\nAI is a new industry: The Five-Layer Cake\nLike steam power, electricity, and information technology before it, AI is forming a new industry. AI is more than a model—it's a new industry with a five-layer stack: energy at the foundation; compute—chips and systems—above it; then infrastructure, models, and finally applications at the top.\nIn the industrial age, turbines and generators produced electricity, priced in dollars per kilowatt-hour, distributed globally, and enabled entirely new industries. In the AI era, electricity powers GPUs that produce digital intelligence, priced in dollars per million tokens—transforming existing industries and creating new ones. AI factories are not designed to store information, but to produce intelligence.\nEach industrial revolution created new infrastructure and companies. Power plants and utilities emerged in the age of electricity. Data centers, chips, and software companies defined the information technology era. Today, AI factories have emerged as the infrastructure of this new age, alongside entirely new classes of chips, systems, and computing platforms—and tens of thousands of AI-native startups.\nAbove the infrastructure are models. While large language models are widely known, the frontier extends much further. AI now includes models that understand biology, chemistry, physics, finance, medicine, and the physical world—bringing intelligence into the core of every major industry.\nAt the top are applications—where AI creates economic and social value—such as software development, customer support, drug discovery, industrial automation, autonomous vehicles, and robotics. In the years ahead, companies will orchestrate tens of billions of digital and physical agents working alongside people to help us be more productive, more creative, and more capable.\nEvery successful AI application pulls on every layer beneath it—from energy to chips to infrastructure to models. Applications are where AI infrastructure becomes productivity, growth, and national capability.\nFiscal 2026: A Defining Year\nRevenue grew 65 percent to \\$216 billion. Operating income rose 60 percent to \\$130 billion. Diluted EPS increased 67 percent to \\$4.90. We generated \\$103 billion in operating cash flow and returned \\$41 billion to shareholders.\nDemand remained strong across cloud providers, hyperscalers, AI model makers, enterprises, and sovereigns. AI infrastructure is now essential, and investment is accelerating worldwide.\nFiscal 2026 also marked a turning point in adoption. AI moved from experimentation to measurable revenue and efficiency, with software development, healthcare, customer support, and industrial automation among the first domains to show strong productivity gains.\n\nEvery successful AI application pulls on every layer beneath it—from energy to chips to infrastructure to models. Applications are where AI infrastructure becomes productivity, growth, and national capability. <details>0\n[images/image-22-Inference At-Scale is Extreme Computing.jpg]\n\n<details>\n<summary>text_image</summary>\nInference At-Scale is Extreme Computing\nThroughput\nRevenue\nTokens per Second For Factory\nFLOPS\nHBM Memory\nHBM Bandwidth\nSoftware and Architecture\nSmart AI\nFast Response\nTokens per Second For C\nfor C\n</details>\nInference Inflection Driving Compute Growth\nMarking a fundamental shift, inference has overtaken training as the dominant workload. AI is no longer just being built; it is being used at scale. With that shift, the economics of AI have changed. Demand is no longer conceptual—the AI flywheel is accelerating.\nInference demand is surging as multiple exponential forces converge. Models are becoming more capable. Agents built on these models can reason, plan, and solve complex problems, generating tokens at every step. As these agents prove their value, they are deployed across more workflows, by more users, in more industries—generating still more tokens.\nMore tokens require more compute. More compute enables smarter AI. Compute produces intelligence, intelligence drives demand, and demand drives more compute. The supply-demand flywheel is formed and accelerating.\nIn fiscal 2026, Data Center revenue reached \\$194 billion, up 68 percent year over year. Major cloud service providers, hyperscalers, AI model makers, and enterprises have deployed nearly 9 gigawatts of Blackwell AI factory capacity. Our networking revenue exceeded \\$31 billion. Our sovereign AI business more than tripled to over \\$30 billion.\nComputing Architecture Defines AI Factory Economics\nAn AI factory is not a conventional data center. It is a production system—a revenue-generating engine.\nIts purpose is to manufacture tokens at scale—with the highest intelligence, the highest throughput, the lowest latency, and the greatest energy and cost efficiency. In an AI factory, token throughput determines how much work can be performed. Cost per token determines the economics. Tokens per watt determine revenue per megawatt.\nComputing architecture determines it all—directly shaping the performance, economics, and revenue of the AI factory.\nBlackwell changed the economics of inference, and the results are reflected in our FY26 scale. Independent benchmarks show up to 50x higher throughput per megawatt and up to 35x lower cost per token than Hopper, with the greatest gains in low-latency workloads. NVIDIA delivers the lowest cost per token and the highest revenue potential for the AI factories our customers operate. Our extreme co-design across silicon, systems, networking, and software is what makes that possible.\nInference is one of the hardest computing challenges and is mission-critical to our customers' businesses. That is why we made it a company-wide priority. With Grace Blackwell, NVIDIA leads across the full lifecycle of AI—from training to inference. Grace Blackwell—the world's first rack-scale system—integrates NVLink, NVFP4, TensorRT-LLM, Spectrum-X, and InfiniBand into a single, unified computer. Dynamo—our inference operating system—optimizes every query, every token, every watt—maximizing throughput, minimizing cost, and increasing factory output.\nGrace Blackwell delivered a step-function leap in LLM training and inference. We built the Vera Rubin platform to run agents. Where Grace Blackwell introduced rack-scale systems, Vera Rubin extends to pod-scale production.\nVera Rubin is not a chip. It is an AI factory platform—realized through extreme co-design across Rubin GPUs, Vera CPUs, Groq LPUs, BlueField DPUs, NVLink switching, Spectrum-X and InfiniBand networking, storage, systems, and software.\nWith the addition of Groq technology, the platform now includes a new tier of ultra-low-latency inference—built for real-time, agentic workloads.\nThe computing demands of agentic systems are massive and complex. Vera Rubin has arrived just in time.\nCUDA Installed Base Powering AI Flywheel\nThis year marked the 20th anniversary of CUDA.\nCUDA is a revolutionary programming model—and the foundation of the NVIDIA platform. Over two decades, CUDA has created a powerful developer flywheel that continues to compound performance, adoption, and innovation across a global ecosystem. Its capabilities attract developers. Developers create new algorithms. New algorithms drive breakthroughs. Breakthroughs create new markets. New markets expand the installed base. And the installed base attracts more developers. The flywheel is now accelerating.\nCUDA also extends the lifespan of NVIDIA systems. Our platforms are architecturally compatible across generations, and we continuously optimize the software stack. Improvements in libraries, runtimes, compilers, and frameworks benefit the entire installed base. Customers do not just get the hardware's performance on day one—they get continuous performance gains and runtime cost reductions over the life of the system.\nThis dynamic is foundational to AI infrastructure builders and operators. CUDA attracts developers and customers. It lowers the total cost of ownership for operators and users. It extends the useful life of every system.\nIt is why prior-generation products remain valuable. It is why customers build with confidence across Blackwell, Vera Rubin, and beyond.\nThe confidence to build on NVIDIA—driven by CUDA—is one of the deepest moats we have created.\nA Global AI Ecosystem\nThe NVIDIA ecosystem now reaches the market through every major route: hyperscalers, cloud providers, AI-native clouds, enterprise IT, sovereign deployments, and industrial systems. Our business is broad and diversified.\nAWS, Google Cloud, Microsoft Azure, and Oracle Cloud Infrastructure are expected to be among the first major cloud providers to deploy Vera Rubin-based infrastructure. Meta expanded to a multi-year, multigenerational strategic partnership spanning on-premises, cloud, and AI infrastructure. CoreWeave, Nebius, Nscale, and many other AI clouds continue to expand AI factory capacity. OpenAI, Anthropic, xAI, and new frontier and open model builders are scaling on NVIDIA.\nWe are also extending that reach into on-prem and air-gapped deployments. With partners such as Palantir and Dell, we are enabling customers to stand up AI platforms in any country, region, or field environment where privacy, sovereignty, resilience, and control matter most.\nTo help customers design, build, and operate AI factories, we provide reference designs, blueprints, and a partner ecosystem.\nThe Vera Rubin DSX AI Factory reference design and NVIDIA Omniverse DSX Blueprint bring together compute, networking, storage, power, cooling, and operations into an open, modular architecture supported by partners including Vertiv, Schneider Electric, Eaton, Jacobs, Phaidra, Procore, PTC, Siemens, Switch, Trane Technologies, Cadence, and Dassault Systèmes. The broader power-to-rack ecosystem now also includes GE Vernova, which is using digital twins aligned with the Omniverse DSX Blueprint to model grid behavior, substations, and AI factory loads before deployment. Across industrial AI, Caterpillar is using NVIDIA Omniverse digital twins to accelerate AI-driven manufacturing and automation.\nReindustrializing America and Creating Skilled Jobs\nAI is driving the largest infrastructure buildout in human history and creating a once-in-a-generation opportunity to reindustrialize America and bring advanced manufacturing back to the United States. Manufacturing in America strengthens supply chain resilience, reduces geopolitical risk, and creates high-quality jobs for people who choose careers outside of traditional four-year degrees—helping build a more balanced and inclusive economy.\nBuilding an AI factory requires electricians, pipefitters, welders, ironworkers, HVAC technicians, and networking and computer specialists.\nThis buildout extends far beyond the data center. It spans semiconductor fabs, advanced packaging facilities, server and supercomputer assembly, power generation, transmission lines, substations, and the vast upstream supply chains and downstream services that support this new multi-trillion-dollar industry.\nOnce operational, these AI factories create permanent, high-skill careers—data center technicians, critical facility engineers, and site managers—where degreed engineers and skilled tradespeople work side by side as peers.\nIn the United States alone, this buildout can create opportunities for hundreds of thousands of skilled craft workers in the years ahead to build and operate AI infrastructure.\nNVIDIA is helping lead America's reindustrialization. We have begun domestic production of NVIDIA AI infrastructure, including chip manufacturing in Arizona with TSMC, advanced packaging with Amkor and SPIL, and AI supercomputer assembly in Texas with Foxconn and Wistron—ramping over the coming year.\nDemocratizing Enterprise Agentic AI\nEvery enterprise software company needs an agentic AI strategy.\nOpenClaw showed how quickly open agentic computing can spread. Agents will not replace software tools—they will dramatically increase their use, operating at accelerated machine speed and requiring tools that keep up.\nEnterprise software platforms will embed specialized agents trained on proprietary data and domain-specific skills—capable of securely accessing sensitive information and operating in regulated environments. General-purpose and specialized agents will work together as a digital workforce to orchestrate complex workflows, from designing chips and running cloud services to operating factories.\nNVIDIA provides the open, full-stack platform for the enterprise agent lifecycle—from build, evaluation, and guardrails to deployment.\nOpenShell and NVIDIA Agent Toolkit help agents access tools, follow policies, protect data, and operate inside companies. NeMo enables enterprises to build and customize models and agents on proprietary data. NIM packages optimized AI models into production-ready services. Nemotron provides open reasoning and agentic models.\nThe enterprise ecosystem around this platform is expanding rapidly. Adobe, Cisco, Palantir, SAP, Salesforce, ServiceNow, Siemens, Synopsys, Cadence, Dassault Systèmes, and other industry leaders are building domain-specific agents and AI systems on NVIDIA.\nOpen Models Accelerate AI for All Industries\nFrontier model services are excellent for general intelligence use cases. They work out of the box and are continuously getting smarter. At NVIDIA, we use OpenAI Codex, Anthropic Claude Code, and Cursor.\nStill, open models are essential.\nOpen models advance the field of AI. They expose architectures, weights, and training methods—enabling comparison, validation, and rapid innovation. Breakthroughs compound across the ecosystem.\nOpen models improve safety and security. Cybersecurity companies fine-tune open models and deploy swarms of specialized agents to defend against cyberattacks. In regulated industries and national deployments, enterprises build agents to enforce compliance and operate within strict controls.\nOpen models enable sovereignty. Nations build AI aligned with their language, culture, and values—and keep data within their borders.\n\nFrontier model services are excellent for general intelligence use cases. They work out of the box and are continuously getting smarter. At NVIDIA, we use OpenAI Codex, Anthropic Claude Code, and Cursor. <details>0\n[images/image-23-NVIDIA GTC Event Scene.jpg]\n\n<details>\n<summary>natural_image</summary>\nOutdoor scene with people using green IoT robots near a decorated park, no visible text or symbols on the robots or background.\n</details>\nOpen models enable specialization at scale. Enterprises build domain-specific models trained on proprietary data and deep expert knowledge.\nThe open model ecosystem is large and accelerating. Nearly 3 million open models now span language, vision, biology, physics, and robotics. NVIDIA is a leading contributor, with six families of frontier models, plus the data, recipes, and frameworks developers need to customize them.\nWe build open models across the major domains of AI: Nemotron for reasoning and language, Cosmos for physical AI, GROOT for robotics, Alpamayo for autonomous driving, BioNeMo for biology and chemistry, and Earth-2 for weather and climate. These models enable domain-specific intelligence on a common NVIDIA platform.\nAdoption spans industries—from cybersecurity to drug discovery to mobility. CrowdStrike, Lilly, and Mercedes-Benz are building specialized AI systems on NVIDIA. Researchers in Japan, France, Sweden, India, and Israel are building national models.\nScientists worldwide are advancing research with open models.\nAI as National Infrastructure\nIn every industrial revolution—from electricity to telecommunications to the internet—nations build infrastructure to turn new technology into national capability, economic growth, and strategic independence. Every country will deploy AI infrastructure—whether with global partners or domestic companies—aligned with its language, culture, and industries.\nWe saw this accelerate sharply in fiscal 2026. Demand broadened as countries and regions built their own AI capacity, cloud services, research infrastructure, and industrial ecosystems.\nThe ChatGPT Moment for Physical AI Has Arrived\nThe next wave of AI is physical. AI is moving from screens into factories, warehouses, hospitals, vehicles, and robots. To operate in the real world, AI must understand geometry, motion, causality, and physics. It must reason and act safely in dynamic, unpredictable environments.\nPhysical AI is a new frontier in computing.\nNVIDIA is building the full training-to-deployment loop for physical AI. AI factories train models. Omniverse, with Cosmos World Foundation Models, simulates worlds, robots, and workflows with physical fidelity. GROOT advances general-purpose robotics. AGX computers deploy intelligence into robots, instruments, industrial systems, and autonomous vehicles.\nThis ecosystem is already taking shape. Agility Robotics, Amazon Robotics, Boston Dynamics, Figure, Uber, Mercedes-Benz, and many other robotics, automotive, and industrial leaders are building on NVIDIA platforms. Industrial software leaders, including Cadence, Dassault Systèmes, PTC, Siemens, and Synopsys, are bringing NVIDIA-accelerated design, simulation, and digital twins to millions of engineers, researchers, and manufacturers. Biology is also entering this loop, with BioNeMo expanding AI-driven drug discovery and co-innovation efforts such as our work with Lilly.\nPhysical AI is no longer a research project. It is moving into production.\n\nThe next wave of AI is physical. AI is moving from screens into factories, warehouses, hospitals, vehicles, and robots. To operate in the real world, AI must understand geometry, motion, causality, and physics. It must reason and act safely in dynamic, unpredictable environments. <details>0\n[images/image-24-Silhouette of Man Gazing at Earth.jpg]\n\n<details>\n<summary>natural_image</summary>\nSilhouette of a person standing on a platform overlooking Earth with cloud patterns and a colorful sky (no text or symbols visible)\n</details>\nThe Buildout Has Just Begun\nAI has been advancing at an extraordinary pace. In just a few years, ChatGPT awakened the world to AI. Reasoning systems allow models to think before answering. Now agents can use tools and do work. Enterprise adoption is surging, settling the ROI debate: AI can perform valuable work, demand is accelerating, and AI services are delivering compelling economics—because tokens now perform valuable work at scale.\nAhead lies the largest infrastructure buildout in human history—AI factories are being built around the world, powering digital and robotic agents that will supercharge every industry. Building a new industry requires resources—but it also creates opportunities. AI will demand energy, computing, networking, software, and advanced manufacturing.\nAI will transform how we work—and how the world works. It will automate most tasks, reshape every job, eliminate some, and create entirely new ones. That is why it is important to distinguish between a task and the purpose of a job. Coding is a task; innovation is the purpose. Reading scans is a task; caring for patients is the purpose. AI will automate more tasks so people can do more of the work that matters.\nAs tasks are automated, the purpose of work will rise—AI will amplify human potential and expand what humanity can achieve. New companies will emerge on this foundation, extending AI into every industry. Companies and nations must build now. The future is arriving faster than any platform shift in history.\nNVIDIA has spent more than three decades preparing for this moment.\nWe are building the computers, the networks, the software, the models, and the factories that manufacture intelligence. We are building the computing platform for companies, industries, nations, and all of us to thrive in the age of AI.\nTo our employees, partners, developers, customers, and shareholders around the world—thank you.\nNVIDIA is the result of a decades-long vision and the life's work of our people. We carry this opportunity forward with humility, responsibility, determination, and optimism for what comes next.\n$$\nj u l t h y\n$$\nJensen Huang\nFounder and CEO, NVIDIA\nMay 2026\nNVIDIA Corporation\nNotice of 2026 Annual Meeting\nProxy Statement and Form 10-K\nForward-Looking Statements\nCertain statements in this document including, but not limited to, statements as to: the benefits, impact, performance, growth, and availability of NVIDIA's products, services, and technologies, and related trends and drivers; expectations with respect to supply and demand for NVIDIA's products, services and technologies; expectations with respect to NVIDIA's revenue; expectations with respect to NVIDIA's third party arrangements, including with its collaborators and partners; expectations with respect to technology developments; expectations with respect to AI and related industries; NVIDIA driving the computing platform shift, building the computing infrastructure of the AI era; NVIDIA building the computing infrastructure of the AI era; NVIDIA helping lead America's reindustrialization; NVIDIA building the full training-to-deployment loop for physical AI; NVIDIA building the computers, the networks, the software, the models, and the factories that manufacture intelligence; NVIDIA building the computing platform for companies, industries, nations, and all of us to thrive in the age of AI; and other statements that are not historical facts are forward-looking statements within the meaning of Section 27A of the Securities Act of 1933, as amended, and Section 21E of the Securities Exchange Act of 1934, as amended, which are subject to the “safe harbor” created by those sections based on management’s beliefs and assumptions and on information currently available to management and are subject to risks and uncertainties that could cause results to be materially different than expectations. Important factors that could cause actual results to differ materially include: global economic and political conditions; NVIDIA’s reliance on third parties to manufacture, assemble, package and test NVIDIA’s products; the impact of technological development and competition; development of new products and technologies or enhancements to NVIDIA’s existing product and technologies; market acceptance of NVIDIA’s products or NVIDIA’s partners’ products; design, manufacturing or software defects; changes in consumer preferences or demands; changes in industry standards and interfaces; unexpected loss of performance of NVIDIA’s products or technologies when integrated into systems; NVIDIA’s ability to realize the potential benefits of business investments or acquisitions; and changes in applicable laws and regulations, as well as other factors detailed from time to time in the most recent reports NVIDIA files with the Securities and Exchange Commission, or SEC, including, but not limited to, its annual report on Form 10-K and quarterly reports on Form 10-Q. Copies of reports filed with the SEC are posted on the company’s website and are available from NVIDIA without charge. These forward-looking statements are not guarantees of future performance and speak only as of the date hereof, and, except as required by law, NVIDIA disclaims any obligation to update these forward-looking statements to reflect future events or circumstances.\nNVIDIA®\nNOTICE OF 2026 ANNUAL MEETING OF STOCKHOLDERS\nDate and time: Wednesday, June 24, 2026 at 9:00 a.m. Pacific Time\nLocation: Virtually at www.virtualshareholdermeeting.com/NVDA2026\nItems of • Election of ten directors nominated by the Board of Directors\n• Advisory approval of our executive compensation\n- Ratification of the selection of PricewaterhouseCoopers LLP as our independent registered public accounting firm for fiscal year 2027\n• Four stockholder proposals, if properly presented\n• Transaction of other business properly brought before the meeting\nRecord date: You can attend and vote at the 2026 Meeting if you were a stockholder of record at the close of business on April 27, 2026.\nVirtual meeting admission: We will be holding the 2026 Meeting virtually at the location listed above. To participate, you will need the Control Number included on your notice of proxy materials or printed proxy card.\nPre-meeting forum: To communicate with our stockholders in connection with the 2026 Meeting, we have established a pre-meeting forum located at www.proxyvote.com where you can submit questions in advance.\nYour vote is very important. Whether or not you plan to attend the 2026 Meeting, PLEASE VOTE YOUR SHARES. As an alternative to voting during the 2026 Meeting, you may vote in advance online, by telephone, or, if you have elected to receive a paper proxy card in the mail, by mailing the completed proxy card.\nImportant notice regarding the availability of proxy materials for the Annual Meeting of Stockholders to be held on June 24, 2026. This Notice, our Proxy Statement, our Annual Report on Form 10-K, and our Annual Review are available at www.nvidia.com/proxy.\nBy Order of the Board of Directors\n\nVirtual meeting admission: We will be holding the 2026 Meeting virtually at the location listed above. To participate, you will need the Control Number included on your notice of proxy materials or printed proxy card. Timothy S. Teter0\n[images/image-25-Virtual me.jpg]\n\nTimothy S. Teter\nSecretary\n2788 San Tomas Expressway, Santa Clara, California 95051\nMay 12, 2026\nNVIDIA Corporation\nThis proxy statement contains forward-looking statements. All statements other than statements of historical or current facts made in this document are forward-looking. Forward-looking statements within the meaning of Section 27A of the Securities Act of 1933, as amended, and Section 21E of the Securities Exchange Act of 1934, as amended, which are subject to the \"safe harbor\" created by those sections, are based on our management's beliefs and assumptions and on information currently available to our management. In some cases, you can identify forward-looking statements by terms such as \"may,\" \"will,\" \"should,\" \"could,\" \"goal,\" \"would,\" \"expect,\" \"plan,\" \"anticipate,\" \"believe,\" \"estimate,\" \"project,\" \"predict,\" \"potential,\" and similar expressions intended to identify forward-looking statements. Actual results could differ materially for a variety of reasons. Risks and uncertainties that could cause our actual results to differ significantly from management's expectations are described in our Annual Report on Form 10-K for the fiscal year ended January 25, 2026.\nDEFINITIONS\n\n[tables/table-1 NVIDIA Definitions.html]",
+      "path": "2026-Annual-Report-Web.pdf",
+      "metadata": {
+        "length": 42608,
+        "summary": "NVIDIA's fiscal 2026 annual review details the company's role in the AI platform shift, moving from general-purpose computing to accelerated computing that manufactures intelligence in real time. Revenue grew 65% to $216 billion, driven by Data Center revenue of $194 billion. The document describes AI as a five-layer stack (energy, chips, infrastructure, models, applications) and AI factories as revenue-generating infrastructure converting energy into tokens. Key themes include inference overtaking training as the dominant workload, the Blackwell and Vera Rubin platforms, CUDA's 20-year flywheel, open models, agentic AI entering production, physical AI for robotics and autonomous vehicles, and AI as national infrastructure driving the largest infrastructure buildout in history.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "2026",
+          "NVIDIA",
+          "Corporation",
+          "Annual",
+          "Review",
+          "Notice",
+          "Meeting",
+          "Proxy",
+          "Statement",
+          "Form",
+          "10",
+          "details",
+          "summary",
+          "natural",
+          "image",
+          "Abstract",
+          "3D",
+          "geometric",
+          "design",
+          "green",
+          "spiral",
+          "rectangular",
+          "forms",
+          "grid",
+          "background",
+          "text",
+          "symbols",
+          "For",
+          "computing",
+          "history",
+          "software",
+          "pre",
+          "recorded",
+          "Humans",
+          "algorithm",
+          "Computers",
+          "executed",
+          "Now",
+          "trained",
+          "It",
+          "learns",
+          "data",
+          "generates",
+          "intelligence",
+          "real",
+          "time",
+          "General",
+          "purpose",
+          "run",
+          "Moore",
+          "Law",
+          "slowed",
+          "Dennard",
+          "scaling",
+          "ended",
+          "Accelerated",
+          "foundational",
+          "Because",
+          "produced",
+          "entire",
+          "stack",
+          "beneath",
+          "reinvented",
+          "AI",
+          "runs",
+          "hardware",
+          "energy",
+          "economics",
+          "takes",
+          "raw",
+          "materials",
+          "converts",
+          "scale",
+          "This",
+          "normal",
+          "upgrade",
+          "cycle",
+          "The",
+          "world",
+          "platform",
+          "shift",
+          "flowchart",
+          "mermaid",
+          "graph",
+          "TD",
+          "APPLICATIONS",
+          "MODELS",
+          "EINFRASTRUCTURE",
+          "CHIPS",
+          "ENERGY",
+          "CHATBOTS0",
+          "CHATBOTS",
+          "DIGITAL",
+          "BIOLOGY0",
+          "BIOLOGY",
+          "ROBOTAXI0",
+          "ROBOTAXI",
+          "ENTERPRISE0",
+          "ENTERPRISE",
+          "AGENTS",
+          "SCIENCE0",
+          "SCIENCE",
+          "ROBOTICS0",
+          "ROBOTICS",
+          "MANUFACTURING0",
+          "MANUFACTURING",
+          "CODER0",
+          "CODER",
+          "LLM",
+          "VLM",
+          "VLA",
+          "MMLLM",
+          "GPT",
+          "DM",
+          "GNN",
+          "MOE",
+          "SSM",
+          "LBM",
+          "FACTORIES",
+          "Stacked",
+          "cylindrical",
+          "containers",
+          "transparent",
+          "lids",
+          "arranged",
+          "rows",
+          "visible",
+          "Is",
+          "Five",
+          "Layer",
+          "Cake",
+          "clever",
+          "app",
+          "single",
+          "model",
+          "essential",
+          "infrastructure",
+          "electricity",
+          "internet",
+          "When",
+          "industrially",
+          "resolves",
+          "layer",
+          "Energy",
+          "chips",
+          "systems",
+          "models",
+          "applications",
+          "Every",
+          "successful",
+          "application",
+          "pulls",
+          "power",
+          "plant",
+          "powers",
+          "computation",
+          "Computation",
+          "amount",
+          "system",
+          "produce",
+          "bounded",
+          "Driving",
+          "Largest",
+          "Infrastructure",
+          "Buildout",
+          "Human",
+          "History",
+          "Data",
+          "centers",
+          "factories",
+          "Land",
+          "cooling",
+          "networking",
+          "parallel",
+          "company",
+          "country",
+          "build",
+          "industrial",
+          "revolution",
+          "We",
+          "hundred",
+          "billion",
+          "dollars",
+          "Trillions",
+          "built",
+          "Reference",
+          "Designs",
+          "Best",
+          "Practices",
+          "Methodologies",
+          "Power",
+          "Chip",
+          "Systems",
+          "Facilities",
+          "Chips",
+          "Rubin",
+          "DSX",
+          "Ecosystem",
+          "Omniverse",
+          "Blueprint",
+          "Max",
+          "Flex",
+          "Exchange",
+          "Sim",
+          "Libraries",
+          "APIs",
+          "Software",
+          "Liquid",
+          "Cooling",
+          "Factories",
+          "Manufacture",
+          "Intelligence",
+          "stored",
+          "Modern",
+          "converting",
+          "tokens",
+          "plants",
+          "convert",
+          "Throughput",
+          "megawatt",
+          "defines",
+          "production",
+          "Cost",
+          "token",
+          "efficiency",
+          "Token",
+          "output",
+          "performance",
+          "watt",
+          "directly",
+          "determine",
+          "revenue",
+          "Inference",
+          "Defines",
+          "Economics",
+          "agentic",
+          "low",
+          "latency",
+          "long",
+          "context",
+          "multi",
+          "step",
+          "reasoning",
+          "throughput",
+          "determines",
+          "cost",
+          "continuously",
+          "drives",
+          "Reasoning",
+          "generate",
+          "dramatically",
+          "They",
+          "thinking",
+          "answer",
+          "fast",
+          "stay",
+          "interactive",
+          "SemiAnalysis",
+          "InferenceX",
+          "measured",
+          "GB300",
+          "NVL72",
+          "delivering",
+          "50x",
+          "higher",
+          "35x",
+          "lower",
+          "compared",
+          "Hopper",
+          "greatest",
+          "gains",
+          "workloads",
+          "chip",
+          "problem",
+          "architecture",
+          "GPU",
+          "memory",
+          "designed",
+          "semianalysis",
+          "InferenceMAX",
+          "KING",
+          "Open",
+          "Models",
+          "reached",
+          "frontier",
+          "Researchers",
+          "startups",
+          "enterprises",
+          "nations",
+          "rely",
+          "open",
+          "participate",
+          "advanced",
+          "Most",
+          "free",
+          "At",
+          "level",
+          "capability",
+          "change",
+          "activate",
+          "demand",
+          "barriers",
+          "entry",
+          "enable",
+          "deep",
+          "customization",
+          "teams",
+          "domain",
+          "specific",
+          "common",
+          "platforms",
+          "As",
+          "developers",
+          "customize",
+          "deploy",
+          "generation",
+          "grows",
+          "line",
+          "chart",
+          "Six",
+          "panel",
+          "illustration",
+          "showing",
+          "molecular",
+          "structures",
+          "globe",
+          "person",
+          "waving",
+          "humanoid",
+          "robot",
+          "car",
+          "Agentic",
+          "Enters",
+          "Production",
+          "perceives",
+          "reasons",
+          "plans",
+          "acts",
+          "break",
+          "complex",
+          "problems",
+          "steps",
+          "evaluate",
+          "alternatives",
+          "tools",
+          "retrieve",
+          "information",
+          "act",
+          "running",
+          "workflows",
+          "coordinate",
+          "environments",
+          "OpenClaw",
+          "showed",
+          "developer",
+          "agents",
+          "put",
+          "work",
+          "move",
+          "chat",
+          "access",
+          "execute",
+          "code",
+          "communicate",
+          "All",
+          "happen",
+          "securely",
+          "privately",
+          "policy",
+          "control",
+          "vGPU",
+          "FILES",
+          "STRUCTURED",
+          "UNSTRUCTURED",
+          "Computer",
+          "Use",
+          "NEMOCLAW",
+          "MEMORY",
+          "Sub",
+          "cuOPT",
+          "SKILLS",
+          "NEMOTRON",
+          "NEMO",
+          "DYNAMO",
+          "NIM",
+          "AGentic",
+          "moving",
+          "enterprise",
+          "crit",
+          "TOOLS",
+          "CLI",
+          "MCP",
+          "OpenShell",
+          "style",
+          "fill",
+          "99ccff",
+          "stroke",
+          "333",
+          "f0f0f0",
+          "e0e0e0",
+          "d0d0d0",
+          "critical",
+          "Physical",
+          "Puts",
+          "Motion",
+          "Robotics",
+          "autonomous",
+          "vehicles",
+          "intelligent",
+          "machines",
+          "combine",
+          "perception",
+          "understanding",
+          "physics",
+          "operate",
+          "dynamic",
+          "physical",
+          "Foundation",
+          "refined",
+          "simulation",
+          "deployed",
+          "edge",
+          "creating",
+          "continuous",
+          "loop",
+          "virtual",
+          "training",
+          "experience",
+          "transforming",
+          "warehouses",
+          "transportation",
+          "healthcare",
+          "Everything",
+          "moves",
+          "Interior",
+          "modern",
+          "exhibition",
+          "space",
+          "featuring",
+          "large",
+          "excavator",
+          "robots",
+          "child",
+          "orange",
+          "costume",
+          "Reinvents",
+          "Graphics",
+          "GeForce",
+          "brought",
+          "home",
+          "graphics",
+          "longer",
+          "limited",
+          "traditional",
+          "rendering",
+          "With",
+          "neural",
+          "DLSS",
+          "predicts",
+          "pixels",
+          "pixel",
+          "render",
+          "rest",
+          "Neural",
+          "networks",
+          "alongside",
+          "shaders",
+          "ray",
+          "tracing",
+          "cores",
+          "replace",
+          "enhances",
+          "In",
+          "era",
+          "learned",
+          "crossed",
+          "threshold",
+          "generating",
+          "answers",
+          "performing",
+          "manufacture",
+          "building",
+          "Jahibing",
+          "Elderly",
+          "man",
+          "black",
+          "leather",
+          "jacket",
+          "gesturing",
+          "holding",
+          "handheld",
+          "device",
+          "Dear",
+          "NVIDIAs",
+          "Stakeholders",
+          "Computing",
+          "15",
+          "years",
+          "mainframe",
+          "PC",
+          "cloud",
+          "mobile",
+          "What",
+          "happening",
+          "bigger",
+          "undergoing",
+          "complete",
+          "reset",
+          "IBM",
+          "introduced",
+          "System",
+          "360",
+          "1964",
+          "computers",
+          "kind",
+          "manufactures",
+          "driving",
+          "shifting",
+          "human",
+          "coding",
+          "machine",
+          "learning",
+          "CPUs",
+          "GPUs",
+          "paradigm",
+          "unlike",
+          "prerecorded",
+          "retrieved",
+          "generated",
+          "taking",
+          "account",
+          "prior",
+          "knowledge",
+          "instructions",
+          "But",
+          "computer",
+          "understand",
+          "reason",
+          "plan",
+          "appears",
+          "artificial",
+          "Over",
+          "past",
+          "year",
+          "investors",
+          "questioned",
+          "ROI",
+          "good",
+          "Early",
+          "chatbots",
+          "greatly",
+          "improved",
+          "productive",
+          "months",
+          "landscape",
+          "shifted",
+          "sharply",
+          "Enterprise",
+          "adoption",
+          "surged",
+          "responses",
+          "actions",
+          "compute",
+          "accelerating",
+          "arrived",
+          "remarkable",
+          "results",
+          "Generative",
+          "creates",
+          "thinks",
+          "perform",
+          "tasks",
+          "thoughtful",
+          "planning",
+          "research",
+          "important",
+          "simply",
+          "questions",
+          "major",
+          "breakout",
+          "case",
+          "sweeping",
+          "industry",
+          "Within",
+          "Soon",
+          "orders",
+          "magnitude",
+          "engineers",
+          "combined",
+          "Limited",
+          "imagination",
+          "pace",
+          "innovation",
+          "accelerate",
+          "industries",
+          "codify",
+          "result",
+          "fully",
+          "automate",
+          "business",
+          "process",
+          "Organizations",
+          "rethink",
+          "operations",
+          "end",
+          "customer",
+          "engagement",
+          "internal",
+          "supply",
+          "chain",
+          "enhanced",
+          "accelerated",
+          "Companies",
+          "adopt",
+          "support",
+          "innovate",
+          "attract",
+          "talent",
+          "fundamental",
+          "Reimagine",
+          "Possible",
+          "Poster",
+          "Gallery",
+          "JOS",
+          "CIVIC",
+          "Bough",
+          "Discoveries",
+          "Compute",
+          "asset",
+          "productivity",
+          "economy",
+          "tool",
+          "age",
+          "manufacturing",
+          "equipment",
+          "requires",
+          "Traditional",
+          "store",
+          "serve",
+          "files",
+          "Today",
+          "turn",
+          "basic",
+          "units",
+          "digital",
+          "assets",
+          "delivers",
+          "full",
+          "spans",
+          "lifecycle",
+          "inference",
+          "language",
+          "video",
+          "biology",
+          "robotics",
+          "vertically",
+          "integrated",
+          "horizontally",
+          "architect",
+          "mindset",
+          "executing",
+          "extreme",
+          "storage",
+          "spanning",
+          "LPUs",
+          "DPUs",
+          "factory",
+          "remains",
+          "integrates",
+          "broadest",
+          "ecosystems",
+          "Our",
+          "clouds",
+          "premises",
+          "telecom",
+          "medical",
+          "instruments",
+          "Platform",
+          "Shift",
+          "GTC",
+          "land",
+          "unmistakably",
+          "clear",
+          "moved",
+          "experimentation",
+          "laid",
+          "roadmap",
+          "Blackwell",
+          "Ultra",
+          "Vera",
+          "Feynman",
+          "builders",
+          "chains",
+          "visibility",
+          "trillion",
+          "cumulative",
+          "start",
+          "2025",
+          "2027",
+          "Since",
+          "DC",
+          "October",
+          "received",
+          "additional",
+          "purchase",
+          "diversified",
+          "base",
+          "including",
+          "Anthropic",
+          "Meta",
+          "growing",
+          "set",
+          "class",
+          "Cursor",
+          "Perplexity",
+          "Thinking",
+          "Machines",
+          "Lab",
+          "Reflection",
+          "Skild",
+          "service",
+          "providers",
+          "continues",
+          "addition",
+          "significant",
+          "buildouts",
+          "underway",
+          "Azure",
+          "OCI",
+          "AWS",
+          "Google",
+          "announced",
+          "expansions",
+          "partners",
+          "CoreWeave",
+          "Nebius",
+          "Nscale",
+          "experiencing",
+          "exponential",
+          "secured",
+          "term",
+          "offtake",
+          "agreements",
+          "momentum",
+          "reflects",
+          "Like",
+          "steam",
+          "technology",
+          "forming",
+          "foundation",
+          "finally",
+          "top",
+          "turbines",
+          "generators",
+          "priced",
+          "kilowatt",
+          "hour",
+          "distributed",
+          "globally",
+          "enabled",
+          "million",
+          "existing",
+          "Each",
+          "created",
+          "companies",
+          "utilities",
+          "emerged",
+          "defined",
+          "classes",
+          "tens",
+          "thousands",
+          "native",
+          "Above",
+          "While",
+          "widely",
+          "extends",
+          "includes",
+          "chemistry",
+          "finance",
+          "medicine",
+          "bringing",
+          "core",
+          "economic",
+          "social",
+          "development",
+          "drug",
+          "discovery",
+          "automation",
+          "ahead",
+          "orchestrate",
+          "billions",
+          "working",
+          "people",
+          "creative",
+          "capable",
+          "Applications",
+          "growth",
+          "national",
+          "Fiscal",
+          "Defining",
+          "Year",
+          "Revenue",
+          "grew",
+          "65",
+          "percent",
+          "216",
+          "Operating",
+          "income",
+          "rose",
+          "60",
+          "130",
+          "Diluted",
+          "EPS",
+          "increased",
+          "67",
+          "4.90",
+          "103",
+          "operating",
+          "cash",
+          "flow",
+          "returned",
+          "41",
+          "shareholders",
+          "Demand",
+          "remained",
+          "strong",
+          "hyperscalers",
+          "makers",
+          "sovereigns",
+          "investment",
+          "worldwide",
+          "marked",
+          "turning",
+          "point",
+          "measurable",
+          "domains",
+          "show",
+          "Scale",
+          "Extreme",
+          "Tokens",
+          "Second",
+          "Factory",
+          "FLOPS",
+          "HBM",
+          "Memory",
+          "Bandwidth",
+          "Architecture",
+          "Smart",
+          "Fast",
+          "Response",
+          "Inflection",
+          "Growth",
+          "Marking",
+          "overtaken",
+          "dominant",
+          "workload",
+          "changed",
+          "conceptual",
+          "flywheel",
+          "surging",
+          "multiple",
+          "forces",
+          "converge",
+          "Agents",
+          "solve",
+          "prove",
+          "users",
+          "More",
+          "require",
+          "enables",
+          "smarter",
+          "produces",
+          "formed",
+          "fiscal",
+          "Center",
+          "194",
+          "68",
+          "Major",
+          "gigawatts",
+          "capacity",
+          "exceeded",
+          "31",
+          "sovereign",
+          "tripled",
+          "30",
+          "An",
+          "conventional",
+          "center",
+          "engine",
+          "Its",
+          "highest",
+          "lowest",
+          "performed",
+          "shaping",
+          "reflected",
+          "FY26",
+          "Independent",
+          "benchmarks",
+          "potential",
+          "customers",
+          "silicon",
+          "makes",
+          "hardest",
+          "challenges",
+          "mission",
+          "businesses",
+          "That",
+          "made",
+          "wide",
+          "priority",
+          "Grace",
+          "leads",
+          "rack",
+          "NVLink",
+          "NVFP4",
+          "TensorRT",
+          "Spectrum",
+          "InfiniBand",
+          "unified",
+          "Dynamo",
+          "optimizes",
+          "query",
+          "maximizing",
+          "minimizing",
+          "increasing",
+          "delivered",
+          "function",
+          "leap",
+          "Where",
+          "pod",
+          "realized",
+          "Groq",
+          "BlueField",
+          "switching",
+          "tier",
+          "ultra",
+          "demands",
+          "massive",
+          "CUDA",
+          "Installed",
+          "Base",
+          "Powering",
+          "Flywheel",
+          "20th",
+          "anniversary",
+          "revolutionary",
+          "programming",
+          "decades",
+          "powerful",
+          "compound",
+          "global",
+          "ecosystem",
+          "capabilities",
+          "Developers",
+          "create",
+          "algorithms",
+          "New",
+          "drive",
+          "breakthroughs",
+          "Breakthroughs",
+          "markets",
+          "expand",
+          "installed",
+          "And",
+          "attracts",
+          "lifespan",
+          "architecturally",
+          "compatible",
+          "generations",
+          "optimize",
+          "Improvements",
+          "libraries",
+          "runtimes",
+          "compilers",
+          "frameworks",
+          "benefit",
+          "Customers",
+          "day",
+          "runtime",
+          "reductions",
+          "life",
+          "operators",
+          "lowers",
+          "total",
+          "ownership",
+          "products",
+          "remain",
+          "valuable",
+          "confidence",
+          "driven",
+          "deepest",
+          "moats",
+          "Global",
+          "reaches",
+          "market",
+          "route",
+          "IT",
+          "deployments",
+          "broad",
+          "Cloud",
+          "Microsoft",
+          "Oracle",
+          "expected",
+          "based",
+          "expanded",
+          "multigenerational",
+          "strategic",
+          "partnership",
+          "continue",
+          "OpenAI",
+          "xAI",
+          "extending",
+          "reach",
+          "prem",
+          "air",
+          "gapped",
+          "Palantir",
+          "Dell",
+          "enabling",
+          "stand",
+          "region",
+          "field",
+          "environment",
+          "privacy",
+          "sovereignty",
+          "resilience",
+          "matter",
+          "To",
+          "provide",
+          "reference",
+          "designs",
+          "blueprints",
+          "partner",
+          "bring",
+          "modular",
+          "supported",
+          "Vertiv",
+          "Schneider",
+          "Electric",
+          "Eaton",
+          "Jacobs",
+          "Phaidra",
+          "Procore",
+          "PTC",
+          "Siemens",
+          "Switch",
+          "Trane",
+          "Technologies",
+          "Cadence",
+          "Dassault",
+          "Syst",
+          "mes",
+          "broader",
+          "GE",
+          "Vernova",
+          "twins",
+          "aligned",
+          "behavior",
+          "substations",
+          "loads",
+          "deployment",
+          "Across",
+          "Caterpillar",
+          "Reindustrializing",
+          "America",
+          "Creating",
+          "Skilled",
+          "Jobs",
+          "largest",
+          "buildout",
+          "opportunity",
+          "reindustrialize",
+          "back",
+          "United",
+          "States",
+          "Manufacturing",
+          "strengthens",
+          "reduces",
+          "geopolitical",
+          "risk",
+          "high",
+          "quality",
+          "jobs",
+          "choose",
+          "careers",
+          "degrees",
+          "helping",
+          "balanced",
+          "inclusive",
+          "Building",
+          "electricians",
+          "pipefitters",
+          "welders",
+          "ironworkers",
+          "HVAC",
+          "technicians",
+          "specialists",
+          "semiconductor",
+          "fabs",
+          "packaging",
+          "facilities",
+          "server",
+          "supercomputer",
+          "assembly",
+          "transmission",
+          "lines",
+          "vast",
+          "upstream",
+          "downstream",
+          "services",
+          "dollar",
+          "Once",
+          "operational",
+          "permanent",
+          "skill",
+          "facility",
+          "site",
+          "managers",
+          "degreed",
+          "skilled",
+          "tradespeople",
+          "side",
+          "peers",
+          "opportunities",
+          "hundreds",
+          "craft",
+          "workers",
+          "lead",
+          "reindustrialization",
+          "begun",
+          "domestic",
+          "Arizona",
+          "TSMC",
+          "Amkor",
+          "SPIL",
+          "Texas",
+          "Foxconn",
+          "Wistron",
+          "ramping",
+          "coming",
+          "Democratizing",
+          "strategy",
+          "quickly",
+          "spread",
+          "increase",
+          "speed",
+          "requiring",
+          "embed",
+          "specialized",
+          "proprietary",
+          "skills",
+          "accessing",
+          "sensitive",
+          "regulated",
+          "workforce",
+          "designing",
+          "agent",
+          "evaluation",
+          "guardrails",
+          "Agent",
+          "Toolkit",
+          "follow",
+          "policies",
+          "protect",
+          "inside",
+          "NeMo",
+          "packages",
+          "optimized",
+          "ready",
+          "Nemotron",
+          "expanding",
+          "rapidly",
+          "Adobe",
+          "Cisco",
+          "SAP",
+          "Salesforce",
+          "ServiceNow",
+          "Synopsys",
+          "leaders",
+          "Accelerate",
+          "Industries",
+          "Frontier",
+          "excellent",
+          "general",
+          "cases",
+          "box",
+          "Codex",
+          "Claude",
+          "Code",
+          "Still",
+          "advance",
+          "expose",
+          "architectures",
+          "weights",
+          "methods",
+          "comparison",
+          "validation",
+          "rapid",
+          "improve",
+          "safety",
+          "security",
+          "Cybersecurity",
+          "fine",
+          "tune",
+          "swarms",
+          "defend",
+          "cyberattacks",
+          "enforce",
+          "compliance",
+          "strict",
+          "controls",
+          "Nations",
+          "culture",
+          "values",
+          "borders",
+          "Outdoor",
+          "scene",
+          "IoT",
+          "decorated",
+          "park",
+          "specialization",
+          "Enterprises",
+          "expert",
+          "Nearly",
+          "span",
+          "vision",
+          "leading",
+          "contributor",
+          "families",
+          "recipes",
+          "Cosmos",
+          "GROOT",
+          "Alpamayo",
+          "BioNeMo",
+          "Earth",
+          "weather",
+          "climate",
+          "These",
+          "Adoption",
+          "cybersecurity",
+          "mobility",
+          "CrowdStrike",
+          "Lilly",
+          "Mercedes",
+          "Benz",
+          "Japan",
+          "France",
+          "Sweden",
+          "India",
+          "Israel",
+          "Scientists",
+          "advancing",
+          "National",
+          "telecommunications",
+          "independence",
+          "broadened",
+          "countries",
+          "regions",
+          "ChatGPT",
+          "Moment",
+          "Has",
+          "Arrived",
+          "wave",
+          "screens",
+          "hospitals",
+          "geometry",
+          "motion",
+          "causality",
+          "safely",
+          "unpredictable",
+          "train",
+          "World",
+          "simulates",
+          "worlds",
+          "fidelity",
+          "advances",
+          "AGX",
+          "shape",
+          "Agility",
+          "Amazon",
+          "Boston",
+          "Dynamics",
+          "Figure",
+          "Uber",
+          "automotive",
+          "Industrial",
+          "millions",
+          "researchers",
+          "manufacturers",
+          "Biology",
+          "entering",
+          "efforts",
+          "project",
+          "Silhouette",
+          "standing",
+          "overlooking",
+          "patterns",
+          "colorful",
+          "sky",
+          "Just",
+          "Begun",
+          "extraordinary",
+          "awakened",
+          "answering",
+          "settling",
+          "debate",
+          "compelling",
+          "Ahead",
+          "lies",
+          "powering",
+          "robotic",
+          "supercharge",
+          "resources",
+          "transform",
+          "works",
+          "reshape",
+          "job",
+          "eliminate",
+          "distinguish",
+          "task",
+          "Coding",
+          "Reading",
+          "scans",
+          "caring",
+          "patients",
+          "matters",
+          "automated",
+          "rise",
+          "amplify",
+          "humanity",
+          "achieve",
+          "emerge",
+          "future",
+          "arriving",
+          "faster",
+          "spent",
+          "preparing",
+          "moment",
+          "thrive",
+          "employees",
+          "carry",
+          "forward",
+          "humility",
+          "responsibility",
+          "determination",
+          "optimism",
+          "Jensen",
+          "Huang",
+          "Founder",
+          "CEO",
+          "May",
+          "Forward",
+          "Looking",
+          "Statements",
+          "Certain",
+          "statements",
+          "document",
+          "benefits",
+          "impact",
+          "availability",
+          "technologies",
+          "related",
+          "trends",
+          "drivers",
+          "expectations",
+          "respect",
+          "party",
+          "arrangements",
+          "collaborators",
+          "developments",
+          "historical",
+          "facts",
+          "meaning",
+          "Section",
+          "27A",
+          "Securities",
+          "Act",
+          "1933",
+          "amended",
+          "21E",
+          "1934",
+          "subject",
+          "safe",
+          "harbor",
+          "sections",
+          "management",
+          "beliefs",
+          "assumptions",
+          "risks",
+          "uncertainties",
+          "materially",
+          "Important",
+          "factors",
+          "actual",
+          "differ",
+          "include",
+          "political",
+          "conditions",
+          "reliance",
+          "parties",
+          "assemble",
+          "package",
+          "test",
+          "technological",
+          "competition",
+          "enhancements",
+          "product",
+          "acceptance",
+          "defects",
+          "consumer",
+          "preferences",
+          "standards",
+          "interfaces",
+          "unexpected",
+          "loss",
+          "ability",
+          "realize",
+          "investments",
+          "acquisitions",
+          "applicable",
+          "laws",
+          "regulations",
+          "detailed",
+          "recent",
+          "reports",
+          "Commission",
+          "SEC",
+          "annual",
+          "report",
+          "quarterly",
+          "Copies",
+          "filed",
+          "posted",
+          "website",
+          "charge",
+          "guarantees",
+          "speak",
+          "date",
+          "hereof",
+          "required",
+          "law",
+          "disclaims",
+          "obligation",
+          "update",
+          "reflect",
+          "events",
+          "circumstances",
+          "NOTICE",
+          "OF",
+          "ANNUAL",
+          "MEETING",
+          "STOCKHOLDERS",
+          "Date",
+          "Wednesday",
+          "June",
+          "24",
+          "00",
+          "Pacific",
+          "Time",
+          "Location",
+          "Virtually",
+          "www",
+          "virtualshareholdermeeting",
+          "NVDA2026",
+          "Items",
+          "Election",
+          "ten",
+          "directors",
+          "nominated",
+          "Board",
+          "Directors",
+          "Advisory",
+          "approval",
+          "executive",
+          "compensation",
+          "Ratification",
+          "selection",
+          "PricewaterhouseCoopers",
+          "LLP",
+          "independent",
+          "registered",
+          "public",
+          "accounting",
+          "firm",
+          "Four",
+          "stockholder",
+          "proposals",
+          "properly",
+          "presented",
+          "Transaction",
+          "meeting",
+          "Record",
+          "You",
+          "attend",
+          "vote",
+          "record",
+          "close",
+          "April",
+          "27",
+          "Virtual",
+          "admission",
+          "virtually",
+          "location",
+          "listed",
+          "Control",
+          "Number",
+          "included",
+          "notice",
+          "proxy",
+          "printed",
+          "card",
+          "Pre",
+          "forum",
+          "stockholders",
+          "connection",
+          "established",
+          "located",
+          "proxyvote",
+          "submit",
+          "Your",
+          "Whether",
+          "PLEASE",
+          "VOTE",
+          "YOUR",
+          "SHARES",
+          "alternative",
+          "voting",
+          "online",
+          "telephone",
+          "elected",
+          "receive",
+          "paper",
+          "mail",
+          "mailing",
+          "completed",
+          "Stockholders",
+          "held",
+          "Report",
+          "nvidia",
+          "By",
+          "Order",
+          "Timothy",
+          "Teter0",
+          "Teter",
+          "Secretary",
+          "2788",
+          "San",
+          "Tomas",
+          "Expressway",
+          "Santa",
+          "Clara",
+          "California",
+          "95051",
+          "12",
+          "statement",
+          "current",
+          "identify",
+          "terms",
+          "goal",
+          "expect",
+          "anticipate",
+          "estimate",
+          "predict",
+          "similar",
+          "expressions",
+          "intended",
+          "Actual",
+          "variety",
+          "Risks",
+          "significantly",
+          "January",
+          "25",
+          "DEFINITIONS"
+        ],
+        "keywords": [
+          "AI infrastructure",
+          "AI factories",
+          "platform shift"
+        ],
+        "connect_to": [
+          {
+            "target": "c802bf1d-1f54-5641-9291-845298a9844e",
+            "relation": "embeds",
+            "ref": "[images/image-1-NVIDIA Logo.jpg]",
+            "position": {
+              "start": 120,
+              "end": 152
+            }
+          },
+          {
+            "target": "7d72c6f9-d7e5-5902-8ae9-d82879f2d987",
+            "relation": "embeds",
+            "ref": "[images/image-2-AI Technology Stack.jpg]",
+            "position": {
+              "start": 1109,
+              "end": 1149
+            }
+          },
+          {
+            "target": "7a05906e-9a35-58f6-b3e0-261534609b91",
+            "relation": "embeds",
+            "ref": "[images/image-3-EINFRASTRU.jpg]",
+            "position": {
+              "start": 1349,
+              "end": 1380
+            }
+          },
+          {
+            "target": "401d5609-6dc4-5055-84ef-273c4be183e4",
+            "relation": "embeds",
+            "ref": "[images/image-4-ENERGY --_.jpg]",
+            "position": {
+              "start": 1422,
+              "end": 1453
+            }
+          },
+          {
+            "target": "ddde7898-41ee-5425-9f32-0e0cc32cda1c",
+            "relation": "embeds",
+            "ref": "[images/image-5-__details_.jpg]",
+            "position": {
+              "start": 1493,
+              "end": 1524
+            }
+          },
+          {
+            "target": "ed17a528-af8b-5fab-acef-15f743819928",
+            "relation": "embeds",
+            "ref": "[images/image-6-CHATBOTS E.jpg]",
+            "position": {
+              "start": 1557,
+              "end": 1588
+            }
+          },
+          {
+            "target": "40d2a04c-e080-5d69-aacf-bbdef64c3747",
+            "relation": "embeds",
+            "ref": "[images/image-7-ROBOTAXI S.jpg]",
+            "position": {
+              "start": 1630,
+              "end": 1661
+            }
+          },
+          {
+            "target": "d50f0edb-f21d-5dd9-a58e-a8b4a7e8a199",
+            "relation": "embeds",
+            "ref": "[images/image-8-ENTERPRISE.jpg]",
+            "position": {
+              "start": 1693,
+              "end": 1724
+            }
+          },
+          {
+            "target": "4787df69-198f-5be7-91ee-c874d0b00eba",
+            "relation": "embeds",
+            "ref": "[images/image-9-AI AGENTS .jpg]",
+            "position": {
+              "start": 1761,
+              "end": 1792
+            }
+          },
+          {
+            "target": "df55c5af-3f58-552e-b0e5-e5feb62c93ea",
+            "relation": "embeds",
+            "ref": "[images/image-10-SCIENCE AI.jpg]",
+            "position": {
+              "start": 1827,
+              "end": 1859
+            }
+          },
+          {
+            "target": "d774d9fe-826e-5407-8017-f5108240b1a9",
+            "relation": "embeds",
+            "ref": "[images/image-11-Acronyms in AI and Machine Learning.jpg]",
+            "position": {
+              "start": 1891,
+              "end": 1948
+            }
+          },
+          {
+            "target": "d56a4f93-2adf-51c3-8390-5a4cf1477435",
+            "relation": "embeds",
+            "ref": "[images/image-12-Stacked Server Racks.jpg]",
+            "position": {
+              "start": 2071,
+              "end": 2113
+            }
+          },
+          {
+            "target": "dc6bc028-50f7-5a52-9ccd-34791f5c9152",
+            "relation": "embeds",
+            "ref": "[images/image-13-DSX Architecture Overview.jpg]",
+            "position": {
+              "start": 3378,
+              "end": 3425
+            }
+          },
+          {
+            "target": "e52b445e-e2fa-5846-b89f-ab6ea829a71c",
+            "relation": "embeds",
+            "ref": "[images/image-14-NVIDIA CEO InferenceMAX King.jpg]",
+            "position": {
+              "start": 5052,
+              "end": 5102
+            }
+          },
+          {
+            "target": "f10168a2-7335-546e-a811-3049f7476c6d",
+            "relation": "embeds",
+            "ref": "[images/image-15-NVIDIA Leads Open-Source AI.jpg]",
+            "position": {
+              "start": 5828,
+              "end": 5877
+            }
+          },
+          {
+            "target": "38097bff-717c-54e9-8afd-4460c4bbd5be",
+            "relation": "embeds",
+            "ref": "[tables/table-0 GPU Cloud Growth.html]",
+            "position": {
+              "start": 5920,
+              "end": 5958
+            }
+          },
+          {
+            "target": "40c19c19-1b43-5d78-8ed0-029ea1b798b0",
+            "relation": "embeds",
+            "ref": "[images/image-16-Collection of decorative enamel pins.jpg]",
+            "position": {
+              "start": 5994,
+              "end": 6052
+            }
+          },
+          {
+            "target": "8e52c8e9-8cc5-5a07-b189-931f2e5f182c",
+            "relation": "embeds",
+            "ref": "[images/image-17-Nemoclaw Agentic AI Architecture.jpg]",
+            "position": {
+              "start": 6882,
+              "end": 6936
+            }
+          },
+          {
+            "target": "1f67a0aa-68b6-54fe-b597-ba2b4d9ddbf6",
+            "relation": "embeds",
+            "ref": "[images/image-18-Future Robotics Exhibition.jpg]",
+            "position": {
+              "start": 8549,
+              "end": 8597
+            }
+          },
+          {
+            "target": "1cf6525f-8f8a-5aa4-8317-41c0a045570d",
+            "relation": "embeds",
+            "ref": "[images/image-19-Signature.jpg]",
+            "position": {
+              "start": 9577,
+              "end": 9608
+            }
+          },
+          {
+            "target": "0d23efd3-9ecf-5549-a307-eb234859c9b2",
+            "relation": "embeds",
+            "ref": "[images/image-20-Jensen Huang Presentation.jpg]",
+            "position": {
+              "start": 9692,
+              "end": 9739
+            }
+          },
+          {
+            "target": "356c6883-2d99-56e9-8bac-bf484a1ec2ff",
+            "relation": "embeds",
+            "ref": "[images/image-21-Poster Gallery Event.jpg]",
+            "position": {
+              "start": 12988,
+              "end": 13030
+            }
+          },
+          {
+            "target": "9fc7b388-4417-5637-8671-02c354c96b19",
+            "relation": "embeds",
+            "ref": "[images/image-22-Inference At-Scale is Extreme Computing.jpg]",
+            "position": {
+              "start": 19056,
+              "end": 19117
+            }
+          },
+          {
+            "target": "1908a1b6-46b8-5f35-a5d2-1704c307d0d0",
+            "relation": "embeds",
+            "ref": "[images/image-23-NVIDIA GTC Event Scene.jpg]",
+            "position": {
+              "start": 30424,
+              "end": 30468
+            }
+          },
+          {
+            "target": "0a66d713-0c32-507c-a97f-2c2744b24e39",
+            "relation": "embeds",
+            "ref": "[images/image-24-Silhouette of Man Gazing at Earth.jpg]",
+            "position": {
+              "start": 33950,
+              "end": 34005
+            }
+          },
+          {
+            "target": "881cafa8-719a-5a87-966e-32b6704576ff",
+            "relation": "embeds",
+            "ref": "[images/image-25-Virtual me.jpg]",
+            "position": {
+              "start": 41497,
+              "end": 41529
+            }
+          },
+          {
+            "target": "805808ab-5e92-5b33-8a17-5c146ec3269f",
+            "relation": "embeds",
+            "ref": "[tables/table-1 NVIDIA Definitions.html]",
+            "position": {
+              "start": 42741,
+              "end": 42781
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "223d3418-74ca-5ed3-b98d-8f75d3ec1ff1",
+      "type": "table",
+      "content": "<table><tr><td>Revenue</td><td>Gross Margin</td><td>Operating Income</td><td>Diluted Earnings Per Share</td></tr><tr><td>$215.9 billion</td><td>71.1%</td><td>$130.4 billion</td><td>$4.90</td></tr><tr><td>up 65% year on year</td><td>down 3.9 points year on year</td><td>up 60% year on year</td><td>up 67% year on year</td></tr></table>",
+      "path": "tables/table-2 Revenue Growth.html",
+      "metadata": {
+        "length": 334,
+        "summary": "table-3\nRevenue reached $215.9 billion, up 65% year on year. Gross margin was 71.1%, down 3.9 points. Operating income rose 60% to $130.4 billion, and diluted EPS increased 67% to $4.90.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-2 Revenue Growth.html",
+        "keywords": [
+          "Revenue",
+          "Gross Margin",
+          "Earnings"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "b1ead365-0df2-57ec-a55a-e10e1e97e489",
+      "type": "text",
+      "content": "Fiscal 2026 marked another year of strong growth for NVIDIA, with revenue surging 65% year on year to \\$215.9 billion reflecting continued momentum across our platform transitions to accelerated computing and AI. Growth was led by Compute & Networking, where Data Center compute revenue grew 59% driven by demand for our Blackwell platform, and Data Center networking revenue increased 142% driven by the ramp of NVLink compute fabric for Blackwell systems, as well as continued growth in Ethernet and InfiniBand. Gross margin was 71.1%, operating income reached \\$130.4 billion and diluted earnings per share increased 67% to \\$4.90.\nFiscal 2026 Results\n\n[tables/table-2 Revenue Growth.html]",
+      "path": "2026-Annual-Report-Web.pdf/BUSINESS OVERVIEW",
+      "metadata": {
+        "length": 739,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Fiscal",
+          "2026",
+          "marked",
+          "year",
+          "strong",
+          "growth",
+          "NVIDIA",
+          "revenue",
+          "surging",
+          "65%",
+          "215.9",
+          "billion",
+          "reflecting",
+          "continued",
+          "momentum",
+          "platform",
+          "transitions",
+          "accelerated",
+          "computing",
+          "AI",
+          "Growth",
+          "led",
+          "Compute",
+          "Networking",
+          "Data",
+          "Center",
+          "compute",
+          "grew",
+          "59%",
+          "driven",
+          "demand",
+          "Blackwell",
+          "networking",
+          "increased",
+          "142%",
+          "ramp",
+          "NVLink",
+          "fabric",
+          "systems",
+          "Ethernet",
+          "InfiniBand",
+          "Gross",
+          "margin",
+          "71.1%",
+          "operating",
+          "income",
+          "reached",
+          "130.4",
+          "diluted",
+          "earnings",
+          "share",
+          "67%",
+          "4.90",
+          "Results"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "223d3418-74ca-5ed3-b98d-8f75d3ec1ff1",
+            "relation": "embeds",
+            "ref": "[tables/table-2 Revenue Growth.html]",
+            "position": {
+              "start": 656,
+              "end": 692
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "5db4f7dc-635c-5760-ada2-9fbc56b95f0c",
+      "type": "table",
+      "content": "<table><tr><td></td><td>Compute &amp; Networking</td><td>Graphics</td><td>Total</td></tr><tr><td rowspan=\"2\">Revenue</td><td>$193.5 billion (1)</td><td>$22.5 billion (1)</td><td>$215.9 billion</td></tr><tr><td>up 67% year on year</td><td>up 57% year on year</td><td>up 65% year on year</td></tr><tr><td rowspan=\"2\">Operating Income (2)</td><td>$130.1 billion</td><td>$9.2 billion</td><td>$139.3 billion</td></tr><tr><td>up 57% year on year</td><td>up 80% year on year</td><td>up 58% year on year</td></tr></table>",
+      "path": "tables/table-3 NVIDIA Revenue.html",
+      "metadata": {
+        "length": 513,
+        "summary": "table-4\nNVIDIA's Compute & Networking revenue reached $193.5B (up 67% YoY) and Graphics $22.5B (up 57% YoY), totaling $215.9B (up 65% YoY). Operating income was $139.3B (up 58% YoY).",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-3 NVIDIA Revenue.html",
+        "keywords": [
+          "Revenue",
+          "Operating Income",
+          "Growth"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "14155530-037d-584e-8be1-bc73bb1bb53d",
+      "type": "text",
+      "content": "Our two reportable segments are “Compute & Networking” and “Graphics”:\n\n[tables/table-3 NVIDIA Revenue.html]\n\n(1) This figure has been rounded to the nearest tenth of a billion. Due to rounding, the sum of the figures does not equal the total as presented.\n(2) Segment operating income differs from consolidated operating income as certain expenses are not allocated to either Compute & Networking or Graphics for purposes of making operating decisions or assessing financial performance.",
+      "path": "2026-Annual-Report-Web.pdf/BUSINESS OVERVIEW/Fiscal 2026 Reportable Segments",
+      "metadata": {
+        "length": 509,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Our",
+          "reportable",
+          "segments",
+          "Compute",
+          "Networking",
+          "Graphics",
+          "This",
+          "figure",
+          "rounded",
+          "nearest",
+          "tenth",
+          "billion",
+          "Due",
+          "rounding",
+          "sum",
+          "figures",
+          "equal",
+          "total",
+          "presented",
+          "Segment",
+          "operating",
+          "income",
+          "differs",
+          "consolidated",
+          "expenses",
+          "allocated",
+          "purposes",
+          "making",
+          "decisions",
+          "assessing",
+          "financial",
+          "performance"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "5db4f7dc-635c-5760-ada2-9fbc56b95f0c",
+            "relation": "embeds",
+            "ref": "[tables/table-3 NVIDIA Revenue.html]",
+            "position": {
+              "start": 72,
+              "end": 108
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "bec5449f-43fd-5108-8163-5854e1ec226e",
+      "type": "image",
+      "content": "\n(1) This figure has been rounded to the nearest tenth of a billion. Due to rounding, the sum of the figures does not equal the total as presented. <details>0\n[images/image-26-Server Rack Hardware.jpg]\n",
+      "path": "images/image-26-Server Rack Hardware.jpg",
+      "metadata": {
+        "length": 192,
+        "summary": "image-26\n- Multiple server modules installed in a rack chassis\n- Vertical gold-colored connectors visible on each module faceplate\n- Black ventilation grilles located at the top of the unit\n- Industrial data center or telecommunications equipment",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "images/image-26-Server Rack Hardware.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "70fe8e83-b575-5ec9-b7e7-7581e10d0a2f",
+      "type": "image",
+      "content": "\n<details> <details>0\n[images/image-27-NVIDIA RTX 4090.jpg]\n",
+      "path": "images/image-27-NVIDIA RTX 4090.jpg",
+      "metadata": {
+        "length": 55,
+        "summary": "image-27\nProduct: Graphics Card (GPU)\nModel: GeForce RTX 4090\nBrand: NVIDIA\nVisual Features: Dual-fan cooling system, black and silver chassis design.\nBackground: Abstract green wave pattern typical of NVIDIA branding.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "images/image-27-NVIDIA RTX 4090.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "d7b79090-7714-5962-b8ae-db48ef0e7402",
+      "type": "image",
+      "content": "\n<details> <details>0\n[images/image-28-Photo of a laptop workspace.jpg]\n",
+      "path": "images/image-28-Photo of a laptop workspace.jpg",
+      "metadata": {
+        "length": 55,
+        "summary": "image-28\nPrimary subject: A silver laptop displaying a terminal window with code or command-line text.\nNotable features:\n- An orange fish figurine (resembling Nemo) sitting on the left side of the keyboard.\n- A pair of eyeglasses resting on the desk to the left.\n- A gold-colored external hard drive or speaker to the right.\n- The laptop screen shows a dark interface with green and white text, likely a coding environment or system logs.\n- Background is blurred, suggesting an office or home setting.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "images/image-28-Photo of a laptop workspace.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "a5911826-592a-5302-9332-3f63a208b3da",
+      "type": "image",
+      "content": "\n<details> <details>0\n[images/image-29-Automotive X-Ray Visualization.jpg]\n",
+      "path": "images/image-29-Automotive X-Ray Visualization.jpg",
+      "metadata": {
+        "length": 55,
+        "summary": "image-29\nPrimary subject: A modern sedan vehicle shown in a semi-transparent, wireframe style.\nVisual details: The image highlights the internal structure and components of the car using glowing cyan lines against a black background.\nVisible features: The chassis, wheels, suspension system, engine bay area, and cabin frame are clearly outlined to demonstrate the vehicle's architecture.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "images/image-29-Automotive X-Ray Visualization.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "b1aaba9f-bfea-50e6-bcad-6a95580a5358",
+      "type": "text",
+      "content": "Our platforms address four large markets where our expertise is critical:\n\n(1) This figure has been rounded to the nearest tenth of a billion. Due to rounding, the sum of the figures does not equal the total as presented. <details>0\n[images/image-26-Server Rack Hardware.jpg]\n\n<details>\n<summary>natural_image</summary>\nExterior view of a black server rack with multiple drive bays (no visible text or labels)\n</details>\nData Center\n\n<details> <details>0\n[images/image-27-NVIDIA RTX 4090.jpg]\n\n<details>\n<summary>natural_image</summary>\nBlack and white electronic device with green abstract background, no visible text or symbols\n</details>\nGaming\n\n<details> <details>0\n[images/image-28-Photo of a laptop workspace.jpg]\n\n<details>\n<summary>text_image</summary>\nDesktop scene with laptop displaying a webpage interface and a cartoon character, next to a bookshelf and office items\n</details>\nProfessional Visualization\n\n<details> <details>0\n[images/image-29-Automotive X-Ray Visualization.jpg]\n\n<details>\n<summary>natural_image</summary>\nX-ray diagram of a car showing internal components and wiring (no text or labels)\n</details>\nAutomotive\n\\$193.7 billion revenue\n\\$16.0 billion revenue\n\\$3.2 billion revenue\n\\$2.3 billion revenue\nup 68% year on year\nup 41% year on year\nup 70% year on year\nup 39% year on year",
+      "path": "2026-Annual-Report-Web.pdf/BUSINESS OVERVIEW/Fiscal 2026 Market Platforms",
+      "metadata": {
+        "length": 1259,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Our",
+          "platforms",
+          "address",
+          "large",
+          "markets",
+          "expertise",
+          "critical",
+          "This",
+          "figure",
+          "rounded",
+          "nearest",
+          "tenth",
+          "billion",
+          "Due",
+          "rounding",
+          "sum",
+          "figures",
+          "equal",
+          "total",
+          "presented",
+          "details",
+          "summary",
+          "natural",
+          "image",
+          "Exterior",
+          "view",
+          "black",
+          "server",
+          "rack",
+          "multiple",
+          "drive",
+          "bays",
+          "visible",
+          "text",
+          "labels",
+          "Data",
+          "Center",
+          "Black",
+          "white",
+          "electronic",
+          "device",
+          "green",
+          "abstract",
+          "background",
+          "symbols",
+          "Gaming",
+          "Desktop",
+          "scene",
+          "laptop",
+          "displaying",
+          "webpage",
+          "interface",
+          "cartoon",
+          "character",
+          "bookshelf",
+          "office",
+          "items",
+          "Professional",
+          "Visualization",
+          "ray",
+          "diagram",
+          "car",
+          "showing",
+          "internal",
+          "components",
+          "wiring",
+          "Automotive",
+          "193.7",
+          "revenue",
+          "16.0",
+          "3.2",
+          "2.3",
+          "68%",
+          "year",
+          "41%",
+          "70%",
+          "39%"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "bec5449f-43fd-5108-8163-5854e1ec226e",
+            "relation": "embeds",
+            "ref": "[images/image-26-Server Rack Hardware.jpg]",
+            "position": {
+              "start": 233,
+              "end": 275
+            }
+          },
+          {
+            "target": "70fe8e83-b575-5ec9-b7e7-7581e10d0a2f",
+            "relation": "embeds",
+            "ref": "[images/image-27-NVIDIA RTX 4090.jpg]",
+            "position": {
+              "start": 455,
+              "end": 492
+            }
+          },
+          {
+            "target": "d7b79090-7714-5962-b8ae-db48ef0e7402",
+            "relation": "embeds",
+            "ref": "[images/image-28-Photo of a laptop workspace.jpg]",
+            "position": {
+              "start": 670,
+              "end": 719
+            }
+          },
+          {
+            "target": "a5911826-592a-5302-9332-3f63a208b3da",
+            "relation": "embeds",
+            "ref": "[images/image-29-Automotive X-Ray Visualization.jpg]",
+            "position": {
+              "start": 940,
+              "end": 992
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "e7e65b35-4c1d-5dcd-972e-bd08101e9d93",
+      "type": "text",
+      "content": "- Launched and scaled the NVIDIA Blackwell Ultra platform – built on the architectural breakthroughs of Blackwell, delivering 50x higher throughput and 35x lower token cost versus Hopper\n- Extended our inference leadership – sweeping MLPerf and SemiAnalysis InferenceMax benchmarks – by leveraging our extreme co-design approach, where GPUs, CPUs, networking, security, software, power delivery, and cooling are architected together as a single system, rather than optimized in isolation to maximize performance per watt\n- Introduced the NVIDIA Vera Rubin platform – including new chips and racks – built for agentic AI and co-designed to deliver up to 10x lower token cost versus Blackwell\n- Entered into a non-exclusive licensing agreement with Groq and introduced the NVIDIA Groq 3 LPX, an accelerator for NVIDIA Vera Rubin, designed to meet the low-latency and large-context demands of agentic systems\n- Announced new and expanding partnerships to cultivate ecosystem growth, unlock new markets, and accelerate NVIDIA platform adoption, including those with Anthropic, Meta, Nokia, and OpenAI\n- Turbocharged AI market development with an accelerating release cadence of NVIDIA open models including Nemotron for agentic AI, Cosmos for physical AI, and Alpamayo for autonomous vehicles\n- Announced key physical AI milestones including \\$6 billion in Fiscal 2026 physical AI revenue, NVIDIA DRIVE-powered L4-ready Mercedes-Benz vehicles, and an Uber partnership to scale the world's largest L4-ready mobility network\n- Advanced quantum computing with new technologies and NVIDIA-powered systems including NVIDIA NVQLink GPU-QPU interconnect and ABCI-Q, the world's largest Quantum research supercomputer",
+      "path": "2026-Annual-Report-Web.pdf/BUSINESS OVERVIEW/Business Highlights",
+      "metadata": {
+        "length": 1705,
+        "summary": "NVIDIA announced major platform advancements including the Blackwell Ultra platform with 50x higher throughput and 35x lower token cost versus Hopper, extended inference leadership through co-design, and the Vera Rubin platform for agentic AI with up to 10x lower token cost. They entered a licensing agreement with Groq for the Groq 3 LPX accelerator, announced partnerships with Anthropic, Meta, Nokia, and OpenAI, and accelerated AI market development with open models like Nemotron, Cosmos, and Alpamayo. Physical AI milestones include $6 billion in Fiscal 2026 revenue, Mercedes-Benz L4-ready vehicles, and an Uber partnership. Quantum computing advances include NVQLink GPU-QPU interconnect and the ABCI-Q supercomputer.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Launched",
+          "scaled",
+          "NVIDIA",
+          "Blackwell",
+          "Ultra",
+          "platform",
+          "built",
+          "architectural",
+          "breakthroughs",
+          "delivering",
+          "50x",
+          "higher",
+          "throughput",
+          "35x",
+          "lower",
+          "token",
+          "cost",
+          "versus",
+          "Hopper",
+          "Extended",
+          "inference",
+          "leadership",
+          "sweeping",
+          "MLPerf",
+          "SemiAnalysis",
+          "InferenceMax",
+          "benchmarks",
+          "leveraging",
+          "extreme",
+          "design",
+          "approach",
+          "GPUs",
+          "CPUs",
+          "networking",
+          "security",
+          "software",
+          "power",
+          "delivery",
+          "cooling",
+          "architected",
+          "single",
+          "system",
+          "optimized",
+          "isolation",
+          "maximize",
+          "performance",
+          "watt",
+          "Introduced",
+          "Vera",
+          "Rubin",
+          "including",
+          "chips",
+          "racks",
+          "agentic",
+          "AI",
+          "designed",
+          "deliver",
+          "10x",
+          "Entered",
+          "exclusive",
+          "licensing",
+          "agreement",
+          "Groq",
+          "introduced",
+          "LPX",
+          "accelerator",
+          "meet",
+          "low",
+          "latency",
+          "large",
+          "context",
+          "demands",
+          "systems",
+          "Announced",
+          "expanding",
+          "partnerships",
+          "cultivate",
+          "ecosystem",
+          "growth",
+          "unlock",
+          "markets",
+          "accelerate",
+          "adoption",
+          "Anthropic",
+          "Meta",
+          "Nokia",
+          "OpenAI",
+          "Turbocharged",
+          "market",
+          "development",
+          "accelerating",
+          "release",
+          "cadence",
+          "open",
+          "models",
+          "Nemotron",
+          "Cosmos",
+          "physical",
+          "Alpamayo",
+          "autonomous",
+          "vehicles",
+          "key",
+          "milestones",
+          "billion",
+          "Fiscal",
+          "2026",
+          "revenue",
+          "DRIVE",
+          "powered",
+          "L4",
+          "ready",
+          "Mercedes",
+          "Benz",
+          "Uber",
+          "partnership",
+          "scale",
+          "world",
+          "largest",
+          "mobility",
+          "network",
+          "Advanced",
+          "quantum",
+          "computing",
+          "technologies",
+          "NVQLink",
+          "GPU",
+          "QPU",
+          "interconnect",
+          "ABCI",
+          "Quantum",
+          "research",
+          "supercomputer"
+        ],
+        "keywords": [
+          "NVIDIA",
+          "AI platform",
+          "Blackwell"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "ea554773-c927-54c0-a3cb-715a8f313e39",
+      "type": "image",
+      "content": "\n- Turbocharged AI market development with an accelerating release cadence of NVIDIA open models including Nemotron for agentic AI, Cosmos for physical AI, and Alpamayo for autonomous vehicles <details>0\n[images/image-30-Growth Over Time.jpg]\n",
+      "path": "images/image-30-Growth Over Time.jpg",
+      "metadata": {
+        "length": 237,
+        "summary": "image-30\n1-Year: 32%\n3-Year: 822%\n5-Year: 1,349%",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "images/image-30-Growth Over Time.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "c97f7b16-ce2a-55eb-bba9-75d1dce5efa7",
+      "type": "table",
+      "content": "<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th>Period</th>\n      <th>Value (%)</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>1-Year</td>\n      <td>32</td>\n    </tr>\n    <tr>\n      <td>3-Year</td>\n      <td>822</td>\n    </tr>\n    <tr>\n      <td>5-Year</td>\n      <td>1,349</td>\n    </tr>\n  </tbody>\n</table>",
+      "path": "tables/table-4 Returns by Period.html",
+      "metadata": {
+        "length": 361,
+        "summary": "table-5\nThe table shows investment returns over 1-year (32%), 3-year (822%), and 5-year (1,349%) periods.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-4 Returns by Period.html",
+        "keywords": [
+          "Returns",
+          "Period",
+          "Percentage"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "3ca7e906-a610-59ed-8ca4-3c297533187a",
+      "type": "image",
+      "content": "\n</details> <details>0\n[images/image-31-Financial Returns by Period.jpg]\n",
+      "path": "images/image-31-Financial Returns by Period.jpg",
+      "metadata": {
+        "length": 56,
+        "summary": "image-31\n- Chart Title: Dividends and Stock Repurchases\n- Categories (X-Axis): 1-Year, 3-Year, 5-Year\n- Legend: Purple = Dividends, Green = Stock Repurchases\n\nData Points:\n- 1-Year Period:\n  - Total Return: $41.4\n  - Stock Repurchases: $40.4\n  - Dividends: $1.0\n- 3-Year Period:\n  - Total Return: $86.3\n  - Stock Repurchases: $84.1\n  - Dividends: $2.2\n- 5-Year Period:\n  - Total Return: $97.2\n  - Stock Repurchases: $94.2\n  - Dividends: $3.0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "images/image-31-Financial Returns by Period.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "9d9e5c0e-c4c6-5233-b7b1-7abc0f650a57",
+      "type": "table",
+      "content": "<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th>Maturity</th>\n      <th>Dividends ($)</th>\n      <th>Stock Repurchases ($)</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>1-Year</td>\n      <td>0</td>\n      <td>40.4</td>\n    </tr>\n    <tr>\n      <td>3-Year</td>\n      <td>2.2</td>\n      <td>84.1</td>\n    </tr>\n    <tr>\n      <td>5-Year</td>\n      <td>3.0</td>\n      <td>94.2</td>\n    </tr>\n  </tbody>\n</table>",
+      "path": "tables/table-5 Dividend & Buyback.html",
+      "metadata": {
+        "length": 461,
+        "summary": "table-6\nThe table shows dividends and stock repurchases over 1, 3, and 5 years. Dividends increase from $0 to $3.0, while repurchases rise from $40.4 to $94.2.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-5 Dividend & Buyback.html",
+        "keywords": [
+          "Dividends",
+          "Stock Repurchases",
+          "Maturity"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "ef7676b7-6744-58ca-b8b5-c9abfadb51e7",
+      "type": "text",
+      "content": "Total Shareholder Return (TSR)\\*\n\n- Turbocharged AI market development with an accelerating release cadence of NVIDIA open models including Nemotron for agentic AI, Cosmos for physical AI, and Alpamayo for autonomous vehicles <details>0\n[images/image-30-Growth Over Time.jpg]\n\n<details>\n<summary>bar chart</summary>\n\n[tables/table-4 Returns by Period.html]\n\n</details>\n\\*Represents cumulative stock price appreciation with dividends reinvested and is measured for the applicable fiscal year periods based on the closing price (\\$187.67) of NVIDIA's common stock on January 23, 2026, the last trading day before the end of our Fiscal 2026, as reported by Nasdaq.\nReturn of Capital to Shareholders (in billions)\n\n</details> <details>0\n[images/image-31-Financial Returns by Period.jpg]\n\n<details>\n<summary>stacked bar chart</summary>\n\n[tables/table-5 Dividend & Buyback.html]\n\nThe chart displays a single bar for stock repurchases and a separate purple bar for dividends. Values are explicitly labeled on each segment: $41.4 for 1-Year, $86.3 for 3-Year, and $97.2 for 5-Year. The total value per segment is also displayed.\n</details>\nPlease see our Form 10-K for more financial information for Fiscal 2026.",
+      "path": "2026-Annual-Report-Web.pdf/BUSINESS OVERVIEW/Fiscal 2026 Shareholder Returns",
+      "metadata": {
+        "length": 1208,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Total",
+          "Shareholder",
+          "Return",
+          "TSR",
+          "Turbocharged",
+          "AI",
+          "market",
+          "development",
+          "accelerating",
+          "release",
+          "cadence",
+          "NVIDIA",
+          "open",
+          "models",
+          "including",
+          "Nemotron",
+          "agentic",
+          "Cosmos",
+          "physical",
+          "Alpamayo",
+          "autonomous",
+          "vehicles",
+          "details",
+          "summary",
+          "bar",
+          "chart",
+          "Represents",
+          "cumulative",
+          "stock",
+          "price",
+          "appreciation",
+          "dividends",
+          "reinvested",
+          "measured",
+          "applicable",
+          "fiscal",
+          "year",
+          "periods",
+          "based",
+          "closing",
+          "187.67",
+          "common",
+          "January",
+          "23",
+          "2026",
+          "trading",
+          "day",
+          "end",
+          "Fiscal",
+          "reported",
+          "Nasdaq",
+          "Capital",
+          "Shareholders",
+          "billions",
+          "stacked",
+          "The",
+          "displays",
+          "single",
+          "repurchases",
+          "separate",
+          "purple",
+          "Values",
+          "explicitly",
+          "labeled",
+          "segment",
+          "41.4",
+          "Year",
+          "86.3",
+          "97.2",
+          "total",
+          "displayed",
+          "Please",
+          "Form",
+          "10",
+          "financial",
+          "information"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "ea554773-c927-54c0-a3cb-715a8f313e39",
+            "relation": "embeds",
+            "ref": "[images/image-30-Growth Over Time.jpg]",
+            "position": {
+              "start": 237,
+              "end": 275
+            }
+          },
+          {
+            "target": "c97f7b16-ce2a-55eb-bba9-75d1dce5efa7",
+            "relation": "embeds",
+            "ref": "[tables/table-4 Returns by Period.html]",
+            "position": {
+              "start": 317,
+              "end": 356
+            }
+          },
+          {
+            "target": "3ca7e906-a610-59ed-8ca4-3c297533187a",
+            "relation": "embeds",
+            "ref": "[images/image-31-Financial Returns by Period.jpg]",
+            "position": {
+              "start": 733,
+              "end": 782
+            }
+          },
+          {
+            "target": "9d9e5c0e-c4c6-5233-b7b1-7abc0f650a57",
+            "relation": "embeds",
+            "ref": "[tables/table-5 Dividend & Buyback.html]",
+            "position": {
+              "start": 832,
+              "end": 872
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "0326129a-da62-560f-a0e9-258426926818",
+      "type": "text",
+      "content": "This summary highlights information contained elsewhere in the proxy statement. This summary does not contain all the information that you should consider, and you should read the entire proxy statement carefully before voting.\n2026 Annual Meeting of Stockholders\nDate and time: Wednesday, June 24, 2026 at 9:00 a.m. Pacific Time\nLocation: Virtually at www.virtualshareholdermeeting.com/NVDA2026\nRecord date: Stockholders as of April 27, 2026 are entitled to vote\nAdmission to meeting: You will need your Control Number to attend the 2026 Meeting",
+      "path": "2026-Annual-Report-Web.pdf/PROXY SUMMARY",
+      "metadata": {
+        "length": 546,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "This",
+          "summary",
+          "highlights",
+          "information",
+          "contained",
+          "proxy",
+          "statement",
+          "read",
+          "entire",
+          "carefully",
+          "voting",
+          "2026",
+          "Annual",
+          "Meeting",
+          "Stockholders",
+          "Date",
+          "time",
+          "Wednesday",
+          "June",
+          "24",
+          "00",
+          "Pacific",
+          "Time",
+          "Location",
+          "Virtually",
+          "www",
+          "virtualshareholdermeeting",
+          "NVDA2026",
+          "Record",
+          "date",
+          "April",
+          "27",
+          "entitled",
+          "vote",
+          "Admission",
+          "meeting",
+          "You",
+          "Control",
+          "Number",
+          "attend"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "e9b71c06-735a-5ada-b262-a09363a145a9",
+      "type": "table",
+      "content": "<table><tr><td colspan=\"2\">Matter</td><td>Page</td><td>Board Recommends</td><td>Vote Required for Approval</td><td>Effect of Abstentions</td><td>Effect of Broker Non-Votes</td></tr><tr><td colspan=\"7\">Management Proposals:</td></tr><tr><td>1</td><td>Election of Ten Directors</td><td>14</td><td>FOR each director nominee</td><td>More FOR than AGAINST votes</td><td>None</td><td>None</td></tr><tr><td>2</td><td>Advisory Approval of Our Executive Compensation</td><td>37</td><td>FOR</td><td>Majority of shares present, in person or represented by proxy, and entitled to vote on this matter</td><td>Against</td><td>None</td></tr><tr><td>3</td><td>Ratification of the Selection of PwC as Our Independent Registered Public Accounting Firm for Fiscal 2027</td><td>58</td><td>FOR</td><td>Majority of shares present, in person or represented by proxy, and entitled to vote on this matter</td><td>Against</td><td>N/A*</td></tr><tr><td colspan=\"7\">Stockholder Proposals:</td></tr><tr><td>4</td><td>Simple Majority Vote Standard</td><td>61</td><td>AGAINST</td><td>Majority of shares present, in person or represented by proxy, and entitled to vote on this matter</td><td>Against</td><td>None</td></tr><tr><td>5</td><td>Report on Faith-Based Community Resource Groups</td><td>63</td><td>AGAINST</td><td>Majority of shares present, in person or represented by proxy, and entitled to vote on this matter</td><td>Against</td><td>None</td></tr><tr><td>6</td><td>Report on Workforce Civil Liberties</td><td>65</td><td>AGAINST</td><td>Majority of shares present, in person or represented by proxy, and entitled to vote on this matter</td><td>Against</td><td>None</td></tr><tr><td>7</td><td>Greenhouse Gas Emissions Disclosure</td><td>67</td><td>AGAINST</td><td>Majority of shares present, in person or represented by proxy, and entitled to vote on this matter</td><td>Against</td><td>None</td></tr></table>",
+      "path": "tables/table-6 Proxy Voting Items.html",
+      "metadata": {
+        "length": 1888,
+        "summary": "table-7\nThe table lists 7 proposals for a shareholder vote, including director elections, executive compensation, auditor ratification, and stockholder proposals, with board recommendations and voting requirements.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-6 Proxy Voting Items.html",
+        "keywords": [
+          "Proposals",
+          "Voting",
+          "Board"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "ffc5a168-5109-5823-aa02-ccb6328d5547",
+      "type": "text",
+      "content": "A summary of the 2026 Meeting proposals is below. Every stockholder's vote is important. Our Board urges you to vote your shares FOR each of the nominees listed in Proposal 1, FOR Proposals 2 and 3, and AGAINST Proposals 4, 5, 6, and 7.\n\n[tables/table-6 Proxy Voting Items.html]\n\n\\* Because this is a routine proposal, there are no broker non-votes.",
+      "path": "2026-Annual-Report-Web.pdf/PROXY SUMMARY/Voting Matters and Board Recommendations",
+      "metadata": {
+        "length": 411,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "summary",
+          "2026",
+          "Meeting",
+          "proposals",
+          "Every",
+          "stockholder",
+          "vote",
+          "important",
+          "Our",
+          "Board",
+          "urges",
+          "shares",
+          "FOR",
+          "nominees",
+          "listed",
+          "Proposal",
+          "Proposals",
+          "AGAINST",
+          "Because",
+          "routine",
+          "proposal",
+          "broker",
+          "votes"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "e9b71c06-735a-5ada-b262-a09363a145a9",
+            "relation": "embeds",
+            "ref": "[tables/table-6 Proxy Voting Items.html]",
+            "position": {
+              "start": 238,
+              "end": 278
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "c97a9561-8496-5564-a21c-1f109574decc",
+      "type": "table",
+      "content": "<table><tr><td>Name</td><td>Age</td><td>Director Since</td><td>Independent</td><td>Financial Expert (1)</td><td>Committee Membership</td><td>Number of Other Public Company Boards</td></tr><tr><td>Tench Coxe</td><td>68</td><td>1993</td><td>√</td><td></td><td>AC, CC</td><td></td></tr><tr><td>John O. Dabiri</td><td>46</td><td>2020</td><td>√</td><td></td><td>CC, NCGC</td><td></td></tr><tr><td>Jen-Hsun Huang</td><td>63</td><td>1993</td><td></td><td></td><td></td><td></td></tr><tr><td>Dawn Hudson</td><td>68</td><td>2013</td><td>√</td><td>√</td><td>CC Chairperson</td><td></td></tr><tr><td>Harvey C. Jones</td><td>73</td><td>1993</td><td>√</td><td>√</td><td>AC, NCGC</td><td></td></tr><tr><td>Melissa B. Lora</td><td>63</td><td>2023</td><td>√</td><td>√</td><td>AC, NCGC</td><td>1</td></tr><tr><td>Stephen C. Neal(Lead Director)</td><td>77</td><td>2019</td><td>√</td><td></td><td>NCGC Chairperson</td><td></td></tr><tr><td>A. Brooke Seawell</td><td>78</td><td>1997</td><td>√</td><td>√</td><td>AC Chairperson</td><td>1</td></tr><tr><td>Aarti Shah</td><td>61</td><td>2020</td><td>√</td><td></td><td>AC, CC</td><td>1</td></tr><tr><td>Mark A. Stevens</td><td>66</td><td>2008 (2)</td><td>√</td><td></td><td>CC, NCGC</td><td></td></tr></table>",
+      "path": "tables/table-7 Board of Directors.html",
+      "metadata": {
+        "length": 1235,
+        "summary": "table-8\nThe table lists 10 board members of a company, including their age, director start year, independence status, financial expertise, committee roles, and other board memberships.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-7 Board of Directors.html",
+        "keywords": [
+          "Directors",
+          "Committees",
+          "Tenure"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "c3058156-0633-5f1c-93d9-c992f60af7c2",
+      "type": "text",
+      "content": "The following table provides summary information about each director nominee:\n\n[tables/table-7 Board of Directors.html]\n\n(1) Qualified as an AC financial expert.\n(2) Previously served as a member of our Board from 1993 until 2006.\nThe Board recommends that you vote FOR each director nominee.",
+      "path": "2026-Annual-Report-Web.pdf/PROXY SUMMARY/Election of Directors (Proposal 1)",
+      "metadata": {
+        "length": 354,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "The",
+          "table",
+          "summary",
+          "information",
+          "director",
+          "nominee",
+          "Qualified",
+          "AC",
+          "financial",
+          "expert",
+          "Previously",
+          "served",
+          "member",
+          "Board",
+          "1993",
+          "2006",
+          "recommends",
+          "vote",
+          "FOR"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "c97a9561-8496-5564-a21c-1f109574decc",
+            "relation": "embeds",
+            "ref": "[tables/table-7 Board of Directors.html]",
+            "position": {
+              "start": 79,
+              "end": 119
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "b3ba5747-c0f7-52e1-a256-01284857aef9",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"2\"></td><td>Senior Leadership &amp; Operations Experience</td><td>Industry &amp; Technical</td><td>Financial / Financial Community</td><td>Governance &amp; Public Company Board</td><td>Emerging Technologies &amp; Business Models</td><td>Marketing, Communications &amp; Brand Management</td><td>Regulatory, Legal &amp; Risk Management</td><td>Human Capital Management Experience</td></tr><tr><td><img src=\"images/cac6ffee41c16ab861b2d95f423bb3cd8f1dcac17151443c72a322fb32917a9a.jpg\"/></td><td><img src=\"images/ebacaa48c1cd0cc0836cc49f5d9894c60beb143845ffbdc3f327a64b315dea2f.jpg\"/></td><td><img src=\"images/8d0df654677b7e40959b995e0cda0a09acafaa1787afd2d6c040e9584adce574.jpg\"/></td><td><img src=\"images/15cd51fb55fea955ea909287decc5b387894a77f6b93ecf55e1589a4447b436e.jpg\"/></td><td><img src=\"images/e71b799979f5624830f6a93486cd9fa5b81bb5d37158f08d81aee0d94d2034c0.jpg\"/></td><td><img src=\"images/d4d1f4f1e4a5a09c088b337717d0d417014293da7d8701e330085d6db7567a9e.jpg\"/></td><td><img src=\"images/d42e0ff0fdba02a2e44121db6ee66c26f536402a92ee632b4a7e31dadcc2c513.jpg\"/></td><td><img src=\"images/be39594199efc4f8860742898b41f4bbd81c04e9a88f58a1e566dfdb88e4d6c1.jpg\"/></td></tr><tr><td>Coxe</td><td></td><td></td><td>✓</td><td>✓</td><td>✓</td><td></td><td></td><td>✓</td></tr><tr><td>Dabiri</td><td></td><td>✓</td><td></td><td></td><td>✓</td><td></td><td></td><td></td></tr><tr><td>Huang</td><td>✓</td><td>✓</td><td>✓</td><td>✓</td><td>✓</td><td>✓</td><td>✓</td><td>✓</td></tr><tr><td>Hudson</td><td>✓</td><td></td><td>✓</td><td>✓</td><td></td><td>✓</td><td></td><td>✓</td></tr><tr><td>Jones</td><td>✓</td><td>✓</td><td>✓</td><td>✓</td><td>✓</td><td>✓</td><td></td><td>✓</td></tr><tr><td>Lora</td><td>✓</td><td></td><td>✓</td><td>✓</td><td>✓</td><td>✓</td><td></td><td>✓</td></tr><tr><td>Neal</td><td>✓</td><td></td><td></td><td>✓</td><td></td><td>✓</td><td>✓</td><td>✓</td></tr><tr><td>Seawell</td><td>✓</td><td></td><td>✓</td><td>✓</td><td>✓</td><td></td><td>✓</td><td>✓</td></tr><tr><td>Shah</td><td>✓</td><td>✓</td><td></td><td>✓</td><td>✓</td><td>✓</td><td>✓</td><td>✓</td></tr><tr><td>Stevens</td><td></td><td>✓</td><td>✓</td><td>✓</td><td>✓</td><td></td><td></td><td></td></tr></table>",
+      "path": "tables/table-8 Board Skills Matrix.html",
+      "metadata": {
+        "length": 2210,
+        "summary": "table-9\nA table showing board members' expertise across eight categories including leadership, industry, finance, governance, emerging tech, marketing, regulatory, and human capital.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-8 Board Skills Matrix.html",
+        "keywords": [
+          "Board",
+          "Skills",
+          "Matrix"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "1d3a1057-62a1-579e-80a4-79a3cf3d7241",
+      "type": "text",
+      "content": "Our director nominees reflect a broad range of competencies, professional experience, and backgrounds, and contribute diverse viewpoints and perspectives to our Board. The Board seeks to balance the benefits of continuity and institutional knowledge of our longer-serving directors with the introduction of new perspectives and ideas through the appointment of new directors. In furtherance of this approach, one-third of our independent directors have joined the Board since 2020. The Board, through the NCGC, actively oversees Board composition to maintain an appropriate mix of skills, experience, and perspectives aligned with the Company's strategy and evolving business needs. As a part of this process, the Board also periodically refreshes committee membership and chairpersons to promote a variety of viewpoints and broaden director engagement across key areas of oversight on the Board committees.\nOn May 7, 2026, the Board approved an increase in the size of the Board from ten to eleven directors and appointed Suzanne Nora Johnson to fill the newly created directorship, in each case effective July 13, 2026. Ms. Nora Johnson will join the Board effective July 13, 2026, due to a prior professional commitment. She is expected to join the AC on the effective date of her appointment.\nNominee Skills, Competencies, and Attributes\nBelow are the skills, competencies, and attributes that our NCGC and Board consider important for our directors to have, considering our current business and future market opportunities, and the director nominees who possess them:\n\n[tables/table-8 Board Skills Matrix.html]",
+      "path": "2026-Annual-Report-Web.pdf/PROXY SUMMARY/Election of Directors (Proposal 1)/Recent Refreshment and Nominee Qualifications",
+      "metadata": {
+        "length": 1675,
+        "summary": "The text describes the Board's approach to composition, emphasizing a balance of continuity and new perspectives, with one-third of independent directors joining since 2020. It notes the appointment of Suzanne Nora Johnson to the Board effective July 13, 2026, and her expected committee assignment. The NCGC oversees skills and attributes alignment with company strategy.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Our",
+          "director",
+          "nominees",
+          "reflect",
+          "broad",
+          "range",
+          "competencies",
+          "professional",
+          "experience",
+          "backgrounds",
+          "contribute",
+          "diverse",
+          "viewpoints",
+          "perspectives",
+          "Board",
+          "The",
+          "seeks",
+          "balance",
+          "benefits",
+          "continuity",
+          "institutional",
+          "knowledge",
+          "longer",
+          "serving",
+          "directors",
+          "introduction",
+          "ideas",
+          "appointment",
+          "In",
+          "furtherance",
+          "approach",
+          "independent",
+          "joined",
+          "2020",
+          "NCGC",
+          "actively",
+          "oversees",
+          "composition",
+          "maintain",
+          "mix",
+          "skills",
+          "aligned",
+          "Company",
+          "strategy",
+          "evolving",
+          "business",
+          "As",
+          "part",
+          "process",
+          "periodically",
+          "refreshes",
+          "committee",
+          "membership",
+          "chairpersons",
+          "promote",
+          "variety",
+          "broaden",
+          "engagement",
+          "key",
+          "areas",
+          "oversight",
+          "committees",
+          "On",
+          "May",
+          "2026",
+          "approved",
+          "increase",
+          "size",
+          "ten",
+          "eleven",
+          "appointed",
+          "Suzanne",
+          "Nora",
+          "Johnson",
+          "fill",
+          "newly",
+          "created",
+          "directorship",
+          "case",
+          "effective",
+          "July",
+          "13",
+          "Ms",
+          "join",
+          "due",
+          "prior",
+          "commitment",
+          "She",
+          "expected",
+          "AC",
+          "date",
+          "Nominee",
+          "Skills",
+          "Competencies",
+          "Attributes",
+          "Below",
+          "attributes",
+          "important",
+          "current",
+          "future",
+          "market",
+          "opportunities",
+          "possess"
+        ],
+        "keywords": [
+          "Board refreshment",
+          "Director skills",
+          "Governance"
+        ],
+        "connect_to": [
+          {
+            "target": "b3ba5747-c0f7-52e1-a256-01284857aef9",
+            "relation": "embeds",
+            "ref": "[tables/table-8 Board Skills Matrix.html]",
+            "position": {
+              "start": 1574,
+              "end": 1615
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "16ee725d-7348-5a9f-93b6-6bffeb5ce87d",
+      "type": "text",
+      "content": "Our Board is committed to strong corporate governance to promote the long-term interests of the Company and our stockholders. We seek a collaborative approach to stockholder issues that affect our business and to ensure that our stockholders see our governance and executive pay practices as well-structured. In Fall 2025, we contacted our top institutional stockholders, representing an aggregate ownership of 34% of our shares, to gain insights into their views on our corporate governance, compensation and corporate sustainability practices. Highlights of our corporate governance practices include:\n√ All directors independent, except for our CEO\n√ Independent Lead Director\n√ Proxy access\n√ Declassified Board\n√ Majority voting for directors\n√ Active Board oversight of risk management\n√ Stockholders can call a special meeting\n√ 75% or greater attendance by each director at meetings of the Board and applicable committees\n√ Independent directors frequently meet in executive sessions\n√ At least annual Board and committee self-assessments\n√ Annual stockholder outreach, including Lead Director participation\n√ Stock ownership guidelines for our directors and NEOs",
+      "path": "2026-Annual-Report-Web.pdf/PROXY SUMMARY/Election of Directors (Proposal 1)/Corporate Governance Highlights",
+      "metadata": {
+        "length": 1171,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Our",
+          "Board",
+          "committed",
+          "strong",
+          "corporate",
+          "governance",
+          "promote",
+          "long",
+          "term",
+          "interests",
+          "Company",
+          "stockholders",
+          "We",
+          "seek",
+          "collaborative",
+          "approach",
+          "stockholder",
+          "issues",
+          "affect",
+          "business",
+          "ensure",
+          "executive",
+          "pay",
+          "practices",
+          "structured",
+          "In",
+          "Fall",
+          "2025",
+          "contacted",
+          "top",
+          "institutional",
+          "representing",
+          "aggregate",
+          "ownership",
+          "34%",
+          "shares",
+          "gain",
+          "insights",
+          "views",
+          "compensation",
+          "sustainability",
+          "Highlights",
+          "include",
+          "All",
+          "directors",
+          "independent",
+          "CEO",
+          "Independent",
+          "Lead",
+          "Director",
+          "Proxy",
+          "access",
+          "Declassified",
+          "Majority",
+          "voting",
+          "Active",
+          "oversight",
+          "risk",
+          "management",
+          "Stockholders",
+          "call",
+          "special",
+          "meeting",
+          "75%",
+          "greater",
+          "attendance",
+          "director",
+          "meetings",
+          "applicable",
+          "committees",
+          "frequently",
+          "meet",
+          "sessions",
+          "At",
+          "annual",
+          "committee",
+          "assessments",
+          "Annual",
+          "outreach",
+          "including",
+          "participation",
+          "Stock",
+          "guidelines",
+          "NEOs"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "3d02077d-5d69-583c-8b12-3979311aef95",
+      "type": "text",
+      "content": "We are asking our stockholders to cast a non-binding vote, also known as “say-on-pay,” to approve our NEOs’ compensation. The Board believes that our compensation policies and practices are effective in achieving our goals of paying for performance, providing competitive pay so that we may attract and retain a high-caliber executive team, aligning our executives’ interests with those of our stockholders to create long-term value, and achieving simplicity and transparency with our compensation program. The Board and our stockholders have approved holding our “say-on-pay” votes annually. The Board recommends that you vote FOR Proposal 2.",
+      "path": "2026-Annual-Report-Web.pdf/PROXY SUMMARY/Advisory Approval of Executive Compensation for Fiscal 2026 (Proposal 2)",
+      "metadata": {
+        "length": 643,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "We",
+          "stockholders",
+          "cast",
+          "binding",
+          "vote",
+          "pay",
+          "approve",
+          "NEOs",
+          "compensation",
+          "The",
+          "Board",
+          "believes",
+          "policies",
+          "practices",
+          "effective",
+          "achieving",
+          "goals",
+          "paying",
+          "performance",
+          "providing",
+          "competitive",
+          "attract",
+          "retain",
+          "high",
+          "caliber",
+          "executive",
+          "team",
+          "aligning",
+          "executives",
+          "interests",
+          "create",
+          "long",
+          "term",
+          "simplicity",
+          "transparency",
+          "program",
+          "approved",
+          "holding",
+          "votes",
+          "annually",
+          "recommends",
+          "FOR",
+          "Proposal"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "42e15964-8518-5d56-bb53-07e534b3c1b3",
+      "type": "text",
+      "content": "Our executive compensation program is designed to reward performance. We use compensation elements that align our NEOs' interests with those of stockholders to drive long-term value. Our NEOs' compensation is heavily weighted toward performance-based, \"at-risk\" variable cash and long-term equity awards, which are earned only if the Company achieves pre-established financial metrics, with caps on maximum payouts. In recent years, over 90% of our CEO's and over 45% of our other NEOs' total target pay have been performance-based and at-risk. Additionally, 100% of our CEO's equity awards have been granted solely as PSUs.\nFor Fiscal 2026, the CC kept NEO cash compensation constant as compared to Fiscal 2025, but increased target equity opportunities for all NEOs to recognize the complexity and scope of their roles and responsibilities. The CC also set Fiscal 2026 target equity opportunities at levels that aligned total target pay for all NEOs other than our CEO to reflect their comparable, significant contributions and impact on corporate performance. To motivate executives, the CC set the Base Compensation Plan revenue goal for the Fiscal 2026 Variable Cash Plan in line with our record Fiscal 2025 results and the Base Compensation Plan Non-GAAP Operating Income goal for SY PSUs granted in Fiscal 2026 in line with our corresponding Fiscal 2025 Stretch Compensation Plan goal.",
+      "path": "2026-Annual-Report-Web.pdf/PROXY SUMMARY/Advisory Approval of Executive Compensation for Fiscal 2026 (Proposal 2)/Executive Compensation Highlights",
+      "metadata": {
+        "length": 1392,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Our",
+          "executive",
+          "compensation",
+          "program",
+          "designed",
+          "reward",
+          "performance",
+          "We",
+          "elements",
+          "align",
+          "NEOs",
+          "interests",
+          "stockholders",
+          "drive",
+          "long",
+          "term",
+          "heavily",
+          "weighted",
+          "based",
+          "risk",
+          "variable",
+          "cash",
+          "equity",
+          "awards",
+          "earned",
+          "Company",
+          "achieves",
+          "pre",
+          "established",
+          "financial",
+          "metrics",
+          "caps",
+          "maximum",
+          "payouts",
+          "In",
+          "recent",
+          "years",
+          "90%",
+          "CEO",
+          "45%",
+          "total",
+          "target",
+          "pay",
+          "Additionally",
+          "100%",
+          "granted",
+          "solely",
+          "PSUs",
+          "For",
+          "Fiscal",
+          "2026",
+          "CC",
+          "NEO",
+          "constant",
+          "compared",
+          "2025",
+          "increased",
+          "opportunities",
+          "recognize",
+          "complexity",
+          "scope",
+          "roles",
+          "responsibilities",
+          "The",
+          "set",
+          "levels",
+          "aligned",
+          "reflect",
+          "comparable",
+          "significant",
+          "contributions",
+          "impact",
+          "corporate",
+          "To",
+          "motivate",
+          "executives",
+          "Base",
+          "Compensation",
+          "Plan",
+          "revenue",
+          "goal",
+          "Variable",
+          "Cash",
+          "line",
+          "record",
+          "results",
+          "Non",
+          "GAAP",
+          "Operating",
+          "Income",
+          "SY",
+          "Stretch"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "ddded897-59b4-55e7-8be6-65923a97881e",
+      "type": "table",
+      "content": "<table><tr><td colspan=\"7\">PERFORMANCE GOALS</td></tr><tr><td rowspan=\"2\"></td><td colspan=\"2\">Variable Cash Plan</td><td colspan=\"2\">SY PSUs</td><td colspan=\"2\">MY PSUs</td></tr><tr><td>Fiscal 2026 Revenue</td><td>Payout as a % of Target Opportunity</td><td>Fiscal 2026 Non-GAAP Operating Income (1)</td><td>Shares Eligible to Vest as a % of Target Opportunity</td><td>Fiscal 2024 to 2026 3-Year Relative TSR</td><td>Shares Eligible to Vest as a % of Target Opportunity</td></tr><tr><td>Threshold</td><td>$100.0 billion</td><td>50%</td><td>$46.0 billion</td><td>50%</td><td>25th percentile</td><td>25%</td></tr><tr><td>Base Compensation Plan</td><td>$130.0 billion</td><td>100%</td><td>$71.0 billion</td><td>100%</td><td>50th percentile</td><td>100%</td></tr><tr><td>Stretch Compensation Plan</td><td>$160.0 billion (2)</td><td>200%</td><td>$96.0 billion (2)</td><td>CEO 150%Other NEOs 200%</td><td>75th percentile</td><td>CEO 150%Other NEOs 200%</td></tr></table>",
+      "path": "tables/table-9 Performance Goals.html",
+      "metadata": {
+        "length": 965,
+        "summary": "table-10\nThe table outlines performance goals for Variable Cash Plan, SY PSUs, and MY PSUs with thresholds, base, and stretch targets for Fiscal 2026 Revenue, Non-GAAP Operating Income, and 3-Year Relative TSR.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-9 Performance Goals.html",
+        "keywords": [
+          "Performance Goals",
+          "Variable Cash",
+          "PSUs"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "1699db01-aec5-50a5-85fb-57568480c5da",
+      "type": "table",
+      "content": "<table><tr><td colspan=\"4\">PERFORMANCE ACHIEVEMENT AND PAYOUTS</td></tr><tr><td></td><td>Variable Cash Plan</td><td>SY PSUs</td><td>MY PSUs</td></tr><tr><td>Performance Achievement for Period Ended Fiscal 2026 (3)</td><td>$215.9 billion revenue</td><td>$137.3 billion Non-GAAP Operating Income (1)</td><td>100th percentile 3-year TSR relative to S&amp;P 500 (1,055%)</td></tr><tr><td>Payout as % of Target Opportunity</td><td>200%</td><td>CEO 150% Other NEOs 200%</td><td>CEO 150% Other NEOs 200%</td></tr></table>",
+      "path": "tables/table-10 Performance Payouts.html",
+      "metadata": {
+        "length": 514,
+        "summary": "table-11\nTable shows performance achievement for Fiscal 2026: $215.9B revenue, $137.3B Non-GAAP Operating Income, 100th percentile TSR. Payouts range from 150% to 200% of target.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-10 Performance Payouts.html",
+        "keywords": [
+          "Performance",
+          "Payouts",
+          "PSUs"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "d84c65cb-b726-5faa-8681-511b273630e2",
+      "type": "text",
+      "content": "As described in CD&A, a significant portion of our executive pay opportunities are tied to the achievement of financial measures that drive business value and contribute to our long-term success. The tables below show our goals for the applicable periods that were completed at the end of Fiscal 2026, performance achievement against the goals, and their impacts on our executives' pay.\n\n[tables/table-9 Performance Goals.html]\n\n\n[tables/table-10 Performance Payouts.html]\n\n(1) See Reconciliation of Non-GAAP Financial Measures in CD&A for a reconciliation between the non-GAAP financial measures and GAAP results.\n(2) Our original Fiscal 2026 Stretch Compensation Plan revenue goal of \\$190.0 billion was automatically adjusted to \\$160.0 billion, and our original Fiscal 2026 Stretch Compensation Plan Non-GAAP Operating Income goal of \\$120.0 billion was automatically adjusted to \\$96.0 billion, due to the imposition of additional export controls on the Company's H2O products during the first half of Fiscal 2026. See Fiscal 2026 Compensation Actions and Achievements—Performance Metrics and Goals for Executive Compensation in CD&A for further discussion of these adjustments.\n(3) See Performance Metrics and Goals for Executive Compensation in CD&A for a description and further discussion of revenue, Non-GAAP Operating Income, and 3-year relative TSR.\nRatification of Selection of PwC as our Independent Registered Public Accounting Firm for Fiscal 2027 (Proposal 3)\nWhile not required, we are asking our stockholders to ratify the AC's selection of PwC as our independent registered public accounting firm for Fiscal 2027, as we believe it is a matter of good corporate practice. If our stockholders do not ratify the selection, the AC will reconsider the appointment, but may nevertheless retain PwC. Even if the selection is ratified, the AC may select a different independent registered public accounting firm at any time if it determines that such a change would be in the best interests of NVIDIA and our stockholders. The Board recommends that you vote FOR Proposal 3.",
+      "path": "2026-Annual-Report-Web.pdf/PROXY SUMMARY/Advisory Approval of Executive Compensation for Fiscal 2026 (Proposal 2)/Financial Performance and Link to Executive Pay",
+      "metadata": {
+        "length": 2090,
+        "summary": "The passage discusses executive pay opportunities tied to financial measures driving business value. It references tables showing goals for Fiscal 2026, performance achievement, and impacts on pay. Adjustments to revenue and Non-GAAP Operating Income goals due to export controls are noted. The text also covers a proposal to ratify PwC as independent auditor for Fiscal 2027.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "As",
+          "CD",
+          "significant",
+          "portion",
+          "executive",
+          "pay",
+          "opportunities",
+          "tied",
+          "achievement",
+          "financial",
+          "measures",
+          "drive",
+          "business",
+          "contribute",
+          "long",
+          "term",
+          "success",
+          "The",
+          "tables",
+          "show",
+          "goals",
+          "applicable",
+          "periods",
+          "completed",
+          "end",
+          "Fiscal",
+          "2026",
+          "performance",
+          "impacts",
+          "executives",
+          "See",
+          "Reconciliation",
+          "Non",
+          "GAAP",
+          "Financial",
+          "Measures",
+          "reconciliation",
+          "results",
+          "Our",
+          "original",
+          "Stretch",
+          "Compensation",
+          "Plan",
+          "revenue",
+          "goal",
+          "190.0",
+          "billion",
+          "automatically",
+          "adjusted",
+          "160.0",
+          "Operating",
+          "Income",
+          "120.0",
+          "96.0",
+          "due",
+          "imposition",
+          "additional",
+          "export",
+          "controls",
+          "Company",
+          "H2O",
+          "products",
+          "half",
+          "Actions",
+          "Achievements",
+          "Performance",
+          "Metrics",
+          "Goals",
+          "Executive",
+          "discussion",
+          "adjustments",
+          "description",
+          "year",
+          "relative",
+          "TSR",
+          "Ratification",
+          "Selection",
+          "PwC",
+          "Independent",
+          "Registered",
+          "Public",
+          "Accounting",
+          "Firm",
+          "2027",
+          "Proposal",
+          "While",
+          "required",
+          "stockholders",
+          "ratify",
+          "AC",
+          "selection",
+          "independent",
+          "registered",
+          "public",
+          "accounting",
+          "firm",
+          "matter",
+          "good",
+          "corporate",
+          "practice",
+          "If",
+          "reconsider",
+          "appointment",
+          "retain",
+          "Even",
+          "ratified",
+          "select",
+          "time",
+          "determines",
+          "change",
+          "interests",
+          "NVIDIA",
+          "Board",
+          "recommends",
+          "vote",
+          "FOR"
+        ],
+        "keywords": [
+          "executive compensation",
+          "performance goals",
+          "financial measures"
+        ],
+        "connect_to": [
+          {
+            "target": "ddded897-59b4-55e7-8be6-65923a97881e",
+            "relation": "embeds",
+            "ref": "[tables/table-9 Performance Goals.html]",
+            "position": {
+              "start": 388,
+              "end": 427
+            }
+          },
+          {
+            "target": "1699db01-aec5-50a5-85fb-57568480c5da",
+            "relation": "embeds",
+            "ref": "[tables/table-10 Performance Payouts.html]",
+            "position": {
+              "start": 430,
+              "end": 472
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "4bdc6ee8-da6c-524c-a98b-1ad2f85d57e2",
+      "type": "text",
+      "content": "A stockholder is asking our Board to take steps to replace the supermajority voting provisions in our Charter and Bylaws with a simple majority standard. The proposal is advisory only and approval of the proposal would not, by itself, implement a simple majority voting standard. At our 2025 Meeting, the Board proposed and recommended that stockholders approve an amendment and restatement of our Charter to eliminate the remaining supermajority voting provisions, which did not pass. The Board recommends that you vote AGAINST Proposal 4.",
+      "path": "2026-Annual-Report-Web.pdf/PROXY SUMMARY/Stockholder Proposal 4",
+      "metadata": {
+        "length": 540,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "stockholder",
+          "Board",
+          "steps",
+          "replace",
+          "supermajority",
+          "voting",
+          "provisions",
+          "Charter",
+          "Bylaws",
+          "simple",
+          "majority",
+          "standard",
+          "The",
+          "proposal",
+          "advisory",
+          "approval",
+          "implement",
+          "At",
+          "2025",
+          "Meeting",
+          "proposed",
+          "recommended",
+          "stockholders",
+          "approve",
+          "amendment",
+          "restatement",
+          "eliminate",
+          "remaining",
+          "pass",
+          "recommends",
+          "vote",
+          "AGAINST",
+          "Proposal"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "2a2412d9-172e-5242-881e-24352cbb4cfb",
+      "type": "text",
+      "content": "A stockholder is asking our Board to evaluate and report on faith-based community resource groups. NVIDIA is committed to ensuring that our employees are protected and supported through enterprise-wide policies, practices, and reporting mechanisms. Our Board believes that our existing policies, practices, and feedback mechanisms already address the issues raised in Proposal 5. The Board recommends that you vote AGAINST Proposal 5.",
+      "path": "2026-Annual-Report-Web.pdf/PROXY SUMMARY/Stockholder Proposal 5",
+      "metadata": {
+        "length": 434,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "stockholder",
+          "Board",
+          "evaluate",
+          "report",
+          "faith",
+          "based",
+          "community",
+          "resource",
+          "groups",
+          "NVIDIA",
+          "committed",
+          "ensuring",
+          "employees",
+          "protected",
+          "supported",
+          "enterprise",
+          "wide",
+          "policies",
+          "practices",
+          "reporting",
+          "mechanisms",
+          "Our",
+          "believes",
+          "existing",
+          "feedback",
+          "address",
+          "issues",
+          "raised",
+          "Proposal",
+          "The",
+          "recommends",
+          "vote",
+          "AGAINST"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "0404129d-38cd-5b02-8c8c-447998e26be2",
+      "type": "text",
+      "content": "A stockholder is asking our Board to evaluate and report on civil rights and non-discrimination related to DEI. NVIDIA complies with applicable law and is committed to equal employment opportunity requirements. In addition, the Board maintains strong oversight and compliance mechanisms to ensure these policies and practices are effectively implemented. Our Board believes these oversight structures provide sufficient and comprehensive governance and accountability for the policies and practices addressed by Proposal 6. The Board recommends that you vote AGAINST Proposal 6.",
+      "path": "2026-Annual-Report-Web.pdf/PROXY SUMMARY/Stockholder Proposal 6",
+      "metadata": {
+        "length": 578,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "stockholder",
+          "Board",
+          "evaluate",
+          "report",
+          "civil",
+          "rights",
+          "discrimination",
+          "related",
+          "DEI",
+          "NVIDIA",
+          "complies",
+          "applicable",
+          "law",
+          "committed",
+          "equal",
+          "employment",
+          "opportunity",
+          "requirements",
+          "In",
+          "addition",
+          "maintains",
+          "strong",
+          "oversight",
+          "compliance",
+          "mechanisms",
+          "ensure",
+          "policies",
+          "practices",
+          "effectively",
+          "implemented",
+          "Our",
+          "believes",
+          "structures",
+          "provide",
+          "sufficient",
+          "comprehensive",
+          "governance",
+          "accountability",
+          "addressed",
+          "Proposal",
+          "The",
+          "recommends",
+          "vote",
+          "AGAINST"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "b19f6723-a820-5b1a-8cb5-51d293df11eb",
+      "type": "text",
+      "content": "A stockholder is asking our Board to report and disclose GHG emissions from the use of the Company's sold products. Our Board believes Proposal 7 is unnecessary given NVIDIA's history of robust climate reporting and targets, and our future disclosure plans. The Board believes NVIDIA's management is best positioned to make decisions regarding the specific content and methodology of our climate disclosures. The Board recommends that you vote AGAINST Proposal 7.",
+      "path": "2026-Annual-Report-Web.pdf/PROXY SUMMARY/Stockholder Proposal 7",
+      "metadata": {
+        "length": 463,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "stockholder",
+          "Board",
+          "report",
+          "disclose",
+          "GHG",
+          "emissions",
+          "Company",
+          "sold",
+          "products",
+          "Our",
+          "believes",
+          "Proposal",
+          "unnecessary",
+          "NVIDIA",
+          "history",
+          "robust",
+          "climate",
+          "reporting",
+          "targets",
+          "future",
+          "disclosure",
+          "plans",
+          "The",
+          "management",
+          "positioned",
+          "make",
+          "decisions",
+          "specific",
+          "content",
+          "methodology",
+          "disclosures",
+          "recommends",
+          "vote",
+          "AGAINST"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "0a8d89a5-6c73-5f05-9d87-10f5ea5898a5",
+      "type": "text",
+      "content": "ROBERT K. BURGESS\nThe Board of Directors and the entire NVIDIA family mourn the passing of Robert K. Burgess, who served as a valued member of our Board from 2011 to 2025.\nOver his 14 years of dedicated service, Rob provided exceptional leadership and unwavering commitment to the Company and its stockholders, offering invaluable guidance throughout a period of significant growth. Beyond his many professional contributions, Rob was admired for his warmth, candor, and sense of humor. He will be deeply missed.\nPROXY STATEMENT FOR THE 2026 ANNUAL MEETING OF STOCKHOLDERS - JUNE 24, 2026",
+      "path": "2026-Annual-Report-Web.pdf/IN MEMORIAM ROBERT K. BURGESS",
+      "metadata": {
+        "length": 588,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "ROBERT",
+          "BURGESS",
+          "The",
+          "Board",
+          "Directors",
+          "entire",
+          "NVIDIA",
+          "family",
+          "mourn",
+          "passing",
+          "Robert",
+          "Burgess",
+          "served",
+          "valued",
+          "member",
+          "2011",
+          "2025",
+          "Over",
+          "14",
+          "years",
+          "dedicated",
+          "service",
+          "Rob",
+          "provided",
+          "exceptional",
+          "leadership",
+          "unwavering",
+          "commitment",
+          "Company",
+          "stockholders",
+          "offering",
+          "invaluable",
+          "guidance",
+          "period",
+          "significant",
+          "growth",
+          "Beyond",
+          "professional",
+          "contributions",
+          "admired",
+          "warmth",
+          "candor",
+          "sense",
+          "humor",
+          "He",
+          "deeply",
+          "missed",
+          "PROXY",
+          "STATEMENT",
+          "FOR",
+          "THE",
+          "2026",
+          "ANNUAL",
+          "MEETING",
+          "OF",
+          "STOCKHOLDERS",
+          "JUNE",
+          "24"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "d9da096c-e1fa-59ce-85d0-e7644766ace5",
+      "type": "text",
+      "content": "Your proxy is being solicited on behalf of the Board for use at the 2026 Meeting. Our 2026 Meeting will take place virtually on Wednesday, June 24, 2026 at 9:00 a.m. Pacific Time.",
+      "path": "2026-Annual-Report-Web.pdf/Information About the 2026 Meeting",
+      "metadata": {
+        "length": 179,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Your",
+          "proxy",
+          "solicited",
+          "behalf",
+          "Board",
+          "2026",
+          "Meeting",
+          "Our",
+          "place",
+          "virtually",
+          "Wednesday",
+          "June",
+          "24",
+          "00",
+          "Pacific",
+          "Time"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "8987afed-952d-5f25-accb-1cade69300fd",
+      "type": "text",
+      "content": "The Board believes holding the 2026 Meeting in a virtual format invites participation from stockholders regardless of location, while reducing costs to stockholders and the Company. This balance allows the 2026 Meeting to remain focused on matters directly relevant to stockholder interests in an efficient way. We have designed the virtual format to protect stockholder rights, including by offering multiple opportunities to ask questions, publishing answers to questions received for the 2026 Meeting on our Investor Relations website, and providing a replay of the webcast after the 2026 Meeting.",
+      "path": "2026-Annual-Report-Web.pdf/Information About the 2026 Meeting/Virtual Meeting Philosophy and Benefits",
+      "metadata": {
+        "length": 600,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "The",
+          "Board",
+          "believes",
+          "holding",
+          "2026",
+          "Meeting",
+          "virtual",
+          "format",
+          "invites",
+          "participation",
+          "stockholders",
+          "location",
+          "reducing",
+          "costs",
+          "Company",
+          "This",
+          "balance",
+          "remain",
+          "focused",
+          "matters",
+          "directly",
+          "relevant",
+          "stockholder",
+          "interests",
+          "efficient",
+          "We",
+          "designed",
+          "protect",
+          "rights",
+          "including",
+          "offering",
+          "multiple",
+          "opportunities",
+          "questions",
+          "publishing",
+          "answers",
+          "received",
+          "Investor",
+          "Relations",
+          "website",
+          "providing",
+          "replay",
+          "webcast"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "ef2fbe20-cacd-5af5-a589-3d015bb21949",
+      "type": "text",
+      "content": "If you were an NVIDIA stockholder as of the close of business on the April 27, 2026 record date, or if you hold a valid proxy, you can attend, ask questions before and during, and vote at our 2026 Meeting at www.virtualshareholdermeeting.com/NVDA2026. Our 2026 Meeting will be held virtually; use the Control Number included on your Notice or printed proxy card to enter. Anyone can also listen to the 2026 Meeting live; if you encounter any difficulties accessing the virtual 2026 Meeting, please call the technical support number available at www.virtualshareholdermeeting.com/NVDA2026.\nA replay of the webcast will be available at www.nvidia.com/proxy through June 24, 2027.\nEven if you plan to attend the 2026 Meeting virtually, we recommend that you also vote by proxy as described below so that your vote will be counted if you later decide not to attend.",
+      "path": "2026-Annual-Report-Web.pdf/Information About the 2026 Meeting/Meeting Attendance",
+      "metadata": {
+        "length": 861,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "If",
+          "NVIDIA",
+          "stockholder",
+          "close",
+          "business",
+          "April",
+          "27",
+          "2026",
+          "record",
+          "date",
+          "hold",
+          "valid",
+          "proxy",
+          "attend",
+          "questions",
+          "vote",
+          "Meeting",
+          "www",
+          "virtualshareholdermeeting",
+          "NVDA2026",
+          "Our",
+          "held",
+          "virtually",
+          "Control",
+          "Number",
+          "included",
+          "Notice",
+          "printed",
+          "card",
+          "enter",
+          "Anyone",
+          "listen",
+          "live",
+          "encounter",
+          "difficulties",
+          "accessing",
+          "virtual",
+          "call",
+          "technical",
+          "support",
+          "number",
+          "replay",
+          "webcast",
+          "nvidia",
+          "June",
+          "24",
+          "2027",
+          "Even",
+          "plan",
+          "recommend",
+          "counted",
+          "decide"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "9bc4f3f1-f4e3-5970-b414-1d6913c6b3b1",
+      "type": "text",
+      "content": "We encourage stockholders to submit questions through our pre-meeting forum at www.proxyvote.com (using the Control Number included on your Notice or printed proxy card), as well as during the 2026 Meeting at www.virtualshareholdermeeting.com/NVDA2026. During the 2026 Meeting, we will answer as many stockholder-submitted questions related to the business of the 2026 Meeting as time permits. We will publish on our Investor Relations website answers to questions as soon as practicable after the 2026 Meeting. We intend to group questions and answers by topic and answer substantially similar questions only once. To promote fairness to all stockholders and efficient use of the Company's resources, we will respond to one question per stockholder. We reserve the right to exclude questions that are not pertinent to company business or are otherwise unsuitable for the conduct of the 2026 Meeting.",
+      "path": "2026-Annual-Report-Web.pdf/Information About the 2026 Meeting/Asking Questions",
+      "metadata": {
+        "length": 900,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "We",
+          "encourage",
+          "stockholders",
+          "submit",
+          "questions",
+          "pre",
+          "meeting",
+          "forum",
+          "www",
+          "proxyvote",
+          "Control",
+          "Number",
+          "included",
+          "Notice",
+          "printed",
+          "proxy",
+          "card",
+          "2026",
+          "Meeting",
+          "virtualshareholdermeeting",
+          "NVDA2026",
+          "During",
+          "answer",
+          "stockholder",
+          "submitted",
+          "related",
+          "business",
+          "time",
+          "permits",
+          "publish",
+          "Investor",
+          "Relations",
+          "website",
+          "answers",
+          "practicable",
+          "intend",
+          "group",
+          "topic",
+          "substantially",
+          "similar",
+          "To",
+          "promote",
+          "fairness",
+          "efficient",
+          "Company",
+          "resources",
+          "respond",
+          "question",
+          "reserve",
+          "exclude",
+          "pertinent",
+          "company",
+          "unsuitable",
+          "conduct"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "e6deeb82-d6f2-5154-bad5-73055385dcf8",
+      "type": "text",
+      "content": "To hold our 2026 Meeting, we need a majority of the outstanding shares entitled to vote at the close of business on the April 27, 2026 record date, or a quorum, represented at the 2026 Meeting either by attendance virtually or by proxy. On April 27, 2026, there were 24,220,525,225 shares of common stock outstanding and entitled to vote, meaning 12,110,262,613 shares must be represented at the 2026 Meeting or by proxy to have a quorum. A list of stockholders entitled to vote at the close of business on the record date will be available at our headquarters, 2788 San Tomas Expressway, Santa Clara, California, for 10 days prior to the 2026 Meeting to stockholders of record for any legally valid purpose germane to the 2026 Meeting. To schedule an appointment to view the stockholder list during this period, please contact us at shareholdermeeting@nvidia.com.\nYour shares will count towards the quorum only if you submit a valid proxy or vote at the 2026 Meeting. Abstentions and broker non-votes will count towards the quorum requirement. If there is not a quorum, a majority of the votes present may adjourn the 2026 Meeting to another date.\nFor Proposal 1, you may vote FOR or AGAINST each Board nominee, or you may ABSTAIN from voting. For each other matter to be voted on, you may vote FOR or AGAINST or ABSTAIN from voting.",
+      "path": "2026-Annual-Report-Web.pdf/Information About the 2026 Meeting/Quorum and Voting",
+      "metadata": {
+        "length": 1334,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "To",
+          "hold",
+          "2026",
+          "Meeting",
+          "majority",
+          "outstanding",
+          "shares",
+          "entitled",
+          "vote",
+          "close",
+          "business",
+          "April",
+          "27",
+          "record",
+          "date",
+          "quorum",
+          "represented",
+          "attendance",
+          "virtually",
+          "proxy",
+          "On",
+          "24",
+          "220",
+          "525",
+          "225",
+          "common",
+          "stock",
+          "meaning",
+          "12",
+          "110",
+          "262",
+          "613",
+          "list",
+          "stockholders",
+          "headquarters",
+          "2788",
+          "San",
+          "Tomas",
+          "Expressway",
+          "Santa",
+          "Clara",
+          "California",
+          "10",
+          "days",
+          "prior",
+          "legally",
+          "valid",
+          "purpose",
+          "germane",
+          "schedule",
+          "appointment",
+          "view",
+          "stockholder",
+          "period",
+          "contact",
+          "shareholdermeeting",
+          "nvidia",
+          "Your",
+          "count",
+          "submit",
+          "Abstentions",
+          "broker",
+          "votes",
+          "requirement",
+          "If",
+          "present",
+          "adjourn",
+          "For",
+          "Proposal",
+          "FOR",
+          "AGAINST",
+          "Board",
+          "nominee",
+          "ABSTAIN",
+          "voting",
+          "matter",
+          "voted"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "57cf9e4a-a066-5c2b-8456-dbc68eb54eb8",
+      "type": "table",
+      "content": "<table><tr><td></td><td>Vote</td><td>Change Your Vote</td><td>Revoke Your Proxy</td></tr><tr><td>Virtually attend and vote at the 2026 Meeting</td><td>√</td><td>√</td><td></td></tr><tr><td>Via mail, by signing and mailing your proxy card to us before the 2026 Meeting</td><td>√</td><td></td><td></td></tr><tr><td>By telephone or online, by following the instructions provided in the Notice or your proxy materials</td><td>√</td><td>√</td><td></td></tr><tr><td>Submit another properly completed proxy card with a later date</td><td></td><td>√</td><td></td></tr><tr><td>Send a written notice that you are revoking your proxy to NVIDIA Corporation, 2788 San Tomas Expressway, Santa Clara, California 95051, Attention: Timothy S. Teter, Secretary, or via email to shareholdermeeting@nvidia.com</td><td></td><td></td><td>√</td></tr></table>",
+      "path": "tables/table-11 Proxy Voting.html",
+      "metadata": {
+        "length": 835,
+        "summary": "table-12\nThe table outlines methods for voting, changing votes, or revoking proxies for the 2026 meeting, including virtual attendance, mail, telephone, online, written notice, or submitting a later proxy card.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-11 Proxy Voting.html",
+        "keywords": [
+          "proxy",
+          "voting",
+          "revocation"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "64898a7f-adbe-51c1-b583-5b969812c9f6",
+      "type": "text",
+      "content": "You are a stockholder of record if your shares were registered directly in your name with our transfer agent, Computershare, on April 27, 2026. You can vote shares, change your vote, or revoke your proxy before the final vote at the 2026 Meeting in any of the following ways:\n\n[tables/table-11 Proxy Voting.html]\n\nIf you do not vote using any of the ways described above, your shares will not be voted.",
+      "path": "2026-Annual-Report-Web.pdf/Information About the 2026 Meeting/Quorum and Voting/Stockholder of Record",
+      "metadata": {
+        "length": 429,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "You",
+          "stockholder",
+          "record",
+          "shares",
+          "registered",
+          "directly",
+          "transfer",
+          "agent",
+          "Computershare",
+          "April",
+          "27",
+          "2026",
+          "vote",
+          "change",
+          "revoke",
+          "proxy",
+          "final",
+          "Meeting",
+          "ways",
+          "If",
+          "voted"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "57cf9e4a-a066-5c2b-8456-dbc68eb54eb8",
+            "relation": "embeds",
+            "ref": "[tables/table-11 Proxy Voting.html]",
+            "position": {
+              "start": 277,
+              "end": 312
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "3836697f-4775-5728-b264-7e8a6f82bf82",
+      "type": "text",
+      "content": "If your shares were held through a nominee, such as a bank or broker, as of April 27, 2026, then you were the beneficial owner of shares held in “street name,” and you have the right to direct the nominee how to vote those shares for the 2026 Meeting. The nominee should provide you a separate Notice or voting instructions, which you should follow to tell the nominee how to vote. To vote by attending the 2026 Meeting virtually, you must obtain a valid proxy from your nominee.\nIf you are a beneficial holder and do not provide voting instructions to your nominee, the nominee will not be authorized to vote your shares on “non-routine” matters, including elections of directors (even if not contested) and executive compensation (including any advisory stockholder votes on executive compensation), and stockholder proposals. This is called a “broker non-vote.” However, the nominee can still register your shares as being present at the 2026 Meeting for determining quorum, and the nominee will have discretion to vote for matters considered by the NYSE to be “routine,” including Proposal 3 regarding the ratification of the selection of our independent registered public accounting firm. If you are a beneficial owner and want to ensure that all of the shares you beneficially own are voted for or against Proposal 3, you must give your nominee specific instructions to do so or the nominee will have discretion to vote on that proposal.\nFor Proposals 1, 2, 4, 5, 6, and 7, which are “non-discretionary” items, you MUST give your nominee instructions in order for your vote to be counted. We strongly encourage you to vote.\nAny NVIDIA stockholder whose shares are held in street name by a member brokerage firm may revoke a proxy and vote their shares at the 2026 Meeting only in accordance with applicable rules and procedures of the national stock exchanges, as used by the holder's brokerage firm.",
+      "path": "2026-Annual-Report-Web.pdf/Information About the 2026 Meeting/Quorum and Voting/Street Name Holder",
+      "metadata": {
+        "length": 1906,
+        "summary": "This passage explains voting procedures for beneficial owners whose shares are held in street name by a nominee like a bank or broker. It details that such owners can direct the nominee how to vote, and must obtain a valid proxy to vote virtually. For non-routine matters like director elections and executive compensation, the nominee cannot vote without instructions, resulting in a broker non-vote. However, the nominee has discretion to vote on routine matters like ratifying the accounting firm. For non-discretionary proposals, specific instructions are required. Shares held in street name can only be revoked per exchange rules.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "If",
+          "shares",
+          "held",
+          "nominee",
+          "bank",
+          "broker",
+          "April",
+          "27",
+          "2026",
+          "beneficial",
+          "owner",
+          "street",
+          "direct",
+          "vote",
+          "Meeting",
+          "The",
+          "provide",
+          "separate",
+          "Notice",
+          "voting",
+          "instructions",
+          "follow",
+          "To",
+          "attending",
+          "virtually",
+          "obtain",
+          "valid",
+          "proxy",
+          "holder",
+          "authorized",
+          "routine",
+          "matters",
+          "including",
+          "elections",
+          "directors",
+          "contested",
+          "executive",
+          "compensation",
+          "advisory",
+          "stockholder",
+          "votes",
+          "proposals",
+          "This",
+          "called",
+          "However",
+          "register",
+          "present",
+          "determining",
+          "quorum",
+          "discretion",
+          "considered",
+          "NYSE",
+          "Proposal",
+          "ratification",
+          "selection",
+          "independent",
+          "registered",
+          "public",
+          "accounting",
+          "firm",
+          "ensure",
+          "beneficially",
+          "voted",
+          "give",
+          "specific",
+          "proposal",
+          "For",
+          "Proposals",
+          "discretionary",
+          "items",
+          "MUST",
+          "order",
+          "counted",
+          "We",
+          "strongly",
+          "encourage",
+          "Any",
+          "NVIDIA",
+          "member",
+          "brokerage",
+          "revoke",
+          "accordance",
+          "applicable",
+          "rules",
+          "procedures",
+          "national",
+          "stock",
+          "exchanges"
+        ],
+        "keywords": [
+          "beneficial owner",
+          "broker non-vote",
+          "street name"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "1de5cdb6-4047-520f-9528-5a02b5939789",
+      "type": "table",
+      "content": "<table><tr><td>Proposal Number</td><td>Proposal Description</td><td>Vote Required for Approval</td><td>Effect of Abstentions</td><td>Broker Non-Votes</td></tr><tr><td>1</td><td>Election of ten directors</td><td>More FOR than AGAINST votes</td><td>None</td><td>None</td></tr><tr><td>2</td><td>Advisory approval of our executive compensation</td><td>Majority of shares present, in person or represented by proxy, and entitled to vote on this matter</td><td>Against</td><td>None</td></tr><tr><td>3</td><td>Ratification of the selection of PwC as our independent registered public accounting firm for Fiscal 2027</td><td>Majority of shares present, in person or represented by proxy, and entitled to vote on this matter</td><td>Against</td><td>N/A*</td></tr><tr><td>4</td><td>Stockholder Proposal: Simple Majority Vote Standard</td><td>Majority of shares present, in person or represented by proxy, and entitled to vote on this matter</td><td>Against</td><td>None</td></tr><tr><td>5</td><td>Stockholder Proposal: Report on Faith-Based Community Resource Groups</td><td>Majority of shares present, in person or represented by proxy, and entitled to vote on this matter</td><td>Against</td><td>None</td></tr><tr><td>6</td><td>Stockholder Proposal: Report on Workforce Civil Liberties</td><td>Majority of shares present, in person or represented by proxy, and entitled to vote on this matter</td><td>Against</td><td>None</td></tr><tr><td>7</td><td>Stockholder Proposal: Greenhouse Gas Emissions Disclosure</td><td>Majority of shares present, in person or represented by proxy, and entitled to vote on this matter</td><td>Against</td><td>None</td></tr></table>",
+      "path": "tables/table-12 Proposal Voting.html",
+      "metadata": {
+        "length": 1652,
+        "summary": "table-13\nSeven proposals including director election, executive compensation, auditor ratification, and stockholder proposals with voting requirements and abstention effects.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-12 Proposal Voting.html",
+        "keywords": [
+          "Vote",
+          "Proposals",
+          "Directors"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "5f7353d4-8cc8-5503-a433-427bb228bfa8",
+      "type": "text",
+      "content": "On each matter to be voted upon, stockholders have one vote for each share of NVIDIA common stock owned as of April 27, 2026. Votes will be counted by the inspector of election as follows:\n\n[tables/table-12 Proposal Voting.html]\n\n\\* Because this is a routine proposal, there are no broker non-votes.\nIf you are a stockholder of record and you return a signed proxy card without marking any selections, your shares will be voted FOR each of the nominees listed in Proposal 1, FOR Proposals 2 and 3, and AGAINST Proposals 4, 5, 6, and 7. If any other matter is properly presented at the 2026 Meeting, one of the proxyholders will vote your shares using his best judgment.",
+      "path": "2026-Annual-Report-Web.pdf/Information About the 2026 Meeting/Quorum and Voting/Vote Count",
+      "metadata": {
+        "length": 734,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "On",
+          "matter",
+          "voted",
+          "stockholders",
+          "vote",
+          "share",
+          "NVIDIA",
+          "common",
+          "stock",
+          "owned",
+          "April",
+          "27",
+          "2026",
+          "Votes",
+          "counted",
+          "inspector",
+          "election",
+          "Because",
+          "routine",
+          "proposal",
+          "broker",
+          "votes",
+          "If",
+          "stockholder",
+          "record",
+          "return",
+          "signed",
+          "proxy",
+          "card",
+          "marking",
+          "selections",
+          "shares",
+          "FOR",
+          "nominees",
+          "listed",
+          "Proposal",
+          "Proposals",
+          "AGAINST",
+          "properly",
+          "presented",
+          "Meeting",
+          "proxyholders",
+          "judgment"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "1de5cdb6-4047-520f-9528-5a02b5939789",
+            "relation": "embeds",
+            "ref": "[tables/table-12 Proposal Voting.html]",
+            "position": {
+              "start": 190,
+              "end": 228
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "11c5042f-101c-544e-b4dc-fa836db3074e",
+      "type": "text",
+      "content": "Preliminary voting results will be announced at the 2026 Meeting. Final voting results will be published in a current report on Form 8-K, which will be filed with the SEC by June 30, 2026.",
+      "path": "2026-Annual-Report-Web.pdf/Information About the 2026 Meeting/Quorum and Voting/Vote Results",
+      "metadata": {
+        "length": 188,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Preliminary",
+          "voting",
+          "results",
+          "announced",
+          "2026",
+          "Meeting",
+          "Final",
+          "published",
+          "current",
+          "report",
+          "Form",
+          "filed",
+          "SEC",
+          "June",
+          "30"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "6709a18f-28aa-5de0-888a-e4edede4faa3",
+      "type": "text",
+      "content": "As permitted by SEC rules, we are making our proxy materials available to stockholders online at www.nvidia.com/proxy. On or about May 12, 2026, we sent stockholders who owned our common stock at the close of business on April 27, 2026 (except those who previously requested electronic or paper delivery) a Notice with instructions on how to access our proxy materials, vote online or by telephone, and elect to receive future proxy materials electronically or in printed form by mail.\nIf you choose to receive future proxy materials electronically (via www.proxyvote.com for stockholders of record and www.icsdelivery.com/nvda for street name holders), you will receive an email next year with links to the proxy materials and proxy voting site.\nSEC rules also permit companies and intermediaries, such as brokers, to satisfy Notice and proxy material delivery requirements for multiple stockholders with the same address by delivering a single Notice or set of proxy materials addressed to those stockholders. We follow this practice, known as “householding,” unless we have received contrary instructions from any stockholder at that address.\nIf you received more than one Notice or full set of proxy materials, your shares are either registered in more than one name or held in different accounts. Please vote the shares covered by each Notice or proxy card. To modify your instructions so that you receive one Notice or proxy card for each account or name, contact your broker. Your “householding” election will continue until you are notified otherwise or until you revoke your consent.\nTo change how you receive proxy materials (electronically or in print), or to request receipt of a separate set of documents to a household, contact our Investor Relations Department through our website at www.nvidia.com, by email to shareholdermeeting@nvidia.com, by phone at (408) 486-2000, or by mail at 2788 San Tomas Expressway, Santa Clara, California 95051.\nWe will pay the entire cost of soliciting proxies. Our directors and employees may also solicit proxies in person, by telephone, by mail, via the Internet, or by other means. Our directors and employees will not receive any additional compensation for soliciting proxies. We have also retained MacKenzie Partners on an advisory basis for an approximate fee of \\$20,000; they may help us solicit proxies from brokers, bank nominees, and other institutional owners. We may also reimburse brokerage firms, banks, and other agents for the cost of forwarding proxy materials to beneficial owners.\n2027 Meeting Deadlines for Submission of Stockholder Proposals, Nomination of Directors, and Other Business\nProposals to be Considered for Inclusion in Our Proxy Materials Pursuant to Rule 14a-8\nStockholders who wish to present proposals pursuant to Rule 14a-8 promulgated under the Exchange Act for inclusion in our 2027 Meeting proxy materials must submit their proposals in writing to NVIDIA Corporation, 2788 San Tomas Expressway, Santa Clara, California 95051, Attention: Timothy S. Teter, Secretary, or by email to shareholdermeeting@nvidia.com, on or before January 12, 2027.",
+      "path": "2026-Annual-Report-Web.pdf/Information About the 2026 Meeting/Proxy Materials",
+      "metadata": {
+        "length": 3132,
+        "summary": "NVIDIA provides proxy materials online, with notices sent to stockholders. Householding is used for multiple stockholders at the same address. Stockholders can change delivery preferences. Proxy solicitation costs are paid by NVIDIA, with MacKenzie Partners assisting. Deadlines for 2027 stockholder proposals under Rule 14a-8 are January 12, 2027.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "As",
+          "permitted",
+          "SEC",
+          "rules",
+          "making",
+          "proxy",
+          "materials",
+          "stockholders",
+          "online",
+          "www",
+          "nvidia",
+          "On",
+          "May",
+          "12",
+          "2026",
+          "owned",
+          "common",
+          "stock",
+          "close",
+          "business",
+          "April",
+          "27",
+          "previously",
+          "requested",
+          "electronic",
+          "paper",
+          "delivery",
+          "Notice",
+          "instructions",
+          "access",
+          "vote",
+          "telephone",
+          "elect",
+          "receive",
+          "future",
+          "electronically",
+          "printed",
+          "form",
+          "mail",
+          "If",
+          "choose",
+          "proxyvote",
+          "record",
+          "icsdelivery",
+          "nvda",
+          "street",
+          "holders",
+          "email",
+          "year",
+          "links",
+          "voting",
+          "site",
+          "permit",
+          "companies",
+          "intermediaries",
+          "brokers",
+          "satisfy",
+          "material",
+          "requirements",
+          "multiple",
+          "address",
+          "delivering",
+          "single",
+          "set",
+          "addressed",
+          "We",
+          "follow",
+          "practice",
+          "householding",
+          "received",
+          "contrary",
+          "stockholder",
+          "full",
+          "shares",
+          "registered",
+          "held",
+          "accounts",
+          "Please",
+          "covered",
+          "card",
+          "To",
+          "modify",
+          "account",
+          "contact",
+          "broker",
+          "Your",
+          "election",
+          "continue",
+          "notified",
+          "revoke",
+          "consent",
+          "change",
+          "print",
+          "request",
+          "receipt",
+          "separate",
+          "documents",
+          "household",
+          "Investor",
+          "Relations",
+          "Department",
+          "website",
+          "shareholdermeeting",
+          "phone",
+          "408",
+          "486",
+          "2000",
+          "2788",
+          "San",
+          "Tomas",
+          "Expressway",
+          "Santa",
+          "Clara",
+          "California",
+          "95051",
+          "pay",
+          "entire",
+          "cost",
+          "soliciting",
+          "proxies",
+          "Our",
+          "directors",
+          "employees",
+          "solicit",
+          "person",
+          "Internet",
+          "means",
+          "additional",
+          "compensation",
+          "retained",
+          "MacKenzie",
+          "Partners",
+          "advisory",
+          "basis",
+          "approximate",
+          "fee",
+          "20",
+          "000",
+          "bank",
+          "nominees",
+          "institutional",
+          "owners",
+          "reimburse",
+          "brokerage",
+          "firms",
+          "banks",
+          "agents",
+          "forwarding",
+          "beneficial",
+          "2027",
+          "Meeting",
+          "Deadlines",
+          "Submission",
+          "Stockholder",
+          "Proposals",
+          "Nomination",
+          "Directors",
+          "Other",
+          "Business",
+          "Considered",
+          "Inclusion",
+          "Proxy",
+          "Materials",
+          "Pursuant",
+          "Rule",
+          "14a",
+          "Stockholders",
+          "present",
+          "proposals",
+          "pursuant",
+          "promulgated",
+          "Exchange",
+          "Act",
+          "inclusion",
+          "submit",
+          "writing",
+          "NVIDIA",
+          "Corporation",
+          "Attention",
+          "Timothy",
+          "Teter",
+          "Secretary",
+          "January"
+        ],
+        "keywords": [
+          "proxy",
+          "stockholder",
+          "voting"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "7b9c94b1-a059-5591-aeb9-ce1ffddc129e",
+      "type": "text",
+      "content": "A stockholder (or a group of up to 20 stockholders) who has owned at least 3% of the voting power of our outstanding capital stock for at least three continuous years and has complied with the other requirements in our Bylaws may nominate and include in our proxy materials director nominees constituting up to the greater of (a) up to two director candidates or (b) up to 20% of the number of directors in office on the last day that a submission may be delivered. Notice of a proxy access nomination for consideration at our 2027 Meeting must be received following the above instructions not later than the close of business on March 26, 2027, and not earlier than February 24, 2027. If we hold the 2027 Meeting more than 30 days prior to, or delayed by more than 30 days after, the first anniversary of the 2026 Meeting, for written notice by the stockholder to be timely, such notice must be delivered following the above instructions not earlier than the close of business on the 120th day prior to the 2027 Meeting and not later than the close of business on the 90th day prior to the 2027 Meeting or the 10th day following the day on which public announcement of the date of the 2027 Meeting is first made by us, whichever is later.",
+      "path": "2026-Annual-Report-Web.pdf/Information About the 2026 Meeting/Director Nominations Under Our Proxy Access Bylaw",
+      "metadata": {
+        "length": 1239,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "stockholder",
+          "group",
+          "20",
+          "stockholders",
+          "owned",
+          "3%",
+          "voting",
+          "power",
+          "outstanding",
+          "capital",
+          "stock",
+          "continuous",
+          "years",
+          "complied",
+          "requirements",
+          "Bylaws",
+          "nominate",
+          "include",
+          "proxy",
+          "materials",
+          "director",
+          "nominees",
+          "constituting",
+          "greater",
+          "candidates",
+          "20%",
+          "number",
+          "directors",
+          "office",
+          "day",
+          "submission",
+          "delivered",
+          "Notice",
+          "access",
+          "nomination",
+          "consideration",
+          "2027",
+          "Meeting",
+          "received",
+          "instructions",
+          "close",
+          "business",
+          "March",
+          "26",
+          "earlier",
+          "February",
+          "24",
+          "If",
+          "hold",
+          "30",
+          "days",
+          "prior",
+          "delayed",
+          "anniversary",
+          "2026",
+          "written",
+          "notice",
+          "timely",
+          "120th",
+          "90th",
+          "10th",
+          "public",
+          "announcement",
+          "date",
+          "made",
+          "whichever"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "4de836b4-a103-5d29-b699-a3cbdfc3c647",
+      "type": "text",
+      "content": "Apart from Rule 14a-8 and the proxy access provision of our Bylaws, under our Bylaws certain procedures must be followed for a stockholder to nominate a director or introduce an item of business at an annual meeting of stockholders. If you wish to nominate a director or introduce an item of business at the 2027 Meeting that is not included in our 2027 Meeting proxy materials, you must do so in writing following the above instructions not later than the close of business on March 26, 2027, and not earlier than February 24, 2027. If we hold the 2027 Meeting more than 30 days prior to, or delayed by more than 70 days after, the first anniversary of the 2026 Meeting, for written notice by the stockholder to be timely, such notice must be delivered following the above instructions not earlier than the close of business on the 120th day prior to the 2027 Meeting and not later than the close of business on the 90th day prior to the 2027 Meeting or the 10th day following the day on which public announcement of the date of the 2027 Meeting is first made by us, whichever is later.",
+      "path": "2026-Annual-Report-Web.pdf/Information About the 2026 Meeting/Other Director Nominations and Proposals",
+      "metadata": {
+        "length": 1087,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Apart",
+          "Rule",
+          "14a",
+          "proxy",
+          "access",
+          "provision",
+          "Bylaws",
+          "procedures",
+          "stockholder",
+          "nominate",
+          "director",
+          "introduce",
+          "item",
+          "business",
+          "annual",
+          "meeting",
+          "stockholders",
+          "If",
+          "2027",
+          "Meeting",
+          "included",
+          "materials",
+          "writing",
+          "instructions",
+          "close",
+          "March",
+          "26",
+          "earlier",
+          "February",
+          "24",
+          "hold",
+          "30",
+          "days",
+          "prior",
+          "delayed",
+          "70",
+          "anniversary",
+          "2026",
+          "written",
+          "notice",
+          "timely",
+          "delivered",
+          "120th",
+          "day",
+          "90th",
+          "10th",
+          "public",
+          "announcement",
+          "date",
+          "made",
+          "whichever"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "4e9d31ce-e24f-532f-9251-ae0d0cbac472",
+      "type": "text",
+      "content": "We advise you to review our Bylaws, which include additional requirements for advance notice of stockholder proposals, director nominations, and proxy access nominations. We recognize the importance of stockholders' ability to nominate directors to our Board. Accordingly, our Board will consider feedback received through our stockholder engagement process regarding the process and disclosure requirements of our Bylaws for nominating directors and other proposals. Our Board will engage with stockholders of various holdings size regarding any proposed amendments to our Bylaws that would require a nominating stockholder to disclose to us (i) such stockholder's plans to nominate candidates to the boards of other public companies, or disclose prior director nominations or proposals that such stockholder privately submitted to other public companies, or (ii) information about such stockholder's limited partners or business associates beyond the existing requirements of our Bylaws.\nWhat am I voting on? Electing the 10 director nominees identified below to hold office until the 2027 Meeting and until his or her successor is elected or appointed.\nVote required for approval: Directors are elected if they receive more FOR votes than AGAINST votes.\nEffect of abstentions: None.\nEffect of broker non-votes: None.\nOur Board currently consists of 10 members. Our nominees include 9 independent directors, as defined by the rules and regulations of Nasdaq, and one NVIDIA officer: Mr. Huang, who serves as our President and CEO.\nAll of our directors have one-year terms and stand for election annually. Each nominee is currently a director of NVIDIA previously elected by our stockholders.\nThe Board expects the nominees will be available for election. If a nominee declines or is unable to act as a director, your proxy may be voted for any substitute nominee proposed by the Board or the size of the Board may be reduced.",
+      "path": "2026-Annual-Report-Web.pdf/Information About the 2026 Meeting/Additional Requirements and Information",
+      "metadata": {
+        "length": 1927,
+        "summary": "The text discusses stockholder proposals and director nominations under the company's Bylaws, emphasizing the Board's willingness to engage with stockholders on amendments. The main voting item is the election of 10 director nominees, including 9 independent directors and CEO Jensen Huang, to serve until the 2027 annual meeting. Directors are elected by a majority of votes cast, with abstentions and broker non-votes having no effect. All nominees currently serve on the Board.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "We",
+          "advise",
+          "review",
+          "Bylaws",
+          "include",
+          "additional",
+          "requirements",
+          "advance",
+          "notice",
+          "stockholder",
+          "proposals",
+          "director",
+          "nominations",
+          "proxy",
+          "access",
+          "recognize",
+          "importance",
+          "stockholders",
+          "ability",
+          "nominate",
+          "directors",
+          "Board",
+          "Accordingly",
+          "feedback",
+          "received",
+          "engagement",
+          "process",
+          "disclosure",
+          "nominating",
+          "Our",
+          "engage",
+          "holdings",
+          "size",
+          "proposed",
+          "amendments",
+          "require",
+          "disclose",
+          "plans",
+          "candidates",
+          "boards",
+          "public",
+          "companies",
+          "prior",
+          "privately",
+          "submitted",
+          "ii",
+          "information",
+          "limited",
+          "partners",
+          "business",
+          "associates",
+          "existing",
+          "What",
+          "voting",
+          "Electing",
+          "10",
+          "nominees",
+          "identified",
+          "hold",
+          "office",
+          "2027",
+          "Meeting",
+          "successor",
+          "elected",
+          "appointed",
+          "Vote",
+          "required",
+          "approval",
+          "Directors",
+          "receive",
+          "FOR",
+          "votes",
+          "AGAINST",
+          "Effect",
+          "abstentions",
+          "None",
+          "broker",
+          "consists",
+          "members",
+          "independent",
+          "defined",
+          "rules",
+          "regulations",
+          "Nasdaq",
+          "NVIDIA",
+          "officer",
+          "Mr",
+          "Huang",
+          "serves",
+          "President",
+          "CEO",
+          "All",
+          "year",
+          "terms",
+          "stand",
+          "election",
+          "annually",
+          "Each",
+          "nominee",
+          "previously",
+          "The",
+          "expects",
+          "If",
+          "declines",
+          "unable",
+          "act",
+          "voted",
+          "substitute",
+          "reduced"
+        ],
+        "keywords": [
+          "director election",
+          "bylaws",
+          "stockholder proposals"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "ce90156d-3fcf-5cb1-9416-38060a7b2814",
+      "type": "table",
+      "content": "<table><tr><td>Name</td><td>Age</td><td>Director Since</td><td>Occupation</td><td>Independent</td><td>Financial Expert (1)</td><td>Committee Membership</td><td>Number of Other Public Company Boards</td></tr><tr><td>Tench Coxe</td><td>68</td><td>1993</td><td>Former Managing Director, Sutter Hill Ventures</td><td>√</td><td></td><td>AC, CC</td><td></td></tr><tr><td>John O. Dabiri</td><td>46</td><td>2020</td><td>Centennial Professor of Aeronautics and Mechanical Engineering, California Institute of Technology</td><td>√</td><td></td><td>CC, NCGC</td><td></td></tr><tr><td>Jen-Hsun Huang</td><td>63</td><td>1993</td><td>President &amp; CEO, NVIDIA Corporation</td><td></td><td></td><td></td><td></td></tr><tr><td>Dawn Hudson</td><td>68</td><td>2013</td><td>Former Chief Marketing Officer, National Football League &amp; Former CEO Pepsi-Cola North America</td><td>√</td><td>√</td><td>CC Chairperson</td><td></td></tr><tr><td>Harvey C. Jones</td><td>73</td><td>1993</td><td>Managing Partner, Square Wave Ventures</td><td>√</td><td>√</td><td>AC, NCGC</td><td></td></tr><tr><td>Melissa B. Lora</td><td>63</td><td>2023</td><td>Former President, Taco Bell International</td><td>√</td><td>√</td><td>AC, NCGC</td><td>1</td></tr><tr><td>Stephen C. Neal (Lead Director)</td><td>77</td><td>2019</td><td>Chairman Emeritus &amp; Senior Counsel, Cooley LLP</td><td>√</td><td></td><td>NCGC Chairperson</td><td></td></tr><tr><td>A. Brooke Seawell</td><td>78</td><td>1997</td><td>Venture Partner, New Enterprise Associates</td><td>√</td><td>√</td><td>AC Chairperson</td><td>1</td></tr><tr><td>Aarti Shah</td><td>61</td><td>2020</td><td>Former Senior Vice President &amp; Chief Information and Digital Officer, Eli Lilly and Company</td><td>√</td><td></td><td>AC, CC</td><td>1</td></tr><tr><td>Mark A. Stevens</td><td>66</td><td>2008 (2)</td><td>Managing Partner, S-Cubed Capital</td><td>√</td><td></td><td>CC, NCGC</td><td></td></tr></table>",
+      "path": "tables/table-13 NVIDIA Board.html",
+      "metadata": {
+        "length": 1925,
+        "summary": "table-14\nThe table lists NVIDIA's board members, including Tench Coxe, Jen-Hsun Huang, and others, with details on age, tenure, independence, financial expertise, and committee roles.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-13 NVIDIA Board.html",
+        "keywords": [
+          "Board of Directors",
+          "NVIDIA",
+          "Corporate Governance"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "77e0197b-7168-5238-9bff-7ff26e2706eb",
+      "type": "text",
+      "content": "The Board recommends that you vote FOR the election of each of the following nominees:\n\n[tables/table-13 NVIDIA Board.html]\n\n(1) Qualified as an AC financial expert.\n(2) Previously served as a member of our Board from 1993 until 2006.",
+      "path": "2026-Annual-Report-Web.pdf/Information About the 2026 Meeting/Recommendation of the Board",
+      "metadata": {
+        "length": 302,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "The",
+          "Board",
+          "recommends",
+          "vote",
+          "FOR",
+          "election",
+          "nominees",
+          "Qualified",
+          "AC",
+          "financial",
+          "expert",
+          "Previously",
+          "served",
+          "member",
+          "1993",
+          "2006"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "ce90156d-3fcf-5cb1-9416-38060a7b2814",
+            "relation": "embeds",
+            "ref": "[tables/table-13 NVIDIA Board.html]",
+            "position": {
+              "start": 88,
+              "end": 123
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "5808bb05-858d-5dda-a8a1-12b65dabdc49",
+      "type": "table",
+      "content": "<table><tr><td><img src=\"images/55bb1d604c4abe8901abf33e687a219522bb96a6c0baf5f70fd7093ed1806a13.jpg\"/></td><td>Senior Leadership &amp; Operations Experience</td><td>Directors with senior leadership and operations experience provide informed oversight of our business, and unique experiences and perspectives. They are uniquely positioned to contribute practical insight into business strategy and operations, driving growth, building and strengthening corporate culture, and supporting the achievement of strategic priorities and objectives.</td></tr><tr><td><img src=\"images/fe24939dfe8b00e8f0ce7841210dd22a8a4f5fbcd2da907aec1f1c56bf200a70.jpg\"/></td><td>Industry &amp; Technical</td><td>Directors with industry experience and technical backgrounds facilitate within the Board a deeper understanding of innovations and a technical assessment of our products and services.</td></tr><tr><td><img src=\"images/b1be6fe4290f3f3211f7255e511220b82e5d7591b082634a4530f992257892e7.jpg\"/></td><td>Financial/Financial Community</td><td>Experience in financial matters and the financial community assists our Board with review of our operations and finances, including overseeing our financial statements, capital structure and internal controls. Those with a venture capital background also offer valuable stockholder perspectives.</td></tr><tr><td><img src=\"images/1ba61e8cb26c5b40ed8dd2cb10a4326ab0794341eeb0b0b66b8d4603fce631b6.jpg\"/></td><td>Governance &amp; Public Company Board</td><td>Directors with experience in corporate governance, such as service on boards and board committees, or as executives of other large, public companies, are familiar with the dynamics and operation of a board of directors and the impact that governance policies have on a company. This experience supports our goals of strong Board and management accountability, transparency, and protection of stockholder interests. Public company board experience also helps our directors identify challenges and risks we face as a public company, including oversight of strategic, operational, and compliance-related matters, and stockholder relations.</td></tr><tr><td><img src=\"images/894a7c6174aeef9f3d90a6811c5e38fbb4cba2ba7a6cddcc573a3dd66a57704a.jpg\"/></td><td>Emerging Technologies &amp; Business Models</td><td>Experience in emerging technologies and business models is integral to our growth strategies given our unique business model and provides important insights as our business expands into new areas.</td></tr><tr><td><img src=\"images/b1824ad6f2f15e11af92b76f55f1831c96cd14a447897691de09af032fb11766.jpg\"/></td><td>Marketing, Communications &amp; Brand Management</td><td>Directors with experience in marketing, communications, and brand management offer guidance on our products directly marketed to consumers, important perspectives on expanding our market share, and expertise in communicating with our customers and other stakeholders.</td></tr><tr><td><img src=\"images/66dd26348f21d240dd0a1af7f3645bf45448e298d5b8eb73c2303785283805a5.jpg\"/></td><td>Regulatory, Legal &amp; Risk Management</td><td>Our business requires compliance with a variety of regulatory requirements in different jurisdictions. We face new regulatory matters and regulations as our business grows. We are also subject to multiple lawsuits. Directors with experience in governmental, public policy, legal, and risk management areas, including cybersecurity, help provide valuable insights and oversight for our Company.</td></tr><tr><td><img src=\"images/78b2d015de19861065c995202874809391f46c655f3b9dbf86197333c3f08cbb.jpg\"/></td><td>Human Capital Management Experience</td><td>Our people are critical to our success. Directors with experience in organizational management, talent development, and developing values and culture in a large global workforce provide key insights. Human capital management experience also assists our Board in overseeing executive and employee compensation, development, and engagement.</td></tr></table>",
+      "path": "tables/table-14 Board Skills Matrix.html",
+      "metadata": {
+        "length": 3991,
+        "summary": "table-15\nA table listing director qualifications: senior leadership, industry, finance, governance, emerging tech, marketing, legal/risk, and human capital management experience.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-14 Board Skills Matrix.html",
+        "keywords": [
+          "Board Experience",
+          "Leadership",
+          "Governance"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "134f1d43-659f-57e1-8323-07504fb5bab1",
+      "type": "text",
+      "content": "The NCGC identifies, reviews and assesses the qualifications of current and potential directors and recommends nominees for Board approval. In accordance with our Corporate Governance Policies and the NCGC Charter, the NCGC considers a nominee's background and experience to ensure that a broad range of perspectives is represented. The NCGC may conduct appropriate and necessary inquiries into the backgrounds and qualifications of possible candidates and engage a professional search firm to assist the committee in identifying, evaluating, and conducting due diligence on potential director nominees. The NCGC has not established specific age, gender, education, experience, or skill requirements, and instead considers numerous factors regarding the nominee, including those listed below, taking into account our current and future business models:\n- Integrity and candor\n- Independence\n• Senior leadership and operational experience\n• Professional, technical and industry knowledge\n• Financial expertise\n• Financial community experience (including as an investor in other companies)\n- Marketing, communications and brand management background\n• Governance and public company board experience\n- Experience with emerging technologies and new business models\n• Regulatory, legal, and risk management expertise, including in cybersecurity matters\n- Mix of backgrounds, experiences, and perspectives\n• Human capital management experience\n• Experience in academia\n- Willingness and ability to devote substantial time and effort to Board responsibilities and Company oversight\n- Ability to represent the interests of the stockholders as a whole rather than special interest groups or constituencies\n- All relationships between the proposed nominee and any of our stockholders, competitors, customers, suppliers, or other persons with a relationship to NVIDIA\n- For nominees for re-election, overall service to NVIDIA, including past attendance, participation and contributions to the activities of the Board and its committees\nThe NCGC and the Board understand the importance of Board refreshment, and strive to maintain an appropriate mix of tenure, professional experiences and backgrounds, skills, and education on the Board. The Board seeks to balance the benefits of continuity and institutional knowledge of our longer-serving directors, with the introduction of new perspectives and ideas through the appointment of new directors. In furtherance of this approach, one-third of our independent directors have joined the Board since 2020. The Board, through the NCGC, actively oversees Board composition to maintain an appropriate mix of skills, experience and perspectives, aligned with the Company's strategy and evolving business needs. Our longer-tenured directors are familiar with our operations and business areas and have the perspective of overseeing our activities from a variety of economic and competitive environments, which enhances the Board's oversight of strategy and risks. Given our growth and the breadth of our product offerings, as well as the increasingly complex macroeconomic and geopolitical factors we face, these experienced directors are a significant asset to the Board. Our newer directors have brought expertise in brand development and cybersecurity, familiarity with technology developments at leading academic institutions, and senior management, operating, and finance experience, all of which are important to supporting NVIDIA as it enters new markets. Each year, the NCGC and Board review each director's individual performance, including the director's past contributions, outside experiences and activities, and committee participation, and determine how his or her experience and skills continue to add value to NVIDIA and the Board. As a part of this process, the Board also periodically refreshes committee membership and chairpersons to help promote a variety of viewpoints and broaden director engagement across key areas of oversight on the Board committees. Since the 2025 Meeting, Ms. Lora and Dr. Dabiri have joined the NCGC.\nBelow are the skills, competencies, and attributes that our Board considers important for our directors to have, considering our current business and future market opportunities:\n\n[tables/table-14 Board Skills Matrix.html]\n\nThe NCGC evaluates candidates proposed by stockholders using the same criteria it uses for other candidates. Stockholders seeking to recommend a prospective nominee should follow the instructions under Stockholder Communications with the Board of Directors below. The stockholder(s) must provide timely written notice of such recommended nominee and the stockholder(s) and such recommended nominee must satisfy the other requirements specified in our Bylaws and Corporate Governance Policies, both of which are available on the Investor Relations section of our website at www.nvidia.com. Stockholders are advised to review these documents.\nProxy Access\nOur Board voluntarily adopted proxy access. We will include in our proxy statement information regarding the greater of (i) up to two director candidates or (ii) up to 20% of the number of directors in office on the last day that a submission may be delivered, if nominated by a stockholder (or group of up to 20 stockholders) owning at least 3% of the voting power of our outstanding capital stock for at least three continuous years. The stockholder(s) must provide timely written notice of such nomination and the stockholder(s) and nominee must satisfy the other requirements specified in our Bylaws. This summary of our proxy access rules is not intended to be complete and is subject to limitations set forth in our Bylaws and Corporate Governance Policies, both of which are available on the Investor Relations section of our website at www.nvidia.com. Stockholders are advised to review these documents. The NCGC did not receive any stockholder nominations during Fiscal 2026.",
+      "path": "2026-Annual-Report-Web.pdf/Information About the 2026 Meeting/Director Qualifications and Nomination of Directors",
+      "metadata": {
+        "length": 5969,
+        "summary": "The NCGC identifies and assesses director qualifications, considering factors like integrity, independence, leadership, industry knowledge, and diversity. It evaluates stockholder nominees equally and has proxy access rules. The Board balances tenure with new perspectives, with one-third of independent directors joining since 2020. Recent additions include Ms. Lora and Dr. Dabiri to the NCGC.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "The",
+          "NCGC",
+          "identifies",
+          "reviews",
+          "assesses",
+          "qualifications",
+          "current",
+          "potential",
+          "directors",
+          "recommends",
+          "nominees",
+          "Board",
+          "approval",
+          "In",
+          "accordance",
+          "Corporate",
+          "Governance",
+          "Policies",
+          "Charter",
+          "considers",
+          "nominee",
+          "background",
+          "experience",
+          "ensure",
+          "broad",
+          "range",
+          "perspectives",
+          "represented",
+          "conduct",
+          "inquiries",
+          "backgrounds",
+          "candidates",
+          "engage",
+          "professional",
+          "search",
+          "firm",
+          "assist",
+          "committee",
+          "identifying",
+          "evaluating",
+          "conducting",
+          "due",
+          "diligence",
+          "director",
+          "established",
+          "specific",
+          "age",
+          "gender",
+          "education",
+          "skill",
+          "requirements",
+          "numerous",
+          "factors",
+          "including",
+          "listed",
+          "taking",
+          "account",
+          "future",
+          "business",
+          "models",
+          "Integrity",
+          "candor",
+          "Independence",
+          "Senior",
+          "leadership",
+          "operational",
+          "Professional",
+          "technical",
+          "industry",
+          "knowledge",
+          "Financial",
+          "expertise",
+          "community",
+          "investor",
+          "companies",
+          "Marketing",
+          "communications",
+          "brand",
+          "management",
+          "public",
+          "company",
+          "board",
+          "Experience",
+          "emerging",
+          "technologies",
+          "Regulatory",
+          "legal",
+          "risk",
+          "cybersecurity",
+          "matters",
+          "Mix",
+          "experiences",
+          "Human",
+          "capital",
+          "academia",
+          "Willingness",
+          "ability",
+          "devote",
+          "substantial",
+          "time",
+          "effort",
+          "responsibilities",
+          "Company",
+          "oversight",
+          "Ability",
+          "represent",
+          "interests",
+          "stockholders",
+          "special",
+          "interest",
+          "groups",
+          "constituencies",
+          "All",
+          "relationships",
+          "proposed",
+          "competitors",
+          "customers",
+          "suppliers",
+          "persons",
+          "relationship",
+          "NVIDIA",
+          "For",
+          "election",
+          "service",
+          "past",
+          "attendance",
+          "participation",
+          "contributions",
+          "activities",
+          "committees",
+          "understand",
+          "importance",
+          "refreshment",
+          "strive",
+          "maintain",
+          "mix",
+          "tenure",
+          "skills",
+          "seeks",
+          "balance",
+          "benefits",
+          "continuity",
+          "institutional",
+          "longer",
+          "serving",
+          "introduction",
+          "ideas",
+          "appointment",
+          "furtherance",
+          "approach",
+          "independent",
+          "joined",
+          "2020",
+          "actively",
+          "oversees",
+          "composition",
+          "aligned",
+          "strategy",
+          "evolving",
+          "Our",
+          "tenured",
+          "familiar",
+          "operations",
+          "areas",
+          "perspective",
+          "overseeing",
+          "variety",
+          "economic",
+          "competitive",
+          "environments",
+          "enhances",
+          "risks",
+          "Given",
+          "growth",
+          "breadth",
+          "product",
+          "offerings",
+          "increasingly",
+          "complex",
+          "macroeconomic",
+          "geopolitical",
+          "face",
+          "experienced",
+          "significant",
+          "asset",
+          "newer",
+          "brought",
+          "development",
+          "familiarity",
+          "technology",
+          "developments",
+          "leading",
+          "academic",
+          "institutions",
+          "senior",
+          "operating",
+          "finance",
+          "important",
+          "supporting",
+          "enters",
+          "markets",
+          "Each",
+          "year",
+          "review",
+          "individual",
+          "performance",
+          "determine",
+          "continue",
+          "add",
+          "As",
+          "part",
+          "process",
+          "periodically",
+          "refreshes",
+          "membership",
+          "chairpersons",
+          "promote",
+          "viewpoints",
+          "broaden",
+          "engagement",
+          "key",
+          "Since",
+          "2025",
+          "Meeting",
+          "Ms",
+          "Lora",
+          "Dr",
+          "Dabiri",
+          "Below",
+          "competencies",
+          "attributes",
+          "market",
+          "opportunities",
+          "evaluates",
+          "criteria",
+          "Stockholders",
+          "seeking",
+          "recommend",
+          "prospective",
+          "follow",
+          "instructions",
+          "Stockholder",
+          "Communications",
+          "Directors",
+          "stockholder",
+          "provide",
+          "timely",
+          "written",
+          "notice",
+          "recommended",
+          "satisfy",
+          "Bylaws",
+          "Investor",
+          "Relations",
+          "section",
+          "website",
+          "www",
+          "nvidia",
+          "advised",
+          "documents",
+          "Proxy",
+          "Access",
+          "voluntarily",
+          "adopted",
+          "proxy",
+          "access",
+          "We",
+          "include",
+          "statement",
+          "information",
+          "greater",
+          "ii",
+          "20%",
+          "number",
+          "office",
+          "day",
+          "submission",
+          "delivered",
+          "nominated",
+          "group",
+          "20",
+          "owning",
+          "3%",
+          "voting",
+          "power",
+          "outstanding",
+          "stock",
+          "continuous",
+          "years",
+          "nomination",
+          "This",
+          "summary",
+          "rules",
+          "intended",
+          "complete",
+          "subject",
+          "limitations",
+          "set",
+          "receive",
+          "nominations",
+          "Fiscal",
+          "2026"
+        ],
+        "keywords": [
+          "NCGC",
+          "Board Composition",
+          "Director Qualifications"
+        ],
+        "connect_to": [
+          {
+            "target": "5808bb05-858d-5dda-a8a1-12b65dabdc49",
+            "relation": "embeds",
+            "ref": "[tables/table-14 Board Skills Matrix.html]",
+            "position": {
+              "start": 4259,
+              "end": 4301
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "13908866-486b-5cd4-a3e8-5a75b86c2e85",
+      "type": "table",
+      "content": "<table><tr><td>Age: 68</td><td>Director Since: 1993</td><td>Committees: AC, CC</td></tr><tr><td>Other Current Public Company Boards: None</td><td>Independent Director</td><td></td></tr></table>",
+      "path": "tables/table-15 Director Profile.html",
+      "metadata": {
+        "length": 193,
+        "summary": "table-16\nA 68-year-old independent director serving since 1993 on Audit and Compensation Committees, with no other current public company board memberships.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-15 Director Profile.html",
+        "keywords": [
+          "Director",
+          "Independent",
+          "Committees"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "82b279d6-4b50-5ba3-9820-7f2c446d1088",
+      "type": "image",
+      "content": "\nTENCH COXE Financial/Financial0\n[images/image-32-TENCH COXE.jpg]\n",
+      "path": "images/image-32-TENCH COXE.jpg",
+      "metadata": {
+        "length": 66,
+        "summary": "image-32\nTENCH COXE Financial/Financial0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "images/image-32-TENCH COXE.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "070a6edf-52e7-526c-9084-2d01667c92ac",
+      "type": "image",
+      "content": "\nTench Coxe was a Managing Director of Sutter Hill Ventures, a venture capital investment firm, from 1989 to 2020, where he focused on investments in the IT sector. Prior to joining Sutter Hill Ventures in 1987, he was Director of Marketing and MIS at Digital Communication Associates. He was a director of Artisan Partners Asset Management Inc., an institutional money management firm from 1995 to 2025. Mr. Coxe holds a BA degree in Economics from Dartmouth College and an MBA degree from Harvard Business School. Governance & Public0\n[images/image-33-Tench Coxe.jpg]\n",
+      "path": "images/image-33-Tench Coxe.jpg",
+      "metadata": {
+        "length": 570,
+        "summary": "image-33\nTench Coxe was a Managing Director of Sutter Hill Ventures, a venture capital investment firm, from 1989 to 2020, where he focused on investments in the IT sector. Prior to joining Sutter Hill Ventures in 1987, he was Director of Marketing and MIS at Digital Communication Associates. He was a director of Artisan Partners Asset Management Inc., an institutional money management firm from 1995 to 2025. Mr. Coxe holds a BA degree in Economics from Dartmouth College and an MBA degree from Harvard Business School. Governance & Public0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "images/image-33-Tench Coxe.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "059b9879-b611-5f64-bb00-2cfac5c06aeb",
+      "type": "image",
+      "content": "\nFinancial/Financial Emerging Technologies & Business Models0\n[images/image-34-Financial_.jpg]\n",
+      "path": "images/image-34-Financial_.jpg",
+      "metadata": {
+        "length": 95,
+        "summary": "image-34\nFinancial/Financial Emerging Technologies & Business Models0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "images/image-34-Financial_.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "4236e4c9-8b46-5c5b-a545-566569c57184",
+      "type": "image",
+      "content": "\nGovernance & Public Human Capital0\n[images/image-35-Governance.jpg]\n",
+      "path": "images/image-35-Governance.jpg",
+      "metadata": {
+        "length": 69,
+        "summary": "image-35\nGovernance & Public Human Capital0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "images/image-35-Governance.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "e5076757-ba0f-597a-bfae-552f1845ffd9",
+      "type": "table",
+      "content": "<table><tr><td>Age: 46</td><td>Director Since: 2020</td><td>Committees: CC, NCGC</td></tr><tr><td>Other Current Public Company Boards: None</td><td>Independent Director</td><td></td></tr></table>",
+      "path": "tables/table-16 Director Profile.html",
+      "metadata": {
+        "length": 195,
+        "summary": "table-17\nA 46-year-old independent director since 2020, serving on CC and NCGC committees, with no other public company boards.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-16 Director Profile.html",
+        "keywords": [
+          "Director",
+          "Committees",
+          "Independent"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "a08b4b94-3bcf-58fe-8efa-1cc2333e2ca8",
+      "type": "image",
+      "content": "\nJOHN O. DABIRI Industry & Technical0\n[images/image-36-JOHN O. DA.jpg]\n",
+      "path": "images/image-36-JOHN O. DA.jpg",
+      "metadata": {
+        "length": 71,
+        "summary": "image-36\nJOHN O. DABIRI Industry & Technical0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "images/image-36-JOHN O. DA.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "3ecee2e4-7315-5c60-88ca-d096cf01304b",
+      "type": "image",
+      "content": "\nJohn O. Dabiri is the Centennial Professor of Aeronautics and Mechanical Engineering at the California Institute of Technology. He is a recipient of the National Medal of Science, a MacArthur Foundation \"Genius Grant,\" the National Science Foundation Alan T. Waterman Award, and the Presidential Early Career Award for Scientists and Engineers. He heads the Dabiri Lab, which conducts research at the intersections of fluid mechanics, energy and environment, and biology. From 2021 to January 2025, he served on President Biden's Council of Advisors on Science and Technology (PCAST) and Energy Secretary Granholm's Energy Advisory Board (SEAB). From 2015 to 2019, he served as a Professor of Civil and Environmental Engineering and of Mechanical Engineering at Stanford University, where he was recognized with the Eugene L. Grant Award for Excellence in Teaching. From 2005 to 2015, he was a Professor of Aeronautics and Bioengineering at the California Institute of Technology, during which time he also served as Director of the Center for Bioinspired Wind Energy, Chair of the Faculty, and Dean of Students. Dr. Dabiri is a Fellow of the American Physical Society, where he previously served as Chair of the Division of Fluid Dynamics. He also serves on the board of trustees of the Gordon and Betty Moore Foundation and previously served as a member of the National Academies' Committee on Science, Technology, and Law. Dr. Dabiri holds a PhD degree in Bioengineering and an MS degree in Aeronautics from the California Institute of Technology, and a BSE degree summa cum laude in Mechanical and Aerospace Engineering from Princeton University. Emerging Technologies & Business Models0\n[images/image-37-John O. Da.jpg]\n",
+      "path": "images/image-37-John O. Da.jpg",
+      "metadata": {
+        "length": 1726,
+        "summary": "image-37\nJohn O. Dabiri is the Centennial Professor of Aeronautics and Mechanical Engineering at the California Institute of Technology. He is a recipient of the National Medal of Science, a MacArthur Foundation \"Genius Grant,\" the National Science Foundation Alan T. Waterman Award, and the Presidential Early Career Award for Scientists and Engineers. He heads the Dabiri Lab, which conducts research at the intersections of fluid mechanics, energy and environment, and biology. From 2021 to January 2025, he served on President Biden's Council of Advisors on Science and Technology (PCAST) and Energy Secretary Granholm's Energy Advisory Board (SEAB). From 2015 to 2019, he served as a Professor of Civil and Environmental Engineering and of Mechanical Engineering at Stanford University, where he was recognized with the Eugene L. Grant Award for Excellence in Teaching. From 2005 to 2015, he was a Professor of Aeronautics and Bioengineering at the California Institute of Technology, during which time he also served as Director of the Center for Bioinspired Wind Energy, Chair of the Faculty, and Dean of Students. Dr. Dabiri is a Fellow of the American Physical Society, where he previously served as Chair of the Division of Fluid Dynamics. He also serves on the board of trustees of the Gordon and Betty Moore Foundation and previously served as a member of the National Academies' Committee on Science, Technology, and Law. Dr. Dabiri holds a PhD degree in Bioengineering and an MS degree in Aeronautics from the California Institute of Technology, and a BSE degree summa cum laude in Mechanical and Aerospace Engineering from Princeton University. Emerging Technologies & Business Models0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "images/image-37-John O. Da.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "f292ea45-410a-5948-b280-de2e2fab759c",
+      "type": "text",
+      "content": "The biographies below include information, as of the date of this proxy statement, regarding the particular experience, qualifications, attributes or skills of each director, relative to the skills matrix above, that led the NCGC and Board to believe that he or she should continue to serve on the Board.\nTENCH COXE\nFormer Managing Director, Sutter Hill Ventures\n\n[tables/table-15 Director Profile.html]\n\nTench Coxe was a Managing Director of Sutter Hill Ventures, a venture capital investment firm, from 1989 to 2020, where he focused on investments in the IT sector. Prior to joining Sutter Hill Ventures in 1987, he was Director of Marketing and MIS at Digital Communication Associates. He was a director of Artisan Partners Asset Management Inc., an institutional money management firm from 1995 to 2025. Mr. Coxe holds a BA degree in Economics from Dartmouth College and an MBA degree from Harvard Business School.\nMr. Coxe brings to the Board expertise in financial and transactional analysis and provides valuable perspectives on corporate strategy and emerging technology trends. His significant financial community experience gives the Board an understanding of the methods by which companies can increase value for their stockholders.\n\nTENCH COXE Financial/Financial0\n[images/image-32-TENCH COXE.jpg]\n\nFinancial/Financial\nCommunity\n\nTench Coxe was a Managing Director of Sutter Hill Ventures, a venture capital investment firm, from 1989 to 2020, where he focused on investments in the IT sector. Prior to joining Sutter Hill Ventures in 1987, he was Director of Marketing and MIS at Digital Communication Associates. He was a director of Artisan Partners Asset Management Inc., an institutional money management firm from 1995 to 2025. Mr. Coxe holds a BA degree in Economics from Dartmouth College and an MBA degree from Harvard Business School. Governance & Public0\n[images/image-33-Tench Coxe.jpg]\n\nGovernance & Public\nCompany Board\n\nFinancial/Financial Emerging Technologies & Business Models0\n[images/image-34-Financial_.jpg]\n\nEmerging Technologies & Business Models\n\nGovernance & Public Human Capital0\n[images/image-35-Governance.jpg]\n\nHuman Capital\nManagement\nExperience\nJOHN O. DABIRI\nCentennial Professor of Aeronautics and Mechanical Engineering, California Institute of Technology\n\n[tables/table-16 Director Profile.html]\n\nJohn O. Dabiri is the Centennial Professor of Aeronautics and Mechanical Engineering at the California Institute of Technology. He is a recipient of the National Medal of Science, a MacArthur Foundation \"Genius Grant,\" the National Science Foundation Alan T. Waterman Award, and the Presidential Early Career Award for Scientists and Engineers. He heads the Dabiri Lab, which conducts research at the intersections of fluid mechanics, energy and environment, and biology. From 2021 to January 2025, he served on President Biden's Council of Advisors on Science and Technology (PCAST) and Energy Secretary Granholm's Energy Advisory Board (SEAB). From 2015 to 2019, he served as a Professor of Civil and Environmental Engineering and of Mechanical Engineering at Stanford University, where he was recognized with the Eugene L. Grant Award for Excellence in Teaching. From 2005 to 2015, he was a Professor of Aeronautics and Bioengineering at the California Institute of Technology, during which time he also served as Director of the Center for Bioinspired Wind Energy, Chair of the Faculty, and Dean of Students. Dr. Dabiri is a Fellow of the American Physical Society, where he previously served as Chair of the Division of Fluid Dynamics. He also serves on the board of trustees of the Gordon and Betty Moore Foundation and previously served as a member of the National Academies' Committee on Science, Technology, and Law. Dr. Dabiri holds a PhD degree in Bioengineering and an MS degree in Aeronautics from the California Institute of Technology, and a BSE degree summa cum laude in Mechanical and Aerospace Engineering from Princeton University.\nDr. Dabiri brings to the Board a versatile research background and cutting-edge expertise in various engineering fields, along with a proven record of successful innovation.\n\nJOHN O. DABIRI Industry & Technical0\n[images/image-36-JOHN O. DA.jpg]\n\nIndustry & Technical\n\nJohn O. Dabiri is the Centennial Professor of Aeronautics and Mechanical Engineering at the California Institute of Technology. He is a recipient of the National Medal of Science, a MacArthur Foundation \"Genius Grant,\" the National Science Foundation Alan T. Waterman Award, and the Presidential Early Career Award for Scientists and Engineers. He heads the Dabiri Lab, which conducts research at the intersections of fluid mechanics, energy and environment, and biology. From 2021 to January 2025, he served on President Biden's Council of Advisors on Science and Technology (PCAST) and Energy Secretary Granholm's Energy Advisory Board (SEAB). From 2015 to 2019, he served as a Professor of Civil and Environmental Engineering and of Mechanical Engineering at Stanford University, where he was recognized with the Eugene L. Grant Award for Excellence in Teaching. From 2005 to 2015, he was a Professor of Aeronautics and Bioengineering at the California Institute of Technology, during which time he also served as Director of the Center for Bioinspired Wind Energy, Chair of the Faculty, and Dean of Students. Dr. Dabiri is a Fellow of the American Physical Society, where he previously served as Chair of the Division of Fluid Dynamics. He also serves on the board of trustees of the Gordon and Betty Moore Foundation and previously served as a member of the National Academies' Committee on Science, Technology, and Law. Dr. Dabiri holds a PhD degree in Bioengineering and an MS degree in Aeronautics from the California Institute of Technology, and a BSE degree summa cum laude in Mechanical and Aerospace Engineering from Princeton University. Emerging Technologies & Business Models0\n[images/image-37-John O. Da.jpg]\n\nEmerging Technologies & Business Models",
+      "path": "2026-Annual-Report-Web.pdf/Information About the 2026 Meeting/Our Director Nominees",
+      "metadata": {
+        "length": 6093,
+        "summary": "The text provides biographies of two directors, Tench Coxe and John O. Dabiri, detailing their professional experience, qualifications, and skills that led the NCGC and Board to believe they should continue serving. Tench Coxe, former Managing Director of Sutter Hill Ventures, brings expertise in financial analysis, corporate strategy, and emerging technology trends. John O. Dabiri, a professor at Caltech, contributes a versatile research background in engineering and innovation. The biographies include information on their ages, tenure, committee memberships, education, and career highlights, along with associated skills matrices.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "The",
+          "biographies",
+          "include",
+          "information",
+          "date",
+          "proxy",
+          "statement",
+          "experience",
+          "qualifications",
+          "attributes",
+          "skills",
+          "director",
+          "relative",
+          "matrix",
+          "led",
+          "NCGC",
+          "Board",
+          "continue",
+          "serve",
+          "TENCH",
+          "COXE",
+          "Former",
+          "Managing",
+          "Director",
+          "Sutter",
+          "Hill",
+          "Ventures",
+          "Tench",
+          "Coxe",
+          "venture",
+          "capital",
+          "investment",
+          "firm",
+          "1989",
+          "2020",
+          "focused",
+          "investments",
+          "IT",
+          "sector",
+          "Prior",
+          "joining",
+          "1987",
+          "Marketing",
+          "MIS",
+          "Digital",
+          "Communication",
+          "Associates",
+          "He",
+          "Artisan",
+          "Partners",
+          "Asset",
+          "Management",
+          "Inc",
+          "institutional",
+          "money",
+          "management",
+          "1995",
+          "2025",
+          "Mr",
+          "holds",
+          "BA",
+          "degree",
+          "Economics",
+          "Dartmouth",
+          "College",
+          "MBA",
+          "Harvard",
+          "Business",
+          "School",
+          "brings",
+          "expertise",
+          "financial",
+          "transactional",
+          "analysis",
+          "valuable",
+          "perspectives",
+          "corporate",
+          "strategy",
+          "emerging",
+          "technology",
+          "trends",
+          "His",
+          "significant",
+          "community",
+          "understanding",
+          "methods",
+          "companies",
+          "increase",
+          "stockholders",
+          "Financial",
+          "Financial0",
+          "Community",
+          "Governance",
+          "Public0",
+          "Public",
+          "Company",
+          "Emerging",
+          "Technologies",
+          "Models0",
+          "Models",
+          "Human",
+          "Capital0",
+          "Capital",
+          "Experience",
+          "JOHN",
+          "DABIRI",
+          "Centennial",
+          "Professor",
+          "Aeronautics",
+          "Mechanical",
+          "Engineering",
+          "California",
+          "Institute",
+          "Technology",
+          "John",
+          "Dabiri",
+          "recipient",
+          "National",
+          "Medal",
+          "Science",
+          "MacArthur",
+          "Foundation",
+          "Genius",
+          "Grant",
+          "Alan",
+          "Waterman",
+          "Award",
+          "Presidential",
+          "Early",
+          "Career",
+          "Scientists",
+          "Engineers",
+          "heads",
+          "Lab",
+          "conducts",
+          "research",
+          "intersections",
+          "fluid",
+          "mechanics",
+          "energy",
+          "environment",
+          "biology",
+          "From",
+          "2021",
+          "January",
+          "served",
+          "President",
+          "Biden",
+          "Council",
+          "Advisors",
+          "PCAST",
+          "Energy",
+          "Secretary",
+          "Granholm",
+          "Advisory",
+          "SEAB",
+          "2015",
+          "2019",
+          "Civil",
+          "Environmental",
+          "Stanford",
+          "University",
+          "recognized",
+          "Eugene",
+          "Excellence",
+          "Teaching",
+          "2005",
+          "Bioengineering",
+          "time",
+          "Center",
+          "Bioinspired",
+          "Wind",
+          "Chair",
+          "Faculty",
+          "Dean",
+          "Students",
+          "Dr",
+          "Fellow",
+          "American",
+          "Physical",
+          "Society",
+          "previously",
+          "Division",
+          "Fluid",
+          "Dynamics",
+          "serves",
+          "board",
+          "trustees",
+          "Gordon",
+          "Betty",
+          "Moore",
+          "member",
+          "Academies",
+          "Committee",
+          "Law",
+          "PhD",
+          "MS",
+          "BSE",
+          "summa",
+          "cum",
+          "laude",
+          "Aerospace",
+          "Princeton",
+          "versatile",
+          "background",
+          "cutting",
+          "edge",
+          "engineering",
+          "fields",
+          "proven",
+          "record",
+          "successful",
+          "innovation",
+          "Industry",
+          "Technical0",
+          "Technical"
+        ],
+        "keywords": [
+          "Directors",
+          "Experience",
+          "Qualifications"
+        ],
+        "connect_to": [
+          {
+            "target": "13908866-486b-5cd4-a3e8-5a75b86c2e85",
+            "relation": "embeds",
+            "ref": "[tables/table-15 Director Profile.html]",
+            "position": {
+              "start": 364,
+              "end": 403
+            }
+          },
+          {
+            "target": "82b279d6-4b50-5ba3-9820-7f2c446d1088",
+            "relation": "embeds",
+            "ref": "[images/image-32-TENCH COXE.jpg]",
+            "position": {
+              "start": 1278,
+              "end": 1310
+            }
+          },
+          {
+            "target": "070a6edf-52e7-526c-9084-2d01667c92ac",
+            "relation": "embeds",
+            "ref": "[images/image-33-Tench Coxe.jpg]",
+            "position": {
+              "start": 1879,
+              "end": 1911
+            }
+          },
+          {
+            "target": "059b9879-b611-5f64-bb00-2cfac5c06aeb",
+            "relation": "embeds",
+            "ref": "[images/image-34-Financial_.jpg]",
+            "position": {
+              "start": 2009,
+              "end": 2041
+            }
+          },
+          {
+            "target": "4236e4c9-8b46-5c5b-a545-566569c57184",
+            "relation": "embeds",
+            "ref": "[images/image-35-Governance.jpg]",
+            "position": {
+              "start": 2119,
+              "end": 2151
+            }
+          },
+          {
+            "target": "e5076757-ba0f-597a-bfae-552f1845ffd9",
+            "relation": "embeds",
+            "ref": "[tables/table-16 Director Profile.html]",
+            "position": {
+              "start": 2304,
+              "end": 2343
+            }
+          },
+          {
+            "target": "a08b4b94-3bcf-58fe-8efa-1cc2333e2ca8",
+            "relation": "embeds",
+            "ref": "[images/image-36-JOHN O. DA.jpg]",
+            "position": {
+              "start": 4208,
+              "end": 4240
+            }
+          },
+          {
+            "target": "3ecee2e4-7315-5c60-88ca-d096cf01304b",
+            "relation": "embeds",
+            "ref": "[images/image-37-John O. Da.jpg]",
+            "position": {
+              "start": 5956,
+              "end": 5988
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "85e03b98-d4de-58c2-85e0-d166f977fcb8",
+      "type": "image",
+      "content": "\nJen-Hsun Huang founded NVIDIA in 1993 and has served since its inception as President, Chief Executive Officer, and a member of the Board. Senior Leadership & Operations Experience0\n[images/image-38-Jen-Hsun H.jpg]\n",
+      "path": "images/image-38-Jen-Hsun H.jpg",
+      "metadata": {
+        "length": 216,
+        "summary": "image-38\nJen-Hsun Huang founded NVIDIA in 1993 and has served since its inception as President, Chief Executive Officer, and a member of the Board. Senior Leadership & Operations Experience0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "images/image-38-Jen-Hsun H.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "ff8e4a93-0064-537b-b716-6a7654788817",
+      "type": "image",
+      "content": "\nMr. Huang has been elected to the National Academy of Engineering and in 2026 was appointed to the President's Council of Advisors of Science and Technology. He is a recipient of the Semiconductor Industry Association's highest honor, the Robert N. Noyce Award; the IEEE Founder's Medal; the Dr. Morris Chang Exemplary Leadership Award; and honorary doctorate degrees from Taiwan's National Chiao Tung University, National Taiwan University, Oregon State University, Huazhong University of Science and Technology and Linköping University. He has been named the world's best CEO by Fortune, the Economist, and Brand Finance, as well as one of TIME magazine's 100 most influential people. Industry & Technical0\n[images/image-39-Mr. Huang .jpg]\n",
+      "path": "images/image-39-Mr. Huang .jpg",
+      "metadata": {
+        "length": 743,
+        "summary": "image-39\nMr. Huang has been elected to the National Academy of Engineering and in 2026 was appointed to the President's Council of Advisors of Science and Technology. He is a recipient of the Semiconductor Industry Association's highest honor, the Robert N. Noyce Award; the IEEE Founder's Medal; the Dr. Morris Chang Exemplary Leadership Award; and honorary doctorate degrees from Taiwan's National Chiao Tung University, National Taiwan University, Oregon State University, Huazhong University of Science and Technology and Linköping University. He has been named the world's best CEO by Fortune, the Economist, and Brand Finance, as well as one of TIME magazine's 100 most influential people. Industry & Technical0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "images/image-39-Mr. Huang .jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "e47e2e5f-8481-503e-84fb-67017af8874a",
+      "type": "image",
+      "content": "\nMr. Huang is one of the technology industry's most respected executives, having taken NVIDIA from a startup to a world leader in accelerated computing. Under his guidance, NVIDIA has compiled a record of consistent innovation and sharp execution, marked by products that have gained strong market share. Financial/Financial0\n[images/image-40-Mr. Huang .jpg]\n",
+      "path": "images/image-40-Mr. Huang .jpg",
+      "metadata": {
+        "length": 359,
+        "summary": "image-40\nMr. Huang is one of the technology industry's most respected executives, having taken NVIDIA from a startup to a world leader in accelerated computing. Under his guidance, NVIDIA has compiled a record of consistent innovation and sharp execution, marked by products that have gained strong market share. Financial/Financial0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "images/image-40-Mr. Huang .jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "889b1346-36ce-54bf-a1e2-d92cb67e9e5f",
+      "type": "image",
+      "content": "\nIndustry & Technical Governance & Public Company Board0\n[images/image-41-Industry &.jpg]\n",
+      "path": "images/image-41-Industry &.jpg",
+      "metadata": {
+        "length": 90,
+        "summary": "image-41\nIndustry & Technical Governance & Public Company Board0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "images/image-41-Industry &.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "b8c14ae1-3dce-5d49-9adb-5c433cbf2a3a",
+      "type": "image",
+      "content": "\nFinancial/Financial Emerging Technologies & Business Models0\n[images/image-42-Financial_.jpg]\n",
+      "path": "images/image-42-Financial_.jpg",
+      "metadata": {
+        "length": 95,
+        "summary": "image-42\nFinancial/Financial Emerging Technologies & Business Models0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "images/image-42-Financial_.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "918a8757-d542-5d01-a385-9d77625d5e1e",
+      "type": "image",
+      "content": "\nCommunity Marketing,0\n[images/image-43-Community .jpg]\n",
+      "path": "images/image-43-Community .jpg",
+      "metadata": {
+        "length": 56,
+        "summary": "image-43\nCommunity Marketing,0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "images/image-43-Community .jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "997509c7-bd1b-59bb-89b5-ab12564fd687",
+      "type": "image",
+      "content": "\nEmerging Technologies & Business Models Regulatory, Legal & Risk Management0\n[images/image-44-Emerging T.jpg]\n",
+      "path": "images/image-44-Emerging T.jpg",
+      "metadata": {
+        "length": 111,
+        "summary": "image-44\nEmerging Technologies & Business Models Regulatory, Legal & Risk Management0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "images/image-44-Emerging T.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "cd063f0c-f174-5d40-b01c-bce1b9a60efe",
+      "type": "image",
+      "content": "\nMarketing, Human Capital0\n[images/image-45-Marketing,.jpg]\n",
+      "path": "images/image-45-Marketing,.jpg",
+      "metadata": {
+        "length": 60,
+        "summary": "image-45\nMarketing, Human Capital0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "images/image-45-Marketing,.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "9a8d296a-acf6-51da-a992-99463e4057c7",
+      "type": "text",
+      "content": "President and Chief Executive Officer, NVIDIA Corporation\nAge: 63\nDirector Since: 1993\nCommittees: None\nOther Current Public Company\nBoards: None\nJen-Hsun Huang founded NVIDIA in 1993 and has served since its inception as President, Chief Executive Officer, and a member of the Board.\nSince its founding, NVIDIA has pioneered accelerated computing. The Company's invention of the GPU in 1999 sparked the growth of the PC gaming market, redefined computer graphics, and ignited the era of modern AI. NVIDIA is now driving the platform shift of accelerated computing and generative AI, transforming the world's largest industries and profoundly impacting society.\nMr. Huang has been elected to the National Academy of Engineering and in 2026 was appointed to the President's Council of Advisors of Science and Technology. He is a recipient of the Semiconductor Industry Association's highest honor, the Robert N. Noyce Award; the IEEE Founder's Medal; the Dr. Morris Chang Exemplary Leadership Award; and honorary doctorate degrees from Taiwan's National Chiao Tung University, National Taiwan University, Oregon State University, Huazhong University of Science and Technology and Linköping University. He has been named the world's best CEO by Fortune, the Economist, and Brand Finance, as well as one of TIME magazine's 100 most influential people.\nPrior to founding NVIDIA, Mr. Huang worked at LSI Logic, a semiconductor and software company, and Advanced Micro Devices, a global semiconductor company. He holds a BSEE degree from Oregon State University and an MSEE degree from Stanford University.\nMr. Huang is one of the technology industry's most respected executives, having taken NVIDIA from a startup to a world leader in accelerated computing. Under his guidance, NVIDIA has compiled a record of consistent innovation and sharp execution, marked by products that have gained strong market share.\n\nJen-Hsun Huang founded NVIDIA in 1993 and has served since its inception as President, Chief Executive Officer, and a member of the Board. Senior Leadership & Operations Experience0\n[images/image-38-Jen-Hsun H.jpg]\n\nSenior Leadership & Operations Experience\n\nMr. Huang has been elected to the National Academy of Engineering and in 2026 was appointed to the President's Council of Advisors of Science and Technology. He is a recipient of the Semiconductor Industry Association's highest honor, the Robert N. Noyce Award; the IEEE Founder's Medal; the Dr. Morris Chang Exemplary Leadership Award; and honorary doctorate degrees from Taiwan's National Chiao Tung University, National Taiwan University, Oregon State University, Huazhong University of Science and Technology and Linköping University. He has been named the world's best CEO by Fortune, the Economist, and Brand Finance, as well as one of TIME magazine's 100 most influential people. Industry & Technical0\n[images/image-39-Mr. Huang .jpg]\n\nIndustry & Technical\n\nMr. Huang is one of the technology industry's most respected executives, having taken NVIDIA from a startup to a world leader in accelerated computing. Under his guidance, NVIDIA has compiled a record of consistent innovation and sharp execution, marked by products that have gained strong market share. Financial/Financial0\n[images/image-40-Mr. Huang .jpg]\n\nFinancial/Financial\nCommunity\n\nIndustry & Technical Governance & Public Company Board0\n[images/image-41-Industry &.jpg]\n\nGovernance & Public Company Board\n\nFinancial/Financial Emerging Technologies & Business Models0\n[images/image-42-Financial_.jpg]\n\nEmerging Technologies & Business Models\n\nCommunity Marketing,0\n[images/image-43-Community .jpg]\n\nMarketing,\nCommunications &\nBrand Management\n\nEmerging Technologies & Business Models Regulatory, Legal & Risk Management0\n[images/image-44-Emerging T.jpg]\n\nRegulatory, Legal & Risk Management\n\nMarketing, Human Capital0\n[images/image-45-Marketing,.jpg]\n\nHuman Capital\nManagement\nExperience",
+      "path": "2026-Annual-Report-Web.pdf/Information About the 2026 Meeting/Our Director Nominees/JEN-HSUN HUANG",
+      "metadata": {
+        "length": 3926,
+        "summary": "Jen-Hsun Huang, age 63, is the founder, President, and CEO of NVIDIA since 1993. He pioneered accelerated computing and the GPU, driving PC gaming, computer graphics, and modern AI. He has received numerous honors including the Robert N. Noyce Award, IEEE Founder's Medal, and honorary doctorates. He was named world's best CEO by Fortune, Economist, and Brand Finance, and one of TIME's 100 most influential people. Prior to NVIDIA, he worked at LSI Logic and AMD. He holds a BSEE from Oregon State University and an MSEE from Stanford University. The passage also lists his expertise in senior leadership, industry/technical, financial, governance, emerging technologies, community, marketing, regulatory, and human capital management.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "President",
+          "Chief",
+          "Executive",
+          "Officer",
+          "NVIDIA",
+          "Corporation",
+          "Age",
+          "63",
+          "Director",
+          "Since",
+          "1993",
+          "Committees",
+          "None",
+          "Other",
+          "Current",
+          "Public",
+          "Company",
+          "Boards",
+          "Jen",
+          "Hsun",
+          "Huang",
+          "founded",
+          "served",
+          "inception",
+          "member",
+          "Board",
+          "founding",
+          "pioneered",
+          "accelerated",
+          "computing",
+          "The",
+          "invention",
+          "GPU",
+          "1999",
+          "sparked",
+          "growth",
+          "PC",
+          "gaming",
+          "market",
+          "redefined",
+          "computer",
+          "graphics",
+          "ignited",
+          "era",
+          "modern",
+          "AI",
+          "driving",
+          "platform",
+          "shift",
+          "generative",
+          "transforming",
+          "world",
+          "largest",
+          "industries",
+          "profoundly",
+          "impacting",
+          "society",
+          "Mr",
+          "elected",
+          "National",
+          "Academy",
+          "Engineering",
+          "2026",
+          "appointed",
+          "Council",
+          "Advisors",
+          "Science",
+          "Technology",
+          "He",
+          "recipient",
+          "Semiconductor",
+          "Industry",
+          "Association",
+          "highest",
+          "honor",
+          "Robert",
+          "Noyce",
+          "Award",
+          "IEEE",
+          "Founder",
+          "Medal",
+          "Dr",
+          "Morris",
+          "Chang",
+          "Exemplary",
+          "Leadership",
+          "honorary",
+          "doctorate",
+          "degrees",
+          "Taiwan",
+          "Chiao",
+          "Tung",
+          "University",
+          "Oregon",
+          "State",
+          "Huazhong",
+          "Link",
+          "ping",
+          "named",
+          "CEO",
+          "Fortune",
+          "Economist",
+          "Brand",
+          "Finance",
+          "TIME",
+          "magazine",
+          "100",
+          "influential",
+          "people",
+          "Prior",
+          "worked",
+          "LSI",
+          "Logic",
+          "semiconductor",
+          "software",
+          "company",
+          "Advanced",
+          "Micro",
+          "Devices",
+          "global",
+          "holds",
+          "BSEE",
+          "degree",
+          "MSEE",
+          "Stanford",
+          "technology",
+          "industry",
+          "respected",
+          "executives",
+          "startup",
+          "leader",
+          "Under",
+          "guidance",
+          "compiled",
+          "record",
+          "consistent",
+          "innovation",
+          "sharp",
+          "execution",
+          "marked",
+          "products",
+          "gained",
+          "strong",
+          "share",
+          "Senior",
+          "Operations",
+          "Experience0",
+          "Experience",
+          "Technical0",
+          "Technical",
+          "Financial",
+          "Financial0",
+          "Community",
+          "Governance",
+          "Board0",
+          "Emerging",
+          "Technologies",
+          "Business",
+          "Models0",
+          "Models",
+          "Marketing",
+          "Communications",
+          "Management",
+          "Regulatory",
+          "Legal",
+          "Risk",
+          "Management0",
+          "Human",
+          "Capital0",
+          "Capital"
+        ],
+        "keywords": [
+          "Jen-Hsun Huang",
+          "NVIDIA",
+          "CEO"
+        ],
+        "connect_to": [
+          {
+            "target": "85e03b98-d4de-58c2-85e0-d166f977fcb8",
+            "relation": "embeds",
+            "ref": "[images/image-38-Jen-Hsun H.jpg]",
+            "position": {
+              "start": 2088,
+              "end": 2120
+            }
+          },
+          {
+            "target": "ff8e4a93-0064-537b-b716-6a7654788817",
+            "relation": "embeds",
+            "ref": "[images/image-39-Mr. Huang .jpg]",
+            "position": {
+              "start": 2874,
+              "end": 2906
+            }
+          },
+          {
+            "target": "e47e2e5f-8481-503e-84fb-67017af8874a",
+            "relation": "embeds",
+            "ref": "[images/image-40-Mr. Huang .jpg]",
+            "position": {
+              "start": 3255,
+              "end": 3287
+            }
+          },
+          {
+            "target": "889b1346-36ce-54bf-a1e2-d92cb67e9e5f",
+            "relation": "embeds",
+            "ref": "[images/image-41-Industry &.jpg]",
+            "position": {
+              "start": 3376,
+              "end": 3408
+            }
+          },
+          {
+            "target": "b8c14ae1-3dce-5d49-9adb-5c433cbf2a3a",
+            "relation": "embeds",
+            "ref": "[images/image-42-Financial_.jpg]",
+            "position": {
+              "start": 3506,
+              "end": 3538
+            }
+          },
+          {
+            "target": "918a8757-d542-5d01-a385-9d77625d5e1e",
+            "relation": "embeds",
+            "ref": "[images/image-43-Community .jpg]",
+            "position": {
+              "start": 3603,
+              "end": 3635
+            }
+          },
+          {
+            "target": "997509c7-bd1b-59bb-89b5-ab12564fd687",
+            "relation": "embeds",
+            "ref": "[images/image-44-Emerging T.jpg]",
+            "position": {
+              "start": 3760,
+              "end": 3792
+            }
+          },
+          {
+            "target": "cd063f0c-f174-5d40-b01c-bce1b9a60efe",
+            "relation": "embeds",
+            "ref": "[images/image-45-Marketing,.jpg]",
+            "position": {
+              "start": 3857,
+              "end": 3889
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "85e03b98-d4de-58c2-85e0-d166f977fcb8",
+      "type": "image",
+      "content": "\nJen-Hsun Huang founded NVIDIA in 1993 and has served since its inception as President, Chief Executive Officer, and a member of the Board. Senior Leadership & Operations Experience0\n[images/image-38-Jen-Hsun H.jpg]\n",
+      "path": "images/image-38-Jen-Hsun H.jpg_2",
+      "metadata": {
+        "length": 216,
+        "summary": "image-38\nJen-Hsun Huang founded NVIDIA in 1993 and has served since its inception as President, Chief Executive Officer, and a member of the Board. Senior Leadership & Operations Experience0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "images/image-38-Jen-Hsun H.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "e3e3a672-24a8-52ec-9701-0199c48bb1b4",
+      "type": "image",
+      "content": "\nFinancial Expert Financial/Financial Community0\n[images/image-46-Financial .jpg]\n",
+      "path": "images/image-46-Financial .jpg",
+      "metadata": {
+        "length": 82,
+        "summary": "image-46\nFinancial Expert Financial/Financial Community0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "images/image-46-Financial .jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "970a6445-ab2b-55f6-8fb9-100ac35ff4df",
+      "type": "image",
+      "content": "\nMs. Hudson brings to the board experience in executive leadership. As a longtime marketing executive, she has valuable expertise and insights in leveraging brands, brand development and consumer behavior. She also has considerable corporate governance experience, gained from more than two decades of serving on the boards of public companies. Governance & Public0\n[images/image-47-Ms. Hudson.jpg]\n",
+      "path": "images/image-47-Ms. Hudson.jpg",
+      "metadata": {
+        "length": 399,
+        "summary": "image-47\nMs. Hudson brings to the board experience in executive leadership. As a longtime marketing executive, she has valuable expertise and insights in leveraging brands, brand development and consumer behavior. She also has considerable corporate governance experience, gained from more than two decades of serving on the boards of public companies. Governance & Public0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "images/image-47-Ms. Hudson.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "205e6a85-8973-5495-87bb-be6d1172cc1d",
+      "type": "image",
+      "content": "\nFinancial/Financial Community Marketing,0\n[images/image-48-Financial_.jpg]\n",
+      "path": "images/image-48-Financial_.jpg",
+      "metadata": {
+        "length": 76,
+        "summary": "image-48\nFinancial/Financial Community Marketing,0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "images/image-48-Financial_.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "f8622961-9b8f-5a45-9d33-33dc25e87e73",
+      "type": "image",
+      "content": "\nCompany Board Human Capital Management Experience0\n[images/image-49-Company Bo.jpg]\n",
+      "path": "images/image-49-Company Bo.jpg",
+      "metadata": {
+        "length": 85,
+        "summary": "image-49\nCompany Board Human Capital Management Experience0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "images/image-49-Company Bo.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "a7ea863b-df79-5769-8a8c-4a4602021229",
+      "type": "text",
+      "content": "Former Chief Marketing Officer, National Football League & Former CEO Pepsi-Cola North America\nAge: 68\nDirector Since: 2013\nCommittees: CC\nOther Current Public Company Boards: None\nIndependent Director\nFinancial Expert\nDawn Hudson serves on the boards of various companies. From 2014 to 2018, Ms. Hudson served as Chief Marketing Officer for the National Football League. Previously, she served from 2009 to 2014 as Vice Chairman of The Parthenon Group, an advisory firm focused on strategy consulting. She was President and Chief Executive Officer of Pepsi-Cola North America, the beverage division of PepsiCo, Inc. for the U.S. and Canada, from 2005 to 2007 and President from 2002, and simultaneously served as Chief Executive Officer of the foodservice division of PepsiCo, Inc. from 2005 to 2007. Previously, she spent 13 years in marketing, advertising and branding strategy, holding leadership positions at major agencies, such as D'Arcy Masius Benton & Bowles and Omnicom Group Inc. Ms. Hudson currently serves on the board of directors of a private skincare company and a private consumer diagnostic portfolio company. She was a director of P.F. Chang's China Bistro, Inc., a restaurant chain, from 2010 to 2012; of Allergan, Inc., a biopharmaceutical company, from 2008 to 2014; of Lowes Companies, Inc., a home improvement retailer, from 2001 to 2015; of Amplify Snack Brands, Inc., a snack food company, from 2014 to 2018; of Modern Times Group MTG AB, a gaming company, from 2020 to 2023; and of the Interpublic Group of Companies, Inc., an advertising company, from 2011 to 2025. She holds a BA degree in English from Dartmouth College.\nMs. Hudson brings to the board experience in executive leadership. As a longtime marketing executive, she has valuable expertise and insights in leveraging brands, brand development and consumer behavior. She also has considerable corporate governance experience, gained from more than two decades of serving on the boards of public companies.\n\nJen-Hsun Huang founded NVIDIA in 1993 and has served since its inception as President, Chief Executive Officer, and a member of the Board. Senior Leadership & Operations Experience0\n[images/image-38-Jen-Hsun H.jpg]\n\nSenior Leadership & Operations Experience\n\nFinancial Expert Financial/Financial Community0\n[images/image-46-Financial .jpg]\n\nFinancial/Financial Community\n\nMs. Hudson brings to the board experience in executive leadership. As a longtime marketing executive, she has valuable expertise and insights in leveraging brands, brand development and consumer behavior. She also has considerable corporate governance experience, gained from more than two decades of serving on the boards of public companies. Governance & Public0\n[images/image-47-Ms. Hudson.jpg]\n\nGovernance & Public\nCompany Board\n\nFinancial/Financial Community Marketing,0\n[images/image-48-Financial_.jpg]\n\nMarketing,\nCommunications &\nBrand Management\n\nCompany Board Human Capital Management Experience0\n[images/image-49-Company Bo.jpg]\n\nHuman Capital Management Experience",
+      "path": "2026-Annual-Report-Web.pdf/Information About the 2026 Meeting/Our Director Nominees/DAWN HUDSON",
+      "metadata": {
+        "length": 3044,
+        "summary": "Dawn Hudson, age 68, is a former Chief Marketing Officer of the National Football League and former CEO of Pepsi-Cola North America. She has served as a director since 2013 and is an independent director and financial expert. Her career includes leadership roles at The Parthenon Group, PepsiCo, and major advertising agencies. She has served on numerous public company boards including P.F. Chang's, Allergan, Lowe's, Amplify Snack Brands, Modern Times Group, and Interpublic Group. She holds a BA in English from Dartmouth College. The passage also mentions Jen-Hsun Huang, founder and CEO of NVIDIA, and includes image references related to financial, marketing, governance, and human capital management experience.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Former",
+          "Chief",
+          "Marketing",
+          "Officer",
+          "National",
+          "Football",
+          "League",
+          "CEO",
+          "Pepsi",
+          "Cola",
+          "North",
+          "America",
+          "Age",
+          "68",
+          "Director",
+          "Since",
+          "2013",
+          "Committees",
+          "CC",
+          "Other",
+          "Current",
+          "Public",
+          "Company",
+          "Boards",
+          "None",
+          "Independent",
+          "Financial",
+          "Expert",
+          "Dawn",
+          "Hudson",
+          "serves",
+          "boards",
+          "companies",
+          "From",
+          "2014",
+          "2018",
+          "Ms",
+          "served",
+          "Previously",
+          "2009",
+          "Vice",
+          "Chairman",
+          "The",
+          "Parthenon",
+          "Group",
+          "advisory",
+          "firm",
+          "focused",
+          "strategy",
+          "consulting",
+          "She",
+          "President",
+          "Executive",
+          "beverage",
+          "division",
+          "PepsiCo",
+          "Inc",
+          "Canada",
+          "2005",
+          "2007",
+          "2002",
+          "simultaneously",
+          "foodservice",
+          "spent",
+          "13",
+          "years",
+          "marketing",
+          "advertising",
+          "branding",
+          "holding",
+          "leadership",
+          "positions",
+          "major",
+          "agencies",
+          "Arcy",
+          "Masius",
+          "Benton",
+          "Bowles",
+          "Omnicom",
+          "board",
+          "directors",
+          "private",
+          "skincare",
+          "company",
+          "consumer",
+          "diagnostic",
+          "portfolio",
+          "director",
+          "Chang",
+          "China",
+          "Bistro",
+          "restaurant",
+          "chain",
+          "2010",
+          "2012",
+          "Allergan",
+          "biopharmaceutical",
+          "2008",
+          "Lowes",
+          "Companies",
+          "home",
+          "improvement",
+          "retailer",
+          "2001",
+          "2015",
+          "Amplify",
+          "Snack",
+          "Brands",
+          "snack",
+          "food",
+          "Modern",
+          "Times",
+          "MTG",
+          "AB",
+          "gaming",
+          "2020",
+          "2023",
+          "Interpublic",
+          "2011",
+          "2025",
+          "holds",
+          "BA",
+          "degree",
+          "English",
+          "Dartmouth",
+          "College",
+          "brings",
+          "experience",
+          "executive",
+          "As",
+          "longtime",
+          "valuable",
+          "expertise",
+          "insights",
+          "leveraging",
+          "brands",
+          "brand",
+          "development",
+          "behavior",
+          "considerable",
+          "corporate",
+          "governance",
+          "gained",
+          "decades",
+          "serving",
+          "public",
+          "Jen",
+          "Hsun",
+          "Huang",
+          "founded",
+          "NVIDIA",
+          "1993",
+          "inception",
+          "member",
+          "Board",
+          "Senior",
+          "Leadership",
+          "Operations",
+          "Experience0",
+          "Experience",
+          "Community0",
+          "Community",
+          "Governance",
+          "Public0",
+          "Communications",
+          "Brand",
+          "Management",
+          "Human",
+          "Capital"
+        ],
+        "keywords": [
+          "Dawn Hudson",
+          "Board Experience",
+          "Marketing Executive"
+        ],
+        "connect_to": [
+          {
+            "target": "85e03b98-d4de-58c2-85e0-d166f977fcb8",
+            "relation": "embeds",
+            "ref": "[images/image-38-Jen-Hsun H.jpg]",
+            "position": {
+              "start": 2178,
+              "end": 2210
+            }
+          },
+          {
+            "target": "e3e3a672-24a8-52ec-9701-0199c48bb1b4",
+            "relation": "embeds",
+            "ref": "[images/image-46-Financial .jpg]",
+            "position": {
+              "start": 2303,
+              "end": 2335
+            }
+          },
+          {
+            "target": "970a6445-ab2b-55f6-8fb9-100ac35ff4df",
+            "relation": "embeds",
+            "ref": "[images/image-47-Ms. Hudson.jpg]",
+            "position": {
+              "start": 2733,
+              "end": 2765
+            }
+          },
+          {
+            "target": "205e6a85-8973-5495-87bb-be6d1172cc1d",
+            "relation": "embeds",
+            "ref": "[images/image-48-Financial_.jpg]",
+            "position": {
+              "start": 2844,
+              "end": 2876
+            }
+          },
+          {
+            "target": "f8622961-9b8f-5a45-9d33-33dc25e87e73",
+            "relation": "embeds",
+            "ref": "[images/image-49-Company Bo.jpg]",
+            "position": {
+              "start": 2975,
+              "end": 3007
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "d6438b1a-a908-5938-a6d9-86b1d8c0f7e7",
+      "type": "image",
+      "content": "\nOther Current Public Company Boards: None Senior Leadership & Operations Experience0\n[images/image-50-Other Curr.jpg]\n",
+      "path": "images/image-50-Other Curr.jpg",
+      "metadata": {
+        "length": 119,
+        "summary": "image-50\nOther Current Public Company Boards: None Senior Leadership & Operations Experience0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "images/image-50-Other Curr.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "e4e8a88c-a35e-59db-973d-0896b2db8286",
+      "type": "image",
+      "content": "\nFinancial Expert Industry & Technical0\n[images/image-51-Financial .jpg]\n",
+      "path": "images/image-51-Financial .jpg",
+      "metadata": {
+        "length": 73,
+        "summary": "image-51\nFinancial Expert Industry & Technical0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "images/image-51-Financial .jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "08e10045-0aca-5419-8a08-e36b1a83af56",
+      "type": "image",
+      "content": "\nMr. Jones brings to the board an executive management background, an understanding of semiconductor technologies and complex system design. He provides valuable insight into innovation strategies, research and development efforts, as well as management and development of our technical employees. His significant financial community experience gives the Board an understanding of the methods by which companies can increase value for their stockholders. Financial/Financial0\n[images/image-52-Mr. Jones .jpg]\n",
+      "path": "images/image-52-Mr. Jones .jpg",
+      "metadata": {
+        "length": 509,
+        "summary": "image-52\nMr. Jones brings to the board an executive management background, an understanding of semiconductor technologies and complex system design. He provides valuable insight into innovation strategies, research and development efforts, as well as management and development of our technical employees. His significant financial community experience gives the Board an understanding of the methods by which companies can increase value for their stockholders. Financial/Financial0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "images/image-52-Mr. Jones .jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "c4e0235e-3772-5f60-bbba-62cd8300ec53",
+      "type": "image",
+      "content": "\nIndustry & Technical Governance & Public0\n[images/image-53-Industry &.jpg]\n",
+      "path": "images/image-53-Industry &.jpg",
+      "metadata": {
+        "length": 76,
+        "summary": "image-53\nIndustry & Technical Governance & Public0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "images/image-53-Industry &.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "bac91c52-1acb-5361-b50b-315f56d31814",
+      "type": "image",
+      "content": "\nFinancial/Financial Emerging Technologies & Business Models0\n[images/image-54-Financial_.jpg]\n",
+      "path": "images/image-54-Financial_.jpg",
+      "metadata": {
+        "length": 95,
+        "summary": "image-54\nFinancial/Financial Emerging Technologies & Business Models0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "images/image-54-Financial_.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "7fdb99ce-98e0-5792-b4fd-9cc332173787",
+      "type": "image",
+      "content": "\nGovernance & Public Marketing,0\n[images/image-55-Governance.jpg]\n",
+      "path": "images/image-55-Governance.jpg",
+      "metadata": {
+        "length": 66,
+        "summary": "image-55\nGovernance & Public Marketing,0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "images/image-55-Governance.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "e4f99059-620c-521f-8458-994ba68a7c5a",
+      "type": "image",
+      "content": "\nEmerging Technologies & Business Models Human Capital0\n[images/image-56-Emerging T.jpg]\n",
+      "path": "images/image-56-Emerging T.jpg",
+      "metadata": {
+        "length": 89,
+        "summary": "image-56\nEmerging Technologies & Business Models Human Capital0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "images/image-56-Emerging T.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "a38babf0-20aa-5efe-974d-22625f86e7c1",
+      "type": "text",
+      "content": "Managing Partner, Square Wave Ventures\nAge: 73\nDirector Since: 1993\nCommittees: AC, NCGC\nOther Current Public Company Boards: None\nIndependent Director\nFinancial Expert\nHarvey C. Jones has been the Managing Partner of Square Wave Ventures, a private family office, since 2004. Mr. Jones has been an entrepreneur, high technology executive, and active venture investor for over 30 years. In 1981, he co-founded Daisy Systems Corp., a computer-aided engineering company, ultimately serving as its President and Chief Executive Officer until 1987. Between 1987 and 1998, he led Synopsys, Inc., a major electronic design automation company, serving as its Chief Executive Officer for seven years and then as Executive Chairman. In 1997, Mr. Jones co-founded Tensilica Inc., a privately held technology IP company that developed and licensed high performance embedded processing cores. He served as Chairman of the Tensilica board of directors from inception through its 2013 acquisition by Cadence Design Systems, Inc. Mr. Jones holds a BS degree in Mathematics and Computer Sciences from Georgetown University and an MS degree in Management from Massachusetts Institute of Technology.\nMr. Jones brings to the board an executive management background, an understanding of semiconductor technologies and complex system design. He provides valuable insight into innovation strategies, research and development efforts, as well as management and development of our technical employees. His significant financial community experience gives the Board an understanding of the methods by which companies can increase value for their stockholders.\n\nOther Current Public Company Boards: None Senior Leadership & Operations Experience0\n[images/image-50-Other Curr.jpg]\n\nSenior Leadership & Operations Experience\n\nFinancial Expert Industry & Technical0\n[images/image-51-Financial .jpg]\n\nIndustry & Technical\n\nMr. Jones brings to the board an executive management background, an understanding of semiconductor technologies and complex system design. He provides valuable insight into innovation strategies, research and development efforts, as well as management and development of our technical employees. His significant financial community experience gives the Board an understanding of the methods by which companies can increase value for their stockholders. Financial/Financial0\n[images/image-52-Mr. Jones .jpg]\n\nFinancial/Financial\nCommunity\n\nIndustry & Technical Governance & Public0\n[images/image-53-Industry &.jpg]\n\nGovernance & Public\nCompany Board\n\nFinancial/Financial Emerging Technologies & Business Models0\n[images/image-54-Financial_.jpg]\n\nEmerging Technologies & Business Models\n\nGovernance & Public Marketing,0\n[images/image-55-Governance.jpg]\n\nMarketing,\nCommunications &\nBrand Management\n\nEmerging Technologies & Business Models Human Capital0\n[images/image-56-Emerging T.jpg]\n\nHuman Capital\nManagement\nExperience",
+      "path": "2026-Annual-Report-Web.pdf/Information About the 2026 Meeting/Our Director Nominees/HARVEY C. JONES",
+      "metadata": {
+        "length": 2917,
+        "summary": "Harvey C. Jones, age 73, is Managing Partner of Square Wave Ventures and has been a director since 1993. He co-founded Daisy Systems, led Synopsys as CEO, and co-founded Tensilica. He brings executive management, semiconductor technology, and financial expertise to the board.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Managing",
+          "Partner",
+          "Square",
+          "Wave",
+          "Ventures",
+          "Age",
+          "73",
+          "Director",
+          "Since",
+          "1993",
+          "Committees",
+          "AC",
+          "NCGC",
+          "Other",
+          "Current",
+          "Public",
+          "Company",
+          "Boards",
+          "None",
+          "Independent",
+          "Financial",
+          "Expert",
+          "Harvey",
+          "Jones",
+          "private",
+          "family",
+          "office",
+          "2004",
+          "Mr",
+          "entrepreneur",
+          "high",
+          "technology",
+          "executive",
+          "active",
+          "venture",
+          "investor",
+          "30",
+          "years",
+          "In",
+          "1981",
+          "founded",
+          "Daisy",
+          "Systems",
+          "Corp",
+          "computer",
+          "aided",
+          "engineering",
+          "company",
+          "ultimately",
+          "serving",
+          "President",
+          "Chief",
+          "Executive",
+          "Officer",
+          "1987",
+          "Between",
+          "1998",
+          "led",
+          "Synopsys",
+          "Inc",
+          "major",
+          "electronic",
+          "design",
+          "automation",
+          "Chairman",
+          "1997",
+          "Tensilica",
+          "privately",
+          "held",
+          "IP",
+          "developed",
+          "licensed",
+          "performance",
+          "embedded",
+          "processing",
+          "cores",
+          "He",
+          "served",
+          "board",
+          "directors",
+          "inception",
+          "2013",
+          "acquisition",
+          "Cadence",
+          "Design",
+          "holds",
+          "BS",
+          "degree",
+          "Mathematics",
+          "Computer",
+          "Sciences",
+          "Georgetown",
+          "University",
+          "MS",
+          "Management",
+          "Massachusetts",
+          "Institute",
+          "Technology",
+          "brings",
+          "management",
+          "background",
+          "understanding",
+          "semiconductor",
+          "technologies",
+          "complex",
+          "system",
+          "valuable",
+          "insight",
+          "innovation",
+          "strategies",
+          "research",
+          "development",
+          "efforts",
+          "technical",
+          "employees",
+          "His",
+          "significant",
+          "financial",
+          "community",
+          "experience",
+          "Board",
+          "methods",
+          "companies",
+          "increase",
+          "stockholders",
+          "Senior",
+          "Leadership",
+          "Operations",
+          "Experience0",
+          "Experience",
+          "Industry",
+          "Technical0",
+          "Technical",
+          "Financial0",
+          "Community",
+          "Governance",
+          "Public0",
+          "Emerging",
+          "Technologies",
+          "Business",
+          "Models0",
+          "Models",
+          "Marketing",
+          "Communications",
+          "Brand",
+          "Human",
+          "Capital0",
+          "Capital"
+        ],
+        "keywords": [
+          "Managing Partner",
+          "Director",
+          "Semiconductor"
+        ],
+        "connect_to": [
+          {
+            "target": "d6438b1a-a908-5938-a6d9-86b1d8c0f7e7",
+            "relation": "embeds",
+            "ref": "[images/image-50-Other Curr.jpg]",
+            "position": {
+              "start": 1722,
+              "end": 1754
+            }
+          },
+          {
+            "target": "e4e8a88c-a35e-59db-973d-0896b2db8286",
+            "relation": "embeds",
+            "ref": "[images/image-51-Financial .jpg]",
+            "position": {
+              "start": 1838,
+              "end": 1870
+            }
+          },
+          {
+            "target": "08e10045-0aca-5419-8a08-e36b1a83af56",
+            "relation": "embeds",
+            "ref": "[images/image-52-Mr. Jones .jpg]",
+            "position": {
+              "start": 2369,
+              "end": 2401
+            }
+          },
+          {
+            "target": "c4e0235e-3772-5f60-bbba-62cd8300ec53",
+            "relation": "embeds",
+            "ref": "[images/image-53-Industry &.jpg]",
+            "position": {
+              "start": 2476,
+              "end": 2508
+            }
+          },
+          {
+            "target": "bac91c52-1acb-5361-b50b-315f56d31814",
+            "relation": "embeds",
+            "ref": "[images/image-54-Financial_.jpg]",
+            "position": {
+              "start": 2606,
+              "end": 2638
+            }
+          },
+          {
+            "target": "7fdb99ce-98e0-5792-b4fd-9cc332173787",
+            "relation": "embeds",
+            "ref": "[images/image-55-Governance.jpg]",
+            "position": {
+              "start": 2713,
+              "end": 2745
+            }
+          },
+          {
+            "target": "e4f99059-620c-521f-8458-994ba68a7c5a",
+            "relation": "embeds",
+            "ref": "[images/image-56-Emerging T.jpg]",
+            "position": {
+              "start": 2848,
+              "end": 2880
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "a1c64e36-21cd-51ec-bc09-de0a69d6dd13",
+      "type": "table",
+      "content": "<table><tr><td>Age: 63</td><td>Director Since: 2023</td><td>Committees: AC, NCGC</td></tr><tr><td>Other Current Public Company Boards: Conagra Brands, Inc. (since 2019)</td><td>Independent Director</td><td>Financial Expert</td></tr></table>",
+      "path": "tables/table-17 Director Profile.html",
+      "metadata": {
+        "length": 240,
+        "summary": "table-18\nDirector aged 63, serving since 2023, on Audit and Nominating/Governance committees. Also a Conagra Brands board member since 2019, independent and a financial expert.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-17 Director Profile.html",
+        "keywords": [
+          "Director",
+          "Board Committees",
+          "Public Company"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "05b7e8ce-f10d-5241-a72d-85029a585b13",
+      "type": "table",
+      "content": "<table><tr><td><img src=\"images/ed7e81c964d3a2906938e354de1d1586f0f6b1e0222841f96d2b3d2f06f35026.jpg\"/></td><td>Senior Leadership &amp; Operations Experience</td><td><img src=\"images/da273439138ef5b0c995f08da833f094f2d584ae182b11b557ab7776586decad.jpg\"/></td><td>Financial/Financial Community</td><td><img src=\"images/6af44adc8d0c4a1415d7434e2742c8227c926c4cde8500b1cbf4b9fbbcda015e.jpg\"/></td><td>Governance &amp; Public Company Board</td></tr><tr><td><img src=\"images/2b10be42a6f5c7afa70c9398e9cea786612465e90aa25f4d8b6af9eff8e3775d.jpg\"/></td><td>Emerging Technologies &amp; Business Models</td><td><img src=\"images/569f150ed39faded97cbbfb64ffa2845ce19f4fe52e6ac1b9207d8ca155f64f2.jpg\"/></td><td>Marketing, Communications &amp; Brand Management</td><td><img src=\"images/af6074c5acdec11977c76bc2e1cc647dff52363bdb86b6674502ea1eecba7346.jpg\"/></td><td>Human Capital Management Experience</td></tr></table>",
+      "path": "tables/table-18 Leadership & Operations.html",
+      "metadata": {
+        "length": 906,
+        "summary": "table-19\nThe table outlines senior leadership, operations, financial, governance, emerging technologies, marketing, and human capital management experience areas.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-18 Leadership & Operations.html",
+        "keywords": [
+          "Leadership",
+          "Operations",
+          "Governance"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "3d6c4694-fc8b-5f15-b503-740c0a021dfa",
+      "type": "text",
+      "content": "Former President, Taco Bell International\n\n[tables/table-17 Director Profile.html]\n\nMelissa B. Lora has served in several senior executive roles over her 31-year career at Taco Bell Corp., a subsidiary of Yum! Brands, Inc., one of the world's largest restaurant companies, including as President of Taco Bell International at her retirement in 2018 and Global Chief Financial and Development Officer at Taco Bell Corp. Ms. Lora served on the board of directors of KB Home, a homebuilding company, from 2004 to April 2024, and was a Lead Independent Director thereof from 2016. She was the chair of the audit committee from 2008 to 2018 at KB Home. She has served on the board of directors of Conagra Brands, Inc., a consumer packaged goods holding company, since 2019 and is the chair of the nominating and corporate governance committee and a member of the human resources committee and the executive committee. Ms. Lora previously served on the board of directors of MGIC Investment Corporation from 2018 to 2022. Ms. Lora holds a BS degree in Finance from California State University-Long Beach and an MBA degree emphasizing Corporate Finance from the University of Southern California.\nMs. Lora brings to the Board senior management and operating experience as well as finance experience gained in a large corporate setting. Additionally, she has decades of public company board of director experience in a variety of industries and board governance roles.\n\n[tables/table-18 Leadership & Operations.html]",
+      "path": "2026-Annual-Report-Web.pdf/Information About the 2026 Meeting/Our Director Nominees/MELISSA B. LORA",
+      "metadata": {
+        "length": 1589,
+        "summary": "Melissa B. Lora is a former President of Taco Bell International with a 31-year career at Taco Bell Corp. She serves on the board of Conagra Brands since 2019, chairing its nominating and corporate governance committee. Previously, she served on the boards of KB Home (2004-2024) and MGIC Investment Corporation (2018-2022). She holds a BS in Finance from California State University-Long Beach and an MBA from USC. Her expertise includes senior management, finance, and public company board governance.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Former",
+          "President",
+          "Taco",
+          "Bell",
+          "International",
+          "Melissa",
+          "Lora",
+          "served",
+          "senior",
+          "executive",
+          "roles",
+          "31",
+          "year",
+          "career",
+          "Corp",
+          "subsidiary",
+          "Yum",
+          "Brands",
+          "Inc",
+          "world",
+          "largest",
+          "restaurant",
+          "companies",
+          "including",
+          "retirement",
+          "2018",
+          "Global",
+          "Chief",
+          "Financial",
+          "Development",
+          "Officer",
+          "Ms",
+          "board",
+          "directors",
+          "KB",
+          "Home",
+          "homebuilding",
+          "company",
+          "2004",
+          "April",
+          "2024",
+          "Lead",
+          "Independent",
+          "Director",
+          "thereof",
+          "2016",
+          "She",
+          "chair",
+          "audit",
+          "committee",
+          "2008",
+          "Conagra",
+          "consumer",
+          "packaged",
+          "goods",
+          "holding",
+          "2019",
+          "nominating",
+          "corporate",
+          "governance",
+          "member",
+          "human",
+          "resources",
+          "previously",
+          "MGIC",
+          "Investment",
+          "Corporation",
+          "2022",
+          "holds",
+          "BS",
+          "degree",
+          "Finance",
+          "California",
+          "State",
+          "University",
+          "Long",
+          "Beach",
+          "MBA",
+          "emphasizing",
+          "Corporate",
+          "Southern",
+          "brings",
+          "Board",
+          "management",
+          "operating",
+          "experience",
+          "finance",
+          "gained",
+          "large",
+          "setting",
+          "Additionally",
+          "decades",
+          "public",
+          "director",
+          "variety",
+          "industries"
+        ],
+        "keywords": [
+          "Taco Bell",
+          "Board Director",
+          "Finance"
+        ],
+        "connect_to": [
+          {
+            "target": "a1c64e36-21cd-51ec-bc09-de0a69d6dd13",
+            "relation": "embeds",
+            "ref": "[tables/table-17 Director Profile.html]",
+            "position": {
+              "start": 43,
+              "end": 82
+            }
+          },
+          {
+            "target": "05b7e8ce-f10d-5241-a72d-85029a585b13",
+            "relation": "embeds",
+            "ref": "[tables/table-18 Leadership & Operations.html]",
+            "position": {
+              "start": 1462,
+              "end": 1508
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "c6d6c572-3ed6-5b82-b17b-e1d83de4806d",
+      "type": "table",
+      "content": "<table><tr><td>Age: 77</td><td>Director Since: 2019</td><td>Committees: NCGC</td></tr><tr><td>Other Current Public Company Boards: None</td><td>Independent Director</td><td>Lead Director</td></tr></table>",
+      "path": "tables/table-19 Director Profile.html",
+      "metadata": {
+        "length": 204,
+        "summary": "table-20\nA 77-year-old independent director since 2019, serves on NCGC committee, no other public boards, and is Lead Director.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-19 Director Profile.html",
+        "keywords": [
+          "Director",
+          "Age",
+          "Committees"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "4e86c10a-27d6-5c75-8d02-cac700312646",
+      "type": "table",
+      "content": "<table><tr><td><img src=\"images/ebb8ba629a76f4476589ffe5202d63d6e14ae8505e322c95d60830bb1f6016d5.jpg\"/></td><td>Senior Leadership &amp; Operations Experience</td><td><img src=\"images/c7dd316521521af5f9bcf0ecf3181bc1cd4ef6fe87fd76c2ab293a069e4b5307.jpg\"/></td><td>Governance &amp; Public Company Board</td><td><img src=\"images/e682c559c6d213173e0738069582f83787560fae922184940c131d5415f7677b.jpg\"/></td><td>Marketing, Communications &amp; Brand Management</td></tr><tr><td><img src=\"images/7c56e4492360e687d4eb36065045ad279e5b5487c65782758cb46f81ec518c87.jpg\"/></td><td>Regulatory, Legal &amp; Risk Management</td><td><img src=\"images/3e560f0e1f9b028d3e59ef1e9401d7deace6992e2e6c511e57b32f547eb33491.jpg\"/></td><td>Human Capital Management Experience</td><td></td><td></td></tr></table>",
+      "path": "tables/table-20 Leadership & Governance.html",
+      "metadata": {
+        "length": 785,
+        "summary": "table-21\nThe table lists senior leadership, operations, governance, public company board, marketing, communications, brand management, regulatory, legal, risk management, and human capital management experience.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-20 Leadership & Governance.html",
+        "keywords": [
+          "Leadership",
+          "Governance",
+          "Operations"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "89d460cd-ac1d-53b9-a9ee-8e8ad9f7936e",
+      "type": "text",
+      "content": "Chairman Emeritus and Senior Counsel, Cooley LLP\n\n[tables/table-19 Director Profile.html]\n\nStephen C. Neal serves as Chairman Emeritus and Senior Counsel of the law firm Cooley LLP, where he was also Chief Executive Officer from 2001 until 2008. In addition to his extensive experience as a trial lawyer on a broad range of corporate issues, Mr. Neal has represented and advised numerous boards of directors, special committees of boards, and individual directors on corporate governance and other legal matters. Prior to joining Cooley in 1995, Mr. Neal was a partner of the law firm Kirkland & Ellis LLP. Mr. Neal served on the board of directors of Levi Strauss & Co. from 2007 to 2021 and as Chairperson from 2011 to 2021. Mr. Neal also is Chairman of the Oversight Board Trust, a perpetual Delaware special purpose trust. Previously, Mr. Neal served as Chairman of the boards of the William and Flora Hewlett Foundation and of the Monterey Bay Aquarium. Mr. Neal holds an AB degree from Harvard University and a JD degree from Stanford Law School.\nMr. Neal brings to the Board deep knowledge and broad experience in corporate governance as well as his perspectives drawn from advising many companies throughout his career.\n\n[tables/table-20 Leadership & Governance.html]",
+      "path": "2026-Annual-Report-Web.pdf/Information About the 2026 Meeting/Our Director Nominees/STEPHEN C. NEAL",
+      "metadata": {
+        "length": 1352,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Chairman",
+          "Emeritus",
+          "Senior",
+          "Counsel",
+          "Cooley",
+          "LLP",
+          "Stephen",
+          "Neal",
+          "serves",
+          "law",
+          "firm",
+          "Chief",
+          "Executive",
+          "Officer",
+          "2001",
+          "2008",
+          "In",
+          "addition",
+          "extensive",
+          "experience",
+          "trial",
+          "lawyer",
+          "broad",
+          "range",
+          "corporate",
+          "issues",
+          "Mr",
+          "represented",
+          "advised",
+          "numerous",
+          "boards",
+          "directors",
+          "special",
+          "committees",
+          "individual",
+          "governance",
+          "legal",
+          "matters",
+          "Prior",
+          "joining",
+          "1995",
+          "partner",
+          "Kirkland",
+          "Ellis",
+          "served",
+          "board",
+          "Levi",
+          "Strauss",
+          "Co",
+          "2007",
+          "2021",
+          "Chairperson",
+          "2011",
+          "Oversight",
+          "Board",
+          "Trust",
+          "perpetual",
+          "Delaware",
+          "purpose",
+          "trust",
+          "Previously",
+          "William",
+          "Flora",
+          "Hewlett",
+          "Foundation",
+          "Monterey",
+          "Bay",
+          "Aquarium",
+          "holds",
+          "AB",
+          "degree",
+          "Harvard",
+          "University",
+          "JD",
+          "Stanford",
+          "Law",
+          "School",
+          "brings",
+          "deep",
+          "knowledge",
+          "perspectives",
+          "drawn",
+          "advising",
+          "companies",
+          "career"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "c6d6c572-3ed6-5b82-b17b-e1d83de4806d",
+            "relation": "embeds",
+            "ref": "[tables/table-19 Director Profile.html]",
+            "position": {
+              "start": 50,
+              "end": 89
+            }
+          },
+          {
+            "target": "4e86c10a-27d6-5c75-8d02-cac700312646",
+            "relation": "embeds",
+            "ref": "[tables/table-20 Leadership & Governance.html]",
+            "position": {
+              "start": 1229,
+              "end": 1275
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "8585b0ee-7cac-50fc-a272-cb734523ca16",
+      "type": "table",
+      "content": "<table><tr><td>Age: 78</td><td>Director Since: 1997</td><td>Committees: AC</td></tr><tr><td>Other Current Public Company Boards: Tenable Holdings, Inc. (since 2017)</td><td>Independent Director</td><td>Financial Expert</td></tr></table>",
+      "path": "tables/table-21 Director Profile.html",
+      "metadata": {
+        "length": 236,
+        "summary": "table-22\nA 78-year-old independent director since 1997, serves on the Audit Committee and is a financial expert. Also a board member at Tenable Holdings since 2017.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-21 Director Profile.html",
+        "keywords": [
+          "Director",
+          "Tenable Holdings",
+          "Financial Expert"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "63742e4e-b33c-5400-8928-3163ab5f3632",
+      "type": "image",
+      "content": "\n### A. BROOKE SEAWELL Senior Leadership & Operations Experience0\n[images/image-57-### A. BRO.jpg]\n",
+      "path": "images/image-57-### A. BRO.jpg",
+      "metadata": {
+        "length": 99,
+        "summary": "image-57\n### A. BROOKE SEAWELL Senior Leadership & Operations Experience0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "images/image-57-### A. BRO.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "e3e3a672-24a8-52ec-9701-0199c48bb1b4",
+      "type": "image",
+      "content": "\nFinancial Expert Financial/Financial Community0\n[images/image-46-Financial .jpg]\n",
+      "path": "images/image-46-Financial .jpg_2",
+      "metadata": {
+        "length": 82,
+        "summary": "image-46\nFinancial Expert Financial/Financial Community0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "images/image-46-Financial .jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "56563371-ace7-5276-952f-dd3ed725cf85",
+      "type": "image",
+      "content": "\nSenior Leadership & Operations Experience Governance & Public0\n[images/image-58-Senior Lea.jpg]\n",
+      "path": "images/image-58-Senior Lea.jpg",
+      "metadata": {
+        "length": 97,
+        "summary": "image-58\nSenior Leadership & Operations Experience Governance & Public0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "images/image-58-Senior Lea.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "56d48886-48ea-58d3-afd8-5d3de8bf0c26",
+      "type": "image",
+      "content": "\nFinancial/Financial Emerging Technologies & Business Models0\n[images/image-59-Financial_.jpg]\n",
+      "path": "images/image-59-Financial_.jpg",
+      "metadata": {
+        "length": 95,
+        "summary": "image-59\nFinancial/Financial Emerging Technologies & Business Models0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "images/image-59-Financial_.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "cb4c343a-9b10-5dbd-b9f2-7332d61a41cd",
+      "type": "image",
+      "content": "\nGovernance & Public Regulatory, Legal & Risk Management0\n[images/image-60-Governance.jpg]\n",
+      "path": "images/image-60-Governance.jpg",
+      "metadata": {
+        "length": 91,
+        "summary": "image-60\nGovernance & Public Regulatory, Legal & Risk Management0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "images/image-60-Governance.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "dbe5b8a2-52ca-5dcc-ba2b-a6a2e86a6325",
+      "type": "image",
+      "content": "\nCompany Board Human Capital0\n[images/image-61-Company Bo.jpg]\n",
+      "path": "images/image-61-Company Bo.jpg",
+      "metadata": {
+        "length": 63,
+        "summary": "image-61\nCompany Board Human Capital0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "images/image-61-Company Bo.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "95c6247f-7648-54a1-9885-b99bc5c21ae2",
+      "type": "table",
+      "content": "<table><tr><td>Age: 61</td><td>Director Since: 2020</td><td>Committees: AC, CC</td></tr><tr><td>Other Current Public Company Boards: Sandoz Group AG (since 2023)</td><td>Independent Director</td><td></td></tr></table>",
+      "path": "tables/table-22 Director Profile.html",
+      "metadata": {
+        "length": 217,
+        "summary": "table-23\nAge 61, director since 2020, serves on Audit and Compensation Committees. Also on board of Sandoz Group AG since 2023. Independent director.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-22 Director Profile.html",
+        "keywords": [
+          "Director",
+          "Board",
+          "Committees"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "9cfe5873-d793-524f-a713-95b26ef32a0b",
+      "type": "image",
+      "content": "\nAARTI SHAH Senior Leadership & Operations Experience0\n[images/image-62-AARTI SHAH.jpg]\n",
+      "path": "images/image-62-AARTI SHAH.jpg",
+      "metadata": {
+        "length": 88,
+        "summary": "image-62\nAARTI SHAH Senior Leadership & Operations Experience0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "images/image-62-AARTI SHAH.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "4776dbfe-4074-5db4-bdfa-366d83bd878f",
+      "type": "image",
+      "content": "\nAarti Shah serves on the boards of various companies and non-profit organizations. Dr. Shah worked at Eli Lilly and Company for 27 years until 2021 and served in several functional and business leadership roles, most recently as Senior Vice President and Chief Information and Digital Officer, as well as Senior Statistician, Research Scientist, Vice President for Biometrics, and Global Brand Development Leader in Lilly's Bio-Medicines business unit. Dr. Shah has served on the board and as a member of the science, innovation & development committee and human capital and ESG committee of Sandoz Group AG, a pharmaceutical company, since 2023. Dr. Shah has served on the board of trustees and as a member of the audit committee and distribution and technology committee of Northwestern Mutual since 2020, a financial services organization. Dr. Shah serves on the board, strategic planning committee, and global and technology committee of St. Jude Children's Research Hospital and American Lebanese Syrian Associated Charities (ALSAC), a non-profit organization. She also serves as the secretary and a trustee of the non-profit organization, Shrimad Rajchandra Mission Dharampur USA. She served on the Indianapolis Public Library Foundation board for the full term of 9 years and on the Center for Interfaith Cooperation for the full term of 4 years. Dr. Shah received her BS and MS degrees in Statistics and Mathematics in India before completing her PhD degree in Applied Statistics from the University of California, Riverside. Industry & Technical0\n[images/image-63-Aarti Shah.jpg]\n",
+      "path": "images/image-63-Aarti Shah.jpg",
+      "metadata": {
+        "length": 1590,
+        "summary": "image-63\nAarti Shah serves on the boards of various companies and non-profit organizations. Dr. Shah worked at Eli Lilly and Company for 27 years until 2021 and served in several functional and business leadership roles, most recently as Senior Vice President and Chief Information and Digital Officer, as well as Senior Statistician, Research Scientist, Vice President for Biometrics, and Global Brand Development Leader in Lilly's Bio-Medicines business unit. Dr. Shah has served on the board and as a member of the science, innovation & development committee and human capital and ESG committee of Sandoz Group AG, a pharmaceutical company, since 2023. Dr. Shah has served on the board of trustees and as a member of the audit committee and distribution and technology committee of Northwestern Mutual since 2020, a financial services organization. Dr. Shah serves on the board, strategic planning committee, and global and technology committee of St. Jude Children's Research Hospital and American Lebanese Syrian Associated Charities (ALSAC), a non-profit organization. She also serves as the secretary and a trustee of the non-profit organization, Shrimad Rajchandra Mission Dharampur USA. She served on the Indianapolis Public Library Foundation board for the full term of 9 years and on the Center for Interfaith Cooperation for the full term of 4 years. Dr. Shah received her BS and MS degrees in Statistics and Mathematics in India before completing her PhD degree in Applied Statistics from the University of California, Riverside. Industry & Technical0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "images/image-63-Aarti Shah.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "1ead651a-1e11-5cab-ad39-ba912ccb0b53",
+      "type": "image",
+      "content": "\nDr. Shah brings to the Board executive leadership and senior operating experience. Additionally she brings expertise in drug development and technical expertise in the areas of information technology, cybersecurity, advanced analytics, data sciences, and digital health. Governance & Public0\n[images/image-64-Dr. Shah b.jpg]\n",
+      "path": "images/image-64-Dr. Shah b.jpg",
+      "metadata": {
+        "length": 326,
+        "summary": "image-64\nDr. Shah brings to the Board executive leadership and senior operating experience. Additionally she brings expertise in drug development and technical expertise in the areas of information technology, cybersecurity, advanced analytics, data sciences, and digital health. Governance & Public0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "images/image-64-Dr. Shah b.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "e521f2ba-a363-5c85-85ef-7b67120eef78",
+      "type": "image",
+      "content": "\nIndustry & Technical Emerging Technologies & Business Models0\n[images/image-65-Industry &.jpg]\n",
+      "path": "images/image-65-Industry &.jpg",
+      "metadata": {
+        "length": 96,
+        "summary": "image-65\nIndustry & Technical Emerging Technologies & Business Models0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "images/image-65-Industry &.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "5dd61a61-0d26-555c-af5c-cfb0b69a6da7",
+      "type": "image",
+      "content": "\nGovernance & Public Marketing,0\n[images/image-66-Governance.jpg]\n",
+      "path": "images/image-66-Governance.jpg",
+      "metadata": {
+        "length": 66,
+        "summary": "image-66\nGovernance & Public Marketing,0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "images/image-66-Governance.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "d3dbd45d-4197-5adc-81a3-dc14e39fb8c2",
+      "type": "image",
+      "content": "\nEmerging Technologies & Business Models Regulatory, Legal & Risk Management0\n[images/image-67-Emerging T.jpg]\n",
+      "path": "images/image-67-Emerging T.jpg",
+      "metadata": {
+        "length": 111,
+        "summary": "image-67\nEmerging Technologies & Business Models Regulatory, Legal & Risk Management0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "images/image-67-Emerging T.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "be8755f0-bc1a-5235-8669-b7a5757224d4",
+      "type": "image",
+      "content": "\nMarketing, ### MARK A. STEVENS0\n[images/image-68-Marketing,.jpg]\n",
+      "path": "images/image-68-Marketing,.jpg",
+      "metadata": {
+        "length": 66,
+        "summary": "image-68\nMarketing, ### MARK A. STEVENS0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "images/image-68-Marketing,.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "1df28ff6-f211-5bf6-b15e-5f6622046d20",
+      "type": "text",
+      "content": "Venture Partner, New Enterprise Associates\n\n[tables/table-21 Director Profile.html]\n\nA. Brooke Seawell has served since 2005 as a Venture Partner at New Enterprise Associates, and was a Partner from 2000 to 2005 at Technology Crossover Ventures. He was Executive Vice President from 1997 to 1998 at NetDynamics, Inc., an application server software company, which was acquired by Sun Microsystems, Inc. He was Senior Vice President and Chief Financial Officer from 1991 to 1997 of Synopsys, Inc., an electronic design automation software company. He serves on the board of directors of Tenable Holdings, Inc., a cybersecurity company, and one privately held company. Mr. Seawell served on the board of directors and as audit chair of Glu Mobile, Inc., a publisher of mobile games, from 2006 to 2014, of Informatica Corp., a data integration software company, from 1997 to 2015, of Tableau Software, Inc., a business intelligence software company, from 2011 to 2019, and of Eargo, Inc., a medical device company, from 2020 to 2022. In 2024, the National Association of Corporate Directors named Mr. Seawell as one of the Top 100 directors in the nation. He also previously served as a member of the Stanford University Athletic Board and on the Management Board of the Stanford Graduate School of Business. Mr. Seawell holds a BA degree in Economics and an MBA degree in Finance from Stanford University.\nMr. Seawell brings to the Board operational expertise and senior management experience, including knowledge of the complex issues facing public companies, and a deep understanding of accounting principles and financial reporting. His significant financial community experience gives the Board an understanding of the methods by which companies can increase value for their stockholders.\n\n### A. BROOKE SEAWELL Senior Leadership & Operations Experience0\n[images/image-57-### A. BRO.jpg]\n\nSenior Leadership & Operations Experience\n\nFinancial Expert Financial/Financial Community0\n[images/image-46-Financial .jpg]\n\nFinancial/Financial\nCommunity\n\nSenior Leadership & Operations Experience Governance & Public0\n[images/image-58-Senior Lea.jpg]\n\nGovernance & Public\nCompany Board\n\nFinancial/Financial Emerging Technologies & Business Models0\n[images/image-59-Financial_.jpg]\n\nEmerging Technologies & Business Models\n\nGovernance & Public Regulatory, Legal & Risk Management0\n[images/image-60-Governance.jpg]\n\nRegulatory, Legal & Risk Management\n\nCompany Board Human Capital0\n[images/image-61-Company Bo.jpg]\n\nHuman Capital\nManagement\nExperience\nAARTI SHAH\nFormer Senior Vice President & Chief Information and Digital Officer, Eli Lilly and Company\n\n[tables/table-22 Director Profile.html]\n\nAarti Shah serves on the boards of various companies and non-profit organizations. Dr. Shah worked at Eli Lilly and Company for 27 years until 2021 and served in several functional and business leadership roles, most recently as Senior Vice President and Chief Information and Digital Officer, as well as Senior Statistician, Research Scientist, Vice President for Biometrics, and Global Brand Development Leader in Lilly's Bio-Medicines business unit. Dr. Shah has served on the board and as a member of the science, innovation & development committee and human capital and ESG committee of Sandoz Group AG, a pharmaceutical company, since 2023. Dr. Shah has served on the board of trustees and as a member of the audit committee and distribution and technology committee of Northwestern Mutual since 2020, a financial services organization. Dr. Shah serves on the board, strategic planning committee, and global and technology committee of St. Jude Children's Research Hospital and American Lebanese Syrian Associated Charities (ALSAC), a non-profit organization. She also serves as the secretary and a trustee of the non-profit organization, Shrimad Rajchandra Mission Dharampur USA. She served on the Indianapolis Public Library Foundation board for the full term of 9 years and on the Center for Interfaith Cooperation for the full term of 4 years. Dr. Shah received her BS and MS degrees in Statistics and Mathematics in India before completing her PhD degree in Applied Statistics from the University of California, Riverside.\nDr. Shah brings to the Board executive leadership and senior operating experience. Additionally she brings expertise in drug development and technical expertise in the areas of information technology, cybersecurity, advanced analytics, data sciences, and digital health.\n\nAARTI SHAH Senior Leadership & Operations Experience0\n[images/image-62-AARTI SHAH.jpg]\n\nSenior Leadership & Operations Experience\n\nAarti Shah serves on the boards of various companies and non-profit organizations. Dr. Shah worked at Eli Lilly and Company for 27 years until 2021 and served in several functional and business leadership roles, most recently as Senior Vice President and Chief Information and Digital Officer, as well as Senior Statistician, Research Scientist, Vice President for Biometrics, and Global Brand Development Leader in Lilly's Bio-Medicines business unit. Dr. Shah has served on the board and as a member of the science, innovation & development committee and human capital and ESG committee of Sandoz Group AG, a pharmaceutical company, since 2023. Dr. Shah has served on the board of trustees and as a member of the audit committee and distribution and technology committee of Northwestern Mutual since 2020, a financial services organization. Dr. Shah serves on the board, strategic planning committee, and global and technology committee of St. Jude Children's Research Hospital and American Lebanese Syrian Associated Charities (ALSAC), a non-profit organization. She also serves as the secretary and a trustee of the non-profit organization, Shrimad Rajchandra Mission Dharampur USA. She served on the Indianapolis Public Library Foundation board for the full term of 9 years and on the Center for Interfaith Cooperation for the full term of 4 years. Dr. Shah received her BS and MS degrees in Statistics and Mathematics in India before completing her PhD degree in Applied Statistics from the University of California, Riverside. Industry & Technical0\n[images/image-63-Aarti Shah.jpg]\n\nIndustry & Technical\n\nDr. Shah brings to the Board executive leadership and senior operating experience. Additionally she brings expertise in drug development and technical expertise in the areas of information technology, cybersecurity, advanced analytics, data sciences, and digital health. Governance & Public0\n[images/image-64-Dr. Shah b.jpg]\n\nGovernance & Public\nCompany Board\n\nIndustry & Technical Emerging Technologies & Business Models0\n[images/image-65-Industry &.jpg]\n\nEmerging Technologies & Business Models\n\nGovernance & Public Marketing,0\n[images/image-66-Governance.jpg]\n\nMarketing,\nCommunications &\nBrand Management\n\nEmerging Technologies & Business Models Regulatory, Legal & Risk Management0\n[images/image-67-Emerging T.jpg]\n\nRegulatory, Legal & Risk Management\n\nMarketing, ### MARK A. STEVENS0\n[images/image-68-Marketing,.jpg]",
+      "path": "2026-Annual-Report-Web.pdf/Information About the 2026 Meeting/Our Director Nominees/A. BROOKE SEAWELL",
+      "metadata": {
+        "length": 7116,
+        "summary": "The passage profiles two board directors: A. Brooke Seawell, a Venture Partner at New Enterprise Associates with extensive experience in finance, public company governance, and technology; and Aarti Shah, former Senior Vice President at Eli Lilly, bringing expertise in drug development, IT, cybersecurity, and data sciences. Both have served on multiple corporate and non-profit boards.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Venture",
+          "Partner",
+          "New",
+          "Enterprise",
+          "Associates",
+          "Brooke",
+          "Seawell",
+          "served",
+          "2005",
+          "2000",
+          "Technology",
+          "Crossover",
+          "Ventures",
+          "He",
+          "Executive",
+          "Vice",
+          "President",
+          "1997",
+          "1998",
+          "NetDynamics",
+          "Inc",
+          "application",
+          "server",
+          "software",
+          "company",
+          "acquired",
+          "Sun",
+          "Microsystems",
+          "Senior",
+          "Chief",
+          "Financial",
+          "Officer",
+          "1991",
+          "Synopsys",
+          "electronic",
+          "design",
+          "automation",
+          "serves",
+          "board",
+          "directors",
+          "Tenable",
+          "Holdings",
+          "cybersecurity",
+          "privately",
+          "held",
+          "Mr",
+          "audit",
+          "chair",
+          "Glu",
+          "Mobile",
+          "publisher",
+          "mobile",
+          "games",
+          "2006",
+          "2014",
+          "Informatica",
+          "Corp",
+          "data",
+          "integration",
+          "2015",
+          "Tableau",
+          "Software",
+          "business",
+          "intelligence",
+          "2011",
+          "2019",
+          "Eargo",
+          "medical",
+          "device",
+          "2020",
+          "2022",
+          "In",
+          "2024",
+          "National",
+          "Association",
+          "Corporate",
+          "Directors",
+          "named",
+          "Top",
+          "100",
+          "nation",
+          "previously",
+          "member",
+          "Stanford",
+          "University",
+          "Athletic",
+          "Board",
+          "Management",
+          "Graduate",
+          "School",
+          "Business",
+          "holds",
+          "BA",
+          "degree",
+          "Economics",
+          "MBA",
+          "Finance",
+          "brings",
+          "operational",
+          "expertise",
+          "senior",
+          "management",
+          "experience",
+          "including",
+          "knowledge",
+          "complex",
+          "issues",
+          "facing",
+          "public",
+          "companies",
+          "deep",
+          "understanding",
+          "accounting",
+          "principles",
+          "financial",
+          "reporting",
+          "His",
+          "significant",
+          "community",
+          "methods",
+          "increase",
+          "stockholders",
+          "BROOKE",
+          "SEAWELL",
+          "Leadership",
+          "Operations",
+          "Experience0",
+          "Experience",
+          "Expert",
+          "Community0",
+          "Community",
+          "Governance",
+          "Public0",
+          "Public",
+          "Company",
+          "Emerging",
+          "Technologies",
+          "Models0",
+          "Models",
+          "Regulatory",
+          "Legal",
+          "Risk",
+          "Management0",
+          "Human",
+          "Capital0",
+          "Capital",
+          "AARTI",
+          "SHAH",
+          "Former",
+          "Information",
+          "Digital",
+          "Eli",
+          "Lilly",
+          "Aarti",
+          "Shah",
+          "boards",
+          "profit",
+          "organizations",
+          "Dr",
+          "worked",
+          "27",
+          "years",
+          "2021",
+          "functional",
+          "leadership",
+          "roles",
+          "recently",
+          "Statistician",
+          "Research",
+          "Scientist",
+          "Biometrics",
+          "Global",
+          "Brand",
+          "Development",
+          "Leader",
+          "Bio",
+          "Medicines",
+          "unit",
+          "science",
+          "innovation",
+          "development",
+          "committee",
+          "human",
+          "capital",
+          "ESG",
+          "Sandoz",
+          "Group",
+          "AG",
+          "pharmaceutical",
+          "2023",
+          "trustees",
+          "distribution",
+          "technology",
+          "Northwestern",
+          "Mutual",
+          "services",
+          "organization",
+          "strategic",
+          "planning",
+          "global",
+          "St",
+          "Jude",
+          "Children",
+          "Hospital",
+          "American",
+          "Lebanese",
+          "Syrian",
+          "Associated",
+          "Charities",
+          "ALSAC",
+          "She",
+          "secretary",
+          "trustee",
+          "Shrimad",
+          "Rajchandra",
+          "Mission",
+          "Dharampur",
+          "USA",
+          "Indianapolis",
+          "Library",
+          "Foundation",
+          "full",
+          "term",
+          "Center",
+          "Interfaith",
+          "Cooperation",
+          "received",
+          "BS",
+          "MS",
+          "degrees",
+          "Statistics",
+          "Mathematics",
+          "India",
+          "completing",
+          "PhD",
+          "Applied",
+          "California",
+          "Riverside",
+          "executive",
+          "operating",
+          "Additionally",
+          "drug",
+          "technical",
+          "areas",
+          "information",
+          "advanced",
+          "analytics",
+          "sciences",
+          "digital",
+          "health",
+          "Industry",
+          "Technical0",
+          "Technical",
+          "Marketing",
+          "Communications",
+          "MARK",
+          "STEVENS0"
+        ],
+        "keywords": [
+          "Board",
+          "Directors",
+          "Experience"
+        ],
+        "connect_to": [
+          {
+            "target": "8585b0ee-7cac-50fc-a272-cb734523ca16",
+            "relation": "embeds",
+            "ref": "[tables/table-21 Director Profile.html]",
+            "position": {
+              "start": 44,
+              "end": 83
+            }
+          },
+          {
+            "target": "63742e4e-b33c-5400-8928-3163ab5f3632",
+            "relation": "embeds",
+            "ref": "[images/image-57-### A. BRO.jpg]",
+            "position": {
+              "start": 1857,
+              "end": 1889
+            }
+          },
+          {
+            "target": "e3e3a672-24a8-52ec-9701-0199c48bb1b4",
+            "relation": "embeds",
+            "ref": "[images/image-46-Financial .jpg]",
+            "position": {
+              "start": 1982,
+              "end": 2014
+            }
+          },
+          {
+            "target": "56563371-ace7-5276-952f-dd3ed725cf85",
+            "relation": "embeds",
+            "ref": "[images/image-58-Senior Lea.jpg]",
+            "position": {
+              "start": 2110,
+              "end": 2142
+            }
+          },
+          {
+            "target": "56d48886-48ea-58d3-afd8-5d3de8bf0c26",
+            "relation": "embeds",
+            "ref": "[images/image-59-Financial_.jpg]",
+            "position": {
+              "start": 2240,
+              "end": 2272
+            }
+          },
+          {
+            "target": "cb4c343a-9b10-5dbd-b9f2-7332d61a41cd",
+            "relation": "embeds",
+            "ref": "[images/image-60-Governance.jpg]",
+            "position": {
+              "start": 2372,
+              "end": 2404
+            }
+          },
+          {
+            "target": "dbe5b8a2-52ca-5dcc-ba2b-a6a2e86a6325",
+            "relation": "embeds",
+            "ref": "[images/image-61-Company Bo.jpg]",
+            "position": {
+              "start": 2472,
+              "end": 2504
+            }
+          },
+          {
+            "target": "95c6247f-7648-54a1-9885-b99bc5c21ae2",
+            "relation": "embeds",
+            "ref": "[tables/table-22 Director Profile.html]",
+            "position": {
+              "start": 2646,
+              "end": 2685
+            }
+          },
+          {
+            "target": "9cfe5873-d793-524f-a713-95b26ef32a0b",
+            "relation": "embeds",
+            "ref": "[images/image-62-AARTI SHAH.jpg]",
+            "position": {
+              "start": 4547,
+              "end": 4579
+            }
+          },
+          {
+            "target": "4776dbfe-4074-5db4-bdfa-366d83bd878f",
+            "relation": "embeds",
+            "ref": "[images/image-63-Aarti Shah.jpg]",
+            "position": {
+              "start": 6180,
+              "end": 6212
+            }
+          },
+          {
+            "target": "1ead651a-1e11-5cab-ad39-ba912ccb0b53",
+            "relation": "embeds",
+            "ref": "[images/image-64-Dr. Shah b.jpg]",
+            "position": {
+              "start": 6528,
+              "end": 6560
+            }
+          },
+          {
+            "target": "e521f2ba-a363-5c85-85ef-7b67120eef78",
+            "relation": "embeds",
+            "ref": "[images/image-65-Industry &.jpg]",
+            "position": {
+              "start": 6659,
+              "end": 6691
+            }
+          },
+          {
+            "target": "5dd61a61-0d26-555c-af5c-cfb0b69a6da7",
+            "relation": "embeds",
+            "ref": "[images/image-66-Governance.jpg]",
+            "position": {
+              "start": 6766,
+              "end": 6798
+            }
+          },
+          {
+            "target": "d3dbd45d-4197-5adc-81a3-dc14e39fb8c2",
+            "relation": "embeds",
+            "ref": "[images/image-67-Emerging T.jpg]",
+            "position": {
+              "start": 6923,
+              "end": 6955
+            }
+          },
+          {
+            "target": "be8755f0-bc1a-5235-8669-b7a5757224d4",
+            "relation": "embeds",
+            "ref": "[images/image-68-Marketing,.jpg]",
+            "position": {
+              "start": 7026,
+              "end": 7058
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "7a56408b-a1e4-5cd2-8489-f0c7c01b06fb",
+      "type": "text",
+      "content": "Managing Partner, S-Cubed Capital\nAge: 66\nDirector Since: 2008\n(previously served 1993-2006)\nCommittees: CC, NCGC",
+      "path": "2026-Annual-Report-Web.pdf/Information About the 2026 Meeting/Our Director Nominees/MARK A. STEVENS",
+      "metadata": {
+        "length": 113,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Managing",
+          "Partner",
+          "Cubed",
+          "Capital",
+          "Age",
+          "66",
+          "Director",
+          "Since",
+          "2008",
+          "previously",
+          "served",
+          "1993",
+          "2006",
+          "Committees",
+          "CC",
+          "NCGC"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "1b878d4e-276a-5117-aef2-884adf63c8d8",
+      "type": "text",
+      "content": "",
+      "path": "2026-Annual-Report-Web.pdf/Information About the 2026 Meeting/Our Director Nominees/MARK A. STEVENS/Other Current Public Company Boards: None",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "b647b222-560a-5cce-9402-7c63d892c410",
+      "type": "image",
+      "content": "\nCommittees: CC, NCGC Industry & Technical0\n[images/image-69-Committees.jpg]\n",
+      "path": "images/image-69-Committees.jpg",
+      "metadata": {
+        "length": 77,
+        "summary": "image-69\nCommittees: CC, NCGC Industry & Technical0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "images/image-69-Committees.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "0ceca5a9-4ade-55bf-8189-84f36e67ca7f",
+      "type": "image",
+      "content": "\n#### Independent Director Financial/Financial Community0\n[images/image-70-#### Indep.jpg]\n",
+      "path": "images/image-70-#### Indep.jpg",
+      "metadata": {
+        "length": 91,
+        "summary": "image-70\n#### Independent Director Financial/Financial Community0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "images/image-70-#### Indep.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "493282b7-2220-5193-ac56-ad895802fec2",
+      "type": "image",
+      "content": "\nMr. Stevens brings to the Board a deep understanding of the technology industry, and the drivers of structural change and high-growth opportunities. He provides valuable insight regarding corporate strategy development and the analysis of acquisitions and divestitures. His significant financial community experience gives the Board an understanding of the methods by which companies can increase value for their stockholders. Governance & Public0\n[images/image-71-Mr. Steven.jpg]\n",
+      "path": "images/image-71-Mr. Steven.jpg",
+      "metadata": {
+        "length": 482,
+        "summary": "image-71\nMr. Stevens brings to the Board a deep understanding of the technology industry, and the drivers of structural change and high-growth opportunities. He provides valuable insight regarding corporate strategy development and the analysis of acquisitions and divestitures. His significant financial community experience gives the Board an understanding of the methods by which companies can increase value for their stockholders. Governance & Public0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "images/image-71-Mr. Steven.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "cc4df33b-dcb2-50e5-ab4d-aabf6d5b30be",
+      "type": "image",
+      "content": "\nFinancial/Financial Community Emerging Technologies & Business Models0\n[images/image-72-Financial_.jpg]\n",
+      "path": "images/image-72-Financial_.jpg",
+      "metadata": {
+        "length": 105,
+        "summary": "image-72\nFinancial/Financial Community Emerging Technologies & Business Models0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "images/image-72-Financial_.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "779c6ef2-3440-53d5-9a30-577a4be0dd8f",
+      "type": "text",
+      "content": "Mark A. Stevens has been the Managing Partner of S-Cubed Capital, a private family office investment firm, since 2012. He was a Managing Partner from 1993 to 2011 of Sequoia Capital, a venture capital investment firm, where he had been an associate for the preceding four years. Previously, he held technical sales and marketing positions at Intel Corporation, and was a member of the technical staff at Hughes Aircraft Co. Mr. Stevens is a trustee and the chair of investment committee of the University of Southern California. He was a director of Quantenna Communications, Inc., a provider of Wi-Fi solutions, from 2016 until 2019. Mr. Stevens holds a BSEE degree, a BA degree in Economics and an MS degree in Computer Engineering from the University of Southern California, and an MBA degree from Harvard Business School.\nMr. Stevens brings to the Board a deep understanding of the technology industry, and the drivers of structural change and high-growth opportunities. He provides valuable insight regarding corporate strategy development and the analysis of acquisitions and divestitures. His significant financial community experience gives the Board an understanding of the methods by which companies can increase value for their stockholders.\n\nCommittees: CC, NCGC Industry & Technical0\n[images/image-69-Committees.jpg]\n\nIndustry & Technical\n\n#### Independent Director Financial/Financial Community0\n[images/image-70-#### Indep.jpg]\n\nFinancial/Financial Community\n\nMr. Stevens brings to the Board a deep understanding of the technology industry, and the drivers of structural change and high-growth opportunities. He provides valuable insight regarding corporate strategy development and the analysis of acquisitions and divestitures. His significant financial community experience gives the Board an understanding of the methods by which companies can increase value for their stockholders. Governance & Public0\n[images/image-71-Mr. Steven.jpg]\n\nGovernance & Public\nCompany Board\n\nFinancial/Financial Community Emerging Technologies & Business Models0\n[images/image-72-Financial_.jpg]\n\nEmerging Technologies & Business Models",
+      "path": "2026-Annual-Report-Web.pdf/Information About the 2026 Meeting/Our Director Nominees/MARK A. STEVENS/Independent Director",
+      "metadata": {
+        "length": 2136,
+        "summary": "Mark A. Stevens is Managing Partner of S-Cubed Capital since 2012, formerly a Managing Partner at Sequoia Capital from 1993 to 2011. He held technical roles at Intel and Hughes Aircraft. He is a trustee and investment committee chair at USC, and was a director of Quantenna Communications. He holds degrees from USC and Harvard. His expertise includes technology industry understanding, corporate strategy, acquisitions, and financial community experience. He serves on committees including CC and NCGC, and is recognized for contributions in Industry & Technical, Financial/Financial Community, Governance & Public Company Board, and Emerging Technologies & Business Models.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Mark",
+          "Stevens",
+          "Managing",
+          "Partner",
+          "Cubed",
+          "Capital",
+          "private",
+          "family",
+          "office",
+          "investment",
+          "firm",
+          "2012",
+          "He",
+          "1993",
+          "2011",
+          "Sequoia",
+          "venture",
+          "capital",
+          "associate",
+          "preceding",
+          "years",
+          "Previously",
+          "held",
+          "technical",
+          "sales",
+          "marketing",
+          "positions",
+          "Intel",
+          "Corporation",
+          "member",
+          "staff",
+          "Hughes",
+          "Aircraft",
+          "Co",
+          "Mr",
+          "trustee",
+          "chair",
+          "committee",
+          "University",
+          "Southern",
+          "California",
+          "director",
+          "Quantenna",
+          "Communications",
+          "Inc",
+          "provider",
+          "Wi",
+          "Fi",
+          "solutions",
+          "2016",
+          "2019",
+          "holds",
+          "BSEE",
+          "degree",
+          "BA",
+          "Economics",
+          "MS",
+          "Computer",
+          "Engineering",
+          "MBA",
+          "Harvard",
+          "Business",
+          "School",
+          "brings",
+          "Board",
+          "deep",
+          "understanding",
+          "technology",
+          "industry",
+          "drivers",
+          "structural",
+          "change",
+          "high",
+          "growth",
+          "opportunities",
+          "valuable",
+          "insight",
+          "corporate",
+          "strategy",
+          "development",
+          "analysis",
+          "acquisitions",
+          "divestitures",
+          "His",
+          "significant",
+          "financial",
+          "community",
+          "experience",
+          "methods",
+          "companies",
+          "increase",
+          "stockholders",
+          "Committees",
+          "CC",
+          "NCGC",
+          "Industry",
+          "Technical0",
+          "Technical",
+          "Independent",
+          "Director",
+          "Financial",
+          "Community0",
+          "Community",
+          "Governance",
+          "Public0",
+          "Public",
+          "Company",
+          "Emerging",
+          "Technologies",
+          "Models0",
+          "Models"
+        ],
+        "keywords": [
+          "Technology",
+          "Finance",
+          "Board"
+        ],
+        "connect_to": [
+          {
+            "target": "b647b222-560a-5cce-9402-7c63d892c410",
+            "relation": "embeds",
+            "ref": "[images/image-69-Committees.jpg]",
+            "position": {
+              "start": 1297,
+              "end": 1329
+            }
+          },
+          {
+            "target": "0ceca5a9-4ade-55bf-8189-84f36e67ca7f",
+            "relation": "embeds",
+            "ref": "[images/image-70-#### Indep.jpg]",
+            "position": {
+              "start": 1410,
+              "end": 1442
+            }
+          },
+          {
+            "target": "493282b7-2220-5193-ac56-ad895802fec2",
+            "relation": "embeds",
+            "ref": "[images/image-71-Mr. Steven.jpg]",
+            "position": {
+              "start": 1923,
+              "end": 1955
+            }
+          },
+          {
+            "target": "cc4df33b-dcb2-50e5-ab4d-aabf6d5b30be",
+            "relation": "embeds",
+            "ref": "[images/image-72-Financial_.jpg]",
+            "position": {
+              "start": 2063,
+              "end": 2095
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "f44a2da9-aad9-5a2e-b500-eff41d35ec6a",
+      "type": "text",
+      "content": "",
+      "path": "2026-Annual-Report-Web.pdf/Information About the Board of Directors and Corporate Governance",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "fc18ea98-baa1-5100-9f2d-40cf056412ec",
+      "type": "text",
+      "content": "Nasdaq rules and our Corporate Governance Policies (as further described below) require that a majority of our directors not have a relationship that would interfere with their exercise of independent judgment in carrying out their responsibilities and that they meet any other qualification requirements required by the SEC and Nasdaq.\nAfter considering all relevant relationships and transactions, our Board determined that, except for Mr. Huang, all of our directors who currently serve on the Board are, and all of our directors who served on the Board during Fiscal 2026 were, “independent” as defined by Nasdaq’s rules and regulations. The Board also determined that all members of our AC, CC, and NCGC are independent under applicable Nasdaq listing standards, and that each of Mr. Seawell, Mr. Jones and Ms. Lora of the AC are “audit committee financial experts” as defined under applicable SEC rules.",
+      "path": "2026-Annual-Report-Web.pdf/Information About the Board of Directors and Corporate Governance/Independence of the Members of the Board of Directors",
+      "metadata": {
+        "length": 909,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Nasdaq",
+          "rules",
+          "Corporate",
+          "Governance",
+          "Policies",
+          "require",
+          "majority",
+          "directors",
+          "relationship",
+          "interfere",
+          "exercise",
+          "independent",
+          "judgment",
+          "carrying",
+          "responsibilities",
+          "meet",
+          "qualification",
+          "requirements",
+          "required",
+          "SEC",
+          "After",
+          "relevant",
+          "relationships",
+          "transactions",
+          "Board",
+          "determined",
+          "Mr",
+          "Huang",
+          "serve",
+          "served",
+          "Fiscal",
+          "2026",
+          "defined",
+          "regulations",
+          "The",
+          "members",
+          "AC",
+          "CC",
+          "NCGC",
+          "applicable",
+          "listing",
+          "standards",
+          "Seawell",
+          "Jones",
+          "Ms",
+          "Lora",
+          "audit",
+          "committee",
+          "financial",
+          "experts"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "a6725bad-b335-5a7a-94b3-5f48fa856644",
+      "type": "text",
+      "content": "Our Board ensures that each member has an equal voice in the affairs and management of NVIDIA by having an independent Lead Director, rather than a chairperson. The independent directors consider the role and designation of the person to serve as Lead Director on an annual basis. The Board recognizes that different board leadership structures may be appropriate under different circumstances and its annual review includes consideration of whether having a Lead Director continues to best meet NVIDIA's evolving needs and serves in the best interest of its stockholders.\nOur Board believes its current leadership structure is appropriate because:\n- The active involvement of each of our independent directors, combined with the qualifications and significant responsibilities of, and strong oversight by, our Lead Director, provide balance on the Board;\n• It promotes independent oversight of our management and affairs;\n- It effectively allocates authority, responsibility, and oversight between management and our independent directors; and\n- It provides the right foundation to pursue the Company's strategic and operational objectives as our business and operating environment continue to evolve.\nOur CEO has primary responsibility for the operational leadership and strategic direction of the Company. Our Lead Director facilitates our Board's independent oversight of management, promotes communication between management and our Board, and supports our Board's consideration of key governance matters. This arrangement promotes open dialogue among the Board, including quarterly executive sessions of independent directors led by our Lead Director without the presence of our CEO.\nWe believe that our current structure best serves our stockholders, without the need to appoint a person to serve as chairperson of the Board. Under our Corporate Governance Policies, the Board may select a chairperson, but if it does not, a Lead Director shall be designated annually by a majority of the independent directors and identified in the Company's proxy statement. These policies help to ensure a robust independent leadership structure on our Board. While the Board has discretion to adopt other leadership structures, including having the Lead Director (or chairperson, if any) and CEO roles filled by a single individual, it would only consider a change if it best aligned with the interests of our stockholders, management, and the Board, and it complied with applicable laws and regulations. If in the future our CEO were to take a leadership position on the Board, such as chairperson, we expect that the Board would continue to appoint an independent Lead Director to maintain a balanced and strong leadership structure and otherwise represent the Board independently from the Company's management team. Any changes to the Board's leadership structure would take into account stockholder views, including through our ongoing stockholder outreach, and would be communicated on our Investor Relations website and in our proxy statement. Our Lead Director may provide input on the design of the Board as requested by the NCGC. In his role as NCGC Chairperson, our Lead Director will continue to lead discussions, provide input, and oversee the design of the Board itself.",
+      "path": "2026-Annual-Report-Web.pdf/Information About the Board of Directors and Corporate Governance/Board Leadership Structure",
+      "metadata": {
+        "length": 3277,
+        "summary": "NVIDIA's Board uses an independent Lead Director instead of a chairperson to ensure equal voice and independent oversight. The leadership structure is reviewed annually, with the Lead Director facilitating communication between management and the Board, leading executive sessions, and supporting governance. The CEO handles operational leadership. The Board may appoint a chairperson in the future but would maintain an independent Lead Director to preserve balance and independence.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Our",
+          "Board",
+          "ensures",
+          "member",
+          "equal",
+          "voice",
+          "affairs",
+          "management",
+          "NVIDIA",
+          "independent",
+          "Lead",
+          "Director",
+          "chairperson",
+          "The",
+          "directors",
+          "role",
+          "designation",
+          "person",
+          "serve",
+          "annual",
+          "basis",
+          "recognizes",
+          "board",
+          "leadership",
+          "structures",
+          "circumstances",
+          "review",
+          "includes",
+          "consideration",
+          "continues",
+          "meet",
+          "evolving",
+          "serves",
+          "interest",
+          "stockholders",
+          "believes",
+          "current",
+          "structure",
+          "active",
+          "involvement",
+          "combined",
+          "qualifications",
+          "significant",
+          "responsibilities",
+          "strong",
+          "oversight",
+          "provide",
+          "balance",
+          "It",
+          "promotes",
+          "effectively",
+          "allocates",
+          "authority",
+          "responsibility",
+          "foundation",
+          "pursue",
+          "Company",
+          "strategic",
+          "operational",
+          "objectives",
+          "business",
+          "operating",
+          "environment",
+          "continue",
+          "evolve",
+          "CEO",
+          "primary",
+          "direction",
+          "facilitates",
+          "communication",
+          "supports",
+          "key",
+          "governance",
+          "matters",
+          "This",
+          "arrangement",
+          "open",
+          "dialogue",
+          "including",
+          "quarterly",
+          "executive",
+          "sessions",
+          "led",
+          "presence",
+          "We",
+          "appoint",
+          "Under",
+          "Corporate",
+          "Governance",
+          "Policies",
+          "select",
+          "designated",
+          "annually",
+          "majority",
+          "identified",
+          "proxy",
+          "statement",
+          "These",
+          "policies",
+          "ensure",
+          "robust",
+          "While",
+          "discretion",
+          "adopt",
+          "roles",
+          "filled",
+          "single",
+          "individual",
+          "change",
+          "aligned",
+          "interests",
+          "complied",
+          "applicable",
+          "laws",
+          "regulations",
+          "If",
+          "future",
+          "position",
+          "expect",
+          "maintain",
+          "balanced",
+          "represent",
+          "independently",
+          "team",
+          "Any",
+          "account",
+          "stockholder",
+          "views",
+          "ongoing",
+          "outreach",
+          "communicated",
+          "Investor",
+          "Relations",
+          "website",
+          "input",
+          "design",
+          "requested",
+          "NCGC",
+          "In",
+          "Chairperson",
+          "lead",
+          "discussions",
+          "oversee"
+        ],
+        "keywords": [
+          "Lead Director",
+          "Independent Oversight",
+          "Governance"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "49e4d792-85ae-5aa5-86a8-f6d38fee8863",
+      "type": "text",
+      "content": "Stephen C. Neal\nDirector since 2019\nChairperson of the NCGC\nExperience\n√ Extensive experience as a trial attorney\n√ Has advised numerous companies, boards and individuals on governance and legal matters\n√ Helped clients manage internal and government investigations\n√ Executive experience as Cooley LLP's CEO, and board and chairman experience on the Levi Strauss & Co. board of directors\nThe Board believes Mr. Neal's experience, breadth of knowledge, and contributions to the Board position him well to provide strong leadership, oversight, and the ability to contribute valuable insight with respect to the Company's business.\nOur Lead Director may require Board consideration of risk matters, including adding them to Board agendas or as topics for executive sessions of the independent members of the Board. The Board believes that Mr. Neal is highly qualified to assist the Board as Lead Director in effectively overseeing the identification, assessment, and management of the Company's exposure to various risks as a result of his extensive risk management, legal, and executive experience. Further information on the Board's oversight of risk management and its work with the CEO to address risk management matters is detailed below under Role of the Board in Risk Oversight.\nOur Lead Director has significant responsibilities, which are detailed in our Corporate Governance Policies, and include the duties listed below.",
+      "path": "2026-Annual-Report-Web.pdf/Information About the Board of Directors and Corporate Governance/Board Leadership Structure/Our Lead Director",
+      "metadata": {
+        "length": 1429,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Stephen",
+          "Neal",
+          "Director",
+          "2019",
+          "Chairperson",
+          "NCGC",
+          "Experience",
+          "Extensive",
+          "experience",
+          "trial",
+          "attorney",
+          "Has",
+          "advised",
+          "numerous",
+          "companies",
+          "boards",
+          "individuals",
+          "governance",
+          "legal",
+          "matters",
+          "Helped",
+          "clients",
+          "manage",
+          "internal",
+          "government",
+          "investigations",
+          "Executive",
+          "Cooley",
+          "LLP",
+          "CEO",
+          "board",
+          "chairman",
+          "Levi",
+          "Strauss",
+          "Co",
+          "directors",
+          "The",
+          "Board",
+          "believes",
+          "Mr",
+          "breadth",
+          "knowledge",
+          "contributions",
+          "position",
+          "provide",
+          "strong",
+          "leadership",
+          "oversight",
+          "ability",
+          "contribute",
+          "valuable",
+          "insight",
+          "respect",
+          "Company",
+          "business",
+          "Our",
+          "Lead",
+          "require",
+          "consideration",
+          "risk",
+          "including",
+          "adding",
+          "agendas",
+          "topics",
+          "executive",
+          "sessions",
+          "independent",
+          "members",
+          "highly",
+          "qualified",
+          "assist",
+          "effectively",
+          "overseeing",
+          "identification",
+          "assessment",
+          "management",
+          "exposure",
+          "risks",
+          "result",
+          "extensive",
+          "Further",
+          "information",
+          "work",
+          "address",
+          "detailed",
+          "Role",
+          "Risk",
+          "Oversight",
+          "significant",
+          "responsibilities",
+          "Corporate",
+          "Governance",
+          "Policies",
+          "include",
+          "duties",
+          "listed"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "d07f38db-18ae-5473-b871-74310aa7ae82",
+      "type": "text",
+      "content": "√ Determining an appropriate schedule of Board meetings and seeking to ensure that the independent members of the Board can perform their duties responsibly while not interfering with the flow of our operations\n√ Working with the CEO, and seeking input from other directors and relevant management, to prepare Board meeting agendas\n√ Advising the CEO on a regular basis as to the quality, quantity, and timeliness of the information requested by the Board from our management, to provide what is necessary for the independent members of the Board to effectively and responsibly perform their duties. Although management is responsible for preparing materials for the Board, the Lead Director may specifically request the inclusion of certain information\n√ Coordinating, developing the agenda for, and moderating executive sessions of the independent members of the Board and acting as principal liaison between them and the CEO on sensitive issues\n√ Presiding over Board meetings when the CEO is not present\n√ Convening meetings of the independent directors, as necessary or appropriate\n√ Performing such other duties as the Board may determine from time to time\nIn addition, our Lead Director may represent the Board in communications with stockholders and other stakeholders. The Lead Director makes themself available for consultation with major stockholders pursuant to our Corporate Governance Policies. As Lead Director, Mr. Neal has participated in our annual stockholder outreach meetings and we expect this practice to continue.",
+      "path": "2026-Annual-Report-Web.pdf/Information About the Board of Directors and Corporate Governance/Board Leadership Structure/Duties of Our Lead Director",
+      "metadata": {
+        "length": 1537,
+        "summary": "The Lead Director determines the Board meeting schedule, prepares agendas with the CEO, advises on information quality for independent directors, coordinates executive sessions, presides over meetings in the CEO's absence, convenes independent director meetings, and performs other duties as determined. The Lead Director also represents the Board in communications with stockholders and participates in annual stockholder outreach meetings.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Determining",
+          "schedule",
+          "Board",
+          "meetings",
+          "seeking",
+          "ensure",
+          "independent",
+          "members",
+          "perform",
+          "duties",
+          "responsibly",
+          "interfering",
+          "flow",
+          "operations",
+          "Working",
+          "CEO",
+          "input",
+          "directors",
+          "relevant",
+          "management",
+          "prepare",
+          "meeting",
+          "agendas",
+          "Advising",
+          "regular",
+          "basis",
+          "quality",
+          "quantity",
+          "timeliness",
+          "information",
+          "requested",
+          "provide",
+          "effectively",
+          "Although",
+          "responsible",
+          "preparing",
+          "materials",
+          "Lead",
+          "Director",
+          "specifically",
+          "request",
+          "inclusion",
+          "Coordinating",
+          "developing",
+          "agenda",
+          "moderating",
+          "executive",
+          "sessions",
+          "acting",
+          "principal",
+          "liaison",
+          "sensitive",
+          "issues",
+          "Presiding",
+          "present",
+          "Convening",
+          "Performing",
+          "determine",
+          "time",
+          "In",
+          "addition",
+          "represent",
+          "communications",
+          "stockholders",
+          "stakeholders",
+          "The",
+          "makes",
+          "themself",
+          "consultation",
+          "major",
+          "pursuant",
+          "Corporate",
+          "Governance",
+          "Policies",
+          "As",
+          "Mr",
+          "Neal",
+          "participated",
+          "annual",
+          "stockholder",
+          "outreach",
+          "expect",
+          "practice",
+          "continue"
+        ],
+        "keywords": [
+          "Lead Director",
+          "Board Meetings",
+          "Independent Directors"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "62baaebb-e9a8-570e-80b3-96d95b3da6ae",
+      "type": "text",
+      "content": "The Board has three committees: an AC, a CC, and a NCGC. Each of these committees operates under a written charter, which may be viewed in the Investor Relations section of our website at www.nvidia.com.\nCommittee assignments are determined based on background and the expertise that individual directors can bring to a committee. Our Board believes regular committee rotations are a good corporate governance practice and introduce a variety of perspectives and ideas, more fully inform its members regarding the full scope of the Board and our activities, and benefit each committee and the Board as a whole. Since our 2025 Meeting, Ms. Lora and Dr. Dabiri have joined the NCGC. The composition and functions of our committees are set forth below.",
+      "path": "2026-Annual-Report-Web.pdf/Information About the Board of Directors and Corporate Governance/Committees of the Board of Directors",
+      "metadata": {
+        "length": 749,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "The",
+          "Board",
+          "committees",
+          "AC",
+          "CC",
+          "NCGC",
+          "Each",
+          "operates",
+          "written",
+          "charter",
+          "viewed",
+          "Investor",
+          "Relations",
+          "section",
+          "website",
+          "www",
+          "nvidia",
+          "Committee",
+          "assignments",
+          "determined",
+          "based",
+          "background",
+          "expertise",
+          "individual",
+          "directors",
+          "bring",
+          "committee",
+          "Our",
+          "believes",
+          "regular",
+          "rotations",
+          "good",
+          "corporate",
+          "governance",
+          "practice",
+          "introduce",
+          "variety",
+          "perspectives",
+          "ideas",
+          "fully",
+          "inform",
+          "members",
+          "full",
+          "scope",
+          "activities",
+          "benefit",
+          "Since",
+          "2025",
+          "Meeting",
+          "Ms",
+          "Lora",
+          "Dr",
+          "Dabiri",
+          "joined",
+          "composition",
+          "functions",
+          "set"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "5186cd2c-ed58-5421-9744-d5c515399150",
+      "type": "text",
+      "content": "Members as of our 2026 Meeting\n• A. Brooke Seawell (Chairperson)\n- Tench Coxe\n• Harvey C. Jones\n- Melissa B. Lora\n- Aarti Shah\nIn Fiscal 2026, the AC met four times. Selected highlights from its agenda topics included: capitalization review and strategy, tax, treasury, internal audit, information security, enterprise risk management, and insurance reviews.\nCommittee Role and Responsibilities\n• Oversees our corporate accounting and financial reporting process;\n• Oversees our internal audit function;\n- Determines and approves the engagement, compensation, retention, and termination of the independent registered public accounting firm;\n• Evaluates the performance and qualifications of our independent registered public accounting firm;\n- Reviews and approves the retention of the independent registered public accounting firm for permissible audit and non-audit services;\n- Confers with management and our independent registered public accounting firm on the results of the annual audit, our quarterly financial statements and results, and the effectiveness of internal control over financial reporting, including those regarding information security;\n• Reviews the financial statements to be included in our quarterly reports on Form 10-Q and annual reports on Form 10-K;\n- Reviews earnings press releases and the substance of financial information and outlook provided to investors and analysts on earnings calls;\n- Adopts and maintains policies regarding preapproval of employment of individuals employed or formerly employed by auditors and engaged on our account;\n- Prepares their report as required to be included by SEC rules in our annual proxy statement or annual report on Form 10-K;\n- Establishes procedures for the receipt, retention, and treatment of complaints we receive regarding accounting, internal accounting controls or auditing matters and the confidential and anonymous submission by employees of concerns regarding accounting or auditing matters;\n• Oversees risks related to financial reporting and exposures, internal audit functions, regulatory, and accounting policies; and\n- Reviews and reports on the adequacy and effectiveness of the Company's information security policies and practices and the internal controls regarding information security risks",
+      "path": "2026-Annual-Report-Web.pdf/Information About the Board of Directors and Corporate Governance/Committees of the Board of Directors/AC Members as of our 2026 Meeting",
+      "metadata": {
+        "length": 2285,
+        "summary": "The Audit Committee (AC) as of the 2026 meeting includes members A. Brooke Seawell (Chairperson), Tench Coxe, Harvey C. Jones, Melissa B. Lora, and Aarti Shah. In Fiscal 2026, the AC met four times, covering topics such as capitalization review, tax, treasury, internal audit, information security, enterprise risk management, and insurance. The committee oversees corporate accounting and financial reporting, the internal audit function, and the independent registered public accounting firm's engagement, compensation, retention, and termination. It evaluates the accounting firm's performance, approves audit and non-audit services, and confers with management on audit results, quarterly financial statements, and internal control effectiveness. The AC reviews financial statements for SEC filings, earnings press releases, and financial outlooks. It maintains policies on auditor employment, prepares the required SEC report, and establishes procedures for handling accounting and auditing complaints. Additionally, it oversees risks related to financial reporting, internal audit, regulatory compliance, and accounting policies, and reviews the company's information security policies and internal controls.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Members",
+          "2026",
+          "Meeting",
+          "Brooke",
+          "Seawell",
+          "Chairperson",
+          "Tench",
+          "Coxe",
+          "Harvey",
+          "Jones",
+          "Melissa",
+          "Lora",
+          "Aarti",
+          "Shah",
+          "In",
+          "Fiscal",
+          "AC",
+          "met",
+          "times",
+          "Selected",
+          "highlights",
+          "agenda",
+          "topics",
+          "included",
+          "capitalization",
+          "review",
+          "strategy",
+          "tax",
+          "treasury",
+          "internal",
+          "audit",
+          "information",
+          "security",
+          "enterprise",
+          "risk",
+          "management",
+          "insurance",
+          "reviews",
+          "Committee",
+          "Role",
+          "Responsibilities",
+          "Oversees",
+          "corporate",
+          "accounting",
+          "financial",
+          "reporting",
+          "process",
+          "function",
+          "Determines",
+          "approves",
+          "engagement",
+          "compensation",
+          "retention",
+          "termination",
+          "independent",
+          "registered",
+          "public",
+          "firm",
+          "Evaluates",
+          "performance",
+          "qualifications",
+          "Reviews",
+          "permissible",
+          "services",
+          "Confers",
+          "results",
+          "annual",
+          "quarterly",
+          "statements",
+          "effectiveness",
+          "control",
+          "including",
+          "reports",
+          "Form",
+          "10",
+          "earnings",
+          "press",
+          "releases",
+          "substance",
+          "outlook",
+          "provided",
+          "investors",
+          "analysts",
+          "calls",
+          "Adopts",
+          "maintains",
+          "policies",
+          "preapproval",
+          "employment",
+          "individuals",
+          "employed",
+          "auditors",
+          "engaged",
+          "account",
+          "Prepares",
+          "report",
+          "required",
+          "SEC",
+          "rules",
+          "proxy",
+          "statement",
+          "Establishes",
+          "procedures",
+          "receipt",
+          "treatment",
+          "complaints",
+          "receive",
+          "controls",
+          "auditing",
+          "matters",
+          "confidential",
+          "anonymous",
+          "submission",
+          "employees",
+          "concerns",
+          "risks",
+          "related",
+          "exposures",
+          "functions",
+          "regulatory",
+          "adequacy",
+          "Company",
+          "practices"
+        ],
+        "keywords": [
+          "Audit Committee",
+          "Financial Oversight",
+          "Risk Management"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "7864b03d-26ee-5af4-af85-7a1074fcc355",
+      "type": "text",
+      "content": "Members as of our 2026 Meeting\n• Dawn Hudson (Chairperson)\n- Tench Coxe\n• John O. Dabiri\n- Aarti Shah\n• Mark A. Stevens\nIn Fiscal 2026, the CC met three times. Selected highlights from its agenda topics included: executive, employee, and director compensation, review of employee support programs, executive protection, and human capital management.\nCommittee Role and Responsibilities\n• Reviews and approves our overall compensation strategy and policies;\n• Reviews and recommends to the Board the compensation of our Board members;\n• Reviews and approves the compensation of Mr. Huang and other executive officers;\n- Reviews and approves corporate performance goals and objectives related to the compensation of our executive officers and other senior management;\n- Reviews and approves our CD&A disclosure for inclusion in the proxy statement and annual report on Form 10-K;\n- Prepares their report on executive compensation as required to be included by SEC rules in our annual proxy statement or annual report on Form 10-K;\n• Administers our stock purchase plans, variable compensation plans, and other similar programs;\n• Oversees our human capital management;\n• Assesses and monitors whether our compensation policies and programs could create material risks; and\n• Oversees risks related to compensation plans, programs and policies",
+      "path": "2026-Annual-Report-Web.pdf/Information About the Board of Directors and Corporate Governance/Committees of the Board of Directors/CC Members as of our 2026 Meeting",
+      "metadata": {
+        "length": 1340,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Members",
+          "2026",
+          "Meeting",
+          "Dawn",
+          "Hudson",
+          "Chairperson",
+          "Tench",
+          "Coxe",
+          "John",
+          "Dabiri",
+          "Aarti",
+          "Shah",
+          "Mark",
+          "Stevens",
+          "In",
+          "Fiscal",
+          "CC",
+          "met",
+          "times",
+          "Selected",
+          "highlights",
+          "agenda",
+          "topics",
+          "included",
+          "executive",
+          "employee",
+          "director",
+          "compensation",
+          "review",
+          "support",
+          "programs",
+          "protection",
+          "human",
+          "capital",
+          "management",
+          "Committee",
+          "Role",
+          "Responsibilities",
+          "Reviews",
+          "approves",
+          "strategy",
+          "policies",
+          "recommends",
+          "Board",
+          "members",
+          "Mr",
+          "Huang",
+          "officers",
+          "corporate",
+          "performance",
+          "goals",
+          "objectives",
+          "related",
+          "senior",
+          "CD",
+          "disclosure",
+          "inclusion",
+          "proxy",
+          "statement",
+          "annual",
+          "report",
+          "Form",
+          "10",
+          "Prepares",
+          "required",
+          "SEC",
+          "rules",
+          "Administers",
+          "stock",
+          "purchase",
+          "plans",
+          "variable",
+          "similar",
+          "Oversees",
+          "Assesses",
+          "monitors",
+          "create",
+          "material",
+          "risks"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "1c9939c2-24f7-5387-b057-5e1613655e7c",
+      "type": "text",
+      "content": "Members as of our 2026 Meeting\n• Stephen C. Neal (Chairperson)\n• John O. Dabiri\n• Harvey C. Jones\n- Melissa B. Lora\n• Mark A. Stevens\nIn Fiscal 2026, the NCGC met three times. Selected highlights from its agenda topics included: Board recruiting, governmental relations, trade compliance and regulatory matters, stockholder proposals, corporate governance matters, and stockholder outreach.\nCommittee Role and Responsibilities\n• Identifies, reviews, and evaluates candidates to serve as directors;\n• Recommends candidates for election to our Board;\n• Makes recommendations to the Board regarding committee membership and chairpersons;\n• Assesses the performance of the Board and its committees;\n• Reviews and assesses our corporate governance principles and practices;\n• Monitors changes in corporate governance practices, rules, and regulations;\n- Approves related party transactions;\n- Reviews and assesses our CS strategy, risks, and opportunities periodically, including related programs and initiatives;\n• Oversees and reviews policies and practices on governmental relations, trade compliance, regulatory matters, and related risks;\n- Establishes procedures for receiving, retaining, and addressing complaints we receive regarding violations of our Code of Conduct;\n• Monitors the effectiveness of our anonymous tip process; and\n- Oversees the Company's policies, practices, and investigation procedures in connection with the Company's compliance program",
+      "path": "2026-Annual-Report-Web.pdf/Information About the Board of Directors and Corporate Governance/Committees of the Board of Directors/NCGC Members as of our 2026 Meeting",
+      "metadata": {
+        "length": 1461,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Members",
+          "2026",
+          "Meeting",
+          "Stephen",
+          "Neal",
+          "Chairperson",
+          "John",
+          "Dabiri",
+          "Harvey",
+          "Jones",
+          "Melissa",
+          "Lora",
+          "Mark",
+          "Stevens",
+          "In",
+          "Fiscal",
+          "NCGC",
+          "met",
+          "times",
+          "Selected",
+          "highlights",
+          "agenda",
+          "topics",
+          "included",
+          "Board",
+          "recruiting",
+          "governmental",
+          "relations",
+          "trade",
+          "compliance",
+          "regulatory",
+          "matters",
+          "stockholder",
+          "proposals",
+          "corporate",
+          "governance",
+          "outreach",
+          "Committee",
+          "Role",
+          "Responsibilities",
+          "Identifies",
+          "reviews",
+          "evaluates",
+          "candidates",
+          "serve",
+          "directors",
+          "Recommends",
+          "election",
+          "Makes",
+          "recommendations",
+          "committee",
+          "membership",
+          "chairpersons",
+          "Assesses",
+          "performance",
+          "committees",
+          "Reviews",
+          "assesses",
+          "principles",
+          "practices",
+          "Monitors",
+          "rules",
+          "regulations",
+          "Approves",
+          "related",
+          "party",
+          "transactions",
+          "CS",
+          "strategy",
+          "risks",
+          "opportunities",
+          "periodically",
+          "including",
+          "programs",
+          "initiatives",
+          "Oversees",
+          "policies",
+          "Establishes",
+          "procedures",
+          "receiving",
+          "retaining",
+          "addressing",
+          "complaints",
+          "receive",
+          "violations",
+          "Code",
+          "Conduct",
+          "effectiveness",
+          "anonymous",
+          "tip",
+          "process",
+          "Company",
+          "investigation",
+          "connection",
+          "program"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "acf708e3-2556-5a9d-a82c-80a1e236f2ed",
+      "type": "text",
+      "content": "At the beginning of Fiscal 2026, the CC initially consisted of Messrs. Burgess and Coxe, Ms. Hudson, and Drs. Dabiri and Shah. After the 2025 Meeting, the CC consisted of Messrs. Coxe and Stevens, Ms. Hudson, and Drs. Dabiri, Drell and\nShah, until Dr. Drell resigned from the Board in January 2026. No member of the CC is an officer or employee of NVIDIA, and none of our executive officers serve as a member of the board or compensation committee of any entity that has one or more executive officers serving as a member of our Board or CC. Other than Dr. Shah, no member of the CC had a relationship requiring disclosure in Review of Transactions with Related Persons below.",
+      "path": "2026-Annual-Report-Web.pdf/Information About the Board of Directors and Corporate Governance/Compensation Committee Interlocks and Insider Participation",
+      "metadata": {
+        "length": 676,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "At",
+          "beginning",
+          "Fiscal",
+          "2026",
+          "CC",
+          "initially",
+          "consisted",
+          "Messrs",
+          "Burgess",
+          "Coxe",
+          "Ms",
+          "Hudson",
+          "Drs",
+          "Dabiri",
+          "Shah",
+          "After",
+          "2025",
+          "Meeting",
+          "Stevens",
+          "Drell",
+          "Dr",
+          "resigned",
+          "Board",
+          "January",
+          "No",
+          "member",
+          "officer",
+          "employee",
+          "NVIDIA",
+          "executive",
+          "officers",
+          "serve",
+          "board",
+          "compensation",
+          "committee",
+          "entity",
+          "serving",
+          "Other",
+          "relationship",
+          "requiring",
+          "disclosure",
+          "Review",
+          "Transactions",
+          "Related",
+          "Persons"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "e23c4ef3-5e47-5d15-a0b1-b877b0edeeda",
+      "type": "table",
+      "content": "<table><tr><td colspan=\"3\">Board of Directors</td></tr><tr><td colspan=\"3\">Oversees management of major risks, including:</td></tr><tr><td>√ Business model, including AI</td><td>√ Strategic execution</td><td>√ Product quality and safety</td></tr><tr><td>√ Operational, including supply chain and sourcing</td><td>√ Regulatory, public policy, legal, intellectual property, and compliance</td><td>√ Financial and macroeconomic</td></tr><tr><td>√ Information security, including cybersecurity</td><td>√ Brand and reputation</td><td>√ Business continuity</td></tr><tr><td>√ Corporate development, acquisitions, and investments</td><td>√ Management development</td><td>√ Enterprise resource planning</td></tr><tr><td>√ ERM</td><td></td><td></td></tr></table>",
+      "path": "tables/table-23 Board Risk Oversight.html",
+      "metadata": {
+        "length": 753,
+        "summary": "table-24\nThe Board of Directors oversees major risks including business model, strategy, operations, regulatory, cybersecurity, brand, and enterprise risk management.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-23 Board Risk Oversight.html",
+        "keywords": [
+          "Board of Directors",
+          "Risk Management",
+          "Oversight"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "67936fbf-a425-50bd-bb06-18878d424835",
+      "type": "table",
+      "content": "<table><tr><td>AC</td><td>CC</td><td>NCGC</td></tr><tr><td>√ Financial statement and earnings materials integrity and reporting√ Financial risk exposures, including investments, cash management, foreign exchange management and insurance coverage√ Disclosure controls and procedures√ Information security and cybersecurity policies and practices and the internal controls regarding information security risks√ Internal audit performance, including auditor functions, performance, and independence√ Accounting and audit principles and policies, and regulatory and accounting initiatives√ Legal and regulatory compliance, particularly as related to the above matters√ ERM</td><td>√ Compensation policies, plans, practices and programs for directors, executives, and employees√ Human capital management, including recruiting, retention, development, and other workforce matters</td><td>√ Governance structure, processes and policies, including regulatory changes and other developments√ Stockholder concerns and communications√ Compliance program and effectiveness of our anonymous tip process√ CS, including environmental, social, and corporate governance matters√ Trade compliance and non-financial regulatory matters√ Board and committee composition and board evaluation√ Related party transactions√ Policies and practices related to government relations, public policy, and related expenditures</td></tr></table>",
+      "path": "tables/table-24 Board Oversight.html",
+      "metadata": {
+        "length": 1412,
+        "summary": "table-25\nThe table outlines board committee responsibilities: Audit covers financial integrity, risk, cybersecurity, internal audit, and compliance; Compensation covers policies and human capital; Governance covers structure, stockholder concerns, CSR, and trade compliance.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-24 Board Oversight.html",
+        "keywords": [
+          "Governance",
+          "Risk",
+          "Compliance"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "265b7c63-d9ec-55a7-93d5-70d3409a39b0",
+      "type": "text",
+      "content": "The Board reviews risks, oversees risk management, and delegates oversight of appropriate topics to its committees to support the Company's long-term objectives. The oversight responsibility of our Board and its committees is enabled by management reporting processes, including our ERM process, that are designed to provide visibility to our Board about the identification, assessment, and management of critical risks and management's risk mitigation strategies.\nRISK OVERSIGHT AT NVIDIA\n\n[tables/table-23 Board Risk Oversight.html]\n\n\n[tables/table-24 Board Oversight.html]\n\nManagement\nManagement identifies, evaluates, and mitigates business risks and reports to the Board on them\nInternal Audit\nProvides independent assurance on design and effectiveness of internal controls and governance processes\nOur Board retains direct oversight of strategic risks to NVIDIA and other risk areas not delegated to its committees. Delegation to Board committees enhances risk oversight by allocating authority and responsibility to the committee best suited to oversee specific risks, as outlined in their charters, with escalation to the full Board when appropriate. Committee chairpersons regularly report to the full Board on reviewed matters, including key risks, and collaborate with the Board to ensure effective risk management oversight. The Board believes its leadership structure facilitates robust risk oversight, with the independent Lead Director and independent committees proactively engaging with management. For further details, see Board Leadership Structure above.\nThe Board retains full oversight of information security matters, including cybersecurity. The AC reviews the adequacy and effectiveness of the Company's information security policies, practices, and internal controls. The AC receives regular updates on information security from management, including the Chief Security Officer and security team, while the Board receives annual reports on these matters. The AC also meets in executive session with leaders of key control functions, ensuring direct access to management teams and appropriate staffing and resources.\nThe Company's ERM process is an annual assessment of its risk environment, integrating risk evaluation with the Company's operations and strategies. This process examines internal and external factors, risk amplifiers, and emerging trends to prioritize mitigation efforts based on the risk horizon. It evaluates the potential impact and likelihood of risks materializing over relevant timeframes, considers future threats and trends, and identifies the actions, strategies, processes, controls, and procedures in place or to be implemented to manage and mitigate these risks.\nERM Process\n√ Annual assessment of the Company’s risk environment led by management\n√ Identifies and evaluates risks across different timeframes, including short-, intermediate- and long-term\nIdentifies, assesses, and manages the Company's most significant risks and uncertainties that could materially impact the long-term health of the Company or prevent the achievement of strategic objectives\n√ Regular updates reported to senior management, including CEO\n√ Overseen and reviewed by the Board and AC, at least annually\n√ Board and committees have direct access to management to receive updates on risk exposures and mitigation strategies, and give feedback on key and emerging risks, including cybersecurity, trade compliance, risk management and the ERM process\n√ Board and committee agendas adjusted throughout the year by CEO and Lead Director to address emerging risks and key topics\n√ Includes interviews with senior management and Board members to identify major risks\n√ The Board, its committees, and senior management may engage outside advisors, experts, and consultants to help develop and analyze the Company's risk management and mitigation efforts, and anticipate future threats and trends\nWhile the Company does not have a Chief Compliance Officer, the ERM process and action plan are reviewed by the CEO, other NEOs reporting directly to the CEO, and senior management members. These leaders are responsible for managing and monitoring key risks within their respective functional areas. The Company's internal audit team administers the ERM program on behalf of management.\nThe ERM process is designed to align the Board's risk oversight with the Company's disclosure controls and procedures. Management involved in the ERM process prepares reports that are reviewed by the Board or its committees to ensure that disclosure controls and procedures function effectively.",
+      "path": "2026-Annual-Report-Web.pdf/Information About the Board of Directors and Corporate Governance/Role of the Board in Risk Oversight",
+      "metadata": {
+        "length": 4600,
+        "summary": "The Board oversees risks and delegates to committees. Management identifies and mitigates risks, reporting to the Board. Internal Audit provides independent assurance. The Board retains oversight of strategic and information security risks, with the Audit Committee reviewing cybersecurity. The ERM process is an annual assessment integrating risk evaluation with operations, examining internal/external factors, and prioritizing mitigation. It is led by management, reviewed by the Board and Audit Committee, and aligns with disclosure controls. The CEO and senior management review the ERM action plan, with internal audit administering the program.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "The",
+          "Board",
+          "reviews",
+          "risks",
+          "oversees",
+          "risk",
+          "management",
+          "delegates",
+          "oversight",
+          "topics",
+          "committees",
+          "support",
+          "Company",
+          "long",
+          "term",
+          "objectives",
+          "responsibility",
+          "enabled",
+          "reporting",
+          "processes",
+          "including",
+          "ERM",
+          "process",
+          "designed",
+          "provide",
+          "visibility",
+          "identification",
+          "assessment",
+          "critical",
+          "mitigation",
+          "strategies",
+          "RISK",
+          "OVERSIGHT",
+          "AT",
+          "NVIDIA",
+          "Management",
+          "identifies",
+          "evaluates",
+          "mitigates",
+          "business",
+          "reports",
+          "Internal",
+          "Audit",
+          "Provides",
+          "independent",
+          "assurance",
+          "design",
+          "effectiveness",
+          "internal",
+          "controls",
+          "governance",
+          "Our",
+          "retains",
+          "direct",
+          "strategic",
+          "areas",
+          "delegated",
+          "Delegation",
+          "enhances",
+          "allocating",
+          "authority",
+          "committee",
+          "suited",
+          "oversee",
+          "specific",
+          "outlined",
+          "charters",
+          "escalation",
+          "full",
+          "Committee",
+          "chairpersons",
+          "regularly",
+          "report",
+          "reviewed",
+          "matters",
+          "key",
+          "collaborate",
+          "ensure",
+          "effective",
+          "believes",
+          "leadership",
+          "structure",
+          "facilitates",
+          "robust",
+          "Lead",
+          "Director",
+          "proactively",
+          "engaging",
+          "For",
+          "details",
+          "Leadership",
+          "Structure",
+          "information",
+          "security",
+          "cybersecurity",
+          "AC",
+          "adequacy",
+          "policies",
+          "practices",
+          "receives",
+          "regular",
+          "updates",
+          "Chief",
+          "Security",
+          "Officer",
+          "team",
+          "annual",
+          "meets",
+          "executive",
+          "session",
+          "leaders",
+          "control",
+          "functions",
+          "ensuring",
+          "access",
+          "teams",
+          "staffing",
+          "resources",
+          "environment",
+          "integrating",
+          "evaluation",
+          "operations",
+          "This",
+          "examines",
+          "external",
+          "factors",
+          "amplifiers",
+          "emerging",
+          "trends",
+          "prioritize",
+          "efforts",
+          "based",
+          "horizon",
+          "It",
+          "potential",
+          "impact",
+          "likelihood",
+          "materializing",
+          "relevant",
+          "timeframes",
+          "considers",
+          "future",
+          "threats",
+          "actions",
+          "procedures",
+          "place",
+          "implemented",
+          "manage",
+          "mitigate",
+          "Process",
+          "Annual",
+          "led",
+          "Identifies",
+          "short",
+          "intermediate",
+          "assesses",
+          "manages",
+          "significant",
+          "uncertainties",
+          "materially",
+          "health",
+          "prevent",
+          "achievement",
+          "Regular",
+          "reported",
+          "senior",
+          "CEO",
+          "Overseen",
+          "annually",
+          "receive",
+          "exposures",
+          "give",
+          "feedback",
+          "trade",
+          "compliance",
+          "agendas",
+          "adjusted",
+          "year",
+          "address",
+          "Includes",
+          "interviews",
+          "members",
+          "identify",
+          "major",
+          "engage",
+          "advisors",
+          "experts",
+          "consultants",
+          "develop",
+          "analyze",
+          "anticipate",
+          "While",
+          "Compliance",
+          "action",
+          "plan",
+          "NEOs",
+          "directly",
+          "These",
+          "responsible",
+          "managing",
+          "monitoring",
+          "respective",
+          "functional",
+          "audit",
+          "administers",
+          "program",
+          "behalf",
+          "align",
+          "disclosure",
+          "involved",
+          "prepares",
+          "function",
+          "effectively"
+        ],
+        "keywords": [
+          "Risk Management",
+          "Board Oversight",
+          "ERM Process"
+        ],
+        "connect_to": [
+          {
+            "target": "e23c4ef3-5e47-5d15-a0b1-b877b0edeeda",
+            "relation": "embeds",
+            "ref": "[tables/table-23 Board Risk Oversight.html]",
+            "position": {
+              "start": 491,
+              "end": 534
+            }
+          },
+          {
+            "target": "67936fbf-a425-50bd-bb06-18878d424835",
+            "relation": "embeds",
+            "ref": "[tables/table-24 Board Oversight.html]",
+            "position": {
+              "start": 537,
+              "end": 575
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "e893a611-089c-5577-b910-66998683cc24",
+      "type": "text",
+      "content": "",
+      "path": "2026-Annual-Report-Web.pdf/Information About the Board of Directors and Corporate Governance/Corporate Governance",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "bdc7503c-0e98-505c-815b-929573ada8a9",
+      "type": "text",
+      "content": "As discussed above, the NCGC and the Board understand the importance of Board refreshment. On May 7, 2026, the Board approved an increase in its size from ten to eleven directors and appointed Suzanne Nora Johnson to fill the newly created directorship, in each case effective July 13, 2026. Ms. Nora Johnson will join the Board effective July 13, 2026, due to a prior professional commitment. Ms. Nora Johnson is the retired Vice Chairman of The Goldman Sachs Group, Inc., where she spent 21 years in various leadership roles. She currently serves on the board of directors of Pfizer Inc., and serves on the Boards of Trustees of The Brookings Institution, the Broad Foundation, and the University of Southern California. Ms. Nora Johnson will bring to the Board extensive senior leadership experience, experience managing large, complex, global institutions and deep knowledge of global financial markets, risk management, and regulatory issues. Ms. Nora Johnson is not currently a member of the Board and is not a nominee for election at the 2026 Meeting. She is expected to join the AC on the effective date of her appointment.",
+      "path": "2026-Annual-Report-Web.pdf/Information About the Board of Directors and Corporate Governance/Corporate Governance/Board Refreshment",
+      "metadata": {
+        "length": 1131,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "As",
+          "discussed",
+          "NCGC",
+          "Board",
+          "understand",
+          "importance",
+          "refreshment",
+          "On",
+          "May",
+          "2026",
+          "approved",
+          "increase",
+          "size",
+          "ten",
+          "eleven",
+          "directors",
+          "appointed",
+          "Suzanne",
+          "Nora",
+          "Johnson",
+          "fill",
+          "newly",
+          "created",
+          "directorship",
+          "case",
+          "effective",
+          "July",
+          "13",
+          "Ms",
+          "join",
+          "due",
+          "prior",
+          "professional",
+          "commitment",
+          "retired",
+          "Vice",
+          "Chairman",
+          "The",
+          "Goldman",
+          "Sachs",
+          "Group",
+          "Inc",
+          "spent",
+          "21",
+          "years",
+          "leadership",
+          "roles",
+          "She",
+          "serves",
+          "board",
+          "Pfizer",
+          "Boards",
+          "Trustees",
+          "Brookings",
+          "Institution",
+          "Broad",
+          "Foundation",
+          "University",
+          "Southern",
+          "California",
+          "bring",
+          "extensive",
+          "senior",
+          "experience",
+          "managing",
+          "large",
+          "complex",
+          "global",
+          "institutions",
+          "deep",
+          "knowledge",
+          "financial",
+          "markets",
+          "risk",
+          "management",
+          "regulatory",
+          "issues",
+          "member",
+          "nominee",
+          "election",
+          "Meeting",
+          "expected",
+          "AC",
+          "date",
+          "appointment"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "744a4255-a711-5af5-a992-268394101c88",
+      "type": "text",
+      "content": "The Board has adopted Corporate Governance Policies to ensure that the Board has the necessary authority and processes in place to review and evaluate our business operations as needed and to make decisions that are independent of our management. These policies include practices the Board follows with respect to its composition and selection, regular evaluations of the Board and its committees, Board meetings and involvement of senior management, senior management development, and Board committees and compensation. These policies may be viewed in the Investor Relations section of our website at www.nvidia.com.",
+      "path": "2026-Annual-Report-Web.pdf/Information About the Board of Directors and Corporate Governance/Corporate Governance/Corporate Governance Policies",
+      "metadata": {
+        "length": 617,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "The",
+          "Board",
+          "adopted",
+          "Corporate",
+          "Governance",
+          "Policies",
+          "ensure",
+          "authority",
+          "processes",
+          "place",
+          "review",
+          "evaluate",
+          "business",
+          "operations",
+          "needed",
+          "make",
+          "decisions",
+          "independent",
+          "management",
+          "These",
+          "policies",
+          "include",
+          "practices",
+          "respect",
+          "composition",
+          "selection",
+          "regular",
+          "evaluations",
+          "committees",
+          "meetings",
+          "involvement",
+          "senior",
+          "development",
+          "compensation",
+          "viewed",
+          "Investor",
+          "Relations",
+          "section",
+          "website",
+          "www",
+          "nvidia"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "68f99db7-2d46-5dbd-aa50-a8ad1882e085",
+      "type": "text",
+      "content": "As required under Nasdaq's listing standards, our independent directors meet regularly in scheduled executive sessions at which only independent directors are present, as well as in sessions with the CEO. In Fiscal 2026, our independent directors met in both types of executive sessions at all four of our scheduled quarterly Board meetings.",
+      "path": "2026-Annual-Report-Web.pdf/Information About the Board of Directors and Corporate Governance/Corporate Governance/Executive Sessions of the Board",
+      "metadata": {
+        "length": 341,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "As",
+          "required",
+          "Nasdaq",
+          "listing",
+          "standards",
+          "independent",
+          "directors",
+          "meet",
+          "regularly",
+          "scheduled",
+          "executive",
+          "sessions",
+          "present",
+          "CEO",
+          "In",
+          "Fiscal",
+          "2026",
+          "met",
+          "types",
+          "quarterly",
+          "Board",
+          "meetings"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "ed60d892-772d-5b55-aecc-dc740e47d762",
+      "type": "text",
+      "content": "We expect that our directors will attend each annual meeting, absent a valid reason. All Board members as of our 2025 Meeting attended our 2025 Meeting.",
+      "path": "2026-Annual-Report-Web.pdf/Information About the Board of Directors and Corporate Governance/Corporate Governance/Director Attendance at Annual Meeting",
+      "metadata": {
+        "length": 152,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "We",
+          "expect",
+          "directors",
+          "attend",
+          "annual",
+          "meeting",
+          "absent",
+          "valid",
+          "reason",
+          "All",
+          "Board",
+          "members",
+          "2025",
+          "Meeting",
+          "attended"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "ffd47b72-aa29-51d2-a2a6-02277ba9261e",
+      "type": "text",
+      "content": "The NCGC oversees an evaluation process, conducted at least annually, whereby outside counsel for NVIDIA interviews each director to obtain his or her evaluation of the Board as a whole, and of the committees on which he or she serves. The interviews solicit ideas from the directors about, among other things, improving the quality of Board and/or committee oversight, effectiveness regarding strategic direction, financial and audit matters, executive compensation, acquisition activity, and other key topics. The interviews also focus on Board process and identifying specific issues for future discussion. After these evaluations are complete, our outside counsel summarizes the results, reviews them with our Lead Director, and then submits the summary for NCGC discussion. The NCGC Chair and outside counsel then report evaluation results to the full Board.\nIn response to the evaluations conducted in Fiscal 2026, our Board determined to focus on geopolitical and regulatory risks, government affairs, supply chain, cybersecurity, AI regulations, growth planning, the use and applications of AI, the Company's strategic roadmap, and management development. The Board also determined to continue to focus on the Board's composition and process for Board refreshment.",
+      "path": "2026-Annual-Report-Web.pdf/Information About the Board of Directors and Corporate Governance/Corporate Governance/Board Self-Assessments",
+      "metadata": {
+        "length": 1272,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "The",
+          "NCGC",
+          "oversees",
+          "evaluation",
+          "process",
+          "conducted",
+          "annually",
+          "counsel",
+          "NVIDIA",
+          "interviews",
+          "director",
+          "obtain",
+          "Board",
+          "committees",
+          "serves",
+          "solicit",
+          "ideas",
+          "directors",
+          "things",
+          "improving",
+          "quality",
+          "committee",
+          "oversight",
+          "effectiveness",
+          "strategic",
+          "direction",
+          "financial",
+          "audit",
+          "matters",
+          "executive",
+          "compensation",
+          "acquisition",
+          "activity",
+          "key",
+          "topics",
+          "focus",
+          "identifying",
+          "specific",
+          "issues",
+          "future",
+          "discussion",
+          "After",
+          "evaluations",
+          "complete",
+          "summarizes",
+          "results",
+          "reviews",
+          "Lead",
+          "Director",
+          "submits",
+          "summary",
+          "Chair",
+          "report",
+          "full",
+          "In",
+          "response",
+          "Fiscal",
+          "2026",
+          "determined",
+          "geopolitical",
+          "regulatory",
+          "risks",
+          "government",
+          "affairs",
+          "supply",
+          "chain",
+          "cybersecurity",
+          "AI",
+          "regulations",
+          "growth",
+          "planning",
+          "applications",
+          "Company",
+          "roadmap",
+          "management",
+          "development",
+          "continue",
+          "composition",
+          "refreshment"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "f2527e3f-fd25-5fe0-bbd4-0f07f1792916",
+      "type": "text",
+      "content": "The NCGC and our General Counsel are responsible for new director orientation and for administering or approving eligible director continuing education programs. Continuing education programs for directors may include a combination of internally developed materials and presentations, programs presented by third parties, and financial and administrative support for attendance at qualifying academic or other independent programs.",
+      "path": "2026-Annual-Report-Web.pdf/Information About the Board of Directors and Corporate Governance/Corporate Governance/Director Orientation and Continuing Education",
+      "metadata": {
+        "length": 431,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "The",
+          "NCGC",
+          "General",
+          "Counsel",
+          "responsible",
+          "director",
+          "orientation",
+          "administering",
+          "approving",
+          "eligible",
+          "continuing",
+          "education",
+          "programs",
+          "Continuing",
+          "directors",
+          "include",
+          "combination",
+          "internally",
+          "developed",
+          "materials",
+          "presentations",
+          "presented",
+          "parties",
+          "financial",
+          "administrative",
+          "support",
+          "attendance",
+          "qualifying",
+          "academic",
+          "independent"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "61bfa9a9-2039-502c-9eab-7a4924f918f2",
+      "type": "text",
+      "content": "Our directors are expected to devote sufficient time to Board and committee duties and to understanding the Company's business. The NCGC reviews the other commitments of potential Board candidates, and does so annually for existing Board members, to determine if this expectation can be met. In making this determination, the NCGC considers, among other factors, stakeholder guidelines regarding numerical limits on public company boards on which a director may sit. None of our directors serve on more than two public company boards (including NVIDIA), and none of our non-employee directors serve as a CEO or executive officer of a public company.",
+      "path": "2026-Annual-Report-Web.pdf/Information About the Board of Directors and Corporate Governance/Corporate Governance/Director Time Commitment and Outside Board Memberships",
+      "metadata": {
+        "length": 649,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Our",
+          "directors",
+          "expected",
+          "devote",
+          "sufficient",
+          "time",
+          "Board",
+          "committee",
+          "duties",
+          "understanding",
+          "Company",
+          "business",
+          "The",
+          "NCGC",
+          "reviews",
+          "commitments",
+          "potential",
+          "candidates",
+          "annually",
+          "existing",
+          "members",
+          "determine",
+          "expectation",
+          "met",
+          "In",
+          "making",
+          "determination",
+          "considers",
+          "factors",
+          "stakeholder",
+          "guidelines",
+          "numerical",
+          "limits",
+          "public",
+          "company",
+          "boards",
+          "director",
+          "sit",
+          "None",
+          "serve",
+          "including",
+          "NVIDIA",
+          "employee",
+          "CEO",
+          "executive",
+          "officer"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "d414c000-eee1-5712-bb9d-add2223f45f4",
+      "type": "text",
+      "content": "Our Corporate Governance Policies require each non-employee director to hold shares of our common stock with a total value equal to six times the annual cash retainer for Board service during the period in which he or she serves as a director (or ten times his base salary, in the case of the CEO). The shares may include vested deferred stock, shares held in trust, and shares held by immediate family members, but not unvested equity awards. Non-employee directors have five years after their Board appointment to reach the ownership threshold. Our stock ownership guidelines are intended to further align director interests with stockholder interests.\nEach non-employee director and Mr. Huang currently meets or exceeds the stock ownership requirements.",
+      "path": "2026-Annual-Report-Web.pdf/Information About the Board of Directors and Corporate Governance/Corporate Governance/Director Stock Ownership Guidelines",
+      "metadata": {
+        "length": 756,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Our",
+          "Corporate",
+          "Governance",
+          "Policies",
+          "require",
+          "employee",
+          "director",
+          "hold",
+          "shares",
+          "common",
+          "stock",
+          "total",
+          "equal",
+          "times",
+          "annual",
+          "cash",
+          "retainer",
+          "Board",
+          "service",
+          "period",
+          "serves",
+          "ten",
+          "base",
+          "salary",
+          "case",
+          "CEO",
+          "The",
+          "include",
+          "vested",
+          "deferred",
+          "held",
+          "trust",
+          "family",
+          "members",
+          "unvested",
+          "equity",
+          "awards",
+          "Non",
+          "directors",
+          "years",
+          "appointment",
+          "reach",
+          "ownership",
+          "threshold",
+          "guidelines",
+          "intended",
+          "align",
+          "interests",
+          "stockholder",
+          "Each",
+          "Mr",
+          "Huang",
+          "meets",
+          "exceeds",
+          "requirements"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "2b5ea90b-74d3-5f66-ab3d-d377ae92ebce",
+      "type": "text",
+      "content": "We believe in extensive leadership development. Our internal leadership structure ensures that many senior managers work directly with our CEO to execute our corporate strategies. This approach results in strategic alignment, exposes leaders to a broad spectrum of corporate activities, and presents the Board with a pool of excellent candidates for future promotion. Our CEO also selects senior leaders to engage directly with the Board on key initiatives and provides periodic updates to our Board on management development.",
+      "path": "2026-Annual-Report-Web.pdf/Information About the Board of Directors and Corporate Governance/Corporate Governance/Senior Management Development",
+      "metadata": {
+        "length": 526,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "We",
+          "extensive",
+          "leadership",
+          "development",
+          "Our",
+          "internal",
+          "structure",
+          "ensures",
+          "senior",
+          "managers",
+          "work",
+          "directly",
+          "CEO",
+          "execute",
+          "corporate",
+          "strategies",
+          "This",
+          "approach",
+          "results",
+          "strategic",
+          "alignment",
+          "exposes",
+          "leaders",
+          "broad",
+          "spectrum",
+          "activities",
+          "presents",
+          "Board",
+          "pool",
+          "excellent",
+          "candidates",
+          "future",
+          "promotion",
+          "selects",
+          "engage",
+          "key",
+          "initiatives",
+          "periodic",
+          "updates",
+          "management"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "4a9d676d-7c6f-58ae-a009-42647ce3da56",
+      "type": "text",
+      "content": "The Board and each of its principal committees may retain outside advisors and consultants of their choosing at our expense. The Board does not need management's consent to retain outside advisors and the principal committees do not need consent from the Board or management' to retain outside advisors.",
+      "path": "2026-Annual-Report-Web.pdf/Information About the Board of Directors and Corporate Governance/Corporate Governance/Outside Advisors",
+      "metadata": {
+        "length": 303,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "The",
+          "Board",
+          "principal",
+          "committees",
+          "retain",
+          "advisors",
+          "consultants",
+          "choosing",
+          "expense",
+          "management",
+          "consent"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "cf879c0b-479f-5786-b330-a95ad8a4f38a",
+      "type": "text",
+      "content": "Our directors, executives, and employees are expected to conduct themselves with the highest degree of integrity, ethics, and honesty. Our credibility and reputation depend upon their good judgment, ethical standards, and personal integrity. Our Code of Conduct applies to all executive officers, directors, and employees, including our principal executive officer, principal financial officer, and principal accounting officer. The Financial Team Code of Conduct applies to our executive officers, directors, members of our finance department, and all employees involved in the preparation and review of externally-reported periodic financial reports, filings, and documents. We regularly review our Code of Conduct and related policies to ensure that they provide clear guidance to our directors, executives, and employees. We also regularly train our employees on our Code of Conduct and other policies.\nThe Code of Conduct and the Financial Team Code of Conduct may be viewed in the Investor Relations section of our website at www.nvidia.com. If we make any amendments to either code, or grant any waiver from a provision of either code to any executive officer or director, we will promptly disclose the nature of the amendment or waiver on our website or in a report on Form 8-K. Information contained on our website is not incorporated by reference into this or any other report we file with the SEC.",
+      "path": "2026-Annual-Report-Web.pdf/Information About the Board of Directors and Corporate Governance/Corporate Governance/Code of Conduct",
+      "metadata": {
+        "length": 1408,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Our",
+          "directors",
+          "executives",
+          "employees",
+          "expected",
+          "conduct",
+          "highest",
+          "degree",
+          "integrity",
+          "ethics",
+          "honesty",
+          "credibility",
+          "reputation",
+          "depend",
+          "good",
+          "judgment",
+          "ethical",
+          "standards",
+          "personal",
+          "Code",
+          "Conduct",
+          "applies",
+          "executive",
+          "officers",
+          "including",
+          "principal",
+          "officer",
+          "financial",
+          "accounting",
+          "The",
+          "Financial",
+          "Team",
+          "members",
+          "finance",
+          "department",
+          "involved",
+          "preparation",
+          "review",
+          "externally",
+          "reported",
+          "periodic",
+          "reports",
+          "filings",
+          "documents",
+          "We",
+          "regularly",
+          "related",
+          "policies",
+          "ensure",
+          "provide",
+          "clear",
+          "guidance",
+          "train",
+          "viewed",
+          "Investor",
+          "Relations",
+          "section",
+          "website",
+          "www",
+          "nvidia",
+          "If",
+          "make",
+          "amendments",
+          "code",
+          "grant",
+          "waiver",
+          "provision",
+          "director",
+          "promptly",
+          "disclose",
+          "nature",
+          "amendment",
+          "report",
+          "Form",
+          "Information",
+          "contained",
+          "incorporated",
+          "reference",
+          "file",
+          "SEC"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "be8ee362-e05a-5ed9-947a-f6e31f61dc11",
+      "type": "text",
+      "content": "Our Insider Trading Policy governs transactions in our securities and applies to the Board and our employees, contractors, and consultants. We believe our Insider Trading Policy is reasonably designed to promote compliance with insider trading laws, rules and regulations applicable to NVIDIA. Section 16 directors and officers must obtain preclearance before trading in NVIDIA's stock. In addition, we comply with applicable laws and regulations relating to insider trading with respect to transactions in our securities such as open market repurchases of our common stock from time to time.\nUnder our Insider Trading Policy, hedging ownership of NVIDIA stock, including but not limited to trading in options, puts, calls, or other derivative instruments related to NVIDIA stock or debt, is not permitted. Additional prohibitions include purchasing NVIDIA stock on margin or holding NVIDIA stock in a margin account, or pledging NVIDIA stock as collateral for a loan. We allow participation in certain exchange funds for portfolio diversification.",
+      "path": "2026-Annual-Report-Web.pdf/Information About the Board of Directors and Corporate Governance/Corporate Governance/Insider Trading Policy",
+      "metadata": {
+        "length": 1048,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Our",
+          "Insider",
+          "Trading",
+          "Policy",
+          "governs",
+          "transactions",
+          "securities",
+          "applies",
+          "Board",
+          "employees",
+          "contractors",
+          "consultants",
+          "We",
+          "designed",
+          "promote",
+          "compliance",
+          "insider",
+          "trading",
+          "laws",
+          "rules",
+          "regulations",
+          "applicable",
+          "NVIDIA",
+          "Section",
+          "16",
+          "directors",
+          "officers",
+          "obtain",
+          "preclearance",
+          "stock",
+          "In",
+          "addition",
+          "comply",
+          "relating",
+          "respect",
+          "open",
+          "market",
+          "repurchases",
+          "common",
+          "time",
+          "Under",
+          "hedging",
+          "ownership",
+          "including",
+          "limited",
+          "options",
+          "puts",
+          "calls",
+          "derivative",
+          "instruments",
+          "related",
+          "debt",
+          "permitted",
+          "Additional",
+          "prohibitions",
+          "include",
+          "purchasing",
+          "margin",
+          "holding",
+          "account",
+          "pledging",
+          "collateral",
+          "loan",
+          "participation",
+          "exchange",
+          "funds",
+          "portfolio",
+          "diversification"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "137f8aad-e765-5f07-bede-a93b9b0ff465",
+      "type": "text",
+      "content": "We have established an independent corporate hotline to allow any employee, contractor, customer, or partner to confidentially and anonymously submit a complaint about any accounting, internal controls, auditing, Code of Conduct, or other matter of concern (unless prohibited by local privacy laws).",
+      "path": "2026-Annual-Report-Web.pdf/Information About the Board of Directors and Corporate Governance/Corporate Governance/Corporate Hotline",
+      "metadata": {
+        "length": 299,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "We",
+          "established",
+          "independent",
+          "corporate",
+          "hotline",
+          "employee",
+          "contractor",
+          "customer",
+          "partner",
+          "confidentially",
+          "anonymously",
+          "submit",
+          "complaint",
+          "accounting",
+          "internal",
+          "controls",
+          "auditing",
+          "Code",
+          "Conduct",
+          "matter",
+          "concern",
+          "prohibited",
+          "local",
+          "privacy",
+          "laws"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "4ce5e644-e436-585f-bf20-f61f787bde33",
+      "type": "text",
+      "content": "Stockholders who wish to communicate with the Board regarding nominations of directors or other matters may do so by sending electronic written communications addressed to Timothy S. Teter, our Secretary, at shareholdermeeting@nvidia.com. All stockholder communications we receive that are addressed to the Board will be compiled by our Secretary. If no particular director is named, letters will be forwarded, depending on the subject matter, to the chairperson of the AC, CC, or NCGC. Matters put forth by our stockholders will be reviewed by the NCGC, which will determine whether these matters should be presented to the Board. The NCGC will give serious consideration to all such matters and will make its determination in accordance with its charter and applicable laws.",
+      "path": "2026-Annual-Report-Web.pdf/Information About the Board of Directors and Corporate Governance/Stockholder Communications with the Board of Directors",
+      "metadata": {
+        "length": 776,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Stockholders",
+          "communicate",
+          "Board",
+          "nominations",
+          "directors",
+          "matters",
+          "sending",
+          "electronic",
+          "written",
+          "communications",
+          "addressed",
+          "Timothy",
+          "Teter",
+          "Secretary",
+          "shareholdermeeting",
+          "nvidia",
+          "All",
+          "stockholder",
+          "receive",
+          "compiled",
+          "If",
+          "director",
+          "named",
+          "letters",
+          "forwarded",
+          "depending",
+          "subject",
+          "matter",
+          "chairperson",
+          "AC",
+          "CC",
+          "NCGC",
+          "Matters",
+          "put",
+          "stockholders",
+          "reviewed",
+          "determine",
+          "presented",
+          "The",
+          "give",
+          "consideration",
+          "make",
+          "determination",
+          "accordance",
+          "charter",
+          "applicable",
+          "laws"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "64d7db42-438e-5066-a90c-02d825981c6f",
+      "type": "text",
+      "content": "Under our Bylaws, in an uncontested election, stockholders will be given the choice to cast votes FOR or AGAINST the election of directors or to ABSTAIN from such vote. A director shall be elected by the affirmative vote of the majority of the votes cast with respect to that director, meaning the number of shares voted FOR a director must exceed the number of votes cast AGAINST that director. If the votes cast FOR an incumbent director in a non-contested election do not exceed the number of AGAINST votes, such incumbent director shall offer to tender his or her resignation to the Board. The NCGC or other committee that may be designated by the Board will make a recommendation to the Board on whether to accept or reject the resignation or whether other action should be taken. The Board will act on such committee's recommendation and publicly disclose its decision and the rationale within 90 days from the date of certification of the election results. In making their decision, such committee and the Board will evaluate the best interests of the Company and its stockholders and shall consider all factors and information deemed relevant. The director who tenders his or her resignation will not participate in such committee's recommendation or the Board's decision.\nIn a contested election, in which the number of nominees exceeds the number of directors to be elected, stockholders will be given the choice to cast FOR or WITHHOLD votes for the election of directors. Our directors will be elected by a plurality of the shares represented at any such meeting or by proxy and entitled to vote on the election of directors at that meeting. The directors receiving the greatest number of FOR votes will be elected.\nIn either case, abstentions and broker non-votes will each be counted as present for purposes of determining the presence of a quorum but will otherwise have no effect on the vote.",
+      "path": "2026-Annual-Report-Web.pdf/Information About the Board of Directors and Corporate Governance/Majority Vote Standard",
+      "metadata": {
+        "length": 1908,
+        "summary": "The text describes director election procedures under company Bylaws. In uncontested elections, directors are elected by majority of votes cast (FOR votes must exceed AGAINST votes). If an incumbent fails to achieve majority, they must offer resignation, which the Board's committee reviews and decides within 90 days. In contested elections, directors are elected by plurality of votes cast. Abstentions and broker non-votes count for quorum but have no effect on election outcomes.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Under",
+          "Bylaws",
+          "uncontested",
+          "election",
+          "stockholders",
+          "choice",
+          "cast",
+          "votes",
+          "FOR",
+          "AGAINST",
+          "directors",
+          "ABSTAIN",
+          "vote",
+          "director",
+          "elected",
+          "affirmative",
+          "majority",
+          "respect",
+          "meaning",
+          "number",
+          "shares",
+          "voted",
+          "exceed",
+          "If",
+          "incumbent",
+          "contested",
+          "offer",
+          "tender",
+          "resignation",
+          "Board",
+          "The",
+          "NCGC",
+          "committee",
+          "designated",
+          "make",
+          "recommendation",
+          "accept",
+          "reject",
+          "action",
+          "act",
+          "publicly",
+          "disclose",
+          "decision",
+          "rationale",
+          "90",
+          "days",
+          "date",
+          "certification",
+          "results",
+          "In",
+          "making",
+          "evaluate",
+          "interests",
+          "Company",
+          "factors",
+          "information",
+          "deemed",
+          "relevant",
+          "tenders",
+          "participate",
+          "nominees",
+          "exceeds",
+          "WITHHOLD",
+          "Our",
+          "plurality",
+          "represented",
+          "meeting",
+          "proxy",
+          "entitled",
+          "receiving",
+          "greatest",
+          "case",
+          "abstentions",
+          "broker",
+          "counted",
+          "present",
+          "purposes",
+          "determining",
+          "presence",
+          "quorum",
+          "effect"
+        ],
+        "keywords": [
+          "majority voting",
+          "plurality voting",
+          "resignation policy"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "4444c2b5-de9a-51c1-ae02-533aadd90fa2",
+      "type": "text",
+      "content": "As part of our Board and management's comprehensive review of current corporate governance practices, our Board amended our Bylaws in 2024 to let stockholders owning at least $15\\%$ of our shares, and who have owned such shares continuously for at least one year, to request a special meeting of stockholders. Those requestors must also satisfy the disclosure, timing and other requirements set forth in our Bylaws intended to ensure that stockholders receive adequate, timely, and accurate information in connection with a special meeting. Our Board believes that this special meeting right strikes a balance between enabling urgent action and protecting the Company and its stockholders from narrow, short-term interests.",
+      "path": "2026-Annual-Report-Web.pdf/Information About the Board of Directors and Corporate Governance/Stockholder Special Meeting Right",
+      "metadata": {
+        "length": 723,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "As",
+          "part",
+          "Board",
+          "management",
+          "comprehensive",
+          "review",
+          "current",
+          "corporate",
+          "governance",
+          "practices",
+          "amended",
+          "Bylaws",
+          "2024",
+          "stockholders",
+          "owning",
+          "15",
+          "shares",
+          "owned",
+          "continuously",
+          "year",
+          "request",
+          "special",
+          "meeting",
+          "Those",
+          "requestors",
+          "satisfy",
+          "disclosure",
+          "timing",
+          "requirements",
+          "set",
+          "intended",
+          "ensure",
+          "receive",
+          "adequate",
+          "timely",
+          "accurate",
+          "information",
+          "connection",
+          "Our",
+          "believes",
+          "strikes",
+          "balance",
+          "enabling",
+          "urgent",
+          "action",
+          "protecting",
+          "Company",
+          "narrow",
+          "short",
+          "term",
+          "interests"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "29c30f87-5e18-52b0-a7bc-8f48243d95f2",
+      "type": "text",
+      "content": "The Board met five times during Fiscal 2026, including meetings during which the Board discussed the strategic direction of NVIDIA, new business and strategic opportunities, the product roadmap, and other matters facing NVIDIA. We expect each Board member to attend each meeting of the Board and the committees on which he or she serves. Each Board member attended 75% or more of the applicable meetings of the Board and of each committee on which he or she served during Fiscal 2026.",
+      "path": "2026-Annual-Report-Web.pdf/Information About the Board of Directors and Corporate Governance/Board Meeting Information",
+      "metadata": {
+        "length": 484,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "The",
+          "Board",
+          "met",
+          "times",
+          "Fiscal",
+          "2026",
+          "including",
+          "meetings",
+          "discussed",
+          "strategic",
+          "direction",
+          "NVIDIA",
+          "business",
+          "opportunities",
+          "product",
+          "roadmap",
+          "matters",
+          "facing",
+          "We",
+          "expect",
+          "member",
+          "attend",
+          "meeting",
+          "committees",
+          "serves",
+          "Each",
+          "attended",
+          "75%",
+          "applicable",
+          "committee",
+          "served"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "d65bfff9-c2c7-56df-b4d9-d32c6b798b13",
+      "type": "text",
+      "content": "NVIDIA invents computing technologies that improve lives and address global challenges. Our goal is to integrate sound CS principles and practices across the Company. Our Board and management believe that environmental stewardship, social responsibility, and solid governance are important to our business strategy and long-term value creation. While the full Board has ultimate responsibility for CS matters that impact our business, each committee of the Board oversees CS matters across our business operations in the areas that align with their respective responsibilities. The NCGC is responsible for reviewing and discussing with management our policies, issues, and reporting related to sustainability, including overall sustainability strategy, risks, and opportunities, and related programs and initiatives. Our CS team updates the NCGC at least semiannually on these topics, as well as pertinent regulations and stakeholder inputs, and gathers feedback from the NCGC on issues such as climate change and human rights. The CS team also reports on sustainability issues to the full Board annually.\nOur CSSC comprises members of our executive leadership team. The CSSC oversees and provides input on our sustainability strategy and program. Feedback from the Board, the NCGC and CSSC, along with specific input from our executive team, helps to determine the focus and scope of our sustainability strategy and program.\nMore information can be found on the Corporate Sustainability section of our website and in our annual Sustainability Report. Information contained on our website or in our annual Sustainability Report is not incorporated by reference into this or any other report we file with the SEC. Refer to “Item 1A. Risk Factors” in our Form 10-K for a discussion of risks and uncertainties we face related to CS.\nClimate and Efficiency\nIn Fiscal 2025, we purchased or generated enough renewable energy to match 100% of our global electricity usage for sites under our operational control.\nIn Fiscal 2026, we announced two new emission reduction targets validated by the Science Based Targets Initiative. NVIDIA's goal is to, from a Fiscal 2023 base year:\n- Reduce absolute scope 1 and 2 emissions by $50\\%$ by Fiscal 2030\n- Reduce scope 3 emissions intensity from use of sold GPU products by 75% per petaFLOP of computing performance by Fiscal 2030",
+      "path": "2026-Annual-Report-Web.pdf/Information About the Board of Directors and Corporate Governance/Corporate Sustainability",
+      "metadata": {
+        "length": 2365,
+        "summary": "NVIDIA integrates sound computer science principles and practices across the company, with environmental stewardship, social responsibility, and solid governance central to its business strategy. The full Board has ultimate responsibility for corporate sustainability (CS) matters, with the Nominating, Governance and Corporate Citizenship Committee (NCGC) overseeing sustainability strategy, risks, and opportunities. The CS team updates the NCGC at least semiannually and reports to the full Board annually. The Corporate Sustainability Steering Committee (CSSC), composed of executive leadership, provides input on sustainability strategy. In Fiscal 2025, NVIDIA matched 100% of global electricity usage for sites under operational control with renewable energy. In Fiscal 2026, it announced Science Based Targets initiative-validated goals: reduce absolute scope 1 and 2 emissions by 50% by Fiscal 2030 (from a Fiscal 2023 base year), and reduce scope 3 emissions intensity from use of sold GPU products by 75% per petaFLOP of computing performance by Fiscal 2030.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "NVIDIA",
+          "invents",
+          "computing",
+          "technologies",
+          "improve",
+          "lives",
+          "address",
+          "global",
+          "challenges",
+          "Our",
+          "goal",
+          "integrate",
+          "sound",
+          "CS",
+          "principles",
+          "practices",
+          "Company",
+          "Board",
+          "management",
+          "environmental",
+          "stewardship",
+          "social",
+          "responsibility",
+          "solid",
+          "governance",
+          "important",
+          "business",
+          "strategy",
+          "long",
+          "term",
+          "creation",
+          "While",
+          "full",
+          "ultimate",
+          "matters",
+          "impact",
+          "committee",
+          "oversees",
+          "operations",
+          "areas",
+          "align",
+          "respective",
+          "responsibilities",
+          "The",
+          "NCGC",
+          "responsible",
+          "reviewing",
+          "discussing",
+          "policies",
+          "issues",
+          "reporting",
+          "related",
+          "sustainability",
+          "including",
+          "risks",
+          "opportunities",
+          "programs",
+          "initiatives",
+          "team",
+          "updates",
+          "semiannually",
+          "topics",
+          "pertinent",
+          "regulations",
+          "stakeholder",
+          "inputs",
+          "gathers",
+          "feedback",
+          "climate",
+          "change",
+          "human",
+          "rights",
+          "reports",
+          "annually",
+          "CSSC",
+          "comprises",
+          "members",
+          "executive",
+          "leadership",
+          "input",
+          "program",
+          "Feedback",
+          "specific",
+          "helps",
+          "determine",
+          "focus",
+          "scope",
+          "More",
+          "information",
+          "found",
+          "Corporate",
+          "Sustainability",
+          "section",
+          "website",
+          "annual",
+          "Report",
+          "Information",
+          "contained",
+          "incorporated",
+          "reference",
+          "report",
+          "file",
+          "SEC",
+          "Refer",
+          "Item",
+          "1A",
+          "Risk",
+          "Factors",
+          "Form",
+          "10",
+          "discussion",
+          "uncertainties",
+          "face",
+          "Climate",
+          "Efficiency",
+          "In",
+          "Fiscal",
+          "2025",
+          "purchased",
+          "generated",
+          "renewable",
+          "energy",
+          "match",
+          "100%",
+          "electricity",
+          "usage",
+          "sites",
+          "operational",
+          "control",
+          "2026",
+          "announced",
+          "emission",
+          "reduction",
+          "targets",
+          "validated",
+          "Science",
+          "Based",
+          "Targets",
+          "Initiative",
+          "2023",
+          "base",
+          "year",
+          "Reduce",
+          "absolute",
+          "emissions",
+          "50",
+          "2030",
+          "intensity",
+          "sold",
+          "GPU",
+          "products",
+          "75%",
+          "petaFLOP",
+          "performance"
+        ],
+        "keywords": [
+          "sustainability",
+          "governance",
+          "emissions"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "2b88307a-2d6f-5432-941c-dc0f2208ce13",
+      "type": "text",
+      "content": "Our NCGC oversees and periodically reviews our public policy engagement and accountability. We engage in the public policy process to advance the long-term interests of the Company and its stockholders. NVIDIA's U.S. federal lobbying activities are disclosed quarterly and publicly reported. We belong to trade associations worldwide. Management reports to the NCGC about our policies and practices in connection with government relations, public policy, and related expenditures.",
+      "path": "2026-Annual-Report-Web.pdf/Information About the Board of Directors and Corporate Governance/Public Policy Engagement and Accountability",
+      "metadata": {
+        "length": 480,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Our",
+          "NCGC",
+          "oversees",
+          "periodically",
+          "reviews",
+          "public",
+          "policy",
+          "engagement",
+          "accountability",
+          "We",
+          "engage",
+          "process",
+          "advance",
+          "long",
+          "term",
+          "interests",
+          "Company",
+          "stockholders",
+          "NVIDIA",
+          "federal",
+          "lobbying",
+          "activities",
+          "disclosed",
+          "quarterly",
+          "publicly",
+          "reported",
+          "belong",
+          "trade",
+          "associations",
+          "worldwide",
+          "Management",
+          "reports",
+          "policies",
+          "practices",
+          "connection",
+          "government",
+          "relations",
+          "related",
+          "expenditures"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "d1ee420b-e9b3-5f6a-86a1-2b1e854d0418",
+      "type": "text",
+      "content": "NVIDIA's non-employee director compensation program is designed to attract and retain a world-class Board of Directors while balancing our stockholders' interests, and aligns with annual service starting on the dates of our annual meetings. We do not pay additional fees for serving as Lead Director or as chairperson or member of our committees, or for meeting attendance. Directors who are also employees do not receive compensation for service on the Board.",
+      "path": "2026-Annual-Report-Web.pdf/Information About the Board of Directors and Corporate Governance/Director Compensation",
+      "metadata": {
+        "length": 460,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "NVIDIA",
+          "employee",
+          "director",
+          "compensation",
+          "program",
+          "designed",
+          "attract",
+          "retain",
+          "world",
+          "class",
+          "Board",
+          "Directors",
+          "balancing",
+          "stockholders",
+          "interests",
+          "aligns",
+          "annual",
+          "service",
+          "starting",
+          "dates",
+          "meetings",
+          "We",
+          "pay",
+          "additional",
+          "fees",
+          "serving",
+          "Lead",
+          "Director",
+          "chairperson",
+          "member",
+          "committees",
+          "meeting",
+          "attendance",
+          "employees",
+          "receive"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "f284fbb5-99c9-5d78-ac27-8911d198e3d3",
+      "type": "text",
+      "content": "The CC reviews our director compensation annually with the assistance of its independent compensation consultant, Semler Brossy, and assesses peer group data, compensation trends, and best practices. Following this review, the CC recommended the non-employee director compensation for the year following our 2025 Meeting, or the 2025 Program, as described below, which the Board approved in December 2024.\n2025 Program\nThe 2025 Program maintained the same target compensation as the previous year with a total value of \\$340,000—slightly below the median paid to peer group non-employee directors (based on the peer group determined in late 2024):\n\\$85,000 Annual Cash Retainer Paid Quarterly\n\\$255,000 Equity Retainer RSUs (1)\n(1) Represents target annual value of RSUs granted on the day following our 2025 Meeting, or the 2025 Program RSUs. 50% of the 2025 Program RSUs vested on the third Wednesday in November 2025 and 50% will vest on the third Wednesday in May 2026, subject to the director's continuous service.\nThe number of shares subject to each director's 2025 Program RSUs equaled the target value of the grant divided by the 30-calendar day trailing average closing price of our common stock that ended the business day before the 2025 Meeting, to smooth the effects of market volatility.",
+      "path": "2026-Annual-Report-Web.pdf/Information About the Board of Directors and Corporate Governance/Director Compensation/Roles of the Board, the Compensation Committee, and Compensation Consultant",
+      "metadata": {
+        "length": 1302,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "The",
+          "CC",
+          "reviews",
+          "director",
+          "compensation",
+          "annually",
+          "assistance",
+          "independent",
+          "consultant",
+          "Semler",
+          "Brossy",
+          "assesses",
+          "peer",
+          "group",
+          "data",
+          "trends",
+          "practices",
+          "Following",
+          "review",
+          "recommended",
+          "employee",
+          "year",
+          "2025",
+          "Meeting",
+          "Program",
+          "Board",
+          "approved",
+          "December",
+          "2024",
+          "maintained",
+          "target",
+          "previous",
+          "total",
+          "340",
+          "000",
+          "slightly",
+          "median",
+          "paid",
+          "directors",
+          "based",
+          "determined",
+          "late",
+          "85",
+          "Annual",
+          "Cash",
+          "Retainer",
+          "Paid",
+          "Quarterly",
+          "255",
+          "Equity",
+          "RSUs",
+          "Represents",
+          "annual",
+          "granted",
+          "day",
+          "50%",
+          "vested",
+          "Wednesday",
+          "November",
+          "vest",
+          "May",
+          "2026",
+          "subject",
+          "continuous",
+          "service",
+          "number",
+          "shares",
+          "equaled",
+          "grant",
+          "divided",
+          "30",
+          "calendar",
+          "trailing",
+          "average",
+          "closing",
+          "price",
+          "common",
+          "stock",
+          "ended",
+          "business",
+          "smooth",
+          "effects",
+          "market",
+          "volatility"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "b856fff4-5036-5bcf-b9ee-b61ab61ad914",
+      "type": "text",
+      "content": "Any new non-employee director who is appointed or elected to the Board with an effective date after the 2026 Meeting, or a New Director, will be entitled to receive (i) an annual cash retainer of \\$85,000, prorated to reflect the New Director's service, paid quarterly, (ii) an initial grant of RSUs with a target value of \\$255,000, converted to a number of shares by dividing such value by the 30-calendar day trailing average closing price of our common stock ending the business day before the New Director's effective date of appointment or election, 1/6th of which will vest approximately every six months following the grant date, and (iii) a second grant of RSUs with a target value of \\$255,000, converted to a number of shares by dividing such value by the 30-calendar day trailing average closing price of our common stock ending the business day before the 2026 Meeting, prorated to reflect the New Director's service until the 2027 Meeting, or the New Director Annual Grant. 50% of the New Director Annual Grant will vest on the third Wednesday in May 2027, and the balance will vest on the third Wednesday in November 2026; provided that if the New Director's first day of service is on or after November 1, 2026, the New Director Annual Grant will vest in full on the third Wednesday in May 2027 ((ii) and (iii) collectively referred to as the New Director RSUs).",
+      "path": "2026-Annual-Report-Web.pdf/Information About the Board of Directors and Corporate Governance/Director Compensation/New Directors",
+      "metadata": {
+        "length": 1378,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Any",
+          "employee",
+          "director",
+          "appointed",
+          "elected",
+          "Board",
+          "effective",
+          "date",
+          "2026",
+          "Meeting",
+          "New",
+          "Director",
+          "entitled",
+          "receive",
+          "annual",
+          "cash",
+          "retainer",
+          "85",
+          "000",
+          "prorated",
+          "reflect",
+          "service",
+          "paid",
+          "quarterly",
+          "ii",
+          "initial",
+          "grant",
+          "RSUs",
+          "target",
+          "255",
+          "converted",
+          "number",
+          "shares",
+          "dividing",
+          "30",
+          "calendar",
+          "day",
+          "trailing",
+          "average",
+          "closing",
+          "price",
+          "common",
+          "stock",
+          "ending",
+          "business",
+          "appointment",
+          "election",
+          "6th",
+          "vest",
+          "approximately",
+          "months",
+          "iii",
+          "2027",
+          "Annual",
+          "Grant",
+          "50%",
+          "Wednesday",
+          "May",
+          "balance",
+          "November",
+          "provided",
+          "full",
+          "collectively",
+          "referred"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "1319bc32-f176-5d2b-9142-059a5c0d7e2d",
+      "type": "text",
+      "content": "Non-employee directors can elect to defer the settlement of RSUs upon vesting for tax planning purposes. Deferrals can be made to the earlier of (i) the third Wednesday of March of a future year (no sooner than 2027 for the 2025 Program RSUs or 2028 for the New Director RSUs), or the 15th of March of any year that is 2029 or later, or (ii) the director's cessation of service or certain change-in-control events, in accordance with Section 409A of the Internal Revenue Code.",
+      "path": "2026-Annual-Report-Web.pdf/Information About the Board of Directors and Corporate Governance/Director Compensation/Deferred Compensation Program",
+      "metadata": {
+        "length": 476,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Non",
+          "employee",
+          "directors",
+          "elect",
+          "defer",
+          "settlement",
+          "RSUs",
+          "vesting",
+          "tax",
+          "planning",
+          "purposes",
+          "Deferrals",
+          "made",
+          "earlier",
+          "Wednesday",
+          "March",
+          "future",
+          "year",
+          "sooner",
+          "2027",
+          "2025",
+          "Program",
+          "2028",
+          "New",
+          "Director",
+          "15th",
+          "2029",
+          "ii",
+          "director",
+          "cessation",
+          "service",
+          "change",
+          "control",
+          "events",
+          "accordance",
+          "Section",
+          "409A",
+          "Internal",
+          "Revenue",
+          "Code"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "a03b84fc-cfd5-535f-bef5-f3a63414b818",
+      "type": "table",
+      "content": "<table><tr><td>Name</td><td>Fees Earned or Paid in Cash ($)</td><td>Stock Awards ($) (1)</td><td>Total ($)</td></tr><tr><td>Robert K. Burgess (2)</td><td>63,750</td><td>278,809</td><td>342,559</td></tr><tr><td>Tench Coxe</td><td>85,000</td><td>278,809</td><td>363,809</td></tr><tr><td>John O. Dabiri</td><td>85,000</td><td>278,809</td><td>363,809</td></tr><tr><td>Persis S. Drell</td><td>85,000</td><td>278,809</td><td>363,809</td></tr><tr><td>Dawn Hudson</td><td>85,000</td><td>278,809</td><td>363,809</td></tr><tr><td>Harvey C. Jones</td><td>85,000</td><td>278,809</td><td>363,809</td></tr><tr><td>Melissa B. Lora</td><td>85,000</td><td>278,809</td><td>363,809</td></tr><tr><td>Stephen C. Neal</td><td>85,000</td><td>278,809</td><td>363,809</td></tr><tr><td>Ellen Ochoa (3)</td><td>42,500</td><td>278,809</td><td>321,309</td></tr><tr><td>A. Brooke Seawell</td><td>85,000</td><td>278,809</td><td>363,809</td></tr><tr><td>Aarti Shah</td><td>85,000</td><td>278,809</td><td>363,809</td></tr><tr><td>Mark A. Stevens</td><td>85,000</td><td>278,809</td><td>363,809</td></tr></table>",
+      "path": "tables/table-25 Director Compensation.html",
+      "metadata": {
+        "length": 1077,
+        "summary": "table-26\nThe table lists director compensation for 12 individuals, showing cash fees, stock awards, and total amounts, with most receiving $85,000 cash and $278,809 in stock.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-25 Director Compensation.html",
+        "keywords": [
+          "Director",
+          "Compensation",
+          "Stock Awards"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "370c36ac-7471-52fc-b136-1ddbe702c5ac",
+      "type": "table",
+      "content": "<table><tr><td>Name</td><td>RSUs</td><td>Name</td><td>RSUs</td></tr><tr><td>Robert K. Burgess (1)</td><td>—</td><td>Melissa B. Lora (3)</td><td>1,880</td></tr><tr><td>Tench Coxe</td><td>900</td><td>Stephen C. Neal</td><td>900</td></tr><tr><td>John O. Dabiri</td><td>900</td><td>Ellen Ochoa (4)</td><td>—</td></tr><tr><td>Persis S. Drell (2)</td><td>—</td><td>A. Brooke Seawell</td><td>900</td></tr><tr><td>Dawn Hudson</td><td>900</td><td>Aarti Shah</td><td>900</td></tr><tr><td>Harvey C. Jones</td><td>900</td><td>Mark A. Stevens</td><td>900</td></tr></table>",
+      "path": "tables/table-26 RSU Holdings Table.html",
+      "metadata": {
+        "length": 559,
+        "summary": "table-27\nThe table lists board members and their restricted stock units (RSUs). Robert K. Burgess, Persis S. Drell, and Ellen Ochoa have zero RSUs; others hold 900 or 1,880 RSUs.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-26 RSU Holdings Table.html",
+        "keywords": [
+          "RSUs",
+          "Board Members",
+          "Stock Awards"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "2b1fce4a-0910-55b4-a0a1-bd3ce51f2e3e",
+      "type": "text",
+      "content": "Our directors are reimbursed for expenses incurred in attending Board and committee meetings, and continuing educational programs. We do not offer change-in-control benefits to directors, except for vesting acceleration under our equity plans that applies to all plan award holders if an acquirer does not assume or substitute those awards, provided that the award holder's continuous service with us has not terminated prior to the change-in-control. If a director's service terminates due to death, their RSU grants will immediately vest in full.\nDirectors do not receive dividends on unvested, or vested but deferred, RSUs.\nDirector Compensation for Fiscal 2026\n\n[tables/table-25 Director Compensation.html]\n\n(1) Amounts shown do not reflect amounts actually received by the director. Instead, these amounts reflect the aggregate full grant date fair value calculated in accordance with ASC 718 for RSU awards granted during the fiscal year. The assumptions used in the calculation are set forth in Note 3 to our consolidated financial statements titled Stock-Based Compensation in our Form 10-K. On June 26, 2025, each non-employee director then serving on the Board received their 2025 Program RSU grant for 1,799 shares, with an ASC 718 grant date fair value per share of \\$154.98.\n(2) Mr. Burgess passed away in December 2025, prior to the date of the final quarterly cash retainer payment under the 2025 Program.\n(3) Dr. Ochoa resigned from the Board in July 2025, prior to the dates of the two final quarterly cash retainer payments under the 2025 Program.\nThe following table provides information regarding the aggregate number of unvested RSUs held by each of our non-employee directors as of January 25, 2026:\n\n[tables/table-26 RSU Holdings Table.html]\n\n(1) Mr. Burgess passed away in December 2025. Pursuant to the terms of our 2007 Plan, upon his death, unvested RSUs then held by Mr. Burgess accelerated and became fully vested.\n(2) Dr. Drell resigned from the Board in January 2026.\n(3) Includes initial RSUs granted to Ms. Lora in connection with her appointment to the Board in 2023.\n(4) Dr. Ochoa resigned from the Board in July 2025. Pursuant to the terms of our non-employee director compensation program, RSUs previously deferred by Dr. Ochoa were issued on the date of her resignation.",
+      "path": "2026-Annual-Report-Web.pdf/Information About the Board of Directors and Corporate Governance/Director Compensation/Other Compensation∕Benefits",
+      "metadata": {
+        "length": 2337,
+        "summary": "The passage details director compensation policies, including expense reimbursement, change-in-control benefits, and vesting acceleration upon death. It presents a table of director compensation for fiscal 2026, showing fees earned and stock awards (RSUs) with grant date fair values. Notes explain that amounts reflect ASC 718 fair values, not actual receipts, and mention specific events like Mr. Burgess's death and Dr. Ochoa's resignation affecting payments. A second table lists unvested RSUs held by non-employee directors as of January 25, 2026, with notes on vesting acceleration due to death or resignation.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Our",
+          "directors",
+          "reimbursed",
+          "expenses",
+          "incurred",
+          "attending",
+          "Board",
+          "committee",
+          "meetings",
+          "continuing",
+          "educational",
+          "programs",
+          "We",
+          "offer",
+          "change",
+          "control",
+          "benefits",
+          "vesting",
+          "acceleration",
+          "equity",
+          "plans",
+          "applies",
+          "plan",
+          "award",
+          "holders",
+          "acquirer",
+          "assume",
+          "substitute",
+          "awards",
+          "provided",
+          "holder",
+          "continuous",
+          "service",
+          "terminated",
+          "prior",
+          "If",
+          "director",
+          "terminates",
+          "due",
+          "death",
+          "RSU",
+          "grants",
+          "immediately",
+          "vest",
+          "full",
+          "Directors",
+          "receive",
+          "dividends",
+          "unvested",
+          "vested",
+          "deferred",
+          "RSUs",
+          "Director",
+          "Compensation",
+          "Fiscal",
+          "2026",
+          "Amounts",
+          "shown",
+          "reflect",
+          "amounts",
+          "received",
+          "Instead",
+          "aggregate",
+          "grant",
+          "date",
+          "fair",
+          "calculated",
+          "accordance",
+          "ASC",
+          "718",
+          "granted",
+          "fiscal",
+          "year",
+          "The",
+          "assumptions",
+          "calculation",
+          "set",
+          "Note",
+          "consolidated",
+          "financial",
+          "statements",
+          "titled",
+          "Stock",
+          "Based",
+          "Form",
+          "10",
+          "On",
+          "June",
+          "26",
+          "2025",
+          "employee",
+          "serving",
+          "Program",
+          "799",
+          "shares",
+          "share",
+          "154.98",
+          "Mr",
+          "Burgess",
+          "passed",
+          "December",
+          "final",
+          "quarterly",
+          "cash",
+          "retainer",
+          "payment",
+          "Dr",
+          "Ochoa",
+          "resigned",
+          "July",
+          "dates",
+          "payments",
+          "table",
+          "information",
+          "number",
+          "held",
+          "January",
+          "25",
+          "Pursuant",
+          "terms",
+          "2007",
+          "Plan",
+          "accelerated",
+          "fully",
+          "Drell",
+          "Includes",
+          "initial",
+          "Ms",
+          "Lora",
+          "connection",
+          "appointment",
+          "2023",
+          "compensation",
+          "program",
+          "previously",
+          "issued",
+          "resignation"
+        ],
+        "keywords": [
+          "Director Compensation",
+          "RSUs",
+          "Fiscal 2026"
+        ],
+        "connect_to": [
+          {
+            "target": "a03b84fc-cfd5-535f-bef5-f3a63414b818",
+            "relation": "embeds",
+            "ref": "[tables/table-25 Director Compensation.html]",
+            "position": {
+              "start": 666,
+              "end": 710
+            }
+          },
+          {
+            "target": "370c36ac-7471-52fc-b136-1ddbe702c5ac",
+            "relation": "embeds",
+            "ref": "[tables/table-26 RSU Holdings Table.html]",
+            "position": {
+              "start": 1723,
+              "end": 1764
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "47385369-243e-5ab8-9a74-38bec54e1e8d",
+      "type": "text",
+      "content": "Employees, officers, and directors must avoid any activity that conflicts with, or has the appearance of conflicting with, our interests. This policy is included in our Code of Conduct and our Financial Team Code of Conduct. We regularly conduct a review of all related party transactions for potential conflicts of interest and all transactions involving executive officers or directors must be approved by the NCGC in compliance with the Company's policies and Nasdaq listing standards. Except as discussed below, there were no transactions with related persons since the beginning of Fiscal 2026 or currently proposed transactions that would require disclosure in this proxy statement or approval by the NCGC.\nTransactions with Related Persons\nThe daughter and son of Jen-Hsun Huang, our President and CEO and a member of our Board, are employed by the Company. Neither of them shares a household with Mr. Huang, is one of our executive officers, or reports directly to Mr. Huang. Additionally, the son of Dr. Shah, one of our directors, is employed by the Company. He does not share a household with Dr. Shah and is not one of our executive officers.\nThe compensation of these individuals was determined in accordance with NVIDIA's compensation practices applicable to employees with comparable qualifications and responsibilities and holding similar positions and without the involvement of Mr. Huang or Dr. Shah, respectively. The total compensation for Fiscal 2026 of the daughter and son of Mr. Huang was approximately \\$1,232,000 and \\$1,320,000, respectively. The total compensation for Fiscal 2026 of the son of Dr. Shah was approximately \\$265,000.\nEach of them has received and continues to be eligible for equity awards on the same general terms and conditions as applicable to employees in similar positions who do not have such family relationships.\nThe Jen-Hsun and Lori Huang Foundation, or the Huang Foundation, a charitable organization, has entered into an agreement with CoreWeave, Inc., a third-party cloud services provider, to purchase GPU compute time for donation to university and other non-profit research institutes to develop open science and AI research, of which \\$108.3 million has been donated to date. NVIDIA routinely offers engineering services for no charge in the ordinary course of business to developers of NVIDIA accelerated computing and we plan to offer similar engineering services for no charge to certain recipients of GPU compute time grants from the Huang Foundation.\nWe have entered into indemnity agreements with our executive officers and directors. The agreements provide that we will indemnify them, under certain circumstances, for liabilities they may be required to pay in actions or proceedings by reason of their position with NVIDIA, and otherwise to the fullest extent permitted under Delaware law, our Charter, and our Bylaws. We intend to execute similar agreements with our future executive officers and directors. See Employment, Severance, and Change-in-Control Arrangements below for a description of the terms of the 2007 Plan related to a change-in-control of NVIDIA.\nDuring Fiscal 2026, we granted RSUs to our non-employee directors, and RSUs and PSUs to our executive officers (other than Mr. Huang, who received PSUs only). See Director Compensation above and Executive Compensation below.",
+      "path": "2026-Annual-Report-Web.pdf/Information About the Board of Directors and Corporate Governance/Review of Transactions with Related Persons",
+      "metadata": {
+        "length": 3362,
+        "summary": "The passage outlines NVIDIA's policy on conflicts of interest, requiring employees, officers, and directors to avoid activities conflicting with company interests. It notes that related party transactions are reviewed, and those involving executive officers or directors must be approved by the NCGC. Since Fiscal 2026, no reportable transactions occurred except for the employment of family members of CEO Jen-Hsun Huang and director Dr. Shah. Their compensation was determined per standard practices without involvement of the related executives, totaling approximately $1,232,000 for Huang's daughter, $1,320,000 for his son, and $265,000 for Shah's son. The Huang Foundation has an agreement with CoreWeave for GPU compute time donations, with $108.3 million donated, and NVIDIA plans to offer free engineering services to grant recipients. Indemnity agreements exist for executives and directors, and equity grants were made to non-employee directors and executive officers.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Employees",
+          "officers",
+          "directors",
+          "avoid",
+          "activity",
+          "conflicts",
+          "appearance",
+          "conflicting",
+          "interests",
+          "This",
+          "policy",
+          "included",
+          "Code",
+          "Conduct",
+          "Financial",
+          "Team",
+          "We",
+          "regularly",
+          "conduct",
+          "review",
+          "related",
+          "party",
+          "transactions",
+          "potential",
+          "interest",
+          "involving",
+          "executive",
+          "approved",
+          "NCGC",
+          "compliance",
+          "Company",
+          "policies",
+          "Nasdaq",
+          "listing",
+          "standards",
+          "Except",
+          "discussed",
+          "persons",
+          "beginning",
+          "Fiscal",
+          "2026",
+          "proposed",
+          "require",
+          "disclosure",
+          "proxy",
+          "statement",
+          "approval",
+          "Transactions",
+          "Related",
+          "Persons",
+          "The",
+          "daughter",
+          "son",
+          "Jen",
+          "Hsun",
+          "Huang",
+          "President",
+          "CEO",
+          "member",
+          "Board",
+          "employed",
+          "Neither",
+          "shares",
+          "household",
+          "Mr",
+          "reports",
+          "directly",
+          "Additionally",
+          "Dr",
+          "Shah",
+          "He",
+          "share",
+          "compensation",
+          "individuals",
+          "determined",
+          "accordance",
+          "NVIDIA",
+          "practices",
+          "applicable",
+          "employees",
+          "comparable",
+          "qualifications",
+          "responsibilities",
+          "holding",
+          "similar",
+          "positions",
+          "involvement",
+          "total",
+          "approximately",
+          "232",
+          "000",
+          "320",
+          "265",
+          "Each",
+          "received",
+          "continues",
+          "eligible",
+          "equity",
+          "awards",
+          "general",
+          "terms",
+          "conditions",
+          "family",
+          "relationships",
+          "Lori",
+          "Foundation",
+          "charitable",
+          "organization",
+          "entered",
+          "agreement",
+          "CoreWeave",
+          "Inc",
+          "cloud",
+          "services",
+          "provider",
+          "purchase",
+          "GPU",
+          "compute",
+          "time",
+          "donation",
+          "university",
+          "profit",
+          "research",
+          "institutes",
+          "develop",
+          "open",
+          "science",
+          "AI",
+          "108.3",
+          "million",
+          "donated",
+          "date",
+          "routinely",
+          "offers",
+          "engineering",
+          "charge",
+          "ordinary",
+          "business",
+          "developers",
+          "accelerated",
+          "computing",
+          "plan",
+          "offer",
+          "recipients",
+          "grants",
+          "indemnity",
+          "agreements",
+          "provide",
+          "indemnify",
+          "circumstances",
+          "liabilities",
+          "required",
+          "pay",
+          "actions",
+          "proceedings",
+          "reason",
+          "position",
+          "fullest",
+          "extent",
+          "permitted",
+          "Delaware",
+          "law",
+          "Charter",
+          "Bylaws",
+          "intend",
+          "execute",
+          "future",
+          "See",
+          "Employment",
+          "Severance",
+          "Change",
+          "Control",
+          "Arrangements",
+          "description",
+          "2007",
+          "Plan",
+          "change",
+          "control",
+          "During",
+          "granted",
+          "RSUs",
+          "employee",
+          "PSUs",
+          "Director",
+          "Compensation",
+          "Executive"
+        ],
+        "keywords": [
+          "conflict of interest",
+          "related party",
+          "compensation"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "5826a3b1-0ecf-5341-bc59-02685094c39e",
+      "type": "table",
+      "content": "<table><tr><td>Name of Beneficial Owner</td><td>Shares Owned</td><td>Shares Issuable Within 60 Days</td><td>Total Shares Beneficially Owned</td><td>Percent</td></tr><tr><td colspan=\"5\">NEOs:</td></tr><tr><td>Jen-Hsun Huang</td><td>870,604,104 (1)</td><td>—</td><td>870,604,104</td><td>3.58%</td></tr><tr><td>Colette M. Kress</td><td>4,443,523 (2)</td><td>—</td><td>4,443,523</td><td>*</td></tr><tr><td>Ajay K. Puri</td><td>3,266,897 (3)</td><td>—</td><td>3,266,897</td><td>*</td></tr><tr><td>Debora Shoquist</td><td>1,580,729 (4)</td><td>—</td><td>1,580,729</td><td>*</td></tr><tr><td>Timothy S. Teter</td><td>2,687,197 (5)</td><td>—</td><td>2,687,197</td><td>*</td></tr><tr><td colspan=\"5\">Directors, not including Mr. Huang:</td></tr><tr><td>Tench Coxe</td><td>30,555,240 (6)</td><td>—</td><td>30,555,240</td><td>*</td></tr><tr><td>John O. Dabiri</td><td>13,888</td><td>900</td><td>14,788</td><td>*</td></tr><tr><td>Dawn Hudson</td><td>367,987</td><td>900</td><td>368,887</td><td>*</td></tr><tr><td>Harvey C. Jones</td><td>7,002,787 (7)</td><td>900</td><td>7,003,687</td><td>*</td></tr><tr><td>Melissa B. Lora</td><td>899 (8)</td><td>900</td><td>1,799</td><td>*</td></tr><tr><td>Stephen C. Neal</td><td>183,967 (9)</td><td>900</td><td>184,867</td><td>*</td></tr><tr><td>A. Brooke Seawell</td><td>2,505,707 (10)</td><td>900</td><td>2,506,607</td><td>*</td></tr><tr><td>Aarti Shah</td><td>25,620 (11)</td><td>—</td><td>25,620</td><td>*</td></tr><tr><td>Mark A. Stevens</td><td>34,068,672 (12)</td><td>900</td><td>34,069,572</td><td>*</td></tr><tr><td>Directors and executive officers as a group (14 persons)</td><td>957,307,217 (13)</td><td>6,300</td><td>957,313,517</td><td>3.94%</td></tr><tr><td colspan=\"5\">5% Stockholders:</td></tr><tr><td>BlackRock, Inc.</td><td>1,805,935,550 (14)</td><td>—</td><td>1,805,935,550</td><td>7.43%</td></tr><tr><td>Vanguard Capital Management</td><td>1,777,408,252 (15)</td><td>—</td><td>1,777,408,252</td><td>7.31%</td></tr></table>",
+      "path": "tables/table-27 Beneficial Ownership.html",
+      "metadata": {
+        "length": 1968,
+        "summary": "table-28\nTable lists beneficial ownership of shares for NEOs, directors, and 5% stockholders, including Jen-Hsun Huang (3.58%), BlackRock (7.43%), and Vanguard (7.31%).",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-27 Beneficial Ownership.html",
+        "keywords": [
+          "Beneficial Owners",
+          "Shares",
+          "Percent"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "8a28c61d-cdb3-5f24-9fb1-14974a5fec14",
+      "type": "text",
+      "content": "The following table sets forth information as of March 23, 2026 as to shares of our common stock beneficially owned by each of our NEOs, each of our directors, all of our directors and executive officers as a group, and all known by us to be beneficial owners of more than $5\\%$ of our common stock, unless otherwise indicated in the footnotes to the table. Beneficial ownership is determined in accordance with the SEC's rules and generally includes voting or investment power with respect to securities as well as shares of common stock subject to PSUs or RSUs that will vest within 60 days of March 23, 2026.\nThis table is based upon information provided to us by our executive officers and directors. Information about principal stockholders, other than percentages of beneficial ownership, is based solely on Schedules 13G/A filed with the SEC. Unless otherwise indicated and subject to community property laws where applicable, we believe that each of the stockholders named in the table has sole voting and investment power with respect to the shares indicated as beneficially owned. Percentages are based on 24,312,141,810 shares of our common stock outstanding as of March 23, 2026, adjusted as required by SEC rules.\n\n[tables/table-27 Beneficial Ownership.html]\n\n\\* Represents less than 1% of the outstanding shares of our common stock.\n(1) Includes (a) 528,531,547 shares of common stock held by Jen-Hsun Huang and Lori Huang, as co-trustees of the Jen-Hsun and Lori Huang Living Trust, u/a/d May 1, 1995, or the Huang Trust, (b) 31,421,011 shares of common stock held by The Huang 2012 Irrevocable Trust, of which Mr. Huang and his wife are co-trustees, (c) 109,040,602 shares of common stock held by The Huang Irrevocable Remainder Trust u/a/d 2/19/2016, of which Mr. Huang and his wife are co-trustees, (d) 6,632,667 shares of common stock held by TARG M LLC, of which the Huang Trust is the sole member, (e) 6,632,667 shares of common stock held by TARG S LLC, of which the Huang Trust is the sole member, (f) 30,000,000 shares of common stock held by TARG M2 LLC, of which the Huang Trust is the sole member, (g) 30,000,000 shares of common stock held by TARG S2 LLC, of which the Huang Trust is the sole member, and (h) 58,683,830 shares of common stock held by The Jen-Hsun & Lori Huang Foundation, or the Huang Foundation, of which Mr. Huang and his wife are board members. By virtue of their status as co-trustees of the Huang Trust, The Huang 2012 Irrevocable Trust, and The Huang Irrevocable Remainder Trust, each of Mr. Huang and his wife may be deemed to have shared beneficial ownership of, and to exercise shared voting and investment power over, the shares referenced in (a)-(g). By virtue of their status as board members of the Huang Foundation since 2007, Mr. Huang and his wife may be deemed to have shared beneficial ownership of, and to exercise shared voting and investment power over, the shares referenced in (h), and therefore the Huang Foundation's shares are being reported in accordance with Item 403 of Regulation S-K. Mr. Huang and his wife have no pecuniary interest in the Huang Foundation's shares.\n(2) Includes (a) 4,000 shares held by immediate family member 1, (b) 4,000 shares held by immediate family member 2, (c) 712,934 shares held by a limited liability company, the sole member of which is an irrevocable trust of which the trustee is an independent institution, (d) 451,498 shares held by Grantor Retained Annuity Trust 1, of which Ms. Kress is trustee, (e) 451,498 shares held by Grantor Retained Annuity Trust 2, of which Ms. Kress's husband is trustee and exercises sole voting and investment power, (f) 83,060 shares held by a trust, of which Ms. Kress is trustee, (g) 2,032,048 shares held by Grantor Retained Annuity Trust 3, of which Ms. Kress and her husband are co-trustees, and (h) 271,592 shares held by Grantor Retained Annuity Trust 4, of which Ms. Kress and her husband are co-trustees. By virtue of their status as co-trustees of the Grantor Retained Annuity Trusts 3\nand 4, each of Ms. Kress and her husband may be deemed to have shared beneficial ownership of, and to exercise shared voting and investment power over, the shares referenced in (g) and (h).\n(3) Includes (a) 3,018,547 shares of common stock held by the Ajay K Puri Revocable Trust dtd 12/10/2015, of which Mr. Puri is trustee, and (b) 46,360 shares of common stock held by The Puri 2019 Irrevocable Children's Trust dtd 12/06/2019, of which Mr. Puri is one of the trustees. Mr. Puri disclaims beneficial ownership of the shares held by The Puri 2019 Irrevocable Children's Trust, except to the extent of his pecuniary interest therein.\n(4) Includes 1,424,603 shares of common stock held by the Debora C. Shoquist Revocable Living Trust dtd 6/13/2002, of which Ms. Shoquist is trustee.\n(5) Represents shares of common stock held by the Horne Teter Family Living Trust, dated February 1, 2019, of which Mr. Teter is a co-trustee and exercises shared voting and investment power.\n(6) Includes (a) 4,852,480 shares of common stock held in a retirement trust, and (b) 25,671,360 shares of common stock held in The Coxe Revocable Trust, of which Mr. Coxe is a co-trustee and exercises shared voting and investment power. Mr. Coxe disclaims beneficial ownership of the shares held by The Coxe Revocable Trust, except to the extent of his pecuniary interest therein. Mr. Coxe shares pecuniary interest in shares held in his individual name pursuant to a contractual relationship, and disclaims beneficial ownership of these shares, except to the extent of his pecuniary interest therein.\nDoes not include an additional 23,867 shares of common stock underlying vested RSUs that Mr. Coxe has deferred for future issuance.\n(7) Includes 6,933,280 shares of common stock held in the H.C. Jones Living Trust, of which Mr. Jones is trustee.\n(8) Does not include an additional 12,878 shares of common stock underlying vested RSUs that Ms. Lora has deferred for future issuance.\n(9) Includes (a) 30,428 shares of shares of common stock held by the 2013 Stephen C. Neal Revocable Trust, of which Mr. Neal is trustee, (b) 143,410 shares of common stock held by the Neal/Rhyu Revocable Trust dated 05/02/2017, of which Mr. Neal is a co-trustee and exercises shared voting and investment power, and (c) 7,142 shares of common stock held by the 2013 Michelle S. Rhyu Revocable Trust, of which Mr. Neal's wife is trustee and exercises sole voting and investment power.\n(10) Includes 2,500,000 shares of common stock held by The Alexander Brooke Seawell Revocable Trust U/A dated 1/20/2009, of which Mr. Seawell is trustee.\n(11) Does not include an additional 9,487 shares of common stock underlying vested RSUs that Dr. Shah has deferred for future issuance.\n(12) Includes (a) 7,399,771 shares of common stock held by the 3rd Millennium Trust, of which Mr. Stevens is co-trustee and exercises shared voting and investment power, (b) 15,017,750 shares of common stock held by the Envy Trust u/a/d December 7, 2021, of which Mr. Stevens is trustee, and (c) 108,650 shares of common stock held by the 970 Foundation, of which Mr. Stevens and his wife are board members. By virtue of their status as board members of the 970 Foundation, Mr. Stevens and his wife may be deemed to have shared beneficial ownership of, and to exercise shared voting and investment power over, the shares referenced in (c), and therefore the 970 Foundation's shares are being reported in accordance with Item 403 of Regulation S-K. Mr. Stevens and his wife have no pecuniary interest in the 970 Foundation's shares.\n(13) Includes shares owned by all directors and executive officers.\n(14) This information is based solely on a Schedule 13G/A, dated January 26, 2024, filed with the SEC on January 26, 2024 by BlackRock, Inc. reporting its beneficial ownership as of December 31, 2023. On an adjusted basis to reflect our June 2024 ten-for-one stock split, the Schedule 13G/A reported that BlackRock had sole voting power with respect to 1,628,565,130 shares and sole dispositive power with respect to 1,805,935,550 shares. BlackRock is located at 50 Hudson Yards, New York, New York 10001.\n(15) This information is based solely on a Schedule 13G, dated April 28, 2026, filed with the SEC on April 28, 2026 by Vanguard Capital Management reporting its beneficial ownership as of March 31, 2026. The Schedule 13G reported that Vanguard had sole voting power with respect to 238,857,870 shares and sole dispositive power with respect to 1,777,408,252 shares. Vanguard is located at 100 Vanguard Boulevard, Malvern, Pennsylvania 19355.",
+      "path": "2026-Annual-Report-Web.pdf/Information About the Board of Directors and Corporate Governance/Security Ownership of Certain Beneficial Owners and Management",
+      "metadata": {
+        "length": 8681,
+        "summary": "The table details beneficial ownership of common stock as of March 23, 2026, for NEOs, directors, all directors and executive officers as a group, and known beneficial owners of over 5%. Ownership is determined per SEC rules, including shares with voting/investment power and PSUs/RSUs vesting within 60 days. Percentages are based on 24,312,141,810 shares outstanding. Footnotes provide specifics for each individual, including shares held in trusts, LLCs, and foundations, with details on voting and investment power. Principal stockholders BlackRock and Vanguard are listed based on Schedule 13G filings, with BlackRock having sole dispositive power over 1,805,935,550 shares and Vanguard over 1,777,408,252 shares.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "The",
+          "table",
+          "sets",
+          "information",
+          "March",
+          "23",
+          "2026",
+          "shares",
+          "common",
+          "stock",
+          "beneficially",
+          "owned",
+          "NEOs",
+          "directors",
+          "executive",
+          "officers",
+          "group",
+          "beneficial",
+          "owners",
+          "footnotes",
+          "Beneficial",
+          "ownership",
+          "determined",
+          "accordance",
+          "SEC",
+          "rules",
+          "generally",
+          "includes",
+          "voting",
+          "investment",
+          "power",
+          "respect",
+          "securities",
+          "subject",
+          "PSUs",
+          "RSUs",
+          "vest",
+          "60",
+          "days",
+          "This",
+          "based",
+          "provided",
+          "Information",
+          "principal",
+          "stockholders",
+          "percentages",
+          "solely",
+          "Schedules",
+          "13G",
+          "filed",
+          "Unless",
+          "community",
+          "property",
+          "laws",
+          "applicable",
+          "named",
+          "sole",
+          "Percentages",
+          "24",
+          "312",
+          "141",
+          "810",
+          "outstanding",
+          "adjusted",
+          "required",
+          "Represents",
+          "1%",
+          "Includes",
+          "528",
+          "531",
+          "547",
+          "held",
+          "Jen",
+          "Hsun",
+          "Huang",
+          "Lori",
+          "trustees",
+          "Living",
+          "Trust",
+          "May",
+          "1995",
+          "31",
+          "421",
+          "011",
+          "2012",
+          "Irrevocable",
+          "Mr",
+          "wife",
+          "109",
+          "040",
+          "602",
+          "Remainder",
+          "19",
+          "2016",
+          "632",
+          "667",
+          "TARG",
+          "LLC",
+          "member",
+          "30",
+          "000",
+          "M2",
+          "S2",
+          "58",
+          "683",
+          "830",
+          "Foundation",
+          "board",
+          "members",
+          "By",
+          "virtue",
+          "status",
+          "deemed",
+          "shared",
+          "exercise",
+          "referenced",
+          "2007",
+          "reported",
+          "Item",
+          "403",
+          "Regulation",
+          "pecuniary",
+          "interest",
+          "family",
+          "712",
+          "934",
+          "limited",
+          "liability",
+          "company",
+          "irrevocable",
+          "trust",
+          "trustee",
+          "independent",
+          "institution",
+          "451",
+          "498",
+          "Grantor",
+          "Retained",
+          "Annuity",
+          "Ms",
+          "Kress",
+          "husband",
+          "exercises",
+          "83",
+          "060",
+          "032",
+          "048",
+          "271",
+          "592",
+          "Trusts",
+          "018",
+          "Ajay",
+          "Puri",
+          "Revocable",
+          "dtd",
+          "12",
+          "10",
+          "2015",
+          "46",
+          "360",
+          "2019",
+          "Children",
+          "06",
+          "disclaims",
+          "extent",
+          "424",
+          "603",
+          "Debora",
+          "Shoquist",
+          "13",
+          "2002",
+          "Horne",
+          "Teter",
+          "Family",
+          "dated",
+          "February",
+          "852",
+          "480",
+          "retirement",
+          "25",
+          "671",
+          "Coxe",
+          "individual",
+          "pursuant",
+          "contractual",
+          "relationship",
+          "Does",
+          "include",
+          "additional",
+          "867",
+          "underlying",
+          "vested",
+          "deferred",
+          "future",
+          "issuance",
+          "933",
+          "280",
+          "Jones",
+          "878",
+          "Lora",
+          "428",
+          "2013",
+          "Stephen",
+          "Neal",
+          "143",
+          "410",
+          "Rhyu",
+          "05",
+          "02",
+          "2017",
+          "142",
+          "Michelle",
+          "500",
+          "Alexander",
+          "Brooke",
+          "Seawell",
+          "20",
+          "2009",
+          "11",
+          "487",
+          "Dr",
+          "Shah",
+          "399",
+          "771",
+          "3rd",
+          "Millennium",
+          "Stevens",
+          "15",
+          "017",
+          "750",
+          "Envy",
+          "December",
+          "2021",
+          "108",
+          "650",
+          "970",
+          "14",
+          "Schedule",
+          "January",
+          "26",
+          "2024",
+          "BlackRock",
+          "Inc",
+          "reporting",
+          "2023",
+          "On",
+          "basis",
+          "reflect",
+          "June",
+          "ten",
+          "split",
+          "628",
+          "565",
+          "130",
+          "dispositive",
+          "805",
+          "935",
+          "550",
+          "located",
+          "50",
+          "Hudson",
+          "Yards",
+          "New",
+          "York",
+          "10001",
+          "April",
+          "28",
+          "Vanguard",
+          "Capital",
+          "Management",
+          "238",
+          "857",
+          "870",
+          "777",
+          "408",
+          "252",
+          "100",
+          "Boulevard",
+          "Malvern",
+          "Pennsylvania",
+          "19355"
+        ],
+        "keywords": [
+          "beneficial ownership",
+          "common stock",
+          "NEOs"
+        ],
+        "connect_to": [
+          {
+            "target": "5826a3b1-0ecf-5341-bc59-02685094c39e",
+            "relation": "embeds",
+            "ref": "[tables/table-27 Beneficial Ownership.html]",
+            "position": {
+              "start": 1228,
+              "end": 1271
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "7246ddc8-f599-5668-8f40-9a80355ca5ab",
+      "type": "text",
+      "content": "What am I voting on? A non-binding vote, known as “say-on-pay,” to approve our Fiscal 2026 NEO compensation.\nVote required for approval: A majority of the shares present, in person or represented by proxy, and entitled to vote on this matter.\nEffect of abstentions: Same as a vote AGAINST.\nEffect of broker non-votes: None.\nIn accordance with Section 14A of the Exchange Act, we are asking our stockholders to vote on an advisory basis, commonly referred to as “say-on-pay,” to approve the Fiscal 2026 compensation paid to our NEOs as disclosed in the CD&A, the compensation tables and the accompanying narrative discussion. This vote is intended to address the overall compensation of our NEOs and the philosophy, policies, and practices described in this proxy statement, rather than any specific compensation component.\nIn response to our stockholders' preference, our Board has adopted a policy of providing for annual “say-on-pay” votes.\nThis advisory proposal is not binding on the Board nor us. Nevertheless, the views expressed by our stockholders are important to the Board and, accordingly, the Board and the CC intend to consider the results of this vote in making future NEO compensation decisions.\nRecommendation of the Board\nThe Board recommends that our stockholders adopt the following resolution:\n\"RESOLVED, that the Fiscal 2026 compensation paid to the Company's named executive officers, as disclosed pursuant to Item 402 of Regulation S-K, including the Compensation Discussion and Analysis, compensation tables, and narrative discussion, is hereby APPROVED.\"",
+      "path": "2026-Annual-Report-Web.pdf/Information About the Board of Directors and Corporate Governance/Proposal 2—Advisory Approval of Executive Compensation",
+      "metadata": {
+        "length": 1579,
+        "summary": "This is a non-binding advisory vote, known as 'say-on-pay,' to approve Fiscal 2026 compensation for named executive officers (NEOs). Approval requires a majority of shares present and voting; abstentions count as votes against, while broker non-votes have no effect. The board recommends approval, and while the vote is non-binding, it will be considered in future compensation decisions.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "What",
+          "voting",
+          "binding",
+          "vote",
+          "pay",
+          "approve",
+          "Fiscal",
+          "2026",
+          "NEO",
+          "compensation",
+          "Vote",
+          "required",
+          "approval",
+          "majority",
+          "shares",
+          "present",
+          "person",
+          "represented",
+          "proxy",
+          "entitled",
+          "matter",
+          "Effect",
+          "abstentions",
+          "Same",
+          "AGAINST",
+          "broker",
+          "votes",
+          "None",
+          "In",
+          "accordance",
+          "Section",
+          "14A",
+          "Exchange",
+          "Act",
+          "stockholders",
+          "advisory",
+          "basis",
+          "commonly",
+          "referred",
+          "paid",
+          "NEOs",
+          "disclosed",
+          "CD",
+          "tables",
+          "accompanying",
+          "narrative",
+          "discussion",
+          "This",
+          "intended",
+          "address",
+          "philosophy",
+          "policies",
+          "practices",
+          "statement",
+          "specific",
+          "component",
+          "response",
+          "preference",
+          "Board",
+          "adopted",
+          "policy",
+          "providing",
+          "annual",
+          "proposal",
+          "Nevertheless",
+          "views",
+          "expressed",
+          "important",
+          "CC",
+          "intend",
+          "results",
+          "making",
+          "future",
+          "decisions",
+          "Recommendation",
+          "The",
+          "recommends",
+          "adopt",
+          "resolution",
+          "RESOLVED",
+          "Company",
+          "named",
+          "executive",
+          "officers",
+          "pursuant",
+          "Item",
+          "402",
+          "Regulation",
+          "including",
+          "Compensation",
+          "Discussion",
+          "Analysis",
+          "APPROVED"
+        ],
+        "keywords": [
+          "say-on-pay",
+          "NEO compensation",
+          "advisory vote"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "1c2227b1-98a0-5871-beb0-155f95a4809f",
+      "type": "text",
+      "content": "",
+      "path": "2026-Annual-Report-Web.pdf/Executive Compensation",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "6268fbae-e01c-519c-ba0a-62453be5b4fa",
+      "type": "text",
+      "content": "This CD&A describes our Fiscal 2026 executive compensation philosophy, design, and process, and how our corporate results affected the payout of performance-based awards. Our Fiscal 2026 NEOs were: Jen-Hsun Huang, President and CEO; Colette M. Kress, EVP and CFO; Ajay K. Puri, EVP, Worldwide Field Operations; Debora Shoquist, EVP, Operations; and Timothy S. Teter, EVP, General Counsel and Secretary.",
+      "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Compensation Discussion and Analysis",
+      "metadata": {
+        "length": 402,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "This",
+          "CD",
+          "describes",
+          "Fiscal",
+          "2026",
+          "executive",
+          "compensation",
+          "philosophy",
+          "design",
+          "process",
+          "corporate",
+          "results",
+          "affected",
+          "payout",
+          "performance",
+          "based",
+          "awards",
+          "Our",
+          "NEOs",
+          "Jen",
+          "Hsun",
+          "Huang",
+          "President",
+          "CEO",
+          "Colette",
+          "Kress",
+          "EVP",
+          "CFO",
+          "Ajay",
+          "Puri",
+          "Worldwide",
+          "Field",
+          "Operations",
+          "Debora",
+          "Shoquist",
+          "Timothy",
+          "Teter",
+          "General",
+          "Counsel",
+          "Secretary"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "344281ed-ec77-597d-8c44-2f57073bdb07",
+      "type": "text",
+      "content": "",
+      "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Compensation Discussion and Analysis/Fiscal 2026 Executive Compensation Summary",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "306eb34f-d9f2-5029-a13f-6e1be8a8249a",
+      "type": "text",
+      "content": "NVIDIA's executive compensation program in Fiscal 2026 continued to be guided by a pay for performance philosophy to link competitive NEO pay with our stockholders' interests. $96\\%$ of our CEO's and $48\\%$ of our other NEOs' Fiscal 2026 total target pay was dependent on corporate performance.",
+      "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Compensation Discussion and Analysis/Fiscal 2026 Executive Compensation Summary/Continued Focus on Pay for Performance",
+      "metadata": {
+        "length": 294,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "NVIDIA",
+          "executive",
+          "compensation",
+          "program",
+          "Fiscal",
+          "2026",
+          "continued",
+          "guided",
+          "pay",
+          "performance",
+          "philosophy",
+          "link",
+          "competitive",
+          "NEO",
+          "stockholders",
+          "interests",
+          "96",
+          "CEO",
+          "48",
+          "NEOs",
+          "total",
+          "target",
+          "dependent",
+          "corporate"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "0aa91e8d-1793-532f-8cae-788cc13b014e",
+      "type": "image",
+      "content": "\nThe vast majority of our NEOs' total target pay for Fiscal 2026 was comprised of equity awards: <details>0\n[images/image-73-Compensation Structure Breakdown.jpg]\n",
+      "path": "images/image-73-Compensation Structure Breakdown.jpg",
+      "metadata": {
+        "length": 141,
+        "summary": "image-73\n- Chart Type: Stacked Bar Chart\n- Components (from left to right):\n  - SY PSUs: 44%\n  - MY PSUs: 44%\n  - Variable Cash: 8%\n  - Base Salary: 4%",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "images/image-73-Compensation Structure Breakdown.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "794db717-db9d-5bf9-a157-26af722e35ca",
+      "type": "table",
+      "content": "<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th>Category</th>\n      <th>Percentage (%)</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>SY PSUs</td>\n      <td>44</td>\n    </tr>\n    <tr>\n      <td>MY PSUs</td>\n      <td>44</td>\n    </tr>\n    <tr>\n      <td>Variable Cash</td>\n      <td>8</td>\n    </tr>\n    <tr>\n      <td>Base Salary</td>\n      <td>4</td>\n    </tr>\n  </tbody>\n</table>",
+      "path": "tables/table-28 Compensation Breakdown.html",
+      "metadata": {
+        "length": 435,
+        "summary": "table-29\nThe table shows compensation components: SY PSUs (44%), MY PSUs (44%), Variable Cash (8%), and Base Salary (4%).",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-28 Compensation Breakdown.html",
+        "keywords": [
+          "PSUs",
+          "Variable Cash",
+          "Base Salary"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "14d5d939-937e-5bab-ad92-fa2162728b76",
+      "type": "image",
+      "content": "\n</details> <details>0\n[images/image-74-Compensation Structure Breakdown.jpg]\n",
+      "path": "images/image-74-Compensation Structure Breakdown.jpg",
+      "metadata": {
+        "length": 56,
+        "summary": "image-74\n- Chart Title: Compensation Composition (SY PSUs, MY PSUs, RSUs, Variable Cash, Base Salary)\n- Data Source/Context: Likely represents a total compensation mix for an employee or role.\n- Component Breakdown:\n  - SY PSUs (Short-term Performance Units): 23%\n  - MY PSUs (Medium-term Performance Units): 23%\n  - RSUs (Restricted Stock Units): 46%\n  - Variable Cash: 2%\n  - Base Salary: 6%",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "images/image-74-Compensation Structure Breakdown.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "91e6c01e-ebd3-51f0-b90c-cf21aa23bb06",
+      "type": "table",
+      "content": "<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th>Category</th>\n      <th>Percentage (%)</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>SY PSUs</td>\n      <td>23</td>\n    </tr>\n    <tr>\n      <td>MY PSUs</td>\n      <td>23</td>\n    </tr>\n    <tr>\n      <td>RSUs</td>\n      <td>46</td>\n    </tr>\n    <tr>\n      <td>Variable Cash</td>\n      <td>6</td>\n    </tr>\n    <tr>\n      <td>Base Salary</td>\n      <td>2</td>\n    </tr>\n  </tbody>\n</table>",
+      "path": "tables/table-29 Compensation Mix.html",
+      "metadata": {
+        "length": 492,
+        "summary": "table-30\nThe table shows a compensation breakdown: SY PSUs 23%, MY PSUs 23%, RSUs 46%, Variable Cash 6%, Base Salary 2%.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-29 Compensation Mix.html",
+        "keywords": [
+          "PSUs",
+          "RSUs",
+          "Variable Cash"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "f2df63cb-74f3-58a2-a5aa-e80fc65793fc",
+      "type": "text",
+      "content": "The vast majority of our NEOs' total target pay for Fiscal 2026 was comprised of equity awards:\n• SY PSUs that can be earned based on annual Non-GAAP Operating Income performance, vesting over 4 years,\n• MY PSUs that can be earned based on 3-year TSR performance relative to the S&P 500, vesting over 3 years, and\n• RSUs vesting over 4 years (for NEOs other than our CEO)\nCEO Fiscal 2026 Target Pay Mix (1)\n\nThe vast majority of our NEOs' total target pay for Fiscal 2026 was comprised of equity awards: <details>0\n[images/image-73-Compensation Structure Breakdown.jpg]\n\n<details>\n<summary>stacked bar chart</summary>\n\n[tables/table-28 Compensation Breakdown.html]\n\n</details>\nOther NEO Fiscal 2026 Target Pay Mix (1)(2)\n\n</details> <details>0\n[images/image-74-Compensation Structure Breakdown.jpg]\n\n<details>\n<summary>stacked bar chart</summary>\n\n[tables/table-29 Compensation Mix.html]\n\n</details>\n(1) Based on total target pay as approved by the CC, consisting of annual base salary, and, assuming the Company achieves associated performance goals at a Base Compensation Plan level, target payout opportunity under our Variable Cash Plan and target equity opportunities the CC intended to deliver.\n(2) Reflects the average total target pay mix for our NEOs other than our CEO.\nNEOs were also eligible for variable cash awards based on annual revenue, in addition to base salary and other compensation and benefits.",
+      "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Compensation Discussion and Analysis/Fiscal 2026 Executive Compensation Summary/Executive Pay Heavily Weighted Towards Equity Awards",
+      "metadata": {
+        "length": 1381,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "The",
+          "vast",
+          "majority",
+          "NEOs",
+          "total",
+          "target",
+          "pay",
+          "Fiscal",
+          "2026",
+          "comprised",
+          "equity",
+          "awards",
+          "SY",
+          "PSUs",
+          "earned",
+          "based",
+          "annual",
+          "Non",
+          "GAAP",
+          "Operating",
+          "Income",
+          "performance",
+          "vesting",
+          "years",
+          "MY",
+          "year",
+          "TSR",
+          "relative",
+          "500",
+          "RSUs",
+          "CEO",
+          "Target",
+          "Pay",
+          "Mix",
+          "details",
+          "summary",
+          "stacked",
+          "bar",
+          "chart",
+          "Other",
+          "NEO",
+          "Based",
+          "approved",
+          "CC",
+          "consisting",
+          "base",
+          "salary",
+          "assuming",
+          "Company",
+          "achieves",
+          "goals",
+          "Base",
+          "Compensation",
+          "Plan",
+          "level",
+          "payout",
+          "opportunity",
+          "Variable",
+          "Cash",
+          "opportunities",
+          "intended",
+          "deliver",
+          "Reflects",
+          "average",
+          "mix",
+          "eligible",
+          "variable",
+          "cash",
+          "revenue",
+          "addition",
+          "compensation",
+          "benefits"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "0aa91e8d-1793-532f-8cae-788cc13b014e",
+            "relation": "embeds",
+            "ref": "[images/image-73-Compensation Structure Breakdown.jpg]",
+            "position": {
+              "start": 515,
+              "end": 569
+            }
+          },
+          {
+            "target": "794db717-db9d-5bf9-a157-26af722e35ca",
+            "relation": "embeds",
+            "ref": "[tables/table-28 Compensation Breakdown.html]",
+            "position": {
+              "start": 619,
+              "end": 664
+            }
+          },
+          {
+            "target": "14d5d939-937e-5bab-ad92-fa2162728b76",
+            "relation": "embeds",
+            "ref": "[images/image-74-Compensation Structure Breakdown.jpg]",
+            "position": {
+              "start": 744,
+              "end": 798
+            }
+          },
+          {
+            "target": "91e6c01e-ebd3-51f0-b90c-cf21aa23bb06",
+            "relation": "embeds",
+            "ref": "[tables/table-29 Compensation Mix.html]",
+            "position": {
+              "start": 848,
+              "end": 887
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "3b742596-859c-5dc6-a594-e5f223dfcbb0",
+      "type": "table",
+      "content": "<table><tr><td></td><td>Fiscal 2026 Revenue</td><td>Fiscal 2026 Non-GAAP Operating Income (1)</td><td>3-Year TSR Relative to S&amp;P 500 (Fiscal 2024 to 2026) (2)</td></tr><tr><td>Stretch Compensation Plan Goal</td><td>$160.0 billion (3)</td><td>$96.0 billion (3)</td><td>75th percentile</td></tr><tr><td>Performance Achievement for Period Ended Fiscal 2026</td><td>$215.9 billion</td><td>$137.3 billion</td><td>100th Percentile (1,055%)</td></tr></table>",
+      "path": "tables/table-30 Fiscal 2026 Goals.html",
+      "metadata": {
+        "length": 455,
+        "summary": "table-31\nTable shows stretch compensation plan goals vs actual performance for fiscal 2026: revenue $160B goal vs $215.9B actual, non-GAAP operating income $96B goal vs $137.3B actual, TSR 75th percentile goal vs 100th percentile actual.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-30 Fiscal 2026 Goals.html",
+        "keywords": [
+          "Revenue",
+          "Operating Income",
+          "TSR"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "e554715d-7946-59ae-955a-d9eac0966909",
+      "type": "text",
+      "content": "- Cash Compensation Remained Constant: no changes compared to Fiscal 2025 base salary or variable cash opportunity\n- Increased Target Equity Opportunities: increased target equity opportunities for all NEOs to recognize the complexity and scope of NEOs' roles and responsibilities; by increasing target equity opportunities, aligned total target pay for all NEOs other than our CEO to reflect their comparable, significant contributions and impact on corporate performance\n- Continued Increased Rigor of Performance Goals: set the Base Compensation Plan revenue goal for the Fiscal 2026 Variable Cash Plan in line with our record Fiscal 2025 results and the Base Compensation Plan Non-GAAP Operating Income goal for SY PSUs granted in Fiscal 2026 in line with our corresponding Fiscal 2025 Stretch Compensation Plan goal\nRecord Performance Resulting in Maximum Payouts\n\n[tables/table-30 Fiscal 2026 Goals.html]\n\n(1) See Reconciliation of Non-GAAP Financial Measures below for a reconciliation between the non-GAAP financial measures and GAAP results.\n(2) Represents TSR for purposes of the MY PSU performance goal, calculated using cumulative stock price appreciation with dividends reinvested and the average closing stock price for the 60 trading days preceding the start, and preceding and including the last day, of the three-year performance period.\n(3) Our original Fiscal 2026 Stretch Compensation Plan revenue goal of \\$190.0 billion was automatically adjusted to \\$160.0 billion, and our original Fiscal 2026 Stretch Compensation Plan Non-GAAP Operating Income goal of \\$120.0 billion was automatically adjusted to \\$96.0 billion, due to the imposition of additional export controls on the Company's H2O products during the first half of Fiscal 2026. See Fiscal 2026 Compensation Actions and Achievements —Performance Metrics and Goals for Executive Compensation below for further discussion of these adjustments.\nAs a result of the above performance achievements, each exceeding the CC's pre-established Stretch Compensation Plan goals, our NEOs earned the maximum payouts possible for our Fiscal 2026 Variable Cash Plan, SY PSUs granted in Fiscal 2026 (which remain subject to service-based vesting), and MY PSUs granted in Fiscal 2024.",
+      "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Compensation Discussion and Analysis/Key NEO Compensation Actions for Fiscal 2026",
+      "metadata": {
+        "length": 2297,
+        "summary": "Cash compensation for NEOs remained constant, while target equity opportunities increased to reflect role complexity and align total pay. Performance goals were raised, with revenue and Non-GAAP Operating Income targets set at record or stretch levels. Due to record performance exceeding stretch goals, NEOs earned maximum payouts for Fiscal 2026 Variable Cash Plan, SY PSUs, and MY PSUs.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Cash",
+          "Compensation",
+          "Remained",
+          "Constant",
+          "compared",
+          "Fiscal",
+          "2025",
+          "base",
+          "salary",
+          "variable",
+          "cash",
+          "opportunity",
+          "Increased",
+          "Target",
+          "Equity",
+          "Opportunities",
+          "increased",
+          "target",
+          "equity",
+          "opportunities",
+          "NEOs",
+          "recognize",
+          "complexity",
+          "scope",
+          "roles",
+          "responsibilities",
+          "increasing",
+          "aligned",
+          "total",
+          "pay",
+          "CEO",
+          "reflect",
+          "comparable",
+          "significant",
+          "contributions",
+          "impact",
+          "corporate",
+          "performance",
+          "Continued",
+          "Rigor",
+          "Performance",
+          "Goals",
+          "set",
+          "Base",
+          "Plan",
+          "revenue",
+          "goal",
+          "2026",
+          "Variable",
+          "line",
+          "record",
+          "results",
+          "Non",
+          "GAAP",
+          "Operating",
+          "Income",
+          "SY",
+          "PSUs",
+          "granted",
+          "Stretch",
+          "Record",
+          "Resulting",
+          "Maximum",
+          "Payouts",
+          "See",
+          "Reconciliation",
+          "Financial",
+          "Measures",
+          "reconciliation",
+          "financial",
+          "measures",
+          "Represents",
+          "TSR",
+          "purposes",
+          "MY",
+          "PSU",
+          "calculated",
+          "cumulative",
+          "stock",
+          "price",
+          "appreciation",
+          "dividends",
+          "reinvested",
+          "average",
+          "closing",
+          "60",
+          "trading",
+          "days",
+          "preceding",
+          "start",
+          "including",
+          "day",
+          "year",
+          "period",
+          "Our",
+          "original",
+          "190.0",
+          "billion",
+          "automatically",
+          "adjusted",
+          "160.0",
+          "120.0",
+          "96.0",
+          "due",
+          "imposition",
+          "additional",
+          "export",
+          "controls",
+          "Company",
+          "H2O",
+          "products",
+          "half",
+          "Actions",
+          "Achievements",
+          "Metrics",
+          "Executive",
+          "discussion",
+          "adjustments",
+          "As",
+          "result",
+          "achievements",
+          "exceeding",
+          "CC",
+          "pre",
+          "established",
+          "goals",
+          "earned",
+          "maximum",
+          "payouts",
+          "remain",
+          "subject",
+          "service",
+          "based",
+          "vesting",
+          "2024"
+        ],
+        "keywords": [
+          "Compensation",
+          "Equity",
+          "Performance"
+        ],
+        "connect_to": [
+          {
+            "target": "3b742596-859c-5dc6-a594-e5f223dfcbb0",
+            "relation": "embeds",
+            "ref": "[tables/table-30 Fiscal 2026 Goals.html]",
+            "position": {
+              "start": 870,
+              "end": 910
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "c7d099e3-e835-592c-9dcf-86edcb371849",
+      "type": "text",
+      "content": "NVIDIA is building a one-of-a-kind company that invents the future, builds amazing technologies, and strives to achieve the highest level of craft. To achieve this vision, we must attract and retain a high-caliber executive team while balancing our stockholders' interests. While our CC considers numerous factors in making executive pay decisions, our compensation program is guided by the following philosophies:\n- Pay for Performance: emphasize at-risk and performance-based cash and equity for NEOs based on multiple corporate metrics\n• Competitive Pay: structure competitive NEO target compensation to reflect job impact, scope, and responsibilities, that attracts and retains talent\n- Stockholder Alignment: align NEO pay with stockholders' long-term interests and consider feedback from our annual stockholder engagement efforts and \"say-on-pay\" vote\n- Simplicity and Transparency: design a compensation program with simple, objective metrics\nIn this CD&A, total target pay refers to (i) an NEO's annual base salary, (ii) target variable cash opportunity, which means the potential payout under our Variable Cash Plan, assuming the Company achieves the associated performance goal at a Base Compensation Plan level, and (iii) target equity opportunity, which means the value of the equity opportunities granted during the year that the CC intended to deliver at grant, assuming the Company achieves associated performance goals at a Base Compensation Plan level.\nOur executive compensation program adheres to the following practices:",
+      "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Compensation Discussion and Analysis/Our Compensation Philosophy and Practices",
+      "metadata": {
+        "length": 1540,
+        "summary": "NVIDIA's compensation program for NEOs is guided by four philosophies: pay for performance using at-risk cash and equity based on corporate metrics, competitive pay to attract and retain talent, alignment with stockholders' long-term interests, and simplicity with objective metrics. Total target pay includes base salary, target variable cash opportunity, and target equity opportunity. The program emphasizes at-risk compensation and stockholder alignment.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "NVIDIA",
+          "building",
+          "kind",
+          "company",
+          "invents",
+          "future",
+          "builds",
+          "amazing",
+          "technologies",
+          "strives",
+          "achieve",
+          "highest",
+          "level",
+          "craft",
+          "To",
+          "vision",
+          "attract",
+          "retain",
+          "high",
+          "caliber",
+          "executive",
+          "team",
+          "balancing",
+          "stockholders",
+          "interests",
+          "While",
+          "CC",
+          "considers",
+          "numerous",
+          "factors",
+          "making",
+          "pay",
+          "decisions",
+          "compensation",
+          "program",
+          "guided",
+          "philosophies",
+          "Pay",
+          "Performance",
+          "emphasize",
+          "risk",
+          "performance",
+          "based",
+          "cash",
+          "equity",
+          "NEOs",
+          "multiple",
+          "corporate",
+          "metrics",
+          "Competitive",
+          "structure",
+          "competitive",
+          "NEO",
+          "target",
+          "reflect",
+          "job",
+          "impact",
+          "scope",
+          "responsibilities",
+          "attracts",
+          "retains",
+          "talent",
+          "Stockholder",
+          "Alignment",
+          "align",
+          "long",
+          "term",
+          "feedback",
+          "annual",
+          "stockholder",
+          "engagement",
+          "efforts",
+          "vote",
+          "Simplicity",
+          "Transparency",
+          "design",
+          "simple",
+          "objective",
+          "In",
+          "CD",
+          "total",
+          "refers",
+          "base",
+          "salary",
+          "ii",
+          "variable",
+          "opportunity",
+          "means",
+          "potential",
+          "payout",
+          "Variable",
+          "Cash",
+          "Plan",
+          "assuming",
+          "Company",
+          "achieves",
+          "goal",
+          "Base",
+          "Compensation",
+          "iii",
+          "opportunities",
+          "granted",
+          "year",
+          "intended",
+          "deliver",
+          "grant",
+          "goals",
+          "Our",
+          "adheres",
+          "practices"
+        ],
+        "keywords": [
+          "Pay for Performance",
+          "Competitive Pay",
+          "Stockholder Alignment"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "982cc649-f55e-5a36-95c7-6248e5cab193",
+      "type": "text",
+      "content": "√ Emphasize at-risk, performance-based compensation, with simple, objective performance goals\n√ Use annual and multi-year performance targets to determine PSU awards earned\n√ Set rigorous performance goals and use different metrics for annual and multi-year awards\n√ Require NEOs to provide continuous service for 4 years to fully vest in RSU awards and SY PSU awards earned based on performance\n√ Evaluate our program annually based on feedback from stockholder engagement efforts and make adjustments when appropriate\n√ Mitigate compensation risks\n√ Cap performance-based variable cash and PSU payouts\n√ Retain an independent compensation consultant reporting directly to the independent CC\n√ Require NEOs to maintain meaningful stock ownership\n√ Maintain a clawback policy for performance-based compensation",
+      "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Compensation Discussion and Analysis/Our Compensation Philosophy and Practices/What We Do",
+      "metadata": {
+        "length": 810,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Emphasize",
+          "risk",
+          "performance",
+          "based",
+          "compensation",
+          "simple",
+          "objective",
+          "goals",
+          "Use",
+          "annual",
+          "multi",
+          "year",
+          "targets",
+          "determine",
+          "PSU",
+          "awards",
+          "earned",
+          "Set",
+          "rigorous",
+          "metrics",
+          "Require",
+          "NEOs",
+          "provide",
+          "continuous",
+          "service",
+          "years",
+          "fully",
+          "vest",
+          "RSU",
+          "SY",
+          "Evaluate",
+          "program",
+          "annually",
+          "feedback",
+          "stockholder",
+          "engagement",
+          "efforts",
+          "make",
+          "adjustments",
+          "Mitigate",
+          "risks",
+          "Cap",
+          "variable",
+          "cash",
+          "payouts",
+          "Retain",
+          "independent",
+          "consultant",
+          "reporting",
+          "directly",
+          "CC",
+          "maintain",
+          "meaningful",
+          "stock",
+          "ownership",
+          "Maintain",
+          "clawback",
+          "policy"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "bf5d6a47-be43-5553-bcc2-721b0379dfc6",
+      "type": "image",
+      "content": "\nX Give NEOs supplemental retirement benefits <details>0\n[images/image-75-Executive Compensation Timeline.jpg]\n",
+      "path": "images/image-75-Executive Compensation Timeline.jpg",
+      "metadata": {
+        "length": 90,
+        "summary": "image-75\nDecember 2024: CC determined peer companies\nDecember 2024 - January 2025: Members of management and the Board, including our Lead Director and CC Chair, engaged in stockholder outreach\nMarch 2025: CC determined performance goals and approved target compensation levels and PSU and RSU grants, considering stockholder feedback and peer company practices\nMarch 2026: CC certified achievement and payouts for Fiscal 2026 Variable Cash Plan, SY PSUs granted in Fiscal 2026 and MY PSUs granted in Fiscal 2024*\nMay 2026: CC oversaw compensation risk assessment; published executive compensation program details in proxy statement",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "images/image-75-Executive Compensation Timeline.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "7aa8a44b-a5fd-550f-abf3-841c4aa3de18",
+      "type": "text",
+      "content": "X Enter into agreements with NEOs providing for specific terms of employment or severance benefits\nX Give our executive officers special change-in-control benefits\nX Provide automatic equity vesting upon a change-in-control (except for the provisions in our equity plans that apply to all employees if an acquiring company does not assume or substitute our outstanding stock awards)\nX Give NEOs supplemental retirement benefits\nX Provide tax gross-ups\nX Pay dividends or the equivalent on unearned or unvested equity\nX Permit executive officers, employees, or directors to hedge their ownership of NVIDIA stock or to pledge NVIDIA stock as collateral for a loan (though we do allow participation in certain exchange funds for portfolio diversification)\nThe CC's oversight and decision-making for our Fiscal 2026 executive compensation program was a multi-year process:\n\nX Give NEOs supplemental retirement benefits <details>0\n[images/image-75-Executive Compensation Timeline.jpg]\n\n<details>\n<summary>flowchart</summary>\n```mermaid\ngraph LR\nA[\"December 2024\\nCC determined peer companies\"] --> B[\"December 2024 - January 2025\\nMembers of management and the Board, including our Lead Director and CC Chair, engaged in stockholder outreach\"]\nB --> C[\"March 2025\\nCC determined performance goals and approved target compensation levels and PSU and RSU grants, considering stockholder feedback and peer company practices\"]\nC --> D[\"March 2026\\nCC certified achievement and payouts for Fiscal 2026 Variable Cash Plan, SY PSUs granted in Fiscal 2026 and MY PSUs granted in Fiscal 2024*\"]\nD --> E[\"May 2026\\nCC oversaw compensation risk assessment; published executive compensation program details in proxy statement\"]\n```\n</details>\n\\* The CC is expected to certify achievement and payouts for MY PSUs granted in Fiscal 2026 by March 2028.",
+      "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Compensation Discussion and Analysis/Our Compensation Philosophy and Practices/What We Don't Do",
+      "metadata": {
+        "length": 1811,
+        "summary": "The document outlines NVIDIA's executive compensation policies, including restrictions on supplemental retirement benefits, tax gross-ups, and hedging/pledging of stock. It also details the Compensation Committee's multi-year process for the Fiscal 2026 program, from peer company determination in December 2024 to certification of payouts and risk assessment by May 2026.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Enter",
+          "agreements",
+          "NEOs",
+          "providing",
+          "specific",
+          "terms",
+          "employment",
+          "severance",
+          "benefits",
+          "Give",
+          "executive",
+          "officers",
+          "special",
+          "change",
+          "control",
+          "Provide",
+          "automatic",
+          "equity",
+          "vesting",
+          "provisions",
+          "plans",
+          "apply",
+          "employees",
+          "acquiring",
+          "company",
+          "assume",
+          "substitute",
+          "outstanding",
+          "stock",
+          "awards",
+          "supplemental",
+          "retirement",
+          "tax",
+          "gross",
+          "ups",
+          "Pay",
+          "dividends",
+          "equivalent",
+          "unearned",
+          "unvested",
+          "Permit",
+          "directors",
+          "hedge",
+          "ownership",
+          "NVIDIA",
+          "pledge",
+          "collateral",
+          "loan",
+          "participation",
+          "exchange",
+          "funds",
+          "portfolio",
+          "diversification",
+          "The",
+          "CC",
+          "oversight",
+          "decision",
+          "making",
+          "Fiscal",
+          "2026",
+          "compensation",
+          "program",
+          "multi",
+          "year",
+          "process",
+          "details",
+          "summary",
+          "flowchart",
+          "mermaid",
+          "graph",
+          "LR",
+          "December",
+          "2024",
+          "nCC",
+          "determined",
+          "peer",
+          "companies",
+          "January",
+          "2025",
+          "nMembers",
+          "management",
+          "Board",
+          "including",
+          "Lead",
+          "Director",
+          "Chair",
+          "engaged",
+          "stockholder",
+          "outreach",
+          "March",
+          "performance",
+          "goals",
+          "approved",
+          "target",
+          "levels",
+          "PSU",
+          "RSU",
+          "grants",
+          "feedback",
+          "practices",
+          "certified",
+          "achievement",
+          "payouts",
+          "Variable",
+          "Cash",
+          "Plan",
+          "SY",
+          "PSUs",
+          "granted",
+          "MY",
+          "May",
+          "oversaw",
+          "risk",
+          "assessment",
+          "published",
+          "proxy",
+          "statement",
+          "expected",
+          "certify",
+          "2028"
+        ],
+        "keywords": [
+          "executive compensation",
+          "change-in-control",
+          "equity vesting"
+        ],
+        "connect_to": [
+          {
+            "target": "bf5d6a47-be43-5553-bcc2-721b0379dfc6",
+            "relation": "embeds",
+            "ref": "[images/image-75-Executive Compensation Timeline.jpg]",
+            "position": {
+              "start": 926,
+              "end": 979
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "0f40b77a-274d-57fd-9f01-884fe801c3bc",
+      "type": "text",
+      "content": "The roles of (i) our CC, (ii) our independent compensation consultant, and (iii) management, including our CEO and Finance and Human Resources departments, are summarized below.\nFor advice regarding our Fiscal 2026 NEO compensation program, our CC utilized Semler Brossy for its experience working with our CC and with compensation committees at other technology companies. Our CC analyzed whether Semler Brossy's role raised any conflict of interests, taking into consideration the following:\n- Semler Brossy did not provide any services directly to NVIDIA (although we paid Semler Brossy on the CC's behalf);\n- The percentage of Semler Brossy's total revenue resulting from fees paid by us on the CC's behalf;\nSemler Brossy's conflict of interest policies and procedures;\n- Any business or personal relationship between Semler Brossy and an executive officer, or between Semler Brossy's individual compensation advisors and an executive officer or any member of our CC; and\n• Any NVIDIA stock owned by Semler Brossy or its individual compensation advisors.\nAfter considering these factors, our CC determined that Semler Brossy's work did not create any conflict of interests.\nOur CC reviews and approves all NEO compensation decisions, with input from Mr. Huang and Semler Brossy. At the CC's direction, Semler Brossy and management recommended a peer group for our Fiscal 2026 executive pay program, which the CC approved. Semler Brossy provided data on CEO compensation from the peer group companies to inform the CC on Mr. Huang's compensation and management gathered peer data from the Radford Global Technology Survey, or the Radford Survey, to inform Mr. Huang's recommendations for other NEOs' compensation. The CC considered Semler Brossy's advice, Mr. Huang's recommendations, and management's proposed Fiscal 2026 performance goals, before making its final decisions on Fiscal 2026 NEO compensation. The CC certified compensation payouts for performance periods that concluded at the end of Fiscal 2026 under the Variable Cash Plan and for SY PSUs granted in Fiscal 2026 and MY PSUs granted in Fiscal 2024. The CC also oversaw management's Fiscal 2026 compensation risk analysis.",
+      "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Compensation Discussion and Analysis/Roles of the Compensation Committee, Compensation Consultant, and Management",
+      "metadata": {
+        "length": 2191,
+        "summary": "The Compensation Committee (CC) oversees NEO compensation, utilizing independent consultant Semler Brossy for advice on the Fiscal 2026 program. The CC confirmed no conflicts of interest after reviewing Semler Brossy's services, revenue percentage, policies, and relationships. The CC approved a peer group recommended by Semler Brossy and management, considered CEO peer data and Radford Survey data for other NEOs, and made final decisions on compensation, including performance goal certification and payout approvals for Variable Cash Plan and PSUs. The CC also reviewed management's compensation risk analysis.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "The",
+          "roles",
+          "CC",
+          "ii",
+          "independent",
+          "compensation",
+          "consultant",
+          "iii",
+          "management",
+          "including",
+          "CEO",
+          "Finance",
+          "Human",
+          "Resources",
+          "departments",
+          "summarized",
+          "For",
+          "advice",
+          "Fiscal",
+          "2026",
+          "NEO",
+          "program",
+          "utilized",
+          "Semler",
+          "Brossy",
+          "experience",
+          "working",
+          "committees",
+          "technology",
+          "companies",
+          "Our",
+          "analyzed",
+          "role",
+          "raised",
+          "conflict",
+          "interests",
+          "taking",
+          "consideration",
+          "provide",
+          "services",
+          "directly",
+          "NVIDIA",
+          "paid",
+          "behalf",
+          "percentage",
+          "total",
+          "revenue",
+          "resulting",
+          "fees",
+          "interest",
+          "policies",
+          "procedures",
+          "Any",
+          "business",
+          "personal",
+          "relationship",
+          "executive",
+          "officer",
+          "individual",
+          "advisors",
+          "member",
+          "stock",
+          "owned",
+          "After",
+          "factors",
+          "determined",
+          "work",
+          "create",
+          "reviews",
+          "approves",
+          "decisions",
+          "input",
+          "Mr",
+          "Huang",
+          "At",
+          "direction",
+          "recommended",
+          "peer",
+          "group",
+          "pay",
+          "approved",
+          "provided",
+          "data",
+          "inform",
+          "gathered",
+          "Radford",
+          "Global",
+          "Technology",
+          "Survey",
+          "recommendations",
+          "NEOs",
+          "considered",
+          "proposed",
+          "performance",
+          "goals",
+          "making",
+          "final",
+          "certified",
+          "payouts",
+          "periods",
+          "concluded",
+          "end",
+          "Variable",
+          "Cash",
+          "Plan",
+          "SY",
+          "PSUs",
+          "granted",
+          "MY",
+          "2024",
+          "oversaw",
+          "risk",
+          "analysis"
+        ],
+        "keywords": [
+          "Compensation Committee",
+          "Semler Brossy",
+          "NEO"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "e41c9b61-8fa9-547e-837f-4b6353ffc653",
+      "type": "table",
+      "content": "<table><tr><td>Alphabet Inc. (GOOG)</td><td>Meta Platforms, Inc. (META)</td></tr><tr><td>Amazon.com, Inc. (AMZN)</td><td>Microsoft Corporation (MSFT)</td></tr><tr><td>Apple Inc. (AAPL)</td><td>Netflix, Inc. (NFLX)</td></tr><tr><td>Broadcom Inc. (AVGO)</td><td>Oracle Corporation (ORCL)</td></tr><tr><td>Cisco Systems, Inc. (CSCO)</td><td>Qualcomm Incorporated (QCOM)</td></tr><tr><td>International Business Machines Corporation (IBM)</td><td>Salesforce, Inc. (CRM)</td></tr><tr><td>Intel Corporation (INTC)</td><td>Visa Inc. (V)</td></tr></table>",
+      "path": "tables/table-31 Tech Companies.html",
+      "metadata": {
+        "length": 546,
+        "summary": "table-32\nThe table lists major technology companies including Alphabet, Meta, Amazon, Microsoft, Apple, Netflix, Broadcom, Oracle, Cisco, Qualcomm, IBM, Salesforce, Intel, and Visa with their stock tickers.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-31 Tech Companies.html",
+        "keywords": [
+          "Tech Stocks",
+          "Companies",
+          "Tickers"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "8e6a9b08-dc07-5b2f-aa36-83ae87b39d63",
+      "type": "image",
+      "content": "\nFiscal 2026 Peer Group <details>0\n[images/image-76-NVIDIA Salary Percentiles.jpg]\n",
+      "path": "images/image-76-NVIDIA Salary Percentiles.jpg",
+      "metadata": {
+        "length": 68,
+        "summary": "image-76\n75th Percentile: $229.70\nNVIDIA: $113.27\nMedian: $54.03\n25th Percentile: $40.93",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "images/image-76-NVIDIA Salary Percentiles.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "59f52edf-da3d-5dfa-bb85-9b5f7e5d9977",
+      "type": "table",
+      "content": "<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th>Category</th>\n      <th>Value ($)</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>75th Percentile</td>\n      <td>229.70</td>\n    </tr>\n    <tr>\n      <td>NVIDIA</td>\n      <td>113.27</td>\n    </tr>\n    <tr>\n      <td>Median</td>\n      <td>54.03</td>\n    </tr>\n    <tr>\n      <td>25th Percentile</td>\n      <td>40.93</td>\n    </tr>\n  </tbody>\n</table>",
+      "path": "tables/table-32 Percentile Values.html",
+      "metadata": {
+        "length": 450,
+        "summary": "table-33\nThe table shows financial percentile values: 75th percentile at $229.70, NVIDIA at $113.27, median at $54.03, and 25th percentile at $40.93.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-32 Percentile Values.html",
+        "keywords": [
+          "Percentiles",
+          "NVIDIA",
+          "Median"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "90c051a7-01c3-5efc-8e31-f4976e98dedf",
+      "type": "image",
+      "content": "\n</details> <details>0\n[images/image-77-NVIDIA vs Percentile Data.jpg]\n",
+      "path": "images/image-77-NVIDIA vs Percentile Data.jpg",
+      "metadata": {
+        "length": 56,
+        "summary": "image-77\nChart Title: Not specified\nY-Axis Label: Currency ($) ranging from $0 to $3,500\nX-Axis Categories: NVIDIA, 75th Percentile, Median, 25th Percentile\n\nData Points:\n- NVIDIA: $3,471.92\n- 75th Percentile: $1,913.24\n- Median: $536.35\n- 25th Percentile: $242.70",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "images/image-77-NVIDIA vs Percentile Data.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "3b939b95-9bd9-57c3-b1f4-e523c6868875",
+      "type": "table",
+      "content": "<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th>Category</th>\n      <th>Value ($)</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>NVIDIA</td>\n      <td>3,471.92</td>\n    </tr>\n    <tr>\n      <td>75th Percentile</td>\n      <td>1,913.24</td>\n    </tr>\n    <tr>\n      <td>Median</td>\n      <td>536.35</td>\n    </tr>\n    <tr>\n      <td>25th Percentile</td>\n      <td>242.70</td>\n    </tr>\n  </tbody>\n</table>",
+      "path": "tables/table-33 NVIDIA Value Data.html",
+      "metadata": {
+        "length": 456,
+        "summary": "table-34\nThe table shows NVIDIA's value at $3,471.92, with the 75th percentile at $1,913.24, median at $536.35, and 25th percentile at $242.70.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-33 NVIDIA Value Data.html",
+        "keywords": [
+          "NVIDIA",
+          "Percentiles",
+          "Values"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "13be5423-f2e7-526a-bc6a-d315cc07bfdc",
+      "type": "text",
+      "content": "We believe our peers should be companies that compete with us for executive talent, have an established business, market presence, and complexity similar to NVIDIA, and are of similar size, measured by revenue or market capitalization at approximately 1/3 - 3.5x ours. After consulting with management, and based on Semler Brossy's recommendation, the CC determined in December 2024 that the existing peer group remained appropriate for Fiscal 2026, with the following adjustments: (i) removing Adobe Inc., Advanced Micro Devices, Inc., and SAP SE due to their revenue and market capitalization being below our target range (and also, for Adobe and SAP, because of limited direct business relevance); and (ii) adding Alphabet Inc., Amazon.com, Inc., Apple Inc., and Microsoft Corporation as competitors for talent with revenue and market capitalization being within our target range. These changes resulted in the following Fiscal 2026 peer group:\nFiscal 2026 Peer Group\n\n[tables/table-31 Tech Companies.html]\n\nOur CC selected each member of the peer group based on a combination of the factors described above. As a result, while some peer companies were outside our targeted size range, the CC determined they were still appropriate due to their established businesses and relevance as competitors for talent.\nTo determine our Fiscal 2026 peer group, the CC reviewed our trailing 12-month revenue (reported through our third quarter results for Fiscal 2025) and market capitalization as of November 2024. They compared these metrics to the 75th percentile, median, and 25th percentile of peer group companies, as follows:\nRevenue (in billions)\n\nFiscal 2026 Peer Group <details>0\n[images/image-76-NVIDIA Salary Percentiles.jpg]\n\n<details>\n<summary>bar chart</summary>\n\n[tables/table-32 Percentile Values.html]\n\n</details>\nMarket Capitalization (in billions)\n\n</details> <details>0\n[images/image-77-NVIDIA vs Percentile Data.jpg]\n\n<details>\n<summary>bar chart</summary>\n\n[tables/table-33 NVIDIA Value Data.html]\n\n</details>\nFor our NEOs other than our CEO, Mr. Huang reviewed market practices and compensation data from the Radford Survey and peer company proxy data for comparable executives before recommending their Fiscal 2026 compensation for approval by the CC. The CC reviewed the same information for peer companies' CEOs, before determining the components of our executive compensation program, as well as total compensation, for all NEOs. We compared the total compensation opportunity for our NEOs and similarly situated executives at the 25th, 50th, and 75th percentiles of peer company data where available, and the CC considered the factors below in setting NEO compensation.",
+      "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Compensation Discussion and Analysis/Peer Companies and Market Compensation Data",
+      "metadata": {
+        "length": 2691,
+        "summary": "NVIDIA's Compensation Committee updated its Fiscal 2026 peer group in December 2024, removing Adobe, AMD, and SAP due to size and relevance, and adding Alphabet, Amazon, Apple, and Microsoft as talent competitors. The peer group is selected based on competition for executive talent, business complexity, and size (revenue or market cap at 1/3 to 3.5x NVIDIA's). The committee compared NVIDIA's trailing 12-month revenue and market capitalization to peer percentiles. For NEOs other than the CEO, Mr. Huang reviewed market data from Radford Survey and peer proxies before recommending compensation. The CC reviewed CEO compensation data and set total compensation for all NEOs based on peer percentiles and other factors.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "We",
+          "peers",
+          "companies",
+          "compete",
+          "executive",
+          "talent",
+          "established",
+          "business",
+          "market",
+          "presence",
+          "complexity",
+          "similar",
+          "NVIDIA",
+          "size",
+          "measured",
+          "revenue",
+          "capitalization",
+          "approximately",
+          "3.5",
+          "After",
+          "consulting",
+          "management",
+          "based",
+          "Semler",
+          "Brossy",
+          "recommendation",
+          "CC",
+          "determined",
+          "December",
+          "2024",
+          "existing",
+          "peer",
+          "group",
+          "remained",
+          "Fiscal",
+          "2026",
+          "adjustments",
+          "removing",
+          "Adobe",
+          "Inc",
+          "Advanced",
+          "Micro",
+          "Devices",
+          "SAP",
+          "SE",
+          "due",
+          "target",
+          "range",
+          "limited",
+          "direct",
+          "relevance",
+          "ii",
+          "adding",
+          "Alphabet",
+          "Amazon",
+          "Apple",
+          "Microsoft",
+          "Corporation",
+          "competitors",
+          "These",
+          "resulted",
+          "Peer",
+          "Group",
+          "Our",
+          "selected",
+          "member",
+          "combination",
+          "factors",
+          "As",
+          "result",
+          "targeted",
+          "businesses",
+          "To",
+          "determine",
+          "reviewed",
+          "trailing",
+          "12",
+          "month",
+          "reported",
+          "quarter",
+          "results",
+          "2025",
+          "November",
+          "They",
+          "compared",
+          "metrics",
+          "75th",
+          "percentile",
+          "median",
+          "25th",
+          "Revenue",
+          "billions",
+          "details",
+          "summary",
+          "bar",
+          "chart",
+          "Market",
+          "Capitalization",
+          "For",
+          "NEOs",
+          "CEO",
+          "Mr",
+          "Huang",
+          "practices",
+          "compensation",
+          "data",
+          "Radford",
+          "Survey",
+          "company",
+          "proxy",
+          "comparable",
+          "executives",
+          "recommending",
+          "approval",
+          "The",
+          "information",
+          "CEOs",
+          "determining",
+          "components",
+          "program",
+          "total",
+          "opportunity",
+          "similarly",
+          "situated",
+          "50th",
+          "percentiles",
+          "considered",
+          "setting",
+          "NEO"
+        ],
+        "keywords": [
+          "peer group",
+          "executive compensation",
+          "NVIDIA"
+        ],
+        "connect_to": [
+          {
+            "target": "e41c9b61-8fa9-547e-837f-4b6353ffc653",
+            "relation": "embeds",
+            "ref": "[tables/table-31 Tech Companies.html]",
+            "position": {
+              "start": 972,
+              "end": 1009
+            }
+          },
+          {
+            "target": "8e6a9b08-dc07-5b2f-aa36-83ae87b39d63",
+            "relation": "embeds",
+            "ref": "[images/image-76-NVIDIA Salary Percentiles.jpg]",
+            "position": {
+              "start": 1681,
+              "end": 1728
+            }
+          },
+          {
+            "target": "59f52edf-da3d-5dfa-bb85-9b5f7e5d9977",
+            "relation": "embeds",
+            "ref": "[tables/table-32 Percentile Values.html]",
+            "position": {
+              "start": 1770,
+              "end": 1810
+            }
+          },
+          {
+            "target": "90c051a7-01c3-5efc-8e31-f4976e98dedf",
+            "relation": "embeds",
+            "ref": "[images/image-77-NVIDIA vs Percentile Data.jpg]",
+            "position": {
+              "start": 1882,
+              "end": 1929
+            }
+          },
+          {
+            "target": "3b939b95-9bd9-57c3-b1f4-e523c6868875",
+            "relation": "embeds",
+            "ref": "[tables/table-33 NVIDIA Value Data.html]",
+            "position": {
+              "start": 1971,
+              "end": 2011
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "914c2a4a-48e9-5750-bbc5-93ebb55aaac5",
+      "type": "text",
+      "content": "In addition to peer data, our CC considers the following factors in making executive compensation decisions. The weight given to each factor may differ among NEOs and each component of pay, and is subject to the CC's sole discretion.\n√ The need to attract and retain talent in a highly competitive industry\n√ Stockholder feedback regarding our executive pay\n√ The desire for simplicity of the overall program and transparency of the performance metrics\n√ An NEO's past performance and anticipated future contributions\n√ Our financial performance and forecasted results, as well as our prior financial performance and resulting impact on our executives' compensation\n√ Changes in the scale and complexity of our business\n√ Each NEO’s current total compensation\n√ The scope and complexity of the department(s) or function(s) the NEO manages\n√ Each NEO's unvested equity\n√ Internal pay equity relative to similarly situated executives\n√ Our CEO's recommendations for the NEOs other than himself, including his understanding of each NEO's performance, capabilities, and contributions\n√ Our CC's independent judgment\n√ Our philosophy that an NEO's total compensation opportunity and percentage of at-risk pay should increase with responsibility\n√ The total compensation cost and the growth in such cost, including from executive compensation, to maintain a responsible cost structure for our compensation programs \\*",
+      "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Compensation Discussion and Analysis/Factors Used in Determining Executive Compensation",
+      "metadata": {
+        "length": 1411,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "In",
+          "addition",
+          "peer",
+          "data",
+          "CC",
+          "considers",
+          "factors",
+          "making",
+          "executive",
+          "compensation",
+          "decisions",
+          "The",
+          "weight",
+          "factor",
+          "differ",
+          "NEOs",
+          "component",
+          "pay",
+          "subject",
+          "sole",
+          "discretion",
+          "attract",
+          "retain",
+          "talent",
+          "highly",
+          "competitive",
+          "industry",
+          "Stockholder",
+          "feedback",
+          "desire",
+          "simplicity",
+          "program",
+          "transparency",
+          "performance",
+          "metrics",
+          "An",
+          "NEO",
+          "past",
+          "anticipated",
+          "future",
+          "contributions",
+          "Our",
+          "financial",
+          "forecasted",
+          "results",
+          "prior",
+          "resulting",
+          "impact",
+          "executives",
+          "Changes",
+          "scale",
+          "complexity",
+          "business",
+          "Each",
+          "current",
+          "total",
+          "scope",
+          "department",
+          "function",
+          "manages",
+          "unvested",
+          "equity",
+          "Internal",
+          "relative",
+          "similarly",
+          "situated",
+          "CEO",
+          "recommendations",
+          "including",
+          "understanding",
+          "capabilities",
+          "independent",
+          "judgment",
+          "philosophy",
+          "opportunity",
+          "percentage",
+          "risk",
+          "increase",
+          "responsibility",
+          "cost",
+          "growth",
+          "maintain",
+          "responsible",
+          "structure",
+          "programs"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "ead69b71-f8d2-5e35-b74c-42843b9ddcf4",
+      "type": "text",
+      "content": "",
+      "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Compensation Discussion and Analysis/Fiscal 2026 Compensation Actions and Achievements",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "881ab9a6-6bfe-55ea-8e44-d72577f631d4",
+      "type": "text",
+      "content": "We value stockholder feedback and conduct an annual outreach program. In Fall 2024, in preparation for Fiscal 2026 compensation decisions, we contacted our top institutional stockholders representing an aggregate ownership of 31% of our shares. Management and the Board, including our Lead Director, met with stockholders holding 30% of our shares to discuss a wide range of topics including executive compensation. Stockholders provided positive feedback on our linkage of pay and performance and shared their views on multi-year performance goals and long equity vesting terms.\nIn response to this feedback and considering our 92% say-on-pay approval rate for Fiscal 2024 NEO compensation, our CC maintained generally the same elements and performance-based metrics for Fiscal 2026, but (i) increased target equity opportunities for all NEOs to recognize the complexity and scope of their roles and responsibilities, (ii) by increasing target equity opportunities, aligned total target pay for all NEOs other than our CEO to reflect their comparable, significant contributions and impact on corporate performance, and (iii) increased the rigor of the Company's performance-based executive pay opportunities by referencing our record Fiscal 2025 results and Fiscal 2025 Stretch Compensation Plan goals in setting Fiscal 2026 Base Compensation Plan goals to further motivate our NEOs. Our CC believed that structuring performance-based components of our executive pay program solely around NVIDIA's financial performance goals continued to align management's incentives with stockholder interests.",
+      "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Compensation Discussion and Analysis/Fiscal 2026 Compensation Actions and Achievements/Stockholder Outreach and Feedback",
+      "metadata": {
+        "length": 1597,
+        "summary": "NVIDIA conducted an annual outreach program in Fall 2024, contacting top institutional stockholders representing 31% of shares. Management and the Board met with holders of 30% of shares to discuss executive compensation, receiving positive feedback on pay-for-performance linkage. With a 92% say-on-pay approval rate, the Compensation Committee maintained similar elements for Fiscal 2026 but increased target equity opportunities for all NEOs to reflect role complexity, aligned total target pay for non-CEO NEOs based on contributions, and increased rigor by referencing record Fiscal 2025 results and stretch goals. Performance-based pay remains tied solely to NVIDIA's financial performance to align management incentives with stockholder interests.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "We",
+          "stockholder",
+          "feedback",
+          "conduct",
+          "annual",
+          "outreach",
+          "program",
+          "In",
+          "Fall",
+          "2024",
+          "preparation",
+          "Fiscal",
+          "2026",
+          "compensation",
+          "decisions",
+          "contacted",
+          "top",
+          "institutional",
+          "stockholders",
+          "representing",
+          "aggregate",
+          "ownership",
+          "31%",
+          "shares",
+          "Management",
+          "Board",
+          "including",
+          "Lead",
+          "Director",
+          "met",
+          "holding",
+          "30%",
+          "discuss",
+          "wide",
+          "range",
+          "topics",
+          "executive",
+          "Stockholders",
+          "provided",
+          "positive",
+          "linkage",
+          "pay",
+          "performance",
+          "shared",
+          "views",
+          "multi",
+          "year",
+          "goals",
+          "long",
+          "equity",
+          "vesting",
+          "terms",
+          "response",
+          "92%",
+          "approval",
+          "rate",
+          "NEO",
+          "CC",
+          "maintained",
+          "generally",
+          "elements",
+          "based",
+          "metrics",
+          "increased",
+          "target",
+          "opportunities",
+          "NEOs",
+          "recognize",
+          "complexity",
+          "scope",
+          "roles",
+          "responsibilities",
+          "ii",
+          "increasing",
+          "aligned",
+          "total",
+          "CEO",
+          "reflect",
+          "comparable",
+          "significant",
+          "contributions",
+          "impact",
+          "corporate",
+          "iii",
+          "rigor",
+          "Company",
+          "referencing",
+          "record",
+          "2025",
+          "results",
+          "Stretch",
+          "Compensation",
+          "Plan",
+          "setting",
+          "Base",
+          "motivate",
+          "Our",
+          "believed",
+          "structuring",
+          "components",
+          "solely",
+          "NVIDIA",
+          "financial",
+          "continued",
+          "align",
+          "management",
+          "incentives",
+          "interests"
+        ],
+        "keywords": [
+          "executive compensation",
+          "stockholder feedback",
+          "performance goals"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "dbe76243-0eca-5e79-a793-d072d86200fa",
+      "type": "text",
+      "content": "In setting Fiscal 2026 compensation, our CC reviewed each NEO's total target pay opportunity and distribution across multiple pay elements. Our CC compared Mr. Huang's base salary, target variable cash opportunity, target total cash opportunity, target equity opportunity, and total target pay opportunity against chief executives at peer companies. For our other NEOs, Mr. Huang reviewed their total target pay against similarly situated executives at peer companies where the data was available from the Radford Survey, considering internal pay equity, individual performance, unvested equity levels, and the increasing complexity of their roles. These factors informed Mr. Huang's recommendations to the CC. The CC also considered the factors outlined in Factors Used in Determining Executive Compensation and its compensation objectives for Fiscal 2026. Rather than applying a formula or assigning specific weights to each factor, our CC used its judgment and experience to set total target compensation, the mix of cash and equity, and fixed and at-risk pay opportunities for each NEO. When setting pay elements, the CC evaluated them in the context of the levels of the other pay elements and total target pay to ensure alignment with program objectives. The CC established amounts and designed a structure to reward NEOs with above-market value from equity awards and variable cash incentives only upon exceptional corporate performance.",
+      "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Compensation Discussion and Analysis/Fiscal 2026 Compensation Actions and Achievements/Total Target Compensation Approach",
+      "metadata": {
+        "length": 1444,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "In",
+          "setting",
+          "Fiscal",
+          "2026",
+          "compensation",
+          "CC",
+          "reviewed",
+          "NEO",
+          "total",
+          "target",
+          "pay",
+          "opportunity",
+          "distribution",
+          "multiple",
+          "elements",
+          "Our",
+          "compared",
+          "Mr",
+          "Huang",
+          "base",
+          "salary",
+          "variable",
+          "cash",
+          "equity",
+          "chief",
+          "executives",
+          "peer",
+          "companies",
+          "For",
+          "NEOs",
+          "similarly",
+          "situated",
+          "data",
+          "Radford",
+          "Survey",
+          "internal",
+          "individual",
+          "performance",
+          "unvested",
+          "levels",
+          "increasing",
+          "complexity",
+          "roles",
+          "These",
+          "factors",
+          "informed",
+          "recommendations",
+          "The",
+          "considered",
+          "outlined",
+          "Factors",
+          "Used",
+          "Determining",
+          "Executive",
+          "Compensation",
+          "objectives",
+          "Rather",
+          "applying",
+          "formula",
+          "assigning",
+          "specific",
+          "weights",
+          "factor",
+          "judgment",
+          "experience",
+          "set",
+          "mix",
+          "fixed",
+          "risk",
+          "opportunities",
+          "When",
+          "evaluated",
+          "context",
+          "ensure",
+          "alignment",
+          "program",
+          "established",
+          "amounts",
+          "designed",
+          "structure",
+          "reward",
+          "market",
+          "awards",
+          "incentives",
+          "exceptional",
+          "corporate"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "63604d78-7ff9-5fa3-9cbe-90d5919a7839",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"2\"></td><td>Fixed Compensation</td><td colspan=\"4\">At-Risk Compensation</td></tr><tr><td>Base Salary</td><td>Variable Cash</td><td>SY PSUs</td><td>MY PSUs</td><td>RSUs (1)</td></tr><tr><td>Form</td><td>Cash</td><td>Cash</td><td>Equity</td><td>Equity</td><td>Equity</td></tr><tr><td>Who Receives</td><td>NEOs</td><td>NEOs</td><td>NEOs</td><td>NEOs</td><td>NEOs (except our CEO, whose equity awards are solely PSUs)</td></tr><tr><td>Performance Measure</td><td>N/A</td><td>Revenue (determines cash payout)</td><td>Non-GAAP Operating Income (determines number of shares eligible to vest)</td><td>TSR relative to the S&amp;P 500 (determines number of shares eligible to vest)</td><td>N/A</td></tr><tr><td>Performance Period</td><td>N/A</td><td>1 year</td><td>1 year</td><td>3 years</td><td>N/A</td></tr><tr><td>Vesting Period</td><td>N/A</td><td>N/A</td><td>4 years from grant</td><td>3 years from grant</td><td>4 years from grant</td></tr><tr><td>Vesting Terms</td><td>N/A</td><td>N/A</td><td>If at least Threshold goal achieved, 25% on approximately the 1-year anniversary of the grant date; 6.25% quarterly thereafter</td><td>If at least Threshold goal achieved, 100% on approximately the 3-year anniversary of the grant period</td><td>6.25% vests quarterly from the grant date (2)</td></tr><tr><td>Timeframe Emphasized</td><td>Annual</td><td>Annual</td><td>Long-term</td><td>Long-term</td><td>Long-term</td></tr><tr><td>Purpose</td><td>Compensate for expected day-to-day performance</td><td>Reward for annual corporate financial performance</td><td>Align with stockholder interests by linking NEO pay to annual operational performance and ongoing stock price performance during the vesting period</td><td>Align with long-term stockholder interests by linking NEO pay to multi-year relative shareholder return and ongoing stock price performance during the vesting period</td><td>Align with stockholder interests by linking NEO pay to ongoing stock price performance</td></tr><tr><td>Maximum Amount That Can Be Earned</td><td>N/A</td><td>200% of target opportunity under our Variable Cash Plan</td><td>150% of Mr. Huang&#x27;s SY PSU target opportunity and 200% of our other NEOs&#x27; respective SY PSU target opportunityUltimate value delivered depends on stock price on date earned shares vest</td><td>150% of Mr. Huang&#x27;s MY PSU target opportunity and 200% of our other NEOs&#x27; respective MY PSU target opportunityUltimate value delivered depends on stock price on date earned shares vest</td><td>100% of grantUltimate value delivered depends on stock price on date shares vest</td></tr></table>",
+      "path": "tables/table-34 NEO Compensation.html",
+      "metadata": {
+        "length": 2629,
+        "summary": "table-35\nTable details NEO compensation components: fixed base salary, variable cash, and equity (PSUs, RSUs) with performance measures, vesting periods, and maximum earning potentials.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-34 NEO Compensation.html",
+        "keywords": [
+          "Compensation",
+          "Equity",
+          "Performance"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "9b27598d-f855-512f-82dc-dd7f5450e114",
+      "type": "text",
+      "content": "The primary components of NVIDIA's Fiscal 2026 executive compensation program are summarized below:\n\n[tables/table-34 NEO Compensation.html]\n\n(1) Our CC considers RSUs to be at-risk pay because the realized value depends on our stock price, a financial performance measure.\n(2) Reflects vesting schedule for annual RSU grants.\nOur NEOs have insurance benefits and are eligible to participate in our ESPP and 401(k) plan on the same basis as our other employees. We also provide a limited set of perquisites to our NEOs from time to time. See Other Compensation and Benefits below for more information.",
+      "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Compensation Discussion and Analysis/Fiscal 2026 Compensation Actions and Achievements/Components of Pay",
+      "metadata": {
+        "length": 624,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "The",
+          "primary",
+          "components",
+          "NVIDIA",
+          "Fiscal",
+          "2026",
+          "executive",
+          "compensation",
+          "program",
+          "summarized",
+          "Our",
+          "CC",
+          "considers",
+          "RSUs",
+          "risk",
+          "pay",
+          "realized",
+          "depends",
+          "stock",
+          "price",
+          "financial",
+          "performance",
+          "measure",
+          "Reflects",
+          "vesting",
+          "schedule",
+          "annual",
+          "RSU",
+          "grants",
+          "NEOs",
+          "insurance",
+          "benefits",
+          "eligible",
+          "participate",
+          "ESPP",
+          "401",
+          "plan",
+          "basis",
+          "employees",
+          "We",
+          "provide",
+          "limited",
+          "set",
+          "perquisites",
+          "time",
+          "See",
+          "Other",
+          "Compensation",
+          "Benefits",
+          "information"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "63604d78-7ff9-5fa3-9cbe-90d5919a7839",
+            "relation": "embeds",
+            "ref": "[tables/table-34 NEO Compensation.html]",
+            "position": {
+              "start": 101,
+              "end": 140
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "f990ed93-72da-53ff-a06b-bcd6863f7b05",
+      "type": "text",
+      "content": "For Fiscal 2026, the CC decided that cash compensation for all NEOs would remain constant with Fiscal 2025 levels and that the largest portion of NEOs' total target pay would remain in the form of at-risk equity. The CC believes an emphasis on long-term, at-risk opportunities drives results and increases NEO and stockholder alignment, while providing sufficient annual cash compensation to be competitive and retain our NEOs. PSUs and RSUs provide long-term incentives and retention benefits as PSUs require achieving predetermined performance goals, and both PSUs and RSUs are subject to meaningful service-based vesting requirements (3 years for MY PSUs and 4 years for SY PSUs and RSUs).\nGiven Mr. Huang's position as CEO, to even more tightly align his interests with stockholders, the CC determined that $100\\%$ of his equity grants should be at-risk and performance-based. Consistent with prior years, the CC split Mr. Huang's target equity opportunity evenly between SY PSUs (aligned with our annual corporate financial performance) and MY PSUs (aligned with our 3-year relative shareholder return).\nFor other NEOs, the CC maintained a proportional equity mix and granted 50% of the target equity opportunity as RSUs and 50% as PSUs, with the PSU portion evenly split between SY PSUs and MY PSUs. The CC determined this structure balanced performance over short- and long-time horizons while providing a meaningful amount of time-vesting RSUs as a retention benefit.",
+      "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Compensation Discussion and Analysis/Fiscal 2026 Compensation Actions and Achievements/Components of Pay/Pay Mix Considerations",
+      "metadata": {
+        "length": 1475,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "For",
+          "Fiscal",
+          "2026",
+          "CC",
+          "decided",
+          "cash",
+          "compensation",
+          "NEOs",
+          "remain",
+          "constant",
+          "2025",
+          "levels",
+          "largest",
+          "portion",
+          "total",
+          "target",
+          "pay",
+          "form",
+          "risk",
+          "equity",
+          "The",
+          "believes",
+          "emphasis",
+          "long",
+          "term",
+          "opportunities",
+          "drives",
+          "results",
+          "increases",
+          "NEO",
+          "stockholder",
+          "alignment",
+          "providing",
+          "sufficient",
+          "annual",
+          "competitive",
+          "retain",
+          "PSUs",
+          "RSUs",
+          "provide",
+          "incentives",
+          "retention",
+          "benefits",
+          "require",
+          "achieving",
+          "predetermined",
+          "performance",
+          "goals",
+          "subject",
+          "meaningful",
+          "service",
+          "based",
+          "vesting",
+          "requirements",
+          "years",
+          "MY",
+          "SY",
+          "Given",
+          "Mr",
+          "Huang",
+          "position",
+          "CEO",
+          "tightly",
+          "align",
+          "interests",
+          "stockholders",
+          "determined",
+          "100",
+          "grants",
+          "Consistent",
+          "prior",
+          "split",
+          "opportunity",
+          "evenly",
+          "aligned",
+          "corporate",
+          "financial",
+          "year",
+          "relative",
+          "shareholder",
+          "return",
+          "maintained",
+          "proportional",
+          "mix",
+          "granted",
+          "50%",
+          "PSU",
+          "structure",
+          "balanced",
+          "short",
+          "time",
+          "horizons",
+          "amount",
+          "benefit"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "932f05c4-b413-5e96-82b3-d9f6563c0be9",
+      "type": "text",
+      "content": "For Fiscal 2026, the CC decided that increases to each NEO's total target pay were appropriate in light of the scope and complexity of their roles and responsibilities.\nThe CC raised Mr. Huang's total target pay by \\$3.5 million, or 11%, to \\$35.5 million, all in the form of equity, to align more closely with the median of the updated group of peer company CEOs. The CC split the target equity increase evenly between SY PSUs and MY PSUs to balance short- and long-term performance-based awards.\nFor other NEOs, the CC decided, on Mr. Huang's recommendation, to align their total target pay to \\$16 million each, to reflect their comparable, significant contributions and impact on corporate performance, by increasing target equity opportunities by \\$1 to \\$2.5 million. For these NEOs, where peer data was available, the increases resulted in their total compensation approximating the 65th percentile of their respective peers.",
+      "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Compensation Discussion and Analysis/Fiscal 2026 Compensation Actions and Achievements/Components of Pay/Setting Executive Compensation Values",
+      "metadata": {
+        "length": 932,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "For",
+          "Fiscal",
+          "2026",
+          "CC",
+          "decided",
+          "increases",
+          "NEO",
+          "total",
+          "target",
+          "pay",
+          "light",
+          "scope",
+          "complexity",
+          "roles",
+          "responsibilities",
+          "The",
+          "raised",
+          "Mr",
+          "Huang",
+          "3.5",
+          "million",
+          "11%",
+          "35.5",
+          "form",
+          "equity",
+          "align",
+          "closely",
+          "median",
+          "updated",
+          "group",
+          "peer",
+          "company",
+          "CEOs",
+          "split",
+          "increase",
+          "evenly",
+          "SY",
+          "PSUs",
+          "MY",
+          "balance",
+          "short",
+          "long",
+          "term",
+          "performance",
+          "based",
+          "awards",
+          "NEOs",
+          "recommendation",
+          "16",
+          "reflect",
+          "comparable",
+          "significant",
+          "contributions",
+          "impact",
+          "corporate",
+          "increasing",
+          "opportunities",
+          "2.5",
+          "data",
+          "resulted",
+          "compensation",
+          "approximating",
+          "65th",
+          "percentile",
+          "respective",
+          "peers"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "b44a05f8-0d6d-5e4e-b310-9ffcba0e4e4c",
+      "type": "text",
+      "content": "To determine the actual number of RSUs and target numbers of SY PSUs and MY PSUs awarded to our NEOs, the CC divided the value of the target equity they intended to deliver at grant by the 30-calendar day trailing average closing price of our common stock ending on the last day of the calendar month prior to the date of grant. They used this methodology instead of calculating the number of shares of common stock subject to each award based on the stock price on the grant date to smooth the effects of possible market volatility. The CC understands that using a historical average stock price can cause the ASC 718 grant date value of an award, as required to be reported in the Summary Compensation Table and Grants of Plan-Based Awards Table, to be different than the intended value of the target equity opportunity. The CC considered various approaches to granting awards and determined the process described above was appropriate.\nThe target number of SY PSUs would become eligible to vest if the Company achieved Fiscal 2026 Non-GAAP Operating Income at Base Compensation Plan. If the Company achieved Fiscal 2026 Non-GAAP Operating Income at Stretch Compensation Plan or more, the maximum SY PSUs eligible to vest would be capped at 150% of Mr. Huang's SY PSU target equity opportunity and at 200% for other NEOs. If the Company achieved Fiscal 2026 Non-GAAP Operating Income at Threshold, the minimum SY PSUs eligible to vest would be 50% of each NEO's SY PSU target equity opportunity.\nThe target number of MY PSUs would become eligible to vest if the Company achieved TSR relative to the S&P 500 from the start of Fiscal 2026 to the end of Fiscal 2028, or the 3-Year Relative TSR, at Base Compensation Plan. If the Company achieved 3-Year Relative TSR at Stretch Compensation Plan or more, the maximum MY PSUs eligible to vest would be capped at $150\\%$ of Mr. Huang's MY PSU target equity opportunity and at $200\\%$ for other NEOs. If the Company achieved 3-Year Relative TSR at Threshold, the minimum MY PSUs eligible to vest would be $25\\%$ of each NEO's MY PSU target equity opportunity.\nThe CC capped the payout for Mr. Huang's SY PSUs and MY PSUs at $150\\%$ of his target equity awards instead of $200\\%$ that applied to other NEOs because all of his Fiscal 2026 equity compensation was performance-based. With these caps, Mr. Huang would have the same total upside potential on his equity awards as the other NEOs. However, the other NEOs had $50\\%$ of their total equity awards granted as RSUs that vest based solely on continued service and therefore did not provide the same upside potential.\nNo PSUs would be eligible to vest if the applicable Threshold performance level was not achieved. Any PSUs determined to be unearned would be cancelled.",
+      "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Compensation Discussion and Analysis/Fiscal 2026 Compensation Actions and Achievements/Components of Pay/Determining Equity Award Amounts",
+      "metadata": {
+        "length": 2768,
+        "summary": "The Compensation Committee determines RSU, SY PSU, and MY PSU awards for NEOs using a 30-day average stock price to mitigate volatility. SY PSUs vest based on Fiscal 2026 Non-GAAP Operating Income, with caps at 150% for Mr. Huang and 200% for others, and a minimum of 50% at Threshold. MY PSUs vest based on 3-Year Relative TSR vs S&P 500, with caps of 150% for Mr. Huang and 200% for others, and a minimum of 25% at Threshold. Mr. Huang's lower cap is due to all his equity being performance-based, while others have 50% in service-based RSUs. No PSUs vest if Threshold is not met.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "To",
+          "determine",
+          "actual",
+          "number",
+          "RSUs",
+          "target",
+          "numbers",
+          "SY",
+          "PSUs",
+          "MY",
+          "awarded",
+          "NEOs",
+          "CC",
+          "divided",
+          "equity",
+          "intended",
+          "deliver",
+          "grant",
+          "30",
+          "calendar",
+          "day",
+          "trailing",
+          "average",
+          "closing",
+          "price",
+          "common",
+          "stock",
+          "ending",
+          "month",
+          "prior",
+          "date",
+          "They",
+          "methodology",
+          "calculating",
+          "shares",
+          "subject",
+          "award",
+          "based",
+          "smooth",
+          "effects",
+          "market",
+          "volatility",
+          "The",
+          "understands",
+          "historical",
+          "ASC",
+          "718",
+          "required",
+          "reported",
+          "Summary",
+          "Compensation",
+          "Table",
+          "Grants",
+          "Plan",
+          "Based",
+          "Awards",
+          "opportunity",
+          "considered",
+          "approaches",
+          "granting",
+          "awards",
+          "determined",
+          "process",
+          "eligible",
+          "vest",
+          "Company",
+          "achieved",
+          "Fiscal",
+          "2026",
+          "Non",
+          "GAAP",
+          "Operating",
+          "Income",
+          "Base",
+          "If",
+          "Stretch",
+          "maximum",
+          "capped",
+          "150%",
+          "Mr",
+          "Huang",
+          "PSU",
+          "200%",
+          "Threshold",
+          "minimum",
+          "50%",
+          "NEO",
+          "TSR",
+          "relative",
+          "500",
+          "start",
+          "end",
+          "2028",
+          "Year",
+          "Relative",
+          "150",
+          "200",
+          "25",
+          "payout",
+          "applied",
+          "compensation",
+          "performance",
+          "With",
+          "caps",
+          "total",
+          "upside",
+          "potential",
+          "However",
+          "50",
+          "granted",
+          "solely",
+          "continued",
+          "service",
+          "provide",
+          "No",
+          "applicable",
+          "level",
+          "Any",
+          "unearned",
+          "cancelled"
+        ],
+        "keywords": [
+          "RSU",
+          "PSU",
+          "Performance Vesting"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "64e1f819-5c66-56dd-b3a9-0f1fee075fed",
+      "type": "table",
+      "content": "<table><tr><td></td><td>Variable Cash Plan</td><td>SY PSUs</td><td>MY PSUs</td></tr><tr><td>Metric</td><td>Revenue</td><td>Non-GAAP Operating Income</td><td>TSR relative to the S&amp;P 500</td></tr><tr><td>Timeframe</td><td>1 year</td><td>1 year</td><td>3 years</td></tr><tr><td rowspan=\"3\">CC&#x27;s Rationale for Metric</td><td>Drives value, contributes to Company&#x27;s long-term success</td><td>Drives value, contributes to Company&#x27;s long-term success</td><td>Aligns directly with long-term shareholder value creation</td></tr><tr><td>Focuses on growth in new and existing markets</td><td>Reflects our annual revenue generation and effective operating expense management</td><td>Provides comparison of our stock price performance, including dividends, against a capital market index in which we compete</td></tr><tr><td>Distinct, separate metric from Non-GAAP Operating Income</td><td>Distinct, separate metrics from revenue</td><td>Relative performance goal accounts for macroeconomic factors impacting the market</td></tr></table>",
+      "path": "tables/table-35 Compensation Plans.html",
+      "metadata": {
+        "length": 1042,
+        "summary": "table-36\nThe table outlines three compensation plans: Variable Cash Plan (1-year Revenue metric), SY PSUs (1-year Non-GAAP Operating Income), and MY PSUs (3-year TSR relative to S&P 500). Rationale focuses on driving value, growth, and shareholder alignment.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-35 Compensation Plans.html",
+        "keywords": [
+          "Variable Cash",
+          "PSUs",
+          "Metrics"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "75b8c382-b8d4-5ed8-8a25-8143cfd14c37",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"2\"></td><td colspan=\"2\">Variable Cash Plan</td><td colspan=\"2\">SY PSUs</td><td colspan=\"2\">MY PSUs</td></tr><tr><td>Fiscal 2026 Revenue</td><td>Payout as a % of Target Opportunity (1)</td><td>Fiscal 2026 Non-GAAP Operating Income (2)</td><td>Shares Eligible to Vest as a % of Target Opportunity (1)</td><td>Fiscal 2026 to 2028 3-Year Relative TSR (3)</td><td>Shares Eligible to Vest as a % of Target Opportunity (1)</td></tr><tr><td>Threshold</td><td>$100.0 billion</td><td>50%</td><td>$46.0 billion</td><td>50%</td><td>25th percentile</td><td>25%</td></tr><tr><td>Base Compensation Plan</td><td>$130.0 billion</td><td>100%</td><td>$71.0 billion</td><td>100%</td><td>50th percentile</td><td>100%</td></tr><tr><td>Stretch Compensation Plan</td><td>$160.0 billion (4)</td><td>200%</td><td>$96.0 billion (4)</td><td>CEO 150% Other NEOs 200%</td><td>75th percentile</td><td>CEO 150% Other NEOs 200%</td></tr></table>",
+      "path": "tables/table-36 Compensation Plan.html",
+      "metadata": {
+        "length": 936,
+        "summary": "table-37\nTable shows Variable Cash Plan and PSUs with Threshold, Base, and Stretch targets for Fiscal 2026 Revenue, Non-GAAP Operating Income, and 3-Year Relative TSR.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-36 Compensation Plan.html",
+        "keywords": [
+          "Variable Cash",
+          "PSUs",
+          "TSR"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "733bbe60-7812-5ce8-9015-d913da54952d",
+      "type": "text",
+      "content": "In March 2025, when making decisions regarding Fiscal 2026 executive compensation, the CC intended for performance goals to be rigorous, uncertain, and set at levels that would motivate our NEOs. As a result, the CC set the Base Compensation Plan revenue goal for the Fiscal 2026 Variable Cash Plan in line with our record Fiscal 2025 results and the Base Compensation Plan Non-GAAP Operating Income goal for SY PSUs granted in Fiscal 2026 in line with our corresponding Fiscal 2025 Stretch Compensation Plan goal.\nThe CC also considered the impact of potential regulatory actions, outside of management's control, on the Company's Fiscal 2026 performance. As a result, the CC approved Stretch Compensation Plans for Fiscal 2026 revenue of \\$190.0 billion and for Fiscal 2026 Non-GAAP Operating Income of \\$120.0 billion, which significantly exceeded record Fiscal 2025 results and Fiscal 2025 Stretch Compensation Plan goals. However, at the time it set the Fiscal 2026 performance goals, the CC also provided that the revenue and Non-GAAP Operating Income Stretch Compensation Plan goals would automatically be reduced to \\$160.0 billion and \\$96.0 billion, respectively, to the extent that additional export control restrictions were subsequently imposed on the Company's H2O products within the first half of Fiscal 2026. The CC adopted this framework to preserve the alignment between executive compensation and Company performance in the event of significant regulatory developments that could impact our financial results.\nIn April 2025, the U.S. government informed NVIDIA that a license would be required for exports of H2O products into the China market. Accordingly, the Fiscal 2026 Stretch Compensation Plan goals for revenue and Non-GAAP Operating Income were automatically adjusted.\nFiscal 2026 performance metrics and goals for NEO pay were as set forth below:\nPERFORMANCE METRICS\n\n[tables/table-35 Compensation Plans.html]\n\nPERFORMANCE GOALS\n\n[tables/table-36 Compensation Plan.html]\n\n(1) For achievement between Threshold and Base Compensation Plan, or alternatively between Base Compensation Plan and Stretch Compensation Plan, payouts would be determined using straight-line interpolation. Achievement less than Threshold would result in no payout, and achievement exceeding Stretch Compensation Plan would result in the capped maximum payout.\n(2) See Reconciliation of Non-GAAP Financial Measures below for a reconciliation between the non-GAAP financial measures and GAAP results.\n(3) MY PSUs granted in Fiscal 2026 cover the Fiscal 2026 to Fiscal 2028 performance period. MY PSUs covering the Fiscal 2024 to Fiscal 2026 performance period were granted in Fiscal 2024 and consist of the same performance goal structure and payout opportunities.\n(4) Our original Fiscal 2026 Stretch Compensation Plan revenue goal of \\$190.0 billion was automatically adjusted to \\$160.0 billion, and our original Fiscal 2026 Stretch Compensation Plan Non-GAAP Operating Income goal of \\$120.0 billion was automatically adjusted to \\$96.0 billion, due to the imposition of additional export controls on the Company's H2O products during the first half of Fiscal 2026.\nEach of the performance goal levels described above were set by the CC with the following objectives:\n- Threshold was uncertain, but attainable and high enough to create value; represented an appropriately decelerated payout for performance below Base Compensation Plan.\n- Base Compensation Plan was uncertain, but attainable with significant effort and execution success; included budgeted investments in future businesses and revenue growth considering macroeconomic conditions and reasonable but challenging growth estimates for ongoing and new businesses.\n\\- Stretch Compensation Plan required exceptional achievement; only possible with strong market factors and a very high level of management execution and corporate performance; for Fiscal 2026, included an automatic adjustment in the event of additional export controls on the Company's H2O products in the first half of the fiscal year to preserve the alignment between executive compensation and Company performance in the event of significant regulatory developments outside of management's control.",
+      "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Compensation Discussion and Analysis/Fiscal 2026 Compensation Actions and Achievements/Performance Metrics and Goals for Executive Compensation",
+      "metadata": {
+        "length": 4266,
+        "summary": "In March 2025, the Compensation Committee (CC) set rigorous Fiscal 2026 performance goals for executive compensation, aligning revenue and Non-GAAP Operating Income targets with record Fiscal 2025 results. Stretch goals were set at $190 billion revenue and $120 billion Non-GAAP Operating Income, but with an automatic reduction to $160 billion and $96 billion if additional export controls on H2O products were imposed in the first half of Fiscal 2026. In April 2025, after the U.S. government required a license for H2O exports to China, the goals were automatically adjusted. The CC designed Threshold, Base, and Stretch goals to be uncertain, challenging, and aligned with company performance, with straight-line interpolation for payouts between levels and no payout below Threshold.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "In",
+          "March",
+          "2025",
+          "making",
+          "decisions",
+          "Fiscal",
+          "2026",
+          "executive",
+          "compensation",
+          "CC",
+          "intended",
+          "performance",
+          "goals",
+          "rigorous",
+          "uncertain",
+          "set",
+          "levels",
+          "motivate",
+          "NEOs",
+          "As",
+          "result",
+          "Base",
+          "Compensation",
+          "Plan",
+          "revenue",
+          "goal",
+          "Variable",
+          "Cash",
+          "line",
+          "record",
+          "results",
+          "Non",
+          "GAAP",
+          "Operating",
+          "Income",
+          "SY",
+          "PSUs",
+          "granted",
+          "Stretch",
+          "The",
+          "considered",
+          "impact",
+          "potential",
+          "regulatory",
+          "actions",
+          "management",
+          "control",
+          "Company",
+          "approved",
+          "Plans",
+          "190.0",
+          "billion",
+          "120.0",
+          "significantly",
+          "exceeded",
+          "However",
+          "time",
+          "provided",
+          "automatically",
+          "reduced",
+          "160.0",
+          "96.0",
+          "extent",
+          "additional",
+          "export",
+          "restrictions",
+          "subsequently",
+          "imposed",
+          "H2O",
+          "products",
+          "half",
+          "adopted",
+          "framework",
+          "preserve",
+          "alignment",
+          "event",
+          "significant",
+          "developments",
+          "financial",
+          "April",
+          "government",
+          "informed",
+          "NVIDIA",
+          "license",
+          "required",
+          "exports",
+          "China",
+          "market",
+          "Accordingly",
+          "adjusted",
+          "metrics",
+          "NEO",
+          "pay",
+          "PERFORMANCE",
+          "METRICS",
+          "GOALS",
+          "For",
+          "achievement",
+          "Threshold",
+          "alternatively",
+          "payouts",
+          "determined",
+          "straight",
+          "interpolation",
+          "Achievement",
+          "payout",
+          "exceeding",
+          "capped",
+          "maximum",
+          "See",
+          "Reconciliation",
+          "Financial",
+          "Measures",
+          "reconciliation",
+          "measures",
+          "MY",
+          "cover",
+          "2028",
+          "period",
+          "covering",
+          "2024",
+          "consist",
+          "structure",
+          "opportunities",
+          "Our",
+          "original",
+          "due",
+          "imposition",
+          "controls",
+          "Each",
+          "objectives",
+          "attainable",
+          "high",
+          "create",
+          "represented",
+          "appropriately",
+          "decelerated",
+          "effort",
+          "execution",
+          "success",
+          "included",
+          "budgeted",
+          "investments",
+          "future",
+          "businesses",
+          "growth",
+          "macroeconomic",
+          "conditions",
+          "reasonable",
+          "challenging",
+          "estimates",
+          "ongoing",
+          "exceptional",
+          "strong",
+          "factors",
+          "level",
+          "corporate",
+          "automatic",
+          "adjustment",
+          "fiscal",
+          "year"
+        ],
+        "keywords": [
+          "executive compensation",
+          "performance goals",
+          "export controls"
+        ],
+        "connect_to": [
+          {
+            "target": "64e1f819-5c66-56dd-b3a9-0f1fee075fed",
+            "relation": "embeds",
+            "ref": "[tables/table-35 Compensation Plans.html]",
+            "position": {
+              "start": 1897,
+              "end": 1938
+            }
+          },
+          {
+            "target": "75b8c382-b8d4-5ed8-8a25-8143cfd14c37",
+            "relation": "embeds",
+            "ref": "[tables/table-36 Compensation Plan.html]",
+            "position": {
+              "start": 1959,
+              "end": 1999
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "1175208d-63ff-57e9-961f-31cdd9409319",
+      "type": "table",
+      "content": "<table><tr><td colspan=\"4\">PERFORMANCE ACHIEVEMENT AND PAYOUTS</td></tr><tr><td></td><td>Variable Cash Plan</td><td>SY PSUs</td><td>MY PSUs (1)</td></tr><tr><td>Performance Achievement for Period Ended Fiscal 2026 (2)</td><td>$215.9 billion revenue</td><td>$137.3 billion Non-GAAP Operating Income (3)</td><td>100th percentile 3-year TSR relative to S&amp;P 500 (1,055%)</td></tr><tr><td>Payout as % of Target Opportunity</td><td>200%</td><td>CEO 150% Other NEOs 200% (4)</td><td>CEO 150% Other NEOs 200% (5)</td></tr></table>",
+      "path": "tables/table-37 Performance Payouts.html",
+      "metadata": {
+        "length": 526,
+        "summary": "table-38\nTable shows performance achievement for Fiscal 2026: $215.9B revenue, $137.3B Non-GAAP Operating Income, 100th percentile 3-year TSR. Payouts range from 150% to 200% of target.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-37 Performance Payouts.html",
+        "keywords": [
+          "Performance Achievement",
+          "Payouts",
+          "PSUs"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "845a3b9a-42b6-5631-ae48-837793ed3340",
+      "type": "text",
+      "content": "As a result of record performance on strength across all market platforms, led by Data Center demand for our Blackwell architecture and across a diverse and expanding set of customers including cloud providers, hyperscalers, AI model makers, enterprises, startups and sovereigns, revenue and Non-GAAP Operating Income for Fiscal 2026 exceeded their respective Stretch Compensation Plan goals, even when compared to the original Stretch Compensation Plan goals prior to the automatic adjustments described above. Our Fiscal 2024 to Fiscal 2026 3-year TSR relative to the S&P 500 also exceeded its Stretch Compensation Plan goal.\nIn March 2026, the CC certified the Company's performance achievement with the following payouts:\n\n[tables/table-37 Performance Payouts.html]\n\n(1) Represents performance achievement and payout of MY PSUs granted in Fiscal 2024, with a performance period measured from the start of Fiscal 2024 to the end of Fiscal 2026.\n(2) Revenue is GAAP revenue, as the Company reports in its SEC filings. Non-GAAP Operating Income is GAAP operating income, as the Company reports in its SEC filings, excluding stock-based compensation expense, acquisition-related and other costs, and other. Consistent with prior years, 3-year TSR for purposes of the MY PSUs represents cumulative stock price appreciation, with dividends reinvested, and is measured based on the average closing stock price for the 60 trading days preceding the start, and preceding and including the last day, of the 3-year performance period. This averaging period mitigates the impact of one-day or short-term stock price fluctuations at the beginning or end of the performance period.\n(3) See Reconciliation of Non-GAAP Financial Measures below for a reconciliation between the non-GAAP financial measures and GAAP results.\n(4) 25% of the eligible SY PSUs vested on March 18, 2026, approximately one year after grant, and 6.25% will vest every quarter thereafter for the next three years subject to the NEO's continued service to the Company.\n(5) 100% of the eligible MY PSUs granted in Fiscal 2024 vested on March 18, 2026.\nAchievement of goals for MY PSUs granted during Fiscal 2025 and Fiscal 2026 will be determined after the applicable performance periods conclude in January 2027 and January 2028, respectively.",
+      "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Compensation Discussion and Analysis/Fiscal 2026 Compensation Actions and Achievements/Fiscal 2026 Performance Achievement",
+      "metadata": {
+        "length": 2308,
+        "summary": "The company achieved record performance across all market platforms, driven by Data Center demand for Blackwell architecture and diverse customers. Revenue and Non-GAAP Operating Income for Fiscal 2026 exceeded Stretch Compensation Plan goals, as did the 3-year TSR relative to S&P 500. In March 2026, the Compensation Committee certified performance achievement with payouts: 25% of eligible SY PSUs vested on March 18, 2026, with quarterly vesting thereafter; 100% of eligible MY PSUs granted in Fiscal 2024 vested on March 18, 2026. Goals for MY PSUs granted in Fiscal 2025 and 2026 will be determined after performance periods end in January 2027 and 2028, respectively.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "As",
+          "result",
+          "record",
+          "performance",
+          "strength",
+          "market",
+          "platforms",
+          "led",
+          "Data",
+          "Center",
+          "demand",
+          "Blackwell",
+          "architecture",
+          "diverse",
+          "expanding",
+          "set",
+          "customers",
+          "including",
+          "cloud",
+          "providers",
+          "hyperscalers",
+          "AI",
+          "model",
+          "makers",
+          "enterprises",
+          "startups",
+          "sovereigns",
+          "revenue",
+          "Non",
+          "GAAP",
+          "Operating",
+          "Income",
+          "Fiscal",
+          "2026",
+          "exceeded",
+          "respective",
+          "Stretch",
+          "Compensation",
+          "Plan",
+          "goals",
+          "compared",
+          "original",
+          "prior",
+          "automatic",
+          "adjustments",
+          "Our",
+          "2024",
+          "year",
+          "TSR",
+          "relative",
+          "500",
+          "goal",
+          "In",
+          "March",
+          "CC",
+          "certified",
+          "Company",
+          "achievement",
+          "payouts",
+          "Represents",
+          "payout",
+          "MY",
+          "PSUs",
+          "granted",
+          "period",
+          "measured",
+          "start",
+          "end",
+          "Revenue",
+          "reports",
+          "SEC",
+          "filings",
+          "operating",
+          "income",
+          "excluding",
+          "stock",
+          "based",
+          "compensation",
+          "expense",
+          "acquisition",
+          "related",
+          "costs",
+          "Consistent",
+          "years",
+          "purposes",
+          "represents",
+          "cumulative",
+          "price",
+          "appreciation",
+          "dividends",
+          "reinvested",
+          "average",
+          "closing",
+          "60",
+          "trading",
+          "days",
+          "preceding",
+          "day",
+          "This",
+          "averaging",
+          "mitigates",
+          "impact",
+          "short",
+          "term",
+          "fluctuations",
+          "beginning",
+          "See",
+          "Reconciliation",
+          "Financial",
+          "Measures",
+          "reconciliation",
+          "financial",
+          "measures",
+          "results",
+          "25%",
+          "eligible",
+          "SY",
+          "vested",
+          "18",
+          "approximately",
+          "grant",
+          "6.25%",
+          "vest",
+          "quarter",
+          "subject",
+          "NEO",
+          "continued",
+          "service",
+          "100%",
+          "Achievement",
+          "2025",
+          "determined",
+          "applicable",
+          "periods",
+          "conclude",
+          "January",
+          "2027",
+          "2028"
+        ],
+        "keywords": [
+          "PSU",
+          "Performance",
+          "Compensation"
+        ],
+        "connect_to": [
+          {
+            "target": "1175208d-63ff-57e9-961f-31cdd9409319",
+            "relation": "embeds",
+            "ref": "[tables/table-37 Performance Payouts.html]",
+            "position": {
+              "start": 727,
+              "end": 769
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "55a5a8a2-b29b-5316-9be3-a8f54003ab70",
+      "type": "table",
+      "content": "<table><tr><td>President &amp; CEO</td><td>Target Pay ($)</td><td>Fiscal 2026 Compensation Actions</td><td>Fiscal 2026 Performance-Based Payouts</td></tr><tr><td>Base Salary</td><td>1,500,000</td><td>Flat with Fiscal 2025</td><td></td></tr><tr><td>Variable Cash</td><td>3,000,000</td><td>Flat with Fiscal 2025</td><td>Fiscal 2026 revenue exceeded Stretch Compensation Plan goal, resulting in 200% payout under Variable Cash Plan ($6,000,000)</td></tr><tr><td>Cash</td><td>4,500,000</td><td>Flat with Fiscal 2025</td><td></td></tr><tr><td>SY PSUs</td><td>15,500,000</td><td>Up $1.8 million, or 13%, from Fiscal 2025 target, resulting in 119,607 shares target opportunity granted in Fiscal 2026</td><td>Fiscal 2026 Non-GAAP Operating Income exceeded Stretch Compensation Plan goal, resulting in 150% of target opportunity (179,411 shares) becoming eligible to vest</td></tr><tr><td>MY PSUs</td><td>15,500,000</td><td>Up $1.8 million, or 13%, from Fiscal 2025 target, resulting in 119,607 shares target opportunity granted in Fiscal 2026</td><td>Fiscal 2024 to Fiscal 2026 3-Year Relative TSR for MY PSUs granted in Fiscal 2024 achieved at Stretch Compensation Plan level, resulting in 150% of target opportunity (757,360 shares) becoming eligible to vest</td></tr><tr><td>Equity</td><td>31,000,000</td><td>Up $3.5 million, or 13%, from Fiscal 2025 target</td><td></td></tr><tr><td>TOTAL</td><td>35,500,000</td><td>Up $3.5 million, or 11%, from Fiscal 2025 target</td><td></td></tr></table>",
+      "path": "tables/table-38 CEO Pay Summary.html",
+      "metadata": {
+        "length": 1487,
+        "summary": "table-39\nCEO target pay totals $35.5M, up 11% from FY2025. Base salary flat at $1.5M. Variable cash at $3M with 200% payout. Equity up 13% to $31M, with PSUs vesting at 150% of target.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-38 CEO Pay Summary.html",
+        "keywords": [
+          "CEO compensation",
+          "performance pay",
+          "equity"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "e970d8a3-fb2b-580d-a91b-c53391959032",
+      "type": "table",
+      "content": "<table><tr><td>EVP &amp; CFO</td><td>Target Pay ($)</td><td>Fiscal 2026 Compensation Actions</td><td>Fiscal 2026 Performance-Based Payouts</td></tr><tr><td>Base Salary</td><td>900,000</td><td>Flat with Fiscal 2025</td><td></td></tr><tr><td>Variable Cash</td><td>300,000</td><td>Flat with Fiscal 2025</td><td>Fiscal 2026 revenue exceeded Stretch Compensation Plan goal, resulting in 200% payout under Variable Cash Plan ($600,000)</td></tr><tr><td>Cash</td><td>1,200,000</td><td>Flat with Fiscal 2025</td><td></td></tr><tr><td>SY PSUs</td><td>3,699,807</td><td>Up $0.2 million, or 7%, from Fiscal 2025 target, resulting in 28,550 shares target opportunity granted in Fiscal 2026</td><td>Fiscal 2026 Non-GAAP Operating Income exceeded Stretch Compensation Plan goal, resulting in 200% of target opportunity (57,100 shares) becoming eligible to vest</td></tr><tr><td>MY PSUs</td><td>3,699,807</td><td>Up $0.2 million, or 7%, from Fiscal 2025 target, resulting in 28,550 shares target opportunity granted in Fiscal 2026</td><td>Fiscal 2024 to Fiscal 2026 3-Year Relative TSR for MY PSUs granted in Fiscal 2024 achieved at Stretch Compensation Plan level, resulting in 200% of target opportunity (49,560 shares) becoming eligible to vest</td></tr><tr><td>RSUs</td><td>7,400,386</td><td>Up $0.5 million, or 7%, from Fiscal 2025, resulting in 57,106 shares granted in Fiscal 2026</td><td></td></tr><tr><td>Equity</td><td>14,800,000</td><td>Up $1.0 million, or 7%, from Fiscal 2025 target</td><td></td></tr><tr><td>TOTAL</td><td>16,000,000</td><td>Up $1.0 million, or 7%, from Fiscal 2025 target</td><td></td></tr></table>",
+      "path": "tables/table-39 EVP CFO Pay.html",
+      "metadata": {
+        "length": 1614,
+        "summary": "table-40\nEVP & CFO target pay is $16M, up 7% from FY2025. Base salary flat at $900K. Variable cash at 200% payout. SY and MY PSUs at 200% target. RSUs up 7%.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-39 EVP CFO Pay.html",
+        "keywords": [
+          "Compensation",
+          "Equity",
+          "Performance"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "ba1346a8-84b1-57dd-aaea-715c9b461fc9",
+      "type": "table",
+      "content": "<table><tr><td>EVP, Worldwide Field Operations</td><td>Target Pay ($)</td><td>Fiscal 2026 Compensation Actions</td><td>Fiscal 2026 Performance-Based Payouts</td></tr><tr><td>Base Salary</td><td>950,000</td><td>Flat with Fiscal 2025</td><td></td></tr><tr><td>Variable Cash</td><td>650,000</td><td>Flat with Fiscal 2025</td><td>Fiscal 2026 revenue exceeded Stretch Compensation Plan goal, resulting in 200% payout under Variable Cash Plan ($1,300,000)</td></tr><tr><td>Cash</td><td>1,600,000</td><td>Flat with Fiscal 2025</td><td></td></tr><tr><td>SY PSUs</td><td>3,600,000</td><td>Up $0.3 million, or 7%, from Fiscal 2025 target, resulting in 27,779 shares target opportunity granted in Fiscal 2026</td><td>Fiscal 2026 Non-GAAP Operating Income exceeded Stretch Compensation Plan goal, resulting in 200% of target opportunity (55,558 shares) becoming eligible to vest</td></tr><tr><td>MY PSUs</td><td>3,600,000</td><td>Up $0.3 million, or 7%, from Fiscal 2025 target, resulting in 27,779 shares target opportunity granted in Fiscal 2026</td><td>Fiscal 2024 to Fiscal 2026 3-Year Relative TSR for MY PSUs granted in Fiscal 2024 achieved at Stretch Compensation Plan level, resulting in 200% of target opportunity (47,720 shares) becoming eligible to vest</td></tr><tr><td>RSUs</td><td>7,200,000</td><td>Up $0.5 million, or 7%, from Fiscal 2025, resulting in 55,559 shares granted in Fiscal 2026</td><td></td></tr><tr><td>Equity</td><td>14,400,000</td><td>Up $1.0 million, or 7%, from Fiscal 2025 target</td><td></td></tr><tr><td>TOTAL</td><td>16,000,000</td><td>Up $1.0 million, or 7%, from Fiscal 2025 target</td><td></td></tr></table>",
+      "path": "tables/table-40 EVP Compensation.html",
+      "metadata": {
+        "length": 1634,
+        "summary": "table-41\nEVP Worldwide Field Operations total target pay is $16M, up 7% from FY2025. Base salary $950K, variable cash $650K, equity $14.4M. Performance-based payouts at 200% for exceeding stretch goals.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-40 EVP Compensation.html",
+        "keywords": [
+          "Compensation",
+          "Equity",
+          "Performance"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "5c8fffa7-6ed3-5a74-bf1e-f7ce0266a2d3",
+      "type": "table",
+      "content": "<table><tr><td>EVP, Operations</td><td>Target Pay ($)</td><td>Fiscal 2026 Compensation Actions</td><td>Fiscal 2026 Performance-Based Payouts</td></tr><tr><td>Base Salary</td><td>850,000</td><td>Flat with Fiscal 2025</td><td></td></tr><tr><td>Variable Cash</td><td>250,000</td><td>Flat with Fiscal 2025</td><td>Fiscal 2026 revenue exceeded Stretch Compensation Plan goal, resulting in 200% payout under Variable Cash Plan ($500,000)</td></tr><tr><td>Cash</td><td>1,100,000</td><td>Flat with Fiscal 2025</td><td></td></tr><tr><td>SY PSUs</td><td>3,725,000</td><td>Up $0.6 million, or 20%, from Fiscal 2025 target, resulting in 28,744 shares target opportunity granted in Fiscal 2026</td><td>Fiscal 2026 Non-GAAP Operating Income exceeded Stretch Compensation Plan goal, resulting in 200% of target opportunity (57,488 shares) becoming eligible to vest</td></tr><tr><td>MY PSUs</td><td>3,725,000</td><td>Up $0.6 million, or 20%, from Fiscal 2025 target, resulting in 28,744 shares target opportunity granted in Fiscal 2026</td><td>Fiscal 2024 to Fiscal 2026 3-Year Relative TSR for MY PSUs granted in Fiscal 2024 achieved at Stretch Compensation Plan level, resulting in 200% of target opportunity (40,840 shares) becoming eligible to vest</td></tr><tr><td>RSUs</td><td>7,450,000</td><td>Up $1.3 million, or 20%, from Fiscal 2025, resulting in 57,489 shares granted in Fiscal 2025</td><td></td></tr><tr><td>Equity</td><td>14,900,000</td><td>Up $2.5 million, or 20%, from Fiscal 2025 target</td><td></td></tr><tr><td>TOTAL</td><td>16,000,000</td><td>Up $2.5 million, or 19%, from Fiscal 2025 target</td><td></td></tr></table>",
+      "path": "tables/table-41 EVP Compensation.html",
+      "metadata": {
+        "length": 1621,
+        "summary": "table-42\nEVP Operations target pay $16M, up 19% from FY2025. Base salary flat at $850K. Variable cash flat at $250K, with 200% payout. Equity up 20% to $14.9M. PSUs and RSUs increased.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-41 EVP Compensation.html",
+        "keywords": [
+          "EVP",
+          "Compensation",
+          "Fiscal 2026"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "d312e756-08e8-514c-93fb-4c2809072eac",
+      "type": "table",
+      "content": "<table><tr><td>EVP, General Counsel &amp; Secretary</td><td>Target Pay ($)</td><td>Fiscal 2026 Compensation Actions</td><td>Fiscal 2026 Performance-Based Payouts</td></tr><tr><td>Base Salary</td><td>850,000</td><td>Flat with Fiscal 2025</td><td></td></tr><tr><td>Variable Cash</td><td>250,000</td><td>Flat with Fiscal 2025</td><td>Fiscal 2026 revenue exceeded Stretch Compensation Plan goal, resulting in 200% payout under Variable Cash Plan ($500,000)</td></tr><tr><td>Cash</td><td>1,100,000</td><td>Flat with Fiscal 2025</td><td></td></tr><tr><td>SY PSUs</td><td>3,725,000</td><td>Up $0.6 million, or 20%, from Fiscal 2025 target, resulting in 28,744 shares target opportunity granted in Fiscal 2026</td><td>Fiscal 2026 Non-GAAP Operating Income exceeded Stretch Compensation Plan goal, resulting in 200% of target opportunity (57,488 shares) becoming eligible to vest</td></tr><tr><td>MY PSUs</td><td>3,725,000</td><td>Up $0.6 million, or 20%, from Fiscal 2025 target, resulting in 28,744 shares target opportunity granted in Fiscal 2026</td><td>Fiscal 2024 to Fiscal 2026 3-Year Relative TSR for MY PSUs granted in Fiscal 2024 achieved at Stretch Compensation Plan level, resulting in 200% of target opportunity (40,840 shares) becoming eligible to vest</td></tr><tr><td>RSUs</td><td>7,450,000</td><td>Up $1.3 million, or 20%, from Fiscal 2025, resulting in 57,489 shares granted in Fiscal 2025</td><td></td></tr><tr><td>Equity</td><td>14,900,000</td><td>Up $2.5 million, or 20%, from Fiscal 2025 target</td><td></td></tr><tr><td>TOTAL</td><td>16,000,000</td><td>Up $2.5 million, or 19%, from Fiscal 2025 target</td><td></td></tr></table>",
+      "path": "tables/table-42 Executive Pay.html",
+      "metadata": {
+        "length": 1642,
+        "summary": "table-43\nEVP General Counsel target pay $16M, up 19% from FY2025. Base salary $850K, variable cash $250K, equity $14.9M. Performance-based payouts at 200% for exceeding goals.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-42 Executive Pay.html",
+        "keywords": [
+          "Compensation",
+          "Equity",
+          "Performance"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "94cbf47c-9284-5a86-8e64-8bc271574d89",
+      "type": "text",
+      "content": "The CC's target Fiscal 2026 compensation actions are summarized below for each NEO, reflecting the target variable cash and intended value of the target equity opportunities, as well as the variable cash earned and PSUs that became eligible to vest.\nThe CC considered the factors set forth in Factors Used in Determining Executive Compensation above to set total target pay opportunity for each NEO, which are described in Fiscal 2026 Compensation Actions and Achievements - Setting Executive Compensation Values above.\nThe intended values of the target equity opportunities presented in the tables below are equal to the number of shares underlying each NEO's equity awards granted in Fiscal 2026, calculated by assuming achievement at Base Compensation Plan for PSUs, multiplied by the 30-day trailing average closing price of our common stock that the CC used in approving such equity awards, as described above in Determining Equity Award Amounts. These values differ from those reported in the Summary Compensation Table and Grants of Plan-Based Awards Table, which, in accordance with SEC rules, reflect the ASC 718 grant date fair value of each NEO's equity awards based on the single day closing price of our common stock on the date of grant and, for PSUs, assuming a probable outcome of the applicable performance conditions.\nJen-Hsun Huang\n\n[tables/table-38 CEO Pay Summary.html]\n\nColette M. Kress\n\n[tables/table-39 EVP CFO Pay.html]\n\nAjay K. Puri\n\n[tables/table-40 EVP Compensation.html]\n\nDebora Shoquist\n\n[tables/table-41 EVP Compensation.html]\n\nTimothy S. Teter\n\n[tables/table-42 Executive Pay.html]",
+      "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Compensation Discussion and Analysis/Fiscal 2026 Compensation Actions and Achievements/Fiscal 2026 Target Compensation Actions and Performance-Based Payouts",
+      "metadata": {
+        "length": 1930,
+        "summary": "The passage describes the Compensation Committee's target compensation actions for Fiscal 2026 for each named executive officer (NEO), including variable cash and equity opportunities. It explains that target equity values are based on the 30-day trailing average stock price, differing from SEC-reported grant date fair values. The text references individual tables for each NEO: Jen-Hsun Huang, Colette M. Kress, Ajay K. Puri, Debora Shoquist, and Timothy S. Teter, detailing their target pay structures.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "The",
+          "CC",
+          "target",
+          "Fiscal",
+          "2026",
+          "compensation",
+          "actions",
+          "summarized",
+          "NEO",
+          "reflecting",
+          "variable",
+          "cash",
+          "intended",
+          "equity",
+          "opportunities",
+          "earned",
+          "PSUs",
+          "eligible",
+          "vest",
+          "considered",
+          "factors",
+          "set",
+          "Factors",
+          "Used",
+          "Determining",
+          "Executive",
+          "Compensation",
+          "total",
+          "pay",
+          "opportunity",
+          "Actions",
+          "Achievements",
+          "Setting",
+          "Values",
+          "values",
+          "presented",
+          "tables",
+          "equal",
+          "number",
+          "shares",
+          "underlying",
+          "awards",
+          "granted",
+          "calculated",
+          "assuming",
+          "achievement",
+          "Base",
+          "Plan",
+          "multiplied",
+          "30",
+          "day",
+          "trailing",
+          "average",
+          "closing",
+          "price",
+          "common",
+          "stock",
+          "approving",
+          "Equity",
+          "Award",
+          "Amounts",
+          "These",
+          "differ",
+          "reported",
+          "Summary",
+          "Table",
+          "Grants",
+          "Based",
+          "Awards",
+          "accordance",
+          "SEC",
+          "rules",
+          "reflect",
+          "ASC",
+          "718",
+          "grant",
+          "date",
+          "fair",
+          "based",
+          "single",
+          "probable",
+          "outcome",
+          "applicable",
+          "performance",
+          "conditions",
+          "Jen",
+          "Hsun",
+          "Huang",
+          "Colette",
+          "Kress",
+          "Ajay",
+          "Puri",
+          "Debora",
+          "Shoquist",
+          "Timothy",
+          "Teter"
+        ],
+        "keywords": [
+          "NEO compensation",
+          "target pay",
+          "equity awards"
+        ],
+        "connect_to": [
+          {
+            "target": "55a5a8a2-b29b-5316-9be3-a8f54003ab70",
+            "relation": "embeds",
+            "ref": "[tables/table-38 CEO Pay Summary.html]",
+            "position": {
+              "start": 1352,
+              "end": 1390
+            }
+          },
+          {
+            "target": "e970d8a3-fb2b-580d-a91b-c53391959032",
+            "relation": "embeds",
+            "ref": "[tables/table-39 EVP CFO Pay.html]",
+            "position": {
+              "start": 1410,
+              "end": 1444
+            }
+          },
+          {
+            "target": "ba1346a8-84b1-57dd-aaea-715c9b461fc9",
+            "relation": "embeds",
+            "ref": "[tables/table-40 EVP Compensation.html]",
+            "position": {
+              "start": 1460,
+              "end": 1499
+            }
+          },
+          {
+            "target": "5c8fffa7-6ed3-5a74-bf1e-f7ce0266a2d3",
+            "relation": "embeds",
+            "ref": "[tables/table-41 EVP Compensation.html]",
+            "position": {
+              "start": 1518,
+              "end": 1557
+            }
+          },
+          {
+            "target": "d312e756-08e8-514c-93fb-4c2809072eac",
+            "relation": "embeds",
+            "ref": "[tables/table-42 Executive Pay.html]",
+            "position": {
+              "start": 1577,
+              "end": 1613
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "da859402-631c-55b2-92b5-494980334367",
+      "type": "text",
+      "content": "",
+      "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Compensation Discussion and Analysis/Additional Executive Compensation Practices, Policies, and Procedures",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "6f44a527-8a32-5fd8-8a44-11a0263f9de4",
+      "type": "text",
+      "content": "When evaluating potential perquisites for our executives, we consider many factors, including the cost to NVIDIA relative to the anticipated business benefit, perceived value to our executives, peer data, as well as corporate governance considerations.\nDue to the exceptionally high public profile and prominence of our CEO, and in accordance with the Board-approved, independently-assessed executive security program, NVIDIA provides Mr. Huang and his family members with comprehensive security protection. In Fiscal 2026, these security arrangements included (i) residential security, security during personal travel, consultation fees, and driver services, (ii) security monitoring, (iii) car expenses, and (iv) travel on private aircraft for all business and occasional personal travel, in each case due to a bona fide business-oriented security concern. The CC annually oversees the nature and cost of executive security measures.\nWe do not consider these security arrangements to be personal benefits because they arise from Mr. Huang's duties and responsibilities and are required by the Board's executive security program. Furthermore, we believe these arrangements and costs are reasonable, necessary and in the best interests of NVIDIA and its stockholders, as they enable Mr. Huang to focus on his duties and responsibilities to the Company while reducing security threats and mitigating risks to our business. However, for transparency, we have reported the aggregate incremental costs to NVIDIA for personal security arrangements in the “All Other Compensation” column of the Summary Compensation Table below.\nPrivate aircraft arranged by the Company is intended for Mr. Huang's business travel. Other employees, including our other NEOs, who are also traveling for the same business may accompany Mr. Huang on board. On those flights, we also allow Mr. Huang and any accompanying NVIDIA employee to bring guests. The flights taken by personal guests may be deemed to be a personal benefit for our NEOs, though at no or de minimis incremental cost to us. Nevertheless, any associated aggregate incremental costs incurred by NVIDIA are included in the “All Other Compensation” column of the Summary Compensation Table below. Our NEOs recognize imputed taxable income with respect to any such flights taken by their personal guests, and are not provided with tax gross-ups on such imputed income. To the extent Mr. Huang has personal travel on NVIDIA-arranged private aircraft, he fully reimburses the Company for associated incremental costs. As a result, we incur no incremental costs from Mr. Huang's personal air travel.\nWe also provide medical, vision, dental, and accidental death and disability insurance, matches for health savings account contributions, as well as paid time off and holidays, for our NEOs on the same basis as our other employees. Our NEOs may participate, also on the same basis as our other employees, in our ESPP (unless prohibited by Internal Revenue Service rules) and our 401(k) plan, which included an annual Company match of up to \\$11,500. We believe these benefits are consistent with those offered by our peer companies with whom we compete for executive talent.\nIn Fiscal 2026, we did not provide any other perquisites or personal benefits to our NEOs.",
+      "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Compensation Discussion and Analysis/Additional Executive Compensation Practices, Policies, and Procedures/Other Compensation and Benefits",
+      "metadata": {
+        "length": 3301,
+        "summary": "NVIDIA evaluates executive perquisites based on cost, business benefit, peer data, and governance. The CEO receives comprehensive security including residential protection, travel security, and private aircraft for business and occasional personal travel due to security concerns. These are not considered personal benefits but are reported in 'All Other Compensation'. Private aircraft is for business travel; personal guests may accompany at no incremental cost, with imputed income recognized. The CEO reimburses personal air travel costs. NEOs receive standard benefits like insurance, 401(k) match up to $11,500, and ESPP participation. No other perquisites were provided in Fiscal 2026.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "When",
+          "evaluating",
+          "potential",
+          "perquisites",
+          "executives",
+          "factors",
+          "including",
+          "cost",
+          "NVIDIA",
+          "relative",
+          "anticipated",
+          "business",
+          "benefit",
+          "perceived",
+          "peer",
+          "data",
+          "corporate",
+          "governance",
+          "considerations",
+          "Due",
+          "exceptionally",
+          "high",
+          "public",
+          "profile",
+          "prominence",
+          "CEO",
+          "accordance",
+          "Board",
+          "approved",
+          "independently",
+          "assessed",
+          "executive",
+          "security",
+          "program",
+          "Mr",
+          "Huang",
+          "family",
+          "members",
+          "comprehensive",
+          "protection",
+          "In",
+          "Fiscal",
+          "2026",
+          "arrangements",
+          "included",
+          "residential",
+          "personal",
+          "travel",
+          "consultation",
+          "fees",
+          "driver",
+          "services",
+          "ii",
+          "monitoring",
+          "iii",
+          "car",
+          "expenses",
+          "iv",
+          "private",
+          "aircraft",
+          "occasional",
+          "case",
+          "due",
+          "bona",
+          "fide",
+          "oriented",
+          "concern",
+          "The",
+          "CC",
+          "annually",
+          "oversees",
+          "nature",
+          "measures",
+          "We",
+          "benefits",
+          "arise",
+          "duties",
+          "responsibilities",
+          "required",
+          "Furthermore",
+          "costs",
+          "reasonable",
+          "interests",
+          "stockholders",
+          "enable",
+          "focus",
+          "Company",
+          "reducing",
+          "threats",
+          "mitigating",
+          "risks",
+          "However",
+          "transparency",
+          "reported",
+          "aggregate",
+          "incremental",
+          "All",
+          "Other",
+          "Compensation",
+          "column",
+          "Summary",
+          "Table",
+          "Private",
+          "arranged",
+          "intended",
+          "employees",
+          "NEOs",
+          "traveling",
+          "accompany",
+          "board",
+          "On",
+          "flights",
+          "accompanying",
+          "employee",
+          "bring",
+          "guests",
+          "deemed",
+          "de",
+          "minimis",
+          "Nevertheless",
+          "incurred",
+          "Our",
+          "recognize",
+          "imputed",
+          "taxable",
+          "income",
+          "respect",
+          "provided",
+          "tax",
+          "gross",
+          "ups",
+          "To",
+          "extent",
+          "fully",
+          "reimburses",
+          "As",
+          "result",
+          "incur",
+          "air",
+          "provide",
+          "medical",
+          "vision",
+          "dental",
+          "accidental",
+          "death",
+          "disability",
+          "insurance",
+          "matches",
+          "health",
+          "savings",
+          "account",
+          "contributions",
+          "paid",
+          "time",
+          "holidays",
+          "basis",
+          "participate",
+          "ESPP",
+          "prohibited",
+          "Internal",
+          "Revenue",
+          "Service",
+          "rules",
+          "401",
+          "plan",
+          "annual",
+          "match",
+          "11",
+          "500",
+          "consistent",
+          "offered",
+          "companies",
+          "compete",
+          "talent"
+        ],
+        "keywords": [
+          "executive security",
+          "private aircraft",
+          "compensation"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "f9376389-e7c7-54c7-8e7d-8bf8e608e1b6",
+      "type": "text",
+      "content": "The CC approves all equity award grants to our executive officers on or before the grant date. Typically, the CC completes its annual executive compensation review, sets performance goals and target compensation, and grants equity awards in March. This process is described in How We Determine Executive Compensation above. On occasion, the CC may grant equity awards outside of our annual cycle for new hires, promotions, recognition, retention or other purposes. While the CC has discretionary authority to approve such awards, it does not have a practice or policy of granting equity awards in anticipation of the release of material non-public information. In Fiscal 2026, we did not time the release of material non-public information in coordination with equity award grants in a manner that intentionally benefits the value of our executive compensation.",
+      "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Compensation Discussion and Analysis/Additional Executive Compensation Practices, Policies, and Procedures/Equity Grant Timing Practices",
+      "metadata": {
+        "length": 861,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "The",
+          "CC",
+          "approves",
+          "equity",
+          "award",
+          "grants",
+          "executive",
+          "officers",
+          "grant",
+          "date",
+          "Typically",
+          "completes",
+          "annual",
+          "compensation",
+          "review",
+          "sets",
+          "performance",
+          "goals",
+          "target",
+          "awards",
+          "March",
+          "This",
+          "process",
+          "How",
+          "We",
+          "Determine",
+          "Executive",
+          "Compensation",
+          "On",
+          "occasion",
+          "cycle",
+          "hires",
+          "promotions",
+          "recognition",
+          "retention",
+          "purposes",
+          "While",
+          "discretionary",
+          "authority",
+          "approve",
+          "practice",
+          "policy",
+          "granting",
+          "anticipation",
+          "release",
+          "material",
+          "public",
+          "information",
+          "In",
+          "Fiscal",
+          "2026",
+          "time",
+          "coordination",
+          "manner",
+          "intentionally",
+          "benefits"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "1151da28-3252-5c8a-8402-5d2f3cc904f3",
+      "type": "text",
+      "content": "The Board believes that executive officers should hold a meaningful equity interest in NVIDIA. Since June 2024, our Corporate Governance Policies require the CEO to hold shares valued at ten times his base salary, and our other NEOs to hold shares valued at three times their respective base salaries. Shares that count toward the ownership guidelines include shares held in trust, and shares held by immediate family members, but not unvested equity awards. NEOs have up to five years from appointment to reach their ownership threshold. These guidelines are intended to align NEO interests with stockholder interests. Each NEO currently exceeds the stock ownership requirements.",
+      "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Compensation Discussion and Analysis/Additional Executive Compensation Practices, Policies, and Procedures/Stock Ownership Guidelines",
+      "metadata": {
+        "length": 680,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "The",
+          "Board",
+          "believes",
+          "executive",
+          "officers",
+          "hold",
+          "meaningful",
+          "equity",
+          "interest",
+          "NVIDIA",
+          "Since",
+          "June",
+          "2024",
+          "Corporate",
+          "Governance",
+          "Policies",
+          "require",
+          "CEO",
+          "shares",
+          "valued",
+          "ten",
+          "times",
+          "base",
+          "salary",
+          "NEOs",
+          "respective",
+          "salaries",
+          "Shares",
+          "count",
+          "ownership",
+          "guidelines",
+          "include",
+          "held",
+          "trust",
+          "family",
+          "members",
+          "unvested",
+          "awards",
+          "years",
+          "appointment",
+          "reach",
+          "threshold",
+          "These",
+          "intended",
+          "align",
+          "NEO",
+          "interests",
+          "stockholder",
+          "Each",
+          "exceeds",
+          "stock",
+          "requirements"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "234f7a07-5800-5826-b0e4-90999d871a59",
+      "type": "text",
+      "content": "We have maintained a Compensation Recovery Policy since 2009, and amended it in 2023 to comply with Nasdaq's listing standards. Our policy requires the Company to recover certain incentive compensation from current or former executive officers in connection with certain restatements of financial statements, if the compensation exceeds the amount that the officers would have received based on the restated financial statements, subject to limited exceptions.",
+      "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Compensation Discussion and Analysis/Additional Executive Compensation Practices, Policies, and Procedures/Compensation Recovery Policy",
+      "metadata": {
+        "length": 460,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "We",
+          "maintained",
+          "Compensation",
+          "Recovery",
+          "Policy",
+          "2009",
+          "amended",
+          "2023",
+          "comply",
+          "Nasdaq",
+          "listing",
+          "standards",
+          "Our",
+          "policy",
+          "requires",
+          "Company",
+          "recover",
+          "incentive",
+          "compensation",
+          "current",
+          "executive",
+          "officers",
+          "connection",
+          "restatements",
+          "financial",
+          "statements",
+          "exceeds",
+          "amount",
+          "received",
+          "based",
+          "restated",
+          "subject",
+          "limited",
+          "exceptions"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "06c62cf5-3044-526c-9f39-b2e40eeb071b",
+      "type": "text",
+      "content": "Under Section 162(m), compensation paid to each of the Company's “covered employees” that exceeds \\$1 million per year is generally non-deductible. The CC considers various factors when making its decisions and retains flexibility to provide non-deductible compensation if consistent with the Company’s executive compensation program goals and the best interests of the Company and its stockholders. The CC may also modify compensation that was initially intended to be exempt from the deduction limit if the modifications are consistent with the Company’s business needs. The CC also considers the impact of Section 409A of the Internal Revenue Code and strives to avoid possible adverse tax consequences.\nAdditionally, under ASC 718, the Company records share-based compensation expense for equity compensation over the vesting period of the award.",
+      "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Compensation Discussion and Analysis/Additional Executive Compensation Practices, Policies, and Procedures/Tax and Accounting Implications",
+      "metadata": {
+        "length": 850,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Under",
+          "Section",
+          "162",
+          "compensation",
+          "paid",
+          "Company",
+          "covered",
+          "employees",
+          "exceeds",
+          "million",
+          "year",
+          "generally",
+          "deductible",
+          "The",
+          "CC",
+          "considers",
+          "factors",
+          "making",
+          "decisions",
+          "retains",
+          "flexibility",
+          "provide",
+          "consistent",
+          "executive",
+          "program",
+          "goals",
+          "interests",
+          "stockholders",
+          "modify",
+          "initially",
+          "intended",
+          "exempt",
+          "deduction",
+          "limit",
+          "modifications",
+          "business",
+          "impact",
+          "409A",
+          "Internal",
+          "Revenue",
+          "Code",
+          "strives",
+          "avoid",
+          "adverse",
+          "tax",
+          "consequences",
+          "Additionally",
+          "ASC",
+          "718",
+          "records",
+          "share",
+          "based",
+          "expense",
+          "equity",
+          "vesting",
+          "period",
+          "award"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "52aff8a3-02f8-5a4a-931e-bfdfe544b8e0",
+      "type": "table",
+      "content": "<table><tr><td></td><td>Fiscal 2026</td><td>Fiscal 2025</td></tr><tr><td>GAAP operating income</td><td>$130,387</td><td>$81,453</td></tr><tr><td>Stock-based compensation expense</td><td>6,386</td><td>4,737</td></tr><tr><td>Acquisition-related and other costs</td><td>471</td><td>602</td></tr><tr><td>Other</td><td>56</td><td>(3)</td></tr><tr><td>Non-GAAP Operating Income</td><td>$137,300</td><td>$86,789</td></tr></table>",
+      "path": "tables/table-43 Non-GAAP Income.html",
+      "metadata": {
+        "length": 422,
+        "summary": "table-44\nThe table shows GAAP operating income rising from $81,453 in Fiscal 2025 to $130,387 in Fiscal 2026, with adjustments for stock-based compensation, acquisition costs, and other items, resulting in Non-GAAP Operating Income of $86,789 and $137,300 respectively.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-43 Non-GAAP Income.html",
+        "keywords": [
+          "Operating Income",
+          "Stock Compensation",
+          "Acquisition Costs"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "dd2094ad-7ac5-5e42-af83-a9c265a1f2bf",
+      "type": "text",
+      "content": "A reconciliation between our GAAP operating income and non-GAAP operating income is as follows (in millions):\n\n[tables/table-43 Non-GAAP Income.html]\n\nWe believe these non-GAAP financial measures enhance stockholders' overall understanding of our historical financial performance. The presentation of our non-GAAP financial measures is not meant to be considered in isolation nor as a substitute for our financial results prepared in accordance with GAAP, and our non-GAAP financial measures may be different from non-GAAP financial measures used by other companies.",
+      "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Compensation Discussion and Analysis/Additional Executive Compensation Practices, Policies, and Procedures/Reconciliation of Non-GAAP Financial Measures",
+      "metadata": {
+        "length": 574,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "reconciliation",
+          "GAAP",
+          "operating",
+          "income",
+          "millions",
+          "We",
+          "financial",
+          "measures",
+          "enhance",
+          "stockholders",
+          "understanding",
+          "historical",
+          "performance",
+          "The",
+          "presentation",
+          "meant",
+          "considered",
+          "isolation",
+          "substitute",
+          "results",
+          "prepared",
+          "accordance",
+          "companies"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "52aff8a3-02f8-5a4a-931e-bfdfe544b8e0",
+            "relation": "embeds",
+            "ref": "[tables/table-43 Non-GAAP Income.html]",
+            "position": {
+              "start": 111,
+              "end": 149
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "cba61d4b-bbd7-555e-8131-19b2b860bf73",
+      "type": "text",
+      "content": "The Compensation Committee of the Board of Directors oversees the compensation programs of NVIDIA on behalf of the Board of Directors. In fulfilling its oversight responsibilities, the Compensation Committee reviewed and discussed with management the Compensation Discussion and Analysis included in this proxy statement.\nIn reliance on the review and discussions referred to above, the Compensation Committee recommended to the Board of Directors that the Compensation Discussion and Analysis be included in the Annual Report on Form 10-K of NVIDIA for the year ended January 25, 2026 and in this proxy statement.\nCompensation Committee\nDawn Hudson, Tench Coxe, John O. Dabiri, Aarti Shah and Mark Stevens",
+      "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Compensation Committee Report",
+      "metadata": {
+        "length": 706,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "The",
+          "Compensation",
+          "Committee",
+          "Board",
+          "Directors",
+          "oversees",
+          "compensation",
+          "programs",
+          "NVIDIA",
+          "behalf",
+          "In",
+          "fulfilling",
+          "oversight",
+          "responsibilities",
+          "reviewed",
+          "discussed",
+          "management",
+          "Discussion",
+          "Analysis",
+          "included",
+          "proxy",
+          "statement",
+          "reliance",
+          "review",
+          "discussions",
+          "referred",
+          "recommended",
+          "Annual",
+          "Report",
+          "Form",
+          "10",
+          "year",
+          "ended",
+          "January",
+          "25",
+          "2026",
+          "Dawn",
+          "Hudson",
+          "Tench",
+          "Coxe",
+          "John",
+          "Dabiri",
+          "Aarti",
+          "Shah",
+          "Mark",
+          "Stevens"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "505e2586-b62f-54cd-a11f-52326f853864",
+      "type": "text",
+      "content": "Under CC oversight, management assessed the Company's Fiscal 2026 overall compensation programs and policies to identify any resulting potential material risks. The assessment focused on programs with payout variability and participants' ability to directly affect payout and related controls—specifically, the Company's variable cash compensation, equity compensation, and sales incentive compensation programs. The review identified key program terms and risks, and specific risk mitigation features.\nThe CC considered these findings and concluded that our compensation programs, which are structured to recognize both short-term and long-term contributions to the Company, do not create risks which are reasonably likely to have a material adverse effect on our business or financial condition.\nThe CC believes that the following compensation design features mitigate against risk:\n√ Our compensation program encourages our employees to remain focused on both our short-term and long-term goals, and balances incentives by using a mix of base salary and variable pay\n√ We design our variable cash and PSU compensation programs for executives so that payouts are based on achievement of various corporate performance targets to balance upside opportunity and downside risk, and we cap the potential award payout\n√ We have internal controls over our financial accounting and reporting which are used to measure and determine the eligible compensation awards under our Variable Cash Plan and our SY PSUs\n√ Financial plan target goals and final awards under our Variable Cash Plan and SY PSUs are approved by the CC\n√ MY PSUs are designed with a relative goal\n√ We have a compensation recovery policy applicable to executive officers that requires NVIDIA to recover certain incentive compensation paid in connection with certain accounting restatements\n√ The CC monitors burn rate\n√ All executive officer equity awards have multi-year vesting\n√ We have stock ownership guidelines that we believe are reasonable and are designed to align our executive officers' interests with those of our stockholders\n√ Our insider trading policy prohibits hedging, pledging, using margin accounts, and trading in derivatives involving our common stock, which prevents our employees from insulating themselves from the effects of NVIDIA stock price performance",
+      "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Risk Analysis of Our Compensation Plans",
+      "metadata": {
+        "length": 2343,
+        "summary": "The Compensation Committee assessed the company's fiscal 2026 compensation programs for potential material risks, focusing on variable cash, equity, and sales incentive plans. It concluded that the programs, which balance short-term and long-term contributions, do not create risks likely to materially harm the business. Key risk mitigation features include a mix of base salary and variable pay, performance-based targets with caps, internal controls, committee approval, relative goals for multi-year PSUs, a compensation recovery policy, burn rate monitoring, multi-year vesting, stock ownership guidelines, and an insider trading policy prohibiting hedging and pledging.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Under",
+          "CC",
+          "oversight",
+          "management",
+          "assessed",
+          "Company",
+          "Fiscal",
+          "2026",
+          "compensation",
+          "programs",
+          "policies",
+          "identify",
+          "resulting",
+          "potential",
+          "material",
+          "risks",
+          "The",
+          "assessment",
+          "focused",
+          "payout",
+          "variability",
+          "participants",
+          "ability",
+          "directly",
+          "affect",
+          "related",
+          "controls",
+          "specifically",
+          "variable",
+          "cash",
+          "equity",
+          "sales",
+          "incentive",
+          "review",
+          "identified",
+          "key",
+          "program",
+          "terms",
+          "specific",
+          "risk",
+          "mitigation",
+          "features",
+          "considered",
+          "findings",
+          "concluded",
+          "structured",
+          "recognize",
+          "short",
+          "term",
+          "long",
+          "contributions",
+          "create",
+          "adverse",
+          "effect",
+          "business",
+          "financial",
+          "condition",
+          "believes",
+          "design",
+          "mitigate",
+          "Our",
+          "encourages",
+          "employees",
+          "remain",
+          "goals",
+          "balances",
+          "incentives",
+          "mix",
+          "base",
+          "salary",
+          "pay",
+          "We",
+          "PSU",
+          "executives",
+          "payouts",
+          "based",
+          "achievement",
+          "corporate",
+          "performance",
+          "targets",
+          "balance",
+          "upside",
+          "opportunity",
+          "downside",
+          "cap",
+          "award",
+          "internal",
+          "accounting",
+          "reporting",
+          "measure",
+          "determine",
+          "eligible",
+          "awards",
+          "Variable",
+          "Cash",
+          "Plan",
+          "SY",
+          "PSUs",
+          "Financial",
+          "plan",
+          "target",
+          "final",
+          "approved",
+          "MY",
+          "designed",
+          "relative",
+          "goal",
+          "recovery",
+          "policy",
+          "applicable",
+          "executive",
+          "officers",
+          "requires",
+          "NVIDIA",
+          "recover",
+          "paid",
+          "connection",
+          "restatements",
+          "monitors",
+          "burn",
+          "rate",
+          "All",
+          "officer",
+          "multi",
+          "year",
+          "vesting",
+          "stock",
+          "ownership",
+          "guidelines",
+          "reasonable",
+          "align",
+          "interests",
+          "stockholders",
+          "insider",
+          "trading",
+          "prohibits",
+          "hedging",
+          "pledging",
+          "margin",
+          "accounts",
+          "derivatives",
+          "involving",
+          "common",
+          "prevents",
+          "insulating",
+          "effects",
+          "price"
+        ],
+        "keywords": [
+          "compensation",
+          "risk mitigation",
+          "executive"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "3d9ec4e5-676c-5ad5-8c5a-6b7f385d5b23",
+      "type": "table",
+      "content": "<table><tr><td>Name and Principal Position</td><td>Fiscal Year</td><td>Salary ($)</td><td>Stock Awards ($) (1)</td><td>Non-Equity Incentive Plan Compensation ($) (2)</td><td>All Other Compensation ($)</td><td>Total ($) (3)</td></tr><tr><td rowspan=\"3\">Jen-Hsun HuangPresident and CEO</td><td>2026</td><td>1,497,627</td><td>24,800,511</td><td>6,000,000</td><td>4,045,691 (4)</td><td>36,343,830</td></tr><tr><td>2025</td><td>1,486,199</td><td>38,811,306</td><td>6,000,000</td><td>3,568,746</td><td>49,866,251</td></tr><tr><td>2024</td><td>996,514</td><td>26,676,415</td><td>4,000,000</td><td>2,494,973</td><td>34,167,902</td></tr><tr><td rowspan=\"3\">Colette M. KressEVP and CFO</td><td>2026</td><td>898,577</td><td>12,825,872</td><td>600,000</td><td>16,402 (5)</td><td>14,340,850</td></tr><tr><td>2025</td><td>893,739</td><td>19,849,891</td><td>600,000</td><td>18,902</td><td>21,362,532</td></tr><tr><td>2024</td><td>896,863</td><td>11,756,027</td><td>600,000</td><td>13,902</td><td>13,266,792</td></tr><tr><td rowspan=\"3\">Ajay K. PuriEVP, Worldwide Field Operations</td><td>2026</td><td>948,497</td><td>12,478,989</td><td>1,300,000</td><td>49,840 (5)</td><td>14,777,327</td></tr><tr><td>2025</td><td>943,391</td><td>19,277,046</td><td>1,300,000</td><td>70,460</td><td>21,590,897</td></tr><tr><td>2024</td><td>946,689</td><td>11,320,353</td><td>1,300,000</td><td>48,408</td><td>13,615,450</td></tr><tr><td rowspan=\"3\">Debora ShoquistEVP, Operations</td><td>2026</td><td>848,656</td><td>12,912,487</td><td>500,000</td><td>33,567 (5)</td><td>14,294,710</td></tr><tr><td>2025</td><td>844,087</td><td>17,838,832</td><td>500,000</td><td>34,984</td><td>19,217,903</td></tr><tr><td>2024</td><td>847,037</td><td>9,687,599</td><td>500,000</td><td>24,229</td><td>11,058,865</td></tr><tr><td rowspan=\"3\">Timothy S. TeterEVP, General Counsel and Secretary</td><td>2026</td><td>848,656</td><td>12,912,487</td><td>500,000</td><td>15,240 (5)</td><td>14,276,382</td></tr><tr><td>2025</td><td>844,087</td><td>17,838,832</td><td>500,000</td><td>18,902</td><td>19,201,821</td></tr><tr><td>2024</td><td>847,037</td><td>9,687,599</td><td>500,000</td><td>13,902</td><td>11,048,538</td></tr></table>",
+      "path": "tables/table-44 Executive Compensation.html",
+      "metadata": {
+        "length": 2174,
+        "summary": "table-45\nThe table shows compensation for NVIDIA executives including CEO Jen-Hsun Huang, CFO Colette Kress, and others for fiscal years 2024-2026, with salary, stock awards, and total pay.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-44 Executive Compensation.html",
+        "keywords": [
+          "Compensation",
+          "Stock Awards",
+          "CEO"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "08a4759e-f885-5bbc-911e-ff94f765f1d3",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"2\">Fiscal Year</td><td colspan=\"2\">Jen-Hsun Huang</td><td colspan=\"2\">Colette M. Kress</td><td colspan=\"2\">Ajay K. Puri</td><td colspan=\"2\">Debora Shoquist</td><td colspan=\"2\">Timothy S. Teter</td></tr><tr><td>SY PSU ($)</td><td>MY PSU ($)</td><td>SY PSU ($)</td><td>MY PSU ($)</td><td>SY PSU ($)</td><td>MY PSU ($)</td><td>SY PSU ($)</td><td>MY PSU ($)</td><td>SY PSU ($)</td><td>MY PSU ($)</td></tr><tr><td>2026</td><td>19,166,424</td><td>18,034,343</td><td>6,099,993</td><td>7,350,483</td><td>5,935,261</td><td>7,151,981</td><td>6,141,443</td><td>7,400,430</td><td>6,141,443</td><td>7,400,430</td></tr><tr><td>2025</td><td>25,046,748</td><td>33,170,211</td><td>8,377,781</td><td>14,564,690</td><td>8,136,366</td><td>14,144,993</td><td>7,529,332</td><td>13,089,669</td><td>7,529,332</td><td>13,089,669</td></tr><tr><td>2024</td><td>23,130,937</td><td>22,666,270</td><td>15,613,188</td><td>1,937,350</td><td>15,034,811</td><td>1,865,423</td><td>12,866,300</td><td>1,596,476</td><td>12,866,300</td><td>1,596,476</td></tr></table>",
+      "path": "tables/table-45 PSU Awards Table.html",
+      "metadata": {
+        "length": 1053,
+        "summary": "table-46\nThe table shows Performance Stock Unit (PSU) awards for five executives across fiscal years 2024-2026, with SY and MY PSU values in dollars.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-45 PSU Awards Table.html",
+        "keywords": [
+          "PSU",
+          "executive compensation",
+          "fiscal years"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "d14cbf5a-cd57-5823-b61b-8ad314be987a",
+      "type": "text",
+      "content": "The following table summarizes information regarding the compensation earned by our NEOs during Fiscal 2026, 2025, and 2024. Fiscal 2026, 2025, and 2024 were 52-week years.\n\n[tables/table-44 Executive Compensation.html]\n\n(1) Amounts shown do not reflect dollar amounts actually received by the NEO, and may not reconcile to corresponding amounts presented in other tables due to differences in rounding. Instead, these amounts reflect the aggregate full grant date fair value calculated in accordance with ASC 718 for the respective fiscal year for grants of RSUs, SY PSUs, and MY PSUs, as applicable. The assumptions used in the calculation of values of the awards are set forth under Note 3 to our consolidated financial statements titled Stock-Based Compensation in our Form 10-K. The reported grant date fair value stock awards with performance-based vesting conditions assumes the probable outcome of the conditions at Base Compensation Plan for SY PSUs and MY PSUs, determined in accordance with applicable accounting standards.\nAssuming Stretch Compensation Plan performance for SY PSUs and MY PSUs granted in each of Fiscal 2026, 2025, and 2024, and a stock price equal to the grant date fair value of the SY PSUs and MY PSUs, the value of stock awards would be:\n\n[tables/table-45 PSU Awards Table.html]\n\n(2) As applicable, reflects amounts earned in Fiscal 2026, 2025, and 2024 and paid in March or April of the fiscal year immediately following each respective year pursuant to the respective Variable Cash Plan. For further information, please see our CD&A above.\n(3) Due to rounding, numbers presented may not sum precisely to the totals provided.\n(4) Reflects (a) the aggregate incremental costs to the Company of residential security, security during personal travel, and consultation fees and driver services (in the amount of \\$3,975,533, reflecting the full cost to the Company), security monitoring services, car expenses, and Mr. Huang's personal guests who accompanied him during business travel on private aircraft, though at no or de minimis incremental cost to us, (b) a \\$11,500 match of contributions to our 401(k) savings plan, and (c) \\$21,904 in life insurance premiums. The 401(k) contribution match and insurance coverage are available to all eligible NVIDIA employees.\n(5) Includes matches of contributions to our 401(k) savings plan and imputed income from life insurance coverage. These benefits are available to all eligible NVIDIA employees. For Fiscal 2026, the match of 401(k) contributions was \\$11,500 for Ms. Kress, \\$10,708 for Mr. Puri, \\$10,083 for Ms. Shoquist, and \\$10,083 for Mr. Teter; and the dollar values of life insurance premiums were \\$4,902 for Ms. Kress, \\$39,132 for Mr. Puri, \\$23,484 for Ms. Shoquist, and \\$5,121 for Mr. Teter.",
+      "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Summary Compensation Table for Fiscal 2026, 2025, and 2024",
+      "metadata": {
+        "length": 2909,
+        "summary": "The table summarizes compensation for NEOs in Fiscal 2026, 2025, and 2024. It includes salary, stock awards (grant date fair value per ASC 718), and non-equity incentive plan compensation. Notes explain that stock award values assume probable performance outcomes, with stretch scenario values provided in a separate table. Additional details cover cash plan payouts, rounding, and other compensation items like security, 401(k) matches, and life insurance premiums for each NEO.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "The",
+          "table",
+          "summarizes",
+          "information",
+          "compensation",
+          "earned",
+          "NEOs",
+          "Fiscal",
+          "2026",
+          "2025",
+          "2024",
+          "52",
+          "week",
+          "years",
+          "Amounts",
+          "shown",
+          "reflect",
+          "dollar",
+          "amounts",
+          "received",
+          "NEO",
+          "reconcile",
+          "presented",
+          "tables",
+          "due",
+          "differences",
+          "rounding",
+          "Instead",
+          "aggregate",
+          "full",
+          "grant",
+          "date",
+          "fair",
+          "calculated",
+          "accordance",
+          "ASC",
+          "718",
+          "respective",
+          "fiscal",
+          "year",
+          "grants",
+          "RSUs",
+          "SY",
+          "PSUs",
+          "MY",
+          "applicable",
+          "assumptions",
+          "calculation",
+          "values",
+          "awards",
+          "set",
+          "Note",
+          "consolidated",
+          "financial",
+          "statements",
+          "titled",
+          "Stock",
+          "Based",
+          "Compensation",
+          "Form",
+          "10",
+          "reported",
+          "stock",
+          "performance",
+          "based",
+          "vesting",
+          "conditions",
+          "assumes",
+          "probable",
+          "outcome",
+          "Base",
+          "Plan",
+          "determined",
+          "accounting",
+          "standards",
+          "Assuming",
+          "Stretch",
+          "granted",
+          "price",
+          "equal",
+          "As",
+          "reflects",
+          "paid",
+          "March",
+          "April",
+          "immediately",
+          "pursuant",
+          "Variable",
+          "Cash",
+          "For",
+          "CD",
+          "Due",
+          "numbers",
+          "sum",
+          "precisely",
+          "totals",
+          "provided",
+          "Reflects",
+          "incremental",
+          "costs",
+          "Company",
+          "residential",
+          "security",
+          "personal",
+          "travel",
+          "consultation",
+          "fees",
+          "driver",
+          "services",
+          "amount",
+          "975",
+          "533",
+          "reflecting",
+          "cost",
+          "monitoring",
+          "car",
+          "expenses",
+          "Mr",
+          "Huang",
+          "guests",
+          "accompanied",
+          "business",
+          "private",
+          "aircraft",
+          "de",
+          "minimis",
+          "11",
+          "500",
+          "match",
+          "contributions",
+          "401",
+          "savings",
+          "plan",
+          "21",
+          "904",
+          "life",
+          "insurance",
+          "premiums",
+          "contribution",
+          "coverage",
+          "eligible",
+          "NVIDIA",
+          "employees",
+          "Includes",
+          "matches",
+          "imputed",
+          "income",
+          "These",
+          "benefits",
+          "Ms",
+          "Kress",
+          "708",
+          "Puri",
+          "083",
+          "Shoquist",
+          "Teter",
+          "902",
+          "39",
+          "132",
+          "23",
+          "484",
+          "121"
+        ],
+        "keywords": [
+          "NEO compensation",
+          "stock awards",
+          "fiscal years"
+        ],
+        "connect_to": [
+          {
+            "target": "3d9ec4e5-676c-5ad5-8c5a-6b7f385d5b23",
+            "relation": "embeds",
+            "ref": "[tables/table-44 Executive Compensation.html]",
+            "position": {
+              "start": 174,
+              "end": 219
+            }
+          },
+          {
+            "target": "08a4759e-f885-5bbc-911e-ff94f765f1d3",
+            "relation": "embeds",
+            "ref": "[tables/table-45 PSU Awards Table.html]",
+            "position": {
+              "start": 1272,
+              "end": 1311
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "60e36216-21ba-537b-8a7a-979bbe71ca6a",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"2\">Name</td><td rowspan=\"2\">Type of Award</td><td rowspan=\"2\">Grant Date</td><td colspan=\"3\">Estimated Possible Payouts Under Non-Equity Incentive Plan Awards (1)</td><td colspan=\"3\">Estimated Future Payouts Under Equity Incentive Plan Awards (2)</td><td rowspan=\"2\">All Other Stock Awards: Number of Shares of Stock or Units (#) (3)</td><td rowspan=\"2\">Grant Date Fair Value of Stock Awards ($) (4)</td></tr><tr><td>Threshold ($)</td><td>Target ($)</td><td>Maximum ($)</td><td>Threshold (#)</td><td>Target (#)</td><td>Maximum (#)</td></tr><tr><td rowspan=\"3\">Jen-Hsun Huang</td><td>SY PSU</td><td>3/10/25</td><td></td><td>—</td><td></td><td>59,804</td><td>119,607</td><td>179,411</td><td>—</td><td>12,777,616</td></tr><tr><td>MY PSU</td><td>3/10/25</td><td></td><td>—</td><td></td><td>29,902</td><td>119,607</td><td>179,411</td><td>—</td><td>12,022,896</td></tr><tr><td>Variable Cash Plan</td><td>3/3/25</td><td>1,500,000</td><td>3,000,000</td><td>6,000,000</td><td></td><td>—</td><td></td><td>—</td><td>—</td></tr><tr><td rowspan=\"4\">Colette M. Kress</td><td>SY PSU</td><td>3/10/25</td><td></td><td>—</td><td></td><td>14,275</td><td>28,550</td><td>57,100</td><td>—</td><td>3,049,997</td></tr><tr><td>MY PSU</td><td>3/10/25</td><td></td><td>—</td><td></td><td>7,138</td><td>28,550</td><td>57,100</td><td>—</td><td>3,675,242</td></tr><tr><td>RSU</td><td>3/10/25</td><td></td><td>—</td><td></td><td></td><td>—</td><td></td><td>57,106</td><td>6,100,634</td></tr><tr><td>Variable Cash Plan</td><td>3/3/25</td><td>150,000</td><td>300,000</td><td>600,000</td><td></td><td>—</td><td></td><td>—</td><td>—</td></tr><tr><td rowspan=\"4\">Ajay K. Puri</td><td>SY PSU</td><td>3/10/25</td><td></td><td>—</td><td></td><td>13,890</td><td>27,779</td><td>55,558</td><td>—</td><td>2,967,631</td></tr><tr><td>MY PSU</td><td>3/10/25</td><td></td><td>—</td><td></td><td>6,945</td><td>27,779</td><td>55,558</td><td>—</td><td>3,575,991</td></tr><tr><td>RSU</td><td>3/10/25</td><td></td><td>—</td><td></td><td></td><td>—</td><td></td><td>55,559</td><td>5,935,368</td></tr><tr><td>Variable Cash Plan</td><td>3/3/25</td><td>325,000</td><td>650,000</td><td>1,300,000</td><td></td><td>—</td><td></td><td>—</td><td>—</td></tr><tr><td rowspan=\"4\">Debora Shoquist</td><td>SY PSU</td><td>3/10/25</td><td></td><td>—</td><td></td><td>14,372</td><td>28,744</td><td>57,488</td><td>—</td><td>3,070,722</td></tr><tr><td>MY PSU</td><td>3/10/25</td><td></td><td>—</td><td></td><td>7,186</td><td>28,744</td><td>57,488</td><td>—</td><td>3,700,215</td></tr><tr><td>RSU</td><td>3/10/25</td><td></td><td>—</td><td></td><td></td><td>—</td><td></td><td>57,489</td><td>6,141,550</td></tr><tr><td>Variable Cash Plan</td><td>3/3/25</td><td>125,000</td><td>250,000</td><td>500,000</td><td></td><td>—</td><td></td><td>—</td><td>—</td></tr><tr><td rowspan=\"2\">Timothy S. Teter</td><td>SY PSU</td><td>3/10/25</td><td></td><td>—</td><td></td><td>14,372</td><td>28,744</td><td>57,488</td><td>—</td><td>3,070,722</td></tr><tr><td>MY PSU</td><td>3/10/25</td><td></td><td>—</td><td></td><td>7,186</td><td>28,744</td><td>57,488</td><td>—</td><td>3,700,215</td></tr></table>",
+      "path": "tables/table-46 Executive Compensation.html",
+      "metadata": {
+        "length": 3136,
+        "summary": "table-47\nThe table details 2025 executive compensation for five Nvidia executives, including Jen-Hsun Huang, with awards like SY PSU, MY PSU, RSU, and Variable Cash Plan, showing estimated payouts and stock values.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-46 Executive Compensation.html",
+        "keywords": [
+          "PSU",
+          "RSU",
+          "Variable Cash"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "bb612be1-b121-5a1a-9b72-17e99e670f10",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"2\">Name</td><td colspan=\"4\">Stock Awards</td></tr><tr><td>Number of Units of Stock That Have Not Vested (#)</td><td>Market Value of Units of Stock That Have Not Vested ($) (1)</td><td>Equity Incentive Plan Awards: Number of Unearned Shares That Have Not Vested (#)</td><td>Equity Incentive Plan Awards: Market Value of Unearned Shares That Have Not Vested ($) (1)</td></tr><tr><td rowspan=\"6\">Jen-Hsun Huang</td><td>315,570 (2)</td><td>59,223,022</td><td>—</td><td>—</td></tr><tr><td>757,360 (3)</td><td>142,133,751</td><td>—</td><td>—</td></tr><tr><td>161,085 (4)</td><td>30,230,822</td><td>—</td><td>—</td></tr><tr><td>179,411 (5)</td><td>33,670,062</td><td>—</td><td>—</td></tr><tr><td>—</td><td>—</td><td>286,350 (6)</td><td>53,739,305</td></tr><tr><td>—</td><td>—</td><td>179,411 (7)</td><td>33,670,062</td></tr><tr><td rowspan=\"10\">Colette M. Kress</td><td>10,970 (8)</td><td>2,058,740</td><td>—</td><td>—</td></tr><tr><td>61,970 (9)</td><td>11,629,910</td><td>—</td><td>—</td></tr><tr><td>213,010 (2)</td><td>39,975,587</td><td>—</td><td>—</td></tr><tr><td>49,560 (3)</td><td>9,300,925</td><td>—</td><td>—</td></tr><tr><td>53,890 (10)</td><td>10,113,536</td><td>—</td><td>—</td></tr><tr><td>53,880 (4)</td><td>10,111,660</td><td>—</td><td>—</td></tr><tr><td>46,399 (11)</td><td>8,707,700</td><td>—</td><td>—</td></tr><tr><td>57,100 (5)</td><td>10,715,957</td><td>—</td><td>—</td></tr><tr><td>—</td><td>—</td><td>95,780 (6)</td><td>17,975,033</td></tr><tr><td>—</td><td>—</td><td>57,100 (7)</td><td>10,715,957</td></tr><tr><td rowspan=\"10\">Ajay K. Puri</td><td>10,560 (8)</td><td>1,981,795</td><td>—</td><td>—</td></tr><tr><td>59,670 (9)</td><td>11,198,269</td><td>—</td><td>—</td></tr><tr><td>205,120 (2)</td><td>38,494,870</td><td>—</td><td>—</td></tr><tr><td>47,720 (3)</td><td>8,955,612</td><td>—</td><td>—</td></tr><tr><td>52,330 (10)</td><td>9,820,771</td><td>—</td><td>—</td></tr><tr><td>52,340 (4)</td><td>9,822,648</td><td>—</td><td>—</td></tr><tr><td>45,142 (11)</td><td>8,471,799</td><td>—</td><td>—</td></tr><tr><td>55,558 (5)</td><td>10,426,570</td><td>—</td><td>—</td></tr><tr><td>—</td><td>—</td><td>93,020 (6)</td><td>17,457,063</td></tr><tr><td>—</td><td>—</td><td>55,558 (7)</td><td>10,426,570</td></tr><tr><td rowspan=\"10\">Debora Shoquist</td><td>9,040 (8)</td><td>1,696,537</td><td>—</td><td>—</td></tr><tr><td>51,070 (9)</td><td>9,584,307</td><td>—</td><td>—</td></tr><tr><td>175,540 (2)</td><td>32,943,592</td><td>—</td><td>—</td></tr><tr><td>40,840 (3)</td><td>7,664,443</td><td>—</td><td>—</td></tr><tr><td>48,420 (10)</td><td>9,086,981</td><td>—</td><td>—</td></tr><tr><td>48,420 (4)</td><td>9,086,981</td><td>—</td><td>—</td></tr><tr><td>46,710 (11)</td><td>8,766,066</td><td>—</td><td>—</td></tr><tr><td>57,488 (5)</td><td>10,788,773</td><td>—</td><td>—</td></tr><tr><td>—</td><td>—</td><td>86,080 (6)</td><td>16,154,634</td></tr><tr><td>—</td><td>—</td><td>57,488 (7)</td><td>10,788,773</td></tr><tr><td rowspan=\"10\">Timothy S. Teter</td><td>9,040 (8)</td><td>1,696,537</td><td>—</td><td>—</td></tr><tr><td>51,070 (9)</td><td>9,584,307</td><td>—</td><td>—</td></tr><tr><td>175,540 (2)</td><td>32,943,592</td><td>—</td><td>—</td></tr><tr><td>40,840 (3)</td><td>7,664, 443</td><td>—</td><td>—</td></tr><tr><td>48,420 (10)</td><td>9,086,981</td><td>—</td><td>—</td></tr><tr><td>48,420 (4)</td><td>9,086,981</td><td>—</td><td>—</td></tr><tr><td>46,710 (11)</td><td>8,766,066</td><td>—</td><td>—</td></tr><tr><td>57,48B (5)</td><td>10,788,773</td><td>—</td><td>—</td></tr><tr><td>—</td><td>—</td><td>86,080 (6)</td><td>16,154,634</td></tr><tr><td>—</td><td>—</td><td>57,488 (7)</td><td>10,788,773</td></tr></table>",
+      "path": "tables/table-47 Stock Awards.html",
+      "metadata": {
+        "length": 3667,
+        "summary": "table-48\nThe table details unvested stock awards for executives including Jen-Hsun Huang, Colette M. Kress, Ajay K. Puri, Debora Shoquist, and Timothy S. Teter, listing numbers of units and their market values.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-47 Stock Awards.html",
+        "keywords": [
+          "Stock Awards",
+          "Unvested Units",
+          "Market Value"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "415c9586-3cbd-5589-ae79-58059189e076",
+      "type": "text",
+      "content": "The following table provides information regarding all grants of plan-based awards that were made to or earned by our NEOs during Fiscal 2026. The information in this table supplements the dollar value of stock awards set forth in the Summary Compensation Table for Fiscal 2026, 2025, and 2024. The PSU and RSU awards set forth in the following table were made under our 2007 Plan. PSUs are eligible to vest based on performance against pre-established criteria. All equity awards listed are subject to service-based vesting.\n\n[tables/table-46 Executive Compensation.html]\n\n(1) Represents range of awards payable under our Fiscal 2026 Variable Cash Plan.\n(2) Represents range of shares eligible to be earned with respect to PSUs.\n(3) Represents RSUs granted.\n(4) Amounts shown in this column do not reflect dollar amounts actually received by the NEO, and may not reconcile to corresponding amounts presented in other tables due to differences in rounding. Instead, these amounts reflect the aggregate full grant date fair value calculated in accordance with ASC 718 for the awards. The assumptions used in the calculation of values of the awards are set forth under Note 3 to our consolidated financial statements titled Stock-Based Compensation in our Form 10-K. With regard to the stock awards with performance-based vesting conditions, the reported grant date fair value assumes the probable outcome of the conditions at Base Compensation Plan performance for SY PSUs and MY PSUs, determined in accordance with applicable accounting standards.\nThe following table presents information regarding outstanding equity awards held by our NEOs as of January 25, 2026.\n\n[tables/table-47 Stock Awards.html]\n\n(1) Calculated by multiplying the number of RSUs or PSUs that have not vested or have not been earned, as applicable, by the closing price (\\$187.67) of NVIDIA's common stock on January 23, 2026, the last trading day before the end of our Fiscal 2026, as reported by Nasdaq.\n(2) The PSU was earned based on achievement of a performance goal for the one-year period that ended on January 28, 2024. The PSU vested as to 25% of the shares on March 20, 2024, and vests as to 6.25% approximately every three months thereafter over the next three years such that the PSU will be fully vested on March 17, 2027.\n(3) The PSU was earned based on achievement of a performance goal for the three-year period that ended on January 25, 2026. The PSU vested as to 100% of the shares on March 18, 2026.\n(4) The PSU was earned based on achievement of a performance goal for the one-year period that ended on January 26, 2025. The PSU vested as to 25% of the shares on March 19, 2025, and vests as to 6.25% approximately every three months thereafter over the next three years such that the PSU will be fully vested on March 15, 2028.\n(5) The PSU was earned based on achievement of a performance goal for the 1-year period that ended on January 25, 2026. The PSU vested as to 25% of the shares on March 18, 2026, and vests as to 6.25% approximately every three months thereafter over the next three years such that the PSU will be fully vested on March 15, 2029.\n(6) Represents shares that could be earned upon achievement of a Stretch Compensation Plan goal, based on our TSR relative to the S&P 500 from January 29, 2024 through January 31, 2027. If the performance goal is achieved, 100% of the shares earned will vest on March 17, 2027. If the Threshold performance goal is achieved, 47,720 shares will be earned by Mr. Huang, 11,970 shares will be earned by Ms. Kress, 11,620 shares will be earned by Mr. Puri, 10,760 shares will be earned by Ms. Shoquist, and 10,760 shares will be earned by Mr. Teter. If the Base Compensation Plan performance goal is achieved, 190,900 shares will be earned by Mr. Huang, 47,890 shares will be earned by Ms. Kress, 46,510 shares will be earned by Mr. Puri, 43,040 shares will be earned by Ms. Shoquist, and 43,040 shares will be earned by Mr. Teter.\n(7) Represents shares that could be earned upon achievement of a Stretch Compensation Plan goal, based on our TSR relative to the S&P 500 from January 27, 2025 through January 30, 2028. If the performance goal is achieved, 100% of the shares earned will vest on March 15, 2028. If the Threshold performance goal is achieved, 29,902 shares will be earned by Mr. Huang, 7,138 shares will be earned by Ms. Kress, 6,945 shares will be earned by Mr. Puri, 7,186 shares will be earned by Ms. Shoquist, and 7,186 shares will be earned by Mr. Teter. If the Base Compensation Plan performance goal is achieved, 119,607 shares will be earned by Mr. Huang, 28,550 shares will be earned by Ms. Kress, 27,779 shares will be earned by Mr. Puri, 28,744 shares will be earned by Ms. Shoquist, and 28,744 shares will be earned by Mr. Teter.\n(8) The RSU vested as to 6.25% on June 15, 2022, and approximately every three months thereafter, such that the shares were fully vested on March 18, 2026, the approximate four year anniversary of the grant date.\n(9) The RSU vested as to 6.25% on June 21, 2023, and approximately every three months thereafter, such that the shares will become fully vested on March 17, 2027, the approximate four year anniversary of the grant date.\n(10) The RSU vested as to 6.25% on June 19, 2024, and approximately every three months thereafter, such that the shares will become fully vested on March 15, 2028, the approximate four year anniversary of the grant date.\n(11) The RSU vested as to 6.25% on June 18, 2025, and approximately every three months thereafter, such that the shares will become fully vested on March 15, 2029, the approximate four year anniversary of the grant date.",
+      "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Grants of Plan-Based Awards for Fiscal 2026",
+      "metadata": {
+        "length": 5739,
+        "summary": "The text details plan-based awards for NEOs in Fiscal 2026, including PSUs and RSUs under the 2007 Plan. It explains vesting schedules, performance criteria, and grant date fair values. Outstanding equity awards as of January 25, 2026 are listed, with values calculated using a closing stock price of $187.67. Specific vesting terms for PSUs and RSUs are provided, including stretch goals based on TSR relative to the S&P 500.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "The",
+          "table",
+          "information",
+          "grants",
+          "plan",
+          "based",
+          "awards",
+          "made",
+          "earned",
+          "NEOs",
+          "Fiscal",
+          "2026",
+          "supplements",
+          "dollar",
+          "stock",
+          "set",
+          "Summary",
+          "Compensation",
+          "Table",
+          "2025",
+          "2024",
+          "PSU",
+          "RSU",
+          "2007",
+          "Plan",
+          "PSUs",
+          "eligible",
+          "vest",
+          "performance",
+          "pre",
+          "established",
+          "criteria",
+          "All",
+          "equity",
+          "listed",
+          "subject",
+          "service",
+          "vesting",
+          "Represents",
+          "range",
+          "payable",
+          "Variable",
+          "Cash",
+          "shares",
+          "respect",
+          "RSUs",
+          "granted",
+          "Amounts",
+          "shown",
+          "column",
+          "reflect",
+          "amounts",
+          "received",
+          "NEO",
+          "reconcile",
+          "presented",
+          "tables",
+          "due",
+          "differences",
+          "rounding",
+          "Instead",
+          "aggregate",
+          "full",
+          "grant",
+          "date",
+          "fair",
+          "calculated",
+          "accordance",
+          "ASC",
+          "718",
+          "assumptions",
+          "calculation",
+          "values",
+          "Note",
+          "consolidated",
+          "financial",
+          "statements",
+          "titled",
+          "Stock",
+          "Based",
+          "Form",
+          "10",
+          "With",
+          "regard",
+          "conditions",
+          "reported",
+          "assumes",
+          "probable",
+          "outcome",
+          "Base",
+          "SY",
+          "MY",
+          "determined",
+          "applicable",
+          "accounting",
+          "standards",
+          "presents",
+          "outstanding",
+          "held",
+          "January",
+          "25",
+          "Calculated",
+          "multiplying",
+          "number",
+          "vested",
+          "closing",
+          "price",
+          "187.67",
+          "NVIDIA",
+          "common",
+          "23",
+          "trading",
+          "day",
+          "end",
+          "Nasdaq",
+          "achievement",
+          "goal",
+          "year",
+          "period",
+          "ended",
+          "28",
+          "25%",
+          "March",
+          "20",
+          "vests",
+          "6.25%",
+          "approximately",
+          "months",
+          "years",
+          "fully",
+          "17",
+          "2027",
+          "100%",
+          "18",
+          "26",
+          "19",
+          "15",
+          "2028",
+          "2029",
+          "Stretch",
+          "TSR",
+          "relative",
+          "500",
+          "29",
+          "31",
+          "If",
+          "achieved",
+          "Threshold",
+          "47",
+          "720",
+          "Mr",
+          "Huang",
+          "11",
+          "970",
+          "Ms",
+          "Kress",
+          "620",
+          "Puri",
+          "760",
+          "Shoquist",
+          "Teter",
+          "190",
+          "900",
+          "890",
+          "46",
+          "510",
+          "43",
+          "040",
+          "27",
+          "30",
+          "902",
+          "138",
+          "945",
+          "186",
+          "119",
+          "607",
+          "550",
+          "779",
+          "744",
+          "June",
+          "2022",
+          "approximate",
+          "anniversary",
+          "21",
+          "2023"
+        ],
+        "keywords": [
+          "PSU",
+          "RSU",
+          "Stock Awards"
+        ],
+        "connect_to": [
+          {
+            "target": "60e36216-21ba-537b-8a7a-979bbe71ca6a",
+            "relation": "embeds",
+            "ref": "[tables/table-46 Executive Compensation.html]",
+            "position": {
+              "start": 527,
+              "end": 572
+            }
+          },
+          {
+            "target": "bb612be1-b121-5a1a-9b72-17e99e670f10",
+            "relation": "embeds",
+            "ref": "[tables/table-47 Stock Awards.html]",
+            "position": {
+              "start": 1667,
+              "end": 1702
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "01650da9-f69f-5b09-8d50-f473c79a41e0",
+      "type": "table",
+      "content": "<table><tr><td>Name</td><td>Number of Shares Acquired on Vesting (#) (1)</td><td>Value Realized on Vesting ($) (2)</td></tr><tr><td>Jen-Hsun Huang</td><td>1,113,555 (3)</td><td>141,311,217</td></tr><tr><td>Colette M. Kress</td><td>442,087 (4)</td><td>63,881,560</td></tr><tr><td>Ajay K. Puri</td><td>425,837 (5)</td><td>61,550,468</td></tr><tr><td>Debora Shoquist</td><td>368,879 (6)</td><td>53,412,792</td></tr><tr><td>Timothy S. Teter</td><td>368,879 (7)</td><td>53,412,792</td></tr></table>",
+      "path": "tables/table-48 Stock Vesting Data.html",
+      "metadata": {
+        "length": 493,
+        "summary": "table-49\nThe table shows stock vesting details for five NVIDIA executives, including Jen-Hsun Huang, with shares acquired and value realized upon vesting.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-48 Stock Vesting Data.html",
+        "keywords": [
+          "Stock Vesting",
+          "Shares",
+          "Value"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "174d6f1d-fcd0-5b35-993a-a27fe71397da",
+      "type": "text",
+      "content": "The following table shows information regarding stock acquired upon vesting for our NEOs during Fiscal 2026. We have not had any stock options outstanding since the end of Fiscal 2024.\nStock Awards\n\n[tables/table-48 Stock Vesting Data.html]\n\n(1) Represents the gross number of shares acquired on vesting. Shares were withheld from these amounts to pay taxes due upon vesting.\n(2) Represents the gross number of shares acquired on vesting multiplied by the fair market value of our common stock as reported by Nasdaq on the date of vesting.\n(3) Includes an aggregate of 552,105 shares that were withheld to pay taxes due upon vesting.\n(4) Includes an aggregate of 233.268 shares that were withheld to pay taxes due upon vesting.\n(5) Includes an aggregate of 211,139 shares that were withheld to pay taxes due upon vesting.\n(6) Includes an aggregate of 194,424 shares that were withheld to pay taxes due upon vesting.\n(7) Includes an aggregate of 198,486 shares that were withheld to pay taxes due upon vesting.",
+      "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Option Exercises and Stock Vested in Fiscal 2026",
+      "metadata": {
+        "length": 1043,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "The",
+          "table",
+          "shows",
+          "information",
+          "stock",
+          "acquired",
+          "vesting",
+          "NEOs",
+          "Fiscal",
+          "2026",
+          "We",
+          "options",
+          "outstanding",
+          "end",
+          "2024",
+          "Stock",
+          "Awards",
+          "Represents",
+          "gross",
+          "number",
+          "shares",
+          "Shares",
+          "withheld",
+          "amounts",
+          "pay",
+          "taxes",
+          "due",
+          "multiplied",
+          "fair",
+          "market",
+          "common",
+          "reported",
+          "Nasdaq",
+          "date",
+          "Includes",
+          "aggregate",
+          "552",
+          "105",
+          "233.268",
+          "211",
+          "139",
+          "194",
+          "424",
+          "198",
+          "486"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "01650da9-f69f-5b09-8d50-f473c79a41e0",
+            "relation": "embeds",
+            "ref": "[tables/table-48 Stock Vesting Data.html]",
+            "position": {
+              "start": 199,
+              "end": 240
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "6c637dda-1764-5f8d-a86e-d05cf5866fa5",
+      "type": "table",
+      "content": "<table><tr><td>Name</td><td>Unvested RSUs and PSUs at January 25, 2026 (#) (1)</td><td>Total Estimated Benefit ($) (1)</td></tr><tr><td>Jen-Hsun Huang</td><td>1,411,679</td><td>264,929,798</td></tr><tr><td>Colette M. Kress</td><td>569,889</td><td>106,951,069</td></tr><tr><td>Ajay K. Puri</td><td>551,090</td><td>103,423,060</td></tr><tr><td>Debora Shoquist</td><td>500,148</td><td>93,862,775</td></tr><tr><td>Timothy S. Teter</td><td>500,148</td><td>93,862,775</td></tr></table>",
+      "path": "tables/table-49 Unvested RSUs_PSUs.html",
+      "metadata": {
+        "length": 479,
+        "summary": "table-50\nTable shows unvested RSUs and PSUs for five NVIDIA executives as of January 25, 2026, with Jen-Hsun Huang holding the largest amount.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-49 Unvested RSUs_PSUs.html",
+        "keywords": [
+          "RSUs",
+          "PSUs",
+          "Executives"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "8e5209ee-bc6d-5486-8813-17a36002e185",
+      "type": "table",
+      "content": "<table><tr><td>Name</td><td>Estimated SY PSUs Granted in Fiscal 2026 at Base Compensation Plan Performance (#)</td><td>Value of Estimated SY PSUs Granted in Fiscal 2026 at Base Compensation Plan Performance ($)</td><td>Actual SY PSUs Granted in Fiscal 2026 Eligible to Vest (#)</td><td>Value of Actual SY PSUs Granted in Fiscal 2026 Eligible to Vest ($)</td></tr><tr><td>Jen-Hsun Huang</td><td>119,607</td><td>22,446,646</td><td>179,411</td><td>33,670,062</td></tr><tr><td>Colette M. Kress</td><td>28,550</td><td>5,357,979</td><td>57,100</td><td>10,715,957</td></tr><tr><td>Ajay K. Puri</td><td>27,779</td><td>5,213,285</td><td>55,558</td><td>10,426,570</td></tr><tr><td>Debora Shoquist</td><td>28,744</td><td>5,394,386</td><td>57,488</td><td>10,788,773</td></tr><tr><td>Timothy S. Teter</td><td>28,744</td><td>5,394,386</td><td>57,488</td><td>10,788,773</td></tr></table>",
+      "path": "tables/table-50 SY PSU Grants.html",
+      "metadata": {
+        "length": 872,
+        "summary": "table-51\nTable shows estimated and actual SY PSU grants for fiscal 2026 for five executives, including Jen-Hsun Huang, with values in shares and dollars.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-50 SY PSU Grants.html",
+        "keywords": [
+          "PSU",
+          "Grants",
+          "Fiscal 2026"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "987ebafe-f0b2-5005-85fb-95b4b2860265",
+      "type": "table",
+      "content": "<table><tr><td>Name</td><td>Estimated MY PSUs Granted in Fiscal 2024 at Base Compensation Plan Performance (#)</td><td>Value of Estimated MY PSUs Granted in Fiscal 2024 at Base Compensation Plan Performance ($)</td><td>Actual MY PSUs Granted in Fiscal 2024 Eligible to Vest (#)</td><td>Value of Actual MY PSUs Granted in Fiscal 2024 Eligible to Vest ($)</td></tr><tr><td>Jen-Hsun Huang</td><td>504,910</td><td>94,756,460</td><td>757,360</td><td>142,133,751</td></tr><tr><td>Colette M. Kress</td><td>24,780</td><td>4,650,463</td><td>49,560</td><td>9,300,925</td></tr><tr><td>Ajay K. Puri</td><td>23,860</td><td>4,477,806</td><td>47,720</td><td>8,955,612</td></tr><tr><td>Debora Shoquist</td><td>20,420</td><td>3,832,221</td><td>40,840</td><td>7,664,443</td></tr><tr><td>Timothy S. Teter</td><td>20,420</td><td>3,832,221</td><td>40,840</td><td>7,664,443</td></tr></table>",
+      "path": "tables/table-51 MY PSU Grants 2024.html",
+      "metadata": {
+        "length": 869,
+        "summary": "table-52\nTable shows estimated and actual MY PSU grants for fiscal 2024 for five NVIDIA executives, including Jen-Hsun Huang with the highest values.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-51 MY PSU Grants 2024.html",
+        "keywords": [
+          "PSU grants",
+          "NVIDIA executives",
+          "fiscal 2024"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "d378f0a5-590a-5466-9bdc-993b3c6dccca",
+      "type": "text",
+      "content": "Employment Agreements. Our executive officers are “at-will” employees and we do not have employment, severance, or change-in-control agreements with our executive officers.\nChange-in-Control Arrangements. Our 2007 Plan provides that in the event of a corporate transaction or a change-in-control, outstanding stock awards may be assumed, continued, or substituted by the surviving corporation. If the surviving corporation does not assume, continue, or substitute such stock awards, then (a) with respect to any stock awards that are held by individuals performing services for NVIDIA immediately prior to the effective time of the transaction, the vesting and exercisability provisions of such stock awards will be accelerated in full and such stock awards will be terminated if not exercised prior to the effective date of the corporate transaction or change-in-control, and (b) all other outstanding stock awards will be terminated if not exercised on or prior to the effective date of the corporate transaction or change-in-control. These change-in-control arrangements apply to stock awards held by our NEOs on the same basis as our other employees.\nPotential Payments Upon Termination or Change-in-Control\nUpon a change-in-control or certain other corporate transactions of NVIDIA, unvested RSUs, and PSUs will fully vest in some cases as described above under Employment, Severance, and Change-in-Control Arrangements—Change-in-Control Arrangements. The table below shows our estimates of the amount of the benefit each of our NEOs would have received if the unvested RSUs and PSUs held by them as of January 25, 2026 had become fully vested as a result of a change-in-control, calculated by multiplying the number of unvested RSUs and PSUs held by the applicable NEO by the closing price (\\$187.67) of NVIDIA's common stock on January 23, 2026, the last trading day before the end of our Fiscal 2026, as reported by Nasdaq.\n\n[tables/table-49 Unvested RSUs_PSUs.html]\n\n(1) With respect to unvested PSUs, the amounts in these columns assume performance at Base Compensation Plan with respect to SY PSUs granted in Fiscal 2026 and with respect to MY PSUs granted in Fiscal 2024, Fiscal 2025, and Fiscal 2026, in accordance with SEC rules. The two tables below reflect the actual numbers of the SY PSUs granted in Fiscal 2026 and MY PSUs granted in Fiscal 2024 that became eligible to vest, based on our performance during the relevant performance period for such awards, as certified by our CC shortly after the end of Fiscal 2026. The values of the estimated and actual SY PSUs and MY PSUs in the table below were calculated by multiplying the applicable number of SY PSUs and MY PSUs held by each respective NEO and listed below, by the closing price (\\$187.67) of NVIDIA's common stock on January 23, 2026, the last trading day before the end of our Fiscal 2026, as reported by Nasdaq.\nSY PSUs granted in Fiscal 2026 - Actual Achievement (versus Base Compensation Plan Performance)\n\n[tables/table-50 SY PSU Grants.html]\n\nMY PSUs granted in Fiscal 2024 - Actual Achievement (versus Base Compensation Plan Performance)\n\n[tables/table-51 MY PSU Grants 2024.html]\n\nThe actual number of MY PSUs granted in Fiscal 2025 and Fiscal 2026 that will become eligible to vest will be determinable after January 31, 2027 and January 30, 2028, respectively, the ending dates of the applicable three-year measurement period for MY PSUs.",
+      "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Employment, Severance, and Change-in-Control Arrangements",
+      "metadata": {
+        "length": 3591,
+        "summary": "The passage describes NVIDIA's change-in-control arrangements for executive officers. Under the 2007 Plan, upon a corporate transaction or change-in-control, outstanding stock awards may be assumed or substituted. If not, awards held by service providers accelerate vesting fully, while others terminate if unexercised. Potential payments upon termination or change-in-control are estimated based on unvested RSUs and PSUs, using a stock price of $187.67. Tables show estimated and actual PSU achievements for Fiscal 2024 and 2026, with further determinations pending for later grants.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Employment",
+          "Agreements",
+          "Our",
+          "executive",
+          "officers",
+          "employees",
+          "employment",
+          "severance",
+          "change",
+          "control",
+          "agreements",
+          "Change",
+          "Control",
+          "Arrangements",
+          "2007",
+          "Plan",
+          "event",
+          "corporate",
+          "transaction",
+          "outstanding",
+          "stock",
+          "awards",
+          "assumed",
+          "continued",
+          "substituted",
+          "surviving",
+          "corporation",
+          "If",
+          "assume",
+          "continue",
+          "substitute",
+          "respect",
+          "held",
+          "individuals",
+          "performing",
+          "services",
+          "NVIDIA",
+          "immediately",
+          "prior",
+          "effective",
+          "time",
+          "vesting",
+          "exercisability",
+          "provisions",
+          "accelerated",
+          "full",
+          "terminated",
+          "exercised",
+          "date",
+          "These",
+          "arrangements",
+          "apply",
+          "NEOs",
+          "basis",
+          "Potential",
+          "Payments",
+          "Upon",
+          "Termination",
+          "transactions",
+          "unvested",
+          "RSUs",
+          "PSUs",
+          "fully",
+          "vest",
+          "cases",
+          "Severance",
+          "The",
+          "table",
+          "shows",
+          "estimates",
+          "amount",
+          "benefit",
+          "received",
+          "January",
+          "25",
+          "2026",
+          "vested",
+          "result",
+          "calculated",
+          "multiplying",
+          "number",
+          "applicable",
+          "NEO",
+          "closing",
+          "price",
+          "187.67",
+          "common",
+          "23",
+          "trading",
+          "day",
+          "end",
+          "Fiscal",
+          "reported",
+          "Nasdaq",
+          "With",
+          "amounts",
+          "columns",
+          "performance",
+          "Base",
+          "Compensation",
+          "SY",
+          "granted",
+          "MY",
+          "2024",
+          "2025",
+          "accordance",
+          "SEC",
+          "rules",
+          "tables",
+          "reflect",
+          "actual",
+          "numbers",
+          "eligible",
+          "based",
+          "relevant",
+          "period",
+          "certified",
+          "CC",
+          "shortly",
+          "values",
+          "estimated",
+          "respective",
+          "listed",
+          "Actual",
+          "Achievement",
+          "versus",
+          "Performance",
+          "determinable",
+          "31",
+          "2027",
+          "30",
+          "2028",
+          "ending",
+          "dates",
+          "year",
+          "measurement"
+        ],
+        "keywords": [
+          "Change-in-Control",
+          "Stock Awards",
+          "Executive Officers"
+        ],
+        "connect_to": [
+          {
+            "target": "6c637dda-1764-5f8d-a86e-d05cf5866fa5",
+            "relation": "embeds",
+            "ref": "[tables/table-49 Unvested RSUs_PSUs.html]",
+            "position": {
+              "start": 1933,
+              "end": 1974
+            }
+          },
+          {
+            "target": "8e5209ee-bc6d-5486-8813-17a36002e185",
+            "relation": "embeds",
+            "ref": "[tables/table-50 SY PSU Grants.html]",
+            "position": {
+              "start": 2991,
+              "end": 3027
+            }
+          },
+          {
+            "target": "987ebafe-f0b2-5005-85fb-95b4b2860265",
+            "relation": "embeds",
+            "ref": "[tables/table-51 MY PSU Grants 2024.html]",
+            "position": {
+              "start": 3126,
+              "end": 3167
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "8d7fd60a-f673-5db9-9cf4-73464c04f54c",
+      "type": "text",
+      "content": "We determined the ratio of: (a) the annual total compensation of our CEO to (b) the median of the annual total compensation of all our employees, except for our CEO, both calculated in accordance with the requirements of Item 402(c)(2)(x) of Regulation S-K.\nBecause there have been no changes to our employee population or employee compensation arrangements since the end of Fiscal 2024 that would significantly impact our pay ratio disclosure for Fiscal 2026, we used the median employee from our Fiscal 2024 pay ratio calculation in our Fiscal 2026 pay ratio calculation. We determined our Fiscal 2024 median employee by using a consistently applied compensation measure, which aggregated, for each employee employed by us on the last day of Fiscal 2024, or January 28, 2024: (i) target base salary as of January 28, 2024 (annualized for permanent employees who were employed by us for less than the entire fiscal year), (ii) variable cash earned during Fiscal 2024, and (iii) aggregate full grant date fair value of equity awards granted during Fiscal 2024, calculated in accordance with ASC 718 and assuming the probable outcome of the conditions at Base Compensation Plan for performance-based awards. Compensation paid in foreign currencies was converted to U.S. dollars based on exchange rates in effect on January 28, 2024.\nOur median employee's total compensation for Fiscal 2026 was \\$282,050. Our CEO's Fiscal 2026 total compensation was \\$36,343,830. Therefore, our Fiscal 2026 CEO to median employee pay ratio was 129:1.\nThis pay ratio represents a reasonable estimate of the relationship between the compensation of our CEO and that of our median employee for Fiscal 2026, calculated in a manner consistent with Item 402(u) of Regulation S-K and applicable guidance, which provide significant flexibility in how companies identify the median employee. Each company may use a different methodology, apply different exclusions, and make different assumptions. As a result, the pay ratio reported by other companies may not be comparable to ours.",
+      "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Pay Ratio",
+      "metadata": {
+        "length": 2057,
+        "summary": "The company calculated its CEO to median employee pay ratio for Fiscal 2026 as 129:1, using the same median employee identified in Fiscal 2024 due to no significant changes. The median employee's total compensation was $282,050, and the CEO's total compensation was $36,343,830. The methodology followed SEC regulations and used a consistently applied compensation measure including base salary, variable cash, and equity awards.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "We",
+          "determined",
+          "ratio",
+          "annual",
+          "total",
+          "compensation",
+          "CEO",
+          "median",
+          "employees",
+          "calculated",
+          "accordance",
+          "requirements",
+          "Item",
+          "402",
+          "Regulation",
+          "Because",
+          "employee",
+          "population",
+          "arrangements",
+          "end",
+          "Fiscal",
+          "2024",
+          "significantly",
+          "impact",
+          "pay",
+          "disclosure",
+          "2026",
+          "calculation",
+          "consistently",
+          "applied",
+          "measure",
+          "aggregated",
+          "employed",
+          "day",
+          "January",
+          "28",
+          "target",
+          "base",
+          "salary",
+          "annualized",
+          "permanent",
+          "entire",
+          "fiscal",
+          "year",
+          "ii",
+          "variable",
+          "cash",
+          "earned",
+          "iii",
+          "aggregate",
+          "full",
+          "grant",
+          "date",
+          "fair",
+          "equity",
+          "awards",
+          "granted",
+          "ASC",
+          "718",
+          "assuming",
+          "probable",
+          "outcome",
+          "conditions",
+          "Base",
+          "Compensation",
+          "Plan",
+          "performance",
+          "based",
+          "paid",
+          "foreign",
+          "currencies",
+          "converted",
+          "dollars",
+          "exchange",
+          "rates",
+          "effect",
+          "Our",
+          "282",
+          "050",
+          "36",
+          "343",
+          "830",
+          "Therefore",
+          "129",
+          "This",
+          "represents",
+          "reasonable",
+          "estimate",
+          "relationship",
+          "manner",
+          "consistent",
+          "applicable",
+          "guidance",
+          "provide",
+          "significant",
+          "flexibility",
+          "companies",
+          "identify",
+          "Each",
+          "company",
+          "methodology",
+          "apply",
+          "exclusions",
+          "make",
+          "assumptions",
+          "As",
+          "result",
+          "reported",
+          "comparable"
+        ],
+        "keywords": [
+          "CEO pay ratio",
+          "median employee",
+          "Fiscal 2026"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "ab26581a-3fd2-5f78-8c64-18ab2f0c2a6a",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"2\">Fiscal Year</td><td rowspan=\"2\">Summary Compensation Table Total for CEO ($) (1) (2)</td><td rowspan=\"2\">Compensation Actually Paid to CEO ($) (1) (3)</td><td rowspan=\"2\">Average Summary Compensation Table Total for Non-CEO NEOs ($) (4) (5)</td><td rowspan=\"2\">Average Compensation Actually Paid to Non-CEO NEOs ($) (4) (6)</td><td colspan=\"2\">Value of Initial Fixed $100 Investment Based on (7):</td><td rowspan=\"2\">Net Income (in millions) ($)</td><td rowspan=\"2\">Non-GAAP Operating Income (in millions) ($) (9)</td></tr><tr><td>Total Shareholder Return ($)</td><td>Peer Group Total Shareholder Return ($) (8)</td></tr><tr><td>2026</td><td>36,343,830</td><td>162,180,936</td><td>14,422,317</td><td>57,721,552</td><td>1,445.67</td><td>198.10</td><td>120,067</td><td>137,300</td></tr><tr><td>2025</td><td>49,866,251</td><td>344,188,027</td><td>20,343,288</td><td>125,583,913</td><td>1,100.69</td><td>168.46</td><td>72,880</td><td>86,789</td></tr><tr><td>2024</td><td>34,167,902</td><td>234,132,305</td><td>12,247,411</td><td>85,558,057</td><td>470.88</td><td>134.78</td><td>29,760</td><td>37,134</td></tr><tr><td>2023</td><td>21,356,924</td><td>(4,118,947)</td><td>9,941,838</td><td>(1,364,661)</td><td>157.05</td><td>94.13</td><td>4,368</td><td>9,040</td></tr><tr><td>2022</td><td>23,737,661</td><td>105,543,768</td><td>8,910,802</td><td>38,453,071</td><td>175.98</td><td>111.83</td><td>9,752</td><td>12,690</td></tr></table>",
+      "path": "tables/table-52 CEO Pay & Performance.html",
+      "metadata": {
+        "length": 1453,
+        "summary": "table-53\nTable shows CEO and non-CEO NEO compensation, total shareholder return, peer group return, net income, and non-GAAP operating income for fiscal years 2022-2026.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-52 CEO Pay & Performance.html",
+        "keywords": [
+          "CEO compensation",
+          "financial performance",
+          "shareholder return"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "975ca78d-b084-5ca8-8ae2-227f84a6dd95",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"3\">Fiscal Year</td><td rowspan=\"3\">Summary Compensation Table Total for CEO ($)</td><td rowspan=\"2\">(Deduct):</td><td colspan=\"3\">Equity Award Adjustments</td><td rowspan=\"3\">Total Equity Award Adjustments ($) (b) (c)</td><td rowspan=\"3\">Compensation Actually Paid to CEO ($)</td></tr><tr><td>Add:</td><td>Add/(Deduct):</td><td>Add/(Deduct):</td></tr><tr><td>Value of Equity Awards Reported in Summary Compensation Table ($) (a)</td><td>Year End Fair Value of Awards Granted During the Year which were Unvested at Year End ($) (b)</td><td>Year Over Year Change in Fair Value of Outstanding and Unvested Awards ($) (b)</td><td>Change in Fair Value of Awards Granted in Prior Years which Vested During the Year ($) (b)</td></tr><tr><td>2026</td><td>36,343,830</td><td>(24,800,511)</td><td>60,909,207</td><td>105,767,276</td><td>(16,038,866)</td><td>150,637,617</td><td>162,180,936</td></tr></table>",
+      "path": "tables/table-53 CEO Compensation.html",
+      "metadata": {
+        "length": 920,
+        "summary": "table-54\nThe table shows CEO compensation for fiscal year 2026, with a total of $36,343,830 in the Summary Compensation Table, adjustments totaling $150,637,617, and compensation actually paid of $162,180,936.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-53 CEO Compensation.html",
+        "keywords": [
+          "CEO",
+          "Equity Awards",
+          "Compensation"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "ab7bcdb5-2f33-5afe-8e35-319de390e1f5",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"3\">Fiscal Year</td><td rowspan=\"3\">Average Summary Compensation Table Total for Non-CEO NEOs ($)</td><td rowspan=\"2\">(Deduct):</td><td colspan=\"4\">Equity Award Adjustments</td><td rowspan=\"3\">Total Equity Award Adjustments ($) (b) (c)</td><td rowspan=\"3\">Average Compensation Actually Paid to Non-CEO NEOs ($)</td></tr><tr><td>Add:</td><td>Add/(Deduct):</td><td>Add:</td><td>Add/(Deduct):</td></tr><tr><td>Value of Equity Awards Reported in Summary Compensation Table ($) (a)</td><td>Year End Fair Value of Awards Granted During the Year which were Unvested at Year End ($) (b)</td><td>Year Over Year Change in Fair Value of Outstanding and Unvested Awards ($) (b)</td><td>Vesting Date Fair Value of Awards Granted and Vested During the Year ($) (b)</td><td>Change in Fair Value of Awards Granted in Prior Years which Vested During the Year ($) (b)</td></tr><tr><td>2026</td><td>14,422,317</td><td>(12,782,459)</td><td>27,759,180</td><td>25,940,053</td><td>1,776,820</td><td>605,640</td><td>56,081,694</td><td>57,721,552</td></tr></table>",
+      "path": "tables/table-54 Non-CEO NEO Pay.html",
+      "metadata": {
+        "length": 1062,
+        "summary": "table-55\nThe table shows average compensation for non-CEO NEOs in 2026: Summary Table total $14,422,317, equity adjustments $56,081,694, resulting in actual pay of $57,721,552.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-54 Non-CEO NEO Pay.html",
+        "keywords": [
+          "Compensation",
+          "Equity Awards",
+          "NEOs"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "01cd50ac-8071-5a93-8fa0-c013b1cbfa97",
+      "type": "text",
+      "content": "NVIDIA's executive compensation program is guided by a pay for performance philosophy and is designed to align NEO pay with our stockholders' interests. Accordingly, a substantial portion of our NEOs' total compensation is based on the Company's performance under certain corporate financial metric goals, which for Fiscal 2026 included annual revenue, annual Non-GAAP Operating Income, and 3-year TSR relative to the S&P 500.\nAmounts set forth below as “compensation actually paid,” or CAP, have been calculated in accordance with Item 402(v) of Regulation S-K under the Securities Act, and do not represent the value of compensation actually paid to or received by our NEOs. For a discussion of our executive compensation program and philosophy, refer to our CD&A above.\nThe following table summarizes information regarding compensation for our NEOs, including CAP as well as certain financial performance metrics, during Fiscal 2022-2026. Fiscal 2022-2026 were 52-week years.\n\n[tables/table-52 CEO Pay & Performance.html]\n\n(1) For Fiscal 2022-2026, our CEO was Jen-Hsun Huang.\n(2) The amounts in this column correspond with total compensation for our CEO as reported in our Summary Compensation Table above for the listed fiscal years.\n(3) The amounts in this column represent CAP calculated in accordance with Item 402(v) of Regulation S-K during the listed fiscal years. Adjustments to the Summary Compensation Table total compensation for our CEO to arrive at CAP for Fiscal 2026 were as follows:\nReconciliation of Summary Compensation Table Total Compensation for CEO to CAP\n\n[tables/table-53 CEO Compensation.html]\n\n(a) The amount in this column corresponds with the full grant date fair value, calculated in accordance with ASC 718, of “Stock Awards” for our CEO as reported in our Summary Compensation Table above for Fiscal 2026.\n(b) The equity award adjustments were calculated in accordance with the SEC methodology for determining CAP for each year shown. The amounts in these columns were determined by reference to (i) for MY PSU awards where the performance period was complete as of or prior to the applicable year end date and for SY PSU awards, the closing price of our common stock on the applicable year end date, as reduced by the present value of dividends expected to be paid on the underlying shares during the requisite service period, or the closing price of our common stock on the applicable vesting dates, and (ii) for MY PSU awards where the performance period was not yet complete as of the applicable year end date, the fair value as calculated by a Monte Carlo simulation model as of the respective year end date, for the listed fiscal years.\n(c) The valuation assumptions used to calculate fair values did not materially differ from those disclosed at the time of grant.\n(4) For Fiscal 2022-2026, our non-CEO NEOs were Colette M. Kress, Ajay K. Puri, Debora Shoquist, and Timothy S. Teter.\n(5) The amounts in this column correspond with the average of the total compensation for our non-CEO NEOs as reported in our Summary Compensation Table above for the listed fiscal years.\n(6) The amounts in this column represent average CAP calculated in accordance with Item 402(v) of Regulation S-K during the listed fiscal years. Adjustments to the Summary Compensation Table average total compensation for our non-CEO NEOs to arrive at average CAP for Fiscal 2026 were as follows:\nReconciliation of Summary Compensation Table Average Total Compensation for Non-CEO NEOs to CAP\n\n[tables/table-54 Non-CEO NEO Pay.html]\n\n(a) The amount in this column corresponds with the average of the full grant date fair value, calculated in accordance with ASC 718, of “Stock Awards” for our non-CEO NEOs as reported in our Summary Compensation Table above for Fiscal 2026.\n(b) The equity award adjustments were calculated in accordance with the SEC methodology for determining CAP for each year shown. The amounts in these columns were determined by reference to (i) for MY PSU awards where the performance period was complete as of or prior to the applicable year end date, for RSU awards and for SY PSU awards, the closing price of our common stock on the applicable year end date, as reduced by the present value of dividends expected to be paid on the underlying shares during the requisite service period, or the closing price of our common stock on the applicable vesting dates, and (ii) for MY PSU awards where the performance period was not yet complete as of the applicable year end date, the fair value as calculated by a Monte Carlo simulation model as of the respective year end date, for the listed fiscal years. Due to rounding, numbers presented may not sum precisely to the total provided.\n(c) The valuation assumptions used to calculate fair values did not materially differ from those disclosed at the time of grant.\n(7) TSR for each of the years during Fiscal 2022-2026 is cumulative, reflecting the value of a fixed \\$100 investment beginning with the market close on January 29, 2021, the last trading day before our Fiscal 2022, through and including the end of the respective listed fiscal years.\n(8) The Nasdaq 100 Index is the industry peer group we use for purposes of Item 201(e) of Regulation S-K. The separate peer group referenced by the CC for purposes of determining executive compensation is discussed above in CD&A.\n(9) Our Company-Selected Measure, as required by Item 402(v) of Regulation S-K, is Non-GAAP Operating Income, which, in our assessment, represents the most important financial performance measure linking Fiscal 2026 NEO CAP to company performance. See Definitions above for a definition of Non-GAAP Operating Income, and see Reconciliation of Non-GAAP Financial Measures above in CD&A for a reconciliation between GAAP operating income and non-GAAP Operating Income.",
+      "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Pay Versus Performance",
+      "metadata": {
+        "length": 6019,
+        "summary": "NVIDIA's executive compensation program aligns NEO pay with stockholder interests through pay for performance, using metrics like annual revenue, Non-GAAP Operating Income, and 3-year TSR relative to S&P 500. The text explains that 'compensation actually paid' (CAP) is calculated per SEC rules and does not reflect actual compensation received. It references tables summarizing compensation for CEO Jen-Hsun Huang and non-CEO NEOs (Colette M. Kress, Ajay K. Puri, Debora Shoquist, Timothy S. Teter) for Fiscal 2022-2026, including reconciliations from Summary Compensation Table totals to CAP. Key adjustments involve equity award fair values based on stock price or Monte Carlo simulations. TSR is cumulative from a fixed $100 investment, and the Nasdaq 100 Index is the peer group. The company-selected measure is Non-GAAP Operating Income, deemed the most important financial metric linking CAP to performance.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "NVIDIA",
+          "executive",
+          "compensation",
+          "program",
+          "guided",
+          "pay",
+          "performance",
+          "philosophy",
+          "designed",
+          "align",
+          "NEO",
+          "stockholders",
+          "interests",
+          "Accordingly",
+          "substantial",
+          "portion",
+          "NEOs",
+          "total",
+          "based",
+          "Company",
+          "corporate",
+          "financial",
+          "metric",
+          "goals",
+          "Fiscal",
+          "2026",
+          "included",
+          "annual",
+          "revenue",
+          "Non",
+          "GAAP",
+          "Operating",
+          "Income",
+          "year",
+          "TSR",
+          "relative",
+          "500",
+          "Amounts",
+          "set",
+          "paid",
+          "CAP",
+          "calculated",
+          "accordance",
+          "Item",
+          "402",
+          "Regulation",
+          "Securities",
+          "Act",
+          "represent",
+          "received",
+          "For",
+          "discussion",
+          "refer",
+          "CD",
+          "The",
+          "table",
+          "summarizes",
+          "information",
+          "including",
+          "metrics",
+          "2022",
+          "52",
+          "week",
+          "years",
+          "CEO",
+          "Jen",
+          "Hsun",
+          "Huang",
+          "amounts",
+          "column",
+          "correspond",
+          "reported",
+          "Summary",
+          "Compensation",
+          "Table",
+          "listed",
+          "fiscal",
+          "Adjustments",
+          "arrive",
+          "Reconciliation",
+          "Total",
+          "amount",
+          "corresponds",
+          "full",
+          "grant",
+          "date",
+          "fair",
+          "ASC",
+          "718",
+          "Stock",
+          "Awards",
+          "equity",
+          "award",
+          "adjustments",
+          "SEC",
+          "methodology",
+          "determining",
+          "shown",
+          "columns",
+          "determined",
+          "reference",
+          "MY",
+          "PSU",
+          "awards",
+          "period",
+          "complete",
+          "prior",
+          "applicable",
+          "end",
+          "SY",
+          "closing",
+          "price",
+          "common",
+          "stock",
+          "reduced",
+          "present",
+          "dividends",
+          "expected",
+          "underlying",
+          "shares",
+          "requisite",
+          "service",
+          "vesting",
+          "dates",
+          "ii",
+          "Monte",
+          "Carlo",
+          "simulation",
+          "model",
+          "respective",
+          "valuation",
+          "assumptions",
+          "calculate",
+          "values",
+          "materially",
+          "differ",
+          "disclosed",
+          "time",
+          "Colette",
+          "Kress",
+          "Ajay",
+          "Puri",
+          "Debora",
+          "Shoquist",
+          "Timothy",
+          "Teter",
+          "average",
+          "Average",
+          "RSU",
+          "Due",
+          "rounding",
+          "numbers",
+          "presented",
+          "sum",
+          "precisely",
+          "provided",
+          "cumulative",
+          "reflecting",
+          "fixed",
+          "100",
+          "investment",
+          "beginning",
+          "market",
+          "close",
+          "January",
+          "29",
+          "2021",
+          "trading",
+          "day",
+          "Nasdaq",
+          "Index",
+          "industry",
+          "peer",
+          "group",
+          "purposes",
+          "201",
+          "separate",
+          "referenced",
+          "CC",
+          "discussed",
+          "Our",
+          "Selected",
+          "Measure",
+          "required",
+          "assessment",
+          "represents",
+          "important",
+          "measure",
+          "linking",
+          "company",
+          "See",
+          "Definitions",
+          "definition",
+          "Financial",
+          "Measures",
+          "reconciliation",
+          "operating",
+          "income"
+        ],
+        "keywords": [
+          "Pay for Performance",
+          "CAP",
+          "Non-GAAP Operating Income"
+        ],
+        "connect_to": [
+          {
+            "target": "ab26581a-3fd2-5f78-8c64-18ab2f0c2a6a",
+            "relation": "embeds",
+            "ref": "[tables/table-52 CEO Pay & Performance.html]",
+            "position": {
+              "start": 980,
+              "end": 1024
+            }
+          },
+          {
+            "target": "975ca78d-b084-5ca8-8ae2-227f84a6dd95",
+            "relation": "embeds",
+            "ref": "[tables/table-53 CEO Compensation.html]",
+            "position": {
+              "start": 1583,
+              "end": 1622
+            }
+          },
+          {
+            "target": "ab7bcdb5-2f33-5afe-8e35-319de390e1f5",
+            "relation": "embeds",
+            "ref": "[tables/table-54 Non-CEO NEO Pay.html]",
+            "position": {
+              "start": 3507,
+              "end": 3545
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "973584aa-b010-58cf-bd77-8ab7443b93ee",
+      "type": "table",
+      "content": "<table><tr><td>Revenue</td></tr><tr><td>Non-GAAP Operating Income</td></tr><tr><td>3-Year TSR relative to the S&amp;P 500</td></tr></table>",
+      "path": "tables/table-55 Financial Metrics.html",
+      "metadata": {
+        "length": 139,
+        "summary": "table-56\nThe table lists three key financial metrics: Revenue, Non-GAAP Operating Income, and 3-Year TSR relative to the S&P 500.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-55 Financial Metrics.html",
+        "keywords": [
+          "Revenue",
+          "Operating Income",
+          "TSR"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "3bafd74c-18a7-5102-be61-d423b9ac090c",
+      "type": "text",
+      "content": "The following table is an unranked list of the most important financial performance measures linking Fiscal 2026 NEO CAP to company performance:\nFinancial Measures\n\n[tables/table-55 Financial Metrics.html]\n\nRefer to CD&A above for a description of how each of these performance measures impacts NEO compensation.",
+      "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Pay Versus Performance/Most Important Financial Performance Measures",
+      "metadata": {
+        "length": 302,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "The",
+          "table",
+          "unranked",
+          "list",
+          "important",
+          "financial",
+          "performance",
+          "measures",
+          "linking",
+          "Fiscal",
+          "2026",
+          "NEO",
+          "CAP",
+          "company",
+          "Financial",
+          "Measures",
+          "Refer",
+          "CD",
+          "description",
+          "impacts",
+          "compensation"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "973584aa-b010-58cf-bd77-8ab7443b93ee",
+            "relation": "embeds",
+            "ref": "[tables/table-55 Financial Metrics.html]",
+            "position": {
+              "start": 165,
+              "end": 205
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "b13127c9-c0e3-51e5-a810-e422898ecf4e",
+      "type": "image",
+      "content": "\nFinancial Measures <details>0\n[images/image-78-NEO CAP versus TSR.jpg]\n",
+      "path": "images/image-78-NEO CAP versus TSR.jpg",
+      "metadata": {
+        "length": 64,
+        "summary": "image-78\nChart Title: NEO CAP versus TSR\n\nData Series:\n- CEO CAP (Dark Grey Bars)\n- Other NEOs Average CAP (Light Grey Bars)\n- NVIDIA TSR (Green Line)\n- Nasdaq 100 Index TSR (Purple Line)\n\nTime Range: Fiscal Years 2022 through 2026\n\nKey Data Points (CAP in millions):\n- Fiscal 2022: CEO CAP $105.5; Other NEOs Average CAP $38.5\n- Fiscal 2023: CEO CAP ($4.1); Other NEOs Average CAP ($1.4)\n- Fiscal 2024: CEO CAP $234.1; Other NEOs Average CAP $85.6\n- Fiscal 2025: CEO CAP $344.2; Other NEOs Average CAP $125.6\n- Fiscal 2026: CEO CAP $162.2; Other NEOs Average CAP $57.7\n\nKey Data Points (TSR values):\n- Fiscal 20",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "images/image-78-NEO CAP versus TSR.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "8062c95c-5ddb-5101-895c-c6bf7fa98927",
+      "type": "table",
+      "content": "<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th>Fiscal Year</th>\n      <th>CEO CAP ($ in millions)</th>\n      <th>Other NEOs Average CAP ($ in millions)</th>\n      <th>NVIDIA TSR ($)</th>\n      <th>Nasdaq100 Index TSR ($)</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>Fiscal 2022</td>\n      <td>105.5</td>\n      <td></td>\n      <td>38.5</td>\n      <td>111.83</td>\n    </tr>\n    <tr>\n      <td>Fiscal 2023</td>\n      <td>(4.1)</td>\n      <td></td>\n      <td>157.05</td>\n      <td>94.13</td>\n    </tr>\n    <tr>\n      <td>Fiscal 2024</td>\n      <td>234.1</td>\n      <td>85.6</td>\n      <td>470.88</td>\n      <td>134.78</td>\n    </tr>\n    <tr>\n      <td>Fiscal 2025</td>\n      <td>344.2</td>\n      <td>125.6</td>\n      <td>1,100.69</td>\n      <td>168.46</td>\n    </tr>\n    <tr>\n      <td>Fiscal 2026</td>\n      <td>162.2</td>\n      <td>57.7</td>\n      <td>1,445.67</td>\n      <td>198.10</td>\n    </tr>\n  </tbody>\n</table>",
+      "path": "tables/table-56 NVIDIA CEO Pay.html",
+      "metadata": {
+        "length": 971,
+        "summary": "table-57\nThe table shows CEO and other NEOs' CAP, NVIDIA TSR, and Nasdaq100 Index TSR from Fiscal 2022 to 2026. CEO CAP fluctuated, peaking at $344.2M in Fiscal 2025, while TSR grew significantly.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-56 NVIDIA CEO Pay.html",
+        "keywords": [
+          "CEO CAP",
+          "TSR",
+          "Fiscal Years"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "7b06a590-d8e0-5460-a3f0-904b80c0e5bd",
+      "type": "image",
+      "content": "\n</details> <details>0\n[images/image-79-NEO CAP vs Income.jpg]\n",
+      "path": "images/image-79-NEO CAP vs Income.jpg",
+      "metadata": {
+        "length": 56,
+        "summary": "image-79\nChart Title: NEO CAP versus Net Income & Non-GAAP Operating Income\n\nData Series:\n- CEO CAP (Dark Grey Bars)\n- Other NEOs Average CAP (Light Grey Bars)\n- Net Income (Green Line)\n- Non-GAAP Operating Income (Purple Line)\n\nFiscal 2022 Data:\n- CEO CAP: $105.5 million\n- Other NEOs Average CAP: $38.5 million\n- Net Income: $9,752 million\n- Non-GAAP Operating Income: $12,690 million\n\nFiscal 2023 Data:\n- CEO CAP: ($4.1) million (Negative)\n- Other NEOs Average CAP: ($1.4) million (Negative)\n- Net Income: $4,368 million\n- Non-GAAP Operating Income: $9,040 million\n\nFiscal 2024 Data:\n- CEO CAP: $234.1 million\n- Other NEOs Average CAP: $85.6 million\n- Net Income: $29",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "images/image-79-NEO CAP vs Income.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "65562d3d-2479-5c17-81f9-47eb955199ac",
+      "type": "table",
+      "content": "<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th>Fiscal Year</th>\n      <th>CEO CAP ($ million)</th>\n      <th>Other NEOs Average CAP ($ million)</th>\n      <th>Net Income ($ million)</th>\n      <th>Non-GAAP Operating Income ($ million)</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>Fiscal 2022</td>\n      <td>105.5</td>\n      <td>38.5</td>\n      <td>9,752</td>\n      <td>12,690</td>\n    </tr>\n    <tr>\n      <td>Fiscal 2023</td>\n      <td>(4.1)</td>\n      <td>(4.1)</td>\n      <td>4,368</td>\n      <td>9,040</td>\n    </tr>\n    <tr>\n      <td>Fiscal 2024</td>\n      <td>234.1</td>\n      <td>85.6</td>\n      <td>29,760</td>\n      <td>37,134</td>\n    </tr>\n    <tr>\n      <td>Fiscal 2025</td>\n      <td>344.2</td>\n      <td>125.6</td>\n      <td>72,880</td>\n      <td>86,789</td>\n    </tr>\n    <tr>\n      <td>Fiscal 2026</td>\n      <td>162.2</td>\n      <td>57.7</td>\n      <td>120,067</td>\n      <td>137,300</td>\n    </tr>\n  </tbody>\n</table>",
+      "path": "tables/table-57 CEO Pay & Income.html",
+      "metadata": {
+        "length": 992,
+        "summary": "table-58\nThe table shows CEO CAP, other NEOs average CAP, Net Income, and Non-GAAP Operating Income from Fiscal 2022 to 2026, with notable increases in 2024-2025.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-57 CEO Pay & Income.html",
+        "keywords": [
+          "CEO compensation",
+          "Net Income",
+          "Fiscal Years"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "6ea3fab1-b121-5fa9-a3bd-ea4df85a9560",
+      "type": "text",
+      "content": "The following graphs illustrate how CAP for our NEOs aligns with the Company's financial performance measures as detailed in the Pay Versus Performance table above for each of Fiscal 2022, 2023, 2024, 2025, and 2026 as well as between the TSRs of NVIDIA and the Nasdaq100 Index, reflecting the value of a fixed \\$100 investment beginning with the market close on January 29, 2021, the last trading day before our Fiscal 2022, through and including the end of the respective listed fiscal years.\n\nFinancial Measures <details>0\n[images/image-78-NEO CAP versus TSR.jpg]\n\n<details>\n<summary>bar-line hybrid chart</summary>\nNEO CAP versus TSR\n\n[tables/table-56 NVIDIA CEO Pay.html]\n\n</details>\n\n</details> <details>0\n[images/image-79-NEO CAP vs Income.jpg]\n\n<details>\n<summary>bar-line hybrid</summary>\nNEO CAP versus Net Income & Non-GAAP Operating Income\n\n[tables/table-57 CEO Pay & Income.html]\n\n</details>\nAll information provided above under the “Pay Versus Performance” heading will not be deemed to be incorporated by reference into any filing of the Company under the Securities Act or the Exchange Act, whether made before or after the date hereof and irrespective of any general incorporation language in any such filing, except to the extent the Company specifically incorporates such information by reference.\nWhat am I voting on? Ratification of the selection of PwC as our independent registered public accounting firm for Fiscal 2027.\nVote required for approval: A majority of the shares present, in person or represented by proxy, and entitled to vote on this matter.\nEffect of abstentions: Same as a vote AGAINST.\nEffect of broker non-votes: Not applicable (because this is a routine proposal, there are no broker non-votes).\nThe AC has selected PwC, which has audited our financial statements annually since 2004, to serve as our independent registered public accounting firm for Fiscal 2027. Our lead audit partner at PwC will serve no more than five consecutive years in that role. Stockholder ratification of the AC's selection of PwC is not required by our Bylaws. As a matter of good corporate governance, we are submitting the selection of PwC to our stockholders for ratification. If our stockholders do not ratify the selection, the AC will reconsider whether or not to retain PwC. Even if the selection is ratified, the AC in its sole discretion may direct the appointment of a different independent registered public accounting firm at any time during the fiscal year if it determines that such a change would be in our best interests and those of our stockholders. The AC believes it is in the best interests of NVIDIA and our stockholders to retain PwC.\nWe expect that a representative of PwC will attend the 2026 Meeting. The PwC representative will have an opportunity to make a statement at the 2026 Meeting if he or she so desires and will also be available to respond to appropriate stockholder questions.",
+      "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Pay Versus Performance/Relationships Between Compensation Actually Paid and Financial Performance",
+      "metadata": {
+        "length": 3049,
+        "summary": "The passage discusses the ratification of PwC as NVIDIA's independent registered public accounting firm for Fiscal 2027, including vote requirements and the Audit Committee's recommendation. It also references graphs comparing NEO CAP with financial performance measures and TSRs.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "The",
+          "graphs",
+          "illustrate",
+          "CAP",
+          "NEOs",
+          "aligns",
+          "Company",
+          "financial",
+          "performance",
+          "measures",
+          "detailed",
+          "Pay",
+          "Versus",
+          "Performance",
+          "table",
+          "Fiscal",
+          "2022",
+          "2023",
+          "2024",
+          "2025",
+          "2026",
+          "TSRs",
+          "NVIDIA",
+          "Nasdaq100",
+          "Index",
+          "reflecting",
+          "fixed",
+          "100",
+          "investment",
+          "beginning",
+          "market",
+          "close",
+          "January",
+          "29",
+          "2021",
+          "trading",
+          "day",
+          "including",
+          "end",
+          "respective",
+          "listed",
+          "fiscal",
+          "years",
+          "Financial",
+          "Measures",
+          "details",
+          "summary",
+          "bar",
+          "line",
+          "hybrid",
+          "chart",
+          "NEO",
+          "versus",
+          "TSR",
+          "Net",
+          "Income",
+          "Non",
+          "GAAP",
+          "Operating",
+          "All",
+          "information",
+          "provided",
+          "heading",
+          "deemed",
+          "incorporated",
+          "reference",
+          "filing",
+          "Securities",
+          "Act",
+          "Exchange",
+          "made",
+          "date",
+          "hereof",
+          "irrespective",
+          "general",
+          "incorporation",
+          "language",
+          "extent",
+          "specifically",
+          "incorporates",
+          "What",
+          "voting",
+          "Ratification",
+          "selection",
+          "PwC",
+          "independent",
+          "registered",
+          "public",
+          "accounting",
+          "firm",
+          "2027",
+          "Vote",
+          "required",
+          "approval",
+          "majority",
+          "shares",
+          "present",
+          "person",
+          "represented",
+          "proxy",
+          "entitled",
+          "vote",
+          "matter",
+          "Effect",
+          "abstentions",
+          "Same",
+          "AGAINST",
+          "broker",
+          "votes",
+          "Not",
+          "applicable",
+          "routine",
+          "proposal",
+          "AC",
+          "selected",
+          "audited",
+          "statements",
+          "annually",
+          "2004",
+          "serve",
+          "Our",
+          "lead",
+          "audit",
+          "partner",
+          "consecutive",
+          "role",
+          "Stockholder",
+          "ratification",
+          "Bylaws",
+          "As",
+          "good",
+          "corporate",
+          "governance",
+          "submitting",
+          "stockholders",
+          "If",
+          "ratify",
+          "reconsider",
+          "retain",
+          "Even",
+          "ratified",
+          "sole",
+          "discretion",
+          "direct",
+          "appointment",
+          "time",
+          "year",
+          "determines",
+          "change",
+          "interests",
+          "believes",
+          "We",
+          "expect",
+          "representative",
+          "attend",
+          "Meeting",
+          "opportunity",
+          "make",
+          "statement",
+          "desires",
+          "respond",
+          "stockholder",
+          "questions"
+        ],
+        "keywords": [
+          "PwC",
+          "Ratification",
+          "Auditor"
+        ],
+        "connect_to": [
+          {
+            "target": "b13127c9-c0e3-51e5-a810-e422898ecf4e",
+            "relation": "embeds",
+            "ref": "[images/image-78-NEO CAP versus TSR.jpg]",
+            "position": {
+              "start": 526,
+              "end": 566
+            }
+          },
+          {
+            "target": "8062c95c-5ddb-5101-895c-c6bf7fa98927",
+            "relation": "embeds",
+            "ref": "[tables/table-56 NVIDIA CEO Pay.html]",
+            "position": {
+              "start": 639,
+              "end": 676
+            }
+          },
+          {
+            "target": "7b06a590-d8e0-5460-a3f0-904b80c0e5bd",
+            "relation": "embeds",
+            "ref": "[images/image-79-NEO CAP vs Income.jpg]",
+            "position": {
+              "start": 712,
+              "end": 751
+            }
+          },
+          {
+            "target": "65562d3d-2479-5c17-81f9-47eb955199ac",
+            "relation": "embeds",
+            "ref": "[tables/table-57 CEO Pay & Income.html]",
+            "position": {
+              "start": 853,
+              "end": 892
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "d45cb4d3-c71b-5f8b-84d5-ca7462cbc5b8",
+      "type": "text",
+      "content": "The Board recommends that you vote FOR the ratification of the selection of PwC as our independent registered accounting firm for our fiscal year ending January 31, 2027.",
+      "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Recommendation of the Board",
+      "metadata": {
+        "length": 170,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "The",
+          "Board",
+          "recommends",
+          "vote",
+          "FOR",
+          "ratification",
+          "selection",
+          "PwC",
+          "independent",
+          "registered",
+          "accounting",
+          "firm",
+          "fiscal",
+          "year",
+          "ending",
+          "January",
+          "31",
+          "2027"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "92dcabf4-e175-55b1-a19e-731dc2b522d3",
+      "type": "table",
+      "content": "<table><tr><td></td><td>Fiscal 2026</td><td>Fiscal 2025</td></tr><tr><td>Audit Fees (1)</td><td>$ 10,166,400</td><td>$ 8,067,106</td></tr><tr><td>Audit Related Fees (2)</td><td>1,716,820</td><td>724,806</td></tr><tr><td>Tax Fees (3)</td><td>1,076,103</td><td>856,439</td></tr><tr><td>All Other Fees (4)</td><td>401,999</td><td>354,000</td></tr><tr><td>Total Fees</td><td>$ 13,361,322</td><td>$ 10,002,351</td></tr></table>",
+      "path": "tables/table-58 Fee Breakdown.html",
+      "metadata": {
+        "length": 422,
+        "summary": "table-59\nThe table shows fiscal 2026 and 2025 fees: Audit $10.2M/$8.1M, Audit Related $1.7M/$0.7M, Tax $1.1M/$0.9M, Other $0.4M/$0.4M, Total $13.4M/$10.0M.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-58 Fee Breakdown.html",
+        "keywords": [
+          "Audit Fees",
+          "Tax Fees",
+          "Total Fees"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "c873c6fd-8d87-590c-8374-2a1e92313ba0",
+      "type": "text",
+      "content": "The following is a summary of fees billed or expected to be billed by PwC for Fiscal 2026, and fees billed by PwC for Fiscal 2025, for audit, audit related, tax, and other professional services during each fiscal year:\n\n[tables/table-58 Fee Breakdown.html]\n\n(1) For the audit of our consolidated financial statements, including the audit of our internal control over financial reporting, review of our quarterly financial statements and annual reports, and fees related to statutory audits of some of our international entities.\n(2) For a review of select sustainability metrics, system and organization controls reporting, accounting system pre-implementation controls review, and other attestation services.\n(3) For tax compliance, consulting, and tax audit defense services.\n(4) For products or services other than those referenced above, including a cybersecurity maturity assessment and subscription to accounting disclosure software.\nAll services provided for Fiscal 2026 and 2025 described above were pre-approved by the AC or the AC Chairperson through the authority granted to him by the AC, which is described below. Our AC determined that the rendering of services other than audit services by PwC was compatible with maintaining PwC's independence.\nPre-Approval Policies and Procedures\nThe AC has adopted policies and procedures for the pre-approval of all audit and permissible non-audit services rendered by our independent registered public accounting firm. The policy generally permits pre-approvals of specified permissible services in the defined categories of audit services, audit-related services, and tax services up to specified amounts. Pre-approval may also be given as part of the AC's approval of the scope of the engagement of our independent registered public accounting firm or on an individual case-by-case basis before the independent registered public accounting firm is engaged to provide each service. In some cases, the full AC provides pre-approval for up to a year related to a particular defined task or scope. In other cases, the AC has delegated power to the AC Chairperson to pre-approve additional audit and non-audit services if the need for the service was unanticipated and approval is required prior to the next scheduled meeting of the AC. Such pre-approval is then communicated to the full AC at its next meeting.",
+      "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Fees Billed by the Independent Registered Public Accounting Firm",
+      "metadata": {
+        "length": 2372,
+        "summary": "The passage summarizes fees billed or expected by PwC for Fiscal 2026 and 2025, covering audit, audit-related, tax, and other professional services. It details categories: audit of consolidated financial statements and internal controls; review of sustainability metrics and attestation services; tax compliance and consulting; and other services like cybersecurity assessment. All services were pre-approved by the Audit Committee (AC) or its Chairperson. The AC has policies for pre-approving audit and permissible non-audit services, either by category, scope approval, or case-by-case, with delegated authority for unanticipated needs.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "The",
+          "summary",
+          "fees",
+          "billed",
+          "expected",
+          "PwC",
+          "Fiscal",
+          "2026",
+          "2025",
+          "audit",
+          "related",
+          "tax",
+          "professional",
+          "services",
+          "fiscal",
+          "year",
+          "For",
+          "consolidated",
+          "financial",
+          "statements",
+          "including",
+          "internal",
+          "control",
+          "reporting",
+          "review",
+          "quarterly",
+          "annual",
+          "reports",
+          "statutory",
+          "audits",
+          "international",
+          "entities",
+          "select",
+          "sustainability",
+          "metrics",
+          "system",
+          "organization",
+          "controls",
+          "accounting",
+          "pre",
+          "implementation",
+          "attestation",
+          "compliance",
+          "consulting",
+          "defense",
+          "products",
+          "referenced",
+          "cybersecurity",
+          "maturity",
+          "assessment",
+          "subscription",
+          "disclosure",
+          "software",
+          "All",
+          "provided",
+          "approved",
+          "AC",
+          "Chairperson",
+          "authority",
+          "granted",
+          "Our",
+          "determined",
+          "rendering",
+          "compatible",
+          "maintaining",
+          "independence",
+          "Pre",
+          "Approval",
+          "Policies",
+          "Procedures",
+          "adopted",
+          "policies",
+          "procedures",
+          "approval",
+          "permissible",
+          "rendered",
+          "independent",
+          "registered",
+          "public",
+          "firm",
+          "policy",
+          "generally",
+          "permits",
+          "approvals",
+          "defined",
+          "categories",
+          "amounts",
+          "part",
+          "scope",
+          "engagement",
+          "individual",
+          "case",
+          "basis",
+          "engaged",
+          "provide",
+          "service",
+          "In",
+          "cases",
+          "full",
+          "task",
+          "delegated",
+          "power",
+          "approve",
+          "additional",
+          "unanticipated",
+          "required",
+          "prior",
+          "scheduled",
+          "meeting",
+          "Such",
+          "communicated"
+        ],
+        "keywords": [
+          "audit fees",
+          "non-audit services",
+          "pre-approval"
+        ],
+        "connect_to": [
+          {
+            "target": "92dcabf4-e175-55b1-a19e-731dc2b522d3",
+            "relation": "embeds",
+            "ref": "[tables/table-58 Fee Breakdown.html]",
+            "position": {
+              "start": 220,
+              "end": 256
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "3657fd45-7d4b-50c6-8361-ea7497787c9f",
+      "type": "text",
+      "content": "The material in this report is not “soliciting material,” is not deemed “filed” with the SEC, and is not to be incorporated by reference in any of our filings under the Securities Act or the Exchange Act, whether made before or after the date hereof and irrespective of any general incorporation language in any such filing, except to the extent specifically incorporated by reference therein.\nThe Audit Committee, or AC, oversees accounting, financial reporting, internal control over financial reporting, financial practices, and audit activities of NVIDIA and its subsidiaries. The AC reviews the results and scope of the audit and other services provided by the independent registered public accounting firm and reviews financial statements and the accounting policies followed by NVIDIA prior to the issuance of the financial statements with both management and the independent registered public accounting firm.\nManagement is responsible for the financial reporting process, the preparation of consolidated financial statements in accordance with accounting principles generally accepted in the United States, or GAAP, the system of internal control over financial reporting, and the procedures designed to facilitate compliance with accounting standards and applicable laws and regulations. PricewaterhouseCoopers LLP, or PwC, our independent registered public accounting firm for Fiscal 2026, was responsible for performing an independent audit of the consolidated financial statements and issuing a report on the consolidated financial statements and of the effectiveness of our internal control over financial reporting as of January 25, 2026. PwC's judgments as to the quality, not just the acceptability, of our accounting principles and such other matters are required to be disclosed to the AC under applicable standards. The AC oversees these processes. Also, the AC has ultimate authority and responsibility to select, evaluate and, when appropriate, terminate the independent registered public accounting firm. The AC approves audit fees and non-audit services provided by and fees paid to the independent registered public accounting firm.\nNVIDIA has an internal audit function that reports to the AC. This function is responsible for objectively reviewing and evaluating the adequacy, effectiveness, and quality of our system of internal controls and the operating effectiveness of our business processes. The AC approves an annual internal audit plan and monitors the activities and performance of our internal audit function throughout the year to ensure the plan objectives are carried out and met.\nThe AC members are not professional accountants or auditors, and their functions are not intended to duplicate or to certify the activities of management or the independent registered public accounting firm. The AC does not plan or conduct audits, determine that our financial statements are complete and accurate and in accordance with GAAP, or assess our internal control over financial reporting. The AC relies, without additional independent verification, on the information provided by our management and on the representations made by management that the financial statements have been prepared with integrity and objectivity, and the opinion of PwC that such financial statements have been prepared in conformity with GAAP.\nIn this context, the AC reviewed and discussed the audited consolidated financial statements for Fiscal 2026 with management and our internal control over financial reporting with management and PwC. Specifically, the AC discussed with PwC the matters required to be discussed by the applicable requirements of the Public Company Accounting Oversight Board and the SEC. We have received from PwC the written disclosures and letter required by the applicable requirements of the Public Company Accounting Oversight Board regarding PwC's communications with the AC concerning independence. The AC also considered whether the provision of certain permitted non-audit services by PwC is compatible with PwC's independence and discussed PwC's independence with PwC.\nBased on the AC's review and discussions, the AC recommended to the Board of Directors that the audited consolidated financial statements be included in the Annual Report on Form 10-K of NVIDIA for the fiscal year ended January 25, 2026.\nAudit Committee\nA. Brooke Seawell, Tench Coxe, Harvey C. Jones, Melissa B. Lora, and Aarti Shah",
+      "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Report of the Audit Committee of the Board of Directors",
+      "metadata": {
+        "length": 4446,
+        "summary": "The Audit Committee (AC) of NVIDIA oversees accounting, financial reporting, internal controls, and audit activities. Management prepares financial statements in accordance with GAAP, while PricewaterhouseCoopers (PwC) performs independent audits. The AC reviews audit results, approves fees, and monitors internal audit functions. It relies on management and PwC representations and recommended the audited financial statements for Fiscal 2026 to the Board.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "The",
+          "material",
+          "report",
+          "soliciting",
+          "deemed",
+          "filed",
+          "SEC",
+          "incorporated",
+          "reference",
+          "filings",
+          "Securities",
+          "Act",
+          "Exchange",
+          "made",
+          "date",
+          "hereof",
+          "irrespective",
+          "general",
+          "incorporation",
+          "language",
+          "filing",
+          "extent",
+          "specifically",
+          "Audit",
+          "Committee",
+          "AC",
+          "oversees",
+          "accounting",
+          "financial",
+          "reporting",
+          "internal",
+          "control",
+          "practices",
+          "audit",
+          "activities",
+          "NVIDIA",
+          "subsidiaries",
+          "reviews",
+          "results",
+          "scope",
+          "services",
+          "provided",
+          "independent",
+          "registered",
+          "public",
+          "firm",
+          "statements",
+          "policies",
+          "prior",
+          "issuance",
+          "management",
+          "Management",
+          "responsible",
+          "process",
+          "preparation",
+          "consolidated",
+          "accordance",
+          "principles",
+          "generally",
+          "accepted",
+          "United",
+          "States",
+          "GAAP",
+          "system",
+          "procedures",
+          "designed",
+          "facilitate",
+          "compliance",
+          "standards",
+          "applicable",
+          "laws",
+          "regulations",
+          "PricewaterhouseCoopers",
+          "LLP",
+          "PwC",
+          "Fiscal",
+          "2026",
+          "performing",
+          "issuing",
+          "effectiveness",
+          "January",
+          "25",
+          "judgments",
+          "quality",
+          "acceptability",
+          "matters",
+          "required",
+          "disclosed",
+          "processes",
+          "Also",
+          "ultimate",
+          "authority",
+          "responsibility",
+          "select",
+          "evaluate",
+          "terminate",
+          "approves",
+          "fees",
+          "paid",
+          "function",
+          "reports",
+          "This",
+          "objectively",
+          "reviewing",
+          "evaluating",
+          "adequacy",
+          "controls",
+          "operating",
+          "business",
+          "annual",
+          "plan",
+          "monitors",
+          "performance",
+          "year",
+          "ensure",
+          "objectives",
+          "carried",
+          "met",
+          "members",
+          "professional",
+          "accountants",
+          "auditors",
+          "functions",
+          "intended",
+          "duplicate",
+          "certify",
+          "conduct",
+          "audits",
+          "determine",
+          "complete",
+          "accurate",
+          "assess",
+          "relies",
+          "additional",
+          "verification",
+          "information",
+          "representations",
+          "prepared",
+          "integrity",
+          "objectivity",
+          "opinion",
+          "conformity",
+          "In",
+          "context",
+          "reviewed",
+          "discussed",
+          "audited",
+          "Specifically",
+          "requirements",
+          "Public",
+          "Company",
+          "Accounting",
+          "Oversight",
+          "Board",
+          "We",
+          "received",
+          "written",
+          "disclosures",
+          "letter",
+          "communications",
+          "independence",
+          "considered",
+          "provision",
+          "permitted",
+          "compatible",
+          "Based",
+          "review",
+          "discussions",
+          "recommended",
+          "Directors",
+          "included",
+          "Annual",
+          "Report",
+          "Form",
+          "10",
+          "fiscal",
+          "ended",
+          "Brooke",
+          "Seawell",
+          "Tench",
+          "Coxe",
+          "Harvey",
+          "Jones",
+          "Melissa",
+          "Lora",
+          "Aarti",
+          "Shah"
+        ],
+        "keywords": [
+          "Audit Committee",
+          "Financial Oversight",
+          "Internal Controls"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "59e734e3-4109-5e04-aead-de929fc49176",
+      "type": "text",
+      "content": "We will promptly furnish the address and, to our knowledge, the number of shares held by the stockholder proponents of the proposals below upon receipt of a request to our Secretary for such information at email to shareholdermeeting@nvidia.com or by phone at: (408) 486-2000.",
+      "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Stockholder Proposals",
+      "metadata": {
+        "length": 276,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "We",
+          "promptly",
+          "furnish",
+          "address",
+          "knowledge",
+          "number",
+          "shares",
+          "held",
+          "stockholder",
+          "proponents",
+          "proposals",
+          "receipt",
+          "request",
+          "Secretary",
+          "information",
+          "email",
+          "shareholdermeeting",
+          "nvidia",
+          "phone",
+          "408",
+          "486",
+          "2000"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "395f5805-365a-5d18-a818-ee84692af841",
+      "type": "text",
+      "content": "What am I voting on? A stockholder proposal to eliminate all supermajority voting provisions.\nVote required: A majority of the shares present, in person or represented by proxy, and entitled to vote on this matter.\nEffect of abstentions: Same as a vote AGAINST.\nEffect of broker non-votes: None.\nBelow is a stockholder proposal and supporting statement of the stockholder proponent, for which we and our Board accept no responsibility. This stockholder proposal is required to be voted upon at the 2026 Meeting only if properly presented. Our Board opposes adoption of this stockholder proposal and recommends that you vote AGAINST Proposal 4. John Chevedden has notified us of his intent to present the following proposal at the 2026 Meeting.",
+      "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Stockholder Proposals/Proposal 4—Stockholder Proposal: Simple Majority Vote Standard",
+      "metadata": {
+        "length": 743,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "What",
+          "voting",
+          "stockholder",
+          "proposal",
+          "eliminate",
+          "supermajority",
+          "provisions",
+          "Vote",
+          "required",
+          "majority",
+          "shares",
+          "present",
+          "person",
+          "represented",
+          "proxy",
+          "entitled",
+          "vote",
+          "matter",
+          "Effect",
+          "abstentions",
+          "Same",
+          "AGAINST",
+          "broker",
+          "votes",
+          "None",
+          "Below",
+          "supporting",
+          "statement",
+          "proponent",
+          "Board",
+          "accept",
+          "responsibility",
+          "This",
+          "voted",
+          "2026",
+          "Meeting",
+          "properly",
+          "presented",
+          "Our",
+          "opposes",
+          "adoption",
+          "recommends",
+          "Proposal",
+          "John",
+          "Chevedden",
+          "notified",
+          "intent"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "be03115d-d29a-513c-9a2f-7dbcb828d629",
+      "type": "text",
+      "content": "",
+      "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Stockholder Proposals/Proposal 4—Stockholder Proposal: Simple Majority Vote Standard/Stockholder Proposal and Supporting Statement",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "f7e01283-c75d-5088-af80-1559b8f56e59",
+      "type": "image",
+      "content": "\nEffect of abstentions: Same as a vote AGAINST. <details>0\n[images/image-80-Effect of .jpg]\n",
+      "path": "images/image-80-Effect of .jpg",
+      "metadata": {
+        "length": 92,
+        "summary": "image-80\nEffect of abstentions: Same as a vote AGAINST. <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "images/image-80-Effect of .jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "d5aa1694-7614-5ef9-8c34-4650f17eb79e",
+      "type": "text",
+      "content": "Effect of abstentions: Same as a vote AGAINST. <details>0\n[images/image-80-Effect of .jpg]\n\n<details>\n<summary>text_image</summary>\nFOR\nShareholder\nRights\n</details>\nShareholders request that the Board of Directors take each step necessary so that each voting requirement in our charter and bylaws (that is explicit or implicit due to default to state law) that calls for a greater than simple majority vote be replaced by a requirement for a majority of the votes cast for and against applicable proposals, or a simple majority in compliance with applicable laws. If necessary this means the closest standard to a majority of the votes cast for and against such proposals consistent with applicable laws. This proposal includes that the Company shall state in its governing documents that it shall not have any default super-majority voting standards upon adoption of this proposal.\nShareholders are willing to pay a premium for shares of companies that have excellent corporate governance. The supermajority voting requirements, like those of NVIDIA Corporation (NVDA), have been found to be one of 6 entrenching mechanisms that are negatively related to company performance according to \"What Matters in Corporate Governance\" by Lucien Bebchuk, Alma Cohen and Allen Ferrell of the Harvard Law School. Supermajority requirements can be used to block proposals supported by most shareowners but opposed by management.\nThis proposal topic won from 74% to 88% support at Weyerhaeuser, Alcoa, Waste Management, Goldman Sachs, FirstEnergy and Macy's. These votes would have been higher than 74% to 88% if more shareholders had access to independent proxy voting advice.\nThis proposal topic received 98% support each in 2024 at Domino's Pizza, FMC Corporation, ConocoPhillips, Masco Corporation and Power Integrations.\nThis proposal includes that the Board commit to not make any effort to defeat a NVDA proposal on this topic.\nThis proposal also includes that the Board commit to make a robust extra effort from a proxy solicitor perspective with the objective of obtaining the required vote for shareholder approval of this proposal topic as a binding NVDA proposal. As a matter of fact it may only take a de minimis extra effort since the 2025 NVDA proposal came so close to shareholder approval as described in the next paragraph.\nThe precise extra effort is at the Board's discretion. One proven method is to adjourn the annual meeting for up to 2-weeks and seek more votes. This seems to be a prudent step since the 2025 NVDA proposal on this topic received 65% support from all outstanding NVDA shares and thus came so close to the 67% votes required.\nPlease vote yes:",
+      "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Stockholder Proposals/Proposal 4—Stockholder Proposal: Simple Majority Vote Standard/Proposal 4 – Majority Vote Standard",
+      "metadata": {
+        "length": 2671,
+        "summary": "The proposal requests that NVIDIA's Board replace all supermajority voting requirements in its charter and bylaws with a simple majority standard. It cites academic research linking supermajority requirements to lower company performance and notes high shareholder support for similar proposals at other companies, including 98% support at several firms in 2024. The proposal also asks the Board to not oppose the measure and to make extra efforts, such as adjourning the annual meeting, to secure the required vote, noting that the 2025 proposal received 65% support from outstanding shares, close to the 67% threshold.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Effect",
+          "abstentions",
+          "Same",
+          "vote",
+          "AGAINST",
+          "details",
+          "summary",
+          "text",
+          "image",
+          "FOR",
+          "Shareholder",
+          "Rights",
+          "Shareholders",
+          "request",
+          "Board",
+          "Directors",
+          "step",
+          "voting",
+          "requirement",
+          "charter",
+          "bylaws",
+          "explicit",
+          "implicit",
+          "due",
+          "default",
+          "state",
+          "law",
+          "calls",
+          "greater",
+          "simple",
+          "majority",
+          "replaced",
+          "votes",
+          "cast",
+          "applicable",
+          "proposals",
+          "compliance",
+          "laws",
+          "If",
+          "means",
+          "closest",
+          "standard",
+          "consistent",
+          "This",
+          "proposal",
+          "includes",
+          "Company",
+          "governing",
+          "documents",
+          "super",
+          "standards",
+          "adoption",
+          "pay",
+          "premium",
+          "shares",
+          "companies",
+          "excellent",
+          "corporate",
+          "governance",
+          "The",
+          "supermajority",
+          "requirements",
+          "NVIDIA",
+          "Corporation",
+          "NVDA",
+          "found",
+          "entrenching",
+          "mechanisms",
+          "negatively",
+          "related",
+          "company",
+          "performance",
+          "What",
+          "Matters",
+          "Corporate",
+          "Governance",
+          "Lucien",
+          "Bebchuk",
+          "Alma",
+          "Cohen",
+          "Allen",
+          "Ferrell",
+          "Harvard",
+          "Law",
+          "School",
+          "Supermajority",
+          "block",
+          "supported",
+          "shareowners",
+          "opposed",
+          "management",
+          "topic",
+          "won",
+          "74%",
+          "88%",
+          "support",
+          "Weyerhaeuser",
+          "Alcoa",
+          "Waste",
+          "Management",
+          "Goldman",
+          "Sachs",
+          "FirstEnergy",
+          "Macy",
+          "These",
+          "higher",
+          "shareholders",
+          "access",
+          "independent",
+          "proxy",
+          "advice",
+          "received",
+          "98%",
+          "2024",
+          "Domino",
+          "Pizza",
+          "FMC",
+          "ConocoPhillips",
+          "Masco",
+          "Power",
+          "Integrations",
+          "commit",
+          "make",
+          "effort",
+          "defeat",
+          "robust",
+          "extra",
+          "solicitor",
+          "perspective",
+          "objective",
+          "obtaining",
+          "required",
+          "shareholder",
+          "approval",
+          "binding",
+          "As",
+          "matter",
+          "fact",
+          "de",
+          "minimis",
+          "2025",
+          "close",
+          "paragraph",
+          "precise",
+          "discretion",
+          "One",
+          "proven",
+          "method",
+          "adjourn",
+          "annual",
+          "meeting",
+          "weeks",
+          "seek",
+          "prudent",
+          "65%",
+          "outstanding",
+          "67%",
+          "Please"
+        ],
+        "keywords": [
+          "Supermajority",
+          "Shareholder Rights",
+          "Corporate Governance"
+        ],
+        "connect_to": [
+          {
+            "target": "f7e01283-c75d-5088-af80-1559b8f56e59",
+            "relation": "embeds",
+            "ref": "[images/image-80-Effect of .jpg]",
+            "position": {
+              "start": 58,
+              "end": 90
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "efb05b63-c330-5611-9781-ab7366830564",
+      "type": "text",
+      "content": "",
+      "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Stockholder Proposals/Proposal 4—Stockholder Proposal: Simple Majority Vote Standard/Majority Vote Standard – Proposal 4",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "872b3a2d-ece6-5af8-857f-8aa79ebc30d1",
+      "type": "text",
+      "content": "Our Board recommends a vote AGAINST Proposal 4.\nAt our 2025 Meeting, the Board proposed and recommended that stockholders approve an amendment and restatement of our Charter to eliminate the remaining supermajority voting provisions (the “2025 A&R Charter Proposal”). The Board also planned to adopt conforming amendments to our Bylaws, contingent on stockholder approval of such proposal. However, the 2025 A&R Charter Proposal did not receive the required level of stockholder support for approval.\nTo effectuate Proposal 4, the Board would need to resubmit a proposal substantially similar to the 2025 A&R Charter Proposal for stockholder approval at a future annual meeting. At this time, the Board believes that addressing repetitive proposals on this topic would not be an effective use of time, resources, and attention.",
+      "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Stockholder Proposals/Proposal 4—Stockholder Proposal: Simple Majority Vote Standard/Majority Vote Standard – Proposal 4/Opposing Statement of the Board",
+      "metadata": {
+        "length": 827,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Our",
+          "Board",
+          "recommends",
+          "vote",
+          "AGAINST",
+          "Proposal",
+          "At",
+          "2025",
+          "Meeting",
+          "proposed",
+          "recommended",
+          "stockholders",
+          "approve",
+          "amendment",
+          "restatement",
+          "Charter",
+          "eliminate",
+          "remaining",
+          "supermajority",
+          "voting",
+          "provisions",
+          "The",
+          "planned",
+          "adopt",
+          "conforming",
+          "amendments",
+          "Bylaws",
+          "contingent",
+          "stockholder",
+          "approval",
+          "proposal",
+          "However",
+          "receive",
+          "required",
+          "level",
+          "support",
+          "To",
+          "effectuate",
+          "resubmit",
+          "substantially",
+          "similar",
+          "future",
+          "annual",
+          "meeting",
+          "time",
+          "believes",
+          "addressing",
+          "repetitive",
+          "proposals",
+          "topic",
+          "effective",
+          "resources",
+          "attention"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "b0fe0746-8d37-5970-8766-ff7c5731db01",
+      "type": "text",
+      "content": "Our Board recommends that you vote AGAINST Proposal 4— Simple Majority Vote Standard.\nWhat am I voting on? A stockholder proposal requesting an evaluation and report on faith-based community resource groups.\nVote required: A majority of the shares present, in person or represented by proxy, and entitled to vote on this matter.\nEffect of abstentions: Same as a vote AGAINST.\nEffect of broker non-votes: None.\nBelow is a stockholder proposal and supporting statement of the stockholder proponent, for which we and our Board accept no responsibility. This stockholder proposal is required to be voted upon at the 2026 Meeting only if properly presented. Our Board opposes adoption of this stockholder proposal and recommends that you vote AGAINST Proposal 5. William Cunningham has notified us of its intent to present the following proposal at the 2026 Meeting.",
+      "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Stockholder Proposals/Proposal 4—Stockholder Proposal: Simple Majority Vote Standard/Majority Vote Standard – Proposal 4/Recommendation of the Board",
+      "metadata": {
+        "length": 861,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Our",
+          "Board",
+          "recommends",
+          "vote",
+          "AGAINST",
+          "Proposal",
+          "Simple",
+          "Majority",
+          "Vote",
+          "Standard",
+          "What",
+          "voting",
+          "stockholder",
+          "proposal",
+          "requesting",
+          "evaluation",
+          "report",
+          "faith",
+          "based",
+          "community",
+          "resource",
+          "groups",
+          "required",
+          "majority",
+          "shares",
+          "present",
+          "person",
+          "represented",
+          "proxy",
+          "entitled",
+          "matter",
+          "Effect",
+          "abstentions",
+          "Same",
+          "broker",
+          "votes",
+          "None",
+          "Below",
+          "supporting",
+          "statement",
+          "proponent",
+          "accept",
+          "responsibility",
+          "This",
+          "voted",
+          "2026",
+          "Meeting",
+          "properly",
+          "presented",
+          "opposes",
+          "adoption",
+          "William",
+          "Cunningham",
+          "notified",
+          "intent"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "e529e84b-c2f6-59a5-835c-d45071c64215",
+      "type": "text",
+      "content": "",
+      "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Stockholder Proposals/Proposal 4—Stockholder Proposal: Simple Majority Vote Standard/Stockholder Proposal and Supporting Statement_2",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "d7d84e93-aba3-5089-8b25-0a7169c9d479",
+      "type": "text",
+      "content": "Whereas: NVIDIA is one of the largest and most high-profile companies in the United States, employing $^{1}$ more than 35,000 people from a plethora of different cultural & religious backgrounds. As a major employer, NVIDIA should support the religious freedom of its employees. NVIDIA is already required to comply with many laws prohibiting discrimination against employees based on their religious status and views.\nRespecting diverse religious views allows NVIDIA to attract the most qualified talent, promote a diverse and vibrant business culture, and is a key component to make sure it fully engages each of its employees. One of the best ways to promote religious diversity is through faith-based community resource groups (elsewhere known as employee resource groups, or ERGs). CRGs allow like-minded employees to connect with one another, seek professional development, and promote understanding and dialogue with the broader workforce. Despite this, NVIDIA does not have a faith-based community resource group (CRG).\nNVIDIA does not rectify this apparently disparity in treatment even though the vast majority of Americans identify as religious, and even though the Company recognizes CRGs formed around gender, sexual identity, along a variety of other criteria as per its website. $^{2}$\nAccording to the 2023 Freedom at Work $^{3}$ survey, 60% of employees were concerned that their company would punish them for expressing their religious or political views at work, and 54% said they feared the same for sharing these views even on their private social media accounts. NVIDIA needs to take proactive steps to address this shortcoming by promoting faith-based CRGs and providing them the same support and access that other CRGs enjoy.\nThis isn't merely a political or social point but a matter of brand value. NVIDIA is the highest-valued company on earth, with an estimated brand value $^{3}$ exceeding \\$87.9 billion, 67 percent of its more than \\$130 billion revenue in 2025. $^{4}$ NVIDIA is one of the most influential players in the American technological landscape. As concerns over neutrality on controversial issues, respect for religion, and equal treatment for employees at America's largest companies continue to mount, shareholders are right to ask about how the company's workforce policies forward this goal of equal treatment.\nRecent Supreme Court decisions in Groff v. DeJoy and Muldrow v. City of St. Louis have also clarified that religious protections for employees extend to all terms, conditions, and privileges of employment, not just monetary compensation. So failure to allow faith-based community resource groups may be illegal.\nResolved: Shareholders request the Board of Directors of NVIDIA Corporation conduct an evaluation and issue a report, or disclose analysis which has already been performed, within the next year, at reasonable cost and excluding proprietary information and disclosure of anything that would constitute an admission of pending litigation, evaluating the risks related to religious discrimination against employees.",
+      "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Stockholder Proposals/Proposal 4—Stockholder Proposal: Simple Majority Vote Standard/Proposal 5 – Report on Faith-Based Community Resource Groups",
+      "metadata": {
+        "length": 3082,
+        "summary": "Shareholders request NVIDIA to evaluate risks of religious discrimination, citing lack of faith-based Community Resource Groups despite supporting other ERGs. The proposal notes legal obligations under recent Supreme Court rulings and brand value concerns, urging a report on equal treatment for religious employees.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Whereas",
+          "NVIDIA",
+          "largest",
+          "high",
+          "profile",
+          "companies",
+          "United",
+          "States",
+          "employing",
+          "35",
+          "000",
+          "people",
+          "plethora",
+          "cultural",
+          "religious",
+          "backgrounds",
+          "As",
+          "major",
+          "employer",
+          "support",
+          "freedom",
+          "employees",
+          "required",
+          "comply",
+          "laws",
+          "prohibiting",
+          "discrimination",
+          "based",
+          "status",
+          "views",
+          "Respecting",
+          "diverse",
+          "attract",
+          "qualified",
+          "talent",
+          "promote",
+          "vibrant",
+          "business",
+          "culture",
+          "key",
+          "component",
+          "make",
+          "fully",
+          "engages",
+          "One",
+          "ways",
+          "diversity",
+          "faith",
+          "community",
+          "resource",
+          "groups",
+          "employee",
+          "ERGs",
+          "CRGs",
+          "minded",
+          "connect",
+          "seek",
+          "professional",
+          "development",
+          "understanding",
+          "dialogue",
+          "broader",
+          "workforce",
+          "Despite",
+          "group",
+          "CRG",
+          "rectify",
+          "apparently",
+          "disparity",
+          "treatment",
+          "vast",
+          "majority",
+          "Americans",
+          "identify",
+          "Company",
+          "recognizes",
+          "formed",
+          "gender",
+          "sexual",
+          "identity",
+          "variety",
+          "criteria",
+          "website",
+          "According",
+          "2023",
+          "Freedom",
+          "Work",
+          "survey",
+          "60%",
+          "concerned",
+          "company",
+          "punish",
+          "expressing",
+          "political",
+          "work",
+          "54%",
+          "feared",
+          "sharing",
+          "private",
+          "social",
+          "media",
+          "accounts",
+          "proactive",
+          "steps",
+          "address",
+          "shortcoming",
+          "promoting",
+          "providing",
+          "access",
+          "enjoy",
+          "This",
+          "isn",
+          "point",
+          "matter",
+          "brand",
+          "highest",
+          "valued",
+          "earth",
+          "estimated",
+          "exceeding",
+          "87.9",
+          "billion",
+          "67",
+          "percent",
+          "130",
+          "revenue",
+          "2025",
+          "influential",
+          "players",
+          "American",
+          "technological",
+          "landscape",
+          "concerns",
+          "neutrality",
+          "controversial",
+          "issues",
+          "respect",
+          "religion",
+          "equal",
+          "America",
+          "continue",
+          "mount",
+          "shareholders",
+          "policies",
+          "forward",
+          "goal",
+          "Recent",
+          "Supreme",
+          "Court",
+          "decisions",
+          "Groff",
+          "DeJoy",
+          "Muldrow",
+          "City",
+          "St",
+          "Louis",
+          "clarified",
+          "protections",
+          "extend",
+          "terms",
+          "conditions",
+          "privileges",
+          "employment",
+          "monetary",
+          "compensation",
+          "So",
+          "failure",
+          "illegal",
+          "Resolved",
+          "Shareholders",
+          "request",
+          "Board",
+          "Directors",
+          "Corporation",
+          "conduct",
+          "evaluation",
+          "issue",
+          "report",
+          "disclose",
+          "analysis",
+          "performed",
+          "year",
+          "reasonable",
+          "cost",
+          "excluding",
+          "proprietary",
+          "information",
+          "disclosure",
+          "constitute",
+          "admission",
+          "pending",
+          "litigation",
+          "evaluating",
+          "risks",
+          "related"
+        ],
+        "keywords": [
+          "religious discrimination",
+          "employee resource groups",
+          "shareholder resolution"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "6cc85123-ca2f-5f15-9e17-385e54e209d1",
+      "type": "text",
+      "content": "Our Board recommends a vote AGAINST Proposal 5. The requested report is unnecessary and would not provide meaningful additional benefits to NVIDIA or enhance stockholder value as we have already implemented robust systems and processes designed to minimize risks related to religious and other discrimination.\nNVIDIA is committed to ensuring that our employees are protected and supported through enterprise-wide policies, practices, and reporting mechanisms. We maintain a work environment in which all individuals are treated with dignity and respect. We do not tolerate unlawful discrimination, harassment, or retaliation in any form, including based on religion or creed and all employees are required to participate in discrimination and harassment prevention training. Our employees have multiple avenues to report concerns about harassment, discrimination or other workplace conduct, including anonymously and without fear of retaliation, and we investigate complaints promptly and take appropriate action when warranted. We also regularly gather employee feedback through surveys and other forums to identify concerns, track progress, and respond quickly to employee needs.\nThe Board believes that our existing policies, practices, and feedback mechanisms already address the issues raised in Proposal 5, and that the additional evaluation and reporting requested would not be necessary or beneficial for NVIDIA or our stockholders.",
+      "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Stockholder Proposals/Proposal 4—Stockholder Proposal: Simple Majority Vote Standard/Proposal 5 – Report on Faith-Based Community Resource Groups/Opposing Statement of the Board",
+      "metadata": {
+        "length": 1440,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Our",
+          "Board",
+          "recommends",
+          "vote",
+          "AGAINST",
+          "Proposal",
+          "The",
+          "requested",
+          "report",
+          "unnecessary",
+          "provide",
+          "meaningful",
+          "additional",
+          "benefits",
+          "NVIDIA",
+          "enhance",
+          "stockholder",
+          "implemented",
+          "robust",
+          "systems",
+          "processes",
+          "designed",
+          "minimize",
+          "risks",
+          "related",
+          "religious",
+          "discrimination",
+          "committed",
+          "ensuring",
+          "employees",
+          "protected",
+          "supported",
+          "enterprise",
+          "wide",
+          "policies",
+          "practices",
+          "reporting",
+          "mechanisms",
+          "We",
+          "maintain",
+          "work",
+          "environment",
+          "individuals",
+          "treated",
+          "dignity",
+          "respect",
+          "tolerate",
+          "unlawful",
+          "harassment",
+          "retaliation",
+          "form",
+          "including",
+          "based",
+          "religion",
+          "creed",
+          "required",
+          "participate",
+          "prevention",
+          "training",
+          "multiple",
+          "avenues",
+          "concerns",
+          "workplace",
+          "conduct",
+          "anonymously",
+          "fear",
+          "investigate",
+          "complaints",
+          "promptly",
+          "action",
+          "warranted",
+          "regularly",
+          "gather",
+          "employee",
+          "feedback",
+          "surveys",
+          "forums",
+          "identify",
+          "track",
+          "progress",
+          "respond",
+          "quickly",
+          "believes",
+          "existing",
+          "address",
+          "issues",
+          "raised",
+          "evaluation",
+          "beneficial",
+          "stockholders"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "d53675e4-37dd-5d6c-8cd8-ad8ace628e4c",
+      "type": "text",
+      "content": "Our Board recommends that you vote AGAINST Proposal 5—Report on Faith-Based Community Resource Groups.\nWhat am I voting on? A stockholder proposal requesting an evaluation and report on civil rights and non-discrimination related to DEI.\nVote required: A majority of the shares present, in person or represented by proxy, and entitled to vote on this matter.\nEffect of abstentions: Same as a vote AGAINST.\nEffect of broker non-votes: None.\nBelow is a stockholder proposal and supporting statement of the stockholder proponent, for which we and our Board accept no responsibility. This stockholder proposal is required to be voted upon at the 2026 Meeting only if properly presented. Our Board opposes adoption of this stockholder proposal and recommends that you vote AGAINST Proposal 6. American Conservative Values ETF has notified us of its intent to present the following proposal at the 2026 Meeting.",
+      "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Stockholder Proposals/Proposal 4—Stockholder Proposal: Simple Majority Vote Standard/Proposal 5 – Report on Faith-Based Community Resource Groups/Recommendation of the Board",
+      "metadata": {
+        "length": 905,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Our",
+          "Board",
+          "recommends",
+          "vote",
+          "AGAINST",
+          "Proposal",
+          "Report",
+          "Faith",
+          "Based",
+          "Community",
+          "Resource",
+          "Groups",
+          "What",
+          "voting",
+          "stockholder",
+          "proposal",
+          "requesting",
+          "evaluation",
+          "report",
+          "civil",
+          "rights",
+          "discrimination",
+          "related",
+          "DEI",
+          "Vote",
+          "required",
+          "majority",
+          "shares",
+          "present",
+          "person",
+          "represented",
+          "proxy",
+          "entitled",
+          "matter",
+          "Effect",
+          "abstentions",
+          "Same",
+          "broker",
+          "votes",
+          "None",
+          "Below",
+          "supporting",
+          "statement",
+          "proponent",
+          "accept",
+          "responsibility",
+          "This",
+          "voted",
+          "2026",
+          "Meeting",
+          "properly",
+          "presented",
+          "opposes",
+          "adoption",
+          "American",
+          "Conservative",
+          "Values",
+          "ETF",
+          "notified",
+          "intent"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "8328e709-dab6-5bba-8af4-169f100650aa",
+      "type": "text",
+      "content": "",
+      "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Stockholder Proposals/Proposal 4—Stockholder Proposal: Simple Majority Vote Standard/Stockholder Proposal and Supporting Statement_3",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "a14d27fd-23b9-5003-bbfb-3c1024592187",
+      "type": "text",
+      "content": "NVIDIA Corporation has over 36,000 employees. As an employer, it is legally required to comply with many laws prohibiting discrimination against employees on a variety of factors, including race, sex, religion, and sometimes political affiliation.\nBut the 2025 edition of the Viewpoint Diversity Score Business Index $^{1}$ found that 90% of scored companies, as well as NVIDIA, promote divisive training and recruitment concepts like critical race theory (CRT) that replace genuine cultural and ideological diversity with a narrow focus on group identity. NVIDIA has stated that it has “increased [its] focus on diversity recruiting” and “when recruiting new talent. . . [it] strive[s] to build a robust talent pipeline that includes those underrepresented in the technology field, including women, black/African American, and Hispanic/Latino candidates.” $^{2}$\nFocusing on these metrics in recruiting is rooted in concepts that label employees as “oppressed” or “oppressors” based on belief or immutable traits, which can foster hostility and partiality instead of equal opportunity based on merit. A recent study found that DEI actually increases bias, hostility, and attribution of discriminatory intent instead of reducing them. $^{3}$ DEI also silences dissenting views: the Freedom at Work survey found that 60% of employees feared reprisal for expressing their religious or political views at work, and over half feared the same for private social media posts. $^{4}$\nCompanies are also facing increased legal and reputational risk for DEI programs that make distinctions based on race or other protected classes in light of recent Supreme Court decisions in Students for Fair Admission v. Harvard, Groff v DeJoy, City of St. Louis v. Muldrow, and Ames v. Ohio Department of Youth Services. State attorneys general and employees have initiated lawsuits and investigations. $^{5}$ Recent scholarship has cast serious doubt on the common assertion that DEI is good for business. $^{6}$ The Wall Street Journal recently reported that “Diversity Goals Are Disappearing from Companies’ Annual Reports.” $^{7}$ And numerous companies are voluntarily removing DEI initiatives entirely in response to sustained customer dissatisfaction and public pressure. $^{8}$\nOn top of this, President Trump issued an executive order seeking to root out illegal DEI practices, including in the private sector. $^{9}$ The EEOC has initiated investigations and secured settlements from major law firms to stop their DEI practices. $^{10}$ The EEOC and DOJ jointly issued guidance detailing DEI practices that may be illegal and encouraging whistleblowers to report these practices. $^{11}$ In light of these risks, the Company must take immediate steps to assess potential shortcomings and allay these concerns.\nResolved: Shareholders request the Board of Directors conduct an evaluation and issue a report within the next year, at reasonable cost and excluding proprietary and confidential information, evaluating how NVIDIA's hiring and training policies and practices impact employees and prospective employees based on their race, color, religion (including religious views), sex, national origin, or political views, and the associated legal, reputational, operational, and other relevant risks to the NVIDIA.",
+      "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Stockholder Proposals/Proposal 4—Stockholder Proposal: Simple Majority Vote Standard/Proposal 6 – Report on Respecting Workforce Civil Liberties",
+      "metadata": {
+        "length": 3301,
+        "summary": "The passage discusses a shareholder resolution requesting NVIDIA to evaluate its hiring and training policies for potential discrimination based on race, religion, sex, and political views. It cites concerns that DEI programs may foster bias, increase legal risks, and face regulatory scrutiny, referencing recent Supreme Court decisions, executive orders, and EEOC actions. The resolution asks for a report on associated risks.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "NVIDIA",
+          "Corporation",
+          "36",
+          "000",
+          "employees",
+          "As",
+          "employer",
+          "legally",
+          "required",
+          "comply",
+          "laws",
+          "prohibiting",
+          "discrimination",
+          "variety",
+          "factors",
+          "including",
+          "race",
+          "sex",
+          "religion",
+          "political",
+          "affiliation",
+          "But",
+          "2025",
+          "edition",
+          "Viewpoint",
+          "Diversity",
+          "Score",
+          "Business",
+          "Index",
+          "found",
+          "90%",
+          "scored",
+          "companies",
+          "promote",
+          "divisive",
+          "training",
+          "recruitment",
+          "concepts",
+          "critical",
+          "theory",
+          "CRT",
+          "replace",
+          "genuine",
+          "cultural",
+          "ideological",
+          "diversity",
+          "narrow",
+          "focus",
+          "group",
+          "identity",
+          "stated",
+          "increased",
+          "recruiting",
+          "talent",
+          "strive",
+          "build",
+          "robust",
+          "pipeline",
+          "includes",
+          "underrepresented",
+          "technology",
+          "field",
+          "women",
+          "black",
+          "African",
+          "American",
+          "Hispanic",
+          "Latino",
+          "candidates",
+          "Focusing",
+          "metrics",
+          "rooted",
+          "label",
+          "oppressed",
+          "oppressors",
+          "based",
+          "belief",
+          "immutable",
+          "traits",
+          "foster",
+          "hostility",
+          "partiality",
+          "equal",
+          "opportunity",
+          "merit",
+          "recent",
+          "study",
+          "DEI",
+          "increases",
+          "bias",
+          "attribution",
+          "discriminatory",
+          "intent",
+          "reducing",
+          "silences",
+          "dissenting",
+          "views",
+          "Freedom",
+          "Work",
+          "survey",
+          "60%",
+          "feared",
+          "reprisal",
+          "expressing",
+          "religious",
+          "work",
+          "half",
+          "private",
+          "social",
+          "media",
+          "posts",
+          "Companies",
+          "facing",
+          "legal",
+          "reputational",
+          "risk",
+          "programs",
+          "make",
+          "distinctions",
+          "protected",
+          "classes",
+          "light",
+          "Supreme",
+          "Court",
+          "decisions",
+          "Students",
+          "Fair",
+          "Admission",
+          "Harvard",
+          "Groff",
+          "DeJoy",
+          "City",
+          "St",
+          "Louis",
+          "Muldrow",
+          "Ames",
+          "Ohio",
+          "Department",
+          "Youth",
+          "Services",
+          "State",
+          "attorneys",
+          "general",
+          "initiated",
+          "lawsuits",
+          "investigations",
+          "Recent",
+          "scholarship",
+          "cast",
+          "doubt",
+          "common",
+          "assertion",
+          "good",
+          "business",
+          "The",
+          "Wall",
+          "Street",
+          "Journal",
+          "recently",
+          "reported",
+          "Goals",
+          "Are",
+          "Disappearing",
+          "Annual",
+          "Reports",
+          "And",
+          "numerous",
+          "voluntarily",
+          "removing",
+          "initiatives",
+          "response",
+          "sustained",
+          "customer",
+          "dissatisfaction",
+          "public",
+          "pressure",
+          "On",
+          "top",
+          "President",
+          "Trump",
+          "issued",
+          "executive",
+          "order",
+          "seeking",
+          "root",
+          "illegal",
+          "practices",
+          "sector",
+          "EEOC",
+          "secured",
+          "settlements",
+          "major",
+          "law",
+          "firms",
+          "stop",
+          "10",
+          "DOJ",
+          "jointly",
+          "guidance",
+          "detailing",
+          "encouraging",
+          "whistleblowers",
+          "report",
+          "11",
+          "In",
+          "risks",
+          "Company",
+          "steps",
+          "assess",
+          "potential",
+          "shortcomings",
+          "allay",
+          "concerns",
+          "Resolved",
+          "Shareholders",
+          "request",
+          "Board",
+          "Directors",
+          "conduct",
+          "evaluation",
+          "issue",
+          "year",
+          "reasonable",
+          "cost",
+          "excluding",
+          "proprietary",
+          "confidential",
+          "information",
+          "evaluating",
+          "hiring",
+          "policies",
+          "impact",
+          "prospective",
+          "color",
+          "national",
+          "origin",
+          "operational",
+          "relevant"
+        ],
+        "keywords": [
+          "DEI",
+          "NVIDIA",
+          "Shareholder Resolution"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "f55daf6e-29f5-565e-b40a-558945d30e28",
+      "type": "text",
+      "content": "Our Board recommends a vote AGAINST Proposal 6. The requested report is unnecessary and would not provide meaningful additional benefits to NVIDIA or enhance stockholder value.\nNVIDIA complies with applicable law and is committed to equal employment opportunity requirements. We do not discriminate against employees or applicants for employment on the basis of race, color, religion, sex, gender, marital status, veteran status, age, national origin, ancestry, disability, genetic or medical information, sexual orientation, pregnancy, childbirth or related medical conditions, or any other characteristic protected by applicable law. Our employment decisions – including recruitment, hiring, training, compensation, benefits, promotions, transfers, and terminations – are based on merit, valid job requirements, and other lawful criteria.\nIn addition, the Board maintains strong oversight and compliance mechanisms to ensure these policies and practices are effectively implemented. The CC oversees our human capital management policies and strategies, the AC oversees compliance with legal and regulatory requirements, ethical standards, and our compliance programs, and the NCGC oversees compliance with our Code of Conduct. Together, these oversight structures provide sufficient and comprehensive governance and accountability for the policies and practices addressed by Proposal 6.\nThe Board believes that our existing policies, practices, and oversight mechanisms already address the issues raised in Proposal 6, and that the additional evaluation and reporting requested would not be necessary or beneficial for NVIDIA or our stockholders.",
+      "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Stockholder Proposals/Proposal 4—Stockholder Proposal: Simple Majority Vote Standard/Proposal 6 – Report on Respecting Workforce Civil Liberties/Opposing Statement of the Board",
+      "metadata": {
+        "length": 1648,
+        "summary": "The Board recommends voting against Proposal 6, arguing the requested report is unnecessary and would not enhance stockholder value. NVIDIA states it complies with equal employment opportunity laws, bases employment decisions on merit, and maintains strong oversight through committees (CC, AC, NCGC) for human capital, compliance, and ethics. The Board believes existing policies and mechanisms sufficiently address the proposal's issues.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Our",
+          "Board",
+          "recommends",
+          "vote",
+          "AGAINST",
+          "Proposal",
+          "The",
+          "requested",
+          "report",
+          "unnecessary",
+          "provide",
+          "meaningful",
+          "additional",
+          "benefits",
+          "NVIDIA",
+          "enhance",
+          "stockholder",
+          "complies",
+          "applicable",
+          "law",
+          "committed",
+          "equal",
+          "employment",
+          "opportunity",
+          "requirements",
+          "We",
+          "discriminate",
+          "employees",
+          "applicants",
+          "basis",
+          "race",
+          "color",
+          "religion",
+          "sex",
+          "gender",
+          "marital",
+          "status",
+          "veteran",
+          "age",
+          "national",
+          "origin",
+          "ancestry",
+          "disability",
+          "genetic",
+          "medical",
+          "information",
+          "sexual",
+          "orientation",
+          "pregnancy",
+          "childbirth",
+          "related",
+          "conditions",
+          "characteristic",
+          "protected",
+          "decisions",
+          "including",
+          "recruitment",
+          "hiring",
+          "training",
+          "compensation",
+          "promotions",
+          "transfers",
+          "terminations",
+          "based",
+          "merit",
+          "valid",
+          "job",
+          "lawful",
+          "criteria",
+          "In",
+          "addition",
+          "maintains",
+          "strong",
+          "oversight",
+          "compliance",
+          "mechanisms",
+          "ensure",
+          "policies",
+          "practices",
+          "effectively",
+          "implemented",
+          "CC",
+          "oversees",
+          "human",
+          "capital",
+          "management",
+          "strategies",
+          "AC",
+          "legal",
+          "regulatory",
+          "ethical",
+          "standards",
+          "programs",
+          "NCGC",
+          "Code",
+          "Conduct",
+          "Together",
+          "structures",
+          "sufficient",
+          "comprehensive",
+          "governance",
+          "accountability",
+          "addressed",
+          "believes",
+          "existing",
+          "address",
+          "issues",
+          "raised",
+          "evaluation",
+          "reporting",
+          "beneficial",
+          "stockholders"
+        ],
+        "keywords": [
+          "Proposal 6",
+          "Board recommendation",
+          "EEO compliance"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "c284fb42-c6a3-5c95-90d0-719e9a765c71",
+      "type": "text",
+      "content": "Our Board recommends that you vote AGAINST Proposal 6—Report on Workforce Civil Liberties.\nWhat am I voting on? A stockholder proposal to requesting a report disclosing GHG emissions from the use of the Company's sold products.\nVote required: A majority of the shares present, in person or represented by proxy, and entitled to vote on this matter.\nEffect of abstentions: Same as a vote AGAINST.\nEffect of broker non-votes: None.\nBelow is a stockholder proposal and supporting statement of the stockholder proponent, for which we and our Board accept no responsibility. This stockholder proposal is required to be voted upon at the 2026 Meeting only if properly presented. Our Board opposes adoption of this stockholder proposal and recommends that you vote AGAINST Proposal 7. Green Century Capital Management, Inc. has notified us of its intent to present the following proposal at the 2026 Meeting. Mercy Investment Services, Inc. is a co-filer for this proposal.",
+      "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Stockholder Proposals/Proposal 4—Stockholder Proposal: Simple Majority Vote Standard/Proposal 6 – Report on Respecting Workforce Civil Liberties/Recommendation of the Board",
+      "metadata": {
+        "length": 966,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Our",
+          "Board",
+          "recommends",
+          "vote",
+          "AGAINST",
+          "Proposal",
+          "Report",
+          "Workforce",
+          "Civil",
+          "Liberties",
+          "What",
+          "voting",
+          "stockholder",
+          "proposal",
+          "requesting",
+          "report",
+          "disclosing",
+          "GHG",
+          "emissions",
+          "Company",
+          "sold",
+          "products",
+          "Vote",
+          "required",
+          "majority",
+          "shares",
+          "present",
+          "person",
+          "represented",
+          "proxy",
+          "entitled",
+          "matter",
+          "Effect",
+          "abstentions",
+          "Same",
+          "broker",
+          "votes",
+          "None",
+          "Below",
+          "supporting",
+          "statement",
+          "proponent",
+          "accept",
+          "responsibility",
+          "This",
+          "voted",
+          "2026",
+          "Meeting",
+          "properly",
+          "presented",
+          "opposes",
+          "adoption",
+          "Green",
+          "Century",
+          "Capital",
+          "Management",
+          "Inc",
+          "notified",
+          "intent",
+          "Mercy",
+          "Investment",
+          "Services",
+          "filer"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "799f8c27-6bb1-5574-8c99-a43fb727fe2d",
+      "type": "text",
+      "content": "",
+      "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Stockholder Proposals/Proposal 4—Stockholder Proposal: Simple Majority Vote Standard/Stockholder Proposal and Supporting Statement_4",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "22218ef3-a720-5e7e-9b91-0e2cb47c81df",
+      "type": "text",
+      "content": "Whereas: Climate change poses macroeconomic risks that can depress returns for long-term diversified investors. Severe weather accounted for a record 21 billion-dollar disasters in 2025. $^{1}$\nIn its 10-K, NVIDIA acknowledges that “climate change, its impact on our supply chain and critical infrastructure worldwide...may disrupt our business and cause us to experience higher attrition, losses and costs.” $^{2}$ One-third of semiconductor supply could be at risk within a decade unless the industry adapts to manage climate risks. $^{3}$\nMeanwhile, energy-intensive artificial intelligence (AI) is compounding climate risk. Goldman Sachs research forecasts data centers' global power demand will increase 50% by 2027, and the rate of U.S. AI growth is expected to emit an additional 24 to 44 million metric tons of carbon dioxide by 2030. $^{4}$\nNVIDIA plays a key role in the expansion of AI through designing AI chips, systems, and software.\nWhile NVIDIA set 2030 targets to reduce absolute greenhouse gas emissions (GHG) emissions from electricity usage and emissions intensity from use of its sold products, in the proponent's opinion, NVIDIA's progress toward mitigating climate risk through real world achievement of GHG emissions reductions is difficult to assess.\nFor instance, NVIDIA reported zero market-based electricity emissions as a part of its overall operational emissions in FY25, partly due to contracting renewable energy projects across the grid. Meanwhile, it also disclosed a separate increase in location-based electricity emissions from the energy it drew from the local power grid. $^{5}$ Additionally, the company's total absolute emissions nearly doubled between fiscal years 2024 and 2025. $^{6}$\nFurthermore, NVIDIA's reported GHG inventory does not include use of its sold products. These emissions are likely a significant contributor to the company's GHG footprint based on peer comparison $^{7}$ and represent a key metric for tracking emissions reductions.\nPeers AMD, Intel, Onsemi, and NXP have committed to reporting or already published more detailed climate disclosures that include:\n• Absolute emissions from use of sold products and initiatives to reduce them;\n• Third-party validation and increased criteria for renewable energy projects;\n• Emissions pathways to 2030, including plans to advance climate initiatives across their value chains.\nBy enhancing its emissions disclosures, NVIDIA will increase the legitimacy of its climate targets and better demonstrate climate risk mitigation progress to investors as its business grows.\nRESOLVED: Shareholders request that NVIDIA issue a report, at reasonable cost and omitting proprietary information, disclosing the GHG emissions from use of its sold products.\nSUPPORTING STATEMENT: Proponents recommend, at management's discretion:\n• Disclosing emissions that account for major sources of its total GHG footprint;\n• Considering GHG emissions disclosure guidance;\n- Reporting based on reasonable emissions estimates, updated annually, and providing timelines for issuing or completing disclosures;\n• Outlining whether and how the company plans to achieve absolute emissions reductions.",
+      "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Stockholder Proposals/Proposal 4—Stockholder Proposal: Simple Majority Vote Standard/Proposal 7 – Greenhouse Gas Emissions Disclosure",
+      "metadata": {
+        "length": 3179,
+        "summary": "The text discusses climate change risks to NVIDIA, including macroeconomic impacts and supply chain disruptions. It notes NVIDIA's role in AI expansion and its climate targets, but criticizes the company's emissions disclosures for excluding use of sold products and showing increased absolute emissions. Peers like AMD and Intel provide more detailed climate reporting. A shareholder resolution requests NVIDIA to issue a report disclosing GHG emissions from use of sold products, with recommendations for improved disclosure practices.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Whereas",
+          "Climate",
+          "change",
+          "poses",
+          "macroeconomic",
+          "risks",
+          "depress",
+          "returns",
+          "long",
+          "term",
+          "diversified",
+          "investors",
+          "Severe",
+          "weather",
+          "accounted",
+          "record",
+          "21",
+          "billion",
+          "dollar",
+          "disasters",
+          "2025",
+          "In",
+          "10",
+          "NVIDIA",
+          "acknowledges",
+          "climate",
+          "impact",
+          "supply",
+          "chain",
+          "critical",
+          "infrastructure",
+          "worldwide",
+          "disrupt",
+          "business",
+          "experience",
+          "higher",
+          "attrition",
+          "losses",
+          "costs",
+          "One",
+          "semiconductor",
+          "risk",
+          "decade",
+          "industry",
+          "adapts",
+          "manage",
+          "Meanwhile",
+          "energy",
+          "intensive",
+          "artificial",
+          "intelligence",
+          "AI",
+          "compounding",
+          "Goldman",
+          "Sachs",
+          "research",
+          "forecasts",
+          "data",
+          "centers",
+          "global",
+          "power",
+          "demand",
+          "increase",
+          "50%",
+          "2027",
+          "rate",
+          "growth",
+          "expected",
+          "emit",
+          "additional",
+          "24",
+          "44",
+          "million",
+          "metric",
+          "tons",
+          "carbon",
+          "dioxide",
+          "2030",
+          "plays",
+          "key",
+          "role",
+          "expansion",
+          "designing",
+          "chips",
+          "systems",
+          "software",
+          "While",
+          "set",
+          "targets",
+          "reduce",
+          "absolute",
+          "greenhouse",
+          "gas",
+          "emissions",
+          "GHG",
+          "electricity",
+          "usage",
+          "intensity",
+          "sold",
+          "products",
+          "proponent",
+          "opinion",
+          "progress",
+          "mitigating",
+          "real",
+          "world",
+          "achievement",
+          "reductions",
+          "difficult",
+          "assess",
+          "For",
+          "instance",
+          "reported",
+          "market",
+          "based",
+          "part",
+          "operational",
+          "FY25",
+          "partly",
+          "due",
+          "contracting",
+          "renewable",
+          "projects",
+          "grid",
+          "disclosed",
+          "separate",
+          "location",
+          "drew",
+          "local",
+          "Additionally",
+          "company",
+          "total",
+          "doubled",
+          "fiscal",
+          "years",
+          "2024",
+          "Furthermore",
+          "inventory",
+          "include",
+          "These",
+          "significant",
+          "contributor",
+          "footprint",
+          "peer",
+          "comparison",
+          "represent",
+          "tracking",
+          "Peers",
+          "AMD",
+          "Intel",
+          "Onsemi",
+          "NXP",
+          "committed",
+          "reporting",
+          "published",
+          "detailed",
+          "disclosures",
+          "Absolute",
+          "initiatives",
+          "Third",
+          "party",
+          "validation",
+          "increased",
+          "criteria",
+          "Emissions",
+          "pathways",
+          "including",
+          "plans",
+          "advance",
+          "chains",
+          "By",
+          "enhancing",
+          "legitimacy",
+          "demonstrate",
+          "mitigation",
+          "grows",
+          "RESOLVED",
+          "Shareholders",
+          "request",
+          "issue",
+          "report",
+          "reasonable",
+          "cost",
+          "omitting",
+          "proprietary",
+          "information",
+          "disclosing",
+          "SUPPORTING",
+          "STATEMENT",
+          "Proponents",
+          "recommend",
+          "management",
+          "discretion",
+          "Disclosing",
+          "account",
+          "major",
+          "sources",
+          "Considering",
+          "disclosure",
+          "guidance",
+          "Reporting",
+          "estimates",
+          "updated",
+          "annually",
+          "providing",
+          "timelines",
+          "issuing",
+          "completing",
+          "Outlining",
+          "achieve"
+        ],
+        "keywords": [
+          "GHG emissions",
+          "climate risk",
+          "shareholder resolution"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "d979ea57-c6e0-5f57-b985-6726c6544339",
+      "type": "text",
+      "content": "Our Board recommends a vote AGAINST Proposal 7 because it is unnecessary, overly prescriptive and not in the best interests of NVIDIA or our stockholders.\nThe proposal is unnecessary given NVIDIA's history of robust climate reporting and targets, and our future disclosure plans\nNVIDIA's current practices evidence a clear commitment to sustainability, climate risk management, and effective disclosure. For example, NVIDIA consistently publishes highly detailed climate reporting, including in our 2025 Sustainability Report, which is assured by our financial auditor. In addition to Scope 1 and 2 emissions, our public reporting includes Scope 3 emissions across eight categories, as well as disclosure on product energy efficiency, climate strategy, and progress towards achieving our targets, including our success in meeting our renewable energy and supplier engagement targets. In 2025, we also announced significant new targets validated by the Science Based Targets initiative (SBTi), which include absolute Scope 1 and 2 emissions reductions and reductions in Scope 3 emissions intensity from use of sold GPU products. In 2025, in an effort to offer additional transparency into emissions, we also began publishing the market's first summaries of ISO-conformant, third-party reviewed product carbon footprints for accelerated computing products. We continue to advance our climate reporting and, as discussed with the proponent, are planning further enhancements of our Scope 3 reporting, including emissions from the use of sold products.\nThe proposal adopts an overly prescriptive approach to highly complex disclosures\nThe Board believes NVIDIA's management, supported by our CS team and overseen by the NCGC, is best positioned to make decisions regarding the specific content and methodology of our climate disclosures. Scope 3 disclosures are inherently complex and subject to varied and developing calculation methodologies, levels of assurance, and credibility. The difficulty of preparing reliable Scope 3 disclosures is particularly acute with respect to the fast-evolving AI computing industry. Despite these considerations, the proposal attempts to replace management's judgment regarding highly technical reporting with a broad prescriptive mandate that includes no timeframe or acknowledgement of the significant challenges and judgments involved in preparing upstream emissions disclosures.\nGiven NVIDIA's track record and reporting plans, adoption of a prescriptive approach to Scope 3 reporting methodology is inappropriate and unhelpful to our stockholders.",
+      "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Stockholder Proposals/Proposal 4—Stockholder Proposal: Simple Majority Vote Standard/Proposal 7 – Greenhouse Gas Emissions Disclosure/Opposing Statement of the Board",
+      "metadata": {
+        "length": 2584,
+        "summary": "NVIDIA's Board recommends voting against Proposal 7, arguing it is unnecessary and overly prescriptive. The company highlights its robust climate reporting history, including detailed Scope 1, 2, and 3 emissions disclosures, SBTi-validated targets, and product carbon footprint summaries. The Board asserts that management is best positioned to handle complex Scope 3 disclosures, especially in the fast-evolving AI industry, and that the proposal's prescriptive approach is inappropriate and unhelpful to stockholders.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Our",
+          "Board",
+          "recommends",
+          "vote",
+          "AGAINST",
+          "Proposal",
+          "unnecessary",
+          "overly",
+          "prescriptive",
+          "interests",
+          "NVIDIA",
+          "stockholders",
+          "The",
+          "proposal",
+          "history",
+          "robust",
+          "climate",
+          "reporting",
+          "targets",
+          "future",
+          "disclosure",
+          "plans",
+          "current",
+          "practices",
+          "evidence",
+          "clear",
+          "commitment",
+          "sustainability",
+          "risk",
+          "management",
+          "effective",
+          "For",
+          "consistently",
+          "publishes",
+          "highly",
+          "detailed",
+          "including",
+          "2025",
+          "Sustainability",
+          "Report",
+          "assured",
+          "financial",
+          "auditor",
+          "In",
+          "addition",
+          "Scope",
+          "emissions",
+          "public",
+          "includes",
+          "categories",
+          "product",
+          "energy",
+          "efficiency",
+          "strategy",
+          "progress",
+          "achieving",
+          "success",
+          "meeting",
+          "renewable",
+          "supplier",
+          "engagement",
+          "announced",
+          "significant",
+          "validated",
+          "Science",
+          "Based",
+          "Targets",
+          "initiative",
+          "SBTi",
+          "include",
+          "absolute",
+          "reductions",
+          "intensity",
+          "sold",
+          "GPU",
+          "products",
+          "effort",
+          "offer",
+          "additional",
+          "transparency",
+          "began",
+          "publishing",
+          "market",
+          "summaries",
+          "ISO",
+          "conformant",
+          "party",
+          "reviewed",
+          "carbon",
+          "footprints",
+          "accelerated",
+          "computing",
+          "We",
+          "continue",
+          "advance",
+          "discussed",
+          "proponent",
+          "planning",
+          "enhancements",
+          "adopts",
+          "approach",
+          "complex",
+          "disclosures",
+          "believes",
+          "supported",
+          "CS",
+          "team",
+          "overseen",
+          "NCGC",
+          "positioned",
+          "make",
+          "decisions",
+          "specific",
+          "content",
+          "methodology",
+          "inherently",
+          "subject",
+          "varied",
+          "developing",
+          "calculation",
+          "methodologies",
+          "levels",
+          "assurance",
+          "credibility",
+          "difficulty",
+          "preparing",
+          "reliable",
+          "acute",
+          "respect",
+          "fast",
+          "evolving",
+          "AI",
+          "industry",
+          "Despite",
+          "considerations",
+          "attempts",
+          "replace",
+          "judgment",
+          "technical",
+          "broad",
+          "mandate",
+          "timeframe",
+          "acknowledgement",
+          "challenges",
+          "judgments",
+          "involved",
+          "upstream",
+          "Given",
+          "track",
+          "record",
+          "adoption",
+          "inappropriate",
+          "unhelpful"
+        ],
+        "keywords": [
+          "Climate Reporting",
+          "Scope 3",
+          "NVIDIA"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "adfcde16-1125-52c1-b7e7-2df8087bd89f",
+      "type": "text",
+      "content": "Our Board recommends that you vote AGAINST Proposal 7—Greenhouse Gas Emissions Disclosure.",
+      "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Stockholder Proposals/Proposal 4—Stockholder Proposal: Simple Majority Vote Standard/Proposal 7 – Greenhouse Gas Emissions Disclosure/Recommendation of the Board",
+      "metadata": {
+        "length": 90,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Our",
+          "Board",
+          "recommends",
+          "vote",
+          "AGAINST",
+          "Proposal",
+          "Greenhouse",
+          "Gas",
+          "Emissions",
+          "Disclosure"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "1dd1cd13-acac-5a60-9c73-2bb038680798",
+      "type": "table",
+      "content": "<table><tr><td>Plan Category</td><td>Number of securities to be issued upon exercise of outstanding options, warrants, and rights (a)</td><td>Weighted-average exercise price of outstanding options, warrants, and rights (b)</td><td>Number of securities remaining available for future issuance under equity compensation plans (excluding securities reflected in column (a)) (c)</td></tr><tr><td>Equity compensation plans approved by security holders (1)</td><td>192,391,765</td><td>—</td><td>3,551,257,925 (2)</td></tr><tr><td>Equity compensation plans not approved by security holders</td><td>—</td><td>—</td><td>—</td></tr><tr><td>Total</td><td>192,391,765</td><td></td><td>3,551,257,925</td></tr></table>",
+      "path": "tables/table-59 Equity Plan Table.html",
+      "metadata": {
+        "length": 704,
+        "summary": "table-60\nThe table shows equity compensation plans approved by security holders with 192,391,765 securities from outstanding options and 3,551,257,925 remaining for future issuance. No unapproved plans exist.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-59 Equity Plan Table.html",
+        "keywords": [
+          "equity compensation",
+          "securities",
+          "plans"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "f0eac104-383b-5370-8032-fd34ce82ac77",
+      "type": "text",
+      "content": "The number of shares that were issuable upon the vesting of outstanding RSUs and PSUs, and the number of shares that remained available for future issuance, under each of our equity compensation plans as of January 25, 2026, are summarized below. We have not had any stock options outstanding since the end of Fiscal 2024.\n\n[tables/table-59 Equity Plan Table.html]\n\n(1) This row includes our 2007 Plan and our ESPP. Under our ESPP, participants are permitted to purchase our common stock at a discount on certain dates through payroll deductions within a pre-determined purchase period. Accordingly, the number of shares to be issued upon exercise of outstanding rights under our ESPP as of January 25, 2026 is not determinable.\n(2) As of January 25, 2026, (a) the number of shares that remained available for future issuance under the 2007 Plan was 1,324,516,906, and (b) the number of shares that remained available for future issuance under the ESPP was 2,226,741,019, of which up to 2,825,984 shares may be purchased under the ESPP in the current purchase period which runs until August 31, 2026, based on estimated participation and contribution rates, purchase prices based on the applicable offering date prices, and the \\$25,000 limit under Section 423(b)(8) of the Internal Revenue Code.\nDuring Fiscal 2026, we granted an aggregate of 69,186,497 shares under our 2007 Plan in the form of RSUs and PSUs, 1,041,733 of which were granted to our NEOs, 21,588 of which were granted to our non-employee directors, and 68,123,176 of which were granted to our other employees. For this purpose, PSUs are counted in the year of grant at the maximum number of shares that may become eligible to vest. Also during Fiscal 2026, an aggregate of 13,226,923 shares were purchased under our ESPP, 4,655 of which were purchased by our NEOs, and 13,222,268 of which were purchased by our other employees. Our non-employee directors are not eligible to participate in our ESPP.",
+      "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Equity Compensation Plan Information",
+      "metadata": {
+        "length": 2011,
+        "summary": "The passage summarizes equity compensation plan data as of January 25, 2026, including shares issuable from vesting RSUs and PSUs, and shares available for future issuance under the 2007 Plan and ESPP. No stock options were outstanding since Fiscal 2024. Key figures: 1,324,516,906 shares available under the 2007 Plan; 2,226,741,019 under ESPP, with up to 2,825,984 shares purchasable in the current period. In Fiscal 2026, 69,186,497 shares were granted as RSUs/PSUs (1,041,733 to NEOs, 21,588 to non-employee directors, 68,123,176 to other employees), and 13,226,923 shares were purchased under ESPP (4,655 by NEOs, 13,222,268 by other employees).",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "The",
+          "number",
+          "shares",
+          "issuable",
+          "vesting",
+          "outstanding",
+          "RSUs",
+          "PSUs",
+          "remained",
+          "future",
+          "issuance",
+          "equity",
+          "compensation",
+          "plans",
+          "January",
+          "25",
+          "2026",
+          "summarized",
+          "We",
+          "stock",
+          "options",
+          "end",
+          "Fiscal",
+          "2024",
+          "This",
+          "row",
+          "includes",
+          "2007",
+          "Plan",
+          "ESPP",
+          "Under",
+          "participants",
+          "permitted",
+          "purchase",
+          "common",
+          "discount",
+          "dates",
+          "payroll",
+          "deductions",
+          "pre",
+          "determined",
+          "period",
+          "Accordingly",
+          "issued",
+          "exercise",
+          "rights",
+          "determinable",
+          "As",
+          "324",
+          "516",
+          "906",
+          "226",
+          "741",
+          "019",
+          "825",
+          "984",
+          "purchased",
+          "current",
+          "runs",
+          "August",
+          "31",
+          "based",
+          "estimated",
+          "participation",
+          "contribution",
+          "rates",
+          "prices",
+          "applicable",
+          "offering",
+          "date",
+          "000",
+          "limit",
+          "Section",
+          "423",
+          "Internal",
+          "Revenue",
+          "Code",
+          "During",
+          "granted",
+          "aggregate",
+          "69",
+          "186",
+          "497",
+          "form",
+          "041",
+          "733",
+          "NEOs",
+          "21",
+          "588",
+          "employee",
+          "directors",
+          "68",
+          "123",
+          "176",
+          "employees",
+          "For",
+          "purpose",
+          "counted",
+          "year",
+          "grant",
+          "maximum",
+          "eligible",
+          "vest",
+          "Also",
+          "13",
+          "923",
+          "655",
+          "222",
+          "268",
+          "Our",
+          "participate"
+        ],
+        "keywords": [
+          "RSUs",
+          "PSUs",
+          "ESPP"
+        ],
+        "connect_to": [
+          {
+            "target": "1dd1cd13-acac-5a60-9c73-2bb038680798",
+            "relation": "embeds",
+            "ref": "[tables/table-59 Equity Plan Table.html]",
+            "position": {
+              "start": 324,
+              "end": 364
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "4a3b7c5f-e220-5bfb-a76a-14bb78647efa",
+      "type": "text",
+      "content": "",
+      "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Additional Information",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "483e15a5-d4a5-5871-9b98-b6d182bf2cfe",
+      "type": "text",
+      "content": "Section 16(a) of the Exchange Act requires our executive officers, directors and persons who own more than 10% of a registered class of our equity securities to file initial reports of ownership and reports of changes in ownership of our common stock and other equity securities with the SEC. Executive officers, directors and greater than 10% stockholders are required by SEC regulations to furnish us with copies of all Section 16(a) forms they file. To our knowledge, based solely on a review of the copies of such reports furnished to us and written representations that no other reports were required, all Section 16(a) filing requirements applicable to individuals who were, during Fiscal 2026, our executive officers, directors and greater than 10% beneficial owners were complied with.",
+      "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Additional Information/Delinquent Section 16(a) Reports",
+      "metadata": {
+        "length": 793,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Section",
+          "16",
+          "Exchange",
+          "Act",
+          "requires",
+          "executive",
+          "officers",
+          "directors",
+          "persons",
+          "10%",
+          "registered",
+          "class",
+          "equity",
+          "securities",
+          "file",
+          "initial",
+          "reports",
+          "ownership",
+          "common",
+          "stock",
+          "SEC",
+          "Executive",
+          "greater",
+          "stockholders",
+          "required",
+          "regulations",
+          "furnish",
+          "copies",
+          "forms",
+          "To",
+          "knowledge",
+          "based",
+          "solely",
+          "review",
+          "furnished",
+          "written",
+          "representations",
+          "filing",
+          "requirements",
+          "applicable",
+          "individuals",
+          "Fiscal",
+          "2026",
+          "beneficial",
+          "owners",
+          "complied"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "5f347b1c-d05f-5525-b19c-41a9d41a6400",
+      "type": "text",
+      "content": "The Board knows of no other matters that will be presented for consideration at the 2026 Meeting. If any other matters are properly brought before the 2026 Meeting, it is the intention of the persons named in the accompanying proxy to vote on such matters in accordance with their best judgment.",
+      "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Additional Information/Other Matters",
+      "metadata": {
+        "length": 295,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "The",
+          "Board",
+          "matters",
+          "presented",
+          "consideration",
+          "2026",
+          "Meeting",
+          "If",
+          "properly",
+          "brought",
+          "intention",
+          "persons",
+          "named",
+          "accompanying",
+          "proxy",
+          "vote",
+          "accordance",
+          "judgment"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "bd6bca4b-fc4c-5242-9fce-f500d0a68d2c",
+      "type": "image",
+      "content": "\n### Delinquent Section 16(a) Reports Timothy S. Teter0\n[images/image-81-### Delinq.jpg]\n",
+      "path": "images/image-81-### Delinq.jpg",
+      "metadata": {
+        "length": 89,
+        "summary": "image-81\n### Delinquent Section 16(a) Reports Timothy S. Teter0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "images/image-81-### Delinq.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "14129253-17df-57cc-94d2-dc020ea9708f",
+      "type": "text",
+      "content": "### Delinquent Section 16(a) Reports Timothy S. Teter0\n[images/image-81-### Delinq.jpg]\n\nTimothy S. Teter\nSecretary\nMay 12, 2026\nA COPY OF OUR ANNUAL REPORT ON FORM 10-K FOR THE FISCAL YEAR ENDED JANUARY 25, 2026 AS FILED WITH THE SEC IS BEING FURNISHED TO STOCKHOLDERS CONCURRENTLY HEREWITH. UPON WRITTEN REQUEST, WE WILL PROVIDE, WITHOUT CHARGE, AN ADDITIONAL COPY OF THE ANNUAL REPORT. STOCKHOLDERS MAY SUBMIT THEIR REQUESTS TO: INVESTOR RELATIONS, NVIDIA CORPORATION, 2788 SAN TOMAS EXPRESSWAY, SANTA CLARA, CALIFORNIA 95051 OR TO SHAREHOLDERMEETING@NVIDIA.COM. WE WILL ALSO FURNISH A COPY OF ANY EXHIBIT TO THE ANNUAL REPORT ON FORM 10-K IF SPECIFICALLY REQUESTED IN WRITING.\nNVIDIA and the NVIDIA logo are either registered trademarks or trademarks of NVIDIA Corporation in the United States and other countries. Other company names used in this publication are for identification purposes only and may be trademarks of their respective companies.",
+      "path": "2026-Annual-Report-Web.pdf/Executive Compensation/By Order of the Board of Directors",
+      "metadata": {
+        "length": 953,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Delinquent",
+          "Section",
+          "16",
+          "Reports",
+          "Timothy",
+          "Teter0",
+          "Teter",
+          "Secretary",
+          "May",
+          "12",
+          "2026",
+          "COPY",
+          "OF",
+          "OUR",
+          "ANNUAL",
+          "REPORT",
+          "ON",
+          "FORM",
+          "10",
+          "FOR",
+          "THE",
+          "FISCAL",
+          "YEAR",
+          "ENDED",
+          "JANUARY",
+          "25",
+          "AS",
+          "FILED",
+          "WITH",
+          "SEC",
+          "IS",
+          "BEING",
+          "FURNISHED",
+          "TO",
+          "STOCKHOLDERS",
+          "CONCURRENTLY",
+          "HEREWITH",
+          "UPON",
+          "WRITTEN",
+          "REQUEST",
+          "WE",
+          "WILL",
+          "PROVIDE",
+          "WITHOUT",
+          "CHARGE",
+          "AN",
+          "ADDITIONAL",
+          "MAY",
+          "SUBMIT",
+          "THEIR",
+          "REQUESTS",
+          "INVESTOR",
+          "RELATIONS",
+          "NVIDIA",
+          "CORPORATION",
+          "2788",
+          "SAN",
+          "TOMAS",
+          "EXPRESSWAY",
+          "SANTA",
+          "CLARA",
+          "CALIFORNIA",
+          "95051",
+          "OR",
+          "SHAREHOLDERMEETING",
+          "COM",
+          "ALSO",
+          "FURNISH",
+          "ANY",
+          "EXHIBIT",
+          "IF",
+          "SPECIFICALLY",
+          "REQUESTED",
+          "IN",
+          "WRITING",
+          "logo",
+          "registered",
+          "trademarks",
+          "Corporation",
+          "United",
+          "States",
+          "countries",
+          "Other",
+          "company",
+          "names",
+          "publication",
+          "identification",
+          "purposes",
+          "respective",
+          "companies"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "bd6bca4b-fc4c-5242-9fce-f500d0a68d2c",
+            "relation": "embeds",
+            "ref": "[images/image-81-### Delinq.jpg]",
+            "position": {
+              "start": 55,
+              "end": 87
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "a2fa6c16-74f6-54a7-912e-08600c236cea",
+      "type": "image",
+      "content": "\nANNUAL REPORT PURSUANT TO SECTION 13 OR 15(d) OF THE SECURITIES EXCHANGE ACT OF 1934 NVIDIA.0\n[images/image-82-ANNUAL REP.jpg]\n",
+      "path": "images/image-82-ANNUAL REP.jpg",
+      "metadata": {
+        "length": 128,
+        "summary": "image-82\nANNUAL REPORT PURSUANT TO SECTION 13 OR 15(d) OF THE SECURITIES EXCHANGE ACT OF 1934 NVIDIA.0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "images/image-82-ANNUAL REP.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "286d46ba-7e69-5a62-b5f1-0a0a29e6d05a",
+      "type": "text",
+      "content": "ANNUAL REPORT PURSUANT TO SECTION 13 OR 15(d) OF THE SECURITIES EXCHANGE ACT OF 1934\nFor the fiscal year ended January 25, 2026\nOR\n☐ TRANSITION REPORT PURSUANT TO SECTION 13 OR 15(d) OF THE SECURITIES EXCHANGE ACT OF 1934\nCommission file number: 0-23985\n\nANNUAL REPORT PURSUANT TO SECTION 13 OR 15(d) OF THE SECURITIES EXCHANGE ACT OF 1934 NVIDIA.0\n[images/image-82-ANNUAL REP.jpg]\n\nNVIDIA.",
+      "path": "2026-Annual-Report-Web.pdf/FORM 10-K",
+      "metadata": {
+        "length": 390,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "ANNUAL",
+          "REPORT",
+          "PURSUANT",
+          "TO",
+          "SECTION",
+          "13",
+          "OR",
+          "15",
+          "OF",
+          "THE",
+          "SECURITIES",
+          "EXCHANGE",
+          "ACT",
+          "1934",
+          "For",
+          "fiscal",
+          "year",
+          "ended",
+          "January",
+          "25",
+          "2026",
+          "TRANSITION",
+          "Commission",
+          "file",
+          "number",
+          "23985",
+          "NVIDIA.0",
+          "NVIDIA"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "a2fa6c16-74f6-54a7-912e-08600c236cea",
+            "relation": "embeds",
+            "ref": "[images/image-82-ANNUAL REP.jpg]",
+            "position": {
+              "start": 349,
+              "end": 381
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "95cd45c8-5576-5c31-ab59-fdeb6c868a09",
+      "type": "text",
+      "content": "(Exact name of registrant as specified in its charter)\nDelaware\n(State or other jurisdiction of\nincorporation or organization)\n94-3177549\n(I.R.S. Employer\nIdentification No.)\n2788 San Tomas Expressway, Santa Clara, California\n(Address of principal executive offices)\n95051\n(Zip Code)\nRegistrant's telephone number, including area code: (408) 486-2000\nSecurities registered pursuant to Section 12(b) of the Act:\nTitle of each class\nCommon Stock, \\$0.001 par value per share\nTrading Symbol(s)\nNVDA\nName of each exchange on which registered\nThe Nasdaq Global Select Market\nSecurities registered pursuant to Section 12(g) of the Act:\nNone\nIndicate by check mark if the registrant is a well-known seasoned issuer, as defined in Rule 405 of the Securities Act. Yes ☒ No □\nIndicate by check mark if the registrant is not required to file reports pursuant to Section 13 or Section 15(d) of the Act. Yes □ No ☒\nIndicate by check mark whether the registrant (1) has filed all reports required to be filed by Section 13 or 15(d) of the Securities Exchange Act of 1934 during the preceding 12 months (or for such shorter period that the registrant was required to file such reports), and (2) has been subject to such filing requirements for the past 90 days. Yes ☑ No □\nIndicate by check mark whether the registrant has submitted electronically every Interactive Data File required to be submitted pursuant to Rule 405 of Regulation S-T ( $§232.405$ of this chapter) during the preceding 12 months (or for such shorter period that the registrant was required to submit such files). Yes ☑ No □\nIndicate by check mark whether the registrant is a large accelerated filer, an accelerated filer, a non-accelerated filer, a smaller reporting company, or an emerging growth company. See the definitions of \"large accelerated filer,\" \"accelerated filer,\" \"smaller reporting company,\" and \"emerging growth company\" in Rule 12b-2 of the Exchange Act.\nLarge accelerated filer ☒ Accelerated filer ☐ Non-accelerated filer ☐ Smaller reporting company ☐ Emerging growth company ☐\nIf an emerging growth company, indicate by check mark if the registrant has elected not to use the extended transition period for complying with any new or revised financial accounting standards provided pursuant to Section 13(a) of the Exchange Act. □\nIndicate by check mark whether the registrant has filed a report on and attestation to its management's assessment of the effectiveness of its internal control over financial reporting under Section 404(b) of the Sarbanes-Oxley Act (15 U.S.C. 7262(b)) by the registered public accounting firm that prepared or issued its audit report. ☒\nIf securities are registered pursuant to Section 12(b) of the Act, indicate by check mark whether the financial statements of the registrant included in the filing reflect the correction of an error to previously issued financial statements. □\nIndicate by check mark whether any of those error corrections are restatements that required a recovery analysis of incentive-based compensation received by any of the registrant's executive officers during the relevant recovery period pursuant to §240.10D-1(b). □\nIndicate by check mark whether the registrant is a shell company (as defined in Rule 12b-2 of the Act). Yes □ No ✗\nThe aggregate market value of the voting stock held by non-affiliates of the registrant as of July 25, 2025 was approximately \\$4.0 trillion (based on the closing sales price of the registrant's common stock as reported by the Nasdaq Global Select Market on July 25, 2025). This calculation excludes 1.0 billion shares held by directors and executive officers of the registrant. This calculation does not exclude shares held by such organizations whose ownership exceeds 5% of the registrant's outstanding common stock that have represented to the registrant that they are registered investment advisers or investment companies registered under section 8 of the Investment Company Act of 1940.\nThe number of shares of common stock outstanding as of February 20, 2026 was 24.3 billion.",
+      "path": "2026-Annual-Report-Web.pdf/FORM 10-K/NVIDIA CORPORATION",
+      "metadata": {
+        "length": 4051,
+        "summary": "This is a Securities and Exchange Commission (SEC) filing for NVIDIA Corporation, a Delaware corporation with I.R.S. Employer Identification No. 94-3177549. Its principal executive offices are located at 2788 San Tomas Expressway, Santa Clara, California 95051, and its telephone number is (408) 486-2000. The registrant's common stock, with a par value of $0.001 per share, is registered under Section 12(b) of the Act and trades under the symbol NVDA on The Nasdaq Global Select Market. The filing includes various checkmarks indicating that NVIDIA is a well-known seasoned issuer, has filed all required reports, and has submitted electronic data files. It is classified as a large accelerated filer. As of July 25, 2025, the aggregate market value of voting stock held by non-affiliates was approximately $4.0 trillion, excluding shares held by directors and executive officers. As of February 20, 2026, there were 24.3 billion shares of common stock outstanding.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Exact",
+          "registrant",
+          "charter",
+          "Delaware",
+          "State",
+          "jurisdiction",
+          "incorporation",
+          "organization",
+          "94",
+          "3177549",
+          "Employer",
+          "Identification",
+          "No",
+          "2788",
+          "San",
+          "Tomas",
+          "Expressway",
+          "Santa",
+          "Clara",
+          "California",
+          "Address",
+          "principal",
+          "executive",
+          "offices",
+          "95051",
+          "Zip",
+          "Code",
+          "Registrant",
+          "telephone",
+          "number",
+          "including",
+          "area",
+          "code",
+          "408",
+          "486",
+          "2000",
+          "Securities",
+          "registered",
+          "pursuant",
+          "Section",
+          "12",
+          "Act",
+          "Title",
+          "class",
+          "Common",
+          "Stock",
+          "0.001",
+          "par",
+          "share",
+          "Trading",
+          "Symbol",
+          "NVDA",
+          "Name",
+          "exchange",
+          "The",
+          "Nasdaq",
+          "Global",
+          "Select",
+          "Market",
+          "None",
+          "Indicate",
+          "check",
+          "mark",
+          "seasoned",
+          "issuer",
+          "defined",
+          "Rule",
+          "405",
+          "Yes",
+          "required",
+          "file",
+          "reports",
+          "13",
+          "15",
+          "filed",
+          "Exchange",
+          "1934",
+          "preceding",
+          "months",
+          "shorter",
+          "period",
+          "subject",
+          "filing",
+          "requirements",
+          "past",
+          "90",
+          "days",
+          "submitted",
+          "electronically",
+          "Interactive",
+          "Data",
+          "File",
+          "Regulation",
+          "232.405",
+          "chapter",
+          "submit",
+          "files",
+          "large",
+          "accelerated",
+          "filer",
+          "smaller",
+          "reporting",
+          "company",
+          "emerging",
+          "growth",
+          "See",
+          "definitions",
+          "12b",
+          "Large",
+          "Accelerated",
+          "Non",
+          "Smaller",
+          "Emerging",
+          "If",
+          "elected",
+          "extended",
+          "transition",
+          "complying",
+          "revised",
+          "financial",
+          "accounting",
+          "standards",
+          "provided",
+          "report",
+          "attestation",
+          "management",
+          "assessment",
+          "effectiveness",
+          "internal",
+          "control",
+          "404",
+          "Sarbanes",
+          "Oxley",
+          "7262",
+          "public",
+          "firm",
+          "prepared",
+          "issued",
+          "audit",
+          "securities",
+          "statements",
+          "included",
+          "reflect",
+          "correction",
+          "error",
+          "previously",
+          "corrections",
+          "restatements",
+          "recovery",
+          "analysis",
+          "incentive",
+          "based",
+          "compensation",
+          "received",
+          "officers",
+          "relevant",
+          "240.10",
+          "shell",
+          "aggregate",
+          "market",
+          "voting",
+          "stock",
+          "held",
+          "affiliates",
+          "July",
+          "25",
+          "2025",
+          "approximately",
+          "4.0",
+          "trillion",
+          "closing",
+          "sales",
+          "price",
+          "common",
+          "reported",
+          "This",
+          "calculation",
+          "excludes",
+          "1.0",
+          "billion",
+          "shares",
+          "directors",
+          "exclude",
+          "organizations",
+          "ownership",
+          "exceeds",
+          "5%",
+          "outstanding",
+          "represented",
+          "investment",
+          "advisers",
+          "companies",
+          "section",
+          "Investment",
+          "Company",
+          "1940",
+          "February",
+          "20",
+          "2026",
+          "24.3"
+        ],
+        "keywords": [
+          "NVIDIA",
+          "SEC Filing",
+          "Common Stock"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "dace29a7-079e-58f8-a299-30a80389a3cc",
+      "type": "text",
+      "content": "Portions of the registrant's Proxy Statement for its 2026 Annual Meeting of Shareholders to be filed with the Securities and Exchange Commission pursuant to Regulation 14A not later than 120 days after the end of the fiscal year covered by this Annual Report on Form 10-K are incorporated by reference into Part III, Items 10-14 of this Annual Report on Form 10-K.",
+      "path": "2026-Annual-Report-Web.pdf/FORM 10-K/DOCUMENTS INCORPORATED BY REFERENCE",
+      "metadata": {
+        "length": 364,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Portions",
+          "registrant",
+          "Proxy",
+          "Statement",
+          "2026",
+          "Annual",
+          "Meeting",
+          "Shareholders",
+          "filed",
+          "Securities",
+          "Exchange",
+          "Commission",
+          "pursuant",
+          "Regulation",
+          "14A",
+          "120",
+          "days",
+          "end",
+          "fiscal",
+          "year",
+          "covered",
+          "Report",
+          "Form",
+          "10",
+          "incorporated",
+          "reference",
+          "Part",
+          "III",
+          "Items",
+          "14"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "484847d9-5615-5826-b7c8-80637c7ab34d",
+      "type": "text",
+      "content": "Item 1. Business 4\nItem 1A. Risk Factors 12\nItem 1B. Unresolved Staff Comments 32\nItem 1C Cybersecurity 32\nItem 2. Properties 33\nItem 3. Legal Proceedings 33\nItem 4. Mine Safety Disclosures 33",
+      "path": "2026-Annual-Report-Web.pdf/Part I",
+      "metadata": {
+        "length": 192,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Item",
+          "Business",
+          "1A",
+          "Risk",
+          "Factors",
+          "12",
+          "1B",
+          "Unresolved",
+          "Staff",
+          "Comments",
+          "32",
+          "1C",
+          "Cybersecurity",
+          "Properties",
+          "33",
+          "Legal",
+          "Proceedings",
+          "Mine",
+          "Safety",
+          "Disclosures"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "b9d7cb6b-238c-532a-b0f2-b5930edf7653",
+      "type": "text",
+      "content": "Item 5. Market for Registrant’s Common Equity, Related Stockholder Matters and Issuer Purchases of Equity Securities 33\nItem 6. [Reserved] 35\nItem 7. Management's Discussion and Analysis of Financial Condition and Results of Operations 36\nItem 7A. Quantitative and Qualitative Disclosures About Market Risk 44\nItem 8. Financial Statements and Supplementary Data 45\nItem 9. Changes in and Disagreements with Accountants on Accounting and Financial Disclosure 45\nItem 9A. Controls and Procedures 45\nItem 9B. Other Information 46\nItem 9C. Disclosure Regarding Foreign Jurisdictions that Prevent Inspections 46",
+      "path": "2026-Annual-Report-Web.pdf/Part II",
+      "metadata": {
+        "length": 606,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Item",
+          "Market",
+          "Registrant",
+          "Common",
+          "Equity",
+          "Related",
+          "Stockholder",
+          "Matters",
+          "Issuer",
+          "Purchases",
+          "Securities",
+          "33",
+          "Reserved",
+          "35",
+          "Management",
+          "Discussion",
+          "Analysis",
+          "Financial",
+          "Condition",
+          "Results",
+          "Operations",
+          "36",
+          "7A",
+          "Quantitative",
+          "Qualitative",
+          "Disclosures",
+          "About",
+          "Risk",
+          "44",
+          "Statements",
+          "Supplementary",
+          "Data",
+          "45",
+          "Changes",
+          "Disagreements",
+          "Accountants",
+          "Accounting",
+          "Disclosure",
+          "9A",
+          "Controls",
+          "Procedures",
+          "9B",
+          "Other",
+          "Information",
+          "46",
+          "9C",
+          "Regarding",
+          "Foreign",
+          "Jurisdictions",
+          "Prevent",
+          "Inspections"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "44d30c3d-e4da-5b38-80a2-046885038be4",
+      "type": "text",
+      "content": "Item 10. Directors, Executive Officers and Corporate Governance 46\nItem 11. Executive Compensation 47\nItem 12. Security Ownership of Certain Beneficial Owners and Management and Related Stockholder Matters 47\nItem 13. Certain Relationships and Related Transactions, and Director Independence 47\nItem 14. Principal Accountant Fees and Services 47",
+      "path": "2026-Annual-Report-Web.pdf/Part III",
+      "metadata": {
+        "length": 345,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Item",
+          "10",
+          "Directors",
+          "Executive",
+          "Officers",
+          "Corporate",
+          "Governance",
+          "46",
+          "11",
+          "Compensation",
+          "47",
+          "12",
+          "Security",
+          "Ownership",
+          "Certain",
+          "Beneficial",
+          "Owners",
+          "Management",
+          "Related",
+          "Stockholder",
+          "Matters",
+          "13",
+          "Relationships",
+          "Transactions",
+          "Director",
+          "Independence",
+          "14",
+          "Principal",
+          "Accountant",
+          "Fees",
+          "Services"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "33c3fc40-f289-5b5f-90ad-d74bfd858463",
+      "type": "text",
+      "content": "Item 15. Exhibits and Financial Statement Schedules 48\nItem 16. Form 10-K Summary 83\nSignatures 84",
+      "path": "2026-Annual-Report-Web.pdf/Part IV",
+      "metadata": {
+        "length": 98,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Item",
+          "15",
+          "Exhibits",
+          "Financial",
+          "Statement",
+          "Schedules",
+          "48",
+          "16",
+          "Form",
+          "10",
+          "Summary",
+          "83",
+          "Signatures",
+          "84"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "37254e04-7380-5492-b360-095d00152a99",
+      "type": "text",
+      "content": "Investors and others should note that we announce material financial information to our investors using our investor relations website, press releases, SEC filings and public conference calls and webcasts. We also use the following social media channels as a means of disclosing information about the company, our products, our planned financial and other announcements and attendance at upcoming investor and industry conferences, and other matters and for complying with our disclosure obligations under Regulation FD:\nNVIDIA Corporate Blog (blogs.nvidia.com/)\nNVIDIA Technical Blog (developer.nvidia.com/blog/)\nNVIDIA LinkedIn (linkedin.com/company/nvidia)\nNVIDIA Facebook (facebook.com/nvidia)\nNVIDIA Instagram (instagram.com/nvidia)\nNVIDIA X (x.com/nvidia)\nNVIDIA Threads (threads.com/@nvidia)\nNVIDIA Investor Relations (investor.nvidia.com)\nNVIDIA YouTube (YouTube.com/nvidia).\nThe information we post through these social media channels may be deemed material. Accordingly, investors should monitor these channels, in addition to following our press releases, SEC filings and public conference calls and webcasts. This list may be updated from time to time. The information we post through these channels is not a part of this Annual Report on Form 10-K.",
+      "path": "2026-Annual-Report-Web.pdf/Part IV/Where You Can Find More Information",
+      "metadata": {
+        "length": 1261,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Investors",
+          "note",
+          "announce",
+          "material",
+          "financial",
+          "information",
+          "investors",
+          "investor",
+          "relations",
+          "website",
+          "press",
+          "releases",
+          "SEC",
+          "filings",
+          "public",
+          "conference",
+          "calls",
+          "webcasts",
+          "We",
+          "social",
+          "media",
+          "channels",
+          "means",
+          "disclosing",
+          "company",
+          "products",
+          "planned",
+          "announcements",
+          "attendance",
+          "upcoming",
+          "industry",
+          "conferences",
+          "matters",
+          "complying",
+          "disclosure",
+          "obligations",
+          "Regulation",
+          "FD",
+          "NVIDIA",
+          "Corporate",
+          "Blog",
+          "blogs",
+          "nvidia",
+          "Technical",
+          "developer",
+          "blog",
+          "LinkedIn",
+          "linkedin",
+          "Facebook",
+          "facebook",
+          "Instagram",
+          "instagram",
+          "Threads",
+          "threads",
+          "Investor",
+          "Relations",
+          "YouTube",
+          "The",
+          "post",
+          "deemed",
+          "Accordingly",
+          "monitor",
+          "addition",
+          "This",
+          "list",
+          "updated",
+          "time",
+          "part",
+          "Annual",
+          "Report",
+          "Form",
+          "10"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "64b09c92-ef6c-5045-920d-b4f242da3ef7",
+      "type": "text",
+      "content": "This Annual Report on Form 10-K contains forward-looking statements within the meaning of Section 27A of the Securities Act of 1933, as amended, and Section 21E of the Securities Exchange Act of 1934, as amended, which are subject to the “safe harbor” created by those sections based on management’s beliefs and assumptions and on information currently available to our management. In some cases, you can identify forward-looking statements by terms such as “may,” “will,” “should,” “could,” “goal,” “would,” “expect,” “plan,” “anticipate,” “believe,” “estimate,” “project,” “predict,” “potential,” and similar expressions intended to identify forward-looking statements. These statements involve known and unknown risks, uncertainties and other factors, which may cause our actual results, performance, time frames or achievements to be materially different from any future results, performance, time frames or achievements expressed or implied by the forward-looking statements. We discuss many of these risks, uncertainties, and other factors in this Annual Report on Form 10-K in greater detail under the heading “Risk Factors.” Given these risks, uncertainties, and other factors, you should not place undue reliance on these forward-looking statements. Also, these forward-looking statements represent our estimates and assumptions only as of the date of this filing. You should read this Annual Report on Form 10-K completely and understand that our actual future results may be materially different from what we expect. We hereby qualify our forward-looking statements by these cautionary statements. Except as required by law, we assume no obligation to update these forward-looking statements publicly, or to update the reasons actual results could differ materially from those anticipated in these forward-looking statements, even if new information becomes available in the future.\nAll references to “NVIDIA,” “we,” “us,” “our,” or the “Company” mean NVIDIA Corporation and its subsidiaries.\nIn addition, statements that “we believe” and similar statements reflect our beliefs and opinions on the relevant subject. These statements are based upon information available to us as of the filing date of this Annual Report on Form 10-K, and while we believe such information forms a reasonable basis for such statements, such information may be limited or incomplete, and our statements should not be read to indicate that we have conducted an exhaustive inquiry into, or review of, all potentially available relevant information. These statements are inherently uncertain, and investors are cautioned not to unduly rely upon these statements.\n© 2026 NVIDIA Corporation. All rights reserved.",
+      "path": "2026-Annual-Report-Web.pdf/Part IV/Forward-Looking Statements",
+      "metadata": {
+        "length": 2699,
+        "summary": "This passage from an Annual Report on Form 10-K discusses forward-looking statements, which are based on management's beliefs and assumptions and are subject to risks and uncertainties. It identifies terms that indicate forward-looking statements, such as 'may,' 'will,' 'expect,' and 'believe.' The text warns that actual results may differ materially from those expressed or implied, and advises against undue reliance on these statements. It also clarifies that references to 'NVIDIA,' 'we,' 'us,' 'our,' or the 'Company' mean NVIDIA Corporation and its subsidiaries, and that beliefs are based on information available as of the filing date. The passage concludes with a copyright notice for 2026 NVIDIA Corporation.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "This",
+          "Annual",
+          "Report",
+          "Form",
+          "10",
+          "forward",
+          "statements",
+          "meaning",
+          "Section",
+          "27A",
+          "Securities",
+          "Act",
+          "1933",
+          "amended",
+          "21E",
+          "Exchange",
+          "1934",
+          "subject",
+          "safe",
+          "harbor",
+          "created",
+          "sections",
+          "based",
+          "management",
+          "beliefs",
+          "assumptions",
+          "information",
+          "In",
+          "cases",
+          "identify",
+          "terms",
+          "goal",
+          "expect",
+          "plan",
+          "anticipate",
+          "estimate",
+          "project",
+          "predict",
+          "potential",
+          "similar",
+          "expressions",
+          "intended",
+          "These",
+          "involve",
+          "unknown",
+          "risks",
+          "uncertainties",
+          "factors",
+          "actual",
+          "results",
+          "performance",
+          "time",
+          "frames",
+          "achievements",
+          "materially",
+          "future",
+          "expressed",
+          "implied",
+          "We",
+          "discuss",
+          "greater",
+          "detail",
+          "heading",
+          "Risk",
+          "Factors",
+          "Given",
+          "place",
+          "undue",
+          "reliance",
+          "Also",
+          "represent",
+          "estimates",
+          "date",
+          "filing",
+          "You",
+          "read",
+          "completely",
+          "understand",
+          "qualify",
+          "cautionary",
+          "Except",
+          "required",
+          "law",
+          "assume",
+          "obligation",
+          "update",
+          "publicly",
+          "reasons",
+          "differ",
+          "anticipated",
+          "All",
+          "references",
+          "NVIDIA",
+          "Company",
+          "Corporation",
+          "subsidiaries",
+          "addition",
+          "reflect",
+          "opinions",
+          "relevant",
+          "forms",
+          "reasonable",
+          "basis",
+          "limited",
+          "incomplete",
+          "conducted",
+          "exhaustive",
+          "inquiry",
+          "review",
+          "potentially",
+          "inherently",
+          "uncertain",
+          "investors",
+          "cautioned",
+          "unduly",
+          "rely",
+          "2026",
+          "rights",
+          "reserved"
+        ],
+        "keywords": [
+          "forward-looking",
+          "risks",
+          "cautionary"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "e39ab3c3-f70f-5e8a-82ec-cc31a121a388",
+      "type": "text",
+      "content": "",
+      "path": "2026-Annual-Report-Web.pdf/Part I_2",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "70e05e31-4245-5ea3-823f-e74bf108b032",
+      "type": "text",
+      "content": "",
+      "path": "2026-Annual-Report-Web.pdf/Part I_2/Item 1. Business",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "310f6904-8a15-5b7b-bae6-c59143c2a015",
+      "type": "text",
+      "content": "NVIDIA pioneered accelerated computing to help solve the most challenging computational problems. NVIDIA is now a data center scale AI infrastructure company reshaping all industries.\nOur technology stack includes the foundational NVIDIA CUDA development platform that runs on all NVIDIA GPUs, as well as hundreds of domain-specific software libraries, frameworks, algorithms, software development kits, or SDKs, and application programming interfaces, or APIs. This deep and broad software stack accelerates the performance and facilitates the deployment of NVIDIA accelerated computing for computationally intensive workloads such as artificial intelligence, or AI, model training and inference, data analytics, scientific computing, robotics, and 3D graphics, with vertical-specific optimizations to address industries ranging from healthcare and telecom to automotive and manufacturing.\nIntroduced with the Blackwell architecture, our data-center-scale offerings feature extreme co-design where the infrastructure's chips, networking, systems, software, and algorithms are holistically architected and optimized to maximize performance and scale. Hundreds of thousands of GPUs can be interconnected to function as a single giant computer. This type of data center architecture and scale is needed for the development and deployment of modern AI and accelerated computing applications.\nThe GPU was initially used to simulate human imagination, enabling the virtual worlds of video games and films. Today, it also simulates human intelligence, enabling a deeper understanding of language, science, and the physical world. Its parallel processing capabilities, supported by tens of thousands of computing cores, are essential for deep learning algorithms. This form of AI, in which software writes itself by learning from large amounts of data, can serve as the brain of computers, robots, and self-driving cars that can perceive, understand and reason about the world. GPU-powered AI solutions are being developed by thousands of enterprises to deliver services and products that would have been immensely difficult or even impossible with traditional coding. Examples include generative AI, which can create new content such as text, code, images, audio, video, molecule structures, and recommendation systems; and agentic AI where systems of AI models work in concert to automatically complete a task.\nNVIDIA has a platform strategy, bringing together hardware, systems, software, algorithms, libraries, AI models and training data sets, and services to create unique value for the markets we serve. While the computing requirements of these end markets are diverse, we address them with a unified underlying programmable architecture allowing us to support several multi-billion-dollar end markets with the same underlying technology by using a variety of software stacks developed either internally or by third-party developers and partners. The large and growing number of developers and installed base across our platforms strengthens our ecosystem and increases the value of our platform for our customers.\nInnovation is at our core. We have invested over \\$76.7 billion in research and development since our inception, yielding inventions that are essential to modern computing. Our invention of the GPU in 1999 sparked the growth of the PC gaming market and redefined computer graphics. With our introduction of CUDA in 2006, we opened the parallel processing capabilities of our GPU to a broad range of compute-intensive applications, paving the way for the emergence of modern AI. In 2012, the AlexNet neural network, trained on NVIDIA GPUs, won the ImageNet computer image recognition competition, marking the “Big Bang” moment of AI. We introduced our first Tensor Core GPU in 2017, built from the ground-up for the new era of AI, and our first autonomous driving system-on-chips, or SoC, in 2018. Our acquisition of Mellanox in 2020 expanded our offerings to include networking, enabled our platforms to be data center scale, and led to the introduction of a new processor class – the data processing unit, or DPU. Over the past 5 years, we have built full software stacks that run on top of our GPUs and CUDA to bring AI to the world’s largest industries, including NVIDIA DRIVE stack for autonomous driving, Clara for healthcare, Omniverse for physical AI applications, and NVIDIA AI Enterprise software – essentially an operating system for enterprise AI applications. In 2023, we introduced our first data center CPU, Grace, built for giant-scale AI and high-performance computing, or HPC. In 2024, we launched the NVIDIA Blackwell architecture – connecting 36 Grace CPUs and 72 Blackwell GPUs in a data center scale, liquid-cooled design – for real-time trillion-parameter inference and training. In fiscal year 2026, we launched and scaled the NVIDIA Blackwell Ultra platform, optimized for agentic, reasoning, and physical AI. Building on the architectural breakthroughs of Blackwell and leveraging Dynamo inference software, it delivers a significant increase in token throughput and reduction in cost per token compared to the Hopper generation. More recently, in support of market development, we have accelerated the release cadence of our open AI model platforms including NVIDIA Nemotron for agentic AI and Cosmos for physical AI. With a strong engineering culture, we drive fast, yet harmonized, product and technology innovations in all dimensions of computing including silicon, systems, networking, software and algorithms. More than half of our engineers work on software.\nAll major cloud service providers, or CSPs, AI model makers, and enterprises use our data center-scale infrastructure and computing platforms to accelerate the services and offerings they deliver to billions of end users and customers, including AI solutions and assistants, AI foundation models, advertising, search, recommendation systems, social networking, data processing, online shopping, live video, and translation. AI model makers use our infrastructure and software hosted at CSPs to develop, build and run AI models, product offerings, and services.\nEnterprises and startups across a broad range of industries use our accelerated computing platforms to build new generative and agentic AI-enabled products and services, and/or to dramatically accelerate and reduce the costs of their workloads and workflows. The enterprise software industry uses them for new AI assistants, chatbots, and agents; the transportation industry for autonomous driving; the healthcare industry for accelerated and computer-aided drug discovery; and the financial services industry for customer support and fraud detection.\nResearchers and developers use our computing solutions to accelerate a wide range of important applications, from simulating molecular dynamics to climate forecasting. With support for 6,000 applications, NVIDIA computing enables some of the most promising areas of discovery, from climate prediction to materials science and from wind tunnel simulation to genomics. Including GPUs and networking, NVIDIA powers over 78% of the supercomputers on the global TOP500 list, including 9 of the top 10 systems on the Green500 list.\nGamers choose NVIDIA GPUs to enjoy immersive, increasingly cinematic virtual worlds. In addition to serving the growing number of gamers, the market for PC GPUs is expanding because of the growing population of live streamers, broadcasters, artists, and creators. With the advent of generative and agentic AI, we expect a broader set of PC users to choose NVIDIA GPUs for running these applications locally on their PC, which is critical for privacy, latency, and cost-sensitive AI applications.\nProfessional artists, architects and designers use NVIDIA partner products accelerated with our GPUs and software platform for a range of creative, engineering, and design use cases, such as creating visual effects in movies or designing buildings and products. In addition, generative and agentic AI is expanding the market for our workstation-class GPUs, as more enterprise customers develop and deploy AI applications with their data on-premises.\nHeadquartered in Santa Clara, California, NVIDIA was incorporated in California in April 1993 and reincorporated in Delaware in April 1998.",
+      "path": "2026-Annual-Report-Web.pdf/Part I_2/Item 1. Business/Our Company",
+      "metadata": {
+        "length": 8331,
+        "summary": "NVIDIA is a data center scale AI infrastructure company. Its technology stack includes the CUDA platform and domain-specific software libraries for AI, data analytics, scientific computing, robotics, and 3D graphics. The Blackwell architecture enables extreme co-design, interconnecting hundreds of thousands of GPUs. GPU-powered AI solutions are used for generative AI, agentic AI, and autonomous driving. NVIDIA has invested over $76.7 billion in R&D, inventing the GPU in 1999 and CUDA in 2006. Its platforms are used by cloud service providers, AI model makers, enterprises, researchers, gamers, and professionals across industries including healthcare, automotive, and financial services.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "NVIDIA",
+          "pioneered",
+          "accelerated",
+          "computing",
+          "solve",
+          "challenging",
+          "computational",
+          "problems",
+          "data",
+          "center",
+          "scale",
+          "AI",
+          "infrastructure",
+          "company",
+          "reshaping",
+          "industries",
+          "Our",
+          "technology",
+          "stack",
+          "includes",
+          "foundational",
+          "CUDA",
+          "development",
+          "platform",
+          "runs",
+          "GPUs",
+          "hundreds",
+          "domain",
+          "specific",
+          "software",
+          "libraries",
+          "frameworks",
+          "algorithms",
+          "kits",
+          "SDKs",
+          "application",
+          "programming",
+          "interfaces",
+          "APIs",
+          "This",
+          "deep",
+          "broad",
+          "accelerates",
+          "performance",
+          "facilitates",
+          "deployment",
+          "computationally",
+          "intensive",
+          "workloads",
+          "artificial",
+          "intelligence",
+          "model",
+          "training",
+          "inference",
+          "analytics",
+          "scientific",
+          "robotics",
+          "3D",
+          "graphics",
+          "vertical",
+          "optimizations",
+          "address",
+          "ranging",
+          "healthcare",
+          "telecom",
+          "automotive",
+          "manufacturing",
+          "Introduced",
+          "Blackwell",
+          "architecture",
+          "offerings",
+          "feature",
+          "extreme",
+          "design",
+          "chips",
+          "networking",
+          "systems",
+          "holistically",
+          "architected",
+          "optimized",
+          "maximize",
+          "Hundreds",
+          "thousands",
+          "interconnected",
+          "function",
+          "single",
+          "giant",
+          "computer",
+          "type",
+          "needed",
+          "modern",
+          "applications",
+          "The",
+          "GPU",
+          "initially",
+          "simulate",
+          "human",
+          "imagination",
+          "enabling",
+          "virtual",
+          "worlds",
+          "video",
+          "games",
+          "films",
+          "Today",
+          "simulates",
+          "deeper",
+          "understanding",
+          "language",
+          "science",
+          "physical",
+          "world",
+          "Its",
+          "parallel",
+          "processing",
+          "capabilities",
+          "supported",
+          "tens",
+          "cores",
+          "essential",
+          "learning",
+          "form",
+          "writes",
+          "large",
+          "amounts",
+          "serve",
+          "brain",
+          "computers",
+          "robots",
+          "driving",
+          "cars",
+          "perceive",
+          "understand",
+          "reason",
+          "powered",
+          "solutions",
+          "developed",
+          "enterprises",
+          "deliver",
+          "services",
+          "products",
+          "immensely",
+          "difficult",
+          "impossible",
+          "traditional",
+          "coding",
+          "Examples",
+          "include",
+          "generative",
+          "create",
+          "content",
+          "text",
+          "code",
+          "images",
+          "audio",
+          "molecule",
+          "structures",
+          "recommendation",
+          "agentic",
+          "models",
+          "work",
+          "concert",
+          "automatically",
+          "complete",
+          "task",
+          "strategy",
+          "bringing",
+          "hardware",
+          "sets",
+          "unique",
+          "markets",
+          "While",
+          "requirements",
+          "end",
+          "diverse",
+          "unified",
+          "underlying",
+          "programmable",
+          "allowing",
+          "support",
+          "multi",
+          "billion",
+          "dollar",
+          "variety",
+          "stacks",
+          "internally",
+          "party",
+          "developers",
+          "partners",
+          "growing",
+          "number",
+          "installed",
+          "base",
+          "platforms",
+          "strengthens",
+          "ecosystem",
+          "increases",
+          "customers",
+          "Innovation",
+          "core",
+          "We",
+          "invested",
+          "76.7",
+          "research",
+          "inception",
+          "yielding",
+          "inventions",
+          "invention",
+          "1999",
+          "sparked",
+          "growth",
+          "PC",
+          "gaming",
+          "market",
+          "redefined",
+          "With",
+          "introduction",
+          "2006",
+          "opened",
+          "range",
+          "compute",
+          "paving",
+          "emergence",
+          "In",
+          "2012",
+          "AlexNet",
+          "neural",
+          "network",
+          "trained",
+          "won",
+          "ImageNet",
+          "image",
+          "recognition",
+          "competition",
+          "marking",
+          "Big",
+          "Bang",
+          "moment",
+          "introduced",
+          "Tensor",
+          "Core",
+          "2017",
+          "built",
+          "ground",
+          "era",
+          "autonomous",
+          "system",
+          "SoC",
+          "2018",
+          "acquisition",
+          "Mellanox",
+          "2020",
+          "expanded",
+          "enabled",
+          "led",
+          "processor",
+          "class",
+          "unit",
+          "DPU",
+          "Over",
+          "past",
+          "years",
+          "full",
+          "run",
+          "top",
+          "bring",
+          "largest",
+          "including",
+          "DRIVE",
+          "Clara",
+          "Omniverse",
+          "Enterprise",
+          "essentially",
+          "operating",
+          "enterprise",
+          "2023",
+          "CPU",
+          "Grace",
+          "high",
+          "HPC",
+          "2024",
+          "launched",
+          "connecting",
+          "36",
+          "CPUs",
+          "72",
+          "liquid",
+          "cooled",
+          "real",
+          "time",
+          "trillion",
+          "parameter",
+          "fiscal",
+          "year",
+          "2026",
+          "scaled",
+          "Ultra",
+          "reasoning",
+          "Building",
+          "architectural",
+          "breakthroughs",
+          "leveraging",
+          "Dynamo",
+          "delivers",
+          "significant",
+          "increase",
+          "token",
+          "throughput",
+          "reduction",
+          "cost",
+          "compared",
+          "Hopper",
+          "generation",
+          "More",
+          "recently",
+          "release",
+          "cadence",
+          "open",
+          "Nemotron",
+          "Cosmos",
+          "strong",
+          "engineering",
+          "culture",
+          "drive",
+          "fast",
+          "harmonized",
+          "product",
+          "innovations",
+          "dimensions",
+          "silicon",
+          "half",
+          "engineers",
+          "All",
+          "major",
+          "cloud",
+          "service",
+          "providers",
+          "CSPs",
+          "makers",
+          "accelerate",
+          "billions",
+          "users",
+          "assistants",
+          "foundation",
+          "advertising",
+          "search",
+          "social",
+          "online",
+          "shopping",
+          "live",
+          "translation",
+          "hosted",
+          "develop",
+          "build",
+          "Enterprises",
+          "startups",
+          "dramatically",
+          "reduce",
+          "costs",
+          "workflows",
+          "industry",
+          "chatbots",
+          "agents",
+          "transportation",
+          "aided",
+          "drug",
+          "discovery",
+          "financial",
+          "customer",
+          "fraud",
+          "detection",
+          "Researchers",
+          "wide",
+          "important",
+          "simulating",
+          "molecular",
+          "dynamics",
+          "climate",
+          "forecasting",
+          "000",
+          "enables",
+          "promising",
+          "areas",
+          "prediction",
+          "materials",
+          "wind",
+          "tunnel",
+          "simulation",
+          "genomics",
+          "Including",
+          "powers",
+          "78%",
+          "supercomputers",
+          "global",
+          "TOP500",
+          "list",
+          "10",
+          "Green500",
+          "Gamers",
+          "choose",
+          "enjoy",
+          "immersive",
+          "increasingly",
+          "cinematic",
+          "addition",
+          "serving",
+          "gamers",
+          "expanding",
+          "population",
+          "streamers",
+          "broadcasters",
+          "artists",
+          "creators",
+          "advent",
+          "expect",
+          "broader",
+          "set",
+          "running",
+          "locally",
+          "critical",
+          "privacy",
+          "latency",
+          "sensitive",
+          "Professional",
+          "architects",
+          "designers",
+          "partner",
+          "creative",
+          "cases",
+          "creating",
+          "visual",
+          "effects",
+          "movies",
+          "designing",
+          "buildings",
+          "workstation",
+          "deploy",
+          "premises",
+          "Headquartered",
+          "Santa",
+          "California",
+          "incorporated",
+          "April",
+          "1993",
+          "reincorporated",
+          "Delaware",
+          "1998"
+        ],
+        "keywords": [
+          "NVIDIA",
+          "GPU",
+          "AI"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "6f53b305-19a9-50b6-852b-471fba2b3101",
+      "type": "text",
+      "content": "We report our business results in two segments.\nThe Compute & Networking segment includes our Data Center accelerated computing and networking platforms and AI solutions and software, and Automotive platforms and autonomous and electric vehicle solutions including software.\nThe Graphics segment includes GeForce GPUs for gaming and PCs, and Quadro/NVIDIA RTX GPUs for enterprise workstation graphics.",
+      "path": "2026-Annual-Report-Web.pdf/Part I_2/Item 1. Business/Our Businesses",
+      "metadata": {
+        "length": 401,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "We",
+          "report",
+          "business",
+          "results",
+          "segments",
+          "The",
+          "Compute",
+          "Networking",
+          "segment",
+          "includes",
+          "Data",
+          "Center",
+          "accelerated",
+          "computing",
+          "networking",
+          "platforms",
+          "AI",
+          "solutions",
+          "software",
+          "Automotive",
+          "autonomous",
+          "electric",
+          "vehicle",
+          "including",
+          "Graphics",
+          "GeForce",
+          "GPUs",
+          "gaming",
+          "PCs",
+          "Quadro",
+          "NVIDIA",
+          "RTX",
+          "enterprise",
+          "workstation",
+          "graphics"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "2d38313d-d0b8-5e08-9b52-851e63238eb8",
+      "type": "text",
+      "content": "We specialize in markets where our computing and AI infrastructure platforms can provide tremendous acceleration for applications. These platforms incorporate processors, interconnects, software, algorithms, systems, and services to deliver unique value. Our platforms address four large markets where our expertise is critical: Data Center, Gaming, Professional Visualization, and Automotive.",
+      "path": "2026-Annual-Report-Web.pdf/Part I_2/Item 1. Business/Our Businesses/Our Markets",
+      "metadata": {
+        "length": 393,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "We",
+          "specialize",
+          "markets",
+          "computing",
+          "AI",
+          "infrastructure",
+          "platforms",
+          "provide",
+          "tremendous",
+          "acceleration",
+          "applications",
+          "These",
+          "incorporate",
+          "processors",
+          "interconnects",
+          "software",
+          "algorithms",
+          "systems",
+          "services",
+          "deliver",
+          "unique",
+          "Our",
+          "address",
+          "large",
+          "expertise",
+          "critical",
+          "Data",
+          "Center",
+          "Gaming",
+          "Professional",
+          "Visualization",
+          "Automotive"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "9e0ad93a-2987-5d6d-800a-cde3cbb66867",
+      "type": "text",
+      "content": "The NVIDIA Data Center platform is focused on accelerating compute-intensive workloads, such as AI, data processing, graphics, robotics, and scientific computing, delivering superior total cost of ownership relative to conventional CPU-only approaches. It is deployed in cloud, hyperscale, on-premises and edge data centers. The platform consists of data center compute and networking infrastructure offerings typically delivered to customers as rack-scale systems, subsystems, or modules, along with software and services.\nOur Data Center infrastructure systems include supercomputing platforms and servers, bringing together our higher performance, energy efficient GPUs, CPUs, interconnects, and fully optimized AI and HPC software stacks. In addition, they include a growing body of acceleration libraries, AI models and training data sets, APIs, SDKs, and domain-specific application frameworks.\nOur networking offerings include NVLink interconnects and switches, end-to-end platforms for InfiniBand and Ethernet, consisting of network adapters, cables, DPUs, switch chips and systems, as well as software. This has enabled us to architect data center-scale computing platforms that can interconnect up to hundreds of thousands of compute nodes with high-performance networking. Fueled by an expansion in AI and HPC workloads, the data center has become the new unit of computing, with networking as an integral part. In fiscal year 2026, we introduced NVIDIA NVLink Fusion to enable hyperscalers and custom ASIC designers to integrate custom CPUs and XPUs with our platform.\nOur customers include all major public and private cloud providers, AI model makers, enterprises and startups, and public sector entities. We work with industry leaders to help build or transform their applications and data center infrastructure. Some of our direct customers include original equipment manufacturers, or OEMs, original device manufacturers, or\nODMs, system integrators and distributors which we partner with to help bring our products to market. We also have partnerships in automotive, healthcare, financial services, manufacturing, retail, and technology among others, to accelerate the adoption of AI.\nAt the foundation of the NVIDIA accelerated computing platform are our GPUs, which excel at parallel workloads such as the training and inferencing of neural networks. These Data Center systems are extreme co-designed with the GPU, CPU, NVLink switch, DPU, NIC, and scale-out networking along with software stacks and algorithms to deliver data center-scale computing solutions.\nWhile our approach starts with powerful chips, what makes it a full-stack computing platform is our large body of software, including the CUDA development platform, the CUDA-X collection of acceleration libraries, AI models and training data sets, APIs, SDKs, and domain-specific application frameworks.\nIn addition to software delivered to customers as an integral part of our data center computing and networking platform, we offer paid licenses to NVIDIA AI Enterprise, a comprehensive suite of enterprise-grade AI software and NVIDIA vGPU software for graphics-rich virtual desktops and workstations.\nIn fiscal year 2025, we launched the NVIDIA Blackwell architecture, a full set of data center scale infrastructure that includes GPUs, CPUs, DPUs, interconnects, switch chips and systems, and networking adapters. Blackwell excels at processing cutting edge generative AI and accelerated computing workloads with market leading performance and efficiency. Offered in a number of configurations, for customers across industries and a diverse set of AI and accelerated computing use cases. In fiscal year 2026, we unveiled the NVIDIA Rubin platform, which is expected to commence production shipments in the second half of fiscal year 2027. Built for agentic AI and reasoning, it excels at processing multi-step problem-solving and massive long-context workflows, delivering up to a 10x reduction in cost per token compared to Blackwell.\nFor physical AI, we provide an end-to-end platform spanning data center infrastructure, open models, systems, embedded compute modules, and software stacks to train, simulate, and deploy advanced automation and robotics solutions.",
+      "path": "2026-Annual-Report-Web.pdf/Part I_2/Item 1. Business/Our Businesses/Our Markets/Data Center",
+      "metadata": {
+        "length": 4252,
+        "summary": "The NVIDIA Data Center platform accelerates compute-intensive workloads like AI, data processing, and scientific computing, offering superior total cost of ownership over CPU-only approaches. It includes compute and networking infrastructure for cloud, hyperscale, on-premises, and edge data centers. The platform features GPUs, CPUs, interconnects, and software stacks, with networking offerings like NVLink and InfiniBand. Customers include cloud providers, AI makers, and enterprises. Key architectures include Blackwell (fiscal 2025) and Rubin (fiscal 2027), with Rubin targeting agentic AI and reducing cost per token by 10x. The platform also supports physical AI for robotics.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "The",
+          "NVIDIA",
+          "Data",
+          "Center",
+          "platform",
+          "focused",
+          "accelerating",
+          "compute",
+          "intensive",
+          "workloads",
+          "AI",
+          "data",
+          "processing",
+          "graphics",
+          "robotics",
+          "scientific",
+          "computing",
+          "delivering",
+          "superior",
+          "total",
+          "cost",
+          "ownership",
+          "relative",
+          "conventional",
+          "CPU",
+          "approaches",
+          "It",
+          "deployed",
+          "cloud",
+          "hyperscale",
+          "premises",
+          "edge",
+          "centers",
+          "consists",
+          "center",
+          "networking",
+          "infrastructure",
+          "offerings",
+          "typically",
+          "delivered",
+          "customers",
+          "rack",
+          "scale",
+          "systems",
+          "subsystems",
+          "modules",
+          "software",
+          "services",
+          "Our",
+          "include",
+          "supercomputing",
+          "platforms",
+          "servers",
+          "bringing",
+          "higher",
+          "performance",
+          "energy",
+          "efficient",
+          "GPUs",
+          "CPUs",
+          "interconnects",
+          "fully",
+          "optimized",
+          "HPC",
+          "stacks",
+          "In",
+          "addition",
+          "growing",
+          "body",
+          "acceleration",
+          "libraries",
+          "models",
+          "training",
+          "sets",
+          "APIs",
+          "SDKs",
+          "domain",
+          "specific",
+          "application",
+          "frameworks",
+          "NVLink",
+          "switches",
+          "end",
+          "InfiniBand",
+          "Ethernet",
+          "consisting",
+          "network",
+          "adapters",
+          "cables",
+          "DPUs",
+          "switch",
+          "chips",
+          "This",
+          "enabled",
+          "architect",
+          "interconnect",
+          "hundreds",
+          "thousands",
+          "nodes",
+          "high",
+          "Fueled",
+          "expansion",
+          "unit",
+          "integral",
+          "part",
+          "fiscal",
+          "year",
+          "2026",
+          "introduced",
+          "Fusion",
+          "enable",
+          "hyperscalers",
+          "custom",
+          "ASIC",
+          "designers",
+          "integrate",
+          "XPUs",
+          "major",
+          "public",
+          "private",
+          "providers",
+          "model",
+          "makers",
+          "enterprises",
+          "startups",
+          "sector",
+          "entities",
+          "We",
+          "work",
+          "industry",
+          "leaders",
+          "build",
+          "transform",
+          "applications",
+          "Some",
+          "direct",
+          "original",
+          "equipment",
+          "manufacturers",
+          "OEMs",
+          "device",
+          "ODMs",
+          "system",
+          "integrators",
+          "distributors",
+          "partner",
+          "bring",
+          "products",
+          "market",
+          "partnerships",
+          "automotive",
+          "healthcare",
+          "financial",
+          "manufacturing",
+          "retail",
+          "technology",
+          "accelerate",
+          "adoption",
+          "At",
+          "foundation",
+          "accelerated",
+          "excel",
+          "parallel",
+          "inferencing",
+          "neural",
+          "networks",
+          "These",
+          "extreme",
+          "designed",
+          "GPU",
+          "DPU",
+          "NIC",
+          "algorithms",
+          "deliver",
+          "solutions",
+          "While",
+          "approach",
+          "starts",
+          "powerful",
+          "makes",
+          "full",
+          "stack",
+          "large",
+          "including",
+          "CUDA",
+          "development",
+          "collection",
+          "offer",
+          "paid",
+          "licenses",
+          "Enterprise",
+          "comprehensive",
+          "suite",
+          "enterprise",
+          "grade",
+          "vGPU",
+          "rich",
+          "virtual",
+          "desktops",
+          "workstations",
+          "2025",
+          "launched",
+          "Blackwell",
+          "architecture",
+          "set",
+          "includes",
+          "excels",
+          "cutting",
+          "generative",
+          "leading",
+          "efficiency",
+          "Offered",
+          "number",
+          "configurations",
+          "industries",
+          "diverse",
+          "cases",
+          "unveiled",
+          "Rubin",
+          "expected",
+          "commence",
+          "production",
+          "shipments",
+          "half",
+          "2027",
+          "Built",
+          "agentic",
+          "reasoning",
+          "multi",
+          "step",
+          "problem",
+          "solving",
+          "massive",
+          "long",
+          "context",
+          "workflows",
+          "10x",
+          "reduction",
+          "token",
+          "compared",
+          "For",
+          "physical",
+          "provide",
+          "spanning",
+          "open",
+          "embedded",
+          "train",
+          "simulate",
+          "deploy",
+          "advanced",
+          "automation"
+        ],
+        "keywords": [
+          "Data Center",
+          "GPU",
+          "AI"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "fc60efa6-e89d-5bab-a0a7-ffd8f5ebd1ee",
+      "type": "text",
+      "content": "Gaming is the largest entertainment industry, with PC gaming as the predominant platform. Many factors propel its growth, including new high production value games, the continued rise of eSports, social connectivity and the increasing popularity of game streamers, modders, or gamers who remaster games, and creators.\nOur products for the gaming market include GeForce RTX GPUs for gaming desktop and laptop PCs, GeForce NOW cloud gaming service, as well as SoCs and development services for game consoles.\nOur gaming platforms leverage our GPUs and sophisticated software to enhance the gaming experience with smoother, higher quality graphics. NVIDIA RTX features ray tracing technology for real-time, cinematic-quality rendering, and deep learning super sampling, or NVIDIA DLSS, our AI technology that boosts frame rates while generating high-quality images for games. RTX GPUs also feature NVIDIA tensor core technology making them well suited to accelerate a new generation of on-device AI applications.\nIn fiscal year 2025, we announced the NVIDIA Blackwell GeForce RTX 50 Series family of desktop and laptop GPUs. The Blackwell architecture introduced neural graphics which combines AI models with traditional rendering to boost game performance, image quality, and interactivity, as well as the next generation of our DLSS technology powered by a new transformer model architecture. In fiscal year 2026, we launched and scaled Blackwell architecture for gaming and GeForce NOW.",
+      "path": "2026-Annual-Report-Web.pdf/Part I_2/Item 1. Business/Our Businesses/Our Markets/Gaming",
+      "metadata": {
+        "length": 1486,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Gaming",
+          "largest",
+          "entertainment",
+          "industry",
+          "PC",
+          "gaming",
+          "predominant",
+          "platform",
+          "Many",
+          "factors",
+          "propel",
+          "growth",
+          "including",
+          "high",
+          "production",
+          "games",
+          "continued",
+          "rise",
+          "eSports",
+          "social",
+          "connectivity",
+          "increasing",
+          "popularity",
+          "game",
+          "streamers",
+          "modders",
+          "gamers",
+          "remaster",
+          "creators",
+          "Our",
+          "products",
+          "market",
+          "include",
+          "GeForce",
+          "RTX",
+          "GPUs",
+          "desktop",
+          "laptop",
+          "PCs",
+          "NOW",
+          "cloud",
+          "service",
+          "SoCs",
+          "development",
+          "services",
+          "consoles",
+          "platforms",
+          "leverage",
+          "sophisticated",
+          "software",
+          "enhance",
+          "experience",
+          "smoother",
+          "higher",
+          "quality",
+          "graphics",
+          "NVIDIA",
+          "features",
+          "ray",
+          "tracing",
+          "technology",
+          "real",
+          "time",
+          "cinematic",
+          "rendering",
+          "deep",
+          "learning",
+          "super",
+          "sampling",
+          "DLSS",
+          "AI",
+          "boosts",
+          "frame",
+          "rates",
+          "generating",
+          "images",
+          "feature",
+          "tensor",
+          "core",
+          "making",
+          "suited",
+          "accelerate",
+          "generation",
+          "device",
+          "applications",
+          "In",
+          "fiscal",
+          "year",
+          "2025",
+          "announced",
+          "Blackwell",
+          "50",
+          "Series",
+          "family",
+          "The",
+          "architecture",
+          "introduced",
+          "neural",
+          "combines",
+          "models",
+          "traditional",
+          "boost",
+          "performance",
+          "image",
+          "interactivity",
+          "powered",
+          "transformer",
+          "model",
+          "2026",
+          "launched",
+          "scaled"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "ca845846-902a-5a1f-8d0b-a56fc2856f49",
+      "type": "text",
+      "content": "We serve the Professional Visualization market by working closely with independent software vendors, or ISVs, to optimize their offerings for NVIDIA GPUs. Our GPU computing platform enhances productivity and introduces new capabilities for critical workflows in many fields, such as design, engineering, and digital content creation across a wide range of industry verticals. Additionally, the increasing number of generative and agentic AI applications is giving rise to the need for the enhanced AI and data processing capabilities of our RTX PRO GPUs.\nMany leading 3D design and content creation applications developed by our ecosystem partners support RTX, allowing professionals to accelerate and transform their workflows with NVIDIA RTX PRO GPUs and software. As these applications increasingly integrate AI, these GPUs are used and leverage the same Tensor Core technology found in our Data Center solutions.",
+      "path": "2026-Annual-Report-Web.pdf/Part I_2/Item 1. Business/Our Businesses/Our Markets/Professional Visualization",
+      "metadata": {
+        "length": 916,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "We",
+          "serve",
+          "Professional",
+          "Visualization",
+          "market",
+          "working",
+          "closely",
+          "independent",
+          "software",
+          "vendors",
+          "ISVs",
+          "optimize",
+          "offerings",
+          "NVIDIA",
+          "GPUs",
+          "Our",
+          "GPU",
+          "computing",
+          "platform",
+          "enhances",
+          "productivity",
+          "introduces",
+          "capabilities",
+          "critical",
+          "workflows",
+          "fields",
+          "design",
+          "engineering",
+          "digital",
+          "content",
+          "creation",
+          "wide",
+          "range",
+          "industry",
+          "verticals",
+          "Additionally",
+          "increasing",
+          "number",
+          "generative",
+          "agentic",
+          "AI",
+          "applications",
+          "giving",
+          "rise",
+          "enhanced",
+          "data",
+          "processing",
+          "RTX",
+          "PRO",
+          "Many",
+          "leading",
+          "3D",
+          "developed",
+          "ecosystem",
+          "partners",
+          "support",
+          "allowing",
+          "professionals",
+          "accelerate",
+          "transform",
+          "As",
+          "increasingly",
+          "integrate",
+          "leverage",
+          "Tensor",
+          "Core",
+          "technology",
+          "found",
+          "Data",
+          "Center",
+          "solutions"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "c84fe4a4-da19-57ae-8d17-98d9cb2db432",
+      "type": "text",
+      "content": "Automotive is comprised of platform solutions for automated driving from the cloud to the car. Leveraging our technology leadership in AI and building on long-standing relationships across several hundred automotive ecosystem partners, we are delivering a full stack end-to-end solution for the AV market under the DRIVE Hyperion platform. This platform consists of development infrastructure, high-performance, energy efficient DRIVE AGX computing hardware running an in-vehicle operating system (DRIVE OS), a reference sensor set that supports full self-driving capability as well as an open, modular DRIVE software platform for autonomous driving, mapping, and parking services, and intelligent in-vehicle experiences.",
+      "path": "2026-Annual-Report-Web.pdf/Part I_2/Item 1. Business/Our Businesses/Our Markets/Automotive",
+      "metadata": {
+        "length": 721,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Automotive",
+          "comprised",
+          "platform",
+          "solutions",
+          "automated",
+          "driving",
+          "cloud",
+          "car",
+          "Leveraging",
+          "technology",
+          "leadership",
+          "AI",
+          "building",
+          "long",
+          "standing",
+          "relationships",
+          "hundred",
+          "automotive",
+          "ecosystem",
+          "partners",
+          "delivering",
+          "full",
+          "stack",
+          "end",
+          "solution",
+          "AV",
+          "market",
+          "DRIVE",
+          "Hyperion",
+          "This",
+          "consists",
+          "development",
+          "infrastructure",
+          "high",
+          "performance",
+          "energy",
+          "efficient",
+          "AGX",
+          "computing",
+          "hardware",
+          "running",
+          "vehicle",
+          "operating",
+          "system",
+          "OS",
+          "reference",
+          "sensor",
+          "set",
+          "supports",
+          "capability",
+          "open",
+          "modular",
+          "software",
+          "autonomous",
+          "mapping",
+          "parking",
+          "services",
+          "intelligent",
+          "experiences"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "9aef1407-c688-5f24-ad3d-b500fbf1da9d",
+      "type": "text",
+      "content": "NVIDIA's key strategies that shape our overall business approach include:\nAdvancing the NVIDIA accelerated computing platform. Our accelerated computing platform can solve complex problems in significantly less time and with lower power consumption than alternative computational approaches. It can help solve problems that were previously deemed unsolvable. We work to deliver continued performance leaps that outpace Moore's Law by leveraging innovation across the architecture, chip design, system, interconnect, algorithm, and software layers. This full-stack innovation approach allows us to deliver order-of-magnitude performance advantages relative to legacy approaches in our target markets, which include Data Center, Gaming, Professional Visualization, and Automotive. While the computing requirements of these end markets are diverse, we address them with a unified underlying architecture leveraging our GPUs, CPUs, CUDA and networking technologies as the fundamental building blocks. The programmable nature of our architecture allows us to make leveraged investments in research and development: we can support several multi-billion-dollar end markets with shared underlying technology by using a variety of software stacks developed either internally or by third-party developers and partners. We utilize this platform approach in each of our target markets.\nExtending our technology and platform leadership in AI. We provide a complete, end-to-end accelerated computing platform for AI, addressing both training and inferencing. This includes full-stack data center-scale compute and networking solutions across processing units, interconnects, systems, and software. Our compute solutions include all three major processing units in AI servers – GPUs, CPUs, and DPUs. GPUs are uniquely suited to AI, and we will continue to add AI-specific features to our GPU architecture to further extend our leadership position.\nIn addition, we offer NVIDIA AI Enterprise—a comprehensive software suite designed to simplify the development and deployment of production-grade, end-to-end generative AI applications. NVIDIA AI Enterprise includes: NVIDIA NIM, which increases token throughput using industry-leading open and proprietary models; NVIDIA NeMo, a complete solution for curating, fine-tuning, reinforcement learning, evaluating, and safeguarding domain-adapted models; and AI Blueprints, pre-built, runnable templates that help enterprises build, optimize, and deploy AI agents while preserving privacy. These tools enable organizations to securely develop and run AI applications on NVIDIA-accelerated infrastructure anywhere.\nOur AI technology leadership is reinforced by our large and expanding ecosystem. Our computing platforms are available from virtually every major server maker and CSP, as well as on our own AI supercomputers. There are over 7.5 million developers worldwide using CUDA and our other software tools to help deploy our technology in our target markets. We are the leader in accelerating and releasing open AI models which enterprises, sovereigns, and startups can leverage to develop and run applications on our platform. We evangelize AI through partnerships with hundreds of universities and tens of thousands of startups through our Inception program. Additionally, our Deep Learning Institute provides instruction on the latest techniques on how to design, train, and deploy neural networks in applications using our accelerated computing platform.\nExtending our technology and platform leadership in computer graphics. We believe that computer graphics infused with AI is fundamental to the continued expansion and evolution of computing. We apply our research and development resources to enhance the user experience for consumer entertainment and professional visualization applications and create new virtual world and simulation capabilities. Our technologies are instrumental in driving the gaming, design, and creative industries forward, as developers leverage our libraries and algorithms to deliver an optimized experience on our GeForce and NVIDIA RTX platforms. Our computer graphics platforms leverage AI end-to-end, from the developer tools and cloud services to the Tensor Cores included in all RTX-class GPUs. Blackwell GPUs' advanced AI and neural rendering capabilities combined with NVIDIA's world-class AI software stacks significantly accelerate AI workloads running locally on PCs. Omniverse is real-time 3D design collaboration and virtual world simulation software that empowers artists, designers, and creators to connect and collaborate in leading design applications.\nAdvancing the leading autonomous vehicle platform. We believe the advent of autonomous vehicles, or AV, and electric vehicles, or EV, is revolutionizing the transportation industry. The algorithms required for autonomous driving - such as reasoning, perception, localization, and planning - are too complex for legacy hand-coded approaches and will use multiple neural networks instead. Therefore, we provide an AI-based hardware and software solution, designed and implemented from the ground up based on automotive safety standards, for the AV and EV market under the DRIVE brand, which we are bringing to market through our partnerships across the transportation industry including with automotive OEMs, mobility service providers, robotaxis, tier-1 suppliers, and start-ups. Our AV solution also includes the GPU-based hardware required to train the neural networks before their in-vehicle deployment, as well as to re-simulate their operation prior to any over-the-air software updates. We believe our comprehensive, top-to-bottom and end-to-end approach will enable the transportation industry to solve the complex problems arising from the shift to autonomous driving.\nLeveraging our intellectual property, or IP. We believe our IP is a valuable asset that can be accessed by our customers and partners through license and development agreements when they desire to build such capabilities directly into their own products or have us do so through a custom development. Such license and development arrangements can further enhance the reach of our technology.",
+      "path": "2026-Annual-Report-Web.pdf/Part I_2/Item 1. Business/Business Strategies",
+      "metadata": {
+        "length": 6205,
+        "summary": "NVIDIA's key strategies include advancing its accelerated computing platform to solve complex problems with lower power consumption, leveraging full-stack innovation across architecture, chip design, and software. It extends leadership in AI with end-to-end platforms for training and inferencing, including NVIDIA AI Enterprise, NIM, NeMo, and AI Blueprints, supported by a large ecosystem of developers and partners. The company also leads in computer graphics infused with AI, enhancing gaming and professional visualization via GeForce, RTX, and Omniverse. In autonomous vehicles, it provides an AI-based hardware and software solution under the DRIVE brand, partnering with automotive OEMs and startups. Finally, it leverages intellectual property through licensing and development agreements to broaden technology reach.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "NVIDIA",
+          "key",
+          "strategies",
+          "shape",
+          "business",
+          "approach",
+          "include",
+          "Advancing",
+          "accelerated",
+          "computing",
+          "platform",
+          "Our",
+          "solve",
+          "complex",
+          "problems",
+          "significantly",
+          "time",
+          "lower",
+          "power",
+          "consumption",
+          "alternative",
+          "computational",
+          "approaches",
+          "It",
+          "previously",
+          "deemed",
+          "unsolvable",
+          "We",
+          "work",
+          "deliver",
+          "continued",
+          "performance",
+          "leaps",
+          "outpace",
+          "Moore",
+          "Law",
+          "leveraging",
+          "innovation",
+          "architecture",
+          "chip",
+          "design",
+          "system",
+          "interconnect",
+          "algorithm",
+          "software",
+          "layers",
+          "This",
+          "full",
+          "stack",
+          "order",
+          "magnitude",
+          "advantages",
+          "relative",
+          "legacy",
+          "target",
+          "markets",
+          "Data",
+          "Center",
+          "Gaming",
+          "Professional",
+          "Visualization",
+          "Automotive",
+          "While",
+          "requirements",
+          "end",
+          "diverse",
+          "address",
+          "unified",
+          "underlying",
+          "GPUs",
+          "CPUs",
+          "CUDA",
+          "networking",
+          "technologies",
+          "fundamental",
+          "building",
+          "blocks",
+          "The",
+          "programmable",
+          "nature",
+          "make",
+          "leveraged",
+          "investments",
+          "research",
+          "development",
+          "support",
+          "multi",
+          "billion",
+          "dollar",
+          "shared",
+          "technology",
+          "variety",
+          "stacks",
+          "developed",
+          "internally",
+          "party",
+          "developers",
+          "partners",
+          "utilize",
+          "Extending",
+          "leadership",
+          "AI",
+          "provide",
+          "complete",
+          "addressing",
+          "training",
+          "inferencing",
+          "includes",
+          "data",
+          "center",
+          "scale",
+          "compute",
+          "solutions",
+          "processing",
+          "units",
+          "interconnects",
+          "systems",
+          "major",
+          "servers",
+          "DPUs",
+          "uniquely",
+          "suited",
+          "continue",
+          "add",
+          "specific",
+          "features",
+          "GPU",
+          "extend",
+          "position",
+          "In",
+          "addition",
+          "offer",
+          "Enterprise",
+          "comprehensive",
+          "suite",
+          "designed",
+          "simplify",
+          "deployment",
+          "production",
+          "grade",
+          "generative",
+          "applications",
+          "NIM",
+          "increases",
+          "token",
+          "throughput",
+          "industry",
+          "leading",
+          "open",
+          "proprietary",
+          "models",
+          "NeMo",
+          "solution",
+          "curating",
+          "fine",
+          "tuning",
+          "reinforcement",
+          "learning",
+          "evaluating",
+          "safeguarding",
+          "domain",
+          "adapted",
+          "Blueprints",
+          "pre",
+          "built",
+          "runnable",
+          "templates",
+          "enterprises",
+          "build",
+          "optimize",
+          "deploy",
+          "agents",
+          "preserving",
+          "privacy",
+          "These",
+          "tools",
+          "enable",
+          "organizations",
+          "securely",
+          "develop",
+          "run",
+          "infrastructure",
+          "reinforced",
+          "large",
+          "expanding",
+          "ecosystem",
+          "platforms",
+          "virtually",
+          "server",
+          "maker",
+          "CSP",
+          "supercomputers",
+          "There",
+          "7.5",
+          "million",
+          "worldwide",
+          "leader",
+          "accelerating",
+          "releasing",
+          "sovereigns",
+          "startups",
+          "leverage",
+          "evangelize",
+          "partnerships",
+          "hundreds",
+          "universities",
+          "tens",
+          "thousands",
+          "Inception",
+          "program",
+          "Additionally",
+          "Deep",
+          "Learning",
+          "Institute",
+          "instruction",
+          "latest",
+          "techniques",
+          "train",
+          "neural",
+          "networks",
+          "computer",
+          "graphics",
+          "infused",
+          "expansion",
+          "evolution",
+          "apply",
+          "resources",
+          "enhance",
+          "user",
+          "experience",
+          "consumer",
+          "entertainment",
+          "professional",
+          "visualization",
+          "create",
+          "virtual",
+          "world",
+          "simulation",
+          "capabilities",
+          "instrumental",
+          "driving",
+          "gaming",
+          "creative",
+          "industries",
+          "forward",
+          "libraries",
+          "algorithms",
+          "optimized",
+          "GeForce",
+          "RTX",
+          "developer",
+          "cloud",
+          "services",
+          "Tensor",
+          "Cores",
+          "included",
+          "class",
+          "Blackwell",
+          "advanced",
+          "rendering",
+          "combined",
+          "accelerate",
+          "workloads",
+          "running",
+          "locally",
+          "PCs",
+          "Omniverse",
+          "real",
+          "3D",
+          "collaboration",
+          "empowers",
+          "artists",
+          "designers",
+          "creators",
+          "connect",
+          "collaborate",
+          "autonomous",
+          "vehicle",
+          "advent",
+          "vehicles",
+          "AV",
+          "electric",
+          "EV",
+          "revolutionizing",
+          "transportation",
+          "required",
+          "reasoning",
+          "perception",
+          "localization",
+          "planning",
+          "hand",
+          "coded",
+          "multiple",
+          "Therefore",
+          "based",
+          "hardware",
+          "implemented",
+          "ground",
+          "automotive",
+          "safety",
+          "standards",
+          "market",
+          "DRIVE",
+          "brand",
+          "bringing",
+          "including",
+          "OEMs",
+          "mobility",
+          "service",
+          "providers",
+          "robotaxis",
+          "tier",
+          "suppliers",
+          "start",
+          "ups",
+          "simulate",
+          "operation",
+          "prior",
+          "air",
+          "updates",
+          "top",
+          "bottom",
+          "arising",
+          "shift",
+          "Leveraging",
+          "intellectual",
+          "property",
+          "IP",
+          "valuable",
+          "asset",
+          "accessed",
+          "customers",
+          "license",
+          "agreements",
+          "desire",
+          "directly",
+          "products",
+          "custom",
+          "Such",
+          "arrangements",
+          "reach"
+        ],
+        "keywords": [
+          "Accelerated Computing",
+          "AI",
+          "Autonomous Vehicles"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "1ab210bb-e9ad-5f1a-b7bb-7214c4ed4bc0",
+      "type": "text",
+      "content": "Our worldwide sales and marketing strategy is key to achieving our objective of providing markets with our high-performance and efficient computing platforms and software. Our sales and marketing teams, located across our global markets, work closely with customers and various industry ecosystems through our partner network. Our partner network incorporates global, regional and specialized CSPs, OEMs, ODMs, ISVs, global system integrators, add-in board manufacturers, or AIBs, distributors, automotive manufacturers and tier-1 automotive suppliers, and other ecosystem participants.\nMembers of our sales team have technical expertise and product and industry knowledge. We also employ a team of application engineers and solution architects to provide pre-sales assistance to our partner network in designing, testing, and qualifying system designs that incorporate our platforms. For example, our solution architects work with CSPs to provide pre-sales assistance to enable our customers to optimize their hardware and software infrastructure for generative and agentic AI and LLM training and deployment. They also work with foundation model and enterprise software developers to enable our customers to optimize the training and fine-tuning of their models and services, and with enterprise end-users, often in collaboration with their global system integrator of choice, to fine-tune models and build AI applications. We believe that the depth and quality of our design support are key to improving our partner network's time-to-market, maintaining a high level of customer satisfaction, and fostering relationships that encourage our customers and partner network to use the next generation of our products within each platform.\nTo encourage the development of applications optimized for our platforms and software, we seek to establish and maintain strong relationships in the software development community. Engineering and marketing personnel engage with key software developers to promote and discuss our platforms, as well as to ascertain individual product requirements and solve technical problems. Our developer program supports the development of AI frameworks, SDKs, and APIs for software applications and game titles that are optimized for our platforms. Our Deep Learning Institute provides in-person and online training for developers in industries and organizations around the world to build AI and accelerated computing applications that leverage our platforms.",
+      "path": "2026-Annual-Report-Web.pdf/Part I_2/Item 1. Business/Sales and Marketing",
+      "metadata": {
+        "length": 2485,
+        "summary": "The passage describes the company's worldwide sales and marketing strategy, emphasizing collaboration with a partner network including CSPs, OEMs, ODMs, ISVs, and others. Sales teams provide technical expertise and pre-sales assistance through application engineers and solution architects to optimize hardware and software for AI and LLM training. The company also engages with the software development community to promote platform optimization, supported by a developer program and the Deep Learning Institute for training.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Our",
+          "worldwide",
+          "sales",
+          "marketing",
+          "strategy",
+          "key",
+          "achieving",
+          "objective",
+          "providing",
+          "markets",
+          "high",
+          "performance",
+          "efficient",
+          "computing",
+          "platforms",
+          "software",
+          "teams",
+          "located",
+          "global",
+          "work",
+          "closely",
+          "customers",
+          "industry",
+          "ecosystems",
+          "partner",
+          "network",
+          "incorporates",
+          "regional",
+          "specialized",
+          "CSPs",
+          "OEMs",
+          "ODMs",
+          "ISVs",
+          "system",
+          "integrators",
+          "add",
+          "board",
+          "manufacturers",
+          "AIBs",
+          "distributors",
+          "automotive",
+          "tier",
+          "suppliers",
+          "ecosystem",
+          "participants",
+          "Members",
+          "team",
+          "technical",
+          "expertise",
+          "product",
+          "knowledge",
+          "We",
+          "employ",
+          "application",
+          "engineers",
+          "solution",
+          "architects",
+          "provide",
+          "pre",
+          "assistance",
+          "designing",
+          "testing",
+          "qualifying",
+          "designs",
+          "incorporate",
+          "For",
+          "enable",
+          "optimize",
+          "hardware",
+          "infrastructure",
+          "generative",
+          "agentic",
+          "AI",
+          "LLM",
+          "training",
+          "deployment",
+          "They",
+          "foundation",
+          "model",
+          "enterprise",
+          "developers",
+          "fine",
+          "tuning",
+          "models",
+          "services",
+          "end",
+          "users",
+          "collaboration",
+          "integrator",
+          "choice",
+          "tune",
+          "build",
+          "applications",
+          "depth",
+          "quality",
+          "design",
+          "support",
+          "improving",
+          "time",
+          "market",
+          "maintaining",
+          "level",
+          "customer",
+          "satisfaction",
+          "fostering",
+          "relationships",
+          "encourage",
+          "generation",
+          "products",
+          "platform",
+          "To",
+          "development",
+          "optimized",
+          "seek",
+          "establish",
+          "maintain",
+          "strong",
+          "community",
+          "Engineering",
+          "personnel",
+          "engage",
+          "promote",
+          "discuss",
+          "ascertain",
+          "individual",
+          "requirements",
+          "solve",
+          "problems",
+          "developer",
+          "program",
+          "supports",
+          "frameworks",
+          "SDKs",
+          "APIs",
+          "game",
+          "titles",
+          "Deep",
+          "Learning",
+          "Institute",
+          "person",
+          "online",
+          "industries",
+          "organizations",
+          "world",
+          "accelerated",
+          "leverage"
+        ],
+        "keywords": [
+          "Sales",
+          "Marketing",
+          "Partners"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "19c9901e-2159-53a7-8e5f-829c8019b4b2",
+      "type": "text",
+      "content": "Our computing platforms serve a diverse set of markets such as data centers, gaming, professional visualization, and automotive. Our desktop gaming products typically see stronger revenue in the second half of our fiscal year. Historical seasonality trends may not repeat.",
+      "path": "2026-Annual-Report-Web.pdf/Part I_2/Item 1. Business/Seasonality",
+      "metadata": {
+        "length": 272,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Our",
+          "computing",
+          "platforms",
+          "serve",
+          "diverse",
+          "set",
+          "markets",
+          "data",
+          "centers",
+          "gaming",
+          "professional",
+          "visualization",
+          "automotive",
+          "desktop",
+          "products",
+          "typically",
+          "stronger",
+          "revenue",
+          "half",
+          "fiscal",
+          "year",
+          "Historical",
+          "seasonality",
+          "trends",
+          "repeat"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "3263b687-ff7b-5ff0-844c-87e2673052b0",
+      "type": "text",
+      "content": "We utilize a fabless and contracting manufacturing strategy, whereby we employ and partner with key suppliers for all phases of the manufacturing process, including wafer fabrication, assembly, testing, and packaging. We use the expertise of industry-leading suppliers that are certified by the International Organization for Standardization in such areas as fabrication, assembly, quality control and assurance, reliability, and testing. Additionally, we can avoid many of the significant costs and risks associated with owning and operating manufacturing operations. While we may directly procure certain raw materials used in the production of our products, such as memory, substrates, and a variety of components, our suppliers are responsible for procurement of most raw materials used in the production of our products. As a result, we can focus our resources on product design, quality assurance, marketing, and customer support. In periods of growth, we may place non-cancellable inventory orders for certain product components in advance of our historical lead times, pay premiums, or provide deposits to secure future supply and capacity and may need to continue to do so.\nWe have expanded our supplier relationships to build redundancy and resilience in our operations to provide long-term manufacturing capacity aligned with growing customer demand. While currently our supply chain is mainly concentrated in Asia, we are expanding into the U.S. and Latin America. We utilize foundries, such as Taiwan Semiconductor Manufacturing Company Limited, or TSMC, and Samsung Electronics Co., Ltd., or Samsung, to produce our semiconductor wafers. We purchase memory from SK Hynix Inc., Micron Technology, Inc., and Samsung. We utilize CoWoS technology for semiconductor packaging. We engage with independent subcontractors and contract manufacturers such as Hon Hai Precision Industry Co., Ltd., Wistron Corporation, and Fabrinet to perform assembly, testing and packaging of our final products.",
+      "path": "2026-Annual-Report-Web.pdf/Part I_2/Item 1. Business/Manufacturing",
+      "metadata": {
+        "length": 2000,
+        "summary": "The company uses a fabless and contracting manufacturing strategy, partnering with key suppliers for wafer fabrication, assembly, testing, and packaging. This approach avoids costs and risks of owning manufacturing operations, allowing focus on design, quality, marketing, and support. The supply chain is mainly in Asia but expanding to the U.S. and Latin America, with suppliers like TSMC, Samsung, SK Hynix, Micron, Hon Hai, Wistron, and Fabrinet.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "We",
+          "utilize",
+          "fabless",
+          "contracting",
+          "manufacturing",
+          "strategy",
+          "employ",
+          "partner",
+          "key",
+          "suppliers",
+          "phases",
+          "process",
+          "including",
+          "wafer",
+          "fabrication",
+          "assembly",
+          "testing",
+          "packaging",
+          "expertise",
+          "industry",
+          "leading",
+          "certified",
+          "International",
+          "Organization",
+          "Standardization",
+          "areas",
+          "quality",
+          "control",
+          "assurance",
+          "reliability",
+          "Additionally",
+          "avoid",
+          "significant",
+          "costs",
+          "risks",
+          "owning",
+          "operating",
+          "operations",
+          "While",
+          "directly",
+          "procure",
+          "raw",
+          "materials",
+          "production",
+          "products",
+          "memory",
+          "substrates",
+          "variety",
+          "components",
+          "responsible",
+          "procurement",
+          "As",
+          "result",
+          "focus",
+          "resources",
+          "product",
+          "design",
+          "marketing",
+          "customer",
+          "support",
+          "In",
+          "periods",
+          "growth",
+          "place",
+          "cancellable",
+          "inventory",
+          "orders",
+          "advance",
+          "historical",
+          "lead",
+          "times",
+          "pay",
+          "premiums",
+          "provide",
+          "deposits",
+          "secure",
+          "future",
+          "supply",
+          "capacity",
+          "continue",
+          "expanded",
+          "supplier",
+          "relationships",
+          "build",
+          "redundancy",
+          "resilience",
+          "long",
+          "term",
+          "aligned",
+          "growing",
+          "demand",
+          "chain",
+          "concentrated",
+          "Asia",
+          "expanding",
+          "Latin",
+          "America",
+          "foundries",
+          "Taiwan",
+          "Semiconductor",
+          "Manufacturing",
+          "Company",
+          "Limited",
+          "TSMC",
+          "Samsung",
+          "Electronics",
+          "Co",
+          "Ltd",
+          "produce",
+          "semiconductor",
+          "wafers",
+          "purchase",
+          "SK",
+          "Hynix",
+          "Inc",
+          "Micron",
+          "Technology",
+          "CoWoS",
+          "technology",
+          "engage",
+          "independent",
+          "subcontractors",
+          "contract",
+          "manufacturers",
+          "Hon",
+          "Hai",
+          "Precision",
+          "Industry",
+          "Wistron",
+          "Corporation",
+          "Fabrinet",
+          "perform",
+          "final"
+        ],
+        "keywords": [
+          "Fabless",
+          "Supply Chain",
+          "Manufacturing"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "538fe95b-437a-50b6-af30-473f34bfa62e",
+      "type": "text",
+      "content": "The market for our products is intensely competitive and is characterized by rapid technological change and evolving industry standards. We believe that the principal competitive factors in this market are performance, breadth of product offerings, access to customers and partners and distribution channels, software support, conformity to industry standard APIs, manufacturing capabilities, processor pricing, and total system costs. We believe that our ability to remain competitive will depend on how well we are able to anticipate the features and functions that customers and partners will demand and whether we are able to deliver consistent volumes of our products at acceptable levels of quality and at competitive prices. We expect competition to increase from both existing competitors and new market entrants with products that may be lower priced than ours or may provide better performance or additional features not provided by our products. In addition, it is possible that new competitors or alliances among competitors could emerge and acquire significant market share.\nA significant source of competition comes from companies that provide or intend to provide GPUs, CPUs, DPUs, embedded SoCs, and other accelerated, AI computing processor products, and providers of semiconductor-based high-performance interconnect products based on InfiniBand, Ethernet, Fibre Channel, and proprietary technologies. Some of our competitors may have greater marketing, financial, distribution and manufacturing resources than we do and may be more able to adapt to customers or technological changes. We expect an increasingly competitive environment in the future.\nOur current competitors include:\n- suppliers and licensors of hardware and software for discrete and integrated GPUs, custom chips and other accelerated computing solutions, including solutions offered for AI, such as Advanced Micro Devices, Inc., or AMD, Huawei Technologies Co. Ltd., or Huawei, and Intel Corporation, or Intel;\n- large cloud services companies with internal teams designing hardware and software that incorporate accelerated or AI computing functionality as part of their internal solutions or platforms, such as Alibaba Group, Alphabet Inc., Amazon, Inc., or Amazon, Baidu, Inc., Huawei, and Microsoft Corporation, or Microsoft;\n- suppliers of Arm-based CPUs and companies that incorporate hardware and software for CPUs as part of their internal solutions or platforms, such as Amazon, Huawei, and Microsoft;\n- suppliers of hardware and software for SoC products that are used in servers or embedded into automobiles, autonomous machines, and gaming devices, such as Ambarella, Inc., AMD, Broadcom, Intel, Qualcomm Incorporated, Renesas Electronics Corporation, and Samsung, or companies with internal teams designing SoC products for their own products and services, such as Tesla, Inc.; and\n- networking products consisting of switches, network adapters (including DPUs), and cable solutions (including optical modules) include such as AMD, Arista Networks, Broadcom, Cisco Systems, Inc., Hewlett Packard Enterprise Company, Huawei, Intel, Lumentum Holdings Inc., and Marvell Technology, Inc, as well as internal teams of system vendors and large cloud services companies.",
+      "path": "2026-Annual-Report-Web.pdf/Part I_2/Item 1. Business/Competition",
+      "metadata": {
+        "length": 3264,
+        "summary": "The market is intensely competitive with rapid technological change. Key competitive factors include performance, product breadth, distribution, and pricing. Competitors include AMD, Intel, Huawei, and large cloud companies like Amazon and Microsoft, offering GPUs, CPUs, DPUs, and networking products. The company expects increased competition from new entrants and alliances.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "The",
+          "market",
+          "products",
+          "intensely",
+          "competitive",
+          "characterized",
+          "rapid",
+          "technological",
+          "change",
+          "evolving",
+          "industry",
+          "standards",
+          "We",
+          "principal",
+          "factors",
+          "performance",
+          "breadth",
+          "product",
+          "offerings",
+          "access",
+          "customers",
+          "partners",
+          "distribution",
+          "channels",
+          "software",
+          "support",
+          "conformity",
+          "standard",
+          "APIs",
+          "manufacturing",
+          "capabilities",
+          "processor",
+          "pricing",
+          "total",
+          "system",
+          "costs",
+          "ability",
+          "remain",
+          "depend",
+          "anticipate",
+          "features",
+          "functions",
+          "demand",
+          "deliver",
+          "consistent",
+          "volumes",
+          "acceptable",
+          "levels",
+          "quality",
+          "prices",
+          "expect",
+          "competition",
+          "increase",
+          "existing",
+          "competitors",
+          "entrants",
+          "lower",
+          "priced",
+          "provide",
+          "additional",
+          "provided",
+          "In",
+          "addition",
+          "alliances",
+          "emerge",
+          "acquire",
+          "significant",
+          "share",
+          "source",
+          "companies",
+          "intend",
+          "GPUs",
+          "CPUs",
+          "DPUs",
+          "embedded",
+          "SoCs",
+          "accelerated",
+          "AI",
+          "computing",
+          "providers",
+          "semiconductor",
+          "based",
+          "high",
+          "interconnect",
+          "InfiniBand",
+          "Ethernet",
+          "Fibre",
+          "Channel",
+          "proprietary",
+          "technologies",
+          "Some",
+          "greater",
+          "marketing",
+          "financial",
+          "resources",
+          "adapt",
+          "increasingly",
+          "environment",
+          "future",
+          "Our",
+          "current",
+          "include",
+          "suppliers",
+          "licensors",
+          "hardware",
+          "discrete",
+          "integrated",
+          "custom",
+          "chips",
+          "solutions",
+          "including",
+          "offered",
+          "Advanced",
+          "Micro",
+          "Devices",
+          "Inc",
+          "AMD",
+          "Huawei",
+          "Technologies",
+          "Co",
+          "Ltd",
+          "Intel",
+          "Corporation",
+          "large",
+          "cloud",
+          "services",
+          "internal",
+          "teams",
+          "designing",
+          "incorporate",
+          "functionality",
+          "part",
+          "platforms",
+          "Alibaba",
+          "Group",
+          "Alphabet",
+          "Amazon",
+          "Baidu",
+          "Microsoft",
+          "Arm",
+          "SoC",
+          "servers",
+          "automobiles",
+          "autonomous",
+          "machines",
+          "gaming",
+          "devices",
+          "Ambarella",
+          "Broadcom",
+          "Qualcomm",
+          "Incorporated",
+          "Renesas",
+          "Electronics",
+          "Samsung",
+          "Tesla",
+          "networking",
+          "consisting",
+          "switches",
+          "network",
+          "adapters",
+          "cable",
+          "optical",
+          "modules",
+          "Arista",
+          "Networks",
+          "Cisco",
+          "Systems",
+          "Hewlett",
+          "Packard",
+          "Enterprise",
+          "Company",
+          "Lumentum",
+          "Holdings",
+          "Marvell",
+          "Technology",
+          "vendors"
+        ],
+        "keywords": [
+          "Competition",
+          "GPU",
+          "AI"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "404fac8b-d123-5ce0-b2f4-153c1d0d4a5b",
+      "type": "text",
+      "content": "We rely primarily on a combination of patents, trademarks, trade secrets, employee and third-party nondisclosure agreements, and licensing arrangements to protect our IP in the United States and internationally. Our currently issued patents have expiration dates from March 2026 to June 2045. We have numerous patents issued, allowed, and pending in the United States and in foreign jurisdictions. Our patents and pending patent applications primarily relate to our products and the technology used in connection with our products. We also rely on international treaties, organizations, and foreign laws to protect our IP. The laws of certain foreign countries in which our products are or may be manufactured or sold, including various countries in Asia, may not protect our products or IP rights to the same extent as the laws of the United States. This decreased protection makes the possibility of piracy of our technology and products more likely. We continuously assess whether and where to seek formal protection for innovations and technologies based on such factors as:\n• the location in which our products are manufactured;\n• our strategic technology or product directions in different countries;\n• the degree to which IP laws exist and are meaningfully enforced in different jurisdictions; and\n- the commercial significance of our operations and our competitors' operations in particular countries and regions.\nWe have licensed technology from third parties and expect to continue entering such license agreements.",
+      "path": "2026-Annual-Report-Web.pdf/Part I_2/Item 1. Business/Patents and Proprietary Rights",
+      "metadata": {
+        "length": 1525,
+        "summary": "The company protects its intellectual property through patents, trademarks, trade secrets, nondisclosure agreements, and licensing. Patents expire between 2026 and 2045. Protection varies internationally, especially in Asia, increasing piracy risk. They assess protection based on manufacturing locations, strategic directions, IP law enforcement, and commercial significance. They also license technology from third parties.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "We",
+          "rely",
+          "primarily",
+          "combination",
+          "patents",
+          "trademarks",
+          "trade",
+          "secrets",
+          "employee",
+          "party",
+          "nondisclosure",
+          "agreements",
+          "licensing",
+          "arrangements",
+          "protect",
+          "IP",
+          "United",
+          "States",
+          "internationally",
+          "Our",
+          "issued",
+          "expiration",
+          "dates",
+          "March",
+          "2026",
+          "June",
+          "2045",
+          "numerous",
+          "allowed",
+          "pending",
+          "foreign",
+          "jurisdictions",
+          "patent",
+          "applications",
+          "relate",
+          "products",
+          "technology",
+          "connection",
+          "international",
+          "treaties",
+          "organizations",
+          "laws",
+          "The",
+          "countries",
+          "manufactured",
+          "sold",
+          "including",
+          "Asia",
+          "rights",
+          "extent",
+          "This",
+          "decreased",
+          "protection",
+          "makes",
+          "possibility",
+          "piracy",
+          "continuously",
+          "assess",
+          "seek",
+          "formal",
+          "innovations",
+          "technologies",
+          "based",
+          "factors",
+          "location",
+          "strategic",
+          "product",
+          "directions",
+          "degree",
+          "exist",
+          "meaningfully",
+          "enforced",
+          "commercial",
+          "significance",
+          "operations",
+          "competitors",
+          "regions",
+          "licensed",
+          "parties",
+          "expect",
+          "continue",
+          "entering",
+          "license"
+        ],
+        "keywords": [
+          "patents",
+          "trademarks",
+          "trade secrets"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "563a5b13-07c3-5f5e-b60e-3680434c2700",
+      "type": "text",
+      "content": "Our worldwide business activities are subject to various laws, rules, and regulations of the United States as well as of foreign governments.\nOver the past three years, we have been subject to a series of shifting and expanding export control restrictions, impacting our ability to serve customers outside the United States.\nIn August 2022, the U.S. government, or USG, announced export restrictions and export licensing requirements targeting China's semiconductor and supercomputing industries. These restrictions impacted exports of certain chips, as well as software, hardware, equipment and technology used to develop, produce and manufacture certain chips to China (including Hong Kong and Macau) and Russia, and specifically impact our A100 and H100 integrated circuits, DGX or any other systems or boards which incorporate A100 or H100 integrated circuits. In July 2023, the USG also informed us of an additional licensing requirement for a subset of A100 and H100 products destined to certain customers and other regions, including some countries in the Middle East.\nIn October 2023, the USG announced new and updated licensing requirements for exports to China and Country Groups D:1, D:4, and D:5 (including but not limited to Saudi Arabia, the United Arab Emirates, and Vietnam, but excluding Israel) of our products exceeding certain performance thresholds, including, but not limited to, the A100, A800, H100, H800, L4, L40, L40S RTX 4090, GB200 NVL72, and B200. The licensing requirements also apply to the export of products exceeding certain performance thresholds to a party headquartered in, or with an ultimate parent headquartered in, Country Group D5, including China.\nIn April 2025, the USG informed us that it requires a license for export to China (including Hong Kong and Macau) and D:5 countries, or to companies headquartered or with an ultimate parent therein, of our H2O integrated circuits and any other circuits achieving the H2O's memory bandwidth, interconnect bandwidth, or combination thereof. As a result of these requirements, we incurred a \\$4.5 billion charge in the first quarter of fiscal year 2026 associated with H2O for excess inventory and purchase obligations, as the demand for H2O products diminished.\nIn August 2025, the USG granted licenses that would allow us to ship certain H2O products to certain China-based customers. We generated approximately \\$60 million in H2O revenue under those licenses. USG officials expressed an expectation that the USG will receive 15% or more of the revenue generated from licensed sales of our products, but the USG did not publish a regulation codifying such requirement.\nIn February 2026, the USG granted a license that would allow us to ship small amounts of H200 products to specific China-based customers. To date, we have not generated any revenue under the H200 licensing program, and do not yet know whether any imports will be allowed into China. The license requires that the H200s go through an inspection process in the United States prior to any shipment to the customer. As a result, any H200 shipped under the new licensing program will be subject to a 25% tariff upon importation into the United States.\nIn the event that we are able to sell licensed products into the China market, we may not be able to pass along all or any of the tariff to our customers, and may be subject to litigation, increased costs, and a harmed competitive position.\nThe export controls applicable to China are complex and address a variety of parameters, including the total processing performance of a chip, the “performance density” of a chip, the interconnect bandwidth of a chip, and the memory bandwidth of a chip. Under the current rules and geopolitical landscape, we are unable to create and deliver a competitive product for China’s data center market that receives approval from both the USG and the Chinese government. As of the end of fiscal year 2026, we were effectively foreclosed from competing in China's data center computing/compute market, and our effective foreclosure from the China market helped our competitors build larger developer and customer ecosystems to challenge us worldwide. Unless we are able to return with a product that meets the approval of both the USG and the Chinese government, our lost opportunity and the benefit to our competitors will have a material and adverse impact on our business, operating results, and financial condition.\nIn addition to controls targeting D:1, D:4 and D:5 countries, the USG has also imposed worldwide export controls impacting our products, and may impose additional controls in the future.\nIn January 2025, the USG published the AI Diffusion IFR in the Federal Register. The IFR would have imposed a worldwide licensing requirement on our data center products, such as our H200, GB200 and GB300. The AI Diffusion IFR would have divided the world into three tiers, relegating most countries to “Tier 2” status, and would have created a complex and burdensome scheme for licensing approvals.\nIn May 2025, the USG announced that it would rescind the AI Diffusion IFR and implement a replacement rule. The scope, timing, and requirements of the forthcoming rule remain uncertain. The replacement rule may impose new restrictions on our products or operations and/or add license requirements that could have a material impact on our business, operating results, and financial condition. For example, in October 2025, the Senate passed the “GAIN AI Act” in the NDAA. The GAIN AI Act would restrict the Trump Administration’s ability to adapt the Biden Administration’s export control rules, and could also allow private U.S. persons to review and overturn licensing and foreign policy decisions made by the Trump Administration.\nOur competitive position has been harmed by export controls, and our competitive position and future results will be further harmed, over the long term, if the restrictions remain in place or are expanded in geographic, customer, or product scope, if customers purchase product from competitors, if customers develop their own internal solution, if we are unable to provide contractual warranty or other extended service obligations, if the USG does not grant licenses in a timely manner or denies licenses to significant customers or if we incur significant transition costs.\nThe licensing process may not be resolved before significant business opportunities evaporate. Even if the USG grants any requested licenses, the licenses have already and may in the future be temporary, impose burdensome conditions regarding the installation, maintenance, and use of such products, or include financial or economic requirements that we or our customers or end users cannot or choose not to fulfill. The licensing requirements have already and may in the future benefit certain of our competitors, as the licensing process will make our pre-sale and post-sale technical support efforts more cumbersome and less certain and encourage customers in China, the Middle East, and other regions to pursue alternatives to our products, including semiconductor suppliers based in China, Europe, and Israel.\nAdditionally, restrictions imposed by the Chinese government on the duration of gaming activities and access to games may adversely affect our Gaming revenue, and even if we are able to participate in the China data center compute market, increased oversight of digital platform companies may adversely affect our Data Center revenue. The Chinese government has encouraged customers to purchase from our China-based competitors and discouraged customers from purchasing, importing, or using our data center products, including any China-specific product designed to comply with U.S. export controls.\nWhile we work to enhance the resiliency and redundancy of our supply chain, which is currently concentrated in Asia, new and existing export controls or changes to existing export controls could limit alternative manufacturing locations and negatively impact our business. Refer to “Item 1A. Risk Factors – Risks Related to Regulatory, Legal, Our Stock, and Other Matters” for a discussion of this potential impact.\nCompliance with laws, rules, and regulations has not otherwise had a material effect upon our capital expenditures, results of operations, or competitive position and we do not currently anticipate material capital expenditures for environmental control facilities. Compliance with existing or future governmental regulations, including, but not limited to, those pertaining to IP ownership and infringement, taxes, import and export requirements and tariffs, anti-corruption, business acquisitions, foreign exchange controls and cash repatriation restrictions, data privacy requirements, competition and antitrust, advertising, employment, product regulations, cybersecurity, environmental, health and safety requirements, the responsible use of AI, climate change, cryptocurrency, and consumer laws, could further increase our costs, impact our competitive position, and otherwise may have a material adverse impact on our business, financial condition and results of operations in subsequent periods. Refer to “Item 1A. Risk Factors” for a discussion of these potential impacts.",
+      "path": "2026-Annual-Report-Web.pdf/Part I_2/Item 1. Business/Government Regulations",
+      "metadata": {
+        "length": 9269,
+        "summary": "The passage details the impact of shifting US export controls on a company's business, particularly targeting China's semiconductor and supercomputing industries. Key events include restrictions on A100 and H100 products in 2022, expanded licensing requirements in 2023 and 2025, and a $4.5 billion charge for H2O inventory. The company faces foreclosure from China's data center market, harming its competitive position. Additional worldwide controls, like the AI Diffusion IFR, add uncertainty. Compliance with various regulations may increase costs and affect financial results.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Our",
+          "worldwide",
+          "business",
+          "activities",
+          "subject",
+          "laws",
+          "rules",
+          "regulations",
+          "United",
+          "States",
+          "foreign",
+          "governments",
+          "Over",
+          "past",
+          "years",
+          "series",
+          "shifting",
+          "expanding",
+          "export",
+          "control",
+          "restrictions",
+          "impacting",
+          "ability",
+          "serve",
+          "customers",
+          "In",
+          "August",
+          "2022",
+          "government",
+          "USG",
+          "announced",
+          "licensing",
+          "requirements",
+          "targeting",
+          "China",
+          "semiconductor",
+          "supercomputing",
+          "industries",
+          "These",
+          "impacted",
+          "exports",
+          "chips",
+          "software",
+          "hardware",
+          "equipment",
+          "technology",
+          "develop",
+          "produce",
+          "manufacture",
+          "including",
+          "Hong",
+          "Kong",
+          "Macau",
+          "Russia",
+          "specifically",
+          "impact",
+          "A100",
+          "H100",
+          "integrated",
+          "circuits",
+          "DGX",
+          "systems",
+          "boards",
+          "incorporate",
+          "July",
+          "2023",
+          "informed",
+          "additional",
+          "requirement",
+          "subset",
+          "products",
+          "destined",
+          "regions",
+          "countries",
+          "Middle",
+          "East",
+          "October",
+          "updated",
+          "Country",
+          "Groups",
+          "limited",
+          "Saudi",
+          "Arabia",
+          "Arab",
+          "Emirates",
+          "Vietnam",
+          "excluding",
+          "Israel",
+          "exceeding",
+          "performance",
+          "thresholds",
+          "A800",
+          "H800",
+          "L4",
+          "L40",
+          "L40S",
+          "RTX",
+          "4090",
+          "GB200",
+          "NVL72",
+          "B200",
+          "The",
+          "apply",
+          "party",
+          "headquartered",
+          "ultimate",
+          "parent",
+          "Group",
+          "D5",
+          "April",
+          "2025",
+          "requires",
+          "license",
+          "companies",
+          "H2O",
+          "achieving",
+          "memory",
+          "bandwidth",
+          "interconnect",
+          "combination",
+          "thereof",
+          "As",
+          "result",
+          "incurred",
+          "4.5",
+          "billion",
+          "charge",
+          "quarter",
+          "fiscal",
+          "year",
+          "2026",
+          "excess",
+          "inventory",
+          "purchase",
+          "obligations",
+          "demand",
+          "diminished",
+          "granted",
+          "licenses",
+          "ship",
+          "based",
+          "We",
+          "generated",
+          "approximately",
+          "60",
+          "million",
+          "revenue",
+          "officials",
+          "expressed",
+          "expectation",
+          "receive",
+          "15%",
+          "licensed",
+          "sales",
+          "publish",
+          "regulation",
+          "codifying",
+          "February",
+          "small",
+          "amounts",
+          "H200",
+          "specific",
+          "To",
+          "date",
+          "program",
+          "imports",
+          "allowed",
+          "H200s",
+          "inspection",
+          "process",
+          "prior",
+          "shipment",
+          "customer",
+          "shipped",
+          "25%",
+          "tariff",
+          "importation",
+          "event",
+          "sell",
+          "market",
+          "pass",
+          "litigation",
+          "increased",
+          "costs",
+          "harmed",
+          "competitive",
+          "position",
+          "controls",
+          "applicable",
+          "complex",
+          "address",
+          "variety",
+          "parameters",
+          "total",
+          "processing",
+          "chip",
+          "density",
+          "Under",
+          "current",
+          "geopolitical",
+          "landscape",
+          "unable",
+          "create",
+          "deliver",
+          "product",
+          "data",
+          "center",
+          "receives",
+          "approval",
+          "Chinese",
+          "end",
+          "effectively",
+          "foreclosed",
+          "competing",
+          "computing",
+          "compute",
+          "effective",
+          "foreclosure",
+          "helped",
+          "competitors",
+          "build",
+          "larger",
+          "developer",
+          "ecosystems",
+          "challenge",
+          "Unless",
+          "return",
+          "meets",
+          "lost",
+          "opportunity",
+          "benefit",
+          "material",
+          "adverse",
+          "operating",
+          "results",
+          "financial",
+          "condition",
+          "addition",
+          "imposed",
+          "impose",
+          "future",
+          "January",
+          "published",
+          "AI",
+          "Diffusion",
+          "IFR",
+          "Federal",
+          "Register",
+          "GB300",
+          "divided",
+          "world",
+          "tiers",
+          "relegating",
+          "Tier",
+          "status",
+          "created",
+          "burdensome",
+          "scheme",
+          "approvals",
+          "May",
+          "rescind",
+          "implement",
+          "replacement",
+          "rule",
+          "scope",
+          "timing",
+          "forthcoming",
+          "remain",
+          "uncertain",
+          "operations",
+          "add",
+          "For",
+          "Senate",
+          "passed",
+          "GAIN",
+          "Act",
+          "NDAA",
+          "restrict",
+          "Trump",
+          "Administration",
+          "adapt",
+          "Biden",
+          "private",
+          "persons",
+          "review",
+          "overturn",
+          "policy",
+          "decisions",
+          "made",
+          "long",
+          "term",
+          "place",
+          "expanded",
+          "geographic",
+          "internal",
+          "solution",
+          "provide",
+          "contractual",
+          "warranty",
+          "extended",
+          "service",
+          "grant",
+          "timely",
+          "manner",
+          "denies",
+          "significant",
+          "incur",
+          "transition",
+          "resolved",
+          "opportunities",
+          "evaporate",
+          "Even",
+          "grants",
+          "requested",
+          "temporary",
+          "conditions",
+          "installation",
+          "maintenance",
+          "include",
+          "economic",
+          "users",
+          "choose",
+          "fulfill",
+          "make",
+          "pre",
+          "sale",
+          "post",
+          "technical",
+          "support",
+          "efforts",
+          "cumbersome",
+          "encourage",
+          "pursue",
+          "alternatives",
+          "suppliers",
+          "Europe",
+          "Additionally",
+          "duration",
+          "gaming",
+          "access",
+          "games",
+          "adversely",
+          "affect",
+          "Gaming",
+          "participate",
+          "oversight",
+          "digital",
+          "platform",
+          "Data",
+          "Center",
+          "encouraged",
+          "discouraged",
+          "purchasing",
+          "importing",
+          "designed",
+          "comply",
+          "While",
+          "work",
+          "enhance",
+          "resiliency",
+          "redundancy",
+          "supply",
+          "chain",
+          "concentrated",
+          "Asia",
+          "existing",
+          "limit",
+          "alternative",
+          "manufacturing",
+          "locations",
+          "negatively",
+          "Refer",
+          "Item",
+          "1A",
+          "Risk",
+          "Factors",
+          "Risks",
+          "Related",
+          "Regulatory",
+          "Legal",
+          "Stock",
+          "Other",
+          "Matters",
+          "discussion",
+          "potential",
+          "Compliance",
+          "effect",
+          "capital",
+          "expenditures",
+          "anticipate",
+          "environmental",
+          "facilities",
+          "governmental",
+          "pertaining",
+          "IP",
+          "ownership",
+          "infringement",
+          "taxes",
+          "import",
+          "tariffs",
+          "anti",
+          "corruption",
+          "acquisitions",
+          "exchange",
+          "cash",
+          "repatriation",
+          "privacy",
+          "competition",
+          "antitrust",
+          "advertising",
+          "employment",
+          "cybersecurity",
+          "health",
+          "safety",
+          "responsible",
+          "climate",
+          "change",
+          "cryptocurrency",
+          "consumer",
+          "increase",
+          "subsequent",
+          "periods",
+          "impacts"
+        ],
+        "keywords": [
+          "export controls",
+          "USG regulations",
+          "China market"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "410e5e54-bc48-5ba0-85cf-886552723035",
+      "type": "text",
+      "content": "As of the end of fiscal year 2026, we had approximately 42,000 employees in 38 countries; 31,000 were engaged in research and development and 11,000 were engaged in sales, marketing, operations, and administrative positions.\nTo execute our business strategy successfully, we focus on recruiting, developing, and retaining top global talent.\nWithin our workforce, more than 80 percent have technical roles and more than half of the workforce hold an advanced degree. Our employees also help to surface top talent, with over 40 percent of our new hires in fiscal year 2026 coming from employee referrals. In fiscal year 2026, our turnover rate was 3.7 percent.\nWe invest in employee development through on-the-job trainings and tuition reimbursement programs.\nOur compensation and benefits are designed to reward performance and align employee interests with those of our shareholders through equity participation and comprehensive health and financial wellness programs. We also utilize employee listening systems to gather feedback and maintain an inclusive culture where hiring and promotions are based on merit.",
+      "path": "2026-Annual-Report-Web.pdf/Part I_2/Item 1. Business/Human Capital Management",
+      "metadata": {
+        "length": 1113,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "As",
+          "end",
+          "fiscal",
+          "year",
+          "2026",
+          "approximately",
+          "42",
+          "000",
+          "employees",
+          "38",
+          "countries",
+          "31",
+          "engaged",
+          "research",
+          "development",
+          "11",
+          "sales",
+          "marketing",
+          "operations",
+          "administrative",
+          "positions",
+          "To",
+          "execute",
+          "business",
+          "strategy",
+          "successfully",
+          "focus",
+          "recruiting",
+          "developing",
+          "retaining",
+          "top",
+          "global",
+          "talent",
+          "Within",
+          "workforce",
+          "80",
+          "percent",
+          "technical",
+          "roles",
+          "half",
+          "hold",
+          "advanced",
+          "degree",
+          "Our",
+          "surface",
+          "40",
+          "hires",
+          "coming",
+          "employee",
+          "referrals",
+          "In",
+          "turnover",
+          "rate",
+          "3.7",
+          "We",
+          "invest",
+          "job",
+          "trainings",
+          "tuition",
+          "reimbursement",
+          "programs",
+          "compensation",
+          "benefits",
+          "designed",
+          "reward",
+          "performance",
+          "align",
+          "interests",
+          "shareholders",
+          "equity",
+          "participation",
+          "comprehensive",
+          "health",
+          "financial",
+          "wellness",
+          "utilize",
+          "listening",
+          "systems",
+          "gather",
+          "feedback",
+          "maintain",
+          "inclusive",
+          "culture",
+          "hiring",
+          "promotions",
+          "based",
+          "merit"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "62297b5b-567d-5aec-9805-9d09440ffcd3",
+      "type": "table",
+      "content": "<table><tr><td>Name</td><td>Age</td><td>Position</td></tr><tr><td>Jen-Hsun Huang</td><td>63</td><td>President and Chief Executive Officer</td></tr><tr><td>Colette M. Kress</td><td>58</td><td>Executive Vice President and Chief Financial Officer</td></tr><tr><td>Ajay K. Puri</td><td>71</td><td>Executive Vice President, Worldwide Field Operations</td></tr><tr><td>Debora Shoquist</td><td>71</td><td>Executive Vice President, Operations</td></tr><tr><td>Timothy S. Teter</td><td>59</td><td>Executive Vice President and General Counsel</td></tr></table>",
+      "path": "tables/table-60 Nvidia Executives.html",
+      "metadata": {
+        "length": 550,
+        "summary": "table-61\nThe table lists Nvidia's top executives: Jen-Hsun Huang (CEO, 63), Colette Kress (CFO, 58), Ajay Puri (Field Ops, 71), Debora Shoquist (Ops, 71), and Timothy Teter (General Counsel, 59).",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-60 Nvidia Executives.html",
+        "keywords": [
+          "Nvidia",
+          "Executives",
+          "Ages"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "fc569cf0-cfc4-5938-83a8-e48b066a29f5",
+      "type": "text",
+      "content": "The following sets forth certain information regarding our executive officers, their ages, and positions as of February 20, 2026:\n\n[tables/table-60 Nvidia Executives.html]\n\nJen-Hsun Huang co-founded NVIDIA in 1993 and has served as our President, Chief Executive Officer, and a member of the Board of Directors since our inception. From 1985 to 1993, Mr. Huang was employed at LSI Logic Corporation, a computer chip manufacturer, where he held a variety of positions including as Director of Coreware, the business unit responsible for LSI's SOC. From 1983 to 1985, Mr. Huang was a microprocessor designer for AMD, a semiconductor company. Mr. Huang holds a B.S.E.E. degree from Oregon State University and an M.S.E.E. degree from Stanford University.\nColette M. Kress joined NVIDIA in 2013 as Executive Vice President and Chief Financial Officer. Prior to NVIDIA, Ms. Kress most recently served as Senior Vice President and Chief Financial Officer of the Business Technology and Operations Finance organization at Cisco Systems, Inc., a networking equipment company, since 2010. At Cisco, Ms. Kress was responsible for financial strategy, planning, reporting and business development for all business segments, engineering and operations. From 1997 to 2010 Ms. Kress held a variety of positions at Microsoft, a software company, including, beginning in 2006, Chief Financial Officer of the Server and Tools division, where Ms. Kress was responsible for financial strategy, planning, reporting and business development for the division. Prior to joining Microsoft, Ms. Kress spent eight years at Texas Instruments Incorporated, a semiconductor company, where she held a variety of finance positions. Ms. Kress holds a B.S. degree in Finance from University of Arizona and an M.B.A. degree from Southern Methodist University.\nAjay K. Puri joined NVIDIA in 2005 as Senior Vice President, Worldwide Sales and became Executive Vice President, Worldwide Field Operations in 2009. Prior to NVIDIA, he held positions in sales, marketing, and general management over a 22-year career at Sun Microsystems, Inc., a computing systems company. Mr. Puri previously held marketing, management consulting, and product development positions at Hewlett-Packard, an information technology company, Booz Allen Hamilton Inc., a management and technology consulting company, and Texas Instruments Incorporated. Mr. Puri holds a B.S.E.E. degree from the University of Minnesota, an M.S.E.E. degree from the California Institute of Technology and an M.B.A. degree from Harvard Business School.\nDebora Shoquist joined NVIDIA in 2007 as Senior Vice President of Operations and in 2009 became Executive Vice President of Operations. Prior to NVIDIA, Ms. Shoquist served from 2004 to 2007 as Executive Vice President of Operations at JDS Uniphase Corp., a provider of communications test and measurement solutions and optical products for the telecommunications industry. She served from 2002 to 2004 as Senior Vice President and General Manager of the Electro-Optics business at Coherent, Inc., a manufacturer of commercial and scientific laser equipment. Previously, she worked at Quantum Corp., a data protection company, as President of the Personal Computer Hard Disk Drive Division, and at Hewlett-Packard. Ms. Shoquist holds a B.S. degree in Electrical Engineering from Kansas State University and a B.S. degree in Biology from Santa Clara University.\nTimothy S. Teter joined NVIDIA in 2017 as Senior Vice President, General Counsel and Secretary and became Executive Vice President, General Counsel and Secretary in February 2018. Prior to NVIDIA, Mr. Teter spent more than two decades at the law firm of Cooley LLP, where he focused on litigating patent and technology related matters. Prior to attending law school, he worked as an engineer at Lockheed Missiles and Space Company, an aerospace company. Mr. Teter holds a B.S. degree in Mechanical Engineering from the University of California at Davis and a J.D. degree from Stanford Law School.",
+      "path": "2026-Annual-Report-Web.pdf/Part I_2/Item 1. Business/Information About Our Executive Officers",
+      "metadata": {
+        "length": 4028,
+        "summary": "The passage provides biographical information about NVIDIA's executive officers as of February 20, 2026. It details the roles, career histories, and educational backgrounds of five key executives: Jen-Hsun Huang (co-founder, President, CEO), Colette M. Kress (EVP and CFO), Ajay K. Puri (EVP, Worldwide Field Operations), Debora Shoquist (EVP of Operations), and Timothy S. Teter (EVP, General Counsel and Secretary). Each entry includes prior positions at companies like AMD, LSI Logic, Cisco, Microsoft, Sun Microsystems, and others, along with their academic degrees.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "The",
+          "sets",
+          "information",
+          "executive",
+          "officers",
+          "ages",
+          "positions",
+          "February",
+          "20",
+          "2026",
+          "Jen",
+          "Hsun",
+          "Huang",
+          "founded",
+          "NVIDIA",
+          "1993",
+          "served",
+          "President",
+          "Chief",
+          "Executive",
+          "Officer",
+          "member",
+          "Board",
+          "Directors",
+          "inception",
+          "From",
+          "1985",
+          "Mr",
+          "employed",
+          "LSI",
+          "Logic",
+          "Corporation",
+          "computer",
+          "chip",
+          "manufacturer",
+          "held",
+          "variety",
+          "including",
+          "Director",
+          "Coreware",
+          "business",
+          "unit",
+          "responsible",
+          "SOC",
+          "1983",
+          "microprocessor",
+          "designer",
+          "AMD",
+          "semiconductor",
+          "company",
+          "holds",
+          "degree",
+          "Oregon",
+          "State",
+          "University",
+          "Stanford",
+          "Colette",
+          "Kress",
+          "joined",
+          "2013",
+          "Vice",
+          "Financial",
+          "Prior",
+          "Ms",
+          "recently",
+          "Senior",
+          "Business",
+          "Technology",
+          "Operations",
+          "Finance",
+          "organization",
+          "Cisco",
+          "Systems",
+          "Inc",
+          "networking",
+          "equipment",
+          "2010",
+          "At",
+          "financial",
+          "strategy",
+          "planning",
+          "reporting",
+          "development",
+          "segments",
+          "engineering",
+          "operations",
+          "1997",
+          "Microsoft",
+          "software",
+          "beginning",
+          "2006",
+          "Server",
+          "Tools",
+          "division",
+          "joining",
+          "spent",
+          "years",
+          "Texas",
+          "Instruments",
+          "Incorporated",
+          "finance",
+          "Arizona",
+          "Southern",
+          "Methodist",
+          "Ajay",
+          "Puri",
+          "2005",
+          "Worldwide",
+          "Sales",
+          "Field",
+          "2009",
+          "sales",
+          "marketing",
+          "general",
+          "management",
+          "22",
+          "year",
+          "career",
+          "Sun",
+          "Microsystems",
+          "computing",
+          "systems",
+          "previously",
+          "consulting",
+          "product",
+          "Hewlett",
+          "Packard",
+          "technology",
+          "Booz",
+          "Allen",
+          "Hamilton",
+          "Minnesota",
+          "California",
+          "Institute",
+          "Harvard",
+          "School",
+          "Debora",
+          "Shoquist",
+          "2007",
+          "2004",
+          "JDS",
+          "Uniphase",
+          "Corp",
+          "provider",
+          "communications",
+          "test",
+          "measurement",
+          "solutions",
+          "optical",
+          "products",
+          "telecommunications",
+          "industry",
+          "She",
+          "2002",
+          "General",
+          "Manager",
+          "Electro",
+          "Optics",
+          "Coherent",
+          "commercial",
+          "scientific",
+          "laser",
+          "Previously",
+          "worked",
+          "Quantum",
+          "data",
+          "protection",
+          "Personal",
+          "Computer",
+          "Hard",
+          "Disk",
+          "Drive",
+          "Division",
+          "Electrical",
+          "Engineering",
+          "Kansas",
+          "Biology",
+          "Santa",
+          "Clara",
+          "Timothy",
+          "Teter",
+          "2017",
+          "Counsel",
+          "Secretary",
+          "2018",
+          "decades",
+          "law",
+          "firm",
+          "Cooley",
+          "LLP",
+          "focused",
+          "litigating",
+          "patent",
+          "related",
+          "matters",
+          "attending",
+          "school",
+          "engineer",
+          "Lockheed",
+          "Missiles",
+          "Space",
+          "Company",
+          "aerospace",
+          "Mechanical",
+          "Davis",
+          "Law"
+        ],
+        "keywords": [
+          "executive officers",
+          "NVIDIA",
+          "biographies"
+        ],
+        "connect_to": [
+          {
+            "target": "62297b5b-567d-5aec-9805-9d09440ffcd3",
+            "relation": "embeds",
+            "ref": "[tables/table-60 Nvidia Executives.html]",
+            "position": {
+              "start": 131,
+              "end": 171
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "886de81a-e10b-59d5-a75d-c31c51a0b864",
+      "type": "text",
+      "content": "Our annual reports on Form 10-K, quarterly reports on Form 10-Q, current reports on Form 8-K and, if applicable, amendments to those reports filed or furnished pursuant to Section 13(a) or 15(d) of the Securities Exchange Act of 1934, as amended, or the Exchange Act, are available free of charge on or through our website, http://www.nvidia.com, as soon as reasonably practicable after we electronically file such material with, or furnish it to, the Securities and Exchange Commission, or the SEC. The SEC's website, http://www.sec.gov, contains reports, proxy and information statements, and other information regarding issuers that file electronically with the SEC. Our web site and the information on it or connected to it are not a part of this Annual Report on Form 10-K.",
+      "path": "2026-Annual-Report-Web.pdf/Part I_2/Item 1. Business/Available Information",
+      "metadata": {
+        "length": 778,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Our",
+          "annual",
+          "reports",
+          "Form",
+          "10",
+          "quarterly",
+          "current",
+          "applicable",
+          "amendments",
+          "filed",
+          "furnished",
+          "pursuant",
+          "Section",
+          "13",
+          "15",
+          "Securities",
+          "Exchange",
+          "Act",
+          "1934",
+          "amended",
+          "free",
+          "charge",
+          "website",
+          "http",
+          "www",
+          "nvidia",
+          "practicable",
+          "electronically",
+          "file",
+          "material",
+          "furnish",
+          "Commission",
+          "SEC",
+          "The",
+          "sec",
+          "gov",
+          "proxy",
+          "information",
+          "statements",
+          "issuers",
+          "web",
+          "site",
+          "connected",
+          "part",
+          "Annual",
+          "Report"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "cbdcce98-0094-58c3-b45d-fde8f303125e",
+      "type": "text",
+      "content": "The following risk factors should be considered in addition to the other information in this Annual Report on Form 10-K. The following risks could harm our business, financial condition, results of operations or reputation, which could cause our stock price to decline. Additional risks, trends and uncertainties not presently known to us or that we currently believe are immaterial may also harm our business, financial condition, results of operations or reputation.",
+      "path": "2026-Annual-Report-Web.pdf/Part I_2/Item 1A. Risk Factors",
+      "metadata": {
+        "length": 468,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "The",
+          "risk",
+          "factors",
+          "considered",
+          "addition",
+          "information",
+          "Annual",
+          "Report",
+          "Form",
+          "10",
+          "risks",
+          "harm",
+          "business",
+          "financial",
+          "condition",
+          "results",
+          "operations",
+          "reputation",
+          "stock",
+          "price",
+          "decline",
+          "Additional",
+          "trends",
+          "uncertainties",
+          "presently",
+          "immaterial"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "5c62ad29-e62f-52ba-85c2-dddd20edee37",
+      "type": "text",
+      "content": "",
+      "path": "2026-Annual-Report-Web.pdf/Part I_2/Item 1A. Risk Factors/Risk Factors Summary",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "39080867-9e65-5b4f-91f6-ed2685088241",
+      "type": "text",
+      "content": "• Failure to meet the evolving needs of our industry and markets may adversely impact our financial results.\n- Competition could adversely impact our market share and financial results.",
+      "path": "2026-Annual-Report-Web.pdf/Part I_2/Item 1A. Risk Factors/Risk Factors Summary/Risks Related to Our Industry and Markets",
+      "metadata": {
+        "length": 185,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Failure",
+          "meet",
+          "evolving",
+          "industry",
+          "markets",
+          "adversely",
+          "impact",
+          "financial",
+          "results",
+          "Competition",
+          "market",
+          "share"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "db8e65d1-e3eb-5726-b779-378767928306",
+      "type": "text",
+      "content": "\\- Long manufacturing lead times and uncertain supply and capacity availability, combined with a failure to estimate customer demand accurately has led and could lead to mismatches between supply and demand.\n- Dependency on third-party suppliers and their technology to manufacture, assemble, test, or package our products reduces our control over product quantity and quality, manufacturing yields, and product delivery schedules and could harm our business.\n- Defects in our products have caused and could cause us to incur significant expenses to remediate and could damage our business.",
+      "path": "2026-Annual-Report-Web.pdf/Part I_2/Item 1A. Risk Factors/Risk Factors Summary/Risks Related to Demand, Supply, and Manufacturing",
+      "metadata": {
+        "length": 590,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Long",
+          "manufacturing",
+          "lead",
+          "times",
+          "uncertain",
+          "supply",
+          "capacity",
+          "availability",
+          "combined",
+          "failure",
+          "estimate",
+          "customer",
+          "demand",
+          "accurately",
+          "led",
+          "mismatches",
+          "Dependency",
+          "party",
+          "suppliers",
+          "technology",
+          "manufacture",
+          "assemble",
+          "test",
+          "package",
+          "products",
+          "reduces",
+          "control",
+          "product",
+          "quantity",
+          "quality",
+          "yields",
+          "delivery",
+          "schedules",
+          "harm",
+          "business",
+          "Defects",
+          "caused",
+          "incur",
+          "significant",
+          "expenses",
+          "remediate",
+          "damage"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "c9fe2a41-8893-5e44-b075-6c78894e3ee9",
+      "type": "text",
+      "content": "- Adverse economic conditions may harm our business.\n- International sales and operations are a significant part of our business, which exposes us to risks that could harm our business.\n- Product, system security and data protection incidents or breaches, as well as cyber-attacks could disrupt our operations and adversely affect our financial condition, stock price and reputation.\n• Business disruptions could harm our operations and financial results.\n• Climate change may have a long-term impact on our business.\n• We may not be able to realize the potential benefits of business investments or acquisitions, nor successfully integrate acquisition targets.\n- A significant amount of our revenue stems from a limited number of partners and distributors and we have a concentration of sales to customers who purchase directly or indirectly from us, and our revenue could be adversely affected if we lose or are prevented from selling to any of these customers.\n- Commercial arrangements expose us to counterparty risks, which may negatively impact our business, financial condition, or results of operations.\n• We may be unable to attract, retain, and motivate our executives and key employees.\n- Modification or interruption of our business processes and information systems may disrupt our business and internal controls.\n- Our operating results have in the past fluctuated and may in the future fluctuate, and if our operating results are below the expectations of securities analysts or investors, our stock price could decline.",
+      "path": "2026-Annual-Report-Web.pdf/Part I_2/Item 1A. Risk Factors/Risk Factors Summary/Risks Related to Our Global Operating Business",
+      "metadata": {
+        "length": 1535,
+        "summary": "The passage outlines various business risks including adverse economic conditions, international operations exposure, cybersecurity threats, business disruptions, climate change impacts, acquisition integration challenges, revenue concentration with limited partners, counterparty risks, talent retention issues, information system disruptions, and fluctuating operating results that could affect stock price.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Adverse",
+          "economic",
+          "conditions",
+          "harm",
+          "business",
+          "International",
+          "sales",
+          "operations",
+          "significant",
+          "part",
+          "exposes",
+          "risks",
+          "Product",
+          "system",
+          "security",
+          "data",
+          "protection",
+          "incidents",
+          "breaches",
+          "cyber",
+          "attacks",
+          "disrupt",
+          "adversely",
+          "affect",
+          "financial",
+          "condition",
+          "stock",
+          "price",
+          "reputation",
+          "Business",
+          "disruptions",
+          "results",
+          "Climate",
+          "change",
+          "long",
+          "term",
+          "impact",
+          "We",
+          "realize",
+          "potential",
+          "benefits",
+          "investments",
+          "acquisitions",
+          "successfully",
+          "integrate",
+          "acquisition",
+          "targets",
+          "amount",
+          "revenue",
+          "stems",
+          "limited",
+          "number",
+          "partners",
+          "distributors",
+          "concentration",
+          "customers",
+          "purchase",
+          "directly",
+          "indirectly",
+          "affected",
+          "lose",
+          "prevented",
+          "selling",
+          "Commercial",
+          "arrangements",
+          "expose",
+          "counterparty",
+          "negatively",
+          "unable",
+          "attract",
+          "retain",
+          "motivate",
+          "executives",
+          "key",
+          "employees",
+          "Modification",
+          "interruption",
+          "processes",
+          "information",
+          "systems",
+          "internal",
+          "controls",
+          "Our",
+          "operating",
+          "past",
+          "fluctuated",
+          "future",
+          "fluctuate",
+          "expectations",
+          "securities",
+          "analysts",
+          "investors",
+          "decline"
+        ],
+        "keywords": [
+          "Business Risks",
+          "Operations",
+          "Financial Impact"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "bf9fe9c3-da4c-5087-8378-11e62f97145c",
+      "type": "text",
+      "content": "• We are subject to complex laws, rules, regulations, and political and other actions, including restrictions on the export of our products, which may adversely impact our business.\n- Scrutiny regarding our corporate sustainability practices could result in financial, reputational, or operational harm and liability.\n- Issues relating to the responsible use of our technologies, including AI, may result in reputational or financial harm and liability.\n- Adequately protecting our IP rights could be costly, and our ability to compete could be harmed if we are unsuccessful or if we are prohibited from making or selling our products.\n• We are subject to stringent and changing data privacy and security laws, rules, regulations, and other obligations. These areas could damage our reputation, deter customers, affect product design, or result in legal or regulatory proceedings and liability.\n- Our operating results may be adversely impacted by additional tax liabilities, higher than expected tax rates, changes in tax laws, and other tax-related factors.\n- Our business is exposed to the burden and risks associated with litigation, investigations, and regulatory proceedings.\n- Delaware law, provisions in our governing documents and our agreement with Microsoft could delay or prevent a change in control.",
+      "path": "2026-Annual-Report-Web.pdf/Part I_2/Item 1A. Risk Factors/Risk Factors Summary/Risks Related to Regulatory, Legal, Our Stock, and Other Matters",
+      "metadata": {
+        "length": 1312,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "We",
+          "subject",
+          "complex",
+          "laws",
+          "rules",
+          "regulations",
+          "political",
+          "actions",
+          "including",
+          "restrictions",
+          "export",
+          "products",
+          "adversely",
+          "impact",
+          "business",
+          "Scrutiny",
+          "corporate",
+          "sustainability",
+          "practices",
+          "result",
+          "financial",
+          "reputational",
+          "operational",
+          "harm",
+          "liability",
+          "Issues",
+          "relating",
+          "responsible",
+          "technologies",
+          "AI",
+          "Adequately",
+          "protecting",
+          "IP",
+          "rights",
+          "costly",
+          "ability",
+          "compete",
+          "harmed",
+          "unsuccessful",
+          "prohibited",
+          "making",
+          "selling",
+          "stringent",
+          "changing",
+          "data",
+          "privacy",
+          "security",
+          "obligations",
+          "These",
+          "areas",
+          "damage",
+          "reputation",
+          "deter",
+          "customers",
+          "affect",
+          "product",
+          "design",
+          "legal",
+          "regulatory",
+          "proceedings",
+          "Our",
+          "operating",
+          "results",
+          "impacted",
+          "additional",
+          "tax",
+          "liabilities",
+          "higher",
+          "expected",
+          "rates",
+          "related",
+          "factors",
+          "exposed",
+          "burden",
+          "risks",
+          "litigation",
+          "investigations",
+          "Delaware",
+          "law",
+          "provisions",
+          "governing",
+          "documents",
+          "agreement",
+          "Microsoft",
+          "delay",
+          "prevent",
+          "change",
+          "control"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "0fb251cc-06c9-50bf-9cb1-d26f33f1029d",
+      "type": "text",
+      "content": "",
+      "path": "2026-Annual-Report-Web.pdf/Part I_2/Item 1A. Risk Factors/Risk Factors",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "b5937384-ddd1-51a3-acc6-f82b01b61ff0",
+      "type": "text",
+      "content": "Failure to meet the evolving needs of our industry and markets may adversely impact our financial results.\nOur accelerated computing platforms experience rapid changes in technology, customer requirements, competitive products, and industry standards.\nOur success depends on our ability to:\n- timely identify industry changes, adapt our strategies, and develop new or enhance and maintain existing products and technologies that meet the evolving needs of our markets, including addressing unexpected shifts in industry standards or disruptive technological innovations that could render our products incompatible with those developed by other companies;\n• develop or secure access to new products and technologies through investments in research and development;\n- launch new offerings with new business models including software, services, and cloud solutions, as well as software-, infrastructure-, or platform-as-a-service solutions;\n- expand the ecosystem for our products and technologies;\n- meet evolving and prevailing customer and industry safety, security, reliability expectations, and compliance standards;\n• manage product and software lifecycles to maintain customer and end-user satisfaction;\n• develop, acquire, maintain, and secure access to the internal and external infrastructure needed to scale our business, including sufficient energy for powering data centers using our products, acquisition integrations, customer support, e-commerce, IP licensing capabilities, and cloud service capacity; and\n• complete technical, financial, operational, compliance, sales and marketing investments for the above activities.\nWe have invested in research and development in markets where we have a limited operating history, which may not produce meaningful revenue for several years, if at all. If we fail to develop or monetize new products and technologies, or if they do not become widely adopted, our financial results could be adversely affected. Obtaining design wins may involve a lengthy process and depends on our ability to anticipate and provide features and functionality that customers will demand. They also do not guarantee revenue. Failure to obtain a design win may prevent us from obtaining future design wins in subsequent generations. We cannot ensure that our products and technologies will provide value to our customers and partners. If we fail any of these key success criteria, our financial results may be harmed.\nWe have entered into an intellectual property license arrangement with Groq, Inc., or Groq, that required significant, nonrefundable payments. Successfully incorporating the licensed technology into our architectures and product roadmaps requires significant engineering effort and may not occur on expected timelines or at all. The licensed technology may not achieve the desired results as designed or achieve customer or ecosystem adoption. The economic outcomes of this arrangement depend on our ability to translate the licensed technology into commercially viable products and services over time, and we may be unable to recover the associated costs or realize an adequate return on this spend. If our efforts to use the licensed technology are delayed or unsuccessful, our business, operating results, and financial condition could be negatively impacted.\nWe entered into multi-year cloud service agreements to support our research and development activities. The timing and availability of these cloud services have changed and may continue to shift, impacting our revenue, expenses, and development timelines, and these arrangements may not deliver anticipated benefits. We also offer or plan to offer standalone software solutions, including NVIDIA AI Enterprise, NVIDIA Omniverse, NVIDIA DRIVE, and other software products. These business models or strategies may not be successful, and we may fail to sell any meaningful standalone software or services. We may incur significant costs and may not achieve any significant revenue from these offerings.\nCompetition could adversely impact our market share and financial results.\nOur target markets remain competitive, and competition may intensify with expanding and changing product and service offerings, industry standards, customer and market needs, new entrants and consolidations. Our competitors' products, services and technologies, including those mentioned above in this Annual Report on Form 10-K, may be cheaper or provide better functionality or features than ours, which has resulted and may in the future result in lower-than-expected selling prices or demand for our products. Some of our competitors operate their own fabrication facilities, and have longer operating histories, larger customer bases, more comprehensive IP portfolios and patent protections, more design wins, and greater financial, sales, marketing and distribution resources than we do. These competitors may be able to acquire market share and/or prevent us from doing so, more effectively identify and capitalize upon opportunities in new markets and end-user trends, more quickly transition their products, and impinge on our ability to procure sufficient foundry capacity and scarce input materials during a supply-constrained environment, which could harm our business. Some of our customers have in-house expertise and internal development capabilities similar to some of ours and can use or develop their own solutions to replace those we are providing. For example, others may offer cloud-based services that compete with our AI cloud service offerings, and we may not be able to establish market share sufficient to achieve the scale necessary to meet our business objectives. If we are unable to successfully compete in this environment, demand for our products, services and technologies could decrease, which may negatively impact our business.",
+      "path": "2026-Annual-Report-Web.pdf/Part I_2/Item 1A. Risk Factors/Risk Factors/Risks Related to Our Industry and Markets",
+      "metadata": {
+        "length": 5851,
+        "summary": "The passage discusses risks from rapid technological changes, competition, and evolving customer needs. It highlights the need for timely innovation, R&D investments, and successful product adoption. Challenges include integrating licensed technology from Groq, cloud service agreements, and competition from larger rivals. Failure to adapt or achieve design wins could harm financial results.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Failure",
+          "meet",
+          "evolving",
+          "industry",
+          "markets",
+          "adversely",
+          "impact",
+          "financial",
+          "results",
+          "Our",
+          "accelerated",
+          "computing",
+          "platforms",
+          "experience",
+          "rapid",
+          "technology",
+          "customer",
+          "requirements",
+          "competitive",
+          "products",
+          "standards",
+          "success",
+          "depends",
+          "ability",
+          "timely",
+          "identify",
+          "adapt",
+          "strategies",
+          "develop",
+          "enhance",
+          "maintain",
+          "existing",
+          "technologies",
+          "including",
+          "addressing",
+          "unexpected",
+          "shifts",
+          "disruptive",
+          "technological",
+          "innovations",
+          "render",
+          "incompatible",
+          "developed",
+          "companies",
+          "secure",
+          "access",
+          "investments",
+          "research",
+          "development",
+          "launch",
+          "offerings",
+          "business",
+          "models",
+          "software",
+          "services",
+          "cloud",
+          "solutions",
+          "infrastructure",
+          "platform",
+          "service",
+          "expand",
+          "ecosystem",
+          "prevailing",
+          "safety",
+          "security",
+          "reliability",
+          "expectations",
+          "compliance",
+          "manage",
+          "product",
+          "lifecycles",
+          "end",
+          "user",
+          "satisfaction",
+          "acquire",
+          "internal",
+          "external",
+          "needed",
+          "scale",
+          "sufficient",
+          "energy",
+          "powering",
+          "data",
+          "centers",
+          "acquisition",
+          "integrations",
+          "support",
+          "commerce",
+          "IP",
+          "licensing",
+          "capabilities",
+          "capacity",
+          "complete",
+          "technical",
+          "operational",
+          "sales",
+          "marketing",
+          "activities",
+          "We",
+          "invested",
+          "limited",
+          "operating",
+          "history",
+          "produce",
+          "meaningful",
+          "revenue",
+          "years",
+          "If",
+          "fail",
+          "monetize",
+          "widely",
+          "adopted",
+          "affected",
+          "Obtaining",
+          "design",
+          "wins",
+          "involve",
+          "lengthy",
+          "process",
+          "anticipate",
+          "provide",
+          "features",
+          "functionality",
+          "customers",
+          "demand",
+          "They",
+          "guarantee",
+          "obtain",
+          "win",
+          "prevent",
+          "obtaining",
+          "future",
+          "subsequent",
+          "generations",
+          "ensure",
+          "partners",
+          "key",
+          "criteria",
+          "harmed",
+          "entered",
+          "intellectual",
+          "property",
+          "license",
+          "arrangement",
+          "Groq",
+          "Inc",
+          "required",
+          "significant",
+          "nonrefundable",
+          "payments",
+          "Successfully",
+          "incorporating",
+          "licensed",
+          "architectures",
+          "roadmaps",
+          "requires",
+          "engineering",
+          "effort",
+          "occur",
+          "expected",
+          "timelines",
+          "The",
+          "achieve",
+          "desired",
+          "designed",
+          "adoption",
+          "economic",
+          "outcomes",
+          "depend",
+          "translate",
+          "commercially",
+          "viable",
+          "time",
+          "unable",
+          "recover",
+          "costs",
+          "realize",
+          "adequate",
+          "return",
+          "spend",
+          "efforts",
+          "delayed",
+          "unsuccessful",
+          "condition",
+          "negatively",
+          "impacted",
+          "multi",
+          "year",
+          "agreements",
+          "timing",
+          "availability",
+          "changed",
+          "continue",
+          "shift",
+          "impacting",
+          "expenses",
+          "arrangements",
+          "deliver",
+          "anticipated",
+          "benefits",
+          "offer",
+          "plan",
+          "standalone",
+          "NVIDIA",
+          "AI",
+          "Enterprise",
+          "Omniverse",
+          "DRIVE",
+          "These",
+          "successful",
+          "sell",
+          "incur",
+          "Competition",
+          "market",
+          "share",
+          "target",
+          "remain",
+          "competition",
+          "intensify",
+          "expanding",
+          "changing",
+          "entrants",
+          "consolidations",
+          "competitors",
+          "mentioned",
+          "Annual",
+          "Report",
+          "Form",
+          "10",
+          "cheaper",
+          "resulted",
+          "result",
+          "lower",
+          "selling",
+          "prices",
+          "Some",
+          "operate",
+          "fabrication",
+          "facilities",
+          "longer",
+          "histories",
+          "larger",
+          "bases",
+          "comprehensive",
+          "portfolios",
+          "patent",
+          "protections",
+          "greater",
+          "distribution",
+          "resources",
+          "effectively",
+          "capitalize",
+          "opportunities",
+          "trends",
+          "quickly",
+          "transition",
+          "impinge",
+          "procure",
+          "foundry",
+          "scarce",
+          "input",
+          "materials",
+          "supply",
+          "constrained",
+          "environment",
+          "harm",
+          "house",
+          "expertise",
+          "similar",
+          "replace",
+          "providing",
+          "For",
+          "based",
+          "compete",
+          "establish",
+          "objectives",
+          "successfully",
+          "decrease"
+        ],
+        "keywords": [
+          "competition",
+          "technology",
+          "financial risk"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "8f3faa70-7262-5765-8368-83d07350c408",
+      "type": "text",
+      "content": "Long manufacturing lead times and uncertain supply and capacity availability, combined with a failure to estimate customer demand accurately, has led and could lead to mismatches between supply and demand.\nWe have long manufacturing lead times and build finished products and maintain inventory in advance of anticipated demand. In periods of shortages impacting the semiconductor industry and/or limited supply or capacity in our supply chain, the lead times for certain supply may be extended. We have previously experienced and may continue to experience extended lead times of more than 12 months. To secure future supply and capacity, we have paid premiums, provided deposits, and entered into long-term supply agreements and capacity commitments, which have increased our product costs and this may continue. We may still be unable to secure sufficient commitments for capacity to address our business needs.\nIf we inaccurately estimate demand, or our customers change orders, as we have experienced in the past, we may not be able to reduce our supply commitments in time, at the same rate, or at all. Significant mismatches between supply and demand have varied across our market platforms, resulted in both product shortages and excess inventory, significantly harmed our financial results and could reoccur. If we underestimate demand, and our foundry partners and contract manufacturers are unable to increase production or provide sufficient supply, we may not be able to meet increased customer demand in a timely manner, or at all. Our reputation and customer relationships could be damaged and we could lose revenue and market share. Additionally, since some of our products are part of a complex data center buildout, supply constraints or availability issues with respect to any one component have had and may have a broader revenue impact. For example, our ability to sell certain products has been and could be impeded if components necessary for the finished products are not available from third parties.\nIf we overestimate demand, or if customers cancel or defer orders or choose to purchase from our competitors, we may not be able to utilize on-hand inventory or reduce purchase commitments accordingly. We have had to reduce average selling prices, including due to our channel pricing programs, increase prices for certain of our products as a result of our suppliers' increase in prices, write down our inventory, incur cancellation penalties, and record impairments, and may have to do so in the future. The impact of these risks would be amplified by our non-cancellable and non-returnable purchase orders placed in advance of our historical lead times and could be exacerbated if we need to make changes to the design of future products. These risks have increased and may continue to increase as our purchase obligations and prepaids have grown and are expected to continue to grow and become a greater portion of our total supply. All of these factors may negatively impact our gross margins and financial results.\nFactors that have caused and/or could in the future cause us to underestimate or overestimate demand, and impact the timing and volume of our revenue, include:\n• changes in product development cycles and time to market;\n• competing technologies and competitor product releases, announcements or other actions;\n• changes in business and economic conditions;\n- sudden or sustained government lockdowns or public health issues;\n• rapidly changing technology or customer requirements;\n• the availability of sufficient data center capacity or energy for customers to procure;\n- new product introductions and transitions resulting in less demand for existing products;\n- new or unexpected end-use cases;\n• increase in demand for competitive products;\n• changes in end-user demand;\n• purchasing decisions made, and inventory levels held by, distributors, ODMs, OEMs, system integrators, other channel partners and other third parties;\n- the ability of developers, end customers and other third parties to build, enhance, and maintain accelerated computing applications that leverage our platforms;\n• the demand for accelerated computing, AI-related cloud services, or large language models;\n• changes that impact the ecosystem for the architectures underlying our products and technologies;\n• government actions or changes in governmental policies, such as export controls, increased restrictions on gaming usage, or tariffs;\n- our customers' and partners' ability to secure capital and energy and to build complex datacenter infrastructure timely; and\n• the availability of third-party content on our platforms, such as GeForce NOW.\nThe availability of data centers, energy, and capital to support the buildout of NVIDIA AI infrastructure by our customers and partners is crucial, and any shortage of these and other necessary resources could impact our future revenue and financial performance. Expanding energy capacity to meet demand is a complex, multi-year process involving significant regulatory, technical, and construction challenges. In addition, access to capital can be particularly constrained for less-capitalized companies, which may face difficulties securing financing for large-scale infrastructure projects. These limitations could delay customer and partner deployments or reduce the scale of accelerated computing and AI adoption.\nChallenges in estimating demand could become more pronounced or volatile in the future on both a global and regional basis. Extended lead times may occur if we experience other supply constraints caused by natural disasters, pandemics or other events. Geopolitical tensions in regions where we rely on suppliers, contract manufacturers, and assembly partners that are critical to our supply continuity, could have a material adverse impact on us. Publicly announced intentions by governments or other companies to purchase our products can further complicate our demand estimates, as such announcements are often non-binding and may not result in committed volumes.\nWe continue to increase our supply and capacity purchases with existing and new suppliers to support our demand projections and increasing complexity of our data center products. We expect supply constraints to be a headwind to Gaming in the first quarter of fiscal year 2027 and beyond. We have also entered and may continue to enter into prepaid manufacturing and capacity agreements to supply both current and future products. The increased purchase volumes and integration of new suppliers and contract manufacturers into our supply chain creates more complexity in managing multiple suppliers with variations in production planning, execution and logistics. Our expanding product portfolio and varying component compatibility and quality may lead to increased inventory levels. We have incurred and may in the future incur inventory provisions or impairments if our inventory or supply or capacity commitments exceed demand for our products or demand declines.\nWe are increasing our U.S.-based manufacturing and investing in specialized equipment and processes to support domestic production. We may experience delays or difficulties in scaling production as planned. Our ability to increase manufacturing capabilities will depend on the domestic manufacturing ecosystem's capacity to ramp production supply to the required volume timely. Delays or shortfalls could impact our ability to meet demand.\nProduct transitions are complex and we often ship both new and prior architecture products simultaneously as our channel partners prepare to ship and support new products. We are generally in various stages of transitioning the architectures of our Data Center, Gaming, Professional Visualization, and Automotive products. The computing industry is experiencing a broader and faster launch cadence of accelerated computing platforms to meet a growing and diverse set of AI opportunities. We have introduced a new product and architecture cadence of our Data Center solutions where we seek to complete new computing solutions each year and provide a greater variety of Data Center offerings. The increased frequency of these transitions and the larger number of products and product configurations may magnify the challenges associated with managing our supply and demand which may further create volatility in our revenue. Qualification time for new products, customers anticipating product transitions, and channel partners reducing channel inventory of prior architectures ahead of new product introductions can reduce, or create volatility in, our revenue. Customers may delay adopting new architectures if their data center infrastructure is not ready, which could affect the timing of our revenue. We have experienced and may in the future experience reduced demand for current generation architectures when customers anticipate transitions, and we may be unable to sell multiple product architectures at the same time for current and future architecture transitions. Our financial results have been and may in the future be negatively impacted if we are unable to execute our architectural transitions as planned for any reason. The increased frequency and complexity of newly introduced products could result in unanticipated quality or production issues that could increase the magnitude of inventory provisions, warranty, or other costs or result in product delays. For example, our gross margins in the second quarter of fiscal year 2025 were negatively impacted by inventory provisions for low-yielding Blackwell material.\nWe incur significant engineering development resources for new products, and changes to our product roadmap may impact our ability to develop other products or adequately manage our supply chain cost. Customers may delay purchasing existing products as we increase the frequency of new products or may not be able to adopt our new products as fast as forecasted, both impacting the timing of our revenue and supply chain cost. While we have managed prior product transitions and have sold multiple product architectures at the same time, these transitions are difficult, may impair our ability to predict demand and impact our supply mix, and may cause us to incur additional costs.\nDemand estimates for our products, applications, and services can be incorrect, which may create volatility in our revenue or supply levels. We may not be able to generate significant revenue from them. Because our products may be used in multiple use cases and applications, it is difficult to estimate with any reasonable degree of precision the impact of accelerated computing and AI models on our reported revenue or forecasted demand.\nThe use of our GPUs for new, mercurial, or trendy applications, has impacted and can impact in the future, demand for our products, including by leading to inconsistent spikes and drops in demand. For example, several years ago, our Gaming GPUs began to be used for mining digital currencies, such as Ethereum. It is difficult for us to estimate with any reasonable degree of precision the past or current impact of cryptocurrency mining, or forecast the future impact of cryptocurrency mining, on demand for our products. Volatility in the cryptocurrency market, including new compute technologies, price changes in cryptocurrencies, government cryptocurrency policies and regulations, new cryptocurrency standards and changes in the method of verifying blockchain transactions, has impacted and can in the future impact cryptocurrency mining and demand for our products and can further impact our ability to estimate demand for our products. Changes to cryptocurrency standards and processes including, but not limited to, the Ethereum 2.0 merge in 2022, have reduced and may in the future decrease the usage of GPUs for Ethereum mining. This has created and may in the future create increased aftermarket sales of our GPUs, which could negatively impact retail prices for our GPUs and reduce demand for our new GPUs. In general, our new products or previously sold products may be resold online or on the unauthorized “gray market,” which also makes demand forecasting difficult. Gray market products and reseller marketplaces compete with our new products and distribution channels. Our inability to accurately predict our demand that arises from new use cases may create volatility in our revenue.\nDependency on third-party suppliers and their technology to manufacture, assemble, test, or package our products reduces our control over product quantity and quality, manufacturing yields, and product delivery schedules and could harm our business.\nWe depend on foundries to manufacture our semiconductor wafers using their fabrication equipment and techniques. We do not assemble, test, or package our products, but instead contract with independent subcontractors. These subcontractors assist with procuring components used in our systems, boards, and products. We face risks which have adversely affected or could adversely affect our ability to meet customer demand and scale our supply chain, negatively impact longer-term demand for our products and services, and adversely affect our business operations, gross margin, revenue and/or financial results, including:\n- lack of guaranteed supply of components and capacity;\n• decommitment by our suppliers;\n- potential higher wafer and component prices resulting from incorrectly estimating demand and failing to place orders with our suppliers with sufficient quantities or timely;\n- failure by our foundries or contract manufacturers to procure raw materials or provide adequate levels of manufacturing or test capacity for our products;\n- failure by our foundries to develop, obtain, or successfully implement high quality process technologies, including transitions to smaller geometry process technologies such as advanced process node technologies and memory designs needed to manufacture our products;\n• failure by our suppliers to comply with our policies and expectations and emerging regulatory requirements;\n- limited number and geographic concentration of global suppliers, foundries, contract manufacturers, assembly and test providers and memory manufacturers;\n- loss of a supplier and additional expense and/or production delays as a result of qualifying a new foundry or subcontractor and commencing volume production or testing in the event of a loss, addition or change of a supplier;\n- lack of direct control over product quantity, quality, and delivery schedules;\n- integration of new suppliers and contract manufacturers creating more complexity in managing multiple suppliers with variations in production planning, execution, and logistics;\n- suppliers or their suppliers failing to provide high quality products and/or making changes to their products without our qualification;\n- delays in product shipments, shortages, a decrease in product quality and/or higher expenses in the event our subcontractors or foundries prioritize our competitors' or other customers' orders over ours;\n- requirements to place orders that are not cancellable upon changes in demand or requirements to prepay for supply in advance;\n- low manufacturing yields resulting from issues in our product design or a foundry's proprietary process technology;\n• suppliers extending lead times and/or increasing costs during shortages; and\n- disruptions in manufacturing, assembly and other processes due to closures related to heat waves, earthquakes, fires, or other natural disasters, electricity conservation efforts, pandemics, and cybersecurity incidents.\nDefects in our products have caused and could cause us to incur significant expenses to remediate, which can damage our reputation and cause us to lose market share.\nOur hardware and software product and service offerings are complex. They have in the past and may in the future contain defects, security vulnerabilities, experience failures, or unsatisfactory performance due to issues in design, fabrication, packaging, materials, bugs and/or use within a system. These risks may also increase when our products are introduced into new devices, markets, technologies and applications, or new versions are released, and when we rely on partners to supply and manufacture components that are used in our products, as these arrangements reduce our direct control over production. AI software products that we or our partners offer rely on training data that may originate from third parties and new training methods, and the resulting products may contain unknown or undetected defects and errors, or reflect unintended bias. Although arrangements with component providers may contain provisions for product defect expense reimbursement, we generally remain responsible to the customer for warranty product defects that may occur from time to time. Some failures in our products or services have been in the past and may in the future be only discovered after a product or service has been shipped or used.\nUndiscovered vulnerabilities in our products or services could result in loss of data or intangible property, or expose our customers to unscrupulous third parties who develop and deploy malicious software programs that could attack our products or services. Defects or failure of our offerings to perform to specifications could lead to substantial damage to the products in which our offerings have been integrated by OEMs, ODMs, AIB manufacturers, automotive manufacturers, and tier 1 automotive suppliers, and to the user of such end product. Such defects have in the past had an adverse effect on our cost and supply of components and finished goods and may in the future cause us to incur significant warranty, support, and repair or replacement costs as part of a product recall or otherwise, write-off the value of related inventory, and divert the attention of our engineering and management personnel from our product development efforts to find and correct the issue. Our efforts to remedy these issues may not be timely or satisfactory to our customers. An error or defect in new products, releases or related software drivers after commencement of commercial shipments could result in failure to achieve market acceptance, loss of design wins, temporary or permanent withdrawal from a product or market and harm to our relationships with existing and prospective customers and partners and consumers' perceptions of our brand, which would in turn negatively impact our business operations, gross margin, revenue and/or financial results. We may be required to reimburse our customers, partners or consumers, including for costs to repair or replace products in the field or in connection with indemnification obligations, or pay fines imposed by regulatory agencies.\nIn general, if a product liability claim regarding any of our products is brought against us, even if the alleged damage is due to the actions or inactions of a third party, such as within our supply chain, the cost of defending the claim could be significant and would divert the efforts of our technical and management personnel and harm our business. Further, our business liability insurance may be inadequate or future coverage may be unavailable on acceptable terms, which could adversely impact our financial results.",
+      "path": "2026-Annual-Report-Web.pdf/Part I_2/Item 1A. Risk Factors/Risk Factors/Risks Related to Demand, Supply, and Manufacturing",
+      "metadata": {
+        "length": 19345,
+        "summary": "The passage discusses risks from long manufacturing lead times, uncertain supply, and inaccurate demand estimation leading to supply-demand mismatches. It highlights challenges such as extended lead times over 12 months, premium payments for capacity, and non-cancellable purchase orders. Underestimating demand can cause revenue loss and reputational damage, while overestimation leads to inventory write-downs and price reductions. Factors like product transitions, competitor actions, and geopolitical tensions complicate demand forecasting. Dependency on third-party suppliers introduces risks of defects, yield issues, and production delays. Product defects may incur significant remediation costs and harm market share. The text emphasizes volatility from new use cases like cryptocurrency mining and gray market sales, and the impact of increasing product complexity and frequency of architectural transitions on supply chain management.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Long",
+          "manufacturing",
+          "lead",
+          "times",
+          "uncertain",
+          "supply",
+          "capacity",
+          "availability",
+          "combined",
+          "failure",
+          "estimate",
+          "customer",
+          "demand",
+          "accurately",
+          "led",
+          "mismatches",
+          "We",
+          "long",
+          "build",
+          "finished",
+          "products",
+          "maintain",
+          "inventory",
+          "advance",
+          "anticipated",
+          "In",
+          "periods",
+          "shortages",
+          "impacting",
+          "semiconductor",
+          "industry",
+          "limited",
+          "chain",
+          "extended",
+          "previously",
+          "experienced",
+          "continue",
+          "experience",
+          "12",
+          "months",
+          "To",
+          "secure",
+          "future",
+          "paid",
+          "premiums",
+          "provided",
+          "deposits",
+          "entered",
+          "term",
+          "agreements",
+          "commitments",
+          "increased",
+          "product",
+          "costs",
+          "unable",
+          "sufficient",
+          "address",
+          "business",
+          "If",
+          "inaccurately",
+          "customers",
+          "change",
+          "orders",
+          "past",
+          "reduce",
+          "time",
+          "rate",
+          "Significant",
+          "varied",
+          "market",
+          "platforms",
+          "resulted",
+          "excess",
+          "significantly",
+          "harmed",
+          "financial",
+          "results",
+          "reoccur",
+          "underestimate",
+          "foundry",
+          "partners",
+          "contract",
+          "manufacturers",
+          "increase",
+          "production",
+          "provide",
+          "meet",
+          "timely",
+          "manner",
+          "Our",
+          "reputation",
+          "relationships",
+          "damaged",
+          "lose",
+          "revenue",
+          "share",
+          "Additionally",
+          "part",
+          "complex",
+          "data",
+          "center",
+          "buildout",
+          "constraints",
+          "issues",
+          "respect",
+          "component",
+          "broader",
+          "impact",
+          "For",
+          "ability",
+          "sell",
+          "impeded",
+          "components",
+          "parties",
+          "overestimate",
+          "cancel",
+          "defer",
+          "choose",
+          "purchase",
+          "competitors",
+          "utilize",
+          "hand",
+          "average",
+          "selling",
+          "prices",
+          "including",
+          "due",
+          "channel",
+          "pricing",
+          "programs",
+          "result",
+          "suppliers",
+          "write",
+          "incur",
+          "cancellation",
+          "penalties",
+          "record",
+          "impairments",
+          "The",
+          "risks",
+          "amplified",
+          "cancellable",
+          "returnable",
+          "historical",
+          "exacerbated",
+          "make",
+          "design",
+          "These",
+          "obligations",
+          "prepaids",
+          "grown",
+          "expected",
+          "grow",
+          "greater",
+          "portion",
+          "total",
+          "All",
+          "factors",
+          "negatively",
+          "gross",
+          "margins",
+          "Factors",
+          "caused",
+          "timing",
+          "volume",
+          "include",
+          "development",
+          "cycles",
+          "competing",
+          "technologies",
+          "competitor",
+          "releases",
+          "announcements",
+          "actions",
+          "economic",
+          "conditions",
+          "sudden",
+          "sustained",
+          "government",
+          "lockdowns",
+          "public",
+          "health",
+          "rapidly",
+          "changing",
+          "technology",
+          "requirements",
+          "energy",
+          "procure",
+          "introductions",
+          "transitions",
+          "resulting",
+          "existing",
+          "unexpected",
+          "end",
+          "cases",
+          "competitive",
+          "user",
+          "purchasing",
+          "decisions",
+          "made",
+          "levels",
+          "held",
+          "distributors",
+          "ODMs",
+          "OEMs",
+          "system",
+          "integrators",
+          "developers",
+          "enhance",
+          "accelerated",
+          "computing",
+          "applications",
+          "leverage",
+          "AI",
+          "related",
+          "cloud",
+          "services",
+          "large",
+          "language",
+          "models",
+          "ecosystem",
+          "architectures",
+          "underlying",
+          "governmental",
+          "policies",
+          "export",
+          "controls",
+          "restrictions",
+          "gaming",
+          "usage",
+          "tariffs",
+          "capital",
+          "datacenter",
+          "infrastructure",
+          "party",
+          "content",
+          "GeForce",
+          "NOW",
+          "centers",
+          "support",
+          "NVIDIA",
+          "crucial",
+          "shortage",
+          "resources",
+          "performance",
+          "Expanding",
+          "multi",
+          "year",
+          "process",
+          "involving",
+          "significant",
+          "regulatory",
+          "technical",
+          "construction",
+          "challenges",
+          "addition",
+          "access",
+          "constrained",
+          "capitalized",
+          "companies",
+          "face",
+          "difficulties",
+          "securing",
+          "financing",
+          "scale",
+          "projects",
+          "limitations",
+          "delay",
+          "partner",
+          "deployments",
+          "adoption",
+          "Challenges",
+          "estimating",
+          "pronounced",
+          "volatile",
+          "global",
+          "regional",
+          "basis",
+          "Extended",
+          "occur",
+          "natural",
+          "disasters",
+          "pandemics",
+          "events",
+          "Geopolitical",
+          "tensions",
+          "regions",
+          "rely",
+          "assembly",
+          "critical",
+          "continuity",
+          "material",
+          "adverse",
+          "Publicly",
+          "announced",
+          "intentions",
+          "governments",
+          "complicate",
+          "estimates",
+          "binding",
+          "committed",
+          "volumes",
+          "purchases",
+          "projections",
+          "increasing",
+          "complexity",
+          "expect",
+          "headwind",
+          "Gaming",
+          "quarter",
+          "fiscal",
+          "2027",
+          "enter",
+          "prepaid",
+          "current",
+          "integration",
+          "creates",
+          "managing",
+          "multiple",
+          "variations",
+          "planning",
+          "execution",
+          "logistics",
+          "expanding",
+          "portfolio",
+          "varying",
+          "compatibility",
+          "quality",
+          "incurred",
+          "provisions",
+          "exceed",
+          "declines",
+          "based",
+          "investing",
+          "specialized",
+          "equipment",
+          "processes",
+          "domestic",
+          "delays",
+          "scaling",
+          "planned",
+          "capabilities",
+          "depend",
+          "ramp",
+          "required",
+          "Delays",
+          "shortfalls",
+          "Product",
+          "ship",
+          "prior",
+          "architecture",
+          "simultaneously",
+          "prepare",
+          "generally",
+          "stages",
+          "transitioning",
+          "Data",
+          "Center",
+          "Professional",
+          "Visualization",
+          "Automotive",
+          "experiencing",
+          "faster",
+          "launch",
+          "cadence",
+          "growing",
+          "diverse",
+          "set",
+          "opportunities",
+          "introduced",
+          "solutions",
+          "seek",
+          "complete",
+          "variety",
+          "offerings",
+          "frequency",
+          "larger",
+          "number",
+          "configurations",
+          "magnify",
+          "create",
+          "volatility",
+          "Qualification",
+          "anticipating",
+          "reducing",
+          "ahead",
+          "Customers",
+          "adopting",
+          "ready",
+          "affect",
+          "reduced",
+          "generation",
+          "anticipate",
+          "impacted",
+          "execute",
+          "architectural",
+          "reason",
+          "newly",
+          "unanticipated",
+          "magnitude",
+          "warranty",
+          "2025",
+          "low",
+          "yielding",
+          "Blackwell",
+          "engineering",
+          "roadmap",
+          "develop",
+          "adequately",
+          "manage",
+          "cost",
+          "adopt",
+          "fast",
+          "forecasted",
+          "While",
+          "managed",
+          "sold",
+          "difficult",
+          "impair",
+          "predict",
+          "mix",
+          "additional",
+          "Demand",
+          "incorrect",
+          "generate",
+          "Because",
+          "reasonable",
+          "degree",
+          "precision",
+          "reported",
+          "GPUs",
+          "mercurial",
+          "trendy",
+          "leading",
+          "inconsistent",
+          "spikes",
+          "drops",
+          "years",
+          "ago",
+          "began",
+          "mining",
+          "digital",
+          "currencies",
+          "Ethereum",
+          "It",
+          "cryptocurrency",
+          "forecast",
+          "Volatility",
+          "compute",
+          "price",
+          "cryptocurrencies",
+          "regulations",
+          "standards",
+          "method",
+          "verifying",
+          "blockchain",
+          "transactions",
+          "Changes",
+          "2.0",
+          "merge",
+          "2022",
+          "decrease",
+          "This",
+          "created",
+          "aftermarket",
+          "sales",
+          "retail",
+          "general",
+          "resold",
+          "online",
+          "unauthorized",
+          "gray",
+          "makes",
+          "forecasting",
+          "Gray",
+          "reseller",
+          "marketplaces",
+          "compete",
+          "distribution",
+          "channels",
+          "inability",
+          "arises",
+          "Dependency",
+          "manufacture",
+          "assemble",
+          "test",
+          "package",
+          "reduces",
+          "control",
+          "quantity",
+          "yields",
+          "delivery",
+          "schedules",
+          "harm",
+          "foundries",
+          "wafers",
+          "fabrication",
+          "techniques",
+          "independent",
+          "subcontractors",
+          "assist",
+          "procuring",
+          "systems",
+          "boards",
+          "adversely",
+          "affected",
+          "longer",
+          "operations",
+          "margin",
+          "lack",
+          "guaranteed",
+          "decommitment",
+          "potential",
+          "higher",
+          "wafer",
+          "incorrectly",
+          "failing",
+          "place",
+          "quantities",
+          "raw",
+          "materials",
+          "adequate",
+          "obtain",
+          "successfully",
+          "implement",
+          "high",
+          "smaller",
+          "geometry",
+          "advanced",
+          "node",
+          "memory",
+          "designs",
+          "needed",
+          "comply",
+          "expectations",
+          "emerging",
+          "geographic",
+          "concentration",
+          "providers",
+          "loss",
+          "supplier",
+          "expense",
+          "qualifying",
+          "subcontractor",
+          "commencing",
+          "testing",
+          "event",
+          "direct",
+          "creating",
+          "making",
+          "qualification",
+          "shipments",
+          "expenses",
+          "prioritize",
+          "prepay",
+          "proprietary",
+          "extending",
+          "disruptions",
+          "closures",
+          "heat",
+          "waves",
+          "earthquakes",
+          "fires",
+          "electricity",
+          "conservation",
+          "efforts",
+          "cybersecurity",
+          "incidents",
+          "Defects",
+          "remediate",
+          "damage",
+          "hardware",
+          "software",
+          "service",
+          "They",
+          "defects",
+          "security",
+          "vulnerabilities",
+          "failures",
+          "unsatisfactory",
+          "packaging",
+          "bugs",
+          "devices",
+          "markets",
+          "versions",
+          "released",
+          "arrangements",
+          "offer",
+          "training",
+          "originate",
+          "methods",
+          "unknown",
+          "undetected",
+          "errors",
+          "reflect",
+          "unintended",
+          "bias",
+          "Although",
+          "defect",
+          "reimbursement",
+          "remain",
+          "responsible",
+          "Some",
+          "discovered",
+          "shipped",
+          "Undiscovered",
+          "intangible",
+          "property",
+          "expose",
+          "unscrupulous",
+          "deploy",
+          "malicious",
+          "attack",
+          "perform",
+          "specifications",
+          "substantial",
+          "integrated",
+          "AIB",
+          "automotive",
+          "tier",
+          "Such",
+          "effect",
+          "goods",
+          "repair",
+          "replacement",
+          "recall",
+          "divert",
+          "attention",
+          "management",
+          "personnel",
+          "find",
+          "correct",
+          "issue",
+          "remedy",
+          "satisfactory",
+          "An",
+          "error",
+          "drivers",
+          "commencement",
+          "commercial",
+          "achieve",
+          "acceptance",
+          "wins",
+          "temporary",
+          "permanent",
+          "withdrawal",
+          "prospective",
+          "consumers",
+          "perceptions",
+          "brand",
+          "turn",
+          "reimburse",
+          "replace",
+          "field",
+          "connection",
+          "indemnification",
+          "pay",
+          "fines",
+          "imposed",
+          "agencies",
+          "liability",
+          "claim",
+          "brought",
+          "alleged",
+          "inactions",
+          "defending",
+          "Further",
+          "insurance",
+          "inadequate",
+          "coverage",
+          "unavailable",
+          "acceptable",
+          "terms"
+        ],
+        "keywords": [
+          "supply chain",
+          "demand estimation",
+          "product transitions"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "e8c12b1d-e479-5aab-82dd-a41ce7a944aa",
+      "type": "text",
+      "content": "Adverse economic conditions may harm our business.\nEconomic and industry uncertainty or changes, including recession or slowing growth, inflation, changes or uncertainty in fiscal, monetary, or trade policy, disruptions to capital markets and the banking system, currency fluctuations, higher interest rates, tighter credit, lower capital expenditures by businesses, including on IT infrastructure, increases in unemployment, labor shortages, and lower consumer confidence and spending, global supply chain constraints, and global economic and geopolitical developments, including the implementation of tariffs by the USG or other governments, have in the past and/or could in the future have adverse, wide-ranging effects on our business and financial results, including:\n\\- increased costs for wafers, components, logistics, and other supply chain expenses, which have negatively impacted our gross margin in the past and may do so in the future;\n- increased supply, employee, facilities and infrastructure costs and volatility in the financial markets, which have reduced and may in the future reduce our margins;\n• decrease in demand for our products, services and technologies and those of our customers, partners or licensees;\n- the inability of our suppliers to deliver on their supply commitments to us and our customers' or our licensees' inability to supply products to customers and/or end users;\n• limits on our ability to forecast operating results and make business decisions;\n- the insolvency of key suppliers, distributors, customers, CSPs, data center providers, licensing parties or other third parties we rely on;\n- reduced profitability of customers, which may cause them to scale back operations, exit businesses, file for bankruptcy protection and potentially cease operations, or lead to mergers, consolidations or strategic alliances among other companies, which could adversely affect our ability to compete effectively;\n- increased credit and collectability risks, higher borrowing costs or reduced availability of capital markets, reduced liquidity, adverse impacts on our customers and suppliers; and\n- failures of counterparties, including financial institutions and insurers, asset impairments, and declines in the value of our financial instruments.\nAdverse developments affecting financial institutions, such as bank failures or instability, or concerns or speculation about similar events or risks, could lead to market-wide liquidity problems and other disruptions, which could impact our customers' ability to fulfill their payment obligations to us, our vendors' ability to fulfill their contractual obligations to us, or our ability to fulfill our own obligations.\nAdditionally, we maintain a portfolio of liquid investments for cash management purposes, including various holdings, types, and maturities. These investments are subject to general credit, liquidity, market and interest rate risks, which may be exacerbated by market downturns or events that affect global financial markets, as described above. A majority of our investment portfolio comprises USG securities. A decline in global financial markets for long periods or a downgrade of the USG credit rating due to an actual or threatened default on government debt could result in higher interest rates, a decline in the value of the U.S. dollar, reduced market liquidity or other adverse conditions. These factors could cause an unrealized or realized loss position in our investments or require us to record impairment charges.\nInternational sales and operations are a significant part of our business, which exposes us to risks that could harm our business.\nWe sell our products internationally, and we also have operations and conduct business internationally. Our semiconductor wafers are manufactured, assembled, tested and packaged by third parties located outside of the United States, and we generated 31% of our revenue in fiscal year 2026 from sales outside the United States. The market in China, where our offerings are limited by export controls, is highly competitive and we expect it to remain competitive going forward. The global nature of our business subjects us to a number of risks and uncertainties, which have had in the past and could in the future have a material adverse effect on our business, financial condition and results of operations. These include domestic and international economic and political conditions in countries in which we and our suppliers and manufacturers do business, government lockdowns to control case spread of global or local health issues, differing legal standards with respect to protection of IP and employment practices, different domestic and international business and cultural practices, disruptions to capital markets, counter-inflation policies, currency fluctuations, natural disasters, acts of war or other military actions, terrorism, public health issues, restrictions on international trade, such as tariffs, sanctions, and other controls on imports or exports, and catastrophic events.\nProduct, system security, and data protection incidents or breaches, as well as cyber-attacks, could disrupt our operations, reduce our expected revenue, increase our expenses, and significantly harm our business and reputation.\nSecurity breaches, computer malware, social-engineering attacks, denial-of-service attacks, software bugs, server malfunctions, software or hardware failures, loss of data or other information technology assets, and other cyber-attacks are becoming increasingly sophisticated, making it more difficult to successfully detect, defend against them or implement adequate preventative measures.\nCyber-attacks, including ransomware attacks by organized criminal threat actors, nation-states, and nation-state-supported actors, may become more prevalent and severe. Our ability to recover from ransomware attacks may be limited if our backups have been affected by the attack, or if restore from backups is delayed or not feasible.\nIndividuals, groups of hackers and sophisticated organizations, including nation-states and nation-state-supported actors, and other threat actors have engaged and are expected to continue to engage in cyber-attacks. Additionally, some actors are using AI technology to launch more automated, targeted and coordinated attacks. Due to geopolitical conflicts and during times of war or other major conflicts, we and the third parties we rely upon may be subject to a heightened risk of cyber-attacks that could materially disrupt our ability to provide services and products. We may also face cybersecurity threats due to error or intentional misconduct by employees, contractors or other third-party service providers. Certain aspects of effective cybersecurity are dependent upon our employees, contractors and/or other third-party service providers safeguarding our sensitive information and adhering to our security policies and access control mechanisms. We have in the past experienced, and may in the future experience, security incidents arising from a failure to properly handle sensitive information or adhere to our security policies and access control mechanisms, including, for example, employees posting company data on third-party websites without permission, and, although no such events have had a material adverse effect on our business, there can be no assurance that an insider threat or error will not result in an incident that is material to us or lead to negative publicity. Furthermore, we rely on products and services provided by third-party suppliers to operate certain critical business systems, including without limitation, cloud-based infrastructure, encryption and authentication technology, employee email and other functions, which exposes us to supply-chain attacks or other business disruptions. We cannot guarantee that third parties and infrastructure in our supply chain or our partners' supply chains have not been compromised or that they do not contain exploitable vulnerabilities, defects or bugs that could result in a breach of or disruption to our information technology systems, including our products and services, or the third-party information technology systems that support our services. We have incorporated third-party data into some of our AI models and used open-source datasets to train our models and may continue to do so. These datasets may be flawed, insufficient, or contain certain biased information, and may otherwise decrease resilience to security incidents that may compromise the integrity of our AI outputs, leading to potential reputational damage, regulatory scrutiny, or adverse impacts on the performance and reliability of our products, which could, in turn, affect our partners' operations, customer trust, and our revenue. We may have limited insight into the data privacy or security practices of third-party suppliers, including for our AI algorithms. Our ability to monitor these third parties' information security practices is limited, and they may not have adequate information security measures in place. In addition, if one of our third-party suppliers suffers a security incident (which has happened in the past and may happen in the future), our response may be limited or more difficult because we may not have direct access to their systems, logs and other information related to the security incident. Additionally, we are incorporated into the supply chain of a large number of entities worldwide and, as a result, if our products or services are compromised, a significant number of our customers and their data could be affected, which could result in potential liability and harm our business.\nTo defend against security incidents, we must continuously engineer more secure products and enhance security and reliability features, which is expected to result in increased expenses. We must also continue to develop our security measures, including training programs and security awareness initiatives, designed to ensure our suppliers have appropriate security measures in place, and continue to meet the evolving security requirements of our customers, applicable industry standards, and government regulations. While we invest in training programs and security awareness initiatives and take steps to detect and remediate certain vulnerabilities that we have identified, we may not always be able to prevent threats or detect and mitigate all vulnerabilities in our security controls, systems or software, including third-party software we have installed, as such threats and techniques change frequently and may not be detected until after a security incident has occurred. Further, we may experience delays in developing and deploying remedial measures designed to address identified vulnerabilities. These vulnerabilities could result in reputational and financial harm, and if exploited, these vulnerabilities could result in a security incident.\nWe hold confidential, sensitive, personal and proprietary information, including information from partners and customers. Breaches of our security measures, along with reported or perceived vulnerabilities or unapproved dissemination of proprietary information or sensitive or confidential data about us or third parties, could expose us and the parties affected to a risk of loss, or misuse of this information, potentially resulting in litigation and subsequent liability, regulatory inquiries or actions, damage to our brand and reputation or other harm, including financial, to our business. For example, we hold proprietary game source code from third-party partners in our GFN service. Breaches of our GFN security measures, which have happened in the past, could expose our partners to the risk of loss or misuse of this source code, damage both us and our partners, and expose NVIDIA to potential litigation and liability. If we or a third party we rely on experience a security incident, which has occurred in the past, or are perceived to have experienced a security incident, we may experience adverse consequences, including government enforcement actions, additional reporting requirements and/or oversight, restrictions on processing data, litigation, indemnification obligations, reputational harm, diversion of funds, diversion of management attention, financial loss, loss of data, material disruptions in our systems and operations, supply chain, and ability to produce, sell and distribute our goods and services, and other similar harms. Inability to fulfill orders, delayed sales, lower margins or lost customers as a result of these disruptions could adversely affect our financial results, stock price and reputation. We are required by certain data privacy and security obligations to notify relevant stakeholders, including affected individuals, customers, regulators and investors, of security incidents, and mandatory disclosure of such incidents could lead to negative publicity. In addition to experiencing a security incident, third parties may gather, collect or infer sensitive information about us from public sources, data brokers or other means that reveals competitively sensitive details about our organization and could be used to harm our business.\nBusiness disruptions could harm our operations, lead to a decline in revenue and increase our costs.\nFactors that have caused and/or could in the future cause disruptions to our worldwide operations include: natural disasters, extreme weather conditions, power or water shortages, critical infrastructure failures, telecommunications failures, supplier disruptions, terrorist attacks, acts of violence, political and/or civil unrest, acts of war or other military actions, epidemics or pandemics, abrupt regulatory changes, and other natural or man-made disasters and catastrophic events. Our corporate headquarters, a large portion of our current data center capacity, and a portion of our research and development activities are located in California, and other critical business operations, finished goods inventory and some of our suppliers are located in Asia, making our operations vulnerable to natural disasters such as earthquakes, wildfires or other business disruptions occurring in these geographical areas. Catastrophic events can also have an impact on third-party vendors who provide us critical infrastructure services for IT and research and development systems and personnel. Geopolitical and domestic political developments and other events beyond our control can increase economic volatility globally. Political instability, changes in government or adverse political developments in or around any of the major countries in which we do business may harm our business, financial condition, and results of operations. Worldwide geopolitical tensions and conflicts, including but not limited to China, Hong Kong, Israel, Korea and Taiwan where the manufacture of our product components and final assembly of our products are concentrated may result in changing regulatory requirements, and other disruptions that could impact our operations and operating strategies, product demand, access to global markets, hiring, and profitability. For example, other countries have restricted and may continue in the future to restrict business with the State of Israel, where we have engineering, sales support operations and manufacturing, and companies with Israeli operations, including by economic boycotts. Our operations could be harmed and our costs could increase if manufacturing, logistics, or other operations are disrupted for any reason, including natural disasters, high heat events, water shortages, power shortages, information technology system failures or cyberattacks, military actions or economic, and business, labor, environmental, public health, or political issues. The ultimate impact on us, our third-party foundries and other suppliers of being located and consolidated in certain geographical areas is unknown. In the event a disaster, war, or catastrophic event affects us, the third-party systems on which we rely, or our customers, our business could be harmed as a result of declines in revenue, increases in expenses, and substantial expenditures and time spent to fully resume operations. Our business continuity and disaster recovery planning may not be sufficient for all eventualities. All of these risks and conditions could materially adversely affect our future sales and operating results.\nWe are monitoring the impact of the geopolitical conflict in and around Israel on our operations, including the health and safety of our approximately 6,000 employees in the region who primarily support the research and development, operations, and sales and marketing of our networking products. We have experienced periods where some of our employees in the region have been on active military duty for an extended period, which caused limited disruption to our product development or operations. We have not experienced significant impact or expense to our business; however, if the conflict is further extended or expanded, it could impact future product development, operations, and revenue or create other uncertainty for our business.\nAdditionally, interruptions or delays in services from CSPs, data center co-location partners, and other third parties on which we rely, including due to the events described above or other events such as the insolvency of these parties, could impair our ability to provide our products and services and harm our business. As we increase our reliance on these third-party systems and services, our exposure to damage from service interruptions, defects, disruptions, outages, shortages and other performance and quality problems may increase. Data centers depend on access to clean water and predictable energy. Power or water shortages, land or permitting constraints, or regulations that limit energy, water, or land availability, could impair the ability of our customers to expand their data center capacity and consume our products and services, which may in turn negatively impact our business.\nClimate change may have a long-term impact on our business.\nClimate change may have an increasingly adverse impact on our business and on our customers, partners and vendors. Water and energy availability and reliability in the regions where we conduct business is critical, and certain of our facilities may be vulnerable to the impacts of extreme weather events. Extreme heat and wind coupled with dry conditions in Northern California may lead to power safety shut offs due to wildfire risk, which can have adverse implications for our Santa Clara, California headquarter offices and data centers, including impairing the ability of our employees to work effectively. Climate change, its impact on our supply chain and critical infrastructure worldwide and its potential to increase political instability in regions where we, our customers, partners and our vendors do business, may disrupt our business and cause us to experience higher attrition, losses and costs to maintain or resume operations. Although we maintain insurance coverage for a variety of property, casualty, and other risks, the types and amounts of insurance we obtain vary depending on availability and cost. Some of our policies have large deductibles and broad exclusions, and our insurance providers may be unable or unwilling to pay a claim. Losses not covered by insurance may be large, which could harm our results of operations and financial condition.\nOur business and those of our suppliers and customers is subject to sustainability-related laws, regulations and lawsuits. New or proposed regulations relating to carbon taxes, fuel or energy taxes, pollution limits, sustainability-related disclosure and governance and supply chain governance could result in greater direct costs, including costs associated with changes to manufacturing processes or the procurement of raw materials used in manufacturing processes, increased capital expenditures to improve facilities and equipment, higher compliance and energy costs to reduce emissions, other compliance costs, and greater indirect costs resulting from our customers and/or suppliers incurring additional compliance costs that are passed on to us. These costs and restrictions could harm our business and results of operations by increasing our expenses or requiring us to alter our operations and product design activities.\nStakeholder groups may find us insufficiently responsive to the implications of climate change, and therefore we may face legal action or reputational harm. We may not achieve our stated sustainability-related goals, which could harm our reputation, or we may incur additional, unexpected costs to achieve such goals. We may also experience contractual disputes due to supply chain delays arising from climate change-related disruptions, which could result in increased litigation and costs.\nWe also face risks related to business trends that may be influenced by climate change concerns. Our business could be negatively impacted by concerns around the high absolute energy requirements of our GPUs, despite their much more energy efficient design and operation relative to alternative computing platforms.\nWe may not be able to realize the potential benefits of business investments or acquisitions, and we may not be able to successfully integrate acquired companies, which could hurt our ability to grow our business, develop new products or sell our products.\nWe acquire and invest in businesses that offer products, services and technologies that we believe will help expand or enhance our strategic objectives. Acquisitions or investments involve significant challenges and risks and could impair our ability to grow our business, develop new products or sell our products and ultimately could have a negative impact on our financial results. If we pursue a particular transaction, we may limit our ability to enter into other transactions that could help us achieve our other strategic objectives. If we are unable to timely complete acquisitions, including due to delays and challenges in obtaining regulatory approvals, we may be unable to pursue other transactions, we may not be able to retain critical talent from the target company, technology may evolve and make the acquisition less attractive, and other changes can take place, which could reduce the anticipated benefits of the transaction and negatively impact our business. Regulators could also impose conditions that reduce the ultimate value of our acquisitions. In addition, to the extent that our perceived ability to consummate acquisitions is harmed, future acquisitions may be more difficult, complex or expensive.\nOur investments in companies could create volatility and fluctuations in our results. These investments may generate realized and unrealized gains or losses and we could realize losses up to the value of the investments. We have invested and may continue to invest in our ecosystem. Many of these companies may not achieve profitability in the near term, or at all, and there is no guarantee that we will realize a return on our investment. We may continue to invest in companies to further our strategic objectives and to support certain key business initiatives, which could be subject to delays and challenges in obtaining regulatory approvals. Our investments in private companies include early-stage companies still defining their strategic direction. Many of the securities in which we invest are non-marketable and illiquid at the time of our initial investment. To the extent any of the companies in which we invest are not successful, we could recognize an impairment and/or lose all or part of our investment.\nWe are finalizing an investment and partnership agreement with OpenAI. There is no assurance that we will enter into an investment and partnership agreement with OpenAI or that a transaction will be completed.\nOur investment portfolio contains industry sector concentration risks, and a decline in any one or multiple industry sectors could increase our impairment losses.\nWe face additional risks related to acquisitions and strategic investments, including the diversion of capital and other resources, including management's attention; difficulty in realizing a satisfactory return and uncertainties to realize the benefits of an acquisition or strategic investment, if at all; difficulty or inability in obtaining governmental, regulatory approval or restrictions or other consents and approvals or financing; legal proceedings initiated as a result of an acquisition or investment; and potential failure of our due diligence processes to identify significant issues with the assets or company in which we are investing or are acquiring.\nAdditional risks relating to acquisitions include, but are not limited to:\n- difficulty in integrating the technology, systems, products, policies, processes, or operations and integrating and retaining the employees, including key personnel, of the acquired business;\n• assumption of liabilities and incurring amortization expenses, impairment charges to goodwill or write-downs of acquired assets;\n• integrating accounting, forecasting and controls, procedures and reporting cycles;\n• coordinating and integrating operations, particularly in countries in which we do not currently operate;\n- stock price impact, fines, fees or reputation harm if we are unable to obtain regulatory approval for an acquisition or are otherwise unable to close an acquisition;\n- potential issuances of debt to finance our acquisitions, resulting in increased debt, increased interest expense, and compliance with debt covenants or other restrictions;\n• the potential for our acquisitions to result in dilutive issuances of our equity securities;\n• the potential variability of the amount and form of any performance-based consideration;\n- negative changes in general economic conditions in the regions or the industries in which we or our target operate;\n• exposure to additional cybersecurity risks and vulnerabilities; and\n- impairment of relationships with, or loss of our or our target's employees, vendors and customers.\nFor example, when integrating acquisition target systems into our own, we have experienced and may continue to experience challenges including lengthy and costly systems integration, delays in purchasing and shipping products, difficulties with system integration via electronic data interchange and other processes with our key suppliers and customers, and training and change management needs of integration personnel. These challenges have impacted our results of operations and may continue to do so in the future.\nWe receive a significant amount of our revenue from a limited number of partners and distributors and we have a concentration of sales to customers who purchase directly or indirectly from us, and our revenue could be adversely affected if we lose or are prevented from selling to any of these customers.\nWe have experienced periods where we receive a significant amount of our revenue from a limited number of customers, and this trend may continue. For fiscal year 2026, sales to one direct customer represented 22% of total revenue and sales to another direct customer represented 14% of total revenue, all of which were primarily attributable to the Compute & Networking segment. With several of these partners, we are selling multiple products and systems in our portfolio through their channels. Our operating results depend on sales to our partner network, as well as the ability of these partners to sell products that incorporate our technologies. We have a small number of partners that are involved in system integration with our key customers. As our system design becomes increasingly complex, system integrators may be unable to meet specifications of our key customers. Changes in our partners' or customers' business models or their ownership can reduce the number of partners available to us and harm our ability to sell our advanced data center systems to customers. In the future, these partners may decide to purchase fewer products, not to incorporate our products into their ecosystem, or to alter their purchasing patterns in some other way. Because most of our sales are made on a purchase order basis, our customers can generally cancel, change, or delay product purchase commitments with little notice to us and without penalty. Our partners or customers may develop their own solutions; our customers may purchase products from our competitors; and our partners may discontinue sales or lose market share in the markets for which they purchase our products, all of which may alter partners' or customers' purchasing patterns. Many of our indirect customers often do not purchase directly from us but through multiple OEMs, ODMs, system integrators, distributors, and other channel partners. We generate a significant amount of our revenue from a limited number of indirect customers, and we estimate some individually representing 10% or more of our revenue. If end demand increases or our finished goods supply availability is concentrated near a quarter end, the system integrators, distributors, and channel partners may have limited ability to increase their credit, which could impact the timing and amount of our revenue. The loss of any of our large customers, a significant reduction in purchases by them, our inability to sell to a customer due to U.S. or other countries' trade restrictions, or any difficulties in collecting accounts receivable would likely harm our financial condition and results of operations.\nCommercial arrangements expose us to counterparty risks.\nWe have entered and may in the future enter into commercial arrangements, including long-term capacity purchase obligations and financial guarantees, and have been asked to offer financing arrangements to support our customers' and partners' buildout of datacenter infrastructure. We have not entered into any financing arrangements. Commercial arrangements expose us to counterparty risk, including customers' or partners' inability to fulfill their financial commitments and secure necessary financing or infrastructure, the occurrence of significant project delays, and counterparty financial distress or insolvency, all of which may negatively impact our business, financial condition, or results of operations. Financing arrangements, if undertaken, may in some circumstances result in lower upfront cash flows associated with extended payment terms or payment terms made over a multi-year term and may increase credit risk.\nIf we are unable to attract, retain and motivate our executives and key employees, our business may be harmed.\nTo remain competitive and successfully execute our business strategy, we must attract, retain, and motivate our executives and key employees, as well as recruit and develop exceptional talent. However, labor is subject to external factors that are beyond our control, including our industry's increasingly highly competitive market for skilled workers and leaders, and workforce participation rates. Changes in immigration and work permit regulations, or in their administration or interpretation, could impair our ability to attract, employ and retain qualified employees. Competition for talent drives up costs in the form of cash and stock-based compensation. In times of stock price volatility, as we have experienced in the past and may experience in the future, the retentive value of our stock-based compensation may decrease. Additionally, we are highly dependent on the services of our longstanding executive team. Failure to ensure effective succession planning, transfer of knowledge, and smooth transitions involving executives and key employees could hinder our strategic planning, execution, and long-term success.\nOur business is dependent upon the proper functioning of our business processes and information systems and modification or interruption of such systems may disrupt our business and internal controls.\nWe rely upon internal processes and information systems to support key business functions, including our assessment of internal controls over financial reporting as required by Section 404 of the Sarbanes-Oxley Act. The efficient operation and scalability of these processes and systems is critical to support our growth. We continue to design and implement updated accounting functionality related to a new enterprise resource planning, or ERP, system. Any ERP system implementation may introduce problems, such as quality issues or programming errors, that could have an impact on our continued ability to successfully operate our business or to timely and accurately report our financial results. These changes may be costly and disruptive to our operations and could impose substantial demands on management time. Failure to implement new or updated controls, or difficulties encountered in their implementation, could harm our operating results or cause us to fail to meet our reporting obligations.\nIdentification of material weaknesses in our internal controls, even if quickly remediated once disclosed, may cause investors to lose confidence in our financial statements and our stock price may decline. Remediation of any material weakness could require us to incur significant expenses, and if we fail to remediate any material weakness, our financial statements may be inaccurate, we may be required to restate our financial statements, our ability to report our financial results on a timely and accurate basis may be adversely affected, our access to the capital markets may be restricted, our stock price may decline, and we may be subject to sanctions or investigation by regulatory authorities.\nOur operating results have in the past fluctuated and may in the future fluctuate, and if our operating results are below the expectations of securities analysts or investors, our stock price could decline.\nOur operating results have in the past fluctuated and may continue to fluctuate due to a number of factors. Therefore, investors should not rely on our past results of operations as an indication of our future performance. Factors that could affect our results of operations include, but are not limited to:\n• our ability to adjust spending due to the multi-year development cycle for some of our products and services;\n• our ability to comply with our contractual obligations to customers;\n- our extended payment term arrangements with certain customers, the inability of some customers to make required payments, our ability to obtain credit insurance for customers with extended payment terms, and customer bad debt write-offs;\n• our vendors' payment requirements;\n• unanticipated costs associated with environmental liabilities; and\n• changes in financial accounting standards or interpretations of existing standards.\nAny of these factors could prevent us from achieving our anticipated financial results. For example, we have granted and may continue to grant extended payment terms to some customers, particularly during macroeconomic downturns, which could impact our ability to collect payment. Our vendors have requested and may continue to ask for shorter payment terms, which may impact our cash flow generation. These arrangements reduce the cash we have available for general business operations. In addition, the pace of growth in our operating expenses and investments may lag our revenue growth, creating volatility or periods where profitability levels may not be sustainable. Failure to meet our expectations or the expectations of our investors or security analysts is likely to cause our stock price to decline, as it has in the past, or substantial price volatility.",
+      "path": "2026-Annual-Report-Web.pdf/Part I_2/Item 1A. Risk Factors/Risk Factors/Risks Related to Our Global Operating Business",
+      "metadata": {
+        "length": 35859,
+        "summary": "The passage outlines various risks that could harm NVIDIA's business, including adverse economic conditions, international operations, cybersecurity threats, business disruptions, climate change impacts, acquisition challenges, customer concentration, counterparty risks, talent retention issues, system failures, and fluctuating operating results. These factors could lead to increased costs, reduced revenue, legal liabilities, reputational damage, and stock price volatility.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Adverse",
+          "economic",
+          "conditions",
+          "harm",
+          "business",
+          "Economic",
+          "industry",
+          "uncertainty",
+          "including",
+          "recession",
+          "slowing",
+          "growth",
+          "inflation",
+          "fiscal",
+          "monetary",
+          "trade",
+          "policy",
+          "disruptions",
+          "capital",
+          "markets",
+          "banking",
+          "system",
+          "currency",
+          "fluctuations",
+          "higher",
+          "interest",
+          "rates",
+          "tighter",
+          "credit",
+          "lower",
+          "expenditures",
+          "businesses",
+          "IT",
+          "infrastructure",
+          "increases",
+          "unemployment",
+          "labor",
+          "shortages",
+          "consumer",
+          "confidence",
+          "spending",
+          "global",
+          "supply",
+          "chain",
+          "constraints",
+          "geopolitical",
+          "developments",
+          "implementation",
+          "tariffs",
+          "USG",
+          "governments",
+          "past",
+          "future",
+          "adverse",
+          "wide",
+          "ranging",
+          "effects",
+          "financial",
+          "results",
+          "increased",
+          "costs",
+          "wafers",
+          "components",
+          "logistics",
+          "expenses",
+          "negatively",
+          "impacted",
+          "gross",
+          "margin",
+          "employee",
+          "facilities",
+          "volatility",
+          "reduced",
+          "reduce",
+          "margins",
+          "decrease",
+          "demand",
+          "products",
+          "services",
+          "technologies",
+          "customers",
+          "partners",
+          "licensees",
+          "inability",
+          "suppliers",
+          "deliver",
+          "commitments",
+          "end",
+          "users",
+          "limits",
+          "ability",
+          "forecast",
+          "operating",
+          "make",
+          "decisions",
+          "insolvency",
+          "key",
+          "distributors",
+          "CSPs",
+          "data",
+          "center",
+          "providers",
+          "licensing",
+          "parties",
+          "rely",
+          "profitability",
+          "scale",
+          "back",
+          "operations",
+          "exit",
+          "file",
+          "bankruptcy",
+          "protection",
+          "potentially",
+          "cease",
+          "lead",
+          "mergers",
+          "consolidations",
+          "strategic",
+          "alliances",
+          "companies",
+          "adversely",
+          "affect",
+          "compete",
+          "effectively",
+          "collectability",
+          "risks",
+          "borrowing",
+          "availability",
+          "liquidity",
+          "impacts",
+          "failures",
+          "counterparties",
+          "institutions",
+          "insurers",
+          "asset",
+          "impairments",
+          "declines",
+          "instruments",
+          "affecting",
+          "bank",
+          "instability",
+          "concerns",
+          "speculation",
+          "similar",
+          "events",
+          "market",
+          "problems",
+          "impact",
+          "fulfill",
+          "payment",
+          "obligations",
+          "vendors",
+          "contractual",
+          "Additionally",
+          "maintain",
+          "portfolio",
+          "liquid",
+          "investments",
+          "cash",
+          "management",
+          "purposes",
+          "holdings",
+          "types",
+          "maturities",
+          "These",
+          "subject",
+          "general",
+          "rate",
+          "exacerbated",
+          "downturns",
+          "majority",
+          "investment",
+          "comprises",
+          "securities",
+          "decline",
+          "long",
+          "periods",
+          "downgrade",
+          "rating",
+          "due",
+          "actual",
+          "threatened",
+          "default",
+          "government",
+          "debt",
+          "result",
+          "dollar",
+          "factors",
+          "unrealized",
+          "realized",
+          "loss",
+          "position",
+          "require",
+          "record",
+          "impairment",
+          "charges",
+          "International",
+          "sales",
+          "significant",
+          "part",
+          "exposes",
+          "We",
+          "sell",
+          "internationally",
+          "conduct",
+          "Our",
+          "semiconductor",
+          "manufactured",
+          "assembled",
+          "tested",
+          "packaged",
+          "located",
+          "United",
+          "States",
+          "generated",
+          "31%",
+          "revenue",
+          "year",
+          "2026",
+          "The",
+          "China",
+          "offerings",
+          "limited",
+          "export",
+          "controls",
+          "highly",
+          "competitive",
+          "expect",
+          "remain",
+          "forward",
+          "nature",
+          "subjects",
+          "number",
+          "uncertainties",
+          "material",
+          "effect",
+          "condition",
+          "include",
+          "domestic",
+          "international",
+          "political",
+          "countries",
+          "manufacturers",
+          "lockdowns",
+          "control",
+          "case",
+          "spread",
+          "local",
+          "health",
+          "issues",
+          "differing",
+          "legal",
+          "standards",
+          "respect",
+          "IP",
+          "employment",
+          "practices",
+          "cultural",
+          "counter",
+          "policies",
+          "natural",
+          "disasters",
+          "acts",
+          "war",
+          "military",
+          "actions",
+          "terrorism",
+          "public",
+          "restrictions",
+          "sanctions",
+          "imports",
+          "exports",
+          "catastrophic",
+          "Product",
+          "security",
+          "incidents",
+          "breaches",
+          "cyber",
+          "attacks",
+          "disrupt",
+          "expected",
+          "increase",
+          "significantly",
+          "reputation",
+          "Security",
+          "computer",
+          "malware",
+          "social",
+          "engineering",
+          "denial",
+          "service",
+          "software",
+          "bugs",
+          "server",
+          "malfunctions",
+          "hardware",
+          "information",
+          "technology",
+          "assets",
+          "increasingly",
+          "sophisticated",
+          "making",
+          "difficult",
+          "successfully",
+          "detect",
+          "defend",
+          "implement",
+          "adequate",
+          "preventative",
+          "measures",
+          "Cyber",
+          "ransomware",
+          "organized",
+          "criminal",
+          "threat",
+          "actors",
+          "nation",
+          "states",
+          "state",
+          "supported",
+          "prevalent",
+          "severe",
+          "recover",
+          "backups",
+          "affected",
+          "attack",
+          "restore",
+          "delayed",
+          "feasible",
+          "Individuals",
+          "groups",
+          "hackers",
+          "organizations",
+          "engaged",
+          "continue",
+          "engage",
+          "AI",
+          "launch",
+          "automated",
+          "targeted",
+          "coordinated",
+          "Due",
+          "conflicts",
+          "times",
+          "major",
+          "heightened",
+          "risk",
+          "materially",
+          "provide",
+          "face",
+          "cybersecurity",
+          "threats",
+          "error",
+          "intentional",
+          "misconduct",
+          "employees",
+          "contractors",
+          "party",
+          "Certain",
+          "aspects",
+          "effective",
+          "dependent",
+          "safeguarding",
+          "sensitive",
+          "adhering",
+          "access",
+          "mechanisms",
+          "experienced",
+          "experience",
+          "arising",
+          "failure",
+          "properly",
+          "handle",
+          "adhere",
+          "posting",
+          "company",
+          "websites",
+          "permission",
+          "assurance",
+          "insider",
+          "incident",
+          "negative",
+          "publicity",
+          "Furthermore",
+          "provided",
+          "operate",
+          "critical",
+          "systems",
+          "limitation",
+          "cloud",
+          "based",
+          "encryption",
+          "authentication",
+          "email",
+          "functions",
+          "guarantee",
+          "chains",
+          "compromised",
+          "exploitable",
+          "vulnerabilities",
+          "defects",
+          "breach",
+          "disruption",
+          "support",
+          "incorporated",
+          "models",
+          "open",
+          "source",
+          "datasets",
+          "train",
+          "flawed",
+          "insufficient",
+          "biased",
+          "resilience",
+          "compromise",
+          "integrity",
+          "outputs",
+          "leading",
+          "potential",
+          "reputational",
+          "damage",
+          "regulatory",
+          "scrutiny",
+          "performance",
+          "reliability",
+          "turn",
+          "customer",
+          "trust",
+          "insight",
+          "privacy",
+          "algorithms",
+          "monitor",
+          "place",
+          "In",
+          "addition",
+          "suffers",
+          "happened",
+          "happen",
+          "response",
+          "direct",
+          "logs",
+          "related",
+          "large",
+          "entities",
+          "worldwide",
+          "liability",
+          "To",
+          "continuously",
+          "engineer",
+          "secure",
+          "enhance",
+          "features",
+          "develop",
+          "training",
+          "programs",
+          "awareness",
+          "initiatives",
+          "designed",
+          "ensure",
+          "meet",
+          "evolving",
+          "requirements",
+          "applicable",
+          "regulations",
+          "While",
+          "invest",
+          "steps",
+          "remediate",
+          "identified",
+          "prevent",
+          "mitigate",
+          "installed",
+          "techniques",
+          "change",
+          "frequently",
+          "detected",
+          "occurred",
+          "Further",
+          "delays",
+          "developing",
+          "deploying",
+          "remedial",
+          "address",
+          "exploited",
+          "hold",
+          "confidential",
+          "personal",
+          "proprietary",
+          "Breaches",
+          "reported",
+          "perceived",
+          "unapproved",
+          "dissemination",
+          "expose",
+          "misuse",
+          "resulting",
+          "litigation",
+          "subsequent",
+          "inquiries",
+          "brand",
+          "For",
+          "game",
+          "code",
+          "GFN",
+          "NVIDIA",
+          "If",
+          "consequences",
+          "enforcement",
+          "additional",
+          "reporting",
+          "oversight",
+          "processing",
+          "indemnification",
+          "diversion",
+          "funds",
+          "attention",
+          "produce",
+          "distribute",
+          "goods",
+          "harms",
+          "Inability",
+          "orders",
+          "lost",
+          "stock",
+          "price",
+          "required",
+          "notify",
+          "relevant",
+          "stakeholders",
+          "individuals",
+          "regulators",
+          "investors",
+          "mandatory",
+          "disclosure",
+          "experiencing",
+          "gather",
+          "collect",
+          "infer",
+          "sources",
+          "brokers",
+          "means",
+          "reveals",
+          "competitively",
+          "details",
+          "organization",
+          "Business",
+          "Factors",
+          "caused",
+          "extreme",
+          "weather",
+          "power",
+          "water",
+          "telecommunications",
+          "supplier",
+          "terrorist",
+          "violence",
+          "civil",
+          "unrest",
+          "epidemics",
+          "pandemics",
+          "abrupt",
+          "man",
+          "made",
+          "corporate",
+          "headquarters",
+          "portion",
+          "current",
+          "capacity",
+          "research",
+          "development",
+          "activities",
+          "California",
+          "finished",
+          "inventory",
+          "Asia",
+          "vulnerable",
+          "earthquakes",
+          "wildfires",
+          "occurring",
+          "geographical",
+          "areas",
+          "Catastrophic",
+          "personnel",
+          "Geopolitical",
+          "globally",
+          "Political",
+          "Worldwide",
+          "tensions",
+          "Hong",
+          "Kong",
+          "Israel",
+          "Korea",
+          "Taiwan",
+          "manufacture",
+          "product",
+          "final",
+          "assembly",
+          "concentrated",
+          "changing",
+          "strategies",
+          "hiring",
+          "restricted",
+          "restrict",
+          "State",
+          "manufacturing",
+          "Israeli",
+          "boycotts",
+          "harmed",
+          "disrupted",
+          "reason",
+          "high",
+          "heat",
+          "cyberattacks",
+          "environmental",
+          "ultimate",
+          "foundries",
+          "consolidated",
+          "unknown",
+          "event",
+          "disaster",
+          "affects",
+          "substantial",
+          "time",
+          "spent",
+          "fully",
+          "resume",
+          "continuity",
+          "recovery",
+          "planning",
+          "sufficient",
+          "eventualities",
+          "All",
+          "monitoring",
+          "conflict",
+          "safety",
+          "approximately",
+          "000",
+          "region",
+          "primarily",
+          "marketing",
+          "networking",
+          "active",
+          "duty",
+          "extended",
+          "period",
+          "expense",
+          "expanded",
+          "create",
+          "interruptions",
+          "location",
+          "impair",
+          "As",
+          "reliance",
+          "exposure",
+          "outages",
+          "quality",
+          "Data",
+          "centers",
+          "depend",
+          "clean",
+          "predictable",
+          "energy",
+          "Power",
+          "land",
+          "permitting",
+          "limit",
+          "expand",
+          "consume",
+          "Climate",
+          "term",
+          "Water",
+          "regions",
+          "Extreme",
+          "wind",
+          "coupled",
+          "dry",
+          "Northern",
+          "shut",
+          "offs",
+          "wildfire",
+          "implications",
+          "Santa",
+          "Clara",
+          "headquarter",
+          "offices",
+          "impairing",
+          "work",
+          "attrition",
+          "losses",
+          "Although",
+          "insurance",
+          "coverage",
+          "variety",
+          "property",
+          "casualty",
+          "amounts",
+          "obtain",
+          "vary",
+          "depending",
+          "cost",
+          "Some",
+          "deductibles",
+          "broad",
+          "exclusions",
+          "unable",
+          "unwilling",
+          "pay",
+          "claim",
+          "Losses",
+          "covered",
+          "sustainability",
+          "laws",
+          "lawsuits",
+          "New",
+          "proposed",
+          "relating",
+          "carbon",
+          "taxes",
+          "fuel",
+          "pollution",
+          "governance",
+          "greater",
+          "processes",
+          "procurement",
+          "raw",
+          "materials",
+          "improve",
+          "equipment",
+          "compliance",
+          "emissions",
+          "indirect",
+          "incurring",
+          "passed",
+          "increasing",
+          "requiring",
+          "alter",
+          "design",
+          "Stakeholder",
+          "find",
+          "insufficiently",
+          "responsive",
+          "climate",
+          "action",
+          "achieve",
+          "stated",
+          "goals",
+          "incur",
+          "unexpected",
+          "disputes",
+          "trends",
+          "influenced",
+          "absolute",
+          "GPUs",
+          "efficient",
+          "operation",
+          "relative",
+          "alternative",
+          "computing",
+          "platforms",
+          "realize",
+          "benefits",
+          "acquisitions",
+          "integrate",
+          "acquired",
+          "hurt",
+          "grow",
+          "acquire",
+          "offer",
+          "objectives",
+          "Acquisitions",
+          "involve",
+          "challenges",
+          "ultimately",
+          "pursue",
+          "transaction",
+          "enter",
+          "transactions",
+          "timely",
+          "complete",
+          "obtaining",
+          "approvals",
+          "retain",
+          "talent",
+          "target",
+          "evolve",
+          "acquisition",
+          "attractive",
+          "anticipated",
+          "Regulators",
+          "impose",
+          "extent",
+          "consummate",
+          "complex",
+          "expensive",
+          "generate",
+          "gains",
+          "invested",
+          "ecosystem",
+          "Many",
+          "return",
+          "private",
+          "early",
+          "stage",
+          "defining",
+          "direction",
+          "marketable",
+          "illiquid",
+          "initial",
+          "successful",
+          "recognize",
+          "lose",
+          "finalizing",
+          "partnership",
+          "agreement",
+          "OpenAI",
+          "There",
+          "completed",
+          "sector",
+          "concentration",
+          "multiple",
+          "sectors",
+          "resources",
+          "difficulty",
+          "realizing",
+          "satisfactory",
+          "governmental",
+          "approval",
+          "consents",
+          "financing",
+          "proceedings",
+          "initiated",
+          "diligence",
+          "identify",
+          "investing",
+          "acquiring",
+          "Additional",
+          "integrating",
+          "retaining",
+          "assumption",
+          "liabilities",
+          "amortization",
+          "goodwill",
+          "write",
+          "downs",
+          "accounting",
+          "forecasting",
+          "procedures",
+          "cycles",
+          "coordinating",
+          "fines",
+          "fees",
+          "close",
+          "issuances",
+          "finance",
+          "covenants",
+          "dilutive",
+          "equity",
+          "variability",
+          "amount",
+          "form",
+          "consideration",
+          "industries",
+          "relationships",
+          "lengthy",
+          "costly",
+          "integration",
+          "purchasing",
+          "shipping",
+          "difficulties",
+          "electronic",
+          "interchange",
+          "receive",
+          "purchase",
+          "directly",
+          "indirectly",
+          "prevented",
+          "selling",
+          "trend",
+          "represented",
+          "22%",
+          "total",
+          "14%",
+          "attributable",
+          "Compute",
+          "Networking",
+          "segment",
+          "With",
+          "channels",
+          "partner",
+          "network",
+          "incorporate",
+          "small",
+          "involved",
+          "integrators",
+          "specifications",
+          "Changes",
+          "ownership",
+          "advanced",
+          "decide",
+          "fewer",
+          "patterns",
+          "Because",
+          "order",
+          "basis",
+          "generally",
+          "cancel",
+          "delay",
+          "notice",
+          "penalty",
+          "solutions",
+          "competitors",
+          "discontinue",
+          "share",
+          "OEMs",
+          "ODMs",
+          "channel",
+          "estimate",
+          "individually",
+          "representing",
+          "10%",
+          "quarter",
+          "timing",
+          "reduction",
+          "purchases",
+          "collecting",
+          "accounts",
+          "receivable",
+          "Commercial",
+          "arrangements",
+          "counterparty",
+          "entered",
+          "commercial",
+          "guarantees",
+          "asked",
+          "buildout",
+          "datacenter",
+          "occurrence",
+          "project",
+          "distress",
+          "Financing",
+          "undertaken",
+          "circumstances",
+          "upfront",
+          "flows",
+          "terms",
+          "multi",
+          "attract",
+          "motivate",
+          "executives",
+          "execute",
+          "strategy",
+          "recruit",
+          "exceptional",
+          "However",
+          "external",
+          "skilled",
+          "workers",
+          "leaders",
+          "workforce",
+          "participation",
+          "immigration",
+          "permit",
+          "administration",
+          "interpretation",
+          "employ",
+          "qualified",
+          "Competition",
+          "drives",
+          "compensation",
+          "retentive",
+          "longstanding",
+          "executive",
+          "team",
+          "Failure",
+          "succession",
+          "transfer",
+          "knowledge",
+          "smooth",
+          "transitions",
+          "involving",
+          "hinder",
+          "execution",
+          "success",
+          "proper",
+          "functioning",
+          "modification",
+          "interruption",
+          "internal",
+          "assessment",
+          "Section",
+          "404",
+          "Sarbanes",
+          "Oxley",
+          "Act",
+          "scalability",
+          "updated",
+          "functionality",
+          "enterprise",
+          "resource",
+          "ERP",
+          "Any",
+          "introduce",
+          "programming",
+          "errors",
+          "continued",
+          "accurately",
+          "report",
+          "disruptive",
+          "demands",
+          "encountered",
+          "fail",
+          "Identification",
+          "weaknesses",
+          "quickly",
+          "remediated",
+          "disclosed",
+          "statements",
+          "Remediation",
+          "weakness",
+          "inaccurate",
+          "restate",
+          "accurate",
+          "investigation",
+          "authorities",
+          "fluctuated",
+          "fluctuate",
+          "expectations",
+          "analysts",
+          "Therefore",
+          "indication",
+          "adjust",
+          "cycle",
+          "comply",
+          "payments",
+          "bad",
+          "unanticipated",
+          "interpretations",
+          "existing",
+          "achieving",
+          "granted",
+          "grant",
+          "macroeconomic",
+          "requested",
+          "shorter",
+          "flow",
+          "generation",
+          "pace",
+          "lag",
+          "creating",
+          "levels",
+          "sustainable"
+        ],
+        "keywords": [
+          "Business Risks",
+          "Financial Risks",
+          "Operational Risks"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "56b72587-e8b8-5dae-b090-4c31057856a3",
+      "type": "text",
+      "content": "We are subject to complex laws, rules, regulations, and political and other actions, including restrictions on the export of our products, which may adversely impact our business.\nWe are subject to laws and regulations domestically and worldwide, affecting our operations in areas including, but not limited to, IP ownership and infringement; taxes; import and export requirements and tariffs; anti-corruption, including the Foreign Corrupt Practices Act; business acquisitions; foreign exchange controls and cash repatriation restrictions; foreign ownership and investment; data privacy requirements; competition and antitrust; advertising; employment; product regulations; cybersecurity; environmental, health, and safety requirements; the responsible use of AI; sustainability; cryptocurrency; and consumer laws. Compliance with such requirements can be onerous and expensive, could impact our competitive position, and may negatively impact our business operations and ability to manufacture and ship our products. There can be no assurance that our employees, contractors, suppliers, customers or agents will not violate applicable laws or the policies, controls, and procedures that we have designed to help ensure compliance with such laws, and violations could result in fines, criminal sanctions against us, our officers, or our employees, prohibitions on the conduct of our business, and damage to our reputation. Changes to the laws, rules and regulations to which we are subject, or changes to their interpretation and enforcement, could lead to materially greater compliance and other costs, and/or further restrictions on our ability to manufacture and supply our products and operate our business. For example, we may face increased compliance costs as a result of changes or increases in antitrust legislation, regulation, administrative rule making, increased focus from regulators on cybersecurity vulnerabilities and risks. Our position in markets relating to AI has led to increased interest in our business from regulators worldwide, including the European Union, the United States, the United Kingdom, South Korea, Japan, and China. For example, the French Competition Authority collected information from us regarding our business and competition in the graphics card and CSP market as part of an ongoing inquiry into competition in those markets. We have also received, and continue to receive, broad requests for information from competition regulators in the European Union, the United States, the United Kingdom, China, and South Korea regarding our sales of GPUs and other NVIDIA products, our efforts to allocate supply, foundation models and our investments, partnerships and other agreements with companies developing foundation models, the markets in which we compete and our competition, our strategies, roadmaps, and efforts to develop, market, and sell hardware, software, and system solutions, and our agreements with customers, suppliers, and partners. We expect to receive additional requests for information in the future. Such requests have been and are likely to be expensive and burdensome and could negatively impact our business and our relationships with customers, suppliers, and partners.\nGovernments and regulators are also considering, and in certain cases, have imposed restrictions on the hardware, software, and systems used to develop frontier foundation models and generative AI. For example, the EU AI Act became effective on August 1, 2024 and will be fully applicable after a two-year transitional period. The EU AI Act may impact our ability to train, deploy, or release AI models in the EU. Several states are considering enacting or have already enacted regulations concerning AI technologies, with new state laws that took effect on January 1, 2026, which may impact our ability to train, deploy, or release AI models, and increase our compliance costs. Restrictions under these and any other regulations, if implemented, could increase the costs and burdens to us and our customers, delay or halt deployment of new systems using our products, and reduce the number of new entrants and customers, negatively impacting our business and financial results. Revisions to laws or regulations or their interpretation and enforcement could also result in increased taxation, trade sanctions, the imposition of or increase to import duties or tariffs, restrictions and controls on imports or exports, or other retaliatory actions, which could have an adverse effect on our business plans or impact the timing of our shipments. Additionally, changes in the public perception of governments in the regions where we operate or plan to operate could negatively impact our business and results of operations.\nGovernment actions, including trade protection and national and economic security policies of U.S. and foreign government bodies, such as tariffs, import or export regulations, including deemed export restrictions and restrictions on the activities of U.S. persons, trade and economic sanctions, decrees, quotas or other trade barriers and restrictions could affect our ability to ship products, provide services to our customers and employees, do business without an export license with entities on the U.S. Department of Commerce's U.S. Entity List or other USG restricted parties lists (which is expected to change from time to time), and generally fulfill our contractual obligations and have a material adverse effect on our business. If we were ever found to have violated export control laws or sanctions of the U.S. or similar applicable non-U.S. laws, even if the violation occurred without our knowledge, we may be subject to various penalties available under the laws, any of which could have a material and adverse impact on our business, operating results and financial condition.\nFor example, in response to the war in Ukraine, the United States and other jurisdictions imposed economic sanctions and export control measures which blocked the passage of our products, services and support into Russia, Belarus, and certain regions of Ukraine. In fiscal year 2023, we stopped direct sales to Russia and closed business operations in Russia. Concurrently, the war in Ukraine has impacted sales in EMEA and may continue to do so in the future.\nThe increasing focus on the risks and strategic importance of AI technologies has resulted in regulatory restrictions that target products and services capable of enabling or facilitating AI and may in the future result in additional restrictions impacting some or all of our product and service offerings.\nConcerns regarding third-party use of AI for purposes contrary to local governmental interests, including concerns relating to the misuse of AI applications, models, and solutions, has resulted in and could in the future result in unilateral or multilateral restrictions on products that can be used for training, modifying, tuning, and deploying LLMs and other AI applications. Such restrictions have limited and could in the future limit the ability of downstream customers and users worldwide to acquire, deploy and use systems that include our products, software, and services, and negatively impact our business and financial results.\nSuch restrictions could include additional unilateral or multilateral export controls on certain products or technology, including but not limited to AI technologies. As geopolitical tensions have increased, semiconductors associated with AI, including GPUs and related products, are increasingly the focus of export control restrictions proposed by stakeholders in the U.S. and its allies. The United States has imposed unilateral worldwide controls restricting GPUs and associated products, and it is likely that additional unilateral or multilateral controls will be adopted. Such controls have been and may again be very broad in scope and application, prohibit us from exporting our products to any or all customers in one or more markets, and could negatively impact our manufacturing, testing and warehousing locations and options, or could impose other conditions that limit our ability to serve demand abroad and could negatively and materially impact our business, revenue and financial results. Export controls and other restrictions targeting GPUs and semiconductors associated with AI, which have been imposed and are likely to be more restrictive, would further limit our ability to export our technology, products, or services, creating a competitive disadvantage for us and negatively impacting our business and financial results. Export controls targeting GPUs and semiconductors associated with AI have subjected and may in the future subject downstream users of our products to restrictions on the use, resale, repair, or transfer of our products, negatively impacting our business and financial results. Controls could negatively impact our cost and/or ability to provide services such as NVIDIA AI cloud services and could impact the cost and/or ability for our CSPs and customers to provide services to their end customers, even outside China.\nExport controls have and could in the future disrupt our supply chain and distribution channels, negatively impacting our ability to serve demand, including in markets outside China and for our non-data center products. The possibility of additional export controls has negatively impacted and may in the future negatively impact demand for our products, benefiting competitors that offer alternatives less likely to be restricted by further controls. Repeated changes in the export control rules are likely to impose compliance burdens on our business and our customers, negatively and materially impacting our business.\nIncreasing use of economic sanctions and export controls has impacted and may in the future impact demand for our products or services, negatively impacting our business and financial results. Reduced demand due to export controls has and could in the future lead to excess inventory or cause us to incur related supply charges. Additional unilateral or multilateral controls are also likely to include deemed export control limitations that negatively impact the ability of our research and development teams to execute our roadmap or other objectives in a timely manner. Additional export restrictions may not only impact our ability to serve overseas markets, but also provoke responses from foreign governments, including China, that negatively impact our supply chain or our ability to provide our products and services to customers in all markets worldwide, which could also substantially reduce our revenue. Regulators in China have inquired about our sales and efforts to supply the China market and our fulfillment of the commitments we entered at the close of our Mellanox acquisition. On September 15, 2025, China's antitrust regulators published their preliminary finding that our compliance with applicable U.S. export controls, which required us to offer degraded products to the Chinese market, discriminated unfairly against customers in the China market and therefore violated the terms of China's approval of our Mellanox acquisition. If regulators conclude that we have failed to fulfill the terms of our Mellanox acquisition or we have violated any applicable law in China, we could be subject to financial penalties, restrictions on our ability to conduct our business, restrictions or other orders regarding our networking business, products, and services, or otherwise impact our operations in China, any of which could have a material and adverse impact on our business, operating results and financial condition.\nOver the past three years, we have been subject to a series of shifting and expanding export control restrictions, impacting our ability to serve customers outside the United States.\nIn August 2022, the USG announced export restrictions and export licensing requirements targeting China's semiconductor and supercomputing industries. These restrictions impacted exports of certain chips, as well as software, hardware, equipment and technology used to develop, produce and manufacture certain chips to China (including Hong Kong and Macau) and Russia, and specifically impact our A100 and H100 integrated circuits, DGX or any other systems or boards which incorporate A100 or H100 integrated circuits.\nIn July 2023, the USG also informed us of an additional licensing requirement for a subset of A100 and H100 products destined to certain customers and other regions, including some countries in the Middle East.\nIn October 2023, the USG announced new and updated licensing requirements for exports to China and Country Groups D:1, D:4, and D:5 (including but not limited to, Saudi Arabia, the United Arab Emirates, and Vietnam, but excluding Israel) of our products exceeding certain performance thresholds, including, but not limited to, the A100, A800, H100, H800, L4, L40, L40S RTX 4090, GB200 NVL72, and B200. The licensing requirements also apply to the export of products exceeding certain performance thresholds to a party headquartered in, or with an ultimate parent headquartered in, Country Group D5, including China.\nIn April 2025, the USG informed us that it requires a license for export to China (including Hong Kong and Macau) and D:5 countries, or to companies headquartered or with an ultimate parent therein, of our H2O integrated circuits and any other circuits achieving the H2O's memory bandwidth, interconnect bandwidth, or combination thereof. As a result of these requirements, we incurred a \\$4.5 billion charge in the first quarter of fiscal year 2026 associated with H2O for excess inventory and purchase obligations, as the demand for H2O products diminished.\nIn August 2025, the USG granted licenses that would allow us to ship certain H2O products to certain China-based customers. We generated approximately \\$60 million in H2O revenue under those licenses. USG officials expressed an expectation that the USG will receive 15% or more of the revenue generated from licensed sales of our products, but the USG did not publish a regulation codifying such requirement.\nIn February 2026, the USG granted a license that would allow us to ship small amounts of H200 products to specific China-based customers. To date, we have not generated any revenue under the H200 licensing program, and do not yet know whether any imports will be allowed into China. The license requires that the H200s go through an inspection process in the United States prior to any shipment to the customer. As a result, any H200 shipped under the new licensing program will be subject to a 25% tariff upon importation into the United States.\nIn the event that we are able to sell licensed products into the China market, we may not be able to pass along all or any of the tariff to our customers, and may be subject to litigation, increased costs, and a harmed competitive position.\nThe export controls applicable to China are complex and address a variety of parameters, including the total processing performance of a chip, the “performance density” of a chip, the interconnect bandwidth of a chip, and the memory bandwidth of a chip. Under the current rules and geopolitical landscape, we are unable to create and deliver a competitive product for China’s data center market that receives approval from both the USG and the Chinese government. As of the end of fiscal year 2026, we were effectively foreclosed from competing in China’s data center computing/compute market, and our effective foreclosure from the China market helped our competitors build larger developer and customer ecosystems to challenge us worldwide. Unless we are able to return with a product that meets the approval of both the USG and the Chinese government, our lost opportunity and the benefit to our competitors will have a material and adverse impact on our business, operating results, and financial condition.\nIn addition to controls targeting D:1, D:4 and D:5 countries, the USG has also imposed worldwide export controls impacting our products, and may impose additional controls in the future.\nIn January 2025, the USG published the AI Diffusion IFR in the Federal Register. The IFR would have imposed a worldwide licensing requirement on our data center products, such as our H200, GB200 and GB300. The AI Diffusion IFR would have divided the world into three tiers, relegating most countries to “Tier 2” status, and would have created a complex and burdensome scheme for licensing approvals.\nIn May 2025, the USG announced that it would rescind the AI Diffusion IFR and implement a replacement rule. The scope, timing, and requirements of the forthcoming rule remain uncertain. The replacement rule may impose new restrictions on our products or operations and/or add license requirements that could have a material impact on our business, operating results, and financial condition. For example, in October 2025, the Senate passed the “GAIN AI Act” in the NDAA. The GAIN AI Act would restrict the Trump Administration’s ability to adapt the Biden Administration’s export control rules, and could also allow private U.S. persons to review and overturn licensing and foreign policy decisions made by the Trump Administration.\nOur competitive position has been harmed by export controls, and our competitive position and future results will be further harmed, over the long term, if the restrictions remain in place or are expanded in geographic, customer, or product scope, if customers purchase product from competitors, if customers develop their own internal solution, if we are unable to provide contractual warranty or other extended service obligations, if the USG does not grant licenses in a timely manner or denies licenses to significant customers or if we incur significant transition costs. The licensing process may not be resolved before significant business opportunities evaporate. Even if the USG grants any requested licenses, the licenses have already and may in the future be temporary, impose burdensome conditions regarding the installation, maintenance, and use of such products, or include financial or economic requirements that we or our customers or end users cannot or choose not to fulfill. The licensing requirements have already and may in the future benefit certain of our competitors, as the licensing process will make our pre-sale and post-sale technical support efforts more cumbersome and less certain and encourage customers in China, the Middle East, and other regions to pursue alternatives to our products, including semiconductor suppliers based in China, Europe, and Israel.\nGiven the increasing strategic importance of AI and rising geopolitical tensions, the USG has changed and may again change the export control rules at any time and further subject a wider range of our products to export restrictions and licensing requirements, negatively impacting our business and financial results. In the event of such change, we may be unable to sell our inventory of such products and may be unable to develop replacement products not subject to the licensing requirements.\nFor example, the USG already imposed license conditions that limit the ability of foreign firms to create and offer as a service large-scale GPU clusters, such as imposing license conditions on the use of products to be exported to certain countries, and may impose additional conditions such as requiring chip tracking and throttling mechanisms that could disable or impair GPUs if certain events, including unauthorized system configuration, use, or location, are detected. Such government mandates in chip designs could introduce system vulnerabilities and expose us to significant risk and potential liability, negatively impact demand for our products, and could have a material impact on our business, operating results, and financial condition. Even if not enacted into binding legislation, draft bills have impacted and may in the future negatively impact our business. For example, following U.S. legislative proposals calling for mandatory features in our chips, China's government publicly questioned whether our H2O products have built-in vulnerabilities, discouraging customers from purchasing our products. We provided a public response explaining that our GPUs, including H2O, do not include such built-in vulnerabilities, and will respond to any follow-up questions we receive.\nOpen-source foundation models are rapidly growing in popularity with developers worldwide. Any regulatory control or other restriction that limits our ability to provide products and services that support third-party applications and models, including applications built on foundation models originating in China such as DeepSeek, Qwen, or KIMMI, could have a material impact on our business, operating results, and financial condition.\nThe USG already imposed export controls restricting certain gaming GPUs, and if the USG expands such controls to restrict additional gaming products, it may disrupt a significant portion of our supply and distribution chain and negatively impact sales of such products to markets outside China, including the U.S. and Europe. In addition, as the performance of the gaming GPUs increases over time, export controls may have a greater impact on our ability to compete in markets subject to those controls. Export controls may disrupt our supply and distribution chain for a substantial portion of our products, which are warehoused in and distributed from Hong Kong.\nExport controls restricting our ability to sell data center GPUs may also negatively impact demand for our networking products used in servers containing our GPUs. The USG may also impose export controls on our networking products, such as high-speed network interconnects, to limit the ability of downstream parties to create large clusters for frontier model training.\nExport controls have and are likely in the future to have a disproportionate impact on NVIDIA and may disadvantage us against certain of our competitors that sell chips that are outside the scope of such control. Export controls have already and may in the future encourage customers outside China and other impacted regions to “design-out” certain U.S. semiconductors from their products to reduce the compliance burden and risk, and to ensure that they are able to serve markets worldwide. Export controls have already encouraged and may in the future encourage overseas governments to request that our customers purchase from our competitors rather than NVIDIA or other U.S. firms, harming our business, market position, and financial results.\nAs a result, export controls have in the past and may in the future negatively impact demand for our products and services not only in China, but also in other markets, such as Europe, Latin America, and Southeast Asia. Export controls increase the risk of investing in U.S. advanced semiconductor products, because by the time a new product is ready for market, it may be subject to new unilateral export controls restricting its sale, resulting in excess inventory and purchase obligations as we recently experienced with the H2O. At the same time, such controls may increase investment in foreign competitors, which would be less likely to be restricted by U.S. controls.\nThe increasingly complex export controls impose complex and burdensome compliance obligations on our partners, suppliers, and customers. While we seek to strictly comply with all applicable export control regulators, reports of diversion of controlled products, even when unsubstantiated and untrue, may negatively impact our business, relationships with partners and customers, and our reputation. Incorrect allegations that our compliance efforts satisfy the letter but not the “spirit” of the applicable regulations, as well as incorrect allegations that legitimate and appropriate business is using supposed “loopholes” in the export controls may negatively impact our business, relationships with partners and customers, and our reputation.\nIn addition to export controls, the USG may impose restrictions on the import and sale of products that incorporate technologies developed or manufactured in whole or in part in China. For example, the USG adopted “Connected Vehicle” restrictions on the import and sale of certain automotive products in the United States, which if adopted and interpreted broadly, could impact our ability to develop and supply solutions for our automotive customers. The USG is also considering restrictions that would limit our ability to support third-party applications and models built on open-source foundation models originating in China. Such restrictions, if implemented, would favor our foreign competitors and negatively impact our business.\nAdditionally, restrictions imposed by the Chinese government on the duration of gaming activities and access to games may adversely affect our Gaming revenue, and even if we are able to participate in the China data center compute market, increased oversight of digital platform companies may adversely affect our Data Center revenue. The Chinese government has encouraged customers to purchase from our China-based competitors and discouraged customers from purchasing, importing, or using our data center products, including any China-specific product designed to comply with U.S. export controls. As another example, an agency of the Chinese government announced an Action Plan that endorses new standards regarding the compute performance per watt and per memory bandwidth of accelerators used in new and renovated data centers in China. Although we are already effectively foreclosed from the China market by U.S. export controls, if those controls changed to allow us to return to the market, the Chinese government could modify or implement the Action Plan in a way that effectively prevents us from being able to design products to meet the new standard, which may restrict the ability of customers to use some of our data center products and may have a material and adverse impact on our business, operating results and financial condition. Further restrictions on our products or the products of our suppliers could negatively impact our business and financial results.\nFinally, our business depends on our ability to receive consistent and reliable supply from our overseas partners, especially in Taiwan and South Korea. Any new restrictions that negatively impact our ability to receive supply of components, parts, or services from Taiwan and South Korea, would negatively impact our business and financial results.\nScrutiny from shareholders, regulators and others regarding our corporate sustainability practices could result in additional costs or risks and adversely impact our reputation and willingness of customers and suppliers to do business with us.\nCertain shareholder advocacy groups, investment funds, shareholders and other market participants, customers and government regulators have focused on corporate sustainability practices and disclosures, including those associated with climate change and human rights. Stakeholders may not be satisfied with our corporate sustainability practices and goals or the speed of their adoption. Further, there are state-level initiatives in the U.S. that may differ from other regulatory requirements or our various stakeholders' expectations. Additionally, our corporate sustainability practices, oversight of our practices or disclosure controls may not meet evolving shareholder, regulator or other industry stakeholder expectations, or we may fail to meet corporate sustainability disclosure or reporting standards or legal requirements. We could also incur additional costs and require additional resources to monitor, report, and comply with various corporate sustainability practices and legal requirements, choose not to conduct business with potential customers and suppliers, or discontinue or not expand business with existing customers and suppliers due to our policies. These factors and increased disclosure may negatively harm our brand, reputation and business activities or expose us to liability.\nIssues relating to the responsible use of our technologies, including AI in our offerings, may result in reputational or financial harm and liability.\nConcerns relating to the responsible use of new and evolving technologies, such as AI, in our products and services may result in reputational or financial harm and liability and may cause us to incur costs to resolve such issues. We are increasingly building AI capabilities and protections into many of our products and services, and we also offer stand-alone AI applications. AI poses emerging legal, social, and ethical issues and presents risks and challenges that could affect its adoption, and therefore our business. If we enable or offer solutions that draw controversy due to their perceived or actual impact on society, such as AI solutions that have unintended consequences, infringe copyright or rights of publicity, or are controversial because of their impact on human rights, privacy, employment or other social, economic or political issues, or if we are unable to implement effective internal policies and frameworks relating to the responsible development and use of AI models and systems offered through our sales channels, we may experience brand or reputational harm, competitive harm or legal liability. Leveraging AI capabilities to potentially improve our internal functions and operations may present further risks, costs, and challenges. Complying with multiple regulations from different jurisdictions related to AI may further increase our cost of doing business, may change the way that we operate in certain jurisdictions, and may impede our ability to offer certain products and services in certain jurisdictions if we are unable to comply with regulations. Compliance with existing and proposed government regulation of AI, including in jurisdictions such as the European Union, may further increase the cost of related research and development, and create additional reporting and/or transparency requirements. For example, regulation adopted in response to the European Union Code of Practice for General Purpose Artificial Intelligence could require us to notify the European Commission regarding details of some of our Trustworthy AI processes related to our risk framework. Furthermore, changes in AI-related regulation could disproportionately impact and disadvantage us and require us to change our business practices, which may negatively impact our financial results. Our failure to adequately address concerns and regulations relating to the responsible use of AI by us or others could undermine public confidence in AI and slow adoption of AI in our products and services or cause reputational or financial harm.\nActions to adequately protect our IP rights could result in substantial costs to us and our ability to compete could be harmed if we are unsuccessful or if we are prohibited from making or selling our products.\nFrom time to time, we are involved in lawsuits or other legal proceedings alleging patent infringement or other IP rights violations by us, our employees or parties that we have agreed to indemnify. An unfavorable ruling could include significant damages, invalidation of one or more patents, indemnification of third parties, payment of lost profits, or injunctive relief. Claims that our products or processes infringe the IP rights of others, regardless of their merit, could cause us to incur significant costs to respond to, defend, and resolve such claims, and they may also divert the efforts and attention of management and technical personnel.\nWe may commence legal proceedings to protect our IP rights, which may increase our operating expenses. We could be subject to countersuits as a result. If infringement claims are made against us or our products are found to infringe a third party's IP, we or one of our indemnitees may have to seek a license to the third party's IP rights. If we or one of our indemnitees is unable to obtain such a license on acceptable terms or at all, we could be subject to substantial liabilities or have to suspend or discontinue the manufacture and sale of one or more of our products. We may also have to make royalty or other payments or cross license our technology. If these arrangements are not concluded on commercially reasonable terms, our business could be negatively impacted. Furthermore, the indemnification of a customer or other indemnitee may increase our operating expenses and negatively impact our operating results.\nWe rely on patents, trademarks, trade secrets, employee and third-party nondisclosure agreements, licensing arrangements and the laws of the countries in which we operate to protect our IP. Foreign laws may not protect our products or IP rights to the same extent as United States law. This makes the possibility of piracy of our technology and products more likely. The theft or unauthorized use or publication of our trade secrets and other confidential information could harm our competitive position and reduce acceptance of our products; as a result, the value of our investment in research and development, product development and marketing could be reduced. We also may face risks to our IP if our employees are hired by competitors. We continuously assess whether and where to seek formal protection for existing and new innovations and technologies but cannot be certain whether our applications for such protections will be approved, and, if approved, whether they will be enforceable.\nWe are subject to stringent and changing data privacy and security laws, rules, regulations and other obligations. These areas could damage our reputation, deter current and potential customers, affect our product design, or result in legal or regulatory proceedings and liability.\nWe process sensitive, confidential or personal data or information that is subject to privacy and security laws, regulations, industry standards, external and internal policies, contracts and other obligations that govern the processing of such data by us and on our behalf. Concerns about our practices or the ultimate use of our products and services with regard to the collection, use, retention, security or disclosure of personal information or other privacy-related matters, including for use in AI, even if unfounded, could damage our reputation and adversely affect our operating results. The theft, loss or misuse of personal data in our possession or by one of our partners could result in damage to our reputation, regulatory proceedings, disruption of our business activities or increased security or remediation costs and costs related to defending legal claims.\nIn the United States, federal, state and local authorities have enacted numerous data privacy and security laws, including for data breach notification, personal data privacy and consumer protection. Numerous U.S. states have enacted comprehensive privacy laws that impose certain obligations on covered businesses, including providing specific disclosures in privacy notices and affording residents with certain rights concerning their personal data. As applicable, such rights may include the right to access, correct, or delete certain personal data, and to opt-out of certain data processing activities, such as targeted advertising, profiling and automated decision-making. The exercise of these rights may impact our business and ability to provide our products and services. Certain states also impose stricter requirements for processing certain personal data, including sensitive information, such as conducting data privacy impact assessments. These state laws allow for statutory fines for noncompliance. For example, the California Consumer Privacy Act of 2018, as amended by the California Privacy Rights Act of 2020, or CPRA, or collectively the CCPA, gives California residents the right to access, delete and opt-out of certain sharing of their personal information, and to receive detailed information about how it is used and shared. The CCPA provides for substantial fines for intentional violation and the law created a private right of action for certain data breaches. Similar laws are being considered in several other states, as well as at the federal and local levels. Additionally, several states and localities have enacted measures related to the use of AI and machine learning in products and services. If we become subject to additional data privacy laws, the risk of enforcement action against us could increase.\nWorldwide regulatory authorities are also considering and have approved various legislative proposals concerning data protection. The European Union adopted the General Data Protection Regulation, or GDPR, and the United Kingdom similarly adopted the U.K. GDPR, governing the strict handling of personal data of persons within the European Economic Area, or EEA, and the United Kingdom, respectively, including its use and protection and the ability of persons whose data is stored to access, correct, and delete such data about themselves. If we are found not to comply, we could be subject to penalties of up to €20 million or 4% of worldwide revenue, whichever is greater, and classes of individuals or consumer protection organizations may initiate litigation related to our processing of their personal data. Furthermore, the EU AI Act and similar legislation could impose onerous obligations that may disproportionately impact and disadvantage us and require us to change our business practices. Additionally, Europe’s Network and Information Security Directive, or NIS2, regulates resilience and incident response capabilities of entities operating in a number of sectors, including the digital infrastructure sector. Non-compliance with NIS2 may lead to administrative fines of a maximum of 10 million Euros or up to 2% of the total worldwide revenue of the preceding fiscal year.\nIn the ordinary course of business, we transfer personal data from Europe, China, and other jurisdictions to the United States or other countries. Certain jurisdictions have enacted data localization laws and cross-border personal data transfer laws. For example, the GDPR governs the transfer of personal data to countries outside of the EEA. The European Commission released a set of “Standard Contractual Clauses” designed for entities to validly transfer personal data out of the EEA to jurisdictions that the European Commission has not found to provide an adequate level of protection, including the United States. Additionally, the U.K.’s International Data Transfer Agreement / Addendum, as well as the EU-U.S. Data Privacy Framework and the U.K. extension thereto (which allows for transfers to relevant U.S.-based organizations who self-certify compliance and participate in the Framework) are mechanisms that may be used to transfer personal data from the EEA and U.K. to the United States. However, these mechanisms are subject to legal challenges, and there is no assurance that we can satisfy or rely on these measures to lawfully transfer personal data to the United States. Other jurisdictions have enacted or are considering similar cross-border personal data transfer laws and local personal data residency laws, any of which would increase the cost and complexity of doing business and could result in fines from regulators. For example, China’s law imposes various requirements relating to data processing and data localization. Data broadly defined as important under China’s law, including personal data, may not be transferable outside of China without prior assessment and approval by the Cyberspace Administration of China, or CAC. Compliance with these requirements, including CAC assessments and any deemed failures of such assessments, could cause us to incur liability, prevent us from using data collected in China or impact our ability to transfer data outside of China. The inability to import personal data to the United States could significantly and negatively impact our business operations, limit our ability to collaborate with parties that are subject to European, China and other data privacy and security laws, or require us to increase our personal data processing capabilities in Europe and/or elsewhere at significant expense. Some European regulators have prevented companies from transferring personal data out of Europe for allegedly violating the GDPR’s cross-border data transfer limitations, which could negatively impact our business.\nWe are also bound by certain contractual obligations related to data privacy and security, and our efforts to comply with such obligations may not be successful or may be claimed to be non-compliant. For example, certain privacy laws, such as the GDPR and the CCPA, require our customers to impose specific contractual restrictions on their service providers. We sometimes host personal data in collaboration with our customers, and if a breach exposed or altered that personal data, it could harm those customer relationships and subject us to litigation, regulatory action, or fines. We publish privacy policies, marketing materials and other statements, such as compliance with certain certifications or self-regulatory principles, regarding data privacy and security. Regulators in the U.S. are increasingly scrutinizing these statements, and if these policies, materials or statements are found to be deficient, lacking in transparency, deceptive, unfair or misrepresentative of our practices, we may be subject to investigation, enforcement actions by regulators or other adverse consequences.\nData protection laws around the world are quickly changing and may be interpreted and applied in an increasingly stringent fashion and in a manner that is inconsistent with our data practices. These obligations may affect our product design and necessitate changes to our information technologies, systems and practices and to those of any third parties that process personal data on our behalf. Despite our efforts, we or third parties we rely upon may fail to comply with such obligations. If we fail, or are perceived to have failed, to address or comply with data privacy and security obligations, we could face significant consequences, including but not limited to, government enforcement actions, litigation, additional reporting requirements and/or oversight, bans on processing personal data, and orders to destroy or not use personal data. Any of these events could have a material adverse effect on our reputation, business, or financial condition.\nWe may have exposure to additional tax liabilities and our operating results may be adversely impacted by changes in tax laws, higher than expected tax rates and other tax-related factors.\nWe are subject to complex income tax laws and regulations, as well as non-income-based taxes, in various jurisdictions. Significant judgment is required in determining our worldwide provision for income taxes and other tax liabilities. We are regularly under audit by tax authorities in different jurisdictions. Although we believe our tax estimates are reasonable, any adverse outcome could increase our worldwide effective tax rate, increase the amount of non-income taxes imposed on our business, and harm our financial position, results of operations, net income, and cash flows.\nFurther, changes in tax laws or their interpretation by tax authorities in the U.S. or foreign jurisdictions could increase our future tax liability or cause other adverse tax impacts, which may materially impact our results of operations, or the way we conduct our business. Most of our income is taxable in the U.S., with a significant portion qualifying for preferential treatment as foreign-derived deduction eligible income, or FDDEI. If U.S. tax rates increase or the FDDEI deduction is reduced, our provision for income taxes, results of operations, net income, and cash flows would be adversely affected. In addition, our tax obligations and effective tax rate in the jurisdictions in which we conduct business could increase as a result of international tax developments, including the implementation of the Two-Pillar framework led by the Organization for Economic Cooperation and Development, or OECD, which involves the reallocation of taxing rights in respect of certain multinational enterprises above a fixed profit margin to the jurisdictions in which they carry on business (referred to as Pillar One), and imposes a minimum effective corporate tax rate (referred to as Pillar Two). A number of countries in which we conduct business have enacted, or are in the process of enacting, elements of the Pillar Two rules, including the recently released \"side-by-side\" framework, which provides certain additional safe harbors and coordination mechanisms. Any such tax laws, or changes in any such tax laws, including those related to the side-by-side framework, may increase tax uncertainty and compliance costs and adversely affect our provision for income taxes, cash tax payments, results of operations, and financial condition.\nOur future effective tax rate may also be affected by a variety of factors, including changes in our business or statutory rates, the mix of earnings in countries with differing statutory tax rates, available tax incentives, credits and deductions, the expiration of statutes of limitations, changes in accounting principles, adjustments to income taxes upon finalization of tax returns, increases in expenses not deductible for tax purposes, the estimates of our deferred tax assets and liabilities and deferred tax asset valuation allowances, changing interpretation of existing laws or regulations, the impact of accounting for business combinations, as well as changes in the domestic or international organization of our business and structure. Furthermore, the tax effects of accounting for stock-based compensation and volatility in our stock price may significantly impact our effective tax rate in the period in which they occur. A decline in our stock price may result in reduced future tax benefits from stock-based compensation, increase our effective tax rate, and adversely affect our financial results.\nOur business is exposed to the burden and risks associated with litigation, investigations and regulatory proceedings.\nWe currently and will likely continue to face legal, administrative and regulatory proceedings, claims, demands and/or investigations involving shareholder, consumer, competition, intellectual property and/or other issues relating to our business. For example, we are defending a securities class action lawsuit from multiple shareholders asserting claims that we and certain of our officers made false and/or misleading statements related to channel inventory and the impact of cryptocurrency mining on GPU demand in 2017 and 2018. Litigation and regulatory proceedings are inherently uncertain, and adverse rulings could occur, including monetary damages or fines, or an injunction stopping us from manufacturing or selling certain products, engaging in certain business practices, or requiring other remedies, such as compulsory licensing of patents. An unfavorable outcome or settlement may result in a material adverse impact. Regardless of the outcome, litigation can be costly, time-consuming, and disruptive to our operations.\nDelaware law and our certificate of incorporation, bylaws and agreement with Microsoft could delay or prevent a change in control.\nThe anti-takeover provisions of the Delaware General Corporation Law may discourage, delay, or prevent a change in control. Provisions in our certificate of incorporation and bylaws could make it more difficult for a third party to acquire a majority of our outstanding stock. These provisions include the ability of our Board of Directors to create and issue preferred stock, change the number of directors, and to make, amend or repeal our bylaws without prior shareholder approval; the inability of our shareholders to act by written consent; advance notice requirements for director nominations and shareholder proposals; and super-majority voting requirement to amend some provisions in our certificate of incorporation and bylaws. Under our agreement with Microsoft for the Xbox, if someone makes an offer to purchase at least 30% of our outstanding common stock, Microsoft may have first and last rights of refusal to purchase the stock. These provisions could delay or prevent a change in control of NVIDIA, discourage proxy contests, and make it more difficult for shareholders to elect directors of their choosing and to cause us to take other corporate actions they desire.",
+      "path": "2026-Annual-Report-Web.pdf/Part I_2/Item 1A. Risk Factors/Risk Factors/Risks Related to Regulatory, Legal, Our Stock and Other Matters",
+      "metadata": {
+        "length": 48881,
+        "summary": "The passage details extensive legal, regulatory, and geopolitical risks facing NVIDIA, primarily focusing on U.S. export controls targeting AI semiconductors and GPUs, which have harmed its competitive position and foreclosed it from the China data center market. It also covers compliance with complex global laws (AI, data privacy, antitrust, trade sanctions), litigation risks, and the burdens of evolving regulations like the EU AI Act, all of which could materially impact business operations and financial results.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "We",
+          "subject",
+          "complex",
+          "laws",
+          "rules",
+          "regulations",
+          "political",
+          "actions",
+          "including",
+          "restrictions",
+          "export",
+          "products",
+          "adversely",
+          "impact",
+          "business",
+          "domestically",
+          "worldwide",
+          "affecting",
+          "operations",
+          "areas",
+          "limited",
+          "IP",
+          "ownership",
+          "infringement",
+          "taxes",
+          "import",
+          "requirements",
+          "tariffs",
+          "anti",
+          "corruption",
+          "Foreign",
+          "Corrupt",
+          "Practices",
+          "Act",
+          "acquisitions",
+          "foreign",
+          "exchange",
+          "controls",
+          "cash",
+          "repatriation",
+          "investment",
+          "data",
+          "privacy",
+          "competition",
+          "antitrust",
+          "advertising",
+          "employment",
+          "product",
+          "cybersecurity",
+          "environmental",
+          "health",
+          "safety",
+          "responsible",
+          "AI",
+          "sustainability",
+          "cryptocurrency",
+          "consumer",
+          "Compliance",
+          "onerous",
+          "expensive",
+          "competitive",
+          "position",
+          "negatively",
+          "ability",
+          "manufacture",
+          "ship",
+          "There",
+          "assurance",
+          "employees",
+          "contractors",
+          "suppliers",
+          "customers",
+          "agents",
+          "violate",
+          "applicable",
+          "policies",
+          "procedures",
+          "designed",
+          "ensure",
+          "compliance",
+          "violations",
+          "result",
+          "fines",
+          "criminal",
+          "sanctions",
+          "officers",
+          "prohibitions",
+          "conduct",
+          "damage",
+          "reputation",
+          "Changes",
+          "interpretation",
+          "enforcement",
+          "lead",
+          "materially",
+          "greater",
+          "costs",
+          "supply",
+          "operate",
+          "For",
+          "face",
+          "increased",
+          "increases",
+          "legislation",
+          "regulation",
+          "administrative",
+          "rule",
+          "making",
+          "focus",
+          "regulators",
+          "vulnerabilities",
+          "risks",
+          "Our",
+          "markets",
+          "relating",
+          "led",
+          "interest",
+          "European",
+          "Union",
+          "United",
+          "States",
+          "Kingdom",
+          "South",
+          "Korea",
+          "Japan",
+          "China",
+          "French",
+          "Competition",
+          "Authority",
+          "collected",
+          "information",
+          "graphics",
+          "card",
+          "CSP",
+          "market",
+          "part",
+          "ongoing",
+          "inquiry",
+          "received",
+          "continue",
+          "receive",
+          "broad",
+          "requests",
+          "sales",
+          "GPUs",
+          "NVIDIA",
+          "efforts",
+          "allocate",
+          "foundation",
+          "models",
+          "investments",
+          "partnerships",
+          "agreements",
+          "companies",
+          "developing",
+          "compete",
+          "strategies",
+          "roadmaps",
+          "develop",
+          "sell",
+          "hardware",
+          "software",
+          "system",
+          "solutions",
+          "partners",
+          "expect",
+          "additional",
+          "future",
+          "Such",
+          "burdensome",
+          "relationships",
+          "Governments",
+          "cases",
+          "imposed",
+          "systems",
+          "frontier",
+          "generative",
+          "EU",
+          "effective",
+          "August",
+          "2024",
+          "fully",
+          "year",
+          "transitional",
+          "period",
+          "The",
+          "train",
+          "deploy",
+          "release",
+          "Several",
+          "states",
+          "enacting",
+          "enacted",
+          "technologies",
+          "state",
+          "effect",
+          "January",
+          "2026",
+          "increase",
+          "Restrictions",
+          "implemented",
+          "burdens",
+          "delay",
+          "halt",
+          "deployment",
+          "reduce",
+          "number",
+          "entrants",
+          "impacting",
+          "financial",
+          "results",
+          "Revisions",
+          "taxation",
+          "trade",
+          "imposition",
+          "duties",
+          "imports",
+          "exports",
+          "retaliatory",
+          "adverse",
+          "plans",
+          "timing",
+          "shipments",
+          "Additionally",
+          "public",
+          "perception",
+          "governments",
+          "regions",
+          "plan",
+          "Government",
+          "protection",
+          "national",
+          "economic",
+          "security",
+          "government",
+          "bodies",
+          "deemed",
+          "activities",
+          "persons",
+          "decrees",
+          "quotas",
+          "barriers",
+          "affect",
+          "provide",
+          "services",
+          "license",
+          "entities",
+          "Department",
+          "Commerce",
+          "Entity",
+          "List",
+          "USG",
+          "restricted",
+          "parties",
+          "lists",
+          "expected",
+          "change",
+          "time",
+          "generally",
+          "fulfill",
+          "contractual",
+          "obligations",
+          "material",
+          "If",
+          "found",
+          "violated",
+          "control",
+          "similar",
+          "violation",
+          "occurred",
+          "knowledge",
+          "penalties",
+          "operating",
+          "condition",
+          "response",
+          "war",
+          "Ukraine",
+          "jurisdictions",
+          "measures",
+          "blocked",
+          "passage",
+          "support",
+          "Russia",
+          "Belarus",
+          "In",
+          "fiscal",
+          "2023",
+          "stopped",
+          "direct",
+          "closed",
+          "Concurrently",
+          "impacted",
+          "EMEA",
+          "increasing",
+          "strategic",
+          "importance",
+          "resulted",
+          "regulatory",
+          "target",
+          "capable",
+          "enabling",
+          "facilitating",
+          "service",
+          "offerings",
+          "Concerns",
+          "party",
+          "purposes",
+          "contrary",
+          "local",
+          "governmental",
+          "interests",
+          "concerns",
+          "misuse",
+          "applications",
+          "unilateral",
+          "multilateral",
+          "training",
+          "modifying",
+          "tuning",
+          "deploying",
+          "LLMs",
+          "limit",
+          "downstream",
+          "users",
+          "acquire",
+          "include",
+          "technology",
+          "As",
+          "geopolitical",
+          "tensions",
+          "semiconductors",
+          "related",
+          "increasingly",
+          "proposed",
+          "stakeholders",
+          "allies",
+          "restricting",
+          "adopted",
+          "scope",
+          "application",
+          "prohibit",
+          "exporting",
+          "manufacturing",
+          "testing",
+          "warehousing",
+          "locations",
+          "options",
+          "impose",
+          "conditions",
+          "serve",
+          "demand",
+          "abroad",
+          "revenue",
+          "Export",
+          "targeting",
+          "restrictive",
+          "creating",
+          "disadvantage",
+          "subjected",
+          "resale",
+          "repair",
+          "transfer",
+          "Controls",
+          "cost",
+          "cloud",
+          "CSPs",
+          "end",
+          "disrupt",
+          "chain",
+          "distribution",
+          "channels",
+          "center",
+          "possibility",
+          "benefiting",
+          "competitors",
+          "offer",
+          "alternatives",
+          "Repeated",
+          "Increasing",
+          "Reduced",
+          "due",
+          "excess",
+          "inventory",
+          "incur",
+          "charges",
+          "Additional",
+          "limitations",
+          "research",
+          "development",
+          "teams",
+          "execute",
+          "roadmap",
+          "objectives",
+          "timely",
+          "manner",
+          "overseas",
+          "provoke",
+          "responses",
+          "substantially",
+          "Regulators",
+          "inquired",
+          "fulfillment",
+          "commitments",
+          "entered",
+          "close",
+          "Mellanox",
+          "acquisition",
+          "On",
+          "September",
+          "15",
+          "2025",
+          "published",
+          "preliminary",
+          "finding",
+          "required",
+          "degraded",
+          "Chinese",
+          "discriminated",
+          "unfairly",
+          "terms",
+          "approval",
+          "conclude",
+          "failed",
+          "law",
+          "orders",
+          "networking",
+          "Over",
+          "past",
+          "years",
+          "series",
+          "shifting",
+          "expanding",
+          "2022",
+          "announced",
+          "licensing",
+          "semiconductor",
+          "supercomputing",
+          "industries",
+          "These",
+          "chips",
+          "equipment",
+          "produce",
+          "Hong",
+          "Kong",
+          "Macau",
+          "specifically",
+          "A100",
+          "H100",
+          "integrated",
+          "circuits",
+          "DGX",
+          "boards",
+          "incorporate",
+          "July",
+          "informed",
+          "requirement",
+          "subset",
+          "destined",
+          "countries",
+          "Middle",
+          "East",
+          "October",
+          "updated",
+          "Country",
+          "Groups",
+          "Saudi",
+          "Arabia",
+          "Arab",
+          "Emirates",
+          "Vietnam",
+          "excluding",
+          "Israel",
+          "exceeding",
+          "performance",
+          "thresholds",
+          "A800",
+          "H800",
+          "L4",
+          "L40",
+          "L40S",
+          "RTX",
+          "4090",
+          "GB200",
+          "NVL72",
+          "B200",
+          "apply",
+          "headquartered",
+          "ultimate",
+          "parent",
+          "Group",
+          "D5",
+          "April",
+          "requires",
+          "H2O",
+          "achieving",
+          "memory",
+          "bandwidth",
+          "interconnect",
+          "combination",
+          "thereof",
+          "incurred",
+          "4.5",
+          "billion",
+          "charge",
+          "quarter",
+          "purchase",
+          "diminished",
+          "granted",
+          "licenses",
+          "based",
+          "generated",
+          "approximately",
+          "60",
+          "million",
+          "officials",
+          "expressed",
+          "expectation",
+          "15%",
+          "licensed",
+          "publish",
+          "codifying",
+          "February",
+          "small",
+          "amounts",
+          "H200",
+          "specific",
+          "To",
+          "date",
+          "program",
+          "allowed",
+          "H200s",
+          "inspection",
+          "process",
+          "prior",
+          "shipment",
+          "customer",
+          "shipped",
+          "25%",
+          "tariff",
+          "importation",
+          "event",
+          "pass",
+          "litigation",
+          "harmed",
+          "address",
+          "variety",
+          "parameters",
+          "total",
+          "processing",
+          "chip",
+          "density",
+          "Under",
+          "current",
+          "landscape",
+          "unable",
+          "create",
+          "deliver",
+          "receives",
+          "effectively",
+          "foreclosed",
+          "competing",
+          "computing",
+          "compute",
+          "foreclosure",
+          "helped",
+          "build",
+          "larger",
+          "developer",
+          "ecosystems",
+          "challenge",
+          "Unless",
+          "return",
+          "meets",
+          "lost",
+          "opportunity",
+          "benefit",
+          "addition",
+          "Diffusion",
+          "IFR",
+          "Federal",
+          "Register",
+          "GB300",
+          "divided",
+          "world",
+          "tiers",
+          "relegating",
+          "Tier",
+          "status",
+          "created",
+          "scheme",
+          "approvals",
+          "May",
+          "rescind",
+          "implement",
+          "replacement",
+          "forthcoming",
+          "remain",
+          "uncertain",
+          "add",
+          "Senate",
+          "passed",
+          "GAIN",
+          "NDAA",
+          "restrict",
+          "Trump",
+          "Administration",
+          "adapt",
+          "Biden",
+          "private",
+          "review",
+          "overturn",
+          "policy",
+          "decisions",
+          "made",
+          "long",
+          "term",
+          "place",
+          "expanded",
+          "geographic",
+          "internal",
+          "solution",
+          "warranty",
+          "extended",
+          "grant",
+          "denies",
+          "significant",
+          "transition",
+          "resolved",
+          "opportunities",
+          "evaporate",
+          "Even",
+          "grants",
+          "requested",
+          "temporary",
+          "installation",
+          "maintenance",
+          "choose",
+          "make",
+          "pre",
+          "sale",
+          "post",
+          "technical",
+          "cumbersome",
+          "encourage",
+          "pursue",
+          "Europe",
+          "Given",
+          "rising",
+          "changed",
+          "wider",
+          "range",
+          "firms",
+          "large",
+          "scale",
+          "GPU",
+          "clusters",
+          "imposing",
+          "exported",
+          "requiring",
+          "tracking",
+          "throttling",
+          "mechanisms",
+          "disable",
+          "impair",
+          "events",
+          "unauthorized",
+          "configuration",
+          "location",
+          "detected",
+          "mandates",
+          "designs",
+          "introduce",
+          "expose",
+          "risk",
+          "potential",
+          "liability",
+          "binding",
+          "draft",
+          "bills",
+          "legislative",
+          "proposals",
+          "calling",
+          "mandatory",
+          "features",
+          "publicly",
+          "questioned",
+          "built",
+          "discouraging",
+          "purchasing",
+          "provided",
+          "explaining",
+          "respond",
+          "follow",
+          "questions",
+          "Open",
+          "source",
+          "rapidly",
+          "growing",
+          "popularity",
+          "developers",
+          "Any",
+          "restriction",
+          "limits",
+          "originating",
+          "DeepSeek",
+          "Qwen",
+          "KIMMI",
+          "gaming",
+          "expands",
+          "portion",
+          "substantial",
+          "warehoused",
+          "distributed",
+          "servers",
+          "high",
+          "speed",
+          "network",
+          "interconnects",
+          "model",
+          "disproportionate",
+          "design",
+          "burden",
+          "encouraged",
+          "request",
+          "harming",
+          "Latin",
+          "America",
+          "Southeast",
+          "Asia",
+          "investing",
+          "advanced",
+          "ready",
+          "resulting",
+          "recently",
+          "experienced",
+          "At",
+          "While",
+          "seek",
+          "strictly",
+          "comply",
+          "reports",
+          "diversion",
+          "controlled",
+          "unsubstantiated",
+          "untrue",
+          "Incorrect",
+          "allegations",
+          "satisfy",
+          "letter",
+          "spirit",
+          "incorrect",
+          "legitimate",
+          "supposed",
+          "loopholes",
+          "developed",
+          "manufactured",
+          "Connected",
+          "Vehicle",
+          "automotive",
+          "interpreted",
+          "broadly",
+          "open",
+          "favor",
+          "duration",
+          "access",
+          "games",
+          "Gaming",
+          "participate",
+          "oversight",
+          "digital",
+          "platform",
+          "Data",
+          "Center",
+          "discouraged",
+          "importing",
+          "agency",
+          "Action",
+          "Plan",
+          "endorses",
+          "standards",
+          "watt",
+          "accelerators",
+          "renovated",
+          "centers",
+          "Although",
+          "modify",
+          "prevents",
+          "meet",
+          "standard",
+          "Further",
+          "Finally",
+          "depends",
+          "consistent",
+          "reliable",
+          "Taiwan",
+          "components",
+          "parts",
+          "Scrutiny",
+          "shareholders",
+          "corporate",
+          "practices",
+          "willingness",
+          "Certain",
+          "shareholder",
+          "advocacy",
+          "groups",
+          "funds",
+          "participants",
+          "focused",
+          "disclosures",
+          "climate",
+          "human",
+          "rights",
+          "Stakeholders",
+          "satisfied",
+          "goals",
+          "adoption",
+          "level",
+          "initiatives",
+          "differ",
+          "expectations",
+          "disclosure",
+          "evolving",
+          "regulator",
+          "industry",
+          "stakeholder",
+          "fail",
+          "reporting",
+          "legal",
+          "require",
+          "resources",
+          "monitor",
+          "report",
+          "discontinue",
+          "expand",
+          "existing",
+          "factors",
+          "harm",
+          "brand",
+          "Issues",
+          "reputational",
+          "resolve",
+          "issues",
+          "building",
+          "capabilities",
+          "protections",
+          "stand",
+          "poses",
+          "emerging",
+          "social",
+          "ethical",
+          "presents",
+          "challenges",
+          "enable",
+          "draw",
+          "controversy",
+          "perceived",
+          "actual",
+          "society",
+          "unintended",
+          "consequences",
+          "infringe",
+          "copyright",
+          "publicity",
+          "controversial",
+          "frameworks",
+          "offered",
+          "experience",
+          "Leveraging",
+          "potentially",
+          "improve",
+          "functions",
+          "present",
+          "Complying",
+          "multiple",
+          "impede",
+          "transparency",
+          "Code",
+          "Practice",
+          "General",
+          "Purpose",
+          "Artificial",
+          "Intelligence",
+          "notify",
+          "Commission",
+          "details",
+          "Trustworthy",
+          "processes",
+          "framework",
+          "Furthermore",
+          "disproportionately",
+          "failure",
+          "adequately",
+          "undermine",
+          "confidence",
+          "slow",
+          "Actions",
+          "protect",
+          "unsuccessful",
+          "prohibited",
+          "selling",
+          "From",
+          "involved",
+          "lawsuits",
+          "proceedings",
+          "alleging",
+          "patent",
+          "agreed",
+          "indemnify",
+          "An",
+          "unfavorable",
+          "ruling",
+          "damages",
+          "invalidation",
+          "patents",
+          "indemnification",
+          "payment",
+          "profits",
+          "injunctive",
+          "relief",
+          "Claims",
+          "merit",
+          "defend",
+          "claims",
+          "divert",
+          "attention",
+          "management",
+          "personnel",
+          "commence",
+          "expenses",
+          "countersuits",
+          "indemnitees",
+          "obtain",
+          "acceptable",
+          "liabilities",
+          "suspend",
+          "royalty",
+          "payments",
+          "cross",
+          "arrangements",
+          "concluded",
+          "commercially",
+          "reasonable",
+          "indemnitee",
+          "rely",
+          "trademarks",
+          "secrets",
+          "employee",
+          "nondisclosure",
+          "extent",
+          "This",
+          "makes",
+          "piracy",
+          "theft",
+          "publication",
+          "confidential",
+          "acceptance",
+          "marketing",
+          "reduced",
+          "hired",
+          "continuously",
+          "assess",
+          "formal",
+          "innovations",
+          "approved",
+          "enforceable",
+          "stringent",
+          "changing",
+          "deter",
+          "sensitive",
+          "personal",
+          "external",
+          "contracts",
+          "govern",
+          "behalf",
+          "regard",
+          "collection",
+          "retention",
+          "matters",
+          "unfounded",
+          "loss",
+          "possession",
+          "disruption",
+          "remediation",
+          "defending",
+          "federal",
+          "authorities",
+          "numerous",
+          "breach",
+          "notification",
+          "Numerous",
+          "comprehensive",
+          "covered",
+          "businesses",
+          "providing",
+          "notices",
+          "affording",
+          "residents",
+          "correct",
+          "delete",
+          "opt",
+          "targeted",
+          "profiling",
+          "automated",
+          "decision",
+          "exercise",
+          "stricter",
+          "conducting",
+          "assessments",
+          "statutory",
+          "noncompliance",
+          "California",
+          "Consumer",
+          "Privacy",
+          "2018",
+          "amended",
+          "Rights",
+          "2020",
+          "CPRA",
+          "collectively",
+          "CCPA",
+          "sharing",
+          "detailed",
+          "shared",
+          "intentional",
+          "action",
+          "breaches",
+          "Similar",
+          "considered",
+          "levels",
+          "localities",
+          "machine",
+          "learning",
+          "Worldwide",
+          "Protection",
+          "Regulation",
+          "GDPR",
+          "similarly",
+          "governing",
+          "strict",
+          "handling",
+          "Economic",
+          "Area",
+          "EEA",
+          "stored",
+          "20",
+          "4%",
+          "whichever",
+          "classes",
+          "individuals",
+          "organizations",
+          "initiate",
+          "Network",
+          "Information",
+          "Security",
+          "Directive",
+          "NIS2",
+          "regulates",
+          "resilience",
+          "incident",
+          "sectors",
+          "infrastructure",
+          "sector",
+          "Non",
+          "maximum",
+          "10",
+          "Euros",
+          "2%",
+          "preceding",
+          "ordinary",
+          "localization",
+          "border",
+          "governs",
+          "released",
+          "set",
+          "Standard",
+          "Contractual",
+          "Clauses",
+          "validly",
+          "adequate",
+          "International",
+          "Transfer",
+          "Agreement",
+          "Addendum",
+          "Framework",
+          "extension",
+          "thereto",
+          "transfers",
+          "relevant",
+          "certify",
+          "However",
+          "lawfully",
+          "Other",
+          "residency",
+          "complexity",
+          "imposes",
+          "defined",
+          "important",
+          "transferable",
+          "assessment",
+          "Cyberspace",
+          "CAC",
+          "failures",
+          "prevent",
+          "inability",
+          "significantly",
+          "collaborate",
+          "expense",
+          "Some",
+          "prevented",
+          "transferring",
+          "allegedly",
+          "violating",
+          "bound",
+          "successful",
+          "claimed",
+          "compliant",
+          "providers",
+          "host",
+          "collaboration",
+          "exposed",
+          "altered",
+          "materials",
+          "statements",
+          "certifications",
+          "principles",
+          "scrutinizing",
+          "deficient",
+          "lacking",
+          "deceptive",
+          "unfair",
+          "misrepresentative",
+          "investigation",
+          "quickly",
+          "applied",
+          "fashion",
+          "inconsistent",
+          "necessitate",
+          "Despite",
+          "bans",
+          "destroy",
+          "exposure",
+          "tax",
+          "higher",
+          "rates",
+          "income",
+          "Significant",
+          "judgment",
+          "determining",
+          "provision",
+          "regularly",
+          "audit",
+          "estimates",
+          "outcome",
+          "rate",
+          "amount",
+          "net",
+          "flows",
+          "impacts",
+          "Most",
+          "taxable",
+          "qualifying",
+          "preferential",
+          "treatment",
+          "derived",
+          "deduction",
+          "eligible",
+          "FDDEI",
+          "affected",
+          "international",
+          "developments",
+          "implementation",
+          "Two",
+          "Pillar",
+          "Organization",
+          "Cooperation",
+          "Development",
+          "OECD",
+          "involves",
+          "reallocation",
+          "taxing",
+          "respect",
+          "multinational",
+          "enterprises",
+          "fixed",
+          "profit",
+          "margin",
+          "carry",
+          "referred",
+          "One",
+          "minimum",
+          "elements",
+          "side",
+          "safe",
+          "harbors",
+          "coordination",
+          "uncertainty",
+          "mix",
+          "earnings",
+          "differing",
+          "incentives",
+          "credits",
+          "deductions",
+          "expiration",
+          "statutes",
+          "accounting",
+          "adjustments",
+          "finalization",
+          "returns",
+          "deductible",
+          "deferred",
+          "assets",
+          "asset",
+          "valuation",
+          "allowances",
+          "combinations",
+          "domestic",
+          "organization",
+          "structure",
+          "effects",
+          "stock",
+          "compensation",
+          "volatility",
+          "price",
+          "occur",
+          "decline",
+          "benefits",
+          "investigations",
+          "demands",
+          "involving",
+          "intellectual",
+          "property",
+          "securities",
+          "class",
+          "lawsuit",
+          "asserting",
+          "false",
+          "misleading",
+          "channel",
+          "mining",
+          "2017",
+          "Litigation",
+          "inherently",
+          "rulings",
+          "monetary",
+          "injunction",
+          "stopping",
+          "engaging",
+          "remedies",
+          "compulsory",
+          "settlement",
+          "Regardless",
+          "costly",
+          "consuming",
+          "disruptive",
+          "Delaware",
+          "certificate",
+          "incorporation",
+          "bylaws",
+          "agreement",
+          "Microsoft",
+          "takeover",
+          "provisions",
+          "Corporation",
+          "Law",
+          "discourage",
+          "Provisions",
+          "difficult",
+          "majority",
+          "outstanding",
+          "Board",
+          "Directors",
+          "issue",
+          "preferred",
+          "directors",
+          "amend",
+          "repeal",
+          "act",
+          "written",
+          "consent",
+          "advance",
+          "notice",
+          "director",
+          "nominations",
+          "super",
+          "voting",
+          "Xbox",
+          "30%",
+          "common",
+          "refusal",
+          "proxy",
+          "contests",
+          "elect",
+          "choosing",
+          "desire"
+        ],
+        "keywords": [
+          "Export Controls",
+          "AI Regulation",
+          "Legal Risks"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "67ddeed7-c2ee-51fb-ada3-a387f94472c0",
+      "type": "text",
+      "content": "None.",
+      "path": "2026-Annual-Report-Web.pdf/Part I_2/Item 1B. Unresolved Staff Comments",
+      "metadata": {
+        "length": 5,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "b4217a21-af8d-5edf-b161-73981fc68401",
+      "type": "text",
+      "content": "",
+      "path": "2026-Annual-Report-Web.pdf/Part I_2/Item 1C. Cybersecurity",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "c3dc4bc8-f182-5873-971d-9f06cdbd8564",
+      "type": "text",
+      "content": "We have in place certain infrastructure, systems, policies, and procedures that are designed to proactively prevent or reduce the impact of, and reactively address circumstances that arise when, events such as a cybersecurity incident occur. These include processes for assessing, identifying, and managing material risks from cybersecurity threats. Our information security management programs generally follow certain processes outlined in frameworks such as the ISO 27001 international standard for information security management and we evaluate and evolve our security measures as appropriate. We consult with external parties, such as cybersecurity firms and risk management and governance experts, on risk management and strategy.\nIdentifying, assessing, and managing cybersecurity risk is integrated into our overall risk management systems and processes, and we have in place cybersecurity and data privacy training and policies designed to (a) respond to new requirements in global privacy and cybersecurity laws and (b) prevent, detect, respond to, mitigate and recover from identified and significant cybersecurity threats.\nWe also have a vendor risk assessment process consisting of, depending on the nature and sensitivity of the supplier and data they process on our behalf, the distribution and review of supplier questionnaires designed to help us evaluate cybersecurity risks that we may encounter when working with third parties that have access to confidential and other sensitive company information. We take steps to review that such vendors have implemented data privacy and security controls that help mitigate the cybersecurity risks associated with these vendors, depending on the nature and sensitivity of the supplier and data they process on our behalf. We routinely assess our high-risk suppliers' conformance to industry standards (e.g., ISO 27001, ISO 28001, and C-TPAT), and we evaluate them for additional information, product, and physical security requirements.\nRefer to “Item 1A. Risk factors” in this annual report on Form 10-K for additional information about cybersecurity-related risks.",
+      "path": "2026-Annual-Report-Web.pdf/Part I_2/Item 1C. Cybersecurity/Risk management and strategy",
+      "metadata": {
+        "length": 2127,
+        "summary": "The company has infrastructure, systems, policies, and procedures to prevent, reduce impact of, and react to cybersecurity incidents. It follows ISO 27001 frameworks, consults external experts, integrates cybersecurity risk into overall risk management, provides training, and has a vendor risk assessment process using questionnaires and industry standards like ISO 27001, ISO 28001, and C-TPAT.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "We",
+          "place",
+          "infrastructure",
+          "systems",
+          "policies",
+          "procedures",
+          "designed",
+          "proactively",
+          "prevent",
+          "reduce",
+          "impact",
+          "reactively",
+          "address",
+          "circumstances",
+          "arise",
+          "events",
+          "cybersecurity",
+          "incident",
+          "occur",
+          "These",
+          "include",
+          "processes",
+          "assessing",
+          "identifying",
+          "managing",
+          "material",
+          "risks",
+          "threats",
+          "Our",
+          "information",
+          "security",
+          "management",
+          "programs",
+          "generally",
+          "follow",
+          "outlined",
+          "frameworks",
+          "ISO",
+          "27001",
+          "international",
+          "standard",
+          "evaluate",
+          "evolve",
+          "measures",
+          "consult",
+          "external",
+          "parties",
+          "firms",
+          "risk",
+          "governance",
+          "experts",
+          "strategy",
+          "Identifying",
+          "integrated",
+          "data",
+          "privacy",
+          "training",
+          "respond",
+          "requirements",
+          "global",
+          "laws",
+          "detect",
+          "mitigate",
+          "recover",
+          "identified",
+          "significant",
+          "vendor",
+          "assessment",
+          "process",
+          "consisting",
+          "depending",
+          "nature",
+          "sensitivity",
+          "supplier",
+          "behalf",
+          "distribution",
+          "review",
+          "questionnaires",
+          "encounter",
+          "working",
+          "access",
+          "confidential",
+          "sensitive",
+          "company",
+          "steps",
+          "vendors",
+          "implemented",
+          "controls",
+          "routinely",
+          "assess",
+          "high",
+          "suppliers",
+          "conformance",
+          "industry",
+          "standards",
+          "28001",
+          "TPAT",
+          "additional",
+          "product",
+          "physical",
+          "Refer",
+          "Item",
+          "1A",
+          "Risk",
+          "factors",
+          "annual",
+          "report",
+          "Form",
+          "10",
+          "related"
+        ],
+        "keywords": [
+          "cybersecurity",
+          "risk management",
+          "ISO 27001"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "561bb45c-5f0e-5414-bdc9-154d0df5aef4",
+      "type": "text",
+      "content": "Information security matters, including managing and assessing risks from cybersecurity threats, remain under the oversight of the Company's Board of Directors, or the Board. The Audit Committee of the Board, or the Audit Committee, also reviews the adequacy and effectiveness of the Company's information security policies and practices and the internal controls regarding information security risks. The Audit Committee receives regular information security updates from management, including our Chief Security Officer and members of our security team. The Board also receives annual reports on information security matters from our Chief Security Officer and members of our security team.\nOur security efforts are managed by a team of executive cybersecurity, IT, engineering, operations, and legal professionals. We have established a cross-functional leadership team, consisting of executive-level leaders, that meets regularly to review cybersecurity matters and evaluate emerging threats. With oversight and guidance provided by the cross-functional leadership team, our information security teams refine our practices to address emerging security risks and changes in regulations. Our executive-level leadership team also participates in cybersecurity incident response efforts by engaging with the incident response team and helping direct the company's response to and assessment of certain cybersecurity incidents.\nWe have designated a Chief Security Officer, reporting to our Senior Vice President of Software Engineering, to oversee the identification, assessment, and management of material cybersecurity risks. Our Chief Security Officer's cybersecurity expertise includes over 18 years of combined government and private sector assignments.",
+      "path": "2026-Annual-Report-Web.pdf/Part I_2/Item 1C. Cybersecurity/Governance",
+      "metadata": {
+        "length": 1757,
+        "summary": "The Company's Board of Directors oversees information security, with the Audit Committee reviewing policies and internal controls. Management provides regular updates, and a cross-functional leadership team meets to address cybersecurity matters. The Chief Security Officer, with 18 years of experience, manages material cybersecurity risks.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Information",
+          "security",
+          "matters",
+          "including",
+          "managing",
+          "assessing",
+          "risks",
+          "cybersecurity",
+          "threats",
+          "remain",
+          "oversight",
+          "Company",
+          "Board",
+          "Directors",
+          "The",
+          "Audit",
+          "Committee",
+          "reviews",
+          "adequacy",
+          "effectiveness",
+          "information",
+          "policies",
+          "practices",
+          "internal",
+          "controls",
+          "receives",
+          "regular",
+          "updates",
+          "management",
+          "Chief",
+          "Security",
+          "Officer",
+          "members",
+          "team",
+          "annual",
+          "reports",
+          "Our",
+          "efforts",
+          "managed",
+          "executive",
+          "IT",
+          "engineering",
+          "operations",
+          "legal",
+          "professionals",
+          "We",
+          "established",
+          "cross",
+          "functional",
+          "leadership",
+          "consisting",
+          "level",
+          "leaders",
+          "meets",
+          "regularly",
+          "review",
+          "evaluate",
+          "emerging",
+          "With",
+          "guidance",
+          "provided",
+          "teams",
+          "refine",
+          "address",
+          "regulations",
+          "participates",
+          "incident",
+          "response",
+          "engaging",
+          "helping",
+          "direct",
+          "company",
+          "assessment",
+          "incidents",
+          "designated",
+          "reporting",
+          "Senior",
+          "Vice",
+          "President",
+          "Software",
+          "Engineering",
+          "oversee",
+          "identification",
+          "material",
+          "expertise",
+          "includes",
+          "18",
+          "years",
+          "combined",
+          "government",
+          "private",
+          "sector",
+          "assignments"
+        ],
+        "keywords": [
+          "Board oversight",
+          "Chief Security Officer",
+          "risk management"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "d57cc12a-307d-52e2-aaae-91534a8b56ca",
+      "type": "text",
+      "content": "Our headquarters is in Santa Clara, California. We own and lease approximately 3 million square feet of office and building space for our corporate headquarters. In addition, we lease data center space in Santa Clara, California. We also own and lease facilities for data centers, research and development, and/or sales and administrative purposes throughout the U.S. and in various international locations, primarily in China, India, Israel, and Taiwan. We believe our existing facilities, both owned and leased, are in good condition and suitable for the conduct of our business. We do not identify or allocate assets by operating segment. For additional information regarding obligations under leases, refer to Note 17 of the Notes to the Consolidated Financial Statements in Part IV, Item 15 of this Annual Report on Form 10-K, which information is hereby incorporated by reference.",
+      "path": "2026-Annual-Report-Web.pdf/Part I_2/Item 2. Properties",
+      "metadata": {
+        "length": 886,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Our",
+          "headquarters",
+          "Santa",
+          "Clara",
+          "California",
+          "We",
+          "lease",
+          "approximately",
+          "million",
+          "square",
+          "feet",
+          "office",
+          "building",
+          "space",
+          "corporate",
+          "In",
+          "addition",
+          "data",
+          "center",
+          "facilities",
+          "centers",
+          "research",
+          "development",
+          "sales",
+          "administrative",
+          "purposes",
+          "international",
+          "locations",
+          "primarily",
+          "China",
+          "India",
+          "Israel",
+          "Taiwan",
+          "existing",
+          "owned",
+          "leased",
+          "good",
+          "condition",
+          "suitable",
+          "conduct",
+          "business",
+          "identify",
+          "allocate",
+          "assets",
+          "operating",
+          "segment",
+          "For",
+          "additional",
+          "information",
+          "obligations",
+          "leases",
+          "refer",
+          "Note",
+          "17",
+          "Notes",
+          "Consolidated",
+          "Financial",
+          "Statements",
+          "Part",
+          "IV",
+          "Item",
+          "15",
+          "Annual",
+          "Report",
+          "Form",
+          "10",
+          "incorporated",
+          "reference"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "4a9eb023-b993-5441-a9f4-5c08dc48fbdd",
+      "type": "text",
+      "content": "Please see Note 12 of the Notes to the Consolidated Financial Statements in Part IV, Item 15 of this Annual Report on Form 10-K for a discussion of our legal proceedings.",
+      "path": "2026-Annual-Report-Web.pdf/Part I_2/Item 3. Legal Proceedings",
+      "metadata": {
+        "length": 170,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Please",
+          "Note",
+          "12",
+          "Notes",
+          "Consolidated",
+          "Financial",
+          "Statements",
+          "Part",
+          "IV",
+          "Item",
+          "15",
+          "Annual",
+          "Report",
+          "Form",
+          "10",
+          "discussion",
+          "legal",
+          "proceedings"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "cc4c3124-4c66-5fd7-863e-f016f6ab1f29",
+      "type": "text",
+      "content": "Not applicable.",
+      "path": "2026-Annual-Report-Web.pdf/Part I_2/Item 4. Mine Safety Disclosures",
+      "metadata": {
+        "length": 15,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Not",
+          "applicable"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "e67d76ca-f999-52a1-97e3-4473e0d54378",
+      "type": "text",
+      "content": "Item 5. Market for Registrant's Common Equity, Related Stockholder Matters and Issuer Purchases of Equity Securities\nOur common stock is traded on the Nasdaq Global Select Market under the symbol NVDA. Public trading of our common stock began on January 22, 1999. Prior to that, there was no public market for our common stock. As of February 20, 2026, we had approximately 1,226 registered shareholders, not including those shares held in street or nominee name.\nIn May 2024, we announced a ten-for-one stock split, or the Stock Split, of our issued common stock, which was effected through the filing of an amendment to the Company's Restated Certificate of Incorporation, or the Amendment, with the Secretary of the State of Delaware. In June 2024, the Company filed the Amendment to effect the Stock Split and proportionately increased the number of shares of the Company's authorized common stock from 8.0 billion to 80.0 billion. Shareholders of record at the close of market on June 6, 2024 received nine additional shares of common stock, distributed after the close of market on June 7, 2024. All share, equity award and per share amounts presented herein have been retrospectively adjusted to reflect the Stock Split.",
+      "path": "2026-Annual-Report-Web.pdf/Part II_2",
+      "metadata": {
+        "length": 1227,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Item",
+          "Market",
+          "Registrant",
+          "Common",
+          "Equity",
+          "Related",
+          "Stockholder",
+          "Matters",
+          "Issuer",
+          "Purchases",
+          "Securities",
+          "Our",
+          "common",
+          "stock",
+          "traded",
+          "Nasdaq",
+          "Global",
+          "Select",
+          "symbol",
+          "NVDA",
+          "Public",
+          "trading",
+          "began",
+          "January",
+          "22",
+          "1999",
+          "Prior",
+          "public",
+          "market",
+          "As",
+          "February",
+          "20",
+          "2026",
+          "approximately",
+          "226",
+          "registered",
+          "shareholders",
+          "including",
+          "shares",
+          "held",
+          "street",
+          "nominee",
+          "In",
+          "May",
+          "2024",
+          "announced",
+          "ten",
+          "split",
+          "Stock",
+          "Split",
+          "issued",
+          "effected",
+          "filing",
+          "amendment",
+          "Company",
+          "Restated",
+          "Certificate",
+          "Incorporation",
+          "Amendment",
+          "Secretary",
+          "State",
+          "Delaware",
+          "June",
+          "filed",
+          "effect",
+          "proportionately",
+          "increased",
+          "number",
+          "authorized",
+          "8.0",
+          "billion",
+          "80.0",
+          "Shareholders",
+          "record",
+          "close",
+          "received",
+          "additional",
+          "distributed",
+          "All",
+          "share",
+          "equity",
+          "award",
+          "amounts",
+          "presented",
+          "retrospectively",
+          "adjusted",
+          "reflect"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "38a97fdf-fb8a-5908-aa10-7c4486338b18",
+      "type": "table",
+      "content": "<table><tr><td>Period</td><td>Total Number of Shares Purchased (In millions)</td><td>Average Price Paid per Share (1)</td><td>Total Number of Shares Purchased as Part of Publicly Announced Program (In millions)</td><td>Approximate Dollar Value of Shares that May Yet Be Purchased Under the Program (In billions)</td></tr><tr><td>October 27, 2025 - November 23, 2025</td><td>5.6</td><td>$ 198.89</td><td>5.6</td><td>$ 61.1</td></tr><tr><td>November 24, 2025 - December 21, 2025</td><td>6.6</td><td>$ 179.41</td><td>6.6</td><td>$ 59.9</td></tr><tr><td>December 22, 2025 - January 25, 2026</td><td>7.3</td><td>$ 186.52</td><td>7.3</td><td>$ 58.5</td></tr><tr><td>Total</td><td>19.5</td><td></td><td>19.5</td><td></td></tr></table>",
+      "path": "tables/table-61 Stock Buyback.html",
+      "metadata": {
+        "length": 727,
+        "summary": "table-62\nThe table shows a stock buyback program from Oct 2025 to Jan 2026, with 19.5 million shares purchased at average prices around $179-$199, leaving $58.5 billion available.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-61 Stock Buyback.html",
+        "keywords": [
+          "share repurchase",
+          "buyback program",
+          "stock"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "42f87c92-653f-5075-b6a3-a3c4bb010659",
+      "type": "text",
+      "content": "On August 26, 2025, our Board of Directors approved an additional \\$60.0 billion in share repurchase authorization, without expiration. In fiscal year 2026, we repurchased 282 million shares of our common stock for \\$40.4 billion. As of January 25, 2026, we were authorized, subject to certain specifications, to repurchase up to \\$58.5 billion of our common stock.\nThe repurchases can be made in the open market, in privately negotiated transactions, pursuant to a Rule 10b5-1 trading plan or in structured share repurchase agreements in compliance with Rule 10b-18 of the Exchange Act, subject to market conditions, applicable legal requirements, and other factors. Our share repurchase program may be suspended at any time at our discretion.\nIn fiscal year 2026, we paid cash dividends to our shareholders of \\$974 million. The payment of future cash dividends is subject to our Board of Directors' continuing determination that the declaration of dividends is in the best interests of our shareholders.\nThe following table presents details of our share repurchase transactions during the fourth quarter of fiscal year 2026:\n\n[tables/table-61 Stock Buyback.html]\n\n(1) Average price paid per share includes broker commissions, but excludes our liability under the 1% excise tax on the net amount of our share repurchases required by the Inflation Reduction Act of 2022.\nFrom January 26, 2026 through February 20, 2026, we repurchased 8 million shares for \\$1.5 billion pursuant to a pre-established trading plan.\nRestricted Stock Unit Share Withholding\nWe withhold shares of our common stock associated with net share settlements to cover tax withholding obligations of awards under our employee equity incentive program. During fiscal year 2026, we withheld approximately 51 million shares for a total value of \\$7.9 billion through net share settlements. Refer to Note 3 of the Notes to the Consolidated Financial Statements in Part IV, Item 15 of this Annual Report on Form 10-K for further discussion regarding our equity incentive plans.",
+      "path": "2026-Annual-Report-Web.pdf/Part II_2/Issuer Purchases of Equity Securities",
+      "metadata": {
+        "length": 2109,
+        "summary": "On August 26, 2025, the Board approved an additional $60.0 billion share repurchase authorization with no expiration. In fiscal year 2026, 282 million shares were repurchased for $40.4 billion. As of January 25, 2026, up to $58.5 billion remained authorized for repurchase. Repurchases may be made via open market, private negotiations, Rule 10b5-1 plans, or structured agreements. The program can be suspended at any time. In fiscal year 2026, $974 million in cash dividends were paid. The table details fourth quarter repurchases. From January 26 to February 20, 2026, 8 million shares were repurchased for $1.5 billion. Additionally, 51 million shares were withheld for tax obligations under equity incentive plans, valued at $7.9 billion.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "On",
+          "August",
+          "26",
+          "2025",
+          "Board",
+          "Directors",
+          "approved",
+          "additional",
+          "60.0",
+          "billion",
+          "share",
+          "repurchase",
+          "authorization",
+          "expiration",
+          "In",
+          "fiscal",
+          "year",
+          "2026",
+          "repurchased",
+          "282",
+          "million",
+          "shares",
+          "common",
+          "stock",
+          "40.4",
+          "As",
+          "January",
+          "25",
+          "authorized",
+          "subject",
+          "specifications",
+          "58.5",
+          "The",
+          "repurchases",
+          "made",
+          "open",
+          "market",
+          "privately",
+          "negotiated",
+          "transactions",
+          "pursuant",
+          "Rule",
+          "10b5",
+          "trading",
+          "plan",
+          "structured",
+          "agreements",
+          "compliance",
+          "10b",
+          "18",
+          "Exchange",
+          "Act",
+          "conditions",
+          "applicable",
+          "legal",
+          "requirements",
+          "factors",
+          "Our",
+          "program",
+          "suspended",
+          "time",
+          "discretion",
+          "paid",
+          "cash",
+          "dividends",
+          "shareholders",
+          "974",
+          "payment",
+          "future",
+          "continuing",
+          "determination",
+          "declaration",
+          "interests",
+          "table",
+          "presents",
+          "details",
+          "fourth",
+          "quarter",
+          "Average",
+          "price",
+          "includes",
+          "broker",
+          "commissions",
+          "excludes",
+          "liability",
+          "1%",
+          "excise",
+          "tax",
+          "net",
+          "amount",
+          "required",
+          "Inflation",
+          "Reduction",
+          "2022",
+          "From",
+          "February",
+          "20",
+          "1.5",
+          "pre",
+          "established",
+          "Restricted",
+          "Stock",
+          "Unit",
+          "Share",
+          "Withholding",
+          "We",
+          "withhold",
+          "settlements",
+          "cover",
+          "withholding",
+          "obligations",
+          "awards",
+          "employee",
+          "equity",
+          "incentive",
+          "During",
+          "withheld",
+          "approximately",
+          "51",
+          "total",
+          "7.9",
+          "Refer",
+          "Note",
+          "Notes",
+          "Consolidated",
+          "Financial",
+          "Statements",
+          "Part",
+          "IV",
+          "Item",
+          "15",
+          "Annual",
+          "Report",
+          "Form",
+          "10",
+          "discussion",
+          "plans"
+        ],
+        "keywords": [
+          "share repurchase",
+          "dividends",
+          "stock buyback"
+        ],
+        "connect_to": [
+          {
+            "target": "38a97fdf-fb8a-5908-aa10-7c4486338b18",
+            "relation": "embeds",
+            "ref": "[tables/table-61 Stock Buyback.html]",
+            "position": {
+              "start": 1129,
+              "end": 1165
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "32fffc28-0654-54a5-85bd-04e583ceae82",
+      "type": "text",
+      "content": "On December 15, 2025, we acquired a company and issued to a key employee a total of 174,676 shares of our common stock, valued at approximately \\$31 million based on our closing stock price on the issuance date.\nThe above securities were issued in a transaction not involving a public offering pursuant to an exemption from registration set forth in Section 4(a)(2) of the Securities Act (and Regulation D or Regulation S promulgated thereunder).",
+      "path": "2026-Annual-Report-Web.pdf/Part II_2/Recent Sales of Unregistered Securities and Use of Proceeds",
+      "metadata": {
+        "length": 446,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "On",
+          "December",
+          "15",
+          "2025",
+          "acquired",
+          "company",
+          "issued",
+          "key",
+          "employee",
+          "total",
+          "174",
+          "676",
+          "shares",
+          "common",
+          "stock",
+          "valued",
+          "approximately",
+          "31",
+          "million",
+          "based",
+          "closing",
+          "price",
+          "issuance",
+          "date",
+          "The",
+          "securities",
+          "transaction",
+          "involving",
+          "public",
+          "offering",
+          "pursuant",
+          "exemption",
+          "registration",
+          "set",
+          "Section",
+          "Securities",
+          "Act",
+          "Regulation",
+          "promulgated",
+          "thereunder"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "a5bdbb97-46c6-5188-8d37-67fdee33872c",
+      "type": "image",
+      "content": "\nOn December 15, 2025, we acquired a company and issued to a key employee a total of 174,676 shares of our common stock, valued at approximately \\$31 million based on our closing stock price on the issuance date. <details>0\n[images/image-83-NVIDIA Stock Growth.jpg]\n",
+      "path": "images/image-83-NVIDIA Stock Growth.jpg",
+      "metadata": {
+        "length": 257,
+        "summary": "image-83\nChart Title: NVIDIA Corporation vs S&P 500 vs Nasdaq 100 Performance\n\nTime Range: January 31, 2021 to January 25, 2026\n\nData Series & Key Points:\n- **NVIDIA Corporation (Green Line):** Shows exponential growth.\n  - Jan 2021: ~100\n  - Jan 2022: ~180\n  - Jan 2023: ~170\n  - Jan 2024: ~470\n  - Jan 2025: ~1,100\n  - Jan 2026: ~1,450\n- **S&P 500 (Grey Square Marker):** Shows slow, steady linear growth.\n  - Starts at ~100 in Jan 2021 and ends near ~200 in Jan 2026.\n- **Nasdaq 100 (Purple Triangle Marker):** Shows slow, steady linear growth similar to S&P 500",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "images/image-83-NVIDIA Stock Growth.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "e92632b0-98ca-5bea-9606-b440c923f4c2",
+      "type": "table",
+      "content": "<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th>Date</th>\n      <th>NVIDIA Corporation</th>\n      <th>S&amp;P 500</th>\n      <th>Nasdaq 100</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>1/31/2021</td>\n      <td>100</td>\n      <td>80</td>\n      <td>100</td>\n    </tr>\n    <tr>\n      <td>1/30/2022</td>\n      <td>180</td>\n      <td>100</td>\n      <td>120</td>\n    </tr>\n    <tr>\n      <td>1/29/2023</td>\n      <td>160</td>\n      <td>90</td>\n      <td>90</td>\n    </tr>\n    <tr>\n      <td>1/28/2024</td>\n      <td>470</td>\n      <td>120</td>\n      <td>150</td>\n    </tr>\n    <tr>\n      <td>1/26/2025</td>\n      <td>1100</td>\n      <td>170</td>\n      <td>180</td>\n    </tr>\n    <tr>\n      <td>1/25/2026</td>\n      <td>1450</td>\n      <td>200</td>\n      <td>210</td>\n    </tr>\n  </tbody>\n</table>",
+      "path": "tables/table-62 NVIDIA Stock Growth.html",
+      "metadata": {
+        "length": 845,
+        "summary": "table-63\nThe table shows NVIDIA Corporation's stock value rising from 100 in 2021 to 1450 in 2026, outperforming S&P 500 and Nasdaq 100 indices.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-62 NVIDIA Stock Growth.html",
+        "keywords": [
+          "NVIDIA",
+          "S&P 500",
+          "Nasdaq 100"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "92fd42d2-d3fe-5765-a448-df41ef9ee2ff",
+      "type": "table",
+      "content": "<table><tr><td></td><td>1/31/2021</td><td>1/30/2022</td><td>1/29/2023</td><td>1/28/2024</td><td>1/26/2025</td><td>1/25/2026</td></tr><tr><td>NVIDIA Corporation</td><td>$ 100.00</td><td>$ 175.98</td><td>$ 157.05</td><td>$ 470.88</td><td>$ 1,100.68</td><td>$ 1,448.75</td></tr><tr><td>S&amp;P 500</td><td>$ 100.00</td><td>$ 121.00</td><td>$ 112.98</td><td>$ 137.98</td><td>$ 174.50</td><td>$ 200.33</td></tr><tr><td>Nasdaq 100</td><td>$ 100.00</td><td>$ 112.60</td><td>$ 95.60</td><td>$ 138.07</td><td>$ 173.95</td><td>$ 206.01</td></tr></table>",
+      "path": "tables/table-63 Stock Performance.html",
+      "metadata": {
+        "length": 543,
+        "summary": "table-64\nThe table shows cumulative investment returns from 2021 to 2026 for NVIDIA, S&P 500, and Nasdaq 100, with NVIDIA growing from $100 to $1,448.75.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-63 Stock Performance.html",
+        "keywords": [
+          "NVIDIA",
+          "S&P 500",
+          "Nasdaq 100"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "4979fd06-a3c9-58e9-b909-1bdee11e2e03",
+      "type": "text",
+      "content": "The following graph compares the cumulative total shareholder return for our common stock, the S&P 500 Index, and the Nasdaq 100 Index for the five years ended January 25, 2026. The graph assumes that \\$100 was invested on January 31, 2021 in our common stock and in each of the S&P 500 Index and the Nasdaq 100 Index. Our common stock is a component of each of the presented indices. Total return assumes reinvestment of dividends in each of the indices indicated. Total return is based on historical results and is not intended to indicate future performance.\nComparison of 5 Year Cumulative Total Return\\* Among NVIDIA Corporation, the S&P 500 Index, and the Nasdaq 100 Index\n\nOn December 15, 2025, we acquired a company and issued to a key employee a total of 174,676 shares of our common stock, valued at approximately \\$31 million based on our closing stock price on the issuance date. <details>0\n[images/image-83-NVIDIA Stock Growth.jpg]\n\n<details>\n<summary>line chart</summary>\n\n[tables/table-62 NVIDIA Stock Growth.html]\n\n</details>\n\\*\\$100 invested on 1/31/2021 in stock and in indices, including reinvestment of dividends.\nSource: FactSet financial data and analytics.\n\n[tables/table-63 Stock Performance.html]\n\nItem 6. [Reserved]\nItem 7. Management's Discussion and Analysis of Financial Condition and Results of Operations\nThe following discussion and analysis of our financial condition and results of operations should be read in conjunction with “Item 1A. Risk Factors,” our Consolidated Financial Statements and related Notes thereto, as well as other cautionary statements and risks described elsewhere in this Annual Report on Form 10-K, before deciding to purchase, hold, or sell shares of our common stock.",
+      "path": "2026-Annual-Report-Web.pdf/Part II_2/Stock Performance Graphs",
+      "metadata": {
+        "length": 1783,
+        "summary": "The passage compares the cumulative total shareholder return of NVIDIA common stock, the S&P 500 Index, and the Nasdaq 100 Index over five years ending January 25, 2026, assuming a $100 investment on January 31, 2021 with dividends reinvested. It notes that on December 15, 2025, NVIDIA acquired a company and issued 174,676 shares to a key employee, valued at about $31 million. The content includes a line chart and tables with return data, followed by a reserved section and the start of Management's Discussion and Analysis.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "The",
+          "graph",
+          "compares",
+          "cumulative",
+          "total",
+          "shareholder",
+          "return",
+          "common",
+          "stock",
+          "500",
+          "Index",
+          "Nasdaq",
+          "100",
+          "years",
+          "ended",
+          "January",
+          "25",
+          "2026",
+          "assumes",
+          "invested",
+          "31",
+          "2021",
+          "Our",
+          "component",
+          "presented",
+          "indices",
+          "Total",
+          "reinvestment",
+          "dividends",
+          "based",
+          "historical",
+          "results",
+          "intended",
+          "future",
+          "performance",
+          "Comparison",
+          "Year",
+          "Cumulative",
+          "Return",
+          "Among",
+          "NVIDIA",
+          "Corporation",
+          "On",
+          "December",
+          "15",
+          "2025",
+          "acquired",
+          "company",
+          "issued",
+          "key",
+          "employee",
+          "174",
+          "676",
+          "shares",
+          "valued",
+          "approximately",
+          "million",
+          "closing",
+          "price",
+          "issuance",
+          "date",
+          "details",
+          "summary",
+          "line",
+          "chart",
+          "including",
+          "Source",
+          "FactSet",
+          "financial",
+          "data",
+          "analytics",
+          "Item",
+          "Reserved",
+          "Management",
+          "Discussion",
+          "Analysis",
+          "Financial",
+          "Condition",
+          "Results",
+          "Operations",
+          "discussion",
+          "analysis",
+          "condition",
+          "operations",
+          "read",
+          "conjunction",
+          "1A",
+          "Risk",
+          "Factors",
+          "Consolidated",
+          "Statements",
+          "related",
+          "Notes",
+          "thereto",
+          "cautionary",
+          "statements",
+          "risks",
+          "Annual",
+          "Report",
+          "Form",
+          "10",
+          "deciding",
+          "purchase",
+          "hold",
+          "sell"
+        ],
+        "keywords": [
+          "Cumulative Return",
+          "NVIDIA",
+          "Indices"
+        ],
+        "connect_to": [
+          {
+            "target": "a5bdbb97-46c6-5188-8d37-67fdee33872c",
+            "relation": "embeds",
+            "ref": "[images/image-83-NVIDIA Stock Growth.jpg]",
+            "position": {
+              "start": 903,
+              "end": 944
+            }
+          },
+          {
+            "target": "e92632b0-98ca-5bea-9606-b440c923f4c2",
+            "relation": "embeds",
+            "ref": "[tables/table-62 NVIDIA Stock Growth.html]",
+            "position": {
+              "start": 987,
+              "end": 1029
+            }
+          },
+          {
+            "target": "92fd42d2-d3fe-5765-a448-df41ef9ee2ff",
+            "relation": "embeds",
+            "ref": "[tables/table-63 Stock Performance.html]",
+            "position": {
+              "start": 1181,
+              "end": 1221
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "18cf4096-81da-5526-88db-ef58fab1049d",
+      "type": "text",
+      "content": "",
+      "path": "2026-Annual-Report-Web.pdf/Part II_2/Stock Performance Graphs/Overview",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "9339bafd-9d08-521f-8921-9469c46c8a2b",
+      "type": "text",
+      "content": "NVIDIA pioneered accelerated computing to help solve the most challenging computational problems. Since our original focus on PC graphics, we have expanded to several other large and important computationally intensive fields. Fueled by the sustained demand for exceptional 3D graphics and the scale of the gaming market, NVIDIA has leveraged its GPU architecture to create platforms for scientific computing, AI, data science, autonomous vehicles, robotics, and digital twin applications. NVIDIA is now a data center scale AI infrastructure company reshaping all industries.\nOur two operating segments are \"Compute & Networking\" and \"Graphics.\" Refer to Note 16 of the Notes to the Consolidated Financial Statements in Part IV, Item 15 of this Annual Report on Form 10-K for additional information.\nHeadquartered in Santa Clara, California, NVIDIA was incorporated in California in April 1993 and reincorporated in Delaware in April 1998.",
+      "path": "2026-Annual-Report-Web.pdf/Part II_2/Stock Performance Graphs/Overview/Our Company and Our Businesses",
+      "metadata": {
+        "length": 939,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "NVIDIA",
+          "pioneered",
+          "accelerated",
+          "computing",
+          "solve",
+          "challenging",
+          "computational",
+          "problems",
+          "Since",
+          "original",
+          "focus",
+          "PC",
+          "graphics",
+          "expanded",
+          "large",
+          "important",
+          "computationally",
+          "intensive",
+          "fields",
+          "Fueled",
+          "sustained",
+          "demand",
+          "exceptional",
+          "3D",
+          "scale",
+          "gaming",
+          "market",
+          "leveraged",
+          "GPU",
+          "architecture",
+          "create",
+          "platforms",
+          "scientific",
+          "AI",
+          "data",
+          "science",
+          "autonomous",
+          "vehicles",
+          "robotics",
+          "digital",
+          "twin",
+          "applications",
+          "center",
+          "infrastructure",
+          "company",
+          "reshaping",
+          "industries",
+          "Our",
+          "operating",
+          "segments",
+          "Compute",
+          "Networking",
+          "Graphics",
+          "Refer",
+          "Note",
+          "16",
+          "Notes",
+          "Consolidated",
+          "Financial",
+          "Statements",
+          "Part",
+          "IV",
+          "Item",
+          "15",
+          "Annual",
+          "Report",
+          "Form",
+          "10",
+          "additional",
+          "information",
+          "Headquartered",
+          "Santa",
+          "Clara",
+          "California",
+          "incorporated",
+          "April",
+          "1993",
+          "reincorporated",
+          "Delaware",
+          "1998"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "75708579-9e90-582b-8906-5788e0519c9d",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"3\"></td><td colspan=\"3\">Year Ended</td></tr><tr><td>Jan 25, 2026</td><td>Jan 26, 2025</td><td>Change</td></tr><tr><td colspan=\"3\">($ in millions, except per share data)</td></tr><tr><td>Revenue</td><td>$ 215,938</td><td>$ 130,497</td><td>Up 65%</td></tr><tr><td>Gross margin</td><td>71.1 %</td><td>75.0 %</td><td>-3.9 pts</td></tr><tr><td>Operating expenses</td><td>$ 23,076</td><td>$ 16,405</td><td>Up 41%</td></tr><tr><td>Operating income</td><td>$ 130,387</td><td>$ 81,453</td><td>Up 60%</td></tr><tr><td>Net income</td><td>$ 120,067</td><td>$ 72,880</td><td>Up 65%</td></tr><tr><td>Net income per diluted share</td><td>$ 4.90</td><td>$ 2.94</td><td>Up 67%</td></tr></table>",
+      "path": "tables/table-64 Financial Results.html",
+      "metadata": {
+        "length": 701,
+        "summary": "table-65\nThe table shows financial data for years ending Jan 25, 2026 and Jan 26, 2025. Revenue rose 65% to $215,938M, net income up 65% to $120,067M, and operating income up 60% to $130,387M.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-64 Financial Results.html",
+        "keywords": [
+          "Revenue",
+          "Net Income",
+          "Operating Income"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "ff80f4a6-7ab8-509d-bfa7-b9cd964c0bd6",
+      "type": "text",
+      "content": "Revenue growth in fiscal year 2026 was driven by data center compute and networking platforms for accelerated computing and AI solutions. Our Blackwell architectures represented the majority of our Data Center revenue.\nThe availability of data centers, energy, and capital to support the buildout of NVIDIA AI infrastructure by our customers and partners is crucial, and any shortage of these or other necessary resources could impact our future revenue and financial performance. Expanding energy capacity to meet demand is a complex, multi-year process that involves significant regulatory, technical, and construction challenges. In addition, access to capital can be particularly constrained for less-capitalized companies, which may face difficulties securing financing for large-scale infrastructure projects. These limitations could delay customer and partner deployments or reduce the scale of accelerated computing and AI adoption.\nWe continue to execute Data Center compute product introductions, bringing new advanced architectures on a one-year product cadence, including our Rubin platform. We began shipping production units of our new Blackwell Ultra platforms including GB300 in the second quarter of fiscal year 2026. The complexity of our product transitions and sophisticated system configurations has and may in the future cause delays in production and create challenges in managing supply and demand. This could further result in revenue volatility, quality issues, increased inventory provisions, decreases in product yields and higher material costs, and/or increased warranty costs. Customers may postpone purchasing new architectures or may adopt new technologies more gradually than anticipated, affecting our revenue timing and supply chain expenses.\nIn April 2025, the USG informed us that a license is required for exports of our H2O product into the China market. As a result of these requirements, we incurred a \\$4.5 billion charge in the first quarter of fiscal year 2026 associated with H2O for excess inventory and purchase obligations, as the demand for H2O diminished. In August 2025, the USG granted licenses that would allow us to ship certain H2O products to certain China-based customers. We generated approximately \\$60 million in H2O revenue under those licenses.\nIn February 2026, the USG granted a license that would allow us to ship small amounts of H200 products to specific China-based customers. To date, we have not generated any revenue under the H200 licensing program, and do not yet know whether any imports will be allowed into China. The license requires that the H200s go through an inspection process in the United States prior to any shipment to the customer. As a result, any H200 shipped under the new licensing program will be subject to a 25% tariff upon importation into the United States.\nThe recent rise in high-quality open-source foundation models is making advanced AI capabilities broadly accessible. Open-source AI is dependent on developer adoption and if deployed on our competitors' platforms, it could reduce demand for our products and services.\nWhile currently our supply chain is mainly concentrated in Asia, we are expanding into the U.S. and Latin America. These moves are expected to strengthen our supply chain, add resiliency and redundancy, and meet the growing demand for AI infrastructure. Our ability to increase manufacturing capabilities will depend on the local region's manufacturing ecosystem's capacity to ramp production supply to the required volume and on a timely basis.\nWe have made, and expect to continue making, investments that support our technology roadmap and the broader AI ecosystem. In fiscal year 2026, we made the following investments:\n- We invested \\$17.5 billion in private companies and infrastructure funds, primarily to support early-stage startups. These investments include AI model makers that purchase our products directly or through CSPs. Many of these investments are illiquid and non-marketable. The related early-stage startups may not become profitable in the near term, or at all, and there can be no assurance that we will realize a return on our investments.\n• We made investments in publicly-held equity securities where the value may fluctuate significantly due to changes in stock prices and could adversely affect our financial results.\n- To support the build-out of complex datacenter infrastructures, we enter into commercial arrangements, including guarantees with partners. We provided \\$3.5 billion in land, power, and shell guarantees to early-stage companies, generally over multi-year periods. If the escrow and the partners' operating activities are not sufficient to cover an event of default under these guarantees, we may elect to assume the underlying leases for internal use or sublease them to third parties.\nMacroeconomic factors, including tariffs, inflation, interest rate changes, capital market volatility, global supply chain constraints, and global economic and geopolitical developments, have direct and indirect impacts on our results of operations, particularly demand for our products. While difficult to isolate and quantify, these macroeconomic factors impact our supply chain and manufacturing costs, employee wages, costs for capital equipment, the value of our investments, revenue and competitive position. Our product and solution pricing generally does not fluctuate with short-term changes in our costs. Within our supply chain, we continuously manage product availability and costs with our vendors.\nRefer to “Item 1A. Risk Factors – Risks Related to Regulatory, Legal, Our Stock and Other Matters” for a further discussion of the potential impact of these factors on our business.\nFiscal Year 2026 Summary\n\n[tables/table-64 Financial Results.html]\n\nRevenue for fiscal year 2026 was \\$215.9 billion, up 65% from a year ago.\nData Center revenue for fiscal year 2026 was up 68% from a year ago. The strong year-on-year growth was driven by the major platform shifts – accelerated computing and AI.\nGaming revenue for fiscal year 2026 was up 41% from a year ago, driven by strong Blackwell demand. We expect supply constraints to be a headwind to Gaming in the first quarter of fiscal 2027 and beyond.\nProfessional Visualization revenue for fiscal year 2026 was up 70% from a year ago, driven by exceptional demand for Blackwell as well as the launch of our new DGX Spark.\nAutomotive revenue for fiscal year 2026 was up 39% from a year ago, driven by continued adoption of our self-driving platforms.\nGross margin decreased in fiscal year 2026 as our business model transitioned from offering Hopper HGX systems to Blackwell full-scale datacenter solutions. The gross margin decrease was also impacted by a \\$4.5 billion charge associated with H2O excess inventory and purchase obligations.\nOperating expenses for fiscal year 2026 were up 41% from a year ago, driven by higher compensation and benefits expenses due to employee growth and compute and infrastructure costs.",
+      "path": "2026-Annual-Report-Web.pdf/Part II_2/Stock Performance Graphs/Overview/Recent Developments, Future Objectives and Challenges",
+      "metadata": {
+        "length": 7032,
+        "summary": "NVIDIA's fiscal year 2026 revenue reached $215.9 billion, up 65% year-over-year, driven by data center compute and AI solutions, with Blackwell architectures dominating Data Center revenue. The company faces challenges including export restrictions to China (incurring a $4.5 billion charge for H2O inventory), supply chain concentration in Asia, and risks from open-source AI competition. Investments totaled $17.5 billion in private companies and infrastructure, with $3.5 billion in guarantees. Gross margin decreased due to business model transitions and the H2O charge. Segment growth: Data Center up 68%, Gaming up 41%, Professional Visualization up 70%, Automotive up 39%.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Revenue",
+          "growth",
+          "fiscal",
+          "year",
+          "2026",
+          "driven",
+          "data",
+          "center",
+          "compute",
+          "networking",
+          "platforms",
+          "accelerated",
+          "computing",
+          "AI",
+          "solutions",
+          "Our",
+          "Blackwell",
+          "architectures",
+          "represented",
+          "majority",
+          "Data",
+          "Center",
+          "revenue",
+          "The",
+          "availability",
+          "centers",
+          "energy",
+          "capital",
+          "support",
+          "buildout",
+          "NVIDIA",
+          "infrastructure",
+          "customers",
+          "partners",
+          "crucial",
+          "shortage",
+          "resources",
+          "impact",
+          "future",
+          "financial",
+          "performance",
+          "Expanding",
+          "capacity",
+          "meet",
+          "demand",
+          "complex",
+          "multi",
+          "process",
+          "involves",
+          "significant",
+          "regulatory",
+          "technical",
+          "construction",
+          "challenges",
+          "In",
+          "addition",
+          "access",
+          "constrained",
+          "capitalized",
+          "companies",
+          "face",
+          "difficulties",
+          "securing",
+          "financing",
+          "large",
+          "scale",
+          "projects",
+          "These",
+          "limitations",
+          "delay",
+          "customer",
+          "partner",
+          "deployments",
+          "reduce",
+          "adoption",
+          "We",
+          "continue",
+          "execute",
+          "product",
+          "introductions",
+          "bringing",
+          "advanced",
+          "cadence",
+          "including",
+          "Rubin",
+          "platform",
+          "began",
+          "shipping",
+          "production",
+          "units",
+          "Ultra",
+          "GB300",
+          "quarter",
+          "complexity",
+          "transitions",
+          "sophisticated",
+          "system",
+          "configurations",
+          "delays",
+          "create",
+          "managing",
+          "supply",
+          "This",
+          "result",
+          "volatility",
+          "quality",
+          "issues",
+          "increased",
+          "inventory",
+          "provisions",
+          "decreases",
+          "yields",
+          "higher",
+          "material",
+          "costs",
+          "warranty",
+          "Customers",
+          "postpone",
+          "purchasing",
+          "adopt",
+          "technologies",
+          "gradually",
+          "anticipated",
+          "affecting",
+          "timing",
+          "chain",
+          "expenses",
+          "April",
+          "2025",
+          "USG",
+          "informed",
+          "license",
+          "required",
+          "exports",
+          "H2O",
+          "China",
+          "market",
+          "As",
+          "requirements",
+          "incurred",
+          "4.5",
+          "billion",
+          "charge",
+          "excess",
+          "purchase",
+          "obligations",
+          "diminished",
+          "August",
+          "granted",
+          "licenses",
+          "ship",
+          "products",
+          "based",
+          "generated",
+          "approximately",
+          "60",
+          "million",
+          "February",
+          "small",
+          "amounts",
+          "H200",
+          "specific",
+          "To",
+          "date",
+          "licensing",
+          "program",
+          "imports",
+          "allowed",
+          "requires",
+          "H200s",
+          "inspection",
+          "United",
+          "States",
+          "prior",
+          "shipment",
+          "shipped",
+          "subject",
+          "25%",
+          "tariff",
+          "importation",
+          "recent",
+          "rise",
+          "high",
+          "open",
+          "source",
+          "foundation",
+          "models",
+          "making",
+          "capabilities",
+          "broadly",
+          "accessible",
+          "Open",
+          "dependent",
+          "developer",
+          "deployed",
+          "competitors",
+          "services",
+          "While",
+          "concentrated",
+          "Asia",
+          "expanding",
+          "Latin",
+          "America",
+          "moves",
+          "expected",
+          "strengthen",
+          "add",
+          "resiliency",
+          "redundancy",
+          "growing",
+          "ability",
+          "increase",
+          "manufacturing",
+          "depend",
+          "local",
+          "region",
+          "ecosystem",
+          "ramp",
+          "volume",
+          "timely",
+          "basis",
+          "made",
+          "expect",
+          "investments",
+          "technology",
+          "roadmap",
+          "broader",
+          "invested",
+          "17.5",
+          "private",
+          "funds",
+          "primarily",
+          "early",
+          "stage",
+          "startups",
+          "include",
+          "model",
+          "makers",
+          "directly",
+          "CSPs",
+          "Many",
+          "illiquid",
+          "marketable",
+          "related",
+          "profitable",
+          "term",
+          "assurance",
+          "realize",
+          "return",
+          "publicly",
+          "held",
+          "equity",
+          "securities",
+          "fluctuate",
+          "significantly",
+          "due",
+          "stock",
+          "prices",
+          "adversely",
+          "affect",
+          "results",
+          "build",
+          "datacenter",
+          "infrastructures",
+          "enter",
+          "commercial",
+          "arrangements",
+          "guarantees",
+          "provided",
+          "3.5",
+          "land",
+          "power",
+          "shell",
+          "generally",
+          "periods",
+          "If",
+          "escrow",
+          "operating",
+          "activities",
+          "sufficient",
+          "cover",
+          "event",
+          "default",
+          "elect",
+          "assume",
+          "underlying",
+          "leases",
+          "internal",
+          "sublease",
+          "parties",
+          "Macroeconomic",
+          "factors",
+          "tariffs",
+          "inflation",
+          "interest",
+          "rate",
+          "global",
+          "constraints",
+          "economic",
+          "geopolitical",
+          "developments",
+          "direct",
+          "indirect",
+          "impacts",
+          "operations",
+          "difficult",
+          "isolate",
+          "quantify",
+          "macroeconomic",
+          "employee",
+          "wages",
+          "equipment",
+          "competitive",
+          "position",
+          "solution",
+          "pricing",
+          "short",
+          "Within",
+          "continuously",
+          "manage",
+          "vendors",
+          "Refer",
+          "Item",
+          "1A",
+          "Risk",
+          "Factors",
+          "Risks",
+          "Related",
+          "Regulatory",
+          "Legal",
+          "Stock",
+          "Other",
+          "Matters",
+          "discussion",
+          "potential",
+          "business",
+          "Fiscal",
+          "Year",
+          "Summary",
+          "215.9",
+          "65%",
+          "ago",
+          "68%",
+          "strong",
+          "major",
+          "shifts",
+          "Gaming",
+          "41%",
+          "headwind",
+          "2027",
+          "Professional",
+          "Visualization",
+          "70%",
+          "exceptional",
+          "launch",
+          "DGX",
+          "Spark",
+          "Automotive",
+          "39%",
+          "continued",
+          "driving",
+          "Gross",
+          "margin",
+          "decreased",
+          "transitioned",
+          "offering",
+          "Hopper",
+          "HGX",
+          "systems",
+          "full",
+          "gross",
+          "decrease",
+          "impacted",
+          "Operating",
+          "compensation",
+          "benefits"
+        ],
+        "keywords": [
+          "Revenue",
+          "Data Center",
+          "AI"
+        ],
+        "connect_to": [
+          {
+            "target": "75708579-9e90-582b-8906-5788e0519c9d",
+            "relation": "embeds",
+            "ref": "[tables/table-64 Financial Results.html]",
+            "position": {
+              "start": 5778,
+              "end": 5818
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "77b61e6c-1968-5ea2-8065-3c1f9023a366",
+      "type": "text",
+      "content": "Our consolidated financial statements are prepared in accordance with accounting principles generally accepted in the United States, or U.S. GAAP. The preparation of these financial statements requires us to make estimates and judgments that affect the reported amounts of assets, liabilities, revenue, cost of revenue, expenses and related disclosure of contingencies. Critical accounting estimates are those estimates that involve a significant level of estimation uncertainty and could have a material impact on our financial condition or results of operations. We have critical accounting estimates in the areas of inventories, income taxes, non-marketable equity securities, and revenue recognition. Refer to Note 1 of the Notes to the Consolidated Financial Statements in Part IV, Item 15 of this Annual Report on Form 10-K for a summary of significant accounting policies.",
+      "path": "2026-Annual-Report-Web.pdf/Part II_2/Stock Performance Graphs/Overview/Critical Accounting Estimates",
+      "metadata": {
+        "length": 879,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Our",
+          "consolidated",
+          "financial",
+          "statements",
+          "prepared",
+          "accordance",
+          "accounting",
+          "principles",
+          "generally",
+          "accepted",
+          "United",
+          "States",
+          "GAAP",
+          "The",
+          "preparation",
+          "requires",
+          "make",
+          "estimates",
+          "judgments",
+          "affect",
+          "reported",
+          "amounts",
+          "assets",
+          "liabilities",
+          "revenue",
+          "cost",
+          "expenses",
+          "related",
+          "disclosure",
+          "contingencies",
+          "Critical",
+          "involve",
+          "significant",
+          "level",
+          "estimation",
+          "uncertainty",
+          "material",
+          "impact",
+          "condition",
+          "results",
+          "operations",
+          "We",
+          "critical",
+          "areas",
+          "inventories",
+          "income",
+          "taxes",
+          "marketable",
+          "equity",
+          "securities",
+          "recognition",
+          "Refer",
+          "Note",
+          "Notes",
+          "Consolidated",
+          "Financial",
+          "Statements",
+          "Part",
+          "IV",
+          "Item",
+          "15",
+          "Annual",
+          "Report",
+          "Form",
+          "10",
+          "summary",
+          "policies"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "063344a6-9d64-51cc-9a5e-f4f1bd0baeab",
+      "type": "text",
+      "content": "We charge cost of sales for inventory provisions to write-down our inventory to the lower of cost or net realizable value or for obsolete or excess inventory, and for excess product purchase commitments. Most of our inventory provisions relate to excess quantities of products or components, based on our inventory levels and future product purchase commitments compared to assumptions about future demand and market conditions, which requires management judgment.\nSituations that may result in excess or obsolete inventory or excess product purchase commitments include changes in business and economic conditions, changes in market conditions, sudden and significant decreases in demand for our products, including potential cancellation or deferral of customer purchase orders, inventory obsolescence because of changing technology and customer requirements, new product introductions resulting in less demand for existing products or inconsistent spikes in demand, failure to estimate customer demand properly, ordering in advance of historical lead-times, government regulations and the impact of changes in future demand, or increase in demand for competitive products, including competitive actions.\nThe net effect on our gross margin from inventory provisions and sales of items previously written down was an unfavorable impact of 2.6% in fiscal year 2026 and 2.3% in fiscal year 2025. Our inventory and capacity purchase commitments are based on forecasts of future customer demand and consider our third-party manufacturers' lead times and constraints. Our manufacturing lead times can be and have been long, and in some cases, extended beyond twelve months for some products. We may place non-cancellable inventory orders for certain product components in advance of our historical lead times, pay premiums and provide deposits to secure future supply and capacity. We also adjust to other market factors, such as product offerings and pricing actions by our competitors, new product transitions, and macroeconomic conditions - all of which may impact demand for our products.\nRefer to the Gross Profit and Gross Margin discussion below in this Management's Discussion and Analysis for further discussion.",
+      "path": "2026-Annual-Report-Web.pdf/Part II_2/Stock Performance Graphs/Overview/Critical Accounting Estimates/Inventories",
+      "metadata": {
+        "length": 2217,
+        "summary": "The passage discusses inventory provisions for write-downs to lower of cost or net realizable value, and for obsolete or excess inventory. Provisions are driven by excess quantities based on inventory levels, future purchase commitments, and assumptions about demand and market conditions. Factors causing excess or obsolete inventory include economic changes, demand decreases, technology shifts, new product introductions, and competitive actions. The net impact on gross margin from provisions and sales of previously written-down items was unfavorable 2.6% in fiscal year 2026 and 2.3% in fiscal year 2025. Inventory and capacity purchase commitments rely on customer demand forecasts and third-party lead times, which can exceed twelve months. Non-cancellable orders, premiums, and deposits may be used to secure supply. Market factors like competitor actions, product transitions, and macroeconomic conditions also affect demand.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "We",
+          "charge",
+          "cost",
+          "sales",
+          "inventory",
+          "provisions",
+          "write",
+          "lower",
+          "net",
+          "realizable",
+          "obsolete",
+          "excess",
+          "product",
+          "purchase",
+          "commitments",
+          "Most",
+          "relate",
+          "quantities",
+          "products",
+          "components",
+          "based",
+          "levels",
+          "future",
+          "compared",
+          "assumptions",
+          "demand",
+          "market",
+          "conditions",
+          "requires",
+          "management",
+          "judgment",
+          "Situations",
+          "result",
+          "include",
+          "business",
+          "economic",
+          "sudden",
+          "significant",
+          "decreases",
+          "including",
+          "potential",
+          "cancellation",
+          "deferral",
+          "customer",
+          "orders",
+          "obsolescence",
+          "changing",
+          "technology",
+          "requirements",
+          "introductions",
+          "resulting",
+          "existing",
+          "inconsistent",
+          "spikes",
+          "failure",
+          "estimate",
+          "properly",
+          "ordering",
+          "advance",
+          "historical",
+          "lead",
+          "times",
+          "government",
+          "regulations",
+          "impact",
+          "increase",
+          "competitive",
+          "actions",
+          "The",
+          "effect",
+          "gross",
+          "margin",
+          "items",
+          "previously",
+          "written",
+          "unfavorable",
+          "2.6%",
+          "fiscal",
+          "year",
+          "2026",
+          "2.3%",
+          "2025",
+          "Our",
+          "capacity",
+          "forecasts",
+          "party",
+          "manufacturers",
+          "constraints",
+          "manufacturing",
+          "long",
+          "cases",
+          "extended",
+          "twelve",
+          "months",
+          "place",
+          "cancellable",
+          "pay",
+          "premiums",
+          "provide",
+          "deposits",
+          "secure",
+          "supply",
+          "adjust",
+          "factors",
+          "offerings",
+          "pricing",
+          "competitors",
+          "transitions",
+          "macroeconomic",
+          "Refer",
+          "Gross",
+          "Profit",
+          "Margin",
+          "discussion",
+          "Management",
+          "Discussion",
+          "Analysis"
+        ],
+        "keywords": [
+          "inventory provisions",
+          "gross margin",
+          "demand forecasts"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "5d56a12e-92ef-5131-9421-991e7ef7f12a",
+      "type": "text",
+      "content": "We are subject to income taxes in the U.S. and foreign jurisdictions. Our calculation of deferred tax assets and liabilities is based on certain estimates and judgments and involves dealing with uncertainties in the application of complex tax laws. Our estimates of deferred tax assets and liabilities may change based, in part, on added certainty or finality to an anticipated outcome, changes in accounting standards or tax laws in the U.S. or foreign jurisdictions where we operate, or changes in other facts or circumstances. In addition, we recognize liabilities for potential U.S. and foreign income tax contingencies based on our estimate of whether, and the extent to which, additional taxes may be due. If we determine that payment of these amounts is unnecessary or if the recorded tax liability is less than our current assessment, we may be required to recognize an income tax benefit or additional income tax expense in our financial statements accordingly.\nWe record a valuation allowance to reduce deferred tax assets to the amount that is believed more likely than not to be realized based on all available evidence. To the extent realization of the deferred tax assets becomes more-likely-than-not, we would recognize such deferred tax assets as income tax benefits during the period.\nWe recognize the benefit from a tax position only if it is more-likely-than-not that the position would be sustained upon audit based solely on the technical merits of the tax position. Our policy is to include interest and penalties related to unrecognized tax benefits as a component of income tax expense.",
+      "path": "2026-Annual-Report-Web.pdf/Part II_2/Stock Performance Graphs/Overview/Critical Accounting Estimates/Income Taxes",
+      "metadata": {
+        "length": 1610,
+        "summary": "The passage discusses the company's approach to income taxes in U.S. and foreign jurisdictions, focusing on deferred tax assets and liabilities based on estimates and judgments. It explains the use of a valuation allowance to reduce deferred tax assets to the amount more likely than not to be realized, and the recognition of tax benefits when realization becomes more-likely-than-not. Additionally, it covers the recognition of tax positions only if they are more-likely-than-not to be sustained upon audit, with interest and penalties included in income tax expense.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "We",
+          "subject",
+          "income",
+          "taxes",
+          "foreign",
+          "jurisdictions",
+          "Our",
+          "calculation",
+          "deferred",
+          "tax",
+          "assets",
+          "liabilities",
+          "based",
+          "estimates",
+          "judgments",
+          "involves",
+          "dealing",
+          "uncertainties",
+          "application",
+          "complex",
+          "laws",
+          "change",
+          "part",
+          "added",
+          "certainty",
+          "finality",
+          "anticipated",
+          "outcome",
+          "accounting",
+          "standards",
+          "operate",
+          "facts",
+          "circumstances",
+          "In",
+          "addition",
+          "recognize",
+          "potential",
+          "contingencies",
+          "estimate",
+          "extent",
+          "additional",
+          "due",
+          "If",
+          "determine",
+          "payment",
+          "amounts",
+          "unnecessary",
+          "recorded",
+          "liability",
+          "current",
+          "assessment",
+          "required",
+          "benefit",
+          "expense",
+          "financial",
+          "statements",
+          "record",
+          "valuation",
+          "allowance",
+          "reduce",
+          "amount",
+          "believed",
+          "realized",
+          "evidence",
+          "To",
+          "realization",
+          "benefits",
+          "period",
+          "position",
+          "sustained",
+          "audit",
+          "solely",
+          "technical",
+          "merits",
+          "policy",
+          "include",
+          "interest",
+          "penalties",
+          "related",
+          "unrecognized",
+          "component"
+        ],
+        "keywords": [
+          "deferred tax assets",
+          "valuation allowance",
+          "tax contingencies"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "c25659cc-e0ec-5efc-ac03-0e7f743425be",
+      "type": "text",
+      "content": "Non-marketable equity securities consist of investments in private companies without readily determinable fair values. They are measured at cost minus impairment, if any, and are adjusted for observable price changes in orderly transactions for a similar investment in the same issuer (the measurement alternative). These adjustments may require use of unobservable inputs.\nWe assess impairment quarterly based on qualitative and quantitative factors, including the investee's operating performance and market trends.",
+      "path": "2026-Annual-Report-Web.pdf/Part II_2/Stock Performance Graphs/Overview/Critical Accounting Estimates/Non-Marketable Equity Securities",
+      "metadata": {
+        "length": 517,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Non",
+          "marketable",
+          "equity",
+          "securities",
+          "consist",
+          "investments",
+          "private",
+          "companies",
+          "readily",
+          "determinable",
+          "fair",
+          "values",
+          "They",
+          "measured",
+          "cost",
+          "minus",
+          "impairment",
+          "adjusted",
+          "observable",
+          "price",
+          "orderly",
+          "transactions",
+          "similar",
+          "investment",
+          "issuer",
+          "measurement",
+          "alternative",
+          "These",
+          "adjustments",
+          "require",
+          "unobservable",
+          "inputs",
+          "We",
+          "assess",
+          "quarterly",
+          "based",
+          "qualitative",
+          "quantitative",
+          "factors",
+          "including",
+          "investee",
+          "operating",
+          "performance",
+          "market",
+          "trends"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "e084a500-918c-565c-a2df-6701b49938fc",
+      "type": "text",
+      "content": "",
+      "path": "2026-Annual-Report-Web.pdf/Part II_2/Stock Performance Graphs/Overview/Critical Accounting Estimates/Revenue Recognition",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "7370e0e0-4852-5a38-bd12-18e0773a907d",
+      "type": "text",
+      "content": "For products sold with a right of return, we record a reduction to revenue by establishing a sales return allowance for estimated product returns at the time revenue is recognized, based primarily on historical return rates. However, if product returns for a fiscal period are anticipated to exceed historical return rates, we may determine that additional sales return allowances are required to reflect our estimated exposure for product returns. Return rights for certain stocking distributors for specific products are contractually limited based on a percentage of prior quarter shipments. For shipments to other customers, we do not allow returns, although we may approve returns for credit or refund based on applicable facts and circumstances.\nWe account for customer programs, which involve rebates and marketing development funds, or MDFs, as a reduction in revenue and accrue for such programs based on the amount we expect to be claimed by customers. Certain customer programs include distributor price incentives or other channel programs for specific products and customer classes which require judgment as to whether the applicable incentives will be attained. Estimates for customer program accruals include a combination of historical attainment and claim rates and may be adjusted based on relevant internal and external factors.",
+      "path": "2026-Annual-Report-Web.pdf/Part II_2/Stock Performance Graphs/Overview/Critical Accounting Estimates/Revenue Recognition/Revenue Allowances",
+      "metadata": {
+        "length": 1347,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "For",
+          "products",
+          "sold",
+          "return",
+          "record",
+          "reduction",
+          "revenue",
+          "establishing",
+          "sales",
+          "allowance",
+          "estimated",
+          "product",
+          "returns",
+          "time",
+          "recognized",
+          "based",
+          "primarily",
+          "historical",
+          "rates",
+          "However",
+          "fiscal",
+          "period",
+          "anticipated",
+          "exceed",
+          "determine",
+          "additional",
+          "allowances",
+          "required",
+          "reflect",
+          "exposure",
+          "Return",
+          "rights",
+          "stocking",
+          "distributors",
+          "specific",
+          "contractually",
+          "limited",
+          "percentage",
+          "prior",
+          "quarter",
+          "shipments",
+          "customers",
+          "approve",
+          "credit",
+          "refund",
+          "applicable",
+          "facts",
+          "circumstances",
+          "We",
+          "account",
+          "customer",
+          "programs",
+          "involve",
+          "rebates",
+          "marketing",
+          "development",
+          "funds",
+          "MDFs",
+          "accrue",
+          "amount",
+          "expect",
+          "claimed",
+          "Certain",
+          "include",
+          "distributor",
+          "price",
+          "incentives",
+          "channel",
+          "classes",
+          "require",
+          "judgment",
+          "attained",
+          "Estimates",
+          "program",
+          "accruals",
+          "combination",
+          "attainment",
+          "claim",
+          "adjusted",
+          "relevant",
+          "internal",
+          "external",
+          "factors"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "ea39dd55-b461-5dbf-b1a3-a6b5f18f6c78",
+      "type": "text",
+      "content": "Our contracts may contain more than one performance obligation. Judgment is required in determining whether each performance obligation within a customer contract is distinct. Except for License and Development Arrangements, NVIDIA products and services function on a standalone basis and do not require a significant amount of integration or interdependency. Therefore, multiple performance obligations contained within a customer contract are considered distinct and are not combined for revenue recognition purposes.\nWe allocate the total transaction price to each distinct performance obligation in an arrangement with multiple performance obligations on a relative standalone selling price basis. In most cases, we can establish standalone selling price based on directly observable prices of products or services sold separately in comparable circumstances to similar customers. If standalone selling price is not directly observable, such as when we do not sell a product or service separately, we determine standalone selling price based on market data and other observable inputs.",
+      "path": "2026-Annual-Report-Web.pdf/Part II_2/Stock Performance Graphs/Overview/Critical Accounting Estimates/Revenue Recognition/Contracts with Multiple Performance Obligations",
+      "metadata": {
+        "length": 1089,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Our",
+          "contracts",
+          "performance",
+          "obligation",
+          "Judgment",
+          "required",
+          "determining",
+          "customer",
+          "contract",
+          "distinct",
+          "Except",
+          "License",
+          "Development",
+          "Arrangements",
+          "NVIDIA",
+          "products",
+          "services",
+          "function",
+          "standalone",
+          "basis",
+          "require",
+          "significant",
+          "amount",
+          "integration",
+          "interdependency",
+          "Therefore",
+          "multiple",
+          "obligations",
+          "contained",
+          "considered",
+          "combined",
+          "revenue",
+          "recognition",
+          "purposes",
+          "We",
+          "allocate",
+          "total",
+          "transaction",
+          "price",
+          "arrangement",
+          "relative",
+          "selling",
+          "In",
+          "cases",
+          "establish",
+          "based",
+          "directly",
+          "observable",
+          "prices",
+          "sold",
+          "separately",
+          "comparable",
+          "circumstances",
+          "similar",
+          "customers",
+          "If",
+          "sell",
+          "product",
+          "service",
+          "determine",
+          "market",
+          "data",
+          "inputs"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "84829ebd-beb2-5c2c-ad61-dd122ca52e4b",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"2\"></td><td colspan=\"2\">Year Ended</td></tr><tr><td>Jan 25, 2026</td><td>Jan 26, 2025</td></tr><tr><td>Revenue</td><td>100.0 %</td><td>100.0 %</td></tr><tr><td>Cost of revenue</td><td>28.9</td><td>25.0</td></tr><tr><td>Gross profit</td><td>71.1</td><td>75.0</td></tr><tr><td>Operating expenses</td><td></td><td></td></tr><tr><td>Research and development</td><td>8.6</td><td>9.9</td></tr><tr><td>Sales, general and administrative</td><td>2.1</td><td>2.7</td></tr><tr><td>Total operating expenses</td><td>10.7</td><td>12.6</td></tr><tr><td>Operating income</td><td>60.4</td><td>62.4</td></tr><tr><td>Interest income</td><td>1.1</td><td>1.4</td></tr><tr><td>Interest expense</td><td>(0.1)</td><td>(0.2)</td></tr><tr><td>Other income, net</td><td>4.2</td><td>0.8</td></tr><tr><td>Total other income, net</td><td>5.2</td><td>2.0</td></tr><tr><td>Income before income tax</td><td>65.5</td><td>64.4</td></tr><tr><td>Income tax expense</td><td>9.9</td><td>8.6</td></tr><tr><td>Net income</td><td>55.6 %</td><td>55.8 %</td></tr></table>",
+      "path": "tables/table-65 Income Statement.html",
+      "metadata": {
+        "length": 1051,
+        "summary": "table-66\nThe table shows a company's income statement for years ending Jan 25, 2026 and Jan 26, 2025. Revenue is 100% both years. Gross profit decreased from 75.0% to 71.1%. Net income slightly dropped from 55.8% to 55.6%.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-65 Income Statement.html",
+        "keywords": [
+          "Revenue",
+          "Gross Profit",
+          "Net Income"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "c756046c-4f01-5225-972d-8ce992dafe41",
+      "type": "text",
+      "content": "A discussion regarding our financial condition and results of operations for fiscal year 2026 compared to fiscal year 2025 is presented below. A discussion regarding our financial condition and results of operations for fiscal year 2025 compared to fiscal year 2024 can be found under Item 7 in our Annual Report on Form 10-K for the fiscal year ended January 26, 2025, filed with the SEC on February 26, 2025, which is available free of charge on the SEC's website at http://www.sec.gov and at our investor relations website, http://investor.nvidia.com.\nThe following table sets forth, for the periods indicated, certain items in our Consolidated Statements of Income expressed as a percentage of revenue.\n\n[tables/table-65 Income Statement.html]",
+      "path": "2026-Annual-Report-Web.pdf/Part II_2/Stock Performance Graphs/Overview/Results of Operations",
+      "metadata": {
+        "length": 741,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "discussion",
+          "financial",
+          "condition",
+          "results",
+          "operations",
+          "fiscal",
+          "year",
+          "2026",
+          "compared",
+          "2025",
+          "presented",
+          "2024",
+          "found",
+          "Item",
+          "Annual",
+          "Report",
+          "Form",
+          "10",
+          "ended",
+          "January",
+          "26",
+          "filed",
+          "SEC",
+          "February",
+          "free",
+          "charge",
+          "website",
+          "http",
+          "www",
+          "sec",
+          "gov",
+          "investor",
+          "relations",
+          "nvidia",
+          "The",
+          "table",
+          "sets",
+          "periods",
+          "items",
+          "Consolidated",
+          "Statements",
+          "Income",
+          "expressed",
+          "percentage",
+          "revenue"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "84829ebd-beb2-5c2c-ad61-dd122ca52e4b",
+            "relation": "embeds",
+            "ref": "[tables/table-65 Income Statement.html]",
+            "position": {
+              "start": 708,
+              "end": 747
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "15861a47-8ed7-57df-b6fd-113a1dd294af",
+      "type": "text",
+      "content": "",
+      "path": "2026-Annual-Report-Web.pdf/Part II_2/Stock Performance Graphs/Overview/Results of Operations/Reportable Segments",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "a0dea15d-65ce-580c-af26-17254a3cbc3b",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"3\"></td><td colspan=\"4\">Year Ended</td></tr><tr><td>Jan 25, 2026</td><td>Jan 26, 2025</td><td>$ Change</td><td>% Change</td></tr><tr><td colspan=\"4\">($ in millions)</td></tr><tr><td>Compute &amp; Networking</td><td>$ 193,479</td><td>$ 116,193</td><td>$ 77,286</td><td>67 %</td></tr><tr><td>Graphics</td><td>22,459</td><td>14,304</td><td>8,155</td><td>57 %</td></tr><tr><td>Total</td><td>$ 215,938</td><td>$ 130,497</td><td>$ 85,441</td><td>65 %</td></tr></table>",
+      "path": "tables/table-66 Revenue Growth.html",
+      "metadata": {
+        "length": 486,
+        "summary": "table-67\nThe table shows revenue for Compute & Networking and Graphics segments for years ended Jan 25, 2026 and Jan 26, 2025, with total revenue increasing 65% to $215,938 million.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-66 Revenue Growth.html",
+        "keywords": [
+          "Revenue",
+          "Compute & Networking",
+          "Graphics"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "b8be8e95-1677-5d69-b4af-279ff94ad152",
+      "type": "text",
+      "content": "[tables/table-66 Revenue Growth.html]",
+      "path": "2026-Annual-Report-Web.pdf/Part II_2/Stock Performance Graphs/Overview/Results of Operations/Reportable Segments/Revenue by Reportable Segments",
+      "metadata": {
+        "length": 33,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "a0dea15d-65ce-580c-af26-17254a3cbc3b",
+            "relation": "embeds",
+            "ref": "[tables/table-66 Revenue Growth.html]",
+            "position": {
+              "start": 0,
+              "end": 37
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "5a1403a8-efd3-564d-b1d9-cafbed87e667",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"3\"></td><td colspan=\"4\">Year Ended</td></tr><tr><td>Jan 25, 2026</td><td>Jan 26, 2025</td><td>$ Change</td><td>% Change</td></tr><tr><td colspan=\"4\">($ in millions)</td></tr><tr><td>Compute &amp; Networking</td><td>$ 130,141</td><td>$ 82,875</td><td>$ 47,266</td><td>57 %</td></tr><tr><td>Graphics</td><td>9,156</td><td>5,085</td><td>4,071</td><td>80 %</td></tr><tr><td>Total</td><td>$ 139,297</td><td>$ 87,960</td><td>$ 51,337</td><td>58 %</td></tr></table>",
+      "path": "tables/table-67 Revenue Growth.html",
+      "metadata": {
+        "length": 482,
+        "summary": "table-68\nThe table shows revenue for Compute & Networking and Graphics segments for years ending Jan 2026 and 2025, with total revenue increasing 58% to $139,297 million.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-67 Revenue Growth.html",
+        "keywords": [
+          "Compute & Networking",
+          "Graphics",
+          "Revenue"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "db8b95b3-6b6f-5fa9-842a-2dcc813c700a",
+      "type": "text",
+      "content": "[tables/table-67 Revenue Growth.html]\n\nCompute & Networking revenue – The year over year increase was driven by the major platform shifts – accelerated computing and AI. Revenue from Data Center computing grew 59% driven by demand for our Blackwell computing platform. Revenue from Data Center networking grew 142% driven by the introduction and continued ramp of NVLink compute fabric for GB200 and GB300 systems and the growth of Ethernet and InfiniBand platforms.\nGraphics revenue – The year over year increase was driven by sales of our Blackwell architecture.\nReportable segment operating income – The year over year increase in Compute & Networking segment operating income was driven by growth in revenue, partially offset by a \\$4.5 billion charge associated with H2O excess inventory and purchase obligations in the first quarter of fiscal year 2026. The year over year increase in Graphics segment operating income was driven by the growth in revenue.",
+      "path": "2026-Annual-Report-Web.pdf/Part II_2/Stock Performance Graphs/Overview/Results of Operations/Reportable Segments/Operating Income by Reportable Segments",
+      "metadata": {
+        "length": 957,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Compute",
+          "Networking",
+          "revenue",
+          "The",
+          "year",
+          "increase",
+          "driven",
+          "major",
+          "platform",
+          "shifts",
+          "accelerated",
+          "computing",
+          "AI",
+          "Revenue",
+          "Data",
+          "Center",
+          "grew",
+          "59%",
+          "demand",
+          "Blackwell",
+          "networking",
+          "142%",
+          "introduction",
+          "continued",
+          "ramp",
+          "NVLink",
+          "compute",
+          "fabric",
+          "GB200",
+          "GB300",
+          "systems",
+          "growth",
+          "Ethernet",
+          "InfiniBand",
+          "platforms",
+          "Graphics",
+          "sales",
+          "architecture",
+          "Reportable",
+          "segment",
+          "operating",
+          "income",
+          "partially",
+          "offset",
+          "4.5",
+          "billion",
+          "charge",
+          "H2O",
+          "excess",
+          "inventory",
+          "purchase",
+          "obligations",
+          "quarter",
+          "fiscal",
+          "2026"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "5a1403a8-efd3-564d-b1d9-cafbed87e667",
+            "relation": "embeds",
+            "ref": "[tables/table-67 Revenue Growth.html]",
+            "position": {
+              "start": 0,
+              "end": 37
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "f2cce4cc-89c5-5e3d-a650-a13983a7f38b",
+      "type": "text",
+      "content": "We refer to customers who purchase products directly from NVIDIA as direct customers, such as AIBs, distributors, ODMs, OEMs, CSPs, AI model makers, and system integrators. Certain direct customers may use either internal resources or third-party system integrators to complete their build. We refer to indirect customers as those who purchase products through our direct customers; indirect customers include CSPs, Neocloud builders, AI model makers, enterprises, and public sector entities. Our revenue is concentrated among a limited number of direct and indirect customers and this trend may continue.\nDirect Customers – For fiscal year 2026, sales to one direct customer represented 22% of total revenue and sales to another direct customer represented 14% of total revenue, all of which were primarily attributable to the Compute & Networking segment.\nFor fiscal year 2025, sales to one direct customer represented 12% of total revenue and sales to two direct customers each represented 11% of total revenue, all of which were primarily attributable to the Compute & Networking segment.\nFor fiscal year 2024, sales to one direct customer represented 13% of total revenue, and were primarily attributable to the Compute & Networking segment.\nIndirect Customers – Indirect customer revenue is an estimation based upon multiple factors including customer purchase order information, product specifications, internal sales data, and other sources. Indirect customers primarily purchase our products through system integrators and distributors. We generate a significant amount of our revenue from a limited number of indirect customers, some individually representing 10% or more of our revenue. Certain companies purchase cloud and related services through various direct and indirect customers. We estimate that one AI research and deployment company contributed to a meaningful amount of our revenue purchasing cloud services from our customers in fiscal year 2026.\nRevenue by geographic region is designated based on the location of the headquarters of direct customers. The end customer and shipping location may be different from our customers' headquarters location. Revenue from sales to customers headquartered outside of the United States accounted for 31% and 41% of total revenue for fiscal years 2026 and 2025, respectively.",
+      "path": "2026-Annual-Report-Web.pdf/Part II_2/Stock Performance Graphs/Overview/Results of Operations/Reportable Segments/Concentration of Revenue",
+      "metadata": {
+        "length": 2339,
+        "summary": "NVIDIA's revenue is concentrated among a limited number of direct and indirect customers. Direct customers include AIBs, distributors, ODMs, OEMs, CSPs, AI model makers, and system integrators. In fiscal year 2026, one direct customer accounted for 22% of total revenue and another for 14%, primarily from the Compute & Networking segment. Indirect customers purchase through direct customers, including CSPs, Neocloud builders, and enterprises. One AI research and deployment company contributed meaningfully to revenue via cloud services in fiscal year 2026. Revenue from customers headquartered outside the US was 31% in fiscal year 2026 and 41% in fiscal year 2025.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "We",
+          "refer",
+          "customers",
+          "purchase",
+          "products",
+          "directly",
+          "NVIDIA",
+          "direct",
+          "AIBs",
+          "distributors",
+          "ODMs",
+          "OEMs",
+          "CSPs",
+          "AI",
+          "model",
+          "makers",
+          "system",
+          "integrators",
+          "Certain",
+          "internal",
+          "resources",
+          "party",
+          "complete",
+          "build",
+          "indirect",
+          "include",
+          "Neocloud",
+          "builders",
+          "enterprises",
+          "public",
+          "sector",
+          "entities",
+          "Our",
+          "revenue",
+          "concentrated",
+          "limited",
+          "number",
+          "trend",
+          "continue",
+          "Direct",
+          "Customers",
+          "For",
+          "fiscal",
+          "year",
+          "2026",
+          "sales",
+          "customer",
+          "represented",
+          "22%",
+          "total",
+          "14%",
+          "primarily",
+          "attributable",
+          "Compute",
+          "Networking",
+          "segment",
+          "2025",
+          "12%",
+          "11%",
+          "2024",
+          "13%",
+          "Indirect",
+          "estimation",
+          "based",
+          "multiple",
+          "factors",
+          "including",
+          "order",
+          "information",
+          "product",
+          "specifications",
+          "data",
+          "sources",
+          "generate",
+          "significant",
+          "amount",
+          "individually",
+          "representing",
+          "10%",
+          "companies",
+          "cloud",
+          "related",
+          "services",
+          "estimate",
+          "research",
+          "deployment",
+          "company",
+          "contributed",
+          "meaningful",
+          "purchasing",
+          "Revenue",
+          "geographic",
+          "region",
+          "designated",
+          "location",
+          "headquarters",
+          "The",
+          "end",
+          "shipping",
+          "headquartered",
+          "United",
+          "States",
+          "accounted",
+          "31%",
+          "41%",
+          "years"
+        ],
+        "keywords": [
+          "Direct customers",
+          "Indirect customers",
+          "Revenue concentration"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "a95a47f5-d369-503e-9223-b6dec2234184",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"3\"></td><td colspan=\"4\">Year Ended</td></tr><tr><td>Jan 25, 2026</td><td>Jan 26, 2025</td><td>$ Change</td><td>% Change</td></tr><tr><td colspan=\"4\">($ in millions)</td></tr><tr><td>Research and development</td><td>$ 18,497</td><td>$ 12,914</td><td>$ 5,583</td><td>43 %</td></tr><tr><td>Sales, general and administrative</td><td>4,579</td><td>3,491</td><td>1,088</td><td>31 %</td></tr><tr><td>Total operating expenses</td><td>$ 23,076</td><td>$ 16,405</td><td>$ 6,671</td><td>41 %</td></tr></table>",
+      "path": "tables/table-68 Operating Expenses.html",
+      "metadata": {
+        "length": 522,
+        "summary": "table-69\nThe table shows operating expenses for years ended Jan 25, 2026 and Jan 26, 2025. R&D increased by $5,583M (43%), SG&A by $1,088M (31%), total operating expenses by $6,671M (41%).",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-68 Operating Expenses.html",
+        "keywords": [
+          "R&D",
+          "SG&A",
+          "Operating Expenses"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "283e02c2-5bfc-5652-a56b-290d1939a24d",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"3\"></td><td colspan=\"3\">Year Ended</td></tr><tr><td>Jan 25, 2026</td><td>Jan 26, 2025</td><td>$ Change</td></tr><tr><td colspan=\"3\">($ in millions)</td></tr><tr><td>Interest income</td><td>$ 2,300</td><td>$ 1,786</td><td>$ 514</td></tr><tr><td>Interest expense</td><td>(259)</td><td>(247)</td><td>(12)</td></tr><tr><td>Other income, net</td><td>9,022</td><td>1,034</td><td>7,988</td></tr><tr><td>Total other income, net</td><td>$ 11,063</td><td>$ 2,573</td><td>$ 8,490</td></tr></table>",
+      "path": "tables/table-69 Other Income.html",
+      "metadata": {
+        "length": 510,
+        "summary": "table-70\nThe table shows other income net for years ending Jan 2026 and 2025, with interest income rising from $1,786M to $2,300M and other income surging from $1,034M to $9,022M, resulting in total other income net of $11,063M.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-69 Other Income.html",
+        "keywords": [
+          "Interest",
+          "Other Income",
+          "Net"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "e28cb0d6-02d6-5764-aa90-bb7a45669641",
+      "type": "text",
+      "content": "Gross profit consists of total net revenue less cost of revenue. Cost of revenue consists of the cost of semiconductors, including wafer fabrication, assembly, testing and packaging, board and device costs, manufacturing support costs, including labor and overhead associated with such purchases, final test yield fallout, inventory and warranty provisions, memory and component costs, tariffs, and shipping costs. Cost of revenue also includes acquisition-related intangible amortization expense, costs for license and development and service arrangements, IP-related costs, and stock-based compensation related to personnel associated with manufacturing operations.\nGross margins decreased to 71.1% in fiscal year 2026 from 75.0% in fiscal year 2025 as our business model transitioned from offering Hopper HGX systems to Blackwell full-scale datacenter solutions and a \\$4.5 billion charge associated with H2O excess inventory and purchase obligations in the first quarter of fiscal year 2026.\nProvisions for inventory and excess inventory purchase obligations totaled \\$7.2 billion and \\$3.7 billion for fiscal years 2026 and 2025, respectively, including \\$4.5 billion associated with H2O excess inventory and purchase obligations for the first quarter of fiscal year 2026. Sales of previously reserved inventory and settlements of excess inventory purchase obligations resulted in a provision release of \\$1.5 billion and \\$689 million for fiscal years 2026 and 2025, respectively. The net effect on our gross margin was an unfavorable impact of 2.6% and 2.3% in fiscal years 2026 and 2025, respectively.\nOperating Expenses\n\n[tables/table-68 Operating Expenses.html]\n\nThe increases in research and development expenses for fiscal year 2026 were driven by a 29% increase in compensation and benefits expense, including stock-based compensation, reflecting employee growth and compensation increases and a 79% increase in compute and infrastructure.\nThe increases in sales, general and administrative expenses for fiscal year 2026 were primarily driven by compensation and benefits expense, including stock-based compensation, reflecting employee growth and compensation increases.\nTotal Other Income, Net\n\n[tables/table-69 Other Income.html]\n\nThe increase in interest income was primarily due to growth in cash, cash equivalents, and debt securities.\nInterest expense is primarily comprised of coupon interest and debt discount amortization related to our notes.\nOther income, net primarily consists of realized or unrealized gains and losses from investments in non-marketable equity securities, publicly-held equity securities, and the impact of changes in foreign currency rates. The change in Other income, net, compared to fiscal year 2025, was primarily driven by unrealized gains in non-marketable and publicly-held equity securities, including gains from our previously announced investment in Intel's common stock. Refer to Note 7 and 8 of the Notes to the Consolidated Financial Statements in Part IV, Item 15 of this Annual Report on Form 10-K for additional information regarding our non-marketable equity securities.",
+      "path": "2026-Annual-Report-Web.pdf/Part II_2/Stock Performance Graphs/Overview/Results of Operations/Gross Profit and Gross Margin",
+      "metadata": {
+        "length": 3123,
+        "summary": "Gross profit is net revenue minus cost of revenue, which includes semiconductor costs, manufacturing support, acquisition-related amortization, and stock-based compensation. Gross margins fell from 75.0% in fiscal 2025 to 71.1% in fiscal 2026 due to a business model shift to Blackwell datacenter solutions and a $4.5 billion charge for H2O excess inventory. Inventory provisions totaled $7.2 billion in 2026 versus $3.7 billion in 2025, with a net unfavorable gross margin impact of 2.6% and 2.3% respectively. Operating expenses rose, with R&D driven by a 29% increase in compensation and a 79% increase in compute infrastructure, and SG&A increases from employee growth. Other income increased due to interest income growth and unrealized gains on equity securities, including Intel stock.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Gross",
+          "profit",
+          "consists",
+          "total",
+          "net",
+          "revenue",
+          "cost",
+          "Cost",
+          "semiconductors",
+          "including",
+          "wafer",
+          "fabrication",
+          "assembly",
+          "testing",
+          "packaging",
+          "board",
+          "device",
+          "costs",
+          "manufacturing",
+          "support",
+          "labor",
+          "overhead",
+          "purchases",
+          "final",
+          "test",
+          "yield",
+          "fallout",
+          "inventory",
+          "warranty",
+          "provisions",
+          "memory",
+          "component",
+          "tariffs",
+          "shipping",
+          "includes",
+          "acquisition",
+          "related",
+          "intangible",
+          "amortization",
+          "expense",
+          "license",
+          "development",
+          "service",
+          "arrangements",
+          "IP",
+          "stock",
+          "based",
+          "compensation",
+          "personnel",
+          "operations",
+          "margins",
+          "decreased",
+          "71.1%",
+          "fiscal",
+          "year",
+          "2026",
+          "75.0%",
+          "2025",
+          "business",
+          "model",
+          "transitioned",
+          "offering",
+          "Hopper",
+          "HGX",
+          "systems",
+          "Blackwell",
+          "full",
+          "scale",
+          "datacenter",
+          "solutions",
+          "4.5",
+          "billion",
+          "charge",
+          "H2O",
+          "excess",
+          "purchase",
+          "obligations",
+          "quarter",
+          "Provisions",
+          "totaled",
+          "7.2",
+          "3.7",
+          "years",
+          "Sales",
+          "previously",
+          "reserved",
+          "settlements",
+          "resulted",
+          "provision",
+          "release",
+          "1.5",
+          "689",
+          "million",
+          "The",
+          "effect",
+          "gross",
+          "margin",
+          "unfavorable",
+          "impact",
+          "2.6%",
+          "2.3%",
+          "Operating",
+          "Expenses",
+          "increases",
+          "research",
+          "expenses",
+          "driven",
+          "29%",
+          "increase",
+          "benefits",
+          "reflecting",
+          "employee",
+          "growth",
+          "79%",
+          "compute",
+          "infrastructure",
+          "sales",
+          "general",
+          "administrative",
+          "primarily",
+          "Total",
+          "Other",
+          "Income",
+          "Net",
+          "interest",
+          "income",
+          "due",
+          "cash",
+          "equivalents",
+          "debt",
+          "securities",
+          "Interest",
+          "comprised",
+          "coupon",
+          "discount",
+          "notes",
+          "realized",
+          "unrealized",
+          "gains",
+          "losses",
+          "investments",
+          "marketable",
+          "equity",
+          "publicly",
+          "held",
+          "foreign",
+          "currency",
+          "rates",
+          "change",
+          "compared",
+          "announced",
+          "investment",
+          "Intel",
+          "common",
+          "Refer",
+          "Note",
+          "Notes",
+          "Consolidated",
+          "Financial",
+          "Statements",
+          "Part",
+          "IV",
+          "Item",
+          "15",
+          "Annual",
+          "Report",
+          "Form",
+          "10",
+          "additional",
+          "information"
+        ],
+        "keywords": [
+          "Gross margin",
+          "Inventory provisions",
+          "Operating expenses"
+        ],
+        "connect_to": [
+          {
+            "target": "a95a47f5-d369-503e-9223-b6dec2234184",
+            "relation": "embeds",
+            "ref": "[tables/table-68 Operating Expenses.html]",
+            "position": {
+              "start": 1630,
+              "end": 1671
+            }
+          },
+          {
+            "target": "283e02c2-5bfc-5652-a56b-290d1939a24d",
+            "relation": "embeds",
+            "ref": "[tables/table-69 Other Income.html]",
+            "position": {
+              "start": 2210,
+              "end": 2245
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "2801a169-ac8e-5c6d-92f5-0590e951d16a",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"2\"></td><td>Jan 25, 2026</td><td>Jan 26, 2025</td></tr><tr><td colspan=\"2\">(In millions)</td></tr><tr><td>Cash and cash equivalents</td><td>$ 10,605</td><td>$ 8,589</td></tr><tr><td>Marketable securities</td><td>51,951</td><td>34,621</td></tr><tr><td>Cash, cash equivalents, and marketable securities</td><td>$ 62,556</td><td>$ 43,210</td></tr></table>",
+      "path": "tables/table-70 Cash & Securities.html",
+      "metadata": {
+        "length": 376,
+        "summary": "table-71\nThe table shows cash and cash equivalents, marketable securities, and their total for Jan 25, 2026 and Jan 26, 2025, with increases in all categories.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-70 Cash & Securities.html",
+        "keywords": [
+          "cash",
+          "marketable securities",
+          "financial data"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "659b141f-d15f-558b-af89-4fcf1b1fb527",
+      "type": "table",
+      "content": "<table><tr><td></td><td>Jan 25, 2026</td><td>Jan 26, 2025</td></tr><tr><td></td><td colspan=\"2\">(In millions)</td></tr><tr><td>Net cash provided by operating activities</td><td>$ 102,718</td><td>$ 64,089</td></tr><tr><td>Net cash used in investing activities</td><td>$ (52,228)</td><td>$ (20,421)</td></tr><tr><td>Net cash used in financing activities</td><td>$ (48,474)</td><td>$ (42,359)</td></tr></table>",
+      "path": "tables/table-71 Cash Flow Table.html",
+      "metadata": {
+        "length": 407,
+        "summary": "table-72\nThe table shows net cash provided by operating activities of $102,718M (Jan 2026) vs $64,089M (Jan 2025), net cash used in investing of $52,228M vs $20,421M, and financing of $48,474M vs $42,359M.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-71 Cash Flow Table.html",
+        "keywords": [
+          "cash flow",
+          "operating",
+          "investing"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "045a5491-38db-53e8-a692-7a2cae666739",
+      "type": "text",
+      "content": "Income tax expense was \\$21.4 billion and \\$11.1 billion for fiscal years 2026 and 2025, respectively. Income tax as a percentage of income before income tax was an expense of 15.1% and 13.3% for fiscal years 2026 and 2025, respectively.\nThe effective tax rate increased primarily due to a lower percentage of tax benefits from stock-based compensation, FDDEI, and U.S. federal research tax credit relative to the increase in income before income tax.\nOur effective tax rates for fiscal years 2026 and 2025 were lower than the U.S. federal statutory rate of 21.0% primarily due to tax benefits from FDDEI, stock-based compensation, income earned in jurisdictions that are subject to taxes at rates lower than the U.S. federal statutory tax rate, and the U.S. federal research tax credit.\nIn July 2025, the One Big Beautiful Bill Act (OBBBA) was enacted into law and contains several changes to key U.S. federal income tax laws. We have recognized the tax effects of currently effective OBBBA provisions in our results for fiscal year 2026. We will continue to evaluate the impact of these legislative changes as tax authorities provide additional guidance and interpretation.\nAs of January 25, 2026, based on recent jurisdictional taxable income and expected future earnings, we concluded certain state deferred tax assets are more likely than not realizable and released \\$711 million of valuation allowance.\nRefer to Note 13 of the Notes to the Consolidated Financial Statements in Part IV, Item 15 of this Annual Report on Form 10-K for additional information.\nLiquidity and Capital Resources\n\n[tables/table-70 Cash & Securities.html]\n\nYear Ended\n\n[tables/table-71 Cash Flow Table.html]\n\nOur fixed income security investments include highly rated, diversified investment types and credit exposures with shorter maturities.\nCash provided by operating activities increased in fiscal year 2026 compared to fiscal year 2025, due to higher revenue.\nCash used in investing activities increased in fiscal year 2026 compared to fiscal year 2025, primarily driven by higher purchases of equity investment securities and the execution of a non-exclusive license agreement with Groq.\nCash used in financing activities increased in fiscal year 2026 compared to fiscal year 2025, mainly due to higher share repurchases.",
+      "path": "2026-Annual-Report-Web.pdf/Part II_2/Stock Performance Graphs/Overview/Results of Operations/Income Taxes",
+      "metadata": {
+        "length": 2327,
+        "summary": "Income tax expense was $21.4 billion in fiscal 2026, up from $11.1 billion in fiscal 2025, with effective tax rates of 15.1% and 13.3%, respectively. The increase was due to lower tax benefits from stock-based compensation, FDDEI, and research credits. Rates remained below the 21.0% U.S. statutory rate due to these benefits and lower foreign taxes. The One Big Beautiful Bill Act (OBBBA) enacted in July 2025 impacted fiscal 2026 results. A $711 million valuation allowance was released on state deferred tax assets. Cash from operations increased due to higher revenue, while investing activities rose from equity purchases and a Groq license agreement. Financing activities increased due to higher share repurchases.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Income",
+          "tax",
+          "expense",
+          "21.4",
+          "billion",
+          "11.1",
+          "fiscal",
+          "years",
+          "2026",
+          "2025",
+          "percentage",
+          "income",
+          "15.1%",
+          "13.3%",
+          "The",
+          "effective",
+          "rate",
+          "increased",
+          "primarily",
+          "due",
+          "lower",
+          "benefits",
+          "stock",
+          "based",
+          "compensation",
+          "FDDEI",
+          "federal",
+          "research",
+          "credit",
+          "relative",
+          "increase",
+          "Our",
+          "rates",
+          "statutory",
+          "21.0%",
+          "earned",
+          "jurisdictions",
+          "subject",
+          "taxes",
+          "In",
+          "July",
+          "One",
+          "Big",
+          "Beautiful",
+          "Bill",
+          "Act",
+          "OBBBA",
+          "enacted",
+          "law",
+          "key",
+          "laws",
+          "We",
+          "recognized",
+          "effects",
+          "provisions",
+          "results",
+          "year",
+          "continue",
+          "evaluate",
+          "impact",
+          "legislative",
+          "authorities",
+          "provide",
+          "additional",
+          "guidance",
+          "interpretation",
+          "As",
+          "January",
+          "25",
+          "recent",
+          "jurisdictional",
+          "taxable",
+          "expected",
+          "future",
+          "earnings",
+          "concluded",
+          "state",
+          "deferred",
+          "assets",
+          "realizable",
+          "released",
+          "711",
+          "million",
+          "valuation",
+          "allowance",
+          "Refer",
+          "Note",
+          "13",
+          "Notes",
+          "Consolidated",
+          "Financial",
+          "Statements",
+          "Part",
+          "IV",
+          "Item",
+          "15",
+          "Annual",
+          "Report",
+          "Form",
+          "10",
+          "information",
+          "Liquidity",
+          "Capital",
+          "Resources",
+          "Year",
+          "Ended",
+          "fixed",
+          "security",
+          "investments",
+          "include",
+          "highly",
+          "rated",
+          "diversified",
+          "investment",
+          "types",
+          "exposures",
+          "shorter",
+          "maturities",
+          "Cash",
+          "provided",
+          "operating",
+          "activities",
+          "compared",
+          "higher",
+          "revenue",
+          "investing",
+          "driven",
+          "purchases",
+          "equity",
+          "securities",
+          "execution",
+          "exclusive",
+          "license",
+          "agreement",
+          "Groq",
+          "financing",
+          "share",
+          "repurchases"
+        ],
+        "keywords": [
+          "Income tax",
+          "Effective tax rate",
+          "Liquidity"
+        ],
+        "connect_to": [
+          {
+            "target": "2801a169-ac8e-5c6d-92f5-0590e951d16a",
+            "relation": "embeds",
+            "ref": "[tables/table-70 Cash & Securities.html]",
+            "position": {
+              "start": 1597,
+              "end": 1637
+            }
+          },
+          {
+            "target": "659b141f-d15f-558b-af89-4fcf1b1fb527",
+            "relation": "embeds",
+            "ref": "[tables/table-71 Cash Flow Table.html]",
+            "position": {
+              "start": 1651,
+              "end": 1689
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "38e86e3d-7cb0-52f2-853c-42192c44db90",
+      "type": "text",
+      "content": "Our primary sources of liquidity include cash, cash equivalents, marketable securities, and cash generated by our operations. As of January 25, 2026, we had \\$62.6 billion in cash, cash equivalents, and marketable securities. We believe that we have sufficient liquidity to meet our operating requirements for at least the next twelve months and for the foreseeable future, including our future obligations. We continuously evaluate our liquidity and capital resources, including our access to external capital, to ensure we can finance future capital requirements.\nOur marketable securities consist of publicly-held equity securities, debt securities issued by the U.S. government and its agencies, highly-rated corporations and financial institutions, and foreign government entities, as well as certificates of deposit issued by highly-rated financial institutions. These marketable securities are primarily denominated in U.S. dollars. Refer to Note 7 of the Notes to the Consolidated Financial Statements in Part IV, Item 15 of this Annual Report on Form 10-K for additional information.\nExcept for approximately \\$1.7 billion of cash, cash equivalents, and marketable securities held outside the U.S. for which we have not accrued any related foreign or state taxes if we repatriate these amounts to the U.S., substantially all of our cash, cash equivalents and marketable securities held outside the U.S. at the end of fiscal year 2026 are available for use in the U.S. without incurring additional U.S. federal income taxes. Our first quarter of any fiscal year (including fiscal year 2027) generally does not include any estimated federal and state income tax payments and our second quarter of any fiscal year (including fiscal year 2027) generally includes two estimated federal and state income tax payments.",
+      "path": "2026-Annual-Report-Web.pdf/Part II_2/Stock Performance Graphs/Overview/Results of Operations/Liquidity",
+      "metadata": {
+        "length": 1820,
+        "summary": "The passage discusses the company's primary liquidity sources including cash, cash equivalents, and marketable securities totaling $62.6 billion as of January 25, 2026. It states sufficient liquidity for at least twelve months and the foreseeable future. Marketable securities consist of U.S. government debt, corporate bonds, and foreign government securities, primarily in U.S. dollars. Except for $1.7 billion held outside the U.S. with no accrued taxes, most foreign holdings are available for U.S. use without additional federal taxes. The first quarter of fiscal year 2027 includes no estimated tax payments, while the second quarter includes two.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Our",
+          "primary",
+          "sources",
+          "liquidity",
+          "include",
+          "cash",
+          "equivalents",
+          "marketable",
+          "securities",
+          "generated",
+          "operations",
+          "As",
+          "January",
+          "25",
+          "2026",
+          "62.6",
+          "billion",
+          "We",
+          "sufficient",
+          "meet",
+          "operating",
+          "requirements",
+          "twelve",
+          "months",
+          "foreseeable",
+          "future",
+          "including",
+          "obligations",
+          "continuously",
+          "evaluate",
+          "capital",
+          "resources",
+          "access",
+          "external",
+          "ensure",
+          "finance",
+          "consist",
+          "publicly",
+          "held",
+          "equity",
+          "debt",
+          "issued",
+          "government",
+          "agencies",
+          "highly",
+          "rated",
+          "corporations",
+          "financial",
+          "institutions",
+          "foreign",
+          "entities",
+          "certificates",
+          "deposit",
+          "These",
+          "primarily",
+          "denominated",
+          "dollars",
+          "Refer",
+          "Note",
+          "Notes",
+          "Consolidated",
+          "Financial",
+          "Statements",
+          "Part",
+          "IV",
+          "Item",
+          "15",
+          "Annual",
+          "Report",
+          "Form",
+          "10",
+          "additional",
+          "information",
+          "Except",
+          "approximately",
+          "1.7",
+          "accrued",
+          "related",
+          "state",
+          "taxes",
+          "repatriate",
+          "amounts",
+          "substantially",
+          "end",
+          "fiscal",
+          "year",
+          "incurring",
+          "federal",
+          "income",
+          "quarter",
+          "2027",
+          "generally",
+          "estimated",
+          "tax",
+          "payments",
+          "includes"
+        ],
+        "keywords": [
+          "Liquidity",
+          "Marketable Securities",
+          "Cash"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "ba140363-6d5e-5c16-b4e9-2d7d91bbeb27",
+      "type": "text",
+      "content": "On August 26, 2025, our Board of Directors approved an additional \\$60.0 billion in share repurchase authorization, without expiration. In fiscal year 2026, we repurchased 282 million shares of our common stock for \\$40.4 billion. As of January 25, 2026, we were authorized, subject to certain specifications, to repurchase up to \\$58.5 billion of our common stock.\nFrom January 26, 2026 through February 20, 2026, we repurchased 8 million shares for \\$1.5 billion pursuant to a pre-established trading plan. We may execute repurchases from time to time, subject to market conditions, operating requirements, and other investment opportunities, in the open market, in privately negotiated transactions, pursuant to a Rule 10b5-1 trading plan or in structured share repurchase agreements in compliance with Rule 10b-18 of the Exchange Act. Our share repurchase program may be suspended at any time at our discretion.\nIn fiscal year 2026, we paid cash dividends to our shareholders of \\$974 million. The payment of future cash dividends is subject to our Board of Directors' continuing determination that the declaration of dividends is in the best interests of our shareholders.\nThe U.S. Inflation Reduction Act of 2022 requires a 1% excise tax on certain share repurchases in excess of shares issued for employee compensation made after December 31, 2022. The excise tax is included in our share repurchase cost and was not material for fiscal years 2026 and 2025.",
+      "path": "2026-Annual-Report-Web.pdf/Part II_2/Stock Performance Graphs/Overview/Results of Operations/Liquidity/Capital Return to Shareholders",
+      "metadata": {
+        "length": 1464,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "On",
+          "August",
+          "26",
+          "2025",
+          "Board",
+          "Directors",
+          "approved",
+          "additional",
+          "60.0",
+          "billion",
+          "share",
+          "repurchase",
+          "authorization",
+          "expiration",
+          "In",
+          "fiscal",
+          "year",
+          "2026",
+          "repurchased",
+          "282",
+          "million",
+          "shares",
+          "common",
+          "stock",
+          "40.4",
+          "As",
+          "January",
+          "25",
+          "authorized",
+          "subject",
+          "specifications",
+          "58.5",
+          "From",
+          "February",
+          "20",
+          "1.5",
+          "pursuant",
+          "pre",
+          "established",
+          "trading",
+          "plan",
+          "We",
+          "execute",
+          "repurchases",
+          "time",
+          "market",
+          "conditions",
+          "operating",
+          "requirements",
+          "investment",
+          "opportunities",
+          "open",
+          "privately",
+          "negotiated",
+          "transactions",
+          "Rule",
+          "10b5",
+          "structured",
+          "agreements",
+          "compliance",
+          "10b",
+          "18",
+          "Exchange",
+          "Act",
+          "Our",
+          "program",
+          "suspended",
+          "discretion",
+          "paid",
+          "cash",
+          "dividends",
+          "shareholders",
+          "974",
+          "The",
+          "payment",
+          "future",
+          "continuing",
+          "determination",
+          "declaration",
+          "interests",
+          "Inflation",
+          "Reduction",
+          "2022",
+          "requires",
+          "1%",
+          "excise",
+          "tax",
+          "excess",
+          "issued",
+          "employee",
+          "compensation",
+          "made",
+          "December",
+          "31",
+          "included",
+          "cost",
+          "material",
+          "years"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "6734fda2-c9be-5b02-880c-72a7f4381d5e",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"2\"></td><td>Jan 25, 2026</td></tr><tr><td>(In millions)</td></tr><tr><td>Due in one year</td><td>$ 1,000</td></tr><tr><td>Due in one to five years</td><td>2,750</td></tr><tr><td>Due in five to ten years</td><td>1,250</td></tr><tr><td>Due in greater than ten years</td><td>3,500</td></tr><tr><td>Unamortized debt discount and issuance costs</td><td>(32)</td></tr><tr><td>Net carrying amount</td><td>$ 8,468</td></tr><tr><td>Less short-term portion</td><td>999</td></tr><tr><td>Total long-term portion</td><td>$ 7,469</td></tr></table>",
+      "path": "tables/table-72 Debt Maturity.html",
+      "metadata": {
+        "length": 557,
+        "summary": "table-73\nThe table shows debt maturity schedule as of Jan 25, 2026, with $8,468 million net carrying amount, including $999 million short-term and $7,469 million long-term portion.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-72 Debt Maturity.html",
+        "keywords": [
+          "Debt",
+          "Maturity",
+          "Carrying"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "a4f674e3-3c7e-5a39-b3a6-e7b4018959a8",
+      "type": "text",
+      "content": "Our aggregate debt maturities as of January 25, 2026, by year payable, are as follows:\n\n[tables/table-72 Debt Maturity.html]\n\nIn January 2026, we increased the amount of our commercial paper program, pursuant to which we may issue unsecured commercial paper notes from time to time or all at once up to \\$25.0 billion. As of January 25, 2026, no commercial paper was outstanding. We will continue to evaluate issuing commercial paper as a component of our overall liquidity strategy.\nRefer to Note 11 of the Notes to the Consolidated Financial Statements in Part IV, Item 15 of this Annual Report on Form 10-K for further discussion.",
+      "path": "2026-Annual-Report-Web.pdf/Part II_2/Stock Performance Graphs/Overview/Results of Operations/Liquidity/Outstanding Indebtedness and Commercial Paper Program",
+      "metadata": {
+        "length": 632,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Our",
+          "aggregate",
+          "debt",
+          "maturities",
+          "January",
+          "25",
+          "2026",
+          "year",
+          "payable",
+          "In",
+          "increased",
+          "amount",
+          "commercial",
+          "paper",
+          "program",
+          "pursuant",
+          "issue",
+          "unsecured",
+          "notes",
+          "time",
+          "25.0",
+          "billion",
+          "As",
+          "outstanding",
+          "We",
+          "continue",
+          "evaluate",
+          "issuing",
+          "component",
+          "liquidity",
+          "strategy",
+          "Refer",
+          "Note",
+          "11",
+          "Notes",
+          "Consolidated",
+          "Financial",
+          "Statements",
+          "Part",
+          "IV",
+          "Item",
+          "15",
+          "Annual",
+          "Report",
+          "Form",
+          "10",
+          "discussion"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "6734fda2-c9be-5b02-880c-72a7f4381d5e",
+            "relation": "embeds",
+            "ref": "[tables/table-72 Debt Maturity.html]",
+            "position": {
+              "start": 88,
+              "end": 124
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "2ec313d7-5bd4-5c5b-a186-a81673937432",
+      "type": "text",
+      "content": "For descriptions of our facility lease guarantees, long-term debt, purchase commitments, and operating lease obligations, refer to Note 10, Note 11, Note 12, and Note 17 of the Notes to the Consolidated Financial Statements in Part IV, Item 15 of this Annual Report on Form 10-K, respectively.\nWe expect to continue investing in our ecosystem. We are finalizing an investment and partnership agreement with OpenAI. There is no assurance that we will enter into an investment and partnership agreement with OpenAI or that a transaction will be completed. Refer to Item 1A. Risk Factors for additional information regarding our investments.\nDuring fiscal year 2026 and fiscal year 2025, we spent \\$6.1 billion and \\$3.4 billion on capital expenditures, respectively. We expect to increase capital expenditures in fiscal year 2027 relative to fiscal year 2026 to support the future growth of our business.\nUnrecognized tax benefits of \\$4.0 billion, which includes related interest and penalties of \\$374 million, were recorded in non-current income tax payable at the end of fiscal year 2026. We are unable to estimate the timing of any potential tax liability, interest payments, or penalties in individual years due to uncertainties in the underlying income tax positions and the timing of the effective settlement of such tax positions. We are currently under examination by the Internal Revenue Service for our fiscal years 2023 and 2024. Refer to Note 13 of the Notes to the Consolidated Financial Statements in Part IV, Item 15 of this Annual Report on Form 10-K for further information.",
+      "path": "2026-Annual-Report-Web.pdf/Part II_2/Stock Performance Graphs/Overview/Results of Operations/Liquidity/Material Cash Requirements and Other Obligations",
+      "metadata": {
+        "length": 1591,
+        "summary": "The passage discusses facility lease guarantees, long-term debt, purchase commitments, and operating lease obligations referenced in various notes to financial statements. It mentions ongoing investment in the ecosystem and a potential partnership with OpenAI, with no assurance of completion. Capital expenditures were $6.1 billion in fiscal 2026 and $3.4 billion in fiscal 2025, with an expected increase in fiscal 2027. Unrecognized tax benefits of $4.0 billion, including $374 million in interest and penalties, are recorded, with uncertain timing of potential tax liabilities. The company is under IRS examination for fiscal years 2023 and 2024.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "For",
+          "descriptions",
+          "facility",
+          "lease",
+          "guarantees",
+          "long",
+          "term",
+          "debt",
+          "purchase",
+          "commitments",
+          "operating",
+          "obligations",
+          "refer",
+          "Note",
+          "10",
+          "11",
+          "12",
+          "17",
+          "Notes",
+          "Consolidated",
+          "Financial",
+          "Statements",
+          "Part",
+          "IV",
+          "Item",
+          "15",
+          "Annual",
+          "Report",
+          "Form",
+          "We",
+          "expect",
+          "continue",
+          "investing",
+          "ecosystem",
+          "finalizing",
+          "investment",
+          "partnership",
+          "agreement",
+          "OpenAI",
+          "There",
+          "assurance",
+          "enter",
+          "transaction",
+          "completed",
+          "Refer",
+          "1A",
+          "Risk",
+          "Factors",
+          "additional",
+          "information",
+          "investments",
+          "During",
+          "fiscal",
+          "year",
+          "2026",
+          "2025",
+          "spent",
+          "6.1",
+          "billion",
+          "3.4",
+          "capital",
+          "expenditures",
+          "increase",
+          "2027",
+          "relative",
+          "support",
+          "future",
+          "growth",
+          "business",
+          "Unrecognized",
+          "tax",
+          "benefits",
+          "4.0",
+          "includes",
+          "related",
+          "interest",
+          "penalties",
+          "374",
+          "million",
+          "recorded",
+          "current",
+          "income",
+          "payable",
+          "end",
+          "unable",
+          "estimate",
+          "timing",
+          "potential",
+          "liability",
+          "payments",
+          "individual",
+          "years",
+          "due",
+          "uncertainties",
+          "underlying",
+          "positions",
+          "effective",
+          "settlement",
+          "examination",
+          "Internal",
+          "Revenue",
+          "Service",
+          "2023",
+          "2024",
+          "13"
+        ],
+        "keywords": [
+          "capital expenditures",
+          "tax benefits",
+          "investment"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "d1bfdca6-bd2b-5cd7-be72-a25856318f34",
+      "type": "text",
+      "content": "Refer to Note 1 of the Notes to the Consolidated Financial Statements in Part IV, Item 15 of this Annual Report on Form 10-K for a discussion of adoption of new and recently issued accounting pronouncements.",
+      "path": "2026-Annual-Report-Web.pdf/Part II_2/Stock Performance Graphs/Overview/Results of Operations/Adoption of New and Recently Issued Accounting Pronouncements",
+      "metadata": {
+        "length": 207,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Refer",
+          "Note",
+          "Notes",
+          "Consolidated",
+          "Financial",
+          "Statements",
+          "Part",
+          "IV",
+          "Item",
+          "15",
+          "Annual",
+          "Report",
+          "Form",
+          "10",
+          "discussion",
+          "adoption",
+          "recently",
+          "issued",
+          "accounting",
+          "pronouncements"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "d93b13db-0b51-5f3e-83fc-2b15b2b59f55",
+      "type": "text",
+      "content": "",
+      "path": "2026-Annual-Report-Web.pdf/Part II_2/Item 7A. Quantitative and Qualitative Disclosures about Market Risk",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "07621171-16eb-5452-88d8-327c2cbc25ca",
+      "type": "text",
+      "content": "We are exposed to interest rate risk related to our fixed-rate investment portfolio and outstanding debt. The investment portfolio is managed consistent with our overall liquidity strategy in support of both working capital needs and growth of our businesses.\nAccording to our sensitivity analysis on our investment portfolio, a decrease in the yield curve of 0.5% as of the end of fiscal year 2026 and 2025 would decrease the fair value for these investments by approximately \\$0.2 billion.\nAs of the end of fiscal year 2026, we had \\$8.5 billion of senior Notes outstanding. We carry the Notes at face value less unamortized discount on our Consolidated Balance Sheets. As the Notes bear interest at a fixed rate, we have no financial statement risk associated with changes in interest rates. Refer to Note 11 of the Notes to the Consolidated Financial Statements in Part IV, Item 15 of this Annual Report on Form 10-K for additional information.\nPublicly-held equity securities are subject to market price volatility. A hypothetical 10% decrease in our publicly-held equity securities would decrease the fair value of the publicly-held equity securities balance by \\$1.8 billion and an insignificant amount as of January 25, 2026 and January 26, 2025, respectively.\nNon-marketable equity securities are measured based on cost minus impairment, if any, and are adjusted for observable price changes in orderly transactions for an identical or similar investment in the same issuer. Valuations of our non-marketable equity securities are inherently complex due to the lack of readily available market data and observable transactions, and impact of macroeconomic factors.\nFor a description of our equity investments, refer to Notes 7 and 8 of the Notes to Condensed Consolidated Financial Statements in Part IV, Item 15 of this Annual Report on Form 10-K for additional information.",
+      "path": "2026-Annual-Report-Web.pdf/Part II_2/Item 7A. Quantitative and Qualitative Disclosures about Market Risk/Investment and Interest Rate Risk",
+      "metadata": {
+        "length": 1883,
+        "summary": "The passage discusses interest rate risk related to fixed-rate investments and outstanding debt. A 0.5% decrease in yield would reduce investment fair value by $0.2 billion. The company has $8.5 billion in senior Notes with no financial statement risk from rate changes. Publicly-held equity securities face market volatility; a 10% decrease would reduce fair value by $1.8 billion. Non-marketable equity securities are valued at cost with adjustments for observable price changes.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "We",
+          "exposed",
+          "interest",
+          "rate",
+          "risk",
+          "related",
+          "fixed",
+          "investment",
+          "portfolio",
+          "outstanding",
+          "debt",
+          "The",
+          "managed",
+          "consistent",
+          "liquidity",
+          "strategy",
+          "support",
+          "working",
+          "capital",
+          "growth",
+          "businesses",
+          "According",
+          "sensitivity",
+          "analysis",
+          "decrease",
+          "yield",
+          "curve",
+          "0.5%",
+          "end",
+          "fiscal",
+          "year",
+          "2026",
+          "2025",
+          "fair",
+          "investments",
+          "approximately",
+          "0.2",
+          "billion",
+          "As",
+          "8.5",
+          "senior",
+          "Notes",
+          "carry",
+          "face",
+          "unamortized",
+          "discount",
+          "Consolidated",
+          "Balance",
+          "Sheets",
+          "bear",
+          "financial",
+          "statement",
+          "rates",
+          "Refer",
+          "Note",
+          "11",
+          "Financial",
+          "Statements",
+          "Part",
+          "IV",
+          "Item",
+          "15",
+          "Annual",
+          "Report",
+          "Form",
+          "10",
+          "additional",
+          "information",
+          "Publicly",
+          "held",
+          "equity",
+          "securities",
+          "subject",
+          "market",
+          "price",
+          "volatility",
+          "hypothetical",
+          "10%",
+          "publicly",
+          "balance",
+          "1.8",
+          "insignificant",
+          "amount",
+          "January",
+          "25",
+          "26",
+          "Non",
+          "marketable",
+          "measured",
+          "based",
+          "cost",
+          "minus",
+          "impairment",
+          "adjusted",
+          "observable",
+          "orderly",
+          "transactions",
+          "identical",
+          "similar",
+          "issuer",
+          "Valuations",
+          "inherently",
+          "complex",
+          "due",
+          "lack",
+          "readily",
+          "data",
+          "impact",
+          "macroeconomic",
+          "factors",
+          "For",
+          "description",
+          "refer",
+          "Condensed"
+        ],
+        "keywords": [
+          "interest rate risk",
+          "investment portfolio",
+          "equity securities"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "5457364b-eb6f-5905-9ea8-ba3417e2737d",
+      "type": "text",
+      "content": "We consider our direct exposure to foreign exchange rate fluctuations to be minimal as substantially all of our sales are in United States dollars and foreign currency forward contracts are used to offset movements of foreign currency exchange rates. Gains or losses from foreign currency remeasurement are included in other income or expenses. The impact of foreign currency transaction gain or loss included in determining net income was not significant for fiscal years 2026 and 2025.\nSales and arrangements with third-party manufacturers provide for pricing and payment in United States dollars, and, therefore, are not subject to exchange rate fluctuations. Increases in the value of the United States' dollar relative to other currencies would make our products more expensive, which could negatively impact our ability to compete. Conversely, decreases in the value of the United States' dollar relative to other currencies could result in our suppliers raising their manufacturing costs.\nIf the U.S. dollar strengthened by 10% as of January 25, 2026 and January 26, 2025, the amount recorded in Accumulated other comprehensive income (loss) related to our foreign exchange contracts before tax effect would have been an adverse impact of \\$180 million and \\$136 million, respectively. Change in value of our foreign exchange contracts recorded in Accumulated other comprehensive income (loss) would be expected to offset a corresponding change in hedged forecasted foreign currency expenses when recognized.\nIf an adverse 10% foreign exchange rate change was applied to our balance sheet hedging contracts, it would have resulted in an adverse impact on income before taxes of \\$124 million and \\$129 million as of January 25, 2026 and January 26, 2025, respectively. These changes in fair values would be offset in Total other income, net, by corresponding change in fair values of the foreign currency denominated monetary assets and liabilities, assuming the hedge contracts fully cover the foreign currency denominated monetary assets and liabilities balances.\nRefer to Note 10 of the Notes to the Consolidated Financial Statements in Part IV, Item 15 of this Annual Report on Form 10-K for additional information.",
+      "path": "2026-Annual-Report-Web.pdf/Part II_2/Item 7A. Quantitative and Qualitative Disclosures about Market Risk/Foreign Exchange Rate Risk",
+      "metadata": {
+        "length": 2226,
+        "summary": "The company has minimal direct foreign exchange exposure as sales are in USD and forward contracts offset currency movements. A 10% USD strengthening would adversely impact accumulated other comprehensive income by $180M (2026) and $136M (2025) from foreign exchange contracts. Balance sheet hedging contracts would see an adverse pre-tax income impact of $124M (2026) and $129M (2025), offset by changes in foreign currency monetary assets and liabilities. Sales and manufacturer arrangements are in USD, but dollar strength could hurt competitiveness while weakness might raise supplier costs.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "We",
+          "direct",
+          "exposure",
+          "foreign",
+          "exchange",
+          "rate",
+          "fluctuations",
+          "minimal",
+          "substantially",
+          "sales",
+          "United",
+          "States",
+          "dollars",
+          "currency",
+          "forward",
+          "contracts",
+          "offset",
+          "movements",
+          "rates",
+          "Gains",
+          "losses",
+          "remeasurement",
+          "included",
+          "income",
+          "expenses",
+          "The",
+          "impact",
+          "transaction",
+          "gain",
+          "loss",
+          "determining",
+          "net",
+          "significant",
+          "fiscal",
+          "years",
+          "2026",
+          "2025",
+          "Sales",
+          "arrangements",
+          "party",
+          "manufacturers",
+          "provide",
+          "pricing",
+          "payment",
+          "subject",
+          "Increases",
+          "dollar",
+          "relative",
+          "currencies",
+          "make",
+          "products",
+          "expensive",
+          "negatively",
+          "ability",
+          "compete",
+          "Conversely",
+          "decreases",
+          "result",
+          "suppliers",
+          "raising",
+          "manufacturing",
+          "costs",
+          "If",
+          "strengthened",
+          "10%",
+          "January",
+          "25",
+          "26",
+          "amount",
+          "recorded",
+          "Accumulated",
+          "comprehensive",
+          "related",
+          "tax",
+          "effect",
+          "adverse",
+          "180",
+          "million",
+          "136",
+          "Change",
+          "expected",
+          "change",
+          "hedged",
+          "forecasted",
+          "recognized",
+          "applied",
+          "balance",
+          "sheet",
+          "hedging",
+          "resulted",
+          "taxes",
+          "124",
+          "129",
+          "These",
+          "fair",
+          "values",
+          "Total",
+          "denominated",
+          "monetary",
+          "assets",
+          "liabilities",
+          "assuming",
+          "hedge",
+          "fully",
+          "cover",
+          "balances",
+          "Refer",
+          "Note",
+          "10",
+          "Notes",
+          "Consolidated",
+          "Financial",
+          "Statements",
+          "Part",
+          "IV",
+          "Item",
+          "15",
+          "Annual",
+          "Report",
+          "Form",
+          "additional",
+          "information"
+        ],
+        "keywords": [
+          "Foreign exchange",
+          "hedging",
+          "USD exposure"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "192cc19f-0786-5685-93e5-794c3c455aac",
+      "type": "text",
+      "content": "The information required by this Item is set forth in our Consolidated Financial Statements and Notes thereto included in this Annual Report on Form 10-K.\nItem 9. Changes in and Disagreements with Accountants on Accounting and Financial Disclosure\nNone.",
+      "path": "2026-Annual-Report-Web.pdf/Part II_2/Item 8. Financial Statements and Supplementary Data",
+      "metadata": {
+        "length": 253,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "The",
+          "information",
+          "required",
+          "Item",
+          "set",
+          "Consolidated",
+          "Financial",
+          "Statements",
+          "Notes",
+          "thereto",
+          "included",
+          "Annual",
+          "Report",
+          "Form",
+          "10",
+          "Changes",
+          "Disagreements",
+          "Accountants",
+          "Accounting",
+          "Disclosure",
+          "None"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "f037bca8-e808-5bc2-9455-e20f0b8b7db1",
+      "type": "text",
+      "content": "",
+      "path": "2026-Annual-Report-Web.pdf/Part II_2/Item 9A. Controls and Procedures",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "f8f0905a-58c3-536f-b081-52512d55b7b6",
+      "type": "text",
+      "content": "",
+      "path": "2026-Annual-Report-Web.pdf/Part II_2/Item 9A. Controls and Procedures/Controls and Procedures",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "7bf5d6ed-5edf-5dc3-9a50-e3f508d8c550",
+      "type": "text",
+      "content": "Based on their evaluation as of January 25, 2026, our management, including our Chief Executive Officer and Chief Financial Officer, has concluded that our disclosure controls and procedures (as defined in Rule 13a-15(e) under the Exchange Act) were effective to provide reasonable assurance that the information we are required to disclose in reports that we file or submit under the Exchange Act is recorded, processed, summarized and reported within the time periods specified in the SEC rules and forms, and that such information is accumulated and communicated to our management, including our Chief Executive Officer and our Chief Financial Officer, as appropriate, to allow timely decisions regarding required disclosures.",
+      "path": "2026-Annual-Report-Web.pdf/Part II_2/Item 9A. Controls and Procedures/Controls and Procedures/Disclosure Controls and Procedures",
+      "metadata": {
+        "length": 729,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Based",
+          "evaluation",
+          "January",
+          "25",
+          "2026",
+          "management",
+          "including",
+          "Chief",
+          "Executive",
+          "Officer",
+          "Financial",
+          "concluded",
+          "disclosure",
+          "controls",
+          "procedures",
+          "defined",
+          "Rule",
+          "13a",
+          "15",
+          "Exchange",
+          "Act",
+          "effective",
+          "provide",
+          "reasonable",
+          "assurance",
+          "information",
+          "required",
+          "disclose",
+          "reports",
+          "file",
+          "submit",
+          "recorded",
+          "processed",
+          "summarized",
+          "reported",
+          "time",
+          "periods",
+          "SEC",
+          "rules",
+          "forms",
+          "accumulated",
+          "communicated",
+          "timely",
+          "decisions",
+          "disclosures"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "d0f23225-49f5-5ae5-b436-9f495585a67f",
+      "type": "text",
+      "content": "Our management is responsible for establishing and maintaining adequate internal control over financial reporting, as such term is defined in Exchange Act Rule 13a-15(f). Under the supervision and with the participation of our management, including our Chief Executive Officer and Chief Financial Officer, we conducted an evaluation of the effectiveness of our internal control over financial reporting as of January 25, 2026 based on the criteria set forth in Internal Control - Integrated Framework (2013) issued by the Committee of Sponsoring Organizations of the Treadway Commission. Based on our evaluation under the criteria set forth in Internal Control — Integrated Framework, our management concluded that our internal control over financial reporting was effective as of January 25, 2026.\nThe effectiveness of our internal control over financial reporting as of January 25, 2026 has been audited by PricewaterhouseCoopers LLP, an independent registered public accounting firm, as stated in its report which is included herein.",
+      "path": "2026-Annual-Report-Web.pdf/Part II_2/Item 9A. Controls and Procedures/Controls and Procedures/Management's Annual Report on Internal Control Over Financial Reporting",
+      "metadata": {
+        "length": 1036,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Our",
+          "management",
+          "responsible",
+          "establishing",
+          "maintaining",
+          "adequate",
+          "internal",
+          "control",
+          "financial",
+          "reporting",
+          "term",
+          "defined",
+          "Exchange",
+          "Act",
+          "Rule",
+          "13a",
+          "15",
+          "Under",
+          "supervision",
+          "participation",
+          "including",
+          "Chief",
+          "Executive",
+          "Officer",
+          "Financial",
+          "conducted",
+          "evaluation",
+          "effectiveness",
+          "January",
+          "25",
+          "2026",
+          "based",
+          "criteria",
+          "set",
+          "Internal",
+          "Control",
+          "Integrated",
+          "Framework",
+          "2013",
+          "issued",
+          "Committee",
+          "Sponsoring",
+          "Organizations",
+          "Treadway",
+          "Commission",
+          "Based",
+          "concluded",
+          "effective",
+          "The",
+          "audited",
+          "PricewaterhouseCoopers",
+          "LLP",
+          "independent",
+          "registered",
+          "public",
+          "accounting",
+          "firm",
+          "stated",
+          "report",
+          "included"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "48c95827-5699-5941-be5d-9cadbc490ad8",
+      "type": "text",
+      "content": "There have been no changes in our internal control over financial reporting during the quarter ended January 25, 2026 that have materially affected, or are reasonably likely to materially affect, our internal control over financial reporting. We are continuing a phased upgrade of our enterprise resource planning, or ERP, system to update our existing core financial systems. The ERP system is designed to accurately maintain our financial records used to report operating results. We will continue to evaluate each quarter whether there are changes that materially affect our internal control over financial reporting.",
+      "path": "2026-Annual-Report-Web.pdf/Part II_2/Item 9A. Controls and Procedures/Controls and Procedures/Changes in Internal Control Over Financial Reporting",
+      "metadata": {
+        "length": 620,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "There",
+          "internal",
+          "control",
+          "financial",
+          "reporting",
+          "quarter",
+          "ended",
+          "January",
+          "25",
+          "2026",
+          "materially",
+          "affected",
+          "affect",
+          "We",
+          "continuing",
+          "phased",
+          "upgrade",
+          "enterprise",
+          "resource",
+          "planning",
+          "ERP",
+          "system",
+          "update",
+          "existing",
+          "core",
+          "systems",
+          "The",
+          "designed",
+          "accurately",
+          "maintain",
+          "records",
+          "report",
+          "operating",
+          "results",
+          "continue",
+          "evaluate"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "500eb535-09c7-5339-98be-e29a368babf0",
+      "type": "text",
+      "content": "Our management, including our Chief Executive Officer and Chief Financial Officer, does not expect that our disclosure controls and procedures or our internal controls, will prevent all error and all fraud. A control system, no matter how well conceived and operated, can provide only reasonable, not absolute, assurance that the objectives of the control system are met. Further, the design of a control system must reflect the fact that there are resource constraints, and the benefits of controls must be considered relative to their costs. Because of the inherent limitations in all control systems, no evaluation of controls can provide absolute assurance that all control issues and instances of fraud, if any, within NVIDIA have been detected.",
+      "path": "2026-Annual-Report-Web.pdf/Part II_2/Item 9A. Controls and Procedures/Controls and Procedures/Inherent Limitations on Effectiveness of Controls",
+      "metadata": {
+        "length": 750,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Our",
+          "management",
+          "including",
+          "Chief",
+          "Executive",
+          "Officer",
+          "Financial",
+          "expect",
+          "disclosure",
+          "controls",
+          "procedures",
+          "internal",
+          "prevent",
+          "error",
+          "fraud",
+          "control",
+          "system",
+          "matter",
+          "conceived",
+          "operated",
+          "provide",
+          "reasonable",
+          "absolute",
+          "assurance",
+          "objectives",
+          "met",
+          "Further",
+          "design",
+          "reflect",
+          "fact",
+          "resource",
+          "constraints",
+          "benefits",
+          "considered",
+          "relative",
+          "costs",
+          "Because",
+          "inherent",
+          "limitations",
+          "systems",
+          "evaluation",
+          "issues",
+          "instances",
+          "NVIDIA",
+          "detected"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "a28bc951-0095-5616-a1a1-36814e5285cf",
+      "type": "table",
+      "content": "<table><tr><td>Name</td><td>Title of Director or Officer</td><td>Action</td><td>Date</td><td>Total Shares of Common Stock to be Sold</td><td>Expiration Date</td></tr><tr><td>John O. Dabiri</td><td>Director</td><td>Adoption</td><td>12/10/2025</td><td>3,984*</td><td>12/7/2026</td></tr><tr><td>Colette M. Kress</td><td>Executive Vice President and Chief Financial Officer</td><td>Adoption</td><td>12/18/2025</td><td>500,000</td><td>3/23/2027</td></tr></table>",
+      "path": "tables/table-73 Stock Sale Plans.html",
+      "metadata": {
+        "length": 457,
+        "summary": "table-74\nTwo insiders, Director John O. Dabiri and CFO Colette M. Kress, adopted Rule 10b5-1 trading plans to sell shares of common stock, with Dabiri selling 3,984 shares and Kress selling 500,000 shares.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-73 Stock Sale Plans.html",
+        "keywords": [
+          "Director",
+          "Officer",
+          "Stock Sale"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "2dc0f271-b865-5797-9fee-2cc8ec394e73",
+      "type": "text",
+      "content": "The following members of our Board of Directors and/or officers adopted, modified or terminated a trading arrangement that is intended to satisfy the affirmative defense conditions of Rule 10b5-1(c), or a Rule 10b5-1 Trading Arrangement:\n\n[tables/table-73 Stock Sale Plans.html]\n\n\\*Estimated assuming our closing stock price as of January 23, 2026. The number of shares is based on an estimate because the plan specifies a formulaic dollar amount of shares to be sold.",
+      "path": "2026-Annual-Report-Web.pdf/Part II_2/Item 9B. Other Information",
+      "metadata": {
+        "length": 532,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "The",
+          "members",
+          "Board",
+          "Directors",
+          "officers",
+          "adopted",
+          "modified",
+          "terminated",
+          "trading",
+          "arrangement",
+          "intended",
+          "satisfy",
+          "affirmative",
+          "defense",
+          "conditions",
+          "Rule",
+          "10b5",
+          "Trading",
+          "Arrangement",
+          "Estimated",
+          "assuming",
+          "closing",
+          "stock",
+          "price",
+          "January",
+          "23",
+          "2026",
+          "number",
+          "shares",
+          "based",
+          "estimate",
+          "plan",
+          "specifies",
+          "formulaic",
+          "dollar",
+          "amount",
+          "sold"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "a28bc951-0095-5616-a1a1-36814e5285cf",
+            "relation": "embeds",
+            "ref": "[tables/table-73 Stock Sale Plans.html]",
+            "position": {
+              "start": 239,
+              "end": 278
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "87ba7dbb-a30f-540c-9ecb-7b6af1b559fe",
+      "type": "text",
+      "content": "Not Applicable.",
+      "path": "2026-Annual-Report-Web.pdf/Part II_2/Item 9C. Disclosure Regarding Foreign Jurisdictions that Prevent Inspections",
+      "metadata": {
+        "length": 15,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Not",
+          "Applicable"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "48d79f53-3cfd-523f-a804-c169481a5e83",
+      "type": "text",
+      "content": "Certain information required by Part III is omitted from this report because we will file with the SEC a definitive proxy statement pursuant to Regulation 14A, or the 2026 Proxy Statement, no later than 120 days after the end of fiscal year 2026, and certain information included therein is incorporated herein by reference.",
+      "path": "2026-Annual-Report-Web.pdf/Part III_2",
+      "metadata": {
+        "length": 324,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Certain",
+          "information",
+          "required",
+          "Part",
+          "III",
+          "omitted",
+          "report",
+          "file",
+          "SEC",
+          "definitive",
+          "proxy",
+          "statement",
+          "pursuant",
+          "Regulation",
+          "14A",
+          "2026",
+          "Proxy",
+          "Statement",
+          "120",
+          "days",
+          "end",
+          "fiscal",
+          "year",
+          "included",
+          "incorporated",
+          "reference"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "1b80ab6f-e2a5-5054-92df-2270ea0cc964",
+      "type": "text",
+      "content": "",
+      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 10. Directors, Executive Officers and Corporate Governance",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "a551210a-2b9b-5fdd-8ef5-0228ba35ab0d",
+      "type": "text",
+      "content": "Information regarding directors required by this item will be contained in our 2026 Proxy Statement under the caption “Proposal 1 — Election of Directors,” and is hereby incorporated by reference.",
+      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 10. Directors, Executive Officers and Corporate Governance/Identification of Directors",
+      "metadata": {
+        "length": 196,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Information",
+          "directors",
+          "required",
+          "item",
+          "contained",
+          "2026",
+          "Proxy",
+          "Statement",
+          "caption",
+          "Proposal",
+          "Election",
+          "Directors",
+          "incorporated",
+          "reference"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "015a5723-8a76-5d6b-8612-fc965db48c3f",
+      "type": "text",
+      "content": "Reference is made to the information regarding executive officers appearing under the heading “Information About Our Executive Officers” in Part I of this Annual Report on Form 10-K, which information is hereby incorporated by reference.",
+      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 10. Directors, Executive Officers and Corporate Governance/Identification of Executive Officers",
+      "metadata": {
+        "length": 237,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Reference",
+          "made",
+          "information",
+          "executive",
+          "officers",
+          "appearing",
+          "heading",
+          "Information",
+          "About",
+          "Our",
+          "Executive",
+          "Officers",
+          "Part",
+          "Annual",
+          "Report",
+          "Form",
+          "10",
+          "incorporated",
+          "reference"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "a7c8f3f4-20b6-5f2e-830e-9f0ca188f0f6",
+      "type": "text",
+      "content": "Information regarding our Audit Committee required by this item will be contained in our 2026 Proxy Statement under the captions “Report of the Audit Committee of the Board of Directors” and “Information About the Board of Directors and Corporate Governance,” and is hereby incorporated by reference.",
+      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 10. Directors, Executive Officers and Corporate Governance/Identification of Audit Committee and Financial Experts",
+      "metadata": {
+        "length": 300,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Information",
+          "Audit",
+          "Committee",
+          "required",
+          "item",
+          "contained",
+          "2026",
+          "Proxy",
+          "Statement",
+          "captions",
+          "Report",
+          "Board",
+          "Directors",
+          "About",
+          "Corporate",
+          "Governance",
+          "incorporated",
+          "reference"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "8a7b4695-2595-5035-9968-a38e0671fcf7",
+      "type": "text",
+      "content": "Information regarding procedures for recommending directors required by this item will be contained in our 2026 Proxy Statement under the caption “Information About the Board of Directors and Corporate Governance,” and is hereby incorporated by reference.",
+      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 10. Directors, Executive Officers and Corporate Governance/Material Changes to Procedures for Recommending Directors",
+      "metadata": {
+        "length": 255,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Information",
+          "procedures",
+          "recommending",
+          "directors",
+          "required",
+          "item",
+          "contained",
+          "2026",
+          "Proxy",
+          "Statement",
+          "caption",
+          "About",
+          "Board",
+          "Directors",
+          "Corporate",
+          "Governance",
+          "incorporated",
+          "reference"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "a0290fb4-eeb8-55c6-bfde-af50c8e44b00",
+      "type": "text",
+      "content": "Information regarding compliance with Section 16(a) of the Exchange Act required by this item will be contained in our 2026 Proxy Statement under the caption “Delinquent Section 16(a) Reports,” and such disclosure, if any, is hereby incorporated by reference.",
+      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 10. Directors, Executive Officers and Corporate Governance/Delinquent Section 16(a) Reports",
+      "metadata": {
+        "length": 259,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Information",
+          "compliance",
+          "Section",
+          "16",
+          "Exchange",
+          "Act",
+          "required",
+          "item",
+          "contained",
+          "2026",
+          "Proxy",
+          "Statement",
+          "caption",
+          "Delinquent",
+          "Reports",
+          "disclosure",
+          "incorporated",
+          "reference"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "f602847a-7ba5-59fd-8388-fbd06c187732",
+      "type": "text",
+      "content": "Information regarding our Code of Conduct required by this item will be contained in our 2026 Proxy Statement under the caption “Information About the Board of Directors and Corporate Governance — Code of Conduct,” and is hereby incorporated by reference. The full text of our Code of Conduct and Financial Team Code of Conduct are published on the Investor Relations portion of our website, under Governance, at www.nvidia.com. If we make any amendments to either code, or grant any waiver from a provision of either code to any executive officer or director, we will promptly disclose the nature of the amendment or waiver on our website or in a report on Form 8-K. The contents of our website are not a part of this Annual Report on Form 10-K.",
+      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 10. Directors, Executive Officers and Corporate Governance/Code of Conduct",
+      "metadata": {
+        "length": 746,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Information",
+          "Code",
+          "Conduct",
+          "required",
+          "item",
+          "contained",
+          "2026",
+          "Proxy",
+          "Statement",
+          "caption",
+          "About",
+          "Board",
+          "Directors",
+          "Corporate",
+          "Governance",
+          "incorporated",
+          "reference",
+          "The",
+          "full",
+          "text",
+          "Financial",
+          "Team",
+          "published",
+          "Investor",
+          "Relations",
+          "portion",
+          "website",
+          "www",
+          "nvidia",
+          "If",
+          "make",
+          "amendments",
+          "code",
+          "grant",
+          "waiver",
+          "provision",
+          "executive",
+          "officer",
+          "director",
+          "promptly",
+          "disclose",
+          "nature",
+          "amendment",
+          "report",
+          "Form",
+          "contents",
+          "part",
+          "Annual",
+          "Report",
+          "10"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "e9e3f451-ccee-5412-8aa1-53cbe0d39bd5",
+      "type": "text",
+      "content": "The information required by Item 408(b) of Regulation S-K is incorporated by reference from the information contained in our 2026 Proxy Statement under the heading “Information About the Board of Directors and Corporate Governance.”",
+      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 10. Directors, Executive Officers and Corporate Governance/Insider Trading Policy",
+      "metadata": {
+        "length": 232,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "The",
+          "information",
+          "required",
+          "Item",
+          "408",
+          "Regulation",
+          "incorporated",
+          "reference",
+          "contained",
+          "2026",
+          "Proxy",
+          "Statement",
+          "heading",
+          "Information",
+          "About",
+          "Board",
+          "Directors",
+          "Corporate",
+          "Governance"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "9f2cda86-0406-556a-941d-14365ca03fbc",
+      "type": "text",
+      "content": "Information regarding our executive compensation required by this item will be contained in our 2026 Proxy Statement under the captions “Executive Compensation,” “Compensation Committee Interlocks and Insider Participation,” “Director Compensation,” and “Compensation Committee Report,” and is hereby incorporated by reference.\nItem 12. Security Ownership of Certain Beneficial Owners and Management and Related Stockholder Matters",
+      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 11. Executive Compensation",
+      "metadata": {
+        "length": 431,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Information",
+          "executive",
+          "compensation",
+          "required",
+          "item",
+          "contained",
+          "2026",
+          "Proxy",
+          "Statement",
+          "captions",
+          "Executive",
+          "Compensation",
+          "Committee",
+          "Interlocks",
+          "Insider",
+          "Participation",
+          "Director",
+          "Report",
+          "incorporated",
+          "reference",
+          "Item",
+          "12",
+          "Security",
+          "Ownership",
+          "Certain",
+          "Beneficial",
+          "Owners",
+          "Management",
+          "Related",
+          "Stockholder",
+          "Matters"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "137f3b59-c700-5dca-af92-6dc1e503bd97",
+      "type": "text",
+      "content": "Information regarding ownership of NVIDIA securities required by this item will be contained in our 2026 Proxy Statement under the caption “Security Ownership of Certain Beneficial Owners and Management,” and is hereby incorporated by reference.",
+      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 11. Executive Compensation/Ownership of NVIDIA Securities",
+      "metadata": {
+        "length": 245,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Information",
+          "ownership",
+          "NVIDIA",
+          "securities",
+          "required",
+          "item",
+          "contained",
+          "2026",
+          "Proxy",
+          "Statement",
+          "caption",
+          "Security",
+          "Ownership",
+          "Certain",
+          "Beneficial",
+          "Owners",
+          "Management",
+          "incorporated",
+          "reference"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "879665f5-c610-5888-8fd0-ea3902e0e659",
+      "type": "text",
+      "content": "Information regarding our equity compensation plans required by this item will be contained in our 2026 Proxy Statement under the caption \"Equity Compensation Plan Information,\" and is hereby incorporated by reference.",
+      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 11. Executive Compensation/Equity Compensation Plan Information",
+      "metadata": {
+        "length": 218,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Information",
+          "equity",
+          "compensation",
+          "plans",
+          "required",
+          "item",
+          "contained",
+          "2026",
+          "Proxy",
+          "Statement",
+          "caption",
+          "Equity",
+          "Compensation",
+          "Plan",
+          "incorporated",
+          "reference"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "a326b714-2c2f-54eb-8c25-4d8c4e20bdc6",
+      "type": "text",
+      "content": "Information regarding related transactions and director independence required by this item will be contained in our 2026 Proxy Statement under the captions “Review of Transactions with Related Persons” and “Information About the Board of Directors and Corporate Governance — Independence of the Members of the Board of Directors,” and is hereby incorporated by reference.",
+      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 13. Certain Relationships and Related Transactions, and Director Independence",
+      "metadata": {
+        "length": 371,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Information",
+          "related",
+          "transactions",
+          "director",
+          "independence",
+          "required",
+          "item",
+          "contained",
+          "2026",
+          "Proxy",
+          "Statement",
+          "captions",
+          "Review",
+          "Transactions",
+          "Related",
+          "Persons",
+          "About",
+          "Board",
+          "Directors",
+          "Corporate",
+          "Governance",
+          "Independence",
+          "Members",
+          "incorporated",
+          "reference"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "8851a51b-043e-53e1-b3bf-45eb181e24ca",
+      "type": "text",
+      "content": "Information regarding accounting fees and services required by this item will be contained in our 2026 Proxy Statement under the caption “Fees Billed by the Independent Registered Public Accounting Firm,” and is hereby incorporated by reference.",
+      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 14. Principal Accountant Fees and Services",
+      "metadata": {
+        "length": 245,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Information",
+          "accounting",
+          "fees",
+          "services",
+          "required",
+          "item",
+          "contained",
+          "2026",
+          "Proxy",
+          "Statement",
+          "caption",
+          "Fees",
+          "Billed",
+          "Independent",
+          "Registered",
+          "Public",
+          "Accounting",
+          "Firm",
+          "incorporated",
+          "reference"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "78723bfe-fed0-5972-a070-2f7b2e294812",
+      "type": "text",
+      "content": "Page",
+      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules",
+      "metadata": {
+        "length": 4,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "1eef2b72-f46e-512a-b26d-9f7f7bda8d06",
+      "type": "text",
+      "content": "Report of Independent Registered Public Accounting Firm (PCAOB ID: 238) 49\nConsolidated Statements of Income for the years ended January 25, 2026, January 26, 2025, and January 28, 2024 51\nConsolidated Statements of Comprehensive Income for the years ended January 25, 2026, January 26, 2025, and January 28, 2024 52\nConsolidated Balance Sheets as of January 25, 2026 and January 26, 2025 53\nConsolidated Statements of Shareholders' Equity for the years ended January 25, 2026, January 26, 2025, and January 28, 2024 54\nConsolidated Statements of Cash Flows for the years ended January 25, 2026, January 26, 2025, and January 28, 2024 55\nNotes to the Consolidated Financial Statements 56",
+      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/(a) 1. Financial Statements",
+      "metadata": {
+        "length": 687,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Report",
+          "Independent",
+          "Registered",
+          "Public",
+          "Accounting",
+          "Firm",
+          "PCAOB",
+          "ID",
+          "238",
+          "49",
+          "Consolidated",
+          "Statements",
+          "Income",
+          "years",
+          "ended",
+          "January",
+          "25",
+          "2026",
+          "26",
+          "2025",
+          "28",
+          "2024",
+          "51",
+          "Comprehensive",
+          "52",
+          "Balance",
+          "Sheets",
+          "53",
+          "Shareholders",
+          "Equity",
+          "54",
+          "Cash",
+          "Flows",
+          "55",
+          "Notes",
+          "Financial",
+          "56"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "c9e49b81-7603-55bb-933e-8640daaccda7",
+      "type": "text",
+      "content": "Schedule II Valuation and Qualifying Accounts for the years ended January 25, 2026, January 26, 2025, and January 28, 2024 81",
+      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/2. Financial Statement Schedule",
+      "metadata": {
+        "length": 125,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Schedule",
+          "II",
+          "Valuation",
+          "Qualifying",
+          "Accounts",
+          "years",
+          "ended",
+          "January",
+          "25",
+          "2026",
+          "26",
+          "2025",
+          "28",
+          "2024",
+          "81"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "81b07abe-3da6-5d73-8b51-cb4a93b1f0ea",
+      "type": "text",
+      "content": "The exhibits listed in the accompanying index to exhibits are filed or incorporated by reference as a part of this Annual Report on Form 10-K. 82",
+      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/3. Exhibits",
+      "metadata": {
+        "length": 145,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "The",
+          "exhibits",
+          "listed",
+          "accompanying",
+          "index",
+          "filed",
+          "incorporated",
+          "reference",
+          "part",
+          "Annual",
+          "Report",
+          "Form",
+          "10",
+          "82"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "09173c86-702d-54c2-9748-c5cd1f32129d",
+      "type": "text",
+      "content": "To the Board of Directors and Shareholders of NVIDIA Corporation\nOpinions on the Financial Statements and Internal Control over Financial Reporting\nWe have audited the accompanying consolidated balance sheets of NVIDIA Corporation and its subsidiaries (the \"Company\") as of January 25, 2026 and January 26, 2025, and the related consolidated statements of income, comprehensive income, shareholders' equity, and cash flows for each of the three years in the period ended January 25, 2026, including the related notes and financial statement schedule listed in the index appearing under Item 15(a)(2) (collectively referred to as the \"consolidated financial statements\"). We also have audited the Company's internal control over financial reporting as of January 25, 2026, based on criteria established in Internal Control - Integrated Framework (2013) issued by the Committee of Sponsoring Organizations of the Treadway Commission (COSO).\nIn our opinion, the consolidated financial statements referred to above present fairly, in all material respects, the financial position of the Company as of January 25, 2026 and January 26, 2025, and the results of its operations and its cash flows for each of the three years in the period ended January 25, 2026 in conformity with accounting principles generally accepted in the United States of America. Also in our opinion, the Company maintained, in all material respects, effective internal control over financial reporting as of January 25, 2026, based on criteria established in Internal Control - Integrated Framework (2013) issued by the COSO.",
+      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/Report of Independent Registered Public Accounting Firm",
+      "metadata": {
+        "length": 1593,
+        "summary": "The text is an audit opinion from an independent auditor to the Board and Shareholders of NVIDIA Corporation. It covers the audit of consolidated financial statements for fiscal years ending January 25, 2026 and January 26, 2025, as well as internal control over financial reporting as of January 25, 2026. The auditor concludes that the financial statements fairly present the company's financial position and results in accordance with U.S. GAAP, and that effective internal control over financial reporting was maintained based on COSO criteria.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "To",
+          "Board",
+          "Directors",
+          "Shareholders",
+          "NVIDIA",
+          "Corporation",
+          "Opinions",
+          "Financial",
+          "Statements",
+          "Internal",
+          "Control",
+          "Reporting",
+          "We",
+          "audited",
+          "accompanying",
+          "consolidated",
+          "balance",
+          "sheets",
+          "subsidiaries",
+          "Company",
+          "January",
+          "25",
+          "2026",
+          "26",
+          "2025",
+          "related",
+          "statements",
+          "income",
+          "comprehensive",
+          "shareholders",
+          "equity",
+          "cash",
+          "flows",
+          "years",
+          "period",
+          "ended",
+          "including",
+          "notes",
+          "financial",
+          "statement",
+          "schedule",
+          "listed",
+          "index",
+          "appearing",
+          "Item",
+          "15",
+          "collectively",
+          "referred",
+          "internal",
+          "control",
+          "reporting",
+          "based",
+          "criteria",
+          "established",
+          "Integrated",
+          "Framework",
+          "2013",
+          "issued",
+          "Committee",
+          "Sponsoring",
+          "Organizations",
+          "Treadway",
+          "Commission",
+          "COSO",
+          "In",
+          "opinion",
+          "present",
+          "fairly",
+          "material",
+          "respects",
+          "position",
+          "results",
+          "operations",
+          "conformity",
+          "accounting",
+          "principles",
+          "generally",
+          "accepted",
+          "United",
+          "States",
+          "America",
+          "Also",
+          "maintained",
+          "effective"
+        ],
+        "keywords": [
+          "Audit",
+          "Financial Statements",
+          "Internal Control"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "82ea4134-1144-5c84-adb2-a0c6aae9b5ad",
+      "type": "text",
+      "content": "The Company's management is responsible for these consolidated financial statements, for maintaining effective internal control over financial reporting, and for its assessment of the effectiveness of internal control over financial reporting, included in Management's Annual Report on Internal Control over Financial Reporting appearing under Item 9A. Our responsibility is to express opinions on the Company's consolidated financial statements and on the Company's internal control over financial reporting based on our audits. We are a public accounting firm registered with the Public Company Accounting Oversight Board (United States) (PCAOB) and are required to be independent with respect to the Company in accordance with the U.S. federal securities laws and the applicable rules and regulations of the Securities and Exchange Commission and the PCAOB.\nWe conducted our audits in accordance with the standards of the PCAOB. Those standards require that we plan and perform the audits to obtain reasonable assurance about whether the consolidated financial statements are free of material misstatement, whether due to error or fraud, and whether effective internal control over financial reporting was maintained in all material respects.\nOur audits of the consolidated financial statements included performing procedures to assess the risks of material misstatement of the consolidated financial statements, whether due to error or fraud, and performing procedures that respond to those risks. Such procedures included examining, on a test basis, evidence regarding the amounts and disclosures in the consolidated financial statements. Our audits also included evaluating the accounting principles used and significant estimates made by management, as well as evaluating the overall presentation of the consolidated financial statements. Our audit of internal control over financial reporting included obtaining an understanding of internal control over financial reporting, assessing the risk that a material weakness exists, and testing and evaluating the design and operating effectiveness of internal control based on the assessed risk. Our audits also included performing such other procedures as we considered necessary in the circumstances. We believe that our audits provide a reasonable basis for our opinions.",
+      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/Report of Independent Registered Public Accounting Firm/Basis for Opinions",
+      "metadata": {
+        "length": 2327,
+        "summary": "The passage describes the responsibilities of management and auditors regarding consolidated financial statements and internal control over financial reporting. Management is responsible for the financial statements and maintaining effective internal control, while the auditors express opinions on both. The audits are conducted in accordance with PCAOB standards to obtain reasonable assurance about the absence of material misstatements and the effectiveness of internal controls. Procedures include assessing risks, examining evidence, evaluating accounting principles and estimates, and testing internal controls.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "The",
+          "Company",
+          "management",
+          "responsible",
+          "consolidated",
+          "financial",
+          "statements",
+          "maintaining",
+          "effective",
+          "internal",
+          "control",
+          "reporting",
+          "assessment",
+          "effectiveness",
+          "included",
+          "Management",
+          "Annual",
+          "Report",
+          "Internal",
+          "Control",
+          "Financial",
+          "Reporting",
+          "appearing",
+          "Item",
+          "9A",
+          "Our",
+          "responsibility",
+          "express",
+          "opinions",
+          "based",
+          "audits",
+          "We",
+          "public",
+          "accounting",
+          "firm",
+          "registered",
+          "Public",
+          "Accounting",
+          "Oversight",
+          "Board",
+          "United",
+          "States",
+          "PCAOB",
+          "required",
+          "independent",
+          "respect",
+          "accordance",
+          "federal",
+          "securities",
+          "laws",
+          "applicable",
+          "rules",
+          "regulations",
+          "Securities",
+          "Exchange",
+          "Commission",
+          "conducted",
+          "standards",
+          "Those",
+          "require",
+          "plan",
+          "perform",
+          "obtain",
+          "reasonable",
+          "assurance",
+          "free",
+          "material",
+          "misstatement",
+          "due",
+          "error",
+          "fraud",
+          "maintained",
+          "respects",
+          "performing",
+          "procedures",
+          "assess",
+          "risks",
+          "respond",
+          "Such",
+          "examining",
+          "test",
+          "basis",
+          "evidence",
+          "amounts",
+          "disclosures",
+          "evaluating",
+          "principles",
+          "significant",
+          "estimates",
+          "made",
+          "presentation",
+          "audit",
+          "obtaining",
+          "understanding",
+          "assessing",
+          "risk",
+          "weakness",
+          "exists",
+          "testing",
+          "design",
+          "operating",
+          "assessed",
+          "considered",
+          "circumstances",
+          "provide"
+        ],
+        "keywords": [
+          "audit",
+          "internal control",
+          "financial statements"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "670c8fca-3925-5244-b848-02652e84bfdc",
+      "type": "text",
+      "content": "A company's internal control over financial reporting is a process designed to provide reasonable assurance regarding the reliability of financial reporting and the preparation of financial statements for external purposes in accordance with generally accepted accounting principles. A company's internal control over financial reporting includes those policies and procedures that (i) pertain to the maintenance of records that, in reasonable detail, accurately and fairly reflect the transactions and dispositions of the assets of the company; (ii) provide reasonable assurance that transactions are recorded as necessary to permit preparation of financial statements in accordance with generally accepted accounting principles, and that receipts and expenditures of the company are being made only in accordance with authorizations of management and directors of the company; and (iii) provide reasonable assurance regarding prevention or timely detection of unauthorized acquisition, use, or disposition of the company's assets that could have a material effect on the financial statements.\nBecause of its inherent limitations, internal control over financial reporting may not prevent or detect misstatements. Also, projections of any evaluation of effectiveness to future periods are subject to the risk that controls may become inadequate because of changes in conditions, or that the degree of compliance with the policies or procedures may deteriorate.",
+      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/Report of Independent Registered Public Accounting Firm/Definition and Limitations of Internal Control over Financial Reporting",
+      "metadata": {
+        "length": 1461,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "company",
+          "internal",
+          "control",
+          "financial",
+          "reporting",
+          "process",
+          "designed",
+          "provide",
+          "reasonable",
+          "assurance",
+          "reliability",
+          "preparation",
+          "statements",
+          "external",
+          "purposes",
+          "accordance",
+          "generally",
+          "accepted",
+          "accounting",
+          "principles",
+          "includes",
+          "policies",
+          "procedures",
+          "pertain",
+          "maintenance",
+          "records",
+          "detail",
+          "accurately",
+          "fairly",
+          "reflect",
+          "transactions",
+          "dispositions",
+          "assets",
+          "ii",
+          "recorded",
+          "permit",
+          "receipts",
+          "expenditures",
+          "made",
+          "authorizations",
+          "management",
+          "directors",
+          "iii",
+          "prevention",
+          "timely",
+          "detection",
+          "unauthorized",
+          "acquisition",
+          "disposition",
+          "material",
+          "effect",
+          "Because",
+          "inherent",
+          "limitations",
+          "prevent",
+          "detect",
+          "misstatements",
+          "Also",
+          "projections",
+          "evaluation",
+          "effectiveness",
+          "future",
+          "periods",
+          "subject",
+          "risk",
+          "controls",
+          "inadequate",
+          "conditions",
+          "degree",
+          "compliance",
+          "deteriorate"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "08ce51f5-def4-5e30-a687-c523ef580752",
+      "type": "table",
+      "content": "<table><tr><td></td><td colspan=\"3\">Year Ended</td></tr><tr><td></td><td>Jan 25, 2026</td><td>Jan 26, 2025</td><td>Jan 28, 2024</td></tr><tr><td>Revenue</td><td>$ 215,938</td><td>$ 130,497</td><td>$ 60,922</td></tr><tr><td>Cost of revenue</td><td>62,475</td><td>32,639</td><td>16,621</td></tr><tr><td>Gross profit</td><td>153,463</td><td>97,858</td><td>44,301</td></tr><tr><td>Operating expenses</td><td></td><td></td><td></td></tr><tr><td>Research and development</td><td>18,497</td><td>12,914</td><td>8,675</td></tr><tr><td>Sales, general and administrative</td><td>4,579</td><td>3,491</td><td>2,654</td></tr><tr><td>Total operating expenses</td><td>23,076</td><td>16,405</td><td>11,329</td></tr><tr><td>Operating income</td><td>130,387</td><td>81,453</td><td>32,972</td></tr><tr><td>Interest income</td><td>2,300</td><td>1,786</td><td>866</td></tr><tr><td>Interest expense</td><td>(259)</td><td>(247)</td><td>(257)</td></tr><tr><td>Other income, net</td><td>9,022</td><td>1,034</td><td>237</td></tr><tr><td>Total other income, net</td><td>11,063</td><td>2,573</td><td>846</td></tr><tr><td>Income before income tax</td><td>141,450</td><td>84,026</td><td>33,818</td></tr><tr><td>Income tax expense</td><td>21,383</td><td>11,146</td><td>4,058</td></tr><tr><td>Net income</td><td>$ 120,067</td><td>$ 72,880</td><td>$ 29,760</td></tr><tr><td>Net income per share:</td><td></td><td></td><td></td></tr><tr><td>Basic</td><td>$ 4.93</td><td>$ 2.97</td><td>$ 1.21</td></tr><tr><td>Diluted</td><td>$ 4.90</td><td>$ 2.94</td><td>$ 1.19</td></tr><tr><td>Weighted average shares used in per share computation:</td><td></td><td></td><td></td></tr><tr><td>Basic</td><td>24,359</td><td>24,555</td><td>24,690</td></tr><tr><td>Diluted</td><td>24,514</td><td>24,804</td><td>24,940</td></tr></table>",
+      "path": "tables/table-74 Income Statement.html",
+      "metadata": {
+        "length": 1781,
+        "summary": "table-75\nThe table shows financial data for three fiscal years ending Jan 2026, 2025, and 2024. Revenue grew from $60,922 to $215,938, with net income rising from $29,760 to $120,067.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-74 Income Statement.html",
+        "keywords": [
+          "Revenue",
+          "Net Income",
+          "Operating Income"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "66d204c1-4792-5bae-8b7c-64445b5ea8fb",
+      "type": "table",
+      "content": "<table><tr><td></td><td colspan=\"3\">Year Ended</td></tr><tr><td></td><td>Jan 25, 2026</td><td>Jan 26, 2025</td><td>Jan 28, 2024</td></tr><tr><td>Net income</td><td>$ 120,067</td><td>$ 72,880</td><td>$ 29,760</td></tr><tr><td>Other comprehensive income, net of tax</td><td></td><td></td><td></td></tr><tr><td>Available-for-sale securities:</td><td></td><td></td><td></td></tr><tr><td>Net change in unrealized gain</td><td>107</td><td>1</td><td>80</td></tr><tr><td>Cash flow hedges:</td><td></td><td></td><td></td></tr><tr><td>Net change in unrealized gain (loss)</td><td>43</td><td>—</td><td>(10)</td></tr><tr><td>Other comprehensive income, net of tax</td><td>150</td><td>1</td><td>70</td></tr><tr><td>Total comprehensive income</td><td>$ 120,217</td><td>$ 72,881</td><td>$ 29,830</td></tr></table>",
+      "path": "tables/table-75 Comprehensive Income.html",
+      "metadata": {
+        "length": 798,
+        "summary": "table-76\nThe table shows net income, other comprehensive income (OCI) from securities and hedges, and total comprehensive income for fiscal years ending Jan 2026, 2025, and 2024.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-75 Comprehensive Income.html",
+        "keywords": [
+          "Net income",
+          "OCI",
+          "Comprehensive income"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "51e474a3-da2a-55a0-b70a-b206f8b23f9e",
+      "type": "table",
+      "content": "<table><tr><td></td><td>Jan 25, 2026</td><td>Jan 26, 2025</td></tr><tr><td colspan=\"3\">Assets</td></tr><tr><td colspan=\"3\">Current assets:</td></tr><tr><td>Cash and cash equivalents</td><td>$ 10,605</td><td>$ 8,589</td></tr><tr><td>Marketable securities</td><td>51,951</td><td>34,621</td></tr><tr><td>Accounts receivable, net</td><td>38,466</td><td>23,065</td></tr><tr><td>Inventories</td><td>21,403</td><td>10,080</td></tr><tr><td>Prepaid expenses and other current assets</td><td>3,180</td><td>3,771</td></tr><tr><td>Total current assets</td><td>125,605</td><td>80,126</td></tr><tr><td>Property and equipment, net</td><td>10,383</td><td>6,283</td></tr><tr><td>Operating lease assets</td><td>2,867</td><td>1,793</td></tr><tr><td>Goodwill</td><td>20,832</td><td>5,188</td></tr><tr><td>Intangible assets, net</td><td>3,306</td><td>807</td></tr><tr><td>Deferred income tax assets</td><td>13,258</td><td>10,979</td></tr><tr><td>Non-marketable equity securities</td><td>22,251</td><td>3,387</td></tr><tr><td>Other assets</td><td>8,301</td><td>3,038</td></tr><tr><td>Total assets</td><td>$ 206,803</td><td>$ 111,601</td></tr><tr><td colspan=\"3\">Liabilities and Shareholders&#x27; Equity</td></tr><tr><td colspan=\"3\">Current liabilities:</td></tr><tr><td>Accounts payable</td><td>$ 9,812</td><td>$ 6,310</td></tr><tr><td>Accrued and other current liabilities</td><td>21,352</td><td>11,737</td></tr><tr><td>Short-term debt</td><td>999</td><td>—</td></tr><tr><td>Total current liabilities</td><td>32,163</td><td>18,047</td></tr><tr><td>Long-term debt</td><td>7,469</td><td>8,463</td></tr><tr><td>Long-term operating lease liabilities</td><td>2,572</td><td>1,519</td></tr><tr><td>Other long-term liabilities</td><td>7,306</td><td>4,245</td></tr><tr><td>Total liabilities</td><td>49,510</td><td>32,274</td></tr><tr><td>Commitments and contingencies - see Note 12</td><td>—</td><td>—</td></tr><tr><td colspan=\"3\">Shareholders&#x27; equity:</td></tr><tr><td>Preferred stock, $0.001 par value; 2 shares authorized; none issued</td><td>—</td><td>—</td></tr><tr><td>Common stock, $0.001 par value; 80,000 shares authorized; 24,304 shares issued and outstanding as of January 25, 2026; 24,477 shares issued and outstanding as of January 26, 2025</td><td>24</td><td>24</td></tr><tr><td>Additional paid-in capital</td><td>10,118</td><td>11,237</td></tr><tr><td>Accumulated other comprehensive income</td><td>178</td><td>28</td></tr><tr><td>Retained earnings</td><td>146,973</td><td>68,038</td></tr><tr><td>Total shareholders&#x27; equity</td><td>157,293</td><td>79,327</td></tr><tr><td>Total liabilities and shareholders&#x27; equity</td><td>$ 206,803</td><td>$ 111,601</td></tr></table>",
+      "path": "tables/table-76 Balance Sheet.html",
+      "metadata": {
+        "length": 2669,
+        "summary": "table-77\nThe balance sheet shows total assets of $206,803 as of Jan 25, 2026, up from $111,601 a year earlier, with increases in cash, marketable securities, and goodwill. Total liabilities rose to $49,510, while shareholders' equity grew to $157,293.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-76 Balance Sheet.html",
+        "keywords": [
+          "Assets",
+          "Liabilities",
+          "Equity"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "23e7af72-eac0-52dd-a5b9-ae90e956bb81",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"2\"></td><td colspan=\"2\">Common Stock Outstanding</td><td rowspan=\"2\">Additional Paid-in Capital</td><td rowspan=\"2\">Accumulated Other Comprehensive Income (Loss)</td><td rowspan=\"2\">Retained Earnings</td><td rowspan=\"2\">Total Shareholders&#x27; Equity</td></tr><tr><td>Shares</td><td>Amount</td></tr><tr><td colspan=\"7\">(In millions, except per share data)</td></tr><tr><td>Balances as of Jan 29, 2023</td><td>24,661</td><td>$ 25</td><td>$ 11,948</td><td>$ (43)</td><td>$ 10,171</td><td>$ 22,101</td></tr><tr><td>Net income</td><td>—</td><td>—</td><td>—</td><td>—</td><td>29,760</td><td>29,760</td></tr><tr><td>Other comprehensive income</td><td>—</td><td>—</td><td>—</td><td>70</td><td>—</td><td>70</td></tr><tr><td>Issuance of common stock</td><td>265</td><td>—</td><td>403</td><td>—</td><td>—</td><td>403</td></tr><tr><td>Tax withholding related to common stock</td><td>(72)</td><td>—</td><td>(2,783)</td><td>—</td><td>—</td><td>(2,783)</td></tr><tr><td>Shares repurchased</td><td>(211)</td><td>—</td><td>(27)</td><td>—</td><td>(9,719)</td><td>(9,746)</td></tr><tr><td>Cash dividends declared and paid ($0.016 per common share)</td><td>—</td><td>—</td><td>—</td><td>—</td><td>(395)</td><td>(395)</td></tr><tr><td>Stock-based compensation</td><td>—</td><td>—</td><td>3,568</td><td>—</td><td>—</td><td>3,568</td></tr><tr><td>Balances as of Jan 28, 2024</td><td>24,643</td><td>25</td><td>13,109</td><td>27</td><td>29,817</td><td>42,978</td></tr><tr><td>Net income</td><td>—</td><td>—</td><td>—</td><td>—</td><td>72,880</td><td>72,880</td></tr><tr><td>Other comprehensive income</td><td>—</td><td>—</td><td>—</td><td>1</td><td>—</td><td>1</td></tr><tr><td>Issuance of common stock</td><td>203</td><td>—</td><td>490</td><td>—</td><td>—</td><td>490</td></tr><tr><td>Tax withholding related to common stock</td><td>(59)</td><td>—</td><td>(6,930)</td><td>—</td><td>—</td><td>(6,930)</td></tr><tr><td>Shares repurchased</td><td>(310)</td><td>(1)</td><td>(189)</td><td>—</td><td>(33,825)</td><td>(34,015)</td></tr><tr><td>Cash dividends declared and paid ($0.034 per common share)</td><td>—</td><td>—</td><td>—</td><td>—</td><td>(834)</td><td>(834)</td></tr><tr><td>Stock-based compensation</td><td>—</td><td>—</td><td>4,757</td><td>—</td><td>—</td><td>4,757</td></tr><tr><td>Balances as of Jan 26, 2025</td><td>24,477</td><td>24</td><td>11,237</td><td>28</td><td>68,038</td><td>79,327</td></tr><tr><td>Net income</td><td>—</td><td>—</td><td>—</td><td>—</td><td>120,067</td><td>120,067</td></tr><tr><td>Other comprehensive income</td><td>—</td><td>—</td><td>—</td><td>150</td><td>—</td><td>150</td></tr><tr><td>Issuance of common stock</td><td>160</td><td>—</td><td>644</td><td>—</td><td>—</td><td>644</td></tr><tr><td>Tax withholding related to common stock</td><td>(51)</td><td>—</td><td>(7,948)</td><td>—</td><td>—</td><td>(7,948)</td></tr><tr><td>Shares repurchased</td><td>(282)</td><td>—</td><td>(230)</td><td>—</td><td>(40,158)</td><td>(40,388)</td></tr><tr><td>Cash dividends declared and paid ($0.04 per common share)</td><td>—</td><td>—</td><td>—</td><td>—</td><td>(974)</td><td>(974)</td></tr><tr><td>Fair value of partially vested equity awards assumed in connection with acquisitions</td><td>—</td><td>—</td><td>28</td><td>—</td><td>—</td><td>28</td></tr><tr><td>Stock-based compensation</td><td>—</td><td>—</td><td>6,387</td><td>—</td><td>—</td><td>6,387</td></tr><tr><td>Balances as of Jan 25, 2026</td><td>24,304</td><td>$ 24</td><td>$ 10,118</td><td>$ 178</td><td>$ 146,973</td><td>$ 157,293</td></tr></table>",
+      "path": "tables/table-77 Equity Changes.html",
+      "metadata": {
+        "length": 3543,
+        "summary": "table-78\nThe table shows shareholders' equity changes from Jan 2023 to Jan 2026, including net income, stock issuances, repurchases, dividends, and stock-based compensation, with total equity rising from $22,101M to $157,293M.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-77 Equity Changes.html",
+        "keywords": [
+          "Shareholders' Equity",
+          "Stock Repurchases",
+          "Dividends"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "263389be-7d96-5da1-b4e9-9077ed5aba31",
+      "type": "table",
+      "content": "<table><tr><td></td><td colspan=\"3\">Year Ended</td></tr><tr><td></td><td>Jan 25, 2026</td><td>Jan 26, 2025</td><td>Jan 28, 2024</td></tr><tr><td>Cash flows from operating activities:</td><td></td><td></td><td></td></tr><tr><td>Net income</td><td>$120,067</td><td>$72,880</td><td>$29,760</td></tr><tr><td>Adjustments to reconcile net income to net cash provided by operating activities:</td><td></td><td></td><td></td></tr><tr><td>Stock-based compensation expense</td><td>6,386</td><td>4,737</td><td>3,549</td></tr><tr><td>Depreciation and amortization</td><td>2,843</td><td>1,864</td><td>1,508</td></tr><tr><td>Gains on non-marketable equity securities and publicly-held equity securities, net</td><td>(8,918)</td><td>(1,030)</td><td>(238)</td></tr><tr><td>Deferred income taxes</td><td>(1,424)</td><td>(4,477)</td><td>(2,489)</td></tr><tr><td>Other</td><td>(287)</td><td>(502)</td><td>(278)</td></tr><tr><td>Changes in operating assets and liabilities, net of acquisitions:</td><td></td><td></td><td></td></tr><tr><td>Accounts receivable</td><td>(15,399)</td><td>(13,063)</td><td>(6,172)</td></tr><tr><td>Inventories</td><td>(11,324)</td><td>(4,781)</td><td>(98)</td></tr><tr><td>Prepaid expenses and other assets</td><td>577</td><td>(395)</td><td>(1,522)</td></tr><tr><td>Accounts payable</td><td>3,096</td><td>3,357</td><td>1,531</td></tr><tr><td>Accrued and other current liabilities</td><td>5,257</td><td>4,278</td><td>2,025</td></tr><tr><td>Other long-term liabilities</td><td>1,844</td><td>1,221</td><td>514</td></tr><tr><td>Net cash provided by operating activities</td><td>102,718</td><td>64,089</td><td>28,090</td></tr><tr><td>Cash flows from investing activities:</td><td></td><td></td><td></td></tr><tr><td>Proceeds from sales of marketable securities</td><td>15,157</td><td>495</td><td>50</td></tr><tr><td>Proceeds from maturities of marketable securities</td><td>11,226</td><td>11,195</td><td>9,732</td></tr><tr><td>Proceeds from sales of non-marketable equity securities</td><td>84</td><td>171</td><td>1</td></tr><tr><td>Purchases of marketable securities</td><td>(40,616)</td><td>(26,575)</td><td>(18,211)</td></tr><tr><td>Purchases of non-marketable equity securities</td><td>(17,502)</td><td>(1,486)</td><td>(862)</td></tr><tr><td>Groq, Inc.</td><td>(13,000)</td><td>—</td><td>—</td></tr><tr><td>Purchases related to property and equipment and intangible assets</td><td>(6,042)</td><td>(3,236)</td><td>(1,069)</td></tr><tr><td>Acquisitions, net of cash acquired</td><td>(1,535)</td><td>(1,007)</td><td>(83)</td></tr><tr><td>Other</td><td>—</td><td>22</td><td>(124)</td></tr><tr><td>Net cash used in investing activities</td><td>(52,228)</td><td>(20,421)</td><td>(10,566)</td></tr><tr><td>Cash flows from financing activities:</td><td></td><td></td><td></td></tr><tr><td>Proceeds related to employee stock plans</td><td>644</td><td>490</td><td>403</td></tr><tr><td>Payments related to repurchases of common stock</td><td>(40,086)</td><td>(33,706)</td><td>(9,533)</td></tr><tr><td>Payments related to employee stock plan taxes</td><td>(7,948)</td><td>(6,930)</td><td>(2,783)</td></tr><tr><td>Dividends paid</td><td>(974)</td><td>(834)</td><td>(395)</td></tr><tr><td>Principal payments on property and equipment and intangible assets</td><td>(101)</td><td>(129)</td><td>(74)</td></tr><tr><td>Repayment of debt</td><td>—</td><td>(1,250)</td><td>(1,250)</td></tr><tr><td>Other</td><td>(9)</td><td>—</td><td>(1)</td></tr><tr><td>Net cash used in financing activities</td><td>(48,474)</td><td>(42,359)</td><td>(13,633)</td></tr><tr><td>Change in cash and cash equivalents</td><td>2,016</td><td>1,309</td><td>3,891</td></tr><tr><td>Cash and cash equivalents at beginning of period</td><td>8,589</td><td>7,280</td><td>3,389</td></tr><tr><td>Cash and cash equivalents at end of period</td><td>$10,605</td><td>$8,589</td><td>$7,280</td></tr><tr><td>Supplemental disclosures of cash flow information:</td><td></td><td></td><td></td></tr><tr><td>Cash paid for income taxes, net</td><td>$20,288</td><td>$15,118</td><td>$6,549</td></tr></table>",
+      "path": "tables/table-78 Cash Flow Statement.html",
+      "metadata": {
+        "length": 4047,
+        "summary": "table-79\nThe table shows cash flows for three fiscal years ending Jan 2026, 2025, and 2024. Net cash from operations was $102.7M, $64.1M, and $28.1M, respectively. Investing activities used $52.2M, $20.4M, and $10.6M, while financing used $48.5M, $42.4M, and $13.6M.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-78 Cash Flow Statement.html",
+        "keywords": [
+          "cash flows",
+          "operating",
+          "investing"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "a9a021e4-5ed0-5a25-a837-36e8b1bbb8da",
+      "type": "text",
+      "content": "The critical audit matter communicated below is a matter arising from the current period audit of the consolidated financial statements that was communicated or required to be communicated to the audit committee and that (i) relates to accounts or disclosures that are material to the consolidated financial statements and (ii) involved our especially challenging, subjective, or complex judgments. The communication of critical audit matters does not alter in any way our opinion on the consolidated financial statements, taken as a whole, and we are not, by communicating the critical audit matter below, providing a separate opinion on the critical audit matter or on the accounts or disclosures to which it relates.\nValuation of Inventories - Provisions for Excess or Obsolete Inventories and Excess Product Purchase Commitments\nAs described in Notes 1, 9, and 12 to the consolidated financial statements, the Company charges cost of sales for inventory provisions to write-down inventory for excess or obsolete inventory and for excess product purchase commitments. Most of the Company's inventory provisions relate to excess quantities of products, based on the Company's inventory levels and future product purchase commitments compared to assumptions about future demand including the impact of market conditions such as regulatory export restrictions on their products. As of January 25, 2026, the Company's consolidated inventories balance was \\$21.4 billion and the Company's consolidated outstanding inventory purchase and long-term supply and capacity obligations balance was \\$95.2 billion, of which a significant portion relates to inventory purchase obligations.\nThe principal considerations for our determination that performing procedures relating to the valuation of inventories, specifically the provisions for excess or obsolete inventories and excess product purchase commitments, is a critical audit matter are the significant judgment by management when developing provisions for excess or obsolete inventories and excess product purchase commitments, including developing assumptions related to future demand and market conditions. This in turn led to significant auditor judgment, subjectivity, and effort in performing procedures and evaluating management's assumptions related to future demand and market conditions.\nAddressing the matter involved performing procedures and evaluating audit evidence in connection with forming our overall opinion on the consolidated financial statements. These procedures included testing the effectiveness of controls relating to management's provisions for excess or obsolete inventories and excess product purchase commitments, including controls over management's assumptions related to future demand and market conditions. These procedures also included, among others, testing management's process for developing the provisions for excess or obsolete inventories and excess product purchase commitments; evaluating the appropriateness of management's approach; testing the completeness and accuracy of underlying data used in the approach; and evaluating the reasonableness of management's assumptions related to future demand and market conditions. Evaluating management's assumptions related to future demand and market conditions involved evaluating whether the assumptions used by management were reasonable considering (i) current and past results, including historical product life cycle, (ii) the consistency with external market and industry data, and (iii) changes in technology.\n/s/PricewaterhouseCoopers LLP\nSan Jose, California\nFebruary 25, 2026\nWe have served as the Company's auditor since 2004.\nNVIDIA Corporation and Subsidiaries\nConsolidated Statements of Income\n(In millions, except per share data)\n\n[tables/table-74 Income Statement.html]\n\nSee accompanying Notes to the Consolidated Financial Statements.\nNVIDIA Corporation and Subsidiaries\nConsolidated Statements of Comprehensive Income\n(In millions)\n\n[tables/table-75 Comprehensive Income.html]\n\nSee accompanying Notes to the Consolidated Financial Statements.\nNVIDIA Corporation and Subsidiaries\nConsolidated Balance Sheets\n(In millions, except par value)\n\n[tables/table-76 Balance Sheet.html]\n\nSee accompanying Notes to the Consolidated Financial Statements.\nNVIDIA Corporation and Subsidiaries\nConsolidated Statements of Shareholders' Equity\n\n[tables/table-77 Equity Changes.html]\n\nSee accompanying Notes to the Consolidated Financial Statements.\nNVIDIA Corporation and Subsidiaries Consolidated Statements of Cash Flows (In millions)\n\n[tables/table-78 Cash Flow Statement.html]\n\nSee accompanying Notes to the Consolidated Financial Statements.",
+      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/Report of Independent Registered Public Accounting Firm/Critical Audit Matters",
+      "metadata": {
+        "length": 4739,
+        "summary": "The passage discusses a critical audit matter regarding the valuation of inventories, specifically provisions for excess or obsolete inventories and excess product purchase commitments. Management uses significant judgment to develop assumptions about future demand and market conditions, including regulatory export restrictions. The auditor tested controls, management's process, data accuracy, and reasonableness of assumptions against historical results, external data, and technology changes. As of January 25, 2026, inventories were $21.4 billion and purchase obligations were $95.2 billion.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "The",
+          "critical",
+          "audit",
+          "matter",
+          "communicated",
+          "arising",
+          "current",
+          "period",
+          "consolidated",
+          "financial",
+          "statements",
+          "required",
+          "committee",
+          "relates",
+          "accounts",
+          "disclosures",
+          "material",
+          "ii",
+          "involved",
+          "challenging",
+          "subjective",
+          "complex",
+          "judgments",
+          "communication",
+          "matters",
+          "alter",
+          "opinion",
+          "communicating",
+          "providing",
+          "separate",
+          "Valuation",
+          "Inventories",
+          "Provisions",
+          "Excess",
+          "Obsolete",
+          "Product",
+          "Purchase",
+          "Commitments",
+          "As",
+          "Notes",
+          "12",
+          "Company",
+          "charges",
+          "cost",
+          "sales",
+          "inventory",
+          "provisions",
+          "write",
+          "excess",
+          "obsolete",
+          "product",
+          "purchase",
+          "commitments",
+          "Most",
+          "relate",
+          "quantities",
+          "products",
+          "based",
+          "levels",
+          "future",
+          "compared",
+          "assumptions",
+          "demand",
+          "including",
+          "impact",
+          "market",
+          "conditions",
+          "regulatory",
+          "export",
+          "restrictions",
+          "January",
+          "25",
+          "2026",
+          "inventories",
+          "balance",
+          "21.4",
+          "billion",
+          "outstanding",
+          "long",
+          "term",
+          "supply",
+          "capacity",
+          "obligations",
+          "95.2",
+          "significant",
+          "portion",
+          "principal",
+          "considerations",
+          "determination",
+          "performing",
+          "procedures",
+          "relating",
+          "valuation",
+          "specifically",
+          "judgment",
+          "management",
+          "developing",
+          "related",
+          "This",
+          "turn",
+          "led",
+          "auditor",
+          "subjectivity",
+          "effort",
+          "evaluating",
+          "Addressing",
+          "evidence",
+          "connection",
+          "forming",
+          "These",
+          "included",
+          "testing",
+          "effectiveness",
+          "controls",
+          "process",
+          "appropriateness",
+          "approach",
+          "completeness",
+          "accuracy",
+          "underlying",
+          "data",
+          "reasonableness",
+          "Evaluating",
+          "reasonable",
+          "past",
+          "results",
+          "historical",
+          "life",
+          "cycle",
+          "consistency",
+          "external",
+          "industry",
+          "iii",
+          "technology",
+          "PricewaterhouseCoopers",
+          "LLP",
+          "San",
+          "Jose",
+          "California",
+          "February",
+          "We",
+          "served",
+          "2004",
+          "NVIDIA",
+          "Corporation",
+          "Subsidiaries",
+          "Consolidated",
+          "Statements",
+          "Income",
+          "In",
+          "millions",
+          "share",
+          "See",
+          "accompanying",
+          "Financial",
+          "Comprehensive",
+          "Balance",
+          "Sheets",
+          "par",
+          "Shareholders",
+          "Equity",
+          "Cash",
+          "Flows"
+        ],
+        "keywords": [
+          "Inventory provisions",
+          "Critical audit",
+          "Future demand"
+        ],
+        "connect_to": [
+          {
+            "target": "08ce51f5-def4-5e30-a687-c523ef580752",
+            "relation": "embeds",
+            "ref": "[tables/table-74 Income Statement.html]",
+            "position": {
+              "start": 3785,
+              "end": 3824
+            }
+          },
+          {
+            "target": "66d204c1-4792-5bae-8b7c-64445b5ea8fb",
+            "relation": "embeds",
+            "ref": "[tables/table-75 Comprehensive Income.html]",
+            "position": {
+              "start": 3990,
+              "end": 4033
+            }
+          },
+          {
+            "target": "51e474a3-da2a-55a0-b70a-b206f8b23f9e",
+            "relation": "embeds",
+            "ref": "[tables/table-76 Balance Sheet.html]",
+            "position": {
+              "start": 4197,
+              "end": 4233
+            }
+          },
+          {
+            "target": "23e7af72-eac0-52dd-a5b9-ae90e956bb81",
+            "relation": "embeds",
+            "ref": "[tables/table-77 Equity Changes.html]",
+            "position": {
+              "start": 4385,
+              "end": 4422
+            }
+          },
+          {
+            "target": "263389be-7d96-5da1-b4e9-9077ed5aba31",
+            "relation": "embeds",
+            "ref": "[tables/table-78 Cash Flow Statement.html]",
+            "position": {
+              "start": 4578,
+              "end": 4620
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "feaf4ab3-cb6e-5109-b0ad-444a5fcca4ee",
+      "type": "text",
+      "content": "",
+      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "5034ad6d-5bf8-52f5-9345-a1118163fa71",
+      "type": "text",
+      "content": "",
+      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/Note 1 - Organization and Summary of Significant Accounting Policies",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "fb24b70b-fc04-5e86-8a32-039669a234ee",
+      "type": "text",
+      "content": "Headquartered in Santa Clara, California, NVIDIA was incorporated in California in April 1993 and reincorporated in Delaware in April 1998.\nAll references to “NVIDIA,” “we,” “us,” “our” or the “Company” mean NVIDIA Corporation and its subsidiaries.\nCertain prior fiscal year balances have been reclassified to conform to the current fiscal year presentation. Non-marketable equity securities, previously presented within other assets, were reclassified to be presented separately on our consolidated balance sheets and had no impact to total assets or consolidated statement of cash flows.",
+      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/Note 1 - Organization and Summary of Significant Accounting Policies/Our Company",
+      "metadata": {
+        "length": 589,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Headquartered",
+          "Santa",
+          "Clara",
+          "California",
+          "NVIDIA",
+          "incorporated",
+          "April",
+          "1993",
+          "reincorporated",
+          "Delaware",
+          "1998",
+          "All",
+          "references",
+          "Company",
+          "Corporation",
+          "subsidiaries",
+          "Certain",
+          "prior",
+          "fiscal",
+          "year",
+          "balances",
+          "reclassified",
+          "conform",
+          "current",
+          "presentation",
+          "Non",
+          "marketable",
+          "equity",
+          "securities",
+          "previously",
+          "presented",
+          "assets",
+          "separately",
+          "consolidated",
+          "balance",
+          "sheets",
+          "impact",
+          "total",
+          "statement",
+          "cash",
+          "flows"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "a88b7248-2ac4-53c0-9924-03308619af6b",
+      "type": "text",
+      "content": "We operate on a 52- or 53-week year, ending on the last Sunday in January. Fiscal years 2026, 2025 and 2024 were all 52-week years. Fiscal year 2027 will be a 53-week year with the fourth quarter consisting of 14 weeks.",
+      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/Note 1 - Organization and Summary of Significant Accounting Policies/Fiscal Year",
+      "metadata": {
+        "length": 219,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "We",
+          "operate",
+          "52",
+          "53",
+          "week",
+          "year",
+          "ending",
+          "Sunday",
+          "January",
+          "Fiscal",
+          "years",
+          "2026",
+          "2025",
+          "2024",
+          "2027",
+          "fourth",
+          "quarter",
+          "consisting",
+          "14",
+          "weeks"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "9962cfc5-d2f4-5a26-9f74-7a7ca4de7f96",
+      "type": "text",
+      "content": "Our consolidated financial statements include the accounts of NVIDIA Corporation and our wholly-owned subsidiaries. All intercompany balances and transactions have been eliminated in consolidation.",
+      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/Note 1 - Organization and Summary of Significant Accounting Policies/Principles of Consolidation",
+      "metadata": {
+        "length": 197,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Our",
+          "consolidated",
+          "financial",
+          "statements",
+          "include",
+          "accounts",
+          "NVIDIA",
+          "Corporation",
+          "wholly",
+          "owned",
+          "subsidiaries",
+          "All",
+          "intercompany",
+          "balances",
+          "transactions",
+          "eliminated",
+          "consolidation"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "7ed41908-486e-5651-93cb-995ef65e37fe",
+      "type": "text",
+      "content": "The preparation of financial statements in conformity with U.S. GAAP requires management to make estimates and assumptions that affect the reported amounts of assets and liabilities and disclosures of contingent assets and liabilities at the date of the financial statements and the reported amounts of revenue and expenses during the reporting period. Actual results could differ materially from our estimates. On an on-going basis, we evaluate our estimates, including those related to accounts receivable, cash equivalents and marketable securities, goodwill, income taxes, inventories and product purchase commitments, investigation and settlement costs, litigation, non-marketable equity securities, other contingencies, property, plant, and equipment, revenue recognition, and stock-based compensation. These estimates are based on historical facts and various other assumptions that we believe are reasonable.",
+      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/Note 1 - Organization and Summary of Significant Accounting Policies/Use of Estimates",
+      "metadata": {
+        "length": 916,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "The",
+          "preparation",
+          "financial",
+          "statements",
+          "conformity",
+          "GAAP",
+          "requires",
+          "management",
+          "make",
+          "estimates",
+          "assumptions",
+          "affect",
+          "reported",
+          "amounts",
+          "assets",
+          "liabilities",
+          "disclosures",
+          "contingent",
+          "date",
+          "revenue",
+          "expenses",
+          "reporting",
+          "period",
+          "Actual",
+          "results",
+          "differ",
+          "materially",
+          "On",
+          "basis",
+          "evaluate",
+          "including",
+          "related",
+          "accounts",
+          "receivable",
+          "cash",
+          "equivalents",
+          "marketable",
+          "securities",
+          "goodwill",
+          "income",
+          "taxes",
+          "inventories",
+          "product",
+          "purchase",
+          "commitments",
+          "investigation",
+          "settlement",
+          "costs",
+          "litigation",
+          "equity",
+          "contingencies",
+          "property",
+          "plant",
+          "equipment",
+          "recognition",
+          "stock",
+          "based",
+          "compensation",
+          "These",
+          "historical",
+          "facts",
+          "reasonable"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "024a9c20-eaab-5187-b5d4-2313a75e838c",
+      "type": "text",
+      "content": "We derive our revenue primarily from product sales including hardware and systems. We determine revenue recognition through the following steps: (1) identification of the contract with a customer; (2) identification of the performance obligations in the contract; (3) determination of the transaction price; (4) allocation of the transaction price to the performance obligations in the contract (where revenue is allocated on a relative standalone selling price basis by maximizing the use of observable inputs to determine the standalone selling price for each performance obligation); and (5) recognition of revenue when, or as, we satisfy a performance obligation. Payment from customers, per our standard payment terms, is generally due shortly after delivery of our products.",
+      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/Note 1 - Organization and Summary of Significant Accounting Policies/Revenue Recognition",
+      "metadata": {
+        "length": 780,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "We",
+          "derive",
+          "revenue",
+          "primarily",
+          "product",
+          "sales",
+          "including",
+          "hardware",
+          "systems",
+          "determine",
+          "recognition",
+          "steps",
+          "identification",
+          "contract",
+          "customer",
+          "performance",
+          "obligations",
+          "determination",
+          "transaction",
+          "price",
+          "allocation",
+          "allocated",
+          "relative",
+          "standalone",
+          "selling",
+          "basis",
+          "maximizing",
+          "observable",
+          "inputs",
+          "obligation",
+          "satisfy",
+          "Payment",
+          "customers",
+          "standard",
+          "payment",
+          "terms",
+          "generally",
+          "due",
+          "shortly",
+          "delivery",
+          "products"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "ba9a57f2-c1f8-598f-bab9-46bba6bfdabe",
+      "type": "text",
+      "content": "Revenue from product sales is recognized upon transfer of control of products to customers in an amount that reflects the consideration we expect to receive in exchange for those products. Certain products are sold with support or an extended warranty. Support and extended warranty revenue are recognized ratably over the service period, or as services are performed. Revenue is recognized net of allowances for returns, customer programs and any taxes collected from customers.\nFor products sold with a right of return, we record a reduction to revenue by establishing a sales return allowance for estimated product returns at the time revenue is recognized, based primarily on historical return rates. However, if product returns for a fiscal period are anticipated to exceed historical return rates, we may determine that additional sales return allowances are required to accurately reflect our estimated exposure for product returns.\nOur customer programs involve rebates, which are designed to serve as sales incentives to resellers of our products in various target markets, and MDFs which represent monies paid to our partners that are earmarked for market segment development and are designed to support our partners' activities while also promoting NVIDIA products. We account for customer programs as a reduction to revenue and accrue for such programs for potential rebates and MDFs based on the amount we expect to be claimed by customers.\nNVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements (Continued)",
+      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/Note 1 - Organization and Summary of Significant Accounting Policies/Revenue Recognition/Product Sales Revenue",
+      "metadata": {
+        "length": 1548,
+        "summary": "Revenue from product sales is recognized when control transfers to customers, net of allowances for returns, customer programs, and taxes. Support and extended warranty revenue is recognized ratably over the service period. For products with a right of return, a sales return allowance is recorded based on historical return rates, with adjustments if returns exceed expectations. Customer programs, including rebates and market development funds (MDFs), are accounted for as a reduction to revenue and accrued based on expected claims.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Revenue",
+          "product",
+          "sales",
+          "recognized",
+          "transfer",
+          "control",
+          "products",
+          "customers",
+          "amount",
+          "reflects",
+          "consideration",
+          "expect",
+          "receive",
+          "exchange",
+          "Certain",
+          "sold",
+          "support",
+          "extended",
+          "warranty",
+          "Support",
+          "revenue",
+          "ratably",
+          "service",
+          "period",
+          "services",
+          "performed",
+          "net",
+          "allowances",
+          "returns",
+          "customer",
+          "programs",
+          "taxes",
+          "collected",
+          "For",
+          "return",
+          "record",
+          "reduction",
+          "establishing",
+          "allowance",
+          "estimated",
+          "time",
+          "based",
+          "primarily",
+          "historical",
+          "rates",
+          "However",
+          "fiscal",
+          "anticipated",
+          "exceed",
+          "determine",
+          "additional",
+          "required",
+          "accurately",
+          "reflect",
+          "exposure",
+          "Our",
+          "involve",
+          "rebates",
+          "designed",
+          "serve",
+          "incentives",
+          "resellers",
+          "target",
+          "markets",
+          "MDFs",
+          "represent",
+          "monies",
+          "paid",
+          "partners",
+          "earmarked",
+          "market",
+          "segment",
+          "development",
+          "activities",
+          "promoting",
+          "NVIDIA",
+          "We",
+          "account",
+          "accrue",
+          "potential",
+          "claimed",
+          "Corporation",
+          "Subsidiaries",
+          "Notes",
+          "Consolidated",
+          "Financial",
+          "Statements",
+          "Continued"
+        ],
+        "keywords": [
+          "Revenue",
+          "Returns",
+          "Customer Programs"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "e6eca556-c5f4-5d59-9b2e-28f16fb7b46b",
+      "type": "text",
+      "content": "Our contracts may contain more than one deliverable, each of which is separately accounted for as a distinct performance obligation. We account for multiple agreements with a single customer as a single contract if the contractual terms and/or substance of those agreements indicate that they may be so closely related that they are, in effect, parts of a single contract.\nWe allocate the total transaction price to each distinct performance obligation in an arrangement with multiple performance obligations on a relative standalone selling price basis. The standalone selling price reflects the price we would charge for a specific product or service if it were sold separately in similar circumstances and to similar customers. When determining standalone selling price, we maximize the use of observable inputs.",
+      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/Note 1 - Organization and Summary of Significant Accounting Policies/Revenue Recognition/Contracts with Multiple Performance Obligations",
+      "metadata": {
+        "length": 815,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Our",
+          "contracts",
+          "deliverable",
+          "separately",
+          "accounted",
+          "distinct",
+          "performance",
+          "obligation",
+          "We",
+          "account",
+          "multiple",
+          "agreements",
+          "single",
+          "customer",
+          "contract",
+          "contractual",
+          "terms",
+          "substance",
+          "closely",
+          "related",
+          "effect",
+          "parts",
+          "allocate",
+          "total",
+          "transaction",
+          "price",
+          "arrangement",
+          "obligations",
+          "relative",
+          "standalone",
+          "selling",
+          "basis",
+          "The",
+          "reflects",
+          "charge",
+          "specific",
+          "product",
+          "service",
+          "sold",
+          "similar",
+          "circumstances",
+          "customers",
+          "When",
+          "determining",
+          "maximize",
+          "observable",
+          "inputs"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "d719bea2-a63b-52f6-aa54-e6b0f767a6ba",
+      "type": "text",
+      "content": "We offer a limited warranty to end-users ranging from one to three years for products to repair or replace products for manufacturing defects or hardware component failures. Cost of revenue includes the estimated cost of product warranties that are calculated at the point of revenue recognition. Under limited circumstances, we may offer an extended limited warranty to customers for certain products. We also accrue for known warranty and indemnification issues if a loss is probable and can be reasonably estimated.",
+      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/Note 1 - Organization and Summary of Significant Accounting Policies/Revenue Recognition/Product Warranties",
+      "metadata": {
+        "length": 518,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "We",
+          "offer",
+          "limited",
+          "warranty",
+          "end",
+          "users",
+          "ranging",
+          "years",
+          "products",
+          "repair",
+          "replace",
+          "manufacturing",
+          "defects",
+          "hardware",
+          "component",
+          "failures",
+          "Cost",
+          "revenue",
+          "includes",
+          "estimated",
+          "cost",
+          "product",
+          "warranties",
+          "calculated",
+          "point",
+          "recognition",
+          "Under",
+          "circumstances",
+          "extended",
+          "customers",
+          "accrue",
+          "indemnification",
+          "issues",
+          "loss",
+          "probable"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "b3bc2f81-f1f7-5753-8c78-7f473530b57f",
+      "type": "text",
+      "content": "We use the closing trading price of our common stock on the date of grant, minus a dividend yield discount, as the fair value of awards of restricted stock units, or RSUs, and performance stock units, or PSUs, that are based on our corporate financial performance targets. We use a Monte Carlo simulation on the date of grant to estimate the fair value of PSUs that are based on our stock performance compared to market performance, or market-based PSUs. The compensation expense for RSUs and market-based PSUs is recognized using a straight-line attribution method over the requisite employee service period while compensation expense for PSUs is recognized using an accelerated amortization model based on performance targets probable of achievement. We estimate the fair value of shares to be issued under our employee stock purchase plan, or ESPP, using the Black-Scholes model at the commencement of an offering period in March and September of each year. Stock-based compensation for our ESPP is expensed using an accelerated amortization model. Additionally, for RSUs, PSUs, and market-based PSUs, we estimate expected forfeitures based on our historical forfeitures.",
+      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/Note 1 - Organization and Summary of Significant Accounting Policies/Stock-based Compensation",
+      "metadata": {
+        "length": 1174,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "We",
+          "closing",
+          "trading",
+          "price",
+          "common",
+          "stock",
+          "date",
+          "grant",
+          "minus",
+          "dividend",
+          "yield",
+          "discount",
+          "fair",
+          "awards",
+          "restricted",
+          "units",
+          "RSUs",
+          "performance",
+          "PSUs",
+          "based",
+          "corporate",
+          "financial",
+          "targets",
+          "Monte",
+          "Carlo",
+          "simulation",
+          "estimate",
+          "compared",
+          "market",
+          "The",
+          "compensation",
+          "expense",
+          "recognized",
+          "straight",
+          "line",
+          "attribution",
+          "method",
+          "requisite",
+          "employee",
+          "service",
+          "period",
+          "accelerated",
+          "amortization",
+          "model",
+          "probable",
+          "achievement",
+          "shares",
+          "issued",
+          "purchase",
+          "plan",
+          "ESPP",
+          "Black",
+          "Scholes",
+          "commencement",
+          "offering",
+          "March",
+          "September",
+          "year",
+          "Stock",
+          "expensed",
+          "Additionally",
+          "expected",
+          "forfeitures",
+          "historical"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "24f593ac-b10e-5c1c-b4bd-edc4366b9048",
+      "type": "text",
+      "content": "We currently are, and will likely continue to be subject to claims, litigation, and other actions, including potential regulatory proceedings, involving patent and other intellectual property matters, taxes, labor and employment, competition and antitrust, commercial disputes, goods and services offered by us and by third parties, and other matters. There are many uncertainties associated with any litigation or investigation, and we cannot be certain that these actions or other third-party claims against us will be resolved without litigation, fines and/or substantial settlement payments or judgments. If information becomes available that causes us to determine that a loss in any of our pending litigation, investigations or settlements is probable, and we can reasonably estimate the loss associated with such events, we will record the loss. However, the actual liability in any such litigation or investigation may be materially different from our estimates, which could require us to record additional costs. If we determine that a loss is reasonably possible and the loss or range of loss can be estimated, we disclose the reasonably possible loss.",
+      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/Note 1 - Organization and Summary of Significant Accounting Policies/Litigation, Investigation and Settlement Costs",
+      "metadata": {
+        "length": 1162,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "We",
+          "continue",
+          "subject",
+          "claims",
+          "litigation",
+          "actions",
+          "including",
+          "potential",
+          "regulatory",
+          "proceedings",
+          "involving",
+          "patent",
+          "intellectual",
+          "property",
+          "matters",
+          "taxes",
+          "labor",
+          "employment",
+          "competition",
+          "antitrust",
+          "commercial",
+          "disputes",
+          "goods",
+          "services",
+          "offered",
+          "parties",
+          "There",
+          "uncertainties",
+          "investigation",
+          "party",
+          "resolved",
+          "fines",
+          "substantial",
+          "settlement",
+          "payments",
+          "judgments",
+          "If",
+          "information",
+          "determine",
+          "loss",
+          "pending",
+          "investigations",
+          "settlements",
+          "probable",
+          "estimate",
+          "events",
+          "record",
+          "However",
+          "actual",
+          "liability",
+          "materially",
+          "estimates",
+          "require",
+          "additional",
+          "costs",
+          "range",
+          "estimated",
+          "disclose"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "16976697-29f0-55a3-ba66-ce98e98cde7d",
+      "type": "text",
+      "content": "We use the U.S. dollar as our functional currency for our subsidiaries. Foreign currency monetary assets and liabilities are remeasured into United States dollars at end-of-period exchange rates. Non-monetary assets and liabilities such as property and equipment and equity are remeasured at historical exchange rates. Revenue and expenses are remeasured at exchange rates in effect during each period, except for those expenses related to non-monetary balance sheet amounts, which are remeasured at historical exchange rates. Gains or losses from foreign currency remeasurement are included in earnings in our Consolidated Statements of Income and to date have not been significant.",
+      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/Note 1 - Organization and Summary of Significant Accounting Policies/Foreign Currency Remeasurement",
+      "metadata": {
+        "length": 683,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "We",
+          "dollar",
+          "functional",
+          "currency",
+          "subsidiaries",
+          "Foreign",
+          "monetary",
+          "assets",
+          "liabilities",
+          "remeasured",
+          "United",
+          "States",
+          "dollars",
+          "end",
+          "period",
+          "exchange",
+          "rates",
+          "Non",
+          "property",
+          "equipment",
+          "equity",
+          "historical",
+          "Revenue",
+          "expenses",
+          "effect",
+          "related",
+          "balance",
+          "sheet",
+          "amounts",
+          "Gains",
+          "losses",
+          "foreign",
+          "remeasurement",
+          "included",
+          "earnings",
+          "Consolidated",
+          "Statements",
+          "Income",
+          "date",
+          "significant"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "df857b88-98a9-56fa-a0d9-1387b6699a84",
+      "type": "text",
+      "content": "We recognize federal, state and foreign current tax liabilities or assets based on our estimate of taxes payable or refundable in the current fiscal year by tax jurisdiction. We recognize federal, state and foreign deferred tax assets or liabilities, as appropriate, for our estimate of future tax effects attributable to temporary differences and carryforwards; and we record a valuation allowance to reduce any deferred tax assets by the amount of any tax benefits that, based on available evidence and judgment, are not expected to be realized.\nOur calculation of deferred tax assets and liabilities is based on certain estimates and judgments and involves dealing with uncertainties in the application of complex tax laws. Our estimates of deferred tax assets and liabilities may change\nNVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements (Continued)\nbased, in part, on added certainty or finality to an anticipated outcome, changes in accounting standards or tax laws in the U.S., or foreign jurisdictions where we operate, or changes in other facts or circumstances. In addition, we recognize liabilities for potential U.S. and foreign income tax contingencies based on our estimate of whether, and the extent to which, additional taxes may be due. If we determine that payment of these amounts is unnecessary or if the recorded tax liability is less than our current assessment, we may be required to recognize an income tax benefit or additional income tax expense in our financial statements accordingly.\nAs of January 25, 2026, we had a valuation allowance of \\$768 million related to capital loss carryforwards, and certain other deferred tax assets that management determined are not likely to be realized due, in part, to jurisdictional projections of future taxable income, including capital gains. To the extent realization of the deferred tax assets becomes more-likely-than-not, we would recognize such deferred tax assets as income tax benefits during the period.\nWe recognize the benefit from a tax position only if it is more-likely-than-not that the position would be sustained upon audit based solely on the technical merits of the tax position. Our policy is to include interest and penalties related to unrecognized tax benefits as a component of income tax expense.",
+      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/Note 1 - Organization and Summary of Significant Accounting Policies/Income Taxes",
+      "metadata": {
+        "length": 2321,
+        "summary": "The passage discusses NVIDIA's recognition of current and deferred tax assets/liabilities based on estimates of taxes payable and future tax effects from temporary differences and carryforwards. A valuation allowance of $768 million is recorded for capital loss carryforwards and other deferred tax assets not likely to be realized. Tax benefits are recognized only if more-likely-than-not to be sustained, with interest and penalties included in income tax expense.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "We",
+          "recognize",
+          "federal",
+          "state",
+          "foreign",
+          "current",
+          "tax",
+          "liabilities",
+          "assets",
+          "based",
+          "estimate",
+          "taxes",
+          "payable",
+          "refundable",
+          "fiscal",
+          "year",
+          "jurisdiction",
+          "deferred",
+          "future",
+          "effects",
+          "attributable",
+          "temporary",
+          "differences",
+          "carryforwards",
+          "record",
+          "valuation",
+          "allowance",
+          "reduce",
+          "amount",
+          "benefits",
+          "evidence",
+          "judgment",
+          "expected",
+          "realized",
+          "Our",
+          "calculation",
+          "estimates",
+          "judgments",
+          "involves",
+          "dealing",
+          "uncertainties",
+          "application",
+          "complex",
+          "laws",
+          "change",
+          "NVIDIA",
+          "Corporation",
+          "Subsidiaries",
+          "Notes",
+          "Consolidated",
+          "Financial",
+          "Statements",
+          "Continued",
+          "part",
+          "added",
+          "certainty",
+          "finality",
+          "anticipated",
+          "outcome",
+          "accounting",
+          "standards",
+          "jurisdictions",
+          "operate",
+          "facts",
+          "circumstances",
+          "In",
+          "addition",
+          "potential",
+          "income",
+          "contingencies",
+          "extent",
+          "additional",
+          "due",
+          "If",
+          "determine",
+          "payment",
+          "amounts",
+          "unnecessary",
+          "recorded",
+          "liability",
+          "assessment",
+          "required",
+          "benefit",
+          "expense",
+          "financial",
+          "statements",
+          "As",
+          "January",
+          "25",
+          "2026",
+          "768",
+          "million",
+          "related",
+          "capital",
+          "loss",
+          "management",
+          "determined",
+          "jurisdictional",
+          "projections",
+          "taxable",
+          "including",
+          "gains",
+          "To",
+          "realization",
+          "period",
+          "position",
+          "sustained",
+          "audit",
+          "solely",
+          "technical",
+          "merits",
+          "policy",
+          "include",
+          "interest",
+          "penalties",
+          "unrecognized",
+          "component"
+        ],
+        "keywords": [
+          "deferred tax",
+          "valuation allowance",
+          "tax contingencies"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "ab7826a0-7f2d-508d-a202-7dd3237d0484",
+      "type": "text",
+      "content": "Basic net income per share is computed using the weighted average number of common shares outstanding during the period. Diluted net income per share is computed using the weighted average number of common and potentially dilutive shares outstanding during the period, using the treasury stock method. Any anti-dilutive effect of equity awards outstanding is not included in the computation of diluted net income per share.",
+      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/Note 1 - Organization and Summary of Significant Accounting Policies/Net Income Per Share",
+      "metadata": {
+        "length": 423,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Basic",
+          "net",
+          "income",
+          "share",
+          "computed",
+          "weighted",
+          "average",
+          "number",
+          "common",
+          "shares",
+          "outstanding",
+          "period",
+          "Diluted",
+          "potentially",
+          "dilutive",
+          "treasury",
+          "stock",
+          "method",
+          "Any",
+          "anti",
+          "effect",
+          "equity",
+          "awards",
+          "included",
+          "computation",
+          "diluted"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "89a1201c-c090-573b-adf8-ef46681d8ae9",
+      "type": "text",
+      "content": "We consider all highly liquid investments that are readily convertible into cash and have an original maturity of three months or less at the time of purchase to be cash equivalents. Marketable securities consist of highly liquid debt investments with maturities of greater than three months when purchased and publicly-held equity securities. We classify these investments as current or long term based on the nature of the investments and their availability for use in current operations.\nWe record our debt investments as cash equivalents and marketable debt securities and classify them at the date of acquisition as available-for-sale. These available-for-sale debt securities are reported at fair value with the related unrealized gains and losses included in accumulated other comprehensive income or loss, a component of shareholders' equity, net of tax. The fair value of interest-bearing debt securities includes accrued interest. Realized gains and losses on the sale of marketable securities are determined using the specific-identification method and recorded in the Other income (expense), net, section of our Consolidated Statements of Income.\nAvailable-for-sale debt securities are subject to impairment review. If the estimated fair value of available-for-sale debt securities is less than its amortized cost basis, we determine if the difference, if any, is caused by expected credit losses and write-down the amortized cost basis of the securities if it is more likely than not we will be required or we intend to sell the securities before recovery of its amortized cost basis. Allowances for credit losses and write-downs are recognized in the Other income, net, net section of our Consolidated Statements of Income.\nPublicly-held equity securities and money market funds have readily determinable fair values with changes in fair value recorded in Other income, net.",
+      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/Note 1 - Organization and Summary of Significant Accounting Policies/Cash and Cash Equivalents and Marketable Securities",
+      "metadata": {
+        "length": 1888,
+        "summary": "The passage defines cash equivalents as highly liquid investments with original maturities of three months or less. Marketable securities include debt investments with longer maturities and publicly-held equity securities. Debt investments are classified as available-for-sale, reported at fair value with unrealized gains/losses in accumulated other comprehensive income. Realized gains/losses use the specific-identification method. Available-for-sale debt securities undergo impairment review; credit losses or write-downs are recognized if fair value is below amortized cost and sale is likely. Publicly-held equity securities and money market funds have fair value changes recorded in Other income.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "We",
+          "highly",
+          "liquid",
+          "investments",
+          "readily",
+          "convertible",
+          "cash",
+          "original",
+          "maturity",
+          "months",
+          "time",
+          "purchase",
+          "equivalents",
+          "Marketable",
+          "securities",
+          "consist",
+          "debt",
+          "maturities",
+          "greater",
+          "purchased",
+          "publicly",
+          "held",
+          "equity",
+          "classify",
+          "current",
+          "long",
+          "term",
+          "based",
+          "nature",
+          "availability",
+          "operations",
+          "record",
+          "marketable",
+          "date",
+          "acquisition",
+          "sale",
+          "These",
+          "reported",
+          "fair",
+          "related",
+          "unrealized",
+          "gains",
+          "losses",
+          "included",
+          "accumulated",
+          "comprehensive",
+          "income",
+          "loss",
+          "component",
+          "shareholders",
+          "net",
+          "tax",
+          "The",
+          "interest",
+          "bearing",
+          "includes",
+          "accrued",
+          "Realized",
+          "determined",
+          "specific",
+          "identification",
+          "method",
+          "recorded",
+          "Other",
+          "expense",
+          "section",
+          "Consolidated",
+          "Statements",
+          "Income",
+          "Available",
+          "subject",
+          "impairment",
+          "review",
+          "If",
+          "estimated",
+          "amortized",
+          "cost",
+          "basis",
+          "determine",
+          "difference",
+          "caused",
+          "expected",
+          "credit",
+          "write",
+          "required",
+          "intend",
+          "sell",
+          "recovery",
+          "Allowances",
+          "downs",
+          "recognized",
+          "Publicly",
+          "money",
+          "market",
+          "funds",
+          "determinable",
+          "values"
+        ],
+        "keywords": [
+          "cash equivalents",
+          "marketable securities",
+          "fair value"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "d1845171-61c7-58d7-8015-7ca0c36cb894",
+      "type": "text",
+      "content": "The carrying value of cash equivalents, accounts receivable, accounts payable and accrued liabilities approximate their fair values due to their relatively short maturities as of January 25, 2026 and January 26, 2025. Marketable debt and equity securities are reported at fair value. Derivative instruments are recognized as either assets or liabilities and are measured at fair value. The accounting for changes in the fair value of a derivative depends on the intended use of the derivative and the resulting designation. For derivative instruments designated as accounting hedges, the effective portion of the gains or losses on the derivatives is initially reported as a component of other comprehensive income or loss and is subsequently recognized in earnings when the hedged exposure is recognized in earnings. For derivative instruments not designated as accounting hedges, changes in fair value are recognized in earnings.\nFinancial instruments measured and disclosed at fair value are classified and disclosed based on the observability of inputs used in the determination of fair value as follows:\n• Level 1: Observable inputs such as quoted prices in active markets.\n- Level 2: Observable inputs other than Level 1 prices, such as quoted prices in less active markets or model-derived valuations that are observable either directly or indirectly.\nNVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements (Continued)\n\\- Level 3: Unobservable inputs in which there is little or no market data that are significant to the fair value of the assets or liabilities.",
+      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/Note 1 - Organization and Summary of Significant Accounting Policies/Fair Value of Financial Instruments",
+      "metadata": {
+        "length": 1597,
+        "summary": "The passage discusses the fair value measurement of financial instruments, including cash equivalents, accounts receivable/payable, marketable securities, and derivatives. It explains that short-term items approximate fair value due to short maturities, while marketable securities and derivatives are reported at fair value. Derivatives are classified as accounting hedges (with gains/losses initially in other comprehensive income) or non-hedges (changes recognized in earnings). Fair value is classified into three levels based on input observability: Level 1 (quoted prices in active markets), Level 2 (observable inputs other than Level 1), and Level 3 (unobservable inputs with little market data).",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "The",
+          "carrying",
+          "cash",
+          "equivalents",
+          "accounts",
+          "receivable",
+          "payable",
+          "accrued",
+          "liabilities",
+          "approximate",
+          "fair",
+          "values",
+          "due",
+          "short",
+          "maturities",
+          "January",
+          "25",
+          "2026",
+          "26",
+          "2025",
+          "Marketable",
+          "debt",
+          "equity",
+          "securities",
+          "reported",
+          "Derivative",
+          "instruments",
+          "recognized",
+          "assets",
+          "measured",
+          "accounting",
+          "derivative",
+          "depends",
+          "intended",
+          "resulting",
+          "designation",
+          "For",
+          "designated",
+          "hedges",
+          "effective",
+          "portion",
+          "gains",
+          "losses",
+          "derivatives",
+          "initially",
+          "component",
+          "comprehensive",
+          "income",
+          "loss",
+          "subsequently",
+          "earnings",
+          "hedged",
+          "exposure",
+          "Financial",
+          "disclosed",
+          "classified",
+          "based",
+          "observability",
+          "inputs",
+          "determination",
+          "Level",
+          "Observable",
+          "quoted",
+          "prices",
+          "active",
+          "markets",
+          "model",
+          "derived",
+          "valuations",
+          "observable",
+          "directly",
+          "indirectly",
+          "NVIDIA",
+          "Corporation",
+          "Subsidiaries",
+          "Notes",
+          "Consolidated",
+          "Statements",
+          "Continued",
+          "Unobservable",
+          "market",
+          "data",
+          "significant"
+        ],
+        "keywords": [
+          "fair value",
+          "derivatives",
+          "financial instruments"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "9a9cf059-828c-5911-a009-a90d7f867451",
+      "type": "text",
+      "content": "Financial instruments that potentially subject us to concentrations of credit risk consist primarily of cash equivalents, marketable securities, lease guarantees, and accounts receivable. Our investment policy requires the purchase of highly-rated fixed income securities, the diversification of investment type and credit exposures, and includes certain limits on our portfolio maturities. We perform ongoing credit evaluations of our customers' financial condition and maintain an allowance for potential credit losses. This allowance consists of an amount identified for specific customers and an amount based on overall estimated exposure. Our overall estimated exposure excludes amounts covered by credit insurance and letters of credit.",
+      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/Note 1 - Organization and Summary of Significant Accounting Policies/Concentration of Credit Risk",
+      "metadata": {
+        "length": 742,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Financial",
+          "instruments",
+          "potentially",
+          "subject",
+          "concentrations",
+          "credit",
+          "risk",
+          "consist",
+          "primarily",
+          "cash",
+          "equivalents",
+          "marketable",
+          "securities",
+          "lease",
+          "guarantees",
+          "accounts",
+          "receivable",
+          "Our",
+          "investment",
+          "policy",
+          "requires",
+          "purchase",
+          "highly",
+          "rated",
+          "fixed",
+          "income",
+          "diversification",
+          "type",
+          "exposures",
+          "includes",
+          "limits",
+          "portfolio",
+          "maturities",
+          "We",
+          "perform",
+          "ongoing",
+          "evaluations",
+          "customers",
+          "financial",
+          "condition",
+          "maintain",
+          "allowance",
+          "potential",
+          "losses",
+          "This",
+          "consists",
+          "amount",
+          "identified",
+          "specific",
+          "based",
+          "estimated",
+          "exposure",
+          "excludes",
+          "amounts",
+          "covered",
+          "insurance",
+          "letters"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "416a78e6-100d-56f1-a59f-2f0abad7c632",
+      "type": "text",
+      "content": "Inventory cost is computed on an adjusted standard basis, which approximates actual cost on an average or first-in, first-out basis. Inventory costs consist of the cost of semiconductors, including wafer fabrication, assembly, testing and packaging, manufacturing support costs, including labor and overhead associated with such purchases, final test yield fallout, and shipping costs, as well as the cost of purchased memory products and other component parts. We charge cost of sales for inventory provisions to write-down our inventory to the lower of cost or net realizable value or for obsolete or excess inventory, and for excess product purchase commitments. Most of our inventory provisions relate to excess quantities of products, based on our inventory levels and future product purchase commitments compared to assumptions about future demand including the impact of regulatory export restrictions on our products. Once inventory has been written-off or written-down, it creates a new cost basis for the inventory that is not subsequently written-up. We record a liability for noncancelable purchase commitments with suppliers for quantities in excess of our future demand forecasts consistent with our valuation of obsolete or excess inventory.",
+      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/Note 1 - Organization and Summary of Significant Accounting Policies/Inventories",
+      "metadata": {
+        "length": 1256,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Inventory",
+          "cost",
+          "computed",
+          "adjusted",
+          "standard",
+          "basis",
+          "approximates",
+          "actual",
+          "average",
+          "costs",
+          "consist",
+          "semiconductors",
+          "including",
+          "wafer",
+          "fabrication",
+          "assembly",
+          "testing",
+          "packaging",
+          "manufacturing",
+          "support",
+          "labor",
+          "overhead",
+          "purchases",
+          "final",
+          "test",
+          "yield",
+          "fallout",
+          "shipping",
+          "purchased",
+          "memory",
+          "products",
+          "component",
+          "parts",
+          "We",
+          "charge",
+          "sales",
+          "inventory",
+          "provisions",
+          "write",
+          "lower",
+          "net",
+          "realizable",
+          "obsolete",
+          "excess",
+          "product",
+          "purchase",
+          "commitments",
+          "Most",
+          "relate",
+          "quantities",
+          "based",
+          "levels",
+          "future",
+          "compared",
+          "assumptions",
+          "demand",
+          "impact",
+          "regulatory",
+          "export",
+          "restrictions",
+          "Once",
+          "written",
+          "creates",
+          "subsequently",
+          "record",
+          "liability",
+          "noncancelable",
+          "suppliers",
+          "forecasts",
+          "consistent",
+          "valuation"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "51fa4587-33c4-5fb5-9f87-863fc5588d92",
+      "type": "text",
+      "content": "Property and equipment are stated at cost less accumulated depreciation. Depreciation of property and equipment is computed using the straight-line method based on the estimated useful lives of the assets of two to seven years. Once an asset is identified for retirement or disposition, the related cost and accumulated depreciation or amortization are removed, and a gain or loss is recorded. The estimated useful lives of our buildings are up to thirty years. Depreciation expense includes the amortization of assets recorded under finance leases. Leasehold improvements and assets recorded under finance leases are amortized over the shorter of the expected lease term or the estimated useful life of the asset.",
+      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/Note 1 - Organization and Summary of Significant Accounting Policies/Property and Equipment",
+      "metadata": {
+        "length": 714,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Property",
+          "equipment",
+          "stated",
+          "cost",
+          "accumulated",
+          "depreciation",
+          "Depreciation",
+          "property",
+          "computed",
+          "straight",
+          "line",
+          "method",
+          "based",
+          "estimated",
+          "lives",
+          "assets",
+          "years",
+          "Once",
+          "asset",
+          "identified",
+          "retirement",
+          "disposition",
+          "related",
+          "amortization",
+          "removed",
+          "gain",
+          "loss",
+          "recorded",
+          "The",
+          "buildings",
+          "thirty",
+          "expense",
+          "includes",
+          "finance",
+          "leases",
+          "Leasehold",
+          "improvements",
+          "amortized",
+          "shorter",
+          "expected",
+          "lease",
+          "term",
+          "life"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "af378bb1-cb2a-503a-a1ec-c0595bdbd200",
+      "type": "text",
+      "content": "We determine if an arrangement is or contains a lease at inception. Operating leases with lease terms of more than 12 months are included in operating lease assets, accrued and other current liabilities, and long-term operating lease liabilities on our consolidated balance sheet. Operating lease assets represent our right to use an underlying asset for the lease term and lease liabilities represent our obligation to make lease payments over the lease term. We combine lease and non-lease components for offices and data centers in determining the operating lease assets and liabilities.\nOperating lease assets and liabilities are recognized based on the present value of the remaining lease payments discounted using our incremental borrowing rate. Operating lease assets also include initial direct costs incurred and prepaid lease payments, minus any lease incentives. Our lease terms include options to extend or terminate the lease when it is reasonably certain that we will exercise that option. Lease costs are recognized on a straight-line basis over the lease term.",
+      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/Note 1 - Organization and Summary of Significant Accounting Policies/Leases",
+      "metadata": {
+        "length": 1077,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "We",
+          "determine",
+          "arrangement",
+          "lease",
+          "inception",
+          "Operating",
+          "leases",
+          "terms",
+          "12",
+          "months",
+          "included",
+          "operating",
+          "assets",
+          "accrued",
+          "current",
+          "liabilities",
+          "long",
+          "term",
+          "consolidated",
+          "balance",
+          "sheet",
+          "represent",
+          "underlying",
+          "asset",
+          "obligation",
+          "make",
+          "payments",
+          "combine",
+          "components",
+          "offices",
+          "data",
+          "centers",
+          "determining",
+          "recognized",
+          "based",
+          "present",
+          "remaining",
+          "discounted",
+          "incremental",
+          "borrowing",
+          "rate",
+          "include",
+          "initial",
+          "direct",
+          "costs",
+          "incurred",
+          "prepaid",
+          "minus",
+          "incentives",
+          "Our",
+          "options",
+          "extend",
+          "terminate",
+          "exercise",
+          "option",
+          "Lease",
+          "straight",
+          "line",
+          "basis"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "39cf6e9a-a6e4-5caf-b368-34b276a12493",
+      "type": "text",
+      "content": "We allocate goodwill to reporting units based on the expected benefit from the business combination. Goodwill is subject to our annual impairment test during the fourth quarter of our fiscal year, or earlier if indicators of potential impairment exist. In completing our impairment test, we perform either a qualitative or a quantitative analysis on a reporting unit basis.\nQualitative factors include industry and market considerations, overall financial performance, and other relevant events and factors affecting the reporting units. Goodwill impairments were not identified for the periods presented.",
+      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/Note 1 - Organization and Summary of Significant Accounting Policies/Goodwill",
+      "metadata": {
+        "length": 605,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "We",
+          "allocate",
+          "goodwill",
+          "reporting",
+          "units",
+          "based",
+          "expected",
+          "benefit",
+          "business",
+          "combination",
+          "Goodwill",
+          "subject",
+          "annual",
+          "impairment",
+          "test",
+          "fourth",
+          "quarter",
+          "fiscal",
+          "year",
+          "earlier",
+          "indicators",
+          "potential",
+          "exist",
+          "In",
+          "completing",
+          "perform",
+          "qualitative",
+          "quantitative",
+          "analysis",
+          "unit",
+          "basis",
+          "Qualitative",
+          "factors",
+          "include",
+          "industry",
+          "market",
+          "considerations",
+          "financial",
+          "performance",
+          "relevant",
+          "events",
+          "affecting",
+          "impairments",
+          "identified",
+          "periods",
+          "presented"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "de9d1295-a103-54f3-86dd-9a0b920eeebd",
+      "type": "text",
+      "content": "Intangible assets primarily represent acquired intangible assets including developed technology and customer relationships, as well as rights acquired under technology licenses, patents, and acquired IP. We currently amortize our intangible assets with finite lives over periods ranging from one to twenty years using a method that reflects the pattern\nNVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements (Continued)\nin which the economic benefits of the intangible asset are consumed or otherwise used up or, if that pattern cannot be reliably determined, using a straight-line amortization method.\nLong-lived assets, such as property and equipment and intangible assets subject to amortization, are reviewed for impairment whenever events or changes in circumstances indicate that the carrying amount of an asset or asset group may not be recoverable. The recoverability of assets or asset groups to be held and used is measured by a comparison of the carrying amount of an asset or asset group to estimated undiscounted future cash flows expected to be generated by the asset or asset group. If the carrying amount of an asset or asset group exceeds its estimated future cash flows, an impairment charge is recognized for the amount by which the carrying amount of the asset or asset group exceeds the estimated fair value of the asset or asset group. Fair value is determined based on the estimated discounted future cash flows expected to be generated by the asset or asset group. Assets and liabilities to be disposed of would be separately presented in the Consolidated Balance Sheet and the assets would be reported at the lower of the carrying amount or fair value less costs to sell, and would no longer be depreciated.",
+      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/Note 1 - Organization and Summary of Significant Accounting Policies/Intangible Assets and Other Long-Lived Assets",
+      "metadata": {
+        "length": 1760,
+        "summary": "The passage discusses NVIDIA's intangible assets, including acquired technologies, customer relationships, and IP rights. These assets are amortized over one to twenty years using a method reflecting economic benefit consumption or straight-line. Long-lived assets are reviewed for impairment when events indicate carrying amounts may not be recoverable, comparing carrying amounts to undiscounted future cash flows. If impairment exists, a charge is recognized for the excess of carrying amount over fair value, determined by discounted cash flows. Assets held for disposal are reported at lower of carrying amount or fair value less costs to sell and are no longer depreciated.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Intangible",
+          "assets",
+          "primarily",
+          "represent",
+          "acquired",
+          "intangible",
+          "including",
+          "developed",
+          "technology",
+          "customer",
+          "relationships",
+          "rights",
+          "licenses",
+          "patents",
+          "IP",
+          "We",
+          "amortize",
+          "finite",
+          "lives",
+          "periods",
+          "ranging",
+          "twenty",
+          "years",
+          "method",
+          "reflects",
+          "pattern",
+          "NVIDIA",
+          "Corporation",
+          "Subsidiaries",
+          "Notes",
+          "Consolidated",
+          "Financial",
+          "Statements",
+          "Continued",
+          "economic",
+          "benefits",
+          "asset",
+          "consumed",
+          "reliably",
+          "determined",
+          "straight",
+          "line",
+          "amortization",
+          "Long",
+          "lived",
+          "property",
+          "equipment",
+          "subject",
+          "reviewed",
+          "impairment",
+          "events",
+          "circumstances",
+          "carrying",
+          "amount",
+          "group",
+          "recoverable",
+          "The",
+          "recoverability",
+          "groups",
+          "held",
+          "measured",
+          "comparison",
+          "estimated",
+          "undiscounted",
+          "future",
+          "cash",
+          "flows",
+          "expected",
+          "generated",
+          "If",
+          "exceeds",
+          "charge",
+          "recognized",
+          "fair",
+          "Fair",
+          "based",
+          "discounted",
+          "Assets",
+          "liabilities",
+          "disposed",
+          "separately",
+          "presented",
+          "Balance",
+          "Sheet",
+          "reported",
+          "lower",
+          "costs",
+          "sell",
+          "longer",
+          "depreciated"
+        ],
+        "keywords": [
+          "Intangible assets",
+          "amortization",
+          "impairment"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "1f2aa645-4a19-53c6-af0d-bf2f6b0711fd",
+      "type": "text",
+      "content": "The Company applies a screen test to evaluate if substantially all of the fair value of the gross assets acquired is concentrated in a single identifiable asset or group of similar identifiable assets to determine whether a transaction is accounted for as an asset acquisition or business combination. We allocate the fair value of the purchase price of an acquisition to the tangible assets acquired, liabilities assumed, and intangible assets acquired, based on their estimated fair values. The excess of the fair value of the purchase price over the fair values of these net tangible and intangible assets acquired is recorded as goodwill. Management's estimates of fair value are based upon assumptions believed to be reasonable, but our estimates and assumptions are inherently uncertain and subject to refinement. The estimates and assumptions used in valuing intangible assets include, but are not limited to, the amount and timing of projected future cash flows, discount rate used to determine the present value of these cash flows and asset lives. These estimates are inherently uncertain and, therefore, actual results may differ from the estimates made. As a result, during the measurement period of up to one year from the acquisition date, we may record adjustments to the assets acquired and liabilities assumed with the corresponding offset to goodwill. Upon the measurement period's conclusion or final determination of the fair value of the purchase price of an acquisition, whichever comes first, any subsequent adjustments are recorded to our Consolidated Statements of Income.\nAcquisition-related expenses are recognized separately from the business combination and expensed as incurred.",
+      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/Note 1 - Organization and Summary of Significant Accounting Policies/Business Combination",
+      "metadata": {
+        "length": 1708,
+        "summary": "The Company uses a screen test to determine if an acquisition is an asset acquisition or business combination based on fair value concentration. Purchase price is allocated to tangible and intangible assets and liabilities at fair value, with excess recorded as goodwill. Estimates involve uncertain assumptions like future cash flows and discount rates. Adjustments to assets and liabilities may be recorded during a one-year measurement period, with subsequent changes recognized in income. Acquisition-related expenses are expensed separately.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "The",
+          "Company",
+          "applies",
+          "screen",
+          "test",
+          "evaluate",
+          "substantially",
+          "fair",
+          "gross",
+          "assets",
+          "acquired",
+          "concentrated",
+          "single",
+          "identifiable",
+          "asset",
+          "group",
+          "similar",
+          "determine",
+          "transaction",
+          "accounted",
+          "acquisition",
+          "business",
+          "combination",
+          "We",
+          "allocate",
+          "purchase",
+          "price",
+          "tangible",
+          "liabilities",
+          "assumed",
+          "intangible",
+          "based",
+          "estimated",
+          "values",
+          "excess",
+          "net",
+          "recorded",
+          "goodwill",
+          "Management",
+          "estimates",
+          "assumptions",
+          "believed",
+          "reasonable",
+          "inherently",
+          "uncertain",
+          "subject",
+          "refinement",
+          "valuing",
+          "include",
+          "limited",
+          "amount",
+          "timing",
+          "projected",
+          "future",
+          "cash",
+          "flows",
+          "discount",
+          "rate",
+          "present",
+          "lives",
+          "These",
+          "actual",
+          "results",
+          "differ",
+          "made",
+          "As",
+          "result",
+          "measurement",
+          "period",
+          "year",
+          "date",
+          "record",
+          "adjustments",
+          "offset",
+          "Upon",
+          "conclusion",
+          "final",
+          "determination",
+          "whichever",
+          "subsequent",
+          "Consolidated",
+          "Statements",
+          "Income",
+          "Acquisition",
+          "related",
+          "expenses",
+          "recognized",
+          "separately",
+          "expensed",
+          "incurred"
+        ],
+        "keywords": [
+          "business combination",
+          "fair value",
+          "goodwill"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "c0c4bb05-e784-508a-a502-450a1fbd744c",
+      "type": "text",
+      "content": "Non-marketable equity securities consist of investments in privately-held companies that do not have a readily determinable fair value. These investments are measured at cost minus impairment, if any, and are adjusted for changes resulting from observable price changes in orderly transactions for an identical or similar investment in the same issuer, or the measurement alternative. Fair value is based upon observable inputs in an inactive market and the valuation requires our judgment due to the absence of market prices and inherent lack of liquidity. All gains and losses on these investments, realized and unrealized, are recognized in Other income, net on our Consolidated Statements of Income.\nWe assess whether an impairment loss has occurred on our investments in non-marketable equity securities, accounted for under the measurement alternative based on quantitative and qualitative factors. If any impairment is identified for non-marketable equity securities, we write down the investment to its fair value and record the corresponding charge through Other income, net on our Consolidated Statements of Income.\nThe Company assesses its investments for significant influence to determine the appropriate method of accounting, including application of the equity method. Equity method investments were not material.",
+      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/Note 1 - Organization and Summary of Significant Accounting Policies/Non-Marketable Equity Securities",
+      "metadata": {
+        "length": 1328,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Non",
+          "marketable",
+          "equity",
+          "securities",
+          "consist",
+          "investments",
+          "privately",
+          "held",
+          "companies",
+          "readily",
+          "determinable",
+          "fair",
+          "These",
+          "measured",
+          "cost",
+          "minus",
+          "impairment",
+          "adjusted",
+          "resulting",
+          "observable",
+          "price",
+          "orderly",
+          "transactions",
+          "identical",
+          "similar",
+          "investment",
+          "issuer",
+          "measurement",
+          "alternative",
+          "Fair",
+          "based",
+          "inputs",
+          "inactive",
+          "market",
+          "valuation",
+          "requires",
+          "judgment",
+          "due",
+          "absence",
+          "prices",
+          "inherent",
+          "lack",
+          "liquidity",
+          "All",
+          "gains",
+          "losses",
+          "realized",
+          "unrealized",
+          "recognized",
+          "Other",
+          "income",
+          "net",
+          "Consolidated",
+          "Statements",
+          "Income",
+          "We",
+          "assess",
+          "loss",
+          "occurred",
+          "accounted",
+          "quantitative",
+          "qualitative",
+          "factors",
+          "If",
+          "identified",
+          "write",
+          "record",
+          "charge",
+          "The",
+          "Company",
+          "assesses",
+          "significant",
+          "influence",
+          "determine",
+          "method",
+          "accounting",
+          "including",
+          "application",
+          "Equity",
+          "material"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "7da60aea-cf21-5cbe-98af-b56c7504d3fc",
+      "type": "text",
+      "content": "Recent Accounting Pronouncements Not Yet Adopted\nIn November 2024, the Financial Accounting Standards Board, or FASB, issued a new accounting standard requiring disclosures of certain additional expense information on an annual and interim basis, including, among other items, the amounts of purchases of inventory, employee compensation, depreciation and intangible asset amortization included within each income statement expense caption, as applicable. We will adopt this standard in the fiscal year 2028 annual report. We do not expect the adoption of this standard to have a material impact on our Consolidated Financial Statements other than additional disclosures.\nNVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements (Continued)",
+      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/Note 1 - Organization and Summary of Significant Accounting Policies/Recently Issued Accounting Pronouncements",
+      "metadata": {
+        "length": 766,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Recent",
+          "Accounting",
+          "Pronouncements",
+          "Not",
+          "Yet",
+          "Adopted",
+          "In",
+          "November",
+          "2024",
+          "Financial",
+          "Standards",
+          "Board",
+          "FASB",
+          "issued",
+          "accounting",
+          "standard",
+          "requiring",
+          "disclosures",
+          "additional",
+          "expense",
+          "information",
+          "annual",
+          "interim",
+          "basis",
+          "including",
+          "items",
+          "amounts",
+          "purchases",
+          "inventory",
+          "employee",
+          "compensation",
+          "depreciation",
+          "intangible",
+          "asset",
+          "amortization",
+          "included",
+          "income",
+          "statement",
+          "caption",
+          "applicable",
+          "We",
+          "adopt",
+          "fiscal",
+          "year",
+          "2028",
+          "report",
+          "expect",
+          "adoption",
+          "material",
+          "impact",
+          "Consolidated",
+          "Statements",
+          "NVIDIA",
+          "Corporation",
+          "Subsidiaries",
+          "Notes",
+          "Continued"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "3991254d-1a44-541a-97d1-2df8c38a0cc0",
+      "type": "text",
+      "content": "In December 2025, we entered into a non-exclusive license agreement with Groq, Inc., or Groq, for its language processing unit technology and hired certain Groq employees. No customer contracts, existing products, or equity interests were purchased. We recorded \\$14.4 billion of goodwill and a \\$2.5 billion developed technology intangible asset, valued using a cost-to-recreate methodology with a five-year useful life. Goodwill, primarily attributable to the workforce and future development of the licensed technology, was recorded in the Compute & Networking reporting unit. Total consideration consists of \\$13.0 billion paid at closing and \\$4 billion, inclusive of imputed interest, payable within one year included in Accrued and Other Current Liabilities on our Consolidated Balance Sheets. The goodwill is tax deductible. Pro forma results of operations have not been presented because the effect was not material.",
+      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/Note 2 - Groq",
+      "metadata": {
+        "length": 925,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "In",
+          "December",
+          "2025",
+          "entered",
+          "exclusive",
+          "license",
+          "agreement",
+          "Groq",
+          "Inc",
+          "language",
+          "processing",
+          "unit",
+          "technology",
+          "hired",
+          "employees",
+          "No",
+          "customer",
+          "contracts",
+          "existing",
+          "products",
+          "equity",
+          "interests",
+          "purchased",
+          "We",
+          "recorded",
+          "14.4",
+          "billion",
+          "goodwill",
+          "2.5",
+          "developed",
+          "intangible",
+          "asset",
+          "valued",
+          "cost",
+          "recreate",
+          "methodology",
+          "year",
+          "life",
+          "Goodwill",
+          "primarily",
+          "attributable",
+          "workforce",
+          "future",
+          "development",
+          "licensed",
+          "Compute",
+          "Networking",
+          "reporting",
+          "Total",
+          "consideration",
+          "consists",
+          "13.0",
+          "paid",
+          "closing",
+          "inclusive",
+          "imputed",
+          "interest",
+          "payable",
+          "included",
+          "Accrued",
+          "Other",
+          "Current",
+          "Liabilities",
+          "Consolidated",
+          "Balance",
+          "Sheets",
+          "The",
+          "tax",
+          "deductible",
+          "Pro",
+          "forma",
+          "results",
+          "operations",
+          "presented",
+          "effect",
+          "material"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "111e8adc-e23d-5b9e-bee6-4304c8ffc909",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"3\"></td><td colspan=\"3\">Year Ended</td></tr><tr><td>Jan 25, 2026</td><td>Jan 26, 2025</td><td>Jan 28, 2024</td></tr><tr><td colspan=\"3\">(In millions)</td></tr><tr><td>Cost of revenue</td><td>$ 261</td><td>$ 178</td><td>$ 141</td></tr><tr><td>Research and development</td><td>4,676</td><td>3,423</td><td>2,532</td></tr><tr><td>Sales, general and administrative</td><td>1,449</td><td>1,136</td><td>876</td></tr><tr><td>Total</td><td>$ 6,386</td><td>$ 4,737</td><td>$ 3,549</td></tr></table>",
+      "path": "tables/table-79 Cost Breakdown.html",
+      "metadata": {
+        "length": 512,
+        "summary": "table-80\nThe table shows cost of revenue, R&D, and SG&A expenses for fiscal years ending Jan 2024, 2025, and 2026, with totals increasing from $3,549M to $6,386M.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-79 Cost Breakdown.html",
+        "keywords": [
+          "Cost",
+          "Revenue",
+          "Expenses"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "2bc46377-3abb-539b-8c0f-d9588cdd71ab",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"3\"></td><td colspan=\"3\">Year Ended</td></tr><tr><td>Jan 25, 2026</td><td>Jan 26, 2025</td><td>Jan 28, 2024</td></tr><tr><td colspan=\"3\">(In millions, except per share data)</td></tr><tr><td colspan=\"4\">RSUs, PSUs and Market-based PSUs</td></tr><tr><td>Awards granted</td><td>70</td><td>89</td><td>140</td></tr><tr><td>Estimated total grant-date fair value</td><td>$ 9,389</td><td>$ 7,834</td><td>$ 5,316</td></tr><tr><td>Weighted average grant-date fair value per share</td><td>$ 133.97</td><td>$ 87.99</td><td>$ 37.41</td></tr><tr><td colspan=\"4\">ESPP</td></tr><tr><td>Shares purchased</td><td>13</td><td>30</td><td>30</td></tr><tr><td>Weighted average price per share</td><td>$ 49.13</td><td>$ 17.74</td><td>$ 15.81</td></tr><tr><td>Weighted average grant-date fair value per share</td><td>$ 20.75</td><td>$ 8.61</td><td>$ 6.99</td></tr></table>",
+      "path": "tables/table-80 Equity Awards.html",
+      "metadata": {
+        "length": 871,
+        "summary": "table-81\nThe table shows equity awards (RSUs, PSUs, ESPP) for fiscal years ending Jan 2024-2026, including shares granted/purchased and fair values per share.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-80 Equity Awards.html",
+        "keywords": [
+          "RSUs",
+          "ESPP",
+          "Grant-Date Fair Value"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "89ddd44e-f058-532a-897d-53f4b8c8fce1",
+      "type": "text",
+      "content": "We recognize stock-based compensation expense from grants of restricted stock units, or RSUs, performance stock units, or PSUs, and market-based PSUs, and issuances under our employee stock purchase plan, or ESPP.\nConsolidated Statements of Income include stock-based compensation expense as follows:\n\n[tables/table-79 Cost Breakdown.html]\n\nThe following is a summary of equity awards granted under our equity incentive plans:\n\n[tables/table-80 Equity Awards.html]\n\nAs of January 25, 2026, aggregate unearned stock-based compensation expense was \\$14.8 billion, which is expected to be recognized over a weighted average period of 2.3 years for RSUs, PSUs, and market-based PSUs, and 0.9 years for ESPP.",
+      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/Note 3 - Stock-Based Compensation",
+      "metadata": {
+        "length": 696,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "We",
+          "recognize",
+          "stock",
+          "based",
+          "compensation",
+          "expense",
+          "grants",
+          "restricted",
+          "units",
+          "RSUs",
+          "performance",
+          "PSUs",
+          "market",
+          "issuances",
+          "employee",
+          "purchase",
+          "plan",
+          "ESPP",
+          "Consolidated",
+          "Statements",
+          "Income",
+          "include",
+          "The",
+          "summary",
+          "equity",
+          "awards",
+          "granted",
+          "incentive",
+          "plans",
+          "As",
+          "January",
+          "25",
+          "2026",
+          "aggregate",
+          "unearned",
+          "14.8",
+          "billion",
+          "expected",
+          "recognized",
+          "weighted",
+          "average",
+          "period",
+          "2.3",
+          "years",
+          "0.9"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "111e8adc-e23d-5b9e-bee6-4304c8ffc909",
+            "relation": "embeds",
+            "ref": "[tables/table-79 Cost Breakdown.html]",
+            "position": {
+              "start": 302,
+              "end": 339
+            }
+          },
+          {
+            "target": "2bc46377-3abb-539b-8c0f-d9588cdd71ab",
+            "relation": "embeds",
+            "ref": "[tables/table-80 Equity Awards.html]",
+            "position": {
+              "start": 428,
+              "end": 464
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "1a2c4d52-bcc0-58c6-836e-5581357fa71e",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"3\"></td><td colspan=\"3\">Year Ended</td></tr><tr><td>Jan 25, 2026</td><td>Jan 26, 2025</td><td>Jan 28, 2024</td></tr><tr><td colspan=\"3\">(Using the Black-Scholes model)</td></tr><tr><td colspan=\"4\">ESPP</td></tr><tr><td>Weighted average expected life (in years)</td><td>0.1-2.0</td><td>0.1-2.0</td><td>0.1-2.0</td></tr><tr><td>Risk-free interest rate</td><td>3.5%-4.3%</td><td>3.6%-5.4%</td><td>3.9%-5.5%</td></tr><tr><td>Volatility</td><td>26%-96%</td><td>31%-75%</td><td>31%-67%</td></tr><tr><td>Dividend yield</td><td>0.03%</td><td>0.03%</td><td>0.06%</td></tr></table>",
+      "path": "tables/table-81 ESPP Option Data.html",
+      "metadata": {
+        "length": 595,
+        "summary": "table-82\nThe table shows ESPP option data for fiscal years ending Jan 2024-2026, using the Black-Scholes model. Key inputs include weighted average expected life (0.1-2.0 years), risk-free interest rates (3.5%-5.5%), volatility (26%-96%), and dividend yield (0.03%-0.06%).",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-81 ESPP Option Data.html",
+        "keywords": [
+          "ESPP",
+          "Black-Scholes",
+          "Volatility"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "7a30a2fd-4045-56ef-98db-2eda226f8da6",
+      "type": "text",
+      "content": "(Continued)\nThe fair value of shares issued under our ESPP has been estimated with the following assumptions:\n\n[tables/table-81 ESPP Option Data.html]\n\nFor ESPP shares, the expected term represents the average term from the first day of the offering period to the purchase date. The risk-free interest rate assumption used to value ESPP shares is based upon observed interest rates on Treasury bills appropriate for the expected term. Our expected stock price volatility assumption for ESPP is estimated using historical volatility. For awards granted, we use the dividend yield at grant date. Our RSUs, PSUs, and market-based PSUs are not eligible for cash dividends prior to vesting; therefore, the fair values of RSUs, PSUs, and market-based PSUs are discounted for the dividend yield.\nAdditionally, for RSUs, PSUs, and market-based PSUs, we estimate expected forfeitures based on our historical forfeitures.",
+      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements",
+      "metadata": {
+        "length": 905,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Continued",
+          "The",
+          "fair",
+          "shares",
+          "issued",
+          "ESPP",
+          "estimated",
+          "assumptions",
+          "For",
+          "expected",
+          "term",
+          "represents",
+          "average",
+          "day",
+          "offering",
+          "period",
+          "purchase",
+          "date",
+          "risk",
+          "free",
+          "interest",
+          "rate",
+          "assumption",
+          "based",
+          "observed",
+          "rates",
+          "Treasury",
+          "bills",
+          "Our",
+          "stock",
+          "price",
+          "volatility",
+          "historical",
+          "awards",
+          "granted",
+          "dividend",
+          "yield",
+          "grant",
+          "RSUs",
+          "PSUs",
+          "market",
+          "eligible",
+          "cash",
+          "dividends",
+          "prior",
+          "vesting",
+          "values",
+          "discounted",
+          "Additionally",
+          "estimate",
+          "forfeitures"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "1a2c4d52-bcc0-58c6-836e-5581357fa71e",
+            "relation": "embeds",
+            "ref": "[tables/table-81 ESPP Option Data.html]",
+            "position": {
+              "start": 111,
+              "end": 150
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "2bd62924-0aed-57a8-a3fa-acf9e508b0a3",
+      "type": "text",
+      "content": "We grant RSUs, PSUs, market-based PSUs, and stock purchase rights under the following equity incentive plans. In addition, in connection with our acquisitions of various companies, we have assumed certain stock-based awards granted under their stock incentive plans and converted them into our RSUs.",
+      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/Equity Incentive Program",
+      "metadata": {
+        "length": 299,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "We",
+          "grant",
+          "RSUs",
+          "PSUs",
+          "market",
+          "based",
+          "stock",
+          "purchase",
+          "rights",
+          "equity",
+          "incentive",
+          "plans",
+          "In",
+          "addition",
+          "connection",
+          "acquisitions",
+          "companies",
+          "assumed",
+          "awards",
+          "granted",
+          "converted"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "6c52f209-3b62-5f77-a6e7-962bff35c4f2",
+      "type": "text",
+      "content": "The NVIDIA Corporation Amended and Restated 2007 Equity Incentive Plan, or the 2007 Plan, authorizes the issuance of incentive stock options, non-statutory stock options, restricted stock, RSUs, stock appreciation rights, performance stock awards, performance cash awards, and other stock-based awards to employees, directors and consultants. Only our employees may receive incentive stock options. We grant RSUs, PSUs and market-based PSUs under the 2007 Plan. As of January 25, 2026, up to 192 million shares of our common stock could be issued pursuant to stock awards granted under the 2007 Plan, and 1.3 billion shares were available for future grants.\nSubject to certain exceptions, RSUs vest generally over four years subject to continued service. PSUs vest over four years, subject to continued service and performance conditions. Market-based PSUs vest on approximately the third anniversary of the date of grant subject to market conditions. However, the number of shares subject to both PSUs and market-based PSUs that are eligible to vest is determined by the Compensation Committee based on achievement of predetermined criteria.",
+      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/Equity Incentive Program/Amended and Restated 2007 Equity Incentive Plan",
+      "metadata": {
+        "length": 1142,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "The",
+          "NVIDIA",
+          "Corporation",
+          "Amended",
+          "Restated",
+          "2007",
+          "Equity",
+          "Incentive",
+          "Plan",
+          "authorizes",
+          "issuance",
+          "incentive",
+          "stock",
+          "options",
+          "statutory",
+          "restricted",
+          "RSUs",
+          "appreciation",
+          "rights",
+          "performance",
+          "awards",
+          "cash",
+          "based",
+          "employees",
+          "directors",
+          "consultants",
+          "Only",
+          "receive",
+          "We",
+          "grant",
+          "PSUs",
+          "market",
+          "As",
+          "January",
+          "25",
+          "2026",
+          "192",
+          "million",
+          "shares",
+          "common",
+          "issued",
+          "pursuant",
+          "granted",
+          "1.3",
+          "billion",
+          "future",
+          "grants",
+          "Subject",
+          "exceptions",
+          "vest",
+          "generally",
+          "years",
+          "subject",
+          "continued",
+          "service",
+          "conditions",
+          "Market",
+          "approximately",
+          "anniversary",
+          "date",
+          "However",
+          "number",
+          "eligible",
+          "determined",
+          "Compensation",
+          "Committee",
+          "achievement",
+          "predetermined",
+          "criteria"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "840d1611-7aa5-5445-8a2b-6680995faff0",
+      "type": "text",
+      "content": "Employees who participate in the NVIDIA Corporation Amended and Restated 2012 Employee Stock Purchase Plan, or as most recently amended and restated, the 2012 Plan, may have up to 25% of their earnings withheld to purchase shares of common stock. The Board may decrease this percentage at its discretion. Each offering period is about 24 months, divided into four purchase periods of six months. The price of common stock purchased under our 2012 Plan will be equal to 85% of the lower of the fair market value of the common stock on the commencement date of each offering period or the fair market value of the common stock on each purchase date within the offering. As of January 25, 2026, we had 2.2 billion shares reserved for future issuance under the 2012 Plan.",
+      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/Equity Incentive Program/Amended and Restated 2012 Employee Stock Purchase Plan",
+      "metadata": {
+        "length": 767,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Employees",
+          "participate",
+          "NVIDIA",
+          "Corporation",
+          "Amended",
+          "Restated",
+          "2012",
+          "Employee",
+          "Stock",
+          "Purchase",
+          "Plan",
+          "recently",
+          "amended",
+          "restated",
+          "25%",
+          "earnings",
+          "withheld",
+          "purchase",
+          "shares",
+          "common",
+          "stock",
+          "The",
+          "Board",
+          "decrease",
+          "percentage",
+          "discretion",
+          "Each",
+          "offering",
+          "period",
+          "24",
+          "months",
+          "divided",
+          "periods",
+          "price",
+          "purchased",
+          "equal",
+          "85%",
+          "lower",
+          "fair",
+          "market",
+          "commencement",
+          "date",
+          "As",
+          "January",
+          "25",
+          "2026",
+          "2.2",
+          "billion",
+          "reserved",
+          "future",
+          "issuance"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "b148f1e4-a4f2-5cbc-9a46-7a80f90e529a",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"3\"></td><td colspan=\"2\">RSUs, PSUs and Market-based PSUs Outstanding</td></tr><tr><td>Number of Shares</td><td>Weighted Average Grant-Date Fair Value Per Share</td></tr><tr><td colspan=\"2\">(In millions, except per share data)</td></tr><tr><td>Balance as of Jan 26, 2025</td><td>274</td><td>$ 44.75</td></tr><tr><td>Granted</td><td>70</td><td>$ 133.97</td></tr><tr><td>Vested</td><td>(146)</td><td>$ 39.14</td></tr><tr><td>Canceled and forfeited</td><td>(9)</td><td>$ 59.29</td></tr><tr><td>Balance as of Jan 25, 2026</td><td>189</td><td>$ 81.51</td></tr><tr><td>Vested and expected to vest after Jan 25, 2026</td><td>188</td><td>$ 81.15</td></tr></table>",
+      "path": "tables/table-82 RSU_PSU Activity.html",
+      "metadata": {
+        "length": 678,
+        "summary": "table-83\nThe table shows RSU, PSU, and market-based PSU activity from Jan 26, 2025 to Jan 25, 2026, with shares granted, vested, canceled, and ending balance of 189 million shares at $81.51 weighted average fair value.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-82 RSU_PSU Activity.html",
+        "keywords": [
+          "RSU",
+          "PSU",
+          "Shares"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "4f1fcd61-9bc4-5432-a6fb-43ff35e558c0",
+      "type": "text",
+      "content": "(Continued)\nEquity Award Activity\nThe following is a summary of our equity award transactions under our equity incentive plans:\n\n[tables/table-82 RSU_PSU Activity.html]\n\nAs of January 25, 2026 and January 26, 2025, there were 1.3 billion and 1.4 billion shares, respectively, of common stock available for future grants under our equity incentive plans.\nThe total fair value of RSUs and PSUs, as of their respective vesting dates, during the years ended January 25, 2026, January 26, 2025, and January 28, 2024, was \\$22.2 billion, \\$15.1 billion, and \\$8.2 billion, respectively.",
+      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements_2",
+      "metadata": {
+        "length": 587,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Continued",
+          "Equity",
+          "Award",
+          "Activity",
+          "The",
+          "summary",
+          "equity",
+          "award",
+          "transactions",
+          "incentive",
+          "plans",
+          "As",
+          "January",
+          "25",
+          "2026",
+          "26",
+          "2025",
+          "1.3",
+          "billion",
+          "1.4",
+          "shares",
+          "common",
+          "stock",
+          "future",
+          "grants",
+          "total",
+          "fair",
+          "RSUs",
+          "PSUs",
+          "respective",
+          "vesting",
+          "dates",
+          "years",
+          "ended",
+          "28",
+          "2024",
+          "22.2",
+          "15.1",
+          "8.2"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "b148f1e4-a4f2-5cbc-9a46-7a80f90e529a",
+            "relation": "embeds",
+            "ref": "[tables/table-82 RSU_PSU Activity.html]",
+            "position": {
+              "start": 129,
+              "end": 168
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "a09ecf37-2422-5b9c-b453-96eb4e4cb7ee",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"3\"></td><td colspan=\"3\">Year Ended</td></tr><tr><td>Jan 25, 2026</td><td>Jan 26, 2025</td><td>Jan 28, 2024</td></tr><tr><td colspan=\"3\">(In millions, except per share data)</td></tr><tr><td colspan=\"4\">Numerator:</td></tr><tr><td>Net income</td><td>$ 120,067</td><td>$ 72,880</td><td>$ 29,760</td></tr><tr><td colspan=\"4\">Denominator:</td></tr><tr><td>Basic weighted average shares</td><td>24,359</td><td>24,555</td><td>24,690</td></tr><tr><td>Dilutive impact of outstanding equity awards</td><td>155</td><td>249</td><td>250</td></tr><tr><td>Diluted weighted average shares</td><td>24,514</td><td>24,804</td><td>24,940</td></tr><tr><td colspan=\"4\">Net income per share:</td></tr><tr><td>Basic (1)</td><td>$ 4.93</td><td>$ 2.97</td><td>$ 1.21</td></tr><tr><td>Diluted (2)</td><td>$ 4.90</td><td>$ 2.94</td><td>$ 1.19</td></tr><tr><td>Anti-dilutive equity awards excluded from diluted net income per share</td><td>41</td><td>51</td><td>150</td></tr></table>",
+      "path": "tables/table-83 EPS Data.html",
+      "metadata": {
+        "length": 979,
+        "summary": "table-84\nThe table shows net income, weighted average shares, and basic/diluted EPS for fiscal years ending Jan 2026, 2025, and 2024.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-83 EPS Data.html",
+        "keywords": [
+          "Net income",
+          "Shares",
+          "EPS"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "6515313a-173b-57dd-b960-9f8cc99d8d41",
+      "type": "text",
+      "content": "The following is the basic and diluted net income per share computations for the periods presented:\n\n[tables/table-83 EPS Data.html]\n\n(1) Net income divided by basic weighted average shares.\n(2) Net income divided by diluted weighted average shares.",
+      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/Note 4 - Net Income Per Share",
+      "metadata": {
+        "length": 251,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "The",
+          "basic",
+          "diluted",
+          "net",
+          "income",
+          "share",
+          "computations",
+          "periods",
+          "presented",
+          "Net",
+          "divided",
+          "weighted",
+          "average",
+          "shares"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "a09ecf37-2422-5b9c-b453-96eb4e4cb7ee",
+            "relation": "embeds",
+            "ref": "[tables/table-83 EPS Data.html]",
+            "position": {
+              "start": 101,
+              "end": 132
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "7b0266db-fb5f-55d6-969b-9475c1ee909c",
+      "type": "text",
+      "content": "As of January 25, 2026, the total carrying amount of goodwill was \\$20.8 billion, consisting of goodwill balances allocated to our Compute & Networking and Graphics reporting units of \\$20.5 billion and \\$370 million, respectively. As of January 26, 2025, the total carrying amount of goodwill was \\$5.2 billion, consisting of goodwill balances allocated to our Compute & Networking and Graphics reporting units of \\$4.8 billion and \\$370 million, respectively. Goodwill increased by \\$15.6 billion in fiscal year 2026 and was allocated to our Compute & Networking reporting unit. During the fourth quarters of fiscal years 2026, 2025, and 2024, we completed our annual qualitative impairment tests and concluded that goodwill was not impaired.",
+      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/Note 5 - Goodwill",
+      "metadata": {
+        "length": 744,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "As",
+          "January",
+          "25",
+          "2026",
+          "total",
+          "carrying",
+          "amount",
+          "goodwill",
+          "20.8",
+          "billion",
+          "consisting",
+          "balances",
+          "allocated",
+          "Compute",
+          "Networking",
+          "Graphics",
+          "reporting",
+          "units",
+          "20.5",
+          "370",
+          "million",
+          "26",
+          "2025",
+          "5.2",
+          "4.8",
+          "Goodwill",
+          "increased",
+          "15.6",
+          "fiscal",
+          "year",
+          "unit",
+          "During",
+          "fourth",
+          "quarters",
+          "years",
+          "2024",
+          "completed",
+          "annual",
+          "qualitative",
+          "impairment",
+          "tests",
+          "concluded",
+          "impaired"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "6c9c9797-7d50-5c4c-8898-f1ec7b7a4dd4",
+      "type": "text",
+      "content": "(Continued)",
+      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements_3",
+      "metadata": {
+        "length": 11,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "c8334bb3-384e-572c-b4b1-79b0c73b385d",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"3\"></td><td colspan=\"3\">Jan 25, 2026</td><td colspan=\"3\">Jan 26, 2025</td></tr><tr><td>Gross Carrying Amount</td><td>Accumulated Amortization</td><td>Net Carrying Amount</td><td>Gross Carrying Amount</td><td>Accumulated Amortization</td><td>Net Carrying Amount</td></tr><tr><td colspan=\"6\">(In millions)</td></tr><tr><td>Acquisition-related intangible assets</td><td>$ 5,656</td><td>$ (2,580)</td><td>$ 3,076</td><td>$ 2,900</td><td>$ (2,264)</td><td>$ 636</td></tr><tr><td>Patents and licensed technology</td><td>528</td><td>(298)</td><td>230</td><td>449</td><td>(278)</td><td>171</td></tr><tr><td>Total intangible assets</td><td>$ 6,184</td><td>$ (2,878)</td><td>$ 3,306</td><td>$ 3,349</td><td>$ (2,542)</td><td>$ 807</td></tr></table>",
+      "path": "tables/table-84 Intangible Assets.html",
+      "metadata": {
+        "length": 762,
+        "summary": "table-85\nThe table shows intangible assets as of Jan 25, 2026 and Jan 26, 2025, with gross, accumulated amortization, and net carrying amounts for acquisition-related assets, patents, and totals.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-84 Intangible Assets.html",
+        "keywords": [
+          "intangible assets",
+          "amortization",
+          "carrying amount"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "e181e1c5-53bf-5d0b-97f3-b6e368829143",
+      "type": "table",
+      "content": "<table><tr><td></td><td>Future Amortization Expense(In millions)</td></tr><tr><td colspan=\"2\">Fiscal Year:</td></tr><tr><td>2027</td><td>$ 923</td></tr><tr><td>2028</td><td>729</td></tr><tr><td>2029</td><td>592</td></tr><tr><td>2030</td><td>511</td></tr><tr><td>2031</td><td>468</td></tr><tr><td>2032 and thereafter</td><td>83</td></tr><tr><td>Total</td><td>$ 3,306</td></tr></table>",
+      "path": "tables/table-85 Amortization Expense.html",
+      "metadata": {
+        "length": 383,
+        "summary": "table-86\nThe table shows future amortization expenses from 2027 to 2032 and thereafter, totaling $3,306 million, with the highest in 2027 at $923 million.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-85 Amortization Expense.html",
+        "keywords": [
+          "amortization",
+          "future expense",
+          "fiscal years"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "38f5d413-b6d1-52ea-837a-72c720863f6e",
+      "type": "text",
+      "content": "The components of our amortizable intangible assets are as follows:\n\n[tables/table-84 Intangible Assets.html]\n\nAmortization expense associated with intangible assets for fiscal years 2026, 2025, and 2024 was \\$488 million, \\$593 million, and \\$614 million, respectively.\nThe following table outlines the estimated future amortization expense related to the net carrying amount of intangible assets as of January 25, 2026:\n\n[tables/table-85 Amortization Expense.html]",
+      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/Note 6 - Amortizable Intangible Assets",
+      "metadata": {
+        "length": 477,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "The",
+          "components",
+          "amortizable",
+          "intangible",
+          "assets",
+          "Amortization",
+          "expense",
+          "fiscal",
+          "years",
+          "2026",
+          "2025",
+          "2024",
+          "488",
+          "million",
+          "593",
+          "614",
+          "table",
+          "outlines",
+          "estimated",
+          "future",
+          "amortization",
+          "related",
+          "net",
+          "carrying",
+          "amount",
+          "January",
+          "25"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "c8334bb3-384e-572c-b4b1-79b0c73b385d",
+            "relation": "embeds",
+            "ref": "[tables/table-84 Intangible Assets.html]",
+            "position": {
+              "start": 69,
+              "end": 109
+            }
+          },
+          {
+            "target": "e181e1c5-53bf-5d0b-97f3-b6e368829143",
+            "relation": "embeds",
+            "ref": "[tables/table-85 Amortization Expense.html]",
+            "position": {
+              "start": 423,
+              "end": 466
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "6c9c9797-7d50-5c4c-8898-f1ec7b7a4dd4",
+      "type": "text",
+      "content": "(Continued)",
+      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements_4",
+      "metadata": {
+        "length": 11,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "2a7db966-8d15-5579-ae85-e26396e44f94",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"3\"></td><td rowspan=\"2\">Pricing Category</td><td rowspan=\"2\">Cost or Amortized Cost</td><td rowspan=\"2\">Unrealized Gain</td><td rowspan=\"2\">Unrealized Loss</td><td rowspan=\"2\">Estimated Fair Value</td><td colspan=\"3\">Reported as</td></tr><tr><td>Cash Equivalents</td><td>Marketable Securities</td><td>Other Assets</td></tr><tr><td colspan=\"8\">(In millions)</td></tr><tr><td>Debt securities issued by the U.S. Treasury</td><td>Level 2</td><td>$ 21,635</td><td>$ 77</td><td>$ (3)</td><td>$ 21,709</td><td>$ —</td><td>$ 21,709</td><td>$ —</td></tr><tr><td>Corporate debt securities</td><td>Level 2</td><td>15,410</td><td>92</td><td>(3)</td><td>15,499</td><td>345</td><td>15,154</td><td>—</td></tr><tr><td>Debt securities issued by U.S. government agencies</td><td>Level 2</td><td>2,157</td><td>4</td><td>—</td><td>2,161</td><td>—</td><td>2,161</td><td>—</td></tr><tr><td>Certificates of deposit</td><td>Level 2</td><td>110</td><td>—</td><td>—</td><td>110</td><td>110</td><td>—</td><td>—</td></tr><tr><td>Foreign government bonds</td><td>Level 2</td><td>40</td><td>1</td><td>—</td><td>41</td><td>—</td><td>41</td><td>—</td></tr><tr><td>Money market funds</td><td>Level 1</td><td>7,830</td><td>—</td><td>—</td><td>7,830</td><td>7,830</td><td>—</td><td>—</td></tr><tr><td>Publicly-held equity securities (1) (2)</td><td>Level 1</td><td></td><td></td><td></td><td>17,726</td><td>—</td><td>12,886</td><td>4,840</td></tr><tr><td>Total</td><td></td><td>$ 47,182</td><td>$ 174</td><td>$ (6)</td><td>$ 65,076</td><td>$ 8,285</td><td>$ 51,951</td><td>$ 4,840</td></tr></table>",
+      "path": "tables/table-86 Debt Securities.html",
+      "metadata": {
+        "length": 1587,
+        "summary": "table-87\nThe table details debt securities by pricing category, cost, unrealized gains/losses, fair value, and reporting classification as cash equivalents, marketable securities, or other assets.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-86 Debt Securities.html",
+        "keywords": [
+          "Debt securities",
+          "Fair value",
+          "Pricing levels"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "38a6ef38-14bb-59d9-b67e-ab6b5762821e",
+      "type": "text",
+      "content": "The fair values of our financial assets are determined using quoted market prices of identical assets or market prices of similar assets from active markets. We review fair value classification on a quarterly basis. The following is a summary of cash equivalents and marketable securities:\nJan 25, 2026\n\n[tables/table-86 Debt Securities.html]\n\n(1) In the first quarter of fiscal year 2026, one investment was reclassified from non-marketable equity securities to marketable securities following public market trading. The balance as of January 25, 2026 includes \\$10.5 billion of investments which are subject to short-term lock-up restrictions on the ability to sell.\n(2) The long-term portion of marketable equity securities, which are subject to lock-up restrictions through December 2027 of \\$4.8 billion as of January 25, 2026, is included in other assets.\nPublicly-held equity securities are subject to market price volatility. Net unrealized gains on investments in publicly-held equity securities held at period end were \\$6.6 billion for fiscal year 2026. Net unrealized gains on investments in publicly-held equity securities held at period end were not significant for fiscal years 2025 and 2024.\nNet realized gains on investments in publicly-held equity securities sold were not significant for fiscal years 2026, 2025, and 2024, reflecting the difference between the sale proceeds and the carrying value of the equity securities at the beginning of the period or the purchase date, if later.",
+      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/Note 7 - Cash Equivalents and Marketable Securities",
+      "metadata": {
+        "length": 1569,
+        "summary": "The passage discusses the fair value determination of financial assets using quoted market prices. It summarizes cash equivalents and marketable securities as of January 25, 2026, noting reclassification of an investment from non-marketable to marketable equity securities, with $10.5 billion subject to short-term lock-up restrictions and $4.8 billion in long-term lock-up restrictions through December 2027. Net unrealized gains on publicly-held equity securities were $6.6 billion for fiscal year 2026, while net realized gains were not significant for fiscal years 2024-2026.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "The",
+          "fair",
+          "values",
+          "financial",
+          "assets",
+          "determined",
+          "quoted",
+          "market",
+          "prices",
+          "identical",
+          "similar",
+          "active",
+          "markets",
+          "We",
+          "review",
+          "classification",
+          "quarterly",
+          "basis",
+          "summary",
+          "cash",
+          "equivalents",
+          "marketable",
+          "securities",
+          "Jan",
+          "25",
+          "2026",
+          "In",
+          "quarter",
+          "fiscal",
+          "year",
+          "investment",
+          "reclassified",
+          "equity",
+          "public",
+          "trading",
+          "balance",
+          "January",
+          "includes",
+          "10.5",
+          "billion",
+          "investments",
+          "subject",
+          "short",
+          "term",
+          "lock",
+          "restrictions",
+          "ability",
+          "sell",
+          "long",
+          "portion",
+          "December",
+          "2027",
+          "4.8",
+          "included",
+          "Publicly",
+          "held",
+          "price",
+          "volatility",
+          "Net",
+          "unrealized",
+          "gains",
+          "publicly",
+          "period",
+          "end",
+          "6.6",
+          "significant",
+          "years",
+          "2025",
+          "2024",
+          "realized",
+          "sold",
+          "reflecting",
+          "difference",
+          "sale",
+          "proceeds",
+          "carrying",
+          "beginning",
+          "purchase",
+          "date"
+        ],
+        "keywords": [
+          "fair value",
+          "marketable securities",
+          "equity securities"
+        ],
+        "connect_to": [
+          {
+            "target": "2a7db966-8d15-5579-ae85-e26396e44f94",
+            "relation": "embeds",
+            "ref": "[tables/table-86 Debt Securities.html]",
+            "position": {
+              "start": 304,
+              "end": 342
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "828be8ff-3948-51a3-a7fe-9939224842b8",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"3\"></td><td rowspan=\"2\">Pricing Category</td><td rowspan=\"2\">Cost or Amortized Cost</td><td rowspan=\"2\">Unrealized Gain</td><td rowspan=\"2\">Unrealized Loss</td><td rowspan=\"2\">Estimated Fair Value</td><td colspan=\"2\">Reported as</td></tr><tr><td>Cash Equivalents</td><td>Marketable Securities</td></tr><tr><td colspan=\"7\">(In millions)</td></tr><tr><td>Corporate debt securities</td><td>Level 2</td><td>$ 18,504</td><td>$ 51</td><td>$ (29)</td><td>$ 18,526</td><td>$ 2,071</td><td>$ 16,455</td></tr><tr><td>Debt securities issued by the U.S. Treasury</td><td>Level 2</td><td>16,749</td><td>42</td><td>(22)</td><td>16,769</td><td>1,801</td><td>14,968</td></tr><tr><td>Debt securities issued by U.S. government agencies</td><td>Level 2</td><td>2,775</td><td>7</td><td>(5)</td><td>2,777</td><td>—</td><td>2,777</td></tr><tr><td>Foreign government bonds</td><td>Level 2</td><td>177</td><td>—</td><td>—</td><td>177</td><td>137</td><td>40</td></tr><tr><td>Certificates of deposit</td><td>Level 2</td><td>97</td><td>—</td><td>—</td><td>97</td><td>97</td><td>—</td></tr><tr><td>Money market funds</td><td>Level 1</td><td>3,760</td><td>—</td><td>—</td><td>3,760</td><td>3,760</td><td>—</td></tr><tr><td>Publicly-held equity securities</td><td>Level 1</td><td></td><td></td><td></td><td>381</td><td>—</td><td>381</td></tr><tr><td>Total</td><td></td><td>$ 42,062</td><td>$ 100</td><td>$ (56)</td><td>$ 42,487</td><td>$ 7,866</td><td>$ 34,621</td></tr></table>",
+      "path": "tables/table-87 Fair Value Table.html",
+      "metadata": {
+        "length": 1472,
+        "summary": "table-88\nThe table details investments by pricing category, showing cost, unrealized gains/losses, estimated fair value, and classification as cash equivalents or marketable securities. Total fair value is $42,487 million.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-87 Fair Value Table.html",
+        "keywords": [
+          "fair value",
+          "debt securities",
+          "equity securities"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "27971e02-74c3-5a5f-999e-a1ad964b9b3a",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"4\"></td><td colspan=\"2\">Jan 25, 2026</td><td colspan=\"2\">Jan 26, 2025</td></tr><tr><td colspan=\"2\">Less than 12 Months</td><td colspan=\"2\">Less than 12 Months</td></tr><tr><td>Estimated Fair Value</td><td>Gross Unrealized Loss</td><td>Estimated Fair Value</td><td>Gross Unrealized Loss</td></tr><tr><td colspan=\"4\">(In millions)</td></tr><tr><td>Debt securities issued by the U.S. Treasury</td><td>$ 10,666</td><td>$ (3)</td><td>$ 6,315</td><td>$ (22)</td></tr><tr><td>Corporate debt securities</td><td>1,332</td><td>(3)</td><td>5,291</td><td>(29)</td></tr><tr><td>Debt securities issued by U.S. government agencies</td><td>1,134</td><td>—</td><td>816</td><td>(5)</td></tr><tr><td>Total</td><td>$ 13,132</td><td>$ (6)</td><td>$ 12,422</td><td>$ (56)</td></tr></table>",
+      "path": "tables/table-88 Debt Securities.html",
+      "metadata": {
+        "length": 791,
+        "summary": "table-89\nThe table compares estimated fair value and gross unrealized loss for debt securities (U.S. Treasury, corporate, government agencies) as of Jan 25, 2026 and Jan 26, 2025, with totals of $13,132M and $12,422M respectively.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-88 Debt Securities.html",
+        "keywords": [
+          "Debt securities",
+          "Unrealized loss",
+          "Fair value"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "2210d973-a95c-5c7f-816c-066746a7282c",
+      "type": "table",
+      "content": "<table><tr><td></td><td>Jan 25, 2026</td></tr><tr><td></td><td>(In millions)</td></tr><tr><td>Less than one year</td><td>$ 20,427</td></tr><tr><td>Due in 1 - 5 years</td><td>19,093</td></tr><tr><td>Total</td><td>$ 39,520</td></tr></table>",
+      "path": "tables/table-89 Debt Maturity.html",
+      "metadata": {
+        "length": 238,
+        "summary": "table-90\nThe table shows debt maturities: $20,427 million due in less than one year, $19,093 million due in 1-5 years, totaling $39,520 million as of Jan 25, 2026.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-89 Debt Maturity.html",
+        "keywords": [
+          "Debt",
+          "Maturity",
+          "Schedule"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "2f245217-df73-50a2-ba58-473570024d02",
+      "type": "text",
+      "content": "(Continued)\nJan 26, 2025\n\n[tables/table-87 Fair Value Table.html]\n\nThe following tables provide the breakdown of unrealized losses, aggregated by investment category and length of time that individual debt securities have been in a continuous loss position:\n\n[tables/table-88 Debt Securities.html]\n\nGross unrealized losses related to debt securities in a continuous loss position of twelve months or greater as of January 25, 2026 and January 26, 2025 were not significant. Gross unrealized losses are related to fixed income securities, driven primarily by changes in interest rates.\nThe estimated fair value of debt securities included in cash equivalents and marketable securities are shown below by contractual maturity.\n\n[tables/table-89 Debt Maturity.html]",
+      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements_5",
+      "metadata": {
+        "length": 835,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Continued",
+          "Jan",
+          "26",
+          "2025",
+          "The",
+          "tables",
+          "provide",
+          "breakdown",
+          "unrealized",
+          "losses",
+          "aggregated",
+          "investment",
+          "category",
+          "length",
+          "time",
+          "individual",
+          "debt",
+          "securities",
+          "continuous",
+          "loss",
+          "position",
+          "Gross",
+          "related",
+          "twelve",
+          "months",
+          "greater",
+          "January",
+          "25",
+          "2026",
+          "significant",
+          "fixed",
+          "income",
+          "driven",
+          "primarily",
+          "interest",
+          "rates",
+          "estimated",
+          "fair",
+          "included",
+          "cash",
+          "equivalents",
+          "marketable",
+          "shown",
+          "contractual",
+          "maturity"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "828be8ff-3948-51a3-a7fe-9939224842b8",
+            "relation": "embeds",
+            "ref": "[tables/table-87 Fair Value Table.html]",
+            "position": {
+              "start": 26,
+              "end": 65
+            }
+          },
+          {
+            "target": "27971e02-74c3-5a5f-999e-a1ad964b9b3a",
+            "relation": "embeds",
+            "ref": "[tables/table-88 Debt Securities.html]",
+            "position": {
+              "start": 259,
+              "end": 297
+            }
+          },
+          {
+            "target": "2210d973-a95c-5c7f-816c-066746a7282c",
+            "relation": "embeds",
+            "ref": "[tables/table-89 Debt Maturity.html]",
+            "position": {
+              "start": 726,
+              "end": 762
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "8418173f-081e-5c0f-8b1d-2608a19096cb",
+      "type": "text",
+      "content": "Our non-marketable equity securities are valued under the measurement alternative applying valuation methods based on observable transactions for similar investments of the same issuer and unobservable inputs such as volatility, expected",
+      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/Note 8 - Non-marketable Equity Securities",
+      "metadata": {
+        "length": 237,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Our",
+          "marketable",
+          "equity",
+          "securities",
+          "valued",
+          "measurement",
+          "alternative",
+          "applying",
+          "valuation",
+          "methods",
+          "based",
+          "observable",
+          "transactions",
+          "similar",
+          "investments",
+          "issuer",
+          "unobservable",
+          "inputs",
+          "volatility",
+          "expected"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "498716d7-58da-53d2-b691-4241bd598b7b",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"3\"></td><td colspan=\"2\">Year Ended</td></tr><tr><td>Jan 25, 2026</td><td>Jan 26, 2025</td></tr><tr><td colspan=\"2\">(In millions)</td></tr><tr><td>Balance at beginning of period</td><td>$ 3,387</td><td>$ 1,321</td></tr><tr><td>Adjustments related to non-marketable equity securities:</td><td></td><td></td></tr><tr><td>Net additions</td><td>17,444</td><td>1,309</td></tr><tr><td>Unrealized gains</td><td>2,369</td><td>816</td></tr><tr><td>Reclassification (1)</td><td>(848)</td><td>—</td></tr><tr><td>Impairments and unrealized losses</td><td>(101)</td><td>(59)</td></tr><tr><td>Balance at end of period</td><td>$ 22,251</td><td>$ 3,387</td></tr></table>",
+      "path": "tables/table-90 Equity Securities.html",
+      "metadata": {
+        "length": 677,
+        "summary": "table-91\nThe table shows changes in non-marketable equity securities balances for years ending Jan 25, 2026 and Jan 26, 2025, including net additions, unrealized gains, reclassifications, and impairments.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-90 Equity Securities.html",
+        "keywords": [
+          "non-marketable equity",
+          "unrealized gains",
+          "impairments"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "343c1cdd-36fb-5721-8726-7e7268ec57cd",
+      "type": "text",
+      "content": "(Continued)\ntime to liquidity, risk free rate and security-specific rights and obligations. Gains and losses on these investments, realized and unrealized, are recognized in Other income, net on our Consolidated Statements of Income.\nAdjustments to the carrying value of our non-marketable equity securities during fiscal years 2026 and 2025 were as follows:\n\n[tables/table-90 Equity Securities.html]\n\n(1) Represents reclassifications from non-marketable equity securities to marketable securities following public market trading.\nNon-marketable equity securities had cumulative gross unrealized gains of \\$2.7 billion and \\$1.1 billion, and cumulative gross unrealized losses and impairments of \\$176 million and \\$105 million on securities held as of January 25, 2026 and January 26, 2025, respectively.",
+      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements (Continued)",
+      "metadata": {
+        "length": 798,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Continued",
+          "time",
+          "liquidity",
+          "risk",
+          "free",
+          "rate",
+          "security",
+          "specific",
+          "rights",
+          "obligations",
+          "Gains",
+          "losses",
+          "investments",
+          "realized",
+          "unrealized",
+          "recognized",
+          "Other",
+          "income",
+          "net",
+          "Consolidated",
+          "Statements",
+          "Income",
+          "Adjustments",
+          "carrying",
+          "marketable",
+          "equity",
+          "securities",
+          "fiscal",
+          "years",
+          "2026",
+          "2025",
+          "Represents",
+          "reclassifications",
+          "public",
+          "market",
+          "trading",
+          "Non",
+          "cumulative",
+          "gross",
+          "gains",
+          "2.7",
+          "billion",
+          "1.1",
+          "impairments",
+          "176",
+          "million",
+          "105",
+          "held",
+          "January",
+          "25",
+          "26"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "498716d7-58da-53d2-b691-4241bd598b7b",
+            "relation": "embeds",
+            "ref": "[tables/table-90 Equity Securities.html]",
+            "position": {
+              "start": 360,
+              "end": 400
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "9876cf7b-2a7e-5f2f-bfbf-06173d066c34",
+      "type": "table",
+      "content": "<table><tr><td></td><td>Jan 25, 2026</td><td>Jan 26, 2025</td></tr><tr><td>Inventories:</td><td colspan=\"2\">(In millions)</td></tr><tr><td>Raw materials</td><td>$ 3,807</td><td>$ 3,408</td></tr><tr><td>Work in process</td><td>8,822</td><td>3,399</td></tr><tr><td>Finished goods</td><td>8,774</td><td>3,273</td></tr><tr><td>Total inventories (1)</td><td>$ 21,403</td><td>$ 10,080</td></tr></table>",
+      "path": "tables/table-91 Inventory Data.html",
+      "metadata": {
+        "length": 396,
+        "summary": "table-92\nThe table shows inventories in millions for Jan 25, 2026 and Jan 26, 2025: raw materials $3,807 vs $3,408, work in process $8,822 vs $3,399, finished goods $8,774 vs $3,273, total $21,403 vs $10,080.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-91 Inventory Data.html",
+        "keywords": [
+          "Inventories",
+          "Raw materials",
+          "Finished goods"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "a869f5ef-fa55-59cc-b75b-71839d43efdd",
+      "type": "table",
+      "content": "<table><tr><td></td><td>Jan 25, 2026</td><td>Jan 26, 2025</td><td>EstimatedUseful Life</td></tr><tr><td>Property and Equipment:</td><td colspan=\"2\">(In millions)</td><td>(In years)</td></tr><tr><td>Land</td><td>$ 777</td><td>$ 511</td><td>(A)</td></tr><tr><td>Buildings, leasehold improvements, and furniture</td><td>2,891</td><td>2,076</td><td>(B)</td></tr><tr><td>Equipment, compute hardware, and software</td><td>12,619</td><td>7,568</td><td>2-7</td></tr><tr><td>Construction in process</td><td>683</td><td>529</td><td>(C)</td></tr><tr><td>Total property and equipment, gross</td><td>16,970</td><td>10,684</td><td></td></tr><tr><td>Accumulated depreciation and amortization</td><td>(6,587)</td><td>(4,401)</td><td></td></tr><tr><td>Total property and equipment, net</td><td>$ 10,383</td><td>$ 6,283</td><td></td></tr></table>",
+      "path": "tables/table-92 Property & Equipment.html",
+      "metadata": {
+        "length": 828,
+        "summary": "table-93\nThe table shows property and equipment gross totals of $16,970 million (Jan 2026) and $10,684 million (Jan 2025), with accumulated depreciation of $6,587 million and $4,401 million, resulting in net values of $10,383 million and $6,283 million.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-92 Property & Equipment.html",
+        "keywords": [
+          "Property",
+          "Equipment",
+          "Depreciation"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "d43b1e36-d222-551d-a4d1-39ee59590020",
+      "type": "text",
+      "content": "We refer to customers who purchase products directly from NVIDIA as direct customers, such as AIBs, distributors, ODMs, OEMs, CSPs, AI model makers, and system integrators. Certain direct customers may use either internal resources or third-party system integrators to complete their build. Three direct customers accounted for 25%, 18%, and 13% of our accounts receivable balance as of January 25, 2026. Two direct customers accounted for 17% and 16% of our accounts receivable balance as of January 26, 2025.\nCertain balance sheet components are as follows:\n\n[tables/table-91 Inventory Data.html]\n\n(1) In fiscal years 2026 and 2025, we recorded inventory provisions of \\$4.0 billion and \\$1.6 billion, respectively, in cost of revenue.\n\n[tables/table-92 Property & Equipment.html]\n\n(A) Land is a non-depreciable asset.",
+      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/Note 9 - Balance Sheet Components",
+      "metadata": {
+        "length": 857,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "We",
+          "refer",
+          "customers",
+          "purchase",
+          "products",
+          "directly",
+          "NVIDIA",
+          "direct",
+          "AIBs",
+          "distributors",
+          "ODMs",
+          "OEMs",
+          "CSPs",
+          "AI",
+          "model",
+          "makers",
+          "system",
+          "integrators",
+          "Certain",
+          "internal",
+          "resources",
+          "party",
+          "complete",
+          "build",
+          "Three",
+          "accounted",
+          "25%",
+          "18%",
+          "13%",
+          "accounts",
+          "receivable",
+          "balance",
+          "January",
+          "25",
+          "2026",
+          "Two",
+          "17%",
+          "16%",
+          "26",
+          "2025",
+          "sheet",
+          "components",
+          "In",
+          "fiscal",
+          "years",
+          "recorded",
+          "inventory",
+          "provisions",
+          "4.0",
+          "billion",
+          "1.6",
+          "cost",
+          "revenue",
+          "Land",
+          "depreciable",
+          "asset"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "9876cf7b-2a7e-5f2f-bfbf-06173d066c34",
+            "relation": "embeds",
+            "ref": "[tables/table-91 Inventory Data.html]",
+            "position": {
+              "start": 561,
+              "end": 598
+            }
+          },
+          {
+            "target": "a869f5ef-fa55-59cc-b75b-71839d43efdd",
+            "relation": "embeds",
+            "ref": "[tables/table-92 Property & Equipment.html]",
+            "position": {
+              "start": 739,
+              "end": 782
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "2ac43a1f-f2bd-53bf-b2e6-93660a673491",
+      "type": "table",
+      "content": "<table><tr><td></td><td>Jan 25, 2026</td><td>Jan 26, 2025</td></tr><tr><td>Accrued and Other Current Liabilities:</td><td colspan=\"2\">(In millions)</td></tr><tr><td>Customer program accruals</td><td>$ 5,318</td><td>$ 4,880</td></tr><tr><td>Accrued purchase consideration</td><td>3,921</td><td>9</td></tr><tr><td>Product warranty</td><td>2,807</td><td>1,290</td></tr><tr><td>Excess inventory purchase obligations (1)</td><td>2,739</td><td>2,095</td></tr><tr><td>Taxes payable</td><td>2,669</td><td>881</td></tr><tr><td>Deferred revenue (2)</td><td>1,379</td><td>837</td></tr><tr><td>Accrued payroll and related expenses</td><td>1,146</td><td>848</td></tr><tr><td>Other</td><td>1,373</td><td>897</td></tr><tr><td>Total accrued and other current liabilities</td><td>$ 21,352</td><td>$ 11,737</td></tr></table>",
+      "path": "tables/table-93 Current Liabilities.html",
+      "metadata": {
+        "length": 806,
+        "summary": "table-94\nThe table lists accrued and other current liabilities for Jan 25, 2026 and Jan 26, 2025, totaling $21,352 million and $11,737 million respectively, including customer program accruals, warranty, and purchase obligations.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-93 Current Liabilities.html",
+        "keywords": [
+          "accrued liabilities",
+          "warranty",
+          "deferred revenue"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "95b1bede-01eb-54b5-9e13-b7b6f6252075",
+      "type": "table",
+      "content": "<table><tr><td></td><td>Jan 25, 2026</td><td>Jan 26, 2025</td></tr><tr><td>Other Long-Term Liabilities:</td><td colspan=\"2\">(In millions)</td></tr><tr><td>Income tax payable (1)</td><td>$ 3,958</td><td>$ 2,188</td></tr><tr><td>Deferred income tax</td><td>1,774</td><td>886</td></tr><tr><td>Deferred revenue (2)</td><td>1,193</td><td>976</td></tr><tr><td>Other</td><td>381</td><td>195</td></tr><tr><td>Total other long-term liabilities</td><td>$ 7,306</td><td>$ 4,245</td></tr></table>",
+      "path": "tables/table-94 Long-Term Liabilities.html",
+      "metadata": {
+        "length": 484,
+        "summary": "table-95\nThe table shows other long-term liabilities for Jan 25, 2026 and Jan 26, 2025, including income tax payable, deferred income tax, deferred revenue, and other items, totaling $7,306 million and $4,245 million respectively.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-94 Long-Term Liabilities.html",
+        "keywords": [
+          "liabilities",
+          "income tax",
+          "deferred revenue"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "bcd9722d-c4c5-599b-8bfb-47aadddafbac",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"2\"></td><td>Jan 25, 2026</td><td>Jan 26, 2025</td></tr><tr><td colspan=\"2\">(In millions)</td></tr><tr><td>Balance at beginning of period</td><td>$ 1,813</td><td>$ 1,337</td></tr><tr><td>Deferred revenue additions (1)</td><td>11,137</td><td>5,083</td></tr><tr><td>Revenue recognized (2)</td><td>(10,378)</td><td>(4,607)</td></tr><tr><td>Balance at end of period</td><td>$ 2,572</td><td>$ 1,813</td></tr></table>",
+      "path": "tables/table-95 Deferred Revenue.html",
+      "metadata": {
+        "length": 434,
+        "summary": "table-96\nThe table shows deferred revenue balance changes from Jan 2025 to Jan 2026, with additions of $11,137M and revenue recognized of $10,378M, ending at $2,572M.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-95 Deferred Revenue.html",
+        "keywords": [
+          "Deferred Revenue",
+          "Revenue Recognition",
+          "Balance Sheet"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "99d3fcb7-5279-5c76-ba5f-d6f9e262c361",
+      "type": "text",
+      "content": "(Continued)\n(B) The estimated useful lives of our buildings are up to thirty years. Leasehold improvements and finance leases are amortized based on the lesser of either the asset's estimated useful life or the expected remaining lease term.\n(C) Construction in process represents assets that are not available for their intended use.\nDepreciation expense for fiscal years 2026, 2025, and 2024 was \\$2.4 billion, \\$1.3 billion, and \\$894 million, respectively.\nAccumulated amortization of leasehold improvements and finance leases was \\$519 million and \\$410 million as of January 25, 2026 and January 26, 2025, respectively.\nProperty, equipment and intangible assets acquired but not paid for during fiscal years 2026, 2025, and 2024 were \\$820 million, \\$525 million, and \\$170 million, respectively.\n\n[tables/table-93 Current Liabilities.html]\n\n(1) In fiscal years 2026 and 2025, we recorded an expense of approximately \\$3.2 billion and \\$2.0 billion, respectively, in cost of revenue.\n(2) Includes customer advances and unearned revenue related to hardware and software support, cloud services, and license and development arrangements. The balance as of January 25, 2026 and January 26, 2025 included \\$160 million and \\$81 million of customer advances, respectively.\n\n[tables/table-94 Long-Term Liabilities.html]\n\n(1) Primarily comprised of unrecognized tax benefits and related interest and penalties.\n(2) Includes unearned revenue related to hardware and software support and cloud services.\nDeferred Revenue\nThe following table shows the changes in short- and long-term deferred revenue during fiscal years 2026 and 2025:\n\n[tables/table-95 Deferred Revenue.html]\n\n(1) Includes \\$9.0 billion and \\$3.6 billion of customer advances for fiscal years 2026 and 2025, respectively.\n(2) Includes \\$8.9 billion and \\$3.7 billion related to customer advances for fiscal years 2026 and 2025, respectively.",
+      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements (Continued)_2",
+      "metadata": {
+        "length": 1924,
+        "summary": "The passage details depreciation expenses for fiscal years 2026, 2025, and 2024 ($2.4B, $1.3B, $894M), accumulated amortization of leasehold improvements and finance leases ($519M and $410M as of Jan 25, 2026 and Jan 26, 2025), and property, equipment, and intangible assets acquired but not paid for ($820M, $525M, $170M). It also covers deferred revenue changes, including customer advances of $160M and $81M as of the respective dates, and $9.0B and $3.6B of customer advances for fiscal years 2026 and 2025.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Continued",
+          "The",
+          "estimated",
+          "lives",
+          "buildings",
+          "thirty",
+          "years",
+          "Leasehold",
+          "improvements",
+          "finance",
+          "leases",
+          "amortized",
+          "based",
+          "lesser",
+          "asset",
+          "life",
+          "expected",
+          "remaining",
+          "lease",
+          "term",
+          "Construction",
+          "process",
+          "represents",
+          "assets",
+          "intended",
+          "Depreciation",
+          "expense",
+          "fiscal",
+          "2026",
+          "2025",
+          "2024",
+          "2.4",
+          "billion",
+          "1.3",
+          "894",
+          "million",
+          "Accumulated",
+          "amortization",
+          "leasehold",
+          "519",
+          "410",
+          "January",
+          "25",
+          "26",
+          "Property",
+          "equipment",
+          "intangible",
+          "acquired",
+          "paid",
+          "820",
+          "525",
+          "170",
+          "In",
+          "recorded",
+          "approximately",
+          "3.2",
+          "2.0",
+          "cost",
+          "revenue",
+          "Includes",
+          "customer",
+          "advances",
+          "unearned",
+          "related",
+          "hardware",
+          "software",
+          "support",
+          "cloud",
+          "services",
+          "license",
+          "development",
+          "arrangements",
+          "balance",
+          "included",
+          "160",
+          "81",
+          "Primarily",
+          "comprised",
+          "unrecognized",
+          "tax",
+          "benefits",
+          "interest",
+          "penalties",
+          "Deferred",
+          "Revenue",
+          "table",
+          "shows",
+          "short",
+          "long",
+          "deferred",
+          "9.0",
+          "3.6",
+          "8.9",
+          "3.7"
+        ],
+        "keywords": [
+          "Depreciation",
+          "Deferred Revenue",
+          "Customer Advances"
+        ],
+        "connect_to": [
+          {
+            "target": "2ac43a1f-f2bd-53bf-b2e6-93660a673491",
+            "relation": "embeds",
+            "ref": "[tables/table-93 Current Liabilities.html]",
+            "position": {
+              "start": 804,
+              "end": 846
+            }
+          },
+          {
+            "target": "95b1bede-01eb-54b5-9e13-b7b6f6252075",
+            "relation": "embeds",
+            "ref": "[tables/table-94 Long-Term Liabilities.html]",
+            "position": {
+              "start": 1275,
+              "end": 1319
+            }
+          },
+          {
+            "target": "bcd9722d-c4c5-599b-8bfb-47aadddafbac",
+            "relation": "embeds",
+            "ref": "[tables/table-95 Deferred Revenue.html]",
+            "position": {
+              "start": 1633,
+              "end": 1672
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "9d1c0242-893d-50d3-81f5-692a56692597",
+      "type": "text",
+      "content": "(Continued)\nWe recognized revenue of \\$974 million and \\$729 million in fiscal years 2026 and 2025, respectively, that were included in the prior year end deferred revenue balance.\nAs of January 25, 2026, revenue related to remaining performance obligations from contracts greater than one year in length was \\$2.3 billion, which includes \\$1.9 billion from deferred revenue and \\$390 million which has not yet been billed nor recognized as revenue. Approximately 42% of revenue from contracts greater than one year in length will be recognized over the next twelve months.",
+      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements_6",
+      "metadata": {
+        "length": 573,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Continued",
+          "We",
+          "recognized",
+          "revenue",
+          "974",
+          "million",
+          "729",
+          "fiscal",
+          "years",
+          "2026",
+          "2025",
+          "included",
+          "prior",
+          "year",
+          "end",
+          "deferred",
+          "balance",
+          "As",
+          "January",
+          "25",
+          "related",
+          "remaining",
+          "performance",
+          "obligations",
+          "contracts",
+          "greater",
+          "length",
+          "2.3",
+          "billion",
+          "includes",
+          "1.9",
+          "390",
+          "billed",
+          "Approximately",
+          "42%",
+          "twelve",
+          "months"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "6575dcb2-7840-5368-9891-3bb82517179a",
+      "type": "text",
+      "content": "",
+      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/Note 10 - Derivative Financial Instruments",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "e7d19787-3b15-5c8d-823f-3f4fc8bb3264",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"2\"></td><td>Jan 25, 2026</td><td>Jan 26, 2025</td></tr><tr><td colspan=\"2\">(In millions)</td></tr><tr><td>Designated as accounting hedges</td><td>$ 1,765</td><td>$ 1,424</td></tr><tr><td>Not designated as accounting hedges</td><td>$ 2,332</td><td>$ 1,297</td></tr></table>",
+      "path": "tables/table-96 Hedge Values.html",
+      "metadata": {
+        "length": 296,
+        "summary": "table-97\nThe table shows designated accounting hedges at $1,765M (Jan 2026) and $1,424M (Jan 2025), and non-designated hedges at $2,332M and $1,297M respectively.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-96 Hedge Values.html",
+        "keywords": [
+          "hedges",
+          "accounting",
+          "values"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "b023364c-2e13-5140-839c-453ed9e7720e",
+      "type": "text",
+      "content": "We utilize foreign currency forward contracts to mitigate the impact of foreign currency exchange rate movements on our operating expenses. The foreign currency forward contracts for operating expenses are designated as accounting hedges. Gains or losses on the contracts are recorded in accumulated other comprehensive income or loss and reclassified to operating expense when the related operating expenses are recognized in earnings. In fiscal years 2026 and 2025, the impact of foreign currency forward contracts designated as accounting hedges on other comprehensive income or loss was not significant and all such instruments were determined to be highly effective.\nWe also entered into foreign currency forward contracts mitigating the impact of foreign currency movements on monetary assets and liabilities. For our foreign currency contracts for assets and liabilities, the change in fair value of these non-designated contracts was recorded in other income or expense and offsets the change in fair value of the hedged foreign currency denominated monetary assets and liabilities, which was also recorded in other income or expense.\nThe table below presents the notional value of our foreign currency contracts outstanding:\n\n[tables/table-96 Hedge Values.html]\n\nThe unrealized gains and losses or fair value of our foreign currency contracts were not significant as of January 25, 2026 and January 26, 2025.\nAs of January 25, 2026, all foreign currency contracts mature within 18 months. The expected realized gains and losses deferred into accumulated other comprehensive income or loss related to foreign currency forward contracts within the next twelve months were not significant.",
+      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/Note 10 - Derivative Financial Instruments/Foreign Currency Derivatives",
+      "metadata": {
+        "length": 1708,
+        "summary": "The company uses foreign currency forward contracts to hedge against exchange rate impacts on operating expenses, designating them as accounting hedges with gains/losses recorded in OCI and reclassified to expenses. Non-designated contracts hedge monetary assets/liabilities, with fair value changes in other income/expense. Notional values are presented in a table. Unrealized gains/losses were not significant as of Jan 2025 and 2026. All contracts mature within 18 months, with no significant deferred gains/losses expected in the next twelve months.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "We",
+          "utilize",
+          "foreign",
+          "currency",
+          "forward",
+          "contracts",
+          "mitigate",
+          "impact",
+          "exchange",
+          "rate",
+          "movements",
+          "operating",
+          "expenses",
+          "The",
+          "designated",
+          "accounting",
+          "hedges",
+          "Gains",
+          "losses",
+          "recorded",
+          "accumulated",
+          "comprehensive",
+          "income",
+          "loss",
+          "reclassified",
+          "expense",
+          "related",
+          "recognized",
+          "earnings",
+          "In",
+          "fiscal",
+          "years",
+          "2026",
+          "2025",
+          "significant",
+          "instruments",
+          "determined",
+          "highly",
+          "effective",
+          "entered",
+          "mitigating",
+          "monetary",
+          "assets",
+          "liabilities",
+          "For",
+          "change",
+          "fair",
+          "offsets",
+          "hedged",
+          "denominated",
+          "table",
+          "presents",
+          "notional",
+          "outstanding",
+          "unrealized",
+          "gains",
+          "January",
+          "25",
+          "26",
+          "As",
+          "mature",
+          "18",
+          "months",
+          "expected",
+          "realized",
+          "deferred",
+          "twelve"
+        ],
+        "keywords": [
+          "foreign currency",
+          "forward contracts",
+          "hedging"
+        ],
+        "connect_to": [
+          {
+            "target": "e7d19787-3b15-5c8d-823f-3f4fc8bb3264",
+            "relation": "embeds",
+            "ref": "[tables/table-96 Hedge Values.html]",
+            "position": {
+              "start": 1235,
+              "end": 1270
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "c213e507-8222-59eb-b307-90b1a8978031",
+      "type": "text",
+      "content": "In fiscal year 2026, we entered into agreements to guarantee partners' facility lease obligations in the event of their default in exchange for warrants. The maximum gross exposure under all agreements is \\$3.5 billion, which is reduced as the partners make payments to the lessors over terms ranging from 5 to 7 years. The partners have placed \\$712 million in escrow to mitigate our potential exposure. The guarantees, classified as credit derivatives with changes in fair value recognized in Other income and expense, were not material.",
+      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/Note 10 - Derivative Financial Instruments/Facility Lease Guarantees",
+      "metadata": {
+        "length": 539,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "In",
+          "fiscal",
+          "year",
+          "2026",
+          "entered",
+          "agreements",
+          "guarantee",
+          "partners",
+          "facility",
+          "lease",
+          "obligations",
+          "event",
+          "default",
+          "exchange",
+          "warrants",
+          "The",
+          "maximum",
+          "gross",
+          "exposure",
+          "3.5",
+          "billion",
+          "reduced",
+          "make",
+          "payments",
+          "lessors",
+          "terms",
+          "ranging",
+          "years",
+          "712",
+          "million",
+          "escrow",
+          "mitigate",
+          "potential",
+          "guarantees",
+          "classified",
+          "credit",
+          "derivatives",
+          "fair",
+          "recognized",
+          "Other",
+          "income",
+          "expense",
+          "material"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "2db61cef-309a-5bdf-ab38-c3f324d79ac3",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"2\"></td><td rowspan=\"2\">Expected Remaining Term (years)</td><td rowspan=\"2\">Effective Interest Rate</td><td>Jan 25, 2026</td><td>Jan 26, 2025</td></tr><tr><td colspan=\"2\">(In millions)</td></tr><tr><td>3.20% Notes Due 2026</td><td>0.6</td><td>3.31%</td><td>1,000</td><td>1,000</td></tr><tr><td>1.55% Notes Due 2028</td><td>2.4</td><td>1.64%</td><td>1,250</td><td>1,250</td></tr><tr><td>2.85% Notes Due 2030</td><td>4.2</td><td>2.93%</td><td>1,500</td><td>1,500</td></tr><tr><td>2.00% Notes Due 2031</td><td>5.4</td><td>2.09%</td><td>1,250</td><td>1,250</td></tr><tr><td>3.50% Notes Due 2040</td><td>14.2</td><td>3.54%</td><td>1,000</td><td>1,000</td></tr><tr><td>3.50% Notes Due 2050</td><td>24.2</td><td>3.54%</td><td>2,000</td><td>2,000</td></tr><tr><td>3.70% Notes Due 2060</td><td>34.2</td><td>3.73%</td><td>500</td><td>500</td></tr><tr><td>Unamortized debt discount and issuance costs</td><td></td><td></td><td>(32)</td><td>(37)</td></tr><tr><td>Net carrying amount</td><td></td><td></td><td>8,468</td><td>8,463</td></tr><tr><td>Less short-term portion</td><td></td><td></td><td>(999)</td><td>—</td></tr><tr><td>Total long-term portion</td><td></td><td></td><td>$ 7,469</td><td>$ 8,463</td></tr></table>",
+      "path": "tables/table-97 Debt Notes Table.html",
+      "metadata": {
+        "length": 1232,
+        "summary": "table-98\nTable lists notes due from 2026 to 2060 with interest rates from 1.55% to 3.70%, carrying amounts, and net carrying value of $8,468M as of Jan 25, 2026.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-97 Debt Notes Table.html",
+        "keywords": [
+          "Notes",
+          "Interest Rates",
+          "Maturities"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "1c4d6258-cf46-51f3-a1c5-088bcc512c53",
+      "type": "text",
+      "content": "(Continued)\nNote 11 - Debt\n\n[tables/table-97 Debt Notes Table.html]\n\nAs of January 25, 2026 and January 26, 2025, the estimated fair value of debt was \\$7.5 billion and \\$7.2 billion, respectively. The estimated fair values are based on Level 2 inputs.\nOur notes are unsecured senior obligations. Existing and future liabilities of our subsidiaries will be effectively senior to the notes. Our notes pay interest semi-annually. We may redeem each of our notes prior to maturity, subject to a make-whole premium. The maturity of the notes is calendar year.\nAs of January 25, 2026, we complied with the required covenants, which are non-financial in nature, under the outstanding notes.\nIn January 2026, we increased the size of our commercial paper program from \\$575 million to \\$25.0 billion. As of January 25, 2026, no commercial paper was outstanding.",
+      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements_7",
+      "metadata": {
+        "length": 911,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Continued",
+          "Note",
+          "11",
+          "Debt",
+          "As",
+          "January",
+          "25",
+          "2026",
+          "26",
+          "2025",
+          "estimated",
+          "fair",
+          "debt",
+          "7.5",
+          "billion",
+          "7.2",
+          "The",
+          "values",
+          "based",
+          "Level",
+          "inputs",
+          "Our",
+          "notes",
+          "unsecured",
+          "senior",
+          "obligations",
+          "Existing",
+          "future",
+          "liabilities",
+          "subsidiaries",
+          "effectively",
+          "pay",
+          "interest",
+          "semi",
+          "annually",
+          "We",
+          "redeem",
+          "prior",
+          "maturity",
+          "subject",
+          "make",
+          "premium",
+          "calendar",
+          "year",
+          "complied",
+          "required",
+          "covenants",
+          "financial",
+          "nature",
+          "outstanding",
+          "In",
+          "increased",
+          "size",
+          "commercial",
+          "paper",
+          "program",
+          "575",
+          "million",
+          "25.0"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "2db61cef-309a-5bdf-ab38-c3f324d79ac3",
+            "relation": "embeds",
+            "ref": "[tables/table-97 Debt Notes Table.html]",
+            "position": {
+              "start": 28,
+              "end": 67
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "57e228e5-e4ee-52a9-99b9-0d480259a056",
+      "type": "text",
+      "content": "",
+      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/Note 12 - Commitments and Contingencies",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "bc3c771f-c000-56c6-990a-e1f81fa1c959",
+      "type": "text",
+      "content": "Manufacturing, supply, and capacity commitments reflect datacenter-scale production and longer future ordering horizons across current and future product architectures. We enter into agreements with our supply vendors that allow them to procure inventory based upon our defined criteria, and in certain instances, these agreements are cancellable, able to be rescheduled, or adjustable for our business needs prior to placing firm orders. Changes to these agreements may result in additional costs. As of January 25, 2026, these commitments were \\$95.2 billion, of which substantially all will be paid through fiscal year 2027.\nMulti-year cloud service agreement commitments as of January 25, 2026, were \\$27 billion, for which \\$7 billion, \\$6 billion, \\$5 billion, \\$5 billion, \\$2 billion, and \\$2 billion will be paid in fiscal years 2027, 2028, 2029, 2030, 2031, and 2032 and thereafter, respectively. Some cloud service capacity may be reduced, terminated or sold to others by the CSPs, in which case our commitments will be reduced. We expect cloud service agreements to be used to support our research and development efforts.\nInvestment commitments are \\$11.4 billion as of January 25, 2026, subject to certain contingencies, of which we expect substantially all will be made through fiscal year 2027.\nOther commitments were \\$3.4 billion as of January 25, 2026, of which the majority will be paid through fiscal year 2027.\nNVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements (Continued)",
+      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/Note 12 - Commitments and Contingencies/Commitments",
+      "metadata": {
+        "length": 1527,
+        "summary": "The passage details various commitments as of January 25, 2026. Manufacturing, supply, and capacity commitments total $95.2 billion, mostly payable through fiscal 2027, with agreements that may be cancellable or adjustable. Multi-year cloud service agreement commitments are $27 billion, with payments spread from 2027 to 2032 and beyond, and may be reduced if capacity is terminated or sold. Investment commitments stand at $11.4 billion, expected to be made through fiscal 2027. Other commitments are $3.4 billion, with most paid by fiscal 2027.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Manufacturing",
+          "supply",
+          "capacity",
+          "commitments",
+          "reflect",
+          "datacenter",
+          "scale",
+          "production",
+          "longer",
+          "future",
+          "ordering",
+          "horizons",
+          "current",
+          "product",
+          "architectures",
+          "We",
+          "enter",
+          "agreements",
+          "vendors",
+          "procure",
+          "inventory",
+          "based",
+          "defined",
+          "criteria",
+          "instances",
+          "cancellable",
+          "rescheduled",
+          "adjustable",
+          "business",
+          "prior",
+          "placing",
+          "firm",
+          "orders",
+          "Changes",
+          "result",
+          "additional",
+          "costs",
+          "As",
+          "January",
+          "25",
+          "2026",
+          "95.2",
+          "billion",
+          "substantially",
+          "paid",
+          "fiscal",
+          "year",
+          "2027",
+          "Multi",
+          "cloud",
+          "service",
+          "agreement",
+          "27",
+          "years",
+          "2028",
+          "2029",
+          "2030",
+          "2031",
+          "2032",
+          "Some",
+          "reduced",
+          "terminated",
+          "sold",
+          "CSPs",
+          "case",
+          "expect",
+          "support",
+          "research",
+          "development",
+          "efforts",
+          "Investment",
+          "11.4",
+          "subject",
+          "contingencies",
+          "made",
+          "Other",
+          "3.4",
+          "majority",
+          "NVIDIA",
+          "Corporation",
+          "Subsidiaries",
+          "Notes",
+          "Consolidated",
+          "Financial",
+          "Statements",
+          "Continued"
+        ],
+        "keywords": [
+          "Manufacturing",
+          "Cloud Service",
+          "Investment"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "a3975012-45c7-53af-9cbc-7951e74a28bb",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"3\"></td><td colspan=\"3\">Year Ended</td></tr><tr><td>Jan 25, 2026</td><td>Jan 26, 2025</td><td>Jan 28, 2024</td></tr><tr><td colspan=\"3\">(In millions)</td></tr><tr><td>Balance at beginning of period</td><td>$ 1,290</td><td>$ 306</td><td>$ 82</td></tr><tr><td>Additions</td><td>2,474</td><td>1,203</td><td>278</td></tr><tr><td>Utilization</td><td>(957)</td><td>(219)</td><td>(54)</td></tr><tr><td>Balance at end of period</td><td>$ 2,807</td><td>$ 1,290</td><td>$ 306</td></tr></table>",
+      "path": "tables/table-98 Restructuring Reserve.html",
+      "metadata": {
+        "length": 507,
+        "summary": "table-99\nThe table shows restructuring reserve balances for fiscal years ending Jan 2026, 2025, and 2024, with additions, utilization, and ending balances in millions.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-98 Restructuring Reserve.html",
+        "keywords": [
+          "Restructuring",
+          "Reserve",
+          "Balance"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "05922e34-1ec7-5dc2-90d0-22a948f0683e",
+      "type": "text",
+      "content": "The estimated amount of product warranty liabilities was \\$2.8 billion and \\$1.3 billion as of January 25, 2026 and January 26, 2025, respectively. The estimated product returns and product warranty activity consisted of the following:\n\n[tables/table-98 Restructuring Reserve.html]\n\nIn fiscal years 2026, 2025, and 2024 the additions in product warranty liabilities primarily related to our Compute & Networking segment.\nWe have provided indemnities for matters such as tax, product, and employee liabilities. We have included intellectual property indemnification provisions in our technology-related agreements with third parties. Maximum potential future payments cannot be estimated because many of these agreements do not have a maximum stated liability. We have not recorded any liability in our Consolidated Financial Statements for such indemnifications.",
+      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/Note 12 - Commitments and Contingencies/Accrual for Product Warranty Liabilities",
+      "metadata": {
+        "length": 851,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "The",
+          "estimated",
+          "amount",
+          "product",
+          "warranty",
+          "liabilities",
+          "2.8",
+          "billion",
+          "1.3",
+          "January",
+          "25",
+          "2026",
+          "26",
+          "2025",
+          "returns",
+          "activity",
+          "consisted",
+          "In",
+          "fiscal",
+          "years",
+          "2024",
+          "additions",
+          "primarily",
+          "related",
+          "Compute",
+          "Networking",
+          "segment",
+          "We",
+          "provided",
+          "indemnities",
+          "matters",
+          "tax",
+          "employee",
+          "included",
+          "intellectual",
+          "property",
+          "indemnification",
+          "provisions",
+          "technology",
+          "agreements",
+          "parties",
+          "Maximum",
+          "potential",
+          "future",
+          "payments",
+          "maximum",
+          "stated",
+          "liability",
+          "recorded",
+          "Consolidated",
+          "Financial",
+          "Statements",
+          "indemnifications"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "a3975012-45c7-53af-9cbc-7951e74a28bb",
+            "relation": "embeds",
+            "ref": "[tables/table-98 Restructuring Reserve.html]",
+            "position": {
+              "start": 237,
+              "end": 281
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "93e07080-320c-59e7-9d53-52810fad99af",
+      "type": "text",
+      "content": "Securities Class Action and Derivative Lawsuits\nThe plaintiffs in the putative securities class action lawsuit, captioned 4:18-cv-07669-HSG, initially filed on December 21, 2018 in the United States District Court for the Northern District of California, and titled In Re NVIDIA Corporation Securities Litigation, filed an amended complaint on May 13, 2020. The amended complaint asserted that NVIDIA and certain NVIDIA executives violated Section 10(b) of the Securities Exchange Act of 1934, as amended, or the Exchange Act, and SEC Rule 10b-5, by making materially false or misleading statements related to channel inventory and the impact of cryptocurrency mining on GPU demand between May 10, 2017 and November 14, 2018. Plaintiffs also alleged that the NVIDIA executives who they named as defendants violated Section 20(a) of the Exchange Act. Plaintiffs sought class certification, an award of unspecified compensatory damages, an award of reasonable costs and expenses, including attorneys' fees and expert fees, and further relief as the Court may deem just and proper. On March 2, 2021, the district court granted NVIDIA's motion to dismiss the complaint without leave to amend, entered judgment in favor of NVIDIA and closed the case. On March 30, 2021, plaintiffs filed an appeal from judgment in the United States Court of Appeals for the Ninth Circuit, case number 21-15604. On August 25, 2023, a majority of a three-judge Ninth Circuit panel affirmed in part and reversed in part the district court's dismissal of the case, with a third judge dissenting on the basis that the district court did not err in dismissing the case. On November 15, 2023, the Ninth Circuit denied NVIDIA's petition for rehearing en banc of the Ninth Circuit panel's majority decision to reverse in part the dismissal of the case, which NVIDIA had filed on October 10, 2023. On December 5, 2023, the Ninth Circuit granted NVIDIA's motion to stay the mandate pending NVIDIA's petition for a writ of certiorari in the Supreme Court of the United States and the Supreme Court's final disposition of the matter. NVIDIA filed a petition for a writ of certiorari on March 4, 2024. On June 17, 2024, the Supreme Court of the United States granted NVIDIA's petition for a writ of certiorari. After briefing and argument, the Supreme Court dismissed NVIDIA's writ of certiorari as improvidently granted on December 11, 2024, and issued judgment on January 13, 2025. On February 20, 2025, the Ninth Circuit's judgment, entered August 25, 2023 and corrected August 28, 2023, took effect, and the case was remanded to the district court for further proceedings.\nThe putative derivative lawsuit pending in the United States District Court for the Northern District of California, captioned 4:19-cv-00341-HSG, initially filed January 18, 2019 and titled In re NVIDIA Corporation Consolidated Derivative Litigation, was stayed pending resolution of the plaintiffs' appeal in the In Re NVIDIA Corporation Securities Litigation action. On February 22, 2022, the court administratively closed the case, but stated that it would reopen the case once the appeal in the In Re NVIDIA Corporation Securities Litigation action is resolved. The case has not yet been reopened by the court. The lawsuit asserts claims, purportedly on behalf of us, against certain officers and directors of the Company for breach of fiduciary duty, unjust enrichment, waste of corporate assets, and violations of Sections 14(a), 10(b), and 20(a) of the Exchange Act based on the dissemination of allegedly false and misleading statements related to channel inventory and the impact of cryptocurrency mining on GPU demand. The plaintiffs are seeking unspecified damages and other relief, including reforms and improvements to NVIDIA's corporate governance and internal procedures.\nThe putative derivative actions initially filed September 24, 2019 and pending in the United States District Court for the District of Delaware, Lipchitz v. Huang, et al. (Case No. 1:19-cv-01795-MN) and Nelson v. Huang, et al. (Case No. 1:19-cv-01798-MN), were stayed pending resolution of the plaintiffs' appeal in the In Re NVIDIA Corporation Securities",
+      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/Note 12 - Commitments and Contingencies/Litigation",
+      "metadata": {
+        "length": 4183,
+        "summary": "The text details two related lawsuits against NVIDIA. A securities class action (In Re NVIDIA Corporation Securities Litigation) was filed in 2018, alleging false statements about GPU demand and cryptocurrency mining. After dismissal, appeals, and a Supreme Court certiorari that was dismissed as improvidently granted, the case was remanded to district court in 2025. A related derivative lawsuit in California remains stayed, while two Delaware derivative actions are also stayed pending resolution of the securities appeal.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Securities",
+          "Class",
+          "Action",
+          "Derivative",
+          "Lawsuits",
+          "The",
+          "plaintiffs",
+          "putative",
+          "securities",
+          "class",
+          "action",
+          "lawsuit",
+          "captioned",
+          "18",
+          "cv",
+          "07669",
+          "HSG",
+          "initially",
+          "filed",
+          "December",
+          "21",
+          "2018",
+          "United",
+          "States",
+          "District",
+          "Court",
+          "Northern",
+          "California",
+          "titled",
+          "In",
+          "Re",
+          "NVIDIA",
+          "Corporation",
+          "Litigation",
+          "amended",
+          "complaint",
+          "May",
+          "13",
+          "2020",
+          "asserted",
+          "executives",
+          "violated",
+          "Section",
+          "10",
+          "Exchange",
+          "Act",
+          "1934",
+          "SEC",
+          "Rule",
+          "10b",
+          "making",
+          "materially",
+          "false",
+          "misleading",
+          "statements",
+          "related",
+          "channel",
+          "inventory",
+          "impact",
+          "cryptocurrency",
+          "mining",
+          "GPU",
+          "demand",
+          "2017",
+          "November",
+          "14",
+          "Plaintiffs",
+          "alleged",
+          "named",
+          "defendants",
+          "20",
+          "sought",
+          "certification",
+          "award",
+          "unspecified",
+          "compensatory",
+          "damages",
+          "reasonable",
+          "costs",
+          "expenses",
+          "including",
+          "attorneys",
+          "fees",
+          "expert",
+          "relief",
+          "deem",
+          "proper",
+          "On",
+          "March",
+          "2021",
+          "district",
+          "court",
+          "granted",
+          "motion",
+          "dismiss",
+          "leave",
+          "amend",
+          "entered",
+          "judgment",
+          "favor",
+          "closed",
+          "case",
+          "30",
+          "appeal",
+          "Appeals",
+          "Ninth",
+          "Circuit",
+          "number",
+          "15604",
+          "August",
+          "25",
+          "2023",
+          "majority",
+          "judge",
+          "panel",
+          "affirmed",
+          "part",
+          "reversed",
+          "dismissal",
+          "dissenting",
+          "basis",
+          "err",
+          "dismissing",
+          "15",
+          "denied",
+          "petition",
+          "rehearing",
+          "en",
+          "banc",
+          "decision",
+          "reverse",
+          "October",
+          "stay",
+          "mandate",
+          "pending",
+          "writ",
+          "certiorari",
+          "Supreme",
+          "final",
+          "disposition",
+          "matter",
+          "2024",
+          "June",
+          "17",
+          "After",
+          "briefing",
+          "argument",
+          "dismissed",
+          "improvidently",
+          "11",
+          "issued",
+          "January",
+          "2025",
+          "February",
+          "corrected",
+          "28",
+          "effect",
+          "remanded",
+          "proceedings",
+          "derivative",
+          "19",
+          "00341",
+          "2019",
+          "Consolidated",
+          "stayed",
+          "resolution",
+          "22",
+          "2022",
+          "administratively",
+          "stated",
+          "reopen",
+          "resolved",
+          "reopened",
+          "asserts",
+          "claims",
+          "purportedly",
+          "behalf",
+          "officers",
+          "directors",
+          "Company",
+          "breach",
+          "fiduciary",
+          "duty",
+          "unjust",
+          "enrichment",
+          "waste",
+          "corporate",
+          "assets",
+          "violations",
+          "Sections",
+          "based",
+          "dissemination",
+          "allegedly",
+          "seeking",
+          "reforms",
+          "improvements",
+          "governance",
+          "internal",
+          "procedures",
+          "actions",
+          "September",
+          "24",
+          "Delaware",
+          "Lipchitz",
+          "Huang",
+          "al",
+          "Case",
+          "No",
+          "01795",
+          "MN",
+          "Nelson",
+          "01798"
+        ],
+        "keywords": [
+          "Securities Class Action",
+          "Derivative Lawsuit",
+          "NVIDIA"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "7923544a-3185-5f7d-a082-b3e60362b9fd",
+      "type": "text",
+      "content": "(Continued)\nLitigation action. On March 7, 2025, after the Supreme Court issued its judgment dismissing the Company's petition for writ of certiorari as improvidently granted in the In Re NVIDIA Securities Litigation action, the district court adopted the parties' stipulation to extend the stay until the final and complete resolution of the In Re NVIDIA Corporation Securities Litigation action. The lawsuits assert claims, purportedly on behalf of us, against certain officers and directors of the Company for breach of fiduciary duty, unjust enrichment, insider trading, misappropriation of information, corporate waste and violations of Sections 14(a), 10(b), and 20(a) of the Exchange Act based on the dissemination of allegedly false, and misleading statements related to channel inventory and the impact of cryptocurrency mining on GPU demand. The plaintiffs seek unspecified damages and other relief, including disgorgement of profits from the sale of NVIDIA stock and unspecified corporate governance measures.\nAnother putative derivative action was filed on October 30, 2023 in the Court of Chancery of the State of Delaware, captioned Horanic v. Huang, et al. (Case No. 2023-1096-KSJM). This lawsuit asserts claims, purportedly on behalf of us, against certain officers and directors of the Company for breach of fiduciary duty and insider trading based on the dissemination of allegedly false and misleading statements related to channel inventory and the impact of cryptocurrency mining on GPU demand. The plaintiffs seek unspecified damages and other relief, including disgorgement of profits from the sale of NVIDIA stock and reform of unspecified corporate governance measures. On August 11, 2025, the court granted the parties' stipulation to voluntarily dismiss with prejudice plaintiff City of Westland Police and Fire Retirement System. This derivative matter is stayed pending the final resolution of In Re NVIDIA Corporation Securities Litigation action.\nAccounting for Loss Contingencies\nAs of January 25, 2026, there are no accrued contingent liabilities associated with the legal proceedings described above based on our belief that liabilities, while reasonably possible, are not probable. Further, any possible loss or range of loss in these matters cannot be reasonably estimated at this time. We are engaged in legal actions not described above arising in the ordinary course of business, as well as regulatory and government inquiries and investigations, and, while there can be no assurance of favorable outcomes, we believe that the ultimate outcome of these matters will not have a material adverse effect on our operating results, liquidity or financial position. These matters are subject to inherent uncertainties and if the ultimate outcome is unfavorable, there exists the possibility of a material adverse impact on our operating results, liquidity or financial position in the period the outcome becomes estimable and probable.",
+      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/Note 12 - Commitments and Contingencies/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements",
+      "metadata": {
+        "length": 2968,
+        "summary": "The passage details ongoing legal proceedings against NVIDIA, including a securities class action and derivative lawsuits alleging false statements about channel inventory and cryptocurrency mining's impact on GPU demand. These actions seek damages, disgorgement, and governance reforms. As of January 25, 2026, no contingent liabilities have been accrued as losses are not deemed probable or estimable. The company believes other routine legal matters will not materially affect its financial position.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Continued",
+          "Litigation",
+          "action",
+          "On",
+          "March",
+          "2025",
+          "Supreme",
+          "Court",
+          "issued",
+          "judgment",
+          "dismissing",
+          "Company",
+          "petition",
+          "writ",
+          "certiorari",
+          "improvidently",
+          "granted",
+          "In",
+          "Re",
+          "NVIDIA",
+          "Securities",
+          "district",
+          "court",
+          "adopted",
+          "parties",
+          "stipulation",
+          "extend",
+          "stay",
+          "final",
+          "complete",
+          "resolution",
+          "Corporation",
+          "The",
+          "lawsuits",
+          "assert",
+          "claims",
+          "purportedly",
+          "behalf",
+          "officers",
+          "directors",
+          "breach",
+          "fiduciary",
+          "duty",
+          "unjust",
+          "enrichment",
+          "insider",
+          "trading",
+          "misappropriation",
+          "information",
+          "corporate",
+          "waste",
+          "violations",
+          "Sections",
+          "14",
+          "10",
+          "20",
+          "Exchange",
+          "Act",
+          "based",
+          "dissemination",
+          "allegedly",
+          "false",
+          "misleading",
+          "statements",
+          "related",
+          "channel",
+          "inventory",
+          "impact",
+          "cryptocurrency",
+          "mining",
+          "GPU",
+          "demand",
+          "plaintiffs",
+          "seek",
+          "unspecified",
+          "damages",
+          "relief",
+          "including",
+          "disgorgement",
+          "profits",
+          "sale",
+          "stock",
+          "governance",
+          "measures",
+          "Another",
+          "putative",
+          "derivative",
+          "filed",
+          "October",
+          "30",
+          "2023",
+          "Chancery",
+          "State",
+          "Delaware",
+          "captioned",
+          "Horanic",
+          "Huang",
+          "al",
+          "Case",
+          "No",
+          "1096",
+          "KSJM",
+          "This",
+          "lawsuit",
+          "asserts",
+          "reform",
+          "August",
+          "11",
+          "voluntarily",
+          "dismiss",
+          "prejudice",
+          "plaintiff",
+          "City",
+          "Westland",
+          "Police",
+          "Fire",
+          "Retirement",
+          "System",
+          "matter",
+          "stayed",
+          "pending",
+          "Accounting",
+          "Loss",
+          "Contingencies",
+          "As",
+          "January",
+          "25",
+          "2026",
+          "accrued",
+          "contingent",
+          "liabilities",
+          "legal",
+          "proceedings",
+          "belief",
+          "probable",
+          "Further",
+          "loss",
+          "range",
+          "matters",
+          "estimated",
+          "time",
+          "We",
+          "engaged",
+          "actions",
+          "arising",
+          "ordinary",
+          "business",
+          "regulatory",
+          "government",
+          "inquiries",
+          "investigations",
+          "assurance",
+          "favorable",
+          "outcomes",
+          "ultimate",
+          "outcome",
+          "material",
+          "adverse",
+          "effect",
+          "operating",
+          "results",
+          "liquidity",
+          "financial",
+          "position",
+          "These",
+          "subject",
+          "inherent",
+          "uncertainties",
+          "unfavorable",
+          "exists",
+          "possibility",
+          "period",
+          "estimable"
+        ],
+        "keywords": [
+          "Securities Litigation",
+          "Derivative Actions",
+          "Loss Contingencies"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "e48ae7bd-545e-5704-997e-ec976e446aa5",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"3\"></td><td colspan=\"3\">Year Ended</td></tr><tr><td>Jan 25, 2026</td><td>Jan 26, 2025</td><td>Jan 28, 2024</td></tr><tr><td colspan=\"3\">(In millions)</td></tr><tr><td colspan=\"4\">Current income taxes:</td></tr><tr><td>Federal</td><td>$ 19,039</td><td>$ 14,032</td><td>$ 5,710</td></tr><tr><td>State</td><td>1,218</td><td>892</td><td>335</td></tr><tr><td>Foreign</td><td>2,550</td><td>699</td><td>502</td></tr><tr><td>Total current</td><td>22,807</td><td>15,623</td><td>6,547</td></tr><tr><td colspan=\"4\">Deferred income taxes:</td></tr><tr><td>Federal</td><td>(1,364)</td><td>(4,515)</td><td>(2,499)</td></tr><tr><td>State</td><td>(885)</td><td>(242)</td><td>(206)</td></tr><tr><td>Foreign</td><td>825</td><td>280</td><td>216</td></tr><tr><td>Total deferred</td><td>(1,424)</td><td>(4,477)</td><td>(2,489)</td></tr><tr><td>Income tax expense</td><td>$ 21,383</td><td>$ 11,146</td><td>$ 4,058</td></tr></table>",
+      "path": "tables/table-99 Income Tax Expense.html",
+      "metadata": {
+        "length": 933,
+        "summary": "table-100\nThe table shows income tax expenses for fiscal years ending Jan 2026, 2025, and 2024, with current and deferred taxes broken down by federal, state, and foreign categories.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-99 Income Tax Expense.html",
+        "keywords": [
+          "Income Tax",
+          "Federal",
+          "Deferred"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "b7ec00a8-6c58-58c3-98d8-2f5a8beecd06",
+      "type": "text",
+      "content": "The FASB issued a new accounting standard which includes new and updated income tax disclosures, including disaggregation of information in the rate reconciliation and income taxes paid, which we adopted on a prospective basis for the year ending January 25, 2026.\nThe Income tax expense applicable to income before income taxes consists of the following:\n\n[tables/table-99 Income Tax Expense.html]",
+      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/Note 13 - Income Taxes",
+      "metadata": {
+        "length": 391,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "The",
+          "FASB",
+          "issued",
+          "accounting",
+          "standard",
+          "includes",
+          "updated",
+          "income",
+          "tax",
+          "disclosures",
+          "including",
+          "disaggregation",
+          "information",
+          "rate",
+          "reconciliation",
+          "taxes",
+          "paid",
+          "adopted",
+          "prospective",
+          "basis",
+          "year",
+          "ending",
+          "January",
+          "25",
+          "2026",
+          "Income",
+          "expense",
+          "applicable",
+          "consists"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "e48ae7bd-545e-5704-997e-ec976e446aa5",
+            "relation": "embeds",
+            "ref": "[tables/table-99 Income Tax Expense.html]",
+            "position": {
+              "start": 357,
+              "end": 398
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "1fd49f1a-6e33-51ab-83af-cb755a483899",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"3\"></td><td colspan=\"3\">Year Ended</td></tr><tr><td>Jan 25, 2026</td><td>Jan 26, 2025</td><td>Jan 28, 2024</td></tr><tr><td colspan=\"3\">(In millions)</td></tr><tr><td>U.S.</td><td>$ 123,181</td><td>$ 77,456</td><td>$ 29,495</td></tr><tr><td>Foreign</td><td>18,269</td><td>6,570</td><td>4,323</td></tr><tr><td>Income before income tax</td><td>$ 141,450</td><td>$ 84,026</td><td>$ 33,818</td></tr></table>",
+      "path": "tables/table-100 Income Before Tax.html",
+      "metadata": {
+        "length": 427,
+        "summary": "table-101\nThe table shows income before income tax for U.S. and Foreign segments for years ending Jan 2026, 2025, and 2024, with totals of $141,450M, $84,026M, and $33,818M respectively.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-100 Income Before Tax.html",
+        "keywords": [
+          "Income",
+          "Tax",
+          "Revenue"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "e3205cbb-0961-51d5-92d6-24d339e2b4b6",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"3\"></td><td colspan=\"2\">Year Ended</td></tr><tr><td colspan=\"2\">Jan 25, 2026</td></tr><tr><td colspan=\"2\">(In millions, except percentages)</td></tr><tr><td>US Federal Statutory Tax Rate</td><td>$ 29,704</td><td>21.0 %</td></tr><tr><td>State and Local Income Taxes, Net of Federal Income Tax Effect (1)</td><td>258</td><td>0.2 %</td></tr><tr><td>Foreign tax effects</td><td></td><td></td></tr><tr><td>Israel</td><td></td><td></td></tr><tr><td>Reduced statutory tax rate on qualifying income</td><td>(3,064)</td><td>(2.2)%</td></tr><tr><td>Other</td><td>1,606</td><td>1.2 %</td></tr><tr><td>Other foreign jurisdictions</td><td>741</td><td>0.5 %</td></tr><tr><td>Effect of cross-border tax laws</td><td></td><td></td></tr><tr><td>Foreign-derived deduction eligible income</td><td>(4,208)</td><td>(3.0)%</td></tr><tr><td>Other</td><td>(142)</td><td>(0.1)%</td></tr><tr><td>Tax credits</td><td>(1,933)</td><td>(1.4)%</td></tr><tr><td>Nontaxable or nondeductible items</td><td></td><td></td></tr><tr><td>Stock-based compensation</td><td>(1,475)</td><td>(1.0)%</td></tr><tr><td>Other</td><td>29</td><td>— %</td></tr><tr><td>Other (2)</td><td>(133)</td><td>(0.1)%</td></tr><tr><td>Income tax expense</td><td>$ 21,383</td><td>15.1 %</td></tr></table>",
+      "path": "tables/table-101 Tax Rate Breakdown.html",
+      "metadata": {
+        "length": 1266,
+        "summary": "table-102\nThe table shows a reconciliation from the US federal statutory tax rate of 21.0% to an effective income tax expense of 15.1%, with adjustments for state taxes, foreign effects, credits, and other items.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-101 Tax Rate Breakdown.html",
+        "keywords": [
+          "tax rate",
+          "income tax",
+          "statutory"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "5fabe41e-d069-52e6-9fef-cab76ac3020f",
+      "type": "text",
+      "content": "(Continued)\nIncome before income tax consists of the following:\n\n[tables/table-100 Income Before Tax.html]\n\nThe income tax expense (benefit) differs from the amount computed by applying the U.S. federal statutory rate of 21.0% to income before income taxes for the fiscal year ended January 25, 2026 as follows:\n\n[tables/table-101 Tax Rate Breakdown.html]\n\n(1) State taxes in California, Tennessee, Arizona, and Illinois made up the majority of the tax effect in fiscal year 2026.\n(2) Includes the tax effects of enactment of new tax laws, change in valuation allowance, and change in unrecognized tax benefits.",
+      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements_8",
+      "metadata": {
+        "length": 596,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Continued",
+          "Income",
+          "income",
+          "tax",
+          "consists",
+          "The",
+          "expense",
+          "benefit",
+          "differs",
+          "amount",
+          "computed",
+          "applying",
+          "federal",
+          "statutory",
+          "rate",
+          "21.0%",
+          "taxes",
+          "fiscal",
+          "year",
+          "ended",
+          "January",
+          "25",
+          "2026",
+          "State",
+          "California",
+          "Tennessee",
+          "Arizona",
+          "Illinois",
+          "made",
+          "majority",
+          "effect",
+          "Includes",
+          "effects",
+          "enactment",
+          "laws",
+          "change",
+          "valuation",
+          "allowance",
+          "unrecognized",
+          "benefits"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "1fd49f1a-6e33-51ab-83af-cb755a483899",
+            "relation": "embeds",
+            "ref": "[tables/table-100 Income Before Tax.html]",
+            "position": {
+              "start": 65,
+              "end": 106
+            }
+          },
+          {
+            "target": "e3205cbb-0961-51d5-92d6-24d339e2b4b6",
+            "relation": "embeds",
+            "ref": "[tables/table-101 Tax Rate Breakdown.html]",
+            "position": {
+              "start": 313,
+              "end": 355
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "db7da263-a04b-5b2f-9797-89dd29207694",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"3\"></td><td colspan=\"4\">Year Ended</td></tr><tr><td colspan=\"2\">Jan 26, 2025</td><td colspan=\"2\">Jan 28, 2024</td></tr><tr><td colspan=\"4\">(In millions, except percentages)</td></tr><tr><td>Tax expense computed at federal statutory rate</td><td>$ 17,645</td><td>21.0 %</td><td>$ 7,102</td><td>21.0 %</td></tr><tr><td>Expense (benefit) resulting from:</td><td></td><td></td><td></td><td></td></tr><tr><td>State income taxes, net of federal tax effect</td><td>554</td><td>0.7 %</td><td>120</td><td>0.4 %</td></tr><tr><td>Foreign-derived deduction eligible income</td><td>(2,976)</td><td>(3.5)%</td><td>(1,408)</td><td>(4.2)%</td></tr><tr><td>Stock-based compensation</td><td>(2,097)</td><td>(2.5)%</td><td>(741)</td><td>(2.2)%</td></tr><tr><td>U.S. federal research and development tax credit</td><td>(990)</td><td>(1.2)%</td><td>(431)</td><td>(1.3)%</td></tr><tr><td>Foreign tax rate differential</td><td>(984)</td><td>(1.2)%</td><td>(467)</td><td>(1.4)%</td></tr><tr><td>Other</td><td>(6)</td><td>— %</td><td>(117)</td><td>(0.3)%</td></tr><tr><td>Income tax expense</td><td>$ 11,146</td><td>13.3 %</td><td>$ 4,058</td><td>12.0 %</td></tr></table>",
+      "path": "tables/table-102 Tax Rate Analysis.html",
+      "metadata": {
+        "length": 1170,
+        "summary": "table-103\nThe table shows income tax expense for years ending Jan 26, 2025 ($11,146M, 13.3%) and Jan 28, 2024 ($4,058M, 12.0%), with adjustments for state taxes, foreign deductions, stock compensation, R&D credits, and foreign rate differentials.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-102 Tax Rate Analysis.html",
+        "keywords": [
+          "tax expense",
+          "effective rate",
+          "income tax"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "1ff4ab87-e18f-58ef-beff-e90371794a12",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"3\"></td><td>Year Ended</td></tr><tr><td>Jan 25, 2026</td></tr><tr><td>(In millions)</td></tr><tr><td>Federal</td><td>$ 16,755</td></tr><tr><td>State</td><td></td></tr><tr><td>California</td><td>1,049</td></tr><tr><td>Other</td><td>1,041</td></tr><tr><td>Foreign</td><td></td></tr><tr><td>Israel</td><td>1,287</td></tr><tr><td>Other</td><td>156</td></tr><tr><td>Total income taxes paid, net of refunds</td><td>$ 20,288</td></tr></table>",
+      "path": "tables/table-103 Income Tax Paid.html",
+      "metadata": {
+        "length": 459,
+        "summary": "table-104\nThe table shows income taxes paid, net of refunds, totaling $20,288 million for the year ended Jan 25, 2026, with federal, state, and foreign breakdowns.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-103 Income Tax Paid.html",
+        "keywords": [
+          "taxes",
+          "income",
+          "paid"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "df95931e-4ddd-55c8-9e3c-458cf6b82d59",
+      "type": "text",
+      "content": "(Continued)\nThe income tax expense (benefit) differs from the amount computed by applying the U.S. federal statutory rate of 21% to income before income taxes for fiscal years ended January 26, 2025 and January 28, 2024 as follows:\n\n[tables/table-102 Tax Rate Analysis.html]\n\nIn July 2025, the OBBBA was enacted into law and contains several changes to key U.S. federal income tax laws. We have recognized the tax effects of currently effective OBBBA provisions in our results for fiscal year 2026.\nThe amount of cash paid for income taxes (net of refunds) for the fiscal year ended January 25, 2026 is as follows:\n\n[tables/table-103 Income Tax Paid.html]",
+      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements_9",
+      "metadata": {
+        "length": 643,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Continued",
+          "The",
+          "income",
+          "tax",
+          "expense",
+          "benefit",
+          "differs",
+          "amount",
+          "computed",
+          "applying",
+          "federal",
+          "statutory",
+          "rate",
+          "21%",
+          "taxes",
+          "fiscal",
+          "years",
+          "ended",
+          "January",
+          "26",
+          "2025",
+          "28",
+          "2024",
+          "In",
+          "July",
+          "OBBBA",
+          "enacted",
+          "law",
+          "key",
+          "laws",
+          "We",
+          "recognized",
+          "effects",
+          "effective",
+          "provisions",
+          "results",
+          "year",
+          "2026",
+          "cash",
+          "paid",
+          "net",
+          "refunds",
+          "25"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "db7da263-a04b-5b2f-9797-89dd29207694",
+            "relation": "embeds",
+            "ref": "[tables/table-102 Tax Rate Analysis.html]",
+            "position": {
+              "start": 233,
+              "end": 274
+            }
+          },
+          {
+            "target": "1ff4ab87-e18f-58ef-beff-e90371794a12",
+            "relation": "embeds",
+            "ref": "[tables/table-103 Income Tax Paid.html]",
+            "position": {
+              "start": 616,
+              "end": 655
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "f52eb654-f58f-55a5-9273-94464be2a91f",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"2\"></td><td>Jan 25, 2026</td><td>Jan 26, 2025</td></tr><tr><td colspan=\"2\">(In millions)</td></tr><tr><td>Deferred tax assets:</td><td></td><td></td></tr><tr><td>Capitalized research and development expenditure</td><td>$ 5,436</td><td>$ 6,256</td></tr><tr><td>Net controlled foreign corporation tested income deferred tax assets</td><td>5,389</td><td>2,820</td></tr><tr><td>Accruals and reserves, not currently deductible for tax purposes</td><td>3,644</td><td>2,058</td></tr><tr><td>Research and other tax credit carryforwards</td><td>718</td><td>759</td></tr><tr><td>Operating lease liabilities</td><td>554</td><td>299</td></tr><tr><td>Net operating loss and capital loss carryforwards</td><td>443</td><td>456</td></tr><tr><td>Other deferred tax assets</td><td>679</td><td>566</td></tr><tr><td>Gross deferred tax assets</td><td>16,863</td><td>13,214</td></tr><tr><td>Less valuation allowance</td><td>(768)</td><td>(1,610)</td></tr><tr><td>Total deferred tax assets</td><td>16,095</td><td>11,604</td></tr><tr><td>Deferred tax liabilities:</td><td></td><td></td></tr><tr><td>Equity investments</td><td>(2,227)</td><td>(264)</td></tr><tr><td>Unremitted earnings of foreign subsidiaries</td><td>(1,813)</td><td>(891)</td></tr><tr><td>Operating lease assets</td><td>(533)</td><td>(286)</td></tr><tr><td>Acquired intangibles</td><td>(38)</td><td>(70)</td></tr><tr><td>Gross deferred tax liabilities</td><td>(4,611)</td><td>(1,511)</td></tr><tr><td>Net deferred tax asset (1)</td><td>$ 11,484</td><td>$ 10,093</td></tr></table>",
+      "path": "tables/table-104 Deferred Tax Assets.html",
+      "metadata": {
+        "length": 1546,
+        "summary": "table-105\nThe table shows deferred tax assets and liabilities for Jan 25, 2026 and Jan 26, 2025. Gross deferred tax assets were $16,863M and $13,214M, with net assets of $11,484M and $10,093M after valuation allowance and liabilities.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-104 Deferred Tax Assets.html",
+        "keywords": [
+          "deferred tax",
+          "valuation allowance",
+          "tax assets"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "a2b52d05-e0c5-5701-ac18-42a1cde30171",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"2\"></td><td>Jan 25, 2026</td><td>Jan 26, 2025</td><td>Jan 28, 2024</td></tr><tr><td colspan=\"3\">(In millions)</td></tr><tr><td>Balance at beginning of period</td><td>$ 2,861</td><td>$ 1,670</td><td>$ 1,238</td></tr><tr><td>Increases in tax positions for current year</td><td>1,959</td><td>1,268</td><td>616</td></tr><tr><td>Increases in tax positions for prior years</td><td>57</td><td>48</td><td>87</td></tr><tr><td>Lapse in statute of limitations</td><td>(224)</td><td>(27)</td><td>(19)</td></tr><tr><td>Decreases in tax positions for prior years</td><td>(157)</td><td>(88)</td><td>(148)</td></tr><tr><td>Settlements</td><td>(76)</td><td>(10)</td><td>(104)</td></tr><tr><td>Balance at end of period</td><td>$ 4,420</td><td>$ 2,861</td><td>$ 1,670</td></tr></table>",
+      "path": "tables/table-105 Tax Positions.html",
+      "metadata": {
+        "length": 790,
+        "summary": "table-106\nThe table shows the balance of tax positions at beginning and end of periods for Jan 2024-2026, with increases, decreases, lapse, and settlements in millions.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-105 Tax Positions.html",
+        "keywords": [
+          "tax positions",
+          "balance",
+          "changes"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "483a9cf8-9ea6-589b-a059-edc14a801315",
+      "type": "text",
+      "content": "(Continued)\nThe tax effect of temporary differences that gives rise to significant portions of the deferred tax assets and liabilities are presented below:\n\n[tables/table-104 Deferred Tax Assets.html]\n\n(1) Net deferred tax asset includes long-term deferred tax assets of \\$13.3 billion and \\$11.0 billion and long-term deferred tax liabilities of \\$1.8 billion and \\$886 million for fiscal years 2026 and 2025, respectively. Long-term deferred tax liabilities are included in other long-term liabilities on our Consolidated Balance Sheets.\nAs of January 25, 2026, we intend to indefinitely reinvest approximately \\$1.4 billion of cumulative undistributed earnings held by certain subsidiaries. We have not provided the amount of unrecognized deferred tax liabilities for temporary differences related to these investments as the determination of such amount is not practicable.\nAs of January 25, 2026 and January 26, 2025, we had a valuation allowance of \\$768 million and \\$1.6 billion, respectively, related to capital loss carryforwards, and certain other deferred tax assets that management determined are not likely to be realized due, in part, to jurisdictional projections of future taxable income, including capital gains. To the extent realization of the deferred tax assets becomes more-likely-than-not, we would recognize such deferred tax assets as income tax benefits during the period.\nAs of January 25, 2026, based on recent jurisdictional taxable income and expected future earnings, we concluded certain state deferred tax assets are more likely than not realizable and released \\$711 million of valuation allowance.\nAs of January 25, 2026, we had U.S. federal, state and foreign net operating loss carryforwards of \\$747 million, \\$427 million and \\$503 million, respectively. The federal and state carryforwards will begin to expire in fiscal year 2027. The foreign net operating loss carryforwards may be carried forward indefinitely. As of January 25, 2026, we had federal research tax credit carryforwards of \\$56 million, before the impact of uncertain tax positions, that will begin to expire in fiscal year 2027. We have state research tax credit carryforwards of \\$1.4 billion, before the impact of uncertain tax positions, of which \\$1.3 billion is attributable to the State of California and may be carried over indefinitely and \\$132 million is attributable to various other states and will begin to expire in fiscal year 2028. As of January 25, 2026, we had federal capital loss carryforwards of \\$902 million that will begin to expire in fiscal year 2028.\nOur tax attributes remain subject to audit and may be adjusted for changes or modification in tax laws, other authoritative interpretations thereof, or other facts and circumstances. Utilization of tax attributes may also be subject to limitations due to ownership changes and other limitations provided by the Internal Revenue Code and similar state and foreign tax provisions. If any such limitations apply, the tax attributes may expire or be denied before utilization.\nNVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements (Continued)\nA reconciliation of gross unrecognized tax benefits is as follows:\n\n[tables/table-105 Tax Positions.html]\n\nIncluded in the balance of unrecognized tax benefits as of January 25, 2026 are \\$3.7 billion of tax benefits that would affect our effective tax rate if recognized.\nWe classify an unrecognized tax benefit as a current liability, or amount refundable, to the extent that we anticipate payment or receipt of cash for income taxes within one year. The amount is classified as a long-term liability, or long-term amount refundable, if we anticipate payment or receipt of cash for income taxes during a period beyond a year.\nWe include interest and penalties related to unrecognized tax benefits as a component of income tax expense. We recognized net interest and penalties related to unrecognized tax benefits in the income tax expense line of our consolidated statements of income of \\$103 million, \\$92 million, and \\$42 million during fiscal years 2026, 2025, and 2024, respectively. As of January 25, 2026 and January 26, 2025, we have accrued \\$374 million and \\$251 million, respectively, for the payment of interest and penalties related to unrecognized tax benefits, which is not included as a component of our gross unrecognized tax benefits.\nWe are subject to examination by taxing authorities both in the United States and other countries. As of January 25, 2026, the significant tax jurisdictions that may be subject to examination include the United States for fiscal years after 2022, as well as Canada, China, Germany, Hong Kong, India, Israel, Italy, and Taiwan for fiscal years 2014 through 2025. As of January 25, 2026, the significant tax jurisdictions for which we are currently under examination include the United States, Germany, Hong Kong, India, Israel, and Taiwan for fiscal years 2014 through 2025.",
+      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements_10",
+      "metadata": {
+        "length": 5016,
+        "summary": "The passage details NVIDIA's deferred tax assets and liabilities as of fiscal years 2026 and 2025. It reports net deferred tax assets of $13.3 billion (2026) and $11.0 billion (2025), with long-term deferred tax liabilities of $1.8 billion and $886 million, respectively. A valuation allowance of $768 million (2026) and $1.6 billion (2025) is held for capital loss carryforwards and other deferred tax assets. In 2026, $711 million of valuation allowance was released due to improved realizability. The company has net operating loss carryforwards: U.S. federal ($747 million), state ($427 million), and foreign ($503 million), with federal and state losses expiring from 2027. Research tax credit carryforwards include $56 million federal (expiring 2027) and $1.4 billion state (mostly California, indefinite). Federal capital loss carryforwards total $902 million (expiring 2028). Unrecognized tax benefits are $3.7 billion, with accrued interest and penalties of $374 million. Tax examinations are ongoing in multiple jurisdictions.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Continued",
+          "The",
+          "tax",
+          "effect",
+          "temporary",
+          "differences",
+          "rise",
+          "significant",
+          "portions",
+          "deferred",
+          "assets",
+          "liabilities",
+          "presented",
+          "Net",
+          "asset",
+          "includes",
+          "long",
+          "term",
+          "13.3",
+          "billion",
+          "11.0",
+          "1.8",
+          "886",
+          "million",
+          "fiscal",
+          "years",
+          "2026",
+          "2025",
+          "Long",
+          "included",
+          "Consolidated",
+          "Balance",
+          "Sheets",
+          "As",
+          "January",
+          "25",
+          "intend",
+          "indefinitely",
+          "reinvest",
+          "approximately",
+          "1.4",
+          "cumulative",
+          "undistributed",
+          "earnings",
+          "held",
+          "subsidiaries",
+          "We",
+          "provided",
+          "amount",
+          "unrecognized",
+          "related",
+          "investments",
+          "determination",
+          "practicable",
+          "26",
+          "valuation",
+          "allowance",
+          "768",
+          "1.6",
+          "capital",
+          "loss",
+          "carryforwards",
+          "management",
+          "determined",
+          "realized",
+          "due",
+          "part",
+          "jurisdictional",
+          "projections",
+          "future",
+          "taxable",
+          "income",
+          "including",
+          "gains",
+          "To",
+          "extent",
+          "realization",
+          "recognize",
+          "benefits",
+          "period",
+          "based",
+          "recent",
+          "expected",
+          "concluded",
+          "state",
+          "realizable",
+          "released",
+          "711",
+          "federal",
+          "foreign",
+          "net",
+          "operating",
+          "747",
+          "427",
+          "503",
+          "begin",
+          "expire",
+          "year",
+          "2027",
+          "carried",
+          "forward",
+          "research",
+          "credit",
+          "56",
+          "impact",
+          "uncertain",
+          "positions",
+          "1.3",
+          "attributable",
+          "State",
+          "California",
+          "132",
+          "states",
+          "2028",
+          "902",
+          "Our",
+          "attributes",
+          "remain",
+          "subject",
+          "audit",
+          "adjusted",
+          "modification",
+          "laws",
+          "authoritative",
+          "interpretations",
+          "thereof",
+          "facts",
+          "circumstances",
+          "Utilization",
+          "limitations",
+          "ownership",
+          "Internal",
+          "Revenue",
+          "Code",
+          "similar",
+          "provisions",
+          "If",
+          "apply",
+          "denied",
+          "utilization",
+          "NVIDIA",
+          "Corporation",
+          "Subsidiaries",
+          "Notes",
+          "Financial",
+          "Statements",
+          "reconciliation",
+          "gross",
+          "Included",
+          "balance",
+          "3.7",
+          "affect",
+          "effective",
+          "rate",
+          "recognized",
+          "classify",
+          "benefit",
+          "current",
+          "liability",
+          "refundable",
+          "anticipate",
+          "payment",
+          "receipt",
+          "cash",
+          "taxes",
+          "classified",
+          "include",
+          "interest",
+          "penalties",
+          "component",
+          "expense",
+          "line",
+          "consolidated",
+          "statements",
+          "103",
+          "92",
+          "42",
+          "2024",
+          "accrued",
+          "374",
+          "251",
+          "examination",
+          "taxing",
+          "authorities",
+          "United",
+          "States",
+          "countries",
+          "jurisdictions",
+          "2022",
+          "Canada",
+          "China",
+          "Germany",
+          "Hong",
+          "Kong",
+          "India",
+          "Israel",
+          "Italy",
+          "Taiwan",
+          "2014"
+        ],
+        "keywords": [
+          "deferred tax",
+          "valuation allowance",
+          "tax attributes"
+        ],
+        "connect_to": [
+          {
+            "target": "f52eb654-f58f-55a5-9273-94464be2a91f",
+            "relation": "embeds",
+            "ref": "[tables/table-104 Deferred Tax Assets.html]",
+            "position": {
+              "start": 157,
+              "end": 200
+            }
+          },
+          {
+            "target": "a2b52d05-e0c5-5701-ac18-42a1cde30171",
+            "relation": "embeds",
+            "ref": "[tables/table-105 Tax Positions.html]",
+            "position": {
+              "start": 3223,
+              "end": 3260
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "133f94fc-19d7-5d48-9e2c-093ebead9d22",
+      "type": "text",
+      "content": "Capital Return Program\nOn August 26, 2025, our Board of Directors approved an additional \\$60.0 billion in share repurchase authorization, without expiration. In fiscal years 2026 and 2025, we repurchased 282 million and 310 million shares of our common stock for \\$40.4 billion and \\$34.0 billion, respectively. As of January 25, 2026, we were authorized, subject to certain specifications, to repurchase up to \\$58.5 billion of our common stock.\nFrom January 26, 2026 through February 20, 2026, we repurchased 8 million shares for \\$1.5 billion pursuant to a pre-established trading plan.\nIn fiscal years 2026, 2025, and 2024, we paid cash dividends to our shareholders of \\$974 million, \\$834 million, and \\$395 million, respectively. The payment of future cash dividends is subject to our Board of Directors' continuing determination that the declaration of dividends is in the best interests of our shareholders.",
+      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/Note 14 - Shareholders' Equity",
+      "metadata": {
+        "length": 917,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Capital",
+          "Return",
+          "Program",
+          "On",
+          "August",
+          "26",
+          "2025",
+          "Board",
+          "Directors",
+          "approved",
+          "additional",
+          "60.0",
+          "billion",
+          "share",
+          "repurchase",
+          "authorization",
+          "expiration",
+          "In",
+          "fiscal",
+          "years",
+          "2026",
+          "repurchased",
+          "282",
+          "million",
+          "310",
+          "shares",
+          "common",
+          "stock",
+          "40.4",
+          "34.0",
+          "As",
+          "January",
+          "25",
+          "authorized",
+          "subject",
+          "specifications",
+          "58.5",
+          "From",
+          "February",
+          "20",
+          "1.5",
+          "pursuant",
+          "pre",
+          "established",
+          "trading",
+          "plan",
+          "2024",
+          "paid",
+          "cash",
+          "dividends",
+          "shareholders",
+          "974",
+          "834",
+          "395",
+          "The",
+          "payment",
+          "future",
+          "continuing",
+          "determination",
+          "declaration",
+          "interests"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "fa14a5bf-5466-525f-8aef-a2741560a7e8",
+      "type": "text",
+      "content": "We provide tax-qualified defined contribution plans to eligible employees in the U.S. and certain other countries. Our contribution expense for fiscal years 2026, 2025, and 2024 was \\$442 million, \\$314 million, and \\$255 million, respectively.",
+      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/Note 15 - Employee Retirement Plans",
+      "metadata": {
+        "length": 244,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "We",
+          "provide",
+          "tax",
+          "qualified",
+          "defined",
+          "contribution",
+          "plans",
+          "eligible",
+          "employees",
+          "countries",
+          "Our",
+          "expense",
+          "fiscal",
+          "years",
+          "2026",
+          "2025",
+          "2024",
+          "442",
+          "million",
+          "314",
+          "255"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "8626abe3-3685-5e39-995f-1e43faca3759",
+      "type": "text",
+      "content": "Our Chief Executive Officer is our chief operating decision maker, or CODM, and reviews financial information presented on an operating segment basis for purposes of making decisions and assessing financial performance. Our CODM assesses operating performance of each segment based on regularly provided segment revenue and segment operating income. Operating results by segment include costs or expenses directly attributable to each segment, and costs or expenses that are leveraged across our unified architecture and therefore allocated between our two segments. Our",
+      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/Note 16 - Segment Information",
+      "metadata": {
+        "length": 570,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Our",
+          "Chief",
+          "Executive",
+          "Officer",
+          "chief",
+          "operating",
+          "decision",
+          "maker",
+          "CODM",
+          "reviews",
+          "financial",
+          "information",
+          "presented",
+          "segment",
+          "basis",
+          "purposes",
+          "making",
+          "decisions",
+          "assessing",
+          "performance",
+          "assesses",
+          "based",
+          "regularly",
+          "provided",
+          "revenue",
+          "income",
+          "Operating",
+          "results",
+          "include",
+          "costs",
+          "expenses",
+          "directly",
+          "attributable",
+          "leveraged",
+          "unified",
+          "architecture",
+          "allocated",
+          "segments"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "db1e05e0-e753-5263-ba3e-94df1b24e2bd",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"2\"></td><td>Compute &amp; Networking</td><td>Graphics</td><td>Total</td></tr><tr><td colspan=\"3\">(In millions)</td></tr><tr><td colspan=\"4\">Year Ended Jan 25, 2026</td></tr><tr><td>Revenue</td><td>$ 193,479</td><td>$ 22,459</td><td>$ 215,938</td></tr><tr><td>Other segment items (1)</td><td>63,338</td><td>13,303</td><td>76,641</td></tr><tr><td>Operating income</td><td>$ 130,141</td><td>$ 9,156</td><td>$ 139,297</td></tr><tr><td colspan=\"4\">Year Ended Jan 26, 2025</td></tr><tr><td>Revenue</td><td>$ 116,193</td><td>$ 14,304</td><td>$ 130,497</td></tr><tr><td>Other segment items (1)</td><td>33,318</td><td>9,219</td><td>42,537</td></tr><tr><td>Operating income</td><td>$ 82,875</td><td>$ 5,085</td><td>$ 87,960</td></tr><tr><td colspan=\"4\">Year Ended Jan 28, 2024</td></tr><tr><td>Revenue</td><td>$ 47,405</td><td>$ 13,517</td><td>$ 60,922</td></tr><tr><td>Other segment items (1)</td><td>15,389</td><td>7,671</td><td>23,060</td></tr><tr><td>Operating income</td><td>$ 32,016</td><td>$ 5,846</td><td>$ 37,862</td></tr></table>",
+      "path": "tables/table-106 Segment Revenue.html",
+      "metadata": {
+        "length": 1053,
+        "summary": "table-107\nThe table shows segment revenue, other segment items, and operating income for Compute & Networking and Graphics for fiscal years 2024, 2025, and 2026, with totals in millions.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-106 Segment Revenue.html",
+        "keywords": [
+          "Revenue",
+          "Operating Income",
+          "Compute & Networking"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "83448a0c-6819-56d0-b85d-175cc3fef4e2",
+      "type": "text",
+      "content": "(Continued)\nCODM reviews expenses on a consolidated basis, and expenses attributable to each segment are not regularly provided to our CODM.\nThe Compute & Networking segment includes our Data Center accelerated computing and networking platforms and AI solutions and software, and Automotive platforms and autonomous and electric vehicle solutions including software.\nThe Graphics segment includes GeForce GPUs for gaming and PCs, and Quadro/NVIDIA RTX GPUs for enterprise workstation graphics.\nCertain expenses are not allocated to either Compute & Networking or Graphics for purposes of making operating decisions or assessing financial performance. The expenses include stock-based compensation expense, corporate infrastructure and support costs, acquisition-related and other costs, and other non-recurring charges and benefits that our CODM deems to be enterprise in nature.\nOur CODM does not review any information regarding total assets on a reportable segment basis. There are no intersegment transactions. The accounting policies for segment reporting are the same as for our consolidated financial statements. The table below presents details of our reportable segments.\n\n[tables/table-106 Segment Revenue.html]\n\n(1) Other segment items primarily include product costs and inventory provisions, compensation and benefits excluding stock-based compensation expense, computing infrastructure expenses, and engineering development costs.\nDepreciation and amortization expense attributable to our Compute & Networking segment for fiscal years 2026, 2025, and 2024 was \\$1.6 billion, \\$732 million, and \\$457 million, respectively. Depreciation and amortization expense attributable to our Graphics segment for fiscal years 2026, 2025, and 2024 was \\$590 million, \\$372 million, and \\$307 million, respectively. Acquisition-related intangible amortization expense is not allocated to either Compute & Networking or Graphics for purposes of making operating decisions or assessing financial performance.",
+      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements_11",
+      "metadata": {
+        "length": 2028,
+        "summary": "NVIDIA reports two segments: Compute & Networking (Data Center, AI, Automotive) and Graphics (GeForce, Quadro GPUs). The CODM reviews expenses on a consolidated basis; certain costs like stock-based compensation and corporate infrastructure are not allocated. No intersegment transactions exist. Depreciation and amortization for Compute & Networking were $1.6B (2026), $732M (2025), $457M (2024); for Graphics: $590M (2026), $372M (2025), $307M (2024). Acquisition-related intangible amortization is not allocated.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Continued",
+          "CODM",
+          "reviews",
+          "expenses",
+          "consolidated",
+          "basis",
+          "attributable",
+          "segment",
+          "regularly",
+          "provided",
+          "The",
+          "Compute",
+          "Networking",
+          "includes",
+          "Data",
+          "Center",
+          "accelerated",
+          "computing",
+          "networking",
+          "platforms",
+          "AI",
+          "solutions",
+          "software",
+          "Automotive",
+          "autonomous",
+          "electric",
+          "vehicle",
+          "including",
+          "Graphics",
+          "GeForce",
+          "GPUs",
+          "gaming",
+          "PCs",
+          "Quadro",
+          "NVIDIA",
+          "RTX",
+          "enterprise",
+          "workstation",
+          "graphics",
+          "Certain",
+          "allocated",
+          "purposes",
+          "making",
+          "operating",
+          "decisions",
+          "assessing",
+          "financial",
+          "performance",
+          "include",
+          "stock",
+          "based",
+          "compensation",
+          "expense",
+          "corporate",
+          "infrastructure",
+          "support",
+          "costs",
+          "acquisition",
+          "related",
+          "recurring",
+          "charges",
+          "benefits",
+          "deems",
+          "nature",
+          "Our",
+          "review",
+          "information",
+          "total",
+          "assets",
+          "reportable",
+          "There",
+          "intersegment",
+          "transactions",
+          "accounting",
+          "policies",
+          "reporting",
+          "statements",
+          "table",
+          "presents",
+          "details",
+          "segments",
+          "Other",
+          "items",
+          "primarily",
+          "product",
+          "inventory",
+          "provisions",
+          "excluding",
+          "engineering",
+          "development",
+          "Depreciation",
+          "amortization",
+          "fiscal",
+          "years",
+          "2026",
+          "2025",
+          "2024",
+          "1.6",
+          "billion",
+          "732",
+          "million",
+          "457",
+          "590",
+          "372",
+          "307",
+          "Acquisition",
+          "intangible"
+        ],
+        "keywords": [
+          "Compute & Networking",
+          "Graphics",
+          "Segment Reporting"
+        ],
+        "connect_to": [
+          {
+            "target": "db1e05e0-e753-5263-ba3e-94df1b24e2bd",
+            "relation": "embeds",
+            "ref": "[tables/table-106 Segment Revenue.html]",
+            "position": {
+              "start": 1183,
+              "end": 1222
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "66a4acdf-dd15-5138-ada6-e8c45f91e91a",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"3\"></td><td colspan=\"3\">Year Ended</td></tr><tr><td>Jan 25, 2026</td><td>Jan 26, 2025</td><td>Jan 28, 2024</td></tr><tr><td colspan=\"3\">(In millions)</td></tr><tr><td>Segment operating income</td><td>$ 139,297</td><td>$ 87,960</td><td>$ 37,862</td></tr><tr><td>Stock-based compensation expense</td><td>(6,386)</td><td>(4,737)</td><td>(3,549)</td></tr><tr><td>Unallocated operating expenses</td><td>(1,997)</td><td>(1,171)</td><td>(728)</td></tr><tr><td>Acquisition-related and other costs</td><td>(527)</td><td>(599)</td><td>(613)</td></tr><tr><td>Interest income</td><td>2,300</td><td>1,786</td><td>866</td></tr><tr><td>Interest expense</td><td>(259)</td><td>(247)</td><td>(257)</td></tr><tr><td>Other income, net</td><td>9,022</td><td>1,034</td><td>237</td></tr><tr><td>Consolidated income before income tax</td><td>$ 141,450</td><td>$ 84,026</td><td>$ 33,818</td></tr></table>",
+      "path": "tables/table-107 Income Breakdown.html",
+      "metadata": {
+        "length": 903,
+        "summary": "table-108\nThe table shows segment operating income, stock-based compensation, unallocated expenses, acquisition costs, interest income/expense, and other income, leading to consolidated income before tax for fiscal years 2024-2026.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-107 Income Breakdown.html",
+        "keywords": [
+          "Segment operating income",
+          "Consolidated income",
+          "Stock-based compensation"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "37ba5250-03c1-597a-b9f5-ee9b8992c5f0",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"2\" colspan=\"2\"></td><td colspan=\"3\">Year Ended</td></tr><tr><td>Jan 25, 2026</td><td>Jan 26, 2025</td><td>Jan 28, 2024</td></tr><tr><td>Geographic Location (1):</td><td>Revenue based upon Customer Headquarters</td><td colspan=\"3\">(In millions)</td></tr><tr><td>United States</td><td>$</td><td>149,617</td><td>$ 77,482</td><td>$ 31,533</td></tr><tr><td>Taiwan (2)</td><td></td><td>42,345</td><td>23,600</td><td>14,912</td></tr><tr><td>China (including Hong Kong)</td><td></td><td>19,677</td><td>25,048</td><td>12,330</td></tr><tr><td>Other</td><td></td><td>4,299</td><td>4,367</td><td>2,147</td></tr><tr><td>Total revenue</td><td>$</td><td>215,938</td><td>$ 130,497</td><td>$ 60,922</td></tr></table>",
+      "path": "tables/table-108 Revenue by Region.html",
+      "metadata": {
+        "length": 723,
+        "summary": "table-109\nThe table shows total revenue of $215,938M for Jan 25, 2026, with US ($149,617M), Taiwan ($42,345M), China ($19,677M), and Other ($4,299M). Prior years: $130,497M (2025) and $60,922M (2024).",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-108 Revenue by Region.html",
+        "keywords": [
+          "Revenue",
+          "Geographic",
+          "Fiscal Years"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "59d925bf-0019-57ed-aba9-cb23bfecaf6a",
+      "type": "text",
+      "content": "(Continued)\nA reconciliation of segment operating income to consolidated income before income tax for fiscal years 2026, 2025, and 2024 were as follows:\n\n[tables/table-107 Income Breakdown.html]\n\nRevenue by geographic area is based upon the location of the customers' headquarters. The end customer and shipping location may be different from our customers' headquarters location.\n\n[tables/table-108 Revenue by Region.html]\n\n(1) In the third quarter of fiscal year 2026, we changed to revenue based upon the location of our customers' headquarters as we believe it provides a better representation of the geographic profile of our revenue. Prior period information has been recast to reflect this change.\n(2) In fiscal year 2026, we estimate 76% of Data Center revenue from Taiwan-headquartered customers was attributed to end customers based in the United States and Europe.\nRevenue from sales to customers headquartered outside of the United States accounted for 31%, 41%, and 48% of total revenue for fiscal years 2026, 2025, and 2024, respectively. The increase in revenue to the United States for fiscal years 2026 and 2025 was primarily due to higher U.S.-based Compute & Networking segment demand.\nWe refer to customers who purchase products directly from NVIDIA as direct customers, such as AIBs, distributors, ODMs, OEMs, CSPs, AI model makers, and system integrators. Certain direct customers may use either internal resources or third-party system integrators to complete their build. We refer to indirect customers as those who purchase products through our direct customers; indirect customers include CSPs, Neocloud builders, AI model makers, enterprises, and public sector entities. Our revenue is concentrated among a limited number of direct and indirect customers and this trend may continue.\nDirect Customers – For fiscal year 2026, sales to one direct customer represented 22% of total revenue and sales to another direct customer represented 14% of total revenue, all of which were primarily attributable to the Compute & Networking segment.\nFor fiscal year 2025, sales to one direct customer represented 12% of total revenue and sales to two direct customers each represented 11% of total revenue, all of which were primarily attributable to the Compute & Networking segment.\nFor fiscal year 2024, sales to one direct customer represented 13% of total revenue, and were primarily attributable to the Compute & Networking segment.",
+      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements_12",
+      "metadata": {
+        "length": 2438,
+        "summary": "The passage discusses NVIDIA's revenue and segment operating income reconciliation for fiscal years 2024-2026. Revenue is reported based on customer headquarters location, with a change in fiscal 2026. Non-US revenue was 31%, 41%, and 48% of total for 2026, 2025, and 2024 respectively. Revenue concentration among direct customers is noted: in fiscal 2026, one direct customer accounted for 22% of total revenue and another for 14%, primarily in Compute & Networking. Similar concentrations are reported for prior years. The text also defines direct and indirect customers and notes that 76% of Data Center revenue from Taiwan-headquartered customers was attributed to US and European end customers in fiscal 2026.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Continued",
+          "reconciliation",
+          "segment",
+          "operating",
+          "income",
+          "consolidated",
+          "tax",
+          "fiscal",
+          "years",
+          "2026",
+          "2025",
+          "2024",
+          "Revenue",
+          "geographic",
+          "area",
+          "based",
+          "location",
+          "customers",
+          "headquarters",
+          "The",
+          "end",
+          "customer",
+          "shipping",
+          "In",
+          "quarter",
+          "year",
+          "changed",
+          "revenue",
+          "representation",
+          "profile",
+          "Prior",
+          "period",
+          "information",
+          "recast",
+          "reflect",
+          "change",
+          "estimate",
+          "76%",
+          "Data",
+          "Center",
+          "Taiwan",
+          "headquartered",
+          "attributed",
+          "United",
+          "States",
+          "Europe",
+          "sales",
+          "accounted",
+          "31%",
+          "41%",
+          "48%",
+          "total",
+          "increase",
+          "primarily",
+          "due",
+          "higher",
+          "Compute",
+          "Networking",
+          "demand",
+          "We",
+          "refer",
+          "purchase",
+          "products",
+          "directly",
+          "NVIDIA",
+          "direct",
+          "AIBs",
+          "distributors",
+          "ODMs",
+          "OEMs",
+          "CSPs",
+          "AI",
+          "model",
+          "makers",
+          "system",
+          "integrators",
+          "Certain",
+          "internal",
+          "resources",
+          "party",
+          "complete",
+          "build",
+          "indirect",
+          "include",
+          "Neocloud",
+          "builders",
+          "enterprises",
+          "public",
+          "sector",
+          "entities",
+          "Our",
+          "concentrated",
+          "limited",
+          "number",
+          "trend",
+          "continue",
+          "Direct",
+          "Customers",
+          "For",
+          "represented",
+          "22%",
+          "14%",
+          "attributable",
+          "12%",
+          "11%",
+          "13%"
+        ],
+        "keywords": [
+          "Revenue",
+          "Segment",
+          "Customers"
+        ],
+        "connect_to": [
+          {
+            "target": "66a4acdf-dd15-5138-ada6-e8c45f91e91a",
+            "relation": "embeds",
+            "ref": "[tables/table-107 Income Breakdown.html]",
+            "position": {
+              "start": 154,
+              "end": 194
+            }
+          },
+          {
+            "target": "37ba5250-03c1-597a-b9f5-ee9b8992c5f0",
+            "relation": "embeds",
+            "ref": "[tables/table-108 Revenue by Region.html]",
+            "position": {
+              "start": 382,
+              "end": 423
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "f1882c27-b91e-5800-97f4-a92cf782be76",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"2\"></td><td colspan=\"3\">Year Ended</td></tr><tr><td>Jan 25, 2026</td><td>Jan 26, 2025</td><td>Jan 28, 2024</td></tr><tr><td>Revenue by End Market:</td><td colspan=\"3\">(In millions)</td></tr><tr><td>Data Center</td><td>$ 193,737</td><td>$ 115,186</td><td>$ 47,525</td></tr><tr><td>Compute</td><td>162,361</td><td>102,196</td><td>38,950</td></tr><tr><td>Networking</td><td>31,376</td><td>12,990</td><td>8,575</td></tr><tr><td>Gaming</td><td>16,042</td><td>11,350</td><td>10,447</td></tr><tr><td>Professional Visualization</td><td>3,191</td><td>1,878</td><td>1,553</td></tr><tr><td>Automotive</td><td>2,349</td><td>1,694</td><td>1,091</td></tr><tr><td>OEM and Other</td><td>619</td><td>389</td><td>306</td></tr><tr><td>Total revenue</td><td>$ 215,938</td><td>$ 130,497</td><td>$ 60,922</td></tr></table>",
+      "path": "tables/table-109 NVIDIA Revenue.html",
+      "metadata": {
+        "length": 824,
+        "summary": "table-110\nNVIDIA's total revenue grew from $60.9B in FY2024 to $130.5B in FY2025 and $215.9B in FY2026, driven by Data Center growth ($47.5B to $193.7B).",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-109 NVIDIA Revenue.html",
+        "keywords": [
+          "Revenue",
+          "Data Center",
+          "Gaming"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "0194b70f-150b-508c-aa9d-936070fefaac",
+      "type": "table",
+      "content": "<table><tr><td></td><td>Jan 25, 2026</td><td>Jan 26, 2025</td></tr><tr><td>Long-lived assets:</td><td colspan=\"2\">(In millions)</td></tr><tr><td>United States</td><td>$ 5,125</td><td>$ 3,626</td></tr><tr><td>Taiwan</td><td>3,219</td><td>1,481</td></tr><tr><td>Israel</td><td>1,471</td><td>840</td></tr><tr><td>Other</td><td>568</td><td>336</td></tr><tr><td>Total long-lived assets</td><td>$ 10,383</td><td>$ 6,283</td></tr></table>",
+      "path": "tables/table-110 Long-lived assets.html",
+      "metadata": {
+        "length": 431,
+        "summary": "table-111\nThe table shows long-lived assets by region for Jan 25, 2026 and Jan 26, 2025, with totals of $10,383M and $6,283M respectively.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-110 Long-lived assets.html",
+        "keywords": [
+          "long-lived assets",
+          "geographic breakdown",
+          "financial data"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "95709c3c-f540-5c62-aa6c-087eedf8a9c2",
+      "type": "text",
+      "content": "(Continued)\nThe following table summarizes revenue by specialized markets:\n\n[tables/table-109 NVIDIA Revenue.html]\n\nThe following table presents summarized information for long-lived assets by country. Long-lived assets consist of property and equipment and exclude other assets, operating lease assets, goodwill, and intangible assets.\n\n[tables/table-110 Long-lived assets.html]",
+      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements_13",
+      "metadata": {
+        "length": 383,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Continued",
+          "The",
+          "table",
+          "summarizes",
+          "revenue",
+          "specialized",
+          "markets",
+          "presents",
+          "summarized",
+          "information",
+          "long",
+          "lived",
+          "assets",
+          "country",
+          "Long",
+          "consist",
+          "property",
+          "equipment",
+          "exclude",
+          "operating",
+          "lease",
+          "goodwill",
+          "intangible"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "f1882c27-b91e-5800-97f4-a92cf782be76",
+            "relation": "embeds",
+            "ref": "[tables/table-109 NVIDIA Revenue.html]",
+            "position": {
+              "start": 76,
+              "end": 114
+            }
+          },
+          {
+            "target": "0194b70f-150b-508c-aa9d-936070fefaac",
+            "relation": "embeds",
+            "ref": "[tables/table-110 Long-lived assets.html]",
+            "position": {
+              "start": 338,
+              "end": 379
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "e7fe0e58-c8c0-5713-8ef9-b3e8dd4ed684",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"2\"></td><td>Operating Lease Obligations</td></tr><tr><td>(In millions)</td></tr><tr><td colspan=\"2\">Fiscal Year:</td></tr><tr><td>2027</td><td>$ 493</td></tr><tr><td>2028</td><td>485</td></tr><tr><td>2029</td><td>457</td></tr><tr><td>2030</td><td>381</td></tr><tr><td>2031</td><td>314</td></tr><tr><td>2032 and thereafter</td><td>1,494</td></tr><tr><td>Total</td><td>3,624</td></tr><tr><td>Less imputed interest</td><td>680</td></tr><tr><td>Present value of net future minimum lease payments</td><td>2,944</td></tr><tr><td>Less short-term operating lease liabilities</td><td>372</td></tr><tr><td>Long-term operating lease liabilities</td><td>$ 2,572</td></tr></table>",
+      "path": "tables/table-111 Lease Obligations.html",
+      "metadata": {
+        "length": 691,
+        "summary": "table-112\nThe table shows operating lease obligations by fiscal year from 2027 to 2032+, totaling $3,624 million. After subtracting imputed interest of $680 million, the present value of net minimum lease payments is $2,944 million, with long-term liabilities of $2,572 million.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-111 Lease Obligations.html",
+        "keywords": [
+          "Operating Lease",
+          "Liabilities",
+          "Future Payments"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "02acde18-aaae-5f9b-b7a8-7e55e4758bf0",
+      "type": "text",
+      "content": "Our lease obligations primarily consist of operating leases for our offices and data centers, with lease periods expiring between fiscal years 2027 and 2041.\nFuture minimum lease obligations under our non-cancelable lease agreements as of January 25, 2026 were as follows:\n\n[tables/table-111 Lease Obligations.html]\n\nBetween fiscal years 2027 and 2030, we expect to commence leases with future obligations of \\$22.7 billion, primarily data center leases to support our research and development efforts, with lease terms of 1.8 to 20 years.",
+      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/Note 17 - Leases",
+      "metadata": {
+        "length": 545,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Our",
+          "lease",
+          "obligations",
+          "primarily",
+          "consist",
+          "operating",
+          "leases",
+          "offices",
+          "data",
+          "centers",
+          "periods",
+          "expiring",
+          "fiscal",
+          "years",
+          "2027",
+          "2041",
+          "Future",
+          "minimum",
+          "cancelable",
+          "agreements",
+          "January",
+          "25",
+          "2026",
+          "Between",
+          "2030",
+          "expect",
+          "commence",
+          "future",
+          "22.7",
+          "billion",
+          "center",
+          "support",
+          "research",
+          "development",
+          "efforts",
+          "terms",
+          "1.8",
+          "20"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "e7fe0e58-c8c0-5713-8ef9-b3e8dd4ed684",
+            "relation": "embeds",
+            "ref": "[tables/table-111 Lease Obligations.html]",
+            "position": {
+              "start": 274,
+              "end": 315
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "cf6a3987-8f8d-5ac2-986a-36f5c3fee832",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"3\"></td><td colspan=\"3\">Year Ended</td></tr><tr><td>Jan 25, 2026</td><td>Jan 26, 2025</td><td>Jan 28, 2024</td></tr><tr><td colspan=\"3\">(In millions)</td></tr><tr><td colspan=\"4\">Supplemental cash flows information</td></tr><tr><td>Operating cash flow used for operating leases</td><td>$ 428</td><td>$ 313</td><td>$ 286</td></tr><tr><td>Operating lease assets obtained in exchange for lease obligations</td><td>$ 1,439</td><td>$ 877</td><td>$ 531</td></tr></table>",
+      "path": "tables/table-112 Lease Cash Flows.html",
+      "metadata": {
+        "length": 488,
+        "summary": "table-113\nThe table shows supplemental cash flow information for operating leases, including cash used and assets obtained in exchange for lease obligations for fiscal years 2024-2026.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-112 Lease Cash Flows.html",
+        "keywords": [
+          "operating leases",
+          "cash flows",
+          "lease obligations"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "7e964f0f-f433-5fd2-b22a-16b49278df80",
+      "type": "table",
+      "content": "<table><tr><td>Description</td><td>Balance at Beginning of Period</td><td>Additions</td><td>Deductions</td><td>Balance at End of Period</td></tr><tr><td></td><td colspan=\"4\">(In millions)</td></tr><tr><td colspan=\"5\">Fiscal year 2026</td></tr><tr><td>Allowance for doubtful accounts</td><td>$ 4</td><td>$ — (1)</td><td>$ — (1)</td><td>$ 4</td></tr><tr><td>Sales return allowance</td><td>$ 82</td><td>$ 188 (2)</td><td>$ (100) (4)</td><td>$ 170</td></tr><tr><td>Deferred tax valuation allowance</td><td>$ 1,610</td><td>$ 31 (3)</td><td>$ (873) (3)</td><td>$ 768</td></tr><tr><td colspan=\"5\">Fiscal year 2025</td></tr><tr><td>Allowance for doubtful accounts</td><td>$ 4</td><td>$ — (1)</td><td>$ — (1)</td><td>$ 4</td></tr><tr><td>Sales return allowance</td><td>$ 109</td><td>$ 151 (2)</td><td>$ (178) (4)</td><td>$ 82</td></tr><tr><td>Deferred tax valuation allowance</td><td>$ 1,552</td><td>$ 58 (3)</td><td>$ — (3)</td><td>$ 1,610</td></tr><tr><td colspan=\"5\">Fiscal year 2024</td></tr><tr><td>Allowance for doubtful accounts</td><td>$ 4</td><td>$ — (1)</td><td>$ — (1)</td><td>$ 4</td></tr><tr><td>Sales return allowance</td><td>$ 26</td><td>$ 213 (2)</td><td>$ (130) (4)</td><td>$ 109</td></tr><tr><td>Deferred tax valuation allowance</td><td>$ 1,484</td><td>$ 162 (3)</td><td>$ (94) (3)</td><td>$ 1,552</td></tr></table>",
+      "path": "tables/table-113 Allowance Changes.html",
+      "metadata": {
+        "length": 1324,
+        "summary": "table-114\nThe table shows allowance for doubtful accounts, sales returns, and deferred tax valuation allowances for fiscal years 2024-2026, with balances and changes.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-113 Allowance Changes.html",
+        "keywords": [
+          "Allowance",
+          "Fiscal Years",
+          "Valuation"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "4554987b-23e0-53c9-82e1-5858603d149d",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"2\">Exhibit No.</td><td rowspan=\"2\">Exhibit Description</td><td colspan=\"2\">Incorporated by Reference</td><td rowspan=\"2\">Filing Date</td></tr><tr><td>Schedule/Form</td><td>Exhibit</td></tr><tr><td>3.1</td><td>Restated Certificate of Incorporation</td><td>10-K</td><td>3.1</td><td>3/18/2022</td></tr><tr><td>3.2</td><td>Amendment to Restated Certificate of Incorporation of NVIDIA Corporation</td><td>8-K</td><td>3.1</td><td>6/6/2022</td></tr><tr><td>3.3</td><td>Amendment to Restated Certificate of Incorporation of NVIDIA Corporation</td><td>8-K</td><td>3.1</td><td>6/7/2024</td></tr><tr><td>3.4</td><td>Bylaws of NVIDIA Corporation, Amended and Restated as of March 12, 2024</td><td>8-K</td><td>3.1</td><td>3/14/2024</td></tr><tr><td>4.1</td><td>Reference is made to Exhibits 3.1, 3.2, 3.3 and 3.4</td><td></td><td></td><td></td></tr><tr><td>4.2</td><td>Specimen Stock Certificate</td><td>S-1/A</td><td>4.2</td><td>4/24/1998</td></tr><tr><td>4.3</td><td>Indenture, dated as of September 16, 2016, by and between the Company and Computershare Trust Company, N.A., as successor to Wells Fargo Bank, National Association, as Trustee</td><td>8-K</td><td>4.1</td><td>9/16/2016</td></tr><tr><td>4.4</td><td>Officers' Certificate, dated as of September 16, 2016</td><td>8-K</td><td>4.2</td><td>9/16/2016</td></tr><tr><td>4.5</td><td>Form of 2026 Note</td><td>8-K</td><td>Annex B-1 to Exhibit 4.2</td><td>9/16/2016</td></tr><tr><td>4.6</td><td>Description of Securities</td><td>10-K</td><td>4.6</td><td>2/26/2025</td></tr><tr><td>4.7</td><td>Officers' Certificate, dated as of March 31, 2020</td><td>8-K</td><td>4.2</td><td>3/31/2020</td></tr><tr><td>4.8</td><td>Form of 2030 Note</td><td>8-K</td><td>Annex A-1 to Exhibit 4.2</td><td>3/31/2020</td></tr><tr><td>4.9</td><td>Form of 2040 Note</td><td>8-K</td><td>Annex B-1 to Exhibit 4.2</td><td>3/31/2020</td></tr><tr><td>4.10</td><td>Form of 2050 Note</td><td>8-K</td><td>Annex C-1 to Exhibit 4.2</td><td>3/31/2020</td></tr><tr><td>4.11</td><td>Form of 2060 Note</td><td>8-K</td><td>Annex D-1 to Exhibit 4.2</td><td>3/31/2020</td></tr><tr><td>4.12</td><td>Officers' Certificate, dated as of June 16, 2021</td><td>8-K</td><td>4.2</td><td>6/16/2021</td></tr><tr><td>4.13</td><td>Form of 2028 Note</td><td>8-K</td><td>Annex C-1 to Exhibit 4.2</td><td>6/16/2021</td></tr><tr><td>4.14</td><td>Form of 2031 Note</td><td>8-K</td><td>Annex D-1 to Exhibit 4.2</td><td>6/16/2021</td></tr><tr><td>10.1</td><td>Form of Indemnity Agreement between NVIDIA Corporation and each of its directors and officers</td><td>8-K</td><td>10.1</td><td>3/7/2006</td></tr><tr><td>10.2+</td><td>Amended and Restated 2007 Equity Incentive Plan</td><td>10-Q</td><td>10.1</td><td>8/28/2024</td></tr><tr><td>10.3+</td><td>Amended and Restated 2007 Equity Incentive Plan - Non-Employee Director Deferred Restricted Stock Unit Grant Notice and Deferred Restricted Stock Unit Agreement (2016)</td><td>10-K</td><td>10.26</td><td>3/12/2015</td></tr><tr><td>10.4+</td><td>Amended and Restated 2007 Equity Incentive Plan - Non-Employee Director Restricted Stock Unit Grant Notice and Restricted Stock Unit Agreement (2016)</td><td>10-K</td><td>10.27</td><td>3/12/2015</td></tr><tr><td>10.5+</td><td>Amended and Restated 2007 Equity Incentive Plan - Global Performance-Based Restricted Stock Unit Grant Notice and Performance-Based Restricted Stock Unit Agreement (2019)</td><td>8-K</td><td>10.1</td><td>3/11/2019</td></tr><tr><td>10.6+</td><td>Amended and Restated 2007 Equity Incentive Plan - Global Restricted Stock Unit Grant Notice and Global Restricted Stock Unit Agreement (2021)</td><td>10-Q</td><td>10.2</td><td>5/26/2021</td></tr><tr><td>10.7+</td><td>Amended and Restated 2007 Equity Incentive Plan - Global Restricted Stock Unit Grant Notice and Global Restricted Stock Unit Agreement (2022)</td><td>10-K</td><td>10.16</td><td>3/18/2022</td></tr><tr><td>10.8+</td><td>Amended and Restated 2007 Equity Incentive Plan - Global Restricted Stock Unit Grant Notice and Global Restricted Stock Unit Agreement (2023)</td><td>10-K</td><td>10.14</td><td>2/24/2023</td></tr><tr><td>10.9+</td><td>Amended and Restated 2007 Equity Incentive Plan - Global Restricted Stock Unit Grant Notice and Global Restricted Stock Unit Agreement (2024) (version 1)</td><td>10-Q</td><td>10.2</td><td>5/29/2024</td></tr><tr><td>10.10+</td><td>Amended and Restated 2007 Equity Incentive Plan - Global Performance-Based Restricted Stock Unit Grant Notice and Performance-Based Restricted Stock Unit Agreement (2024)</td><td>10-Q</td><td>10.3</td><td>5/29/2024</td></tr><tr><td>10.11+</td><td>Amended and Restated 2007 Equity Incentive Plan - Global Restricted Stock Unit Grant Notice and Global Restricted Stock Unit Agreement (2024) (version 2)</td><td>10-Q</td><td>10.1</td><td>11/20/2024</td></tr><tr><td>10.12+</td><td>Amended and Restated 2007 Equity Incentive Plan - Global Restricted Stock Unit Grant Notice and Global Restricted Stock Unit Agreement (2025)</td><td>10-K</td><td>10.13</td><td>2/26/2025</td></tr><tr><td>10.13+</td><td>Amended and Restated 2007 Equity Incentive Plan - Global Performance-Based Restricted Stock Unit Grant Notice and Performance-Based Restricted Stock Unit Agreement (2025)</td><td>10-K</td><td>10.14</td><td>2/26/2025</td></tr><tr><td>10.14+</td><td>Amended and Restated 2007 Equity Incentive Plan - Non-Employee Director Deferred Restricted Stock Unit Grant Notice and Deferred Restricted Stock Unit Agreement (2025)</td><td>10-Q</td><td>10.1</td><td>8/27/2025</td></tr><tr><td>10.15+</td><td>Amended and Restated 2007 Equity Incentive Plan - Non-Employee Director Restricted Stock Unit Grant Notice and Restricted Stock Unit Agreement (2025)</td><td>10-Q</td><td>10.2</td><td>8/27/2025</td></tr><tr><td>10.16+</td><td>Amended and Restated 2012 Employee Stock Purchase Plan</td><td>10-K</td><td>10.15</td><td>2/26/2025</td></tr><tr><td>10.17+</td><td>Variable Compensation Plan - Fiscal Year 2025</td><td>8-K</td><td>10.1</td><td>3/14/2024</td></tr><tr><td>10.18+</td><td>Variable Compensation Plan - Fiscal Year 2026</td><td>8-K</td><td>10.1</td><td>3/7/2025</td></tr><tr><td>19.1*</td><td>NVIDIA Corporation Insider Trading Policy</td><td></td><td></td><td></td></tr><tr><td>21.1*</td><td>Subsidiaries of Registrant</td><td></td><td></td><td></td></tr><tr><td>23.1*</td><td>Consent of PricewaterhouseCoopers LLP</td><td></td><td></td><td></td></tr><tr><td>24.1*</td><td>Power of Attorney (included in signature page)</td><td></td><td></td><td></td></tr><tr><td>31.1*</td><td>Certification of Chief Executive Officer as required by Rule 13a-14(a) of the Securities Exchange Act of 1934</td><td></td><td></td><td></td></tr><tr><td>31.2*</td><td>Certification of Chief Financial Officer as required by Rule 13a-14(a) of the Securities Exchange Act of 1934</td><td></td><td></td><td></td></tr><tr><td>32.1#*</td><td>Certification of Chief Executive Officer as required by Rule 13a-14(b) of the Securities Exchange Act of 1934</td><td></td><td></td><td></td></tr><tr><td>32.2#*</td><td>Certification of Chief Financial Officer as required by Rule 13a-14(b) of the Securities Exchange Act of 1934</td><td></td><td></td><td></td></tr><tr><td>97.1+</td><td>Compensation Recovery Policy, as amended and restated November 30, 2023</td><td>10-K</td><td>97.1</td><td>2/21/2024</td></tr><tr><td>101.INS*</td><td>XBRL Instance Document</td><td></td><td></td><td></td></tr><tr><td>101.SCH*</td><td>XBRL Taxonomy Extension Schema Document</td><td></td><td></td><td></td></tr><tr><td>101.CAL*</td><td>XBRL Taxonomy Extension Calculation Linkbase Document</td><td></td><td></td><td></td></tr><tr><td>101.DEF*</td><td>XBRL Taxonomy Extension Definition Linkbase Document</td><td></td><td></td><td></td></tr><tr><td>101.LAB*</td><td>XBRL Taxonomy Extension Labels Linkbase Document</td><td></td><td></td><td></td></tr><tr><td>101.PRE*</td><td>XBRL Taxonomy Extension Presentation Linkbase Document</td><td></td><td></td><td></td></tr><tr><td>104</td><td>Cover Page Interactive Data File - the cover page interactive data file does not appear in the Interactive Data File because its XBRL tags are embedded within the Inline XBRL document</td><td></td><td></td><td></td></tr></table>",
+      "path": "tables/table-114 Exhibit Index.html",
+      "metadata": {
+        "length": 8215,
+        "summary": "table-115\nAn exhibit index listing NVIDIA's incorporation documents, equity plans, and certifications, with references to SEC filings like 10-K and 8-K.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-114 Exhibit Index.html",
+        "keywords": [
+          "Exhibits",
+          "SEC Filings",
+          "NVIDIA"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "39caf71e-0f06-527e-af96-362a3eb94ac2",
+      "type": "text",
+      "content": "(Continued)\nOperating lease costs for fiscal years 2026, 2025, and 2024 were \\$462 million, \\$356 million, and \\$269 million, respectively. Short-term and variable lease costs for fiscal years 2026, 2025, and 2024 were not significant.\nOther information related to leases was as follows:\n\n[tables/table-112 Lease Cash Flows.html]\n\nAs of January 25, 2026, our operating leases have a weighted average remaining lease term of 8.8 years and a weighted average discount rate of 4.38%. As of January 26, 2025, our operating leases had a weighted average remaining lease term of 6.5 years and a weighted average discount rate of 4.16%.\nNVIDIA Corporation and Subsidiaries\nSchedule II – Valuation and Qualifying Accounts\n\n[tables/table-113 Allowance Changes.html]\n\n(1) Additions represent either expense or acquired balances and deductions represent write-offs.\n(2) Additions represent estimated product returns charged as a reduction to revenue or an acquired balance.\n(3) Additional valuation allowance on deferred tax assets not likely to be realized. Additions represent additional valuation allowance on certain state and other deferred tax assets. Deductions mainly represent the release of valuation allowance on certain state deferred tax assets. Refer to Note 13 of the Notes to the Consolidated Financial Statements in Part IV, Item 15 of this Annual Report on Form 10-K for additional information.\n(4) Represents sales returns.\nExhibit Index\n\n[tables/table-114 Exhibit Index.html]\n\n\\* Filed herewith.\n+ Management contract or compensatory plan or arrangement.\nIn accordance with Item 601(b)(32)(ii) of Regulation S-K and SEC Release Nos. 33-8238 and 34-47986, Final Rule: Management's Reports on Internal Control Over Financial Reporting and Certification of Disclosure in Exchange Act Periodic Reports, the certifications furnished in Exhibits 32.1 and 32.2 hereto are deemed to accompany this Annual Report on Form 10-K and will not be deemed \"filed\" for purpose of Section 18 of the Exchange Act. Such certifications will not be deemed to be incorporated by reference into any filing under the Securities Act or the Exchange Act, except to the extent that the registrant specifically incorporates it by reference.\n^ Certain exhibits and schedules have been omitted in accordance with Regulation S-K Item 601(a)(5).\nCopies of above exhibits not contained herein are available to any shareholder upon written request to:\nInvestor Relations: NVIDIA Corporation, 2788 San Tomas Expressway, Santa Clara, CA 95051",
+      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements_14",
+      "metadata": {
+        "length": 2625,
+        "summary": "The passage details NVIDIA's operating lease costs for fiscal years 2026, 2025, and 2024 ($462M, $356M, $269M), with short-term and variable costs not significant. As of January 25, 2026, leases have a weighted average term of 8.8 years and discount rate of 4.38%. It also includes Schedule II on valuation and qualifying accounts, with notes on additions and deductions for allowances and returns. Finally, an Exhibit Index lists exhibits filed with the SEC, including certifications and management contracts, with instructions for shareholder requests.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Continued",
+          "Operating",
+          "lease",
+          "costs",
+          "fiscal",
+          "years",
+          "2026",
+          "2025",
+          "2024",
+          "462",
+          "million",
+          "356",
+          "269",
+          "Short",
+          "term",
+          "variable",
+          "significant",
+          "Other",
+          "information",
+          "related",
+          "leases",
+          "As",
+          "January",
+          "25",
+          "operating",
+          "weighted",
+          "average",
+          "remaining",
+          "8.8",
+          "discount",
+          "rate",
+          "4.38%",
+          "26",
+          "6.5",
+          "4.16%",
+          "NVIDIA",
+          "Corporation",
+          "Subsidiaries",
+          "Schedule",
+          "II",
+          "Valuation",
+          "Qualifying",
+          "Accounts",
+          "Additions",
+          "represent",
+          "expense",
+          "acquired",
+          "balances",
+          "deductions",
+          "write",
+          "offs",
+          "estimated",
+          "product",
+          "returns",
+          "charged",
+          "reduction",
+          "revenue",
+          "balance",
+          "Additional",
+          "valuation",
+          "allowance",
+          "deferred",
+          "tax",
+          "assets",
+          "realized",
+          "additional",
+          "state",
+          "Deductions",
+          "release",
+          "Refer",
+          "Note",
+          "13",
+          "Notes",
+          "Consolidated",
+          "Financial",
+          "Statements",
+          "Part",
+          "IV",
+          "Item",
+          "15",
+          "Annual",
+          "Report",
+          "Form",
+          "10",
+          "Represents",
+          "sales",
+          "Exhibit",
+          "Index",
+          "Filed",
+          "herewith",
+          "Management",
+          "contract",
+          "compensatory",
+          "plan",
+          "arrangement",
+          "In",
+          "accordance",
+          "601",
+          "32",
+          "ii",
+          "Regulation",
+          "SEC",
+          "Release",
+          "Nos",
+          "33",
+          "8238",
+          "34",
+          "47986",
+          "Final",
+          "Rule",
+          "Reports",
+          "Internal",
+          "Control",
+          "Over",
+          "Reporting",
+          "Certification",
+          "Disclosure",
+          "Exchange",
+          "Act",
+          "Periodic",
+          "certifications",
+          "furnished",
+          "Exhibits",
+          "32.1",
+          "32.2",
+          "hereto",
+          "deemed",
+          "accompany",
+          "filed",
+          "purpose",
+          "Section",
+          "18",
+          "Such",
+          "incorporated",
+          "reference",
+          "filing",
+          "Securities",
+          "extent",
+          "registrant",
+          "specifically",
+          "incorporates",
+          "Certain",
+          "exhibits",
+          "schedules",
+          "omitted",
+          "Copies",
+          "contained",
+          "shareholder",
+          "written",
+          "request",
+          "Investor",
+          "Relations",
+          "2788",
+          "San",
+          "Tomas",
+          "Expressway",
+          "Santa",
+          "Clara",
+          "CA",
+          "95051"
+        ],
+        "keywords": [
+          "Operating leases",
+          "Valuation accounts",
+          "Exhibits"
+        ],
+        "connect_to": [
+          {
+            "target": "cf6a3987-8f8d-5ac2-986a-36f5c3fee832",
+            "relation": "embeds",
+            "ref": "[tables/table-112 Lease Cash Flows.html]",
+            "position": {
+              "start": 289,
+              "end": 329
+            }
+          },
+          {
+            "target": "7e964f0f-f433-5fd2-b22a-16b49278df80",
+            "relation": "embeds",
+            "ref": "[tables/table-113 Allowance Changes.html]",
+            "position": {
+              "start": 715,
+              "end": 756
+            }
+          },
+          {
+            "target": "4554987b-23e0-53c9-82e1-5858603d149d",
+            "relation": "embeds",
+            "ref": "[tables/table-114 Exhibit Index.html]",
+            "position": {
+              "start": 1447,
+              "end": 1484
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "87ba7dbb-a30f-540c-9ecb-7b6af1b559fe",
+      "type": "text",
+      "content": "Not Applicable.",
+      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 16. Form 10-K Summary",
+      "metadata": {
+        "length": 15,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Not",
+          "Applicable"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "ca262699-fb67-59e5-8719-934302fc7c6e",
+      "type": "table",
+      "content": "<table><tr><td>Signature</td><td>Title</td><td>Date</td></tr><tr><td>/s/ JEN-HSUN HUANG</td><td>President, Chief Executive Officer and Director (Principal Executive Officer)</td><td>February 25, 2026</td></tr><tr><td>Jen-Hsun Huang</td><td></td><td></td></tr><tr><td>/s/ COLETTE M. KRESS</td><td>Executive Vice President and Chief Financial Officer (Principal Financial Officer)</td><td>February 25, 2026</td></tr><tr><td>Colette M. Kress</td><td></td><td></td></tr><tr><td>/s/ DONALD ROBERTSON</td><td>Vice President and Chief Accounting Officer (Principal Accounting Officer)</td><td>February 25, 2026</td></tr><tr><td>Donald Robertson</td><td></td><td></td></tr><tr><td>/s/ TENCH COXE</td><td>Director</td><td>February 25, 2026</td></tr><tr><td>Tench Coxe</td><td></td><td></td></tr><tr><td>/s/ JOHN O. DABIRI</td><td>Director</td><td>February 25, 2026</td></tr><tr><td>John O. Dabiri</td><td></td><td></td></tr><tr><td>/s/ DAWN HUDSON</td><td>Director</td><td>February 25, 2026</td></tr><tr><td>Dawn Hudson</td><td></td><td></td></tr><tr><td>/s/ HARVEY C. JONES</td><td>Director</td><td>February 25, 2026</td></tr><tr><td>Harvey C. Jones</td><td></td><td></td></tr><tr><td>/s/ MELISSA B. LORA</td><td>Director</td><td>February 25, 2026</td></tr><tr><td>Melissa B. Lora</td><td></td><td></td></tr><tr><td>/s/ STEPHEN C. NEAL</td><td>Director</td><td>February 25, 2026</td></tr><tr><td>Stephen C. Neal</td><td></td><td></td></tr><tr><td>/s/ A. BROOKE SEAWELL</td><td>Director</td><td>February 25, 2026</td></tr><tr><td>A. Brooke Seawell</td><td></td><td></td></tr><tr><td>/s/ AARTI SHAH</td><td>Director</td><td>February 25, 2026</td></tr><tr><td>Aarti Shah</td><td></td><td></td></tr><tr><td>/s/ MARK A. STEVENS</td><td>Director</td><td>February 25, 2026</td></tr><tr><td>Mark A. Stevens</td><td></td><td></td></tr></table>",
+      "path": "tables/table-115 Signatures.html",
+      "metadata": {
+        "length": 1826,
+        "summary": "table-116\nSignatures of NVIDIA executives and directors including Jen-Hsun Huang, Colette M. Kress, Donald Robertson, and others, dated February 25, 2026.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "tables/table-115 Signatures.html",
+        "keywords": [
+          "Signatures",
+          "Directors",
+          "Officers"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "88b9ab0c-49f6-5dd3-b9af-03e09b828161",
+      "type": "text",
+      "content": "Pursuant to the requirements of Section 13 or 15(d) of the Securities Exchange Act of 1934, the Registrant has duly caused this report to be signed on its behalf by the undersigned, thereunto duly authorized, on February 25, 2026.\nNVIDIA Corporation\nBy: /s/ Jen-Hsun Huang\nJen-Hsun Huang\nPresident and Chief Executive Officer\nPower of Attorney\nKNOW ALL PERSONS BY THESE PRESENTS, that each person whose signature appears below constitutes and appoints Jen-Hsun Huang and Colette M. Kress, and each or any one of them, his true and lawful attorney-in-fact and agent, with full power of substitution and resubstitution, for him and in his name, place and stead, in any and all capacities, to sign any and all amendments to this report, and to file the same, with all exhibits thereto, and other documents in connection therewith, with the Securities and Exchange Commission, granting unto said attorneys-in-facts and agents, and each of them, full power and authority to do and perform each and every act and thing requisite and necessary to be done in connection therewith, as fully to all intents and purposes as he might or could do in person, hereby ratifying and confirming all that said attorneys-in-fact and agents, or any of them, or their or his substitutes or substitutes, may lawfully do or cause to be done by virtue hereof.\nPursuant to the requirements of the Securities Exchange Act of 1934, this report has been signed below by the following persons on behalf of the registrant and in the capacities and on the dates indicated.\n\n[tables/table-115 Signatures.html]",
+      "path": "2026-Annual-Report-Web.pdf/Part III_2/Signatures",
+      "metadata": {
+        "length": 1586,
+        "summary": "The document is a signing page for an SEC filing by NVIDIA Corporation, dated February 25, 2026. It includes the signature of Jen-Hsun Huang as President and CEO, and a Power of Attorney appointing Huang and Colette M. Kress as attorneys-in-fact to sign amendments. The table lists signatories with their titles and dates.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Pursuant",
+          "requirements",
+          "Section",
+          "13",
+          "15",
+          "Securities",
+          "Exchange",
+          "Act",
+          "1934",
+          "Registrant",
+          "duly",
+          "caused",
+          "report",
+          "signed",
+          "behalf",
+          "undersigned",
+          "thereunto",
+          "authorized",
+          "February",
+          "25",
+          "2026",
+          "NVIDIA",
+          "Corporation",
+          "By",
+          "Jen",
+          "Hsun",
+          "Huang",
+          "President",
+          "Chief",
+          "Executive",
+          "Officer",
+          "Power",
+          "Attorney",
+          "KNOW",
+          "ALL",
+          "PERSONS",
+          "BY",
+          "THESE",
+          "PRESENTS",
+          "person",
+          "signature",
+          "appears",
+          "constitutes",
+          "appoints",
+          "Colette",
+          "Kress",
+          "true",
+          "lawful",
+          "attorney",
+          "fact",
+          "agent",
+          "full",
+          "power",
+          "substitution",
+          "resubstitution",
+          "place",
+          "stead",
+          "capacities",
+          "sign",
+          "amendments",
+          "file",
+          "exhibits",
+          "thereto",
+          "documents",
+          "connection",
+          "therewith",
+          "Commission",
+          "granting",
+          "attorneys",
+          "facts",
+          "agents",
+          "authority",
+          "perform",
+          "act",
+          "thing",
+          "requisite",
+          "fully",
+          "intents",
+          "purposes",
+          "ratifying",
+          "confirming",
+          "substitutes",
+          "lawfully",
+          "virtue",
+          "hereof",
+          "persons",
+          "registrant",
+          "dates"
+        ],
+        "keywords": [
+          "SEC",
+          "Power of Attorney",
+          "NVIDIA"
+        ],
+        "connect_to": [
+          {
+            "target": "ca262699-fb67-59e5-8719-934302fc7c6e",
+            "relation": "embeds",
+            "ref": "[tables/table-115 Signatures.html]",
+            "position": {
+              "start": 1542,
+              "end": 1576
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "66fd3a6e-cfd1-5191-a005-6bf8fbf72b91",
+      "type": "text",
+      "content": "",
+      "path": "2026-Annual-Report-Web.pdf/Corporate Information",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "33e6c4b5-9131-548e-a1ea-ec51e18733e1",
+      "type": "text",
+      "content": "",
+      "path": "2026-Annual-Report-Web.pdf/Corporate Information/Board of Directors",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "d1ffe601-0d50-528e-9f39-e8488cf13ff8",
+      "type": "text",
+      "content": "Founder, President, and\nChief Executive Officer\nNVIDIA Corporation",
+      "path": "2026-Annual-Report-Web.pdf/Corporate Information/Board of Directors/Jensen Huang",
+      "metadata": {
+        "length": 66,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Founder",
+          "President",
+          "Chief",
+          "Executive",
+          "Officer",
+          "NVIDIA",
+          "Corporation"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "70129e66-fa01-509b-9aa3-e966721d405b",
+      "type": "text",
+      "content": "Former Managing Director\nSutter Hill Ventures",
+      "path": "2026-Annual-Report-Web.pdf/Corporate Information/Board of Directors/Tench Coxe",
+      "metadata": {
+        "length": 45,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Former",
+          "Managing",
+          "Director",
+          "Sutter",
+          "Hill",
+          "Ventures"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "a13a6ec6-0580-5f40-b712-221587a1072f",
+      "type": "text",
+      "content": "Centennial Professor of Aeronautics and Mechanical Engineering California Institute of Technology",
+      "path": "2026-Annual-Report-Web.pdf/Corporate Information/Board of Directors/John O. Dabiri",
+      "metadata": {
+        "length": 97,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Centennial",
+          "Professor",
+          "Aeronautics",
+          "Mechanical",
+          "Engineering",
+          "California",
+          "Institute",
+          "Technology"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "e9443ffb-99e0-51c0-83b9-5f43c66e7b57",
+      "type": "text",
+      "content": "Former Chief Marketing Officer\nNational Football League,\nand Former Chief Executive Officer\nPepsi-Cola North America",
+      "path": "2026-Annual-Report-Web.pdf/Corporate Information/Board of Directors/Dawn Hudson",
+      "metadata": {
+        "length": 116,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Former",
+          "Chief",
+          "Marketing",
+          "Officer",
+          "National",
+          "Football",
+          "League",
+          "Executive",
+          "Pepsi",
+          "Cola",
+          "North",
+          "America"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "8e8eba4c-77df-51ec-b565-db8100479e50",
+      "type": "text",
+      "content": "Managing Partner\nSquare Wave Ventures",
+      "path": "2026-Annual-Report-Web.pdf/Corporate Information/Board of Directors/Harvey C. Jones",
+      "metadata": {
+        "length": 37,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Managing",
+          "Partner",
+          "Square",
+          "Wave",
+          "Ventures"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "73d53d88-f717-5f06-8d36-c5a19ea57bf7",
+      "type": "text",
+      "content": "Former President\nTaco Bell International",
+      "path": "2026-Annual-Report-Web.pdf/Corporate Information/Board of Directors/Melissa B. Lora",
+      "metadata": {
+        "length": 40,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Former",
+          "President",
+          "Taco",
+          "Bell",
+          "International"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "83aeda4a-581b-5007-89ae-13a501c3c429",
+      "type": "text",
+      "content": "Chairman Emeritus and Senior Counsel\nCooley LLP",
+      "path": "2026-Annual-Report-Web.pdf/Corporate Information/Board of Directors/Stephen C. Neal (Lead Director)",
+      "metadata": {
+        "length": 47,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Chairman",
+          "Emeritus",
+          "Senior",
+          "Counsel",
+          "Cooley",
+          "LLP"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "ef8bbfb0-b8ea-5739-be25-cf724fccf9bc",
+      "type": "text",
+      "content": "Venture Partner\nNew Enterprise Associates",
+      "path": "2026-Annual-Report-Web.pdf/Corporate Information/Board of Directors/A. Brooke Seawell",
+      "metadata": {
+        "length": 41,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Venture",
+          "Partner",
+          "New",
+          "Enterprise",
+          "Associates"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "8b0c79d3-4731-533e-909c-d0d096f9ca40",
+      "type": "text",
+      "content": "Former Senior Vice President and Chief Information and Digital Officer Eli Lilly and Company",
+      "path": "2026-Annual-Report-Web.pdf/Corporate Information/Board of Directors/Aarti Shah",
+      "metadata": {
+        "length": 92,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Former",
+          "Senior",
+          "Vice",
+          "President",
+          "Chief",
+          "Information",
+          "Digital",
+          "Officer",
+          "Eli",
+          "Lilly",
+          "Company"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "1c70ea28-c43e-59cd-9d8f-054086bb067b",
+      "type": "text",
+      "content": "Managing Partner\nS-Cubed Capital",
+      "path": "2026-Annual-Report-Web.pdf/Corporate Information/Board of Directors/Mark A. Stevens",
+      "metadata": {
+        "length": 32,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Managing",
+          "Partner",
+          "Cubed",
+          "Capital"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "93a62017-8d8b-5994-b325-656dd58a8743",
+      "type": "text",
+      "content": "",
+      "path": "2026-Annual-Report-Web.pdf/Corporate Information/Founders",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "75de691d-0a1c-55cd-94b7-654011df3203",
+      "type": "text",
+      "content": "Founder, President, and Chief Executive Officer",
+      "path": "2026-Annual-Report-Web.pdf/Corporate Information/Founders/Jensen Huang",
+      "metadata": {
+        "length": 47,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Founder",
+          "President",
+          "Chief",
+          "Executive",
+          "Officer"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "b68f4399-665a-50ac-b561-71fcd80da3e4",
+      "type": "text",
+      "content": "Founder and NVIDIA Fellow",
+      "path": "2026-Annual-Report-Web.pdf/Corporate Information/Founders/Chris A. Malachowsky",
+      "metadata": {
+        "length": 25,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Founder",
+          "NVIDIA",
+          "Fellow"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "bac4b37d-97d3-5908-95fc-f91762ae85e5",
+      "type": "text",
+      "content": "",
+      "path": "2026-Annual-Report-Web.pdf/Corporate Information/Executive Team",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "3c375090-1633-5980-a7ff-4eb2e9afc210",
+      "type": "text",
+      "content": "Executive Vice President and Chief Financial Officer",
+      "path": "2026-Annual-Report-Web.pdf/Corporate Information/Executive Team/Colette M. Kress",
+      "metadata": {
+        "length": 52,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Executive",
+          "Vice",
+          "President",
+          "Chief",
+          "Financial",
+          "Officer"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "0b19815d-05a6-52b8-8fc2-b67d1e5ad73b",
+      "type": "text",
+      "content": "Executive Vice President\nWorldwide Field Operations",
+      "path": "2026-Annual-Report-Web.pdf/Corporate Information/Executive Team/Jay Puri",
+      "metadata": {
+        "length": 51,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Executive",
+          "Vice",
+          "President",
+          "Worldwide",
+          "Field",
+          "Operations"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "707e68b5-b697-5864-9ea4-36d46268ddc1",
+      "type": "text",
+      "content": "Executive Vice President\nOperations",
+      "path": "2026-Annual-Report-Web.pdf/Corporate Information/Executive Team/Debora Shoquist",
+      "metadata": {
+        "length": 35,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Executive",
+          "Vice",
+          "President",
+          "Operations"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "0fb09e99-1dfc-550d-9c7f-0683f378b322",
+      "type": "text",
+      "content": "Executive Vice President\nGeneral Counsel and Secretary",
+      "path": "2026-Annual-Report-Web.pdf/Corporate Information/Executive Team/Timothy S. Teter",
+      "metadata": {
+        "length": 54,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Executive",
+          "Vice",
+          "President",
+          "General",
+          "Counsel",
+          "Secretary"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "dd4c5afb-c805-5756-963e-8094573dedae",
+      "type": "text",
+      "content": "PricewaterhouseCoopers LLP\n3155 Olsen Drive, Suite 700\nSan Jose, California 95117",
+      "path": "2026-Annual-Report-Web.pdf/Corporate Information/Independent Accountants",
+      "metadata": {
+        "length": 81,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "PricewaterhouseCoopers",
+          "LLP",
+          "3155",
+          "Olsen",
+          "Drive",
+          "Suite",
+          "700",
+          "San",
+          "Jose",
+          "California",
+          "95117"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "bec7500c-1956-5ede-80eb-f3f3b13463f5",
+      "type": "text",
+      "content": "Cooley LLP\n3175 Hanover Street\nPalo Alto, California 94304",
+      "path": "2026-Annual-Report-Web.pdf/Corporate Information/General Legal Counsel",
+      "metadata": {
+        "length": 58,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Cooley",
+          "LLP",
+          "3175",
+          "Hanover",
+          "Street",
+          "Palo",
+          "Alto",
+          "California",
+          "94304"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "7b016cf5-7fe3-5437-8866-31f9c4552ad2",
+      "type": "text",
+      "content": "Computershare\nP.O Box 43006\nProvidence, Rhode Island 02940\nwww.computershare.com/investor",
+      "path": "2026-Annual-Report-Web.pdf/Corporate Information/Transfer Agent and Registrar",
+      "metadata": {
+        "length": 89,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "Computershare",
+          "Box",
+          "43006",
+          "Providence",
+          "Rhode",
+          "Island",
+          "02940",
+          "www",
+          "computershare",
+          "investor"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "94059dd9-e86f-522b-9abe-a43bd84190cf",
+      "type": "text",
+      "content": "June 24, 2026, at 09:00 a.m. PT\nOnline at:\nwww.virtualshareholder\nmeeting.com/NVDA2026",
+      "path": "2026-Annual-Report-Web.pdf/Corporate Information/Annual Meeting",
+      "metadata": {
+        "length": 86,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "June",
+          "24",
+          "2026",
+          "09",
+          "00",
+          "PT",
+          "Online",
+          "www",
+          "virtualshareholder",
+          "meeting",
+          "NVDA2026"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "fe190c0c-b2b2-502c-9b4f-8414a4e67091",
+      "type": "text",
+      "content": "A copy of NVIDIA's Form 10-K filed with the SEC will be made available to all shareholders at no charge.\nThe Form 10-K also can be accessed through the SEC website at www.sec.gov, or through NVIDIA's Investor Relations website at investor.nvidia.com.\nTo receive a copy by mail, please contact:",
+      "path": "2026-Annual-Report-Web.pdf/Corporate Information/Form 10-K",
+      "metadata": {
+        "length": 293,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "copy",
+          "NVIDIA",
+          "Form",
+          "10",
+          "filed",
+          "SEC",
+          "made",
+          "shareholders",
+          "charge",
+          "The",
+          "accessed",
+          "website",
+          "www",
+          "sec",
+          "gov",
+          "Investor",
+          "Relations",
+          "investor",
+          "nvidia",
+          "To",
+          "receive",
+          "mail",
+          "contact"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "c802bf1d-1f54-5641-9291-845298a9844e",
+      "type": "image",
+      "content": "\nNVIDIA Corporation <details>0\n[images/image-1-NVIDIA Logo.jpg]\n",
+      "path": "images/image-1-NVIDIA Logo.jpg_2",
+      "metadata": {
+        "length": 63,
+        "summary": "image-1\nNVIDIA Corporation <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "file_path": "images/image-1-NVIDIA Logo.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "46abbaa8-a8ce-5561-b657-783c8484ea2b",
+      "type": "text",
+      "content": "NVIDIA Corporation\n2788 San Tomas Expressway\nSanta Clara, California 95051\nshareholdermeeting@nvidia.com\n\nNVIDIA Corporation <details>0\n[images/image-1-NVIDIA Logo.jpg]\n\n<details>\n<summary>natural_image</summary>\nAbstract 3D geometric logo with green spiral and hexagonal shapes on a grid background (no text or symbols)\n</details>",
+      "path": "2026-Annual-Report-Web.pdf/Corporate Information/Investor Relations",
+      "metadata": {
+        "length": 330,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: BUSINESS OVERVIEW, PROXY SUMMARY, IN MEMORIAM ROBERT K. BURGESS, Information About the 2026 Meeting, Information About the Board of Directors and Corporate Governance, Executive Compensation, FORM 10-K, Part I, Part II, Part III, Part IV, Part I_2, Part II_2, Part III_2, Corporate Information",
+        "tokens": [
+          "NVIDIA",
+          "Corporation",
+          "2788",
+          "San",
+          "Tomas",
+          "Expressway",
+          "Santa",
+          "Clara",
+          "California",
+          "95051",
+          "shareholdermeeting",
+          "nvidia",
+          "details",
+          "summary",
+          "natural",
+          "image",
+          "Abstract",
+          "3D",
+          "geometric",
+          "logo",
+          "green",
+          "spiral",
+          "hexagonal",
+          "shapes",
+          "grid",
+          "background",
+          "text",
+          "symbols"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "c802bf1d-1f54-5641-9291-845298a9844e",
+            "relation": "embeds",
+            "ref": "[images/image-1-NVIDIA Logo.jpg]",
+            "position": {
+              "start": 136,
+              "end": 168
+            }
+          }
+        ]
+      }
+    }
+  ]
+}
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/doc_nav.json b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/doc_nav.json
new file mode 100644
index 000000000..8d0804fb4
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/doc_nav.json
@@ -0,0 +1,3684 @@
+{
+  "version": "1.0",
+  "file_name": "NVIDIA FY26 Annual Report.pdf",
+  "stats": {
+    "total_chunks": 551,
+    "text_chunks": 349,
+    "image_chunks": 86,
+    "table_chunks": 116,
+    "max_depth": 6
+  },
+  "sections": [
+    {
+      "title": "Root",
+      "path": "2026-Annual-Report-Web.pdf",
+      "level": 1,
+      "summary": "NVIDIA's fiscal 2026 annual review details the company's role in the AI platform shift, moving from general-purpose computing to accelerated computing that manufactures intelligence in real time. Revenue grew 65% to $216 billion, driven by Data Center revenue of $194 billion. The document describes AI as a five-layer stack (energy, chips, infrastructure, models, applications) and AI factories as revenue-generating infrastructure converting energy into tokens. Key themes include inference overtaking training as the dominant workload, the Blackwell and Vera Rubin platforms, CUDA's 20-year flywheel, open models, agentic AI entering production, physical AI for robotics and autonomous vehicles, and AI as national infrastructure driving the largest infrastructure buildout in history.",
+      "chunk_count": 1,
+      "children": []
+    },
+    {
+      "title": "BUSINESS OVERVIEW",
+      "path": "2026-Annual-Report-Web.pdf/BUSINESS OVERVIEW",
+      "level": 1,
+      "summary": "Fiscal 2026 marked another year of strong growth for NVIDIA, with revenue surging 65% year on year to \\$215.9 billion reflecting continued momentum across our platform transitions to accelerated computing and AI. Growth was led by Compute & Networking, where Data Center compute revenue grew 59% driven by demand for our Blackwell platform, and Data Center networking revenue increased 142% driven by the ramp of NVLink compute fabric for Blackwell systems, as well as continued growth in Ethernet and InfiniBand. Gross margin was 71.1%, operating income reached \\$130.4 billion and diluted earnings per share increased 67% to \\$4.90. Fiscal 2026 Results [tables/table-2 Revenue Growth.html]",
+      "chunk_count": 5,
+      "children": [
+        {
+          "title": "Fiscal 2026 Reportable Segments",
+          "path": "2026-Annual-Report-Web.pdf/BUSINESS OVERVIEW/Fiscal 2026 Reportable Segments",
+          "level": 2,
+          "summary": "Our two reportable segments are “Compute & Networking” and “Graphics”: [tables/table-3 NVIDIA Revenue.html] (1) This figure has been rounded to the nearest tenth of a billion. Due to rounding, the sum of the figures does not equal the total as presented. (2) Segment operating income differs from consolidated operating income as certain expenses are not allocated to either Compute & Networking or Graphics for purposes of making operating decisions or assessing financial performance.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Fiscal 2026 Market Platforms",
+          "path": "2026-Annual-Report-Web.pdf/BUSINESS OVERVIEW/Fiscal 2026 Market Platforms",
+          "level": 2,
+          "summary": "Our platforms address four large markets where our expertise is critical: (1) This figure has been rounded to the nearest tenth of a billion. Due to rounding, the sum of the figures does not equal the total as presented. <details>0 [images/image-26-Server Rack Hardware.jpg] <details> <summary>natural_image</summary> Exterior view of a black server rack with multiple drive bays (no visible text or labels) </details> Data Center <details> <details>0 [images/image-27-NVIDIA RTX 4090.jpg] <details> <summary>natural_image</summary> Black and white electronic device with green abstract background, no visible text or symbols </details> Gaming <details> <details>0 [images/image-28-Photo of a laptop workspace.jpg] <details> <summary>text_image</summary> Desktop scene with laptop displaying a webpage interface and a cartoon character, next to a bookshelf and office items </details> Professional Visualization <details> <details>0 [images/image-29-Automotive X-Ray Visualization.jpg] <details> <summary>natural_image</summary> X-ray diagram of a car showing internal components and wiring (no text or labels) </details> Automotive \\$193.7 billion revenue \\$16.0 billion revenue \\$3.2 billion revenue \\$2.3 billion revenue up 68% year on year up 41% year on year up 70% year on year up 39% year on year",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Business Highlights",
+          "path": "2026-Annual-Report-Web.pdf/BUSINESS OVERVIEW/Business Highlights",
+          "level": 2,
+          "summary": "NVIDIA announced major platform advancements including the Blackwell Ultra platform with 50x higher throughput and 35x lower token cost versus Hopper, extended inference leadership through co-design, and the Vera Rubin platform for agentic AI with up to 10x lower token cost. They entered a licensing agreement with Groq for the Groq 3 LPX accelerator, announced partnerships with Anthropic, Meta, Nokia, and OpenAI, and accelerated AI market development with open models like Nemotron, Cosmos, and Alpamayo. Physical AI milestones include $6 billion in Fiscal 2026 revenue, Mercedes-Benz L4-ready vehicles, and an Uber partnership. Quantum computing advances include NVQLink GPU-QPU interconnect and the ABCI-Q supercomputer.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Fiscal 2026 Shareholder Returns",
+          "path": "2026-Annual-Report-Web.pdf/BUSINESS OVERVIEW/Fiscal 2026 Shareholder Returns",
+          "level": 2,
+          "summary": "Total Shareholder Return (TSR)\\* - Turbocharged AI market development with an accelerating release cadence of NVIDIA open models including Nemotron for agentic AI, Cosmos for physical AI, and Alpamayo for autonomous vehicles <details>0 [images/image-30-Growth Over Time.jpg] <details> <summary>bar chart</summary> [tables/table-4 Returns by Period.html] </details> \\*Represents cumulative stock price appreciation with dividends reinvested and is measured for the applicable fiscal year periods based on the closing price (\\$187.67) of NVIDIA's common stock on January 23, 2026, the last trading day before the end of our Fiscal 2026, as reported by Nasdaq. Return of Capital to Shareholders (in billions) </details> <details>0 [images/image-31-Financial Returns by Period.jpg] <details> <summary>stacked bar chart</summary> [tables/table-5 Dividend & Buyback.html] The chart displays a single bar for stock repurchases and a separate purple bar for dividends. Values are explicitly labeled on each segment: $41.4 for 1-Year, $86.3 for 3-Year, and $97.2 for 5-Year. The total value per segment is also displayed. </details> Please see our Form 10-K for more financial information for Fiscal 2026.",
+          "chunk_count": 1,
+          "children": []
+        }
+      ]
+    },
+    {
+      "title": "PROXY SUMMARY",
+      "path": "2026-Annual-Report-Web.pdf/PROXY SUMMARY",
+      "level": 1,
+      "summary": "This summary highlights information contained elsewhere in the proxy statement. This summary does not contain all the information that you should consider, and you should read the entire proxy statement carefully before voting. 2026 Annual Meeting of Stockholders Date and time: Wednesday, June 24, 2026 at 9:00 a.m. Pacific Time Location: Virtually at www.virtualshareholdermeeting.com/NVDA2026 Record date: Stockholders as of April 27, 2026 are entitled to vote Admission to meeting: You will need your Control Number to attend the 2026 Meeting",
+      "chunk_count": 12,
+      "children": [
+        {
+          "title": "Voting Matters and Board Recommendations",
+          "path": "2026-Annual-Report-Web.pdf/PROXY SUMMARY/Voting Matters and Board Recommendations",
+          "level": 2,
+          "summary": "A summary of the 2026 Meeting proposals is below. Every stockholder's vote is important. Our Board urges you to vote your shares FOR each of the nominees listed in Proposal 1, FOR Proposals 2 and 3, and AGAINST Proposals 4, 5, 6, and 7. [tables/table-6 Proxy Voting Items.html] \\* Because this is a routine proposal, there are no broker non-votes.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Election of Directors (Proposal 1)",
+          "path": "2026-Annual-Report-Web.pdf/PROXY SUMMARY/Election of Directors (Proposal 1)",
+          "level": 2,
+          "summary": "The following table provides summary information about each director nominee: [tables/table-7 Board of Directors.html] (1) Qualified as an AC financial expert. (2) Previously served as a member of our Board from 1993 until 2006. The Board recommends that you vote FOR each director nominee.",
+          "chunk_count": 3,
+          "children": [
+            {
+              "title": "Recent Refreshment and Nominee Qualifications",
+              "path": "2026-Annual-Report-Web.pdf/PROXY SUMMARY/Election of Directors (Proposal 1)/Recent Refreshment and Nominee Qualifications",
+              "level": 3,
+              "summary": "The text describes the Board's approach to composition, emphasizing a balance of continuity and new perspectives, with one-third of independent directors joining since 2020. It notes the appointment of Suzanne Nora Johnson to the Board effective July 13, 2026, and her expected committee assignment. The NCGC oversees skills and attributes alignment with company strategy.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Corporate Governance Highlights",
+              "path": "2026-Annual-Report-Web.pdf/PROXY SUMMARY/Election of Directors (Proposal 1)/Corporate Governance Highlights",
+              "level": 3,
+              "summary": "Our Board is committed to strong corporate governance to promote the long-term interests of the Company and our stockholders. We seek a collaborative approach to stockholder issues that affect our business and to ensure that our stockholders see our governance and executive pay practices as well-structured. In Fall 2025, we contacted our top institutional stockholders, representing an aggregate ownership of 34% of our shares, to gain insights into their views on our corporate governance, compensation and corporate sustainability practices. Highlights of our corporate governance practices include: √ All directors independent, except for our CEO √ Independent Lead Director √ Proxy access √ Declassified Board √ Majority voting for directors √ Active Board oversight of risk management √ Stockholders can call a special meeting √ 75% or greater attendance by each director at meetings of the Board and applicable committees √ Independent directors frequently meet in executive sessions √ At least annual Board and committee self-assessments √ Annual stockholder outreach, including Lead Director participation √ Stock ownership guidelines for our directors and NEOs",
+              "chunk_count": 1,
+              "children": []
+            }
+          ]
+        },
+        {
+          "title": "Advisory Approval of Executive Compensation for Fiscal 2026 (Proposal 2)",
+          "path": "2026-Annual-Report-Web.pdf/PROXY SUMMARY/Advisory Approval of Executive Compensation for Fiscal 2026 (Proposal 2)",
+          "level": 2,
+          "summary": "We are asking our stockholders to cast a non-binding vote, also known as “say-on-pay,” to approve our NEOs’ compensation. The Board believes that our compensation policies and practices are effective in achieving our goals of paying for performance, providing competitive pay so that we may attract and retain a high-caliber executive team, aligning our executives’ interests with those of our stockholders to create long-term value, and achieving simplicity and transparency with our compensation program. The Board and our stockholders have approved holding our “say-on-pay” votes annually. The Board recommends that you vote FOR Proposal 2.",
+          "chunk_count": 3,
+          "children": [
+            {
+              "title": "Executive Compensation Highlights",
+              "path": "2026-Annual-Report-Web.pdf/PROXY SUMMARY/Advisory Approval of Executive Compensation for Fiscal 2026 (Proposal 2)/Executive Compensation Highlights",
+              "level": 3,
+              "summary": "Our executive compensation program is designed to reward performance. We use compensation elements that align our NEOs' interests with those of stockholders to drive long-term value. Our NEOs' compensation is heavily weighted toward performance-based, \"at-risk\" variable cash and long-term equity awards, which are earned only if the Company achieves pre-established financial metrics, with caps on maximum payouts. In recent years, over 90% of our CEO's and over 45% of our other NEOs' total target pay have been performance-based and at-risk. Additionally, 100% of our CEO's equity awards have been granted solely as PSUs. For Fiscal 2026, the CC kept NEO cash compensation constant as compared to Fiscal 2025, but increased target equity opportunities for all NEOs to recognize the complexity and scope of their roles and responsibilities. The CC also set Fiscal 2026 target equity opportunities at levels that aligned total target pay for all NEOs other than our CEO to reflect their comparable, significant contributions and impact on corporate performance. To motivate executives, the CC set the Base Compensation Plan revenue goal for the Fiscal 2026 Variable Cash Plan in line with our record Fiscal 2025 results and the Base Compensation Plan Non-GAAP Operating Income goal for SY PSUs granted in Fiscal 2026 in line with our corresponding Fiscal 2025 Stretch Compensation Plan goal.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Financial Performance and Link to Executive Pay",
+              "path": "2026-Annual-Report-Web.pdf/PROXY SUMMARY/Advisory Approval of Executive Compensation for Fiscal 2026 (Proposal 2)/Financial Performance and Link to Executive Pay",
+              "level": 3,
+              "summary": "The passage discusses executive pay opportunities tied to financial measures driving business value. It references tables showing goals for Fiscal 2026, performance achievement, and impacts on pay. Adjustments to revenue and Non-GAAP Operating Income goals due to export controls are noted. The text also covers a proposal to ratify PwC as independent auditor for Fiscal 2027.",
+              "chunk_count": 1,
+              "children": []
+            }
+          ]
+        },
+        {
+          "title": "Stockholder Proposal 4",
+          "path": "2026-Annual-Report-Web.pdf/PROXY SUMMARY/Stockholder Proposal 4",
+          "level": 2,
+          "summary": "A stockholder is asking our Board to take steps to replace the supermajority voting provisions in our Charter and Bylaws with a simple majority standard. The proposal is advisory only and approval of the proposal would not, by itself, implement a simple majority voting standard. At our 2025 Meeting, the Board proposed and recommended that stockholders approve an amendment and restatement of our Charter to eliminate the remaining supermajority voting provisions, which did not pass. The Board recommends that you vote AGAINST Proposal 4.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Stockholder Proposal 5",
+          "path": "2026-Annual-Report-Web.pdf/PROXY SUMMARY/Stockholder Proposal 5",
+          "level": 2,
+          "summary": "A stockholder is asking our Board to evaluate and report on faith-based community resource groups. NVIDIA is committed to ensuring that our employees are protected and supported through enterprise-wide policies, practices, and reporting mechanisms. Our Board believes that our existing policies, practices, and feedback mechanisms already address the issues raised in Proposal 5. The Board recommends that you vote AGAINST Proposal 5.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Stockholder Proposal 6",
+          "path": "2026-Annual-Report-Web.pdf/PROXY SUMMARY/Stockholder Proposal 6",
+          "level": 2,
+          "summary": "A stockholder is asking our Board to evaluate and report on civil rights and non-discrimination related to DEI. NVIDIA complies with applicable law and is committed to equal employment opportunity requirements. In addition, the Board maintains strong oversight and compliance mechanisms to ensure these policies and practices are effectively implemented. Our Board believes these oversight structures provide sufficient and comprehensive governance and accountability for the policies and practices addressed by Proposal 6. The Board recommends that you vote AGAINST Proposal 6.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Stockholder Proposal 7",
+          "path": "2026-Annual-Report-Web.pdf/PROXY SUMMARY/Stockholder Proposal 7",
+          "level": 2,
+          "summary": "A stockholder is asking our Board to report and disclose GHG emissions from the use of the Company's sold products. Our Board believes Proposal 7 is unnecessary given NVIDIA's history of robust climate reporting and targets, and our future disclosure plans. The Board believes NVIDIA's management is best positioned to make decisions regarding the specific content and methodology of our climate disclosures. The Board recommends that you vote AGAINST Proposal 7.",
+          "chunk_count": 1,
+          "children": []
+        }
+      ]
+    },
+    {
+      "title": "IN MEMORIAM ROBERT K. BURGESS",
+      "path": "2026-Annual-Report-Web.pdf/IN MEMORIAM ROBERT K. BURGESS",
+      "level": 1,
+      "summary": "ROBERT K. BURGESS The Board of Directors and the entire NVIDIA family mourn the passing of Robert K. Burgess, who served as a valued member of our Board from 2011 to 2025. Over his 14 years of dedicated service, Rob provided exceptional leadership and unwavering commitment to the Company and its stockholders, offering invaluable guidance throughout a period of significant growth. Beyond his many professional contributions, Rob was admired for his warmth, candor, and sense of humor. He will be deeply missed. PROXY STATEMENT FOR THE 2026 ANNUAL MEETING OF STOCKHOLDERS - JUNE 24, 2026",
+      "chunk_count": 1,
+      "children": []
+    },
+    {
+      "title": "Information About the 2026 Meeting",
+      "path": "2026-Annual-Report-Web.pdf/Information About the 2026 Meeting",
+      "level": 1,
+      "summary": "Your proxy is being solicited on behalf of the Board for use at the 2026 Meeting. Our 2026 Meeting will take place virtually on Wednesday, June 24, 2026 at 9:00 a.m. Pacific Time.",
+      "chunk_count": 25,
+      "children": [
+        {
+          "title": "Virtual Meeting Philosophy and Benefits",
+          "path": "2026-Annual-Report-Web.pdf/Information About the 2026 Meeting/Virtual Meeting Philosophy and Benefits",
+          "level": 2,
+          "summary": "The Board believes holding the 2026 Meeting in a virtual format invites participation from stockholders regardless of location, while reducing costs to stockholders and the Company. This balance allows the 2026 Meeting to remain focused on matters directly relevant to stockholder interests in an efficient way. We have designed the virtual format to protect stockholder rights, including by offering multiple opportunities to ask questions, publishing answers to questions received for the 2026 Meeting on our Investor Relations website, and providing a replay of the webcast after the 2026 Meeting.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Meeting Attendance",
+          "path": "2026-Annual-Report-Web.pdf/Information About the 2026 Meeting/Meeting Attendance",
+          "level": 2,
+          "summary": "If you were an NVIDIA stockholder as of the close of business on the April 27, 2026 record date, or if you hold a valid proxy, you can attend, ask questions before and during, and vote at our 2026 Meeting at www.virtualshareholdermeeting.com/NVDA2026. Our 2026 Meeting will be held virtually; use the Control Number included on your Notice or printed proxy card to enter. Anyone can also listen to the 2026 Meeting live; if you encounter any difficulties accessing the virtual 2026 Meeting, please call the technical support number available at www.virtualshareholdermeeting.com/NVDA2026. A replay of the webcast will be available at www.nvidia.com/proxy through June 24, 2027. Even if you plan to attend the 2026 Meeting virtually, we recommend that you also vote by proxy as described below so that your vote will be counted if you later decide not to attend.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Asking Questions",
+          "path": "2026-Annual-Report-Web.pdf/Information About the 2026 Meeting/Asking Questions",
+          "level": 2,
+          "summary": "We encourage stockholders to submit questions through our pre-meeting forum at www.proxyvote.com (using the Control Number included on your Notice or printed proxy card), as well as during the 2026 Meeting at www.virtualshareholdermeeting.com/NVDA2026. During the 2026 Meeting, we will answer as many stockholder-submitted questions related to the business of the 2026 Meeting as time permits. We will publish on our Investor Relations website answers to questions as soon as practicable after the 2026 Meeting. We intend to group questions and answers by topic and answer substantially similar questions only once. To promote fairness to all stockholders and efficient use of the Company's resources, we will respond to one question per stockholder. We reserve the right to exclude questions that are not pertinent to company business or are otherwise unsuitable for the conduct of the 2026 Meeting.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Quorum and Voting",
+          "path": "2026-Annual-Report-Web.pdf/Information About the 2026 Meeting/Quorum and Voting",
+          "level": 2,
+          "summary": "To hold our 2026 Meeting, we need a majority of the outstanding shares entitled to vote at the close of business on the April 27, 2026 record date, or a quorum, represented at the 2026 Meeting either by attendance virtually or by proxy. On April 27, 2026, there were 24,220,525,225 shares of common stock outstanding and entitled to vote, meaning 12,110,262,613 shares must be represented at the 2026 Meeting or by proxy to have a quorum. A list of stockholders entitled to vote at the close of business on the record date will be available at our headquarters, 2788 San Tomas Expressway, Santa Clara, California, for 10 days prior to the 2026 Meeting to stockholders of record for any legally valid purpose germane to the 2026 Meeting. To schedule an appointment to view the stockholder list during this period, please contact us at shareholdermeeting@nvidia.com. Your shares will count towards the quorum only if you submit a valid proxy or vote at the 2026 Meeting. Abstentions and broker non-votes will count towards the quorum requirement. If there is not a quorum, a majority of the votes present may adjourn the 2026 Meeting to another date. For Proposal 1, you may vote FOR or AGAINST each Board nominee, or you may ABSTAIN from voting. For each other matter to be voted on, you may vote FOR or AGAINST or ABSTAIN from voting.",
+          "chunk_count": 5,
+          "children": [
+            {
+              "title": "Stockholder of Record",
+              "path": "2026-Annual-Report-Web.pdf/Information About the 2026 Meeting/Quorum and Voting/Stockholder of Record",
+              "level": 3,
+              "summary": "You are a stockholder of record if your shares were registered directly in your name with our transfer agent, Computershare, on April 27, 2026. You can vote shares, change your vote, or revoke your proxy before the final vote at the 2026 Meeting in any of the following ways: [tables/table-11 Proxy Voting.html] If you do not vote using any of the ways described above, your shares will not be voted.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Street Name Holder",
+              "path": "2026-Annual-Report-Web.pdf/Information About the 2026 Meeting/Quorum and Voting/Street Name Holder",
+              "level": 3,
+              "summary": "This passage explains voting procedures for beneficial owners whose shares are held in street name by a nominee like a bank or broker. It details that such owners can direct the nominee how to vote, and must obtain a valid proxy to vote virtually. For non-routine matters like director elections and executive compensation, the nominee cannot vote without instructions, resulting in a broker non-vote. However, the nominee has discretion to vote on routine matters like ratifying the accounting firm. For non-discretionary proposals, specific instructions are required. Shares held in street name can only be revoked per exchange rules.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Vote Count",
+              "path": "2026-Annual-Report-Web.pdf/Information About the 2026 Meeting/Quorum and Voting/Vote Count",
+              "level": 3,
+              "summary": "On each matter to be voted upon, stockholders have one vote for each share of NVIDIA common stock owned as of April 27, 2026. Votes will be counted by the inspector of election as follows: [tables/table-12 Proposal Voting.html] \\* Because this is a routine proposal, there are no broker non-votes. If you are a stockholder of record and you return a signed proxy card without marking any selections, your shares will be voted FOR each of the nominees listed in Proposal 1, FOR Proposals 2 and 3, and AGAINST Proposals 4, 5, 6, and 7. If any other matter is properly presented at the 2026 Meeting, one of the proxyholders will vote your shares using his best judgment.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Vote Results",
+              "path": "2026-Annual-Report-Web.pdf/Information About the 2026 Meeting/Quorum and Voting/Vote Results",
+              "level": 3,
+              "summary": "Preliminary voting results will be announced at the 2026 Meeting. Final voting results will be published in a current report on Form 8-K, which will be filed with the SEC by June 30, 2026.",
+              "chunk_count": 1,
+              "children": []
+            }
+          ]
+        },
+        {
+          "title": "Proxy Materials",
+          "path": "2026-Annual-Report-Web.pdf/Information About the 2026 Meeting/Proxy Materials",
+          "level": 2,
+          "summary": "NVIDIA provides proxy materials online, with notices sent to stockholders. Householding is used for multiple stockholders at the same address. Stockholders can change delivery preferences. Proxy solicitation costs are paid by NVIDIA, with MacKenzie Partners assisting. Deadlines for 2027 stockholder proposals under Rule 14a-8 are January 12, 2027.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Director Nominations Under Our Proxy Access Bylaw",
+          "path": "2026-Annual-Report-Web.pdf/Information About the 2026 Meeting/Director Nominations Under Our Proxy Access Bylaw",
+          "level": 2,
+          "summary": "A stockholder (or a group of up to 20 stockholders) who has owned at least 3% of the voting power of our outstanding capital stock for at least three continuous years and has complied with the other requirements in our Bylaws may nominate and include in our proxy materials director nominees constituting up to the greater of (a) up to two director candidates or (b) up to 20% of the number of directors in office on the last day that a submission may be delivered. Notice of a proxy access nomination for consideration at our 2027 Meeting must be received following the above instructions not later than the close of business on March 26, 2027, and not earlier than February 24, 2027. If we hold the 2027 Meeting more than 30 days prior to, or delayed by more than 30 days after, the first anniversary of the 2026 Meeting, for written notice by the stockholder to be timely, such notice must be delivered following the above instructions not earlier than the close of business on the 120th day prior to the 2027 Meeting and not later than the close of business on the 90th day prior to the 2027 Meeting or the 10th day following the day on which public announcement of the date of the 2027 Meeting is first made by us, whichever is later.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Other Director Nominations and Proposals",
+          "path": "2026-Annual-Report-Web.pdf/Information About the 2026 Meeting/Other Director Nominations and Proposals",
+          "level": 2,
+          "summary": "Apart from Rule 14a-8 and the proxy access provision of our Bylaws, under our Bylaws certain procedures must be followed for a stockholder to nominate a director or introduce an item of business at an annual meeting of stockholders. If you wish to nominate a director or introduce an item of business at the 2027 Meeting that is not included in our 2027 Meeting proxy materials, you must do so in writing following the above instructions not later than the close of business on March 26, 2027, and not earlier than February 24, 2027. If we hold the 2027 Meeting more than 30 days prior to, or delayed by more than 70 days after, the first anniversary of the 2026 Meeting, for written notice by the stockholder to be timely, such notice must be delivered following the above instructions not earlier than the close of business on the 120th day prior to the 2027 Meeting and not later than the close of business on the 90th day prior to the 2027 Meeting or the 10th day following the day on which public announcement of the date of the 2027 Meeting is first made by us, whichever is later.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Additional Requirements and Information",
+          "path": "2026-Annual-Report-Web.pdf/Information About the 2026 Meeting/Additional Requirements and Information",
+          "level": 2,
+          "summary": "The text discusses stockholder proposals and director nominations under the company's Bylaws, emphasizing the Board's willingness to engage with stockholders on amendments. The main voting item is the election of 10 director nominees, including 9 independent directors and CEO Jensen Huang, to serve until the 2027 annual meeting. Directors are elected by a majority of votes cast, with abstentions and broker non-votes having no effect. All nominees currently serve on the Board.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Recommendation of the Board",
+          "path": "2026-Annual-Report-Web.pdf/Information About the 2026 Meeting/Recommendation of the Board",
+          "level": 2,
+          "summary": "The Board recommends that you vote FOR the election of each of the following nominees: [tables/table-13 NVIDIA Board.html] (1) Qualified as an AC financial expert. (2) Previously served as a member of our Board from 1993 until 2006.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Director Qualifications and Nomination of Directors",
+          "path": "2026-Annual-Report-Web.pdf/Information About the 2026 Meeting/Director Qualifications and Nomination of Directors",
+          "level": 2,
+          "summary": "The NCGC identifies and assesses director qualifications, considering factors like integrity, independence, leadership, industry knowledge, and diversity. It evaluates stockholder nominees equally and has proxy access rules. The Board balances tenure with new perspectives, with one-third of independent directors joining since 2020. Recent additions include Ms. Lora and Dr. Dabiri to the NCGC.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Our Director Nominees",
+          "path": "2026-Annual-Report-Web.pdf/Information About the 2026 Meeting/Our Director Nominees",
+          "level": 2,
+          "summary": "The text provides biographies of two directors, Tench Coxe and John O. Dabiri, detailing their professional experience, qualifications, and skills that led the NCGC and Board to believe they should continue serving. Tench Coxe, former Managing Director of Sutter Hill Ventures, brings expertise in financial analysis, corporate strategy, and emerging technology trends. John O. Dabiri, a professor at Caltech, contributes a versatile research background in engineering and innovation. The biographies include information on their ages, tenure, committee memberships, education, and career highlights, along with associated skills matrices.",
+          "chunk_count": 10,
+          "children": [
+            {
+              "title": "JEN-HSUN HUANG",
+              "path": "2026-Annual-Report-Web.pdf/Information About the 2026 Meeting/Our Director Nominees/JEN-HSUN HUANG",
+              "level": 3,
+              "summary": "Jen-Hsun Huang, age 63, is the founder, President, and CEO of NVIDIA since 1993. He pioneered accelerated computing and the GPU, driving PC gaming, computer graphics, and modern AI. He has received numerous honors including the Robert N. Noyce Award, IEEE Founder's Medal, and honorary doctorates. He was named world's best CEO by Fortune, Economist, and Brand Finance, and one of TIME's 100 most influential people. Prior to NVIDIA, he worked at LSI Logic and AMD. He holds a BSEE from Oregon State University and an MSEE from Stanford University. The passage also lists his expertise in senior leadership, industry/technical, financial, governance, emerging technologies, community, marketing, regulatory, and human capital management.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "DAWN HUDSON",
+              "path": "2026-Annual-Report-Web.pdf/Information About the 2026 Meeting/Our Director Nominees/DAWN HUDSON",
+              "level": 3,
+              "summary": "Dawn Hudson, age 68, is a former Chief Marketing Officer of the National Football League and former CEO of Pepsi-Cola North America. She has served as a director since 2013 and is an independent director and financial expert. Her career includes leadership roles at The Parthenon Group, PepsiCo, and major advertising agencies. She has served on numerous public company boards including P.F. Chang's, Allergan, Lowe's, Amplify Snack Brands, Modern Times Group, and Interpublic Group. She holds a BA in English from Dartmouth College. The passage also mentions Jen-Hsun Huang, founder and CEO of NVIDIA, and includes image references related to financial, marketing, governance, and human capital management experience.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "HARVEY C. JONES",
+              "path": "2026-Annual-Report-Web.pdf/Information About the 2026 Meeting/Our Director Nominees/HARVEY C. JONES",
+              "level": 3,
+              "summary": "Harvey C. Jones, age 73, is Managing Partner of Square Wave Ventures and has been a director since 1993. He co-founded Daisy Systems, led Synopsys as CEO, and co-founded Tensilica. He brings executive management, semiconductor technology, and financial expertise to the board.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "MELISSA B. LORA",
+              "path": "2026-Annual-Report-Web.pdf/Information About the 2026 Meeting/Our Director Nominees/MELISSA B. LORA",
+              "level": 3,
+              "summary": "Melissa B. Lora is a former President of Taco Bell International with a 31-year career at Taco Bell Corp. She serves on the board of Conagra Brands since 2019, chairing its nominating and corporate governance committee. Previously, she served on the boards of KB Home (2004-2024) and MGIC Investment Corporation (2018-2022). She holds a BS in Finance from California State University-Long Beach and an MBA from USC. Her expertise includes senior management, finance, and public company board governance.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "STEPHEN C. NEAL",
+              "path": "2026-Annual-Report-Web.pdf/Information About the 2026 Meeting/Our Director Nominees/STEPHEN C. NEAL",
+              "level": 3,
+              "summary": "Chairman Emeritus and Senior Counsel, Cooley LLP [tables/table-19 Director Profile.html] Stephen C. Neal serves as Chairman Emeritus and Senior Counsel of the law firm Cooley LLP, where he was also Chief Executive Officer from 2001 until 2008. In addition to his extensive experience as a trial lawyer on a broad range of corporate issues, Mr. Neal has represented and advised numerous boards of directors, special committees of boards, and individual directors on corporate governance and other legal matters. Prior to joining Cooley in 1995, Mr. Neal was a partner of the law firm Kirkland & Ellis LLP. Mr. Neal served on the board of directors of Levi Strauss & Co. from 2007 to 2021 and as Chairperson from 2011 to 2021. Mr. Neal also is Chairman of the Oversight Board Trust, a perpetual Delaware special purpose trust. Previously, Mr. Neal served as Chairman of the boards of the William and Flora Hewlett Foundation and of the Monterey Bay Aquarium. Mr. Neal holds an AB degree from Harvard University and a JD degree from Stanford Law School. Mr. Neal brings to the Board deep knowledge and broad experience in corporate governance as well as his perspectives drawn from advising many companies throughout his career. [tables/table-20 Leadership & Governance.html]",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "A. BROOKE SEAWELL",
+              "path": "2026-Annual-Report-Web.pdf/Information About the 2026 Meeting/Our Director Nominees/A. BROOKE SEAWELL",
+              "level": 3,
+              "summary": "The passage profiles two board directors: A. Brooke Seawell, a Venture Partner at New Enterprise Associates with extensive experience in finance, public company governance, and technology; and Aarti Shah, former Senior Vice President at Eli Lilly, bringing expertise in drug development, IT, cybersecurity, and data sciences. Both have served on multiple corporate and non-profit boards.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "MARK A. STEVENS",
+              "path": "2026-Annual-Report-Web.pdf/Information About the 2026 Meeting/Our Director Nominees/MARK A. STEVENS",
+              "level": 3,
+              "summary": "Managing Partner, S-Cubed Capital Age: 66 Director Since: 2008 (previously served 1993-2006) Committees: CC, NCGC",
+              "chunk_count": 3,
+              "children": [
+                {
+                  "title": "Other Current Public Company Boards: None",
+                  "path": "2026-Annual-Report-Web.pdf/Information About the 2026 Meeting/Our Director Nominees/MARK A. STEVENS/Other Current Public Company Boards: None",
+                  "level": 4,
+                  "summary": "",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Independent Director",
+                  "path": "2026-Annual-Report-Web.pdf/Information About the 2026 Meeting/Our Director Nominees/MARK A. STEVENS/Independent Director",
+                  "level": 4,
+                  "summary": "Mark A. Stevens is Managing Partner of S-Cubed Capital since 2012, formerly a Managing Partner at Sequoia Capital from 1993 to 2011. He held technical roles at Intel and Hughes Aircraft. He is a trustee and investment committee chair at USC, and was a director of Quantenna Communications. He holds degrees from USC and Harvard. His expertise includes technology industry understanding, corporate strategy, acquisitions, and financial community experience. He serves on committees including CC and NCGC, and is recognized for contributions in Industry & Technical, Financial/Financial Community, Governance & Public Company Board, and Emerging Technologies & Business Models.",
+                  "chunk_count": 1,
+                  "children": []
+                }
+              ]
+            }
+          ]
+        }
+      ]
+    },
+    {
+      "title": "Information About the Board of Directors and Corporate Governance",
+      "path": "2026-Annual-Report-Web.pdf/Information About the Board of Directors and Corporate Governance",
+      "level": 1,
+      "summary": "",
+      "chunk_count": 39,
+      "children": [
+        {
+          "title": "Independence of the Members of the Board of Directors",
+          "path": "2026-Annual-Report-Web.pdf/Information About the Board of Directors and Corporate Governance/Independence of the Members of the Board of Directors",
+          "level": 2,
+          "summary": "Nasdaq rules and our Corporate Governance Policies (as further described below) require that a majority of our directors not have a relationship that would interfere with their exercise of independent judgment in carrying out their responsibilities and that they meet any other qualification requirements required by the SEC and Nasdaq. After considering all relevant relationships and transactions, our Board determined that, except for Mr. Huang, all of our directors who currently serve on the Board are, and all of our directors who served on the Board during Fiscal 2026 were, “independent” as defined by Nasdaq’s rules and regulations. The Board also determined that all members of our AC, CC, and NCGC are independent under applicable Nasdaq listing standards, and that each of Mr. Seawell, Mr. Jones and Ms. Lora of the AC are “audit committee financial experts” as defined under applicable SEC rules.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Board Leadership Structure",
+          "path": "2026-Annual-Report-Web.pdf/Information About the Board of Directors and Corporate Governance/Board Leadership Structure",
+          "level": 2,
+          "summary": "NVIDIA's Board uses an independent Lead Director instead of a chairperson to ensure equal voice and independent oversight. The leadership structure is reviewed annually, with the Lead Director facilitating communication between management and the Board, leading executive sessions, and supporting governance. The CEO handles operational leadership. The Board may appoint a chairperson in the future but would maintain an independent Lead Director to preserve balance and independence.",
+          "chunk_count": 3,
+          "children": [
+            {
+              "title": "Our Lead Director",
+              "path": "2026-Annual-Report-Web.pdf/Information About the Board of Directors and Corporate Governance/Board Leadership Structure/Our Lead Director",
+              "level": 3,
+              "summary": "Stephen C. Neal Director since 2019 Chairperson of the NCGC Experience √ Extensive experience as a trial attorney √ Has advised numerous companies, boards and individuals on governance and legal matters √ Helped clients manage internal and government investigations √ Executive experience as Cooley LLP's CEO, and board and chairman experience on the Levi Strauss & Co. board of directors The Board believes Mr. Neal's experience, breadth of knowledge, and contributions to the Board position him well to provide strong leadership, oversight, and the ability to contribute valuable insight with respect to the Company's business. Our Lead Director may require Board consideration of risk matters, including adding them to Board agendas or as topics for executive sessions of the independent members of the Board. The Board believes that Mr. Neal is highly qualified to assist the Board as Lead Director in effectively overseeing the identification, assessment, and management of the Company's exposure to various risks as a result of his extensive risk management, legal, and executive experience. Further information on the Board's oversight of risk management and its work with the CEO to address risk management matters is detailed below under Role of the Board in Risk Oversight. Our Lead Director has significant responsibilities, which are detailed in our Corporate Governance Policies, and include the duties listed below.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Duties of Our Lead Director",
+              "path": "2026-Annual-Report-Web.pdf/Information About the Board of Directors and Corporate Governance/Board Leadership Structure/Duties of Our Lead Director",
+              "level": 3,
+              "summary": "The Lead Director determines the Board meeting schedule, prepares agendas with the CEO, advises on information quality for independent directors, coordinates executive sessions, presides over meetings in the CEO's absence, convenes independent director meetings, and performs other duties as determined. The Lead Director also represents the Board in communications with stockholders and participates in annual stockholder outreach meetings.",
+              "chunk_count": 1,
+              "children": []
+            }
+          ]
+        },
+        {
+          "title": "Committees of the Board of Directors",
+          "path": "2026-Annual-Report-Web.pdf/Information About the Board of Directors and Corporate Governance/Committees of the Board of Directors",
+          "level": 2,
+          "summary": "The Board has three committees: an AC, a CC, and a NCGC. Each of these committees operates under a written charter, which may be viewed in the Investor Relations section of our website at www.nvidia.com. Committee assignments are determined based on background and the expertise that individual directors can bring to a committee. Our Board believes regular committee rotations are a good corporate governance practice and introduce a variety of perspectives and ideas, more fully inform its members regarding the full scope of the Board and our activities, and benefit each committee and the Board as a whole. Since our 2025 Meeting, Ms. Lora and Dr. Dabiri have joined the NCGC. The composition and functions of our committees are set forth below.",
+          "chunk_count": 4,
+          "children": [
+            {
+              "title": "AC Members as of our 2026 Meeting",
+              "path": "2026-Annual-Report-Web.pdf/Information About the Board of Directors and Corporate Governance/Committees of the Board of Directors/AC Members as of our 2026 Meeting",
+              "level": 3,
+              "summary": "The Audit Committee (AC) as of the 2026 meeting includes members A. Brooke Seawell (Chairperson), Tench Coxe, Harvey C. Jones, Melissa B. Lora, and Aarti Shah. In Fiscal 2026, the AC met four times, covering topics such as capitalization review, tax, treasury, internal audit, information security, enterprise risk management, and insurance. The committee oversees corporate accounting and financial reporting, the internal audit function, and the independent registered public accounting firm's engagement, compensation, retention, and termination. It evaluates the accounting firm's performance, approves audit and non-audit services, and confers with management on audit results, quarterly financial statements, and internal control effectiveness. The AC reviews financial statements for SEC filings, earnings press releases, and financial outlooks. It maintains policies on auditor employment, prepares the required SEC report, and establishes procedures for handling accounting and auditing complaints. Additionally, it oversees risks related to financial reporting, internal audit, regulatory compliance, and accounting policies, and reviews the company's information security policies and internal controls.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "CC Members as of our 2026 Meeting",
+              "path": "2026-Annual-Report-Web.pdf/Information About the Board of Directors and Corporate Governance/Committees of the Board of Directors/CC Members as of our 2026 Meeting",
+              "level": 3,
+              "summary": "Members as of our 2026 Meeting • Dawn Hudson (Chairperson) - Tench Coxe • John O. Dabiri - Aarti Shah • Mark A. Stevens In Fiscal 2026, the CC met three times. Selected highlights from its agenda topics included: executive, employee, and director compensation, review of employee support programs, executive protection, and human capital management. Committee Role and Responsibilities • Reviews and approves our overall compensation strategy and policies; • Reviews and recommends to the Board the compensation of our Board members; • Reviews and approves the compensation of Mr. Huang and other executive officers; - Reviews and approves corporate performance goals and objectives related to the compensation of our executive officers and other senior management; - Reviews and approves our CD&A disclosure for inclusion in the proxy statement and annual report on Form 10-K; - Prepares their report on executive compensation as required to be included by SEC rules in our annual proxy statement or annual report on Form 10-K; • Administers our stock purchase plans, variable compensation plans, and other similar programs; • Oversees our human capital management; • Assesses and monitors whether our compensation policies and programs could create material risks; and • Oversees risks related to compensation plans, programs and policies",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "NCGC Members as of our 2026 Meeting",
+              "path": "2026-Annual-Report-Web.pdf/Information About the Board of Directors and Corporate Governance/Committees of the Board of Directors/NCGC Members as of our 2026 Meeting",
+              "level": 3,
+              "summary": "Members as of our 2026 Meeting • Stephen C. Neal (Chairperson) • John O. Dabiri • Harvey C. Jones - Melissa B. Lora • Mark A. Stevens In Fiscal 2026, the NCGC met three times. Selected highlights from its agenda topics included: Board recruiting, governmental relations, trade compliance and regulatory matters, stockholder proposals, corporate governance matters, and stockholder outreach. Committee Role and Responsibilities • Identifies, reviews, and evaluates candidates to serve as directors; • Recommends candidates for election to our Board; • Makes recommendations to the Board regarding committee membership and chairpersons; • Assesses the performance of the Board and its committees; • Reviews and assesses our corporate governance principles and practices; • Monitors changes in corporate governance practices, rules, and regulations; - Approves related party transactions; - Reviews and assesses our CS strategy, risks, and opportunities periodically, including related programs and initiatives; • Oversees and reviews policies and practices on governmental relations, trade compliance, regulatory matters, and related risks; - Establishes procedures for receiving, retaining, and addressing complaints we receive regarding violations of our Code of Conduct; • Monitors the effectiveness of our anonymous tip process; and - Oversees the Company's policies, practices, and investigation procedures in connection with the Company's compliance program",
+              "chunk_count": 1,
+              "children": []
+            }
+          ]
+        },
+        {
+          "title": "Compensation Committee Interlocks and Insider Participation",
+          "path": "2026-Annual-Report-Web.pdf/Information About the Board of Directors and Corporate Governance/Compensation Committee Interlocks and Insider Participation",
+          "level": 2,
+          "summary": "At the beginning of Fiscal 2026, the CC initially consisted of Messrs. Burgess and Coxe, Ms. Hudson, and Drs. Dabiri and Shah. After the 2025 Meeting, the CC consisted of Messrs. Coxe and Stevens, Ms. Hudson, and Drs. Dabiri, Drell and Shah, until Dr. Drell resigned from the Board in January 2026. No member of the CC is an officer or employee of NVIDIA, and none of our executive officers serve as a member of the board or compensation committee of any entity that has one or more executive officers serving as a member of our Board or CC. Other than Dr. Shah, no member of the CC had a relationship requiring disclosure in Review of Transactions with Related Persons below.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Role of the Board in Risk Oversight",
+          "path": "2026-Annual-Report-Web.pdf/Information About the Board of Directors and Corporate Governance/Role of the Board in Risk Oversight",
+          "level": 2,
+          "summary": "The Board oversees risks and delegates to committees. Management identifies and mitigates risks, reporting to the Board. Internal Audit provides independent assurance. The Board retains oversight of strategic and information security risks, with the Audit Committee reviewing cybersecurity. The ERM process is an annual assessment integrating risk evaluation with operations, examining internal/external factors, and prioritizing mitigation. It is led by management, reviewed by the Board and Audit Committee, and aligns with disclosure controls. The CEO and senior management review the ERM action plan, with internal audit administering the program.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Corporate Governance",
+          "path": "2026-Annual-Report-Web.pdf/Information About the Board of Directors and Corporate Governance/Corporate Governance",
+          "level": 2,
+          "summary": "",
+          "chunk_count": 14,
+          "children": [
+            {
+              "title": "Board Refreshment",
+              "path": "2026-Annual-Report-Web.pdf/Information About the Board of Directors and Corporate Governance/Corporate Governance/Board Refreshment",
+              "level": 3,
+              "summary": "As discussed above, the NCGC and the Board understand the importance of Board refreshment. On May 7, 2026, the Board approved an increase in its size from ten to eleven directors and appointed Suzanne Nora Johnson to fill the newly created directorship, in each case effective July 13, 2026. Ms. Nora Johnson will join the Board effective July 13, 2026, due to a prior professional commitment. Ms. Nora Johnson is the retired Vice Chairman of The Goldman Sachs Group, Inc., where she spent 21 years in various leadership roles. She currently serves on the board of directors of Pfizer Inc., and serves on the Boards of Trustees of The Brookings Institution, the Broad Foundation, and the University of Southern California. Ms. Nora Johnson will bring to the Board extensive senior leadership experience, experience managing large, complex, global institutions and deep knowledge of global financial markets, risk management, and regulatory issues. Ms. Nora Johnson is not currently a member of the Board and is not a nominee for election at the 2026 Meeting. She is expected to join the AC on the effective date of her appointment.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Corporate Governance Policies",
+              "path": "2026-Annual-Report-Web.pdf/Information About the Board of Directors and Corporate Governance/Corporate Governance/Corporate Governance Policies",
+              "level": 3,
+              "summary": "The Board has adopted Corporate Governance Policies to ensure that the Board has the necessary authority and processes in place to review and evaluate our business operations as needed and to make decisions that are independent of our management. These policies include practices the Board follows with respect to its composition and selection, regular evaluations of the Board and its committees, Board meetings and involvement of senior management, senior management development, and Board committees and compensation. These policies may be viewed in the Investor Relations section of our website at www.nvidia.com.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Executive Sessions of the Board",
+              "path": "2026-Annual-Report-Web.pdf/Information About the Board of Directors and Corporate Governance/Corporate Governance/Executive Sessions of the Board",
+              "level": 3,
+              "summary": "As required under Nasdaq's listing standards, our independent directors meet regularly in scheduled executive sessions at which only independent directors are present, as well as in sessions with the CEO. In Fiscal 2026, our independent directors met in both types of executive sessions at all four of our scheduled quarterly Board meetings.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Director Attendance at Annual Meeting",
+              "path": "2026-Annual-Report-Web.pdf/Information About the Board of Directors and Corporate Governance/Corporate Governance/Director Attendance at Annual Meeting",
+              "level": 3,
+              "summary": "We expect that our directors will attend each annual meeting, absent a valid reason. All Board members as of our 2025 Meeting attended our 2025 Meeting.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Board Self-Assessments",
+              "path": "2026-Annual-Report-Web.pdf/Information About the Board of Directors and Corporate Governance/Corporate Governance/Board Self-Assessments",
+              "level": 3,
+              "summary": "The NCGC oversees an evaluation process, conducted at least annually, whereby outside counsel for NVIDIA interviews each director to obtain his or her evaluation of the Board as a whole, and of the committees on which he or she serves. The interviews solicit ideas from the directors about, among other things, improving the quality of Board and/or committee oversight, effectiveness regarding strategic direction, financial and audit matters, executive compensation, acquisition activity, and other key topics. The interviews also focus on Board process and identifying specific issues for future discussion. After these evaluations are complete, our outside counsel summarizes the results, reviews them with our Lead Director, and then submits the summary for NCGC discussion. The NCGC Chair and outside counsel then report evaluation results to the full Board. In response to the evaluations conducted in Fiscal 2026, our Board determined to focus on geopolitical and regulatory risks, government affairs, supply chain, cybersecurity, AI regulations, growth planning, the use and applications of AI, the Company's strategic roadmap, and management development. The Board also determined to continue to focus on the Board's composition and process for Board refreshment.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Director Orientation and Continuing Education",
+              "path": "2026-Annual-Report-Web.pdf/Information About the Board of Directors and Corporate Governance/Corporate Governance/Director Orientation and Continuing Education",
+              "level": 3,
+              "summary": "The NCGC and our General Counsel are responsible for new director orientation and for administering or approving eligible director continuing education programs. Continuing education programs for directors may include a combination of internally developed materials and presentations, programs presented by third parties, and financial and administrative support for attendance at qualifying academic or other independent programs.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Director Time Commitment and Outside Board Memberships",
+              "path": "2026-Annual-Report-Web.pdf/Information About the Board of Directors and Corporate Governance/Corporate Governance/Director Time Commitment and Outside Board Memberships",
+              "level": 3,
+              "summary": "Our directors are expected to devote sufficient time to Board and committee duties and to understanding the Company's business. The NCGC reviews the other commitments of potential Board candidates, and does so annually for existing Board members, to determine if this expectation can be met. In making this determination, the NCGC considers, among other factors, stakeholder guidelines regarding numerical limits on public company boards on which a director may sit. None of our directors serve on more than two public company boards (including NVIDIA), and none of our non-employee directors serve as a CEO or executive officer of a public company.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Director Stock Ownership Guidelines",
+              "path": "2026-Annual-Report-Web.pdf/Information About the Board of Directors and Corporate Governance/Corporate Governance/Director Stock Ownership Guidelines",
+              "level": 3,
+              "summary": "Our Corporate Governance Policies require each non-employee director to hold shares of our common stock with a total value equal to six times the annual cash retainer for Board service during the period in which he or she serves as a director (or ten times his base salary, in the case of the CEO). The shares may include vested deferred stock, shares held in trust, and shares held by immediate family members, but not unvested equity awards. Non-employee directors have five years after their Board appointment to reach the ownership threshold. Our stock ownership guidelines are intended to further align director interests with stockholder interests. Each non-employee director and Mr. Huang currently meets or exceeds the stock ownership requirements.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Senior Management Development",
+              "path": "2026-Annual-Report-Web.pdf/Information About the Board of Directors and Corporate Governance/Corporate Governance/Senior Management Development",
+              "level": 3,
+              "summary": "We believe in extensive leadership development. Our internal leadership structure ensures that many senior managers work directly with our CEO to execute our corporate strategies. This approach results in strategic alignment, exposes leaders to a broad spectrum of corporate activities, and presents the Board with a pool of excellent candidates for future promotion. Our CEO also selects senior leaders to engage directly with the Board on key initiatives and provides periodic updates to our Board on management development.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Outside Advisors",
+              "path": "2026-Annual-Report-Web.pdf/Information About the Board of Directors and Corporate Governance/Corporate Governance/Outside Advisors",
+              "level": 3,
+              "summary": "The Board and each of its principal committees may retain outside advisors and consultants of their choosing at our expense. The Board does not need management's consent to retain outside advisors and the principal committees do not need consent from the Board or management' to retain outside advisors.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Code of Conduct",
+              "path": "2026-Annual-Report-Web.pdf/Information About the Board of Directors and Corporate Governance/Corporate Governance/Code of Conduct",
+              "level": 3,
+              "summary": "Our directors, executives, and employees are expected to conduct themselves with the highest degree of integrity, ethics, and honesty. Our credibility and reputation depend upon their good judgment, ethical standards, and personal integrity. Our Code of Conduct applies to all executive officers, directors, and employees, including our principal executive officer, principal financial officer, and principal accounting officer. The Financial Team Code of Conduct applies to our executive officers, directors, members of our finance department, and all employees involved in the preparation and review of externally-reported periodic financial reports, filings, and documents. We regularly review our Code of Conduct and related policies to ensure that they provide clear guidance to our directors, executives, and employees. We also regularly train our employees on our Code of Conduct and other policies. The Code of Conduct and the Financial Team Code of Conduct may be viewed in the Investor Relations section of our website at www.nvidia.com. If we make any amendments to either code, or grant any waiver from a provision of either code to any executive officer or director, we will promptly disclose the nature of the amendment or waiver on our website or in a report on Form 8-K. Information contained on our website is not incorporated by reference into this or any other report we file with the SEC.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Insider Trading Policy",
+              "path": "2026-Annual-Report-Web.pdf/Information About the Board of Directors and Corporate Governance/Corporate Governance/Insider Trading Policy",
+              "level": 3,
+              "summary": "Our Insider Trading Policy governs transactions in our securities and applies to the Board and our employees, contractors, and consultants. We believe our Insider Trading Policy is reasonably designed to promote compliance with insider trading laws, rules and regulations applicable to NVIDIA. Section 16 directors and officers must obtain preclearance before trading in NVIDIA's stock. In addition, we comply with applicable laws and regulations relating to insider trading with respect to transactions in our securities such as open market repurchases of our common stock from time to time. Under our Insider Trading Policy, hedging ownership of NVIDIA stock, including but not limited to trading in options, puts, calls, or other derivative instruments related to NVIDIA stock or debt, is not permitted. Additional prohibitions include purchasing NVIDIA stock on margin or holding NVIDIA stock in a margin account, or pledging NVIDIA stock as collateral for a loan. We allow participation in certain exchange funds for portfolio diversification.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Corporate Hotline",
+              "path": "2026-Annual-Report-Web.pdf/Information About the Board of Directors and Corporate Governance/Corporate Governance/Corporate Hotline",
+              "level": 3,
+              "summary": "We have established an independent corporate hotline to allow any employee, contractor, customer, or partner to confidentially and anonymously submit a complaint about any accounting, internal controls, auditing, Code of Conduct, or other matter of concern (unless prohibited by local privacy laws).",
+              "chunk_count": 1,
+              "children": []
+            }
+          ]
+        },
+        {
+          "title": "Stockholder Communications with the Board of Directors",
+          "path": "2026-Annual-Report-Web.pdf/Information About the Board of Directors and Corporate Governance/Stockholder Communications with the Board of Directors",
+          "level": 2,
+          "summary": "Stockholders who wish to communicate with the Board regarding nominations of directors or other matters may do so by sending electronic written communications addressed to Timothy S. Teter, our Secretary, at shareholdermeeting@nvidia.com. All stockholder communications we receive that are addressed to the Board will be compiled by our Secretary. If no particular director is named, letters will be forwarded, depending on the subject matter, to the chairperson of the AC, CC, or NCGC. Matters put forth by our stockholders will be reviewed by the NCGC, which will determine whether these matters should be presented to the Board. The NCGC will give serious consideration to all such matters and will make its determination in accordance with its charter and applicable laws.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Majority Vote Standard",
+          "path": "2026-Annual-Report-Web.pdf/Information About the Board of Directors and Corporate Governance/Majority Vote Standard",
+          "level": 2,
+          "summary": "The text describes director election procedures under company Bylaws. In uncontested elections, directors are elected by majority of votes cast (FOR votes must exceed AGAINST votes). If an incumbent fails to achieve majority, they must offer resignation, which the Board's committee reviews and decides within 90 days. In contested elections, directors are elected by plurality of votes cast. Abstentions and broker non-votes count for quorum but have no effect on election outcomes.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Stockholder Special Meeting Right",
+          "path": "2026-Annual-Report-Web.pdf/Information About the Board of Directors and Corporate Governance/Stockholder Special Meeting Right",
+          "level": 2,
+          "summary": "As part of our Board and management's comprehensive review of current corporate governance practices, our Board amended our Bylaws in 2024 to let stockholders owning at least $15\\%$ of our shares, and who have owned such shares continuously for at least one year, to request a special meeting of stockholders. Those requestors must also satisfy the disclosure, timing and other requirements set forth in our Bylaws intended to ensure that stockholders receive adequate, timely, and accurate information in connection with a special meeting. Our Board believes that this special meeting right strikes a balance between enabling urgent action and protecting the Company and its stockholders from narrow, short-term interests.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Board Meeting Information",
+          "path": "2026-Annual-Report-Web.pdf/Information About the Board of Directors and Corporate Governance/Board Meeting Information",
+          "level": 2,
+          "summary": "The Board met five times during Fiscal 2026, including meetings during which the Board discussed the strategic direction of NVIDIA, new business and strategic opportunities, the product roadmap, and other matters facing NVIDIA. We expect each Board member to attend each meeting of the Board and the committees on which he or she serves. Each Board member attended 75% or more of the applicable meetings of the Board and of each committee on which he or she served during Fiscal 2026.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Corporate Sustainability",
+          "path": "2026-Annual-Report-Web.pdf/Information About the Board of Directors and Corporate Governance/Corporate Sustainability",
+          "level": 2,
+          "summary": "NVIDIA integrates sound computer science principles and practices across the company, with environmental stewardship, social responsibility, and solid governance central to its business strategy. The full Board has ultimate responsibility for corporate sustainability (CS) matters, with the Nominating, Governance and Corporate Citizenship Committee (NCGC) overseeing sustainability strategy, risks, and opportunities. The CS team updates the NCGC at least semiannually and reports to the full Board annually. The Corporate Sustainability Steering Committee (CSSC), composed of executive leadership, provides input on sustainability strategy. In Fiscal 2025, NVIDIA matched 100% of global electricity usage for sites under operational control with renewable energy. In Fiscal 2026, it announced Science Based Targets initiative-validated goals: reduce absolute scope 1 and 2 emissions by 50% by Fiscal 2030 (from a Fiscal 2023 base year), and reduce scope 3 emissions intensity from use of sold GPU products by 75% per petaFLOP of computing performance by Fiscal 2030.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Public Policy Engagement and Accountability",
+          "path": "2026-Annual-Report-Web.pdf/Information About the Board of Directors and Corporate Governance/Public Policy Engagement and Accountability",
+          "level": 2,
+          "summary": "Our NCGC oversees and periodically reviews our public policy engagement and accountability. We engage in the public policy process to advance the long-term interests of the Company and its stockholders. NVIDIA's U.S. federal lobbying activities are disclosed quarterly and publicly reported. We belong to trade associations worldwide. Management reports to the NCGC about our policies and practices in connection with government relations, public policy, and related expenditures.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Director Compensation",
+          "path": "2026-Annual-Report-Web.pdf/Information About the Board of Directors and Corporate Governance/Director Compensation",
+          "level": 2,
+          "summary": "NVIDIA's non-employee director compensation program is designed to attract and retain a world-class Board of Directors while balancing our stockholders' interests, and aligns with annual service starting on the dates of our annual meetings. We do not pay additional fees for serving as Lead Director or as chairperson or member of our committees, or for meeting attendance. Directors who are also employees do not receive compensation for service on the Board.",
+          "chunk_count": 5,
+          "children": [
+            {
+              "title": "Roles of the Board, the Compensation Committee, and Compensation Consultant",
+              "path": "2026-Annual-Report-Web.pdf/Information About the Board of Directors and Corporate Governance/Director Compensation/Roles of the Board, the Compensation Committee, and Compensation Consultant",
+              "level": 3,
+              "summary": "The CC reviews our director compensation annually with the assistance of its independent compensation consultant, Semler Brossy, and assesses peer group data, compensation trends, and best practices. Following this review, the CC recommended the non-employee director compensation for the year following our 2025 Meeting, or the 2025 Program, as described below, which the Board approved in December 2024. 2025 Program The 2025 Program maintained the same target compensation as the previous year with a total value of \\$340,000—slightly below the median paid to peer group non-employee directors (based on the peer group determined in late 2024): \\$85,000 Annual Cash Retainer Paid Quarterly \\$255,000 Equity Retainer RSUs (1) (1) Represents target annual value of RSUs granted on the day following our 2025 Meeting, or the 2025 Program RSUs. 50% of the 2025 Program RSUs vested on the third Wednesday in November 2025 and 50% will vest on the third Wednesday in May 2026, subject to the director's continuous service. The number of shares subject to each director's 2025 Program RSUs equaled the target value of the grant divided by the 30-calendar day trailing average closing price of our common stock that ended the business day before the 2025 Meeting, to smooth the effects of market volatility.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "New Directors",
+              "path": "2026-Annual-Report-Web.pdf/Information About the Board of Directors and Corporate Governance/Director Compensation/New Directors",
+              "level": 3,
+              "summary": "Any new non-employee director who is appointed or elected to the Board with an effective date after the 2026 Meeting, or a New Director, will be entitled to receive (i) an annual cash retainer of \\$85,000, prorated to reflect the New Director's service, paid quarterly, (ii) an initial grant of RSUs with a target value of \\$255,000, converted to a number of shares by dividing such value by the 30-calendar day trailing average closing price of our common stock ending the business day before the New Director's effective date of appointment or election, 1/6th of which will vest approximately every six months following the grant date, and (iii) a second grant of RSUs with a target value of \\$255,000, converted to a number of shares by dividing such value by the 30-calendar day trailing average closing price of our common stock ending the business day before the 2026 Meeting, prorated to reflect the New Director's service until the 2027 Meeting, or the New Director Annual Grant. 50% of the New Director Annual Grant will vest on the third Wednesday in May 2027, and the balance will vest on the third Wednesday in November 2026; provided that if the New Director's first day of service is on or after November 1, 2026, the New Director Annual Grant will vest in full on the third Wednesday in May 2027 ((ii) and (iii) collectively referred to as the New Director RSUs).",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Deferred Compensation Program",
+              "path": "2026-Annual-Report-Web.pdf/Information About the Board of Directors and Corporate Governance/Director Compensation/Deferred Compensation Program",
+              "level": 3,
+              "summary": "Non-employee directors can elect to defer the settlement of RSUs upon vesting for tax planning purposes. Deferrals can be made to the earlier of (i) the third Wednesday of March of a future year (no sooner than 2027 for the 2025 Program RSUs or 2028 for the New Director RSUs), or the 15th of March of any year that is 2029 or later, or (ii) the director's cessation of service or certain change-in-control events, in accordance with Section 409A of the Internal Revenue Code.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Other Compensation∕Benefits",
+              "path": "2026-Annual-Report-Web.pdf/Information About the Board of Directors and Corporate Governance/Director Compensation/Other Compensation∕Benefits",
+              "level": 3,
+              "summary": "The passage details director compensation policies, including expense reimbursement, change-in-control benefits, and vesting acceleration upon death. It presents a table of director compensation for fiscal 2026, showing fees earned and stock awards (RSUs) with grant date fair values. Notes explain that amounts reflect ASC 718 fair values, not actual receipts, and mention specific events like Mr. Burgess's death and Dr. Ochoa's resignation affecting payments. A second table lists unvested RSUs held by non-employee directors as of January 25, 2026, with notes on vesting acceleration due to death or resignation.",
+              "chunk_count": 1,
+              "children": []
+            }
+          ]
+        },
+        {
+          "title": "Review of Transactions with Related Persons",
+          "path": "2026-Annual-Report-Web.pdf/Information About the Board of Directors and Corporate Governance/Review of Transactions with Related Persons",
+          "level": 2,
+          "summary": "The passage outlines NVIDIA's policy on conflicts of interest, requiring employees, officers, and directors to avoid activities conflicting with company interests. It notes that related party transactions are reviewed, and those involving executive officers or directors must be approved by the NCGC. Since Fiscal 2026, no reportable transactions occurred except for the employment of family members of CEO Jen-Hsun Huang and director Dr. Shah. Their compensation was determined per standard practices without involvement of the related executives, totaling approximately $1,232,000 for Huang's daughter, $1,320,000 for his son, and $265,000 for Shah's son. The Huang Foundation has an agreement with CoreWeave for GPU compute time donations, with $108.3 million donated, and NVIDIA plans to offer free engineering services to grant recipients. Indemnity agreements exist for executives and directors, and equity grants were made to non-employee directors and executive officers.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Security Ownership of Certain Beneficial Owners and Management",
+          "path": "2026-Annual-Report-Web.pdf/Information About the Board of Directors and Corporate Governance/Security Ownership of Certain Beneficial Owners and Management",
+          "level": 2,
+          "summary": "The table details beneficial ownership of common stock as of March 23, 2026, for NEOs, directors, all directors and executive officers as a group, and known beneficial owners of over 5%. Ownership is determined per SEC rules, including shares with voting/investment power and PSUs/RSUs vesting within 60 days. Percentages are based on 24,312,141,810 shares outstanding. Footnotes provide specifics for each individual, including shares held in trusts, LLCs, and foundations, with details on voting and investment power. Principal stockholders BlackRock and Vanguard are listed based on Schedule 13G filings, with BlackRock having sole dispositive power over 1,805,935,550 shares and Vanguard over 1,777,408,252 shares.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Proposal 2—Advisory Approval of Executive Compensation",
+          "path": "2026-Annual-Report-Web.pdf/Information About the Board of Directors and Corporate Governance/Proposal 2—Advisory Approval of Executive Compensation",
+          "level": 2,
+          "summary": "This is a non-binding advisory vote, known as 'say-on-pay,' to approve Fiscal 2026 compensation for named executive officers (NEOs). Approval requires a majority of shares present and voting; abstentions count as votes against, while broker non-votes have no effect. The board recommends approval, and while the vote is non-binding, it will be considered in future compensation decisions.",
+          "chunk_count": 1,
+          "children": []
+        }
+      ]
+    },
+    {
+      "title": "Executive Compensation",
+      "path": "2026-Annual-Report-Web.pdf/Executive Compensation",
+      "level": 1,
+      "summary": "",
+      "chunk_count": 66,
+      "children": [
+        {
+          "title": "Compensation Discussion and Analysis",
+          "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Compensation Discussion and Analysis",
+          "level": 2,
+          "summary": "This CD&A describes our Fiscal 2026 executive compensation philosophy, design, and process, and how our corporate results affected the payout of performance-based awards. Our Fiscal 2026 NEOs were: Jen-Hsun Huang, President and CEO; Colette M. Kress, EVP and CFO; Ajay K. Puri, EVP, Worldwide Field Operations; Debora Shoquist, EVP, Operations; and Timothy S. Teter, EVP, General Counsel and Secretary.",
+          "chunk_count": 28,
+          "children": [
+            {
+              "title": "Fiscal 2026 Executive Compensation Summary",
+              "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Compensation Discussion and Analysis/Fiscal 2026 Executive Compensation Summary",
+              "level": 3,
+              "summary": "",
+              "chunk_count": 3,
+              "children": [
+                {
+                  "title": "Continued Focus on Pay for Performance",
+                  "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Compensation Discussion and Analysis/Fiscal 2026 Executive Compensation Summary/Continued Focus on Pay for Performance",
+                  "level": 4,
+                  "summary": "NVIDIA's executive compensation program in Fiscal 2026 continued to be guided by a pay for performance philosophy to link competitive NEO pay with our stockholders' interests. $96\\%$ of our CEO's and $48\\%$ of our other NEOs' Fiscal 2026 total target pay was dependent on corporate performance.",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Executive Pay Heavily Weighted Towards Equity Awards",
+                  "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Compensation Discussion and Analysis/Fiscal 2026 Executive Compensation Summary/Executive Pay Heavily Weighted Towards Equity Awards",
+                  "level": 4,
+                  "summary": "The vast majority of our NEOs' total target pay for Fiscal 2026 was comprised of equity awards: • SY PSUs that can be earned based on annual Non-GAAP Operating Income performance, vesting over 4 years, • MY PSUs that can be earned based on 3-year TSR performance relative to the S&P 500, vesting over 3 years, and • RSUs vesting over 4 years (for NEOs other than our CEO) CEO Fiscal 2026 Target Pay Mix (1) The vast majority of our NEOs' total target pay for Fiscal 2026 was comprised of equity awards: <details>0 [images/image-73-Compensation Structure Breakdown.jpg] <details> <summary>stacked bar chart</summary> [tables/table-28 Compensation Breakdown.html] </details> Other NEO Fiscal 2026 Target Pay Mix (1)(2) </details> <details>0 [images/image-74-Compensation Structure Breakdown.jpg] <details> <summary>stacked bar chart</summary> [tables/table-29 Compensation Mix.html] </details> (1) Based on total target pay as approved by the CC, consisting of annual base salary, and, assuming the Company achieves associated performance goals at a Base Compensation Plan level, target payout opportunity under our Variable Cash Plan and target equity opportunities the CC intended to deliver. (2) Reflects the average total target pay mix for our NEOs other than our CEO. NEOs were also eligible for variable cash awards based on annual revenue, in addition to base salary and other compensation and benefits.",
+                  "chunk_count": 1,
+                  "children": []
+                }
+              ]
+            },
+            {
+              "title": "Key NEO Compensation Actions for Fiscal 2026",
+              "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Compensation Discussion and Analysis/Key NEO Compensation Actions for Fiscal 2026",
+              "level": 3,
+              "summary": "Cash compensation for NEOs remained constant, while target equity opportunities increased to reflect role complexity and align total pay. Performance goals were raised, with revenue and Non-GAAP Operating Income targets set at record or stretch levels. Due to record performance exceeding stretch goals, NEOs earned maximum payouts for Fiscal 2026 Variable Cash Plan, SY PSUs, and MY PSUs.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Our Compensation Philosophy and Practices",
+              "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Compensation Discussion and Analysis/Our Compensation Philosophy and Practices",
+              "level": 3,
+              "summary": "NVIDIA's compensation program for NEOs is guided by four philosophies: pay for performance using at-risk cash and equity based on corporate metrics, competitive pay to attract and retain talent, alignment with stockholders' long-term interests, and simplicity with objective metrics. Total target pay includes base salary, target variable cash opportunity, and target equity opportunity. The program emphasizes at-risk compensation and stockholder alignment.",
+              "chunk_count": 3,
+              "children": [
+                {
+                  "title": "What We Do",
+                  "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Compensation Discussion and Analysis/Our Compensation Philosophy and Practices/What We Do",
+                  "level": 4,
+                  "summary": "√ Emphasize at-risk, performance-based compensation, with simple, objective performance goals √ Use annual and multi-year performance targets to determine PSU awards earned √ Set rigorous performance goals and use different metrics for annual and multi-year awards √ Require NEOs to provide continuous service for 4 years to fully vest in RSU awards and SY PSU awards earned based on performance √ Evaluate our program annually based on feedback from stockholder engagement efforts and make adjustments when appropriate √ Mitigate compensation risks √ Cap performance-based variable cash and PSU payouts √ Retain an independent compensation consultant reporting directly to the independent CC √ Require NEOs to maintain meaningful stock ownership √ Maintain a clawback policy for performance-based compensation",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "What We Don't Do",
+                  "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Compensation Discussion and Analysis/Our Compensation Philosophy and Practices/What We Don't Do",
+                  "level": 4,
+                  "summary": "The document outlines NVIDIA's executive compensation policies, including restrictions on supplemental retirement benefits, tax gross-ups, and hedging/pledging of stock. It also details the Compensation Committee's multi-year process for the Fiscal 2026 program, from peer company determination in December 2024 to certification of payouts and risk assessment by May 2026.",
+                  "chunk_count": 1,
+                  "children": []
+                }
+              ]
+            },
+            {
+              "title": "Roles of the Compensation Committee, Compensation Consultant, and Management",
+              "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Compensation Discussion and Analysis/Roles of the Compensation Committee, Compensation Consultant, and Management",
+              "level": 3,
+              "summary": "The Compensation Committee (CC) oversees NEO compensation, utilizing independent consultant Semler Brossy for advice on the Fiscal 2026 program. The CC confirmed no conflicts of interest after reviewing Semler Brossy's services, revenue percentage, policies, and relationships. The CC approved a peer group recommended by Semler Brossy and management, considered CEO peer data and Radford Survey data for other NEOs, and made final decisions on compensation, including performance goal certification and payout approvals for Variable Cash Plan and PSUs. The CC also reviewed management's compensation risk analysis.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Peer Companies and Market Compensation Data",
+              "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Compensation Discussion and Analysis/Peer Companies and Market Compensation Data",
+              "level": 3,
+              "summary": "NVIDIA's Compensation Committee updated its Fiscal 2026 peer group in December 2024, removing Adobe, AMD, and SAP due to size and relevance, and adding Alphabet, Amazon, Apple, and Microsoft as talent competitors. The peer group is selected based on competition for executive talent, business complexity, and size (revenue or market cap at 1/3 to 3.5x NVIDIA's). The committee compared NVIDIA's trailing 12-month revenue and market capitalization to peer percentiles. For NEOs other than the CEO, Mr. Huang reviewed market data from Radford Survey and peer proxies before recommending compensation. The CC reviewed CEO compensation data and set total compensation for all NEOs based on peer percentiles and other factors.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Factors Used in Determining Executive Compensation",
+              "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Compensation Discussion and Analysis/Factors Used in Determining Executive Compensation",
+              "level": 3,
+              "summary": "In addition to peer data, our CC considers the following factors in making executive compensation decisions. The weight given to each factor may differ among NEOs and each component of pay, and is subject to the CC's sole discretion. √ The need to attract and retain talent in a highly competitive industry √ Stockholder feedback regarding our executive pay √ The desire for simplicity of the overall program and transparency of the performance metrics √ An NEO's past performance and anticipated future contributions √ Our financial performance and forecasted results, as well as our prior financial performance and resulting impact on our executives' compensation √ Changes in the scale and complexity of our business √ Each NEO’s current total compensation √ The scope and complexity of the department(s) or function(s) the NEO manages √ Each NEO's unvested equity √ Internal pay equity relative to similarly situated executives √ Our CEO's recommendations for the NEOs other than himself, including his understanding of each NEO's performance, capabilities, and contributions √ Our CC's independent judgment √ Our philosophy that an NEO's total compensation opportunity and percentage of at-risk pay should increase with responsibility √ The total compensation cost and the growth in such cost, including from executive compensation, to maintain a responsible cost structure for our compensation programs \\*",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Fiscal 2026 Compensation Actions and Achievements",
+              "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Compensation Discussion and Analysis/Fiscal 2026 Compensation Actions and Achievements",
+              "level": 3,
+              "summary": "",
+              "chunk_count": 10,
+              "children": [
+                {
+                  "title": "Stockholder Outreach and Feedback",
+                  "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Compensation Discussion and Analysis/Fiscal 2026 Compensation Actions and Achievements/Stockholder Outreach and Feedback",
+                  "level": 4,
+                  "summary": "NVIDIA conducted an annual outreach program in Fall 2024, contacting top institutional stockholders representing 31% of shares. Management and the Board met with holders of 30% of shares to discuss executive compensation, receiving positive feedback on pay-for-performance linkage. With a 92% say-on-pay approval rate, the Compensation Committee maintained similar elements for Fiscal 2026 but increased target equity opportunities for all NEOs to reflect role complexity, aligned total target pay for non-CEO NEOs based on contributions, and increased rigor by referencing record Fiscal 2025 results and stretch goals. Performance-based pay remains tied solely to NVIDIA's financial performance to align management incentives with stockholder interests.",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Total Target Compensation Approach",
+                  "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Compensation Discussion and Analysis/Fiscal 2026 Compensation Actions and Achievements/Total Target Compensation Approach",
+                  "level": 4,
+                  "summary": "In setting Fiscal 2026 compensation, our CC reviewed each NEO's total target pay opportunity and distribution across multiple pay elements. Our CC compared Mr. Huang's base salary, target variable cash opportunity, target total cash opportunity, target equity opportunity, and total target pay opportunity against chief executives at peer companies. For our other NEOs, Mr. Huang reviewed their total target pay against similarly situated executives at peer companies where the data was available from the Radford Survey, considering internal pay equity, individual performance, unvested equity levels, and the increasing complexity of their roles. These factors informed Mr. Huang's recommendations to the CC. The CC also considered the factors outlined in Factors Used in Determining Executive Compensation and its compensation objectives for Fiscal 2026. Rather than applying a formula or assigning specific weights to each factor, our CC used its judgment and experience to set total target compensation, the mix of cash and equity, and fixed and at-risk pay opportunities for each NEO. When setting pay elements, the CC evaluated them in the context of the levels of the other pay elements and total target pay to ensure alignment with program objectives. The CC established amounts and designed a structure to reward NEOs with above-market value from equity awards and variable cash incentives only upon exceptional corporate performance.",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Components of Pay",
+                  "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Compensation Discussion and Analysis/Fiscal 2026 Compensation Actions and Achievements/Components of Pay",
+                  "level": 4,
+                  "summary": "The primary components of NVIDIA's Fiscal 2026 executive compensation program are summarized below: [tables/table-34 NEO Compensation.html] (1) Our CC considers RSUs to be at-risk pay because the realized value depends on our stock price, a financial performance measure. (2) Reflects vesting schedule for annual RSU grants. Our NEOs have insurance benefits and are eligible to participate in our ESPP and 401(k) plan on the same basis as our other employees. We also provide a limited set of perquisites to our NEOs from time to time. See Other Compensation and Benefits below for more information.",
+                  "chunk_count": 4,
+                  "children": [
+                    {
+                      "title": "Pay Mix Considerations",
+                      "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Compensation Discussion and Analysis/Fiscal 2026 Compensation Actions and Achievements/Components of Pay/Pay Mix Considerations",
+                      "level": 5,
+                      "summary": "For Fiscal 2026, the CC decided that cash compensation for all NEOs would remain constant with Fiscal 2025 levels and that the largest portion of NEOs' total target pay would remain in the form of at-risk equity. The CC believes an emphasis on long-term, at-risk opportunities drives results and increases NEO and stockholder alignment, while providing sufficient annual cash compensation to be competitive and retain our NEOs. PSUs and RSUs provide long-term incentives and retention benefits as PSUs require achieving predetermined performance goals, and both PSUs and RSUs are subject to meaningful service-based vesting requirements (3 years for MY PSUs and 4 years for SY PSUs and RSUs). Given Mr. Huang's position as CEO, to even more tightly align his interests with stockholders, the CC determined that $100\\%$ of his equity grants should be at-risk and performance-based. Consistent with prior years, the CC split Mr. Huang's target equity opportunity evenly between SY PSUs (aligned with our annual corporate financial performance) and MY PSUs (aligned with our 3-year relative shareholder return). For other NEOs, the CC maintained a proportional equity mix and granted 50% of the target equity opportunity as RSUs and 50% as PSUs, with the PSU portion evenly split between SY PSUs and MY PSUs. The CC determined this structure balanced performance over short- and long-time horizons while providing a meaningful amount of time-vesting RSUs as a retention benefit.",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "Setting Executive Compensation Values",
+                      "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Compensation Discussion and Analysis/Fiscal 2026 Compensation Actions and Achievements/Components of Pay/Setting Executive Compensation Values",
+                      "level": 5,
+                      "summary": "For Fiscal 2026, the CC decided that increases to each NEO's total target pay were appropriate in light of the scope and complexity of their roles and responsibilities. The CC raised Mr. Huang's total target pay by \\$3.5 million, or 11%, to \\$35.5 million, all in the form of equity, to align more closely with the median of the updated group of peer company CEOs. The CC split the target equity increase evenly between SY PSUs and MY PSUs to balance short- and long-term performance-based awards. For other NEOs, the CC decided, on Mr. Huang's recommendation, to align their total target pay to \\$16 million each, to reflect their comparable, significant contributions and impact on corporate performance, by increasing target equity opportunities by \\$1 to \\$2.5 million. For these NEOs, where peer data was available, the increases resulted in their total compensation approximating the 65th percentile of their respective peers.",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "Determining Equity Award Amounts",
+                      "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Compensation Discussion and Analysis/Fiscal 2026 Compensation Actions and Achievements/Components of Pay/Determining Equity Award Amounts",
+                      "level": 5,
+                      "summary": "The Compensation Committee determines RSU, SY PSU, and MY PSU awards for NEOs using a 30-day average stock price to mitigate volatility. SY PSUs vest based on Fiscal 2026 Non-GAAP Operating Income, with caps at 150% for Mr. Huang and 200% for others, and a minimum of 50% at Threshold. MY PSUs vest based on 3-Year Relative TSR vs S&P 500, with caps of 150% for Mr. Huang and 200% for others, and a minimum of 25% at Threshold. Mr. Huang's lower cap is due to all his equity being performance-based, while others have 50% in service-based RSUs. No PSUs vest if Threshold is not met.",
+                      "chunk_count": 1,
+                      "children": []
+                    }
+                  ]
+                },
+                {
+                  "title": "Performance Metrics and Goals for Executive Compensation",
+                  "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Compensation Discussion and Analysis/Fiscal 2026 Compensation Actions and Achievements/Performance Metrics and Goals for Executive Compensation",
+                  "level": 4,
+                  "summary": "In March 2025, the Compensation Committee (CC) set rigorous Fiscal 2026 performance goals for executive compensation, aligning revenue and Non-GAAP Operating Income targets with record Fiscal 2025 results. Stretch goals were set at $190 billion revenue and $120 billion Non-GAAP Operating Income, but with an automatic reduction to $160 billion and $96 billion if additional export controls on H2O products were imposed in the first half of Fiscal 2026. In April 2025, after the U.S. government required a license for H2O exports to China, the goals were automatically adjusted. The CC designed Threshold, Base, and Stretch goals to be uncertain, challenging, and aligned with company performance, with straight-line interpolation for payouts between levels and no payout below Threshold.",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Fiscal 2026 Performance Achievement",
+                  "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Compensation Discussion and Analysis/Fiscal 2026 Compensation Actions and Achievements/Fiscal 2026 Performance Achievement",
+                  "level": 4,
+                  "summary": "The company achieved record performance across all market platforms, driven by Data Center demand for Blackwell architecture and diverse customers. Revenue and Non-GAAP Operating Income for Fiscal 2026 exceeded Stretch Compensation Plan goals, as did the 3-year TSR relative to S&P 500. In March 2026, the Compensation Committee certified performance achievement with payouts: 25% of eligible SY PSUs vested on March 18, 2026, with quarterly vesting thereafter; 100% of eligible MY PSUs granted in Fiscal 2024 vested on March 18, 2026. Goals for MY PSUs granted in Fiscal 2025 and 2026 will be determined after performance periods end in January 2027 and 2028, respectively.",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Fiscal 2026 Target Compensation Actions and Performance-Based Payouts",
+                  "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Compensation Discussion and Analysis/Fiscal 2026 Compensation Actions and Achievements/Fiscal 2026 Target Compensation Actions and Performance-Based Payouts",
+                  "level": 4,
+                  "summary": "The passage describes the Compensation Committee's target compensation actions for Fiscal 2026 for each named executive officer (NEO), including variable cash and equity opportunities. It explains that target equity values are based on the 30-day trailing average stock price, differing from SEC-reported grant date fair values. The text references individual tables for each NEO: Jen-Hsun Huang, Colette M. Kress, Ajay K. Puri, Debora Shoquist, and Timothy S. Teter, detailing their target pay structures.",
+                  "chunk_count": 1,
+                  "children": []
+                }
+              ]
+            },
+            {
+              "title": "Additional Executive Compensation Practices, Policies, and Procedures",
+              "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Compensation Discussion and Analysis/Additional Executive Compensation Practices, Policies, and Procedures",
+              "level": 3,
+              "summary": "",
+              "chunk_count": 7,
+              "children": [
+                {
+                  "title": "Other Compensation and Benefits",
+                  "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Compensation Discussion and Analysis/Additional Executive Compensation Practices, Policies, and Procedures/Other Compensation and Benefits",
+                  "level": 4,
+                  "summary": "NVIDIA evaluates executive perquisites based on cost, business benefit, peer data, and governance. The CEO receives comprehensive security including residential protection, travel security, and private aircraft for business and occasional personal travel due to security concerns. These are not considered personal benefits but are reported in 'All Other Compensation'. Private aircraft is for business travel; personal guests may accompany at no incremental cost, with imputed income recognized. The CEO reimburses personal air travel costs. NEOs receive standard benefits like insurance, 401(k) match up to $11,500, and ESPP participation. No other perquisites were provided in Fiscal 2026.",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Equity Grant Timing Practices",
+                  "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Compensation Discussion and Analysis/Additional Executive Compensation Practices, Policies, and Procedures/Equity Grant Timing Practices",
+                  "level": 4,
+                  "summary": "The CC approves all equity award grants to our executive officers on or before the grant date. Typically, the CC completes its annual executive compensation review, sets performance goals and target compensation, and grants equity awards in March. This process is described in How We Determine Executive Compensation above. On occasion, the CC may grant equity awards outside of our annual cycle for new hires, promotions, recognition, retention or other purposes. While the CC has discretionary authority to approve such awards, it does not have a practice or policy of granting equity awards in anticipation of the release of material non-public information. In Fiscal 2026, we did not time the release of material non-public information in coordination with equity award grants in a manner that intentionally benefits the value of our executive compensation.",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Stock Ownership Guidelines",
+                  "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Compensation Discussion and Analysis/Additional Executive Compensation Practices, Policies, and Procedures/Stock Ownership Guidelines",
+                  "level": 4,
+                  "summary": "The Board believes that executive officers should hold a meaningful equity interest in NVIDIA. Since June 2024, our Corporate Governance Policies require the CEO to hold shares valued at ten times his base salary, and our other NEOs to hold shares valued at three times their respective base salaries. Shares that count toward the ownership guidelines include shares held in trust, and shares held by immediate family members, but not unvested equity awards. NEOs have up to five years from appointment to reach their ownership threshold. These guidelines are intended to align NEO interests with stockholder interests. Each NEO currently exceeds the stock ownership requirements.",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Compensation Recovery Policy",
+                  "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Compensation Discussion and Analysis/Additional Executive Compensation Practices, Policies, and Procedures/Compensation Recovery Policy",
+                  "level": 4,
+                  "summary": "We have maintained a Compensation Recovery Policy since 2009, and amended it in 2023 to comply with Nasdaq's listing standards. Our policy requires the Company to recover certain incentive compensation from current or former executive officers in connection with certain restatements of financial statements, if the compensation exceeds the amount that the officers would have received based on the restated financial statements, subject to limited exceptions.",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Tax and Accounting Implications",
+                  "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Compensation Discussion and Analysis/Additional Executive Compensation Practices, Policies, and Procedures/Tax and Accounting Implications",
+                  "level": 4,
+                  "summary": "Under Section 162(m), compensation paid to each of the Company's “covered employees” that exceeds \\$1 million per year is generally non-deductible. The CC considers various factors when making its decisions and retains flexibility to provide non-deductible compensation if consistent with the Company’s executive compensation program goals and the best interests of the Company and its stockholders. The CC may also modify compensation that was initially intended to be exempt from the deduction limit if the modifications are consistent with the Company’s business needs. The CC also considers the impact of Section 409A of the Internal Revenue Code and strives to avoid possible adverse tax consequences. Additionally, under ASC 718, the Company records share-based compensation expense for equity compensation over the vesting period of the award.",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Reconciliation of Non-GAAP Financial Measures",
+                  "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Compensation Discussion and Analysis/Additional Executive Compensation Practices, Policies, and Procedures/Reconciliation of Non-GAAP Financial Measures",
+                  "level": 4,
+                  "summary": "A reconciliation between our GAAP operating income and non-GAAP operating income is as follows (in millions): [tables/table-43 Non-GAAP Income.html] We believe these non-GAAP financial measures enhance stockholders' overall understanding of our historical financial performance. The presentation of our non-GAAP financial measures is not meant to be considered in isolation nor as a substitute for our financial results prepared in accordance with GAAP, and our non-GAAP financial measures may be different from non-GAAP financial measures used by other companies.",
+                  "chunk_count": 1,
+                  "children": []
+                }
+              ]
+            }
+          ]
+        },
+        {
+          "title": "Compensation Committee Report",
+          "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Compensation Committee Report",
+          "level": 2,
+          "summary": "The Compensation Committee of the Board of Directors oversees the compensation programs of NVIDIA on behalf of the Board of Directors. In fulfilling its oversight responsibilities, the Compensation Committee reviewed and discussed with management the Compensation Discussion and Analysis included in this proxy statement. In reliance on the review and discussions referred to above, the Compensation Committee recommended to the Board of Directors that the Compensation Discussion and Analysis be included in the Annual Report on Form 10-K of NVIDIA for the year ended January 25, 2026 and in this proxy statement. Compensation Committee Dawn Hudson, Tench Coxe, John O. Dabiri, Aarti Shah and Mark Stevens",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Risk Analysis of Our Compensation Plans",
+          "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Risk Analysis of Our Compensation Plans",
+          "level": 2,
+          "summary": "The Compensation Committee assessed the company's fiscal 2026 compensation programs for potential material risks, focusing on variable cash, equity, and sales incentive plans. It concluded that the programs, which balance short-term and long-term contributions, do not create risks likely to materially harm the business. Key risk mitigation features include a mix of base salary and variable pay, performance-based targets with caps, internal controls, committee approval, relative goals for multi-year PSUs, a compensation recovery policy, burn rate monitoring, multi-year vesting, stock ownership guidelines, and an insider trading policy prohibiting hedging and pledging.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Summary Compensation Table for Fiscal 2026, 2025, and 2024",
+          "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Summary Compensation Table for Fiscal 2026, 2025, and 2024",
+          "level": 2,
+          "summary": "The table summarizes compensation for NEOs in Fiscal 2026, 2025, and 2024. It includes salary, stock awards (grant date fair value per ASC 718), and non-equity incentive plan compensation. Notes explain that stock award values assume probable performance outcomes, with stretch scenario values provided in a separate table. Additional details cover cash plan payouts, rounding, and other compensation items like security, 401(k) matches, and life insurance premiums for each NEO.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Grants of Plan-Based Awards for Fiscal 2026",
+          "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Grants of Plan-Based Awards for Fiscal 2026",
+          "level": 2,
+          "summary": "The text details plan-based awards for NEOs in Fiscal 2026, including PSUs and RSUs under the 2007 Plan. It explains vesting schedules, performance criteria, and grant date fair values. Outstanding equity awards as of January 25, 2026 are listed, with values calculated using a closing stock price of $187.67. Specific vesting terms for PSUs and RSUs are provided, including stretch goals based on TSR relative to the S&P 500.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Option Exercises and Stock Vested in Fiscal 2026",
+          "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Option Exercises and Stock Vested in Fiscal 2026",
+          "level": 2,
+          "summary": "The following table shows information regarding stock acquired upon vesting for our NEOs during Fiscal 2026. We have not had any stock options outstanding since the end of Fiscal 2024. Stock Awards [tables/table-48 Stock Vesting Data.html] (1) Represents the gross number of shares acquired on vesting. Shares were withheld from these amounts to pay taxes due upon vesting. (2) Represents the gross number of shares acquired on vesting multiplied by the fair market value of our common stock as reported by Nasdaq on the date of vesting. (3) Includes an aggregate of 552,105 shares that were withheld to pay taxes due upon vesting. (4) Includes an aggregate of 233.268 shares that were withheld to pay taxes due upon vesting. (5) Includes an aggregate of 211,139 shares that were withheld to pay taxes due upon vesting. (6) Includes an aggregate of 194,424 shares that were withheld to pay taxes due upon vesting. (7) Includes an aggregate of 198,486 shares that were withheld to pay taxes due upon vesting.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Employment, Severance, and Change-in-Control Arrangements",
+          "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Employment, Severance, and Change-in-Control Arrangements",
+          "level": 2,
+          "summary": "The passage describes NVIDIA's change-in-control arrangements for executive officers. Under the 2007 Plan, upon a corporate transaction or change-in-control, outstanding stock awards may be assumed or substituted. If not, awards held by service providers accelerate vesting fully, while others terminate if unexercised. Potential payments upon termination or change-in-control are estimated based on unvested RSUs and PSUs, using a stock price of $187.67. Tables show estimated and actual PSU achievements for Fiscal 2024 and 2026, with further determinations pending for later grants.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Pay Ratio",
+          "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Pay Ratio",
+          "level": 2,
+          "summary": "The company calculated its CEO to median employee pay ratio for Fiscal 2026 as 129:1, using the same median employee identified in Fiscal 2024 due to no significant changes. The median employee's total compensation was $282,050, and the CEO's total compensation was $36,343,830. The methodology followed SEC regulations and used a consistently applied compensation measure including base salary, variable cash, and equity awards.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Pay Versus Performance",
+          "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Pay Versus Performance",
+          "level": 2,
+          "summary": "NVIDIA's executive compensation program aligns NEO pay with stockholder interests through pay for performance, using metrics like annual revenue, Non-GAAP Operating Income, and 3-year TSR relative to S&P 500. The text explains that 'compensation actually paid' (CAP) is calculated per SEC rules and does not reflect actual compensation received. It references tables summarizing compensation for CEO Jen-Hsun Huang and non-CEO NEOs (Colette M. Kress, Ajay K. Puri, Debora Shoquist, Timothy S. Teter) for Fiscal 2022-2026, including reconciliations from Summary Compensation Table totals to CAP. Key adjustments involve equity award fair values based on stock price or Monte Carlo simulations. TSR is cumulative from a fixed $100 investment, and the Nasdaq 100 Index is the peer group. The company-selected measure is Non-GAAP Operating Income, deemed the most important financial metric linking CAP to performance.",
+          "chunk_count": 3,
+          "children": [
+            {
+              "title": "Most Important Financial Performance Measures",
+              "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Pay Versus Performance/Most Important Financial Performance Measures",
+              "level": 3,
+              "summary": "The following table is an unranked list of the most important financial performance measures linking Fiscal 2026 NEO CAP to company performance: Financial Measures [tables/table-55 Financial Metrics.html] Refer to CD&A above for a description of how each of these performance measures impacts NEO compensation.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Relationships Between Compensation Actually Paid and Financial Performance",
+              "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Pay Versus Performance/Relationships Between Compensation Actually Paid and Financial Performance",
+              "level": 3,
+              "summary": "The passage discusses the ratification of PwC as NVIDIA's independent registered public accounting firm for Fiscal 2027, including vote requirements and the Audit Committee's recommendation. It also references graphs comparing NEO CAP with financial performance measures and TSRs.",
+              "chunk_count": 1,
+              "children": []
+            }
+          ]
+        },
+        {
+          "title": "Recommendation of the Board",
+          "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Recommendation of the Board",
+          "level": 2,
+          "summary": "The Board recommends that you vote FOR the ratification of the selection of PwC as our independent registered accounting firm for our fiscal year ending January 31, 2027.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Fees Billed by the Independent Registered Public Accounting Firm",
+          "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Fees Billed by the Independent Registered Public Accounting Firm",
+          "level": 2,
+          "summary": "The passage summarizes fees billed or expected by PwC for Fiscal 2026 and 2025, covering audit, audit-related, tax, and other professional services. It details categories: audit of consolidated financial statements and internal controls; review of sustainability metrics and attestation services; tax compliance and consulting; and other services like cybersecurity assessment. All services were pre-approved by the Audit Committee (AC) or its Chairperson. The AC has policies for pre-approving audit and permissible non-audit services, either by category, scope approval, or case-by-case, with delegated authority for unanticipated needs.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Report of the Audit Committee of the Board of Directors",
+          "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Report of the Audit Committee of the Board of Directors",
+          "level": 2,
+          "summary": "The Audit Committee (AC) of NVIDIA oversees accounting, financial reporting, internal controls, and audit activities. Management prepares financial statements in accordance with GAAP, while PricewaterhouseCoopers (PwC) performs independent audits. The AC reviews audit results, approves fees, and monitors internal audit functions. It relies on management and PwC representations and recommended the audited financial statements for Fiscal 2026 to the Board.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Stockholder Proposals",
+          "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Stockholder Proposals",
+          "level": 2,
+          "summary": "We will promptly furnish the address and, to our knowledge, the number of shares held by the stockholder proponents of the proposals below upon receipt of a request to our Secretary for such information at email to shareholdermeeting@nvidia.com or by phone at: (408) 486-2000.",
+          "chunk_count": 19,
+          "children": [
+            {
+              "title": "Proposal 4—Stockholder Proposal: Simple Majority Vote Standard",
+              "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Stockholder Proposals/Proposal 4—Stockholder Proposal: Simple Majority Vote Standard",
+              "level": 3,
+              "summary": "What am I voting on? A stockholder proposal to eliminate all supermajority voting provisions. Vote required: A majority of the shares present, in person or represented by proxy, and entitled to vote on this matter. Effect of abstentions: Same as a vote AGAINST. Effect of broker non-votes: None. Below is a stockholder proposal and supporting statement of the stockholder proponent, for which we and our Board accept no responsibility. This stockholder proposal is required to be voted upon at the 2026 Meeting only if properly presented. Our Board opposes adoption of this stockholder proposal and recommends that you vote AGAINST Proposal 4. John Chevedden has notified us of his intent to present the following proposal at the 2026 Meeting.",
+              "chunk_count": 18,
+              "children": [
+                {
+                  "title": "Stockholder Proposal and Supporting Statement",
+                  "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Stockholder Proposals/Proposal 4—Stockholder Proposal: Simple Majority Vote Standard/Stockholder Proposal and Supporting Statement",
+                  "level": 4,
+                  "summary": "",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Proposal 4 – Majority Vote Standard",
+                  "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Stockholder Proposals/Proposal 4—Stockholder Proposal: Simple Majority Vote Standard/Proposal 4 – Majority Vote Standard",
+                  "level": 4,
+                  "summary": "The proposal requests that NVIDIA's Board replace all supermajority voting requirements in its charter and bylaws with a simple majority standard. It cites academic research linking supermajority requirements to lower company performance and notes high shareholder support for similar proposals at other companies, including 98% support at several firms in 2024. The proposal also asks the Board to not oppose the measure and to make extra efforts, such as adjourning the annual meeting, to secure the required vote, noting that the 2025 proposal received 65% support from outstanding shares, close to the 67% threshold.",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Majority Vote Standard – Proposal 4",
+                  "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Stockholder Proposals/Proposal 4—Stockholder Proposal: Simple Majority Vote Standard/Majority Vote Standard – Proposal 4",
+                  "level": 4,
+                  "summary": "",
+                  "chunk_count": 3,
+                  "children": [
+                    {
+                      "title": "Opposing Statement of the Board",
+                      "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Stockholder Proposals/Proposal 4—Stockholder Proposal: Simple Majority Vote Standard/Majority Vote Standard – Proposal 4/Opposing Statement of the Board",
+                      "level": 5,
+                      "summary": "Our Board recommends a vote AGAINST Proposal 4. At our 2025 Meeting, the Board proposed and recommended that stockholders approve an amendment and restatement of our Charter to eliminate the remaining supermajority voting provisions (the “2025 A&R Charter Proposal”). The Board also planned to adopt conforming amendments to our Bylaws, contingent on stockholder approval of such proposal. However, the 2025 A&R Charter Proposal did not receive the required level of stockholder support for approval. To effectuate Proposal 4, the Board would need to resubmit a proposal substantially similar to the 2025 A&R Charter Proposal for stockholder approval at a future annual meeting. At this time, the Board believes that addressing repetitive proposals on this topic would not be an effective use of time, resources, and attention.",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "Recommendation of the Board",
+                      "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Stockholder Proposals/Proposal 4—Stockholder Proposal: Simple Majority Vote Standard/Majority Vote Standard – Proposal 4/Recommendation of the Board",
+                      "level": 5,
+                      "summary": "Our Board recommends that you vote AGAINST Proposal 4— Simple Majority Vote Standard. What am I voting on? A stockholder proposal requesting an evaluation and report on faith-based community resource groups. Vote required: A majority of the shares present, in person or represented by proxy, and entitled to vote on this matter. Effect of abstentions: Same as a vote AGAINST. Effect of broker non-votes: None. Below is a stockholder proposal and supporting statement of the stockholder proponent, for which we and our Board accept no responsibility. This stockholder proposal is required to be voted upon at the 2026 Meeting only if properly presented. Our Board opposes adoption of this stockholder proposal and recommends that you vote AGAINST Proposal 5. William Cunningham has notified us of its intent to present the following proposal at the 2026 Meeting.",
+                      "chunk_count": 1,
+                      "children": []
+                    }
+                  ]
+                },
+                {
+                  "title": "Stockholder Proposal and Supporting Statement_2",
+                  "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Stockholder Proposals/Proposal 4—Stockholder Proposal: Simple Majority Vote Standard/Stockholder Proposal and Supporting Statement_2",
+                  "level": 4,
+                  "summary": "",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Proposal 5 – Report on Faith-Based Community Resource Groups",
+                  "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Stockholder Proposals/Proposal 4—Stockholder Proposal: Simple Majority Vote Standard/Proposal 5 – Report on Faith-Based Community Resource Groups",
+                  "level": 4,
+                  "summary": "Shareholders request NVIDIA to evaluate risks of religious discrimination, citing lack of faith-based Community Resource Groups despite supporting other ERGs. The proposal notes legal obligations under recent Supreme Court rulings and brand value concerns, urging a report on equal treatment for religious employees.",
+                  "chunk_count": 3,
+                  "children": [
+                    {
+                      "title": "Opposing Statement of the Board",
+                      "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Stockholder Proposals/Proposal 4—Stockholder Proposal: Simple Majority Vote Standard/Proposal 5 – Report on Faith-Based Community Resource Groups/Opposing Statement of the Board",
+                      "level": 5,
+                      "summary": "Our Board recommends a vote AGAINST Proposal 5. The requested report is unnecessary and would not provide meaningful additional benefits to NVIDIA or enhance stockholder value as we have already implemented robust systems and processes designed to minimize risks related to religious and other discrimination. NVIDIA is committed to ensuring that our employees are protected and supported through enterprise-wide policies, practices, and reporting mechanisms. We maintain a work environment in which all individuals are treated with dignity and respect. We do not tolerate unlawful discrimination, harassment, or retaliation in any form, including based on religion or creed and all employees are required to participate in discrimination and harassment prevention training. Our employees have multiple avenues to report concerns about harassment, discrimination or other workplace conduct, including anonymously and without fear of retaliation, and we investigate complaints promptly and take appropriate action when warranted. We also regularly gather employee feedback through surveys and other forums to identify concerns, track progress, and respond quickly to employee needs. The Board believes that our existing policies, practices, and feedback mechanisms already address the issues raised in Proposal 5, and that the additional evaluation and reporting requested would not be necessary or beneficial for NVIDIA or our stockholders.",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "Recommendation of the Board",
+                      "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Stockholder Proposals/Proposal 4—Stockholder Proposal: Simple Majority Vote Standard/Proposal 5 – Report on Faith-Based Community Resource Groups/Recommendation of the Board",
+                      "level": 5,
+                      "summary": "Our Board recommends that you vote AGAINST Proposal 5—Report on Faith-Based Community Resource Groups. What am I voting on? A stockholder proposal requesting an evaluation and report on civil rights and non-discrimination related to DEI. Vote required: A majority of the shares present, in person or represented by proxy, and entitled to vote on this matter. Effect of abstentions: Same as a vote AGAINST. Effect of broker non-votes: None. Below is a stockholder proposal and supporting statement of the stockholder proponent, for which we and our Board accept no responsibility. This stockholder proposal is required to be voted upon at the 2026 Meeting only if properly presented. Our Board opposes adoption of this stockholder proposal and recommends that you vote AGAINST Proposal 6. American Conservative Values ETF has notified us of its intent to present the following proposal at the 2026 Meeting.",
+                      "chunk_count": 1,
+                      "children": []
+                    }
+                  ]
+                },
+                {
+                  "title": "Stockholder Proposal and Supporting Statement_3",
+                  "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Stockholder Proposals/Proposal 4—Stockholder Proposal: Simple Majority Vote Standard/Stockholder Proposal and Supporting Statement_3",
+                  "level": 4,
+                  "summary": "",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Proposal 6 – Report on Respecting Workforce Civil Liberties",
+                  "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Stockholder Proposals/Proposal 4—Stockholder Proposal: Simple Majority Vote Standard/Proposal 6 – Report on Respecting Workforce Civil Liberties",
+                  "level": 4,
+                  "summary": "The passage discusses a shareholder resolution requesting NVIDIA to evaluate its hiring and training policies for potential discrimination based on race, religion, sex, and political views. It cites concerns that DEI programs may foster bias, increase legal risks, and face regulatory scrutiny, referencing recent Supreme Court decisions, executive orders, and EEOC actions. The resolution asks for a report on associated risks.",
+                  "chunk_count": 3,
+                  "children": [
+                    {
+                      "title": "Opposing Statement of the Board",
+                      "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Stockholder Proposals/Proposal 4—Stockholder Proposal: Simple Majority Vote Standard/Proposal 6 – Report on Respecting Workforce Civil Liberties/Opposing Statement of the Board",
+                      "level": 5,
+                      "summary": "The Board recommends voting against Proposal 6, arguing the requested report is unnecessary and would not enhance stockholder value. NVIDIA states it complies with equal employment opportunity laws, bases employment decisions on merit, and maintains strong oversight through committees (CC, AC, NCGC) for human capital, compliance, and ethics. The Board believes existing policies and mechanisms sufficiently address the proposal's issues.",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "Recommendation of the Board",
+                      "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Stockholder Proposals/Proposal 4—Stockholder Proposal: Simple Majority Vote Standard/Proposal 6 – Report on Respecting Workforce Civil Liberties/Recommendation of the Board",
+                      "level": 5,
+                      "summary": "Our Board recommends that you vote AGAINST Proposal 6—Report on Workforce Civil Liberties. What am I voting on? A stockholder proposal to requesting a report disclosing GHG emissions from the use of the Company's sold products. Vote required: A majority of the shares present, in person or represented by proxy, and entitled to vote on this matter. Effect of abstentions: Same as a vote AGAINST. Effect of broker non-votes: None. Below is a stockholder proposal and supporting statement of the stockholder proponent, for which we and our Board accept no responsibility. This stockholder proposal is required to be voted upon at the 2026 Meeting only if properly presented. Our Board opposes adoption of this stockholder proposal and recommends that you vote AGAINST Proposal 7. Green Century Capital Management, Inc. has notified us of its intent to present the following proposal at the 2026 Meeting. Mercy Investment Services, Inc. is a co-filer for this proposal.",
+                      "chunk_count": 1,
+                      "children": []
+                    }
+                  ]
+                },
+                {
+                  "title": "Stockholder Proposal and Supporting Statement_4",
+                  "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Stockholder Proposals/Proposal 4—Stockholder Proposal: Simple Majority Vote Standard/Stockholder Proposal and Supporting Statement_4",
+                  "level": 4,
+                  "summary": "",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Proposal 7 – Greenhouse Gas Emissions Disclosure",
+                  "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Stockholder Proposals/Proposal 4—Stockholder Proposal: Simple Majority Vote Standard/Proposal 7 – Greenhouse Gas Emissions Disclosure",
+                  "level": 4,
+                  "summary": "The text discusses climate change risks to NVIDIA, including macroeconomic impacts and supply chain disruptions. It notes NVIDIA's role in AI expansion and its climate targets, but criticizes the company's emissions disclosures for excluding use of sold products and showing increased absolute emissions. Peers like AMD and Intel provide more detailed climate reporting. A shareholder resolution requests NVIDIA to issue a report disclosing GHG emissions from use of sold products, with recommendations for improved disclosure practices.",
+                  "chunk_count": 3,
+                  "children": [
+                    {
+                      "title": "Opposing Statement of the Board",
+                      "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Stockholder Proposals/Proposal 4—Stockholder Proposal: Simple Majority Vote Standard/Proposal 7 – Greenhouse Gas Emissions Disclosure/Opposing Statement of the Board",
+                      "level": 5,
+                      "summary": "NVIDIA's Board recommends voting against Proposal 7, arguing it is unnecessary and overly prescriptive. The company highlights its robust climate reporting history, including detailed Scope 1, 2, and 3 emissions disclosures, SBTi-validated targets, and product carbon footprint summaries. The Board asserts that management is best positioned to handle complex Scope 3 disclosures, especially in the fast-evolving AI industry, and that the proposal's prescriptive approach is inappropriate and unhelpful to stockholders.",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "Recommendation of the Board",
+                      "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Stockholder Proposals/Proposal 4—Stockholder Proposal: Simple Majority Vote Standard/Proposal 7 – Greenhouse Gas Emissions Disclosure/Recommendation of the Board",
+                      "level": 5,
+                      "summary": "Our Board recommends that you vote AGAINST Proposal 7—Greenhouse Gas Emissions Disclosure.",
+                      "chunk_count": 1,
+                      "children": []
+                    }
+                  ]
+                }
+              ]
+            }
+          ]
+        },
+        {
+          "title": "Equity Compensation Plan Information",
+          "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Equity Compensation Plan Information",
+          "level": 2,
+          "summary": "The passage summarizes equity compensation plan data as of January 25, 2026, including shares issuable from vesting RSUs and PSUs, and shares available for future issuance under the 2007 Plan and ESPP. No stock options were outstanding since Fiscal 2024. Key figures: 1,324,516,906 shares available under the 2007 Plan; 2,226,741,019 under ESPP, with up to 2,825,984 shares purchasable in the current period. In Fiscal 2026, 69,186,497 shares were granted as RSUs/PSUs (1,041,733 to NEOs, 21,588 to non-employee directors, 68,123,176 to other employees), and 13,226,923 shares were purchased under ESPP (4,655 by NEOs, 13,222,268 by other employees).",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Additional Information",
+          "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Additional Information",
+          "level": 2,
+          "summary": "",
+          "chunk_count": 3,
+          "children": [
+            {
+              "title": "Delinquent Section 16(a) Reports",
+              "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Additional Information/Delinquent Section 16(a) Reports",
+              "level": 3,
+              "summary": "Section 16(a) of the Exchange Act requires our executive officers, directors and persons who own more than 10% of a registered class of our equity securities to file initial reports of ownership and reports of changes in ownership of our common stock and other equity securities with the SEC. Executive officers, directors and greater than 10% stockholders are required by SEC regulations to furnish us with copies of all Section 16(a) forms they file. To our knowledge, based solely on a review of the copies of such reports furnished to us and written representations that no other reports were required, all Section 16(a) filing requirements applicable to individuals who were, during Fiscal 2026, our executive officers, directors and greater than 10% beneficial owners were complied with.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Other Matters",
+              "path": "2026-Annual-Report-Web.pdf/Executive Compensation/Additional Information/Other Matters",
+              "level": 3,
+              "summary": "The Board knows of no other matters that will be presented for consideration at the 2026 Meeting. If any other matters are properly brought before the 2026 Meeting, it is the intention of the persons named in the accompanying proxy to vote on such matters in accordance with their best judgment.",
+              "chunk_count": 1,
+              "children": []
+            }
+          ]
+        },
+        {
+          "title": "By Order of the Board of Directors",
+          "path": "2026-Annual-Report-Web.pdf/Executive Compensation/By Order of the Board of Directors",
+          "level": 2,
+          "summary": "### Delinquent Section 16(a) Reports Timothy S. Teter0 [images/image-81-### Delinq.jpg] Timothy S. Teter Secretary May 12, 2026 A COPY OF OUR ANNUAL REPORT ON FORM 10-K FOR THE FISCAL YEAR ENDED JANUARY 25, 2026 AS FILED WITH THE SEC IS BEING FURNISHED TO STOCKHOLDERS CONCURRENTLY HEREWITH. UPON WRITTEN REQUEST, WE WILL PROVIDE, WITHOUT CHARGE, AN ADDITIONAL COPY OF THE ANNUAL REPORT. STOCKHOLDERS MAY SUBMIT THEIR REQUESTS TO: INVESTOR RELATIONS, NVIDIA CORPORATION, 2788 SAN TOMAS EXPRESSWAY, SANTA CLARA, CALIFORNIA 95051 OR TO SHAREHOLDERMEETING@NVIDIA.COM. WE WILL ALSO FURNISH A COPY OF ANY EXHIBIT TO THE ANNUAL REPORT ON FORM 10-K IF SPECIFICALLY REQUESTED IN WRITING. NVIDIA and the NVIDIA logo are either registered trademarks or trademarks of NVIDIA Corporation in the United States and other countries. Other company names used in this publication are for identification purposes only and may be trademarks of their respective companies.",
+          "chunk_count": 1,
+          "children": []
+        }
+      ]
+    },
+    {
+      "title": "FORM 10-K",
+      "path": "2026-Annual-Report-Web.pdf/FORM 10-K",
+      "level": 1,
+      "summary": "ANNUAL REPORT PURSUANT TO SECTION 13 OR 15(d) OF THE SECURITIES EXCHANGE ACT OF 1934 For the fiscal year ended January 25, 2026 OR ☐ TRANSITION REPORT PURSUANT TO SECTION 13 OR 15(d) OF THE SECURITIES EXCHANGE ACT OF 1934 Commission file number: 0-23985 ANNUAL REPORT PURSUANT TO SECTION 13 OR 15(d) OF THE SECURITIES EXCHANGE ACT OF 1934 NVIDIA.0 [images/image-82-ANNUAL REP.jpg] NVIDIA.",
+      "chunk_count": 3,
+      "children": [
+        {
+          "title": "NVIDIA CORPORATION",
+          "path": "2026-Annual-Report-Web.pdf/FORM 10-K/NVIDIA CORPORATION",
+          "level": 2,
+          "summary": "This is a Securities and Exchange Commission (SEC) filing for NVIDIA Corporation, a Delaware corporation with I.R.S. Employer Identification No. 94-3177549. Its principal executive offices are located at 2788 San Tomas Expressway, Santa Clara, California 95051, and its telephone number is (408) 486-2000. The registrant's common stock, with a par value of $0.001 per share, is registered under Section 12(b) of the Act and trades under the symbol NVDA on The Nasdaq Global Select Market. The filing includes various checkmarks indicating that NVIDIA is a well-known seasoned issuer, has filed all required reports, and has submitted electronic data files. It is classified as a large accelerated filer. As of July 25, 2025, the aggregate market value of voting stock held by non-affiliates was approximately $4.0 trillion, excluding shares held by directors and executive officers. As of February 20, 2026, there were 24.3 billion shares of common stock outstanding.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "DOCUMENTS INCORPORATED BY REFERENCE",
+          "path": "2026-Annual-Report-Web.pdf/FORM 10-K/DOCUMENTS INCORPORATED BY REFERENCE",
+          "level": 2,
+          "summary": "Portions of the registrant's Proxy Statement for its 2026 Annual Meeting of Shareholders to be filed with the Securities and Exchange Commission pursuant to Regulation 14A not later than 120 days after the end of the fiscal year covered by this Annual Report on Form 10-K are incorporated by reference into Part III, Items 10-14 of this Annual Report on Form 10-K.",
+          "chunk_count": 1,
+          "children": []
+        }
+      ]
+    },
+    {
+      "title": "Part I",
+      "path": "2026-Annual-Report-Web.pdf/Part I",
+      "level": 1,
+      "summary": "Item 1. Business 4 Item 1A. Risk Factors 12 Item 1B. Unresolved Staff Comments 32 Item 1C Cybersecurity 32 Item 2. Properties 33 Item 3. Legal Proceedings 33 Item 4. Mine Safety Disclosures 33",
+      "chunk_count": 1,
+      "children": []
+    },
+    {
+      "title": "Part II",
+      "path": "2026-Annual-Report-Web.pdf/Part II",
+      "level": 1,
+      "summary": "Item 5. Market for Registrant’s Common Equity, Related Stockholder Matters and Issuer Purchases of Equity Securities 33 Item 6. [Reserved] 35 Item 7. Management's Discussion and Analysis of Financial Condition and Results of Operations 36 Item 7A. Quantitative and Qualitative Disclosures About Market Risk 44 Item 8. Financial Statements and Supplementary Data 45 Item 9. Changes in and Disagreements with Accountants on Accounting and Financial Disclosure 45 Item 9A. Controls and Procedures 45 Item 9B. Other Information 46 Item 9C. Disclosure Regarding Foreign Jurisdictions that Prevent Inspections 46",
+      "chunk_count": 1,
+      "children": []
+    },
+    {
+      "title": "Part III",
+      "path": "2026-Annual-Report-Web.pdf/Part III",
+      "level": 1,
+      "summary": "Item 10. Directors, Executive Officers and Corporate Governance 46 Item 11. Executive Compensation 47 Item 12. Security Ownership of Certain Beneficial Owners and Management and Related Stockholder Matters 47 Item 13. Certain Relationships and Related Transactions, and Director Independence 47 Item 14. Principal Accountant Fees and Services 47",
+      "chunk_count": 1,
+      "children": []
+    },
+    {
+      "title": "Part IV",
+      "path": "2026-Annual-Report-Web.pdf/Part IV",
+      "level": 1,
+      "summary": "Item 15. Exhibits and Financial Statement Schedules 48 Item 16. Form 10-K Summary 83 Signatures 84",
+      "chunk_count": 3,
+      "children": [
+        {
+          "title": "Where You Can Find More Information",
+          "path": "2026-Annual-Report-Web.pdf/Part IV/Where You Can Find More Information",
+          "level": 2,
+          "summary": "Investors and others should note that we announce material financial information to our investors using our investor relations website, press releases, SEC filings and public conference calls and webcasts. We also use the following social media channels as a means of disclosing information about the company, our products, our planned financial and other announcements and attendance at upcoming investor and industry conferences, and other matters and for complying with our disclosure obligations under Regulation FD: NVIDIA Corporate Blog (blogs.nvidia.com/) NVIDIA Technical Blog (developer.nvidia.com/blog/) NVIDIA LinkedIn (linkedin.com/company/nvidia) NVIDIA Facebook (facebook.com/nvidia) NVIDIA Instagram (instagram.com/nvidia) NVIDIA X (x.com/nvidia) NVIDIA Threads (threads.com/@nvidia) NVIDIA Investor Relations (investor.nvidia.com) NVIDIA YouTube (YouTube.com/nvidia). The information we post through these social media channels may be deemed material. Accordingly, investors should monitor these channels, in addition to following our press releases, SEC filings and public conference calls and webcasts. This list may be updated from time to time. The information we post through these channels is not a part of this Annual Report on Form 10-K.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Forward-Looking Statements",
+          "path": "2026-Annual-Report-Web.pdf/Part IV/Forward-Looking Statements",
+          "level": 2,
+          "summary": "This passage from an Annual Report on Form 10-K discusses forward-looking statements, which are based on management's beliefs and assumptions and are subject to risks and uncertainties. It identifies terms that indicate forward-looking statements, such as 'may,' 'will,' 'expect,' and 'believe.' The text warns that actual results may differ materially from those expressed or implied, and advises against undue reliance on these statements. It also clarifies that references to 'NVIDIA,' 'we,' 'us,' 'our,' or the 'Company' mean NVIDIA Corporation and its subsidiaries, and that beliefs are based on information available as of the filing date. The passage concludes with a copyright notice for 2026 NVIDIA Corporation.",
+          "chunk_count": 1,
+          "children": []
+        }
+      ]
+    },
+    {
+      "title": "Part I_2",
+      "path": "2026-Annual-Report-Web.pdf/Part I_2",
+      "level": 1,
+      "summary": "",
+      "chunk_count": 37,
+      "children": [
+        {
+          "title": "Item 1. Business",
+          "path": "2026-Annual-Report-Web.pdf/Part I_2/Item 1. Business",
+          "level": 2,
+          "summary": "",
+          "chunk_count": 18,
+          "children": [
+            {
+              "title": "Our Company",
+              "path": "2026-Annual-Report-Web.pdf/Part I_2/Item 1. Business/Our Company",
+              "level": 3,
+              "summary": "NVIDIA is a data center scale AI infrastructure company. Its technology stack includes the CUDA platform and domain-specific software libraries for AI, data analytics, scientific computing, robotics, and 3D graphics. The Blackwell architecture enables extreme co-design, interconnecting hundreds of thousands of GPUs. GPU-powered AI solutions are used for generative AI, agentic AI, and autonomous driving. NVIDIA has invested over $76.7 billion in R&D, inventing the GPU in 1999 and CUDA in 2006. Its platforms are used by cloud service providers, AI model makers, enterprises, researchers, gamers, and professionals across industries including healthcare, automotive, and financial services.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Our Businesses",
+              "path": "2026-Annual-Report-Web.pdf/Part I_2/Item 1. Business/Our Businesses",
+              "level": 3,
+              "summary": "We report our business results in two segments. The Compute & Networking segment includes our Data Center accelerated computing and networking platforms and AI solutions and software, and Automotive platforms and autonomous and electric vehicle solutions including software. The Graphics segment includes GeForce GPUs for gaming and PCs, and Quadro/NVIDIA RTX GPUs for enterprise workstation graphics.",
+              "chunk_count": 6,
+              "children": [
+                {
+                  "title": "Our Markets",
+                  "path": "2026-Annual-Report-Web.pdf/Part I_2/Item 1. Business/Our Businesses/Our Markets",
+                  "level": 4,
+                  "summary": "We specialize in markets where our computing and AI infrastructure platforms can provide tremendous acceleration for applications. These platforms incorporate processors, interconnects, software, algorithms, systems, and services to deliver unique value. Our platforms address four large markets where our expertise is critical: Data Center, Gaming, Professional Visualization, and Automotive.",
+                  "chunk_count": 5,
+                  "children": [
+                    {
+                      "title": "Data Center",
+                      "path": "2026-Annual-Report-Web.pdf/Part I_2/Item 1. Business/Our Businesses/Our Markets/Data Center",
+                      "level": 5,
+                      "summary": "The NVIDIA Data Center platform accelerates compute-intensive workloads like AI, data processing, and scientific computing, offering superior total cost of ownership over CPU-only approaches. It includes compute and networking infrastructure for cloud, hyperscale, on-premises, and edge data centers. The platform features GPUs, CPUs, interconnects, and software stacks, with networking offerings like NVLink and InfiniBand. Customers include cloud providers, AI makers, and enterprises. Key architectures include Blackwell (fiscal 2025) and Rubin (fiscal 2027), with Rubin targeting agentic AI and reducing cost per token by 10x. The platform also supports physical AI for robotics.",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "Gaming",
+                      "path": "2026-Annual-Report-Web.pdf/Part I_2/Item 1. Business/Our Businesses/Our Markets/Gaming",
+                      "level": 5,
+                      "summary": "Gaming is the largest entertainment industry, with PC gaming as the predominant platform. Many factors propel its growth, including new high production value games, the continued rise of eSports, social connectivity and the increasing popularity of game streamers, modders, or gamers who remaster games, and creators. Our products for the gaming market include GeForce RTX GPUs for gaming desktop and laptop PCs, GeForce NOW cloud gaming service, as well as SoCs and development services for game consoles. Our gaming platforms leverage our GPUs and sophisticated software to enhance the gaming experience with smoother, higher quality graphics. NVIDIA RTX features ray tracing technology for real-time, cinematic-quality rendering, and deep learning super sampling, or NVIDIA DLSS, our AI technology that boosts frame rates while generating high-quality images for games. RTX GPUs also feature NVIDIA tensor core technology making them well suited to accelerate a new generation of on-device AI applications. In fiscal year 2025, we announced the NVIDIA Blackwell GeForce RTX 50 Series family of desktop and laptop GPUs. The Blackwell architecture introduced neural graphics which combines AI models with traditional rendering to boost game performance, image quality, and interactivity, as well as the next generation of our DLSS technology powered by a new transformer model architecture. In fiscal year 2026, we launched and scaled Blackwell architecture for gaming and GeForce NOW.",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "Professional Visualization",
+                      "path": "2026-Annual-Report-Web.pdf/Part I_2/Item 1. Business/Our Businesses/Our Markets/Professional Visualization",
+                      "level": 5,
+                      "summary": "We serve the Professional Visualization market by working closely with independent software vendors, or ISVs, to optimize their offerings for NVIDIA GPUs. Our GPU computing platform enhances productivity and introduces new capabilities for critical workflows in many fields, such as design, engineering, and digital content creation across a wide range of industry verticals. Additionally, the increasing number of generative and agentic AI applications is giving rise to the need for the enhanced AI and data processing capabilities of our RTX PRO GPUs. Many leading 3D design and content creation applications developed by our ecosystem partners support RTX, allowing professionals to accelerate and transform their workflows with NVIDIA RTX PRO GPUs and software. As these applications increasingly integrate AI, these GPUs are used and leverage the same Tensor Core technology found in our Data Center solutions.",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "Automotive",
+                      "path": "2026-Annual-Report-Web.pdf/Part I_2/Item 1. Business/Our Businesses/Our Markets/Automotive",
+                      "level": 5,
+                      "summary": "Automotive is comprised of platform solutions for automated driving from the cloud to the car. Leveraging our technology leadership in AI and building on long-standing relationships across several hundred automotive ecosystem partners, we are delivering a full stack end-to-end solution for the AV market under the DRIVE Hyperion platform. This platform consists of development infrastructure, high-performance, energy efficient DRIVE AGX computing hardware running an in-vehicle operating system (DRIVE OS), a reference sensor set that supports full self-driving capability as well as an open, modular DRIVE software platform for autonomous driving, mapping, and parking services, and intelligent in-vehicle experiences.",
+                      "chunk_count": 1,
+                      "children": []
+                    }
+                  ]
+                }
+              ]
+            },
+            {
+              "title": "Business Strategies",
+              "path": "2026-Annual-Report-Web.pdf/Part I_2/Item 1. Business/Business Strategies",
+              "level": 3,
+              "summary": "NVIDIA's key strategies include advancing its accelerated computing platform to solve complex problems with lower power consumption, leveraging full-stack innovation across architecture, chip design, and software. It extends leadership in AI with end-to-end platforms for training and inferencing, including NVIDIA AI Enterprise, NIM, NeMo, and AI Blueprints, supported by a large ecosystem of developers and partners. The company also leads in computer graphics infused with AI, enhancing gaming and professional visualization via GeForce, RTX, and Omniverse. In autonomous vehicles, it provides an AI-based hardware and software solution under the DRIVE brand, partnering with automotive OEMs and startups. Finally, it leverages intellectual property through licensing and development agreements to broaden technology reach.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Sales and Marketing",
+              "path": "2026-Annual-Report-Web.pdf/Part I_2/Item 1. Business/Sales and Marketing",
+              "level": 3,
+              "summary": "The passage describes the company's worldwide sales and marketing strategy, emphasizing collaboration with a partner network including CSPs, OEMs, ODMs, ISVs, and others. Sales teams provide technical expertise and pre-sales assistance through application engineers and solution architects to optimize hardware and software for AI and LLM training. The company also engages with the software development community to promote platform optimization, supported by a developer program and the Deep Learning Institute for training.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Seasonality",
+              "path": "2026-Annual-Report-Web.pdf/Part I_2/Item 1. Business/Seasonality",
+              "level": 3,
+              "summary": "Our computing platforms serve a diverse set of markets such as data centers, gaming, professional visualization, and automotive. Our desktop gaming products typically see stronger revenue in the second half of our fiscal year. Historical seasonality trends may not repeat.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Manufacturing",
+              "path": "2026-Annual-Report-Web.pdf/Part I_2/Item 1. Business/Manufacturing",
+              "level": 3,
+              "summary": "The company uses a fabless and contracting manufacturing strategy, partnering with key suppliers for wafer fabrication, assembly, testing, and packaging. This approach avoids costs and risks of owning manufacturing operations, allowing focus on design, quality, marketing, and support. The supply chain is mainly in Asia but expanding to the U.S. and Latin America, with suppliers like TSMC, Samsung, SK Hynix, Micron, Hon Hai, Wistron, and Fabrinet.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Competition",
+              "path": "2026-Annual-Report-Web.pdf/Part I_2/Item 1. Business/Competition",
+              "level": 3,
+              "summary": "The market is intensely competitive with rapid technological change. Key competitive factors include performance, product breadth, distribution, and pricing. Competitors include AMD, Intel, Huawei, and large cloud companies like Amazon and Microsoft, offering GPUs, CPUs, DPUs, and networking products. The company expects increased competition from new entrants and alliances.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Patents and Proprietary Rights",
+              "path": "2026-Annual-Report-Web.pdf/Part I_2/Item 1. Business/Patents and Proprietary Rights",
+              "level": 3,
+              "summary": "The company protects its intellectual property through patents, trademarks, trade secrets, nondisclosure agreements, and licensing. Patents expire between 2026 and 2045. Protection varies internationally, especially in Asia, increasing piracy risk. They assess protection based on manufacturing locations, strategic directions, IP law enforcement, and commercial significance. They also license technology from third parties.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Government Regulations",
+              "path": "2026-Annual-Report-Web.pdf/Part I_2/Item 1. Business/Government Regulations",
+              "level": 3,
+              "summary": "The passage details the impact of shifting US export controls on a company's business, particularly targeting China's semiconductor and supercomputing industries. Key events include restrictions on A100 and H100 products in 2022, expanded licensing requirements in 2023 and 2025, and a $4.5 billion charge for H2O inventory. The company faces foreclosure from China's data center market, harming its competitive position. Additional worldwide controls, like the AI Diffusion IFR, add uncertainty. Compliance with various regulations may increase costs and affect financial results.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Human Capital Management",
+              "path": "2026-Annual-Report-Web.pdf/Part I_2/Item 1. Business/Human Capital Management",
+              "level": 3,
+              "summary": "As of the end of fiscal year 2026, we had approximately 42,000 employees in 38 countries; 31,000 were engaged in research and development and 11,000 were engaged in sales, marketing, operations, and administrative positions. To execute our business strategy successfully, we focus on recruiting, developing, and retaining top global talent. Within our workforce, more than 80 percent have technical roles and more than half of the workforce hold an advanced degree. Our employees also help to surface top talent, with over 40 percent of our new hires in fiscal year 2026 coming from employee referrals. In fiscal year 2026, our turnover rate was 3.7 percent. We invest in employee development through on-the-job trainings and tuition reimbursement programs. Our compensation and benefits are designed to reward performance and align employee interests with those of our shareholders through equity participation and comprehensive health and financial wellness programs. We also utilize employee listening systems to gather feedback and maintain an inclusive culture where hiring and promotions are based on merit.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Information About Our Executive Officers",
+              "path": "2026-Annual-Report-Web.pdf/Part I_2/Item 1. Business/Information About Our Executive Officers",
+              "level": 3,
+              "summary": "The passage provides biographical information about NVIDIA's executive officers as of February 20, 2026. It details the roles, career histories, and educational backgrounds of five key executives: Jen-Hsun Huang (co-founder, President, CEO), Colette M. Kress (EVP and CFO), Ajay K. Puri (EVP, Worldwide Field Operations), Debora Shoquist (EVP of Operations), and Timothy S. Teter (EVP, General Counsel and Secretary). Each entry includes prior positions at companies like AMD, LSI Logic, Cisco, Microsoft, Sun Microsystems, and others, along with their academic degrees.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Available Information",
+              "path": "2026-Annual-Report-Web.pdf/Part I_2/Item 1. Business/Available Information",
+              "level": 3,
+              "summary": "Our annual reports on Form 10-K, quarterly reports on Form 10-Q, current reports on Form 8-K and, if applicable, amendments to those reports filed or furnished pursuant to Section 13(a) or 15(d) of the Securities Exchange Act of 1934, as amended, or the Exchange Act, are available free of charge on or through our website, http://www.nvidia.com, as soon as reasonably practicable after we electronically file such material with, or furnish it to, the Securities and Exchange Commission, or the SEC. The SEC's website, http://www.sec.gov, contains reports, proxy and information statements, and other information regarding issuers that file electronically with the SEC. Our web site and the information on it or connected to it are not a part of this Annual Report on Form 10-K.",
+              "chunk_count": 1,
+              "children": []
+            }
+          ]
+        },
+        {
+          "title": "Item 1A. Risk Factors",
+          "path": "2026-Annual-Report-Web.pdf/Part I_2/Item 1A. Risk Factors",
+          "level": 2,
+          "summary": "The following risk factors should be considered in addition to the other information in this Annual Report on Form 10-K. The following risks could harm our business, financial condition, results of operations or reputation, which could cause our stock price to decline. Additional risks, trends and uncertainties not presently known to us or that we currently believe are immaterial may also harm our business, financial condition, results of operations or reputation.",
+          "chunk_count": 11,
+          "children": [
+            {
+              "title": "Risk Factors Summary",
+              "path": "2026-Annual-Report-Web.pdf/Part I_2/Item 1A. Risk Factors/Risk Factors Summary",
+              "level": 3,
+              "summary": "",
+              "chunk_count": 5,
+              "children": [
+                {
+                  "title": "Risks Related to Our Industry and Markets",
+                  "path": "2026-Annual-Report-Web.pdf/Part I_2/Item 1A. Risk Factors/Risk Factors Summary/Risks Related to Our Industry and Markets",
+                  "level": 4,
+                  "summary": "• Failure to meet the evolving needs of our industry and markets may adversely impact our financial results. - Competition could adversely impact our market share and financial results.",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Risks Related to Demand, Supply, and Manufacturing",
+                  "path": "2026-Annual-Report-Web.pdf/Part I_2/Item 1A. Risk Factors/Risk Factors Summary/Risks Related to Demand, Supply, and Manufacturing",
+                  "level": 4,
+                  "summary": "\\- Long manufacturing lead times and uncertain supply and capacity availability, combined with a failure to estimate customer demand accurately has led and could lead to mismatches between supply and demand. - Dependency on third-party suppliers and their technology to manufacture, assemble, test, or package our products reduces our control over product quantity and quality, manufacturing yields, and product delivery schedules and could harm our business. - Defects in our products have caused and could cause us to incur significant expenses to remediate and could damage our business.",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Risks Related to Our Global Operating Business",
+                  "path": "2026-Annual-Report-Web.pdf/Part I_2/Item 1A. Risk Factors/Risk Factors Summary/Risks Related to Our Global Operating Business",
+                  "level": 4,
+                  "summary": "The passage outlines various business risks including adverse economic conditions, international operations exposure, cybersecurity threats, business disruptions, climate change impacts, acquisition integration challenges, revenue concentration with limited partners, counterparty risks, talent retention issues, information system disruptions, and fluctuating operating results that could affect stock price.",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Risks Related to Regulatory, Legal, Our Stock, and Other Matters",
+                  "path": "2026-Annual-Report-Web.pdf/Part I_2/Item 1A. Risk Factors/Risk Factors Summary/Risks Related to Regulatory, Legal, Our Stock, and Other Matters",
+                  "level": 4,
+                  "summary": "• We are subject to complex laws, rules, regulations, and political and other actions, including restrictions on the export of our products, which may adversely impact our business. - Scrutiny regarding our corporate sustainability practices could result in financial, reputational, or operational harm and liability. - Issues relating to the responsible use of our technologies, including AI, may result in reputational or financial harm and liability. - Adequately protecting our IP rights could be costly, and our ability to compete could be harmed if we are unsuccessful or if we are prohibited from making or selling our products. • We are subject to stringent and changing data privacy and security laws, rules, regulations, and other obligations. These areas could damage our reputation, deter customers, affect product design, or result in legal or regulatory proceedings and liability. - Our operating results may be adversely impacted by additional tax liabilities, higher than expected tax rates, changes in tax laws, and other tax-related factors. - Our business is exposed to the burden and risks associated with litigation, investigations, and regulatory proceedings. - Delaware law, provisions in our governing documents and our agreement with Microsoft could delay or prevent a change in control.",
+                  "chunk_count": 1,
+                  "children": []
+                }
+              ]
+            },
+            {
+              "title": "Risk Factors",
+              "path": "2026-Annual-Report-Web.pdf/Part I_2/Item 1A. Risk Factors/Risk Factors",
+              "level": 3,
+              "summary": "",
+              "chunk_count": 5,
+              "children": [
+                {
+                  "title": "Risks Related to Our Industry and Markets",
+                  "path": "2026-Annual-Report-Web.pdf/Part I_2/Item 1A. Risk Factors/Risk Factors/Risks Related to Our Industry and Markets",
+                  "level": 4,
+                  "summary": "The passage discusses risks from rapid technological changes, competition, and evolving customer needs. It highlights the need for timely innovation, R&D investments, and successful product adoption. Challenges include integrating licensed technology from Groq, cloud service agreements, and competition from larger rivals. Failure to adapt or achieve design wins could harm financial results.",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Risks Related to Demand, Supply, and Manufacturing",
+                  "path": "2026-Annual-Report-Web.pdf/Part I_2/Item 1A. Risk Factors/Risk Factors/Risks Related to Demand, Supply, and Manufacturing",
+                  "level": 4,
+                  "summary": "The passage discusses risks from long manufacturing lead times, uncertain supply, and inaccurate demand estimation leading to supply-demand mismatches. It highlights challenges such as extended lead times over 12 months, premium payments for capacity, and non-cancellable purchase orders. Underestimating demand can cause revenue loss and reputational damage, while overestimation leads to inventory write-downs and price reductions. Factors like product transitions, competitor actions, and geopolitical tensions complicate demand forecasting. Dependency on third-party suppliers introduces risks of defects, yield issues, and production delays. Product defects may incur significant remediation costs and harm market share. The text emphasizes volatility from new use cases like cryptocurrency mining and gray market sales, and the impact of increasing product complexity and frequency of architectural transitions on supply chain management.",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Risks Related to Our Global Operating Business",
+                  "path": "2026-Annual-Report-Web.pdf/Part I_2/Item 1A. Risk Factors/Risk Factors/Risks Related to Our Global Operating Business",
+                  "level": 4,
+                  "summary": "The passage outlines various risks that could harm NVIDIA's business, including adverse economic conditions, international operations, cybersecurity threats, business disruptions, climate change impacts, acquisition challenges, customer concentration, counterparty risks, talent retention issues, system failures, and fluctuating operating results. These factors could lead to increased costs, reduced revenue, legal liabilities, reputational damage, and stock price volatility.",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Risks Related to Regulatory, Legal, Our Stock and Other Matters",
+                  "path": "2026-Annual-Report-Web.pdf/Part I_2/Item 1A. Risk Factors/Risk Factors/Risks Related to Regulatory, Legal, Our Stock and Other Matters",
+                  "level": 4,
+                  "summary": "The passage details extensive legal, regulatory, and geopolitical risks facing NVIDIA, primarily focusing on U.S. export controls targeting AI semiconductors and GPUs, which have harmed its competitive position and foreclosed it from the China data center market. It also covers compliance with complex global laws (AI, data privacy, antitrust, trade sanctions), litigation risks, and the burdens of evolving regulations like the EU AI Act, all of which could materially impact business operations and financial results.",
+                  "chunk_count": 1,
+                  "children": []
+                }
+              ]
+            }
+          ]
+        },
+        {
+          "title": "Item 1B. Unresolved Staff Comments",
+          "path": "2026-Annual-Report-Web.pdf/Part I_2/Item 1B. Unresolved Staff Comments",
+          "level": 2,
+          "summary": "None.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Item 1C. Cybersecurity",
+          "path": "2026-Annual-Report-Web.pdf/Part I_2/Item 1C. Cybersecurity",
+          "level": 2,
+          "summary": "",
+          "chunk_count": 3,
+          "children": [
+            {
+              "title": "Risk management and strategy",
+              "path": "2026-Annual-Report-Web.pdf/Part I_2/Item 1C. Cybersecurity/Risk management and strategy",
+              "level": 3,
+              "summary": "The company has infrastructure, systems, policies, and procedures to prevent, reduce impact of, and react to cybersecurity incidents. It follows ISO 27001 frameworks, consults external experts, integrates cybersecurity risk into overall risk management, provides training, and has a vendor risk assessment process using questionnaires and industry standards like ISO 27001, ISO 28001, and C-TPAT.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Governance",
+              "path": "2026-Annual-Report-Web.pdf/Part I_2/Item 1C. Cybersecurity/Governance",
+              "level": 3,
+              "summary": "The Company's Board of Directors oversees information security, with the Audit Committee reviewing policies and internal controls. Management provides regular updates, and a cross-functional leadership team meets to address cybersecurity matters. The Chief Security Officer, with 18 years of experience, manages material cybersecurity risks.",
+              "chunk_count": 1,
+              "children": []
+            }
+          ]
+        },
+        {
+          "title": "Item 2. Properties",
+          "path": "2026-Annual-Report-Web.pdf/Part I_2/Item 2. Properties",
+          "level": 2,
+          "summary": "Our headquarters is in Santa Clara, California. We own and lease approximately 3 million square feet of office and building space for our corporate headquarters. In addition, we lease data center space in Santa Clara, California. We also own and lease facilities for data centers, research and development, and/or sales and administrative purposes throughout the U.S. and in various international locations, primarily in China, India, Israel, and Taiwan. We believe our existing facilities, both owned and leased, are in good condition and suitable for the conduct of our business. We do not identify or allocate assets by operating segment. For additional information regarding obligations under leases, refer to Note 17 of the Notes to the Consolidated Financial Statements in Part IV, Item 15 of this Annual Report on Form 10-K, which information is hereby incorporated by reference.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Item 3. Legal Proceedings",
+          "path": "2026-Annual-Report-Web.pdf/Part I_2/Item 3. Legal Proceedings",
+          "level": 2,
+          "summary": "Please see Note 12 of the Notes to the Consolidated Financial Statements in Part IV, Item 15 of this Annual Report on Form 10-K for a discussion of our legal proceedings.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Item 4. Mine Safety Disclosures",
+          "path": "2026-Annual-Report-Web.pdf/Part I_2/Item 4. Mine Safety Disclosures",
+          "level": 2,
+          "summary": "Not applicable.",
+          "chunk_count": 1,
+          "children": []
+        }
+      ]
+    },
+    {
+      "title": "Part II_2",
+      "path": "2026-Annual-Report-Web.pdf/Part II_2",
+      "level": 1,
+      "summary": "Item 5. Market for Registrant's Common Equity, Related Stockholder Matters and Issuer Purchases of Equity Securities Our common stock is traded on the Nasdaq Global Select Market under the symbol NVDA. Public trading of our common stock began on January 22, 1999. Prior to that, there was no public market for our common stock. As of February 20, 2026, we had approximately 1,226 registered shareholders, not including those shares held in street or nominee name. In May 2024, we announced a ten-for-one stock split, or the Stock Split, of our issued common stock, which was effected through the filing of an amendment to the Company's Restated Certificate of Incorporation, or the Amendment, with the Secretary of the State of Delaware. In June 2024, the Company filed the Amendment to effect the Stock Split and proportionately increased the number of shares of the Company's authorized common stock from 8.0 billion to 80.0 billion. Shareholders of record at the close of market on June 6, 2024 received nine additional shares of common stock, distributed after the close of market on June 7, 2024. All share, equity award and per share amounts presented herein have been retrospectively adjusted to reflect the Stock Split.",
+      "chunk_count": 38,
+      "children": [
+        {
+          "title": "Issuer Purchases of Equity Securities",
+          "path": "2026-Annual-Report-Web.pdf/Part II_2/Issuer Purchases of Equity Securities",
+          "level": 2,
+          "summary": "On August 26, 2025, the Board approved an additional $60.0 billion share repurchase authorization with no expiration. In fiscal year 2026, 282 million shares were repurchased for $40.4 billion. As of January 25, 2026, up to $58.5 billion remained authorized for repurchase. Repurchases may be made via open market, private negotiations, Rule 10b5-1 plans, or structured agreements. The program can be suspended at any time. In fiscal year 2026, $974 million in cash dividends were paid. The table details fourth quarter repurchases. From January 26 to February 20, 2026, 8 million shares were repurchased for $1.5 billion. Additionally, 51 million shares were withheld for tax obligations under equity incentive plans, valued at $7.9 billion.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Recent Sales of Unregistered Securities and Use of Proceeds",
+          "path": "2026-Annual-Report-Web.pdf/Part II_2/Recent Sales of Unregistered Securities and Use of Proceeds",
+          "level": 2,
+          "summary": "On December 15, 2025, we acquired a company and issued to a key employee a total of 174,676 shares of our common stock, valued at approximately \\$31 million based on our closing stock price on the issuance date. The above securities were issued in a transaction not involving a public offering pursuant to an exemption from registration set forth in Section 4(a)(2) of the Securities Act (and Regulation D or Regulation S promulgated thereunder).",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Stock Performance Graphs",
+          "path": "2026-Annual-Report-Web.pdf/Part II_2/Stock Performance Graphs",
+          "level": 2,
+          "summary": "The passage compares the cumulative total shareholder return of NVIDIA common stock, the S&P 500 Index, and the Nasdaq 100 Index over five years ending January 25, 2026, assuming a $100 investment on January 31, 2021 with dividends reinvested. It notes that on December 15, 2025, NVIDIA acquired a company and issued 174,676 shares to a key employee, valued at about $31 million. The content includes a line chart and tables with return data, followed by a reserved section and the start of Management's Discussion and Analysis.",
+          "chunk_count": 23,
+          "children": [
+            {
+              "title": "Overview",
+              "path": "2026-Annual-Report-Web.pdf/Part II_2/Stock Performance Graphs/Overview",
+              "level": 3,
+              "summary": "",
+              "chunk_count": 22,
+              "children": [
+                {
+                  "title": "Our Company and Our Businesses",
+                  "path": "2026-Annual-Report-Web.pdf/Part II_2/Stock Performance Graphs/Overview/Our Company and Our Businesses",
+                  "level": 4,
+                  "summary": "NVIDIA pioneered accelerated computing to help solve the most challenging computational problems. Since our original focus on PC graphics, we have expanded to several other large and important computationally intensive fields. Fueled by the sustained demand for exceptional 3D graphics and the scale of the gaming market, NVIDIA has leveraged its GPU architecture to create platforms for scientific computing, AI, data science, autonomous vehicles, robotics, and digital twin applications. NVIDIA is now a data center scale AI infrastructure company reshaping all industries. Our two operating segments are \"Compute & Networking\" and \"Graphics.\" Refer to Note 16 of the Notes to the Consolidated Financial Statements in Part IV, Item 15 of this Annual Report on Form 10-K for additional information. Headquartered in Santa Clara, California, NVIDIA was incorporated in California in April 1993 and reincorporated in Delaware in April 1998.",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Recent Developments, Future Objectives and Challenges",
+                  "path": "2026-Annual-Report-Web.pdf/Part II_2/Stock Performance Graphs/Overview/Recent Developments, Future Objectives and Challenges",
+                  "level": 4,
+                  "summary": "NVIDIA's fiscal year 2026 revenue reached $215.9 billion, up 65% year-over-year, driven by data center compute and AI solutions, with Blackwell architectures dominating Data Center revenue. The company faces challenges including export restrictions to China (incurring a $4.5 billion charge for H2O inventory), supply chain concentration in Asia, and risks from open-source AI competition. Investments totaled $17.5 billion in private companies and infrastructure, with $3.5 billion in guarantees. Gross margin decreased due to business model transitions and the H2O charge. Segment growth: Data Center up 68%, Gaming up 41%, Professional Visualization up 70%, Automotive up 39%.",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Critical Accounting Estimates",
+                  "path": "2026-Annual-Report-Web.pdf/Part II_2/Stock Performance Graphs/Overview/Critical Accounting Estimates",
+                  "level": 4,
+                  "summary": "Our consolidated financial statements are prepared in accordance with accounting principles generally accepted in the United States, or U.S. GAAP. The preparation of these financial statements requires us to make estimates and judgments that affect the reported amounts of assets, liabilities, revenue, cost of revenue, expenses and related disclosure of contingencies. Critical accounting estimates are those estimates that involve a significant level of estimation uncertainty and could have a material impact on our financial condition or results of operations. We have critical accounting estimates in the areas of inventories, income taxes, non-marketable equity securities, and revenue recognition. Refer to Note 1 of the Notes to the Consolidated Financial Statements in Part IV, Item 15 of this Annual Report on Form 10-K for a summary of significant accounting policies.",
+                  "chunk_count": 7,
+                  "children": [
+                    {
+                      "title": "Inventories",
+                      "path": "2026-Annual-Report-Web.pdf/Part II_2/Stock Performance Graphs/Overview/Critical Accounting Estimates/Inventories",
+                      "level": 5,
+                      "summary": "The passage discusses inventory provisions for write-downs to lower of cost or net realizable value, and for obsolete or excess inventory. Provisions are driven by excess quantities based on inventory levels, future purchase commitments, and assumptions about demand and market conditions. Factors causing excess or obsolete inventory include economic changes, demand decreases, technology shifts, new product introductions, and competitive actions. The net impact on gross margin from provisions and sales of previously written-down items was unfavorable 2.6% in fiscal year 2026 and 2.3% in fiscal year 2025. Inventory and capacity purchase commitments rely on customer demand forecasts and third-party lead times, which can exceed twelve months. Non-cancellable orders, premiums, and deposits may be used to secure supply. Market factors like competitor actions, product transitions, and macroeconomic conditions also affect demand.",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "Income Taxes",
+                      "path": "2026-Annual-Report-Web.pdf/Part II_2/Stock Performance Graphs/Overview/Critical Accounting Estimates/Income Taxes",
+                      "level": 5,
+                      "summary": "The passage discusses the company's approach to income taxes in U.S. and foreign jurisdictions, focusing on deferred tax assets and liabilities based on estimates and judgments. It explains the use of a valuation allowance to reduce deferred tax assets to the amount more likely than not to be realized, and the recognition of tax benefits when realization becomes more-likely-than-not. Additionally, it covers the recognition of tax positions only if they are more-likely-than-not to be sustained upon audit, with interest and penalties included in income tax expense.",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "Non-Marketable Equity Securities",
+                      "path": "2026-Annual-Report-Web.pdf/Part II_2/Stock Performance Graphs/Overview/Critical Accounting Estimates/Non-Marketable Equity Securities",
+                      "level": 5,
+                      "summary": "Non-marketable equity securities consist of investments in private companies without readily determinable fair values. They are measured at cost minus impairment, if any, and are adjusted for observable price changes in orderly transactions for a similar investment in the same issuer (the measurement alternative). These adjustments may require use of unobservable inputs. We assess impairment quarterly based on qualitative and quantitative factors, including the investee's operating performance and market trends.",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "Revenue Recognition",
+                      "path": "2026-Annual-Report-Web.pdf/Part II_2/Stock Performance Graphs/Overview/Critical Accounting Estimates/Revenue Recognition",
+                      "level": 5,
+                      "summary": "",
+                      "chunk_count": 3,
+                      "children": [
+                        {
+                          "title": "Revenue Allowances",
+                          "path": "2026-Annual-Report-Web.pdf/Part II_2/Stock Performance Graphs/Overview/Critical Accounting Estimates/Revenue Recognition/Revenue Allowances",
+                          "level": 6,
+                          "summary": "For products sold with a right of return, we record a reduction to revenue by establishing a sales return allowance for estimated product returns at the time revenue is recognized, based primarily on historical return rates. However, if product returns for a fiscal period are anticipated to exceed historical return rates, we may determine that additional sales return allowances are required to reflect our estimated exposure for product returns. Return rights for certain stocking distributors for specific products are contractually limited based on a percentage of prior quarter shipments. For shipments to other customers, we do not allow returns, although we may approve returns for credit or refund based on applicable facts and circumstances. We account for customer programs, which involve rebates and marketing development funds, or MDFs, as a reduction in revenue and accrue for such programs based on the amount we expect to be claimed by customers. Certain customer programs include distributor price incentives or other channel programs for specific products and customer classes which require judgment as to whether the applicable incentives will be attained. Estimates for customer program accruals include a combination of historical attainment and claim rates and may be adjusted based on relevant internal and external factors.",
+                          "chunk_count": 1,
+                          "children": []
+                        },
+                        {
+                          "title": "Contracts with Multiple Performance Obligations",
+                          "path": "2026-Annual-Report-Web.pdf/Part II_2/Stock Performance Graphs/Overview/Critical Accounting Estimates/Revenue Recognition/Contracts with Multiple Performance Obligations",
+                          "level": 6,
+                          "summary": "Our contracts may contain more than one performance obligation. Judgment is required in determining whether each performance obligation within a customer contract is distinct. Except for License and Development Arrangements, NVIDIA products and services function on a standalone basis and do not require a significant amount of integration or interdependency. Therefore, multiple performance obligations contained within a customer contract are considered distinct and are not combined for revenue recognition purposes. We allocate the total transaction price to each distinct performance obligation in an arrangement with multiple performance obligations on a relative standalone selling price basis. In most cases, we can establish standalone selling price based on directly observable prices of products or services sold separately in comparable circumstances to similar customers. If standalone selling price is not directly observable, such as when we do not sell a product or service separately, we determine standalone selling price based on market data and other observable inputs.",
+                          "chunk_count": 1,
+                          "children": []
+                        }
+                      ]
+                    }
+                  ]
+                },
+                {
+                  "title": "Results of Operations",
+                  "path": "2026-Annual-Report-Web.pdf/Part II_2/Stock Performance Graphs/Overview/Results of Operations",
+                  "level": 4,
+                  "summary": "A discussion regarding our financial condition and results of operations for fiscal year 2026 compared to fiscal year 2025 is presented below. A discussion regarding our financial condition and results of operations for fiscal year 2025 compared to fiscal year 2024 can be found under Item 7 in our Annual Report on Form 10-K for the fiscal year ended January 26, 2025, filed with the SEC on February 26, 2025, which is available free of charge on the SEC's website at http://www.sec.gov and at our investor relations website, http://investor.nvidia.com. The following table sets forth, for the periods indicated, certain items in our Consolidated Statements of Income expressed as a percentage of revenue. [tables/table-65 Income Statement.html]",
+                  "chunk_count": 12,
+                  "children": [
+                    {
+                      "title": "Reportable Segments",
+                      "path": "2026-Annual-Report-Web.pdf/Part II_2/Stock Performance Graphs/Overview/Results of Operations/Reportable Segments",
+                      "level": 5,
+                      "summary": "",
+                      "chunk_count": 4,
+                      "children": [
+                        {
+                          "title": "Revenue by Reportable Segments",
+                          "path": "2026-Annual-Report-Web.pdf/Part II_2/Stock Performance Graphs/Overview/Results of Operations/Reportable Segments/Revenue by Reportable Segments",
+                          "level": 6,
+                          "summary": "[tables/table-66 Revenue Growth.html]",
+                          "chunk_count": 1,
+                          "children": []
+                        },
+                        {
+                          "title": "Operating Income by Reportable Segments",
+                          "path": "2026-Annual-Report-Web.pdf/Part II_2/Stock Performance Graphs/Overview/Results of Operations/Reportable Segments/Operating Income by Reportable Segments",
+                          "level": 6,
+                          "summary": "[tables/table-67 Revenue Growth.html] Compute & Networking revenue – The year over year increase was driven by the major platform shifts – accelerated computing and AI. Revenue from Data Center computing grew 59% driven by demand for our Blackwell computing platform. Revenue from Data Center networking grew 142% driven by the introduction and continued ramp of NVLink compute fabric for GB200 and GB300 systems and the growth of Ethernet and InfiniBand platforms. Graphics revenue – The year over year increase was driven by sales of our Blackwell architecture. Reportable segment operating income – The year over year increase in Compute & Networking segment operating income was driven by growth in revenue, partially offset by a \\$4.5 billion charge associated with H2O excess inventory and purchase obligations in the first quarter of fiscal year 2026. The year over year increase in Graphics segment operating income was driven by the growth in revenue.",
+                          "chunk_count": 1,
+                          "children": []
+                        },
+                        {
+                          "title": "Concentration of Revenue",
+                          "path": "2026-Annual-Report-Web.pdf/Part II_2/Stock Performance Graphs/Overview/Results of Operations/Reportable Segments/Concentration of Revenue",
+                          "level": 6,
+                          "summary": "NVIDIA's revenue is concentrated among a limited number of direct and indirect customers. Direct customers include AIBs, distributors, ODMs, OEMs, CSPs, AI model makers, and system integrators. In fiscal year 2026, one direct customer accounted for 22% of total revenue and another for 14%, primarily from the Compute & Networking segment. Indirect customers purchase through direct customers, including CSPs, Neocloud builders, and enterprises. One AI research and deployment company contributed meaningfully to revenue via cloud services in fiscal year 2026. Revenue from customers headquartered outside the US was 31% in fiscal year 2026 and 41% in fiscal year 2025.",
+                          "chunk_count": 1,
+                          "children": []
+                        }
+                      ]
+                    },
+                    {
+                      "title": "Gross Profit and Gross Margin",
+                      "path": "2026-Annual-Report-Web.pdf/Part II_2/Stock Performance Graphs/Overview/Results of Operations/Gross Profit and Gross Margin",
+                      "level": 5,
+                      "summary": "Gross profit is net revenue minus cost of revenue, which includes semiconductor costs, manufacturing support, acquisition-related amortization, and stock-based compensation. Gross margins fell from 75.0% in fiscal 2025 to 71.1% in fiscal 2026 due to a business model shift to Blackwell datacenter solutions and a $4.5 billion charge for H2O excess inventory. Inventory provisions totaled $7.2 billion in 2026 versus $3.7 billion in 2025, with a net unfavorable gross margin impact of 2.6% and 2.3% respectively. Operating expenses rose, with R&D driven by a 29% increase in compensation and a 79% increase in compute infrastructure, and SG&A increases from employee growth. Other income increased due to interest income growth and unrealized gains on equity securities, including Intel stock.",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "Income Taxes",
+                      "path": "2026-Annual-Report-Web.pdf/Part II_2/Stock Performance Graphs/Overview/Results of Operations/Income Taxes",
+                      "level": 5,
+                      "summary": "Income tax expense was $21.4 billion in fiscal 2026, up from $11.1 billion in fiscal 2025, with effective tax rates of 15.1% and 13.3%, respectively. The increase was due to lower tax benefits from stock-based compensation, FDDEI, and research credits. Rates remained below the 21.0% U.S. statutory rate due to these benefits and lower foreign taxes. The One Big Beautiful Bill Act (OBBBA) enacted in July 2025 impacted fiscal 2026 results. A $711 million valuation allowance was released on state deferred tax assets. Cash from operations increased due to higher revenue, while investing activities rose from equity purchases and a Groq license agreement. Financing activities increased due to higher share repurchases.",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "Liquidity",
+                      "path": "2026-Annual-Report-Web.pdf/Part II_2/Stock Performance Graphs/Overview/Results of Operations/Liquidity",
+                      "level": 5,
+                      "summary": "The passage discusses the company's primary liquidity sources including cash, cash equivalents, and marketable securities totaling $62.6 billion as of January 25, 2026. It states sufficient liquidity for at least twelve months and the foreseeable future. Marketable securities consist of U.S. government debt, corporate bonds, and foreign government securities, primarily in U.S. dollars. Except for $1.7 billion held outside the U.S. with no accrued taxes, most foreign holdings are available for U.S. use without additional federal taxes. The first quarter of fiscal year 2027 includes no estimated tax payments, while the second quarter includes two.",
+                      "chunk_count": 4,
+                      "children": [
+                        {
+                          "title": "Capital Return to Shareholders",
+                          "path": "2026-Annual-Report-Web.pdf/Part II_2/Stock Performance Graphs/Overview/Results of Operations/Liquidity/Capital Return to Shareholders",
+                          "level": 6,
+                          "summary": "On August 26, 2025, our Board of Directors approved an additional \\$60.0 billion in share repurchase authorization, without expiration. In fiscal year 2026, we repurchased 282 million shares of our common stock for \\$40.4 billion. As of January 25, 2026, we were authorized, subject to certain specifications, to repurchase up to \\$58.5 billion of our common stock. From January 26, 2026 through February 20, 2026, we repurchased 8 million shares for \\$1.5 billion pursuant to a pre-established trading plan. We may execute repurchases from time to time, subject to market conditions, operating requirements, and other investment opportunities, in the open market, in privately negotiated transactions, pursuant to a Rule 10b5-1 trading plan or in structured share repurchase agreements in compliance with Rule 10b-18 of the Exchange Act. Our share repurchase program may be suspended at any time at our discretion. In fiscal year 2026, we paid cash dividends to our shareholders of \\$974 million. The payment of future cash dividends is subject to our Board of Directors' continuing determination that the declaration of dividends is in the best interests of our shareholders. The U.S. Inflation Reduction Act of 2022 requires a 1% excise tax on certain share repurchases in excess of shares issued for employee compensation made after December 31, 2022. The excise tax is included in our share repurchase cost and was not material for fiscal years 2026 and 2025.",
+                          "chunk_count": 1,
+                          "children": []
+                        },
+                        {
+                          "title": "Outstanding Indebtedness and Commercial Paper Program",
+                          "path": "2026-Annual-Report-Web.pdf/Part II_2/Stock Performance Graphs/Overview/Results of Operations/Liquidity/Outstanding Indebtedness and Commercial Paper Program",
+                          "level": 6,
+                          "summary": "Our aggregate debt maturities as of January 25, 2026, by year payable, are as follows: [tables/table-72 Debt Maturity.html] In January 2026, we increased the amount of our commercial paper program, pursuant to which we may issue unsecured commercial paper notes from time to time or all at once up to \\$25.0 billion. As of January 25, 2026, no commercial paper was outstanding. We will continue to evaluate issuing commercial paper as a component of our overall liquidity strategy. Refer to Note 11 of the Notes to the Consolidated Financial Statements in Part IV, Item 15 of this Annual Report on Form 10-K for further discussion.",
+                          "chunk_count": 1,
+                          "children": []
+                        },
+                        {
+                          "title": "Material Cash Requirements and Other Obligations",
+                          "path": "2026-Annual-Report-Web.pdf/Part II_2/Stock Performance Graphs/Overview/Results of Operations/Liquidity/Material Cash Requirements and Other Obligations",
+                          "level": 6,
+                          "summary": "The passage discusses facility lease guarantees, long-term debt, purchase commitments, and operating lease obligations referenced in various notes to financial statements. It mentions ongoing investment in the ecosystem and a potential partnership with OpenAI, with no assurance of completion. Capital expenditures were $6.1 billion in fiscal 2026 and $3.4 billion in fiscal 2025, with an expected increase in fiscal 2027. Unrecognized tax benefits of $4.0 billion, including $374 million in interest and penalties, are recorded, with uncertain timing of potential tax liabilities. The company is under IRS examination for fiscal years 2023 and 2024.",
+                          "chunk_count": 1,
+                          "children": []
+                        }
+                      ]
+                    },
+                    {
+                      "title": "Adoption of New and Recently Issued Accounting Pronouncements",
+                      "path": "2026-Annual-Report-Web.pdf/Part II_2/Stock Performance Graphs/Overview/Results of Operations/Adoption of New and Recently Issued Accounting Pronouncements",
+                      "level": 5,
+                      "summary": "Refer to Note 1 of the Notes to the Consolidated Financial Statements in Part IV, Item 15 of this Annual Report on Form 10-K for a discussion of adoption of new and recently issued accounting pronouncements.",
+                      "chunk_count": 1,
+                      "children": []
+                    }
+                  ]
+                }
+              ]
+            }
+          ]
+        },
+        {
+          "title": "Item 7A. Quantitative and Qualitative Disclosures about Market Risk",
+          "path": "2026-Annual-Report-Web.pdf/Part II_2/Item 7A. Quantitative and Qualitative Disclosures about Market Risk",
+          "level": 2,
+          "summary": "",
+          "chunk_count": 3,
+          "children": [
+            {
+              "title": "Investment and Interest Rate Risk",
+              "path": "2026-Annual-Report-Web.pdf/Part II_2/Item 7A. Quantitative and Qualitative Disclosures about Market Risk/Investment and Interest Rate Risk",
+              "level": 3,
+              "summary": "The passage discusses interest rate risk related to fixed-rate investments and outstanding debt. A 0.5% decrease in yield would reduce investment fair value by $0.2 billion. The company has $8.5 billion in senior Notes with no financial statement risk from rate changes. Publicly-held equity securities face market volatility; a 10% decrease would reduce fair value by $1.8 billion. Non-marketable equity securities are valued at cost with adjustments for observable price changes.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Foreign Exchange Rate Risk",
+              "path": "2026-Annual-Report-Web.pdf/Part II_2/Item 7A. Quantitative and Qualitative Disclosures about Market Risk/Foreign Exchange Rate Risk",
+              "level": 3,
+              "summary": "The company has minimal direct foreign exchange exposure as sales are in USD and forward contracts offset currency movements. A 10% USD strengthening would adversely impact accumulated other comprehensive income by $180M (2026) and $136M (2025) from foreign exchange contracts. Balance sheet hedging contracts would see an adverse pre-tax income impact of $124M (2026) and $129M (2025), offset by changes in foreign currency monetary assets and liabilities. Sales and manufacturer arrangements are in USD, but dollar strength could hurt competitiveness while weakness might raise supplier costs.",
+              "chunk_count": 1,
+              "children": []
+            }
+          ]
+        },
+        {
+          "title": "Item 8. Financial Statements and Supplementary Data",
+          "path": "2026-Annual-Report-Web.pdf/Part II_2/Item 8. Financial Statements and Supplementary Data",
+          "level": 2,
+          "summary": "The information required by this Item is set forth in our Consolidated Financial Statements and Notes thereto included in this Annual Report on Form 10-K. Item 9. Changes in and Disagreements with Accountants on Accounting and Financial Disclosure None.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Item 9A. Controls and Procedures",
+          "path": "2026-Annual-Report-Web.pdf/Part II_2/Item 9A. Controls and Procedures",
+          "level": 2,
+          "summary": "",
+          "chunk_count": 6,
+          "children": [
+            {
+              "title": "Controls and Procedures",
+              "path": "2026-Annual-Report-Web.pdf/Part II_2/Item 9A. Controls and Procedures/Controls and Procedures",
+              "level": 3,
+              "summary": "",
+              "chunk_count": 5,
+              "children": [
+                {
+                  "title": "Disclosure Controls and Procedures",
+                  "path": "2026-Annual-Report-Web.pdf/Part II_2/Item 9A. Controls and Procedures/Controls and Procedures/Disclosure Controls and Procedures",
+                  "level": 4,
+                  "summary": "Based on their evaluation as of January 25, 2026, our management, including our Chief Executive Officer and Chief Financial Officer, has concluded that our disclosure controls and procedures (as defined in Rule 13a-15(e) under the Exchange Act) were effective to provide reasonable assurance that the information we are required to disclose in reports that we file or submit under the Exchange Act is recorded, processed, summarized and reported within the time periods specified in the SEC rules and forms, and that such information is accumulated and communicated to our management, including our Chief Executive Officer and our Chief Financial Officer, as appropriate, to allow timely decisions regarding required disclosures.",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Management's Annual Report on Internal Control Over Financial Reporting",
+                  "path": "2026-Annual-Report-Web.pdf/Part II_2/Item 9A. Controls and Procedures/Controls and Procedures/Management's Annual Report on Internal Control Over Financial Reporting",
+                  "level": 4,
+                  "summary": "Our management is responsible for establishing and maintaining adequate internal control over financial reporting, as such term is defined in Exchange Act Rule 13a-15(f). Under the supervision and with the participation of our management, including our Chief Executive Officer and Chief Financial Officer, we conducted an evaluation of the effectiveness of our internal control over financial reporting as of January 25, 2026 based on the criteria set forth in Internal Control - Integrated Framework (2013) issued by the Committee of Sponsoring Organizations of the Treadway Commission. Based on our evaluation under the criteria set forth in Internal Control — Integrated Framework, our management concluded that our internal control over financial reporting was effective as of January 25, 2026. The effectiveness of our internal control over financial reporting as of January 25, 2026 has been audited by PricewaterhouseCoopers LLP, an independent registered public accounting firm, as stated in its report which is included herein.",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Changes in Internal Control Over Financial Reporting",
+                  "path": "2026-Annual-Report-Web.pdf/Part II_2/Item 9A. Controls and Procedures/Controls and Procedures/Changes in Internal Control Over Financial Reporting",
+                  "level": 4,
+                  "summary": "There have been no changes in our internal control over financial reporting during the quarter ended January 25, 2026 that have materially affected, or are reasonably likely to materially affect, our internal control over financial reporting. We are continuing a phased upgrade of our enterprise resource planning, or ERP, system to update our existing core financial systems. The ERP system is designed to accurately maintain our financial records used to report operating results. We will continue to evaluate each quarter whether there are changes that materially affect our internal control over financial reporting.",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Inherent Limitations on Effectiveness of Controls",
+                  "path": "2026-Annual-Report-Web.pdf/Part II_2/Item 9A. Controls and Procedures/Controls and Procedures/Inherent Limitations on Effectiveness of Controls",
+                  "level": 4,
+                  "summary": "Our management, including our Chief Executive Officer and Chief Financial Officer, does not expect that our disclosure controls and procedures or our internal controls, will prevent all error and all fraud. A control system, no matter how well conceived and operated, can provide only reasonable, not absolute, assurance that the objectives of the control system are met. Further, the design of a control system must reflect the fact that there are resource constraints, and the benefits of controls must be considered relative to their costs. Because of the inherent limitations in all control systems, no evaluation of controls can provide absolute assurance that all control issues and instances of fraud, if any, within NVIDIA have been detected.",
+                  "chunk_count": 1,
+                  "children": []
+                }
+              ]
+            }
+          ]
+        },
+        {
+          "title": "Item 9B. Other Information",
+          "path": "2026-Annual-Report-Web.pdf/Part II_2/Item 9B. Other Information",
+          "level": 2,
+          "summary": "The following members of our Board of Directors and/or officers adopted, modified or terminated a trading arrangement that is intended to satisfy the affirmative defense conditions of Rule 10b5-1(c), or a Rule 10b5-1 Trading Arrangement: [tables/table-73 Stock Sale Plans.html] \\*Estimated assuming our closing stock price as of January 23, 2026. The number of shares is based on an estimate because the plan specifies a formulaic dollar amount of shares to be sold.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Item 9C. Disclosure Regarding Foreign Jurisdictions that Prevent Inspections",
+          "path": "2026-Annual-Report-Web.pdf/Part II_2/Item 9C. Disclosure Regarding Foreign Jurisdictions that Prevent Inspections",
+          "level": 2,
+          "summary": "Not Applicable.",
+          "chunk_count": 1,
+          "children": []
+        }
+      ]
+    },
+    {
+      "title": "Part III_2",
+      "path": "2026-Annual-Report-Web.pdf/Part III_2",
+      "level": 1,
+      "summary": "Certain information required by Part III is omitted from this report because we will file with the SEC a definitive proxy statement pursuant to Regulation 14A, or the 2026 Proxy Statement, no later than 120 days after the end of fiscal year 2026, and certain information included therein is incorporated herein by reference.",
+      "chunk_count": 90,
+      "children": [
+        {
+          "title": "Item 10. Directors, Executive Officers and Corporate Governance",
+          "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 10. Directors, Executive Officers and Corporate Governance",
+          "level": 2,
+          "summary": "",
+          "chunk_count": 8,
+          "children": [
+            {
+              "title": "Identification of Directors",
+              "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 10. Directors, Executive Officers and Corporate Governance/Identification of Directors",
+              "level": 3,
+              "summary": "Information regarding directors required by this item will be contained in our 2026 Proxy Statement under the caption “Proposal 1 — Election of Directors,” and is hereby incorporated by reference.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Identification of Executive Officers",
+              "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 10. Directors, Executive Officers and Corporate Governance/Identification of Executive Officers",
+              "level": 3,
+              "summary": "Reference is made to the information regarding executive officers appearing under the heading “Information About Our Executive Officers” in Part I of this Annual Report on Form 10-K, which information is hereby incorporated by reference.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Identification of Audit Committee and Financial Experts",
+              "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 10. Directors, Executive Officers and Corporate Governance/Identification of Audit Committee and Financial Experts",
+              "level": 3,
+              "summary": "Information regarding our Audit Committee required by this item will be contained in our 2026 Proxy Statement under the captions “Report of the Audit Committee of the Board of Directors” and “Information About the Board of Directors and Corporate Governance,” and is hereby incorporated by reference.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Material Changes to Procedures for Recommending Directors",
+              "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 10. Directors, Executive Officers and Corporate Governance/Material Changes to Procedures for Recommending Directors",
+              "level": 3,
+              "summary": "Information regarding procedures for recommending directors required by this item will be contained in our 2026 Proxy Statement under the caption “Information About the Board of Directors and Corporate Governance,” and is hereby incorporated by reference.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Delinquent Section 16(a) Reports",
+              "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 10. Directors, Executive Officers and Corporate Governance/Delinquent Section 16(a) Reports",
+              "level": 3,
+              "summary": "Information regarding compliance with Section 16(a) of the Exchange Act required by this item will be contained in our 2026 Proxy Statement under the caption “Delinquent Section 16(a) Reports,” and such disclosure, if any, is hereby incorporated by reference.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Code of Conduct",
+              "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 10. Directors, Executive Officers and Corporate Governance/Code of Conduct",
+              "level": 3,
+              "summary": "Information regarding our Code of Conduct required by this item will be contained in our 2026 Proxy Statement under the caption “Information About the Board of Directors and Corporate Governance — Code of Conduct,” and is hereby incorporated by reference. The full text of our Code of Conduct and Financial Team Code of Conduct are published on the Investor Relations portion of our website, under Governance, at www.nvidia.com. If we make any amendments to either code, or grant any waiver from a provision of either code to any executive officer or director, we will promptly disclose the nature of the amendment or waiver on our website or in a report on Form 8-K. The contents of our website are not a part of this Annual Report on Form 10-K.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Insider Trading Policy",
+              "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 10. Directors, Executive Officers and Corporate Governance/Insider Trading Policy",
+              "level": 3,
+              "summary": "The information required by Item 408(b) of Regulation S-K is incorporated by reference from the information contained in our 2026 Proxy Statement under the heading “Information About the Board of Directors and Corporate Governance.”",
+              "chunk_count": 1,
+              "children": []
+            }
+          ]
+        },
+        {
+          "title": "Item 11. Executive Compensation",
+          "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 11. Executive Compensation",
+          "level": 2,
+          "summary": "Information regarding our executive compensation required by this item will be contained in our 2026 Proxy Statement under the captions “Executive Compensation,” “Compensation Committee Interlocks and Insider Participation,” “Director Compensation,” and “Compensation Committee Report,” and is hereby incorporated by reference. Item 12. Security Ownership of Certain Beneficial Owners and Management and Related Stockholder Matters",
+          "chunk_count": 3,
+          "children": [
+            {
+              "title": "Ownership of NVIDIA Securities",
+              "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 11. Executive Compensation/Ownership of NVIDIA Securities",
+              "level": 3,
+              "summary": "Information regarding ownership of NVIDIA securities required by this item will be contained in our 2026 Proxy Statement under the caption “Security Ownership of Certain Beneficial Owners and Management,” and is hereby incorporated by reference.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Equity Compensation Plan Information",
+              "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 11. Executive Compensation/Equity Compensation Plan Information",
+              "level": 3,
+              "summary": "Information regarding our equity compensation plans required by this item will be contained in our 2026 Proxy Statement under the caption \"Equity Compensation Plan Information,\" and is hereby incorporated by reference.",
+              "chunk_count": 1,
+              "children": []
+            }
+          ]
+        },
+        {
+          "title": "Item 13. Certain Relationships and Related Transactions, and Director Independence",
+          "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 13. Certain Relationships and Related Transactions, and Director Independence",
+          "level": 2,
+          "summary": "Information regarding related transactions and director independence required by this item will be contained in our 2026 Proxy Statement under the captions “Review of Transactions with Related Persons” and “Information About the Board of Directors and Corporate Governance — Independence of the Members of the Board of Directors,” and is hereby incorporated by reference.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Item 14. Principal Accountant Fees and Services",
+          "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 14. Principal Accountant Fees and Services",
+          "level": 2,
+          "summary": "Information regarding accounting fees and services required by this item will be contained in our 2026 Proxy Statement under the caption “Fees Billed by the Independent Registered Public Accounting Firm,” and is hereby incorporated by reference.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Item 15. Exhibits and Financial Statement Schedules",
+          "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules",
+          "level": 2,
+          "summary": "Page",
+          "chunk_count": 74,
+          "children": [
+            {
+              "title": "(a) 1. Financial Statements",
+              "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/(a) 1. Financial Statements",
+              "level": 3,
+              "summary": "Report of Independent Registered Public Accounting Firm (PCAOB ID: 238) 49 Consolidated Statements of Income for the years ended January 25, 2026, January 26, 2025, and January 28, 2024 51 Consolidated Statements of Comprehensive Income for the years ended January 25, 2026, January 26, 2025, and January 28, 2024 52 Consolidated Balance Sheets as of January 25, 2026 and January 26, 2025 53 Consolidated Statements of Shareholders' Equity for the years ended January 25, 2026, January 26, 2025, and January 28, 2024 54 Consolidated Statements of Cash Flows for the years ended January 25, 2026, January 26, 2025, and January 28, 2024 55 Notes to the Consolidated Financial Statements 56",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "2. Financial Statement Schedule",
+              "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/2. Financial Statement Schedule",
+              "level": 3,
+              "summary": "Schedule II Valuation and Qualifying Accounts for the years ended January 25, 2026, January 26, 2025, and January 28, 2024 81",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "3. Exhibits",
+              "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/3. Exhibits",
+              "level": 3,
+              "summary": "The exhibits listed in the accompanying index to exhibits are filed or incorporated by reference as a part of this Annual Report on Form 10-K. 82",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Report of Independent Registered Public Accounting Firm",
+              "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/Report of Independent Registered Public Accounting Firm",
+              "level": 3,
+              "summary": "The text is an audit opinion from an independent auditor to the Board and Shareholders of NVIDIA Corporation. It covers the audit of consolidated financial statements for fiscal years ending January 25, 2026 and January 26, 2025, as well as internal control over financial reporting as of January 25, 2026. The auditor concludes that the financial statements fairly present the company's financial position and results in accordance with U.S. GAAP, and that effective internal control over financial reporting was maintained based on COSO criteria.",
+              "chunk_count": 4,
+              "children": [
+                {
+                  "title": "Basis for Opinions",
+                  "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/Report of Independent Registered Public Accounting Firm/Basis for Opinions",
+                  "level": 4,
+                  "summary": "The passage describes the responsibilities of management and auditors regarding consolidated financial statements and internal control over financial reporting. Management is responsible for the financial statements and maintaining effective internal control, while the auditors express opinions on both. The audits are conducted in accordance with PCAOB standards to obtain reasonable assurance about the absence of material misstatements and the effectiveness of internal controls. Procedures include assessing risks, examining evidence, evaluating accounting principles and estimates, and testing internal controls.",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Definition and Limitations of Internal Control over Financial Reporting",
+                  "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/Report of Independent Registered Public Accounting Firm/Definition and Limitations of Internal Control over Financial Reporting",
+                  "level": 4,
+                  "summary": "A company's internal control over financial reporting is a process designed to provide reasonable assurance regarding the reliability of financial reporting and the preparation of financial statements for external purposes in accordance with generally accepted accounting principles. A company's internal control over financial reporting includes those policies and procedures that (i) pertain to the maintenance of records that, in reasonable detail, accurately and fairly reflect the transactions and dispositions of the assets of the company; (ii) provide reasonable assurance that transactions are recorded as necessary to permit preparation of financial statements in accordance with generally accepted accounting principles, and that receipts and expenditures of the company are being made only in accordance with authorizations of management and directors of the company; and (iii) provide reasonable assurance regarding prevention or timely detection of unauthorized acquisition, use, or disposition of the company's assets that could have a material effect on the financial statements. Because of its inherent limitations, internal control over financial reporting may not prevent or detect misstatements. Also, projections of any evaluation of effectiveness to future periods are subject to the risk that controls may become inadequate because of changes in conditions, or that the degree of compliance with the policies or procedures may deteriorate.",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Critical Audit Matters",
+                  "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/Report of Independent Registered Public Accounting Firm/Critical Audit Matters",
+                  "level": 4,
+                  "summary": "The passage discusses a critical audit matter regarding the valuation of inventories, specifically provisions for excess or obsolete inventories and excess product purchase commitments. Management uses significant judgment to develop assumptions about future demand and market conditions, including regulatory export restrictions. The auditor tested controls, management's process, data accuracy, and reasonableness of assumptions against historical results, external data, and technology changes. As of January 25, 2026, inventories were $21.4 billion and purchase obligations were $95.2 billion.",
+                  "chunk_count": 1,
+                  "children": []
+                }
+              ]
+            },
+            {
+              "title": "NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements",
+              "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements",
+              "level": 3,
+              "summary": "",
+              "chunk_count": 66,
+              "children": [
+                {
+                  "title": "Note 1 - Organization and Summary of Significant Accounting Policies",
+                  "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/Note 1 - Organization and Summary of Significant Accounting Policies",
+                  "level": 4,
+                  "summary": "",
+                  "chunk_count": 25,
+                  "children": [
+                    {
+                      "title": "Our Company",
+                      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/Note 1 - Organization and Summary of Significant Accounting Policies/Our Company",
+                      "level": 5,
+                      "summary": "Headquartered in Santa Clara, California, NVIDIA was incorporated in California in April 1993 and reincorporated in Delaware in April 1998. All references to “NVIDIA,” “we,” “us,” “our” or the “Company” mean NVIDIA Corporation and its subsidiaries. Certain prior fiscal year balances have been reclassified to conform to the current fiscal year presentation. Non-marketable equity securities, previously presented within other assets, were reclassified to be presented separately on our consolidated balance sheets and had no impact to total assets or consolidated statement of cash flows.",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "Fiscal Year",
+                      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/Note 1 - Organization and Summary of Significant Accounting Policies/Fiscal Year",
+                      "level": 5,
+                      "summary": "We operate on a 52- or 53-week year, ending on the last Sunday in January. Fiscal years 2026, 2025 and 2024 were all 52-week years. Fiscal year 2027 will be a 53-week year with the fourth quarter consisting of 14 weeks.",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "Principles of Consolidation",
+                      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/Note 1 - Organization and Summary of Significant Accounting Policies/Principles of Consolidation",
+                      "level": 5,
+                      "summary": "Our consolidated financial statements include the accounts of NVIDIA Corporation and our wholly-owned subsidiaries. All intercompany balances and transactions have been eliminated in consolidation.",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "Use of Estimates",
+                      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/Note 1 - Organization and Summary of Significant Accounting Policies/Use of Estimates",
+                      "level": 5,
+                      "summary": "The preparation of financial statements in conformity with U.S. GAAP requires management to make estimates and assumptions that affect the reported amounts of assets and liabilities and disclosures of contingent assets and liabilities at the date of the financial statements and the reported amounts of revenue and expenses during the reporting period. Actual results could differ materially from our estimates. On an on-going basis, we evaluate our estimates, including those related to accounts receivable, cash equivalents and marketable securities, goodwill, income taxes, inventories and product purchase commitments, investigation and settlement costs, litigation, non-marketable equity securities, other contingencies, property, plant, and equipment, revenue recognition, and stock-based compensation. These estimates are based on historical facts and various other assumptions that we believe are reasonable.",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "Revenue Recognition",
+                      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/Note 1 - Organization and Summary of Significant Accounting Policies/Revenue Recognition",
+                      "level": 5,
+                      "summary": "We derive our revenue primarily from product sales including hardware and systems. We determine revenue recognition through the following steps: (1) identification of the contract with a customer; (2) identification of the performance obligations in the contract; (3) determination of the transaction price; (4) allocation of the transaction price to the performance obligations in the contract (where revenue is allocated on a relative standalone selling price basis by maximizing the use of observable inputs to determine the standalone selling price for each performance obligation); and (5) recognition of revenue when, or as, we satisfy a performance obligation. Payment from customers, per our standard payment terms, is generally due shortly after delivery of our products.",
+                      "chunk_count": 4,
+                      "children": [
+                        {
+                          "title": "Product Sales Revenue",
+                          "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/Note 1 - Organization and Summary of Significant Accounting Policies/Revenue Recognition/Product Sales Revenue",
+                          "level": 6,
+                          "summary": "Revenue from product sales is recognized when control transfers to customers, net of allowances for returns, customer programs, and taxes. Support and extended warranty revenue is recognized ratably over the service period. For products with a right of return, a sales return allowance is recorded based on historical return rates, with adjustments if returns exceed expectations. Customer programs, including rebates and market development funds (MDFs), are accounted for as a reduction to revenue and accrued based on expected claims.",
+                          "chunk_count": 1,
+                          "children": []
+                        },
+                        {
+                          "title": "Contracts with Multiple Performance Obligations",
+                          "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/Note 1 - Organization and Summary of Significant Accounting Policies/Revenue Recognition/Contracts with Multiple Performance Obligations",
+                          "level": 6,
+                          "summary": "Our contracts may contain more than one deliverable, each of which is separately accounted for as a distinct performance obligation. We account for multiple agreements with a single customer as a single contract if the contractual terms and/or substance of those agreements indicate that they may be so closely related that they are, in effect, parts of a single contract. We allocate the total transaction price to each distinct performance obligation in an arrangement with multiple performance obligations on a relative standalone selling price basis. The standalone selling price reflects the price we would charge for a specific product or service if it were sold separately in similar circumstances and to similar customers. When determining standalone selling price, we maximize the use of observable inputs.",
+                          "chunk_count": 1,
+                          "children": []
+                        },
+                        {
+                          "title": "Product Warranties",
+                          "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/Note 1 - Organization and Summary of Significant Accounting Policies/Revenue Recognition/Product Warranties",
+                          "level": 6,
+                          "summary": "We offer a limited warranty to end-users ranging from one to three years for products to repair or replace products for manufacturing defects or hardware component failures. Cost of revenue includes the estimated cost of product warranties that are calculated at the point of revenue recognition. Under limited circumstances, we may offer an extended limited warranty to customers for certain products. We also accrue for known warranty and indemnification issues if a loss is probable and can be reasonably estimated.",
+                          "chunk_count": 1,
+                          "children": []
+                        }
+                      ]
+                    },
+                    {
+                      "title": "Stock-based Compensation",
+                      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/Note 1 - Organization and Summary of Significant Accounting Policies/Stock-based Compensation",
+                      "level": 5,
+                      "summary": "We use the closing trading price of our common stock on the date of grant, minus a dividend yield discount, as the fair value of awards of restricted stock units, or RSUs, and performance stock units, or PSUs, that are based on our corporate financial performance targets. We use a Monte Carlo simulation on the date of grant to estimate the fair value of PSUs that are based on our stock performance compared to market performance, or market-based PSUs. The compensation expense for RSUs and market-based PSUs is recognized using a straight-line attribution method over the requisite employee service period while compensation expense for PSUs is recognized using an accelerated amortization model based on performance targets probable of achievement. We estimate the fair value of shares to be issued under our employee stock purchase plan, or ESPP, using the Black-Scholes model at the commencement of an offering period in March and September of each year. Stock-based compensation for our ESPP is expensed using an accelerated amortization model. Additionally, for RSUs, PSUs, and market-based PSUs, we estimate expected forfeitures based on our historical forfeitures.",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "Litigation, Investigation and Settlement Costs",
+                      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/Note 1 - Organization and Summary of Significant Accounting Policies/Litigation, Investigation and Settlement Costs",
+                      "level": 5,
+                      "summary": "We currently are, and will likely continue to be subject to claims, litigation, and other actions, including potential regulatory proceedings, involving patent and other intellectual property matters, taxes, labor and employment, competition and antitrust, commercial disputes, goods and services offered by us and by third parties, and other matters. There are many uncertainties associated with any litigation or investigation, and we cannot be certain that these actions or other third-party claims against us will be resolved without litigation, fines and/or substantial settlement payments or judgments. If information becomes available that causes us to determine that a loss in any of our pending litigation, investigations or settlements is probable, and we can reasonably estimate the loss associated with such events, we will record the loss. However, the actual liability in any such litigation or investigation may be materially different from our estimates, which could require us to record additional costs. If we determine that a loss is reasonably possible and the loss or range of loss can be estimated, we disclose the reasonably possible loss.",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "Foreign Currency Remeasurement",
+                      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/Note 1 - Organization and Summary of Significant Accounting Policies/Foreign Currency Remeasurement",
+                      "level": 5,
+                      "summary": "We use the U.S. dollar as our functional currency for our subsidiaries. Foreign currency monetary assets and liabilities are remeasured into United States dollars at end-of-period exchange rates. Non-monetary assets and liabilities such as property and equipment and equity are remeasured at historical exchange rates. Revenue and expenses are remeasured at exchange rates in effect during each period, except for those expenses related to non-monetary balance sheet amounts, which are remeasured at historical exchange rates. Gains or losses from foreign currency remeasurement are included in earnings in our Consolidated Statements of Income and to date have not been significant.",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "Income Taxes",
+                      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/Note 1 - Organization and Summary of Significant Accounting Policies/Income Taxes",
+                      "level": 5,
+                      "summary": "The passage discusses NVIDIA's recognition of current and deferred tax assets/liabilities based on estimates of taxes payable and future tax effects from temporary differences and carryforwards. A valuation allowance of $768 million is recorded for capital loss carryforwards and other deferred tax assets not likely to be realized. Tax benefits are recognized only if more-likely-than-not to be sustained, with interest and penalties included in income tax expense.",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "Net Income Per Share",
+                      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/Note 1 - Organization and Summary of Significant Accounting Policies/Net Income Per Share",
+                      "level": 5,
+                      "summary": "Basic net income per share is computed using the weighted average number of common shares outstanding during the period. Diluted net income per share is computed using the weighted average number of common and potentially dilutive shares outstanding during the period, using the treasury stock method. Any anti-dilutive effect of equity awards outstanding is not included in the computation of diluted net income per share.",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "Cash and Cash Equivalents and Marketable Securities",
+                      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/Note 1 - Organization and Summary of Significant Accounting Policies/Cash and Cash Equivalents and Marketable Securities",
+                      "level": 5,
+                      "summary": "The passage defines cash equivalents as highly liquid investments with original maturities of three months or less. Marketable securities include debt investments with longer maturities and publicly-held equity securities. Debt investments are classified as available-for-sale, reported at fair value with unrealized gains/losses in accumulated other comprehensive income. Realized gains/losses use the specific-identification method. Available-for-sale debt securities undergo impairment review; credit losses or write-downs are recognized if fair value is below amortized cost and sale is likely. Publicly-held equity securities and money market funds have fair value changes recorded in Other income.",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "Fair Value of Financial Instruments",
+                      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/Note 1 - Organization and Summary of Significant Accounting Policies/Fair Value of Financial Instruments",
+                      "level": 5,
+                      "summary": "The passage discusses the fair value measurement of financial instruments, including cash equivalents, accounts receivable/payable, marketable securities, and derivatives. It explains that short-term items approximate fair value due to short maturities, while marketable securities and derivatives are reported at fair value. Derivatives are classified as accounting hedges (with gains/losses initially in other comprehensive income) or non-hedges (changes recognized in earnings). Fair value is classified into three levels based on input observability: Level 1 (quoted prices in active markets), Level 2 (observable inputs other than Level 1), and Level 3 (unobservable inputs with little market data).",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "Concentration of Credit Risk",
+                      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/Note 1 - Organization and Summary of Significant Accounting Policies/Concentration of Credit Risk",
+                      "level": 5,
+                      "summary": "Financial instruments that potentially subject us to concentrations of credit risk consist primarily of cash equivalents, marketable securities, lease guarantees, and accounts receivable. Our investment policy requires the purchase of highly-rated fixed income securities, the diversification of investment type and credit exposures, and includes certain limits on our portfolio maturities. We perform ongoing credit evaluations of our customers' financial condition and maintain an allowance for potential credit losses. This allowance consists of an amount identified for specific customers and an amount based on overall estimated exposure. Our overall estimated exposure excludes amounts covered by credit insurance and letters of credit.",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "Inventories",
+                      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/Note 1 - Organization and Summary of Significant Accounting Policies/Inventories",
+                      "level": 5,
+                      "summary": "Inventory cost is computed on an adjusted standard basis, which approximates actual cost on an average or first-in, first-out basis. Inventory costs consist of the cost of semiconductors, including wafer fabrication, assembly, testing and packaging, manufacturing support costs, including labor and overhead associated with such purchases, final test yield fallout, and shipping costs, as well as the cost of purchased memory products and other component parts. We charge cost of sales for inventory provisions to write-down our inventory to the lower of cost or net realizable value or for obsolete or excess inventory, and for excess product purchase commitments. Most of our inventory provisions relate to excess quantities of products, based on our inventory levels and future product purchase commitments compared to assumptions about future demand including the impact of regulatory export restrictions on our products. Once inventory has been written-off or written-down, it creates a new cost basis for the inventory that is not subsequently written-up. We record a liability for noncancelable purchase commitments with suppliers for quantities in excess of our future demand forecasts consistent with our valuation of obsolete or excess inventory.",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "Property and Equipment",
+                      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/Note 1 - Organization and Summary of Significant Accounting Policies/Property and Equipment",
+                      "level": 5,
+                      "summary": "Property and equipment are stated at cost less accumulated depreciation. Depreciation of property and equipment is computed using the straight-line method based on the estimated useful lives of the assets of two to seven years. Once an asset is identified for retirement or disposition, the related cost and accumulated depreciation or amortization are removed, and a gain or loss is recorded. The estimated useful lives of our buildings are up to thirty years. Depreciation expense includes the amortization of assets recorded under finance leases. Leasehold improvements and assets recorded under finance leases are amortized over the shorter of the expected lease term or the estimated useful life of the asset.",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "Leases",
+                      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/Note 1 - Organization and Summary of Significant Accounting Policies/Leases",
+                      "level": 5,
+                      "summary": "We determine if an arrangement is or contains a lease at inception. Operating leases with lease terms of more than 12 months are included in operating lease assets, accrued and other current liabilities, and long-term operating lease liabilities on our consolidated balance sheet. Operating lease assets represent our right to use an underlying asset for the lease term and lease liabilities represent our obligation to make lease payments over the lease term. We combine lease and non-lease components for offices and data centers in determining the operating lease assets and liabilities. Operating lease assets and liabilities are recognized based on the present value of the remaining lease payments discounted using our incremental borrowing rate. Operating lease assets also include initial direct costs incurred and prepaid lease payments, minus any lease incentives. Our lease terms include options to extend or terminate the lease when it is reasonably certain that we will exercise that option. Lease costs are recognized on a straight-line basis over the lease term.",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "Goodwill",
+                      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/Note 1 - Organization and Summary of Significant Accounting Policies/Goodwill",
+                      "level": 5,
+                      "summary": "We allocate goodwill to reporting units based on the expected benefit from the business combination. Goodwill is subject to our annual impairment test during the fourth quarter of our fiscal year, or earlier if indicators of potential impairment exist. In completing our impairment test, we perform either a qualitative or a quantitative analysis on a reporting unit basis. Qualitative factors include industry and market considerations, overall financial performance, and other relevant events and factors affecting the reporting units. Goodwill impairments were not identified for the periods presented.",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "Intangible Assets and Other Long-Lived Assets",
+                      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/Note 1 - Organization and Summary of Significant Accounting Policies/Intangible Assets and Other Long-Lived Assets",
+                      "level": 5,
+                      "summary": "The passage discusses NVIDIA's intangible assets, including acquired technologies, customer relationships, and IP rights. These assets are amortized over one to twenty years using a method reflecting economic benefit consumption or straight-line. Long-lived assets are reviewed for impairment when events indicate carrying amounts may not be recoverable, comparing carrying amounts to undiscounted future cash flows. If impairment exists, a charge is recognized for the excess of carrying amount over fair value, determined by discounted cash flows. Assets held for disposal are reported at lower of carrying amount or fair value less costs to sell and are no longer depreciated.",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "Business Combination",
+                      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/Note 1 - Organization and Summary of Significant Accounting Policies/Business Combination",
+                      "level": 5,
+                      "summary": "The Company uses a screen test to determine if an acquisition is an asset acquisition or business combination based on fair value concentration. Purchase price is allocated to tangible and intangible assets and liabilities at fair value, with excess recorded as goodwill. Estimates involve uncertain assumptions like future cash flows and discount rates. Adjustments to assets and liabilities may be recorded during a one-year measurement period, with subsequent changes recognized in income. Acquisition-related expenses are expensed separately.",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "Non-Marketable Equity Securities",
+                      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/Note 1 - Organization and Summary of Significant Accounting Policies/Non-Marketable Equity Securities",
+                      "level": 5,
+                      "summary": "Non-marketable equity securities consist of investments in privately-held companies that do not have a readily determinable fair value. These investments are measured at cost minus impairment, if any, and are adjusted for changes resulting from observable price changes in orderly transactions for an identical or similar investment in the same issuer, or the measurement alternative. Fair value is based upon observable inputs in an inactive market and the valuation requires our judgment due to the absence of market prices and inherent lack of liquidity. All gains and losses on these investments, realized and unrealized, are recognized in Other income, net on our Consolidated Statements of Income. We assess whether an impairment loss has occurred on our investments in non-marketable equity securities, accounted for under the measurement alternative based on quantitative and qualitative factors. If any impairment is identified for non-marketable equity securities, we write down the investment to its fair value and record the corresponding charge through Other income, net on our Consolidated Statements of Income. The Company assesses its investments for significant influence to determine the appropriate method of accounting, including application of the equity method. Equity method investments were not material.",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "Recently Issued Accounting Pronouncements",
+                      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/Note 1 - Organization and Summary of Significant Accounting Policies/Recently Issued Accounting Pronouncements",
+                      "level": 5,
+                      "summary": "Recent Accounting Pronouncements Not Yet Adopted In November 2024, the Financial Accounting Standards Board, or FASB, issued a new accounting standard requiring disclosures of certain additional expense information on an annual and interim basis, including, among other items, the amounts of purchases of inventory, employee compensation, depreciation and intangible asset amortization included within each income statement expense caption, as applicable. We will adopt this standard in the fiscal year 2028 annual report. We do not expect the adoption of this standard to have a material impact on our Consolidated Financial Statements other than additional disclosures. NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements (Continued)",
+                      "chunk_count": 1,
+                      "children": []
+                    }
+                  ]
+                },
+                {
+                  "title": "Note 2 - Groq",
+                  "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/Note 2 - Groq",
+                  "level": 4,
+                  "summary": "In December 2025, we entered into a non-exclusive license agreement with Groq, Inc., or Groq, for its language processing unit technology and hired certain Groq employees. No customer contracts, existing products, or equity interests were purchased. We recorded \\$14.4 billion of goodwill and a \\$2.5 billion developed technology intangible asset, valued using a cost-to-recreate methodology with a five-year useful life. Goodwill, primarily attributable to the workforce and future development of the licensed technology, was recorded in the Compute & Networking reporting unit. Total consideration consists of \\$13.0 billion paid at closing and \\$4 billion, inclusive of imputed interest, payable within one year included in Accrued and Other Current Liabilities on our Consolidated Balance Sheets. The goodwill is tax deductible. Pro forma results of operations have not been presented because the effect was not material.",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Note 3 - Stock-Based Compensation",
+                  "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/Note 3 - Stock-Based Compensation",
+                  "level": 4,
+                  "summary": "We recognize stock-based compensation expense from grants of restricted stock units, or RSUs, performance stock units, or PSUs, and market-based PSUs, and issuances under our employee stock purchase plan, or ESPP. Consolidated Statements of Income include stock-based compensation expense as follows: [tables/table-79 Cost Breakdown.html] The following is a summary of equity awards granted under our equity incentive plans: [tables/table-80 Equity Awards.html] As of January 25, 2026, aggregate unearned stock-based compensation expense was \\$14.8 billion, which is expected to be recognized over a weighted average period of 2.3 years for RSUs, PSUs, and market-based PSUs, and 0.9 years for ESPP.",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements",
+                  "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements",
+                  "level": 4,
+                  "summary": "(Continued) The fair value of shares issued under our ESPP has been estimated with the following assumptions: [tables/table-81 ESPP Option Data.html] For ESPP shares, the expected term represents the average term from the first day of the offering period to the purchase date. The risk-free interest rate assumption used to value ESPP shares is based upon observed interest rates on Treasury bills appropriate for the expected term. Our expected stock price volatility assumption for ESPP is estimated using historical volatility. For awards granted, we use the dividend yield at grant date. Our RSUs, PSUs, and market-based PSUs are not eligible for cash dividends prior to vesting; therefore, the fair values of RSUs, PSUs, and market-based PSUs are discounted for the dividend yield. Additionally, for RSUs, PSUs, and market-based PSUs, we estimate expected forfeitures based on our historical forfeitures.",
+                  "chunk_count": 4,
+                  "children": [
+                    {
+                      "title": "Equity Incentive Program",
+                      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/Equity Incentive Program",
+                      "level": 5,
+                      "summary": "We grant RSUs, PSUs, market-based PSUs, and stock purchase rights under the following equity incentive plans. In addition, in connection with our acquisitions of various companies, we have assumed certain stock-based awards granted under their stock incentive plans and converted them into our RSUs.",
+                      "chunk_count": 3,
+                      "children": [
+                        {
+                          "title": "Amended and Restated 2007 Equity Incentive Plan",
+                          "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/Equity Incentive Program/Amended and Restated 2007 Equity Incentive Plan",
+                          "level": 6,
+                          "summary": "The NVIDIA Corporation Amended and Restated 2007 Equity Incentive Plan, or the 2007 Plan, authorizes the issuance of incentive stock options, non-statutory stock options, restricted stock, RSUs, stock appreciation rights, performance stock awards, performance cash awards, and other stock-based awards to employees, directors and consultants. Only our employees may receive incentive stock options. We grant RSUs, PSUs and market-based PSUs under the 2007 Plan. As of January 25, 2026, up to 192 million shares of our common stock could be issued pursuant to stock awards granted under the 2007 Plan, and 1.3 billion shares were available for future grants. Subject to certain exceptions, RSUs vest generally over four years subject to continued service. PSUs vest over four years, subject to continued service and performance conditions. Market-based PSUs vest on approximately the third anniversary of the date of grant subject to market conditions. However, the number of shares subject to both PSUs and market-based PSUs that are eligible to vest is determined by the Compensation Committee based on achievement of predetermined criteria.",
+                          "chunk_count": 1,
+                          "children": []
+                        },
+                        {
+                          "title": "Amended and Restated 2012 Employee Stock Purchase Plan",
+                          "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/Equity Incentive Program/Amended and Restated 2012 Employee Stock Purchase Plan",
+                          "level": 6,
+                          "summary": "Employees who participate in the NVIDIA Corporation Amended and Restated 2012 Employee Stock Purchase Plan, or as most recently amended and restated, the 2012 Plan, may have up to 25% of their earnings withheld to purchase shares of common stock. The Board may decrease this percentage at its discretion. Each offering period is about 24 months, divided into four purchase periods of six months. The price of common stock purchased under our 2012 Plan will be equal to 85% of the lower of the fair market value of the common stock on the commencement date of each offering period or the fair market value of the common stock on each purchase date within the offering. As of January 25, 2026, we had 2.2 billion shares reserved for future issuance under the 2012 Plan.",
+                          "chunk_count": 1,
+                          "children": []
+                        }
+                      ]
+                    }
+                  ]
+                },
+                {
+                  "title": "NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements_2",
+                  "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements_2",
+                  "level": 4,
+                  "summary": "(Continued) Equity Award Activity The following is a summary of our equity award transactions under our equity incentive plans: [tables/table-82 RSU_PSU Activity.html] As of January 25, 2026 and January 26, 2025, there were 1.3 billion and 1.4 billion shares, respectively, of common stock available for future grants under our equity incentive plans. The total fair value of RSUs and PSUs, as of their respective vesting dates, during the years ended January 25, 2026, January 26, 2025, and January 28, 2024, was \\$22.2 billion, \\$15.1 billion, and \\$8.2 billion, respectively.",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Note 4 - Net Income Per Share",
+                  "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/Note 4 - Net Income Per Share",
+                  "level": 4,
+                  "summary": "The following is the basic and diluted net income per share computations for the periods presented: [tables/table-83 EPS Data.html] (1) Net income divided by basic weighted average shares. (2) Net income divided by diluted weighted average shares.",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Note 5 - Goodwill",
+                  "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/Note 5 - Goodwill",
+                  "level": 4,
+                  "summary": "As of January 25, 2026, the total carrying amount of goodwill was \\$20.8 billion, consisting of goodwill balances allocated to our Compute & Networking and Graphics reporting units of \\$20.5 billion and \\$370 million, respectively. As of January 26, 2025, the total carrying amount of goodwill was \\$5.2 billion, consisting of goodwill balances allocated to our Compute & Networking and Graphics reporting units of \\$4.8 billion and \\$370 million, respectively. Goodwill increased by \\$15.6 billion in fiscal year 2026 and was allocated to our Compute & Networking reporting unit. During the fourth quarters of fiscal years 2026, 2025, and 2024, we completed our annual qualitative impairment tests and concluded that goodwill was not impaired.",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements_3",
+                  "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements_3",
+                  "level": 4,
+                  "summary": "(Continued)",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Note 6 - Amortizable Intangible Assets",
+                  "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/Note 6 - Amortizable Intangible Assets",
+                  "level": 4,
+                  "summary": "The components of our amortizable intangible assets are as follows: [tables/table-84 Intangible Assets.html] Amortization expense associated with intangible assets for fiscal years 2026, 2025, and 2024 was \\$488 million, \\$593 million, and \\$614 million, respectively. The following table outlines the estimated future amortization expense related to the net carrying amount of intangible assets as of January 25, 2026: [tables/table-85 Amortization Expense.html]",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements_4",
+                  "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements_4",
+                  "level": 4,
+                  "summary": "(Continued)",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Note 7 - Cash Equivalents and Marketable Securities",
+                  "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/Note 7 - Cash Equivalents and Marketable Securities",
+                  "level": 4,
+                  "summary": "The passage discusses the fair value determination of financial assets using quoted market prices. It summarizes cash equivalents and marketable securities as of January 25, 2026, noting reclassification of an investment from non-marketable to marketable equity securities, with $10.5 billion subject to short-term lock-up restrictions and $4.8 billion in long-term lock-up restrictions through December 2027. Net unrealized gains on publicly-held equity securities were $6.6 billion for fiscal year 2026, while net realized gains were not significant for fiscal years 2024-2026.",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements_5",
+                  "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements_5",
+                  "level": 4,
+                  "summary": "(Continued) Jan 26, 2025 [tables/table-87 Fair Value Table.html] The following tables provide the breakdown of unrealized losses, aggregated by investment category and length of time that individual debt securities have been in a continuous loss position: [tables/table-88 Debt Securities.html] Gross unrealized losses related to debt securities in a continuous loss position of twelve months or greater as of January 25, 2026 and January 26, 2025 were not significant. Gross unrealized losses are related to fixed income securities, driven primarily by changes in interest rates. The estimated fair value of debt securities included in cash equivalents and marketable securities are shown below by contractual maturity. [tables/table-89 Debt Maturity.html]",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Note 8 - Non-marketable Equity Securities",
+                  "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/Note 8 - Non-marketable Equity Securities",
+                  "level": 4,
+                  "summary": "Our non-marketable equity securities are valued under the measurement alternative applying valuation methods based on observable transactions for similar investments of the same issuer and unobservable inputs such as volatility, expected",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements (Continued)",
+                  "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements (Continued)",
+                  "level": 4,
+                  "summary": "(Continued) time to liquidity, risk free rate and security-specific rights and obligations. Gains and losses on these investments, realized and unrealized, are recognized in Other income, net on our Consolidated Statements of Income. Adjustments to the carrying value of our non-marketable equity securities during fiscal years 2026 and 2025 were as follows: [tables/table-90 Equity Securities.html] (1) Represents reclassifications from non-marketable equity securities to marketable securities following public market trading. Non-marketable equity securities had cumulative gross unrealized gains of \\$2.7 billion and \\$1.1 billion, and cumulative gross unrealized losses and impairments of \\$176 million and \\$105 million on securities held as of January 25, 2026 and January 26, 2025, respectively.",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Note 9 - Balance Sheet Components",
+                  "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/Note 9 - Balance Sheet Components",
+                  "level": 4,
+                  "summary": "We refer to customers who purchase products directly from NVIDIA as direct customers, such as AIBs, distributors, ODMs, OEMs, CSPs, AI model makers, and system integrators. Certain direct customers may use either internal resources or third-party system integrators to complete their build. Three direct customers accounted for 25%, 18%, and 13% of our accounts receivable balance as of January 25, 2026. Two direct customers accounted for 17% and 16% of our accounts receivable balance as of January 26, 2025. Certain balance sheet components are as follows: [tables/table-91 Inventory Data.html] (1) In fiscal years 2026 and 2025, we recorded inventory provisions of \\$4.0 billion and \\$1.6 billion, respectively, in cost of revenue. [tables/table-92 Property & Equipment.html] (A) Land is a non-depreciable asset.",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements (Continued)_2",
+                  "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements (Continued)_2",
+                  "level": 4,
+                  "summary": "The passage details depreciation expenses for fiscal years 2026, 2025, and 2024 ($2.4B, $1.3B, $894M), accumulated amortization of leasehold improvements and finance leases ($519M and $410M as of Jan 25, 2026 and Jan 26, 2025), and property, equipment, and intangible assets acquired but not paid for ($820M, $525M, $170M). It also covers deferred revenue changes, including customer advances of $160M and $81M as of the respective dates, and $9.0B and $3.6B of customer advances for fiscal years 2026 and 2025.",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements_6",
+                  "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements_6",
+                  "level": 4,
+                  "summary": "(Continued) We recognized revenue of \\$974 million and \\$729 million in fiscal years 2026 and 2025, respectively, that were included in the prior year end deferred revenue balance. As of January 25, 2026, revenue related to remaining performance obligations from contracts greater than one year in length was \\$2.3 billion, which includes \\$1.9 billion from deferred revenue and \\$390 million which has not yet been billed nor recognized as revenue. Approximately 42% of revenue from contracts greater than one year in length will be recognized over the next twelve months.",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Note 10 - Derivative Financial Instruments",
+                  "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/Note 10 - Derivative Financial Instruments",
+                  "level": 4,
+                  "summary": "",
+                  "chunk_count": 3,
+                  "children": [
+                    {
+                      "title": "Foreign Currency Derivatives",
+                      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/Note 10 - Derivative Financial Instruments/Foreign Currency Derivatives",
+                      "level": 5,
+                      "summary": "The company uses foreign currency forward contracts to hedge against exchange rate impacts on operating expenses, designating them as accounting hedges with gains/losses recorded in OCI and reclassified to expenses. Non-designated contracts hedge monetary assets/liabilities, with fair value changes in other income/expense. Notional values are presented in a table. Unrealized gains/losses were not significant as of Jan 2025 and 2026. All contracts mature within 18 months, with no significant deferred gains/losses expected in the next twelve months.",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "Facility Lease Guarantees",
+                      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/Note 10 - Derivative Financial Instruments/Facility Lease Guarantees",
+                      "level": 5,
+                      "summary": "In fiscal year 2026, we entered into agreements to guarantee partners' facility lease obligations in the event of their default in exchange for warrants. The maximum gross exposure under all agreements is \\$3.5 billion, which is reduced as the partners make payments to the lessors over terms ranging from 5 to 7 years. The partners have placed \\$712 million in escrow to mitigate our potential exposure. The guarantees, classified as credit derivatives with changes in fair value recognized in Other income and expense, were not material.",
+                      "chunk_count": 1,
+                      "children": []
+                    }
+                  ]
+                },
+                {
+                  "title": "NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements_7",
+                  "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements_7",
+                  "level": 4,
+                  "summary": "(Continued) Note 11 - Debt [tables/table-97 Debt Notes Table.html] As of January 25, 2026 and January 26, 2025, the estimated fair value of debt was \\$7.5 billion and \\$7.2 billion, respectively. The estimated fair values are based on Level 2 inputs. Our notes are unsecured senior obligations. Existing and future liabilities of our subsidiaries will be effectively senior to the notes. Our notes pay interest semi-annually. We may redeem each of our notes prior to maturity, subject to a make-whole premium. The maturity of the notes is calendar year. As of January 25, 2026, we complied with the required covenants, which are non-financial in nature, under the outstanding notes. In January 2026, we increased the size of our commercial paper program from \\$575 million to \\$25.0 billion. As of January 25, 2026, no commercial paper was outstanding.",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Note 12 - Commitments and Contingencies",
+                  "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/Note 12 - Commitments and Contingencies",
+                  "level": 4,
+                  "summary": "",
+                  "chunk_count": 5,
+                  "children": [
+                    {
+                      "title": "Commitments",
+                      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/Note 12 - Commitments and Contingencies/Commitments",
+                      "level": 5,
+                      "summary": "The passage details various commitments as of January 25, 2026. Manufacturing, supply, and capacity commitments total $95.2 billion, mostly payable through fiscal 2027, with agreements that may be cancellable or adjustable. Multi-year cloud service agreement commitments are $27 billion, with payments spread from 2027 to 2032 and beyond, and may be reduced if capacity is terminated or sold. Investment commitments stand at $11.4 billion, expected to be made through fiscal 2027. Other commitments are $3.4 billion, with most paid by fiscal 2027.",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "Accrual for Product Warranty Liabilities",
+                      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/Note 12 - Commitments and Contingencies/Accrual for Product Warranty Liabilities",
+                      "level": 5,
+                      "summary": "The estimated amount of product warranty liabilities was \\$2.8 billion and \\$1.3 billion as of January 25, 2026 and January 26, 2025, respectively. The estimated product returns and product warranty activity consisted of the following: [tables/table-98 Restructuring Reserve.html] In fiscal years 2026, 2025, and 2024 the additions in product warranty liabilities primarily related to our Compute & Networking segment. We have provided indemnities for matters such as tax, product, and employee liabilities. We have included intellectual property indemnification provisions in our technology-related agreements with third parties. Maximum potential future payments cannot be estimated because many of these agreements do not have a maximum stated liability. We have not recorded any liability in our Consolidated Financial Statements for such indemnifications.",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "Litigation",
+                      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/Note 12 - Commitments and Contingencies/Litigation",
+                      "level": 5,
+                      "summary": "The text details two related lawsuits against NVIDIA. A securities class action (In Re NVIDIA Corporation Securities Litigation) was filed in 2018, alleging false statements about GPU demand and cryptocurrency mining. After dismissal, appeals, and a Supreme Court certiorari that was dismissed as improvidently granted, the case was remanded to district court in 2025. A related derivative lawsuit in California remains stayed, while two Delaware derivative actions are also stayed pending resolution of the securities appeal.",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements",
+                      "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/Note 12 - Commitments and Contingencies/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements",
+                      "level": 5,
+                      "summary": "The passage details ongoing legal proceedings against NVIDIA, including a securities class action and derivative lawsuits alleging false statements about channel inventory and cryptocurrency mining's impact on GPU demand. These actions seek damages, disgorgement, and governance reforms. As of January 25, 2026, no contingent liabilities have been accrued as losses are not deemed probable or estimable. The company believes other routine legal matters will not materially affect its financial position.",
+                      "chunk_count": 1,
+                      "children": []
+                    }
+                  ]
+                },
+                {
+                  "title": "Note 13 - Income Taxes",
+                  "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/Note 13 - Income Taxes",
+                  "level": 4,
+                  "summary": "The FASB issued a new accounting standard which includes new and updated income tax disclosures, including disaggregation of information in the rate reconciliation and income taxes paid, which we adopted on a prospective basis for the year ending January 25, 2026. The Income tax expense applicable to income before income taxes consists of the following: [tables/table-99 Income Tax Expense.html]",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements_8",
+                  "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements_8",
+                  "level": 4,
+                  "summary": "(Continued) Income before income tax consists of the following: [tables/table-100 Income Before Tax.html] The income tax expense (benefit) differs from the amount computed by applying the U.S. federal statutory rate of 21.0% to income before income taxes for the fiscal year ended January 25, 2026 as follows: [tables/table-101 Tax Rate Breakdown.html] (1) State taxes in California, Tennessee, Arizona, and Illinois made up the majority of the tax effect in fiscal year 2026. (2) Includes the tax effects of enactment of new tax laws, change in valuation allowance, and change in unrecognized tax benefits.",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements_9",
+                  "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements_9",
+                  "level": 4,
+                  "summary": "(Continued) The income tax expense (benefit) differs from the amount computed by applying the U.S. federal statutory rate of 21% to income before income taxes for fiscal years ended January 26, 2025 and January 28, 2024 as follows: [tables/table-102 Tax Rate Analysis.html] In July 2025, the OBBBA was enacted into law and contains several changes to key U.S. federal income tax laws. We have recognized the tax effects of currently effective OBBBA provisions in our results for fiscal year 2026. The amount of cash paid for income taxes (net of refunds) for the fiscal year ended January 25, 2026 is as follows: [tables/table-103 Income Tax Paid.html]",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements_10",
+                  "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements_10",
+                  "level": 4,
+                  "summary": "The passage details NVIDIA's deferred tax assets and liabilities as of fiscal years 2026 and 2025. It reports net deferred tax assets of $13.3 billion (2026) and $11.0 billion (2025), with long-term deferred tax liabilities of $1.8 billion and $886 million, respectively. A valuation allowance of $768 million (2026) and $1.6 billion (2025) is held for capital loss carryforwards and other deferred tax assets. In 2026, $711 million of valuation allowance was released due to improved realizability. The company has net operating loss carryforwards: U.S. federal ($747 million), state ($427 million), and foreign ($503 million), with federal and state losses expiring from 2027. Research tax credit carryforwards include $56 million federal (expiring 2027) and $1.4 billion state (mostly California, indefinite). Federal capital loss carryforwards total $902 million (expiring 2028). Unrecognized tax benefits are $3.7 billion, with accrued interest and penalties of $374 million. Tax examinations are ongoing in multiple jurisdictions.",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Note 14 - Shareholders' Equity",
+                  "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/Note 14 - Shareholders' Equity",
+                  "level": 4,
+                  "summary": "Capital Return Program On August 26, 2025, our Board of Directors approved an additional \\$60.0 billion in share repurchase authorization, without expiration. In fiscal years 2026 and 2025, we repurchased 282 million and 310 million shares of our common stock for \\$40.4 billion and \\$34.0 billion, respectively. As of January 25, 2026, we were authorized, subject to certain specifications, to repurchase up to \\$58.5 billion of our common stock. From January 26, 2026 through February 20, 2026, we repurchased 8 million shares for \\$1.5 billion pursuant to a pre-established trading plan. In fiscal years 2026, 2025, and 2024, we paid cash dividends to our shareholders of \\$974 million, \\$834 million, and \\$395 million, respectively. The payment of future cash dividends is subject to our Board of Directors' continuing determination that the declaration of dividends is in the best interests of our shareholders.",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Note 15 - Employee Retirement Plans",
+                  "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/Note 15 - Employee Retirement Plans",
+                  "level": 4,
+                  "summary": "We provide tax-qualified defined contribution plans to eligible employees in the U.S. and certain other countries. Our contribution expense for fiscal years 2026, 2025, and 2024 was \\$442 million, \\$314 million, and \\$255 million, respectively.",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Note 16 - Segment Information",
+                  "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/Note 16 - Segment Information",
+                  "level": 4,
+                  "summary": "Our Chief Executive Officer is our chief operating decision maker, or CODM, and reviews financial information presented on an operating segment basis for purposes of making decisions and assessing financial performance. Our CODM assesses operating performance of each segment based on regularly provided segment revenue and segment operating income. Operating results by segment include costs or expenses directly attributable to each segment, and costs or expenses that are leveraged across our unified architecture and therefore allocated between our two segments. Our",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements_11",
+                  "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements_11",
+                  "level": 4,
+                  "summary": "NVIDIA reports two segments: Compute & Networking (Data Center, AI, Automotive) and Graphics (GeForce, Quadro GPUs). The CODM reviews expenses on a consolidated basis; certain costs like stock-based compensation and corporate infrastructure are not allocated. No intersegment transactions exist. Depreciation and amortization for Compute & Networking were $1.6B (2026), $732M (2025), $457M (2024); for Graphics: $590M (2026), $372M (2025), $307M (2024). Acquisition-related intangible amortization is not allocated.",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements_12",
+                  "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements_12",
+                  "level": 4,
+                  "summary": "The passage discusses NVIDIA's revenue and segment operating income reconciliation for fiscal years 2024-2026. Revenue is reported based on customer headquarters location, with a change in fiscal 2026. Non-US revenue was 31%, 41%, and 48% of total for 2026, 2025, and 2024 respectively. Revenue concentration among direct customers is noted: in fiscal 2026, one direct customer accounted for 22% of total revenue and another for 14%, primarily in Compute & Networking. Similar concentrations are reported for prior years. The text also defines direct and indirect customers and notes that 76% of Data Center revenue from Taiwan-headquartered customers was attributed to US and European end customers in fiscal 2026.",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements_13",
+                  "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements_13",
+                  "level": 4,
+                  "summary": "(Continued) The following table summarizes revenue by specialized markets: [tables/table-109 NVIDIA Revenue.html] The following table presents summarized information for long-lived assets by country. Long-lived assets consist of property and equipment and exclude other assets, operating lease assets, goodwill, and intangible assets. [tables/table-110 Long-lived assets.html]",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Note 17 - Leases",
+                  "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/Note 17 - Leases",
+                  "level": 4,
+                  "summary": "Our lease obligations primarily consist of operating leases for our offices and data centers, with lease periods expiring between fiscal years 2027 and 2041. Future minimum lease obligations under our non-cancelable lease agreements as of January 25, 2026 were as follows: [tables/table-111 Lease Obligations.html] Between fiscal years 2027 and 2030, we expect to commence leases with future obligations of \\$22.7 billion, primarily data center leases to support our research and development efforts, with lease terms of 1.8 to 20 years.",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements_14",
+                  "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 15. Exhibits and Financial Statement Schedules/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements/NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements_14",
+                  "level": 4,
+                  "summary": "The passage details NVIDIA's operating lease costs for fiscal years 2026, 2025, and 2024 ($462M, $356M, $269M), with short-term and variable costs not significant. As of January 25, 2026, leases have a weighted average term of 8.8 years and discount rate of 4.38%. It also includes Schedule II on valuation and qualifying accounts, with notes on additions and deductions for allowances and returns. Finally, an Exhibit Index lists exhibits filed with the SEC, including certifications and management contracts, with instructions for shareholder requests.",
+                  "chunk_count": 1,
+                  "children": []
+                }
+              ]
+            }
+          ]
+        },
+        {
+          "title": "Item 16. Form 10-K Summary",
+          "path": "2026-Annual-Report-Web.pdf/Part III_2/Item 16. Form 10-K Summary",
+          "level": 2,
+          "summary": "Not Applicable.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Signatures",
+          "path": "2026-Annual-Report-Web.pdf/Part III_2/Signatures",
+          "level": 2,
+          "summary": "The document is a signing page for an SEC filing by NVIDIA Corporation, dated February 25, 2026. It includes the signature of Jen-Hsun Huang as President and CEO, and a Power of Attorney appointing Huang and Colette M. Kress as attorneys-in-fact to sign amendments. The table lists signatories with their titles and dates.",
+          "chunk_count": 1,
+          "children": []
+        }
+      ]
+    },
+    {
+      "title": "Corporate Information",
+      "path": "2026-Annual-Report-Web.pdf/Corporate Information",
+      "level": 1,
+      "summary": "",
+      "chunk_count": 26,
+      "children": [
+        {
+          "title": "Board of Directors",
+          "path": "2026-Annual-Report-Web.pdf/Corporate Information/Board of Directors",
+          "level": 2,
+          "summary": "",
+          "chunk_count": 11,
+          "children": [
+            {
+              "title": "Jensen Huang",
+              "path": "2026-Annual-Report-Web.pdf/Corporate Information/Board of Directors/Jensen Huang",
+              "level": 3,
+              "summary": "Founder, President, and Chief Executive Officer NVIDIA Corporation",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Tench Coxe",
+              "path": "2026-Annual-Report-Web.pdf/Corporate Information/Board of Directors/Tench Coxe",
+              "level": 3,
+              "summary": "Former Managing Director Sutter Hill Ventures",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "John O. Dabiri",
+              "path": "2026-Annual-Report-Web.pdf/Corporate Information/Board of Directors/John O. Dabiri",
+              "level": 3,
+              "summary": "Centennial Professor of Aeronautics and Mechanical Engineering California Institute of Technology",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Dawn Hudson",
+              "path": "2026-Annual-Report-Web.pdf/Corporate Information/Board of Directors/Dawn Hudson",
+              "level": 3,
+              "summary": "Former Chief Marketing Officer National Football League, and Former Chief Executive Officer Pepsi-Cola North America",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Harvey C. Jones",
+              "path": "2026-Annual-Report-Web.pdf/Corporate Information/Board of Directors/Harvey C. Jones",
+              "level": 3,
+              "summary": "Managing Partner Square Wave Ventures",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Melissa B. Lora",
+              "path": "2026-Annual-Report-Web.pdf/Corporate Information/Board of Directors/Melissa B. Lora",
+              "level": 3,
+              "summary": "Former President Taco Bell International",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Stephen C. Neal (Lead Director)",
+              "path": "2026-Annual-Report-Web.pdf/Corporate Information/Board of Directors/Stephen C. Neal (Lead Director)",
+              "level": 3,
+              "summary": "Chairman Emeritus and Senior Counsel Cooley LLP",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "A. Brooke Seawell",
+              "path": "2026-Annual-Report-Web.pdf/Corporate Information/Board of Directors/A. Brooke Seawell",
+              "level": 3,
+              "summary": "Venture Partner New Enterprise Associates",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Aarti Shah",
+              "path": "2026-Annual-Report-Web.pdf/Corporate Information/Board of Directors/Aarti Shah",
+              "level": 3,
+              "summary": "Former Senior Vice President and Chief Information and Digital Officer Eli Lilly and Company",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Mark A. Stevens",
+              "path": "2026-Annual-Report-Web.pdf/Corporate Information/Board of Directors/Mark A. Stevens",
+              "level": 3,
+              "summary": "Managing Partner S-Cubed Capital",
+              "chunk_count": 1,
+              "children": []
+            }
+          ]
+        },
+        {
+          "title": "Founders",
+          "path": "2026-Annual-Report-Web.pdf/Corporate Information/Founders",
+          "level": 2,
+          "summary": "",
+          "chunk_count": 3,
+          "children": [
+            {
+              "title": "Jensen Huang",
+              "path": "2026-Annual-Report-Web.pdf/Corporate Information/Founders/Jensen Huang",
+              "level": 3,
+              "summary": "Founder, President, and Chief Executive Officer",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Chris A. Malachowsky",
+              "path": "2026-Annual-Report-Web.pdf/Corporate Information/Founders/Chris A. Malachowsky",
+              "level": 3,
+              "summary": "Founder and NVIDIA Fellow",
+              "chunk_count": 1,
+              "children": []
+            }
+          ]
+        },
+        {
+          "title": "Executive Team",
+          "path": "2026-Annual-Report-Web.pdf/Corporate Information/Executive Team",
+          "level": 2,
+          "summary": "",
+          "chunk_count": 5,
+          "children": [
+            {
+              "title": "Colette M. Kress",
+              "path": "2026-Annual-Report-Web.pdf/Corporate Information/Executive Team/Colette M. Kress",
+              "level": 3,
+              "summary": "Executive Vice President and Chief Financial Officer",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Jay Puri",
+              "path": "2026-Annual-Report-Web.pdf/Corporate Information/Executive Team/Jay Puri",
+              "level": 3,
+              "summary": "Executive Vice President Worldwide Field Operations",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Debora Shoquist",
+              "path": "2026-Annual-Report-Web.pdf/Corporate Information/Executive Team/Debora Shoquist",
+              "level": 3,
+              "summary": "Executive Vice President Operations",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Timothy S. Teter",
+              "path": "2026-Annual-Report-Web.pdf/Corporate Information/Executive Team/Timothy S. Teter",
+              "level": 3,
+              "summary": "Executive Vice President General Counsel and Secretary",
+              "chunk_count": 1,
+              "children": []
+            }
+          ]
+        },
+        {
+          "title": "Independent Accountants",
+          "path": "2026-Annual-Report-Web.pdf/Corporate Information/Independent Accountants",
+          "level": 2,
+          "summary": "PricewaterhouseCoopers LLP 3155 Olsen Drive, Suite 700 San Jose, California 95117",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "General Legal Counsel",
+          "path": "2026-Annual-Report-Web.pdf/Corporate Information/General Legal Counsel",
+          "level": 2,
+          "summary": "Cooley LLP 3175 Hanover Street Palo Alto, California 94304",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Transfer Agent and Registrar",
+          "path": "2026-Annual-Report-Web.pdf/Corporate Information/Transfer Agent and Registrar",
+          "level": 2,
+          "summary": "Computershare P.O Box 43006 Providence, Rhode Island 02940 www.computershare.com/investor",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Annual Meeting",
+          "path": "2026-Annual-Report-Web.pdf/Corporate Information/Annual Meeting",
+          "level": 2,
+          "summary": "June 24, 2026, at 09:00 a.m. PT Online at: www.virtualshareholder meeting.com/NVDA2026",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Form 10-K",
+          "path": "2026-Annual-Report-Web.pdf/Corporate Information/Form 10-K",
+          "level": 2,
+          "summary": "A copy of NVIDIA's Form 10-K filed with the SEC will be made available to all shareholders at no charge. The Form 10-K also can be accessed through the SEC website at www.sec.gov, or through NVIDIA's Investor Relations website at investor.nvidia.com. To receive a copy by mail, please contact:",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Investor Relations",
+          "path": "2026-Annual-Report-Web.pdf/Corporate Information/Investor Relations",
+          "level": 2,
+          "summary": "NVIDIA Corporation 2788 San Tomas Expressway Santa Clara, California 95051 shareholdermeeting@nvidia.com NVIDIA Corporation <details>0 [images/image-1-NVIDIA Logo.jpg] <details> <summary>natural_image</summary> Abstract 3D geometric logo with green spiral and hexagonal shapes on a grid background (no text or symbols) </details>",
+          "chunk_count": 1,
+          "children": []
+        }
+      ]
+    }
+  ],
+  "resources": {
+    "images": [
+      {
+        "path": "images/image-1-NVIDIA Logo.jpg",
+        "summary": "image-1 - Subject: 3D rendering of the NVIDIA corporate logo (green eye symbol) - Visual Style: High-gloss, metallic finish with a vibrant lime green color - Background: White geometric grid pattern composed of triangular facets - Perspective: Angled, close-up view emphasizing depth and texture"
+      },
+      {
+        "path": "images/image-2-AI Technology Stack.jpg",
+        "summary": "image-2 - Applications - Models - Infrastructure - Chips - Energy"
+      },
+      {
+        "path": "images/image-3-EINFRASTRU.jpg",
+        "summary": "image-3 EINFRASTRUCTURE] --> F CHATBOTS0"
+      },
+      {
+        "path": "images/image-4-ENERGY --_.jpg",
+        "summary": "image-4 ENERGY --> H DIGITAL BIOLOGY0"
+      },
+      {
+        "path": "images/image-5-__details_.jpg",
+        "summary": "image-5 </details> ROBOTAXI0"
+      },
+      {
+        "path": "images/image-6-CHATBOTS E.jpg",
+        "summary": "image-6 CHATBOTS ENTERPRISE0"
+      },
+      {
+        "path": "images/image-7-ROBOTAXI S.jpg",
+        "summary": "image-7 ROBOTAXI SCIENCE0"
+      },
+      {
+        "path": "images/image-8-ENTERPRISE.jpg",
+        "summary": "image-8 ENTERPRISE ROBOTICS0"
+      },
+      {
+        "path": "images/image-9-AI AGENTS .jpg",
+        "summary": "image-9 AI AGENTS MANUFACTURING0"
+      },
+      {
+        "path": "images/image-10-SCIENCE AI.jpg",
+        "summary": "image-10 SCIENCE AI CODER0"
+      },
+      {
+        "path": "images/image-11-Acronyms in AI and Machine Learning.jpg",
+        "summary": "image-11 LLM (Large Language Model) VLM (Vision Language Model) VLA (Vision-Language-Action) MMLLM (Multimodal Large Language Model) GPT (Generative Pre-trained Transformer) DM (Diffusion Model) GNN (Graph Neural Network) MOE (Mixture of Experts) SSM (State Space Model) LBM (Lattice Boltzmann Method)"
+      },
+      {
+        "path": "images/image-12-Stacked Server Racks.jpg",
+        "summary": "image-12 - Three-tier arrangement of server racks or storage units - Bottom tier: 12 visible units with illuminated vertical panels - Middle tier: 8 visible units, slightly offset from bottom row - Top tier: 6 visible units, centered above middle row - Units feature horizontal ventilation slots and glowing amber/yellow indicators - Dark background with white outline sketch style"
+      },
+      {
+        "path": "images/image-13-DSX Architecture Overview.jpg",
+        "summary": "image-13 - **Reference Designs, Best Practices, Methodologies**: Includes Rubin DSX Reference Designs, DSX Ecosystem, Omniverse DSX Blueprint, DSX Max-Q, DSX Flex, DSX Exchange, and DSX Sim. - **Chips, Systems, Facilities**: Features Power and Liquid Cooling components. - **DSX Libraries, APIs, Software**: Integrated with the architecture."
+      },
+      {
+        "path": "images/image-14-NVIDIA CEO InferenceMAX King.jpg",
+        "summary": "image-14 - Subject: Jensen Huang (CEO of NVIDIA) standing on stage with arms raised in a victory pose. - Attire: Black leather jacket, black t-shirt, black pants, and glasses. - Background: A large digital display showing a championship belt graphic. - Belt Details: - Central Plate: Features the text \"semianalysis\", \"InferenceMAX\", and \"KING\" with a crown icon above it. - Left Plate: Displays the NVIDIA logo. - Right Plate: Displays a logo resembling a lion's head (likely representing Semianalysis)."
+      },
+      {
+        "path": "images/image-15-NVIDIA Leads Open-Source AI.jpg",
+        "summary": "image-15 Chart Title: NVIDIA is World's Largest Contributor to Open-Source AI Y-Axis Label: Repos (Repository count) X-Axis Time Range: Jan 2025 to Feb 2026 Key Data Points & Rankings: 1. NVIDIA: Highest contributor, reaching over 400 repos by Feb 2026. 2. Alibaba Cloud: Second highest, reaching approximately 350 repos. 3. Hugging Face: Third highest, reaching approximately 200 repos. 4. Ai2: Fourth highest, reaching approximately 200 repos. 5. Meta: Reaching approximately 150 repos. 6. Google: Reaching approximately 120 repos. 7. IBM: Reaching approximately 110 repos. 8. ByteDance: Reaching approximately 100 repos. 9. Baidu: Reaching approximately 90 repos. 10. Tencent: Reaching approximately 80 repos. 11. Microsoft: Reaching approximately 80 repos. 12. Z"
+      },
+      {
+        "path": "images/image-16-Collection of decorative enamel pins.jpg",
+        "summary": "image-16 - DNA double helix structure with chemical formula labels (H3C, CH3, NH2) - Globe showing North and South America - Cartoon character waving (wearing glasses and jacket) - Spiral galaxy or atom model design - Red and gold robot figure waving - Front view of a car with blue and yellow accents"
+      },
+      {
+        "path": "images/image-17-Nemoclaw Agentic AI Architecture.jpg",
+        "summary": "image-17 Central Node: Nemoclaw (Agentic AI) Input/Interaction Layer: - Multi-modal Prompt - Files (Structured, Unstructured) - Computer Use - Tools (CLI, MCP) - OpenShell Core Components & Connections: - Memory - LLM (Large Language Model) - Sub-Agents - Skills Left-Side Infrastructure (Hardware/Data): - cuDF, cuVS - vGPU Right-Side Software Stack: - Nemotron, Nemo, Dynamo, NIM - AI-Q - cuOPT"
+      },
+      {
+        "path": "images/image-18-Future Robotics Exhibition.jpg",
+        "summary": "image-18 A panoramic view of a high-tech exhibition hall featuring an extensive collection of advanced robotics and machinery. **Heavy Machinery & Industrial Equipment:** - A large yellow CAT excavator on the far left. - Multiple industrial robotic arms, including white, yellow, and orange articulated arms on the right side. **Humanoid Robots:** - A diverse array of humanoid robots displayed throughout the scene: - Several standing on the upper balcony level. - Various models (silver, white, black) arranged on the main floor stage. - Smaller units and service robots interspersed among the larger figures. - One distinct orange humanoid robot near the center-right foreground. **Vehicles & Drones:** - Three modern luxury cars parked on the right side (Silver Mercedes-Benz, Grey sports car, Blue sedan). - A small drone flying in the central area above the stage."
+      },
+      {
+        "path": "images/image-19-Signature.jpg",
+        "summary": "image-19 Jonathan King"
+      },
+      {
+        "path": "images/image-20-Jensen Huang Presentation.jpg",
+        "summary": "image-20 - Subject: Jensen Huang (CEO of NVIDIA) - Attire: Signature black leather jacket, glasses, dark trousers - Action: Gesturing with both hands while holding a presentation clicker/remote - Context: Appears to be speaking on stage during a keynote or product presentation against a dark background"
+      },
+      {
+        "path": "images/image-21-Poster Gallery Event.jpg",
+        "summary": "image-21 Location: Jose Civic Signage: \"Poster Gallery\", \"Reimagine What's Possible\" Scene: Outdoor gathering with a crowd of people in front of a green exhibition structure."
+      },
+      {
+        "path": "images/image-22-Inference At-Scale is Extreme Computing.jpg",
+        "summary": "image-22 - Chart Title: Inference At-Scale is Extreme Computing - Y-Axis Label: Throughput (Tokens per Second For Factory) - X-Axis Label: Smart AI Fast Response (Tokens per Second For Cloud) - Key Data Points & Trends: - Revenue Curve: Shows a high-throughput curve where revenue increases with throughput before declining. - FLOPS Factors: An arrow points to the curve labeled \"FLOPS, HBM Memory, HBM Bandwidth, Software and Architecture,\" indicating these are key drivers for performance."
+      },
+      {
+        "path": "images/image-23-NVIDIA GTC Event Scene.jpg",
+        "summary": "image-23 - Primary Subject: Outdoor scene at the NVIDIA GTC (GPU Technology Conference) event featuring attendees and autonomous mobile robots. - Key Objects: Two small, black, wheeled robots are visible in the foreground/mid-ground. One robot has a sign reading \"Welcome to NVIDIA GTC\" with the NVIDIA logo. The other robot has a tall green banner attached with the NVIDIA logo and a QR code. - People: Several individuals are present, wearing conference lanyards (green). Some are looking at phones, while others appear to be interacting with or observing the robots. - Background/Context: The setting is an outdoor plaza or park area with trees, white tents, and string lights in the background, suggesting an evening or late afternoon atmosphere."
+      },
+      {
+        "path": "images/image-24-Silhouette of Man Gazing at Earth.jpg",
+        "summary": "image-24 - Primary Subject: A silhouette of a man standing in profile on the left side, looking out towards a large display. - Scene Description: The background is a massive screen or projection showing a view of planet Earth from space. - Visual Details: The image depicts the curvature of the Earth with blue oceans and white cloud formations. There are patches of yellow and green overlaying the clouds, suggesting weather data or satellite imagery. The top left corner shows the blackness of space and the atmospheric glow along the horizon."
+      },
+      {
+        "path": "images/image-25-Virtual me.jpg",
+        "summary": "image-25 Virtual meeting admission: We will be holding the 2026 Meeting virtually at the location listed above. To participate, you will need the Control Number included on your notice of proxy materials or printed proxy card. Timothy S. Teter0"
+      },
+      {
+        "path": "images/image-26-Server Rack Hardware.jpg",
+        "summary": "image-26 - Multiple server modules installed in a rack chassis - Vertical gold-colored connectors visible on each module faceplate - Black ventilation grilles located at the top of the unit - Industrial data center or telecommunications equipment"
+      },
+      {
+        "path": "images/image-27-NVIDIA RTX 4090.jpg",
+        "summary": "image-27 Product: Graphics Card (GPU) Model: GeForce RTX 4090 Brand: NVIDIA Visual Features: Dual-fan cooling system, black and silver chassis design. Background: Abstract green wave pattern typical of NVIDIA branding."
+      },
+      {
+        "path": "images/image-28-Photo of a laptop workspace.jpg",
+        "summary": "image-28 Primary subject: A silver laptop displaying a terminal window with code or command-line text. Notable features: - An orange fish figurine (resembling Nemo) sitting on the left side of the keyboard. - A pair of eyeglasses resting on the desk to the left. - A gold-colored external hard drive or speaker to the right. - The laptop screen shows a dark interface with green and white text, likely a coding environment or system logs. - Background is blurred, suggesting an office or home setting."
+      },
+      {
+        "path": "images/image-29-Automotive X-Ray Visualization.jpg",
+        "summary": "image-29 Primary subject: A modern sedan vehicle shown in a semi-transparent, wireframe style. Visual details: The image highlights the internal structure and components of the car using glowing cyan lines against a black background. Visible features: The chassis, wheels, suspension system, engine bay area, and cabin frame are clearly outlined to demonstrate the vehicle's architecture."
+      },
+      {
+        "path": "images/image-30-Growth Over Time.jpg",
+        "summary": "image-30 1-Year: 32% 3-Year: 822% 5-Year: 1,349%"
+      },
+      {
+        "path": "images/image-31-Financial Returns by Period.jpg",
+        "summary": "image-31 - Chart Title: Dividends and Stock Repurchases - Categories (X-Axis): 1-Year, 3-Year, 5-Year - Legend: Purple = Dividends, Green = Stock Repurchases Data Points: - 1-Year Period: - Total Return: $41.4 - Stock Repurchases: $40.4 - Dividends: $1.0 - 3-Year Period: - Total Return: $86.3 - Stock Repurchases: $84.1 - Dividends: $2.2 - 5-Year Period: - Total Return: $97.2 - Stock Repurchases: $94.2 - Dividends: $3.0"
+      },
+      {
+        "path": "images/image-32-TENCH COXE.jpg",
+        "summary": "image-32 TENCH COXE Financial/Financial0"
+      },
+      {
+        "path": "images/image-33-Tench Coxe.jpg",
+        "summary": "image-33 Tench Coxe was a Managing Director of Sutter Hill Ventures, a venture capital investment firm, from 1989 to 2020, where he focused on investments in the IT sector. Prior to joining Sutter Hill Ventures in 1987, he was Director of Marketing and MIS at Digital Communication Associates. He was a director of Artisan Partners Asset Management Inc., an institutional money management firm from 1995 to 2025. Mr. Coxe holds a BA degree in Economics from Dartmouth College and an MBA degree from Harvard Business School. Governance & Public0"
+      },
+      {
+        "path": "images/image-34-Financial_.jpg",
+        "summary": "image-34 Financial/Financial Emerging Technologies & Business Models0"
+      },
+      {
+        "path": "images/image-35-Governance.jpg",
+        "summary": "image-35 Governance & Public Human Capital0"
+      },
+      {
+        "path": "images/image-36-JOHN O. DA.jpg",
+        "summary": "image-36 JOHN O. DABIRI Industry & Technical0"
+      },
+      {
+        "path": "images/image-37-John O. Da.jpg",
+        "summary": "image-37 John O. Dabiri is the Centennial Professor of Aeronautics and Mechanical Engineering at the California Institute of Technology. He is a recipient of the National Medal of Science, a MacArthur Foundation \"Genius Grant,\" the National Science Foundation Alan T. Waterman Award, and the Presidential Early Career Award for Scientists and Engineers. He heads the Dabiri Lab, which conducts research at the intersections of fluid mechanics, energy and environment, and biology. From 2021 to January 2025, he served on President Biden's Council of Advisors on Science and Technology (PCAST) and Energy Secretary Granholm's Energy Advisory Board (SEAB). From 2015 to 2019, he served as a Professor of Civil and Environmental Engineering and of Mechanical Engineering at Stanford University, where he was recognized with the Eugene L. Grant Award for Excellence in Teaching. From 2005 to 2015, he was a Professor of Aeronautics and Bioengineering at the California Institute of Technology, during which time he also served as Director of the Center for Bioinspired Wind Energy, Chair of the Faculty, and Dean of Students. Dr. Dabiri is a Fellow of the American Physical Society, where he previously served as Chair of the Division of Fluid Dynamics. He also serves on the board of trustees of the Gordon and Betty Moore Foundation and previously served as a member of the National Academies' Committee on Science, Technology, and Law. Dr. Dabiri holds a PhD degree in Bioengineering and an MS degree in Aeronautics from the California Institute of Technology, and a BSE degree summa cum laude in Mechanical and Aerospace Engineering from Princeton University. Emerging Technologies & Business Models0"
+      },
+      {
+        "path": "images/image-38-Jen-Hsun H.jpg",
+        "summary": "image-38 Jen-Hsun Huang founded NVIDIA in 1993 and has served since its inception as President, Chief Executive Officer, and a member of the Board. Senior Leadership & Operations Experience0"
+      },
+      {
+        "path": "images/image-39-Mr. Huang .jpg",
+        "summary": "image-39 Mr. Huang has been elected to the National Academy of Engineering and in 2026 was appointed to the President's Council of Advisors of Science and Technology. He is a recipient of the Semiconductor Industry Association's highest honor, the Robert N. Noyce Award; the IEEE Founder's Medal; the Dr. Morris Chang Exemplary Leadership Award; and honorary doctorate degrees from Taiwan's National Chiao Tung University, National Taiwan University, Oregon State University, Huazhong University of Science and Technology and Linköping University. He has been named the world's best CEO by Fortune, the Economist, and Brand Finance, as well as one of TIME magazine's 100 most influential people. Industry & Technical0"
+      },
+      {
+        "path": "images/image-40-Mr. Huang .jpg",
+        "summary": "image-40 Mr. Huang is one of the technology industry's most respected executives, having taken NVIDIA from a startup to a world leader in accelerated computing. Under his guidance, NVIDIA has compiled a record of consistent innovation and sharp execution, marked by products that have gained strong market share. Financial/Financial0"
+      },
+      {
+        "path": "images/image-41-Industry &.jpg",
+        "summary": "image-41 Industry & Technical Governance & Public Company Board0"
+      },
+      {
+        "path": "images/image-42-Financial_.jpg",
+        "summary": "image-42 Financial/Financial Emerging Technologies & Business Models0"
+      },
+      {
+        "path": "images/image-43-Community .jpg",
+        "summary": "image-43 Community Marketing,0"
+      },
+      {
+        "path": "images/image-44-Emerging T.jpg",
+        "summary": "image-44 Emerging Technologies & Business Models Regulatory, Legal & Risk Management0"
+      },
+      {
+        "path": "images/image-45-Marketing,.jpg",
+        "summary": "image-45 Marketing, Human Capital0"
+      },
+      {
+        "path": "images/image-38-Jen-Hsun H.jpg_2",
+        "summary": "image-38 Jen-Hsun Huang founded NVIDIA in 1993 and has served since its inception as President, Chief Executive Officer, and a member of the Board. Senior Leadership & Operations Experience0"
+      },
+      {
+        "path": "images/image-46-Financial .jpg",
+        "summary": "image-46 Financial Expert Financial/Financial Community0"
+      },
+      {
+        "path": "images/image-47-Ms. Hudson.jpg",
+        "summary": "image-47 Ms. Hudson brings to the board experience in executive leadership. As a longtime marketing executive, she has valuable expertise and insights in leveraging brands, brand development and consumer behavior. She also has considerable corporate governance experience, gained from more than two decades of serving on the boards of public companies. Governance & Public0"
+      },
+      {
+        "path": "images/image-48-Financial_.jpg",
+        "summary": "image-48 Financial/Financial Community Marketing,0"
+      },
+      {
+        "path": "images/image-49-Company Bo.jpg",
+        "summary": "image-49 Company Board Human Capital Management Experience0"
+      },
+      {
+        "path": "images/image-50-Other Curr.jpg",
+        "summary": "image-50 Other Current Public Company Boards: None Senior Leadership & Operations Experience0"
+      },
+      {
+        "path": "images/image-51-Financial .jpg",
+        "summary": "image-51 Financial Expert Industry & Technical0"
+      },
+      {
+        "path": "images/image-52-Mr. Jones .jpg",
+        "summary": "image-52 Mr. Jones brings to the board an executive management background, an understanding of semiconductor technologies and complex system design. He provides valuable insight into innovation strategies, research and development efforts, as well as management and development of our technical employees. His significant financial community experience gives the Board an understanding of the methods by which companies can increase value for their stockholders. Financial/Financial0"
+      },
+      {
+        "path": "images/image-53-Industry &.jpg",
+        "summary": "image-53 Industry & Technical Governance & Public0"
+      },
+      {
+        "path": "images/image-54-Financial_.jpg",
+        "summary": "image-54 Financial/Financial Emerging Technologies & Business Models0"
+      },
+      {
+        "path": "images/image-55-Governance.jpg",
+        "summary": "image-55 Governance & Public Marketing,0"
+      },
+      {
+        "path": "images/image-56-Emerging T.jpg",
+        "summary": "image-56 Emerging Technologies & Business Models Human Capital0"
+      },
+      {
+        "path": "images/image-57-### A. BRO.jpg",
+        "summary": "image-57 ### A. BROOKE SEAWELL Senior Leadership & Operations Experience0"
+      },
+      {
+        "path": "images/image-46-Financial .jpg_2",
+        "summary": "image-46 Financial Expert Financial/Financial Community0"
+      },
+      {
+        "path": "images/image-58-Senior Lea.jpg",
+        "summary": "image-58 Senior Leadership & Operations Experience Governance & Public0"
+      },
+      {
+        "path": "images/image-59-Financial_.jpg",
+        "summary": "image-59 Financial/Financial Emerging Technologies & Business Models0"
+      },
+      {
+        "path": "images/image-60-Governance.jpg",
+        "summary": "image-60 Governance & Public Regulatory, Legal & Risk Management0"
+      },
+      {
+        "path": "images/image-61-Company Bo.jpg",
+        "summary": "image-61 Company Board Human Capital0"
+      },
+      {
+        "path": "images/image-62-AARTI SHAH.jpg",
+        "summary": "image-62 AARTI SHAH Senior Leadership & Operations Experience0"
+      },
+      {
+        "path": "images/image-63-Aarti Shah.jpg",
+        "summary": "image-63 Aarti Shah serves on the boards of various companies and non-profit organizations. Dr. Shah worked at Eli Lilly and Company for 27 years until 2021 and served in several functional and business leadership roles, most recently as Senior Vice President and Chief Information and Digital Officer, as well as Senior Statistician, Research Scientist, Vice President for Biometrics, and Global Brand Development Leader in Lilly's Bio-Medicines business unit. Dr. Shah has served on the board and as a member of the science, innovation & development committee and human capital and ESG committee of Sandoz Group AG, a pharmaceutical company, since 2023. Dr. Shah has served on the board of trustees and as a member of the audit committee and distribution and technology committee of Northwestern Mutual since 2020, a financial services organization. Dr. Shah serves on the board, strategic planning committee, and global and technology committee of St. Jude Children's Research Hospital and American Lebanese Syrian Associated Charities (ALSAC), a non-profit organization. She also serves as the secretary and a trustee of the non-profit organization, Shrimad Rajchandra Mission Dharampur USA. She served on the Indianapolis Public Library Foundation board for the full term of 9 years and on the Center for Interfaith Cooperation for the full term of 4 years. Dr. Shah received her BS and MS degrees in Statistics and Mathematics in India before completing her PhD degree in Applied Statistics from the University of California, Riverside. Industry & Technical0"
+      },
+      {
+        "path": "images/image-64-Dr. Shah b.jpg",
+        "summary": "image-64 Dr. Shah brings to the Board executive leadership and senior operating experience. Additionally she brings expertise in drug development and technical expertise in the areas of information technology, cybersecurity, advanced analytics, data sciences, and digital health. Governance & Public0"
+      },
+      {
+        "path": "images/image-65-Industry &.jpg",
+        "summary": "image-65 Industry & Technical Emerging Technologies & Business Models0"
+      },
+      {
+        "path": "images/image-66-Governance.jpg",
+        "summary": "image-66 Governance & Public Marketing,0"
+      },
+      {
+        "path": "images/image-67-Emerging T.jpg",
+        "summary": "image-67 Emerging Technologies & Business Models Regulatory, Legal & Risk Management0"
+      },
+      {
+        "path": "images/image-68-Marketing,.jpg",
+        "summary": "image-68 Marketing, ### MARK A. STEVENS0"
+      },
+      {
+        "path": "images/image-69-Committees.jpg",
+        "summary": "image-69 Committees: CC, NCGC Industry & Technical0"
+      },
+      {
+        "path": "images/image-70-#### Indep.jpg",
+        "summary": "image-70 #### Independent Director Financial/Financial Community0"
+      },
+      {
+        "path": "images/image-71-Mr. Steven.jpg",
+        "summary": "image-71 Mr. Stevens brings to the Board a deep understanding of the technology industry, and the drivers of structural change and high-growth opportunities. He provides valuable insight regarding corporate strategy development and the analysis of acquisitions and divestitures. His significant financial community experience gives the Board an understanding of the methods by which companies can increase value for their stockholders. Governance & Public0"
+      },
+      {
+        "path": "images/image-72-Financial_.jpg",
+        "summary": "image-72 Financial/Financial Community Emerging Technologies & Business Models0"
+      },
+      {
+        "path": "images/image-73-Compensation Structure Breakdown.jpg",
+        "summary": "image-73 - Chart Type: Stacked Bar Chart - Components (from left to right): - SY PSUs: 44% - MY PSUs: 44% - Variable Cash: 8% - Base Salary: 4%"
+      },
+      {
+        "path": "images/image-74-Compensation Structure Breakdown.jpg",
+        "summary": "image-74 - Chart Title: Compensation Composition (SY PSUs, MY PSUs, RSUs, Variable Cash, Base Salary) - Data Source/Context: Likely represents a total compensation mix for an employee or role. - Component Breakdown: - SY PSUs (Short-term Performance Units): 23% - MY PSUs (Medium-term Performance Units): 23% - RSUs (Restricted Stock Units): 46% - Variable Cash: 2% - Base Salary: 6%"
+      },
+      {
+        "path": "images/image-75-Executive Compensation Timeline.jpg",
+        "summary": "image-75 December 2024: CC determined peer companies December 2024 - January 2025: Members of management and the Board, including our Lead Director and CC Chair, engaged in stockholder outreach March 2025: CC determined performance goals and approved target compensation levels and PSU and RSU grants, considering stockholder feedback and peer company practices March 2026: CC certified achievement and payouts for Fiscal 2026 Variable Cash Plan, SY PSUs granted in Fiscal 2026 and MY PSUs granted in Fiscal 2024* May 2026: CC oversaw compensation risk assessment; published executive compensation program details in proxy statement"
+      },
+      {
+        "path": "images/image-76-NVIDIA Salary Percentiles.jpg",
+        "summary": "image-76 75th Percentile: $229.70 NVIDIA: $113.27 Median: $54.03 25th Percentile: $40.93"
+      },
+      {
+        "path": "images/image-77-NVIDIA vs Percentile Data.jpg",
+        "summary": "image-77 Chart Title: Not specified Y-Axis Label: Currency ($) ranging from $0 to $3,500 X-Axis Categories: NVIDIA, 75th Percentile, Median, 25th Percentile Data Points: - NVIDIA: $3,471.92 - 75th Percentile: $1,913.24 - Median: $536.35 - 25th Percentile: $242.70"
+      },
+      {
+        "path": "images/image-78-NEO CAP versus TSR.jpg",
+        "summary": "image-78 Chart Title: NEO CAP versus TSR Data Series: - CEO CAP (Dark Grey Bars) - Other NEOs Average CAP (Light Grey Bars) - NVIDIA TSR (Green Line) - Nasdaq 100 Index TSR (Purple Line) Time Range: Fiscal Years 2022 through 2026 Key Data Points (CAP in millions): - Fiscal 2022: CEO CAP $105.5; Other NEOs Average CAP $38.5 - Fiscal 2023: CEO CAP ($4.1); Other NEOs Average CAP ($1.4) - Fiscal 2024: CEO CAP $234.1; Other NEOs Average CAP $85.6 - Fiscal 2025: CEO CAP $344.2; Other NEOs Average CAP $125.6 - Fiscal 2026: CEO CAP $162.2; Other NEOs Average CAP $57.7 Key Data Points (TSR values): - Fiscal 20"
+      },
+      {
+        "path": "images/image-79-NEO CAP vs Income.jpg",
+        "summary": "image-79 Chart Title: NEO CAP versus Net Income & Non-GAAP Operating Income Data Series: - CEO CAP (Dark Grey Bars) - Other NEOs Average CAP (Light Grey Bars) - Net Income (Green Line) - Non-GAAP Operating Income (Purple Line) Fiscal 2022 Data: - CEO CAP: $105.5 million - Other NEOs Average CAP: $38.5 million - Net Income: $9,752 million - Non-GAAP Operating Income: $12,690 million Fiscal 2023 Data: - CEO CAP: ($4.1) million (Negative) - Other NEOs Average CAP: ($1.4) million (Negative) - Net Income: $4,368 million - Non-GAAP Operating Income: $9,040 million Fiscal 2024 Data: - CEO CAP: $234.1 million - Other NEOs Average CAP: $85.6 million - Net Income: $29"
+      },
+      {
+        "path": "images/image-80-Effect of .jpg",
+        "summary": "image-80 Effect of abstentions: Same as a vote AGAINST. <details>0"
+      },
+      {
+        "path": "images/image-81-### Delinq.jpg",
+        "summary": "image-81 ### Delinquent Section 16(a) Reports Timothy S. Teter0"
+      },
+      {
+        "path": "images/image-82-ANNUAL REP.jpg",
+        "summary": "image-82 ANNUAL REPORT PURSUANT TO SECTION 13 OR 15(d) OF THE SECURITIES EXCHANGE ACT OF 1934 NVIDIA.0"
+      },
+      {
+        "path": "images/image-83-NVIDIA Stock Growth.jpg",
+        "summary": "image-83 Chart Title: NVIDIA Corporation vs S&P 500 vs Nasdaq 100 Performance Time Range: January 31, 2021 to January 25, 2026 Data Series & Key Points: - **NVIDIA Corporation (Green Line):** Shows exponential growth. - Jan 2021: ~100 - Jan 2022: ~180 - Jan 2023: ~170 - Jan 2024: ~470 - Jan 2025: ~1,100 - Jan 2026: ~1,450 - **S&P 500 (Grey Square Marker):** Shows slow, steady linear growth. - Starts at ~100 in Jan 2021 and ends near ~200 in Jan 2026. - **Nasdaq 100 (Purple Triangle Marker):** Shows slow, steady linear growth similar to S&P 500"
+      },
+      {
+        "path": "images/image-1-NVIDIA Logo.jpg_2",
+        "summary": "image-1 NVIDIA Corporation <details>0"
+      }
+    ],
+    "tables": [
+      {
+        "path": "tables/table-0 GPU Cloud Growth.html",
+        "summary": "table-1 The table shows projected GPU/cloud service growth from Jan 2025 to Feb 2026, with NVIDIA leading at ~450 units, followed by Alibaba Cloud at ~350 and Hugging Face at ~200."
+      },
+      {
+        "path": "tables/table-1 NVIDIA Definitions.html",
+        "summary": "table-2 A table of defined terms and acronyms used in NVIDIA's proxy materials, covering compensation plans, committees, and financial metrics."
+      },
+      {
+        "path": "tables/table-2 Revenue Growth.html",
+        "summary": "table-3 Revenue reached $215.9 billion, up 65% year on year. Gross margin was 71.1%, down 3.9 points. Operating income rose 60% to $130.4 billion, and diluted EPS increased 67% to $4.90."
+      },
+      {
+        "path": "tables/table-3 NVIDIA Revenue.html",
+        "summary": "table-4 NVIDIA's Compute & Networking revenue reached $193.5B (up 67% YoY) and Graphics $22.5B (up 57% YoY), totaling $215.9B (up 65% YoY). Operating income was $139.3B (up 58% YoY)."
+      },
+      {
+        "path": "tables/table-4 Returns by Period.html",
+        "summary": "table-5 The table shows investment returns over 1-year (32%), 3-year (822%), and 5-year (1,349%) periods."
+      },
+      {
+        "path": "tables/table-5 Dividend & Buyback.html",
+        "summary": "table-6 The table shows dividends and stock repurchases over 1, 3, and 5 years. Dividends increase from $0 to $3.0, while repurchases rise from $40.4 to $94.2."
+      },
+      {
+        "path": "tables/table-6 Proxy Voting Items.html",
+        "summary": "table-7 The table lists 7 proposals for a shareholder vote, including director elections, executive compensation, auditor ratification, and stockholder proposals, with board recommendations and voting requirements."
+      },
+      {
+        "path": "tables/table-7 Board of Directors.html",
+        "summary": "table-8 The table lists 10 board members of a company, including their age, director start year, independence status, financial expertise, committee roles, and other board memberships."
+      },
+      {
+        "path": "tables/table-8 Board Skills Matrix.html",
+        "summary": "table-9 A table showing board members' expertise across eight categories including leadership, industry, finance, governance, emerging tech, marketing, regulatory, and human capital."
+      },
+      {
+        "path": "tables/table-9 Performance Goals.html",
+        "summary": "table-10 The table outlines performance goals for Variable Cash Plan, SY PSUs, and MY PSUs with thresholds, base, and stretch targets for Fiscal 2026 Revenue, Non-GAAP Operating Income, and 3-Year Relative TSR."
+      },
+      {
+        "path": "tables/table-10 Performance Payouts.html",
+        "summary": "table-11 Table shows performance achievement for Fiscal 2026: $215.9B revenue, $137.3B Non-GAAP Operating Income, 100th percentile TSR. Payouts range from 150% to 200% of target."
+      },
+      {
+        "path": "tables/table-11 Proxy Voting.html",
+        "summary": "table-12 The table outlines methods for voting, changing votes, or revoking proxies for the 2026 meeting, including virtual attendance, mail, telephone, online, written notice, or submitting a later proxy card."
+      },
+      {
+        "path": "tables/table-12 Proposal Voting.html",
+        "summary": "table-13 Seven proposals including director election, executive compensation, auditor ratification, and stockholder proposals with voting requirements and abstention effects."
+      },
+      {
+        "path": "tables/table-13 NVIDIA Board.html",
+        "summary": "table-14 The table lists NVIDIA's board members, including Tench Coxe, Jen-Hsun Huang, and others, with details on age, tenure, independence, financial expertise, and committee roles."
+      },
+      {
+        "path": "tables/table-14 Board Skills Matrix.html",
+        "summary": "table-15 A table listing director qualifications: senior leadership, industry, finance, governance, emerging tech, marketing, legal/risk, and human capital management experience."
+      },
+      {
+        "path": "tables/table-15 Director Profile.html",
+        "summary": "table-16 A 68-year-old independent director serving since 1993 on Audit and Compensation Committees, with no other current public company board memberships."
+      },
+      {
+        "path": "tables/table-16 Director Profile.html",
+        "summary": "table-17 A 46-year-old independent director since 2020, serving on CC and NCGC committees, with no other public company boards."
+      },
+      {
+        "path": "tables/table-17 Director Profile.html",
+        "summary": "table-18 Director aged 63, serving since 2023, on Audit and Nominating/Governance committees. Also a Conagra Brands board member since 2019, independent and a financial expert."
+      },
+      {
+        "path": "tables/table-18 Leadership & Operations.html",
+        "summary": "table-19 The table outlines senior leadership, operations, financial, governance, emerging technologies, marketing, and human capital management experience areas."
+      },
+      {
+        "path": "tables/table-19 Director Profile.html",
+        "summary": "table-20 A 77-year-old independent director since 2019, serves on NCGC committee, no other public boards, and is Lead Director."
+      },
+      {
+        "path": "tables/table-20 Leadership & Governance.html",
+        "summary": "table-21 The table lists senior leadership, operations, governance, public company board, marketing, communications, brand management, regulatory, legal, risk management, and human capital management experience."
+      },
+      {
+        "path": "tables/table-21 Director Profile.html",
+        "summary": "table-22 A 78-year-old independent director since 1997, serves on the Audit Committee and is a financial expert. Also a board member at Tenable Holdings since 2017."
+      },
+      {
+        "path": "tables/table-22 Director Profile.html",
+        "summary": "table-23 Age 61, director since 2020, serves on Audit and Compensation Committees. Also on board of Sandoz Group AG since 2023. Independent director."
+      },
+      {
+        "path": "tables/table-23 Board Risk Oversight.html",
+        "summary": "table-24 The Board of Directors oversees major risks including business model, strategy, operations, regulatory, cybersecurity, brand, and enterprise risk management."
+      },
+      {
+        "path": "tables/table-24 Board Oversight.html",
+        "summary": "table-25 The table outlines board committee responsibilities: Audit covers financial integrity, risk, cybersecurity, internal audit, and compliance; Compensation covers policies and human capital; Governance covers structure, stockholder concerns, CSR, and trade compliance."
+      },
+      {
+        "path": "tables/table-25 Director Compensation.html",
+        "summary": "table-26 The table lists director compensation for 12 individuals, showing cash fees, stock awards, and total amounts, with most receiving $85,000 cash and $278,809 in stock."
+      },
+      {
+        "path": "tables/table-26 RSU Holdings Table.html",
+        "summary": "table-27 The table lists board members and their restricted stock units (RSUs). Robert K. Burgess, Persis S. Drell, and Ellen Ochoa have zero RSUs; others hold 900 or 1,880 RSUs."
+      },
+      {
+        "path": "tables/table-27 Beneficial Ownership.html",
+        "summary": "table-28 Table lists beneficial ownership of shares for NEOs, directors, and 5% stockholders, including Jen-Hsun Huang (3.58%), BlackRock (7.43%), and Vanguard (7.31%)."
+      },
+      {
+        "path": "tables/table-28 Compensation Breakdown.html",
+        "summary": "table-29 The table shows compensation components: SY PSUs (44%), MY PSUs (44%), Variable Cash (8%), and Base Salary (4%)."
+      },
+      {
+        "path": "tables/table-29 Compensation Mix.html",
+        "summary": "table-30 The table shows a compensation breakdown: SY PSUs 23%, MY PSUs 23%, RSUs 46%, Variable Cash 6%, Base Salary 2%."
+      },
+      {
+        "path": "tables/table-30 Fiscal 2026 Goals.html",
+        "summary": "table-31 Table shows stretch compensation plan goals vs actual performance for fiscal 2026: revenue $160B goal vs $215.9B actual, non-GAAP operating income $96B goal vs $137.3B actual, TSR 75th percentile goal vs 100th percentile actual."
+      },
+      {
+        "path": "tables/table-31 Tech Companies.html",
+        "summary": "table-32 The table lists major technology companies including Alphabet, Meta, Amazon, Microsoft, Apple, Netflix, Broadcom, Oracle, Cisco, Qualcomm, IBM, Salesforce, Intel, and Visa with their stock tickers."
+      },
+      {
+        "path": "tables/table-32 Percentile Values.html",
+        "summary": "table-33 The table shows financial percentile values: 75th percentile at $229.70, NVIDIA at $113.27, median at $54.03, and 25th percentile at $40.93."
+      },
+      {
+        "path": "tables/table-33 NVIDIA Value Data.html",
+        "summary": "table-34 The table shows NVIDIA's value at $3,471.92, with the 75th percentile at $1,913.24, median at $536.35, and 25th percentile at $242.70."
+      },
+      {
+        "path": "tables/table-34 NEO Compensation.html",
+        "summary": "table-35 Table details NEO compensation components: fixed base salary, variable cash, and equity (PSUs, RSUs) with performance measures, vesting periods, and maximum earning potentials."
+      },
+      {
+        "path": "tables/table-35 Compensation Plans.html",
+        "summary": "table-36 The table outlines three compensation plans: Variable Cash Plan (1-year Revenue metric), SY PSUs (1-year Non-GAAP Operating Income), and MY PSUs (3-year TSR relative to S&P 500). Rationale focuses on driving value, growth, and shareholder alignment."
+      },
+      {
+        "path": "tables/table-36 Compensation Plan.html",
+        "summary": "table-37 Table shows Variable Cash Plan and PSUs with Threshold, Base, and Stretch targets for Fiscal 2026 Revenue, Non-GAAP Operating Income, and 3-Year Relative TSR."
+      },
+      {
+        "path": "tables/table-37 Performance Payouts.html",
+        "summary": "table-38 Table shows performance achievement for Fiscal 2026: $215.9B revenue, $137.3B Non-GAAP Operating Income, 100th percentile 3-year TSR. Payouts range from 150% to 200% of target."
+      },
+      {
+        "path": "tables/table-38 CEO Pay Summary.html",
+        "summary": "table-39 CEO target pay totals $35.5M, up 11% from FY2025. Base salary flat at $1.5M. Variable cash at $3M with 200% payout. Equity up 13% to $31M, with PSUs vesting at 150% of target."
+      },
+      {
+        "path": "tables/table-39 EVP CFO Pay.html",
+        "summary": "table-40 EVP & CFO target pay is $16M, up 7% from FY2025. Base salary flat at $900K. Variable cash at 200% payout. SY and MY PSUs at 200% target. RSUs up 7%."
+      },
+      {
+        "path": "tables/table-40 EVP Compensation.html",
+        "summary": "table-41 EVP Worldwide Field Operations total target pay is $16M, up 7% from FY2025. Base salary $950K, variable cash $650K, equity $14.4M. Performance-based payouts at 200% for exceeding stretch goals."
+      },
+      {
+        "path": "tables/table-41 EVP Compensation.html",
+        "summary": "table-42 EVP Operations target pay $16M, up 19% from FY2025. Base salary flat at $850K. Variable cash flat at $250K, with 200% payout. Equity up 20% to $14.9M. PSUs and RSUs increased."
+      },
+      {
+        "path": "tables/table-42 Executive Pay.html",
+        "summary": "table-43 EVP General Counsel target pay $16M, up 19% from FY2025. Base salary $850K, variable cash $250K, equity $14.9M. Performance-based payouts at 200% for exceeding goals."
+      },
+      {
+        "path": "tables/table-43 Non-GAAP Income.html",
+        "summary": "table-44 The table shows GAAP operating income rising from $81,453 in Fiscal 2025 to $130,387 in Fiscal 2026, with adjustments for stock-based compensation, acquisition costs, and other items, resulting in Non-GAAP Operating Income of $86,789 and $137,300 respectively."
+      },
+      {
+        "path": "tables/table-44 Executive Compensation.html",
+        "summary": "table-45 The table shows compensation for NVIDIA executives including CEO Jen-Hsun Huang, CFO Colette Kress, and others for fiscal years 2024-2026, with salary, stock awards, and total pay."
+      },
+      {
+        "path": "tables/table-45 PSU Awards Table.html",
+        "summary": "table-46 The table shows Performance Stock Unit (PSU) awards for five executives across fiscal years 2024-2026, with SY and MY PSU values in dollars."
+      },
+      {
+        "path": "tables/table-46 Executive Compensation.html",
+        "summary": "table-47 The table details 2025 executive compensation for five Nvidia executives, including Jen-Hsun Huang, with awards like SY PSU, MY PSU, RSU, and Variable Cash Plan, showing estimated payouts and stock values."
+      },
+      {
+        "path": "tables/table-47 Stock Awards.html",
+        "summary": "table-48 The table details unvested stock awards for executives including Jen-Hsun Huang, Colette M. Kress, Ajay K. Puri, Debora Shoquist, and Timothy S. Teter, listing numbers of units and their market values."
+      },
+      {
+        "path": "tables/table-48 Stock Vesting Data.html",
+        "summary": "table-49 The table shows stock vesting details for five NVIDIA executives, including Jen-Hsun Huang, with shares acquired and value realized upon vesting."
+      },
+      {
+        "path": "tables/table-49 Unvested RSUs_PSUs.html",
+        "summary": "table-50 Table shows unvested RSUs and PSUs for five NVIDIA executives as of January 25, 2026, with Jen-Hsun Huang holding the largest amount."
+      },
+      {
+        "path": "tables/table-50 SY PSU Grants.html",
+        "summary": "table-51 Table shows estimated and actual SY PSU grants for fiscal 2026 for five executives, including Jen-Hsun Huang, with values in shares and dollars."
+      },
+      {
+        "path": "tables/table-51 MY PSU Grants 2024.html",
+        "summary": "table-52 Table shows estimated and actual MY PSU grants for fiscal 2024 for five NVIDIA executives, including Jen-Hsun Huang with the highest values."
+      },
+      {
+        "path": "tables/table-52 CEO Pay & Performance.html",
+        "summary": "table-53 Table shows CEO and non-CEO NEO compensation, total shareholder return, peer group return, net income, and non-GAAP operating income for fiscal years 2022-2026."
+      },
+      {
+        "path": "tables/table-53 CEO Compensation.html",
+        "summary": "table-54 The table shows CEO compensation for fiscal year 2026, with a total of $36,343,830 in the Summary Compensation Table, adjustments totaling $150,637,617, and compensation actually paid of $162,180,936."
+      },
+      {
+        "path": "tables/table-54 Non-CEO NEO Pay.html",
+        "summary": "table-55 The table shows average compensation for non-CEO NEOs in 2026: Summary Table total $14,422,317, equity adjustments $56,081,694, resulting in actual pay of $57,721,552."
+      },
+      {
+        "path": "tables/table-55 Financial Metrics.html",
+        "summary": "table-56 The table lists three key financial metrics: Revenue, Non-GAAP Operating Income, and 3-Year TSR relative to the S&P 500."
+      },
+      {
+        "path": "tables/table-56 NVIDIA CEO Pay.html",
+        "summary": "table-57 The table shows CEO and other NEOs' CAP, NVIDIA TSR, and Nasdaq100 Index TSR from Fiscal 2022 to 2026. CEO CAP fluctuated, peaking at $344.2M in Fiscal 2025, while TSR grew significantly."
+      },
+      {
+        "path": "tables/table-57 CEO Pay & Income.html",
+        "summary": "table-58 The table shows CEO CAP, other NEOs average CAP, Net Income, and Non-GAAP Operating Income from Fiscal 2022 to 2026, with notable increases in 2024-2025."
+      },
+      {
+        "path": "tables/table-58 Fee Breakdown.html",
+        "summary": "table-59 The table shows fiscal 2026 and 2025 fees: Audit $10.2M/$8.1M, Audit Related $1.7M/$0.7M, Tax $1.1M/$0.9M, Other $0.4M/$0.4M, Total $13.4M/$10.0M."
+      },
+      {
+        "path": "tables/table-59 Equity Plan Table.html",
+        "summary": "table-60 The table shows equity compensation plans approved by security holders with 192,391,765 securities from outstanding options and 3,551,257,925 remaining for future issuance. No unapproved plans exist."
+      },
+      {
+        "path": "tables/table-60 Nvidia Executives.html",
+        "summary": "table-61 The table lists Nvidia's top executives: Jen-Hsun Huang (CEO, 63), Colette Kress (CFO, 58), Ajay Puri (Field Ops, 71), Debora Shoquist (Ops, 71), and Timothy Teter (General Counsel, 59)."
+      },
+      {
+        "path": "tables/table-61 Stock Buyback.html",
+        "summary": "table-62 The table shows a stock buyback program from Oct 2025 to Jan 2026, with 19.5 million shares purchased at average prices around $179-$199, leaving $58.5 billion available."
+      },
+      {
+        "path": "tables/table-62 NVIDIA Stock Growth.html",
+        "summary": "table-63 The table shows NVIDIA Corporation's stock value rising from 100 in 2021 to 1450 in 2026, outperforming S&P 500 and Nasdaq 100 indices."
+      },
+      {
+        "path": "tables/table-63 Stock Performance.html",
+        "summary": "table-64 The table shows cumulative investment returns from 2021 to 2026 for NVIDIA, S&P 500, and Nasdaq 100, with NVIDIA growing from $100 to $1,448.75."
+      },
+      {
+        "path": "tables/table-64 Financial Results.html",
+        "summary": "table-65 The table shows financial data for years ending Jan 25, 2026 and Jan 26, 2025. Revenue rose 65% to $215,938M, net income up 65% to $120,067M, and operating income up 60% to $130,387M."
+      },
+      {
+        "path": "tables/table-65 Income Statement.html",
+        "summary": "table-66 The table shows a company's income statement for years ending Jan 25, 2026 and Jan 26, 2025. Revenue is 100% both years. Gross profit decreased from 75.0% to 71.1%. Net income slightly dropped from 55.8% to 55.6%."
+      },
+      {
+        "path": "tables/table-66 Revenue Growth.html",
+        "summary": "table-67 The table shows revenue for Compute & Networking and Graphics segments for years ended Jan 25, 2026 and Jan 26, 2025, with total revenue increasing 65% to $215,938 million."
+      },
+      {
+        "path": "tables/table-67 Revenue Growth.html",
+        "summary": "table-68 The table shows revenue for Compute & Networking and Graphics segments for years ending Jan 2026 and 2025, with total revenue increasing 58% to $139,297 million."
+      },
+      {
+        "path": "tables/table-68 Operating Expenses.html",
+        "summary": "table-69 The table shows operating expenses for years ended Jan 25, 2026 and Jan 26, 2025. R&D increased by $5,583M (43%), SG&A by $1,088M (31%), total operating expenses by $6,671M (41%)."
+      },
+      {
+        "path": "tables/table-69 Other Income.html",
+        "summary": "table-70 The table shows other income net for years ending Jan 2026 and 2025, with interest income rising from $1,786M to $2,300M and other income surging from $1,034M to $9,022M, resulting in total other income net of $11,063M."
+      },
+      {
+        "path": "tables/table-70 Cash & Securities.html",
+        "summary": "table-71 The table shows cash and cash equivalents, marketable securities, and their total for Jan 25, 2026 and Jan 26, 2025, with increases in all categories."
+      },
+      {
+        "path": "tables/table-71 Cash Flow Table.html",
+        "summary": "table-72 The table shows net cash provided by operating activities of $102,718M (Jan 2026) vs $64,089M (Jan 2025), net cash used in investing of $52,228M vs $20,421M, and financing of $48,474M vs $42,359M."
+      },
+      {
+        "path": "tables/table-72 Debt Maturity.html",
+        "summary": "table-73 The table shows debt maturity schedule as of Jan 25, 2026, with $8,468 million net carrying amount, including $999 million short-term and $7,469 million long-term portion."
+      },
+      {
+        "path": "tables/table-73 Stock Sale Plans.html",
+        "summary": "table-74 Two insiders, Director John O. Dabiri and CFO Colette M. Kress, adopted Rule 10b5-1 trading plans to sell shares of common stock, with Dabiri selling 3,984 shares and Kress selling 500,000 shares."
+      },
+      {
+        "path": "tables/table-74 Income Statement.html",
+        "summary": "table-75 The table shows financial data for three fiscal years ending Jan 2026, 2025, and 2024. Revenue grew from $60,922 to $215,938, with net income rising from $29,760 to $120,067."
+      },
+      {
+        "path": "tables/table-75 Comprehensive Income.html",
+        "summary": "table-76 The table shows net income, other comprehensive income (OCI) from securities and hedges, and total comprehensive income for fiscal years ending Jan 2026, 2025, and 2024."
+      },
+      {
+        "path": "tables/table-76 Balance Sheet.html",
+        "summary": "table-77 The balance sheet shows total assets of $206,803 as of Jan 25, 2026, up from $111,601 a year earlier, with increases in cash, marketable securities, and goodwill. Total liabilities rose to $49,510, while shareholders' equity grew to $157,293."
+      },
+      {
+        "path": "tables/table-77 Equity Changes.html",
+        "summary": "table-78 The table shows shareholders' equity changes from Jan 2023 to Jan 2026, including net income, stock issuances, repurchases, dividends, and stock-based compensation, with total equity rising from $22,101M to $157,293M."
+      },
+      {
+        "path": "tables/table-78 Cash Flow Statement.html",
+        "summary": "table-79 The table shows cash flows for three fiscal years ending Jan 2026, 2025, and 2024. Net cash from operations was $102.7M, $64.1M, and $28.1M, respectively. Investing activities used $52.2M, $20.4M, and $10.6M, while financing used $48.5M, $42.4M, and $13.6M."
+      },
+      {
+        "path": "tables/table-79 Cost Breakdown.html",
+        "summary": "table-80 The table shows cost of revenue, R&D, and SG&A expenses for fiscal years ending Jan 2024, 2025, and 2026, with totals increasing from $3,549M to $6,386M."
+      },
+      {
+        "path": "tables/table-80 Equity Awards.html",
+        "summary": "table-81 The table shows equity awards (RSUs, PSUs, ESPP) for fiscal years ending Jan 2024-2026, including shares granted/purchased and fair values per share."
+      },
+      {
+        "path": "tables/table-81 ESPP Option Data.html",
+        "summary": "table-82 The table shows ESPP option data for fiscal years ending Jan 2024-2026, using the Black-Scholes model. Key inputs include weighted average expected life (0.1-2.0 years), risk-free interest rates (3.5%-5.5%), volatility (26%-96%), and dividend yield (0.03%-0.06%)."
+      },
+      {
+        "path": "tables/table-82 RSU_PSU Activity.html",
+        "summary": "table-83 The table shows RSU, PSU, and market-based PSU activity from Jan 26, 2025 to Jan 25, 2026, with shares granted, vested, canceled, and ending balance of 189 million shares at $81.51 weighted average fair value."
+      },
+      {
+        "path": "tables/table-83 EPS Data.html",
+        "summary": "table-84 The table shows net income, weighted average shares, and basic/diluted EPS for fiscal years ending Jan 2026, 2025, and 2024."
+      },
+      {
+        "path": "tables/table-84 Intangible Assets.html",
+        "summary": "table-85 The table shows intangible assets as of Jan 25, 2026 and Jan 26, 2025, with gross, accumulated amortization, and net carrying amounts for acquisition-related assets, patents, and totals."
+      },
+      {
+        "path": "tables/table-85 Amortization Expense.html",
+        "summary": "table-86 The table shows future amortization expenses from 2027 to 2032 and thereafter, totaling $3,306 million, with the highest in 2027 at $923 million."
+      },
+      {
+        "path": "tables/table-86 Debt Securities.html",
+        "summary": "table-87 The table details debt securities by pricing category, cost, unrealized gains/losses, fair value, and reporting classification as cash equivalents, marketable securities, or other assets."
+      },
+      {
+        "path": "tables/table-87 Fair Value Table.html",
+        "summary": "table-88 The table details investments by pricing category, showing cost, unrealized gains/losses, estimated fair value, and classification as cash equivalents or marketable securities. Total fair value is $42,487 million."
+      },
+      {
+        "path": "tables/table-88 Debt Securities.html",
+        "summary": "table-89 The table compares estimated fair value and gross unrealized loss for debt securities (U.S. Treasury, corporate, government agencies) as of Jan 25, 2026 and Jan 26, 2025, with totals of $13,132M and $12,422M respectively."
+      },
+      {
+        "path": "tables/table-89 Debt Maturity.html",
+        "summary": "table-90 The table shows debt maturities: $20,427 million due in less than one year, $19,093 million due in 1-5 years, totaling $39,520 million as of Jan 25, 2026."
+      },
+      {
+        "path": "tables/table-90 Equity Securities.html",
+        "summary": "table-91 The table shows changes in non-marketable equity securities balances for years ending Jan 25, 2026 and Jan 26, 2025, including net additions, unrealized gains, reclassifications, and impairments."
+      },
+      {
+        "path": "tables/table-91 Inventory Data.html",
+        "summary": "table-92 The table shows inventories in millions for Jan 25, 2026 and Jan 26, 2025: raw materials $3,807 vs $3,408, work in process $8,822 vs $3,399, finished goods $8,774 vs $3,273, total $21,403 vs $10,080."
+      },
+      {
+        "path": "tables/table-92 Property & Equipment.html",
+        "summary": "table-93 The table shows property and equipment gross totals of $16,970 million (Jan 2026) and $10,684 million (Jan 2025), with accumulated depreciation of $6,587 million and $4,401 million, resulting in net values of $10,383 million and $6,283 million."
+      },
+      {
+        "path": "tables/table-93 Current Liabilities.html",
+        "summary": "table-94 The table lists accrued and other current liabilities for Jan 25, 2026 and Jan 26, 2025, totaling $21,352 million and $11,737 million respectively, including customer program accruals, warranty, and purchase obligations."
+      },
+      {
+        "path": "tables/table-94 Long-Term Liabilities.html",
+        "summary": "table-95 The table shows other long-term liabilities for Jan 25, 2026 and Jan 26, 2025, including income tax payable, deferred income tax, deferred revenue, and other items, totaling $7,306 million and $4,245 million respectively."
+      },
+      {
+        "path": "tables/table-95 Deferred Revenue.html",
+        "summary": "table-96 The table shows deferred revenue balance changes from Jan 2025 to Jan 2026, with additions of $11,137M and revenue recognized of $10,378M, ending at $2,572M."
+      },
+      {
+        "path": "tables/table-96 Hedge Values.html",
+        "summary": "table-97 The table shows designated accounting hedges at $1,765M (Jan 2026) and $1,424M (Jan 2025), and non-designated hedges at $2,332M and $1,297M respectively."
+      },
+      {
+        "path": "tables/table-97 Debt Notes Table.html",
+        "summary": "table-98 Table lists notes due from 2026 to 2060 with interest rates from 1.55% to 3.70%, carrying amounts, and net carrying value of $8,468M as of Jan 25, 2026."
+      },
+      {
+        "path": "tables/table-98 Restructuring Reserve.html",
+        "summary": "table-99 The table shows restructuring reserve balances for fiscal years ending Jan 2026, 2025, and 2024, with additions, utilization, and ending balances in millions."
+      },
+      {
+        "path": "tables/table-99 Income Tax Expense.html",
+        "summary": "table-100 The table shows income tax expenses for fiscal years ending Jan 2026, 2025, and 2024, with current and deferred taxes broken down by federal, state, and foreign categories."
+      },
+      {
+        "path": "tables/table-100 Income Before Tax.html",
+        "summary": "table-101 The table shows income before income tax for U.S. and Foreign segments for years ending Jan 2026, 2025, and 2024, with totals of $141,450M, $84,026M, and $33,818M respectively."
+      },
+      {
+        "path": "tables/table-101 Tax Rate Breakdown.html",
+        "summary": "table-102 The table shows a reconciliation from the US federal statutory tax rate of 21.0% to an effective income tax expense of 15.1%, with adjustments for state taxes, foreign effects, credits, and other items."
+      },
+      {
+        "path": "tables/table-102 Tax Rate Analysis.html",
+        "summary": "table-103 The table shows income tax expense for years ending Jan 26, 2025 ($11,146M, 13.3%) and Jan 28, 2024 ($4,058M, 12.0%), with adjustments for state taxes, foreign deductions, stock compensation, R&D credits, and foreign rate differentials."
+      },
+      {
+        "path": "tables/table-103 Income Tax Paid.html",
+        "summary": "table-104 The table shows income taxes paid, net of refunds, totaling $20,288 million for the year ended Jan 25, 2026, with federal, state, and foreign breakdowns."
+      },
+      {
+        "path": "tables/table-104 Deferred Tax Assets.html",
+        "summary": "table-105 The table shows deferred tax assets and liabilities for Jan 25, 2026 and Jan 26, 2025. Gross deferred tax assets were $16,863M and $13,214M, with net assets of $11,484M and $10,093M after valuation allowance and liabilities."
+      },
+      {
+        "path": "tables/table-105 Tax Positions.html",
+        "summary": "table-106 The table shows the balance of tax positions at beginning and end of periods for Jan 2024-2026, with increases, decreases, lapse, and settlements in millions."
+      },
+      {
+        "path": "tables/table-106 Segment Revenue.html",
+        "summary": "table-107 The table shows segment revenue, other segment items, and operating income for Compute & Networking and Graphics for fiscal years 2024, 2025, and 2026, with totals in millions."
+      },
+      {
+        "path": "tables/table-107 Income Breakdown.html",
+        "summary": "table-108 The table shows segment operating income, stock-based compensation, unallocated expenses, acquisition costs, interest income/expense, and other income, leading to consolidated income before tax for fiscal years 2024-2026."
+      },
+      {
+        "path": "tables/table-108 Revenue by Region.html",
+        "summary": "table-109 The table shows total revenue of $215,938M for Jan 25, 2026, with US ($149,617M), Taiwan ($42,345M), China ($19,677M), and Other ($4,299M). Prior years: $130,497M (2025) and $60,922M (2024)."
+      },
+      {
+        "path": "tables/table-109 NVIDIA Revenue.html",
+        "summary": "table-110 NVIDIA's total revenue grew from $60.9B in FY2024 to $130.5B in FY2025 and $215.9B in FY2026, driven by Data Center growth ($47.5B to $193.7B)."
+      },
+      {
+        "path": "tables/table-110 Long-lived assets.html",
+        "summary": "table-111 The table shows long-lived assets by region for Jan 25, 2026 and Jan 26, 2025, with totals of $10,383M and $6,283M respectively."
+      },
+      {
+        "path": "tables/table-111 Lease Obligations.html",
+        "summary": "table-112 The table shows operating lease obligations by fiscal year from 2027 to 2032+, totaling $3,624 million. After subtracting imputed interest of $680 million, the present value of net minimum lease payments is $2,944 million, with long-term liabilities of $2,572 million."
+      },
+      {
+        "path": "tables/table-112 Lease Cash Flows.html",
+        "summary": "table-113 The table shows supplemental cash flow information for operating leases, including cash used and assets obtained in exchange for lease obligations for fiscal years 2024-2026."
+      },
+      {
+        "path": "tables/table-113 Allowance Changes.html",
+        "summary": "table-114 The table shows allowance for doubtful accounts, sales returns, and deferred tax valuation allowances for fiscal years 2024-2026, with balances and changes."
+      },
+      {
+        "path": "tables/table-114 Exhibit Index.html",
+        "summary": "table-115 An exhibit index listing NVIDIA's incorporation documents, equity plans, and certifications, with references to SEC filings like 10-K and 8-K."
+      },
+      {
+        "path": "tables/table-115 Signatures.html",
+        "summary": "table-116 Signatures of NVIDIA executives and directors including Jen-Hsun Huang, Colette M. Kress, Donald Robertson, and others, dated February 25, 2026."
+      }
+    ]
+  }
+}
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/full.md b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/full.md
new file mode 100644
index 000000000..b6f765e78
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/full.md
@@ -0,0 +1,4864 @@
+## 2026
+
+## NVIDIA Corporation
+
+## Annual Review
+
+Notice of Annual Meeting
+
+Proxy Statement
+
+Form 10-K
+
+![](images/1bcd3dea5b7d24d3e9e78090772bb74a558b15906dce328c7af6093dfc4b6e74.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+Abstract 3D geometric design with green spiral and rectangular forms on a grid background (no text or symbols)
+</details>
+
+## For most of computing history, software was pre-recorded.
+
+Humans described an algorithm. Computers executed it.
+
+Now software is trained. It learns from data and generates intelligence in real time.
+
+General-purpose computing has run its course. Moore's Law slowed. Dennard scaling ended. Accelerated computing became foundational.
+
+Because intelligence is produced in real time, the entire computing stack beneath it had to be reinvented.
+
+AI runs on real hardware, real energy, and real economics. It takes raw materials and converts them into intelligence at scale.
+
+This is not a normal upgrade cycle.
+
+The world is going through a platform shift.
+
+![](images/b688d90e4ecee0f8e16d19de8f1eeabbfc5d2000f535e1a202ade9aaa5761aee.jpg)
+
+<details>
+<summary>flowchart</summary>
+
+```mermaid
+graph TD
+  A["APPLICATIONS"] --> B
+  C["MODELS"] --> D
+  EINFRASTRUCTURE] --> F
+  CHIPS --> G
+  ENERGY --> H
+```
+</details>
+
+![](images/1bb69ea27a5925a4e1f9600bb292fd537655d0021c8fb5ca7f8747c483195b8f.jpg)  
+CHATBOTS
+
+![](images/88e9b68208096e918b329616f838299fe777e00b059788e9ae9763514cf2c85d.jpg)  
+DIGITAL BIOLOGY
+
+![](images/baca9281e72f1b698f491602d475fb66e5aab66e5a1adebe539e392c6fcce49d.jpg)  
+ROBOTAXI
+
+![](images/d27c2cf79777fea997ed5d70aa0c82d4a9cf2782abfefc76f58c54316cff6796.jpg)  
+ENTERPRISE
+AI AGENTS
+
+![](images/56cbfd4210dcc1a304b34a8de8891ec19928e0e2ada6efd30aca64dd8d195ac9.jpg)  
+SCIENCE
+
+![](images/9ca57804f077454d57408e2de8b90c5e97d7ab3344d88bb9058ee52c86251206.jpg)  
+ROBOTICS
+
+![](images/8c6319f7eaf8e6399b2fdd94ddeceb1f90de9ce14ec10ecb44fdb62640ae66e0.jpg)  
+MANUFACTURING
+
+![](images/54d47b0d9f687fda287d087d89bfe5a44f4c7dfe2ac915dd7f8ff057fb7f3c09.jpg)  
+AI CODER
+
+![](images/fd23c4ea94a99a74ad019e3f98834682635fbe83555774b3c22cce0b612e5b44.jpg)
+
+<details>
+<summary>text_image</summary>
+
+LLM
+VLM
+VLA
+MMLLM
+GPT
+DM
+GNN
+MOE
+SSM
+LBM
+</details>
+
+AI FACTORIES  
+![](images/40b8c8c8762018df6e3eaffaa335d6c5b891192f22443dbfa36dbb4351a36f51.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+Stacked cylindrical containers with transparent lids, arranged in two rows (no visible text or symbols)
+</details>
+
+## AI Is a Five-Layer Cake
+
+It is not a clever app or a single model; it is essential infrastructure, like electricity and the internet.
+
+When you look at AI industrially, it resolves into a five-layer stack. Energy → chips and systems → infrastructure → models → applications.
+
+Every successful application pulls on every layer beneath it, all the way down to the power plant that powers it.
+
+Energy becomes computation. Computation becomes intelligence. The amount of intelligence a system can produce is bounded by energy.
+
+When applications scale, the entire stack must scale with them.
+
+## AI Is Driving the Largest Infrastructure Buildout in Human History
+
+Data centers are becoming AI factories.
+
+Land, power, cooling, networking, and systems must scale in parallel. Every company will use AI. Every country will build AI infrastructure. This is the next industrial revolution. We are only a few hundred billion dollars into it. Trillions more still need to be built.
+
+![](images/e6b930fc6bbf6cc0ddf49a961380ef788588d50ccf493fdbc5545b2aa374312e.jpg)
+
+<details>
+<summary>flowchart</summary>
+
+```mermaid
+graph TD
+  A["Reference Designs, Best Practices, Methodologies"] --> B["Power"]
+  C["Chip, Systems, Facilities"] --> D["Chips, Systems, Facilities"]
+  E["Rubin DSX Reference Designs"] --> F["DSX Ecosystem"]
+  G["Omniverse DSX Blueprint"] --> H["DSX Max-Q"]
+  I["DSX Flex"] --> J["DSX Exchange"]
+  K["DSX Sim"] --> L["DSX Libraries, APIs, Software"]
+  M["Liquid Cooling"] --> N["Liquid Cooling"]
+```
+</details>
+
+## AI Factories Manufacture Intelligence
+
+Intelligence is now produced, not stored.
+
+Modern data centers are AI factories, converting energy into tokens—just as power plants convert energy into electricity.
+
+Throughput per megawatt defines production. Cost per token defines efficiency.
+
+Token output and performance per watt directly determine revenue.
+
+## Inference Defines the Economics of AI
+
+For agentic AI—low-latency, long-context, multi-step reasoning—throughput per megawatt determines cost per token.
+
+Inference runs continuously and directly drives revenue.
+
+Reasoning models generate dramatically more tokens. They generate many more “thinking” tokens before they answer, and they have to do it fast enough to stay interactive.
+
+SemiAnalysis InferenceX measured GB300 NVL72 delivering up to 50x higher throughput per megawatt and up to 35x lower cost per token compared to Hopper, with the greatest gains in low-latency workloads.
+
+Inference is not a chip problem. It is a systems architecture problem—GPU, networking, memory, and software designed as one.
+
+![](images/4fb16199cfe8bea5c92ea9cb8512b930c5573e743da0c39a790a6201f242dbb8.jpg)
+
+<details>
+<summary>text_image</summary>
+
+semianalysis
+InferenceMAX
+KING
+</details>
+
+## Open Models Power the Ecosystem
+
+Open models have reached the frontier.
+
+Researchers, startups, enterprises, and entire nations rely on open models to participate in advanced AI. Most of the world's models are free.
+
+At this level of capability, they do not just change software. They activate demand across the entire stack.
+
+Open models lower barriers to entry. They enable deep customization. They allow teams to build domain-specific systems on common platforms.
+
+As developers build, customize, and deploy intelligence, token generation grows—and demand for AI infrastructure grows with it.
+
+![](images/a7788baba65aefccb6db071e2e23e3c3a3c1d70e5ea360ff0979f789de037053.jpg)
+
+<details>
+<summary>line chart</summary>
+
+| Month     | NVIDIA | Alibaba Cloud | Hugging Face | Ai2  | Meta | Google | IBM  | ByteDance | Baidu | Tencent | Microsoft | Zai  |
+| --------- | ------ | ------------- | ------------ | ---- | ---- | ------ | ---- | --------- | ----- | ------- | --------- | ---- |
+| Jan 2025  | ~10    | ~10           | ~10          | ~10  | ~10  | ~10    | ~10  | ~10       | ~10   | ~10     | ~10       | ~10  |
+| Feb 2026  | ~450   | ~350          | ~200         | ~180 | ~150 | ~130   | ~120 | ~110      | ~100  | ~90     | ~80       | ~70  |
+</details>
+
+![](images/553aa8d5e1e596d103bba73c2ba79596c94ce1324499e55d4fe3f30b561fecf1.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+Six-panel illustration showing molecular structures, a globe, a person waving, a spiral, a humanoid robot waving, and a car (no text or symbols)
+</details>
+
+## Agentic AI Enters Production
+
+AI now perceives, reasons, plans, and acts.
+
+Agentic systems break complex problems into steps. They evaluate alternatives. They use tools. They retrieve information. They act across long-running workflows. They coordinate across models, tools, and environments in real time.
+
+OpenClaw showed what happens when agentic AI becomes open: every developer can build agents that put AI to work. As agents move from chat to work, they will access data, use tools, execute code, and communicate with other systems. All of this must happen securely, privately, and under policy control.
+
+![](images/0bf1c7408e52db866c6a75ab13f5cbf6a65ce57796a63e04627033522f122f8f.jpg)
+
+<details>
+<summary>flowchart</summary>
+
+```mermaid
+graph TD
+  A["vGPU"] -->|FILES STRUCTURED, UNSTRUCTURED| B["Computer Use"]
+  B --> C["NEMOCLAW"]
+  C --> D["MEMORY"]
+  D --> E["LLM"]
+  E --> F["Sub-agents"]
+  F --> G["AI-Q"]
+  G --> H["cuOPT"]
+  H --> I["SKILLS"]
+  I --> J["NEMOTRON NEMO DYNAMO NIM"]
+  J --> K["AGentic AI is moving into enterprise workflows and crit"]
+  C --> L["TOOLS CLI, MCP"]
+  L --> M["OpenShell"]
+  M --> C
+    style A fill:#99ccff,stroke:#333
+    style B fill:#99ccff,stroke:#333
+    style C fill:#f0f0f0,stroke:#333
+    style D fill:#e0e0e0,stroke:#333
+    style E fill:#e0e0e0,stroke:#333
+    style F fill:#e0e0e0,stroke:#333
+    style G fill:#e0e0e0,stroke:#333
+    style H fill:#e0e0e0,stroke:#333
+    style I fill:#d0d0d0,stroke:#333
+    style J fill:#d0d0d0,stroke:#333
+    style K fill:#d0d0d0,stroke:#333
+    style L fill:#d0d0d0,stroke:#333
+    style M fill:#d0d0d0,stroke:#333
+    style N fill:#d0d0d0,stroke:#333
+```
+</details>
+
+Agentic AI is moving into enterprise workflows and critical systems.
+
+## Physical AI Puts Intelligence in Motion
+
+Robotics, autonomous vehicles, and intelligent machines combine perception and reasoning with an understanding of physics.
+
+They operate in dynamic environments and act in the physical world.
+
+Foundation models are trained at scale, refined in simulation, and deployed at the edge—creating a continuous loop between virtual training and real-world experience.
+
+Physical AI is transforming factories, warehouses, transportation, and healthcare.
+
+Everything that moves will be autonomous.
+
+![](images/03bb2bcbd4abad24e62f0d4875cca914ad648d2f4aaa3899ec03fc77c94ed66f.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+Interior of a modern exhibition space featuring a large excavator, humanoid robots, and a car with a child in an orange costume (no visible text or symbols)
+</details>
+
+# AI Reinvents Computer Graphics
+
+GeForce brought AI to the world. Now AI has come home to GeForce.
+
+Computer graphics is no longer limited by traditional rendering.
+
+With neural rendering and DLSS, AI predicts pixels instead of computing them directly. For every pixel we render, AI generates the rest in real time.
+
+Neural networks now run alongside shaders and ray tracing cores. AI does not replace graphics. It enhances it.
+
+In the era of neural rendering, graphics is learned.
+
+“AI has crossed the threshold from generating answers to performing work. The next industrial revolution will be built on factories that manufacture intelligence—and NVIDIA is building the platform to power them.”
+
+![](images/ed7473da5d2adae0ab5da29f147c550228deb17f3c658b775500b690d580c412.jpg)
+
+<details>
+<summary>text_image</summary>
+
+Jahibing
+</details>
+
+![](images/358933c002827415708bd873785bf10b0d80c0cca255861dbba2ef9dfaf4724d.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+Elderly man in a black leather jacket gesturing while holding a handheld device (no visible text or symbols)
+</details>
+
+# Dear NVIDIAs and Stakeholders,
+
+## Computing platforms shift every 10 to 15 years—from mainframe to PC to internet to cloud to mobile-cloud.
+
+What is happening now is bigger. Computing is undergoing a complete reset not seen since IBM introduced modern computing with the System/360 in 1964. We are moving from computers as tools to a new kind of infrastructure that manufactures intelligence in real time.
+
+NVIDIA is driving this platform shift, building the computing infrastructure of the AI era.
+
+AI is transforming every layer of the computing stack—shifting from human coding to machine learning, from running code on CPUs to running neural networks on GPUs.
+
+AI is more than a model—it is a new computing paradigm. Intelligence, unlike information, cannot be prerecorded, stored, and retrieved. It is generated in real time, taking into account context, prior knowledge, and instructions.
+
+AI is still software running on chips. But because the computer can now understand, reason, plan, and use tools, it appears intelligent—hence, artificial intelligence.
+
+Over the past year, investors and enterprises questioned the ROI in AI—and for good reason. Early systems, such as chatbots, greatly improved access to information but did little productive work. Over the past six months, however, the landscape has shifted sharply. Enterprise adoption has surged.
+
+Inference—running trained AI models to generate responses, reasoning, and actions—is driving cloud demand, and demand for GPU compute is accelerating.
+
+Agentic AI has arrived and is delivering remarkable results. Generative AI creates. Reasoning AI thinks through problems. Agentic AI uses tools to perform tasks after thoughtful planning, research, and learning. AI has crossed an important threshold: it no longer simply answers questions—it does useful work.
+
+The first major enterprise breakout use case is AI coding agents, now sweeping across the industry. Within a few years, AI will generate much of the world's software. Soon after, AI will produce orders of magnitude more software than all human engineers combined. Limited only by imagination, the pace of innovation will accelerate across industries.
+
+Software can codify nearly all enterprise information. As a result, AI agents can accelerate or fully automate every business process through the software they generate. Organizations will rethink their operations end-to-end, from customer engagement through internal workflows and across the supply chain. Every business process will be enhanced and accelerated by AI agents.
+
+Companies that adopt AI agents—and build the infrastructure to support them—will out-innovate, out-execute, and attract the world's best talent.
+
+This shift is driving a fundamental change in the economics of computing.
+
+![](images/6a6eff2daf02e63e036dd4efb570a6b1e7da7e90e91e7717e3a21fd3a74ddf50.jpg)
+
+<details>
+<summary>text_image</summary>
+
+Reimagine What's Possible
+Poster Gallery
+Reimagine What's Possible
+JOSÉ CIVIC
+Bough Discoveries
+</details>
+
+Compute is no longer just a cost to support software; it is a productive asset that generates intelligence, productivity, and revenue. Compute is now the infrastructure of this new economy.
+
+A computer used to be a tool. In the age of AI, it is manufacturing equipment. AI requires a new kind of computing infrastructure that runs continuously. Traditional data centers were built to store and serve files. Today, they are AI factories—systems designed to turn energy into tokens, the basic units of digital intelligence, and tokens into answers, reasoning, actions, and work. AI factories are not cost centers—they are productive assets that generate revenue.
+
+NVIDIA delivers a full-stack AI computing platform that spans the entire AI lifecycle—from training to inference—and every domain of intelligence, from language and video to biology, autonomous driving, and robotics.
+
+NVIDIA is a vertically integrated, horizontally open platform. We architect with a vertically integrated mindset, executing extreme co-design across chips, systems, networking, storage, and software—spanning GPUs, CPUs, LPUs, DPUs, and full AI factory systems. At the same time, our platform remains open and integrates with the broadest software and hardware ecosystems.
+
+Our platform powers AI wherever it runs—across clouds, on-premises data centers, telecom networks, medical instruments, vehicles, and robots.
+
+NVIDIA is building the computing infrastructure of the AI era.
+
+## Driving the AI Platform Shift
+
+GTC is where the industry comes together across every layer of the AI stack, from land, power, and infrastructure to chips, models, and applications. This year, what has become unmistakably clear is that AI has moved from experimentation to production.
+
+We laid out the roadmap from Blackwell to Blackwell Ultra to Vera Rubin to Vera Rubin Ultra to Feynman. AI infrastructure builders plan over years, across factories, ecosystems, and supply chains.
+
+Today, we have visibility into more than \$1 trillion in cumulative Blackwell and Rubin revenue from the start of 2025 through 2027. Since GTC DC in October 2025, we have received additional purchase orders and further diversified our customer base, including Anthropic, Meta, and a growing set of world-class model builders such as Cursor, Perplexity, Thinking Machines Lab, Reflection, and Skild.
+
+At the same time, the scale of our cloud service providers continues to accelerate. In addition to the significant buildouts already underway at Azure and OCI, AWS and Google have announced plans for major NVIDIA GPU infrastructure expansions through 2027. NVIDIA AI cloud partners—including CoreWeave, Nebius, and Nscale—are also experiencing exponential demand and have secured significant long-term offtake agreements.
+
+This momentum reflects the economics of this new industry: AI factories are revenue-generating infrastructure. They produce tokens, and tokens produce revenue.
+
+## AI is a new industry: The Five-Layer Cake
+
+Like steam power, electricity, and information technology before it, AI is forming a new industry. AI is more than a model—it's a new industry with a five-layer stack: energy at the foundation; compute—chips and systems—above it; then infrastructure, models, and finally applications at the top.
+
+In the industrial age, turbines and generators produced electricity, priced in dollars per kilowatt-hour, distributed globally, and enabled entirely new industries. In the AI era, electricity powers GPUs that produce digital intelligence, priced in dollars per million tokens—transforming existing industries and creating new ones. AI factories are not designed to store information, but to produce intelligence.
+
+Each industrial revolution created new infrastructure and companies. Power plants and utilities emerged in the age of electricity. Data centers, chips, and software companies defined the information technology era. Today, AI factories have emerged as the infrastructure of this new age, alongside entirely new classes of chips, systems, and computing platforms—and tens of thousands of AI-native startups.
+
+Above the infrastructure are models. While large language models are widely known, the frontier extends much further. AI now includes models that understand biology, chemistry, physics, finance, medicine, and the physical world—bringing intelligence into the core of every major industry.
+
+At the top are applications—where AI creates economic and social value—such as software development, customer support, drug discovery, industrial automation, autonomous vehicles, and robotics. In the years ahead, companies will orchestrate tens of billions of digital and physical agents working alongside people to help us be more productive, more creative, and more capable.
+
+Every successful AI application pulls on every layer beneath it—from energy to chips to infrastructure to models. Applications are where AI infrastructure becomes productivity, growth, and national capability.
+
+## Fiscal 2026: A Defining Year
+
+Revenue grew 65 percent to \$216 billion. Operating income rose 60 percent to \$130 billion. Diluted EPS increased 67 percent to \$4.90. We generated \$103 billion in operating cash flow and returned \$41 billion to shareholders.
+
+Demand remained strong across cloud providers, hyperscalers, AI model makers, enterprises, and sovereigns. AI infrastructure is now essential, and investment is accelerating worldwide.
+
+Fiscal 2026 also marked a turning point in adoption. AI moved from experimentation to measurable revenue and efficiency, with software development, healthcare, customer support, and industrial automation among the first domains to show strong productivity gains.
+
+![](images/1ab5a0983868402542b357fbc2feb97d0b1cc63d53055ca679441e4ce34de65f.jpg)
+
+<details>
+<summary>text_image</summary>
+
+Inference At-Scale is Extreme Computing
+Throughput
+Revenue
+Tokens per Second For Factory
+FLOPS
+HBM Memory
+HBM Bandwidth
+Software and Architecture
+Smart AI
+Fast Response
+Tokens per Second For C
+for C
+</details>
+
+## Inference Inflection Driving Compute Growth
+
+Marking a fundamental shift, inference has overtaken training as the dominant workload. AI is no longer just being built; it is being used at scale. With that shift, the economics of AI have changed. Demand is no longer conceptual—the AI flywheel is accelerating.
+
+Inference demand is surging as multiple exponential forces converge. Models are becoming more capable. Agents built on these models can reason, plan, and solve complex problems, generating tokens at every step. As these agents prove their value, they are deployed across more workflows, by more users, in more industries—generating still more tokens.
+
+More tokens require more compute. More compute enables smarter AI. Compute produces intelligence, intelligence drives demand, and demand drives more compute. The supply-demand flywheel is formed and accelerating.
+
+In fiscal 2026, Data Center revenue reached \$194 billion, up 68 percent year over year. Major cloud service providers, hyperscalers, AI model makers, and enterprises have deployed nearly 9 gigawatts of Blackwell AI factory capacity. Our networking revenue exceeded \$31 billion. Our sovereign AI business more than tripled to over \$30 billion.
+
+## Computing Architecture Defines AI Factory Economics
+
+An AI factory is not a conventional data center. It is a production system—a revenue-generating engine.
+
+Its purpose is to manufacture tokens at scale—with the highest intelligence, the highest throughput, the lowest latency, and the greatest energy and cost efficiency. In an AI factory, token throughput determines how much work can be performed. Cost per token determines the economics. Tokens per watt determine revenue per megawatt.
+
+Computing architecture determines it all—directly shaping the performance, economics, and revenue of the AI factory.
+
+Blackwell changed the economics of inference, and the results are reflected in our FY26 scale. Independent benchmarks show up to 50x higher throughput per megawatt and up to 35x lower cost per token than Hopper, with the greatest gains in low-latency workloads. NVIDIA delivers the lowest cost per token and the highest revenue potential for the AI factories our customers operate. Our extreme co-design across silicon, systems, networking, and software is what makes that possible.
+
+Inference is one of the hardest computing challenges and is mission-critical to our customers' businesses. That is why we made it a company-wide priority. With Grace Blackwell, NVIDIA leads across the full lifecycle of AI—from training to inference. Grace Blackwell—the world's first rack-scale system—integrates NVLink, NVFP4, TensorRT-LLM, Spectrum-X, and InfiniBand into a single, unified computer. Dynamo—our inference operating system—optimizes every query, every token, every watt—maximizing throughput, minimizing cost, and increasing factory output.
+
+Grace Blackwell delivered a step-function leap in LLM training and inference. We built the Vera Rubin platform to run agents. Where Grace Blackwell introduced rack-scale systems, Vera Rubin extends to pod-scale production.
+
+Vera Rubin is not a chip. It is an AI factory platform—realized through extreme co-design across Rubin GPUs, Vera CPUs, Groq LPUs, BlueField DPUs, NVLink switching, Spectrum-X and InfiniBand networking, storage, systems, and software.
+
+With the addition of Groq technology, the platform now includes a new tier of ultra-low-latency inference—built for real-time, agentic workloads.
+
+The computing demands of agentic systems are massive and complex. Vera Rubin has arrived just in time.
+
+## CUDA Installed Base Powering AI Flywheel
+
+This year marked the 20th anniversary of CUDA.
+
+CUDA is a revolutionary programming model—and the foundation of the NVIDIA platform. Over two decades, CUDA has created a powerful developer flywheel that continues to compound performance, adoption, and innovation across a global ecosystem. Its capabilities attract developers. Developers create new algorithms. New algorithms drive breakthroughs. Breakthroughs create new markets. New markets expand the installed base. And the installed base attracts more developers. The flywheel is now accelerating.
+
+CUDA also extends the lifespan of NVIDIA systems. Our platforms are architecturally compatible across generations, and we continuously optimize the software stack. Improvements in libraries, runtimes, compilers, and frameworks benefit the entire installed base. Customers do not just get the hardware's performance on day one—they get continuous performance gains and runtime cost reductions over the life of the system.
+
+This dynamic is foundational to AI infrastructure builders and operators. CUDA attracts developers and customers. It lowers the total cost of ownership for operators and users. It extends the useful life of every system.
+
+It is why prior-generation products remain valuable. It is why customers build with confidence across Blackwell, Vera Rubin, and beyond.
+
+The confidence to build on NVIDIA—driven by CUDA—is one of the deepest moats we have created.
+
+## A Global AI Ecosystem
+
+The NVIDIA ecosystem now reaches the market through every major route: hyperscalers, cloud providers, AI-native clouds, enterprise IT, sovereign deployments, and industrial systems. Our business is broad and diversified.
+
+AWS, Google Cloud, Microsoft Azure, and Oracle Cloud Infrastructure are expected to be among the first major cloud providers to deploy Vera Rubin-based infrastructure. Meta expanded to a multi-year, multigenerational strategic partnership spanning on-premises, cloud, and AI infrastructure. CoreWeave, Nebius, Nscale, and many other AI clouds continue to expand AI factory capacity. OpenAI, Anthropic, xAI, and new frontier and open model builders are scaling on NVIDIA.
+
+We are also extending that reach into on-prem and air-gapped deployments. With partners such as Palantir and Dell, we are enabling customers to stand up AI platforms in any country, region, or field environment where privacy, sovereignty, resilience, and control matter most.
+
+To help customers design, build, and operate AI factories, we provide reference designs, blueprints, and a partner ecosystem.
+
+The Vera Rubin DSX AI Factory reference design and NVIDIA Omniverse DSX Blueprint bring together compute, networking, storage, power, cooling, and operations into an open, modular architecture supported by partners including Vertiv, Schneider Electric, Eaton, Jacobs, Phaidra, Procore, PTC, Siemens, Switch, Trane Technologies, Cadence, and Dassault Systèmes. The broader power-to-rack ecosystem now also includes GE Vernova, which is using digital twins aligned with the Omniverse DSX Blueprint to model grid behavior, substations, and AI factory loads before deployment. Across industrial AI, Caterpillar is using NVIDIA Omniverse digital twins to accelerate AI-driven manufacturing and automation.
+
+## Reindustrializing America and Creating Skilled Jobs
+
+AI is driving the largest infrastructure buildout in human history and creating a once-in-a-generation opportunity to reindustrialize America and bring advanced manufacturing back to the United States. Manufacturing in America strengthens supply chain resilience, reduces geopolitical risk, and creates high-quality jobs for people who choose careers outside of traditional four-year degrees—helping build a more balanced and inclusive economy.
+
+Building an AI factory requires electricians, pipefitters, welders, ironworkers, HVAC technicians, and networking and computer specialists.
+
+This buildout extends far beyond the data center. It spans semiconductor fabs, advanced packaging facilities, server and supercomputer assembly, power generation, transmission lines, substations, and the vast upstream supply chains and downstream services that support this new multi-trillion-dollar industry.
+
+Once operational, these AI factories create permanent, high-skill careers—data center technicians, critical facility engineers, and site managers—where degreed engineers and skilled tradespeople work side by side as peers.
+
+In the United States alone, this buildout can create opportunities for hundreds of thousands of skilled craft workers in the years ahead to build and operate AI infrastructure.
+
+NVIDIA is helping lead America's reindustrialization. We have begun domestic production of NVIDIA AI infrastructure, including chip manufacturing in Arizona with TSMC, advanced packaging with Amkor and SPIL, and AI supercomputer assembly in Texas with Foxconn and Wistron—ramping over the coming year.
+
+## Democratizing Enterprise Agentic AI
+
+Every enterprise software company needs an agentic AI strategy.
+
+OpenClaw showed how quickly open agentic computing can spread. Agents will not replace software tools—they will dramatically increase their use, operating at accelerated machine speed and requiring tools that keep up.
+
+Enterprise software platforms will embed specialized agents trained on proprietary data and domain-specific skills—capable of securely accessing sensitive information and operating in regulated environments. General-purpose and specialized agents will work together as a digital workforce to orchestrate complex workflows, from designing chips and running cloud services to operating factories.
+
+NVIDIA provides the open, full-stack platform for the enterprise agent lifecycle—from build, evaluation, and guardrails to deployment.
+
+OpenShell and NVIDIA Agent Toolkit help agents access tools, follow policies, protect data, and operate inside companies. NeMo enables enterprises to build and customize models and agents on proprietary data. NIM packages optimized AI models into production-ready services. Nemotron provides open reasoning and agentic models.
+
+The enterprise ecosystem around this platform is expanding rapidly. Adobe, Cisco, Palantir, SAP, Salesforce, ServiceNow, Siemens, Synopsys, Cadence, Dassault Systèmes, and other industry leaders are building domain-specific agents and AI systems on NVIDIA.
+
+## Open Models Accelerate AI for All Industries
+
+Frontier model services are excellent for general intelligence use cases. They work out of the box and are continuously getting smarter. At NVIDIA, we use OpenAI Codex, Anthropic Claude Code, and Cursor.
+
+Still, open models are essential.
+
+Open models advance the field of AI. They expose architectures, weights, and training methods—enabling comparison, validation, and rapid innovation. Breakthroughs compound across the ecosystem.
+
+Open models improve safety and security. Cybersecurity companies fine-tune open models and deploy swarms of specialized agents to defend against cyberattacks. In regulated industries and national deployments, enterprises build agents to enforce compliance and operate within strict controls.
+
+Open models enable sovereignty. Nations build AI aligned with their language, culture, and values—and keep data within their borders.
+
+![](images/fcb8da8a2ab8a3853bcf2e1f157eebe1f153098ae0d6e9f7ca1c8dd5f7e64a1d.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+Outdoor scene with people using green IoT robots near a decorated park, no visible text or symbols on the robots or background.
+</details>
+
+Open models enable specialization at scale. Enterprises build domain-specific models trained on proprietary data and deep expert knowledge.
+
+The open model ecosystem is large and accelerating. Nearly 3 million open models now span language, vision, biology, physics, and robotics. NVIDIA is a leading contributor, with six families of frontier models, plus the data, recipes, and frameworks developers need to customize them.
+
+We build open models across the major domains of AI: Nemotron for reasoning and language, Cosmos for physical AI, GROOT for robotics, Alpamayo for autonomous driving, BioNeMo for biology and chemistry, and Earth-2 for weather and climate. These models enable domain-specific intelligence on a common NVIDIA platform.
+
+Adoption spans industries—from cybersecurity to drug discovery to mobility. CrowdStrike, Lilly, and Mercedes-Benz are building specialized AI systems on NVIDIA. Researchers in Japan, France, Sweden, India, and Israel are building national models.
+
+Scientists worldwide are advancing research with open models.
+
+## AI as National Infrastructure
+
+In every industrial revolution—from electricity to telecommunications to the internet—nations build infrastructure to turn new technology into national capability, economic growth, and strategic independence. Every country will deploy AI infrastructure—whether with global partners or domestic companies—aligned with its language, culture, and industries.
+
+We saw this accelerate sharply in fiscal 2026. Demand broadened as countries and regions built their own AI capacity, cloud services, research infrastructure, and industrial ecosystems.
+
+## The ChatGPT Moment for Physical AI Has Arrived
+
+The next wave of AI is physical. AI is moving from screens into factories, warehouses, hospitals, vehicles, and robots. To operate in the real world, AI must understand geometry, motion, causality, and physics. It must reason and act safely in dynamic, unpredictable environments.
+
+Physical AI is a new frontier in computing.
+
+NVIDIA is building the full training-to-deployment loop for physical AI. AI factories train models. Omniverse, with Cosmos World Foundation Models, simulates worlds, robots, and workflows with physical fidelity. GROOT advances general-purpose robotics. AGX computers deploy intelligence into robots, instruments, industrial systems, and autonomous vehicles.
+
+This ecosystem is already taking shape. Agility Robotics, Amazon Robotics, Boston Dynamics, Figure, Uber, Mercedes-Benz, and many other robotics, automotive, and industrial leaders are building on NVIDIA platforms. Industrial software leaders, including Cadence, Dassault Systèmes, PTC, Siemens, and Synopsys, are bringing NVIDIA-accelerated design, simulation, and digital twins to millions of engineers, researchers, and manufacturers. Biology is also entering this loop, with BioNeMo expanding AI-driven drug discovery and co-innovation efforts such as our work with Lilly.
+
+Physical AI is no longer a research project. It is moving into production.
+
+![](images/f5e38560d71f861827461501187a236be0acef2adc68574098cd6cdb1030c0ae.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+Silhouette of a person standing on a platform overlooking Earth with cloud patterns and a colorful sky (no text or symbols visible)
+</details>
+
+## The Buildout Has Just Begun
+
+AI has been advancing at an extraordinary pace. In just a few years, ChatGPT awakened the world to AI. Reasoning systems allow models to think before answering. Now agents can use tools and do work. Enterprise adoption is surging, settling the ROI debate: AI can perform valuable work, demand is accelerating, and AI services are delivering compelling economics—because tokens now perform valuable work at scale.
+
+Ahead lies the largest infrastructure buildout in human history—AI factories are being built around the world, powering digital and robotic agents that will supercharge every industry. Building a new industry requires resources—but it also creates opportunities. AI will demand energy, computing, networking, software, and advanced manufacturing.
+
+AI will transform how we work—and how the world works. It will automate most tasks, reshape every job, eliminate some, and create entirely new ones. That is why it is important to distinguish between a task and the purpose of a job. Coding is a task; innovation is the purpose. Reading scans is a task; caring for patients is the purpose. AI will automate more tasks so people can do more of the work that matters.
+
+As tasks are automated, the purpose of work will rise—AI will amplify human potential and expand what humanity can achieve. New companies will emerge on this foundation, extending AI into every industry. Companies and nations must build now. The future is arriving faster than any platform shift in history.
+
+NVIDIA has spent more than three decades preparing for this moment.
+
+We are building the computers, the networks, the software, the models, and the factories that manufacture intelligence. We are building the computing platform for companies, industries, nations, and all of us to thrive in the age of AI.
+
+To our employees, partners, developers, customers, and shareholders around the world—thank you.
+
+NVIDIA is the result of a decades-long vision and the life's work of our people. We carry this opportunity forward with humility, responsibility, determination, and optimism for what comes next.
+
+$$
+j u l t h y
+$$
+
+Jensen Huang
+
+Founder and CEO, NVIDIA
+
+May 2026
+
+# NVIDIA Corporation
+
+Notice of 2026 Annual Meeting
+
+Proxy Statement and Form 10-K
+
+## Forward-Looking Statements
+
+Certain statements in this document including, but not limited to, statements as to: the benefits, impact, performance, growth, and availability of NVIDIA's products, services, and technologies, and related trends and drivers; expectations with respect to supply and demand for NVIDIA's products, services and technologies; expectations with respect to NVIDIA's revenue; expectations with respect to NVIDIA's third party arrangements, including with its collaborators and partners; expectations with respect to technology developments; expectations with respect to AI and related industries; NVIDIA driving the computing platform shift, building the computing infrastructure of the AI era; NVIDIA building the computing infrastructure of the AI era; NVIDIA helping lead America's reindustrialization; NVIDIA building the full training-to-deployment loop for physical AI; NVIDIA building the computers, the networks, the software, the models, and the factories that manufacture intelligence; NVIDIA building the computing platform for companies, industries, nations, and all of us to thrive in the age of AI; and other statements that are not historical facts are forward-looking statements within the meaning of Section 27A of the Securities Act of 1933, as amended, and Section 21E of the Securities Exchange Act of 1934, as amended, which are subject to the “safe harbor” created by those sections based on management’s beliefs and assumptions and on information currently available to management and are subject to risks and uncertainties that could cause results to be materially different than expectations. Important factors that could cause actual results to differ materially include: global economic and political conditions; NVIDIA’s reliance on third parties to manufacture, assemble, package and test NVIDIA’s products; the impact of technological development and competition; development of new products and technologies or enhancements to NVIDIA’s existing product and technologies; market acceptance of NVIDIA’s products or NVIDIA’s partners’ products; design, manufacturing or software defects; changes in consumer preferences or demands; changes in industry standards and interfaces; unexpected loss of performance of NVIDIA’s products or technologies when integrated into systems; NVIDIA’s ability to realize the potential benefits of business investments or acquisitions; and changes in applicable laws and regulations, as well as other factors detailed from time to time in the most recent reports NVIDIA files with the Securities and Exchange Commission, or SEC, including, but not limited to, its annual report on Form 10-K and quarterly reports on Form 10-Q. Copies of reports filed with the SEC are posted on the company’s website and are available from NVIDIA without charge. These forward-looking statements are not guarantees of future performance and speak only as of the date hereof, and, except as required by law, NVIDIA disclaims any obligation to update these forward-looking statements to reflect future events or circumstances.
+
+# NVIDIA®
+
+## NOTICE OF 2026 ANNUAL MEETING OF STOCKHOLDERS
+
+Date and time: Wednesday, June 24, 2026 at 9:00 a.m. Pacific Time
+
+Location: Virtually at www.virtualshareholdermeeting.com/NVDA2026
+
+Items of • Election of ten directors nominated by the Board of Directors
+
+• Advisory approval of our executive compensation  
+- Ratification of the selection of PricewaterhouseCoopers LLP as our independent registered public accounting firm for fiscal year 2027  
+• Four stockholder proposals, if properly presented  
+• Transaction of other business properly brought before the meeting
+
+Record date: You can attend and vote at the 2026 Meeting if you were a stockholder of record at the close of business on April 27, 2026.
+
+Virtual meeting admission: We will be holding the 2026 Meeting virtually at the location listed above. To participate, you will need the Control Number included on your notice of proxy materials or printed proxy card.
+
+Pre-meeting forum: To communicate with our stockholders in connection with the 2026 Meeting, we have established a pre-meeting forum located at www.proxyvote.com where you can submit questions in advance.
+
+Your vote is very important. Whether or not you plan to attend the 2026 Meeting, PLEASE VOTE YOUR SHARES. As an alternative to voting during the 2026 Meeting, you may vote in advance online, by telephone, or, if you have elected to receive a paper proxy card in the mail, by mailing the completed proxy card.
+
+Important notice regarding the availability of proxy materials for the Annual Meeting of Stockholders to be held on June 24, 2026. This Notice, our Proxy Statement, our Annual Report on Form 10-K, and our Annual Review are available at www.nvidia.com/proxy.
+
+By Order of the Board of Directors
+
+![](images/f9c0ea10730ce28a637d5fe2372c9a3a75693932ffdce4ada8455ef92ec55352.jpg)
+
+Timothy S. Teter
+
+Secretary
+
+2788 San Tomas Expressway, Santa Clara, California 95051
+
+May 12, 2026
+
+## NVIDIA Corporation
+
+## Table of Contents
+
+Page
+
+DEFINITIONS 3
+
+BUSINESS OVERVIEW 4
+
+PROXY SUMMARY 6
+
+PROXY STATEMENT 10
+
+Information About the 2026 Meeting 10
+
+Proposal 1—Election of Directors 14
+
+Director Qualifications and Nomination of Directors 15
+
+Our Director Nominees 17
+
+Information About the Board of Directors and Corporate Governance 23
+
+Independence of the Members of the Board of Directors 23
+
+Board Leadership Structure 23
+
+Committees of the Board of Directors 25
+
+Compensation Committee Interlocks and Insider Participation 26
+
+Role of the Board in Risk Oversight 27
+
+Corporate Governance 28
+
+Stockholder Communications with the Board of Directors 30
+
+Majority Vote Standard 30
+
+Stockholder Special Meeting Right 31
+
+Board Meeting Information 31
+
+Corporate Sustainability 31
+
+Public Policy Engagement and Accountability 31
+
+Director Compensation 32
+
+Review of Transactions with Related Persons 34
+
+Security Ownership of Certain Beneficial Owners and Management 35
+
+Proposal 2—Advisory Approval of Executive Compensation 37
+
+Executive Compensation 38
+
+Compensation Discussion and Analysis 38
+
+Compensation Committee Report 49
+
+Risk Analysis of Our Compensation Plans 49
+
+Summary Compensation Table for Fiscal 2026, 2025, and 2024 50
+
+Grants of Plan-Based Awards for Fiscal 2026 51
+
+Outstanding Equity Awards as of January 25, 2026 52
+
+Option Exercises and Stock Vested in Fiscal 2026 53
+
+Employment, Severance, and Change-in-Control Arrangements 53
+
+Potential Payments Upon Termination or Change-in-Control 54
+
+Pay Ratio 54
+
+Pay Versus Performance 55
+
+Proposal 3—Ratification of the Selection of Independent Registered Public Accounting Firm for Fiscal 2027 58
+
+Fees Billed by the Independent Registered Public Accounting Firm 59
+
+Report of the Audit Committee of the Board of Directors 60
+
+Stockholder Proposals 61
+
+Equity Compensation Plan Information 69
+
+Additional Information 69
+
+Delinquent Section 16(a) Reports 69
+
+Other Matters 69
+
+This proxy statement contains forward-looking statements. All statements other than statements of historical or current facts made in this document are forward-looking. Forward-looking statements within the meaning of Section 27A of the Securities Act of 1933, as amended, and Section 21E of the Securities Exchange Act of 1934, as amended, which are subject to the "safe harbor" created by those sections, are based on our management's beliefs and assumptions and on information currently available to our management. In some cases, you can identify forward-looking statements by terms such as "may," "will," "should," "could," "goal," "would," "expect," "plan," "anticipate," "believe," "estimate," "project," "predict," "potential," and similar expressions intended to identify forward-looking statements. Actual results could differ materially for a variety of reasons. Risks and uncertainties that could cause our actual results to differ significantly from management's expectations are described in our Annual Report on Form 10-K for the fiscal year ended January 25, 2026.
+
+DEFINITIONS
+
+<table><tr><td>2007 Plan</td><td>NVIDIA Corporation Amended and Restated 2007 Equity Incentive Plan</td></tr><tr><td>AC</td><td>Audit Committee of the Board</td></tr><tr><td>ASC 718</td><td>Financial Accounting Standards Board Accounting Standards Codification Topic 718: Compensation - Stock Compensation</td></tr><tr><td>Base Compensation Plan</td><td>Performance goal necessary to earn the target award under the Variable Cash Plan and for the target numbers of SY PSUs and MY PSUs to become eligible to vest</td></tr><tr><td>Board</td><td>The Company&#x27;s board of directors</td></tr><tr><td>Bylaws</td><td>The Company&#x27;s Amended and Restated Bylaws</td></tr><tr><td>CAP</td><td>&quot;Compensation actually paid,&quot; as defined under Item 402(v) of Regulation S-K</td></tr><tr><td>CC</td><td>Compensation Committee of the Board</td></tr><tr><td>CD&amp;A</td><td>Compensation Discussion and Analysis</td></tr><tr><td>CEO</td><td>Chief Executive Officer</td></tr><tr><td>CFO</td><td>Chief Financial Officer</td></tr><tr><td>Charter</td><td>The Company&#x27;s Restated Certificate of Incorporation</td></tr><tr><td>Control Number</td><td>Identification number for each stockholder included in Notice or proxy card</td></tr><tr><td>CS</td><td>Corporate Sustainability</td></tr><tr><td>CSSC</td><td>Corporate Sustainability Steering Committee</td></tr><tr><td>DEI</td><td>Diversity, Equity, and Inclusion</td></tr><tr><td>ERM</td><td>Enterprise Risk Management</td></tr><tr><td>ESPP</td><td>NVIDIA Corporation Amended and Restated 2012 Employee Stock Purchase Plan</td></tr><tr><td>EVP</td><td>Executive Vice President</td></tr><tr><td>Exchange Act</td><td>Securities Exchange Act of 1934, as amended</td></tr><tr><td>Fiscal 20__</td><td>The Company&#x27;s fiscal year ended on the last Sunday in January of the stated year</td></tr><tr><td>Form 10-K</td><td>The Company&#x27;s Annual Report on Form 10-K for Fiscal 2026 filed with the SEC on February 25, 2026</td></tr><tr><td>GAAP</td><td>Generally accepted accounting principles in the United States</td></tr><tr><td>GHG</td><td>Greenhouse gas</td></tr><tr><td>Internal Revenue Code</td><td>U.S. Internal Revenue Code of 1986, as amended</td></tr><tr><td>Lead Director</td><td>Lead independent director</td></tr><tr><td>Meeting</td><td>Annual Meeting of Stockholders</td></tr><tr><td>MY PSUs</td><td>Multi-year PSUs based on 3-year TSR relative to the S&amp;P 500 with a three-year performance metric, vesting after three years</td></tr><tr><td>Nasdaq</td><td>The Nasdaq Stock Market LLC</td></tr><tr><td>NCGC</td><td>Nominating and Corporate Governance Committee of the Board</td></tr><tr><td>NEOs</td><td>Named Executive Officers consisting of our CEO, our CFO, and our other three most highly compensated executive officers as of the end of Fiscal 2026</td></tr><tr><td>Non-GAAP Operating Income</td><td>GAAP operating income, as the Company reports in its SEC filings, excluding stock-based compensation expense, acquisition-related and other costs, and other. Please see Reconciliation of Non-GAAP Financial Measures in our CD&amp;A for a reconciliation between the non-GAAP financial measures and GAAP results</td></tr><tr><td>Notice</td><td>Notice of Internet Availability of Proxy Materials</td></tr><tr><td>NVIDIA, Company, we, us, our</td><td>NVIDIA Corporation, a Delaware corporation</td></tr><tr><td>NYSE</td><td>New York Stock Exchange</td></tr><tr><td>PSU</td><td>Performance stock unit</td></tr><tr><td>PwC</td><td>PricewaterhouseCoopers LLP</td></tr><tr><td>RSU</td><td>Restricted stock unit</td></tr><tr><td>S&amp;P 500</td><td>Standard &amp; Poor&#x27;s 500 Composite Index</td></tr><tr><td>SEC</td><td>U.S. Securities and Exchange Commission</td></tr><tr><td>Section 162(m)</td><td>Section 162(m) of the Internal Revenue Code</td></tr><tr><td>Securities Act</td><td>Securities Act of 1933, as amended</td></tr><tr><td>Stretch Compensation Plan</td><td>Performance goal necessary to earn the maximum award under the Variable Cash Plan and for the maximum numbers of SY PSUs and MY PSUs to become eligible to vest</td></tr><tr><td>SY PSUs</td><td>PSUs based on annual Non-GAAP Operating Income performance with a single-year performance metric, vesting over four years</td></tr><tr><td>Threshold</td><td>Minimum performance goal necessary to earn an award under the Variable Cash Plan and for SY PSUs and MY PSUs to become eligible to vest</td></tr><tr><td>TSR</td><td>Total shareholder return</td></tr><tr><td>Variable Cash Plan</td><td>The Company&#x27;s variable cash compensation plan</td></tr></table>
+
+## BUSINESS OVERVIEW
+
+Fiscal 2026 marked another year of strong growth for NVIDIA, with revenue surging 65% year on year to \$215.9 billion reflecting continued momentum across our platform transitions to accelerated computing and AI. Growth was led by Compute & Networking, where Data Center compute revenue grew 59% driven by demand for our Blackwell platform, and Data Center networking revenue increased 142% driven by the ramp of NVLink compute fabric for Blackwell systems, as well as continued growth in Ethernet and InfiniBand. Gross margin was 71.1%, operating income reached \$130.4 billion and diluted earnings per share increased 67% to \$4.90.
+
+Fiscal 2026 Results
+
+<table><tr><td>Revenue</td><td>Gross Margin</td><td>Operating Income</td><td>Diluted Earnings Per Share</td></tr><tr><td>$215.9 billion</td><td>71.1%</td><td>$130.4 billion</td><td>$4.90</td></tr><tr><td>up 65% year on year</td><td>down 3.9 points year on year</td><td>up 60% year on year</td><td>up 67% year on year</td></tr></table>
+
+## Fiscal 2026 Reportable Segments
+
+Our two reportable segments are “Compute & Networking” and “Graphics”:
+
+<table><tr><td></td><td>Compute &amp; Networking</td><td>Graphics</td><td>Total</td></tr><tr><td rowspan="2">Revenue</td><td>$193.5 billion (1)</td><td>$22.5 billion (1)</td><td>$215.9 billion</td></tr><tr><td>up 67% year on year</td><td>up 57% year on year</td><td>up 65% year on year</td></tr><tr><td rowspan="2">Operating Income (2)</td><td>$130.1 billion</td><td>$9.2 billion</td><td>$139.3 billion</td></tr><tr><td>up 57% year on year</td><td>up 80% year on year</td><td>up 58% year on year</td></tr></table>
+
+(1) This figure has been rounded to the nearest tenth of a billion. Due to rounding, the sum of the figures does not equal the total as presented.  
+(2) Segment operating income differs from consolidated operating income as certain expenses are not allocated to either Compute & Networking or Graphics for purposes of making operating decisions or assessing financial performance.
+
+## Fiscal 2026 Market Platforms
+
+Our platforms address four large markets where our expertise is critical:
+
+![](images/e6fa6681413b79669eda7af4657e54d96c6665a50ae60046f6c25af29b30d2b8.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+Exterior view of a black server rack with multiple drive bays (no visible text or labels)
+</details>
+
+Data Center
+
+![](images/26bc018077966022264eaf14b3def10bb3c2672e2708eeda47e78701467a61b0.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+Black and white electronic device with green abstract background, no visible text or symbols
+</details>
+
+Gaming
+
+![](images/4c565522ce1873fab7085d09093726bb3393e55ea8540c53b42eb1e321764c65.jpg)
+
+<details>
+<summary>text_image</summary>
+
+Desktop scene with laptop displaying a webpage interface and a cartoon character, next to a bookshelf and office items
+</details>
+
+Professional Visualization
+
+![](images/830a146edd991441fd15dd54f561b20d75597e51ff4dadc6f3a8f781fbb15abc.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+X-ray diagram of a car showing internal components and wiring (no text or labels)
+</details>
+
+Automotive
+
+\$193.7 billion revenue
+
+\$16.0 billion revenue
+
+\$3.2 billion revenue
+
+\$2.3 billion revenue
+
+up 68% year on year
+
+up 41% year on year
+
+up 70% year on year
+
+up 39% year on year
+
+## Business Highlights
+
+- Launched and scaled the NVIDIA Blackwell Ultra platform – built on the architectural breakthroughs of Blackwell, delivering 50x higher throughput and 35x lower token cost versus Hopper  
+- Extended our inference leadership – sweeping MLPerf and SemiAnalysis InferenceMax benchmarks – by leveraging our extreme co-design approach, where GPUs, CPUs, networking, security, software, power delivery, and cooling are architected together as a single system, rather than optimized in isolation to maximize performance per watt  
+- Introduced the NVIDIA Vera Rubin platform – including new chips and racks – built for agentic AI and co-designed to deliver up to 10x lower token cost versus Blackwell  
+- Entered into a non-exclusive licensing agreement with Groq and introduced the NVIDIA Groq 3 LPX, an accelerator for NVIDIA Vera Rubin, designed to meet the low-latency and large-context demands of agentic systems  
+- Announced new and expanding partnerships to cultivate ecosystem growth, unlock new markets, and accelerate NVIDIA platform adoption, including those with Anthropic, Meta, Nokia, and OpenAI  
+- Turbocharged AI market development with an accelerating release cadence of NVIDIA open models including Nemotron for agentic AI, Cosmos for physical AI, and Alpamayo for autonomous vehicles  
+- Announced key physical AI milestones including \$6 billion in Fiscal 2026 physical AI revenue, NVIDIA DRIVE-powered L4-ready Mercedes-Benz vehicles, and an Uber partnership to scale the world's largest L4-ready mobility network  
+- Advanced quantum computing with new technologies and NVIDIA-powered systems including NVIDIA NVQLink GPU-QPU interconnect and ABCI-Q, the world's largest Quantum research supercomputer
+
+## Fiscal 2026 Shareholder Returns
+
+Total Shareholder Return (TSR)\*  
+![](images/8eefa7867f6386dde47b81fd3f854a19e04ea87f61100394b30a71b9162f1d66.jpg)
+
+<details>
+<summary>bar chart</summary>
+
+| Period | Value (%) |
+|---|---|
+| 1-Year | 32 |
+| 3-Year | 822 |
+| 5-Year | 1,349 |
+</details>
+
+\*Represents cumulative stock price appreciation with dividends reinvested and is measured for the applicable fiscal year periods based on the closing price (\$187.67) of NVIDIA's common stock on January 23, 2026, the last trading day before the end of our Fiscal 2026, as reported by Nasdaq.
+
+Return of Capital to Shareholders (in billions)  
+![](images/1f7e42398ac9fdd768969e3fe6b52869b38c138d03b0472fbcef8ddf46bfbf5e.jpg)
+
+<details>
+<summary>stacked bar chart</summary>
+
+| Maturity | Dividends ($) | Stock Repurchases ($) |
+| :--- | :--- | :--- |
+| 1-Year | 0 | 40.4 |
+| 3-Year | 2.2 | 84.1 |
+| 5-Year | 3.0 | 94.2 |
+The chart displays a single bar for stock repurchases and a separate purple bar for dividends. Values are explicitly labeled on each segment: $41.4 for 1-Year, $86.3 for 3-Year, and $97.2 for 5-Year. The total value per segment is also displayed.
+</details>
+
+Please see our Form 10-K for more financial information for Fiscal 2026.
+
+## PROXY SUMMARY
+
+This summary highlights information contained elsewhere in the proxy statement. This summary does not contain all the information that you should consider, and you should read the entire proxy statement carefully before voting.
+
+## 2026 Annual Meeting of Stockholders
+
+Date and time: Wednesday, June 24, 2026 at 9:00 a.m. Pacific Time
+
+Location: Virtually at www.virtualshareholdermeeting.com/NVDA2026
+
+Record date: Stockholders as of April 27, 2026 are entitled to vote
+
+Admission to meeting: You will need your Control Number to attend the 2026 Meeting
+
+## Voting Matters and Board Recommendations
+
+A summary of the 2026 Meeting proposals is below. Every stockholder's vote is important. Our Board urges you to vote your shares FOR each of the nominees listed in Proposal 1, FOR Proposals 2 and 3, and AGAINST Proposals 4, 5, 6, and 7.
+
+<table><tr><td colspan="2">Matter</td><td>Page</td><td>Board Recommends</td><td>Vote Required for Approval</td><td>Effect of Abstentions</td><td>Effect of Broker Non-Votes</td></tr><tr><td colspan="7">Management Proposals:</td></tr><tr><td>1</td><td>Election of Ten Directors</td><td>14</td><td>FOR each director nominee</td><td>More FOR than AGAINST votes</td><td>None</td><td>None</td></tr><tr><td>2</td><td>Advisory Approval of Our Executive Compensation</td><td>37</td><td>FOR</td><td>Majority of shares present, in person or represented by proxy, and entitled to vote on this matter</td><td>Against</td><td>None</td></tr><tr><td>3</td><td>Ratification of the Selection of PwC as Our Independent Registered Public Accounting Firm for Fiscal 2027</td><td>58</td><td>FOR</td><td>Majority of shares present, in person or represented by proxy, and entitled to vote on this matter</td><td>Against</td><td>N/A*</td></tr><tr><td colspan="7">Stockholder Proposals:</td></tr><tr><td>4</td><td>Simple Majority Vote Standard</td><td>61</td><td>AGAINST</td><td>Majority of shares present, in person or represented by proxy, and entitled to vote on this matter</td><td>Against</td><td>None</td></tr><tr><td>5</td><td>Report on Faith-Based Community Resource Groups</td><td>63</td><td>AGAINST</td><td>Majority of shares present, in person or represented by proxy, and entitled to vote on this matter</td><td>Against</td><td>None</td></tr><tr><td>6</td><td>Report on Workforce Civil Liberties</td><td>65</td><td>AGAINST</td><td>Majority of shares present, in person or represented by proxy, and entitled to vote on this matter</td><td>Against</td><td>None</td></tr><tr><td>7</td><td>Greenhouse Gas Emissions Disclosure</td><td>67</td><td>AGAINST</td><td>Majority of shares present, in person or represented by proxy, and entitled to vote on this matter</td><td>Against</td><td>None</td></tr></table>
+
+\* Because this is a routine proposal, there are no broker non-votes.
+
+## Election of Directors (Proposal 1)
+
+The following table provides summary information about each director nominee:
+
+<table><tr><td>Name</td><td>Age</td><td>Director Since</td><td>Independent</td><td>Financial Expert (1)</td><td>Committee Membership</td><td>Number of Other Public Company Boards</td></tr><tr><td>Tench Coxe</td><td>68</td><td>1993</td><td>√</td><td></td><td>AC, CC</td><td></td></tr><tr><td>John O. Dabiri</td><td>46</td><td>2020</td><td>√</td><td></td><td>CC, NCGC</td><td></td></tr><tr><td>Jen-Hsun Huang</td><td>63</td><td>1993</td><td></td><td></td><td></td><td></td></tr><tr><td>Dawn Hudson</td><td>68</td><td>2013</td><td>√</td><td>√</td><td>CC Chairperson</td><td></td></tr><tr><td>Harvey C. Jones</td><td>73</td><td>1993</td><td>√</td><td>√</td><td>AC, NCGC</td><td></td></tr><tr><td>Melissa B. Lora</td><td>63</td><td>2023</td><td>√</td><td>√</td><td>AC, NCGC</td><td>1</td></tr><tr><td>Stephen C. Neal(Lead Director)</td><td>77</td><td>2019</td><td>√</td><td></td><td>NCGC Chairperson</td><td></td></tr><tr><td>A. Brooke Seawell</td><td>78</td><td>1997</td><td>√</td><td>√</td><td>AC Chairperson</td><td>1</td></tr><tr><td>Aarti Shah</td><td>61</td><td>2020</td><td>√</td><td></td><td>AC, CC</td><td>1</td></tr><tr><td>Mark A. Stevens</td><td>66</td><td>2008 (2)</td><td>√</td><td></td><td>CC, NCGC</td><td></td></tr></table>
+
+(1) Qualified as an AC financial expert.  
+(2) Previously served as a member of our Board from 1993 until 2006.
+
+The Board recommends that you vote FOR each director nominee.
+
+## Recent Refreshment and Nominee Qualifications
+
+Our director nominees reflect a broad range of competencies, professional experience, and backgrounds, and contribute diverse viewpoints and perspectives to our Board. The Board seeks to balance the benefits of continuity and institutional knowledge of our longer-serving directors with the introduction of new perspectives and ideas through the appointment of new directors. In furtherance of this approach, one-third of our independent directors have joined the Board since 2020. The Board, through the NCGC, actively oversees Board composition to maintain an appropriate mix of skills, experience, and perspectives aligned with the Company's strategy and evolving business needs. As a part of this process, the Board also periodically refreshes committee membership and chairpersons to promote a variety of viewpoints and broaden director engagement across key areas of oversight on the Board committees.
+
+On May 7, 2026, the Board approved an increase in the size of the Board from ten to eleven directors and appointed Suzanne Nora Johnson to fill the newly created directorship, in each case effective July 13, 2026. Ms. Nora Johnson will join the Board effective July 13, 2026, due to a prior professional commitment. She is expected to join the AC on the effective date of her appointment.
+
+Nominee Skills, Competencies, and Attributes
+
+Below are the skills, competencies, and attributes that our NCGC and Board consider important for our directors to have, considering our current business and future market opportunities, and the director nominees who possess them:
+
+<table><tr><td rowspan="2"></td><td>Senior Leadership &amp; Operations Experience</td><td>Industry &amp; Technical</td><td>Financial / Financial Community</td><td>Governance &amp; Public Company Board</td><td>Emerging Technologies &amp; Business Models</td><td>Marketing, Communications &amp; Brand Management</td><td>Regulatory, Legal &amp; Risk Management</td><td>Human Capital Management Experience</td></tr><tr><td><img src="images/cac6ffee41c16ab861b2d95f423bb3cd8f1dcac17151443c72a322fb32917a9a.jpg"/></td><td><img src="images/ebacaa48c1cd0cc0836cc49f5d9894c60beb143845ffbdc3f327a64b315dea2f.jpg"/></td><td><img src="images/8d0df654677b7e40959b995e0cda0a09acafaa1787afd2d6c040e9584adce574.jpg"/></td><td><img src="images/15cd51fb55fea955ea909287decc5b387894a77f6b93ecf55e1589a4447b436e.jpg"/></td><td><img src="images/e71b799979f5624830f6a93486cd9fa5b81bb5d37158f08d81aee0d94d2034c0.jpg"/></td><td><img src="images/d4d1f4f1e4a5a09c088b337717d0d417014293da7d8701e330085d6db7567a9e.jpg"/></td><td><img src="images/d42e0ff0fdba02a2e44121db6ee66c26f536402a92ee632b4a7e31dadcc2c513.jpg"/></td><td><img src="images/be39594199efc4f8860742898b41f4bbd81c04e9a88f58a1e566dfdb88e4d6c1.jpg"/></td></tr><tr><td>Coxe</td><td></td><td></td><td>✓</td><td>✓</td><td>✓</td><td></td><td></td><td>✓</td></tr><tr><td>Dabiri</td><td></td><td>✓</td><td></td><td></td><td>✓</td><td></td><td></td><td></td></tr><tr><td>Huang</td><td>✓</td><td>✓</td><td>✓</td><td>✓</td><td>✓</td><td>✓</td><td>✓</td><td>✓</td></tr><tr><td>Hudson</td><td>✓</td><td></td><td>✓</td><td>✓</td><td></td><td>✓</td><td></td><td>✓</td></tr><tr><td>Jones</td><td>✓</td><td>✓</td><td>✓</td><td>✓</td><td>✓</td><td>✓</td><td></td><td>✓</td></tr><tr><td>Lora</td><td>✓</td><td></td><td>✓</td><td>✓</td><td>✓</td><td>✓</td><td></td><td>✓</td></tr><tr><td>Neal</td><td>✓</td><td></td><td></td><td>✓</td><td></td><td>✓</td><td>✓</td><td>✓</td></tr><tr><td>Seawell</td><td>✓</td><td></td><td>✓</td><td>✓</td><td>✓</td><td></td><td>✓</td><td>✓</td></tr><tr><td>Shah</td><td>✓</td><td>✓</td><td></td><td>✓</td><td>✓</td><td>✓</td><td>✓</td><td>✓</td></tr><tr><td>Stevens</td><td></td><td>✓</td><td>✓</td><td>✓</td><td>✓</td><td></td><td></td><td></td></tr></table>
+
+## Corporate Governance Highlights
+
+Our Board is committed to strong corporate governance to promote the long-term interests of the Company and our stockholders. We seek a collaborative approach to stockholder issues that affect our business and to ensure that our stockholders see our governance and executive pay practices as well-structured. In Fall 2025, we contacted our top institutional stockholders, representing an aggregate ownership of 34% of our shares, to gain insights into their views on our corporate governance, compensation and corporate sustainability practices. Highlights of our corporate governance practices include:
+
+√ All directors independent, except for our CEO  
+√ Independent Lead Director  
+√ Proxy access  
+√ Declassified Board  
+√ Majority voting for directors  
+√ Active Board oversight of risk management  
+√ Stockholders can call a special meeting
+
+√ 75% or greater attendance by each director at meetings of the Board and applicable committees  
+√ Independent directors frequently meet in executive sessions  
+√ At least annual Board and committee self-assessments  
+√ Annual stockholder outreach, including Lead Director participation  
+√ Stock ownership guidelines for our directors and NEOs
+
+## Advisory Approval of Executive Compensation for Fiscal 2026 (Proposal 2)
+
+We are asking our stockholders to cast a non-binding vote, also known as “say-on-pay,” to approve our NEOs’ compensation. The Board believes that our compensation policies and practices are effective in achieving our goals of paying for performance, providing competitive pay so that we may attract and retain a high-caliber executive team, aligning our executives’ interests with those of our stockholders to create long-term value, and achieving simplicity and transparency with our compensation program. The Board and our stockholders have approved holding our “say-on-pay” votes annually. The Board recommends that you vote FOR Proposal 2.
+
+## Executive Compensation Highlights
+
+Our executive compensation program is designed to reward performance. We use compensation elements that align our NEOs' interests with those of stockholders to drive long-term value. Our NEOs' compensation is heavily weighted toward performance-based, "at-risk" variable cash and long-term equity awards, which are earned only if the Company achieves pre-established financial metrics, with caps on maximum payouts. In recent years, over 90% of our CEO's and over 45% of our other NEOs' total target pay have been performance-based and at-risk. Additionally, 100% of our CEO's equity awards have been granted solely as PSUs.
+
+For Fiscal 2026, the CC kept NEO cash compensation constant as compared to Fiscal 2025, but increased target equity opportunities for all NEOs to recognize the complexity and scope of their roles and responsibilities. The CC also set Fiscal 2026 target equity opportunities at levels that aligned total target pay for all NEOs other than our CEO to reflect their comparable, significant contributions and impact on corporate performance. To motivate executives, the CC set the Base Compensation Plan revenue goal for the Fiscal 2026 Variable Cash Plan in line with our record Fiscal 2025 results and the Base Compensation Plan Non-GAAP Operating Income goal for SY PSUs granted in Fiscal 2026 in line with our corresponding Fiscal 2025 Stretch Compensation Plan goal.
+
+## Financial Performance and Link to Executive Pay
+
+As described in CD&A, a significant portion of our executive pay opportunities are tied to the achievement of financial measures that drive business value and contribute to our long-term success. The tables below show our goals for the applicable periods that were completed at the end of Fiscal 2026, performance achievement against the goals, and their impacts on our executives' pay.
+
+<table><tr><td colspan="7">PERFORMANCE GOALS</td></tr><tr><td rowspan="2"></td><td colspan="2">Variable Cash Plan</td><td colspan="2">SY PSUs</td><td colspan="2">MY PSUs</td></tr><tr><td>Fiscal 2026 Revenue</td><td>Payout as a % of Target Opportunity</td><td>Fiscal 2026 Non-GAAP Operating Income (1)</td><td>Shares Eligible to Vest as a % of Target Opportunity</td><td>Fiscal 2024 to 2026 3-Year Relative TSR</td><td>Shares Eligible to Vest as a % of Target Opportunity</td></tr><tr><td>Threshold</td><td>$100.0 billion</td><td>50%</td><td>$46.0 billion</td><td>50%</td><td>25th percentile</td><td>25%</td></tr><tr><td>Base Compensation Plan</td><td>$130.0 billion</td><td>100%</td><td>$71.0 billion</td><td>100%</td><td>50th percentile</td><td>100%</td></tr><tr><td>Stretch Compensation Plan</td><td>$160.0 billion (2)</td><td>200%</td><td>$96.0 billion (2)</td><td>CEO 150%Other NEOs 200%</td><td>75th percentile</td><td>CEO 150%Other NEOs 200%</td></tr></table>
+
+<table><tr><td colspan="4">PERFORMANCE ACHIEVEMENT AND PAYOUTS</td></tr><tr><td></td><td>Variable Cash Plan</td><td>SY PSUs</td><td>MY PSUs</td></tr><tr><td>Performance Achievement for Period Ended Fiscal 2026 (3)</td><td>$215.9 billion revenue</td><td>$137.3 billion Non-GAAP Operating Income (1)</td><td>100th percentile 3-year TSR relative to S&amp;P 500 (1,055%)</td></tr><tr><td>Payout as % of Target Opportunity</td><td>200%</td><td>CEO 150% Other NEOs 200%</td><td>CEO 150% Other NEOs 200%</td></tr></table>
+
+(1) See Reconciliation of Non-GAAP Financial Measures in CD&A for a reconciliation between the non-GAAP financial measures and GAAP results.  
+(2) Our original Fiscal 2026 Stretch Compensation Plan revenue goal of \$190.0 billion was automatically adjusted to \$160.0 billion, and our original Fiscal 2026 Stretch Compensation Plan Non-GAAP Operating Income goal of \$120.0 billion was automatically adjusted to \$96.0 billion, due to the imposition of additional export controls on the Company's H2O products during the first half of Fiscal 2026. See Fiscal 2026 Compensation Actions and Achievements—Performance Metrics and Goals for Executive Compensation in CD&A for further discussion of these adjustments.  
+(3) See Performance Metrics and Goals for Executive Compensation in CD&A for a description and further discussion of revenue, Non-GAAP Operating Income, and 3-year relative TSR.
+
+## Ratification of Selection of PwC as our Independent Registered Public Accounting Firm for Fiscal 2027 (Proposal 3)
+
+While not required, we are asking our stockholders to ratify the AC's selection of PwC as our independent registered public accounting firm for Fiscal 2027, as we believe it is a matter of good corporate practice. If our stockholders do not ratify the selection, the AC will reconsider the appointment, but may nevertheless retain PwC. Even if the selection is ratified, the AC may select a different independent registered public accounting firm at any time if it determines that such a change would be in the best interests of NVIDIA and our stockholders. The Board recommends that you vote FOR Proposal 3.
+
+## Stockholder Proposal 4
+
+A stockholder is asking our Board to take steps to replace the supermajority voting provisions in our Charter and Bylaws with a simple majority standard. The proposal is advisory only and approval of the proposal would not, by itself, implement a simple majority voting standard. At our 2025 Meeting, the Board proposed and recommended that stockholders approve an amendment and restatement of our Charter to eliminate the remaining supermajority voting provisions, which did not pass. The Board recommends that you vote AGAINST Proposal 4.
+
+## Stockholder Proposal 5
+
+A stockholder is asking our Board to evaluate and report on faith-based community resource groups. NVIDIA is committed to ensuring that our employees are protected and supported through enterprise-wide policies, practices, and reporting mechanisms. Our Board believes that our existing policies, practices, and feedback mechanisms already address the issues raised in Proposal 5. The Board recommends that you vote AGAINST Proposal 5.
+
+## Stockholder Proposal 6
+
+A stockholder is asking our Board to evaluate and report on civil rights and non-discrimination related to DEI. NVIDIA complies with applicable law and is committed to equal employment opportunity requirements. In addition, the Board maintains strong oversight and compliance mechanisms to ensure these policies and practices are effectively implemented. Our Board believes these oversight structures provide sufficient and comprehensive governance and accountability for the policies and practices addressed by Proposal 6. The Board recommends that you vote AGAINST Proposal 6.
+
+## Stockholder Proposal 7
+
+A stockholder is asking our Board to report and disclose GHG emissions from the use of the Company's sold products. Our Board believes Proposal 7 is unnecessary given NVIDIA's history of robust climate reporting and targets, and our future disclosure plans. The Board believes NVIDIA's management is best positioned to make decisions regarding the specific content and methodology of our climate disclosures. The Board recommends that you vote AGAINST Proposal 7.
+
+## IN MEMORIAM
+
+## ROBERT K. BURGESS
+
+The Board of Directors and the entire NVIDIA family mourn the passing of Robert K. Burgess, who served as a valued member of our Board from 2011 to 2025.
+
+Over his 14 years of dedicated service, Rob provided exceptional leadership and unwavering commitment to the Company and its stockholders, offering invaluable guidance throughout a period of significant growth. Beyond his many professional contributions, Rob was admired for his warmth, candor, and sense of humor. He will be deeply missed.
+
+# PROXY STATEMENT FOR THE 2026 ANNUAL MEETING OF STOCKHOLDERS - JUNE 24, 2026
+
+## Information About the 2026 Meeting
+
+Your proxy is being solicited on behalf of the Board for use at the 2026 Meeting. Our 2026 Meeting will take place virtually on Wednesday, June 24, 2026 at 9:00 a.m. Pacific Time.
+
+## Virtual Meeting Philosophy and Benefits
+
+The Board believes holding the 2026 Meeting in a virtual format invites participation from stockholders regardless of location, while reducing costs to stockholders and the Company. This balance allows the 2026 Meeting to remain focused on matters directly relevant to stockholder interests in an efficient way. We have designed the virtual format to protect stockholder rights, including by offering multiple opportunities to ask questions, publishing answers to questions received for the 2026 Meeting on our Investor Relations website, and providing a replay of the webcast after the 2026 Meeting.
+
+## Meeting Attendance
+
+If you were an NVIDIA stockholder as of the close of business on the April 27, 2026 record date, or if you hold a valid proxy, you can attend, ask questions before and during, and vote at our 2026 Meeting at www.virtualshareholdermeeting.com/NVDA2026. Our 2026 Meeting will be held virtually; use the Control Number included on your Notice or printed proxy card to enter. Anyone can also listen to the 2026 Meeting live; if you encounter any difficulties accessing the virtual 2026 Meeting, please call the technical support number available at www.virtualshareholdermeeting.com/NVDA2026.
+
+A replay of the webcast will be available at www.nvidia.com/proxy through June 24, 2027.
+
+Even if you plan to attend the 2026 Meeting virtually, we recommend that you also vote by proxy as described below so that your vote will be counted if you later decide not to attend.
+
+## Asking Questions
+
+We encourage stockholders to submit questions through our pre-meeting forum at www.proxyvote.com (using the Control Number included on your Notice or printed proxy card), as well as during the 2026 Meeting at www.virtualshareholdermeeting.com/NVDA2026. During the 2026 Meeting, we will answer as many stockholder-submitted questions related to the business of the 2026 Meeting as time permits. We will publish on our Investor Relations website answers to questions as soon as practicable after the 2026 Meeting. We intend to group questions and answers by topic and answer substantially similar questions only once. To promote fairness to all stockholders and efficient use of the Company's resources, we will respond to one question per stockholder. We reserve the right to exclude questions that are not pertinent to company business or are otherwise unsuitable for the conduct of the 2026 Meeting.
+
+## Quorum and Voting
+
+To hold our 2026 Meeting, we need a majority of the outstanding shares entitled to vote at the close of business on the April 27, 2026 record date, or a quorum, represented at the 2026 Meeting either by attendance virtually or by proxy. On April 27, 2026, there were 24,220,525,225 shares of common stock outstanding and entitled to vote, meaning 12,110,262,613 shares must be represented at the 2026 Meeting or by proxy to have a quorum. A list of stockholders entitled to vote at the close of business on the record date will be available at our headquarters, 2788 San Tomas Expressway, Santa Clara, California, for 10 days prior to the 2026 Meeting to stockholders of record for any legally valid purpose germane to the 2026 Meeting. To schedule an appointment to view the stockholder list during this period, please contact us at shareholdermeeting@nvidia.com.
+
+Your shares will count towards the quorum only if you submit a valid proxy or vote at the 2026 Meeting. Abstentions and broker non-votes will count towards the quorum requirement. If there is not a quorum, a majority of the votes present may adjourn the 2026 Meeting to another date.
+
+For Proposal 1, you may vote FOR or AGAINST each Board nominee, or you may ABSTAIN from voting. For each other matter to be voted on, you may vote FOR or AGAINST or ABSTAIN from voting.
+
+## Stockholder of Record
+
+You are a stockholder of record if your shares were registered directly in your name with our transfer agent, Computershare, on April 27, 2026. You can vote shares, change your vote, or revoke your proxy before the final vote at the 2026 Meeting in any of the following ways:
+
+<table><tr><td></td><td>Vote</td><td>Change Your Vote</td><td>Revoke Your Proxy</td></tr><tr><td>Virtually attend and vote at the 2026 Meeting</td><td>√</td><td>√</td><td></td></tr><tr><td>Via mail, by signing and mailing your proxy card to us before the 2026 Meeting</td><td>√</td><td></td><td></td></tr><tr><td>By telephone or online, by following the instructions provided in the Notice or your proxy materials</td><td>√</td><td>√</td><td></td></tr><tr><td>Submit another properly completed proxy card with a later date</td><td></td><td>√</td><td></td></tr><tr><td>Send a written notice that you are revoking your proxy to NVIDIA Corporation, 2788 San Tomas Expressway, Santa Clara, California 95051, Attention: Timothy S. Teter, Secretary, or via email to shareholdermeeting@nvidia.com</td><td></td><td></td><td>√</td></tr></table>
+
+If you do not vote using any of the ways described above, your shares will not be voted.
+
+## Street Name Holder
+
+If your shares were held through a nominee, such as a bank or broker, as of April 27, 2026, then you were the beneficial owner of shares held in “street name,” and you have the right to direct the nominee how to vote those shares for the 2026 Meeting. The nominee should provide you a separate Notice or voting instructions, which you should follow to tell the nominee how to vote. To vote by attending the 2026 Meeting virtually, you must obtain a valid proxy from your nominee.
+
+If you are a beneficial holder and do not provide voting instructions to your nominee, the nominee will not be authorized to vote your shares on “non-routine” matters, including elections of directors (even if not contested) and executive compensation (including any advisory stockholder votes on executive compensation), and stockholder proposals. This is called a “broker non-vote.” However, the nominee can still register your shares as being present at the 2026 Meeting for determining quorum, and the nominee will have discretion to vote for matters considered by the NYSE to be “routine,” including Proposal 3 regarding the ratification of the selection of our independent registered public accounting firm. If you are a beneficial owner and want to ensure that all of the shares you beneficially own are voted for or against Proposal 3, you must give your nominee specific instructions to do so or the nominee will have discretion to vote on that proposal.
+
+For Proposals 1, 2, 4, 5, 6, and 7, which are “non-discretionary” items, you MUST give your nominee instructions in order for your vote to be counted. We strongly encourage you to vote.
+
+Any NVIDIA stockholder whose shares are held in street name by a member brokerage firm may revoke a proxy and vote their shares at the 2026 Meeting only in accordance with applicable rules and procedures of the national stock exchanges, as used by the holder's brokerage firm.
+
+## Vote Count
+
+On each matter to be voted upon, stockholders have one vote for each share of NVIDIA common stock owned as of April 27, 2026. Votes will be counted by the inspector of election as follows:
+
+<table><tr><td>Proposal Number</td><td>Proposal Description</td><td>Vote Required for Approval</td><td>Effect of Abstentions</td><td>Broker Non-Votes</td></tr><tr><td>1</td><td>Election of ten directors</td><td>More FOR than AGAINST votes</td><td>None</td><td>None</td></tr><tr><td>2</td><td>Advisory approval of our executive compensation</td><td>Majority of shares present, in person or represented by proxy, and entitled to vote on this matter</td><td>Against</td><td>None</td></tr><tr><td>3</td><td>Ratification of the selection of PwC as our independent registered public accounting firm for Fiscal 2027</td><td>Majority of shares present, in person or represented by proxy, and entitled to vote on this matter</td><td>Against</td><td>N/A*</td></tr><tr><td>4</td><td>Stockholder Proposal: Simple Majority Vote Standard</td><td>Majority of shares present, in person or represented by proxy, and entitled to vote on this matter</td><td>Against</td><td>None</td></tr><tr><td>5</td><td>Stockholder Proposal: Report on Faith-Based Community Resource Groups</td><td>Majority of shares present, in person or represented by proxy, and entitled to vote on this matter</td><td>Against</td><td>None</td></tr><tr><td>6</td><td>Stockholder Proposal: Report on Workforce Civil Liberties</td><td>Majority of shares present, in person or represented by proxy, and entitled to vote on this matter</td><td>Against</td><td>None</td></tr><tr><td>7</td><td>Stockholder Proposal: Greenhouse Gas Emissions Disclosure</td><td>Majority of shares present, in person or represented by proxy, and entitled to vote on this matter</td><td>Against</td><td>None</td></tr></table>
+
+\* Because this is a routine proposal, there are no broker non-votes.
+
+If you are a stockholder of record and you return a signed proxy card without marking any selections, your shares will be voted FOR each of the nominees listed in Proposal 1, FOR Proposals 2 and 3, and AGAINST Proposals 4, 5, 6, and 7. If any other matter is properly presented at the 2026 Meeting, one of the proxyholders will vote your shares using his best judgment.
+
+## Vote Results
+
+Preliminary voting results will be announced at the 2026 Meeting. Final voting results will be published in a current report on Form 8-K, which will be filed with the SEC by June 30, 2026.
+
+## Proxy Materials
+
+As permitted by SEC rules, we are making our proxy materials available to stockholders online at www.nvidia.com/proxy. On or about May 12, 2026, we sent stockholders who owned our common stock at the close of business on April 27, 2026 (except those who previously requested electronic or paper delivery) a Notice with instructions on how to access our proxy materials, vote online or by telephone, and elect to receive future proxy materials electronically or in printed form by mail.
+
+If you choose to receive future proxy materials electronically (via www.proxyvote.com for stockholders of record and www.icsdelivery.com/nvda for street name holders), you will receive an email next year with links to the proxy materials and proxy voting site.
+
+SEC rules also permit companies and intermediaries, such as brokers, to satisfy Notice and proxy material delivery requirements for multiple stockholders with the same address by delivering a single Notice or set of proxy materials addressed to those stockholders. We follow this practice, known as “householding,” unless we have received contrary instructions from any stockholder at that address.
+
+If you received more than one Notice or full set of proxy materials, your shares are either registered in more than one name or held in different accounts. Please vote the shares covered by each Notice or proxy card. To modify your instructions so that you receive one Notice or proxy card for each account or name, contact your broker. Your “householding” election will continue until you are notified otherwise or until you revoke your consent.
+
+To change how you receive proxy materials (electronically or in print), or to request receipt of a separate set of documents to a household, contact our Investor Relations Department through our website at www.nvidia.com, by email to shareholdermeeting@nvidia.com, by phone at (408) 486-2000, or by mail at 2788 San Tomas Expressway, Santa Clara, California 95051.
+
+We will pay the entire cost of soliciting proxies. Our directors and employees may also solicit proxies in person, by telephone, by mail, via the Internet, or by other means. Our directors and employees will not receive any additional compensation for soliciting proxies. We have also retained MacKenzie Partners on an advisory basis for an approximate fee of \$20,000; they may help us solicit proxies from brokers, bank nominees, and other institutional owners. We may also reimburse brokerage firms, banks, and other agents for the cost of forwarding proxy materials to beneficial owners.
+
+## 2027 Meeting Deadlines for Submission of Stockholder Proposals, Nomination of Directors, and Other Business
+
+## Proposals to be Considered for Inclusion in Our Proxy Materials Pursuant to Rule 14a-8
+
+Stockholders who wish to present proposals pursuant to Rule 14a-8 promulgated under the Exchange Act for inclusion in our 2027 Meeting proxy materials must submit their proposals in writing to NVIDIA Corporation, 2788 San Tomas Expressway, Santa Clara, California 95051, Attention: Timothy S. Teter, Secretary, or by email to shareholdermeeting@nvidia.com, on or before January 12, 2027.
+
+## Director Nominations Under Our Proxy Access Bylaw
+
+A stockholder (or a group of up to 20 stockholders) who has owned at least 3% of the voting power of our outstanding capital stock for at least three continuous years and has complied with the other requirements in our Bylaws may nominate and include in our proxy materials director nominees constituting up to the greater of (a) up to two director candidates or (b) up to 20% of the number of directors in office on the last day that a submission may be delivered. Notice of a proxy access nomination for consideration at our 2027 Meeting must be received following the above instructions not later than the close of business on March 26, 2027, and not earlier than February 24, 2027. If we hold the 2027 Meeting more than 30 days prior to, or delayed by more than 30 days after, the first anniversary of the 2026 Meeting, for written notice by the stockholder to be timely, such notice must be delivered following the above instructions not earlier than the close of business on the 120th day prior to the 2027 Meeting and not later than the close of business on the 90th day prior to the 2027 Meeting or the 10th day following the day on which public announcement of the date of the 2027 Meeting is first made by us, whichever is later.
+
+## Other Director Nominations and Proposals
+
+Apart from Rule 14a-8 and the proxy access provision of our Bylaws, under our Bylaws certain procedures must be followed for a stockholder to nominate a director or introduce an item of business at an annual meeting of stockholders. If you wish to nominate a director or introduce an item of business at the 2027 Meeting that is not included in our 2027 Meeting proxy materials, you must do so in writing following the above instructions not later than the close of business on March 26, 2027, and not earlier than February 24, 2027. If we hold the 2027 Meeting more than 30 days prior to, or delayed by more than 70 days after, the first anniversary of the 2026 Meeting, for written notice by the stockholder to be timely, such notice must be delivered following the above instructions not earlier than the close of business on the 120th day prior to the 2027 Meeting and not later than the close of business on the 90th day prior to the 2027 Meeting or the 10th day following the day on which public announcement of the date of the 2027 Meeting is first made by us, whichever is later.
+
+## Additional Requirements and Information
+
+We advise you to review our Bylaws, which include additional requirements for advance notice of stockholder proposals, director nominations, and proxy access nominations. We recognize the importance of stockholders' ability to nominate directors to our Board. Accordingly, our Board will consider feedback received through our stockholder engagement process regarding the process and disclosure requirements of our Bylaws for nominating directors and other proposals. Our Board will engage with stockholders of various holdings size regarding any proposed amendments to our Bylaws that would require a nominating stockholder to disclose to us (i) such stockholder's plans to nominate candidates to the boards of other public companies, or disclose prior director nominations or proposals that such stockholder privately submitted to other public companies, or (ii) information about such stockholder's limited partners or business associates beyond the existing requirements of our Bylaws.
+
+What am I voting on? Electing the 10 director nominees identified below to hold office until the 2027 Meeting and until his or her successor is elected or appointed.
+
+Vote required for approval: Directors are elected if they receive more FOR votes than AGAINST votes.
+
+Effect of abstentions: None.
+
+Effect of broker non-votes: None.
+
+Our Board currently consists of 10 members. Our nominees include 9 independent directors, as defined by the rules and regulations of Nasdaq, and one NVIDIA officer: Mr. Huang, who serves as our President and CEO.
+
+All of our directors have one-year terms and stand for election annually. Each nominee is currently a director of NVIDIA previously elected by our stockholders.
+
+The Board expects the nominees will be available for election. If a nominee declines or is unable to act as a director, your proxy may be voted for any substitute nominee proposed by the Board or the size of the Board may be reduced.
+
+## Recommendation of the Board
+
+The Board recommends that you vote FOR the election of each of the following nominees:
+
+<table><tr><td>Name</td><td>Age</td><td>Director Since</td><td>Occupation</td><td>Independent</td><td>Financial Expert (1)</td><td>Committee Membership</td><td>Number of Other Public Company Boards</td></tr><tr><td>Tench Coxe</td><td>68</td><td>1993</td><td>Former Managing Director, Sutter Hill Ventures</td><td>√</td><td></td><td>AC, CC</td><td></td></tr><tr><td>John O. Dabiri</td><td>46</td><td>2020</td><td>Centennial Professor of Aeronautics and Mechanical Engineering, California Institute of Technology</td><td>√</td><td></td><td>CC, NCGC</td><td></td></tr><tr><td>Jen-Hsun Huang</td><td>63</td><td>1993</td><td>President &amp; CEO, NVIDIA Corporation</td><td></td><td></td><td></td><td></td></tr><tr><td>Dawn Hudson</td><td>68</td><td>2013</td><td>Former Chief Marketing Officer, National Football League &amp; Former CEO Pepsi-Cola North America</td><td>√</td><td>√</td><td>CC Chairperson</td><td></td></tr><tr><td>Harvey C. Jones</td><td>73</td><td>1993</td><td>Managing Partner, Square Wave Ventures</td><td>√</td><td>√</td><td>AC, NCGC</td><td></td></tr><tr><td>Melissa B. Lora</td><td>63</td><td>2023</td><td>Former President, Taco Bell International</td><td>√</td><td>√</td><td>AC, NCGC</td><td>1</td></tr><tr><td>Stephen C. Neal (Lead Director)</td><td>77</td><td>2019</td><td>Chairman Emeritus &amp; Senior Counsel, Cooley LLP</td><td>√</td><td></td><td>NCGC Chairperson</td><td></td></tr><tr><td>A. Brooke Seawell</td><td>78</td><td>1997</td><td>Venture Partner, New Enterprise Associates</td><td>√</td><td>√</td><td>AC Chairperson</td><td>1</td></tr><tr><td>Aarti Shah</td><td>61</td><td>2020</td><td>Former Senior Vice President &amp; Chief Information and Digital Officer, Eli Lilly and Company</td><td>√</td><td></td><td>AC, CC</td><td>1</td></tr><tr><td>Mark A. Stevens</td><td>66</td><td>2008 (2)</td><td>Managing Partner, S-Cubed Capital</td><td>√</td><td></td><td>CC, NCGC</td><td></td></tr></table>
+
+(1) Qualified as an AC financial expert.  
+(2) Previously served as a member of our Board from 1993 until 2006.
+
+## Director Qualifications and Nomination of Directors
+
+The NCGC identifies, reviews and assesses the qualifications of current and potential directors and recommends nominees for Board approval. In accordance with our Corporate Governance Policies and the NCGC Charter, the NCGC considers a nominee's background and experience to ensure that a broad range of perspectives is represented. The NCGC may conduct appropriate and necessary inquiries into the backgrounds and qualifications of possible candidates and engage a professional search firm to assist the committee in identifying, evaluating, and conducting due diligence on potential director nominees. The NCGC has not established specific age, gender, education, experience, or skill requirements, and instead considers numerous factors regarding the nominee, including those listed below, taking into account our current and future business models:
+
+- Integrity and candor  
+- Independence  
+• Senior leadership and operational experience  
+• Professional, technical and industry knowledge  
+• Financial expertise  
+• Financial community experience (including as an investor in other companies)  
+- Marketing, communications and brand management background  
+• Governance and public company board experience  
+- Experience with emerging technologies and new business models  
+• Regulatory, legal, and risk management expertise, including in cybersecurity matters
+
+- Mix of backgrounds, experiences, and perspectives  
+• Human capital management experience  
+• Experience in academia  
+- Willingness and ability to devote substantial time and effort to Board responsibilities and Company oversight  
+- Ability to represent the interests of the stockholders as a whole rather than special interest groups or constituencies  
+- All relationships between the proposed nominee and any of our stockholders, competitors, customers, suppliers, or other persons with a relationship to NVIDIA  
+- For nominees for re-election, overall service to NVIDIA, including past attendance, participation and contributions to the activities of the Board and its committees
+
+The NCGC and the Board understand the importance of Board refreshment, and strive to maintain an appropriate mix of tenure, professional experiences and backgrounds, skills, and education on the Board. The Board seeks to balance the benefits of continuity and institutional knowledge of our longer-serving directors, with the introduction of new perspectives and ideas through the appointment of new directors. In furtherance of this approach, one-third of our independent directors have joined the Board since 2020. The Board, through the NCGC, actively oversees Board composition to maintain an appropriate mix of skills, experience and perspectives, aligned with the Company's strategy and evolving business needs. Our longer-tenured directors are familiar with our operations and business areas and have the perspective of overseeing our activities from a variety of economic and competitive environments, which enhances the Board's oversight of strategy and risks. Given our growth and the breadth of our product offerings, as well as the increasingly complex macroeconomic and geopolitical factors we face, these experienced directors are a significant asset to the Board. Our newer directors have brought expertise in brand development and cybersecurity, familiarity with technology developments at leading academic institutions, and senior management, operating, and finance experience, all of which are important to supporting NVIDIA as it enters new markets. Each year, the NCGC and Board review each director's individual performance, including the director's past contributions, outside experiences and activities, and committee participation, and determine how his or her experience and skills continue to add value to NVIDIA and the Board. As a part of this process, the Board also periodically refreshes committee membership and chairpersons to help promote a variety of viewpoints and broaden director engagement across key areas of oversight on the Board committees. Since the 2025 Meeting, Ms. Lora and Dr. Dabiri have joined the NCGC.
+
+Below are the skills, competencies, and attributes that our Board considers important for our directors to have, considering our current business and future market opportunities:
+
+<table><tr><td><img src="images/55bb1d604c4abe8901abf33e687a219522bb96a6c0baf5f70fd7093ed1806a13.jpg"/></td><td>Senior Leadership &amp; Operations Experience</td><td>Directors with senior leadership and operations experience provide informed oversight of our business, and unique experiences and perspectives. They are uniquely positioned to contribute practical insight into business strategy and operations, driving growth, building and strengthening corporate culture, and supporting the achievement of strategic priorities and objectives.</td></tr><tr><td><img src="images/fe24939dfe8b00e8f0ce7841210dd22a8a4f5fbcd2da907aec1f1c56bf200a70.jpg"/></td><td>Industry &amp; Technical</td><td>Directors with industry experience and technical backgrounds facilitate within the Board a deeper understanding of innovations and a technical assessment of our products and services.</td></tr><tr><td><img src="images/b1be6fe4290f3f3211f7255e511220b82e5d7591b082634a4530f992257892e7.jpg"/></td><td>Financial/Financial Community</td><td>Experience in financial matters and the financial community assists our Board with review of our operations and finances, including overseeing our financial statements, capital structure and internal controls. Those with a venture capital background also offer valuable stockholder perspectives.</td></tr><tr><td><img src="images/1ba61e8cb26c5b40ed8dd2cb10a4326ab0794341eeb0b0b66b8d4603fce631b6.jpg"/></td><td>Governance &amp; Public Company Board</td><td>Directors with experience in corporate governance, such as service on boards and board committees, or as executives of other large, public companies, are familiar with the dynamics and operation of a board of directors and the impact that governance policies have on a company. This experience supports our goals of strong Board and management accountability, transparency, and protection of stockholder interests. Public company board experience also helps our directors identify challenges and risks we face as a public company, including oversight of strategic, operational, and compliance-related matters, and stockholder relations.</td></tr><tr><td><img src="images/894a7c6174aeef9f3d90a6811c5e38fbb4cba2ba7a6cddcc573a3dd66a57704a.jpg"/></td><td>Emerging Technologies &amp; Business Models</td><td>Experience in emerging technologies and business models is integral to our growth strategies given our unique business model and provides important insights as our business expands into new areas.</td></tr><tr><td><img src="images/b1824ad6f2f15e11af92b76f55f1831c96cd14a447897691de09af032fb11766.jpg"/></td><td>Marketing, Communications &amp; Brand Management</td><td>Directors with experience in marketing, communications, and brand management offer guidance on our products directly marketed to consumers, important perspectives on expanding our market share, and expertise in communicating with our customers and other stakeholders.</td></tr><tr><td><img src="images/66dd26348f21d240dd0a1af7f3645bf45448e298d5b8eb73c2303785283805a5.jpg"/></td><td>Regulatory, Legal &amp; Risk Management</td><td>Our business requires compliance with a variety of regulatory requirements in different jurisdictions. We face new regulatory matters and regulations as our business grows. We are also subject to multiple lawsuits. Directors with experience in governmental, public policy, legal, and risk management areas, including cybersecurity, help provide valuable insights and oversight for our Company.</td></tr><tr><td><img src="images/78b2d015de19861065c995202874809391f46c655f3b9dbf86197333c3f08cbb.jpg"/></td><td>Human Capital Management Experience</td><td>Our people are critical to our success. Directors with experience in organizational management, talent development, and developing values and culture in a large global workforce provide key insights. Human capital management experience also assists our Board in overseeing executive and employee compensation, development, and engagement.</td></tr></table>
+
+The NCGC evaluates candidates proposed by stockholders using the same criteria it uses for other candidates. Stockholders seeking to recommend a prospective nominee should follow the instructions under Stockholder Communications with the Board of Directors below. The stockholder(s) must provide timely written notice of such recommended nominee and the stockholder(s) and such recommended nominee must satisfy the other requirements specified in our Bylaws and Corporate Governance Policies, both of which are available on the Investor Relations section of our website at www.nvidia.com. Stockholders are advised to review these documents.
+
+## Proxy Access
+
+Our Board voluntarily adopted proxy access. We will include in our proxy statement information regarding the greater of (i) up to two director candidates or (ii) up to 20% of the number of directors in office on the last day that a submission may be delivered, if nominated by a stockholder (or group of up to 20 stockholders) owning at least 3% of the voting power of our outstanding capital stock for at least three continuous years. The stockholder(s) must provide timely written notice of such nomination and the stockholder(s) and nominee must satisfy the other requirements specified in our Bylaws. This summary of our proxy access rules is not intended to be complete and is subject to limitations set forth in our Bylaws and Corporate Governance Policies, both of which are available on the Investor Relations section of our website at www.nvidia.com. Stockholders are advised to review these documents. The NCGC did not receive any stockholder nominations during Fiscal 2026.
+
+## Our Director Nominees
+
+The biographies below include information, as of the date of this proxy statement, regarding the particular experience, qualifications, attributes or skills of each director, relative to the skills matrix above, that led the NCGC and Board to believe that he or she should continue to serve on the Board.
+
+TENCH COXE  
+Former Managing Director, Sutter Hill Ventures
+
+<table><tr><td>Age: 68</td><td>Director Since: 1993</td><td>Committees: AC, CC</td></tr><tr><td>Other Current Public Company Boards: None</td><td>Independent Director</td><td></td></tr></table>
+
+Tench Coxe was a Managing Director of Sutter Hill Ventures, a venture capital investment firm, from 1989 to 2020, where he focused on investments in the IT sector. Prior to joining Sutter Hill Ventures in 1987, he was Director of Marketing and MIS at Digital Communication Associates. He was a director of Artisan Partners Asset Management Inc., an institutional money management firm from 1995 to 2025. Mr. Coxe holds a BA degree in Economics from Dartmouth College and an MBA degree from Harvard Business School.
+
+Mr. Coxe brings to the Board expertise in financial and transactional analysis and provides valuable perspectives on corporate strategy and emerging technology trends. His significant financial community experience gives the Board an understanding of the methods by which companies can increase value for their stockholders.
+
+![](images/b3ff9460978d478d862965e1ac7734b2e3e757b485445bb6c229768ba78ce7cb.jpg)
+
+Financial/Financial
+Community
+
+![](images/e5de7003699e25a7c2de1d03a47ed521970ae36181219283b2348a0f243467be.jpg)
+
+Governance & Public
+Company Board
+
+![](images/1aefa0884891ca6247e99ce13af05f3a8abaf614a52a68e9e7d3e4ac5a14c3d7.jpg)
+
+Emerging Technologies & Business Models
+
+![](images/c4844b75905df4790625042bdab6cf1e37e138b9c3d1fe244fd7b1aee2171c38.jpg)
+
+Human Capital
+Management
+Experience
+
+JOHN O. DABIRI  
+Centennial Professor of Aeronautics and Mechanical Engineering, California Institute of Technology
+
+<table><tr><td>Age: 46</td><td>Director Since: 2020</td><td>Committees: CC, NCGC</td></tr><tr><td>Other Current Public Company Boards: None</td><td>Independent Director</td><td></td></tr></table>
+
+John O. Dabiri is the Centennial Professor of Aeronautics and Mechanical Engineering at the California Institute of Technology. He is a recipient of the National Medal of Science, a MacArthur Foundation "Genius Grant," the National Science Foundation Alan T. Waterman Award, and the Presidential Early Career Award for Scientists and Engineers. He heads the Dabiri Lab, which conducts research at the intersections of fluid mechanics, energy and environment, and biology. From 2021 to January 2025, he served on President Biden's Council of Advisors on Science and Technology (PCAST) and Energy Secretary Granholm's Energy Advisory Board (SEAB). From 2015 to 2019, he served as a Professor of Civil and Environmental Engineering and of Mechanical Engineering at Stanford University, where he was recognized with the Eugene L. Grant Award for Excellence in Teaching. From 2005 to 2015, he was a Professor of Aeronautics and Bioengineering at the California Institute of Technology, during which time he also served as Director of the Center for Bioinspired Wind Energy, Chair of the Faculty, and Dean of Students. Dr. Dabiri is a Fellow of the American Physical Society, where he previously served as Chair of the Division of Fluid Dynamics. He also serves on the board of trustees of the Gordon and Betty Moore Foundation and previously served as a member of the National Academies' Committee on Science, Technology, and Law. Dr. Dabiri holds a PhD degree in Bioengineering and an MS degree in Aeronautics from the California Institute of Technology, and a BSE degree summa cum laude in Mechanical and Aerospace Engineering from Princeton University.
+
+Dr. Dabiri brings to the Board a versatile research background and cutting-edge expertise in various engineering fields, along with a proven record of successful innovation.
+
+![](images/15b087846a63426149fe1b1e9a37dea7dc183e36acd51e12645f20002d845f5b.jpg)
+
+Industry & Technical
+
+![](images/e8655484589e875f1967b38c864fc1b3573fc72172686d4f11a8fcd5019ea5a8.jpg)
+
+Emerging Technologies & Business Models
+
+## JEN-HSUN HUANG
+
+## President and Chief Executive Officer, NVIDIA Corporation
+
+Age: 63
+
+Director Since: 1993
+
+Committees: None
+
+## Other Current Public Company
+
+## Boards: None
+
+Jen-Hsun Huang founded NVIDIA in 1993 and has served since its inception as President, Chief Executive Officer, and a member of the Board.
+
+Since its founding, NVIDIA has pioneered accelerated computing. The Company's invention of the GPU in 1999 sparked the growth of the PC gaming market, redefined computer graphics, and ignited the era of modern AI. NVIDIA is now driving the platform shift of accelerated computing and generative AI, transforming the world's largest industries and profoundly impacting society.
+
+Mr. Huang has been elected to the National Academy of Engineering and in 2026 was appointed to the President's Council of Advisors of Science and Technology. He is a recipient of the Semiconductor Industry Association's highest honor, the Robert N. Noyce Award; the IEEE Founder's Medal; the Dr. Morris Chang Exemplary Leadership Award; and honorary doctorate degrees from Taiwan's National Chiao Tung University, National Taiwan University, Oregon State University, Huazhong University of Science and Technology and Linköping University. He has been named the world's best CEO by Fortune, the Economist, and Brand Finance, as well as one of TIME magazine's 100 most influential people.
+
+Prior to founding NVIDIA, Mr. Huang worked at LSI Logic, a semiconductor and software company, and Advanced Micro Devices, a global semiconductor company. He holds a BSEE degree from Oregon State University and an MSEE degree from Stanford University.
+
+Mr. Huang is one of the technology industry's most respected executives, having taken NVIDIA from a startup to a world leader in accelerated computing. Under his guidance, NVIDIA has compiled a record of consistent innovation and sharp execution, marked by products that have gained strong market share.
+
+![](images/64101faaf0a86b91bb06ee9135d29ce6de68bd273059abe838ca6405a4e112f8.jpg)
+
+Senior Leadership & Operations Experience
+
+![](images/51fd4f1896a051b52304f8c651c238bff96380c3adb315c699bb75a9e1e44489.jpg)
+
+Industry & Technical
+
+![](images/48c9a814c52b1584696b4a2ca182f4eace12edc4c8cfa9d88c4e9d3e2f7e3386.jpg)
+
+Financial/Financial
+Community
+
+![](images/45218c132d078443388752db3aa5f6cf48993df261313b814b8a931a8997b2a1.jpg)
+
+Governance & Public Company Board
+
+![](images/c4557488cfcae52a48f105e7dade13d3d7a8478c0beaa141b93aac2a8c974d2c.jpg)
+
+Emerging Technologies & Business Models
+
+![](images/8ab11363ff2ee93670eb704c258664e8cd6be1d67590bdd818d888fdacdc2ebb.jpg)
+
+Marketing,
+Communications &
+Brand Management
+
+![](images/b114632e338705e871e7f36c1dbff2d92150752cb1854aaeea322f7887feb583.jpg)
+
+Regulatory, Legal & Risk Management
+
+![](images/16c9fe7b05cfbb9518e7eb683e2ab2a6dfc24f63696a0c6b9fcea7427d3bf8d5.jpg)
+
+Human Capital
+Management
+Experience
+
+## DAWN HUDSON
+
+## Former Chief Marketing Officer, National Football League & Former CEO Pepsi-Cola North America
+
+Age: 68
+
+Director Since: 2013
+
+Committees: CC
+
+Other Current Public Company Boards: None
+
+Independent Director
+
+Financial Expert
+
+Dawn Hudson serves on the boards of various companies. From 2014 to 2018, Ms. Hudson served as Chief Marketing Officer for the National Football League. Previously, she served from 2009 to 2014 as Vice Chairman of The Parthenon Group, an advisory firm focused on strategy consulting. She was President and Chief Executive Officer of Pepsi-Cola North America, the beverage division of PepsiCo, Inc. for the U.S. and Canada, from 2005 to 2007 and President from 2002, and simultaneously served as Chief Executive Officer of the foodservice division of PepsiCo, Inc. from 2005 to 2007. Previously, she spent 13 years in marketing, advertising and branding strategy, holding leadership positions at major agencies, such as D'Arcy Masius Benton & Bowles and Omnicom Group Inc. Ms. Hudson currently serves on the board of directors of a private skincare company and a private consumer diagnostic portfolio company. She was a director of P.F. Chang's China Bistro, Inc., a restaurant chain, from 2010 to 2012; of Allergan, Inc., a biopharmaceutical company, from 2008 to 2014; of Lowes Companies, Inc., a home improvement retailer, from 2001 to 2015; of Amplify Snack Brands, Inc., a snack food company, from 2014 to 2018; of Modern Times Group MTG AB, a gaming company, from 2020 to 2023; and of the Interpublic Group of Companies, Inc., an advertising company, from 2011 to 2025. She holds a BA degree in English from Dartmouth College.
+
+Ms. Hudson brings to the board experience in executive leadership. As a longtime marketing executive, she has valuable expertise and insights in leveraging brands, brand development and consumer behavior. She also has considerable corporate governance experience, gained from more than two decades of serving on the boards of public companies.
+
+![](images/c8ae876bb12d23c40422ee996f4875e6530b8e92562d63862d771c270214c5ab.jpg)
+
+Senior Leadership & Operations Experience
+
+![](images/72a61bfa4f78cb5a8b2cf380603b0a2984e693ea32d519695d605889305bacf3.jpg)
+
+Financial/Financial Community
+
+![](images/0579ec03dc9085985a622013fb20dc505a204aa6667260da3c0451cc3dd20661.jpg)
+
+Governance & Public
+Company Board
+
+![](images/f4b5d951557e72a7cc4d6de4cbb122e56eecafdfd0760a5729873931a74153c2.jpg)
+
+Marketing,
+Communications &
+Brand Management
+
+![](images/3613f2aada17fab3c6538dea9bceab5f47b26cee5b1be44e167618a5053b43c2.jpg)
+
+Human Capital Management Experience
+
+## HARVEY C. JONES
+
+## Managing Partner, Square Wave Ventures
+
+Age: 73
+
+Director Since: 1993
+
+Committees: AC, NCGC
+
+Other Current Public Company Boards: None
+
+Independent Director
+
+Financial Expert
+
+Harvey C. Jones has been the Managing Partner of Square Wave Ventures, a private family office, since 2004. Mr. Jones has been an entrepreneur, high technology executive, and active venture investor for over 30 years. In 1981, he co-founded Daisy Systems Corp., a computer-aided engineering company, ultimately serving as its President and Chief Executive Officer until 1987. Between 1987 and 1998, he led Synopsys, Inc., a major electronic design automation company, serving as its Chief Executive Officer for seven years and then as Executive Chairman. In 1997, Mr. Jones co-founded Tensilica Inc., a privately held technology IP company that developed and licensed high performance embedded processing cores. He served as Chairman of the Tensilica board of directors from inception through its 2013 acquisition by Cadence Design Systems, Inc. Mr. Jones holds a BS degree in Mathematics and Computer Sciences from Georgetown University and an MS degree in Management from Massachusetts Institute of Technology.
+
+Mr. Jones brings to the board an executive management background, an understanding of semiconductor technologies and complex system design. He provides valuable insight into innovation strategies, research and development efforts, as well as management and development of our technical employees. His significant financial community experience gives the Board an understanding of the methods by which companies can increase value for their stockholders.
+
+![](images/189eb87b08924f499f16dd3b4a0c806aab79e962e8f038f5cc3f3d7a84a22907.jpg)
+
+Senior Leadership & Operations Experience
+
+![](images/8abea20a4bd52119fe9e43446139455b69eab50c487b7d28d645cdd0a3e140ac.jpg)
+
+Industry & Technical
+
+![](images/134e6c851796306f2c52bd6a852eea3b8a8d4ba10f586cc3084b19193e3b5a44.jpg)
+
+Financial/Financial
+Community
+
+![](images/195ba2acb11009a1506b5ca0def813b905b40974e3683abb995d218ddc7ea4b6.jpg)
+
+Governance & Public
+Company Board
+
+![](images/e96dd3e0b3650b8ea241c0567b1a1960a8c07dc6e9f6aa275a587538abb36003.jpg)
+
+Emerging Technologies & Business Models
+
+![](images/58cf98b0f0897c49f52142a28ed61eaf65e522ce78cbd84b7556925acd8d392e.jpg)
+
+Marketing,
+Communications &
+Brand Management
+
+![](images/95acc2f4ad9438130fad4a0808ce84388cfa8a2ddecad02585164e07318a94ca.jpg)
+
+Human Capital
+Management
+Experience
+
+## MELISSA B. LORA
+
+## Former President, Taco Bell International
+
+<table><tr><td>Age: 63</td><td>Director Since: 2023</td><td>Committees: AC, NCGC</td></tr><tr><td>Other Current Public Company Boards: Conagra Brands, Inc. (since 2019)</td><td>Independent Director</td><td>Financial Expert</td></tr></table>
+
+Melissa B. Lora has served in several senior executive roles over her 31-year career at Taco Bell Corp., a subsidiary of Yum! Brands, Inc., one of the world's largest restaurant companies, including as President of Taco Bell International at her retirement in 2018 and Global Chief Financial and Development Officer at Taco Bell Corp. Ms. Lora served on the board of directors of KB Home, a homebuilding company, from 2004 to April 2024, and was a Lead Independent Director thereof from 2016. She was the chair of the audit committee from 2008 to 2018 at KB Home. She has served on the board of directors of Conagra Brands, Inc., a consumer packaged goods holding company, since 2019 and is the chair of the nominating and corporate governance committee and a member of the human resources committee and the executive committee. Ms. Lora previously served on the board of directors of MGIC Investment Corporation from 2018 to 2022. Ms. Lora holds a BS degree in Finance from California State University-Long Beach and an MBA degree emphasizing Corporate Finance from the University of Southern California.
+
+Ms. Lora brings to the Board senior management and operating experience as well as finance experience gained in a large corporate setting. Additionally, she has decades of public company board of director experience in a variety of industries and board governance roles.
+
+<table><tr><td><img src="images/ed7e81c964d3a2906938e354de1d1586f0f6b1e0222841f96d2b3d2f06f35026.jpg"/></td><td>Senior Leadership &amp; Operations Experience</td><td><img src="images/da273439138ef5b0c995f08da833f094f2d584ae182b11b557ab7776586decad.jpg"/></td><td>Financial/Financial Community</td><td><img src="images/6af44adc8d0c4a1415d7434e2742c8227c926c4cde8500b1cbf4b9fbbcda015e.jpg"/></td><td>Governance &amp; Public Company Board</td></tr><tr><td><img src="images/2b10be42a6f5c7afa70c9398e9cea786612465e90aa25f4d8b6af9eff8e3775d.jpg"/></td><td>Emerging Technologies &amp; Business Models</td><td><img src="images/569f150ed39faded97cbbfb64ffa2845ce19f4fe52e6ac1b9207d8ca155f64f2.jpg"/></td><td>Marketing, Communications &amp; Brand Management</td><td><img src="images/af6074c5acdec11977c76bc2e1cc647dff52363bdb86b6674502ea1eecba7346.jpg"/></td><td>Human Capital Management Experience</td></tr></table>
+
+## STEPHEN C. NEAL
+
+## Chairman Emeritus and Senior Counsel, Cooley LLP
+
+<table><tr><td>Age: 77</td><td>Director Since: 2019</td><td>Committees: NCGC</td></tr><tr><td>Other Current Public Company Boards: None</td><td>Independent Director</td><td>Lead Director</td></tr></table>
+
+Stephen C. Neal serves as Chairman Emeritus and Senior Counsel of the law firm Cooley LLP, where he was also Chief Executive Officer from 2001 until 2008. In addition to his extensive experience as a trial lawyer on a broad range of corporate issues, Mr. Neal has represented and advised numerous boards of directors, special committees of boards, and individual directors on corporate governance and other legal matters. Prior to joining Cooley in 1995, Mr. Neal was a partner of the law firm Kirkland & Ellis LLP. Mr. Neal served on the board of directors of Levi Strauss & Co. from 2007 to 2021 and as Chairperson from 2011 to 2021. Mr. Neal also is Chairman of the Oversight Board Trust, a perpetual Delaware special purpose trust. Previously, Mr. Neal served as Chairman of the boards of the William and Flora Hewlett Foundation and of the Monterey Bay Aquarium. Mr. Neal holds an AB degree from Harvard University and a JD degree from Stanford Law School.
+
+Mr. Neal brings to the Board deep knowledge and broad experience in corporate governance as well as his perspectives drawn from advising many companies throughout his career.
+
+<table><tr><td><img src="images/ebb8ba629a76f4476589ffe5202d63d6e14ae8505e322c95d60830bb1f6016d5.jpg"/></td><td>Senior Leadership &amp; Operations Experience</td><td><img src="images/c7dd316521521af5f9bcf0ecf3181bc1cd4ef6fe87fd76c2ab293a069e4b5307.jpg"/></td><td>Governance &amp; Public Company Board</td><td><img src="images/e682c559c6d213173e0738069582f83787560fae922184940c131d5415f7677b.jpg"/></td><td>Marketing, Communications &amp; Brand Management</td></tr><tr><td><img src="images/7c56e4492360e687d4eb36065045ad279e5b5487c65782758cb46f81ec518c87.jpg"/></td><td>Regulatory, Legal &amp; Risk Management</td><td><img src="images/3e560f0e1f9b028d3e59ef1e9401d7deace6992e2e6c511e57b32f547eb33491.jpg"/></td><td>Human Capital Management Experience</td><td></td><td></td></tr></table>
+
+A. BROOKE SEAWELL  
+Venture Partner, New Enterprise Associates
+
+<table><tr><td>Age: 78</td><td>Director Since: 1997</td><td>Committees: AC</td></tr><tr><td>Other Current Public Company Boards: Tenable Holdings, Inc. (since 2017)</td><td>Independent Director</td><td>Financial Expert</td></tr></table>
+
+A. Brooke Seawell has served since 2005 as a Venture Partner at New Enterprise Associates, and was a Partner from 2000 to 2005 at Technology Crossover Ventures. He was Executive Vice President from 1997 to 1998 at NetDynamics, Inc., an application server software company, which was acquired by Sun Microsystems, Inc. He was Senior Vice President and Chief Financial Officer from 1991 to 1997 of Synopsys, Inc., an electronic design automation software company. He serves on the board of directors of Tenable Holdings, Inc., a cybersecurity company, and one privately held company. Mr. Seawell served on the board of directors and as audit chair of Glu Mobile, Inc., a publisher of mobile games, from 2006 to 2014, of Informatica Corp., a data integration software company, from 1997 to 2015, of Tableau Software, Inc., a business intelligence software company, from 2011 to 2019, and of Eargo, Inc., a medical device company, from 2020 to 2022. In 2024, the National Association of Corporate Directors named Mr. Seawell as one of the Top 100 directors in the nation. He also previously served as a member of the Stanford University Athletic Board and on the Management Board of the Stanford Graduate School of Business. Mr. Seawell holds a BA degree in Economics and an MBA degree in Finance from Stanford University.
+
+Mr. Seawell brings to the Board operational expertise and senior management experience, including knowledge of the complex issues facing public companies, and a deep understanding of accounting principles and financial reporting. His significant financial community experience gives the Board an understanding of the methods by which companies can increase value for their stockholders.
+
+![](images/914d32f28e8c4d0a0933ec9943583d632152fad26816d0c64324e3441f1d6791.jpg)
+
+Senior Leadership & Operations Experience
+
+![](images/b733704d849527d36c89e8b3c636432980dd8c734d4d2cf347ba3d1bfe517c7c.jpg)
+
+Financial/Financial
+Community
+
+![](images/38c6abb844f545fb711ad29c889783d681c94f2b84208c7266fe1487fa47886e.jpg)
+
+Governance & Public
+Company Board
+
+![](images/40961e24ce77ff62c2a29541cbea8c9effe9be39f1f7ac38762a09dd3df6ea80.jpg)
+
+Emerging Technologies & Business Models
+
+![](images/d8e7bcb5c77f85936fcc5263285cc69dd9510a15fecc7600e63b03813e4b9799.jpg)
+
+Regulatory, Legal & Risk Management
+
+![](images/22a645cc27e3ee17f6009003ab307ba64a3a0ab0968ca6f8f0fe036b87a2b7ea.jpg)
+
+Human Capital
+Management
+Experience
+
+AARTI SHAH  
+Former Senior Vice President & Chief Information and Digital Officer, Eli Lilly and Company
+
+<table><tr><td>Age: 61</td><td>Director Since: 2020</td><td>Committees: AC, CC</td></tr><tr><td>Other Current Public Company Boards: Sandoz Group AG (since 2023)</td><td>Independent Director</td><td></td></tr></table>
+
+Aarti Shah serves on the boards of various companies and non-profit organizations. Dr. Shah worked at Eli Lilly and Company for 27 years until 2021 and served in several functional and business leadership roles, most recently as Senior Vice President and Chief Information and Digital Officer, as well as Senior Statistician, Research Scientist, Vice President for Biometrics, and Global Brand Development Leader in Lilly's Bio-Medicines business unit. Dr. Shah has served on the board and as a member of the science, innovation & development committee and human capital and ESG committee of Sandoz Group AG, a pharmaceutical company, since 2023. Dr. Shah has served on the board of trustees and as a member of the audit committee and distribution and technology committee of Northwestern Mutual since 2020, a financial services organization. Dr. Shah serves on the board, strategic planning committee, and global and technology committee of St. Jude Children's Research Hospital and American Lebanese Syrian Associated Charities (ALSAC), a non-profit organization. She also serves as the secretary and a trustee of the non-profit organization, Shrimad Rajchandra Mission Dharampur USA. She served on the Indianapolis Public Library Foundation board for the full term of 9 years and on the Center for Interfaith Cooperation for the full term of 4 years. Dr. Shah received her BS and MS degrees in Statistics and Mathematics in India before completing her PhD degree in Applied Statistics from the University of California, Riverside.
+
+Dr. Shah brings to the Board executive leadership and senior operating experience. Additionally she brings expertise in drug development and technical expertise in the areas of information technology, cybersecurity, advanced analytics, data sciences, and digital health.
+
+![](images/a37676290dc148a01b5e43f7957fa15de70aba53ed3cae1631a61677c6356906.jpg)
+
+Senior Leadership & Operations Experience
+
+![](images/14d7df59de91dfcd10e240981c782e27b1b65202dde97fc06a76b07baa151e15.jpg)
+
+Industry & Technical
+
+![](images/d664bd35b08abadc75374eabf1c43fcdbf946f89e7c112d2c9880f0fc820489e.jpg)
+
+Governance & Public
+Company Board
+
+![](images/1b52df194df3f24e6f47168ab4099203dc53a48ef93956c13438db9971704fd3.jpg)
+
+Emerging Technologies & Business Models
+
+![](images/7c6c6f0369f38785e8bc3bbbf9821947743c7843c31013f7a94a4d1bd15dbef8.jpg)
+
+Marketing,
+Communications &
+Brand Management
+
+![](images/eed1607bd9843856e9afc282017a32c59c42196e2feae37e17401ba21f6dae71.jpg)
+
+Regulatory, Legal & Risk Management
+
+![](images/70f2577d3e5f72a242b806197428f541c37934e735dfa7813befbf2133365012.jpg)
+
+## MARK A. STEVENS
+
+## Managing Partner, S-Cubed Capital
+
+Age: 66
+
+Director Since: 2008
+
+(previously served 1993-2006)
+
+Committees: CC, NCGC
+
+## Other Current Public Company Boards: None
+
+## Independent Director
+
+Mark A. Stevens has been the Managing Partner of S-Cubed Capital, a private family office investment firm, since 2012. He was a Managing Partner from 1993 to 2011 of Sequoia Capital, a venture capital investment firm, where he had been an associate for the preceding four years. Previously, he held technical sales and marketing positions at Intel Corporation, and was a member of the technical staff at Hughes Aircraft Co. Mr. Stevens is a trustee and the chair of investment committee of the University of Southern California. He was a director of Quantenna Communications, Inc., a provider of Wi-Fi solutions, from 2016 until 2019. Mr. Stevens holds a BSEE degree, a BA degree in Economics and an MS degree in Computer Engineering from the University of Southern California, and an MBA degree from Harvard Business School.
+
+Mr. Stevens brings to the Board a deep understanding of the technology industry, and the drivers of structural change and high-growth opportunities. He provides valuable insight regarding corporate strategy development and the analysis of acquisitions and divestitures. His significant financial community experience gives the Board an understanding of the methods by which companies can increase value for their stockholders.
+
+![](images/b2647d449082452aed943a473abd9b1d823086174a94a4cfb1b22f4890570bac.jpg)
+
+Industry & Technical
+
+![](images/2808b88672bd4491539e0f7225f59765981d10e2f5421fde2ce53eaa1b051f33.jpg)
+
+Financial/Financial Community
+
+![](images/9bb7f57759f818363f57021d82e5f3569d8ed7e54621a58dcba8741dee18f421.jpg)
+
+Governance & Public
+Company Board
+
+![](images/2ecccbccc9eb8a66ee5c37ffba8c232afc691b20838176ef42db9a875d79e493.jpg)
+
+Emerging Technologies & Business Models
+
+# Information About the Board of Directors and Corporate Governance
+
+## Independence of the Members of the Board of Directors
+
+Nasdaq rules and our Corporate Governance Policies (as further described below) require that a majority of our directors not have a relationship that would interfere with their exercise of independent judgment in carrying out their responsibilities and that they meet any other qualification requirements required by the SEC and Nasdaq.
+
+After considering all relevant relationships and transactions, our Board determined that, except for Mr. Huang, all of our directors who currently serve on the Board are, and all of our directors who served on the Board during Fiscal 2026 were, “independent” as defined by Nasdaq’s rules and regulations. The Board also determined that all members of our AC, CC, and NCGC are independent under applicable Nasdaq listing standards, and that each of Mr. Seawell, Mr. Jones and Ms. Lora of the AC are “audit committee financial experts” as defined under applicable SEC rules.
+
+## Board Leadership Structure
+
+Our Board ensures that each member has an equal voice in the affairs and management of NVIDIA by having an independent Lead Director, rather than a chairperson. The independent directors consider the role and designation of the person to serve as Lead Director on an annual basis. The Board recognizes that different board leadership structures may be appropriate under different circumstances and its annual review includes consideration of whether having a Lead Director continues to best meet NVIDIA's evolving needs and serves in the best interest of its stockholders.
+
+Our Board believes its current leadership structure is appropriate because:
+
+- The active involvement of each of our independent directors, combined with the qualifications and significant responsibilities of, and strong oversight by, our Lead Director, provide balance on the Board;  
+• It promotes independent oversight of our management and affairs;  
+- It effectively allocates authority, responsibility, and oversight between management and our independent directors; and  
+- It provides the right foundation to pursue the Company's strategic and operational objectives as our business and operating environment continue to evolve.
+
+Our CEO has primary responsibility for the operational leadership and strategic direction of the Company. Our Lead Director facilitates our Board's independent oversight of management, promotes communication between management and our Board, and supports our Board's consideration of key governance matters. This arrangement promotes open dialogue among the Board, including quarterly executive sessions of independent directors led by our Lead Director without the presence of our CEO.
+
+We believe that our current structure best serves our stockholders, without the need to appoint a person to serve as chairperson of the Board. Under our Corporate Governance Policies, the Board may select a chairperson, but if it does not, a Lead Director shall be designated annually by a majority of the independent directors and identified in the Company's proxy statement. These policies help to ensure a robust independent leadership structure on our Board. While the Board has discretion to adopt other leadership structures, including having the Lead Director (or chairperson, if any) and CEO roles filled by a single individual, it would only consider a change if it best aligned with the interests of our stockholders, management, and the Board, and it complied with applicable laws and regulations. If in the future our CEO were to take a leadership position on the Board, such as chairperson, we expect that the Board would continue to appoint an independent Lead Director to maintain a balanced and strong leadership structure and otherwise represent the Board independently from the Company's management team. Any changes to the Board's leadership structure would take into account stockholder views, including through our ongoing stockholder outreach, and would be communicated on our Investor Relations website and in our proxy statement. Our Lead Director may provide input on the design of the Board as requested by the NCGC. In his role as NCGC Chairperson, our Lead Director will continue to lead discussions, provide input, and oversee the design of the Board itself.
+
+## Our Lead Director
+
+## Stephen C. Neal
+
+Director since 2019
+
+Chairperson of the NCGC
+
+## Experience
+
+√ Extensive experience as a trial attorney  
+√ Has advised numerous companies, boards and individuals on governance and legal matters  
+√ Helped clients manage internal and government investigations  
+√ Executive experience as Cooley LLP's CEO, and board and chairman experience on the Levi Strauss & Co. board of directors
+
+The Board believes Mr. Neal's experience, breadth of knowledge, and contributions to the Board position him well to provide strong leadership, oversight, and the ability to contribute valuable insight with respect to the Company's business.
+
+Our Lead Director may require Board consideration of risk matters, including adding them to Board agendas or as topics for executive sessions of the independent members of the Board. The Board believes that Mr. Neal is highly qualified to assist the Board as Lead Director in effectively overseeing the identification, assessment, and management of the Company's exposure to various risks as a result of his extensive risk management, legal, and executive experience. Further information on the Board's oversight of risk management and its work with the CEO to address risk management matters is detailed below under Role of the Board in Risk Oversight.
+
+Our Lead Director has significant responsibilities, which are detailed in our Corporate Governance Policies, and include the duties listed below.
+
+## Duties of Our Lead Director
+
+√ Determining an appropriate schedule of Board meetings and seeking to ensure that the independent members of the Board can perform their duties responsibly while not interfering with the flow of our operations  
+√ Working with the CEO, and seeking input from other directors and relevant management, to prepare Board meeting agendas  
+√ Advising the CEO on a regular basis as to the quality, quantity, and timeliness of the information requested by the Board from our management, to provide what is necessary for the independent members of the Board to effectively and responsibly perform their duties. Although management is responsible for preparing materials for the Board, the Lead Director may specifically request the inclusion of certain information  
+√ Coordinating, developing the agenda for, and moderating executive sessions of the independent members of the Board and acting as principal liaison between them and the CEO on sensitive issues  
+√ Presiding over Board meetings when the CEO is not present  
+√ Convening meetings of the independent directors, as necessary or appropriate  
+√ Performing such other duties as the Board may determine from time to time
+
+In addition, our Lead Director may represent the Board in communications with stockholders and other stakeholders. The Lead Director makes themself available for consultation with major stockholders pursuant to our Corporate Governance Policies. As Lead Director, Mr. Neal has participated in our annual stockholder outreach meetings and we expect this practice to continue.
+
+## Committees of the Board of Directors
+
+The Board has three committees: an AC, a CC, and a NCGC. Each of these committees operates under a written charter, which may be viewed in the Investor Relations section of our website at www.nvidia.com.
+
+Committee assignments are determined based on background and the expertise that individual directors can bring to a committee. Our Board believes regular committee rotations are a good corporate governance practice and introduce a variety of perspectives and ideas, more fully inform its members regarding the full scope of the Board and our activities, and benefit each committee and the Board as a whole. Since our 2025 Meeting, Ms. Lora and Dr. Dabiri have joined the NCGC. The composition and functions of our committees are set forth below.
+
+## AC
+
+## Members as of our 2026 Meeting
+
+• A. Brooke Seawell (Chairperson)  
+- Tench Coxe  
+• Harvey C. Jones  
+- Melissa B. Lora  
+- Aarti Shah
+
+In Fiscal 2026, the AC met four times. Selected highlights from its agenda topics included: capitalization review and strategy, tax, treasury, internal audit, information security, enterprise risk management, and insurance reviews.
+
+## Committee Role and Responsibilities
+
+• Oversees our corporate accounting and financial reporting process;  
+• Oversees our internal audit function;  
+- Determines and approves the engagement, compensation, retention, and termination of the independent registered public accounting firm;  
+• Evaluates the performance and qualifications of our independent registered public accounting firm;  
+- Reviews and approves the retention of the independent registered public accounting firm for permissible audit and non-audit services;  
+- Confers with management and our independent registered public accounting firm on the results of the annual audit, our quarterly financial statements and results, and the effectiveness of internal control over financial reporting, including those regarding information security;  
+• Reviews the financial statements to be included in our quarterly reports on Form 10-Q and annual reports on Form 10-K;  
+- Reviews earnings press releases and the substance of financial information and outlook provided to investors and analysts on earnings calls;  
+- Adopts and maintains policies regarding preapproval of employment of individuals employed or formerly employed by auditors and engaged on our account;  
+- Prepares their report as required to be included by SEC rules in our annual proxy statement or annual report on Form 10-K;  
+- Establishes procedures for the receipt, retention, and treatment of complaints we receive regarding accounting, internal accounting controls or auditing matters and the confidential and anonymous submission by employees of concerns regarding accounting or auditing matters;  
+• Oversees risks related to financial reporting and exposures, internal audit functions, regulatory, and accounting policies; and  
+- Reviews and reports on the adequacy and effectiveness of the Company's information security policies and practices and the internal controls regarding information security risks
+
+## CC
+
+## Members as of our 2026 Meeting
+
+• Dawn Hudson (Chairperson)  
+- Tench Coxe  
+• John O. Dabiri  
+- Aarti Shah  
+• Mark A. Stevens
+
+In Fiscal 2026, the CC met three times. Selected highlights from its agenda topics included: executive, employee, and director compensation, review of employee support programs, executive protection, and human capital management.
+
+## Committee Role and Responsibilities
+
+• Reviews and approves our overall compensation strategy and policies;  
+• Reviews and recommends to the Board the compensation of our Board members;  
+• Reviews and approves the compensation of Mr. Huang and other executive officers;  
+- Reviews and approves corporate performance goals and objectives related to the compensation of our executive officers and other senior management;  
+- Reviews and approves our CD&A disclosure for inclusion in the proxy statement and annual report on Form 10-K;  
+- Prepares their report on executive compensation as required to be included by SEC rules in our annual proxy statement or annual report on Form 10-K;  
+• Administers our stock purchase plans, variable compensation plans, and other similar programs;  
+• Oversees our human capital management;  
+• Assesses and monitors whether our compensation policies and programs could create material risks; and  
+• Oversees risks related to compensation plans, programs and policies
+
+## NCGC
+
+## Members as of our 2026 Meeting
+
+• Stephen C. Neal (Chairperson)  
+• John O. Dabiri  
+• Harvey C. Jones  
+- Melissa B. Lora  
+• Mark A. Stevens
+
+In Fiscal 2026, the NCGC met three times. Selected highlights from its agenda topics included: Board recruiting, governmental relations, trade compliance and regulatory matters, stockholder proposals, corporate governance matters, and stockholder outreach.
+
+## Committee Role and Responsibilities
+
+• Identifies, reviews, and evaluates candidates to serve as directors;  
+• Recommends candidates for election to our Board;  
+• Makes recommendations to the Board regarding committee membership and chairpersons;  
+• Assesses the performance of the Board and its committees;  
+• Reviews and assesses our corporate governance principles and practices;  
+• Monitors changes in corporate governance practices, rules, and regulations;  
+- Approves related party transactions;  
+- Reviews and assesses our CS strategy, risks, and opportunities periodically, including related programs and initiatives;  
+• Oversees and reviews policies and practices on governmental relations, trade compliance, regulatory matters, and related risks;  
+- Establishes procedures for receiving, retaining, and addressing complaints we receive regarding violations of our Code of Conduct;  
+• Monitors the effectiveness of our anonymous tip process; and  
+- Oversees the Company's policies, practices, and investigation procedures in connection with the Company's compliance program
+
+## Compensation Committee Interlocks and Insider Participation
+
+At the beginning of Fiscal 2026, the CC initially consisted of Messrs. Burgess and Coxe, Ms. Hudson, and Drs. Dabiri and Shah. After the 2025 Meeting, the CC consisted of Messrs. Coxe and Stevens, Ms. Hudson, and Drs. Dabiri, Drell and
+
+Shah, until Dr. Drell resigned from the Board in January 2026. No member of the CC is an officer or employee of NVIDIA, and none of our executive officers serve as a member of the board or compensation committee of any entity that has one or more executive officers serving as a member of our Board or CC. Other than Dr. Shah, no member of the CC had a relationship requiring disclosure in Review of Transactions with Related Persons below.
+
+## Role of the Board in Risk Oversight
+
+The Board reviews risks, oversees risk management, and delegates oversight of appropriate topics to its committees to support the Company's long-term objectives. The oversight responsibility of our Board and its committees is enabled by management reporting processes, including our ERM process, that are designed to provide visibility to our Board about the identification, assessment, and management of critical risks and management's risk mitigation strategies.
+
+RISK OVERSIGHT AT NVIDIA
+
+<table><tr><td colspan="3">Board of Directors</td></tr><tr><td colspan="3">Oversees management of major risks, including:</td></tr><tr><td>√ Business model, including AI</td><td>√ Strategic execution</td><td>√ Product quality and safety</td></tr><tr><td>√ Operational, including supply chain and sourcing</td><td>√ Regulatory, public policy, legal, intellectual property, and compliance</td><td>√ Financial and macroeconomic</td></tr><tr><td>√ Information security, including cybersecurity</td><td>√ Brand and reputation</td><td>√ Business continuity</td></tr><tr><td>√ Corporate development, acquisitions, and investments</td><td>√ Management development</td><td>√ Enterprise resource planning</td></tr><tr><td>√ ERM</td><td></td><td></td></tr></table>
+
+<table><tr><td>AC</td><td>CC</td><td>NCGC</td></tr><tr><td>√ Financial statement and earnings materials integrity and reporting√ Financial risk exposures, including investments, cash management, foreign exchange management and insurance coverage√ Disclosure controls and procedures√ Information security and cybersecurity policies and practices and the internal controls regarding information security risks√ Internal audit performance, including auditor functions, performance, and independence√ Accounting and audit principles and policies, and regulatory and accounting initiatives√ Legal and regulatory compliance, particularly as related to the above matters√ ERM</td><td>√ Compensation policies, plans, practices and programs for directors, executives, and employees√ Human capital management, including recruiting, retention, development, and other workforce matters</td><td>√ Governance structure, processes and policies, including regulatory changes and other developments√ Stockholder concerns and communications√ Compliance program and effectiveness of our anonymous tip process√ CS, including environmental, social, and corporate governance matters√ Trade compliance and non-financial regulatory matters√ Board and committee composition and board evaluation√ Related party transactions√ Policies and practices related to government relations, public policy, and related expenditures</td></tr></table>
+
+Management
+
+Management identifies, evaluates, and mitigates business risks and reports to the Board on them
+
+Internal Audit
+
+Provides independent assurance on design and effectiveness of internal controls and governance processes
+
+Our Board retains direct oversight of strategic risks to NVIDIA and other risk areas not delegated to its committees. Delegation to Board committees enhances risk oversight by allocating authority and responsibility to the committee best suited to oversee specific risks, as outlined in their charters, with escalation to the full Board when appropriate. Committee chairpersons regularly report to the full Board on reviewed matters, including key risks, and collaborate with the Board to ensure effective risk management oversight. The Board believes its leadership structure facilitates robust risk oversight, with the independent Lead Director and independent committees proactively engaging with management. For further details, see Board Leadership Structure above.
+
+The Board retains full oversight of information security matters, including cybersecurity. The AC reviews the adequacy and effectiveness of the Company's information security policies, practices, and internal controls. The AC receives regular updates on information security from management, including the Chief Security Officer and security team, while the Board receives annual reports on these matters. The AC also meets in executive session with leaders of key control functions, ensuring direct access to management teams and appropriate staffing and resources.
+
+The Company's ERM process is an annual assessment of its risk environment, integrating risk evaluation with the Company's operations and strategies. This process examines internal and external factors, risk amplifiers, and emerging trends to prioritize mitigation efforts based on the risk horizon. It evaluates the potential impact and likelihood of risks materializing over relevant timeframes, considers future threats and trends, and identifies the actions, strategies, processes, controls, and procedures in place or to be implemented to manage and mitigate these risks.
+
+## ERM Process
+
+√ Annual assessment of the Company’s risk environment led by management  
+√ Identifies and evaluates risks across different timeframes, including short-, intermediate- and long-term  
+Identifies, assesses, and manages the Company's most significant risks and uncertainties that could materially impact the long-term health of the Company or prevent the achievement of strategic objectives  
+√ Regular updates reported to senior management, including CEO  
+√ Overseen and reviewed by the Board and AC, at least annually  
+√ Board and committees have direct access to management to receive updates on risk exposures and mitigation strategies, and give feedback on key and emerging risks, including cybersecurity, trade compliance, risk management and the ERM process  
+√ Board and committee agendas adjusted throughout the year by CEO and Lead Director to address emerging risks and key topics  
+√ Includes interviews with senior management and Board members to identify major risks  
+√ The Board, its committees, and senior management may engage outside advisors, experts, and consultants to help develop and analyze the Company's risk management and mitigation efforts, and anticipate future threats and trends
+
+While the Company does not have a Chief Compliance Officer, the ERM process and action plan are reviewed by the CEO, other NEOs reporting directly to the CEO, and senior management members. These leaders are responsible for managing and monitoring key risks within their respective functional areas. The Company's internal audit team administers the ERM program on behalf of management.
+
+The ERM process is designed to align the Board's risk oversight with the Company's disclosure controls and procedures. Management involved in the ERM process prepares reports that are reviewed by the Board or its committees to ensure that disclosure controls and procedures function effectively.
+
+## Corporate Governance
+
+## Board Refreshment
+
+As discussed above, the NCGC and the Board understand the importance of Board refreshment. On May 7, 2026, the Board approved an increase in its size from ten to eleven directors and appointed Suzanne Nora Johnson to fill the newly created directorship, in each case effective July 13, 2026. Ms. Nora Johnson will join the Board effective July 13, 2026, due to a prior professional commitment. Ms. Nora Johnson is the retired Vice Chairman of The Goldman Sachs Group, Inc., where she spent 21 years in various leadership roles. She currently serves on the board of directors of Pfizer Inc., and serves on the Boards of Trustees of The Brookings Institution, the Broad Foundation, and the University of Southern California. Ms. Nora Johnson will bring to the Board extensive senior leadership experience, experience managing large, complex, global institutions and deep knowledge of global financial markets, risk management, and regulatory issues. Ms. Nora Johnson is not currently a member of the Board and is not a nominee for election at the 2026 Meeting. She is expected to join the AC on the effective date of her appointment.
+
+## Corporate Governance Policies
+
+The Board has adopted Corporate Governance Policies to ensure that the Board has the necessary authority and processes in place to review and evaluate our business operations as needed and to make decisions that are independent of our management. These policies include practices the Board follows with respect to its composition and selection, regular evaluations of the Board and its committees, Board meetings and involvement of senior management, senior management development, and Board committees and compensation. These policies may be viewed in the Investor Relations section of our website at www.nvidia.com.
+
+## Executive Sessions of the Board
+
+As required under Nasdaq's listing standards, our independent directors meet regularly in scheduled executive sessions at which only independent directors are present, as well as in sessions with the CEO. In Fiscal 2026, our independent directors met in both types of executive sessions at all four of our scheduled quarterly Board meetings.
+
+## Director Attendance at Annual Meeting
+
+We expect that our directors will attend each annual meeting, absent a valid reason. All Board members as of our 2025 Meeting attended our 2025 Meeting.
+
+## Board Self-Assessments
+
+The NCGC oversees an evaluation process, conducted at least annually, whereby outside counsel for NVIDIA interviews each director to obtain his or her evaluation of the Board as a whole, and of the committees on which he or she serves. The interviews solicit ideas from the directors about, among other things, improving the quality of Board and/or committee oversight, effectiveness regarding strategic direction, financial and audit matters, executive compensation, acquisition activity, and other key topics. The interviews also focus on Board process and identifying specific issues for future discussion. After these evaluations are complete, our outside counsel summarizes the results, reviews them with our Lead Director, and then submits the summary for NCGC discussion. The NCGC Chair and outside counsel then report evaluation results to the full Board.
+
+In response to the evaluations conducted in Fiscal 2026, our Board determined to focus on geopolitical and regulatory risks, government affairs, supply chain, cybersecurity, AI regulations, growth planning, the use and applications of AI, the Company's strategic roadmap, and management development. The Board also determined to continue to focus on the Board's composition and process for Board refreshment.
+
+## Director Orientation and Continuing Education
+
+The NCGC and our General Counsel are responsible for new director orientation and for administering or approving eligible director continuing education programs. Continuing education programs for directors may include a combination of internally developed materials and presentations, programs presented by third parties, and financial and administrative support for attendance at qualifying academic or other independent programs.
+
+## Director Time Commitment and Outside Board Memberships
+
+Our directors are expected to devote sufficient time to Board and committee duties and to understanding the Company's business. The NCGC reviews the other commitments of potential Board candidates, and does so annually for existing Board members, to determine if this expectation can be met. In making this determination, the NCGC considers, among other factors, stakeholder guidelines regarding numerical limits on public company boards on which a director may sit. None of our directors serve on more than two public company boards (including NVIDIA), and none of our non-employee directors serve as a CEO or executive officer of a public company.
+
+## Director Stock Ownership Guidelines
+
+Our Corporate Governance Policies require each non-employee director to hold shares of our common stock with a total value equal to six times the annual cash retainer for Board service during the period in which he or she serves as a director (or ten times his base salary, in the case of the CEO). The shares may include vested deferred stock, shares held in trust, and shares held by immediate family members, but not unvested equity awards. Non-employee directors have five years after their Board appointment to reach the ownership threshold. Our stock ownership guidelines are intended to further align director interests with stockholder interests.
+
+Each non-employee director and Mr. Huang currently meets or exceeds the stock ownership requirements.
+
+## Senior Management Development
+
+We believe in extensive leadership development. Our internal leadership structure ensures that many senior managers work directly with our CEO to execute our corporate strategies. This approach results in strategic alignment, exposes leaders to a broad spectrum of corporate activities, and presents the Board with a pool of excellent candidates for future promotion. Our CEO also selects senior leaders to engage directly with the Board on key initiatives and provides periodic updates to our Board on management development.
+
+## Outside Advisors
+
+The Board and each of its principal committees may retain outside advisors and consultants of their choosing at our expense. The Board does not need management's consent to retain outside advisors and the principal committees do not need consent from the Board or management' to retain outside advisors.
+
+## Code of Conduct
+
+Our directors, executives, and employees are expected to conduct themselves with the highest degree of integrity, ethics, and honesty. Our credibility and reputation depend upon their good judgment, ethical standards, and personal integrity. Our Code of Conduct applies to all executive officers, directors, and employees, including our principal executive officer, principal financial officer, and principal accounting officer. The Financial Team Code of Conduct applies to our executive officers, directors, members of our finance department, and all employees involved in the preparation and review of externally-reported periodic financial reports, filings, and documents. We regularly review our Code of Conduct and related policies to ensure that they provide clear guidance to our directors, executives, and employees. We also regularly train our employees on our Code of Conduct and other policies.
+
+The Code of Conduct and the Financial Team Code of Conduct may be viewed in the Investor Relations section of our website at www.nvidia.com. If we make any amendments to either code, or grant any waiver from a provision of either code to any executive officer or director, we will promptly disclose the nature of the amendment or waiver on our website or in a report on Form 8-K. Information contained on our website is not incorporated by reference into this or any other report we file with the SEC.
+
+## Insider Trading Policy
+
+Our Insider Trading Policy governs transactions in our securities and applies to the Board and our employees, contractors, and consultants. We believe our Insider Trading Policy is reasonably designed to promote compliance with insider trading laws, rules and regulations applicable to NVIDIA. Section 16 directors and officers must obtain preclearance before trading in NVIDIA's stock. In addition, we comply with applicable laws and regulations relating to insider trading with respect to transactions in our securities such as open market repurchases of our common stock from time to time.
+
+Under our Insider Trading Policy, hedging ownership of NVIDIA stock, including but not limited to trading in options, puts, calls, or other derivative instruments related to NVIDIA stock or debt, is not permitted. Additional prohibitions include purchasing NVIDIA stock on margin or holding NVIDIA stock in a margin account, or pledging NVIDIA stock as collateral for a loan. We allow participation in certain exchange funds for portfolio diversification.
+
+## Corporate Hotline
+
+We have established an independent corporate hotline to allow any employee, contractor, customer, or partner to confidentially and anonymously submit a complaint about any accounting, internal controls, auditing, Code of Conduct, or other matter of concern (unless prohibited by local privacy laws).
+
+## Stockholder Communications with the Board of Directors
+
+Stockholders who wish to communicate with the Board regarding nominations of directors or other matters may do so by sending electronic written communications addressed to Timothy S. Teter, our Secretary, at shareholdermeeting@nvidia.com. All stockholder communications we receive that are addressed to the Board will be compiled by our Secretary. If no particular director is named, letters will be forwarded, depending on the subject matter, to the chairperson of the AC, CC, or NCGC. Matters put forth by our stockholders will be reviewed by the NCGC, which will determine whether these matters should be presented to the Board. The NCGC will give serious consideration to all such matters and will make its determination in accordance with its charter and applicable laws.
+
+## Majority Vote Standard
+
+Under our Bylaws, in an uncontested election, stockholders will be given the choice to cast votes FOR or AGAINST the election of directors or to ABSTAIN from such vote. A director shall be elected by the affirmative vote of the majority of the votes cast with respect to that director, meaning the number of shares voted FOR a director must exceed the number of votes cast AGAINST that director. If the votes cast FOR an incumbent director in a non-contested election do not exceed the number of AGAINST votes, such incumbent director shall offer to tender his or her resignation to the Board. The NCGC or other committee that may be designated by the Board will make a recommendation to the Board on whether to accept or reject the resignation or whether other action should be taken. The Board will act on such committee's recommendation and publicly disclose its decision and the rationale within 90 days from the date of certification of the election results. In making their decision, such committee and the Board will evaluate the best interests of the Company and its stockholders and shall consider all factors and information deemed relevant. The director who tenders his or her resignation will not participate in such committee's recommendation or the Board's decision.
+
+In a contested election, in which the number of nominees exceeds the number of directors to be elected, stockholders will be given the choice to cast FOR or WITHHOLD votes for the election of directors. Our directors will be elected by a plurality of the shares represented at any such meeting or by proxy and entitled to vote on the election of directors at that meeting. The directors receiving the greatest number of FOR votes will be elected.
+
+In either case, abstentions and broker non-votes will each be counted as present for purposes of determining the presence of a quorum but will otherwise have no effect on the vote.
+
+## Stockholder Special Meeting Right
+
+As part of our Board and management's comprehensive review of current corporate governance practices, our Board amended our Bylaws in 2024 to let stockholders owning at least $15\%$ of our shares, and who have owned such shares continuously for at least one year, to request a special meeting of stockholders. Those requestors must also satisfy the disclosure, timing and other requirements set forth in our Bylaws intended to ensure that stockholders receive adequate, timely, and accurate information in connection with a special meeting. Our Board believes that this special meeting right strikes a balance between enabling urgent action and protecting the Company and its stockholders from narrow, short-term interests.
+
+## Board Meeting Information
+
+The Board met five times during Fiscal 2026, including meetings during which the Board discussed the strategic direction of NVIDIA, new business and strategic opportunities, the product roadmap, and other matters facing NVIDIA. We expect each Board member to attend each meeting of the Board and the committees on which he or she serves. Each Board member attended 75% or more of the applicable meetings of the Board and of each committee on which he or she served during Fiscal 2026.
+
+## Corporate Sustainability
+
+NVIDIA invents computing technologies that improve lives and address global challenges. Our goal is to integrate sound CS principles and practices across the Company. Our Board and management believe that environmental stewardship, social responsibility, and solid governance are important to our business strategy and long-term value creation. While the full Board has ultimate responsibility for CS matters that impact our business, each committee of the Board oversees CS matters across our business operations in the areas that align with their respective responsibilities. The NCGC is responsible for reviewing and discussing with management our policies, issues, and reporting related to sustainability, including overall sustainability strategy, risks, and opportunities, and related programs and initiatives. Our CS team updates the NCGC at least semiannually on these topics, as well as pertinent regulations and stakeholder inputs, and gathers feedback from the NCGC on issues such as climate change and human rights. The CS team also reports on sustainability issues to the full Board annually.
+
+Our CSSC comprises members of our executive leadership team. The CSSC oversees and provides input on our sustainability strategy and program. Feedback from the Board, the NCGC and CSSC, along with specific input from our executive team, helps to determine the focus and scope of our sustainability strategy and program.
+
+More information can be found on the Corporate Sustainability section of our website and in our annual Sustainability Report. Information contained on our website or in our annual Sustainability Report is not incorporated by reference into this or any other report we file with the SEC. Refer to “Item 1A. Risk Factors” in our Form 10-K for a discussion of risks and uncertainties we face related to CS.
+
+## Climate and Efficiency
+
+In Fiscal 2025, we purchased or generated enough renewable energy to match 100% of our global electricity usage for sites under our operational control.
+
+In Fiscal 2026, we announced two new emission reduction targets validated by the Science Based Targets Initiative. NVIDIA's goal is to, from a Fiscal 2023 base year:
+
+- Reduce absolute scope 1 and 2 emissions by $50\%$ by Fiscal 2030  
+- Reduce scope 3 emissions intensity from use of sold GPU products by 75% per petaFLOP of computing performance by Fiscal 2030
+
+## Public Policy Engagement and Accountability
+
+Our NCGC oversees and periodically reviews our public policy engagement and accountability. We engage in the public policy process to advance the long-term interests of the Company and its stockholders. NVIDIA's U.S. federal lobbying activities are disclosed quarterly and publicly reported. We belong to trade associations worldwide. Management reports to the NCGC about our policies and practices in connection with government relations, public policy, and related expenditures.
+
+## Director Compensation
+
+NVIDIA's non-employee director compensation program is designed to attract and retain a world-class Board of Directors while balancing our stockholders' interests, and aligns with annual service starting on the dates of our annual meetings. We do not pay additional fees for serving as Lead Director or as chairperson or member of our committees, or for meeting attendance. Directors who are also employees do not receive compensation for service on the Board.
+
+## Roles of the Board, the Compensation Committee, and Compensation Consultant
+
+The CC reviews our director compensation annually with the assistance of its independent compensation consultant, Semler Brossy, and assesses peer group data, compensation trends, and best practices. Following this review, the CC recommended the non-employee director compensation for the year following our 2025 Meeting, or the 2025 Program, as described below, which the Board approved in December 2024.
+
+## 2025 Program
+
+The 2025 Program maintained the same target compensation as the previous year with a total value of \$340,000—slightly below the median paid to peer group non-employee directors (based on the peer group determined in late 2024):
+
+\$85,000 Annual Cash Retainer Paid Quarterly
+
+\$255,000 Equity Retainer RSUs (1)
+
+(1) Represents target annual value of RSUs granted on the day following our 2025 Meeting, or the 2025 Program RSUs. 50% of the 2025 Program RSUs vested on the third Wednesday in November 2025 and 50% will vest on the third Wednesday in May 2026, subject to the director's continuous service.
+
+The number of shares subject to each director's 2025 Program RSUs equaled the target value of the grant divided by the 30-calendar day trailing average closing price of our common stock that ended the business day before the 2025 Meeting, to smooth the effects of market volatility.
+
+## New Directors
+
+Any new non-employee director who is appointed or elected to the Board with an effective date after the 2026 Meeting, or a New Director, will be entitled to receive (i) an annual cash retainer of \$85,000, prorated to reflect the New Director's service, paid quarterly, (ii) an initial grant of RSUs with a target value of \$255,000, converted to a number of shares by dividing such value by the 30-calendar day trailing average closing price of our common stock ending the business day before the New Director's effective date of appointment or election, 1/6th of which will vest approximately every six months following the grant date, and (iii) a second grant of RSUs with a target value of \$255,000, converted to a number of shares by dividing such value by the 30-calendar day trailing average closing price of our common stock ending the business day before the 2026 Meeting, prorated to reflect the New Director's service until the 2027 Meeting, or the New Director Annual Grant. 50% of the New Director Annual Grant will vest on the third Wednesday in May 2027, and the balance will vest on the third Wednesday in November 2026; provided that if the New Director's first day of service is on or after November 1, 2026, the New Director Annual Grant will vest in full on the third Wednesday in May 2027 ((ii) and (iii) collectively referred to as the New Director RSUs).
+
+## Deferred Compensation Program
+
+Non-employee directors can elect to defer the settlement of RSUs upon vesting for tax planning purposes. Deferrals can be made to the earlier of (i) the third Wednesday of March of a future year (no sooner than 2027 for the 2025 Program RSUs or 2028 for the New Director RSUs), or the 15th of March of any year that is 2029 or later, or (ii) the director's cessation of service or certain change-in-control events, in accordance with Section 409A of the Internal Revenue Code.
+
+## Other Compensation/Benefits
+
+Our directors are reimbursed for expenses incurred in attending Board and committee meetings, and continuing educational programs. We do not offer change-in-control benefits to directors, except for vesting acceleration under our equity plans that applies to all plan award holders if an acquirer does not assume or substitute those awards, provided that the award holder's continuous service with us has not terminated prior to the change-in-control. If a director's service terminates due to death, their RSU grants will immediately vest in full.
+
+Directors do not receive dividends on unvested, or vested but deferred, RSUs.
+
+Director Compensation for Fiscal 2026
+
+<table><tr><td>Name</td><td>Fees Earned or Paid in Cash ($)</td><td>Stock Awards ($) (1)</td><td>Total ($)</td></tr><tr><td>Robert K. Burgess (2)</td><td>63,750</td><td>278,809</td><td>342,559</td></tr><tr><td>Tench Coxe</td><td>85,000</td><td>278,809</td><td>363,809</td></tr><tr><td>John O. Dabiri</td><td>85,000</td><td>278,809</td><td>363,809</td></tr><tr><td>Persis S. Drell</td><td>85,000</td><td>278,809</td><td>363,809</td></tr><tr><td>Dawn Hudson</td><td>85,000</td><td>278,809</td><td>363,809</td></tr><tr><td>Harvey C. Jones</td><td>85,000</td><td>278,809</td><td>363,809</td></tr><tr><td>Melissa B. Lora</td><td>85,000</td><td>278,809</td><td>363,809</td></tr><tr><td>Stephen C. Neal</td><td>85,000</td><td>278,809</td><td>363,809</td></tr><tr><td>Ellen Ochoa (3)</td><td>42,500</td><td>278,809</td><td>321,309</td></tr><tr><td>A. Brooke Seawell</td><td>85,000</td><td>278,809</td><td>363,809</td></tr><tr><td>Aarti Shah</td><td>85,000</td><td>278,809</td><td>363,809</td></tr><tr><td>Mark A. Stevens</td><td>85,000</td><td>278,809</td><td>363,809</td></tr></table>
+
+(1) Amounts shown do not reflect amounts actually received by the director. Instead, these amounts reflect the aggregate full grant date fair value calculated in accordance with ASC 718 for RSU awards granted during the fiscal year. The assumptions used in the calculation are set forth in Note 3 to our consolidated financial statements titled Stock-Based Compensation in our Form 10-K. On June 26, 2025, each non-employee director then serving on the Board received their 2025 Program RSU grant for 1,799 shares, with an ASC 718 grant date fair value per share of \$154.98.  
+(2) Mr. Burgess passed away in December 2025, prior to the date of the final quarterly cash retainer payment under the 2025 Program.  
+(3) Dr. Ochoa resigned from the Board in July 2025, prior to the dates of the two final quarterly cash retainer payments under the 2025 Program.
+
+The following table provides information regarding the aggregate number of unvested RSUs held by each of our non-employee directors as of January 25, 2026:
+
+<table><tr><td>Name</td><td>RSUs</td><td>Name</td><td>RSUs</td></tr><tr><td>Robert K. Burgess (1)</td><td>—</td><td>Melissa B. Lora (3)</td><td>1,880</td></tr><tr><td>Tench Coxe</td><td>900</td><td>Stephen C. Neal</td><td>900</td></tr><tr><td>John O. Dabiri</td><td>900</td><td>Ellen Ochoa (4)</td><td>—</td></tr><tr><td>Persis S. Drell (2)</td><td>—</td><td>A. Brooke Seawell</td><td>900</td></tr><tr><td>Dawn Hudson</td><td>900</td><td>Aarti Shah</td><td>900</td></tr><tr><td>Harvey C. Jones</td><td>900</td><td>Mark A. Stevens</td><td>900</td></tr></table>
+
+(1) Mr. Burgess passed away in December 2025. Pursuant to the terms of our 2007 Plan, upon his death, unvested RSUs then held by Mr. Burgess accelerated and became fully vested.  
+(2) Dr. Drell resigned from the Board in January 2026.  
+(3) Includes initial RSUs granted to Ms. Lora in connection with her appointment to the Board in 2023.  
+(4) Dr. Ochoa resigned from the Board in July 2025. Pursuant to the terms of our non-employee director compensation program, RSUs previously deferred by Dr. Ochoa were issued on the date of her resignation.
+
+# Review of Transactions with Related Persons
+
+Employees, officers, and directors must avoid any activity that conflicts with, or has the appearance of conflicting with, our interests. This policy is included in our Code of Conduct and our Financial Team Code of Conduct. We regularly conduct a review of all related party transactions for potential conflicts of interest and all transactions involving executive officers or directors must be approved by the NCGC in compliance with the Company's policies and Nasdaq listing standards. Except as discussed below, there were no transactions with related persons since the beginning of Fiscal 2026 or currently proposed transactions that would require disclosure in this proxy statement or approval by the NCGC.
+
+## Transactions with Related Persons
+
+The daughter and son of Jen-Hsun Huang, our President and CEO and a member of our Board, are employed by the Company. Neither of them shares a household with Mr. Huang, is one of our executive officers, or reports directly to Mr. Huang. Additionally, the son of Dr. Shah, one of our directors, is employed by the Company. He does not share a household with Dr. Shah and is not one of our executive officers.
+
+The compensation of these individuals was determined in accordance with NVIDIA's compensation practices applicable to employees with comparable qualifications and responsibilities and holding similar positions and without the involvement of Mr. Huang or Dr. Shah, respectively. The total compensation for Fiscal 2026 of the daughter and son of Mr. Huang was approximately \$1,232,000 and \$1,320,000, respectively. The total compensation for Fiscal 2026 of the son of Dr. Shah was approximately \$265,000.
+
+Each of them has received and continues to be eligible for equity awards on the same general terms and conditions as applicable to employees in similar positions who do not have such family relationships.
+
+The Jen-Hsun and Lori Huang Foundation, or the Huang Foundation, a charitable organization, has entered into an agreement with CoreWeave, Inc., a third-party cloud services provider, to purchase GPU compute time for donation to university and other non-profit research institutes to develop open science and AI research, of which \$108.3 million has been donated to date. NVIDIA routinely offers engineering services for no charge in the ordinary course of business to developers of NVIDIA accelerated computing and we plan to offer similar engineering services for no charge to certain recipients of GPU compute time grants from the Huang Foundation.
+
+We have entered into indemnity agreements with our executive officers and directors. The agreements provide that we will indemnify them, under certain circumstances, for liabilities they may be required to pay in actions or proceedings by reason of their position with NVIDIA, and otherwise to the fullest extent permitted under Delaware law, our Charter, and our Bylaws. We intend to execute similar agreements with our future executive officers and directors. See Employment, Severance, and Change-in-Control Arrangements below for a description of the terms of the 2007 Plan related to a change-in-control of NVIDIA.
+
+During Fiscal 2026, we granted RSUs to our non-employee directors, and RSUs and PSUs to our executive officers (other than Mr. Huang, who received PSUs only). See Director Compensation above and Executive Compensation below.
+
+## Security Ownership of Certain Beneficial Owners and Management
+
+The following table sets forth information as of March 23, 2026 as to shares of our common stock beneficially owned by each of our NEOs, each of our directors, all of our directors and executive officers as a group, and all known by us to be beneficial owners of more than $5\%$ of our common stock, unless otherwise indicated in the footnotes to the table. Beneficial ownership is determined in accordance with the SEC's rules and generally includes voting or investment power with respect to securities as well as shares of common stock subject to PSUs or RSUs that will vest within 60 days of March 23, 2026.
+
+This table is based upon information provided to us by our executive officers and directors. Information about principal stockholders, other than percentages of beneficial ownership, is based solely on Schedules 13G/A filed with the SEC. Unless otherwise indicated and subject to community property laws where applicable, we believe that each of the stockholders named in the table has sole voting and investment power with respect to the shares indicated as beneficially owned. Percentages are based on 24,312,141,810 shares of our common stock outstanding as of March 23, 2026, adjusted as required by SEC rules.
+
+<table><tr><td>Name of Beneficial Owner</td><td>Shares Owned</td><td>Shares Issuable Within 60 Days</td><td>Total Shares Beneficially Owned</td><td>Percent</td></tr><tr><td colspan="5">NEOs:</td></tr><tr><td>Jen-Hsun Huang</td><td>870,604,104 (1)</td><td>—</td><td>870,604,104</td><td>3.58%</td></tr><tr><td>Colette M. Kress</td><td>4,443,523 (2)</td><td>—</td><td>4,443,523</td><td>*</td></tr><tr><td>Ajay K. Puri</td><td>3,266,897 (3)</td><td>—</td><td>3,266,897</td><td>*</td></tr><tr><td>Debora Shoquist</td><td>1,580,729 (4)</td><td>—</td><td>1,580,729</td><td>*</td></tr><tr><td>Timothy S. Teter</td><td>2,687,197 (5)</td><td>—</td><td>2,687,197</td><td>*</td></tr><tr><td colspan="5">Directors, not including Mr. Huang:</td></tr><tr><td>Tench Coxe</td><td>30,555,240 (6)</td><td>—</td><td>30,555,240</td><td>*</td></tr><tr><td>John O. Dabiri</td><td>13,888</td><td>900</td><td>14,788</td><td>*</td></tr><tr><td>Dawn Hudson</td><td>367,987</td><td>900</td><td>368,887</td><td>*</td></tr><tr><td>Harvey C. Jones</td><td>7,002,787 (7)</td><td>900</td><td>7,003,687</td><td>*</td></tr><tr><td>Melissa B. Lora</td><td>899 (8)</td><td>900</td><td>1,799</td><td>*</td></tr><tr><td>Stephen C. Neal</td><td>183,967 (9)</td><td>900</td><td>184,867</td><td>*</td></tr><tr><td>A. Brooke Seawell</td><td>2,505,707 (10)</td><td>900</td><td>2,506,607</td><td>*</td></tr><tr><td>Aarti Shah</td><td>25,620 (11)</td><td>—</td><td>25,620</td><td>*</td></tr><tr><td>Mark A. Stevens</td><td>34,068,672 (12)</td><td>900</td><td>34,069,572</td><td>*</td></tr><tr><td>Directors and executive officers as a group (14 persons)</td><td>957,307,217 (13)</td><td>6,300</td><td>957,313,517</td><td>3.94%</td></tr><tr><td colspan="5">5% Stockholders:</td></tr><tr><td>BlackRock, Inc.</td><td>1,805,935,550 (14)</td><td>—</td><td>1,805,935,550</td><td>7.43%</td></tr><tr><td>Vanguard Capital Management</td><td>1,777,408,252 (15)</td><td>—</td><td>1,777,408,252</td><td>7.31%</td></tr></table>
+
+\* Represents less than 1% of the outstanding shares of our common stock.  
+(1) Includes (a) 528,531,547 shares of common stock held by Jen-Hsun Huang and Lori Huang, as co-trustees of the Jen-Hsun and Lori Huang Living Trust, u/a/d May 1, 1995, or the Huang Trust, (b) 31,421,011 shares of common stock held by The Huang 2012 Irrevocable Trust, of which Mr. Huang and his wife are co-trustees, (c) 109,040,602 shares of common stock held by The Huang Irrevocable Remainder Trust u/a/d 2/19/2016, of which Mr. Huang and his wife are co-trustees, (d) 6,632,667 shares of common stock held by TARG M LLC, of which the Huang Trust is the sole member, (e) 6,632,667 shares of common stock held by TARG S LLC, of which the Huang Trust is the sole member, (f) 30,000,000 shares of common stock held by TARG M2 LLC, of which the Huang Trust is the sole member, (g) 30,000,000 shares of common stock held by TARG S2 LLC, of which the Huang Trust is the sole member, and (h) 58,683,830 shares of common stock held by The Jen-Hsun & Lori Huang Foundation, or the Huang Foundation, of which Mr. Huang and his wife are board members. By virtue of their status as co-trustees of the Huang Trust, The Huang 2012 Irrevocable Trust, and The Huang Irrevocable Remainder Trust, each of Mr. Huang and his wife may be deemed to have shared beneficial ownership of, and to exercise shared voting and investment power over, the shares referenced in (a)-(g). By virtue of their status as board members of the Huang Foundation since 2007, Mr. Huang and his wife may be deemed to have shared beneficial ownership of, and to exercise shared voting and investment power over, the shares referenced in (h), and therefore the Huang Foundation's shares are being reported in accordance with Item 403 of Regulation S-K. Mr. Huang and his wife have no pecuniary interest in the Huang Foundation's shares.  
+(2) Includes (a) 4,000 shares held by immediate family member 1, (b) 4,000 shares held by immediate family member 2, (c) 712,934 shares held by a limited liability company, the sole member of which is an irrevocable trust of which the trustee is an independent institution, (d) 451,498 shares held by Grantor Retained Annuity Trust 1, of which Ms. Kress is trustee, (e) 451,498 shares held by Grantor Retained Annuity Trust 2, of which Ms. Kress's husband is trustee and exercises sole voting and investment power, (f) 83,060 shares held by a trust, of which Ms. Kress is trustee, (g) 2,032,048 shares held by Grantor Retained Annuity Trust 3, of which Ms. Kress and her husband are co-trustees, and (h) 271,592 shares held by Grantor Retained Annuity Trust 4, of which Ms. Kress and her husband are co-trustees. By virtue of their status as co-trustees of the Grantor Retained Annuity Trusts 3
+
+and 4, each of Ms. Kress and her husband may be deemed to have shared beneficial ownership of, and to exercise shared voting and investment power over, the shares referenced in (g) and (h).  
+(3) Includes (a) 3,018,547 shares of common stock held by the Ajay K Puri Revocable Trust dtd 12/10/2015, of which Mr. Puri is trustee, and (b) 46,360 shares of common stock held by The Puri 2019 Irrevocable Children's Trust dtd 12/06/2019, of which Mr. Puri is one of the trustees. Mr. Puri disclaims beneficial ownership of the shares held by The Puri 2019 Irrevocable Children's Trust, except to the extent of his pecuniary interest therein.  
+(4) Includes 1,424,603 shares of common stock held by the Debora C. Shoquist Revocable Living Trust dtd 6/13/2002, of which Ms. Shoquist is trustee.  
+(5) Represents shares of common stock held by the Horne Teter Family Living Trust, dated February 1, 2019, of which Mr. Teter is a co-trustee and exercises shared voting and investment power.  
+(6) Includes (a) 4,852,480 shares of common stock held in a retirement trust, and (b) 25,671,360 shares of common stock held in The Coxe Revocable Trust, of which Mr. Coxe is a co-trustee and exercises shared voting and investment power. Mr. Coxe disclaims beneficial ownership of the shares held by The Coxe Revocable Trust, except to the extent of his pecuniary interest therein. Mr. Coxe shares pecuniary interest in shares held in his individual name pursuant to a contractual relationship, and disclaims beneficial ownership of these shares, except to the extent of his pecuniary interest therein.  
+Does not include an additional 23,867 shares of common stock underlying vested RSUs that Mr. Coxe has deferred for future issuance.  
+(7) Includes 6,933,280 shares of common stock held in the H.C. Jones Living Trust, of which Mr. Jones is trustee.  
+(8) Does not include an additional 12,878 shares of common stock underlying vested RSUs that Ms. Lora has deferred for future issuance.  
+(9) Includes (a) 30,428 shares of shares of common stock held by the 2013 Stephen C. Neal Revocable Trust, of which Mr. Neal is trustee, (b) 143,410 shares of common stock held by the Neal/Rhyu Revocable Trust dated 05/02/2017, of which Mr. Neal is a co-trustee and exercises shared voting and investment power, and (c) 7,142 shares of common stock held by the 2013 Michelle S. Rhyu Revocable Trust, of which Mr. Neal's wife is trustee and exercises sole voting and investment power.  
+(10) Includes 2,500,000 shares of common stock held by The Alexander Brooke Seawell Revocable Trust U/A dated 1/20/2009, of which Mr. Seawell is trustee.  
+(11) Does not include an additional 9,487 shares of common stock underlying vested RSUs that Dr. Shah has deferred for future issuance.  
+(12) Includes (a) 7,399,771 shares of common stock held by the 3rd Millennium Trust, of which Mr. Stevens is co-trustee and exercises shared voting and investment power, (b) 15,017,750 shares of common stock held by the Envy Trust u/a/d December 7, 2021, of which Mr. Stevens is trustee, and (c) 108,650 shares of common stock held by the 970 Foundation, of which Mr. Stevens and his wife are board members. By virtue of their status as board members of the 970 Foundation, Mr. Stevens and his wife may be deemed to have shared beneficial ownership of, and to exercise shared voting and investment power over, the shares referenced in (c), and therefore the 970 Foundation's shares are being reported in accordance with Item 403 of Regulation S-K. Mr. Stevens and his wife have no pecuniary interest in the 970 Foundation's shares.  
+(13) Includes shares owned by all directors and executive officers.  
+(14) This information is based solely on a Schedule 13G/A, dated January 26, 2024, filed with the SEC on January 26, 2024 by BlackRock, Inc. reporting its beneficial ownership as of December 31, 2023. On an adjusted basis to reflect our June 2024 ten-for-one stock split, the Schedule 13G/A reported that BlackRock had sole voting power with respect to 1,628,565,130 shares and sole dispositive power with respect to 1,805,935,550 shares. BlackRock is located at 50 Hudson Yards, New York, New York 10001.  
+(15) This information is based solely on a Schedule 13G, dated April 28, 2026, filed with the SEC on April 28, 2026 by Vanguard Capital Management reporting its beneficial ownership as of March 31, 2026. The Schedule 13G reported that Vanguard had sole voting power with respect to 238,857,870 shares and sole dispositive power with respect to 1,777,408,252 shares. Vanguard is located at 100 Vanguard Boulevard, Malvern, Pennsylvania 19355.
+
+## Proposal 2—Advisory Approval of Executive Compensation
+
+What am I voting on? A non-binding vote, known as “say-on-pay,” to approve our Fiscal 2026 NEO compensation.
+
+Vote required for approval: A majority of the shares present, in person or represented by proxy, and entitled to vote on this matter.
+
+Effect of abstentions: Same as a vote AGAINST.
+
+Effect of broker non-votes: None.
+
+In accordance with Section 14A of the Exchange Act, we are asking our stockholders to vote on an advisory basis, commonly referred to as “say-on-pay,” to approve the Fiscal 2026 compensation paid to our NEOs as disclosed in the CD&A, the compensation tables and the accompanying narrative discussion. This vote is intended to address the overall compensation of our NEOs and the philosophy, policies, and practices described in this proxy statement, rather than any specific compensation component.
+
+In response to our stockholders' preference, our Board has adopted a policy of providing for annual “say-on-pay” votes.
+
+This advisory proposal is not binding on the Board nor us. Nevertheless, the views expressed by our stockholders are important to the Board and, accordingly, the Board and the CC intend to consider the results of this vote in making future NEO compensation decisions.
+
+## Recommendation of the Board
+
+The Board recommends that our stockholders adopt the following resolution:
+
+"RESOLVED, that the Fiscal 2026 compensation paid to the Company's named executive officers, as disclosed pursuant to Item 402 of Regulation S-K, including the Compensation Discussion and Analysis, compensation tables, and narrative discussion, is hereby APPROVED."
+
+## Executive Compensation
+
+## Compensation Discussion and Analysis
+
+This CD&A describes our Fiscal 2026 executive compensation philosophy, design, and process, and how our corporate results affected the payout of performance-based awards. Our Fiscal 2026 NEOs were: Jen-Hsun Huang, President and CEO; Colette M. Kress, EVP and CFO; Ajay K. Puri, EVP, Worldwide Field Operations; Debora Shoquist, EVP, Operations; and Timothy S. Teter, EVP, General Counsel and Secretary.
+
+## Fiscal 2026 Executive Compensation Summary
+
+## Continued Focus on Pay for Performance
+
+NVIDIA's executive compensation program in Fiscal 2026 continued to be guided by a pay for performance philosophy to link competitive NEO pay with our stockholders' interests. $96\%$ of our CEO's and $48\%$ of our other NEOs' Fiscal 2026 total target pay was dependent on corporate performance.
+
+## Executive Pay Heavily Weighted Towards Equity Awards
+
+The vast majority of our NEOs' total target pay for Fiscal 2026 was comprised of equity awards:
+
+• SY PSUs that can be earned based on annual Non-GAAP Operating Income performance, vesting over 4 years,  
+• MY PSUs that can be earned based on 3-year TSR performance relative to the S&P 500, vesting over 3 years, and  
+• RSUs vesting over 4 years (for NEOs other than our CEO)
+
+CEO Fiscal 2026 Target Pay Mix (1)  
+![](images/8ff263dccdb1f30c2d66efd936506ef91662df6b70562a2976690b5c1c54544b.jpg)
+
+<details>
+<summary>stacked bar chart</summary>
+
+| Category | Percentage (%) |
+| :--- | :--- |
+| SY PSUs | 44 |
+| MY PSUs | 44 |
+| Variable Cash | 8 |
+| Base Salary | 4 |
+</details>
+
+Other NEO Fiscal 2026 Target Pay Mix (1)(2)  
+![](images/f4a2d8a15f032761df7e5a2cb33419d9342eabb484627fac573a5949f957c8ad.jpg)
+
+<details>
+<summary>stacked bar chart</summary>
+
+| Category | Percentage (%) |
+| :--- | :--- |
+| SY PSUs | 23 |
+| MY PSUs | 23 |
+| RSUs | 46 |
+| Variable Cash | 6 |
+| Base Salary | 2 |
+</details>
+
+(1) Based on total target pay as approved by the CC, consisting of annual base salary, and, assuming the Company achieves associated performance goals at a Base Compensation Plan level, target payout opportunity under our Variable Cash Plan and target equity opportunities the CC intended to deliver.  
+(2) Reflects the average total target pay mix for our NEOs other than our CEO.
+
+NEOs were also eligible for variable cash awards based on annual revenue, in addition to base salary and other compensation and benefits.
+
+## Key NEO Compensation Actions for Fiscal 2026
+
+- Cash Compensation Remained Constant: no changes compared to Fiscal 2025 base salary or variable cash opportunity  
+- Increased Target Equity Opportunities: increased target equity opportunities for all NEOs to recognize the complexity and scope of NEOs' roles and responsibilities; by increasing target equity opportunities, aligned total target pay for all NEOs other than our CEO to reflect their comparable, significant contributions and impact on corporate performance  
+- Continued Increased Rigor of Performance Goals: set the Base Compensation Plan revenue goal for the Fiscal 2026 Variable Cash Plan in line with our record Fiscal 2025 results and the Base Compensation Plan Non-GAAP Operating Income goal for SY PSUs granted in Fiscal 2026 in line with our corresponding Fiscal 2025 Stretch Compensation Plan goal
+
+Record Performance Resulting in Maximum Payouts
+
+<table><tr><td></td><td>Fiscal 2026 Revenue</td><td>Fiscal 2026 Non-GAAP Operating Income (1)</td><td>3-Year TSR Relative to S&amp;P 500 (Fiscal 2024 to 2026) (2)</td></tr><tr><td>Stretch Compensation Plan Goal</td><td>$160.0 billion (3)</td><td>$96.0 billion (3)</td><td>75th percentile</td></tr><tr><td>Performance Achievement for Period Ended Fiscal 2026</td><td>$215.9 billion</td><td>$137.3 billion</td><td>100th Percentile (1,055%)</td></tr></table>
+
+(1) See Reconciliation of Non-GAAP Financial Measures below for a reconciliation between the non-GAAP financial measures and GAAP results.  
+(2) Represents TSR for purposes of the MY PSU performance goal, calculated using cumulative stock price appreciation with dividends reinvested and the average closing stock price for the 60 trading days preceding the start, and preceding and including the last day, of the three-year performance period.  
+(3) Our original Fiscal 2026 Stretch Compensation Plan revenue goal of \$190.0 billion was automatically adjusted to \$160.0 billion, and our original Fiscal 2026 Stretch Compensation Plan Non-GAAP Operating Income goal of \$120.0 billion was automatically adjusted to \$96.0 billion, due to the imposition of additional export controls on the Company's H2O products during the first half of Fiscal 2026. See Fiscal 2026 Compensation Actions and Achievements —Performance Metrics and Goals for Executive Compensation below for further discussion of these adjustments.
+
+As a result of the above performance achievements, each exceeding the CC's pre-established Stretch Compensation Plan goals, our NEOs earned the maximum payouts possible for our Fiscal 2026 Variable Cash Plan, SY PSUs granted in Fiscal 2026 (which remain subject to service-based vesting), and MY PSUs granted in Fiscal 2024.
+
+## Our Compensation Philosophy and Practices
+
+NVIDIA is building a one-of-a-kind company that invents the future, builds amazing technologies, and strives to achieve the highest level of craft. To achieve this vision, we must attract and retain a high-caliber executive team while balancing our stockholders' interests. While our CC considers numerous factors in making executive pay decisions, our compensation program is guided by the following philosophies:
+
+- Pay for Performance: emphasize at-risk and performance-based cash and equity for NEOs based on multiple corporate metrics  
+• Competitive Pay: structure competitive NEO target compensation to reflect job impact, scope, and responsibilities, that attracts and retains talent  
+- Stockholder Alignment: align NEO pay with stockholders' long-term interests and consider feedback from our annual stockholder engagement efforts and "say-on-pay" vote  
+- Simplicity and Transparency: design a compensation program with simple, objective metrics
+
+In this CD&A, total target pay refers to (i) an NEO's annual base salary, (ii) target variable cash opportunity, which means the potential payout under our Variable Cash Plan, assuming the Company achieves the associated performance goal at a Base Compensation Plan level, and (iii) target equity opportunity, which means the value of the equity opportunities granted during the year that the CC intended to deliver at grant, assuming the Company achieves associated performance goals at a Base Compensation Plan level.
+
+Our executive compensation program adheres to the following practices:
+
+## What We Do
+
+√ Emphasize at-risk, performance-based compensation, with simple, objective performance goals  
+√ Use annual and multi-year performance targets to determine PSU awards earned  
+√ Set rigorous performance goals and use different metrics for annual and multi-year awards  
+√ Require NEOs to provide continuous service for 4 years to fully vest in RSU awards and SY PSU awards earned based on performance  
+√ Evaluate our program annually based on feedback from stockholder engagement efforts and make adjustments when appropriate  
+√ Mitigate compensation risks  
+√ Cap performance-based variable cash and PSU payouts  
+√ Retain an independent compensation consultant reporting directly to the independent CC  
+√ Require NEOs to maintain meaningful stock ownership  
+√ Maintain a clawback policy for performance-based compensation
+
+## What We Don't Do
+
+X Enter into agreements with NEOs providing for specific terms of employment or severance benefits  
+X Give our executive officers special change-in-control benefits  
+X Provide automatic equity vesting upon a change-in-control (except for the provisions in our equity plans that apply to all employees if an acquiring company does not assume or substitute our outstanding stock awards)  
+X Give NEOs supplemental retirement benefits  
+X Provide tax gross-ups  
+X Pay dividends or the equivalent on unearned or unvested equity  
+X Permit executive officers, employees, or directors to hedge their ownership of NVIDIA stock or to pledge NVIDIA stock as collateral for a loan (though we do allow participation in certain exchange funds for portfolio diversification)
+
+The CC's oversight and decision-making for our Fiscal 2026 executive compensation program was a multi-year process:
+
+![](images/eca982d830b24c33a7019da0651ac75d492064cc61108b74ab2b7f389391be69.jpg)
+
+<details>
+<summary>flowchart</summary>
+
+```mermaid
+graph LR
+  A["December 2024\nCC determined peer companies"] --> B["December 2024 - January 2025\nMembers of management and the Board, including our Lead Director and CC Chair, engaged in stockholder outreach"]
+  B --> C["March 2025\nCC determined performance goals and approved target compensation levels and PSU and RSU grants, considering stockholder feedback and peer company practices"]
+  C --> D["March 2026\nCC certified achievement and payouts for Fiscal 2026 Variable Cash Plan, SY PSUs granted in Fiscal 2026 and MY PSUs granted in Fiscal 2024*"]
+  D --> E["May 2026\nCC oversaw compensation risk assessment; published executive compensation program details in proxy statement"]
+```
+</details>
+
+\* The CC is expected to certify achievement and payouts for MY PSUs granted in Fiscal 2026 by March 2028.
+
+## Roles of the Compensation Committee, Compensation Consultant, and Management
+
+The roles of (i) our CC, (ii) our independent compensation consultant, and (iii) management, including our CEO and Finance and Human Resources departments, are summarized below.
+
+For advice regarding our Fiscal 2026 NEO compensation program, our CC utilized Semler Brossy for its experience working with our CC and with compensation committees at other technology companies. Our CC analyzed whether Semler Brossy's role raised any conflict of interests, taking into consideration the following:
+
+- Semler Brossy did not provide any services directly to NVIDIA (although we paid Semler Brossy on the CC's behalf);  
+- The percentage of Semler Brossy's total revenue resulting from fees paid by us on the CC's behalf;  
+Semler Brossy's conflict of interest policies and procedures;  
+- Any business or personal relationship between Semler Brossy and an executive officer, or between Semler Brossy's individual compensation advisors and an executive officer or any member of our CC; and  
+• Any NVIDIA stock owned by Semler Brossy or its individual compensation advisors.
+
+After considering these factors, our CC determined that Semler Brossy's work did not create any conflict of interests.
+
+Our CC reviews and approves all NEO compensation decisions, with input from Mr. Huang and Semler Brossy. At the CC's direction, Semler Brossy and management recommended a peer group for our Fiscal 2026 executive pay program, which the CC approved. Semler Brossy provided data on CEO compensation from the peer group companies to inform the CC on Mr. Huang's compensation and management gathered peer data from the Radford Global Technology Survey, or the Radford Survey, to inform Mr. Huang's recommendations for other NEOs' compensation. The CC considered Semler Brossy's advice, Mr. Huang's recommendations, and management's proposed Fiscal 2026 performance goals, before making its final decisions on Fiscal 2026 NEO compensation. The CC certified compensation payouts for performance periods that concluded at the end of Fiscal 2026 under the Variable Cash Plan and for SY PSUs granted in Fiscal 2026 and MY PSUs granted in Fiscal 2024. The CC also oversaw management's Fiscal 2026 compensation risk analysis.
+
+## Peer Companies and Market Compensation Data
+
+We believe our peers should be companies that compete with us for executive talent, have an established business, market presence, and complexity similar to NVIDIA, and are of similar size, measured by revenue or market capitalization at approximately 1/3 - 3.5x ours. After consulting with management, and based on Semler Brossy's recommendation, the CC determined in December 2024 that the existing peer group remained appropriate for Fiscal 2026, with the following adjustments: (i) removing Adobe Inc., Advanced Micro Devices, Inc., and SAP SE due to their revenue and market capitalization being below our target range (and also, for Adobe and SAP, because of limited direct business relevance); and (ii) adding Alphabet Inc., Amazon.com, Inc., Apple Inc., and Microsoft Corporation as competitors for talent with revenue and market capitalization being within our target range. These changes resulted in the following Fiscal 2026 peer group:
+
+Fiscal 2026 Peer Group
+
+<table><tr><td>Alphabet Inc. (GOOG)</td><td>Meta Platforms, Inc. (META)</td></tr><tr><td>Amazon.com, Inc. (AMZN)</td><td>Microsoft Corporation (MSFT)</td></tr><tr><td>Apple Inc. (AAPL)</td><td>Netflix, Inc. (NFLX)</td></tr><tr><td>Broadcom Inc. (AVGO)</td><td>Oracle Corporation (ORCL)</td></tr><tr><td>Cisco Systems, Inc. (CSCO)</td><td>Qualcomm Incorporated (QCOM)</td></tr><tr><td>International Business Machines Corporation (IBM)</td><td>Salesforce, Inc. (CRM)</td></tr><tr><td>Intel Corporation (INTC)</td><td>Visa Inc. (V)</td></tr></table>
+
+Our CC selected each member of the peer group based on a combination of the factors described above. As a result, while some peer companies were outside our targeted size range, the CC determined they were still appropriate due to their established businesses and relevance as competitors for talent.
+
+To determine our Fiscal 2026 peer group, the CC reviewed our trailing 12-month revenue (reported through our third quarter results for Fiscal 2025) and market capitalization as of November 2024. They compared these metrics to the 75th percentile, median, and 25th percentile of peer group companies, as follows:
+
+Revenue (in billions)  
+![](images/30f1b92577cb03839293b51f489b680d9aba31ded8d320fa7dab93d3ba7e242b.jpg)
+
+<details>
+<summary>bar chart</summary>
+
+| Category | Value ($) |
+|---|---|
+| 75th Percentile | 229.70 |
+| NVIDIA | 113.27 |
+| Median | 54.03 |
+| 25th Percentile | 40.93 |
+</details>
+
+Market Capitalization (in billions)  
+![](images/92aaf53cc61d37d0a4ec582485f07866a3ed017e38de1bf343acc9383aed5cf6.jpg)
+
+<details>
+<summary>bar chart</summary>
+
+| Category | Value ($) |
+|---|---|
+| NVIDIA | 3,471.92 |
+| 75th Percentile | 1,913.24 |
+| Median | 536.35 |
+| 25th Percentile | 242.70 |
+</details>
+
+For our NEOs other than our CEO, Mr. Huang reviewed market practices and compensation data from the Radford Survey and peer company proxy data for comparable executives before recommending their Fiscal 2026 compensation for approval by the CC. The CC reviewed the same information for peer companies' CEOs, before determining the components of our executive compensation program, as well as total compensation, for all NEOs. We compared the total compensation opportunity for our NEOs and similarly situated executives at the 25th, 50th, and 75th percentiles of peer company data where available, and the CC considered the factors below in setting NEO compensation.
+
+## Factors Used in Determining Executive Compensation
+
+In addition to peer data, our CC considers the following factors in making executive compensation decisions. The weight given to each factor may differ among NEOs and each component of pay, and is subject to the CC's sole discretion.
+
+√ The need to attract and retain talent in a highly competitive industry  
+√ Stockholder feedback regarding our executive pay  
+√ The desire for simplicity of the overall program and transparency of the performance metrics  
+√ An NEO's past performance and anticipated future contributions  
+√ Our financial performance and forecasted results, as well as our prior financial performance and resulting impact on our executives' compensation  
+√ Changes in the scale and complexity of our business  
+√ Each NEO’s current total compensation  
+√ The scope and complexity of the department(s) or function(s) the NEO manages
+
+√ Each NEO's unvested equity  
+√ Internal pay equity relative to similarly situated executives  
+√ Our CEO's recommendations for the NEOs other than himself, including his understanding of each NEO's performance, capabilities, and contributions  
+√ Our CC's independent judgment  
+√ Our philosophy that an NEO's total compensation opportunity and percentage of at-risk pay should increase with responsibility  
+√ The total compensation cost and the growth in such cost, including from executive compensation, to maintain a responsible cost structure for our compensation programs \*
+
+## Fiscal 2026 Compensation Actions and Achievements
+
+## Stockholder Outreach and Feedback
+
+We value stockholder feedback and conduct an annual outreach program. In Fall 2024, in preparation for Fiscal 2026 compensation decisions, we contacted our top institutional stockholders representing an aggregate ownership of 31% of our shares. Management and the Board, including our Lead Director, met with stockholders holding 30% of our shares to discuss a wide range of topics including executive compensation. Stockholders provided positive feedback on our linkage of pay and performance and shared their views on multi-year performance goals and long equity vesting terms.
+
+In response to this feedback and considering our 92% say-on-pay approval rate for Fiscal 2024 NEO compensation, our CC maintained generally the same elements and performance-based metrics for Fiscal 2026, but (i) increased target equity opportunities for all NEOs to recognize the complexity and scope of their roles and responsibilities, (ii) by increasing target equity opportunities, aligned total target pay for all NEOs other than our CEO to reflect their comparable, significant contributions and impact on corporate performance, and (iii) increased the rigor of the Company's performance-based executive pay opportunities by referencing our record Fiscal 2025 results and Fiscal 2025 Stretch Compensation Plan goals in setting Fiscal 2026 Base Compensation Plan goals to further motivate our NEOs. Our CC believed that structuring performance-based components of our executive pay program solely around NVIDIA's financial performance goals continued to align management's incentives with stockholder interests.
+
+## Total Target Compensation Approach
+
+In setting Fiscal 2026 compensation, our CC reviewed each NEO's total target pay opportunity and distribution across multiple pay elements. Our CC compared Mr. Huang's base salary, target variable cash opportunity, target total cash opportunity, target equity opportunity, and total target pay opportunity against chief executives at peer companies. For our other NEOs, Mr. Huang reviewed their total target pay against similarly situated executives at peer companies where the data was available from the Radford Survey, considering internal pay equity, individual performance, unvested equity levels, and the increasing complexity of their roles. These factors informed Mr. Huang's recommendations to the CC. The CC also considered the factors outlined in Factors Used in Determining Executive Compensation and its compensation objectives for Fiscal 2026. Rather than applying a formula or assigning specific weights to each factor, our CC used its judgment and experience to set total target compensation, the mix of cash and equity, and fixed and at-risk pay opportunities for each NEO. When setting pay elements, the CC evaluated them in the context of the levels of the other pay elements and total target pay to ensure alignment with program objectives. The CC established amounts and designed a structure to reward NEOs with above-market value from equity awards and variable cash incentives only upon exceptional corporate performance.
+
+## Components of Pay
+
+The primary components of NVIDIA's Fiscal 2026 executive compensation program are summarized below:
+
+<table><tr><td rowspan="2"></td><td>Fixed Compensation</td><td colspan="4">At-Risk Compensation</td></tr><tr><td>Base Salary</td><td>Variable Cash</td><td>SY PSUs</td><td>MY PSUs</td><td>RSUs (1)</td></tr><tr><td>Form</td><td>Cash</td><td>Cash</td><td>Equity</td><td>Equity</td><td>Equity</td></tr><tr><td>Who Receives</td><td>NEOs</td><td>NEOs</td><td>NEOs</td><td>NEOs</td><td>NEOs (except our CEO, whose equity awards are solely PSUs)</td></tr><tr><td>Performance Measure</td><td>N/A</td><td>Revenue (determines cash payout)</td><td>Non-GAAP Operating Income (determines number of shares eligible to vest)</td><td>TSR relative to the S&amp;P 500 (determines number of shares eligible to vest)</td><td>N/A</td></tr><tr><td>Performance Period</td><td>N/A</td><td>1 year</td><td>1 year</td><td>3 years</td><td>N/A</td></tr><tr><td>Vesting Period</td><td>N/A</td><td>N/A</td><td>4 years from grant</td><td>3 years from grant</td><td>4 years from grant</td></tr><tr><td>Vesting Terms</td><td>N/A</td><td>N/A</td><td>If at least Threshold goal achieved, 25% on approximately the 1-year anniversary of the grant date; 6.25% quarterly thereafter</td><td>If at least Threshold goal achieved, 100% on approximately the 3-year anniversary of the grant period</td><td>6.25% vests quarterly from the grant date (2)</td></tr><tr><td>Timeframe Emphasized</td><td>Annual</td><td>Annual</td><td>Long-term</td><td>Long-term</td><td>Long-term</td></tr><tr><td>Purpose</td><td>Compensate for expected day-to-day performance</td><td>Reward for annual corporate financial performance</td><td>Align with stockholder interests by linking NEO pay to annual operational performance and ongoing stock price performance during the vesting period</td><td>Align with long-term stockholder interests by linking NEO pay to multi-year relative shareholder return and ongoing stock price performance during the vesting period</td><td>Align with stockholder interests by linking NEO pay to ongoing stock price performance</td></tr><tr><td>Maximum Amount That Can Be Earned</td><td>N/A</td><td>200% of target opportunity under our Variable Cash Plan</td><td>150% of Mr. Huang&#x27;s SY PSU target opportunity and 200% of our other NEOs&#x27; respective SY PSU target opportunityUltimate value delivered depends on stock price on date earned shares vest</td><td>150% of Mr. Huang&#x27;s MY PSU target opportunity and 200% of our other NEOs&#x27; respective MY PSU target opportunityUltimate value delivered depends on stock price on date earned shares vest</td><td>100% of grantUltimate value delivered depends on stock price on date shares vest</td></tr></table>
+
+(1) Our CC considers RSUs to be at-risk pay because the realized value depends on our stock price, a financial performance measure.  
+(2) Reflects vesting schedule for annual RSU grants.
+
+Our NEOs have insurance benefits and are eligible to participate in our ESPP and 401(k) plan on the same basis as our other employees. We also provide a limited set of perquisites to our NEOs from time to time. See Other Compensation and Benefits below for more information.
+
+## Pay Mix Considerations
+
+For Fiscal 2026, the CC decided that cash compensation for all NEOs would remain constant with Fiscal 2025 levels and that the largest portion of NEOs' total target pay would remain in the form of at-risk equity. The CC believes an emphasis on long-term, at-risk opportunities drives results and increases NEO and stockholder alignment, while providing sufficient annual cash compensation to be competitive and retain our NEOs. PSUs and RSUs provide long-term incentives and retention benefits as PSUs require achieving predetermined performance goals, and both PSUs and RSUs are subject to meaningful service-based vesting requirements (3 years for MY PSUs and 4 years for SY PSUs and RSUs).
+
+Given Mr. Huang's position as CEO, to even more tightly align his interests with stockholders, the CC determined that $100\%$ of his equity grants should be at-risk and performance-based. Consistent with prior years, the CC split Mr. Huang's target equity opportunity evenly between SY PSUs (aligned with our annual corporate financial performance) and MY PSUs (aligned with our 3-year relative shareholder return).
+
+For other NEOs, the CC maintained a proportional equity mix and granted 50% of the target equity opportunity as RSUs and 50% as PSUs, with the PSU portion evenly split between SY PSUs and MY PSUs. The CC determined this structure balanced performance over short- and long-time horizons while providing a meaningful amount of time-vesting RSUs as a retention benefit.
+
+## Setting Executive Compensation Values
+
+For Fiscal 2026, the CC decided that increases to each NEO's total target pay were appropriate in light of the scope and complexity of their roles and responsibilities.
+
+The CC raised Mr. Huang's total target pay by \$3.5 million, or 11%, to \$35.5 million, all in the form of equity, to align more closely with the median of the updated group of peer company CEOs. The CC split the target equity increase evenly between SY PSUs and MY PSUs to balance short- and long-term performance-based awards.
+
+For other NEOs, the CC decided, on Mr. Huang's recommendation, to align their total target pay to \$16 million each, to reflect their comparable, significant contributions and impact on corporate performance, by increasing target equity opportunities by \$1 to \$2.5 million. For these NEOs, where peer data was available, the increases resulted in their total compensation approximating the 65th percentile of their respective peers.
+
+## Determining Equity Award Amounts
+
+To determine the actual number of RSUs and target numbers of SY PSUs and MY PSUs awarded to our NEOs, the CC divided the value of the target equity they intended to deliver at grant by the 30-calendar day trailing average closing price of our common stock ending on the last day of the calendar month prior to the date of grant. They used this methodology instead of calculating the number of shares of common stock subject to each award based on the stock price on the grant date to smooth the effects of possible market volatility. The CC understands that using a historical average stock price can cause the ASC 718 grant date value of an award, as required to be reported in the Summary Compensation Table and Grants of Plan-Based Awards Table, to be different than the intended value of the target equity opportunity. The CC considered various approaches to granting awards and determined the process described above was appropriate.
+
+The target number of SY PSUs would become eligible to vest if the Company achieved Fiscal 2026 Non-GAAP Operating Income at Base Compensation Plan. If the Company achieved Fiscal 2026 Non-GAAP Operating Income at Stretch Compensation Plan or more, the maximum SY PSUs eligible to vest would be capped at 150% of Mr. Huang's SY PSU target equity opportunity and at 200% for other NEOs. If the Company achieved Fiscal 2026 Non-GAAP Operating Income at Threshold, the minimum SY PSUs eligible to vest would be 50% of each NEO's SY PSU target equity opportunity.
+
+The target number of MY PSUs would become eligible to vest if the Company achieved TSR relative to the S&P 500 from the start of Fiscal 2026 to the end of Fiscal 2028, or the 3-Year Relative TSR, at Base Compensation Plan. If the Company achieved 3-Year Relative TSR at Stretch Compensation Plan or more, the maximum MY PSUs eligible to vest would be capped at $150\%$ of Mr. Huang's MY PSU target equity opportunity and at $200\%$ for other NEOs. If the Company achieved 3-Year Relative TSR at Threshold, the minimum MY PSUs eligible to vest would be $25\%$ of each NEO's MY PSU target equity opportunity.
+
+The CC capped the payout for Mr. Huang's SY PSUs and MY PSUs at $150\%$ of his target equity awards instead of $200\%$ that applied to other NEOs because all of his Fiscal 2026 equity compensation was performance-based. With these caps, Mr. Huang would have the same total upside potential on his equity awards as the other NEOs. However, the other NEOs had $50\%$ of their total equity awards granted as RSUs that vest based solely on continued service and therefore did not provide the same upside potential.
+
+No PSUs would be eligible to vest if the applicable Threshold performance level was not achieved. Any PSUs determined to be unearned would be cancelled.
+
+## Performance Metrics and Goals for Executive Compensation
+
+In March 2025, when making decisions regarding Fiscal 2026 executive compensation, the CC intended for performance goals to be rigorous, uncertain, and set at levels that would motivate our NEOs. As a result, the CC set the Base Compensation Plan revenue goal for the Fiscal 2026 Variable Cash Plan in line with our record Fiscal 2025 results and the Base Compensation Plan Non-GAAP Operating Income goal for SY PSUs granted in Fiscal 2026 in line with our corresponding Fiscal 2025 Stretch Compensation Plan goal.
+
+The CC also considered the impact of potential regulatory actions, outside of management's control, on the Company's Fiscal 2026 performance. As a result, the CC approved Stretch Compensation Plans for Fiscal 2026 revenue of \$190.0 billion and for Fiscal 2026 Non-GAAP Operating Income of \$120.0 billion, which significantly exceeded record Fiscal 2025 results and Fiscal 2025 Stretch Compensation Plan goals. However, at the time it set the Fiscal 2026 performance goals, the CC also provided that the revenue and Non-GAAP Operating Income Stretch Compensation Plan goals would automatically be reduced to \$160.0 billion and \$96.0 billion, respectively, to the extent that additional export control restrictions were subsequently imposed on the Company's H2O products within the first half of Fiscal 2026. The CC adopted this framework to preserve the alignment between executive compensation and Company performance in the event of significant regulatory developments that could impact our financial results.
+
+In April 2025, the U.S. government informed NVIDIA that a license would be required for exports of H2O products into the China market. Accordingly, the Fiscal 2026 Stretch Compensation Plan goals for revenue and Non-GAAP Operating Income were automatically adjusted.
+
+Fiscal 2026 performance metrics and goals for NEO pay were as set forth below:
+
+PERFORMANCE METRICS
+
+<table><tr><td></td><td>Variable Cash Plan</td><td>SY PSUs</td><td>MY PSUs</td></tr><tr><td>Metric</td><td>Revenue</td><td>Non-GAAP Operating Income</td><td>TSR relative to the S&amp;P 500</td></tr><tr><td>Timeframe</td><td>1 year</td><td>1 year</td><td>3 years</td></tr><tr><td rowspan="3">CC&#x27;s Rationale for Metric</td><td>Drives value, contributes to Company&#x27;s long-term success</td><td>Drives value, contributes to Company&#x27;s long-term success</td><td>Aligns directly with long-term shareholder value creation</td></tr><tr><td>Focuses on growth in new and existing markets</td><td>Reflects our annual revenue generation and effective operating expense management</td><td>Provides comparison of our stock price performance, including dividends, against a capital market index in which we compete</td></tr><tr><td>Distinct, separate metric from Non-GAAP Operating Income</td><td>Distinct, separate metrics from revenue</td><td>Relative performance goal accounts for macroeconomic factors impacting the market</td></tr></table>
+
+PERFORMANCE GOALS
+
+<table><tr><td rowspan="2"></td><td colspan="2">Variable Cash Plan</td><td colspan="2">SY PSUs</td><td colspan="2">MY PSUs</td></tr><tr><td>Fiscal 2026 Revenue</td><td>Payout as a % of Target Opportunity (1)</td><td>Fiscal 2026 Non-GAAP Operating Income (2)</td><td>Shares Eligible to Vest as a % of Target Opportunity (1)</td><td>Fiscal 2026 to 2028 3-Year Relative TSR (3)</td><td>Shares Eligible to Vest as a % of Target Opportunity (1)</td></tr><tr><td>Threshold</td><td>$100.0 billion</td><td>50%</td><td>$46.0 billion</td><td>50%</td><td>25th percentile</td><td>25%</td></tr><tr><td>Base Compensation Plan</td><td>$130.0 billion</td><td>100%</td><td>$71.0 billion</td><td>100%</td><td>50th percentile</td><td>100%</td></tr><tr><td>Stretch Compensation Plan</td><td>$160.0 billion (4)</td><td>200%</td><td>$96.0 billion (4)</td><td>CEO 150% Other NEOs 200%</td><td>75th percentile</td><td>CEO 150% Other NEOs 200%</td></tr></table>
+
+(1) For achievement between Threshold and Base Compensation Plan, or alternatively between Base Compensation Plan and Stretch Compensation Plan, payouts would be determined using straight-line interpolation. Achievement less than Threshold would result in no payout, and achievement exceeding Stretch Compensation Plan would result in the capped maximum payout.  
+(2) See Reconciliation of Non-GAAP Financial Measures below for a reconciliation between the non-GAAP financial measures and GAAP results.  
+(3) MY PSUs granted in Fiscal 2026 cover the Fiscal 2026 to Fiscal 2028 performance period. MY PSUs covering the Fiscal 2024 to Fiscal 2026 performance period were granted in Fiscal 2024 and consist of the same performance goal structure and payout opportunities.  
+(4) Our original Fiscal 2026 Stretch Compensation Plan revenue goal of \$190.0 billion was automatically adjusted to \$160.0 billion, and our original Fiscal 2026 Stretch Compensation Plan Non-GAAP Operating Income goal of \$120.0 billion was automatically adjusted to \$96.0 billion, due to the imposition of additional export controls on the Company's H2O products during the first half of Fiscal 2026.
+
+Each of the performance goal levels described above were set by the CC with the following objectives:
+
+- Threshold was uncertain, but attainable and high enough to create value; represented an appropriately decelerated payout for performance below Base Compensation Plan.  
+- Base Compensation Plan was uncertain, but attainable with significant effort and execution success; included budgeted investments in future businesses and revenue growth considering macroeconomic conditions and reasonable but challenging growth estimates for ongoing and new businesses.
+
+\- Stretch Compensation Plan required exceptional achievement; only possible with strong market factors and a very high level of management execution and corporate performance; for Fiscal 2026, included an automatic adjustment in the event of additional export controls on the Company's H2O products in the first half of the fiscal year to preserve the alignment between executive compensation and Company performance in the event of significant regulatory developments outside of management's control.
+
+## Fiscal 2026 Performance Achievement
+
+As a result of record performance on strength across all market platforms, led by Data Center demand for our Blackwell architecture and across a diverse and expanding set of customers including cloud providers, hyperscalers, AI model makers, enterprises, startups and sovereigns, revenue and Non-GAAP Operating Income for Fiscal 2026 exceeded their respective Stretch Compensation Plan goals, even when compared to the original Stretch Compensation Plan goals prior to the automatic adjustments described above. Our Fiscal 2024 to Fiscal 2026 3-year TSR relative to the S&P 500 also exceeded its Stretch Compensation Plan goal.
+
+In March 2026, the CC certified the Company's performance achievement with the following payouts:
+
+<table><tr><td colspan="4">PERFORMANCE ACHIEVEMENT AND PAYOUTS</td></tr><tr><td></td><td>Variable Cash Plan</td><td>SY PSUs</td><td>MY PSUs (1)</td></tr><tr><td>Performance Achievement for Period Ended Fiscal 2026 (2)</td><td>$215.9 billion revenue</td><td>$137.3 billion Non-GAAP Operating Income (3)</td><td>100th percentile 3-year TSR relative to S&amp;P 500 (1,055%)</td></tr><tr><td>Payout as % of Target Opportunity</td><td>200%</td><td>CEO 150% Other NEOs 200% (4)</td><td>CEO 150% Other NEOs 200% (5)</td></tr></table>
+
+(1) Represents performance achievement and payout of MY PSUs granted in Fiscal 2024, with a performance period measured from the start of Fiscal 2024 to the end of Fiscal 2026.  
+(2) Revenue is GAAP revenue, as the Company reports in its SEC filings. Non-GAAP Operating Income is GAAP operating income, as the Company reports in its SEC filings, excluding stock-based compensation expense, acquisition-related and other costs, and other. Consistent with prior years, 3-year TSR for purposes of the MY PSUs represents cumulative stock price appreciation, with dividends reinvested, and is measured based on the average closing stock price for the 60 trading days preceding the start, and preceding and including the last day, of the 3-year performance period. This averaging period mitigates the impact of one-day or short-term stock price fluctuations at the beginning or end of the performance period.  
+(3) See Reconciliation of Non-GAAP Financial Measures below for a reconciliation between the non-GAAP financial measures and GAAP results.  
+(4) 25% of the eligible SY PSUs vested on March 18, 2026, approximately one year after grant, and 6.25% will vest every quarter thereafter for the next three years subject to the NEO's continued service to the Company.  
+(5) 100% of the eligible MY PSUs granted in Fiscal 2024 vested on March 18, 2026.
+
+Achievement of goals for MY PSUs granted during Fiscal 2025 and Fiscal 2026 will be determined after the applicable performance periods conclude in January 2027 and January 2028, respectively.
+
+## Fiscal 2026 Target Compensation Actions and Performance-Based Payouts
+
+The CC's target Fiscal 2026 compensation actions are summarized below for each NEO, reflecting the target variable cash and intended value of the target equity opportunities, as well as the variable cash earned and PSUs that became eligible to vest.
+
+The CC considered the factors set forth in Factors Used in Determining Executive Compensation above to set total target pay opportunity for each NEO, which are described in Fiscal 2026 Compensation Actions and Achievements - Setting Executive Compensation Values above.
+
+The intended values of the target equity opportunities presented in the tables below are equal to the number of shares underlying each NEO's equity awards granted in Fiscal 2026, calculated by assuming achievement at Base Compensation Plan for PSUs, multiplied by the 30-day trailing average closing price of our common stock that the CC used in approving such equity awards, as described above in Determining Equity Award Amounts. These values differ from those reported in the Summary Compensation Table and Grants of Plan-Based Awards Table, which, in accordance with SEC rules, reflect the ASC 718 grant date fair value of each NEO's equity awards based on the single day closing price of our common stock on the date of grant and, for PSUs, assuming a probable outcome of the applicable performance conditions.
+
+Jen-Hsun Huang
+
+<table><tr><td>President &amp; CEO</td><td>Target Pay ($)</td><td>Fiscal 2026 Compensation Actions</td><td>Fiscal 2026 Performance-Based Payouts</td></tr><tr><td>Base Salary</td><td>1,500,000</td><td>Flat with Fiscal 2025</td><td></td></tr><tr><td>Variable Cash</td><td>3,000,000</td><td>Flat with Fiscal 2025</td><td>Fiscal 2026 revenue exceeded Stretch Compensation Plan goal, resulting in 200% payout under Variable Cash Plan ($6,000,000)</td></tr><tr><td>Cash</td><td>4,500,000</td><td>Flat with Fiscal 2025</td><td></td></tr><tr><td>SY PSUs</td><td>15,500,000</td><td>Up $1.8 million, or 13%, from Fiscal 2025 target, resulting in 119,607 shares target opportunity granted in Fiscal 2026</td><td>Fiscal 2026 Non-GAAP Operating Income exceeded Stretch Compensation Plan goal, resulting in 150% of target opportunity (179,411 shares) becoming eligible to vest</td></tr><tr><td>MY PSUs</td><td>15,500,000</td><td>Up $1.8 million, or 13%, from Fiscal 2025 target, resulting in 119,607 shares target opportunity granted in Fiscal 2026</td><td>Fiscal 2024 to Fiscal 2026 3-Year Relative TSR for MY PSUs granted in Fiscal 2024 achieved at Stretch Compensation Plan level, resulting in 150% of target opportunity (757,360 shares) becoming eligible to vest</td></tr><tr><td>Equity</td><td>31,000,000</td><td>Up $3.5 million, or 13%, from Fiscal 2025 target</td><td></td></tr><tr><td>TOTAL</td><td>35,500,000</td><td>Up $3.5 million, or 11%, from Fiscal 2025 target</td><td></td></tr></table>
+
+Colette M. Kress
+
+<table><tr><td>EVP &amp; CFO</td><td>Target Pay ($)</td><td>Fiscal 2026 Compensation Actions</td><td>Fiscal 2026 Performance-Based Payouts</td></tr><tr><td>Base Salary</td><td>900,000</td><td>Flat with Fiscal 2025</td><td></td></tr><tr><td>Variable Cash</td><td>300,000</td><td>Flat with Fiscal 2025</td><td>Fiscal 2026 revenue exceeded Stretch Compensation Plan goal, resulting in 200% payout under Variable Cash Plan ($600,000)</td></tr><tr><td>Cash</td><td>1,200,000</td><td>Flat with Fiscal 2025</td><td></td></tr><tr><td>SY PSUs</td><td>3,699,807</td><td>Up $0.2 million, or 7%, from Fiscal 2025 target, resulting in 28,550 shares target opportunity granted in Fiscal 2026</td><td>Fiscal 2026 Non-GAAP Operating Income exceeded Stretch Compensation Plan goal, resulting in 200% of target opportunity (57,100 shares) becoming eligible to vest</td></tr><tr><td>MY PSUs</td><td>3,699,807</td><td>Up $0.2 million, or 7%, from Fiscal 2025 target, resulting in 28,550 shares target opportunity granted in Fiscal 2026</td><td>Fiscal 2024 to Fiscal 2026 3-Year Relative TSR for MY PSUs granted in Fiscal 2024 achieved at Stretch Compensation Plan level, resulting in 200% of target opportunity (49,560 shares) becoming eligible to vest</td></tr><tr><td>RSUs</td><td>7,400,386</td><td>Up $0.5 million, or 7%, from Fiscal 2025, resulting in 57,106 shares granted in Fiscal 2026</td><td></td></tr><tr><td>Equity</td><td>14,800,000</td><td>Up $1.0 million, or 7%, from Fiscal 2025 target</td><td></td></tr><tr><td>TOTAL</td><td>16,000,000</td><td>Up $1.0 million, or 7%, from Fiscal 2025 target</td><td></td></tr></table>
+
+Ajay K. Puri
+
+<table><tr><td>EVP, Worldwide Field Operations</td><td>Target Pay ($)</td><td>Fiscal 2026 Compensation Actions</td><td>Fiscal 2026 Performance-Based Payouts</td></tr><tr><td>Base Salary</td><td>950,000</td><td>Flat with Fiscal 2025</td><td></td></tr><tr><td>Variable Cash</td><td>650,000</td><td>Flat with Fiscal 2025</td><td>Fiscal 2026 revenue exceeded Stretch Compensation Plan goal, resulting in 200% payout under Variable Cash Plan ($1,300,000)</td></tr><tr><td>Cash</td><td>1,600,000</td><td>Flat with Fiscal 2025</td><td></td></tr><tr><td>SY PSUs</td><td>3,600,000</td><td>Up $0.3 million, or 7%, from Fiscal 2025 target, resulting in 27,779 shares target opportunity granted in Fiscal 2026</td><td>Fiscal 2026 Non-GAAP Operating Income exceeded Stretch Compensation Plan goal, resulting in 200% of target opportunity (55,558 shares) becoming eligible to vest</td></tr><tr><td>MY PSUs</td><td>3,600,000</td><td>Up $0.3 million, or 7%, from Fiscal 2025 target, resulting in 27,779 shares target opportunity granted in Fiscal 2026</td><td>Fiscal 2024 to Fiscal 2026 3-Year Relative TSR for MY PSUs granted in Fiscal 2024 achieved at Stretch Compensation Plan level, resulting in 200% of target opportunity (47,720 shares) becoming eligible to vest</td></tr><tr><td>RSUs</td><td>7,200,000</td><td>Up $0.5 million, or 7%, from Fiscal 2025, resulting in 55,559 shares granted in Fiscal 2026</td><td></td></tr><tr><td>Equity</td><td>14,400,000</td><td>Up $1.0 million, or 7%, from Fiscal 2025 target</td><td></td></tr><tr><td>TOTAL</td><td>16,000,000</td><td>Up $1.0 million, or 7%, from Fiscal 2025 target</td><td></td></tr></table>
+
+Debora Shoquist
+
+<table><tr><td>EVP, Operations</td><td>Target Pay ($)</td><td>Fiscal 2026 Compensation Actions</td><td>Fiscal 2026 Performance-Based Payouts</td></tr><tr><td>Base Salary</td><td>850,000</td><td>Flat with Fiscal 2025</td><td></td></tr><tr><td>Variable Cash</td><td>250,000</td><td>Flat with Fiscal 2025</td><td>Fiscal 2026 revenue exceeded Stretch Compensation Plan goal, resulting in 200% payout under Variable Cash Plan ($500,000)</td></tr><tr><td>Cash</td><td>1,100,000</td><td>Flat with Fiscal 2025</td><td></td></tr><tr><td>SY PSUs</td><td>3,725,000</td><td>Up $0.6 million, or 20%, from Fiscal 2025 target, resulting in 28,744 shares target opportunity granted in Fiscal 2026</td><td>Fiscal 2026 Non-GAAP Operating Income exceeded Stretch Compensation Plan goal, resulting in 200% of target opportunity (57,488 shares) becoming eligible to vest</td></tr><tr><td>MY PSUs</td><td>3,725,000</td><td>Up $0.6 million, or 20%, from Fiscal 2025 target, resulting in 28,744 shares target opportunity granted in Fiscal 2026</td><td>Fiscal 2024 to Fiscal 2026 3-Year Relative TSR for MY PSUs granted in Fiscal 2024 achieved at Stretch Compensation Plan level, resulting in 200% of target opportunity (40,840 shares) becoming eligible to vest</td></tr><tr><td>RSUs</td><td>7,450,000</td><td>Up $1.3 million, or 20%, from Fiscal 2025, resulting in 57,489 shares granted in Fiscal 2025</td><td></td></tr><tr><td>Equity</td><td>14,900,000</td><td>Up $2.5 million, or 20%, from Fiscal 2025 target</td><td></td></tr><tr><td>TOTAL</td><td>16,000,000</td><td>Up $2.5 million, or 19%, from Fiscal 2025 target</td><td></td></tr></table>
+
+Timothy S. Teter
+
+<table><tr><td>EVP, General Counsel &amp; Secretary</td><td>Target Pay ($)</td><td>Fiscal 2026 Compensation Actions</td><td>Fiscal 2026 Performance-Based Payouts</td></tr><tr><td>Base Salary</td><td>850,000</td><td>Flat with Fiscal 2025</td><td></td></tr><tr><td>Variable Cash</td><td>250,000</td><td>Flat with Fiscal 2025</td><td>Fiscal 2026 revenue exceeded Stretch Compensation Plan goal, resulting in 200% payout under Variable Cash Plan ($500,000)</td></tr><tr><td>Cash</td><td>1,100,000</td><td>Flat with Fiscal 2025</td><td></td></tr><tr><td>SY PSUs</td><td>3,725,000</td><td>Up $0.6 million, or 20%, from Fiscal 2025 target, resulting in 28,744 shares target opportunity granted in Fiscal 2026</td><td>Fiscal 2026 Non-GAAP Operating Income exceeded Stretch Compensation Plan goal, resulting in 200% of target opportunity (57,488 shares) becoming eligible to vest</td></tr><tr><td>MY PSUs</td><td>3,725,000</td><td>Up $0.6 million, or 20%, from Fiscal 2025 target, resulting in 28,744 shares target opportunity granted in Fiscal 2026</td><td>Fiscal 2024 to Fiscal 2026 3-Year Relative TSR for MY PSUs granted in Fiscal 2024 achieved at Stretch Compensation Plan level, resulting in 200% of target opportunity (40,840 shares) becoming eligible to vest</td></tr><tr><td>RSUs</td><td>7,450,000</td><td>Up $1.3 million, or 20%, from Fiscal 2025, resulting in 57,489 shares granted in Fiscal 2025</td><td></td></tr><tr><td>Equity</td><td>14,900,000</td><td>Up $2.5 million, or 20%, from Fiscal 2025 target</td><td></td></tr><tr><td>TOTAL</td><td>16,000,000</td><td>Up $2.5 million, or 19%, from Fiscal 2025 target</td><td></td></tr></table>
+
+## Additional Executive Compensation Practices, Policies, and Procedures
+
+## Other Compensation and Benefits
+
+When evaluating potential perquisites for our executives, we consider many factors, including the cost to NVIDIA relative to the anticipated business benefit, perceived value to our executives, peer data, as well as corporate governance considerations.
+
+Due to the exceptionally high public profile and prominence of our CEO, and in accordance with the Board-approved, independently-assessed executive security program, NVIDIA provides Mr. Huang and his family members with comprehensive security protection. In Fiscal 2026, these security arrangements included (i) residential security, security during personal travel, consultation fees, and driver services, (ii) security monitoring, (iii) car expenses, and (iv) travel on private aircraft for all business and occasional personal travel, in each case due to a bona fide business-oriented security concern. The CC annually oversees the nature and cost of executive security measures.
+
+We do not consider these security arrangements to be personal benefits because they arise from Mr. Huang's duties and responsibilities and are required by the Board's executive security program. Furthermore, we believe these arrangements and costs are reasonable, necessary and in the best interests of NVIDIA and its stockholders, as they enable Mr. Huang to focus on his duties and responsibilities to the Company while reducing security threats and mitigating risks to our business. However, for transparency, we have reported the aggregate incremental costs to NVIDIA for personal security arrangements in the “All Other Compensation” column of the Summary Compensation Table below.
+
+Private aircraft arranged by the Company is intended for Mr. Huang's business travel. Other employees, including our other NEOs, who are also traveling for the same business may accompany Mr. Huang on board. On those flights, we also allow Mr. Huang and any accompanying NVIDIA employee to bring guests. The flights taken by personal guests may be deemed to be a personal benefit for our NEOs, though at no or de minimis incremental cost to us. Nevertheless, any associated aggregate incremental costs incurred by NVIDIA are included in the “All Other Compensation” column of the Summary Compensation Table below. Our NEOs recognize imputed taxable income with respect to any such flights taken by their personal guests, and are not provided with tax gross-ups on such imputed income. To the extent Mr. Huang has personal travel on NVIDIA-arranged private aircraft, he fully reimburses the Company for associated incremental costs. As a result, we incur no incremental costs from Mr. Huang's personal air travel.
+
+We also provide medical, vision, dental, and accidental death and disability insurance, matches for health savings account contributions, as well as paid time off and holidays, for our NEOs on the same basis as our other employees. Our NEOs may participate, also on the same basis as our other employees, in our ESPP (unless prohibited by Internal Revenue Service rules) and our 401(k) plan, which included an annual Company match of up to \$11,500. We believe these benefits are consistent with those offered by our peer companies with whom we compete for executive talent.
+
+In Fiscal 2026, we did not provide any other perquisites or personal benefits to our NEOs.
+
+## Equity Grant Timing Practices
+
+The CC approves all equity award grants to our executive officers on or before the grant date. Typically, the CC completes its annual executive compensation review, sets performance goals and target compensation, and grants equity awards in March. This process is described in How We Determine Executive Compensation above. On occasion, the CC may grant equity awards outside of our annual cycle for new hires, promotions, recognition, retention or other purposes. While the CC has discretionary authority to approve such awards, it does not have a practice or policy of granting equity awards in anticipation of the release of material non-public information. In Fiscal 2026, we did not time the release of material non-public information in coordination with equity award grants in a manner that intentionally benefits the value of our executive compensation.
+
+## Stock Ownership Guidelines
+
+The Board believes that executive officers should hold a meaningful equity interest in NVIDIA. Since June 2024, our Corporate Governance Policies require the CEO to hold shares valued at ten times his base salary, and our other NEOs to hold shares valued at three times their respective base salaries. Shares that count toward the ownership guidelines include shares held in trust, and shares held by immediate family members, but not unvested equity awards. NEOs have up to five years from appointment to reach their ownership threshold. These guidelines are intended to align NEO interests with stockholder interests. Each NEO currently exceeds the stock ownership requirements.
+
+## Compensation Recovery Policy
+
+We have maintained a Compensation Recovery Policy since 2009, and amended it in 2023 to comply with Nasdaq's listing standards. Our policy requires the Company to recover certain incentive compensation from current or former executive officers in connection with certain restatements of financial statements, if the compensation exceeds the amount that the officers would have received based on the restated financial statements, subject to limited exceptions.
+
+## Tax and Accounting Implications
+
+Under Section 162(m), compensation paid to each of the Company's “covered employees” that exceeds \$1 million per year is generally non-deductible. The CC considers various factors when making its decisions and retains flexibility to provide non-deductible compensation if consistent with the Company’s executive compensation program goals and the best interests of the Company and its stockholders. The CC may also modify compensation that was initially intended to be exempt from the deduction limit if the modifications are consistent with the Company’s business needs. The CC also considers the impact of Section 409A of the Internal Revenue Code and strives to avoid possible adverse tax consequences.
+
+Additionally, under ASC 718, the Company records share-based compensation expense for equity compensation over the vesting period of the award.
+
+## Reconciliation of Non-GAAP Financial Measures
+
+A reconciliation between our GAAP operating income and non-GAAP operating income is as follows (in millions):
+
+<table><tr><td></td><td>Fiscal 2026</td><td>Fiscal 2025</td></tr><tr><td>GAAP operating income</td><td>$130,387</td><td>$81,453</td></tr><tr><td>Stock-based compensation expense</td><td>6,386</td><td>4,737</td></tr><tr><td>Acquisition-related and other costs</td><td>471</td><td>602</td></tr><tr><td>Other</td><td>56</td><td>(3)</td></tr><tr><td>Non-GAAP Operating Income</td><td>$137,300</td><td>$86,789</td></tr></table>
+
+We believe these non-GAAP financial measures enhance stockholders' overall understanding of our historical financial performance. The presentation of our non-GAAP financial measures is not meant to be considered in isolation nor as a substitute for our financial results prepared in accordance with GAAP, and our non-GAAP financial measures may be different from non-GAAP financial measures used by other companies.
+
+## Compensation Committee Report
+
+The Compensation Committee of the Board of Directors oversees the compensation programs of NVIDIA on behalf of the Board of Directors. In fulfilling its oversight responsibilities, the Compensation Committee reviewed and discussed with management the Compensation Discussion and Analysis included in this proxy statement.
+
+In reliance on the review and discussions referred to above, the Compensation Committee recommended to the Board of Directors that the Compensation Discussion and Analysis be included in the Annual Report on Form 10-K of NVIDIA for the year ended January 25, 2026 and in this proxy statement.
+
+## Compensation Committee
+
+Dawn Hudson, Tench Coxe, John O. Dabiri, Aarti Shah and Mark Stevens
+
+## Risk Analysis of Our Compensation Plans
+
+Under CC oversight, management assessed the Company's Fiscal 2026 overall compensation programs and policies to identify any resulting potential material risks. The assessment focused on programs with payout variability and participants' ability to directly affect payout and related controls—specifically, the Company's variable cash compensation, equity compensation, and sales incentive compensation programs. The review identified key program terms and risks, and specific risk mitigation features.
+
+The CC considered these findings and concluded that our compensation programs, which are structured to recognize both short-term and long-term contributions to the Company, do not create risks which are reasonably likely to have a material adverse effect on our business or financial condition.
+
+The CC believes that the following compensation design features mitigate against risk:
+
+√ Our compensation program encourages our employees to remain focused on both our short-term and long-term goals, and balances incentives by using a mix of base salary and variable pay  
+√ We design our variable cash and PSU compensation programs for executives so that payouts are based on achievement of various corporate performance targets to balance upside opportunity and downside risk, and we cap the potential award payout  
+√ We have internal controls over our financial accounting and reporting which are used to measure and determine the eligible compensation awards under our Variable Cash Plan and our SY PSUs  
+√ Financial plan target goals and final awards under our Variable Cash Plan and SY PSUs are approved by the CC  
+√ MY PSUs are designed with a relative goal  
+√ We have a compensation recovery policy applicable to executive officers that requires NVIDIA to recover certain incentive compensation paid in connection with certain accounting restatements  
+√ The CC monitors burn rate  
+√ All executive officer equity awards have multi-year vesting  
+√ We have stock ownership guidelines that we believe are reasonable and are designed to align our executive officers' interests with those of our stockholders  
+√ Our insider trading policy prohibits hedging, pledging, using margin accounts, and trading in derivatives involving our common stock, which prevents our employees from insulating themselves from the effects of NVIDIA stock price performance
+
+## Summary Compensation Table for Fiscal 2026, 2025, and 2024
+
+The following table summarizes information regarding the compensation earned by our NEOs during Fiscal 2026, 2025, and 2024. Fiscal 2026, 2025, and 2024 were 52-week years.
+
+<table><tr><td>Name and Principal Position</td><td>Fiscal Year</td><td>Salary ($)</td><td>Stock Awards ($) (1)</td><td>Non-Equity Incentive Plan Compensation ($) (2)</td><td>All Other Compensation ($)</td><td>Total ($) (3)</td></tr><tr><td rowspan="3">Jen-Hsun HuangPresident and CEO</td><td>2026</td><td>1,497,627</td><td>24,800,511</td><td>6,000,000</td><td>4,045,691 (4)</td><td>36,343,830</td></tr><tr><td>2025</td><td>1,486,199</td><td>38,811,306</td><td>6,000,000</td><td>3,568,746</td><td>49,866,251</td></tr><tr><td>2024</td><td>996,514</td><td>26,676,415</td><td>4,000,000</td><td>2,494,973</td><td>34,167,902</td></tr><tr><td rowspan="3">Colette M. KressEVP and CFO</td><td>2026</td><td>898,577</td><td>12,825,872</td><td>600,000</td><td>16,402 (5)</td><td>14,340,850</td></tr><tr><td>2025</td><td>893,739</td><td>19,849,891</td><td>600,000</td><td>18,902</td><td>21,362,532</td></tr><tr><td>2024</td><td>896,863</td><td>11,756,027</td><td>600,000</td><td>13,902</td><td>13,266,792</td></tr><tr><td rowspan="3">Ajay K. PuriEVP, Worldwide Field Operations</td><td>2026</td><td>948,497</td><td>12,478,989</td><td>1,300,000</td><td>49,840 (5)</td><td>14,777,327</td></tr><tr><td>2025</td><td>943,391</td><td>19,277,046</td><td>1,300,000</td><td>70,460</td><td>21,590,897</td></tr><tr><td>2024</td><td>946,689</td><td>11,320,353</td><td>1,300,000</td><td>48,408</td><td>13,615,450</td></tr><tr><td rowspan="3">Debora ShoquistEVP, Operations</td><td>2026</td><td>848,656</td><td>12,912,487</td><td>500,000</td><td>33,567 (5)</td><td>14,294,710</td></tr><tr><td>2025</td><td>844,087</td><td>17,838,832</td><td>500,000</td><td>34,984</td><td>19,217,903</td></tr><tr><td>2024</td><td>847,037</td><td>9,687,599</td><td>500,000</td><td>24,229</td><td>11,058,865</td></tr><tr><td rowspan="3">Timothy S. TeterEVP, General Counsel and Secretary</td><td>2026</td><td>848,656</td><td>12,912,487</td><td>500,000</td><td>15,240 (5)</td><td>14,276,382</td></tr><tr><td>2025</td><td>844,087</td><td>17,838,832</td><td>500,000</td><td>18,902</td><td>19,201,821</td></tr><tr><td>2024</td><td>847,037</td><td>9,687,599</td><td>500,000</td><td>13,902</td><td>11,048,538</td></tr></table>
+
+(1) Amounts shown do not reflect dollar amounts actually received by the NEO, and may not reconcile to corresponding amounts presented in other tables due to differences in rounding. Instead, these amounts reflect the aggregate full grant date fair value calculated in accordance with ASC 718 for the respective fiscal year for grants of RSUs, SY PSUs, and MY PSUs, as applicable. The assumptions used in the calculation of values of the awards are set forth under Note 3 to our consolidated financial statements titled Stock-Based Compensation in our Form 10-K. The reported grant date fair value stock awards with performance-based vesting conditions assumes the probable outcome of the conditions at Base Compensation Plan for SY PSUs and MY PSUs, determined in accordance with applicable accounting standards.  
+Assuming Stretch Compensation Plan performance for SY PSUs and MY PSUs granted in each of Fiscal 2026, 2025, and 2024, and a stock price equal to the grant date fair value of the SY PSUs and MY PSUs, the value of stock awards would be:
+
+<table><tr><td rowspan="2">Fiscal Year</td><td colspan="2">Jen-Hsun Huang</td><td colspan="2">Colette M. Kress</td><td colspan="2">Ajay K. Puri</td><td colspan="2">Debora Shoquist</td><td colspan="2">Timothy S. Teter</td></tr><tr><td>SY PSU ($)</td><td>MY PSU ($)</td><td>SY PSU ($)</td><td>MY PSU ($)</td><td>SY PSU ($)</td><td>MY PSU ($)</td><td>SY PSU ($)</td><td>MY PSU ($)</td><td>SY PSU ($)</td><td>MY PSU ($)</td></tr><tr><td>2026</td><td>19,166,424</td><td>18,034,343</td><td>6,099,993</td><td>7,350,483</td><td>5,935,261</td><td>7,151,981</td><td>6,141,443</td><td>7,400,430</td><td>6,141,443</td><td>7,400,430</td></tr><tr><td>2025</td><td>25,046,748</td><td>33,170,211</td><td>8,377,781</td><td>14,564,690</td><td>8,136,366</td><td>14,144,993</td><td>7,529,332</td><td>13,089,669</td><td>7,529,332</td><td>13,089,669</td></tr><tr><td>2024</td><td>23,130,937</td><td>22,666,270</td><td>15,613,188</td><td>1,937,350</td><td>15,034,811</td><td>1,865,423</td><td>12,866,300</td><td>1,596,476</td><td>12,866,300</td><td>1,596,476</td></tr></table>
+
+(2) As applicable, reflects amounts earned in Fiscal 2026, 2025, and 2024 and paid in March or April of the fiscal year immediately following each respective year pursuant to the respective Variable Cash Plan. For further information, please see our CD&A above.  
+(3) Due to rounding, numbers presented may not sum precisely to the totals provided.  
+(4) Reflects (a) the aggregate incremental costs to the Company of residential security, security during personal travel, and consultation fees and driver services (in the amount of \$3,975,533, reflecting the full cost to the Company), security monitoring services, car expenses, and Mr. Huang's personal guests who accompanied him during business travel on private aircraft, though at no or de minimis incremental cost to us, (b) a \$11,500 match of contributions to our 401(k) savings plan, and (c) \$21,904 in life insurance premiums. The 401(k) contribution match and insurance coverage are available to all eligible NVIDIA employees.  
+(5) Includes matches of contributions to our 401(k) savings plan and imputed income from life insurance coverage. These benefits are available to all eligible NVIDIA employees. For Fiscal 2026, the match of 401(k) contributions was \$11,500 for Ms. Kress, \$10,708 for Mr. Puri, \$10,083 for Ms. Shoquist, and \$10,083 for Mr. Teter; and the dollar values of life insurance premiums were \$4,902 for Ms. Kress, \$39,132 for Mr. Puri, \$23,484 for Ms. Shoquist, and \$5,121 for Mr. Teter.
+
+## Grants of Plan-Based Awards for Fiscal 2026
+
+The following table provides information regarding all grants of plan-based awards that were made to or earned by our NEOs during Fiscal 2026. The information in this table supplements the dollar value of stock awards set forth in the Summary Compensation Table for Fiscal 2026, 2025, and 2024. The PSU and RSU awards set forth in the following table were made under our 2007 Plan. PSUs are eligible to vest based on performance against pre-established criteria. All equity awards listed are subject to service-based vesting.
+
+<table><tr><td rowspan="2">Name</td><td rowspan="2">Type of Award</td><td rowspan="2">Grant Date</td><td colspan="3">Estimated Possible Payouts Under Non-Equity Incentive Plan Awards (1)</td><td colspan="3">Estimated Future Payouts Under Equity Incentive Plan Awards (2)</td><td rowspan="2">All Other Stock Awards: Number of Shares of Stock or Units (#) (3)</td><td rowspan="2">Grant Date Fair Value of Stock Awards ($) (4)</td></tr><tr><td>Threshold ($)</td><td>Target ($)</td><td>Maximum ($)</td><td>Threshold (#)</td><td>Target (#)</td><td>Maximum (#)</td></tr><tr><td rowspan="3">Jen-Hsun Huang</td><td>SY PSU</td><td>3/10/25</td><td></td><td>—</td><td></td><td>59,804</td><td>119,607</td><td>179,411</td><td>—</td><td>12,777,616</td></tr><tr><td>MY PSU</td><td>3/10/25</td><td></td><td>—</td><td></td><td>29,902</td><td>119,607</td><td>179,411</td><td>—</td><td>12,022,896</td></tr><tr><td>Variable Cash Plan</td><td>3/3/25</td><td>1,500,000</td><td>3,000,000</td><td>6,000,000</td><td></td><td>—</td><td></td><td>—</td><td>—</td></tr><tr><td rowspan="4">Colette M. Kress</td><td>SY PSU</td><td>3/10/25</td><td></td><td>—</td><td></td><td>14,275</td><td>28,550</td><td>57,100</td><td>—</td><td>3,049,997</td></tr><tr><td>MY PSU</td><td>3/10/25</td><td></td><td>—</td><td></td><td>7,138</td><td>28,550</td><td>57,100</td><td>—</td><td>3,675,242</td></tr><tr><td>RSU</td><td>3/10/25</td><td></td><td>—</td><td></td><td></td><td>—</td><td></td><td>57,106</td><td>6,100,634</td></tr><tr><td>Variable Cash Plan</td><td>3/3/25</td><td>150,000</td><td>300,000</td><td>600,000</td><td></td><td>—</td><td></td><td>—</td><td>—</td></tr><tr><td rowspan="4">Ajay K. Puri</td><td>SY PSU</td><td>3/10/25</td><td></td><td>—</td><td></td><td>13,890</td><td>27,779</td><td>55,558</td><td>—</td><td>2,967,631</td></tr><tr><td>MY PSU</td><td>3/10/25</td><td></td><td>—</td><td></td><td>6,945</td><td>27,779</td><td>55,558</td><td>—</td><td>3,575,991</td></tr><tr><td>RSU</td><td>3/10/25</td><td></td><td>—</td><td></td><td></td><td>—</td><td></td><td>55,559</td><td>5,935,368</td></tr><tr><td>Variable Cash Plan</td><td>3/3/25</td><td>325,000</td><td>650,000</td><td>1,300,000</td><td></td><td>—</td><td></td><td>—</td><td>—</td></tr><tr><td rowspan="4">Debora Shoquist</td><td>SY PSU</td><td>3/10/25</td><td></td><td>—</td><td></td><td>14,372</td><td>28,744</td><td>57,488</td><td>—</td><td>3,070,722</td></tr><tr><td>MY PSU</td><td>3/10/25</td><td></td><td>—</td><td></td><td>7,186</td><td>28,744</td><td>57,488</td><td>—</td><td>3,700,215</td></tr><tr><td>RSU</td><td>3/10/25</td><td></td><td>—</td><td></td><td></td><td>—</td><td></td><td>57,489</td><td>6,141,550</td></tr><tr><td>Variable Cash Plan</td><td>3/3/25</td><td>125,000</td><td>250,000</td><td>500,000</td><td></td><td>—</td><td></td><td>—</td><td>—</td></tr><tr><td rowspan="2">Timothy S. Teter</td><td>SY PSU</td><td>3/10/25</td><td></td><td>—</td><td></td><td>14,372</td><td>28,744</td><td>57,488</td><td>—</td><td>3,070,722</td></tr><tr><td>MY PSU</td><td>3/10/25</td><td></td><td>—</td><td></td><td>7,186</td><td>28,744</td><td>57,488</td><td>—</td><td>3,700,215</td></tr></table>
+
+(1) Represents range of awards payable under our Fiscal 2026 Variable Cash Plan.  
+(2) Represents range of shares eligible to be earned with respect to PSUs.  
+(3) Represents RSUs granted.  
+(4) Amounts shown in this column do not reflect dollar amounts actually received by the NEO, and may not reconcile to corresponding amounts presented in other tables due to differences in rounding. Instead, these amounts reflect the aggregate full grant date fair value calculated in accordance with ASC 718 for the awards. The assumptions used in the calculation of values of the awards are set forth under Note 3 to our consolidated financial statements titled Stock-Based Compensation in our Form 10-K. With regard to the stock awards with performance-based vesting conditions, the reported grant date fair value assumes the probable outcome of the conditions at Base Compensation Plan performance for SY PSUs and MY PSUs, determined in accordance with applicable accounting standards.
+
+The following table presents information regarding outstanding equity awards held by our NEOs as of January 25, 2026.
+
+<table><tr><td rowspan="2">Name</td><td colspan="4">Stock Awards</td></tr><tr><td>Number of Units of Stock That Have Not Vested (#)</td><td>Market Value of Units of Stock That Have Not Vested ($) (1)</td><td>Equity Incentive Plan Awards: Number of Unearned Shares That Have Not Vested (#)</td><td>Equity Incentive Plan Awards: Market Value of Unearned Shares That Have Not Vested ($) (1)</td></tr><tr><td rowspan="6">Jen-Hsun Huang</td><td>315,570 (2)</td><td>59,223,022</td><td>—</td><td>—</td></tr><tr><td>757,360 (3)</td><td>142,133,751</td><td>—</td><td>—</td></tr><tr><td>161,085 (4)</td><td>30,230,822</td><td>—</td><td>—</td></tr><tr><td>179,411 (5)</td><td>33,670,062</td><td>—</td><td>—</td></tr><tr><td>—</td><td>—</td><td>286,350 (6)</td><td>53,739,305</td></tr><tr><td>—</td><td>—</td><td>179,411 (7)</td><td>33,670,062</td></tr><tr><td rowspan="10">Colette M. Kress</td><td>10,970 (8)</td><td>2,058,740</td><td>—</td><td>—</td></tr><tr><td>61,970 (9)</td><td>11,629,910</td><td>—</td><td>—</td></tr><tr><td>213,010 (2)</td><td>39,975,587</td><td>—</td><td>—</td></tr><tr><td>49,560 (3)</td><td>9,300,925</td><td>—</td><td>—</td></tr><tr><td>53,890 (10)</td><td>10,113,536</td><td>—</td><td>—</td></tr><tr><td>53,880 (4)</td><td>10,111,660</td><td>—</td><td>—</td></tr><tr><td>46,399 (11)</td><td>8,707,700</td><td>—</td><td>—</td></tr><tr><td>57,100 (5)</td><td>10,715,957</td><td>—</td><td>—</td></tr><tr><td>—</td><td>—</td><td>95,780 (6)</td><td>17,975,033</td></tr><tr><td>—</td><td>—</td><td>57,100 (7)</td><td>10,715,957</td></tr><tr><td rowspan="10">Ajay K. Puri</td><td>10,560 (8)</td><td>1,981,795</td><td>—</td><td>—</td></tr><tr><td>59,670 (9)</td><td>11,198,269</td><td>—</td><td>—</td></tr><tr><td>205,120 (2)</td><td>38,494,870</td><td>—</td><td>—</td></tr><tr><td>47,720 (3)</td><td>8,955,612</td><td>—</td><td>—</td></tr><tr><td>52,330 (10)</td><td>9,820,771</td><td>—</td><td>—</td></tr><tr><td>52,340 (4)</td><td>9,822,648</td><td>—</td><td>—</td></tr><tr><td>45,142 (11)</td><td>8,471,799</td><td>—</td><td>—</td></tr><tr><td>55,558 (5)</td><td>10,426,570</td><td>—</td><td>—</td></tr><tr><td>—</td><td>—</td><td>93,020 (6)</td><td>17,457,063</td></tr><tr><td>—</td><td>—</td><td>55,558 (7)</td><td>10,426,570</td></tr><tr><td rowspan="10">Debora Shoquist</td><td>9,040 (8)</td><td>1,696,537</td><td>—</td><td>—</td></tr><tr><td>51,070 (9)</td><td>9,584,307</td><td>—</td><td>—</td></tr><tr><td>175,540 (2)</td><td>32,943,592</td><td>—</td><td>—</td></tr><tr><td>40,840 (3)</td><td>7,664,443</td><td>—</td><td>—</td></tr><tr><td>48,420 (10)</td><td>9,086,981</td><td>—</td><td>—</td></tr><tr><td>48,420 (4)</td><td>9,086,981</td><td>—</td><td>—</td></tr><tr><td>46,710 (11)</td><td>8,766,066</td><td>—</td><td>—</td></tr><tr><td>57,488 (5)</td><td>10,788,773</td><td>—</td><td>—</td></tr><tr><td>—</td><td>—</td><td>86,080 (6)</td><td>16,154,634</td></tr><tr><td>—</td><td>—</td><td>57,488 (7)</td><td>10,788,773</td></tr><tr><td rowspan="10">Timothy S. Teter</td><td>9,040 (8)</td><td>1,696,537</td><td>—</td><td>—</td></tr><tr><td>51,070 (9)</td><td>9,584,307</td><td>—</td><td>—</td></tr><tr><td>175,540 (2)</td><td>32,943,592</td><td>—</td><td>—</td></tr><tr><td>40,840 (3)</td><td>7,664, 443</td><td>—</td><td>—</td></tr><tr><td>48,420 (10)</td><td>9,086,981</td><td>—</td><td>—</td></tr><tr><td>48,420 (4)</td><td>9,086,981</td><td>—</td><td>—</td></tr><tr><td>46,710 (11)</td><td>8,766,066</td><td>—</td><td>—</td></tr><tr><td>57,48B (5)</td><td>10,788,773</td><td>—</td><td>—</td></tr><tr><td>—</td><td>—</td><td>86,080 (6)</td><td>16,154,634</td></tr><tr><td>—</td><td>—</td><td>57,488 (7)</td><td>10,788,773</td></tr></table>
+
+(1) Calculated by multiplying the number of RSUs or PSUs that have not vested or have not been earned, as applicable, by the closing price (\$187.67) of NVIDIA's common stock on January 23, 2026, the last trading day before the end of our Fiscal 2026, as reported by Nasdaq.  
+(2) The PSU was earned based on achievement of a performance goal for the one-year period that ended on January 28, 2024. The PSU vested as to 25% of the shares on March 20, 2024, and vests as to 6.25% approximately every three months thereafter over the next three years such that the PSU will be fully vested on March 17, 2027.  
+(3) The PSU was earned based on achievement of a performance goal for the three-year period that ended on January 25, 2026. The PSU vested as to 100% of the shares on March 18, 2026.  
+(4) The PSU was earned based on achievement of a performance goal for the one-year period that ended on January 26, 2025. The PSU vested as to 25% of the shares on March 19, 2025, and vests as to 6.25% approximately every three months thereafter over the next three years such that the PSU will be fully vested on March 15, 2028.
+
+(5) The PSU was earned based on achievement of a performance goal for the 1-year period that ended on January 25, 2026. The PSU vested as to 25% of the shares on March 18, 2026, and vests as to 6.25% approximately every three months thereafter over the next three years such that the PSU will be fully vested on March 15, 2029.  
+(6) Represents shares that could be earned upon achievement of a Stretch Compensation Plan goal, based on our TSR relative to the S&P 500 from January 29, 2024 through January 31, 2027. If the performance goal is achieved, 100% of the shares earned will vest on March 17, 2027. If the Threshold performance goal is achieved, 47,720 shares will be earned by Mr. Huang, 11,970 shares will be earned by Ms. Kress, 11,620 shares will be earned by Mr. Puri, 10,760 shares will be earned by Ms. Shoquist, and 10,760 shares will be earned by Mr. Teter. If the Base Compensation Plan performance goal is achieved, 190,900 shares will be earned by Mr. Huang, 47,890 shares will be earned by Ms. Kress, 46,510 shares will be earned by Mr. Puri, 43,040 shares will be earned by Ms. Shoquist, and 43,040 shares will be earned by Mr. Teter.  
+(7) Represents shares that could be earned upon achievement of a Stretch Compensation Plan goal, based on our TSR relative to the S&P 500 from January 27, 2025 through January 30, 2028. If the performance goal is achieved, 100% of the shares earned will vest on March 15, 2028. If the Threshold performance goal is achieved, 29,902 shares will be earned by Mr. Huang, 7,138 shares will be earned by Ms. Kress, 6,945 shares will be earned by Mr. Puri, 7,186 shares will be earned by Ms. Shoquist, and 7,186 shares will be earned by Mr. Teter. If the Base Compensation Plan performance goal is achieved, 119,607 shares will be earned by Mr. Huang, 28,550 shares will be earned by Ms. Kress, 27,779 shares will be earned by Mr. Puri, 28,744 shares will be earned by Ms. Shoquist, and 28,744 shares will be earned by Mr. Teter.  
+(8) The RSU vested as to 6.25% on June 15, 2022, and approximately every three months thereafter, such that the shares were fully vested on March 18, 2026, the approximate four year anniversary of the grant date.  
+(9) The RSU vested as to 6.25% on June 21, 2023, and approximately every three months thereafter, such that the shares will become fully vested on March 17, 2027, the approximate four year anniversary of the grant date.  
+(10) The RSU vested as to 6.25% on June 19, 2024, and approximately every three months thereafter, such that the shares will become fully vested on March 15, 2028, the approximate four year anniversary of the grant date.  
+(11) The RSU vested as to 6.25% on June 18, 2025, and approximately every three months thereafter, such that the shares will become fully vested on March 15, 2029, the approximate four year anniversary of the grant date.
+
+## Option Exercises and Stock Vested in Fiscal 2026
+
+The following table shows information regarding stock acquired upon vesting for our NEOs during Fiscal 2026. We have not had any stock options outstanding since the end of Fiscal 2024.
+
+Stock Awards
+
+<table><tr><td>Name</td><td>Number of Shares Acquired on Vesting (#) (1)</td><td>Value Realized on Vesting ($) (2)</td></tr><tr><td>Jen-Hsun Huang</td><td>1,113,555 (3)</td><td>141,311,217</td></tr><tr><td>Colette M. Kress</td><td>442,087 (4)</td><td>63,881,560</td></tr><tr><td>Ajay K. Puri</td><td>425,837 (5)</td><td>61,550,468</td></tr><tr><td>Debora Shoquist</td><td>368,879 (6)</td><td>53,412,792</td></tr><tr><td>Timothy S. Teter</td><td>368,879 (7)</td><td>53,412,792</td></tr></table>
+
+(1) Represents the gross number of shares acquired on vesting. Shares were withheld from these amounts to pay taxes due upon vesting.  
+(2) Represents the gross number of shares acquired on vesting multiplied by the fair market value of our common stock as reported by Nasdaq on the date of vesting.  
+(3) Includes an aggregate of 552,105 shares that were withheld to pay taxes due upon vesting.  
+(4) Includes an aggregate of 233.268 shares that were withheld to pay taxes due upon vesting.  
+(5) Includes an aggregate of 211,139 shares that were withheld to pay taxes due upon vesting.  
+(6) Includes an aggregate of 194,424 shares that were withheld to pay taxes due upon vesting.  
+(7) Includes an aggregate of 198,486 shares that were withheld to pay taxes due upon vesting.
+
+## Employment, Severance, and Change-in-Control Arrangements
+
+Employment Agreements. Our executive officers are “at-will” employees and we do not have employment, severance, or change-in-control agreements with our executive officers.
+
+Change-in-Control Arrangements. Our 2007 Plan provides that in the event of a corporate transaction or a change-in-control, outstanding stock awards may be assumed, continued, or substituted by the surviving corporation. If the surviving corporation does not assume, continue, or substitute such stock awards, then (a) with respect to any stock awards that are held by individuals performing services for NVIDIA immediately prior to the effective time of the transaction, the vesting and exercisability provisions of such stock awards will be accelerated in full and such stock awards will be terminated if not exercised prior to the effective date of the corporate transaction or change-in-control, and (b) all other outstanding stock awards will be terminated if not exercised on or prior to the effective date of the corporate transaction or change-in-control. These change-in-control arrangements apply to stock awards held by our NEOs on the same basis as our other employees.
+
+## Potential Payments Upon Termination or Change-in-Control
+
+Upon a change-in-control or certain other corporate transactions of NVIDIA, unvested RSUs, and PSUs will fully vest in some cases as described above under Employment, Severance, and Change-in-Control Arrangements—Change-in-Control Arrangements. The table below shows our estimates of the amount of the benefit each of our NEOs would have received if the unvested RSUs and PSUs held by them as of January 25, 2026 had become fully vested as a result of a change-in-control, calculated by multiplying the number of unvested RSUs and PSUs held by the applicable NEO by the closing price (\$187.67) of NVIDIA's common stock on January 23, 2026, the last trading day before the end of our Fiscal 2026, as reported by Nasdaq.
+
+<table><tr><td>Name</td><td>Unvested RSUs and PSUs at January 25, 2026 (#) (1)</td><td>Total Estimated Benefit ($) (1)</td></tr><tr><td>Jen-Hsun Huang</td><td>1,411,679</td><td>264,929,798</td></tr><tr><td>Colette M. Kress</td><td>569,889</td><td>106,951,069</td></tr><tr><td>Ajay K. Puri</td><td>551,090</td><td>103,423,060</td></tr><tr><td>Debora Shoquist</td><td>500,148</td><td>93,862,775</td></tr><tr><td>Timothy S. Teter</td><td>500,148</td><td>93,862,775</td></tr></table>
+
+(1) With respect to unvested PSUs, the amounts in these columns assume performance at Base Compensation Plan with respect to SY PSUs granted in Fiscal 2026 and with respect to MY PSUs granted in Fiscal 2024, Fiscal 2025, and Fiscal 2026, in accordance with SEC rules. The two tables below reflect the actual numbers of the SY PSUs granted in Fiscal 2026 and MY PSUs granted in Fiscal 2024 that became eligible to vest, based on our performance during the relevant performance period for such awards, as certified by our CC shortly after the end of Fiscal 2026. The values of the estimated and actual SY PSUs and MY PSUs in the table below were calculated by multiplying the applicable number of SY PSUs and MY PSUs held by each respective NEO and listed below, by the closing price (\$187.67) of NVIDIA's common stock on January 23, 2026, the last trading day before the end of our Fiscal 2026, as reported by Nasdaq.
+
+SY PSUs granted in Fiscal 2026 - Actual Achievement (versus Base Compensation Plan Performance)
+
+<table><tr><td>Name</td><td>Estimated SY PSUs Granted in Fiscal 2026 at Base Compensation Plan Performance (#)</td><td>Value of Estimated SY PSUs Granted in Fiscal 2026 at Base Compensation Plan Performance ($)</td><td>Actual SY PSUs Granted in Fiscal 2026 Eligible to Vest (#)</td><td>Value of Actual SY PSUs Granted in Fiscal 2026 Eligible to Vest ($)</td></tr><tr><td>Jen-Hsun Huang</td><td>119,607</td><td>22,446,646</td><td>179,411</td><td>33,670,062</td></tr><tr><td>Colette M. Kress</td><td>28,550</td><td>5,357,979</td><td>57,100</td><td>10,715,957</td></tr><tr><td>Ajay K. Puri</td><td>27,779</td><td>5,213,285</td><td>55,558</td><td>10,426,570</td></tr><tr><td>Debora Shoquist</td><td>28,744</td><td>5,394,386</td><td>57,488</td><td>10,788,773</td></tr><tr><td>Timothy S. Teter</td><td>28,744</td><td>5,394,386</td><td>57,488</td><td>10,788,773</td></tr></table>
+
+MY PSUs granted in Fiscal 2024 - Actual Achievement (versus Base Compensation Plan Performance)
+
+<table><tr><td>Name</td><td>Estimated MY PSUs Granted in Fiscal 2024 at Base Compensation Plan Performance (#)</td><td>Value of Estimated MY PSUs Granted in Fiscal 2024 at Base Compensation Plan Performance ($)</td><td>Actual MY PSUs Granted in Fiscal 2024 Eligible to Vest (#)</td><td>Value of Actual MY PSUs Granted in Fiscal 2024 Eligible to Vest ($)</td></tr><tr><td>Jen-Hsun Huang</td><td>504,910</td><td>94,756,460</td><td>757,360</td><td>142,133,751</td></tr><tr><td>Colette M. Kress</td><td>24,780</td><td>4,650,463</td><td>49,560</td><td>9,300,925</td></tr><tr><td>Ajay K. Puri</td><td>23,860</td><td>4,477,806</td><td>47,720</td><td>8,955,612</td></tr><tr><td>Debora Shoquist</td><td>20,420</td><td>3,832,221</td><td>40,840</td><td>7,664,443</td></tr><tr><td>Timothy S. Teter</td><td>20,420</td><td>3,832,221</td><td>40,840</td><td>7,664,443</td></tr></table>
+
+The actual number of MY PSUs granted in Fiscal 2025 and Fiscal 2026 that will become eligible to vest will be determinable after January 31, 2027 and January 30, 2028, respectively, the ending dates of the applicable three-year measurement period for MY PSUs.
+
+## Pay Ratio
+
+We determined the ratio of: (a) the annual total compensation of our CEO to (b) the median of the annual total compensation of all our employees, except for our CEO, both calculated in accordance with the requirements of Item 402(c)(2)(x) of Regulation S-K.
+
+Because there have been no changes to our employee population or employee compensation arrangements since the end of Fiscal 2024 that would significantly impact our pay ratio disclosure for Fiscal 2026, we used the median employee from our Fiscal 2024 pay ratio calculation in our Fiscal 2026 pay ratio calculation. We determined our Fiscal 2024 median employee by using a consistently applied compensation measure, which aggregated, for each employee employed by us on the last day of Fiscal 2024, or January 28, 2024: (i) target base salary as of January 28, 2024 (annualized for permanent employees who were employed by us for less than the entire fiscal year), (ii) variable cash earned during Fiscal 2024, and (iii) aggregate full grant date fair value of equity awards granted during Fiscal 2024, calculated in accordance with ASC 718 and assuming the probable outcome of the conditions at Base Compensation Plan for performance-based awards. Compensation paid in foreign currencies was converted to U.S. dollars based on exchange rates in effect on January 28, 2024.
+
+Our median employee's total compensation for Fiscal 2026 was \$282,050. Our CEO's Fiscal 2026 total compensation was \$36,343,830. Therefore, our Fiscal 2026 CEO to median employee pay ratio was 129:1.
+
+This pay ratio represents a reasonable estimate of the relationship between the compensation of our CEO and that of our median employee for Fiscal 2026, calculated in a manner consistent with Item 402(u) of Regulation S-K and applicable guidance, which provide significant flexibility in how companies identify the median employee. Each company may use a different methodology, apply different exclusions, and make different assumptions. As a result, the pay ratio reported by other companies may not be comparable to ours.
+
+## Pay Versus Performance
+
+NVIDIA's executive compensation program is guided by a pay for performance philosophy and is designed to align NEO pay with our stockholders' interests. Accordingly, a substantial portion of our NEOs' total compensation is based on the Company's performance under certain corporate financial metric goals, which for Fiscal 2026 included annual revenue, annual Non-GAAP Operating Income, and 3-year TSR relative to the S&P 500.
+
+Amounts set forth below as “compensation actually paid,” or CAP, have been calculated in accordance with Item 402(v) of Regulation S-K under the Securities Act, and do not represent the value of compensation actually paid to or received by our NEOs. For a discussion of our executive compensation program and philosophy, refer to our CD&A above.
+
+The following table summarizes information regarding compensation for our NEOs, including CAP as well as certain financial performance metrics, during Fiscal 2022-2026. Fiscal 2022-2026 were 52-week years.
+
+<table><tr><td rowspan="2">Fiscal Year</td><td rowspan="2">Summary Compensation Table Total for CEO ($) (1) (2)</td><td rowspan="2">Compensation Actually Paid to CEO ($) (1) (3)</td><td rowspan="2">Average Summary Compensation Table Total for Non-CEO NEOs ($) (4) (5)</td><td rowspan="2">Average Compensation Actually Paid to Non-CEO NEOs ($) (4) (6)</td><td colspan="2">Value of Initial Fixed $100 Investment Based on (7):</td><td rowspan="2">Net Income (in millions) ($)</td><td rowspan="2">Non-GAAP Operating Income (in millions) ($) (9)</td></tr><tr><td>Total Shareholder Return ($)</td><td>Peer Group Total Shareholder Return ($) (8)</td></tr><tr><td>2026</td><td>36,343,830</td><td>162,180,936</td><td>14,422,317</td><td>57,721,552</td><td>1,445.67</td><td>198.10</td><td>120,067</td><td>137,300</td></tr><tr><td>2025</td><td>49,866,251</td><td>344,188,027</td><td>20,343,288</td><td>125,583,913</td><td>1,100.69</td><td>168.46</td><td>72,880</td><td>86,789</td></tr><tr><td>2024</td><td>34,167,902</td><td>234,132,305</td><td>12,247,411</td><td>85,558,057</td><td>470.88</td><td>134.78</td><td>29,760</td><td>37,134</td></tr><tr><td>2023</td><td>21,356,924</td><td>(4,118,947)</td><td>9,941,838</td><td>(1,364,661)</td><td>157.05</td><td>94.13</td><td>4,368</td><td>9,040</td></tr><tr><td>2022</td><td>23,737,661</td><td>105,543,768</td><td>8,910,802</td><td>38,453,071</td><td>175.98</td><td>111.83</td><td>9,752</td><td>12,690</td></tr></table>
+
+(1) For Fiscal 2022-2026, our CEO was Jen-Hsun Huang.  
+(2) The amounts in this column correspond with total compensation for our CEO as reported in our Summary Compensation Table above for the listed fiscal years.  
+(3) The amounts in this column represent CAP calculated in accordance with Item 402(v) of Regulation S-K during the listed fiscal years. Adjustments to the Summary Compensation Table total compensation for our CEO to arrive at CAP for Fiscal 2026 were as follows:
+
+Reconciliation of Summary Compensation Table Total Compensation for CEO to CAP
+
+<table><tr><td rowspan="3">Fiscal Year</td><td rowspan="3">Summary Compensation Table Total for CEO ($)</td><td rowspan="2">(Deduct):</td><td colspan="3">Equity Award Adjustments</td><td rowspan="3">Total Equity Award Adjustments ($) (b) (c)</td><td rowspan="3">Compensation Actually Paid to CEO ($)</td></tr><tr><td>Add:</td><td>Add/(Deduct):</td><td>Add/(Deduct):</td></tr><tr><td>Value of Equity Awards Reported in Summary Compensation Table ($) (a)</td><td>Year End Fair Value of Awards Granted During the Year which were Unvested at Year End ($) (b)</td><td>Year Over Year Change in Fair Value of Outstanding and Unvested Awards ($) (b)</td><td>Change in Fair Value of Awards Granted in Prior Years which Vested During the Year ($) (b)</td></tr><tr><td>2026</td><td>36,343,830</td><td>(24,800,511)</td><td>60,909,207</td><td>105,767,276</td><td>(16,038,866)</td><td>150,637,617</td><td>162,180,936</td></tr></table>
+
+(a) The amount in this column corresponds with the full grant date fair value, calculated in accordance with ASC 718, of “Stock Awards” for our CEO as reported in our Summary Compensation Table above for Fiscal 2026.  
+(b) The equity award adjustments were calculated in accordance with the SEC methodology for determining CAP for each year shown. The amounts in these columns were determined by reference to (i) for MY PSU awards where the performance period was complete as of or prior to the applicable year end date and for SY PSU awards, the closing price of our common stock on the applicable year end date, as reduced by the present value of dividends expected to be paid on the underlying shares during the requisite service period, or the closing price of our common stock on the applicable vesting dates, and (ii) for MY PSU awards where the performance period was not yet complete as of the applicable year end date, the fair value as calculated by a Monte Carlo simulation model as of the respective year end date, for the listed fiscal years.  
+(c) The valuation assumptions used to calculate fair values did not materially differ from those disclosed at the time of grant.  
+(4) For Fiscal 2022-2026, our non-CEO NEOs were Colette M. Kress, Ajay K. Puri, Debora Shoquist, and Timothy S. Teter.  
+(5) The amounts in this column correspond with the average of the total compensation for our non-CEO NEOs as reported in our Summary Compensation Table above for the listed fiscal years.
+
+(6) The amounts in this column represent average CAP calculated in accordance with Item 402(v) of Regulation S-K during the listed fiscal years. Adjustments to the Summary Compensation Table average total compensation for our non-CEO NEOs to arrive at average CAP for Fiscal 2026 were as follows:
+
+Reconciliation of Summary Compensation Table Average Total Compensation for Non-CEO NEOs to CAP
+
+<table><tr><td rowspan="3">Fiscal Year</td><td rowspan="3">Average Summary Compensation Table Total for Non-CEO NEOs ($)</td><td rowspan="2">(Deduct):</td><td colspan="4">Equity Award Adjustments</td><td rowspan="3">Total Equity Award Adjustments ($) (b) (c)</td><td rowspan="3">Average Compensation Actually Paid to Non-CEO NEOs ($)</td></tr><tr><td>Add:</td><td>Add/(Deduct):</td><td>Add:</td><td>Add/(Deduct):</td></tr><tr><td>Value of Equity Awards Reported in Summary Compensation Table ($) (a)</td><td>Year End Fair Value of Awards Granted During the Year which were Unvested at Year End ($) (b)</td><td>Year Over Year Change in Fair Value of Outstanding and Unvested Awards ($) (b)</td><td>Vesting Date Fair Value of Awards Granted and Vested During the Year ($) (b)</td><td>Change in Fair Value of Awards Granted in Prior Years which Vested During the Year ($) (b)</td></tr><tr><td>2026</td><td>14,422,317</td><td>(12,782,459)</td><td>27,759,180</td><td>25,940,053</td><td>1,776,820</td><td>605,640</td><td>56,081,694</td><td>57,721,552</td></tr></table>
+
+(a) The amount in this column corresponds with the average of the full grant date fair value, calculated in accordance with ASC 718, of “Stock Awards” for our non-CEO NEOs as reported in our Summary Compensation Table above for Fiscal 2026.  
+(b) The equity award adjustments were calculated in accordance with the SEC methodology for determining CAP for each year shown. The amounts in these columns were determined by reference to (i) for MY PSU awards where the performance period was complete as of or prior to the applicable year end date, for RSU awards and for SY PSU awards, the closing price of our common stock on the applicable year end date, as reduced by the present value of dividends expected to be paid on the underlying shares during the requisite service period, or the closing price of our common stock on the applicable vesting dates, and (ii) for MY PSU awards where the performance period was not yet complete as of the applicable year end date, the fair value as calculated by a Monte Carlo simulation model as of the respective year end date, for the listed fiscal years. Due to rounding, numbers presented may not sum precisely to the total provided.  
+(c) The valuation assumptions used to calculate fair values did not materially differ from those disclosed at the time of grant.  
+(7) TSR for each of the years during Fiscal 2022-2026 is cumulative, reflecting the value of a fixed \$100 investment beginning with the market close on January 29, 2021, the last trading day before our Fiscal 2022, through and including the end of the respective listed fiscal years.  
+(8) The Nasdaq 100 Index is the industry peer group we use for purposes of Item 201(e) of Regulation S-K. The separate peer group referenced by the CC for purposes of determining executive compensation is discussed above in CD&A.  
+(9) Our Company-Selected Measure, as required by Item 402(v) of Regulation S-K, is Non-GAAP Operating Income, which, in our assessment, represents the most important financial performance measure linking Fiscal 2026 NEO CAP to company performance. See Definitions above for a definition of Non-GAAP Operating Income, and see Reconciliation of Non-GAAP Financial Measures above in CD&A for a reconciliation between GAAP operating income and non-GAAP Operating Income.
+
+## Most Important Financial Performance Measures
+
+The following table is an unranked list of the most important financial performance measures linking Fiscal 2026 NEO CAP to company performance:
+
+Financial Measures
+
+<table><tr><td>Revenue</td></tr><tr><td>Non-GAAP Operating Income</td></tr><tr><td>3-Year TSR relative to the S&amp;P 500</td></tr></table>
+
+Refer to CD&A above for a description of how each of these performance measures impacts NEO compensation.
+
+## Relationships Between Compensation Actually Paid and Financial Performance
+
+The following graphs illustrate how CAP for our NEOs aligns with the Company's financial performance measures as detailed in the Pay Versus Performance table above for each of Fiscal 2022, 2023, 2024, 2025, and 2026 as well as between the TSRs of NVIDIA and the Nasdaq100 Index, reflecting the value of a fixed \$100 investment beginning with the market close on January 29, 2021, the last trading day before our Fiscal 2022, through and including the end of the respective listed fiscal years.
+
+![](images/990093ba798638a209b5eb02f0c43327022416b179b2eba7d885b5c4c7f47d9e.jpg)
+
+<details>
+<summary>bar-line hybrid chart</summary>
+
+NEO CAP versus TSR
+| Fiscal Year | CEO CAP ($ in millions) | Other NEOs Average CAP ($ in millions) | NVIDIA TSR ($) | Nasdaq100 Index TSR ($) |
+| :--- | :--- | :--- | :--- | :--- |
+| Fiscal 2022 | 105.5 | | 38.5 | 111.83 |
+| Fiscal 2023 | (4.1) | | 157.05 | 94.13 |
+| Fiscal 2024 | 234.1 | 85.6 | 470.88 | 134.78 |
+| Fiscal 2025 | 344.2 | 125.6 | 1,100.69 | 168.46 |
+| Fiscal 2026 | 162.2 | 57.7 | 1,445.67 | 198.10 |
+</details>
+
+![](images/1cab9054910bd37bbe3724d37a0c2b14bd8e426f1b0e2d105d1c8375fe88f8db.jpg)
+
+<details>
+<summary>bar-line hybrid</summary>
+
+NEO CAP versus Net Income & Non-GAAP Operating Income
+| Fiscal Year | CEO CAP ($ million) | Other NEOs Average CAP ($ million) | Net Income ($ million) | Non-GAAP Operating Income ($ million) |
+| :--- | :--- | :--- | :--- | :--- |
+| Fiscal 2022 | 105.5 | 38.5 | 9,752 | 12,690 |
+| Fiscal 2023 | (4.1) | (4.1) | 4,368 | 9,040 |
+| Fiscal 2024 | 234.1 | 85.6 | 29,760 | 37,134 |
+| Fiscal 2025 | 344.2 | 125.6 | 72,880 | 86,789 |
+| Fiscal 2026 | 162.2 | 57.7 | 120,067 | 137,300 |
+</details>
+
+All information provided above under the “Pay Versus Performance” heading will not be deemed to be incorporated by reference into any filing of the Company under the Securities Act or the Exchange Act, whether made before or after the date hereof and irrespective of any general incorporation language in any such filing, except to the extent the Company specifically incorporates such information by reference.
+
+What am I voting on? Ratification of the selection of PwC as our independent registered public accounting firm for Fiscal 2027.
+
+Vote required for approval: A majority of the shares present, in person or represented by proxy, and entitled to vote on this matter.
+
+Effect of abstentions: Same as a vote AGAINST.
+
+Effect of broker non-votes: Not applicable (because this is a routine proposal, there are no broker non-votes).
+
+The AC has selected PwC, which has audited our financial statements annually since 2004, to serve as our independent registered public accounting firm for Fiscal 2027. Our lead audit partner at PwC will serve no more than five consecutive years in that role. Stockholder ratification of the AC's selection of PwC is not required by our Bylaws. As a matter of good corporate governance, we are submitting the selection of PwC to our stockholders for ratification. If our stockholders do not ratify the selection, the AC will reconsider whether or not to retain PwC. Even if the selection is ratified, the AC in its sole discretion may direct the appointment of a different independent registered public accounting firm at any time during the fiscal year if it determines that such a change would be in our best interests and those of our stockholders. The AC believes it is in the best interests of NVIDIA and our stockholders to retain PwC.
+
+We expect that a representative of PwC will attend the 2026 Meeting. The PwC representative will have an opportunity to make a statement at the 2026 Meeting if he or she so desires and will also be available to respond to appropriate stockholder questions.
+
+## Recommendation of the Board
+
+The Board recommends that you vote FOR the ratification of the selection of PwC as our independent registered accounting firm for our fiscal year ending January 31, 2027.
+
+## Fees Billed by the Independent Registered Public Accounting Firm
+
+The following is a summary of fees billed or expected to be billed by PwC for Fiscal 2026, and fees billed by PwC for Fiscal 2025, for audit, audit related, tax, and other professional services during each fiscal year:
+
+<table><tr><td></td><td>Fiscal 2026</td><td>Fiscal 2025</td></tr><tr><td>Audit Fees (1)</td><td>$ 10,166,400</td><td>$ 8,067,106</td></tr><tr><td>Audit Related Fees (2)</td><td>1,716,820</td><td>724,806</td></tr><tr><td>Tax Fees (3)</td><td>1,076,103</td><td>856,439</td></tr><tr><td>All Other Fees (4)</td><td>401,999</td><td>354,000</td></tr><tr><td>Total Fees</td><td>$ 13,361,322</td><td>$ 10,002,351</td></tr></table>
+
+(1) For the audit of our consolidated financial statements, including the audit of our internal control over financial reporting, review of our quarterly financial statements and annual reports, and fees related to statutory audits of some of our international entities.  
+(2) For a review of select sustainability metrics, system and organization controls reporting, accounting system pre-implementation controls review, and other attestation services.  
+(3) For tax compliance, consulting, and tax audit defense services.  
+(4) For products or services other than those referenced above, including a cybersecurity maturity assessment and subscription to accounting disclosure software.
+
+All services provided for Fiscal 2026 and 2025 described above were pre-approved by the AC or the AC Chairperson through the authority granted to him by the AC, which is described below. Our AC determined that the rendering of services other than audit services by PwC was compatible with maintaining PwC's independence.
+
+## Pre-Approval Policies and Procedures
+
+The AC has adopted policies and procedures for the pre-approval of all audit and permissible non-audit services rendered by our independent registered public accounting firm. The policy generally permits pre-approvals of specified permissible services in the defined categories of audit services, audit-related services, and tax services up to specified amounts. Pre-approval may also be given as part of the AC's approval of the scope of the engagement of our independent registered public accounting firm or on an individual case-by-case basis before the independent registered public accounting firm is engaged to provide each service. In some cases, the full AC provides pre-approval for up to a year related to a particular defined task or scope. In other cases, the AC has delegated power to the AC Chairperson to pre-approve additional audit and non-audit services if the need for the service was unanticipated and approval is required prior to the next scheduled meeting of the AC. Such pre-approval is then communicated to the full AC at its next meeting.
+
+## Report of the Audit Committee of the Board of Directors
+
+The material in this report is not “soliciting material,” is not deemed “filed” with the SEC, and is not to be incorporated by reference in any of our filings under the Securities Act or the Exchange Act, whether made before or after the date hereof and irrespective of any general incorporation language in any such filing, except to the extent specifically incorporated by reference therein.
+
+The Audit Committee, or AC, oversees accounting, financial reporting, internal control over financial reporting, financial practices, and audit activities of NVIDIA and its subsidiaries. The AC reviews the results and scope of the audit and other services provided by the independent registered public accounting firm and reviews financial statements and the accounting policies followed by NVIDIA prior to the issuance of the financial statements with both management and the independent registered public accounting firm.
+
+Management is responsible for the financial reporting process, the preparation of consolidated financial statements in accordance with accounting principles generally accepted in the United States, or GAAP, the system of internal control over financial reporting, and the procedures designed to facilitate compliance with accounting standards and applicable laws and regulations. PricewaterhouseCoopers LLP, or PwC, our independent registered public accounting firm for Fiscal 2026, was responsible for performing an independent audit of the consolidated financial statements and issuing a report on the consolidated financial statements and of the effectiveness of our internal control over financial reporting as of January 25, 2026. PwC's judgments as to the quality, not just the acceptability, of our accounting principles and such other matters are required to be disclosed to the AC under applicable standards. The AC oversees these processes. Also, the AC has ultimate authority and responsibility to select, evaluate and, when appropriate, terminate the independent registered public accounting firm. The AC approves audit fees and non-audit services provided by and fees paid to the independent registered public accounting firm.
+
+NVIDIA has an internal audit function that reports to the AC. This function is responsible for objectively reviewing and evaluating the adequacy, effectiveness, and quality of our system of internal controls and the operating effectiveness of our business processes. The AC approves an annual internal audit plan and monitors the activities and performance of our internal audit function throughout the year to ensure the plan objectives are carried out and met.
+
+The AC members are not professional accountants or auditors, and their functions are not intended to duplicate or to certify the activities of management or the independent registered public accounting firm. The AC does not plan or conduct audits, determine that our financial statements are complete and accurate and in accordance with GAAP, or assess our internal control over financial reporting. The AC relies, without additional independent verification, on the information provided by our management and on the representations made by management that the financial statements have been prepared with integrity and objectivity, and the opinion of PwC that such financial statements have been prepared in conformity with GAAP.
+
+In this context, the AC reviewed and discussed the audited consolidated financial statements for Fiscal 2026 with management and our internal control over financial reporting with management and PwC. Specifically, the AC discussed with PwC the matters required to be discussed by the applicable requirements of the Public Company Accounting Oversight Board and the SEC. We have received from PwC the written disclosures and letter required by the applicable requirements of the Public Company Accounting Oversight Board regarding PwC's communications with the AC concerning independence. The AC also considered whether the provision of certain permitted non-audit services by PwC is compatible with PwC's independence and discussed PwC's independence with PwC.
+
+Based on the AC's review and discussions, the AC recommended to the Board of Directors that the audited consolidated financial statements be included in the Annual Report on Form 10-K of NVIDIA for the fiscal year ended January 25, 2026.
+
+## Audit Committee
+
+A. Brooke Seawell, Tench Coxe, Harvey C. Jones, Melissa B. Lora, and Aarti Shah
+
+## Stockholder Proposals
+
+We will promptly furnish the address and, to our knowledge, the number of shares held by the stockholder proponents of the proposals below upon receipt of a request to our Secretary for such information at email to shareholdermeeting@nvidia.com or by phone at: (408) 486-2000.
+
+## Proposal 4—Stockholder Proposal: Simple Majority Vote Standard
+
+What am I voting on? A stockholder proposal to eliminate all supermajority voting provisions.
+
+Vote required: A majority of the shares present, in person or represented by proxy, and entitled to vote on this matter.
+
+Effect of abstentions: Same as a vote AGAINST.
+
+Effect of broker non-votes: None.
+
+Below is a stockholder proposal and supporting statement of the stockholder proponent, for which we and our Board accept no responsibility. This stockholder proposal is required to be voted upon at the 2026 Meeting only if properly presented. Our Board opposes adoption of this stockholder proposal and recommends that you vote AGAINST Proposal 4. John Chevedden has notified us of his intent to present the following proposal at the 2026 Meeting.
+
+## Stockholder Proposal and Supporting Statement
+
+## Proposal 4 – Majority Vote Standard
+
+![](images/caad12dd4fafe70e60e7a237a2965618279627326b441c35c7235ef6cd38ed5d.jpg)
+
+<details>
+<summary>text_image</summary>
+
+FOR
+Shareholder
+Rights
+</details>
+
+Shareholders request that the Board of Directors take each step necessary so that each voting requirement in our charter and bylaws (that is explicit or implicit due to default to state law) that calls for a greater than simple majority vote be replaced by a requirement for a majority of the votes cast for and against applicable proposals, or a simple majority in compliance with applicable laws. If necessary this means the closest standard to a majority of the votes cast for and against such proposals consistent with applicable laws. This proposal includes that the Company shall state in its governing documents that it shall not have any default super-majority voting standards upon adoption of this proposal.
+
+Shareholders are willing to pay a premium for shares of companies that have excellent corporate governance. The supermajority voting requirements, like those of NVIDIA Corporation (NVDA), have been found to be one of 6 entrenching mechanisms that are negatively related to company performance according to "What Matters in Corporate Governance" by Lucien Bebchuk, Alma Cohen and Allen Ferrell of the Harvard Law School. Supermajority requirements can be used to block proposals supported by most shareowners but opposed by management.
+
+This proposal topic won from 74% to 88% support at Weyerhaeuser, Alcoa, Waste Management, Goldman Sachs, FirstEnergy and Macy's. These votes would have been higher than 74% to 88% if more shareholders had access to independent proxy voting advice.
+
+This proposal topic received 98% support each in 2024 at Domino's Pizza, FMC Corporation, ConocoPhillips, Masco Corporation and Power Integrations.
+
+This proposal includes that the Board commit to not make any effort to defeat a NVDA proposal on this topic.
+
+This proposal also includes that the Board commit to make a robust extra effort from a proxy solicitor perspective with the objective of obtaining the required vote for shareholder approval of this proposal topic as a binding NVDA proposal. As a matter of fact it may only take a de minimis extra effort since the 2025 NVDA proposal came so close to shareholder approval as described in the next paragraph.
+
+The precise extra effort is at the Board's discretion. One proven method is to adjourn the annual meeting for up to 2-weeks and seek more votes. This seems to be a prudent step since the 2025 NVDA proposal on this topic received 65% support from all outstanding NVDA shares and thus came so close to the 67% votes required.
+
+Please vote yes:
+
+## Majority Vote Standard – Proposal 4
+
+## Opposing Statement of the Board
+
+Our Board recommends a vote AGAINST Proposal 4.
+
+At our 2025 Meeting, the Board proposed and recommended that stockholders approve an amendment and restatement of our Charter to eliminate the remaining supermajority voting provisions (the “2025 A&R Charter Proposal”). The Board also planned to adopt conforming amendments to our Bylaws, contingent on stockholder approval of such proposal. However, the 2025 A&R Charter Proposal did not receive the required level of stockholder support for approval.
+
+To effectuate Proposal 4, the Board would need to resubmit a proposal substantially similar to the 2025 A&R Charter Proposal for stockholder approval at a future annual meeting. At this time, the Board believes that addressing repetitive proposals on this topic would not be an effective use of time, resources, and attention.
+
+## Recommendation of the Board
+
+Our Board recommends that you vote AGAINST Proposal 4— Simple Majority Vote Standard.
+
+What am I voting on? A stockholder proposal requesting an evaluation and report on faith-based community resource groups.
+
+Vote required: A majority of the shares present, in person or represented by proxy, and entitled to vote on this matter.
+
+Effect of abstentions: Same as a vote AGAINST.
+
+Effect of broker non-votes: None.
+
+Below is a stockholder proposal and supporting statement of the stockholder proponent, for which we and our Board accept no responsibility. This stockholder proposal is required to be voted upon at the 2026 Meeting only if properly presented. Our Board opposes adoption of this stockholder proposal and recommends that you vote AGAINST Proposal 5. William Cunningham has notified us of its intent to present the following proposal at the 2026 Meeting.
+
+## Stockholder Proposal and Supporting Statement
+
+## Proposal 5 – Report on Faith-Based Community Resource Groups
+
+Whereas: NVIDIA is one of the largest and most high-profile companies in the United States, employing $^{1}$ more than 35,000 people from a plethora of different cultural & religious backgrounds. As a major employer, NVIDIA should support the religious freedom of its employees. NVIDIA is already required to comply with many laws prohibiting discrimination against employees based on their religious status and views.
+
+Respecting diverse religious views allows NVIDIA to attract the most qualified talent, promote a diverse and vibrant business culture, and is a key component to make sure it fully engages each of its employees. One of the best ways to promote religious diversity is through faith-based community resource groups (elsewhere known as employee resource groups, or ERGs). CRGs allow like-minded employees to connect with one another, seek professional development, and promote understanding and dialogue with the broader workforce. Despite this, NVIDIA does not have a faith-based community resource group (CRG).
+
+NVIDIA does not rectify this apparently disparity in treatment even though the vast majority of Americans identify as religious, and even though the Company recognizes CRGs formed around gender, sexual identity, along a variety of other criteria as per its website. $^{2}$
+
+According to the 2023 Freedom at Work $^{3}$ survey, 60% of employees were concerned that their company would punish them for expressing their religious or political views at work, and 54% said they feared the same for sharing these views even on their private social media accounts. NVIDIA needs to take proactive steps to address this shortcoming by promoting faith-based CRGs and providing them the same support and access that other CRGs enjoy.
+
+This isn't merely a political or social point but a matter of brand value. NVIDIA is the highest-valued company on earth, with an estimated brand value $^{3}$ exceeding \$87.9 billion, 67 percent of its more than \$130 billion revenue in 2025. $^{4}$ NVIDIA is one of the most influential players in the American technological landscape. As concerns over neutrality on controversial issues, respect for religion, and equal treatment for employees at America's largest companies continue to mount, shareholders are right to ask about how the company's workforce policies forward this goal of equal treatment.
+
+Recent Supreme Court decisions in Groff v. DeJoy and Muldrow v. City of St. Louis have also clarified that religious protections for employees extend to all terms, conditions, and privileges of employment, not just monetary compensation. So failure to allow faith-based community resource groups may be illegal.
+
+Resolved: Shareholders request the Board of Directors of NVIDIA Corporation conduct an evaluation and issue a report, or disclose analysis which has already been performed, within the next year, at reasonable cost and excluding proprietary information and disclosure of anything that would constitute an admission of pending litigation, evaluating the risks related to religious discrimination against employees.
+
+## Opposing Statement of the Board
+
+Our Board recommends a vote AGAINST Proposal 5. The requested report is unnecessary and would not provide meaningful additional benefits to NVIDIA or enhance stockholder value as we have already implemented robust systems and processes designed to minimize risks related to religious and other discrimination.
+
+NVIDIA is committed to ensuring that our employees are protected and supported through enterprise-wide policies, practices, and reporting mechanisms. We maintain a work environment in which all individuals are treated with dignity and respect. We do not tolerate unlawful discrimination, harassment, or retaliation in any form, including based on religion or creed and all employees are required to participate in discrimination and harassment prevention training. Our employees have multiple avenues to report concerns about harassment, discrimination or other workplace conduct, including anonymously and without fear of retaliation, and we investigate complaints promptly and take appropriate action when warranted. We also regularly gather employee feedback through surveys and other forums to identify concerns, track progress, and respond quickly to employee needs.
+
+The Board believes that our existing policies, practices, and feedback mechanisms already address the issues raised in Proposal 5, and that the additional evaluation and reporting requested would not be necessary or beneficial for NVIDIA or our stockholders.
+
+## Recommendation of the Board
+
+Our Board recommends that you vote AGAINST Proposal 5—Report on Faith-Based Community Resource Groups.
+
+What am I voting on? A stockholder proposal requesting an evaluation and report on civil rights and non-discrimination related to DEI.
+
+Vote required: A majority of the shares present, in person or represented by proxy, and entitled to vote on this matter.
+
+Effect of abstentions: Same as a vote AGAINST.
+
+Effect of broker non-votes: None.
+
+Below is a stockholder proposal and supporting statement of the stockholder proponent, for which we and our Board accept no responsibility. This stockholder proposal is required to be voted upon at the 2026 Meeting only if properly presented. Our Board opposes adoption of this stockholder proposal and recommends that you vote AGAINST Proposal 6. American Conservative Values ETF has notified us of its intent to present the following proposal at the 2026 Meeting.
+
+## Stockholder Proposal and Supporting Statement
+
+## Proposal 6 – Report on Respecting Workforce Civil Liberties
+
+NVIDIA Corporation has over 36,000 employees. As an employer, it is legally required to comply with many laws prohibiting discrimination against employees on a variety of factors, including race, sex, religion, and sometimes political affiliation.
+
+But the 2025 edition of the Viewpoint Diversity Score Business Index $^{1}$ found that 90% of scored companies, as well as NVIDIA, promote divisive training and recruitment concepts like critical race theory (CRT) that replace genuine cultural and ideological diversity with a narrow focus on group identity. NVIDIA has stated that it has “increased [its] focus on diversity recruiting” and “when recruiting new talent. . . [it] strive[s] to build a robust talent pipeline that includes those underrepresented in the technology field, including women, black/African American, and Hispanic/Latino candidates.” $^{2}$
+
+Focusing on these metrics in recruiting is rooted in concepts that label employees as “oppressed” or “oppressors” based on belief or immutable traits, which can foster hostility and partiality instead of equal opportunity based on merit. A recent study found that DEI actually increases bias, hostility, and attribution of discriminatory intent instead of reducing them. $^{3}$ DEI also silences dissenting views: the Freedom at Work survey found that 60% of employees feared reprisal for expressing their religious or political views at work, and over half feared the same for private social media posts. $^{4}$
+
+Companies are also facing increased legal and reputational risk for DEI programs that make distinctions based on race or other protected classes in light of recent Supreme Court decisions in Students for Fair Admission v. Harvard, Groff v DeJoy, City of St. Louis v. Muldrow, and Ames v. Ohio Department of Youth Services. State attorneys general and employees have initiated lawsuits and investigations. $^{5}$ Recent scholarship has cast serious doubt on the common assertion that DEI is good for business. $^{6}$ The Wall Street Journal recently reported that “Diversity Goals Are Disappearing from Companies’ Annual Reports.” $^{7}$ And numerous companies are voluntarily removing DEI initiatives entirely in response to sustained customer dissatisfaction and public pressure. $^{8}$
+
+On top of this, President Trump issued an executive order seeking to root out illegal DEI practices, including in the private sector. $^{9}$ The EEOC has initiated investigations and secured settlements from major law firms to stop their DEI practices. $^{10}$ The EEOC and DOJ jointly issued guidance detailing DEI practices that may be illegal and encouraging whistleblowers to report these practices. $^{11}$ In light of these risks, the Company must take immediate steps to assess potential shortcomings and allay these concerns.
+
+Resolved: Shareholders request the Board of Directors conduct an evaluation and issue a report within the next year, at reasonable cost and excluding proprietary and confidential information, evaluating how NVIDIA's hiring and training policies and practices impact employees and prospective employees based on their race, color, religion (including religious views), sex, national origin, or political views, and the associated legal, reputational, operational, and other relevant risks to the NVIDIA.
+
+## Opposing Statement of the Board
+
+Our Board recommends a vote AGAINST Proposal 6. The requested report is unnecessary and would not provide meaningful additional benefits to NVIDIA or enhance stockholder value.
+
+NVIDIA complies with applicable law and is committed to equal employment opportunity requirements. We do not discriminate against employees or applicants for employment on the basis of race, color, religion, sex, gender, marital status, veteran status, age, national origin, ancestry, disability, genetic or medical information, sexual orientation, pregnancy, childbirth or related medical conditions, or any other characteristic protected by applicable law. Our employment decisions – including recruitment, hiring, training, compensation, benefits, promotions, transfers, and terminations – are based on merit, valid job requirements, and other lawful criteria.
+
+In addition, the Board maintains strong oversight and compliance mechanisms to ensure these policies and practices are effectively implemented. The CC oversees our human capital management policies and strategies, the AC oversees compliance with legal and regulatory requirements, ethical standards, and our compliance programs, and the NCGC oversees compliance with our Code of Conduct. Together, these oversight structures provide sufficient and comprehensive governance and accountability for the policies and practices addressed by Proposal 6.
+
+The Board believes that our existing policies, practices, and oversight mechanisms already address the issues raised in Proposal 6, and that the additional evaluation and reporting requested would not be necessary or beneficial for NVIDIA or our stockholders.
+
+## Recommendation of the Board
+
+Our Board recommends that you vote AGAINST Proposal 6—Report on Workforce Civil Liberties.
+
+What am I voting on? A stockholder proposal to requesting a report disclosing GHG emissions from the use of the Company's sold products.
+
+Vote required: A majority of the shares present, in person or represented by proxy, and entitled to vote on this matter.
+
+Effect of abstentions: Same as a vote AGAINST.
+
+Effect of broker non-votes: None.
+
+Below is a stockholder proposal and supporting statement of the stockholder proponent, for which we and our Board accept no responsibility. This stockholder proposal is required to be voted upon at the 2026 Meeting only if properly presented. Our Board opposes adoption of this stockholder proposal and recommends that you vote AGAINST Proposal 7. Green Century Capital Management, Inc. has notified us of its intent to present the following proposal at the 2026 Meeting. Mercy Investment Services, Inc. is a co-filer for this proposal.
+
+## Stockholder Proposal and Supporting Statement
+
+## Proposal 7 – Greenhouse Gas Emissions Disclosure
+
+Whereas: Climate change poses macroeconomic risks that can depress returns for long-term diversified investors. Severe weather accounted for a record 21 billion-dollar disasters in 2025. $^{1}$
+
+In its 10-K, NVIDIA acknowledges that “climate change, its impact on our supply chain and critical infrastructure worldwide...may disrupt our business and cause us to experience higher attrition, losses and costs.” $^{2}$ One-third of semiconductor supply could be at risk within a decade unless the industry adapts to manage climate risks. $^{3}$
+
+Meanwhile, energy-intensive artificial intelligence (AI) is compounding climate risk. Goldman Sachs research forecasts data centers' global power demand will increase 50% by 2027, and the rate of U.S. AI growth is expected to emit an additional 24 to 44 million metric tons of carbon dioxide by 2030. $^{4}$
+
+NVIDIA plays a key role in the expansion of AI through designing AI chips, systems, and software.
+
+While NVIDIA set 2030 targets to reduce absolute greenhouse gas emissions (GHG) emissions from electricity usage and emissions intensity from use of its sold products, in the proponent's opinion, NVIDIA's progress toward mitigating climate risk through real world achievement of GHG emissions reductions is difficult to assess.
+
+For instance, NVIDIA reported zero market-based electricity emissions as a part of its overall operational emissions in FY25, partly due to contracting renewable energy projects across the grid. Meanwhile, it also disclosed a separate increase in location-based electricity emissions from the energy it drew from the local power grid. $^{5}$ Additionally, the company's total absolute emissions nearly doubled between fiscal years 2024 and 2025. $^{6}$
+
+Furthermore, NVIDIA's reported GHG inventory does not include use of its sold products. These emissions are likely a significant contributor to the company's GHG footprint based on peer comparison $^{7}$ and represent a key metric for tracking emissions reductions.
+
+Peers AMD, Intel, Onsemi, and NXP have committed to reporting or already published more detailed climate disclosures that include:
+
+• Absolute emissions from use of sold products and initiatives to reduce them;  
+• Third-party validation and increased criteria for renewable energy projects;  
+• Emissions pathways to 2030, including plans to advance climate initiatives across their value chains.
+
+By enhancing its emissions disclosures, NVIDIA will increase the legitimacy of its climate targets and better demonstrate climate risk mitigation progress to investors as its business grows.
+
+RESOLVED: Shareholders request that NVIDIA issue a report, at reasonable cost and omitting proprietary information, disclosing the GHG emissions from use of its sold products.
+
+SUPPORTING STATEMENT: Proponents recommend, at management's discretion:
+
+• Disclosing emissions that account for major sources of its total GHG footprint;  
+• Considering GHG emissions disclosure guidance;  
+- Reporting based on reasonable emissions estimates, updated annually, and providing timelines for issuing or completing disclosures;  
+• Outlining whether and how the company plans to achieve absolute emissions reductions.
+
+## Opposing Statement of the Board
+
+Our Board recommends a vote AGAINST Proposal 7 because it is unnecessary, overly prescriptive and not in the best interests of NVIDIA or our stockholders.
+
+## The proposal is unnecessary given NVIDIA's history of robust climate reporting and targets, and our future disclosure plans
+
+NVIDIA's current practices evidence a clear commitment to sustainability, climate risk management, and effective disclosure. For example, NVIDIA consistently publishes highly detailed climate reporting, including in our 2025 Sustainability Report, which is assured by our financial auditor. In addition to Scope 1 and 2 emissions, our public reporting includes Scope 3 emissions across eight categories, as well as disclosure on product energy efficiency, climate strategy, and progress towards achieving our targets, including our success in meeting our renewable energy and supplier engagement targets. In 2025, we also announced significant new targets validated by the Science Based Targets initiative (SBTi), which include absolute Scope 1 and 2 emissions reductions and reductions in Scope 3 emissions intensity from use of sold GPU products. In 2025, in an effort to offer additional transparency into emissions, we also began publishing the market's first summaries of ISO-conformant, third-party reviewed product carbon footprints for accelerated computing products. We continue to advance our climate reporting and, as discussed with the proponent, are planning further enhancements of our Scope 3 reporting, including emissions from the use of sold products.
+
+## The proposal adopts an overly prescriptive approach to highly complex disclosures
+
+The Board believes NVIDIA's management, supported by our CS team and overseen by the NCGC, is best positioned to make decisions regarding the specific content and methodology of our climate disclosures. Scope 3 disclosures are inherently complex and subject to varied and developing calculation methodologies, levels of assurance, and credibility. The difficulty of preparing reliable Scope 3 disclosures is particularly acute with respect to the fast-evolving AI computing industry. Despite these considerations, the proposal attempts to replace management's judgment regarding highly technical reporting with a broad prescriptive mandate that includes no timeframe or acknowledgement of the significant challenges and judgments involved in preparing upstream emissions disclosures.
+
+Given NVIDIA's track record and reporting plans, adoption of a prescriptive approach to Scope 3 reporting methodology is inappropriate and unhelpful to our stockholders.
+
+## Recommendation of the Board
+
+Our Board recommends that you vote AGAINST Proposal 7—Greenhouse Gas Emissions Disclosure.
+
+## Equity Compensation Plan Information
+
+The number of shares that were issuable upon the vesting of outstanding RSUs and PSUs, and the number of shares that remained available for future issuance, under each of our equity compensation plans as of January 25, 2026, are summarized below. We have not had any stock options outstanding since the end of Fiscal 2024.
+
+<table><tr><td>Plan Category</td><td>Number of securities to be issued upon exercise of outstanding options, warrants, and rights (a)</td><td>Weighted-average exercise price of outstanding options, warrants, and rights (b)</td><td>Number of securities remaining available for future issuance under equity compensation plans (excluding securities reflected in column (a)) (c)</td></tr><tr><td>Equity compensation plans approved by security holders (1)</td><td>192,391,765</td><td>—</td><td>3,551,257,925 (2)</td></tr><tr><td>Equity compensation plans not approved by security holders</td><td>—</td><td>—</td><td>—</td></tr><tr><td>Total</td><td>192,391,765</td><td></td><td>3,551,257,925</td></tr></table>
+
+(1) This row includes our 2007 Plan and our ESPP. Under our ESPP, participants are permitted to purchase our common stock at a discount on certain dates through payroll deductions within a pre-determined purchase period. Accordingly, the number of shares to be issued upon exercise of outstanding rights under our ESPP as of January 25, 2026 is not determinable.  
+(2) As of January 25, 2026, (a) the number of shares that remained available for future issuance under the 2007 Plan was 1,324,516,906, and (b) the number of shares that remained available for future issuance under the ESPP was 2,226,741,019, of which up to 2,825,984 shares may be purchased under the ESPP in the current purchase period which runs until August 31, 2026, based on estimated participation and contribution rates, purchase prices based on the applicable offering date prices, and the \$25,000 limit under Section 423(b)(8) of the Internal Revenue Code.
+
+During Fiscal 2026, we granted an aggregate of 69,186,497 shares under our 2007 Plan in the form of RSUs and PSUs, 1,041,733 of which were granted to our NEOs, 21,588 of which were granted to our non-employee directors, and 68,123,176 of which were granted to our other employees. For this purpose, PSUs are counted in the year of grant at the maximum number of shares that may become eligible to vest. Also during Fiscal 2026, an aggregate of 13,226,923 shares were purchased under our ESPP, 4,655 of which were purchased by our NEOs, and 13,222,268 of which were purchased by our other employees. Our non-employee directors are not eligible to participate in our ESPP.
+
+## Additional Information
+
+## Delinquent Section 16(a) Reports
+
+Section 16(a) of the Exchange Act requires our executive officers, directors and persons who own more than 10% of a registered class of our equity securities to file initial reports of ownership and reports of changes in ownership of our common stock and other equity securities with the SEC. Executive officers, directors and greater than 10% stockholders are required by SEC regulations to furnish us with copies of all Section 16(a) forms they file. To our knowledge, based solely on a review of the copies of such reports furnished to us and written representations that no other reports were required, all Section 16(a) filing requirements applicable to individuals who were, during Fiscal 2026, our executive officers, directors and greater than 10% beneficial owners were complied with.
+
+## Other Matters
+
+The Board knows of no other matters that will be presented for consideration at the 2026 Meeting. If any other matters are properly brought before the 2026 Meeting, it is the intention of the persons named in the accompanying proxy to vote on such matters in accordance with their best judgment.
+
+## By Order of the Board of Directors
+
+![](images/11f775eea171c32e335802e170831464b6cf8ae2651336621162b6375bcc449f.jpg)
+
+## Timothy S. Teter
+
+Secretary
+
+May 12, 2026
+
+A COPY OF OUR ANNUAL REPORT ON FORM 10-K FOR THE FISCAL YEAR ENDED JANUARY 25, 2026 AS FILED WITH THE SEC IS BEING FURNISHED TO STOCKHOLDERS CONCURRENTLY HEREWITH. UPON WRITTEN REQUEST, WE WILL PROVIDE, WITHOUT CHARGE, AN ADDITIONAL COPY OF THE ANNUAL REPORT. STOCKHOLDERS MAY SUBMIT THEIR REQUESTS TO: INVESTOR RELATIONS, NVIDIA CORPORATION, 2788 SAN TOMAS EXPRESSWAY, SANTA CLARA, CALIFORNIA 95051 OR TO SHAREHOLDERMEETING@NVIDIA.COM. WE WILL ALSO FURNISH A COPY OF ANY EXHIBIT TO THE ANNUAL REPORT ON FORM 10-K IF SPECIFICALLY REQUESTED IN WRITING.
+
+NVIDIA and the NVIDIA logo are either registered trademarks or trademarks of NVIDIA Corporation in the United States and other countries. Other company names used in this publication are for identification purposes only and may be trademarks of their respective companies.
+
+## FORM 10-K
+
+ANNUAL REPORT PURSUANT TO SECTION 13 OR 15(d) OF THE SECURITIES EXCHANGE ACT OF 1934
+
+For the fiscal year ended January 25, 2026
+
+OR
+
+☐ TRANSITION REPORT PURSUANT TO SECTION 13 OR 15(d) OF THE SECURITIES EXCHANGE ACT OF 1934
+
+Commission file number: 0-23985
+
+![](images/c7d5c43bbe8251611e07dda75a83fbba506eab1d2bf1a87739b06de4a60096c4.jpg)
+
+## NVIDIA.
+
+## NVIDIA CORPORATION
+
+(Exact name of registrant as specified in its charter)
+
+Delaware
+
+(State or other jurisdiction of
+
+incorporation or organization)
+
+94-3177549
+
+(I.R.S. Employer
+
+Identification No.)
+
+2788 San Tomas Expressway, Santa Clara, California
+
+(Address of principal executive offices)
+
+95051
+
+(Zip Code)
+
+Registrant's telephone number, including area code: (408) 486-2000
+
+Securities registered pursuant to Section 12(b) of the Act:
+
+Title of each class
+
+Common Stock, \$0.001 par value per share
+
+Trading Symbol(s)
+
+NVDA
+
+Name of each exchange on which registered
+
+The Nasdaq Global Select Market
+
+Securities registered pursuant to Section 12(g) of the Act:
+
+None
+
+Indicate by check mark if the registrant is a well-known seasoned issuer, as defined in Rule 405 of the Securities Act. Yes ☒ No □
+
+Indicate by check mark if the registrant is not required to file reports pursuant to Section 13 or Section 15(d) of the Act. Yes □ No ☒
+
+Indicate by check mark whether the registrant (1) has filed all reports required to be filed by Section 13 or 15(d) of the Securities Exchange Act of 1934 during the preceding 12 months (or for such shorter period that the registrant was required to file such reports), and (2) has been subject to such filing requirements for the past 90 days. Yes ☑ No □
+
+Indicate by check mark whether the registrant has submitted electronically every Interactive Data File required to be submitted pursuant to Rule 405 of Regulation S-T ( $§232.405$ of this chapter) during the preceding 12 months (or for such shorter period that the registrant was required to submit such files). Yes ☑ No □
+
+Indicate by check mark whether the registrant is a large accelerated filer, an accelerated filer, a non-accelerated filer, a smaller reporting company, or an emerging growth company. See the definitions of "large accelerated filer," "accelerated filer," "smaller reporting company," and "emerging growth company" in Rule 12b-2 of the Exchange Act.
+
+Large accelerated filer ☒ Accelerated filer ☐ Non-accelerated filer ☐ Smaller reporting company ☐ Emerging growth company ☐
+
+If an emerging growth company, indicate by check mark if the registrant has elected not to use the extended transition period for complying with any new or revised financial accounting standards provided pursuant to Section 13(a) of the Exchange Act. □
+
+Indicate by check mark whether the registrant has filed a report on and attestation to its management's assessment of the effectiveness of its internal control over financial reporting under Section 404(b) of the Sarbanes-Oxley Act (15 U.S.C. 7262(b)) by the registered public accounting firm that prepared or issued its audit report. ☒
+
+If securities are registered pursuant to Section 12(b) of the Act, indicate by check mark whether the financial statements of the registrant included in the filing reflect the correction of an error to previously issued financial statements. □
+
+Indicate by check mark whether any of those error corrections are restatements that required a recovery analysis of incentive-based compensation received by any of the registrant's executive officers during the relevant recovery period pursuant to §240.10D-1(b). □
+
+Indicate by check mark whether the registrant is a shell company (as defined in Rule 12b-2 of the Act). Yes □ No ✗
+
+The aggregate market value of the voting stock held by non-affiliates of the registrant as of July 25, 2025 was approximately \$4.0 trillion (based on the closing sales price of the registrant's common stock as reported by the Nasdaq Global Select Market on July 25, 2025). This calculation excludes 1.0 billion shares held by directors and executive officers of the registrant. This calculation does not exclude shares held by such organizations whose ownership exceeds 5% of the registrant's outstanding common stock that have represented to the registrant that they are registered investment advisers or investment companies registered under section 8 of the Investment Company Act of 1940.
+
+The number of shares of common stock outstanding as of February 20, 2026 was 24.3 billion.
+
+## DOCUMENTS INCORPORATED BY REFERENCE
+
+Portions of the registrant's Proxy Statement for its 2026 Annual Meeting of Shareholders to be filed with the Securities and Exchange Commission pursuant to Regulation 14A not later than 120 days after the end of the fiscal year covered by this Annual Report on Form 10-K are incorporated by reference into Part III, Items 10-14 of this Annual Report on Form 10-K.
+
+## Part I
+
+Item 1. Business 4
+
+Item 1A. Risk Factors 12
+
+Item 1B. Unresolved Staff Comments 32
+
+Item 1C Cybersecurity 32
+
+Item 2. Properties 33
+
+Item 3. Legal Proceedings 33
+
+Item 4. Mine Safety Disclosures 33
+
+## Part II
+
+Item 5. Market for Registrant’s Common Equity, Related Stockholder Matters and Issuer Purchases of Equity Securities 33
+
+Item 6. [Reserved] 35
+
+Item 7. Management's Discussion and Analysis of Financial Condition and Results of Operations 36
+
+Item 7A. Quantitative and Qualitative Disclosures About Market Risk 44
+
+Item 8. Financial Statements and Supplementary Data 45
+
+Item 9. Changes in and Disagreements with Accountants on Accounting and Financial Disclosure 45
+
+Item 9A. Controls and Procedures 45
+
+Item 9B. Other Information 46
+
+Item 9C. Disclosure Regarding Foreign Jurisdictions that Prevent Inspections 46
+
+## Part III
+
+Item 10. Directors, Executive Officers and Corporate Governance 46
+
+Item 11. Executive Compensation 47
+
+Item 12. Security Ownership of Certain Beneficial Owners and Management and Related Stockholder Matters 47
+
+Item 13. Certain Relationships and Related Transactions, and Director Independence 47
+
+Item 14. Principal Accountant Fees and Services 47
+
+## Part IV
+
+Item 15. Exhibits and Financial Statement Schedules 48
+
+Item 16. Form 10-K Summary 83
+
+Signatures 84
+
+## Where You Can Find More Information
+
+Investors and others should note that we announce material financial information to our investors using our investor relations website, press releases, SEC filings and public conference calls and webcasts. We also use the following social media channels as a means of disclosing information about the company, our products, our planned financial and other announcements and attendance at upcoming investor and industry conferences, and other matters and for complying with our disclosure obligations under Regulation FD:
+
+NVIDIA Corporate Blog (blogs.nvidia.com/)
+
+NVIDIA Technical Blog (developer.nvidia.com/blog/)
+
+NVIDIA LinkedIn (linkedin.com/company/nvidia)
+
+NVIDIA Facebook (facebook.com/nvidia)
+
+NVIDIA Instagram (instagram.com/nvidia)
+
+NVIDIA X (x.com/nvidia)
+
+NVIDIA Threads (threads.com/@nvidia)
+
+NVIDIA Investor Relations (investor.nvidia.com)
+
+NVIDIA YouTube (YouTube.com/nvidia).
+
+The information we post through these social media channels may be deemed material. Accordingly, investors should monitor these channels, in addition to following our press releases, SEC filings and public conference calls and webcasts. This list may be updated from time to time. The information we post through these channels is not a part of this Annual Report on Form 10-K.
+
+## Forward-Looking Statements
+
+This Annual Report on Form 10-K contains forward-looking statements within the meaning of Section 27A of the Securities Act of 1933, as amended, and Section 21E of the Securities Exchange Act of 1934, as amended, which are subject to the “safe harbor” created by those sections based on management’s beliefs and assumptions and on information currently available to our management. In some cases, you can identify forward-looking statements by terms such as “may,” “will,” “should,” “could,” “goal,” “would,” “expect,” “plan,” “anticipate,” “believe,” “estimate,” “project,” “predict,” “potential,” and similar expressions intended to identify forward-looking statements. These statements involve known and unknown risks, uncertainties and other factors, which may cause our actual results, performance, time frames or achievements to be materially different from any future results, performance, time frames or achievements expressed or implied by the forward-looking statements. We discuss many of these risks, uncertainties, and other factors in this Annual Report on Form 10-K in greater detail under the heading “Risk Factors.” Given these risks, uncertainties, and other factors, you should not place undue reliance on these forward-looking statements. Also, these forward-looking statements represent our estimates and assumptions only as of the date of this filing. You should read this Annual Report on Form 10-K completely and understand that our actual future results may be materially different from what we expect. We hereby qualify our forward-looking statements by these cautionary statements. Except as required by law, we assume no obligation to update these forward-looking statements publicly, or to update the reasons actual results could differ materially from those anticipated in these forward-looking statements, even if new information becomes available in the future.
+
+All references to “NVIDIA,” “we,” “us,” “our,” or the “Company” mean NVIDIA Corporation and its subsidiaries.
+
+In addition, statements that “we believe” and similar statements reflect our beliefs and opinions on the relevant subject. These statements are based upon information available to us as of the filing date of this Annual Report on Form 10-K, and while we believe such information forms a reasonable basis for such statements, such information may be limited or incomplete, and our statements should not be read to indicate that we have conducted an exhaustive inquiry into, or review of, all potentially available relevant information. These statements are inherently uncertain, and investors are cautioned not to unduly rely upon these statements.
+
+© 2026 NVIDIA Corporation. All rights reserved.
+
+## Part I
+
+## Item 1. Business
+
+## Our Company
+
+NVIDIA pioneered accelerated computing to help solve the most challenging computational problems. NVIDIA is now a data center scale AI infrastructure company reshaping all industries.
+
+Our technology stack includes the foundational NVIDIA CUDA development platform that runs on all NVIDIA GPUs, as well as hundreds of domain-specific software libraries, frameworks, algorithms, software development kits, or SDKs, and application programming interfaces, or APIs. This deep and broad software stack accelerates the performance and facilitates the deployment of NVIDIA accelerated computing for computationally intensive workloads such as artificial intelligence, or AI, model training and inference, data analytics, scientific computing, robotics, and 3D graphics, with vertical-specific optimizations to address industries ranging from healthcare and telecom to automotive and manufacturing.
+
+Introduced with the Blackwell architecture, our data-center-scale offerings feature extreme co-design where the infrastructure's chips, networking, systems, software, and algorithms are holistically architected and optimized to maximize performance and scale. Hundreds of thousands of GPUs can be interconnected to function as a single giant computer. This type of data center architecture and scale is needed for the development and deployment of modern AI and accelerated computing applications.
+
+The GPU was initially used to simulate human imagination, enabling the virtual worlds of video games and films. Today, it also simulates human intelligence, enabling a deeper understanding of language, science, and the physical world. Its parallel processing capabilities, supported by tens of thousands of computing cores, are essential for deep learning algorithms. This form of AI, in which software writes itself by learning from large amounts of data, can serve as the brain of computers, robots, and self-driving cars that can perceive, understand and reason about the world. GPU-powered AI solutions are being developed by thousands of enterprises to deliver services and products that would have been immensely difficult or even impossible with traditional coding. Examples include generative AI, which can create new content such as text, code, images, audio, video, molecule structures, and recommendation systems; and agentic AI where systems of AI models work in concert to automatically complete a task.
+
+NVIDIA has a platform strategy, bringing together hardware, systems, software, algorithms, libraries, AI models and training data sets, and services to create unique value for the markets we serve. While the computing requirements of these end markets are diverse, we address them with a unified underlying programmable architecture allowing us to support several multi-billion-dollar end markets with the same underlying technology by using a variety of software stacks developed either internally or by third-party developers and partners. The large and growing number of developers and installed base across our platforms strengthens our ecosystem and increases the value of our platform for our customers.
+
+Innovation is at our core. We have invested over \$76.7 billion in research and development since our inception, yielding inventions that are essential to modern computing. Our invention of the GPU in 1999 sparked the growth of the PC gaming market and redefined computer graphics. With our introduction of CUDA in 2006, we opened the parallel processing capabilities of our GPU to a broad range of compute-intensive applications, paving the way for the emergence of modern AI. In 2012, the AlexNet neural network, trained on NVIDIA GPUs, won the ImageNet computer image recognition competition, marking the “Big Bang” moment of AI. We introduced our first Tensor Core GPU in 2017, built from the ground-up for the new era of AI, and our first autonomous driving system-on-chips, or SoC, in 2018. Our acquisition of Mellanox in 2020 expanded our offerings to include networking, enabled our platforms to be data center scale, and led to the introduction of a new processor class – the data processing unit, or DPU. Over the past 5 years, we have built full software stacks that run on top of our GPUs and CUDA to bring AI to the world’s largest industries, including NVIDIA DRIVE stack for autonomous driving, Clara for healthcare, Omniverse for physical AI applications, and NVIDIA AI Enterprise software – essentially an operating system for enterprise AI applications. In 2023, we introduced our first data center CPU, Grace, built for giant-scale AI and high-performance computing, or HPC. In 2024, we launched the NVIDIA Blackwell architecture – connecting 36 Grace CPUs and 72 Blackwell GPUs in a data center scale, liquid-cooled design – for real-time trillion-parameter inference and training. In fiscal year 2026, we launched and scaled the NVIDIA Blackwell Ultra platform, optimized for agentic, reasoning, and physical AI. Building on the architectural breakthroughs of Blackwell and leveraging Dynamo inference software, it delivers a significant increase in token throughput and reduction in cost per token compared to the Hopper generation. More recently, in support of market development, we have accelerated the release cadence of our open AI model platforms including NVIDIA Nemotron for agentic AI and Cosmos for physical AI. With a strong engineering culture, we drive fast, yet harmonized, product and technology innovations in all dimensions of computing including silicon, systems, networking, software and algorithms. More than half of our engineers work on software.
+
+All major cloud service providers, or CSPs, AI model makers, and enterprises use our data center-scale infrastructure and computing platforms to accelerate the services and offerings they deliver to billions of end users and customers, including AI solutions and assistants, AI foundation models, advertising, search, recommendation systems, social networking, data processing, online shopping, live video, and translation. AI model makers use our infrastructure and software hosted at CSPs to develop, build and run AI models, product offerings, and services.
+
+Enterprises and startups across a broad range of industries use our accelerated computing platforms to build new generative and agentic AI-enabled products and services, and/or to dramatically accelerate and reduce the costs of their workloads and workflows. The enterprise software industry uses them for new AI assistants, chatbots, and agents; the transportation industry for autonomous driving; the healthcare industry for accelerated and computer-aided drug discovery; and the financial services industry for customer support and fraud detection.
+
+Researchers and developers use our computing solutions to accelerate a wide range of important applications, from simulating molecular dynamics to climate forecasting. With support for 6,000 applications, NVIDIA computing enables some of the most promising areas of discovery, from climate prediction to materials science and from wind tunnel simulation to genomics. Including GPUs and networking, NVIDIA powers over 78% of the supercomputers on the global TOP500 list, including 9 of the top 10 systems on the Green500 list.
+
+Gamers choose NVIDIA GPUs to enjoy immersive, increasingly cinematic virtual worlds. In addition to serving the growing number of gamers, the market for PC GPUs is expanding because of the growing population of live streamers, broadcasters, artists, and creators. With the advent of generative and agentic AI, we expect a broader set of PC users to choose NVIDIA GPUs for running these applications locally on their PC, which is critical for privacy, latency, and cost-sensitive AI applications.
+
+Professional artists, architects and designers use NVIDIA partner products accelerated with our GPUs and software platform for a range of creative, engineering, and design use cases, such as creating visual effects in movies or designing buildings and products. In addition, generative and agentic AI is expanding the market for our workstation-class GPUs, as more enterprise customers develop and deploy AI applications with their data on-premises.
+
+Headquartered in Santa Clara, California, NVIDIA was incorporated in California in April 1993 and reincorporated in Delaware in April 1998.
+
+## Our Businesses
+
+We report our business results in two segments.
+
+The Compute & Networking segment includes our Data Center accelerated computing and networking platforms and AI solutions and software, and Automotive platforms and autonomous and electric vehicle solutions including software.
+
+The Graphics segment includes GeForce GPUs for gaming and PCs, and Quadro/NVIDIA RTX GPUs for enterprise workstation graphics.
+
+## Our Markets
+
+We specialize in markets where our computing and AI infrastructure platforms can provide tremendous acceleration for applications. These platforms incorporate processors, interconnects, software, algorithms, systems, and services to deliver unique value. Our platforms address four large markets where our expertise is critical: Data Center, Gaming, Professional Visualization, and Automotive.
+
+## Data Center
+
+The NVIDIA Data Center platform is focused on accelerating compute-intensive workloads, such as AI, data processing, graphics, robotics, and scientific computing, delivering superior total cost of ownership relative to conventional CPU-only approaches. It is deployed in cloud, hyperscale, on-premises and edge data centers. The platform consists of data center compute and networking infrastructure offerings typically delivered to customers as rack-scale systems, subsystems, or modules, along with software and services.
+
+Our Data Center infrastructure systems include supercomputing platforms and servers, bringing together our higher performance, energy efficient GPUs, CPUs, interconnects, and fully optimized AI and HPC software stacks. In addition, they include a growing body of acceleration libraries, AI models and training data sets, APIs, SDKs, and domain-specific application frameworks.
+
+Our networking offerings include NVLink interconnects and switches, end-to-end platforms for InfiniBand and Ethernet, consisting of network adapters, cables, DPUs, switch chips and systems, as well as software. This has enabled us to architect data center-scale computing platforms that can interconnect up to hundreds of thousands of compute nodes with high-performance networking. Fueled by an expansion in AI and HPC workloads, the data center has become the new unit of computing, with networking as an integral part. In fiscal year 2026, we introduced NVIDIA NVLink Fusion to enable hyperscalers and custom ASIC designers to integrate custom CPUs and XPUs with our platform.
+
+Our customers include all major public and private cloud providers, AI model makers, enterprises and startups, and public sector entities. We work with industry leaders to help build or transform their applications and data center infrastructure. Some of our direct customers include original equipment manufacturers, or OEMs, original device manufacturers, or
+
+ODMs, system integrators and distributors which we partner with to help bring our products to market. We also have partnerships in automotive, healthcare, financial services, manufacturing, retail, and technology among others, to accelerate the adoption of AI.
+
+At the foundation of the NVIDIA accelerated computing platform are our GPUs, which excel at parallel workloads such as the training and inferencing of neural networks. These Data Center systems are extreme co-designed with the GPU, CPU, NVLink switch, DPU, NIC, and scale-out networking along with software stacks and algorithms to deliver data center-scale computing solutions.
+
+While our approach starts with powerful chips, what makes it a full-stack computing platform is our large body of software, including the CUDA development platform, the CUDA-X collection of acceleration libraries, AI models and training data sets, APIs, SDKs, and domain-specific application frameworks.
+
+In addition to software delivered to customers as an integral part of our data center computing and networking platform, we offer paid licenses to NVIDIA AI Enterprise, a comprehensive suite of enterprise-grade AI software and NVIDIA vGPU software for graphics-rich virtual desktops and workstations.
+
+In fiscal year 2025, we launched the NVIDIA Blackwell architecture, a full set of data center scale infrastructure that includes GPUs, CPUs, DPUs, interconnects, switch chips and systems, and networking adapters. Blackwell excels at processing cutting edge generative AI and accelerated computing workloads with market leading performance and efficiency. Offered in a number of configurations, for customers across industries and a diverse set of AI and accelerated computing use cases. In fiscal year 2026, we unveiled the NVIDIA Rubin platform, which is expected to commence production shipments in the second half of fiscal year 2027. Built for agentic AI and reasoning, it excels at processing multi-step problem-solving and massive long-context workflows, delivering up to a 10x reduction in cost per token compared to Blackwell.
+
+For physical AI, we provide an end-to-end platform spanning data center infrastructure, open models, systems, embedded compute modules, and software stacks to train, simulate, and deploy advanced automation and robotics solutions.
+
+## Gaming
+
+Gaming is the largest entertainment industry, with PC gaming as the predominant platform. Many factors propel its growth, including new high production value games, the continued rise of eSports, social connectivity and the increasing popularity of game streamers, modders, or gamers who remaster games, and creators.
+
+Our products for the gaming market include GeForce RTX GPUs for gaming desktop and laptop PCs, GeForce NOW cloud gaming service, as well as SoCs and development services for game consoles.
+
+Our gaming platforms leverage our GPUs and sophisticated software to enhance the gaming experience with smoother, higher quality graphics. NVIDIA RTX features ray tracing technology for real-time, cinematic-quality rendering, and deep learning super sampling, or NVIDIA DLSS, our AI technology that boosts frame rates while generating high-quality images for games. RTX GPUs also feature NVIDIA tensor core technology making them well suited to accelerate a new generation of on-device AI applications.
+
+In fiscal year 2025, we announced the NVIDIA Blackwell GeForce RTX 50 Series family of desktop and laptop GPUs. The Blackwell architecture introduced neural graphics which combines AI models with traditional rendering to boost game performance, image quality, and interactivity, as well as the next generation of our DLSS technology powered by a new transformer model architecture. In fiscal year 2026, we launched and scaled Blackwell architecture for gaming and GeForce NOW.
+
+## Professional Visualization
+
+We serve the Professional Visualization market by working closely with independent software vendors, or ISVs, to optimize their offerings for NVIDIA GPUs. Our GPU computing platform enhances productivity and introduces new capabilities for critical workflows in many fields, such as design, engineering, and digital content creation across a wide range of industry verticals. Additionally, the increasing number of generative and agentic AI applications is giving rise to the need for the enhanced AI and data processing capabilities of our RTX PRO GPUs.
+
+Many leading 3D design and content creation applications developed by our ecosystem partners support RTX, allowing professionals to accelerate and transform their workflows with NVIDIA RTX PRO GPUs and software. As these applications increasingly integrate AI, these GPUs are used and leverage the same Tensor Core technology found in our Data Center solutions.
+
+## Automotive
+
+Automotive is comprised of platform solutions for automated driving from the cloud to the car. Leveraging our technology leadership in AI and building on long-standing relationships across several hundred automotive ecosystem partners, we are delivering a full stack end-to-end solution for the AV market under the DRIVE Hyperion platform. This platform consists of development infrastructure, high-performance, energy efficient DRIVE AGX computing hardware running an in-vehicle operating system (DRIVE OS), a reference sensor set that supports full self-driving capability as well as an open, modular DRIVE software platform for autonomous driving, mapping, and parking services, and intelligent in-vehicle experiences.
+
+## Business Strategies
+
+NVIDIA's key strategies that shape our overall business approach include:
+
+Advancing the NVIDIA accelerated computing platform. Our accelerated computing platform can solve complex problems in significantly less time and with lower power consumption than alternative computational approaches. It can help solve problems that were previously deemed unsolvable. We work to deliver continued performance leaps that outpace Moore's Law by leveraging innovation across the architecture, chip design, system, interconnect, algorithm, and software layers. This full-stack innovation approach allows us to deliver order-of-magnitude performance advantages relative to legacy approaches in our target markets, which include Data Center, Gaming, Professional Visualization, and Automotive. While the computing requirements of these end markets are diverse, we address them with a unified underlying architecture leveraging our GPUs, CPUs, CUDA and networking technologies as the fundamental building blocks. The programmable nature of our architecture allows us to make leveraged investments in research and development: we can support several multi-billion-dollar end markets with shared underlying technology by using a variety of software stacks developed either internally or by third-party developers and partners. We utilize this platform approach in each of our target markets.
+
+Extending our technology and platform leadership in AI. We provide a complete, end-to-end accelerated computing platform for AI, addressing both training and inferencing. This includes full-stack data center-scale compute and networking solutions across processing units, interconnects, systems, and software. Our compute solutions include all three major processing units in AI servers – GPUs, CPUs, and DPUs. GPUs are uniquely suited to AI, and we will continue to add AI-specific features to our GPU architecture to further extend our leadership position.
+
+In addition, we offer NVIDIA AI Enterprise—a comprehensive software suite designed to simplify the development and deployment of production-grade, end-to-end generative AI applications. NVIDIA AI Enterprise includes: NVIDIA NIM, which increases token throughput using industry-leading open and proprietary models; NVIDIA NeMo, a complete solution for curating, fine-tuning, reinforcement learning, evaluating, and safeguarding domain-adapted models; and AI Blueprints, pre-built, runnable templates that help enterprises build, optimize, and deploy AI agents while preserving privacy. These tools enable organizations to securely develop and run AI applications on NVIDIA-accelerated infrastructure anywhere.
+
+Our AI technology leadership is reinforced by our large and expanding ecosystem. Our computing platforms are available from virtually every major server maker and CSP, as well as on our own AI supercomputers. There are over 7.5 million developers worldwide using CUDA and our other software tools to help deploy our technology in our target markets. We are the leader in accelerating and releasing open AI models which enterprises, sovereigns, and startups can leverage to develop and run applications on our platform. We evangelize AI through partnerships with hundreds of universities and tens of thousands of startups through our Inception program. Additionally, our Deep Learning Institute provides instruction on the latest techniques on how to design, train, and deploy neural networks in applications using our accelerated computing platform.
+
+Extending our technology and platform leadership in computer graphics. We believe that computer graphics infused with AI is fundamental to the continued expansion and evolution of computing. We apply our research and development resources to enhance the user experience for consumer entertainment and professional visualization applications and create new virtual world and simulation capabilities. Our technologies are instrumental in driving the gaming, design, and creative industries forward, as developers leverage our libraries and algorithms to deliver an optimized experience on our GeForce and NVIDIA RTX platforms. Our computer graphics platforms leverage AI end-to-end, from the developer tools and cloud services to the Tensor Cores included in all RTX-class GPUs. Blackwell GPUs' advanced AI and neural rendering capabilities combined with NVIDIA's world-class AI software stacks significantly accelerate AI workloads running locally on PCs. Omniverse is real-time 3D design collaboration and virtual world simulation software that empowers artists, designers, and creators to connect and collaborate in leading design applications.
+
+Advancing the leading autonomous vehicle platform. We believe the advent of autonomous vehicles, or AV, and electric vehicles, or EV, is revolutionizing the transportation industry. The algorithms required for autonomous driving - such as reasoning, perception, localization, and planning - are too complex for legacy hand-coded approaches and will use multiple neural networks instead. Therefore, we provide an AI-based hardware and software solution, designed and implemented from the ground up based on automotive safety standards, for the AV and EV market under the DRIVE brand, which we are bringing to market through our partnerships across the transportation industry including with automotive OEMs, mobility service providers, robotaxis, tier-1 suppliers, and start-ups. Our AV solution also includes the GPU-based hardware required to train the neural networks before their in-vehicle deployment, as well as to re-simulate their operation prior to any over-the-air software updates. We believe our comprehensive, top-to-bottom and end-to-end approach will enable the transportation industry to solve the complex problems arising from the shift to autonomous driving.
+
+Leveraging our intellectual property, or IP. We believe our IP is a valuable asset that can be accessed by our customers and partners through license and development agreements when they desire to build such capabilities directly into their own products or have us do so through a custom development. Such license and development arrangements can further enhance the reach of our technology.
+
+## Sales and Marketing
+
+Our worldwide sales and marketing strategy is key to achieving our objective of providing markets with our high-performance and efficient computing platforms and software. Our sales and marketing teams, located across our global markets, work closely with customers and various industry ecosystems through our partner network. Our partner network incorporates global, regional and specialized CSPs, OEMs, ODMs, ISVs, global system integrators, add-in board manufacturers, or AIBs, distributors, automotive manufacturers and tier-1 automotive suppliers, and other ecosystem participants.
+
+Members of our sales team have technical expertise and product and industry knowledge. We also employ a team of application engineers and solution architects to provide pre-sales assistance to our partner network in designing, testing, and qualifying system designs that incorporate our platforms. For example, our solution architects work with CSPs to provide pre-sales assistance to enable our customers to optimize their hardware and software infrastructure for generative and agentic AI and LLM training and deployment. They also work with foundation model and enterprise software developers to enable our customers to optimize the training and fine-tuning of their models and services, and with enterprise end-users, often in collaboration with their global system integrator of choice, to fine-tune models and build AI applications. We believe that the depth and quality of our design support are key to improving our partner network's time-to-market, maintaining a high level of customer satisfaction, and fostering relationships that encourage our customers and partner network to use the next generation of our products within each platform.
+
+To encourage the development of applications optimized for our platforms and software, we seek to establish and maintain strong relationships in the software development community. Engineering and marketing personnel engage with key software developers to promote and discuss our platforms, as well as to ascertain individual product requirements and solve technical problems. Our developer program supports the development of AI frameworks, SDKs, and APIs for software applications and game titles that are optimized for our platforms. Our Deep Learning Institute provides in-person and online training for developers in industries and organizations around the world to build AI and accelerated computing applications that leverage our platforms.
+
+## Seasonality
+
+Our computing platforms serve a diverse set of markets such as data centers, gaming, professional visualization, and automotive. Our desktop gaming products typically see stronger revenue in the second half of our fiscal year. Historical seasonality trends may not repeat.
+
+## Manufacturing
+
+We utilize a fabless and contracting manufacturing strategy, whereby we employ and partner with key suppliers for all phases of the manufacturing process, including wafer fabrication, assembly, testing, and packaging. We use the expertise of industry-leading suppliers that are certified by the International Organization for Standardization in such areas as fabrication, assembly, quality control and assurance, reliability, and testing. Additionally, we can avoid many of the significant costs and risks associated with owning and operating manufacturing operations. While we may directly procure certain raw materials used in the production of our products, such as memory, substrates, and a variety of components, our suppliers are responsible for procurement of most raw materials used in the production of our products. As a result, we can focus our resources on product design, quality assurance, marketing, and customer support. In periods of growth, we may place non-cancellable inventory orders for certain product components in advance of our historical lead times, pay premiums, or provide deposits to secure future supply and capacity and may need to continue to do so.
+
+We have expanded our supplier relationships to build redundancy and resilience in our operations to provide long-term manufacturing capacity aligned with growing customer demand. While currently our supply chain is mainly concentrated in Asia, we are expanding into the U.S. and Latin America. We utilize foundries, such as Taiwan Semiconductor Manufacturing Company Limited, or TSMC, and Samsung Electronics Co., Ltd., or Samsung, to produce our semiconductor wafers. We purchase memory from SK Hynix Inc., Micron Technology, Inc., and Samsung. We utilize CoWoS technology for semiconductor packaging. We engage with independent subcontractors and contract manufacturers such as Hon Hai Precision Industry Co., Ltd., Wistron Corporation, and Fabrinet to perform assembly, testing and packaging of our final products.
+
+## Competition
+
+The market for our products is intensely competitive and is characterized by rapid technological change and evolving industry standards. We believe that the principal competitive factors in this market are performance, breadth of product offerings, access to customers and partners and distribution channels, software support, conformity to industry standard APIs, manufacturing capabilities, processor pricing, and total system costs. We believe that our ability to remain competitive will depend on how well we are able to anticipate the features and functions that customers and partners will demand and whether we are able to deliver consistent volumes of our products at acceptable levels of quality and at competitive prices. We expect competition to increase from both existing competitors and new market entrants with products that may be lower priced than ours or may provide better performance or additional features not provided by our products. In addition, it is possible that new competitors or alliances among competitors could emerge and acquire significant market share.
+
+A significant source of competition comes from companies that provide or intend to provide GPUs, CPUs, DPUs, embedded SoCs, and other accelerated, AI computing processor products, and providers of semiconductor-based high-performance interconnect products based on InfiniBand, Ethernet, Fibre Channel, and proprietary technologies. Some of our competitors may have greater marketing, financial, distribution and manufacturing resources than we do and may be more able to adapt to customers or technological changes. We expect an increasingly competitive environment in the future.
+
+Our current competitors include:
+
+- suppliers and licensors of hardware and software for discrete and integrated GPUs, custom chips and other accelerated computing solutions, including solutions offered for AI, such as Advanced Micro Devices, Inc., or AMD, Huawei Technologies Co. Ltd., or Huawei, and Intel Corporation, or Intel;  
+- large cloud services companies with internal teams designing hardware and software that incorporate accelerated or AI computing functionality as part of their internal solutions or platforms, such as Alibaba Group, Alphabet Inc., Amazon, Inc., or Amazon, Baidu, Inc., Huawei, and Microsoft Corporation, or Microsoft;  
+- suppliers of Arm-based CPUs and companies that incorporate hardware and software for CPUs as part of their internal solutions or platforms, such as Amazon, Huawei, and Microsoft;  
+- suppliers of hardware and software for SoC products that are used in servers or embedded into automobiles, autonomous machines, and gaming devices, such as Ambarella, Inc., AMD, Broadcom, Intel, Qualcomm Incorporated, Renesas Electronics Corporation, and Samsung, or companies with internal teams designing SoC products for their own products and services, such as Tesla, Inc.; and  
+- networking products consisting of switches, network adapters (including DPUs), and cable solutions (including optical modules) include such as AMD, Arista Networks, Broadcom, Cisco Systems, Inc., Hewlett Packard Enterprise Company, Huawei, Intel, Lumentum Holdings Inc., and Marvell Technology, Inc, as well as internal teams of system vendors and large cloud services companies.
+
+## Patents and Proprietary Rights
+
+We rely primarily on a combination of patents, trademarks, trade secrets, employee and third-party nondisclosure agreements, and licensing arrangements to protect our IP in the United States and internationally. Our currently issued patents have expiration dates from March 2026 to June 2045. We have numerous patents issued, allowed, and pending in the United States and in foreign jurisdictions. Our patents and pending patent applications primarily relate to our products and the technology used in connection with our products. We also rely on international treaties, organizations, and foreign laws to protect our IP. The laws of certain foreign countries in which our products are or may be manufactured or sold, including various countries in Asia, may not protect our products or IP rights to the same extent as the laws of the United States. This decreased protection makes the possibility of piracy of our technology and products more likely. We continuously assess whether and where to seek formal protection for innovations and technologies based on such factors as:
+
+• the location in which our products are manufactured;  
+• our strategic technology or product directions in different countries;  
+• the degree to which IP laws exist and are meaningfully enforced in different jurisdictions; and  
+- the commercial significance of our operations and our competitors' operations in particular countries and regions.
+
+We have licensed technology from third parties and expect to continue entering such license agreements.
+
+## Government Regulations
+
+Our worldwide business activities are subject to various laws, rules, and regulations of the United States as well as of foreign governments.
+
+Over the past three years, we have been subject to a series of shifting and expanding export control restrictions, impacting our ability to serve customers outside the United States.
+
+In August 2022, the U.S. government, or USG, announced export restrictions and export licensing requirements targeting China's semiconductor and supercomputing industries. These restrictions impacted exports of certain chips, as well as software, hardware, equipment and technology used to develop, produce and manufacture certain chips to China (including Hong Kong and Macau) and Russia, and specifically impact our A100 and H100 integrated circuits, DGX or any other systems or boards which incorporate A100 or H100 integrated circuits. In July 2023, the USG also informed us of an additional licensing requirement for a subset of A100 and H100 products destined to certain customers and other regions, including some countries in the Middle East.
+
+In October 2023, the USG announced new and updated licensing requirements for exports to China and Country Groups D:1, D:4, and D:5 (including but not limited to Saudi Arabia, the United Arab Emirates, and Vietnam, but excluding Israel) of our products exceeding certain performance thresholds, including, but not limited to, the A100, A800, H100, H800, L4, L40, L40S RTX 4090, GB200 NVL72, and B200. The licensing requirements also apply to the export of products exceeding certain performance thresholds to a party headquartered in, or with an ultimate parent headquartered in, Country Group D5, including China.
+
+In April 2025, the USG informed us that it requires a license for export to China (including Hong Kong and Macau) and D:5 countries, or to companies headquartered or with an ultimate parent therein, of our H2O integrated circuits and any other circuits achieving the H2O's memory bandwidth, interconnect bandwidth, or combination thereof. As a result of these requirements, we incurred a \$4.5 billion charge in the first quarter of fiscal year 2026 associated with H2O for excess inventory and purchase obligations, as the demand for H2O products diminished.
+
+In August 2025, the USG granted licenses that would allow us to ship certain H2O products to certain China-based customers. We generated approximately \$60 million in H2O revenue under those licenses. USG officials expressed an expectation that the USG will receive 15% or more of the revenue generated from licensed sales of our products, but the USG did not publish a regulation codifying such requirement.
+
+In February 2026, the USG granted a license that would allow us to ship small amounts of H200 products to specific China-based customers. To date, we have not generated any revenue under the H200 licensing program, and do not yet know whether any imports will be allowed into China. The license requires that the H200s go through an inspection process in the United States prior to any shipment to the customer. As a result, any H200 shipped under the new licensing program will be subject to a 25% tariff upon importation into the United States.
+
+In the event that we are able to sell licensed products into the China market, we may not be able to pass along all or any of the tariff to our customers, and may be subject to litigation, increased costs, and a harmed competitive position.
+
+The export controls applicable to China are complex and address a variety of parameters, including the total processing performance of a chip, the “performance density” of a chip, the interconnect bandwidth of a chip, and the memory bandwidth of a chip. Under the current rules and geopolitical landscape, we are unable to create and deliver a competitive product for China’s data center market that receives approval from both the USG and the Chinese government. As of the end of fiscal year 2026, we were effectively foreclosed from competing in China's data center computing/compute market, and our effective foreclosure from the China market helped our competitors build larger developer and customer ecosystems to challenge us worldwide. Unless we are able to return with a product that meets the approval of both the USG and the Chinese government, our lost opportunity and the benefit to our competitors will have a material and adverse impact on our business, operating results, and financial condition.
+
+In addition to controls targeting D:1, D:4 and D:5 countries, the USG has also imposed worldwide export controls impacting our products, and may impose additional controls in the future.
+
+In January 2025, the USG published the AI Diffusion IFR in the Federal Register. The IFR would have imposed a worldwide licensing requirement on our data center products, such as our H200, GB200 and GB300. The AI Diffusion IFR would have divided the world into three tiers, relegating most countries to “Tier 2” status, and would have created a complex and burdensome scheme for licensing approvals.
+
+In May 2025, the USG announced that it would rescind the AI Diffusion IFR and implement a replacement rule. The scope, timing, and requirements of the forthcoming rule remain uncertain. The replacement rule may impose new restrictions on our products or operations and/or add license requirements that could have a material impact on our business, operating results, and financial condition. For example, in October 2025, the Senate passed the “GAIN AI Act” in the NDAA. The GAIN AI Act would restrict the Trump Administration’s ability to adapt the Biden Administration’s export control rules, and could also allow private U.S. persons to review and overturn licensing and foreign policy decisions made by the Trump Administration.
+
+Our competitive position has been harmed by export controls, and our competitive position and future results will be further harmed, over the long term, if the restrictions remain in place or are expanded in geographic, customer, or product scope, if customers purchase product from competitors, if customers develop their own internal solution, if we are unable to provide contractual warranty or other extended service obligations, if the USG does not grant licenses in a timely manner or denies licenses to significant customers or if we incur significant transition costs.
+
+The licensing process may not be resolved before significant business opportunities evaporate. Even if the USG grants any requested licenses, the licenses have already and may in the future be temporary, impose burdensome conditions regarding the installation, maintenance, and use of such products, or include financial or economic requirements that we or our customers or end users cannot or choose not to fulfill. The licensing requirements have already and may in the future benefit certain of our competitors, as the licensing process will make our pre-sale and post-sale technical support efforts more cumbersome and less certain and encourage customers in China, the Middle East, and other regions to pursue alternatives to our products, including semiconductor suppliers based in China, Europe, and Israel.
+
+Additionally, restrictions imposed by the Chinese government on the duration of gaming activities and access to games may adversely affect our Gaming revenue, and even if we are able to participate in the China data center compute market, increased oversight of digital platform companies may adversely affect our Data Center revenue. The Chinese government has encouraged customers to purchase from our China-based competitors and discouraged customers from purchasing, importing, or using our data center products, including any China-specific product designed to comply with U.S. export controls.
+
+While we work to enhance the resiliency and redundancy of our supply chain, which is currently concentrated in Asia, new and existing export controls or changes to existing export controls could limit alternative manufacturing locations and negatively impact our business. Refer to “Item 1A. Risk Factors – Risks Related to Regulatory, Legal, Our Stock, and Other Matters” for a discussion of this potential impact.
+
+Compliance with laws, rules, and regulations has not otherwise had a material effect upon our capital expenditures, results of operations, or competitive position and we do not currently anticipate material capital expenditures for environmental control facilities. Compliance with existing or future governmental regulations, including, but not limited to, those pertaining to IP ownership and infringement, taxes, import and export requirements and tariffs, anti-corruption, business acquisitions, foreign exchange controls and cash repatriation restrictions, data privacy requirements, competition and antitrust, advertising, employment, product regulations, cybersecurity, environmental, health and safety requirements, the responsible use of AI, climate change, cryptocurrency, and consumer laws, could further increase our costs, impact our competitive position, and otherwise may have a material adverse impact on our business, financial condition and results of operations in subsequent periods. Refer to “Item 1A. Risk Factors” for a discussion of these potential impacts.
+
+## Human Capital Management
+
+As of the end of fiscal year 2026, we had approximately 42,000 employees in 38 countries; 31,000 were engaged in research and development and 11,000 were engaged in sales, marketing, operations, and administrative positions.
+
+To execute our business strategy successfully, we focus on recruiting, developing, and retaining top global talent.
+
+Within our workforce, more than 80 percent have technical roles and more than half of the workforce hold an advanced degree. Our employees also help to surface top talent, with over 40 percent of our new hires in fiscal year 2026 coming from employee referrals. In fiscal year 2026, our turnover rate was 3.7 percent.
+
+We invest in employee development through on-the-job trainings and tuition reimbursement programs.
+
+Our compensation and benefits are designed to reward performance and align employee interests with those of our shareholders through equity participation and comprehensive health and financial wellness programs. We also utilize employee listening systems to gather feedback and maintain an inclusive culture where hiring and promotions are based on merit.
+
+## Information About Our Executive Officers
+
+The following sets forth certain information regarding our executive officers, their ages, and positions as of February 20, 2026:
+
+<table><tr><td>Name</td><td>Age</td><td>Position</td></tr><tr><td>Jen-Hsun Huang</td><td>63</td><td>President and Chief Executive Officer</td></tr><tr><td>Colette M. Kress</td><td>58</td><td>Executive Vice President and Chief Financial Officer</td></tr><tr><td>Ajay K. Puri</td><td>71</td><td>Executive Vice President, Worldwide Field Operations</td></tr><tr><td>Debora Shoquist</td><td>71</td><td>Executive Vice President, Operations</td></tr><tr><td>Timothy S. Teter</td><td>59</td><td>Executive Vice President and General Counsel</td></tr></table>
+
+Jen-Hsun Huang co-founded NVIDIA in 1993 and has served as our President, Chief Executive Officer, and a member of the Board of Directors since our inception. From 1985 to 1993, Mr. Huang was employed at LSI Logic Corporation, a computer chip manufacturer, where he held a variety of positions including as Director of Coreware, the business unit responsible for LSI's SOC. From 1983 to 1985, Mr. Huang was a microprocessor designer for AMD, a semiconductor company. Mr. Huang holds a B.S.E.E. degree from Oregon State University and an M.S.E.E. degree from Stanford University.
+
+Colette M. Kress joined NVIDIA in 2013 as Executive Vice President and Chief Financial Officer. Prior to NVIDIA, Ms. Kress most recently served as Senior Vice President and Chief Financial Officer of the Business Technology and Operations Finance organization at Cisco Systems, Inc., a networking equipment company, since 2010. At Cisco, Ms. Kress was responsible for financial strategy, planning, reporting and business development for all business segments, engineering and operations. From 1997 to 2010 Ms. Kress held a variety of positions at Microsoft, a software company, including, beginning in 2006, Chief Financial Officer of the Server and Tools division, where Ms. Kress was responsible for financial strategy, planning, reporting and business development for the division. Prior to joining Microsoft, Ms. Kress spent eight years at Texas Instruments Incorporated, a semiconductor company, where she held a variety of finance positions. Ms. Kress holds a B.S. degree in Finance from University of Arizona and an M.B.A. degree from Southern Methodist University.
+
+Ajay K. Puri joined NVIDIA in 2005 as Senior Vice President, Worldwide Sales and became Executive Vice President, Worldwide Field Operations in 2009. Prior to NVIDIA, he held positions in sales, marketing, and general management over a 22-year career at Sun Microsystems, Inc., a computing systems company. Mr. Puri previously held marketing, management consulting, and product development positions at Hewlett-Packard, an information technology company, Booz Allen Hamilton Inc., a management and technology consulting company, and Texas Instruments Incorporated. Mr. Puri holds a B.S.E.E. degree from the University of Minnesota, an M.S.E.E. degree from the California Institute of Technology and an M.B.A. degree from Harvard Business School.
+
+Debora Shoquist joined NVIDIA in 2007 as Senior Vice President of Operations and in 2009 became Executive Vice President of Operations. Prior to NVIDIA, Ms. Shoquist served from 2004 to 2007 as Executive Vice President of Operations at JDS Uniphase Corp., a provider of communications test and measurement solutions and optical products for the telecommunications industry. She served from 2002 to 2004 as Senior Vice President and General Manager of the Electro-Optics business at Coherent, Inc., a manufacturer of commercial and scientific laser equipment. Previously, she worked at Quantum Corp., a data protection company, as President of the Personal Computer Hard Disk Drive Division, and at Hewlett-Packard. Ms. Shoquist holds a B.S. degree in Electrical Engineering from Kansas State University and a B.S. degree in Biology from Santa Clara University.
+
+Timothy S. Teter joined NVIDIA in 2017 as Senior Vice President, General Counsel and Secretary and became Executive Vice President, General Counsel and Secretary in February 2018. Prior to NVIDIA, Mr. Teter spent more than two decades at the law firm of Cooley LLP, where he focused on litigating patent and technology related matters. Prior to attending law school, he worked as an engineer at Lockheed Missiles and Space Company, an aerospace company. Mr. Teter holds a B.S. degree in Mechanical Engineering from the University of California at Davis and a J.D. degree from Stanford Law School.
+
+## Available Information
+
+Our annual reports on Form 10-K, quarterly reports on Form 10-Q, current reports on Form 8-K and, if applicable, amendments to those reports filed or furnished pursuant to Section 13(a) or 15(d) of the Securities Exchange Act of 1934, as amended, or the Exchange Act, are available free of charge on or through our website, http://www.nvidia.com, as soon as reasonably practicable after we electronically file such material with, or furnish it to, the Securities and Exchange Commission, or the SEC. The SEC's website, http://www.sec.gov, contains reports, proxy and information statements, and other information regarding issuers that file electronically with the SEC. Our web site and the information on it or connected to it are not a part of this Annual Report on Form 10-K.
+
+## Item 1A. Risk Factors
+
+The following risk factors should be considered in addition to the other information in this Annual Report on Form 10-K. The following risks could harm our business, financial condition, results of operations or reputation, which could cause our stock price to decline. Additional risks, trends and uncertainties not presently known to us or that we currently believe are immaterial may also harm our business, financial condition, results of operations or reputation.
+
+## Risk Factors Summary
+
+## Risks Related to Our Industry and Markets
+
+• Failure to meet the evolving needs of our industry and markets may adversely impact our financial results.  
+- Competition could adversely impact our market share and financial results.
+
+## Risks Related to Demand, Supply, and Manufacturing
+
+\- Long manufacturing lead times and uncertain supply and capacity availability, combined with a failure to estimate customer demand accurately has led and could lead to mismatches between supply and demand.
+
+- Dependency on third-party suppliers and their technology to manufacture, assemble, test, or package our products reduces our control over product quantity and quality, manufacturing yields, and product delivery schedules and could harm our business.  
+- Defects in our products have caused and could cause us to incur significant expenses to remediate and could damage our business.
+
+## Risks Related to Our Global Operating Business
+
+- Adverse economic conditions may harm our business.  
+- International sales and operations are a significant part of our business, which exposes us to risks that could harm our business.  
+- Product, system security and data protection incidents or breaches, as well as cyber-attacks could disrupt our operations and adversely affect our financial condition, stock price and reputation.  
+• Business disruptions could harm our operations and financial results.  
+• Climate change may have a long-term impact on our business.  
+• We may not be able to realize the potential benefits of business investments or acquisitions, nor successfully integrate acquisition targets.  
+- A significant amount of our revenue stems from a limited number of partners and distributors and we have a concentration of sales to customers who purchase directly or indirectly from us, and our revenue could be adversely affected if we lose or are prevented from selling to any of these customers.  
+- Commercial arrangements expose us to counterparty risks, which may negatively impact our business, financial condition, or results of operations.  
+• We may be unable to attract, retain, and motivate our executives and key employees.  
+- Modification or interruption of our business processes and information systems may disrupt our business and internal controls.  
+- Our operating results have in the past fluctuated and may in the future fluctuate, and if our operating results are below the expectations of securities analysts or investors, our stock price could decline.
+
+## Risks Related to Regulatory, Legal, Our Stock, and Other Matters
+
+• We are subject to complex laws, rules, regulations, and political and other actions, including restrictions on the export of our products, which may adversely impact our business.  
+- Scrutiny regarding our corporate sustainability practices could result in financial, reputational, or operational harm and liability.  
+- Issues relating to the responsible use of our technologies, including AI, may result in reputational or financial harm and liability.  
+- Adequately protecting our IP rights could be costly, and our ability to compete could be harmed if we are unsuccessful or if we are prohibited from making or selling our products.  
+• We are subject to stringent and changing data privacy and security laws, rules, regulations, and other obligations. These areas could damage our reputation, deter customers, affect product design, or result in legal or regulatory proceedings and liability.  
+- Our operating results may be adversely impacted by additional tax liabilities, higher than expected tax rates, changes in tax laws, and other tax-related factors.  
+- Our business is exposed to the burden and risks associated with litigation, investigations, and regulatory proceedings.  
+- Delaware law, provisions in our governing documents and our agreement with Microsoft could delay or prevent a change in control.
+
+## Risk Factors
+
+## Risks Related to Our Industry and Markets
+
+## Failure to meet the evolving needs of our industry and markets may adversely impact our financial results.
+
+Our accelerated computing platforms experience rapid changes in technology, customer requirements, competitive products, and industry standards.
+
+Our success depends on our ability to:
+
+- timely identify industry changes, adapt our strategies, and develop new or enhance and maintain existing products and technologies that meet the evolving needs of our markets, including addressing unexpected shifts in industry standards or disruptive technological innovations that could render our products incompatible with those developed by other companies;  
+• develop or secure access to new products and technologies through investments in research and development;  
+- launch new offerings with new business models including software, services, and cloud solutions, as well as software-, infrastructure-, or platform-as-a-service solutions;  
+- expand the ecosystem for our products and technologies;  
+- meet evolving and prevailing customer and industry safety, security, reliability expectations, and compliance standards;  
+• manage product and software lifecycles to maintain customer and end-user satisfaction;  
+• develop, acquire, maintain, and secure access to the internal and external infrastructure needed to scale our business, including sufficient energy for powering data centers using our products, acquisition integrations, customer support, e-commerce, IP licensing capabilities, and cloud service capacity; and  
+• complete technical, financial, operational, compliance, sales and marketing investments for the above activities.
+
+We have invested in research and development in markets where we have a limited operating history, which may not produce meaningful revenue for several years, if at all. If we fail to develop or monetize new products and technologies, or if they do not become widely adopted, our financial results could be adversely affected. Obtaining design wins may involve a lengthy process and depends on our ability to anticipate and provide features and functionality that customers will demand. They also do not guarantee revenue. Failure to obtain a design win may prevent us from obtaining future design wins in subsequent generations. We cannot ensure that our products and technologies will provide value to our customers and partners. If we fail any of these key success criteria, our financial results may be harmed.
+
+We have entered into an intellectual property license arrangement with Groq, Inc., or Groq, that required significant, nonrefundable payments. Successfully incorporating the licensed technology into our architectures and product roadmaps requires significant engineering effort and may not occur on expected timelines or at all. The licensed technology may not achieve the desired results as designed or achieve customer or ecosystem adoption. The economic outcomes of this arrangement depend on our ability to translate the licensed technology into commercially viable products and services over time, and we may be unable to recover the associated costs or realize an adequate return on this spend. If our efforts to use the licensed technology are delayed or unsuccessful, our business, operating results, and financial condition could be negatively impacted.
+
+We entered into multi-year cloud service agreements to support our research and development activities. The timing and availability of these cloud services have changed and may continue to shift, impacting our revenue, expenses, and development timelines, and these arrangements may not deliver anticipated benefits. We also offer or plan to offer standalone software solutions, including NVIDIA AI Enterprise, NVIDIA Omniverse, NVIDIA DRIVE, and other software products. These business models or strategies may not be successful, and we may fail to sell any meaningful standalone software or services. We may incur significant costs and may not achieve any significant revenue from these offerings.
+
+## Competition could adversely impact our market share and financial results.
+
+Our target markets remain competitive, and competition may intensify with expanding and changing product and service offerings, industry standards, customer and market needs, new entrants and consolidations. Our competitors' products, services and technologies, including those mentioned above in this Annual Report on Form 10-K, may be cheaper or provide better functionality or features than ours, which has resulted and may in the future result in lower-than-expected selling prices or demand for our products. Some of our competitors operate their own fabrication facilities, and have longer operating histories, larger customer bases, more comprehensive IP portfolios and patent protections, more design wins, and greater financial, sales, marketing and distribution resources than we do. These competitors may be able to acquire market share and/or prevent us from doing so, more effectively identify and capitalize upon opportunities in new markets and end-user trends, more quickly transition their products, and impinge on our ability to procure sufficient foundry capacity and scarce input materials during a supply-constrained environment, which could harm our business. Some of our customers have in-house expertise and internal development capabilities similar to some of ours and can use or develop their own solutions to replace those we are providing. For example, others may offer cloud-based services that compete with our AI cloud service offerings, and we may not be able to establish market share sufficient to achieve the scale necessary to meet our business objectives. If we are unable to successfully compete in this environment, demand for our products, services and technologies could decrease, which may negatively impact our business.
+
+## Risks Related to Demand, Supply, and Manufacturing
+
+Long manufacturing lead times and uncertain supply and capacity availability, combined with a failure to estimate customer demand accurately, has led and could lead to mismatches between supply and demand.
+
+We have long manufacturing lead times and build finished products and maintain inventory in advance of anticipated demand. In periods of shortages impacting the semiconductor industry and/or limited supply or capacity in our supply chain, the lead times for certain supply may be extended. We have previously experienced and may continue to experience extended lead times of more than 12 months. To secure future supply and capacity, we have paid premiums, provided deposits, and entered into long-term supply agreements and capacity commitments, which have increased our product costs and this may continue. We may still be unable to secure sufficient commitments for capacity to address our business needs.
+
+If we inaccurately estimate demand, or our customers change orders, as we have experienced in the past, we may not be able to reduce our supply commitments in time, at the same rate, or at all. Significant mismatches between supply and demand have varied across our market platforms, resulted in both product shortages and excess inventory, significantly harmed our financial results and could reoccur. If we underestimate demand, and our foundry partners and contract manufacturers are unable to increase production or provide sufficient supply, we may not be able to meet increased customer demand in a timely manner, or at all. Our reputation and customer relationships could be damaged and we could lose revenue and market share. Additionally, since some of our products are part of a complex data center buildout, supply constraints or availability issues with respect to any one component have had and may have a broader revenue impact. For example, our ability to sell certain products has been and could be impeded if components necessary for the finished products are not available from third parties.
+
+If we overestimate demand, or if customers cancel or defer orders or choose to purchase from our competitors, we may not be able to utilize on-hand inventory or reduce purchase commitments accordingly. We have had to reduce average selling prices, including due to our channel pricing programs, increase prices for certain of our products as a result of our suppliers' increase in prices, write down our inventory, incur cancellation penalties, and record impairments, and may have to do so in the future. The impact of these risks would be amplified by our non-cancellable and non-returnable purchase orders placed in advance of our historical lead times and could be exacerbated if we need to make changes to the design of future products. These risks have increased and may continue to increase as our purchase obligations and prepaids have grown and are expected to continue to grow and become a greater portion of our total supply. All of these factors may negatively impact our gross margins and financial results.
+
+Factors that have caused and/or could in the future cause us to underestimate or overestimate demand, and impact the timing and volume of our revenue, include:
+
+• changes in product development cycles and time to market;  
+• competing technologies and competitor product releases, announcements or other actions;  
+• changes in business and economic conditions;  
+- sudden or sustained government lockdowns or public health issues;  
+• rapidly changing technology or customer requirements;  
+• the availability of sufficient data center capacity or energy for customers to procure;  
+- new product introductions and transitions resulting in less demand for existing products;  
+- new or unexpected end-use cases;  
+• increase in demand for competitive products;  
+• changes in end-user demand;
+
+• purchasing decisions made, and inventory levels held by, distributors, ODMs, OEMs, system integrators, other channel partners and other third parties;
+
+- the ability of developers, end customers and other third parties to build, enhance, and maintain accelerated computing applications that leverage our platforms;  
+• the demand for accelerated computing, AI-related cloud services, or large language models;  
+• changes that impact the ecosystem for the architectures underlying our products and technologies;  
+• government actions or changes in governmental policies, such as export controls, increased restrictions on gaming usage, or tariffs;  
+- our customers' and partners' ability to secure capital and energy and to build complex datacenter infrastructure timely; and  
+• the availability of third-party content on our platforms, such as GeForce NOW.
+
+The availability of data centers, energy, and capital to support the buildout of NVIDIA AI infrastructure by our customers and partners is crucial, and any shortage of these and other necessary resources could impact our future revenue and financial performance. Expanding energy capacity to meet demand is a complex, multi-year process involving significant regulatory, technical, and construction challenges. In addition, access to capital can be particularly constrained for less-capitalized companies, which may face difficulties securing financing for large-scale infrastructure projects. These limitations could delay customer and partner deployments or reduce the scale of accelerated computing and AI adoption.
+
+Challenges in estimating demand could become more pronounced or volatile in the future on both a global and regional basis. Extended lead times may occur if we experience other supply constraints caused by natural disasters, pandemics or other events. Geopolitical tensions in regions where we rely on suppliers, contract manufacturers, and assembly partners that are critical to our supply continuity, could have a material adverse impact on us. Publicly announced intentions by governments or other companies to purchase our products can further complicate our demand estimates, as such announcements are often non-binding and may not result in committed volumes.
+
+We continue to increase our supply and capacity purchases with existing and new suppliers to support our demand projections and increasing complexity of our data center products. We expect supply constraints to be a headwind to Gaming in the first quarter of fiscal year 2027 and beyond. We have also entered and may continue to enter into prepaid manufacturing and capacity agreements to supply both current and future products. The increased purchase volumes and integration of new suppliers and contract manufacturers into our supply chain creates more complexity in managing multiple suppliers with variations in production planning, execution and logistics. Our expanding product portfolio and varying component compatibility and quality may lead to increased inventory levels. We have incurred and may in the future incur inventory provisions or impairments if our inventory or supply or capacity commitments exceed demand for our products or demand declines.
+
+We are increasing our U.S.-based manufacturing and investing in specialized equipment and processes to support domestic production. We may experience delays or difficulties in scaling production as planned. Our ability to increase manufacturing capabilities will depend on the domestic manufacturing ecosystem's capacity to ramp production supply to the required volume timely. Delays or shortfalls could impact our ability to meet demand.
+
+Product transitions are complex and we often ship both new and prior architecture products simultaneously as our channel partners prepare to ship and support new products. We are generally in various stages of transitioning the architectures of our Data Center, Gaming, Professional Visualization, and Automotive products. The computing industry is experiencing a broader and faster launch cadence of accelerated computing platforms to meet a growing and diverse set of AI opportunities. We have introduced a new product and architecture cadence of our Data Center solutions where we seek to complete new computing solutions each year and provide a greater variety of Data Center offerings. The increased frequency of these transitions and the larger number of products and product configurations may magnify the challenges associated with managing our supply and demand which may further create volatility in our revenue. Qualification time for new products, customers anticipating product transitions, and channel partners reducing channel inventory of prior architectures ahead of new product introductions can reduce, or create volatility in, our revenue. Customers may delay adopting new architectures if their data center infrastructure is not ready, which could affect the timing of our revenue. We have experienced and may in the future experience reduced demand for current generation architectures when customers anticipate transitions, and we may be unable to sell multiple product architectures at the same time for current and future architecture transitions. Our financial results have been and may in the future be negatively impacted if we are unable to execute our architectural transitions as planned for any reason. The increased frequency and complexity of newly introduced products could result in unanticipated quality or production issues that could increase the magnitude of inventory provisions, warranty, or other costs or result in product delays. For example, our gross margins in the second quarter of fiscal year 2025 were negatively impacted by inventory provisions for low-yielding Blackwell material.
+
+We incur significant engineering development resources for new products, and changes to our product roadmap may impact our ability to develop other products or adequately manage our supply chain cost. Customers may delay purchasing existing products as we increase the frequency of new products or may not be able to adopt our new products as fast as forecasted, both impacting the timing of our revenue and supply chain cost. While we have managed prior product transitions and have sold multiple product architectures at the same time, these transitions are difficult, may impair our ability to predict demand and impact our supply mix, and may cause us to incur additional costs.
+
+Demand estimates for our products, applications, and services can be incorrect, which may create volatility in our revenue or supply levels. We may not be able to generate significant revenue from them. Because our products may be used in multiple use cases and applications, it is difficult to estimate with any reasonable degree of precision the impact of accelerated computing and AI models on our reported revenue or forecasted demand.
+
+The use of our GPUs for new, mercurial, or trendy applications, has impacted and can impact in the future, demand for our products, including by leading to inconsistent spikes and drops in demand. For example, several years ago, our Gaming GPUs began to be used for mining digital currencies, such as Ethereum. It is difficult for us to estimate with any reasonable degree of precision the past or current impact of cryptocurrency mining, or forecast the future impact of cryptocurrency mining, on demand for our products. Volatility in the cryptocurrency market, including new compute technologies, price changes in cryptocurrencies, government cryptocurrency policies and regulations, new cryptocurrency standards and changes in the method of verifying blockchain transactions, has impacted and can in the future impact cryptocurrency mining and demand for our products and can further impact our ability to estimate demand for our products. Changes to cryptocurrency standards and processes including, but not limited to, the Ethereum 2.0 merge in 2022, have reduced and may in the future decrease the usage of GPUs for Ethereum mining. This has created and may in the future create increased aftermarket sales of our GPUs, which could negatively impact retail prices for our GPUs and reduce demand for our new GPUs. In general, our new products or previously sold products may be resold online or on the unauthorized “gray market,” which also makes demand forecasting difficult. Gray market products and reseller marketplaces compete with our new products and distribution channels. Our inability to accurately predict our demand that arises from new use cases may create volatility in our revenue.
+
+## Dependency on third-party suppliers and their technology to manufacture, assemble, test, or package our products reduces our control over product quantity and quality, manufacturing yields, and product delivery schedules and could harm our business.
+
+We depend on foundries to manufacture our semiconductor wafers using their fabrication equipment and techniques. We do not assemble, test, or package our products, but instead contract with independent subcontractors. These subcontractors assist with procuring components used in our systems, boards, and products. We face risks which have adversely affected or could adversely affect our ability to meet customer demand and scale our supply chain, negatively impact longer-term demand for our products and services, and adversely affect our business operations, gross margin, revenue and/or financial results, including:
+
+- lack of guaranteed supply of components and capacity;  
+• decommitment by our suppliers;  
+- potential higher wafer and component prices resulting from incorrectly estimating demand and failing to place orders with our suppliers with sufficient quantities or timely;  
+- failure by our foundries or contract manufacturers to procure raw materials or provide adequate levels of manufacturing or test capacity for our products;  
+- failure by our foundries to develop, obtain, or successfully implement high quality process technologies, including transitions to smaller geometry process technologies such as advanced process node technologies and memory designs needed to manufacture our products;  
+• failure by our suppliers to comply with our policies and expectations and emerging regulatory requirements;  
+- limited number and geographic concentration of global suppliers, foundries, contract manufacturers, assembly and test providers and memory manufacturers;  
+- loss of a supplier and additional expense and/or production delays as a result of qualifying a new foundry or subcontractor and commencing volume production or testing in the event of a loss, addition or change of a supplier;  
+- lack of direct control over product quantity, quality, and delivery schedules;  
+- integration of new suppliers and contract manufacturers creating more complexity in managing multiple suppliers with variations in production planning, execution, and logistics;  
+- suppliers or their suppliers failing to provide high quality products and/or making changes to their products without our qualification;
+
+- delays in product shipments, shortages, a decrease in product quality and/or higher expenses in the event our subcontractors or foundries prioritize our competitors' or other customers' orders over ours;  
+- requirements to place orders that are not cancellable upon changes in demand or requirements to prepay for supply in advance;  
+- low manufacturing yields resulting from issues in our product design or a foundry's proprietary process technology;  
+• suppliers extending lead times and/or increasing costs during shortages; and  
+- disruptions in manufacturing, assembly and other processes due to closures related to heat waves, earthquakes, fires, or other natural disasters, electricity conservation efforts, pandemics, and cybersecurity incidents.
+
+## Defects in our products have caused and could cause us to incur significant expenses to remediate, which can damage our reputation and cause us to lose market share.
+
+Our hardware and software product and service offerings are complex. They have in the past and may in the future contain defects, security vulnerabilities, experience failures, or unsatisfactory performance due to issues in design, fabrication, packaging, materials, bugs and/or use within a system. These risks may also increase when our products are introduced into new devices, markets, technologies and applications, or new versions are released, and when we rely on partners to supply and manufacture components that are used in our products, as these arrangements reduce our direct control over production. AI software products that we or our partners offer rely on training data that may originate from third parties and new training methods, and the resulting products may contain unknown or undetected defects and errors, or reflect unintended bias. Although arrangements with component providers may contain provisions for product defect expense reimbursement, we generally remain responsible to the customer for warranty product defects that may occur from time to time. Some failures in our products or services have been in the past and may in the future be only discovered after a product or service has been shipped or used.
+
+Undiscovered vulnerabilities in our products or services could result in loss of data or intangible property, or expose our customers to unscrupulous third parties who develop and deploy malicious software programs that could attack our products or services. Defects or failure of our offerings to perform to specifications could lead to substantial damage to the products in which our offerings have been integrated by OEMs, ODMs, AIB manufacturers, automotive manufacturers, and tier 1 automotive suppliers, and to the user of such end product. Such defects have in the past had an adverse effect on our cost and supply of components and finished goods and may in the future cause us to incur significant warranty, support, and repair or replacement costs as part of a product recall or otherwise, write-off the value of related inventory, and divert the attention of our engineering and management personnel from our product development efforts to find and correct the issue. Our efforts to remedy these issues may not be timely or satisfactory to our customers. An error or defect in new products, releases or related software drivers after commencement of commercial shipments could result in failure to achieve market acceptance, loss of design wins, temporary or permanent withdrawal from a product or market and harm to our relationships with existing and prospective customers and partners and consumers' perceptions of our brand, which would in turn negatively impact our business operations, gross margin, revenue and/or financial results. We may be required to reimburse our customers, partners or consumers, including for costs to repair or replace products in the field or in connection with indemnification obligations, or pay fines imposed by regulatory agencies.
+
+In general, if a product liability claim regarding any of our products is brought against us, even if the alleged damage is due to the actions or inactions of a third party, such as within our supply chain, the cost of defending the claim could be significant and would divert the efforts of our technical and management personnel and harm our business. Further, our business liability insurance may be inadequate or future coverage may be unavailable on acceptable terms, which could adversely impact our financial results.
+
+## Risks Related to Our Global Operating Business
+
+## Adverse economic conditions may harm our business.
+
+Economic and industry uncertainty or changes, including recession or slowing growth, inflation, changes or uncertainty in fiscal, monetary, or trade policy, disruptions to capital markets and the banking system, currency fluctuations, higher interest rates, tighter credit, lower capital expenditures by businesses, including on IT infrastructure, increases in unemployment, labor shortages, and lower consumer confidence and spending, global supply chain constraints, and global economic and geopolitical developments, including the implementation of tariffs by the USG or other governments, have in the past and/or could in the future have adverse, wide-ranging effects on our business and financial results, including:
+
+\- increased costs for wafers, components, logistics, and other supply chain expenses, which have negatively impacted our gross margin in the past and may do so in the future;
+
+- increased supply, employee, facilities and infrastructure costs and volatility in the financial markets, which have reduced and may in the future reduce our margins;  
+• decrease in demand for our products, services and technologies and those of our customers, partners or licensees;  
+- the inability of our suppliers to deliver on their supply commitments to us and our customers' or our licensees' inability to supply products to customers and/or end users;  
+• limits on our ability to forecast operating results and make business decisions;  
+- the insolvency of key suppliers, distributors, customers, CSPs, data center providers, licensing parties or other third parties we rely on;  
+- reduced profitability of customers, which may cause them to scale back operations, exit businesses, file for bankruptcy protection and potentially cease operations, or lead to mergers, consolidations or strategic alliances among other companies, which could adversely affect our ability to compete effectively;  
+- increased credit and collectability risks, higher borrowing costs or reduced availability of capital markets, reduced liquidity, adverse impacts on our customers and suppliers; and  
+- failures of counterparties, including financial institutions and insurers, asset impairments, and declines in the value of our financial instruments.
+
+Adverse developments affecting financial institutions, such as bank failures or instability, or concerns or speculation about similar events or risks, could lead to market-wide liquidity problems and other disruptions, which could impact our customers' ability to fulfill their payment obligations to us, our vendors' ability to fulfill their contractual obligations to us, or our ability to fulfill our own obligations.
+
+Additionally, we maintain a portfolio of liquid investments for cash management purposes, including various holdings, types, and maturities. These investments are subject to general credit, liquidity, market and interest rate risks, which may be exacerbated by market downturns or events that affect global financial markets, as described above. A majority of our investment portfolio comprises USG securities. A decline in global financial markets for long periods or a downgrade of the USG credit rating due to an actual or threatened default on government debt could result in higher interest rates, a decline in the value of the U.S. dollar, reduced market liquidity or other adverse conditions. These factors could cause an unrealized or realized loss position in our investments or require us to record impairment charges.
+
+## International sales and operations are a significant part of our business, which exposes us to risks that could harm our business.
+
+We sell our products internationally, and we also have operations and conduct business internationally. Our semiconductor wafers are manufactured, assembled, tested and packaged by third parties located outside of the United States, and we generated 31% of our revenue in fiscal year 2026 from sales outside the United States. The market in China, where our offerings are limited by export controls, is highly competitive and we expect it to remain competitive going forward. The global nature of our business subjects us to a number of risks and uncertainties, which have had in the past and could in the future have a material adverse effect on our business, financial condition and results of operations. These include domestic and international economic and political conditions in countries in which we and our suppliers and manufacturers do business, government lockdowns to control case spread of global or local health issues, differing legal standards with respect to protection of IP and employment practices, different domestic and international business and cultural practices, disruptions to capital markets, counter-inflation policies, currency fluctuations, natural disasters, acts of war or other military actions, terrorism, public health issues, restrictions on international trade, such as tariffs, sanctions, and other controls on imports or exports, and catastrophic events.
+
+## Product, system security, and data protection incidents or breaches, as well as cyber-attacks, could disrupt our operations, reduce our expected revenue, increase our expenses, and significantly harm our business and reputation.
+
+Security breaches, computer malware, social-engineering attacks, denial-of-service attacks, software bugs, server malfunctions, software or hardware failures, loss of data or other information technology assets, and other cyber-attacks are becoming increasingly sophisticated, making it more difficult to successfully detect, defend against them or implement adequate preventative measures.
+
+Cyber-attacks, including ransomware attacks by organized criminal threat actors, nation-states, and nation-state-supported actors, may become more prevalent and severe. Our ability to recover from ransomware attacks may be limited if our backups have been affected by the attack, or if restore from backups is delayed or not feasible.
+
+Individuals, groups of hackers and sophisticated organizations, including nation-states and nation-state-supported actors, and other threat actors have engaged and are expected to continue to engage in cyber-attacks. Additionally, some actors are using AI technology to launch more automated, targeted and coordinated attacks. Due to geopolitical conflicts and during times of war or other major conflicts, we and the third parties we rely upon may be subject to a heightened risk of cyber-attacks that could materially disrupt our ability to provide services and products. We may also face cybersecurity threats due to error or intentional misconduct by employees, contractors or other third-party service providers. Certain aspects of effective cybersecurity are dependent upon our employees, contractors and/or other third-party service providers safeguarding our sensitive information and adhering to our security policies and access control mechanisms. We have in the past experienced, and may in the future experience, security incidents arising from a failure to properly handle sensitive information or adhere to our security policies and access control mechanisms, including, for example, employees posting company data on third-party websites without permission, and, although no such events have had a material adverse effect on our business, there can be no assurance that an insider threat or error will not result in an incident that is material to us or lead to negative publicity. Furthermore, we rely on products and services provided by third-party suppliers to operate certain critical business systems, including without limitation, cloud-based infrastructure, encryption and authentication technology, employee email and other functions, which exposes us to supply-chain attacks or other business disruptions. We cannot guarantee that third parties and infrastructure in our supply chain or our partners' supply chains have not been compromised or that they do not contain exploitable vulnerabilities, defects or bugs that could result in a breach of or disruption to our information technology systems, including our products and services, or the third-party information technology systems that support our services. We have incorporated third-party data into some of our AI models and used open-source datasets to train our models and may continue to do so. These datasets may be flawed, insufficient, or contain certain biased information, and may otherwise decrease resilience to security incidents that may compromise the integrity of our AI outputs, leading to potential reputational damage, regulatory scrutiny, or adverse impacts on the performance and reliability of our products, which could, in turn, affect our partners' operations, customer trust, and our revenue. We may have limited insight into the data privacy or security practices of third-party suppliers, including for our AI algorithms. Our ability to monitor these third parties' information security practices is limited, and they may not have adequate information security measures in place. In addition, if one of our third-party suppliers suffers a security incident (which has happened in the past and may happen in the future), our response may be limited or more difficult because we may not have direct access to their systems, logs and other information related to the security incident. Additionally, we are incorporated into the supply chain of a large number of entities worldwide and, as a result, if our products or services are compromised, a significant number of our customers and their data could be affected, which could result in potential liability and harm our business.
+
+To defend against security incidents, we must continuously engineer more secure products and enhance security and reliability features, which is expected to result in increased expenses. We must also continue to develop our security measures, including training programs and security awareness initiatives, designed to ensure our suppliers have appropriate security measures in place, and continue to meet the evolving security requirements of our customers, applicable industry standards, and government regulations. While we invest in training programs and security awareness initiatives and take steps to detect and remediate certain vulnerabilities that we have identified, we may not always be able to prevent threats or detect and mitigate all vulnerabilities in our security controls, systems or software, including third-party software we have installed, as such threats and techniques change frequently and may not be detected until after a security incident has occurred. Further, we may experience delays in developing and deploying remedial measures designed to address identified vulnerabilities. These vulnerabilities could result in reputational and financial harm, and if exploited, these vulnerabilities could result in a security incident.
+
+We hold confidential, sensitive, personal and proprietary information, including information from partners and customers. Breaches of our security measures, along with reported or perceived vulnerabilities or unapproved dissemination of proprietary information or sensitive or confidential data about us or third parties, could expose us and the parties affected to a risk of loss, or misuse of this information, potentially resulting in litigation and subsequent liability, regulatory inquiries or actions, damage to our brand and reputation or other harm, including financial, to our business. For example, we hold proprietary game source code from third-party partners in our GFN service. Breaches of our GFN security measures, which have happened in the past, could expose our partners to the risk of loss or misuse of this source code, damage both us and our partners, and expose NVIDIA to potential litigation and liability. If we or a third party we rely on experience a security incident, which has occurred in the past, or are perceived to have experienced a security incident, we may experience adverse consequences, including government enforcement actions, additional reporting requirements and/or oversight, restrictions on processing data, litigation, indemnification obligations, reputational harm, diversion of funds, diversion of management attention, financial loss, loss of data, material disruptions in our systems and operations, supply chain, and ability to produce, sell and distribute our goods and services, and other similar harms. Inability to fulfill orders, delayed sales, lower margins or lost customers as a result of these disruptions could adversely affect our financial results, stock price and reputation. We are required by certain data privacy and security obligations to notify relevant stakeholders, including affected individuals, customers, regulators and investors, of security incidents, and mandatory disclosure of such incidents could lead to negative publicity. In addition to experiencing a security incident, third parties may gather, collect or infer sensitive information about us from public sources, data brokers or other means that reveals competitively sensitive details about our organization and could be used to harm our business.
+
+## Business disruptions could harm our operations, lead to a decline in revenue and increase our costs.
+
+Factors that have caused and/or could in the future cause disruptions to our worldwide operations include: natural disasters, extreme weather conditions, power or water shortages, critical infrastructure failures, telecommunications failures, supplier disruptions, terrorist attacks, acts of violence, political and/or civil unrest, acts of war or other military actions, epidemics or pandemics, abrupt regulatory changes, and other natural or man-made disasters and catastrophic events. Our corporate headquarters, a large portion of our current data center capacity, and a portion of our research and development activities are located in California, and other critical business operations, finished goods inventory and some of our suppliers are located in Asia, making our operations vulnerable to natural disasters such as earthquakes, wildfires or other business disruptions occurring in these geographical areas. Catastrophic events can also have an impact on third-party vendors who provide us critical infrastructure services for IT and research and development systems and personnel. Geopolitical and domestic political developments and other events beyond our control can increase economic volatility globally. Political instability, changes in government or adverse political developments in or around any of the major countries in which we do business may harm our business, financial condition, and results of operations. Worldwide geopolitical tensions and conflicts, including but not limited to China, Hong Kong, Israel, Korea and Taiwan where the manufacture of our product components and final assembly of our products are concentrated may result in changing regulatory requirements, and other disruptions that could impact our operations and operating strategies, product demand, access to global markets, hiring, and profitability. For example, other countries have restricted and may continue in the future to restrict business with the State of Israel, where we have engineering, sales support operations and manufacturing, and companies with Israeli operations, including by economic boycotts. Our operations could be harmed and our costs could increase if manufacturing, logistics, or other operations are disrupted for any reason, including natural disasters, high heat events, water shortages, power shortages, information technology system failures or cyberattacks, military actions or economic, and business, labor, environmental, public health, or political issues. The ultimate impact on us, our third-party foundries and other suppliers of being located and consolidated in certain geographical areas is unknown. In the event a disaster, war, or catastrophic event affects us, the third-party systems on which we rely, or our customers, our business could be harmed as a result of declines in revenue, increases in expenses, and substantial expenditures and time spent to fully resume operations. Our business continuity and disaster recovery planning may not be sufficient for all eventualities. All of these risks and conditions could materially adversely affect our future sales and operating results.
+
+We are monitoring the impact of the geopolitical conflict in and around Israel on our operations, including the health and safety of our approximately 6,000 employees in the region who primarily support the research and development, operations, and sales and marketing of our networking products. We have experienced periods where some of our employees in the region have been on active military duty for an extended period, which caused limited disruption to our product development or operations. We have not experienced significant impact or expense to our business; however, if the conflict is further extended or expanded, it could impact future product development, operations, and revenue or create other uncertainty for our business.
+
+Additionally, interruptions or delays in services from CSPs, data center co-location partners, and other third parties on which we rely, including due to the events described above or other events such as the insolvency of these parties, could impair our ability to provide our products and services and harm our business. As we increase our reliance on these third-party systems and services, our exposure to damage from service interruptions, defects, disruptions, outages, shortages and other performance and quality problems may increase. Data centers depend on access to clean water and predictable energy. Power or water shortages, land or permitting constraints, or regulations that limit energy, water, or land availability, could impair the ability of our customers to expand their data center capacity and consume our products and services, which may in turn negatively impact our business.
+
+## Climate change may have a long-term impact on our business.
+
+Climate change may have an increasingly adverse impact on our business and on our customers, partners and vendors. Water and energy availability and reliability in the regions where we conduct business is critical, and certain of our facilities may be vulnerable to the impacts of extreme weather events. Extreme heat and wind coupled with dry conditions in Northern California may lead to power safety shut offs due to wildfire risk, which can have adverse implications for our Santa Clara, California headquarter offices and data centers, including impairing the ability of our employees to work effectively. Climate change, its impact on our supply chain and critical infrastructure worldwide and its potential to increase political instability in regions where we, our customers, partners and our vendors do business, may disrupt our business and cause us to experience higher attrition, losses and costs to maintain or resume operations. Although we maintain insurance coverage for a variety of property, casualty, and other risks, the types and amounts of insurance we obtain vary depending on availability and cost. Some of our policies have large deductibles and broad exclusions, and our insurance providers may be unable or unwilling to pay a claim. Losses not covered by insurance may be large, which could harm our results of operations and financial condition.
+
+Our business and those of our suppliers and customers is subject to sustainability-related laws, regulations and lawsuits. New or proposed regulations relating to carbon taxes, fuel or energy taxes, pollution limits, sustainability-related disclosure and governance and supply chain governance could result in greater direct costs, including costs associated with changes to manufacturing processes or the procurement of raw materials used in manufacturing processes, increased capital expenditures to improve facilities and equipment, higher compliance and energy costs to reduce emissions, other compliance costs, and greater indirect costs resulting from our customers and/or suppliers incurring additional compliance costs that are passed on to us. These costs and restrictions could harm our business and results of operations by increasing our expenses or requiring us to alter our operations and product design activities.
+
+Stakeholder groups may find us insufficiently responsive to the implications of climate change, and therefore we may face legal action or reputational harm. We may not achieve our stated sustainability-related goals, which could harm our reputation, or we may incur additional, unexpected costs to achieve such goals. We may also experience contractual disputes due to supply chain delays arising from climate change-related disruptions, which could result in increased litigation and costs.
+
+We also face risks related to business trends that may be influenced by climate change concerns. Our business could be negatively impacted by concerns around the high absolute energy requirements of our GPUs, despite their much more energy efficient design and operation relative to alternative computing platforms.
+
+We may not be able to realize the potential benefits of business investments or acquisitions, and we may not be able to successfully integrate acquired companies, which could hurt our ability to grow our business, develop new products or sell our products.
+
+We acquire and invest in businesses that offer products, services and technologies that we believe will help expand or enhance our strategic objectives. Acquisitions or investments involve significant challenges and risks and could impair our ability to grow our business, develop new products or sell our products and ultimately could have a negative impact on our financial results. If we pursue a particular transaction, we may limit our ability to enter into other transactions that could help us achieve our other strategic objectives. If we are unable to timely complete acquisitions, including due to delays and challenges in obtaining regulatory approvals, we may be unable to pursue other transactions, we may not be able to retain critical talent from the target company, technology may evolve and make the acquisition less attractive, and other changes can take place, which could reduce the anticipated benefits of the transaction and negatively impact our business. Regulators could also impose conditions that reduce the ultimate value of our acquisitions. In addition, to the extent that our perceived ability to consummate acquisitions is harmed, future acquisitions may be more difficult, complex or expensive.
+
+Our investments in companies could create volatility and fluctuations in our results. These investments may generate realized and unrealized gains or losses and we could realize losses up to the value of the investments. We have invested and may continue to invest in our ecosystem. Many of these companies may not achieve profitability in the near term, or at all, and there is no guarantee that we will realize a return on our investment. We may continue to invest in companies to further our strategic objectives and to support certain key business initiatives, which could be subject to delays and challenges in obtaining regulatory approvals. Our investments in private companies include early-stage companies still defining their strategic direction. Many of the securities in which we invest are non-marketable and illiquid at the time of our initial investment. To the extent any of the companies in which we invest are not successful, we could recognize an impairment and/or lose all or part of our investment.
+
+We are finalizing an investment and partnership agreement with OpenAI. There is no assurance that we will enter into an investment and partnership agreement with OpenAI or that a transaction will be completed.
+
+Our investment portfolio contains industry sector concentration risks, and a decline in any one or multiple industry sectors could increase our impairment losses.
+
+We face additional risks related to acquisitions and strategic investments, including the diversion of capital and other resources, including management's attention; difficulty in realizing a satisfactory return and uncertainties to realize the benefits of an acquisition or strategic investment, if at all; difficulty or inability in obtaining governmental, regulatory approval or restrictions or other consents and approvals or financing; legal proceedings initiated as a result of an acquisition or investment; and potential failure of our due diligence processes to identify significant issues with the assets or company in which we are investing or are acquiring.
+
+Additional risks relating to acquisitions include, but are not limited to:
+
+- difficulty in integrating the technology, systems, products, policies, processes, or operations and integrating and retaining the employees, including key personnel, of the acquired business;  
+• assumption of liabilities and incurring amortization expenses, impairment charges to goodwill or write-downs of acquired assets;  
+• integrating accounting, forecasting and controls, procedures and reporting cycles;  
+• coordinating and integrating operations, particularly in countries in which we do not currently operate;  
+- stock price impact, fines, fees or reputation harm if we are unable to obtain regulatory approval for an acquisition or are otherwise unable to close an acquisition;  
+- potential issuances of debt to finance our acquisitions, resulting in increased debt, increased interest expense, and compliance with debt covenants or other restrictions;  
+• the potential for our acquisitions to result in dilutive issuances of our equity securities;
+
+• the potential variability of the amount and form of any performance-based consideration;  
+- negative changes in general economic conditions in the regions or the industries in which we or our target operate;  
+• exposure to additional cybersecurity risks and vulnerabilities; and  
+- impairment of relationships with, or loss of our or our target's employees, vendors and customers.
+
+For example, when integrating acquisition target systems into our own, we have experienced and may continue to experience challenges including lengthy and costly systems integration, delays in purchasing and shipping products, difficulties with system integration via electronic data interchange and other processes with our key suppliers and customers, and training and change management needs of integration personnel. These challenges have impacted our results of operations and may continue to do so in the future.
+
+## We receive a significant amount of our revenue from a limited number of partners and distributors and we have a concentration of sales to customers who purchase directly or indirectly from us, and our revenue could be adversely affected if we lose or are prevented from selling to any of these customers.
+
+We have experienced periods where we receive a significant amount of our revenue from a limited number of customers, and this trend may continue. For fiscal year 2026, sales to one direct customer represented 22% of total revenue and sales to another direct customer represented 14% of total revenue, all of which were primarily attributable to the Compute & Networking segment. With several of these partners, we are selling multiple products and systems in our portfolio through their channels. Our operating results depend on sales to our partner network, as well as the ability of these partners to sell products that incorporate our technologies. We have a small number of partners that are involved in system integration with our key customers. As our system design becomes increasingly complex, system integrators may be unable to meet specifications of our key customers. Changes in our partners' or customers' business models or their ownership can reduce the number of partners available to us and harm our ability to sell our advanced data center systems to customers. In the future, these partners may decide to purchase fewer products, not to incorporate our products into their ecosystem, or to alter their purchasing patterns in some other way. Because most of our sales are made on a purchase order basis, our customers can generally cancel, change, or delay product purchase commitments with little notice to us and without penalty. Our partners or customers may develop their own solutions; our customers may purchase products from our competitors; and our partners may discontinue sales or lose market share in the markets for which they purchase our products, all of which may alter partners' or customers' purchasing patterns. Many of our indirect customers often do not purchase directly from us but through multiple OEMs, ODMs, system integrators, distributors, and other channel partners. We generate a significant amount of our revenue from a limited number of indirect customers, and we estimate some individually representing 10% or more of our revenue. If end demand increases or our finished goods supply availability is concentrated near a quarter end, the system integrators, distributors, and channel partners may have limited ability to increase their credit, which could impact the timing and amount of our revenue. The loss of any of our large customers, a significant reduction in purchases by them, our inability to sell to a customer due to U.S. or other countries' trade restrictions, or any difficulties in collecting accounts receivable would likely harm our financial condition and results of operations.
+
+## Commercial arrangements expose us to counterparty risks.
+
+We have entered and may in the future enter into commercial arrangements, including long-term capacity purchase obligations and financial guarantees, and have been asked to offer financing arrangements to support our customers' and partners' buildout of datacenter infrastructure. We have not entered into any financing arrangements. Commercial arrangements expose us to counterparty risk, including customers' or partners' inability to fulfill their financial commitments and secure necessary financing or infrastructure, the occurrence of significant project delays, and counterparty financial distress or insolvency, all of which may negatively impact our business, financial condition, or results of operations. Financing arrangements, if undertaken, may in some circumstances result in lower upfront cash flows associated with extended payment terms or payment terms made over a multi-year term and may increase credit risk.
+
+## If we are unable to attract, retain and motivate our executives and key employees, our business may be harmed.
+
+To remain competitive and successfully execute our business strategy, we must attract, retain, and motivate our executives and key employees, as well as recruit and develop exceptional talent. However, labor is subject to external factors that are beyond our control, including our industry's increasingly highly competitive market for skilled workers and leaders, and workforce participation rates. Changes in immigration and work permit regulations, or in their administration or interpretation, could impair our ability to attract, employ and retain qualified employees. Competition for talent drives up costs in the form of cash and stock-based compensation. In times of stock price volatility, as we have experienced in the past and may experience in the future, the retentive value of our stock-based compensation may decrease. Additionally, we are highly dependent on the services of our longstanding executive team. Failure to ensure effective succession planning, transfer of knowledge, and smooth transitions involving executives and key employees could hinder our strategic planning, execution, and long-term success.
+
+Our business is dependent upon the proper functioning of our business processes and information systems and modification or interruption of such systems may disrupt our business and internal controls.
+
+We rely upon internal processes and information systems to support key business functions, including our assessment of internal controls over financial reporting as required by Section 404 of the Sarbanes-Oxley Act. The efficient operation and scalability of these processes and systems is critical to support our growth. We continue to design and implement updated accounting functionality related to a new enterprise resource planning, or ERP, system. Any ERP system implementation may introduce problems, such as quality issues or programming errors, that could have an impact on our continued ability to successfully operate our business or to timely and accurately report our financial results. These changes may be costly and disruptive to our operations and could impose substantial demands on management time. Failure to implement new or updated controls, or difficulties encountered in their implementation, could harm our operating results or cause us to fail to meet our reporting obligations.
+
+Identification of material weaknesses in our internal controls, even if quickly remediated once disclosed, may cause investors to lose confidence in our financial statements and our stock price may decline. Remediation of any material weakness could require us to incur significant expenses, and if we fail to remediate any material weakness, our financial statements may be inaccurate, we may be required to restate our financial statements, our ability to report our financial results on a timely and accurate basis may be adversely affected, our access to the capital markets may be restricted, our stock price may decline, and we may be subject to sanctions or investigation by regulatory authorities.
+
+Our operating results have in the past fluctuated and may in the future fluctuate, and if our operating results are below the expectations of securities analysts or investors, our stock price could decline.
+
+Our operating results have in the past fluctuated and may continue to fluctuate due to a number of factors. Therefore, investors should not rely on our past results of operations as an indication of our future performance. Factors that could affect our results of operations include, but are not limited to:
+
+• our ability to adjust spending due to the multi-year development cycle for some of our products and services;  
+• our ability to comply with our contractual obligations to customers;  
+- our extended payment term arrangements with certain customers, the inability of some customers to make required payments, our ability to obtain credit insurance for customers with extended payment terms, and customer bad debt write-offs;  
+• our vendors' payment requirements;  
+• unanticipated costs associated with environmental liabilities; and  
+• changes in financial accounting standards or interpretations of existing standards.
+
+Any of these factors could prevent us from achieving our anticipated financial results. For example, we have granted and may continue to grant extended payment terms to some customers, particularly during macroeconomic downturns, which could impact our ability to collect payment. Our vendors have requested and may continue to ask for shorter payment terms, which may impact our cash flow generation. These arrangements reduce the cash we have available for general business operations. In addition, the pace of growth in our operating expenses and investments may lag our revenue growth, creating volatility or periods where profitability levels may not be sustainable. Failure to meet our expectations or the expectations of our investors or security analysts is likely to cause our stock price to decline, as it has in the past, or substantial price volatility.
+
+## Risks Related to Regulatory, Legal, Our Stock and Other Matters
+
+We are subject to complex laws, rules, regulations, and political and other actions, including restrictions on the export of our products, which may adversely impact our business.
+
+We are subject to laws and regulations domestically and worldwide, affecting our operations in areas including, but not limited to, IP ownership and infringement; taxes; import and export requirements and tariffs; anti-corruption, including the Foreign Corrupt Practices Act; business acquisitions; foreign exchange controls and cash repatriation restrictions; foreign ownership and investment; data privacy requirements; competition and antitrust; advertising; employment; product regulations; cybersecurity; environmental, health, and safety requirements; the responsible use of AI; sustainability; cryptocurrency; and consumer laws. Compliance with such requirements can be onerous and expensive, could impact our competitive position, and may negatively impact our business operations and ability to manufacture and ship our products. There can be no assurance that our employees, contractors, suppliers, customers or agents will not violate applicable laws or the policies, controls, and procedures that we have designed to help ensure compliance with such laws, and violations could result in fines, criminal sanctions against us, our officers, or our employees, prohibitions on the conduct of our business, and damage to our reputation. Changes to the laws, rules and regulations to which we are subject, or changes to their interpretation and enforcement, could lead to materially greater compliance and other costs, and/or further restrictions on our ability to manufacture and supply our products and operate our business. For example, we may face increased compliance costs as a result of changes or increases in antitrust legislation, regulation, administrative rule making, increased focus from regulators on cybersecurity vulnerabilities and risks. Our position in markets relating to AI has led to increased interest in our business from regulators worldwide, including the European Union, the United States, the United Kingdom, South Korea, Japan, and China. For example, the French Competition Authority collected information from us regarding our business and competition in the graphics card and CSP market as part of an ongoing inquiry into competition in those markets. We have also received, and continue to receive, broad requests for information from competition regulators in the European Union, the United States, the United Kingdom, China, and South Korea regarding our sales of GPUs and other NVIDIA products, our efforts to allocate supply, foundation models and our investments, partnerships and other agreements with companies developing foundation models, the markets in which we compete and our competition, our strategies, roadmaps, and efforts to develop, market, and sell hardware, software, and system solutions, and our agreements with customers, suppliers, and partners. We expect to receive additional requests for information in the future. Such requests have been and are likely to be expensive and burdensome and could negatively impact our business and our relationships with customers, suppliers, and partners.
+
+Governments and regulators are also considering, and in certain cases, have imposed restrictions on the hardware, software, and systems used to develop frontier foundation models and generative AI. For example, the EU AI Act became effective on August 1, 2024 and will be fully applicable after a two-year transitional period. The EU AI Act may impact our ability to train, deploy, or release AI models in the EU. Several states are considering enacting or have already enacted regulations concerning AI technologies, with new state laws that took effect on January 1, 2026, which may impact our ability to train, deploy, or release AI models, and increase our compliance costs. Restrictions under these and any other regulations, if implemented, could increase the costs and burdens to us and our customers, delay or halt deployment of new systems using our products, and reduce the number of new entrants and customers, negatively impacting our business and financial results. Revisions to laws or regulations or their interpretation and enforcement could also result in increased taxation, trade sanctions, the imposition of or increase to import duties or tariffs, restrictions and controls on imports or exports, or other retaliatory actions, which could have an adverse effect on our business plans or impact the timing of our shipments. Additionally, changes in the public perception of governments in the regions where we operate or plan to operate could negatively impact our business and results of operations.
+
+Government actions, including trade protection and national and economic security policies of U.S. and foreign government bodies, such as tariffs, import or export regulations, including deemed export restrictions and restrictions on the activities of U.S. persons, trade and economic sanctions, decrees, quotas or other trade barriers and restrictions could affect our ability to ship products, provide services to our customers and employees, do business without an export license with entities on the U.S. Department of Commerce's U.S. Entity List or other USG restricted parties lists (which is expected to change from time to time), and generally fulfill our contractual obligations and have a material adverse effect on our business. If we were ever found to have violated export control laws or sanctions of the U.S. or similar applicable non-U.S. laws, even if the violation occurred without our knowledge, we may be subject to various penalties available under the laws, any of which could have a material and adverse impact on our business, operating results and financial condition.
+
+For example, in response to the war in Ukraine, the United States and other jurisdictions imposed economic sanctions and export control measures which blocked the passage of our products, services and support into Russia, Belarus, and certain regions of Ukraine. In fiscal year 2023, we stopped direct sales to Russia and closed business operations in Russia. Concurrently, the war in Ukraine has impacted sales in EMEA and may continue to do so in the future.
+
+The increasing focus on the risks and strategic importance of AI technologies has resulted in regulatory restrictions that target products and services capable of enabling or facilitating AI and may in the future result in additional restrictions impacting some or all of our product and service offerings.
+
+Concerns regarding third-party use of AI for purposes contrary to local governmental interests, including concerns relating to the misuse of AI applications, models, and solutions, has resulted in and could in the future result in unilateral or multilateral restrictions on products that can be used for training, modifying, tuning, and deploying LLMs and other AI applications. Such restrictions have limited and could in the future limit the ability of downstream customers and users worldwide to acquire, deploy and use systems that include our products, software, and services, and negatively impact our business and financial results.
+
+Such restrictions could include additional unilateral or multilateral export controls on certain products or technology, including but not limited to AI technologies. As geopolitical tensions have increased, semiconductors associated with AI, including GPUs and related products, are increasingly the focus of export control restrictions proposed by stakeholders in the U.S. and its allies. The United States has imposed unilateral worldwide controls restricting GPUs and associated products, and it is likely that additional unilateral or multilateral controls will be adopted. Such controls have been and may again be very broad in scope and application, prohibit us from exporting our products to any or all customers in one or more markets, and could negatively impact our manufacturing, testing and warehousing locations and options, or could impose other conditions that limit our ability to serve demand abroad and could negatively and materially impact our business, revenue and financial results. Export controls and other restrictions targeting GPUs and semiconductors associated with AI, which have been imposed and are likely to be more restrictive, would further limit our ability to export our technology, products, or services, creating a competitive disadvantage for us and negatively impacting our business and financial results. Export controls targeting GPUs and semiconductors associated with AI have subjected and may in the future subject downstream users of our products to restrictions on the use, resale, repair, or transfer of our products, negatively impacting our business and financial results. Controls could negatively impact our cost and/or ability to provide services such as NVIDIA AI cloud services and could impact the cost and/or ability for our CSPs and customers to provide services to their end customers, even outside China.
+
+Export controls have and could in the future disrupt our supply chain and distribution channels, negatively impacting our ability to serve demand, including in markets outside China and for our non-data center products. The possibility of additional export controls has negatively impacted and may in the future negatively impact demand for our products, benefiting competitors that offer alternatives less likely to be restricted by further controls. Repeated changes in the export control rules are likely to impose compliance burdens on our business and our customers, negatively and materially impacting our business.
+
+Increasing use of economic sanctions and export controls has impacted and may in the future impact demand for our products or services, negatively impacting our business and financial results. Reduced demand due to export controls has and could in the future lead to excess inventory or cause us to incur related supply charges. Additional unilateral or multilateral controls are also likely to include deemed export control limitations that negatively impact the ability of our research and development teams to execute our roadmap or other objectives in a timely manner. Additional export restrictions may not only impact our ability to serve overseas markets, but also provoke responses from foreign governments, including China, that negatively impact our supply chain or our ability to provide our products and services to customers in all markets worldwide, which could also substantially reduce our revenue. Regulators in China have inquired about our sales and efforts to supply the China market and our fulfillment of the commitments we entered at the close of our Mellanox acquisition. On September 15, 2025, China's antitrust regulators published their preliminary finding that our compliance with applicable U.S. export controls, which required us to offer degraded products to the Chinese market, discriminated unfairly against customers in the China market and therefore violated the terms of China's approval of our Mellanox acquisition. If regulators conclude that we have failed to fulfill the terms of our Mellanox acquisition or we have violated any applicable law in China, we could be subject to financial penalties, restrictions on our ability to conduct our business, restrictions or other orders regarding our networking business, products, and services, or otherwise impact our operations in China, any of which could have a material and adverse impact on our business, operating results and financial condition.
+
+Over the past three years, we have been subject to a series of shifting and expanding export control restrictions, impacting our ability to serve customers outside the United States.
+
+In August 2022, the USG announced export restrictions and export licensing requirements targeting China's semiconductor and supercomputing industries. These restrictions impacted exports of certain chips, as well as software, hardware, equipment and technology used to develop, produce and manufacture certain chips to China (including Hong Kong and Macau) and Russia, and specifically impact our A100 and H100 integrated circuits, DGX or any other systems or boards which incorporate A100 or H100 integrated circuits.
+
+In July 2023, the USG also informed us of an additional licensing requirement for a subset of A100 and H100 products destined to certain customers and other regions, including some countries in the Middle East.
+
+In October 2023, the USG announced new and updated licensing requirements for exports to China and Country Groups D:1, D:4, and D:5 (including but not limited to, Saudi Arabia, the United Arab Emirates, and Vietnam, but excluding Israel) of our products exceeding certain performance thresholds, including, but not limited to, the A100, A800, H100, H800, L4, L40, L40S RTX 4090, GB200 NVL72, and B200. The licensing requirements also apply to the export of products exceeding certain performance thresholds to a party headquartered in, or with an ultimate parent headquartered in, Country Group D5, including China.
+
+In April 2025, the USG informed us that it requires a license for export to China (including Hong Kong and Macau) and D:5 countries, or to companies headquartered or with an ultimate parent therein, of our H2O integrated circuits and any other circuits achieving the H2O's memory bandwidth, interconnect bandwidth, or combination thereof. As a result of these requirements, we incurred a \$4.5 billion charge in the first quarter of fiscal year 2026 associated with H2O for excess inventory and purchase obligations, as the demand for H2O products diminished.
+
+In August 2025, the USG granted licenses that would allow us to ship certain H2O products to certain China-based customers. We generated approximately \$60 million in H2O revenue under those licenses. USG officials expressed an expectation that the USG will receive 15% or more of the revenue generated from licensed sales of our products, but the USG did not publish a regulation codifying such requirement.
+
+In February 2026, the USG granted a license that would allow us to ship small amounts of H200 products to specific China-based customers. To date, we have not generated any revenue under the H200 licensing program, and do not yet know whether any imports will be allowed into China. The license requires that the H200s go through an inspection process in the United States prior to any shipment to the customer. As a result, any H200 shipped under the new licensing program will be subject to a 25% tariff upon importation into the United States.
+
+In the event that we are able to sell licensed products into the China market, we may not be able to pass along all or any of the tariff to our customers, and may be subject to litigation, increased costs, and a harmed competitive position.
+
+The export controls applicable to China are complex and address a variety of parameters, including the total processing performance of a chip, the “performance density” of a chip, the interconnect bandwidth of a chip, and the memory bandwidth of a chip. Under the current rules and geopolitical landscape, we are unable to create and deliver a competitive product for China’s data center market that receives approval from both the USG and the Chinese government. As of the end of fiscal year 2026, we were effectively foreclosed from competing in China’s data center computing/compute market, and our effective foreclosure from the China market helped our competitors build larger developer and customer ecosystems to challenge us worldwide. Unless we are able to return with a product that meets the approval of both the USG and the Chinese government, our lost opportunity and the benefit to our competitors will have a material and adverse impact on our business, operating results, and financial condition.
+
+In addition to controls targeting D:1, D:4 and D:5 countries, the USG has also imposed worldwide export controls impacting our products, and may impose additional controls in the future.
+
+In January 2025, the USG published the AI Diffusion IFR in the Federal Register. The IFR would have imposed a worldwide licensing requirement on our data center products, such as our H200, GB200 and GB300. The AI Diffusion IFR would have divided the world into three tiers, relegating most countries to “Tier 2” status, and would have created a complex and burdensome scheme for licensing approvals.
+
+In May 2025, the USG announced that it would rescind the AI Diffusion IFR and implement a replacement rule. The scope, timing, and requirements of the forthcoming rule remain uncertain. The replacement rule may impose new restrictions on our products or operations and/or add license requirements that could have a material impact on our business, operating results, and financial condition. For example, in October 2025, the Senate passed the “GAIN AI Act” in the NDAA. The GAIN AI Act would restrict the Trump Administration’s ability to adapt the Biden Administration’s export control rules, and could also allow private U.S. persons to review and overturn licensing and foreign policy decisions made by the Trump Administration.
+
+Our competitive position has been harmed by export controls, and our competitive position and future results will be further harmed, over the long term, if the restrictions remain in place or are expanded in geographic, customer, or product scope, if customers purchase product from competitors, if customers develop their own internal solution, if we are unable to provide contractual warranty or other extended service obligations, if the USG does not grant licenses in a timely manner or denies licenses to significant customers or if we incur significant transition costs. The licensing process may not be resolved before significant business opportunities evaporate. Even if the USG grants any requested licenses, the licenses have already and may in the future be temporary, impose burdensome conditions regarding the installation, maintenance, and use of such products, or include financial or economic requirements that we or our customers or end users cannot or choose not to fulfill. The licensing requirements have already and may in the future benefit certain of our competitors, as the licensing process will make our pre-sale and post-sale technical support efforts more cumbersome and less certain and encourage customers in China, the Middle East, and other regions to pursue alternatives to our products, including semiconductor suppliers based in China, Europe, and Israel.
+
+Given the increasing strategic importance of AI and rising geopolitical tensions, the USG has changed and may again change the export control rules at any time and further subject a wider range of our products to export restrictions and licensing requirements, negatively impacting our business and financial results. In the event of such change, we may be unable to sell our inventory of such products and may be unable to develop replacement products not subject to the licensing requirements.
+
+For example, the USG already imposed license conditions that limit the ability of foreign firms to create and offer as a service large-scale GPU clusters, such as imposing license conditions on the use of products to be exported to certain countries, and may impose additional conditions such as requiring chip tracking and throttling mechanisms that could disable or impair GPUs if certain events, including unauthorized system configuration, use, or location, are detected. Such government mandates in chip designs could introduce system vulnerabilities and expose us to significant risk and potential liability, negatively impact demand for our products, and could have a material impact on our business, operating results, and financial condition. Even if not enacted into binding legislation, draft bills have impacted and may in the future negatively impact our business. For example, following U.S. legislative proposals calling for mandatory features in our chips, China's government publicly questioned whether our H2O products have built-in vulnerabilities, discouraging customers from purchasing our products. We provided a public response explaining that our GPUs, including H2O, do not include such built-in vulnerabilities, and will respond to any follow-up questions we receive.
+
+Open-source foundation models are rapidly growing in popularity with developers worldwide. Any regulatory control or other restriction that limits our ability to provide products and services that support third-party applications and models, including applications built on foundation models originating in China such as DeepSeek, Qwen, or KIMMI, could have a material impact on our business, operating results, and financial condition.
+
+The USG already imposed export controls restricting certain gaming GPUs, and if the USG expands such controls to restrict additional gaming products, it may disrupt a significant portion of our supply and distribution chain and negatively impact sales of such products to markets outside China, including the U.S. and Europe. In addition, as the performance of the gaming GPUs increases over time, export controls may have a greater impact on our ability to compete in markets subject to those controls. Export controls may disrupt our supply and distribution chain for a substantial portion of our products, which are warehoused in and distributed from Hong Kong.
+
+Export controls restricting our ability to sell data center GPUs may also negatively impact demand for our networking products used in servers containing our GPUs. The USG may also impose export controls on our networking products, such as high-speed network interconnects, to limit the ability of downstream parties to create large clusters for frontier model training.
+
+Export controls have and are likely in the future to have a disproportionate impact on NVIDIA and may disadvantage us against certain of our competitors that sell chips that are outside the scope of such control. Export controls have already and may in the future encourage customers outside China and other impacted regions to “design-out” certain U.S. semiconductors from their products to reduce the compliance burden and risk, and to ensure that they are able to serve markets worldwide. Export controls have already encouraged and may in the future encourage overseas governments to request that our customers purchase from our competitors rather than NVIDIA or other U.S. firms, harming our business, market position, and financial results.
+
+As a result, export controls have in the past and may in the future negatively impact demand for our products and services not only in China, but also in other markets, such as Europe, Latin America, and Southeast Asia. Export controls increase the risk of investing in U.S. advanced semiconductor products, because by the time a new product is ready for market, it may be subject to new unilateral export controls restricting its sale, resulting in excess inventory and purchase obligations as we recently experienced with the H2O. At the same time, such controls may increase investment in foreign competitors, which would be less likely to be restricted by U.S. controls.
+
+The increasingly complex export controls impose complex and burdensome compliance obligations on our partners, suppliers, and customers. While we seek to strictly comply with all applicable export control regulators, reports of diversion of controlled products, even when unsubstantiated and untrue, may negatively impact our business, relationships with partners and customers, and our reputation. Incorrect allegations that our compliance efforts satisfy the letter but not the “spirit” of the applicable regulations, as well as incorrect allegations that legitimate and appropriate business is using supposed “loopholes” in the export controls may negatively impact our business, relationships with partners and customers, and our reputation.
+
+In addition to export controls, the USG may impose restrictions on the import and sale of products that incorporate technologies developed or manufactured in whole or in part in China. For example, the USG adopted “Connected Vehicle” restrictions on the import and sale of certain automotive products in the United States, which if adopted and interpreted broadly, could impact our ability to develop and supply solutions for our automotive customers. The USG is also considering restrictions that would limit our ability to support third-party applications and models built on open-source foundation models originating in China. Such restrictions, if implemented, would favor our foreign competitors and negatively impact our business.
+
+Additionally, restrictions imposed by the Chinese government on the duration of gaming activities and access to games may adversely affect our Gaming revenue, and even if we are able to participate in the China data center compute market, increased oversight of digital platform companies may adversely affect our Data Center revenue. The Chinese government has encouraged customers to purchase from our China-based competitors and discouraged customers from purchasing, importing, or using our data center products, including any China-specific product designed to comply with U.S. export controls. As another example, an agency of the Chinese government announced an Action Plan that endorses new standards regarding the compute performance per watt and per memory bandwidth of accelerators used in new and renovated data centers in China. Although we are already effectively foreclosed from the China market by U.S. export controls, if those controls changed to allow us to return to the market, the Chinese government could modify or implement the Action Plan in a way that effectively prevents us from being able to design products to meet the new standard, which may restrict the ability of customers to use some of our data center products and may have a material and adverse impact on our business, operating results and financial condition. Further restrictions on our products or the products of our suppliers could negatively impact our business and financial results.
+
+Finally, our business depends on our ability to receive consistent and reliable supply from our overseas partners, especially in Taiwan and South Korea. Any new restrictions that negatively impact our ability to receive supply of components, parts, or services from Taiwan and South Korea, would negatively impact our business and financial results.
+
+Scrutiny from shareholders, regulators and others regarding our corporate sustainability practices could result in additional costs or risks and adversely impact our reputation and willingness of customers and suppliers to do business with us.
+
+Certain shareholder advocacy groups, investment funds, shareholders and other market participants, customers and government regulators have focused on corporate sustainability practices and disclosures, including those associated with climate change and human rights. Stakeholders may not be satisfied with our corporate sustainability practices and goals or the speed of their adoption. Further, there are state-level initiatives in the U.S. that may differ from other regulatory requirements or our various stakeholders' expectations. Additionally, our corporate sustainability practices, oversight of our practices or disclosure controls may not meet evolving shareholder, regulator or other industry stakeholder expectations, or we may fail to meet corporate sustainability disclosure or reporting standards or legal requirements. We could also incur additional costs and require additional resources to monitor, report, and comply with various corporate sustainability practices and legal requirements, choose not to conduct business with potential customers and suppliers, or discontinue or not expand business with existing customers and suppliers due to our policies. These factors and increased disclosure may negatively harm our brand, reputation and business activities or expose us to liability.
+
+## Issues relating to the responsible use of our technologies, including AI in our offerings, may result in reputational or financial harm and liability.
+
+Concerns relating to the responsible use of new and evolving technologies, such as AI, in our products and services may result in reputational or financial harm and liability and may cause us to incur costs to resolve such issues. We are increasingly building AI capabilities and protections into many of our products and services, and we also offer stand-alone AI applications. AI poses emerging legal, social, and ethical issues and presents risks and challenges that could affect its adoption, and therefore our business. If we enable or offer solutions that draw controversy due to their perceived or actual impact on society, such as AI solutions that have unintended consequences, infringe copyright or rights of publicity, or are controversial because of their impact on human rights, privacy, employment or other social, economic or political issues, or if we are unable to implement effective internal policies and frameworks relating to the responsible development and use of AI models and systems offered through our sales channels, we may experience brand or reputational harm, competitive harm or legal liability. Leveraging AI capabilities to potentially improve our internal functions and operations may present further risks, costs, and challenges. Complying with multiple regulations from different jurisdictions related to AI may further increase our cost of doing business, may change the way that we operate in certain jurisdictions, and may impede our ability to offer certain products and services in certain jurisdictions if we are unable to comply with regulations. Compliance with existing and proposed government regulation of AI, including in jurisdictions such as the European Union, may further increase the cost of related research and development, and create additional reporting and/or transparency requirements. For example, regulation adopted in response to the European Union Code of Practice for General Purpose Artificial Intelligence could require us to notify the European Commission regarding details of some of our Trustworthy AI processes related to our risk framework. Furthermore, changes in AI-related regulation could disproportionately impact and disadvantage us and require us to change our business practices, which may negatively impact our financial results. Our failure to adequately address concerns and regulations relating to the responsible use of AI by us or others could undermine public confidence in AI and slow adoption of AI in our products and services or cause reputational or financial harm.
+
+## Actions to adequately protect our IP rights could result in substantial costs to us and our ability to compete could be harmed if we are unsuccessful or if we are prohibited from making or selling our products.
+
+From time to time, we are involved in lawsuits or other legal proceedings alleging patent infringement or other IP rights violations by us, our employees or parties that we have agreed to indemnify. An unfavorable ruling could include significant damages, invalidation of one or more patents, indemnification of third parties, payment of lost profits, or injunctive relief. Claims that our products or processes infringe the IP rights of others, regardless of their merit, could cause us to incur significant costs to respond to, defend, and resolve such claims, and they may also divert the efforts and attention of management and technical personnel.
+
+We may commence legal proceedings to protect our IP rights, which may increase our operating expenses. We could be subject to countersuits as a result. If infringement claims are made against us or our products are found to infringe a third party's IP, we or one of our indemnitees may have to seek a license to the third party's IP rights. If we or one of our indemnitees is unable to obtain such a license on acceptable terms or at all, we could be subject to substantial liabilities or have to suspend or discontinue the manufacture and sale of one or more of our products. We may also have to make royalty or other payments or cross license our technology. If these arrangements are not concluded on commercially reasonable terms, our business could be negatively impacted. Furthermore, the indemnification of a customer or other indemnitee may increase our operating expenses and negatively impact our operating results.
+
+We rely on patents, trademarks, trade secrets, employee and third-party nondisclosure agreements, licensing arrangements and the laws of the countries in which we operate to protect our IP. Foreign laws may not protect our products or IP rights to the same extent as United States law. This makes the possibility of piracy of our technology and products more likely. The theft or unauthorized use or publication of our trade secrets and other confidential information could harm our competitive position and reduce acceptance of our products; as a result, the value of our investment in research and development, product development and marketing could be reduced. We also may face risks to our IP if our employees are hired by competitors. We continuously assess whether and where to seek formal protection for existing and new innovations and technologies but cannot be certain whether our applications for such protections will be approved, and, if approved, whether they will be enforceable.
+
+We are subject to stringent and changing data privacy and security laws, rules, regulations and other obligations. These areas could damage our reputation, deter current and potential customers, affect our product design, or result in legal or regulatory proceedings and liability.
+
+We process sensitive, confidential or personal data or information that is subject to privacy and security laws, regulations, industry standards, external and internal policies, contracts and other obligations that govern the processing of such data by us and on our behalf. Concerns about our practices or the ultimate use of our products and services with regard to the collection, use, retention, security or disclosure of personal information or other privacy-related matters, including for use in AI, even if unfounded, could damage our reputation and adversely affect our operating results. The theft, loss or misuse of personal data in our possession or by one of our partners could result in damage to our reputation, regulatory proceedings, disruption of our business activities or increased security or remediation costs and costs related to defending legal claims.
+
+In the United States, federal, state and local authorities have enacted numerous data privacy and security laws, including for data breach notification, personal data privacy and consumer protection. Numerous U.S. states have enacted comprehensive privacy laws that impose certain obligations on covered businesses, including providing specific disclosures in privacy notices and affording residents with certain rights concerning their personal data. As applicable, such rights may include the right to access, correct, or delete certain personal data, and to opt-out of certain data processing activities, such as targeted advertising, profiling and automated decision-making. The exercise of these rights may impact our business and ability to provide our products and services. Certain states also impose stricter requirements for processing certain personal data, including sensitive information, such as conducting data privacy impact assessments. These state laws allow for statutory fines for noncompliance. For example, the California Consumer Privacy Act of 2018, as amended by the California Privacy Rights Act of 2020, or CPRA, or collectively the CCPA, gives California residents the right to access, delete and opt-out of certain sharing of their personal information, and to receive detailed information about how it is used and shared. The CCPA provides for substantial fines for intentional violation and the law created a private right of action for certain data breaches. Similar laws are being considered in several other states, as well as at the federal and local levels. Additionally, several states and localities have enacted measures related to the use of AI and machine learning in products and services. If we become subject to additional data privacy laws, the risk of enforcement action against us could increase.
+
+Worldwide regulatory authorities are also considering and have approved various legislative proposals concerning data protection. The European Union adopted the General Data Protection Regulation, or GDPR, and the United Kingdom similarly adopted the U.K. GDPR, governing the strict handling of personal data of persons within the European Economic Area, or EEA, and the United Kingdom, respectively, including its use and protection and the ability of persons whose data is stored to access, correct, and delete such data about themselves. If we are found not to comply, we could be subject to penalties of up to €20 million or 4% of worldwide revenue, whichever is greater, and classes of individuals or consumer protection organizations may initiate litigation related to our processing of their personal data. Furthermore, the EU AI Act and similar legislation could impose onerous obligations that may disproportionately impact and disadvantage us and require us to change our business practices. Additionally, Europe’s Network and Information Security Directive, or NIS2, regulates resilience and incident response capabilities of entities operating in a number of sectors, including the digital infrastructure sector. Non-compliance with NIS2 may lead to administrative fines of a maximum of 10 million Euros or up to 2% of the total worldwide revenue of the preceding fiscal year.
+
+In the ordinary course of business, we transfer personal data from Europe, China, and other jurisdictions to the United States or other countries. Certain jurisdictions have enacted data localization laws and cross-border personal data transfer laws. For example, the GDPR governs the transfer of personal data to countries outside of the EEA. The European Commission released a set of “Standard Contractual Clauses” designed for entities to validly transfer personal data out of the EEA to jurisdictions that the European Commission has not found to provide an adequate level of protection, including the United States. Additionally, the U.K.’s International Data Transfer Agreement / Addendum, as well as the EU-U.S. Data Privacy Framework and the U.K. extension thereto (which allows for transfers to relevant U.S.-based organizations who self-certify compliance and participate in the Framework) are mechanisms that may be used to transfer personal data from the EEA and U.K. to the United States. However, these mechanisms are subject to legal challenges, and there is no assurance that we can satisfy or rely on these measures to lawfully transfer personal data to the United States. Other jurisdictions have enacted or are considering similar cross-border personal data transfer laws and local personal data residency laws, any of which would increase the cost and complexity of doing business and could result in fines from regulators. For example, China’s law imposes various requirements relating to data processing and data localization. Data broadly defined as important under China’s law, including personal data, may not be transferable outside of China without prior assessment and approval by the Cyberspace Administration of China, or CAC. Compliance with these requirements, including CAC assessments and any deemed failures of such assessments, could cause us to incur liability, prevent us from using data collected in China or impact our ability to transfer data outside of China. The inability to import personal data to the United States could significantly and negatively impact our business operations, limit our ability to collaborate with parties that are subject to European, China and other data privacy and security laws, or require us to increase our personal data processing capabilities in Europe and/or elsewhere at significant expense. Some European regulators have prevented companies from transferring personal data out of Europe for allegedly violating the GDPR’s cross-border data transfer limitations, which could negatively impact our business.
+
+We are also bound by certain contractual obligations related to data privacy and security, and our efforts to comply with such obligations may not be successful or may be claimed to be non-compliant. For example, certain privacy laws, such as the GDPR and the CCPA, require our customers to impose specific contractual restrictions on their service providers. We sometimes host personal data in collaboration with our customers, and if a breach exposed or altered that personal data, it could harm those customer relationships and subject us to litigation, regulatory action, or fines. We publish privacy policies, marketing materials and other statements, such as compliance with certain certifications or self-regulatory principles, regarding data privacy and security. Regulators in the U.S. are increasingly scrutinizing these statements, and if these policies, materials or statements are found to be deficient, lacking in transparency, deceptive, unfair or misrepresentative of our practices, we may be subject to investigation, enforcement actions by regulators or other adverse consequences.
+
+Data protection laws around the world are quickly changing and may be interpreted and applied in an increasingly stringent fashion and in a manner that is inconsistent with our data practices. These obligations may affect our product design and necessitate changes to our information technologies, systems and practices and to those of any third parties that process personal data on our behalf. Despite our efforts, we or third parties we rely upon may fail to comply with such obligations. If we fail, or are perceived to have failed, to address or comply with data privacy and security obligations, we could face significant consequences, including but not limited to, government enforcement actions, litigation, additional reporting requirements and/or oversight, bans on processing personal data, and orders to destroy or not use personal data. Any of these events could have a material adverse effect on our reputation, business, or financial condition.
+
+## We may have exposure to additional tax liabilities and our operating results may be adversely impacted by changes in tax laws, higher than expected tax rates and other tax-related factors.
+
+We are subject to complex income tax laws and regulations, as well as non-income-based taxes, in various jurisdictions. Significant judgment is required in determining our worldwide provision for income taxes and other tax liabilities. We are regularly under audit by tax authorities in different jurisdictions. Although we believe our tax estimates are reasonable, any adverse outcome could increase our worldwide effective tax rate, increase the amount of non-income taxes imposed on our business, and harm our financial position, results of operations, net income, and cash flows.
+
+Further, changes in tax laws or their interpretation by tax authorities in the U.S. or foreign jurisdictions could increase our future tax liability or cause other adverse tax impacts, which may materially impact our results of operations, or the way we conduct our business. Most of our income is taxable in the U.S., with a significant portion qualifying for preferential treatment as foreign-derived deduction eligible income, or FDDEI. If U.S. tax rates increase or the FDDEI deduction is reduced, our provision for income taxes, results of operations, net income, and cash flows would be adversely affected. In addition, our tax obligations and effective tax rate in the jurisdictions in which we conduct business could increase as a result of international tax developments, including the implementation of the Two-Pillar framework led by the Organization for Economic Cooperation and Development, or OECD, which involves the reallocation of taxing rights in respect of certain multinational enterprises above a fixed profit margin to the jurisdictions in which they carry on business (referred to as Pillar One), and imposes a minimum effective corporate tax rate (referred to as Pillar Two). A number of countries in which we conduct business have enacted, or are in the process of enacting, elements of the Pillar Two rules, including the recently released "side-by-side" framework, which provides certain additional safe harbors and coordination mechanisms. Any such tax laws, or changes in any such tax laws, including those related to the side-by-side framework, may increase tax uncertainty and compliance costs and adversely affect our provision for income taxes, cash tax payments, results of operations, and financial condition.
+
+Our future effective tax rate may also be affected by a variety of factors, including changes in our business or statutory rates, the mix of earnings in countries with differing statutory tax rates, available tax incentives, credits and deductions, the expiration of statutes of limitations, changes in accounting principles, adjustments to income taxes upon finalization of tax returns, increases in expenses not deductible for tax purposes, the estimates of our deferred tax assets and liabilities and deferred tax asset valuation allowances, changing interpretation of existing laws or regulations, the impact of accounting for business combinations, as well as changes in the domestic or international organization of our business and structure. Furthermore, the tax effects of accounting for stock-based compensation and volatility in our stock price may significantly impact our effective tax rate in the period in which they occur. A decline in our stock price may result in reduced future tax benefits from stock-based compensation, increase our effective tax rate, and adversely affect our financial results.
+
+## Our business is exposed to the burden and risks associated with litigation, investigations and regulatory proceedings.
+
+We currently and will likely continue to face legal, administrative and regulatory proceedings, claims, demands and/or investigations involving shareholder, consumer, competition, intellectual property and/or other issues relating to our business. For example, we are defending a securities class action lawsuit from multiple shareholders asserting claims that we and certain of our officers made false and/or misleading statements related to channel inventory and the impact of cryptocurrency mining on GPU demand in 2017 and 2018. Litigation and regulatory proceedings are inherently uncertain, and adverse rulings could occur, including monetary damages or fines, or an injunction stopping us from manufacturing or selling certain products, engaging in certain business practices, or requiring other remedies, such as compulsory licensing of patents. An unfavorable outcome or settlement may result in a material adverse impact. Regardless of the outcome, litigation can be costly, time-consuming, and disruptive to our operations.
+
+Delaware law and our certificate of incorporation, bylaws and agreement with Microsoft could delay or prevent a change in control.
+
+The anti-takeover provisions of the Delaware General Corporation Law may discourage, delay, or prevent a change in control. Provisions in our certificate of incorporation and bylaws could make it more difficult for a third party to acquire a majority of our outstanding stock. These provisions include the ability of our Board of Directors to create and issue preferred stock, change the number of directors, and to make, amend or repeal our bylaws without prior shareholder approval; the inability of our shareholders to act by written consent; advance notice requirements for director nominations and shareholder proposals; and super-majority voting requirement to amend some provisions in our certificate of incorporation and bylaws. Under our agreement with Microsoft for the Xbox, if someone makes an offer to purchase at least 30% of our outstanding common stock, Microsoft may have first and last rights of refusal to purchase the stock. These provisions could delay or prevent a change in control of NVIDIA, discourage proxy contests, and make it more difficult for shareholders to elect directors of their choosing and to cause us to take other corporate actions they desire.
+
+## Item 1B. Unresolved Staff Comments
+
+None.
+
+## Item 1C. Cybersecurity
+
+## Risk management and strategy
+
+We have in place certain infrastructure, systems, policies, and procedures that are designed to proactively prevent or reduce the impact of, and reactively address circumstances that arise when, events such as a cybersecurity incident occur. These include processes for assessing, identifying, and managing material risks from cybersecurity threats. Our information security management programs generally follow certain processes outlined in frameworks such as the ISO 27001 international standard for information security management and we evaluate and evolve our security measures as appropriate. We consult with external parties, such as cybersecurity firms and risk management and governance experts, on risk management and strategy.
+
+Identifying, assessing, and managing cybersecurity risk is integrated into our overall risk management systems and processes, and we have in place cybersecurity and data privacy training and policies designed to (a) respond to new requirements in global privacy and cybersecurity laws and (b) prevent, detect, respond to, mitigate and recover from identified and significant cybersecurity threats.
+
+We also have a vendor risk assessment process consisting of, depending on the nature and sensitivity of the supplier and data they process on our behalf, the distribution and review of supplier questionnaires designed to help us evaluate cybersecurity risks that we may encounter when working with third parties that have access to confidential and other sensitive company information. We take steps to review that such vendors have implemented data privacy and security controls that help mitigate the cybersecurity risks associated with these vendors, depending on the nature and sensitivity of the supplier and data they process on our behalf. We routinely assess our high-risk suppliers' conformance to industry standards (e.g., ISO 27001, ISO 28001, and C-TPAT), and we evaluate them for additional information, product, and physical security requirements.
+
+Refer to “Item 1A. Risk factors” in this annual report on Form 10-K for additional information about cybersecurity-related risks.
+
+## Governance
+
+Information security matters, including managing and assessing risks from cybersecurity threats, remain under the oversight of the Company's Board of Directors, or the Board. The Audit Committee of the Board, or the Audit Committee, also reviews the adequacy and effectiveness of the Company's information security policies and practices and the internal controls regarding information security risks. The Audit Committee receives regular information security updates from management, including our Chief Security Officer and members of our security team. The Board also receives annual reports on information security matters from our Chief Security Officer and members of our security team.
+
+Our security efforts are managed by a team of executive cybersecurity, IT, engineering, operations, and legal professionals. We have established a cross-functional leadership team, consisting of executive-level leaders, that meets regularly to review cybersecurity matters and evaluate emerging threats. With oversight and guidance provided by the cross-functional leadership team, our information security teams refine our practices to address emerging security risks and changes in regulations. Our executive-level leadership team also participates in cybersecurity incident response efforts by engaging with the incident response team and helping direct the company's response to and assessment of certain cybersecurity incidents.
+
+We have designated a Chief Security Officer, reporting to our Senior Vice President of Software Engineering, to oversee the identification, assessment, and management of material cybersecurity risks. Our Chief Security Officer's cybersecurity expertise includes over 18 years of combined government and private sector assignments.
+
+## Item 2. Properties
+
+Our headquarters is in Santa Clara, California. We own and lease approximately 3 million square feet of office and building space for our corporate headquarters. In addition, we lease data center space in Santa Clara, California. We also own and lease facilities for data centers, research and development, and/or sales and administrative purposes throughout the U.S. and in various international locations, primarily in China, India, Israel, and Taiwan. We believe our existing facilities, both owned and leased, are in good condition and suitable for the conduct of our business. We do not identify or allocate assets by operating segment. For additional information regarding obligations under leases, refer to Note 17 of the Notes to the Consolidated Financial Statements in Part IV, Item 15 of this Annual Report on Form 10-K, which information is hereby incorporated by reference.
+
+## Item 3. Legal Proceedings
+
+Please see Note 12 of the Notes to the Consolidated Financial Statements in Part IV, Item 15 of this Annual Report on Form 10-K for a discussion of our legal proceedings.
+
+## Item 4. Mine Safety Disclosures
+
+Not applicable.
+
+## Part II
+
+## Item 5. Market for Registrant's Common Equity, Related Stockholder Matters and Issuer Purchases of Equity Securities
+
+Our common stock is traded on the Nasdaq Global Select Market under the symbol NVDA. Public trading of our common stock began on January 22, 1999. Prior to that, there was no public market for our common stock. As of February 20, 2026, we had approximately 1,226 registered shareholders, not including those shares held in street or nominee name.
+
+In May 2024, we announced a ten-for-one stock split, or the Stock Split, of our issued common stock, which was effected through the filing of an amendment to the Company's Restated Certificate of Incorporation, or the Amendment, with the Secretary of the State of Delaware. In June 2024, the Company filed the Amendment to effect the Stock Split and proportionately increased the number of shares of the Company's authorized common stock from 8.0 billion to 80.0 billion. Shareholders of record at the close of market on June 6, 2024 received nine additional shares of common stock, distributed after the close of market on June 7, 2024. All share, equity award and per share amounts presented herein have been retrospectively adjusted to reflect the Stock Split.
+
+## Issuer Purchases of Equity Securities
+
+On August 26, 2025, our Board of Directors approved an additional \$60.0 billion in share repurchase authorization, without expiration. In fiscal year 2026, we repurchased 282 million shares of our common stock for \$40.4 billion. As of January 25, 2026, we were authorized, subject to certain specifications, to repurchase up to \$58.5 billion of our common stock.
+
+The repurchases can be made in the open market, in privately negotiated transactions, pursuant to a Rule 10b5-1 trading plan or in structured share repurchase agreements in compliance with Rule 10b-18 of the Exchange Act, subject to market conditions, applicable legal requirements, and other factors. Our share repurchase program may be suspended at any time at our discretion.
+
+In fiscal year 2026, we paid cash dividends to our shareholders of \$974 million. The payment of future cash dividends is subject to our Board of Directors' continuing determination that the declaration of dividends is in the best interests of our shareholders.
+
+The following table presents details of our share repurchase transactions during the fourth quarter of fiscal year 2026:
+
+<table><tr><td>Period</td><td>Total Number of Shares Purchased (In millions)</td><td>Average Price Paid per Share (1)</td><td>Total Number of Shares Purchased as Part of Publicly Announced Program (In millions)</td><td>Approximate Dollar Value of Shares that May Yet Be Purchased Under the Program (In billions)</td></tr><tr><td>October 27, 2025 - November 23, 2025</td><td>5.6</td><td>$ 198.89</td><td>5.6</td><td>$ 61.1</td></tr><tr><td>November 24, 2025 - December 21, 2025</td><td>6.6</td><td>$ 179.41</td><td>6.6</td><td>$ 59.9</td></tr><tr><td>December 22, 2025 - January 25, 2026</td><td>7.3</td><td>$ 186.52</td><td>7.3</td><td>$ 58.5</td></tr><tr><td>Total</td><td>19.5</td><td></td><td>19.5</td><td></td></tr></table>
+
+(1) Average price paid per share includes broker commissions, but excludes our liability under the 1% excise tax on the net amount of our share repurchases required by the Inflation Reduction Act of 2022.
+
+From January 26, 2026 through February 20, 2026, we repurchased 8 million shares for \$1.5 billion pursuant to a pre-established trading plan.
+
+## Restricted Stock Unit Share Withholding
+
+We withhold shares of our common stock associated with net share settlements to cover tax withholding obligations of awards under our employee equity incentive program. During fiscal year 2026, we withheld approximately 51 million shares for a total value of \$7.9 billion through net share settlements. Refer to Note 3 of the Notes to the Consolidated Financial Statements in Part IV, Item 15 of this Annual Report on Form 10-K for further discussion regarding our equity incentive plans.
+
+## Recent Sales of Unregistered Securities and Use of Proceeds
+
+On December 15, 2025, we acquired a company and issued to a key employee a total of 174,676 shares of our common stock, valued at approximately \$31 million based on our closing stock price on the issuance date.
+
+The above securities were issued in a transaction not involving a public offering pursuant to an exemption from registration set forth in Section 4(a)(2) of the Securities Act (and Regulation D or Regulation S promulgated thereunder).
+
+## Stock Performance Graphs
+
+The following graph compares the cumulative total shareholder return for our common stock, the S&P 500 Index, and the Nasdaq 100 Index for the five years ended January 25, 2026. The graph assumes that \$100 was invested on January 31, 2021 in our common stock and in each of the S&P 500 Index and the Nasdaq 100 Index. Our common stock is a component of each of the presented indices. Total return assumes reinvestment of dividends in each of the indices indicated. Total return is based on historical results and is not intended to indicate future performance.
+
+Comparison of 5 Year Cumulative Total Return\* Among NVIDIA Corporation, the S&P 500 Index, and the Nasdaq 100 Index  
+![](images/70802190a84f971e77f9c815eb7ce0e35b1600f9ff0424b0eca22a46bcf9097b.jpg)
+
+<details>
+<summary>line chart</summary>
+
+| Date       | NVIDIA Corporation | S&P 500 | Nasdaq 100 |
+| ---------- | ------------------ | ------- | ---------- |
+| 1/31/2021  | 100                | 80      | 100        |
+| 1/30/2022  | 180                | 100     | 120        |
+| 1/29/2023  | 160                | 90      | 90         |
+| 1/28/2024  | 470                | 120     | 150        |
+| 1/26/2025  | 1100               | 170     | 180        |
+| 1/25/2026  | 1450               | 200     | 210        |
+</details>
+
+\*\$100 invested on 1/31/2021 in stock and in indices, including reinvestment of dividends.
+
+Source: FactSet financial data and analytics.
+
+<table><tr><td></td><td>1/31/2021</td><td>1/30/2022</td><td>1/29/2023</td><td>1/28/2024</td><td>1/26/2025</td><td>1/25/2026</td></tr><tr><td>NVIDIA Corporation</td><td>$ 100.00</td><td>$ 175.98</td><td>$ 157.05</td><td>$ 470.88</td><td>$ 1,100.68</td><td>$ 1,448.75</td></tr><tr><td>S&amp;P 500</td><td>$ 100.00</td><td>$ 121.00</td><td>$ 112.98</td><td>$ 137.98</td><td>$ 174.50</td><td>$ 200.33</td></tr><tr><td>Nasdaq 100</td><td>$ 100.00</td><td>$ 112.60</td><td>$ 95.60</td><td>$ 138.07</td><td>$ 173.95</td><td>$ 206.01</td></tr></table>
+
+Item 6. [Reserved]
+
+## Item 7. Management's Discussion and Analysis of Financial Condition and Results of Operations
+
+The following discussion and analysis of our financial condition and results of operations should be read in conjunction with “Item 1A. Risk Factors,” our Consolidated Financial Statements and related Notes thereto, as well as other cautionary statements and risks described elsewhere in this Annual Report on Form 10-K, before deciding to purchase, hold, or sell shares of our common stock.
+
+## Overview
+
+## Our Company and Our Businesses
+
+NVIDIA pioneered accelerated computing to help solve the most challenging computational problems. Since our original focus on PC graphics, we have expanded to several other large and important computationally intensive fields. Fueled by the sustained demand for exceptional 3D graphics and the scale of the gaming market, NVIDIA has leveraged its GPU architecture to create platforms for scientific computing, AI, data science, autonomous vehicles, robotics, and digital twin applications. NVIDIA is now a data center scale AI infrastructure company reshaping all industries.
+
+Our two operating segments are "Compute & Networking" and "Graphics." Refer to Note 16 of the Notes to the Consolidated Financial Statements in Part IV, Item 15 of this Annual Report on Form 10-K for additional information.
+
+Headquartered in Santa Clara, California, NVIDIA was incorporated in California in April 1993 and reincorporated in Delaware in April 1998.
+
+## Recent Developments, Future Objectives and Challenges
+
+Revenue growth in fiscal year 2026 was driven by data center compute and networking platforms for accelerated computing and AI solutions. Our Blackwell architectures represented the majority of our Data Center revenue.
+
+The availability of data centers, energy, and capital to support the buildout of NVIDIA AI infrastructure by our customers and partners is crucial, and any shortage of these or other necessary resources could impact our future revenue and financial performance. Expanding energy capacity to meet demand is a complex, multi-year process that involves significant regulatory, technical, and construction challenges. In addition, access to capital can be particularly constrained for less-capitalized companies, which may face difficulties securing financing for large-scale infrastructure projects. These limitations could delay customer and partner deployments or reduce the scale of accelerated computing and AI adoption.
+
+We continue to execute Data Center compute product introductions, bringing new advanced architectures on a one-year product cadence, including our Rubin platform. We began shipping production units of our new Blackwell Ultra platforms including GB300 in the second quarter of fiscal year 2026. The complexity of our product transitions and sophisticated system configurations has and may in the future cause delays in production and create challenges in managing supply and demand. This could further result in revenue volatility, quality issues, increased inventory provisions, decreases in product yields and higher material costs, and/or increased warranty costs. Customers may postpone purchasing new architectures or may adopt new technologies more gradually than anticipated, affecting our revenue timing and supply chain expenses.
+
+In April 2025, the USG informed us that a license is required for exports of our H2O product into the China market. As a result of these requirements, we incurred a \$4.5 billion charge in the first quarter of fiscal year 2026 associated with H2O for excess inventory and purchase obligations, as the demand for H2O diminished. In August 2025, the USG granted licenses that would allow us to ship certain H2O products to certain China-based customers. We generated approximately \$60 million in H2O revenue under those licenses.
+
+In February 2026, the USG granted a license that would allow us to ship small amounts of H200 products to specific China-based customers. To date, we have not generated any revenue under the H200 licensing program, and do not yet know whether any imports will be allowed into China. The license requires that the H200s go through an inspection process in the United States prior to any shipment to the customer. As a result, any H200 shipped under the new licensing program will be subject to a 25% tariff upon importation into the United States.
+
+The recent rise in high-quality open-source foundation models is making advanced AI capabilities broadly accessible. Open-source AI is dependent on developer adoption and if deployed on our competitors' platforms, it could reduce demand for our products and services.
+
+While currently our supply chain is mainly concentrated in Asia, we are expanding into the U.S. and Latin America. These moves are expected to strengthen our supply chain, add resiliency and redundancy, and meet the growing demand for AI infrastructure. Our ability to increase manufacturing capabilities will depend on the local region's manufacturing ecosystem's capacity to ramp production supply to the required volume and on a timely basis.
+
+We have made, and expect to continue making, investments that support our technology roadmap and the broader AI ecosystem. In fiscal year 2026, we made the following investments:
+
+- We invested \$17.5 billion in private companies and infrastructure funds, primarily to support early-stage startups. These investments include AI model makers that purchase our products directly or through CSPs. Many of these investments are illiquid and non-marketable. The related early-stage startups may not become profitable in the near term, or at all, and there can be no assurance that we will realize a return on our investments.  
+• We made investments in publicly-held equity securities where the value may fluctuate significantly due to changes in stock prices and could adversely affect our financial results.  
+- To support the build-out of complex datacenter infrastructures, we enter into commercial arrangements, including guarantees with partners. We provided \$3.5 billion in land, power, and shell guarantees to early-stage companies, generally over multi-year periods. If the escrow and the partners' operating activities are not sufficient to cover an event of default under these guarantees, we may elect to assume the underlying leases for internal use or sublease them to third parties.
+
+Macroeconomic factors, including tariffs, inflation, interest rate changes, capital market volatility, global supply chain constraints, and global economic and geopolitical developments, have direct and indirect impacts on our results of operations, particularly demand for our products. While difficult to isolate and quantify, these macroeconomic factors impact our supply chain and manufacturing costs, employee wages, costs for capital equipment, the value of our investments, revenue and competitive position. Our product and solution pricing generally does not fluctuate with short-term changes in our costs. Within our supply chain, we continuously manage product availability and costs with our vendors.
+
+Refer to “Item 1A. Risk Factors – Risks Related to Regulatory, Legal, Our Stock and Other Matters” for a further discussion of the potential impact of these factors on our business.
+
+Fiscal Year 2026 Summary
+
+<table><tr><td rowspan="3"></td><td colspan="3">Year Ended</td></tr><tr><td>Jan 25, 2026</td><td>Jan 26, 2025</td><td>Change</td></tr><tr><td colspan="3">($ in millions, except per share data)</td></tr><tr><td>Revenue</td><td>$ 215,938</td><td>$ 130,497</td><td>Up 65%</td></tr><tr><td>Gross margin</td><td>71.1 %</td><td>75.0 %</td><td>-3.9 pts</td></tr><tr><td>Operating expenses</td><td>$ 23,076</td><td>$ 16,405</td><td>Up 41%</td></tr><tr><td>Operating income</td><td>$ 130,387</td><td>$ 81,453</td><td>Up 60%</td></tr><tr><td>Net income</td><td>$ 120,067</td><td>$ 72,880</td><td>Up 65%</td></tr><tr><td>Net income per diluted share</td><td>$ 4.90</td><td>$ 2.94</td><td>Up 67%</td></tr></table>
+
+Revenue for fiscal year 2026 was \$215.9 billion, up 65% from a year ago.
+
+Data Center revenue for fiscal year 2026 was up 68% from a year ago. The strong year-on-year growth was driven by the major platform shifts – accelerated computing and AI.
+
+Gaming revenue for fiscal year 2026 was up 41% from a year ago, driven by strong Blackwell demand. We expect supply constraints to be a headwind to Gaming in the first quarter of fiscal 2027 and beyond.
+
+Professional Visualization revenue for fiscal year 2026 was up 70% from a year ago, driven by exceptional demand for Blackwell as well as the launch of our new DGX Spark.
+
+Automotive revenue for fiscal year 2026 was up 39% from a year ago, driven by continued adoption of our self-driving platforms.
+
+Gross margin decreased in fiscal year 2026 as our business model transitioned from offering Hopper HGX systems to Blackwell full-scale datacenter solutions. The gross margin decrease was also impacted by a \$4.5 billion charge associated with H2O excess inventory and purchase obligations.
+
+Operating expenses for fiscal year 2026 were up 41% from a year ago, driven by higher compensation and benefits expenses due to employee growth and compute and infrastructure costs.
+
+## Critical Accounting Estimates
+
+Our consolidated financial statements are prepared in accordance with accounting principles generally accepted in the United States, or U.S. GAAP. The preparation of these financial statements requires us to make estimates and judgments that affect the reported amounts of assets, liabilities, revenue, cost of revenue, expenses and related disclosure of contingencies. Critical accounting estimates are those estimates that involve a significant level of estimation uncertainty and could have a material impact on our financial condition or results of operations. We have critical accounting estimates in the areas of inventories, income taxes, non-marketable equity securities, and revenue recognition. Refer to Note 1 of the Notes to the Consolidated Financial Statements in Part IV, Item 15 of this Annual Report on Form 10-K for a summary of significant accounting policies.
+
+## Inventories
+
+We charge cost of sales for inventory provisions to write-down our inventory to the lower of cost or net realizable value or for obsolete or excess inventory, and for excess product purchase commitments. Most of our inventory provisions relate to excess quantities of products or components, based on our inventory levels and future product purchase commitments compared to assumptions about future demand and market conditions, which requires management judgment.
+
+Situations that may result in excess or obsolete inventory or excess product purchase commitments include changes in business and economic conditions, changes in market conditions, sudden and significant decreases in demand for our products, including potential cancellation or deferral of customer purchase orders, inventory obsolescence because of changing technology and customer requirements, new product introductions resulting in less demand for existing products or inconsistent spikes in demand, failure to estimate customer demand properly, ordering in advance of historical lead-times, government regulations and the impact of changes in future demand, or increase in demand for competitive products, including competitive actions.
+
+The net effect on our gross margin from inventory provisions and sales of items previously written down was an unfavorable impact of 2.6% in fiscal year 2026 and 2.3% in fiscal year 2025. Our inventory and capacity purchase commitments are based on forecasts of future customer demand and consider our third-party manufacturers' lead times and constraints. Our manufacturing lead times can be and have been long, and in some cases, extended beyond twelve months for some products. We may place non-cancellable inventory orders for certain product components in advance of our historical lead times, pay premiums and provide deposits to secure future supply and capacity. We also adjust to other market factors, such as product offerings and pricing actions by our competitors, new product transitions, and macroeconomic conditions - all of which may impact demand for our products.
+
+Refer to the Gross Profit and Gross Margin discussion below in this Management's Discussion and Analysis for further discussion.
+
+## Income Taxes
+
+We are subject to income taxes in the U.S. and foreign jurisdictions. Our calculation of deferred tax assets and liabilities is based on certain estimates and judgments and involves dealing with uncertainties in the application of complex tax laws. Our estimates of deferred tax assets and liabilities may change based, in part, on added certainty or finality to an anticipated outcome, changes in accounting standards or tax laws in the U.S. or foreign jurisdictions where we operate, or changes in other facts or circumstances. In addition, we recognize liabilities for potential U.S. and foreign income tax contingencies based on our estimate of whether, and the extent to which, additional taxes may be due. If we determine that payment of these amounts is unnecessary or if the recorded tax liability is less than our current assessment, we may be required to recognize an income tax benefit or additional income tax expense in our financial statements accordingly.
+
+We record a valuation allowance to reduce deferred tax assets to the amount that is believed more likely than not to be realized based on all available evidence. To the extent realization of the deferred tax assets becomes more-likely-than-not, we would recognize such deferred tax assets as income tax benefits during the period.
+
+We recognize the benefit from a tax position only if it is more-likely-than-not that the position would be sustained upon audit based solely on the technical merits of the tax position. Our policy is to include interest and penalties related to unrecognized tax benefits as a component of income tax expense.
+
+## Non-Marketable Equity Securities
+
+Non-marketable equity securities consist of investments in private companies without readily determinable fair values. They are measured at cost minus impairment, if any, and are adjusted for observable price changes in orderly transactions for a similar investment in the same issuer (the measurement alternative). These adjustments may require use of unobservable inputs.
+
+We assess impairment quarterly based on qualitative and quantitative factors, including the investee's operating performance and market trends.
+
+## Revenue Recognition
+
+## Revenue Allowances
+
+For products sold with a right of return, we record a reduction to revenue by establishing a sales return allowance for estimated product returns at the time revenue is recognized, based primarily on historical return rates. However, if product returns for a fiscal period are anticipated to exceed historical return rates, we may determine that additional sales return allowances are required to reflect our estimated exposure for product returns. Return rights for certain stocking distributors for specific products are contractually limited based on a percentage of prior quarter shipments. For shipments to other customers, we do not allow returns, although we may approve returns for credit or refund based on applicable facts and circumstances.
+
+We account for customer programs, which involve rebates and marketing development funds, or MDFs, as a reduction in revenue and accrue for such programs based on the amount we expect to be claimed by customers. Certain customer programs include distributor price incentives or other channel programs for specific products and customer classes which require judgment as to whether the applicable incentives will be attained. Estimates for customer program accruals include a combination of historical attainment and claim rates and may be adjusted based on relevant internal and external factors.
+
+## Contracts with Multiple Performance Obligations
+
+Our contracts may contain more than one performance obligation. Judgment is required in determining whether each performance obligation within a customer contract is distinct. Except for License and Development Arrangements, NVIDIA products and services function on a standalone basis and do not require a significant amount of integration or interdependency. Therefore, multiple performance obligations contained within a customer contract are considered distinct and are not combined for revenue recognition purposes.
+
+We allocate the total transaction price to each distinct performance obligation in an arrangement with multiple performance obligations on a relative standalone selling price basis. In most cases, we can establish standalone selling price based on directly observable prices of products or services sold separately in comparable circumstances to similar customers. If standalone selling price is not directly observable, such as when we do not sell a product or service separately, we determine standalone selling price based on market data and other observable inputs.
+
+## Results of Operations
+
+A discussion regarding our financial condition and results of operations for fiscal year 2026 compared to fiscal year 2025 is presented below. A discussion regarding our financial condition and results of operations for fiscal year 2025 compared to fiscal year 2024 can be found under Item 7 in our Annual Report on Form 10-K for the fiscal year ended January 26, 2025, filed with the SEC on February 26, 2025, which is available free of charge on the SEC's website at http://www.sec.gov and at our investor relations website, http://investor.nvidia.com.
+
+The following table sets forth, for the periods indicated, certain items in our Consolidated Statements of Income expressed as a percentage of revenue.
+
+<table><tr><td rowspan="2"></td><td colspan="2">Year Ended</td></tr><tr><td>Jan 25, 2026</td><td>Jan 26, 2025</td></tr><tr><td>Revenue</td><td>100.0 %</td><td>100.0 %</td></tr><tr><td>Cost of revenue</td><td>28.9</td><td>25.0</td></tr><tr><td>Gross profit</td><td>71.1</td><td>75.0</td></tr><tr><td>Operating expenses</td><td></td><td></td></tr><tr><td>Research and development</td><td>8.6</td><td>9.9</td></tr><tr><td>Sales, general and administrative</td><td>2.1</td><td>2.7</td></tr><tr><td>Total operating expenses</td><td>10.7</td><td>12.6</td></tr><tr><td>Operating income</td><td>60.4</td><td>62.4</td></tr><tr><td>Interest income</td><td>1.1</td><td>1.4</td></tr><tr><td>Interest expense</td><td>(0.1)</td><td>(0.2)</td></tr><tr><td>Other income, net</td><td>4.2</td><td>0.8</td></tr><tr><td>Total other income, net</td><td>5.2</td><td>2.0</td></tr><tr><td>Income before income tax</td><td>65.5</td><td>64.4</td></tr><tr><td>Income tax expense</td><td>9.9</td><td>8.6</td></tr><tr><td>Net income</td><td>55.6 %</td><td>55.8 %</td></tr></table>
+
+## Reportable Segments
+
+## Revenue by Reportable Segments
+
+<table><tr><td rowspan="3"></td><td colspan="4">Year Ended</td></tr><tr><td>Jan 25, 2026</td><td>Jan 26, 2025</td><td>$ Change</td><td>% Change</td></tr><tr><td colspan="4">($ in millions)</td></tr><tr><td>Compute &amp; Networking</td><td>$ 193,479</td><td>$ 116,193</td><td>$ 77,286</td><td>67 %</td></tr><tr><td>Graphics</td><td>22,459</td><td>14,304</td><td>8,155</td><td>57 %</td></tr><tr><td>Total</td><td>$ 215,938</td><td>$ 130,497</td><td>$ 85,441</td><td>65 %</td></tr></table>
+
+## Operating Income by Reportable Segments
+
+<table><tr><td rowspan="3"></td><td colspan="4">Year Ended</td></tr><tr><td>Jan 25, 2026</td><td>Jan 26, 2025</td><td>$ Change</td><td>% Change</td></tr><tr><td colspan="4">($ in millions)</td></tr><tr><td>Compute &amp; Networking</td><td>$ 130,141</td><td>$ 82,875</td><td>$ 47,266</td><td>57 %</td></tr><tr><td>Graphics</td><td>9,156</td><td>5,085</td><td>4,071</td><td>80 %</td></tr><tr><td>Total</td><td>$ 139,297</td><td>$ 87,960</td><td>$ 51,337</td><td>58 %</td></tr></table>
+
+Compute & Networking revenue – The year over year increase was driven by the major platform shifts – accelerated computing and AI. Revenue from Data Center computing grew 59% driven by demand for our Blackwell computing platform. Revenue from Data Center networking grew 142% driven by the introduction and continued ramp of NVLink compute fabric for GB200 and GB300 systems and the growth of Ethernet and InfiniBand platforms.
+
+Graphics revenue – The year over year increase was driven by sales of our Blackwell architecture.
+
+Reportable segment operating income – The year over year increase in Compute & Networking segment operating income was driven by growth in revenue, partially offset by a \$4.5 billion charge associated with H2O excess inventory and purchase obligations in the first quarter of fiscal year 2026. The year over year increase in Graphics segment operating income was driven by the growth in revenue.
+
+## Concentration of Revenue
+
+We refer to customers who purchase products directly from NVIDIA as direct customers, such as AIBs, distributors, ODMs, OEMs, CSPs, AI model makers, and system integrators. Certain direct customers may use either internal resources or third-party system integrators to complete their build. We refer to indirect customers as those who purchase products through our direct customers; indirect customers include CSPs, Neocloud builders, AI model makers, enterprises, and public sector entities. Our revenue is concentrated among a limited number of direct and indirect customers and this trend may continue.
+
+Direct Customers – For fiscal year 2026, sales to one direct customer represented 22% of total revenue and sales to another direct customer represented 14% of total revenue, all of which were primarily attributable to the Compute & Networking segment.
+
+For fiscal year 2025, sales to one direct customer represented 12% of total revenue and sales to two direct customers each represented 11% of total revenue, all of which were primarily attributable to the Compute & Networking segment.
+
+For fiscal year 2024, sales to one direct customer represented 13% of total revenue, and were primarily attributable to the Compute & Networking segment.
+
+Indirect Customers – Indirect customer revenue is an estimation based upon multiple factors including customer purchase order information, product specifications, internal sales data, and other sources. Indirect customers primarily purchase our products through system integrators and distributors. We generate a significant amount of our revenue from a limited number of indirect customers, some individually representing 10% or more of our revenue. Certain companies purchase cloud and related services through various direct and indirect customers. We estimate that one AI research and deployment company contributed to a meaningful amount of our revenue purchasing cloud services from our customers in fiscal year 2026.
+
+Revenue by geographic region is designated based on the location of the headquarters of direct customers. The end customer and shipping location may be different from our customers' headquarters location. Revenue from sales to customers headquartered outside of the United States accounted for 31% and 41% of total revenue for fiscal years 2026 and 2025, respectively.
+
+## Gross Profit and Gross Margin
+
+Gross profit consists of total net revenue less cost of revenue. Cost of revenue consists of the cost of semiconductors, including wafer fabrication, assembly, testing and packaging, board and device costs, manufacturing support costs, including labor and overhead associated with such purchases, final test yield fallout, inventory and warranty provisions, memory and component costs, tariffs, and shipping costs. Cost of revenue also includes acquisition-related intangible amortization expense, costs for license and development and service arrangements, IP-related costs, and stock-based compensation related to personnel associated with manufacturing operations.
+
+Gross margins decreased to 71.1% in fiscal year 2026 from 75.0% in fiscal year 2025 as our business model transitioned from offering Hopper HGX systems to Blackwell full-scale datacenter solutions and a \$4.5 billion charge associated with H2O excess inventory and purchase obligations in the first quarter of fiscal year 2026.
+
+Provisions for inventory and excess inventory purchase obligations totaled \$7.2 billion and \$3.7 billion for fiscal years 2026 and 2025, respectively, including \$4.5 billion associated with H2O excess inventory and purchase obligations for the first quarter of fiscal year 2026. Sales of previously reserved inventory and settlements of excess inventory purchase obligations resulted in a provision release of \$1.5 billion and \$689 million for fiscal years 2026 and 2025, respectively. The net effect on our gross margin was an unfavorable impact of 2.6% and 2.3% in fiscal years 2026 and 2025, respectively.
+
+Operating Expenses
+
+<table><tr><td rowspan="3"></td><td colspan="4">Year Ended</td></tr><tr><td>Jan 25, 2026</td><td>Jan 26, 2025</td><td>$ Change</td><td>% Change</td></tr><tr><td colspan="4">($ in millions)</td></tr><tr><td>Research and development</td><td>$ 18,497</td><td>$ 12,914</td><td>$ 5,583</td><td>43 %</td></tr><tr><td>Sales, general and administrative</td><td>4,579</td><td>3,491</td><td>1,088</td><td>31 %</td></tr><tr><td>Total operating expenses</td><td>$ 23,076</td><td>$ 16,405</td><td>$ 6,671</td><td>41 %</td></tr></table>
+
+The increases in research and development expenses for fiscal year 2026 were driven by a 29% increase in compensation and benefits expense, including stock-based compensation, reflecting employee growth and compensation increases and a 79% increase in compute and infrastructure.
+
+The increases in sales, general and administrative expenses for fiscal year 2026 were primarily driven by compensation and benefits expense, including stock-based compensation, reflecting employee growth and compensation increases.
+
+Total Other Income, Net
+
+<table><tr><td rowspan="3"></td><td colspan="3">Year Ended</td></tr><tr><td>Jan 25, 2026</td><td>Jan 26, 2025</td><td>$ Change</td></tr><tr><td colspan="3">($ in millions)</td></tr><tr><td>Interest income</td><td>$ 2,300</td><td>$ 1,786</td><td>$ 514</td></tr><tr><td>Interest expense</td><td>(259)</td><td>(247)</td><td>(12)</td></tr><tr><td>Other income, net</td><td>9,022</td><td>1,034</td><td>7,988</td></tr><tr><td>Total other income, net</td><td>$ 11,063</td><td>$ 2,573</td><td>$ 8,490</td></tr></table>
+
+The increase in interest income was primarily due to growth in cash, cash equivalents, and debt securities.
+
+Interest expense is primarily comprised of coupon interest and debt discount amortization related to our notes.
+
+Other income, net primarily consists of realized or unrealized gains and losses from investments in non-marketable equity securities, publicly-held equity securities, and the impact of changes in foreign currency rates. The change in Other income, net, compared to fiscal year 2025, was primarily driven by unrealized gains in non-marketable and publicly-held equity securities, including gains from our previously announced investment in Intel's common stock. Refer to Note 7 and 8 of the Notes to the Consolidated Financial Statements in Part IV, Item 15 of this Annual Report on Form 10-K for additional information regarding our non-marketable equity securities.
+
+## Income Taxes
+
+Income tax expense was \$21.4 billion and \$11.1 billion for fiscal years 2026 and 2025, respectively. Income tax as a percentage of income before income tax was an expense of 15.1% and 13.3% for fiscal years 2026 and 2025, respectively.
+
+The effective tax rate increased primarily due to a lower percentage of tax benefits from stock-based compensation, FDDEI, and U.S. federal research tax credit relative to the increase in income before income tax.
+
+Our effective tax rates for fiscal years 2026 and 2025 were lower than the U.S. federal statutory rate of 21.0% primarily due to tax benefits from FDDEI, stock-based compensation, income earned in jurisdictions that are subject to taxes at rates lower than the U.S. federal statutory tax rate, and the U.S. federal research tax credit.
+
+In July 2025, the One Big Beautiful Bill Act (OBBBA) was enacted into law and contains several changes to key U.S. federal income tax laws. We have recognized the tax effects of currently effective OBBBA provisions in our results for fiscal year 2026. We will continue to evaluate the impact of these legislative changes as tax authorities provide additional guidance and interpretation.
+
+As of January 25, 2026, based on recent jurisdictional taxable income and expected future earnings, we concluded certain state deferred tax assets are more likely than not realizable and released \$711 million of valuation allowance.
+
+Refer to Note 13 of the Notes to the Consolidated Financial Statements in Part IV, Item 15 of this Annual Report on Form 10-K for additional information.
+
+Liquidity and Capital Resources
+
+<table><tr><td rowspan="2"></td><td>Jan 25, 2026</td><td>Jan 26, 2025</td></tr><tr><td colspan="2">(In millions)</td></tr><tr><td>Cash and cash equivalents</td><td>$ 10,605</td><td>$ 8,589</td></tr><tr><td>Marketable securities</td><td>51,951</td><td>34,621</td></tr><tr><td>Cash, cash equivalents, and marketable securities</td><td>$ 62,556</td><td>$ 43,210</td></tr></table>
+
+Year Ended
+
+<table><tr><td></td><td>Jan 25, 2026</td><td>Jan 26, 2025</td></tr><tr><td></td><td colspan="2">(In millions)</td></tr><tr><td>Net cash provided by operating activities</td><td>$ 102,718</td><td>$ 64,089</td></tr><tr><td>Net cash used in investing activities</td><td>$ (52,228)</td><td>$ (20,421)</td></tr><tr><td>Net cash used in financing activities</td><td>$ (48,474)</td><td>$ (42,359)</td></tr></table>
+
+Our fixed income security investments include highly rated, diversified investment types and credit exposures with shorter maturities.
+
+Cash provided by operating activities increased in fiscal year 2026 compared to fiscal year 2025, due to higher revenue.
+
+Cash used in investing activities increased in fiscal year 2026 compared to fiscal year 2025, primarily driven by higher purchases of equity investment securities and the execution of a non-exclusive license agreement with Groq.
+
+Cash used in financing activities increased in fiscal year 2026 compared to fiscal year 2025, mainly due to higher share repurchases.
+
+## Liquidity
+
+Our primary sources of liquidity include cash, cash equivalents, marketable securities, and cash generated by our operations. As of January 25, 2026, we had \$62.6 billion in cash, cash equivalents, and marketable securities. We believe that we have sufficient liquidity to meet our operating requirements for at least the next twelve months and for the foreseeable future, including our future obligations. We continuously evaluate our liquidity and capital resources, including our access to external capital, to ensure we can finance future capital requirements.
+
+Our marketable securities consist of publicly-held equity securities, debt securities issued by the U.S. government and its agencies, highly-rated corporations and financial institutions, and foreign government entities, as well as certificates of deposit issued by highly-rated financial institutions. These marketable securities are primarily denominated in U.S. dollars. Refer to Note 7 of the Notes to the Consolidated Financial Statements in Part IV, Item 15 of this Annual Report on Form 10-K for additional information.
+
+Except for approximately \$1.7 billion of cash, cash equivalents, and marketable securities held outside the U.S. for which we have not accrued any related foreign or state taxes if we repatriate these amounts to the U.S., substantially all of our cash, cash equivalents and marketable securities held outside the U.S. at the end of fiscal year 2026 are available for use in the U.S. without incurring additional U.S. federal income taxes. Our first quarter of any fiscal year (including fiscal year 2027) generally does not include any estimated federal and state income tax payments and our second quarter of any fiscal year (including fiscal year 2027) generally includes two estimated federal and state income tax payments.
+
+## Capital Return to Shareholders
+
+On August 26, 2025, our Board of Directors approved an additional \$60.0 billion in share repurchase authorization, without expiration. In fiscal year 2026, we repurchased 282 million shares of our common stock for \$40.4 billion. As of January 25, 2026, we were authorized, subject to certain specifications, to repurchase up to \$58.5 billion of our common stock.
+
+From January 26, 2026 through February 20, 2026, we repurchased 8 million shares for \$1.5 billion pursuant to a pre-established trading plan. We may execute repurchases from time to time, subject to market conditions, operating requirements, and other investment opportunities, in the open market, in privately negotiated transactions, pursuant to a Rule 10b5-1 trading plan or in structured share repurchase agreements in compliance with Rule 10b-18 of the Exchange Act. Our share repurchase program may be suspended at any time at our discretion.
+
+In fiscal year 2026, we paid cash dividends to our shareholders of \$974 million. The payment of future cash dividends is subject to our Board of Directors' continuing determination that the declaration of dividends is in the best interests of our shareholders.
+
+The U.S. Inflation Reduction Act of 2022 requires a 1% excise tax on certain share repurchases in excess of shares issued for employee compensation made after December 31, 2022. The excise tax is included in our share repurchase cost and was not material for fiscal years 2026 and 2025.
+
+## Outstanding Indebtedness and Commercial Paper Program
+
+Our aggregate debt maturities as of January 25, 2026, by year payable, are as follows:
+
+<table><tr><td rowspan="2"></td><td>Jan 25, 2026</td></tr><tr><td>(In millions)</td></tr><tr><td>Due in one year</td><td>$ 1,000</td></tr><tr><td>Due in one to five years</td><td>2,750</td></tr><tr><td>Due in five to ten years</td><td>1,250</td></tr><tr><td>Due in greater than ten years</td><td>3,500</td></tr><tr><td>Unamortized debt discount and issuance costs</td><td>(32)</td></tr><tr><td>Net carrying amount</td><td>$ 8,468</td></tr><tr><td>Less short-term portion</td><td>999</td></tr><tr><td>Total long-term portion</td><td>$ 7,469</td></tr></table>
+
+In January 2026, we increased the amount of our commercial paper program, pursuant to which we may issue unsecured commercial paper notes from time to time or all at once up to \$25.0 billion. As of January 25, 2026, no commercial paper was outstanding. We will continue to evaluate issuing commercial paper as a component of our overall liquidity strategy.
+
+Refer to Note 11 of the Notes to the Consolidated Financial Statements in Part IV, Item 15 of this Annual Report on Form 10-K for further discussion.
+
+## Material Cash Requirements and Other Obligations
+
+For descriptions of our facility lease guarantees, long-term debt, purchase commitments, and operating lease obligations, refer to Note 10, Note 11, Note 12, and Note 17 of the Notes to the Consolidated Financial Statements in Part IV, Item 15 of this Annual Report on Form 10-K, respectively.
+
+We expect to continue investing in our ecosystem. We are finalizing an investment and partnership agreement with OpenAI. There is no assurance that we will enter into an investment and partnership agreement with OpenAI or that a transaction will be completed. Refer to Item 1A. Risk Factors for additional information regarding our investments.
+
+During fiscal year 2026 and fiscal year 2025, we spent \$6.1 billion and \$3.4 billion on capital expenditures, respectively. We expect to increase capital expenditures in fiscal year 2027 relative to fiscal year 2026 to support the future growth of our business.
+
+Unrecognized tax benefits of \$4.0 billion, which includes related interest and penalties of \$374 million, were recorded in non-current income tax payable at the end of fiscal year 2026. We are unable to estimate the timing of any potential tax liability, interest payments, or penalties in individual years due to uncertainties in the underlying income tax positions and the timing of the effective settlement of such tax positions. We are currently under examination by the Internal Revenue Service for our fiscal years 2023 and 2024. Refer to Note 13 of the Notes to the Consolidated Financial Statements in Part IV, Item 15 of this Annual Report on Form 10-K for further information.
+
+## Adoption of New and Recently Issued Accounting Pronouncements
+
+Refer to Note 1 of the Notes to the Consolidated Financial Statements in Part IV, Item 15 of this Annual Report on Form 10-K for a discussion of adoption of new and recently issued accounting pronouncements.
+
+## Item 7A. Quantitative and Qualitative Disclosures about Market Risk
+
+## Investment and Interest Rate Risk
+
+We are exposed to interest rate risk related to our fixed-rate investment portfolio and outstanding debt. The investment portfolio is managed consistent with our overall liquidity strategy in support of both working capital needs and growth of our businesses.
+
+According to our sensitivity analysis on our investment portfolio, a decrease in the yield curve of 0.5% as of the end of fiscal year 2026 and 2025 would decrease the fair value for these investments by approximately \$0.2 billion.
+
+As of the end of fiscal year 2026, we had \$8.5 billion of senior Notes outstanding. We carry the Notes at face value less unamortized discount on our Consolidated Balance Sheets. As the Notes bear interest at a fixed rate, we have no financial statement risk associated with changes in interest rates. Refer to Note 11 of the Notes to the Consolidated Financial Statements in Part IV, Item 15 of this Annual Report on Form 10-K for additional information.
+
+Publicly-held equity securities are subject to market price volatility. A hypothetical 10% decrease in our publicly-held equity securities would decrease the fair value of the publicly-held equity securities balance by \$1.8 billion and an insignificant amount as of January 25, 2026 and January 26, 2025, respectively.
+
+Non-marketable equity securities are measured based on cost minus impairment, if any, and are adjusted for observable price changes in orderly transactions for an identical or similar investment in the same issuer. Valuations of our non-marketable equity securities are inherently complex due to the lack of readily available market data and observable transactions, and impact of macroeconomic factors.
+
+For a description of our equity investments, refer to Notes 7 and 8 of the Notes to Condensed Consolidated Financial Statements in Part IV, Item 15 of this Annual Report on Form 10-K for additional information.
+
+## Foreign Exchange Rate Risk
+
+We consider our direct exposure to foreign exchange rate fluctuations to be minimal as substantially all of our sales are in United States dollars and foreign currency forward contracts are used to offset movements of foreign currency exchange rates. Gains or losses from foreign currency remeasurement are included in other income or expenses. The impact of foreign currency transaction gain or loss included in determining net income was not significant for fiscal years 2026 and 2025.
+
+Sales and arrangements with third-party manufacturers provide for pricing and payment in United States dollars, and, therefore, are not subject to exchange rate fluctuations. Increases in the value of the United States' dollar relative to other currencies would make our products more expensive, which could negatively impact our ability to compete. Conversely, decreases in the value of the United States' dollar relative to other currencies could result in our suppliers raising their manufacturing costs.
+
+If the U.S. dollar strengthened by 10% as of January 25, 2026 and January 26, 2025, the amount recorded in Accumulated other comprehensive income (loss) related to our foreign exchange contracts before tax effect would have been an adverse impact of \$180 million and \$136 million, respectively. Change in value of our foreign exchange contracts recorded in Accumulated other comprehensive income (loss) would be expected to offset a corresponding change in hedged forecasted foreign currency expenses when recognized.
+
+If an adverse 10% foreign exchange rate change was applied to our balance sheet hedging contracts, it would have resulted in an adverse impact on income before taxes of \$124 million and \$129 million as of January 25, 2026 and January 26, 2025, respectively. These changes in fair values would be offset in Total other income, net, by corresponding change in fair values of the foreign currency denominated monetary assets and liabilities, assuming the hedge contracts fully cover the foreign currency denominated monetary assets and liabilities balances.
+
+Refer to Note 10 of the Notes to the Consolidated Financial Statements in Part IV, Item 15 of this Annual Report on Form 10-K for additional information.
+
+## Item 8. Financial Statements and Supplementary Data
+
+The information required by this Item is set forth in our Consolidated Financial Statements and Notes thereto included in this Annual Report on Form 10-K.
+
+## Item 9. Changes in and Disagreements with Accountants on Accounting and Financial Disclosure
+
+None.
+
+## Item 9A. Controls and Procedures
+
+## Controls and Procedures
+
+## Disclosure Controls and Procedures
+
+Based on their evaluation as of January 25, 2026, our management, including our Chief Executive Officer and Chief Financial Officer, has concluded that our disclosure controls and procedures (as defined in Rule 13a-15(e) under the Exchange Act) were effective to provide reasonable assurance that the information we are required to disclose in reports that we file or submit under the Exchange Act is recorded, processed, summarized and reported within the time periods specified in the SEC rules and forms, and that such information is accumulated and communicated to our management, including our Chief Executive Officer and our Chief Financial Officer, as appropriate, to allow timely decisions regarding required disclosures.
+
+## Management's Annual Report on Internal Control Over Financial Reporting
+
+Our management is responsible for establishing and maintaining adequate internal control over financial reporting, as such term is defined in Exchange Act Rule 13a-15(f). Under the supervision and with the participation of our management, including our Chief Executive Officer and Chief Financial Officer, we conducted an evaluation of the effectiveness of our internal control over financial reporting as of January 25, 2026 based on the criteria set forth in Internal Control - Integrated Framework (2013) issued by the Committee of Sponsoring Organizations of the Treadway Commission. Based on our evaluation under the criteria set forth in Internal Control — Integrated Framework, our management concluded that our internal control over financial reporting was effective as of January 25, 2026.
+
+The effectiveness of our internal control over financial reporting as of January 25, 2026 has been audited by PricewaterhouseCoopers LLP, an independent registered public accounting firm, as stated in its report which is included herein.
+
+## Changes in Internal Control Over Financial Reporting
+
+There have been no changes in our internal control over financial reporting during the quarter ended January 25, 2026 that have materially affected, or are reasonably likely to materially affect, our internal control over financial reporting. We are continuing a phased upgrade of our enterprise resource planning, or ERP, system to update our existing core financial systems. The ERP system is designed to accurately maintain our financial records used to report operating results. We will continue to evaluate each quarter whether there are changes that materially affect our internal control over financial reporting.
+
+## Inherent Limitations on Effectiveness of Controls
+
+Our management, including our Chief Executive Officer and Chief Financial Officer, does not expect that our disclosure controls and procedures or our internal controls, will prevent all error and all fraud. A control system, no matter how well conceived and operated, can provide only reasonable, not absolute, assurance that the objectives of the control system are met. Further, the design of a control system must reflect the fact that there are resource constraints, and the benefits of controls must be considered relative to their costs. Because of the inherent limitations in all control systems, no evaluation of controls can provide absolute assurance that all control issues and instances of fraud, if any, within NVIDIA have been detected.
+
+## Item 9B. Other Information
+
+The following members of our Board of Directors and/or officers adopted, modified or terminated a trading arrangement that is intended to satisfy the affirmative defense conditions of Rule 10b5-1(c), or a Rule 10b5-1 Trading Arrangement:
+
+<table><tr><td>Name</td><td>Title of Director or Officer</td><td>Action</td><td>Date</td><td>Total Shares of Common Stock to be Sold</td><td>Expiration Date</td></tr><tr><td>John O. Dabiri</td><td>Director</td><td>Adoption</td><td>12/10/2025</td><td>3,984*</td><td>12/7/2026</td></tr><tr><td>Colette M. Kress</td><td>Executive Vice President and Chief Financial Officer</td><td>Adoption</td><td>12/18/2025</td><td>500,000</td><td>3/23/2027</td></tr></table>
+
+\*Estimated assuming our closing stock price as of January 23, 2026. The number of shares is based on an estimate because the plan specifies a formulaic dollar amount of shares to be sold.
+
+## Item 9C. Disclosure Regarding Foreign Jurisdictions that Prevent Inspections
+
+Not Applicable.
+
+## Part III
+
+Certain information required by Part III is omitted from this report because we will file with the SEC a definitive proxy statement pursuant to Regulation 14A, or the 2026 Proxy Statement, no later than 120 days after the end of fiscal year 2026, and certain information included therein is incorporated herein by reference.
+
+## Item 10. Directors, Executive Officers and Corporate Governance
+
+## Identification of Directors
+
+Information regarding directors required by this item will be contained in our 2026 Proxy Statement under the caption “Proposal 1 — Election of Directors,” and is hereby incorporated by reference.
+
+## Identification of Executive Officers
+
+Reference is made to the information regarding executive officers appearing under the heading “Information About Our Executive Officers” in Part I of this Annual Report on Form 10-K, which information is hereby incorporated by reference.
+
+## Identification of Audit Committee and Financial Experts
+
+Information regarding our Audit Committee required by this item will be contained in our 2026 Proxy Statement under the captions “Report of the Audit Committee of the Board of Directors” and “Information About the Board of Directors and Corporate Governance,” and is hereby incorporated by reference.
+
+## Material Changes to Procedures for Recommending Directors
+
+Information regarding procedures for recommending directors required by this item will be contained in our 2026 Proxy Statement under the caption “Information About the Board of Directors and Corporate Governance,” and is hereby incorporated by reference.
+
+## Delinquent Section 16(a) Reports
+
+Information regarding compliance with Section 16(a) of the Exchange Act required by this item will be contained in our 2026 Proxy Statement under the caption “Delinquent Section 16(a) Reports,” and such disclosure, if any, is hereby incorporated by reference.
+
+## Code of Conduct
+
+Information regarding our Code of Conduct required by this item will be contained in our 2026 Proxy Statement under the caption “Information About the Board of Directors and Corporate Governance — Code of Conduct,” and is hereby incorporated by reference. The full text of our Code of Conduct and Financial Team Code of Conduct are published on the Investor Relations portion of our website, under Governance, at www.nvidia.com. If we make any amendments to either code, or grant any waiver from a provision of either code to any executive officer or director, we will promptly disclose the nature of the amendment or waiver on our website or in a report on Form 8-K. The contents of our website are not a part of this Annual Report on Form 10-K.
+
+## Insider Trading Policy
+
+The information required by Item 408(b) of Regulation S-K is incorporated by reference from the information contained in our 2026 Proxy Statement under the heading “Information About the Board of Directors and Corporate Governance.”
+
+## Item 11. Executive Compensation
+
+Information regarding our executive compensation required by this item will be contained in our 2026 Proxy Statement under the captions “Executive Compensation,” “Compensation Committee Interlocks and Insider Participation,” “Director Compensation,” and “Compensation Committee Report,” and is hereby incorporated by reference.
+
+## Item 12. Security Ownership of Certain Beneficial Owners and Management and Related Stockholder Matters
+
+## Ownership of NVIDIA Securities
+
+Information regarding ownership of NVIDIA securities required by this item will be contained in our 2026 Proxy Statement under the caption “Security Ownership of Certain Beneficial Owners and Management,” and is hereby incorporated by reference.
+
+## Equity Compensation Plan Information
+
+Information regarding our equity compensation plans required by this item will be contained in our 2026 Proxy Statement under the caption "Equity Compensation Plan Information," and is hereby incorporated by reference.
+
+## Item 13. Certain Relationships and Related Transactions, and Director Independence
+
+Information regarding related transactions and director independence required by this item will be contained in our 2026 Proxy Statement under the captions “Review of Transactions with Related Persons” and “Information About the Board of Directors and Corporate Governance — Independence of the Members of the Board of Directors,” and is hereby incorporated by reference.
+
+## Item 14. Principal Accountant Fees and Services
+
+Information regarding accounting fees and services required by this item will be contained in our 2026 Proxy Statement under the caption “Fees Billed by the Independent Registered Public Accounting Firm,” and is hereby incorporated by reference.
+
+## Item 15. Exhibits and Financial Statement Schedules
+
+Page
+
+## (a) 1. Financial Statements
+
+Report of Independent Registered Public Accounting Firm (PCAOB ID: 238) 49
+
+Consolidated Statements of Income for the years ended January 25, 2026, January 26, 2025, and January 28, 2024 51
+
+Consolidated Statements of Comprehensive Income for the years ended January 25, 2026, January 26, 2025, and January 28, 2024 52
+
+Consolidated Balance Sheets as of January 25, 2026 and January 26, 2025 53
+
+Consolidated Statements of Shareholders' Equity for the years ended January 25, 2026, January 26, 2025, and January 28, 2024 54
+
+Consolidated Statements of Cash Flows for the years ended January 25, 2026, January 26, 2025, and January 28, 2024 55
+
+Notes to the Consolidated Financial Statements 56
+
+## 2. Financial Statement Schedule
+
+Schedule II Valuation and Qualifying Accounts for the years ended January 25, 2026, January 26, 2025, and January 28, 2024 81
+
+## 3. Exhibits
+
+The exhibits listed in the accompanying index to exhibits are filed or incorporated by reference as a part of this Annual Report on Form 10-K. 82
+
+# Report of Independent Registered Public Accounting Firm
+
+To the Board of Directors and Shareholders of NVIDIA Corporation
+
+## Opinions on the Financial Statements and Internal Control over Financial Reporting
+
+We have audited the accompanying consolidated balance sheets of NVIDIA Corporation and its subsidiaries (the "Company") as of January 25, 2026 and January 26, 2025, and the related consolidated statements of income, comprehensive income, shareholders' equity, and cash flows for each of the three years in the period ended January 25, 2026, including the related notes and financial statement schedule listed in the index appearing under Item 15(a)(2) (collectively referred to as the "consolidated financial statements"). We also have audited the Company's internal control over financial reporting as of January 25, 2026, based on criteria established in Internal Control - Integrated Framework (2013) issued by the Committee of Sponsoring Organizations of the Treadway Commission (COSO).
+
+In our opinion, the consolidated financial statements referred to above present fairly, in all material respects, the financial position of the Company as of January 25, 2026 and January 26, 2025, and the results of its operations and its cash flows for each of the three years in the period ended January 25, 2026 in conformity with accounting principles generally accepted in the United States of America. Also in our opinion, the Company maintained, in all material respects, effective internal control over financial reporting as of January 25, 2026, based on criteria established in Internal Control - Integrated Framework (2013) issued by the COSO.
+
+## Basis for Opinions
+
+The Company's management is responsible for these consolidated financial statements, for maintaining effective internal control over financial reporting, and for its assessment of the effectiveness of internal control over financial reporting, included in Management's Annual Report on Internal Control over Financial Reporting appearing under Item 9A. Our responsibility is to express opinions on the Company's consolidated financial statements and on the Company's internal control over financial reporting based on our audits. We are a public accounting firm registered with the Public Company Accounting Oversight Board (United States) (PCAOB) and are required to be independent with respect to the Company in accordance with the U.S. federal securities laws and the applicable rules and regulations of the Securities and Exchange Commission and the PCAOB.
+
+We conducted our audits in accordance with the standards of the PCAOB. Those standards require that we plan and perform the audits to obtain reasonable assurance about whether the consolidated financial statements are free of material misstatement, whether due to error or fraud, and whether effective internal control over financial reporting was maintained in all material respects.
+
+Our audits of the consolidated financial statements included performing procedures to assess the risks of material misstatement of the consolidated financial statements, whether due to error or fraud, and performing procedures that respond to those risks. Such procedures included examining, on a test basis, evidence regarding the amounts and disclosures in the consolidated financial statements. Our audits also included evaluating the accounting principles used and significant estimates made by management, as well as evaluating the overall presentation of the consolidated financial statements. Our audit of internal control over financial reporting included obtaining an understanding of internal control over financial reporting, assessing the risk that a material weakness exists, and testing and evaluating the design and operating effectiveness of internal control based on the assessed risk. Our audits also included performing such other procedures as we considered necessary in the circumstances. We believe that our audits provide a reasonable basis for our opinions.
+
+## Definition and Limitations of Internal Control over Financial Reporting
+
+A company's internal control over financial reporting is a process designed to provide reasonable assurance regarding the reliability of financial reporting and the preparation of financial statements for external purposes in accordance with generally accepted accounting principles. A company's internal control over financial reporting includes those policies and procedures that (i) pertain to the maintenance of records that, in reasonable detail, accurately and fairly reflect the transactions and dispositions of the assets of the company; (ii) provide reasonable assurance that transactions are recorded as necessary to permit preparation of financial statements in accordance with generally accepted accounting principles, and that receipts and expenditures of the company are being made only in accordance with authorizations of management and directors of the company; and (iii) provide reasonable assurance regarding prevention or timely detection of unauthorized acquisition, use, or disposition of the company's assets that could have a material effect on the financial statements.
+
+Because of its inherent limitations, internal control over financial reporting may not prevent or detect misstatements. Also, projections of any evaluation of effectiveness to future periods are subject to the risk that controls may become inadequate because of changes in conditions, or that the degree of compliance with the policies or procedures may deteriorate.
+
+## Critical Audit Matters
+
+The critical audit matter communicated below is a matter arising from the current period audit of the consolidated financial statements that was communicated or required to be communicated to the audit committee and that (i) relates to accounts or disclosures that are material to the consolidated financial statements and (ii) involved our especially challenging, subjective, or complex judgments. The communication of critical audit matters does not alter in any way our opinion on the consolidated financial statements, taken as a whole, and we are not, by communicating the critical audit matter below, providing a separate opinion on the critical audit matter or on the accounts or disclosures to which it relates.
+
+Valuation of Inventories - Provisions for Excess or Obsolete Inventories and Excess Product Purchase Commitments
+
+As described in Notes 1, 9, and 12 to the consolidated financial statements, the Company charges cost of sales for inventory provisions to write-down inventory for excess or obsolete inventory and for excess product purchase commitments. Most of the Company's inventory provisions relate to excess quantities of products, based on the Company's inventory levels and future product purchase commitments compared to assumptions about future demand including the impact of market conditions such as regulatory export restrictions on their products. As of January 25, 2026, the Company's consolidated inventories balance was \$21.4 billion and the Company's consolidated outstanding inventory purchase and long-term supply and capacity obligations balance was \$95.2 billion, of which a significant portion relates to inventory purchase obligations.
+
+The principal considerations for our determination that performing procedures relating to the valuation of inventories, specifically the provisions for excess or obsolete inventories and excess product purchase commitments, is a critical audit matter are the significant judgment by management when developing provisions for excess or obsolete inventories and excess product purchase commitments, including developing assumptions related to future demand and market conditions. This in turn led to significant auditor judgment, subjectivity, and effort in performing procedures and evaluating management's assumptions related to future demand and market conditions.
+
+Addressing the matter involved performing procedures and evaluating audit evidence in connection with forming our overall opinion on the consolidated financial statements. These procedures included testing the effectiveness of controls relating to management's provisions for excess or obsolete inventories and excess product purchase commitments, including controls over management's assumptions related to future demand and market conditions. These procedures also included, among others, testing management's process for developing the provisions for excess or obsolete inventories and excess product purchase commitments; evaluating the appropriateness of management's approach; testing the completeness and accuracy of underlying data used in the approach; and evaluating the reasonableness of management's assumptions related to future demand and market conditions. Evaluating management's assumptions related to future demand and market conditions involved evaluating whether the assumptions used by management were reasonable considering (i) current and past results, including historical product life cycle, (ii) the consistency with external market and industry data, and (iii) changes in technology.
+
+/s/PricewaterhouseCoopers LLP
+
+San Jose, California
+
+February 25, 2026
+
+We have served as the Company's auditor since 2004.
+
+NVIDIA Corporation and Subsidiaries  
+Consolidated Statements of Income  
+(In millions, except per share data)
+
+<table><tr><td></td><td colspan="3">Year Ended</td></tr><tr><td></td><td>Jan 25, 2026</td><td>Jan 26, 2025</td><td>Jan 28, 2024</td></tr><tr><td>Revenue</td><td>$ 215,938</td><td>$ 130,497</td><td>$ 60,922</td></tr><tr><td>Cost of revenue</td><td>62,475</td><td>32,639</td><td>16,621</td></tr><tr><td>Gross profit</td><td>153,463</td><td>97,858</td><td>44,301</td></tr><tr><td>Operating expenses</td><td></td><td></td><td></td></tr><tr><td>Research and development</td><td>18,497</td><td>12,914</td><td>8,675</td></tr><tr><td>Sales, general and administrative</td><td>4,579</td><td>3,491</td><td>2,654</td></tr><tr><td>Total operating expenses</td><td>23,076</td><td>16,405</td><td>11,329</td></tr><tr><td>Operating income</td><td>130,387</td><td>81,453</td><td>32,972</td></tr><tr><td>Interest income</td><td>2,300</td><td>1,786</td><td>866</td></tr><tr><td>Interest expense</td><td>(259)</td><td>(247)</td><td>(257)</td></tr><tr><td>Other income, net</td><td>9,022</td><td>1,034</td><td>237</td></tr><tr><td>Total other income, net</td><td>11,063</td><td>2,573</td><td>846</td></tr><tr><td>Income before income tax</td><td>141,450</td><td>84,026</td><td>33,818</td></tr><tr><td>Income tax expense</td><td>21,383</td><td>11,146</td><td>4,058</td></tr><tr><td>Net income</td><td>$ 120,067</td><td>$ 72,880</td><td>$ 29,760</td></tr><tr><td>Net income per share:</td><td></td><td></td><td></td></tr><tr><td>Basic</td><td>$ 4.93</td><td>$ 2.97</td><td>$ 1.21</td></tr><tr><td>Diluted</td><td>$ 4.90</td><td>$ 2.94</td><td>$ 1.19</td></tr><tr><td>Weighted average shares used in per share computation:</td><td></td><td></td><td></td></tr><tr><td>Basic</td><td>24,359</td><td>24,555</td><td>24,690</td></tr><tr><td>Diluted</td><td>24,514</td><td>24,804</td><td>24,940</td></tr></table>
+
+See accompanying Notes to the Consolidated Financial Statements.
+
+NVIDIA Corporation and Subsidiaries  
+Consolidated Statements of Comprehensive Income  
+(In millions)
+
+<table><tr><td></td><td colspan="3">Year Ended</td></tr><tr><td></td><td>Jan 25, 2026</td><td>Jan 26, 2025</td><td>Jan 28, 2024</td></tr><tr><td>Net income</td><td>$ 120,067</td><td>$ 72,880</td><td>$ 29,760</td></tr><tr><td>Other comprehensive income, net of tax</td><td></td><td></td><td></td></tr><tr><td>Available-for-sale securities:</td><td></td><td></td><td></td></tr><tr><td>Net change in unrealized gain</td><td>107</td><td>1</td><td>80</td></tr><tr><td>Cash flow hedges:</td><td></td><td></td><td></td></tr><tr><td>Net change in unrealized gain (loss)</td><td>43</td><td>—</td><td>(10)</td></tr><tr><td>Other comprehensive income, net of tax</td><td>150</td><td>1</td><td>70</td></tr><tr><td>Total comprehensive income</td><td>$ 120,217</td><td>$ 72,881</td><td>$ 29,830</td></tr></table>
+
+See accompanying Notes to the Consolidated Financial Statements.
+
+NVIDIA Corporation and Subsidiaries  
+Consolidated Balance Sheets  
+(In millions, except par value)
+
+<table><tr><td></td><td>Jan 25, 2026</td><td>Jan 26, 2025</td></tr><tr><td colspan="3">Assets</td></tr><tr><td colspan="3">Current assets:</td></tr><tr><td>Cash and cash equivalents</td><td>$ 10,605</td><td>$ 8,589</td></tr><tr><td>Marketable securities</td><td>51,951</td><td>34,621</td></tr><tr><td>Accounts receivable, net</td><td>38,466</td><td>23,065</td></tr><tr><td>Inventories</td><td>21,403</td><td>10,080</td></tr><tr><td>Prepaid expenses and other current assets</td><td>3,180</td><td>3,771</td></tr><tr><td>Total current assets</td><td>125,605</td><td>80,126</td></tr><tr><td>Property and equipment, net</td><td>10,383</td><td>6,283</td></tr><tr><td>Operating lease assets</td><td>2,867</td><td>1,793</td></tr><tr><td>Goodwill</td><td>20,832</td><td>5,188</td></tr><tr><td>Intangible assets, net</td><td>3,306</td><td>807</td></tr><tr><td>Deferred income tax assets</td><td>13,258</td><td>10,979</td></tr><tr><td>Non-marketable equity securities</td><td>22,251</td><td>3,387</td></tr><tr><td>Other assets</td><td>8,301</td><td>3,038</td></tr><tr><td>Total assets</td><td>$ 206,803</td><td>$ 111,601</td></tr><tr><td colspan="3">Liabilities and Shareholders&#x27; Equity</td></tr><tr><td colspan="3">Current liabilities:</td></tr><tr><td>Accounts payable</td><td>$ 9,812</td><td>$ 6,310</td></tr><tr><td>Accrued and other current liabilities</td><td>21,352</td><td>11,737</td></tr><tr><td>Short-term debt</td><td>999</td><td>—</td></tr><tr><td>Total current liabilities</td><td>32,163</td><td>18,047</td></tr><tr><td>Long-term debt</td><td>7,469</td><td>8,463</td></tr><tr><td>Long-term operating lease liabilities</td><td>2,572</td><td>1,519</td></tr><tr><td>Other long-term liabilities</td><td>7,306</td><td>4,245</td></tr><tr><td>Total liabilities</td><td>49,510</td><td>32,274</td></tr><tr><td>Commitments and contingencies - see Note 12</td><td>—</td><td>—</td></tr><tr><td colspan="3">Shareholders&#x27; equity:</td></tr><tr><td>Preferred stock, $0.001 par value; 2 shares authorized; none issued</td><td>—</td><td>—</td></tr><tr><td>Common stock, $0.001 par value; 80,000 shares authorized; 24,304 shares issued and outstanding as of January 25, 2026; 24,477 shares issued and outstanding as of January 26, 2025</td><td>24</td><td>24</td></tr><tr><td>Additional paid-in capital</td><td>10,118</td><td>11,237</td></tr><tr><td>Accumulated other comprehensive income</td><td>178</td><td>28</td></tr><tr><td>Retained earnings</td><td>146,973</td><td>68,038</td></tr><tr><td>Total shareholders&#x27; equity</td><td>157,293</td><td>79,327</td></tr><tr><td>Total liabilities and shareholders&#x27; equity</td><td>$ 206,803</td><td>$ 111,601</td></tr></table>
+
+See accompanying Notes to the Consolidated Financial Statements.
+
+NVIDIA Corporation and Subsidiaries  
+Consolidated Statements of Shareholders' Equity
+
+<table><tr><td rowspan="2"></td><td colspan="2">Common Stock Outstanding</td><td rowspan="2">Additional Paid-in Capital</td><td rowspan="2">Accumulated Other Comprehensive Income (Loss)</td><td rowspan="2">Retained Earnings</td><td rowspan="2">Total Shareholders&#x27; Equity</td></tr><tr><td>Shares</td><td>Amount</td></tr><tr><td colspan="7">(In millions, except per share data)</td></tr><tr><td>Balances as of Jan 29, 2023</td><td>24,661</td><td>$ 25</td><td>$ 11,948</td><td>$ (43)</td><td>$ 10,171</td><td>$ 22,101</td></tr><tr><td>Net income</td><td>—</td><td>—</td><td>—</td><td>—</td><td>29,760</td><td>29,760</td></tr><tr><td>Other comprehensive income</td><td>—</td><td>—</td><td>—</td><td>70</td><td>—</td><td>70</td></tr><tr><td>Issuance of common stock</td><td>265</td><td>—</td><td>403</td><td>—</td><td>—</td><td>403</td></tr><tr><td>Tax withholding related to common stock</td><td>(72)</td><td>—</td><td>(2,783)</td><td>—</td><td>—</td><td>(2,783)</td></tr><tr><td>Shares repurchased</td><td>(211)</td><td>—</td><td>(27)</td><td>—</td><td>(9,719)</td><td>(9,746)</td></tr><tr><td>Cash dividends declared and paid ($0.016 per common share)</td><td>—</td><td>—</td><td>—</td><td>—</td><td>(395)</td><td>(395)</td></tr><tr><td>Stock-based compensation</td><td>—</td><td>—</td><td>3,568</td><td>—</td><td>—</td><td>3,568</td></tr><tr><td>Balances as of Jan 28, 2024</td><td>24,643</td><td>25</td><td>13,109</td><td>27</td><td>29,817</td><td>42,978</td></tr><tr><td>Net income</td><td>—</td><td>—</td><td>—</td><td>—</td><td>72,880</td><td>72,880</td></tr><tr><td>Other comprehensive income</td><td>—</td><td>—</td><td>—</td><td>1</td><td>—</td><td>1</td></tr><tr><td>Issuance of common stock</td><td>203</td><td>—</td><td>490</td><td>—</td><td>—</td><td>490</td></tr><tr><td>Tax withholding related to common stock</td><td>(59)</td><td>—</td><td>(6,930)</td><td>—</td><td>—</td><td>(6,930)</td></tr><tr><td>Shares repurchased</td><td>(310)</td><td>(1)</td><td>(189)</td><td>—</td><td>(33,825)</td><td>(34,015)</td></tr><tr><td>Cash dividends declared and paid ($0.034 per common share)</td><td>—</td><td>—</td><td>—</td><td>—</td><td>(834)</td><td>(834)</td></tr><tr><td>Stock-based compensation</td><td>—</td><td>—</td><td>4,757</td><td>—</td><td>—</td><td>4,757</td></tr><tr><td>Balances as of Jan 26, 2025</td><td>24,477</td><td>24</td><td>11,237</td><td>28</td><td>68,038</td><td>79,327</td></tr><tr><td>Net income</td><td>—</td><td>—</td><td>—</td><td>—</td><td>120,067</td><td>120,067</td></tr><tr><td>Other comprehensive income</td><td>—</td><td>—</td><td>—</td><td>150</td><td>—</td><td>150</td></tr><tr><td>Issuance of common stock</td><td>160</td><td>—</td><td>644</td><td>—</td><td>—</td><td>644</td></tr><tr><td>Tax withholding related to common stock</td><td>(51)</td><td>—</td><td>(7,948)</td><td>—</td><td>—</td><td>(7,948)</td></tr><tr><td>Shares repurchased</td><td>(282)</td><td>—</td><td>(230)</td><td>—</td><td>(40,158)</td><td>(40,388)</td></tr><tr><td>Cash dividends declared and paid ($0.04 per common share)</td><td>—</td><td>—</td><td>—</td><td>—</td><td>(974)</td><td>(974)</td></tr><tr><td>Fair value of partially vested equity awards assumed in connection with acquisitions</td><td>—</td><td>—</td><td>28</td><td>—</td><td>—</td><td>28</td></tr><tr><td>Stock-based compensation</td><td>—</td><td>—</td><td>6,387</td><td>—</td><td>—</td><td>6,387</td></tr><tr><td>Balances as of Jan 25, 2026</td><td>24,304</td><td>$ 24</td><td>$ 10,118</td><td>$ 178</td><td>$ 146,973</td><td>$ 157,293</td></tr></table>
+
+See accompanying Notes to the Consolidated Financial Statements.
+
+NVIDIA Corporation and Subsidiaries Consolidated Statements of Cash Flows (In millions)
+
+<table><tr><td></td><td colspan="3">Year Ended</td></tr><tr><td></td><td>Jan 25, 2026</td><td>Jan 26, 2025</td><td>Jan 28, 2024</td></tr><tr><td>Cash flows from operating activities:</td><td></td><td></td><td></td></tr><tr><td>Net income</td><td>$120,067</td><td>$72,880</td><td>$29,760</td></tr><tr><td>Adjustments to reconcile net income to net cash provided by operating activities:</td><td></td><td></td><td></td></tr><tr><td>Stock-based compensation expense</td><td>6,386</td><td>4,737</td><td>3,549</td></tr><tr><td>Depreciation and amortization</td><td>2,843</td><td>1,864</td><td>1,508</td></tr><tr><td>Gains on non-marketable equity securities and publicly-held equity securities, net</td><td>(8,918)</td><td>(1,030)</td><td>(238)</td></tr><tr><td>Deferred income taxes</td><td>(1,424)</td><td>(4,477)</td><td>(2,489)</td></tr><tr><td>Other</td><td>(287)</td><td>(502)</td><td>(278)</td></tr><tr><td>Changes in operating assets and liabilities, net of acquisitions:</td><td></td><td></td><td></td></tr><tr><td>Accounts receivable</td><td>(15,399)</td><td>(13,063)</td><td>(6,172)</td></tr><tr><td>Inventories</td><td>(11,324)</td><td>(4,781)</td><td>(98)</td></tr><tr><td>Prepaid expenses and other assets</td><td>577</td><td>(395)</td><td>(1,522)</td></tr><tr><td>Accounts payable</td><td>3,096</td><td>3,357</td><td>1,531</td></tr><tr><td>Accrued and other current liabilities</td><td>5,257</td><td>4,278</td><td>2,025</td></tr><tr><td>Other long-term liabilities</td><td>1,844</td><td>1,221</td><td>514</td></tr><tr><td>Net cash provided by operating activities</td><td>102,718</td><td>64,089</td><td>28,090</td></tr><tr><td>Cash flows from investing activities:</td><td></td><td></td><td></td></tr><tr><td>Proceeds from sales of marketable securities</td><td>15,157</td><td>495</td><td>50</td></tr><tr><td>Proceeds from maturities of marketable securities</td><td>11,226</td><td>11,195</td><td>9,732</td></tr><tr><td>Proceeds from sales of non-marketable equity securities</td><td>84</td><td>171</td><td>1</td></tr><tr><td>Purchases of marketable securities</td><td>(40,616)</td><td>(26,575)</td><td>(18,211)</td></tr><tr><td>Purchases of non-marketable equity securities</td><td>(17,502)</td><td>(1,486)</td><td>(862)</td></tr><tr><td>Groq, Inc.</td><td>(13,000)</td><td>—</td><td>—</td></tr><tr><td>Purchases related to property and equipment and intangible assets</td><td>(6,042)</td><td>(3,236)</td><td>(1,069)</td></tr><tr><td>Acquisitions, net of cash acquired</td><td>(1,535)</td><td>(1,007)</td><td>(83)</td></tr><tr><td>Other</td><td>—</td><td>22</td><td>(124)</td></tr><tr><td>Net cash used in investing activities</td><td>(52,228)</td><td>(20,421)</td><td>(10,566)</td></tr><tr><td>Cash flows from financing activities:</td><td></td><td></td><td></td></tr><tr><td>Proceeds related to employee stock plans</td><td>644</td><td>490</td><td>403</td></tr><tr><td>Payments related to repurchases of common stock</td><td>(40,086)</td><td>(33,706)</td><td>(9,533)</td></tr><tr><td>Payments related to employee stock plan taxes</td><td>(7,948)</td><td>(6,930)</td><td>(2,783)</td></tr><tr><td>Dividends paid</td><td>(974)</td><td>(834)</td><td>(395)</td></tr><tr><td>Principal payments on property and equipment and intangible assets</td><td>(101)</td><td>(129)</td><td>(74)</td></tr><tr><td>Repayment of debt</td><td>—</td><td>(1,250)</td><td>(1,250)</td></tr><tr><td>Other</td><td>(9)</td><td>—</td><td>(1)</td></tr><tr><td>Net cash used in financing activities</td><td>(48,474)</td><td>(42,359)</td><td>(13,633)</td></tr><tr><td>Change in cash and cash equivalents</td><td>2,016</td><td>1,309</td><td>3,891</td></tr><tr><td>Cash and cash equivalents at beginning of period</td><td>8,589</td><td>7,280</td><td>3,389</td></tr><tr><td>Cash and cash equivalents at end of period</td><td>$10,605</td><td>$8,589</td><td>$7,280</td></tr><tr><td>Supplemental disclosures of cash flow information:</td><td></td><td></td><td></td></tr><tr><td>Cash paid for income taxes, net</td><td>$20,288</td><td>$15,118</td><td>$6,549</td></tr></table>
+
+See accompanying Notes to the Consolidated Financial Statements.
+
+# NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements
+
+## Note 1 - Organization and Summary of Significant Accounting Policies
+
+## Our Company
+
+Headquartered in Santa Clara, California, NVIDIA was incorporated in California in April 1993 and reincorporated in Delaware in April 1998.
+
+All references to “NVIDIA,” “we,” “us,” “our” or the “Company” mean NVIDIA Corporation and its subsidiaries.
+
+Certain prior fiscal year balances have been reclassified to conform to the current fiscal year presentation. Non-marketable equity securities, previously presented within other assets, were reclassified to be presented separately on our consolidated balance sheets and had no impact to total assets or consolidated statement of cash flows.
+
+## Fiscal Year
+
+We operate on a 52- or 53-week year, ending on the last Sunday in January. Fiscal years 2026, 2025 and 2024 were all 52-week years. Fiscal year 2027 will be a 53-week year with the fourth quarter consisting of 14 weeks.
+
+## Principles of Consolidation
+
+Our consolidated financial statements include the accounts of NVIDIA Corporation and our wholly-owned subsidiaries. All intercompany balances and transactions have been eliminated in consolidation.
+
+## Use of Estimates
+
+The preparation of financial statements in conformity with U.S. GAAP requires management to make estimates and assumptions that affect the reported amounts of assets and liabilities and disclosures of contingent assets and liabilities at the date of the financial statements and the reported amounts of revenue and expenses during the reporting period. Actual results could differ materially from our estimates. On an on-going basis, we evaluate our estimates, including those related to accounts receivable, cash equivalents and marketable securities, goodwill, income taxes, inventories and product purchase commitments, investigation and settlement costs, litigation, non-marketable equity securities, other contingencies, property, plant, and equipment, revenue recognition, and stock-based compensation. These estimates are based on historical facts and various other assumptions that we believe are reasonable.
+
+## Revenue Recognition
+
+We derive our revenue primarily from product sales including hardware and systems. We determine revenue recognition through the following steps: (1) identification of the contract with a customer; (2) identification of the performance obligations in the contract; (3) determination of the transaction price; (4) allocation of the transaction price to the performance obligations in the contract (where revenue is allocated on a relative standalone selling price basis by maximizing the use of observable inputs to determine the standalone selling price for each performance obligation); and (5) recognition of revenue when, or as, we satisfy a performance obligation. Payment from customers, per our standard payment terms, is generally due shortly after delivery of our products.
+
+## Product Sales Revenue
+
+Revenue from product sales is recognized upon transfer of control of products to customers in an amount that reflects the consideration we expect to receive in exchange for those products. Certain products are sold with support or an extended warranty. Support and extended warranty revenue are recognized ratably over the service period, or as services are performed. Revenue is recognized net of allowances for returns, customer programs and any taxes collected from customers.
+
+For products sold with a right of return, we record a reduction to revenue by establishing a sales return allowance for estimated product returns at the time revenue is recognized, based primarily on historical return rates. However, if product returns for a fiscal period are anticipated to exceed historical return rates, we may determine that additional sales return allowances are required to accurately reflect our estimated exposure for product returns.
+
+Our customer programs involve rebates, which are designed to serve as sales incentives to resellers of our products in various target markets, and MDFs which represent monies paid to our partners that are earmarked for market segment development and are designed to support our partners' activities while also promoting NVIDIA products. We account for customer programs as a reduction to revenue and accrue for such programs for potential rebates and MDFs based on the amount we expect to be claimed by customers.
+
+# NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements (Continued)
+
+## Contracts with Multiple Performance Obligations
+
+Our contracts may contain more than one deliverable, each of which is separately accounted for as a distinct performance obligation. We account for multiple agreements with a single customer as a single contract if the contractual terms and/or substance of those agreements indicate that they may be so closely related that they are, in effect, parts of a single contract.
+
+We allocate the total transaction price to each distinct performance obligation in an arrangement with multiple performance obligations on a relative standalone selling price basis. The standalone selling price reflects the price we would charge for a specific product or service if it were sold separately in similar circumstances and to similar customers. When determining standalone selling price, we maximize the use of observable inputs.
+
+## Product Warranties
+
+We offer a limited warranty to end-users ranging from one to three years for products to repair or replace products for manufacturing defects or hardware component failures. Cost of revenue includes the estimated cost of product warranties that are calculated at the point of revenue recognition. Under limited circumstances, we may offer an extended limited warranty to customers for certain products. We also accrue for known warranty and indemnification issues if a loss is probable and can be reasonably estimated.
+
+## Stock-based Compensation
+
+We use the closing trading price of our common stock on the date of grant, minus a dividend yield discount, as the fair value of awards of restricted stock units, or RSUs, and performance stock units, or PSUs, that are based on our corporate financial performance targets. We use a Monte Carlo simulation on the date of grant to estimate the fair value of PSUs that are based on our stock performance compared to market performance, or market-based PSUs. The compensation expense for RSUs and market-based PSUs is recognized using a straight-line attribution method over the requisite employee service period while compensation expense for PSUs is recognized using an accelerated amortization model based on performance targets probable of achievement. We estimate the fair value of shares to be issued under our employee stock purchase plan, or ESPP, using the Black-Scholes model at the commencement of an offering period in March and September of each year. Stock-based compensation for our ESPP is expensed using an accelerated amortization model. Additionally, for RSUs, PSUs, and market-based PSUs, we estimate expected forfeitures based on our historical forfeitures.
+
+## Litigation, Investigation and Settlement Costs
+
+We currently are, and will likely continue to be subject to claims, litigation, and other actions, including potential regulatory proceedings, involving patent and other intellectual property matters, taxes, labor and employment, competition and antitrust, commercial disputes, goods and services offered by us and by third parties, and other matters. There are many uncertainties associated with any litigation or investigation, and we cannot be certain that these actions or other third-party claims against us will be resolved without litigation, fines and/or substantial settlement payments or judgments. If information becomes available that causes us to determine that a loss in any of our pending litigation, investigations or settlements is probable, and we can reasonably estimate the loss associated with such events, we will record the loss. However, the actual liability in any such litigation or investigation may be materially different from our estimates, which could require us to record additional costs. If we determine that a loss is reasonably possible and the loss or range of loss can be estimated, we disclose the reasonably possible loss.
+
+## Foreign Currency Remeasurement
+
+We use the U.S. dollar as our functional currency for our subsidiaries. Foreign currency monetary assets and liabilities are remeasured into United States dollars at end-of-period exchange rates. Non-monetary assets and liabilities such as property and equipment and equity are remeasured at historical exchange rates. Revenue and expenses are remeasured at exchange rates in effect during each period, except for those expenses related to non-monetary balance sheet amounts, which are remeasured at historical exchange rates. Gains or losses from foreign currency remeasurement are included in earnings in our Consolidated Statements of Income and to date have not been significant.
+
+## Income Taxes
+
+We recognize federal, state and foreign current tax liabilities or assets based on our estimate of taxes payable or refundable in the current fiscal year by tax jurisdiction. We recognize federal, state and foreign deferred tax assets or liabilities, as appropriate, for our estimate of future tax effects attributable to temporary differences and carryforwards; and we record a valuation allowance to reduce any deferred tax assets by the amount of any tax benefits that, based on available evidence and judgment, are not expected to be realized.
+
+Our calculation of deferred tax assets and liabilities is based on certain estimates and judgments and involves dealing with uncertainties in the application of complex tax laws. Our estimates of deferred tax assets and liabilities may change
+
+# NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements (Continued)
+
+based, in part, on added certainty or finality to an anticipated outcome, changes in accounting standards or tax laws in the U.S., or foreign jurisdictions where we operate, or changes in other facts or circumstances. In addition, we recognize liabilities for potential U.S. and foreign income tax contingencies based on our estimate of whether, and the extent to which, additional taxes may be due. If we determine that payment of these amounts is unnecessary or if the recorded tax liability is less than our current assessment, we may be required to recognize an income tax benefit or additional income tax expense in our financial statements accordingly.
+
+As of January 25, 2026, we had a valuation allowance of \$768 million related to capital loss carryforwards, and certain other deferred tax assets that management determined are not likely to be realized due, in part, to jurisdictional projections of future taxable income, including capital gains. To the extent realization of the deferred tax assets becomes more-likely-than-not, we would recognize such deferred tax assets as income tax benefits during the period.
+
+We recognize the benefit from a tax position only if it is more-likely-than-not that the position would be sustained upon audit based solely on the technical merits of the tax position. Our policy is to include interest and penalties related to unrecognized tax benefits as a component of income tax expense.
+
+## Net Income Per Share
+
+Basic net income per share is computed using the weighted average number of common shares outstanding during the period. Diluted net income per share is computed using the weighted average number of common and potentially dilutive shares outstanding during the period, using the treasury stock method. Any anti-dilutive effect of equity awards outstanding is not included in the computation of diluted net income per share.
+
+## Cash and Cash Equivalents and Marketable Securities
+
+We consider all highly liquid investments that are readily convertible into cash and have an original maturity of three months or less at the time of purchase to be cash equivalents. Marketable securities consist of highly liquid debt investments with maturities of greater than three months when purchased and publicly-held equity securities. We classify these investments as current or long term based on the nature of the investments and their availability for use in current operations.
+
+We record our debt investments as cash equivalents and marketable debt securities and classify them at the date of acquisition as available-for-sale. These available-for-sale debt securities are reported at fair value with the related unrealized gains and losses included in accumulated other comprehensive income or loss, a component of shareholders' equity, net of tax. The fair value of interest-bearing debt securities includes accrued interest. Realized gains and losses on the sale of marketable securities are determined using the specific-identification method and recorded in the Other income (expense), net, section of our Consolidated Statements of Income.
+
+Available-for-sale debt securities are subject to impairment review. If the estimated fair value of available-for-sale debt securities is less than its amortized cost basis, we determine if the difference, if any, is caused by expected credit losses and write-down the amortized cost basis of the securities if it is more likely than not we will be required or we intend to sell the securities before recovery of its amortized cost basis. Allowances for credit losses and write-downs are recognized in the Other income, net, net section of our Consolidated Statements of Income.
+
+Publicly-held equity securities and money market funds have readily determinable fair values with changes in fair value recorded in Other income, net.
+
+## Fair Value of Financial Instruments
+
+The carrying value of cash equivalents, accounts receivable, accounts payable and accrued liabilities approximate their fair values due to their relatively short maturities as of January 25, 2026 and January 26, 2025. Marketable debt and equity securities are reported at fair value. Derivative instruments are recognized as either assets or liabilities and are measured at fair value. The accounting for changes in the fair value of a derivative depends on the intended use of the derivative and the resulting designation. For derivative instruments designated as accounting hedges, the effective portion of the gains or losses on the derivatives is initially reported as a component of other comprehensive income or loss and is subsequently recognized in earnings when the hedged exposure is recognized in earnings. For derivative instruments not designated as accounting hedges, changes in fair value are recognized in earnings.
+
+Financial instruments measured and disclosed at fair value are classified and disclosed based on the observability of inputs used in the determination of fair value as follows:
+
+• Level 1: Observable inputs such as quoted prices in active markets.  
+- Level 2: Observable inputs other than Level 1 prices, such as quoted prices in less active markets or model-derived valuations that are observable either directly or indirectly.
+
+# NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements (Continued)
+
+\- Level 3: Unobservable inputs in which there is little or no market data that are significant to the fair value of the assets or liabilities.
+
+## Concentration of Credit Risk
+
+Financial instruments that potentially subject us to concentrations of credit risk consist primarily of cash equivalents, marketable securities, lease guarantees, and accounts receivable. Our investment policy requires the purchase of highly-rated fixed income securities, the diversification of investment type and credit exposures, and includes certain limits on our portfolio maturities. We perform ongoing credit evaluations of our customers' financial condition and maintain an allowance for potential credit losses. This allowance consists of an amount identified for specific customers and an amount based on overall estimated exposure. Our overall estimated exposure excludes amounts covered by credit insurance and letters of credit.
+
+## Inventories
+
+Inventory cost is computed on an adjusted standard basis, which approximates actual cost on an average or first-in, first-out basis. Inventory costs consist of the cost of semiconductors, including wafer fabrication, assembly, testing and packaging, manufacturing support costs, including labor and overhead associated with such purchases, final test yield fallout, and shipping costs, as well as the cost of purchased memory products and other component parts. We charge cost of sales for inventory provisions to write-down our inventory to the lower of cost or net realizable value or for obsolete or excess inventory, and for excess product purchase commitments. Most of our inventory provisions relate to excess quantities of products, based on our inventory levels and future product purchase commitments compared to assumptions about future demand including the impact of regulatory export restrictions on our products. Once inventory has been written-off or written-down, it creates a new cost basis for the inventory that is not subsequently written-up. We record a liability for noncancelable purchase commitments with suppliers for quantities in excess of our future demand forecasts consistent with our valuation of obsolete or excess inventory.
+
+## Property and Equipment
+
+Property and equipment are stated at cost less accumulated depreciation. Depreciation of property and equipment is computed using the straight-line method based on the estimated useful lives of the assets of two to seven years. Once an asset is identified for retirement or disposition, the related cost and accumulated depreciation or amortization are removed, and a gain or loss is recorded. The estimated useful lives of our buildings are up to thirty years. Depreciation expense includes the amortization of assets recorded under finance leases. Leasehold improvements and assets recorded under finance leases are amortized over the shorter of the expected lease term or the estimated useful life of the asset.
+
+## Leases
+
+We determine if an arrangement is or contains a lease at inception. Operating leases with lease terms of more than 12 months are included in operating lease assets, accrued and other current liabilities, and long-term operating lease liabilities on our consolidated balance sheet. Operating lease assets represent our right to use an underlying asset for the lease term and lease liabilities represent our obligation to make lease payments over the lease term. We combine lease and non-lease components for offices and data centers in determining the operating lease assets and liabilities.
+
+Operating lease assets and liabilities are recognized based on the present value of the remaining lease payments discounted using our incremental borrowing rate. Operating lease assets also include initial direct costs incurred and prepaid lease payments, minus any lease incentives. Our lease terms include options to extend or terminate the lease when it is reasonably certain that we will exercise that option. Lease costs are recognized on a straight-line basis over the lease term.
+
+## Goodwill
+
+We allocate goodwill to reporting units based on the expected benefit from the business combination. Goodwill is subject to our annual impairment test during the fourth quarter of our fiscal year, or earlier if indicators of potential impairment exist. In completing our impairment test, we perform either a qualitative or a quantitative analysis on a reporting unit basis.
+
+Qualitative factors include industry and market considerations, overall financial performance, and other relevant events and factors affecting the reporting units. Goodwill impairments were not identified for the periods presented.
+
+## Intangible Assets and Other Long-Lived Assets
+
+Intangible assets primarily represent acquired intangible assets including developed technology and customer relationships, as well as rights acquired under technology licenses, patents, and acquired IP. We currently amortize our intangible assets with finite lives over periods ranging from one to twenty years using a method that reflects the pattern
+
+# NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements (Continued)
+
+in which the economic benefits of the intangible asset are consumed or otherwise used up or, if that pattern cannot be reliably determined, using a straight-line amortization method.
+
+Long-lived assets, such as property and equipment and intangible assets subject to amortization, are reviewed for impairment whenever events or changes in circumstances indicate that the carrying amount of an asset or asset group may not be recoverable. The recoverability of assets or asset groups to be held and used is measured by a comparison of the carrying amount of an asset or asset group to estimated undiscounted future cash flows expected to be generated by the asset or asset group. If the carrying amount of an asset or asset group exceeds its estimated future cash flows, an impairment charge is recognized for the amount by which the carrying amount of the asset or asset group exceeds the estimated fair value of the asset or asset group. Fair value is determined based on the estimated discounted future cash flows expected to be generated by the asset or asset group. Assets and liabilities to be disposed of would be separately presented in the Consolidated Balance Sheet and the assets would be reported at the lower of the carrying amount or fair value less costs to sell, and would no longer be depreciated.
+
+## Business Combination
+
+The Company applies a screen test to evaluate if substantially all of the fair value of the gross assets acquired is concentrated in a single identifiable asset or group of similar identifiable assets to determine whether a transaction is accounted for as an asset acquisition or business combination. We allocate the fair value of the purchase price of an acquisition to the tangible assets acquired, liabilities assumed, and intangible assets acquired, based on their estimated fair values. The excess of the fair value of the purchase price over the fair values of these net tangible and intangible assets acquired is recorded as goodwill. Management's estimates of fair value are based upon assumptions believed to be reasonable, but our estimates and assumptions are inherently uncertain and subject to refinement. The estimates and assumptions used in valuing intangible assets include, but are not limited to, the amount and timing of projected future cash flows, discount rate used to determine the present value of these cash flows and asset lives. These estimates are inherently uncertain and, therefore, actual results may differ from the estimates made. As a result, during the measurement period of up to one year from the acquisition date, we may record adjustments to the assets acquired and liabilities assumed with the corresponding offset to goodwill. Upon the measurement period's conclusion or final determination of the fair value of the purchase price of an acquisition, whichever comes first, any subsequent adjustments are recorded to our Consolidated Statements of Income.
+
+Acquisition-related expenses are recognized separately from the business combination and expensed as incurred.
+
+## Non-Marketable Equity Securities
+
+Non-marketable equity securities consist of investments in privately-held companies that do not have a readily determinable fair value. These investments are measured at cost minus impairment, if any, and are adjusted for changes resulting from observable price changes in orderly transactions for an identical or similar investment in the same issuer, or the measurement alternative. Fair value is based upon observable inputs in an inactive market and the valuation requires our judgment due to the absence of market prices and inherent lack of liquidity. All gains and losses on these investments, realized and unrealized, are recognized in Other income, net on our Consolidated Statements of Income.
+
+We assess whether an impairment loss has occurred on our investments in non-marketable equity securities, accounted for under the measurement alternative based on quantitative and qualitative factors. If any impairment is identified for non-marketable equity securities, we write down the investment to its fair value and record the corresponding charge through Other income, net on our Consolidated Statements of Income.
+
+The Company assesses its investments for significant influence to determine the appropriate method of accounting, including application of the equity method. Equity method investments were not material.
+
+## Recently Issued Accounting Pronouncements
+
+## Recent Accounting Pronouncements Not Yet Adopted
+
+In November 2024, the Financial Accounting Standards Board, or FASB, issued a new accounting standard requiring disclosures of certain additional expense information on an annual and interim basis, including, among other items, the amounts of purchases of inventory, employee compensation, depreciation and intangible asset amortization included within each income statement expense caption, as applicable. We will adopt this standard in the fiscal year 2028 annual report. We do not expect the adoption of this standard to have a material impact on our Consolidated Financial Statements other than additional disclosures.
+
+# NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements (Continued)
+
+## Note 2 - Groq
+
+In December 2025, we entered into a non-exclusive license agreement with Groq, Inc., or Groq, for its language processing unit technology and hired certain Groq employees. No customer contracts, existing products, or equity interests were purchased. We recorded \$14.4 billion of goodwill and a \$2.5 billion developed technology intangible asset, valued using a cost-to-recreate methodology with a five-year useful life. Goodwill, primarily attributable to the workforce and future development of the licensed technology, was recorded in the Compute & Networking reporting unit. Total consideration consists of \$13.0 billion paid at closing and \$4 billion, inclusive of imputed interest, payable within one year included in Accrued and Other Current Liabilities on our Consolidated Balance Sheets. The goodwill is tax deductible. Pro forma results of operations have not been presented because the effect was not material.
+
+## Note 3 - Stock-Based Compensation
+
+We recognize stock-based compensation expense from grants of restricted stock units, or RSUs, performance stock units, or PSUs, and market-based PSUs, and issuances under our employee stock purchase plan, or ESPP.
+
+Consolidated Statements of Income include stock-based compensation expense as follows:
+
+<table><tr><td rowspan="3"></td><td colspan="3">Year Ended</td></tr><tr><td>Jan 25, 2026</td><td>Jan 26, 2025</td><td>Jan 28, 2024</td></tr><tr><td colspan="3">(In millions)</td></tr><tr><td>Cost of revenue</td><td>$ 261</td><td>$ 178</td><td>$ 141</td></tr><tr><td>Research and development</td><td>4,676</td><td>3,423</td><td>2,532</td></tr><tr><td>Sales, general and administrative</td><td>1,449</td><td>1,136</td><td>876</td></tr><tr><td>Total</td><td>$ 6,386</td><td>$ 4,737</td><td>$ 3,549</td></tr></table>
+
+The following is a summary of equity awards granted under our equity incentive plans:
+
+<table><tr><td rowspan="3"></td><td colspan="3">Year Ended</td></tr><tr><td>Jan 25, 2026</td><td>Jan 26, 2025</td><td>Jan 28, 2024</td></tr><tr><td colspan="3">(In millions, except per share data)</td></tr><tr><td colspan="4">RSUs, PSUs and Market-based PSUs</td></tr><tr><td>Awards granted</td><td>70</td><td>89</td><td>140</td></tr><tr><td>Estimated total grant-date fair value</td><td>$ 9,389</td><td>$ 7,834</td><td>$ 5,316</td></tr><tr><td>Weighted average grant-date fair value per share</td><td>$ 133.97</td><td>$ 87.99</td><td>$ 37.41</td></tr><tr><td colspan="4">ESPP</td></tr><tr><td>Shares purchased</td><td>13</td><td>30</td><td>30</td></tr><tr><td>Weighted average price per share</td><td>$ 49.13</td><td>$ 17.74</td><td>$ 15.81</td></tr><tr><td>Weighted average grant-date fair value per share</td><td>$ 20.75</td><td>$ 8.61</td><td>$ 6.99</td></tr></table>
+
+As of January 25, 2026, aggregate unearned stock-based compensation expense was \$14.8 billion, which is expected to be recognized over a weighted average period of 2.3 years for RSUs, PSUs, and market-based PSUs, and 0.9 years for ESPP.
+
+# NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements
+
+(Continued)
+
+The fair value of shares issued under our ESPP has been estimated with the following assumptions:
+
+<table><tr><td rowspan="3"></td><td colspan="3">Year Ended</td></tr><tr><td>Jan 25, 2026</td><td>Jan 26, 2025</td><td>Jan 28, 2024</td></tr><tr><td colspan="3">(Using the Black-Scholes model)</td></tr><tr><td colspan="4">ESPP</td></tr><tr><td>Weighted average expected life (in years)</td><td>0.1-2.0</td><td>0.1-2.0</td><td>0.1-2.0</td></tr><tr><td>Risk-free interest rate</td><td>3.5%-4.3%</td><td>3.6%-5.4%</td><td>3.9%-5.5%</td></tr><tr><td>Volatility</td><td>26%-96%</td><td>31%-75%</td><td>31%-67%</td></tr><tr><td>Dividend yield</td><td>0.03%</td><td>0.03%</td><td>0.06%</td></tr></table>
+
+For ESPP shares, the expected term represents the average term from the first day of the offering period to the purchase date. The risk-free interest rate assumption used to value ESPP shares is based upon observed interest rates on Treasury bills appropriate for the expected term. Our expected stock price volatility assumption for ESPP is estimated using historical volatility. For awards granted, we use the dividend yield at grant date. Our RSUs, PSUs, and market-based PSUs are not eligible for cash dividends prior to vesting; therefore, the fair values of RSUs, PSUs, and market-based PSUs are discounted for the dividend yield.
+
+Additionally, for RSUs, PSUs, and market-based PSUs, we estimate expected forfeitures based on our historical forfeitures.
+
+## Equity Incentive Program
+
+We grant RSUs, PSUs, market-based PSUs, and stock purchase rights under the following equity incentive plans. In addition, in connection with our acquisitions of various companies, we have assumed certain stock-based awards granted under their stock incentive plans and converted them into our RSUs.
+
+## Amended and Restated 2007 Equity Incentive Plan
+
+The NVIDIA Corporation Amended and Restated 2007 Equity Incentive Plan, or the 2007 Plan, authorizes the issuance of incentive stock options, non-statutory stock options, restricted stock, RSUs, stock appreciation rights, performance stock awards, performance cash awards, and other stock-based awards to employees, directors and consultants. Only our employees may receive incentive stock options. We grant RSUs, PSUs and market-based PSUs under the 2007 Plan. As of January 25, 2026, up to 192 million shares of our common stock could be issued pursuant to stock awards granted under the 2007 Plan, and 1.3 billion shares were available for future grants.
+
+Subject to certain exceptions, RSUs vest generally over four years subject to continued service. PSUs vest over four years, subject to continued service and performance conditions. Market-based PSUs vest on approximately the third anniversary of the date of grant subject to market conditions. However, the number of shares subject to both PSUs and market-based PSUs that are eligible to vest is determined by the Compensation Committee based on achievement of predetermined criteria.
+
+## Amended and Restated 2012 Employee Stock Purchase Plan
+
+Employees who participate in the NVIDIA Corporation Amended and Restated 2012 Employee Stock Purchase Plan, or as most recently amended and restated, the 2012 Plan, may have up to 25% of their earnings withheld to purchase shares of common stock. The Board may decrease this percentage at its discretion. Each offering period is about 24 months, divided into four purchase periods of six months. The price of common stock purchased under our 2012 Plan will be equal to 85% of the lower of the fair market value of the common stock on the commencement date of each offering period or the fair market value of the common stock on each purchase date within the offering. As of January 25, 2026, we had 2.2 billion shares reserved for future issuance under the 2012 Plan.
+
+# NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements
+
+(Continued)
+
+## Equity Award Activity
+
+The following is a summary of our equity award transactions under our equity incentive plans:
+
+<table><tr><td rowspan="3"></td><td colspan="2">RSUs, PSUs and Market-based PSUs Outstanding</td></tr><tr><td>Number of Shares</td><td>Weighted Average Grant-Date Fair Value Per Share</td></tr><tr><td colspan="2">(In millions, except per share data)</td></tr><tr><td>Balance as of Jan 26, 2025</td><td>274</td><td>$ 44.75</td></tr><tr><td>Granted</td><td>70</td><td>$ 133.97</td></tr><tr><td>Vested</td><td>(146)</td><td>$ 39.14</td></tr><tr><td>Canceled and forfeited</td><td>(9)</td><td>$ 59.29</td></tr><tr><td>Balance as of Jan 25, 2026</td><td>189</td><td>$ 81.51</td></tr><tr><td>Vested and expected to vest after Jan 25, 2026</td><td>188</td><td>$ 81.15</td></tr></table>
+
+As of January 25, 2026 and January 26, 2025, there were 1.3 billion and 1.4 billion shares, respectively, of common stock available for future grants under our equity incentive plans.
+
+The total fair value of RSUs and PSUs, as of their respective vesting dates, during the years ended January 25, 2026, January 26, 2025, and January 28, 2024, was \$22.2 billion, \$15.1 billion, and \$8.2 billion, respectively.
+
+## Note 4 - Net Income Per Share
+
+The following is the basic and diluted net income per share computations for the periods presented:
+
+<table><tr><td rowspan="3"></td><td colspan="3">Year Ended</td></tr><tr><td>Jan 25, 2026</td><td>Jan 26, 2025</td><td>Jan 28, 2024</td></tr><tr><td colspan="3">(In millions, except per share data)</td></tr><tr><td colspan="4">Numerator:</td></tr><tr><td>Net income</td><td>$ 120,067</td><td>$ 72,880</td><td>$ 29,760</td></tr><tr><td colspan="4">Denominator:</td></tr><tr><td>Basic weighted average shares</td><td>24,359</td><td>24,555</td><td>24,690</td></tr><tr><td>Dilutive impact of outstanding equity awards</td><td>155</td><td>249</td><td>250</td></tr><tr><td>Diluted weighted average shares</td><td>24,514</td><td>24,804</td><td>24,940</td></tr><tr><td colspan="4">Net income per share:</td></tr><tr><td>Basic (1)</td><td>$ 4.93</td><td>$ 2.97</td><td>$ 1.21</td></tr><tr><td>Diluted (2)</td><td>$ 4.90</td><td>$ 2.94</td><td>$ 1.19</td></tr><tr><td>Anti-dilutive equity awards excluded from diluted net income per share</td><td>41</td><td>51</td><td>150</td></tr></table>
+
+(1) Net income divided by basic weighted average shares.  
+(2) Net income divided by diluted weighted average shares.
+
+## Note 5 - Goodwill
+
+As of January 25, 2026, the total carrying amount of goodwill was \$20.8 billion, consisting of goodwill balances allocated to our Compute & Networking and Graphics reporting units of \$20.5 billion and \$370 million, respectively. As of January 26, 2025, the total carrying amount of goodwill was \$5.2 billion, consisting of goodwill balances allocated to our Compute & Networking and Graphics reporting units of \$4.8 billion and \$370 million, respectively. Goodwill increased by \$15.6 billion in fiscal year 2026 and was allocated to our Compute & Networking reporting unit. During the fourth quarters of fiscal years 2026, 2025, and 2024, we completed our annual qualitative impairment tests and concluded that goodwill was not impaired.
+
+# NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements
+
+(Continued)
+
+## Note 6 - Amortizable Intangible Assets
+
+The components of our amortizable intangible assets are as follows:
+
+<table><tr><td rowspan="3"></td><td colspan="3">Jan 25, 2026</td><td colspan="3">Jan 26, 2025</td></tr><tr><td>Gross Carrying Amount</td><td>Accumulated Amortization</td><td>Net Carrying Amount</td><td>Gross Carrying Amount</td><td>Accumulated Amortization</td><td>Net Carrying Amount</td></tr><tr><td colspan="6">(In millions)</td></tr><tr><td>Acquisition-related intangible assets</td><td>$ 5,656</td><td>$ (2,580)</td><td>$ 3,076</td><td>$ 2,900</td><td>$ (2,264)</td><td>$ 636</td></tr><tr><td>Patents and licensed technology</td><td>528</td><td>(298)</td><td>230</td><td>449</td><td>(278)</td><td>171</td></tr><tr><td>Total intangible assets</td><td>$ 6,184</td><td>$ (2,878)</td><td>$ 3,306</td><td>$ 3,349</td><td>$ (2,542)</td><td>$ 807</td></tr></table>
+
+Amortization expense associated with intangible assets for fiscal years 2026, 2025, and 2024 was \$488 million, \$593 million, and \$614 million, respectively.
+
+The following table outlines the estimated future amortization expense related to the net carrying amount of intangible assets as of January 25, 2026:
+
+<table><tr><td></td><td>Future Amortization Expense(In millions)</td></tr><tr><td colspan="2">Fiscal Year:</td></tr><tr><td>2027</td><td>$ 923</td></tr><tr><td>2028</td><td>729</td></tr><tr><td>2029</td><td>592</td></tr><tr><td>2030</td><td>511</td></tr><tr><td>2031</td><td>468</td></tr><tr><td>2032 and thereafter</td><td>83</td></tr><tr><td>Total</td><td>$ 3,306</td></tr></table>
+
+# NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements
+
+(Continued)
+
+## Note 7 - Cash Equivalents and Marketable Securities
+
+The fair values of our financial assets are determined using quoted market prices of identical assets or market prices of similar assets from active markets. We review fair value classification on a quarterly basis. The following is a summary of cash equivalents and marketable securities:
+
+Jan 25, 2026
+
+<table><tr><td rowspan="3"></td><td rowspan="2">Pricing Category</td><td rowspan="2">Cost or Amortized Cost</td><td rowspan="2">Unrealized Gain</td><td rowspan="2">Unrealized Loss</td><td rowspan="2">Estimated Fair Value</td><td colspan="3">Reported as</td></tr><tr><td>Cash Equivalents</td><td>Marketable Securities</td><td>Other Assets</td></tr><tr><td colspan="8">(In millions)</td></tr><tr><td>Debt securities issued by the U.S. Treasury</td><td>Level 2</td><td>$ 21,635</td><td>$ 77</td><td>$ (3)</td><td>$ 21,709</td><td>$ —</td><td>$ 21,709</td><td>$ —</td></tr><tr><td>Corporate debt securities</td><td>Level 2</td><td>15,410</td><td>92</td><td>(3)</td><td>15,499</td><td>345</td><td>15,154</td><td>—</td></tr><tr><td>Debt securities issued by U.S. government agencies</td><td>Level 2</td><td>2,157</td><td>4</td><td>—</td><td>2,161</td><td>—</td><td>2,161</td><td>—</td></tr><tr><td>Certificates of deposit</td><td>Level 2</td><td>110</td><td>—</td><td>—</td><td>110</td><td>110</td><td>—</td><td>—</td></tr><tr><td>Foreign government bonds</td><td>Level 2</td><td>40</td><td>1</td><td>—</td><td>41</td><td>—</td><td>41</td><td>—</td></tr><tr><td>Money market funds</td><td>Level 1</td><td>7,830</td><td>—</td><td>—</td><td>7,830</td><td>7,830</td><td>—</td><td>—</td></tr><tr><td>Publicly-held equity securities (1) (2)</td><td>Level 1</td><td></td><td></td><td></td><td>17,726</td><td>—</td><td>12,886</td><td>4,840</td></tr><tr><td>Total</td><td></td><td>$ 47,182</td><td>$ 174</td><td>$ (6)</td><td>$ 65,076</td><td>$ 8,285</td><td>$ 51,951</td><td>$ 4,840</td></tr></table>
+
+(1) In the first quarter of fiscal year 2026, one investment was reclassified from non-marketable equity securities to marketable securities following public market trading. The balance as of January 25, 2026 includes \$10.5 billion of investments which are subject to short-term lock-up restrictions on the ability to sell.  
+(2) The long-term portion of marketable equity securities, which are subject to lock-up restrictions through December 2027 of \$4.8 billion as of January 25, 2026, is included in other assets.
+
+Publicly-held equity securities are subject to market price volatility. Net unrealized gains on investments in publicly-held equity securities held at period end were \$6.6 billion for fiscal year 2026. Net unrealized gains on investments in publicly-held equity securities held at period end were not significant for fiscal years 2025 and 2024.
+
+Net realized gains on investments in publicly-held equity securities sold were not significant for fiscal years 2026, 2025, and 2024, reflecting the difference between the sale proceeds and the carrying value of the equity securities at the beginning of the period or the purchase date, if later.
+
+## NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements
+
+(Continued)
+
+Jan 26, 2025
+
+<table><tr><td rowspan="3"></td><td rowspan="2">Pricing Category</td><td rowspan="2">Cost or Amortized Cost</td><td rowspan="2">Unrealized Gain</td><td rowspan="2">Unrealized Loss</td><td rowspan="2">Estimated Fair Value</td><td colspan="2">Reported as</td></tr><tr><td>Cash Equivalents</td><td>Marketable Securities</td></tr><tr><td colspan="7">(In millions)</td></tr><tr><td>Corporate debt securities</td><td>Level 2</td><td>$ 18,504</td><td>$ 51</td><td>$ (29)</td><td>$ 18,526</td><td>$ 2,071</td><td>$ 16,455</td></tr><tr><td>Debt securities issued by the U.S. Treasury</td><td>Level 2</td><td>16,749</td><td>42</td><td>(22)</td><td>16,769</td><td>1,801</td><td>14,968</td></tr><tr><td>Debt securities issued by U.S. government agencies</td><td>Level 2</td><td>2,775</td><td>7</td><td>(5)</td><td>2,777</td><td>—</td><td>2,777</td></tr><tr><td>Foreign government bonds</td><td>Level 2</td><td>177</td><td>—</td><td>—</td><td>177</td><td>137</td><td>40</td></tr><tr><td>Certificates of deposit</td><td>Level 2</td><td>97</td><td>—</td><td>—</td><td>97</td><td>97</td><td>—</td></tr><tr><td>Money market funds</td><td>Level 1</td><td>3,760</td><td>—</td><td>—</td><td>3,760</td><td>3,760</td><td>—</td></tr><tr><td>Publicly-held equity securities</td><td>Level 1</td><td></td><td></td><td></td><td>381</td><td>—</td><td>381</td></tr><tr><td>Total</td><td></td><td>$ 42,062</td><td>$ 100</td><td>$ (56)</td><td>$ 42,487</td><td>$ 7,866</td><td>$ 34,621</td></tr></table>
+
+The following tables provide the breakdown of unrealized losses, aggregated by investment category and length of time that individual debt securities have been in a continuous loss position:
+
+<table><tr><td rowspan="4"></td><td colspan="2">Jan 25, 2026</td><td colspan="2">Jan 26, 2025</td></tr><tr><td colspan="2">Less than 12 Months</td><td colspan="2">Less than 12 Months</td></tr><tr><td>Estimated Fair Value</td><td>Gross Unrealized Loss</td><td>Estimated Fair Value</td><td>Gross Unrealized Loss</td></tr><tr><td colspan="4">(In millions)</td></tr><tr><td>Debt securities issued by the U.S. Treasury</td><td>$ 10,666</td><td>$ (3)</td><td>$ 6,315</td><td>$ (22)</td></tr><tr><td>Corporate debt securities</td><td>1,332</td><td>(3)</td><td>5,291</td><td>(29)</td></tr><tr><td>Debt securities issued by U.S. government agencies</td><td>1,134</td><td>—</td><td>816</td><td>(5)</td></tr><tr><td>Total</td><td>$ 13,132</td><td>$ (6)</td><td>$ 12,422</td><td>$ (56)</td></tr></table>
+
+Gross unrealized losses related to debt securities in a continuous loss position of twelve months or greater as of January 25, 2026 and January 26, 2025 were not significant. Gross unrealized losses are related to fixed income securities, driven primarily by changes in interest rates.
+
+The estimated fair value of debt securities included in cash equivalents and marketable securities are shown below by contractual maturity.
+
+<table><tr><td></td><td>Jan 25, 2026</td></tr><tr><td></td><td>(In millions)</td></tr><tr><td>Less than one year</td><td>$ 20,427</td></tr><tr><td>Due in 1 - 5 years</td><td>19,093</td></tr><tr><td>Total</td><td>$ 39,520</td></tr></table>
+
+## Note 8 - Non-marketable Equity Securities
+
+Our non-marketable equity securities are valued under the measurement alternative applying valuation methods based on observable transactions for similar investments of the same issuer and unobservable inputs such as volatility, expected
+
+# NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements
+
+# (Continued)
+
+time to liquidity, risk free rate and security-specific rights and obligations. Gains and losses on these investments, realized and unrealized, are recognized in Other income, net on our Consolidated Statements of Income.
+
+Adjustments to the carrying value of our non-marketable equity securities during fiscal years 2026 and 2025 were as follows:
+
+<table><tr><td rowspan="3"></td><td colspan="2">Year Ended</td></tr><tr><td>Jan 25, 2026</td><td>Jan 26, 2025</td></tr><tr><td colspan="2">(In millions)</td></tr><tr><td>Balance at beginning of period</td><td>$ 3,387</td><td>$ 1,321</td></tr><tr><td>Adjustments related to non-marketable equity securities:</td><td></td><td></td></tr><tr><td>Net additions</td><td>17,444</td><td>1,309</td></tr><tr><td>Unrealized gains</td><td>2,369</td><td>816</td></tr><tr><td>Reclassification (1)</td><td>(848)</td><td>—</td></tr><tr><td>Impairments and unrealized losses</td><td>(101)</td><td>(59)</td></tr><tr><td>Balance at end of period</td><td>$ 22,251</td><td>$ 3,387</td></tr></table>
+
+(1) Represents reclassifications from non-marketable equity securities to marketable securities following public market trading.
+
+Non-marketable equity securities had cumulative gross unrealized gains of \$2.7 billion and \$1.1 billion, and cumulative gross unrealized losses and impairments of \$176 million and \$105 million on securities held as of January 25, 2026 and January 26, 2025, respectively.
+
+## Note 9 - Balance Sheet Components
+
+We refer to customers who purchase products directly from NVIDIA as direct customers, such as AIBs, distributors, ODMs, OEMs, CSPs, AI model makers, and system integrators. Certain direct customers may use either internal resources or third-party system integrators to complete their build. Three direct customers accounted for 25%, 18%, and 13% of our accounts receivable balance as of January 25, 2026. Two direct customers accounted for 17% and 16% of our accounts receivable balance as of January 26, 2025.
+
+Certain balance sheet components are as follows:
+
+<table><tr><td></td><td>Jan 25, 2026</td><td>Jan 26, 2025</td></tr><tr><td>Inventories:</td><td colspan="2">(In millions)</td></tr><tr><td>Raw materials</td><td>$ 3,807</td><td>$ 3,408</td></tr><tr><td>Work in process</td><td>8,822</td><td>3,399</td></tr><tr><td>Finished goods</td><td>8,774</td><td>3,273</td></tr><tr><td>Total inventories (1)</td><td>$ 21,403</td><td>$ 10,080</td></tr></table>
+
+(1) In fiscal years 2026 and 2025, we recorded inventory provisions of \$4.0 billion and \$1.6 billion, respectively, in cost of revenue.
+
+<table><tr><td></td><td>Jan 25, 2026</td><td>Jan 26, 2025</td><td>EstimatedUseful Life</td></tr><tr><td>Property and Equipment:</td><td colspan="2">(In millions)</td><td>(In years)</td></tr><tr><td>Land</td><td>$ 777</td><td>$ 511</td><td>(A)</td></tr><tr><td>Buildings, leasehold improvements, and furniture</td><td>2,891</td><td>2,076</td><td>(B)</td></tr><tr><td>Equipment, compute hardware, and software</td><td>12,619</td><td>7,568</td><td>2-7</td></tr><tr><td>Construction in process</td><td>683</td><td>529</td><td>(C)</td></tr><tr><td>Total property and equipment, gross</td><td>16,970</td><td>10,684</td><td></td></tr><tr><td>Accumulated depreciation and amortization</td><td>(6,587)</td><td>(4,401)</td><td></td></tr><tr><td>Total property and equipment, net</td><td>$ 10,383</td><td>$ 6,283</td><td></td></tr></table>
+
+(A) Land is a non-depreciable asset.
+
+# NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements
+
+# (Continued)
+
+(B) The estimated useful lives of our buildings are up to thirty years. Leasehold improvements and finance leases are amortized based on the lesser of either the asset's estimated useful life or the expected remaining lease term.  
+(C) Construction in process represents assets that are not available for their intended use.
+
+Depreciation expense for fiscal years 2026, 2025, and 2024 was \$2.4 billion, \$1.3 billion, and \$894 million, respectively.
+
+Accumulated amortization of leasehold improvements and finance leases was \$519 million and \$410 million as of January 25, 2026 and January 26, 2025, respectively.
+
+Property, equipment and intangible assets acquired but not paid for during fiscal years 2026, 2025, and 2024 were \$820 million, \$525 million, and \$170 million, respectively.
+
+<table><tr><td></td><td>Jan 25, 2026</td><td>Jan 26, 2025</td></tr><tr><td>Accrued and Other Current Liabilities:</td><td colspan="2">(In millions)</td></tr><tr><td>Customer program accruals</td><td>$ 5,318</td><td>$ 4,880</td></tr><tr><td>Accrued purchase consideration</td><td>3,921</td><td>9</td></tr><tr><td>Product warranty</td><td>2,807</td><td>1,290</td></tr><tr><td>Excess inventory purchase obligations (1)</td><td>2,739</td><td>2,095</td></tr><tr><td>Taxes payable</td><td>2,669</td><td>881</td></tr><tr><td>Deferred revenue (2)</td><td>1,379</td><td>837</td></tr><tr><td>Accrued payroll and related expenses</td><td>1,146</td><td>848</td></tr><tr><td>Other</td><td>1,373</td><td>897</td></tr><tr><td>Total accrued and other current liabilities</td><td>$ 21,352</td><td>$ 11,737</td></tr></table>
+
+(1) In fiscal years 2026 and 2025, we recorded an expense of approximately \$3.2 billion and \$2.0 billion, respectively, in cost of revenue.  
+(2) Includes customer advances and unearned revenue related to hardware and software support, cloud services, and license and development arrangements. The balance as of January 25, 2026 and January 26, 2025 included \$160 million and \$81 million of customer advances, respectively.
+
+<table><tr><td></td><td>Jan 25, 2026</td><td>Jan 26, 2025</td></tr><tr><td>Other Long-Term Liabilities:</td><td colspan="2">(In millions)</td></tr><tr><td>Income tax payable (1)</td><td>$ 3,958</td><td>$ 2,188</td></tr><tr><td>Deferred income tax</td><td>1,774</td><td>886</td></tr><tr><td>Deferred revenue (2)</td><td>1,193</td><td>976</td></tr><tr><td>Other</td><td>381</td><td>195</td></tr><tr><td>Total other long-term liabilities</td><td>$ 7,306</td><td>$ 4,245</td></tr></table>
+
+(1) Primarily comprised of unrecognized tax benefits and related interest and penalties.  
+(2) Includes unearned revenue related to hardware and software support and cloud services.
+
+## Deferred Revenue
+
+The following table shows the changes in short- and long-term deferred revenue during fiscal years 2026 and 2025:
+
+<table><tr><td rowspan="2"></td><td>Jan 25, 2026</td><td>Jan 26, 2025</td></tr><tr><td colspan="2">(In millions)</td></tr><tr><td>Balance at beginning of period</td><td>$ 1,813</td><td>$ 1,337</td></tr><tr><td>Deferred revenue additions (1)</td><td>11,137</td><td>5,083</td></tr><tr><td>Revenue recognized (2)</td><td>(10,378)</td><td>(4,607)</td></tr><tr><td>Balance at end of period</td><td>$ 2,572</td><td>$ 1,813</td></tr></table>
+
+(1) Includes \$9.0 billion and \$3.6 billion of customer advances for fiscal years 2026 and 2025, respectively.  
+(2) Includes \$8.9 billion and \$3.7 billion related to customer advances for fiscal years 2026 and 2025, respectively.
+
+# NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements
+
+(Continued)
+
+We recognized revenue of \$974 million and \$729 million in fiscal years 2026 and 2025, respectively, that were included in the prior year end deferred revenue balance.
+
+As of January 25, 2026, revenue related to remaining performance obligations from contracts greater than one year in length was \$2.3 billion, which includes \$1.9 billion from deferred revenue and \$390 million which has not yet been billed nor recognized as revenue. Approximately 42% of revenue from contracts greater than one year in length will be recognized over the next twelve months.
+
+## Note 10 - Derivative Financial Instruments
+
+## Foreign Currency Derivatives
+
+We utilize foreign currency forward contracts to mitigate the impact of foreign currency exchange rate movements on our operating expenses. The foreign currency forward contracts for operating expenses are designated as accounting hedges. Gains or losses on the contracts are recorded in accumulated other comprehensive income or loss and reclassified to operating expense when the related operating expenses are recognized in earnings. In fiscal years 2026 and 2025, the impact of foreign currency forward contracts designated as accounting hedges on other comprehensive income or loss was not significant and all such instruments were determined to be highly effective.
+
+We also entered into foreign currency forward contracts mitigating the impact of foreign currency movements on monetary assets and liabilities. For our foreign currency contracts for assets and liabilities, the change in fair value of these non-designated contracts was recorded in other income or expense and offsets the change in fair value of the hedged foreign currency denominated monetary assets and liabilities, which was also recorded in other income or expense.
+
+The table below presents the notional value of our foreign currency contracts outstanding:
+
+<table><tr><td rowspan="2"></td><td>Jan 25, 2026</td><td>Jan 26, 2025</td></tr><tr><td colspan="2">(In millions)</td></tr><tr><td>Designated as accounting hedges</td><td>$ 1,765</td><td>$ 1,424</td></tr><tr><td>Not designated as accounting hedges</td><td>$ 2,332</td><td>$ 1,297</td></tr></table>
+
+The unrealized gains and losses or fair value of our foreign currency contracts were not significant as of January 25, 2026 and January 26, 2025.
+
+As of January 25, 2026, all foreign currency contracts mature within 18 months. The expected realized gains and losses deferred into accumulated other comprehensive income or loss related to foreign currency forward contracts within the next twelve months were not significant.
+
+## Facility Lease Guarantees
+
+In fiscal year 2026, we entered into agreements to guarantee partners' facility lease obligations in the event of their default in exchange for warrants. The maximum gross exposure under all agreements is \$3.5 billion, which is reduced as the partners make payments to the lessors over terms ranging from 5 to 7 years. The partners have placed \$712 million in escrow to mitigate our potential exposure. The guarantees, classified as credit derivatives with changes in fair value recognized in Other income and expense, were not material.
+
+# NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements
+
+(Continued)
+
+Note 11 - Debt
+
+<table><tr><td rowspan="2"></td><td rowspan="2">Expected Remaining Term (years)</td><td rowspan="2">Effective Interest Rate</td><td>Jan 25, 2026</td><td>Jan 26, 2025</td></tr><tr><td colspan="2">(In millions)</td></tr><tr><td>3.20% Notes Due 2026</td><td>0.6</td><td>3.31%</td><td>1,000</td><td>1,000</td></tr><tr><td>1.55% Notes Due 2028</td><td>2.4</td><td>1.64%</td><td>1,250</td><td>1,250</td></tr><tr><td>2.85% Notes Due 2030</td><td>4.2</td><td>2.93%</td><td>1,500</td><td>1,500</td></tr><tr><td>2.00% Notes Due 2031</td><td>5.4</td><td>2.09%</td><td>1,250</td><td>1,250</td></tr><tr><td>3.50% Notes Due 2040</td><td>14.2</td><td>3.54%</td><td>1,000</td><td>1,000</td></tr><tr><td>3.50% Notes Due 2050</td><td>24.2</td><td>3.54%</td><td>2,000</td><td>2,000</td></tr><tr><td>3.70% Notes Due 2060</td><td>34.2</td><td>3.73%</td><td>500</td><td>500</td></tr><tr><td>Unamortized debt discount and issuance costs</td><td></td><td></td><td>(32)</td><td>(37)</td></tr><tr><td>Net carrying amount</td><td></td><td></td><td>8,468</td><td>8,463</td></tr><tr><td>Less short-term portion</td><td></td><td></td><td>(999)</td><td>—</td></tr><tr><td>Total long-term portion</td><td></td><td></td><td>$ 7,469</td><td>$ 8,463</td></tr></table>
+
+As of January 25, 2026 and January 26, 2025, the estimated fair value of debt was \$7.5 billion and \$7.2 billion, respectively. The estimated fair values are based on Level 2 inputs.
+
+Our notes are unsecured senior obligations. Existing and future liabilities of our subsidiaries will be effectively senior to the notes. Our notes pay interest semi-annually. We may redeem each of our notes prior to maturity, subject to a make-whole premium. The maturity of the notes is calendar year.
+
+As of January 25, 2026, we complied with the required covenants, which are non-financial in nature, under the outstanding notes.
+
+In January 2026, we increased the size of our commercial paper program from \$575 million to \$25.0 billion. As of January 25, 2026, no commercial paper was outstanding.
+
+## Note 12 - Commitments and Contingencies
+
+## Commitments
+
+Manufacturing, supply, and capacity commitments reflect datacenter-scale production and longer future ordering horizons across current and future product architectures. We enter into agreements with our supply vendors that allow them to procure inventory based upon our defined criteria, and in certain instances, these agreements are cancellable, able to be rescheduled, or adjustable for our business needs prior to placing firm orders. Changes to these agreements may result in additional costs. As of January 25, 2026, these commitments were \$95.2 billion, of which substantially all will be paid through fiscal year 2027.
+
+Multi-year cloud service agreement commitments as of January 25, 2026, were \$27 billion, for which \$7 billion, \$6 billion, \$5 billion, \$5 billion, \$2 billion, and \$2 billion will be paid in fiscal years 2027, 2028, 2029, 2030, 2031, and 2032 and thereafter, respectively. Some cloud service capacity may be reduced, terminated or sold to others by the CSPs, in which case our commitments will be reduced. We expect cloud service agreements to be used to support our research and development efforts.
+
+Investment commitments are \$11.4 billion as of January 25, 2026, subject to certain contingencies, of which we expect substantially all will be made through fiscal year 2027.
+
+Other commitments were \$3.4 billion as of January 25, 2026, of which the majority will be paid through fiscal year 2027.
+
+# NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements (Continued)
+
+## Accrual for Product Warranty Liabilities
+
+The estimated amount of product warranty liabilities was \$2.8 billion and \$1.3 billion as of January 25, 2026 and January 26, 2025, respectively. The estimated product returns and product warranty activity consisted of the following:
+
+<table><tr><td rowspan="3"></td><td colspan="3">Year Ended</td></tr><tr><td>Jan 25, 2026</td><td>Jan 26, 2025</td><td>Jan 28, 2024</td></tr><tr><td colspan="3">(In millions)</td></tr><tr><td>Balance at beginning of period</td><td>$ 1,290</td><td>$ 306</td><td>$ 82</td></tr><tr><td>Additions</td><td>2,474</td><td>1,203</td><td>278</td></tr><tr><td>Utilization</td><td>(957)</td><td>(219)</td><td>(54)</td></tr><tr><td>Balance at end of period</td><td>$ 2,807</td><td>$ 1,290</td><td>$ 306</td></tr></table>
+
+In fiscal years 2026, 2025, and 2024 the additions in product warranty liabilities primarily related to our Compute & Networking segment.
+
+We have provided indemnities for matters such as tax, product, and employee liabilities. We have included intellectual property indemnification provisions in our technology-related agreements with third parties. Maximum potential future payments cannot be estimated because many of these agreements do not have a maximum stated liability. We have not recorded any liability in our Consolidated Financial Statements for such indemnifications.
+
+## Litigation
+
+## Securities Class Action and Derivative Lawsuits
+
+The plaintiffs in the putative securities class action lawsuit, captioned 4:18-cv-07669-HSG, initially filed on December 21, 2018 in the United States District Court for the Northern District of California, and titled In Re NVIDIA Corporation Securities Litigation, filed an amended complaint on May 13, 2020. The amended complaint asserted that NVIDIA and certain NVIDIA executives violated Section 10(b) of the Securities Exchange Act of 1934, as amended, or the Exchange Act, and SEC Rule 10b-5, by making materially false or misleading statements related to channel inventory and the impact of cryptocurrency mining on GPU demand between May 10, 2017 and November 14, 2018. Plaintiffs also alleged that the NVIDIA executives who they named as defendants violated Section 20(a) of the Exchange Act. Plaintiffs sought class certification, an award of unspecified compensatory damages, an award of reasonable costs and expenses, including attorneys' fees and expert fees, and further relief as the Court may deem just and proper. On March 2, 2021, the district court granted NVIDIA's motion to dismiss the complaint without leave to amend, entered judgment in favor of NVIDIA and closed the case. On March 30, 2021, plaintiffs filed an appeal from judgment in the United States Court of Appeals for the Ninth Circuit, case number 21-15604. On August 25, 2023, a majority of a three-judge Ninth Circuit panel affirmed in part and reversed in part the district court's dismissal of the case, with a third judge dissenting on the basis that the district court did not err in dismissing the case. On November 15, 2023, the Ninth Circuit denied NVIDIA's petition for rehearing en banc of the Ninth Circuit panel's majority decision to reverse in part the dismissal of the case, which NVIDIA had filed on October 10, 2023. On December 5, 2023, the Ninth Circuit granted NVIDIA's motion to stay the mandate pending NVIDIA's petition for a writ of certiorari in the Supreme Court of the United States and the Supreme Court's final disposition of the matter. NVIDIA filed a petition for a writ of certiorari on March 4, 2024. On June 17, 2024, the Supreme Court of the United States granted NVIDIA's petition for a writ of certiorari. After briefing and argument, the Supreme Court dismissed NVIDIA's writ of certiorari as improvidently granted on December 11, 2024, and issued judgment on January 13, 2025. On February 20, 2025, the Ninth Circuit's judgment, entered August 25, 2023 and corrected August 28, 2023, took effect, and the case was remanded to the district court for further proceedings.
+
+The putative derivative lawsuit pending in the United States District Court for the Northern District of California, captioned 4:19-cv-00341-HSG, initially filed January 18, 2019 and titled In re NVIDIA Corporation Consolidated Derivative Litigation, was stayed pending resolution of the plaintiffs' appeal in the In Re NVIDIA Corporation Securities Litigation action. On February 22, 2022, the court administratively closed the case, but stated that it would reopen the case once the appeal in the In Re NVIDIA Corporation Securities Litigation action is resolved. The case has not yet been reopened by the court. The lawsuit asserts claims, purportedly on behalf of us, against certain officers and directors of the Company for breach of fiduciary duty, unjust enrichment, waste of corporate assets, and violations of Sections 14(a), 10(b), and 20(a) of the Exchange Act based on the dissemination of allegedly false and misleading statements related to channel inventory and the impact of cryptocurrency mining on GPU demand. The plaintiffs are seeking unspecified damages and other relief, including reforms and improvements to NVIDIA's corporate governance and internal procedures.
+
+The putative derivative actions initially filed September 24, 2019 and pending in the United States District Court for the District of Delaware, Lipchitz v. Huang, et al. (Case No. 1:19-cv-01795-MN) and Nelson v. Huang, et al. (Case No. 1:19-cv-01798-MN), were stayed pending resolution of the plaintiffs' appeal in the In Re NVIDIA Corporation Securities
+
+# NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements
+
+(Continued)
+
+Litigation action. On March 7, 2025, after the Supreme Court issued its judgment dismissing the Company's petition for writ of certiorari as improvidently granted in the In Re NVIDIA Securities Litigation action, the district court adopted the parties' stipulation to extend the stay until the final and complete resolution of the In Re NVIDIA Corporation Securities Litigation action. The lawsuits assert claims, purportedly on behalf of us, against certain officers and directors of the Company for breach of fiduciary duty, unjust enrichment, insider trading, misappropriation of information, corporate waste and violations of Sections 14(a), 10(b), and 20(a) of the Exchange Act based on the dissemination of allegedly false, and misleading statements related to channel inventory and the impact of cryptocurrency mining on GPU demand. The plaintiffs seek unspecified damages and other relief, including disgorgement of profits from the sale of NVIDIA stock and unspecified corporate governance measures.
+
+Another putative derivative action was filed on October 30, 2023 in the Court of Chancery of the State of Delaware, captioned Horanic v. Huang, et al. (Case No. 2023-1096-KSJM). This lawsuit asserts claims, purportedly on behalf of us, against certain officers and directors of the Company for breach of fiduciary duty and insider trading based on the dissemination of allegedly false and misleading statements related to channel inventory and the impact of cryptocurrency mining on GPU demand. The plaintiffs seek unspecified damages and other relief, including disgorgement of profits from the sale of NVIDIA stock and reform of unspecified corporate governance measures. On August 11, 2025, the court granted the parties' stipulation to voluntarily dismiss with prejudice plaintiff City of Westland Police and Fire Retirement System. This derivative matter is stayed pending the final resolution of In Re NVIDIA Corporation Securities Litigation action.
+
+## Accounting for Loss Contingencies
+
+As of January 25, 2026, there are no accrued contingent liabilities associated with the legal proceedings described above based on our belief that liabilities, while reasonably possible, are not probable. Further, any possible loss or range of loss in these matters cannot be reasonably estimated at this time. We are engaged in legal actions not described above arising in the ordinary course of business, as well as regulatory and government inquiries and investigations, and, while there can be no assurance of favorable outcomes, we believe that the ultimate outcome of these matters will not have a material adverse effect on our operating results, liquidity or financial position. These matters are subject to inherent uncertainties and if the ultimate outcome is unfavorable, there exists the possibility of a material adverse impact on our operating results, liquidity or financial position in the period the outcome becomes estimable and probable.
+
+## Note 13 - Income Taxes
+
+The FASB issued a new accounting standard which includes new and updated income tax disclosures, including disaggregation of information in the rate reconciliation and income taxes paid, which we adopted on a prospective basis for the year ending January 25, 2026.
+
+The Income tax expense applicable to income before income taxes consists of the following:
+
+<table><tr><td rowspan="3"></td><td colspan="3">Year Ended</td></tr><tr><td>Jan 25, 2026</td><td>Jan 26, 2025</td><td>Jan 28, 2024</td></tr><tr><td colspan="3">(In millions)</td></tr><tr><td colspan="4">Current income taxes:</td></tr><tr><td>Federal</td><td>$ 19,039</td><td>$ 14,032</td><td>$ 5,710</td></tr><tr><td>State</td><td>1,218</td><td>892</td><td>335</td></tr><tr><td>Foreign</td><td>2,550</td><td>699</td><td>502</td></tr><tr><td>Total current</td><td>22,807</td><td>15,623</td><td>6,547</td></tr><tr><td colspan="4">Deferred income taxes:</td></tr><tr><td>Federal</td><td>(1,364)</td><td>(4,515)</td><td>(2,499)</td></tr><tr><td>State</td><td>(885)</td><td>(242)</td><td>(206)</td></tr><tr><td>Foreign</td><td>825</td><td>280</td><td>216</td></tr><tr><td>Total deferred</td><td>(1,424)</td><td>(4,477)</td><td>(2,489)</td></tr><tr><td>Income tax expense</td><td>$ 21,383</td><td>$ 11,146</td><td>$ 4,058</td></tr></table>
+
+# NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements
+
+(Continued)
+
+Income before income tax consists of the following:
+
+<table><tr><td rowspan="3"></td><td colspan="3">Year Ended</td></tr><tr><td>Jan 25, 2026</td><td>Jan 26, 2025</td><td>Jan 28, 2024</td></tr><tr><td colspan="3">(In millions)</td></tr><tr><td>U.S.</td><td>$ 123,181</td><td>$ 77,456</td><td>$ 29,495</td></tr><tr><td>Foreign</td><td>18,269</td><td>6,570</td><td>4,323</td></tr><tr><td>Income before income tax</td><td>$ 141,450</td><td>$ 84,026</td><td>$ 33,818</td></tr></table>
+
+The income tax expense (benefit) differs from the amount computed by applying the U.S. federal statutory rate of 21.0% to income before income taxes for the fiscal year ended January 25, 2026 as follows:
+
+<table><tr><td rowspan="3"></td><td colspan="2">Year Ended</td></tr><tr><td colspan="2">Jan 25, 2026</td></tr><tr><td colspan="2">(In millions, except percentages)</td></tr><tr><td>US Federal Statutory Tax Rate</td><td>$ 29,704</td><td>21.0 %</td></tr><tr><td>State and Local Income Taxes, Net of Federal Income Tax Effect (1)</td><td>258</td><td>0.2 %</td></tr><tr><td>Foreign tax effects</td><td></td><td></td></tr><tr><td>Israel</td><td></td><td></td></tr><tr><td>Reduced statutory tax rate on qualifying income</td><td>(3,064)</td><td>(2.2)%</td></tr><tr><td>Other</td><td>1,606</td><td>1.2 %</td></tr><tr><td>Other foreign jurisdictions</td><td>741</td><td>0.5 %</td></tr><tr><td>Effect of cross-border tax laws</td><td></td><td></td></tr><tr><td>Foreign-derived deduction eligible income</td><td>(4,208)</td><td>(3.0)%</td></tr><tr><td>Other</td><td>(142)</td><td>(0.1)%</td></tr><tr><td>Tax credits</td><td>(1,933)</td><td>(1.4)%</td></tr><tr><td>Nontaxable or nondeductible items</td><td></td><td></td></tr><tr><td>Stock-based compensation</td><td>(1,475)</td><td>(1.0)%</td></tr><tr><td>Other</td><td>29</td><td>— %</td></tr><tr><td>Other (2)</td><td>(133)</td><td>(0.1)%</td></tr><tr><td>Income tax expense</td><td>$ 21,383</td><td>15.1 %</td></tr></table>
+
+(1) State taxes in California, Tennessee, Arizona, and Illinois made up the majority of the tax effect in fiscal year 2026.  
+(2) Includes the tax effects of enactment of new tax laws, change in valuation allowance, and change in unrecognized tax benefits.
+
+# NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements
+
+(Continued)
+
+The income tax expense (benefit) differs from the amount computed by applying the U.S. federal statutory rate of 21% to income before income taxes for fiscal years ended January 26, 2025 and January 28, 2024 as follows:
+
+<table><tr><td rowspan="3"></td><td colspan="4">Year Ended</td></tr><tr><td colspan="2">Jan 26, 2025</td><td colspan="2">Jan 28, 2024</td></tr><tr><td colspan="4">(In millions, except percentages)</td></tr><tr><td>Tax expense computed at federal statutory rate</td><td>$ 17,645</td><td>21.0 %</td><td>$ 7,102</td><td>21.0 %</td></tr><tr><td>Expense (benefit) resulting from:</td><td></td><td></td><td></td><td></td></tr><tr><td>State income taxes, net of federal tax effect</td><td>554</td><td>0.7 %</td><td>120</td><td>0.4 %</td></tr><tr><td>Foreign-derived deduction eligible income</td><td>(2,976)</td><td>(3.5)%</td><td>(1,408)</td><td>(4.2)%</td></tr><tr><td>Stock-based compensation</td><td>(2,097)</td><td>(2.5)%</td><td>(741)</td><td>(2.2)%</td></tr><tr><td>U.S. federal research and development tax credit</td><td>(990)</td><td>(1.2)%</td><td>(431)</td><td>(1.3)%</td></tr><tr><td>Foreign tax rate differential</td><td>(984)</td><td>(1.2)%</td><td>(467)</td><td>(1.4)%</td></tr><tr><td>Other</td><td>(6)</td><td>— %</td><td>(117)</td><td>(0.3)%</td></tr><tr><td>Income tax expense</td><td>$ 11,146</td><td>13.3 %</td><td>$ 4,058</td><td>12.0 %</td></tr></table>
+
+In July 2025, the OBBBA was enacted into law and contains several changes to key U.S. federal income tax laws. We have recognized the tax effects of currently effective OBBBA provisions in our results for fiscal year 2026.
+
+The amount of cash paid for income taxes (net of refunds) for the fiscal year ended January 25, 2026 is as follows:
+
+<table><tr><td rowspan="3"></td><td>Year Ended</td></tr><tr><td>Jan 25, 2026</td></tr><tr><td>(In millions)</td></tr><tr><td>Federal</td><td>$ 16,755</td></tr><tr><td>State</td><td></td></tr><tr><td>California</td><td>1,049</td></tr><tr><td>Other</td><td>1,041</td></tr><tr><td>Foreign</td><td></td></tr><tr><td>Israel</td><td>1,287</td></tr><tr><td>Other</td><td>156</td></tr><tr><td>Total income taxes paid, net of refunds</td><td>$ 20,288</td></tr></table>
+
+# NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements
+
+(Continued)
+
+The tax effect of temporary differences that gives rise to significant portions of the deferred tax assets and liabilities are presented below:
+
+<table><tr><td rowspan="2"></td><td>Jan 25, 2026</td><td>Jan 26, 2025</td></tr><tr><td colspan="2">(In millions)</td></tr><tr><td>Deferred tax assets:</td><td></td><td></td></tr><tr><td>Capitalized research and development expenditure</td><td>$ 5,436</td><td>$ 6,256</td></tr><tr><td>Net controlled foreign corporation tested income deferred tax assets</td><td>5,389</td><td>2,820</td></tr><tr><td>Accruals and reserves, not currently deductible for tax purposes</td><td>3,644</td><td>2,058</td></tr><tr><td>Research and other tax credit carryforwards</td><td>718</td><td>759</td></tr><tr><td>Operating lease liabilities</td><td>554</td><td>299</td></tr><tr><td>Net operating loss and capital loss carryforwards</td><td>443</td><td>456</td></tr><tr><td>Other deferred tax assets</td><td>679</td><td>566</td></tr><tr><td>Gross deferred tax assets</td><td>16,863</td><td>13,214</td></tr><tr><td>Less valuation allowance</td><td>(768)</td><td>(1,610)</td></tr><tr><td>Total deferred tax assets</td><td>16,095</td><td>11,604</td></tr><tr><td>Deferred tax liabilities:</td><td></td><td></td></tr><tr><td>Equity investments</td><td>(2,227)</td><td>(264)</td></tr><tr><td>Unremitted earnings of foreign subsidiaries</td><td>(1,813)</td><td>(891)</td></tr><tr><td>Operating lease assets</td><td>(533)</td><td>(286)</td></tr><tr><td>Acquired intangibles</td><td>(38)</td><td>(70)</td></tr><tr><td>Gross deferred tax liabilities</td><td>(4,611)</td><td>(1,511)</td></tr><tr><td>Net deferred tax asset (1)</td><td>$ 11,484</td><td>$ 10,093</td></tr></table>
+
+(1) Net deferred tax asset includes long-term deferred tax assets of \$13.3 billion and \$11.0 billion and long-term deferred tax liabilities of \$1.8 billion and \$886 million for fiscal years 2026 and 2025, respectively. Long-term deferred tax liabilities are included in other long-term liabilities on our Consolidated Balance Sheets.
+
+As of January 25, 2026, we intend to indefinitely reinvest approximately \$1.4 billion of cumulative undistributed earnings held by certain subsidiaries. We have not provided the amount of unrecognized deferred tax liabilities for temporary differences related to these investments as the determination of such amount is not practicable.
+
+As of January 25, 2026 and January 26, 2025, we had a valuation allowance of \$768 million and \$1.6 billion, respectively, related to capital loss carryforwards, and certain other deferred tax assets that management determined are not likely to be realized due, in part, to jurisdictional projections of future taxable income, including capital gains. To the extent realization of the deferred tax assets becomes more-likely-than-not, we would recognize such deferred tax assets as income tax benefits during the period.
+
+As of January 25, 2026, based on recent jurisdictional taxable income and expected future earnings, we concluded certain state deferred tax assets are more likely than not realizable and released \$711 million of valuation allowance.
+
+As of January 25, 2026, we had U.S. federal, state and foreign net operating loss carryforwards of \$747 million, \$427 million and \$503 million, respectively. The federal and state carryforwards will begin to expire in fiscal year 2027. The foreign net operating loss carryforwards may be carried forward indefinitely. As of January 25, 2026, we had federal research tax credit carryforwards of \$56 million, before the impact of uncertain tax positions, that will begin to expire in fiscal year 2027. We have state research tax credit carryforwards of \$1.4 billion, before the impact of uncertain tax positions, of which \$1.3 billion is attributable to the State of California and may be carried over indefinitely and \$132 million is attributable to various other states and will begin to expire in fiscal year 2028. As of January 25, 2026, we had federal capital loss carryforwards of \$902 million that will begin to expire in fiscal year 2028.
+
+Our tax attributes remain subject to audit and may be adjusted for changes or modification in tax laws, other authoritative interpretations thereof, or other facts and circumstances. Utilization of tax attributes may also be subject to limitations due to ownership changes and other limitations provided by the Internal Revenue Code and similar state and foreign tax provisions. If any such limitations apply, the tax attributes may expire or be denied before utilization.
+
+# NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements (Continued)
+
+A reconciliation of gross unrecognized tax benefits is as follows:
+
+<table><tr><td rowspan="2"></td><td>Jan 25, 2026</td><td>Jan 26, 2025</td><td>Jan 28, 2024</td></tr><tr><td colspan="3">(In millions)</td></tr><tr><td>Balance at beginning of period</td><td>$ 2,861</td><td>$ 1,670</td><td>$ 1,238</td></tr><tr><td>Increases in tax positions for current year</td><td>1,959</td><td>1,268</td><td>616</td></tr><tr><td>Increases in tax positions for prior years</td><td>57</td><td>48</td><td>87</td></tr><tr><td>Lapse in statute of limitations</td><td>(224)</td><td>(27)</td><td>(19)</td></tr><tr><td>Decreases in tax positions for prior years</td><td>(157)</td><td>(88)</td><td>(148)</td></tr><tr><td>Settlements</td><td>(76)</td><td>(10)</td><td>(104)</td></tr><tr><td>Balance at end of period</td><td>$ 4,420</td><td>$ 2,861</td><td>$ 1,670</td></tr></table>
+
+Included in the balance of unrecognized tax benefits as of January 25, 2026 are \$3.7 billion of tax benefits that would affect our effective tax rate if recognized.
+
+We classify an unrecognized tax benefit as a current liability, or amount refundable, to the extent that we anticipate payment or receipt of cash for income taxes within one year. The amount is classified as a long-term liability, or long-term amount refundable, if we anticipate payment or receipt of cash for income taxes during a period beyond a year.
+
+We include interest and penalties related to unrecognized tax benefits as a component of income tax expense. We recognized net interest and penalties related to unrecognized tax benefits in the income tax expense line of our consolidated statements of income of \$103 million, \$92 million, and \$42 million during fiscal years 2026, 2025, and 2024, respectively. As of January 25, 2026 and January 26, 2025, we have accrued \$374 million and \$251 million, respectively, for the payment of interest and penalties related to unrecognized tax benefits, which is not included as a component of our gross unrecognized tax benefits.
+
+We are subject to examination by taxing authorities both in the United States and other countries. As of January 25, 2026, the significant tax jurisdictions that may be subject to examination include the United States for fiscal years after 2022, as well as Canada, China, Germany, Hong Kong, India, Israel, Italy, and Taiwan for fiscal years 2014 through 2025. As of January 25, 2026, the significant tax jurisdictions for which we are currently under examination include the United States, Germany, Hong Kong, India, Israel, and Taiwan for fiscal years 2014 through 2025.
+
+## Note 14 - Shareholders' Equity
+
+## Capital Return Program
+
+On August 26, 2025, our Board of Directors approved an additional \$60.0 billion in share repurchase authorization, without expiration. In fiscal years 2026 and 2025, we repurchased 282 million and 310 million shares of our common stock for \$40.4 billion and \$34.0 billion, respectively. As of January 25, 2026, we were authorized, subject to certain specifications, to repurchase up to \$58.5 billion of our common stock.
+
+From January 26, 2026 through February 20, 2026, we repurchased 8 million shares for \$1.5 billion pursuant to a pre-established trading plan.
+
+In fiscal years 2026, 2025, and 2024, we paid cash dividends to our shareholders of \$974 million, \$834 million, and \$395 million, respectively. The payment of future cash dividends is subject to our Board of Directors' continuing determination that the declaration of dividends is in the best interests of our shareholders.
+
+## Note 15 - Employee Retirement Plans
+
+We provide tax-qualified defined contribution plans to eligible employees in the U.S. and certain other countries. Our contribution expense for fiscal years 2026, 2025, and 2024 was \$442 million, \$314 million, and \$255 million, respectively.
+
+## Note 16 - Segment Information
+
+Our Chief Executive Officer is our chief operating decision maker, or CODM, and reviews financial information presented on an operating segment basis for purposes of making decisions and assessing financial performance. Our CODM assesses operating performance of each segment based on regularly provided segment revenue and segment operating income. Operating results by segment include costs or expenses directly attributable to each segment, and costs or expenses that are leveraged across our unified architecture and therefore allocated between our two segments. Our
+
+# NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements
+
+(Continued)
+
+CODM reviews expenses on a consolidated basis, and expenses attributable to each segment are not regularly provided to our CODM.
+
+The Compute & Networking segment includes our Data Center accelerated computing and networking platforms and AI solutions and software, and Automotive platforms and autonomous and electric vehicle solutions including software.
+
+The Graphics segment includes GeForce GPUs for gaming and PCs, and Quadro/NVIDIA RTX GPUs for enterprise workstation graphics.
+
+Certain expenses are not allocated to either Compute & Networking or Graphics for purposes of making operating decisions or assessing financial performance. The expenses include stock-based compensation expense, corporate infrastructure and support costs, acquisition-related and other costs, and other non-recurring charges and benefits that our CODM deems to be enterprise in nature.
+
+Our CODM does not review any information regarding total assets on a reportable segment basis. There are no intersegment transactions. The accounting policies for segment reporting are the same as for our consolidated financial statements. The table below presents details of our reportable segments.
+
+<table><tr><td rowspan="2"></td><td>Compute &amp; Networking</td><td>Graphics</td><td>Total</td></tr><tr><td colspan="3">(In millions)</td></tr><tr><td colspan="4">Year Ended Jan 25, 2026</td></tr><tr><td>Revenue</td><td>$ 193,479</td><td>$ 22,459</td><td>$ 215,938</td></tr><tr><td>Other segment items (1)</td><td>63,338</td><td>13,303</td><td>76,641</td></tr><tr><td>Operating income</td><td>$ 130,141</td><td>$ 9,156</td><td>$ 139,297</td></tr><tr><td colspan="4">Year Ended Jan 26, 2025</td></tr><tr><td>Revenue</td><td>$ 116,193</td><td>$ 14,304</td><td>$ 130,497</td></tr><tr><td>Other segment items (1)</td><td>33,318</td><td>9,219</td><td>42,537</td></tr><tr><td>Operating income</td><td>$ 82,875</td><td>$ 5,085</td><td>$ 87,960</td></tr><tr><td colspan="4">Year Ended Jan 28, 2024</td></tr><tr><td>Revenue</td><td>$ 47,405</td><td>$ 13,517</td><td>$ 60,922</td></tr><tr><td>Other segment items (1)</td><td>15,389</td><td>7,671</td><td>23,060</td></tr><tr><td>Operating income</td><td>$ 32,016</td><td>$ 5,846</td><td>$ 37,862</td></tr></table>
+
+(1) Other segment items primarily include product costs and inventory provisions, compensation and benefits excluding stock-based compensation expense, computing infrastructure expenses, and engineering development costs.
+
+Depreciation and amortization expense attributable to our Compute & Networking segment for fiscal years 2026, 2025, and 2024 was \$1.6 billion, \$732 million, and \$457 million, respectively. Depreciation and amortization expense attributable to our Graphics segment for fiscal years 2026, 2025, and 2024 was \$590 million, \$372 million, and \$307 million, respectively. Acquisition-related intangible amortization expense is not allocated to either Compute & Networking or Graphics for purposes of making operating decisions or assessing financial performance.
+
+# NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements
+
+(Continued)
+
+A reconciliation of segment operating income to consolidated income before income tax for fiscal years 2026, 2025, and 2024 were as follows:
+
+<table><tr><td rowspan="3"></td><td colspan="3">Year Ended</td></tr><tr><td>Jan 25, 2026</td><td>Jan 26, 2025</td><td>Jan 28, 2024</td></tr><tr><td colspan="3">(In millions)</td></tr><tr><td>Segment operating income</td><td>$ 139,297</td><td>$ 87,960</td><td>$ 37,862</td></tr><tr><td>Stock-based compensation expense</td><td>(6,386)</td><td>(4,737)</td><td>(3,549)</td></tr><tr><td>Unallocated operating expenses</td><td>(1,997)</td><td>(1,171)</td><td>(728)</td></tr><tr><td>Acquisition-related and other costs</td><td>(527)</td><td>(599)</td><td>(613)</td></tr><tr><td>Interest income</td><td>2,300</td><td>1,786</td><td>866</td></tr><tr><td>Interest expense</td><td>(259)</td><td>(247)</td><td>(257)</td></tr><tr><td>Other income, net</td><td>9,022</td><td>1,034</td><td>237</td></tr><tr><td>Consolidated income before income tax</td><td>$ 141,450</td><td>$ 84,026</td><td>$ 33,818</td></tr></table>
+
+Revenue by geographic area is based upon the location of the customers' headquarters. The end customer and shipping location may be different from our customers' headquarters location.
+
+<table><tr><td rowspan="2" colspan="2"></td><td colspan="3">Year Ended</td></tr><tr><td>Jan 25, 2026</td><td>Jan 26, 2025</td><td>Jan 28, 2024</td></tr><tr><td>Geographic Location (1):</td><td>Revenue based upon Customer Headquarters</td><td colspan="3">(In millions)</td></tr><tr><td>United States</td><td>$</td><td>149,617</td><td>$ 77,482</td><td>$ 31,533</td></tr><tr><td>Taiwan (2)</td><td></td><td>42,345</td><td>23,600</td><td>14,912</td></tr><tr><td>China (including Hong Kong)</td><td></td><td>19,677</td><td>25,048</td><td>12,330</td></tr><tr><td>Other</td><td></td><td>4,299</td><td>4,367</td><td>2,147</td></tr><tr><td>Total revenue</td><td>$</td><td>215,938</td><td>$ 130,497</td><td>$ 60,922</td></tr></table>
+
+(1) In the third quarter of fiscal year 2026, we changed to revenue based upon the location of our customers' headquarters as we believe it provides a better representation of the geographic profile of our revenue. Prior period information has been recast to reflect this change.  
+(2) In fiscal year 2026, we estimate 76% of Data Center revenue from Taiwan-headquartered customers was attributed to end customers based in the United States and Europe.
+
+Revenue from sales to customers headquartered outside of the United States accounted for 31%, 41%, and 48% of total revenue for fiscal years 2026, 2025, and 2024, respectively. The increase in revenue to the United States for fiscal years 2026 and 2025 was primarily due to higher U.S.-based Compute & Networking segment demand.
+
+We refer to customers who purchase products directly from NVIDIA as direct customers, such as AIBs, distributors, ODMs, OEMs, CSPs, AI model makers, and system integrators. Certain direct customers may use either internal resources or third-party system integrators to complete their build. We refer to indirect customers as those who purchase products through our direct customers; indirect customers include CSPs, Neocloud builders, AI model makers, enterprises, and public sector entities. Our revenue is concentrated among a limited number of direct and indirect customers and this trend may continue.
+
+Direct Customers – For fiscal year 2026, sales to one direct customer represented 22% of total revenue and sales to another direct customer represented 14% of total revenue, all of which were primarily attributable to the Compute & Networking segment.
+
+For fiscal year 2025, sales to one direct customer represented 12% of total revenue and sales to two direct customers each represented 11% of total revenue, all of which were primarily attributable to the Compute & Networking segment.
+
+For fiscal year 2024, sales to one direct customer represented 13% of total revenue, and were primarily attributable to the Compute & Networking segment.
+
+# NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements
+
+(Continued)
+
+The following table summarizes revenue by specialized markets:
+
+<table><tr><td rowspan="2"></td><td colspan="3">Year Ended</td></tr><tr><td>Jan 25, 2026</td><td>Jan 26, 2025</td><td>Jan 28, 2024</td></tr><tr><td>Revenue by End Market:</td><td colspan="3">(In millions)</td></tr><tr><td>Data Center</td><td>$ 193,737</td><td>$ 115,186</td><td>$ 47,525</td></tr><tr><td>Compute</td><td>162,361</td><td>102,196</td><td>38,950</td></tr><tr><td>Networking</td><td>31,376</td><td>12,990</td><td>8,575</td></tr><tr><td>Gaming</td><td>16,042</td><td>11,350</td><td>10,447</td></tr><tr><td>Professional Visualization</td><td>3,191</td><td>1,878</td><td>1,553</td></tr><tr><td>Automotive</td><td>2,349</td><td>1,694</td><td>1,091</td></tr><tr><td>OEM and Other</td><td>619</td><td>389</td><td>306</td></tr><tr><td>Total revenue</td><td>$ 215,938</td><td>$ 130,497</td><td>$ 60,922</td></tr></table>
+
+The following table presents summarized information for long-lived assets by country. Long-lived assets consist of property and equipment and exclude other assets, operating lease assets, goodwill, and intangible assets.
+
+<table><tr><td></td><td>Jan 25, 2026</td><td>Jan 26, 2025</td></tr><tr><td>Long-lived assets:</td><td colspan="2">(In millions)</td></tr><tr><td>United States</td><td>$ 5,125</td><td>$ 3,626</td></tr><tr><td>Taiwan</td><td>3,219</td><td>1,481</td></tr><tr><td>Israel</td><td>1,471</td><td>840</td></tr><tr><td>Other</td><td>568</td><td>336</td></tr><tr><td>Total long-lived assets</td><td>$ 10,383</td><td>$ 6,283</td></tr></table>
+
+## Note 17 - Leases
+
+Our lease obligations primarily consist of operating leases for our offices and data centers, with lease periods expiring between fiscal years 2027 and 2041.
+
+Future minimum lease obligations under our non-cancelable lease agreements as of January 25, 2026 were as follows:
+
+<table><tr><td rowspan="2"></td><td>Operating Lease Obligations</td></tr><tr><td>(In millions)</td></tr><tr><td colspan="2">Fiscal Year:</td></tr><tr><td>2027</td><td>$ 493</td></tr><tr><td>2028</td><td>485</td></tr><tr><td>2029</td><td>457</td></tr><tr><td>2030</td><td>381</td></tr><tr><td>2031</td><td>314</td></tr><tr><td>2032 and thereafter</td><td>1,494</td></tr><tr><td>Total</td><td>3,624</td></tr><tr><td>Less imputed interest</td><td>680</td></tr><tr><td>Present value of net future minimum lease payments</td><td>2,944</td></tr><tr><td>Less short-term operating lease liabilities</td><td>372</td></tr><tr><td>Long-term operating lease liabilities</td><td>$ 2,572</td></tr></table>
+
+Between fiscal years 2027 and 2030, we expect to commence leases with future obligations of \$22.7 billion, primarily data center leases to support our research and development efforts, with lease terms of 1.8 to 20 years.
+
+# NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements
+
+(Continued)
+
+Operating lease costs for fiscal years 2026, 2025, and 2024 were \$462 million, \$356 million, and \$269 million, respectively. Short-term and variable lease costs for fiscal years 2026, 2025, and 2024 were not significant.
+
+Other information related to leases was as follows:
+
+<table><tr><td rowspan="3"></td><td colspan="3">Year Ended</td></tr><tr><td>Jan 25, 2026</td><td>Jan 26, 2025</td><td>Jan 28, 2024</td></tr><tr><td colspan="3">(In millions)</td></tr><tr><td colspan="4">Supplemental cash flows information</td></tr><tr><td>Operating cash flow used for operating leases</td><td>$ 428</td><td>$ 313</td><td>$ 286</td></tr><tr><td>Operating lease assets obtained in exchange for lease obligations</td><td>$ 1,439</td><td>$ 877</td><td>$ 531</td></tr></table>
+
+As of January 25, 2026, our operating leases have a weighted average remaining lease term of 8.8 years and a weighted average discount rate of 4.38%. As of January 26, 2025, our operating leases had a weighted average remaining lease term of 6.5 years and a weighted average discount rate of 4.16%.
+
+NVIDIA Corporation and Subsidiaries  
+Schedule II – Valuation and Qualifying Accounts
+
+<table><tr><td>Description</td><td>Balance at Beginning of Period</td><td>Additions</td><td>Deductions</td><td>Balance at End of Period</td></tr><tr><td></td><td colspan="4">(In millions)</td></tr><tr><td colspan="5">Fiscal year 2026</td></tr><tr><td>Allowance for doubtful accounts</td><td>$ 4</td><td>$ — (1)</td><td>$ — (1)</td><td>$ 4</td></tr><tr><td>Sales return allowance</td><td>$ 82</td><td>$ 188 (2)</td><td>$ (100) (4)</td><td>$ 170</td></tr><tr><td>Deferred tax valuation allowance</td><td>$ 1,610</td><td>$ 31 (3)</td><td>$ (873) (3)</td><td>$ 768</td></tr><tr><td colspan="5">Fiscal year 2025</td></tr><tr><td>Allowance for doubtful accounts</td><td>$ 4</td><td>$ — (1)</td><td>$ — (1)</td><td>$ 4</td></tr><tr><td>Sales return allowance</td><td>$ 109</td><td>$ 151 (2)</td><td>$ (178) (4)</td><td>$ 82</td></tr><tr><td>Deferred tax valuation allowance</td><td>$ 1,552</td><td>$ 58 (3)</td><td>$ — (3)</td><td>$ 1,610</td></tr><tr><td colspan="5">Fiscal year 2024</td></tr><tr><td>Allowance for doubtful accounts</td><td>$ 4</td><td>$ — (1)</td><td>$ — (1)</td><td>$ 4</td></tr><tr><td>Sales return allowance</td><td>$ 26</td><td>$ 213 (2)</td><td>$ (130) (4)</td><td>$ 109</td></tr><tr><td>Deferred tax valuation allowance</td><td>$ 1,484</td><td>$ 162 (3)</td><td>$ (94) (3)</td><td>$ 1,552</td></tr></table>
+
+(1) Additions represent either expense or acquired balances and deductions represent write-offs.  
+(2) Additions represent estimated product returns charged as a reduction to revenue or an acquired balance.  
+(3) Additional valuation allowance on deferred tax assets not likely to be realized. Additions represent additional valuation allowance on certain state and other deferred tax assets. Deductions mainly represent the release of valuation allowance on certain state deferred tax assets. Refer to Note 13 of the Notes to the Consolidated Financial Statements in Part IV, Item 15 of this Annual Report on Form 10-K for additional information.  
+(4) Represents sales returns.
+
+Exhibit Index
+
+<table><tr><td rowspan="2">Exhibit No.</td><td rowspan="2">Exhibit Description</td><td colspan="2">Incorporated by Reference</td><td rowspan="2">Filing Date</td></tr><tr><td>Schedule/Form</td><td>Exhibit</td></tr><tr><td>3.1</td><td>Restated Certificate of Incorporation</td><td>10-K</td><td>3.1</td><td>3/18/2022</td></tr><tr><td>3.2</td><td>Amendment to Restated Certificate of Incorporation of NVIDIA Corporation</td><td>8-K</td><td>3.1</td><td>6/6/2022</td></tr><tr><td>3.3</td><td>Amendment to Restated Certificate of Incorporation of NVIDIA Corporation</td><td>8-K</td><td>3.1</td><td>6/7/2024</td></tr><tr><td>3.4</td><td>Bylaws of NVIDIA Corporation, Amended and Restated as of March 12, 2024</td><td>8-K</td><td>3.1</td><td>3/14/2024</td></tr><tr><td>4.1</td><td>Reference is made to Exhibits 3.1, 3.2, 3.3 and 3.4</td><td></td><td></td><td></td></tr><tr><td>4.2</td><td>Specimen Stock Certificate</td><td>S-1/A</td><td>4.2</td><td>4/24/1998</td></tr><tr><td>4.3</td><td>Indenture, dated as of September 16, 2016, by and between the Company and Computershare Trust Company, N.A., as successor to Wells Fargo Bank, National Association, as Trustee</td><td>8-K</td><td>4.1</td><td>9/16/2016</td></tr><tr><td>4.4</td><td>Officers' Certificate, dated as of September 16, 2016</td><td>8-K</td><td>4.2</td><td>9/16/2016</td></tr><tr><td>4.5</td><td>Form of 2026 Note</td><td>8-K</td><td>Annex B-1 to Exhibit 4.2</td><td>9/16/2016</td></tr><tr><td>4.6</td><td>Description of Securities</td><td>10-K</td><td>4.6</td><td>2/26/2025</td></tr><tr><td>4.7</td><td>Officers' Certificate, dated as of March 31, 2020</td><td>8-K</td><td>4.2</td><td>3/31/2020</td></tr><tr><td>4.8</td><td>Form of 2030 Note</td><td>8-K</td><td>Annex A-1 to Exhibit 4.2</td><td>3/31/2020</td></tr><tr><td>4.9</td><td>Form of 2040 Note</td><td>8-K</td><td>Annex B-1 to Exhibit 4.2</td><td>3/31/2020</td></tr><tr><td>4.10</td><td>Form of 2050 Note</td><td>8-K</td><td>Annex C-1 to Exhibit 4.2</td><td>3/31/2020</td></tr><tr><td>4.11</td><td>Form of 2060 Note</td><td>8-K</td><td>Annex D-1 to Exhibit 4.2</td><td>3/31/2020</td></tr><tr><td>4.12</td><td>Officers' Certificate, dated as of June 16, 2021</td><td>8-K</td><td>4.2</td><td>6/16/2021</td></tr><tr><td>4.13</td><td>Form of 2028 Note</td><td>8-K</td><td>Annex C-1 to Exhibit 4.2</td><td>6/16/2021</td></tr><tr><td>4.14</td><td>Form of 2031 Note</td><td>8-K</td><td>Annex D-1 to Exhibit 4.2</td><td>6/16/2021</td></tr><tr><td>10.1</td><td>Form of Indemnity Agreement between NVIDIA Corporation and each of its directors and officers</td><td>8-K</td><td>10.1</td><td>3/7/2006</td></tr><tr><td>10.2+</td><td>Amended and Restated 2007 Equity Incentive Plan</td><td>10-Q</td><td>10.1</td><td>8/28/2024</td></tr><tr><td>10.3+</td><td>Amended and Restated 2007 Equity Incentive Plan - Non-Employee Director Deferred Restricted Stock Unit Grant Notice and Deferred Restricted Stock Unit Agreement (2016)</td><td>10-K</td><td>10.26</td><td>3/12/2015</td></tr><tr><td>10.4+</td><td>Amended and Restated 2007 Equity Incentive Plan - Non-Employee Director Restricted Stock Unit Grant Notice and Restricted Stock Unit Agreement (2016)</td><td>10-K</td><td>10.27</td><td>3/12/2015</td></tr><tr><td>10.5+</td><td>Amended and Restated 2007 Equity Incentive Plan - Global Performance-Based Restricted Stock Unit Grant Notice and Performance-Based Restricted Stock Unit Agreement (2019)</td><td>8-K</td><td>10.1</td><td>3/11/2019</td></tr><tr><td>10.6+</td><td>Amended and Restated 2007 Equity Incentive Plan - Global Restricted Stock Unit Grant Notice and Global Restricted Stock Unit Agreement (2021)</td><td>10-Q</td><td>10.2</td><td>5/26/2021</td></tr><tr><td>10.7+</td><td>Amended and Restated 2007 Equity Incentive Plan - Global Restricted Stock Unit Grant Notice and Global Restricted Stock Unit Agreement (2022)</td><td>10-K</td><td>10.16</td><td>3/18/2022</td></tr><tr><td>10.8+</td><td>Amended and Restated 2007 Equity Incentive Plan - Global Restricted Stock Unit Grant Notice and Global Restricted Stock Unit Agreement (2023)</td><td>10-K</td><td>10.14</td><td>2/24/2023</td></tr><tr><td>10.9+</td><td>Amended and Restated 2007 Equity Incentive Plan - Global Restricted Stock Unit Grant Notice and Global Restricted Stock Unit Agreement (2024) (version 1)</td><td>10-Q</td><td>10.2</td><td>5/29/2024</td></tr><tr><td>10.10+</td><td>Amended and Restated 2007 Equity Incentive Plan - Global Performance-Based Restricted Stock Unit Grant Notice and Performance-Based Restricted Stock Unit Agreement (2024)</td><td>10-Q</td><td>10.3</td><td>5/29/2024</td></tr><tr><td>10.11+</td><td>Amended and Restated 2007 Equity Incentive Plan - Global Restricted Stock Unit Grant Notice and Global Restricted Stock Unit Agreement (2024) (version 2)</td><td>10-Q</td><td>10.1</td><td>11/20/2024</td></tr><tr><td>10.12+</td><td>Amended and Restated 2007 Equity Incentive Plan - Global Restricted Stock Unit Grant Notice and Global Restricted Stock Unit Agreement (2025)</td><td>10-K</td><td>10.13</td><td>2/26/2025</td></tr><tr><td>10.13+</td><td>Amended and Restated 2007 Equity Incentive Plan - Global Performance-Based Restricted Stock Unit Grant Notice and Performance-Based Restricted Stock Unit Agreement (2025)</td><td>10-K</td><td>10.14</td><td>2/26/2025</td></tr><tr><td>10.14+</td><td>Amended and Restated 2007 Equity Incentive Plan - Non-Employee Director Deferred Restricted Stock Unit Grant Notice and Deferred Restricted Stock Unit Agreement (2025)</td><td>10-Q</td><td>10.1</td><td>8/27/2025</td></tr><tr><td>10.15+</td><td>Amended and Restated 2007 Equity Incentive Plan - Non-Employee Director Restricted Stock Unit Grant Notice and Restricted Stock Unit Agreement (2025)</td><td>10-Q</td><td>10.2</td><td>8/27/2025</td></tr><tr><td>10.16+</td><td>Amended and Restated 2012 Employee Stock Purchase Plan</td><td>10-K</td><td>10.15</td><td>2/26/2025</td></tr><tr><td>10.17+</td><td>Variable Compensation Plan - Fiscal Year 2025</td><td>8-K</td><td>10.1</td><td>3/14/2024</td></tr><tr><td>10.18+</td><td>Variable Compensation Plan - Fiscal Year 2026</td><td>8-K</td><td>10.1</td><td>3/7/2025</td></tr><tr><td>19.1*</td><td>NVIDIA Corporation Insider Trading Policy</td><td></td><td></td><td></td></tr><tr><td>21.1*</td><td>Subsidiaries of Registrant</td><td></td><td></td><td></td></tr><tr><td>23.1*</td><td>Consent of PricewaterhouseCoopers LLP</td><td></td><td></td><td></td></tr><tr><td>24.1*</td><td>Power of Attorney (included in signature page)</td><td></td><td></td><td></td></tr><tr><td>31.1*</td><td>Certification of Chief Executive Officer as required by Rule 13a-14(a) of the Securities Exchange Act of 1934</td><td></td><td></td><td></td></tr><tr><td>31.2*</td><td>Certification of Chief Financial Officer as required by Rule 13a-14(a) of the Securities Exchange Act of 1934</td><td></td><td></td><td></td></tr><tr><td>32.1#*</td><td>Certification of Chief Executive Officer as required by Rule 13a-14(b) of the Securities Exchange Act of 1934</td><td></td><td></td><td></td></tr><tr><td>32.2#*</td><td>Certification of Chief Financial Officer as required by Rule 13a-14(b) of the Securities Exchange Act of 1934</td><td></td><td></td><td></td></tr><tr><td>97.1+</td><td>Compensation Recovery Policy, as amended and restated November 30, 2023</td><td>10-K</td><td>97.1</td><td>2/21/2024</td></tr><tr><td>101.INS*</td><td>XBRL Instance Document</td><td></td><td></td><td></td></tr><tr><td>101.SCH*</td><td>XBRL Taxonomy Extension Schema Document</td><td></td><td></td><td></td></tr><tr><td>101.CAL*</td><td>XBRL Taxonomy Extension Calculation Linkbase Document</td><td></td><td></td><td></td></tr><tr><td>101.DEF*</td><td>XBRL Taxonomy Extension Definition Linkbase Document</td><td></td><td></td><td></td></tr><tr><td>101.LAB*</td><td>XBRL Taxonomy Extension Labels Linkbase Document</td><td></td><td></td><td></td></tr><tr><td>101.PRE*</td><td>XBRL Taxonomy Extension Presentation Linkbase Document</td><td></td><td></td><td></td></tr><tr><td>104</td><td>Cover Page Interactive Data File - the cover page interactive data file does not appear in the Interactive Data File because its XBRL tags are embedded within the Inline XBRL document</td><td></td><td></td><td></td></tr></table>
+
+\* Filed herewith.  
++ Management contract or compensatory plan or arrangement.  
+# In accordance with Item 601(b)(32)(ii) of Regulation S-K and SEC Release Nos. 33-8238 and 34-47986, Final Rule: Management's Reports on Internal Control Over Financial Reporting and Certification of Disclosure in Exchange Act Periodic Reports, the certifications furnished in Exhibits 32.1 and 32.2 hereto are deemed to accompany this Annual Report on Form 10-K and will not be deemed "filed" for purpose of Section 18 of the Exchange Act. Such certifications will not be deemed to be incorporated by reference into any filing under the Securities Act or the Exchange Act, except to the extent that the registrant specifically incorporates it by reference.  
+^ Certain exhibits and schedules have been omitted in accordance with Regulation S-K Item 601(a)(5).
+
+Copies of above exhibits not contained herein are available to any shareholder upon written request to:
+
+Investor Relations: NVIDIA Corporation, 2788 San Tomas Expressway, Santa Clara, CA 95051
+
+## Item 16. Form 10-K Summary
+
+Not Applicable.
+
+## Signatures
+
+Pursuant to the requirements of Section 13 or 15(d) of the Securities Exchange Act of 1934, the Registrant has duly caused this report to be signed on its behalf by the undersigned, thereunto duly authorized, on February 25, 2026.
+
+NVIDIA Corporation
+
+By: /s/ Jen-Hsun Huang
+
+Jen-Hsun Huang
+
+President and Chief Executive Officer
+
+## Power of Attorney
+
+KNOW ALL PERSONS BY THESE PRESENTS, that each person whose signature appears below constitutes and appoints Jen-Hsun Huang and Colette M. Kress, and each or any one of them, his true and lawful attorney-in-fact and agent, with full power of substitution and resubstitution, for him and in his name, place and stead, in any and all capacities, to sign any and all amendments to this report, and to file the same, with all exhibits thereto, and other documents in connection therewith, with the Securities and Exchange Commission, granting unto said attorneys-in-facts and agents, and each of them, full power and authority to do and perform each and every act and thing requisite and necessary to be done in connection therewith, as fully to all intents and purposes as he might or could do in person, hereby ratifying and confirming all that said attorneys-in-fact and agents, or any of them, or their or his substitutes or substitutes, may lawfully do or cause to be done by virtue hereof.
+
+Pursuant to the requirements of the Securities Exchange Act of 1934, this report has been signed below by the following persons on behalf of the registrant and in the capacities and on the dates indicated.
+
+<table><tr><td>Signature</td><td>Title</td><td>Date</td></tr><tr><td>/s/ JEN-HSUN HUANG</td><td>President, Chief Executive Officer and Director (Principal Executive Officer)</td><td>February 25, 2026</td></tr><tr><td>Jen-Hsun Huang</td><td></td><td></td></tr><tr><td>/s/ COLETTE M. KRESS</td><td>Executive Vice President and Chief Financial Officer (Principal Financial Officer)</td><td>February 25, 2026</td></tr><tr><td>Colette M. Kress</td><td></td><td></td></tr><tr><td>/s/ DONALD ROBERTSON</td><td>Vice President and Chief Accounting Officer (Principal Accounting Officer)</td><td>February 25, 2026</td></tr><tr><td>Donald Robertson</td><td></td><td></td></tr><tr><td>/s/ TENCH COXE</td><td>Director</td><td>February 25, 2026</td></tr><tr><td>Tench Coxe</td><td></td><td></td></tr><tr><td>/s/ JOHN O. DABIRI</td><td>Director</td><td>February 25, 2026</td></tr><tr><td>John O. Dabiri</td><td></td><td></td></tr><tr><td>/s/ DAWN HUDSON</td><td>Director</td><td>February 25, 2026</td></tr><tr><td>Dawn Hudson</td><td></td><td></td></tr><tr><td>/s/ HARVEY C. JONES</td><td>Director</td><td>February 25, 2026</td></tr><tr><td>Harvey C. Jones</td><td></td><td></td></tr><tr><td>/s/ MELISSA B. LORA</td><td>Director</td><td>February 25, 2026</td></tr><tr><td>Melissa B. Lora</td><td></td><td></td></tr><tr><td>/s/ STEPHEN C. NEAL</td><td>Director</td><td>February 25, 2026</td></tr><tr><td>Stephen C. Neal</td><td></td><td></td></tr><tr><td>/s/ A. BROOKE SEAWELL</td><td>Director</td><td>February 25, 2026</td></tr><tr><td>A. Brooke Seawell</td><td></td><td></td></tr><tr><td>/s/ AARTI SHAH</td><td>Director</td><td>February 25, 2026</td></tr><tr><td>Aarti Shah</td><td></td><td></td></tr><tr><td>/s/ MARK A. STEVENS</td><td>Director</td><td>February 25, 2026</td></tr><tr><td>Mark A. Stevens</td><td></td><td></td></tr></table>
+
+## Corporate Information
+
+## Board of Directors
+
+## Jensen Huang
+
+Founder, President, and
+
+Chief Executive Officer
+
+NVIDIA Corporation
+
+## Tench Coxe
+
+Former Managing Director
+
+Sutter Hill Ventures
+
+## John O. Dabiri
+
+Centennial Professor of Aeronautics and Mechanical Engineering California Institute of Technology
+
+## Dawn Hudson
+
+Former Chief Marketing Officer
+National Football League,
+and Former Chief Executive Officer
+Pepsi-Cola North America
+
+## Harvey C. Jones
+
+Managing Partner
+Square Wave Ventures
+
+## Melissa B. Lora
+
+Former President
+Taco Bell International
+
+## Stephen C. Neal (Lead Director)
+
+Chairman Emeritus and Senior Counsel
+Cooley LLP
+
+## A. Brooke Seawell
+
+Venture Partner
+New Enterprise Associates
+
+## Aarti Shah
+
+Former Senior Vice President and Chief Information and Digital Officer Eli Lilly and Company
+
+## Mark A. Stevens
+
+Managing Partner
+S-Cubed Capital
+
+## Founders
+
+## Jensen Huang
+
+Founder, President, and Chief Executive Officer
+
+## Chris A. Malachowsky
+
+Founder and NVIDIA Fellow
+
+## Executive Team
+
+## Colette M. Kress
+
+Executive Vice President and Chief Financial Officer
+
+## Jay Puri
+
+Executive Vice President
+Worldwide Field Operations
+
+## Debora Shoquist
+
+Executive Vice President
+Operations
+
+## Timothy S. Teter
+
+Executive Vice President
+General Counsel and Secretary
+
+## Independent Accountants
+
+## PricewaterhouseCoopers LLP
+
+3155 Olsen Drive, Suite 700
+San Jose, California 95117
+
+## General Legal Counsel
+
+## Cooley LLP
+
+3175 Hanover Street
+Palo Alto, California 94304
+
+## Transfer Agent and Registrar
+
+## Computershare
+
+P.O Box 43006
+
+Providence, Rhode Island 02940
+
+www.computershare.com/investor
+
+## Annual Meeting
+
+June 24, 2026, at 09:00 a.m. PT
+
+Online at:
+
+www.virtualshareholder
+
+meeting.com/NVDA2026
+
+## Form 10-K
+
+A copy of NVIDIA's Form 10-K filed with the SEC will be made available to all shareholders at no charge.
+
+The Form 10-K also can be accessed through the SEC website at www.sec.gov, or through NVIDIA's Investor Relations website at investor.nvidia.com.
+
+To receive a copy by mail, please contact:
+
+## Investor Relations
+
+NVIDIA Corporation
+2788 San Tomas Expressway
+Santa Clara, California 95051
+
+shareholdermeeting@nvidia.com
+
+![](images/6bca24f3070d879664467bfeeb13ca9debe7fb2824239a1710dba5a951cb315b.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+Abstract 3D geometric logo with green spiral and hexagonal shapes on a grid background (no text or symbols)
+</details>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-1-NVIDIA Logo.jpg b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-1-NVIDIA Logo.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..459b68f179a0e53da1e86578a8967604910fe3f7
GIT binary patch
literal 118840
zcmbTdd03Kb_cnY3;y}(pIp-{BngckcZPY+SQ6{y>+D;jennPOJurbSu)ErY04VBTU
zG%an~HsDZUibH1BHY-cb+Gf^Md$*sLp6B<y-*J3@eeZj7T>j(Du((+3I?r>R>)%uV
zo(1%Y_z*k*0s#O>^#K0;3<v@=)zvlBp_&>R8d_SKFm1Sw_PTZ2#)j+l;N~WqEX+;J
z%q(qP94xIj+nAXly-=H7-Oy<CCI=sXZ+AZz548Kw7XfK$X=$(1Hqy~Ca<?+Ga{oWR
z{@n){XhI{Q=OG|#0Bit)7=ZqLAK0Y&oKVnzF5rJI5E!BcRoBqef~`~C(5(-EK@bR7
z4FZL#sj2QhrusjiW&ky`atlyjPl?m8PKUeal{RSF1a{m(P)Gl?^@z_np#|Hp(a6}u
z&fWouaztZ1y}W&VgSO-F!GsVZjUE{ly<;aMA#rcgJ|>Huc`z&c(BYii{FA2&PM<l;
zEi136yiiqL!)t63io_DBthw__SNGLxJ-yfO-n%dF9~c~Zpd1^Yn0zwzbo%AotJiPl
z-@aQ|T=}&6dF{*Be|`J@GcFJS`EOXNzyA&F{}Y#iDlV{^8bnRwXIvogA=QEys6nmV
z)C~hD8gc3Ct=;o9;en+M9e1>BJg9#n;xk5J8*I@p?N)w<_Mgc9{{?p9|0=To9oYXH
z*EFCF0jV|*VgURCd`VXzqEP39qCgrvAj=L;2H{jIgohNUp=W4Pfx5vmr8Ad4CA8+)
z6h{@#@~)R{J|XKI110*XbGG>A!U_wi@-$OWa}xO;7r2D;DQWZM!0-#9q|^eA)vvc`
z<EXDiBrMd<84grbOH7DBP-Lpr<3~-rt1Mw68M;4baO;lMsJ|k8=Kisp<!0S{{pWKg
zcy7$J&7bY@wFrPyaR0ON@j8H&R9NVJN7g~P0(!wgiQ~%6TLL|294j7~3WNpO_&W;(
z9T>QLYNB>`C(_TP$NJZRFzq|0n_i+<QU^NPHaQ<dWuGSkk2eU{WKcm%k443CIEc>J
zBJyTPL^~TfR{F^INakq~iNFNwp@P|-dDCJr@8JSgTkgX4w51*50ae!JS-2i$DjI~!
z4P4v66hL!a9eYd4sb1ECO}QK`+c>50>P@Sww@}!-Eunfoa8OsVQ5x%8D<O5y`uwl^
zsi=u3mLqDPsr$GL0NKa|h$yB&O>RYIjgz4{RvMzHy^gt2dGG;jFcD}9klCIouH4{;
z)k&?iYdU(LzE5PUbM+`${qj7QZGn3J4rpqFlOe?X>6RhQ7WzrDdIE|zDCKp%usjm!
z6YCfP2l=<`)xablY+b@T%1KNZkOik;p;n?sjtMSsMO}kiUy_G4UNYwH(Lm(r!Jh#C
zz`3s`IS!3Ye+)2K6}m#QT5l6(XFKAzGjvjJlL*-DOmhCXQ;~ZFcDCJ4wa4hhG|=lP
zocwFW-<csc#ODmzL*0m@%H(wkl*$1kiAIi3QtM|Z`!z|v(ZF+hcO&PpNbKeo%0&vm
zbtDN4D3asx>}YX(i8eK|c_t$<G72u0lfdXaHR{A+;h^l!T=m_?bb07>^(!tQe8nr|
z)(xQVqCooI7)M@F9vmgm$|T-mHP&~<Xz3BpHd7BvpP4WC*g6%$v)~&jFL-+)xAr-%
z1kPiJN-0Ko)^eI43jx`E>FcS?$EM-_A(`7-jA*=?#K_ixTa>>e_k^xaJ<$o9G_V`@
zoKD-S6gJ#=;+y*X#`xvkmrD{S(W?jF?z>zW)CkkD*o{kZ%~E~0`nV&X=Ow01i5~)~
zyeP3PJ^5~H;=w;B*7>^*6@LaXyIs4ZS3U5ru!bJ=Fy?$Y9H^07ByAmu;yuLb8t%L0
zXEu>ODGr(%fpqXZ$E%y*AOm8m8_j^^gw<9T(I^JoNN>S97;D0iS7HLhPz}OW$!Nvi
z*ycp`9RVJa)Y?J_cqW+e=4%Ub4XaH*Yo*G}^`#Vd<>rdHrvgn)Ir<X92^1#KT*)UI
zacLwp$np1E#Lh_T`_xvU2{5V?p`aJX%(bEh1=?4`=lEsI-WVt6?Sn}0VC+5ao=VE@
zrfm~@&Ab(WuWH-W8ZVT01D+SkZ#e_-crFqoq!DB&H>`eXzB~kRCn#Te0wn?o);)M=
zxlFlvxS4ZvpXEwa0^dt#l4Go}If&Vcw888NYXjW3bvxrLz5~c69ujEe#+U%9NV&5y
zL?%#oeT;~lLq0ndGrdbhyn1Bd5eW!Tt9_!;=3RWag)-In$s?%m2pO8vl>#3MJ2NGB
z)nEg)Z{TCr+<g@Ty%J3vU{yOp3oFc}H(G@oz_3x@6c&`!?gO!+XJN4TDVpsym<RWF
zZbCZ_pch16OO|<mZacE8!_}<tdsKR1yx`vUXC);p&}e>rMRyJBxY_b?ldi~X+GC(`
ziUJN$aBzT19mQ&*(g`Rg*t1ZdeWO2`*Gt-~0H_w9<Hd)s&ox*Ucm3za$%V+rI#ChC
z)_()J9Q$ybcRQ=}vkVEoS(48?yZhxYDDTfLC(|i@u_MryBfq=G{>dKkL7eJtN^WPr
z>3-?3p9hRJR<~<PMpT9Q1ZTs~yiqOn&ewE3-CWoe)y_jOBQmMSRV<EuGj_sw`2n8`
z+*+SXp-$|=+xfKEhydrGDG#q{vgT}r_lGGzz)$rFG_|dMO;c^T)UJk}CB?muoh`*~
zTn)J{?f$OIA157;2*8@`lC9%D+}|6~jo({&y+fcwb2XO-er4WT@-Fb-G1|%5{P4I2
z%rXBD;-ylh7^xGul0RLpziuJsRkmYfQc1?ZYO}7`b8vxn&)IVGd(o6X>OtRF2i>if
zmA)J<hXehH^)Bp83J)8}{2>j?r&UTHC=IMV*^G7x!ks^6wCIL|_d&g>)DZ}yCIUT;
zMRQs3?`}MRFe7Uz9V(@NSx*hF^yAehp2~QK?iZiMnzOxnC?ONv=coF6e8edj)92c2
z(mj9bt||Odyw~goJIS;(=)NK8sbQVy6x^A)p5~;k$um_RzdoXnysVCJ@9%$-Jnrmw
zat$M=dHt4nn*3t_Bi+X4q2G$vF4)HVp!<`bILGu0FBFC+-=5BUj99<Nr#S~*)9!Un
z<|15mKUDYZmWS;c#v(@oktZyh)wf1N2rMCASs<O?rAZ0lTcD0D6qJwXY&GqaurS@`
z{q)S3#tvF3BfHA(vd)pGdtzVx)q7<}__QfL+|fRh6x7T53-7e>%BiKc@kWPq2$Lv~
zK6Na>7cE7>A>;&gVGtLnN^wEbcv%1*hi(fEDI8IQG8xq(`v(Bx20fn_OFRq*dW3SM
zBmoUFh#AW^>9|_87r+X*CG<wO&`yqxNKzqm!s=fZ>vns<&iu&)y%NDsT;S+)Q&FD_
zIQl*a%d$p{u`L-|Zf8HsmSqxb1?%i&!ZAo9brlO^^+@uF8#tPsCYSp0jwNOjC%pxl
z!#e0TUoLQ}!lHZAqtn)H2*vgV9$?d>kuML^^y3QO1rsyEhVBT~Rn*C3mgx~|0(IT4
zMdnht09^Q=;~vihxrK14ED`4;Rx_$PTEm*3NTHx-$!aT)q6<W&`NiG!U$<2nKKJ~P
zOI9ySn7mkFu1da)-%gIr_B_95!HUs=Si^$6-=j8I-b1fwiq(#%`^&s~7oyah7DC^^
zfVQ)Gxsj*NzMiN%Q7`otXare|MpeYpnT~N-7!-Z%18c7KZ#u~AvQsgRei&w<fe?iy
zY9k?NSPWg+7ceO8P$hRo*Uzk?U_oLpVvg904PblW1BE7~totya$#%P0u}(zF@s*O!
zgEC`KvocTzNRc}Zy6YjFGe=@V*fVCAMEjpTZ+&=Yp5sixF8mkeST2Qzg#PDMHSuhR
zLRVQw2o_!g<E64+Sz>n2sW4dc2OpUtXbS^4m?V<M%cLMAnye~8VH1bWY1nYD5$FaA
zAV_EI{#0tE1pd%+b~2`PzSivV`XglZNhX47D)<qBiTf1|a)#%NRP~#hbYdLnqOHp#
zc~~wo!Ndfl4KMFw!k)FrHC)W>dhEt%w%Y($r0cfBeK9<T%*ISO_`#wf4ep>BdP>H*
ziBk!!%8()Zx~_WRi2Au-@muE`QnqK)BDd3L^OYQnC!Jmal&&jY8K}R4MJ}UQL|tOs
z!$=?NxZ#MmjO6Zh0&5QP{(Vo!&tW?BGHZ$T1s_;FOLG)32<38pGN55TDyV=*O$o)2
z^sqRp2}=O`XcVW2LXuaMmns$bl|(8SDQ;o*O>791aLar&1?#%#>~HWtGsD!-O4NKU
zR>!(JN+h>pU;}YTZwX>sMQw=ibxFJbF7#sj-?vDpN?g)XK<d5fEa$*fIDN~}mK~3c
ze}V#BCrZd2P6;{2w*UPx@pb(^Qu0tHz9Gweq2T34Wv9hjQS|=P{!83;_T>HET2k)0
z7mX<a!9l#i7X!E4YG3rct)VBb@~G@!v&g916<?bhI$1{C*Yz&KwRyXt@~%%_QR3J2
zt!!|AebElb;)p0G?vGp^oa&~qe@}mI5AKk|GQ*s&S5W82HF$eb=*0NbNmfX7jnKYv
z)@YuOY94<-76sC=b748|Sa-dwa0EF6zGzn9rADP%IF_d$!lpibu0hsn1MZy47>O~u
zIDM@x6(YFQ`e0?THOF?%OXB`wnngT3U&sBT;I>x`SEiI>)&*mAXw-b(IU@-KYe>x_
z=|mU_G}I(H$H&*e7q4=x4MyLL_feMxFgePN+exP<R{(O1b>WyBx0DIG!wOV#55a-w
zU8hjr#1{mbbvW!oKJ7*%D^U(WxG@vyE+m2}8kl40I2#GnmIyTKdO#9Oh9(t`Z;zc&
zHZ~l72ez}NKX{5TU{K`14)qI7(TZ&xc$Vx!gN!@^rc#w;h|~uCye|t~AAf!h4ir{G
zf@$b?TgSJg-L3%ocIqMGeXePnJTA+uhX%YI)XN2?V^T$%p?lk2IewnMXf~hv_Xu<q
z3BQ*C4S3`BF<jr`Gw>=Sf*4m<<hScQ@o?TT6iB1`ZLc7wpiMJc$+v;`HCrcyeo0=#
zBqQNH0@%gG2;%;yQZv|%0Ao0))J}?sX|hrzUx!2rPuqx`fM>fN#WA`n@8xmjOfJ8;
z8@(~Y_|5{>6wKwKCb2#;7Kc`mNkF~x5olG3h>jQ;6xiDBx+eJ|_F@3X;JOuLumP`a
zv$>ohw6W%RoEcycdu_4Y=7(J)5T=SM=(x$oi<BG#)SAhf3<*MsGEgegu<yKoGhz$m
zLr^q9`do#(qOL93BmTv{tr-`ygeSl8#-vXF8(?W!{mq2LbBk<s-F<2A009LnfHrc&
zM!=&XJP#Eih*7GtQ*_QOk3K)R%t%aXR&1DMf`!4ni`~&c%PLJ>^;;mbM13E_Jdhu;
zh7_{tDY0qkG-q>(qcMWLK5amRSJ+T{AYs<2IuQqCE@}NTwDu3S=heM%&392>tb6|m
zOTk->UWxgzTUTqY{Vw7(+r|Aa_HWN)#!1q!KMuz8I`oK#u}H9o|Glr`<;vTu7l&J+
zMxtrtWyJkGH<i^@=8nl!133_RIH0*~JEgN*h}*tUU$FysIB7tmZFiJfq=u>jwrxXQ
z<(puc@!WWViBMe{$8`(EBS9x=nlc@9mQc;5a`#-zn+!*XVh*aQ0+ZnrAhqy~FB9jP
z0Qp4r&5U`m2D)FpHXJ=ehH!*&;S3t_9qdEpI()Eo8$WkE<yvp+8!EE4q{US>aaJ1I
zj}kAe|JSLw&51TQHo6_)d7HEI7u|{rT0&*BN4pg?4~a!%CjRzkNSj+bJj(d@io$&E
zsSl!rp?1fb>+gc3shH_4x$WP%x@%>LN#<<p@bLY`;(e6&p|$A53D?7jb!@|5h?1i5
zWa}Ogx6S#fpQ60BX4k*Yzom2)M%dTzvxNSKTkAqFEr`ByUS)`UJL|z4c7koa!25NU
z^da@id<}nmcsC~vT@)NZvKQS_16T0EM)~8v3e-`-@RK7tn4Wc{gb0P}s58e<_!yx-
zSI6g4va#B%F6!KcS$IJSk3yUUSD`CT6mhcD=4x>pLBZ%nrewVw4W8$b-~|PJ;oZ5)
z*G&MsAU#|sU(O2bl97m(b;ZqE*YcvO5Ra#xe^#3ucTbFdHk+P)No~wG&gp_%X;`8p
zKeX^kPQ&gd>4UkpQc5QonmkwE8Go8sC=;yf@W%M^Cl5w+O-#)g@PLc(9-%hU1qn(I
zvm_@XOo>P!7FF9P_G@gpd2<E3@no0rey_*qmni>t;Fa1JO&$|zAtHeWS~zalVJ)(*
ze#isb${d-0U`+diiOfO4y1v)6=9>qWX!$%KO+v$Ylffpe*Yt|JNU(dQF;yqrSBX#^
zqkP(g%$Vg%R_l9BKP!)pk`vn$05)~kWpNGvtK<x8&H#%T%A8TABuuw!awI8V1h9B}
zf7$V2Qp_~64-O(Twj5Q~ZvWgu?=cc+f4K&+LF{g1)@H17$4c4i=i4mJQ_?!MElk?x
zIv?!~kLF&34$m6=OYZ6%&-MM>_`k6}xOkj0&9Ol%JtE{*aM12KMbu#e<|sEIxD*R7
z!=G)zn+jg36;61an{I*)X6RUY<_#){C$6-8$mC22PU>r-`}j0DUdP)6D69V5D|QoT
zfs91b@s-f)oJ}F5=ONcQ<~;6pZPb0`dMv^y1wCDlHHyqgV*)~d6ibf?u-7DG!Hlf`
z=rDHXEEW<}SkwGi|8q;h&u_M1U9a=7X=NKTm71t#vES;IVtX0p#s}IO95ia^hV^Ov
z7e@27(Xh_05PGp-L~WdIf6zPzcJ^c3udm>s1LztAf0}P2CT-7(_|Slk(MfsnS@~)_
zD&Y5;>n@I-^@kR5PI>KPjcc)vT~&W>iPl)yS!DV<jr5mAcqZ0x=GXhX-l&c5&$)4G
ziTscqOl-f=bR6e&X5<eW%GIFI1IYBK6DLpt$1^+DB%17Ds1dwB(E77Pb1{s9)qYA!
zl(EDma7lhvVBx42M)0sSvfeSuz>k)?$WF`L*;1`waFfTtgCcQ(YPqo_BHt1&P+Zgt
zZ@VM8M8rlh7jMXiaZD8#+hPvTiyoMn^qS?JX0)&5(%_vYYD`EdIamd#Dli+3OjPjJ
zzLvNE9nv5MLM@YF>o~sS*GqTf(u+CcdK-?=74Eu1dPJ5<;p-@Oc|g|sG9w$yiIcOL
z^i7mAW^_ZgKpWZaGk>sYy!hb$D$2Mr=Ya-ghn_UV4m^i9-(NZZ<oLT=4V_;{#Tj>7
zZj0-R;s-;$Y?Y@hlX@gIQRSUBbv%;v^`DLow=;YvbK-TZlAmnu=(czt^Qi7^>G>DZ
zhdzs}7A_=l?sDdVs3Ewjve+6Ze8vjLy`|-4*`R0NVd>H@JaRg@b`er}nPv8tw@1gr
zZ|p!Q@H#n5^1(>VaSOBM9vwz%c-dDJ!p?Z1=Vs_K2kA+LJxj0}ZhxgmCqeG0Osa52
z_+zQ8u3kYYiBnL?0u(OkA%F?g&RDM310%s_MtLsaZivXvc_T24v{#7?&RC?-o{M#c
zSI~M?cze2J-E;{Lg#_IbsVVotYZP1G0ZcfBN6@gTNV$9Ued<@FajPMFhn<_Z&)kj6
z-UFv)$MXwYhkI?+wCRicO(x%Y`n1`V82ox5u!}uVV@|0YQlLvIUHOwu?n&2>m1m^2
z@KZ8jxsqdY7-LQ1p2??p;sEBl(xrf&*4cqc5niwkAIOr}pL$JO!5Sd!n-W{pXqp1p
zDS}W#U6QB>d=Mbe8f~U1B7?Y>+ju}W$}PO<7U1>pF}$DiJ+i`B7M24C)m@g!;B&2L
zj6oO~lBe)9Ihh`zgEh<+^L}Hq;J^%3NgV+r6!;+;RbK~)ULfkCK6Kp`lA*0X)rbFQ
zQMp74Rwu4J%!!w?gafccWOw}x#|4C`Jrh(i6MKr?rRlFjIlPciSu*<x3H||>r_IKW
zy;G?zKNS}wsHqJF&u{bP7~#ASE-01O7v}D`;XEQ%MYKWDW)nA#oRF{<DDJuReU>BY
zN<ynQ#{MO5fSYlecfAVs{2lnkVuH7{u+pHM2XtMMyL@kN3sqI?!@@1(BrZ@fMEF(N
zBowISXf`iz!NeAFPt6SqKzlW~*_n|$i6*(BQzL4x+I$<eJ$T1osu)#o6Z)Pbx2Sys
z$3Zw~zSz+FS!`VWMU>`J1-XTO&~%GFGhhBNyKy$exo?^7P*eS<<Lotuwk=Oji-5gn
zjm%~zdM+jQKcAAlm`V^)%fJ#FboIG7M$p6Zhz)ley7_vQEdhi${umgP3ME*9MRI3|
zjR7cJE20Ulf~_eMs!1$<h$q`@tk|<ex&9Xwg2`MT`7alUN}SobOipp*D-EPRqUMs}
ztrLO_54zh=NJflXiV&*~k(e=a$L*3*9w1m5_eSmyC~G+ULk3KV-?Q)bU_zQKS0X~(
zp0t5oD7^UFIPcN)GxyMM%xFGKSay|n+f+L#%$k=NxroC*DMh_GwRiJ&6`XK4d&oQ6
zs0i97(oV>~D5C$PbRkf_Ju#2z=kG4JQ<$u?7#oruvMwxhQs4hHVD_Kx^)olx-GB3a
zbs@D<=`d}oI9Pi|TPM1lTI{id<zcg)KQ735TkljfpXKNjoRRYkT}4~f1?B{`lr$o@
z`QDI`dc$7>wv!0AthNU)RBA?aZ}wt(*o$93nuNjBooXJC7Uk)IU{<G8BR?RSo_GPn
z=XIBy)z1rG#Tp3>Rwf(cR%0nSIAGp?aeK-`Zd_onANANUlO)Lo7Vq4W6{d&h96Bg|
z<-gx&=X*;kD=2pUVi!_+-oAj3t$j4pBc^iTv`|pA{qzkZ2`_G#si*KOx!V-teBTwL
zrc6*TT%{bkyzY8s$JG<AjxL#`YltKWM<lmTLpqaNIpGC$g<~G!&*gTpCalOqCI=X$
zJ7CuBYoK;lRAc>H^aCp69VD+$sIZ#P!+i$?BTR4wH(S4gnv|~;LKSLbIq2`~_iA8%
zE;W(D9~;$9^=T40tBVANg_Ka`Nr0(9S*jF~TWZFQ<?ya<kdCvRvG6B$X6z^HkA~v5
zf|4eW6+@Hd8Jg{f8W0&Tj$`d_@voRIYzs+dY3-OcG-OB4O9$+aOi2GQx^zi`@qTWO
znz^_a8AGd>=XMlXHzg{<gAv98*z%@aHs7Q(O0f5iK&vU2Z^o61#lZqCg19tX18smc
zP+_HciFJ7j5IuDawWuk(OZ|3Gb)HMUB^3$DkfxS($`*;bBnYd!SIY41Am9KRbKyoB
z`;{}E%CT0jP*%#(d@_UtPlc1gN|oGVB`)P<xgf#FeZz?6$G?imiB3upH#uz_#J<4O
z^vhSNGG!O?v0B*1JgjE!=!??pV^TmUcUF~{)?Voz$DeNziD&ZKg58Jy;1!MeH>>0E
z4|u>xWAi|oFJ`B<X~X|e4ZU08;@`}-abU<smA(|mC{vxLCkwO1mj`9sG2#d`DTdk-
zJ1$~-{z?Su><8~ivM>>LY<fxV2y|Q$nN^2f3b-Edg0q=2&_>-q;;ZUML<HdaMmPJj
z*5%DaQF=0$f@@G~qBQiQ=B?bK5Bji%t5F|VxEmJ2(X>q%W#KEH@QL%qO49BPO}Bn|
z|M15&@OWeAmPm~4p`>sRZin6F0b-M_v*~MUybCn@W5kB#7fszgYAMHcevL7ZqoL_g
zzaTEJ3f_;m0avB`0<Qo-0gd?t^-|uY%||2iCV5M8ASpzPR!Y0$Mg_@g4lj`Xj>)Y|
zU@uQIvi1dA1?5Lmv3IM7JaBLtAm%YN1#0lW6KPOl7pMIldqWuaI-czrfHi)9N)Lgi
z)`MggzU}0E0&ceNGrBw6N7K87_)U`5v&fQUPEqxbjQ0vRB7EsJ2vAynIq9#k*dH&y
zO;Ya%WNmbdy)5>0<WE;nvYHjG4TH~Ox;;!>vy-dP%!=of3f$t|&RvlSB_Mf}SA<PQ
zxD!{LqSqNJy>1ThFq;n3Bc%9Sy898Y5AHE4VcVA6NRekoc+|bW=D>eaMKui{jii1F
z(E>{8H9M|C3B{#)x$_qsg>Q1UT4lPH<?JDe1`(!K8e5B8hibe`a#DUcl|HWjYMYSY
zBccuCS(-DNB1(7868Td4I@|mnQK3MsoRVnKb#kA`<<OB28x79rP@N1Otb}P5cfFDm
zua85&@&E2GXAMI^ve1;*w6Qc*HKeRwFNh~7LMqpN3=IL9qR<V5rYtX8-sy)ur&Dci
zIo4+|HPf^(Hb^Z7-g(ijlT;7I?<nQsUh~Hu<WXlNE&6y)1`hK~C&C3z*BO%4zTpzI
zAmt%^6L>7uB>W5L%~`}I8h(*j<-|eQSBC4N?i4t>XUtHu83MaFIj)}d)Rye3hknyC
z0v)oh4v}dYiA`)lJlGg3Q;vH=h6PM=0|*-HxkOVQHa%ztYM)1RWr@$bnir1XQTqI`
z>Xit5yOmcg6;e(TnNe>Gyt&wP{9;hhG3;?XO1O$uFZq*oO`wi!Len`(7s`q&fcJAH
zd}UHz_^dfnu?0RhSw5oCrqPBrVF*8P!e|kUW9VXbB8LG|W#&c@Q`lJ7$B5iYKu>#+
zwzAbLZ{9h*XMdnai4z#*`3vL8wF=+j{R^L354pcC_mtS+z2xDV7!o@x+2lL=L-C1B
zWeqninXCCzcH1k%L789~BW+IT6z0SQN_9eboOG(XKnpcXj~zdU)dSaWD1nv0fYj+Y
zMlHNr#Zao?Yjga$8YRbpCPzv0X?FxrF`qhL#xc5=ANks-WqVT7!9f9RGXZ0LHJFhs
z#cdaIfi9%ji6#f&KXFOx?Fq<0{RER6hy=H0po96PQDxXyj%@qzZY}Mi$~n%KB<>~i
zK5v~nvQ^cg%g|tWV3)8u<tI=q+eH-fKlnx@6baN++>c6DHF;F0af=Q9$Xr{cbdO&#
z63l!PZJr}@@-7G}NsqF+=%*53YX4!t${HUJYsys5FS%?^LO;sC1#HVFV;<<Pt=s)Q
ziQ_WQBYflvQf>V`@QJCtLTG;$MB4n(y|{Z*#XR46^=Ah+^%yjIW4LKaI>UP681hKu
zv%4cugRH8L+&cKs-~w5pk><)uNpka?Tp-{YQbXp28|EbVXk++df|Wif!r(knwby;v
z9+3)L{Ok?~dPMF$?;zUsk#c=RJ*KoWnS13xdZ9YTW}sBrf=)D>6XJO#_bkU+e2uwg
z>!VBWY0p;=jIi8~soF&OICYMGmgJRnweNV7$ki%Qy3_F`ygz0{{m8&Ol)(dwwe(j~
z3%@Ty>w_h(2s<)$ko_nF?9(_)!r7;j9$K6b4LeC=vIxGJlmzBOSNI=Y_dTi*{0{x%
z_t6f6YeKv9Nco#yZ(XhCs@$%0^D{ZEjtR26eu}dS>u+DAHJM*8JDIPcUYi+0@du2<
zjn67_Ruzq3tj4|EV6s#l*WGv3GxK%?F5<KyW+vwhbM{`#`r6K#FZ&H<H;xfce7QZ<
z$=<Sz;{W{?5s0j-avFl4Bs{f!g&17PdeL?(WPb0tb7yylXa{^BrwoJN6qB$qm+zok
zy78n;Vi&)+-Kp%si;OqH#Q3->qxq`GMtuU`N?Qw-r|@IC9${NdIoW4A4T?!jdmio>
zT(jfge8aGNF%LR2@_38+Dc|+o=gr0%D<gHRFUJ#>NOn!P1^$WPpzDIT8m;Asm&GKv
zI}k1{r43us*kdHAJG<!?Ua0wF(NHUu<mD21@EVx#8gym4&L;7-39~SkrV=SaG8ui_
z>Gi?rEe~=;(586JIo^PMM>b>40F@TaJ$)pXR+5+=5UX*EUdx_!K+hgy`#)cZwjIYa
zIA1NZ8(bfG5dMXhx<!8}*iowQV5ErZ*V%l2ijFHn>@$6DPk0p4C)6v}61T)=k`^;}
zuHG8a)0m&Tc#*+QF=w^Utc3sF(W4iuslZ^-qh(07VpQh-Y)+;LF@V1s;Ek?b1n?**
zLDRY^E}uwz@D6HSqRYBh8s=w0+C{b<l)F79hLsb7Zy8pOz`EX#sgxt-tr8f?oC)w^
z@&ccvnG$`e>lcW6@XB^eG$)Dc!DakPHZP=7zX+RSjRp0nTMOxO(q|CV*%Ez7;llAo
z2?x+O{v|$<Nq?`#nWd);iTqJpDGtYgfN=3#6~dPTqbW<MU&I{TQn()#78E!NByq#y
z^9ULg90IFid&r+9t{Q4J$92R;&R-}=$FtfvL9}OKlzvhGkMaa_aM3%o2Au8dloKRv
zfr#RE&ZNX@we|45FLgic;C5}y6!Y7OZQROT7+p>DZ2F!CnLk{fikeda6Bgqb9JJvN
zHu>hyW<0>5J!!MYiZ`nIRakC`0ezBD5`x{}K_KBx(TyCl9E2&X9G;>80?Hh5$x8P*
zjvLmH8$*j0`H?{?9<``y^_IRik*?_HMxFgh%piV=CZ!DF;p^i^(y@jRURI#4BMuFG
zSAnAS2vhM9dRGC*(eJl9>#)JJ90XH}*+aM`1>Yr@Wyv%c3TVj+@0!|QJq|peY>%c0
z{xpJ^rh-?6c`r%^RV>q&d#as$NXmPkEm(Ij@ero|Ny-#W`_nb7swHOqa49TDU$;@J
zhq=Xin5r1(0Xy5t2V1`#FxpgMqTImET@Bxm{%;_g<FVYWq4rS`v+J=}gQYSwv1ibz
zxyYcX6KQbpThWa2O!b;iqjJ`JddB2B;Kx;u+?D>09RQd&_d|`uYJrwpX?OLA$5l=0
zWfjMQ1JzB&B0(k=kyvPmqm>!VL{*$4cjk{%FT-D!HYV@mjuvAVT{G$Reijw?OPda`
zfpL*Eu9~18fx)<HQ&i1vmE#~EtI6;7lZqW)$VfkF?)AtkVSC}6;luB^fkn$v&;6Tk
zmafXd&I6XIpZ{6ow+^yrXzEMY^%TO6BV(ave>%p@U5iVfu>LI7vMIwh%oow@1HMfj
zFi>-ezZ2`rW5rEPXl0r1wb9lI*w$j3kg?ru=_hES+-}SyjQiDBOr9(q0(Z1$`7mtV
zetC2R)_!gMj9G}smRB)X6bXul@Ta<sUOS#4?|C~fkbh$`?&f$~UvAQ_()h|hzh})S
zs`PBl@ua^b-5GxUtxs;4x@BGoS(BbyQA!`mhKB>)z>W1U&>Y8C$8*Q^2V*NXm~z?~
zQ_UZU9+kJWGLD73?WySZ@)?pgK0op8ad$AfEq%+n^F(ln9^#>6G3|Dnb*fLIlWTle
z=iNttod?DsSIiEfznzq}^sLZsny&>KiF#xHL_WAOJJPB@o5?%RGF%;*OnGVx6@Ka+
znr|N5<!$_o7JT_cq3bc$sY=s*YPl2Rhq&*+!M10%QPT;nAAYcmxnJh$3}Or;FlD*Y
z84Uv94bHp5d5-!$C&Ynw*fKC8ckED_xzSni-D1>vwR+aHt0QLf@4odo;#YT1Jz~sA
z#j$07fGr-$yd$oz!M{@0SiSX`mta3sJ8&y1YKyLd(WTMtZiLR`t9cw&VP4{$1)6J-
zzJ89dxBdsPe{Xm$P5UID{K=!ZT9A+uCOX9IQ2(A9f<fc0zRC?d-9V_GBiE8O$N6J7
zm6zn0+rQoz5=GQpzNcQ6vejPg(c&xn#>1c7QFf-9z<kq-7hQ{_JxZ*PQG>NGlA1AL
z!uMqG6*oj-jH?10sk3}XG1@>CYBXz228nm~hz<|&oK|zaSUoy#Qn-o7f8@3U<=<C<
z_(;l*NuO*q8ym?~P;1LBYibUlSFXVaEG<ycrGeSmpaCQ4gOTTlh4T$v&p8=osE~K8
zUZMR(OeLqJB$!x~hen~7@1^L-fKj=X4_a`7mAy(!8aX)x-)CJ~WVuApfQ5f<1>pHc
zlGJ<)ANZt^P^W7(+}0qnDbQq7w+1g9LMy^Ak@dI04+@_LYuwt1RU1)f!cdvqC{SiU
z$^)Mn@}d^_814rH)C>Hj#6flBkSH#YPhGEY-VEY0Qkn1)UGyk_Y(WqH9&&?fLYh&2
zk@V<Dz;0mzlUmL{{>(wK2}%WD%gQR~FJ_(LJ#%GJDELA-I;mQnm4P~qu4so038>Ue
zTwjiGi8NnfMgyf2S-q-q&S`!Yj@v)=JPm{?bR@h^ObaG1-kIAQc=Wl(#)LMic_t~2
zD@izL4%lCM?Ru&A-jkvoD4TZo>oyt)%iL2v;se&#Va^4j!R8Y|R1F0XalJfU3<(zi
zy!{!dDM1^s-Cc*+E3hXKWmr98CEL}F3j3+$vs8rESUgvcGZLtC)0$Kqm&-_T2CRe<
zlN12m&h}Jw%W?yu05wtWC5lP3s9YDktZKNQ;w<7^ALak+6c7?Z#*COl@lW<$R+Z4A
z!mMWe8wI+nXl6vMyo>ESVSk<OXL9lV`yY7LFIOh6kEpSv8&X;i%WnVCvy9N@WjI)F
zYKtn<DC+E$+e24v+m^7!_(j%*Xsg@7OCK2l0Sj38sSf`T8MOIOOB~KLSmbKCLqA(`
zrtck8Wr_pkvHDcbA}CyC?SgPmh^03Z?7Q6VG!OGfppXq?m9rDIM^0>u675xaXMCxU
z?HS%81m5@o-)*kFMcr7vdfiX=CeBXfPb%)3j$Fd(#;JT@^Z}74$H{%%FnBqdJ08{r
z!frTwCHiG;nlVPL6zr&t-e+B+@;5Q}&A5_wXjrTGxljzg#3*YrGf_Fc>{K2H9h>RK
zgI{C|ZdmyAw*98G@oo3%vR8*NEwbItUE5#pGmAF(E#s@pp-);1F%xekj_&;H=C<3c
zN_uv;TrSr2ov6W_hP4YeQDRc+?nFFyd!5nSMp#Ff`g>`9Wk(^-_|xivjw-(*^&9o`
z@v~R&eC42DTJc>sIi7zs5xGxIm}C0|-VqiL4dnb-jiI!D%(?opr`^$W`C(q^AbKG+
zi4T46J=fwE|I|EWIm#jGge|Qk0>j_yu(7>vyRTtN_&nu?RN+qDd0+73)d)Ro`Cjj4
z|HVkYO+n<}$hV}7_nd<(F0&8q!+oT0>b^LBbTD_L)-+zQkJ{bJve^}XI{lt*Wd@P-
z3El4A<MP4F4U^(rbNuKD|HW&yXWeO*)YhjN?rHmdGfwWg-eLG{*F)D>GYdenYX&e?
ze5=mJL>U`9Y+_tk2C6c?A}DoDk1aU1yX^QEwjNPlF^*|CP;p4Q=`iT(Z0^`i@uz$F
zlUHcjZ>~w#%U=r<%P%aGN(wa;hNnIS0AR<<wsjI-bNQRDWN4w52&Rit-ZQb%e43jK
z^1F*2b~M{ic{x3#`(bwbl%dB5tS$&H2h7HHhS>gw*k*9z(Bz?v3yp~3FQyvdUB&m?
zXA<BYgrG_a&-|ZwvrPIl`zxrqH8W361owb?<k)ie0!Twsx;$(j{08USRmdrE>m!Nr
z-1*HZgFa|ZdikWNH*+@=dh!fWG$h>#_+=7X-}MY{Xq-8e)m+iES1cgTl(-S^(9<V*
zF>|~k{#%~Ug+6rM-_*R$VnmND!!yIt#*{PFZ>ybyu$}U|#Ar7<am<mP&{gL6(st~O
zc9gS&Kh&x4cW|lRBX)2(^HrN|dC_YK(PFOj32RU=`~d)0UVL+BDJX3})<jqyz86R*
z(QOk=d^C8wF<4A6Iu;T!BT%M=vvZ>Q+z8R4Bn^?ziC4v4^1_a}a?%m0I)`!bD<1W(
zdWq!6^D&9m=ep;}OjG~JJz3AD6xFYhb9W?cyo5fvSEkj(JNFqhFwMg=H74t(&&6o2
zsMs+rJTtr>N*s&R@#Dp;goOWNLQqfSA<bD&;gx@JK-cp>sf>2_%Gh;fppeJt591HA
zS(e(=1YXSOi*uIXbkZ>Ev9fl$pbv$!b4d>bW#Eh+Gs0GhjB^5=t{0zs6?WRtXD>?l
zDyVxL>zx?@=a9pZAh(ERk^+f#0>*I8_Bp~4SS~Fyl!uH3lBxizVLEC4+?3XaiaZLJ
z##6a_kP16*dfN^_h<>jG@x&Y=V-FO~+YI6%UymwFU{LtWfR;C)TS#Xj&eBZz2`q2B
zbN2hnuF0{F0gBA+38FonJ&t|r_uSrDba3C0^SP6)!<?cC<Kj9<LCm;(|NA(M-N7t}
zjD|oR<m^O2*tm8NCc!p{28yg0e>V=Yvw}BX;27kNFM5!Rb;1ic@HQm;eL5Zqz`H8C
zfUfB*^ayzV0#9cf$B>KC0h~Q<`BpPQPbJyXJ2LnRRvmRJGeTj72Ay5K)`mQFJ~{Gv
zld_Nur5spf%{^zUpr%0cq@xOIBA3Heaw5!4;amI}__*19RY5J=Y^XuJy=^%<{Q??P
z>)hkubVt_KUK3Ge`8PZ1yuYKyd47EtXH?CA$9T-mKEugj+-@~WG>QGMQBq~=a!3!w
z0R)r?&$=h_@*7dx>u4XrzCxgzsGME#XWqD7)gyKd`a5nYv=|5Njd7o^qeo8LEIN*7
zoZY~&{V8Cef*C~0B*!8bma?_m4uGFby1)g_mNhW%AegHp6c2dJd|<{cLk)V{i<#di
z4xKmSVpSdnDzC{*q^n1~TBZ&MS*na7u)_;sU=;+0bmP)pPuORq0h02(m}_S+;o6#q
zKXQjN-$dJo4=Tpjw6?gIUaYWi@+q<*0K@F{-iW);zq<B>Sm4*Z(+69=ROwvy_V(9F
zsx1wL_d95BTlnj4uiHTcGpB5r>+@i+(?Kn=X51{sx}@z1re?kDS#f4`%^T)TaY?dS
z-miYO=g|&7+^l4d{feH%1a9(`p{+UtmIo~=u1G(Xav%$#T_~E-^8t)r?d)xibw9)U
z+4XG6+0q0WC&nbn@A>lA-=0c4PWO9I-#om0Zd+nT)4ZS0M?%u}^ReUzne^J_84dL_
z_jBySCNi&Gebw`?q0DQ=N5(|!bT=MQEK%+kM%IB|H3$!}5_iAufM+sH+V<QT0bl9y
zgB|QkJbIsZ^swRI6KcQPRBHHqB!*t_GDu<kdgU^J_}cu?9uArMENkFbGc40cfg_;N
zD@&1{)93Py7U;8{@AIc<a|Zo)`eu&lSYF+>C+Mwtv-9h;V07K=H=Y5yxZz<x@R&le
z+7sf<F02!p)Wk>GIJ8B0@Y^~1T^R@ZGf6d{zCjSS!yWo9LkNgZY46<G+mVCS>&$LP
zTV{suG!Q+vw9nu4P#)G{b3f-EEWPkW9p^-lMaZ6t?TEZVvH6XwJcBQ8HoV6*nY%fO
zEoQXdRFY3_)!qS-WmLs_J`BDC7XC&a+$Twy@*Uq-K3VZ>QB`q$_o4f4?8qau(i6~)
zo(`51@06Y6>K%86Q9&PPxmAwprU;0(mj<_{oxJHv;aHHz(Z*8=g(l$|mTSW4ci<{i
z-+WD3KcCZ!{$TTqt0*-k7qAD=<Dh5d+a=y|+x<6gBX2ibh7ru117E-81ro0@0uNCu
zJ__<NmT}igDV5W#We%TOG%*EB=OP|hY#l$+BR79HKlx6}{29V%$VWk#(xPw%x_zEs
zhU?}CZR?>Z_?CyfS|FdB{W5I$6*V~~OI-fWt@zn>SeZL`l@be?<nQ99r)<4!@T?xG
zVZ#gWYG7lM0}4l<!B1Orm_1tD>=($#=%kY+IyUN6eq@!0jN=wcKq@R@F>|#%4_x2w
zr;R1BY~+<#J7Wb(ZjYRTz^esWBDq!!6kIYI5~OM~v$|eRo&=Y3lQP(NGn(7>5-3vG
zSOP*fiR{4DAh>|K9?!fEx=+i*li+)1jYJBR8I8s1I;k8xG6Mc8Qh3&J^)*T0DmWz;
zu5ycv;yn8f`%!pFtjzFP7gjJMi51W|>&?q3)3oV!uZVR1pe{c(`U}c$Qt64ya2rfW
z>6`pfIr-Vx@5$Jk9ZQ$?dC9tcKBINqs;q^ZT-8gs-{Bt)>Z{EQ$v8h}f?>4|Bg@;)
zlnJV|_C)olI?Ehq)Sx83F^I|q!l<gj95o@EvHzezJzqi8!IJzL96O;<HJX9d^`j><
z9nfP~EnX?3QSQ$Khm8_ch#AJGgcajTj&}W{qq2P}|2yYHV38bhf$C$^CyUv8|7vVf
z-R<6O>d+mb>giAqFLXQ@<?B|aS79Lck>Cde^8omFLHnqe*?HnMc#Gw$OClfyr;?)q
zc-;b1pmF|22+@Z|Qva`Ug*U{@at0!q-{%{r2M?kCc3g=W-=YHL@@=mQX2*Z9oBEME
ziD{}%cxnaB;GQmOb_DVlm0GOwz)@7S_b2Go#BCp)7Yos#a6%?Uo%tA(!<}Hkc-T<0
z-WFIuYrf~bI}*`9x=2Vgmt}dVc~i<}N2l7y*6VHRp$@i{Q?-{B`)C`kzJ{#wUheB*
zB_<`5k#>%!zW5UV?ChS2FuVrirOeAS^Fegt_HxQ)?}ex{UqqkoAnML~eAD3Ny7g<#
zi7!}tklklt7i<EDXWu?d7!&QsZ87(_$e8a81xvJjqq^&!RCD%8D0@5;PVfKPu^!Vz
zvz&Q4CE@4N{s5ghRs1MRYExMWE4X`&(P{D|8%Q~MynBA^O3-%VU#sQZgsU;G-UA}w
zjCd$U`kwXv2N5~V-g5Y9hrvgyYY7;ite&meC;R?hMAiEMQ$03q!8cFnxEzm~_`s=2
zx}cw+0XrrenX|WDy~xODnQ0IA+#<s6u+bIaSgk28bwKpLfgQwp_7U{ido}p<$cwt6
zTj0Ra&Y<Iw234ECwWT4dZG{aF##dCDlvCY3E}M8sqx|xLf7Vc}1oESqgKd^&UoU+<
zXlxcRQ>h*BS>c~@Zhig*;iusr?_SK8IXJn5$cT;)2!SC7ECb*B(qk{jJ;7`)-`den
zEbbb4uUQ(MNAteNTLG;?1KS_uNO!b&Mu~XuhZ~5+j>vndgK&C!MVmR<{l2o{>;|{T
zxydJ66U^wLzvuJ~$%yFEROe^~>iHV@YRGG4DMu&7`b<@QW|+o#_S^LI>{uVkK5Wkd
z3Cij77DWT9<TKscYb1V_do9iOQ}r4~3zUI+bIuGB2z~7%UUo<XH*X00PVRK21-Ti+
z4vSqPj2jpHfsDAR59s;u3|*XS<<pO(Xr~ud?hH4*QcetVz6t2wk^hjTm8rad$A%Ck
zx_ci@4N@MFlot-^aq(L#EDB2SJLoT>-s}QwQqaHO4^I!de2I}0c8L)}oYa2=&XE}X
z6L*!TVM)989_^F`(%cv8k95rBrj`5Hw1MM_agmK*WAPf^4F%Jrr^(!-g)pwdE(roL
zWdG{w_zFJmsBz1c&tvtp%&0k+heNn~{n=z4n-p(PoQoIjuo<oUDxmOo!Lv@0jIAq|
zdtlz|(rUnQ^ZW@WwQ~eii$1{zJ_bO#?Q6%?l?8IO_>vPSHb<)o-DD(GYycE?Te(3&
zfE=KmvT7V+gAa+s$`KA~CcajoX0rbBx)&8R9LkRtrs3&EQRauwoo*Mnt0;f3ki!VV
zGsS&jqoG`st>u79hGk?MoutwhbaXB4k!B{85F96cf%Gx79)-FLbCbi9N>pM**ia)c
zc3bU>!cnf#Iy?%8TA-I`H<lZry8$DS+-?g)2;$S8l#=AYoD67_@964bzBc1WCMdkq
zqr+3z&!2HfXt`SLTg;YcPG`NCobJCim-ayCm>6Qz60l7|x68oEIMP0OSoeYn07po;
zF=RD6wtG*DEzOt-I+IRQ&Bo+MM8iQ|Y+~wS;5Z;0GnU$yacmM4)*X^cg=GvGvMNUk
zV28mRQ||7r??|wJSA0Fr3l4Pk3L80Ylxfe$#2aQ09XgtqE!dU}PX)l_5ercF`4-)n
zpAP!M5rFv-2WbO{+h)awB>x5gv2MkG2ZUIn%m|?zh-R*mD-J(%Opk_*83zc|xU-&!
z9t?(lIM^-%ZTr!9`fo09Ei`N=<b1{0DZua87>SYb8GZjFR!@Z`0g>ucY{*x@VL$?2
z2fH%SK}xyx4qULu<4%kIjQZ@FbRTofZ^GE+RpDz37U;Sj++?78;?rNdB<!0{q&`cy
zzHS1+eDU0``#x|BAA5XmoMjrr4@niOu2yhjYX-@Cm)jz<XM@h%7wPmutw6LZ)|Xom
zs2Zqh-Gg5feyY1ZF=}Kkd!``*$euL_DicO<+qDZC)q~SWe}{}u%00h%!|{!6nbTK=
zU)_yL=G>yYiwK*Okl%T4LmvAt6}N@nurYq{9b}n_^${*Byb};-s}mvN5VVp-&hVJ5
zzKa`d&aeVjcsI5Mu8=(maNc^<vct6S>?6Yij~~v^+xh8~<;Ut*D&S2?PNrWng6;jr
zPWIz=pV-nh9A(qB#Rl_eI>v~PANVmn)170Scc$+7()^P03x>`ZA=GC)8#=mAj9Sp*
z`H%c9KmKR)huu?UJ|C(5V~oF7u6kv)+Sty|T>Tq+^0(H{Z~5be2_CvjT)gA*O})&p
z=c|d%`?Acvz=W^gP9@j{tVy5w_(;$SE3<@!uzp+Mv&f#;2|mKqep9gABT95Nf9HM+
z<#0btEr(LfI_u%cIlk9yuKTOihg(m`h`=jmZ+5Iwu3UQ_Pe9nO_z8d9;huf$y~G_p
zK>Fon-_gA_5888<NpI7F1~Bm>eK&ip{-Q@4R8(2M^&3k&t{{E|NB@#!N-t1v@bGZB
zpaI{Uw0*PUD@%HRUoo?y_E?Fg-nP#_{?h0bBljH$;vMO~yO-KG-{?1a9b}jk_DUu>
zOMmM}&uAZzTZ>;6&haYdzG07lqMva0XO+t0bNXb66R0TT&(c4m=NE#auEd61dHAhU
zOZw2*Y#%pGyHM00RX>=N-0uqYY;V0iYx7%W0WwyiM%%HRnqys8x7;VY^$Z&U>!+_O
zqJOI_My()<2HE@T{w}U-7LT3Sjg2qt_8CtE;XSoSe|P37?Do596($};pUJ+esUT=n
zvxLh>$rIfm#VS7m{s(Vcg@|A(lcXD?pDm56xjbS8SyXVi;cFX@%s?$Kp?lRbL-=cw
z_uo9|<wpSS%V1)h-&+*~Aq9KH`tJ@fqY_@8C#H^ZiK*d}v5spE9rehCkWdkav3qK+
zww@Kyrp4)%!;UBOQe05tzJn(%3Ti@6kksN&ACjs=)u^Cg8Ua#{Ps@=QLS5H{pF#Im
z1AN4zxG8lN1noNAwqX%GiiO8>)}woy;PFM+Fp9EpG!$#j(^5fEMhmCHf|XACNQInf
ztf)sdwR!cZ>ln#>%gzBOE|iOm8?yDgdgf|hRC!C%3smj>E`XXPP$m`h9b&T-#!YQH
zGtgx`OG}QN=jii@RG-ER0;Cxk2ag19Fa;QUb{FtiRf*x^GLQ#v4+@I1<^dl=m1X5<
zXCRyTF(fn$3Rh{MXt2!j*{RfpuQ$d~{!ZH3+@mzKi&5^ABt3)8eq*~3#yjiy$wo;M
z#?aV@`&^$k*SojJ^ca{}VX^c^V_aw{xh9>`H8Dboy}Tx^Ss@!=33DL<{(tc3Wet|R
zqX}?OqS@Hp@$^y}3?OwacXf3Ece|91G?Fz(pUMpg#p*WJsz%a`#JnskmC2<?B?Ndp
z7*8?6_^bTOg#N*dZgjNI)<mOi-ByefgtMv%s4tJ%{)@s)bc~l%6lJ1-zJk>iWHqX$
zXOVwZn*120{s!I77yW1a^d}nzm$W&<L8f-wR|=M*(n(G{pfPBBMz3tHN26dV{Gd<s
zus~%{1xAA^=W30H*?g~-O%L9?t;rH@oZj!bg5A)8cdTU_6!UqfJ`VjQ7)?WmYowD{
z`oHP7Hl_R3LA{3RzAJl7QgRIc4Il!iPv}<eOg{Tpzc|!RH8C>zd*;^w>7&)5rRWV$
zqq_+<Dznlf&rcyk=--l@F7moPVcCE{`}7#q579tJ-HYnQ-s6cjL;PTytyZ=ddLv?0
zrL_qzw!gCw{i?)!5DheFh`fLP5c-W8xgOYc0YZhUZQmWc<lBiAV-8eL7B^&H81Yy?
z>@=LUuD^ce55Ilf`AgB2JB{geUE5a)Ng4M)vA0#4WgIa3lT8_H4>Isoa@_*n=7mB1
z#$K6?AAJRXH#N^QTBvyI-)!&%;n!AajL=hZj51ZTV&V41-PTUm4FfhEKG<gN`EC4Y
zTlZ;oS>+6Sb8XJiJA=RE_N*NKjkT`r{^;0Uzd`=TZ|4J+C|3yoi==apXS#p?_-AuI
zlda4tnb;_iIa3Z{#vC?>5)zV4$((ZNFp+8@=QO8b!<^-iW1$>U!i<C@=R>H_`R@LG
z?(gp}^LUK?F}u9qufy|#xT!%a&&(w8%NLAa!f}x3ev`bnL$)fd-bohv+3?8vqkmjp
zf9pLR<nlFMrNS1WT!Qs5{~BuJjB{CuJ<Z>r|HrpVh;s_%>+}yjS6*d5!J=-j;`bSr
zlIW8rLTKs39Eq&=cSXY<;6h6esVV(-`l4>L13k#ek?L6#7gMEYJZ0=VzIfSFn7}+G
z!&cnIm{|)2+pan0`zOQogB7{0-qj4{gF3?D!w+Q?&?CyJUJu@vGkxA*=Um#$W2lUi
zV;HT#+&t%JA&5;5{j8cA-Q7*fXfye$blx6ZYUV}DFpPP@I%>$^Nw(fa!^)V|T}$LE
z!=K66`lNq85iO`)(s;iec|~<MdfmYto{U??iC1(0K-+#tPR11FL!ryJ3#PmK7CD+@
z8*GIsBV3ccvbhvToafizRX+3OlWK?(O7a)`1w+`1MqEl`E$bIGVf#w8VdD4(Uf5bT
z@3ol7sqGe#WoVA>0UT%!KR~CGV#k2wyC#Ho&6qHI1Q_AiY8;EK+XtLE@f~)-LTaMq
z8$(o)v;)LvIA|~Aar6Xm@Ox}q@7Mgd57!fxZf%yzCk_<l(cvW_vgX7g#LM}Ih8q^C
z2MaQ*C;8m_`LpUigcJSyKE?GaH&0!D_l~NFM!(p`%-(??jR4BDx|m(2YuHWtz7bvl
zSSP8)khRhzR3|Tv7Fq%GP5(JkZII*W6PeF6(P%A6x)>~g$p^~}phg$Z!GztqVWJR+
zDQae8e1?^huv3^V*b=-Qq5w)0e71Q>F5!z0&Gx5*K7NP^;UeAKCgv){Q8}&`miRzh
zgsy{UVQT)1DIS1;CPrr7Sl}fAVbIXQbfHnpG@0IB7{R$t*xHJR2HP<&TZWiz*xJMZ
z6ihr_3{_U$WrhxXgBB_QFYKOQ>{&%x!a8O$j1fp4XFh|aNn$|krqaP7P33XWl`$D>
zpp&S37_A|UY}BG}wQ(iHH2>X`)SHoQcCkh3P>l?vg8JU=cgfA#^PQgUa_Ywyv-?u>
zQ<CqMrr{HvmG_oewKWOctWi#WpKqpc2&|=2W`=lM6V(ftl3jHrLDWH>Y$REU1YUI6
zVxTQPg#zOP`)C9(%FZQ{!p!)fG(Ld%pLi%(n#D#74gv1r0!@~QNlSRo3+3-nkop<^
zk1e_e$ZA5mX4HH>Y+0wNEoOxO!RH%r(Tj_J$k;`92MKb@v6dT+z(+gVv=qE9)9UXb
z@DRxeDu3H~>g}MBFwlxUV?#VMbQKv6>lw4fitR7ZUGFIg8t9K<Hgmu~ar<VR5go8S
z7WUm;*TK5LbI!Lh``v*i6Kg)eCs*!{p~`slT<dKt0b9dR(iNTP5*_u?+WnogcvJIA
z<}doRoqwN=Zbq1o%$8*$JfLT<1d8YrTqOx|q)@BsW{pr8QTefoL{${XpZG5Y3OY?g
z0QOc%njssxhMT9N?112LXhYBYFCKhk1ae5}AbfB@D@xa(`@h<Ub!d}`zA2rmIf{1^
zJuU{OL{iT1l5NYR8^btt5&8BONfkH9kA}0P)%-7POx>aP!B-|)ANdX|xxNiUK2%fT
zTA9yx{5)|nEWdr7;HFOIoP^6gpUn~CFY&dbexV!mkyS#h#c+cCaN8uqGMnxpeKk(u
z!P!zC=8}22<16A|NT+%OPikz8Q<vZXgThJrj91PJiQxdM^yelJyL20e%qlF80v^zt
zIHznW7yc=TESBE)qFGShO@4Hn=L&C_+a=Agug{#l_xs&my1_x+DXRH<X1Y$QA5*a{
zHP|dvJ|Z8?PP#N&^~gKcJp(pd86x9<1=Aq^r23GmA;fK^7S;}>zP9uqD@{VXd-9zh
zA&}iJ@xRg;>}p-k(r<P>OY^(PV<O&{3JrTBu~WRA>m=2XQQ%mOd)A($W!x}TB5rM_
zK!SAZqM2K~xnFvAO|3+v2ZR8M{lTa(TE0^@D!IV0^3KyesA#Bpk+sY|9osiM1x?5D
zV4~tyr!HR)hot--W)z$3SJ^F1w>_~dda)q0Hri95$Wf;tGfA%%AU?>1r8>kC-3Zm~
z?8-<FEof*b`pq*Xr7@BH20R&4Sqp)8hhxr`egdSIR%l_V<vPwQ6B%sQ>+CKQYtMaX
z0MT9c=!RLvi6&{NxY$11OFZ8<jbmt6h-S&TEIwQT>BPmh5gr~GH0B}=C#YOHXP9Em
zcjCA>Y_Igt;+TWwIQ#4@)XkM>?>B@DeuI}Ue+jdFzgoqUZTj8;-J(82fX;C4X&JJj
zsO_yo`rEpQy(05<bZ}SLWnshRRJ7?@=g+d>1zL=LB($}Q2Q$>+6dE&@87zaTe%<9V
zWkmOrr%MPx(=%dD3;4v*4`f*1@NiWKv^xuE?=sMRB<7BTn?Wi43TVlP;fFD-2RJdc
zpg^cBs+h^gEY4*28tXv`3p8^F<+}_?O_I2I8UHk1P4!L?02xAq;dEFAz#4`Th~r>D
zorJb6F_Z2*s+XTPQl&JX(Fp^+_6IneH#d*yqZZ@g9B+dt?m7&kn8T_dRwy1=!dRUM
zCuuCqO1{e&Gv#C*xPS@PVwTMjv85vbY(0=c-+xy?HaMC&B(rUK6=KVf#YLjreGa1#
zOolAj$w9#a9_o4knc|J0_Y6&=YtuY*T>W_hVSj|dBa3Hkh%{^t4e8~pXf#8x_~|6H
z_iG^?+jMa&C5&ukT<!VT5$S>I%v7UW61p$@hU60AwWR1&NNw>e?akPX0Pf1j6tS@S
zL}kgMs7uB8?!EV33OuVNn8X}mF>I5hE_jYj&y)>hfwl+c6W2FS4B(Hmf>IT1K`~Gj
zjm94WZD}xbg`oqtXlNF7odTXQOGxwHRqDv-gO}()J=Uz(CFuF2%dwEnE|u#j==3M&
zmvDzO9|aIYS|!h%@M@Fq+976A_x}YnwlXG4ue+X4y1Ymyjn&<L;Oz9$S60i0mjE5~
z((PFiJC=crsA`!yi-?!{y8PsFS;|Kq^hyg;St>A=o^{#9HH`)`80sp%!9Fu0S*%{*
ze@9aASjy+nxOQi2js3mi3_lSDDO8E(udov^?AK+w6^9Q2u1{J5#oxa4;MlkW>^DKC
z3w@+|?8q|(G^A|P&OXI8)nAdc+l5Ah{W=n=I91{S%kUSCOe}2DLf|z(k4wpaBh8hW
zkdfAV?!UT#lDd`gsmQ0~U)aZxcvnReuHQ8q5cVOPKR?~$5M86Z{IMn=z;CxYIcjjx
z;LYq_TzrP7YwmLWZR;%*;AGaTD#oKUq3Y|WTpYC?8e&A0P;u(2usqgeC!aIV@{yy(
zm8g?Xopu{CHJ=f4v6&)I<-h7BTvd2^+CQMOnM}!VDaQ^YO1rK!AyF!dyIT~jgb4>&
zv&Eg3#)3|zP@kCju`TAlTJs53q<lcmWB^ZnIU8=!Qm^AZxDf-5mSInyj3oiPRT^ir
zn{x-Rw8gmnA>PkQR%kA(zSgHE@oDAdO^a&@yjmhuq3t!t^yB632xKRwPhZ<j=A8H5
zp@3{1B|tq%{%TEBwQOusiq?fR=UgZ=@1FcEGj%QP*&=Jm(@S%sU$ZypIPXnrh#CK~
z679U2NjNKfsykE=bDV9!U-ZFW$zO?Q!!hm_zsej3S<ZX%L}nkd$t~^LDAev+wl6W_
zxK;P?8ctO`2f?2P%|1L0^THHAfwayS$|layks`~$jWyQsBcXYK6^hkCO`^)Ayk|!(
zfDQF~`Ul(B%<0NMO@uwm`GCYhPC7?lO|>{EQ$RhcR4%8_;WMh?o$%sot?L!GdYdvE
zE;ruFtS`XEZVFy{crafV5wvyt)j+EW1($}&y=SU%@;5;;R9>Pl<G0(PR27~t)o?__
zeUTDN@v>^n%2m~dH*ASNy9e{tzA+DefNLf@E}ajviQv1puKwU#ehWez^>-}pU*N9u
zC-Tt|&k^23in}#shVa5~KPcaOvGfF=>vK0{4G)9&Jda2fAZFxrOZTSh?M458KH7at
zP)mgG12gJpM9r2{)nc$0?q$Vm4e7sD;1P~|j8CE{<@u&6lqn=*w1!oju&NEuoK!Tv
zj_JhPW;k@K$rQDB0+E|Nk23NIS-pmoq_Oc%v-5K!(Pi5F^ca^$h$Al_*d?~XS+tba
zGy!GkX*_EackC=RDS8O8W=FGzMN^k~<cWbirfaB60=~E2vvsVDr+q|yA4aH>(C6xe
zqnTyl%)Y=tUKS4~A8pReW`NZcGVYSaNDLv~TsglH(&#hlC@<{n4#{*1WI}0z%r$ev
zvg?2|Hjss+xq+6^G7SgZBwz9H{DPIxwFi<2zIpwa9OekXVi1UvzH~?_ScCpWElq#e
z1nk)J!kAxh6l?TU7l!y%+g>@&;<6yote6@InPkxHzu3~N0Wkz?!v+VYuzF#$yN#Z{
zTTImqOb4;^1<W@+53M9B>k%1duSRcI(JCW2;Q`H0#D&a~c&9WRy6>_v!$`!gx+}~B
z`wl)hJ-qZ(r#E<NM!<RKdcc_!SHD+Bht`IR7^TcPt`aRocQf|^62{;}Fu*J+yNq@Z
zj};Gua6jUQG{G+cIe5@OS0a0I&Bl6xqcGoxFo1(*kv%L>JYrk^!9RYv+|-FULZ0ur
zKjK1_Fvki*`GfEO<lcJsfN)Z{m8NYk+`|=bWxMem>{0gwIXo6V;U$4(&St{w*3&LJ
zr}X07kgMEx{CFVXmEZ;S=gJjFLOotS)#+yi9p`Z}@eD|nHV@6HEs1e?Zn~jWGnV$;
zwMA`4uk|_D=%IPo`<1QO{m<S0Z-5Gb(N6G|M%?Cp=n8~F(Ja!gFIDNnw;}g*B-fSG
z*waX5B>7(2@sJ!;@$MLpRvtEY?OQE0nWyT4xnohC$|UI_ygl!KVyTKl<H{=f-bCIm
zFzA6p0|Duv`HpAM{BHM&VL!oKco#?bM5Z0}jteNaij>RFMiM#gAFBO=WTWV+7tZB2
z`MJptE{7$L4ibDau<Op>>K2K&DKh-1UV%K{hfPXyPv~-KG~*G<hQ07to3u2Cdtds<
z7F|&F1Lsrt9D0schNVZ9?mHe`p&G!`X?Q`6U6SK|q#<th(K967hnMqdulOV7>KD99
z!MIXN-T@vK&mnb353e$LmpiFeN(BBuXycc^+X}zp*W5AF9m&bx?^J73`*q!{0t<)E
zaa!tIu3Q$W9zCj{_ns!QAZqO5cU8UhL{G)k%#o4!bo^OcS$)wm{-<O&LIZFAOH|-^
z<i|Un#FTf!@_>M+%Mn}O&Dq2>c;x8o_tPRNY0#HkDSWU4xqU`?@4Tzp`1!kGs505G
z-0!{`^eDbiF|C0Eond1^0|rU;CqL1Oe^oEO_(Tw3*R)({y2$B@2w2wUa*wZTY2NVB
z$UHu4@N;Qls`x8Jr6cJ>azsDc?K=}${?L<J&UXin^NKlq32@{zAa9A4i2NLHN`_mH
zd#tCNwW}$C?>+LomS$L<ytjL2DIso)JeVgO^0MacTzS9$es$w>uX>VhU`8*L58U{6
zQg-5reO+}s*426$J}Pfw3@ZuCkkw>7UrvqNt9VS(7o3cKFc<Ws{SiFGpbC-GKxY$f
z@uzD&?OOQjp?mCGY~jzq5BVgmWqMTk;yr%SnCHz`mbTwioxcwSZq3stbv3o6awckw
z44GdKE69&8dy}d<2uo&!uPgro1$TB>2Lrv+Z!`tL5%QcR3*~)Y=r{iY6M4rpiLHOu
z`smiNE^W@|BTXahZm&zM5Ne(rFL3!Aaryx{IlCcSRwDdBKt)tMSGHd98N!6V^3AVF
zwJX+bUl->(bj6K6BN|O^-(MYUGmEG>_)@{zO10nH^})*Njy8IXfcA&$&1gqa^t`{R
zScr!13xCP}ok}70jM^93<pPiI_SgC;EsBZxQ!PK5ULM$%cK`S`wFYswhIC=iZ`n9s
z>E=UdTC%@YrNxiu<E)MphZGH=F*dwH;Z;C7J*7&gh1f07d13Gum4_yQX#v|<G`B5~
z%hm*jkjyi1GenoU<*XFEagEcyOy?A|`emO3)iR~a4>4O*!D5;>3Zi4B$tNIF+@*xc
zUuDU2%n&6QNz{-Wm_kIivWA4H(l#+pI@p-8pmOnERT2bqk$x3GVtoJ8O`&LDndYGn
zn4&=4Qw+pQc%YyuyP{$saAg6u=_3l>{h=_>Su&-HL1_>sB;K4g#9u&F4P>&Q>0Cb0
z|2}L;&Ta#!ggoD@yZx}&V=(}D#^yV!0o;1n1kKznO%<Y}0oEIo*-_Xd2K}n#0SrM{
zsCZsHvG$DDB_E**#1KkF(u!pLAGiYP@Oq;NJj1HTbdPNt3ga)A+yMt~p9oy`GhV?d
zYg7p{N7m`pr__vDbYbSYu2xJB8E9i5e%B3TZ{zJzkS;<NgSZMc33KoufRr2{3e(t)
z6Z@ZVDJ)Z*@=hM4KH3w&-Y6K(0+X6{wpM`c!5AC)Le`P%t0$xWK|z%bO10R5(`ImQ
zEpq!IZ}RV>)~^a0fdNgOuZ9ctl_y_Kly^j^NM{+#|7nB-(+rRr1OI=QhTqt8oa739
zuL$E%4;5$bF+rJ><^i%#T#l<+omK|ZYdoeS?1A~R#Dxagtn^9~uU@5N{!(dH&NSaU
zVw@U{JMvDvX?tbb%k;vStiRvT)Wq~m4gp}vi_)EpxuIGh1~YPoghm|^hyg6|mn6+g
zI|fP)-*(AxN)8pkB=`pDDSAF7mv?W_`VAB|N}fL2`iQFZtokwpV|hw>Mtr;&eqQ%t
z=s9g0ihcB3c^46c8a>t8RHKlnwR6K8UGds6CP(>~lQk$(+=Y^G{zR?|)oH&*$H`+j
zYM)zU&V?wr5KjwpUX?~$!k<0^QQUp|Kxv-QO&oIQnQSfKM}P3Bc}yWB{wHPhQx?U!
z`K=7fL<X2fr`|S~-(_mF_=sye_AME}!ezjot+r=Va)0)UV1K;Fv*5cZ<6dIx=(esP
zMXaIzQ;ZvLo7Y}dsa(BE)F(&s*C3zs9@S%N?AEXvi-ZR{SI6kDTP7~%Q=m_{<KfN8
zMyO#n+d{0RH=Ofob!@z{PUB`N?q;ku&xma3w9WYA{@JqWUd=HtvUbW{es$FEN?N40
zV}Fy0CTZrBxq0bv->OT?1x`}9IU>R8baDgDPgP7gWL#f$X&m6zr-Z1Ze!?SXkL1l)
z8)x5-O!H6C@boqKS$<g=5^9asWX{ETiJS^-w32&ixm&f&Ub>XwdV1&d;3+-pJ&|4Z
zS^B+7HDygJTb$Kld@rSxPU^=vQ>4=Dm07*|@}nV#rib`h%DFU6-qTDCLYgg2^MH~D
zzE3?A%?fO(u|{L(AHqI4Q)UvAToMSrROKmCbi0+k)gibh%I(nel*EFEIyR%jD>yg0
zTTz#;=JU#7$!<SdCx6Gyd&%dszLiQ1oj1`n432-4pJ4Rjc*HeVZpXcTaj_7@g+*<)
zUt9Kxl%SO8aK+c;i$yATpI2+n#kj-y8`R}><lVBKw%ti2FS4oZgLep9;d#zyM%JCN
zCw^3tLLQ9Xro72qXhRt7^pS+ROA{565#>*_Az?N#{OB2{tS+2TuRyileJY3)aPC!t
z*u~r0(Ip}B1hBE2JHrRwv@>%d@0j4l7l<UGqnK)(|8nwbG;>?)E`@R!!=Dgd+=Yha
zEGKc6lVy50@!L2sD04|bx>xUEwZiI*xj9D4mZs3<-AHf>Y=K}h3AFq!?cSru$hc;z
zwgdm80#XnCI#o=S6gZzqMfHLo^{EV#5mM(W_&ac7V0HLU5>aRwtO*6r!JGn%yAVu_
zGtCSIV&I%e;AdY&yAC<=<Wul-24cB&0jxForuuyGniTb{+cTkoIm}jvk65>gGoC`g
za-$LLH(A#e%SP5{u2SP2ywR@>N_VSiszd_2VsKo&2}EfXh@C1e5Ccxobily_1{2M}
zeE4#%otcc&>yf;RXm@U+*I=l6LK<vsfJt+^yL1z2CTm!nD|gRb<82FT%}m7VFaj(Y
zrPF})6T4;G2U#j!c!7T|{^6&}+1YM_z&a3L8^{oRC%|$~KlBzJN(Y0IrRgR|H{G2l
z%(MQ0pxIxv_#o@6Xog5%dJ!$;k3N6tLOBMg{BKw>yo*bNGa*tN|BJ5w2OqYAQ7zC(
zkKl*-bKoioisQl!r)I~aXtgMZMFKQ1K-5N=6_yQupt2!-;jC&LyTEqSs%z4eVr{m4
z`ej9D_q3wUD*BVA|3RHBMXn$x{iCFOUB&Trsagv$vm<r~A5C&A{bcuG)S6!jNjJ>t
z7xN>IS#?#zpIEIH=TnWG_yZf#Eg#8nzf4+pT9cRgG*NYuRe}an8XBj^va$Co{`52_
z>vE0Y%9&Z?3FD(Hy|_F@K~^s*X#Wj--=3%VUat4GlEF`5O&8A#mWgLZz#`cy!FX&L
zc=%Hwb$v102kA9)IGyCO;go*0z@Uga&Kp4gl2}I9rl-Maa1&xyJ@NSOfRg<j+($oa
zU&r%KyWCT>(BtIO3l}e`XY9hCuzs9hf@~igJa=QSEM#KJB92#mdyKMN%!&{U>jddd
z?Z+>5n3_~Sy%0EWI&}GHVp?h4tE%LrouL57irI5F)@_^181oGu43+ZYdZQ!4u(h}J
z_x=SA?HsOepj6KoPG72&CyfPG=zq?S>9fv^3zHd?8n1Yk<EBjYGhI#2S2z=8TA5yO
z-c1*_IK9;-@@UTxT9xG7C!=VkIjd3p_Q*bL_AkD^s8sR3y2!Vq7R7lk4+)A1E_1DG
zj{T<SIby3mQjoOX0$1|5F^ZczC4kv%1SKZH;<;0+Vs8FZQI(TJHY(R#>b06L<;lK(
zd_PiLqafi^W{f-D&&X$=wffqLC9}>$Q2ApXuUk`7_5xxvRj4y=m!I>DOf;m0UWk^f
zc2`p^ST3oFe4Q&xN<uH^#JDsoA4dz85nN_0#Z*BqAWf48%j`Ybq>5@ul*0F7t-uGO
z(^xkq2w2+URRK9;I4}U>DTrmb+$JSBhe#tzV8!_<=o$YDByECk25jrNa^r0>$l^7V
zx?Gw$gr^0gpp}~F1lJxa_t-%bmzI0Q2g%M!oGc}dZ%Jm_hRWU0D)I}X%rE*X^A$8t
z;fJvAmhJjSn>gY!6OFP}p?*g+lDl?Ud?QPzX-n*Q)`@Ji{Vu#E`C%e#uIqb^_)+V5
z)!+TJvF5jDl?>s}-H&B|xu6zSIl!zM&^^7#vkZ?`b>|V)xD|d;ARrNMo8;W$7jGS;
z2VSg-sSukO6vH<qb8I4M)Y1oV0!fH0HOwx=*vX(c70h7AV^PI(C{+;kWjmXE3Hl9e
zkSmne30bMdIH7}~qvp)zf-YkdLO|}2u}oQH7m8I1daGzFFb4?*X~vx=!50%_3eZEq
zPUjhFCun}N-n&$D`7pO=kdkr;3rfdp+7@8|yef%;rQo^%&T^djJRQJ*$(i~4)W*gc
z4vj=zM>p~~{F($te}Lp0=w5Pn@@Gf*=(N3pjcz}`(xO{)VU)SBN9RoC!B0z{7I$^a
zjExl#rSKsY!WHkPL-4({tL`>9<vz5za)A{liHK0wwJ)teceAs~p#zvE*(PJKVd)VF
zIxYubnT@_w9o(XC<x2_HS!KEv;GAN8uWfvF>5Tg<BVFlT#lHaNXj(52Sb!=&-@4C7
z-y<(6Z0f(1ItqHat&nx-<Qj0Z!A^p>TU!4wVC(oD4_>XWf@Sk!@S2G#&cFb-&CB2E
zfHfYt;xXK*wA8s3xPJ}#fISBqHKQ%V{;)N1Iw1LRY4zc$$8&q7yj%j|fC!fcc&Hy}
zOO9QxJW=w_4J^2W6?7~-J2+V7cZaaK!i&P_A58uXPwV(?;Yw8o?S#j@OAX)e=^CA}
ze)b$}<$NO<ICq!-xwmBKYZY`vy_4^x4@0zZZ0Gwu@B+=X31y0FM4Js+MhIuUpK(H}
z+i8mk`N{-$xK;)=Wh~v0iQ#Uwj|4QVJn0_T*uaVzc?{j!o4=g?^=T8MN^rms*5zS|
z3&RFN(1A<_03OMe&}6;h*swk<ydV42B`LuV{$cZo_Ef8v_rTAsbq(2(wl*EMTxHHe
zO)T-Ymb8Py#@#Lf5AR*@z%SuYN?#FxE&iTlMGTW=r2OcieQ&yy(;XSrm-Q{^{{rHl
zkar_gn^mu$w0Z4heK=3z*;H$Vd(xpdv-$r5)qU9yb;7|Xb(E{LUr|39=3cNh=HRH=
z2fHYLK-XcxiT)!YEP+Tb?hTDxfiL>%@W0*q`!Dd-qV4Sdn(eI`+#}nyE_oO83sHaO
zuc{X;7YFzyzxYjj^w+C0zjNbtgnVx1wEygaVZa-sZ)JLVaSw7L$^c}V5JJHLU1K?b
zgF-f)gN|uStEC>DjyiGiGyR^KlDPTsY-#<=?qLP?z$Zq<SHTrs&zFrkFVBb6jM(m2
zsflV7a;t{2rfuRIzm{>`29!c2kgPMUjd(kUZo@}L(tj$)UQxvK@t@@Kaum6rQIpQJ
zI;9kGQWwShT@Hiz1%yn?_<$LZMrtt1RWyY3gI#oA4fI9#tLOT>1}f{#m&A9E$Enjs
zQft#8l}R}4P*yBk*ZDqAJkfsXU@crI<ULu%PR4_dH%t_OBUBqygi7h4n2t?gvWip1
zOgMxE@I;cC+33WBEzY+FXX1P+jlwLR(}yJxlV!lc?3UwJrc8Isk%TzFw0e~=o&vt9
zw1`7xAu?8~=ocW79DHg{**9jXb_?iTqLg#sOou%QT#LIdkER%414jRDpuvy670rVJ
z%V96U6FEMzL_5N~hM-8%V1`=}w?-M6@u1pu+o6vvPn;n&#Ju$!77y|eGgkp;Td&Lx
zC$ARcSt7esNi8#NJc`}UcIxt>-3Xg)sl4tR*m8+J*))-E&%fav;mL=+T)uTB%!XVm
zHf1o!{oU=YL35(aoX7Dg@p5(uklBZ@%*;MxaP+hKP&2$kU?dV44LJZKEK^C7{L6VL
z<y1w|r7j5%2xEj#;nX2aagviwjIK=MCx4gd<@^j<d7We)0Wt(*%(H-X^NEz=)QAd5
zZ`9CXUb;u{TZj(GRz?HTbW1Z9=1RGs9L;l#GGq+P>H?+7UYTV&1g|eY_5hlL7v+0{
zwq?TBCB;BMEklt6fY1jz-VHQwZspQLSg};FCX+A*uxwCWw97Enu{NHfv6@$a&~mfu
z6V0IexBR4UiG@e%-|z+S*MnUjxFSC-wT?Pm7c;Uz!xo8^v--$hlmX@wcxYE~W5)+n
z(9+JrAU?8D<ve2@T_`A7$0@pGA}8QGgP$M;nk-t?)?X6kX>^duQ>1cO+>J?FtsR^J
zIj>g{6<^K&*qQBrDB9|wo)p?)^UL)`n*X^NfPS#!MwWcxmz@Khwg<$)haH|~*H<C`
z3>`i6yAK?NOy*4G_-*j=8@E;BU8c+PA?~|dR#&IBwb8`+r<uF_xsR6CvBmSP#XH3j
z=UtYcx$>$n=QJn%3q&X5nz2SZX0KmfQ45C2#$SGSC=Lm4JG$U~pQzgs^#e*hj^wKS
z^h;f6CXXbZ;kWxtYM2(4bW5LgyWLzr7^&8DXrGAo47c)9$qy@s79YW~`J90SoRM&p
z`5I`XNXvk4JqZ1Bw#D%QhBk)G!ki)0{JmDoU50Swpm0!eT_1Y%>mwFMu*kI8<_XK)
z_Ck}PfX12!6RJ(Sh2;r{QPV|k=Z6}c$U3B({>22}D#YuW8#}DCn0oDbC*a9qDxkqp
zsXcV`FkpYbH^B3h;!;+dlm{hT7q=Gq9$hMcsF>DG9$i>etqh*gs2@Lq>}<Mle#bA~
zQ~FM0Yv4I0p574mI~va{3z(O-yjIaR_AV41Lr7@Yq`PHV)Xmq9CpLRd@l$47mvr|L
zT60N3M`wzV#6nhh{aSX6*R#TqQ)7_)_$I4}^21cgGfEC8C$8$Ia$X`Ebkc{oE7j35
zd3{>JXs^E_fBprO+N?G@z0cmYxBcDtsgl$1(+_KFBGrpf<8+X-F1oqrwu(JznR8FK
zm8a08M0R=Ul80ViicitraQx`yrf+-}fk}T_W$Ewg1g$^8_{PMy%b_zi)*R{Yiy==c
z`Ay`<?D+30v&H_{n37(GzWiV&6a5B)sp!)a?=)xayR7bX8Tp`EpRMv0Z#~6O$tD^H
zhw#MEPRTJ{1rT%eKpy##_Ry<}#=iN}S(7~F?&^m9F=_gY9e91p_<r&CGYb=$tw#_k
z*URy0A;|G+<*4j$lA%#)*TsBOm~U+^&F!~A-0PEZJG|F^W~TAtR)Nbe+OH$~)ut`I
zMouhZT1$E8o;zMW@@P_PnK*tw)Cy7g*`|-ov>OU67ZFn9G=jsl{6+M_R3Sz602~%Y
z(s7=tA5s8nH3YoL>^W`<-r6B(za^{{nh_bp3E#jvvaq*RA7z-Ure{dDGKUVss-PU%
zD;Q~-1#AS(9HpBX(SpIOM|>xL(tPSJ6Z$`pA6W7uVSp4Jrvfp1{Hf=3IRKn4#Ace0
zbzrY;^TWW>|J}{!Q<FwRkiBTw9IDr~&)Nnqebm89tJ*jYkmt<jH-plCPX{rQ`!S07
z&R%#4-A*3GoyQ$9mh{bZ$wj@h%XE_!0~H6ovAD{+qjC(8(#0pIk>)PM>mrVBDZYK{
zZ<Hg!W}^9M#8}VMARvye_j|sMoml2frfwZ=Qb~)UwWVu_E_du5&X&#!^U!OXsh5;f
z?P&YyH_OxdZaHq^@zIE=<-VASOrlD>67B1{Q@;MTQtJt{HdZE*RW;d_0!BSR4ups;
zhlY}rHe;5FN?Fex!Uz-4#!g)xL=Ig7Q^lQlE_#(AYfnc#J1>kstbhl391z>t%rH9|
zzvgjt<0l%a^b>T11mmp0lq8)%{A{YQm}XQdkKIJV3pCk@)WR5RmtiiaI$M(>xRz~%
zF<aKAOX4Ah^K5oHM1~_Qfg!}+^#G-}J}|eP4aQFxP7t?GTOMd&(=~9ryPD*Zg$_F<
zT|enDyo@rev}A?JUjJw<j1SkwA^5I8<w3}P-Z5Hxvr4CtE)hlEG6GGS(fZujWHk@q
zCf!Q64D-J9RwnRVCm_pTty<9wdK?Aa1e+}Xzx{@T=H@U2{qLQd9QUmi@mEyecw9TH
z<Z2r{xAqD&tfMsJf=N3qA4DSgAFJfWXA$_ITec;WWh)9gSTXnZyV}n$t~qu7HE^vG
zTuB#t7G*H3++58ONf5t->{Qv(NRDki7l#)y$q#dPQ&Hf<@}rZO&6hqzSGYEqbC;`p
zv+qM>L7PWnu#jr({6EG#%|~H9>hF>{vHyD@R46le(bbS4GZbil+{)}Z&0aXo{)?Vb
zwKwQXUm#bdT}*T0k4g#TaiXhtxN9f@pUGsv6Vx$v%*0u5(2u}rI?r8MKG{>uzJoS{
zm8{xyp2*2RyWz+@gcbw+IH>-E>xAqXP=0JgBP>P19;MhTtLI;vq7}SCODkUS>%{e1
zq+>3oWI|ZB&izIMz&0U(diZ{|+tY)`5609ZmP<MjNe3<M1>XoRxBhd^;_t|#Q%cd*
zoF{YEttvKM&O3&y>J96uXLYLEZ+wZ~!499uTAu$Bz94t*=7!^XUl@5RYco9dq<B~Q
zjD%j;sADyugByIz?&95lfi?q~a!t*$_DGWF6T`kJIKtIaev3C;p>nC-px?FSIri_3
zGUJC<b+1=i=kxq{f=^%La;yblkweknPo;RDxD?D&t-L@wTnExzd|irnL0+x(0Ik0y
zRK3j$0BNRShXkuA@%SM-d|+23>_zAYEt8`VZVR}cYrsQzsV<Lh7KMa+FnE$@!at$S
z>_t~h*E&|JQ3Gm7&>vE__WDMHrehVXl+;vK==Ny^U`1^qv|PYow^Y20!-~Gz+w}DF
zn$yZ#%*usg$e)VOGm6F8QHe#Q#kzmi!w`GlN<##YwYY19XnWzfwDlk|JYSZEm3lK*
z0uL56D3hoTA~)Nq_<of%{K$>eO_AF9j=%0|sGdehc^#=JhK*OH*Wo6A;!oQ}+ZYGA
z^2=8>T|Q{4e)gqFdHsgd^OITMGnY%!G;5b$IMu^L$r^-TVt137DNVe!1x@W&KDMtR
z<$C&B*855w#ov|q&VRl*BHR~&gqOFTdHGC@?vrADNxlA;@TVI?#nbYFQv_4et8$MQ
zHzO`c?y3lXWIrf55b$zo>y5`zq*I~X(GLO>H8vkF+y3f1upSh?A-&V6EZ!x2cm3)S
z=A&FS2K>#Ax|inud$uNWp`%-|ci&DGm>^}r8^crQA1>*hp5Gt++@xQ6D4_&oq-~#Z
z)bUbQ-1d3U^DAcM^;2Dy8wWW&^LC}ksmjGPE(fX;e;S0QbI)Di&%aLy^gx|F`aBK)
zw|kUQXu7@+3^woJ&ScsBL20({7mq834ZitV`Y+I9%*=SuSXZt?^X^!opPM4yyddK6
zqO4~s_WE>b`P&}1ug%Dg<@{wW&j7kg#M0^bPvn1rM*2;`*v`AG&)4pTJi(IDCI_!o
zW<?GB8vhuk8R~!KP3hm!7Gb@?nMmELFcf)8<WyJT^Oz*$KTcPQDvpz$)c><8<L<4i
zk$o~smcMxVS+wkvkFNg|*?yN!a5yxdCGjTdnX~;Sr+w|%rR5}*?0b7%6~h-x9JKr<
zuP16m+%Nu?+F2MtIVF6)Yr~8E`Dw1n;rZ4JC$e(&Zy!cz+skd74LiD}=73%PvFQje
zIuU<e;!nejX~lhW%ozzei5~XxBNGdFn0O$j?=UQE%?i3Nl`}$0x^M{ghcKTbsl|jN
zX%}&tP+Fu87Cq;xBu6_B*Ax>?%ozX|KvBR9JrY!&Q)w3HQXXyl^9AFYXyI|s3)Y^p
ze0Iv*DA2Li&6M@#5+NnmY}7%!tByQoVP@D%#7Ihb+~XvS(-EAhpz=wv-XN=}bgDVL
zdlR{p=kod75M-U=ec{^UW2Ygr!2+Eo?z$IiG<-}iO@FXalF?ms?ctXGvv_<N#oU3&
zJK@7Rfe=Jdod66ypE~vq;ITeV;?tyH0h&D_!@TUm2qb2tF9XxqcA6Kq)tE^%LzS3t
z6j3~MfQTiL#EijMe`*9c0>N^>Y-AJ@gMmVD1}q{rX4Hqr7Dtl6Xo-&E8XHx3z@omV
zFnW@gB|x(TW#(hBmQoH)k{?y3m^md|#}AfKsr$2Y9o~?N5=mfwKs8Rd#^shqaNobc
zk}$|hNjDU|Bv|uWQT=rE`%9h|{3>^z2=n;wRZX8w-k4}aE<c@?@cu8r--27s6CLXr
zb8)%VhLfXdZ#wpZt;>WVoboXFl>9goO4V?7mHiwEN3>-9$Fyru|7QVY?jpVK=sNXl
z><N6qEH#CFPeBW&)xyHz(q6bfD7M=>$Vvv`Ze}<%F7sNe|3=1MnaIAFIoHqHc4n}D
zfd=kkgf78A&#RmVF`(Nd`LoxJe%RKJ@|MC7ovu8UtNvVU!=?DQb)nu|=+pe<;FmJz
zw_W{{7WhINtCWYD20cs7f40+d!mF~98CQ-Ye}K?kH*dM68@nU>QOs>Sv!4I5RlOkp
z8DJOxE-f-u54^DkVk4WZ$u^tz7;5rET{)XH;uw}8EFo<jsvcN#_vg7ZqESGlt%RWm
z&?cyn8j2cnrbQ-wY;$c)^9lu(@N}?O#m-z(7p9-w3m0T_0$}SlGOgz~?XV#1G#%7>
zK<bnUcb|F71@fiQf<S1Ztln;=GrmB=BfOp;QBhSbrLePxBRIRqLaxiBUm{alOJA?A
zE!#()O<7@=F9ud^-WZL3`va-)w`q8GUB_ErP3oKZi2J>q07_}A-}jq^59co!Wovqq
zzb;&6d}WwW#-BE&oX*P|yGNjgJv(_@RCrPMS|_=oVp}aNzxlglY&c63m(bO<Z9y%$
z$$J%aXm1($EI)oHC<9n?92M49a~C3~Y`se##Z#ZB8jW=;OW!`9@z&%ZnWXWa%AtIZ
z8bV#ml3AO2G>!4UCAdM1q*7+&#M0K$Lf+IHn5t##BSSmBsgc3OxlOy1kkjk|6+$ci
zUqChT_lRJyU>`}apE#s|fea)c>JcqyeB|>Ev-+NK9wo2Hr}I!Hk7|l~Z1<W6_$Lep
z@TeV%TRRmckv`e4^qX@p+IL-sPCD9k{`Y%vbqk~>^s^3^>%Y?vTT~Z%pGQck={hu6
z53J0lUVbC9Fw4kZl3dDh)7`$idHE$#_3UWOL}R&2#U`(St=Ma)KaceXS47LoCRo{1
zA6`qy@SQE?qr_aAD!Y3{@9d$(_m0EJ7<b#~>dCdo-4~y|mYOq!@BX}Qcpk0qx*8-f
zSo0=P;e?u*o9PSgzrefH;(+UE4`K!%yhwC7s#h$Y5K7kTO!w^z<@i&EaeYrCU^6~V
zausa{23J389~OOW+ES)h3#0Jenl+fNhdy@NSNk=-UyVbLT)aHrL3@;<>~$4ntnXX@
zF5L%TI{#qni;I4%?>jXv-C7Wsa){;lCsCtxUlOX8xAjBMUZLoG=sf1!Rq_PJkJP<O
z-JBkydp&z$Buv8i?`~TCrY`$F2UY0)PPsaiQd*j02=C?UynsTr*_WOH#infAfDMbR
zEUITgrlfl<EN_KI2{E5JPC6WZs3d;FLEY?q3c95qGru)>013T)p+!v1gtL$|a=>)e
zuusRTt&ZnON-G0(^yPd8vJ^di!;==9<k%LqhGo=mSUaGP#}XtrnLBH?*4XV{g*9WK
z=$$o0DONTu_=0!JO(R;;GCec<wTSYsbMrs%bmB6m1`_bl!k+RKn&nwbxSRM|%HrcS
zx>xsLZMGxJ<zdh2&p@?bJj8zi3D{ybc6e~n-9-mcdr$b~R+4ct|1Z(hxUSu*HRW`j
zI~HZL?Yf<r5yp2qk=N6&?A0AJ{o)n!8g06JKz)_sMFQ7gS=JTi<evYgn@{=pD&ghr
z=MQ2wk^>zB?Cxtv6_?Tb)_LySOFSt{y(KQ#8$=NcCLfz;*VE6-k4Y}U)m0bp$zg6q
z9*s0?Aa%YZYM`1A=byUhmOWC5a9~E3&R5$i3Y80%t0d7#Y{AkrGqK*o1{`9Gls@LQ
zKQ{^Na$))~pzOxyAuL1mFe=IdGhj;;TN<xcytTn{zO7jwe5(wO(Qla6dQNfXNQ&9B
z`|MnFBFDUjB_^6LZ!ct7i-q)_YzrZuuGLgBk&g2YMrtNC-F;y0E^2^jdUYnKEbdVC
zfG!Bgy@UAg-;_&P8{%q{TFj{kzlj2DO%ULlJVOXbzfWB^Cdh)J3%e0cI15G<aR$93
z3vGM8mkcNg-Cc(=J2apA6>U2N%-?ANisNm~MCkTAW*{99T_R5)#tjrHNd;n<zUjGU
z2rvZffrZl0I%dLPpn|~zit^bxLUd1#GYt#whw<i)2!XU>GZbqWGlgo|fBB;J$)<3(
z42?L?QatIjch01SdwsTFXXZ~8P?FcsVLJ)J{<y}HvaRIDi#E^sA<!BnY~!R}Xdx}w
zutH{OZahKP(}gyPftX)TjU2*BigSOVAV3MM@&9=QpasaY@O!?vb-i$#oA%Ea=l9{~
zzORCXh~u{m*^VA07z973w4@F#)GvZFt;|&p{rszLv0tS6gGz^DUzJo}kZxwFIXqx?
zAvq}&h49TzqNEKlLFY09;{+jEj&N03ci1rCB>A$DL-8Zf#6So30vMX#Q9E!aq8s)}
zs1X<FP)o_WM!UBlYRE8$t<UjHu!dPqQByi;1gjA9=T67pJ0AGe;5r^3&i=UC69+Gy
zUjc!$h5y7{M`5Tq9MKkJcY)0p$+1{Y#+q}3_T{wXH?b~nD7QM|+J!k%JxTR*!nCsk
zn6YKMd%=_*@%#4lug1!LNk1Rj8wS7f{FK5Oc#+p?@^&Zyk(be^|L57<Uu$XhWPR-Q
z!wcy@`a%U*uHB~S?huF{l|*nnk`|XZm**ab#)U5D&h&>GdH-Zk!Md|m(w6uSgP$Qr
z+{4#-F<A>d0<EkE=QE?3o7*&!la@}w?wmB`=Usq!mf9*`5yJd}Rd{hhCqb>OQ`bR@
zPvP|F&?KMW>x6Ft^zgfERrqrWXM4jpW(Lguk9Mc3eGWX8z)_~-sok;H$!5sp!G<f=
z-X-<r&;R5)V29zJ9c@}N9l|;Vt(bE65Q#3+)wzS@J9Wagldu9~VX0g7YAr=Lo&l9e
z<|L(Mceku&m5)~sHWxOLm1Q>I<H)i+a!YDQ(aLXKc5#2_*`x2=(}O%*F1mj0^%OgE
z5xdiRhf{y-kIj`!IE^bex2k=-$Pcf+DF5fR+Kw*PI*li#jII0W{MVNLS$3rqdB?TA
zoi7xb+%AsSu^kN<ujSQS4RL(E(sVdK=~otKda7pLQ6;j5b2j%RA4!qW{QHT5>Bd`@
z1DaH9b@;k>&-zqTVM2IZ+2rG<m+}uR*Mo-rTGFEn&N!S&u`NHQxy03+UG~fNqhEv4
z9y}tW_1-+R;+ot`aJWGnd3zpKG$I*Yt7p?K&{Fg46xS`PNBigPYkyCQT^!y=)PJj{
zBp<`^o24@&U>z5Am(E#GLjvF6c{Z#KS=Cgu5qR(|BO&?k12Yr{QRssFm;+?)3(nfG
zC=eQ1cBQLVpUvuXglXK>?nPjv;)nPW`T6!kP%8`u%}Gw~4$iFw!W+TTNRo`<$k!n-
z7vUbj9VO0!{K$&}yvAmi2yU86_5W5Pvw#WV(@PbxLV%>a1?7w;L!*5pA;jERkQvl^
zHg5#vx^CMJX;2$wQB1&5h5^B0`?Rgqsd6$h%>Edo-7-{{AttyBtQ@ClDo6;>XqnCk
zgHE9NiSv_veS#Gajl7bl_ucW6H5xJc;^p$C={#%8_|a9xgDqwr`^8N)RD<m9%I&j$
z{<)?#AZi*hU%;_6+RO@iTHtqp`EtqTpk$>KSSM)LOuno?BzIZY!ApH!(Ipt#sqR{2
zn&Z(MLB0{HuIKL9!8{n_6lzeD*=LFISsWMe4k89S>WbDSQEV&km0)O=1ng}`T?G6Q
z63Z+jIs{5Sx8EixX1>`SLnzA=hjsUTAsqGav%fb{grqlHlMi?j5#neulQH}uF-+!y
ztt%xNGv)~XLm0T*>&UlQr`3<U`<2w?e$;9-^?ma1qah(G3$x8d&r*D}y50)=4J()4
z`g%4}W>w=>vvA(G(PZp)eBv4{M1IF}JiCQS{Q-Z%_bCi@=yr5O$XHn$ss+oOrwbx!
zkeXQPayOG%c2uqoCQo!!eV8;t!BaCY7e8!L0cQ(}$<q#|?~FJL&>VotLV#Ofd2p!S
z!~5$*=$7D85CR885r8`hroc^MGR4{XR2-UOi|Yb$TSR~b%XFfm12^#{KJp}x;7I54
zG@&jtrLZLQjM&ie-^CeczhGs=gYMES<@{w=!+(#gL;eHR7~VPlEi5LNQ)nH`GsGKE
z<UXv-a;q(NSiyemHHsTT!@3d(uBc$WkeS-Al@*qv>>&Vr>Gc0Eci}v6K<M=^_N~7Q
zZD32kd(t<y^ndqI!JU|R{!}s0Y6sc42a>cFUEPyY7hS)q>zi2tR#(CrH_5Hk=b;nV
z>e2>^5mRd2Z&1*^!;p06)acz383w?ui_nGJNz5{MQ~&hj+8vt(Uj|hiZ^nn=aQ<85
z1lz%Hn@K(XwF8zV_TVA3^DsfSe5qb{wH(RyfwSx3WKSP)a(QH2-DzQf)An)U#4d-N
zFqLQJBAqUFaLTD}FmHjAdZ5AnqU&NEJm>qEZ4c7rW<Xmm8~KGH^7WiWVK2Q>wJINO
zTUz=s#jAnXADA?c@)PZ!jyuCGFOnO;PhP0{uAkzD8s>guYt}Lv8?tB74Iwct2U&Vw
z{|R6Gty^;K(}`#!H-OT5U+mrXIh~w<<Dp9_zkVHaJgFn}n&f+yqIROS%$kyJEl|E`
zzkpOtx)?Xx!TV{;*PxlQx3OUcuni4AnUVwq==}Pj6pO1d)JPNOZUWYD6B})EurF?y
zcTQGP<U>lMbjvO<vQa;nD3-F&Da@KdA=Id-hEA%hl7B%<X-XNaW$Ls+x4duKU72aR
zY@M)*f1iW{_q({Oh*bOt*DLlfCU%6yqDGE3F6MJ*cFa`@97tWowMtv87U4myGsj(G
zIQnMVwBRU{vBNn>e55&**QsgmENYAv=tZ$?t1AeS3gFjT)k*YD{D5jrcidwCjTpio
zdD0Nw0D9*aAam|zw_mY{v+QE2n@(^2+m2+n-})CAwxIlU!!eGwq@Qb7Y|`sa@`KB1
zjwZQ3amXZ9S_v<Lcu*Vphwe}rmj><L<GR_=`wcQ1o&drdo8do9Ov~gdpFjf;Jn|Fu
z4&L#!D<hqkzc~s9mY%`ovIWfF>aINe-ax+k*mLl;og&1Lt&6wzB77QLqU{0&S*OLv
z9o$DRB`#ez5}l?3@~%1VwEJ)qU7bn$j5N1PHTb5U7K3ta8{AT!OG$wF>VADRMYzti
zVm2sw^vWM_^3Nz{O&%$BA;#_1=DrvWXO5Cm=JOm5Ky&|CWMv)$mg~%vsi%VtVDeCk
zgSDW8i#*LTe$y(8YR~hQ=H^uvpJv;uc8#zK<y>W%*-^|5O^uv6a{^@^sBIfdng><Z
zsrN=^JYt0<3RcfZ(@y&y%3o|kbeROiW%Me+p1evT+Bn8|@A}aJ=iA>)R|+y4ua<r=
zlV+jzidu_P1&&;A=Mb}+3#)Z%ahC)nwG5ZDq70dGkvkLV$xV<KODSly4$YVoLv0y4
z2JG0<(X~qAe+XL(uo-di$A!g>3C<vAUt}uFUCnR}zhU=dglgfiVDl^nY`JPW`qAjd
z*_Ok|*-E-oYef?4K)7-CqTY9;IO7H!cU}Ja5Bck82P<p_CaSyEBIN=>*3Rj8X)|4V
zr|1{$ez1-1NcG^eedWlBqL#W_H|fVA-)h}bPGsTV-|E+<><=a9iptKmjji03PVS0v
z!+c5YSBl^E!k1MX0uj7;m`gf_mXt#F;}n~cs0?Bp6Vz7{O{DB8bVwOgeGK9C7A{p8
z%%Ii0inmGxjTJO#c_-3IeRL}=gaa&r5O<n;YQV!21Qb>Y$r9T>lcO}3o**-54=@Ql
zRy9@KIyYW<5O4d@rV`f<%WKt$7RlGb13oyV^CQ&Yy=QrZHWXgjZ*}uOG=Sf}P^CiU
zza%@6@=?V(5x(S7WaQ}LtczlT3+aBj*#eFGOF?>A7a`0Hmf6bSTLo!dGvN15ldSi6
z7BpcR5@xPUcR<ICJu?&5rVI8WO1L~AYX@g`^biZ=k%PV29KOSvpwy%#4CbPh_Ji#P
zAFu`uzU6jUF+^FNhz;x!s3ny)7Y?SzxR|oVJXJp)MkOm;$ma~i)1Q{MYKS~TH)nY1
zHoj685Bl_VhFmLR`lceRO%uuOT6A?H``^$Q*VSRgt10KoS4;m3;M%M#kEqXm8B$WU
z-ETEma2-846!2$MFUGf~*JzL-oyZUh+%^X*idx`$Y9{b3=6>Pcl^;$g_71=O_2@=s
z7m6wWpeH+(4+I<lI14lv)cr1$tK7NDbu9*WPVoUAs+IMxA8Ud+PLuO@9LNooNPmji
zfj8Es>Zfn~L%6kgFx%4oJn|}-Gtaob$Yiyw7kZEwd?lDiC3HZ?3R8Ek!>qhuOJ)7t
zFDG7Z7JiTSucYHgXSv*a2B(y%#~Lb9uyBvFlOvRu6(0iVmXFTvvC{{2*LC)o%FHL}
z0~A?$<+oV&2ZNKzm#eVxw|PFZOL&y2hQ{rNMH(612AHMhSi@8G$*VEd;j;NPKV%k)
zhTPIWs58a2ZExQ@TH~7!c>sL(-ZQw-6?Xcu+33?BUmuIl*G_rah7_E(TnQg0-{U45
z>|ovNgO;y;U051kG+pobo@P;dF?gDZTuGI`0WIbpn{Rxg*Sz_A0;F~={B+}wep#E-
zzl<Nwy7@dh=KDpHb+X~Rm(R5gO#H`AWHNX*_DWQe837#!YL+b;(8xd}jo(H&Au?%K
z!59p~a7U(Q_+BD2hEPCWK!SLv#R@E`>W-+^byUN9svlxGulKB6Sc^D`5v)YXa1?xX
zNY4CQ89W5}1|l<rh1_$qqO_a%m6!JkEsiy}3LMl@%zT(C{P-XS`<(K|A$H8`NxeZ|
ztT>mZQ^+!Se8<hI5A~i5e3HK<9n3F|w(rfQIFHGc-cic?zK*_njiqI1au9cQ2hw@s
zY3A~gmmN=Ve$aA6i(*r5IoWCI#hDq@?p{Tikb`Hv#gUo!Ow^gXz||Ue!i4t{UC!5{
z;PK7d&h4Fr&Z&t535o~)1g0FV-1hz}eJuG{j7OakR?mMi+thZQY=4;@IY*SIc;6L0
zVobjuG}w*wdNTu{Rs1^CZ`p2o6(%-f!#DicWHWT1i>`~$@+X7dmy<W{G0lt4<Xiu#
z{Xe44JDlqO|NrOMWF&`>nR$qeb7VwR#yRFW_MXW(MrMh|K~X1rJ0as79DA=Qqho|{
z93$Z^WQK?oso$&5_mAJ@I*O~V4o=T;f86i4drtgQ2~x0*_>|XFP55YPClj{+d57+C
z=YJVIDFGc|yC}M9Mk~Tk&)Su#A@_2nV!BsTQMzPFWpw{kG1+qqrSN1BN9rem&{GU7
ztTqf`yi@D#(W5Me>h4ZCWPe4$+0V|7Leq+J(PS>=k_f?sIW}wh+(|9@!XS{_N4PKH
z*M_34M{lR>tT`+?{X3dYgv*J#*PQ#3RjYL==QnwFHcBk8j`z&>2%2XN%xx(Vqc#r|
z6X4AdTL$VQ5S;aeL{;6D6oZMDdsqn1`$@+Euz?vXMJN%&x+WbD>=9yY&i^T}tK|xs
zDdXX~!W+OEv6R?|3u1<()9GHNTDpPQ_c1|<dO(tnn9bY?DOeQL8v)6Js6o1008v4<
zxC(Te#0QeVBV90zARymiS+9H@tX{A}<-%G7T?dJcsTv`)H|}dg4?$PQScPT#t3Znc
zewJV#0BwTPo66^eHd;D>-4&7FmIKQID*bCD)Y<q?ELllM!oKB+iX`p05Vl>tHXNUM
zo_2*o%GhUG>{0c+qCL};hDdBtK6Q4_Y{hwU6E!TZEmbU&5vtxxE!uUoZ5J9pHx^$*
z^3=Q<U`-<*Rj&^se2lLz;Z06ZgjzNyDq4^TyDI1vBSDfSeTbM8&oF1gXX>vO!9cwT
zvx{kvE+mqJt|7n2lOlBn>6<-_WCSz_GD#1pm+1RktbxXUDJlC_%WkIA<WhW#DZPkT
zC0-IXMW{qCudX&y^}_}(b{q;X`H`y}we9+J@50w?hIT8@m~8!|DBPaiR5oD}tYI1$
zpxh5BmDN&CEQ&G)K$vruxTVx6iX<3+1*KOS$bOq3%ap$KA`C#Y0lkO+S`PJb&=4RS
zq979?TZn7)NR9RZQ6M=aKn53v%EG#sVIEP&y3E+?&=7s4bD3$7qGUjJXe$A6avC~J
zPt*i<^G_LI1}IKvgYX+YOH$XdC?V&ZS&CQ~xqGQLbgQe2DZtnJ%A6|UBwq0%ynvWE
zV4QRApQnqd{e^fay9O_6S@xqS$rUzbVR#XDF?#FTr95ryK(~NpiWMp5D&8;TszTy?
zH<9rec{42embp&)PC6*2N&#5#AI}p@=R(+D?O4*mPbv;bMDy0t**qhLB0zHg_aOe;
z1rlf?MMOy}w5cGc6EOSkNKWj@gKV?@YJV&j>$|A>g)Bpx3Qcn|xi7<93t?OR-9U^|
z>fJ>*mTA^j`@rgIZzQu)jL)V*gS2=A)-g_se%fCVT`QB`9R%}3EH>N?Cwt3cVYL(l
z?gE-u_c(?--kL{bT(SsWA++fgbzQIRi+Kv!3<G}n4uH^KTDkxk{*EkNg@EC+JI(2j
z8>}o=8ML>MdfC~J8|;+_BwAd)nt_BjZ%grxC`7$x7^uE0I~=#ORI%VJ{Sq84@iO-0
ztCm%Z<-_RzL?ia~`ZQ+c^Rr`n0~Ex+G`L>Q@m!fNF8-(F7+zf!=cHtN9TNh4IEN-`
z9IhJ+<u`rbnNo)EM7J$c>0^?E@Jb;#O!y#k4Hk5koTlOxGYxTLT;S69j8RT(bo2jk
z|DaGw$Z6%raucjBz%K2um|1`{dpF>#>}xm0(PYrjz=)E_a+RpV12?bC<&(w-x{O&q
zY_0A`4GRQLW+3@UdGV#4VD0?wcejziYJL?Cm!ZMj%pv1irT)f>qc|}RlKAPD82cVY
z#urpsXb!+cKO0KNrD0co99B9Tqh%ko>fC?1Q?R|`i-k!!JgC)0khi#J4c;R>BE&X*
zQ!-Xxw|)24N(>i%>Xdq(-67=7z0HTRR&1KK6Yk&Y3NI*hudAr{Tt<dz!7t>?7wDSW
z5==r#nYzplGv8KYryEY|zxubB8SES^pO^81ReycqA~-fJgMMRiQ7>cO{*nCN1+3}?
zW5bJ#i<7VT!k?M`iSm@b=yKr>?_kkX16Dp$YLM7wQC1k<uLJ0&0qUi)l>uItk;(x5
zRn>@&sAnPpm$MpNmqvC1rShl|E#4>zQ=qZ;XUT~LQ}c^QZs`Ui-5Z3h;<Vruk)}0A
ze62*xma})lBk5-nqS<VFdoz)ddr;NjcpxV%gic9p`U1HuARy`*!O6PlcK2WB7HYam
zTx0P75;^go&zg`Y9^(w^;RF{NF?e|=K4ycumV+NQP^67E5YayKEmb0JvR6f98KUC%
zOjOFy>LrbPHGAw6s5@>_Bl7AJAP;iqit!|_>?Qi?<7d`=8HV-r07-2MHM#vgN!f52
zl@~Do_)GcJ3s(EnOeTt!JjLU&fA?RIw!Zq7+E3;Y*AK5~TaRTgFbgb`q`VTmxqhv`
z%|j9z6{z~;aEE!1uJJ7-2TJgX<mn#zMQfstyM4Q5;`*7ZOHql3{H;!&fh5j1O?<Un
zAE00f5<|?`xIr1C3_Y*`(9)HJ&ckvf@FoPLVpRdBkf7`UMcM~ctX?2!c7SstSX<E2
z(-jWE!vGJ!AY=jW$0%|To0^%-BwMgIB2d7vnqkHv1#x1%xmLJhd8@Ih9W7uhL$j1!
z_l>Z7K5@^4-EoA?ZqP@=6*-V9^L!xmlXJaMFL|J>w6PiZqXxcHh1muUCN}EzK?sMV
zW69doagHH-&ME=9O}!eVDtc0xm7qoCO!scQ0o3!HVHeDTO$qSoUdM1i0f!a@)N7<U
z4k+T53Qzhc8cdktr=fId2*Py?;AI&RC<!3Wn{^@D2@ct&uqG|W=U3Q#-SA0a(o05k
zWW72ff_H9eN3E{Uw|0ETtL+(2np0<0VMeU}Jwe8DqWUMN@Y%rB7WA}74<0RN{Ny8)
zm(RB=!kOI(uq3IDi19^-lNRxqB0!Z9Nxxg{#)i~FA#f=D%aAVF5t$IZ0zixR0lfE@
z0XYs$Md_Xa!Z1KqCmsbH@lpD~`5Fl<qQEp7V7bed;4)cF%s9iVGyB$6I3sPLHrt9O
zrqOe@rCFZNtRKG)J!!L_9mB}hv});60pc$mHwtm~QSly`%mK2H`_^n|?$E-~mFyqD
zAusD5ts+-h$NMD$P4{yIp>#TNQds%(wp?Ie&HV~FHO*~USK_rp#6hWdj_5I|l#iZF
zq@(ieqB_>!zLR_XA16RAavap5J)MlG<;|TKh5ouH$hTm7vIcR|Z*JE=DGe%fIY`-$
z7qo6LUy`H^v0c`OfDOZjOW#1Zyj-&$Sbs&~FENJIKaJ!$Briv);tC!?zFJP~a#ewD
zVfjAYZPo<lD=>8-_GtMV7W7}!guD{5V)O=YmT;=v3zN^2GIpAZ*#|Y5EJuS-hya#>
zEvt`$SLSkTh)gv=bK>mx;a|6Yx&E4L_oUYs{zp!Rp#>Qr^xxTT7#X=BfTHdI3|h9O
zuB%U80dLpUFkqOw#!~w8;pV+oltA0dQ-_BX?U4}M^ZsF~Lr{%B+^*U=-mH;zzaGE(
z#ZSv_$x1U<Qc;@g<PU?}2Lf07wKPQ9)>J~NFvo*;rO=_A&5&mKsE);z2x|LRF{V*S
zFD>R6O$L1SmL)A9Yj3xT!NTW?2oSffx`vRT^D+iqkQy;T?UFd#6?pF+ks`Ov*g}U8
z&5(Ww)maij{_<o<+c4$qMsmhg$-MF5A045-n2%RcHBOs=ool-gVpMLItVwMy5^ik~
z4x&v&P@{X*Ngl5uvfaDpVL=HcTH6e1H(F66o~|w(^=BeOvSd=PJ&Bl_d2qF2H1pzh
z?D_qMX9~5{w7;MST$cJx={B2Azo}O)t&vM-XQev4IPG#9M2NJ$H*e28jTPZ@d}*Mj
z5_Z8)RGG;<qCoWOy{fgfs#~u1IQEo7Vcm+{h$6}M^qDA&*NdoCFQISx#-85OM{G~H
zMS@Ll+N!-HE<DX+M*Nv*|1QJeShHpG8&$(1A?P2&XrV;GzNxGH3%cF=LraKL$*9_y
zH}Az8W932VW`9ekiV#De3UN=9;QKOU*l9s%sn~BHH-G`9asdw}tDVynWH2#j!?5@(
zFgk@fgg>v#6}&{x%qtgSBCES%RcBzPjFS8+{oE!GpQrE&=y40^3WX=hOH=#=F%>Qd
z0A$hCUr;E`Cx6z|91}d%z+`hw{bf4AR2<IFzEl#pYU6fK&GzEbyrYD4bpZRLjDDZ#
z5%wbKYYJg0Z@w^yG<|Qyo27qs@LVrw0lZy@C5<np;iCb)!av7Y%TpH&MWxao0f?*`
zipXMpz#Tou@t(=@QySBEBS<h78ZaJwgHt{w&6cL<$W5s;-xG`~Y)k)hymTYKYno&X
zP5U`xx8Xfi^n_<s_P4L%^1GNn_O}vly;RTo8T@b~R=YIH`C$K8$)O_ZR@0}COnjFj
zSBtLL?uV@Tk6bd&@31PmjNM4!H}qokHh#{vtLT(eCG#=vUdYeMl^AWzl8}f##!Zz{
z6xMrt%iK}j=!-_hA3Ml=(F?GVJ>~Sh<!#nKg3ZAIDrSOk30LM<d;ptjLXBrXf`_D;
z!mpO;n@j6!*gHLfy?OXPrP*8kh&-Yyu#Nt_D)_8DV_)q?!0}|+;R#7pb5hMry=*{i
zil<nFtgJTPd1pyVec|q@uYrQMhVplE_06a51I6zxC*%*{gI5&<LTlT`=ljDG)g^dU
z1}b&FRWo|E#buN3^i@(So!=S!@y)cyK4!q94MX~?nA%=Gd}xRJ%82bP>lgbx{k<C5
zs@ZsS17_%8b|@4g!PNo%H5%~++oiszFYQC5Z_f38X`HsDD|Q=5L@DE$9UOF3Fra1X
zOXC=VYQ9`0ICtFehVBY=jvg<&i_m4lgv_R9(LDjF14EaT8=-*NG_C|^l*W59mlT0t
zHgD=c-^KOMW@hQc@pcNCY-sZftriv;`x)OnbD4DOtX?+*_ssO&`c$<RKqYhDP;0>&
zS%}Vd=IXe!ZYcEh3#2Wi2g`l=k)d5ITyFmm`%E%yYr`eoA)=5Y?4S%gzG8jP($+mi
z(EC1FurQ!W1yCh{Dkd%nkJFT@5CBKQz@AJPG4qvVmZX^|SQTk;T{gXp;z^^JLhQTY
zL^t$xMTe?xCL`%*%k(6SLvN~_ymbQH>s+ew_4#yhL*!<t!38{__bFXsMg>X8%&;mv
zwS4~O@Z#z6^}iqy9|<ZM-}c~@N}4r*Nb9zLwD+<Tu;x@g0h%WNZC?V!U0pWWU43Z`
zs1fKD769_1Zt8fXDp2qU$X6y~^a)pBjg3cO0B|%S4{G#IgQbHS1))$}BT(`NTn(T=
zb08E7YRpYcN8v#SfX?;SSR44fP9rGKr!X5l#BRkE`eK3r%BK0fFW3>|iYS$ut2r_o
z|0>5rKOEfk>ZlC-eU$E1MvJJPb(TenWY-0&J)6v48cv&>rKbGUrIF=4>VcocnVDl+
zcD}g<S40)N?yR)!MI!!Qv%p|@!$d2Q@oD4ef~O^^!*^T{c97zg6p<Tq40snZloROb
z3rGOA?w>V??%yNBd|0P(mKmjcZa)5#$+emC@esC$ax2TqM%rj{&*Q*XNYGt5s06#F
z6>UOSAnis|t)XxNf@7kuTWH7J(q>*ySk+oOMnImL{9^Ncubdu4a2Rj<<a5M5rkZ}0
z_ie%$+#lM6F+!L1(_UG4#*oH4)*(?>Y=}4JCQG3Cf=+aOlY*X}T5ZyNscVRfj%PxG
zdh5aO|L%NO$=xorMRi7!gN{61+lvdzC1~ho@Q09HBNl<LTGRcsm$`GKw&D5Sw~+18
z#`wMeAnp#jJf)q|$mpEqtJEeOgzi3(epS6VCBM;=UW2qE4t;nsriqIGh5_+yM%=E3
zTHF8G)f*&PUE&-cD2Zp(_+ZpkekdS4GcVlY7S(lF)>$^HLDB#$L;*`&cN|nlA$jI>
z=_xZIMj*O=q1BYc;kB9wf!Z^I?`fBXK}LPfiJ+>o@eKRm{-Bi2^T9#vR|nRTfL`^c
zMk5Is0nZ`jO^kmP-{t)4E(Tw+X&+`5Lu+cfKTE_u&0MWZh*b?joiF@Ec=|HGiQ0GW
z3Y=bvT!c4{>wz9m<qFD5!s2vjv<reSZo}1bW&GcBxdfTN&NNjU>u38s6XZ;=@8t)H
zbyY{cL*3_*><-S8JAHMreXiQYIwS?(gE9N1H)n=``@`xc6R`437Lj)g>!x{=<W%Zq
z6LjFh(4`(lqIJ?CZqehFVDm6s$BOSJ-8hp{hvl0OIb9ZVfk70BK%ZK>!b@OIWy^k$
z7YM9BIHx<<RW!5W9)fq)r{R|dJOQ_?(YQ!Pr3G&vCW$RS4||Inb`~kbo`{{%Kj6)`
zC>U6m^C?wdt$Wk#HCM}fe=hpv7a19TUfEmjBkE-!5Ht$(^zmy`-!QRgxoJ;Si-h*;
z@q%IB3Y(|zQewJCdFx1<-OC>(Ktr?H+iij6c0WK?mp><5554k&=Vs|d41SUFd1DfL
zh4#X?ur#cq7xasW+E}QQnYyFs^~sm@)9H81e$uCR!9$&|Ggm90TAvhv9V~`0mh(;%
znSHJ^#8<2BIoZebQI=Ab06ib{TW%SgYI?KhwO?^<EH}kK-zdT|5V4f;?)p%giSmi{
z=w)rPpfdityreFz`+8z}MLz@>QMYn_FoaOeuy7A9Z8?**D*30~NqQy$jofLb+5m<?
zg2xE+s4)(23vTS4dSx2m(;Ay=DQ9A7RJ3SFO)i7&Gm1V1=~_bQXGs$93s9!IT+Jdu
zNsB<JQHg|LT9vzp0Y7)#Jg;c-Uh_K9eVfogO?@&ugPAcpG#>Jxf6!&qS^cJx=?7@a
zK>Mlk_V|gF8D#T85Y)VFrn{_PiQnC3$~xe%i;+N|Jr{4?3V;2K#dc7nsn_zdxq}}`
z^1}=_!9|{P!V#f6Pw_Pj5sDF;W;D@822k~RP$SY`4@koDXNAD@8UQinUyRm`9zY0e
z=!=2wlVIrp1H_OndF%iL__e}Iwu?zDpb&#_pt?jI04EnD2Xm-prqX$ZCHrOQi8Q@>
z`1vHVV3hg&!lW;3C8PL@={@(o22$}P`?6x?T4Qj%I7p<)I#K`LSMl}>(z+qrcGG_Z
zKDf-_B9=Obb=30wHJ>J4HxMX06M|mompoT*q*l9a9qe26)mV}#3(mLcJo)0LT@Z{)
z1Kv#0&!|jT-7_MxEOwK`c-akyvQNR(3lK5(6wAZ{Fy)HIB3lEyW1Zb(Woo@Nx=xaN
zM_b-wRt&UM@ky6S9trE>U9m0u_~M=<JzX`Xs(IbofiSl8*)-VIihJ(UTMcXYjVhN8
z(KbsfU$(!Xcejn_faomz+0$Y`$0`JQ{6jWDWr0vFsR)=R1DYIIpDAhz2lRoWeIOtp
zHq(WaC5?yytMP~uFaZJj=?#1U5llf!L5U3stj?JL5*xhE5Jkg3-{F4vC&PA#V20?!
zZ24S!{=9}ds%zM(@k^KYd>$;09**%}cKtj$MPdUjf_3p83mBd6DQE=(S7&C0m`6Oy
zJ>JgK41Y~74OsTUEM&>&UUuDwWt&|B+^-_sydA_&)D~Jjp!Hpb!<~RN9`%eUk}8;u
zzpk1>keQ1UshF8u_qI1MWNt0{g1aUWTmBB_KiGX(z#&AP^ijN$mxNnr@`SNFARTT1
zIT7IN)ZLUVisH+?6|~uOo$K(-wr#(-Hs!YCUr_nAT|p*OBOrlGN6^<yjp8M>aJ~PA
zExUYXsnMux0Uk6^z>pXSIF>RoYO-u9BVFae<T%Mt^7zw^Yd$%9@?2@!6-nox{Xl&&
zcOA$<&T`Mqk#beK>cOgt_Rmh`2{PKIh)W|9Z4Xp|6}KwR&4>-u&$|~+*m-?0vyxs7
z0|hb#-C!58Y~i2by~>7>%1!I8_RgrHCI7m+Z-&v@Gw#?v)5j>ja*VzU?tV|UFc5q>
zo1YSAqlFU-<ciQsD0zvF#AQp~ZjusEr(7`OA{lWBu-H2a*KL`Mf;{&MJSDWD!E`Cn
z4>xvjH=^Gh6y$=;=?jRzWj98E7acV#kd5WTrU||xENJDOU2eprp4wMj;_>eLgu216
z%n`9vTE+eEA@ZE3Pth%{3U{SjZ+ro&7_>XL>{o0}$Td|%wa6zLq&-zTgW0<3pA2l(
z!<doOKn-~Cw5bYc|C>Cu;nwUbw*S(|Q{Lh`L{34=GzV0-kgh)p?cErEZm#K^`eGvY
z6AQT;rZDfy!Vv2_Rp_0M#kZIx@O41gQ%G*7sWsB}4^Q_GGA&}N?{&#@_baHH54qpu
zIR$Q}L~BmNir)`=RSx3%^^8Pi7*N!-S7w-V(t3WD*=x<1Vhz%NV*u~0&A-4ajM%Kc
zlo#?{T8pNv&XIVitxtOceXo_D!G_2Xqjd?fhZcUN|J~$n?e&B_P=O7cp=cxnm=&pD
zz@tM6hu_t(o~q~&rZ`d?U%o!UrI63eCm}yru1r36brZ@3|Frp#_4#F<QS?{wXGa0@
z&anAw2G3MeLV~qKq6^w50|JZ~n+w(}x~hfDbRe%TyI%gj?p)P|HFj3*-Dj!#Y`-RY
z|G#7o>zCHAbN0Q&AGd2-OKZ)frJ6fYYlLD(k$V*$Yc^&dhFT6=b8G61t(!n+$_#k_
zd^><=+6w!YBv>^#4(lcA#cbQ1pQ^bXx~IV}%vDzN7>o}i&pH;oMOT2gOvOBMb+-((
zepL6pGvJXXaz~BGLaLBUg21I=fuv4Rj>S5j$rzPR7V;*#qmD?y2DKwf=j4!{Y__}<
z8K6k|WFiD_y+%+xPmeHz0rUm|BmHX-fYh)IqiT?qjSOL6Zb&rgVzvPkm;Mw(Yh=d(
zXPQpTHcF`**g9Bz(g`S28_3rw$*5uy1Px{_QDNGYLt+ZpRu!uD^Gat+V~<xS-|XEg
zz`Gw5c3wIZOf#5&^^AAGc6rM&(1rM(<zlOMg5%5yni3R({b(rlP(HPqGtWHEz=3eP
zP@Wzc<W!aT#_nnIS^YbD57Iz-ylXZ+G*bIm{TC@Qw@7NDZ#F#;HCQ+ZxekIAC3{h+
z07vi&2@+Nscz#Qd2=jh{Lnr!-h!N?=<AHPacmb2Ljlz!LMb-EDMHSSTD2MB2=i2G>
z_d<hSUn(mQ`E4uqn{E4n?#u1AZ707N{BgXnp$$HbV*pH=H<5m-0q=Yc$;aMw?#qxE
zl_vEqWMHH!<fb5?==56&Y@`JHMCA=T8hIwi=wckakU;|PryS&PwokoAr|O3EpnDQM
z$pJ-ypNIUmWyl+3%bb4k<d_z^-kM_GsXMi1{ZPoe|DFInzIWFlL^<**&uoL7aw?h}
z+AfTy$rgm@2d4sERH#~D;sN+3|NjF3&Hy(G2>M4+7jQ`<kpeksz>NaHfDzm@(_sIm
z+jt}j@U6<0fPq`w2uMLnpa`c0s7Ma-2fbtLD19az8x$I%3;s83kn1^}`3qVopL93h
z8T$)r(uGw0{2q4-gDV)GKWBFBlQfA)&r+f(AFniG3^W+X4xTZb$RLZiL7zU-w*!i$
z_CKv%N@r<hk<X`Dv)m3(oZ6VPUI|ONclnEM*Ek^0p%zjzqxdW{lD6=pF-b}h8dVH`
zK{l^;ZTwufs?U$F3%~)y&)M{UUqBqlJ25v6W#nMXE#4RLO3!|>jNG5|{5ALQR6c@>
z*o&GIgSOM_hr2S8xnhf4SlZ+rF}^JZX7O<M&4<49so?-_f3Gc5iuOus_rK$Pjob3;
z8owJ7a7j*7?hoJ*b`mGQ8x@2A*=8Tj40GzsYj|c7HQ4oj`vCv%r?OH(zcomgjQV5)
z3%Fjc?m%ZOuBR%`;qSV^vzt|bGTFuzi+5h-xiy{!80{|YQw&0ji^OjA^izK|=Dfmw
zO@!t;xQhgeYE6V*h}PTITW9hC+eb-8MQtE*ml9bHU|Q8(YKzC?t?c<Xb?+u}Ro(7B
zgXL)${8M;sZy6Cxoi}pFtt282cs*vl>@pdgxIfXR0o=*uUk_0cg4eH1rZ~S-Tja_r
zkt5Z^EahHv^N5tREZ3?$p#HIH_*h}sSoX>FX5rlY&CJ;k{4^EZyCd@V1Bxec!u|?F
zhf972iE;Sene^ZK7+(kiK!^gY3R!KS0vY&42CoWyg#49^jB6(>?uh&A1h45>UeTHS
z&)^E5NKxC#3;65UaQ<K}rjnp`NXB@2B@1&4Ht4F2mt`lZ*U@z5cS#K~>R511St#Pf
zGS0+<a6uAp(&9p6K`4<4Ww`qtlg*5++g8utWy7*n^^}<DNG3;16+pYM32}$`gIlxi
z6E(kZzNc)ize%T$8oBXKZKLgZbv=jLsNQS<#PnYL_SYtgO9!Te;!%?K`JLUP$+EXu
zXV>#a9Mi0fihLv0pP;yLhRol~Tkh4*8yU9@&2UDSuMvLzHq)`Z8=L=lswcR)r|wd)
znR&I3jeI_Mv`V}m78JGR#QF(+L*s)_pXLDx#4B?ZZ&s9n<ASx^-Fob0#dVO~XM0+>
zVY<C*X(*F&v6kO`B-FhEnP3*mn%h$|5-XHgM7-Dt_tg_P@sc<S7E<{O3Z060&`UTj
z50g+Q8+t3VP+*4@XU=FWdguQ*C%1Fe+P=<?7*3QF3?W;_m|V3|=5VLnjG)bzOH3u_
z2yB^Z0Iqs&qZ?dEef3gq6W9|Yje;dYmDzHY@^d^ign(oahdc=}gT?0c!Kfa2v+)+V
zXH`;2eOQ%}0IF7|38*<q=!&~wdR0&Wt7HU!vg{!!DMQV=%BE**pDGPFdMM&B9JCbg
zg5dzcsAz(T1-*mPpZ?iAq3@s0qMp+);5p7ma;POlUOp?rhf1ot<LGLr63tRAI>fPU
zj^A9JtWU@gt{_yO%P_TxA2$_=t}Z1BZ)Mi*vB>y!2>utnCvBluqu4A$(jM2ZBtXH;
zowC(IPXTEIARPegSr7{8BZP7TI=ejyT4Qu+6zM?OqJ*xYsVp@=-?;R6!fun*y!U^|
zMWXov_pYm9h8ER_+tJ<AQc^4!Yk_0C9%)-jG%R9Yjxw{p<a2YxE>UwWcfd~~X|`Hl
zv`I~Na|Lx!t(m6kmn!?SV!Q-YR%C{yDg>F`Oazua3uus?G6zND(f+AVK^WOB^uOB*
zrE$CQQyRMtdvjNQ+|}~0jG2nREwwx}vk9PY7w}rP{Ly$uhH-!3*^dBSSO1o$9ALF{
zfU5pW2mf1RfshoyOhlOgJVvy|zY+$(YXqn?K&rYJ25Lly{qMbZJQeIS0-$)K7W7qy
z`ftoxb#7^7EZr#$vT<)`_&mDoO3IJ&z^nE}0*PKWs46hj{<qMZT%*;T^c0c}kCXav
z@|Vx6CjBT!-u~S=`qOex7swm{C=wz?Clx0@c=oX;0FC45UaH|X31wF@@Hty&Qos0c
zx->Ut<exD=W5kqW^${W>VoYTc!p@zc0Z9kDKc3{OvOvA~l<^njBiQkFGpVlJw69eC
z(E8d3prAE<!jz5;$|1h2lb(-Lv1RF0T_FGGRFzQ7{ue|<UK6+FPG)|chltjRp-n57
zIiGo5n(PH#=feJ)n-=gnsd@Nz^f%CH{v;-uDiph6%0Omd=cJWgSyXjnyORDuX@DLi
z`0K4|uCJ=bP%y^qe8AM;AFFdt`LzGAadV)Rx=|Q#uTwA9fY3MN&Ze4~I{<NibSqfB
zm>xo84<lavLD90K&!v`0#i|m_77muy0^Pes(t#Q|e)l$5I_bI7qsE-VPX$c+mhG?H
zW;@cxto8@EIWg_G(&k5hJU@TrxwF=J@7B*N&&sp(TbD&{d-$u27cndfi0&$r?`%s%
z|2L`+?hW=eMR{JZ3bGD^&zG8LH@Nz<VU<zNoD@h3%)ebqrzlo{m$xFIDgMN&r1BPG
zdtXIfy;rK^<!8w&K{Hb`M`gF3+6l1>GT5}dMVNimvE7jygy#hLr=|3A#y-0vaxFFB
zAqU8ZDySb81pGvV#=r!qDnj>M@1I(>VNvN~&ExM5+_^>^sCH)p@H&Xf7LlOFKmSo?
z_#rpfhL^N=Bks5Fn-qp;*0Fj*(>xU$uRPl&>A$?av0-PGWOYmZP_eHY7qmc}pE;=X
zQ6x5t3#~*<<px)lv%vEPB;D7s@iQDLQ`J0p^0n)_-G_zGv&4TD32%8CQWfEd3{+s=
z%n!&Y=Q_{kORqrB7T1muN?4k6w>$Gk*q7PXUPPkl{h1CwOyA&Nkc;b7^u}FH)!W77
zmIgWRU1edNj2sx%RQ_tbebOG!RIy*(An~{Fs;`HP^;R7RaEZ-oauWmG*)X>~eH=)V
zhXUc9HNRnisXZH3syr|xVu<w@ju^{6CytQtkrsIVQ)l7uIlRHaxsmJ8a#P-QffQ*)
zlK{8o0GIq?YNt~J&(P&t3i-X)H=2<bzq|5pSvSc)RcO*=GwevEs?y)SqwA|?ds|~=
zt@EJ}0XfioQ0HQjMtFkHiGp9C->_4azKLo4ZX&@{V1g+T3>p!KoPz;|=zVAvHJN*v
ziO77h$S=w$X@*MYu7Bn3>=pbyFfFHK7xFp^$O1La;Vrr*Km~XQB}{yLO~fq|1FV{>
zo-POc3{HbQP@=Mjs3=r{2S5+c_F)#MwQN*{jWDWu8U>7_0At4jgpmb|jqXt}s*iNB
zcj<dR(e{K%)(A{$qT|!&_SQ*-KdKZIjZ;+m5?XoeQ56Hd3+<gu1Crx)F2NdQH9j{M
z6r3*%-MM7+#%%>3i1xL#nXNcWpVyShD!kQI!^oB>U1k3iV&Qv%MRvXqDhqMxg0vN-
zRRL>M7I2G35M)aj&JVRu#x(_A;YZBaJ`Pkp6Nz8i^*1E+3!6r^-E2%1R6XJ`w;D0Z
zToKH3)5%yLspo&Ehi?$HND)Og2!#!4obA^ac1+ZP){z|aDZyqpxe@|3t-8>1ORw;&
zX&?ai6~zcNG01ve@&B+TB#H#;?$BNGcE1-gvj2h};x-8JNb04H^(TN3{^jidNFTsy
z(Hn0<9RmXk9N55z_z%kcgc<<p3WL0SDgYel5d;T7_9()!j|0yiJc|bik^o5&4}InU
zh#Ky|-x4dr%hJETHPFp#1JJr{NzN2;-eddqjDj}k{#*GCTQK|U<Y;YeIbto7h6{(G
zP!j!G3kl@9jks=<rfBhf?q5MVfPe%Pk`mXSN7(36bKpIwI{eMc({b~XYrh{2JhXc3
z5C($&J30S*Cg=W{f^ZVRIhgv%YX`WsJ6=r2GoTZ1;}#ROCTCU<%<u0XlzBZ<-x#sh
z`s{~i@+&>gEDs4PZ|U$nrhZzug=`T3L_!*O`e70TEM7veoJeK7Inl#8zgV}<NGCi+
zC_hs9rF{5DVqNwg%ggp-w$hM@*|0j<pdgub`O&_mVl%ZnW^bo+a#v83VbZ<!J$HLL
zL__R8j$%VpjVPm%`<R07ln2(>`U)M)gG8I19ofZbb=dbeX#OMh!4hyPKwrAg{q=*P
zlTFa~8NG}Ab7YNvk~kV9Lz2@lo!?hBT|h1#l>E|l0$g%Z0+Nwvkqk{xV;l+cRZ%%U
zpO)H6&&Z~9ADI0NjMk8ZHSvCQQCsoUux+znx(sUOBvw$ugxJ`LEx*QL@tyZ(kJ+k1
zloD8l&FRQ8GF~lo+9k)^{uAog!V`Pijh2my?8e-!+^mJ=M!){}<D0ZFIQWD2(VPD+
z_gvD3<nM-*=iavv#DBRr`~K}$LUKNoWiIheG4Fy8dg5hRYRI;Y88$I}rb+&E`eF_G
zEFZ<dk#IqyBu$rPKsXQ^|D)rqfxe3{hJVEk4;n;BHmQrMSg%)~yY<hpD~(ecsQi)e
zIqks%L0#-xr!<y$zQ{b|k4=TxDo&)7U9Os_wxGMv<WV#kw^Oxp0P8YSwF)y<j`SJ)
zZMRgNs0)iFZ89@_tMj~b@$>XynT`FWl|D}S;^|8{EU%w<)hy7}z3&eb2sqthH5l$g
zHC)mUOq13VS!!uC=NKXnOTSuaazVgfeSXa5guT*(FdMSgkUXm1{PF8zGap~BZl2>w
zUq@vC-0}tDFUUD-^Z48X;YH+qb~VIpum9Rb!|zr0he!mtf6%hzavFD4wP`HZYLMOm
zaH}AO{UBr|s$Tw@1s#ipd4w4)XGB4ou0(G%$jA(F>Qh{$bpU2IgN7HELT>L9!TJJy
z%qRk<YS(g;7RU?TFP;zsT@k`_y;m|EhH`Rh`%HqF8ru>AB+#CBI+(u^MiPH0MLC=E
zzNIe_WYtwhbpJT2e7VKj(l*;GQFjQaN)?r++O8cfaQv!#NAfj|i`h3#)E`*==N*qX
zuNU8S-oc&bpo)ZZEd}|GCwp)AzwfE&P$?B#ZOC9UCcYnz2lBMEK6_^N#y(ENxk{3O
zQJiUV8Y+`wGPuc7Htcp(7U&bl_e^-m>cMJdHm=M*5PQk=DMzc@c+5hIVUW4dA<2!0
zDJ=z!>MnJYSQ%rbBLZbzz^!>7dNY<_6K_eUyA<71)D1MddJ18lP}lIDLYCY-@j_!&
z|Nb3$p()jy_1!S<9Ksd0mn@Gkq&m|PaoAV-7H@*7QZtlPo^I$qJb4B#p$5&Z+psBu
zJ)J{zk-3@fZ<#njm(y%3w;gO5@WDZ)7wQl2ZN6rWDy<$$@^#~%nN}r5n$m6uNa#`S
ztXI68{87W#WNTAo-j@4t<Kmx6!&%S)Z!UJBDCF+kDtS83d4ZVodd~WYxU0{bl^g@J
z2rmZeVT&O^q6w@oR_cK}mk6vy0<yziwwJ@R(@%ZLK^gFog_>PLr(d~EdNMDclBt7{
z`UdJ<96SQH)Oq*a_2xgcJ+N^3rq}`brr5N$(OfLvD7!+g>2ezWYQ21P5hlf5cPSI-
z5qJ7}!-quS2VhLb`eIl7H0rM*NAJ9O)Ko+4t8yRldJoFL9hTx_ES|j1yLOA4I&R?m
zOb-DJ=FaGg1LSRBEd~1k>;|@=66&!f-4%7Tui%=Eo%F1)$DKp()_EhQHu!vWsX)u{
z^MHOmrm73el5DM6L2aL(2FXz(1oO2%O29u}<<)qgNtdd1N7-l*C`nIj8g|@b?@*IF
zaA?0`=@ims>MLv*avSDNHhg&Dz}<!qfWQa8k6&&FC~hX4ToF!Fk^gsq|DQ+#9OTj7
z{|@r91zftoCUtu0z<?Vy$R9N7kWbJpV3Ts;n=7g653R?E#%$@KMtN=Q*nSWFvS3_d
zSt~mvmM1&&|FK<(uzn-TUJA7C<X<~floO%>ah>v@ZQZkP&-*>JKvRwXf<#5XfprTQ
z0fr#%Ts$DnfE<9`%D@~80M0$)!jg7tdCmN<!v^95bQ-~4iK=6flb8T8GlA|OyofKY
zZ4y4g*Tjua^Df1#ia$z!qNjaas0B&;1a~lXS(M98hYvDi)B5BcwB@9>zUSVneDT^{
zgzT~2X{^ZnS(l@M7SN<2C=<k9Tz*9~!xuAkT?Uggbj4)q)^_`_<xg+RUe2Osf8$1D
zy5O}=PjnHUmL-2KfT6Metb|$4uG8T`$?6T&YY)H<5hw5tR2LU>rq~qIj#7l}z^YxG
zT;jPuuYS`L?l`hlHHd{07f&&4x!(BwydT~kF)f9}r6_%nY<~@m2)Nqj?iH+v_^g9C
z<d(0&rF}eG$8ek~f$Ah1x$dkg*}jSGEu-@*3@OtjzQ_W|1Ilv=ZJ*0+5YN&G-A8EU
zR}p5I|8#|7BBSyOj!3fHId@a%>rng99s{T3`&TUpwd~$(TyS2}+fOxm?k8m*%sW*!
zgCHi#sdH=}CoU$+L#*81?HkqjN_UrMXcL=Vb4aq^wX(F8O-UoLT-&L<>w;DSu=Mgr
z?z#dF_xIP@lE%N=4z8BHQ^Ov~Z;d#Ph_eB7+&+R2I1j3d#Khw0uuu=q#_tFt_Kn5v
zQL!JeIv4%{grVp{#RvLt*z_O2dE)UP00S0JW<Ze>j=c@PHTz1-MBW=1bVX9{XD*wh
zL)Qc-FnS5CV#{r_GJmHFVb`9@4?j~GW)$PIItR5`_mx3@>o^j8$#`vj<zUzGE;eB0
zf>p)`=FU5F+f=^}+%@Vg0m;WKHL6M!xu76(mp888TyJPJ>V;fYQ;Y5!`^NlX`E6}w
zYDg-^{snvFDnWP0cSVjCCUrNYC2+%xz2K~^&aaXmMfE1hBv>v=mr`6M1;IH9?HO^%
zeh49GGl!VaB?UwSF588)ErTvarH4M(s>EO-Z)iC5r=+X-s|i&tfqhVBmxxHzL`jhK
zCf#<|pgLS~tm-g-{FTn-*MG(i%IYK1Zr;1dYTf<C>`~MBlXu2k)@Bmu20502Mf|-?
zx%rh^^DB9*^x?m<#%LFOcQCXBBdDQwm`qr(c69b$wA{nEG3qm^M|^5BGuCR!0wIn&
z8x|F?+rEkNftVHrDqqQ9;R2!y_a}psXlv1yDS=0!nx5RwfZuNvHshPCRr)bNj?H;c
zaK0&Ql$sb3JYN`D*_+y<msdhI^_Pp!sLrX};n}^}b%KxjtS+9OR8|&>8S-#eZ^*Kp
z4b+4DCa?RVs?Hg>FBD`UZw<Qm3b+$y-dj1$5IHp`qKM&A&-RJ5N8X$)V$)X(rdG`q
zc*2UZxgLz?3fi1KRz~Cl2ghXUYHBu%zCjPEq_)&e4yjD2=Hzf7RA??08SBA}F5tCj
z?y*o~@4}0QtH}iK9cblDxzSxn3#=~!<42$qDJ401pmmFb)=1ExBTItk;HwllO4C~j
zJQ<<KTYKV&{>oY%`+nMosp6yKJ&OMgek<OUC0`96Pnn?iuk{0bSaaq_b>%N~h6)Nk
zZ6@59u@#nzcvfz_0G(Iciqknfj}48x)K8nxTjpJBx%;uqJ8DD<@`MQwoS%_Q7<Is;
z%GfvYZ|Od-O_r5_S<opj)n1PE#;%8pO$l%Q`8i#jrDf$I|E?(lzEtt9DOeeQIQP6w
zPQmPjiJoOyC9#VR&A;hxCQosf3W8ZdP2}_)E+$v&hqT|5rZ}PS8EKFn7I@l=n=|eZ
zwjd%P#RwXU)_K&gj^_RaIdql?IS`7)PnREJJZ^>S37`3V10Ye_3gcAuh@=vbEG$p9
zK+l)}a4CUFrW8GpUqI<{4?hm|ji;F(TiV`IJ{_-CMg0XOW!9K0+WI}`4TkEKeK#f?
zI!LBn#JvlJjnD!}ZkMFqJqxc0+N{p=Rl3r7fee4xM;!UtRM?08?NAv2wB9H-7QR2g
z_Sj+3^IX~6)P1$}o)UZO*Z8G#`!{#6G>3*7v@hZQgGWQc<I_7#nQiM~PnV@@C}e}b
zAc|93H!ZOjR#rZE@4^9GDOn`8?TZ;|9xNp#{gq1lH<|^n!%%v_ko6{17N7-B7?lEc
zo~ldWMB5mYe1}YH1;Bq20*<H=X7!0(lg|?Gabe%5UU{|>TERCRX~w##tjj00Wc?Qu
zoGb$M3cF`=7DzhE6{iB<5?+R^K*Pxf>sM%ncSiji`dwp^m(k2q1*x0-e?c#<Aq&4a
zn*{fQjtLQ%-d%+F9jxuyHCkJbH1@K}zUMv^wQ1^XR2=`Hym%dY0KV~+vtMP{oLWio
zhj=~_I3(BULb`Odp<SL$3JQRTKAa7IRfg&NTt!UixoT#<U$NI}*<LXU?WUOICBIbp
zowAl}c6T4KYh&YH`f*T|-Kgs+vE|u_BI~b+y2?D4t<hH5s{PA!9YX!*zb=RW?tHw+
zZ)QU)hEYu@M2~mJ1ox|8yjf`?EeyV2)x0yzd@cxYGG-gV89{yMb8nOW8AVDyL(Jpl
z4TKWpoC?%_$Wxo#2HPeDnj<3`LAHPppByoP7)7GN5=>bIoPH4I_zCUx<B316GOs%G
zp}%#nsF(5&Sgd@Du;f}s-f-hA214Yjrrxt{q+{#I*!SD69cG~NCqgSlIE5<0>dJcq
zl$OY$W@WRbfSV-wWc+}ad^<p)D)rh@zs`YafY7aQ_)+#%%|d-W;p8N_a|=JTQo6x$
z);n?@_gCwx6`XWdPUngXg}h6fX~8#b&wLr&nwdr!M8SaV$ArO++n4|veYrC2cuHjc
zHCbNqaDQ`Z^z`tPjj1>jrX+m=0lZEy7~&Y6pf{$Uq$fGvr?OL&eD07a#yyHGIIffn
z#5L(or;YYNDIohc?ouh-kIL6CD0VO34|ph3?D#^E!P_>L2!ut+eeFG6{vY@1P0#i5
zlMk!pP2sD7RApJslgSIhYN$&o84{jh@K2aPxgP0U|7b<?6GLj7vR#IOX24C7Kexw6
ziHS>;VH_*JhwQ2LmLS55aD8~VpO#B&Ir84T8<MOEUYBb&S`V*Dc(){Mf2VY9HDqv3
zx$&S_f{I6ek#t%)L4AUucchfN>7G>6feB7wKY;3m%aUW@DZFY11!BhtKr6>{*+4G2
zt7&gxt%uqe^-=1JFmQyRS!{F&3ZYVPRFW1jz-k6zZ~0<@2u)dAtyD07XY=Dpf12dm
zdCT8h>2D{i519u&A&=)Qr?*`4MHSLdH`ZflUoUs)Vf^#H)AjzeO|uLBnYg;~?(W@p
zX=8P(wFNDhRlCooR37KdSEZkP)Jj(Orbi^MnUf+8lwbu1u4?KPS+GKdrq`yAl@w1K
zdQRmF>fTak8NEF(5f{sZz%HI;Tjr4=C-pXB;R0J|%ygB1U?rmO{%Q>`y8J2G2OlQ*
z$#c4|<~IN7B%UY!L02HQZE~%fg_jF(#(emqD9&D$FZUtDRm1kYiy1X*UGeTv64_~h
zE{ESUcL&bhmK&e*^3O4x6RKp$`(aI{!sE5{m5{XIdZD1B1g-5XhWJrw<`aVggWiC?
zhh?LvEd=6-`_9SrMWJ8u|5>6FOpQLl8-pWL?B^p7iV0MHeC?yJ*}n*v5KMVm0sFJk
ze?eYB7H?9k02kvC%b$_%;=4SMvHM2{)tmNjr1N*a$R$8_LN`2@?96HGQ_g*_F2uys
z@5q-VuG)Q|Kc~%wOkJE==&m<nKtCS6$-6oBfow&suPZ9cU!&J~CFxWgWbs@;{nj;y
zt({QTlzY8$CUIlm?ML01ha|&wmO6RatgScdG=nnxF1EKsggLx2@k|rtMJy5MW6}Dz
z<j~L4$&ET`ux_!dp|CdI96sUplq5*5r9dkT%;TP*FZ&B?y_%!cGwvqmopqN{^=FxM
z;YC077D&&>Vg_0{FOx%+IPqcueMpc=s-^gB2b)*wuY@RSN$jO%U`N&GjpT}E&s}QT
zE?5adIo`;htnuemrre+0%t54mqBOF#Gec&k=}Cx0`Qh~HfwMNJslOtwCT;pMMA%+8
zO1ha4nTAwz8XY81=Nn}60i0c2G$zs(TmUHgfD(^hi??7YnfT=X0*`bWpGuC2(HCFB
z17Og9p+P2T--`#2j+;hq&Bu>AXP?Is>*_8e8;c6!Lo4K6UZ+TsElD>EtcLJ|wUTss
zc%RZ3BPJD~H_%cfL%<;u6xdT7zOlIUsvA-j2vu2nX)~`nTM*V=jZL2wFLpF`nk5uo
zKJL-px?$qyKp0J5H8`G9e-V6h{()>FUbb3~5yIIRn|<b=(54SWz5h4g@CJJR@OKUk
zH=HsH1yt)OVbs5%3it<?{`MO#Q`Q&e6hc^IIiYQ<m2)=@;a1;#sp)<<uCD@}ss>m;
z@sGu@IjVOC?h#;<67d<4XGsgYP=1xV`T{KdkV9L_>ne|hcRF02{VnhJ(h%FC$!{PJ
zUmlouiG_Knj(1q#W?ixh_Upazw+7Xc%EGKb_e~0yrPKEw%Vb*0TxIz@ztzjA>gya9
zz|M;lwl`Xt<~3o+>aiYm1qS}nzB{8gmH#*Ch6rBcHn~5}d`T8e>%XO!CB{~&@HIY2
zp#QT4zjyAJ7@l1!?$S`1ZU_6@F`Lj9#hnLDEL>I2rq?8n;zW^oejcJh%u_h!1lodY
z)`dR@YYY=r)!qbmj^1B)cE?WT?8WHzXQHBq^-iJFe4BqkuXBP`yAOyLH|=if{BWHk
z)INKrRL(qR<DWP5iHCP6;6>5k#$lC3Fqm2F0Jtjx)mA196n=_=IAGi&_Cb9>1$+A9
z#ChEH@bYQ)K+q<(yL|KgEtM;C4lD1hzC6#(9=u~~+8{oyVkDmx(l!)9Xd*kmtSE5{
z?&Kpc3r+WVDl0aAZFUr*W>7}NWYmk|SH3$vNv+f4Q_eap!wq(CnFl{n)I2H)yzr$w
zb5T)gCLmqIX^)zm8bP=}+vVnwxiQ1^<w33TfHsCzCT5@@38@qkkM^(SY)n6pf1O56
z8Bo}tXwCvdxe7_6=2*>qeX;XFeOl<-`5kBx^Ck$+_LdM?{ZAui?6l};_-c8`Pa01i
zx&INPALiS`{BZ-N{xp|W<Jcb=oy2B?^y0e?I-MJ=zzR+{o+$Gxt5@Vywa-%f%^Nmw
zSfy&}-s-l5QxR{?9IstzbWU=zAqEri0!Ct!i0!@9;>0Dghq3p6th?{2bPF~6h+8rz
z;T0Mq7PRW+{JwLn?Dgz1HXQGi4cJp<m#1*j+R(UCWT9FeTXY@W_ObQ(*B!0uCQ;k^
z@BFUr86M@bk<=>A#T#bow3ZK+&LKmfizkz<jqAmmDj4u9srmWto)xYDSz}fyjkIeC
zek>^wvLry)McKW>-3rDA;yW1WfL5p|6L<UrK!iKpp)D*-1}rF$JLBL94&^M*k?)#+
z^xfx^bb2j1v`{)3;Q32I>@UdnY_Dfq1>=V-j}MCvi-My5yq}_1bCiB#sYKDx3VRHY
zJz`!frL8jyXz9yLrRMX4KE;ODK(PZCMxg%vQF!w{K)x4^X60Xl%vyv4_zEC6MpB=r
z$N;5Ip<sJtdG0riED?51j4wSm5%9{1LH4ybN}_}QzzvRnXxR}A{R<v71wJV^&eX!4
zyq>9AR@`SmO(q08R96JuC4Oqq_fx+Ve))jZ*?MApTJn|q>|c;I>+X)ehx1%#Z|b|{
z`o!orac5!@c<)tkJmUnb@6wLol4=vq0~ep4(YP9k^7VzU^r$DN`c^eLKIZ!LE7kLn
zhW22Mf%2Og_r5EWU(G#zZ+{-*YIOGh{%qy&nx0c)UBwW2PE}P@{+irGm^SjE+2WwY
zxwc=n)G{~lh|l~fTfnhG+;y-!{`Hu(daaO0_1#Krzzt0fder`ZgLfAXM#A=L!v^51
zr~%Kwp<cG_P~W{EI`W-t+o+`8{WqaVwT+PIEA*yYV^qTadysAbKoVyZFIrUK-!*je
zDVhS27?=bA16?7DwhuofHj6|rRIk!(mHe=Lu>)`SQPJIY^hTmSs+i=9>_lEBaCW_P
zWL10FalXl|_av^$+th#3D~Wlb36dPlI$C9Kznp#l9#SY`Ipybc+tUvVDb;Vh>ni3}
z6hkQi7H(61nG-$tE%Dpcu(`}g%Qwm&R0k>tFAj=Nyt?5sXDzq48l%voGV|qk_t-Zq
zls|>yx3DqPSP!;Ky&-q)2L64hlgTa9BD+3j*kBt|ZYrJf*n}5D4F1DAyMjlD>QL<C
z)KB$>keZ7Z7sJR#HfOh=2S-fa_P)EePrBr^GO=uuV)~l?E=#fGL6xyjL=Z}k7wdR4
ze5rNIS~X3kIc~Ob$%GBh(nXJNeG%ny3o)Op&dz43&x>P=QDl;jv~X2?KW`pn*SxG+
za0qXx$o++R)!w*}zIw{B@jxNxc9nFbh0m^&Q2_~fF*=Qj0}f4!7`-lO%OKJctU0b*
za9Gr(AO%Us1qtxJ41N2CxA21;u~%i<hUe!q6E9!OCnHMiU>hD%M8X^ngii@C1wrpl
z`7v^sGg#S?n4WYI0A61dd2z+sWm!T3QjEVZ0QqouiFp|=l(J%l#~3Y6VAsz?1fKEv
z)AUm2zdKd_8!7Vk8dt+A5v>_<ok1Q2G_eu?ox*g~2=6;1l)e-&R!aZ3@BLrHAaIow
zFJSp{k`WWEDq-`re+B+R{Z~TdN92*Cpz3Op*q(iefmOb|AD$e<sYi)uNa#VXnq#5+
z;x;9=S}JTn;4}7Lyxf9rH4TPFxt#~N`M~e&SXGS)FTxZzFEP9>8_{o1_*tCJ+Jb)0
zvL0kTgvTVK2KaOmca4UND?G}YhW7*UkJ<PZ>^1IE9<pxoiR{1!gb0;KsV!$-by;os
z3Z5>vp3uti#cTx@jAvWWM{?SmUJb%tS_uvm2xIIe<f|~<-vFz!v9Xcew5SC4;E>lC
ze7ab`c7FV6>UdZ8_n_b92n+RIHaK|SQ54aCP+D7H5Spyw#oZ>`l2bKsCQUT-;Mkg~
zUEVPka3L-Bpx})Ac;EU5+h3MZBi@D*H$O6Cc5MrDZVP=|t}S3SRm)4%0DQK1AnOXc
z4Vls)!Kgv@h}4-u&hzx-$`KFCI{|f<8Qb6mRF=sS&z^&7@BJO)wli%XG}!=?z`3^j
zHedUQjq+-$6n^aujV*#}P8|GuESQ=`rU?7|#(;=!OBv~948R)Kd6ldjZHl&S<)D{g
zN<RESVpvV+4}kj65pQ)<u1KDf9RwZzhHA3G*69{`0JR^ym4c+Z@49XIungNpUkX{A
z2{44rY5^t0eqtX&^fvSuge)cf6n&az7%L4nPc2R-SElyL1x*~qR8qdfUExO>0irYR
z)XhW94TEt(ATtzHCe;>w_Q4>;v)Q*}ESZ4$e>}Z=IMe_CKR#zEr%XA_Ss0PS=B!9_
znB(S@IpoZy<Se8YiL#dCh~;c^obw^aqH=Cx&O&lNL<t>Kuh;LX_wV!lW0&f3UAa8B
z$K!s#9pO)ds^#}@i)F{)YUe)hakGgIK>>&TAS@^)ubW!6U<6X(QIsv;G9le<4ADum
z_ZTlE{FyJXF<J`25TBoY-8Ry#?NQRmLb2;mJO~Zna&bAzwZV?pbR&x-8{AtCnhqD^
z5>-r#gp{|w4HT{f9aV8W0v<0_x~;&{O)H)2=XP@=%bN(^#3v1$AoDw=LVz;*l!+f~
zT%X;7BjI0SCAFVo=>Rh7vce2eEN!n*+}$6)P32zVukb#r`>TLaAkmpbeS~5Z9~K3D
zuYk**3$O4MzWX7{D#TS?gLhEu-QkUCL)mrI#3j+atyP}^U2b<fwbT%ksC`TKZuo%`
zIyX0e-Qol4RJZ8FSu0I4P0pjOKPr_={a_k)uPJ-iY!|sCiwx@Pc?XO2mFl{1IaaP1
zFgGVKb2UALEYVT4^8g_rm7G_RKG+-_ZG+r<E!o~`;(2id#FXw&?0Ufs&HtzM<+kU)
zrB59vUJu#wpsW@|Xd&as1C_{A@WX6~e97sq8Lqar=!%Fo+3~rokyrk|;vmqBg$|CV
zR&`HNxyC{*^Is8R<EGvpyMQoD)s?bf|FH*`s%C<o97Xd!X#BF5ZFWno?zd@;(!byQ
zcjBd!t#rAOmoAk}C<!@c7Z~KTI53e)KX2MZ910KYTDV#0hLJy;q)FPWbG%?1wq5x(
z8Fp{i+d4}|8Ml`cek;IsHGyW+%UYLfyE6193XwOO53-FX)jNkLls9N5Jj3sd^;kzu
z)0XAhZPq-+48RXoM}rOEu^{GLuBI+7ph{=SEyN`9d+~tBI)EV0Ym%2AvvXboB<~>T
zsgh=qEl^X?mc<C?C0F7&!`Q$;PwG+%vI#S_r}*?#iz}U@tRJT%w3sMEITd2#4Taa+
zf49iumsUE|6ZDsqOPjB%4pW|QV!m~=Vw)R@k5QfbIOi08O4cRsNsKz5dcuwHnv^f<
zPp%#M%7#!9nfpNSG;Py>z@7f;aMi0{T11cqQM3tn`=o{v_|{0Sccr|wm2Gf{^I1)}
zgHDP}?Y!gtHq1NThRf_VT4j7B<lDL=QpXuR&GOw*bp=a-M3!K?a&H-J_O>ldpfSNV
zuz%NKMIW@>x!tHH{Upc+?~x2$ZWC@jZ3>V}irAg@uM+=GI!_8TzYiJp$SLZRo;a@u
zqN)E_-!q3inW$Vqy$laETvEs<5&<4F7=$8Oh9E8dKs3l$ZaAQ~;sSyg3qhfUD0;j;
z2Wu2vlv5Ui0jb$#`(Wy=<8u7VPW`?nBj*ZT!CN<x9f}8}*?^94c3i3u4>w?}_-JS-
zj8_e@D)EC+K|=S{EaVLeg_J<5oF?4-qS%n$^Gud>ix#d^RNr6g&F%ooc<%Bf@xz^I
zE_sWuB@PXIG8tWp7lO|U0vZIsm-qi(3|LOEH8c9pxT9+Ah(E?MvC$Wj>oDf6@cmZi
z*^FeIy7@%4>0FmVj)U?MJpVPeddu@nb7mN?O{#+6n-P?PjRiP|`bnS9l;kfIuzm5I
zG))37x_#QF?voBIp(3GzQrUL(&9m|kpRLcA3d$3WJqDvZ&61DoDBsIT=HIKVq1Rf*
zmy5AUm4LHT4I}SI;oH_%)?9uH=1>^dc}4g?QtU59l`eKvTud`Pf83+bgOmEs8*K^g
zO9#Niz?ci*CiVbTpd}Ec&%c@=y{&arnJmOMur=3YvH=$^cONKZT--Ea9E^>@g+o@l
ze9ZVH<};<w6Uw*;3Qu=g0w&CS=xL~P(Fm61TJ|#zf5tbGN3fM?y-G3Np7wi}T{8z=
zD<6bOG-P$I&oMuM_?Fj%IoHH&)BYSjpO$g7(o?Zhxgq$NS~(SxyujtCQ@>p~E4}<I
zT|2ZylUx)1$eI&$MwH8MJy-ZNo<H`Mpk_Y~=?w4|AH&1e(=#AI#3Sfjp{QJmJ4ZKD
zoGDPDDYs=DCEzw**PS<c8k&V5M8JUvei=S9t?Ln95t!ZK&0jaKdGzx~coz9T^Eb)#
z%5-2V^;cbS>3JXU?9V%XkrxDSoib^$dlr6(GABezM$q@#b{+HZ)(NE%4P~~5eH%lv
zTHg3s?w2wxbzpaWrcoP<bEo+|$Cn=e2my}t%6JZt=tL6{WD`9Khyx{SeykZTaC&de
zs2f=6zp-zAuDbMHfEsgUO|AdWET_0g2##azANe6aa&zinK=|{pPyTlgD-VDq!4N}U
z&aA?xO#Z*qzuPz{2rW<Nrer=e;=fQ+B55Mg)~BN<4ts|LpK}9|nXfFY*Esbyd42WQ
zdY8#3>&7l+HTBs0Kw6de6IAJxj&+!)J)^2odHniK2G<x&R%d}B>yhI1NUZeJkX&g)
z_81FK7bM+sZ@2ZiR<($|!C7Ohps=Ul?U3smddA3~RBvCc;L8OCzd4gKHkH)N#gnmG
zGyyP|LPCRnoPM9&h^3Bo4D@GgIOUxb_<ly0xJbIGRJ^GvO%Vh^;m-@MC;tWpvexn?
z9{>T2D63;q>6dByz_V?%I77abBo?bz6|jtg+zg3jHLcZ~P@3EOW(ssWCWzke(tXag
zZ8c}+#p3L>cQ<1Xx0qLERx$s;`kLEsn&mibFwCsFRZ`+Rsa@piztj4Szw}B!XcA%+
zw%kuwbv-8Bu9EI-Z~F2rUn=%euJMYq1#M#bIjduCqZmCslG08bR?7<6K{33eK#`x&
znY~P`1oWtdsfMr#0y?s738d?2U+Hpi*qf9d!EFaO=gwY)mge6no$?S9&YoAzg-rVv
zfB5+&)=ILKF!@J&zq$-vc0aO4*M%D^q9M2`z8XqlW5QQsgJmA^MBC+;<To$D#_O+s
zBLgj2xN9QX5Fpd^1SqifD`e4)RWa>l7BaVqa8nfg)_Vbx0c6j%3hbCIJ|pB~tuSs9
zWudD=R<8)RJ|nxY^O3jK=H<Nq{T_53Fnf-6(_iOE>h<GB_3r4}tmG`~@)&HF71dgu
z%9(uqt6}Ow-z|u^tGtR&`g2SF#;(!b+Du9_qt>s&&B^2zRVNel_1WuD`0wsXWf;g9
z>z=pbW20aemjqC?^aBkPT3Ce;M+<UD@jN9dXAP34E2>BV?UEA?PqiY{MDWOPsET7O
zU|VK6&vXOv(<}4OxyrZi$)2AbLQ~I<e0*1`p!e?);`V)oiOm}v!X%8<tE{$eb0Eky
zS>?0oU?Izh9~oxdEk_{(bUL8B0@^W<YWi$Q5AH=$#1tw1JJ2-yuRPxc5jj{>Vwb{M
zqbR_jP)g$BRD9rQV^wZFQJmo(G|>bQo@9kIGbB)0n~KoTwf)pqj-MF3Zj`=Xnz8H1
zR_#9!z6JEn8}#|d^Y33WbZ7wFb2aWPfIH#;o#usOruv{lAV-xMohw1zGSOPEeK!QL
zH-B^Af2*PS*E8ay_x!xDsSLJi@te~n9uM;~(aU;6mhywJzEzKh!bv3@Ve+^ad;XT+
zAo2Ktj5S<u-&<PIr%6E^Hp&yuAzAn5FkxHdFrku&tcON<nxf8sFQ5IhgWx42T}!a?
zs<WjlQ`OffyuFPkT06!_cj;V?Drx)I-$UXYF76T@N(&`V&3CL4rY*`G1GyF_2Oqr&
zRy?zzBf2k~bYALf*?J>?{`n2@<H?z_vk(nV*Re$llAIJPo)xf;oMfp0wvf9wc36z9
z2>*VG@nh68{8tZhtV!AZfyMzQ1&w;v*n4)DC)jmP#CnOT$<PTR1K*`J>#l~}y5(xm
z0-PtIg$<dbBcb7u_){`~OWvzX>oo|72U%e&FBe+Smv+#(CD@T=UL_wJd*CS4JBSuH
z?2meptXPN@2(JlP_Jp032)&4a_qqg^RjF1evex|!u_%$=H)7SEPH0OdHW6(fxy)NL
z;Pmyd3qRnlCA`FHO*whX$kKER!CoO5#xQVLajXfsvzviJhLGfV(BH{B#^MM1Y;<D9
z`_@D9JJ=d?(FP;QVblw)K3RQQ;FS~O<%2MIW+3f3N5`|eYQ@XP3a$6!8m@gzou+%)
zhGsf!-a_~X?*W?Pl4gn85^aEov4D*-SjZ4hO34z_?_=c{{X>$7zoyKu$W+G&Yzl{A
zjb;L4cGTV1ek2EK>$?31(l$TsHSQ;aXI2^2T(uK^rf;3B9Bm(`3Eup8AiTbX(h4rp
z@JM)=gZ=vao!Cp1Q`)d_>6%_8pI>WtWd>sH3%TN3tu}csLTf(9hi}7$FP{bHq-x~d
z5tPRBiaV;W-jT`8s}aI6KKUPLbS1erDz5Ea1$@I}NAuO6mzN9HrH^xLI!vWZXzBg1
zSIQ-<B&?Oe4V_>{A~b+F=bF1gIi>K3y_-xKv9yrbF%%$=5z-KVdn%t>L=FhN_w52H
zv2L?7w63Dj<2+nk*i+vq<)tx?i~`wU^xOJc@Az&sp&m)yJil{DwYX#+bJe*ZOF2@8
zYV{m7DP*cD$;K~JRDFSb#k;{=T^aM@HOoWW3MEgIezS(Yk}819`sM@|KIU_#rt8uL
zr9Iv*&`i=`RIgyi6f`afn??&YZDR^RsH*fwVfl+M_Gy*H;4hQ+QA2}`YFcdI)~e55
z&yK%fFZVWuEhpPUsD*$}T7KpI*Pyu)6+W{}{2QRAEQwxX793?qOo-ibw7i&=D1@!R
z3%R2e6xa!P2G}Q|t8#TBtPd+xO(Z>gwp?)PA4vz-z5G_saIwQ@H;-f69w>-qJESDP
zc04F5@ztdt?wDw!)A~$nRbO*;$&p2(==h637!e@!2T8Aply4b)qx1{X^t#OtjQmy)
zkRYk*Q=lB0;5%^eo#NEf`G@(3*0!<G?QS)Mh##5pzU_T(sjlnTvzyEvE{n<9cq*0~
zL(g;^k9aK7KaZv1454SQ&Bt5V@_U>fl=x{n|FH5ovPnEK>_G9WaJ$%+YqPGcKX$_6
zhDTD|_0aXgJIKjh^4Tl8bX8V<xOl10SOLNUc3sz2pr^(Z(L0+u+BEMr-ht+7K4Y}@
zLTWU3Wj&nQvV)ms8Xl{j4$uf84Zt<?AfB^Q6`xXlVJKtVhO}I9%1Odui{DB5k{kmT
z8e~k5J+BLZz(kZeLo&AF`<4?PvEy<_5f?ALYf&b2D=JGGOP0(tlJ|PRj_WQ5^&%4+
zcrPe|tyTPhdf{#imN6^t`@^ZEn=Cs7PR$qvfqZ{YYl)j<#!>yBUBeZA6i7LqGMmGj
zPpe1*whDmj|I1SR^;iHdHw4H~W0)8IIB-^`U32&M7u!R){e}@|9(j6tt?9$$xH`ef
z7z&kmqT(&tTyq!+hS*<gp<kP?_+3@sQ>58su^wdFIq9|<i2Zngh`sw#dA)vbxo4mn
z9b#MabPc9CFQk%Fhb7G0lrE7TG#f+D@w9NtY<rS?R&3KuxfM;X)>bRH+09g)0!r?z
zF{w%x!l2+j>ieFq1Rle-DxaZIuOR26%JLE|<eRB;hRF(LjV&A{_-fCaAc*~hO02fS
zyXC47wVaOp6lpVAwrblui&E3clmCF}3<A2-??rpgoY#8wa>M@7iWG^W_~Mio`Tkn*
zPp8bildim~7Q}+!03go-62xISg)EdCozS+jON(F-&G=v4fO|QmMStf0K)?T<b@`_a
zbuHv<3_~Fs9mx7R5k~7+gYJMw4t-(aRIfcVA%wB)cLdUs6~`yvS1onO*cQYO_Apd!
zjvQcQSrPFUxGzuJ9c#<37Z6;oT%GRoz{zI{YmxU}0RruB)KeT#RxF@ylZE90Ev-ed
zm8W12LTI40#gr(R07@T*DrEIrj!O@e6OWJY6?%l$XS$6+ch_Et$}!82tZaSt<P8+`
z#jjNB6^SS@RhP4_IEz)f_}a9~454}$wp@$dJo_PB3+{0}%WgH~Mnr7Mr@H;5X-oB_
zXV^;RY$sRF+TW^NPcU9wg{$`7lZD<2@&Q&hb5+KAwAdb*=paB|t{5&PER#B6?c5u}
zlP)t~Hr{Mv1?%QiCjdcTXdxR5Sgf^)uAT7ybC<Y>zndP5WjfPrr!G4^xr~}fe>oI)
zb`|}L&Op<I`gD^QQq|cL-p|z<#oGFvlQ;;g;CHq9X5Wgl{PYUl`sJrb)z3+%?0>@q
zS0`8Xs|a?cmcH{*a#VR8g$BV8^Q6mkA6?^sj+8d)@cSI4ntX?wz+Bm^Bo%GJYpLvW
zMdcmtwdUs=ddU?s6PN$F_aT;2dY>!1q*>wC!q=~IyZD3OIg-G23#=<ZHWv@Ei44T%
zf%CQqa=l>Ie)p@Ok}iQkfx`P-I%Dn(l|qltJt)pSCqQ$RWo&?-^E^X+c(F3bW%iaB
zkX#?Fh`isS<#Kgp@E@S^@JO=o{-|ekZnG())Y^WQZ0_-7f;nXUMLVX^xI9THVF^u8
z;|Egt55fGO>8TGqK&1s8<9L_O^;{Dsin#a{xHexazg`7Z=a7tM3SfPVUrkgt3cQ@@
zxZE?(hH2pz?3EBFSgTUa?dpvABiW?{1j;)LaMm0x3R-6e-^$G|7e~8A*_N-9M{pOj
z3E!TVo11eZC%<+Jl)~IL@K2eQY@{oyNHOmLH=`(&#)hetMnqC^==CQ#>N-0*ak|Jq
zA@;_y`~#a&X~sNlHTA;5OgA)KGblPLMQ_}e@oEMT2Tc}mI507uY~qDsKuiMoOuk=n
zMl(oJ$*NiwkVazw`3(zTJ^-OCfrj(fQv6at<(Q4-dj<-4Ff<&=I5_(-%GBMjz@O=p
z|CO@(s+R9R7`6Iy#9rd|N|J7HT6JE`?zcwR-)XDXy490Hd$dRRH`5}kT^9UywS$NU
z!{p|>?TX``vgUvtTM;4y05kikNoJ1Jo;~Y-GiS3)K_cY}a%}R0hJ@Oya{g!6JzTaM
zi=FVsKoUb!R|Om9^;HD<Wa2&f`C-;j6?4WcJoGvv-h51-Vao!o5rV{ZQVq{I++$j~
zJ#hMA8F-GW#J+>R*wgM%5o$4r)hBaWF;WW8pp&89J_P%-*OFQDQ1SRwAtHkr0^BE3
z;R&?JekV)8FN*Dq?-<Vb)mK%LRakVVG%%BstDKT?za<;0MtWh}9YSV-#dw9>)RPRN
zzwbq$3WpKT3GRk+Bc17@M23LDZa41gn~&0n5C^3OVyfHsnq<1m{u$D*&Mqfza5(yh
zF+BHHzWkHE$7f>KjMp%2G);$F8A|<9VIN!TOay)_oLkYqGbrajmJQvp?rO5s;#VSh
zwMq^9G?4fPDjj&&xI$bhms7xnzYC|}8xMJk=879bf1O>5)SH>JK!0#??I`MMyU4~r
z4D-GoKh+Ra|LjR(%(gX%A}#m5l#g^3+ziX53kBLBdIM3UdazFYHI&z3wSxcM6?`AX
zj92C|eOfxm>09_rKR+ksxurtD+!>F~y9obm)A{^G9#GXlA%~YA3z8+0|3bLIrtL!#
zV5C-?6{Z)b^Ze0-tAMi$5%7rT0V~Io1M8-DHV^v|?uq;^%YGvc6sAkc@`2c9u!DPS
zva4~mxdT(+YSbtbc6jO;^5q?C#zn%MbINs^!*i{ZYUf7#nzrZJ|BS2I?*6kvzd~V@
zJ$d}S@Dz7TS;mrgTGaJ7Gw6(7aAt<I5z8Zki7D5X^+ot2QKt+H?qi6=rb70Fk_Bxz
zOP8tlPGogx(a>`rJJAGHQ&^#wwQ?t2l$-w`yk$f4Ohj=yf!@m2tb-MMqR|EQu%eUv
zSai|WmVQM9xe+MTL1asU1+0E*Iq_<VR&h5dwL9KW#b+JQ{@KbUQ8p^_bpg&7qv~h*
z>U>c-c{Sk(F8*57LjA&l(xm@g#Y<R>%3fdQ!jn5hX}K2@pXk0!;GEi*$f5pVR)(H4
z45CL!e-8$Qfj#+;Kp+<r_fYzx;f4CS=)NeSF8>&j{()|CNu?0UKX65%hdR64_r(M%
zzWFLu2xtuUHN3Yk@>EJBKKbE}!|MP+fLDis_)PqY<4!GB`4{Z3U}e8w5TjEkqKJw?
zWPXFET<nD&tS&{58Pcqh9_L;oA7@zi_>34Le~K-LD4^vg!OQ}fwJM!Wg4dq3bx7M!
zxR(z}vy5Y1jddk|(shoz*;U&2$1~|)wqM1Ff1o#KoZdUTWNrvsPb<loD(JnmESe~*
zauy6gK9qqkU2=DPGd}xWMYaMiSesp;p`~@X^wvDokK%l0y+|RJSi%e`pa8rq*Mzm+
zrocM@uH*zmfKpfBaz4qdWCMF;&>;6<iP?Q`XKZX4S=k~aD(5%W%2nbHYfA<yu<|LR
zQ|Sx2i6yw>uvz&lVG>Kn))YLj?M1th5<0GZxD#Bq*k-b@oVJvDcQfdy7DtYB8OptB
zRbYAeX~}JzKUo!_T^OfkqD|6Vn0l&9=jFTKk57?*NXq_dDSxi-6EAYfyiIDys@rb;
z0R;UA8@skr8<jCUI0D7rbIqM7H{F((mbq$6SVAZEWAdKDPaDTMrt7LB#G;DX{3`h4
z1WL1eB@5FSAcRT685_r7`9xnHx4^9l$h1?*Hsi85`S+`~=LD7B3zXM0F3I;W2SGF5
zXpL)d&rZ=MJAX6aP#=o6qfU=B`?~SroySu8Qt5T9eme+OpnwNVROZI0^#Zw{M?irT
z;Jw1i^}|3xX27j(&6teU8RY`3vuq@w5K;eJb?t=~O=i{aHj7QV*|(>|o)61t0iP{o
z-wql9%ldjsDwwM6(O$j`fo0YI+ahwT>SO<8s1DG?lj|*xiA+p27LMoDkMZ2P>@`<9
zwKb;l$}nd9KQf=n#cO@?f4-2}7UpoRJbJj^#y-_FMuJJC^2zniRI}jE1h2`cuiIv%
zTR(~4IaK8!V|d~NMF}Zb*PRoEP0nF)Y!F}__QC6eJ%A7O$!R)OUf)W}d}1s(oaUPE
zB;2MfG`ebg&q>jFi4LYkDKXE~G$?P&zYX4~R_-<7iN8LyiD(iZ-?t;C*;E}*-I{k`
zgd(8p>5bb=71$DrrrjA#z1w{=3TxG56+_bFD2^Drq2#rg>nt5^+_)n9OU_-x^_54f
z6Ifc4%{)-^e7}*WiP!|V0fD?A;1>!U>T+ZT6Ku4N6UEkUPTz)Pksen4M=5421-Efq
z{GUz*Lu4CoEH~!Y?~9RGgh=X`h<E_@*N@7v!B(an8wMAd`1bMpbcS9{AyA+I8OX^7
zf289<Yn_H=<kb52t~V;K{|tt39qnRr8J)t99ddTg#re47NBojX9;U07k$hB~&Z`3)
zTK}Ue2er`+zZAiWk`&Ei&9AuMJYM*|kOqnRTe}DN+2)q5USt0N&FW`<px(&l9f6^1
zQ!PJwaj!)|<!+Bbb~Drbs}p&%OqoGuW{8kFony`m{KpcXfSTzGATXURDompA+F5;W
z$!8+3U%huKE2@Hn>#LHZjz^g*2jzxDqw%Pz^3*Rt)6v_IhaZzUnH1luLE@*>9KRW>
z2mMjFRu`!M?-upFsN(teFa|I5sM?lEKls_`RV|u2UfZ5?K2Z@yU(e}a(@XHSzgyp$
zV`ZP~H22B==QDa+*{y!~ZJTzD^RflRK>1YA_u40Y_TMI5TC_^{x*7doUEHkcZKhmJ
zzN~mCyUr+s9*cMxn^a+G^#n7_np=1D1c^fGYu&>c?Zndrd&p&@ENno?iRA<;5QzL>
z!{|$pn>^s`|AFS%zzw+^)-POWgo4G3S2Cjo6_supYj`4&U*Q%Ppi6Y2Urba(QxZ4u
z&dljYCYwwldYE7bruu>hb6*TOhpmk-PCcwh7qeV$w&VsJFx-n)L#as;`C8MVw{pWj
zqdEHJ_AS<XzYfkvO>SO7qj~=|)#Hv*VkshpuLrFqvtfKbTQ<Y6$tLTK6*>xhvK}U>
z487O;SX7Kf?o{Y-e9UNj434IcYVMdOhgeH0JbZJ<wTz-v`0BK#BExQ5#kViQT}Zj}
zg*r*pKNiD_1Kgf*u9w|W<u5yqyt-;^$-Q8o&Z|I(6=57yhz7`Z5G0&ZLJ{B5XMl`G
z(d!4klflXy_5!_Z6xpdKAgB=o0ABF*va`$F%(XQph30l?G{@xISY@0R)3YQY$3#v^
zdh0bh_dmKNs%Wv16m=$5q15IeM!toNziq8NG|&p)91Kwqf`<mzo36($RIE%)I4G+>
zyE9<Gt1?7NGm+Aw1?zEzQ<Z@K=SY*%r)|vudjO9C^<LBeK&SG~72l0F<dyt(ShgYw
z=&PHRK4Vzr_idmX)rikKXi36^iFqnes)z}sF^8Z{PZ^+iY$wy3`kd*E@YL^RXStD2
zh<GN?^3v>{r{mSCe!4Rw_r7ddEs(5DHx7%)hrIsRCd^eMxnkOCs)3D&;J_A`sAX@f
zJ8ee(Q2j>2^k>2yf!}KJ>(@Tr^aZ1t@`=rB1ao?<sX#Fyjh?U$VzuOiY@CeBY;K<M
zH1($dF#-Z$X97AS-4vX&0`_AtQbR!Kpq@UgvW3!}UVu#L1xIrLW64Qli5v{2&!Efj
z*}mjutI5!*WEFxPQmc|MAMPIX_I;9UwR$WR2lP*+$DXI0RMgTGS<_QbTJA9*bNU!U
znFEMd0I6Cg78x_zRgkYhD~0#PzrjDPjWt6}VmQSSnnH={XXH^X%hF}cG-aVof2ahf
z3f&D~k5_kqEn7T_lY9yT)Q|MWh^wN|S0xMhK%5`j<a>z+X@6KytW8D2p|iqW>R8UV
zrpX(gpHbrlS+KeN|2ynX4!r*zdI$hvFk!vU0UZlb{o{}0U9aF@hqnco*+mECw^E^R
zvKsGpsktC)R;eyVV!6IkFZJ<FXdU!u{%h0{8~i!*p!m|X7JuOk$5BO5+Z_Sc5%~-u
zU!Y*jR<V}<*W}tw0=_7@q#0ZsE7|7!%75hO@U+%)*SXbym!|W7#OLgz^pf)X;nGf7
zjq8nrOZKDY-wNMvGzZf*-KAJ{&}9@qr=EeTSHpUhez))~Dz4s<GwaX9Zm}V!?n4-?
zdjP?zU#}=jBpl~FkPhpv=!F}x=sHNbDT15AE8HT8KI!;BJl~jLC<G&r8VZyzVpoH#
z2VsGP4sHraE7tu!kZmpSlbPYOHLW7;Uy8~ej!=N>3@{WMwPt-Z>G^Q&ipEWjTG2+V
z-{ad-DX@c<s+jxUJ;JtAH>13w@+veSCN=tDyC$4{lS)9Qm;=|$e)=S?&jzM5vkC~U
zT^BL4&vYo90w29C{{x{g81sRtLg<n`U&ZI(oHl<?Ggw$DA;YQ<3VIle6MmNM)*Q2u
zu7W2{>r~C(el{$^5~-CeJ8O7VRzXVZi%ZJQeG|ED3;wUQZ6g4dgyzYikYOFITjroK
zpb!E`OF}asM7DrrLxvu}ED3(r%A&*yWy8oZ7^#?W$$=qU#BQ(ZUHe+T;fI$0m@5B+
zta|d5VaFlN74|+{tVcfMhDDl9(*?CCg>cM>1$h3jkaWyf2*3q^;S&TPr+%<lY-t)P
zMg}NlsACiSYzu_&aA}9S&o!%{I^F+uMh6Tnd+Rtoeaz_I6|G!-N7@v8%Wbw&!9V`%
z_|ymYdDYTZd5igt3^-_@%#J_HTR`(RJzr@iaID}}-Nv<pbHC_(an_GpyEg)VL(^T2
zn|5{SA$W&Y=VtHh^yN=2pq~g&XC8VkB!00uV5q0$HTQno{4CXT>P3Vw`YY<^?^)H&
z_!m$UAbEyD3p#s(mHmAI^QP{Y8=t^>R`SG&@F}#AW%sjr0CB}4<m)&l&N{aZ)>VE~
z{Ng(&7g8m~E3DU1f(`S~M(jdU{*!o{h|(KR=CFFB@lM5rUHk4Eb3C2egm~vSXPZ<T
zOxV4b@Vg~$V-??OZoAa^QGPl57kp;8KKW#FEO%uh33%kK6Z=~elX4V=1MYU*oObI_
z!K=1C4;?{VGV&=<2Hh*po@^v<*dr@gUbI9ixEv32X0gc}5KBOIrWm5me5<e}WyxGw
zcLrR6${{_=M8J&<N}gnXBCE$KaJdQ3xW8j~d2vEUg__A%$|jRP&Zuo`?$}xusF0&h
z3e3*vWo6`)BLLZF{Yuv%N94x5Pc>~<ps=OY(9*a0INu)+fyn<!li>QshNf1>VrE`@
zf8tm(lkiVfG2AxqYbAr-8<$)km+7c*m%zA)iFFJ!%jxliKrD+6j`0wf<&gS7Lbj<9
zFo-D1V1YEHUL^q3<>F+jRs?q&8u?KQnSt~YI*2TDAK>r6KB=hD@xN>mP`LmcJz2?6
z&J%bu>?BTt_*aU}0Li_tppAGfH0qhPT!qY?9$or4oZ#yD4|~h!_wcYtYOjuk->Y9l
z`=mn&zKV*6$T(xT>QRN~1@OK(c>j7mgY$%W?!?d1{AgQv&~>T<ICkP~GoO-zI*C^@
z1an@vXk34bH1fbZ!QbBjaLy@Letd|Lz3nX<?dQ+=Olt)pSOQ;V2jcT-z|s7-HpPYk
z`!{Hk4E*i#yiX8{lt1cob2|J6*Uf7v)cmC7xyEMAuWcg!`l00kD<1@p9Tq}$kWry=
zFKq1hF2+}MuTI%j2?QVuFq<WTn{xUD&W86IckT1?erVdmb*F~Kb?t4ZYMBCDi40@X
z_$40fELGU)>yzdk40KAL3zv9#_hqpEyRee>Px#N5oY_x(t6{R%`7G2>d8k%?2$c`9
zM+-?2HYhImi{EO5GPG6)R-QB4z8desB#Pp;uL^|Ls&}-jWR->nX7)NEdXZB<V52Io
zdS+#w3S5kNCQyHI4%Z2wq+Vq5f`DwZl&b8ao5G>tG>0n?RdC@jXqC&t!T)j6zssp|
zO!^I%7H`^Kis9hWg4<#&WR-qY@y_+-HN;qmi$~{_EyKj`*$K@I?dFI!U5ztKiE^_`
zrfdEOdce0Q-z~6Z*$r;(1*w}v$S>I&W!|i2{`Fqi`wG3CUo2$jI*&AY;T7H?l)ML5
z4R_!Rmuk0reTkEVAA55}KIK)dVok5s>hYw&=%14P8mQ}cmFW3#v!dsuf|09jY^2iB
zRU11;FQ$WHn>7c|Hk`xkX_XbAwn687PIm4A=D2!llD8`4dgSW#un+tX`De5MZQ&tO
zuDEkt`2<}6M-&rmKvG?T%PF|4a)%&FFXSY&iKfXw$gluZvNYhD*Z<298sp4IqpX>#
zpN921O-yU+7JN#@oxbpAACCLAP7mlxCH*olhP2wPhoN0JCEohQRP+_K+?pDD{tK=c
zl~`nokbr@#{mAe1pdhr6NG7Xerg2*(dOK@BoljNya7+Jj9(1h6(!v|F@Gc^X$(`3I
z96y7gx!b$2XGkL|t|lK&tQX9+uD-qg<Sd`XSB77ul>R84sqm}f%3>(%PC=4fdlo$K
zEA(RcV8!Qu+JrXX388I~(fEPts#XoB^Qo0AzP8hrqU%O%;>`v(;P%c3!52E}{m3Qo
z>;wP~8D*reBtzxib+LnDL0U9$VqC9qtWVZ`K$=xF!$K~R1mYVnGXBA)LkfsC9pfdp
zlBtnBm5&=4(*z)2{Ho>%4DWZ9&%9Z%4YP6lS=&{FhC?e17DTWMrx&vj2Nz{se_4oE
z6bYW`3RZEFOe^qtzdJg<_P~tyNut3~`OQ1VR(tjQ0kN8cyK^I3g}2)+ZO2(Rlh=Ox
zmrPx}H;Hp(`^=Z-{QFi{;OjG*@P0Ie`YNdLqOo#Xur|F_1XqWyPD4`*zxXTU%!A`(
z<inN=-5&zk+B@{eagz8un&t5<5Yi2pCle{_&0zZh=?vgP71xP@4xeLx2hSVi8Mywt
z@DH{_@EzQfSqx{;GvddnBFZB0twM|3k0Gm`g|=1**I;8)v2mjF;ibu3xL{Q%mDp#W
zp)w$2c*H-xb$(b^oNu7!X6c;~769^YY#01h+W9*`Y|dyiD?*UQ?@ABLzu>J`dGF|e
z2K&^fBv%+c8Yv5={{QZi#bjW$A&lkA)iD&~Rpmgt2yi$sndtygSYRMrYwRRP@UL$7
z<R4DnojV9HfQ14QITmn4;V6U20u-AZnD~I%xCTpT1D7IneMzW+S}H+H?v*HF&@at#
znqRMDX_>T@W{zr_)@|~!GDHDrX)UIj$s0!xB`@?Lp|40y$Gwk$S(OYrK&h@%O7n>%
zJ`t>-{{yCcY*++sWZsjJihbz)E{Cv7{d4u7%X`MUUWYa2hRDqJ7QYu~DPWZI-wEqv
z$^rrw|EC)$0S07tEB=5t!4@{~djsyAQ9of?_2)lfO<fT^$Q1<>ZJQ2<nLHo<fv<ap
zo?SO*2SiwWw|T#pZ8d~qOpK=FwIsP(ft5NC*5|n}1Ia?!Ew!f4)^#tppJif{e?rSn
z4U}Wd+&$KN$(HLND}EsBvqSU4)td%zar5Wg{HZ&AA@aQ;NBX8qqFS6o@nd{4%K(27
z_%6pmrFl<XvXZu4_B3ned44%(hcmNhg!G1U?KBAY{SkWd(2@a}w#xB!2R;Wm4vf99
zg^d40Ph|=K{&G=1%RGBD7F&ASlzc^JWxpB(+A<^kIde3$KW8j3q9GQQ4Pt{t+f)FH
z5FV(I`X9<}2K35IEXQ8-l85TC*ru)}G2IWbv63AC+uhxFv^bP8PrmA}Wu&BlIJRS5
zUT$0Wp|O}JV|6p?3tHr@mPD5;wl$uxREcX2EVtE%NwI5)XP9i%dL0Bfc5%tKL{em>
zGfWp>s9WXCueqC<;+@ezl0K(!9RQv;<@s#^)dW$12`hO*{A@B2P12VM(Fc|nRVV^b
zjW7g4^#x#aYL=UfY3=B7=if~XxbFM?X{6`kAAE!J>q&iIbK@>5Hn@-HvscZ<d>z_l
zUKvg$@GNlCUwmf~Me@2DdtXUl&HrcAL-aoNsFD=;ALuINP}&!^Ra@=;>i~LtuU4kL
z#?ccNoenyJKMA5X2HkuXGvhV+kNolX9Kn|3`sK{t5KIhmiqYunYB;7ysVeBoFtZa|
z`HqbNr7u>Hby?5C*~E^OU;mgx-}AJ>v-oy<sqGMlj}6HS8p>y4dR<Px=jR-}z@^P$
zG3#t)fmB!hNh0QY66}{5xfGs_51M_6u~aB^)!T_1`R=Q?hs-V;=ZT<vcGL)R4!=`U
zErZqI&}U8%q+Mw8hV4{k^sU69%s--D5S<6cwor(I&S3w?f+(ZQN&kUT2`yU3bRp++
zg9GH++?m*2Q!^tu24g9bB{BPZNvRw|WHB+9WO;bvbOzF#T*?CWCbC5;W|%0V6DSiV
zipV`8YSfxJ^{t1S{=lZgRB>A~vtZ#GH);W^Um=<E(X;7jn=@jme*Cprr|V{`Rc20G
z)w$gy7PAmP0m0pV5l0}r=~ki`<`)P5M+`@xueo<vC_462SF6?C$@Z#Cdq+<Xy=jiL
zo64V^7pr}41t93$X(?~na9i?SbmNPhkOw@7Yb$T5=9yz}b5&PE%ZDOL6V(rNnFG1O
zf1b$J)d(u+KxmEx$MBX@%hX89!(p1fTc3rgfER>IUTIL;WFZBPmFzBGN%bV<1<uEt
z&ai=0=y`o|U<R5=>|trb3ivnR=XRGQY3EO@5XPNFC!AT8`*5mUI1lA!J}zu*32XeW
zi82@VjvjPALh5}Qy*N|jOmZ=GnWSGz$8|f6)poWq2l$s8F|+db)cKLmbUIj2T$7gB
zX$KDR$*)_7bJ(ZfZRmd|13t3Irve;mctc}1xjGK*kSRibHc&h6JkDSnmrMAA1@ftu
z0G$}HcgD)mWc>Q%7%aevS-{C82LdiTlyQ`sAf=@FBq$enRA`?p07oHbm;k~^qyP&r
zl>U8!wl-oJ{LoU#pBZs8_CGN9=uPemPZS!}-NrO^C+bI3Xl8d~2fHhy+2Kb5PqB_%
zrE5z)39xE=d+*OS<eVMnbZkzG6_eZ417FETn;P69Cu!&p^J6nB@MIZBmddH(csw$d
z!_drN$+j!D!>8loI`MFe^g4BIuzDxSTu3>kD8v~!!nmMSeG1Rl{SHmpqU4I(PW?p<
zPD~siES6L7r0f*1Uz|t<r0f$)m;}}vy)F|s%lsZO2i-7CGh8G-@!Pw_5m=e(T$R#g
zPmCXcA5Lo{zhm3g9H(wI-0o|U7Ie)_-u7t!28;b**v3%7V&4)ohHsEhlv_?~7Yb7~
zd>|96Rqf5RY7Yrtv(&HdGI&00-Or=B+)1^ql}fMbIQyR9(<~v_Yj-_pfZyjL{@{Y1
zd4Q8$*)ExIU;e5l^?mC=cTZVbX6ZO_qEP<bc?d_T5vRZQs!$2cE4&6Xaa=6@2x<(=
z^clINe%F)W0I&I!g#5I#Z)%Qr+Zp^>X_%^2JNoWAFth>8Kk&jJoq;a%ZUFk4)>@`?
zNa(R<w6zr{PuQQiuTiPS{ek1f3f$gqINs4b>$<}mxBORiVUce#nAzf{TD*fqUS7@|
zHvhHmBU@2hK=W^D<IOatB%<`U5O)#{jQn~|E-w|td7x-_9S@9ZHXUdi&<Rh9F*GwZ
zVF3%VNPxRBC)eAq`90!svQ<Yvrd(lAT-GO1&LEQCQaghBzN%h%mLo<wVA4ZRk9_O%
z=;Tc3k6^xld(8kA>n9!F?@82%;MGbt%J?+fXZwX4xb?Pz%mgxXRr8-&NIE^*t0{V)
z>9A#f-FKXFKuuB+d&&L7?#v{9NZ{T!!w<XI!ZWt^(<m3j3$-Jg3ETP66E6=VU;SxY
zfdx_Ss8B$&0&9JRAEHvJ*FG4E-Odb+cAGXk#bQ8J7}%H7+`)WPY+s1+r@ibPd;455
zo~8uVq4V{s#sZB{r$pE=0ta@NE_pU4<jpW8%RAL&zyC!{;1`LV$KKxiNHU?zve-pC
zoUX*3U3mM}d3V?DQ?sdJ>1l;L@=@)T^GG|%PsZ?(_XPB$nLjyS*{;#PF~b#HJl+VD
z%==2>^;t8j0T^0QqBtv-Q3X)FgHEK%!2P2;4)m81f=GsD`s~{D{3as0^>l8C0h1sk
zV=4m{1C9N$s!}HhWT0f-zxE4J_wzqcvc!jZbZD7WgQmBpR9DzXm5kR`q$@$FjK?aM
zT>fdQ{!k>vEXrwm;Vp{GNp{q3!O7gk@!FS<0n=YNuPYZNd$P<4tg#h+zTuwOJO1W%
zJ{vMU>kTd9Vm~kA<tD|Znt!59f8#y{RdN$S^5$M4E-V7=StQX9w4{IT<W6~A>eAZQ
zlx&|ueV~MBXSOwT9PoI^?l>QP{Fat!awO@VW@+$srJDIXC^<1tP<OpeFrL@ib{_(<
zLFjV%YZOV(9)h=%1mdSk*<dvi$`QW0=x>F!U{A)>Gg53YUbA?!K2BIS;jnzhqqHx|
z*4s*}vbB$4DtV&Nrrv@<M2aJF$25MbLM3gW<0<&P*4)$*WGSL7cfB}GZA3xn%f^!j
zBd_MdNXkPYr216<oUzYm&_99l@tm48VR4TaxUNgS3XGl|)=;bhZvyyarUaDO3<f7~
zW+6SF_=yokQbUMyr~$l)_Lu=+EI{cOCj#MUz@K<~MK<3FoP0!}SP&XD^>=HxW)#(`
zxHx{1E*g)&Zy4*ZFODAwm-gwRW~J!)YK+p;J5<YbC^$knY~zX+O+FS8)tt9Fm`{Dw
zr=o9e`->I&ULhT&=J!O+{^LzvYvx{)c+z_2xHR1`6?(+1NG}7su8H?v&`ysP#)slC
z2-KiV2EWGuUnu*(qB!s7#LOAea9V?;N|U`x6)EAhRq&_&%bAv)?c+A(bMls-fK#J^
z2fcrSkNqDY^!KZ&ISb;09DlIC^^oSST{Y|00cK|RhGT}!S`lr2libvnI4G@{$sa!V
z=`4fpv0aV?XTJP{DeA*uf<tY61y#`T4t3|p7efZq+kpELVterX887&AP&)Q&fW8`r
zvHqg;%&KT#3vrdnHc{7B<Kj6!8z$S@f>lXkUgn#HwD`-eo;I)Ypp_5W;5g}8j;6iY
zUfBxyQiNu|l>z>#U=0+9cx1g>1zNQ=Z-Vw?XgYq(1SkVgj)-ONsTA0!mt?BSBVbg`
zO5CP~nzThVCdygUMn-!wQfi^U+8>lPr7*MaJh6o-iFs(LJs$~dGjI>V@0_(i>Fuoi
zE-TQ1RfqTaaiN45xysRb-q)d3*UkjE8Wb|0?8E@g0@4vm&hH1$^_6UzX9Kw6)HTk4
z+zDpy?kZ;AYQt33zWQnfqh%kTT9xbH;wPrWT$>}%1#erWbU8{$KYm+SMpfs2jqq5(
zTQ+@)g|e~M)k~yn7T-7W8~NMust>?LAt!}dek&*BAkl3Me~|%52Ox5sL=6A$y$A9k
zMFt&}*<5*Yula?bE7c);YW@C~;sRk0#4(-WD;{x0`FMKsv}ZFv`)rL%96_0lwLn_x
zvy8!E@dncy&Xko$VjDKRCTG^;Rg-vr+Wd1T;&}3zQ=<$z@T`8&C+uEa+hz=|vp!MS
zi%A5K_`NjJAJk*<d0cTT`_!p)zTdu;lVy3LJf7Zei$sv|ftC!_qc|y0ZI0rq<{ai7
z?k-z_**%pK1c^su-w~?KB!4E|*Rj(H_Q(~BI#}P8e(Oq@Wy{A>>VkGGxWD=ok(P|w
zJT$A?43+k>rWp6S9R$l42O|~ET8@p{?OJZth%x`p*>W`3UT(Jih3`GZR;|A+;D&!L
z8H{5hO!2k*SOraKKWNcl5PTUP<6qy@;q>S=qe24lwx-m6l~By@7PSXHGHUbFtO^{J
zN`8B2-zaTsTwdPt{55uWn$tU7hsScQ9V(9zC-egXj0P3QApy9qq>C8{y?P2G=52wN
z^tYip$0$1fwi}1uW^pP9*NO=+G?g+vB|w(5mghL_ugHJ2MY0Wx@1PFoPc`AqXRd9U
z<)6XMZh9b}YTNZ^22#huL*}acwzma^1NC}u_OC9aG%l<ROEIM2x?j@Q>7`i3Q+FD3
zxgI!7yVZ}r>2K8bgiH4H@Vo9UD2aQe`byyy_vm44;u=Bowr?DwT{yJh3ukBnzxj22
zTPtFJRvBNfKaf1n%e^S;96==qZwrL!`M;~;G77QOr8cm^#UVDpG~k*Uuja8UO6<}>
z*COvJ$e7H>PvwIoNyg2f6+AY!wFG3-T8OVA5YmM~LFR$-H*JJ-@oxH{UCWZ&2A06N
z%ftqIVDs)Shh_NcQKh*j`*QYcN%CqwHhYk!L#Qz@n(s13ZXQ;BxU78YXM&rFPIA)@
zc5cx-Y|{$9;VBoQcxpB;b<50d*VhqHJmlIQEj9c4ST~{OPEaHuDD<>ZG*ItR3p)li
z<w3DfP*WJ7GKP#Zm@c2lOMyNE*ok8>8yG<q#erEB(EL-1vro~p(&O|`oA}YBMAh`!
ztJdcwJqZVx^G{mz3cs+}kB_T1JuKX^e0dLaR9ib#{_CQK+Cm<9vLpmXsHf?2`0b!M
zl5l%&{k6cj`2=T2^)e~K?uc4wu^>z4+SZfmCeh8>>Nxc+RH8&x{x^@A=LooPVA(#V
zI1zAYEi^=i+c^8O2~<9Ozh#4C?(v1Vtwc!M!@Y-|eR7V@ISa}CPE#d*#VQP)1la;V
zK5&tcDSsi<|IKTL^sMX!WhkZmeCXleMcj|dDYF)#29}r+j)KM_fxJNbN5!P!R!{J@
zvjYloYS&<piB##hvfN@KP}$f`)kfC|Di618?6~lE1Q3Kad>;?SEFKlP-x21(RB#IY
z?51{<&9C~@cE%4&3k?(3F|YY9U+1-(We)mf_rN)v{Nzr>eTRo?PwwMW(F~SU0fs(#
z8P_AY1Y?H7X`aL$K!k@-nI<7_LTnXb9v2`s2WcoKE4H<2k0HZlE7c{g*Q6B3+)64E
zx0@SnN7l7x`Mr2+Ja>b%`erz*pdwnT0rr3cqp-)d+*HSu4ow@`ZyC?EYXsC$;=hxd
z7*w@~G?(a08>FIN1J9~4$xF(w!;T8Cm8O1yMjfu_NObo?b;S89ic>>N;BRNMn;y`|
zOboAo46(a(f%jDm!tqM<Ts<6{93DT_+1dB}f~w3XLWMx%+34JHzY$A6+TDtglWXl{
zpaQVWR`O?q9V<6R;1TG9i6|2`re2^lTqiaR*0yV^570zFS1i;32(tuM9_z>L2F5tj
zB+)cc#Q*L^qCeuric^-sPlWhVO0}u{EkO}^-rV&U$Es)tW1M7{aM&}Se-FLv?#px9
zoQ^De8I1f7Bwy#}W@OxKG{C-I3hOK6cy(pbEg0x_uwqEw2<yo1xt;URgQ)=qyALAT
zc9$-iX;|h?Sj<UgH1J;%Rc3mll3ZoK(wWdLo*KiculNh9Sz-U-PwKtm&aEM1wVO?X
z0x=(dPC~mKO`UCD`mj~T0gkUeDcvCFW-ZDnZQD^pLSi_a>i>RuqxPeDXMsGc6@S)h
zM@GJXDQ^pvd{!mI+T^`)mx-m83_veWEnOXM4XwP*!#P+*Mdo!?YDuyd2cfSu2j@83
z1{*=#CPv5*8;<ohq5Aw+jvvg*-ZDs2!qqi)LU^PE;eG9F0+Q)-doh>Y3@#{S@Fv>X
zO|8j9@#t+*7p|bqvW+XM#e)@kb0H!*SC7bB2!RR)KdJmC0J>X_r>BM$jxw$g#t3wu
ztXRITOJE}U<YP`#=A6hKn*#Kg1jrF!5su~JGy|_07z>x^8I=1Sk3U#rqn-CTU(Z@p
zOiue#Ir&IycOu4LRrqQ04atvz3(xASXV&hd4Bgq&!;WuF9TP92t`4vw^8umH@m*G2
zB__}1*LRHsv(2|}8QFE?=h~`%-L6~o{%7)vm8X+x<TvglhCBVD%a5}?ClpPVHYia?
zZe?dTM7_Kv21amh@`MW|#MiQRRo(lpo-b|EHj$vRYGs=Vk4CRJXA;%`9lcI0mrUh3
zi!dqED}PUe-PcA1f*DQ8-o5hAJ&~{V<Wu?QZ4$KlhfTEYB%Vlt6Ulv1bY*^hBjYGf
zZe;dhsVJ6^kX0ll$Pa7|2c)F0k-g@Vqd6rMR{`&@*<YfBHpiYT2Kg6sb}H9AHtRb0
z$kD&f|IuUf{i4A+96h2?NFlZe3otamkysoH^uHKkWB)cH?*L*R5bCfvnfP~qKY5=w
z<&~d&i^u=CKWhe*$$Svnr^<YlA$h%Bxk&_9$&PiInQXbC#G^y1xYL`Pf_xq@8!Lt@
z((#^qF-Ivv4s7M8i9>*>h5PvmZ+)TS6}GktQ&e%9w*=pX>!@BsfhrCKK~NtiAyIzT
zRh|vAK{WOAy4^IHpe0yI_MjyFWF%g=B_QL}{D>A@H3ON9!EC&1lZri`EWg_#`JA-0
z>gFc&CiAh@<>q00LB~)#>DF0os5W|<=fMd;aiW1WKS3-=atwD)7EvH}0O)?UINcWe
zog$M3a8gbmvA>XGDcST6xTmlu(;OMxjeYfES3yA}zI-7$Q`$O*OW~@XRya_MOjVN&
zk|jBNEmNI)*6Mq&b_%(nCKO*I==HqPiRKkGHFw^mx#4^LUJV&R*>N{CU8wTcbl%I5
zzSN9Hj}|~{6~r7|ZAeYc^%RaZTwt^PDa|V3KUE_eMh*~!ESP>sJ9?IWI(^>=r#P{D
z7{b!eOG<hQnTRXbl+18oH4-B0J7&h<&hg*2vY_wjoula8<ehv9XFJz^kBynYv37lR
zD!)F|i)h4s+R?7}ae0}IMOFfBJA&ARx^XY!ksk$S%_PXgg=>6eljZ<)HGv=4m}1m=
zmdSi<y31L9M5P#9hLN$s^~ua8N%K*G68yWf1H_Nvugj^CY3DEH6T>S#j!af<9|zXx
zgWFP_>*_umc|=WLs#FhnbhzApx@x`oL0mFRaQe_VawIC_#ud^Op_-*F&!|PJAJ$e#
zKs!A0IDuXMVlAx6hv9##h5(;BpdJHJAb^XE0Wipv5YR#(=k@fb0)Izals+4dLHs^o
z-(!7JJ*0XwHRReDv(D2Z>XM1BDDKmFgIH6x71u?VoOb&%8_(;uErf^HmxTqdbjXPf
zQGGSbo14UDRR%ggr3yvm7G9n_QX!GnlScEtog=-5m1a~hO_h5p0VRAfk#I1_IlYBJ
zO6#q6aqn<BJo2&r9Pi8oX~_bI>lABwm0n}`z>`1)ym@cBMW7^qQe@OyODp=bh^V)L
zTng&O7bCUECAS98M(z);7xx)$NA_$(xgt`KRgVaAr+1Dhmx;CgbOK}4cq?zJ&Ve~D
zb)_`2bhlS0&TcwTmY<>O?Tbv8@mhZ3$6zn~4D&dIDb)!3$r4*u1|OLue3MFCcRFQQ
zae*7R6S{y3@N~}iPY<{w`3&4JhZI!}ns?B<tBb2u9oG|3mXgeK{`Qng-sVr{ye<7~
z!foGG5s5C{m3)XoK<xEJHi7X1h%f%E&jLY{kigo&ni-T2)S{E*MC8Drt_l`KiQd1f
zo=62MM?f`~*A&>5W0lkl?-px~+3m+Jg&j}v?>$v~Kq<WZD_Ur5GqOs>Qdug;uzxcu
zg%Yg^nF{TiYkx!MS8RLpVOd{^H+&#h^?1BE)l@*TJ;wN2;ugm2o&)3<zdE<*a(QPs
z<ByYAX4P!vNBhh4XYC@_3OXO-1J%&w8*mQD#IQ4A0|J6@u)jkFLN=zJ=C1IIYXq>s
zpHj^5SD|sIz@z=CI3E;=PzD41<yvGWFeJ`mQ9eVY|7geJ@*#co3yVyj9<GMT<rjy~
zRKSmlDV2HjQiyG$!`J(Sd>oXGiT_q2LVs!W8>@b&7e4D0W(p-)Km?MiT!R*K$36!7
zr;`JW-fr!d@rmF3g1BDeZ{F$W{ndGYt{rx(TWDVa9hmuq55lP^UR*B#oG>S>)7S~g
z1pIpcA_GDvP66NoLw^Gz0)WMk;jbni3Y@O+<nyp@uZJT4A5-rh&t(7qfzSDnL$sB1
za^4(r7&#Vd4r30(oF#-!$(*U=5M?dr<3die&5Rs#EOI8roFd$EKBR6@-5o!_OZWZ#
z{eFL3508z1T-Wt}9iNBY^BDh7TdBk*)>FD(ly8n<^T+vbo7pC>r8nojpU;WSa=%>N
z)0Bogq3{XiHzK8H@e20xL>5SUYlZBW>2%q2SzBhx+t1H&OINg(Gc4U?%+<uMeEKfr
zkugeyHtraxO9uh!Dj=Woh!slz8IP&f1q@X4^O%lyUt*0#!3OzBvR|9{y^&7RW{&53
zx!S><Q=H=LO(5@|eKVqZ+F|ysCp_9Nw+nEf>vWpFZTwzY`_MgsfMg`*0Xdf!>4pU0
zSwOw|-(?yC{qmB%O<O#?D$70rvb%QJMn8yzSJla4_2_oJU0rnjk=t+h-S&0a2!NFt
z>EyngFWF5~$!+Y!aVX!~K8a4WTF|km+3%sF&%d8GTPEdk<o2p5!@jGhlb(xD-|Rck
zBP#~BDAt>RhcwVJ5V+8CIPHs{bHe>wpRTRu)zC#?xI=HvDRE95!XPM1-^k)piiU+R
zO{mdET5K{`vjzi2&0$2btq?VtdI1eHoM+P`Xy}uAp*2k6%1qz$iv$MydB1lzd4n7A
z&6kwlGJMYspVC~Zsr9wqu(T?vDqPATArE*AMgRk43nQVxasoSm(9r0vWY;{fzYaO0
zw`ax?X1Ta9oC)`yLV>h{z+}Wl)A|zcew9Fs#}`Oc;72<PQ`Vr8#`On&U3_DhkdVTS
z`hz6Q*{cVNJ_dNFptX94#Ey>l;+x6|GcA*vOW<|sh^lb}&l?Wi$_iHC?B0lVJ9>Y>
zARmIg1vcK^9DdY~0yaZ!N7?PaCt(ck62K}|aU>U5u{_PsIp2&gWtDc$B#hEAU$2!a
zODWHc9*ElAYK+^iRJ^jr<b0cVNGramw!Vd{xpytVXm@8DkXAlGY=u*9-(US!CABbJ
zv@DEkZu?d+b<X*UOZ9Kv+F0h)zzwwPN7evHI{wzj$(gdwc3z#$^PgQL7qUHmSwE7p
zyp;zZ=awxZgh-;Kxh6@M?%Rl`<=ib=6Cy<FZB#6?f=aoB9^<X`Bv_EPY!c`jo1Dcj
zR-IgQ+(jy3mLe1lE&^6gs_6qO1T=N67zgZ2(GhM@qKMVCDQm6%%Ml_QwD#jc(C$<j
z;idtIvVTF)vE#;k85asg2b;s)Fs%~YYr41>{bs(fi)JCyxo#TO44IsEtqGYzKRd^%
zqK(!)E%)dGbG?oBM>i`AS-AA-PCk=zEFtF|t@U61w>Jh5_lNcfzCY_?r3w-UND*nk
z%+65i1|7$~VNDAJfGv_rfS|r5-`=sSmR}(!%P4L;e?vSjUa;RnftT@wtug}5<VU(q
zFRCJ6eZdv=<tBAx=sA_n8&sY@+-a9@e{azI_ZioxVunv>d7KAjpCvI}I2WqZM6i`7
z!P`I476}%z9f<XBX_FCXf{+LFsPiUo85#n6V;Y6#ae?0+F_i8{l`lJoxJ<I&a{5at
zqF-xtQ>6SwJ+HJR4%PX?4wD_pkM=!5VIwQ(t~n;LhhVv1L$Jiudk{8;n=B!95Q5rb
z=YFnBuaew9+@MSM`Zr}-nk2X|E)i49{jQJpp4Dz7{}r>Jd?DJ&pt3iCP?a_lmdeFz
ztKFYk@v;VJ*uC}0AAyctc%Vkm9>c|m-g71K7?aC0c+8-IrEJY?2?%*^4q(A>G^;|d
z#2>deKN9u_V4Wuk20)e13<tso|D{buN!qJ7A`tmX8Rw-Kr(dY3W%YC+d$nXU!&m(U
z(w}C-Zm(KtUPW0CRD|`^H4+`s7Q4uKiN(W!*V>*e4sNFkG_xHozBPJ9$}a_|I!Agu
zeN-g&tkqi?dWuNsxUR<S;4$L)a`J5T3Q&9^L>9-~Q)AH?!$Q#z9bGU%kESzY&CW*9
z7&8F-kS?CdxME3jde%=dZ2h*jd>h)q*C6NlW=gDc_2tQ}J5eGlt@YY^4ndO}15HyS
zfM$Br36k<Kz;-?A-2qLCe`lqCW`RKQIdKGDi4VT!Ku#B-%$s)&AJR6E-)l<JRi)xK
z4)gMrU%1*}no2uld8d&a8{{k_icD9MgOfl1Qcjnje9uKfQ$9=kWb5eFM*FAm#ko?F
zx3mE^>wK);KslExVYA<HJpm$_smc3D!r{1MVkah)C`;nqC^CbN4%INILQohk;@VVj
z6X7jN?*04j0s@hcAwe*MR9uuLzXnSk$`r~uO4_=myua)A)Sk~)<8Ul&HcXTfph#mB
zyW#ntBuD#t?5}NfzW4ZS=gFJzU7ihgKBIUO0dD?ovh^p=X_|Gj78ixt)sOl&Qs1X$
zj~h79y0Ae-2?$l4MEr31vg|VN%ja#}4-+*x6v))U>!NZ8+a9;tw@Q|2%O|{ouRvjO
z+eJ$$3D@e+H$_lo3O)S93dFu)7;W);Z%Wg&0E}EKfaUN9UKph@V6OAWMomnKMUM>J
za1UTO4OTx60D}L!?ML<z03;Xixdc(jKpH;L6XKX0oa?i3M(#?+-+DDarzTzv_l7oa
zE#nV*JHpkp@LIKX{fxG^Ux)ksel-`m9Aq!GH1ivJoGmEIe5L%jK;&X#tL#kI8|Q~t
z$4){GcAR2FT3E)A<e}X$jT1brVXw7e$0_rPTx`;kfqZiVC>s&=J<H4z4MYkee`wd3
zeJu%{0aPc)o}5Oqn>UdR+cP-cW|9zw;r;5O>jxKM2WX8!o5SAW9<T=|$7-gTI&^N6
z9dEe{%-K@EJ6>ghK)EEC8PQc7JjcH~%3&VJJ7%8uF|OGZ=xcKBhfm#g&~VAPG?B7d
zCb_ehLRWosHzVs=vsa-Em&B9}4964;xDh}d42@6WtV_!DiVBKQeXu4u>giQnV;(}_
z0nKLL?`bs{^t~9+3?{t0$C=l9-J93V0L^Qx3PuAHWu#Im7n|i00lL5roM|QtN}hd#
z;0^f0xal*2A?Q5d0_qZw#TxmPi~1gSekx}Yy9oMrjiELh`dA_C&27L$QfG3$xIs~}
zAY7Y5DptD?v5xE*|6)XM&(pE8Or;lnnDHI%*EKUz_D9KCGvps7nmhWwe&_n}gxOn9
z<kPNLI})kguW91A7l%P0CCp6Ognz&WO4cCdoQ*Y;aA0LEnsntf+KD>^O9rx5F)8ql
zhFHfvDcmU(g>Vx@gq?z@S?pS0bLe`pX4U%xGgck^z=$p%_cx=%`YuQS=DW`xrR;g}
zFNqoJi4XD?%QL^2ABgdBH;}`v#M*QCJ!CmJQ|eLV_4QAchLN=i;<0Pa%9`2tyy))w
z*SGT2Yhoa4KD67Fj-F%sP{6R*?VXAnlppAufi9Cn!oD92@Qg^vqosfn;6(>~C)y9T
z1I0SHEZe=}aQ64lv_BR8@T>FW!pv0QNX?WFk4G+ql3{jl^TVBXWjDBsuTW_>1VW}Z
z-NPCbw}tKC{I$PC8>)mHPGL43Wk*uP2$&bbI8z*X@*Un2z;8S)*9s7Sq>ajF);(Et
za#ar+q0`$2RR`Zb?1h}mZ(4K2Ea)hkk1Vv+xV0<vGUQ>#xS0nT{Ju3;ZGzB%)|jB%
zuvG>7Xf^ajf)#-dW=+&WLL-Ga^-DN}Z&k0>3qQ@~%U7g+!#vr@=%`neJ8+9_ev#O+
z73X-G;U|TPc1c}|-20aF9w6*H>zzT!1ECNN{L^4Oa5#C7#<AsThaj|$hLuHWW5P#g
z8#Um!fv$rshTkVNOK^P`uX#I$5|b`RnUW|dlW_f&ni|LZ@9LdfxJ(?mMip>B1#=jj
zn5>0OnX=I{j8mX#tS@ImDtNF=+fRb<DqJa43*8&y{Lx8T#o|pB#m(1h;~e-9vgV8P
z!kBBjdgj?py`Y!Tk9jz286%GMP^5B}4&&oAVT#C{@UncFN6w<)8%asbD#Izh)@|E|
zpVYC4Lm%Ts+*sumAqqYocD&>YuRbXsQ>dzP*CNgzasme(J5*DqCEW=RRy!7u7VqT7
z^XfKMx&QjpNMoQMsN}khkkrqB@u-!h(~}PCn1aTS;KZFIm2S)}(%m#XU(8qP!{)J3
zf3p|Auq-$C?Azuk3dLzb+NSQFD#)-wg{B{PX4@tJnK+`(PfRk5lV+%YE!7B>nBlDG
zO^KS8kU<<NwQ$J63V$5uJn-(7Eo5xL>{9YfT}QpHLVUtKIFc9n66KLHh}J01ayDV#
zl}Y3eosAs)C{0s|;7m@uz}m?dd3p4s@jyt+pgZuyZ-i!*o=J9f@REIC^D@34Y;W;L
zHV0@K0fQ$XssiRbM?-Z$z%d_QyahBoK-2U8$$%k1l2jlhyYT?7JyK~7Pa$4EtgN;k
z48-Bbtj5mkiD_j7RS4eC74>9!3Fkiszs9Zi(P<Iyd40O_+<vU?VQu8j#IjF~V0~R_
zg%`v({PQu$s;;>0Ci-!{?%MRNcP%SqbGgrq;4_<YNrX6TX;v&VX%GpD!d-mLnX#!$
zHo{x84=BmXq~+XG9R~`H$9WmQmZ10!1|PQ<G~pOa=J$#8M@ju^%(21XrVcX%Py7qm
zIqQAGV{m+EbhW6dMH;NlBZ8q>xI(uQ)D})24y-b%%0xFD$D?HGaeYF|5=r)Th1Y)j
zUCy;li?t_yDaAgD^=hrVo1esN7ok`>!w@lR^|{_#AwgECnUcjsYh7Tke<Bh6wbU)j
z;1<!|k#VD<m<1zBk6&}n{<Bju!&~sHVL@FnN8&_4{a_3LX8(;Ae|{4Gw3C0jN!}W}
z_1LLBxHC+6oky}TmQWkW)`jI65!m;Z`|hCh*A1DMT_O5}@{x%aQH%3;F$Cnkx)L6v
zND^Ou9*C;d*9SZ@4za#IhqTfn`-cm>7>SkIXGJ^bUc7MnvIDDFx8W_C4fn6CEmYeL
zmDcNr9b_ndB;mJn>8&Y{p{fQvlYBu9%KekdT9aBbeM}9u3R*O9R7-sD`Gj=3I3UsY
zg(*`yywYI$3GeJf%vou0z?s^j53YmSKjE2;!Q(b;pSX8my-oKuihP-+B+mslLYvL%
zwK05iH9TYfmE7g_*y&U=8=QjiDt6n0**Ko_KK$fCO?`^w&LD2H>1{T9)hWYB#%J$d
zna=8|1$ke;5BdZp?fWl)HxNin016q72Eg(F8}<nDsSwD5O^&Y&5c!>p4tmG{R4}qj
zOa+n_W)Zw67-}x1$h8J!C~NIEk$1<VzJKSPsIUK_<Cpo=W_8o(-jnK+#F<G^@;7pv
zXqQnkZcu*+07`#fILRv#{TFT0=H%2PJ@5c|OoQGzj@33@fAEaMBlAfW_4&&Mj5awi
z^PHbLwEv=vFX;)3;(XSnZ$XI`n}L+mf~2{p-&P^HjS!0WB8PWL%bAnblG_tMQyBMq
zAmW2bE>3ArIaA+dN4NkEW(0}p*7e1H{m^I0h^*>7Z!QNkO1dSLeBp&oT^ptQF8?YG
zK!Vf5y80~QF8z*3)2wSu&Rc(98!&bz%HQY}4#qR4rrfIqs8IbmqHJWaPj;6&P(B@f
z{Bx37r2u22n~x%#gIgtc&1Tdyf6UTz#=qpYl?=7xKB;`EvSb#c;&ML^+MC(%yR^hj
z^Q~lY_7Y6tJS!FO73|$f5oX!Liy;XPgogMCZSY`7Kf*G!r`~c7Ql`7>d@9pPXO)aP
z5m{GK^ijDnxy#C`hc-TS3=O5VPUz@XeI+|sEaFlux;PA)&8jNL(4yjMIN2OMi1$X}
zlaA`MVGi0?L+WuOhRQaJr)Hi+C^trgzKj*%xQ@$beKll!kMBiWik|l7D$H$a_9ZQ_
zMjo8w%ma8lB0v!jzdT6#HGwwwsmTA9-sJ%jm}>s6w<T1At6(t(IQ?>yuaPNtI-11L
z09O9ZP&-HPt&yojTTO_z+4ea_X7Lq84$E5buT@CfO~a{k=Z^9Dk-{6~EL=$IpKn`h
zz#d{WTWHimm-y%!^Xw?M@P=R`+{tUIXbh{$hrAkJ*0TG48&wJg1IM+Pw8i-wXuB}y
zdUGU7u|lXYAo>gQ{jHUDEBC%aPVO3I`em)$<!SezLRGom6U5onw9$`$;xKiOMTA_l
zYp_;mCRRuH^M4j+hmZ94rIzO#Is!syz<&P-#l-=jmYBd^)SET!FsBKa2(TV)3js0V
zqjdY{3o!7d{LwS71Tm6IaF()ZJE}yGwxnb~)~1p+vd_l(Kagz}*9EBZuIrDMBDS$e
z@5)}k_}eHST&zK#bv<Y(Mi=to-9EBm7O(xLOd`J4VDjr}8yHpI*4pWA$SP!}xH~RH
z%fdoYhWMq5uHj=4NePh<K(M6`<cpN@*|DJH{D^kuiX@T0qxX#Y?0aMq&tFUW$Dv}K
zgG1w=$>R&5sB>7#JF2#`sMLakNErGlGMHNgK7h%R?j<`$kCfzAnUC7TeYr@5W`G=m
z3=xl!I{y#V#TW7bBQql-y;2drqz5q&L<U2-uXnArXtMG^J#CJv+6on|j~;X-Bb+*e
zuf)&V<giBh$~&i^Hk{{cGjjn=ZVH=6USTchg&sh9Z?{mZC^W%H%%-~w>f1Wn;|Rt;
z=fVm=FPh?&N+T+|{_83bAV3Zjz>F(Z?iyFIGNUR0*1gi0=wSuHTmCH0=CBF0mYK0`
z!%dqH40iC_2RP%m1aJ&4$(?s-yQl{&SD6d^;}#8NdnE`*4Z~ZSnvY{!YD|__7!Stx
zt5G5uH$T^Yclo$!x^8B}QmOn6lkM80p&)9S{ZkEA^CjvyUqR|+Cq2j_@A#iu*eM>u
zo>)_2j!ZGZe38!>Xw$9`j{C@#<ha5X5qNf_wZ^wiDfI_bRI2$g{-n4pIZ#4L8{?aa
zye3-G3x7e8aD3nNqM76e*+fsITz*!xInx}z+oNJ)*#j{qO2Hsu*iiY)?Y7zw>_Hz>
zcq;<54{YQ&0EUy;W9{{3U+*#1GvrDZOQ5g?QWl_H1vu|?pGIEEHWX;aC*|GeImWV7
z9%IIgWtmP#R)kS6ihsia!ar%}W4=}fiFYs?yoxi^J6KCDh#mgj=C>21Dum=u$2_tN
z<4@Jynk-@crR+9oOBgwxdZ72?mAT689saX8txKGsJ-33o%HDTnW;&@8B64UF|F`P+
zPQlC~3|*=E(<Kop<;r^LPUm;6+TKr$^f8VZ5IqTd$mFGvIhlf!A5Kf~)^-YG-Av95
zZ6i;%?ivgY1iyCzue4E=zR*}V>iw_kq?Z&qJ+g03)+>LFyoJw|o|QytYxy@_f}BQ%
zso^>W)2eFxg!)n62yVH>dKC9FF{TOq`X*x@O?PFqo{xY=ADe8u&cAvu+;KW0Jg?=N
z`!C;z)MrUEZ873u0VTK%a&&O5XuI?lELE@Ww2<p`@%J;si^%|&3s6J?PA-oXfEYWP
zAlL)~wtsv_u?(obqT!&e{P4m<hV})e@0d`2f|0FTiJnOvV}yDWX81ZX9F1{S^G{+H
zaLW`4AYxN0Pn?Cg+KAO!Xu=-xX|t+T1gGm&7)~9(AdZWJWelFUON}2>AzFeQazg+I
z*r^{%FKXKP=TL8xNRPmfI+?&tAG4)qZ>MYCQ`BkFZI%->vf(5PWs@+Wc~8|c4F=go
zC%Ih;#OsRCt{bB!pD(fz?qM@uoOM7=Z@S-%c#2s|!@FW=BW)evjzY1AbM0*bdqupI
zB9aKx`5{zKXHL)_aCEHX*aLcYmZeSEpGuHN{Jn3B8~iA^XIZkuGS27bMl2ij;Zetz
zZ`|V7NF#J+pLL4Uh>)Y~9R+kO?|5b|INM{X;%4GoRH$W8S+?BtXZytaK?Nk!_f}#z
z+cHxX=)+k-jx}f#l3!P{K`FJd5Eh@O-A!3@h;;}XV>@j*L!69aS&Ek=(DBzApr7d+
z{pUi;b~rskEd$hI`onef3CQ>pWB$ndtC^(N=dX6Qq48ce=UBuZkPHfKB<<hQQz$b6
zk7-;iu5FB*4D})Hg9s>6;ALMPP@=oWH`yBl^++jDx5-0G#Q^OyIN;504ahzM*~!Y7
z6Zo710uW*2ES3al7_e%|v7Z4Txlk<&j*2dM02^Ckke*RNOxktY>en6XUu3z6W=4G=
zfs8C55AG#D>E&$i%b<u>e{GNTIuqC}z!CfA+Vwrr4+=z~luaXSw@*bDRQ0ql)Gf9(
zICq<Z=M4n2b)+5ovKD|On3ly4Z6tWpte3-<9*L~|c#aIw0~2&hj}NBha9eM}ec`QZ
z2WA?G?kn9@Pv9$+PgryIXR234xWEfxXkYl!;RklL&hTocdC7Fhfi-mRqGgg<5T6*9
z-hjv~ata_OxwO7Xxt|U%06d(roTZo0X0<F5=NPsD)KP!aXUI*4IRRaohET}KEtssI
zalzGlNPp|Vl()Ao&ldClt+Q1?jASqj+$H3QCSU9HpK<LusNy2Ju(+C2_9HBO{H}b0
zu?O-eiwj;5>@6)=a}NH)Bm&EqBV+)e5O)O3h*tuTK=F|k3@{ob0W7rvZZ9yp0JW_`
zRH8Kdzq<U=vLhKdbSxaRRqg8Tt7i{>pG0CP6l8_5@BH=tDQ9*w8(}*IR_RoShnK8z
z*|yzX>%;Hp(Zpe#CR|Gl^9Z={-OR+23L~6-be7O&UmDjB!<mWx{tu~Zo}xLwLUE02
zk8ulm{O7L~eC@NP4N(PBl@rHD#nWr~v3uYp;yoKPSygogc9^_$W-!Zkd^(^dS8z;R
z@Wq3|rkQosl#0M!PE%d_RY5)WIPi=eM_?sS26mQ{=T@O0^J#8^WYDAb2M>3QuP`Z3
zrkw`!nA9u3R$ZKWM=CmnIwdEbXYN{N?z-+#-K$TY%SaToCe?nQ&Wh-~_<Kt`t9$m2
zAM@p#1taV;pR~`ZXYZ>(;v7`&P4QB6o@+fmba(h17ZkWYEwy*XW&76jYf)|Xr<THb
znG=9HRNH#KbH@+nH{4D0PXKPEp7Y*@F7|=NVB57>PZh@Hr6{q7qh}fJ`E$HRz5fF>
zocEZJOrg<RuHI?v|J7#{gd4O<Su~Sj`<tQ8N<7Op--Qzq3;$v^L0PEqCBMb)`@lVa
zy_F#4UHL?6!13sdeXvv&BG&}CKh2Fc+Vu{vas6$X@Rbq$R)hAX`r^fhW-ltoG#+YX
zv~Lof#9LpOp#p(47i*;k3s6=j*bLQS^)uJo2Fn<rPF8)4sEA<%{Y#YM2fbQ>pbudl
z6ZT_B4zu%H+E>iMm3*OtgUIOg`O4JWIG@Be9L@@sD^t=S)J=;VmlfT1p}w_u$(nQX
zXFqGyHKxFbmbvS8X|8AVu>(e-Fnm|DJHarC*N7u5>--m$g>0`lwXS@b9rp>BAc;wA
zV4ZIKzb#!}{Bb6e7wGBInvO`ib}Z&NB|U(%OE{-{x|oaNmbVy|9@jjbRJ!YAFX6P9
z8hKKbI;4!Lx7gypUE@1alh#y&kSN&2Kn|Q-x#5I$l-;S*nND&L*pOhXUjdv2%zuww
z^0|Z}9Ois67{n|0&8es3%>K_lQU+S7yWfy^A2$lnnzB2<ydHMYH?`Q~8p-D4Q~#_K
zjJh<P8JVLb^*c+5<+{TsS&eaa(VJvrewPF>SI8+!?1X_#CT?6ssB5a1SKs;E?F;j2
zo(DaK{>{xDJqg$Dt$Q`Ut{<*5IEDE*$H?FCczj8+4bb``#vkEvc=<)k<MqGE40<7)
zuE;5d%dNIDOxYr+QfG$y<I-Z;HU3gb;=1>dR4~#Jmg)Klaga?Q-wb^M{nl2iH+G;U
zYGjUUzmHH7XM{G|Zk+RAdM-9GA3q|{^5BRFcH5F^ai~It_;%b4w|c@@b4>N9l7J2N
zphcKgU9@&cYkhDX-$B-TsYib3NGOm#tYSAPAb@;#F`$hcUQXwE6qGnc4#9>(6L`x8
z_+?E+!p2-G;qk+HrxF0aBfXWTracQ`NCC5fb4OW!<ITX^ieJhPP9;9P8qro%7FI`a
z3gI?%oEr<ph^0Pk8M0mVlsE;2C5k=sc_!va_V=EC;D~1BCf9oNO&kTJelS3R0Ai56
zRX=9|kJW!+3*2_(Y<yJ71J_BwhyKq}uZn<##^Y_AmAVPn!7PR?e_!sy7@xa2s~vMy
zHHVVuP|sKn3FWtHQ*e+d74k|sE%q*ONOY9WHneNA=X~RE@F6jyZgiHFDtlu&k$Z>#
zCV0mTx0U(p<Rir;laE$|){_!Hw>Sa^EEDFlGjv71l-U9_W>Yi?N=c*CA-!eU-ZJ>d
z{rs51_=K5wa{EMxh&waBa&kyKgu_6B&!JU_Dyj6w%D35&YB(9sNfKo<(|3xI<!bhd
z_=Yn1X-M!M;b&njgPFTc%?sMwS)PpLeP#FFDzyZm0P}yCux$+sQcabWsff<KXMNhO
zfM9LMg1wFRf1`pVY+uuk-mp6ctObVIzd)o0QojyZXy>{eukP9#MSqBu2&EHgoFxK0
zwQ8fTfki4r=cRT7PcyylGd*<*EyCf&UlC$*6DR@kGK#Z&{GUC{(Hsi-Z~F`Myg=Wp
zf7BV-Td-#3FdcyP69J_4XFi$JRJ_F!YsVwGRawe|jye9bw)>`7{@%fz=*M;1ZUh`E
zkfSVGaEYMsy|i=`_die^^K6fCbpg5BNukBtC9tWDQ|e_L7vyDhc5fcx<X05C*@c-G
zF&FIJry|&;?lEqdpF%(SaMHX)wc$jc?<cy(TuQe~_fO^6Rg^`*b=s$=vh#V$!O@UI
zcoq#Jcj#l+_J}|J_tsBkQ*n7VaoA5xn<1g8zMAOM{?0Potp1))S63~!9Y~wO(cY((
z&@t0^-}`N{`_uLd5xZ6D_3aNIbbe<tq5P9%$VE20=dn3cH;hH|eHmVj*%9pr%<4ro
zgjo1vWkoWadqSZA#Xf0SrBU1CNTQB*u1#e>v#_^NE~%+2EBebc=gD#j43zAyT{R@)
zsCue7bXcUxHb8B^sU*n$6xruRO&T}j?VUm{hTr<Qvx@X8*%FZ9=vRxW*$X+IfRX*Q
zw{p%wFgI@NLLc@_s<<XHvahr8^t!8lNonxLH#1o;A#>zPzYkdU>aRQ9QX}g(NAp_?
zi(gs(g4M>9mTWR4oC%+!{Eh)z9H0$5nu4*70n`_uyFF%Ujx+hQ;$e*{&&w#{n*_0i
zCA>A99_pUAIE_pc`E6aonA~<|jR);rw#~WHc4klN{ZdYB{7N1{c}_<tN32dJimq3c
z!GBW7V$Gpv<*{6NzZbSFbHrdOL!)Yxn1CsJ7%AxXuHW&8(m+i+C})a(hWsg67vXiS
zHjE%XQ^}8-Gh4t2tVp5YOnc<AMzTx`|M>!h6{}rnkfr$hlV$-T{u2Jx*zs?Z>-UDb
zaQvbF1MQuNQMwaZ1cC+Fn+n{H6*EV?yy}5u4gp9hd-REHD=+&qM}(fE#i2aFpJQ2!
zs?5HtOA(_`J!*u6ZMDD4E#|)Z@}8idJnz;wR)Y7qy1u$F(g!#{(xPY4ki~%@I3M1F
zU}Sv_E<L8ZZ*CO$D#-L6bWE1T9BH;qGIng!Gr%Ix=0PiO6gib9iIj0yw;_u?gk~Pe
z_>wUONq%CW4rA&>uM$KNd3;bRXR(vHDU+61Ah2g`I5Awg4Zx>IThZgufGyBT@5Irb
zDz~NK>(UrQOzH-0;jJ>D;2t*HJ5Y0NC@1)an^z50eL7qxh>(K4emN2E$&pstP|8l6
zeYx@kUHMYNO-G43-2?tP`}oR#n>sZ>14EJufEWO*+JEB<lcUH8u(J_hpoj)S<;gz)
z@6tbK7~pW1Cm9R6BL6l+ICW0?W{95ou{3=yHr7D#qWeT2GJ9MgVl}XU4&_=Z4>?xH
zY>!bb@A6P*=?W^DQmJZc13{J3nm^d}4K$n(F-lfj)+gQ9DmkpKOhkoq<8S?%w`<!)
z#tXcmgp~xcv^q&0t|p`fDw}w$8c{*r3Pf}XhvJ1~_2Wc7G%=jqtqZR%)d_6v16roj
z$OcCMv<`}>ZsqHNFIHagf*A|y>XkXq-0iO2f4D$MbkP`sL_LE_+TtV}PB?4M-KG&+
zA?5p=5VXtvE#*_3skr_S&8EAKmEI15+H#p9)9r*yF%0)x)^UY21E$1AVs_xvlUer=
zR~x~u@DMLKf}X_JTG4mTyFH(2G99hW(wr*gZMfxk4o(%SmRisFOR&>pu0cMgZ0FA3
zomo3)DZQgS%19|ztQPgp%1{qZ0kra!fNt|o9ztqZ8S_|K1RhbY^Wu+2ha5*TI7h22
z=23<M<ePz11=1^>SV|u_g4jdh@k&SJN&VDQ*iG=zsvVx_SPUKA^?K%%YX7+5(Zuho
zFJ>D-72pmmLYMb@6QiD)n{sWHtWmxy!+>ohHWfgGS1fD<WtZyAHAmXG9wQlYCijpv
z7cYH7BS1LP!)g(=Ug8C=8H$ev2}B7!@8Gz1`s&6~Lh|LDkRZ()i?7m*u*5ft471H+
zB)d5~98@5htmvok-b_yq{*GYGp$pQh#rP=g67J-eOi2&Z?ai}YE%J;roLX)3@T7uE
zTr(A!#<i9Ti$nF-fum64_V(MywpT-d$MuuyFFL>or!yyq7&<uaD3(Xrpgz6No@^`f
z`z#~ON5h_SdKaBXcpuE5@~nOG=}y#29=sDf;+s8_7>2474hzf9Ney0M+MDT7j{|oz
zn+!UOQvxQ_N5CEQ3LqH4GM|6|l2R5h;OEIEfR=vTxf_aNU&;J!@#4;j(74>Wq~7+=
zj^>akpFRQCgKxKCZ?+x1b+x0Vl;6LDh)^pS%4dKSR+fr_ucCbW)sGkbjXNc7gY9pl
zzWLw{MIvGEfn{LwurI0chJr2}u4@CW?yw2!qwB0k;)fR(CTz?hN)R{BWv5bQoe%LE
z7KjVrN!KSL2>9d}oRD`{od7;19i<5VFdaJpdC31ViMN9Im728$ukGv1!OpP4bu$OG
z$A;b(Wn*r9AZ<iO>TMFLf?hHl=B-e9z1h!tkXR+{jO0qVKY)+|Vj6I<88mu4O%-zl
z5%+3~N<L#g%@|N!B_ir3<Z5f8n!{r{o=9vmwB#~wV$$f9MwNGKk^YTC-K<Y=^P&&z
zKNz&5wT>@ME10{1MB5#%ddnJ)uWEZO7nk~{umo%6eWhzd+V}1|wtl0X;pbB1EX&0Y
z(IxyV@FWmb{0iOTU9xkYq1ZzY+Dcyc<*{>j;6v+6FjNJ@juT+8i;_k9*#M>2Fe{R&
zUMYu(b;e4G0JOoIINnWPS7{rnexH8rZMH6bJdKB($wm}%ouY`+HQm}&Qz*|_UhxMb
zlp-VuYyQnjQDrhUbGRGg*Y3<byCa&f`(s=qM@+wlIc=eaL2${`0PA<d@|m?`2t}M0
znvDuXH9mW@KtRd|IB&-%fTQ>4gq=(}DiNE2gT)l%2mL!Y;3=8%A&vt$SpYS2bXXyl
z4jFiKo@>gSvFuFQn8+r>(QoBLeA&&an3yb<%stm$>E*wJDqJm=KN;~O!YKXW<ZRyG
z(>w3>hkrCeh$;l`*LoBbTd%^P!{<r~-or_hC+MDBIx;HO#LAj8GjG@Gy^<=xnDiyF
zgO(jqc>2$=83|x}Q@{gi+}rcz7h-F?1N5jK*W&_N;w56y-fO(s;F)hBc#_(gdy<1l
zZjtYk|H#f~gmqV2`$>Z=DwVjm9n^cM3(L!@Acrg!sZ)f6mCp=KO?}6kY->X3<w6}T
zUOv1fk+<{9YP0Et(0n64FpmTySqsfnL9L;r%;RulVwxb8cBZSnSvG6*qg5IpAbf5j
zr*fjhmr>Ko5r00nnV&hNPk3k8tO(P2Z12!}Gwj-%#V$msQ;$PQ{X|}6;SwiccjB@1
zxF+=#6WEZ=ymTh~3VKDqOS8o^iQa(w7f8C7QD#-+?JWW&1L2?|=7HrHkeMogqT}DO
zdJ+Sw3yf^gHz)psm>j`OfXhM&!2AH5ydwl?d`#sSD=CuI-qzl(!utRN_J7u^I&j-3
zm%Oj~KhVo<ib2^9bV`Zh(=jTmJa$or4M^cI9dP&SER|5G@b=0X_gs2#Io*m|reL^l
z6t-@m{WwyScpFMg7gf3Y3;H<luiQA@QhpJ+MgO{zSUZvWjfRsSE{QvTNOCa0HOG?I
zwh3P(l2uVcGbI&<jv<-S>`tw#!&JYt6q&f(GVm2=Z3zpo!-JFGob_t4Lz(Y?Iz0%w
z6yo1@Lrs1ydnwnO@ahac(kkG?fIeyD`IKBocJ}?jMZ0Lo#!5Xtv0=d$HC*>ury$1u
zXGR^1`5nepjo~r&q|cRgCqr`{!=Ik%*y%lgh&LB0uVjM@1OjP0W8&Yc=D#QaL;?UY
z0_7oB6+Io%Ct*G3Kzx4nKj;=bKCbN~SJrx=x<wny&+yj0%kFvaZYLXb&2{O{c^rRN
z{nHOpGuiL{G+&mp3yyQIgfl;j`da(W?Jt%4D`b$M@yrnDlLG~;Lh#fs{=k_NR@+H^
zQPW&s3Kp`5-#Vn_J$@qO;V><#*%{-2S-nQMTg9*E4jI0wX$77%)&n>DieXb8qXukX
zUXK#wn^f_dRr(~);4SkOrlt;c6M`jss`U*M#}sXG8~(YKk^XveYqL@c)x?;SAMcnx
zgZOBM0_m~ylPQolO^#lQKNkRih~gyK09@fi-wEY~`N1$zXS=W+<%cuy$fnT!H3~V3
zvz!Dj=50^px30izhrN6x$wNMtPQDT3CXzrLPtRvQF_Eov>!AnxPbV7+##YGY=VR%i
z0nJW!Zoz@9BcM{gsf4yFj*TK+IH=P<DZv7vu#naSBC<JQWqMX>LR-sH5PS$wKfk+W
zlo|}`^U<CYhBNML{b;j7uWX~S`O`GgWQyn0%CmJ#*<}iT^2U6jUNuDf$PuqV-&ESR
zL&L0nuCsd+Xhx+MG(Xdu?((7(YWnP+w&zX%Z7I9-bWfY3fR8ksHzy~lS1rHRlr5`U
zCo7sys|^%IN~Vq3>_jRH^g0U1^Yk$8uk*FlmC%rmi-nmAP^=b7S^Cr;Z78!pdN)T?
z10b~h3-1zHIr1Ff7wre`pd{kY2?Xp}0OB<8Hld{eO%@Jd;Kzcjaa;$q(0F+JLv=<t
zu6ki#-^jneZlr8ZL1y}22w$!%s~r((Lr=Wt(h)hah5beM*|a7s-*~Wo!^Gv&pnOMe
zrbV64!)Pb3tt5uhc0XLl3~|<^KNzHG>lPJ@=-xHII0)y?4e8aE=q;lty;#X|`ZdwL
z<{+}f{X2YoVYOLLz#Q!RmS8GoEJ0G&$V3jsMwb4pV0{ojX-O<;LS)&zBgEMEP(nl;
z!#`Tv4~x+555hqjq$p7yVp8`CX`j#W=l&}M-=peyvOIN%-!a-kyG|y)*&#qtTa(}u
zICgb|<V<4fEKi*cHkWA(@%xlhZwB+fPavk@uE_|;KP~$VQE_(G8C<`;I!>|%;!np#
zbdWD{(o4Qx8g_d(7+~<T75!4q@WV*NV^6(IPDp)o)4y%!3f6JkADy)mMb~^9o2^%?
zCW#BQ5H5om5Z<)RR21+t{t;WI<xi#6PcgongW@Wk6aE=<ab<JnD^uDU7X<pSjU+TH
zK)Z?$1p4TVNfx{%LUQYfmenuK`=^RT05S!Vfu(pe;1B+cIVudtSthl8IQc(iJ8e6@
zYfz>fyPqdjO%v*$Tj<m^WKIfwt-U!pi2Q+!kVW(2=Zdk59%$^{ag;h~3ZQjZ!>(;)
zRGHnh<ABOa25Ihtq}j%<dFb~QYG-SH)YFE@U-i3GoCy}9uQ`w;Df5{u81_hdyb3}2
zQCX%!Ve4?yC*@FWkbh&-n}OB((CG>JEEBHzv!{I`O};)1n_`GCE{1j<w+d5o6p?C%
zAM}umGZR#Py&)$54<yEjsHsmaZ9x!Zx4)*Zy7H~3yX|Y}ez-1e75S!QW5>Pl*ie7L
z_vx_LZZ;^$#?#xbz`;i!)jR4eCY1o^zsU{?&{Tnsyh{Cwz`m>kr~)S}O;!@PZ8)(Z
zj%w$B9DV^OvACI^migTbw;0qs=P>!kxiNS7S7lda-u)S&4t637!OY%a*+Cp~_@#c_
z>56@2@@dwp45xtQ@f0shONq&^P8M%v$b7i?e0UcpwmR%$(cdtbZQeO>aps9oOWNK&
zZ6S!y)UD|?%O&Rk*{G<qO511_iwZ&pZ>qZ3Xr{doM#H{+*02H(H>*p7d8|3I`xHHV
z1x0)nmiw6Q)<Jn&p=GQ4YvI-}9HR+^*B{W&ww*b9SLk*MAL#tP<POe8-Q&|-+|~Zu
zRsK8qV^N`F6I{H?x}U;KfI8ec9jbRuu|vKiSsvUh^XGsA-U&d-1B_?*f!=P9#;<y&
zZX*5CMZkwNC0<lUna0P$HPcpn*+c}(7%)nX0MD?ba1T{Z_f5anXyuDf5xL^z13=v7
zgJM}<rmH>|oN3c;3FI;V(S6{8R26Nq&;{Sq+eY<>fWI4`Q3RYW+ys#Uobg~CckqVj
zwlzRd{?G&(^q4{;25^H?O_PZlh`V;{C|mJO8pZOsEFu19vjGb}EREkl6oS@EM>bGo
zXrPL9s-NB!bR$TQs+A8e7-fqGK;KGLtSec009g)iKP-%_6he+!Yl1W^c!j%xZN|=C
zUd>RCT$Ql9tSD8!K`z*fAHSlWQPVQ@%FcSnyWP^9vnGkOdcBU^avSJSkD*Ky?07bw
zg$X4A-I)fq!X}GU%dg*BBTYUMPy9bg9XlXE9(BUNK+yqc)+_;5TVSOmP<9aXnJe+a
zc?1)nR6&n}08x@8K%xN-$ekO*>K%G$M-lR6#jd?T69p3TD5=x9ET*FA(lE=&civZm
z&4deFz#@DD`nApN`oJS>baMWBR+q>5bB`<ui$s>BDTh``YHL$#v)t*9UAvl!vY)#X
z#GGbR73gY7PU#xnnva`81T>n5e04)9%@*bi#MuuE=NN`hAu`9Gyat!qXjweiMYE)n
zK_Zga3%ur_I(X?7V@Uu}x)X~QD$#e?CuqG!f&x9u;|(Ua&*yy5sAW5=?d3S2f%y?m
zt@IoOe~^*)?1iUjM#B~C|BiJes)y>00Z4&p77r&q>9>GPWKMxy3>B@p21MXWrVnmi
z>ze5y)lEj9FsqRWO##I+zxb?c@@881FwC1d%WqyJ<Z~vEjEKBuci>YlO3(S>RF$0H
zZ2sgct?^_JWO4E7!tLG(y6J`ExmOQ-p=p&EyayA^9;$`3M`N<ukk_`Cr{Cr9XQh0h
z4@cJMJM*u@J|*XTPr^t)>w5Z5e!)nrO);TDwMm(z7~G&7MM+f7c;J;Oe!|qeoiy=u
zR(0*nr4HK)-qjLM`&;_y<9}6F;}<`A(D)Cv)myz-*iXl<7xQNPlYz62E-&1GN@CwO
zC@X`SnhF8R<{yeC&>$R*!houj<P8R>b2Gq8!G(l^{&^e}vBKCSl*9VYK3`YpdRZYl
zeAf3|#oMWwqMG*>0N%pz5WJD4d$2IYuXT?3tY}M$SsgB_&Gzz*%7Rh_){s<j2YU4r
zvkKjCB2p%X|K%JP%)s%PWfgWN>YOk~ity%qyV9Wsw;(W;y7=S4sMspat0*E{Gk8PT
zwTaOT&brAv-~9K%rSh9?>>A&tsu;(1tt5UCI7a>ll1P%97N>vv;L((3TW=^xj{c`;
z>^iGNX7pe4F06U#4;R<)uCu4I7KXf>fsKC~ko=-QE89@|hOR$Rv2{ZVA`LJ;r+{fg
z;J=F$D-sugsvQGnWgu`BP&ojvJ`xBh0Os2sAzBJz!V1L$bwAjaR<31${YpR-mNueN
z^yyuRJFxdX@8rEAw{!>IXK8F?;O}SrEdBbG_MOkc90XFYh=&Hf$G(8CRGeTaD|4dY
z1UFOMz@=3ZU3$#@ik<GRvCyTPPRZ57y-vB?ByYo(9t*+PgrdeDj)X<!*LBW?a}o!+
zbE<Al9?clmIyY7PXH7Lg)1DVZaU8|p$1-f;y>{Kn_u%7|PuSXMVhlIa%nDCbA9g&J
zG!PpoS34|+C%fIau)8L4llQ31%xILzUSi<ReT>ly_|cVYr@i3=`(f#3pn6Ynf<sl3
zrp#)Z2jB&dyaoSlQ2>2I0IOLlu#~|hVgH0xRAr25TC+{iLP#eG)Z%hhZr@4%`9u9s
z99=y1bqI8u@-@u(_;8HjH||ccSMB3VfiIIjmIRer2y1lHpxPn0&5{N8t_}!35hn5d
zbM0StlQJEq_>|i7-(Lh-+L*lEbw%oE;rf01rNO1^CRHtay^=6?-83b(rJPUDs`yja
zp<sa==CXtsNW-qvy~FXaXq-bPMGGxQAzR68RJT9TgUG0yXeYHU!Oj4a3L5OAUKK~<
z9#R0trY;HXDEw|8qKGy9Or1wBLd#`hi>AtqSHXPuxp1+)i`B*&CUOoSUM>?`Spt_#
zUc9o0n+iQc9T%@PH=J3-`{tu{9t&)l@QSQ7g~^id*O<|Na!a`+2&b24lIf8%bA#us
zBr2e~(^~kV7pImg{%fhP5<H@CBai0pRoR<FY84SW>eyG_4*@7DDiCu4BOT%dFbD&r
zCxG|x|A3l+Lp2a|k6?!Y+S|B1!TLXp9k2IM7Y{-x`B0=u7ZD&-o4jX3JR)FWYgEB&
z;b0rnE*6U%3gr*C?|b#=FJrx784{P$aw7D_Ww)&j3$;mMCH^-vh^1UP<4#}M`7VMk
z)p3r{4|TC<1;1HP-(*~rY0%LF-xsi`eURn(`WtwEl0;=YyXcF&ik}5)%s_!IK#r|e
zv3m<)kq!M^zKo2ue@j+x?T0-vLY-nUzK|^KWjUrBmm}5G%^}OTQEUO?%0_h8Y$Hz-
zif1LJoyGNDyE#8;5mj1R7N8Iv-$hE>!E~QkhRu*Qsb8xKdPN2$(2xz1|L{8$ys2;q
z;?aYDqqhlu(H&9YTR*IjKeWj>e`O(|&^^A8N<^eD(qAkh&gN;^%(CgupO_>7OnM^k
z6bxD?(o>Pk1=A=I7SOF2R(76|es81Yz<n=*wx*af7_QiCI$r1D{R6Z5mbT}#^tu&X
ztiG;Q5%X>XT70_^Q!#V4;zz%n)JjT=Z1cJI-zst+>dDOilbmwyZRU;%{YlVF+Ig(2
zU~5ehwxobM-;;jD)rz0z2Kaoyw4}BET?Ywsy!dV0$Se2q#M=+?X2Yuz!jxax1lgcB
zuRm<&r^mi<;XPY%vEAU#1#B-Xzf|n^S&66LD+A77xj`MX&>l01J5>4~=x?zXuDGq<
zi*>@Z56~#uM-S3JDXaf5PW?^eN{!`ex^jpcUT@qQ$1dzdF+fCTT|=wuY2G=f8OK(v
zP=CS0SbpE$xzJes)#Qd&g^JQp4a<t>g_k{+`@8ACyR<t|S6lbeLNC1TIz88X>)GE=
z3&-==x;SzKn#ax&RO5A93Vxx?{|DkRP2_Iy|DuYz+N|Gn@<2ZfmbQ}p%3(;a*8Zoh
z!RbZUa$uY}M}6DZ{^%zS%q<vF-jwF{eF**`lGig0!c&>$dp)mkMp{2Bh?w@(t?icl
z%lMMvew;~Z%fxwll&k>R^|ki2ttzE!&Qc-VQpUPt;wjtsG*wlxXho^;SrXaDyvBW?
zN44TFiQ93x_19No)a)3~&NvKAFV9BY>bFlzeXe!+TD#b>^3nf+&YlwLHWE2N>BJh9
z4GVh=8AZEQ$WJvCH8!3D>~BJCZq7b%*Jd~%%7m$N)cIcX)A>Q*$Q|7gfjj!I^Hwa~
z!|Hu^Y;bBn@s?h<c5H4eMV)Esmje_d?Cqq1Va*>LHAsoPXGvoJck_2t9|6}NoO<LR
zoONO#3skgz@_(RNi?K1jmA5y{il43AiCUO7J1wZsT))rkkcg6vu`hbLX#17xpQ(w`
zhdSwf-$?{^q4mZ>@w^*uMK_&iuRNJ36L5?$Go(gHVzmfvJ4#S~RXB+gKBWe8um`G0
z&lG;kjy2ZIS@=Z%6*mg3zG(gG6}+t*v1lrD(@6PcwqBuOKq<rBX&H0P81FXIyAC1b
zm0$X&5>8>jC$Dm&;3PDbwdpR5FDrz@x;XcZKui1r>S=kJ%Xi)+=P9S|mUtiVDv)M(
zPE-}&_!3wkS`@e6WkfHEQn6I%e2Ma}<9L1<Kx}AqK~l0%@}lLf_W|`kt^Z3Ez|a2|
zC<<no?<nW1hoG%$_QlpFzW8ivYS7T~Hi^&8jD*Vw*k|9m4{5SZm)3~W)fbKV=1-MY
zQpB*O?C_MFNfb!&Ml9{-Rmp{`E}^(Zd1>7TzhLe<@{Tz*1EG}pE`ey_=#f^5*|W5*
z^pjraF^xF}$0yRn;V*x_0k7}{0K)~7gfV}M%9T=YH|wd243vUn1Ux<i9V|M4Q)oqe
zt=<c<Ty_w;K8GK!{s?1<hp8BR9<$E-Cc&KIMGwsZze)|p{mdwJa5NQ;v$sGDWxDv0
zo`3~%O+2$|<OibR<D=5(gfVT~*vNOr{iOtJ2U`3)W>zx!qcQ8}jmKls{RRY(nO!eu
zWAHT-Il`nOcwh~URo8e|;%@$tu-Gsyi~yD3h#4w{L#)){Ao-5qbnT6mhJU7<(>Boe
zeCyK?-rU*>VIIwS)e{*Fc=vJ7N_z2&XOS&Z;l(5kZ22@eAz|C5HsnZ<$ixbOO>zQd
z3-n*HFf#BuLV>36h`tNRNKYII6>}c-Mt?>kX;X>ur<wsW4JgOn3UDpXRfMVc%9M?%
z!snxm<p+vyMDtwE-4))nDVh7KE`J*l%=vamTfNW^)xekJd8olm%NBZ7t3gCxbKZ5=
z+_rCBJSI^x{YbSl@BKyS_gT744NSS}q_mJA`D`A3CP&!ZEp+pSHaXcx-c0K7Q^7_F
z%h*}4i;5ZKQw;fA$5g>bljSgExB7=yTy9?O)HR20uFQ*or67yAa{b!AQx*IEOsz$a
zvo`C1XJJQVW#5pm$TyUWkN^cdm@Wz3*D+%%nM%n@(vbT^hbgvxk$yKNe}Pycnqzp+
zRyp${l9R(AK}rDIYSeF)cIZ<)VBQD;$4mT;d!=PJ8h>}AxSPQK;&E*BWw*=|Yhdq<
zyWI~!B}z&-W8F3MDuJH1#wm@uG=6jXNhed}VCg}E)o28~&^v}s)><kU2N04F54xIq
z*d-RTotr>zPt#pYHKMk9G(ap$5mK@K1@^N9vq*$4_}jfu<v~YrW6|%JAoJFMGP<Ug
zL9pS}wW_vFgGMNF9e)bGe?9v(Yb9?O`n@isc(~2ut<o+^U1=NB`P{+S#QN$5h3pXp
zMlQwt81kL3smpgKr9^}VNO7rlZoAH4nNQ$-5F)&(g=iK1?q)J49Yt;Q2eeWs4+om<
z?f;7VYi57|4faUen6*Hk5=QO0&N`pcPx@H+q$|e}Z<6TRrr71e(<4cD;yU}_gWBwZ
z>V)qa+t2_9%)r%?^ECdUid8*++a}j=8W#JdW|!$C>mB&l(*l%;cZ~K0+-B400Krzq
zhI`w6CrW_-Ru|5usAdS5uNBsq9W@k*M`04Ut^mVJ>2jdH8B>7X90y`$?9miArwMo)
z;l&4LN^p=^kPZi5w_x1VoZrcJuKBmdzRF0(RXr^;bs~=nkwdZ&El!y!+m^o;?o9n~
zik=`c;1td0OYp-4;uw6aJzzbZ@`NVg?L6}?B(qFh^;Lms9~BpYt9cym7{AhSOc9V$
zD`41+X%GOzWFQKH_!SJ8lb#*uY)cQ+oX~T*l?-!Ih$syb^qTsu_*INSeYsfXnGG_6
zHf==DD|;m4vX3dv#`aX@Rvp%w&HKF%41Nt~;yOcD8K@5J>f8})k7>p#>gf;b=etF>
z9&CR^Jxzu1j|~bbngDpZ?+<@0Eu0GLUKTX*C?Nc--i>>_`5W=R)~U6yDzmsvB@`zn
zI79e!9~fpNa45#Q9d+YKz%iweT+03t0UTEQKey3(!dS8j3sVZPyvJEN7DtGc#scYK
z9E5FZ$^lJU9C<;rid{rvt1`H;X=OPnTiAgFYk>e)W_QRwTlV)^J*{6wxe;eNW^cz`
zxOu88U?<i(>OPXne^|3F(5G8uUbOZOa4c?U+h_`?zZn1<B}P%>H%TLXxy;3Qxv7a4
z8rf(+biiYr3doVyW8WeM4%B&R_MfIsuC50gOsAgTLtH!W@R{Z#E~h67@t`>rVG`CH
zkWdLGD|f91AZf^bQG!5M(G_)jDDM~CB(2Rt?#HCPbK(0;XGzg=WKFPTEwCl)q1Ysm
z(4vjU1Q7R_Mk{y)Z?Yc9D)IBP0vn&${r`b#XpR!0fX4WAhPNvRhOiT44*I0*=Y-wM
zGnpg}v`9gmNDB7W9RbzAOvqTfDvJ)7gE+Q)nt!(b%7|_{==3%@6mjdfvRaOI>fO?b
zsSN^+V<9vl1rm7t=4{T&zm+)+=zkDwf1bv_O)(%E13a4K|33WNG6S{w(em~GcX5YW
z*sV$7d{x3~hs{@=_7NV6N(TKzzwelL?VMcmjb5T>bTci!GVbP<ucO?xdc&lK!2z?7
z?eW2FTzr`E_d~LT*myfLUExG4CML}yO%AO*k!<nWrT!Q*BR+QAhF^45+gnN899;T%
zrC%X>j1LNDQ}lKu+&W@8@*n7zejcW?W*yfLAY)*T)6cMy=fqGv<w`}T8Mb4NSEV20
z@}Oa#o`My}g%kvK@Zc_Uw~N+Sh=-N3CD3j>ut5fQ2kTNdF6T>CQMy0c4{7cgZ7;A7
zfYFelRYEpd1c;Z!S~He0_7Dx*H>}I(cmUa(9ylgKS+-9=X=E--<y@ylX3uA=RIi>1
z>|rgxd+P&*&|t&GS}y8NT&0#Tt8qBBpK-ns+d<^}J`+B8i}DNxvl%Kh;{Ac2&mMiP
zt?q@z6E?bD4(aUe*?=2(19jo!ya??A7UEQ9W%l!Y-c!EY%vy4DZQ+j}v#xRy_v6QI
z*gVQ35Af&i!RJ0a3pH$g-ueH~_2%JFx9{KhFt%i^QP#3Ewk$*T24U>XFc^}Z8IrxC
z#jYmV*Rf=o8S5ZfLs8ah!Wb&aEu^e%wAcN+bbs#8_xt>w<M~5VnjA-5@AEp(*ZEpr
zu5X-n$47j_CeurMj}(+%XqYE(5&{)_mCBr*PBv&hAUzEVzVtU_#cR&;orIR>UpA|c
zpC8HpTJ0=6jN*&KBz$hjKtIC^LI&F)!v^A$HEh#YX@V%H*@AREvV^%_|GIDq?v-_p
z{-xK3vkRqhw@-ptzFDhp9!8cFO$D7UX_McyM*64^^Qop(Icm+^jIG-30l#%wbPG$P
zfjYRcfy4D)bOq}a$S$4)`+Etnqy^^iU_qMzNZdeZwpTFe5J04oU5vb>C`LY0r%8aT
zaUV*X{!+x5me+p848&W9%5FRy4|ev8U|6fpE3wE;ttbS1L1YiU?tQp*7tiNje}*>P
z=N}YR;XZ*Tcz5ic_mow%coanya1zVFxJ99JY<*72vH4b*YXGA&TaKMt4l)^VA1>qf
zQ3H!AL7lY!Yoz!BV)o2PS;si`+~obp?p-0JW;+cIJNFw=o^64lIfoN5bput0i5Hf7
z0=La%d~BsFMv6nkxNHSoLnXEDJ&7IBi#1BM3<>-6P>{o_me7?m%ym2Az3~se)mx2D
zCa1Q(eG?Lz$q5n7wZG5BA(@q6bZG-tK8k31u19WBBfqrLvx(4o(d`Q+WdSs3Gra*Z
z8@Mj+$?(yPga79eF#5m?L%X}0my@Vz?~gzHdA#2vfK#s_YA$_ka5DsK%2e}6yg|d^
z?<Mk}U9-(HP1g(bU<ntfdn|fUJO#kS0@HT7pzlOX=SSJq*5V+wby*cM?`$fJ)?zdg
z56@;t!&q?JbTvQ8#GAO+Ez#p=#Jl8_+dx*IERbjN5yZo6EcY{t>BDE%^=+z-35@MD
z1)*t4>X($|Nz(VF##Rfnc>t1<8GC<Pm4EDV`?nrkK;1X~+1k46A~hXy$6zDsfXj27
zhuASlmUZ&h`rLMe5WF2RSYHn1Gk1-T<inCJQtZXU2}t$;*({M^&$L&lLBr|pLtiUN
z!QPgz#q(74bwv<V!Lt8@Ji#TDm}d5gSb!Xc=pMlj#i1eaC?wDM2hChfFG``g<4@;0
z+?HwT0(SCw^A?E12XXi4W!x{@nNv*vPcGChE9duG?phu;&@kJjzIp6vZqjI!9_H?7
zkT`LjkKp-KA)ul7eVadaw}0KXa(ne|T&HOCLftU+Iuqma$(|m?1?(pO8Ibm_tv#Mk
zFtB~+0VK+QsT+Uj8~;;ZMfU(Fk|LxA?7KP1P364q{A_Qr<|4Zd7Mb5@@R@?+=Wopi
zjO2bjwx88VDS7CF&QsHl7V#(L`=px;C+Fp#3qUu#%EbqblvpOB5l>I3S)R6@DYan>
zOC9{IU24>qopcH{9H&th*mCHQ^2u}d^bBv`Cg!1U8imj#Lc}}g>?Q-FIt7^pQe?2~
z2kQa2C$agh$?~U0$rXlXl0GA%yU9$v+rZ;fBX`t7gQoaR>*&aKPe18gZx2}iTD^3u
zm;-|4QxIa{+|e5+e?G3JY>`sGmYfjvMzO=ir_A`YfJ$S4E-b={@GF}}aukV2nM=K?
zqNXVa>22A`Ogb@&x^RA?u33aMTUOc{W~c7u#bNk2OsiYy_MropLiAj7<4Gi|{gN1_
zxae8d*2czL2j^`usIl5Z(7d@)(Q$*&RGWj}xQmCo{H^UaHO8PElyv(G=_Se+)H7|4
zP^mBRl$)BbQl3iGh%eQ>w2P@X4p7Ot!VNuTo$u4swHaDj(?eKxO`DSmp^oNFQAU(i
z{VvEJQ!a{{pQ&OU73OA_C9r&{h4*lyL!-m<CE%x&1~|`X=O!qpDV|>?AMlSdvG0c6
z=Yvz(D&K6Ns*=kp;8kNXneDrJ4Yv49{wD^+a|^?eh@1C|#AE8ckuMTP<B)?nRp2f%
zdrJru!r30o_++(Jcbyb4MKohee-=OcF+0vx^2s?4&Q;uB)6GLu5C`o=zwn=JtELt=
zV1fBhEB^4FoEG+wO3}SDRtRSFKb$_>Y4>!KacaRpYy|0~MUg^eHDB{Qi)}87R&?pX
z#nJ5%y}&x-3FFEokDD*=8*f6v(31R!;<Df&YQdYCyZF-LOjDO7zh!CFS&Ca4TatQC
z2Fu#~bO9@*0RnBUO+4*jk%G6F(wBiHaL2-twZ82E8Yy6#=nEJZDduI`wp`k$zUtLG
zwN<CErF_TO!C0I%y5DHSrUhb&xmfNF)JkWFXopJE)iPR@uNJAbx_;<c+>}YbiO|SG
z8ng!2BO1Y|zNYU&@#KC}b}ckq7^W>k&2!V>Mcf);w7Rh6o~O9XM`WzFv|p!qoDCIA
zKPvq<Bsy*ulS^dcJ<q%ziVLVu6#FG@@=55o;F{-rR<B_Ne%dx5r=+;hFqa_XWsYkm
zw@k`zORf#8!m$2VgMrrNUs3N~qyEnaT<ae`iU}DkUHN8#<?c<?UKv%k5(qcrnK_*4
z5%f~T;F7W<GqjQjN!m{?K`QWKDmv`rZOf-Jv^B-3H~M;R?~>V<?GRyX{sLeK<tViV
zmz<oQ{xq+#aXZUtXW>klcXp@m80Y_TzEYzwTjQ`BvQsJCJ{O~t%`16Mq^aD@+A8t<
z=mc&gZ^O)0DDz0Lf8xVCImDEmrCx(Z#chG4zR%6RUmObOOk>MC@@srWwTj<cM4306
zlCXd+bY=o5hJLOBQ-QSyVA}1CGFd_UBz-_~V+=7#KH<ThOG)<nj%=DpG2I4=1i$r^
zQzBi)LadJB16wXngj6W4k2P^>V^JE6%10wiPhJ;8M%Ze@aAd8BA@j$eAx8K)|6`?q
z6RNKHpU|TZC)ox**gfILnLfj%N6070#g0*{8CzquiHS&V2uD(75<g-gm~E2XpiwBI
zV8D3BTr}SDjV`VFINFMJtdACe&LAkGio~u5G;l(+uzgX=iOHVj!=*zuC*iYm8QI;g
z3dHvx-2HF^BhGUMJdD{>&6T-X{jLn;1IedZ`jN@EE&SV^NVc<JXaF>?DJv2VV(kUc
z0ru+uV#<KS@yC;MkE1RJe#~IcM~8!-H;|xO1BCydV72PP+=L@-ZAW<RRxLI23&2vl
z(TUM~FkfP6G-A|t|IzO!3LpKNo~?hxb>o(-rqu3;xu<KuTLRNHom@uTc^eqZsD^7Z
zA1IwjO^y%D^H1@oo$cr-nD}`cIeJ&GArG&XQ0yPE>uVmjQ)}JUC+jL5FM>QH47d-^
zbbY?LjCA#yeUjGwER2|SH2$f{&%|b?WS8r>8iJCjJJx98<CiGOIhkzIDf_eAXOkdt
z{8<r4(5sv_er-e)hfnvGHli?B{PO1VTxGnggyZ7uMcP5%amjdM6878V52m-(QSpKu
zDqS99#AUShEa35KUW<_E-46xg&i(A%$JrA6Xa<PKUn)tB?5VPE_A`L8n9oF*tiU$)
z(15=>TV1-8L{9hF42M^>nviADk#SJxY6S6|(xFo?S?WYh9%ed(y1ZzFQ<1I-2BfAD
zRXt{^CdyJWif;3uOSxa5T<7Jp`q1-*Ybg<N2gmESwU0|asBI}aYWi%2$<sDJes?kN
zZO<A;g;0~A)RXV3V*I-*Uil<ZEWGAo37-GM5yEK4iLX(X{ee~o)s!?IFdy&R7*UeR
zVEC$L-BAqVKrQ7MN3)h)e#dB7mKg{b6L$_RHFp!AMs3-04@KBz<dl)hT7*PQkk@41
zMlDouYICnrg?(lzt=-d(ZM(XwO@hM~FX8jteCmV{D|+8xTWm%9I0rs?a;KR9!lmWk
zc(7HU<l&3L#5P~Cz4P&}M^QVp*WLr7@0Bs(1w>$47ei@6{-cusuoIdQm=s|PS<UWb
zmv_$;IAokuMOvMEe6(F7_w=hYV~1srsRvIQ+Z`D_>ez^Eq}OH~ccam^LryKf=Gmp<
ztb)r0?x_ov&+qt2+<Sk&_GpFD3imCwAr|LYp&eb@HuW!*o_6>b>9k36g>rfSvfWs{
z#=5OcJ4<4C3!u_sE!I4I2c+s>5QLVf7`udZ08ye@Mg1^qH;@9>#u&TQ?qSq2u{k}o
zeV|j(R|wCtP3UX$UqqMnIFdKh#$Mb2k)=G-1yP>pbLwHsPL~N&?LVG1OpWHbZcXFq
zkxyc^Lc4D*lP+<ehouvTd)FlqlbYs=tIaQlCHgGZmsvPpVrFgx=|xsiBBt0{yN+Z0
zB98W&&3}J-;#~9>Ekx#X+1=W|yvAcR&V^Pym~@f0YB|zz7GM41J5%g!!Y6YWRyK7H
zNX>5tjnSV6IC-zz{a-dz?fKL_l#fE?3_^j>82|;y;HhPxzN!<`+^{BN^>oA}NBAez
zn?1Pp+@=OD!|%=+Rf%ja?%s;$ERlz-s7wuq-gIGY;AwvG5<x#lf07MXt8;ym&}XU9
z!f0CeeD31ru#HUv5(zlaG2wwf3xdnc$>zYrR5vIon{n_j-AcZ*Xog7S2R>y!S^rq9
zuwL`JRgQC#$>%1IUX5^@kz&HNlZ6@R@CcL^dYmmsM*>whJ_uIEirSJ(CH8FDc*r9D
zJZy&J<}gH3uhx%<RP;+ka?BH35bkf47&i-($JUS{BOFj7OSIAYXQTRD#ZlIR6jv=)
zy+*-q_~7bos;`(ZISp&^x%yR<9m|9~`5C{qdys;V4<KGA$ckf7;~O@ax@6C3;YD2-
z#!7PfHWIRwF-7uHWFg1Rcw9f3f1p9jl@IR9n#Qr;+~{_I$?)m68SCukHy;|?r0;xW
z547{AWG*OY2_~mH2Pw+$vEvg224=Ef^*$BOr4!~45})3lfkK2od2z@bD>uT9sPT&Z
zs#oG_K4elxELPWkqubFV4OV#n5B1O=^P>N(7WP&M2(W(V__tdB^U4xwX|EK#y<*Ec
zL`)*$yL+ohHW6&|Cm!ODyoh-04|u~nCDR4I%8V)!mQpiwSoFq$N1R`#PdGV>1>e38
zxs;}~a&GHJ8^ql9UQiL0rNuY%tOYd>8`#hgUveL!Z<zdcHT!`Y<B;!_h1GV_G*p>x
z>g)4twO{dJ+01hN<qh@i1KWomaXk+D+PTw!_IM0{|A6qgGtC7x-%v8iOwp14gy$&v
zWCI81ExV~?POjVfPsHjkKK2jQ-N2?C-gu6xU5h+?w_8$Y1oCME*Bdo{BGsWap})*_
zP-0Z9nvIzz(*5gYaO!7BJf@RqlwrO(Rr>jYgO9b!ih?XHcnelsyIE~~5_2fsFy|{~
zxPi|~+c&q~)QI@{q_6O(`OzB&!AI}InWBwS&-^m#kIc|DHR;l=lF3hJ@5DW3s(z%p
z2nVeEn02Y5OYp2)mWT{^N6Z#jSfB>U(C#&Rdbs%g4`mo<0n`Mna+1?1n1ySCqdJC_
zVt9_KD}mS0MA>sF;gSxf*ME%U(A^G3BK(ii6g|aPQ=jk!i^F%RP+^I$TPC>hwLI&~
z?|{=95F$tl3n{MVCzgq($)DsW5G|za+!gg_^!TiV)UYQzk@M3!%wc>lK`%Aj%ULt4
zBo4cMGg|H{+>rPH>C#=FYtd2SfBMeoO~T61)EifG`RD-#Q@~ahdCA<)%iu;ik$Yct
z_Dvj8?L7I3{`9#*U8lS)yIeQb?2eTUf!~WOq`C5a%vhqRUDnII1kFqA+6#)tAw5{c
z@9oHu+pdoNz1fuf6G7><BnvlUg@nH1Uyoz)frdrdtNmqam@9FCIkk~`YVVHuKli21
zJ?*U!X>e1i?gWhC39Mlr_SV|4yxwqpdz~q%&Ef;mj2CgV7&BHk!HdgxXDwrwj;tmF
zffW3H26`!bKS|4uLWii~sem)Yq3s&;Mmq#Z%++AtG31wty*#;>S(BZT^IXOeyS^Hp
zc?FN<lnW>0m>;MSj`v@5(}ZQ#hJEy8&3s1>ODM&7a_6{8)C>D|*EUKe9oMbT>cDdH
z;;`7M)=y!j0e3R;Hnz|!)#*YJs;|s3MuRW7cX$2XDl0qPi|=W(7dr2<$!>tY7gB=q
zk_HMfq_S=q>7(*&RIJD4EALtEUfnlNMmTw{>_K~behHxF?(N;JK<-iScy-1k#7+@N
zR@4Fd@JCKLpjchh0g(fbDYP9ihXFk?W(p)&gTgCCWsuBJY*Z4?43HnV@7eR7++Xz|
zdbiOzg;m`WHjpKm$%`t-r%CqF^t3?YU*(C(8|bc8LDzRZt%N5XdMS<rr0gk@-&lhl
z0^|d<Zb!IOyv;QwUOzAfk||jbMcjRSgkHnkvPdQWPH3)PeG<#0BfEL$!~)%3KyitT
z$mgONHM#Cj6aT){dMtY6YHmW#DZpCu=TWyXx4AJiHT-LVSHJ66d;Y~cd?AN|D-M{k
zD(f`am;#pMh=ybR*f?PBW~U#?ACXXGTg_kYhZy>ug+0Bp%{-YM#|Wx0U_kI5hUkng
zoYPTlB^t!JJ6W00AbY{rNEz$M?V>y2esx$r)mKGbm$j^|fY2xH)m<mw`Ercn&EE5+
zQE*Hcdm%9&t=tz_J^-SGmZj@0BdrD-ZImi@wlx;LML7|r^_Jq3tcj?2r!rtD&zYd%
zG^Sw>(|tI}Zef0L#l>Bf>subp(@-?V#%fzS<9MEjj+id3@syQ6RFxhy&Wh3#vPOx@
z&!;>szxwDE#yLpoQf9wApFT0$`%AO+Uzl8(jx3?BkUABB0BSEj9ek3<93QT+C*BYj
zWMT&Ck?y(w;Xk4FCLlJzkt+sLvit;`A|MI#%BjH<oB%ZUN976fKma?+8Z^**u?~A$
zl>BxOEvYyx4?e{S&IW7nc0k6@rYi@r%S<x}czic>5^>WsbZMVN8hNUXx9`!%ZqCUW
zu@{HEMUdeJ+ztDLlsq4n3qP&3)TQw%)K@o56&YeWR-AYz8=;eaH{(bPA9Bsu8JpSS
z97duYxx1dpDukhEZQ0J*!>t9`eDR{Y!K*t;cvX>xh7wGR9!Fu`5B(4wRuP`b&l65)
z;T5PHSMyhF%I`zyT>n54-ikU)VF6b<l@(Cu6(Mz02Th&RPUvY|g5K3xbEmwVTqW;w
z0)!RpxYj9;oUzdQou=JD%ix=77*FlBkG*BPGC`4!mqVTMD)Q$)*bCjrNNB;>%Bssq
zDB16fY}{nzvFaA@Gxt!);I0|j%;eHO<DtYWD>b@dvSugDYsc1!&xnoGTeBC>)OQX_
z;Osvk@-_lx_HD~1%d36Le$0y?A`@_?;nI4QIJ52U=eiGW)~-^wx+~=jx#NgAf?RZz
zfTr-Xi&X0VVco>9QxWrl<&je;pKK7-H^-;WXQ}=8FM;}1WuK?J^-a5-&scFKuh)_%
zU1eLtnpzH`)}xOa{2G!y2NFfks+=+TVLosnVkqL1`;Qn^6aKkoTaBaN0*)SiNbQ=Y
z(MHDwUjACr44HiJ+6ngvbAGyqdtv?DreB&y5a*YKM}oWcm5j=3U3UZWddDK|PG_Bc
zIdCMc;?WcSMKIsIf1flZrYNg{ghIU0OGUy<g<UFPio?JRHc>Fgu^aT;PTgd-){h;!
zLOAFXrDx;;TPF}t%955_W-bMr+-HfgLOqr-9Z3*VNzyj%sMtK!h7ZUe8?As>x*EQY
zf*V{tOe*kunF)7M+7vjLsZ0tRqo=m(>d_Rt#iwPiD%Msg6C=-*<h>z=L{m8$3k%o3
z6)tY3UQpfGa(_Zl#Cyix3~W18v6$cG(6?}R=4L&CH$v*<Hy=!j3FC$(IzCCp@sQ9f
z$LOZ}R@y61TPC(g!+!k@S%ea1k#2clhKxD@j(t8ThyXuGwv5|rR9XH7{r3F8_9W_m
z_E-?Fe6;UBAOqhMpj_(*-KsQN6oU$8p#n~s8IqTbXiv-DXJrDs%sFANh*wEBw%PnL
z@rl}>DqAn+xF7mdmo7<Edt5|tmF2E0oCvMVcE_u$YCjqaPfATB>&5<53g*^lt)|Se
zOG>*r#bdrou!D3m0fs2X3dx1%g_A2y(da28@2Ixd5<_p0r)C3t%L>I8_{rh?z84Q?
zWEZnTZk?YgVuQNtQ%gjL+AP#ZC_|ukeSxZb`8%w=i1p+*``|QVmavWzX&z>SmNkSE
zvADp5=)_}+Y7rw5WtiJY9@&ZxFNcD`ddidYb<{PI@FC`VI6=2eQ`KfJLD>2Yn{%XT
z6MV&gwZam#u}<;69OmZfX0z?6VZ;b+t{{QhrNYP6xDNz>jwV1Ii&1(amHXeCyg~e&
z4O=xEM0|*l+%O;L!xeR4tr9oT*N$_a6M?1kqC|83=-T`=se|Ch3}FVbW~?Si=1$3O
z5gVqg!k$~`(li*^b)&XSYi^G!?a2M7TqYB~(HcWu=VN8&WL9>xJwj)<3c}bg6qj{s
z&2og@^lNpUu)Z8p(m7Lt;!_UXKNAifs8_T1nbchiJH#ovsztL{Hh%G`mMN%!IDol<
z4JG(F?*Y6D;E#0R;tJ8S83qu2`(9B56%^8r-t(pbHjjIJLa;jf<KRgG@3I2YJDeG~
zbN8%GIT1ahR~`bMLXLd&k0#4yYz>p*GB=?9r2!Gxtd*~Qy>&Wx%A@zfiCNPV+*fi!
zj?ep2+kP<8B;SWLRQO%3Z6{)aC(r2JOPp!oY%kEyU@9A4jTE`3-%84OX#8Ggp`ZH#
z^Xce;8Lt&~)H?5Rp=bij=)?iiX`PwxRYK1}D%scO>n={Fq!5&cht(HZ<z4cnV=^lR
zb}<i*rdKfFc3Lc#?M_3<IlpVP548k}@T{wEJO#dIFW-KFN1WA%yb$B$>~POzSfF(d
zXpGV3*O=Jum!w-GvcnL}SR-<U2feNzkDK?lc;S(g=)zfgRLb5U*;6&LSF3>9u98fb
zIiQa@<l-}#Y>nEj375)_G2(T*)@5PTuutPo`92m0ZN=Qk_(^^alCU3%^Rc;0nr_T8
z#n89fYahjRY>bm8FYWkTmx_8rF$^<;{dN%@j8MMV+VfLc<l#`8%xr!XPG^pzD*Uor
zZ1T%S96!fP9iHi7;qSADPu5xO=(WN(Mzv@7dDl8=zjMxi6l6-)yCCAv?#2e1>WlFD
z=)b={Q?U6LrVzE7zoh#-tCbewu%B>zK&w6W!xyy+wB)AtkhTS3pCffO+SVaIu08QD
zC|wV!aI2$rh^And#qP(+wFhmT)AF==TgLy!Wm{#F1`}gbf_y8e|1qv0pO-xNHn^tP
zxz@=_)!?v*V!xo5`~qr@-H>Q<<azg7bHm-1=2~4Qu`D*o7vES_Tz|mS81s-JXhpo0
zdv3Y5UkzS4ovMBq=9__@grcbGOO#>lbRm_K+_C+qaO7o<rlA+vj?x5c+bLTgD;pHb
zDUXpLc-2LA_SDd-<$xh(yBTMp)W_mtN%PbD>tqm|4=Udz?X0NR_};vmcpr^Q8-2jH
z8G#cV?ZEq{DAu26?XFb|^dF+;*h7tHV#R`ArEeWqSlKLp_SDF#P7-y7M!J5kx7)zS
z{y}3rcTFAPSfpuIuG}l<Sn6Nv2Ru9X%_XOrOk(3T=of?<^)nxxo%jtoPRTwrA7!;b
zR4&T~#vY*65c#Ks*7X0Y``UYz#|QtXr~<-hFxYSZ2e0LOlGm>)2g<6csF}&$ppFU#
z`ZWlij1Zp|8TdZQx)R59P{i@Q`3&Q7j#<qX&@y<hspxTObhXg{`4&D9g%s4j)8r0&
z_I|u0L7LW<r8pzBj!$I!oF=o1T=+^gkLupc_G$RoBg8WsF;VDsB%A9(b;E_W7slh4
z-_hJHT}3cCC{qTSA<6+Orc_QsgDJyutOsGf<>rv%LVRTYXOll>GBDbLe?tzuzr?Fi
z^3nZ)p<m=;&TLy)=n+=yj~(|QkGb()>JPGc&0OVbasqe6zhio%JX~?kXNxj?8kIuM
zrM4~$@gi(a8W@L8f9HdD(<KZTESmhd%z%fYS9tKbg6%|Gli<kWokkansasN~ah>*}
z3F79*2qDo+sj@_*>M??!I3``01hMoahCNZTuOXU7%qB>wrwQ%1OdiIm64j}oE-OBm
zEtAMU*JzvEN`<jSR}Z-2qh@nXE6`*g>cdwXZ#-PcPnbe;0bJJ^<Uej0oU7a)aLcAw
z+tZfc$>G2;nn9wv9<@^}1HBJ(i!yKE$c_(vkdfKJT0)y(Tf}A~GOE(J>dJNL?p285
z7iU}&A7J|qH%f{V@8{AzYK1tSZ@o~mSAIAYkW<*IRbV{o*+RM$75n`*oP{1@b~!h*
zV;Os&S$jtlU;SB;t`UHJXa6LGbpH?$%!PZ^^?!e`P=HtnXoUWw#sB}m{$YdtpJ>CM
zvsEby%DU%GoRdt8h0F))6!IW#{-JL6FD*2+HsZ(y&UK}7Idp#E<8#NZ1ow*f1wY$`
zJy-M2zxesq(Q0CSrefpgnG+?c&y8O|XP=xHKwph+<J-{q>T>Z11LH<|gl8YO%gi7B
zZIt!K6#w1&%@^K@esdD;3Xb-3F!IVRyvY^j@i(Z>J8nlmY+gC&_{jwEyTkogWlv0z
z)ibtO<nc&5gb^{kGvc>&{c4dOMa2$p(8K=duh45JW?q<{Sd`8u+*Wuwch9`(cm8GV
z()#1Q`-}XU+oykf9A6}G_K+O<WscU@1=pYHzrPu~6i2eX3FbO3&nYXASLGN7I(fwh
zX!XJBn-7k4x13cRiL`k}fBRX7Vqm~CEDvY8PD`-*=7V?X#xu%@VerL8?;SELS`=%R
zQTy7?b$oD<!K%lJXgyAlU8~p?x4RaxVaobfT#Qap_^>+c!vtaC&K<eVW7Zy}Wv{XI
zd3o+nE(spUF2@f>5nVh<UF<!Py3H4?N6y?xVtuSj3pt;}m)|-dz^7yy9+DXq8F*&C
zu=J4*C!(%Jio3ze(B*jw4#j~yvXYUqet5%krco*Q01FQ`c4_Gi&(Ou3@4rIiKmYdV
zIc^ZW$TG>Dxw>t0%{Es<h0q)_-004{Y<jkpyjsd2;>NN!%;o<#`5fHlysCQ_xG%Vk
zHGm=r?1DhubU^%}x&&rSft27H#Qz*NiE=4QjnH@a8ZRO(Y2aL4$@4pothZU5M6@OY
z%Udg~KwHKttwd)o<x3MU$wA}*RZ;RlK^#LA_|z$k_@1zy@S@?Ae>eS7*1P-z1EKH|
zdF3Pzoy?4xTdK1;tJ-)dOU_7X8z@%5APd2y#pJc{u3?-p&tuNp^HWTV_(h&8Eq<S5
zZ-6(LWhC4Gv7%)Gy@?`(HTP?f-B~|-SeJ}`JkcA|x%!-dR#G-TGweV#l~E=og#@pn
zC9a5efao8V<Or&!|EPO2P3(*hJ*MgIjP>e$y-{E)RCHvhJ*wOQ<HoA=lAhA~CZnz)
zXj)jC$Nb{As3e1#VfHjT^i4?)DCHCpIhkz5l^snE1<97OnQ){*FywRu2~)vTB*)4K
zlUX?e5KG6=yIy$x9V)~e!mT%~c%&Utn@D#hnSF7Nq2x@M*qxMpT@RT$1Ph|M=7i5&
zNLVJ(l)j^V56EF9;5gu-YzbArDB6{giDz;3A()9JV)G$*jfoBx-#V<<&O41%H${HJ
z*?eAzMv%5-8DINf3NYbdRtF<HwcRk$8n;XE5qTJ7TxF@KKv!GPYAe$@SLuEu@ro=6
z+!L(GHN_i^EzVSEr3*Elts4c_9-?l7qqZ)m+D?A6XwecZybqjWrZ;2vYj&XcLW+~o
zIqF9`B$-a>s$NE+yw;a^=5gAJb?6wM!Fm?X{)q059+|qz=)KYe!0eK}GxLYM(GJqx
z!Oro|nFA7=y~^|_fZ>nyrX3tCIS~ptY#^h7C3sj)<j*z7zDH&SUg5w{#3FcaGzTs|
zd$JU81yVtmd5-)i1Plf^t^0t#i#IsG;J%c2TL~qCFTZCs0-<>E%869zluz=@WK5fb
zSUk&%uFqaS>$pm38S2tsn<!ydgCi-dy>zx=HF$&#kxf!In%Wm4Ibk6&d;+$x!-91U
z&Xg06)#mPcB4)H<G9zc2%V!iKdRlW~**EDC3Gz%r>xB?{b>r*7Pj#!zgOA*@e~!{z
z*z!OQH2Uqe&<H&vyo>!ioZ!A?p}76Nqd9KYR$+lJ(_XwdEJ>P46BH%7Rl5}tv&&q?
zS62dG4s=+Z2~nLdb&A?Rzj)SOzxw#TZaS6_@Pyi0mGl_qmHMM2+*d;*sqJ?^>!W(Z
zuEOt;h}iWb%YC)gzmyMzq?bIpeMq5)YM5H8w^~B_u<l%78EbY<V6~8_#0I|6;PL*`
zmj7WN?R|>?p7C#Q@!wYpc{TID9S8U<XiR{xnq^L_;Y(dc$_}hrgZar`MnZW9!;pR!
zNAmRD+dxQBNim2?srIydz^(ab%xix&OTt^?knUOAB)T{X*oIFLZ)Y96H(ShyNGs|G
z<si2(H=B=_=>Og_vhV#uJ339eSY$JI?udypW>j-b*Kp=><BcYzj9L5i$LYpP2@18o
z4G*Gj7L3da`HN=&5C%+lN#%<4vgEm3vWz;)s6K<<wt8@rKzF%yLMAJ&Yau&@3`XyK
z2m_wt++JMCy<M8f=8p}S&2K5pc-81n#5?Md8T-WpX2`88nq_fJY)igk9C71KmsJsu
z@}WyI53~DDeJ9d~fF5!{cNisxxFJ^mEe+oDMwmPf%Oi0i1hX~lA|G@}%8CptnAxFG
z<VS%CvI;`5JQhZ-<(!hN>AUWoszfFEcg4(fs^VL?rUr^5n*fJx)knr-Jb(60va=Li
z{O&SV*1g(b5E+40eIX;Hc=7?wzz`E*0{G)Vsc*}(ORYlu>YIcPRAwr|HZcOy5u^xM
z<)WkbL6k2$IT{jp)6vtaBW_xdZS(MJ@jS<?#E<dJ$@~6iHjN8Z>OV3QJ;vRQ+tV24
zBDkFMp)+5{0#?(7RE6E>Hfyve;t@EV?+wN*y2iWWg&R_mM4Ehgg)1$5_R$*iS-PE8
zoB=uF0e7*k3@wT~Of?HC>C&xj|AedMNT&z-=)SyUi_dsMhHKq&novLh#_MAJLp8bp
zxHp7Fwf5#fkSX=2vHdS$^53n9H$c!NL7P&%N3q=NV)n#Nm8^+iF8p8AO32;-&kjTT
zf|L4(oB+%K_j((iz4xT;*`4t1pwIowI)bwUHk}iaOUZnYif-Y!6JA`D-ax&3In~0m
zd8I1CzB01ib<Q-R%(;3e2zSmEe4!>^QT*_UylGOnxtHfs@mPWT1Qa@ZdwT_m(;ZWt
zXBN#B{k)a%VV?Nd;a<hJy8JuRp2Sz&J+41q-f&ON+@jI#RPU8RE59|&(DK4h)1sbO
zbJ#trU@-6QTf~wqWW;%<eOO>DSlU*=o$y=KOAdtPdQ79#`pE{jR~B}sJy2()4=x<{
zI_dp$B&S)mz0K4&B<JU;!duN@3rm4HFI3{5=3N{4Rs1)^>)z`x*V?bUey@3X#+LoY
z<#oOp5<Sl@>_T<l_;H1EJ-qV<3=mCe%FPP{>;64#5(vh?^lefJ0ij6$_apw#=fHz)
zQUku<R+eCTx7PbZq_IB14cYu;<s#j!6npQ;uD^Pi3H|cbI8ze776dBdsbBV9e1K--
z466WW{T(%Up)?p@JJ&6tpnHdTcWGSTu@~=s_{ik(+Q~<gY)wV~{5xwvHGmXI-!+&9
zQPyfIj4LJfq799Pylu#c4cBBrhXAX*5Z?slMh+-Pg;MW}N1@LhN(iVG?2&Xvf?R#V
zuNPT_6z8{^!j2r~H~A&MG{&G`T)$@7@406l4G;!7wnV4)nl1!agmev_(}aFJ<X&t2
zA$73cbc@|ew0a#kbE7@QkzHi7rr?73?5UAb*$V+Hu1GA&)zFvHc&#QkCO}s**-p)L
zhaO#|vrqReOH=#}W4B1;yps6IDJPH2{BiM2liGu=7ng;g8U@{Nm8>9C%xqKjmM6v!
z>^pwdL1dk6?RD3zEsgN{laP|CZ^9HPEaekjQpxJj0$%1!vtHwYW^-qsWRyj^%NT{V
zy7SV9r6wrR57NG<Wvz*y=WB-~upspiF_o;m5CbBzQWQ|F>4`{a=aloj2zfMYXN_Dh
zWp}M`9Ums`EGEErzaR};B!c7m7GWD;#i3=xmLe`1ebvtFiyi8Qklt#UQs03vAwO+1
z4&(!lMl0V;&3znAjNb^{Vn9dxWLeb`+0GPo)g87x+pe+UWWze9jue`3<+Z22En*ve
zP;c>dwV86i%T$^B3}RWMg3wyH%KSNy<8>;u{w!3%;nplCXTO2=#EbO?ByV<zwb--y
zORv06c}n0eaYY38o15OQdWYtaXe=0}jZ2uzn*f*ZKQ<=+AnV0@0}EKY?D_D476HU9
zII^x1?ZI!IW{Cy>H6s1nnC1fZ3Xo&{!%8A)0jLm)Kz{~+A^p!y58Jb@H-`uV*#4ig
z03L#W@g{Jt0j+SK%ti4d1*+I5O3~k*iU5*vjmV>8K1LNIOv)MI_1O7Ld-mf}aZxA+
zyNH6&PA%%=hUkhoKW?o5o(i|c%lK)v?YY3YKE(z?>g(^$)+amlb-TwmFvDm2?>a_d
zB|GqOKzW$<+!soTdJ>Bh>GCPmxv%jF^OD=<>R{++p*S&k^Ldk03Agv`p6;7F9a5(A
z4w>X|W%`h>kHquRPtqOJE{=Bb3VBDX)-NZOUTAC>IMej>(RHKvj==ea@hGWWQ>z^X
zii?UB$dv0;i_wvL)cPj-*7s?ka#w6d|F25Pk-$RaJ^G)^oczc4+X9qRaKY}~@c^P*
zvoco)hEO1Q4%QFM))D{?XJgBT*eexI0IEDtn46c26dB*Cf>0?*b0KNJ=02>S7drlo
zv2d*YG)m@bG-rLCd~c~o!I>?S+Z`qk`1ZTjralUCS-{DlFrjO&Q`Fa79vG@_;n<uV
zgnfuVWV#8~ZG3&x>!m|eomg^a#MB)IYn+*d1)v=5;lI2P9U@45JOiZxoYwqmqp{EL
z+z?ZxsuMpiPJ+}cd+FT7ec;(f?ZJ%yb|$PR^KM7iQ99?(S<V)gH93Dk3R(<ZqzyJk
zU_=f%-CU~H`S=&_^lY(+<A-?ZnLB_{TR)zhgDHt;`N~Yx2#{FU$@|eaEwn$T-UU+0
z)!AECM$GZs4~`e_Fs$8C3e3ip981~6%Ww@OkCG8Qqw>9_kgC)gQh2T)$=VgdGwXln
zV&_lxvCqv(@BJPb@9GQ;`1|`(hSh^#bBzj17u8z7?4Hg=TED+sP+*kN`YD5$E+*((
z!Lg0ES2{ixTDDrYZ-jtkSzINBJHR%f!;+4?tO7ho2z^sgWiw?G%*+IuJiEsQR;w)B
zq=c6H<I1CPT|AV09>;_>@-AYTt`QkG{g%aoT~+-iAzTJF0QRr}-pMq>vU3ft{5=U0
zc*s`)y4vy=^HV+*_-x5c_5L5s3_eAO1l(!@b_~jqjN}QRyX0uNnwv-$jt$Ev(0EF5
z?SgH}+E4L~I*d2Trh?H<#9+NzjBpQGMw(=aSPTXl6j~(g4ah!ccP!}=cN{X8AkuTy
zmEbD1iEZSZEnKVREq1#XLTd0v^;_2@Rwj=YYoAVcF=OUnk8sV4*EMLaJsf?#)T6YB
zcc|jqN6PW4xgyZW8sIb7jBk3A^4dzetSI+>_<G3W#scjo+n2{D*B)@k_?p#MK_dnm
zZ!O3qrqM6Vs251xks7Z4K(3n&Fj{*x_|Ef*YM2z0+ji<du|mM%k@b(KMJ^E}0sq_C
zQh?5%_46P5WKePbz$6?*AX@|lgARcO{?Ez!_k=;fPGYZZ`R9WKzRq5^!R>tJh82p7
zT5A7xpMT7a{kf2)-qJjc9bB)<75vpoww$pBtFR|8kS(o)zQ1o-zl-Ua5&0y2r#>oG
zBE)`nAmh-05aHoKl8|F>9E%5@ssgc!m%J8#3?1BZE#n}wNIK=vJNW}Jl}o9?a+Lm}
zcgF(6Mo~q1w%xM_bo)vXA4k88vdtp$ZuiKpRFI#hUVZG@o>-bgxzeaT@UiB!lGK#*
zEXH`*PBxFEOwTX-3sFJVS$Jg*bG~Z*CugEMj|NedQ&SuUhM=(g0g#dm=z-Zg|NPeu
zfz8YwQ>Cz&T@H2xbp60b5P<bSoDlz~jo7OX(bai|i<7KNd6c8p9cP19`E@R^3Gg-l
zyzCOaW?%D~*v;tSaU3_;yte=7YxH>3S*pZU<C*i8f|X;qI6ED(@gu6mlt*$}w+v9i
z(JHR9rwAiO&AyOjR<(EBRO*ji4t!6UDfx`E?TY+$8=Z|>x!AhvTzB^H=F@~02oLv6
zz<EAb-KH(OLKn^&*B)U-Wtl43PJIF%wr<^)rcQS)6u1B-wd2W->~et_uNuN%^-h;S
zW9zsz#fgyoDO>*D7T7unhX&6!$$p2L*AH>v$5B9;nR#}HSQGI#<fzOBk{b_q!11z*
zne1r-#6a3$_I?1nM*VYSq$<lWHgS&7K6?4O$hOFIFy)!sCo~zdTgh{t_A)><$*M6&
zGq0oDcsEp$c$tI!u+DXLwPao-FH{0fsJ4Dzo||N}&ghN++^2RyYoK|Xg9i^obO2+5
z2ss1mu7Pn`o5GoC3Gl!8=j(U0HF>Ik!Ha5iR&R2u*H>kr_X<&lAgL5+<jFER%l1Ua
z@NVs#h}uVjx<^%`U*j_>cSXoc#U$M?=yD4<hh6m3LxPX_AF?#nw?CH|cUh_$DupF2
zVq`sc>V@^i^|SHDUkEuuvRSMpY!#k;JKBVkbWA?P9<GiU<iS55Z0JO%XK}vc?iyBy
zW_&_I5!15;nTHaj3z0P<bu>SIshl+An$zRq7tnss8;0$y*$0%iR;E8y?ELj=So%f{
z333_V+lyXJ%$OF2nyev#wg+X7#~86=Umqp*O9FkRivJ#Y(M*0(X+XPRfAL>=!+04E
z2r-y*mpn#?(xf0!Bo57>`@0R3BLPK5sR!@9#?l02B`c`e2NefK@OYT_8@*b842$B3
zxtck5+%yZt{N#IbGP}9k0D=K*%$|qBeoYaZW~WUfQ)d5Si>B%)={xIEl|>@F==;8X
zB6c03l79{nkMLyOQM!FUxnZfN!3RDOZIcw(elGZLNX%g4{$oN<gcI~kO};a$L-LQF
z&+*jOEbjLmi++-V;x&+&?b&7eW709$YNlUUlSzv))dOoFusGGsH7sPMmUBnFe&_+y
zRlLqQ^KI!tC#P#HwP8m(3P=L$0PgrhGuWGS*eHMW<NqOo0l@#yWgfd{zySyd|J0v<
zjeP%*4gTEJ;AuoV*|JxccJu929WhHWwbMSVn&8RskDHR_!aS~UTXrzL(DdV`;9Bfe
zv|PxwcyE8#Q!4E4@2ad-Ns76s@T+#RS@_`n3ooS;fkRs}e%CGvW8f{%btz5pP$BjT
z;0jHgz;v(nt}Ws*v-X>p*R}6;i7sobb#B(wk~Zc#RGQCR99t?3aQYb<a=m*duyiGP
zC2KOm?rN`v^DWu$q|MJR;;QTq)884j8|m2j3cEgPWwHG7VZ5nln+&jt+Zx*;#f-Dh
zj>?UX?a~&_6!lte4#Df^{5wYv*vY~6qW*yFF>S9i0KP~tNNlAOm`#BFHWid{Sbsen
zLd^vRHQua=vjDHeYnhAxTi^G-n@<#Lz^}j<i^U?ih5{NJpe+Ff{Rl@egkpZqJEwWo
z2vV=QMK14R>C||n70zyj*nIa{Rq(j=<)16z_imi?3CA>TcdDs}?)ShCXivOTI1wqg
zvPx-ZsO?(aooW;}nbp;rURSoXp7LpRQn}aPcOnk^<|ct@6tecdTiD4%!jW3j{cIVP
z;{;P;8Gu4C2}?yCLJPs>vL=H|x3tA9#4`)}wqY*&GajNwf}s|mJxja_#GG;vo$N$=
zME*eH@-{s2s;)MncuX`~Fhdm1U0}?toP<~cBx>C@3VG0SuI}ZPQMy-F2f9zVn*(rE
zROMI?WbX-@(4shNq&yrxQfvoNWt+Z0VJ&9YWm!YP@sL+&nyHfWx+1G`rYx-L>Ikpu
z(*=yJ1iSiC*@$_yr%>aLo3dKCyB4;WXRaU?pNo0qptx_@=JEuQ3afhBM&C&-es^}9
zFWbyZG74s0P#l)j6QPi$6hWH_Y9$OZk3N#WZtKW)*iVPPL+)5*uMhIPzdTpfw#q+J
zJpKWs_mZVF?1qi=V35Z^Rk%v7fw5RDjlhcvR@>f8%Vx>x2~94MoSnOgqcXB#<TN%H
zk!7gt(-74rbXJLZz{}vb53PfYi|fPXhF&jbn;S<B(!9+oC3hQ+$6ag<TG9QEer|u^
z##foyO7nsFMPjDAx`s7<LI~%o@@zYpWp@0o>6^+m*9+2(m2gpFc_cvcgA5rf2kk^E
zW7d$PIY=lY&k&u?k#M-Gn&igUzWLn|imQnkqgz|xYlVlUU~*mr8~69I2Qm6kXR>Ln
z3{5p9WaS*yI=n|hiPm@DWzIpGn*RzyH^@lI(zu_w+LFp$bxEnbA<*<?s)wE`N#KAQ
zq=p!T*z}{RA4<&lVE59VjT^%9t$rx5w8v6*S~MIe61vHuzKtTKBCx*}te7NMR?BRb
z+4`{;S=L=E8BuhZkp_KqYevaF45=&hZ?JK<j7%ift=n14DAmAHP6=8nu5e%5`I==u
zYzb>hC-uO3f5G2sCa*Cf{d`Y|W}Vqo$jI^VK1W$3mS8fvkPMC4-{=2^%vwDA?ozyq
zDoxHNd>#(tPIl~1;frc@HGGe#y(2em8+mHvrR>og)(R8hgnW{7P=T)!=X9;fj~?Nt
z;vY$8eNV}Td~1ItsXbA0jP?svD_<LaFHYsD?8g$-624M>p5%p$EZpcRmwn%uG@Q+t
zc+g`Zx=Lr;VVPrr#D*@7TLamcpHnycl=t}%Mx*UYeDkygistfB%7^W3qS^90j+WRj
zXrPyd^oe1wEMA!>#K1}uVS#^cW-TONB_r?;G;D#agfKt>WQ4&6Vqo;&%-(C8!LNZJ
zLa8^}%p}wHQ|fopEJDe~-#~peW2qPi`y1jB-uRWt-+*^Kx?nH%HsrjwvP~t^Jt%w>
z$D;bhL_0lV=}~amb&v4HbJ{l*h`aD>ZaIEO?%$~@82@S8Y(^6t8z_SqJyFsNQ=vUQ
zemGd;ndlOw?{1ImqZp|PM?R&lyhD*gUA^K@PZ_qA#l+=TX5N1@G#Ahp?|p-kck4xt
z+f!rtnXpKy2%ampq7!K%^4_hZUlVb+o<DzHTM{K1v~gSe>9~FF6cjIVYwqRg&VUQD
z6OH27jM&b&$guqSh-WVDyLkU^sslIlBV2TDOFTJu(9Sf*Fq;NHtQO-g9-6+A@g4ky
z*2TwByR{J39avwN*>E(bMp)EhAMXe!#JBeP3(84*2(*H5KFt7|L6t3?8XEsnM2p77
zFeV^xDt6PJk3#h}%-iWf(U21|t~td%J<CtJG|J-2y$zk5%p`Nw2UaO9<%AKFf3K?l
zz5;-5FRcRN2%O_4K_{IL=?8}6dmx?@67r7?_}+r)5B#rzT(crU6e}apW@l9&rCzhz
zcJNlJIjrE%=9ibS&p4@BweL{)uSTcvYd;ko6y8%k7tFkk>C_RmcOZrKtI;~`Nr_5m
zk?U>5r`>ONj!nAuBtLxdr9sTJU^k#n^=!=ZE)<Se<MKLx{=L_8cWgr3RHXz4MMsh=
z!AL`S9MI{s=KA5ZnSDOK@#H$t{^As=w;{?-*Rz!ripuyp#87Up2yWHeFN0YcZb*&S
zpS14psYi}ln<}yZ18#iA87VMbB%A@JVSBAJ8Zr_$&2u?_-E)#nR?w<~5N@&#x3#u}
zL7uIbzx%#O_*m~XWAWu35n|wE`Z0;frjv(gPx-zlLzOS$$Z&)P4+HMfL7=DDLrfJ}
z2yQ=|wN);eLk=gWA_l*h+r(-KYqQ?WcZAk~o6Zr1cuw;xj~ci_z&VBoLk%7m&V24R
zxU@cpYEzUXwm!VA_7w7C_TuN3uop|fjTzEo?wYiSQlCFgaXZqUA_waRm755Uuux>l
z(7dtJ(0Mu{y{eHMfNH>AxorN0stIbmDlA2Q?^j4MS-Kp&vAB{L3uXu{7(>YxV+S#P
zPfkd4yu$tH&Xi<M-_WTR4_$>0F<pwcp22kyZ*;i5vYyc6l(q`x&O$jo;fdLrw1*4l
z$D*P0&UelohSL>yK^E8~v%LoL7nj=Ig0j2ChOzY#!KK{$==vo&^V5l({gN;Y3Y^`z
zshnpFmcFeOXQBx#HBHm*c(~8tQiAM;tx+7B_3+nwIJWD*ULm0@#H5q#1Z<(Ex|{O>
zPYYd+yn{;FzM(C+*1T`mlP)y0&GViArPNcLHeqdg+=ty!K%e>I_An3!zdnrLVo+HD
z+1WOrdN6((7sFaDP_`>yCbJ7#kvBi8OIOEc^oRO~PY@Cr3CdTW-^sHV{P}FyzAu&n
zEt~Qd^o96Vz!WL(Q1eU0Towe8uhylyOAYgHX0wG}o%(|B?KmBrAfZGl`gu`rBM}#>
z373-5do@8wF&LW1UPasUnj!R7xK-E+zeuHtC1cH?j5c?713~m~xQW<p^U){=SU<bD
z__*XEvs-w>nH6d;p@%4AF%e4`tmINyadCk@cFNq>7<Hr3dHF>DX_`Do@*HxRS6E@q
z$+#rcLT7o+)gUnY0R9=z?9`HYW2?3pUJIIEvT>Rw6(jMD{OZV{pGea?zcpp?xap|6
z(J`?`|FE1pAJ7fU6tf!6Nzb~0kd2)U7DQvCeY&Pc#3_y$BP3a)YW?~*?AiTxJBOt;
zGVi4D3?}bTvapH8VQ6-Ie>?Br5S5}6))Yg5swM584RT53FQzMIrB1hHBy((kPq%M>
zt)@#A`liYKY(%cjHtAivqEu8gbqV^sI-40f_BX^G$qem%g!QoP7!_2th~6;&8&YUZ
zxN^JhGk+lPf@oK{_lBnM`Nq`~8})xfeA*R$p&9$dJpYC?;7&hh#&g~_)oHBV623_C
znN@L#&vOXza2C-x)&(2eT#8kAB>dgwl4+Lr=irQu!ZBkv8)v(gzabL_8eeCxwx{s#
zhI~U`2V=mU6G~IwYih|W7A8-R#ZiC)ovB@NchkgVTWR+(3qROFYd-N4PZQyP7<Ulc
z`u-HOK;%o_dh76Ao21I`*po%aqsp`&-z*RLnub{&70_Fjzm?9K&Q_jXe1q@ZJ((`%
z^hrTJove|YWz$xp7aen1nrbQ?jSD!ea|sp&<)2Sh_<d)=T&fVR`Rjt3SY3u_v!gOp
zr8bn{HZ!)^m1y?zp~&dZ+d{T~*=c;-su8sOJrU>K1$kW>^`&~ycZbwI^euK>#_ZQz
zip9qR+cp~87i#Y}a6;v4p-{vOqC=E;k~=|>lVT8AwckNfe_2TEXEQ7-|I1FJ@JAFU
zYw3}#^zcEtqM<iBH<CYWhsSsOz}Dc44eXNMh9j%V7J7K1Ltft2L;-l=Jd{O~7eCiF
zyG{Fxxe2;!N1I%+>I?AOUtuXe``(ayMZCaA<)Y?pbGk$C!TYs(MjLN5zMc(I3%He0
zP*P<se}U4X3#d;3;mZU@>1am)O>CHu!44xI&4{jKEzF|<(V{9W4ZtvK*1-^1`P(hP
z)>w}+m#F6jiKHeBB2uIhOh#}-`LLc$Zs2~=Lf`YO)b5JEtn9iEA8yvYE;86m62{NQ
zg*y8_SMA6M@Ctcuc-7h8e>nzgbvEV#X<_10b4BfuaN%Rv%^j<j59gW;^mLWa{8ZlE
zZB7&vGF3`-REM<G-Vc~0=Y?RXu%?U<kKmm$S*KSH3zx~i?Ck0+ZqJ2zg)3XQCD*fu
z$gjdBv5NL5dcDe<+I6I-6kbSWklsdlo@rV&sElNp(4H2{s7?`)1(4pyR0#s)NZ<hH
zk@m0NLEp&Q0nUm8uz}F<27U~hpTY`UtO0-n5CSJ#KRa;Q>~UqmvV#k_Mu01*I(t$o
z%HDO3pu$*9ED|h8*Dk87JHUc5q{N9<X&JVR)79lMAG!Ipx%JG_#GMyc0<%+wg=>MS
z8Cc%<W=}%x<iLgVM*^J9n8ZV-(WA4~+A7flmnJm0oBEZQKOeZTLktj$QMT3D2LcOg
zILb+o7;q+bs0<+ejn~e5ll7XAsOBaA@%7Ogr`d?1*`vA-SZ?AV!BPp5AM6|KbDwt|
z)pRMQy1PndfR6fY4FU~et$Xpa3(b93DJkMIbD$Rt58yHah?|8XwXl*M!7zs$wCCdN
zhiI|a4<f(RGJL_6$bf&P<{$-5ERZ`ETWfW{)p!04*>H=S7V*zi57F7Mwh|uaANw`x
zhr1L!%&K?u_OMKGfP>m;uaU-y>iL>&qGy)%+V&agJEs>|a;DOq+^JSOYdZ9z>$l^a
zyQ%V-zQJlsobgBRSN-~W^it!UeY`_H-QI+zIcLqt#$?AuW%0|;uf8t58RwGe=_lW{
z%5cAcAyMD!i)$`XhOk<NB4Qb&^BsC4cBe+Btko^>ZssPwoO-qU&4=BeysoL9@`l@l
zc9g5cHw!}E;c|5dO^Qc;jlXTQs$vWC4!4x<kjV)^nhZOZ>wI3E_ARLP$*jolgu0jj
zZGxe*6S&QN&|zZ@iV-zL>*Fj)j&S@rl0847e!>aKVP(whd4yg(hJf?ZAyUK6#Vf?_
z0T=k?U3q!6vV;=;i?fM~5p>LS!pCPnW+o#{S&}6p=xUmJLh|eq=c(-H%n8l!f4D3q
z>`*rc-jJ}+6YTsC!wLR(0tN^Luh;?`5eg*8q}3s$UhPtwnc>AGlSaXXaOhNc4`L<9
zrRFHOYTSZ&G`Sj<jU#h5kfIL|$M=))kqz*~3bVw42I0Gb=Oyr1shK;>tHd(Do4AN&
zVHjjacrm&j2`h^jHW034<Ax8h%w+^--;yv_7yWsRwf+e?gESd-6Gzj0k4JD^s{gqC
z^jE{oxxuCj_V=6hlW~M|(l-ex<P#jpQlvJ5k))}&R6J5g*Rep2#7~zGp{%wXEh_K}
z%da;TA*hUIk?*lW0pYsClI$K(ilWopUcy9XeldlvE|aT$nKxj5Fm2S7&x980&x{;u
z<FiD#@tOV(EZlmuEAFCWTuba~u#}BU9uX*1$W$tuU9i5;mAmCNR!e#~mpvtBYZH3I
z{n=+$O8oh)<xj^b#&>a|sb|Rn8gmxXn4hO6mTfa1-~Ru4diQvy`~QD@GfZ+wjhu64
zbI4%|<$O8K*+xj^oRRY>L_?&7oN1vs%nVavp;9F0L(E8$<a|g6QCB)#zo*{6@8=IU
zHuLh@;q`bvp7+Q7P+XRIeeN2;h2<Ny{bAvd#Rgm<W6P}+eeG#NKDL(Y4bC&3Ma_5i
zn$Aee3Iq7s(dA-Uy1RU==Va_Lg8)xE=%_Iy0oR$QvBx@e-*1yy&0{Sn?wy>+PeJZ`
zS=S(k1SQgxJb#>zP=c19y@$PP6I0#a%WK#EX`tq`*PXc%fwJ2kspXS?>imu*`e0ex
z;#4)n&uXB@=Gstwiq_N}DRw8mDsg^{%UXn<i?6^xM#0rzoZeuj&KSXdKGZ&!;j&1_
z46XD+bz~`C?s@faA%({58W9-TYc$ZklNrk0nzu>`MfTq-qFYVm-_&5VNLZPPG+f)4
zqeHEUz#{N3^BY{_Wq^uPJpvqcOC9&Kfc7QnfAM&U+DZb{Or(eV;0cIa`E$}4$Ol{3
zhb><%ZYyWJ7cbKPQ{eIYj%DlFo6ReO?;_+@s#_;QcB`!zN7ZL`&qm4lCcL_LZOG4Y
zE?^4r#`n;i{ne;TJ5k#{*z4`#zdC|~?8bwmR`5oevxe_TcCP<H(mYyQiBkdyjXHBZ
z6!DJWPD|M5>W1vvE~!zxnY>7!`)tMQE$2p)0$u9qpO+;958qPs7=xew#vK~Fl=jm2
zoM4WbaUbShG$iXJbi~U0eeZ;ks1X~on^^^+QBy&M{5xl8anRH=wL{N%%7c7kGy$`Z
zUpZl$FbI;7g*h|OfgFKv=!_zB-H!QQbHrW|J?j8F5wd9$#T}2E$NCAAxrVJ}B2bSx
z(>l!DvD?fXVb5$OHjc1vx?V*Qr)j&MliXWU@)1#t$I8Cm0h@J#a5%5biU`5*f_{A_
zPtQ+ZiOuR6%UOH<%!LwOEI`nJ(d_;_6b&IyG&`;oD-h&H)NIXpmC#T%Qy%sHx@Na6
z17Afrlge2xhUlarmdfsR33}g9WqKxPoABi1h!s*i6&t?)h?f3{+RK?GzI^l}H0QSx
z+iye+;u=u?*(w5eWDU#_))*`<l%k`6G}9v-5ncxco(r=Ny)#9lrO8~r5*td{YA8IM
zv;N-EgP&~tHk1I4)CTxgGKgp%e!7)8GIOw~_pG^=dlO1mDe$ayOFR3q!aj!}Q-)Lf
z{cQht$389}d!Zzt3t?%Vt@^zT|6I2oC*PdWn0|^=V$;~tle;u^E=MG9J>1ZkNL4Eu
z_|6+8W`?FRY;zhSMuO0BayUCaCRgMA7t~B{x>^}e8J4qHsUhO<=Wxeqg%uKZcHv=Y
zRHoLYkjV=+6BMCLbN&(RV2}6V<h@C}SJ#htm(rq9`XEasHOB%?Iw;aK`1u(;d!fa<
zz>>p>bePYm)~Ar1*qu9zqqB!VNdd>SErP@H``Y98a6bdn;gG26QDEaG3Wrf3YGF^l
znk<S?mhLeW!gR^(Nrf0p+kcQ4npG*&+jlR)8+OaRjn51_k?yrV8aNL(U`d%KlP55l
zAF0amL?1+EG6s%_p>jiR!A_5jXX4V#k?P@FMuP5d-7E55i4(`2f6*Et5_ng0E%^B*
ztXa1*@7uZ$g#IwH^TC@DUg70NBh~_R_WCgBEXTQ9!assIr!<2FUKzSG#J`$#>Pqff
zWxnEw{AAtQak1wL`PXKu3v)wpZFWLLQDv_1xc-JZY@3S)L3b*h_5l;+rEDeP+iyoK
zWR`G)ZKHw6qjWZn#>LrbI2--7^;3!KbzdAkD&RT`m1)0jm|k28;l&74?NE;}BJf9q
z`#(7^Up-+jZ#84^<xiohXhX=c1Ris0@}^63=R!%{QJA<>e!dwYCT=B}#q`e?A*&do
z{Y#tL#iM9K(8(-xx`}2y?&g8h<tWcOJ#Hsd!zq#YLE)Cy3TbCXE-c9AdYE=LpZH-F
zqi=nt`jJZ01D(P9U4q?#C$fAlkMBA~Txa2|j>tI))YWoBV9dhsa(=|MvTD9+V4i?V
zAp#zr^y;xf5d`y%`BpnT(=mmUA4Z2D%_94kaQxXR4bWT?F$tnm-D!z)&Ro=X5_(aZ
z%?P>|c<B1KQ<u@u?O!ZD4)$Lyz1*+a6&>eFUF+D)K^k}~bqw2-ON4NzqwlyT&M{<?
zOPRU-G;g2rwpF@L#4~LTW5rxzw7-=&fe)yc`4QQP_}b|}6Y<5tH|RKa$)Jjfk3BDx
zUuvh<o+#bs546UUMwcS4Jk(xU5e~Wh)gnSslImt$OD@0=Zefa^#?=S-A^^_<Ql$gn
z11&J$1DS09=hme6KX~SEJyr-{&x43)2U-Sy2u_-~s^l#G!-pP>xwi4xj8~y|W~PHx
zGWr5mtj}R=K$EEc58^X{9WKp8kBnaxZ4#Z^3`aqN(aXBR?`M+`=kcFi&1sjCkL(&|
zB}($EIAEM+*V5D)9#htG{&D)YJTfxAny`Iz?Uc(qxjpaZog0}&752__==ovq%7*N;
znoeY-RVgl5$q~n%M%Z+o^B!TCX|0ydhoOcYu8D64K%0zz*$>dZ-J+-hm#z){@%s&r
zt+;J7ztgEAg4flzLppRvr1UtJjVa<d7bg5hQlY9wHlk&g3F@>vC`w#3P%b<1)jfIz
zNHW(K%pp<^0hyL1bu{373-jM~TR9TOljBB>008C*!Ta5^c+2bSY^9ZXp^uFY-NU#W
zGmDZr69Ywp3)9cgt<7LactG~lI#wAjBB<O8+6is9s(?{2z9`Bg<#EpMQpf(sFc{xw
zECD|p{LmCZURIsqWLE<=phH?Xi+6#LXt3Ma-~9YVfgn|A?@R}XXt|iS1RFt-*G}43
z*o#CEjrrxkhBiM^s4I9kY4ckxu{_9X`T<}~2i6!Xy3}xV6*&?ep4L=YeUo^=<3n*}
zSMOi9goKX)ouP*lw50`rKZo}vhkx;VOZ*EbQFil1V%;o;I@hSaKpR%Km?|0S&b6!Q
z8%*7@?~yu8^Z?t2{TZcq$syZN!NE(pk)Lopv7(WO+l%<^78sV*vQjBf$sH(1$MBg0
z?ffj<be-mOi=BUSFqLN4dp9WQ!O22(q|%23ra&m-8tyvDC)^031|PLxxQwSC#_a^Q
zhZ)9^>Z>!)%_`DHAQyt7yatK)6v__%2jSPgiV&>q^d72`y~s-(ZXc5u?~U9#=RbqD
z#}p%aeA0djZr%APP#P=Ah(P{&pSo>W(MYf4?{Y}0BnQjPS<H>68B|hpJZgmdg%wFI
zA`;<eHSszBLAVUv(^{H-sahx>6uE1MpJsP%redg>qFD_q5^2gBuJux#b%#?Qwbb0`
zV;6l{=qhS+pyk~z5A+YJ4f?AtyC}@p9yHjUphq^%({rj_oGXa5&Wzf$fgu(rh(=uE
zOc3Y6qdUKl37gBTi>cf8P|=lJ)u%yK@+$8sQcN<w!)dtPN+p|N(ep=Z1*14%Fa`uf
z*`eoG=W1;@F^jcyf5^QdW^;|riG;B+-to_$t)QD?&WnKu)_X3x9#h2mDc(49iyo4u
z^B;u!@R&f!6j3<YF|m}UGjgepO)t_`19{0i+o362^m3bv;SJj2vocODUiS-rF1=>x
zX-*xso9a!@(JHsfWl(<4QpJ~&1T_Ojq=lV=%#ZWrr>t4l<V)5>ynR#tPn|)_fLvCu
za~FN6<EVAZgP1~S&hcaJ3*|GxBg;iFV3-mQjqZ<ZO~z4ftt!8nB0W4a9FhE|of541
z8F^gc9gX5I^L(x)W|&{|I0Se9c+r#JUx!5d|BOB%c{-Um$Enys8i{kl&ak-hpx6-B
z4+}41bvCE%X_Mdo*6Zv*oF-jkq+KoIFPllE84w|kOu%LW+)+UIcHQd$Q%A>SsUHPX
zqbLS*zMii`3HEaOP>(%(bPc=ffO1y|<6eV%Tx_Tee?exhTUtcorb2`15m_C>G!Zz_
zh`<vovEIpdxf;^Pc1KE{>l-yZ+4wt|8#C?qGVmc+ZbUV)X6vC%Onq)P?D(=3SJHf)
z)t2@5`xbUB@v9WnP7jR3doa?*UgLnvQVjZ+PiDADKbLeo(eqT8hi~)_jq|b;?qU;S
zCwT68{t?w^$b^Vie}yHxIB*N6`&zje8P!gF!ZBq-bU_fF>z&g~0Z$D`6cv-aAXQ#4
zUBG5Rv1++U5`EOnHd+`zc;&WUHV5dmUj{B;bTN0U+|ZkPn>Jl8y?No(t!}-DN7KEI
z&1fY+yMMwo*(cHx?f%ji{<<0vk%V@@3CrOS28}1b2NtqERg*pwl%G+Y4Geg4gV`N_
ze5Wrx=S-Z*@Ov@|Nwvd<`uxI5QrFLCABE~QZo7+`^O@SRgqjn}na3ILBu`}D{Nz&k
z`KP_&jJEFS@27tl{i^??ebt^B9QC$W@U3#<`q?7GtN>5}ccw2%=xI!^XQ4BTvV#ms
z8c(Hv85F#EmAx_iK%hOYj}rLADD~E0(<hY-mjJux@%MbrrC-xi?H#(MvJ<#=St8-g
zk>D8bM_uoM9Z`is-m=m8MY<e2)BcxC(W#jHmB=0|!3XzL2WU+*C0rSYJh>Br$rYd!
zI>2mw10A<=43s@4PyPG7)1Jb^iDxcxjNljUtN6ZFqA%+@1VF>Bn7}{I*%Lo`KzPZi
zq2zt7aGM<SM^ekS$%M#nB%uw~p<S)dfi4BZRdEs~T3!n9Lx6f7Ypa*Tgth=?GIvXU
z;-I6|@mVsL#oNj>08v3(3N}oQ4v=(YIe{*k%eU1q&emM~9<NJR&6B`I3gjOy86w_1
z^GiR4U9yGC9peFrkVL?G1fm#)V;dum$2NJ-UuX*i1<E4;%JK&17mR4}{@<7tWbj~&
z*uR)5IkC0~v1CqyeV_+)s^FncjRRYrJtjyEf?lSCZ)2et3lyXqK1EiRZy!B?DYR#+
zewWK=2cwAPGa?rTt4EykW-Hza{6c!Svu}knXs!p*POyDu0x|%s2|a2`(3TRacOF5w
zn@H375qZWQQ?D~9>gh^Yk>A5HIB3HMT{HkMuZYOLkKM32{#_otJR&%p+ncf%SAIU=
z%haiFtCnS!3^N{;4_u3tdJq$S=EV(Eh<QKSGUXqo%|h*RPg2iKquAbfYCNQTDRBb#
zVRXc??|V^$_V5`2KRfYg>{Oj{TzrG#&u+xEkcE822H+)ou@y*%QVatm;wXw}$Sf*K
z1fA9XXom_GN%jPL4BqA&t;u`_LZC9FGvaYS1C)&fMFnL!B5@y8yu1dvS<22U7m98|
zbAx>lv1vwz>h*N0xt%$l9Q-7!<1$^fpdqFA;<w8Zd`N@m7V(qYYui0)IAsy@kuS-X
z!E%nB^u$zV$`kCeY17bv@{=q?ph%yilQGqDWW|nLKIGmS@8n^rkd}D{Ru!YoeliP@
zGWX+j>z|{4ged*Wyh2-VlL{(1*~{AL(uZVaDUuF5RRt>kXr7~xNN4#6F+-j!txs~-
zZ8gG~plT1;2ZufN7`%(N&EKK_3}5MOESWJ6v<lvCYy&SyfY1Yv>G^1LRDk0_zC)jr
z{HSu)lch<5459RwS+mZJaeBpyldXZ{^lG8^`6QozabE@w>Ha+3a254B+y{O@Xz`P?
z?~^_*0=J5g?AgsiVdD6qcv80Yo7JD&b^K;EryKg@SZZ@EohgaTi&xUVzEY^aWcCMo
zmtw2TG8XxLoi5F}pvOO$DiCdO(f%VbqONZuf75yZ%|nrM%UXmTTtk}QRtcl`q(<H%
zDV#n=vH4|bQClyhdH)uStW%>|dejOz-PxzUk=0c%jw^n6=$(K<jNP;79;YMLAq&ba
zU5aeR-))5iZ{oajB6M`APKSWRcL6jY?i$ua2uiGQm_56a3c?T~1h$NZ@!r|iwMEVx
z@|-6cu}+L)YnJGo!<7d~79Y%_W3OLAN{MLb7}9MU*Hc|4jA5Eevrqr9sv8xuW%E1d
zo&0XjNA1?09#DNZR3dS^H{llDE}Q!oRpx<IKu)t}^7nXb=bUCYoSBQ`yB-pUu6XLr
z?+&48E|{)k-#qo%!>VCJ^&=hMv}N7s>XDQAD5evFn|QidE3ww!!$G{iC^sQ|xSKqp
zWTcf%rAzfgzK$T@X6rGbaXQqL$j;hseg``(;*}7I2r*f7$!)nyt`gnC=+AZwT77{5
z&hH*~U?BR+nx>(`rzeCx#X$mxaLq_w+irEI>$Z_j7fqvlXS#2YL*D{D##L2Uo?i8^
ztl?u=(tB-<{(&0XV|R|(h(|YsBb;5)J@Qde>VtB&oh(KwWv<Y`ro$|x-uEKo3Io`-
zll*yI0czozVMFrR2W5aZ%>hp+h(<doK@(}ba9D?X$^gY)(?ljCI;NhAah9k|&rdjH
zc4XF4Hp^OrRudGgoznKxZ2V`FBAS*U_r75#;D+4$kHTTf7S?0$CziAxi!@&N^!O^~
z`{y`!mx7V^*7Yb0%DIia1G`q-FATOGl*6Z5y>Cd}@VUVz^BKX1Tqx>TGf{W3FtNI%
z=<aUA6oNzq_MXzIYn2zV!=JxYR;Ojus`|Ya2EjKa(rfZ*>*qMCQ2#*B>j%<*nV?-9
zvG{GcEwuv@5Ec)T9gHy%9VoL)V;TXKW&1>5KvaR*nrVK@yvMM?XP$E4g#4cDx)4A2
zFz2*MQ)rdOY{+i?UR1l7t(>fRQ8o(;>BVOWqxal7&EtR>pe)hdQ@Zkh8Yg#P{DUq4
z^WOuOcrd+~0hm0uQvOF#4*u`>WVRhj1>ROl%+d^O9K@_J0c3W>2PUYh$GU{I4|dPu
z3g!dYT4m{iUOC$TI1nMBfnl3g7!HU{8LuOlcCFk~G{u!9{ThSSQu+Wh5lE%L6@Uq2
zXD$M6W<{iR3!g1A<atR%0Mw?8P*WZN=$!i+i+X#nZP7s1HNX8cpmGPRN=fpebUm%w
z&x@7;bI1nyBG^OYKDwI~tP#h2q*BjF!v@H;1`p)5KofKk?}6;&%>3s>R2T~iwnnVS
zwNO@i=C~zic_DihDzN9Dg%aLo!^bjoXKT~%*E`Pc2b4Mqw>X-y{iVt713dyHFB3gn
z3o`*Lk{joJK+7a%;MXSF`gH4ke)(4ErEiUe?|BT8IE;qjL&C5*f*LB1+$zcXklih4
zf92c1$G^Tv$e#4qbut?S?9FH(&D*6^!+<OgtdrMzRE2@<1mNRrU?5(C=e@Q`EoR0_
z^JAPrUt~^J(8DwV<+1nBT~qg_E91yr1P|D?#2^C>%{m3sG|ZJmV5+8(p%P05xXr>{
ziMn-<Z#6&u`PN^<seUrvPRQ(}kWbaUxeIjs8*5&c@%ymB#8b|-TW_Cw_)3x|4?Ho9
z_ESE$p1N}SiQMOR7|0Xpms8~r)mD@3nA)dKRV|J3b})Cd?Uc`3msB1@auT$B#{Yyd
z#kog6Z<_hhHcmtwd-U_wm-<#x^L*Mu`*fr5<=oQUBEv6azQJ=g$GLPGe%w265?AN9
zjZbSQ!=I$JD^#l5UKBi{FU^PNFc}>Vt3q#G+wNn_=|ALUs0X=NP#3EUxcVhc>&eqj
zl6JNT0)_)XZ7CrVwnFzFT3qNYQ~#m07ASb?;)QS<e`4uE`MSh&G*)d{rk*BKV-6>(
zab78!n2xwjdN-E1Osg!Ex9#uz8CyTtqZfg?wue8=7|CZZ_`RerdJ`(I>XN>7?$_;t
zZcwt{t-JI{9Rd6SFr9*|TN53S$yu?IYt&oQlfN}DoU~7SoSf=-PC<>oirYWqjdzjc
z+J6uVB=V2K_%E91hDOPfq56*YP+do}pWX5(X75bHxwG<<kGrIPcz8cqb-14()_0?C
zSnrslo7JIlTY0N018VIjCn*SjV7=T~zr$)S_RQ++D-w+-TJHts9*m&mc!tl_KMx1T
zjJNaYqhA!SkN5myX@1SO;72bXektTre+{3J+-e6Z&q_z?=Y)ttTy_8Iy{S97V@!_V
zKGp4V7DO&kTt_72Hcb$5@)d)dOQ%mz%E47*iCCn7sgh-u9|@SBI8!Q`pvA$C)BFdp
z*Hou&m@luQ=V6ki6TUhj&)joF#A0Zy%%77E-P(GRVCMxraVi#lC^DNx$b<H9y;w!}
zo@vYMlPWi`+)xg+f9&@De0+4ndq%NjM_tF0^ubk;-)|%t%YSj37lYv&(FmNwpq!CK
zd@<$9S6dN|;~0!bIMBC>ka>10J0)rzM!OuXk4)pfeS6@MpUkju2}vn^MGNVDWn&s1
zHGA{}<Ms8f(dKQG#wDx-J<~jB^~ZH((OqqJ|HODNo(9imec6xC8_%v?RM`0O>rI{x
ztdb?PEqwgULy!tO?ZK`@&#uK<M^-Wz>4O|895X~6wwfMD3Urrp?;jTO0OCkCgS{9c
zeq3>ea7?Z)HQym5ZaP@l{qS2#@JnW6CA$YV#MeRPN;yNCA`7_Gs5y&AZ#(Msy1v;#
zcj-4cmt?2z$EB~OPBURuaG89G^_++Q7Gy6}*Qj%r?q~AuyK!BUA(<JF0$^I$Tc~4#
z?!C5o+^k3Tnw)|e)S;^t)o=`-k!*)v{R~F#nt%&3Qv>+7L5;LzaqCi7>9T#f&Vvu`
zVmv*nYklq*D&xB06=XIN-j)*-VY_NFDA*u0qX6{okm}IK7^Toh0c;!_czitzC@TO-
zyc%W+v~BxSSI~7I{wsQ?vhln7sRclL)!!m(H2E>kKG=GsFdBN850(EV(%t`bCUN+#
z%m(4u9MR)2J|=!lx(si!H*tfFWETKYlt5Om06q^A3~eF%0pJG!@<N8ITFq1mN|F5{
zr;1X)XCba3+JS=UD0<hE^As+soy<jL%*OT+;#uLNxDPp=d!&cL#7j*oL(`(3Ql93K
z7+#!=wg2jhdzl=M4w`TW-ChI3@InmHeU$1D7L>Q?#V~5wA!F;2c5F1nfM`S1vgFvZ
zwlZS_>2qivu<1C$EF<WBHR9nuJ5vma+Qit!hXHjZPmX_`y2$z&(K?-O(SU>DIpaK;
z#Cp~G-ao<Z|3L_o8GPQfcy0(iH0D7WeY;;T)uoOxLYh^>eaL6w1kUL{=4#Bzj7nlb
ztIV`T&c!PGV$=1ACfwlp!Vum?nGV1)+fGMYS5WL80(x8T^Ya#!(M{ZLU9+NlQ;o!!
z;Kv$*s&^)?@`Qe!??a!N5<wHz%_EX2_xgM<*CW}aRuQf||9*J;*tz<CpGshCo8_K&
zomEm?kGe`_AHR;Ec<Wl~!Kvo*_jgN4gw_rzsY$vQizW1Xc5`sB!|bB`@1EO2-#0Kj
zZjVykGXq6p2E;5-*Rg$Q=z0G$wrj@NSr@b6au=%K@!&UBR9l`IkkfH{>lW@K!(?wm
zcWZ%k@@KYi_Cii}!!yByh8-Hh{dL`?wKCP*a78*q3x74xqb`9Y@wIcIip(CP7Qvdu
z)&h!uQ88kFg6$2y<?!T2iqzSKIsWDi5Ga&sUh#MV=!%_BInD9iGPe(grtvdCcN_6k
zhX#FVn(DwzF($KZGsUK3Fl_w>A4--ImC@D)r3+#`sz*PM>b{&}baNsWQ)+aJuUt}(
z9MLFrEM#fk_e>xrI^^{x>Y0;XY8k}^Bmh%a_qW|q?O9K~Ci&T&?%()g$Ci_b?{wfe
zHTm=2dXMA8%fbe0k<*s91!*yN$e|%Yg75lSA67otb^ptRRW@8bw0<|V<#2D+XvW12
zePz$65v7Xy<mHg6oVOMi0@HHO#gv;xCCM<eD6iX%f8N&B`H-l5Xt8bnTLY=-4(fm?
z$ILIP|4!YuXS>vrWMRA+lwVwO@{W?m38T#!O2$~Lw~xf{4VP1v8<Tb~<D{Cs5>cDT
z)BYu0#=WlC=U-oau30T>k&?=@g<#<5W&MnW$|1I+;*z`4@Y<Dp0fo3u9ky~lxIRj!
z6MJ_-zb@3&4NR)T!cBQ9Mzw6Y51S0no;0?Tk}M$5v!`i3@UTlHUs|RBrbCY@a8XCx
zDK#aW7+B76@NwKrOhvZR!PL?Otm4g)YuSqxv{Mtw5=iZ6Pw(~EJN5;uxji8?9!=%K
zHdFCR-wnOwvqeX((Xw#TkKq`x*Mplr2b48`i`4AUDqHjXxo^ID7Wj1$@EENm4~j$c
z*IkO(TO3t4GsYs0wo{I(<3}FIojhq#SqpX%>xbWZ{BCuWzEju3;{J9&&ZoFTE5NDU
zx$5aFzG=kF%+-XNPh>jRPGNJF?d=1oTXz8Yfev>1+?<d#edOp(sqgoyDCX$N+zH|8
zi(N?%T65L6mnCrD_gwThgg@SypkJDsY3LU+PSMj5Cw4x~3&NXtY(MLk`opMFT5s?_
z;@10mi+Fp9TW?D8Rup@vP=r=4al&<}?7?OC0QR`^J`YYWPEpgR6;*U;vNwESFj5iW
z$QyB|{g@ok?U`~loHN%f7W;D6*CmN6w3f=pDmlE){CFKyksvYK;!7nTF4IY#s>d<L
z)<!+>sba(+>`(x7XTq-E%hC*DZXTh`xqhX6+Pn3o`v7aPJG~+!DOX2j{K#3sftk_Z
zPpoeWk0_T2-OS`$2vLyJ%BBglFxh6-wlXDxk}{_p@(>Gj0f#4UOMC&)uF30&jrw#`
ztXygb#2|;c3aW0)zOvNO8n73UXFobQ-F<8%Sa4;fy5`nXJPS-^qk%06@IWDR?nCnF
zB&4l8>@Vd;%MOm1#S%JK2$BkZ;?Bs3?T^~NJ2iqJo4nEp-obIB`ZCvYTy1ww7>g@z
zUu+4w^GpXe?|cA<023r|yNJjOQME*AI30I~r1i?7$L$M}w(o$6H}FK;r^;gZfQbeC
zb2pDpUEUk?#VhAdCA%OurpbVHFP7T%otC^qA-(n!%YjUu6Il#y)c9n1P$tzDTW+Sa
zQ^Vo%BgA;O-ff}IE?iHvg@4ErzLH4_2~Z#$jYGVb(#My@M>;il^0Z<g(1C^WqvB09
zEySvWj(PTSV;ot1l?(as4x<ASyh<?=Yi#kD3{1krlgS-2T(n;4$3`ECasJ}D*CP<y
zOG!?sq+OTk-4(h6^pkC_5DqEDE}FzE{Ef`>QXx_Qd*5y8kL~McJlnJ9leW?m`2+8e
zDq^XJ=c4ZoDDA8Tu>IEI9&LFxupMG-Wl_879@M`8N?{u{O_5@GUn_>prD3bF(&F?=
zKk)gCl8BT8=fSgDt#7L=GH$*m%a$`9{lWbMYlY7}5RGbmRmjR}Z0Vdi>v;-SQJE2$
zId!G@PnPrf%~%&QuiJ5Fiy>U~WB*S$o9?M9e8)P}t6C*aTSOaLMDhiZ1G-+DHfpHD
zFTU3-G1<)HZ<Lb)xNRZEN;;?F6d67vl`4(CF&eOegL98yY3oyU{Z<i?KPI3>t+{n7
zI=(aNl*f}P5s|j8GLIe}kV(zH-d0!r()*`B$NN7=#TPe?gnl|XG(1pqOa_r4Tp+XF
zn#g$)tail+E*nQ{@DbF&Enm1@Jk_{R@4;gUf)MikXZhwA=-xCpacfk<%Dpi*fNqQv
zA$DabT)r%?O^-17K&RA4(|=tOKayHC4{W)bMm$Z0K4pXp(`cCMFmY{-+YWQN$6tRO
z>o$C5z9;$=j_@$%9X{{O<dnEY@lS7OF1-$abQb$vPP}k$j5G7*qZ4~)PSMy@uXIhF
z<ozMK#{8!cCd&yHJnbDfw?)}nood<hM-Q81>j`pJ_c)CEeT{0fi!hoAG9f6>&B$+6
z=NPDWL-s_!)(>55X}_#+p^X2kz5C9?XybO^KKVtV^wk$tmcWYTqw?iIUjVEaXUyUx
z!<qG%J4yb!^`}hyno{&8d{LkCryfY%LwFmPO&c)$T<;Ao!l&wH4m}9g=e_XyiC3RQ
zEd)OCmC_|ET-$#+-Et6@;hZcr27AP3FPT#4s&$15e~6boS4C4OB_CIHdSRF~PdLcO
zYv`pJGSEknsrxjiM=HRfEhmJ1Mvm)tt?wHb5q!%~$2-Ors39)oW0${Gvwyi&EJw--
z({fZu5Y36~s!8VC&?244T=FkaLcH(MxIr+tbxFC}bk6g0W+1a(vQN-6Ab-QENmfT+
zjQN0m{oDAmZ`)Tfq3{C>M=<ZDVe(lv{_QNThZAGfvgySXwc_`$7t(y5-WfJqBfqjj
zXmkr(vQW2-v1vnI)-E2%vk~QGHD=VF?O)q>pDab5dCVMVcKk!HJi+6XtyFWGm?}2`
z9X4l*34d?UcbPp$EuzZmZ~SbYJ;50ROt9yRB-#+r;u?30i`N`n^QT%_jq1+|y?c8U
z`fNmB!-lgw#82n}!J{KFuxX98#|aD|fU;h|+6;nb9YsEc3vapbYP53_)TKgE;U9u3
zvQo)jvo0LZFSUizgYes-t$pDp0uh;Du=0Wpd?1a|BXkkFp4}2_=su5#Ck`6J8Y50D
z*>{}bOu9;0`HeGIe52VN;Ia|iIo-95cWv*!d|(dG?P@r<)<3J!UoR=y_9E*5AZQDW
zkJ;&>`*Ix)+hUK)4|%J{>`jOy0WiZ8y&s>cVI=Utzrwf2tq0v0z=nv>(N>b$seP@1
z;ZuU{%<R|aeLfBHXH8zg?-@v=!Ee3%f7e-%0s!%|0c#LTb|CL^fbk-JS5Hi`?UK1t
z4&xWp^+=KGY?b~B1o2@wCNnPp4K?EC#Amk&$`GyK2uQ|Tq<k6}&{RtxyK32T-wJe%
zU>by-ubbs~PM*B6s4Jnw7Krh-6ic1jHxR|rl!QyF5Wqaf!~qX_ctNR68)|k6LALl4
z7UlLBcNsLd|4*8?{~d^mq3>yK|D^J0tvjxi@<L2}0_-eMfks`|-3yL6<~j}tAJdH5
zA#=yxRdV@W&lM?pH?Thb_4Rk!5i>Ghqz%f}pcab69E;6PYD#YQ3s$hS&$=c2qw_JT
zm6Bn5tZgNM|9R2>FQE84#YG+HJ54OFEb$9~5D4Kenu)f~ncJw*0O*@rG|JawKYMQj
zCog{R11pZnzfc3j?j-GY537L>Z#SOA#tQL2^k_MErx7&?=i%}y)URdpWr-RWc$(>)
zAHACW!2e<1+b3_lV|J0)u2}I!k(usVG_>N|>;E9D71col)1HIx%Fc|QVjeL%G;6IE
z;p_A7<Z+F(S+(K##r!jhBJM9s=BwhhA;BSv9U`@3%ZNRq#~7^Hie$s|Cm@(k{`qt%
z36icp(n-edY_h$-^ZNkkW22v}siYxWxhC=iv~9Om?tNWXt>Q62UD`DNIph){EEwKy
z?}MX{%J-ZdQAc{XSzVfozN<W$k6u&rDfJ9ntSjd|&z^m^@XX`;))gye+je^D3ppHu
zPGZ+@Jh{{Kz_>GH#N|uwn`w|r<+KZiVqnn*+JW^Xhs2FuWPYPJ8hRJ{rk3B_!=*&9
zVCzA^h4K4Au2GB35>6!wWgq+i?R*>1Z;Cq-HH?mMx`?^@V%@mrv-&SfO+aaaO<n6Y
z{<x_Kw}I95{~(cur`_g%qnh7#$0{uKhj+_{8Pf-RW)A|Y)&1zp0vWmR;xNOE@Vj(~
z;`O^jCu3gx9ykg85ahPJ>h0Uw8VGVW&(<=8+8#v{brDFB<*aCde=?paZSFAzc*3*}
zF-z~-O?oPc`(zi)Bg2iv;TciQKJiSMq!qg}l8p5EMW{J{;4ZKE!0`{|LXLR`9^bTA
zUO5bf%H{UA`ROYol{G~*led@mL?@j@IPD$XBGu&k*8+EJM738bmN&VdsT~;Dt(8=z
z7w8y{Qe0l1FZky0*21m;$`cW?_-~p`n=I*KVY|gWx;acX>pw^Y<wnt1cq>qLh;wIg
zp)|hZU%Tkgyd|M;KFy_YBB$3!PRfD=j%)g;$IyK2DS@&MRJ~5@^N7SWDOEE9C+f;X
zL)7EP+5h<R$G>|p=5sd9>aA%sWGXk+PpO$tNxtwYPN8Lf-0#53V4LIAqy9_5^kRWt
ztqn81%ilXUx6YzmW*IOs>j#XWlm<d(IBCttEX&A@8}6xG+Hw`O%om>C)mY%&VkI+{
z2=v#2Mu=-)EQgQg0mF5d+@@oIy&(4rYCgGKr}I9~fA+WjhO25yM0ftCi#Z(P05jom
z;6Ss|0V*N178h&IP^o^)&!hz+2cH@+6iEN7R5M{V1dG#5h((eTf_j&(K}6!of1>sv
zn0=Map@Lp&u4RBoF3p0`4V@{*6knofb=8YrOCZZd3l;+%cK_>Me)P4dREDayr5}4N
zV#5;wituwVl4DcMR9|-txqM4@xgPxr7K(=6s(q0sovXK)>+!q#7RQ?JXyiGLpU3yw
zl2sD8iOg};j5tK7;x^el(_tX;dcL$iYLAc_2;tCh{8o?TDOtCE)-*q+Vf#Pf(!MDl
z@KR#~u<Zp*Ts4_9in56T#w_x}6yOXrgJl*t0F_PK&z)a5pWl8~Mh5_hf`$~_rgA7U
zEM;MIb!l!}%R_uE3r6BNzZ+x@6-bScLJkoFG2I8gb9gBT0V6V;Tke=D+x2xL0loqU
zq%A~*8fMO`NrVv3Caq6Z9M&w=sV6UxzBHuH5oCmArI;)g`Vrvy?V(OKrR}%p3;PSw
zi=NY1`~pGjxUpk)p~|zE%JT(W8di4u64bxm1_<x}X{nKB^18VE3BYo)gODy8b>JI*
z%sa62<gVuMPnG&cd-yEZ_^hl@Z3I&L$y~{Bit1sLGb?rlJxP6ZDY?pgv_CLR0SS%3
zbZ*~>t{UiwRm~Ssfta8uG?eWN@d2u-{@@t)|4iUj<$(#!t-zE7^xf49MRqT6EWVb`
zDnVB6z_JIAPgVS6XJ=+A$xX&;;u1mNSH133(9yx=c|(en+A~y;=9;(AH(ff{id8-e
zOexQx7H0^@&l+s{UiwCh#O<uU4baa<O$9(Bt&G^qQI4Y7?gZgF_v)G4%-z5s%kZ>$
ztlk(~OIk+<4PZ;$5G1c2kl4-;y-GHGY;yc~A<mf#&f2kbM@2FFiu(HR&|P4hbNWyc
zLqchRa7-n9)?#_MqIj;^kC>?Ypn52HkB&#abk9lh+#OL@>O)y3=cMS@dEk!fC0N}4
zF#77#G5>1DW4H8Ik{(rcqDF2#h>qH7h>}-<>`bYWzLLPr=-h(>zZA9UFnF?XWUkxy
z19!Fcjq63RpC%S};RtA06b0;!jv!i`#=xe`3?eVGt5frYSZ7rW$%|QC#y}Eg@1OD!
zBb7{T$$av8EdF(-p^v+Ao;!g*=T@MPmJpY3;Xk$Fl6+<c0gdPymzz=FI#}CIBs=k+
zqOWh2bRU-j-r+7HRc)DQ8xebIV1a*~$2!H@!}XY2NR8q9tIuzqdS|#)5{J#^7Bx|e
z0fv}*o_YKapI__0dxdXt>XExiML`t=mw70G8Mx6ozF2G&!g&|Q6Kt4v>2k5vPmYOe
z*yWSM)IAr3j*6y1Ve0tp;#O3tI5Fw7dOXn^`R1$mAH)JiS{j6RviV(tzC(YTNpjNB
z7TxB=&;OdPexY9Bv2{8DTgfe)V~2kqlbb2dYI>6%R$=9{?&#&}CHb#DtxM!zNYgj^
zV?+KS&GcyHbAshJf&;6TdFB}5HLo#>vKK3Cqat2At|?dE|J*})d_8JlNBc=`9gh-h
z-L5yt&sK)zBqsR8@{Y5~9}uzG5PR@}-}?B^TNL}bYIcEi5y46`;gy9&`vUnc&9jp1
z(@Tj##%}UPgR#o7RBOpGBeAh;+!St#IsIqvMYHtJ&qw;+uUm4TL@s++R&6MgTk=O3
zS-;IZJwRDTJrdUtj@HLbW#2sEnRnuJl>;Yj9_KWC=%TE)cynG%uO{B>q2fwXOXm$2
z>-5#Mo%*KdP07hG>H0XOALd}K`b#!Mf3fRfci>Roc^8scmzKX(>hh$%T{xcDZPTYA
z(NzsM(nT=DRUZjzO9B0VRX7&79`(kLX)MAkC_N?-z`aLYeKpmH+YC+2Bbh;rHAAwB
zS!eX6W`^~ZDPFE;nm&|utREoFTzVQ@`CYlkqk)&tyLsS%eo#`$bHI_|sIJoHnP{*o
zl8Sd=&wkHo1#yY`?qu^uW_{DhO>KHr`V@D&;3IQRIGQVEW?E+HR>>~9H7A`gAAx#Z
zbDzU<m(0CqJ8Ej)N5N~>|DHEsywp8WOwPXcr?5l(&Y1d|8B7cac5MEp6k<$`(f`Ap
z4_KN3ir*Z5kv($i4rms8G?*m(+V3pg903xf;y;KguO+hW_qw1u;Odc&%#<FArN}{T
zRgL&m5aEt3*O&mDHvPZD26GmrT5^sXlO3d=gZfGdDd;uP8@Gr@0*ITrZ-Y=tkk|%n
zSN0siWj$PFIepVe(D|`wqOBZiQ8v}#5N>`<8m|PVYE)vdZU9vNXW`);8s$F-E|3dI
zc4{fre_c4iGsy8R1%&?09ok{>-Gy>D*?ArkB+x{os2Xqbxsvp8gf(H%0-@ZDCObJ1
zA$V~njjfD`7awD<=s@NfH6A!Gnj?<wjx-vqcrA7*^$X1yPO%xx%W5<ft(OZ8iFl^z
zAcH~PkZBu@qk@E7GmuZkix7n%`7!SNG6d!OwBkZRu}uHF0zdGCz5m$-{?9)Q><+-{
z!e6l@$tt)Fdg>Eq(4y)0j|v5CJbqlilp3_t6O=z{;Xd-HIf(YunDOihlJFM!WyPXA
zo#CW8o7>|&@xhysleav(Ti-ZR8igP@IddM(cPvr>t=$2zeJ8W;!#n%K&BM6>UgBCH
zXf1s_HQ8^smR!fo)TM3NdG~cdY>8k70g<9A3-kzA667v8PLbQ1(?9qnTUl60;1^{n
zr`7cXV5%VsEq4YUA5;81w0WkB-B<jUd(l5Gws}fX29?c}hee$t!6gIySdk5b0%$xj
zeQsH;YWDgDwU+jHB?l2=uCT|_I~Dx({hv)=?&iztf*l)$H{;@8+?e_2<>Cn2iSWOx
zAfg2;@f>)jRVO>5uaz}r4PV7LTim&Ka2;ETQaj`TI}B;N_~Xtyh80ocUB@W|WE|iX
zHV&M=i<gF#F-#M$^YPANlP{7x0<9J0H21I~H4v{p&iZq1rtyaH+?EC(ZgvUEFfd$6
zyby2Ik)E`dxe3FDU4}lpbZyVhL&oq5L6s)uUZ2}8mM<O5{H*Z?B|KAED{uJR6*k}u
zA?QpmiBxn~&c+~2^ZMAULR&=9D{}>Q&4+wJueQ_{pIoyNS$$Mq*={cq;B5(1o~peP
z_Maf1KDmvY^SCWr{5E6na3XE|>DO7ukj$SktL2PlpNf&oiEz5VaS1WfrJ|(>TWEUA
zeKYv9Rw$>aeOW!mS|{&yij=T;xC{BU2UV5&Z^9Oq79(w;@aWDt8Rjr=Zh9yd7q$92
zqKY*?^$oSiPPCGS!>E!hveUSW1`=F7JfQO+bFdS$ExUP#x)5I->?4;mj}P}TAd!1-
zYx~O$-;Nq)#O{q($+PmBho8E7Wj~8=p`=@<e&wCsT|-Jibl6wn2v=T9vSoqfpF*{`
z+NS~ONx!bv(u~=CfeUaOrFzSH9~WFmzG0>YywTE|j$?-&_pb$oP5D!gy$yc@JpM<n
z-O0IyX?GLS49-pD7i_ZeGT*;u6-tIi&8)19c&vz}hL}6)B5>^^N?yzg1xr3-ke`#@
z&|zmF*hk0rploz>0`DaVt-1P;gtH@%wht@BZ+H3-H(AT3d<$(u%hE8ux*#gEk)!8Y
zaA}Tu0NWP(7ZUyw&r0n`3{y8-?b#gJ_ti-g4MyBmOo~`c>5qKhJ=je3!<OE2KMZOb
zA&^d>=5ppz2Qz2~shSBIFHC7e{ea9IT-lDPcJhU{&)`nIO+^81El9Z8?fhXqQT9+^
z;MpsUW`dXaaOVEL8GK0tAt+P{T+#<^HSaHgpHn~im!1U|A!j+h#nEy<Q5XWeygdJ6
z0^q?A%s%4+*+)S*u<NgZ+kbt(^7n^qR>1lXo=z>~(*?H#--1zG0XQspd@_6Lck}wb
zv2inqm1RI>GGWtP7vvM`o>8db5{v|cM6toQdRRU1>%ad+2^`fOzi9?ijKP7fbB6)_
zBe<(RnvMMR(3U~U9Ue+LS0&NNPLDYb;-WyE;N}2l6FQf7qzgO_$X5Z_3pf({=l$37
z;4sM+;Q(7S`W<Kj5rzrxAFSqD!+(&h03go?=_zbaG6e4PD*V41XTD!~_Lr)Cw;-ze
zkM&^wIdCFE`_I;6-vf2u^GwdPoZr;)9hlC5d#mDnGqR##!qtxXtrdGjYvr2u)C48o
zci^x1A3J#JZn>Fd##8FEs|(SNMiNj&TPHYuQ<ZCBNbd~wxjqG=5?d$m3Pf=Ib!a#R
zfPU2Z%wGO0EEkI-cjJ|6I5Vi=t-@rL^YT>ixe$@bWml<v;=u_ay$1*bGdiKQ)e|2%
zDL#(^idV#3qdAF4D8fK&f?V34o10&HG1(n|*!+Y{8f?tbOvutQu11~15~Nr2JjXup
zm;Lvw%p<{5ImZH(Dj*xc8Fv5E#KvbU*#@3geYln~yZFTpJz>FQpVIH&!CiL)#GyUD
z`49ain!)?l6!M1bl!!dX#=G7dpUrYK>XV+;vJ)RSlM*T-A_@CuX6VUNEZ&gU;O+MB
z>^Tc#gqj06A$SqlBmg9@VSxdIO16@2@UjRh-10wn02pt5_COCYSd#mH;uCmZCHyJB
zWI?%Td$gwMWc+XN9*IVdZVxTPT8?2_LoX4*DGP;zWF@i}c*mi<@(3)XPy2S=KNQp0
L5rl*6f3N>Pc%Qi^

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-10-SCIENCE AI.jpg b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-10-SCIENCE AI.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..144d74cde230ad92e8915315a3f90abeeb17d95e
GIT binary patch
literal 3979
zcmbW3c|6qL_s8FpWe80)_AOgui!hTdTZK><VU&<9+1JTBCMu+cD9J9nY!QZ#t%!&)
z#?DxZv1GC|Ni*N+^Zh-3zsKYI*YEc`_i^q&_uTt9&vRandoO*0z5pCIH8L>*Kp+4B
zF$O@N1}*?>tgK*G7B(;#%+AhsloQIu$-%)X$a4Y$6%`T}6BQB>IVr6KJ1MCsB_blL
zE~j`#1rCRc!!&g?RL?1?!Bzhr0%B)p=j7lN;NlWcl@O6o{XZMM1K?%@Jb-j2kR)(~
z8^pv7qQ3{k8F{jR{xRUc40MEvnS~Y1#(tE85zufPI09l~I>OAv!otkVh{iD10cLI%
z9tjl#))Po)uw)=qH74aHo7DN*PF|}o+tO+-L9y&d`S=9{g=9{_WaZ@Hh_mV%npzhw
z8X6g2GBLesZDWhFyLR2x&Ha|gZBMV@5cHkUu<(d`_aDT?Cp=6{eflizdHRct%!0zA
z;*!#`@>g|l>KhvIP0eq+y5E23>HXN(KQcN-7$;6lPLURumRG)hTU{ele(db-?f<0y
zI{3>40+{}d#hCvM_8(l_46Y;0%uLMSzg(arp$uo@W@eF4VdXJEf}I0TNUFxLLC>eW
ztnFl%QnT9TbqV@%lusH?lA-)X`-kj*2NwJPBKvQ!|KXYfIGI3<<}q;tdcZGQqHI3b
z=83NBxoz&j;obs#`&5WjNZ%%^opgixa7oqBS0qtK#uBSYG+Vg%92@5-Z<mq&$<QZG
zO4R!^YjJe@o&9Buj6Ws+Sd6X+_2p;Q9Q<sNrJkx6n(Dk5x900j2Vw&00L5ld)ZWVZ
zUYP^;>Megt3HG)l9T-~a{qyJV))$8e%5hAb_L*M%v?Lu^d=*B6hSfPWd-`<~{0jBP
zn<0&}e6#x*Z`QvGr6C-Q&YX9emDPQEhE@-nf^`n@HijDBezE?RtVb!uc4bqPgum6z
zw1-EJWQbP<!feM(q{;jjbKBqfQ;Hp2tx$8y)#?$y;_hlcqrw({T7KfHwH0K(0h8J(
z@{fI|bTuw^M#LlQJ{=HRici?fhjLkMum}LAVbHp;bo;ckx)pa&0(9W|ZKhXr;DN!S
zWryY)gKW2%Qm4<)o$k>j@6ry;q%8wXnlJqEPV_}t20wq-thY~S@2Oh*{)+tb%ftsP
zEJNXDI9?c~XBDU~DuU(MyJnWKRrS#Pn7Lk#HjUS))#jSVYx!>ZD`T!w6huz-?K#=)
z4N0^0IBu0GA%)@qi$mtjLca7Gi<`>4B|pIDM{m-Y;GmJx&Uv0D7opyx0rP7}3LQwc
zsoh3hpDNzdkyBd_$vd<OXng9057qOC{ee|!5$vY}YE}-$uRMR&+Rx6I3M|}(&8Sd?
zfUNg4zIWSI2iND|R_y#CLGMXvy|qx31w~9?^x}4RkHD?T&c1U?{#8)Ww`WL0AQIAL
z&yi!?DW+84XrnsFBhPxX@Z3+t5Vk9aqHp#78Yg;iCJMVmP>;FQ6yG7HoGRzQ>#Tn^
zJ1F>u;8@Ma&bDSvI#5zYgM*0Ju5t?BhTm&C&@s_YeN`*oIe((R`KpU?!wi;@{=9Ds
z9mp$h|4u5cE{-bXhz!zA#Z!mDZghY>%2=>lHy6^j>~v^jn@);PC=}#yo8Ou<qyryN
zvi{W*%d_UubwU=6v)G}5`JdavU<XK7JM=R9@#`S6-x5P~<uX*%;*0i`xrt<Cs5l+q
zy^%lWf48HxiHY_WPaUBHo=$ncFwJzJ{hwS7x3fN2mF)QXRFM4&8Dha6$}2<bwvvQV
zVniezzy--wkT0FV|2!EH&WOkQcwu+w03+cPeNja^z|o5Ir`1i(K%5$kX^5jy+7zYD
zFVo#A!&M_#oHH)iTKoqcVALhNj}|gMjy|RN+oyYVBL7&D1wid_pV+S(xR)JHir*>8
zI}+Ar37cG=p1ip9>sIsFI6|Y7y==BjM?a&zC+kl|**87^w?j4A^Go`oJcn8oyMfq_
z60O=a)WO(3_E?ljc(_3N#z&A~xZlzOcHU;-Y)yIHrmxXP@&z?4&InI*C#qjv(%Tsx
z2A4;9CkflNYP$+cA==7qWrHBIYrl|o?L40l$#GdHU)Bnn2U#%vRmB)X6%qb1$IZ5f
zdM-81uk<i301PSvg<g0WL=zqN-RyoE&?h)OAGeMQ`Tn5v<F!4UsW4(IYfOC|Dc7To
zJ2j+H(00~=qoWa0XTJuU9xMNhmH*T{d?*o}1>dx_w|~5?1n$R*SnWT0BQDpCba1R#
z5H;^%3igoJdhl9M*@u*H2uAeRrMXnHNtH<zTe}s%&h!qHEl7OH!rMY}I_l-9L>TF|
zNXY$h$+-XCSmq4HFRviXNH9eBd}dtH{Q6ek$47tCdc|q408&{2K1wvd{oy&Jdr9?q
z?XN~Oa#G1%#kn=UDT{lXO4X`pE(84gc&dvi9S}+GZ_eD%mGrhfNPfJ+XJCkXetMG-
z;p?d2h-IIo4jF0n#!FjlvJw9%SS+aMzS5>Kss*k1NnAI7E_gDnAoFaJp@w^4EMz1z
z4-;JvnvXKL`sW_$IZOi|xcj>mX%ppWM-4VnG+`-HcsjjOa986MaeM1ta1A+ds^bh~
zF8GUad1X>b8@tltHZf+g{yubUPdR4>eTfbn{3^@x^lTb|S2y6)y7s#-e>pMKY%Y_X
zmmXTv7KBn)4;`t;qj*d=g3Q!+%XfWw=m6@DnL_BZvQOMJL?Jj{IcLH=b_z~f&RSvG
zS+{C-B_hfFnR*WzxWcoq88peRBm>b1T*canwb8b=F5eW0WZTs)n$&13qVz@&PUby#
zUM{AICHbbF*4IPSsk|C;w95=8^^U$P4`lYEw#fb=+12XCCL({vCJACbj^>hFx%K94
z>e;KKnqaaP$|k5$O#MwNc}{i{-IN}Z0^`uwV;Zl`>&i^eww!JeaTDlSaVE1Z*3p5H
zdYr*Evk&Jyq-rYyt;V$<YTxd^&ntcAWKuq%O7$c8dQRJmG)Xm$D_a5lx(&fjhN)p_
zwlR4}*bDtt;if;{GIoWmRt6%m@}qB?75DOvQ*pW?YpG!uy8EqmlXqwJs|AM&zTvO`
z2n|h}Tz2`~EAwLcsbfx&qbK%wJ^agFyglX)LB%_AbP#!XdVQ*i%l~5AFoM6XE!n$f
z*15lF58PD3ijD}4e;>_8#h_~j^a*I2ABxs{j3zy#1G_>iQQV|Pih2U6!L@E&Z*Imk
zLh@Ma*qkl}8bJpV<~Lk#WqF-@bg9?SV3>B!60B(AVxkEvM}%G)SKie*uf3^DTF6y<
zV!d~8KoFYV#>Z{7T2valv+_vnTu}?CJxMmnhZtsZ!4^y7s}agF@WJRo^(!ZZowG3(
z05L^XU`6(lw1}HX;;y(*SdDqZ=+&-w0-%spjm%|E_=d)3jKUEA_v9)d0`h19)^Q#B
z+dNbQww@^OFQ6g@9^tj<FJ-YH4Kids9+*+%{1|&8=75M=3fHGx=wKzpA|5N3D5Q@%
zeHz=$8!<Rs&!^t4fjsuR79-pdxQl=+U06ly0+a@P+(PcumPoI}jHvO+1KYd=Aqc-?
z$9}p6$LFj9933FwYle5`TIqo4@Sdm@q5Aac$t8mwb+3(jUnTOqv6j!^eq>f{n@kWm
zRfjb)dw;i5-bf`~Yo@7@kVrgWEh1;S7gypqrGm8{KNKeF<}F$04=bZFhz-XR(EY);
za_+wj9M^|P4(1P+92B~q*LnW9F&HTyaP8SPhSkvd-RpNsg!fMzKDoJQFFz8O5O<=$
zn@gw7m+F*PGiTFd>t7Q?E$-aXFjr;OYnkW$rVAVAcOX_PkEjS~lJt9dE0*jdvv8)`
z35%{?pAu44p1e3foiYG3-%RRhC}yGTx%IW-s`>&+irg8ezX|9L=51G+t|}H<Z(|NC
zHN%m{%Y-39Z@FUXT)3}?$;+TriI0+a^bpTXSR9A_t^0n-?^Hv@n)dgrBWgVPpG<fK
zI9PB$*O-<uzFsT3x7ig2BaN&D+<n_v8ESFzcb|ZG=yc7Rqldki%y>H<{ZJ`IPy&#?
z)T?bBQW*g#l+uCw^;2Qix8FK6HS9FEWMh6|-b|p^ZhU|OR;BY!RWe%2d*!t4e8>gL
zlcCu9#y(Q*<4B}c*m{VgKx4e~kAX?sULT~sm|rE55N{dmP?MOv|2;lrHbO6B$-qB2
zDL<xDFQxhvK1#D%DMPvuZ}xTVr<Bi^+_|N>0?##>Vb5KUYYYAfXSMhqoyx$lBU^&{
zE3$tJ4G|76_%33CH&t$!xWj$U-R)hzse|DPp8A?F<<?~<K2-PgYohxy_bP_Vbxc0M
zKL;(>H#M-)>QLxtc229f?M+HZbDE@ZY<qML&H&2KC&c~6^0i5DTrNu6w8s4p)^uze
zh1;x;6s+7ky;bz}taFPP;ZxWnTcLNgIs=i<`TSE%79hp4<xXi;$F=>E;=3IsMnX)4
zv@>osTj}m_mg#m7b*g9W$y2+db_R8F!fg5I%FH$R6_w5N<P&9_tS&}N;+x{8rM&!u
zV<`U%)~h==JY7v6kc{GVKD#}U_4wX*Zn4rXO1`-z0Y0_=)NeqQyBeA|Ocby1;zHlK
z9HfE^18dBFw~m@rqt(&@ttJHtwPAOvSs1QS2Wym4o6S)qK0uJu6>{jBNVglgN}GGa
z__Hn^PO9ap?9le$E$VYF(IsWZL3vym6Uv9u5gIUBF8`s|)Zv+WW65tHrq0WX+FmB+
zAhU<T7+4IP`B^gcvQMIG-C1m!U3|wJ&mGXAC$L5b6tgIsj=_xgK9b7RnZWoR-Jepz
zNWl)QpM*g=TFlyU2D0imPpSQ?3U`NsR^O>n{2smvyCW+0S<}%hoZsi$-Hs#dhhYV+
z<V1k+J_F+;4Sn@{XG{wsjedX8liJ>`;vESYbXB#xw2cq@xJLbA=z-{OPBC*}%j;6N
z@9$MruU*W6#O|?M3{XnPz9uT<+7vxnHq6_Yg>`R9x2073ffWR<;t?qo-fz6jZH&_(
hKf%~4sO>I+s5TR~`SPhD)VAmW6sgbhA1+Rx{1=a>hWP*h

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-11-Acronyms in AI and Machine Learning.jpg b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-11-Acronyms in AI and Machine Learning.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..0ea360b1e9f8c0ec0fdc7b93c5af5a415f9fd9a6
GIT binary patch
literal 17685
zcmbTdby!qk*FHLQgCJdlf+8&?&4>sHh?I0mH%N!T(CAPi0s_+AAl=;!Lx*&C4mF&O
z@ArPcbDh7=Im5NNVD`TDUhBEnTF;7m-%sB!fgZ_8%SwY#P(UCQ;0JU+2a*I~V`5@q
zVqjxoVd3Cl<KmMN;N#)pQ;|F-BBi4S)6-GY(lRh{GBZ47XQZWlA;7}^lADi@56mni
zCdebo$;-#{a1#_992|T+d`bcWN}eaQPk8=6f9_jA#Mqz+v=3+~PeG`}C}_ke_Z=WG
zASVXOzYpktJ}9VY=opw-*f_X&zy+0$K&U8aXsGCD7#Qg2z}4Qsc@R1=2FVj{3CzdJ
zhFDJ>NO}CC(y$rdl(mwnj2<!Z8aevo;F42NQc*v9&isOfm5=|GfS{1D<Xb6enRl{s
zsvp(VH8i!fjZI9=%q=XfoSa=;-P}Dq0|JABL%x24{fPb<6C3v{J|R6LGb=kMH!uHB
zc|~PabxmzuTYE=mS9ecu-`F^OVsdJFW_EdHb!~lPb8CC&_~i8L{NfUEb^V|h3JC2#
zY5~9hquBpLFJeG1RCIJSbgT!xP*B}~1C1CR;|Vt=iG(tip~K^+Jbu`uZ=%x5T5%Y8
zRgTDv97l1<nfR8U9Y3h{PqY7biuwQl((Hc~`#*Zkg7DE$0PxU=K@iXt66S0%)>D?+
z&kZ8-+*>;0dudtpC2xlfmoQC3P(1!Tb1imNZj(&PUaTZ|)j0gkio_f-@w=x-iyk%g
z-Q)M5BKcqJhRS+RyO-$&6mq|;f|n(80wulv?4Wzg+=Cv=2z=Mv*ecF4Kk}6RIA_2M
zb?<>75{#+?jcoRse|nOm-GfXs5_{O4_%yWcGM4d)5HWfV_aFrsgzAU1Wm+&IX5k+6
zcN9rloARlwZ&XjH`6&0MPH*&j0MeFtm$e+cv`v94_O|_&<y5@YI3c~xexC?8xlV25
z9#jQ<*=&DQ|AR)pPGY*S{r1I%w|}>Qlyi#JQOPZ0@!`JrppJ2cdr)u&<awME!#&8#
z5J~Ffff3;f+m<d`F6K?^N4$r$6-pK&lob#8aIo(|#m#qCLVzs2%6bz`X-lEofhv}c
zbL2}eeR!|b=nUFpF>yA>vVMxPH7>{f(3nu9qJ_zMk7%xKrNhcF$ZFFOR(dLrUBm{|
zT|e!gW(lHS6KPNCJ#JHyU7xr9@y^qXY4tSE>7A?KEL&+^>5)Q1J%w^(bl5rt<CU8G
zcx$>*31_P6%{-K&qW0Fmn@h@N(0a+=M`!mqMeQE6t5k}3&VEqa{QcS(JQe|EDC-&3
z`zDS#*V;UMb&)@mOyq(2tnuw(x8hg|fXn(;acb+*;53D2u$b#T=sd4o@hC7fW}-M6
z&S!9ErHhm>j!Ca49TjC^^{<;Nspo{qX^e=neyc~4pnCh8ML3fKQs#Iwx3kI<*uBXp
z4O|=FJ1fD{qaY~kC&$8A?Xo;geZY*(k{%rX`&ESw*tt+TuQB3lD%pfyV?%%p4<034
zJ)t#|*RaG?d3QZpoupmTDRST3zzHSCL9-*huJS0nau5Gnzld%;|A3_&>uQR%PZ?I)
ziiNI}ncQmlBE8r$!F003GdA{Ho%Gr@%8q6ACzeq?6~q_Gpk$gxA8wu_ubPw8JEy_d
z*Uy6m4IVuizT<|hst$!1|4y%al4|+RiR&xF9CE-UWm6$eZsaE@VMF$CjTR~_^j&jv
zt7yIK=*$kiuCTbV?~S#T?JY&QMO}lD47)V;-HQ!8+90y2Zo{RPT5q|dl-Gb=*j(rn
zC%-H;n3rU}jCX{vt8AX&(Z-OC($Po?;gxWHd5qJ2n)@L<D<Waf966nGoHO9xMMsuv
z<J{>;nD<@eD-i<TYo5BwmDhjvD8UVnvO?p1ERq=Sba65E;yuy2O6NTY`<HE#$@F;?
zPS)TWxsV)Nso~OHh|>UcH{m-}TT!I-g|7$2(8ACX<U(7h!N2>7lndb^;rCC^Zq27Y
zLvA><$15OsRwtofyj9%IA#OvISaVsNU+nz5X{4;IubE~sb1xigya@VM5q^brnFqyz
zq^ip>*^PJUDnpyN8MVceTp^Dov7=QdIBa^UxNE7vMJ%#14w*CUqk8Y_Fu$P(3rs3S
z-OBN>WXK(@5V{Ebx||C{Iy*6x4Jhl$TQ-rcBA=J19n=dLACn$ux@(5rgKTB*K|WiX
z62{T#bt!vLd~>8^WaRalmBF4pE=oZ0JH-lTr_={KmfZFsSAwoMabLf+s;Hu;15ut^
zMwSJR0&9pt)<{<pd=FaB&TvRk#wozDTz&-c$Xx_q8h4*%{CWs3YU}PC?l&J&7ZKfO
z*}p`oJ@u^6b{<?ASR}xUo_4p{U%KF>A&<Jxa>9ArOrSj~pM6q*^Zwn;QZDAQN7Z+j
zrq>?M1)1(jr36L&fY7=Bgsyj3j>K<TXnF!_Ucj#mEkc;B%5kv2o!3SSU@cj=5dX=N
zldARWqq3BeKWuu`OT?v!Wb{ur$+_!3LOpDeq`LY$+wQB9l!K`5UDbgS!|C<h;y5Jn
zg6Jz6wZJd_1T06$Fs4~A3GB<0d(idS!%B|o{Mk-mxBF-<^7Y_}U@oMbZ^MSO_}4i%
z@tx%<Ls_(x4QG_eVC4Q+nOa3;<2z@03@Twb)->}yNI$}a{N+|LOpHdlg~w_af%_+c
z+`mWDYPZ{{<*|G`MuZA%dnht9;MXCeArkH%e;1u2bPtOB8VuPkCB6C=$V+a}q?AMl
z^&fSZ<1VeF#=RY#D6MO7-*Y73G$9wNW6Qh;1%8ne6P2(><Nyy$q6jL?GNR}p*Y*6)
zdp$bjKd@m@T#bBGZzgJefi_)p52E&Te>yKn;_ly$byLg()z&@6<Bd$Ohag_#pZ>CO
z31#~xtr$y*iFE0iZ<(y-d5u`0Ars8bOl}#MER2}jb=rP<4-(#KV%QPj*~K$X;hcOi
z`h$P_N9qr#@cP*~SMD5ZSTyS~ViJh-_|P^jL6ARV7`S*;_SQm}wvkj>ogp3e0+bG$
zD?Qq)MpDCFe#Wb@YpG>0#twpvl%;HT#lg`s;}!kg@g_QmFc_$7p4P~hJ2!8yNdNi*
zPqT-JHxT`-w;%x-<gq+x<jr&CI!L@D{BlnUWTyNfoLZKgkIIYzWk<mdk<sS1_&8yR
zZA0Z!iM@qr867R)Y6KI5RQdJ4!<C*ms-*Co4GZI!4zF}~{s|9TWN}7|6Oa4XH{yH8
ze70wu?~%ksL%LzKsu_AGtk($%$S0U-PS{&N{vf4)^!Rzudz$6SNUZe63Odh;7^%;S
ze13CXhW5M`wk@h&Z#0g{eG_JWQf!w^LvTR)&m3Q*qQc<tGoiCV@wW3!*(Z%}wtA-{
zQg0>=RAHbO#pzIt`8kDjNwGGjy8OeB-Q0Owikq4VUB9oT%iMB$mS<<x!%DY4J0yUz
zq-@=x?E;HTH%8O@T-GS@KhHm5)B3oCNuc|`l(7QIu^G3E(>5G`sHBfK_G9$#jFbYo
z@TYiNTu@w+|9GU2L;Z>oPOF6B`6AsH7dZHCA#Tr-t8JfhgQ_Ue;MAeoVNyl<>35^N
z#;3Uzm&7~d2cB4D;&l>JT-aNt#@Fz3u%vihBmsH#=s8>FGflroj3uJ?Ai4G3tPvc*
zAfXzo46G?>=jl4ALe)a9;%7gVKmHHyj+|Fyj+iT$idG<7vYcXz@-2;iYmtJ(a8r#B
zVTC;09~puUI2nVv<D&d?FZodD$Yvq!^||LagS3mC7oj?k%6D&$h^X`%J&HMfaaok*
z>(ax@X;BV!kk5{MGL|iDn40F0@f5$(paD5pe-l8PKpFsg0URu9@svD2C~5s!UZfHx
zc4}Z=cT3kBY0b_VH|J534NNJz*nwNrodRMbTvhi7p>4IWU;BpTZmp*>STOdr7zw5B
zlCc6rfNF}$<iP>G^pi|MswMnmg`;b>UDus%DrRt0J_TOYiqz2O4zo~B>yS6%75^{?
z?7R_~wcLMaHO(er()Xw2Goi;F8;LJ2Tk6qppbHTx-emb~*-V>h)U-pleUbXnVTj$W
zyf;Tul!36IwvE6sN(9#CYbsKeIzBsPcmYc*R&Ei5$U?)1X>$Lp;K|K)1d15N{0OEV
z*~px`$_kW9Ab8PKcGB!?Zv;>6=2@Xmzgc-h!c33Zw>}b)6<>z*YK{g0j^V)K^Yx^+
zuH#J7JVGLVLU(M0fJD}sM}rrkIhNIzApWK_qQu7~65|1fgGM7LQqH^xh*H&&3H|eE
z)G^D3OkGFM)3cS@9T1PVb<^0vkIUtYj7`}(Ytv~=&%EuFz8dN+QNjIZ$wd}KBs$~}
zKk%wDzcZiHnX;5-#Du{O*Yfp1_#d6v*-V$#-8;5W_U;1kP#vA)(mkk6EPW2`<ZFE7
zDs0ors4hG-ddKobdai^NsS=8mqPe+4u3opb^<#Oy5UcdCAJ)YNAvN~p@+FpKJCqyn
zJ|3Ez+F@<bN^Ze^hJJV9J;<b&SiYIJe|p|YheDswTBMfa*+j*8Z8+=?)z426GlL)}
zDn66z$pIvF;~zMO?O}q5dodx&T9t8k@j-B1CPLjjD7)&IGn&t8PM*EM*BfbX1v>3x
zOP>_wqK`3~!YQ)6bpO<(OOj`N=xdz>IQWZHjCpSbn#7y#)68_=S7-9yp22P3+o|se
z&}c$QuBqXOaC>y|=jK7ER7$+L=jX-t?_-wW`<d?#v@p5#h&p7w{*u-p_pAuarkX-V
z+JU@!O~m*fq!)KJ85bcd&eb&U=%()D7rB2!8x|?(pf0N2+Mt^INcQg3<$C<aaHKOG
z#@YeI8xYyt7CNw;rN{J;%?g(e4ew<(wj#yl%da+jMQh2fv9E9_d%MSc1*!MFY@jR2
zN2T|m9BHIcxm^R^iU=DHmtDn-p+9%5CFV=E%&7)Qf%PKIQTul6<N5SCo^t6RU!g-7
zXoZjKif{%xrL33S6uD9)pc41&oa5=r>zSKj%oVKl6If?xJ9TqNWzj2z52Hnsvc7r?
z3S1Wh2^5hf#VrHUJ0BCohl0KWb$~F)-rspE8*Vni*+TAVBkh5+r6>iCC#yXsJn%MX
zU!<Ej(5xuWOpTt~*j8&$b;;Zo2P<$%*2zvH4JzOFPEaJ3rKB>R<hc8POk7qB9$M04
zj&VqKh)pHL1rT{a1+~iSg{FH#zh&z@^z5<bMEx=;(F!HyJqWcNx|*G>!(BA6uM=)`
zNsGL@2gT>-cABWuNes$+&K>61Yf&OAaqpJTv#W?_5Oda++U&jrgP0%0T8cUA4#^8R
zqccq&;WJWQYcQ%31=@f9F9NRGr~m*G%WQX#Zl}~!w$(Fg(Si+bzd(Y_-Pzs>AHr-o
zG=0`-2IHISLVNS|=_XR%P8D%QXWEC*!IH6W!#(w@&8?Tbu|7`NtcCTKENSkGcH?;s
z-ukBE)9ibDNgf-`ZqRc){Vi#iks9t!c?&8w??O+ZvZlHRrSwA27!{5ZF^=^U6mKud
zMiHScP0!$>TKWC<nYtDBE{tqH86IgaZTRxu(s_%=n-?t3m1#ZkeaSfPx%SbAdwlt{
z=)9f`Yy{UBK=EWs>1s}fvX*CAP6?|;ezPfIoDp?R;kowOm0jj|({(*$K(NbO_$s>Q
z2i4z9PGKavneVGx3g%lzZQGy`5w3IVC|aKaY-Wes53}pHU+g#<TneQzA!EOhHdYrU
zh3y`zp=9NT7c?x4)d6(4d1!8{VPm%{FaADqVSa;cM)2L+0xkSMS;Gs|FHA(<sL8<+
zw>z6(-xN2x=f6Y`^r@7a7;yVsv$uq-%vdpDE79df_xR=GeU-N(9xUZTPZRUF{d$&X
zlN;?Cw!WJ_>PJsGsY7e4oYM8p27A*Y9hUartbi_Qz~JaR0+(&cP2ZCJ$xk<K`jDd*
zaJcNzxI9cxe^sXeZBO{Uv>S7p9SmYHR^C9A*KJ%Js*_F-b3)_cw;eEo{G_3<il=@A
z4vK60#>&6G*7YS$@^=?+DL7Z?_62Hnkc)M=d51U?eA8)TUaN0&j=e!6S;O{dmc`D6
zPJI!3;79MLWn$0hT5B;MFd{A0GEufBf}iGFl-!aJAIP0qF=AEIdN&OjVn|i<GdYA7
z<tj>N@;WeC;Ao@P-qFpVm8Geg?qcmgdH<BCuTaxU*eyU5hprNtM7KX#>eU^dNW-X~
zB<9Fk<+mD6^kHH-mWx2=HTcqQXTPl)s}ba}PFB0J|6GiwquRApxUtrrhg|i$a;?Ew
z=@yW*JtS@~&<gy*k_ltcF4gcecE3Z49Al=mQGh}za7g&8?qk58$a>)2xidM-o5Z`Z
z0~(^q5VVg#E^P1|+F&i;u3VUKUh34sgbXe}sJbiGYj*SK6i<JW4rB3~M;NGk)3kFr
z^!gndM>y|oshtoQy63#5epNB5lXT(a$59Zu5?*UCPG<KvB}5>3Y81M~r9)5AG{)cf
zYO!6f_8rqW<skYWD6RME?ZxW$YdQh{=`9UvnUInF8u*hhp{;*09AQvYDC_bq7gL>C
zSwSxvX)K;OtBj5CWL%KT<b)5$?2gK#0>1r9*<}qZ)Qs^rTre+{Q2%DL-&}VW6(}hy
zH}6V}Dv#-Y8rmL)9L9Lcyu4{Y7P>9aXk+){Pv@*oimM(ks?0lh3=tvfAR7A9z?iSy
zOE4UAuB9#}eu-gfe`U<D^*0KV1nHzsYG`689p8JV#qPZD{q62(4+F1{;2_9FLm69K
zqzO|%Zulxd-@Jf!=hEaJG^~zv+0icidJm$tWqLz15Ke?uE2$g4=_{)2mbW14Db=IO
zMmG>hSb^g7fyoOzQFaf490SXv%do>XdKS*8T#Ilh+J1HML&1aKR%bQLjuEAGNrU^#
zQskrUx-WkhEyr5z!R$laFwm}7=fr+d1FvH{1v#;-+2Acn(3W^=!m@KC`NmDh%WVZJ
z*|2)LcQ-Y=36sYh9kF9uZZFF;<X^;Vdit`ZC+dz#$GENJ+A-=`9e~R#OLu<IYrprT
z^{GH9DqQT$zZE|wsEi*<$<}QrE2TsAU4=xFtyXS{lf>vOr-ZJ!QgysX5mV&fgo8BX
zm)Gw>-!Q8Xt&jZbo3%Fz3II<$irmdYZvMbpRTT>cs;3wE#CiFEs|XTb8m^ud)=f<W
zJMVLs4gZumDTK*?0&?4553Wtu9kfhs?$6)+s0(Y3cx;m5kp8G6>hNTW(bE14)Ft#?
zPV(xZ(MzqS$|(evQdw;!{FXa!pj2n)9lokiON81@?d_mONSi+Uh)X$LAy50$HSc_J
z<GJ1X>=&qX)CBJloAS0sG(icnA-riSZAFN<Heo>auu5b5ocGGbze8Bxtcq8TTE`vr
z79j-s8*Xe$?PTo;Umm<#3v(^z?Q*-cUga=V-%)C|j`m#xFf1z46bQL}d>5a$*e-TE
zg~z0R+(X-vN;kup?I?Ir_!rxXL|c2;At2^QXBUxiRKWSJZhL*tT+&Qr0qvB+(l7CG
zr+kTuAG2P+C@-}^>;KJxAM)VJ>{#lgve$SX0aQhbRPV+R*~f{+d+JO)e5y>a&wVYh
z$z$I5N@Zsa%bIW#hU<is3h^L14u7kvunym6x>4sv2Gp-d+_U$HeLDm%(alPiKE)B&
zZWZF(?vC9`Wz4y!i^$gtMGu@1zlAyCfIcq<XMY%bPf{n^2HP?{(l4hHF_gu0f3dVt
z&>X~{Dfo&6iEC9G_qm)qx2Oam#a~o=gP#&3fF!oHcKy3|RgT=w8K@76k5mT=wFRO0
z!UGfEYQ6BViPL308(OIOfDg=4G4LEPc1{xHM<>o@Go_jdu7lRci;4_ll0u!b_C-6c
zu}G=Lv*XUYPA}Y~2HrxpPt$!wH`$qrxVwZOINn|VRvz#l82oX4U`Z}(XX>W<U8}b>
z*Cc8qDl;lngtnZ1qZ%vV{D)w*!OfnkP8&6lkHx9@gz(j7%(D*&J4E%Nb9Q1$4Wm{O
z1@Wii+~9}M`=>{?dp1Ot*_aO3C3yAMXvKe2|9ksXdkV7kfqNHdeg^7j02{QCSZ_wW
z8y+t;Yzj(X^=_Iw8~T@Y?Wih`c|PKmxc_Sf+8%ae4cR65^Xrq>;_KzVuhnFZs>-Ni
zU#UD2!?d=SQ$)zziskltSFs#Wm{=$dKyl;wCVgXbC_iXMzrJbTm3=M9F!6O)RDY~D
zXKVPok<RA~x(EzMm%rV%_A4p)QWzDZMQfBDHq%Ug0aue)w@*BmZSdaTQJ07PP&efp
z@_}td`tvUXOAAGuOEL$#<aTKfHscmsT$06yNLi&2TD6$(sjS|OtLex$%gjzX1)oh@
zF5q^`l{t93xRG)ziuBU5Rq-3QMM|hZO?Dus>p+{?XAn&mj??m|h8bC#!0DSCF<Rqn
zR7fa6S0HWh$m;a@3_s0}M(z#j&qo`jec0m%FQMD<dB#V@l`neAVq^+fNS!!W%Xu*t
z+O7iMU;VUo{NP698C(rrCYt=(H+uly`#m1lny`w07Y$a0>5d+dn}L{U1N>Qr4jE%z
z&5Yq?y+v_HvE@_@vjX(L;WF*QT|Dfj5UJ-WJiw(2WDXTY5`@%!4(DOxtD}`v(&}SM
zVsIE|pi+7jR#4@S#GtS&Z`Xv!ZP)cR$`(s0`Y$#ljAG*-C8}11g#|DamCy()6yjun
zQ0oQnLFTZL(OZt^Ny2}vK>3}qtxJR=32n#tD_?%~Q1);|D$K(dge=5^#hj_FNsnUl
zDmI-`8BdFSs=Y)+6)%!_Jjex$$1TjZXexzlu-nqBIUAnk&-SVI5@Njx5hBC)p`I{h
zCNJc^J776wDCe;#N<m2Tlilou0^2WX%2AkAmK#UYGO~A&;!Rnklw}H$RqE1={5{Ak
z0kRC9Xx?mt-Yktelk=*<N=*eB)~J(Du6LDEhU$|x;!xa#dRw;D6JJk!G@1T@brYOw
z%Xx*3IjNg+K|t|Z%G%Ar^ku@VIZR^o`_e@GdC`a6r`9(iSh+mZs%bl)&@NcMinUP_
zhUB9!T;PR4r+B4CNRzdg<{D?J!tj4Dsj?nkNN3%H#09{Ydt(G_N@la{In3kze0nHq
z3%}Q=%er_zSXO2?(M?P*X(}Sp@??U}jd(aBHy?V}XX>*EMJ<PzO6Fsr*VP6tTzx*x
zRc1r2+h4OcK+TpG*(yArSIhA;@-j#_q(wXU<9un@<G%a@NEYq!0l6_jPe2QCszI_P
zEP8*?v2q&GqCK-cDQv^!@qLq(@Etw!yjvxB3e(EnJ*w#Sn;#xs;xS2_UQ@%m3AGve
zcm(>3Yj+cNJ~7oL?q)~xvR^E1#w1u4v$?-ZY*|*D=juqtq-Vd1W4*yA!8~JiQh}No
z7(+}_zz5U?UjudJs`f!qf$v*ku1s#ZJAK<zMVGeEA#eGbXQpbqXPysdw@bAYM~s%5
z7!?XX`Ya{R7QgIfv2JRPp&0<DuBH#k>%X)y@6MA{i6q!17;CdHZkO9)H&sq{(sp$J
zq8?^i$lU#hI`W1>wacd+a(84=hexKq;hbcy^;@nH?8bOp5N&;3+0s!L-cNMBWd+&u
zes>S*5AVLa;e(o3K~7iy`6k8dXW0c%qoK)ar?<nGu<FI@aXWsI-BPK}`4coa?+=!H
z&<u6lEn*(}w_N5z{J$`cI%8Ox$A0$LqVngQ7&hEio;Xh52_ILiy$3a$#Z-tXU}|>(
z_XhzOOPNLyN9p-jFM^JIDrT#k`;RAw{+&7>trX~*!}BM);{`60t}A+UrH?=P_okEL
zYEsx8s`le`s4=&_LU0|O^c0eK7@JOf8NRqs;~EC8%K+vJ&yxdWsH8~MzAnJEXxgdG
z-7vbmv1rxFT#mORi`}Ki_Y6gM%}t$|(Kqiw6PixIk_9~5<9sO+$WLr-SYf8D9+Bvk
z!D0E5K8rwLkHQ?O2k6#Bpf&<KQ>z?1oI98q@`*}-UU25!gI?dH+?-j|p?(D-OMv=N
zj?c)|^AjiVrF=q?Gl5#LPwQu_29u8k%Sn1=p+Z9Eq(BEbw)|aK*q@gyeZSAHmDx-9
zikQN*rq_R+Kd&MRtPG-h)xKSq2qe%|g_sI8VD(Pg2XnS6Gxv5fWRth%eY=;1$MxA0
z*5JioV2(PGc(-Ut)2`iysu0+{1$5(sj9Fndvmeq^Jo}csjrrPh^dqXup?@($Q`wYN
zDhqc$kMt1LCAgP17)IH0)7KM-`02ySE@+ysF5-{~zVmUef7*Su)I-sKik`2N?NM|{
z`u25MQe7_vSRxE6>_6UC*V)fPZWju#2(Umq&Ov0aKWm093cby<CF!j7G;!%<Ti6m0
zCX=V@7{!-i%RR%Fl9E#TCN<HrEt-MEv@+Odn>XGEc8XOsi}V(4;qYzI1t1i8Q~$K~
zOz1AvAFLjCQA&^bPBE?xU!~NU@x2FmCf=3g9xPn+mLtzq(nA?IUgdc0X%%NN-GeIM
z3sk@TH2?1g{xEjmU;4TcaU{TK(d>8irS;f`G7tgz^<l24D^}IVRcrM>!IycPI`HXF
zi~Uy<xGY*ImX&OiLv~p}pWOm3y|WZXwFW>PE+r*`!kof&dk($X8mWHFXlnY|Tar2g
z1}eYH@BngY9^eVmX+N}{2}R9B)(-N(*inFn6xwR+J6%4zp7y%mYG=ooMN}B}*_7LZ
zW}|XF1b!<?Huwb624gvjl)Gp&n<U0JZKW@=`sxYyw*Gb{WL$jp!Me4CEb~vaw77@d
zqSns7SdaWvFEAX&Z!{N}OO&f^jHuU!UVULZQ`U4=?yJX`DO_ZpOe{|0+D4Lg9TOI|
zV<J@%lcuCs8iu+JE=f|s1Z&Mn(k^V{lRE}CTNBzZ{-Cxt*NfSiJ}4+lUH}C>6{*#L
z?5hdC_=6^M<E9Eexnkay6P3s>k)Od@g0z)er1uaQuh?4Lg9hFhjNh_AmzgJFtNSND
zlDBM6VL}>)3$X|M^1E4VV(<teB?UDzGa)0{%gpp&{=V;o=q%EG*_$%lkMsElf;3VW
zl<)FakzaZrkcPq7(VHz(kY6Bo=O1+XV{XcOAWLc(q$tMwm(bH=X5d@oSR;@W<v|bg
z3#7<VN8$F0I`P0ikChuFV`@J8RI0<&QI{v|f!jsqL4+}jd<doHYp*8&RZv%VrVbpZ
zRKQ*F09L>6(%;`%Rg!9<*jUB2JmSpSyvzT(Fdv;Fu6VNr=Tj{umrirfK;2M+EM`~k
zk5_Hf{7ktFmjIqQYZcdfX}1nOV*S3W9W`Wcy1AIEEZ2i2(h#9FT~43*d)xx3CTuPB
zU%=14ldx2`--AT|Mrl^4Sc<jmWFI>VFvS;QDyrm=>AJ_hnB&&Wy$5-G;~yH8k0IQA
zi+tI@yylMqK1eyv761^gktN|q_T7WRKPk(w;+5;&Di=2EY=U32VomW2VbWiyh*zda
ziGO5^BP{TdCV)3zPDtAy^!C<7Bd_z%lua;F_Gt!;_j#ayKSC|^iLTtEPxIk`Zug*y
zLz&x#-mB5OJTK__j^a>0paNch;SSq_YT=^R*ML}YGZ48Uz^(W*jyVfMAl7Ere(G3Z
zE?L_y-Pxm>e1NSH?v2|&+8KP}^o7BA8<rt9Fr^aD9Fys^5Mjmo;?E;xDbki|<2=3X
zA^l0Su;f%{ehWmjrde-u93;pTcp!o6v3TijfG6S}<O~gZ<FfGnydK&E4KjaFHV$A4
zRMKwlJNo>jvsMwae|EbQ1i<BRZheJGe*h>Bo;$b)ZEif+uqOboedYY7xL5o=$bIyp
zAoA*v`R>e$n#IrhM(&dG=KU`qT4YiWr8jatTV2e3a6FXa9b=>c(;chSF@13c>iIEp
z>mG#L59nK4+QdAeQPg6ePjr+6Cb!1Qn#4*~Mv{d}(H4{*3_=mI=aE;p_BZR$w%<*x
zlS*s))psY5wzAxe7+1V<qsva}##{0CQ?}(b`n;M~y}ju$5_v-mJ57X!QscL0hP2rC
zAg7^ESxvs@`HS>^b}qZ`lH6E~T(6f%*fjJfGOOwnuuTT`6cd>*p)>mJbP!yH`WXTo
zfq>^#47xk7l<l_blvDcoh7pp*K*b+vy({8}>?lat)ZOi83gO)Ap5F+H8b7G#8d(XI
zud#6ET1qmMe(O+ui?50mz#lLv7`OYPP_a@MI_v>GESH%zhn&nR-t3K9x)Bh>9r+Ze
zoD4A@Jj0Ae5_2flR)Mu9%bG?Zw-<m#@g+OwAhjWPXBHI!l7<Z|`CM<mH81?6w!eLP
zo#GtkZ9*2aIRIHNc!+_K;s#ec_n^zs45g6?aSC|I5#R?<DYUlhv~5~*<ScIQDX@1Y
zM?Sc{fw=vDuFc7{u!gpA<U<{woPSq|#M#-u{G@tjs73Gf_jKYObeJK>X-@b2L6S-W
zf~+IEiaU;<-nzJ!M-jP#9aLwhv45o2d$t{b9*kwOSI6d{*FC7=K~@Wdq&nKOCus0K
zmYlZg9iB1mNQ1vc#&_xVSNnjOST@;&6jX0YWzF-wYF?)L4bnatFh?eGA>aZ&v~Uh1
zo<P|Q+Ss6g)m>QM{NF`LlC`_%hQ)b-sTPg(D=OKgFr|Y4$)~W&yg)sbJ%%=%Unu(t
zg_!Tq^74s&y5GWGUL@$qYcWX)vSX1M10}1u;0<Z~wfazrH)l+i<+ayiKJKfhvglqE
zM!ZwU#h-UBTic%vghr(Bzj5@8e6#DWsHK9Y{gOGAFXaekO>^NLRqd%}Hg&EpWW6nW
zJqESi@fe;n9iB{SpeEO8oBd<LUxV(-q4X*sH?Mo9_gWRRGB+TlvNu7p&<cHR0kSRA
zKut*f?8-JBE#a5Dy(**lYp{C$J!p<%X>*?=L4A_T;PAZ#oR2*cZzm@cbPs9?df!Ai
znUYn46w}K1*q|RRu&I(=pW7uaAE&xQK!0SR8{I}dZ%$z5be;`uV*zF<!x`YL*ItqZ
z<n#7f!^Ki)9l~|LL${p}%7>T%Ye$ns<Y=>{%#~>Ep79JGjLcO##)ts*=tKP;C~MfR
zXVk76^Mi~OkK45C{omsG?W`m>J(^Hd`wG6^V&mJ1>)6~^G2i__-IWRgTSvphmH_+0
zo#^xb_W0V5Vdc9!qb}pq8KTin6Y(7HC;fWw6sJg~@(o(%GU{U#Z{S6o%V|ElZ3%<F
zrDbjYTCDAFlv$^bH7Mt1ov}Ib&cD^c(D@5XTfwvcvm58Igt9>naz!6kSR4RH#j8l-
zSCbSfWr&7-CX<%U-OU~iOK=N5bP@c>zTV-`<C(iDc$-&k!i2M=XS&~!#rOsq^czhr
zu}wIgmZwGh4{Rt!tr^I5_1xH?E%~*{#*-S5BSu*kH~Qc<grbTWnhP*lsp?lr!8S;b
zX1d6W)QY>c#u|!7dOmm@PmgEM=8i>0eQ<E^QRVhMNP|Bk(sJt7vS`^>_RDLZ9|4*x
zGIVqytMZ#b&Lai}d_*faxDKJA4y^~-XP_xS@vO0NUVU)b;?)Xu626<s1WWV3gdh5L
z&pza^xt9TN+7VFIFw-I?`ss}XJ`UxwP^uoFL<{HlmJr{c4>-;e9!mFIl)oB1#0(5g
zwJI5VC=SP)muZ1IvCrUU4KAYtpK(p>bvVz}QEsrS=1D=20oGwbglE+$@d`0qU<B|d
zY(L`v`cC9V_S4Q>%<RFDQ!IeU+;0gv%#cn?%k&cQX?A~DE48EjaeDI#<sEbFKAv};
z_291PFHm=+^EvSd5w<>$KWE{PCy|iHoz=TrqWqfPlQ(|9zo8U64St8x__*+COeqPv
zA26wd_o>z69JU}z<Hdaa(HMQUHYW5Pp0GSU&Uz1k)ON?S;kw`~@WjRiwKm_uO*?=T
zwFAVX_?pdeu8q18Za7A&&s+H$RXjZsN9OTv?rEyU%9~BGvc>d?%A10lUTPt&r@gqO
ztBi}$b{DVp#BtzCeoT{jDOxfJc;r$uI}xvDnFey(0m(l|wPE+C_PQ)P&S~P;odS8>
z=aFsIRt+BfZm3y1Tn^HeC=kH8++|lZ2U++8EpkfN!jh%*CZKn2{!iHZ7n#<MlGCW|
z|DqUNZ?SSAq)WcF{fciygZ1*tdG<U6+EfLGZN`Vto1AJTyPTx{B-%bDZSbu#ff9bA
zkOOi%A7TMyR<aKP7dpr35LqD`c^OU}9MmzwFJObGaVsT)ByLo7Hz)^}SY=)8mRunK
ze6qc>o$f&#nGdNUwI5JTV-IBucQjv4r@EV~Kw2MN_h6V_okEAT003qG*Yd2WsrQ#d
z&#2t09spEc&g<DY8Gz0K2_|(HV8{<>Iz6CS*e<Dw@G%t>a80?qf_7yZ5T1xGNDrbM
zZUo#}Q#hRS#WUySm|;oTr*2D4D;B@uz5{lF-7#x=iZ3)0-sYd<)b$n=+0KhS>%c_w
ziu}PD*<Auxr3Y%ve!#w>Cto+YoHnd1MP|e~ZK+Y07*pYw*{y<wc3ebuWLGsaXIW1l
zo-n7N$ES!jL#gDQZu31S?UH|3VI^GO2F3L_cklN{eMQ49_9n8)w3`baA2dGr(NGx!
zljeKwoy?C4B|F8AQ)AKRxpP`@O^`j1Rsa$BadQa2iQp@h%^3xLFGzlUAh}Agc)rwY
z7wgl>1B08Ls7jHIU6&`f7J$F4x|^#@23SpyY-tB@D`PR{4yp)fU=^M~|C%Lk%KyG9
zd4S3@I5-_){?Ranfv5neS+Iu+g=b3(hbw^opx8fDME2cieUKj@vk!YB+H#{3er40>
z&IeZTp2F+j9Q6V>4HK#^pEWF#--roNOVuTLzF$RRC@NEQhqwUaVonvnVxC7eh~?+@
z{)t0g@v8z`E|4%j*wIfbiU6ekLsgJxC58u{7S6f70v_u{9bOR*^uLA-A8Pdp_~G|;
zyG*QIRnGc6e6#IoPg+$t-&15CoJd}1c$9$aLOK(&-nELnOZd5ao$Ofsp{WJ;Tcx)|
zqLW^a;$*m_gz0D{wr$hsvqFDv_`ayORk*!nGBcc`nCyAnklzp;tqHLj{|!^=By+H+
z$J>MVQ0KGE#KvFb4Rp;&l2EZEANxD>N&R$L_`x?Jai`5w{-UMwdk~rJSL87uU_?Uy
zgoas(XH#^|J*YbzY#~erbhrOA$79WNQ&ax&0ppp18SfWhqstDx-9jq@6Yv95NSDq)
zl3wbb(tbx+2XR!Z_<2AP!d~s@Ha{UeqXT>Z`DmZEWu1yhWGe~v)uObm@WrQ3sn>Q3
z<hKr2!D}YkVYjo%4oVUodjBEgiQg?ZVg&0IAKt~$)#N0{<QoH)-%gdayI1O_o?IdP
zf_n`tmd4I*ng+U}yj*r}w)QQ4y87jriW$4SmScIGk%5rEs+aGs!;~<>!EM*EwK+Q!
zlMZMYfj%Y!A4L2jOZda}r<NV=q70dX(isO*6uuO+M#$6hM7Ds(8kE9Fh^+n*TOOMF
zZ1S%etX(^<tHkRS%qA9|^jS>~K$>OuFuoN1wNCWtw->tJNPIMqE2jDJIw5Gn4(|N;
z<((BJWOaodz#S?qjMBXNI9z%ba-bs(IUdzrcM%tPUDsGkM^NE)eVblurG!vgTn73p
z*bh$|8LiM+a7AcqN!1?58n>liGF_03$}VBLKSK^rp54s-3f5j^!CZ}~_t-qjvvadB
zAShHQn-MQyi_g^0BK=MQiCfnlim@z^2W-3GOCHnLJH(@^zkR;o3=4|cgVc*x4gsIP
z4k<?v(aB7fn}n~#WJJl;krZY+5;!l?f0?86+%Hzwv>RX_Y_R?0xk;MvTYiO(?Z#*Z
zR9CH3T^4Z{m=XzfdQGK%{cK_An@fRo!G*Q?M@K~=F-QzV`RE)OpRHx}xJ!J{y*}MV
z2rRi}ojwZ0LfmS-vzw0wJ>x?KBwE{bE=cXJojGH3q*gVhA@a)z)?;)o2M1d2u!b-)
zpX{PtVW~-=DVMVdVh%k7IkHY&m|V+z+b=R*E8J4<mQj(W{6ehV{203C1?Qb&yi&qq
z{KsD*Rl*o#<>t(@344ce+Fi}>)=A<qyY^>)t^o~JkRG;6-hP*H8?Jp!Pq1gdkbxfg
zfz@Z^nsQ=vrgy_#dgawk6oe6;u*v2o6S!zm7xO12p7g!garXny>SgZ#-TdifTQc)(
z??J0OT$kOasd%%K0nk+4PK;X}YR%Y>jNkjDrOY()5Z@>|KI?7UxLFB%vGC^|jIM4d
z!hO_Q-K}M9&Go7((AE~3q>(!jvV5R@pjjRplRj-#t&CpXgx)^PM0j>cgfLJ!W*X!8
z@wD^NKzU!QGFCl3TjOzZrl{o6HQrZ;i!Zh^dy_3h^_24zXQ;IXkM(-9G^e*-MU1}r
z&NRL+c*<lLosz?cl2VLNR31@&{!2!z;5SESeMnf!`v_hY1hn-snW3z<5w<ZoJG<cD
z5JwV7CDg6DuP#cH+YtA|BJTaz^xrh;@Q626Jd~dF5bgP+4L@ief>CGO=C(vwr03G(
z2Rbb#odU>c!JXXNf+_CCT=x6ZgEqZ1<}F^`Bp2-vUzdefT{`u_<tOP>wsG&ePcUn>
z|JSV+n^=*gr7V%L(gf#))KiW$ZCkv3!vTnmKP*qmzqADiR721A{tl=U*djhRI4<;r
zpucWEC;KXmL&`A?j2+)UaF);~tI8J_WNd9|Wck7?iKS)vC#u^E&Yok!`Hpi@22*A!
z28OeFr)KjI6iSuj4GN^yDut{)J<%_F!Xu^g&Lgqi1LS_~$SItOREN%KoRZ%B;Dv!U
zSH?=RCoq4-j?uIs4PvS{7PevA2FnZA2SNM<;__!;{)BlJuS+`5n~%xl#}u<(dK?FN
z&fj%)TSkg{^@)dGcAszL?Ib@wCJcB9e^c2ZHy3*{bK4=l9t1Mhwnzv+?;LDwEDY!W
zLlMK>=lj|H)>^#21lJvQ&aY>z>#FK>VP-Dk{z=mu)_v>~Pf(mjpJtS4dF_971T9aN
zLsE5uOe_;@7fW)bj7^DSS5yNf7Sro16S_{Ub%N&jIF+YHA}Y7Qgct5Ue~~22co*?G
zI`Xd<ujc;-b0a2+I^-R!SNDxxawo>w4<!7b=_OnK(R;1h#-B$8cK!A906DiHrntY=
z%0PZnaM=i-sPXLsTT}3yFSkBP1HO`|GUwz(akF|g@pbD~2i>)5R_~9a;nxDN4_jPu
zP8T8FDqY79v@6(pzG3PA32lE<+WUzDI9!&6IQaH)BI&pnO96^u?oKyqz4hT0Q-b-O
zPp__R^{uxQ5`lC^fh#WSF~5&8oZv^S{`S>>k;YMaO+sL9olKAHBd;dEv~)9dOJQ}U
z+z#^>p|{RE)(ANZITjt)NBC2shf%FQiZva!BamFV1NV;c^@mfh+lxZbJS<u7mKlvj
zx{VxO(*gtV1`em?a+9&Teu8;ai#6qL#;9|uLfmt<$w;l_-F5-A%Q2m9{^;tX9+WGY
zvf*uAgP;oO2~k<PthQe(Aw0Tvt41Zd$e$?IT1RS&q00(fx;5Wzn|p~@V`z=}`=|2V
zBUQzpAj~~{QokBcfP$d4^fVxi7=ZEjK(_-roEcP6GBrib<Sdcu@1`9~Q-_O;-|&hW
z-=*n@b3u-k<Z!l9KQ@kBlejYwA>{UPcG7yT_xU4pxxMAK6Z7JGZwIa1g<mJL{+a(w
z74LMe!UoasE2>PK*2#ardd}yax}^e;r2_xa)r{Jcq^H4GJ1GNdo@z#gR3ET~Fnz^n
zx{@iTTn;G*E`&`E!7(HSdrv+;BCOQ*<^-cyOg%r?p{lH(zRg_@YR4u$kthBe=EL9D
zyP{yF90D&UqP&@2DL09g)oq9v>aM3v0Bze5iqp*y!}XJ)n8lHA6F(gD7sY1f17w6D
zSW2_TC;Vf-!0tROixN?RI0CaOGxb+HH*Ky2yVvk1@e-h@<Qg#xw9#9%{Qd$j>4y5B
zzZWE5VWls9hv1&hRpNQ@MEFhnRK#BL&c1(E9h31LRe+^+BZKLOtk82`lK;}sDx9Cx
zYgbVY4?v>|cV><{bSe!5@1~8-A+eAm78~rrCZXmUrcE9J@do&3;O&>lyXD($y6T?6
z9VdB;YdFvaQ$@=@o`hBuo{sO8ts<|;`ZY9GOAvRZjE$MlYwTi`bTBT>Jg`rfJun~W
zLzbtDybPA&j^=b_2n)=gB=-+|LQmavG`ZY7%lDxly;aVzVh=mDbcHR=4>HWwV8J7-
zVY2iBL^OX&w>~bx%EYt2I8n+LZ$!zMIa;8Nx#R?>AtF6E%FMq`v#}BPdj&-6dt~hV
zuoT!9z8y`8)f|>lg;VFz!H?gWM3`$Z+AVo>XGy)L&v3|UH$UpvY%Fu}7CzY!2*G+r
zNciz4A|=RCoaw7f)|L&{Vl^`)#;7>MJ(kF*ngmb7cAwlw#oLO7IrgK}4{1}0AoMd*
zlxc)z#xcvEapovhm8ux+F%7}R)RVw_5LcGuF(2{jf|RCV07$0M@$(?lW2Q0@rmv2L
zIq1~h3k#j+{qqZQV*{J)`|t!%@c+PpS0}+%phG<6t#ka8@?1j&n{t(3QSMV+Q5hqn
zJ7tkQRa%Iih35LGw1VO+STd<NvF&^L?9LckcvXk_F+dx(Uz#(3wAU^EZ5s6@V5w)&
z`7K47`RE-Zx{BJ@hg^wO#~yJVa(9k&A$#%c9m7(D6v%b)1$=$<_6xyzZEFPOH@aW8
zYd&fPd5W193G``&+o~OAlTGiQs?!v~PnII48E{Vv>ia{t8+P-wwO$3yF9!Isl63gu
z2-0DIJP8sp5nL{JTP~!GC!W0%dv;#3WK{*(ZI|o}?}{0}x$*FXnfMJ6@edR&w9QuL
z#&_VihIuSSEoP0M%kQ%;DH=O5kq~ZKpk*JGgz(GTO1XULm$hZL@%tg0^Cln-gnuqN
zvG7V{U#FFNeEZ^(r0;TT-4MML9g^iFoC9-dv?3-?%N-Q`v}xD^{!T_7v%+B@DXXf`
z6gy*jv&?<!<BVc>E4JboGB9@j=GUe(7p#+^fb5e5?IUZ4ThkS0d>ZwdC&5IFDPyI*
z?6S;E=X{`_0B`jn7+6y_uRKh3##_K?g$dim`?rxOGi8*Pc6dItQ@pAa4&~`bKT$VU
zF2sRJyBXS4l<ukH=B^&Izb1jc%P@z{l26RwcL|2`G_Uu<IRDLC$41UPTo#o15YNJ&
zf2T_vLIW!nSz8z!{j^Lt*}hO-2n~uhiCvea9A*fZt<BAHH`RLT7?H!;_gSJi$>%8|
z#%6KeV5w$y?8>?!viJq+M(y(Sc_dgL=-T?TxW=Bedu2;p##rS98+4K<tY~U>JDU(y
z>A1bople4PtNnFg4qMahW-Dy1#zEN>uPu&gdg>lim^`<SIK`a$E}b^*?eLoVwB4Mr
zd8MYX?JN1>d)D8+Zef1=A8)zX^`DGp9Tkl~9U6L87Blp!+NF2TDW$DeUQc>sV93bF
zJgob<M-LNtTWxe!fG|ug<P9NqD&bs5+~-;MNV(C%c^Yr_%(r>VnLUe8ZUsas_c88W
zb8{s?yIr~MKJ^;x_Hnag{tdsJy3|e@*IgVMf8UNVmzRnQ{~tKW<`4`h8N2Kr1BMP)
zQ^b1rApdk?gt2-edOU^wI8|=mQH02E3~|P)kM`1-@c_j;r86(6G7hraE_*h__NzG3
z;Mcr`C)2MUVjl8K%3{ZC5rQDn|GW}_Hpb2;CfNbSD=ez$iM2FraC&+G$`u=QN{9>K
z*F&9U+g-IP`$lRjA7pmxH*D1c+gZV2Bj_m0+ac}&XT6f$_-Q1o*M0L|0p#Yn8FbF|
z*qUd@_4(XhIjBw6{3E!CSEc69(P1Fa&ho$Fvgfo@`4ar~AmU{$io}7B@s$Q4Co@i|
z0)xTpZZi50PK&<6hgABq)+_Zo_2z6$t|Na+&pWMm>7S1#wqM3wyY&`YA>?ygTE5~R
zcEh8tG?GOlpI}Uvp;0mO&4Laq>T8Hv_l-u^!{oS(Oy2zEUcS*lldtuU!T;<THui5j
zeb`bll0?yRbq=;0%qknq@{^hCaNU{tql|dHf$@QjdP!*W+NYoA_^AOq54k_pwNy{}
zBnKxBh{^ZI7Y*6faF&Rg%Mni712q#_tQTt$pRFT`8reFvv!hV_snp*Q-Im9=p-6tX
ze4Qdm7V~pCn1wArvhzqb;7j_<`}Q<Y<gR+gad21$kGt7S;!Ff2iJ5ttJ%SUqw|4CF
zRf5=Ef7EGb09s@&U$X631ueCe8L38$WZpcypt*(FnC%z2$ENG8b89Kxn9a2?Vq1Oy
z{0$I2XwS(;nZNE~Eship1Hq1Obw!81Aa%w^q`51!sns|!z0P5!Ue~Zf<f&KyH2ftZ
z9Rpl9%1(OmO!FS3&3S_nH8`rruFr}6VV~y1r!O}4$2kIF5m2{`?LNr7{c-wXsTOUg
zp!Avv%WXknWcM>^8tL)jQ6j`x3T^R{^f#a%;8l$n+lc%0M~Ea$I1e1efc_gr&lxG~
z@rc#p0`FWB$**v0=q_<mWV6g%CxhfW<ZLx@x&hzhoD>(l9yci)<)<^-*B1=*`S?1_
z-be;`kt%Nv(XHxl!23uR+26sfv<poA&Zk#lJ5rjeF%kT;wV7ARercg{gxKOgf2w`m
z7gf#~&b6phFS4f*HCix^wip@%fyZj<=Eg+T@-50JIkE{*c1Z&q;e#u?@w64O>NYrQ
z9^O#xuX!ApdqbYE1^Oq!LV=~*<Z@s9DI+)4A<MiqOHi|I1o&(Km=cOKwWbaF%C=DP
z9pmR@+Cg!*HM#`~E^XMc?*2elf!-g^;DytL2m^E%n3GX+aki!ndq->{z1M&ykHU+x
zdS=vF74KKnTg}U2@a~1`3anWOvJrfgVl@}w;W|S{6eoAGM@`8n3xC&BR?~gw#MeB1
z4G=wafp$@bPRI&oogztxm_M%SF_x}HnAy9pVjqSo^t}TlQ-p0#&dYy8=XmA#`Y*Q4
zg|4NoZ4kQ}tfW^=gaM{vqTWR^N#WSTH>CP{0g}J1<pYh1(0wDYSuLB*e?j}10r9L;
zq0~E$Rr(^X!@Av*kq8AB@NzKRn=!}3m4NU|U$o%#-xwBu<w=3tf>iNW@Z%tP(@SF9
zU;~PsvG4DrA~TIb`%5j1?|!UOoiIIUE3kKJPOrLoH#=)UX^s1mlLCA`2yM%b?7D7%
zcH(&(JxKC~h{&S4TDy?PJE=qYrJETg2-kq}uVgOb$A&v4&*xe?99mkHMMS?=W3>gn
z%e%k9#JN;tezMG8N>6YP8VE!kErpBxUvaJ}jB;I;&DLnwW?Q)lOP%P=mTIY{G4iby
z7vfBNPn65y=LebUKM#wLIPX*;uBF0#cdemA(SbJ_o6t8TOQa>*q`3QD90Esao0-Ab
z6V2C%`!urdDsZW|u25WvI5;n_8ycP?hGTU-Zb-}=FVva3G{3c61QrtTC)JgamVnIZ
z)A=U=;F?~lxb)7`*k_#--o6{2V|(@oDSdTu$3~*2Bwd1jJIc~f?Qs4Hud=`&Vy^*j
z(%gWR?&O?g7H5en;M>Oi(YRhoVh&w)I<@=^eh=fkLFrT0BTZ&mxa7Mr1s}j=Iw>ey
zDk{Ji!}p*PslT6I<^p`PcbkWn)(_pI^DTo%^lp}uwkc|m)encIl<;+FXkF$VhF$wg
ztY5WEmL}Rk7_>-E)c7+BnqnE%Sr}l@Y=A-ga^#3TfdT`D$!pt%fqq)o6Os?&+bfmO
zWsZ8#zCXq_hb%?7i=YvA*LT*anHLQKZ#KgywYO(|5*Nup5i@A$Q($#2u41lDUfmwO
zVW-)Gao8VBXC&&$Fzl%;CFhx`?&b4bYfmy{QvSTevx*Sw-#mE?k=p(K9vnHcX^uah
z^p);eS5_gy4pFlUa-=+-9x-h}slPcfJM&v>t{?{?x5v@QE52Z=k0xC$UtkAQ-PaZz
zNjR8?(zzzbRdJPJ+MKj!>@9vWB75XA1X9i=D_4{}obkqG^*lh~CY<l}2B&ANP~sls
z(%hAQSQ;kB_Q^e1jZ#PCHDn&Ls%Stm&n2&8aI*?5>cg`AR9`+8UEADq1^6b#0MPB7
zyq9I=%<wK~R}8S`zRanEG&DfOD!M$j9e|O}XdS)erUJnCYmjwr$E1PYtR(&Y#N8JK
zCzjPwc2B-$K|}ZRMUsaZ<=B%CwE(YUHg!Dy+YeclJ1hmlHL&^PFx`}2$OAqO46mku
zVNqZL5HX6NhYKQ2Ek;2cBahFr0BUdemHG;zS~(09it0Bl&DtR@IPui6OGM+sBADgD
zsS{WwTCv1q7AzbGjhAfYWF#rktPWNkAjo{!-|o@Pf%?%R(_h|`YAs|@D_}A`>o&mz
zKK}(FV(FJS=lom=+I(Wfep00Bfl1E7UUiY}OBcuSOjWhde5sy%0N%o*4@sCmx(C6y
z8bl8`+GI&nd<3X4OLW~+<QftOYeqO`BH2GirA+=`0Z;+2{-Iqrp!8=eMRjYecwyXU
z!}1LF64Z~acxDy?Jpui4Wuu?SEOHcAa=N~cAl$k#52?@fs&i{v6f&LK5;^|>e2?o#
zGwc>QDl4RyU(x>n<&J>@pZ1ua>s6%JZP<LeJ(~Uv{xt6U1&m57Vm)|9+m}qT{8hik
zre70~bN!WIf8Y)NH17KWgGF>>#SmvLqS%mn@ZaNFDX;i@$r87R!9CPJ6)sJ53mjb)
z*dG#jen(ON00`<T{{XW5(RZ$Rbr)jzd^4VRGttcZ1&%(7-u~XPOo+5wKtI~tf2~M7
zM`WwUhi9LC-{Vg2upI3b(VrED`5Q>E^8Wz4vA@QhABpUcjoKBF8UFxl{Aj!E7BX~O
zc`mhBA&D88n}DLN_^HEd^Tr4wEJw$+TbsqEF#iDAnti>CIKhztEC;qtb8O7)S&1x8
MNj>OSZtM^L+1rgKN&o-=

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-12-Stacked Server Racks.jpg b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-12-Stacked Server Racks.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..c5280f3d02e69035051ebf207c5fa64bdca8fe06
GIT binary patch
literal 43349
zcmbTdbx@p75H`4Y@IbJ|gS)$v-~<Tn1c$|4gS%UBcU{~q5Zv7scX#*W_ubW9)z#T|
zv(@{@?$o^fOi#Z((@)R);`;{Rvy6na1ON&O0D$`V0N$4Y-vOWC;Su2BJ|Q3=AR>N3
zLcu~sK}JRaVtzr#BElyjCc-BqB&A@YCM9DaCnTidre$DZ<>25Tq2?9jVH03t=V1G9
z5GX`ML=<EcJXBOXwy%U=+5V^7dlvxX6O<5iGz=6O02%`d1_SE77eMl%CmhuOXn_B%
zK|#a7!oeeaLPSFT=+N*P01X8L0}TrU2L}uL(cA0ee*i279OhS6QTQ*41_)&KSZscA
zxu3|t)pTPkO<hp18#?$SBH`fT0r4rRsA*{FI5@eud3gE0i-}7}N=eHotEj4}YiMd2
z8Jn1znS(4Got#}<-P}C_0)v7>Lc_x26aFM7C8wmO<>eO?78RG2metnPH#9aix3vE2
z>Fw(u7#td&o|&DSUszm%Y;JAu?C$L!93EX>UEkc^-9J1&{f7$*0Q0}X`uP4|f&HIw
zVSM0%hJ}TJMfeXF6twGyz+k|_ePxBm6jekpu>V5F=JyHfTU>5UHzGN^(gn7m!xRz@
z1;-}k<$uur2eSWf!2JJzA^YEf{U5j>02COg597gL0E7XLZ{ajK(Epc0=Tsk;F#21P
z<UalHv@dBM_;FJ7tx#Zqr2kcz?$;@QW}zz+dILbY4-Z@pyand3l;Z_?43TY0ZYxhz
zRv<TW_=6A#0^Jm!u0;s%&<mN+bHU=5a90_nkv?5?8VzHLZ}wzm(G}``B6!ORxrLtw
z@)91@+Sk5zbgQPYp7mMe&Yj1+G#T9FAc^BSD?cg*9BRd`StJLLfNYtBWVyvlnK%>h
z-R-zjb_|N_Upi=DNDwBc>YwnlPZxx*XXhfMIgv||`sfWLG-Jexi+pK9S8kLamHX-k
z3gjNuB3tv9`wg2?3lj2Wd<vD{rrO^D*&#Wwx<aSXaP@)jfHuiHul1K_>36{IxiO)4
zfJTx5YT;;Zj1Dp2meX`!r=w2U8tx@tI(tnD9e9HUm2gLpV}Iw){&vcI=e#Gp4f*xF
zSB!sFQj36F8%%^|G1gfHULUV6JQ*E3pIP&zc?X#OG7>gPCOMnrXuE@rkd`9y)|&2|
zw_%()X}qtM^4YCu*^J4#tJp06<=dqz9eg~Y1qfZzW!9h|2_i9Uc?V=+daF{XyT%Wf
zB=DN@5Y9z(eA}Y_+-LU=AnoDu$hv|0p{bMoXh6LykMFhZ)cEHe&;^puck@^g-dAI2
z5d1zNwcQ#g%F82I0u4XI9BTqLfmsD*>$g#$*9|4i?3SzJkLN64`V<aJY#|7iF`s&U
zkGU!3xzB;B&lH8%8rK(`oi$Qu7i27a2XtC0$SycjHakD7R1kB)I-ghySTv1HABjFp
z!U)%$UB}c7Wy{qE_a92ZuZbu;b8>i$=YO%0ZNYj9&~A0fr2^-zERFFaFCwO`UXP$}
z{n|5!$#{nQnEs)U>7UNzyOfZt&+%!K=gT}4SQ&~tmw^;sSI)P_`Ym%n;nlP<AjDBA
zSl9nux=$rPnYMo$Gym>o?_+LgnS{&wdn)5~b4AU)vkk?OfB#qn@ea9t`{c@O#`<e*
zt8xIWZ_J&AXz5yXGMl$^E^(oI32M31kP`yoC6zE3VB(du;WL8!QVLhGU!d@)S~Ta3
zWf<j1O1cpMNq+@<#d=TP0D5PtD1fpc?SuLm1DAZNHPLqf6xfY3qOI^NGyd8>9v+YS
z-5qB(Q(>tjJE9FGCR$4lQqjEg@t2r?DMt2l3cKn?^Uj|NFd1idJmv$Fw-p2NZ19n@
zx57dp`^z(jB6!{^fo4YDDnTD!pjOz{88qr3bJSD9iPzbJn$3|728jB5;=B2)0WoTb
zo54YUJs<vk=V{D9u{x-FgD;aUJ&Gl%8?vW6dHVwKrAaX+Qv6G&!1xYm^`UES?R)wx
zK5{w1nU5aEiSx5&^-<x_FE|GUGm@|LrKJ0Yvw=FyIVGbaVdHk!g6fhu=M1<?fRL+4
z149iTNg{J-Fz>w>q`1+P`ZrkYQTk4>Ea-K-(B@6|U*H5ea`)3uczN_fY`Y^@F{nK|
ze#3;Zrk06}PL+^{N&AOzK&iL_V?kU_tiiS*kvldV083H)e@d(lNsRpa_m1{(;zhd2
zd-Q3ysjtcwY97alFebUlJ@<tR<;=gE$M;S&=xvJf98R~*Y?R}jfQxlSccStUcwtC(
zW`||?qv*5Tts1KdSNbX60Vc+PcL3e$3`tLxQ9Z<@XE;<-d4j;h^%3NZN+4fv$~vx*
z(63|0TXAs3DZT7&%F^h-_q(|$vzPDat^XoSZ+b%v4Z5O-L_U!~@1Tc(V}Q7=2;oUx
zHTOYi{JAGqk120dBlCa<$)c!u6D&0P=zqWq)9&jdlgP0eVrsgid!Y0q{Ep#^FkAAV
zaG}7un{|<M!jIHyDIJ|4fX_N-HXVa&qY<yXuSev9<YpC;mSrP1H>20?5LN|>h|3t)
zw7P!cs3hN)YFf*BSNIK|ARVc8UW)4e`7fk#zAH=v<bs`Af8961{PLQ@(~*%LQC+T;
z9%rBa+8uNKu)&sa_%s1VEUwn-AOCRaPfxlXO-p+?7a4TmL6Vr&inh=f!FB?-;^h_2
zu6Mwe#d*kYe(Nn%wI{^0m-zA)6_g|}ayBApo?(2!0S5*^%nnINlkYaw?`=g>k+$YS
z1jIQAKcp>pyaNJV;4Sf-9vflRwoag>0Xr`ZL9QS~v^f6FPx^?16Ecg_9O+(0y$L;x
zn|{6YP3Gh0v8JVM^nTHo=51jZEX3I$k{3B-w2-(Kih<ucF>h3@a^L@X{H7V9TuCKj
zV@=yTyE(w1)F^~NUnvOk78GQ4%|(5@NNTJZ7;_pLlC2K3zA;Jc@!l>^*G2M?#S<vR
z`gFK_=*A()M`Wfr!)RmkHr}aht<NSsw4pBQx#`6>J6fwNm(Z`>LCukwqFI+I>xJ0D
zLh^$Ap@#)HItVQqADxSrlG50=0WB+Fx1yBel$YYOgfVq?3YYzPq$(bGTiDF62pQPI
znkv{~uL5^B&EXH<PjNr?F_TE3DW{%y03(Z+z=cntlX@1Qx?Y_6r;8dv6WlF{R`=iP
z`lduR+RT_A`^!W^iFBY7R1WRxX{XQ+Jzcp|a_F)J^v$X)a_*i`JGUv=hFAYii@XDt
zEQQVe`_ER5hk>|z<i#>43VsZzf!x0!C?gy)(#T!g$MQ;wE0`@qC(}jxm~*ovPd4Z`
z;0}WC(`Rrau(5Jj;vwe)GjTC8V4uRpMF|}GV22I@o&nyH`uNz9Qmn-E(MF0L2Q*Nz
z9r;`T%n<BYjL}C(LrQqYm4!8KCYs0){#Tnm_=BuV<CHKVYmR`gEPI7!!cio;SYnz(
z)Egy=R<}Y(Gvr>OK`B9Q5+emJWg{-T{==3vr-o!wrZ7;61H@gkCg0rM!?ek%1wnpQ
zcXEi5PhsgRy6A6I;6s-u{G-NhvP{HSXzyu0;=er_D3co)RynV1w0CHAI+xJ25^5;<
zM17=O&YA2IG0H7C2hXrk?*L}NWp<%y@!hx26!k8^Bc>03U$WHh5h7_=ICrMbddy9t
zGAzkYg1s$o4GHEr_zGE2GEtDgI}Oir_C%X-B%{|wlUCDE(x`SE8x($K)S2TDB-F_l
z8x@#E5lwLx4l?|uA&RBcE^o&IB@p?f))1VI)&ySE*3tD!`2?i|@A{cfmD|LQ-pBAT
zAnG~B=f;=yNqIqL`U{F~08ADW!h_oGeV~<fZv^8>>V7=mb=saS$FjLRd19!D`#6Y}
zx|-9-Qn7jxpB|LPi?61TkzUPh^ai6DjEboJCOCBWtnr^`R;C)DzU3Batt#yFFrEC>
zaj>kO6+q30U<%D~A$;vHcaUE4m&@4d$*bXadPL)Wv>A8@d{Nt#L)(|WHfxL(u&w!Z
zN=|B&%kN%x&vnOD_h=^&LR#s%A2VF@k6yDLnaapA2WC5m9L$RIgOBteW}##7zsE|E
zP5quqA-Zyd-Z6Uzh*lPDcd4;ziIZC}lC{FLs6$tu-#pU;{DGOnB#BK(i5zzXayXPi
z#LYDs9f7$yFtDrslB7N^HLFhSQH|4nM>dilTFIHuf*;UaYD+0%?t(4B0o`dHhw}^4
zJ`CZ5=*ah;+4C6%`OTD$sf{r`zF!2m;o9I@U_M^sU{9%b;ga%hds{BD(Ap-5#Ch>*
znMZJ#fz`CTV|~!m&UU9Ik&)DSAx5J}=;dJ_#~FOlI{G6;W#(5wZi1S~cfdL)ifvB5
zsVv*ejdrZ?oz_A9I^0sHpS4G81kWE^6Gh)*yo%#j=zqZ9y)A29K41JGg>u~bb)+#r
zFHUMH5DWSIvh?g;KE@#{nQ+f5HF-vEgNZyJxG5?0vp&!5387#mb$p>FoZk=n&1zi*
z;{Gz?p%||_hDR8^3TljRgRRsD&qs<P$p1;0vD%J#ajDd>;QI~FLtT?)>HZ0hBE=|M
zp5Da=dGWBOP22?-^K%+XXLaRMylAalA0;fn6~#1gW|7g*^X}qA9h0##+wm%)Szu%P
z9Y9o}9hw{0v>YTZ{Lgp@d(O@ETZG=6vsnB^*GP6OGXuL?<!{QOB~0)6z5x*pB%MQk
zxU79@{UHm1A#xX(QcV`2OgcdwNXKIQG&z<{xJ*Kp{lu}B>wIis`!MCd{YarRuVc*9
zCih=wNHy38dEo$>{|TA$S0s+zj!f+ayuw+a+Nk;#w%b&|3rVx(M`qY-*zHN-V66Sv
zzo<ML5QmYMhGn5+Spl|~o{s%U(~cq>u^1kQt!}%V{rlUCj^8u5xjpgjQ&*5Li61!A
zV*FSRLmCUGm!+TUI(xi?M*6SkPAD}iOB`V1!X0ZyL7#5%s7b063$`CH;%)}mo(D4(
zEC4|PwcBm?FJ-$)-ISSNaQtu|%e4&Oeg^t@<1H%u-t^M07vGGX9xg(x558PM*N)yE
zuz`RTKT(y}D&tzbv*fPw2uB3W4luGVh@4GMni9&e{TgJw*Az=n%8P>TGv8Q`N;m#C
zzw#q~EOKz99Y8>x)5kTf<rmMq-<rICtqXN99l6bOQ^HK;tDV<}fi`2!aGIGzJU4&L
zhaH?~ydZ5n5tCwYxh|C0_ha(ccaGTJ$syo+eWNI_5J*d(1IoSAidfPc{T4!TA=>?d
zs^?|8b$~L!G`bD17~OnR`kOY73QX8md&O>m%L6<fvpULxX{~Nzi^Gp~tRI?5led>2
z#WbT8%83DrHT0Z4@76`zD>qze94Sjp*?#>QtPbhfC8Cp!pfRXV1pXXtCKFFsj}>R*
zS8dMnOeF(_pNNHN6GS5%s=x(Q%5sSID%IAI(kAn~(zSF3Ypiqi$&#b}64-cFQZPSA
zef|vPPRhlqsIj84(zZNea~U61GglW7un-PQFU6QH7h7WWZ6IkmTH*V#a$|$NJy7*o
z0-g<DXJ0r-Yl<UrffLNu4?^lEvwrr7MdZO=Kk7u7$*=b;7vxh?6~Rbl({3u>R;2CY
zXDwLTt+gP-bp5s`;*mVD-zQP)X9T;f(x!v?-KiVCzUt<n{&_dtTF6v=xB8`OJG|T)
zMTu){*D&1l_k9=a7MR~p_-<!uF?in(q8RD49q!NnkY$WZ%Woqn7Eok=sD-0tyS&L>
zlu6ew+RYppxi3gNeK^l0j&m*BN^=}_%tGMc@d{B_hr!Xr)L_oy`IpxW`TGq{J3uFn
zOk?}{k1qg`3CsSb1hu;HSvRkSW||a%C=6CnfOWz<R!e&*k;lv^a}n=_HZ;ld?ME`k
zcvpteC~%zpPzztIdXQ7%nKuxbA!>jkUXoM%q_82dz4dpz1ez#g*Xg19%@E`K-bU?U
z(iNn{*`^EzWs*HRdT++u4AVUY23dyrv}F|*e3<$XgYqr3U@=?!a@)!>U>G*`*Ux6H
zD-XXH`B^{irG&dA%L=Y21}$OI$Fjc-6%ol`hT{W~Y5G+!&=0k7AVFDqu$Dzy5Z{6@
zGCZ5iBk*346*X7Q(h?h)KQNynBl2ky?rVvb^&{AX@pupYq8Rc^q%L%$k!HHJ)NpB=
z9FoO3G_dO5>$5EU)}h@nzXwv{{aWj6$cD{J{Av!3ch(oQd-!=!D)#M)8X__wA6$rE
zv7k8s0dno5((vpP|5+9f*KTWw(^7YLDT_wXD{9@j@Jj!_Cy5o>?clKLI8h81`-mCS
zR$ENAdC%l!Vk*@G<B$7-lGv=Rvf2;$8cWH8I@ng&JmaFJW_3Z7t+j3i(u&$vsT<c>
zf8w;dy-K_9^4@;fm73@w+rh*A3=?i-ViMZc`7{0rBsu}SDXa1%-usUH7($wyuq)t2
zU)FN5!uHKLKp~4}(MD&Ow`-u#Ax~DrR!muI<O{nM%CER(L0YP;9{MqsMmZt<w(6+3
zcK|e}+p#(<?05S}$5gM*KQSO&$VRx*v?R39H)n5o;Y@SMyfFb{vpcb2JgBHuL4IXx
zXBfuw?Pzh$4Oc^`i4?&8LbxB1T=`IqsyO7Od<MIU0*C9Gv*9exuJ9s)CYiwN?bL(;
znLsd~b?L4q={)>%6nW)fyt}<56C%Gzg0C=L6;(O#>wdlKYL>vbC`pjhb~ngPU|A}C
zkTBSFU+6`Ray}YjRm;#=Q(IjAdfs0s&up-iYRfm+6fch1->DVrdv?Z`)`V6gAj+5@
zwx!>J^8+pQrtBVP2zi8%dMAs6oSNUA(6obUqU*_dEz?GFNT_R!p3A{yyAU%idLzM;
z*vVNZ)~wN;+i8{h9iUYr?Y_UpP9wEo3iws%)Or>KpElh_;c39Hg7}e}v6b1orP-pl
zwg(t%suSSt!`jO;a^`Rv87a&XoNx^X8&hC3^0Kr5_wnvZOk3h?Tyzl$F%rTMioEEJ
zdRjS@HOndMbnyE3te5Sxd)7*hX>E)2P!^MQzGS}T6KCD%>U9}2ZlrCkgx(dABn%x$
zYNgA~%4KEs+Nxn%!w~?9Z?Pt<g<>guWl>^>d?T0t1RQn^Xw62*YsAkFBU84e<fKU$
zbxjBg<Lj$tt0tM!{qCpmWqSv_T8w)ZaU*|`fI$?Yxb3$rO_%!{W^7Odp@p&k7w^?J
zuhOflnUprFts}`+V~mGBh{uue5vc}zD5Fd5zHtHHt};G*H&BkZ*&ThaXwQNX{yW{e
zj{e|6UsB1G#d6INcy17fN9gUWpgnm8UPdOWqj%iH?h<?jInpmOj2r6807>K2ro_@c
z1|I=88%AIg`Q<?G5iK&YEbhkmwXe+ldQ6{$-WrmrL;;Z)eHy`v;#h$H34zKj+AIoZ
zLtt|jmbo+67oR@;qb<Rb<8-V?X-TRcNjz-^-C?t=7kbDw*j-zGtT88dq9X6wfBBg1
zA_fI8Lckse&DYY^R{_PZR*df-<t!d*uL$B@!VriXA_`YOotQ;twS`VRH>k|zQMdT?
zR1)-Z)zs!2fnXySirq4E(xyJwmfG-WUHPD`e{%lwr#}SXAlcxeRn)eZXFx_le9Io;
z@Ll11@|96j{L|8}QM7G;q2N{@*ne1<3&?oDjk~=T&#3QXS%xE+*WEI+lg^@+`a7-u
z4)Bs4It`(W;|skr#djz{%y|ePps?1}>CBLUlin4tFU(h|L+!Nw>ghv9l62tUnc#6k
z)2LeVFFvAS9_2GSkYplk<`U$EJI(+u?WeEoxOd`#9{KEd2o#o|A8@dW;9~W#v0KT3
zFvA;rVWhHc`Gns?&6&1|K1vYHNHw$AGSF<CcdMbDv~f=}O~2qVBJ%!G-0>-MG|PCb
z9?oRP@2BQkJ31m<%sJG*S5|H9)fzzsm06C(26`8&f7m7nAmsZX_nWu@+wxW)6F_+J
zp5o*wIJBVxn!9=Mw(^%^%O8t#4qGaqyboPCsJK+gbRod(*Mqcms_#2M?SUk$N~5_`
zQGa_xIWC&M=Z3$>woGeK8z=$$=DeT)&X=qoUJo+UO8-;o&osE(uIR|%v0TF78<*uV
z%cq3MM5K{fA+`MqiP4H*+g1Vn-WwXYn03Jw`Y}2z2^;sQF6JWEF`?Ml*bpPr7zT5S
z1dmv$&>w|!ki@e7754X>H|p<(KtNn<!`MTJ5<5#j`mCB_#9kYL2Ue1j>F<o)8R0_n
z2m2pc)R5)7$LwHwH0i&;SL>=TAJnn}N~F=sra1<7$KfpQC~kzmbR*WgZK8&}eWnj+
z`bDQ5+V4Qxjrw+LWr2SzGxR)dnfYwWRH>72JrFZrgqT}LTh!AG3D^@j&G`{f=I@;d
z{Nryo0A^|XGCS|j$)J<Slwm|V<s-PfhO66UtvEA@RAt7h5xw1ie)v<?zE$n31UeYN
zTS>u-)*~#FG}fb2^<!U<4vPAfJ-DcWw^_&CC~FqVQC^uThgV;2;39INN}Esea}0B4
z;tsw}p|eUiDPjbnx}9^+erDZg=&hP^g1oI0M@ahlCF3~v2DzE=*&MRVwXG5CJ79zb
zeUFa6Lv(M>CViYz1LJlpK{i$CRmU$#{P-3-PYd&2P;39>Ft<1I6B!GS(A*w=NBifa
z$;cL_u4u30%Fg+oC2Lq>`p7xkACSZvy1%q~bD1171Wb@`Hk@^M6!r@<dsU+GR7QBb
zCNPzj<2P-y5!xV)OMl_Zqtm@P>p>mqn56J9f1Y!!WL+&TR;I~rAFa_w``5hO1UqhW
z`Ulla4@>u|xxlezA^XO<_S0mzZ5|=JZW5Vke#A4+tVFuX>}qW|eID#Sw-R2oF;l=T
z9f%`SU(yDKKf{$XyK+s^5&4?j3)QioQK~#+f9TmC*JcBO=*?blJ%9C44TDJ(N)o=E
zavv4DjfTE@!{7aRsY<G5VU;0)-?6DfKulYv8%O2xq<_N(7x~jQU)F8+uVAjm)D-Cj
z)Q7ZV0ok$@UC^@P=h(;RhCw~4b<+lQJo|XbZ7oGPiBYAM+jSU(5Xo3+dpwjJ2lqpr
z`*3i6rVZuWR1{KHN;y7NNz&7ApY|we(Qcu+nDQfwi<KCmug#ZN`%kk=*DGFV-ZY{!
z%U>8iQs#i|>OL1@{KoKo&8*#&;Ll|Mgz8GRwH?NU+&Fm?gk8K--KM}>=cZW-rPxQ)
zud|L>^wR6e-xTZI@wFlH&j~z7>hFLmJrk_uTf`h|Kkk57)|YP`B&u_mva}-6<O3v`
z?g1-4y?t+DK$GYE6%{3gk{#DHxSJ`02&MFVrqK!o#jL~{A3oVasVF339)t{aL|Y${
zyJTKi8z70+I_|}5Tn|H}cLV2F@Z{DFPbd@iEm^i%7~1yW$H_M#J>(tW_732iB4chE
zqG?J&sTn`7YA_jGUddM0j^zrcDS{Hm`uYDN54rKC%lJ4#|9pW8(X>={ak-{~zU5SF
z1cs<R=QfwQZ>H&#$FWM-7!sb$%C|X)xYBJ_TdV_CQ#di6tYkb*7_&%)9e>+>_*%@2
zTwSll@JOGhS^ve9<{;B<u4=Yu(@GI_fz7R){j4JHKrB44^O|Wh3a|_luEHf&r0)Ry
ze8&=9T^2T(MItOhC@IwPD0J->>n&(3`}tIo;9I*zT9WVGJ{H~ACLd%=%wt-0&0ra^
zyB6mO`%n>lfe>)+>mQ!aJ3ccq@s<SJJ)F(m=ZuE3PEt!aI|@})IV<aH!kMI8@L}$>
zhSUuRrLPyI)+gsU&}A1dALLC^Viby_0!=jO=zb2im-j@G@u1q)er>>2?)@zXl*P5e
zENUJ{cm%-(Uem8avsZt&slV<x1XUA1b#y13sU8bV1%utN(G*IH-~+iF2mIrEx+k87
zC#7sCApYjES%7PLs^NaidBX}!irpO}-@M|qD|%IP26lgzYhv)t4ORurSp@|<cKq2Q
z%SHfAft)}*!d*~a#^rOjrg6f2xV|%TfqV@DUuE_L9;Uwq?QcN`+;K0NUfOLceK_T&
z870V~-VtRy8#~sozW=sob!U}3tqG2H`9X?P;-s9XPG-3FWk+goz8{|5XD$>a%sYGY
z4)~{U88<|9q(PRpXB<pAdSVC2>$3j%S#W<P$XaQ_lMsc66F8OcuO=~P)eReP9a9XZ
zoUI1oyaS9I>>0OF6u6B)ayyn^N{5ONq~_zadqX+Xxwjv*d0s7|`r?0VyaUXaNgl9`
z=SGkXIHDLbL_e?WKcbJv;uuedS2KE9Ap#<sfrZhdeN>kvkdL8eL^T)K)59R&y95z(
zP8F45oU{Z^{mPcA=0#}V0gEDH#tE9$kaZ@poCRTZTil_B#z4O|o4Xee?>|ub2SaTz
zO10z*V^|0EQmcbrN<)A%6YMx~fD>rb#gq0-f6mG{m=MTHIyeD*wFp0$%6<%6La*>o
zEdmNn{4Oc{({t@O6Q@}ZRmP!W25C)<6T0$K+qmfHt(9Ut2UD2mUlWYP5+dy%y+xJD
z7FfitNe-&@lpYMbkzb7gG@Gig*2i>ZrWEXqv8^#uQ;5_??Pr_IKGLVb>x$2+#V;PZ
z=v=~9SCSi!8h<L_dt2Q!**Imnm=`cnl*j+fJ5*(QS>=htY5pP&?*;SolDF4c0>=q|
zPx7942@`|-T%@LIvmuQSx9<R|a-pmkQlC?PHS)QxiX^3I)nGhA3~6!S1M;cGe+!Bh
zI45O`hQ<8u=W1j1y(qtyiG}~_%yo<=P1`76WdRkw(XIC7$=cYQL~t0r8hdREZ%QF^
z<BMHMx34aLS-$sAYvm~P<+g*?7WNUCm)JfsU-6P-;R|(2PcgnSnPW7tGQ;d#L*M?X
zv&0u4Rjv{1S>ZeH3_ejRUOM-48~isYbVYJecJJb#6}z<l#cK#bqEMfSh_TV{HP=+~
z)fqdF!B%OQS8Z!4R{#Ms(zGS5#h_HdfXe7=T(jG9qQQZ=IkLK)j_~jTi;?j4e0f7g
zWT?=LmHi|lyoLKl{VaN_K}rER)#|wW$0B?O$c&g68&-VMw-Y`6fqEc5YY(THPyKpi
zHIM%%Tnvl^4}8o9Vuv(8rA;=@s^;U|mzjj*RSUCu(P|(XOjYWzF^=V(^70o!S3<OP
zmRD?Wx!NP`X)4Ow5P}3AD6YXV(zs1EH=MH6vokPNmV)2*s5J`wn)fkp%IqJ$t1!3A
zf)*&;w_0}6q!!s)5RTOX!yEu>hRF-U^gcoKP>llYU_^nzHE3kw`0ykzdhIZzdi@=j
z-wUjyS-6msBk$rgvvg{Ag6q64%c_uu7;bpTw_Y>iocogOp4K$3g+>#h7iC6gcOy~M
zL3Ystd8AiV4KH3>m60M{j^a|kWi+9z`mVy)MCU!Me`mxuM05vcpYWoG9V{v$7?iML
z*_w~g6{Uz~{qg(-51@cDHEMX|{-~6?+H;96s{?!XJ<)hd1TYldCUuC(tugI?6-BTP
za{STI{~uUC>^a?)!)j6NKWYliVnyF-;Z_DRZYnjsFP;|E(&YL(wh9~lw!&Wi@EQ%Q
zkbtRk2yZTI6KL{SU*~NsJWZM!zgB(?*Y|W!sqFWGI-(_ioGCil$)<QRny)^4VW&*%
ze3ag<inm`lmX;O_F_kS^eE?M|+SG>;p5Y-n0H`Nl>McAv(_NjWP}#(y*+j%rP|%0#
zh$!Bc>Jvwe*+~fmt9eO+tlT_%lAq?ra|JWvsFTTQQP||YI)l?e^wsQnvrbY8plRf$
z@=@V`**H}N#RxzC-68+SlPo89xxR_2+1at!BTnc%%`>#pgJ!6%uj$WvdPUxx{v<3i
zjM1a2e@hr;J3Kl1oGAH+kW0}1r+C?e{o7lx?u2XWe`)RtZQ~_RXTo&vWA0(M9sC2Q
zY*-6i$PcYRTPrgA$;hmZ$K3iRR84v58(y9m`5^RSh~$H6VuC0J0791#iGyoI@`TF!
zg6(KZw428ENsyfSY2FHA)hU)VL>I)^jw{zfY6KkPm{~;g`&$j>_(U1-BaV1;cvyUL
z9NukwEkn)bH`~uJj-db-dbhtXa{5D9@fwhC?9IbJ9s3=11>ON@=Xp?&z0VY?q+c@Z
zrH2^1=~E@2KeIyjb<{b1@NH?h7uQnZPmZ58U?OUc-%e$zgGm$u!-^$#GAi6pW3&dc
z#uZkYQ}M*QziorM1-+hT<Tsol8EYg>EnL!h%*ptbfObHJuY<Q<`#eg37?aBqU5rA*
zfAmmyfv&|HZ5F?~Vbl~kZ|v<?NxXBl-3vJgj;4+N`t_G9SK*irYKqKsWOhQTQ19E~
z8QkyhfH1H%5(!$z(_^baf<+zFUA2S=g?(d9rPCKfsd$wSLQgqb7{AH{r4hdi1iiTx
zmkiqQ|KNVDbyh&huILm`+Jj5ScQuh8L@oM@ba>orY`B-);(yGDHS#}?pu6y=Kvxz?
zl-^1_8=i4Nx5Czo-{rPrE5<v-<h&b3^T`~xmeHd@j5liUfE0)9=ik5Hs2Uj<ICyTB
zQ@3VzaDj_JTlFA8`>O?(Ck|RV3Fgm@TrUSIm>!O4B{kCUnVw$~I(Y#+0?yDW1R+vW
z>GsbIErP-`ADhImk`MCJiZ#GoePxZA<l$5^q)RJszD6%S!fiVd3c0OFay~ENpYoE#
z7~?Dh&jFi+Fuu+uWYbjiHKdqHA!(c+%IU+r7AuGNf{lsRnBA<`xTCRNU`gJAd&{)8
zy2R6ANj3~LZ6ZY2{rMtKO-}wO{Bbm5sml?4l9U+?>xFMk--K(ImTS26V_xA)>p%{l
zzbGsnr~AEO*V$iO-N74sws|c#p*ao|YvsFcZX3Z5QAfCZ8m{!*pO26CWL=5}J((s8
zj@owwV7n^DIq`fPa@y3LCr}~c<qE*23^M(%*C9VpTq@o56FFt+lM;!3OqC+{vq&nc
z{}zku?C|247J~H!ghcz7h+RH-^tEa$e7K<L28z#i{pRMWpy)M2<?P+-!-u6TvmMQI
z+^wlQKX!b_%39`JFJ-;Yo#rsjQyg-i8K+0g+()UYPhqNloz2TGnuoG*3|$^AM7#rf
z)hIC9zf8n${?6<&oAtRp;tIy1!RKA3L;U)5d6R=WK`#E|qgUAnrPb8;@f=X6Uc|aY
z_D7;`;DhASq@pLv2|a_lPk0A_6_aW(>D<|0dQl$pUua;OqGu#pF6@npM>_d4B&wX)
z@(HgSTS`xz4#LO=qut<lNM4gl$6B1KYIB7zZ?ATq?R6QvVP?Unr16$*){)#n$C1%5
z&$BI*&8Lp|KqtE{p(O2vS5oxXByeG6n1J7Ozf@bK9+S@vKJyDD1)gb(uP@*c;ds8r
zZ04n;n3k@MnnyVjWkycW_oyKXS1J}VK~(QMLUJxVoeU&2JDb;^tiN#FO%h&x){1#e
zDkG3?Fv?$Cj;$RcVA``nZ<n)OaU*`?y_;~h&MeE1<{9|gKuytPV41otKI3XC%M0xR
z-g*aIa(c>EPcxpYd{jYE!+JH?iQYb1QXTg=X#V(Ek|ypvM8cUS1g3uAi=*d47>_LP
zKld=Df2$`AI#P{hq(laws?<LyvQoTyRf8x_^b+oX|JHo{FH~K(2$fEaqHxa8jQWuE
zYA|9u42L9%O<>~2OUMg|m*QkmGtoYu^&Jq){d)ah1;EsFx<s4}<L-1y_ioanO~|ib
zZG9#aMO4{#6;0$GB#&G6g9B9^N`6|9r*o!CVwhm%?jpF<FQV&x2{bp)TG_8jsdeHz
zUU5DIxgX}9g&+hpp#GBKo@z%%v_Z~jLdf1#L-(&_++*(;rF7q5@_6HD$@kP@7(68r
z4NbCUkdZ80#Crz}SiBxTcz6->H%@;W+IKezTHMjk^498&AIb%hNzY)?C}{~ey|^8!
zwkM~5lY%0MIvd@O+?au0?hIUaRUm&``#76@QSfzh>ol$YQ}v8%@xfot3BmrAHUGWb
z=8(=3$mEgnH1G8e2r_9*7<J#G?{}dlVm+3YXEwz#3AN>*ceSlMbg(w?2fGzuoN>*8
zwPt$KylyOsV@InnrM~O>LYW}I?A}+(Tn!91GSwn{eX}Aox&T`e!C&`k4Qp!+hE9pZ
z<HTM@B3Up0q-stO>sl%p_)O%g3-d}#-hOeTZ#zw%0Mjr@^2}&Hve9-M_wu;8rcL2)
zHbdMH#vNQ(W7N@vF>^0T<X!(?Ae<_<2D^D%{s}Z6!Gz-xax+9j7v!5m<g_NEqMKJ5
zUUlW@`LK7z!|5nr0huT<P-oZk!ej0n&CTPwmvyb7?OVBT!Cwjobm(-DMOUS>AW^pC
z;m7H3S@8`k+j^Q<>EbYf3f`_R8huyW=fd~b088?y+Hy1wnPW_U=?ch|E1m@^nKVDC
ziBv!1X<A7^zm9SFs1+x-XzVpVf9R_(Y8}M}_he=VJ&tDwunF0Vg+>7SIv{2`9lD`2
zyZm3D_KtF_+w;H1ir=`UdIxHC?v2ODm`AKFEfacPhmA=aiR1E?R+)oFNS+8|nl)F}
zgYMRAKS<i+^?m3L(EZP><|2j(A`J{EZYRKIV+I2DV>qwj18&!3bch2#_C8o%HTvU(
zr8P~6&hm0f!DG@lZT@O`bOo6nFu%V<fK?zGrHv2Y=>P3$9J*?aMC(v(*IGb&k8xrt
z(<rh$E-p4_V}av?MzvH@WPl7wN$eXV0f29xX<#baFRe%Ve_U(HXczVGKhBFS$U5w5
zoxu^ggn7)G^;E`|#9MkjBfQij5MHYmPUi)iV6JPEo4L5Ulu9#(ltfXmSu~nZU`n^+
zE>G&;lzRxZQH8m?3$_o}azui^#3TlLyjqljCP1DhyfhcX`&K0m6%L>zh<JZ7<w{&N
zB341?8*UYtD*<CldTTi%RN4rM&^Xab6^0_&v43xmO=@uE1>japf<Cw*;EI!i;ny@y
zc>S|8%Bz!=K)X`}mLg|+Z;T>-(S$%H@F+Pv#DT$f=*-UXX?`zYi$9b9hqf$#a}qZ%
zExmP*hdReGS9*!AI3M0_H!O+IJ3#kWK+k;>t<fF7Y|#q$pynr?{gS&ru7nkga<8fp
z2PqI^j~Rkh*Bm(v2K$IBAd<#R|2dSXTJZ3~%~LsODXT99K9*QeCA`YZ#MK&mlIyH&
zGDpC}FkUtX7{lg{^SHWOu{819v`zd{nX|y|wQ*i*%B3Xsl;`Ex4-;q<On76na?4pv
zmEaMIFGWG^;xOW`PGm1vaF3jJ?-AN!^!#jsF#Xe#%crjQE3!LbR5MZB^|)tR<)tj4
z5^a+)Qx3}gK1UOu)g1`7_TO;)k2Z<{1i!Vwco-%61j{YnN~J4)_if0?-s=K^2)VG#
zLi6R9QI|2nh%YbZuR`q$tUg%xT79!zQ>mI$643kAFQxF=j<$q@Q}EO_B0?zzTUncq
zYM}hg2*w*;y^kC{r;>_jg&0P!uXY<|2b)S-DNeQ{MS4&hO1}N=m>jGU<XA{|n8Su~
zIT%maZU!TFbJfL*U)IgAy^-d`^*e9>%;}h{GdMkDIo*V3TuG0fTy(O5<TFX#B4miI
zU$#Yz+LmZc*9X;NQlir|o610KIBtUC9S}t?vE4?-mP4i17J}MMtZ(IdsIv8XmRvea
zKttp%D78XMAlcb$s?re4YH+okVVKv5N}O6M=D@Y_*~=BlkPpn?n*agXL&TkJDG(#w
z<E;hmUXD8Us_ybwE@*Au-1-cK(p_oPH7K0Eej;OQ*>EY1PW*k^z+mzmXw0k!a>!kc
zNt;EME{;Ef6W=+B<!2=a7?yM7@p7bUeJ7r!;5qqDsNxZwSO!Y6usPWa2HJgZjYVag
z)idT(%4ac+YDLL76D$oqF1j@7`$wB4D~Z?D+w~=yU1LGr$I|5&9~|*@_(1%;C1_K6
zTYrZeg++m?;2G<lrB>4F=y#W$q-eMdE!s)lPJePE`RUKWF+Q4Ts#U*c2RV&P6cor?
zE{gt3Elj-^oKp1Y(%PY+)Ueb7a=d5MZ6VmrQET>gWTZ_Nxa(I)N2$s$O?>-}O>Zd|
zW>ocK=i>2GxR6W3i1pghhJDExc0T+8{g-`mFvnf|4`t&ErYanPf%^Zt+0j6MrEq0m
zA#gw{to8R!fzOSnp+Y)lEO`Vx7Icpb(j8pft|cYFr>)uY3FdT@+M#(6s)}y*Vw6jl
zA70iRMX{_1BLTv!e^z?W6vvcbzZ^!GV6;S~T}{#$WL7P6@=RL$L}=BLNFY4ThHbtI
z#*9@#m^a@63pt<8UP>7XQqj-mPXIkdthz*hLz%!8d5zj51fiep^nP%m8`2{yR^yun
z-+iQsqU~lvBqJ|GwL;Ao*iSqy)%6DpMMyl0Kpa`yoW*l;lU75pk~~}XZ`kP`hT7Dc
zHb##3$(F$kUbNRB?obL4!>Sa27<uE0Dq{U}XvL30V<{JC`4xZ18NpI|C+IGIlj*<S
zr22ssAvwG}m3iB}3)YD(mO!8gP%~K00Y83=h+UsD(o67OEl>|{p6rTgccv2C1jYUP
zf&F*sGhBuhz1I?7Cc_BVS8kF`%_dXs_WETufliC4GDp87IZV)kw}?WGOynoR=+2vN
z5NG?HB_ErqH&kTwTgPDzGsvSLO}@eHa=b={k_W|GZ66P8nT<Inw3~VgjIpPw)U9A*
zzO|enqfQw4lLTS+Ypoz6JJlR)aD5yH-1Jc;AlJH6XxCOQaE%0HaO9}qT=pm5BNF{v
zF~wmR=0T{0`ys$t{)?6cbj>Rj{H;_dQLnf5NS&VTkF#$%(`qxR5nd6wZBOg$lUf|o
zcW0!qdjx4TR)6<bI_(Z?rr5o$S?*^x=Sr6eh1QnpU==?IMzieza6g=UrZRs~F8@pk
zZMzGrMRmaCm-&_pTVuX?VKABwCc<>x+?3M*{P&&oPCWEG1&(6bHtTzP@xPd?U%jo+
zJXLs6^Q{HF=MhQ#ipa}DdZ+tLP~fk|-R4}P_7RBM=6G)@S`oOprp%gCR7ftuEu?DJ
z31~5wGO$;g2bUKPRVq0w2e(|g#-7KPrS>2G{wt)3J~1tu&s#8W`!a}zYbNxP)>2@B
zsdZc`z#eM)xg^HzQDei-lJ4%`7P2jus#6Rp&2l%-ZIPBh-BHq;R<bt$=1_&aw*8W5
zHZGM(Xeh}Leu#I%W0X67g}%8X3WJv?!zV~4jVUMTqYT}YzhHpSLE&NEDoyZM+zw|Y
zV7CZBq<|GKYp@!MPwO1&u({H|J9v06Pd5<6iFmUqFdv^M!{ZctF>-pIp$Y`A%eU4i
zN$p2LxX?^=P&T4zImWoIj{4ofGf2N|w(Mvd?1?xB!kJ7K3pY_7yVVC|{<Y1ffh1Gy
z+IP$Z`BkP4nvkj)ns8*WK1-(<JEj>->g{6U6*ssC5L*BFa^Jy!DNWG`RO2PLl=~^M
zyfFNe0B;;<=_r25Fs~)E)NPOGC$Xm)jg);+foI_9)?jY3+VPoouzP$HQm=o}TeIZ8
zAkG+XE-LOgbl`YGTc5QNft&UY$P7V;j$a%eN-Jayms%Ms6~PFWpJ|Dy2Huu6Y5lPK
zNDRv~0ycbg90xe@X3ofbSGq1`!aw;iHenNQ1tyDpZKiY5kRrKS`U^IlYczD~1s+o0
za4Mzv|6kr^p~->M)9|v)pR(FXR$0WzOr6qTzIU5A)Y*F7ysez*eg_Cuc4vfrrzMFk
zq&DVoQ92mG`#fOWjkq5@H~7#wKMd^$-jPH=>AE3F^blWhsEA1BMNYe3$BRFE%wS@T
zT;Sx@6Bmqj__xPlo)g$6VXD>>9YR+82WVZ`^m^9qFsjBn`#h^<Qa466bQct76o;rd
z`}<#NNoz%mPUPs)fKOU$s33jM8$m<M<aTrXyjRcJ&i0c!<yN^YzjkAsK`PRPh!y&-
zUchE)5(!#Y1>$hh&H`msx@9QSVi(Yt!ck``xqZa)d(!-fE(EjyB~8XyF%WMj&;Fne
z$}znS;K=6w6A|wLfU_U(_hiM>Ehp5(UVD(|*VtgDZ0`;HDP_a%cd9k}AWk&$G@n!p
zs#KGj3nz9pY%haMyD`trKdo$rl8;Rged_Z>D|R$|V$ZHy(Wm#pU4XQQFM<?&0=0cl
zUh$r?3(daWxzd?fv#P&ga^mT@N5$AQSAnKp_zirFsawS3t&AvZ+K%-&i^{0OR9Gk&
zBGG5k?wQe7m!o*eqiN+Y?0R<;L#-($a~z1tE?%P=hLQ*@o#}WVpB6|QY9xzRim))q
zYRfuB9)n!oXw-#_*oe295k@q18m9sD3$L5<5!M!%44`>A&(~Z+nazy6RH*0t04;TI
zq}KXI6st4ikjmR}@A^*cw(#{+M%sTvd_fZqfXX|86?U7p?*zBsZjR*o0#zq)+NY~>
zlUcQOLa%+LINkSJVl_C&&siCFel+isa5@RGHZ<2+iMoUbT@^HMwLH%_?|?p{iaixs
z0vb5u^=O)HPo1)yIOYPv@lowAk0lld+%<KHd1xU|TfP*E0=a^ad6QU*OZ5I~bv<}e
zO`vG)HtwcBrX4tYCb_A7wQGM~K$UJ#OzSguTPt8p)?kJ^7BjMfs*cW%lBz%}bs<Dp
zGc-CMP8*q*jj~ZSLvNH{*P4N`DQ6XA{qzo)v~005{xx+oFwcB$b4G1P7MoYqBrlA#
z;DtY9RcM_0Eh=aK7QBw~Z(TndLo$Xn?5l<BH3i@AzckM+8)}&8do|L;cF8?M9W|ih
zB-B7Ca${rHSK1^i6)mY^RHC|#CkKmy=jeRLjH`mTM6T>))*PT|lRm<hWv-P}8j<hp
zEtOhE-Sw<v+Unnn<fYSs*l{H>;Bs{RIRJEx>W&f%4Mn|P=$b{-Xc}N1=J1wRn{i5y
z%7{+kTaCj~KSrJGl7hn8l-9B(TRzkP18_$%KY{MIUrA#=O@lnm<A^KS#J&_q=asre
zbL01x`PQI$cv-5JMBd5fE{spKrNxZ23dBF$8;NKRywto%ajcAF-x^&Nk^6|HEQd82
zQJe3tgcnw5!_Vz4UI6TUe?f|x)No|U0eEp;cNXLA3S3vx_~!izra4ex3i)zmpVp-U
z<OVzI*!`9gMAdCO+kY|Ku+}g_%{i#F1aB0(3g7v*mv<|Zdr+D@iVh1IDJ(GDp7Zf4
zwYJIn1<c?@vxnPAV7tajWVW#RRUEV0RYo@PS5As&ay(&@Vf~`|EJrpa8s?c!r@aP;
zHxme*s5-2()EZKM7j8Uxs{g?=<$GP37Q+VE$K7xS!JnP!49}m{tbrU@S8KV+7bCaY
zUda{Ye#vsXepzLQS#3?bwlr$p8g%~m_nPxW2+y@~l3d45)XK2F>?AB~-<!U!(SJjL
zne2pwEi1L6gKV>)I*nKUR$6sN_@4uxy7m^rmjP#TiNZgaZ1k}+#>_=JZDar<cNn5R
z6{5*hGr1<~Z<<y?6HD`Zr?p*Xf(kd4h3$-HpQE|j;xb}|R0I*WH9JuoG;Oj>b(d`j
zhzHWnjQs+in>LJcPc>&VGsC5>y&OiKnJzfK=qA~y+lb(mH7yW(mr(a0cpCh5RdU(p
zH0zh~p4O2^RO@HgWRGVu8h5ZBcni?#Ud5acyKqT!7GztS-@^4Y0r(=obV_b(YkgG9
zEA=H>6;PM(?v=Vx9c>W_P1YZ!#GK)N+?ANNtl}JNW?dNw)_Hx}DWxjIX%q;*gPl3g
zH30D}ZWt4q-BdJSG(76IDOPp&xL|{;+-p{SXXtC}ywxT=CPIXl6-#&08-xp;B@KaR
ze9rX_%egesIYyS84q41I*4C9wOlxbzpFeYNps}VMRG8AE+c|zz1VrdUR+6G6qty41
zcsY9zJ3a9ma`)yV^Cpy(*#vBH#0=`jHzk8(J7&t*$XSr%?FWcx8!xpPa647or?Sa~
z+pXRKpYO`EJ~xKT&YPh&aAooBhu;wQOXlmkInc|B$4W(Nv1r(C7rN_JnOYZnCDWCS
z%5yI?S~zM(u|y>Z0SHNK3*D2$Hm6@g3!YIY4Lw2zZYpSp8kHq^P6Z$wID6m8!ou_%
zqtRvN;y;}kPu(<PN(2kML`5s`a_X(oXbq3{5XQyucCRf>3=d2<wev(cg0<V@5S)I%
zJg7~(s8ixj1fBe$_=Z^EVBbvKb5ZH4H<e#Ai!sHdl7Z2bVc0>pg*WZ6ruGR&U?KHk
zY_1YfWca($xf;jbO1R}WsSH^kSB{n4udvleqIwMnM@jDhvu~I6)545#%aiIUhx_9-
ztsx}*6lT;-t9z|rlAnpE0M9-%2^y(8p7OFxe+HYj&1JX5O3b;Ps2;oGv$PG;rYwS(
zhr2W(JMT>TnFiV5WI1EZghb&?cOCYTyLHB0E8Fh<wL~CS17dEI;z_uO&_;^i(;Qug
zXNFwBpX+g9t$gjz|998VVEpL|FXqO_^m*jo0c^y=NP8h#)3txJ^>Ehf2o$ag?qHT|
zIXPT){wa(c>v?SrZ6-;+_V}GxtU$8t*32#zm@6zWKQ5P26lXR3`D&_ckoSW;O(Y*G
zmG2$UP6w<seg>(M@20lC%87%Vw!~1Dhz&o=D#Ask^>}|uU85_2t)x#{#b4H!6!mi+
z`4<FB^;RofMNNYoB;dtOmyW*C8!N@zH9yZuT<sFm3Onr7kbESV=POhghMSX_uC#Fz
zuim7Gh=guk(gcQV^UDc}lm?5>p4BsT#)Zb!;p~Z76gr%_nqpovKf$37@?~3;mgi`v
zyWW3wQqKHNLQa_Yw2%e5>%OH~Kb@?@C2`vpSdcAUlZO~dL=ektweT3UgsZx!5J(A-
ze3wb9HK39;R(PSXVVy{&Ch@CMySQnx*CG>d`H2$w>Rv@wpN^lJlJz6%DL@x3to-yJ
zd*Wg*v6mdS(b(q*{!<6-mbfklh57ciJAx8xW;Ok8X&tlIP3<Q2%S3&ue#_*}M3H2x
zwkE&-3S>(Q2~eXy3NA4W@YO66t<YAG&cQZNi(|H=)I`VQ6q(a&!b~D<CgYCLbCZzu
zL8EV`2qdSfDp8YpBUx-s&*E{$O)0gF;tuwGWa(ngCPHE%s2`((8GV#fb0G26<NWjL
z5Tcz1)7bd0_6ZMj%4(s7EeCqASrivLWNHQ>Rz^pbhELZDnDjU)v6kT<HG3i7#E3HH
zBGPZ1_>)8=?R92~-5brbLU_wjIUAN_>X$&G<*o!i4aHYOU2YyvzZ*gvDU^QI|K)n!
zF1ZIQ@DL2`tY%JpepPFoo*cc&M$r4a<c#GQPs#J7eCuw^g_+R=6TbT*Sn95h|3`Gz
zWQcG!EvZ0gge)~V@kq{bnD}+LGla2Iv#Ju;TQn?M7^&Qp`x9?JnN7B`tR>rkGyP-e
z?zVy7+hNIx4GN=;%EqIOaHbPu7+-eCnv$Lzb4p*ZB<Gx4@b0G=w1J#HdvBasGrvL?
z^T$IiNK&~#5Yiw5d500rnmWD*o<}}RskYFkzFDJ3HJ`9m;YL$K#1TUMt)h;$c-du_
z#CyYCf~w{+zL#VBit)uaAy#ckF)Fh&)G3ndqCYl+v&>28{6YM`-JU1<SP8hgz=8aJ
zT}o2I=W4R6ym5o7J5Oqv_5M=ik@2Eoe{bl<Orm6=U<3DoA9W^R5p>PM<sK2CqCf4C
z5+;FOsA53%H{I*oBA~Cpcakj{7_}>MoOIv{9#C}f<J#p$!&Pou<~>TRu*?p#8M6_z
zKWj4~dZE)3>dOVFGRqeBf?ZKK(9$vQ`P*xn<6a~3{gZm8c6EYs8$CJUIr(j6cLQ(I
zxI(HlufPI<r90WmxUoqOz0(tZxMITqm0a<_TedOakbq=gudsNHXNDXq=BcL7T{UWa
zxm<mljEZEuHN{y~*7z5%_XZJYHmV!3T=z${9$_QDI)8DUP?&Q<#^~Qsm8YmpOZSkB
zzrr0#GsYN)U!WzQZr%*bkp7wJZU8r<FSq|RjX6n@eAf%`whBCBr$R4uM-MrVUr^??
zf^pD}$*mmT*N{jYGOZ~4chw@D(G=lR2XW_3x3ikpIl?~@>;OBy1EObsi`(z72=&=0
z@Rt1rnYB>FvI2fhH-^_zX8HsY<p;xG?HEPd@td}J4sAWtsE1u2W~j#>wzfBdt^C!H
z2Gs-3bs5r1lPIZ_r2ZEGX+f607|At-N_UmYPeU`rVPl<STSxodNvz2jjb<5Fyohn{
zwx!kXB$*o%FJJFf2bcXSCMS?r{{TU)qp>XY`zza(vscN<9qThwyuX&t>NIx4Ap-`v
z(WolhqKUg!R;hkPvy_`8jAFT!FM8$k6)j@Bj?($=gAd$b7XJWvR-b~1Ys-wth&C@Q
zewEGIOjg$D7AG;|lm5`FdIihFJc^ybC-W87_A@<aP`O31Wf!Oiw>7}{g5^!5OZ}qR
z=lDJ9^!k;<M9KmlYX?&oS23amgaOwkvV?5PY;By1)^^M1GyeUKNXPIsbsiVJxQAJ=
zSmsraqXs>At}RvU;D$L0=gcj^&+wYn)2~(yLdsDSFjLeVV~WyB=t%Y*Lgr?j_Pj@q
zd9Nq&eAD^zf>!|cuAb{xh{(^e$v%x-CcikkxN?xol5?EoRy5$#DY8u_W)R*;!<C6Y
zn%16=bsLF(M$eesFVxlroaQ@A)ovM)7au~kXHC?mNu?fX3K-(HlDZ`wl=n&Y6aI+g
zf!x;!svi8X)7u-#{cB$9Q)6!6%tl3XHu4j63rtjJIrXWh8x677Z;>eJ`{Hr=)jF|1
zD((LOO;7cz^`Rj}6i@+06i@+06i@+06i@+0T1yFxLRm2sN25O(`g+u+drM^k-aj^8
z@=4S16agF>ZQaCs<AI8HY;bB<(KQIyb3oYjs<PeBJ8qIzC$~K+KQaFRzTceyXfA`P
zI_^tXVd@5H<HOq1l186!eMm!9>>$6qo655iyLBOR$GNR<F?6*e^H6!^{{Ws4KLGo;
z^q>fak*~18vY3V7{HKa%{380~&!4c$SoYd#t>(3Pc092miV$)mLxKMQ>#Abv;2eph
z&-=!JHOGZDq&YUMxH;ye{{VzLTV*nN3xm(ztU)yHzzHNI_S|aFMuVHF<Oj52j!)Op
zfHaSW^{CSYKnu?;(yO+Gs2`e1A|B>S&zkmGeo)Mjj*1DWH^29r^Pmlw{6Bp$D7O}z
zkK&jLdDC??a{!jyl^vzxu(!AOkLOx8x^uij>h4nou72}%e`Ou$0@LYQwC(m_f#0qX
zv&B;W&A3<E(nc5@V98V6>nF=L`g$9CeuU>N{{T~2W=B0(&;{kwt`b0e*a6OYkW}{e
zH&M!6WVbuJd7`p%eN9=hvboeJ@~zad11x(e^*+=AsU$bA{{StmLFtb)R1@h}P_S9<
zZB&t*8AfqR_cr=SG1@ZEb<w9hs{a7H{xy>B(m8ix%uY!(tOl9Ww<uQBEcWL=>qTi<
z>0V$79<O2tOuV3D^{!%-Lo)?jl1=~}>DUgU>%+}7!Xv9$IUMCA1b%s>lftsZBQL9I
z=r-YZ%mzXHYNJ@kp~ACY;qKjcM{l3G=v(|N9(##yC21sLSkeQgx6-GJ%e9AB({q!L
z-;94cu=*wc04mzvoW8i2e~odOAm=o@oBPM}qQG=*;o_~9)@?KEynl^O{vQ!rEz4_G
zg&l{?P6kKg?OEDhn-I1-o}}e0kl|B5G|m0d{c4V*s7a_?Zz>~+c#b9Lqtcig)^;#Q
zcI<WABr<YIVUOobyN2ABkNaNP{nYXN>zJaIfY*yphB<dGrEQE6%MVYjJn2fQ6Mt!2
z0kq(j!2Wfgr`fgb$WD={-6MJ^>qY&@xws`bi9S>wfKvlX-ppGPS5mVe{{YiL{xvB;
z{{VYZv;P3TzxwshQAL30(?dyJW&YdKR}32lVg5Ax&ksT_OHHoWd5!aYtPl093pk9|
zaYu}T!z0_hKT(xszm%%&P<DarIG_y=>?q6Q`(DTDWgp{99)Sx<we_0>U+;OK{{ULV
zqJTQ<KMcopbrrp)zo*G51S;+WJ@MAF=g|@=<cdvR%sR1F8^;Gc_pGftQwF7NAkWJp
zo;vlXYKJ<d%X9Nc&Cgy=Xahj#R^Vs*YRl=oe~mid!)tQbO<zv~JeQaZezk>0Na;Ww
zG4Qp-w$~Czs9MbxvH6NHKHjwzy|0%R-|b5wp3LJv&Y9soZ0P#J`M7IKfMJ~vLZ^?@
ztwG{lAn5wUkf{v>pS*>KLWhw^3ylzE^3JJehTxsuKU#zP4&4=)YgQ+YfyPhkSaegc
z9R;S2*BrsASr$Y%Qy>J6{AQLbdvc{@)ZkL1`@;sX?d~MCxJjZobU78JtHA{E$EjKj
zMK=<s_ayK6^`HqPu(X%1s|fvntqZ2aknBxb(5Yb9EC=<hN+<)Sv(V+4q?X@Qw`Py$
zDu+2Aomgvoi3V3vx98vg0IyuEGs$l%$rF`f+*Y8qU0NoZ(1p5DnIH%6dX@hG3P4Xb
ziE%R$bqjaT`(mRy9Q(8OyK-@k9<hmFNF;(OH#hf>=S&UQygw|?h%TetI8dWG{cAyV
zc6T=KtJ=XJ;E9ghAAFkR)<;$huE35#&1+lTTk2?S^%)9J{{SrRef=BSm4LN(p(JmK
zHM<uFjHH1709u6T`;O(+YzSO(Wdr)wUFDqCQ<$b4^#`*LQB~=I(nY1-+{m#(ePJV>
ziY6H~1o}PU+>*;`tfvGSfFRZyvm*vpAdZAq^ctm}qi^<YU06z^5nV_3hqDgj@}*!Y
zjWT%E*Uz>ah7a#WB5Be@++AA}{>-AGz0>Bi3j2hxKiriLRjQs(tuQto-dvC;LVcvD
zmq)*s<`~*e0~g}6gRtnvuh{C+TOopB=UTb><3G$E#(*V#67oE5n%}Sd^%Xn#e)1rW
z*S15R0?rAju5`to7Q53WX`lly89zLKQR(kl8=L#b^PmoitncLDUE3Ug(@KeaF{#{T
z(W7uq2@jE2TbtDWbu2eiK>Lx;xX%WV9VC7S*D%VzX5<WmFb0u48LlHf)P%4<HYBWa
zMcB*}G;;Thw+HF|6;a;eCn)bCu<8jk!02S~Z-^a9HtJW|s*n64y3i*UQXQiw12`VF
zmG+6h=d_>q(Wz~<3%f~#u+Jj6@4A35j|^*WxmyX{dgWA+QU3tKIjZ-xk$$5UdL2&N
zQC*W<J&n=h%|rXP`i|dR)g4Pu)T|X`nc7Gn?o5r8Z=s+FhL3t=^2B3zrfJ7Sy;cCm
zxjnN~H@<VZv-P8U{{VfzIskO=OKl;JXxSWgVTz8f#i+gncPb}{c5b8SY0YO1)BgaV
zzbF1#Ir+a2S^%L%I!N9b3P`0~bp&!Lv;d$MU<XohU2OU-o|cOmU)i<SmagqH0928j
z0iSy1?G!ca3VIn7ezmQujlLkcg_t@3IX=oL13LJ*lP_|!pH(~xh8U7Vhm}xzn$oz6
z+%x^2SoS1gj(eX<hD(Vp-O@7&3IWI+atHX(1-NugK43rMd2EN#*B{ol?0g@kK@^vF
z`u&8FAO#XR0o-%no-3V&cfoegbgJ;8vJ8Fvk;m&&*}RhIT8ymOF@yv0VL%#}sItWH
zT5DDi+pqkykL1tlb5zsA`f*Uw_=eCi<f!?-T-6w3w>B><vf@!5<QeLBWBF8bLFKEm
z+#_vOJAHGH@t_T8v@Icy)2rK)>SYQl%w8SS453Z!tg)Um9op_+(z%_oVabt3+;l#*
zYDIf3L&y_}2GDm7oPd9=0Ccxr8q=(&Yj`!=C<p^|k}xgE&IdI@PYdarcYnfDV(d>N
zAN`eQYHd4eQiqvAL__m;`9&d~;@%L^&k@Uo;ChVE1(xvrh?FSTZ8rY^c>e(U>c{*d
z+HNvDPpAH4{Az?(myHN!xQymPn^|*?Gn#z&W-UG`)u3sa%CZIM2jf5+wq6jjv(wvD
zpI6ha7tHdaQz#3&8Oi7Ls<U`?H5s=};(aT3U}jJUu;!{utx7yC3<3x?o07!sJ#qD{
z_Pn?Y3v7*i-kFaBt~%$M0J$fIVv0hot?7hks?HDfpm=iBoE>{lANJ6HjZ%u{c_&!+
zLc5=4>~yKbuCgGO<}^ZB77NoE{{RXA(y;Jlwe`}%z9Q399!cH~2YxeG?zDY6J9n|O
z@jZl41BU6kLOYY1&G5FPGx(AvB?^R>1g~F_star8mikqmNaH~x4clk|kKx-ua5d`&
z{{VrH@uWT-w<im&>E!#!2lb^Fmr^zs<}IvS8D7Ib;Z@_*FJ)z2(Q*kH9-scI0J9&4
zVRj+4%`tJ@%sKsQqJzVhJ|D1x=xaJ;x0gyxQag>YE=b53<nU{gmr%KiC}iCWd4RS8
z^ufn9udHfrbe#}1aIt8ZwpabL??4dE;rmJDX=d>?i@O|_ED1lYM&29Kz{v3(i9Vcv
zjRttUyM3Q#-ut(Lzjqn;_Nvlf+(5B13t!$TZWpEr9=_B8V0dcK{{YOvrw{vRKgP5)
zuLRrPTr(YeOlV<WGE7c74&8g!OnSB6VjFD<kQ4JKOnx<?q<EI<Ip+q}(2)}l^=H%T
zKn&G%`Lzp?zgE)3NH)ZYa=TG$JotZU!)lsu)Lbd4o5WWhSeNXYehI)|EaZL}r#`!J
z86?<g>_Ubo%02%88UU)=2_JJ()8FZEDHlR^89IiZKDR4cjjdfn=52>hO^U2`#ChG1
ze|m!d0AG?DlM>rlN}vO~%00$?XafD;hUL<<#I!nwogCK+B$Tzl2WjL1`WnxN!xr)`
z={5Z_KW{h_{Oe1^I_=DNmeCtqM&ATv6B#6BN4;T9eLTi&!*Bbcll!s{U#$R5E`em3
z+pgKZJqYLZs0NJ-ece*e8U85%{<O%q$g;Ue0gNfeI^==t?^Z?7wT^xN0B3n4#>6SZ
zXCCwctEBi<huUvo)a++lSc@=8hZ*30rm>sDx2!{XwynFKCI-5X3u|Ug8(xxIJ2J7`
z1GmdKZ<r5S=hIrcbp{<G&mD@y-~3eoK)xHfJU!)vXVLBeH1zPb+?m;TV8C}5BCLOF
zUv+&B&5x@<-~3fL>UTr_V73wan3#X;)BtJT6ukR=yZyIL8)Z|?%KD1A;vWgi7P)ih
zYMNwwn|2MtgUHWHp&q>?H*twH%OAWkgg(Dov8!u0S30Ea9+_(31>8hTalrSW3P;0n
zhR62SnU7zzFZk5I@Qd4HKk$%gfA{!*jY2Oq83t2Ihac?1f5w_+)ETgJn2UOOC;Vsv
z&-@~=cJT(4{{Vm2{A+#uG}^a=B)Xeduq~&`BNBPQf~U5B8s-Span6w#2mY9!@vVzJ
zersO@-asv_hHk(p$Z^2*%>ZIapv4>DYW55<oUEY#09shIOGz`kS+q~7ALB?hZ?r`_
zJXX-Us3;K#+;h{dB=I_|ult7b)mZ$!cVpk)fG&T+F=o;3kHlJOK8+w#{OWBhMGJ6k
zq}4Rnx1Z#3_Jz)S5%}V<*6MfzH<NC5VDh=^_|}cKxpM{WvKw1dy_4o>NIa46Kn&D8
zDL$WjHMF<-czDl4Z~-H+{HmhpPI+tnJy+D+3fl1oy*;+SIvYzSKQGMDl6nt%Y}(br
zNh(JjgU1|b+{Ag^jym?u0A-y3bQ-Rlf9>IFSaeBkr%5B#^wo7a1YEBbEZW_|N@M#D
zoY==ABj53+wz+gJ3_oSl!BL!;$Q?85KpPj{7Pr(i<kbHFwlt_^-?Ct{uGT-^9M(zj
z#h~lr9XCGG5Ams+#TN%d$Jp%0@5V71$4{+NI@Q~(P376Im~b$iKUx5pd^cm9KZtAx
z(1ZPH-|&rT=ckD5KN1J^s-N0-O(w<`#24Ah^!;kZy~4fBDLA!Ma^aXSOlRNPfHpMk
z63*l%n{lpb)5RgeH<$xNeMdE!ci}sGX{AN+2AKOCulmpl!Su~HPQNLyTO!2{-Twf4
zW;6QK7h09f+QiU<3J*EdF<u8IfDiabVHn-5X~26*5A~)00EBwiJnNPi_1-_mp?mwd
z(6Evd^OXC(o$6SxFCHl5HxVxK!y9=R1pfd^0MxM2tu2s-@iv|1x88|}ApW#p_&-lb
zp}M#67N6x$oGD;7k<@23oh9@C0A@otmNuD#7hSo=8v?BAI+Wk=jA=|ZZr>sMzwH_T
zuHGB8QU3rT{XG37ALC3u9D^V(x2GKX%m?+TR_Wx178eouj$3*a`?$_Ol`>0-)nXz@
zU(8b2$4pQL&9{b@$fd$~n@WyOpe@3m&zijc6SUVH{hL?Q673MYo?L@tfz<Wj*D@|H
zGXTVFWdz_RNUa|aYcpGFlCRm}JED;eP=Yu<^Z+k~tO)u1OQ$LH3=j3FrSR^Z8N&F2
z&O`pl{{ZXNOB??HKIvhYK^#Ok&9|ljBfU=@)x?pZN#TsTvEh1PpYWgy5qM`#Y!>k?
zjAySszgp264vzM!w>~4YxP0IQAxe*~PHUWw`u1QIr9ucNEGf4N@yM*R#@w$?4<j@I
z(O-C5PPMsMQu5o%D6Qtb(t>g`(-l&059uhs@)xxP^u)^5OIvwG*2k0QVIEJm!Bp;T
z+TLkX?FlBx)$%*%9DcL`pq?MooSgWA(S0&M`t@eY2h-WoJ$A*Q&KVhl1|Lk;Ewm<a
zDS6R0C}IBANErQU$+ovdom${Ds=y`)<Pks}6rLB+^^0b>vDU0@?hpecOu<n5gPtoM
ze-2pNu~+d0lM(*_JjieBOwz`5oniNU(8db?0N-jqtyH%C_MLNaCCFJLBV=TK?3w_r
zb!h|)L|2J0^#dQ)tHd)P8^V9J=~r6fXu(a<I)EFI>;C}jshSl~Sj!OslOTE#llf2v
zm5dNwBBlNPl(CW*=5QT-!OdiAnqui1w6<wF&Wnaw6mUTq6u16V5)o`vrtAVLe-g#z
z-#|-lFKrVO^+7-xmY?za2mN$k=Ur}?`g-`~<kVnShbp0D=oo+jKaFyBd|zAt0M|wS
zb+<LlYvOC4I@PYCafU=VZWpLN-Dx#+Gu3Z2%`!LN3~EPHwgN}<u3uAoC1Mv4ka7>%
zi6540nv+?wia$0N)Po<DL7Z{*`D(e<;gSg6XT2=PpWY0A=rs|8T}Ig~uN0<tD-`iB
z3_P-@o&g-yJ2eBt`nCbUDUbW;RPySU5h_a@H!@@#ERq5<j04i3vu1A&YLCav>7V=P
zR)n69;Y&RZ{{X`=vRg*7#CFN@ZerbXYJ00aE*Q$W^3QDAll^PV4y<B|F&r~nyC4i=
zeWCH+7^}xulje!!yd?tgB^>7--u0KWcfHEFdsULwBepBJ+!nwF)Pg@+=e13XcM^z|
zCPD+07!BMUR;tf#;tk(x4I;B-$T%ZD-qk}{mJhYtTic-#pai=dvy;wG=Zet?+|ZiD
z_}H$g0C?UsP_57spaN^UzS49^oxG^+N)F2jI6s|vt=-x|;%UReWl189a2sg{V8I9L
zQ;lK;f=L$dP!b^lhVk_DsFW`6ai?Q@Q<BalD{bXO-Ot&N_}4mQw{@Jzi99&Ne(0eD
z^dRTffp-<mp{8s0i*QzA;1Eww;rFQ<`!*X}tDUz~h#07jM*wa-0(kA3q^u^)Ih9vM
z7$+ZTAZODR>KYY>hjrn5d6L#0=r$iPZY8>!@~IiyObkE@(-J=_=q)wNcx{l}THU7T
z#!M204URWpgXv0f=39bxI?K3p>veDRI90u%KjU1sqjQ-;gBc9NXb=&P){<Rz-dK)i
z)V5<F83F$Q*=o7H(_)nUq8&ks09kzCI`sY;BNl<O&XUl#h~SlCjTs`9T&Dq!#^)WX
z{{VqgOSrzdx4gEE=9IIm$TPq_0QIbW9_kB?ek8WHFvcR6hitQD8<J`bHuA;@<ojF~
zA>xqixVL?zf3kQq<gTm;^n0s28*;>0#9}=Ul27%nUsICKGR+r}7h)O%)AOod+g4yX
zw|z~K05StO=zrif6YBbOuZLUmrvoh@J%8XeF@s%3-O6|H+rF7B&m3k<28u|A(Tw1N
zIrph;+R<(_6R1bJ)G6Mi^&5>Bw-#@tUnEN@lX|FW7#t2b#wsmDtTAYfBtlg3PE-5C
zdE%@`sNdM>=&1IV5P3|XfRU4d+r4wTjP|3XFvRQ7n{t1xbEjFbjj<fsoIyY3pPD{j
zZ@W=Tsi~3HX>Yd-9B&7M)3?267&X*xMD3`Xo1+?=IdC$_AtNAl9eAp7MF8;y+S;d=
z34xd<bBv}){OD~*PDI_C#$Z5YECzkLQ#5Io`&zn~ua>3>3aIP?9175rqxgAiqu$zF
zLwj!=ld0YsU%CfQ2d!^i+38RgKVh`TVj?F$t$E&)s6_>$E3EN4$UvSG)Dibj6`(b!
zw-k!|P$|egI{sA-4ZGZ=^e$?*5GX!MTgHHLq65$4n!wZy66xTyNG2aLIt{s8;{;W~
zeP<$uxwyUo^R==LK>R8#UTrlr*#62VmV1s&vmd&k^aCE%X$YEEwH_zaP4btw5yiX%
zjy8()jYCY)<HN&cXhSGtl_cQuGtGI1rz*p%Sjf@&tK^_4I-isZy1KjyIJ?v%VA~Qf
zLEG)prcl38r(=Hk^!OBrEv-?p!SV_IwaiI!k95JKx0C^vUnqb_=fz1Trk4(i*EiA=
zl14z_b?r<Sx+x^fHS?+Dra;|}*~K`k39`<E<*kQ^)+oq{?UaB|-TBnkO!p21L1kb(
zvA}RUeJgjvj}^v|;;EuR6n|x1icWAht_5@P8+np8H!#FN0PaJd=TssGl1ArrWcst_
zqh~nznm^S409v@x+Qj(&(0K>@5nxii&X{8R_e}oeWBE`6L?i5W66cnmZ|hcXBX2tV
zlE)4Q%lK7gzK-SWZ6iiV<DE#!&r|;Z*Q?jJHkR6*?X>SOQzk>keZG_doS$f3QEtBv
z{{U4hwaX8l8^8PO{{XF18?7jj`^&;R{KNbyT747vP40c%e}w>0h2<KADyBs{)NNzW
zTD^FMH2cKHF?Y!K#UwWxG&fPs7U;4tZdi36g;{A0=ZE!6pr9$b4bM@U0PcJ<YoJ|t
zYCkT@192bABRI<z>-kZ5mM}!iCZBFS%qRS7i?!8sv1*uW%SnobkV4s4Bfn2-m9=Qx
zppNfQF&+UVa(^nzk>2+!n?d@7)`h&d+RNrVDTIUn0HIb^psJVlV8^mmWe<b$o_Hhh
ztDkGIXFhGk;C@Py2XDfu-cFNVSVtT(qK5~3r<cohtq_gfH~TTXbmLTnO&bMN4t`L?
z4z=0d>Dq0)tYNT$kafgFkLO-=^V%ngZezWT+BpbN@wOQV#t8hX+12gVW=L=KCy<h=
zGC9ZLQ7AU=ai?QfQ++*2DHWtFIpzb8{R+9+9^J&V7~qmVS9Bw3Q;xk&O8SgasPk?w
zTa&w?>DRSJ*Omcu3f)}%jKLcK1B_(xRF#BhG<fjrY)=O3AEB>S(IU|w!_fVn($!fN
zRkyC@X2wbDURf&t0L3dDndIH{{{VoRzh|u5NgvE^pk+b4LgNfa0OKB%N<7FDvD{xZ
zoL@Uxz#MlFAMvhNQq&|e;Y?&R4WL_*kJhTmtw!j}_M7rCkPDCSsM_mIM#aNltf~QT
zoF2dM8c~Zt*$k6KHoIxEBuSOF$>oeIA6#~=PY7FSmmVj*8k7Q2y@X+p${Tl6S!PQ|
z*DMy!)>u$5C8cb%g!kwwTMLVOd+l%SDC{!DHZ}^dkaL=*uB-_3Tm3Uif<_V9+p+_K
zRw8hJI_C8$t>ac(c;buK{T%c9)>`Y<@qf#0L7!-5B0=B&15wGS*xYZG*HJMhH@BR*
z=l%mx7&X*wm0oD%f^Rk$<c*0@@)aQCIR`YXAU+?_{MGXnCVl7*GBU>$>2EY&DprEp
z`e_w%qDcW&&lx{2y;gYy9v{<XWDX3jN}l~iStq8!Wu#o`kX%~W!MV^7sD$8pb*!yL
zY!M2zq*1p_`3H~Ixfr#rJ~$C0k5GW8BqZY;`h2xB>kx-2EV`C(4$~k!9-qTms%<^W
z<`Q|MY4)RANLQVrBBYPbvo!wzDYa?LL6r<{R1?#K#c6+P>1B4UrSy_+!7VW4`eSWm
zMR4=$6UebFWrK}__(l&Eq7mPGKd{j+yg4YE);GOET1RoX<2V@oD)rT^g|<Ul#uwDU
zPxY=3L%f6gK3Ln&hFf(kWrgv%N$5sBO<uUZ5yYzv#-QpDNcoU(r~U)(DjXf}ao<AD
zpxS!wDS2%WKf?B>`R=SePB;<>_HB18tg^<tK^}y2R+8?@UpUV#@DZSV5;@L2z3P?i
z{4H%9aK|AM$Q#U+fjdVS0|OOkl1uX$@kAeMh_pc>E`zw(E7V^}(T%(^LvH{N8om}H
z*aTz_wdMN7$JzW*6x#!V6hNu&3IJ<LOW0waIN+Y}BQ_NTqY5#cbnR0p^K~gZ9bM!a
zR8f%}!Y0NBEeXf#T%FU!9IVSYn4sle+^Ui9%~O|E^OAEUmyPB022syA^r|vmMIFFN
zBAvn7b{Pjb=N&1<SWT8KkwuQSV~=VWRf6a4g6eCo@CBBQec}1M>u8$pB3egrl16yP
z<|~e~n8^mTb_l~m_XqHe>%}IKs>cjbTQbcXf`5Ap?In3QJQ^h)WnfOnqTSkQ*5f~B
z0kPTx{x#0(Pj9r9x@1gaXtX&Wj%z3TekPM*&#3I=V9G!EnyCh*V=-mAThhge1!f&T
z@0wAILu_WS(S4m_V2>(cmQ_uMX&ngsYA+D;cW!V;`ZQgC+!Xy%?#@dT7It%}cFRvY
z?k$1PU<zl5UwzH7$Uo@O4nN!#WSO?#@%In=>-_6O_p@uxuy1J`m0vHZ;}x3@eCYAl
zaQ=0%rK=^&x!fJ*Sn@jHk)P6lG@{T9F<Y6g?R?C(<PHf32d!6^Nro7Nl4=lPa;J{x
zKK}LHHl1Z>69}PW#s*KVP}H>jJ#^L+D=6AqrgCc^X{lVNCu^l!Ts$z^>JU#Vs{tDg
zyN^5$c{N@r-W>x|iNQx%R5G8as%ssxPv)iJjg_*aXCRNpwdA_{W|^!=*k)l7EC*gx
zX0{|{u7FLYrSnY`G03MsX>gf2AZ^c4S`v7CJ<PMmso3(UR2c_2#(UOor6hN^cIJD)
zs)&lQs%HZO-n|P>@ZE*RlNHf<3F^2`y{aWHQKfT+n?<=R35N2<M^NCXoN<zW#<TUk
zGVe~3(p!kYNe~rvIR^*V@UDx+8fA=g21k(@21pB8aXfb(6x1!0w7yh}Di$26Bm<Aa
zns)-Vj002Eu34<^F7Xcn58-XN1n_vyD%?H})`pogHKVC!7|*6hG`<~oOIy2OO02A*
zfZ(178Lvpw^!Id3p(s!dxivK>$~dc>BIr8ID<U<f=-uLM{R;m8g=K11ceeJ|>hO@Q
zF7u9XIIhda8a2_dCJ3bAzl56NwB0{gveYAy?WWqp3>+L4JQ{G9GPpHu3_~e4ix;Ej
zwxH22S`RijCh}y9hLK8weZ6ZrV@1|hGMPbg20gcQuVT@37`0|8dWHP9$`IV3#{=@B
zbLCeOS3IcM-X*g|_Hp+BVo%-YH1yN1H9MKsBvz54P^uf2BODLPy>D3XcAXugfu_pm
zZw<c$pHszfH~LCjponSn0>5>mI3x6_jYTbn<6|pNiS0aCBAO<N(gqBSFhTN-W?EWa
zY69Zk(IjwW+~G&c26~#`)HZ);>GEaFk8398X35|%=kluhZI9aY6t{uhWSZo(jJyD#
zbp0zq6+g2sU>9)#5iE+lKTHu({f6#RzqteFQ^D*2AJVmMd^{}T0#PrQ)VKuX``0^v
zZY`uD8DwQ0PihlPEMC-f>&t5y=avT$yn_x0%6}SmwIcnSL|{nU2PAbLIi~2hlKq2H
zw0A8Ou;*bp83#H2D&3mLajW=#IhS-}8;7>~1YCo_{vf{6WYoX2u1d<_qdF0l<L0Ja
z_;Xl{O+VPO2}JiBasCzUDzV&3#qQX|I0#1o4h3^QD9|l#Z<cqvNYl%~jGdt4zgp*2
z?#tvnrF2XCg>)9oWNCA-ee8WIJt_yc)@Om$k(N0DRv07YH9n(hyHb){ZARTfpO+I1
z@m8*+VXnh8gfq)(a>MwJ!ZTe6gF8>MxVx}XZyfS%xXS>)AQ<bPTC;DX>Jd9IvUegz
zAY-T?ikjv*FMqN0%T{P3c*!F?7Rlzf{{Z10irU<XZdfvnfDc^tsg#l$M?9Vz)$Z2T
zDD>Ibh9Kby>P=+o_BZ-%z_q`%mffSsRgp@PGhJS-rTvP@W{**lAr~Zod;T?(e}4Lh
zhS_c|WVm=H9$QE`3P(@YoMf0ZMXkh>YE}`Az%&t$m2z`|&{bQD8;v|fZXuE}=W)DX
zk@T&&*^^aS)Q$03DO2f{$Mvi$TS>3=B@#}u7Gh3cnqn<m$2(m`{*G`1;E&?Yas27_
zS~c7kFv}&o5CfK6at043wp+qd%GlnixMVhX`c^5mxzaU+D|m|Nz;fM3dP$}`7yL4Y
zZ3o10#tC<g6+rGxi&a<Q{{V?g1#LP=@&Oz8;;(2kJ+Rkjj0~p7$8YtET>hbbadD_l
z^4&~JF<=88GtMf6Y&XNbaX;2IlxNZI05u!<6H<$rFErF1rs->+d1d}4oAF~&mX-P!
zBkP&~>Knn*SuA%WRnw-DHdc6HoHGHqbmy9aO${$^XPWC$g3Ve&0hhn)RJ5#%s7cR3
zoc{p5TRtF-uQZ=F7#O$P2+EA`6p8@Pe-CNMIq?ml{{VG!{b>e=qk;2yiXeTUC;tFu
ztkGd}jQxsIG1MuhG%Ta$wUAH-!f2Wa``#l_{{U{s{{V`sx0W#J9vswd674Qk<c;Hz
z1_1;E(z&qEgvZ$%KDn(Rz-Sk$dCQ?5+zJ3J^yzPO`$mouR2No$gFN77u0^40wz0wH
zSUwTUVYtq7{xq6%eWcmiO)4xAsANEK&U2dd>q`ZY<(@WH0|PxUD=L%aDk|rc$)?>K
z=%aWDeU5SNb5zZYmN)u(TqMaWI+jTgjC|d_c&^vRx=BlAktB_Fp1ZMJ*=eTHtpt*J
zo=w_?Vsn6dW~vhAR})q#YfA6pY1Y{p+{uJcGD)p?{2#8{HKo+LUCQs=%nA{V=91b~
zwedEgaLtLMk1?<uf^afFI_z})EBjwgHxlYou^7p2a(yYvRs@a|>3WQ6QS2lEcl_Av
zl7GgcgG{`E1g{OsBEs96B+fpy(0HRtg(6QT<fG@2&p)kl+GX6<+TF2^M%Y{_0Pw@1
zp*w&~G2u85t<nBQtl8*Ss|!o^XISQk<YyS%eX4Cp#vzUrOfU9}5Wd@w6|ZZdUF(<g
zUOnVqOfBVvX)(701Bz|f3{#_OK2{RYlE@V2u>^mGT5k#KdW`oE7N0AhC2$lHNf@o>
z@T3vQsC7tkqjP-O&+A;it8R3wqE}UrGd5LGPamyHl3`-BD?C0RvxezqNup&}Nk$6e
zwkgqB+~4ZjtX7c8E0%M$26*3AwF}XGd!yZXtt`bh$m}pl2LtpKt>H_DitkWVZJu?@
zBak|dPCrU**<2BcE|q&6rx0Wql}|kg0+LHB(G9}9QN*&Mj2Fiv9R8K-cK#95THHuf
zlEAT#wof(4>$(n|XL{1Y9ROZK9OvG$jb$fdoK8OPO1-d#TZKmZGsK~!i<Rxv{c1Uw
z9}j8E-DYf$#MYgS#f`q9G&!5gxP{cIJai;}pjLf^OC)-9P4feD(>U&HYmjTp;SEye
z+Fe0yBv^<-fT<gX21xd(r_wJZn&M=I85Lv62a$|dvRK)ykj6wZykKLK)C$b;UW*0H
zR?IZ{RaBgWINT0;@m&7jTN-j6IsJ`)JG!mA{L^kKqvqS}D>cBh)FnkO0+wH#VE#4G
zYqtLY>EUec=7Y-M7Ly#0!mIe854YMgCS_}6G9T|9qnhYW>gH^#pxE7Bi?p|lurX~X
zw^3a!#)GTFWaVuS?=4a?Pq9<|DSR!b++RayYZNc!woX_0n?38T)I2jKipr)LS#U|o
zJXA_{b{a>Y9TNIUF9DB}0;uP>+r?+yX){@9qDl1ol$mA+&p&f+I&|xtQ?(s7?%GK_
zu^>kz<deXs={Fa4_Bw=8I~b&g=0-UkMOqP2)?HIuwvGidO5!yDcfybGt#;6FS5hq{
z#hfvujrZmQ9Yr_8t@bNDR^+ZE7U2=`ow*~YzB5-mKjGLftp)R3IY%W1Mo2x)4cKU=
zG*nnF1iH0=W*;CDj(%W$YDsh@)Mkxs?=2?AG9#34ATK~W*5~{qnt7G{xg^A69LLn+
zxk<G6wEbCBUu}^eb~X`?{<SfZVQUfT@raXILKp;yt{a2*$6tEU(mXdj))tr71ufvq
z5LkT9Ip{qqbt!XstFr|rNTSId3EYIA#=R2CD|WJ3<#i`$jyU%4ss=x$6PGF)S3JsX
zBH1@OUqlgHvEz^qcs%>oe0qE@Bx(JlY7`TOW&i+l?_QOwXm*-}26#}b1v`R_ax2bt
z`+FN{;_~8<WiUqUayUJyLTW(Oih7Ne&4dv{G2Iy@qjYSe4^U~kt8S75oc`qp=qgwO
z&!*27=E5hKfSlmu59DgC_Uyx-`Q|bCR)mm1+h>i3W(W1IzrtckZ(48%%Ww$?@UA`|
z_3{4zyg!|FUKDmsS(yrf=P1KAI+0T?hL2Ranr4j-)C95ZSUw__N3m683`xc@U48AV
zc~KQH@&46vUM9AkEq4vL-JAyYt~j>YZ1S0sWV(O!MJI9KsjX-&-E^%~$e{~I5ymn6
zYgt!@@(Y;`Tny(m)M_lPq1`z-K1@50{0VEc%*HnoMX19Nmk0pu?OxZU&VR7&l1YaV
z=Y_8khwRhqP=}S2WpRbiVP4B>_RC^}&R_(1`?ZB_iiyhWw$NWqHu>9-dM$Cb5=Cia
zdV)gx+h#W7y>_=I!EUD#TuN}H@Ri8CHa}#U?M%!>ib-yRE-LARCDN_D+v|ifq(m}(
z<A8V->Xvp(3^1Rz+pj_Q>&`T-vg(&9BxL^i4hQ?9yF0t9Seg_ONz1QB`g>H?*FnIG
z#+Gb!>4IL{jPcBXSDRUB7lLpa>KDmeZJZwU*Z9`*&GgxWMJ_i1!~X#FtAx;*PO%px
zFPOLl`-*fGpcCALAsX6(dR+xS_tkrkh2lt=_gurbcL29NE5w@z#2Nnpr{B|cdY6ap
zV_9w^xmI9hAquuQ#VYFY6n8p*5XwYl70)Ar4S8m@D|y5BjmYVm^&83TCbU9hoVGUP
zIR5|&^G_0`ny__AvaS8^f2CtXdlbxhK=bSy)(Lt40KTiL@Os2_J0&20t#@xydBt*<
z(ncFkWKyf-$-z1P^<C4iWVeS#MIi<oa3>qG&4XQ1S41t(OKa<?%fdu{Q!W83oL3>@
zC6`ZG{{VLjBc@dB?m4c4-v0eC7Eo6`u~hs`KA}B?xD3n_Dt6a2TT-#3)f^s|tbL}}
zP+N;@U`4sw%7h%}>rK(*{{V^RiMa4MADO6ZHCwT1e-yzS2(gD=nKb<|mK|qAd}ML|
z0HGS|dl{bTZE+w|z&JgHWO$0^NkIZ7W(aT!`&98Y%7-Z&pLmghS=V20lHrR*Ha4H(
zuP!&avEsUfgx^TMTBaEE7_FPtKX0<f{Q49B0FIi>)U^Bas9ZDKOn-QJD1B>o{d~LY
zK<YtT6T$xgbl0f1F*ZCqYilj$pCsz+$q6fi)016w&AqXaKX&9Ea7}Yw7m^jf(&CU3
z(!tPvHQe7NymuTcV;JjP)n#cEwm5GVh(5|tLQdr;1o~H=?<Y=_6OWj2UWekN4%Oa|
zoreS;b6gvwCrh|7h8tXc<Mgd*d?JyjXxpxCHy)O2kH}Ro4#ymtykzbTybOcKClx)c
zhAYk33=OwK(D7G1B{82}Mf)r&s^FX{{{R}fY$STc<(;szPy=BUau2n6ezy!QcjhxN
z%Z^I%jMu2@H@LBr5U1r_7O8O3SxNh(0Fm3?x#_)1W*(8vw!Q~ViTQbpT<q5}rPQEG
zR1?$+=`<0GKM@n!6#oFxi(KQz{%htGVVvaGQ3PV+jI^%D*kX`efzZkMkMN~p0OBZz
zzG^bW5A|{W0)RC%;wB}Neoz8QJbmFysoXdAYC;*eeWBZr#*Hoi0MPD^z^4h*{qaeC
zA&EkLqsz;&z+Cq<0h*s^9D^Vpqcr{U;|5tj@0wR-Vgp^V82;rm%C`RipQir+zi0et
z0Ys!W8QG3HV-;>`88pcdV+_lm`{Y$1kOvr@kNg7_epFV{W`1(4xcr3xUeS^{HA_v-
zLtt<RY*(&ZHM~Y4^L8C;%lt6R+SRg!QWh|I73fo681A4!0vx|wdsjVebTom9<Jm3O
zPjGi~*y~(GTzGX`Jd2gb<y}vXH4@fXHt`T-?x*}~lbYboq(Gu1k29|dG1{t%v;{rK
zqj{Re(I=`de@gYw40%!L5TnJ^vB*7o*OO`SteU;hbHG*3KBB#9!dN1)jRLk6eQ8$M
zQ917rMQe9(>#^4Z0|vbI-7M2yjv$hPvVacnf2DV~^F#LM3?HFAYlpWGH;Lma9A;2?
z`qQV_7`OQIkOR{BhyFZk&^$R}BD0ys3rj0D593~ac1gZI+K=@$>-rUo&21~JPn9S5
zd(l<eArn40+jNX!O~;SBUU%ZD?uF->*nGL$&{wL<Z*-B8BbPbn3tn5|du#H<7^Wk8
ze-FJyC#c@WRI)owraKY4Z(;9UXMyho4}3yG(*3J;TxW{qt|BVhNMJ)1IS2jf+VH-k
zb7ej1TKQ}H@>rG25t`mw#gex@whc|Bu_ab8K<5iwH;6SmhTnjgBaf1|^y}NlMPVT!
z*92m+HOVyxjeu+pM<5E|r=*P;=Kla{ch+Dm6^RZpxBZh<wAEI+)6s_?YB?W?t6L{c
zZa1DpIC3&rXOKtrs+xO<wTpE;i0+#{{F?7u8J^vz%u*wQK*`7FQ0tdW@J5+A?ae`B
zb#Bq`+ajwHal5BKN{;UDPifQ5j&|paI3Loy%RXjoc`mVGyHlP+e*&>$N*CmQwGO=o
z*{qOA8~q(l;q<G1CYMbb?b1bQC}YTGkRGGyQESLN%P(s*KltdcPCFwPxz+dz%4WE=
znPfnvNgJOXIIizpwkFJmxrIw)5@fD3!fv9*%1n*I794-QTiVUVx7dJnazM`wisz}U
z%3B;ih_ncVD=^h9RFi@lLH;$1Wn{2v+LVIs8A`-HRBV&;3fS=k_7Z7{n|XQX?~m}T
zoeo=JXR8R}btcyXb7%P0w}!;B;xJ1)t7iE;*rGWDw!vM;hjjaUeFhlgl!6y_cK5C}
z6^dD<Yk?xF+Qauh-CFeD4vjYJ!)YvUC<GPBUqe~ec0-AugB7#l<B|#cwdNimytqs7
z%W=3d&UV+VUq@^9X4^Axr#~mPc`m+|qGT&8oOJnWXzn=|ZLs!wu_xweq36CyO6s&t
zR_1FzDoA;R?E9yXJJ%_tvNCE!ACy54U-#0q>}Q|*LhQ#YNR1)jcCDtagpSr5*+RMU
z!jL^H&b(cy+(CY#GP_t4_iM1UGsqh}ar{k+<a}9WB!VJd5JMhIio%k#ik8Mrr1M?b
z-4@%0fRllb;uV{FD@q|OF^Iscme%q^r`@@D_W5|>`uxJGUy+zV{{Wt2`BzbyRy_Hs
zj=2@R;qw~bF`Td-YVyDD3d6S>u3{dp2kToFlC7NgZ1JpsI`!?y=92^2uV;Wo0P`QG
zrE=aRcpBAnJ1EaN6`<FVy@j-ebCezWS1002)Hcj9z&Yz&u#Tm(l)ATx=VC8V<n$vL
z{cCDg&WEb5LD-Otj{L21#P63Up*7L&&X27Q+hP7|U1S+{Zi}hJ&Zj(J=DlVM=mny$
zluz#cYs&0mjw|ToH*uq29!7gtbh?YA5rKZAE04QbR96}+-d)CKpKYq-rZRb~IOI?4
z$(djgg30oa`sgb{>hZAo)J91D<z{)m=m34E&jpkCagW{#sGw%Qhi7A~Ur47PGM~^2
z>7MTPTgb5Mv_5&oa^4sFG1avXw9N4)Mj2CfPZiPx(mv9s`$k}LdcuFkv#GgJGJIcs
zc9vihZg)RNu5(7cf9*H~*7k)<sLH85Pu8`(R}PaQg&$OP8PEEXf30)yL#A8E9t}n0
zAcOv-j&t>^rmYc6a-#q>^Nxb|{{UvMK+`Ymqq(>eM>8~2^M)AYeJjr5A+8!<`gjNb
z03NNxyD)2VAvj4KXX~_6nz|A_D&tYJFzt@sTpmH){{YsmQ(Jop6}Q7LJn-ZED)L{(
zY?QQMmEiMO_xEr!0ptUoIW^5qS(eOM%q=C4maGs%D8n3|;-XZy`$m{2l%QC$pbYml
z7<FsNK3ph{UI)>t4N0L%tlC24>>MfRGhJjItP{WyNR`jwQ))BXwXxqkstOUn&0|^1
z1H=gPKNC^v^8setNyZIx^83Z#Lk=jcR@VH(bnJF=40!%3k}^Ksp%gsvpZo5!ERXsX
z_xpqY074ad03Po~+no3R0KScM8J?#4gs}%zm4+Dftb4s$;baHx4nG<vXL(PTBIFaE
zYdZ0-1Pnt$#|Ntl;fxuxXA`Ju7f*jb@81Q_dfvQ|rPXbV9pu=Y=l#Q2az%9R%43L<
zdsgC~^!V7uM%yP``|UN{Vrgj7d3v6P#N#m$pU%76>y-2UW;w@7^H!ZLo5S)Q!{qJ$
z@vhqT?%yHs$8wAu`&JcI*>TwCyjwCATxaf{rnxv{51{IDWA3sM`HI)^9sRKjz9)Qf
z!{ho^JT4{C^&<>yk%U4<bNoWIrmTr&y9C{Ms#q@TQ`Gxbhl8V;byJ&&n<ul1%Z0qF
z=s_6WY;pepeANCIFhhJ?%F1($VyasLJvUI5g{f0>82oFBzF7XqH(y4?%05s%>r(3S
z-K~n5&T@Z-xvS|dmINMi6TBb0?^wbm3!^K2lf;ZZ=!tXx0Dl&_JEQ)P_~2Jnqm%uY
z;$onY<e|^~v|8p@%#vnR=PQ%PwR8|b6%XEWKMHopvHrCG0N*tti-FP~{C1p8#xP;y
z{n`N2(;|=iKIM`^*?8BcKZsU-tDm;8Bcl=e)}EXkX|tD2zrByPKZsK6D>B?GMI>mh
zNgId<tpH-AZXYHVagLa&gmWH6h$H>ONb5VFp6Vn200R{pBLV*aA1Z#0Kocrl2G7`(
zeNfh}pjZ1QVnVB(oDZO`bh~HoAI`Ql0uG$Mqi_C#C<CGJWxPiG%GW52A|ELoE2$-(
z{vs~pAQF1}8sxk#A&uGILKwz4#cxLT!ss73@DK3UJx$Fcv5(_Lo5_WK(GUf*%Z_Uf
zNS!o`UDBhLxl!_*_N#s^lG*2p46JZ7_iHtre`ngnqpix3`Bt>mqC~ee^oYOH^<qaT
zi~j(jt#_8!O0X&te&ujh3dwn@F$ZW1yZ-tW(Ek8wK#{32uqAQBRMb}*BD|I+yOFmr
zI}LI=X4dgEAQHpO>syz1R^Z6RUnGBev2-sgPZL{g3^OKqG~lczO?ri2&Cgv$x%^Ff
zmxVP6MYZ5Eu^ad~_OCF!-0LV+EwfW&f%P@rctYY+74ig8^KKcXRbC^G=G^!4>|!Nv
z&b+t8SGNrE4?Xd?@K3#ZEyR<gM?O#=TJueHC6-wW$e0X!^r)n@8xmZ3+Aib#89(>c
zTGAwnE1UTqa~Kx{WG;BkWvI>OpO(twkItO3d2#AQc9fC-0DV^E9;v2XT1NpzxRHvD
z!{x?BRllAI(f7QHI*u!y@b;i(wu$<a^0jE*TtGJ~m&ogi<Z-l(Ivk#%6|!pZx=#5n
zFbezBQ3d|ejFHdUoS)XFzBX-lZsW}d%m5tw{VFBL+oQ){wLkT)sO&@B^t&soIP4?L
za}$p2Kf<Y9-&t<l@JdE|IR5|&s@KsatV&@V4_eE+)Gf+3VFRD<R~nADG`WkePo+()
z$i@qR+j~eoK9v`U*;eA;U^_*mcm(wMMPo}KlTdf;Nyj;@EqDGtRC-#){{Wz^b|qzF
zHg{eUyjyK1(j|^2a|<?DbDj08s$bl_x6Af*$n9Kzg`~GOQ2EzQ6Kr5WOyF+oT9+qG
zk}{)IatHk}KjT@-H<iY=GBwM){{XQ^`@{ePjAF3#%e#pn)K*D153}+=;6k-^ICMsh
zM4GJF9hL+BHJ+)ZL1TDquI83jiv?ODqZ@~M(mM&4?dJuic2YpKh#$#Ccm5N;Mexc0
z07g&)Hy??wIfg}8rBf%AO}u|TGmpDnhlB5j_C?G;+B=AHN6GI|RbC^G=FR2Y4Q%;<
zkCgN^<oevPNiG!#`MT!47g5w1Vmoita6$QN&UFGVrXla6Y%##wkLya5Yz(`l{JM6s
zM>w~S{{TZumrr0XBrSA^SOd4xq0>N*N!JuM@7y5B{{Vd|7y|zQYcT%+rb>T7T0Ml0
zwlfMJ`1mcKMXqPWFKW{&w9<9YO4aj`5EIGAt#f+Z(Y(L}=N)rd!D==nV%TZ7VkdSx
zM^S;)RV%_vN1yI5@~d{zM%qo<2mo-Pm+#b6I+6uwInH8J`U=>RwZHs)#s2vIb*9oZ
zUv4p-t+{deip;hD0FStT>!SYvI@fP0FK$Ha$c8{T9QL3N#>Z8;lS7Aljlg52VrsM9
z-9_>=I6Qpk6zfS~7BV8v`BU9%7f~>}jNC9F{{VKfiqxjTY;Rqc0^6@<6?$0AT5hz5
zsPcjQ*0CUt+{n4SaB?s<9)DWfmG)`6$~WHq);~3^NiipaM7{%KbW_0g71F@rp-u5k
zz{di!-Yr^LR#+w*cCJ2Qo`SR>I^IU<2p{hc@Tp@(d(&zoZSmZU_aFYMtRB@Z;f^0W
z=ViwK0Qc&}-NvuAluyV$qN&|nUA48ao=wCMdUxGT125ZLeUk3&Pga-=egd@w!_NmJ
z<>b~(6U%R_$s~Br<s=cG;T5d@A-RePq%pw9pannr^_-R1(=hezN*OLf{hBum+|_#<
z`%g79r^b2P!SCx!d#%eOW?MTp&-(}bY4%#q`5=evHfW|mxl}pl@vRcF5u5)2FAPAy
zHyuA3*wv-GO;^lBjblQDXZ_JxG6J_w4{NXMSGB(&-#B?6s^o#k-4w)i2Uxk91`Hup
zbl|A2ZuaqsiJ7uhuyID4KAIvi%RRv$<Y0EFCT%oLDm>Gb&OpUxqh?jftyj#ww<m=$
z%g^A{-9@dVHlJvPq{<8xY;l^gW+9T|&&e<4l#qPge(O_pOKE41P5V0Jh=^nV00T8*
zH*IdT<%K-GJ-*<`X*2yQrlqLa{hfnp!x-thofI01$AE_*4wap#TIz2R{o9Q2NvzV;
zWkjCN=ECYbYeNHw!DcO-@+q1-?$vbAdMQ85)KOX7+FD&ozy;U==iZs4NYLt*(jI`E
zR*aLUySh}laKz(tX9wKX3(JcivO5t!Cj;jH0P9h8e;?W<-ER>f)^+Zq6I-le)*+Lg
z^^{^;W^|1X_3~OwXPw5k^weoJ8OJ0os~@MzYYA>6E<e%Z>)N_KCH&1sRf#rkvydNr
zDXoYp$t;uDX$CmVjS{yQ&+!voq_=kx*hIq2XK3ePt_~Tbj>6O|g+U}>eNAgFp>k{l
zesqMd1XM{}Xs@lk?5A(ocq6Ztc&N0sG5B{{SKzcs@}9qaYK`poj^Kuu7^!U}Wzw%v
zfd)v2C%?=pmcTxHg1UvPW26Cb{{R80G@HM(>IFg}0OuroRa?hDZMJg~pWP3X_u{0q
z)FKxwe#aJQVmethi-Wl4Fb;YxW8UhMOv?)t`MnmdCCf=3<*|<$>sj|LboU6N+7wcI
zRHQQYj@xvf5vTX9<NpBA*13#CWGZ)p2V?DBMx3g;KZsd}DzT6JeQT9+?>o9joS#au
z5xXxN3w|b%a7WD{AB9<tH{0_<#QOB76d2|OAMZ5)XleUKlP1XvlW>57G2B$1B4Zuu
z!{n<K=m_VYX>1saH;6?LEj)ND&v8%jTYsk`ZrZ?*SbK3m8BQh)HdwDg{04&+<AMH+
ztN#E2#YZECBX!|Cc3Om($NaZ;{0N{6A7{K{jjF!qfl}%zBoPRtU{A_;IUOrBvwwKw
z>sK`l;xA2${HOz?(yyOSSOOKypbkg1Y_6+u_Kf8)y?$E5v`JRt&C)bwSab7Mgx8YA
zX)Bv3ixYv2)>2xOna_BSQftfq0Gc??(SSgzt1s^D20rY{Y4?}WnSOgHvVOH2$g(}N
zBnXS<F9W@3mV})Y5(8_lo{al3{{Ve0KH2Vkv9{Q_#{{W0nf8Zd)UYsKMO~xVkMN|o
zmg{!VWdkP|q{fT4vR(u^)4?a!Gg-P+j~2aeD_V#`5>6D3#+i3{cq42{C?czA_ctwk
zyQE{m&VH02W$Cv`rCrWC9YFK-%^h8ZBc1;jzT9EMFk^B|w@pvpYq*&1xQvO(%XIIW
z?yhOmuI^^KJEoiI>9*hd{rv%NeCnLfIp;agV|D%E;`21;=jguWwlouy-nFdgc#p^Q
zX7ZYxB?-)*l^l&eT@eZ|wV-uEh>zQI63pBu$DiDaWGR-pLca+g@y%Fj?bb)q2x&3!
zE!xsiS4pQ%{n93ThlsW~OottBTMoyScVnE-65NbeC$Xfu3@fKQ&^xcGvnab#>n6<O
zgf_v0vO$N4!`MimdHyJ{Si5(-n<~Rc5z3J~)jV~etM0~o3g*P4Chl9%-s3-I>k2IW
z_Q^`~XhqY*iH!o6@@!Y9e&0TJENn?zUoYrqRrG5;V@L0e^cI#ZI}wg_g`pn+*L5NL
z;jx;Ak8I+V^@cO+dRLom4PDxm8ljkfQI~G|v5AFmUjd0~J<!xzUau0}>@n`>xbnU%
z<twQf5L6e%cO`$As|+sn<vM!*s1Xya5KnFeEX_C(S_^?jxR-om_9lk0)r&XC#+nrJ
z`I`ab1hq)ZscD(VDNoAC%3dI-K_jlf2xq*+fwP%fsk_W~HHgC8HG=t`>dU^WKpXv7
zXjYIyA*}vt<}`yN!c<jh`F5&pLCT1;R@3|FaScdYCIp0WC^{t=B!ZBR>ijX*A)7C+
zvU~T~6!#4pR!)CeXGV-?oD}VQ*dcLu-{@!Y`0Ke4js0*|VxXj7c(igoDMvP18F!q*
z#Thy>>*sIYLkx0F^yKJ;3Qkk3a9jf)g=$<BTc&0-kPw{u!cF&ym`3uqmNC7xP}<Z-
z>Ichp`Va|0F}OFpzO?aF|MTFJIG}W04Tx`l8!f58*jlBs?+8M@F}dvD(%I+Y`gO-^
zM*Wu_r8(nb;j#@Yzd>LdR_tWvWq(=F=U&UX<24j$-7L^CBD6_Z%}LkwY?9qD&$|Sx
z8oQ9=8Sc*c+t1#{_t&#E<GN$F@km5H0hlB_ll#*U%g&7UkX53e-xD~F7*dp42*r-0
zoB>8Wb)o3N&K`(kTc7%6$D+<Bc2yp($S4@rGBH&t`k)PPl-Pkhwm9(zmU&<+EJ7~E
zk!e<+K31$O{h%Q{&8JGm?gtX5kp;*VgB>_Y--)Gwd0F*+pja0eN+@2iAZ(~(jmveK
zJk*%{>I*t1<zLyn<2aMhc*^s>OeKfdyYqXQTtnI_Rhy0W(IGY)ASG_57TlP@21sWV
zC6JJ0E7ww-=1EbaMbzY$dOLZ^7q0Re+;P0)whd!(9nh8PC<D4y^5Oj^AP$k$6Zxr<
zw6fIWAd|NkJ?_{(@8^KfDAFPFnC}gzBJb(uLy=vE2Je-&Vg_|Ao7hvzFeI^Bx|hFn
zJlMo}=XN@2b0wd7zDTYBP5Mq9t&U=#F?T~;M1`=T)Z`8Lw5)`__G$u5I>jC-9C@5j
z$w&A0Rz4)WTF7T9aDa{bRahW*-++=l?)c~AM0cn2xg|Tx0U?YyayijgTc4iE*RHyS
z*lmYhoEI;Zn}r5YYw#IO@ZG6nFmg&3_HZq#z2G<yXK-2SZ=@p{mf?}50c9isVJ8}~
z7>ermRupn{oH|!MX76Oy!i+AA(nA@;yeqoiD+hNYSI+6|XDgnAZ?e^*o<H_cyGKZb
zY`UJU^?KB6%uuo)2g;O$m1n@4ENzNhw0AwUw}_`Je&2+{g6VP+5WCyJ40$FiC_LeJ
z4jX{Z4|zR0K%X++P&jsrKG&>&(M%_Bf6;?~J$`uz3BRm-e@=-1_ov5#PHhlxuCl1C
zU=~fVtu0wqqe&B<GrD?N+e}LC)&-6-rVJLyWnb=z^~qve>}Kgmr|+SHFaOzm{hl$s
z@kv(DcuS&M#GZ2Pah(YD+ZxlQQ7<+$dh1Nb8!k=Lx9mgzK=bIdcBd7W1^P^*Bqsv*
zxXMvPVn{9*-_)zpP?=QmVj71|_{X+nK4Y&03wqTr!F{5sno(h$g$t+%`L}(7qnJs=
zulPKkh`H0Ke#M{3tBdX+m>mo6OqbTpk>USExds)5EEoOub1{~|ImSCu%qA0yr|qP7
zR(mO;$~n4b2q5BUE-W2{a^Ap{hThGc55MEJp-nt=E`sS~ty0Tt0KtdnhIfNliI&sz
zVWef)FFW+J!`iC65Qeyapqy2^afLVh7~#Ehzum?n0x`waAA4z6;0g8qRkS{@ls%@n
zYASGXk6aH}DQwyIYCE_WJg4_Bi0F9=Yd$n;1=AWzn7+SUuIZ~b6#k+Nq?DaYyD7TH
zqVSBv{(&|I_3WM{4B7b}O?62H{R8b(eN&%!`RE=CtZ?oNf+b_Ig(9Ui<klSisySF1
zX8ob-{ACaFWKC^vc0zP9U7htNdgS8{WpY60c3oW3<rm3zFu0(g%)~4;Kb2PbaCXle
zWHv<#;($JJI_)b6YW}37@~wI%0uN^;;Sw9!lTzDvQ4fr<-5f1uQ9cK~54p6Runlt!
zIFjv!_=`w<k!Ahz`GDo>9SU9@?ejvW=ct7lY*CWRP?ab%mqjUTgc^KOijET`qgKDJ
zBD)^^4>V!zvuQN*4tX4{Juqf%-M1FG@v)OJePC;op}FdD|4UpatDLo;F*m2+u|_-{
z<n*ufw1Te2i^ci)#G$SNyD+1q@TWgxhgu`uQNeEPcJe;l;b)f0zD;?nmZIXntrDN!
zU>|6IKOZ)G8%4oBB4(46gBf<hzYSLP^YN0Bu&^nlkD;g!#SptGntVvA!v*-s#in2a
z2S$pZO=Zlm81UL4bMLZ%X<M3>&zF#OP0C6!XdyrT!5!~K18@ZvaCVUJJSZc#cjII>
zH2<`uPl%nJ)(LUpi(9d^SBhG>>Q-vp{iz}F*9WqjSzw|Civ8wyM^0GYXCrb#|HXuL
z(U^|da)u~j;Ba|WBJg~~GGHfuW3ju{P!KgP+0(Occ}%N^=;k8sQgLnttgq7bRNo%m
zZ=2BAcFM8D7clWe#Sd7Yo({9mCOi7YSGbM{v8N(gp~4bN4|SMV@3nT4=OaWcU#Z#L
zm^7qD4)2r5yG9hg@F#;w4*-F@X0-1di$MeL_5Hjz4<AJo-!t!>R9p?RAKM*%*7%mD
zU12txU)>hna^X#>_m%ugnOQW8G8$dJ*emgti;+BP8XRE@rN}45A1P4vNp&N#q`R7k
zt~&Q0i*k?{S%_2~?Z)oJVyESJKlU~y8vS>3U!~?3^|BnZOS!}bYT-Hvq+5+tV_Ij%
z$9!_QkHjagz5_t<19#j@Sox9dj^=Qugq2~6K##u8`84lWe0V2yvnU&tMjduHqq9wW
zDJz1{#I%uxLhN^?-ER{IdD!$ow$)+%+PC2sebfio14||`^;SRZ>Qga}wKk(_QEjCN
z;~uX#O}Y`>Fp+}MA-8VOr~33B{bHt!_rErXm79eF<`_h-cqf_yWw7qCV-F&}diKGP
z3&1Uf&M#C=<Im+dk~h!tS7!3-&V&#ipt2hh@l{p0+osJd2uSf&-z(YKSI&igq4_q5
zZ+rWN1$Rek2qw|UXfOJlR{>=7tw(8UGJX9F%kdB7g>vAJ#zp3PDRfS05d||x!YN75
zwq~)PS=0SI0E}Xd`q78wL^y>aYP8<EcXpd-$yB7NAnJkuhU6n^&$s4r0tjRg$TVlh
z`T31cQ^oWicEY`6{yXngf2nT>mWoY=_TfM90?zn$5%%_#K7HXU&rCZuL;NKl2stRk
z3rnLeK5lnBMmUq6I`^F`Qa{Q@pI^@dW>NbtG^pm41?9~<6br7aAh9Y_{18Y_E}`F$
z@&ro$${jDu*1hTz?E<}|OpkHh_ffI})5beJ_q0)GQ#z`Y09KZ9dH#b*F3z$h2eYjA
zkLtBA0>&<+MK#o@uf{TQ+#_On_g^1qo+=Pk6s}O1eB~OYbS%C;M-^&gR5V!s=l5?l
ze)l1$>;rh&&{JVIf-5Uy6ML^Zp6k>2&#AYULT&DNptuG&dl6`l!%butfHCyfopP+m
zw&1rAsYvP1U8L3Qm%?gmmC~&GF|gq4Kw}g`h;v7tImRRVWn{}QKSoh$xf^6-@zIG*
zUriC8v_954x;Q-iH{Ba*J?sKcVH7y>KrZ1*yC1VqCgJZsVb1WIV22?ytoIuis8~6U
zmgaBzn}bO%1uIiW|4}&@|8e)TCO)@{haA#SPXGY7y6BIL2}8dqO$6QWFtH#LKkLpo
zFNEKJT8HV7aGbdmX*Ix|sf=ToOn(`VDT9w}JRkTClxh;OeuvaC`WJl+=1(U-B7utg
zZqr4GgL9Ql#WOjHg2l%BFBjByi~7R$CSjU{8{6$nqEaCG^w+aVHnH-}?MFs@<gOl?
zu}8m^Qa9rGcxSa}a@0Jy4A|cdUUiGfEb*c!V%fcihREuu<}z_+?4Ap&R8%Gv{s32p
z<O|#5p<SWgUN$WWks)XT*0Rj}y4*gWy-dZkN}1FPH=>K_YUNg1)6Aa7UG>)_d7iiu
z&?96#5%ucRtif~tNqyOasASE_W_4+Pf%;27U^%ohu7sT8cE5JW($kdRZ!muMc$@Y{
z;1oksIeTdD8QEhsn%hAQg(%f2LgPMDo&9TnXO)Q~^~bW$<YM{xIZYq>ahR7EU@~tU
zbP^9KWI5-O<z-J}<~E3J{$ixa<7S5Y2E510&^6S_kV^5OK0xJxq8ljQY>cf}Ehxq{
zNKGF3MgRcLX|02-JH-+riat$3!k`;4T2SwnPRF|IPzopIyI9*#Q=p9Bw=pu`4|XEm
zKqRVIJG$RJ4=veD*pl8j8R5Y`#8{RL$}*r58=@~|GEG~c!+L+68uhHI=%^CT2)w?A
zLy1ey@A@52oJ>L?4D{hJ9k<bs;nq$Kf&Io`kxM~S{OGiIxRp7>%pjI_x)yDVqmpvk
zrg)WHQ#u#<m(Uk!5O_c4$fj}GQRKA>Uvv2!WPUV}aV4Jeb0i-xhn-8_9toimTQ!Aq
z+7fp=Qg@(nG+o@t^|hjhGN%8;j~Y4GE7pW?brKP;dCyy_oXCKQEn8T)tlBvrTvgTf
z4XH>^nov51w%<?`i(GINZ&*FYBxnphjsFN#!Wj9rf%GOW>@lu<PLE+qy!!0fBHk_<
zNW;0IKH<H@Vqe!_9Y&M-ZFfaYQ$tV{dWavo7ZfrRMIq~4Cy=}!p!wXEd`szxPxh@A
zC&w?Hq`r&{MJu_^pRl^A+OV>?rnch>oic{T>LTM<hPGzWZ*lE`{o()#T0&Hj?_=G0
z{!N9W3~<|Y-S)Ym6es0HLn?eha*N(2+9SCXnyV9szY#_9mCN=zXgc~uZ)2;xGYzFj
zHUni8LU<0jZ>fwpU4&SkH;+i2qVvMr>B0|#b+qdkm$<BqufD5q!}>1rY=HD;x;;>K
zk+^3@x8+zQm{s}y__yTQw3aM}jFX<t=ZoSz{%xMEZpNdoTDx1#8OZvNdQw3O+52vg
zYza+sy^n`E;X0!~k((JkK_&t6g-+XCV#FP0qS!Gspm1Tcmu0cNfb`c@iM|R$`LrtY
zb~M^|>SGt?=b#U~`qIvru@0$M60!w4!=|F;_3E<PKE`STVOQsc9C`Jr(%bq2E~pp*
zckm-IwD3-&=>^k}`qtgqyf-fc!%?ZT%##%s4V#iNL-h~6x`T-7da?RQKDhdZT4Eh-
zHDW#5`r_F}viPQCSiXzBI#L%Dc_4KAe7k3dD(|K0yv2O(m;*1BBsPvnW$AdY^%M@$
zeVtgK>hpN$^W`6TkT{OS!<WNnT{<8^imGLA#+1zo_9L+8&((h*9{DNWg@w=>*UuJy
z+3q(60;ebe%{xyVGeJ5I=K-wR=NglfRL1P3RPSBTOICQ%@Gnh=z$D~eW43vaT-{Kq
zbSU<&R-o8F5Fno_7u+8wIu-WBvXf(RJ^vJb$Jw*mw>mUJdL#lUib8P;<~ZU@!oF}(
zmNBmT|1#u>@M6`cUAC&fAmuQVIf}0<s`&NoEA*=9CE6v5I-XmmUu#iG^Z|%MIxI;9
zjr@d-fleBb6%ZF*7sAm8{@w*u;_u2^y(K_BN$BtdMBAPb6J3Q9zQDL|WB&*xG-J1m
zzTdUhFTF4~O5U9#duBAcVgVWP<~_gTP_QxfNO@n99m?$%!EXl6Q;^^rQo{Qooc2@p
z3;S})kG7twpN1+|l|ZqJJ{IKA!zwCOk!LX;@f{HU+UW6SYWzD>6x#sTipL+SgmD)O
z6IhZq3ztBKU;S|WeMHO0nH26|XNI4&<Lc?%TMk)MVVLf+>m%ILpw-XBJcPdb`S&X5
zb-RafkeWzyfrj+D#br|U^fCHCm9<}?)8@-CN_7$r_NZ1HvqbAG=t_UzuEIEa$>Bg>
zc(vrJ?-al}GsGXer|YN+@4oaYFg8&;dn=aVFZ~ei{uE2P-uQ6<5P3ksOfx9vV0d5c
z=Bx9yeB~!OHQm4?aJQvDUCK}LJLk&~n8%L~8GliK=LWO>=*G=Pmo(RL1sMlNjwr6W
zyBm@Z2kfoQU40t<{w^H$n9Zl8aw_hK&!$-Q4lx|xqsS%m96<@!+kf}VjX6jTv&&fo
zbD;;xuKw~`O;a{aDsEyea+qK-KfOysZb9u5r5<*A!m=MRZA4<e8br3Fl)NW{G?vG%
zG_U(x%P@JQwU>kZm^>)e(D;McI)8ugr9ZV=h__qGCdrTAB29|$S}Xg#ImDMXNyCEl
zPsAzUR4Q}y_%k-y!lH7+=wde@yUz;Am36XpDE+Ow1n0Fr$@E`;e)c>Y9GO{EyUG_)
z4pj#AVcUyc?`rT~XUE8>52#nAwNu*pLP-JxYgX$Yhf}~aJTklp?fa6vQ%G|lADHJE
z?LUxgq7_fT%_!-Apg1v`U^mAJ8IurG4dF-$C^?C)>x3f{{Jci4uuuDEc;%`YeY)$e
z&NqfIsiL2leRm=vK#+tXZV!fLx>@(=VJ;>1W>Ll4cH8liSKHNh;+O-$y(b6AWG-xZ
zA@bI|ZKR2s$dcUJy?K2{>8$h{RIl~@=`5wzYjZmfz-H!!-tQxOzP>CTwFg97!|l=?
zwn{)62%GWGT)%SRnV$og=rd-j!lw+k5F1!0Mb*j}D~BKu`os!&3g|km?Cg&aw4teu
zU~r927BO{*9$^b86IX^*=Cef51|um$K-;D#xLNsOIy&B)D1yM~)Z1z2S<Yuz{oVvz
zQTc$nm6#1vtf&k1j(p~GwBjY!awQI)CC$8vBa`F<_91QKNL%;*5+r_sRUuK>7WBa!
z3_IQVSRMYP5joG~nHbjwsAG#28bPLaqjzdg72qe7b|uw}eC>GZx3j`fa#YEUHMua3
z<mYjp)X15n`OYdr1c#!cQlHy{6@LimV57Fubwa14cdql;HE#9g7NBYNd^y+h^qo&P
zop@Ac#e3p0UE_oIo}R~bSdR_Z8-NO--GAFW!xA8Hla7?9KFO~+t2W}HG$lDI#lzay
zFwcCxZ-+a>pBRiT&F=DnpXFYHtnk8u-MWkJ;ORtv!&2~OT2JOA&qFi`rB@3?1Y1N^
zc|}s?`wd*I*De!x0hQtw^%T*Z{dg%QjvJll*;n_-M-0RX+4H~mCKYV{CWUmIvK1Z`
zDV?M00%&q?4sBu@;YEc})QQnLpQsyO)lCTYzLUuo+mo`eJf?Ryl7xX5=#U#7-h$)y
zf7Uk8NX_C4uFl5P%rl?On4bhhLc$%F34&pHRnqY*Pl^DSYUgjSvEZsN6EQw!_Kd~a
znbf8lZD`3Wd46}}h0MqF+_u|kl6eG>9Pp)b7*xOg3)W5{{e|rc+_5zgAPdGUD{^iQ
z6b7=n>Dsa--(XG&Ny(85Co&XYiUD*QGEm7XYy~v0eUWrf3Lh&{<7AIJ##Gc{r19Z=
zOB4A}hVtYl(?Gci*(kTkOl>wEuSfH0<$>)e^@d(92ri(!!)B8ikvcJm+>zZDVLpI9
zsa3R7|C5PVC85TVHYttX!w{~1xO>&ZMt&x5<<W1H{-Ly_@2P^Vxd}e@p0y$w$9F~K
zZf4P|R{ojdaZSN&dS?A0?-&e_aeQsqTJsEbJdKt7KM?A_Bt-AE=6x$<mQk7Bl@vKk
zGyI{IXDYx&%5wG6ygn1ld|)Kp4)Ky*PUK@(>c+Niiou!RY!yAt4BJn#pb>7?wtM<n
zfXE>sEUFW&9%kate<b+YEqB@p{=n4b(lf6a>2W^*6Q`DdlBw?T5JCCTA_gb2NM`AB
zGBQivUVr2xv|pC<GA>l>t}A*sGh_RBZt&m^>LW>{UzKsYB%W@jaP%lhBHS|iqIRyP
zgIFKzF&wn|;z#LILDiOKVKJ*Eln{!tB;h{J7*gnp$o>wc99()6^&LUzZPyOjP)xWn
zOB_mgbLfr6RK8v`_}K6dw9GpI8V|S}e)`s|>9wy>&6|daGFleA6k2(2f<tB+x7V0#
z$tB0nnHeuqNVR9n?)IU04b48wGjyC8w(P~jEsK=tN-gR_X|=N&Rlj4t4upGK>U)th
zsasPDQ;GKTg+fWlx2I|~e-{8MVaaB-)?l1f$D5)O=FJe$eknrb{;jc1aR=R3J#;r}
zI`VDY3eMGv=!Ih~2N8omudq>ZS`?AiNwTGwD#5AlT$!MHCV!%}uWRU3D()<QSXr6D
z9+Cu$5_a1Q(v2Jul^_>zJ+{|UO^&7jd04?j-xY#D^($y|=e)oZ!V)>E%xz!<_}YEd
zeIBB6fDMmcZrca~hLRB~fmxo}5M2u9!R3flj}o}||KPEbGlOjgj+K&6nKP8a=qL$g
zQQH&C3R05M+fV7D<MBVBy?=}!`Hj2M{;YkON8f)Su_fw5lXvwuuPP{IRGUd$KP4Az
zal>5XTMbzwU@~Al2gshxpWbgJkmO!>+P{6%x!JPo?w$|lknq>GN`@6zJ)c_|)!jf<
zjMM4xnkyT7(ACZ2nuE#Dl;Ku+A#B2iq2Ap2Oc!~t?S5!{8W^Ac_J`H=!Ll?vqqc$W
zi8u0NA(VU&1*g7fG;M|a?t84UnN*%&Of!m=9XZ(YJ)3CQ8yhF$FL^5ZZsqn_=5r36
z?v|g`PkdXTq8*2;ntHk|i!y5Vm9eSZGo{U0h{_@jZ5p!U(^)|%Ia~2a{lnA~JnurF
z=#eHOC6p5~lTb?k3o)Q*cReFYgf=hk^pKks^S8qnB-B&icZNkASg<06m&+~j*_P70
zTjQ%co~V^sXOMwZ0~Uqk=eASUS<zBZ<M7DD(`7}eH#7p~!^723_y4kFdet*;>cV<%
zoti6R&oF`hFOzY3ypU1V@y$jR&Nx(zq69#Ja7@XCBw&jUoBtJ=pHLH?H(#?f|Fg1G
z%m|)OjM^Z1Tl!WIeVzbvJU@o{x}keWdc60nbhK-k2H<64s(w`)BdN;RnZ+cgdpAp%
zgTj0*-dF0g(S4QZq0pThS6cAW17;5;CENC<Ga!-=!?w5tQ=bD!i*P{^xC=#9s2qD;
zvGl!V!|dY5t5*`cWWbzMwsJJeT$aQKU7bcC(?F2Nm!i^w1iJXPK)InzH({BfIaYeA
z%m%S)5ggW=)JMsEcc-c9I;jy!rCn!`^C7{O!iwkNhW4J02s9_6!yZFM{c%!GKy6C^
za($r@+x4=~wYEn5PXV$g4`3Lp1E@SU!+Wz~EF|6TF*{UBkn<sB@XwP^S>*mQh;jgq
zqop?QTBfS6y1dcv&D|J5cbFcp?OJq4YF?7DPyG+{DfW@jBh?4Neu^i3G<rRT8PHO)
zXRtuRObhkzJUG36@?AZmr69@2D+Uh|Iw1JysI-ns`7ty(H`ljA#(@8x^db-00h<G)
zb4>#u{{BbpCwW`5wvQmpP$4TUxtA!Im+Yr}7v9Sd=EjGc+{{f0&<Vl|#ej+*dC*>P
z7)K7>ZU#X7d4AGboy@=387;8Fb#`UN(yZb+$0%&CWUw@?hJr+IvA@7rYRZN2u}I%n
zhCbe8;`nwYLO2l!3aW~Xlfu~UM6NK7aA3wGuV>u%Cg0vy`aNi-@&${J&H<&VW8X(!
zv_jkU{TnJa3)RJiAMpcjp5W-d{QY#A_%eoCeoc=TmHC5$I~fM<+4#XWG(8J)@)6rS
zk9=GwUK{+|)s@D3#*hstk(N$045OqRAmgAuDKtEJ-UZ&Ot%0aRHnb*t>Vmi)GV-a5
zneHvakAsfNG8`mqNzcQ%9?a1l))zWT+f1v_W-YqR@^^G~ms>9<by;^Wb4rQ|mjj=?
z0KU5&ko^X+k_9HV-oL_AZ?+Q~|K8xx4SF-1rl{F7M16&SJsI2O!d1IjTSI+01Z+SZ
z-)=%lF$8~y($!DMhOXVcWPPwQXK>CI4DB7zK1>WH&N`VI7q6&BFv1@1I)D`#Llyru
z2w|L#D4Nv%Ey-d1I!c;M8Od|3_v<>)Ra_;<f<|^kBmhvQE*$fenL5<esGB_ROVF5m
zqYdAt3f#_o%5d^?@%1b@)epK=^kulos`1^l!6P9DpZChz9i4B+`p!imyvMrh<<DI=
z>hu1#>!M@`MekO8O6RSf--Q?){~_6%b#VPT!{oEI1wOH6U=R}2K^wtUc#-*qf1ber
zJOUNUcD?Btz8LwW-Qzy;M1!F%#8JD_pkszpsmbnk45N*}wMwNb<shol3SERNagJKA
zKy=t%p<t2Mf9|`Hy=!T!5~cYp2@c<=KYOkd8cfa+3~u4_L|WlSUfSaB+V!;iU~|2P
z{AC4gztm1c8&YmXHrITa?NZa-F-=P`yBi0%z?2>d4@KP~JB2JWR7(H?7FB%8zHFmE
zjmk<&48WK`bK}h_e8+(o(PAlv`?%Q97tuWz8)YpHSn$cT%K6uTV{@Uqoq4G1(pK&9
zAiEdMPqAnx42nbX<4FsO`BZJ5kOayOeIxbrAbXbiH1^Zj6GMSOI*y1|(|1<$tluN?
z;W2n_#>3i?UGwB-F8;*}lMHP=8IZ8*E0DxmIQP5vcg4s{OHi!hiD`^MN5Ug@c~Czs
z3!+$tBCrK<z0x&q(aPLdL(ZQe6d!)|(Jx)uoqT(;`?7*y+|@%t6YI@^4gSN0Cg<au
zVWi#8(w}*g%2mz{3SgeDTUgLkce;1kKYt!O{|#??x&XN)HfwD?T1f5yEM7bQ^~}&W
zVM#-H=dBvX9}%D)yIwePy*+O}knw!in2A1U0cdQ_!z8!j3dFtDk0o%pg5O)^jn}N<
z2VA72AcSTFRKvq_%9cOP73+v7;M8hKl^Ym_Kk_;E_EznVDcR!1=DYE148y{MtdZ?4
z1z@p_ZWjU8UkBE(qZ~<O4=}IRA4$x87CrnR8~RVuMJepC0?(7qt|H@l0n7M7<g+D!
z{J9s*69n$Afseyb%Co(fZBEqUaB`(kCt*O4=JXQ_nMVAiAQ^E^x^QjCBD{C4g<T>w
zo*78!eaUYN=VdzmeGO}uNj*~S%oy>eJ)vqI+dGrsk2l=Go?~8`qCVDi6nac9mT$y}
z-I@IQSX1b+p+I}HEZh9nWTIBg9$wyltR5J`yGdsjP<`NmLY}CDI@dXv#Ww#QCS3}*
z^`udUa%6#|Gc6V=@B9AyC<@#&GhX=O+Ez~Q>i>UHw9{h)w;OkCj>u@VePs0(`s1l$
zC*aNL^x4#eG2jLY4K$~C_kJ|j0o*&8wskH_^P}pF6b`JD7$j&ujK9q4Ra#z2b)ZA{
zW-aOM!=9z*hvqPXMp*3V!@K`p$HRCcHMMzEQw_dDk@cPxM6}U>_~L)`0)R6sw{LWM
z{u+pvGQw`u^)_u+)5`THeu=ol53zaK0;&}P|CtnmIoIIUX$0Bi!DVoKtGXZ)M7IHT
z9kD&B*&HGa*Dqr{Yvfi`+R#xb8_|AOSN8!A*42Aaz%-p-AJw#Bw;3fghSBe-;>1i-
zg21w&gKTKPYM4p+XL|R5nhebhQ(cr0JHj_rXuAfv#^1aUdGH{-zX^B;Z2t5&2_v@L
z!ff12bu{lEtZY?Jye{HS9%6)Db3B}Mu=9<5BWjYCIU9{LDzqbWr0*>%uS<{Y?grsJ
zJv>{$8?f+SEgj6yI4d2E0}e>Y?>b?%oOWdB#s3|4>FrRdJ>oEM9I&y9Wh`KVcCpa^
zq-1gEx@JRDrEGvYjQqZ>#7SOpB<tHK6(ei>w|QP{Nsp6p5ynBl!LXF`GSa3j51@-@
zyD~?=InhM13iU+|P#Pvg6qXjc=0A$A+Zx4_?^$MJ&d^<xyYH3z4*Ox90Ui)k^Qx&p
z(w=?w^KV{h@I_v@i<&fh^iQt7zQ~y<*FbaZWYdW8z3_}3@e_&|?A=SYbJ%}R&7Uv@
zIbnEEXx0S-JQRkwUYB@C-62~NOG(eM1>?sCRXx|n%e~L+GcyruA2xg3(Y`NdQ?WFI
zx9VyPa*#j(5%@@m6HDWO(ZEy&z*lEcIO{GTaPIDqw8Kka)2>|0@o_XE9l~}Vw6i>Q
z3NvqTS-m8UdC?j^uj`aK4lD6%_H(zR2tv5A@bX`Kp}3XEEsIy017^RHZgaZcTaw-z
zqq^)F!ZK8S@?v|1y7I3AmRc+D%+Uo!3_RFP$tU`D+TtAUcf;440+q>ox-0fy0Hboh
zZoPUUS`xd{1RQo$U66^(;tane@OM0b^R}GrcHtTzq@W-j@?#?o+abH1xL$p+uDM7=
yUDffm1u|Wt71}k?@heuT;t6Hs5&*OzuSGc&?{R-xLY(P=oWnq%_DuYLbN>U)%8YRU

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-13-DSX Architecture Overview.jpg b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-13-DSX Architecture Overview.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..53190524772cf2454f23697f948d33cd2558a2a9
GIT binary patch
literal 240714
zcmd?QbyQqUvo|_eNC=wX?moB=kPsLM?!g8E!QCAaBuEGhF2UUyg1cLA9b5-@7y>~8
zxjg6nzUP&D&RyUA_uihhdbRA`UAw!cy82gDf9C(J1Mn4O<z)dVC;$M;;}7s>2_Ox?
zKto4IN5go`FfcHlU}8VTd`x)HpFhJUz<cq60FQv+B{3z*OG0uY0s>MxQgSLP8XB6H
zB=n5*)QptWG}M0$g7Ww(<`YcZr%!RI2?+?P|6iv+odANTXhF}6(NO3Cs01iz1So%c
z0aSkxiTM|~e<u`FH1tO*pFVr+HpK^^prQSv0qZF?+7nC^z+W|jCv=!Ecwf>>sT1;<
zILAIEVtAtwNX)Mpms2%K!YClE{lO(DzKcl^{LVF@dV^F*SVqg#%{@4G>Wn#YnnhN}
zEU%{f{F(V@xsb<6$Wi`R`kMs6KWKRDlO%Yg4fT-*G*k@K$Mr);d+Z}XdqKyG{!*Qu
zPm0hPgI~iW_DvvzX;l}IW>5~J^oPl_Cju^U#8c;g76I63kFOJ;5ddBR&Jpz7w&CI7
zPs0QLnPsc}RC}$)sxF(0yO&L9I4NaOtW_$ircsU+^hFJF8Y3fPB_o3_^ZNfW>qe!g
zrKkTp3yS!=_|L}wDly{|5TFqJ|0pA1CDcNVSbUmG_&<C!hMSBbr1#&}S8WJ|{b`^=
zF`?Q}06VKsE`6d#F8xr5luR+_8f|!lz`v~Ye=P4ms#re-5{ckWlT&YQ4w${n)W4gL
zJBt7?>a?92!V{{*^nOOc%dG|_lAI*B<vzbcW)yauio9AhYMpai)=2*1Q6f<1hQHs>
z8&ncKz%491g(~4-=cYG*wsoe64vVl56Rt%z!O)4b=*0<Bu0jqCt^y~;Wj7@Ypx(@*
zIQ1D9k`WeluwqXUrU6VA9EUEKk7Q>jUB!*I72KCQ<?r-92gTPU2xiRRgz@y>750aH
zn)He5F>Nq9sh`taI#I?gNNLM|1>B*+9iTX=y7d@vo6+&I7t)uTeK(pp#_TRaCgJ}T
ze%mea^x=tB^5K5zf)u5i*wYgE-6Tx_X(vShyiDz^5N?Km#WwDLU6}#_cb+i@c`>7U
zEi>#aY*D4-g`Y|7Dz21nn73%_!xF{|Dhgr-#JLX!@KDRobc&C~X{VZ_wQO(O6kS_}
zFO)~V&!h&9e6UlF9sA_jdXi^eZu3Cy^l;j(f9&3KTNcbv-}vR5mi+N+Cu@pLOfGa9
z`ZP*~9<!GBC%}dUE0)SKSH;h24d3Re6vpPxrr)deENSn9%Iz+Wo_A=hev~s6H?aam
zzfO}}S-N|-*(=F@2m~R&HtLqZq^`V9)HQD@@+gCZk-^dUzI`uRw;daFARL?7IR&YO
zrE)ISq$x(bG_<G-+~WLmNxrTy5+Kl}sL*(L)pVTog4QgcO&KEK5OyOa?OH*YH0fW9
z$*1!{NXVIss$+)B)>9OXVX+*R)Gi?9(!3(D1FN<XBZp2-Oe%Hi_rG|HZ6z|!UHf?+
znPC(^<Cgl7N=nnR3<?(liB*s1dH6UUtJUo*gWYQ2tH7&><}`n5fBHfZ<c~8x7yl*L
z8q#Sd-pHc$tU+5tUR~ONveFEarYS;`Z+W5bL3<pAXH$ZVZkEoeEvN}u{P4_bFAF~v
z=E7r%zMGul&UkVfWN+m1m&DQk56MG9yhz@X=q4aQh}42BoxIJBY8~@!4KOfN#k&5Y
z`n(|Rt)c#GWIA|6Zdq7c1m_Qclic!QdF@K!<Q3a0(;*H~?;;il#$fHwH*16^g}ee)
zCyZMeHSJ=-i5Yv|{xgF1u%9HFO6*N{k^?ap7jD}FkUL_ydUrd$=2C`Jn!F*I%B*W+
zN=v6V^78)q)NOaA!s2CS00M|i%8dF&N`rk#nek)Gjqbc{b;3waI6x1mD%ZPsZz_~C
z(L6h7U`;Fb95T<#V_K-MqH1^(sIe#>teSTzD4Uh6CS_ip1Sg<ZC>%)QPlow@&!6_u
zRJReD5$m%mtt1@XP46BF@4r`FZn1oFS(sbn3_Z-Rvu_n`XdYxJ&xO+DL9>q_<U(5v
zwAZHY)y}29o|xAbEBtx;J4H$N0#JWFQJ{s>x{+i(DBJsmhWfTQ>5h0+4@MEXHxc_+
zs9Zyzlnp99`@fwG;o)4s8Np=o#=Si@i_($=gh-Bw@3Mb@LrrS1)FB53ensnkS^*C4
zgOH62xx{Xl=US{oeCY9q*5$nPsdvhnd$4i~kS^PN7i0S8TNv#ohu!pVy^VqaJ;iL!
zX8o;e4s(C9%2JqLcXs5-73c$1aEEqAG?{6aT*3{v%9LNaeVu-f+G3Wb>vmD<v*Yur
zrq-!02FeQ>FXL8I!2Q9=F4Ca}MbW7!cV@D#oVjpp&^WbXj0>gF>x9QK4%Z3Q&KrWN
zNj=f>2k^3yK()wGh`r2l40Y5{j|k|eF-}>dA-ZL{Pb&Hr6uD_yz4GCPPnW@6i3oef
zLb$g5d0MHlnKEXcDDNmkDBs(G<uqzY!@MKObFlkr#EQBEMymjPhPTN~d;n)hl1%rk
z+xgfiZT(4LWwnuDUuOHv-HPFJ19Xoj3*Kq%x>489`Tp4yN%6<}I{027kaY!lw7lTO
zBG)unmC-R4<}RTW4Fr;+H9n>FHW3nO7xyD{K7Ky6xi!^Q`X$abzV_D#91*kF=IUw)
zGG@6}FluLPizsqa2c@L8J>Dbl`>maQ0qyLhmNr;pXCR#<Y~VYP(ToOX+H~BnKvYF|
z!N;X#Yy9mU(9k|-u6d9KyrdC#orcX#5JnB(!rt0N$rGV^r_hD8nT896GnB-gN@&H@
z4!);y7w3KU6chW)$}UP)$Ec8aUbKrb?4oBCpuHlP@i1MC;cHx@<$)8F78|cEvQ@ji
zV2jB*$TBKF(Ed!*Dnk%AuUfLIb~Hv#TUlL`N-8>KqtbTsB;$&qhfYXDic~~KLfz{B
z6UqQS7CQ>q){34!`=46Xzm_<1=?`}P^~`?yG6bD9f=-RaP4femS|PhyO?|A|P(+|c
zEIJz^EO)e7i!c1Epo|Roe_kG919|H^Xwi(;I|_)szd0mGqz6jQk5CQ3viqR!sgM=7
z_A=M@^Q+)XO_W$d653yl(E#4&P2odr|F}bSo8~EbIYUJ{sFxY3E2TJ=0;f8-@x1%U
z$2OoLEi}xdyyZR6L*G)fIhWMtd1SN&AAexzuASwmkmxCnZSisHRi9I3#&?Zr9Wdt<
z{##S&29QI`YU!qZeHc_|sUY)`$>G~iS&do2bOdkwb$@Mu%XIKGh-gQcQe-^?x>Rg#
zDLuVNVQ{wl_PqLDUD`WTk?1xf&PQ7RY{<J>F~tR?YexjMX<TG}@%fe`ta(7y`rgPv
zP*}mcz>$Z0$9HLHRv<L60jhxf1K_>5X5sDUb3RqZ)6iaRRD_8b6#mTk1JD&(({U&W
zmEtrRJ=!7&75&`Q`0C^!5u!d(+bTU-Z)-nUF+GdrP4Dl!i0t;2ltl@Q15i05TI=N*
z$d-oLM*OCw;U1Z6d%9$OYz1vK!l~a@UU$8`DY7l;L7_0lHQ5Zw*)y~(wC`YEQ7*LQ
za^^eNV+_JFk|Svqos4mXLOfL?5M+|pBmQa3VQM#g2OM092vdiK!_RJnAHx{^%LDsb
zchPb8B%GT2%PVeP%{f2G3l|hCg;h7famoZ@lSQGvuRC#gBTrEJbrKg{UK{#?e`j8<
zmQ5vy#jOZJ*~Mnb=<Jm}Et&ab6}?p<9}~zHq4Z~e0Pme`6rmm2rO*K)o`MEU(N0+u
zrm+Nmzc~3N69m?hK!qiyh`D>&%&fhqp0jnxanRymi+Ye04i3Pw5JjXLkuJZ%RljjB
zF6en@_aW4DXsFp5r0d=KHB9<cpKQ!EwxbR+x4acRc`N<ahDzNU7F4Nsz?PrTMd@(A
zMU9ZARCEsAO$m%q5l@8X&55agfl%Pvl;vxQbx$U1w4ICGs#AmWNIk=saLFKeT$rVe
z4N^>oZiMAdwmY#^b-h0s13UTzfUyn`{RwS9@tLTq*|{klg*~!Y)=EdUnAidSWy%X`
zGS~Di=rYPd|NFG6m!z^fY;T$QdF#^u1IO&xHMr2*&fZp5-u1haxWpD$mNwD|At)#i
zKde{i{lPTz^ep8E+HI+w(~P#w2Od>Uylw8N?IKJD2GgJt=Ki_v=NUL@Uy_~|j1|<*
zXu<9MrbS+mE)&E@{np79$uaB%dKR-?V(jY9h~;K}i%BV2T^}Ux_QUpGTW$T8#YAno
zd#jb#Zp+1LWoX*_oC*W6^iDv#BvfR6^)MX?z;l)T9RT1F?p`df{f#r#T$S42S7})k
zM8D5aKcHqb+BGaH?funLV$M$|$wgK3Tx}4zT#~b2#`41Jlj5hDbk*V#sKLFi8}YD-
zX^X7vWN6a>WzKl#7;X=(yY3<Pi`rfMYkQArai!(~IcL)q2^`xzmXtU}=Kv?ElPsZ1
zP>^%g;jsa6=HzX(+WbjFi*g%WfVj{ju{sREK#_q=CI3BY%jl|qb~cAkDfHuv9sF{d
z?1!5EJUzV~0fErd@Zx`nG1gkM4JmXzkaFmy7gTQ1?(*_DGT@h{rkIL`k7a^gL9_0u
zP&Soot<FT<3Jw^wiHRVj>e+Jb#j+RmE1xELmK#J-A{oUA>p?FF3CaIS*?D|S0ZZ=T
zj*qhVhQQoV?%!hH43!&Ipun@F^jo-<r&i%Xkt{`0CBZ#fwId7!o9o-NaUF(|NZy`_
zpG~|Q@U27`mc~&CE|zIcO0jN7q!!B0(;T79j~fL_9k0?HW(XI5RMS~9%-q0!2>)U7
z`Fk9row{hH6Rj!Az^D}^<_uTy#BXKemSNy*VzTHm@?ueTYMFOEqZOA&0m*^r*e^X}
zG#?w+)qm@Z7xZSjeg#*Y=*_62T|@J_q-S1E<%w7xAD>u&-}8FB^99V(Yi-Z`<gH4<
z{`SVVOYYt2v+~T4y&vVcYoK(2UAyAnIS$hXjceVjvm2ZOZ-hig?ZV=5U1gn*(cLeM
zbZgWO4ntu2wqPI<7BbdbHC3<EYdGh$QqvJpRBQs*g5wVtlX*wzb`nT7)Z#iw4tlEM
zhD)pz*sz&wp5)cZ^Hb>FNifNoVZP&Ilg?D(t#bAA)8W5iTU+og>2SLB&L(nRE-cA?
zL6th@0@?Wk05AOk=y{iJD#9ufW)`6}yF*^KIo6@A!z@#>o@iMT5}(U4fZgrT@9@dl
znduqFpH)gb9Ut4)U4oaBxR?yMUa>0nM_QUo2vRX>xnZ1Q+fBV$e!G01YZ!Y^^r>(0
zV1=beSxWz&Z9ggrQ%cReB!-V!1RsJO=7O>ZUk`=Dg(|0()cI}DZtm1B#z%KY=Op3r
zEe9EjUU}wBQ-1)i6-ALIRjN7+OJ^)kC8Us*9kYF1_E?A7i@EF^ky8>onQvAXqQ0cC
z3;?!1*3DeYGL~$#B~R?9`Q{SZ*$bMcT+RHXT0nbd(zWyn<Kn7x+qtwTG_$n5)XVs{
zmdnU)^{c(0$9r&0wauuqd7-~xk(wc^u~!!qtEj32-~<b6bW4;d?dcnRpSNF1TV7rc
z<%lVASDke;uZ+s4d=wjKew-vjD(yw8PDY!GTq$-{%jS06#eSy}f#}4sW8TnpJJj?0
z(5!bx4w?|oDkIynb*lV2!a})WQWnZFuVp+3Z3+2eLBUx~)laRELn?ypqk{wL2MwXU
z%_>d9e!?TC2xHOjfI*gQEIyv9KA5#_n3~7H3f%UCjEvU*tRDOyU@S7&$3Y5X4^IxJ
z@nfvN4w?qgbw|8;Dk+C$XRNMW9IDIg#^1-N!LxDf`_@%87SpLl=$NMTL;$sYt&m$#
z>$90E5h2v%7e0@sDe6}yIn&m6LM1cx5jTC@XV9UHlcSD;z?D1rbN}}GZLJ|icPg-<
z;(!M!1Gj7I*^~V$tB5vjfuD)oMWsbaWO*WSqU8EJS@gIYhLG|(MLTC@r@GlGFwcl;
zDkg8`uNRMVP)1zM*~6N(ZUyUu3hVtyJlxJjPdg8s#EIHu_`1YnlwTr}go)dt9XV2E
z=NU$Y*#6SS$}}`pb@<u#jpK5?sY2x_6w^1i0LukOthr+=wV@@o8a{^8%0{f#WA_zc
z%1F!JkRVOt@Q9#)gR<J|^c_5{m4sT{4c#gn`SXfGrbO`g0Q-rquG2n23n;~nx(*3W
zyXT37m8KsVO_U?waHL|fH{TX&s7)zrgT`G%Ou2pAIys{b6>UJA_DSbO4)uGhPIKBC
z?L3=X&(PfFyK_65^tqCL<Rop{mF1glrjn>WPhq4sWpJnY2I~-_C>l)+3M_h3ROM-g
z>wIYXtSTDpZ&L?>!EuA&_GPfxyl*3gAyfE|f>8VS?JMoBmpfTXMjyUJarv%E)8e3&
zfSCKA5$oR-aVN3+$e$87r;;9$nicX3C)c8pF(8PU)cyn61HXf2`ZO2smzczP7kF|o
zL=}uVBLVIlypqvyr#Jf+(<Dhe*cW0EuQAs`gm~VThNr(@NCIW0B`0HwBD+UttlHkI
zzTw!NN-i#Wy7N*p^!14M?z5`O+#fyWEy@n={T$kM2~vH91qmm-sA5oK-bAKqxJ$D<
zqsNlHw(X`Ps83uarmo!#H&BRET_-56(58M0tjw8+`-%2TIn(x<WisrYl~u<32b(qV
ztDN{N=Kj`*HhUnL^5idO%Cw*q6D56QCM!_s)2Cng)e9YGZa-%J0Z61)BsE7~xtnLn
z9#OjgdPtNdd)f8hL2`ui^ey!UWw1p0q$RMXo+!pjqB!_3R>K7QJ54R7uAvlHPS5G<
zz8;LzmnWSNN4~K$iPb46%!FA;DXKDFyghj*_wpZ{R$j3rZ{rJQEo<IyY5VJ*oEv*y
zv#?5wKHru5LtF18p_XS3u760IpN?SL3K=yEBRgq~B*HRK9xDy94H2w{`G|cQP^IMJ
z9k^$~2@A5*r7y$gPJP#du9_s*C|GVP?;0ILZOiLEMP4{3dvFN-);c+bTcZkQAeA^_
zcvckzj<<)N+)<p`)y+~sTs$1g@ms2JS>Rm#{Eg?jz5h7W|8w_cWH9ix2*|*Me7VH+
ze;@e&4l}~Szm}!^^M><HZHT(q8a4czrcK~Mww4xFf)v5)py~;qVtUqG>IlqI&IuVX
z@zd~#f4u|!8$isJht&H6NJ^7?ui^LyU<ZRVlMJq2*nL0OUvO#F>5`VCFvrXMAgz~#
z&mZ9T&g#m4Tz++__f@w(H7#<!SBbgz2jxz(%QYy^$#>xj_)^Y#6x0i4uxY2CTiAD)
zkQU9)HCGJ&;Qgh-F202kRk0qB4y2Jie@HnWYTnS}$)1L1OVijrOtE_o#4KROL-=r4
z>FioX5LbZ_cO^gzkYRPIL1fKzpM+uv=jcb#8z!rzRz4JJ4hH_d6{;R`4jkr+W?d_w
z#^NCv<59Mmc^yxTE19XhZ93KPL`HRG<7V-ZP&=iX!NC!s`;^hwl4IU>dTGddC))Sd
zR#r~5-Y`XE2?7_|y1(=>WttgUaa7DdE<nVmKu?PgV8Ia`JkzaAV0n2=Qn<II4Sj1%
zW=1gEUP$)L#2b6WAh1R8m4cNIrh-$CtaSxQ%06ChkqhJ8q7YWwd&Be*)O#U<|7_kR
zsP>qx`-EEUT+U!xa+0Wfge}`$f-~&f%<>Vp7rMh!2FDNc#}K29#6`HWTSb#T#UQEg
z=gT;0amzlavGo|9k~<{p?YXatn&EYPN#=ovSlf{Rp?}`uZ4Buia@8(<eb<jwNQH7y
z#Po6DwO5W772-fl&<IwxeMk?XJAY$i@(<i=E7G;n5$CzETcOP!#gHK!kZtwyai=Q!
zj0F$n#Ky=#__Dqf`X&oUlwYD(@Q2A?cNtG|lSr*#Koh%o%W6Ca4{wS9DbNk<D>57*
z8Sx3%hI7%OegSB2H+fN=RIMK-M!Sx9)}udJ4-nO|YYuh5+Y^ftR(6{t<eOW`Hp7XZ
zL@%dxfqDkX3OkVj5(B@6_z<-Ew!pO(Hi^kOv~=hkaBn5yr%qk{zcWVGxvY`FbF&5~
z1ye5<4(KXE=M)Al{8SiSlLb=7WP6`HBz8O;k*kD3A2M%m_0yQ#ldwc>43c{X(bCUo
z>Yez9{NklCdPkMJRy+%~>-LwZs4^dhu1)fMt+8=q#AL$=hGS&;4^2EdRB;6`QYRHH
z3MV~$nw_7TT@pdR*2i|5j4_Sjk}+;3I*$pidPzv-6p{0NRheG3D2Eni{L~oKWTX4t
zdqL@;+<66yF1&8(v4w}m9lkfPf|gVTs}mWTZp1>*ajmR($i{fIsI@oilN<JNSyt?>
zVs<9#Mw2q2qMW9k;zcXX$6~NMujw@=dlu(vNGTBhsV$HH&54dnQj6Umz-jJ=xKT%6
ziC2_o%QQTq)Y@{pC`O>x!+s$f^M!NB-UFHK7^!^sbBthZ`2OO6=Ja=EIYV_0Y*iCl
z>O+++B0p?PygHmyBfs=IbIFoof0M77tfdxcTtHjM91ZGDdgSGb+c8a#J&wuL)v%rZ
z8@Nl%^uT_dc0ZRlBM@Vk+o{Lp?MaXh{bmEHo39(qx(;4;PDtD@MxpEFd3sABRqq~d
z=gzf3M{!ZaNkH4)lHJ^5i<yqTuKrN5t<8#xcj~f8q`*b(W?J##XVPQ5?t4u8&7_?C
z)KNtPKu!=04puwc%RQ#tX-&^OL$^=FO9=g3qo%fhm`<*cG^}|sf-hzxlD0530LtM_
z=ArqB)wQp}W;MRDbMMr$Tx<i3*APlwdiSu%x`89gX%}!ISagi<x<%{>^;4agvf8Vd
zJq*DBOP7_HLo<^qF43QE+m1xLrlNV!_yj%N<^F8XzImhQ(x#u68oFW%&7UF>sn!WY
zq9QzLQL=1uOiR{J366b|Y=y$|LSbw2jP$DDBmGs2mKTB*j4xwnPOEFDnja!=kf~4{
z@mqsL9B@JH$+v3Z8rM``HQ)I$Tz$DZcThoQysEY0@0mphxM^V$nR)W0{sv>dECPbq
zoN)Y3s^xr7M}u9PjQaDT0<JF`w<$tumy0`ze2ZL13+-AG1|9JfpTCsZqc~~WfL|?{
zhpyRnC>Us~0*)5=rO_5vZu3uYNknFw5u;8wBKsNq%9_~8tOp%_uW8mos*+<6yb~7{
zp=IIvDy2Q$N!qj1h&fUBe!8&>6>?F1$n5%wlZPZ0?so4-iv6bRPoDNPc=i}o6YctX
ztftn91r;Kq*1JE>cWlo1yKKM9K0P35sbe9z_LeR><k)w(s^ZU%uOX~MDl_IcphTHC
zbncFuZzz-~UA|B{{<;j2OY$SGBAg_6ytzJF96hpPJJ=92Ih#P@K^KYi^KFl;1c~Np
zt7-CxKLGjOQANV)OkH45F4sW2^MXs@2<Cg6^-oNrV9RNUf_wLkb78}@4|@5FF$CG@
zNcZd!9)xJM4qCmgJ@mX_ws0Z$@I({L2z9k(IW~`{Fl~xV9E-Ajvv}><Jw~V}C{#V|
zyuwjwUNEh!!gACU#$#ndmn}dww(IU#@N)qBI=H_q12JIs^~?tTX0WK}%a*jJnv}#-
zj0yl{;5OV&pWzFHXO>d1L09neJDolSQp?;%twELR%&vgz)yXhns&^#v=byr^xcFDd
ztn%v?Ywy9FT4yso&zH~&qD8sU<A<cfcS!ey)GTR(KSPWs$%Ens3fYdeujVuNZ0HN@
z#baAh^;OyEMm(M_Z`=FPZ4@RHZS<u`=i4>tf7_=|g6YFXkw0!oDc|lgp!wmxXUcV^
z3HRfjB4<B;5)?G9?AInZ>NyI>D@GY7<r5tP2ms`9E(}PpykdJIxG43CEnD@5i;EX1
zLkp|*y-CkjZgRyt1N@|rQsGlRXmXG`nwJ9FMu|Zy??*?aC`V7H>&~I_42)<&>mFAX
z3h?ZscQBlJJI@wnas6P8)y>aZgEZ69q_MrBS=d#1r!K=*5^`R1uh<sv<qM34$^@wx
z*h+Vj)XDq+0Gid6fs7{VzKY-Z?iDy|P@z)t<_@`fJxi0)IMzXep<T>ZIM$fW016rb
z>d?{+Xq-n%Qs`1o3z54>fm2lM6SCo86%-F&6}#)r=kn`ycW*VEN;emDDX@vXsBn;}
zHhyG`*i2nZ_smZ^H!Kgm27Ai<E9N|m%I{l&$Mo(%ySN`nu_wJdTaO^hf^%j3DdEpr
z?bPNh{XsCc=TNd%%7J$pdd?`&^?B+uhhE1csp>OLMXL<o@;d5<FeUY2yHICU+nmH8
z)+eNt`;aN;j58DwJ($SZAy{XhU9puI<es{%Xs9%0wL)rkF8O+Zchm&9vrHA8+T%3v
zrBz`1c0kkmfb`hokP!|{3U4ozRupy;ypE?FT}I_2DxwkjmRs1MYnS@b*YCuB5v#ce
z0}}s)7mCSrZR>i}wHNH)IM7W6>ZN!WpCz>v)qerl<}TQc>T2y_+-)`-@>f57H#;PW
z{mKC1^&Xs4^7*)kU*#ry$5lGOc{^DY7iF~b()k#Y98M`W{mU`IBei8(M^kLthPV56
z9ck(%-rG_5n)3QCA=NY7$Gd|aR9KK%os>DLF)&qMF-1L|SZ-x|5xI`^_A1Nit&6Hl
z^4IaGlX0bDvYQxa_pR_o`-$;IFUsB-dRop+qU*c>pHt@N@uNh_9qPKb{cXq+i}qn{
zDAtJ9^!s`cMH~jNi-L;2SEWmgiWe^!EpjI7q88B>(d<iw0*y-DjB2LqJ*Ty&B#zt#
zxEzlAT_{zqK?Ffhbsggbf2l70gcjAWatkE9fDaCJapu6b-N5Oc)QwDLZaB%I5Za1T
zxVzZN^HEc_NVVy1iV+vt*H$cyn`9Cw9E5h_XgL<?-)+A>`37APD#&eC#eUP`WDpt-
zIdae!erV7xKW|WTmdpxsnX<K~vP+Uu8<6wL{b-;fHLS{dX_y&icU|#5Y{p00Xwbh^
zwd_z}wz{k$&dP8p9D(i3l+z{}dMzqSis3jnboViS12`vtfb&VQ#9>awiY>A_c)=qD
z5GPL;b@@e7f{;jH1^6|(8F$jaPa<k(T;oSs76qn2)Pd~B;m*5g@Zf_c`4tdcY&tFE
zG+*w)KQGfSjDn0xKk^bVO~9i|oH)1+DfHqmup_rsPzL*!yDkBzyc+Nv&(p3&mjdvl
zLUMl>0vBaBbmU<I89SjS?l?c2g~UCgK5<tLiCN~ghF_J6jsI}aMNE){4ZgIXZ#Ei*
zT03zcr47f3^EKFzE3W)fuzBKa1OE^jD#8>eQk=3&+&@cwb#uB)x_t$Ej}(~IcU0ZG
ztHYVPk(bsJ)GCN=R~tk#e5p^(U*BgBk!adip`3v@rba(X_0L-4J!$gd2suxAPY$vX
z#jiEP>-Z2Y-Qqfy!92zNU*qBe?r;H~tH=Q>vLA0n7^tb?{f@t1)Gdl^T25#h*)rue
zsrwigo7unkPTbb%Mtj??SO#|%22Y>a^cdi*hKv_BPpL9tyI5GI@Q;Z4EmBSA4j!=8
zN^E}dkYsH!Sj;KPtrvodWbnUEympns6r~V3jz$emwT_N=$51Jqaat8bpIG3$AYI}|
z)BhD(1#?Y*D}t6rfin*NI@5|(r6}jvv3D#dG1MdIrUeI&P?g)eHYqM503t{rI#-_=
zA}RJ`<E)r_!=az%_`CgzL<bM!n097|XD8b*((Om1Bv8AUI{{x0c-bmF{YyXfu0TQp
z+#V4U>6>?qvSW?DS-5p672NVWQ^ei)r-H#rZFxaOv-npx4S9<9%-5ujTzA)7=Eef!
zgKhBC?#sfH<cQEgWy%)@yM<8&HGE1ZI~iT1XB?I1WwMLz)J>CfW$pQeHG@_~c9~I}
zQPi=|EnF9O;(S}SUbs#a@59)ve8#wpoQsdoG&R(vRH<YtIn7S2yuD4%0WD-wWll9A
zS8d#VWEG1HUtWrB5P=Ldei%@8iz=mOD+UIw5e&EcX(zG_BF9U1nhv7mOG}p+-m9y-
zB<70bVN~Pq21(I1Qj3b}R}OM$>T<T~v}+kvy1DVpNVG-Py+GD0Dad#Ia%e8-G1@C>
zl!pN)Y|=Cjw)0A(V!qssyB0WGp;5%)yY7n+<sH*6Rj}2Wo2z{L8U8v>WN|mFZL``_
zSelGBH~?!+Qp1NsW?8_WX->`1zS-rw$9Pe(nengzgB)U|{+@@p<l4R<?}k;wAg_Hw
z(KVkKc`G#hvu|>EY-e)>Z?=ZgsC+WreB%-ZQfa6&Ft7V!17XhyIx!hth@Am}yt2=?
zQgG>t7$p2=O7qJJeq6a?x->>Y!`zi0Rha+#J^epCBmT!Kk@cs~Jr6M-zqeHkWHK8y
zIu^K%T<JeI*DSk}9kHc%JtLh3JfReyi(m`4mr-%<#6!=rcymQU%qqb0vUWQt<MwLB
zk@%`<dDPd4W{hI}ZU3=u9s~jS?u-{gtin3CXuWq(Qf5MeJ7RY&(-qe++UZWV*5$5j
z>5O2st5xpNrxG?WGY2V+X3YC#$3t~|awUx*rs()OM2O7tiB#V(;!KkLrJ57BwpNR6
z9VN8z&#%5+d%pSgLWQ@Ur$)%0$kgoW4i<p;c{R)li5pfF)ZzWHd>q5)+(>6;Y>o(7
zQgS}gU)uRb{xPXuNE5ObI4*Kqvzr&rQhdNCt|M1jZH<esX`{k81zwtgpn=gbQn1~E
z=^~N1o?bU7A)y`boG$dwq0rO!#r7YT3QMZk;-rRkc*RH2j(OYU&q3@05Xh9DQqzG1
zS&4zFlzEAXeRU~BV57w>3v;(!B0oefxpGcy34Ty|=$u?vT9z=((Tu7ZgG3swBUF;V
z>NwfYTDS~C4t?2K7ocZx%(Vd$(7jgqQeae#4c3w=hjrOEWja$E>y=T;yspm5cL$kF
z^FWez>UU~uR;AX8RLV{SikV}={S%a@t_^oFA0FiNKTuetmBI!4VzpMx-37@cl$<lq
zsP&vYm*M#}veps?{VP_Z+NER`K}q%UWY1+8(=9)022cM$)lq1+z30Uw`I(tjy8@h<
zeeNzOGu6(50!Tcj%acTWL{>C{i)&+MTcrekJ?H0k_atL%fNLA~?+t?r@-MAEZlU6V
zF+qs;PX+3rqmJ;|=iBBVQ~e>%@8Twyp~51;49~3gBTYunheoB5t~up1wSvU=viok4
zKOIW_owr`pqQuVG;d?h#1(18}HE?mQ9qX(TsutP`j)u1X5;VhC=BK2Of*n7Rw;Dr}
z-8%iQlOR?UT5qdO@{GQtUP13z1I#p7V;<?+p5qz35_jZAiej`m(x6P>Qr@N$MP=8#
z$~iH%w|^)>de0%dFpqL(c(-Mc&t}CiLvpv>b_C1uMezPu)nhPo_JCTAmqMKQx0;wp
zUR)MoACw6shN(^JEV1smTCXkeS>4DFax&VdpB@{G58g#hXxg+Kx^LS`J0e{Nb$*a`
zBF9EYovcoRmW{7X46n%i2?mB|>kw|_F5Bj{a%PRAj08QDnBStdogG|!S9qi@Ako`2
z`Fn1jL|nv&5PJ4!DMP7V18*14<0g+VX}J}hrWKqnRD{@lY?g?+J?ENju%`6(UxOG?
zrA|dqW#@l%U(5~7=C<cWHAJg?mYGkZ)anG$O$z2Eu6Fxuc40EffWQAMf=eB7Ly&3E
zUm8!fqt-3^X-d?7nQ}9+$Iy1bs!iRbCc<V%nNnk_cPHj5=(U$?xT^}!yAY&!o8B>r
zp#s;Om_C67B`|!P)=~7u3+EF|4y%b<*HB8H8J9zadw*ru;vi8&Rdkcq<uUXZvq6gK
zC`(RFQI(%ljmC@I!|+)JmfdjLq(O{1&?09_KDm*}z*SCM5s@`gT_}r<B#*(hxkol!
zOl;I>prOqr*UKp+lWFpDem%_8JkMIx&GE&hLqUh3yS7p4jG!P{UF<81ADd`6T?5|p
zXbcQ}ZV@0j9`3cRZ=KB;om{ESVNVF9YJ%t}m+7}3Q;N`MPK@z^&<HGjYS_R)J3ild
z@w13a^El?2AN{|+%8n$q&j}DW`bO+zu>-BK>n6^2dhl}fj#|r;goG0$)h5thpWC|5
z^~SxMB(9qlC)_yBoi1XpXc)fKI-h~OfA)eWFz8HG$z{9ZS6tN^J83OfS=CbALt6Wi
zfm158$4^5TQ*6;e(tSP6SO1}~A1NY`OVIpm({aJqWQIzw<CDF5Tozj{!Aa|(BpWK>
z5A}=e7SO~?t!uu3Uje*pEG)~lYjMD<Nz<|!q@hD?{ljcxMp|Kfa!PHS^YNaJ@C^B>
zmJLN7n<IH#b#q{1?%M^<&;3028PUd4d(jCWp_Ow!Yhdd|vNV*(KXu&DPV&<aR?*+)
z&(9WY>%>teNxm9ReSLdyP?~mM(V<G%N$iUAU5>SLX9>tcw#MNBUsjr&ec-gVsm!t}
z%1c_)R1}|(A6ayzjgB2-$a9%0wP{m!t5aKX7)N|eD{63&RCv0cZ5Ee)GE4o->v)Lw
zRO$!kZ=8I%IH=YJhrv53w_R@uV+bp>mM`N5CkFR3@vaC<tMGHVP1(fhRDR9st`99*
z%Li--)OLCOiT<IFWzI(zL&xc~a4}FQIaiQv-+kg75NtqM7g><->JhLwB-omemlR#<
za-m58#tqobO)m>vo<wYeUAaoOLmei%k-npn#u;5#cSONyAhHE1@QN03*WYf&3c}RS
z(w!}pC^vsI5dQ)AT*?i-kN5>6pS2zW0by`)?Vnt!o?5cVU!pKHOH4eBt%nyn>PsSt
zMJFU!Df`yehk1TAZ=GfZs0OdN)tq6YJr8U;x@ARkKZ*A$Y6~$#+xZu3V_cp|tOfOv
z2)7tT9=p9F=GbFBhLtA9%yh&PT#VugxPZ{gR2Hr(lD~LDnT6FgwfAfVBQ^^co@2+f
ztLT3*3?5w@d+6prex7{pXmr-TuUh0~!Ij8oy{JdQ<nI3rquf<*@FfaRe1t|f@I;S_
zCExBHP+7`vy4BEgy-$+b%7(qmHk8L8J#ct4Q;U26uQ6WJYSVDB%V+AiTK}|;DsndS
zjRE?uF=E+)DjkGI5xm~aoE@!nh8HGWHkt&ui$av@7E{n-be-(sT`*YBdnKyGU34#X
zkZ?i3u$kEbDVuzIP8@EkykV5x#ENs*ws*dKeo0M=z5Y!7w$ypk<hcqQ&)oVIwW>i0
zyd8ZlEQbP-1PIFP^;Wi$%$7*8kFcEW3sn!OJmqF&V+&)YoikTUc$FBO2G{PLVla;A
z&mN;W%x_KgILoN5;OzJE#)!5Y_~p!KK~6J&T?yU@q{6czcD?O=Us*^Rq<$Qj_w`fo
zq`Jlxw>eO4JAGGtNwj@ij=n*cc2l-(hH$Zai&JbUZSR}1@=JfJ(MXq;mO~POsI!wW
z_JgvmeMQG<;;i&bl%g3OF<3XbG5NI$A7lf1Mcy@{;^f1b{Ol(*cuHKm+2~aKZ5<@9
zzLzn`gcr|uwcE^@MmIq5_1M-O@%Tr?lP@z4(-7JGb~)@MHpZabHSxx@$pR)AU5DQB
z4lcFna<Cp;9I!E(c&^Lt6}0p*KMr>xc2=Pi0Q|vifyvr`y)*W};k9ueG46T;^cyU8
zs8ZKU!?oqYP7y4(bLXNB4nCx62AW2sa=&qA(NV6X>9u+8U!5BjBwIJ?Y&yS;ZMKC5
zO&J;(FLA5=#Bi9Io<F0dP4eU^!u%DlU1guVhc{j{7v5^HGU7cZr~XF@uG~7CSgwSo
znStkr7SS0q$6id;p8giGM^wa{cz{NCpQxl!-ip!#htndv5pUx-PO3l=E7I}UALn|$
z%vBT4PVr&24J{ST1qpTEeUw2NV<xU2e5Etjm>VN^a}P9Z4MEDq8?boY{R4?tv|kbu
z0!LnmDFy8|ZHiJ*ryK-_p51NjS~l-D!J1R=bR7KK6+)N24JkfERf*To^_t;?Wod`c
zwxZ<<eKr3Bc>TWJvtCELPYDE}Hkyc`rsN%&49=)-t~fNb+V_&~1-Xf3&fhkN!NX1L
zR`x|pMbiSKkiyRmCLwR8lknp0^S`zc&aq>adbWR7{8^NwLxSy%OfT%KJKQ?Y=0r?d
zHQRdcJI)b5qYW90PW8A>s-Zv&j?8K-H^dvvNu*RN`=0i5O+Zs~K(zR1ap6nM3$pel
z07OO1i!0DwTnxcYPz$TehmSz(<DP(tT7SJ)+u4mbZDasJ(||#jl|LVnHzf??)wKI$
zhePU<-kQhGTX~r{(w$Mc@Xs6-Z|MID^08mk*e~|-EZ%Mzu*P#Ydx=*%If9roX?t?b
z@Cmh%q@(n5jj#@QJDSb?Qnj~2RQ#g<Iw!X%CsNWYlSlt4OIzgW1UG$S`d0e3E^YYN
z*MFPi3d5{#sIbrVm1`bwQ}9eg4EfTclT}wD?8&^U7HKS#wye-&WOha-Amno|9$}mo
zE>)y@^AeC!*&jUHo*F@-rqIPWzKt<J3b=vAxmjW#{|2YMHxvm03)oi(j^txB?vC@2
zk#TjMp}9x!`_QOb`!gXE+SR2o#QA0o^2!>zohB*L<zpj}`x&i#sO|8ERo<lv;pvZ)
z_0KO0t;~-MWDp?c)1aLePvK<7$d~mxY+}Ju=b%U(gV2JOcMH}s*g@l<_Y0A=1S3c(
zAY*!97A03&u0Ks^?xqKv@*T+%B<4eAoSv^7CB7_*v-mu^v1w_r%DO#rtrtcO@zN|o
zG5a~Qqv-d$iPLyL^4@}y>Ne<2?Tys?ibWDxb*D5X#H(z(WH$W~*Wh-Ef`L~56s+C1
z2UKi5)HH^IAx!SgE!yuHUH7d`y}S!;mm&S2AHrp=W0*mCeTUE(MD%m3x&&d6e}|Tu
z3>eH9=hFOI!U6@s=bd&+rz_|fCr}^WSl;Ev^TqJ(xvV)Y?i^4A{iico_bGYiuYN^y
zbA<j1Rnh4cX1x@K1RG~!`C2mFQU~By=u@N-WPKYqvdLz4%2u($us(4zv)juI+bX%|
z+q`&QFAZ<VUIwPLYR_S!Hu6{B>`J+Ra2gJi%<tbzK~ug1t-MhID+ZX7H51DR4@xBR
zeLto&ls&8jZ~|LntEL6>&7k&Q#`xFk8IXP(@a9cLu=gz7NgJ|A;aCv&s7ge4?l3e<
ztre*P;gPo;%F7}|#WEyfy3A$m-!}4H0}^;<s@9YK0Aya2ofm1$b2JY0L>zFe5P^YQ
zI5LyNNxdM*ujtUF@-N3(EK#_N-`p+-3?*)3&zr5RbGJ-;^%i#c(<2>x7v|TwMGwj(
zRI+BYuk^d8)xm1lMtTP=n8jBF!M`eHsT7T0aTKm%?0hx|X&u;?_<nTLLeHBee$?nl
z#=dWRomX7OTFOvdl-hIxeLJSVQNLaxRYFhyXvh9HWAa~B`p1~1@Nk)@j~48J2o&%m
z{{OGOGXE8F(}$WHPD`l%R|i(8CMzug0il{wF=x<=Z))uJ6<B0%va5>|(T4&xR#53V
zi^Icn|IIDr->0Nq%B4qz`V9rq5`r#eq^MevIdNZp5yd>qh(BRF*LucM3iTUQQ;pE4
zSFPi3|8zwtiO6zRBXp7bqIMU-@f~#eIz0P}<R3tU<%yaMSsO_SOiWdM`n~-JOl{5h
zp~dh!S&>H|@|U+mL!0@4gnBWjAhDGdFsYb5MNjSaoyd<X>I#frWbGa5HY@D&810c5
ztK~TR(^P`-P$%*8=D@@1zg?37v6FHsH(3!utn_$~r1)tONWBcgr*vQT@+BmAveDB{
zXXM6RBsr++C`c4#s|=QTB2TwHcC?H#*Gp773s*JJ6ExR?rFv(Y#mP}7i=@YC6G~Cr
zxm_2d%E`!JU#>ipc|ADh+HAHfx<X(WM9<tsK=i+W2{k#9XIVBu%%5Gv`3POaT?&*F
z2*xut8Agiz`y>%TqMg68MMQ_f`tX%U>mMC@)y8`Ur4ixGjJ_Y)k$tY2<372~)1i_!
zq6^~o@l5%(TbA?X9}(fgt32nDr@g}=)z!yx^0J5i+<7vK#z({#BxYMTi8;F^=V~$p
zW4H@<(~?u!;q)pVV}y!rMTi2h8$(?7|8{5m_s#ro*y&$m+x~tyTm*?+c{aHAiU<!o
zn@n#4DrboNHXuiYE=6q*eMa`i@AZll(GmSqr8}*cU2hp;vwqQmF4a_B+CF<X=YWnA
zvFU>tw^0WE00yOq=1T~tzzk*)a{Z6?*{07yQ{qx*>^_S_r3YbJb6TUC{B71u-oDYR
z+Sv4|{}B|UCPQOmDIrfMMMyAq|MnNN=hz>>BMp>ynjrUUR^~l=TtcCpE9SlUH;loE
zfIEdyEOvSowe;((HYq}MCA#^I$8GvM?jtXYPa%jc`))?M;o#$O!pkmn*TBf5Z(Tps
zz~~D!cMH-fcQXWn=*vr{tW?LZh}ca87_vS!d@LE=o|NJ}mJ$|PJ5d`C)gmzJc5uW_
z)JXEw92(RcdQTC&G%~UNR+J30SW6v*doG2Ht_;o0RHz^`EpF1Ri4*(2s)QQ`z>aE-
z*h<~iHoQzKDw`2*y0d9cHVXjQk_*|sMxvpe=rU@)Vch+o+9ySzhw?XLy_Puxqf03j
z8*j3GK4Qo~K7NDhYJn2r5%YMRH0YCOYM{&!L%LV-1*Iv=<Hn<RM&F0vd|6IsrEmKz
zzb4vs#Y*Et@A0o5#s3-}86F<ME~*Ch2;U|obScjc{7)cG%8-CWhxfna3l^OeJ3Z0U
z7dZ*av0&^%En<B_EOTOQbQvi$IQ}J=m7ad6i-17p-$MQVo5)IaTg7m|3;E8a5;Z+#
z1`1|4abtm%E0qpD?KRZ6fNJeC4U@fcg&l#>N%9lD{R4_oG|Dl{M(-@9_D`Lu?=K!1
zYU25v2RFE=PF=lwZ(&%an*lSs^Gv7GDJtYNHYeMi1;x~zTJROUx73<0%@JyK`)}w*
zjX~CXz4GPxl-D9fWQ^&6wvv4w!Tffs0q%;`c}^8rb^X1(s_e}T9T9etnq-Z>3u=w;
ziGz5eG7{)_CdcpY8_a0z>IxX!c$2&Zxfuy;?uE)do*0<a&lke*JNv7$1+xK@>%{b3
ze)ZaLxP}x+31MmerMfluqs-K&Ou2gq%kO9Te*ogDw~a;}6^(q~T30?JQRd?KoXWFj
zw2(ve_C($+IRYnE_pJ6?Yu7J^AG|-^qS%o90mL(5q@D^^7inveF#s-}QiR#Bw~aGx
zl$&PlX@3@mF);ond5$3JjyQ!emF2r-d%QN;OvWWcH*w$SDFeRauUBqzZ`iW4E&fpU
zRi`EH9cC@5K{}0~n<SVohPUhw;2zMjnu@>yQpIH^&hUwz^9ZD0a=6wX*x20qut;HN
z)ER`^8Cxdc=9gqq>)wQl9&f+8emVT$nRSF3{2+4?8n<G^C*}_@8o|XB>0*H0<Hf}$
z;!8A{O~#H6J@uSLLK+PGIyRG^2(n-uZrTqg!Gc_51l4g*{Gwwaeg0H84jSt4Guf?u
z{efZhNMAf1fj<D3o8E?q@P7&~Y^r8@l*A|FmeT?q0&+ex!rW=B7S8q{0~+y~*qOQx
zGylBmlD%fk8>7pI@;;r2I0EnNLTh?f;CDVDF9GBD=r-#ccAUydH#}tD;l1{kzaIT?
z`B2(dN^cWYGb!-cy!%&k>SOc8;|L|W|7_O#_vXhzF#l_i2+1$muadamAC&8-G8ZpN
zynOu_if8l*o|5?``%@D4tADnC;xy`j>*nmGqTN_r&OJmt&gwQ<XDHA{IQ#8X%wf+#
zAmRFFc)lg$S@7joKe<|<wtYIgw^&u}iD*P_s#U(@qP2<0J&Mhzlh-of?Ei&?VF=iB
zd)Z34e(6LjkyOyGI_qZLMNoy3r7SS`yGe~Y{gBvx(GrF&DS!J_bKbbs2v)VoP-5k$
z?&A6?;pPU|@qiKi2LSr<2hjC=UVvAQijbfxr`*mSfYJbdpV(n;G~&?e{0D$K@F^4b
zp|9lcQrQA!-ch#ocxgt|T-3mis#USh=-+_ck6?$hS-CqvTkH=%LIj^rd6s7Xr!)3X
zH`{*zdl)p=M4;biEPnt1Zc7g%I00$5gP_oP_zj`_gBQ)wo9N$IOpmnu#ffbhLoZR3
zD?KAWt*f)#Y&^b<{s#~!leHW8(8+CSA|t>&c1rrGGgtMZ^AF$yVdV{>@}ui*081w+
z>Qx|$sEhE5kf&eersXq1n&;f=ldI$lB`o84a9L30l`qz=?Vj*368cO;d?>kpnp0b8
z%bB7<!l~UavHUGPed+({srcVL*H&%7eoCTXYmV(-0G0`iw7QV|*f)QiE->kVytRe9
zYuk-Dezan;HN~aU7gsq1uaEe{zHec+?YW~A^-_=gG&pQz`&41Z*M;5W2IO8@ty<1#
zI~3Xn6*+`$6r)U$f1h*fv-ktRU}A=Dc$e9-uW1sAVy4Q%&7y&A*V=l>kML-3H@B%Q
zf-sPX)*8}(7U)DB#vMKDxlHVH4l2*czxH7Q^wEa5P@a@CIG(CiOf8F<D+MKqnui^T
z!dvt2x{KT<E}>0&Za=H8+#d}yq{~N^q&q{6mS~rZm$*Dr9Wkv*+hbH~IEf9UHYIWe
zUOp4pXX2mUbg)+lrEK_Sg5~misBvlbLlz{_Pz>de{_qnrLJfi=-^7fbz~;g=?7ABD
zw<d*-;!s==UYkm*N^0igg~U;jS6f<~H|fRPt;wKgKz9^w!bW*bpw?ivg(t9raYOzt
zYvuryp;)4~YR*qSd*Of=3fMo@oIYdGoN*=A1eru-YPwRah&c}Pt>AU3;R#N)6-n|H
zN8xp$j6RSxw(ZWCnk|>RwyQRGf~Z4S)Eht%{qLNr{{ZqG-W?{6LEmYL<;95Xl65U%
zE|-r}EK&(?C&bI1mA6Y#CO*d3tW+31AOG&f>G~5Ed@5T1%k)5amu|%WuB=2v-My{X
zb}x6(@077_fY!c>PFcBALPyjDnmEAt)3-q}Ap!m&tH4bO$}6u3<aj$^OXX{%ciaW4
z;COE>U0Ax|M-&NbfD5!I74q?HAf};EYC5-~GfW-X2}5ZvX`c&_dniISzR6mWYTCfz
zdplcS-xP1<TJw%D%TEkujcZ%&!ASzQzYSvGCp|r*4DPeHrSYnIh~1JBC(4053dH8o
z^96F(E!%<*^)gFvM0Mf!TGwV4ms%Qp9x*OCBq~0Xb9P+B3V%X$d2DYIq0??JEXGm6
zQlO^1*b_H#j*#jf7Ihqv%Xqc!oc(IQf#x_O>^H6(=DpD7eTh*xtks~HnMYfjPq?0e
zBRIOWYbK$n)u5<6B8fe~GD#91+5fxo2U~g6K+-|GB1HVF*0io^<~Cz>w}tPWX(%2>
za@h@y(*u_0@P6{kAwJ2JO4%Ok{D@1zrTA3X+a+pMxYZffxc<uiQL|6!hK8K!ODPZ4
zZ{3h0vy*k_-_YxiJA$ieF3V`wQ-zNrVjQnyzk&N$;e`CXzOG|}gFBJCsGpa0<PXuH
zj*4b&S=~h|Yjdu#ekZI9#AqYtZ(Na2e*nsjkFL1d>>aVc@YW0C-YYf6^(ULwOQLa1
z5Y9z>p^HV<M{r38-))NMu9%c!Bn<-1rP&Ng=<s^)0zA;YFW-3sr-#U01N_8W42^SW
zM0f_dEmR#m46*&7ZUl!0PBhnj8q>e%<PC`IIVi@d<Un#+?<4lLAhJ!8R=!px1~0>R
zMfRQ<rC-~}A+|+d5k0E4>#o_K_UG`9Bf@Vet?+K`2kt(!p-8*?<(5{L<Yor(hi4-2
ztR&aI`x0&2_s2m4=2Us?(5TKHA(z%UhZgU+JEXvri$Q^X>9K*T_K+gwFIVhq_vZuY
zDw8DsC}pL!$NL@abfUJ4JPYJLBHU$TP3l)uT}us_te-0#?gXwYpMJW3U65afph{|v
zsXHHivpFW&;KjJm@NJU7{%^Go%sOu6FQ{G0O&yFL6~sDkUYzkzu0*BU(Ft5M1mzSL
z2}I{N%{G<q9Ipsl&>RE2*u|+anoTt%c|^yJyH9tL9f*!?DK7FUSJro8oN{@O@;5GQ
z?}-g?W?WGgTD7S){Jxy&DSE_wpSuvlp>sPTcQXHZREvH2i_;;`DY_;iMQ}<%R39&Z
zN*k`dcqx@TqFm{mUE;`T7m2)bz|1*+^n|EueW%+tLoO|&U$PmS;G*@z2n}K0=_=s0
z>mF5Eu;GUNS<~Qzh)<$dw4&^iccUTVJI_1?ArX<zv$70k4|HT>VBFJ#BKx`qpOpWL
zueXe9<7@jy;SZFySZRw}Tc8v#5S&0M#odb+cXxtQv}ka5CuooaX(?8MLvV)%cXv+i
z`;qrq&wI}KGHcDuUNc{2_TJaeu266%V#70t@E6nkMgvEU4}3Y)id{&z#9=sBMt^oc
zr!}5<<C(@r-k6GOlf9V!H2)*Uh<WKsJ)f{U;=YPyU%NHSqok8ce-ks1YCX;dvA6|w
z$b#R9oQLhcRuNI!x)3=yN0-l_47j{7uPpN!E4iWD`5+Oeg67+z(Ub9xe7OJmpCuS%
zd8JMbIqsS=)~N|FpCKe*%mX23EzKUZUifw3Rj+v(%94f=hw~`w_j`1fG*I16Qk1UV
zV!gYgg?Yqa58UouDue5?XM<vr{`uvJXaa}v1G|CuS+UDBpW*U4aHC&>7eXFueF^ad
z7Tq7@-v>rXab4j3kZ&F-&QSsGQX0pmQBVq||8a3{TEfvqOi{Vopu~)b)muE3q^?ew
z3+=~q6|FL>3?fQv>f2}jDL#!fwH6L`o$Nr3oNLC`C@;Nl)^dUEb){YS)PKCGcB~Bz
zkYz}!4UwBh44(P`WzI7^=oji2bTY@ON-bTnj2P=+v|pVu{JP9Z0UBR)RsR#-c=3*~
zLKS`l3Qskp-zk~hkF!%S_1;WhBwv2JFN!zD7m%0|`HC-No!vFxmS#kkiS00C=j3XW
z7Vpb7yJ2n#VE+JJI%2Uz^VasThK)q=+Yc^#YEIQquIV+Jud!Cn;uys2mlc8xDc(d5
zVK>`n$uLnI>+>K6!x~*zI0?$+X=o(f?Rj!c!6i9G?RB!({Fp7y52#9>P+!rqQgcN%
z_i9VKtK5tNL3t(80S5^9X(N^u3;u+r5@O5r<(kz9pVT7t{R19_5e*aDewzV(aa{U_
zoXs~~S>YV}c9XRE_T^{yX<<jx;XLp)1dGs4WLe&R_A6El25)|#GE60JwJAKO4tdU3
znfw7Wv_7L_yT6wxLO3*gJaJs#adaNymY`a1^*1)9ps?-I1)31&ja9MCKBx3#aff5_
zWm5^uyszU1J5xh?we{P<W2V$Hosk@qDG_gN&Ss~YFH;n)!jh9!QTa!r(nwlE3uvne
zZY(J%jGAavsQt_?Ir%KM;(HsBEK_o4x63VJd5t4%$R#5lK24)2U5u-E21P9tx$G}R
z=UV-ad%j_&8;d2cO2DoYG=lHSO%+aX!sonDt?yreO4K>takNw9?@tZqF(7E1Y)nu-
z3rUd!FP$oN1#ksJm>(49D4M5rt3Mi88x2zS<4EbQ`S^PF!93Y5-D?MM*xeB}UJf5m
zrH)1nhPDTB7oLxC&h3<RSY+sWeA!yJ`<xfuzR*thQzGl2eS{bGvF7@N(|tQj<>Dho
zv?l$D#^|R*-mY7drbS?P#?FU%obmTlUlw6OsDM4zf^9!>>q#_&rqDRZ7!&8FMn~G_
zj`KbpW=Sn_m*hsv&DdgkFQ}1yA~#m;uVY|1<#qplcg)V4W_)3Nu0m?-b_RRJEc)<B
zyBIi_V=(!XA@dnj#*R#`jFo%=itx@@{~NH-mQcZ_dE;=eV-EjpQdtyVFLiw@U0YMy
zOrVSb+JZPyg?<}04ZI}hnmpVBwirIU{t6s-4z9NB{*%in;^3+?A$)elcICc~Smuz4
z@F|%1|M27|eTu01qAJ1i_J2nZXn&EM97LO7uns@N$^LO`Y|ylUSy!7#&;V#!Df=)}
zvDQRB4|^*(!!&yxwnupO>0TSQ498R>!P`P!5Vp1x*C=nuzAG))&_J%sy1v?|&Kf&o
zq1=4N^wfBhHS_wNK2ut->lkF#+pAq4aj&|}LBV8$s^H=pN6gIh0spS>7Bb|1qtTZ8
zdE}_7_kl4(2*ENJQLt|${{m!&+L8ATB<yQoEp~b(-eXcPQO^1L6&&?d#?;K%(voP_
zLA)#S_(VxryDye1)q+}3zo>>!a{{S0Fsq?HfF0-q{s_H$UH~74jn9SaI2*#FmKofG
z+FFwO2N7RKDybHp98g7@vJyjD)cq&4u5H`jrF00n;7GhRow;flO%cJ0v(oa37Ir9Y
z1Z|IKh@Ow_i_lFro+TywLeJ`kUKOQ|<E4GGx;3Q*2Iw}9iEto&s!Q@zB6Os&<Ko5#
z^fzS0JNLT8IcP^~b_5<V%Cfuxj5w`3!_+oZ1b&Rd@67uf<G4B*>8V|gCyQG)2ronH
zM~~<<krd19n$#b=r*bC1(!nyrL?7lU7P8ou)%)Jxq&TA-vJyU>>q$yQAYbg_T8n?N
zXgS4qp{|7<&<&09Q~iY$syUge%-X-y>erJ1)OB0<34711bt0iH7<(X+wi$WhqAnIx
z519nIntI;&zP6bv=A$_y=^a>}YGGSsK=+ptu$>goU~9K24#o{e%>uztI7NY=S)luF
z3w<{UaDl^sJDX3jG3kn9`NXt#&UW6nO+U}<u+UDGx5f&DWi+VoEwj6TS21VQX#i5Y
z#R2;;+b;EyuT<pQ`JpZMrh()hJ>D=s{q+F@;fWFvz0CQ(@Ak<!9lHcLdh*@<&}1+f
zlHw^iOW-CUA?NtQfm=&Y{YY6u$F5#q*haVXOBX}DRA1dfVY%Z+%&QBIher(R=>WD{
zZwHtO&S(qhcjZHUQwK`ns@xir-SltFq3fR$TTFqAGd(&&H#17*=&4Nq$`XDd%es@E
zEv0@2EVL+^a0R#Kqq>-CnDFFMWMA^hy6lkw?S0XKZgVvMu0am@Izd&!A?U)4ZA3lj
z215t059=J*KJI^8kdW}{I%jQ`d=<enfLKk;{fAF``L}nely+Cr8@-L#)#OX{xo>cl
z0eKpcWWvzJa*;vQj?<Id{lKC%PJ$XZ3popGHi;zL@ZXo+)BMSOPSd=<h;#p`+UTk*
zt%QxGG>s*=xAOnfXz+U&aVS$1EK5)H0xn3c`}7Z?6E#Hi;YXU`{-j4GL=oQf5s~4U
z_SZ@fBkr9DNmnZVLGeMlvGbvpRRo;-|E)r0>xh2Dh-u2bH8a`|jnMHU>wrN2g#eH#
zZ-;)ku`Okv%g8tf9!*Rj`$X8y@ZE}wV+d$_;wRnas*ml>*)%k2*DPe#n3&QCu6?{J
z&R#2l!6{OU)%Kj<c_Fs*A#rc_G}rSz$Jz`X!1$y@#g+lSbc7Y|%ikwdGZk!EqF6G#
zGo_}H+EJw`gNG`n_}hDWnM{+!Tvg`Pp`9@p7A_({#Mg4#-aw92ZgOwgeJa?=Wx1Zj
zn_t&!+Ytt-7E<S;I5sCn-!En$w%(J-l;_RrdT-6{^0;LTH&ei#B6()FshQB^RyCum
zARkE4Wc*wYjx-=>ocu&)p|Rtk5=r85vLfETSja`|Njq5>PrSZoNV>*9>~c(|qN&p7
zw70BvI@l}VO2iWsT$Fjoy9U%$yplmsyiJTq;z;@lU)Az`A{R4p6f}+Jn?$WpVEc7+
zE=*BPnTsB{+`>sBw|iM2v&JFKfnmb`&;!)ttS&Eb<66+`r{eyie0n_VSj-3#Ot2{j
zd9AN0V(c4^ksUU~>w8>sn3q7b=PDPc;@i*Nlg<y#YKX~FX<>wP+U}hcG`9`eJ*h7x
zo{`6_<7O_jj`Sa}RFvnDu*3UQ5cS7wn(wkv3o$!%SDkyZZ4Rp-I4@z`&kmN)2-5B^
ziZ4-pZL3JgfXw_kO=NLF7)7V2#9MOO5t~7HLX}+%|9qASQ@B`$7V7(9NKOt)_3VH!
zHRsydHjv1PyVk>W@EWJ8T}nq$i|J)Al2?+%-FCIP6Tr*k5n~6A|0?2K-`mtvNhQms
zSXyG+;dIubY~wVRm6DzEdxl6D=BWL`h)xu{>fC=uT*1s$!qJn=W9*WW(Go=W735c$
z3cJtPau!Q=r#TTNw_y$S1E{DYdwWyrKObE6-p2m;#k%E*nEL2N<DR5%vy-Mf1?_+1
zY7jE*NOFp1{HLJr-i`j(7mlq;^Sa~7e2>vpkMbkNw~%{qBT4hI_5+vtBgV{|M+`H_
zr*cf<k3OrIulk+_MtPZ}ScXYb{q^3Of`a{@Yx52|+h*vlIEj<L$@`Zn`VDp#W)e19
zMT7ex#Cp}}&ZF?*`_DZ=o4yP7($Ik8xwxB`j~KTOx^?&HghA+kMM*XJzdG#B77@F<
zGlJOSS*}Xo6>T5h{^q<$>cE|{k@7!}2>9q<{1uG^+);9F5g{va2FDGJOkBzn2pDZY
z0bl<?KP)KdZ$t#S0yY{g7vFSDoxY3u`7lYhYa|kNLvwQTh>;-uh%vW*Z@U?(*G)|P
zznAp?N&WpVCh-40b;zQ26s=0gbd*rd-5ZHI(B+ZWv#~67U)EKdE5{>W=~SoB9%z~o
zgE$jDkKSbpn5huEFXhOaCt31(n?hxv5#xpt{Fdph%dq30{ZVTOj(v``{eqHdNFf`s
zhMeJ4%b93B(hqaErmO_A*3Jv8{aN)2*t1^EwE{IQ<;-4VJ2!B>O8#sw?1Ql}rWwCU
z*PYAhGNL5LI^qBNytq2HRb{rkY-f>?$L2jTQjs--`s2q<V)&BVlgM$#aWM_s9UDvP
z=7!Ro&$@T^us5q#mjdPq7cvxhi*G?0^r%CurWtjAq9tK%x(pkl@mEkicFXAfXY5D2
zo*<5tf{7E=8Lv$2iPO~Hn^X}Ie1edA-;`uMI}$C*es{W8%PL#>z)%8_VPN@9-q}3b
zR}&)!>QyW#Go_~iH&it&Y-em2H)}}!8cQWV4yqsQqPf<KxzcY{ZbFrnCQm|<l1X*Y
zexUq1W`_U)9mJhoIKKr%lO9|X8J5#p1K@6Za!Y6c-y}&Q(VRTTFDeDQFzY_GMWeh!
z{Jv}>LnP8{SjX}@>#>)~rp{yM`vmkBr5@>Pig-rkws@`Db=}uluiz8B=1mDD13IcT
z8%R%nEy8j9L~2EphtJj7*Zwoqk>K!kK@s6M&rs8O`|5nSN>qhldDo5yXIzrNO8NIb
zzw)L|^Kk&lG?uDf88iFq)4>Cm>*bNG`-GsQQv=b(qATZ5)}?uC;g+npezEbeIH%n@
zPsx4<(jPIVI_$jI4gBMDt@M9-5#N1$F7N_6Nkm(JMqRLaHMJ`u4yCmT&Nn8zZ-jiv
zHgjZ3LGn_*l(3(4)*r0SitzK0Jj-)CYi3o6!fmx?_*Xc-w>W>L1ouhAq6BGDW3}3Q
zguKgJ+?5Hwa7Kwc38Mc?X(un{SRTr3CDDi<^=OvrKLj8_a=>RN<i+6D2u~mK(mni(
zO{vXwr*Y5UmpEa429{0Y65;{T;^gd(0Eqxc%{AqCBjejL?WmN-J%AU=`HiJ0>-^gr
zy@W&45AyW64cH2v@mcnpe@hLr!Rsu)?+Y2)kdw%fG6_Yqe^S)`gjeu)dG2mhZv%?X
zJcGRKw+jmE>;-^nomS*%r*BJ+A`cb|Ub@79(vi^sGw>9(QJQ|^<|EHwPBvPr$Ui|%
zbXkdxeEbovW=J`0s@e>9a(yv>hBiZo=OF_^NG2y17|V)_@=|l_Kwl-|l#H_yLXrAz
zE1ah3UzYRsbI(dGu3qhL*N=Kl?eZ!URepc~kYEFcq+xR^9cDtWEzf^JsjVPuvkd1Y
zO7Y*79%)6@EjASql@%torKX<5?S&=WLYw9t5)}e62!tRCnK)={ZA*C^e;n)rT3P^2
z=T-=acgw8W>J;yE)q#a!So1%(Wm+V<!}Pb!9Fi;9qb)^-?kkIXsXU*9nx6{V3ImPx
z>2su9Yd2H4y<?v|&=576xEE^^I_N6ZrLb#?Op`Nvmlxy~mF9Zf-f7c?gowxzlntjs
zFi&uAhDP+StFq~yd4)a;8XiCY254!44bdq1-bd*hH#?6C*?^#<TI%{H@#CaIQvGVv
zu-MLnlyidR9!ED3!Q^^@j<sL%KmJ(ZQY_kLQDux}R*?l{0QsWcXKaPwG5vt^xdwH0
zpvLm5#v5c6sqKn4DoS{|mOb#l4l6f5zr9`;GUa~;Dqz!Q(zR?7Md5854yz3hnh}Yh
zr2K&H6%9hOs=hJEgXoVIT#J1YS>@KOXOK^MfW6{(P$0BB)wr{x$v0_i!3`FiBGsdy
z!z)p4d?<VzxDsd52Llh9iNhUW$%ctE=fUc7%sDhK-bn>TXW!J2`oiqPMk?6=PfEwJ
z-Qw5-YFjw1ef*PRnHl%CVaz){tXcA{^_z7553GH3oX5&^FYJyc>Z)v+jp8Q~z^iN7
zTGv8`mR}@w|9gUeU0CWAdY7TBMz^W{P+xt}AlUf&v?VO8EvQ+1t?Eh!b6hBiu2K00
z(b_)Nqbju_(wdstRS~J>#+I_K4(#8@7VvNisU@IgxfznB`Q2w^6X1m!|1FZURCq{N
zE)|*Z+-e>}Bo8y(i}~z!QC?l;B2bvwHJ58m^m+Xxvxz&6ANv;-DU+DZ^f)Thf?3X+
zHK=H86gZYewSST8QlI9KMvA1jvXFT2Qi7aVMp!D>Shr_s^k!KqOUV>PMZ8kyl-h1<
z2VrMKtg2i)Os?hd2OoGT^YovvQvP9PzX=-Gn0&tD+4i!};S%35zWS_(hGs-vS<)4D
z!!G=_4`Xv3D*A@#)t=tG#Tccov>N>VLdiFrUkypkedYQGKJclz+{Mz_-2*bMe!`q)
zK63rF-{gxCM}OpQX>8v)Ri<$}D0u?-F<Z~Hpk!BUlZ`~R>XWk6^<)>S02oAU{DKYS
zFfD)YCz~PNB~t%Fw*L+5d$m-f(C2C1Z+o;YqxXOn5T4Ar=Imf8qJNy~&$I?e07QNR
zyyKe$N&N$%aa^CrMida?z3VCMWAUT>$3P#B%;;@f!;Jx49z5L#`-ppa0w7SK(b2Wb
zU<k~;_m7rt{j=hrebc(!7m#&Fi(gBIc6PEfT1|)zts8X;8aMHJE{Lf<wX{X&xpdp6
zyK~PcY#}#*alrxx#W1em?*=eS_yq0x-@t@ehmb>UYDG_8(ku_I2ZHT;mx8tN-)|*L
zzW*l|FFyIgT~0W>f5Sq$s1g6A@=R2@Fs;K#ZY6H`Wfg=5$GqU!IY+Rd%-tNy=e0EK
zBE^N~wgbT3ciE;<@`@5RmTrJ?0~51hEC;o*>DgOtrAFPV;{ipI4hW=Ojl24pb@r0o
zknKR41ROtfb3l;$z-@jtUr$e!U^`KTOl<&Ir15EgAQFGLZ>gxYF1FRjoKZcb!Z<2_
zoLV3}Cx2-fr^e=a>ky45BX6&uwSiopBqkP})cQnbHz>Ish>$TOiiBYn#bYup`9-15
zJ-+XQTD78KDn9ayM&eubg89AmA5MDhr|GnpNILRcwXFHzB~fspdHLKq{+FkuKd*}%
z2%ibCrX!sVo8}$&w(-?~gD5W$x6nf<c=e&IK~{=|b^RNpEMb^iwiV+|@Pga%PFqLM
z0Q<BZ%%YWFPEons!GmdPcALJ0M|u!Zo*Tj{`*v|DR<lY2Fr^pmNoChaP!rR04|DGG
z!q^DAwq#ajU@wiS6KwyXD=4V!hHvT^3~%CQxe>Z)*|pl<-lFt-ryCi9MJQxi&frDF
zyVVyLN7NOjV-DW1&ShO>I}zOUg>82AEtD^@Qdru<L22MvaECFrJ9jfaF2#oEHzJN=
z+m2kPNqsg*Mqlw}Sw(kFva4@f?dPeVMWz%SZ~kfCp?#&fqsU&|_+?tI6*WldJx?GJ
z7+D+Cs=Jg)6tzCEQ$kZ%Ld|yxF`RH|H}ERhl?snZMh@q51Q%>7>5w~(0ID3WfA1{6
zZ<QRLw?kgE#>lhSthaSYw+H^SDI*xGw>s(IIcE>FoV=(k%OS5Qh&(&i%Zm^^b@e7J
z#KUogjl9;@VF+UvlppNc#kgsvb`LP<K;&emf;Z2-l&s^VE&4!{S_6vWrC<+@De7AF
z&k}L`VFsgqyULS3QPp5Cv8OC$+YmLL3^^;y-hd2!e(y_G=5%kQhRVctCL`PHcscCG
zhCYNun<1r>K^%8oT-lhe%Q_CD+j1xz7X9w)dH|20@*JHuZO<9wf;aS!p8e%~`}w#I
z+hM(4)|4yqkJF`;G}3CuzY!&tTug5z(4{HUZ=PJI-aC2?G;NMLuP)*BykYU_o787s
zH4`7#F?l1HRk)MT+R#K6@2}oy(HfbPwEBiy<+n3EEQ?S0)tc{=tryJX9lOwf6$byM
zSWOd^`OnQuMADZp;$J?zLms`0dRi9s--5g6TTv7S`eQ186w2P9mGXZ}FsI3|P@fK`
zT25xK+#wvgw1>QiSscLlz_ZAqY#2ELH54;|NAI<0&~7BDYF=IiZ+hx|Fx6W(`L-^0
zRBAQnn@<9w3Tj^9Lunw3jvk_JY}9`LM5DzNa0QHaJoW5ddh4AibNu`fqomR7CJL;o
zDzfkTJ}M8k2ckJwQWkF_HBvkdQJXo`rkp7#EiY^l&am~92E@m`8I}D-E5Ercopfs$
z7vOIghMaCzvliOyq|rpc=c!OpEK#1lgLHb^h9Yg;QuAz*A=*Z}{>qBT34KPtsq{vU
zVAtRc7k;>qmt9L7@m0Iel$NUbH9TxuVvzPiJ!J4ir2puG&3FyC<uqvZURnWxDVR1m
z7^&pb{AL}GXMB?@^R)itkg3Q^8Q<l|X2_QpYoglS{goCn=qxU+Wd$tavnPsD{xKKK
zxo{$z53bl$>Ei=C%9XfbCJ1)5QQrwE&=E{OTMeM#eG=L*U}8=}GB?7OT~naN^EU3(
z`baBFX{~)%|Av|b03f{)62wjrmnZwcaq7IIB_`YN&ED~Bpo+nhGby(Er}bB>{CX{T
zyn(QgZgW`hX5TD7d;b>MrxrEU?HfG?K1Av~^Ey;rp13IH!1>_7TW85bNp=^u=ye<A
zE7j&q2w&Fp2+qhHwGI`rE3vjU2nKb(+68HC7j>voW(<{V?Rm-rtM6&>B$(e<8SlUQ
zMvnTk1KbtKiA$VMq`Q3BHysj!c(Ot+ScW;R!Y1l<(<-a~De$R?z!C1QBEK`l?8KdV
zYhstNtTykj<^f?=c1vgyYH<b9ec1cUVOzi6bWfIB;niNYx#mvV2F_Sw{h$w|O|L!q
z)f-od5UR8i$OXkk{e*ugDdH#QO0IpOz&=l%XK8W!@<ybw^2kuuu)0y#T3FG*J?g`~
z=v#R*K`Rb3gTt{b%Y~NrRdDA-mF>BG_OkVil6hJB3Oa4ADQFnK9k+U*ln^E=G;m_U
zVe-Pj+8vqn5c39}yX^LoKO=j8*jqwb{BMP`Sd8bQt;KcbMx}j0=mBARQr+tKdLGlj
z49WW0U5okh&$t`Lzv)Vc^5kzO&NMX6+}&Tlt||!{y<t-mX>W^JCO(kzNA-wm^Xm%D
z{dlb+&vpWgD+lWs?=2=S(x;X!So)HLj|Y4(khhwEHtA(o%!9&WMTaxwQWEH?E@Ww>
z>s*)K?y}}IBOTip-xY_cbyAs@L~zAeZDBm?+;;6ttz;ZY(RbSoU<|lwtfYJ*pN)Yv
z()vbs`Wb+uE^kc}jiy*s6qOd2zwBrGPSCu?lbCDLd6XKZ?N8mbGH(E%*F_vCjWs5?
zhMjDZ)A`J!IVom8R~@OV4_0g`<+S4yK=wB;@vmQvp+jFvyxsaM(l&YduiSy0IP3$F
z@ZWXOraSvd(D=mY6hMw;!ethn%dBmUo70TLvG(Et331n}jlU@=;uKD}yZuds&WmC$
zCq_hGG35ZmGIUCqU4>l(GMo>RjFp{C;JhH<1?e(yUOF##TQrDb7qe>W{JNwY-b2O{
zae{qQxX`k>b<N>2LYSCIqwTta+8A<Kg@pOoz$<AKfjrhlsGvi;Scjgj28QUYtoXWS
zJvV3Pxn)nkp5$a+kDZocuTI;LcLyzYL=x+3Wbej)e!xS8D5-w6*&_u(fcPdt)(k(u
zQnhZ_ae9Ye^LvNnynZM{7z&$3ZLH{&afriTANOv=ONsbwvhs|doTDtGl<eGTEW@gD
z*iF0Tli?p0or7D*2g1BTrKzIBCfwBm?w)JBy?vlK!;DC8S$9CPNb$;vaC%-`<)J>>
znBm{LDA4Z&mvk>}8gh!#VT?KDO_157Nz=UxCo-mAYVBx)P3i!$hqo&nNoR~>aeaUQ
zwlE&H&>{eD-NF8y>@S^-oxa3UgInI16ng|fG{0rrG4a0l)G~K$cg6QNg||3Ys=`z%
z{#BsT^L($L2D}0NYoLz&a(=w;%D>WATwnI%GK(&}e0EW7Kt^00f7Dwk&KLE46p8dW
z$m&ba1k)ghQa*#@BBpf>$(8fcB|lr0l=D8xAG;S;5=Rk^C`8w2Z=bZEFFR-_{<N$<
z8ye1#Cm^!)Y?))l5oQ2v2-4A6qhV<_Z;OZVw)tK~ib_Wjg*MIJku1X<3vD5#b(&e~
zpr%<tYg$XZx1}Absq=n0DPcbqzaFTKOU<m6`ToOC3jOB#WDji*!V@Ux-Hd1+(yXfd
zP`={#N+BdOo+|;Y_gdkmJ8@6ntHs-kX8_2X`(ALpG<Rv53ssH%!V|YlMLQK<qP4_o
zOK)w<lzjrA!_b#&Fw&-i(Hj2`G3$RTLUjz@4qd6+qIxCu(V%n`8kBy-pkk+g#2D^*
zm{9>O-XL;p|JMIvr7tRN7Q$_5i$&!9wWPBw*_jK`geNpn*z~C97Z%4a7*Kz|a1rp7
zm)6g+Jk;rjhW;)HzT4W}f2Z3(mftu@Ks|QSoF?K$9b8iZNE&WgFbnP&pUJkj(+C;Y
zN#LBarn987tnNP}u$Zr)JN1jw&F3*Ad&a_|YX-cM{lk9hq;)Xm(v(^2tNE@#udM7x
zj$*bF4Vc>Zc$B?&x|ohcGJZtQa&H@Q5bMcTUQ}<g;OUCAT&UV|vzM@DW6!A{+-BZo
z07E*G#s!~=RMT4eM_usiS`<zZFWCFUK6lk6=q(V~%4YbEj~PyO%}yqB4Boc%LkzHY
zfa{+iF2xz@nllIugG#AF;z*`>-$zxJkMl=aOzSKHrU}Q|8rjgZ#Brar=`T)}@lPW;
z2f{DL*kZ_c_Y6MvYS~Xr`OrnC>{jR48~B4m>zgU|^eAkbc7ICdP>a`+{xTWA`>lX^
zrh2JOH(G^1p3ujZ*z<yI=HtutxPM43CK>#HDD@2ijJrJ~FoM8)X5P8HoRo+mXR>Gj
zDF~>avdHt=T{UnkI=)x$4Q?ADZqzzuYD6l5I4B=^@|$@jA1=)X7<++l$8O~+#g#B!
zlhN<2^ln#u>A(p{v4Z+JjA_#*0{xK$IQB8X;hEP_e&cSIok<h!z!S3a(zswb+@jqk
z&4&3r#Ci=vn>1rtK<K?O!_U~&m9O*s9_<_deaK^ySr3~nu)`UDVSo;1r~Q=WH(&=D
zA1beEA0Y6{>(j9}b2}hm`;$bSu;<vQEM5GAgESneHHWRLOQWbJDZ$+@FI^@g<qGeu
zyH=bk7q1}a)bf<ak#Du7FE_`$e&TS1`EzJwskmXs86U1B-Fqn%MPY6G-6e5gaC~%Z
zHRn5|VyL*NxM+M$u2tGzf(=sHqpn2n`FWY&mjttD)4pn=Pu*g_u){}RdVD_olhL4S
zvtcW9mA|fw(nrHgqZ7aOc?10D^1@1QCuaseCNXwew8n4k{7@{ZJwN4uWLLHjytLy3
zTTQ{j9&*dX7Z4x}^5T;DAJB71!5g)huBbd3MFnan;FH|@<o4}(ON@3xGJ~4t5HW_&
zN?OFre?6_F8!}UAQTfOEj~K@cQ~`s`j~KJMJ?!k7rdbFpI%ZS(1@dPos~zP!abBk)
z^I?zi_JiVA!u1TEKLlfW_IpW398$&WpG2)XgFkI<CKo#CE*YG5+zn`gV=MSwM02!S
z0{2L%SI)$IiWwZESNB{Ad4fNNSSB7()qjg#><Wn!6lrbl!ozes<IG|ab=(KO04~N^
z@49T-m9s-#^*LUsOoXMECe$^gt(axuwEqmb=}GOcT4*}eA#lnE`Oy>X6Gbq5Ywi-u
zf8rQU+RDopfmX|O#r(F$`&-gnD^&I6BNk}>Nn*!*6+c;}y*l6GYtl5UN*LY_-5~xj
zMc0>>`Al*FI-ki#V9H@(BclO$WnI~+$djSunG!$6Y*(l8U(jDrQNl1Na-rpKZu=8y
zWjKN<$uLyC@b8Ui7X=|&nU!xrJ%qJYO2XeIX0d0&x1PImb*5XwKW~n?+1&F)?t=ZB
z`rXWS#9p`^-3pqaWNm*jVAal7va7|sT^?@dq|Eb&9=;g+a2`TWMS#@(y^a_g^bOab
zA#75_RP|}mlz$6mmT^-wmH#wiL|7rK(-qFUkf_v`61*5maUz!Qy7tjYgJ&hgZZ+R>
z^;|Fx*}c$lAZ=`8ZZE?6h!G177)`woXGdEGNP}KI{f}Cs$^Uf#LJ7U%x4nDBu>Kb>
zA$lh_(e;RNKpX%qZV#WzFj^T4_=F}VSOBG$=qJ#XYvP&@O1>5hhY1EhEeI5(WlmU6
znu+@0iv36YwaNxX@Alve^zC3*(DSDSVV`4Fyq8huj~MUJ%u8e6&Gg8tNk77C-$#r;
zNg;HnEkAXy*R+oRmzCrHzsJ)5eV1wzi--djGc$5%eR}Yhb$ZTKRp>(=v1Vgc_qV{o
zZ%+=hQ{x3F@f!cKcXpO!3LGDh><Q!KAh+^gPV~2$;u7vAtp4pFI?gKEN}1j4+PWbO
zQ0(~$VimL3TG*HWLNC(%+}}Yz=#S5X&6F)Kqd2UUtc5<>>?G}S`#?`4!{pb@!m70B
z&|SeKYt_ZZ!VfCx7gT%eKYRQ=gOBIkQ;ZI7^mA&i+!A$AVsnC^w4Dd~QDSw(wpsdO
z1NoCH8q6*DK}zkCEu%RXl0?xejv*pVdPhIC(fns5^d<Mljoxb+TmOR}kQw*r*Aq>y
z@;pmA(NCglD(`e}VobdpSNlf&E14aOGkcc@b04I%HqnWf(8bbKc5&f#E<k|GXwBKQ
zX(@+`eEIFCnPHQUgjXlRcFnA*FW#01_MQ5DrMg)$w&HJBo1UqTk9vxckcOLz4I1{T
ziP<_mZyIjB2Hh*u9kW^bf^65=TC`n@^J^;hVIWx$hoQx~@w9(st-8%Fz(iG*mxmCP
zSGy;Q7v;2;5mr!9Gr>r}M(h&o<l|kPEnzm!-6WwYEYa2U#89mx_xOj<$qp=_p=Zkr
z$l<l_{odmd!wQCkBSPxE^Q%f?T4)Xi6DAg5p06E`7uh|$M4f_*_p3I5Szh#T&tYJt
zC(^^7m72qx;kYF%w!zFze>cL7bk5ej963_#He9*fkjP-?OGdY<O$5SgYkSb1@-dPO
z6V!hXx^u7zfS>evwWvOklrs7=)#{88@r}@f@LpV4&zzERv7bje?&)e~fIDQ~f!?|$
z2v$>f=1jIu=s5O*`K1*E@jM3o=}2xD1Y5W=23R>S(Av<&Yb8T`$W9ts2;ctq5u@4S
zpW|}J1SD5S{GTAIQ@{()?VW0|lf>#ARLQnwd5WOnT>ZH2up&%qpw@7I`onuiTg4ai
zf*`++^WF~C-^L}(-3Jk^6SDt^aj2AX_<9em+ux)AAB&^a0qWwGb+HG2&fAvfZ)eG9
z{+;iYrts#S>0H`H-oK72o}3A&-xZUUHQLXG-lEIPlXc9ki%s_}JwJCuPV9j47V1Q(
zLq18rF81~rCl}2f&!m%Bf<2I33)((DrF7#}+yrZ{q}2baB;~|^Y}i`dXzf+W&Lecq
znlAgvns!7Yp}h`;+I+A+R_x55Ty!J>oTyEV^}dB0P^rHjvRuPcUTf>We-4>Cc1fSU
zs3%{w2d$NEx*16;T?CFl;Xfn@he8mOmJ>;CQ&PgJ$~=%sLf;yI3#Q7mbD1NtVKogM
zz~0og_0OjzgziI)F^Qu&PNPQ$gK@NJh}N)O`4$`7?UYNACQ)sng*icb6#2I|euB$0
zLhNKera^&q6P=p3Q@Zl5CZ(R7tUH(1+-7bD!<$wUBrlBU$+p+Xi0LdOsrpM%<N~6C
zC;ELTUi-QS0;+bB$<txu*m!lJ?4b=o>^6b3VIdsn?KwSNsi?K3R$mW<)?%a^w}-Rf
zv1>~M4Nb>Ancw|*%~4bK_{6-d_qW8YKMXDIyUmg)MdsHEIf<>by86n(5wycU8Ye}c
z@R5cA5*QRfgD`>vFH7><X}vx%=4Oci;&UE_nZjmI6W7@RV#XGMWp}i#xo6+>6#7vT
z@OpGanUPn5-h%u%`t;iwt7U8f*a{V#^?ACk2K$)|uJ7g&`n!8o@B|+F4f94j+!NMO
zrn8;<WS;DK^|Xi0e3k|vK%fa_LDR6bxb`-Lh#~vZ;ANM0n~z7l=aBJOpETo>y@QcO
z)QAzj``0B5^{?Bz>CTXfYU7L<Yr`?A&EI>`mQY&y0lYH3eIJ(;JUoI2OLS^Tjcd%S
zK8HR_SX{*uEti(PMXM&;;;FE(&eu-$;#M^&O!Bjr7N91s>-8=cEqzX6-AX-nPK$Yi
zGi{L*vsg>lh~C@3*WQrR4TunXSVHP`;kzBywFIc+LEwSI2<@Bf`U>rNw|xcvt)2_3
zbXPZ}Z)g0u(ypH<Xw6nFoy*2*$nZ7`Y^>6y|J-DxRZA9!WMl`1By@cAxvs`KnQR&H
zK>FCMt153DmNk=|m{OUy)_hY|E<wSkG~wq=>;_O(S&G6$>Mjf!e;Tp`e?8~UCwb#Y
z=($6cJ+N-f<1o7RCn322t8mEh*8d^xBci?viQx^*7o4-E5qfX;ZL<oz9pd6{WjOc;
zx)KUscAd}#<7KN`muGwfEyz;OcuE3)jdy7Zo3wBpeOVzt)JRxq;6AK~O45&suLU%x
zSqAW0V;PZ*=T`@?Qj4=xjW|cv#LNTEX`ISWPBn4G7z7+Dcr<IwHN#XE1d&~INU>Uo
z4=IKHaY9UZ#=wLIUuJH4paeZ0!$q*zgFLaLtHF!N*x_dwAQ58nojI>rew(e#k=WgE
z6-_9~>nh}M&L(y;S9>5o!3gMAGPHhST9Url$rUC`+hZ*8+9XYW_Eg}n+eNvi`<1x7
zgdQ(2WnxBVF^e1v*03hKmG4+*#L26i^Ok@<kn_*nXIwSzx~5Wndw7)G%)3%B^V5B*
z4<m8m;Gtc;`*EL$%GFpNg<jr}22c9yh@DTnaacEGKyyxuOF-@F0;!OEsF`jFMQL{8
z8sE1Z=QWq6d!4eg{nuh2M^&3-){^T*S}BC7{X2fhHjgbjaN|x*@=<yQQ*Zs@v_2Zv
z5~?4gso$|NuHt=>ontQG>Kt>rR=l3MSUFi<tUI4HtqY^Egi`RF(_7&Fd>)ctX$oUu
z&Zc^3karHvEt$-Taekd5^npIJ0XKv15(cNaOCAEk_nphnGTXlv+WrzbAuQS~7h52$
zcBSKeFKo*R%Fp9EZD|(l3)3WI$eKT!J#Bi#xHC6*)bie1PsqP7)M2)eZ?|u#?{ogl
zL-Rf>I-1xX&89T7RgJJSoPSYZFN=(`F`WzipU050FEnbg^S?f<l#NYi=w$se(xbDO
z7EXdK6n^u;I@HOu-*2MYrNDoQlrj5=RM+siqNf=bk((0WG9}w50+sMCMb1w3z47Gm
zj=*Z&8_C$=+m*zruP*UXWw<Zpq_1$g?8W@kdDMwmO{G29Ip1x-9`Kzj5G=2VMtaOJ
z?)|B<oalZgNPK-ze`DAwQL=UWAwQ}jzs8$Ht(oKPFDR6V%}vJ}#UpcV?#$s@ufKmC
zm9GeRwM5_8QSqFtpE$dIQW(rd<<lZi$?)4g8q!~COM_+B0Ue;iA+R81jGGi2$4l4L
zE15{7vO6bM+8XvwBP8@eCuPmMozGRTcFX;s{ZUeaj05bS=~T>_hJxb^Rvd?MRiOSH
zN0<7lyA6ukO1tfd4Uk8_<cq(c<^jE!))xKa%`UbZG4^4R65$TAEW#EeTV7jsJ|Rk>
zo4JU^nR;jr;-zQ@Fh{=n=tpS#&sV&Rv@K!65Ge}nSK%HxveX|zg#+Y^wz*6kBs+eL
z6<hATwSOB_eoecm$*tKi{^=c};Wy|#N9T>$U@?{|Dm#``hGc*;7qAw3vok!qe9ra#
zq^Q$3%iYB;-MU1~7P2R-^k^!jw^<=!m+~_cno~+!W!|u51_!1|tkO$XXZMUBUnVAI
z>G_1&g$?j&in1EQ04u4lc7j%;!O($?CNz&IZ!-Z%T;^=7Hy-gF26;dH35Y+TVsl4y
z>26z9-{~Qb##Fz>rLPM5#@;{(u>G?j&OSQP``4zT);7hD7!g`ExsaxPveJsiC;3>(
z$<B=<e?_?+r2Ox2l8dSf$4`(3EfA+LbUMgbQ^xEog_>e#VN04(<t5LZnw@(fG$}Vw
zRaF-{pLb(ZwvMW_rc>>rz;ei|AW3bdF)snHx`CPh+65;!hyNNsaB_NPd|vD8Q=`yF
z&6<orE__Z^)3>!Y|DiIfbLN(S+g=-th?Jgj>h%t<vsOUDl@;`9PW`IW!|aPHsyq)f
zQm#(cMN0d1j^C~85174<E|0P{X_3Xg#BKFYC)&Hi{Jqg^AYol{f9M#vP_47i07?I;
zpWP)5o)UC4i!H7=bm!abl(&HRD)B$9*d9zji_G)i<k-&IkNpwqTiUI-79IRVF#1d&
zf{-dYSjqn!$-7uke^0~fPQ|iroC4;09oKKoE(|@#LT@4w4zaeLuLxdW@4w3ns@@P3
zMCl(5xWlNS1@8|24-3N-%=|t*zWetz?aCC?onh~vc`;XDz`)QIlN&w79Q9u99RCBK
zuGs!jz-^3S)OyW}M!u-lxpxhkwG!$I=E)6!pBzN4KAXmYLY(}Z9A29r`%bpQUS8G!
z79i(SbIoe{A2y4!bD*vt8@mozg}<#nG<1wTpI6Fk(VU<KbBh3OBYU+SrYAM1Kd&sd
zel@WEI(Nft3M!&XAQQB!OPuWbCgn-N>M{w?o!Yi<Qtp}`0#jN@#{Mo|apiGP8q8`=
zrIimetYMD6UPi&X7ExTq?o>6szu6`WHiP|0##XOrJXjFhHZa`-<)(!Xr6pCy1a92?
zgxFW6hj{hJAkE!dLg>VK^DV$*Zoo|^?Cal6d%b6eYvPmb9!H4n-sPgk!$IFKS-^92
zmyahRP2a}q;;-P`PepwzP&@T~6e;Q>odP9Ve@?3NCiw3~XJ|msNxklME{}Z_$0d%k
z@>fowVCa~R{Upgbb=zVV`-X?eR96qgUK7&DvuniA5&p!q$aF!LU_^Z%81Q*l>>cev
zMK#F7(-uo2sIzlpegS^sit6c^w)FV;+dNmnd#U7Ec?CmBS<KiF)eplye9{CYN$o)1
zxtXp@h>GZt>Z$o}V;qKS2gdkK0xZG)&Y4gqVkO@5D|Az|fI*)Cfg15?z3QW_VcG@T
zM(m03CF>P;YG>Yf{w?{8)iwPmv&{V?Dd_yuzg=+^ZQGSl2s#{lfj$pOy8Xe%JVK!t
z_zT=Mx+n8hpJaFG{dP811#f8fT*a=AyvnVw1{69f_h*@j!)1l2id%+;Cv>=a;Yn0@
zr1NYKYJBE>Ni3W)ftJyi!;{%T2p4P8b?v-G-@kg&Wd&h4OcWBmDk!`4%-~e>DD~5<
zaXFMgU7fHr$K!5UUW1BCk609%x!-iPQ$NS^U4*HlWsahJceACr<)*^>>s8u`6ZbD6
zOPXhT9SyOjljajVKUhv(#f5SFO82IP&zCYLtc$?a^~I|RUxurlx5zBU?w-Y#sx9q%
z&KC`tcNFN#_`MYAkj0Y7SkL{3@B!7l#ZG1pT`I4-A=4e?;7Adu8FnLZT@|_d7I9`9
zbXlGY={5DyayA+mf@gGjOn6rO;5~>rb3glw?#X~%drkeau83rtU9qzgJ$L<}jIFr#
zfmAn*DLu?VR-Q-BjTkH`Vs+<|sH-~R$r%DdC8xtLqc*k2zcBfd99WyxCB|B`w`?D%
z)9Ll`a<@;+4Gau@m8d_9O<Li|C}_YdX@u#cN|IW*K~}b3r}?L_GN<|$U}R)fl=8|u
zs)~i~uWGce>4`YNqSC()Nd-OD&%e5uk42gHrHJaPeYpC-ss8WY9l=c+=;Q+6(}<Eu
zl7Bo^Sg`ZZ$tU7<I8sFpcg(B%UHVf<QMBRFo)pOKv7Yg9?_`CxHFV-2m+6(f#I~5g
z;#$l)TZY`5tzJ)@86dDC08EUlyi5FuVL3nI$<bM2_bzB!w^gg)tbZf4*M@X~Ms01e
z-_}$Z5S!C;+^$@P>JlD5J2vJ3E-@pgbSrUg>PNnQwJeUW8#X>@amNNdeN!ov!2<W1
zXFHqd?z^e>b+8g$liHo6bPapGscP6bm6x6>6qiMbAiw_D`_K4+CDAv`LQx$(x)=5-
zQSDT!M$S<_!lo;}ymplVBKWB^eZ6afX?xdp@CUeqqTPjObM&^=PDPfUydvPQJF%2e
zT%fj=Fu~NdSL~Q=K}JQBL=Ya;(tLGaKS)Bts#Pm)Jmrdci-mQoqHI>>2H{QJNA}Z`
z)`Q^4qjMflZ=7p;>+0{0-eit-rNc*JtE!mJyx&yI``*rjcUK8HKg6n+wUw9}nS4&g
zUby)gCUl6-vJF?^N7f5jeBOXsmMwQPdpQ?X@}`uAjY!F0Q!sh;>QH&QhWV`ES9hHx
zPQBK+Xtrh%*wJxL81mE4B+tdwf|{AV_&g;lCw7vc9vyUQuH=mRqb)m>y}H`~*XOzf
z%$HpArRv4lkx{|ELj@E*%w0UW&Z7MhzDvX9jNZH#^lMSEjRtOXya&&cOG$*sN$zF~
z7c|<7!u=sd$Y#Fzg-x;1QY(9UU1?5E;q2%DO{+Qksch*!0$FvcwJP(DP-v|}SIW;e
z%1g{O{<q#OeoB7(t+6oYb&##*hNT4k*J)TBfoH|q0@h{4aI-dF=D2~Z%A33V$c0>L
zV;?;A9Z_1FY}ewmA%c#bTR(XDT9E{ve{z>aSTk)IJuYkgfV5*xBl62U;JEVzzLQ(e
zQQB#&+BjAKfCJ_;ob5=*X4=C&|65gpq5kQ*Y0l{w1UvB(N39^N;@Ld@*{LM`F=CdU
zo#}vebb+aHd!Nj>-Bz!MI<bpJW9;)xxL+L?3PQk?&#~jP%Io;@O549?q7kg;kjVEu
zkzJ8$eu%-+L1i|wpJE}n`6jcKtA~@cWZy+myKBB9b7CqJ;%GaskM*M*gzMTBlmO=D
zr$r^!tWFm?DJ4dTg1t*CKc=-xxtyGm22<klxrj{XUBRjV4@uA=5vY6d^wXzJ7Y-CL
z2hr3&1^+CcRqOB;H!d^T0$!wEoRb_U{FD~;gywqe=7<)G)TP`tdex<>uXeBGSC&Qh
z;{Z<T+6|~3oM=z}$)o3Rvchi3GNommZq)r5-o{f3-LA}TT0cwJgcf<58h;aM8^)Rz
z>=#5#Txr@&@ISoYVb`$_MC#^cM;F?bcROr24McpKp(gB@gza3$Al7F&@fW~t=e+FZ
zR2kRho2Aa@`d0(~6q+!H)c2_-^;ME<l-pPVhGcausV2=k4s-@}W)*?z;tcJDC^tx4
zl6f`G`kSk7cI8e|(~63}TS?6LbZp<|q{ng=XO9KFzgxXe>lZvd(LbzCCG5x@PI2-x
z5cc{ll>(l|e}UGRvnb;rAJkuaApGe&<jvU?+0-ZM4(uRS*oR=ePq^pRx-0)&I&V&Y
zM+oS<tEl4AK7R^-+vM}^19asKVJGpl@|h`?kJm_B?p%r8Q7kk;_)x6TOs@cLuYm=@
z$GsW8uQ1kDTz3paH@jPI6#fCYojfcVf5dpN?(h23CUat23~U_$e8jj(bo=VJ%C(R8
zjsp<z2bqgTi0|b*7RoZG`lSMDm>!B2$)SCX=Aly|y`5hUeZc`c>P?6CG;S!&M~v>o
zM+`N0)$qPXaZ8+?8NwTzrGR5}b_246Y{2Lm;vjZa|A?`phLXai{j2vBNm_F%H+x^T
ze3LA-!-_UU9oSdhqB0*bbhC8`Y@ZA0Nx1VSxsPdu2ds@eVnCF56%+4z8t8l*9x-;6
zDvx+Y*g9h9?lf%#{+#`RpPm06h|xBoaU+R;#Q67k^RtwS+WvA#Ld-MsnBj_;{Gk+I
zXez;Fz^)F=DCn^4gYBPhLauTrLT@%j<(f_tV<IoSi`+c5$-U2d<D9+UDQGq`c3^u~
zpu1-ca2BKkda!m_-ps(;!hs<a0w=#zqdH54KNN?{&&yN1jUxLI+37h;b@+hFcd&9W
z$Sk5Xl@4#5iT2TRlI}9+DXV@vj#&bTw0-i`Kx-k~E2O^qp1-uvT!O9`0*TFDEP}OU
zN%^&&Ytoh2#U}N-Ww%0eL`{~n2-inyB;7uG-uP@m8VNJyxA}fsXKm{vno^-b*|lPF
z$CKGTgJu4d-1^djyGw>WlV_xQ{;@6k<!<*)7}iCx%sAcgdswv;hn%#tf(Cf~0*97w
zbEpTJu_%Ns;)Bs?4t{BY0J%|preCwIRR&FR<<-d1`&S@-u0eB28DJg<eL8v>KGL2u
z*c0-IHZC5?_)Nus{i<0twjvuo=1`Ks8VVFMeG|qc2jae<5F9p099{2pt0eW6W*C#f
zqyJ;K=g9`6#dT_Qcs0OTihOQr^~y)YFCC7t<vO@uw|c1ONUUIn{75bzCwOQ0Y{2z?
zKyp>1Efr(xhhD}N)!@Jn*gLNcVKOgwo#xtegN_sw+v@|5w6VC&@br-=NLKL@Ir&y)
zkF={(V1F?*1S|4o!q=`iHhXxF%Iv#X)&SA43HubUYwK>$!~u@kw>id=QwY*=A){Z5
zBFw9~2?zX;!o)wf+PR9{)dg@&E=p~g_8~8P+O$!wHKlnH^-%|r3BY#D`;Vhrry6K`
zjj$alx2>X>y(T`K`}Zt)C%e4jUlioXwc{y!t!M$h)h=F9#rKGxU3vrLR44cS`31hE
z%)9SadKOP-_5ccQiX17i#nl0PK6XMN?O><&!`_ikjYlOYSO1uLSy`nojL|Sr3xQ3K
z7vqH8-Zk_wp2g@Oqn&-h`$jZ@qAFBHN%;CHYo0%?b?zeu-r3>Bx!C=eJCO;x2QurC
z{fdB_sB_hk2Xv~M0k-WBXWTXWMDD!CBgXmb03x@aj~JnF*IS$1hXQxi5$8h%j?gQ=
z60tk>iGcqa1O3;S4BK0u{}|&f=aM}7h(UDruggA;|Gw-`w;h1?2%atf`_+ror^y%w
zc<7e9@{br-+USslW^@e9&W9Mk;yW*$lH=Tgf4%*Mi5GeUO^&9#YSkYx>T6SkW|(Qz
zw_j@Z&RQ>$yNhI%GLhpBwYur0v_YqK{2A5IyB#|cUgYS-N8Y~VkfbcL!$6)%+nWK2
z9d;%VUuHHL;65$6I`9IW1T=;1Wobsi4uq`L4bT@hQ?4=soKiL0fJ5xV-X629XBTW7
zbx5@xp+7rjMPa!OmT&gvFzM$vswk{s?Lm9_*+YVz_$=9y9ZgT88`PAkFgrOc{=xGq
z@>S!LS<v0c3MPEYvVEzSxJ0{iQ?PR2o1Uf2pWCim7y6gCkOPRDG2B<^t`I|L9=x*R
zV?v*}eiLtOvtz@uL!+uGl88XhvL^ztz9qSg;G%IY3AJ~z>aV)G7$|J(Rz4#hp6=+k
z`1Tp4Sf+VMw+1C9e|PGNIQhUAb#Jy)36XTJpZie~FA_rZ30FMYuDqu*mrkA}x7vAz
z+8<ooROxOoUI$J32)E99hHup`fX7Z6F$o6lTjaL99Qo>@7YBPn2``(}=x}|lN+ysa
z(@VMh4Nt7l{rinYMgcjy)?9;d5VuCx@I@fuC&3x&htL`=b!BOFMqUl&Ft2RH)zU|F
zBT5o^MFPp;O-09IE8lY-KJp*|oM8c~D~FJ8(?Xr_6iOMBx_L-+Db)?Yw|H|fxdIYZ
zD!C)$kV<9Ms0@^Z8zM^Ux-zNS>WfpQY|_eO6jE3&K97M<X@3!xad_$EcIom&UoxN_
zSrGk)o+hW{L5sFLuuM1PTS8BGVW9EMEy-zPQ|8esB!q6eLhL3=&oZdM_@mbOl|A}9
zy8}$DKVnc8q8+q(?$ue37)SHyKg3=Yz0T<D4y+)pu2{(R`c_NO1>ezJ=Y1pE8m0Pa
z7x=G45B;yw54`_67pi|qMp_G~{6?F;@u8cK7~y=J`#b12MZ=qZKVqndU+{rS${sPM
z5=DL%3j_Av&6y*c)F&i$`rzn3edm?doKwv=aJ88cw}yZn-Sp+4npL~I5A%^izUMu@
zmS>f?i;&^%(k;CMu=2e;u#4qJRv_HimR)1)l>wc1wfFx+*;_@m6}|1gw9wKPD{U!7
z0<=IWUR;BeV#VE|xCD2nK!Fx5?!kk52qai3h2WCl?oM!*?)<-TzP-;Gd!LJak&KZs
z*IE~Atjsmv`99C@>ApvSWk+kfSYMHSTCm+Q;=!@~J<G~T+*p{J#vNXg@)dv}+q_1K
z9FDFveN|q_aoyqHVvKED7J1KMe+;dSa5NNn%6H|&#z&=iy^~cZ(<!Ak^k6O~m<II7
zeFfn0qkA`*L5r(TEc&yv%cMv37&jzA1PaL;;+AHMp*5ds7-B@|sLmL@#Y+ojIAs~A
zU5NI+x$yV`baN@sk3@ib--K8na}Af^Bx3$lYm{S7k6{!QHBYIXN4M##T-Klp48&z9
z*d>KX0bvQrqh@!yWs5Uv?(qqY*P6oI)A}n?h~?kQpvF#0*hHuABsl>updlbTrax55
zJToitP}j;OpgO+dDmL$Xb5iO<{2g5y7R^DjDxm_uj3W-oW5b11Rb$5V8YS24BjD1T
zIZ1qvC~Fg&ZDd%}{+3`v@`8ca(7S$;f`9_`2fMLp8Vco3wWHUj^=MDJrDjybp1wa}
zLis0I#oioRp&mCQG_j6=pk*lvQ^d#lqp7il_;RCf-<N5*d!We5X->MLw(SFk-;-ZH
zK%y63Cq_WI@Lor~jb-LqCgW+ayM44JhUTo~$actmOcuC=;{Jl>8}!h6^f(h_K@>L9
zKQQ9E#4IeZAZ!`4J?Hx@;)i>K{bu;M_VPFE-igXzJ3$c*_OjZTA6~tO#@-{>We3(}
z`*-xH59{mPpEu2u{D9^8V*@);WHYsBVVUt3c`CW-806<+Vxdb#%Z4KVnzN#2twa4%
z=*K~daL7BKe>g?=XUhq#vfZky9nEdd5+zYorw7#>H<O}v>oKWVOcnaw{}c`XZ%okt
zBgFB)t&;yajp!uU=T;=*e)uD<m}r=v`d`O*?koja8U-`<et7_X!jTTH3I`l(6vlSy
z?&@00b9e0wcim0L1@|%={qP-&TkrbUgPxx@j_Eb8I%ese8trKB^G+%cG>naf!p|eo
zyJ7Z?0-mqEi;@zA=14wFdq^0aD$g=zu8|x(GVDy16&pBv+KrzI_mAaVT3EO*F5uMR
z#zI%I?;%<pq`F{~64eym@(KPEnR$GPMgx2G$9IAiw(A|hs5<daW7Q;ng4J@m#^Qlr
zL<%=Md%YHD#|HT<@{PyuFbVk7{_+GE%kK$F3bV_zsO!BZt~$%4#jeS_@>Ka(3_=wN
z@HK0?hQ(TtKqLiGeq(JhHol<OZPoMgeA%})D+@)e`xC!6r}nF0$pn~UKD%e&2aJxW
z@%+({%c`hp+@-J6k^g~X%Rih2>{4}n6GJKXT2q@MFaB!p%7<bYJ;0GIZBT@VjoZb;
zcnjf=@?1N^BM7V$SX;lwpjT^5JE=V{pSQj&$hu;S;l>v{j#;A+zxruxVsI-$tJdq#
zH`ua}Id<f{DiE{y52xSc+zqItQwV{0ncJ6oZ&5N|`2#~)vyK>{v;s4&#NXA;O6<4f
z++bpizNImE0?p(mI0N@ZJz`pw<~H`9`EoN_4{?UwuQ&n|FRer=`nemboOC*S+0v%r
zcLrGDPoW;b2tZA2pF9wiJU=yM_@L+Lfy2kiG49v6uFW;8p2yUzV$@@OY$J~;t^(*{
zSF;S_oV^;nDCtZjaibmZ2lpw&sVh%>pMpIPj<1b#F3&{`y_dajRrayh?%+7!Y0Xzr
zt~df2BRSZQV?phYm)%NRsWO_5YeM+fX+R6S1EwX8=07lj<w0i0wEbq4V_Kw$4=c`m
zOo(%Q;;7MWAZL9J+E`_UwhLRI1-w}<PJl6Agk?AulsVm^7O=BCpuJYpv9!YJ3#-$0
zeURC8X7!KXcgy@I25i3F@b<MEwF?x_Im_Op&SUe}%~+|^?R#2``g-c`ajyMmZ_dLI
zJU<%w2?>DTZuXCIFdFyUIx1@c;@JCMa2EyC^XDk;mqS9|<EI(4W0KwOWom+sx3I9e
zA1jvVD{_^f<0<S9kIh3nf2hBoY?s*4kwMRY4JrS_`LD4!Ou7ev4dI22d+oY;S<V@%
zu|6vHIhmty@<M*r-Jw3=d!nk|5GBtFdBx*Wni#C+(e9AEpKJY>Dz*7ub}Cp*_PQH!
zRlWPRq^NGBAqoBh`FY|&`@}kcyj1*&O^(cU%G`dyuaZ;m9|b~g^?eGmv8!cc^D?iM
zl;z8QxoD?Hn_qpj0nCXnlm)&JfUR4<qG$X?4upguGwmaYT2eeggA7iUFO1kFp|wAm
zyz*ZVPa~nrG9rb6iSh)F+O_Nk1Q!KJR@wB!W65gi(m0Uf;=FS9G{?{fKt%NE#W%Qh
zAOC@dLFZ*brgqfa3mx9SREp;7bbynKs^yb;=EBI*R1qiEGLa{7xmobJ1>F9brkuX+
z1FC(f=MT)Q29n}(5X6#CoL(=bx%7zDTcwQga81}c6J@gsS_8pjeco;ChK+l;k90bL
zttZf_=YvQGWk3GqR+BgqvkgjZCV979b5lR~oFTqLA7bwG>;(dxiyAN^d$3;jx=F+y
zyIC-vNT?i>90$`H>oQ{Pq+alR!abMZOG~<UtS|f0P|4k4!-lBB`__a*q@X%s`*dR4
z#-^MKKsds+$K6<$<Qh8Qc5y?_wh|v-|CGSW_Oxcn7?Tci1(s9kNG#1CO<aqJ#!d)`
zyb0o!d5@xC-Z&7UIL4l!>j+8GXcpBg+<57ln&}3+w_7!QiMVF$o(9Ef%G+jC^z_(n
z6ugw851nswnKuIGpJ)&PXY}}h4Fj;IXJ7-9ij@cb{^zX2sVVu;jHKG}%Ai-<p`nsC
zuQ;wbos`Coc9?`A9|a4(EM0m!<u<#;=}GA5WY#nWzA{ieR?kShCzwryJUuyQ;k_s;
z-FDDY+cEHV=#wH6zvOgYA~E5JwADbCc7(*L%qyqey#@8=c`}IUcK7#*vzHa<m9r&^
zT>$2;c`Nw{e<05yyzqN{A)qdcR{|`>b_PM_pprf7u43nZIQ&;}c1t;|MwVWvj54&+
zly21lI36Xe9|Z!$%zncS@AV^LT%8ePj<dO}iodBg=J|(1?%s$MxJR9TxZfj>J8@G8
zI!<dpE!LLG{O{uu1Ur3b@8(g9w-C-d=9^mMpus_`s;$rL9}cQoi+Yx3^hgo=Pjk<i
zk36||v^BZcAiqz#o2nMy*hv0|v(6Q?tu#7Vi{;cHq5eAZ|DORY75;ynGXGzfQvJ_S
zU;YnAZU5JWlLe$XC`QL8w_4?uJ})tHYtZTv!5cNih83iF)wFsx)A7;Y?!P_(N*?M3
zbv9#{pb`sf86o3RQ!0;7HDe;^vQPRRYqJ>G|9Zp1vfFH(j`O@3a4z`p$pf=_4f*Ag
ze7=qB2IWBIj^-sl6=@%e;{7MwZq!%hslBESY-6LJ%>4BACmYgU;4U8!5XjN-aYS-k
zcvE*&&MkwetBlpVjq_^dMn-UKr?SdCcLeiD_PPa*RAUS3aWnY$FG_70IZMRQqad5U
zhQY7w>^rEZy3L<|aVNgWz8Vr^IZOpx5oT4oQcnD)C2+p-=~<@<e8R0GB*Gk8(7`cX
z0r=9bVqaQT=0R-uKFbY?yVH(U3$E2cNnvb*s)jp>W1%}Y4+~A`IbC`mIQu<u6Ft|E
z*QRbbG5JsdRsK617r&x((<yT4h#<<082NOrWmFuwHt_2bey2ld*>rewn^I6&`3^Kj
zZf9Fqd>a0g@^XkkW#ZY)SqbQadwEG-Ns17F$EOfrvAauC<hF)n^<ed0o91gx7?t#h
zJ+OdFJ<_1)-70GN>jW2^?O&?ZkJIl`v5QPI(+}@KFLw4n7FeHsHZ)r7l-eg)4rELk
zh;J=)$qt>}O!o6c`I@o%t!Cs^RN%Ti;KaMyoJmmHxc~*Fv@%>Mlv9v3eZ(g5`fTTL
z+T}!HEh#jaaoHGW7_r$se1qlH8R@KT5s2E-k0Kn)F7kO9mOZAwv2IhlJqmaPDMqp1
z6=Y+rV@6;zeisVdsYZue9^SRZply|iE~gxX$7FYJvD-f!&#s$S;_f%q$M3Pv%zAua
z7r3R3Tw^`od>;F7r<~ms8@0zn5B}k>N1ZcaGCjoCjDXlTlKI`w$()YT<53sPB?MTo
z(wH;Py?gt!xc$l^s8-y)zxtTtKbNb$|NEc9=*nj5{5ulLK6k{iopZ#WgB=;Y|9gk3
z%ITTGzBW^3Z(de&Zu5!h%K-B}n-8#$&&k1aj)C8>W5VK7g`!gM#Czsi5|1|Vscb!e
z%Gl6j58B(eemDo)@mZJd1bM?u1!D#)W$$ANzRxFV@e#5A@J^6FG`tAE&OgzC<hVd`
z^FiCy&pm^a2JIOOaR|S8bIkq?q_mT-fC{&38n^jmWI!nN96~<M*yOv_EKLNrdpK{N
z@k9m~Wni0eP*CfPU_()4qHNFZZ1h2h&ra^UNIf}BL!0;Rq(`HXw~nu<1p30r%e$aO
zEZ+rpYi?oaaZU8O%c?ns6}l6{ZeEGPlJ)>?lM1-YCANM(c>YZcjk95~6B$*NP_E%(
zXiI8D2d_&V#O7M?*McYS*>9n~!#TK+Jr?(MaF0P3#|C)_-#xXj-|ZJGiTnbRhD{U3
zE4*|@$^mx1;j31hy{=A3xltgBQ!so`1)A$GtT}o7U}bbP+c!CM@*;{T(wp^w{Cejm
ztBNr8u^_n+=K7nv&2XGnXhp;i#D8uWS*>jh^Gh&G>$^`#c+Br^WemfWL*1EgkV^FU
zWZa<h+8P2)QF@S}K3rl`?j+DWc%k*>LT1Kh$L+aW?4al4$H2(z&Em6w6-tAl#xW?u
zT3MDgn;jP{D{5ZgGMM^u^ZHfdJoG%VusAe)h7S?4yiH8lG$xQ<!Gzaj-8oZ_fXzbq
zlK7ibD%T>{<%89zJxF*_@{J!{@Pb2h5WVza^9rR@1{MwaOUryAb34MYrrXm^eBta?
zqvd&#G9K;@ui_$v-NK(Ucj${@@S6ddxl>{QwXAxraE`jM`+Ca3kMDf^llAqGg0Jom
znaq>_Uaoz;i5wHm_Abg%m>iy}O8{?5lPP?K{A#HA@|47j!{196j^%_Fk2jVBt2Tz5
z<SHAr{u*g1F44J@bU4xb%Lrq<`X;?g{Ts(5E@*n^p{EVfBbE^SEQ`md9lC9dL)V#v
zoFS0p(JuR+7_PmIZzu3WMm;+UJ5GJi{3;n@8|G3PhP_TX$KR)V+ps$&Px&r+s|wD_
zaCp52!e-UQTu7mow(Q`e=y<@}{21eG@;<ND<HQiaf(^Yr38O=~B@8{q@<Cc6r4&;P
zX0rZWj~CFl8bNtI?+}|XZ^U~@{B>lbk*hgv=_KypjV{(5L{c;vp~J4DSvv0P84D)j
z)9-v$ht|kZu<fT$Z<X{42SyFkvOFy=SxHLNQXxc(#d6r10g+iA1dT?_6{#Yc$0&tI
z7Nq$2lJR}3oAYybQ)1&tZ)8c8ua~AIDA$4fYu^*OeVf%^n5R2S%D~;6;)M%<kjtbs
zExkLk!G35`VAJC@8oS`#3OX(0m>@6qI3+oI(|%fQqOD96bfD5|wOHm@eb!3&59gjC
zs8-!GA1+c-_zy=b?ws8*`U_iBwN}**a|9wir&i9fA)?y!E>zsiF$&P4{L+cfeK$-B
z@k18z`o4?4Y{N@^7#{qH@Ll?_TdO@S{7XsS)=7+>4bvY4E_RoY&o?u2j@_}X45kzK
zLduTU8A0B~$hzio0H1y{+vP(k@Vc39>5`Vwc{kbT&FM`3B0W#L-HDs?+;RG<hdD&3
zm#ubQu-XlsVJ@xayfEs<_ZG#KtYOU<A3-kkm-u_ro+yq1kn`CNm6Vi5=l%P!*-A`I
z(UDe5li(f993gqb+8?%-VCbs628QcEy+D<(lp|x;b(E;W3Cz+5@%(~y+cJe>Yx|px
zH$>*+<Xr4#2DRML!bFYlwI(`*z-3mvq0~xWNxV46Ie=9AswFE%QSw-CW<0D5mt8aZ
z)MuRv#+02wlD0d1_pSxSQf45OrTK*sh{Z`D4~Dc}T%?kVxOy=hBq32siVk~?IjwcV
zseP={qqeOofQcdc*lCZ)Hrw6Z_?s;Q0Xd{GHJ|3ir0Zps0^pi`3TBbI)SIq}!3)R6
z{u%kUKe+p@gk-1&R-A$9YQ?1`p_w%qy7iOs>+nmC^uzU3a_Qb^ABN%5tpJzbGUJ9$
z`VogavxJ-pcE5U=jprNRw)|aX%AfUMmloj_Ah97l%E-ytwjjj@R&TAjJ(#38GFDE3
z!K_{@>8R1Ggs!{L7M3b$NxD&6{ep)!t(>IX#CjUG%cleYeVmk(4PB0CnpXmYizjsU
z#Y?w1<3|VWBHxrVuf_aruM2ej!+$cI8i^>x63UP-@^TAGEJpSAl`IVhg}%CEHASCJ
zeO>o?$XYq{!GzH38SL{(Dp$SW!+-*o1)&WqKOveS(>{z2=>V_|lyxe==Ih$usgYw$
zKSC{4T(dKr+<+2BG_kUy<Ny@ro#|ZmN}Ugm=B#N1|LnP<G-nz#RYxagh_gX&c5Id+
z>PtYuk2*SYi6{<@sqEv-|3<rjW}D?i!raun5Sp#kB~4lb=fv9Zlcryy;k$ai%B2jg
zg^EH5ucq_+&=&ptmG@Q6VylXM_&Q^c$5Ml-eiqr_W<p$>hI?bZ^CtBp%WN~I=qthw
zl7}$i=U2UA#zMw{d@s*sI7YECIZ?PjY{k5{lb>v6@MCf4=X|TgAVUe~^VPDzD40f|
znK7v8VjS@g#}N)<|2*q(Ew~b(c!YpFWH2{0G#sU)5REYX1!dQ8o#gK~vbL^(7FEG)
z!+6~*LG^~zo`BWxMr8gm5a3}+om~Xb96O+YG%5<sX<@d*?oBgrYYwvw1C8kW<Nj7G
zZ&?Xo_TX*@0AOqW?wLcQf|Qz$bK|Ju745d>N3MO4Q5y~JPf+j?aJ=FuQEI#G-7b;f
zj6!l**iqwXbt9#i+Dj|vM=?a#Lx&<~#ws2wy9^J(3d!cn-6A|9Q7-Gzm8p`u@KZm9
zQg&V~S43VSaNN;v#)pIl|GmT;FF&C2%Tpio<YB^Qh+*3LrTJxgv0h=r`l=FAYg@5#
zEX{y}YX}Elya*I|edkfxy1-I(K@mOf;hJvsE4GTID}b7PETu_}l>9R(=_5_W5{^t$
zZ0dwG`KP2aHI`>sY{su#HA|!6wdOKtRdxaPU6^vrZU&W_YN~0@OiBpSHMks`BSQ1>
zQHD$g>~nk;7YmbHW-FSFPjKe;_a{$!8!K;2@yaP4`E>%Cn5<rx0*TZhvg94Z3ft;x
zpsRB_5s9eP-rm+Lccf_H-f82rra^PWEGNH`j_Ye7JJvhykjhcF?unT1PB?2g<EGu&
zK82<zv_XY%Fe1Eec`m!!9VPiv3@tS$;e3e02~-==o@lB|iOtXZ?MC`a`Y#DExp`)z
zso{4BKiyU7wW2U0|7@LpQdDSS4hXe1&;qvqs8{_#2Pouoh_9>dEWuC<T0?Zin~&@U
z7JxGz)GrkDEMY>U={e-A>m;}4SN<)jxGZ0(DFG3#SC{W;;s{+E16ADEZMU3~_%6az
zSs5B;JYkDI@Nx0Fn4z%IF%8+Q2n!2Z_M>qdY=gLYKfL2F)A$b6k480lX<ixEAxHI%
zU;H-{-*?H@^oX`6X5t<3c*jyq(}4oI=;RilXqFBUhFrvP*Js5T);!N=v}Djg)HU&w
z#hC7AGN-+aSZH&Wxnq>s72giKh-sVg`>|A$%$1a=t(@tTlb%WZ$E&kpJr`>8c89CZ
z+u7+m&GS|D$3bJ)#>lQ`Gy5tZLc;4P@?&#(GHd-}^$*N2oGY|MHg@IosRm+Yddvgy
zZ<=)^Xol6k3m!vrHolR^?I)2n3QuiSo*rwC^*Q&Xac`0lgb`^WVEQam48^5kT?sNr
z*ua@*%e~tl*M=M~+>xnl<|F=eE3YHq+nM0_i4*RHUJw&F#fN?~?5IcH-Kl%k^`mxU
z_YRoC;PmcM<|h>e9rc+UIq(->$6Z;)r-lk~a2ID~PoVaf{9e!EIw_x&Mb&=)1Gd<_
zL5$$l!^SuWlKQ$a$l`*#X?uG%rG6P3F84}H$1j=6(LITXxN+k5iijsqDq`cb=YiWy
zrAe`E(^H$gJOplFakYJTXrj$bZ`Pqti_DWlLpcnvG;t$wbTtm-=VZCwcnh@U`-c-k
zdHf6@S;7H@lEvd}GuvUEc}&&}ybV*{$9Se7YQYu$5a<z!#_UE}N|eexqXkr}7X8?h
zo2v=0ww2P$*md559p=~2m*N{q;9#lAyUN}BO4-ev2E|W6ThOh*jwnAc!T?#jS}pUp
zp=79(-fBy@;jTgND^+1znWuB)K;$pdB{E}zT_pmg+)7oYO6l-T1zJlr!f1a*mlHtx
zgIVt;PL^L%wIc;?$>LHGjp+8in~QQMwM9M>5^U_Q`&nCLQ6r1*7u%WZ-n>T*S|n%s
zl$hM-VywX~+SBsZD`dyBpKwCJwF5Q){7<rT^4gRdYDUnm<x~*61f(*i3dFER%)Wv5
zf@kDl+#JO6zN{o6-^YZlPPFyFr`H82e_l0bC^lhKZN)uY_96e>Y0bNL-+uhe{rnk=
z4#d*)c%S?zvB>{V(vT(=tz-!e6o2NRM{##Weq(B;Z6fo~!>Fk3F^ugXuId%db}3vP
zWk*m$##e{to|zaOpcab0V(7;IcHnW&77%`;IJxaBZ=^$&XDi@oeaXB&y*iNCzEDwS
z!(52I=tqBeWAte3(_||W`g6*Wx?{DSdq}ufp17&3z@rRbnANnDPR_>?zhL2@;Tyj}
zf<I*Hx_@@I*y%yMw!Ds-8z4#Y_xZ^FqSst?cpa4LY@v<?ft;OoB1QH2ruX6@<JjY*
ztsP*a{?o-QnV%;zi}b=!5u|SqFr91j*JW<gC0}#Li5*g+#TL#R<Eun#M3O9!8$Rv&
zh`+OsDi7k73hYnqW4$!hQSyxTvM!`tzfkzlUpnM9z`<M&FD^j}<R@2h^Oa;sY{D~2
zZy$E9G1Z^6nv*YRP&kjxm&aHYh?AE;>w6~HHSgUXzwQ!X_ru}b%>s1FZ#BlG)mu%^
zGi$K(MTP}8xQIR_-Y22^ib2(R!gr+O6S}XcCqLnPq;HBMnUe17N(_pZ{a-nd+I?wS
z1u?K&7ekj~eq5BNZ7f&3F>g@vCI-DhZx2oZ&d*6`?L4GG`ga>T<m6hotcE1KM$W^y
zOYlcOxX$~(6Mr9~bxQciwX+m0<kcTdEl?F?$zN2t!RZ&&O+-)UNYdi2Z}|^LZX4ts
zQmkb16jG9#Js({1qMtroBr`C-o{h>gX<R$9*)zC|bc}C|*q^Vm8_(O3dszIDzF#sM
zLPgbJDHigj8vOlq04IRKf0o?Ox56q7f{tE3PxU|i{O9IJWMwR49gg9F0T91@PwzTI
z1dmU+`va8<HFSixTkkFMt>cQgqia#xzGu(4@xJR$`I$sy^~f%}WK5FjbkYkSVqu~`
zP^ig=IbJ^b@B(mx5c6)V%v-0oR>*-pO?LMTO~ca)_So#Cvx$o)XrGjyvQp?B{6shS
zG1xJ(BE9?V*2R#1@Qg_I=y|jGRZ)|M>MT*$&b7{=hVJZNx9)>16E#IZ?5&eeui()T
zdGutRn5rUlbjriBZDzt%c%E>NOBC@@Azb3H?+7u7`VV&R=M*>gLrN+k@#95oMA<<j
zfakA><?%SZo}RocZh>0{wSXz!bKmF}wUlTRJD^68K*mmrq_`O!h&hcurh*2C2vOQp
z{r^@8WO$A_o^52Jwzp=c=IM*FmMb4fDy5cp(%ZYt?aWMUKB#{#psr=ap{4ewjJ1q0
zuB-Z2d~&m{dsS9!M$rZ98Mq(~|I@~}>+7Whn7=PONWarQ9P<eB!3^TA<ZQ2zF2OXT
zYWilAuLGM@-NY(9Xj!JawJ^Kx?CwM8W$!v)TYIQ|%`q?OHLg8tiE2%`X2}Rg0u_25
zz6V$JPCFTX8JS^H29@0?)$7XY*%uQMr9Hn$C2e-)7d&~wyUhnK^;<act=RB>i+Mph
z93PqkY?)|NmS;3HTn+)l<VwpPeO3Za;~=^Fwx&+U#*;~R>>|s&0Z;cVg0ue0FUPNi
z0&Eb5>{^fW=hd%$<d7o7#IG%OTTO?yiF2zryfkLACl(Fzp+q8YldoeDT)ad{vOSZ6
z7M6AyJChLh4FOwhLZXdd+{g6b7VzLNP{Ua=-?;j?w(?bR^4u{H$%q_CP8>yqmn#}S
znur7^*rjxD$ZkLXN%?0v_A9ZBY<NGRfJo&;S21sxQ5hJrT49z~8lT&XZzdmoFqR81
zU4a#3l#I23=cbLQC|L80?akB&mN7&)<c<}5_@rmjJKg=#MqeFx00RpHuCy-nB^Tv0
zt?c>qA$cRaX+{3_95HRNvNq1n_$inARITRmAy|~E_VrBSOmEPX>-eV`Zyjt02itnj
z<NSvMTQ8@b`t~Er;6LGHmZba?*oeK#oUowdxUX2fiR|@64J?q%>8~HoNmblgX~FS%
z_McII@ZGk3NY1FAsyv<Buh%Pme=LKn<=HI2W<K><tRHMx28dHcLVuHpxZ<u92h`P`
z5j|YlpUz%AFIHxs!;DlUpJ-_Pp-Y5jFd>J0A7aAH_$<8iXTH3t9QhkSBc?}Ki6=5w
zmulcJloG!|G0)S}yM;z~&cH3nDeT8y4%;V8>oAN84gTu8H_y5%b$pR_Hr=$NAE;mE
z$H&KRBoZdYu;JrWKG|V1R|em-hz?%j4GEYwL_|fqYgLIwS!b^oydk2Pw!nW81($-J
z?r+$>9ijuYI2UU(cJj|wEb4f`(j1`eUjU6Z-1uF#?i1{Cy;Dj+CRU@wd7KKv7AII_
z=#z$?ZQR;#kGZStE*r_%h`{;%Jo>Biba<&m6&GClfY-4NW9Ncfv<e@xh=#|9`M<QJ
zEDt*Pvlssor(3(SbnTZV-@<rscPLmU$kvdH2--EL{<Pvo*{gHKI?8<Xykz$<1pz6v
zhb!$kbeQQp%93-T&ky8q)^5mwD@vySaPXwH-!SFHtXMq=UflYG2%=z*4>7UzSrhs7
z`gOJOcB`zjdsPh_%~g;+ggbuNqeFdpKHizAZ|1NHeol#++~n}GZLBfH1|5|ac|<}6
z+24Y_%xe-etyZyHM6cNaUt0~{HO+2>*8lQKo08ED?A7xnA|>Q*LJxJfHg!CY4x1GT
zjqYbQjEMa;m$ytbVn|;cO_9gG7cN#~tR=R-my=8cHgI|Z%4P%=Z-UvQT+Tv{%2qut
z9cNR0vEB3krgC9tHY|Ae|LP0UebPaDiTN#w%pcAQDqx+V7Jb!P1ciQ4v6v5IC5eba
zRFgaF+zUaMi(l1e(VklRiYV<UG|-pKq2(~W(I7WPo~GV;CP+W{jz1`s#z{l){a)jF
zrf*_~qj$5|Kx5)AHSI{%SNGPe+ZDEBTFp)Db4RxVToIfJc#)J+Z=U+#kbpw1YhGr$
zFr1R*eFWcc_%gD?NqjkL%BTJo85(ujPR_m`Zi1Cqu1_Ml=5z}7CD%{kGK2Vky*VYE
zcSl==wUNWWFyZMjw9i{6H4GSK;EfYQt``anRcqG#*z8|;K3_6>+w!d9^x_c8kiMW}
zxaHB&T~Nj9DcpT?{hC%`D?qlqvpNcZbh4;VXBam97C741ainz|xFKM+OuN!nb<b*C
zx)Srs1tI5fR)iEHj@eb16jd*6-X=(HIQ{d)ghpsUdAOOitLs)LBH=uFk#p(3kwny^
z$hqdz&Ae@r=>3It`Ad`QXQ!Sq>kdi$IcXPO`)}>d|KYG4gEK3eMzqJ2B$ay=3d{{n
z$OQ=?wlO~C4yQ7dexF~|c*#2mVN<eP&wX=rI=iydCyP-*xM#-IvDUGL_h$<f3>*BL
zwPHi&8*uWzuD`Q;49B6{f%sQNdfF}q`l!D=mZ3PC?}a|XH_6V1^2XWgk-mk+#pc!<
z)>g=e`*9h=B$dl+eTsJ1)k|XKXqWX~aD&Ksv!kfst3_U^84Ah(x@+jZS84_(smd9K
z{t-psFErZ|_`t`i%NIWKX^L5i)^cE5EP>eU$)6qmp|>Xau#PvDk16N&CI!TuO=PZ3
z)RGsdee`a`7&lIvJl8fmX&1JqO0xwV=a<BNSdk_iIspt{S1;A>6v_>oT1#yioGhh3
z9s4U7OWf2ok@p#2Igj!4&vDp?)l(i%{K$|%emK#gAvWaH_MW~;6{9+LHBa65JehgN
zF=O#rTJpaVRUW>}j&QzutBF#>7Gcu%W^z=H&dzR8GFKgf=T)-`-U(o|)z5g;Fc4BS
zt`%qh{b@c^dIj#V3t~Blkwt%JcBr5Trq)(hr(jC@sr!VS#-SV7KT&H-a5%0Fi=+%z
zBC3EV(?q+daMEFDdG_@)WFpi8EFD7C&Yw#w&t~O~Q6C5uIWap@i+buLXTXyt)2cAJ
zk-ks10$w4hBhpV2cg;&WYcJSCG8OIgc#GhPx_0o*W;ZP~rP~n2j5U<$w`=)M3{Ppc
z>)63nThWjM50$*?jLEW~<DSjkvpaeT$oNZXr&=|IS1Jjy)>>M9)GiFNnS?ZpM5&^y
zjMEn^sS_~4{Nn107j^I3Td8!P*w7uc$@iV&ps-HZeU|PSNbH;KEDNz{xq`%c=iU>c
zw=S&#N;c@3>14zPS_iLg456FOAe8_SOLtRVBCJ$SUwD6xK84o8R=*hTd==piOrFM{
z-eav&5wmElfr)Z!e=`spoJ9sknI!(8rp+sLfz+$YKPP1Ov-!Pg3fx#aeQROR#X&01
z!#r<YxUuQX>5uEVijaAY2|yR6m!xnk=;kGWRj;j613nN9`9IcSSW#ikGyi6;;zYsJ
zfbUR`*+RS$RbOW2=1R$sxLoORDYgOl4c<kD$-tJ*G-jslPXRfO3tkx#66WDUB7PGb
z3dJJmi^zT>t&r_kE`5CjQFBwh^UFy88<GAhLysq5c9Sn3GD(Ii%}djV<RhB<<2SRs
zD?fz{gWz^7KBv+!EQ`r6FF?xRIgZRn33Hbwqbfhk`Rh#8KHmK?^w_MqJr5;)Y7bY6
z`>aF4oYHo=+D^}G$-Y3nJZ|3WMm1pA=5`^I5Y65x!5a@esJ>^X;?_3!M!FwmBtj$S
zCRE?&-_mH{02%g)1-!CCrOF`U^I0Z*N$>XOa5ERP$60pS&y|EqOR0)D0L|sI?9Wf>
zZ<gWsKwy~lwh=bzVwMpy?oJY(Kmv|pDgw=|m}77A@58y|jy7E#4WAa<vdzy^3pN0%
ze!##ayePMc*6!>pY%-Ag`YT$8M_$8bFFNG=9bsrvxcf04C%u13DeD%XXsb%Qx3b|m
zY5+|be@tWS5*n5Ttzt^Tf>x!mWhJ(xRKg0g7Twu26Ay1Rkh&*S1lv8{Vx=3pLafYm
z6+cfKxQD31@7^*c`4Co|e}j+-lW553Pg;)HFE>_Hl<&bxerMOcdGNNYc!%1zV9*+N
zli#AfJ3n5Xz^vc1D#R5U@j4!Cx`AzJCAkkq=2awsE5u2Jn6gL_$U)!o;s7#wgS3<W
zR|!1CYuHL$#$WsIE~C49coi%c>rxNr{q|diM7g+ZaM)Pe$3SCHg?d9k6o_=Fb2-pS
z>ZmGrj>EgWc|C5M(V<jCrMT;6S?WgJyYa@BE^BqhV3Jig9X2Dp$)8d&)|my9_=sQc
zj${pbYL))rO*HP<WyMQo)7aJ%PlrdyDq%KwMc5s~22EE?Njx$q>A?!Wf%KMDC$S^f
z%4^__5miK-Mp;v2-f)!b<9;e#%oj{S%NP|7sEVIrTj3rYGY|FN(GM`a@X!x9&mQN^
zOL)<}Nmp5}k~%set;UQId@X;6Z?8o)-&j|cfFIpZEm}O~^@QuWF{{J*TV*S^ReKJQ
z2$Fp`p>NAbz^G(jv7)ltlAU9Z(`EfpClxgtnHH;6fxqMVsTMYFv`C+Tl4U*Pxlc2B
zVsDP9dtbNfZoTeqz<l6rJ~Lf|ilW2OQujHcJdIdwHHT+4xmR$~5z?Sy+KAGugFJD#
zt?(oM>y{ipfvsE&+`^L-*ph0|;gO!y0+~T1t)_zIGikhN2uOd^-~nBbVucGfrbCBS
zV7lPlyVL)<7$L>iq$#)}o7t+?$JS{aBtMf*!XI7{<I3TL=8(XB6F`IVXopax5$?ke
zOKfBsVBIWzuHYO4AbE0|bc3fat5|-@{!1&{_<X@RZfcAnmS5ZaIA=_UT^jG)h*VMw
z0AO8sfQv8G`O^nee^#9{h~!?|iHG~yX0{nR5TPN<6&s}~tL#GVNm+|O??Jlr5$yzI
zDz4**ot%;Vn3DSGL4LEQ7x?tf5{$?*!Vi*C5Z*4{Pe(%IlnF5h>7yvY_|P*fmoa)3
zqlVC0s5(#E^&r#KCU_b2@=M2b4M`o<iuU2^f!E^2ak_OWq~0w`ZmaJ=88%zS*H#cy
z2?C!ds=U0Ve&gv@zfv^u+V%{<4($A?bDg0E9x>Rak@P<NYOcI+#=fZCVF~d@Ylehp
z*<W9+Zlrut8FPwQfbLxHl>fyfys>WRK8eieg98TXoYYbNx2e@f#l-uN@*mFIm*$0e
zP_(2I=5L?cA~>%VkV-V;vR2z7&mO8`{K2*mJS#8qt}54DWO}}(19K70;i2W%Fzfi)
zwq)Kwb7|!|Bf{;t>AEA&!yvhC);+Hv)`rzIrCKGCLHc&ci?#mO;sdxL+zsu$?D@wI
z0c!9}C@zU4|I=%~V%^hQXSwbv()ss6G;>vkRi^4Ti-6pO%s-rTuo1n!mz!tr@sUAy
zHp*>s#vwn}S3iR`V~06o(y}!V@A)Jx?l{ODF`wb2fSzV({CvIR4GHnJy{UGi@%?z}
zNfL5=HrFDe$Z$MS?fYEAW@3VW{ncJcZO@c>%$47|`J9x*QO~pu8RZ`ch?>6^C*l=h
zLCJ<AK|dfK10<JjoGHgpx)!MFvgA1Pa-S!AMzlZV_vjX`S+_xifa6qmyth7+<TnqX
z`|(<*srT&Xa&-NCZ*=U1*!Oifgx;^pmsdvD9`(q%P{W!0A6&o2(-dP3HO&ypc^RcF
zCFco@s?rm*1@NIV8a3Kjx*NU^%ZxU8DGFXy_Q9qdo8E*ewZ;E={A88z>vZMTgCpag
z#YAx9xRR#rGKldFK8#%G59xbJoM`IU2+N<VgBl=@Y(4|YhX(e<9p@nkYf^^>F9K>(
z1KXJkw0Qae6^)5?gR3zoKL4E~s53OI3P%bN8ai&g7?uL9`w{i!-G4Uwuru@fU{dKO
zCMvpFZ`q>ha*s+znD<%$y&Jm<=af@;Kr!xt!9|~V1k6ZC+G>o_Zo&2gw(9mRF`x(2
zXBX4EB{m^D>~r1&#K|6KSB{an@h9jXZk2BO2{rRWpHG_iv<K}}Vs?v$a+iU_vSWsM
z%{tOb+nNoEjzW+qCW!J=r;jE)sbh0KMYpmL7lnumH=3tg`v9FzmVK3yy^88n9VIrD
zuq~zDE6V~RB6=ncy$`44go0s39DKg-Ge8b~DFVVgGjh6{4MlTt=Dok!sYtUY6xQw-
z0i2Jj!VkVo?+=iDLI}VIfjK-vwK2#1`mMu1ujv)0cG+)5plwfg-)y9le6+9}L<(^n
z2nNT;Mo|rmDIy#eu*yw)B(>E_%!!n3q)DQ`K3K%-(mW$6qky&UbF64*D&#jit>R&h
zk)4Pit3!(Vr3J+g1y*zS&;dRqqbKXYXy>s`K}m+#gy06Ob#Jx>w-?#T>XSF7uf8pB
zVSzHLXyC2~rzUXpH`;CyFgVgs#lXJ=7K@2;V*E7Nz`|qv2H7Foz^WrDJ~Dga^#o>v
z2$Bm{kOy0GLycP3W$&83VlUDM`M{Gy#Q8=?(?xc)gr&+C;k&~>A<1NA@-eFSxBH(p
zQlyTwE9sB5@G1(4we<tOrBftWR{HegdipZQP0N*%@xf;;n*|zY6cUu9iA`VYcix~$
zFre>P7jz-AeejJYz1Q#}mj9lzld-K>ax7(R=xKR=%uvFI+bCnN#l16vivGV20gwvq
z9uG(;Sf8@nvsNhjh0FoB?s*n1jq0bVgKJrt1uL{Zf{GCUYi)3fl`HuEx%cF$pWy~^
ztRuJ1ATs61dK~Mw>qk4MD-R1!c}xDK8izMPU*oq45L?M?>-QQ1qnQ|uoQosKyyi_A
ziOv^wl;l4hvvdZVZUX3;I>p4g<~_~=A+@);4k_gzyXoT1{AlQpn^@7pbfNI&Y1}TW
zhJZoLY6D{(Ww9q8|A(^O(%%mtxl81L`YiLgh5+mL8bMJ4Hw;S&`}s#$DJh_GM!&Q3
z+C+x$mlWA~a%H!(UqShg-GtTb6e{CGBIq^8uug&PPF1RxnD!*JZ!{cgk1^a|DRJ4<
zwo@PhU{XY+7s_HM9~r74<&XhX`ucOx&)vo_Uh_`vAJVJOtKLj=WLSOKu`R9uQ}$&j
zMhIo%P|LWC#ndKq4X4sNwI?^NS|WU^HuD;!VI7aIVf`9JZTZH3n6nnDhp@T^7V<%Y
zvWg__nda<-GB9h-A-6#y$MkPp<W#F#r${vA;&)9=t#&1KCP;dPmx<iZ+u~|)m&1Eu
zta>odz$a6K54Q0SM=B}6@Pu0>_z{S6g<{pdzQuYfW41e$m<IHWV4W`o(y2Lfo%Z?Y
z?_>GsJM%SQ`P-69*=qaOvc^@fpT^*dQ;2fDXvjgWZ?)o!@L9oEJabFY7rI;as#=t~
z(au~aeSIzwkIC(+MzS`=6kL`Yq#2P?Ch1Dfm2h=2wCci4X;#%Q=u*Ohs!;G&HD~28
z&0T^sMl{%N8Qg@>P}3Z-?VHZ8Na}j9hUAGbic<!&=o<repT#KYL00PqPhwtWCo4RC
zP%F|qB=Tr`fy0QE7m2r6!iGX*Y+RqCk*bq4Hkmz7+0L`h4t1_6pvW*joo7cb8G0X9
zO3M%$zqa$;!cE>16LT;P<KwViW0a%7?R7Uio}$H7f-V*Ah95O|SQ$=}#;K$Q-yUJn
zQ*!nV?^@NmXy~@>s-De5Z;agGT?X{Phm~VPd-=)VtvTq3&4iDys#$X$?Vq-!yPCHY
zM7-yrDhct<|1Z})%LkgsH|HhEmGy<BuXxr{%2*yf?NKFQc}FL?RUN;|9OyKjsM$%F
zo#lL-3Z;HQ&Ce1D+?t7zHnFS74IV0YkovIkyVqTvy7nIqHhyS!Ewyi6yu$E;msj>F
zLlX|yAYxA&>i}MNNH|k5QJmB(Jhff0u#LG}+7QVUoXz$R1c5~-Kb*Sktd>;++d}#+
z^Xd)gVrmRl9N6k=n>G`FCCFpzA=aUDWnv{gr(4Ex@)G-rnNsj&Xw>JhqBZ;%o;E^9
zMmr$~(gt~DyR&Kpw&`Abt#47hd|kD21n{5T1a(CT<|Tq2_Ek0NYDQFm=Mi<O-rp;|
z%5JSwA#P#FxKvSr>i&kb_0k|>NuMP`O#xpSw4Ls|0@1o&Mz0U%X(}Fre#%cgxeg2(
zDR~{Ua+K>bmemv>9~`E#VA(OEcfUmng#2QCY6Rx(sK2(`l?8|^$@+N2PE*&*zTEnn
zjaFj#8es_sjG&&)2de68FIVxl!m4_KA0g|Jg-UE$wXZ$tsGD=e&L-~}`)MlDudU8r
ze?m%@c$0pG4!XxKe!li3*HQ}q*75%D=2w+Qhz{4vBEC#QJ=$n*l4-7V!;SL6x|g6&
zr{SN$A489U<<2X3js;iTGo^)oxZl}+Jl|_rQ)p*CI+^YCNNv&Xko;{#W}>?%^|T;<
z4mk<3(^nQfe4s&i^|3j1kUMRi?=B-Sb;*bjdU|N5q(aoTt%+|g#}M;9r-tCp95Zcu
z9rYdC6nwsYTByNqs!15H3D3%_uodm<1j=sD5>&gGNE-8L*VpVA5GiV?^2B#*_ulFS
z3Hr%RWl@_~^&KCSIgt7LHjZHb)q{B@-`dkm6I!4R=_j4yCmd-fu09L5sf40hIV6G_
zmZ<9#s_fTAvCA&`KNk{ZEaI~G_SrYq080W#hS$5fyL{~w4X@NRpXm$x%<M!)5U#R0
zQsSp~?A9&1SCjDZ6-SR>r>HMxZn#&OZiu4Dqg`L0&5Gw~qh4s}*kS0lr;6=$p6=kT
z*b2JMm=X$}&|R`AD;~l67ZoZTi)@8ELwI>-to*u@#^Q~MK6rtsEMg_(DBL8i%a&um
zKlgvuG#)Q6-izoUROCpIXP%n4YJ&e}TO@*ZO@<?6HO6;RI|yIawggviY_Nl{xRMPj
zk7@luHL~_#U;bq+3f_?kRO^s4<`;vD$PL-<u&a}AX=!y##h&3~7?p=$`%aUMV=_A+
z=3@dsxyW94GvgWn_Ge^$*<(ZOoopd34-dWKVA+~z>yMpVpG)&W5AgfL`+qp)d_~v@
z5Q`Kchq?H~k3OCHw1WeS+_K+}bOZua>>#W22=JF5eliA&O7ti7R(_!we=zB@w7z4T
zYngQi_x;{SU#mnP)FL(egpIx;wf;(0KsJA#$e_eJo%P*<+k8u$eLI8D<N6DeHt^A(
zTUU7xy@ghNND~J)(EW`m+8vN4FW-hEtL+L_&^r%Cg$;Kl(T;<CYJQ<(s=ca9_qknV
z20pka3yreC?>*xC-|+SRl#0fH;yZ0q5hGB4mh)str}{ShOzHY~))EI$>ceLK2DO5l
zwYd++$9ZI4(!`^O2iw7BzY=7F+e)GPWq33_O)s9V3p&%icw%G{*4V>w`|gz02tiPU
zim&`WqQqtYxnWcE65pO0x)i;xx&rX5Z`k&;gp`e&p~nP-dvs?eRNnH|)tunGk(hPm
z=AYLa9>f@0Due^r&9;BD0;rfBR`t=H-sRC^PgoegyM;E1!h2|a4BumwKpCUnWiU;7
zyhM#JTMJvpG=F3h!~b%c7_eW5pQz4S<)Ko_rU)K$Jnu7P6yNH19k>d?F}7HhP8lt}
zO!kFN?R-AvJ)^Gub?<2SO~Gw7M9!#{lV8u;rEh;YlY$SD@gr(W@c(C{yY5=xo=?9K
zdC(JgZ+iXut)=@nd`<n1#fv!uTAD-kxV%dE&g%#%+LzD(5nP|YFEj+wzqt>m)3A6N
zd%Wyq6xAG!1>MBlVFqYT#q1_Vi+Gc@1k0PIa!-+NT*tuTOnk^IaXj8={;J*#&!jdX
zq3QYE_PqyuFF{Bnz7Mvvh?M97h6EsKy3_pffjVNhBv#kEG#_chE$+t?<kXmt=6jtE
z>#WR6NLA^(ru>EXhyOxgH#sL!$yOzE)d#H^u1mA@aaapJd{H_LsYZgbj|1NrQ|MK@
z&#ycm>18gl&6v(^n~e<>G*(Sdc=l=k_VEJ2h@oCF3`H>CHZJ){#FCWU^|R17k+YqL
z{kF<aY-ce!g%!^cpU!dV(_Pnb;@5mR()6nK*2PKK2WaSQM3=~|g{HOQ6V33+<#251
z68tBt0LPB#I*n9$DP4&<vkk86@yE{i%43sVvV5>ja{7-*L_1<hG%m7Lcfz8Y^OGgt
zR~o18(ABnn`;l%N%-A2{(hqYq=P;WL!;Ke@FORl#a`Agteoucp)&C`R(u%&@)ta1n
zoGPKI&$^YHB8Dp3OT6gG0ipyb&WoBFs4zcTP3+unIYOgm)NRtFBrEbj4346JU-cW!
znh05_i^6BO_yn}f!0PZ^6IMiDYzyits~VOzMt+%Wfqf(<kWJ}w2S_@g#?L7;%K5OM
zHCEk;4q6nicg1>icJIP=6aR9lj~)}IG!O392iU6U_D_;_EN0xJ))-l9WE?z|@%r@J
zR*4B>j@I6>yJ1itFg6je>l`2n83Zur8yRRYq&!nKMhTeCvF&KJW^ne=K#l~SI0fcZ
zLgz68pHV#yhYfMlv(5A!-tL?hxA|<a45Ft#0pRH^XYS;9XhWK#Pn}Lo%GY=ArvBT;
zh$lI!u;fUs`Di91z4FlzFYgkL08=u^Y}##|<Mnl$F`QHc8`k*qB_dT%b)46tOJ4Di
zq!zAcGVgm%#Y*)YM2)M9d#4>o97*h<rl6)QQBs`oPDa9y!0kvwU2S{<I8X#h@v1Gt
z*xO^5I>nZm6Z&<{8pC+WxqLMb>1}}GpV~*RA-%=h)U3P*LuA40qeCnJS`L?Q5<C2N
zANUAgH$^;rvb*t0iZPY3((Pz0I2pDJ)Uj$;Z&9}`^9xW+d}<^DNcEG2gFLS%QRLy^
z)uUhdhVGJf=81x9o-+QTh=R29-~l9IbaZSv@KWJpDiowo!js+N(0!-Pf8;Fi)Znf4
zTbxZ?oVDC~mq3vrrcT#fx7Z?M^~p456Q!-wW3FSqwYHB&jo-v@r|MqrJbCY+pcFeZ
z3Y2>PCJvD1H0D%uncLy_2cDZ-)g-r7VvCKQr!?N^r0@aBs=F+eYZ)5wwU4ArE4{?)
zRz0uZ7PxMi_mNGQxm5eBA4@x?t%RNXt2|V{x)u7EXN<V&KUu`jqxrxaIC$ID65At4
zPs4&oI!1b6Q0V`;D)LK&v<;M3foBbw4?RA4;gY~Dp<9kAt7uWZW;bFakhPgSkC%9J
z7tR&G6tWp+^8W;E*8Ha_3<HxnRQ^|&_=fm@%iAP-zCf=_y|<*@tt`CCs%s$o6l-;0
zQu(@i`<8rHumAVOLNa(!Pf17H*euUHYia;>ZXuuLeaY4WW40&>r<BKwd;XLm8Fk!<
zcS`d}BR@QUuP-XVs7YE<g~KdC@CHqdA*r>pz8Y_|QqyOqw;wFB;q>G0mc(58>-4Xl
ziKZs3qApyWmp{%|@CD`|I)oDP^{sw)yL}xX_&F>=o?<#GAm7l?SGFvvBd@$u+#+1Y
z<{2~81vd4A44Ox#ys*o%gSc$C6(0D%{sanm)dI1TGuHpOV1@gwEq4F-NXeW=6n*WP
zJ~{JDOz%TpLJ{2CQKW6I9H2v{)}(1*W5b~p8>`cBP*m*J8%@(hL&a&ZSWr~>tzW@9
z)@&$5@PW{wzFx@6@0|<%GTRx8UVAQ_Jr8l$D{%XSWtY_()7EB}RqosEbylk!2M;$A
zQw@0<EJOSoG^}|MT7)<8L=WH=b>&k-l_lta#u%rLj3sHQjfqty;0`nI&GNF79EvZ%
z5^WkRRu&a<P9^=C8a_sECMPeI8Q>inDO76TWJ~Mfa)zW2A)&!bhz1za+yVA$A`;F~
zA3$LGGZPv-uosG+YYxwk6}GDd!rot~_-n{K_W$S%y&1|Z%RcpBhbs4_b5xYMSJ34C
z#tR;+j^DYH6`<vmrAA!&HbE%7`kG)6lsh<;O)08Aet*;An}t9RS;;gs<~VLs+0R3Q
zOwrsltNXL-ue}Sy)=|q`m{_b}j^tA}d`{G7p~&7$4}v@k<-+f^;BueG{rfJ4g()pQ
z)6F#4jVdo=gUXl$VG0Tncw0<@Wz{j(3SCuM__e9uI}(=PuRSA|Zv##~m`9nHoY1gB
z$MxTkfIc6{CV9KYO6|QhWzG>8Cacv%AHP|POJ1^f6{}9z+-WsoXilsT%!vcoZnmc=
zLSHy{Lq{dv4vbn>664^={H3L}F{TB6xrpm`4NkgcE-$lBAm#h48`FtEJ(=^<3BA>B
z<$Q10<e@FZm9}0I@{UvC|K9lhzs?BtUdp-kaJ;<R6&woM={t3(mK*P%db8u>)67Y_
zLY~#cBIS|h;tY~zSpR#9ThBT^q4d@wB?MeXLqGjpIaUbQNPQz^zp2B7=Q5&T^Gx`>
zF0BoDn6q+;HE}nV2i$Wl-swGU@^ArBuNnpSsYE1<?eaEAv_#sLFA>pUHVNHN40cb~
zqaTX9Q>junEwuKNY2@#rw1o4O-{}IVTtC{$1IhcA?+JFjFPzx0tTn9L_O?Dsd<P3I
z8otMfxa@!61HLp(bNhScV~FBff|V=hwo3BQlKFt(AN_(sM`#1PvsOg7LIV)Ukf`vI
z)uK196K}tU6{7BZKmHWd-HK-Lg}=-q+qr+c&9m00<fPF&`449s%M=1fM8$~=r}}v<
zcww0lWLBl^V$W$^-D-1IW*Q8_7MA&7jj(cC+usKd5)k$o?@+gmhbKzkcy4_s`LrXU
z`n>A_rV|L?yg_T8cVX+pF2@gi0t9mV2{@(pe5+R$|D1HM#;TvU$L;;zn$9FslJgjw
z?X@=-4W3)fbMI&Gtt^T!Hb!KfT<2#O1{UQVPM|GXbS5QT+Eiz(V+H3rw4G_@y#EJ#
zZy6O=u&s-dU<pow1Shz=YY6Va-GaNjB_zRVyn)7D8-hb)Ng!C`?i$?P$z91ld!O^h
zc<<eN?iu5bC-)cK&8k&vRn?qT)4mUXoWY|gF$A?i*}Aw7RdhCmeQoJedNz0?x-q!+
ztm8+Ub^hx4^*TJO>VW+r)kxW8tH|53GM!VPHvuL3;Lz~O0R9qs>Bc^~Kzp76BalI5
z>&Z3J-^)LTDp|(wDGLDE^*gc&TZWo7Gy4+_x;D<2<;jX=u6=TDZ@w>NBa4UKVi~h3
zu|g&vmoM$F!=UE@t%5^h%8LQ=zY#1iv&LU6l)MJ`7v5vr_uAUfn8wb*FtIV2vn8M3
z93$vr2@{mF5!b3r*a}(ql{sp<H`ZCiX?DaP2vYd%BsI3NVzO{_XwRZUmei$IEWY$i
zp8-4y87b#CmeBilLJIbx8l~&wj&=YrV7BXmAhfc$A|?j*V;_9fKO(c?x|}46)Ue2o
z$#S7o%39?`DxODJ=Ipvtp0uBM3|BslemTrRPjqJNaHEgz;B}qbU|3qoQB#fu&h|oe
z`xJd$m48p4at+q&+pU2;9+H={k%&ceW;bw&%!Nmt$0GbIQv@%+F(95cFHCc(ph-t(
zWIU4m{9NxKy?v&8Z)DU?`I)K1!L;91N~(-oA0PdpA>uDfMKzsDC(dyVKPhM-Hb%F5
z7`u(O0Ua1;YG;is%W9Kg1)m>($jEP$CBe_Vl6N(LvUy&P3*oE>QUFktbvYAX84(P*
zpi6zmw&JYWz5wriPPUTOZJxPSa(nV@nOSiRpuyCqgF4Ll(RJM*=DHgU>|5s!OTpy5
zehvnW960>igZhoDya`_SLb@1c+Y1lKDQ=iv+8>*9N=Yvyoj7v0WAlB1frIYyW`3?s
zF(?Oi$;;KyB}s<ZT>Wgwb<%e#EvXS|U%Y7C$x9hAfEf^2xzQ=;tkueEd+kbmoneRI
z#E0OxRwALa!xsMrk#tKK!TNn092MO|vq0|Fz}OJ+>z+o~l|!XnlYBuACk#Al9w^yp
z%0t?^wH%FH*))`eAM%tw2?G^je`TLQJ%pY>X)$cHXZ^@{sP4E*PIFA<7A_4U4quSG
z6C!sJJLcD#|8ekY&X;t~UhXxtkFR!o6<|k<-)zI$Q>Nv)V(#*eN2su7nc7jLGy8>@
zb4;dVA9|9fm>+h07S0-ff*RUVHzZn2rXxDZQwQ_bHQr`SyZa^xiXN})UUHHM4fXsn
z*JNFC!BQ1Jw$of@x`DCuWMFhfb6Ur<EzLRGgM`}QaE-6c!tx<?*f!&?x}#0!W?U+w
zpqTW{bn9qcYqb10IVwpx{4%b?*cl+9+=;V&ZLbKQ5Az&;)0oO|_|z^XQ{eDSQWt}D
z{>gh=2X`yubIwTA$8Ep6m%{Nm4N3>o-+k{kJVjx7XJ&jY0LBbD<A!ZkEBQp0)j>zd
zrIH7}t9tnQxayXTsHxNQA16KikF#2K9WyHxh3CFTs?1S=hjwZ9-&Ps^BhtCrxPYRJ
zeO*>gF&FGrCNBqA?cPAKdLW3|vBoxC8tDL1QPXafrEYj=I!nCXe2V3)+H7+#SRP0o
zIpJ3Qi@&b;1rI4|W4enL>aOgNMNv!*f83>O*Z4>H%JVZrw@#Kyu%0+3JVHB=Q%73C
zvA#$sb#6<lo1ZpKa3i>7rf#=9JSQhU*&S9>&<sGrP-5FWC&Qns%>P<i3`P<C*;?%&
zgW^{nwG?r#C{Ym#Er6fLp|)DR6RKP9!nfk`I!zgx^5ng;YZOe<tW4rg$+(!gUhh*x
zuG-S)kBsayt*{-o&dwJQjt$}{A2B4d&9~n&U(ezaq%m)^%7VI_EE-4bI%%n#D>#jw
z3RZe#v_hTvzTL?LfRF4TMv~huoH5}d?IQKFqT`3}B3-F(d`aM|UlPasoWQFtWd$9Y
zu=t7LO&3>I?C*>1Yh^|}<J<HJuqBMk#Mk>pHUg%@l37t=n|!<M%2P9`@7;|zx6ENh
z+k)kK)M<$^$q!OrYe_-$h=Iv1R-0)BxL+D{pwS=5<u^{AXtjt=f>Z4UV@0s`3s0$c
zvqS2+<wjhun36m>ziP>HbZOz@+@B*kp<!qtImTC+!?wO_JL0(}aIe=C+W6Wl>I-Hl
zz~#|z^bI+FjS{!@Pimc|Ruz}*TVNqqQd8pO|6Hd|FUA<cikp|^{?M%|xM*Ee<PS1j
zF*wv!;rc2|mt{&BIv;jtsmz@HS;|1|Z$1z%4vwc3nP&dTGOYqsRI-?TQYdE9xe&-P
z49SSw$^00a;lnnK9|WD4Kmm;^tLE3ig)U8Hd;^Qiel1fgP#f5{%fKx>Pb0yv=3hUF
z79d-{BP?d*8S$SL-OV2_B(Gp`W)&6%D5Z(h-TSX>=Zu$as!^iwd6Mhd1i(9**l)dA
zQN7s|yZi52^*8l>4^Jn1UK-E}l1+UGNFQOBTV!}+hFixAy?8T&ycL{8MqyS`viIye
z_~}?cFHm8vAqDqV_RH35XJXMA<NDeIdMAT;-`oaQZ?_`>K+4!NS9nnQo<UqjxN9J$
zeUu6G9xRlrdLuQ@tcoK(gd%?0EQG~$cNX&0Vb;E3`t-UoZli$QW_i713HAt?m=eY;
zRuO;4XObys$52pW-&`02A{!&QNSj`%gL^8&#AS*S5T(7HMkQYlipq&{1m(B2;oI##
zW9Qc5GB96BNN&nPO%Xh4tke&{>S^UOX3l8T+Me37Qt`j|F{wP;XG8)$={HeUlgD}e
zv&U-)<z!22gRQn+eV5rGg^BK&of*O<mjDHz706^}hC{ZLOPl7{Vmy;CQqTy6Yh4qv
zsYK4P>0zt4XbWW4IYnQf2b<v1D*Ku30xBG=Unti&@;fzCq&mmVZst^Hvcqn*mlsv}
zcy;xdc$;z?12?;yEdvyGRo>vph6dvBl01tzEM2>2x5lans?G1>Pbd1VGLQT-LGJ^+
zevr#Vx4beg4b5_>>HnPI3v!c@7h}?KC+LU=`F}!(>vD&FOwh`&;<FN}8fT0CtWK`?
z>PbLV@Qir?a2RY@)y|#>cw4_TFFNKQn1$9ZzlxZU_s)-}$pgWM<@C(FhhGOvI5|EN
z3Q+a(WO@&1;$I{m#e5Us>A~lg)k*Qm1i=$sHJhjH^?Yf&$5G^Wy@a#vF4<9e4*1em
z1N%Qq%DQ2cXBIR$T(0czuhd;TwPv4&><44z<DDCSA<U76tH$|@wLBFe%pUhE9qdcW
z4s%jri#E^5qq@Zcazp=m85nA(hFo$YF#*=6F5#ckvZJ<q(u&gdMdrlYt5|gEqaU_j
zsCJOy`Pg<DEPYCVUV_K_?cU6}tWAkLMf`wdu@e8OW^B~`@?;9K*D@cNw+7D1AJZWd
zRwN@;Gqgy%;0_-a{#=|kh$xa{f%&ahpCr~NE+<NN9V9%V=y<x!ERY?XE%k1PVLd-2
zB&FJw)y%!nLzabYlg4qsTYD9|pI!r<n|0iPp^(K1v3Y?QODOc(|0Ci|6NJtC6X+&J
z=@dA^f-q0?ZFn=`TDyDo%#u`5$sa3UG;t)%<k@>+c1zr)kiix=N+&M(Vb-ZMfodhu
zpIWf_By=lE@Lg7VNTFYbW{aI_@AEG#@k{HtN589m3|VDPB@O637TafK`;G9E)xf)b
z)Tp4+0V^-APZ>$M%YnX9c53*o!l;`3&UJN5V)LQp=>hLDLyVT1wI#X@!_0M$>!E)}
zcQ!|7<Kn2THWsysqhEWKrqXpKKT}C2$+E`a#|%@Dx)2VB5G(5o7uP<k#42{Mx2|1O
zL)pZIP{NV=tP?N0{jd0F4AO5194MVRMg+^JU#2FsbEWaL*A7)QsAsmGx`y~Z-xv~&
z0_8Qknt>Zd$h1ayOz`XJ67wrUCK&D%ASs#+zUFKmsxIF*h&GlHOXktGlwD(WZ1*gZ
z8g>{-)M%w@Zw=#9`o~|>t~~YirpZ{RW=^L{2?IS6ScB_!4Efhlaz@|DWAboJhAG@Y
zw%P{#Nl%s*JW=~BcAFlc7Li`+4a>4StO4%L)r4u(-r5-%fh(47G>SV-&_w{FL4Q8S
zK8V#WQ^!mw=<DeCoDwvBG&g$xm~(JI-s|xqX?2;zlP<QNYY~rQvIoyfAZx2R)*gF;
z#zD5ttxo&c%vz;|-sp6j7y#WCs?wbs%!2up9vD^GZ^!Y!KjKo^DsFZ^4Trg|g2)Qq
zFXjnRVTHqT!o%tNQ-oKg6#^~QUTET?rK`PULRNf}M>RCXR_cVGRIP~5t2ENX(FHZ{
z#eUWO>||Gys<JFHL0_(n7W6!vOKLi9I)0q`rvVitvgPJS?T9GinAN$8lT%N|sr4`!
zce4&(prl{z8M@I_O+?kj=NDk>m1>(}rE9*X3TSCXiKn#T=`izyb?@Q(Af{cCi!~Al
z@JywrLw<Z~)n^4?Qqlap?mUn6V|Kb`?Lk>Gyh-<V2$hnn;IHb>H&`F(n{`xW@kuY-
z`&6F~06*4;&4}Pb=#{RCqJoMi2yPK2Bz>!j3MoI~xeM?ITWNDQc-v46JUVQp3nv03
zEp!6I-y59Dwe1v&-u6cw^visc2p7ujNhCL@@Mq(#p1uw6bg!vO&u(=1ES^3rs+C96
zNpx*ArF~XX<sH|(SXo~WwJw`2VnbYmZo;PFl4MB9o>&FZ8*xH!b;tLeC62Y_3V;@@
zjV;{HlR}}(Z*6RxJ<rd(NPm(ZVqROy$}Kq7>1Rd4?qr<sSkkkK=)I#q9qk70p+&er
zYE<d=#t0Szf1o2(wiy_Cl~mxy<Ff|?Df^^{tfn(q+uKc!^IAssRac6wp4@71xA?=%
zuX6g&yeH>Ny5}nhGzr<nl|cl{;F@1>R>wdG*!0|P8`Hd=nk?V5t%!|c^5ZgN=SKg5
zHUGB$O4u6?GLgdTD@$`VukD_pRO?b+a7jTf9?xya7CwWmv&CE($~v4#SCHIzZR>@+
zAWcT88l3>Vnb0ddye{Pb9CMDPJ&NMq04O1C_z`^eC0sA?m1{YxEEzKuK>5WOcf0BU
z;&v(&iN049tNO~EHN+)O@I8C8(y`z=@~)oecx*&w_^oKv=Nf_(9M1TfVu_#JY9_QS
zQ`@#=MBP^DDZ=ZPS+R#hi~KcF-=oPlzaV1x3|kBUaB-|?RpFso(692C6wJMtz8N3n
z?~?ERy5%i5BI;Bwy?$j+6!x6dr+EQzMajrnc7Ymd9-gF_A!Q8f2d|cHHk>0)^$wqE
zPAWP(w(rTy@(RD2mbv=b@@80LO*=S3d#;iijagJUCqzbYj7ay;0YOBQ<(|Dm%^<HJ
z(7`Fbi9H^)fkj>P-Rs9{^iCh!k<YeM$V|T++@{pv<<P;<*6gJDp2Kkv&b&Q!1=h!C
z7f)u8zWc`I8~vZM*u2!+7_3cCI0P-e{Q7vsj3!3B$FNJps<q1${`~?)|IO);wsT_#
z&8~;7t)mi@#S<3a)r2FlfXxkC?_jXAlO5I13jr}0&-H`}p;)xEjC^T?=XfG+y8l$A
z6nGR!Y*e0VEWI`;Wnw~xZxJ-0y|eNV=}N)jr@VfVEpw-JIMqZ_^dQDS2Lh*pJ1Bd|
zi33}z<PBIS&NT-k1@ecdUVpHteA(H~v;#xaW3UB?3(N9E5+XKO*(l>1W=NpB#&it=
z2J~h!lHo-7Bp7!t^>Fb{fsGEVm|1Sh)S2KiJR{QJ#Mm?K5P|TaUeUFPtR5wqz)zM6
zvt4%SpSB#ldQ)d$qGv0@i#6*9%gOV)H`bgnE6Vf9F-`~D2qt_Ygs^t?d)X-U;~upc
z=_ip2N`!J`;FbUfoiEze`_sX_;Zbk?X@~==Ez$(hd94|6+{lUV<NZe1he|juX#Ylt
z_V{%@BJtQiq4^;^a$DqYt>?c|zg|k(uA1C?<v)Jzc$^1U1iuHWk=pAEfUo=bfYUjL
ziVCO?{fDz`PCzO6PGNj0D4RfBfYr$1p8hvN5>&KZJoxA1SjxBCn8IQleOc$%U|EGn
zUC3yBv%1}_;)Zmkp2PR7Ec5*?nYZ6i+$Vf03iIYMX}QS|UA92hA{iO+?IOuP<&u}%
z)}1{70MLq6Ix&ozW?!?q#G{yMAf@25F=XaMB)-@9$yIV1v=lGt8zG_G0Yssc)K&eP
zHztCUp_i_2CQ@^03AA`)s3#lt^u%w;A0#T`?m7JlWC=d{99vo8A@Weg4DlA_)7&d(
z3Pe7%0Af^E(aia8tUol#lR|?ISiNS>boZd>vm|-$H+t|z<m<(NXrBk=mcy%orpDFJ
zMOiQ-X&ZOnPl`s=3*#R{5D=GZ7MYlsh^S@7NZ=ij(@>u1^mjz7w$Az0)pC6(2$a?=
zVxroeMxYtoX>#Us@+fqH0yuo*Y@=PV3X?-yS-OmkM>&20)OiB`AQ)x>(zd;lUoQ@n
zwKMDul^1=}6H+tjku+3UlsrV0d+^Jw`<0v^>CmwrnxBs7XxBKZIi-M&mv1QQ_F{mu
z#?Qf6+SGaT?PKd6pUwMfKX2{H1!v4W2kuZ9*QOjbT#lS3o42V!DD4xSrF|$rD+b9O
zL8gXvwZUGhbyY%wHC8`gP0s1f>H2rex_V2P9)+|`lb=q$aDqdETi{+$;)I*)#&}{j
zKRJ=|+DupL;6~3FR?c;~kAAnNG6V8(T*ziNhA(qz-WEK)HtcQbDG^E76%9Fc*&XNV
z{IEFN8Ob%*jUGM!Q4t2&SKro@;o8YSq#N(<&11{M`26&-eA3Py&$E4~In92%l$1Ua
zkU0J?M&$qGCz4{+44Lv2ay(vOagMpon$mE1Bi0O4yr|E@4(@Ia-p3bz90y<6y6{vV
zj9??DQ5k4|JnXv_tq~DlD4ihm>B-1AH^A`eDHB6Wmb0}*hIR|B8fUVlmbV@Ozz(Qq
zp`11O=nF#K*gn^chg&c71Dcm=&SzMAZLX>2oi`$ove)Ln3eFl#zTl8VmADAd9$Xy>
zAmBQSl@4;j4t+|Me6TT1h`_(Ex0;PCQ6pR{Xewwrw0x+Oh{Mj-J3P{O!F=86D>Haa
zS9q%5DcY5IZeFQXPx>V#lF~&io1R=4zgiAe$;ZsBJe)8pXa>dPkg+6P)s2n!(ACU)
z>`;rY?P0X9Q5g0m$qJ*^0^4w<JU8U|Hww3DrMB*tfkWj~)Y0|g#sw(v<~{c(hv3h#
zcbEn|pAj>#vJ{QhWKglGdrs2;h+;<5jc4JJ{}g*FM%hB~M<7Y>wBBStM;z*ZEo|EE
z8W2;-uc%$ysy$n3q-8*cWgY?T^Saw_%hf93{V-kuEi_-$-mLFN9c@BTRf{X=@nkNx
zUjBlkutC6TQfmJ^q=u=aEL>cMf$W2<(ImPmj(yqQ?)IQ<Kwak!2^l><<0%a(;=cO2
zn7WQu^V{1<v~X%~=7N|(RMF??-H`r4mqu6QI;^t9hL1f7hHEm{09Ddh-PQcS#9=8&
zzx37ks_djaeQ2CL`i4wF)1;<^_Uw%eDxGA&T;rEiZ`ylqQn87k*y8P#7Gvr_N&P1W
znThZNF+l@7NJyWkMk#%>I-F#Pya$Iv1VNYo7?yU(=4skTUErgA<@7>h!H|r0F7GA0
z-yer0so5+Tz5KLqr+-n<p8pwi+9r*34EC0Ebx}+t=bE_>05hDZ>Dbbj;mt9BwaJX^
zxGKWKDI{>{1|Q%|gOIzFV-fyX{AuqV!XGP4cdTsGq>7VHyJfPlXR~BzQ4-#6_a18@
z$27KfQ^$MNDZ^6~k(n0D-uMZonAqen?_-oR#=*hFW#!zKU<qb`I)C>2fTvZa>tvR?
z#UBsK^8C9=NVfUrzmZn9v@fj-8sGXMU^n?s$P4^frw_l9Sz2q5S2qwD+yseB9|`#L
z>s&yF)eyFA@+uMvur=ow;n~3nXXpGAyQ}k_#@Il(A!6%FwkGj6!rS23Ge{f1K^bo{
zZ>T~wX^l3DW!-+Bm*Ej*tMBR07UL?NMRB8`d{0{cQX2bpf5B&@gU1^B<st%9RBRvq
zxnYGDk|BmAwWsIt;yu-t+EP>vdCaQ$F*>Yc+cAMH1F|VZ5!7Fe)As{Vk?i0$hCv9s
zIuy?V?9w^yNz@(UV=fLZktvVpR{hVBPJ{IsU4caN>|UZKt(a|Pb_xcWQ%?FmcPOnQ
z5p;d-QLgdu6>nWAnT~D2gx2v=)OtwKi<zu$Yp`KR=ZO&;WL1$zv@O`$zVmeT6}&4I
zG5wYe!P0%0rErRMT}(fyY9#sVOhL(Kc{O2QD;reWQNf(VShFFmqL|icWekEcKP#zA
z=~*K3rL(W{^K%5h5p=3-Z5**1X15{x*{d2W?V?v3!(r9#=-`~9$ih>ZL%%SAESpdS
z?>1`;x7uCq8sovQOZxC+iwiEkb$Wr<V^_Y%LaXL%u>SfH_>=PZ(Wa}M58gq?eEOML
z3Xy$QU%L7R*46}%4N*Uc*}IK5kVtV5=W5=&CFrh(d<%G-+ADUj{(L$OoxGT=>7S+K
zl<E9{tzN6?(pKfnA=p1>&rYE07#Jgp;jYy(opc*BUvdR~ZwC-kDn)Y%dC38$6hZvH
zlA|K;YN8KFfNP)Z<cqxsMmbhENIQPSQ+-_FMpE+QhA?wab&NIN%Bmw+Y#Py&i>wb7
zk(qUFlkE__)vfv<1(R~c=R$MlCi+WtR=W*51-0=H4z4GC`d3815h#FK<`%%wW;IK4
z?A{3Zev-B@uB-YRVgBSdLPjp>11<ps0HOHne?!%jm{bt8JVmA+y}+UQILBSw?3dB|
z9KjsHhn*?llL{j*;jMO1;jRpBOe@$vH0WKKy@eUFi%BwaQ;$_n#rIn#koxM%Gozhv
z*>2<4(89dQIekT?Wb9&ZVGE0eW`r-oMS|WwC$Y=uguIe@i%o2{+ktzwQ?R#J1?4U1
z(O7}Pv7-|*Ts^UeSNQpp#A(chU!t*`CpSov$>u|&r|UF5t%id!A#uH=eZ%Xft~>pQ
zIc(W_dIm=M)>WlnQi$zjFXN|c-q4yNnMPxF^YuvgdQ4*+UhO<E$z>u7_V9q5p6*WB
z+l~vVuiNIk7l!y*S3l$qH&VkFn%(?-oz{y)+C&r7mv#>0<oXdwIpp+rOk;C>5ZR~)
zRl4h10^5)9dl~lZ7-<g}H$B{V_E!O7-l?-fUL#r^yZMO(j;_)EIU9IEiT5XBRLKJ)
zCw22iMpl^PMA9U_mgpBA)%exco^QMzHd!A$muJ30-f#G|+3huCkAwS}0jO9>v$9RP
zSE^CHw=>6D0`7&(7h#0uP=24ieeGKa=evFhe%}**(H;uhUD5Iaz_?KE%oBJ}lazh?
zI;X6zPD+<!S^x)&Y|YC=eByS&WjAqkXYKs%4$}D4Lsa}Qw%pcJlCsI@eMCJ5MEe6`
zmR~IU6<gSka-K_Njf(9(#xA^id}wlvzi<K%sF|F6bkv%qJM8Lxvn0*CcAfcDi#T%m
znbGmg4x{#w>WfA}52wlw!^#l71N?Z-2{X`E#2A7E!fymT_Z2S__C%H&Xf~H<f{HlW
z?TdwL7UGC%<#*Q)T*gC!AJ|N(gETJYZ(Uj~PovGv*AR(k=3n8dedumX;;)=JzG8nn
zW<=i#TgNYhDadHG4r@8Zfx($ygUunW52r~7!5%WtGpP&kI6^Ffg+V>#t$}+xw^+g;
z?bfAYL2$;mJo1wE+Wvp-rhrH7Ux#n}KS!N^uaRT=o0Ha0oyTA)ZTC(}TFNbVJxK~l
z8kqr4N>7)His4_X^WT-|fA<sm>td!f>7bnQILo++9_qI5-_1uA#IoMm`w{UNvF?UO
zemt2HVqj?2eGXK)8t(fthdbkH?UgAD^VUprrw(Yz&tRmO3;Tcy0}e+Ql&6H$ztj<=
z=l`UpnByWs<<<qD0?}sQ-$<O$F<t5OxEDJrf{YkGyHm93jaOmVwH20bGgdCRHq2)$
z;w7DPcKdUFbq1|^3b0P~Gi}c*J4S%wgxhB>ZO}K*#NOSjIQo~*dVLyOtS#gKnXgV7
zVJGzvzM($;*m7{4Q)|({bIZ<x(-T}2peFN!%F9<5H8v8?6MZooFe=UnVk1HdeH=UH
zAe)I^m3@3^XiUb7@Yu`fAAjEA%rig04xu=PtX<uFTiy=|{$U@ryoDHCgJx@@czK5Q
z#m0We%68$^0`~U+Aol%vny_OCP~#T3%ZyoU@t=Z`C~k8S>&bJSz>RGehUaxZE7><u
zUbk;JK*E&gtXAeT`kzrJ5Y&Zz{PaO5O1A%HggK4T>%P77*D6OzsxKGiY{|Soe>;c{
z4BxnBS7m1t>?6HCX*xJZR2nrvNv;z!km8jXi21bL87{DpQR2!4W92T^(*wk)`&QCC
ze)u!a6EVea$M=N-)kuyYlJ!^J(L8*(A4&|x)JWeosS71EoZuY`e*YQ!88?2dX;vuR
z4}0TNX>P-IR3TX3-h-tACsM4NW4c$>w`br3VK{-i&Tjf;dGq~haFep08oYn(tX4J-
z9VJ12Rq8MJ&tJXE75*Ge4R%6>IxS&0p_$VsttO4f=I_0~VfuPN%oz1ZUmMO_%qzO~
zjm8rB%|7kD#fv&I{<}FZz2L>CTlXmdqKpO_rZ51o=tL2ACH@P}ew(WHFv1pgpZ4cp
zc1|(Ee<p>s^Z0S=A3r_64t9T3s`-sj`gxH!Xvww_vLKFq7~BUox!}nD=Pi^+iw`!_
z{Rvk8T&(!#;(FPuH-O1YI~zPPm!7XOKgf6aA8v{!4nrQkVS_&wO)L_7Ep-7s_WbMm
zAF+oYJ^pc*&x^RLF)T@w_4<*yMa+S)%)@}83&SgZ%xK@H8*JJlmZkiOEB`&}&<3lT
zEb7#qRZ|dOwg@(btuA1w{L5g`YeRJ{uG<rq9x6ZKnREprFfPIsRH1U)g%pMkIyO~P
zWkPUEN!mg%U308+c#l?QO#FDyfZ>zdAu;9+@aJ_x91rD=%{$~<o6-QPU|;B!r32_j
z$<^~){q(WKF(-1ymGyhC(_32i^f7Z6cf^_X{wF&}%<_}^GX9x)H2?<#!$$d0bB_qL
z=fmlCt5}dasg{>}K=d#369udr*%P&aU;N!}H(rYCTleBABDXbFR^-K`bOrw0N=CbN
z-5JFV3r6lx2;n92K~!4t;#OnitfRM#7A&osc$)K@aF*3=4q3O@#>!?uep6Am8{fq%
zC->{zN$G5cLnaQChKpCPx`lD-0b&vB4%Us`uW&LY<HOYljdC_me2g#%>cAD3(@y{m
zc`I+B+&7bL&|CWKV+W%c3-?3^XO0KvXN0^U^$b1X^u6F3^gY*ySAEAfQ%(m*gTc}}
zV0zLXqL>3$|5QU?Kb#SvWHU2po+rH};xF7Wfv)G#jfhDe#xDWEEhdP)@$HyJR_<U}
zV&qSa8lY_Y_3&(=3cLI~&27uAduL~5Gb6}+!CHCD@Ceta0OEA~RK>hDe0xp2%~)@z
ztl~ujI1-Iv2eQ>C_`>P_oaUzLS!|Lw-h8z2`&X~-fthsf=Z>Uojp`!%jbN~ivezRX
z>Sn%9Uwn~j!g-WQ56yP1^u%;*JAcVJv;~s&%OOR)g3hic)CmY!fBSMqmA~<%%Xe3l
z${<F#=)Tw-)*7`z`!jq6M>+_@^c8{(ANuyK6Pt=)Mdgx;L1?hU_-HVDo2qkIn8&S`
zd>$`A)8_sjm4>$^LFY5rM9WTis;ot9C$LG?NQZ9WR9FD<n=i}T3)$DW1Rwt`cKOd!
z)PLqH%4jEg3~!^3Mtg%wKg8!(af0es@*W<F2y`!Kpl3qPs47O=!l{Uq;Vj9@X4Ypj
zH~eb7i-yv=F*JSjfs=1b(ZS5$uG|s7BsnX$4oz)=o%hj-Sq}>jHZanIZ$s)$7TFDg
z**fl?{YE%1dED_^zVZBxFw+Cn92<>m)l5#d=LxCJD)lj*%I|})w7R@~bw?0sAHP8r
zuau^MLb2G#ZgBt-y~sXz1JKmw6pzU-wVKig7JW?~K59?u5baXA3mUt}u3>+-`;7oI
zZhSNfzT^bbnN%0K0j39b@w-<*zqw`e0NZXosKi1;N)l1g2v-z;f{-``gE0O#!Uyg6
zzjxmeua5nVpb)eJS-<g9-3Q<{#=a!Cqd~%s=8hgel*`X*?#|G&dO#x<7V@~pw6g><
zE8QQ(6aU`7w8P`T{l0_!QVr-?YSIY`sUH(P*or26*>6UVmYY?Z(t7srQJ-@y2zD~@
z0>~7i*njshUO#+#pZ(8~XyNng%c71-J96E?bQJ7kM*nFSI)8qEl3kJ<+tlu@r75%Y
zH3Y$4wefw>#fS6=p())=lB#i(CbOT>=Biy7Q0+Y5GWvkC{u>KlHut6drfe<+N7rO!
zTzs2<c~m53+U528(`8Rs;3A{rkX>($pFCOR<bIa^AuVbPpnOPX{V5DQ`G%>$o&ROq
zAS(GN>?UBEAWq*!qW87qWjnn++>)U%cVhDR2MHWLfVHG2Tpp8frAQ%rZ4^-1yt4<L
zTNk%E9D(s=enMq)Az=P>BMp~uZ&H~`Q593n;HUL@D#qbTM@JxAUWsA5ORWFoc;^d`
z;rlfUmS0i2hUU(Rh6oQ&6s<ib0~Pa<54rhtXI~n;#z5@yE%QqG8kus&-zE%_Fk$N<
z7RVF7+w*uFVc?HmP$lEd9B|GyWU;T=xp*g<Z4;o8nQhyFe_DHGvljjv;iz!<?oD=!
zEMD-iV)5limE=H;E$4aXpMrBiwL#1q)`z1%+0Vvy9&%I{^CQK#pup7-3VEMgBrS-2
zQpTE9#-{_r%aD0|UL%^q58$EkrlF_D<JWy%(~V$dOE>p`sPAa1i@^~Hrgn3W&AZDp
zZ33rzv4!2MP6mO`r;_5a=xt%Wxn{oM^*?ibZ=jD^@&<Y|ZhY)A_7V<h%VLTfed~lT
z;PbDi2wz;@R<aS1Z%{0zL@aM*4xjy4z4kn69LbdTsVZLc9t_In(Hu80p`mt?X~im@
zYvnx6pE#HhYLA2{tea>#6?<sCJhLE7aay=uM^}fPsD=~D8DV;rR%KQ?Gj6(|lIxK`
zc@N#Q41w52AI%oi<!D(56;s~7;u=ZLBAf|K^MQLRLROL*Cg>)LL;KHZqJMGI7s;rd
z^M36&D=jFA)b=*+>5@S5+^q{09B^@$M<NXo3TcQmrm|<!B|_rg>3qep<W;}5wxSU6
z{xC1?Ao=sS;L_5-e#wIUp>kCOG}JCMRg!p`XWxA#$0r3EYp@^o8v*5ygcs}?n;vCT
z#E)F!0yHYg(kA1&hbgAyH0}{>7V!cEZUR2$J<RrBcMM3Q<EI(ci{taN_+eDUTTjAx
zKsiwAE9Gg*6!iOMdcl43z2kQxD${JQymC^1ZTaMjFVrSA{-lj+smv}eYU*RHQ7Bp6
z+#($i*gQog!?R`M7rLv?!TT~yjmw)8`pc6E{twMFMtX7kM|l(kC`^sEil+3`cjn@B
z18S_lzWiEoqixnB#(%8{s7zm%J=Y*W$ugD|#zOLmhqZp)u{LD)1Vij}xaj-fuet?g
zKcZ&`?LzJwQ;rjgQ{eHb5AqcFy!TF6vFa1moj)r~#Y^2TPZwM4W{d7hDm;a}O6$(5
zhs`cXQMSm<%(k-hs5dO!NDn}7>wSH4t7t^V?1aKHw%B6AF21lIrdNum6h8KgKQLDu
z5J3~N5{$ay2Hfw*D(Cu$kA<JRK0K|*?RxMKvU?s}6AK{gXII7=NdTJa@u$oICTlm$
z>$|)xPlAAB_|Oss<`uK@+J+-d<D7vf%Rz>L?HAz<+g|sx6!V$q)Q8$SDwOslG1R4H
zNA>Ix0I08|Ui^^_vfZx)c~MnOwSV7*fD9V-Sn2ynPpyW@V3=;XH7N69&>`tCeg@lR
zK4q!xLr<(Y2)@z!q7MTKrf-h5g&U5CU{^cg1*okdlL<5KTxfL*%y5hjXJEI<aCLe+
z=QqOx%}%s0IGYE&RU>bf@1Q3X_lHf7E|Ndnsk0xi41<BR`$_-GEyu#j5Cy*(>MT?Y
z!B`?BR+RZ4WZceeiY^!lGJ*>OA0NwAuc{ax_e7+Jg3;M1GQ{5p0iS;(2(wY(-n~@z
zm~L2h{1|ts_HBy80pZmXd%uvmPSOf{tbH#PzU|i7yYds9i%HL|BZ_K?1?@H5h26;U
zqm73M;g=}yYo6ypv#2pXfn~AZ-9XoW{YKzsye@R|G<-7PZaiW<`0?A>cC+eX3be1U
zLosm+FSuGdLus1D#h({x&}G|z)bz1%I3>0UJ*twhn6+(75xFhnUG)S3ANuDBE-pqv
zm#wb?``F=^_-v)lgBj*^ny|*NA$cIVWmV>&khj<s)8+u8^84f5wGJHk+*w(9)SQ3i
z;V*v>-(8Xw@Z09AbS)h@p)0u2?T?%6Ym?3CqTBTLVO9G!hdC#@3GEsAl9GZVPvPSp
zzA`EmZgLrNgkxb=r(ur?NlmUAZ@56Yi}~(cCoQl14qS~;yQMSLq3Ow5Pz$$LkD4Y?
z(6ZH#Gl;9m8t>wcdv@2Z!QF2GYC7D3=()Ro?z2iiU@qpLILBv%Xw#JfuQTBr#2#yp
zIZY&$Jm_IqPPr-c0g4x}OIUAXBU6~*h9P!xH>M!%b?l9kSI4@-(>V3e&G6BMde-i|
z>{Bas)NTEC75C(w_4RGnhGhowlJFMF{~<#;B>bK9d#Xq@<~Lz^mJ)y=o{Wo&_pjaY
ze?A8BUx{D*|EjH2UStSXSr;y@^#30C|JCbGf$~q3?VmZ0|1);NKm4=*8O!2-xA-&8
zxJXjKdjGGE1%XPesvX*#m6qDfp(ls97aX5?Y1%*h6_Y`3w6uO%LRo^h#-xTa(%>Fx
z1*^+lWIk{%OGi?op!t5v6hen)dP7NNx-KB_mUB`WIQIQt6vO@xsnP#8w2gd91;UPB
zo=L}%7U5Ln2@!Z75GzXDouImaSBYH7>OvV4E`}Bk_-L8pB}7^mlepyj1vC4{Ttxbd
zxPKLW$CrPd7GERVNv#VogZwN&^^c8AM6$M&!j%epk}!svg@>()q(p}Xv>qR(aY_)N
z^(WdBtf1jv3cx*9>Yb-vi?0YeaJ7B1v=#!PLjy)WFZ~}l+yASi2gzU$`A{`+@#j=*
zqJy_CYy2X!t&K$jIDTO^c}+6(1D5>WsE=by6T8(hfML9ELI>I1W_H9Uv{yy~S@J4<
zI8`uK)Yq4zSq}ue5km5n2Y*)LP8#!~BuA+(=UVf=B+IhNGU=a6@P5*{o0Y2X5KL#p
zP6i_hv})$uWn4KRQ89T%kLX4vy0+9#xxxwr@fZ&5gF5u|0wIwJa78213!VuMFUKUr
z4!$kXfN33=jh~V1&pT&)MqbDAO*u1=j+F}qnBVLd$+#fp#mt6<YnY4K$+oDfYhbrz
z(D;Q@q#s{>5q}q=Au0Ad!)bS{7RC!_q&*e@=*KvxEK7f{O^WA&L;lsTFQ?I8>tcGz
zumTizM8v136anB}&%jcE`)1hh0~fuVBnkJLGov6qA}bq(i$Mc;8XPEF<;j;;UY^TC
zAa53kn8_^ZtBc@2C;z>(wKcJ6ee^z?v3O1Ke4qd3OJ!sTQ~DQ!xgjsP(-mrGi3|C@
zW6h@GZ{@t{a%8G`^^C1!5|ozjT<t#~586_G;E?5@!5!IebV55pn+;fFgN6FR1egw!
zSp!?O#BmjRJ7-YjiC%3846P)4b}J4Q*B+0RCEU1-PMqmz{#4zbnprTSv0P{GqYOcy
z(0O$tQEEq#SPvR3aw42NFx{pO`IMC<80~OSj6qXpP2}Y3f-r=&H#l@W3)FIfr9F5F
zSvm1VEi}642t^tMA;-_Dkv_=vpWQ5bmOT3pl@kA1JlOwkIO6{y+5)lc+^Mv2e)g2N
zPFq$|X)bH(sTD4doILoQ+rD)UxfuG;8;ezcY(<;Mw%}9k>YX{JT|dSG2X{V&(3ZGR
z#n;r7o{Lr>&QtBk9sZXz1SQa_^bwlP^UZ|r#<Y9~#CDe&Z6~b7i_9zaWwtAQbY2)_
zOGI6@Zy_Ki*guXGVMK*XVVjg_)pIyh#JDJO)w6Nh&#}zAb~I!ELr*PD7(&g2S7Z>)
zalV$#9`6z;YXkW-w+rwm=Rdx%Anmd^ZNmLD&V(gf?(^KWT5spjVM2Ru#;)9~=;Nq6
z&Sw9ic8fqyigd(;Az5YZiP&gvws#TOKH4$9{z+K;hb=)0SEEL4J(JEy<QZ0P{h2b0
z`bArdQZSVwaUgZt_ks(|A+e3x-55mCqbMQ!@T6(~;6ab1?+M+;{<1AWDiYBG!l};5
ze1h3%JYEH3^$Tyt>t4*11BRLbtF)mCo8adrHw<6$ur5|=2^X>TlDg`NtEfe?(9qm2
zb)n#Oe#)1bkmso60C3a!`6$2PiS1EZv^{0C=#Up;u)ly)0RODnA+hY0{*Ca?o>yv%
znuM0rbsxx^pnI*GK=AVimlbbBa+>l5yACF1VFyE+(T0R=nuLhOkKosfaVY$*4K98U
zdlaYgs~3@1@?KLypj0i5dBFi((bho}KKHi!Vr%jbhz)zRr)7nX<zM`S#&&0R3yWN%
z707`az3!0JP3{J*tKNJyy~1kabFHBQX;!tQ`fR;@Fh>tT?2Bip<kBc~iLrik2Wln`
zlf)=#V0q%r&g~P<)A$v#S{K)~@#-IA=lrNlyvg|5#r)4a9w7locy3d|5Lpg^k6E8)
z6TB%`owAQ@3#u3G?LDn(bBf1Z!oZs2q`k6X9NrA%`w0s3j&p9yT^)%I#5!`zj0S4X
znNYJb*J%0K-iPey(*#mdzGY9;7i;V&ymZMe`iwT4At%Z{sS=W+Ks-5YSAaZ>WUGkZ
z!1RW1>XtMAp1m&WIIRBs<>9b#)8#sP{$f>wF@;2D8@@kGeL`ncvv$nVzGeo&96}!O
zX43^xKmeWIWwp>qoGkMvb~bdam-4`Px?d_rG=-gU{z;aszz=U?S>%edc>(mUbkC`X
zY8|zP21fnMr<<a2jTfXVUo^t!2(|4=$Ul9Z$mDhg`7CS$^s2VeoH1;D)buc!MXuTg
zRtbrK)gD4;%|s40EmeKW<e_hg96UTnYwN3<jq<;umwcQR2Qb#a-l^?hZNH?_cy{;9
zWcJ|3{_1p1C@T7N+&+Dl_#}Ym9t4L3zTICP+`MwA7o#|4*07Uj<6bDEtT8wkmq$7q
z5R3@0#@Zn9mYApcGRI&~S$bn@Tv$-*aExyD<fKV7KZ#qEdz`{;p~S>udJfyr2F5&r
zH>okDj9wV?<4w==sPA6<tS;RTFU<#UuRf$Ga~7}(K_Q{@t_@?)mO8Qdd18FK{mjoR
zx%{f$+bavxCEw5)RlGDbYm%3J`RZm(&`h*lQR0-0bDz1#X*Y1U|5<p$|3dXw^o^9X
z^iJpWG)#c!8nGrG4|j8!Dc_FHK{U$3CprThM*8wlGahNs*A~f>B<7Z(L8oz&=H(h%
zJdV;dI3uPSmgN^w?Ba3Su7ml}KSJPcl174iX=^<-@#DvYLTQYg$Un!%lK&Xj{zsbV
zzdVTlANYzOAgB{(c*r3|71~}&hpkls6sa5{>*YZRothU+IMOaIRFa{r_5(v~2-nu4
zFP7b#49YO2+Z&2N>YT$!mFCqOaawtdxf5)L${{TuC+1!#Fg3HWlymiI-ylLZFG0Z(
zn{3Od;`qZcn+My<xi>?Nqq=T0qOTWXsEbH4m@$$x-mZ_^wWnMSEGu6x7kG~aD+WGZ
z=!cwmG&X1(9P%c`B)ymUE}Tj(+9X_#r>O-g@|~L+<VoO7+raXD-M(KU!ShvN)-3*{
zcO2YSN%?8>*#eUdga|$P^u*2Fyvc~UoZ7mqKQgQ>f8n{hfm0*1MJ0INL`#~wn{=Db
z9X+fO)zcz!TPv%`E@Dwssz#X^WO&uoJS1k3>`i-kMB8Lg0MikR_9*t095BCa{?U^c
z^0h4E?Y03+2z^HL$E~Dno9$x!$q;S$juz>GGqcfL3#BjO3N&7qSz1R8uSmBzIY9u&
za5_#-)J^8DvhkY=<+do9q7gyK*!Y57S)XmG?G_4qH9XFsBYd~%G@J&5(R4q<WF4O%
zZ=7@cfx_Y@;Tz2XjTtpW>4l`r^G-MSW}3`tVx=VcC;#q!{IA<u|F^~(-m%n8frDE0
zu>UZ#K8ie(bfZfr-W5sm2#=6`V1r#a_sYo!>>Z}(MtRJPU+1Ay!}e)|oBMWlz82)i
zPoAi%=8>q;(+HKTv@N|Ye}HRb$<t?^_Fsv~0>kXOkhoSW#PiaF<;;u;<350=(uX$X
z4!!y}!e+-pF)4df=3~Iu-w05OnX29d!a$OfeH|CWD3{r^Y>Y4CMVu2q9yhMoH|DW#
zM;{{YQVcs%98C6PFImfoR+7BQ`5(}lFcFbH?}TZnim*37Nerldm=r(M#@8nqHR)3;
zt-Dt_^^||`F+$+2BuC5CBI8vQWTFCT`wA*XOl)<8;4N=CWdK1?09`)lnMQCX%>BXn
z0nYC=M$p`usmNFq9OuoU@3=Xr<sg`R()M{pu<~&uou}p?<sPR9aIktD-7eoHi6b#~
z3@r*j)<15PQ^m+kUcXj;^x9dz=(u9cA5|%#B4(8|Eidsd#q$i@%6{Fzy|1683bEK?
zU^~>r*WR5iDL3_a+2w286Emlkw@~jfW>}}4*`h^mSE*-f4Dc*hgANln>n2_Q55|@>
zlx77Z`+a&%@MmXnSA#G#CS<aqbz{byl0aVcU*=ZU+*~3*W~tVU2GnHrMDqrw6bupd
z<nWZ6t<C8_1AOcGGs>$N*$|z)I<Ml~R#~Ew{7|Zsdo4u6Mg=>6EvXQk*_kcjq?Zm(
zgu?L8`wQLEal%9$wDg-v`<AFE^pCd2p=*bEWn++#(0TiuhTeYgRi-FMpWx}Sep^TQ
zr24`GR^_4-+1hhZ9I1bbVkzHG7|ab9qa9b|H-cud8Cx(u{bus6qNrshELCY6u7cvr
z`mN$Zv}TzXU)h}4a3-vj6;by&wc|I#EjEHZ$MZ$U^`&l;KJhaJFRn)bl>nln9gO2l
zJzjXzFgl|?IE%p8sJBR8k>>rXG`BdGo<dfJlu)Tk6>N26jj?ZepOg*Js7^Umy&r4S
zd)3f3XlC)PrGH_JfI2GK<m0VhR>PvIqR6QT?`B>q4}yeP*$`<ez__{Y>RVp(w^e3z
zc4F{m^29LCA>IXRWaXm6rhvGta#qW^!Dbdr&2VkggS42)n-+l)tU<vT-7K;?1HS=A
zNd<Uj`I|z&xgPt*g<V03INl02cV$FbRlAM3bREMIUg`d6WeEqobLC$4Ppw*=BJOue
zg+IGnh{OT>utCN@H#xW;gI#7#t28N@m*f`44)iFXEtmYtiH{Dp`i)RPbU5;~Hib>#
zMlYs{^OEaPMipq)_or*)vdM<){d?hTb@d*+8ju+YUEu}^n>1YqOhQprR2s7`ZGHgJ
z_Lg<sGTmxkSTH_PwXfsP=*F%U+>f=ir?rn8Ng|C%^~4V@<fGnAEnDUlG)-%a^N#WK
zUe;wxIKeYFe;DzOdp3goiGu$u3{LqQ{zqG*-w2VD^>gO>(x#2yC8&)_6$`@Jz|mVP
z^&~-Uki6RJQlKo%6|8}cJa(C00rxIu!|D6ePNn;A|L0l_fY&EOZc{LK>1nv7<CHQt
zrdK9x=?RUR4EdB;DhK|M+p1H(4vBDU%&g+yhW)C*5SQm_o}eAzdrbUTc5<=rb)q~*
zXMR6*o*e7IJ321GoPo;BD6tE(Jg?ahjqXTDJX3gOxi<^E?>Vy3*s!wFPEpBzr^@=s
zH~NL@xuqM{VkLC|T>O}Kyo0p13(H_7FiK#H%djXzvO3YB`{C+B;hDvK`fmgt=xKJi
z*08%$!!2FUc&ZfE(*+0OkY)FXBa0Yp>k1MXj!HeHfP%v{BcRh@Kz1yax0i1Uy>As`
z8vHA~cD-PgzGC@|oxZXW!sJnklXE}XM@yNYC+|ju1QtU#NnhZ1545sE+&S^W3Y^6@
zlga!4ioo_I)NQ&CZi37!hCT5Czlm$rk>heWg9C>wQI12~$(>{&(FqqA9r{N*FSnq-
z(&AB3<-AhpxC#1{7SD6ZHTVo8zH@)S?%Bn~_Z#<v2>}vP=}|koYsJ|@FLm;G@iUE@
z#6QvkTgsf6;OC-pPwnH((%q3@=49<(CO!T^Y7NnGYe3OJxT3Iv^9!<pm7A<B>3;$5
zCRv+!3aA%Y56;mf#A`=Y86R0#Dju~}p3t}Ql=-<dbm<1d%xIhIocf8`lW*kipDVo=
z`|r9lYG0MsQ6$r`Tav}t8f_rI@OH=|`RvJ_Ul6GD4slL(_6Z3VAF5?U7Jtp2%8U1Z
zA2KuJk8naqZ<p5S0#x(zMPez}*r{qRMYWI}Dng8h7%9F!#fsA2^_E{86lN5s0VGSM
zU$wXIrqHV_@)pf2Op$Z=&36^SjDV2(Y5WT?vl6~T<Fjn$vpx}1;iQ<zM8*Kt{q@C+
zY+wpYF4h0Y7_)oPR6Vx8(nQ^8;{hKFv~t+1sA=45wC`gExxQ<SVZo`&q2#RMcunG&
zrZD}ZGN7<pJTXqDCfmUw&zUVvksmTBd1HF}nBPr6@@f_XOLHx08SN<+4?WS=EfqaR
z{_QcDM3eq>n%rT)>u==)Dy@F&8#?&KVN7dG`UzOiSN0tSnYNP~bIiZZa{jFR4Wl@(
z7t@VZWY=9Z9vxp>j0ZMEG`k(W4Q|wIM+`%cPI8x2+WPu&V5TifZflcK_C)o55(^L^
z@iQI0dP8If>7NDWm9LSV@3}|!C+9#}Q#;G(v`8tp0`pJI*$iD_cIFQA0}n~Sh<}%o
z{<D)z&Uqg28ikzbNux6^&C$iJnJ><`66p`ZZuIoT-!s4)XJntypR>+W*)3yv0}uFT
zQL0;$0n)?kP0VaGl*4g9YqGR#_cC^(Q7DUiP`)$x$Ia69uk%mOiy_%@@t<H_zq&WZ
z+W1dTm;WrWV_@z8O{F6RTeOFs{=j(GQ5P*jAU*QJOAnn_Ij}FM$GIfP?^OLoJy>^b
zpruj==u=RfSC|p?#QB<CV#kryt<}iZX0W{hmj`O*UeddPbfLn$<9iM&0mu<pc(Ec5
zQFLTmJ`n9(Rjl`cjEVa_T5o3iR!M*d78d-wdJGo%a>^5&;3M6KJ#NT#^E+%>4)*g-
zP#5o+d|JcW#D4P&fn{s@U)eXMK<E7TgvE7NSmkUG^^<_iG4+6%skRD8dP*J9ce{<o
z+x`~salU6pFE`xZ;95j8$E5ji-5L%9;^%x#Z%J?52P_?!G-SiT#mAnZ&@1RCU$FXY
z$^Ml>#uMktBT{FXHySJeT1a0b?jQYo{}O1Z9%Of(jmJX+6B&`}58q6HfdwHn;fO@u
z?{pYS0d^oAv7~XH)FlIO=QO%HoNo{Yvk3(1A?WG93o~+q2LE(eU!6ic^EoD`Ecl#J
z-Uu;FM5t=gGdWI)J{L#5Ph2FaFei@d>Caz1e$GXE&ODc@_vw$%|Ges>-R@lMSP6+p
zT+hoiRAxngkpz|52Xt&_*p!yyY@{uBcIgvluRgvm8_~bwlnZ(z4y34t>?djOWy}m>
z+MM(j3K&?Gj%e{=Qdmv!z6c{pv>^K&zf#vIAdVc-7Xyp(S8iRR_I+esc2NPwCNXgZ
zhP(-Dm^HMGW(oEXXNjuR+Ne~xy?0Za$gJ_TjnMBO2uN&6yL1Zzgb-<e`OkC&k3jg=
zOFc31fl_&%!BQ97<nt~!e{ErHy<HY>NR*Unh@M$#0yRC|5XR8sX_4SSD}h~8ti^AH
zzP{tXod$n*=2+gdNU1qDRSBvfGGN7|?T5zrJ6@!EN7?i}cTe!9Y3z(kUBcS;2FCQy
zULJD3l(sr(G_3$6aTD1pSJL%PDJsL~EY?XXtxN3eSx3>pJ?MD>pqP)<7SX=tAPvSQ
zBY4@y!ync5UA8tDSocORhFvPFUPJSfyRs^Z`e&h+{+UuSwz=issi8zah71$2nQ7Ze
zb^czfG6cxTN*hU+Bc@t`RZj8C9-ichc%^X~!y<lR(r;hj<&~2Y7h_{Ef~M}%A5x+&
z^=zA~{=PQv`TyuDWZaj%!@%hxWLJBp5`Q$TCbHm;NI_xQ$GdaxK*K;wk=^;t>%xE^
z^0r^OM&raTqTtc{ZM>V0fMB+)WCD`?=Y@A+U+O(LRaqQke!Q4!Lh){H)YWG$G?L1Q
zDTvFsmVhn&MqsH^0ahFEf*8(s*w<_wl8())AvVl%!oW<?uy&|#qeYQN*X+t~II%g!
z7iG!0Y`T5?bgNBI)2QZ9y@ds|1xU+~$^X794EeCEVb+BwHm1f5>dkF-Mx?`6JgtMZ
zL8jOSEoSy+6e(Cd-ds#S$pV`FT?dbL=cw4{MnQ!WNqk|_8cIwB_GHvM$Hd%|?|D5F
ziuzoe4d$*31KUnfdx`eyi=SAN%cq3EMVhLBkpb+LkXWmuKYtch+uP*@(TTB5ezI)5
z%oJyIrA{|Hf5Qsw0W}7z1H$~*K;j<qKOc4*BKllpL9l%CpzKLfGE4Z6_hc(>+{tkE
zl;)DdarFj1x9S<&jiI-RZ2yh2w~lJF>E1?ZDbN;cp%j-ED}~@5oZ`h@TM87{KyWXm
z#idw^6!%axBzTeF7CgASyFDj;-uL|0IcJ@3t?&CYE3@vId+t3md-mSfbrshSAev_M
z|Jxb(?+gLv=e!+F`olAF6zCsM$a@>A4R2X7cdW!I!1aqw7OMVQ$=@0MJ1Zz>p2?Xl
z`wzPBH)$W+Mz9$#tTE7J1?bh{7R0wVcfnYxd34bF|E>qp>cA-HOV003MW@|By{1-c
zx}0(X4*`ebm=LzN%)!C?0Beu(!L?owx&8H~|9)MtGiJ%-dyl0U0+L+*Oz_w460JWl
z*7{(~pB}@U-|^tvajmZ@6Iy+D?wl4gru*lOcYS%vM>KNBDwSKa`kV#Ouu9$L1bJ;$
z<<H+og}jMwVn6qZ8y9+VK5xVzcQEt%pB}6uH5=grzOpWUlu0SIdJ&7>mM)Bxw2-<j
z3u&H4!j-`PuCD?1d=#&8$&#E}&o-;CIwRx9K`9K+2Tp9`gt{Y4dqB*Qx7%e8;Y&(i
z%>HgS?_cMw@V|3Av)IC`z+Zp7(JNNA!);Cij=_qp%J0iJS*XTbt}Yp(H!fkf<Vpn*
z2%9ZC^AK6(D^uzXkjtM%QJgOo&DY|8>^`-91!4sy>^oA${>KX<aHh4uY!ZSq=ab#9
z?H2~3t|M;JatbJ9SK~3aj4}&69;OvbID0x+{m25dbGBeMd(KE#EB~sHDx*yTw~l)a
zq);QSpB@qZjU^!wr<2;{r{?FS=URU^F^CS3jaYH+D&JjHiBg=;+J2U5_n>D)Uf8b0
zwlLu<C9?z9$N1ZfE)YGvU54o?^zWhj*TMex*i@c7!x>udi?sdLy4LfmN#}=<f!*3}
zM*>M;YB_@HuMdZLu<XB<WJ;91j0-}@h=sFk%t8$nOlj@YG#~wzF_?TeZ9MPdDU;V{
zk#_#qF5mne*uq1YcWET6pA(l@;g6+k(-C+zER|AX^N)wDF=+5_=ZhM0ujnH^TcJle
z?#z0{j-540@^~X7Jz6H4*T+Gw7v(amJ+?Mzj@+ahlHvI@ZJKp6e2%8s1<aAAcKKpA
z?=Twk@_Gkk#+F{#wL_;5`$n|BcRTY3PY)H5Y%t9U1QMA~^`v9$W;Elkf3lu5cjgpQ
zfjS2guAQkSQ<pM%TcpiL3E0$*KYW@?8hO6(xs*5AiK-<z>_0Q4`PVL5_{*=8^#)yN
zh1PN47zruC@-hBoBcGHuW^MSRn5bv7WotdGN#m2&#Q$mi*NFaJoVGpDR&o&KUZ3!A
zM5brwV3*HqA*F%vj*-a&UQE>#Hvr8jJ|p?p;toRo^?#ai+)EUH@=TB3e>Bzwhtw<l
z${BYViy0U%&*KsKnfZ|@P<hBq+{i4w7KXpOa87^t-{C=n-F}V~?#_PLYxmQAYl~*T
zl1@2!2m_cB5_DjO(y)ke-Tz<?Iiugx3+`nh5p2xFnNnSu(shb+X7;LVrhgM7BZk7M
zS|Yy`C$6U-EX)^(yuYQY?u+{NpJjn@aWP*LGtpboL<|U%jomQM_m5hI5gL-eNY+>r
z^)CPYn*a85?1Z^0CZ)*eo1T_$UnprYzN~*YXc<L&TTc*>R5Uwvjn$=WIw-Hs?jOve
zbtzz-0(_3Svjy17z6ia9`8}Ptz;I&XVq=(R`tg|+-p#-&(?_k4*gRk0O2D#Ycot)2
zrh?y#e6YWB_Ky3wE(fTOW_WBkqD31g6a)UO4SHHEMe$&Ro~+nYFhcSF5yZuLQz5OS
zZK_Yp%)|xpHlga`woItg-z-G6RMvmk)zKw9TTZTMM6J4T=VljrAUcbjhUt{+i_-{r
ziOTk9jF!b>#Po_8BWF#NnD&?b)FVP|{u}Mtz(jiz59NQ}?xI?DKI|KnFw6u#V*3Yc
za83jh{8_zyR`@q2v~fLolU$m(9+ZA2U3>pnoA~}56AY@jU|ozBx|%KwoM@S?)se0Z
zc#I0nfOy{7-}PKFVgg3Cf7<|bpE-W`H!78Z5qtc9N2PS%QS1Nb5t5i1^4Y8q{)LUt
zm}bV9X5(&}xRZ3>ii=&Xs*XOx)u`if#P!S$K0d-J8*2mb4~2Nm(Nxyg?z*(u(n@Ot
zAH>LaBa`7!BKvR+1sU;DyJg^<ULW(ahWOj&`N=Ucf6r)m)5c?g7k{BN8vn;tJzbYl
za?d8MDMa2gguIE9Zj&0-kS3*G;{Kag4YGRo5c3O%XHV*#6mL+3@LLM0cYhdOoB#Xo
z|4O$L-*IVj*@OOWKxoHqEP1-UqGMbA2I4$1{${LqV6!^1PvPfd19hCV5$jvvvlE<G
z#y2y3_1%A9?f@6D@;3b;C(Indz^%|2d(uIq!}4Qosx2c$_a>n;H|1h>X#+ypt--Q_
z!tD56_h|3{m^a^`!Ze`dYvpf&3U5!@bdGqx#fQtwL_(}qVYO&>G=skv7ZDhXm5FnR
z?mHaq&aZy~Ce>0?;3w&Fd$0+*;50n$cSt#&?V3N5d@O8#>8zqFpxU7=_-eNGY>*dD
z|J-pf@AR9<tUsM6{|NzY3~v*2D_B&NZjf&})NmxL*p*25H~!p?^HpDq(UHrswYOW>
zq{Cq%rA6F|aBGiY1Q5scoy_~MA$%cZ89C3zyIAPbr`g9BSjBnl5C+gH6H3y&_@;Ef
zBhZ7&S<c(p`FRf4m5F1=KM{6p-pttZ<;hna=#P2O(l0_j-X^mvv`>d89o*7XyBx+*
zj!hV_Qr16MHDiG_dU<u|$=fvBf3R*;6>jA0R17YqpZ|;Y`wy`JwKI{p{p8*B>(+L+
zc#Jlh#GBO^zT^|4NML&mtmURot^^B=e#<yYLo`wM)ZUW+4Dxiulu`afX&~`}b3_%&
zKlNI(y^rrh`dY5vt$utB{ZPo`dwYwX-Gz~6NnPjYly9a#`(2b3V|am~6GPshbgu(@
z1oF0M=SJ1Su_7en$8A4vmEd*xLe7Sf)(s6+LMF6iT*V0Z9wD?#19ScnYv=URY0Uio
zd&)mpDh^O%TZb&+w&|J_5P`YJpudrlS@+2GiAwWK+YMw2spbS{2ZF}WeQs!VabCv3
zjA_|HGp*e6cw1)fsQrnDA+O|Kd^uK1=l2-$aH0ZSm(5yTZL`+>&<ssjSm9~eGH8#b
z^aaePlQgdY1RT5Kcw!@r!bRHVy-m47M4>2$evcW6X?JEc<@aef-}#G(A&F^B(A%0{
zXppdoE@YBEkEVkd2h?RXlhEX^1a)tp8ufCv9O9IJa95ggTU^0^(Zr=>sA?ZF)y8Ky
z)!{ZQtF~j5n_}`fXEj0<%>sU8y<OsGD1`mzry-)I>h~Z}O8&9%Tk{ywKbC9U^Y}ZT
zAUQFVa207HJQp$Y{7Yvj|0=jkj*F-)p^@KewLbA$KZ)^C_b6YSUyADJ!PqB?yQe~q
z>|pF|3lH9Qnp!v0okkzGa5DqS!CqBtn>@cVo^a%trLXew2U1Rwk)x;kpX?w1I2MP}
z;pf^;?y#BxmJyUVBEB~Pi&NNhcN8YDNX*_?gP%5Z6nX|&iQ%Kq7joS1b*a!W-sF-S
zN4R}m9mR7q32I`tn}k@M#%0aUbaBr$Ifi$7<EuSw(_2w|l0xl(h{msVabox?OYbmf
zws^*a*vO)LdBB`zup{<qyheYXLT`A)c3b7W&K~HB0Z0?J#t8N;-r8CZVWY<OHd6m)
znp3nO3G!Vzcn`7yxR?XF<S$Jqq7tL;`e5%9Y_o)%We>xR3^r{(IjV)#=ru(nZC`;+
zul4n7kMPyBbrkqbM5{X1fvF;Cy~h)YLT!qw%|gP*L>km9850}$wZXo9=5eq(igpR8
zkeP2gvU%@p&Q@WKHZURA4E5nva9p#V$nvXtCwZQvU$*!I;^OC&C4d)64ukKVyKx*$
zyh!|Z9QQyoK9XMa4{N9uQ&1M%FfL4`%U}Sz1hC1tpmqXs`Z)ET#$X|MWgw|)sA6y2
z$ZW-`ZVTv9rYjdN@z71m%(FH_gAJrk`fXQ%llrWxuIbI5jJ=&|uTWJw_hPbR6sLj9
z(V2=^ty^uU(|DAlzpOZIOb4_*23ay+ukTsa&h6i)JUp9jnw(~~SGmugKF@Pfu4uz>
z9&=|elt<VqA^Fank@eSkz&J`AL(4S11+R_yQIA3rejwaE7RW5#qm94T3qSrb_Cmju
z4B-Qm6GuG8|70a*Rzzr2Lp(tn1o*1v`u=gd1R|U??Bno{&nwhl=30CKUA!-a54%je
z%C|v2RGY?nquUfJCQHeyi#Ox}OI^jNI>=`wx-YdVY&6jLA=jZsEAQT);?*Jn6KKxh
z!Vg72TpxD&zWJWDa|fuw`^JQ6U-2iOCLo_<R+t@GiT8BI-QHbxl!F@bTcgg-EBKE%
zO9bsz;`opHhB&2N+nj&<zTEqG%j(~iI)-Gmz#vKc&KmV4m%*6W3}b-f{R0#3)RpO<
zYu>+{1lLVMp)W;^E@!wI<2#7Iu{UY#5b`l+in7)F+V}yeA6^8Eub1;}0ZImdG^YIz
z&~45&YGe78UptQHJ)?gvEmo(z6!CU4$=ltg(HIv*r{J$vqifEX3m}PUmtPY5)f+4L
zecb(jdF6)X=hDs|?6H@Q-)_6hp*DnPXFKrScoH$t*hlF#w1a(lUGC?fyuncNg)+VM
zHZg?6oW923h24cP>9xM<uL&P>m=|Zv(plcvyTkLQ3NW(u?8M9$B`NkemCXY4&fy``
zwt-Lj<3sVg_h=rkEzsddudKkG5YBH>*6_Tn+6`~Fn3-OUb8ziKfMr7oBd6mY>`tx`
zk(Ol7LlddLW8LilyNEz8zxIrLWz|HQcGPOmbIQN~miLZTdp{;W)5V}fThvF5#0e2Z
zC?>A6(9D&r(dx<_pf<n%XuIvG&da)qYKS4Dw=2bQ&pGs!l*f~(Z=XC_3`6^l4DTeI
z{TsXLcwYg$26^^Pey?;{)sOc9L>xUVKjrW8$BXpG&+YE--Rd2*`_|^*@!AdW$(b^U
z;3^1PEb5Cw>04OV9{DrY-AsVq`*=k~7|i-M%^}ju*H}zTR0@A(mGRG64)^K)D(7-H
zSbMckD|BK6>t)wdD5jM4uquHh2;z41g0Xw4CRRL(d1k&h;EF|6W2c-X(J@?WjJg-p
zKWBB2!gC<T;cll~>_xBTYfQ9nIpBt{@;5NUg-xqv?S2C4;s;{o(3ZReVom!Cr%-%l
z8as<tU`FzeolpTP^pO)|wYbCt`28W0OY)4ly1mi1$<wOl=|5OM-F2&CauDQFpKY0H
zfW>XV3ZQ*S_sUq(h-eIJB7+O4I{D`1f&=-&`{+^m`=PWn;VEL8a_Vo`qE+<|>I1fq
zR(K#^^$r@Cb1<elPOfKYYln`*H(P;inZ}5JFfaZU^E8^!E<w1Jka>S-#{^H!N3qBz
z7|Qsw>FY+D<0(=TtV-}zy_4p`4^%a1;$@7<`zbEhRTMUD`uG^J0{|tN<HQ`A?TP)M
zjGptbKlaW}<@FL!A4OBfZqDOrXMHX;Dw$38)b&jH<W-A#xC>q?0Sz>fk|hUd_GLV|
z#ONaiUQ}0@N|2Ib<$m|7(~cUaRd0B6$AqLZtlZr)gm1ZV?W2%Xcf(6zp)7v{PG-T?
z?Xf>;H;35V0?lr{8HZ>CjJMB7cST@7r&<%TZ$Y|kV0K=!>jnxdur1B^7k6<dbCW+7
z4XH}k;PqQm8d_0%a#8Ly!AvIkj`x=HTtR%UK`z&5yFhB9?n;X~_F<LBHBxh~{PO|`
zp{}hwyzy;bUZipyWG7@MZOusAYZg#3{-<wRZhTMzGU=B30Ym%so;$_O(`hZa0p98H
z2dXrS(tJhWO3<^(H{#^OsJX!Q+Bs+TbEJfdbP*mbr7!j1qHOKU#J3}C6Sdg}KfSV)
z{!dO`VCsOz@!@8nsvDh2{#BZoQjO*4>kXHjuN(S?9JN*b``+IVXd88-<S(rVZ32L*
z4b2pKi0SHk{NeM(??8(<`Ij!KE6(rj0Sf>lv}<_`Jl5)6a2wh=Y0N>iL91PDglxS)
zaOKx4x3^})YV%T{r7Cohga;2@XUyg>t^`}M@B&jGho7hkWJPDpc+R<~X{<*TIKvb@
zG`-T!9&fi3t<kJ2(;NQnCmVorivH6Kn=y#2@=5AD|KHoQ4mC{%s7pD+%3E_IjIyMp
zvQ>j`)wRrpXTA&n#giPddHfvB9dS)+DXaZL#)7A-b$q}Nr>YVX_@5&;+(r$l52@y(
zw=0t=0`#nY9L{*u6*esZYHMM}QD@ri)RZ&{K<3bP{2zW>X4{z~<60?+2};K0zIKv$
z(42fI(f;D|=qmW3edwLO$FV6BWOvB_!hJxXxZ-s90nR8mNbKp%t4Ty%a*Qk4b#Zh8
zFVcLzT0LYP9GmV<_1YW=yz66<TkP2FS_Ja+d;5V98!qhu)Y}MS`<)~m-FQLD`8Ez!
zP>{I)4te4J<eRs$*=6zJ5)}GkGPYNLQY>z1;ReR)PH(ZI3z=4O<|b+l4q&>l?K`Cx
zA9;_ohH<$c>+7p(`!}W9LMN3Yy0;cRKOq}FUzO9v%{2%<AZ^ko4L&qfk$ro|ww@2Q
zJ=Gqw2qcSg?XsFKb*s!BH+3R;uTrw^N{N+NPp4u(3cDG5&fo5q5k!=WukeGE5wXJR
zB3ibWI{p<_WzGoPTZH{Ua<Kt2X(gti9*#`qnfPlaZbIWOjIZnv6FY{02&#=SMZ5e|
zI11$XU8JYCCJd%E;r}A7jg@c+t~nmOp{N1E9vEtA@yHZmIU|5A*EaZf)h6}FClTXG
z_(Ib@jzeNHGveDli!5A+$$E-sj`+N#*AJ&1$K*Gr?x>$U2*sllnd8LRQk|E3%1*Sl
zK(mV9MM?PR5Th}_<?f=`(>1E*6@$JxQ$E(XchgS@23v1lw!i0`Poyp|e+J&e1EA^7
zigz%fz9ZU?YeT;6v#=Q9eqWjU-I(|$Q?@+Zr&|WnXdHJ@T8k2cVPl`-R%#;iupS4~
z7TZ&Xj2OWqW3fOW*t$9zSwH*H*VCYnCXgMFNi9)1Hd#8({HJQm1yYbhkvg^N3$vk9
zN&cDdyFr2|Uh4=^0w%zy>U8`%J;?w7FB>HHpJ50R1bcwoH{R+}f6|1Ihm1{Ldr5`t
ziCIk5MfiJ`+7??o=x=uk8bmp_SN5aEtUy5Z!pBG}(#l>>#>J{U(*|<9u0;{N@YsmI
z7DZk%)Vp9hYqwbPMOKsj-S3)uYir+$*PUR5ob~{jWfbGngAWhwY);_2SkvZ!j0z_a
zs@)S}VjL73r3WwoIu`Yjpka*PaV5;dZCrn+?^hmTw&d+nVc33HEVv&Jiq~e#-y&)i
z7VS#Cg1uPv($#S5s@Nike-Ic;PZs5Z^v~5>yRsdhv=7~;AJAp|?Jch!GzG|dZ-+kz
z#ItZo%UrJMEvVP&nFEW&T%MOT{Tw|cP-S&pS_&(TYSwb{a^EqlAOE5KeX&`WSKcQE
z?-2*#iKZ?JP3S&bt2Lg&3*vO!JrglVy>|y0iO>-}5q56V7+Y3vvtu}qy9dQD7f>iI
zle1qLpbz-}l#v@1&x<Z@c#JssRLv1^tdG`R;j8P5wBKMZJS0z}A)tL@aq7}gX-n&r
zbmv%NGQM`2#xi&SZA?Q1iLOmGrpj^5{lz%hLxpBml9iZHxB9`d`c`L>t{p#|5#hDP
z^p^Q5ce;!%_ofC#+Tv{qe1maj41offC1L38!$z-uYYV^v$3CQC7|G6*(5cD@0W%}d
z%a_G9Z4+!Pvs5&?*Pltd#~ezW^#WuHAIYEw>I4nf1y@bDk-JN0elOitx~_O?n_U@o
zftp$afyvWKPlT;=<t1X1e(_r`!UY6+;}gmK#&P-5F-2#QeKpjO%_xw-J`vM3l0Bn~
znb--rh;ScF_A~{mZohr12)97h<U?t98xOAaQ09~TdI+Bxm4KAGc0f-EL`ew*r&3$B
zJezZipjTfNPq&)uCm<$Eg&~SlsJ!i7`7Sx^GJTASiajv7EAy;t*i!$XCrxM*qT<Kr
z;pJOJBl&Y*Pf(@2sVeA(RxG$7#+pp%`H=Xgc(gEp=|Qu2B%U+rcejc9EE;}jnrbyn
zD_q-Xy&y)Urt?L#O}lKK7jnyRPPz;?zfu<8;nbb~JoVjkg=gYN3F<s1bv&-SK^8>V
zJ}aFLU`orE?0KXeOKcz$+RR+MHVXo#hG;8a{vPNLr}6~nv|@CMPd4(0FGj^q0H-<q
zJ7uA*%57iw{aLm$Gf4~9ii8TlK|rjWBYNs+ztpl>n>uA_f`7juyK**qCPfK7r#B(Y
z-_#ML*yVGhSJ|O_`Nc88?lH@0&>t}Jvtke6vJ79Y_1&ZddECT_@Po-fNw;oSPJ@m7
zoP<o?w(fpD5k>@WsyS1E;fFpv2ZV+!gLx&Yn>aLGZ_jc3<%;sFL{-gZo<&Q~J(Id0
z%9b?cOywc5s2*!}#cffxWQqkALBtQEwiI>_Be!IvtaE-)kLJL0<{{rI(L|I-pEK+!
zqeq~vO(7_)(#7?_S9$8xeJBE&r>6}+@L=2R5ndD7i6zVXFtg;Dg%wA%L916F+^>c9
zt@D=*%nlm}T)blg+<W7ll_Ta#_kLVF_4x;@?d=n*u%%rV1t<AM+DZ00!Cb~9=+0`@
z?&+;XwHKuX-9R!Y#g&~^a-)#HZ;|RgMCHy3M@T?{Z#DSWS0^=$dwl+N&nbA1r3bre
z@A#x;%UJwu*_2FeLS|j$_tKTfffZ=8BY#gU20f*(66?qVQ>oeZ_2UMA2z3w3bHbmC
zou~tTt`AP$a=&X)HQt<di_fTOO%cOA#b%v>Td@|bAdoc4E6&7ZKT*yQ_B-m*SH3xW
zYIy3dChHXax!}1scH6y*P#MukcU>CztF;aiJ`APzLEYx;tnIcIp6np#dOQY!w-IMV
z#0}atD0v{^`zvGOxXY-EGXuA{wwrop%T5H}=d*(KSy^VmxSO3<Sg(o)fTD0M<c&G)
zydGij5&O?BcDQ16>~%eQxlYBQT=bIxJ^r+i)A5INYo}Dh_9wi~?9RzVrke6snFnpx
zs&n&V8-b(Mb*6^W)R@p{J3rS2e4!RpEYc5cMQ8O`0q&EgFBm;b>!{MqLxnd?lZQIJ
z9l$$Zz~w;c_t(AF+6bu)l8FY3=<9NJP16+^k|se@L2t4)mxP4dbrP%G|IhD^<;BHW
z{tyK@5ELFwEApsmiWcuTD;-6TJAA{=j#gd9n*J831p7I6qc>?k0lsvNW|vYt;=&kR
zK~f^PL16lV3{pteR=#F&r=58af$_A*k)qo(Kffg*5LEa&r_V;TjM>r|EJZ|Ep-Lv(
zOT}-Niv4(}imm;;Y<<(+Tvw_p3U0u&1-uFEn^z+E+L+|)mS$f%C<_PvRb14%<jN`8
zUtgB82c@GnBxQ0i1B+(vlx*w!q7QURg&}qEyknTr^b(~}#y@qaMkj<1>iSsPObnzk
z(o}A)%avY-x3zqIsxS?+3~|=MGY#JClcv!=%4sOmB>+sTDYJ!jOPfm}ayGQ5FXXmi
zOXZNT;YM4zXQcD`<5KUWH7&QkN{pcACw+~&ou`i>eEBvsQs^|yHK;tH<-3QzzqmqP
zcCEICai@M>LuC&r9Sgex?k37(I31fCSiZJc{gPCJ^EAZlGmLXKiY_u)%&Q+pD_WJP
zeBnDMjuCZ(jHnwdD-p+c(0DUf>uS`_Zm4QL&#F6^`EAs%=+xA;isd_RPc644PW2~X
zZDJ+bq6D!P`(f0$#JnV28GW_v<%^+Rj&0H&n<=T#8*&{JdYt-}wFu{^wmu4r8%tts
zXpyXeZlIm>*bx0e1VxG`M$^9w>$D)?N#1hnJx9}Cs>`7IE`{VhyS!s|MC`|Fo?}Q=
z!ZuCtenxEI)Z)ruo5ncS8H!5l_qw3c9joB37Wy=$P@xE2Zd=3-P8Cv4mT*|`?RP3A
zFm~{i^;9iD$*u5L8E6eAXG9zHC@)4kEGTmHr<lne19$+d-hGz6`4xGZ5f#l!zbNr1
z^RK*M-jW{>NMxOT3+`s!y{j=T%y1Y5hkj0m?SgiItf$Zq@84o~6Ec*QOXeqg8hK(<
zd*v^8r0FY-%}l_I)CJ@m`E>?zvmM1a!i5RxyiMe*FLmG)VjE}B;KKgQXg3lP)HJ4S
ze&a0b&pQ2(WVs;=pQhMc@$1*4-~R95e1vB8R?B64ansns{qn@ifkMe;z5M%V$$zlw
zYYRg5f_jc=b)Lz2syfu`to+W&e1Dfr_7k>gs$%4ud_r*&w}e|2nLB)#v%?}Th{(k9
z!&Q6P>9j<aU+<yo|L)#A2us7&ica4`SlBEAc8FHiI{n34?=`@B!I4;Yt^CxRjb6n*
zhIdvZ_0g>+vv(x*(#x|BRbav9`&vEr>_GO0VUY%6SEIL;|I&bA1^S=`keA`g|6t9v
z{Dbw}=-2&O?M~JaQ4)r`G4TF%wO{o6vv=Z}Hvi}K)nt2+X=6`#n<GqWJEC~5hsKe*
zzLa_LUg`Ar_z|buW&7G!G~d!tXdUGx3H<ojOpH_0^(VrKN`3XtHX%gNtim+E>%;P=
zvY6-T?lvyW=)J6vNqb=cp(JUMI~r<LgX*|ip!xM=3c~>^b;$6Hrq)bQ$7Hj<+%;}U
z%qjXvB4f70t%m>Q%5)O!kZP-#tI;&SVVkYgE+6vsbEmk9B9V>lbYTb1@&c!@#~HXK
z+-c%;EBlC8LC5$kX(C*G#)%ZYMTc$Ho%P1qg*4^CfuS1Frm;lXua*f@=<BTY8MBEu
z#=;h>U}7oh^)6ftd1@%iXnD@GBl2qyq+@>k$52`d?t9s*c3A{rC1TvYykr5lY?*O6
zKN{L$o+m^>9KG*C_eW~l;>_^W@N=VpSLIv<Uz-!O<iY7!5~;v3*wNipq;2Si5gW9t
zZQ`iU?ob}FhCxYP5PThz+3cZfmEReqdVS(JB8FdUr!bvU0pRrgwGJRr+%jq1c;1Y*
zro&>ZPxGjD#S2Di%h_1f*<7W6BI0`9-GfbIq{QmtH)*&Hy`M*;B>E>)(ziH-N_w?*
zm2B&EP{D~D{6oHiJM|RP7AB*k(i9AfAx-GqUyO3-!b&4YeJX5K>MtP*@BwSC5^Nd~
z#f2i^nVITJ-a`qNd3?uDQ^=+&!RK5yj{#?)b=~56O_C)S)%80@YHFNm>~bG_x_H$?
zPQfu(5;J!0yX1tjUe5-&u}&rw-gngpc`I-;Pd&1%5S39eqY(|QLtFV&VK|BZn7UfR
zq)XYOlb0S5a^^!L^y-9O2ANC>QQ}d~sq1HY^^Cgg9Iwn;EdlyuP2Wt*_m<2kFRrM)
z^V?^xAEX%xCp>;^G9hZXR{Y{fmT{eP?Ro8&1_^@`v$(Mdh$A_azb-rCKzveN&{e*T
zSvo2136(cJrKG;!0g6Ju&J+iSp0@O0RDNocQgzGxvfcRA^s0Z`;C)qkK(4`^zI_UL
zz>t8J;eJw*mevTm^sOD^*>VJ)$lgT_LD&;VPYV0!M`L8J<1xP_$OYB1ETbxPZ?ksx
zF1Bg~ta9cYGfPy`N1rP68uue<<aZy^>;+HJlUXBysM97i#w(tqB(*EARohz)v95bP
zIt!MA_NB!UYxzg08>YZVMqv@}ed?A?WS26ARM3tWZ+z`$j8bLuT_TCXmf#>0JgEoN
z=>Q3|HDWe&05NB1K*786h$t~-p_hoftUjs2QS^h%sP2TVoo~gEyyDC>Gw2;d*Cdwb
z!N&$<N#7xOT3xRFt%xI7*{GPQAbOX#X&@{?3`DXxN^{bZ6|!;N|9b^)63Fi53b)gb
z>?AWRJ>^m1DPCXOeP^8|VbbIV4X|ju#xHHQt2otL6?K*mWOQ+H+co#u(6>SGfh+AP
zx3+9KEA_uIIq>3v%iPt_ls#>mYTGw@+w6c`BO`YJAY-TquJIHSQOqK2?cR`7cBTlv
zLVE<7HZXOZv)oKZXMILg&2tjhP1JomE#lwb9XhKFQ=4<Fs2}_Y8yVA6##LeXJ_@8;
zB(FNd+3u0;kUw0`9JVGIuByr@@Wu}!`Y4{rcqYs3V{Tp}N0d4$W;|x}Iw8LBVzIa|
z_yjCt(<lFWV`!XJ3_c66*ntV5?od-%T+I5z6B=r^JH>C=K4Y_pEQ4qd8Q%s|P@4U|
zk{KNmj6>9|wQt+nF+5bXw^{Qwm6_c)n<QD5c;zj<;+G{Eaq0rPsXsF;<T%_!D1VC_
zZT<g8;Nv?i4PVnL{euNky`HHRsB_u8!_E5#3tn*Ns1>bhbsAb3P$+z25KHn>Un!1j
zY(-p+gy<&=uXyi_bVd@Y%UiutBhhi<Ao*o1{&QECm<ySMEu6G~HG4#XtGccVJK~|X
z3+fXLHd?Z^_=w1xYVI!I*VxRk+5SpYNtH1-?Qo=X-X3@UAmVT$u_UGhffur`20mDQ
zV0N(_Zv77yUPPfRdwz8CCER2s{kpVmU?JHNP5qgZuT}o!7>3FD$Bxx|(i-;#G{?Rz
z#F-6H!`N_8a6_s5g4;5UH(GN68D1cU(}(&8OOn;(zI)wB6<(kDQ^2=nwMF$g>Sg6r
z2#D_+2X=Z8&w&}qsI0&$X(bkyw_i#FLT~nbcj?9cQ1YB!lgYw+>+rgH!z)>YVJ-BR
z-)Tt92c>{dwA6?d{36%n6>XOmQ_Pmn+Xs-nO83c_<T8V@mGQ6n{eKd-j*SQH0L=Mp
zSM(2-t(^)~;@LYn>HmT4<4(7ypUemDPm`7Bh#96ax$vA3XA!I)J>3bXYudTrOT0;9
z*Jcr<2xYeLE*KKz>lJI-5uig}@fuO>@!)T7F+^DNdwy{YAh&Gs@hHfQn<>+nxAZ;2
zDD|y62b+Yhw$boxQH05TaQgEA1o3vgxa1u0$!*lt8WmESGtcJm=A-<5ytLZPqIWZ?
zyH&mA^<hozifK}ZL<d#J+L*}X@2xJlcaw~-fZ~Bvy;AEonoxW|@{zzdRyX}h=gG?C
z3yzZbszI9lkv$3`Pr;4l-`Bd0*G*{-Zl9#2eXqPdclJJffcSG#+zov=%-NuQFTj5m
zr<p9XUdKl(Ed0nr_{eaOP03#Lb;AhtvlR1MNv<uULfour9sO{f$11DN-#}_}{*jK$
z<?8m?rKwIYPz`|nDh#80?{e>uW~^tSm}~vs$sf9YOs4&)a^InIfRh&3=|jKTiNjao
z%As={GXIeVSK7?GkadH)?H{Z%$vv{oz=Q*E{c7|IWncJ3MPM1?&lWPgZ*-unAOzfb
zqDpDQ;50W0xi=m~GCe<csd`x_k2N8LJuaE=BhV^Z3#FKD&pGkzv%Ulh-ix&CCavDn
zCc&qjmzo_c50{d^y%Ktg5%fqUklvqi(ytZP=zZfJ#T)U|n|AsH&n;}ZPh;RuxMUoi
z@Dck=Isk<G{TsRExdanuX7jcx4M~7;nTJl&%k3^|T?UsgL5uBclR1aDi0JSLA;tMF
z@j_vu3ohT0uh%#RTdA?(m0ql-&Yi$a1&sro7HP+ozLM%8fkd}O4sJ<}cUzRC=vQZt
z@p8`kL8GIBoGQAc5Cd@=3^l)*!s07zO%!d<P-NvbdD+IRbwK;?uD!`KF4pooH!yf9
z(TwUtZ`yCkFf~7&I8^+=HUVkXQGON003p3=IVTfoOg;N_;9C;nr%YWpz`LZC$N*JB
zB3vLcu*sj3(2T~>+wEq)_)4PleILEp4;SUd$Ljz*$!rg_fFplWS@Z;i)xyPFXlLIf
zcJ*57cLOK31)Kp|{HeWE8Vk#K^5EnHeImOEmuHm{YH8K^#}4I9DQt6PjTgv4xF3D{
zaFYKKPr&nP!brlDq%sBzN@K2GhtN*F-9Rdzn~CadZUJ^7#;yAaF@5yv4N%PM%9o_;
z+K63_Ct^~0S?Uoy2m^!{diIuWZK<}q3ax@YJ8_XlcP}C7mMvrCsPoY+!S(k-n`#BH
zk-vg^BdNjLr*HMzp?m}BvAdR-+y1A@t#*8=^0%;>%dyZb6xlj6BvTYzrKPPt5E}jf
zwOBt^-o8(Hl;wC=T6*ZW?DKIYWK>KabtYc9dwgi`KmV=ygXJ#>#pd42MWl`bz4y<>
z=v#8CD=T&MxOV&_o^SnLmhW3P5iI4qYo&#tLmtDIkI_JHsQGcDC;y1s2ED>{3bFKs
z-qnpQvOLXW`xT8QH<5N<a8!l1OU@4E??%5##f^@^kIQ2ENt+MI>s1t_B;h_PVNilf
zU7C%}2%mx5bY6X_-*#^y;oB4+oME4yeqwwT6ra4`=uwVORMmj@ZjwX<b_nFsv<>Rg
z-L?)**bcOwHZz)_q?*`PLMJ*8H~6SmRSvM+2ueI3^AYgVZhq=rwI7QWw#A-tH)iBt
zJ!-T`ao-_EE|hI%xfBe@<i^v^h|%{OYfG^G23ZN-Y=5*bztgkL4Bv5@<#oR>_RHOu
zNNJDs`y7${>{^yFiUTV_O-R!1c$bLil%YE(DtU2{@WL#51w%@{NQDbyzz>){Iv`u$
zHaT}^vWycGU-P|eN#Z}Tz7VHwd%KxBAuWJNFcA{#aE>E?k1`5T*m?72&Y_Ot9nNjz
z&sBQ2)pT;Ny%{BJgiqF|`I=#y$>Cll*Hi7_D6gaw(9OY(xRzQ9?uv(somb=*QDN*B
z@cnNggpl~d$y4^(zTD3kr#a`n)5G4Qpu`Hcc^~tQikdQ(h<myX$B^57{js4v@4}Q~
zj+C#m1=$dGU5dDx{dJF4X6<qEtGAc(1V3I7B$TKrG({f}#>#!KOKwnVC6a1Kn%rqG
zEtWew+6(K-Pc#UpCIl=udlueX`iL-Xdgt%chK4eJbjfH<5CTG*+91i=y6rD&TzXNl
z1~^D5iRd@ts@kxdNu4ENyS;4>Mn8LcySaCza}B*v#1yK5-uhIB?%*BjJ?ewwC;OGY
z{i$67AE4!UO*zwrq~=Biuk0CTfEW{XXJ$7()|LK3#+hua@vGF*+~zu~P_&(M(!~zk
z{oF{f?cWPrnLJjYu%OR0!P%U901AfqAN$QIZy8D944ApVjw5$t2+^rH^QY3*i?i(w
zQPI_VMrVOvmYww+<@jglwRCih%ZCyqv+bh{8AwFA*z8ic&7i+z{w%R8`hLA<9}#?m
zrVAOn%}cPNxIJv#C`Mj79nyGi*z6pbiUY3M#ZcQ0vwW%Ax?LM>FM<ajt>Vmarl4e1
z$aBy|KNq4rrzcrGTD^P}lV2`=eAe(X=XsBER|<A`d$Y_5Xkdf3{(iir_w(XgfJW;K
zm9i@tzUe6dtATZgo~%vQB4LTz_s!I#Kp}z6PS~`B#upz_xV+IDMq2;Us6Xn1+!&tT
zmkVP}>4AN*5+Fmcrx``x3yn%>UWA4VkpV9vkeIWqym?$s(;+)PUYd=N=OHidv`NL+
z{c8#sB`b9tf(u`fd?%L2`Oq88<jwUnqscV0m{ny^Ob*06u3g_o3jgJeoiZ+lEKI0b
zI`uCfD6q+iEO^j%Gd_WEko=NF7%1$T@5x3hTIxi7EewZM;@pHL>{b-_Kp`jQ(86B;
z?NKd5>!SSR%&Pn-nwq=tH$zP-9lnt}mxj*n=Mkc8OvQ=J(S5&h(WTciz0o|HWP{{d
z!xXIvABVYTucF7B;o+*%ZP$9n?93&pW8I(P>M<M`gZhJ~7dywNZat&Ndn%DRg@grP
zNaNH*55_U|S8{4o6jvJ&SrmOy=9f1q9PkJ_BdtLvHSIX{iQb)bR=?=4Lek2gB_5RH
zomG4&x$&g&%0m~Roy;PO%lUuk^#YT`pw_nRX+6z8Zl`}%X*`le1e#1jk~5+NjvtUx
zekCAqc)06|GGv+1^X3vr7@2(7MxZK|OEWL)0M$k=K;)asUd&bG_&B5vnK^Kp#a!)A
zij9M4h39>9eHCBZ*f)kl4tyksEeh5=Oo6kE-Cx==?sh_Kv)^+O5*#!(_+>_pKsc4d
zjo~<qX%AwF5|dggN-|3pI_)D=*2FzVjhe|n;OIugr2VlmKz<F`wWg$#^KL%gRo9zn
zrvwx;X3@%vP39MG)nrKGd*Bz978Y|Ryq*Xr{mxehT5Oyv!XeGja9eNG$#hXe&Nlei
z`*6;}1;%E)Km;aBqp9Xtp@Z`J`U%aVPmOHfu-QVL;^OXYuDHd-cT!wB+p37Vva(!*
za089DFN(@*b$)#M2a9oUuV?og4ICY)>n(EJ<e%|7(HNz7r7$LNF)d<a%NFJS+n>fY
z=*hh&WF@+9e~>mx)mrFlU%g*0+RAaBWfWm8G`vJc3{3HUeoannZ%ggx`FY<HwEKj8
z(<1qDeco51&|-K*Q&8}U-D2!dO55=Cq{gkjG=IUI2o*AdxOS%>9TzZ>V_^(C#?o#r
zVGIu;J)aA3Hd?aW3BsA8T<563bXKjzI&k9ij>EP4!pq~&)$w%qnW_7wceQ2<8A(hp
z?+P{zuP7NPd)a>5Xsdyu=SY}=O+YxCD=TA&h{Kr$Ow(|7UNS4`E|cH%#cu^@X)Q^%
zzrLV?sol?TgLv8O=H$d_&$8M>=KKFp&3f(Ut%%FARN7ioTL~~hbCZU6V4lF#UG;DJ
ziBEkpL?_IQwnf#z7c<zN7h$ZFhE}l(TYAF-9HUPS8?KlOBrISp?8vQy$vJegQe@Cr
z)2KSOvHD}8D9a$+oje<xqG_7X%BkkZ*9^N*53@JoqU3Ue3U5}4rtZVWynH#@qMmDl
zznqHw+PkPw5J&7Hsef(GEYZ~!=2{iRK;s_z>T`R>vH@#dX`LCF5abl*HvWG;<Pz@J
zSfQ~RV&XzN?q81%8S8D@w;gm$J`?d)o1%6%u{ZnaIW(F|fKi;jB9O{x>qC@X8#_%x
zylm?z`cu?yH7kQxv0;$?nRgmU)rFGKjI!>?-$Oje?<VYOPhG*+JOd1_L`-{Q6*4x+
z{vA--W_rzCmj6<&c}yu?!Sv@CnorBVjkSJUEuuL+ve-9@smSBi8q0n14CmO_c5&T|
zu4H(P@-*^d`gw1PPyJ{($1<Z$1(Y}=<Fk>rA~B+u*6f3jC=DR2FMm&*;be7Jp%Q$$
z@OgSQ(J?kW?wuvBbte%nsGEpf-ydXSi>Y!}S9Jv~^xl7VbGu0aELBG`(S`}ftsq1b
zk4!%w5F$zvA`e6KHMo_&Ren98r^lFe`Of|xk_7_m6*Xvi!tAbh?Gs?^M``K02xK75
zvRgT@O+GZ9de?pY_>yz(IMy*cWy%nL%{Rcg@H9L$(`ge!D&H~BMja48lCVL3A&Y?~
zgj`shgT2eHGn{3S@1}A{CS>}9L<mHB7u>^I`{=Smayn(1o*RGOUG;sizR4GhQ+Rl<
z97^CA5hYUZr1<f2wHzg*Z41`h7WrVzzUF}lm=~;Hbsy|&cRJZW-F9!>@E6~zRHx3E
z5@=8LX*hja7Zny;wEjc(rTR49lVTkF0X>zr=lrm1%A@n*Q@&g>?2%;>A#}5TLrRVJ
zQKD0=3df5&Yju^)izhQi)YLg^baUep+&U4_!2I+bQ;bm;q>YLS#<=-?KYDuhhbmfh
zeJ+>Z-K2lrrQP#zs|8Zn*<GfwnZYvi<a1^~mves48b>#BVcgq`>sBE^Nz{a@MCQ6E
zAmrs*s4y16lDjGyA-gf9zpfaNsPcqt$jPxT^2=vDVOUaQ_C`Qtfel*$VU&XWv}@2~
z8{tc6<2}Vn!ldGGk^|NCg7Zs+Q7`NBwDe&<*tCg)c2i8_SfVPv(RSMJ*1;WxN>6co
z_0Ngl&!_F}<_J54NuMzhSadtoXV$z3{G$8mOQW`r&Rmv|3CFd)@8(*f17UnzbMcps
zQBX{<hrOemIBn&S6^B@Vmk312q@*)g0~NpH4b8?6u2IHDjvwJ?3F?;!AsIhT9&0PL
zMJU}n7dRZx2Jt;c3S+tB9hgvUY0Xc_i{jE5_PJ5Rx5hmk0~Gezoa_}Pmm~?iiJ4oS
zT4H}%+%jQKDQ9)ZWzgEBw!`p2kPgvkS_LKgBSIj#nX%*zoA|@jc19#OgEL~?=MAwE
z<)H+-cb$BXKvHGrinX_Or|a5H22V!nJl}-2r0#5fNOC4QZ=S#*lHz%E<?kbtb;@i3
zC!0c>HL$;C82rdI_H#}Hd;maH-se_hgLlxwt#rWUWV{taqB^NNdZJbJ9qRbPGL~dy
z+>xK0%2wFbudJv}LuASxzwZGD&Z1TGc!BLGVLf5cMJ#j5ugHI}s&-aB9l%GqAN;=O
z=E9iG^!(tUg?A>!TC&hPWMz;D6y)3C<pez~-O4bTK%_MmQqyo)ZGJNPD!fne;GE1i
zAB(IqYNKFhd|<hLsT`qS*#3UoW+l52;Fn#`U>O@yie%gD{FC|kO>xm`NQ98U?+z@l
zHt~~Xz1L0A3CdC%i{HB*|0(YJ4BR+j^c}ffc(#rag08=Iyvf?#>VrbotJF!i+fEJI
zK-dkr*b-|^n-?fBA!pvVj4DO^Okr$oN?XRwpw>g<{n&f_UF3KDEQG5lJ#lIATITuo
zPg8>3{JbAEimk@mvBadS^?Umz>Ak+Vf(Dl6j2XF%4vXHLNx#zQZHr9@Ria<~A|S3J
ze_M}a5>I!7CH-NnJe;;i`NR2o$~!o;y0&s$3(eQh>hN=@ii!cjhoiECkI#bcA|VD3
zNZv^g={C>G(%S&m+kKl{^y!SxL>H&MvIQD#RVC?vVbI6rNy~~5{CS0736)qqU7^|_
zQ3&5a+%k0(G`FK0|MWcdS;%sC0Vi0BR-d&5z$Zl;KQAI;mI;{W+&A<eXjc?XJHR<D
z6W-*O{IpObZlYyx<YVY~nkX|&N3k9~cn98uuSX$mJSi4BokVG)JfAW6E(96y;y&5b
zPh>v>gONsdqBA8BQ&~g)X9~|wzhh@xU|Dc4b7L8;HG3^+$QGx?Oj5QQ`YRDsnrvq<
zg8fbMoA*6A2piY);uKauQ5DwA^L)+{qR>Qp$m6{jKliv3ToU{s$=N#5>j=C<zX=_*
z?UzJ7o{ajBT-1(ztF>>n2!92`M&O_Aw=!69x0Zruk3|>%;9{JQ9VF5jPFs~&08bhP
zcT&SYIi&u;G7<XIw*|MI)4|?c>GE;Bc}a5AKlOofXC`{WSmnW1sw7Q?deK5(7PT*I
zTpqoK^Cr8{owxpkKRB_fYQ=t&2wocURM?h)g=f08l|o)Li?>+2i?(=gkgJUdSR!T|
zBHclqw@3L+v1_$q3Vv;RlNm_p=4EF!>|+o+vW(T>-!cm;<>2Sm235s>S@poimubCf
z%S+txF24^7mLZbAl)%pt=<_c%@fsqWpC+sG$1k>Hsu@*c0>hfp_lDRTADf82ZX?Z0
z78L$w;JP&8$*zV+bf!U#K|7jWPZE9}i=~wa{^{QrkT4$wGgwQo;_tRSAJrN2X9hlg
zgh|efm!G<he-nSo$~S}S<C`3v9~ed#WIf<4xQKGMuaZ0`C$j$m!xRgy<lTCPB;ajT
z$iPrqX^u`9SaCh5=Y$=iy!rY$zjkNHM1taM66*3FtXj1cnlG5{X|E>%rE?=BLaR=^
z<kk4j1Qp^pyN>5ieO|WBK;-LJfWcv-Ue;t)(De~ro4g-jEl;!lnhSLe_;^&TG(#K_
z?zAa=7!!URweyRt-K51n4%ph}7G!s+R?U7Jo)^JVUH3C7n!@G*^5cv1EQQSc@&pKD
zY}H7T^wb{FgIkAr$-%efUzUH9uB|u6iZ}5pWIX{mzjzpdP2iXlb@Gh1e<a=SB`Bii
zl*eU9U1t<+`zcc;cWTQUxRzaxX2(~S&Lq|^T6kq$-za&*gQA^X-(ywZto8D$>OHm)
z-0NXgi4{2Nq8}pAvfA*BDo;^uQ(%9Tpaqj0=#tbLpMPL0ypSH9JemKSff5<39nvIG
z$lg$bBnO}TGM3i%$^V)&hrJ>|@aSc9n>bOQ)Ut{D?gaVe$NZ4Yj1*2iB&iD(H@VbO
z7tZ~UOP_av<)C{Oi$j!VTt9vK_jPemoLHqK_!`2k2SwpD80YqtVy@1`f=<O_X+WT^
z4i{1XabsI9sZhLQ5geB;^b1okF2<BJg5r)S%AVbqazjdZ7W&%9sQhq(Y@-UdgvEVJ
zbMhkW;+X*U>!G+3m$Nh;CND97#-^^fdO9R+{lwvLAFl5xa3g7B?E8q)t)>0S^!fvw
z4Wpux)e5itA_t0(-7ed(%_>+}jIHQ&qz4npx1L?|0ABeA#_UvYmV!`PvIZN#mO11b
zqc!Z0?bJGEid~9mk6JCHHV6Om5Z5Q8+xkWj9`OT2m;PF#rJ-xd_a8IK3Zui)3aa8I
zteE4xaf3Q5AW-YX>ce5N=aAoh?bg1yf{p-1LU!BQxtF&E(XIabRWHjm?~qcuL{3pq
z)<o0n2TSkc<AQIIRsX{*7oj=gr68;H!D`H9;vI8jbx?BFX_%vq&PyXPuzO8q{PHe9
zAxuX5)7U45-E$4=l)G1kujBwKA0+vxhDRD>+a$a+*&Q7RL((m3qkJhAri#YwAO=Df
zEOD`bkcnkS$(-{9HAdfXk6`%Fe1eZqb|VFg-&)2fQJY}Y9@0ohT75=)_&2b%#lu>#
ztf|j&53TWvIq!lx>}y%wq^?vO0g)^6yP>i@j%9K(N^yz$TN|q%Tdl>G^Eel*hq-ry
zjVXQ}+^L0{g?hY)x&i=0-hCoOA^AmLg||!77f}fmxH}dwTObX=bBRnPL8SMFhl47d
za4RMmQd(&q2S?))tbKapK7Nmonz7e4?m61+rqA~=`a0*F3pllV>UG<Ydsd3<A5?R4
z!F8?MT0{?|&^{^Nd?U`AgJ%6q>?PE=bb(VYlAl-G8bb7#G3QLcRH{GPny-(FMuC%v
zxXHDdMN30Tc_&IoCiBxR3934_hNZ{k=s8(5_RYjJRI)=<|9<Zutjmb8KmVrBRRZT0
zFxhjhE2^~ZZ$3HyBc}Yn&yoj7`HDa^yt98QE-TY|fodR*%E&X{CZ4U$>p3y(qx>;`
zShdrDx=>>|)Ys@F8$7ZvbF{S1s5vNb_{uj)=$Y&{k#DhrlYgt9(=^LwSImD$$X|0P
zO+?E;MBPA*rJk?^e=8zkKM;#iZ7)>mOM<rKctu)euVm;|A&^>q4g<;07(Vji#!;a{
zd=@Rs3LwkS^uqcbJM<T_GLK>6pJ;sC+w1{n3AO1*q+x%K{l?t<ddE+vFe+cw66@+(
zHVp+?)rTyd`o&xM#WmfN(m;!ko)y3#VQ>dgo`;b-x!3nx=F#U{02~FN&8nB*aWfC8
z(Y%wB9=})OSW-5+_GR@L#4a@a2dGEiDaOgiN3VuJl4(Pdu4M5r#mxE^!{ED9eGa8K
zH2<o%k+R{GB36}=5vqJ7`Q><K@640Mq&!8`z?d5S0szLB2j)X<7G}r><HlyRO?Sjq
z-C~eH+oE#wAGM^FP=fD4DF_+22jWuHyAMxjJ^06T6E(;95^R{<wS*)}Aub9XZ^t~1
zqiJz;2>}j=C|xYp=-5|PSl~g?@(&8(euZnX-~+^u(c0RfWWk#1TISq#$~%=2cQN_J
z`QkdwzA}!p7ceTXpVW|T@Bm#qEh^3xCet|M=2i{%2Y4f<ILQ%jKVHAZA~@h8WC-N<
z@SGa~uP-Cn&P-V-4VT7*o1kUa+thmD!*#{E`Bt(j%tZi;{J@f7EMa@8-pyH=hPj#w
z>;bt|Ui<+oMnL5;P;3zC-+F}$dvv3pxm9zXj~cPPQ++@2&c49Dh;Gud_KK#ly<K8F
ze!15AIhPR>vQYlk&VJvo{KXMoc+H7BAt9Q5C<T)mpmDZYFdavKT8yb1c^S#98g8Ve
zd#?VoE~Ml!<gk5tRM4{l$GRTfNl4~C9Ik9DZ2xvaEFR&5NXGp(H5m1=M_kR*gtH(5
zn!LRIw8Z;WarE8K9G5ox>fy2&=;%c`K(E($fGzl#TO_Q4*rI8W+IkAH)`s+E2~2kK
ze(%1g$H{cqd)Ge2alM|rLEDv_HeAz5%@mbsA~3)TPB*s@*6tW!CW3$yCMqWp3-~>G
z5W$mhZW1H9+0gimZ{p<m7e%Z2r>TZkw}tTJxyf&{?}jaOrko)1_~|Fct9M7@(yI}Q
zhsMDa;!;c-C9q}k7iIdKJkzzN$xl;^H@9Brr|bO2OFlks3_?vlTG=;IVeK#EtBgu=
zJ*`&_=<^160@OQAB@K~N9!UfOpNBT%wR)MNo`hm!n@HhNqGv0hvnC^xF>Gdb(7Nr2
zavqoX|BJKpjA|-+yF5r!X`&(^0aOswNR!?zbOb~M1OkE}olpXS&_a<SB{b<J(vjXf
zp%Z!!y@wEb@6E~ootbxLt@$?JvU2aIyOMj(+56f1S0-;jNiF+^7-2^h3ZutwA>aIr
zUd~x3Krc>)cUF#_(V<sj<(6*whS5S=mCmJizs~5=nyZtjR6_=oq~VUEH=io%<TC=s
zS>&v$(5ld)e0R>|_ur4=C;10Dk$+PIJM5pRxy86c>t}a-Q>q`YZ^#M0XOs=+p(}B+
zIG_Z0g|kX#wHAS@U*?s)x~-<+p8Qkx6CIuK?I1!aIiU=mbMe_T@U3UyoG+xRWA+{~
z8@{(Q{8o~4y2bza&WJjnr6~L_-&sv_rK*S}klcy|A#H{{t~AfHu}TF#&7tK!hzRc?
z3zyQ`ChU*`EY+`#^!y6w$~}ALHOgvTmZv>^KE>E^J__Hcw6#$fTERM3HsxWCliuA!
zTJ;R{hTU3v{(<COvnvI5rSZI=S%xz>6e96xvTFz1&U?!u0<<WD3_ZK?-<_TYt4C`t
zaaFtY_emYdtMeJM>i#2QW&qg@gBZLo(tC|!Wm57w1k!W275I(=7<iZKr`#|)O6x?P
zQd*js#_UX_N4kw{s$|-K|M=!HX8J0}3d>V>cdr$mg(y+8{;ky<s`~mjJ>Q+N^NhC9
zn&!0wuI{Qx8|RlYGW|U*GP<(J1|eBYk~7<gJkUwhb;{)SAQ$c+y(*H?uWRuCMv|6L
z+ED*=5n*n+SZs2YNG_<w<xZrj9?nK4r85_LgJ%fdccC}v{|55dAnYQg_ki%_q;dm&
z6x>7NxR9i|Sb=RCuWyUL`B=bqk{5mwn^_GE6OvP)e*G*pRW~RvcaWX3bpC{}ok_|$
zur)uSxejscdL3!#fq}5COcVT4@7+nH&}@V4F>+GkgzL*Ai(+Y;8bVtUh5&}yo%~}v
zK}Tp;$h+xSC^gLGrZZsnblv=*bsgRGJ@AhXd?*iI=CY-kM`^0_ETI0zU-Lf~!vE`n
z4B>)WF1H5gg3RUmZq6l_SNqZ3-3xm46SeDK7;<zQQt$8|5w!cdXMU_p)mIvp+6g_6
zrs+J>nU%@R3&F>A6S{5At5oM(Z<SQmvBk%)Kjo!H0@7+%MOEf)Wq8f5;@A}DxahKi
zmA(=U%6LT8t(Ik%&%IbfL2Fe_O*lB;5Ms+v5oQx<T(_6XNYC}lJHCl807N*N9kTIC
zj8<wQV&2){?*wOp`u9oVxX8&3=r>xP*+Ii^Hm-iS_mfNog~Ou*Km2Q{B9aej!1)id
z0)-2L;_E@meEKEKX9dMQo=3am(1{VbDa{CX;YW*=4ReoxDiz)N>}@Phw&nXo_xHb<
z$Dw$I*&vt(h9_TU6VaOTc;(qZ!3gMn&&*lwIwG)$H`NDQe-`WQ1=Ltvu$-BFJTh-M
z+@!$2bF>GvU9Pbo!qf)OFX(VG`0o0iT@gyze|4-6ZWX8gUT7<(A(-6~@UO)muHyHs
z4o1|6Lo05{=pA;5-NL#`v!wkavM7Fk70=hRtR8C8zJm%ZxC91L#HG)!zNsv<m#DGz
z)=5U`<p>r`hJKvSAe1OdT@@Elu;vGN=p=jT&7u(VhAHLnDPZ@N$a(b%K`~+voK|GG
z3#cb4VYQx`<z*U<h)p$~JVtLD@>Q%%3`GbWJ$3)!A0=o}qqnR+wCz7San^pcT^H6q
zj9Fnxza-hZobVHxxcUpa9xy!4rhatMM`gyI(wKU@m;(7n^vXqQaNIzO!sCtknCEbv
z{ljYfg^dKd>!xF4T_XFw9yXT757+~^MVuHAU&Atp&?(5=TH&L@Q?bbFL=*ZN_-6v3
zmfv3X*Qo8OPZMByt{by&Gt#=yuDeZ%CtN)t6#l&Hk^MJ4`*TfhcVGLZnme5qXRZGu
zx<>Kx!2627?A?3t9eM|fp1PR$RJv`zh=amhcCa0eyU~a3ZZKRsL0wsxtt<Q)u4;k~
zagl%(hxK0doM2BHVh$2zuJZ*2qZ8CO_2zw_Y{>h%Y@@ml_1SvN>pRR2BD{XzR2HtO
zpY^mV?EfR0N6o`~UHJ}<F}JxZhHIOn_z^oElD>$V?xn2eR5Rc4bGVrL2X;1#bfekr
zQ=7#7wo~CE3+Bqgg~Pb6qozUhsXNST!vEE6+M?Bk^^=y9qT*I!wye)71B#+8z~9|h
zJSFFY*PD%3NLhK4fyZ!#Q{J47q7s;^*@2U)fr_S->dTxQ_kTp59esMuP!JmDOckk4
zrA~|>#4s-zvU5`h6-;Wq83_ZG4(FElHj`jUv8&HSPIyK3c2r`a;%*6l0m9?#&O4m-
zQskG#O7;~Ly03`H+U4zuHX3lo)aN4t6PUfVM)%f%j##TtB#!a|tJRxj>r#?4%-Ju1
z`Z|BJ_@oMK#ai6?ZsRr@$_u=&gzDm0YWYh~d0l4#3-LRC?Ze&PL<c9l<eOm4LLS{o
zY>{VgPTFAc-9gFmk9aD5rbGtT+66I#)6ee&>$F010u)l4X*P+aacEJF$vK#})SvC;
zMokl^@4t!k_;EMKE61P|v3h%K4OY@4I~5r?MxBsVBz#z2huAj+XA<4zE_;h!CyZWc
zrP^{Sp%l_2uFD$!+Aw;GeADt|WkvxELHIF(4oPkM;e*FxwRv2lW#ZlHeR3`|Y5LQT
z%Ssm1GtxlH7UKuD{EaPtu(_f)xarqBmW3gV`z(@tC>^fnr-H}bN0Pdo<h6CH_wdBt
z*QkS%=@$Z{UC?*5lhG49x+o#X8y4?(gYcY&d}$UTq{O=jDLXc|i`lp}7~f^e#uQVu
zlI-LpUbJ$O8mykDRk(`CL;4GXbAJt|PBl|dv3)r<AW=L~O}GBayg^+)dIY2q5M?2q
z2eB=f0^qX63G21IjqI3SA-~Qijved<wMTI*jhp#<nS$EydY~Le&ikOU<Xia2IhOh=
zuIc)4GG;nUNWcw@Q0j4dkzZgv*l{ZIctbhiSgW9gG(3F79`yJ&>ueF^Ao<t6l~_i^
zL5&s_cD9k-#$6#Jvd6tmh8_=(fsz;Jx%lMIu;TDXOwM|n8=RG(^qKC%m0BX)<-PjV
z0I<_aAy`SY3%60D<zK)60y|#W-Qd=DScCNCZWDp$k(ZQ)<=mE{oRhuO^!kFV*&Zd`
z4@i-nROTpgUQsJwvYp*NJtfzh<E=UQ)%v#!%_RG;I|+khl$~zT6rVvpq^v{cGHweQ
zz4?f7PX(KV9oEVK3x^0tfv~-Lnyi3qE78l_sfYb^PYWn)itJj=I<2Q!w$L|wjkFdX
zwiy;+{<=fAR22c|<)n^o=}$)^Enx1LKN3SGGfy3YWIFkFuk_)ccfY-Q18Du=aM>xH
zGhOqVdG_fO^BRJae5G>(D3*qMLg!g3=YDellEZx0JotF7o)wEiCGM0Dx$?l;TnH0`
zN)%6>3>j;LuN?uCeGhDr-_L73cfTN21|IK-vE<@o8d7@9&DlK%Ccm7yJS?oKEbHk6
zga+99vp^Nc4(_SI-DMn_g45bS%+WAr;DG$jByUdd%;N)N+?v}f8RZgnG8WlGEh%rI
zs6H09Z;$>u&jqimw7wG0_s$A0&5z6qC9dr{c*_-{h>=!&xgO6>+WT><kKBVIk?_(r
zjq`_|mgS++Wt8F)Fw{@{5FvOs*l{DM$$C&|Y*hB8e*dFwp6-PXXD`M#BAO+tI)Wy)
z>2R)fP(beLE3cs*Pa7dW<GRhOSEhpj!evn}@1U_rZ-#P=XAwZ8K6_MmbHmvnJ$<(G
zi>CYu1uBEqRdVhfs5(5hF4zFBt9&ZIPG%GSMB<6<uoEmNip9ay^zh4wL;_MyX+8un
z&(-f(B$@!H%5#6a_m3!<LriRdfmhBBdOppWXoD2Lg)j9>YN<aq^d8aBtc#8teYNm3
zXesPBdGs|szF%1HvP3iik3<_|+?W;1a`op|M?MRs#O}WFd~$-l>(&HpMFpxEps6Yu
zvdUsv`}bA)T6%6%NV6y(dfvopqtf4gC5@qolUQ=8gCTjT?B>F>TJ5KUU_ZCmNq~dZ
z%ezViG;gpYYJB2b^=|H91~3Q-abBt?ej24!8_&)u&{G%FI;W|tq&%aa@>#df&?=cN
ztbyV6QZ%gq>}3)swjNj_eLU(6T**oM^8li;v*mV&XJB4}mrG=RJ8-(wBclNGyE^+$
z%015?56KE?rfLokK-!|XA4?sBCVDJAbqhVrl_IcttUyaf&dM8826r9S5b_gwPT1-`
zGq0D#$%=gwq-ssO`FluZjg|=G4x01UydXHWZmc&qV{3hibo{*jr6TcUrwdSJ=?cP_
z4teqN+i2tKcp0kKH*pC&(OL>D2JTtsD7$osI}!uL4>qnhS^Hb*Db?aVegsAd3qX=n
zFrHKsRcVD$IT82`S0J@|-&AI|ySh=|fv<Ao(jny2z*ocT3q^;RUEDTsFno6N#`mI^
z&DbtgFQGRPW(8pFbN}tyVNsYpe4$;GRjQC^nf}_cb7?>f9hC#wHXf;s;#VGKS9E5s
z&17?|TJDSL&LOmMDdED0egF=s5BuQC`)+oPGjR<L%G0{*n@@iYhEowbzYK!c-Iz+^
z8BL4-8nKXqaXmPQ=!L-xha|}i<6&n{(r$x?KPn=cn3!VD7!AWU-CZEdPEt&kwd(D6
zbqNJlzXx{$yNJD16z6&o)|)nCr|T9A1eDX`bCqP4(qj}bfBo0|{PWRH^TJ>?%_E0f
z-=$h>cFNyWH9!s_7asmo%we-RnOBwldaEfWH_m`vYhvhIYnRQ{`p)QplritSb=6&~
zF1pi8nb>Rw(oyro1I6u37qI~~3ay2TXe%Z=NP?2`<7ZsS-Em=c-nAD<z9rLjCmjBi
zcMOq-KoHX*yv(ZO;%`AucN%tcUz%B_LTmlY#_rAAk<D7H#u_p%v}@@woj?CsTkcD=
zOW#sSE~jevv9MpB;>7^e;96vIP$YJ)twgNkBB#8sbBnFM+gW_ZR?C)~nOjYW$CS{8
zrS$AwxOo(=LBtp`)vd+~l~Hy;x~;p#9E=Wsf@Ul8{b-ZBv&yqx3heGb72m%ufcFSb
zXtCTpJA7c8U#%Hi0dQO-f~?e(23YJyLBmZx81&eSOgbCb;U50*JTX61Tut(nVNZ!L
zn5B%U@Ppewa}kvwWer&fKbUtvmEiQhCw?2YnO8>MDn_DE&kBSMRRIf*-F}KyEZ^CV
zu8fL3sBw~r$y(#=pOQVZc!}Vjk2w=Nq2l(FS3cCqGx?#~GQw;#8P<H_Dc@Y2f)~lS
z=3&dV%pp(Pg3xl<gj2MytmM_PCzMx~jXeTftCkd0-g!C-frgQ%)Z+HUblmPSd>r_S
z<cfe9-q=-x8DY-jpT+Y!&uot$d{M)T+;V{kEGFxhPiR{7zckQ(YP6Ld7?T9Py}+vf
z*ZO0rC5$Tat~>!pth{4>lV#Gu&~+`4#WsymVN2^1!!b&E#Kn!CuDGmhhlI_(*mzPS
zkB;{?kym6I3|@cCRpRvVzV<*%wKD?Ov-;p45tTQcOdc`%eO;^{LP1!7<somUNX!{}
z&A?N33)jA`cXz^o_kLj|AAi(mhJeF{TZCm1q@%CVYd7ZnrL4Bd!x<9zDA|8f(5cw`
z5qF;e=KZ11RJ#DJYJd*oSYyt>;T<u*Yfi9{8%|wyxw01*T(a_|nlMXsug+FlF5S@1
zJZe>#{c_3sI%~|xUN|ACKQ&cm2LwZ{EwDk&4MOcd&)^S{2&oVs1D~T`b!-b<Htum=
z%andKKpUn39z!o&^X3QD5r=+cwuA>m#weV#=HPl8DM$3`3W9uIum3lXWBgGIzz*`!
z`#!U`h~BCnH6i>t$;NidQ=V<uqOagfv`sj~qe6OnQ_G6ZOloi*`dP6_pA2Lh<7x7r
zrxkVEHSl;U-zkWDViM02-Z@HHDYac-&Yq;Z;387E-8xiAoNce}-ZWO6mU6+~&o#E@
zW+OV|Z6PKlP04SYRsg5s_37tk$&eUqgNNSr6kI)cZ%>SyMbcLrng*T<j*;yjRxmow
z+n7T93CLZKC@BLOwRzVus@H#W&E7rrcE{}eW@~!ZweaJI7v0tJo><~66>U@cq?4#o
zF0*T~OYSzXAAM${wXe=m5%8#S;iG^z{UDP?PVnxG;%a~!l`6Xgp2E387u53T9s55b
zFWj&5w@P%V$f*Y}{{;OKYv6;fHOz-g9avwAAM~44(?dP^Q`yT|2vPsc$ErMNX6FOF
z=eO<bQU)A+R_bD7S00uS{<u!~IyKI3Z-+76Jelok{1*>vc!(%m-28jMd+{IbyH;_f
zJMX$?dF3qQ_-1w%cW<cTQ?B?&(+`WXoM=1@LghK{@y&yciZgrj0nte;Un@t$q%w_;
zDgWqnuy1vgQb?|t#Ca5|E0YIj-=}Dz%$rOe0^MPOo_P7Ak=#0Jq8<Csd~+=ug*d{j
zKYWjAmmrEnl67s$oBPbUqq7;DvB33C<mmgau)~K-DO-+!<CCICt0Z3?VF))9N=%ze
z8!*7L+}2IP#8;6W=s4_zakRcL>qI|_zqYX*IxFCed~M77mPV>KcTJaKP|!#ed^mdX
z+*M#e`3M_sTN99%9ZQ*_!nz2{%d&4PN1RU<dQJCf0cygtByfZy){t~v0s2Au_3;Zx
zEume~&OdOpB|R$#o#08MUL{$hwmlt&a87F}<Tx=Wat88i+2zOiMI2Jds&>TlJVmk4
zyR#?tjjmFJs}EIiJ8n3%dJNu+L5i1i)1WZ~VxH?^>W;u=qnJqn(8qA{qn+i#{ZMRk
z0V>vxTjkx1^RGIgq5@Hl``6W7tuunICc3@e!iG(n&eb$LTNO^2`x_Dt2$9%Bw|-{Y
zM*V$gfR!iAF=mHx`|JGMMKy=zM~B(7^V1I|cvxk2^ojvtV$0NHP>SkpMt3#OAoNEb
z>1YYqYo}H8dKj%t(|&m2iT3$h8P{@&@LCHa_)l?K1G}nIlJ|45ute;^-1b+11V)z>
z?rSjQu0s>#qj*KZ_9r}d(A%JA`t8zcUNgxR0YuMcwNz@ScoVqBe*MmF1pcb_;CeV}
zq`fY8(e>OIT(y65-{{GeREWw*VC>%+Z^&Y`wF6B}1)jsJ1CKv6DAB_1NO66HJh*w`
zxJoY}{W^SkX0gtN?U#_=HxA;%4{-toB#Ez$u9@A6&DgrarEY$JAH7w5^iJy5+U$$&
z8b3duhpBA+z?82co|L3CejQHWM*t8Btn|py_WE-J6U@zFZ|Sp_z>|6yp$*g`Z=8FR
zm}wp7uQW-sA;ThaDW^Spb~L1-piXvFd!;^w!yZ;`tDddVR=Ao=6cA`2VsHqzz$TRe
zAu01CpX{Tac_5q)V=ju?0Y6@k9&8#I0mIWVON+>T2RAY4305hVF$CmTn*hoPC8BbY
z?#SyQNmLS(#OF;Pm9`VP({2!U5$7iU4SOrggp$0{n+I%xl@^j8apI#IZd2#&TRW+g
zf9zK(t1m!jV+z=9(B-c{@j;DKzou3N8~0m-8Qa~z#ZZ$SO-UUkCM*<)UYDh(krmso
zJvk))5i!bGjoc<V3+hzxJ6)?r&{ejQFGV=ZARO`iCza?^1-WIvc~_ttZEBQyPM{Uk
z+tU~W>%_5eR8zRAzVp6~=5=Q>3|n?j6$QGIRfJx+I!x9)*re_`jA_-A*J;EE?&Jc(
zI+>DrQUlK!PEC?_Z5~yhIG}sgI4ubFLrkeu#W5dY^k?3C=&G6qH>e)mJWZ`+3eJ+O
zCGy@bdDNo8LHF+CW(7^|s@G$7J2A_zy}hn~_opiQ#_+MQ=efc`vN_BoRZ^G6u+-eu
z>~HG?qY{Yz^%R=9wVuxXy5c=$*StXhq1?HN44<$y;Rj5$)jD$+@MQW&RO)`VQxYz1
z__bYUL0}FZ4TNJBE+0x;5@6Px+JyYW?quDuytZO7b>6B>cctGyBI1QoY3o{=s*9#A
zmdgiul!7{DGY)KrcL^ey?|($jV*;`Laq(8l<--kM4E^ALE1RE=9xq%xSNJc<lB|v<
z4?koLUvrk3A}FQ*eUEBO!(OVGY1xK!Uk&TPeTVBe<u`tSP*XeThc^_y9>|y9n1x8J
zUz*ye=Y%yWwo(*%jIVPdeacYU6m|En1LI27U(aOckkLz!C_L$v7kRbwVsf}=Jlt_=
zH7z?c7h+}kJb)FQQbc$ERHBRax#frF62*Xu3IR2}p^uuzh0q%^$Y6B#rtGe8S!URQ
zQ~|Xl`j4*ga8I{M*y1masX}UrzeR6m{}J6@TX7Ps@CdaJ8)o&=#Kv%|<ZZlKiqbpJ
z@d;;VqHaNJAVL^YZ>XVP5~JLdFRUy{1jN=Rb{>I?W&{OeAPU;!@d<t7LH~#vjTW;q
z5XY*z_aY=^NFfjgcgM2nsKt{ZEee$<*7c3+dP9!#z18HJVz!RBjaa9$_W`NtkHJ$7
z=b@sf`(tDwRnoChzxp8Fc9{T?;_$@SylZMII*Qu%D(W^p8i{;uL{nu}Fvui{XJJ}L
z->DD%8nxPDUps=C-MO#XloI-@G-|u#Z8s?CSGmaQ*Cob5QBl_8)Zo8cKg@w$_>{T3
zBd&fTGQc~t_e#NY4sBUE&z_YIQQ8nB!etije?%_uD>*A;+r)*d4_Qq+yZ?xS{t`0E
z=@0e(|Df7(#B}s5`72T5GG7g0@gw?Hzbhh>*@VWOrSq3#5*Hj&qXLz#2345*KC9Dh
z*FO>NUi;?XbE7cStx;HfPnIOpGw;(7h}`S2tj$3^SbU%i?>W*WGjPdlg(NW|PHRju
z@D>O?<BjV@$8qI0)=M$|819@F6>Gib_8R@5X_X%X2ro=%71vgO${%_R`QD30;D3ZK
z58ht4t;-v<8~G_#{W66leu{;|rkS)sbho!hN$kJ?;xBGHzVlGm+Nn~is(55Q>Gk0k
z!LIR-a7Nb0OTNM+62KH&X!Vq<PsXd_=wVGw9TfrDh<o2dr5~{Ikr<H#V|N|Z^owbt
z0d5kN5-#Mf)`!-Gl?-loc<Gu=Bg;W7fJK_3&OVBE!B8xdUNwz@zFdo~i-JuN`2t6j
zuy9v1Xte|oM~6=-sVa1D)=R1?&Kq-_BaCa<Wu<I!LljAvOn)9M`VgLCk^Kfj*j_{*
z<uec!5UVuF5xGtCBvddm<uIHKRa7K#tUnJg(;fXitAz=5N(K&58RK{g|5!*X#8G}9
zdsv}!Bi_ODx7d43Q!g#Iib1Aqw{(S^NXndzc)6r5o1vo>!HkiK_#otYC#+?0MTB^U
zB+_rSWES>&@(iE70rb<Gc716YK@mtak3r{3>lZ3H*6pv<$`7Kq>9T)RRBNF2Z8A~B
zl>RRw`(w=*OvqBino_njmWyI*t*Ny#w;6yz!mck&ooo<%Q(wFGCTQ#cQNuARILfxo
z6lW<Bx~H*RLmD4QzD+fTo21hWiat4~t9nzOEH@^2@l9*Ztp_hZtvoF@Y05)N-q_Ly
zL%-Wtac;%?_vR4J@VMx_Z3G5DHT>Qu_Tq8w3-GQHL{{jH+E>~SPo>(niTr;qxschE
zwHZ7ry;oKjn`dEWI@%c7&MrEsFz+CxP~t!PBSZr;)^A^-YlFy)4D)=-AI-*ZA?D$8
z)lfUAI_}dJ(s-${(XZf`9fjdu$9SfUOtCX_14H;aQLH)?M<hH<z*NcEQ`X~p1oPGk
z$YCiaL}kXL$+8|tdK9HP*)2B{EvU9}+uGZe@$jrj+N~Jmky+9IXRog88lIh5ZD^8f
zVmn;U?LaYMK^on=Yp5s%o$_S+&<hhiweIZ?Me}rP(77G0K6^%J4)~-gv}2cF7W0ta
z^O>Q~!uk7nEj98%l8dxYvO_iWG3=QchZI|yl>T4WUtG0Z(&usd;|H9ZV%esuPhR?u
z*U+LxE`@J8zW+*#IA2~mhyEin9h}Tz=#60hB67*;)e$N?#-x$U<8AwSVN3V&p?q3B
zP0Yue7G&vn4Iy$PEB!XNFX(GOnWMj*c_@-feVLN*e?-cy&r<lz<%^mSF`+lDGS{y%
zoMY424kw#18UKhzDp%Cvh4~AQU#uH2TvWg>zF-YD97a%22@@Z~|A^N0dS2T5S%RA|
z>{+d^{}D|Q=Kn{^FHE$*6$?HNKrDUf{&SwL6C1?X-vSmP;sI9;0B(Sv;j^P&RXHF1
zG^JmyjyO2xNPngsFO2D^w*JZ0jXlm2-wYoXJkNXcGGjhf@|=vryKtt;>CZnRU8{?U
zv7cCp^TL$*vWa6aG6{n*gwH$SUt*Dg5)fK8s|%WW9S<Z?GyCeQD}*Ma#p80gnW59o
z3AiRG%NE@R`i9)IR#Q6hU%|y5U=18DZD1~{pM-67)~*iahqYV3J%A~awK=4QJSeun
z=8WmonJIB>2mDz&NIh&Icp%gX0S3^u?<tW=9FdQt23NVom{*)H$D0b{H*7WCeY5|l
z-3<48q#;A4y*frKRuj+Ej|B72ZspzYGj3*GYhEL8b*)ME?vtR#qS=NT{BwUikp6YO
z6+phDQ;brRt$r)(wjBIjWYBkM<K_wuJwr|Ji#+HOiuvhfuuy1W?Y3;Zn)}y*u@8S-
z_^?==E%4QRPCdxB;Z4Z}8R+*FMhGyQQw%erDHwzI(#z0YK2j!Z1UU8JH=`Oi!+KG(
zof?VaIiDgM=QFRDl%1vjNP#OUE_!Kxjgo)cOT5N9<(~aj%RoJdh9H+q6;t?339GE#
zw;qA3FVbEF%EAlv{jXzc@o&CK&&&MgI?KKKM+EDXb|Bmvl*0Fe{7)lI+{>G%U(B*l
z<(S$&X|_`1VR54cCxe}B`+#G0UA^<=^STc`Th3>%<<gb>5&Qt-1L&lYgiXHvW+DD&
zJ5r+@4J^>85~~%EhFu(7-aiRC`PPjP?-s03Er=^~Ai6ce;y+o*qIxl-q;SZMl9-K>
z{3T(CXZK)WIu{U5<>q2c&8aq{;74<97{necK?*Xnz%lh@(_asMKxPeD`G<aZyxzSs
zFS;&WYKmdUd)1`JX46p(^6&;Z8LzHY_Dkq93#lZZD7%aJ&590enw)<wb3N{O@XGYT
z$C1Tz>CxJ18Mju;*iIp9l1cppkrg8ccHq{*b<@@XR-%!)tx!k7+y--BpEK81r3D9R
z=59VMO!~5Ums>7#hfj0z`c5A;=Lb&6mUc2*@ZDe5SmCw2uieZ6-M49&UFoYG!~;^}
zWG7ImUDF>AR^<=E5e&W9G6*_f>_}&@2flRbOR*oAa}<2U+a1zm_}1Eo;1kMd7`kT@
zw$1Z|iO{d`Y2Xl&^J%ZW6r@X%p?+Nb%(>04cUT=Vr9HkhhYv4kz#oh;`Q$L4^zRdB
zZ{f$ABmuJoAAj4>{@lvzY3+UjAsLLlVY!;Q)G>tBEI-O|oESO<D14taGDpuhrnH_g
zSahWXl1!Pi$h_YV%QdSCye7IP7^gh;;E<n2v}vsi#rwf~!aeW5eb5Hnwg@`Ix44Sv
z+jcO=H&03&^SWzR2ruZ4?i;cVpYoD!!p}d~!S#=Mn%e#m#YF@D5jlaANnM2hWRVqb
zPB42wu6r?u5c#L}1N(@;lVYwt`af2Wb!;bkf#YxJ*o|i#828Y@2W|_i687``TsZ05
zOPXcG#|`kr1{m0$fN<BGmm<H`DV6@BzgKt(AcBA1pQ~mQ8K%Wc6iH5u9Q`A@Szw5k
zS=GsNy+svEu^7AMmdv(mAm0kIX6%zNJ6<J059Z+(xXvH<Qg+VKzO73MqSHg0h}oT9
z#&zOuY~6oc7%H8s!h14k#CzP3RufL_flIHAC}^{pz4<5Rt7Lu;Ugee8oh?`P-{$|T
z2j!|}Ws=gF9Xy9`?VFrhZsy%vvdE0)ks>D?<+e2@V3K0Rt29KVfq<z?rMElQTEN>R
z4$<M?lfD_*PgkOzh7r6{^ik6Q!3}aLkK1z9=t$42euA%-@Z3aQr3Ok~&l{&S#F0jP
z*E{Er;v&Q$x|?Te(-ZG^O)hZ~ud>{|Ff8+Y408pSxkV+4+?B7e^*L8R<rTZCkf_!^
z?%FCN6hTe!ikG4MN)S=6%tc0+=<ow7>fah2kg+UZVuUn$*-0qtU;8v+48JYa=%!T8
zjLi?DUz7Q+Gm@sDeUDG6Okic2U_K&(9qhP&{kK2hn3;rzC9E{%#4uyY`9^*+h)$uO
z3dYPfQoXrft!F-}^SQ|QJZb|ZFGZtXxOK{V+xqkPrb@I!soj=gOO;hpOiN-wu$!CL
zfVjEiqbQo~g&){!Ba+I(AvSWjy#YKB>wv94Hy?B9uHRFv#=9y!HO#4y$108h+`@}*
za4TMPAgM=nFPRv5nOGJZ85}WMRhRb?gBe+#h9pCL|KqP4gFREucrwTia!D=4KO027
zNWmhDJVSaPp#>8`&V=Vozi#*2dBB~(?@n}`MBlw-Kk=Z6|IpAp6K*yw;*)BpPcn^)
zqbd(!GW@tZc7!LJ={F0laCLqT)&IcC^C?b7%B#A3wnl-Rrz1l6xBNh#U}V|a3AHZ7
zt2j7FbCi*a{O!A^vvV?^&jIn@T*{|-hYlGY1I9PU&sj%hlC_Y8%uD-|Tk0aUpnacJ
zRTnnCu4nHRgs+u5EyPQyhjU^wJFhC}syjRpx<`_(C;gjYuSeHZB_}2QSawfe!x@vp
zh(?y-0c>om$nR)fXL>p5)ZlE!jBOQw#8hY7E41E%RWX1+Gd7Pg{#0#wryosvfD}5E
z5@9*bayu^`I;iBgj9i*p-JYwG%CEK8NbYw5f`m_b9!@y6p6k8YRf5t8ROy&3UiX%y
zinbA(l+eg;&TZgo3?ye|Aj86|GHVovNra_mw&D1oq#1K;$TgC5)3Zr~5xHxPLq#zf
z@%4(DT=*(%g9331{J9u`o)dC0jLFj+Y0AMX8D@kI7?r)FAW{;W^k=1|_o^{}begP4
zP!Ly(=1njJRrE|2BkXvX`Xjdte+^C4CYat2!s0`Tge9BOtjDo-KaY-wg(wZq$a3%O
z5|hI9MR#ex@5g3C;J0_)9&eM&C?9i(BbJ<o#3L)e?9+T67l~<i`4H%1s6RF(GE<5J
z>pwx4=Pjgn4oCo{(|0+KTi@N>Gg@eyY`kM->Kj4(k0|t}V->|X5&sJ7&Ti?@EQvkl
znXn(LjGdN${34Aj!8>rpd81)IpAxdQ-QgTUe2`{I=Yu`;@Z##X=lVElo%Xx|9oh8P
zh4y!fP0VkEM`RV>3#L$s=MJyDbU;SEkR#iT;T2Ti!-<Em^2<3D*$vU$v|l?}2}_wa
zfLrUyTn%rEH8Jv&9447r@xBI;q1*z28ZA?@Y@~MG`=Rv1qNZI5xxii{BY1{tkKP~^
zA+VUDt|qY#8wDwvj77^2QJQ8!<)xa^J}+UjoiW)T`D};$PV*A+rO@<vrM`&^U<eJA
zc{k=mz$*D{n{jxOy$c7@@j|l6mf+o|`c+_p^`Fa*9Y3qe3MGAi)~mODaUZJo<Qs6~
zOkGY%^Mi`~lvOIeN>YM@%K2`iK>LMZwnU|1#rRDhG@PVOx*wBW7p~IMDlR`oP)))>
zDak)qh<lr~4zGnS=8NnqSA%=<er06aTPrbvAwJ$ZT1%-?OukmAc5@f<!yk_BL4P{L
zh+FD$MN(>RMfI(}vQ6m{t<;9kNvOeay<@lHN_60kGqde@Ui25ezq#u#^B3JGO;f)=
zUW6>tFmPe}2lDa_$F(Kpp9_ufPlCybIvKR+zH*KW!+6V4iHm@Nj-*h8-92GYet5v}
z8C=^^U*Kh!$sVntjos-Fli@*b$b|4{QOv0}uF!;}>IvTFoaZ`|O|1)-0s`F(#>-75
zOR)YR%o(T#k&Qv$N_9*vNLvp-exrxhzvP$KB{rss;4@)84%b-~YMJxemLn{4#}u~U
z%&hy;FMb)*tdcGstu@Se<;J7(0Q{}5qI=XPdyZ`AEY3uK<f@X6s^O)djQc8CAC`*k
z8QPDr{=|<R1|Ht^n|?5iZgG>6ya2}W#?G`MK}<Pxrat}k-Uf#5p%o9EQoXy1<k}B^
z1)4F3zb?{hW1_ONUSDqyG$M?Z7Z{Qez}+Ex(Wzk#3-5_KZ=@K)lXjul%dfP*J(tU}
zkElvz+msZDeibs2uwQQmmnmg7)UXbcO>qF|r@b@++GiSU(;w7^rh9)8Lr+MP@^CR*
zl5HK(n8&S{OSn%oF&(K-wO$VlrpZ#9f)g8u!|Kz1;_MP-K7n2~-8NuBMfy@Y%_V30
zDz4XDj>oi3<xM?&|M>pu_Pn(`Z3p<VILnKkFePr;5tWzK{p)lk5lSbnHufklnLan(
z=|fajeq2S0PocesEo@+BCx7ib{!0Z)URLRFfSy`)O<p;m3CSt!h+N$%5~R%dq2kHP
zGfH7RRt$fA0X<wg6~EFV59l$=h>0l|>Ssv~;|5FN6v7zX@=}0VFFCUU$nWZAzYeD$
ztwEq(Sp{mU=D_SqQL#adwf2l+mocn-S7_GAk;s{qSf$2CCIf2v-F?snG$E&pI`vYg
zq1V;X(A1)w9lv!V67T2BS0^86<C*Mny!u2kQ3*6sp&w?-NnRfp;V5)IIA0e>i~DQp
z5M<GISo_4Bvik2O=*)mYe$M*k@!V@ZjnT0WY#wU(r73DI3@~IfKTJ;UK(88Vkcl}s
zT&l60Jz}LSvlOkkN|w)xS`xt4+)|kwadQNO^CW=m44EOtju!%^woi-WN=bL5z<<|e
zwi*i6)$4TTYTXN{VGGijxeCaiA2MQv4(?w;&*+j_>VDYUN=#BV4GSb(;giG;4Sj}3
zza&z~Z-@vdcf#g;LQV3}c`3_#Wf~h2#XH8iNzdyL@jYv4&wq;6W+DUS@cPG~m3~TQ
zHV$Xfa%t<K3I~fbSN+_6j>9prfgqtmu6j<jJ3WV;e~xagPwyCWf!*J$wYwS<0=g!E
zd3_mL<^&3BjmaZ1CMbhe?9y{GZuT`M`t~~Y%m*%Fo>QRmfZf;jf=B&c`~f~ub%l%i
zRxfg!Zhu(U9XwKSxQL5R+WF7#SN*sDbhho==CzEUqx$RZwj@t(5sMvyj7L?Uug~_I
zz>uj%Tdpvk-h(h<=tBIo7pC8~4mqM8QpH@o12UcunmMee>)Y|#6+UAny3}c6!!?}l
zK&kINp$e?55f`X-;)_yVa8f;3Qs?;tv3RN1#a%8Ied~@CIW}*k1}<gtJuE_F#pp*%
zl2=TPg=<B!^K`Jz7v*)iI`I4xH6_sjNns#fy^%1nr!tu6oA>=9XrH-WG4aZYY)Y#_
z!+nEfC8iV)t|k67ChfbV*~dZJKChADConpnZ(+_~Np<A<VVY(J5Y>3KU>h#XY5+~l
z7}^?0j5X6901UDJcB}}8-RY$4Fi?vcae`>JsIwUhCWkK2a1HKgneq*0&+~ptw30T%
z+uZjM2YS7xB-Im8lC$wB`#8yY@!q{5kl7C9R?M4yId^VnPFs|pn_C#RYh#k|hh=|=
z=T|y2v&pZK38(=%iOMg~a{cOpYEU~mRM4^VG8I|rG)Ka%!Z=KJ&&#0(4AZgGSQ-rJ
z&0b>;lLg3EX?7@)9xe6TC!lEu>+_Z$k5}n!UTc~5+gWm(?z%i_^IEJo3k>eM;hNzr
zN*D%_%*2XF5fWMq^yBgo8;^^V+WbYbRHp)W-s&DzuNOL=TR#dO?+}$r`b8rR{G+jP
zyODbDv6ADKOKt0jjji!t($bv9<&M$6>3*x-w}V-2t5<Ya%N+{Xf%zNES}l|wVJ3cZ
zLq5^S=dD&DUeF}tGwgLQ%KE0i;b9dypHPz+@{37}y-J*8ndRd*o`iM{AE%?!n+I`R
zvkMguVCm31%shoz@uylt*j6*wOV3`!n%gKKTUvYZ+<)lxg>N?U^Ngh|6`%B5gJk>@
z|CQC&+5BPuu~9Xw8F^vTA$*i}gHoY1!W{fYqSs-0b|4p1Jt58~pu6F>qo;~e>nU6;
zF)o_%C{Fu5|KJ4XaG4UVS~{1^VQzL-n6Ke0s*{V5UuG*r7D<K3k4`Y$Ra{vKPo|>o
zq7;z2$!_u&|EWsqF*|(g>oQThw-XR=;-4JV2)!0}2-!EPF<oSRH^z;WbIFq@JUQJ)
z!Gug#3l|_U^OBjMrwKOC1jdXKsM=iEaB;~=3fbEnH>)otoHAEsN{yvI$?PW!M!{Q3
zE<Nr>so>=9<=lIZ78)V17aO2Q0<5VG^Q?PG1i&FS_~v5Xj81It!qQCQHI2Rv_x1oq
zoE%25Ts;FF8g|u#vwuKs^45a5k94O_I=Tp!1=geGxslRQ*WlhmKgeItZqVPQkXflk
zl^z({Ha0LC@mvC{*LttNL~h)*G!6~;^l|(kN*G5OhzV3xr^8XyVKLw2!qvoV#fr8}
zj}XWF2QZ#|6O;2p{MGI$&%5kb1g4p>cfAyC)LK#f;D`6?e}Y9MO(YkK0B17>uDiD7
zk~U<q+^=Y)lp6DcO3FujAt>cd(6^dy{qG}c{NzMaUMP<n%BTSe@fy<=7Cd0(QYYUR
z-V)g+eO|{JO)(6W$)U`(FpGA}7?6TjUX5;nLKJoGPsp0s@un)z9~u71H7m=?aH5Nc
zL7zlGd>a7q`qmi##L;-`?_{1{Z=Y5={v)cwAx8a+WBgMD7K@Il0^BQ`A7M{d{`f+U
zdpdQwoF3d`oZm{$m_@~L&B&O?(ehNASRc$?RJg{ZEVJsiQur>yTOC#y+@*RyRnKMy
z2UeRp99I4$Ad6yEv<-8L7LkI(f>INl41``3+p;}}CC^#AQ#XMoIY$Y<g!N_<iUjcE
zx1uEn_?*PiqCeqTD@^x^W6IXWCxi{V<og?xk1rDH4ZT<g{^mU18DY68_wYpFvK@L!
zepP=AJD<W{VWO%R@?P>BJ=_WwphE0MC<2K)m8-uvykA=;aqrtF=vr(0H3u^WwZ+4a
zYuHCiqc<-fo!iko<QA1?##y*ZBa@HeQ459mQ$PFB#pG@@u5LzVWmn5MhX7=Dge)^q
zhf4=<`J}c=`%N-9R^v}4Ff1*RmM+L?kT9#AEUZ&Nt)oflDsS-h#gxG-$mcDH^Wk-f
zbG14C9>I4@nye^%rJk9Z1ApG2cT!tACxxACxVo_}dU<w^R2*4!#IO2IIQLlrKBO~V
zgsuCJie3rmWV;iLQ(s!Sz6}w68-?L&M}}hB6*T4PIL?%G7*Dz-sUy4eO=N%o<Lc<f
zEc63YzXm;&An~Q}U2Ax~Gl9LyQ>R^xS?cW_<ua$Vmnu@UU@4fyu@T~{A@P_k+NP%(
zGGQzu(y?|Y!8Ik`K%b{MKmN<cUBMn^@2d9Ce283@E*sc)NjeoCrIu{MT6(|}F@9O|
zuENcvuI}2_Av+X-k4>@h9^0J!*N=)B$o>(9gba6|h+d|6ZwX%Dxt`kUeUTapHAi<?
z#Xk>hYampP&16-1lQh*6dR|gzAWL=t@$RP2JJ7%3UN){pp6w%QrDOj6WQ8>~(byp#
z|F%DJ2T8_PoHDdl_+;f>Yi_0Zl*aa5{IC?;q2qO2(sr2TgdW&_RB_SGJjGTVs5w0K
zJuGT^?z5U=?>POi+&>~&*BM7W$=J=-Iz7w3lcrT=`H=c)VoFH@w6UYjJ<&EX{FCN_
z>r=19*y(A$o}hP<EBFQm`n;$z3BL|*0ZzD?Sb+VlBZ~W$-*XmIR^+T~AE?SoRQUDJ
zQx0Mx#!#qtsv2u&CMs0}Q2isQA+R`B%w=LOxms>IfMMWiG}y+KzN`fE`5kele@tdm
zQ=ek9UVqbY;`qg<$hkL*{83eIuK3uy5X+b`TybyNY@E9YsO(@}@;SDz68`fwC*zWT
zm8+^438~Yp=Q-$pzMfT%;@X^NKDT8vDZ<AkRZ31|NyJhzT|s=1Mz=q;mvLq)HNWo|
z-kLSTa(FS(gi!f8GZ;6g8{T@Ya#g9h&sO?wx>_T(Iv5%BRnS1(<n=H{?`J4;qdNYj
zTFw~7RsJV<LCG3HPeo*+{t>+#V}pH8`QXmw{+l34gvhS@aUEW-{3H5pc9!dL={n$L
zpR`<>`#;rJ^D7gP4u!pd6LC<^nSby*jJVO}EJFk6)nB`t1YM4P8;wVSt}Z=mUn&bs
zsbhAz`<g@D8D1>*o^vPuS~&hhc=c#+a(}YTW}*xSf|OcSvK^DQriAD>UezbtAj})e
zlEl2)9Pgq(j|-H80c|h2;?KM**EeQ_V6UIIk9cQh@gg8k+3ySbGzA|VoObhfDixN~
z>j+Dy3sc-*Wsul;HNgDWSuw}@F*#_fz?J)fu;EZ#a)tj}byd<(yvKL2N!)`P%H)>1
zzF`oj^Hgcv5&<*R=4|Zw_syqLgcn4E4dJ1c>0)7^_atlym)2f?cLbF-(!u=ojck}h
z>yd-1Y*PSuU0dQ+x<O4Sc9Gs+NYR!>;GHO)-vzzDr-=%uO;o8*Gh)BB{mVBCBO~%m
z$qExHCSU=R=!Ud^J5o<U%-ESadkKng%X{&2I|piNt?nA?OoHC|x_%7!U|~7Gw2B9Y
z$rNnZVkFBoJDy8)@mfRerH#(>l&bPpYcne<d};XPmz3)YN6==N3Nze0f$zzob<k?&
zbLHWoe?+1@F76dNdauHyY*-RDCa9<PS4Wp0RqnZNe_guXw3%RAW&sl7L;r{fZf?8;
zcQFVa<Wzh;L!h0|C*kz|e^a#2p56LS<o527bIg~|OconvIWR!huw+Fft}KTG5sBM{
zB%cCm+gGAjGv$QHuDO@jm6SL1RANl;$&3fTob5zPdfVrYX@41006@kDf$WS%?!A5r
z5ftfFa^ep2NA(52<7WDP8~(hkbpKn5Xdja-XZ<=rUm=9i&{R@o`Lf@}Rm^PqwCEJ!
zum8*my9X{p+8288zul+{l)KaS@y-2lHlw}I7|fWq%8b^Ss$>mGszMw9W}5G$ZSs6R
z((|yfZz%DBL&4E!KI84VE`=kAzkFU*Uar7Mo*6Q-q2Rt`{cjl68PMr7;r0+))3heT
zw9F&XqSM>!rHJlIUMh4Pk9}coe%@LhncVY_M+Y~bUs4+Elj%SEXnMtLI18R&j!p#A
zA3Og*{Y^EOVcklJi3@&K&Lny3*{lCfmIwX6pQ;8}Xw$}!r-BQG`I`FXG~q*5|C=s4
zcC^EtDnd&^JD$1!ivNZmwfASUL?$sM{@@erxke_`l3ltv=egzYaOOhyuYtkZu|{lw
zLjPWp0^xKDaH`d9i=i8f+4DEhP6`6LS^0vJLI9;kLLswQiuFI-RRElPbx{qzpm_TM
zrN-UN(_h}qE5o(G!W9_jH1i5kn`J9Ol+Y=y-CaV#PI~!>*RVt9QDMWIiq2Qe0)5Fz
z)k%}u^4+h&;}wks0|8u6;{&0|*Gwz|qm=Z;)Pj2Ht3BcguPiSWDx;cQWF%G!)mOXV
zX@3p%7%$!$Dm?)Z54)4BoWNY2+WN!i@1I@X-N$uzjA(|&9xU20l!_7wv>B<Chd3dj
z9rnlHpfdFy(!h2}Wsbp5kjR;sjKZ0qrqHArem&)5hk*gDs`=`r|IH1pd|ovVU+HQ2
z@4i`A-~aph3!?}@LF8qfoSn6;OdtPA*`s!@z9g&%5b<B%SIOB~dDxbA;tAwRq?u3Z
zkK_g}+*Wba*6*;9Qa36`v9yf(ilj@)3Ec_4ufW_jnL9wU3i)o@@ABVyU4le`(H`+D
zxpB&!-?M{LCIN-^D{N`bg_Z{I-l@FZR{C*1Tlao)=3^VLnMco=*gqn%&E9R-5S-{V
z)SA-$CC8iAH|#K|N>abKHt?gUfL14IqtCX2K`)^(q3PvB`}Gg7rzB4RmuZ=Z2w6sw
zQK{Y!Lgp&4Vypbg#%%N!<+fu#_GVC627&=GwU^IQwwITdiAa_ig*C)ZbTFDcepcI`
zl^5hYH-DhNrx#8>JE&AEH9PoB{&Wcpm_t=p+Foh8s|6Jrowsf5itZGLqeV9O!?nNl
zdR%17ECD;Er#7#jHQqTehIzukk8g)kQSnN>YwX#+iP)0K)JgOD7;oFWc<4et*+Xy$
zt{;iopNGr#VChZ10w@GJ9SMff=rlPMem&`?+b|sRA^$OUaeuJ^doafKz7KFM0M{^-
zSz73Cs&v9{vj@(wbsKyr5%adOCwN8Uc)7PrK1biIPk5R1>M?}Ch$o3hT)C^B;&4ed
z$-aRD#)%*g+ZdA1d|cl2H2Foc7XD$&kY*eW(5ywmHw^c^g(~PhA(OjvH&%P#%6~*L
zz{vH9V;<!Haf>|2;KJ$IU?RymSX{v?mGpa}qHf;Ktp|a`)AE0Eo*ddG+cX+;g1+~v
zI54|yHKdlGBN|vAEA+s@^b(|WwbzvBs)_HuKf^8uHXN240}s+2B)OyE(kL9Z*Nhq!
zD0-aIG>;0;X}XgBpLsfaQfSqKAs6*uPo06xO<w%oJ^^Q<=SBL>x8(dM0a%I_XBAdC
zkU7WwS!Zc$>>-?g8;#=S@W_ValoGB=udNM-!exGjS(30c{bKdPlw4&cD$wg=kI+Ag
z*R=7Pe9_@K1Hy;jAkhSiXm1I(nRri^P@Li{%Ay{HXn3->+}LhfTeyFktDkCMnQ1xj
zMi^bHTHJg+V2zH}t&+;}fU8_>!Ck5e=8$naWcD`E!2qPG(%JC-7k<pctcJ{FT75=P
zVtNtc&PF;6E|J3#YDzt!xg>;Dqv&}4V|dIz$+3>r2J3tb!_}O?MC%PEtS~#Ad8xwW
zT}wKTI#x`1Ob%+gqVAb+&&w1d$wsY<FCOEk`gyYW$s5ZKZqo>_FV`Y_s+PXjDk$k&
z6nJV0^cfGbGd=;|!mjO?_t_=(Lmerd`Vg15U0%?TkRpu?LzZm*Om2Vx^INirQ%$7f
zp>xqX_{X?NH;0e+BI_snM(Vb(cbOL3V1)HKx%MOEpJPJ1b<c)kgYfrhr=dv9^zWc|
zb{P@0mRAeUaoc(hh2Tb_mFp0Up4a}LjM!DRtSAL-O|dYGK$a~4@2kz=U}b|JkT+6S
z18u}4?2MFNvASV1fVx_!S&g{>Rp~8a2nZJVX6GVow$3s+xyU}7aW<Sa#Mgd)-PHDr
zZC;@#pGlxAIvMAZ;W<oylDnQgrWUx?ZW?rF9gBgT@Acpt#rJVS*_7d+w!kC6@M03|
zVrl>f8;@1%`V=)pF2b?orhpKk=5<(VXA_uX)0GkuNJ~hU{=^*h?i$!13F6)o#HN0p
z>|Cq{PIWYaB~N!;P&AF<$&R%()S{Ae+WXnRqQAXmX5c&00R+11NG!=+s*EtM{;h|~
z`ouE2na|cqBT*L0o^q-Vai2vi3t!tmy!0V7>riF8l#jlNV@N%#4sYwSA1;Y-Ua$Qc
z#`J=|IP{qIP@jT1yYgL8`_V}Eb1wEds^t2b2UXgYnPBbgiGV>34poP4IFCIloTHjW
za`Jp;Sori{-NJBIutw5mrx9Zf<GJpA30gyA=b{IZc{ri)PwN!A-?I{LzH>825-+gd
zJvscAVZMZsD?{va%Q?~V`h<o5W(g8ID`ub(Q&XB+TPed%;j%@`5(dz`yMgy0+Xg!R
z<wD0p*fex7&T;%xJNiB7#%pQ-I>q8~cU|&L!`JUoOdCApG$5Ccu>BKW_1svj6SkwU
zu29!yNwqM{2x^5IXOKMqXlf-E$T=S?JmA3~hd9mPtof{!BD-T@wk_sPGTLn+^U`Wg
zLf`dA=dgj07U@W3=jYjb4yaqWb%&aT6T8^n9PTQ`VRv^{*gFZA1|8>NvL?SW86tpB
z?M4kt8P1kLlYPaW)}^p}*oB+HYh+kYRY-27q~3n%PM5l7*xwG*gUJFl$dPb1B>iHM
zO6GhCHmYgoUSA(^fz3N=Ox#T~8LiHDid#2z)`z8A8@KRwJpnh2=I2=~qGmJPGapF5
zJC<K^I+~mcn}!%(C(My>*m;PeH6lQDI~gzpLb!wiVR0cDR#vm>SEuVQ>lLZJ22&gq
z5Qv!!+f*1IDN*v=8gz<y!o_$wL1W{%Ig5zbWv4vw19J~pgqA;~i*6DL#yU+Mok4H7
z>pgob_E)jlJBd*75SEr>$2SoQ8u8~JZc7+D1T}TuOU)p7Rc@t;ScI;w<17>fsE8*N
z^UT`D44qlgE|Ik#8r_98+}S%Vg0;nce_>Cdu~^4I9g>s_7BhY_+F!#W{Ee5laRa>#
zL+f{*J989UvP|pP{14{dIxMa&+ZTl-gy0a|ArK%~Ah-v2cS|6+OW_tIcqjtF-QB6e
zAwdh5!rg+q1P$!F$nNgl{oePzd*11H`<;IVt5|c*HO3sjDQnIlM`ZEJq3r#v3eWq$
zbAPw*^4%pl6A6BfJIEn(EH8DZk;aX|LwEW{J1zQs_U-h<#_c;n;jQd#2Ablk5sbF{
z(@CMAuXTyZ$s>`PES^S9V~(*2B`Y^7+a*72k_p{Ysje78CTeA;`1QOza`$@_U$38J
zVp(_Xwlg)nw~r}klL=NR-z-6<S})k!y7B$lDp>Ed)pVn~X2v0&gAlm?lU!S8^^;0d
zdPa;Yl|!icy_hyd$%uu*^u=u7Z0_|y)o~MFy25ZzEOMH|{5jg>uHQ5(C2OX%MZ=_Z
zs^CST#Eq6vlt*UE+0w8maFC?cSnPUWNRx@1!DRZiX}{hner$J<hHEG)Hl=7e3C4mg
z6i!Tv-`}wE(!RRX_Opj)gX{!_?Z;mULKL^qArq<b&++wIXZ_#NLfF`x;<w4Ek;vjI
zUgYGB^o0blZ~U6vDrY6JpTS7}A+VR;R4HynpvnEI6%r@Lj&nrWvo+f^QhG)h()-Om
zqlG6#FL)9@29c&!iydC2qR4=^tojrt3Fm0>v(Xmw4*xLns5nrZ6A5u&#jQ~LkV7Z{
zN2DP>Hh6l4l2I>IfFTNdt<8F$=}Tzu^WXqjWkp>(ym=HfoADmr1a+;+sRPF+cm@r~
zzVVW8Ru0?{d}EWQGgI6ZYQJA-d#f!saR+hXd}J=1c9!OaDD*L{#b<7B|0twMXF1L_
zr6%FDXM~o#+>i`8PGAz28N0S0VOhxv$}_U`<0jYEx)wu0no`@G;ET>FWIjOL6hP`N
zzE<21eCbBMRdYE6oHA{F1Jzry%Y2BeFD}|7I;;^JJJzp=9>4S|+@&5-nDew7Ct5g2
z6Lc4G9*3YYDyR}!ZZ9m>nC)tT6fP=LH6<yB&BYxO8&<qUc5ewsG6(n1-$OfozT|8z
zI|9qVXcdgfo!zzd@LQnFwv$B5yY)mmiwXvGi7X%2hy-#SH7~J(J|Fxj1Py=uETsJ{
z6-1bc)i@*cWOAmN)bz+#JYzgLb9f{$@v~dXoFP+w$?hWNd99S*;3H*rzy~mPcP{L_
z&aBXu1<UGb<VmJi&053PV{f_MX^qB=AU4b-3fnWXO8P=zLtc<~(vbF8^ZT?c0m)b_
zkKt=^?({L~dCg&zW0PygMvZSB#kaK<akl(OQ=GW;E*Seo#p#*EatFJ9WLLNRbkUH7
zUDuz?6VadGf~Vk7vs=jLSZ$(dt!t~JSXF+Ryjaw0=as`FZI?4cZDoGtMaHL@N~Xbi
zPdl$NRp(hn%Aa&pakUS5R3@_Yth>M3d3o5<G>=%=Rn`<lTW0y17r|lDJ&FdO8Ip9~
z6!gj%gFG7p6DB68{b<~*;CPLgUGVA%J$M<C=c<@RtETpb9pz=$9rb*>#l%2E3)j~m
zrKOJ`3<(>v9E|YMfdoztD&AjmXRY_KPV@b+?(?r{7Ekt@eJO3|(V+-o3u&Z+FAs{W
zHXgI~8BhWn7$~K^iBCbh50Nt!g+uu4_Z(N3Ut5lGiKi?E{Fpy9RH~U()t8o==PdWM
zIit^`aJr;K8t|~6ZU7IbN4v*W%r9xnOoZqhoYT3<Bg4(U@mTQQJD-9^is!+1%z)?L
zxH|b=d8|z1Zg~}f|3Pvc&#8gc=n($F0=$Y-gp@}l-_;?GEoORl;czBYMcujafY059
zRhshZ1QwgMj!dbYb7}IcKI7WW7rp;oKMjkflv}4hJ;TUl`LcwL1MZ~tQ@-=^KpU6E
z)ZPu6?1l2zZ()44O5li?PGZ)?shySDCJ~6MQc;9RTC=!a(rGiD2>SX=n@^_xSR;Im
zBrx`!)goywQZ?77^j}`L@xx(A@yxbRBAD9PXJ)soUZ1Ye^|2%rhj*>`7lBBV7#jhn
z-n2~1Ljv09K22wqcZ`7F9~8@1JPnRMvguH7Mo-9sKhY#2t2Nn{#@o&*#Z6}V!y)+P
zNBbd`*ER~h`on`H9Ovnpp?FWWl&oYw`Xr^xa+C8ekX@g@Q&#5cJ?N`Qq^ig(3T&ez
zra6Q*Vi4ak<yl5c`q<)XX>bPB>Kwj5GH6oqWkoP48e!O}LMz_Z(jbufkW=`z(92{T
z*qn?;ce-|IMYC;C>`Jwh<XCqlc65NFe=AH`^XiG3;1A46(5^m})Z{i8|Ke5Anrle4
z)(WlQa%zcz(6gNzSg3}Ry2b-mRp-U0WIXdj7VxWTPoL^3?o1iLjYg*;RSwSbrkRDe
zrwi}`mD?nsT&1x+Yzk&`A96VK^k6l(H!-k<Ve4!<>P?~0^N6sfBDLE$E3-d#kQEl*
zSZesRe{4R((Z323COSq7e9y$<s3A<K0c5O9lz}g-RNSY0?AYHJ@GBV0>ErTue|v^x
zpKxiSHBTbS{CXkiz+g}Ay&d-OETzV3)QFP<_xybtct_sgHaErCv3EbZ)#Ph5liL!X
z6lug8uA92^c0!s|?YcW)bI1$6Q#Cj1%!eZMrk?esfi3<`;2sD%HN;Y<+c_9*Plm-X
zJRlKrV0{h~fWH$@U+dnjIq%(I-gRXW-k(nnYID;i@svI^ETXuI3<IGo8=nW*@Vl$d
zbThq3fWQuZ=s)2PlBtz^SI)6$?h>!)U^KH1<G2n$$ZYgvUmqx5E+ywHU!C>&A>|%b
zNW5J`qESCiL$ni(5B{b(Uo4+fR2);=nrm+ucBVR>*sQ>%2-;2KlbMh4^2|Rfq!6fN
z4S#pZbw0D$S}VFx<P<A)|GbWMB=Hw1Zou%?hjOG#WsSNwd*Q|=K|$Ue(XAS5hU?19
z_H3GSOohoqSz!K}t7~xsj#|Hs&LH&aVZG&-32vaJc-1qW#O)Aw{iQfq&OS%YRy>al
zhc(PXlRBy#!-{#~y1ZUtSDxAF*^sfrStP-=Q~#9$a}=;E&5PoSYcTv_4#kn<*Vv@9
zXWsKpv{^!i{lzNbZaAc(2#&|G@Lu0Fu3cN6hH|z`eoo$z{j$Q&PzadhqBHW>-oRf7
zHqufg>#Zgz<SWUuq=>Z-%yn;V#J6dmanBiyE+7zcL*6kTPq2~XCS0Ae?2?NYmK3AE
zF+lf3@Ov#p$f_h*Kil#qCV9<e&^{Ahj$@Hr<G<#+mo)ixu06z-%t!m}G~t1edyS6e
zHj{ZmQxqHofrUK9c52#6l)DuK)zIjyT!n8TWiZu~waq7J88mYrkcT!v8Zb-k#}0d%
z3bBZ-?4>a8umZQ5EL3N$(pz-}e1jXUT9peJe&VzA*rW#0I6lYhjV0X_W*SPQP&=42
z1Ghj)2X6ISLHgJ>srppB!u397lF*rAcaFC=>T9)xbIsz1_|qhM$(eS(>KiscEIuN2
zeU5Imfh5{+g0{xriGJihseI?W>o?4y)}%;(mDT*go5!PcZ*WZ*y+)kK>AFMM_VDR|
zVV$-9<6;TS3g-DIrxqV-678h(H&=huJv+n|u9}3sWWzBcvvt-^M1PYEGpOn533sEf
za%U1~Eo$!{+=*WGH??<PG=9yM(2H15QtG01c81fJ5wY3%u|`yla>w+G`=JZk*idkp
zvCGm2>Xe8jGDHjREym7>aVd{P*WhY|6%#>N5s_+;%FeV_yN104KOx9DDf|i3J1Rrl
z%L5Z_*IH%HiPJi^!?CnR57PCSMlT=cAI<L+3ZO)e>pNKp%Z3gR8iI@T7J|@zNyj7H
zCH;e^=NKbwJ1Y%m{Hvt#h>ojEMK9+`<!cZxDku@}wtwM*JA?~?6RRB9p=-%gsi{PV
zXzSHc1grF=VI%WBzpp^37Khe&xPMA+t<=4zKD05<kc2NqlyqwWQqF*tm(i+qWZ&Bm
zeRuVmhbLtx09J!!o@~WBH+&eGJR#7E{T)W*6x;Nkl02f7BM|wDtin#UF*KF$hyB2O
z=&4EYH$!^@sm;)&^{it<!eIX!KQ~HAAl_;G@V>=mn7zylYgEU0#F2v;{Vm{O`rvIy
zdwJG)V+ACel_|M+WT=CHV7FPsn=$I%ccc4lj&VyFtT!q;yhsS&IsuL#!93RHnKJ%n
ztztt??)Qr4-)a9qh{~V&C|Qc3fKv47Ryua@#CQ2FZO4Z~{R{$lI$9qef8-(bQ?7>f
zZ5YGmgoP)eJ0Xc;C>ytzdey`xHOduQ(*+-c{Ga-veJlP|-Lb^$L4J0}detrA$9H0I
z7XF0XtjPcM9|*)`0rmcdgrS~xr-}2b6i!D5d*M&gO^R-BeSWxIz1qJ21$L-oAF&ZG
zE)sBc+NoJ=Q0Ng(Pdg}zGra+~>xt)6CL|sF46U|bpl8M#q@54|T@~Puq#oErAA$qA
zu4XBb9G-})qa3U*X%qSyue6*vn~}wX&l{JqH^>T8iFw}zuYu+~SUh0)fsE8gisMt{
zgc*m=$0gqZ?N-30Yt%!UX4?ehb$Y+lc=o<L6Drs<)8$xaZe+6eypAM9O<7s->{C>(
zrJKp_(1i|~NZy65D=U#B+q0fWvve_E#??vV1xnxidfGGWC;7Rh$#{vusT&frn?o$H
zEHZd}(d;f?#fDr<^v<UA9-mbTi|@_`-r|rz+3~LbnKw0g26{`>kL{1Go+Y(c2C(a`
zpOx9&7t)!p8D+wnYW{XA@aP2+!}66bjY*C5i}la2XUOw&_?c$vjs7DpuGZt{QCtdh
zuhsh$NtZsD2`u(CT4K>NMzQ9ZFzEFsEz=&%+XbAeD@+YDrXx*x2BFmwAz<O7FfnZ;
zVi*-hMGYt$P8GPa$ZtI2&G{r?|KW{Tl()khiR&o&A1)@zC-vRmEIp$q3Kd$1xJi<O
zUb;ZtpF$8DFdq}2%<3q+Lc~QtkQ6aNAHSdA+`4u{1^Pf+ktFAqqu!&MKM;(Mh42?&
zHj!LyWc!Mk2)=DRx$6FPaa}*iRMeza_Dvc4z-pV6XlHmu2`jd9VyQyiYm(Jc7-NPd
zVhp{bM!>a)rth^I<Cl)@O$UFG`gU2}Y<soFvr+bPe?jPA{0hIwoKR5>*Q=MY+UB|x
zfO`v{%u|&6jW+!Tcc$i_&@4_@oZ8#|)`af71C}901!a)(Nezhit`lX$RfKDpm@Jm}
zDf=*eui5+YnZvIQ1n^e>t8ZovQ`V#y&@5Foeznz@{?Yd6z>X;!#`+&>YMlsYF!no!
z;d??ow-Jvz%{O%!<zsx!4eX6iJjwR!<l{F}K3u(K8|{0m^EP~VAms=$K7l`6*k(`|
zUzt%N?GGAA!x}An83UKuYAyw9_Q);_cq(d4zMxh)L2Jz26bzlI^99{g!@pfR{DIJ=
zRh(8{X#hA0a{ldb>CGt@$0QCxoP@-G&tLHW^<%(sN$9Ax$Zd+l)MRmaZKz22p9d)=
zs>N6F1UH>aSt_n7E_=3V6F3&65PYXEWh|^iZMeU_S9H8^cCO+d1gWwe)CLYCg-xnl
zOax>s1RHBL5ogIcrG>f*V3uyX2DcXW&1T`;GYiB7+z^fk5p>K2KHH#P(jnI#9eNq+
zlab`iQ`hV$v^UcCt9MDnrjOtES5rxd_FHS=bpNg?3rJ_k{B`L&TG=`4{>u~*v8^Jv
zSHq&wv;L(!B{7P{MT|U-X8KCAo_i~KYl`Z7u7+kRwnNV+WBFiA{uj5Je;{m$`9@LX
zFXokll%-ePoyNTB175SNrl!gC*2#R-J4v=@M8MqaD$J%|kKYHQnzg+4BfXdV3S_v~
zzFfbp?_O&W@8U6oQ+$)tN~$OK1C7K4&9U%#HT;sMoA;Uz`O}*RK9MjF4A5W6|CXfB
zvRu~TUvu<Lced3(9GXat-UOI^miWFS;E;>lr?onZuml?4+#wL2)x@=nD&$fOUaVy2
z-6n88j<)=joLl0S6a{q-TabDKLtb?g_|+7+EGvB_AdkPKEf_Abf=KFAFWD}vs6F&r
zx?nw`R%Mj10YR5GJJ^jy(j782t|nawEw3Bi{=pi*SkL~266xg4`p8n<hoAcV?>Mhj
zn%r%?2sJx;3pa&w^+yFVvvkrKxBT!qzSIh3{W6BNo8D`%?*H_CysR=etg=Ns4_6SV
zT!I_`2@iID;^AwaD<^PJ(Q?gKRu8a5a|^%gS(#t5W+j6se2_9eL0@0qtZQRvA;&em
zy{Ira-H7EtIBcB8@`%i_I}!HMSKQ>Ib9C_^MpF_Bwk3gu6ZlFOlpH`H@hANkfzxvO
z{cOIGn<qDZ%3fxLg{-n;g<(ci2CO6VbZVn0drM4XlrML^!Wjp_(J548K{0?y()$*^
zjsqaApK$Ub7SxvH`JPu!a(UgP25gAx3Hy)Nxg*_tFT1y3!r-GE%=&56kTynbzTn$0
zPaRw4PiF#k05gdy2(Wz2#0hE|XMldh5g=-0+#7Mdqd3gXsaf0bg|BzYn;CA(nwI-?
zLf$-A7O&fj&Ogr>)@FhB^-YtQ<q1xWLeuiXQWnE@TT46UP`~Ex%xu@v<n$m~y%$=G
zmFk7V8nE5k4dvx_h2AU6O^r@YCAdXdzL2(E@SF6NE^L`&+t~Jw;3t_m_?ccVFegA3
zw7;?3?Lnz`=C@NX{e0;V)J7;;W!*-l?2;W=Q_v#Hv@~0DX~e@ziQTA-zaZ7xX!J!Q
z=wqY9_{~QPa*j-TO_w&r@d@Q3Y7BF|@g-tXq&=QdZGs-7fMG;`GK4k{tH|J<*y5wC
z40HK`dK&OYv0V+lQp2j#PHjgPT&}FM=E<JDXrA0l=iT`NvOC<)(f5p&d6B_jEMt4|
zrt8!5cl>p{b;}Z@{f2{Hl;{<?F0Ix~nV7HNi;SpUR!8s8Gl4sOd$gZE7x*4?C`4F_
zDGcU|jB3>`KJY^rQ@Rs2xSDUE^(tg4nLYTqUv9)XV)@t>1AK4OK_YfrY-QzX2h}t|
zN6M~rL+M|np7c7X#qKXTRONVk)SQh>zt+Ncg9b1*#&>Il71!lJrfp*gwx6ASvTD;J
zVhXo5=f);OpWWp*Q(ezH8*#56QMqig5KSgqk2Tzi&(Ym2F|G`sIPIO~=^@kp#>~TS
zz~0pC`v^L}n`xELF1FR$k{1#)j#62)o80Lgw1`_5m47{hS=y&nu2`0n_b8*H`nwpK
z<CeWoQ+ckEHMyofmnQjeK^gq?x!x9qdY#v6Lc*LD&%yfDd13qFqE*853aEI$w!>vv
zPi!`q8e4eeGkPCp^2ymojkG@yNRFoJ(h=MpqP@|U+wL;lMlj=(#QRw(yPh?9T*cGl
z7QdIw-l1{{xGI{tE-y)69B%6_KM7d=MK4=_vglkdh~Kw!neLxvU%!V0mJ2g^Q5jdC
zDnN-1AyE^0A$XV7)D!1^WME3!`a#vnWE?&|J>I)}XiO^3C+@ZKQxEw$m@D3meGhA*
z=_l#;qG;b!AU^AJCD*8r=dkyVdaXI-oC_2&>ix9LodG~<j<K1SEVd!FMq2`8ZN3Cw
z^DvnVq%fCWy2=qEJ_cn(GQhOvGwsK;-(KIUedt;8)uw*3HP>ujLbbhDXb^T&@dC@c
zWReCn?pCkSv7p@7KyQ1lPcEDp%hR)}^OR!C0=dgY=Z*-7V|j9IY&YnHaaqJE%!(`x
z%8E`+jZH$ozSYXNj;t%e2{oa%Tlg?C;*$IaLT+&JEE!V!r@{^WZj3<PoC6_do+RjZ
z#8IS-s=2(}6x~HNQ^ZOqd%>Q5dGXNPdQci><ZF~id|o%;J6XZpP%QzjH(T^=AN7W<
zQgDGZWTQMRFsM;U^ieVBVq{NWDpF`_-AsgWhP3d9<4b4~a@_fXvHr=U$MX4BA6$aB
z>YXSn(ageDvs`s382&)$-WA@VlmpTOPDu0SA8Axskd{x4TgF-<GhYb?w+hO^i$#K^
zkI?dF41DpkzC0D2(yFjau=-E|elORHX;Xcu$J$JPTu@Ih^mBrt_dE<{*t3^l6RT8I
zPJdAD_awy)m$?%QW5Z2JY~E^LO~^kYJ40+ad>87=utF!qUlA;~d5V~c#QoV99xKN}
z4Z?~WNT@H~hTec~Z_p2t=01weLD?V6Y2yZtj>T-gfk?fxO4aF0m8Zf$czU*F#&Im|
zx7y`1+S%+C<!^`;GBk9*=Czh#>n<I;-h`{KXZ32$C63E%sK?WQ{YG01?jr-&O8pE~
zf*8DeX)<?_Od2#uI4}_OwbaXN3t$Iuy@-hC7`J|!Wcp((3_A0;K<k_FHv>!SW=o5o
zPW22-d_AvLQdQo_nC#D75VC)Y)kB$KQR@rRLPYrNQCVE<t(|yQuUU5@uQm?Y2+TGQ
zh+vQSc`>)N$WD-?49>so$RpwAI<2GYneyK^`OYG>)H`S=^c4}AucLST+1xvw-uC^)
z2BKqKSTwQwi-mF!V`;f}KC`PR^{0@1Zeo3<_^HHFQ-n@l!G=9t<x7?qS$Be&aFKG`
zCL^{UL`%NCFXcV&CSTTe=8c{>sKY0vX*DsPOVbe@wx{B>NevjTX%#ju6=i>$nBbk7
z7~Ybldn&tK(oN>k7nSO;8yr0Ck0B)Y*i+iptw#_SogLQ2Qa_-Z)2iLBHml42gpx{I
z6yij$qAGq4;zS_*_5tpGoA^2xmd63?CJm^6*w;^*6YWSucRnM~7v!Nkkyh6ll{ZN!
zL)9xznN68VS#oGWuP`jB&~#d|-dRsf;O>{Pq+oKiv=B5XvlPnW+dvbWG`+{3^1KMP
zmKA(icWnk4E@~PTVb^%hpH_w6Jnkf-`nG*Qz*CRJX$JE1Hj!uCC;!S3*|kBvhV{LQ
z&!eGr*lTukEe|tj0kqXR)z_})K+C+iz=S6JS3pY^c^z7^&zY0UU2)M7$U-pNo+m?V
z=Qfi8=9)n<IikN8aG*DFoa$mIQc)SF3X$Xh1%2)sA73Kqlk6VSmQ@y@D%)@N;G@ug
zjJV;}Wq~GB9X3eJVnv_T(cj<O&2b-<Q5g%X2VdszmT5IMPN`3I_0qA}RzXLIhLuyg
zXP`*%lp>;CL8&*Rnub0g#{wYIKlB6h6_<FjOTS#~4&2fsx`-zHGwx?>H@5oDLtT<P
zci%~c!rZ3GWTU(Sr+~D8?Bq)p^W^GN1QIy=kBVYXNt>!s;ef@b1nlcQhQ0LyK2tI3
zK8>=kKqay?O;`-ubwUDV4xFDY!H$k^iNgzT6XNNP+*``ODu+Cqua#w7FguN%SuQuw
znB>ImR#()aNf5S|zF_X1U;F`GH1R0Q7($vI7l0S0k9hYjd`&A3($VpbnxRCBn(XpJ
zQ(Hf6_CYlc;T;~WTV}>U+FZqur?rz>zs`0@$e>={&LU4+r;g&=Pw~oh-gJ52p+8=-
zWM>?bW)?+5w4L8c*3zA<yV?Nj22y#73MEaRs%gm(bCBZd4<ajmzo@V&Wp(|sWL->?
z6sG@*x@{8b+(n7osDCw9MOsd(ZE_5*rL-+&Pa2X~nib+Iu9#3WXZ(CShq}1qkzAB*
zMBYp`1+75n7!h&aym5R?-P^xFg|mKQxAV=_{AAsyd$+8ja>{*3Rr$R$(74uCIi{-L
z5R5Q`9-9p*Zm#XzYL6twq6p@?)*Cbmn>Vc>o||OpJ$5tzrV>Rf?rkj=C+}Pv3H8tR
zi2L&~(T%oof;y8fUzFyo$FS^>EvRjopFkI-oHCK}bS2EOJ@uS<`uhiag9VPKZrTt{
z<~oNHORAgZc660BagCCowGwDO{AHS{DhoSXm}b&d?qZddY)r2lLFb6Z2Si*tyfkR;
z#6AUkxuYjoDqT}gl@_p%*7R2|nS<?H+N=Yl9hx)&cocfCM8}k4(8G+U&C1p4grzQZ
zkG1iDFSWyv=xldo=fU3qVbXIoJKemAHB^sX+J2dvrT;W@@-pS^_kMr($0v5Dmn__Q
z_g5d!qxW?0gh_xbO|U-wPi^XM{79t{DLKoU_-0&2U~@tOUa>()z@bim>ZeO~WkYr9
zSg%l7S}-pV4bGI9h!?}6UA4G8WZ5D=!_tsSaLD0R59(JGdQ1Cdrdu@8BFlNffkJo{
znnEbc@iAKXoU0HgK8tV^-S8QbOXRzHD1Z3qh@{5KFVjblPC$-Z4i>r5g8G-(`UCBe
z=5IhCAw6XO(|5*`AJ=y)&r>T-in;C*_Ogp169oMU6WmquWJex|xm`xC2BcazXLm-Y
zF<wHiDRhiWHipawYV;N8v>K2DM*ZS5&Dx~x%_tg#gd)+5-MD-81(jwTZnSglz4T?q
z2~rxWnv>34cOkts@2g=EizQ*#fg5)(^E&r}n>fz#qGN>$+F5$~FXZ@$rUeya$p%e}
z?Pv*j7Ai}6_eIJ$zCn#XK<^bh(674N_OR@t;PTarX3$k27Q$PR-4-pzG01$@u%y@}
zn=b>gIpz}6OKV_RH^teU#7`N}QK;Y-?J!lra4jjRLcH`MVl;2We&08D(ws%(&|7q?
z=SLZ5X0-cx#K;^Oy4|xB!=?~XC7I0JXUj*7cIrU1u5BqGLL#iuu%*7*Z&9xdDjz!N
z!h7MD?-cIMRiecQ=OJaj<DwbRlW0W|5}ZN}UX~*mlX4z3_0f<iwF;DBotSlW{NadZ
zFv0B9GLd%Y3V{p!Vp2?V5k8F6`X=y;T|J}a4nG4`-^eADY-WME%jLBbr5rcy%B@(>
zZ13hm*}jD5XNDSFuEDWWKq4s2=ck@G&C%n*delO;9ohN?!Du*?4rdrSMyvMP{MD<p
z3#|OdPM1t`dfMIEO84WbJMA>&nvBTUJ^o^CSdVhhoAb&U{q&~IISe7G4ed9DKg$%K
zNRDi5b`0#PVJ!2_CyL~o*fku~rpH5Rn2<;TGm`2J5u}vy6Jg$6Jp(cU)%tI@3Bt%%
zrpE8*-w6>kJbK&|br&I(+({N#g$-n|R;e#_wAr4US(p}}G5%c1-)E>lFLF6Cv-$lf
zJ}#?aVP-kEIL*k^c*E0Eh(~*4p2AK@^DX=UshH|8v~A)pZG|7(=ca;E33l-^E&Z@N
z>G4R(q*;?;`jgMTn)12diQbU^npCvVWOj)=6{n4foeCt`w=jZswjZoJS$vJ1XYv`R
zswv%hYeaABUvFb-&o$&hJ|fhTnDVN$)Z5@j<Nk28Y?1|j*aIyuE$TrT;WMZ`PuI5x
z?HwPrcs!MbOk|HW22O06B!Mt~z1?nvlzj=y=pp2+GVWsW>wd4P?(}6+mb2pAPb)Fj
z?_jFZqpZxX-|bC~%IF#!g(IPlhbxR7)RL)net5yEt%f+X3{y;$UJYYzWUs-7wZ?K<
zAechd=>?E}c-#4QH*Ay?@d;xw(UWf;)3lcqcP1UJKYQoB!{gJWtg^5PmeRPeH=<Q!
zJNzPbD9qRz6U$xYR>t!9gAzfZ3vfmjSk+hwqP5`<bx120X576WztY&c+3@n@_1Xk{
zR@@2mie|RtaiTFTX=shj8|t34@QtS@+uSnMUI#c1AK0&0(Au`lOFA`iMPU@DJ@O&*
zGBz#e;qN<yyh~Q)jHyp0&+XfoZ+Gm3pPMli7%b}SR7;Z$14&cRs;T>Sf@^omb1*)-
z-Xp9!3mK}b;*Tew<eNB+RZubelKXzAI8c}!nP;keUASj~sgzg@p)hVy7giCM1guzG
zkU&ec)k9MxpAw~3>?K0kXJ-ONE3A;<`!F8-cq$9x=Qsf;x{;E)zJb!i%9eA1Tc$tK
zr+9@#pmuXxeUqFsXbW#Cz7Fzv;q2?zqhcLNfs|=5l?1rWoI`E&og8h7EO?2A_38|n
zy7c5F6!9QXbc$iM24L(<;Fj47rF(Pfj!D<zw|40#R}wywCk`q5PQE(kd0+ms42VTV
z9U<)uwoNlKX}9<K8aet7VrHI}5$Ng54#bU0n+of7<eRS;5N}c>wO%-JGQ&lCiUuAQ
zmM_d-8;Fir*Vz~#t6i|Io0(-ZF-;RYed-7bu4S84mqf@0Gj4(W@5jGebfU@BzhgEo
z2YcOk$~>kO#F*+nYpsyUGQ-%+_zaz;hafYB=$L)OOqwl_2CHfI70uCx$Bh3P!uCfT
z^|()~<e2=3l6YhBv+}Kz+O1uiweGGZt3tVnU5wNk%ofIp@YdiFu)*9a1bT3Fuz9wc
z7*8u<sEdPxh=UCf$;RRSXZhsOKPIg8S+nuX(}t~b9}%DQsqleKF24{kMd}e`g!L7j
zpF6nL$f8*nhaHU$tW9IpW`xd_Ux|vb5~Pb#<|!&|rz$hO4F6SO_1vOlDcv`}e&F3r
zb2$%-tpQY(_o6@*TtUuppiREC9KsQ+ROa)GSCSmV@SP+V^El-uTYR(SfZ=LTb%UBL
zhJfCdC^NV{eCC*f>e@w@G0M)U9wKdDkn#a}(kSX1LiHOb%$4i*!otG*&uM@u0iROl
z;k3ptsR4VqDqOSX07*YP?$Y{IkP~V9DeFzXR&ta1Tu;hwgsS@Ef#QwlxHO2n+`B@-
z&U@)M2acXxJSacxm5|wcga!!KlzznemRueCYTxq5E49{)z1_8D^emY%FyO|4=Kbv9
zH#4SRBL{6@6y_J?h3$LlCz=2@(*?@Ois>TE>HT-EmEO%>*BOKRd{u1K6)$15UyoEI
z1ydB>t@|rERSjRMZQyX`ykLAG(rTBo^-DDW;~|iLE391Mqt`sw^i`xB7U16T;9FpR
zO%nTp<+oG7e}v38m`*FJd*y_I6xFRVc#|&{t6|^qi%L^n%@mPLHRC}1#H;Qc6yt%Y
zarzC|N>V&3`oU5K<L>k~ipz44DS?w%)rls$ULOPf(dWfJJ2`+HuB9T=3pE@B=uP8F
z2bV_LE0p+VlI7?5EF4tP@*1aACSKEwnW0Vke82FD{y;Ev&e<+|mmk+HL%}B{Xi)JD
zi?jZ^RQ<k56WXc0Lo(z23R14jDhexze+k#j`0_<o!*CAyXoVddxy>5k{cU9z=D!dL
zYKm&n4zz+Md?^G;kf?cl{{!JH)M2jK6}Ew^n$PLWofxVhs%lx1dxILHB;#$sLp<E|
zym1SB8sF$jQjl7XcasreMcLoGJ9FvHqrsbPFdtG@QDTyIA**Hp-#m)86e6g1Sj!KI
zSjTYT*HXF4d(KIcBTBX9N-p1RgK=}93Mzv~<0?~oH!?;_-HW%=@ht4}L%~V)t;0o@
zy;L$@WUJnkL6z)|jT>dJDLMPnJYJJT+2uEOf|E;}Hiv(LXMxY6)3}fUW7mvCdB00n
z_QE5L=bp-%1DTP`r-=j&XGsHOU*B7#1zk%Pv7GLexcGLS%xM)?cteLtOP?L32xmwQ
zDdzo%)k=eCXz>k>gh)r6n=pf<RiP6LLgOyukNQk~C04<Ey@reK%kf2J8Cfk;@9p1c
z8&FKkt%g8zF-)YTAQ=8=MD<}WUSx&+-K8SP1u(O7gTj?npV;{rhTGOW4Sjs1uUorQ
z*{3JnrsX%;D@v0C5;&lYXjT*;=MpMO`jDY-E8dx4URo(r__*0IkLa|>dd*<?R(ef6
zdD-%pT&sC{!m(u~R@5bbsjqsD1Fg>)Pm^GLB#RcEAm3*wCpZ-PVT0`Op?vy7`9z_D
z^jLcJp0U{}RR|WM%4lh~Q*8RLQG;Tg!%sJF1z2AVA90+#8a#sdy?VpBTM5;rxD+~o
zwjMgMI>o2n$E%?-8S>rj-@3e;>R+6u+jO53!P^4J^F$h@9(to5rkyH5A?gyn>-EYU
zJA6Akvh#g+4ildtUZ!YJ^8sbJlDlv238U?fE24GHBVq8&vy<mshTYqvU>$3Qbqc{+
zPFC69?|vYRgHZx_uHZ08w_^cPAq$<`Pc2P|+wSi4lvWB!_>aXSpYoU8&K19F6nqdd
zU0S}V(*fFXXqoI_d?B+?+D@a#HrHe%^fh{}kx-y*?5gmA6i>J`o$cnu#_I7*sWqX5
z&>F`#IG*aXTh-c1aIcBLIV;THJ;*-{keB>X{N;k2aaY)~lGx;YX4YkN8-E~VwBI#r
z(>@6QJolm0s|l+~R)vB_K5%7hgnQ4D7NN{|z>jj1y185r(2II#XZCYW{2|Z9i|DRw
zZ-9fiUC!OH3q{1T;sVRZ#`8R=W%xDU4?RkY=hmLlDqzBn45EK)_s=HF&4(-2Ol&2#
z@gwu5#hTi0Xa**PJU++FiC&};+x#v0pUQP5aW!UhkZbb!Sb!?G#od$+nFPT{9%HfD
z<XbH|FFiEWZ=nEo$0X~frk_*Qe<p7}&{pLp>Y+(U4w_{W+x!bF>P6!vZ?ebuD!?TO
zD<7Hh(+yu@n91)lO5)XgbLVZ%iyw-75a@T40s`$|kLj=Sg{iV#he8dJIc*uKF5QL<
z>VKmS8Gv-SQm#@y=WuL-oc83~ZBrs|h4OZtKM+z5Jbp=H)wWF*S*1FR@Pw7OrQ$Pf
zK9RbX-FV$IB&;i7rl&2cDXGo%Qk^!!!<0FuVpwm*QM#KSoG2DS^a4ThB@@E2ZGhH+
zykU&yGnjHdB@~4DAn9+U0g}R5aYUVBzG}54xL3DiwE>w~B0jm@x>&G)!vs13C(nfk
z<Y@5y7DcsC!O}$P$tadfwuYHP%vNnl7$K&?MU===W9S2N;(kLtT`KjYZeBi|O*PhC
zaKwtXqzVr2V8_al5=ptJ@cfOMKdV#Qfd_oQ$HBS?x+u0GnVU&Q(ug~g=uCk0ax<l#
zJ#+_^KP!|ixSzLc&BH-@Msq!+jSi->oqaVY6pJ<2IP&n?_}>BnvW(LtpEMBdW?PX4
z(o#ZoC&tt?CiuNV;C)P&pvd{AtzUn2bXO9G<1y6^5S~kvu<-%v5A3C{--X~vL)Yp5
z(AjLEOoGx>^7%;0W4w%JZ_y>K57Q2NGw{cER1o3cV0q|;FM*a8k07EZikcX@6l84w
zRWaxB_CiL)dh>V7{SA4n>8MRaO!>A@`-1o(vhq#G8AgTrQTBx~n9TSl8A0%0tx_<=
zPh~@bN%zS+57kX>b1NZ-`-jmbOgUofFX+j+(xr~o%~yZLctv}Z$n#PYoRUBtg6f84
z;;)DNmm*R*w@nhsXLIgH{U%xTKa_@lnP?*H>HIQIwcB|4S1~|e19npv4LBH7BIBqH
zri!zb0a+f%!6Vmy;di!B!fM0OF$G(+S8!EtL{d@^oME}MOcU+V*y)<{TUUPvRBN}a
zB*95da_DshY6E(YfR5K)^{uur*28F!_FDnw=}(okJ83a}Si|odSSg`;zvk_bEsMYL
zvQV`?48nh6Y1feFDkqSAfH*jF8r7sPx<~vj>#j8OuVM04t>R%#Mn;8HTW(d%5D~HC
zjE_dl=xEhOj5_CaC{pe}bCu$PFawkByk3<Mh?xcJ1kfP2@U!~<)#`<+1qWw#%>vyD
zzAf#V;EV)jH@kq$DKv@S0Q{5fqVbQ2L3uG)d%-BP7?J|7wtQZPhq7RLbd3HUx&GeK
z7w5%ot$HKkDA`s@A#dA5`jn8*fg;g!BKdp|gxhLV;<G*3?8+0DqhLEB79@!Rt5y<O
z$~_7rh@Z(t^p28+=Y8C4!B2cH^!E{XgZEXMqTy|2Rgd?-_)TVkC?Ox^eiPgAkKSuO
z4&m?)U8*ks7P3;UQT?aF;4hRmf$+xPDCTGZOc`y*eN0`(qH}%FDMVM5$O+izCGWEI
z05?LQyKcH??kMFd?iP^fHIm$bJG9x1%sO*o;u0<dm?M%XO*-JeIsTLF^6MOen;HqB
z^elC*eUrviPU@K+PnhJ$^*>40l!E4<j?XQ7;;3m77|R|uh<+(lD!D0Qc^~(i%vpT{
zNi46^h)koV?H6VcbiN80gZ$uZA!8v-y34&$|4oX<UF<MgD|*e?MBu2aIRt53#{v6}
zdX((9(&vT0iQ1mxT@6=og>5xhJtpy-an4JRc*CXk8EwoKtCQoRl_2bZ5}x)z(q#({
z$c4z><x){>A?dh@=dMvsQ9><!{wg4qy2{Rv++iA7`(<OL!Qn=;A*UW3qmE@S2LDU4
zce#o?G2^v}AvlMQ>J+eS9|;TLs(<3Bc*3fAvQt)*$+QT&1!4r^b-5}gmK7VC=_T<6
zqsjl(0K1$^{=wznUEX6C+RVTR-{^#Lcq)6ap#3GidFq$!x+|D+MqVOjNvUz3W#<!&
zOI{Y5ze*I1d);8O&%q8i)h4(za=4{Aa=i7&^5+4>{{tMZ<Sb(lw+s83EaWA8t(r71
zaM(vf%Z0zhmX`O%jH<LrxvE)8Un!DTlw=0Sns=DG{WwF)|Cef}_`SGI;>3i8QA@p9
zZcn23kaGUIZ#(YgZn}*QBv44LXW1kzc?4csUR${eF8Gbm-vr=fwXDFZQ-bEEU7Fpu
z=oC}h^IsWpD-KC0cn8nwrm2ov$O9(?gfiO#g{^)o@J}sDrNUT*9m%mr&H|Ic;Vtd4
zQcK36?g^2Deq(p9ev^svLAVMc#ARz~r4Y=hh0aq$vBg6FSEChkF0msJZAK$sw=<F|
ztMt@aNZl(XdyW02WBx?NKF9>$CVJ3WU<s)L_fzUS*Svp{gD!PkfdwT0o=DiZKWN7?
z&pTrk5d=0|BG*d(2OEq(S?d;a17q1dCEj|I;k^wm?~P^l1R?!XJ*kR3i5JR2Ro*%5
znI&XA8l<uk<5j>b$36eij{r_)-lW-*V^fZ+k|)t%McStyM#}sXh_v?9@r5KhbZ-eo
zh!%IX#>eU>u>r;WbE|U{?2{sFZvzghO0eoEkUp&uuMyZR_b++uTo&|YC7wQh^#_8G
zhN;WY43YnZkd?td5K^h;Qtu<$uczP*IIA;gaHEEB)wa=xcx5%%LNXqPskd7XOI1L<
zu(9nqH`~YaUvm4Do(_jmnmovoEaIucD!d$#E?=-e4I_Rci#?D0#6>TCn3}x9969vS
znkWU|qTZRn;4f8492_7B@}D~df;f1&c4L87fWd8H0q9dl#w*9+{3y@YS4gGZoG~&6
zoq?iHGO;y>BKGvn8l~ThzP8}tUNEbmU~xP_?z7nZX2sv9C~5zdeeiC1d(z$n<%GJ8
zVk2W+O(19P-gS&}6KZjD8z=nttFJEBMRk?wF4EVfy7z5AuBRnFra&|I4)u0PN?0nl
z46#4nKHS*QimjIh>^Kya^Gfp)q@PwtRk|6-_TUy-ZP(u^QiN9<rrX8Bgfzz3TdTpX
zGbX)#_C7Mh1k8(nuXvXv=b<{BdmF8fm5t&LSJqR&6@N%cr1d}Es{Fu6`2!=nB+Wcm
z<&|Lyu0l^!bCURK+ie}JJJ@t%W$us^m5U&)ZK~?F@E~{+micZ;q0Cg~<AKqbY1i__
zLoRpy&(o+opC@qzk`IMnidu$6zWvANmH&V0DvM=AYD#U%PHlTHFCZ%JqHZ^ovP*dl
z?l;inJ(ZM8ng#=sgo^gkw2Qu5msWKsPXSlZOA5Yb_9kN!CD&|PswgKJQ6L@k;2AIw
zg$|Ni8<TRsw+R)$WWfu>_YaE*{I91C|A%QK5cS~i8yqS0ZG5D(_AK5?z)D&4Ouu`v
ze2U+6IS2iEa~{{EL2B{y38!%_;^x!GZA_B7LhPO;RZGQ(E_sAfju$uyy`6hpon6@Z
zMAJXW&n}Btat&s!UTqY%>ZbUaHJVMV7Y8rv(R)kp>NWjuf(HDjl<{BCdKTt4=OveO
z1-PE~aYhMuYPyL$i>k;j=e`Ba8ZrbwVsuK*>!!FuTbo}%sKqVb8F9}y33iq~zE<XH
zcIf?cO>S0y7UtheO;M&Al`<-bKy-VmLDU~k$$69@-FW253QBV}@R5tb(RmhD^p_s~
z^H&USyqwQ8KeUW5>^$2FhcVMwK=wCd)}HCwxtiw%jU7!Hr%Lt`N+6CHQ~k^q9`*A4
z%<`VeYBbSHDk4h2i+(dT90Syp^m2O^dHM4#9!UvvLLOvN_ciXk4QcoXx8Y-Nr2`LP
zs?XTfCI1qz;Qt;l;(x1qOdLGYcfrkS7n=O`KdA{y!3baeKo}~xsflJe$^6h^O{%CF
zd!%Yt=D=LlOiWIOB_`NTTKY7WpJg{1Ft>($&vL`KAIEX!6NVZ*cJA;o7#p8q%NoOx
z{2q!e`h*f6NfZbFKV;we?--J5*8v7^OMA-p*^!V8_tPp5?~y7d>PAEdvs{Ut56@U8
z2tB@)%PM_T&&+HvGu7QojpusFOrkc#;Mx}6HNy09i{s8BlZ_v%)f!2nA=5dq3W&A;
z@9^{g!LvvNu`;O7vX+XlRx6UO>%_=?p%R8teo%$SAmTHSSG2j<SjLhzw$!s@#?486
zb^8W!LuqQT2L%NTvk}c|Do$hC#@4H264xXo`!2oX>Bpg6_U3Onhu^${6eI~<RsNe<
zKK@~~d)(0snby#^S*gtX0u#i-G6_vOzGRY67Y9vE;JNcZg9c|%$mu0sxQ<3&LzTnk
zcbkg<_ela+_EGhmjah!Bamu8@a8DiCPpg~G>mgnd=lUsvSImU&@Nh{<&Zy_`37*Lm
zn%xF(p9vxf32mc)do2GyJ%%t3$5xLNy#`=&(Mf@}mAq8O9<^}kJF9N;I{P3l4pO_@
zJYh7yErWN`@DZg*xD?^!aq*?GP2xbj;o6R>bH$f7&*i~2Wo4ra%t-c%*Nz4jA@jDF
z5n~PxX7a?s^>Z;x)A;2K&%!DK{wH)uq^j-IGv>)tQN5+5NgY6sxZgOi!tNax0--<1
z@p5^}%3fC+E<UE5AM0P5ip_FKpaCKoIbD>!SmKO3-nC(Z1p8#iE6~YH3=5ZKux;%(
zcg{ijOFWB9@(PNg#uP~--@(ucVkYor^8Rhbvn<OiVis1D)93~m5^~m+gpzl*7z@Mf
zqF*4V!10a;XgS{Kn1X0cf>Mqh^`ygeaf$==tbPPq0wMnzpa<?MqKoSK!}(wq?ZV-b
zTq8n$BbsKhu{{rNN5N<@h%K;M82vvDt$(aX{u?i%dUCG*p$tcsV-`;lv~c=ZZz=EV
zn0-p1%y~xIFX93>R%k$tp}Ey!P^mHU?8L2`3S339z*Zy#|G=um`?FgZg^+vH=Puub
zduRa=XGv4_rKChff)$y;Wy6n#uWMO=dba=nA1ePgL5T{g3BMwKSg$<;8DKu6$=0vS
zib`o#ic*&Q&g!CQ>#j4y^ToyXyXQIb8pJFKuHCm!7*?8%c;c@sC_S0LvBw!46Gqcj
z#FA<-vvcqh+o0Ux&FmriLGk;w5h&@mwDA>ayxYIMFi9bfqVY{>_X0Q3p}e4i3DUdu
zk=B8f7yNj&Q+8oU6%{0VHqH8y-RZ4lL4K<1q%CRVbp-We_9P_hvij28F)f1J5slyB
zgX>T(=}Gs7bK&Ex@sU8LfuW|7ap#O>eVm9K!i3g5zf7myvdMpc4gBB0+<y(P0cv68
zk>WbtYi+tEOGeN!j{5Rc-VLLh+-q1C#bhXSbi$xCJ3BWDKB08n!-km`54EwL(^sq^
zr?mVc%s@V8z(@?w$?dY}E*HRZ(;)IS^K-p8v@jLR0272+y_&Bz4sYhl@@^_4!TlPi
z@jnKmZy#0$qV?O}@mz+?b8<f!%$gd1jrJd10~z-;*Jr%&E8iW&Yel9@Hr3JK9rHrJ
zUtQyDVyTol`}8kAvxma39;d3zQSYs5D=bd|);%%VIpI%SXGK*cBt?H8oc}k8WJaCe
z&nGGlYMeHPEc2mf)@Tyq5TYZ^aYV3#&1}_0AjHB|yN)#9FylbkIp=Gv2jw8#i;~SZ
z*p`2DQeIX0X=!cGl)lYk_zQ<$Qy<GZe+Wu{L&Xrq{wZnn&&PKEg)fZ%P!UuXVqv0-
zBFs|T(F8B)@So(ntTsXop~8YI6LP*fsYfSjk-JZ$@C!&?yn`I3b>uDQe-<0@Jyrj)
zW&da_@8t-q6K%7zvgVfwcdydLHSc)+TIS*5r|nVOB*<UT$g=*&%?b#+mA3W#%|h^u
z4RLx4)yJK4KA2eI`&u&mhk$%qb8;y<T$=Go^;6Bb5+a-9cjoK+8M#M#A*izumeY(y
zZLYfQrKuq&2NSIkf@_&&dd|Z#S66UOr)O-4fv_N`o#Ch1=R?3{=8lO5Gfe8QZJPfk
z9&P6^&*UWqFH##`*Dm-+<azY?m6cyW%FQ_T`{T@9HNhqAo+*K#;jz$e2J%@G8Wu-k
zsz8EQ4tjo4dl-CIJla&(a{=IlX{P!&wa(ipw|x#!%TxCKm_cuO1GspKSD+x?^PCs|
z16KL}*KaFH0%-SluDphH{}Z*(2`ROj%db`RU%kcpa=COEQ{^=*{1z#3x;{d75h-GD
zjfDWNOWNcmkxtHjk>*1nwJ#MpPB(;`dbT*s-PX8X4$LiGg5kSbVObW!zvr#2|Lx~w
z*nhqMMF86twh|KDFJ6%TeN*mVwf$B?QZXznq)S3ws!Kxr!#|Z)1fIYM3oEY1!FwX1
zF%uT{XFUir<y%Sv6qV!a3R)sO)^Fci#lt+GqPRS{m0Djs(BsCpmfb8UGCe=#=Sy1I
z6e>i@BMTJ%$w`~R)6J9{Q(-dWX#fZIg+wok2~J9lLe+JjR%P4hYE3^o9Obar#gct{
z>K<J$Y$N0CDJS|wqNAWo;`ea;R^qLH_$ToXba;*-qY@odFP?Oe;^01emiwuLR20uK
zN!;=U826do6V;9oY#eN=7hpWpM?l%YXGsdw)wrm<5BIU7zRdmpjpvvp_NR1!;6Mu?
zSu-YEG3FE(#+(e{1|?mj5q$9>ST8MJn@A8XJ2<J~YsXn!G5QWxuZqJ0TvSK3zSK6o
zxw3V)pVGPYBAziW^S`O-@{0ZleTw$14#Vz)S;9K$cENe1nSn19?+*lfjuqdmeX(iy
zZ)HdVjhX@|1o-i<TL}@i|FIeHPdosO07$ZxkYq5npJN4Q^jUq?H8g%+Lr-)7IU-e5
zjn;`KsOKBWAfS|-QM}ltPB2y$e`0Pu7wQs0<*ej0B6^^{XLH<YpfhLLN--}_X(EX*
z^M-x@jNUn`(}0PQY0tc@Bp$BJF|f2n7Ase;fCp$3&=0;Spbv=$rD<yb)Ss>>kl{;&
zb*d=di~?OTq^JN^&Aty96samkfAH-qv15ES@#k-aM?fi=h!5CEu8R4R{2{m+a~kT#
zYy}U`P_tDOLmDKx@f=eM;4jj}Q68T27yDhrWG3n2)$e*93KbQq&<H==X7JAq<^n3>
z#{FHmD(T^!($60K$%*&xM}7OEKUk;Ag@rZ$?hF82#6K{^A<}XOGOV&yL}f+rD!hU}
zpw1t42cX8BR1v&N8lw+)Q#5d-Q9i--0vV#>oKv{t@n%#yEay-Hb8=D)vjdaV5!6v~
ztsIlojm5h;Q^iq&0XBf&*}?pDQTZK4MXQpWcC4tz3Q3Bj@}Jt(Us%o=(Bbuc8iO>v
z3M`QLmp>|toObAV9pGKwhq4{1C=aC+@ZSIxwJT2arf?@Bv1$C%AC%xX#z5t`uH1OI
zQiC~Q;KjC6k!?+#?)X^IaE1-5h>G;3vTA`T<oPwB{yOORLG1!fO4O#erj3BtE7+9r
z%{MqQ4MlflIZSeD+|aJp3azXC%Y;D2vOtsiga_7kbGF(Lsa2BV<RUzzVBRq!q>ct(
z0*g7O@O$*3Rv%s0g9wr?cC0&1$+%MR!_?v!PCJHvFrF%>?PF9-VpTvqgju|Y_Hq9g
zF<cfE!h!#(wm+0$`^1oAIfsZELHE_lUHt`Jq9u0rLw%!<huCt$^XAm!fYSMM#IIs=
z!gDRjitHa+4dG0MZyUI%a#2~71j<sseRwx3s?qO1xTv;t07ENTsHTdfa)4^sfVM+v
zN)~q+tJ}%hU1`<JA9L4D#sh*c)++%SS{d1EK^KOjzqAUSvw>AT7rus42(Yl1fw?|m
zWa;%_;dOK4+pbSd{fOZ*J$wuyJ*c3ofd-W;JT@OVpaI$l1B+s!BgupuNB2pC!mH}I
zjX!m54Dhh}Hdq+%8Nfw^5uRf@6C|vlU4dQ}06G-|pgRC+3=hQE@b}=SNH;1;MvdxH
z0gQ~sk~3iuz^Dm~<<!+U*nf`Os{a`D6$4+;wf}p&6Tsj>_xJjxpHYPelhLM109X%p
zp?dTR=tZRBe}fxJU_pn+1DeYv6}b#GG$3Qby7`VKL}RgAxK*f0#61IERb4}rg(4`7
z>}RbYc{`_!Y7RfE-s4k>pE2^<8r_A=<zsbQ)n|k#tWb0TSyt{yVHW#`I5~CdGM7S!
z-U|l6z@j88Y^`a^P5m}UI<`q(ZB>%zL;}9w5rX&KHVJ5$4l{tWyg5{XxQ?({jC`sh
zqvA1q)?Hpzi9hE(aVsT_-u(76QM`@_YDhk?^5-^Y%L%hXr^8dl$fxN;I8%Q?3Up6A
zaR7K75rL$*&jdA8=1>{JsDm*kdIO16CB)6~9sxJla<bQQA_BGn6pG?nUNJBfJ>h03
zBFmBlj>PcBB!M;n)CXX&q2KudZLb+$0Tlg31Z@hpzv}N9)(!zr6?-O2EP}eq1(>v*
za~@`G?Ej~IN`>FwaYi{0ry+mRzdr2fuyNRbBr%|}fRZ*FD_9(<0{K6CWQi@_?W*yV
zjB)`Rmc!hk@5|W{wZ`@|-*Vd~ov>{CMoQ?C3%Qq88?H2{etRx)c&023xf!DA!miaj
z9FbX;p3nl!nA!=M8_SS|qhC*j-L?pJWZ;*)FqTH{({&4b5%x@KH|#|;^{LpiW6>uH
z4#8xUwAhl^f}{R{&kAguxfPx~&jDi@FswcSpnUr^4qWt7k{e5bo)JY=@zcigT%d-!
z5ja}{ife_VM3UQ!J(qbPsUG*rQ$;Sq&j39m0x^%$8bwt}&ns#a{S$W#-bN$i|6=Pc
z!`gm=c3~WfQ?xjx6o=w&rMLzH!Apy~1*Zfp6nD2`fgmmJUc5kYclY2<-}L`H@43#0
z^X+$KZFY9Ed+*NdJ)EZW#2d~L#iyUyLNHoru{D>^gMd0B^1OKl-~Rn?Mv>UKY+n#*
z4EQC90JQQmk*Sw(^O8vncnbm$tr2`q#lp%*mc*uD!Ag6>kxdhH0a9Mbuzit>(*_C*
z(DH=ygxBCrlFx$ce`_oiKaxyI4Z8WE)KItM|K@sDVT5vBd8qs%$5!y1Q}oqP_<6LG
z`%eCS<0E;;E}g&_{KYLd1oKf}YENt3AFubhxfalEb2?+xJmxyQNf(!R_~Faq=3JdS
zB5p(T85JA&YGanKLWo0PwC{4_i@xD@@RV23`z{l(WMRG0?)QXw{;$j_VLv@h#IdeP
z--`G#Rh7Rz6u9MtJS&&nvP83%#Hy$%baH~X;g0XZYal^Bv3GBw7eM^vDaMN8f{XWH
zE4ZWI&ypHh<pb1-X#gBsDkvkeZ&Lg2yC~nS$?w-3vupKv|LQ_R$p06K3Ft?<H@3EP
z_X&WY)k1eCI7igZFwq=_sC6y-mEYS<tVn@d_7X_Kfh5kSKh3feTzrC0GUCoyV+>rJ
ztBg+v>%BQ31C<oM^Kl}N*iHu)thYJZN5`?p1}kk7N%4Zo&Hl@LIZDS^5Z>d#y{31W
zr6SI4MQ*kFfkmfVn>(-|NPh7n=@b$HTuuGCcQ?%nKC_7($%D`-je`yyI$amSoPBPr
z&}9<!j9=2jLYjpb9_GhHZMdc=NHZ28?M_h-cj!SB3vDk-jhTuq>d)FKf7@>p86ob7
z4{QDF^IOpZ^r1BUj{j=XQRw<$WBeX6C?JLQUlL}>ycI%u^iDRVbgrrJ&rgr(QY*xZ
zV`~Rd?;QOEHMfn;l&lx|XN1*Of^>DMuS3WB_w?UdOK>T^eIdGu2<h4D<8mpUuGYuR
z#e2~BgY7HXbP0b&S87DsvB&<Z@@)L8!+M>tH3S9n9b3U#>ufBmJ5<T+MNpdlSeLQP
zV=`i35Y3~S*_J#`{jWg(M13Z>MPv_FvBiZ%!2Gd&z5S@7UUTfORp#~i+m`k>$-+Ns
zLYSufhzq2GVTg$!i|F~Ya;elbfKnU5r1xg(*|vQJf(iUYWSL#$j&x{SLN_f_^y8VV
zIW{QgzXX64M$(ipA}Rs!kpw@bBQVjfgw8c*<s+sMqKp)VQ^#P<BcV;%{=P%j)8M#2
zLizc>pK(_^5}9vVr7*e8H+Sx8PSmr0tb0-<fo9p|`j+~X43+rt{71MQk#(6=IGSPq
z*QM24?EkE}{~c@oUna%Zh@%I9i0J>IRs;+~MkWCQUgk$cU?HV-hXX)}9a9yvj))(D
zX3fW|h)88f-bcKh$WJF+!17^<9z|)ZS~xfb+4?%*h(NQu3I+>$`v;JlN2gQ&)EoHB
zTeU1_&l_;&sc3FCSf7>=f2kCHNRiSpfjQlLJ0T9}YiS};+b1!zto230;i;?ySIJ-`
z*9cQNAWM`NQ~>`X8OR=uc6xoXwN?80#D>j6RyaYQpO=rowTOlJ_5Yy!&<}X=njh|)
z0M67Uh-H!jOI}lkL>emys~{jBu?)Q=K^h%EfX8mvsJtN7s`epFv*2koBK0(^H*yFd
zAj8HQKF2~^LLcFdgrTVt^*R@c)lV7gbqr>>T2(b0RzWP<SvS_}Ok|#r4<*H@BUpWV
zOmZZ03t0L2KKY0*88m<@8ljvJ*PYBXsTvW{hyVXn^?z(d|Fg>g7_sQX{~en`KhPsU
ztSsVO&&Yxh)H!V)?Ogy%OgNz|R<R~C7JV83QxcmcQzev|1RzYyM2Z^oE#Uifm&u|-
zUBioDR@U6N&-L#xTcN(bIO0y#rub#fMUyG_#A9x-<1L!cVbB$wtno!(5QgExj8#i2
z>BO0Zc#UhcQ**)c1&-y{n9yCHw}DTuD+}ru#jP_S<+@M|om@|{9E>^X=_b)dI|-Jm
zr_Vw2_Wf|OXK&Eu9keBOSglj770a-IQ*aiX@3foj%u%248yh)S@^db9#Of{Q3#?UC
z_woJ9X_%_W)Ek0*Qcv30+7_1&XU99N_kOdL0+bTuzOW(-*$=8_ebV5}xUy(Wzp=-~
zv9m~M_uLxPT+Q*f6ANaSre6i8%TXsXl)d)y_E~EezA-B*V$C)p-X|pP&LM(5hg+Ek
ze#$9H-!Ase+MG>SU1qhAU>Vyb?S@;lkEphIx-Q?doUfTzLT_2k5O_3qj7_7<m#C9O
zoo<%RSA<60I3UefdfyPiT9Dp|ATxwTO?bTjox%OMEs+%i<-i-<`#v1!vesNsTM<cd
z$#}P|2(F8L4*QFg1+9sn+J4N79wo~2t}Ns)icKSucX{G17B$q^ihVEg9Is);SUUWU
z1nV59L`p?ZqwK@_lWTFT(%cdxF!9M1T9<G<ENi$^FoZQKPYx8->RdGlc=p!v$C-15
zcnK5Ohf0(umJatIEq_32b^})=Lcc?H+43el=zXUYE{1&dY1H+0$__b;t53CTO426a
zyh_4ITwjm5O}kLSgZ!3sdMl@8Y||&Sv{OVjG5yMf%iBhaGx!A_`~e#A4Vz@18k!pB
z#U*vNN(_Q3aky!`s?D!3%h(mtnCyGE?kg7O$V89j(0vQOmWH0KZJ~y?HdZ|{YiHSt
zNvOpfOEgzh95XT|k6f8d@Xivvd*4^rlDuqaT4(F~LH8iTN^;vN{GM^?cstzDjQLme
z8QfrPBIP3`V}nuSQIlD(?$&mT85`#|1NfqtLjnp%jrvl@Iw>fHjUrX4bG<*cV~Vm;
zz(#R$8daHo%WdwdOz^m^6RR>u+5J%(A`Y!XD899^YZ2Vp=Sr~BY*)LI>tuiesnlUB
zLl028^tdq_7|>oUYY@g83x7Yp)(kYT9h?`{uULDBqTshx;V)`uRNabWCo3~|k=!x4
z&Ft~zw?UaahPXsHB@*L^WBj560g~Sm=2b*Hv}%5ZK%fJ95iwR1KTG|P*l$5A{eEv#
zLoY_ks|B)4BI?uI&JwnpY=t2=D$>E|R{hO!aUE=FGtA|-$H_P#Ueez4$>uK-8Di+3
zbKl%BW_|izc*hwOsc2%mH?K`)N;DvnIr0`?V%Y3U&~VIg2koe9HTd`_-`?IVqb~}1
znwhM9`_QI*oV=k0@6!IkLXSO^x>hGadq{ub-FYMbw!7EDdaCEwp&q!;B;aylLgZY^
zQ!MKw-DT`D;rO@F_>m?Oep#tp5r<VpYs#(XP@_le&uYO7Lzj`sc3p|)wyd<koHSMR
znKu(Y&H{y+gl>)8i2sM0q!P-?@z^%DFW9wRl{Qp*Ej#FtXCDV=Vb|wHzlKr4WlDCG
zYx9bC*vCRK<_3_<pdzM2JDYfch@?tci^~3}rlf<1#?vQlJO*gMj^GVZ^cky$V`hvh
zQlH>0l%<bc?~!cs<6t$!7N{OS8Qag<*0ai>;aI$x_%#M*q8lLA<79hSAdiUWw{;e~
zpG?rjDclom@76X!a(!?j@|IHl_O|3aYK^e@0sJ*n!XcLKwn*C}W->4F!n;4$T6?j0
zGk(oHI^a5~bLa?F!KR*{+)yQ~`hCoVD1xpl@r@~bCoWl{HD>gaX*Fo&@S}=TbY*<S
z&YSF?HEQcSMO@p2UAdQ$esv3+y0&4%PDNnu_*Q6Jc8b9Z|0H)LFGOJGrOgbrewryt
z<>Svq7CM7fb+N)ujMd6rrtXUyEy*kMvL2=p+f;?-jsuP^aJ})u+Hse^NEmGe1IoIN
zRPYv8T-16=Yz&_DX%A%ws$%njyJk(lhxfqKKh55GshSCpV&Gnj;Kp_Zs-K@`T>;Iz
zFJ)EHRK<%e6(Paf4BC7O`yiU*iDSfarPB&ta>@ULOds6_!?!(j7u8VbwO4R*K^@hq
zV4Bo@n<cpX7wLc`OCNaPhJhCmXuJPoas~tMxaqkGh?g*!UEvE+t?+$CqsFXeVA-}}
zQvpZuRk#^|JAE_eHqz}UX0`V?H!J#14UN11#d>+giI-2ga3D(d>*QDM%MEo6RW_kT
z$am{oXnI;{Nu0#5E7U<>;l{RhF$kAY`moPu1lXMqG6n>BF85ow3yiECYd2h`Aci?1
zPaVWMw%Fw2K=31ew@u_B3u3FFr8HRTAyr&goZzSYgV;zx=gVeseV<NU1zo$uo$G=_
z-D(J#<sZrz-wIr-@ljXHaCe&v#?H!*9T8=6+5kBasl}VGtn1ETr!fV*>DK*mLtons
zdU9aYE++RX+j{cPx-e2<sY$&r05!b6(2V?r&VgM|CVNi0h)f!ntyA<0H)>22&+E#>
zsYP+-I)B5lQB<*Mf-x35MhV-l=j!pM*!0`Hv2=~8k0IBm!#*+j1e9@7Kc25Jr+-po
zcbyOzNI%5IXXVc1mUdt^_#5VxeY%3VJ-Gvt-+4_1p1O|r@l0Np>@Flut%kO$?HDxn
zC~z7=M6@nv%rJiZMdF=^{I=(u|Kg0v@W81@a{112q%?5Z*6{AY1{%OqRENiPcFIW+
zb@is0XVUyh=T@S5sf~?eO||Ey02-N#VTmMv%dW~Op`0f4tMtCYpTMR~PFsCK1Qzhz
ztft$SRbN81zG{F7+_tiZboR<12lhydXrev!71cDssCIS!OBn%1x(NfpFVKzR+ehG&
z+O6F}2j_{wfUE+i-oUv}KD*3cq-<n_SMSwfbF6x%Z}OAIwTA6ugPFm2;J)nYXqjL!
z%IKBuU!+L`q9w0K#QXa%T0WU@6ZZ2JIslfK4#Aif<v`~G^j}Z=FvIo%JCar#xuws)
zHab!+(2dlu4g#N>6ZF@{JPQ3?C-9${Hwv=wq5pF9*Ff-kCSE1T$qF5YF~F?*Prn}d
zPfTj8o~c4kS?@F9zG_31;YLEGNDtJ-0`GnvBWUBYZ5$TAOOdRK4BnRh%c1YrAZxIC
zulIQ6I#fbCa?tRc@aG(Itu6I1<X`;AU6(rSo={8(34!ctQTA=3l=%Bhx}Dw@KU;8@
zbYLRpLM<sE>tZ@~OiM`{%VYZET}tZa^A+I+$&=izM9cY7rXj^XqSbT_8ZT!2Qi?G|
zs41U`N$5AkTnR>~aYK24S}Nr9iAiQU9=T5A*#c^Qmm3ia*gX5+44tz=rfiT4)@*H@
z%r+1r9rtosuHucO@>u(9gCV-y2Z(L~LUBJ6in<<vbWOvQ`t?JJU-8MM+$;E;r?zem
z=%T(9Ie?gXPSn>s7W7(A+kri_@S2mOeTT&H8h{Pvg4HST*XRU_&$i3Abw57IR|W>x
z|17D5ZJ5r5{7Hhoy?icT1*&WD+owwpR3uXD3MbX<t-)a;_95nX756ccZTj0ysVWI;
zZ&403_n$=7uluS0BF!Yn7fn#Qeh=t(a1mMZDDwUimAaJNF9NwqMp@z-=8B#C9sgT!
zLh&zBxmJym&8WTT+$Q2BEwoA<O0&KAv>(u-4faoA#IKh+Nh(pwzx<0dT`xwruk1^5
z;G%`{3Gw0pd;$p|LKM+Ke0DnB)@`ruE9Xp`K*^CRU}5h+ma%M<1qo*(-UQij_YM0}
zDyWNPru^52hrS)yp%CgIZvUF%+Ds$hrb3-na>vmJ;Z<;`WhN1#cd=_w*BxU^IcUR1
zHO!&D?K~E7`W!!hU*Sx#zf(7~EMZw*o>E=;Rbh~^de<Xco9oprGm}dvange%dv$}7
zP2zB*@5OT*%ysWcay(^m^=3f#OGcZc#88^CcZP}vaa$82ybej}av}HvGI;tt1+Drt
zvpJ{A)qTtW%|2LM;+f?oRe)<~?4kq&KJn&^Di|iXCZk{(L*OdvVNTK;QpI7)HWg>m
zr(*~hxfCN4ly<|_xXcJ$I`SbxAXiiso0%*sZ>d?f2mTwzgir54#*ZYEW6LR<Hv>Sr
zLVM2DKW<06Y`*^zO-nwx7w<br68Nl~9+UK_*mO{0`g?0w{xHc(d=b>V^^a|Ngyu#6
zWkjuiYIWUer_@E#wXJXb*pY{A%dfGB#KiOh=CpMS<NP1=j`WiIWXrO4-}B<yW0HRD
z+Pk{`aNS7^aBVT$Kb!S%V(!T>0bg}bqgukuWT{<JvdY!Tbz6GSb@<H6q9<z7XpPp*
z7C%=LC%)Hc+Tz&mTCE;cUtZcoe+N>f^cc9_(j<CvEp5@z&v4oMco#9Yf3D#n(kHQB
zy^qpkMq5Yz?3&L(#(3~2>MxQibpPCLDaIbiv(wDK;Qyy9SB5S}Co3h=&_|PC6miB#
zT#BZ$AjHgADRCf6xBcL%88A7C&vpXUSjh9jZwMNzrPZE;Hc_udPbsv4t;=<pv-gao
z&am5yCJh{(+lUd~|CVQZHNxAr?3IK0<!Qq<1gx)Ut{lP9;a2=1M2}YzF!z2oF|QCB
z(aN7Atk9n#C0k=LZ*(AN;KOgd!~=b+iaFDwoAIG!F;*C{#G%tn6J*kYg^ZB;_<b>2
zjZ-1iHSd_A6*l+U1BX{WC7}twUb`9biXFIo|1r8x{V}ImfG{S92-g(B)>hWb(|0^a
zI^nW0rsG1{>|JV0hjxshWDFA;1T6NtXS9h}SCpr~^0UVh6wKo`N}pfMiDC<-LKMrv
zhU-3AWypfY`U|3cq7(5??nDJgM!8+IUt0H%x7-z2k%+SL`as&E>YW%giV9a#XM2Ze
z(Ze<-1eb}6gQA;B+4rvxV#a55TQJh+o->kcsK}p4`|tmi?dKd&jTM+qFRZ;2=67VK
zbI?vy)JGOB@_O~4`~W_PF>c7<%D!ba-{1QoHKX%-LKk$r=g6FQ3T;s9=RCXN+%dAQ
z;F%X#Y7ROkGk2b!s@=`I7I~KJZQidSHO(`t!*gf+h|Ye7#x17CvV^*WsT1C$x5w2W
zazaj~BA|N89pAgG^cQJWF4v0bz%{xmzM)E%!JW9U+*`N^fy@09YiKf+Wl(z$Mybx-
zMZA_a*`6n@OPgM@F4HP#ZZs4WRmiM%Y3#Bk)klc=4(A1qZ(R-5#CG^(+I|cIsTX#|
z+C|hf&mD4By|6l3ekD9iliZ<3)#NhdlFJm+s3mA?#jAIhnUhU!*dM!|p1mmDd4VO3
z%I<uZ6VM>}E%uOwO0Lnpc=2A&Y`)AbS{ljcEz07uZ9_~_1)Vo=q<TeaXXLi@Si4d{
z6`c@e!QZg~GH!SVxNBaLpQ^Y`x^@-KDBb@l{fBJo!5A}?-JdPK0TBF1)IoA>Gd0tR
zE~4&SKkQyV%^zcb*|y}4&xpOUTeOXP%vtkdPUvWKjIPeGE2ZJ3t6E+DJD#AlE**;q
zJ#&ui%IFn!3eC=bqe_AHA#*y;BxwrmC{vQo?Xfzvz$W4M(^3kg)DMK(TktU*LXuxz
zcge&tfoNG!ks*xuDOmKY7tw#TI0u(M@FT&9j@}b$_b0fX2XFYm(xfL7f;5+oiaK?8
zR)zv!^@$TIQ)PDt+6)ero~T-&^9lkuX@FY{eeZ&DFn~VCp~AE*5(7-QT5%%bI-+@0
z2|@4QEt$FF;%@8o0jZi_I4_l$TIJ``_R_>@xjAc7Sz(tVm0)arLVx$iXN%q%&gKzQ
zIu!JNDJR?j+9ycMCXAYot!@nm;H|Rd9ggGp#c6LZz6gve9hjFUkm7&2#^QP!2kleN
zr2Rz_<hpALbA__X*hUCzE>jW_LrBm7FG2|As1esaSb+!wON6kr5aRxZ@xLG663To)
z>!yj5&X4$niY*}zB$4kyM<Zrq#-@-y2=~y$1QW5L!qR2XfY=d1NC3DdKpM^>^hypt
zT80!2%O&~`Z+=ndqD5-G%|o&?fjvzW^X(u$=JHN?Kl@rWj~>N-GQ_@SiA$X}8mCFz
zM4pmtOu?$wu+uHDvV@k4!c4i14>+}v{e7vOsBd+yWqtqnA?w7IXG#~x;srrj+^o7}
zfrr(@^kZ_O5=9V3HOoELh9jBne36}PfIH~aEB339p?iM6V*^Ioy4~u=E^hMa#%2BJ
zq=uy5y|w-1)o4RAO!t}y`KPDW&uYyNgNoc-7t3HZJD|$v0-G-8^kHe33#kUCS=Q6=
z*uhooTj=^^q=#c3gDDa!TnAP944BENE=}i?UTxo~u6#I2ism56yittnl#v|9jO|h3
zK3UB6YbMm2RN72>+vX<pGgf!FtNYZHrD=0BA?l~-RoAAw`#d49{Gr*NK0lJtMEBCc
z)FE)+XTxm(T0KiLceZWe{J27JgIx4WZ)(;|`aZ353&@*3d3nm4y6@SU?<69AHVsKd
znm(j(D2r&<J|rEK6$55PXr`lXStXr)4G(J8s+OTS`@gZ>wN(?jw7%wSLD1hd4-XH|
zE5P+;nqIt^R^!G0;Z1+8aMGQ+i%Ii9@r>P*E}dPk4zqz=WG;?J)42vTDbxJc8+nT8
z?~>{7Bw6Mk@IwTRC97G>U#u;^kM|?v&lSLTvd!cl81c+dr5y}D0j`2G>A&)=l^Zt)
zWfrFsWbdF_Zvcc~K}baMRWP)-`$ZQglZmbNm`jC1J^{YvmS2VjN@%W?lE0=R-jnG>
zw+Q;%#^3mar4UmgJH>MAScKw|G#S|P)-D9qXISrqj)b0xrN^R9OWK)EfiOV}1yj0v
zjCRx~L+ymCYv*^lJ1v!8%9OVCjd?r-VK;&v9+v`mN3it=`wQCf*%NJdcarD@|IqSV
z7OL83T&pgPQir$W&h~)8#fjf56DgLLDSUrooznEW;_F?ZfRcgwV@<^#GdkDw8{1SN
z^r%}7rxsX+tdfLb&ubego4GkomE`7c?&Po6wfQ>D9b6uSm&&8XwW1`y7i3)`Ij;IN
ze{blKm){=iJCVfh+jlWjia<eNM{?4Go>*F`G9l{fCXZf;8A}Dl+a<WUb0@MLysD}{
zpeu0$8b2ZOtEF|Do{?&o!DV~rur2#tw;3rFdwReOpVMd9!h8TdhSQPmI)Xyvagy;b
zl7;I*Mend((X}6m1ec@zC6MRj{bY25I?R?U{UaZ~hm<SqFe!#E!m3M81d5EK2v=`S
z7-+rg{#ZqsxohzKXLK5EulWpZBVdblT21b@O$W>o>9PgG=~dCgw4mthmy1DOQDzFc
z()NhT<aS5mC+kzFW$V|}k@()0WV{mknX+fAc-u1_XzuS-N*_#ZwGecsCCKs3?5E#U
z7xc%+Cel>Pf{JeycCSMM+=56&BezvgxcmSpCyjb*lYfzZ7H>;EU`5UtA5cQb##-4r
zB&IO#<8ygJqwz%cT-FK(a|*Dy<rdt+$UgA>K?gKM1USF8{PNu_62pfjFg^$yx7Kr^
zxB*2twhg9W0yB=ESGcjS3T(WG<=Hq7$i$Hkr8J}_i2EiL-vD<4=W9^s%DpKlU6;@E
z^jA+Bx-e8f+A5p@=;+`3J!sFLQ+z(miKLi=^KIno`F&GaG8yzP6${^BUMdnA`iWs0
zb$X)f7cAC*jUK~^hS!=>44h=TxH4?%qwsAb>5u?6&EtJD3o*YnV;wN8#;p~Nsb>6I
z&2WR}QCQ~o4Gc)|(`AecMUnVcqgpkkBm4+d6u<+8064@l@@I}x8wZBHO5*3i0NC4h
zEw{NU1FyH(DnBq%xhs923-~sx5zZ}NkNV6nDb9d_*6?LuUciVD56#^5SjJ&!({{<I
zhuJG-k%fUz=EpX>UetN+LqB@SF$@??DUhNFm_mtt<j%9p$Jm*WKG`?tO-`*c<d>Me
ziHv(W@#S!OFc(DA+mGwt)&vsdnO)0z?wz9gT(yZ3#3cMve?Y4B_3cqB?R2c1n=Pen
zMDg$&RW5Vf-MCofwI7tf`MJ74#Vj^pCLMw16yZvNPLX*E@pgR!#@a92(XY%!&Q96A
zYND>>Yv0Gu?~(m_;snzelJBxHs~O4clkc*Qr|xiVd`)iQoiw_hmbYw}7OE<bl+g44
zc^w>t4J~!xt}*g`dB(|6@p4jiB|+ZDY;paDJ=Lb{>%2X)<n+&Z`)QC0U+q)3;v&Bz
zuc74_g0F{S5N-q4Z`5B}vbHK+#5S?WN>yFTj~`cLG>`UV&)9XGAn6EBes=M9Z4(fp
za5Nv(&+Tdn3y-`=guAY<y?)#lWo_(1Cry8(YV?-78<Gn4q`r*2NZudxq%bP2uAvJC
z(Xn)hsND*<oFmFW-z<IN^-Ge`|6W|FP!f5O1i^6BpOZV&&W~c&p)Ma=n;skDj!19*
zyrrPn&UQIjgB@xmg~9dl>LUrI$u7dz_ik`9;hn4q0AX{>j5~P!xJ7A+;6u?tR8ZI0
z{d&|N*Qn#5o%NQ-^)C|awrn!t<eha*u&PmO{^K@XS7d6^$E<7-vc4B&p778AmD7Br
zXo5`pY5x<91bY;Z$4!#RPjf#qO{&*VCvD3iST5_4yeTI;6%py%WOo}e29qF{AjFUV
ziut?7uJsN-mt7?76>p+Nirn(J{p;laR;`}l_%2Y+vg3cme|*(+CwB&dGP;CFXyXXo
z^8F_vbZum;Q|?SXE4q&qQz!F(g@J$m->$}W=Y*q-KI1H7hUndtW)?Yy>=K!+WQ$Om
zE(mEioapcDtCWffa*yh4P6)Y5DEhM-^V=QAGBDKZ>W<#-<@2@+ioRc^)vPZ8J8Z4h
z3)h?)e#E_;b|};9HFPsK3Hj{j)OUvlR*EiiQJ-Y)WDTk4dvREOXt1cf;9wAx&$5^A
zE*``C%Ox5SJ%M-D9FzNd_;XQYbgGKD{Al-Br*$r)cQ6Cm6M`^ps_D1=IKN1txmA~A
z1q_<04ASmK{Xn#a<Uz&dW}l=yNeo{T<(Aif#v$i`Wl|s8o71L)_-`VHv{Muag>`G!
zy4XvX<1miixa&kxYQUNnAsl+;56i&H9X~*rcM0#QFkR#)U=-&lFgtFLV&I13*xWdB
zTGj|FI$b9wuVi~c5V6Nf`w@1!jSDt^^gCvCJhFW5eb@S1nkMnft={wC&}-tDh$~7&
zk{0hyEve!%Y_Q+F*O5_puV~A|10AuKgB_=>97iP*#6o^;kC;l4It(cG5!ZMoxEuOr
z7)K`c2;<(e7PpLEpEnEIizlaYJw#8nHc4O`*mAYIC7wHAIVPG-f9kG1>W?1^<LYNn
zF97%~wjs8_M4<~U(c^bg5#j76CXH~dfqsjY%@g$km5%IU`XB_R$rT>Hrh@B^I{GAJ
zRl@f&$zN~tDZqL$jfxpP<T2COmVU;ft43`)M&R@<Gn*lxz;iFLXQ`uP1h==YMd6bU
zB8CU{(Zv3Z{>4FWBOF^6oQc{vhImjUsc7JXjt*~~!Z@!h7lwBiF->@0nVX&HW@jcQ
zl{MQKPHvmsE%aFpN`gy8?pdC(m->^rnOV<3KNtbPrMKSH<L_cQSnlmEZV?85`jL9{
z5AuH6u#AX}O?CyA=*Am1r;7Ob6F$i2V!a}cYi1n*;)rkJ(wgq7>5JGPeuwJh9;)*#
z)@F9m(vvyFzEADgm)oQ*d;l>B6ZCk#JSa}AHl5F;cVeZLvBb&bm+phFc`}%0DLfCA
zYVd73yJ4ZOln<-CzOJh7mff^=^V7kq)WLOTs95X_jVnk_=Ga=y9LRwgv{+eB+_qHG
z(xR&@DK5(zP~FzM=HjwBwE=0X5YX=Y!?keLF@5k>QTM<A&hIs|_zrYkv13_z)K_<9
zq(NycynRnVNaQElZL*aE!xn?C8xHALY~Tf(1c!s7ihc{Cq10Vi>oc1;hxc9%gB^Iv
zg32q)X#fHBJXWkmWnaPd@(L1j0!nO>zifEoZCXD6x?6DwWB11)Gg`V-w@~ACY*s(1
zh`j)wEkn(GD`MBGL?mr3ljU`8(pQ_zqy!YXYTUOhC59<zf`kBE%NT&vZ<K56RD#zm
znYBMKIUJ4rQrOc`tFdGfgjo3yShZRdJiY9wS`@+)k7S+!!YeTINqkzdGqK_uHZ#Lb
z5DuWg*kz_L<UE(Rd6538tvCzP_{PP{e=;GV7kG{e8y#URb!Vw8wI_+MOCss1fm(3`
zHZG2tKKr{Ri7`~%a#%Ck?>a^}LTsntHt}~8W*wHRL21ht5{y<|pYN)*vyekpqIoTM
zS(kXFMu4`C#8Q~?nO>jFda8c1F>JMf=Zg@0_tX~go5R=&Gm2+JI|{L;x=YJIoQPRt
z{^nyDiXQ13Hb+iR-Pk5Ae7LszoIO;BKl!(f1W8O_C~!~{ze{r>t~hofDCeEWP+9g=
z)|`iOMC5m?I^|EMn6R`~GnbB_xDL~IK=Kq7d-u1})CL>UpjjLX3o@Dkqd$Va^7177
z!#^!=IJ;vkhZVv+&#Ev7J-c~$Qfjdqzn6ydR%0lyihG8w{B*xJU29)_2l<%qvJ8$a
zDo!a#KcY#DmBtuG*KsU?T64u_M@twsHyu3n%j?~`iNbs$^u<KOm#M-6vC{`UWhe9Z
zrtxAtunu0^|3-L=J5Gl-+JwJBQE`y53xCx9I)6>NI~;t$c6C^1>(D1C0${Xo`zQ-~
zf4-20t9RDbUB60kcx>WVto_@Ou^veiZ*UaoEkol8kU_2vKM00JV2S0Y(x7A$A^|i%
z5K5CcXVQnU5yeEX1W^nHBCCeeVgq6#!1VN~6nh1sBr>=x{H`VWC`9W45nKldcK{Lv
zAPYlC_iHSo=HO1a4(10Lc6s^t5kVxlEV!mYP^=(n3=-#jASMv4JG}=RNEV^PSI^=t
zzX@YA`b6TbO(7>;;8T+S!oNDQxg>V?H5N+=aX>&`Y)}ATwTmbF5B`<~31)fv1=i~g
zUJ}CS`n_OU7OGoE;uR7P_y;uEEGsdV*FYeV3|0gwn%oDLC_=v}7-K#be~txpOgND6
zL&<CUaM@`YlDx3|^eEpYikVd5OC<A(gpq<ufdD0-p%Ou?P`UqBKXu7WhIoS{vK6Pn
z=S>5&iF2*4tkmK9m5qi>xs-W34|=G5wb|K^S0dNwUj&FMlJGBM9ys^fynG-dmENuc
zGd7$vk^1*oU$~s5UcEcnog<xG);H3plHFo1pcJHYU2<rC&+2Uq`pQ>|V_y9Id!DJq
z8(eET!(QLpHi3?4g<MJ9M62;SzV)jKAMr0LZmERzhZdE~c21mckm%|?*^c7mWrhmR
z+p_#9*4KNuRJ6^TmVP<LxKVVgBT>O>!N~#&dvkg{SGj*UmeKQbh%ZA%&)T11$4-_!
z{iVOzj&54E?Wg%Ki+=L2|L~u`L3g;t^8|nPX06^g9zqtYoSW-IrIZ*!{ut@D8JMhN
z&imTKPTd4FHa21AFwAznIs9faRH0|F<$y|YNZrcpP4MI?=#pBvOu%fHaLB7~&St6d
zSk}3AqEDYhhx3hTV}M4l!S7+*YEe+chDOUZx1@h=jMqok*=+Y^Si%UzfriS6;uG4|
zX>#y>!_5!5WpGMZi>@H7K4I<7+uN0Ht>hWWdC$}b9l`kj%cw14X=JzjE@|L8x5<aZ
znwIK{pY--xxsq}H6yMy5&monXfOcHNGTTWcxPD&SYQ#q%OKiQ#MoMrAQVVb*@UrH~
zbQpfn`4Sb=kVSn|5@x@AZIa}K-)Obz(B#yx2|Qk3#mN{Sv1{5K%Y8cV)e&8>#qU?o
zv9)Yrwn9O<Y&dc2?x=8RroK~z$@Tb?m=oJK2S9S9KKts+R_uJ<5E@uU%bDJvfv<+-
ztt~pPE+9x)++qm9ckLH9BI;2wB^Ov;{aOX1;zL)cUJhN)TK-P0@tX-@VboN<GI#A)
zcSB$c^3rX%5*5Kjw1|YqnMppi=vwEiOR7J#G~0kIv9+dGB%rT>k0&rYro~~|wA}&!
zWDHC*=3XD@jrbaZI$PFzu_s;OMq;gj<!uBaysRB#>9%vX5uv=>pC3TJ_s*IqYD{xx
zze_XoZdov<QnjBxXMmC)_+o*1p}(xqeM+nyv9mK3JfwWGGpK^L2(3?Ayc>(dl0vvx
z=skRX=r(+CHagt{sS?;|igE{qWC506+#u##QVV(1c01O=m%d(~pVlkbj+1iW!NpQ+
zv;5n)7-}?sAbN;8&@h={VV?rCNDr>}Mqk8fd^Z-nPNwTzd0|Bx3LaZYAz;q%biFT<
z)|O(#8>F?Hv66$Ulom7v9y2K~Q*{ZoBms=tnbZh`_jl?~?LE>fIL*3t8<bDt2d@dL
zR%oZorzb~LIO2ePW+}{M641`zai8%8p&-B$Yf)1lh3m)P3S6Sp72Jq$Krh_=>h4Wa
zl+(X+9-Ak{Ig7h&o~nACfNDf6poBI0Z_C{*l0=1N4t$d9e5m;e&ELrp`)S;iUuV?&
zxOcx56+suW9%r0e)oFqoC&Cp%h~?)F)?21T+KgnDepocZJ#viND-}{5r^iZMVzNWy
zcd1vHK0lFm-a{E-S3lN1qN6JE3%%sqO#b9GDUMsOU0+#=lgPM(cL2)d_`$TIo=BTB
zCSY*6?cU7@82D6#iJ#nK_MqD@2W5p>kX!;eQ<K|vTcE8!WPozrD%sz<BQn-LoB4+Z
zh8AQ}krv6yk$|^<%6|%$EV;^Rak+=MwZYR}RgJn96o<ttV^SD!ncM#&Vfvz!@P|}<
zOUU%)WB)nO949`Oa7aQ@yHTB8_uI`TGE6w!{OjGr%%bVjSg0DH@!r`R!l8;<AWqN*
z-dfw-JoQLq_Y+_Bsn%Yg9<ViyP}1=3YDc!y0jI+tmZS1koH(-rWcYYM;43TWkA(N0
zZq=oHO3qpexhwAdV<LzUiw`4zk-`v;^Qj4jAI_l;#21Z2S1sUJbcB1+3_(QfS}M9o
zz@=#06ZE<ias9B9ycPIi<BJxQ1iv5FW_Qcj<!CP$Q{FP{&IiuLz%-!z>HimLA@5ux
zujMH3yNmF)Nuy)ZTHjx!Hnw&ynIhqL>Jl%@F7wVoBd4_3uLGY|W*L>>cCSe4DCj0+
zi-d(@*OHk}UA<`)NC+O-K1o0N6!|P?Xat)(C;-k}(`>l#t!Tdq-(0Y+(<=Ux0Jsu>
zxDsh|x@GF>`isP$_H+VpOj!Gi^h5@UOtd{$$Wz+r6&g8VoEo}nobaO?mB6?6PS_?Y
z^pcj^Nq98MR7j9(yIl_F9EDqwS4yEZzQ;g+vwP|qJ|WK7H|2)tu38y_qaAUPM|{KR
zaE@AoebqT(^rmkr(a)&ZGGYBK!KqR^m&P@%f<yazbpws1f(ze_lbBm>BRqy~Q;|^W
ze#u!@`J{CQ1k0q_nX7}~xoic(($KPoAS-%c@>#OsdYKrgB=l_Vk+{wxHlcDu&ip{Y
z*t~#fFrmo3ZPomTVT%$xwlBpgG6_F%olKt9s_QwS1(fgweZ8eh(b`->4^*ihzy3m)
zKhbQA3t`f`6&q<|Qm8>6WH~q7%brZua%Xro460C1SlhYFFO%{H7Ebt4ZKF>K<Q5sn
zGBsz?qHDhsJ4!x$0glD+kP-r!Nm^Z((iM7fDBL!8Y-l&0`{p|zkWfx;fndgk!tA+c
z7Km#!z2|AQ1(l%8zevH3zPLvlb>FvB-`@!H1YC%HY97`=&Tqh)6Fa4#TLBqtsFCB^
zl+YJX2p-fgi^-&pWMSMnZ8S&-L2q>*m>9WcB8%jlqdcHBo)w!>q>I#0d>YV*>-3m}
z_-t{7_VmY+b#wEk2^42hf|m`MzeqYH73WGn$B#Ih8E>>Ou6A(>8O*QRHBSCsGvMua
zxYrfjH0)N1rcM_1k7%3@i!F4f7y2@~Z6aRT?0aLy>N$ODQ>VM|b{sIyiy>GH3X@m^
zTZ5tt>O@cO+Gu$+)F^By=0~r~M)aL0-9Wq@>T=p7MBR)onTJvm^18?q0|Si3_!333
zk=Z9_A7!a|hTF65Pab&Pb%^>+bLvYlC3g2ZGM0|2w6s&JDp5roLGtyp&NVx>w(L)w
z_H|LF$09O){_LzY{lTGm*la6ldl1|6bGN~iV$KIot`l|%#s={seaZNKKdy7zThY_I
zXq$)FW3BW?VV}iAjU|Zfrnjg6be4xORcZDXNl=b_qew^?{{=37WXA>E`l^2Bk>)}B
zFH%*_vsy)e(`ua+V&d-GEmm^772U0@Uep5o9|8oD?NP-yyVm^cLP@M%agO>aWSkP4
zG;%xS=w+hY^Lco2ZA(GjRY7puoK-amV?6B^%k>{-8tgy6Jb@&e!~`adH~@`wz><3g
zDbPj>JTaIlFVfu+YhZr0PL-}Jck5s*xWjh8<w+o07{`Wg?N2@{-Szv^4RyTOa|frc
z)jEaT;E#jT9hm;po{-`g)V<gT2DQDI2ljS1xYM0r!`kUW@$TC0`4^|1mg~~hdmAXq
zrO;(}c%d_#y&V(oOn3HQO3622Q6IxHg)8F+ZO@GiXBqjwNQ`j6r9$wZ%Buxu&%U64
zHDyCFA&G|_0;_dG{;W_82lm)NZ6Eg5h?6HMCZd4gOzr`qkropIx^s6^gr?P2BZL`C
zjjuI;B#vXSmM#e9*kgCiKapNK`yoFQR6Nf5Pm6Zks|gEzrz7;o#xHQDLTTBx>qdT7
z|1S;SpJ4aV*bwe{4EiUPC7@*hp{NJ;)^uS>slls`jMIf8UN}T*<9>C-^S|a4zPB7D
zT?&0kUZLW~L^z!t`r|*r-kK0>K7KU3t9&YLIn&_6T@bSRuF3yTq%k|hD!27tY0YCV
zsmEMB2<&trvtv>Xgylfh8m{S1RrQm-^}3brtU(ts8-QZ!h|Ycar+6WMHYatQy~+nB
z38H5?&&tW*zexWhQohC7vs8fYvt5U+<D<@GkPlV+psf7*mGY^?kN;$XAT%gug5UvX
zp81!_^R_sP?$45csjTAJc#&s3H)hzKWbK#HCm78SEUCo9f7yi~#pN-0drr*G{@9=7
z*Vp`UT3-lDD%`gJQ)j_Q_e+Ia$$vux)p<^yc7}ZLoMYoG@^U`mn*Io0t3V4(=GUo8
z#ruW{nJB@N?Y#I|TuwJFRVOh5DV%mCR=sF=T}s2(^~%OLANvGv1S>_9ZK5B{Q27LN
z(eGNH_}X$|{GfBt@WkKN+IR#m%nDEf#cAczeI?g-aKdt1{$APN_&g1$TY3X8_&07-
z2M7f=MN5b{u?=ax_pVwG?ci+*X(vg}MSalu4N@m<m@bCVUgs|S_;_8ET=3BW><;Fi
z1WtZ4LM+U)n1j}51~yFJ%Nv?8L}8c-vzs$cZJz1e;yektHScr?$N%s@PY=5PsxNUm
z`B5dPw}*_2yy-_e8_D6#)vRJaiOGqF=Au2-CEqupyfOr%7k$u8uei+QJc`)1k4zC1
zBj}%pv*$0U@o|+y%j|L$#CozYjl9;KmX`QSTI#<|U8y%<saTqIUA1D*3eob_M-Fxn
zyqg(E+%W*<yNyQS*M$J`I%w)j%Pxt7pLlV#3|BHVLu8TV7<r7<Dn_@zxZIDj(V(=+
zhWU6{GQP<}wiOh~{j&B#xXA76$bfczgsN52=2Dx<GDA1d&w?a#hbA5Qm~|d1EtNCZ
z-a7WdpwQg|;v1Gox3Mz|pFh^m#I=Z5DRI6_+rks#ETiar2oH%NhwRqG3%ln*z+Jtn
zPpHrQf^4YX^9$zQA*mp0_P<E^N@uLA>kaYG4v9x3g7cC?S6vh0><E_t%oQMh+&Ta)
z0(3m<nkjfLG*WFfEsMzY!^j`Yxg0V=*Ept?2TsKfdz{}qW&4X%-5Pu07kog9>KON=
za~NFMs6G7KrjT(?Ibgzw+4FHmW1>J{%Sk$Q;E@EcU8C9`XZB-|(OXQ~NQR4pB9FLr
zL1g|!_c@EfYVjz}Q!2!+&q9frct96)H4Kh@Vf5lszy2^`OH?}~xY@>hEX61j6pz=|
zQ)Ud;<R=&_`EM(J3kgE(^kHkMSdTVuZ<_>vFjD!2&~Aj~DP5CSLJ$Z;=4n@|cL=nv
zPKf;5<}KzN0))gbN<U^*sqAqfFu~ToIzg2GWhTTf391D5mFnERZ31k$IeOEUYWc04
zR=2r=b1@YjCkjruWDC8-->ETa^bW4Bo5%~^+|dQaPram#Hfi!tT3e^bR*w5}qUn*i
zwjvb_d^E~_CfYKSd5Z}S5xlVyX7E{ss{{u?&|&ls;|m(WhW=Nu+a}BeJfc1!O%iT8
zVDh1rjU;Z=^A!xCJs~A$E4RJm+#=E~Gx^8+B8eBfo&TVTv+347ja3I^A#a(XD*>4#
zImCCVP8{L-I_FJ2p%SYDEGX!;6Z`agmF#JFhFJ-2C<d5u?*}o0!_XHQ%}LysI=9^Q
z6|!ykkA$#>OKtKAtgno(+J=~wE_g2Lqdv7ra(IT-`jQvDGGFKCB8bS@n#{T}(3Lz>
z%QJNSo)D3<w-+2<ir#qQeR*MA)#_Onb>qE$uUW4vZ<D_bDSOK+(fj$-z^1QUTSjd!
zIlx@rcqz%3AmfBGC1HpwA@WuFRGYz2U`y)^{T~@&>(UVAfhB6mMWI!kj{T}3M`n{O
zyg$H+DN$DaH@rX3n_}jIYJj9c*1w1wk~a%l$qNr1vdGIK5`24^evPr<ac_%ddB@Jc
z8sy*-o3B&W6k0boT2rZ_Cw;v~Hys>4a2`_yM`v%;`79{y(+yoGh|{crU;^q%>jmY+
z{ift^b*rF1cb5wv+}0W^bgJNLd()Rig;D2CZC_S;?U#faB<vlXhq8Y*##di@L{`I<
z>le{HMa4pd@QsvbTAGcI3`NGpU(#5gI6MsX#V&8nOo}0P7PBo-IRw?~Eo8@2<C}u@
z=nI0o<jD=4Kj%&bFFnvzS&ef-eOmW&UK~e=L4TEYAm6ePz{P%O@Mb8U+XQZ!PNS-C
z`25hLA@0%?%5Q#Dj<e3eMvZ;n!Var%Et*RS!co%lF!z}^sSsrjGT{d~B+-2LdV6gS
zFrmrCy;K7(4soG@mt|YUWe_=Vg3O$xTOM`jmL7uArCOaJB>T0C!<dfQK#{7=<|~dY
z@inN1OgrlK@4ROkxbf{)!%CmHY+?bU6DPvy28Hjp2~zhJ&aH1(0zM13K4$N_;t3Tz
z`Ak&V*I}wDn0}Cc`{CMPZ(uQGj&czl3ePBwb_cfpuK#sBAjuoQMOMc#mSHu>7`f%W
z;~V>peF`K&-b0lYKdde18P`u`W^EQ=MkzVaT`exP&Ld{%*e^jKOt+MFrt7m}&Fm0I
z?LKr_)9Bq@zPZ!Vfgn?7b6nrWsWupPnA?2*>EHXMJf`u&^W6o5tXVs#AdKMFWb^A{
zWg)`-%)giYk^mQJ$Dw&oT3AX^>T^v5w26Jx_LWJbN5FcqGiQS=!f{dRbFmks$0&|-
zR{b<9_?rD_!Dz*6iJ3>t!iQv!mMXZdemC|qQ1J<;=TrP1IrlN~T;a&>_#`ammud1U
z1i8^!Q1Br|!Ke)*e0}g0*~3?<;+)=(E?vm|##8vuDs9;WJ-=@pZitU|H9f-C;b_f4
z8{<z>H|$4~OO-E<Xne|Ad`sToe}(jA_k3GCF>YI63>&fYwl0H1a!8r?)M+I`+rvzD
zVhNuk9>`3NuKKx(Clhrh((@uj3|5LNmsP=SmXz1p=3<{;?B8(pDw$94^Yqj3>zvi|
zL}!uQV1aJ~+6h!%BFF85A7+ib8atScABBJW_?*eHXR8o;D0o*&eCY+%8i}#>Yfb&S
z_YPl<Mf1bnufg#&qmJ*@q<b{;BWU_u2?UaQV_>x90$Z#Qbc6Sfi@jEFRy|r6@EwsU
zXfVI&mitA&3F66~dEY$9&&jJfIJ!F6@uT;X>W>KZ(R}h>kC)DUUxs7!<`>$$ws|8E
zm)}<f=_4G8BP|>fI+exQnU?awRkow`Mu;dgG17*!Ql%EW-MXdhA#oT}ADE)DTpPi9
zqECDZlEyNuU)5V<mPp58)`$Qk+wp<14{Cbz$ExAx?^+37L$ilAQ)zOj^VjVvzPnt8
zV_i3R<hB_EO*rF&KJ#Cm6dkP+LejkU>RRgKieSH!G%h`#a$z9qHp%Cq{*S{lXciwX
z^>K<~)}4~Rt?iiZU4!-h9EUY@d7t-fZqFFsYOIkE(tSn{+6Cm3Ag+0d<WK^UN?4N!
zfP?^mR$e$j6PpDq&uuMVl%CbuwfG-t5{h_|C~G_#;u*7y0#-Oy+K_ABTVje2C`H<@
zaTKCxrrs^t>nQPR1jR+sCnfDrmtgo`;d;?WN{<3XUj{s2<2og2S8mI^Sj2J_4FLj)
z8L+WVLy_Y=Rqt5xXmc(lu~A(Kf+A3Yo58Zx=1EBT-zQ-fXaHH(B*mcDufq{yVh7P9
z-W9T4g53oY1u3oR*vF(%7CC)bj~H&eRb_vek3vs%Ke@vBZ$GDahOb9Y2w&p8GE~cy
z(;21W^zG#^_V%wySyoV!ks;tj=X<?<|I0I?sUW6$UC090Rq<2`spV7m$f%r{MDw(*
zse^zR&Z7yOdK*IR1WW5j0*5>Z;;=hT1o6&S@?Fr83E1;gV_QFnDyCCh3%Rz3(G?7H
za|`<YroqqV`js5B{pmiS{L)2B>lb73w~Bu47+B&ru>^(IQrw(ZV=e9{J;Br_eodS@
zTwPqu5F}Fa!Gsr#PUt2nUn|Qk1x3mq6zn;+@lvo|Mt5G(?VO|=R~8UcC1NVbYU>_V
zWtBh3S(b48`L!de$rN|VoL|AYFs;Gx)nLHj`s!7m<aXSoCnxtuz1tJfn2c3o43!m;
z$hP1?=dlcp;Yx9(&mm14Z);PD15iCB*BaC~dlrl46LfThH7DPhU)*o`q73eRk?Yyx
z(p)T0;H__0O#vz|9f`N5co-Y1k&jj+0Nxb8#QijnN9*6&YSa#8mCU7Eo={u1sQ~?%
z<9~YNti(sPkR=L=%Hoi?|H9jsW&<;1lA&30B#W<bXMi{k?5~^Ibc*<eArVj8)dO7G
zLFugQpSke{JY_=9@7m<OcU{vV*FLvi#S{ml$Mvv74VgATVASY~_}gXsdL{eGNkM(q
zU(u-PW0s1x3t;@H31aPZr=zcjt_9&hNlZsd@jE~NtMJ(+6>!qzV(oH%%BpJLxn#cL
z0=400bUn`S@S((5@ttRus0qSpJ98Th7;i3bYQdUMz)rZ*DYVYUijUWp=x?W+B49i=
zP>*i`dbn3D9)5S5`(1ZN8}a~B`=g7)<Y2g5(qngW_UkQJ{mR>Cm)34L#oH`bXQji_
zE_QO>hQ=~BdI`R0EdE~7Q=&qc&V$Tg&}W>F7*|t%HzjAyQDdnt8q%wvgl=4;X2_85
zz&t*s!YIwq)YZ34mj3-@BHeCLj$ccneCMmKn0Vn`X;#xGAJ1nkGbx_wGOi5XuZ;=-
z4K$ZsE^qivN%LX;6T>voIIp#c>+aVq+)LeNRE>E@zIJ2Tc@XHU$8ux?=3*>q*aqgy
z3>qD)$r&$J`oPvil{co;G%<p6NNHBjnQhPeE-gok<*78J`fvKjKkcG@A)?B4E&cd0
zufn}5GbHJ!{AQFyBU17Jf7@=3U6jW`$u?oFD0!bVuTPe{v8;lPFU{{BQ0e|!Bk25k
z{1+TcYWj>_#46{N;VSfon^ur*$_N})XK^_NXpWB_j6)6ewy2mS?%Tn}Vv5Tm!_V`s
zko{&Pf3z$S(`8@${i~qsAb)&d!+Q)tDo#fE<wKP+IvImORivf_p1T1?*DrzKVKJ9`
z&u49F<{dFP^LyHiavANt+VvmEqrUZ0K3QY=4@!j=Ok&@|J&j)Uw3T7z)s94L@6A$O
zy68@g(Ag2c@sQ~{9QsMEv!QQcK7&JAPpN3oLp>=;l!Y3FS3k!d`=+h(=AmeF8ooEP
zu#9*F#hQsuZ#SP9oW(}Yyf<XqKC%+fS9_kw2q(v!xQQsWwTf8OCjC$qWX1uJzfEXP
z#RE^n&ObM=KCsQd8T=}A`Nk`Lqga1Cdc|<|q<!g85Np3S-u#N|QijBgK8zN`-i)z#
z-`9^z_(yU7RVvb7B+x?BE@@*T9_LVj>iqFk($rZ^iqg_d)B}>y$#f|?Vf@+jhk4O=
zbzL5f=T>35FaIK?2!xzpYO~hr;4BRdmDwSQ7fPyrdT+}~vo|p#iLJP4=9}h%P(`ve
z_A-vXTZAzHgy#+(`{kn4BGSq$uIm)xbMgviIZ0LqCb=w+`c~|QM2}a0jzhM@t?s*e
zQiJzYu@SLc#CEWVi?Z?;DR0+{V2pLB;m7xh%V`V|Xze@VfLWCwjf8bk$t&>&k-R#P
zEPy@3R}vKXlWN=Dk!Bx9XCw*aprk<Rck0c<b2MNV_6_~>Zc<Cj>`6_GO-{rZbh9v}
zbX>Eo!V~NfvTa-+scK~IApUlVYCcHz&7h3|h{P*oOs!;6Fw)QY!%T{XrXDiIgP46&
zOhVfj(~yst8c=)i(S(*);hPk?+vt3`=d<o7DQ@XZkJv(<E^UC_x6S_#zd%60E#;C?
zljNm_%cq@1Q9I$Jcy7#VWZU2D3tHj6leAqO4dYSLvZkrCVg|}K4<0!2R{U4jJ(XnI
za?wWxB`X+3RONtWzD@E8j&oYO-|m+W@Z70vx@MrdC|hoOxdDGG^UAHRHcd0kAQd*q
zW-h>Mq`^BbDWz{x3aO|pwUE`;Kk*!|+Z|6gn(5p#(^lI4Tc)9;j(XPAmcYliqx@Vv
z)@FH2yS;wvahmMQ(rJrSa7j}<bWa%}r?kNRO7f1+q~@tC?QPC)ATANhk_hU#_ZRq~
zo4oonPf@lg*m)~zOn4(5LwuJf(|2hfR_lGTp@y<~c_IPefX@<2>z4BIzw*wz_j*3A
z(WYt{B_vZ?8!0CrPrf~?Rn+vle#NIIxy@B?o$$MOVV^E`{tM6dnu>~RrA0MF&F!L?
zw7N5ck>QnTB}3$R<~+{9BLnrXsp<VKnDu2|ZcbS)v5lWr>YA(BC9$@WlpHoD9;3r0
zWwcI_)Y4W*Ui(#KbgpJ|*&IsWFLLEKZ9*x?V<IGi9OrXveVF&G{{Z3N5*=cOJ5H&&
zK=3yDamX4x0LDV}UR-*5c--a|{aHKR4XTpYNXVt8Z6I^Gn%P^*Ldi{0Zx3r@mY+QU
zW)CvtdP?(s)fUL;^%cr%g!3?gE8UYB9S(e!dcmiu>}+s+uc)cddF~|d?DAfGJuY0i
zce-ybd~nCZV7%4C+VaHQ4?K9SV)1Pka}lm?DdK-Hk2|=mzhvPcd;9YBYX^tDPa7P0
zoOxX@)^X_3<i55Xc;Px;J>0J9z(fgPbZud1#BnrWG<lUjVgrbFA1Bs#)oAuBiibl4
zE}il*ku!HldY@v_b$#C9R^LXnn4+e4uKv^qeal&AF^x&KZPjMua2C5f&@y5UW}V@T
z81UxvTSl1DH(4DiH!CcXMZYU*LyP^}E;DSm)kQ39o_0E%IKPz3p7uJbl$U9lSShVj
zLltA58rZ}40D0r0`ChA=lP>Z-TwHTq>(TVOJk-k9R90Hr@ey<4Y`Hsl{{X#Z>{>>O
zo-s9ibP}=7^_wQZ4g8h^gw{%TK<nl8hBs0)MBwsAGrV)=J&Ny(`p?lTqte!hBV*=h
zH8KWtVI2VXc(0XxOtYr#>Bo=Zv)gp#f~Kw25y?YU8(o&Qt{W;BO($opo}|<I3{tU~
z<PY^nnG1+h>M3oLHqT+WK<c-=2FK028{)dJ3+%GbbgizshjP;p-e)^Kp(8mb#CsPk
zc`}!Gf90&W=9xP-l($k&$*V;RqHw`H_y-;<B}1n)&2?kvg|rWir@A9{d55)Y++WpR
zhg(agt@N>%PBT#aZq^add1uXX>U~2!we7Uo>f&{Lk_JZyKd8?W?JDwe+xGte)iL6i
z%f3yfw4?h@&MG!NgDwqlI3CqbJvpb?#ynC{Ih>`%<=EH`t5)H?lvG@5s;;dg(Le+j
z5G5|(C(H#u7&TnB+L|3dYouruK>9=4+~PcA1IsBhpPPTmUOisTj>TltbN0@~6z%31
z5x*d8s9kItf3|UJ?eyWhV8{VnE)7dHxv^WVGQew}IBAHyH<7vhE2`*g3|Bj>^;g<h
zq-8HF+s-oA5<30LW1d_5>-TEmi)y#&n=}xKUrk6`%1MyBpi#A0wB+)-R<eds&D{)s
zLe==gs^3Cj)0VnW*VK&8=Clu^$3cb4X?0~q6mVPV=7t)#)beuk@|H*a<!dbO`ggzG
zCltP8&=c5fGd@`aR3OK@fOk)NnwL&l8Vrx4q;!3sF?n{)T4xRHa@1-Hs++Gf;*K!(
zj$_Lvd|ly>V!q<`rIO$1)(dPwrlgM8v~`ai2eDh6lU@G+%6onFBWSeRbnNVNnFS2E
zKT+8VjmE>L+V{VfjxY!W7mmJ5gS%8sZxLGU^-#rCEk`G096OBhIq@s1XsZ-8*O2?A
zJEUzZ1i{aCTK6BUeajf~W#d=;t>csM+o|;RjuscoO-@(`F?M!SP}(%*OAL@hNi#Fm
zrz=$A=Bbw6X|(;i0_iIN?VK66W_$;|a`x(q%Ufc#TPrEsQ7um=WFLaYrhJ!uzv@mo
zXL#<F`g+47iH<5pa&GaSp7lKroU_6veDqYkjsXwOz%5ro+TT@ud#+7$nG7Oc`-yCh
zJ}1~binijOyQYenwwomINF4lCNE|TMc(g9qT=SkU`C{WEf2Flp9>?}D(nuY?1`Yzo
zR@yYnC2UVL5WIayJOWNv5RX&W(Oa1f1l*Fkd^>!#k^Z&5@ZN%xP~VwytflQl3^F!H
z5=4(ZN%wgy>ysY#U-G>;{u|_W3p`Y^cGT3&kFROusoE@-Dc<>7$~u<%t>nQ0V0g2r
zDk*5`Z8o@so|xg=NYRkiXT$X_WiF?wvo)5hbdbYX`k@n=*KEe0Z<^<yKTq5L09Nti
z-+eo6MTburBy(V-?jG>Yz^dOdSsO}UQ9(+`fX_B|0cu({-6dY7Y_<L296hPQBuM`N
zGw#B>;|=zviqi$M-wB#Z#{nT|=+9!;yLxwj>doVl^v1(OY17Z9F+opDD@iB1bNW^`
zuTJUjrQ~fBV~pX!$Duw2avI%A`+QBHqqs*;RoezU2YR{ax2+Ry6<VS%OlLS0;%5$Q
zwpl#ShRdED*5&#C04-h_BVvb4Y1koi>*;A20Oo9*`(w>iv|4nm)RK07fl}UMyIruy
zwQBr-)N@eTV6ob1g!L82mQGe@mOmVQ>x@)tLu9kVZ5IX!x!u~v*I+Pb<CWIjvbw{6
z<(Z6=b=z+??I-DS#LCN54h`<K&H>N4YL(h%zM`J4N>*B`BByC{MKt{HKXw-e)b*5A
zcVkr)u|2$?0#A4!6^Q&QxY=p>1>)yT0dWl!6#^%p>3Oez9vN}TmcPw$%FE&C-4SVq
zqMli9^s~pxa15+1Egy2t+%0-$g2P*Vsez)3k|#Vp+XtTpk2U0*9=O&ul%<mDJIu~9
zxu>+OCAdDX!DZ_8KB%v=#bCJI>S`cszZ7IVg!@&))8*<pH!`v_d3rI`jrW7Lm~~dR
ztG?HIGbmt_Es9A4K{@X1eT&i6w;KhX+ceTkZzZhe<czh>J9J+>Z-(<GsCA;6sqsi~
z8rDi$KKw1;hnC9wRV{7S?@=SB-Z+}+3xET~PG3i#to1*4(~9HIIC%GGde8AD`uoPK
ze5JW`fyJ!@VV#D`y&XI4ws>fvA4^bh<L~NL3r@i$(^N}vm+?_I9>TVIc?7jn*T3;l
zH<B=V6Xw3x4l?~;;pEP0bbpk=gSLu^pmuPM(qC$lDcU_I;VB)QS!{m6=AZ-Px4p!k
z-l^Cgc>e(TEq{pD23zdW+TnIzF3!hXFGhLHG3u^(&iYz>@g$Q;Fn2I{&V8Q6a?82f
za<y7n4`9ZO3=aixByj_E@%`<+eKK}!OuL+V{{W>`ZQ1?~%GCqUi<L%8gR_<Q7p1l`
z>n1v@>I&&6sAB`Vo&AeTZAlyFKYH2pX)?!CRz}Snp?2Z=^OCd4dU0#os;@eNq;<jN
z>aX-wWHpnE9d=zwRPgBCo#BvlaQE~fYB&0}y7yS_VtePoX7mAUl@%3dJgjdcedTk<
z8Oh6}%jx6Wa;uhFN|~UOEp%=?z<7^8a>qYVz{YdAvSY*D=C0?bs=rw!YuwXvrD4I&
zJ7~XXT6mznxU@@6Mq0-54)=ofOs?#XI+9A*pQ)h?1&-=7xloT%#1GOmW6U{W4VJ0w
z5jqNHHQP9}_$!LLTiZ}uOG^QSU<~zBS^S+*ni`gimpsKnT}@8FISFw-)rN}JA5B!*
zY2gx<VlX__xV6<v*2675I|0CRhg^86dj3{e*jcI}C%!N}>a%q%8NkT}V5=?9^rs41
zNF5LWG`p`wG<Md>MN%fEgiIUscs?m6e~NB=GVj$eH1|Mqi#0?9_n6=ozRO(h?4z2V
z0M2IfICaK%S2cF>D<o|#EG~yV(&N=E&*a?rXFmxjv7TdssmZBnhVhJ#X;_xq1L!In
zB`hqQf!Sc}s5aX?j)}6;KqCZm7WKeV^_!mz{Cb|0?IU?ly-)Z_MU3+i?^r6z2R5zd
z3MzL+oG`ffDTTN`ilMSoKquJ8gRokYJ^l^PhGE*8pCC7J*U3a`T3@Y@uno7%EU+?a
zN_Mj&oy~Um@l~p*Poz9k(m-O*bd%tpS=-^8{3N33%vC8hH9K4y&`$X3u|GHS+vd$A
zB6gA4f$!Z@j@>ksFo~%t+YokMLEj2qzmsvDW~Qb)KO^r`ok>Z{v$qQcS4Qzt@eLFm
znRj%bB^fQ^YkY*$K-!S-S%b1pvvHPoriYsWnH@8gGc_$K7=A%m811r2RREfnoskFS
z{D*QCT8b$I?`$-b<}iDt`78B&oxT~dsVMv$RU@h52bHbQj!9UPZtX4aCY}b=wm@5s
zgef4kzDmk-Q%eJ3=kM~J@UwdNsBa&Jb}dOvN751#@Q#ple*Q}dH57t(2<YH3haOy?
z1vBl9lHOctVP#WZIY)sDUti2!#!cFyJdhjuRL#`X<h7(Yx!nNWYt=UDsbq|{ng;Sa
zBo8HCN=nGy*=eaMn=5((c3G1z%{LjdsNoK4L{b+!paZHMK_LGCnofS@ugy<*navJl
z5QaM;(YWVzJ1K7c4M{)ODRi=3wn%Tl^@3sjRd-8yj#;}dN3qz*=4#aiHQl%#kO}^o
zRVm=QvZOiWJQ0kSEZeUQ$$u-|e%Dl6;j51au$#Su;6l{BAQQLiTci||%|TgDQ~_*^
z?u_{1b2%zIDP0?Z4r7QRdHH`8(rME4{Y#FQWQ{%O-MLl1bMqe6kKyy%RbZA9b}lVG
z^^cLyidiCY$zzLGrsaBNj(Op`w#OaJb<P!bT!H99)r6#DDrU?<*=F)qbt7$Mz;(z~
z*<YU!wHW6ka(7pe)a(|0#`M}^t1jC(3U_i<MEG65Fy%hQuE$%*I)!(qE4?D7t-V8B
zx5uA!*4MOMq|{G@k}4@(vGF+H^((5GfHe0w_iM1(095M#0D9bFt_KX4=;a;+_!V;$
zEM)Ug$@sZ}bY8-}lXZ(e8~*?gDJ&O@eSN0u6HL;^Ukk?Mw2i>_tph>BQETE9+H#;a
zCd&6V6H<FHG0>^>{atktdnsyVrmUvRTO%A=>@71{*VfhC9a~vlQB_$JfbAuaml5T<
z`P|%I-zCd^tG+o*vD4FZ+H6uZi=D>O#}8C?!)35qELMph9MVlgC=Ks&Ns#5`YecsV
zO+noBikiUwQcFo|2S7;+GRxr8)6+pEVH~Hks3F8VW4Uj!c=`ILiq<$|;pvzxb{Xp@
zES8c?I{}S;OI6^oS>lPYdNns}LG_O7gz)E7$!*p@ILz4UC~8S-q~^vLd~xQwzYsMh
zm#ov%8f&x$t&Qe`vVI?*5$+=^g`B^gw{gOF(_*&R?7|T<V5XFl-f%eztX7>rEmmWO
zneq>+-PaJR)qgd<l1fU!6%?cwvCrJ#caL8+mC%}sv6uQ=gl&pyN|(EyP;xsz550La
z=F1GVm;GI57B|DLRoQJ1lrzyOL-CWIxE?rArLouyW@xFYoYS#)QI%`1=_9Pu6;j1B
zpq@5!M=XA@K3jMd$*)(thMlOQgjKRS7c>{O&%?8g&$VklY^F22IPpv7I`u7@!%<R8
zVx^JnI4xlXQN3C$v9w0WXrOsLWIVre=6W|#)xmwGu7QxtOFX5L$k%M<`TN&P;svUP
z?WXD-BusqJH?)b^$qpNV_op8;%l`oSWyLZ4D%&hpenUT_(!H)|$!W;<s*u@iGF3UO
zr>1+r&nP+BahuKZyG}laDrt>9EZGu8o!W7e?+WiiYFmph6t%IjlSee&oX;KLTkSpz
z7u01h)wtZ@mUfP_HHyv3V{IifBrPQ5@3M^@j>Fk{L~v5dF^*tz+^i=OFB*B)x#*?3
zGLqsO%^xGM{ro=upL*oZ)U_0o(?@QR=7^qIm|xy!o;*6P`sB|Y<1KU68`fQ&%8t{g
zXM33pG_pOuuxqpNR4z6<2zZ1=NfX`)%bkO_lH@ukQ&rGvdU@f3GaQmRwKyX#XMy+Z
zy5_dFP+#=a?i|dhhCb3Kv({s=kPon_yrt>Oa<5F*@mx^ZY%Zb6j+Rl6SZ=ND)=LzV
zNMeGDenINB*~h=haa*10<E3Pvido}j9Yz@TNha*uueDxiJxg6fdXBb<u}@7r<+7G^
zdp)Pa3x(#p@4xcjwJWe(H2s=KIv6P_1DeifW!)6iRvka+y`!mU+%QOZcQ7A%ms(KM
zUNqfMf>*&($a_Y<KU{kbI)mi6eaiK6(^Jv*&-7|3`I{tfe(nDN*;~t!^!-2eW??Uw
z?bKE+H!I}~f{sGn@W<x^%=s*B?!#w_pt3V=r33;w<iT>~`ZH74T5fdr2wNQRRLWzh
za2(vs@X7EYb<K5Rvudp|D`$b7tZ{bmxB<??jD>jlW%K_4Qt@l>TQu#R^yTwX(H5Qg
z+Wf0qW}LCUuA$71hM}!?;gV#x-{iRE((8HCkD!WLkrgD}*Yin^Q{l3$p*2lq1#51U
zW+`Kqqms0=Z1!iz%igh<HOJ2N`?c*&c6MrwIboI3K^zn<5%=74-UGy+Vyj7}w9M3Q
zccW2C&Z0&;WhSn-Q0gr!QeY;Qpul8~NY5*pJ-F%*lHpa?%g&jS-3+x+Q_#%9BrbO;
z8!cW-X7IQCvoN2Ra<y5s<g{}#IH+flr<L4~&n|ic?O5rwmA&qNDWhv*8Fzo6T(d)J
z$*lKA)=)MY%4*7vSp!Z)jq~;pyKbtq+w}&Ung(-HO(Y$w9T4Srn9e$am~zek0Ds)e
zj>)+eR*f@e^f?+}p?SwJm5=62WrD|2$B3!uW|4;vjyLC&d6mX47kkE?ijDJ5+G}LM
zvO^<)EkAm=(VDJX9aMLFafYrsnt=^wIyr}-&w*V1%P#WXzjm(_u9;t?Xe9K4(M3+!
z&U4yy9@UMLO}*5P6ppoaO&s01oM8Tix$3J$vr=i<X}~c_G##TK8N;#He02-Vm)e`n
zmC(U7#){oGTZvtPp8~tiUfaXJ`?EOv>bFVkH`lsDOv)Oj2X7rT{O@jjo8+@PcTZM{
z<P}!hoCaiOFBQlsu2o^JsI=Uqqpvj#jkD9gcMm0hsP7zBv{cC~x|Z;1q-b*+9Lyb`
zvp8PddFL$Y-m9Oral4M=1-10_?vhFefWf(ReHIq;Q$}gz4s|;TX~taEgR<dzb6asV
ziK4#hnwjC3m^H4H9_jEt)u?ORKBK!-MC*M}!&)*-_|NHF{{T;%yOn1&o?SMA??Z5q
z!B{&AlakO*Ie<M!v1L6UmPUz5bFqfW;C+R2`z^kvvhQkbc#bIHghMOaFeCs8&&6i!
zy05dkI?-{D=t(Vw`OZdmUq^$~S@dT#<DV3>s}Aj_(fOKV5wmWwxNPs}sw|FrEXz;y
zkb{>n?pm){(b<Au+EbC1IBr;{YaZ7(G69~F4vzK}?zqgOjJ-FzEn<{i8Y82G$uIzx
zHJLvJcX-mzyGPhpT4ydEtdYfs1+GMD=&MC#vUw>h8aFI<GChk0s`V!k86%~j)Yn47
zcZrh*mK=M07tZA1%Nw~}rN;M-YglPJ{+q6rYKjV`Q!)5uM<ER$^vbJi)%CD;RI{;?
z^EfrHcH4VTlGNwcTt>dyE3DV8MPFAdTwK`QI1I*nxgILsil$db9X-Rbj<u}<K*wxK
z%(obJ$?989oUEFX2`WBlFgy-twxBzZ5w><!zXvVx%PXX~SxgX-&6&raxp}sd`Ea(=
z&kS`kJ{e*xF&PdUo`>EQ8`y@5iiFZ%jn}o0o~^B6XJ&jFeAg?Czm~OU;p_NqnqIQr
zT@kgh%xP%ko0t>lkfn;zr>dwUrKcA8<paK1FRFd3%-UW{t)9{8^^!g+2go_z4hvdG
zQRm>YS|eLmY3ka`<rQ5$z_tDAaNLO*pC2N=c5^N~uU7v6%f3A}c6O?rHEgAk?yI<3
z>6jz{2ThFoGljCg$ERkshr>&6mCbJM5^P7BwV|leJW|k9^|jWvvKimX1grt^%j`b&
z%4<#MOV(FXMO5KwrIVII<GWZ#hnmMPHd$+@W;}l`$8WZ1_rV<@hK5HFT=E@~(y`T6
z?JEP`YhP}raFdmyNiZBei;w9|Yc;mxQCmUi*D0gs$nbPtM0=NQri)AQ8%M=0#?=d0
zagadFPxd);$C^*Od;QzXk6slYZPIg7%T-TJK=B@VOCONsD2GVZM;$B-p)cjjoWql!
zCCF>yy6H=W%8m-2dsQ*Rp5ubhdJ*Qank!XQQCGg<Li$^T(T5kramriG;yen+xt{ly
z_4|{KejP^P2AHF$64gm>fQNttvhwHM=Cc)4dRA%|R8lsG<afC@1MgEyPo;Q^q~V_T
zXM}-(Ih(vs{%e;f)eX978?AM=3bvbEEd-J<8pHbj<-EDBa!fb=QgQe0>eS;xJ{W0U
z+84jF=E&+u>K44p%_~b$nz2a$l1w%^9m;ug;5=6_v+6Ua-Se$SqSVwq-0X?iEo(dr
zhqZLN-D|?#U8fo~9CTFGEgq>2=Z)XZa9!}3S#6g80K1-3Rj}1RM>>twbo5m6v>s4c
zcE_5MTHOIt*+O80=-Zq|H_wq=R$WI=XSqv3YQIH2u(vS=oM8B6T4`--akN)UTM(qJ
zm=b4U?}rTdt~q1PgtsYV{oQexW!gI3ZR<l(O%awjW9NS<j!lURI{KXw>qxGpqKWN!
z<!NZnJ?fM$(mYDh46eFa;fIi5xy&5Uy!eNH)ywPSx@k-8b($NHlG_72LP5tUBX9oz
zn&+P_%74S&{{VHz4*lIRw=EG=!weSqjLc!kV|N(qm4p{f0ZA-AmfCoW-Zqe6yMGMz
zT*FH1y1PwVu5|O#)jT}*@i+%%o*vcPZS(0qBxrVBuGUx}WNpcDVCIS5!UoGzm!o}l
z{{WQBk6t2I)@aAY9bG-Kj)l%V(gychJ*u5m-$B&2Uq`n`KPz$rBixbIbBn8PT2kXt
zW~aDEQ9vUyumg@zdSzhrUbebhE8R6URUKTcbG;%hk1ISEIhK32+ppczqI^e0n){%w
z)sPCt(>2naqmj69_F-hJ{{RHdJ1S$KW2xqUH#=kXLdn~oq<D*^esR25;DPl1ypLcG
ziQO_CjIMKWq`PT)`RLno^xIpZGE)w1!1K?LS1w$xy}RH0)W-?F@wio8^c75l(XGvq
z;kfR{hY&iPD@bqLKeyDe^U_m;C_JI<-QRIs$4BcMjk@?Q6n=wMDdz3l)xt67<>I?d
zrd=b%-6s2;*H5;UumW8v02s*XT1Me&XQ^ekU%Fg%;wPf5(9MoI)>_->&pXN4o=~xu
zJI05u=kyzAr95XXjhz7TD@eI~`={o8H5GenEb>NQPTwKmO4sxzxx8C0=2|01Q7oDC
zs16Tsex=77l<#-1-L8r7-CJLwDDF&cYZ})aI5o{Va3iMcH#FKz2E19%p`ThtGc6wV
zm$6rAE+<$gs<~K&Bk4iyq%93}WO#=U1<x;Rx>+jZih|-QZBxYOQ)T;rJpGHOCnd_s
zg}?7v#~+y3>nG5)Mo~dVW|x;dj9~--I-e!Z^)2$rOH~~`9V`(&{{U8UTI2T+nk!q~
zXfFU;-$zwdAw9fK11@Ou%Ir3YbaxW$hFiv+h8by?T=`tU40!58hU>o{s+>1>{;cQ6
zZ0zAinrFF{k}yY3=VY`UkGW&&q@|9k8d+*%6V1$6)*Xl*2imqCBI%ojqM|yDKYA5*
znHuLs%yQ<p?(6Sd`kuU2%pj_Ynt7Pl7UXx>JV-0u#q0CO>ijs~34F7hz0PL1IA<AZ
zx2mJ3s*JLtCdkb7#^dksSNdyAPjaIbR>?&)Y>d3++}zmnA9BRhUoDi<b~O`rQnzO~
zbR~U%PwRO7Md`D<hbInPUsl+9`vmZwY8i3{?T$^4`_?$j_+$~)M(AW6TII2gLuSrB
zIy`-#a6a`=I@@=N!LEv+4xnyA-dr-@rkHd5uq|*WW1k;#tk>*7BzwZCSz(qZ7tp^g
z>SK5JENGqaNMW6hjs5|{8C){L<K^0AD=o<c)cle#bN!&GO9V`ax3eUZoR0-flM{|p
zvZy5TIQ!Q=mAK<nc_?1YNY=b~hlQ+O^o6dy{jDGGc?l;C>F`@ju|+dTk)U~y6|3l{
zfQQ8|Jb2$7Ld}+W?&X&om0h&;%Go1};W9I?J2wO@P(I!Kmtbu`chN}RY<Lxiyy?qb
zdyB+Enp3|s1_4|$<Hq-wOm$f28S_P&x@o(O2`^-3c*oZZ3UVA;LCEWnx!f)-^-3s?
zs5&4DDkVy$P{IIFQ0SddFo8u73N;4mI6)5*iG)B*BAEoJqEiSUia1Olf+iGjf*4FG
zkp!n@5PXn~pcp|F3@D-qVMP%IxfxI+Wip06s3@JWleq9f)1s&tah!~(5PVL3$Rx(u
z1w$D<e?qCtk>sVp4g)A9BMH>?Q<i1P%Z>1YnfD@`w<y+uoS>5)Bq7*r6ypb{f`|jB
ziYlHkqm8qb92ab&K@HsnKB<fqGh5v$f=@ya+ESpZ0fiSgWHzOOqm9(WjC9=^Ik)ja
zE))pgDt=R)khg7++CYU&Mm^}@1F@AhB}F#gY6K?470tFbNm#)6`Perj!CUR^SC&8>
zbA_aAP71R3TH7hFMv^YhmWBv`9a=Y49jPiD0CW)(;!ae)jS%{QSl?ldludI02c4rU
z)Adiwms29$MI%NXNfW%r>n{$ruceAH6)iMCj)Az@U|mlTslaQ06`Uw)1~rqw#<!Gq
zL2Iu(XH=;qx4UE-`rz(d#SdR1raJE699!t@KH#*-vD!2phE`I7oIS1p<dNakb>j6L
zxzD)IiwWX0<6PWaaA{eeXu_>euIr(Af1twRJPu01R@y73rnbJGnnQ_mE;cw>H`!|5
z3xy+yJM20w``n&7nfCFYhE(xN^4^qC7LJ3LV5`&dKJ?~?b`;~pWG!0ZYke&=ovT9}
zBPRs!m5H@C7Rr8NT;d5N_3EDYCiQB`89Rk!wbk=hPB8gh%y4$fpbmBiI5}=qTiJND
zpS?{ykws4F8y|bXtoOcCOopD;H!UY}j;7xnZ<GUq{GE?bvy_}>)O6mIVx*?+Dw)YE
zh$k)b-DtB%>2(d}IKWo7sy9bU*TnJ<I3J~O$-Hk%cm2|<<*YN*TB&6x8E+;Uaptn$
zy3NV-q9$1=q5<5%#?D-0+_X3-Tix$?c&nCBg2TSSCl)p>&bl?XjoOCYH1!lVx>)9(
zF3MSONpSnh#?8eF`l=_>R9Yz{4m-Kc-vjFVmWg1Z?QN5}&&dyV30Zq}v9F|z;iQ(P
zKA#KUNqI7D6ueWrQ!qshvWh5=)s8aX)Ux)zHs7t)uCArGQ?{x|`zOeGiF16qtui}A
zK<+<Ep?0>$!A-~j20+rfW$E#_>c)NCzFRF%6fQL)q16_OX<a$*5(v)u-_1=;#Jh|z
zyRfs+z}A7DRu=SH>9xd5NN@lu7YasF+hsp!^~!q~%zP~6%H3_g*!bIfwp;~$J-&~(
z<SZ|9Peb6WZk$!R*TpL;E!2|3D~~%vH#zI=T+EY#0XV|Gqop+kysyD&-EiaK!sX%D
zlPsieRJ=~Dq;4Ry(!?4$M=MCc^4r|AR*pMrn_Wn&rlEoL1*L*V<d8lqM|H8J7J%Gg
zS;1{<u5z%E$QTYXy7F*gX0+!yFUxbfac1>&W1z0K)47Kw?F`0A^D0U{CRfr!9CVgC
zI3r-d3<PK1wQrjSPU>N60j|mG<dcI5JSF7I<-OVX)v2wOW~z?e0F*P36Pz`^KrD6R
zinrUu4u-nhPWasN{0P7#pE5TqMXRGM)052CksxUxk36f}9iC^|sib^vE-cA*RQ*36
zS9p7wX|>w8k6S@b*ywcqB{*r>%ouSVMP#j<WYpH$*49$n*x8!G#`lgI50J{#1)R8y
zHQ7EMYY#zbs*3eq%BINJ%Yln0s9MX14;m(UGrH4N+_i1hwbit-)5_LzxW}+}wO~W!
z>&)}_ot4As*-tQy*?SK7@l_o941Wca2l>lW8I06ts^01pH>$fO!k*~|epn<AXn4pZ
zEyC}{3;p5FHI|xr8zy<$8_SSKnB8diK}h&HVyAOS@h(`o=p}6wvKbs47*5Vyc{uUQ
zE!gRXc23TPW#V;pqKnZebmbguBOJlK?~hfn+j!@zAh@>V+jC5@Mi{}9$_6o<c$LMh
zbkCOA6ou|2=Q%4N+DC#1Xzj<E%;Lu{!d&uoJFgdSw^HZTS?Qeja~HTY0(0iEmOdg?
zSz_$%+HR6JV24SJxbOb;&8@WZKT%Y|>7UBjfdiXmlcAz><d_*fSL4=O<Kn_krf9j}
zmsO<Wj;o`&L0ZdneY6ebj0X_hd%V@2pyJK){{S(4b&8yG5?okF=Fgt%K{nTTWRDY-
z3afDxayhSdc}@r?Wc@Z9-jm(GEyqvm%Dq2LEEe56O&2&J&L=P5+m)MxjQX%#=&L;q
ztdfnKuz>6|4-!X-T)LLr_rS+GLP=;O=h&`WZ!r-edB7fPe#RDfNy}S(?}_zSddcLh
zp{M4V?sSh}!6b|ojJ4`I8YrLhWv&?BIsoTq<DRQUk>EYuI+aqHy`y;nBk$_DVXSi0
zj=5WL+i;Umo^H|BGb5aGOXVcz&#JeRQA^qaEYE2jF)9744IQ#h&%F0}?p38l8=F-F
zTJyWWJFiArW%+QDGfk<bnqc?X9`|P?8IJz|rC+w}*y+qHusna`AKI|ZwY&`WgcI#k
zeAw<`my@?#l`z6cy<76#EPO?|S?C!>M`4aOH*E87_m#2Q_>FnHTB`jX*BfqBt?d~e
ze;*f)Kb#jGf`#s@sA+q$){hlOMax%BSv6!cJWowgnDXP{{mWf>_L8$Pj-MYDZ^fK~
z$iU;dJm;syPB^E1z-h6!Zw`LHrEB_%!|CxysI8H>Q&k_Qh-7v$_>XbULe(qmw?|%R
zgi+LXL>_Nq)#T4!PMF<wKE1u(?QWx*+G*l>2Q7b0Eiuy1)1Fc9c~$DI(^B{3=59O*
z-CQ=J(%3^^Zm4vhS;AZbvz57bw3AG8YNlc45=eP>^|t+MW73+&OGRM0(`lF`sXb+p
z+2;1FT(x#C$=J12b8_P*euv_<=2E&xx$S$J&SQr26NSSpcHFMhQ^!qPHL<qenWB!L
zv=1z6`keUguV>?qq`1k?QKo3$Id37G>+<6ra=iO%r<zLYu<2cfy8|veEVLAl4;Yo%
zC+!uCcyPD8Zt`U(XGgT^`R)3E-eA(vKC#DlNc{f*dfTSsrmuaVTO+bE2+R52_}_;+
z*_^Hib&h!Js9Gm~dQ2QR^xb4%M)7coovZNX6YC#h>Fx2}+DV>LJ4D=S)U`5p(&>6h
zXXFg+-0uGXDCxN?Ri@TcL#V!c{1$=LZ9Mre+dmbh3v8z!NbX<h6<#ZO0D||DMm=Pn
zpN?IpyOXh=IBK(Gp4kqZjyURH&iNZBdmdeIt!jA3s%4q3ex8N%HKDz$q|2~6Z<WUF
z^s>CmnP1(J!yLt2K7v#HV}bsW%D%=Kd5P|2^4w}Qy%jc~j_o~~kk>T!hn2?-B=54`
zskr-cmdjCTii(B4lt9ljgTV3!E6<gnHl@SFb@r-s?>>;-{8t->GV4yV+a2C+GU_7Y
z>9ou>61BabYWL)pk8W1EQLSofZxLM|q#*5~cRK--Y@WH@bBO6>d)(nGuugqqrmCZr
zw2yae;CWBhD|3qmJ<Psc;+u}Tt}9ht19ZhaZK(q?Hc}kid2XpYj2fBJiRIH!&o^cn
z+CEIX1MggRnt}e0A2g13SP3~(8W)YsugCO?>H2&u@Sg5c`ENH3T~}3eis?3#hqsC4
z?B$RFpFXQ~xAE6hQ(G$N#+j!kp`5*-mv#?k>x4;2_Eyt<EAZ}Nj$*A#BpQ@JBzR$m
zBy%3C7mE!n<jT8~IM=E}+WGYC6;ERXY<#cD1E-q8S8D3Iy0%qKqaf#FyH>ffW4-21
zS32}v`_DK&(y3kT7b&eJ_UNjmJmb_SrdFq?<DK+-nLD+kjk=oMZ>*(mm#4){Wt`5K
zlFsfk)o}{Dol~ZgNhg>&&LzW~oaFn}$g|hBDEX=CdBb`Ta-kFy*7|oo^JuDgal}s&
zau0G&EOEV=x!dKA6}1`9YcBZu%c^jTj5qxuVyd@W>~UO}@<(d<NGvDFWpkgLbgOaN
zSZf{U`{e%BjBR`mtejinl9rqv>m4UCS<eZVYSuYw?mJsJ)2taR4}P7Be#CM{B!7W9
z!C2eIxVl}dO-#Bro;h0n&=}>x=JV>gL#rfd1j_CGs^;HT?$z#e&N=JeSi{rt%iXNG
zGOqchIM=Ey=1|=!9K6wn4rw<S>Ef(q<7TdG(evrZChUuhVb9MlPEU`uat};#XeLvP
z{iR6Nz18gcLyQsCZu(p*d%0=7UpRwwx!g@%R+6S<h1~gLv4?rBuSfB_QCTwf>8NMS
zU7vbiA3nWzTy{ywJ?E46t6I9JhOxb?_i)Z0ujzQ?@UxdKI*o4_H7je)RF+8OJkBj+
z<Rmkjs2lWLzh3G}y+wU}%BGeoDICxYaqK<*^>HI7Ad<;FnHkE)RKnR@OqRNr$TsF{
zx~H*@H*r18tkq!TnZ%y^jt_xW)e^9|vCRpbIOGQ&iz8Rq!t&Qr$r&R!bGKNUNaeX)
zVWw*iTu%N&D>u(i%3|7dj8VmIns!nOSoyLBbIgAAnu2o4TQP1)-AedNA%=n&h+}Zm
zfz+;{Y0yGjd=eU2k33-Wc4uYm*GC?wYUlT4<rFrrPu7vvH}S6{J9G<h)s+onTW+Qu
zPbeO1Y>!AwXEIbpOFXhUyE(BPmcK(|ud2U^t0^XoH07*w4qSbUTwHgLkGGn(%=6vx
zKkAJoD7D#}OBe8o$Op`m)T`4Ad8w_jj_Z5U`+Sr`3$Bw?%*Qf1Uf^rS2tIgFjqYtU
z)qlp$NMJr*3*9l8%})<D?YpVt0&2(1;sjLfA(`o%ZdV}I7lz#L^U5SWoM(}qTX?S1
zC9b)asN#-}qE6S=A~HeGRfukdfNk>w$vfo4SC`d)#K)%^>xXXcTT5F^*v4E*_bS5S
zP4<t$byjGY0RI3G$^DU2jT20N$Wni1SC81s<=fnHubgRq(fA;_QUU89g6jVOfYjbL
z89%Zq_zO*)tTKOOQ`yhuW?OPs+^PC7yC-0}WwI8~X=s{q9V1KK;kj8zbR{v7zu+f~
z9Pb%dH|sTgk+ulvDnJ7m5u63zgByg)E9K8Wt0^3!J6v;4`JVmW;#S2^MNe$D)5J;4
zq{)%uwi<0MaPG6_`SG3ph^iW@!FH0anULG6+!)e3u^a^B!=_xnCpUXBYtmjOwbjEl
zBVQz~Jk22V9@TTGYfGu1ywFiSw3S)yW68`ic#m=F6=vz(PG6WU5*BjuxVj#S`q!tm
z6RW0Wb*`z@HF1b)7#MNvkPk7{XFd6hWBuBLZ&eO>j8RD98_aNXg)?sxyQL}n+_s8M
z4SKb*=S>|H)emswjp2mlr=j*N19)|+Lw2^+9D54RT~}6qSM%X)ZxgZ128sRthrvF0
zsFGn5D5ZOj`*|$=<3?&J=&kfnTIz93%)Q}<a;j<F8K@||HPc%v43C7eFk?MPS6Ov*
zuJt@M{{WpP<}GzA#ypBkb)AKuyreCD+};IUe&@Qcna&pKu5S+MSzCsT)KXZeEzGu5
z_OUt7k=&<q{{XU+t95ri8vCyEHde&SDP(cj0lJ)BCmR}GTzgh~O=!(QZ@9@U_S%od
zI5(N3?y)Z6?yPg(^KYr;aVOP2YT1;VCHaeKE_Eyod#L0sF2Hw&QP*mgmb6hxBa5&D
zPI9yIXw66XHyyOwDon<1Zf;Z2Q`4F!QBdAuo}%4Q7|=lOli-qDVsGiShWXBXfcj&f
z5uS-H)}}bQjT_4|j$n3Ibvgr8%ULv{-%<nQE&v0%$y4afM;@4(f=gvrZ7jjS@}D&^
z>b9=tx26I2S(@gLM0<;l8X9wzFu7E;mO7QqAnpmm%Gq=-q@%i0)KpvQOmV-w3rPx{
z(?M#Qo1H~ObQL_0ke1=6qJ3I77{^?yn;DzXo?6p_;Cg$|-KA&)(O&HM0<-q*8K|kO
zR~kv}wN7<LIXj1_Rx}zDQ&U${R7-BEEM$#w?w*QkEyHu+VC$7eaOy|2j-kf{C(czN
zrNW8t4cwORg_hJB7gN^WYHFjmR0!Vew+$m@bzsq&j*gPy9ZkBU>Eh*Ybe-0u%d1A_
zyfw#Nr(-$I8~5lk6z1tv4j)AJJM6n+uA|Tzswc%Wt<?pLa3{Ka)<;ultx0gZ$yZHo
zsBCU)N2+?^O=Y8h*@PDwvey<-yx?T=_ytYZX_*OerEvp%0=7Ldqct7AYLiz%JJ~D_
zXzrbg#SH<fd$0MrqXP#Vr@*Tv(Yf%o`OcxP1@uxgBRFxv!ic%lxuwjbk>R5!l;nW3
zx|>F7JC#*ERXwtHH?eD6IY{3M8dpW?dv(#$)Z1zdFNm~)!g_?&>e0WaZG7G*5t)4v
z`0(8$yw2wH`WyOZuY$<Upmi(XF=e)|khtS5IKq|<2dP~FXtq?1xkg%6b&<L7vo|WI
zGoR3;AdHRt6k)ox@q!<W_-CTnskHX1f|fX<w8(ol76M}=@6}PH)3=Bt5y@ninWX0s
z^(%J`_@ul1F-)#&oC%OC>T1YA0LT_hS+0A3fo9M8ANMMZwB32OvdRWOBBjIowJ-KY
zj!2x)@bKpK%GB@HDt6r^c5o!`fVQZuH;%;O-BdT&2#U(w^!>u3C?)y2eqhiJVmVpq
zwraPJcB!Ii+eFErYs<3kV63&IkXx@D&&ydeL%Mja#*a_jp{Xxz1whY~Wn?aTW?K4a
z-&1OqXE5MqBb+VFcaDxnBNuusel+|QM%}1z4`_chu8;T?5dQ!nJ0IwZow_QV{{WDk
z{gGIlIsCbG{{Uw?ZQ_R*=Xd6nRhOC|J$HU-T@jiho5sZd0PIy(=z4v>z)t?fJ*@s(
z+ndRHr7S#;c7LK)Lx**py~4By7X#+H1bQByAL2Lv0A+=JZ_$R0&V41GSlr=)TNzoH
zXD;n)8>_XW;EuB1_z3leLGnHYTT;FC7SR6y`OPECPI~S8R@EJb;}`^6>M{O|tToDp
zYensn)Ij*-s%{(}-d^{b_T!tLURG7k5z9|@h~<yNWXJ1T#}h3Md@Z|C?SYcf;uhyk
z103p$WZ3NF1<`p0T9VIOQ)ZS5syRyrKzU*1Bc{bpY-V_BvyNKH&3JpNZdMuQ6mpp1
ztY>F4e$uIX)isor(jUR7Y6E$TXES=uJw`m1b6Mzj*zJ&3MME?p?;Or^NC(Aey1s?i
zYXPZ`B6?Plw%H5GFy0;fx@C8F8q2Q}$us3_vO~`D;Tv9XJ&JbSs!O)0n<vf3WrwiU
z+u)so=}9GA0jIdhISzdCw+aVo>8aT~S~}%BPu6Wo{i}?ZF6)<OZ%Jw@=<QL!>j%!U
z#`ic$B-rK8QMp_F9~HGlHL4m|bX^=Y>>#(1z#RNnEqo=-Y<9a1eZ7Ns31lwjKE*=h
z%KBOo`iSZyZa@z?11ndD48G`-Jm-gTq~m_9qqS7f$)#C2sU*5dC&}OMTCMMhH+#iX
zXRXoDJjQ!~KW6Q|H(cI2sR0Da{r>=*RmiF(m~;FOikSL-J?*Q>m*LbXxVfllZP8n)
z^mQz7#e&|<<EM$=&1UVKZPoPF`pS3dX4E>YmlwWV^5kP-mBeVOh^1id4@1!VRpd2~
z2WcITdXv*}O_!4@-E|JUyj|*<SyQ9f=fF8znRXjvqPn8uuBV{4Hj0l%Qo#dV%-&aS
z55;p9RY}^+J4bT!@3~b3?${Y$@lx<{*{c$AWsiAR8v9t?wHBkAy5$^{l_i0%XnxrH
zmbz<dNjREpgOT1n74s|X!lqxGtuxihoCmUE-;V0LE*f3sp_U53NybfAU(&i^jGd!5
zE%{$)Jx_44Uk!C7A+CRBSYwh*0i1987gV)z-&fGhTPyU;Q@*M&%sy`GFfp*o;@3M(
zWmQCuw_58dY2A*^uE`_sSgW?3)CQh0O-)$m^MFHhoGfR<jlEx%vC79+)I3DHUOgUL
zhLDBtfaW)Loe#xa*|@KHw%grpr_uDijF0CzlLtO0V!0I7y2^L<H4c_H4x!E}Q$+B>
z?%nwS<GfP(emguY<jQ_s;?>8UVQ;FMq-n_NA2cE?NiIVJPT1XR+LwrTZ9@82*XdYX
z`eGc%HeJcia(7&I!3?t5<(2gk7Y92Bn5+6qC%Tq5nIF4G{O5IW;^XnAZh3sV^}mX@
zt5qz}L!_yLCEeM7L*_SEmaaVN>N|_82A+y?VC)2Mle!!3&sE1;Ku$9w@%<vLF4Rts
zu<Yb;=6?O}VwrkwKRQ{<mF>4q)m%!u>Ne9d<)q+or<1gdwoGrF@4rQm)4Wc(+o-DJ
zcAmG=Q@9sOWq)6G>yG*ir2aM8&OLIWH8bF+l)hIuk$^d}r?tneSiO0CyL~Up7VB-e
zM^_y!EkNvyLNM}L8{y)$?N7wX^>w|GR#<5(BWwAv$vIxrmB%7}2_?jDg?C9C<s7Y%
z<GqgSis#42hV>(P<#o4Y)BH`l+34R#N2Mv71CKW$BV*<cb}KJW$1Pz+d5Y)r5PO>+
zW!V`|A#aA+@LXM#5(c~J9n<X<PMVGKSJVec@&g-yTz1Os>~YK5IQzMH+obCrCtbBY
zxz_8Zn5T3GQy>g}3rRlo)0|4W*r{DjL8d9pFC&?+c5{y&y;nPu*nA%EiBi7W?m~N4
z3=De7eLfo1i#c-nc1U>bttqaQ*9KXb1v@(~%t_rX_hn)Ae-y5|u7XNCrjw?8Zg)OI
z_ZjPr_FRg(2eVAeBW8bU0XYsnYBu^=UvG*>PU7b?ea`zSI5_dTk$UpKmqW5~65(W~
z6ttRVnen%A+7RRV)b|b~-RoZN*H6U2{=BkmS3PAD!P--gddFGmWs>Dy$IRjw@EQw_
z%6nL2mg4o@Yi*+Ys48j?qx{}zd53$yoUA#hnBx*lxATgrOxjvXqAMxnsbSv&LJ0fS
z=cHJRd$zikyU)@;-n!||-^$X8vZe~iYFXMyVt9Wkal^fZY?12vxa%RS8g+(Po(o8R
z$ICmc1;$!Q3{0V>mJ&uBUjA&WDQs6SM3vFQFeRk72gN#N?zrV-?CA7-PrSe$Sz>E<
z$!}?}{VGQBR{l$Xva^)#ThFrRHme=X+oJ8^sO>i=C&gU8-8@7#K={sf2OzECbCb1Z
z`R?dW;+_4>4Edp(bnox_)ROTo^Dir;vBq7{yPtFKT)Nu>-G8c%NnOeq2pQ<FsHqH+
zOwl1cufPS$_2rl4W$A47dVtScHEZ<qTP&;r+^@hm@mRSojgoOYtda-gCBk1HinSK$
z53MFW#Zj!cxwMi!uRAx*V?28-tkBdl82dA2Cw!7+R~Fm2mSGdE4U9Y%x$c*{_pM?J
zd*2gIT<&3$lCDL$%xFBv9y_Tg;L861cHu6(?5LeZBn+x!dx5WcA-?5~uxhxim2yvO
zwZ$CHA?{}7t|O+zttNanqDJ`V$D+8mj@DO4oyhCtxo@uY*H061*Wu$XsAYxLh%JnY
zk@9wq5xbQ0XE_JKOIyZ0OIW}wtTeR+u!xU7d+i@<eahxkw%3@)G_D!n)+$Ph7c!!m
zy|c?)<B%Lyy^JT}k8=FBt7f;Ww%w+<P}m}ZSx7EpUU_glG32(--Q!fY+cma3H9Rp)
z?q>*zZvM^JGIgkPWETQ`s#jXx53Hs1oOiv8?`0h#r;ZwyrZzIV$4OM!<LrZ8GBNG*
zTKxvUsG+W@s<&yndTDAoOofg-yKm8Hw6^EEvaOw?u-p;9m{^MiERsc0+Dh}wGlol#
zn#JM6#+Gtq?Jwiju5GG&WHzdJ;golTV+U^~cVyzV_PX6wUwpPx$!(#GwSq?F(?~|m
z9(Y`?$)~5g+#;faPD1mSmmQeF)yK#v>k78jU+tDVYn;nX8yq5NcjKMoBfX^lrJKWs
z8j>vK%K2t5dg`vaO3CE1K?K!&t$d9=8afZuwXW7lT<7KP$t3QktDy8^*FO?7t}}&R
zDX4h{DBdzR@2>L+h17DnT)eG0j(6w5K4)c{vTG`<6WD0&(HWQrG=yZo9Wp#sgs-L$
zJjDZ=ey@32Hr{HFY9Gp7)Ojssgvx5e9IiKVx?L9^HCz-k(F<KCVNf$8LkmN`1!E=S
zE})RSKHmd@7~Q0td3!?8Y}N~dsw&+ya`t@x07Oa1BiOQRvDEbuJp0E*%O6e0d+EE$
zmf4y3jagAy=~3BfVViB)9x_KlR?TeV&ZnZb&u?X}jnK~G=|?65moL2Arlq>unBe9$
z@(|<GD)LKvK6DYZ_j@96m(%g(_%9|=x=+RH+^ytwuAh_)42+z4dzLl)O|Nam)ztQC
zI3{=j&W=0-j+-nDmb^HT<e?R*jsuzaIrCQfd_D=wm&<*k<L0fWqo}16G_QuE@u0IA
z_$x<on*RVUJ4y&SKn!b0I0MOO_Umh3+JfLfkdCV5)~LWc1u*oybH0nsm&<La;x$bb
z+*b=-rPDqvInl84xE}-U3jW{6txrX6n%_-JL?WHok)kt)4-mOc<)M`gYj(i!R?!^I
z7XB-iUZ0BPtBiG=nRM@NnNh||`?;yxLrU2Bd3i%J0QM_dPAJvVR<^OW8V=Ynu)HvW
zT1QQa)uW;3sFZ-vGv=kQqU@-okaFd_uKxh0<JPp}d9&M~T6pKGEmU*UQqa=&H4WvJ
zj%RhjV`SqFq1}<t)3PJCXM#Wnz<C9)vfCMfj^%DkLHLD5_U31BG4D^(VLQls*)vr9
zP`F259eJ`)K2{z3gmbsZtfjk-y0+Tdh^Z;yj+%BD%pASY!{D?@=@`nWTHFENSi=wa
zee5po2*%5nUZ0NnjZSQ}<<KfP&8W;V!wnTIF~$fD3^?6m?p#p1Tq#)`)|+cy+=fob
zd0q#OPm0$~D>`*n7ut3<iKZjUdr`Pn`g}3R!#?g?^4%;PTGUoHyU?Je!=Q8-b2EmV
z=kMRD)ovB_7deeo%?)$B2TbKvG_35}4=+V%Ue=J@Y`RV?aLcO`E=!cvNJcyl+^?+q
zinhZe<fLm0r1iPRLbrHk=ROM3xvlK^vbtN8@WwJWH}Mwr&yfu|9wV1!MyFj|YU1qY
zqo#XLL(98;#cC2aHyUBhfZ*@FWn#9}JT=XU#h%5Cc{wt+ZPMySMlDTP&sH|O-W5jb
z>hOOTALgumb+)C}_py*Wv;%A^hK<qsFqSS{N8Znx+-KanWm&2#%@eABdx6c4TyCv~
zv9507IEH%ccUCtB#>!F~*O_75aD2yt<;#`A_H@GBqhYAkbw`!Pnimu5kkv`rqPNC2
zd^T9_P-rQOhCAg_uZe<!H@9MD13!AlR#tbZe6sD-_1lidK2xy-EM3y3I?(q?OA}<q
zL)tJ^_@;!7+7%kwcttFZYj+LUrMYXrbo{l<D55VrpooYdLW&;+94WBEVK+rUY=t*O
z0HUCxf*4UmKtu{SK?G64VFVFJ34{<#D1f7s5|D~1gb++9;SfOx*-e!M6fmHA;Y^_J
zs31mErM_xnpf~D*1-Kg^7~H9m1KOo011cp%^g$*$dUQQgZ!D;&frJvDXiyz`Du<$!
z93W%Zp^SK`xs<s<E4rb^dTyr94t<C_&B_UJlb;0~9}=QBZVt*)4tG5e14upu6gy-P
z5D#wt34mMy9q%PJAjbead6WU%?}e7P*(++#X#PrQ{9gUPLd#Q7+o%W)kJ4xRZ|R?6
z>5mp!Qr$3?>m_}|4`fCtykwVPt50X9j!s8cb2xP^Zp%3&U3FAj&C?FWiWJ&XtZ0k7
z7x&`s-WDtF?q1y8DNb;Am*BxQxLbhW+Ar_#`y(egIh)zt*}1thb7!7MM}x6qAmNws
zJjt5@^@cY2EoU%V@aqx#%Eo?%9eT5`Wd=Vd3nhB}1F&5$23Tkuw<pgAVxe=al}I5_
zs?>=+1};2(=bX3Bo#hyHiqTLXJupOwi&K)AEqM$6p^<u4rs(vARFA>)R!w6zEO<$v
z=YUjpj!?SCcC=95)lm|!IYLIO>Qi+Z@9cYCUQen%bk8#Fb7_j?w8OI6bbe_0Y;D%P
z2Y_n+w7yQ(ii6U94~P`YTHoZwv6G#iN=|Ys=XJQv#GIT1$wjWI>zW$IHd7&>bQuN5
zzB{*C(PRZ+gfZP#L^*w50FX{Mz0Q|rW|ObZq$$;o!jqQ{jdDT<jF#tKx=rn?5(X~%
z>v5kK6Q;24wM(rhBHr#?=gFb)!4nQmIONU+NgZ+JXh&nAvmvG<Icaq<v*T{106z(O
zoA+J#lE*!Qy(R-wj#;BKZ!a|yWbnVuG*sT~Iu8lu%p*CyInLXPrBbb%$5pq9P9^~C
zp3Uor_UU8fLN#_Wh%q~`Ehn0)P1~8KhXCFOcEk*&M`Z+)W*RoTpYu&a`rnB79Iu^6
zw{zAcdsbw_ap=YEii!)I1gRzu9LWD%YbC*E)x;KBANE%B>rrU9sYS3mvCR@E$Pt$c
z!E~EP$tf{y;gdHIp*_XQ>v^n@%D4u0k!@-11tFCBOaHj&^dKHz^acIa<x*#((c8I7
z%8o3%C~V7yHolam^tscdn%s}Lt;r!JU4O^NQJuI~Lj=cffH~_znnn{Jc&=|rIzHEF
z9`jlL-n;p-u17)T&z)SoF{m7Wnf}dQduT8APqnMo%pn093l0Cf<Z?1u29w;ZZAk#Y
zOd{4fK7MQ*SCY3R=_)#<%45Nkf)+HJfX&}3rQh7EcvN|2@kZ;Hd;GldpgaoqoBady
z1+9jFP^3E!zOVZZ(l)V0)=%v`lwKNxg7P(LQW(_GfT)H|<cNb`wou~ML-nZg(8Nv^
zQa%^$QOLP#;Vk{}gI+3{zP^Cdv}$2?oj#eGhC1}bA*jo-LPt;tizX_TWc~{S2?eB&
z7+W5fMibw$st7i=@GZfuPI6K&x`t?8#f2D)c|wb&rdBz^J!71Av>y1^i`$(*uOnU4
zlTEd>SxtZ|Cu2(K3U?r>A-2GqDT^n?F%{;lnJ`A^)jY|E`*!a)wjUzVo?=@)fr{?Y
z;ZZt9IbslB+`PWHBvGu~h#-GN<bfG$Zx01%PzH?W5svh*C6l5&v%MiIxmwW}1B7-4
zwCrll#Z8NuGUtAQ4nrBO%tBKwJ{j=;B+8t0#C9|FgoRHNnkm>u7Y*f|ZH<;{Xz7|n
zpSp-I5%+P7)G%PHjF9(x-sd9A#5a>Cj!Q`_5<hU5(M3gdBrjyp^Nc4e9)9M}_5miI
zr|5ijB2;~~{$(1e-@$e@y0n96D$#(1*<Ky-Lymn$-nGkFbA;Hhj}r4G#7Uf_jV91)
zgzyRD^QdIhyEgi5V*Vr#Mmefgx1mf1t26JG>r~>{n#yCUM&3*570{bSGvY|(;q7gR
zv*M%@5K^gs3zGY7(>H@+pn2B8`^mteA$w3hH?7fEDkyLrSpL;bqion&(vhxG%)|7d
z7t}!9ayri-|7{dc7Npra2*VFrzQ>I`tqqFBRp+WCpuA#)K;cAza_?SlSA#3cN>k)C
z6pfQB`5U{iNx!?OSI2a$z+u(y&^E|eERg;_$q=qpp{{N1<F&7d=4f?hy5r2-xYB3H
zoz-a5l!eZI89M{hRELM<+65k@yy`~rZ*YzN?aI`BJ@E=zg;tZ87oP?^jAwWC4c*4q
zHL%T~q?qt_63=|&#rT4&j}?oZ*&*;LD}8dzA?4IGA-WfG_XBK)M>0Ril(2@&%F<T5
zEc7AS`Y}uq+j91lUMLms?HOtdozwVXc$st2CpEAz7-6k!A0RQs5b(SC`|HhY@jpNW
z{d98trjfx_2m?@ilYRU2M%65<+##aTmB{+$6V!C8^3-6`2~Ix27-W5oT@h1oK*JSK
zXot6sLHKD3jol!`^|6ItNaUFTY9{dgD5@~!$%~|O_`|7D`W#-$5ZP5J*nd~|>39d}
z153RNs(SypP%6br<2lTm=DVo{Q_?4>2R`6+M(ixjb+j`faB0Z&?jypX*Vme<1rb4u
zi$Y*|^g)u`xBz;6YU1W$*t~@&eMG8Y>Vjjt&-P*E_Dq9y>eqYF=2;lL;z)%63I9gp
z=y=P}{7e_X+cz;Lc&?!I*@Vv8nTa4_mjG4Om|i#104V(vhxvh-0BkxfX%)gzhcr$|
zv}a6NT7pfJod@5>#dsgbh4P9HhOTYFmzJKWzs;+V9);dbtd?-YZD5Hxk~C_o*25&;
z(AG-S1Cwt-itk5<L65VAW~EQLe7ObSOPWDBysRdo(rWw#ZZ;T<kD{(2p$at)I-N#}
zAf^j+Gwst%z+wI&cmE@7lIR^yC<pVI{p9Xojh1>U8k2f{Mn)$zB<3b_jag`~^3jLq
z9Z3!182#G(TxXe39Jr&(!*nFqvQB!{s1stKj8VmY*NmE(Uq8p>@-U^g0LlL3(9#J8
z@f__o-fF3uU0xcmmvCK=#~1UZn4uP=F!LI(Yqm3EB{cIce~w|q$=>2Gx3r<Mi)q}n
z#N*Gbp2|Y9@un8}$<K`r{k-y?-I4(PWIm^ZgAFVG?@gDNt?25Z;-{*aqz|K~8%tOy
zzQL!}Ixc@>@Hu9*9lvRhMusq^V`W$M5IvOf@^Wt;MOOE=+b7mPJOmB+d{BADFXm`y
zf`NY7gpGnCRuuKqGjpLj{2D83NLk?0-)te}BN@&T*>H!zadC}s@f6osO;nmdpBdA^
zs*be}Px8niKOV|hX6W{<f2pRC>phQSxK7q?d5p(T8u>7=Q@PV^X?&hFs|JOAnd^Sp
zL4TQgp%3Y%eD6V9d{xPFIom0N3Zotvhu+K~r2=u*A=#sZ*5d4?QL8AN@^JDXu+HhL
zi(JhuEIG+q<og2aua@XVTSjUfn<&^(bk2xdjt78Egkbz5)L>EozraSoxTR@X34^xO
zE1uK+-dX@ZgO*@LTX%ZCJwae$54n%ei=lX*&{}SBq(8><*dCNHV(lCOPEvrOhl;II
zVYKg6^76li5Ow3RU{w@!j)+Peu{G4u`|39{UkW1+Hk|(M+Fr&kg|weD7=3JNg5JFm
zBuz4YTxUovxxTmEtD0X-70RSwD23ucpjaG^w>Jrdl)E=lF}UUW%eK+sc?3tHq4MRl
zK*yELicC&7?Mlm&cjZb7245a65Xik`?+j#0a=hC~a-*8*Wu*_dn^)IIUBh~boG%aS
z7<V-0ZkndOu}^=PH$p5|<%yT=4ceQu&f4dj@6V^Y3_yQYov)$8*T(J>&ceGZECDYO
zhC^~yeuHzuCATcRk!!#GKBGcP@K?rnW>9;T?1CO;l09i1Vosj3B_92ZVxfaBG|vVS
zcR^41*{|M}h!#UWBUfkreTElWtDE;fDssYJma4kG9h1#I;oKRu{R2=>`{pinoSvNZ
z4>??@JlwX!b~dw#$!1)%@`YWA%HRW3UUQcUo@yYE&#Mv_!nGcY2P@}e*nzR&J8Z(x
zUTXMQH&61*h@<GrhMy(3<U6>FeH-7g*M(a>c7K+GFLySJZD0*I>D|bDJbs0bIU!A#
zLR(bMGZGRq#0lI2nOg%sqke0i$BVpGP1AvVfpFD$n%=fnW1EU#*>3Lq)rmN%RPd=W
zFy9!V{Ka0y{8Rm2!0Xe|*4m@0?pZ<PqP$<^;VbGb`S#0r7LgC(Q|##vUl(WtX8Mre
z@amf3E2lSJ8;@|2+mGOvMO(j-Ilq!yTHljqfq#HVIC-Jc=?_2rjPX|<@AvCgsFwws
z)y=&xbR9YV0zX>eSnN{p4Wr^$<&MndmfSKUUQNin@|Z#Lndkk_S?}r2F8pLVvacOn
z4;J^21>iF)t+^gNXaDyjdllER$C)UvBof!s$ywhJpDyepZiB14AFXg0bXB;@LnE7+
zyT8rAEkPgqz_S`ns#l)*M*G?PKdIhCRWSEXCqbr$P^fUNu*+&5{72Kz@S$V}mer%N
zfdTCrCO)+H3_SOKg==nq2UpWiYzywmmh#<OosO<tNCiQ+%&1qDa9d%6szo+x3V#+t
z_wp8=v26!ITb*B(^5J81+s>xWu54(IULu3M&omxXE<|0*1*tb6*~G##b~K&>`mOPu
zZL#OzQ)Oa<Hb0vGj8>oGz_NDX=Tx5U{Lds1q`JBPh5Dp}lv)4smF2(rgCd*Z$5AGP
zddvLos!|26`%e-x6_~F5|1&8&8n>6lDr39MQuuj&*}fUSZdQS7qD6QTF6{;Fs!~z<
ztXu4V>pWYR!ne)&b}Zm?OxAWbPEtANXAf7ZUp9THjHA!!*CVwX(-*X}i+=!_HhA4w
z+s*95x5Vq$ftN*Q_*wZOKH;O{%ho^J9jXx(DHDxyK>xc^6n3E{k<B9TYw0KA(<fn<
zlU$e&e$VS*pTt7Bx7_0=iAgvh8C+98gwS4-k4M(vokAxm!h_dvtEMGofjl$)_lX(*
zD%#?|jScOoqwp&Ww#b0`UuZNHch^}A(BOo#Dn83E5q@iqN6*>PLOW0R==h%tp6!Jl
z)ATJnOkdEi?Uk-GM<CrU?IkcDGWg^l2HSIl2j}2W@%Zm-hDwB^UeH}3G{Qr^A%b0G
zM?WgE2OMno|1(?olFzm$KtmgnzE@B9*rqm0d%|KBqh-S*sn>L84t_FlJ#EkXdM%8K
z3C0N5YT4l)hY>c-ygIx@hO_6}#9BP!4ycYBbQH<-4_>ra%}mm(w>#MsJ?}i>1r6B9
zP*)G9<Pczzhdprf5><NAnIbMysdxwS$_0!Nwc5qTVmhv~o~s`L6%^X&o1)a!vIM(?
zrkZarNvmSzXO!7fvag~2{ATY~cV73#3sR?83=*3HYm53Hf5;wZHBQg1m>iu*diUMz
z{o$R2syX%BZlAxmWYN`RP*1W45e>VUbF{+IqwH5KhePy?%i<&uVT(EXn;sP}k98K6
zm$Sn%oaan#ofd8?*S5Z{L-?6$F(>#xa>~{WU1mL988UZ6RqN|$810OdI)CV%6g7%j
z*tmt81e1h~`H2l^41qw`X-Myqi#RroYmRie*F5T)O-|P~yVpp?4SuSgHIL1EMJ01*
ziWF406Z}2cx5`d6!%+ECm7GnllX#{TuQmHfXI^UMe}U{Ys`Fr1Ps?~)v##c6EA=9y
z@{qBZ_53=%Ll!Qm$xJ_LzqV_uA*!V)DPIYP4stXT#&ni6!a%N3`$Hm1#!9sPF`o&q
ziB!!mmghNK+x^67(#tTa%(N_Ea-Rc}rZu<kT2fw@iH!?%u+W{pEG(wpw`lFYaxGlT
z@SfiAxq!92R}X{OH$K?#rxQz1F?Ft-9%gL%N=Q)FV`qSBG`E#C)%cwJm>XiPAiQ@n
z35IuThdwe}Ti}M!t-%N5B6L5;cWsO#%9i}hD@hU%Fl}<iy_%Mopcfn*-Ru`QXP_p{
zmXU(ZT5MxVz-v8@<i6+BvI^g?QF{h|wpU3-o2!!fUVoZFZuhz7^h%|ot&oQ;mR|$|
z3O$8a_?hn6BQQFLh0wk^M#q?QqEAz7wd73Q8C>Xc6D+;$_=Vq8E8@?h>`?6@>96V7
z!Q|)|bJ5{AvQ`BZ^+kjY0^O`u1-Rpy{;oQ&6=&x@S$4~=Q9UiZ4d%$7i9!`&BaZUi
zL-$jK5Q{05N^dN;cbc%*qOmn#dTr&bP9$7gpXu9?5u?p&T<&9j<=={sXs|hA?Pl4C
z3Q;UaA-I0TteWd6Qp+L(kCQB?KBrrJvkuRSs}4PGXk8cTW|O8ks7JU%_LDqBv`%tL
zpDfgjyo`NR2^nOQQx~`@3zcCOJcVMKFpx<#fpjRlc}%O{5lMREam{<LccfEV@9gZC
zWt2vWF!y!c(d_Y2@EzJPBR<n=`_v`?l|-$hqa9k_5cA!dT1o!4>k_NPRo*jqZXLSU
zyfX8{n8w#=%5*wYDl!GTMVZy{+a@(M0X?<1T!x(_r-bp`)Fss2UG*zXQV7xZPoO#{
zV_tj|9CD)OWxpk+D{o!R=vM;!ZS%{4X$HZa^#MI$cRnX1#N$>?u4o#VXT#?KP<ofW
zi|h|BKdqb6F``#fg>NKuK3k~~dsM+|7`AW)64Y8-oUYF4`!t6P*1p&}>ZYO<4NR?&
zgnm2SlnVXrrWw<!)d-2#r{`xoz8h9I!0`y%hm_W+Hm0#R@VMhvmCJAfS3743xNZo@
z!1VhOUA%C@=2l*?*x5zxMrT`kntDi}R00SUn~SfaxM@sP+%n>T%NR;%wF0m+Yw2q%
zPME;h^{8?<aCMFT^~4sdqqvlTA~OtAH8ZqN&f&WKorT^E?=}_Ho6vy+Lw&W;3*{jv
zRg6Sq<Q+j!V{NxR((P#Eb6&Clo?#m6T5i<zLh0)vj6<j>3(|^wu2$M?-I?>kpH2(+
zZ?Fexs6zTQJo1`4QZs|<loTh_|2_Z{R4A&j>~AG2vr$=zC)Q*RgH9{XwQQ`KGSND9
z3ijR<Exm>YmN6ORb>T;(n#M4%b^1iAmlaU8n)jkZ-z-WZ5MJrtF$h7dw~wsdLDsjq
zhkF_^#mh8qGsEC3yrNO@x*68;9(#|-q>g2Y+a1$C5lLWy%5olGHi)L?36mhE>L8U$
z{EW0dgrmwE7hTUk>{q+cVB>Oe!QbX=3H|-n<=wpSH8PgS&`iC@MdDWW%IiVBV0Bj_
zxihv&BF9R=f;8&(@@9|J(H)avilx~a-ARZYgYlT093PO&4PRYdMuo8hCJVc3T~lfl
z;~TDRA4Z>)ABi$$b{(b;L(mx8_i(I0&PYxZ%8~{xso+k1@PB?N{XDGim0*o~=fSeY
z$0qyatb}C__XUTmEGjQ%dPk1}m<et)KImXb>RwJjRb2Ym*RSfF<^?Ck^JxkbEVZ+h
zjwHs7YaqBTBvvB;_(Qu`jZjm4KzBpVx7Nu?^vqehfRP+_0k5&_<L;Dp_SCdY`;x!o
zEzTcPaiU&EBe%knC(?$ool^7bW9sm2h<AK$dDRG)JUejq8$l`V#oD98FE~wBy+RTq
z?BtRdP5h@7zj8=zuhS^<+pdSTi7|s*+DC>H-zFpwSUdz3(qs=V_f-iJ?#9gPjHzI=
zS{a<Fy4G^Lc0*JhVI%}+RHJ<ilxO)sD@nc&ZFQerrn|WLN`DdO9FGpF5x7(BoNE*V
zgA>C)*WRo)HT*?l<xUHCJUx#CYD|Mv6c2;{7WI!Pn|^0v9_t;=;VbnB<!rxaT33|x
z{Q4|PY>(2Wq>*QaKE3@_<Ri8ped26Bn4)k^_PDgw|4j6jN%6<`+wIJ=mx{{{#VMk!
zv;E4#n%FGLit9hH6oe>-Ue%$N7Z%lGE_ssQ1cI6@)GogX1`%z|ZGFBJ?iAxD+oa#b
zg$19P?_-f{P$l82zj9!f^3`Q|)-?;E@8!7CNb>6mEqLgK>*ZwQ2A#$ntd#jXIrmL`
zUh+Se$1ReO*MSNa-X~LgY%omY**1KHM5Il612k{&=&~jXEuK<-5FTX)9wCtGXt4kb
zF=-meaH~2J^KD8MjN%)W$1Mr3O#&ev6-BfOJW)0tJ-6kfWfuBV`>iGP147^M_j*u0
zC>yQAbB++emOFRl9uQqfOJ~mmu*!v%oUrYzt%NOnoXKkC)Pu=w{dTgrp)tEw0h`vB
zTNA4g>6M?%ag;3{R%U?17d)opR(Q5$PKaLsB21lkl}#v$ACVqLYHt#G-ZFTrt6$_z
z;vuQt##u`Li+t}N;ICR~3L4!8fmeV%NW${agiO7}jC+~>#{5XPX`zoBhzNz38cffW
z2s?IuP*_BFW7{FL&`#TKtFX(H+EIDLnWFdyC=579f0!nD0!HR1_E={OdgZNBCiH`m
zPQCoWbj!y3f$pS40*X;jQW~{0Zbr7gdrlMswJ>$Iy84mPCwEiA<CeycdGlGox;l}c
zGUUdwbACz@gK#ns)s{N*NQa%RJ7!*oy+}1)btMVrUD}`|I|;DOA>xG8+laq#+Eo;R
zMC1>MexJUJz{KZ2Abj}lB8sGjO#kL<#M`f5(c#Uc^y)|oiT`2vhkQWF3)&3z#{Cd*
zu238NCOjYn8xsi=pO}{SJ5H9f3dICc0VzExub3oXSwT3gyFR?iD>g_hb0dHb5Zx?7
ze9Bhol)DMg8D$dW2>NM2@hi5P_9kL<R#ZVE_IrtyLF|yQqn6H~H8j(Z)*4sMNH!GR
z{qe5TsQ%N1vfgsqmycr)GTiiglNoBQP7rU_YV!&%7sKM;t{+J5j<rg#2)m}i%nEE+
z2|9%WP-Yk@!x!sXEsd6s)1S=Bvv-@?T@nIAv8=t%pOn^qcJ}c+#2|XxcP@EaP+!@%
zE@b=W6*cz_f5uE~G3i`Kuu7)D9%5y!$A?!@>M_6+cd;G&=i^L!Ak~@R6kgNoPJJg8
zicjhQdpBk*CDHw2D}5ze3uc(USF;i>cQd_aEtDoXhUb=?ciDmqH)H2E0!Ym><XDQ8
zN1NAaoju(aX+jxSvGRPD%p>^L(T%fxG`OfE*igj^oDq2!Nl5l-DT#v_3;p*%@8Y2B
zDa;?ebVCcNcyNx{{FjyVveG1P?X>dm9)zv!Vx$9Ld;TWzyGgMaNsf^3{2*RMqfE~7
zi8|I@fCf1fD&Sabq1IaT%dIcQo3+fzE}7KkR?DJDe)GC7GKW_LV5*8m1H^|z^clH6
z4rC`S+j3JlwH3}L9FUPA5rDt1;d<0aV=WV(UCh=M<UEKtG^uD{an!7RC#mxUO5CfN
zZD!^(e_6c`Mos$_kSxDLV~QDl3$d;`EOq?WqvAl&Bd8wDd#v`$mEJbogy6RT9<{lW
z-5Qap=|%$gh2~)Awiw12j2iK_oQT);MF|AsBt)5$C}8cIKt~aBgj~;XF?NK*y!R3%
zB<HyAMutU1To0x9mk~hrXi`yLiDsC%@86yz_|G5=6VcZWJy7-ZEGr?Qi0Lc7DI=Rk
zB_l)bV0)1BVlo{TC@6`@;O0&xrN>%ZR(S`&iK=RKbe@pnjah)jub>(uC95}<5Z(jr
zES$2~y1tEO2>dat@_fS2waxh|5R_>fVf0zjZM1Az`pa1)F~ubBWnK2v@KVOz_x;8-
zG$LG+64RRBSn6(IeTGzV25GGD37TRl4NCZbyCZK%6^sJSRJ++#^paj#-&?~qDiG}{
zzQUY{5g0~EGJ<aAJPdhK-wWkO#%F`H)7$*12mz<HPsk||*9<QkIi)iY6N7>RXZUav
zoDI%~M!$siAQ3W545ge1;J-Z@$E}k@HV2>x?)<tCfXmTH?@OU3w#C(wJbl+z8jk%3
z>)0udZ@2Uhv9roM9*AvqJj2^ProQCL{@TQtP7Om+)bE%yy|~g`18!}le>OK;*Z1`5
zDc@(O!AV!c;+h53c|~6L)N5h_M5kN)?Ukjc6TB~?hgSu0C2MvF`yAa34W{M!;mnf-
z(J-vzyjXrid5T*a2brGuENIcjpcb6e-PkQi%~{3OLlhaq3)m91xoiD**eQzouvjk+
zJ4~5(WCOkWYe1AuLS}wqY&y8p__zQ?)m2Aq(hgbDoPFCqWjgZx+0?U!uK9z>s;T>z
z9tZ^mpdnyxi$7e_6DJw9xjmN{cpfV>NKrtO-#Kf^zv(Zj-a>9Suf?|0??Pi1sPgI0
zvht-`3cuhdUW47L6}8JzIKlH?6-=1|ok}llb>et8nVWXW@kTADED-j2z3{Y=|5l-V
zmHeYp&W{s6-7e?lmf0R`DJNq3Ko+s0k(=7wPUF%#+YbU+38&R2UF#f#`->PiwoRVl
z9^S4b>NlxxtoI4-hKI&*JmCdYV_Cc>3`I<J>gq#O#M7Iknaq#}{j0R?EOvQYjoM}7
zZ_xr&aj5dQ{sJ&hZ`^6CGMo4rZoy8`b7EWXsRoU;OaRjCOml~nn1(dj%KXSr@<&=x
zYhQ?a^$(uw2`LOePM{g*^+HPz({B=H_|3@DTehu9cSz6JemAt^+2bC$9>nr@_1Jcv
z{ED||>DHZDSWiPk$AC%Bf4rIof}c9?czt<tW#C@Bt^izP;bate+HrAw{3D6x9E4cq
zjn^u}WnzN~Ab!HN(S-I*<LE2du>sDfSh8bO70(qwE*V_$cq!q8HCL+Wac)+<Pbo!3
zM(moxO<;1{0|v^YeW$g<&D&phG9>CJ8-d2fE{*RHJ84O8xJ%UHJ8B<Xw40hUW(75L
z`j`0gY?6U`19kde*Opi&_m~}7<b1f~AFIh6)YwbTqybk9Xgb$wuAFDcOJg1O<tv0t
z>O;J+ujV7<#%OkarzsqysTdsT#y!U#NySB>bIB!3ctM`2IY+`qcX+6d{z@7(pa?H(
z#b0h#6q2LzMQsKgQKd+aOQiJ8MUr4$$y`Go-4~AIY=+N1Vw+f_VBHju#;5nZ54&SA
z@W&atFpDPi;hY)c_|Sf%YHRLrrun{~L*HL_r?dN)yz!EYFLA46eh}-=)@rm{f;jn6
zs}uCPQ3`F6T|VWzwPonfUM2L>C~sf_70W{o+BpP!D*cpUgCzq&Y4R}CpEETX@?=WP
zNu3Y2-24nqL+Z0$xTY~6){P}#T>;Zbau5hZJH=y-A()9cZ_|X~SSryj`vwqNTj>8y
zQ|EzmB4aolFy5ooD04*4^Fr>Hg3tcfJGNDdBJvWPWpX{bYDJUUwxsKbq7(tvGA?e?
zwiM4y9fe?Xsmv>zILQ&f<3!Do-|TqmSVx2-OH9UUV-(Oj6yB}qC4j45>j+wORm^e9
zL3$l${Zavmi0_cH;GSii63xUkR}jk{BF&&yK~7ohqvT%6h>X`Am!4=@c!`J3U73L@
zh$B0Z)!!R^hARu~Y+oDF<3fqcoRK}PmjgnK+ZLq})M(x56xZmetLE*$qu-g)M&Xyl
zH?)|V&>jhbNTSBkAKlRaWMY$ctjlB63}&yEYul>c@Hf7{avpLU&9{2X^YI-hV{gJa
zm)|vbBxjLlq;K`uB=vAj)?QB3^+6k6iqd8iT}m9p&QX$)JnsPT0DiTA(YRC*<^Eo{
z65Es<$cfaLXCDy+HAJNZLQbU*n^Uy66K&&<{IPzI#P63&@XL8buHIFCTV=>Kj!nv0
z!hHAmG79~CWK@K3nINT#gIO%+_05C+FQP|UpZD!(@k((c2xn+3>kayJqm3Gn_6u7A
z>*+4;J0fz{IZ-;w=oPsXJIZDFqdHvaMBXG0QeS#w_3?9t&r|%9V2yGW4JA~b6!uLe
zH}v%*d*|Eb9b<=D((g==+B9h4TAR)9Iw5Zf6(Ueg*<T=b9Ovj-D$5M)R?9q-A94th
zv)6CxnxAU~?;&5@8@ptAP?e`}E0oN9#p3l+^mZ)kYNCE+b_b_nVHntqcWFsd4CyNB
zH&}+7nNGv5_$@qY&_J#FS3{ITuLd^B5Kx@#n^u!cR?}HHGZy+>kspNxkgh&7#sbA@
zvw&-fHEQ7Oc9Io`xOU;lbmRBT<BI)^!gm{c680h+WBqfGwWJoyyrT@)IB)0lD9WVH
zD&tFMc#Cis1r&M~F}ORl4pNAI<VzDFOfQmuJl4dz5hu*$D#=Wbcyl1Ry&n=h-)LJ7
zFIN%;wDTgnG!q-iyB>{KMb_`*G^g^6c``(JK6;ys&z|cSd|%+L&PedUdb@8y^H&d(
zt2)fpQEDP+krac#Y+iGM50P2j-*C1z2u#2I`H&K1rbhHKfIAA+Qc<%l3$KNJh?5d)
zoM3P$ZT|5$t#dLeM~ky1JEGOmSb#CplN7yp$3iZmDZ<w)_>A(sUd?SKNvh{1-TOay
zv7IIjjYIjm4};18czt~_Zol9{EvVh7Q-Vo>C|D1Sc1A%n?oQ8Kfuo{k@RcS#Hwtm=
z#5dX3mC5~5J42byc6LfG2wCKe0<4%Ba++=vwO<G1%LmZ>X>1=<o?48bB74&iElL=X
zqiJ%dxPd!m7&RuRVv#=3+CJoyEvjqqnqyH3`vamVifw}zk&LCd>RV~;TTg5_MKOM#
zd!9*&uF;fD9=Cq3y7M`<T=6!N_qymv?XVmBXpwQ|kDy-SUz3IF{uO|US+*1Q!1xuy
zjYw&$zEwhkI~C?ZW7ail8)@xR^xj(teYbBLr^Xd!q>c8Y2!i}<>mB`CVr<~s4z_iL
z>F>r1%D!@Lq-XQJVfRtw!Evt33e$fQgf3U<Nn)M(i7L|lLvzVmWe;TlcqJ|~vUrY?
z(#Ntb6n3}-`CnSTC?1BnqNurisy#<HdV80wKBUVLl^3;BvR*YvoWK?xn94&0T+8$)
zpchO(mQ-_I2{?)qJW7nY0LP(s|K^JiVIVk7;2yP&z(Pf|_9#XSYFZu9V!I3bLPBOx
zQ+(8j;J<#cF*YJgw3EdUM8E?u6|cXgakAv$;SWJrBRt7Y_8s3mEn<7m2mexs(pnvX
z)Uq_Jlpw~H=%K{PQY7|`GE`Ip@$G0RODz>J?qGtqiRc&b564y=im{_ph@G>_-jF`l
zmJvO<QxOdSS|5`65f@c7@U5DzCb1enzkjvOB|-0Pvb~W5Ke8rmkNqktZ8G!QRRYuz
z34h|vgz^+(sCqHGqEoCRx_&4yGky}$H^Onz867!h7?8MMniPcvr$htrU*U3O=*7>`
zt>SFl7pLM(A@fH_wA!*e<&?Eh3~HI+2!f-&Lw|ej5QWf2n4$9V<XnKY1E$TD(@YCb
zHF*4o`jNE~czwv4PS=(bW2|kGZD)gWTg^Q4_TgOs$^+}eJl4v;9#;)D0DO!LjWW`3
zv}S@*mQ(Ri;on|^tsA8CUS+n$CqIaXGv6`se|N5l4z?x*v%6^qeya_FBNZzw?ZeQ~
z7023QNlPW!ftvt>ef2_kqZ0MtH)7vGyu_|06^bQ)%7*V0t+ln6%DpgU-k~SzL(t;D
zPc|n>-1c8_Q6HKcO?K_->BXi;zlkcY^nVIA<JH<)rbL8ie7T82w4H~KOB|GWoXH%+
zJoblN)!UG)YEF~gBy5d5<LhE%^AGkAV^}lutE3|0Qn{8dR6ojM24(GWt68QKWw|J$
z>nFdFb^Au9^F2_}lTI)KONdZm*5V<Y7&6G)-sxDlKdd~`=k_f(U2Y<Tj*2&V4abQl
zT$R>|u2BL6bg~s3&CG66=LIzy%#}elv1AkUiHWTR=IZz<k?9<IkP-GuN_$|+QH|{l
zh9bM9KtupEu$wzJ0~HgfKVV(7-wO^zhuRC3F3U}vtD?HcM7(nt8O?XJx91j<UggK7
z<v|sqJAP8fIp5F64mi$3tRaaCm@AX{(y>>_c@Jl{biG#}A=;BP(u?_>a^(z;$iH*6
zJ`2ARO(+KaMk6GZqdf64^_Ni;0S6Au2)Np8m}b^b5-&>Rn(GerDb%WpGAa&4Ir#w7
z-0Yh)Lu+zBBsX-Ra@RX~be@o@SQ)QQV6-ZQF?f~Puj-aJs7=ZgyBVF=xsf^cFR09`
zc7Ggj*xdZaU|m|AfD=w2=dE9M6*q%IJeg)c%z%%UD0pe{(2MFQ7$NMd*{^0%2proU
zXZPYGYc;a6nO6@^r(m{Qv6C2M=Kq`y9-YP!<UUSE9bmS3TM&YTB=J7*ZN6t|@cUkv
zit?HS5_(|zdpKT|e4ZhIUXWXb#ssfO<ddDk6cX|q_Ix$kw|}#f5QIdLMpe$lqs-Dp
zvhre<hv|}ODR?eb_&<G^Jd}K*<wsmTqxY261-5#Shl6QAy^41|g(5TyYwCf7$CMxX
ziE@<UhV^jU<!g(ot1>e|^;X@YI=zTr!=&VJzL=#ERo!2#OpHpli<b0!SwurbI3nU^
zU_rDf)7BAx8|HjPWopjkq~5|60Cu>rQ?2Lpq|cXfO+}LsFfQ<|I}0U!lC-H*e7jp3
z$5!c`fD;366XU`PYm@$((SXkLvt?g!TX4*&uHT{#uPGtD+MZ~5fA?U$xP2{Ki_HNG
zvB!f&k~HVMozRrhXs~M9DvCV?WrUeK{(y!)o)Ri^i^PoO!9yjjj~IGPqBYfz7BvgD
zDb2}t)izMGzt&Y8ta_A+LWv$-I<lE}(WW@uxpEv<S)%=#CV#KTxM8appeXM+Mj}ok
zw>F$^(=z<|pyxhqt4R_~D_$oTG0i}ZqEL`GRAb4cC}48zuN4GqASP$eNzT^hd+?v3
z#q8EXa^vj|9ZyV$bE}RUqBe&eQI(YjPmXrQoT@GTSzQLqB^REk`1Y_1gStOp8Kned
z#>5XXX3}iQkrgvH8ZInx3)5_co*g@;pv2kn-+RtknNG)63RIkC>6P*8Q>}Z_?<&)N
zA*}HKYF};8P=P~oC|@6~gaGAwSECX~=(_auR(M+8TsCQ8w$wjM-tHAtIp$-n;VTmp
zw%~L=F2^2~HV59})Xd?5!D=hu&DE6iIeLHQ{B?BwEa9DZ^;bi<D!p>)WS4=<4@W%p
z_k3BUJb)bD(c_8D=<(e9LF+pw+ShGvmUj|XuTu<XW*6Ct>KOIY>R7x8F5fPMj<Rn^
z>d9s`P!XYqJ<$@@&lfq9ei-aA`dIfWSQ{9?7&ORO^W3)%_q)DQ9x_Krvx;sn85r&K
z;KD_U7Hicfsdw4nmp$L12#xBBsPIjIA`iYZ4WjCb(2-cqIvnp2oJx)4qJo8V+P3PB
z;{>LgyY)L0D}M?!V2cM@`+NOHJ3F}OR1_UghZ)3o(>#^?4^`AeJ&fbJdS^o?32m!q
z{{g&v6(h3UUx~HoqN*SpiP@X~0Cyn8*k}6^yOFkwovyn7h|`JbDm@I&`ddQ-!(3mq
zoc{rW6gK*Gk2cQw(z~fMdwKXa6c1ilRhQ~`WNx><;{|NuyV;EZk3CO(_<UxOxt~8X
zcONw6klp`P7@Q4ku9gq^h^08__7`T}cEh)*Wc)(@0<^p5ggkRq<-Sh&&OwN=kzAH}
zosu^|Bl-KDCkjF${{R)}Ob?v;{{Ub;{M!I-d?jIj$pP91QtQoXQS3yCF_5nIKY#!o
zXau-Z!#4_wJqlhIroCESahL_B*3lHNR!hVtD)_S98~zqvM5oxD)+d2)i}C3nfQS0>
zfz*+We?&b3)yo%SI_iN-6TW4liUY{jlZNDT#tFjk{6h6496hETv`6a1mSfNt7JRcu
z<;nm0u2G`>cue%(cb@fuTf-WqqS0F;l`MY$Ks<3;+K7D1Qx86bl&@;}Qg`G1{TI@d
z*{d~RqfPBvrdK>-s;qZly;cKv35FB9xNoz+R=jFw%Yo3mYRb1d-z)Jjp3&nh`YqFb
z162hBlA(w{DKs#r@fXNBIbIvr2DNAN*0^r}@_R|#inx|sqw98GMYRuIrA;rRG`l<G
zz0Wkw&uWa9&)Sw9<4bQXsEU+G7{P9oHdF)dm|LEFc8S?)Kh_PjtRUA;HTCc9ai(cW
zKH)!EJMy@#yXj;LQ(s?s<E7CanWhw?QSb7ideeV)QXEs>pVud%bS~U0Agw#%USpCm
z>{gJXa>hp)fT~dbC=-$ugLkA?n_KBkM`O%~7D3jGU=qPe>d**!97GA8Ud+8?T(>EZ
zKveW4cLIw_Rwv$Cal=uko+UK4s<1dP?GFM2h-2N86S-^UUP6V7(rLn@d60jFSZADM
zv`Tv`G(*0vgC}`xs&of;KFaWPd5pjwZ~$q2nW?=i4?5=mK%~v97yG`G!}&pI%rR?3
z2w2$rm}m1iPavcyANHP$318!2Ou#PUC~`dK&(+pe2nQ_$<?Kfu8BHnpAHah)wpV^5
zaZbdpw6qH&clHW*?^4n`$w2bd&@-f)rX}DXAWGd2`2)-+nE#bc<r&BQd0=&nxw+#!
zFn<O0!*R9RKR_?+L-!UkS+DTs6Y9^t&q{$l!mO)fQOzw_5hZ!;M1h@RLQ3!wkgQL+
z_G(yw{#Scd?>Ba2Y3&|PQ`x&}@RwGZpFORB3o=cwF#Meh{>~jc{tdSAm*+#RnkSmz
zXRXrJ9$MklBO!FgO=85#*VN5S&^|UZI%?unX$0bI(!t7qB4nLje-z!*`fl1Iz6upR
z^}*+G^RS;19=nDwgP`|E(MvD+tA61<T_}P@4+z}QjkGSz`q)LPV}sb$7n>){yNfYb
z;(xs+<Wu}S{iM=?T5@uA#sZmxk6IlI40(NrF693YP<!#CfEcv|d=JaKQuniuu(tCm
zzNhQ(Rp@9u#0CS^`vR2!TBV>jbk8hF8^|AeJbk-`)c(_3Hk|c=iO37)RV4UE-ZQgW
zEe1*Te*NelfJ^-DZPBY<$$wIm%D48aGdFH=_78GPJLTPR6rP)v9!hy|<er;R_sctc
zRaao32{7v17wHqL`l(pY8}WN=X}>Y`e*kyom)<hJl%rR)4qr{J<SuKsu+h+oNz_ZT
zrA|#AjQ<G&s`cm^!l!zkgFKLGe!KgSBTx4ZffU)Z5`t7rK_;a3YFP{g%pO>s39rvr
z?p&cJlYKvZ1WKv!oR8uI!2oi8j2rHKpwfeoBs3#1akJ|3A-p;H=l4@*bpy%s_hL74
zuZov(4y6_xP<6@&z69YNs<&$H&wW}c2J)Ai8Z=_(RL69_3NZfSqULAZif-z*+%h0j
z&^r7$8OCixR!{4`$)d`!rB6U>Hoau8;niQ%t@%YM7L6LM6~-8m{uc<A&)i!(H(c9Z
z5>zIv>}ek#)?ImcP%*kucvk1_%n!1kr6@YMz^S!_d#KK{3*lCFtlx)7m7!){Z>|Tr
zsqb>kUO%du@uzZ`FcKsBwAS%#l>Ve>!X`zaq2_gTF*VY+?k|=~zG-mpm}6)4&=%Jf
zEO)OR<SLg3G4^<hngcw@0BwrZn_3f&k@J#ye@pk0Tl`(T!h8DawwWVR6&LjgxrQ>z
zVhxkWgC9e!&9*y#<TBb(fqlJsVFre5aAqt4R24lP3>2DD!JTcHW8hq$NJ;Z|uTGOY
zWJX7{6Voz>M_N<{>;|Uhkc=NThAw4ai_!JDGjr6onk7!h=%Usxb}AP_swh#Sln1+6
z*DUAMKZJ%7i2GmkUGHfD3d>44<VtBF4*nRPw4yM-(<QyDGrU)U^8T@7cUZlqt8;%W
zoma=D^3tjtxhaFL2iE-|ywc5(VUJq%h}Ci3IQi7$9)V&-+y$9n%;C5~-;X**E0kYV
zCHJ_RjN1L+Ay!ea#4K?`QWSa>^^%=(Rgy`<l~21{Yz0Bt>-A)L#kT*ranXs=?|X2h
z5sScUychEzIm1V)-p}Z8X>_(LsPHMlU?0Tsl?RGgSI4RITNlGGi?3Q|@i}u%jW_)<
zChDWmXlvmEzc@0t$;ldK=){ChGm%?MyGMzH*sz{J;`bxD3k1hheN<_>0Zdka+b$2d
z(=&k-0fd97<N4Q|R6(;@IB~i%iu3q0D@Xj=VY3I@(ZaSs5D7kOuQ^SXx2Bq`YKp;5
z{F!$}tP#nyXGGBM`lv_ihEINc*LTLGpEUOc9!|{H;xxVGJo=_<HRl&sIR#Gdati8;
zFsV8hvGOX>`OFU3@dcMj4v3RafjMu|we_y{$ZgqT3{nWZGkOxUjz4p(PqJpE%b%y&
zZSC=x?_Q^^raO$kH9vGSAgm6k;Y62)Eo`2h9=GrM(cJ55ORNVmk%)T&p_|gDV|v~N
zNcXTx;~bs|Tlk%tg-ElX1NyOb(!;``UuKDpO!jp+1wZ!iRIAcTNbybn55GS2Z%>FC
zgZLvWpFMpi7Blb@w{=^6_|J`?ucW@S?@Tn!jeYp_H`(R>>{(^3@KUw2O>_25>f<$J
z;ht!>d|X=kygE;SI8sjH^dOMY<I#vr0FI?U$#LI{Y5wR6gE6XC?L(t4qp*?d%z1)^
z5?2OHQAt}yuU)W5y67!D)_e+5No{m=Z4ueuL*?cPz=@jfu(Y++k82$xRiCMv8f(P9
zetFTU)eZA+&1*5)@xJ*nT)D|z$jP}udm+H9NwPs*+y>voXVJtg#}aBahR(t49Ftk)
zThD-mE^fg*XF+U8Gedav!ovgY5?a*ePX2iV1Yp7*F65QJ^vkeQW3B`9AbdJ<j~t8O
zu+4ZR3ZxglwnHsSQ-CKkF5@feu%`Z=C&IOX2LS)?C0Q&#?ov3*_J1cTIfK2daU`TT
zUJ}NAa7^>wDPa)QJg(>E>cG=3EM;~sJ+eo%W%+sG<Kv3aQY)fczbo9#2JF9YB6<}F
z&ucb9kZj~u4t|t2y;`1+jK!#_4uEvsFZv@Ap4|d;)=-J^E6UjiOtAqmHa&MN(lRhB
z;}Z7Q_o@IzhtWD$C?G<rCGw0A$@q7bwkfq9M8E1uV57o_U1x(>y|;io5M|54u7sKz
zm2(sGjc4`mIeSJ0wCF{kJekpemUkARDpBMM#aozV>t2kOS0r_gMy)u7UBk@QU_d|9
zh2EYWWzsCl%wRiqAe2*>#_szN7c$P><?j<_9%5cz323ZC(3)O<BC$igLoU}2ifU&?
zd@xTlW!61C`;5R&?E%tD;=C7n`R>)H+Sb53$r+!B$;{mq!!&6wT(b6L$49q)uI5k8
zyt&+JoT?2Sk_eRUPnxl%bi{T}@kA@6PNN$do{yOU%n?H3-UY&Q>cyL%92F+*ICWkF
zk4AEMT_G~YLv^azD=2S|q9Y*A9Q+J&%bb#8Kj&9-kq_x!6~tt+wn{AkH2hqqv^+?U
z%Aet@&x|sTH;aXLW_pFhGFfGq$#H(H;~?lI=?$soi{r|S>2#X+VlMZuC^g6Gm?kEM
z4#u=RXQiu)+T8vTa7ST0a2S2~vu-eTIfe{rJ!1zgZ*qai8E?yj=T`KGkAeUK%XS)v
za&99FvH~fV^a8p26$SV2$?z$v)y*hS+u9W6fAclr?hqVqtUCo|Nkt~jal*cBVSn-E
z7qQ10Tf8Bo2`dV@j9kOvnEK<aee9R`(~zI?nWA7=*witV(5=P8!Lq4NR>s(dLW=(_
zxX~$fYIwO-pAy<mz#np2>i%iJ{^QTXET?T;)aTrM=gtx^C#A8&a2w1l=4YCn60wr>
z)^RFgE@DX6(P8X(L+|CAO>PHB^4hVGf|yP&h08k%(L-KM#kC&7GTotUap_x5W8!ii
zQ?@Q6+r@;NcSzCgvT{Fo*K(k}Iunxn&BX0H=RXF3n-pfeKKr3U-oVNF-NVrogsT@K
z>C1Qeu%qU2ORcPX2jU4X{VgyJQOlmq5S>vePHhX}9t9~<Rk!7XfQ-li!3`7Z{>hro
zWv`o~W80myqR{A3j5~PTinzVi_$&1{e|8K<Jmv@aE7_GW(5zZ}cIfgpzGGytDq980
zjlvq488D$aIQBG`g5^`|I~wGc$+79s(mvM}$Mv#iv>YSjl2-940I9c!;%GGJz5d?{
z!*N_hY$3u6Dx1Y@(i7Z3^hF3AkglA{35ikgFy`SY<qcSY#JU*FpE2ISD!2~FjySJy
z%uMbtE3y*gTo^iDq4oa)*~OlznM*1zj!o`&T!&rXn4!O5<@`abc6J(6-NMQGHYBC8
zU%)-`nvjy<QFb2B3n`kg$_!}!1HS{ta5uv%=br^i&37ZD;CH`ktq&?$zXIEH0=Gh_
zD_b-NsYdCwRO4o5*bTbag)m&~0Cd{+cJPQXqt(=8OiwE{Q%tfq!q6`6MV>{K!#}Bu
zy9K*7!U675yy}ErX}V#<-M+t~<c~%2Hn0TN`D2xy2>CP5&@1)+0QH`KfEdH)LB9OE
zdk?eyWueiqrf$;WlevF@7E{`P0LK1@2-JY2?lD$hqfYHu#!M^lJl&Ob?yqV!->v_?
zel@~EQ8jyZ!rm{@q!_Jg60W90SF`r@QPl$e1K0zV_R{>|9w<i9t4`3BS~-p#BZi58
z%#j)&1m<e-qxhwtPD*c%EF-tYlm#{p@6zO}CDndt-Tl>&*W7`La@r{mMV|3v5)s;c
z=_?aX`SlEUmnp``xP^NoNCT*S<XP0QkY{32ONF^)-En38#_WA9U5o_kue_dh{~lr^
zB9za80@T;>+x#Y!U-~TCGS`Iv^Kuo>nLLqlja^WcWp44yV&BmDrEEUW(`_oiT_|QX
z@BjCvS(v=n&+7sMHW9|AJrnOxi(mDN@5whMxM6$T@CafUwwNdE-AuZND0T`(zu{=X
zmPhgRE`C~p#{oy(sb$?<20Ji;CUfu1wxp?%=!{NjcML^EU!S7;FPlulA+XddxaZot
zS0J+KFzky?>hGDhmV7MUqwDAgYRE-K?2+}`TTu#x2N?nl=1Qr9q7B$I<j!z~_0n~x
zn!loBZQ}CsKHMhy8MTA<DaM%dT(Lkdbj>Z-sHVrpJ+y$8e*kHrJ%paOVek;^Q!X+*
z<e{o&B=QQKrx)_y6y1Aam@C=+2S9!3l`eD}c_q6FjQua_A?n6v$>285Q@-ZD=ce)u
zvwuT&^(P)1@C6>y!>vIKz8;&sMHT+js9Y9g2J<YAtc1?*zDk#5TFTRi+xGB0bI`7j
z-`i3c+;#u6{?mpbU@bV;vD&UY0c?P)9VR{FHNiCeBh_u>EchQ_2#$zfvU~Dre2*_8
z)Q$yi&MwARxFd%Wf<525Hi(EQKr@)0>w~JF3APfXB;MOu+z$^AGgRx{qd(#|PFd>W
z#W%rSc-gL&i@?7PGZQ4YYm^m+Ot#`qv6xl&Fo#!bV~zd|JF@~g#4m;c16N{tJNu3F
z+3b&Wdns?_udCK3j*Shrt3~GCu|C}}Eo`VP2bu&VVEx`H1&8ZDfQ_kKU()UGpB806
zF}?)H^NtxSsI`+B?@c24<6G@IRbsf!DDsa}D!Jr-mRbzp#wp)U?xn+CSy0D4s$%{D
z5))|>n?qIg2uRsK&&KB(U73NV_uIz0v3W&$4#({PcD3}&*TLiBp{<_!&zZX*c$#V3
z8*YDBs&X)=GAp#-Wz9T0zoap;7spigJ+>KLcTDALZ~`9jRx3Gg6#m?3SXMaOCZNJn
zB|S2{!{}$fTO7Ke6b8<7E##~$#~@ujro*(PP8WlvN=}rd9Ec7`2al+|Gc9>VpP3u8
z+jed9&l6o_j>>I>KdlS1@pr5)-`kemDsF(r7-r0Nm$hau>SlBOp5|g7xaQq0SEcV-
z;2E8uiP(^3m}+azMBug8s{(F1cq=5!3nFY;c%CTXKm)h5ijw7VxIl`@w4UX+LPXW#
z!n<JmA(Xn>pcmFMvP8jQzq^?pK^QW(kfy-nsj>GS+DP9y^nv5Qu8Ej7zbBDGVQQ;V
z-sf-dB-%<aMC*;1PkCo<qQV^Z{bh;h?f9pd2QGulrsi3*4OWGLD(vyBv39aVjUD*h
z(VQE%TdKk|7-MeFY_p;N0I)ap(p!T|^h8w<_;FP3^1pIhY?z(<m$mO+x)DxR)|mJ`
z_%}|0e+V-(zCA8-xMdzcPke#+-2n%DW<$PTV4ZK3RdlZ+`*ghGRFkEWo=l6M8+bs_
zI^K1oSugzq$bW!fwEa0NV>|#KiFGafM1>0y&#ueU$Jh6J11<Om=tv0^o(Z9WlDN>=
zh?@)F2MAVl;lm|SACNuKi@EYw)jx$Apm3DhAi}ed*oe?h$^3@gli*vYdnG5bR0>oc
zzyUfI4Nu>R?WPZWzSK&Ee}F-BEqlqs1^C5-p>y>plC$9V-?TCb*cmBeis&c8Eg^Hw
z!ol#wE4pYeLmt61c@x=5h)=~UR)?>C$+@xvl5zg=MoaRPOZVzGc>0g1loV~vVZD15
z`=+l8E~_<mEa~bETlOpi5DQ)ZGTyt{*E3+Vagi6l-R+>HKDQTY4BPWJ^R@Q+1n&T)
zVJP$6UKDZd(rbS8OorgMBf<%#{sD4wCe7f2((o}2i5>Bk%uuR&&OMs3y^@qrZ8yfg
zorB@1q?;$8y-9Oh70F&?aYVvgJrYfMQOr1}nbtovF1C*7tG_n~r~8Eklo4O3e9X24
zZHSd(^eQR++taY7?MUHQJ?lyCpAasb0eR-&#x6oa1Q`v{6|UMj5otGtW?|2hq|fvR
z@*r_88>H#P8fH|)5sk7Lm-jvTAl249JA$|mcg$C_at}r@9dDk<GmVDx-J*T>%NT_i
z!3fUesuG};nek>Ev15m!%X#k()tA!9>Hh=BKsUeM)_U=|!@KS)9eLBV)l|e!3{${;
zUHicM3eEJl@VN5Eu?&J(`$l)R@KcX6rgojFppW;2rg-y{6o(ET<z(8IGEUB-H^lto
z4hx;a<K^hbDOb_B4W7{Uov=c;ueH-pA2liLUQbT~rfiKMZaylkP662cYZa>}<*!xH
z)YCh@!W-rWa;UVs)jPMu9m3lA$p8`$y;;;-DXLscK8fecqMhRx4fty{R+>7l{B7)?
z=HE4it+iFsobq!=_M5&|?ejeBFB!{Q<L0e<7eq@sjP4ZanO7}X(MiW$kCK5aa;vk_
zR<NE{#_`a%Y^{F2$yrL$=CRT<*tzA!V$9<lHb8Qsb~tb?J|K>Y0|0f(<lG3|MMFEN
zpeKSRa5^9&Y*3&KbWtM;0C=gL(F6#{!T^dWEV2_JOVg@kbwM^lmph^5!N-9|5rMYo
zBa)@g<PxA=ft3L7KBxqYV;iA3KB-KNyh-v|3vHU=aB%FREMPvnh61u%;A6|MGqSw5
z+pZT018J$;LHfjOw%dM}prm7Dt9hPJ5#SbXo@gl>%N$J&17H@W7I`+;Xmpr_HcITs
z@%0<gW+I8vG)GRx!a8B0WFx7PtOirS=^T79kJ7Ui>kxk|)zh?K?Gpz702S!t!z<!5
zmQk$7Ls2BXlrcU@J<Dpc=$WN!CAri#79Xk#%+flNjJdEx2_8NwXI4ug#HS#10O5ME
z^!a{Vy0K<sj@e<hhEPEpUybC(=kHqOWo)y(+|DN_B;`iFu+GND-J0J8W6zv`GQB)}
zGY2gBH{npc^6XVJCVWUGT~XVrss?#`DE!Y=m!h@P!rovzM-Qw<%e-@8>21|@7$Lo!
zel9C9MQo;nzsP2H+CHktF`xkFJ0Nr<VWDhVPfA|(9aAE=QAqgRw`}H-7#@43S<EK#
zt1-8<YoWZY<{$=-GqC%W%_Rj@OTlCg<ojf77ohB%DbuzqX|KGGPO6E#?{khL1aHx4
zcbNMYHmp+y(#<Ku7~nY@;64k*m+>wcE>6Fv&e<cJTIuAPvUXEjWv-F~hjO3pSj(ji
zWp&uHR+@Pn?p8u}A#L>6>tzG3hLX)*Dnr3Mj=?+ajh3CQF85m6qgcucnqF3dUR${P
z*T%oaIe9X;+a!CZq{9inE9i6``R>ahJj19YkAk+U(U<1bwwzPQ=e+k_&w-yMLqlpk
zO<$;~Afb-&b97&fkFq?6`pbIM7wu0SwxX`*Wv`~Cj&bPh48)DV-1|mXmzUN0oNlF#
z*l_V#y3}YmajYupj4ZcE&R(u_yQko#Zx1y@zLCjD=Lnt3@*m>5o|x5omOE56QCRL1
z);O|2^2|foV{lGAWoLKd#U-AZp_+cO3!|hit%c*cj|?1jK1<6#iF&;6PC9DvamJ1~
zN3ESoCWeSTgl<Heg>K#!>t^GU+V`LItE|%T3szU@@n1uwYb1_#2Gg;TySnV}&;I3M
zQN$~hH`)th>{kZXgUweHM|U1Pr_E;n01)-E>gi_(6`N>>gSy$a&r5wEFDLO`whk2v
zUK8tDhxT#X&o(oYJ^=j-tviU<m@X9+S4}-}W}oK7e9YyUt@HNowc8&UDjTb(q@=Xg
zRf);;c>6MW8{iH)A9~gvyVmD7EN1X=<K?5=I8ChRn%B)s&CGd8WTycwoFvw@v${4?
zat58;>2McWyK8MnHOg788gAi9YNUsrP-D(y#@xPYO&i23g?)y4_%!u=_YTmuoHe|y
zb91&q_ALJZ;$E{`?7yeu_;W~jEv}tX_CA-Dqt$<IaDPIn7X&ridEEMFKpj7P9R8)!
zb#EFQV75m!U7oT!);}}E8<qz7Wn5|QE#2?dXI9(vt-?mWH##SX$QcI%ISY9D{{UI8
zt7rbqUJN&_IV_wV*G-N`8XVwl%Q?yY3UAz7UiuK3lx@iwF}k4V^)3GU#JiOdq@=i8
zZdCR2l4XUlk^uH$Y|`tiy}se;53yH1z$0kwBxvn9k5$kA021|>`LnxM)A7mS#O?ec
z*HtciU2lA4z7Cj$T5b(%$lk`bhb7)3bAj(TT_#>Q!yVpAD}9!xM^sD6Pt3wd_kgpN
zJVVs5h$WXvS2mcicFru_hs|`px7JDDOwKMh8jph7_4PfI=!-Vp{*rlBcsL=hA6#Od
z0LTXYps6Q6a_KsMi<P$s>)TIZxm3>|Fs9{?*1_>t8jFmMw%Uvpwo1withnsMna;+K
zGvu>9cdECib8GD3KMq?b1$FDCaBU+w218xxBxlI07w~gmu(<jYpUJVsQT>atX`V0C
zUudLtw@z2o$q6ya=;JtJ!0Xd-?p9aMCtmF|t*EcFRnfXhTE{c8^@oWbJFAzh^}pFC
z7amSvI47=*0#gH;Pe%Gd%BnaauO`PV9G+#>MRsU-kyB9(Emgly+@!a<K5689e7uAn
z_g`YeTsZM+p}9=f+iPC|k+DV`+&DPxoOpt!9=Fx!b+}$EF`gW@eh2Hw+&N)$hH?BU
z%HAFgYo}KVcfj_zjos-^z+K6_K-5yVnc7;rk$}2FV<0$q7OV{?73m#(siijSl$9+e
zIC&z^e2sy}wM_kItj6}!SaEUK<<W3QUK@j;eLL9;e~uMS!Brc;{e1Z5!$1r@+|@fS
z9>v#h98amX+N5>X&2XfiPFBUr(dWC0u+iLYhVt2|Xl&O@gwT@LHW*28_T-FVOg&$%
z%f8`w@QzH*3-JxDbcTXQ06kwzc1oU34D0CVMMJ5iX+0U~4kQ)U?>g@9Yoa$Q+8do2
zcX^I<d1f<=VPq{@{=VgIjM7-Hbw!x;hdM4+lh-XL!7r`#lh052J)A3v$HBfLztyCb
zqzvHHyLCYDmxv6J(Y~Hmk>lx3$HjK5zZ<QV>x9w1-Ba1qFbP2eA^two)n3Q0FBcf8
z+RFvXqB)6_O4zW+Fzx`(`CTWf^_LE=$<fER4U2?4L6PlbaY$TzeI(#1srXH=pKx_7
zvB?`5o@e?)kKf?Bg(nl>qttRoT}^iGfbmYqNpxeUDIU_Z^*Y*WTVtzlR;z?jNWx;7
zjK)dmG2*d(Z>-0)*8c!@rxzQIGlSel<u7bqq<HST(%dqwWZ`zdVCF4<cc^Vswq1hV
z#b#Y&7CS{9VXuZD_W==cb9`~O6lc~Ilooj|cN-<wk`j64d>8{BYpwMjx=r?GVa54!
zIxZFQ255}Tif&SHN2NHb(D1K_#|;opK{)30f;afCkEZyyO<xSL*{H6sk?toZ9^f9$
zm3y}sZLnP7qLPZ^9Fc%s8D{TyiP>iQuUoxNpYp!fAD1(&;dc>fVm+f=Ply$6#y#s^
z`G-=m?-I*9TN}9^?%mi0cAZ_tS_fL9tY@S$k^4GUFgqFgq-SCmp16aprny$Wp3hxS
zE$;P<qm;ScJr}pr-&@JsEk`W9nLoOwq^zj4OX$qIOH(Kv?#^dmABxqk7b?o>855?S
za!+xtd3H~b3d)8Ws_NlO0}JFQB$s3X_KETfu4pYCL14a7-fFc4mZJ>jdtETbPnJsh
zIa|kt{MVjqJiGRc4w~Usrmds&`nX$36NfWc{{UEzU|UX_;mzfhOoi7;D464x;m#TR
zfm^NLh!(3&x=HFQY57UzXJqjFpJLW*d|1-dmEE<{=Odi+(m2T@$$U)xU#+(99e=ak
zj~4`<TLZXnd5$9J^$gD^r?0o^TK1&1Nn~(kPNAM^tb^Gx=V9&LXEiSqqn_L&)BU4+
zQIjN%!EfBTb;{`^^$#XPH10WboP1Z-{u{ySvi|^y>N`)5%ggF{IH%LbwbnO#k*uYq
zpsJ|tM(%TEc0l&-ukF=Ulu+WP<5^KVfXFjAf%;Y*vb0F!84sQQv&hH_cFD=ziTuv`
z(jI|*Y<Q;kUMtCOXv)h}ON*pD?>zuL6%R|3(nDimc1G{c%__&Y=4otRsr8)VsWz|D
zDqCr`xOzj!GoSWb;;$zp<D1Db#^rl2<FA#MF>Ik@%<}GCoQ##QPp7qIvYE9$ol^F{
zpffmN{8l4R!KUr9^E&%qB}~|Hd{n%}r#=OAYUyYwDEkY&&g(S{u?Mx!rx_U?Gv>Yr
zsr5X$<t{l%A489i3~}!(TCiGmeb#5gPf<5Kd%K=@4~LrCnZuqUm<2>qx#09^sBkMS
zp(^b47U*ZwuDjGk+?kum3%34lHe2=AS~}lqj;Z$Roh2JNL6%5&13n>nIlV`$!!M^=
zb(ryG<8DUX55z$J&CtjWag$PdrNc$>3Wd?OM#+f}tSS!6v}yfeM{=3s-)p)_8E|mt
zi(-88u(!>5Lms7$-*IhhWzHZmi~ux$IQT42S?ev->EG_Y-yHJhvFNRLEanz=qCt+e
z1cUlj)ciZ*EKr#Vd2s29qrd1~KATW7ncct5x0yRZnB5#X828~xRm2KPN7O@cq`4Vk
zEpsAdIe5>Q9a8$gSuVbx@^o?E4pU8{c#}MaF$}FBXC|b8eaf9ykm4;YVbZ}iPe3XT
zO70(qP@56BL2tUTfMxEUE>Z`%Vr^R9-+iGTi3P%G-7AM6XM2=+1jp6-%)ZW>{_Ng9
zIeWRC27uxvRTreO&Tf9A>IflH{0ZU{YD5G}l5xx`4i{v0wT_+_5ofx^9V}(?I#@8=
z4{Elz@e0#&xJMKeH);EU*=0UPed=Fb>ZJTE;>P%M33z$LhRKHWIC=U>P-cMQGo|dD
z?#%mYit1XMh&Ic0WHi-qSHNaH-d1FR?F$uP;uRIevea2=FLiNqmO5ihT+@!Y`}S7)
zuUD?DY|?vpcxh5_=ZI0pPi@TM;M$T@l==sVa&r!TUQyB2F8zz4Pp|1Io!eagbb>h`
zGDQi4mBbIzm6xK{6t$K|*3et-O=w{zSz#a#YM0jfx#q*#!p9zuM{xx62ZuGyI3d+8
z-Cr|@y7|SWlDvlupWg>%zv<m~Yq(L!Dg7o{yME6loUSLx1J!36tf75Zqep1Fg2H*6
z=tvt4)~~Adv%S)Eao-L|?FYm*JCp~wXLIQVMqLTSMh5bSyO{o6+b)eC5bX8$8fMTo
z;`X?A+Q>PFTwwj{BYoD^>rjE!^mWiOVi_1M9K`wi6#Zwa-nTYhEH%A3R9X*+MsXX9
zhJ1Y~*jG&9?z{|;zHU;{mVr4r_AZd^VNct=(NfpV69^6v#oA!`ZP8C%uPwIt1lKEl
z&Y7=}#?tt)lZ@ak-&5-()z;3OFNo#QXkH+>yu&Rx+!~i>^(qo*?jbNZIvEKa2c(_X
zS+MK63(YuvzS(qeEjV-F<sSXkE*)h@J!MTZ<*O3XxCfBj0!iqzJy)sAwl-S57*6$|
zL8A5S%+F;bPm!rRDiG;Sc==3hieg&g2=s!x7}VlPMI;uBuW5mon0EK9HCGWVG`EQ8
zWs1G^jd5&|#}06Ps^#jvRx|LP-WS6_{0HI(E=M=|$;ym+8;A~*mCtiq=jjD?E7q`}
zptPFWnmddz4chY_=iD;2+XoY@cN*8xTcf<x)Z?7A(-X=*?u!%E`kcGtWrgCxej1~6
z4!rCf_evV^>bKHP>YFrHzcGW+-rAD7i*;o^H9XT-QC(q$j1Q7oV&!W`lCjfz{?B-9
z#@R)8obwUPU^u|>S3g(kaqqZJEPfo$Z7;6ie<Z=+^I&~B!B=e2I`z?W^A@{1v$rdu
zS89uUYn^PVhPYKVre5<v0Db!`oEnxn7|0;D-6V6G2zz13Bj3?#dY@H$_R-OVav`O)
zyQdK~vg~kAq!n{fqIK&U9MJhaf^xUphO)I-%yC>Ixtf`!*`1CZjQK2$cBN$Y_trrL
z#u|1;NO^~^+@$rq^6M)$w~HUcj!R+IF;zAR89NC$4(-ohioBOb>((*T21xb+ovKMV
zTlK$C+3Q0qdph|!yUYw=B%ff$R$@I(8(Q4k?%kd_oaaG+8n=B{te3u%qX!+J(>m6*
z#j&z>I2>Wq5TS6=TH=|!(!($r#zjHFT?)g*jW;ds;SC)v)}`%#Ddnd)2g@qgTJalB
zQGn}^xzY@CV8zUS;IHdFPWAM!w}kU6pF2zI5&;aH`#W;5*QhU+gUeezOh9#Tdx##)
z_^ppn@h-urA`x5fmueaVv!!J&B<39eTD9oQacwKD_gcHXC_hW-uWSx$zoL4tPai+2
z{{UT^X3jnK+GuHSwXw2#d1~Jay;ldF{{TvomV)(HUFgi3tF#9NrS8sF)nvQU)7xT(
z>jT;&Vas8vU|CH)s5I4*hObn$%#xThnl_mOq~|^aXY{Uj)%u&3vBSH5-xr%)vtG+z
zr|KJNlI2k}?`CC>w0CzuRd2jI;WnX`#|6$><8PLwfyJPZK=Azwl-spUis8iO>OFB<
zDd=BO+qiP%9D1z6^b<Z(93gBCY<i28tO2;}PTotm@efhY!N-pdA9eHD<>Hv<mCpEM
zwJwdXuvuy@mHL8n978zfcYOITKi#!e-PanQN4ZrnHT<E1W4Ez&t~PNp+o^4oqQ_ME
zEp2CLUg3iGcx<>1l#WZC-bX(rf&A{u_Ih4EUuPN1_hiOd%(J;q5x!I0>#6LbTH3kh
zlh$aGLU%ndtz@XGiqs^ine$akkPDn#clY=zHAGh3qoZbfC<i=;!#)94XYb3qoKMhG
z4~v)B!wHVH9!q+!bsDx9s9~UK9kir#0C)D4R_$|^(N7E%vPj7thUPaAN52XbIH|bL
za3FSV9h`pQ)U8hEa}`%9q>Pgr4=#PnpEg|>HOG%uO|}hHcIEyZR!@#*ckNeA)mK5*
zvZVh2;-A{IMpiwisrahRuW&n_tHajx^tYz!n~@vURG<7)`&8`JHvoTzRQ~{Ke`?XA
zxH~;nX4fgyvR3fjQF1@?+Mn$lt20sDag$k5{i*${MrCA&>tS5OQtY1oeTmdw&A#QR
zt`S-1sBL9HaBczZO4Qk`ue)aDQgA;i<zH6HDYU;Uhz0z)&%J1Zsy<Ql%+Ii`bK`Kh
z#yIloZ*&^2`BPgIBH>a&cK-lM?u#~cO>aBLr&Mfl_|yAVi=w7v)zvivcEKNCB2`Xk
z$26jB0!ci_Wvns168yR4$@OWw{uI|^_<czK0LFLiQT!^a$MEW(FUFtRx$&x#vTU8G
z4U;^cB;i<m>&_kwj&2SP-YVsmyu%xEbrGuS!2bXkPxs8>{purCRvpECK_BUz`&Tx0
zpkZN;uz;S+v*y9bKX2ZtRNh3@0#Me%0|R?DX9pfW^^bAB?w&PGY5xG9)c*i%@7kY*
zHF(~>pbzx!{i~QV?A?iThI~}f-bFc-xv|P0A0X!kx^vVgTqLfTbxlq%Yp46CKebFX
zO;$Fpsn7ane$~z7zqRqbqK*a`BN2yT-OPB8X;#d-3=Z-ADegtpbuYqt(tn3lXW28q
zYM1b)uN&MZ&VMdfFE?Q$9MJQgnFQ>vpQsq_(Sn+o7ev^`#~_Sl-twJr)pT*Gs|fxd
zQ~k5QxTuXyS~}NMe`@dAxt&etwx~0Pwg#4fBVZtH;-T}v113+qbnA<%>4#KR1HFAf
z{{Y5t{`C>5>d4x@a($DZ(Yof5-dhtV4iUUcz|dX~aObF1X1}&r<&Ctk#oDo;J)q@)
z4x`#rt{Se5_)S^=08Xj?+26HHbv0(+zp8z|PVd^edv2qbca!nTjF(nC7Kt1WvpXkL
zPM1zPnzLXoGw1y={i-8U)*t!xLHEk<+PS;0?SE(uH8;{m#*L0zT6ZJbRXMKxtxM&@
zVGh6yU?2=9TwPa8I+nC`uc-dn-?cvps=>pnss?=KcK-mSb0c+cQzMVJeUxLo@<Tf@
z8_cc1bAilwJxAP~aMg6b!fLVpP@nFY{?#ACTEWu3qx)BW)y?WJ?3t5t!2<-vxGZb3
zz&yR`i*BHu+~e_5=AAoq!>Q|hYpQYno!_+vrmV;C`Op44ziQ@gx;4!qvhusA&Q*E!
z0CAU=nwh<)FF<>wd3(}l7gjnb)b(ejbxHpK#VS99)u4Y4sn7ane$~xtZvtw`CK!Y~
z<VMWlqu8Z4W{mU5><=B%=ML_abwy{5eM5coJNBpHJzKh5Di6AI`&TuJ?i&=b4$e;3
z9ItkA!Z$egg;IO#Dj6t_C?gU*uI6AlW(MGU30JNi-56?W+~d<~5B@3rswY#{bv3mB
zf2BXQa}jjM@ud4OR9|*xFeSmxMst$0)@r(G)b)Nf^M7taeiPMWBD$mdQ~OssmrybC
z$(lM=^F59j2fL4|H}T4&S9dbb`I*ZQk^4r_aNi6o*D2rS($1%={{W{{e`<efoA92f
zb+4!&_{Tr3bLm-L#=8#$hI0|qY$>Q^t~6LIq>#v3@aMSmH`%wE+{Z7(XWXAIfXz))
zovZ2(x>NgAM(R4e{{RiB-~O=v)uPP%gwe{@Lq``p-KR4ga?y`edorOLE-k@y(2zfz
zrN=KiUbyJ+U#lEOYid8WKeb`ChM~Gs+x;q<x}<h)A;3yjy+v139Y-YcMp{P2rC!&@
zD=gL2?L6;vPIEx<AS~OqvE5?nwXN~+HQzYY?msM6TTbe`wN=Tq^V}*(dq^Kje`@A-
z+J*`?31w?s-HUV3g_qNHv9|e5$slnr#><`-%)7Se?$lQ{IIz{#jzf>epW2``HOr@^
zRsGUC_N)e^GSgg~;hxSx%+j&VuX|1dze@CE<F@8CJ;VN&SNF>A+NK(w;r{?jss7d9
zwP}Ll{N$BUw+}M2xJumFsct88RZ;z;ziO)8Nnif}OQ`<Q-?eEX;7hukDvYl`XsNi=
zwY<lvE+6#Tf$x<5)m!k2woEkE&T?>bA^odHZDB3Ra=NFfZU%bcPwu;4Y8fZ&n^7E+
zIMYeZ%gk_Eb~}CQN7Vt?T;jk3XOMgftQ^{kQ6@6qRpZPoMXNARQD~cXWSGhEY5j}Y
zjojRF*1y~Sjh1`GR5dV6>Y1d4_-M<?3_b)bwAXvZdm9BUWkaNYs?OMe;Iz6S+fz+#
znZ!Om>q-3uT-j>nFuATIO$)tVY!l|OpC0AuNpDjjT_yKSSH~q>bu^u(?S4ynzW)Ff
zvfC?l4Rs4^ppvFqcN}wxPT!?qc#o@WwU!7iF~x9wWJF0D<vC!;+ybrmXK}RDQ&d_t
z1^VG`q64&uQnWae;tKhEdGcqC)YZl7xZ^LD=J|Cb4F%qoL;OUi3ZyR7vo<#{Rynd9
z3`$iCMz_%Rb3F~l{{VTZjjk+#!j~n(9ZK1>wev++LksEZ@00d#Bo;-EtIx^L&xgX}
z$A(`lT}=kBrgTC`st0I0zfN=TRc&^yZE|F;rKYR;BZmh}Mo-0UmApdI6&I*&@-pwv
z)?uxD7(00twOe&94JEt*Z@a!XI~@Ltf^*Yv?_O)_{ZEN8boQ|R?n7Bmtf^(}=BBC#
z{V~~HS?v1K>dt7Os%uBA=So7}HC@)tByowRxJG7wD_q8c{P|<SWbL;qEk8{((l+r?
z1cY*q!y%h{0?uBq)MGxaO0$m(;mj(nTGkFyAgXtNmp!ppRa$>vM9lg$?ghCRoUQ(v
z{c62QPTB!=moG0dvLU`a50cEuswky`NFQ&xQ@S(C<0O2eK0uv{W9ofYUNl}lIe#uI
z=z8Et#(E`7i;pP8$FId?sx+?<;|y@7k=)%wY6-&K?bo|SeRR~6rsV1AWXqb!xBW{k
zSFbG;b&y-@DXx&t@qp<d<pldrK(l>ksFz)~zSbARoSh%9i%(`A=K+!pK^R!tyDqth
z5xP0dz93W;*r(O7KAgz~1=KaWb2b7&_j#=%{{X~2F)dlAtCsakQxkxAG{wDodzGH2
z)c*iu+QF&N>Fs}9PAR91G~km`RJE2pdrMIqGSgH7;u_ZpjyL<)RIpdkTVZ{C4ZT%E
zDCcl2$Z1kiYWr2*xA(Ml=2)aZLSgTF@U!~QQTXZq04KGJnpEkYA;93r)6_VY^8(q)
z3d&1HyklBjOH@HP%O)fP?OnP}UrZe>G`7o}FNwU)k?~=mdFP_m#-z8@>Id4QlDv`|
zE*T#%Ap1aD%hdX*H``3iFs%`qONeh{UD(Rfd<^F*wE8z+G%!HvWpN$wWh0dNdsj-n
zYujy}HbGfOb%oAwXpq5>J-PDss^5mRLMUqK?e|)kUebA@hnNxPw^hsao~QdY?PKuc
zl4<@SM=4~Kl_2^0K~-q9&cCXgvu!;?HqKo!T|N5Jgi=j3?6@?xCrZ}M7iR1Oz5(mi
zRnr>6*K?vbi)}5|XdW^{VafO{=jwf4J@V9vFys6=n{;mwT>e8GfccrqlA}iP5)6|J
zgkz|vE2Y|aiDs+1NlIC8?To@UM<iT?pCRY(Sy}aj4V~0(wB1=T&IyApA9|SjpH+Sm
z;e>Fi>o&TC0QhP$P5=`fmC@3iLkx~jN2n~5p%WdKK-3zR**(sZk*=*|^--Q)&7s4X
zA7I&LuG+4a&1YmabT@MH!OJUP&ODPpSL*QXb-&%Y$H!-9D0YzI0hN(9I+9%8W0}b1
zR+4F+A;m9eB`rXAnW;D{q&Hl``Q)skb>gMG!Y491eqj@c@m3Z5LAJ+H6*b@Is3x7*
zhF4OSu)E7D<LbR-@zefO+roKi6q-|rbux&=6)hevGMp-H(>ndlaS+s;JhWm`y2gst
zv=?5|qK%hIksez1hIo#?3Y5G<vC-7kG4NdJ`A8+Q)AHcw7#Zu8o9jJR_4M!eS;fbv
zD7k6Pe?dnbMAX%956(koIcl(Ft6xgSx++??^Be~D$1AziYbsg!sH!a&cRlU`H?o|O
zxXANb)~MCiItq9x>P2i5Nhx9M+6&s@i~>IO*AG+cGM7?+mU=k6S39iJJV$|ybEs;&
z-3M%Qm3A~=5aoPqhAE!+GnvEE2;@FTb=Y02V4>4-RMp$=v&LimV_^>WEM2c!(Zf8i
zqNlo4F|i3{kFw@?&$FuI`tMhJ&Y$wW))TXm)#<(=(o7?smZ7iZ*olcB6+()~uWKp{
z5z$q~?x4D3;rFi9U8!j+0I8aa?N0+wB(Ih(Ko8zJEJlje_Unb_X4~VgsFIz<l1JHq
zao}=)xpn<ttm*2?W3SzMIJ|e;nLkT$5xn8_Rb;br1m#k8n&KmAn@}jK`5bZh^Of5#
z8sgOrO!U*xUMZX!a_++bZRV&!s*9~rzG@4-MKpkRQb!I>{wovK`oD~S$?ajS-MAgj
zJzH<86xFfRvSZPra#d<-JxwjDON^4vDcIn{%Oi`qkB451eAaiX4ZKGs>{r7)llEW;
zfp!m=@b|1l1(RByXzn+bTfpuJ=|hR%sa~t<Jxs=RbkFx<W5stS-09ki;K#Y9vZxsL
zb9vl3eWhjXu<F|2*<y;hki2s?N66sPJk=dfX0hDdDrheCEUK!LvukCClP&{%`2xDV
zisMB`XSdV3^=J=*4oMp|K+9d_)pX|P=9tfFZJaRU-_>;HliT$iay7D6RE}+fyHW;z
zD>O6({<4F$W&U7XH*Yhs`qpmb`ZwL(StZuVQ5%TvGN=>x4D6-5@k>eRnOj3yQX45|
zM`StL2fQyAH>mZpO=9oIhXuXsRn)p#<z=)r^%c&Qp}qDryACTwp0ALRE3(6|J|L~r
zP;p01>ejk~%U2_&kLeuOuz+y6+_mhlo<bsQZ)>-1<PqjqztDQ#OtI<ajvV|rZ+J3{
zu5jg!Vn72em8YkYxU8<LmL^9X#-g5PoVDUphkli>K0_EGnS5k!2KZ7#JA`@3d<Sw5
zR<EzQlfyR~ORlvtnA<(Vt{JiGi5x-wD<fvL+%9HF-Kiym8?&9x@2x1+5Yd+t4}-^6
ztc|As09$O8js!jucX2t}*t~wLkCUf(d3w0A!rf%eUo<6kJtVbrS2m%&N!*j~E1y+R
z%SS0Z%q{DdJ2+j6n&R8l7;|Ti8ds1W`DG0s0#%$EV%_Pk^sBy}o|v3+ih$RF@n1iS
zFH!!yUGkiB^5?X7dgx$hHC0Jq@Dn?y#au&otE-ep4P{R=&Kd-c{i`RgG`%IVCsteT
zv=dU7cUall=M4J+T0B!aCzr<OvEv|PZo4mDIpwD<Ps4wn-+GFN(wkdQ<~!9cmB1fn
za;zvR^##UP!A@$6hl8hf54&|!N3!2=q-_=7QP#FYksUi?9IeMfTz10R?KfR3r)z1M
z4Z^BwgCJpRSRBWk_z+eyzN4q<u%6#nb}E}f>$=t#!B0}=jfQFn{`F2y9_z^WeH~eL
zafZ}8bMakr<;6=io-s^esppNM?<{99k9~u->aQ8ZihAlOt`_@!$<+AF?huE2$nx2I
z-2G3i!s^U_%e>>_t}%4s=D(sacGNXwN^ssvhY~&es~Gf7w4SO;W>Qrd8L|3zV1AX`
z?c7?jUhA7~qqW^CWQ;hN`z%ODnwaVuidiadb6YMjQ&N)oq;)Y34FjjN?i9n+`pb2C
zcl)j5;*Lc(2)KkO<ek)W<0F-(rP)8FSkUmpT~}5*jtg~Yb2_>6xDVF5jfac2`?Wx(
zf|j~=%-(2&TfTfZSGBxAuCPr}RbOSfMH`sYPQeCo=gdOmeP^t~^ySmP-F>b*-aPej
z;l8z_s&q43s=3ENDjae>o9?b`{3+MBAYTQxpfq*noxuLJ+}o>a?zYy}Qd?{59T*bH
zBV))dKT)IYDm5Hh8fvAq)t1W0<*5cpB9<c8F{2wh%&wEwdd#~?Kgwmt#f;r?hH$f5
zw!BiwOFLfUjES5^efd|@aA$~dwcNJJUIFg%)Dlm(s_l%|)w+g;D$5O)sq;qOX`~U1
zG@hF)8;2BXYPAI=5U03PL)kb@8=&QTq-fj&;lIUl{dcUlQe*yC+2gJr{u*m>SLnvw
zKR6$jal!bj`8YwZ+f4Z#Zjcd-H_}c>U3%ZEu2yI!s;{tJ<`bUMIXe<WZR&Zws~uwF
zbrt6D<{BH5=>g<_BzPeC?iTN^^|p0MJ08y#^yYNDCfBobHI~^!hfrz`%F13E>zHIQ
z$#0lA9fxjrUG!_4wY1M&S*L5+Kw{;LvMypt=;MzCiMDIX>#Y!y*<!7prbj=Sua9W3
zeZIws{72RKn*RVR`hF)Npy5`%uc&Nnwn)%=lRJhL{Jb645lh(m8{9`z+n$T5U3kMT
zoSBTdSZg2>o=60c7J_lU{V|n!W#W~6=E}*fdVZ>^;yHw@1G)!+3t9T_TZHPm(-Vh^
z_;L9-Kd*qmwaD!3&?*k&&#Iv}3pK?wf-`QF*%-@bBm?Euc00Ee>tU_7&`oQ&(^YeZ
zRJg<4-^6<r%_h0j43?s2>5AE*VdaU@vpmN>vG#kGfAJq#ej4^T^|vEu2DR{{Gs{BY
z;p(tX;#{fH@Pl1c2N6K#xxZD@5V|Pi$3CEf87<WjQ9|<_TRSfPe8zk}<+ctY-b2lN
znp(BCe$DP{<8EH#j_TJZul1aHYUzo=hF$dFbsRC*a7Y<7we8;=!fk@9Ny7bcRVjuW
zbcR9ew9H06_0*%{HOlQrTO}Qq;Of|_0FD>NTZSCq<Hy>ruRK$`>83$da?{n(Qx>(Z
z=ZKznpAg~D4{FvQ#C>LVNh4Wsabr6<6g(~05=ihZlMYkLNtEL%>Ru1))>FDh+e@%|
z3HSIerDfv1W$M{e6}G`rZZf^ajvtF_PpW;mQ(m}_sBKzm-foslly$t{zF!PQ*#oaA
z0cZaJ6ZKN`-E93o9dZY7zgtHuTKi<tx9#?s-DF|l=DK||=QJ2N?ljJFe?se2`rA-J
zd6m)W`r7+*q34M5W%>5``<AU;$2yuj<o3GTWmqBO4KO*RH^-MfR;Td~TbA{tyc}_(
zGld%I*=NnJ1PtKJRh;}e*04+2KHB`Ahql<R*xn#sYc90c8&;aFlFHNGcQ1U5ZJ!{p
z)f(>Qc)DDuDXkT>^^r5RrVo#}2=FJwlCwXGdcW-7>A2j=n}youcb2l)_dTO=+hYo)
zCk(ZWw-!>#M(D%3$mx5nU2<+JUToTRmG=!PT*B6J&i=^Yzc@Gpd@NOyjY7SZ5W{4u
zlIuHxq>K!(Hyh-w{{Z41v!|=JnD%(LrjJ#^J#kLgJ+|>IVE0}o-yZBN9cGEuuuNh3
zws$ygaQ>^b-8hG-?fO}+y=nT^Rx!oX7^BE@JOgp!t*Lc2)~U4j8-AX+%|%wnFc&lF
z874L-Zi_ho02K9Cyw;cW+;hv64jb!XMd`mZ%h{IX{Wj{I27=Xfysd`cA$e~{yp7jO
zn~WD5AQn5Nilx$lhss#s2+sJ<#NlKj*4LWp<Eqm7a<TT-xxJ?|L6o;0><=~5KjJ>G
z3B069!N+_#6>ksqZ7hY7+b3@>&LQWjvHTCzrldyOZ0{s^xP{g(I@a|rqNby`TJ8-q
zoW>myYa7=A$Ilp8El+>euG95Ww$E{e^zxEwAcUN=I{-XZxW9;ci>cXfr{j}ucUNq?
z+8Nl~;pAXAAm`zgYff7Dk6>~dc8TZpDis=rvhz~*32W-4bGD9Xh%I-yZ1&13%36v_
zitRI3%gE;!v}L4#dj5s<u>K{N7i{j{Y`rcyeXVuC@7e;=dNutAxT{L~NGl`ks-X`!
z?uQIGdyk5}w^h_s*=p)8RBnQ3YPkzvunpUM9-nflQ3;H(nQmOr{zn|(cwqQ1rN`<x
zxw}i>`@ETP@^N>KI<mz)2bzWEM)<`3qui`xsdFUkrfFlw#5-&);paGOn}gGp`(xZy
zoqYv0OA9BANPL_y@$ODe59x0YQTVNSj|6N&sT<ElEmfAP5??_lXvU4=lV=5D+NUx7
zoXvD^@*{QS%NviEs~n}BnaWC&0~`hqH(ZRXI@)L|GWM{>{{S)3Qe@zaf~vMh7ULmj
zO<i9sbLi??{l-A(M~c0tr+A0F-tUMivtB_1B%jc-5I!klb06H3>XFfBD`OXmHLHf3
zrnuzxVU9mpYWIyVa-jvnE_nRH=&qh>XA>g>+0!jh`N@wVk0IIHl#SOutNy6ZM!Y!-
znC6@~77^4Gb~A<3E>=rr$D1q>$bPU3RJ>_A+FZVznVI@j=$Gwhs?RNX6ki;X9$8vi
zLB<GBT<p_ACyIEg8ByvKJQ1Y?RB^Uc6nX#<SbIE_H{2B|1cWC$lYl=;2xonfz!QLX
zDrnmI92nM@JoIaNm9Sd$jl!rlTF>5a^~=3)g0mZZD_sC%1J>vO8<m-~>ARJ~4>5KS
z{kQD5TV0;bY{R03vrFS7o2&Y%qW}jI?DPX*w=kIbrK~l#Pg<?Pu93czH=Ft^>7?vi
z*|U|Sr~{x?DQK&!X8H(-Z`yZ7ou<=t@nTxpOs~g5(RwiA%P$@r^5oN7riOZ_aze*A
z`HqV*L#GJDm6C#U>IIx{qtnD03~gv0K}hL|*e`z<rN<vHK3tc<6CkB$EDUJ(C>e?0
zp;TVtH*o<|?FRTG-IeQ@N#V<NaM@bil}<{7=2Z05H5DV9m$PS5<KnXPcIYYI-d1*w
zJxlrpbs6eoDJ}JNL^}pHAFNhx-E5|ZaM3HgT<-;N04~Ns$H8Ru^|rF_aE_9O7Rf7)
zGWQ0CkG)G|^0OO%32ABhzyJa~Jc8NmdJ|CI`CUUpBbtAVe$B_4>U=Tb#j285R9)(+
zZWVDH2$=k_pK|JwwkldTh+<@MvAZ>+056s5KZtZ*oMYLC1lM;O(!4FUTCOm^QA%rN
z<^V$9P#-e7rA+iz=_u$a1W>j~149{rIvtlk*Lt#&E0$uYXb={;?&um8mg~)CtJN0D
z<5eX!B_(r=k}>#nj1AawuMes96Si61{{Uxx9vk922NX3mpHFG(kDO&|p7wWP`qCdI
z=DlOA=D7Mbx(ZfP%O}z?*zPnFfs^L99yDAc))&WHEzPQ_FhthGB9A4`_p4ZVA*gi?
zB^$2QKQ_f2K)JD=`94R;FPE1mUNhn9#~FqG?o({4zxq`~ZRe<{tdp{hz<_h?UFSh?
z!jA20hNo3}>;ck1$+rHn@LHR+eXC4esbi$C6_r#Zp2^Myr2AZYmA_hQ{{RQ6?zg$>
zB&hktz_y$`y_EglnD?(IKQ2AGW3D)MWbS(VNNE>*&0)88)3L4`kVl5Jw0&dZ7aG6o
zElI1I`-NM?RB_G891U&=Iq+Mam9SFZ=?(HfNt*P`#S27yjV?R$9{?6V_Y%0Zv)ylZ
znPBCdP1v$f*xEtJ$Dg@QyPx|S#~%t5lImN<&fRae)Jphbgfgr;UQj*Zbg1;Uh|%;;
zzTabHvl7=i@}7S8^IPJ%jl!yW>xIUW*;3d|$CjVc8Ql@M4_IS-?bU2tN4e7e4_b80
z(@f@4xq^B5d5oAIe*M=y%yN?!vX>=2f5#x(d!o|T`C}cgV#<jj{UCTP3r$_`RC<<r
zn#zeD=d{Z-gluv=e79S@!-kE!*jYoP<d{>=dr7M#Z!asqnmkIOHx7RTXzO2Fs2<nc
zDa2CtxRKcoY3`2<;dJV@UB+>ec8RnNhVQGRmDl=-8%HyXx05e(d@<$kTjfpPLGaE8
zQ_|38uarH)Hgi4sINi%r(eX<??%!E7?Wd!+!sZBBF4MH&H$Losl_fc~YJGVx&W@5+
zIAO5}@W30<qr{x9Q<I}R($&X)THd(g75i4yR?ySI=u~vfGT@98u<`L$_S?PSX{s10
zrKpakd4X(U*mK4=!SY*0%Y)b5O>(HXRa~EHqyw{xnj?q3ziG$8W9GF<r|YdYp;#_+
zTAJp;wnpcxo#q!zq`z`cj9bQ@;nj*t81CAlpVBHL23cY+=8SlZj}>RD_`_tjS!!tX
z#S5j92*_ib2P{nR*eW!)db?hOxmHV3_f^~~9vJ-gqBfm_K=v(vPieb-eWIjTn^{+O
zsmyXRX#1_s<=OBVT=?_4)GizET4OI4o1NB<<y$n*o}lydjB~dmraS`OEwJ8oj-a01
z+Lzk08eiIA0tWkdpJI-i;MLPj)>B`u`ho6!6T5C+aoL>xOdhyacJ|g&zI%1Hq42gz
zjFU<ohw~SXp3D-jFHH00X8!;Vp-pSh+%&ffgwV81;mRd&=aJ{hzkibEoI>K2&rsFV
z+HEkthK{L+o0+?~543ze%Q?lms(PVnps1E%LrWMlM-+U{FWUz`%zl-Lym0R4t0}1I
zblZ&;3prgSQ->)d8-=buOLdHAqGR5)-8+7*w%V#$4Q)hoHV3jNFn3Fd>bgdP(9mkD
zbv<UTrhACN4RoFP4&JsrJ&Ol$(8EOOrqEq$n>=-uLP^}`2TIU0j$dY0YeHS*i%?Tl
zTx;U=N@!mkadyCGeVkk8;HG%q{WH4nvuo6v^Gs;A4LxR{WYv+d{`RM5axv{IgI~2q
zpwv~)yw$nDHlRlsBbT!o*fcGYrn^tORMl41+#LGX)H(dv9EH2#ne$Yj;XTgzQCD}X
zzeP_BvNiOy(bNX=`$_QkF1IZ5z7k_GiP?0zT;#V}D4jg4b9ri5_uvvwS04bn#+=Yv
zKTF2_M{$A)Dk5(?=aY8D>}ytmeU3Y2)vTkdWA5x^a7QBm<P9FSPeN8wqDt2AwyJ`z
zrP9<?Rgme4?Hu9Fork%3=2Hv2do^*nO(=02j1I50&jy;LnmThQU@Eyg&;E$;3z=9e
z>M8GzbkC9*Vj<6SH!mk~m9oQPp6hC=v1v9`Nj$RtGDz@Qw(cjuEr(2SV(F)<K5@EV
zyHM(GN{)8`#`%$-72B(;d1X5@^y76Fnk!GgTs`l+Nb?DllTppPm=CJoCDN}~?H9t!
z8)@n3BV^Jv2;hmil4Isd=E7O&>jjfeOCh$?7MJAqZ+nA*KJZpUiiX*8yTLu$IeR*4
zX5yX}<?VRsmo7MR`+0fo@YY;?O(%%j+V`ohlReFn3VK$8+FnlMGvl8UqeZGKW75o_
zr)@)OUn4*~_%i<hG<gMgU7$555H9dk*{YvIYK#`l_cN3`rZM)2^IHs>3N0;Vp^p1n
z`Q1wQIws^f^1Hy}z%IFTWjB;3Yo^b`?j2a_T@IkW(M0;Z2eJa}vOIX7GOFwDD^c5D
zRb|t3&Yq^45??!8hDGdZvf<@*+4c2zTclt`G#!K_%sV)7oDx00D?x9})K#@|z4dih
zdZ#)!$k=(C%bmF!;<@3?amM184c*qZZWnQVhOVNfNMBVLoQ7`VbI`4}(<OeZ)TWK?
zne@So=X8(2gWNpIr>8h2t7f_j-Cf#9n8^&3@pLY3asz?r6~3^&4F{;Muu+(*@0U7u
zhsDp_hafcX;6mw_A6Jh$G0R?Eu8xyL@W)L}bd<pZFkLM}&SaI|Egs)u^XC-!vvuMT
z`KHN5Eft<lVmY>az<I3JwzyGL@Q%@Byh}YC@IA7g-Q3QpBpjCg=c>@F=`@W+zVAnA
zzx>GBIGH6Fn3qjE@OhdD^VxUf%H3mT>z7Wh)bv$UbhH%_MRKc#phEu5og<4LC)%_d
zjdjMlu+AoyHnrI^7x#%-+8WVouuBA$lRl!W*NM#p0q^QP%U`RIIi$M{Xz(2Z`yP|f
zdF14eFE^;y(G(`CsBIvoGf3zGE-fzE&OR#IHkl%k-0W*(0K1>BUj=$-WtJ%Ck~av8
za@>7yYQ#xX*tVt?#z`XsA$H5u<Bsv-^2FoH>g35bW>Sbd4ELKeIofw47~j~mnXQu4
zK+@{?_Q-BY$o4GYse7Z2HpKJU^YW4HQ`mI<!tFSXv4+R><RiL0%gyQW&pfQxcDXXg
z9CoFps3ob2DppKolcwDp?JIq<Y5GfRjZI6NJpTY`-5RfLHp&|f2!;lNao%|y=M@Tv
zm;Eh6xg+|l9ZLILKALgO-!C3qnP=m|YKphZmc%(@9<$1}2ek)~c5x3`{{U%B8<w_7
zfoy-p#yX#RoxlJcD{y|SW6RBYx?H-D4QXJ*dnkvk{N!U@Geb*WBQC>O!IwYTj}=q0
zc_LYu=VPM)*`a1MY?O}Gwo0mzGbtHb89a}}TF^J<$CC5<o@v95<lS}S;>(ivUDoKU
z&9+NxuFyqE>1=b`Oio?M2dv@Xw2d2Xxkai>voN+X+H*O>1dJYmcKubU=fCUtT*z4^
z1vhIA9ZQ{qBQw>*$!L`p_E1RsoVEUuQ_k>WkG;wcciX{!Yn#<_=WXQt{yra99vmjR
zT9aP!P(>4^iIn;5-tB?+dsjx`%~j7=Tm_EpO+1pw(a6^xR<Wb&VQV}o;byGYcR42#
z)YID|kY=I7lw-(wuJIO_rQy}tx{m2H9V8UJjVn2~o&G>CFFl<)*X-6Cm$Rhlt3H{~
zT6Sl`*lC!?b5zdl-2VW7>|BqC+M=gjQv*dwQx&?NX9hK=@xTM#ceBZCl=EG62M?|l
z6@8rxu5%d#kAE->A5;%DkJR^VIj8gmW|p-2M0J%A2AY;IyS_)UdA-||nB{x5FxA{>
z`hQYa(o|8~C~B(Zl2G8{&Dj{oir;u^rf79M(%09+B$SMBYo&X)sBk$ucr|PM8{uZE
zx5p*wrl5}6A=yJQ^}Nmw<106LxxYeMskE(>#Zhsps^+b5m+>La8)wY#vd(yP-Nv^v
znsiPe>nmoBwnGdw-Mv(RG75Oc13~Cdv2e@fRYP@Dw|S<XA4+?Sl8oVply^t5biF}u
zwcRz16~^r|pGyTeX{63O&2B@p{mY&4cvNd`Pi(j8I46q{IyW(q;B#%>KFyBm&R=%w
zB*URSuTs}nTblZzUn~r%F+j(E8cxH1vb#?YbhW<4Ml0oso}V*&&L?ILyrF7#o*Y+O
zbhQl?-np-Wl(wRxKtLe3bHA3#t&d)d-lv_=xC>KYbabHXUUP!+<`kKGId57rlaevK
zP1lt7r(AU9x+l7hCSq!a<T^)Z)fn)~=B?BfR>}y?3+rj?9Vm;@V%@>MWpvvlI%7w=
zs=m0%Syxjdnoln<Xgh(*xyKJQcBItWyXRUuqS`i2`6PSW-NAOv&z>->%5!e7Pejve
zu-lHN)$&^Edub$SY_$_T*eq!tqeq{$b{n<A$Dy=~<YX<1l9iZ_2*&PrfcKT9*V9GA
z>YCkAcBv9oS1?mV0O;?lf#R|8!%?VobTn5AqqR$?nsRd2f^*BC(55_@ad**inbw1<
zZuNSm=?<W%hFV$s9I=ddayYUued?{6{cx+PxYCO1@0+P$2b{E)$T_>%_V_Hv87>yl
zr06VGH=0K@@<`y!j!!OSf5L7Y>MBh$SSxD-*;$sy+8mzE!>IDvN&f&79qD^xTQ>;w
zt)^zPRKAGE&)%huM`x6MvOLx26m`pOmDJjL-4|_DR7j|o!X^>EKb&*2!fH#@I%1yH
zp=j%S86f3+@{_rY9PWJ1!B;dE$#tvsb!_Z0xq+;wAQIDz^JCl<yw{HljAtA-dYrNv
z)>)&ftD=2vFpaM4Az|-I{r6iPHC*@F8$5R=)l^s3#u)=-?zS_Nm$><@3sg{QEkmtE
z6|!kasj4ofF~^Qp=QuvhVR{1Dp=zNP%B#Hb$}NoTS{QNO18{u8bla?>cPTELUYWDo
zG^U>v@nMZ%GEFPDFL#TI;~M_}Q%$UDB@CsJl$2F?qzxVCkT-E#EV|B@QPka;OF48h
zMrmV@o0PDPobPVqs>5p7ZMGg58#M%lms*T+%+B-6ym8{MC#bjRV+=Zb)~QE(xKZj`
zZI+JVS2S2Aa@_K?^}$=e4z%?Sq0|ypPfa7Ks3k6u?{?J_e>iy#t3=?=m%m(fja^g~
zjH{-KFxe*zEn{Ehzf!u};iloPpS#`b>X{{7WBHGJZT1|kT9{s~$Y*A>&v83f!=*Ir
zl@!cu)zS{mnjzwG)Sn=@gjEk^_O9zt`iNa4Ow-EUxt)(yt8ryTuT%>^X>)7YPVe6(
z=esFBuo>vI&NbX<>Z;l-6)$XX#^|Msmu_x@80w|ZlaoH3E;3_0r?6k=y;v$MZtky^
z7-#N4@_C$kG#_H^oG{ar_G?F{%M%5Ca1WWse0el`FuCsx^hN%+htX2ky|FT*z05`)
zK|OrOv2D7$S6ei#;?1VzsA~X=o#VuYj0~S@ymImP(>d!d(SqWZtZmBiQKle_x`mJv
zQ7Z=WKfn)i(JJmWb}CDBHrkrj$x|p2#~Z&C(Y8wH_S!o=H67afUr^q|mE=f9T^M(o
z;*d~YYju?)X)9)_iPa_0hO~nAyP!Gn_O5e0xw5|woiiDyP^7j)e$-U<x!E+;6%7*9
zPUjE=V;#?KS6;f-&}qvAl}~G9rlW|4un!^K0c+ZKN><Zescx0^413^*k*#BK)C}j$
z1+3roH4dPX^QYZY^z5n)4{5`BTi12p3wUw2PFES8O)h(-cBZY4@lxkg%u9fj9_%dU
zIQ#IZ>D#Tw<#?{QR#ew|9AVLbbD0`9$XVViQBl*_Z5FFtWOOx-X^=$5?;!s5uJA_5
zscP>RCc31`Imw;xZ*`tcZ?$>xmy%lRZmXtnZpTF|^?HUl9>C`qDO&PREMvs`N|TRz
z-09myR;mtHR@S?f!ycm#Uy93BvRx0un~h1R0(NuET<2^Y?*aYGOJz=-)w;HZ=NvLu
zGB_F}5)SAr+_*Qcc02hmW?B1qIOC62TXP92D(pI5qTx+dQxxx)=;`7+ydJ0EwasT0
z(yLEUT$w#Y#PfEJk;fyVx#GpfI-N^>b(-c4JkI5XjA#N8o$#sBU%P!UZ50z2!G?yM
z0Ow<=1$5x!%lV6zuV$A7l1XBgUfyzIc1h?x`C6W+n)_EP-AhK<AT1r7##7DHs9m#&
zGEr1;?$ZUjjyBTE&P<GG4kTl%ynI)j?(`KkHyNJ=RLo|1SObnWT{yWi=F2Rn;f(Q^
zV<l&3sIJo5pmjsxjqW%l&vB6cm9)`PO>VV8Ni?0TuJ0aGj_K&JTtBu{ytmSW%n=T0
z9PiK;dg(jgP-SQYmu%l5;1}KWm`rf@a{N3z*>~ulmW#ybYN)DdOwu&AQI;{J_kHUp
zW#Q$`^UzgKQxoZ>EquI(a5}5KS4l15^wM?!r9fK0U<jLy-R)cD1K)4b@EO5uotW64
zg6F}F^*sG|#O|EG@VNSCp9~JRu53_xEE_S6<qaM~pjWzDj9K*GrOw}_k)`e)(l!eZ
zYo~SU{{WY?x+vYu<+WF|R@~sXMsW;1`ElR}K)#<A^Um^L+Bj!AB*Xlv(6!Vyht<kI
zd{4jLdIeHuK7!KNoBSekk9&%_mOo6ovLHueO@}xS6X21z({C@E8HS&_2b;V~^tmyb
zqOF!aImp*yLOEJ|$?Cbi1dr^y$0VGRvb;>aGP3vROq1y8$9QL{TKyeFVVLb3?#lUI
zua~QnrhXot9CbF!_MX)dHtNJxL^{adiks46{G)y=%hc?@WWD8GlAkq-6)=OmqvEG+
zTp(>IS8B{QcL1^$Zql;r1Pt+TC)_t$zox^C83(&7bK#6_o?5GqtjNb^)8<!h40`jC
z&zCNoZ9|H4v(O`@X~1*8Qs>R3X&4fmo&8n1YvAg-=$OoR2`dpvYMyB$iMZyGzy+^S
zdii@Cc=U0$4KHtXzeqlIu)12DyJ5aDvcj>ouB34^bGg{T1~t&><c6LY>3{%4(98vN
z%D4k}a|hfPr!0E0#(X^Z_P6`FNS6NCnj39Ak&mPL6*P4<{JYxZ=K9#DU0hc}Mg*+K
zl9*OQj<NfCCcnD$$2o$UXf)IAE}$-`o?;r)4oGUovbwl`l3$$dh!<NGQR5uZ<H%!W
zA4!M|lO8_erczyMq{i*duQAUao43_`-OW`b#~?$v3d)()_0@3GKG^0p@(yxg#s+-X
zS2a<Q);Blq*-Y8v&PQfEJQcIQm6+W*rlOLflItxsHLcRa9sn(aIX?8T%T-l%f|`3-
zjgNnLx($F`G1Id>BR_CZ6%5a+&__}T%4@#%bn0o!>t9((d9I3@*yq9}A*Zm&`<6n-
z1hQLhcM6MfWYK`wm}2YqE{-K{izDA`;2@QuxbBAM9vi7UUF^8sIS{V6WBgA14<5l~
zq>fp%okelBmejUZwT$d{@bFzANZwol7zybN0~lc*Il^P9=B>rZq^P*a&dK(tfJhk-
z5#+NvnmKLLQo%=TGBne)xQKbTT@XsaxeVLb6y38)!;20)b}LxU-Ko>v$|)-A<en&>
zXm|zSWYeEDcc|M_L4KY(J867ejCRoEX9FvycFY|cAHXMU-T8w(=c>(}yX18Db8Rsc
z_0`o9Ra?6;6b^HFp~gzZipzr?kD49V{*JouY|!8^zz|H&0MF2t_VSY(w>h>lTKh%G
z(_2d<jx5GI9AvCCwO2ONavM{RbEt#Zy7`;{M|Xd6cC8IP*t6~lxvwiRu5n)+v{ox*
z(AzsnC1LFVha?q?ZGFIGy3q0E``vZHGj<)%V89?K8Dq~#{sAujQe*PxI+6+LDyb%-
zw{r=pgPsIA!B)C-RM%=MXe%wHv0=oy&|qgCE2o*q^A0`5KusP&!$I=^CvEnm#mehy
zt6{62CfbQ>UO+yN)MvqDbkA#Zsg{<i+sM-iEiQ)xKE=@t%{@5}w`A>GkU?lZ%p|(I
z+T43~az@nLVP|FYQ;#9#&tc@Ubg|6c9~FBor_xNsJ)Mr=dzVHsvpMd5g&x&_0rY&Q
zd~B@LzDtd+PAjW}PAu+m_S3Ab$_ajGpt)1qzL<j9S=n^^mqG1g$skAY3SQN|uXKUG
zf|K*QTs&#Xs^_kA;10DsG)dtKxSp!GG~(3mVZY)RQSGB3kE7dufka5ccP!u76JOnW
zW0p4MsAXw)pg#l<Ph;WattqK%Ud~}jTEm{5o)=#2SlzPEfKJ)1^?6U+7H&K9lFW7D
zIZJ4(gLCNhyZ-<&RAn`5hV=ED53stAZqjf7&$&cOGu6KZJ-Pi$BbPzxl=Yc3Rb{-J
z<%g=-w6v4D=H|;3&5hCHcKNNiJRF|y!B&d{1T+KY1`5x&CEnd7)Nt)nW)v6dxB<f*
zA$vB)#ameiqh4uc=l(Mo!svWXwmNE>TIL*Nc5c~e4Y$t9h^FQTk@;SHvDSNQ7X7MX
zGgz5c+?PV_{{W&^o!Wvx8QF9zd~L6{$w)?9G(>&)+w`tuHB1!sGQjtM_}*IJe8TU`
z+v;O1d#`!@sv=A)0bNa>#y8@l>Gb{+Fn#NnT1dz?Y$}3&oAg+}PNzL*XT?1_oAS}^
z?NhCFrf5{1w^f^5=J>67*BAiWW~y>rVJ+HhCs^rPMxa&DPZPSfMQwkH^zMe_#*q4F
za><Xff8T|Q;e}wA(<A22Tpg9UTq&D0WIuT29Ip%6!<OckJbQI~Ftu)LWQOM#sz7X*
z^6)AZpS^BSRyQ4#`#&FR!AWQJYHamAV<Zgtx9Y0YZ1k!b?bDn~5#<E=_!Zw9+in(W
z{{Z>nZ>s3~Y7<c$d6qu&Kb+qY_bqzWP~OdtYuleDp9QvBWHl5fDR+ECvB3EF6`@@z
z9bwdDbCXLadA>vy;`JE&dG*g1%dZ{W(>Z>QIH0Fx9Zb?x$T^-1FxKaw2gPNnpIvLQ
z($<-(W2$41asz<u^vcWWsi>c6mX^LYIwv=sl7^0EW61d|Hn6yM?2;OK@C&(J46PUr
z$JO>P2dm?|?DX;7M#WoktYavyVybD{A?*X7xsBu23)MU*)i7$UAxmA5Dq7IWhGW%m
z{j1762^61(ZieYl>d2&wvN{KMgs&rPXWF`zn^aqLs|B`&-iuLFbB)hvIpqM1w;o;#
z;@qzueL8xq>czA1J5NDJttl&66U9BnrLJ=veu`#{f*b9^(qz5fn|GGiQ&&{lXR+9r
zJchB}4Z`i3vc*$*tGC=KUe3}O$Q;LEk(}XqzlfAK_Uj6|I+}q=IFIRKW<y3gJ-*Ls
z$1WXtb$%C)$u!?ICGx9J-!0_9G?3KF=2jODnF9na-+8yu-z<|+N&$+dKI?$NX*~+$
znkL^#`=3(I`;2!A%5%)>j=i3I2|ZTZq&0kZJ!K`92_r3viKY2JTpVn<dQN*S$4kq{
zEZlOjMOmk)D|<Sb*>I+i!#QtwI5d*i0y>f~ttswu-Kc3Qt^&3~;zZDMWz0F)u92#=
zh02c2dYYaeN@S()3~Bm7oy(h^q<JnC!&oGx)s%G?o5O_%ZOZc@Amcp<^Ulf1#e3yr
zSmg9q2=zplT6&vhbU~BSKb9l*+2NmWRc*#?FGo`hI+2jLzLbX5GBb|WGq>JG*i|Yk
zEn05vHB%#sDr$(!np!Y=ZdJ{iX!ZX94<6X614)t1W7u#(V~zm|`fhBq!r`Vf!&yw+
zmg{x6S?(748hXm-QM~d=%1A9~=w1HhJr(M%&vB@_+gU8NkQSH8Fz(92?ZEcoLyy{K
z_d`!ZD<yPv{nnbMdZpe@9v;Pg!6+$>1x14MP}<3z6Qv;f%>eoNE?l@}#g6QC$0?QU
z?pBK1exb0(IBOpjOhcYBI%IAa57ZidEiJ33pre|2T;OUb-OOAa8Q8F&=Hw8zo0hbo
z)0Vn&`J-f%l?`D7#y4zF-IbWs_Ia!I9VVcssHAKa6nu~Eo-lfH<Jh{+Y`J*#XYA!L
z=*w<3O?<grDC=RUma0cZCo5SizZlYSmC<-#s|~K{OQ))-40IB}3@*m;J11v*3iIZr
zit$IpI;uz9A4}QH$Ch@S%nc3%;Etp9FGIs$Vy&UH-RLW+SyfFCWZcdlNC$@MWyi_I
zWs#|#In8ahaa%~zYP~xrXY_XpR+%ZKX~Em8Pq3~RS8=bf>FB1jKDH(agJgxd4rBT}
ze?@ieKdR_!wM_bY8o1_d#vawJFZ^EEa0k!WwY_h{?Lf^1aipVjr<ymp^yRL^ft_=o
z61SDlo=KGM%#)98E;^ZIzfj$AG~J)lLhyOdXgUXZZ<XD+ZK@fn^z&;fX?+^0hmv*?
zw>OCk&fEsNO=r|`R9>o|B|NQk0vCh$&Y9n->bpB7qq2*QH9cEdO;$^q;^5xI^<1wt
z;m`ZGc;<0{;+Bu4vtMGqQAad%)lcOuh1u*TJqR8}X?Gj-&Rd;ruCAuLJ;NK^OIS~k
zU2dADmxx+wDJ|6wbxp3MVcgivjq~;u%XssnuJkur8@yF-ihz*W<z{;}J3A5wMbjyH
za_W(sY{F`?S}#(52Goh-w@m6<s-P>{;ofP+IosyDHlwoHwU(K64NE!TnVitb-JKh}
z9Mj-J=bBjBFC06gx6Lagu7+Op&u7>0Ir75E-L*s-d9+p4RSj$u4eXxQZ`w5Vc0G$6
zT=$PHNN0y!+nLo;U38P~RB%*O$5lu&=0p5@bKQ79YaLb|<x@5B%w+AWm9B(7cF6wo
z9g)7vv{vZ{UhY-5%XLO+uJpj}bA#YVlHfLq8~%jid=TGVGht+gLks)NsEm_<4@2ko
zD>&`y%0-#Z(!1{ob-&J)53pRR9}P_~0tvYeByKUklY++ayFpS_z;$Jzyp?pvnx-}!
zHdYR&`axVlU2JBjH|tyDY))u0!La5eY^^PtmXhmJbkVi5m&tSI^n6LM&sKxx6N}Yb
zE(w<pey242C97nVRF0~+eA_)a<(DJ^a&eywskEM^mc@9eze5bO)I}K*2?+vN^N#oT
zEu)FNGSt<&8W^Y=MNPQ(Bd0sPgYMknYMdCn(bMVL%_)9?wNuo}{?d214~Td$<t{xq
z_35uSPefR5c1>@kTREo>q^f2mhF0#=@AF(!Sm~Or38>?31w}!Irb7Bxu=5v>7~kz1
z;H{oosVqD`sH38)h`rJ_NFLM3BWODetc5G#;w>Gr??EOmw!FtIZakwWXJmMT;8gub
zxrVgO<LS$B%4%<ww|J@hLsaUgKeOy)amnhs7YlW(EYGCV)s*fuZUi!C9KJVXWu$e-
zwR65QaO+Z7Z!gpo^>Z?T@-|+0i9M6DG6)?4=`hKrFLtVG>rGc<a;9S<FOi!y#~It(
z=BFn3<hp8WKGn7HSBLhUZ)h)IWH(4hX$4D1Ul1MU3iBn->3FqX=d@5hrasO6l|vlk
z%LyHNcpnAdwH~^uu<AQqOtH30WbyVBy^?1HZO_U)2b#iM_(0p^ZxdRpfTg+@PaQ~;
znDZUR4}$NHH09N<eIDOu35c58?`K}ew~|2Szd7eS;c|UNrLRo7RMkOCER1x{9Lz3r
zMo)_BHM&Dl=*?)_O+xwI8E??I_nPyZWFHm3+G%QSmggHi%7YI*r9>4B1oLO6SATx+
z<j=J^Bg?aC>Y572iRWZ*ji9(?+pFm)rIwA)6*1$Je1nzI_?b&fSx-?=+FE)^WvL{&
zujUThd>`&y=u8A{Zs0UvmGm&=na-!5EIL+NYKpRkqDzcbO$F>AW3CrY;X9jj)g}pW
zL+$d7#?5dCb<SaJSf_hnf%3Fua{<+EoCfWn)e{=Fz6LUuL(cuPkaihUpBwF4j9xsX
z%6CHHB-ZQXlx{t!bBSw!*rpC0Jt+m_){nrety<V*)DpTLX(N0&X=%nhzV)=)G<=sW
zCrMdBP1#mO7c|m`_hj~a54CzQ^*4tZc_(D#;hEdhT2xOid*4mh>%#93a-KK!k|y&r
z>%@Au+^g5n$jYZg_WC_z4&DH(aPaxLAM`bB`<mtSaLQ*lJUm%rXJlo93W`TJl+RA@
zT0G#jXxIH4JUyjd1#1m2UCAzQv2O#JvlqfdRUci4)pD;JnIns-+sQB;_?|XDa>p+O
z%6WCemwmHw$fzZEG(xU1+4O!+O51GrRzU+Gt*B(DU?j&ylD}z)Y7CW@rt(xc=2~;m
z`&zW=X=-D0n)uut)3_sWycy1iXF;h9nw%Cpw2Y0gRVrIsJ4nQJK8oG<XvqiIwOb|9
zvXW67&pZ$6&kwn7lvC5zMjr%${$s=x#_#S{uUk`dp}5K?mT<?v*Ez(#{H^~0hPQ6g
zny0m>s$?ajnUK8w_zKdok<UXVB}7rYJ9fFlcAt91+G{R08>=FRmLVW4=V;4IO5^G{
zI<dQrVV_NIcKgMBuKxfgptlJOv~L0eTtF>7K^{9VNpPEtRxMt}STEG@+wSr+1}R6;
z&z~db>|RvTPp2B<pYWSe8&$c@e3MM(^9LLrQGx9%Y15C=v1)q_(kkZ(8(Kv3IN&@7
zcU;lnF@^KFF!rpvcgI=HZQXd6!rOfWliu{KVj0d~H7gx}Kc3$rJeM}C)K?m-EG#qD
z)XM`)bH5|7db`>d%dB<%Ws_Z2U23SD%T>ycvzMA)epZa(@wcYx=Eb0HI+sMz$6&gc
zXy@ji(i-v1d5-LG@LoLUUR_yDy5scYrZ<Ng_P0ya%>`uvmYwnT(zY?}>bo(IM)5yP
z7fVkaL~d_a4q0J7{-JTIJsUp`^wme<g?#mr)>RfVIM`e}A1-6jZrnJQ+i$a6;j_=%
zQ%b<dDcs;BX&~-gmzORKuBVdYIVW!|D^^)<{5ikV3M#2hvR8m5AI1aGt{-dKuobro
z&zvNd3VCEMag-S!)Q|5AqYCC-DIu}yN|vxv%Er@92QhSj?B|~k0I+)Bf?BTkUnSbz
zeQYxqu(lxVMq9RVj;lOc&iL-togZ^=(A-pv)6mlDIvFAr0I{_pxo$^+9@UZ8Trt!4
zX3KiALmef->@Gc<xniGe_kz&%6KwX&#U+OAEk|ul5OZW?e50Rj$UYfcj;p#|B(d4$
zwN*zSqc^lNmw?H8xaBK9sLziZg^76PR%MHm8@1})1$C;jqOea3foloKZ?pP7N;(%@
zUaa@(dY-|~ZDad4w6i1Nx;-5QHlb|pwpK*Ty-YowK_CneI<TIrS+a0@QE991&eb;;
z*4z6R2Q$`tUQb*n9<DabTDD8w)$BTlOK}d}J+8WjCrcZh9JG}!1dnTdi=AuT1z)16
zWv|kebpqb!WU;5c0P)|%dlWP^!q02fbj-KN=GOMEZDeu-%I~s4D<ONmTp`reu+&z-
z+dWjSGSkT*FJn1+G<(*v=g&NPY+`Zr-OJg}bq(U@E9s`Ej-sH>#zY={R+2h}yKvu$
z^|s0xDYXS7=Zcb15qxX~%?I1!6m@2psn_~q-Yq(ko`Q~)c5yNy)?;jC-Z=|fqp-!L
zwAakqs_hj_%{=|AQiAE5or8U<%zAN`3~AMk?Ui;7O``OUzo2E#7+W1voAgzXjz{~7
z<u^v^Ei<SeXsW7_uy#eTwkHzVG2#bY`K_}=UtLq8F81nrrw9Odp*^@{k+%b>@gZ6|
z?^fH*y0W$O^VQQivB2yHf*jlu^Wbyhv!6G)b)T8!!wWn#ST%N_wAIOViU*HHkTu1?
zmk@f5{MTmFTt%^J1`9pvgwx9_0OgsPWSRX-Lev}^)fWr-)HK)5cRp^~N=LkQZ_iLM
z?C@1J6m)ua=TB29mY(t00~1VHV=!^v3s){qJG>(69Q#(st@ve0Z>E~_r30zwVCVE;
z?&%r&r@?bN>-FXv1A9+NnzEd|vooJOq@IO!JyCnEtAfjRw^W|c!sbaCb|RU@z9ZOH
zzfGq<2`zVPH8p!^sxDGCX^Sz<kT(rJ0F{f&j(P0E8;&ez4tSkcWi7Q_DBn>VBQl3I
zz8*OCu8uze_@6*ymXtcJk@IfONutlRZnO<0!aLTRxlC>~Zn;}3OGD0cBtyhw#bxw0
z-p^sw(p#uqD`~`!j$U?p&d%6(kX<h(d{*jqOO84I>;|;c+LuIDLFhHpKFS^(>00nP
zTjcewS85CN7uh9%IpQ*BV~N<eIosH``?Ricx>~L^QPfb)Qt27mJHE#3Lp|Bb!|L7_
z*XySn#iI8$D3Ps+k;Fq=7z3_8E1o$_^3#7-GrMTfoLiu-wo@}uTjhzh0nIP$^3#sF
z3iDBL-%j5f4x-b1mioRz_{(;VO#PwZ_bqyD7Y&a`wfc}$cJ};oIsuU*P67MYQr&xs
z_n>R6@KnB@qMezJTy}h*J8#jl-R9)NblKU@+s7-p<)X=7si+~Xw_K%}^{hPcG4k^c
zQR36&sObJ6U$o^#G_t_?>1rN%q9Y`qw6=cI8k@X#3YlPKL+FhoLmnImaO>~N#M<~T
zsI2!$Zg%U$m9PK{;HZ!mxMw?iR&bK;<K@#W&n}N>)p|3C4K}NVw=<WzKF(;m9AuF1
z1*z*^9^N$FKWn6GrZl-OFc;zM_a79$8%~A4P*%}LQp%c_G|wBO*c0vctj4XbnyTkX
zscrRfk||vgqMA-tIGkbl^BeqDv*yaqoa3D1o8B&SalGB-mV#K~GM6w$=M$06I_KKA
z4IjnHXz3@XzEDk2%2L?fD;PP5&yRsvv7+g9b(iLPE7Y*mGNtt&ME+77d;wVvDZ+b|
zn%_}qy;V(cw#rT_8h)62{mNmvCB@S%UfDLgwvN#JL8ccf7>y-deyv0e?B3k(xba*!
zh?Z?#qi#|eWi>P;c4Br*hP<ADj{>^>jnouYTg6_SWYRvBtPG9MkCoZn5>L5nnwHoq
zbnKdLuHor4hNen`TO<4Amu0Q{x-Oro`oH2vCl;>fhYyPNQXu8J+vBLEY`JiF?|yfR
z%H1ibFS@n|PaM>AQo_#5(Z|v?p}Ti{cU=bUz|pCtisfXyNlMl=r?U<mt|P8TwPLUO
zGg0YV^&Q6NLqDTLzy(bs1b`9Z;pDv-XO-4?GjWr)O$SiWRM{?4(mpw>X<LU!F^I61
zo|yz}RlKyXiOpk(@32VNr0av^S4q8^{bNf>IlD5R7CF7Ca|0YmJB*H*3mI{tf^9-B
zH1zS*GM(;;)cpB>BSy!_`LCnt{{V|+gqY{u=H>J_<=+N?T0K{6?E11CWBMgpSJ1&y
zIVEFWPlJXZ_Z7Q*!pnsND<G(VMDkc;l<&+BPh!_ADcw&q;B%VpLxRT~k?t$)@bmF{
zoOgtL&RjF$z3Wh_vDCxOB@CuUx2$jVg0O8#Y=#+uW82g?Ez!*qu!at7eL`^N`<?q$
zm30&qZ48n&$Ohfv%J%!b)^qgN%yr}SGWN-Xj$m*KtjV0$k~#$?O_F#9Xl63BZ`sH&
z;IYlAd~z7-8tC3U4$IA!HyhpS$2@ZI%eHgV8P8Ob7-!wUwfNYDWfbjmwpUQUy@E$Y
zoo%6%)5Ox?dD=XDRZ4okUS4*WHOC5gBzG}yR-XlT+0aw~$yiuG+3oOL^T**jcD1Rr
z*{+Zt-WD=U_3;Z*zG#`@%(nS^R(0iDl=RY5;qf`MMmiDK?@~iihivjZ!Bcj2%e-^T
z4~HhHrk;?NR7B=G+BQ^yBn&RQafXVuoRt)@kb1itty=4&TK7HH*>LW>j#t^4_r|f+
zXWY`pbGnW_s^-4kTR`&Ks2<FC<7I3J#z#fU<8keia?9X8vSZqg+-#uVBA~|{;b!c1
zYFe_%E;Z58#CHwGTtdNT+_Thii72CVabs*8oRYPKh3wpI?$ef*;()?m<15BoRBEnt
z^#qq!Mt%8Ofv11jDuqrVd~JIidCmgqa<lMlxIs}u>6#|5iHy$p3t(l(NyQ@!bz%4$
z^9{1Oo1t@L<iXA|t|}sQR=B0*9L{+g`xf!!*L^dVuV+p=n#RHOb&Ufa0}6!NqS9Ug
ztpH=ma+kf{YWmc{B`tf)T1;^B0(=)-eSUYej(39}%c1@eS_u9g&w`cOg43O=oA6w&
zm4VTT33f>FDy*(-QbxkZ67#Xj)czsMuL<m6>B94Bd-D4B278uDiv6W&o6YI1mFKA~
z=(#s!d|K~ffQ0jI(pCL`FTw2K?1x$DuFwHnlkVAB>OEy^ZK`2xt>&uRvmkU_jn3t)
z5OQGh<P}+?azP_L0W$U6mMq}Kv5jAUCkC|V&kE{~Ro@!!X4k#0@grrbv>fGDh0bmc
zaJ+eEmHfNoWOl9?aTcP_c%-Yi)=k;6cDhbqtlu22%fz3QUAC^*B?gvxiPAR@o?f{2
z4-b0r&!st$oE)l7ta)xTjQKAnc-xlUvE-M`b!&#Jpsj1>xnE^{L&yR#>Hs&%^H-X8
zTiFJuhN|gyF<aS=VNT3=V>nzsT8BHBWSnfI87Cy4yJYt9%Kb;VtGBx?ynW#vmfs_-
zk~(^pHw`_G45!*k=6po?L*8{1uBWwEveQAh<c-Ij<Jx>zn3^y#xl+S7Y|`eJ3_FzW
zn0kC<)l12{w|Ak}T6T)9wO={5t<HdnBbX8c&xrPgnBj*KbdA2cY4t_+ptqbkv9Y;h
z#(Y<tTHb8!(DcfPVHg|Wdsc6x<FfWAK2LJp{!<)3wa|7NTAbBO%18yGHjjUr;aanc
z*S%YEFTUzA4Flc?rGSve4|3uyYq5>byr>+Bc`$lss_8vGIODA|?$=<GT+q^5B)8k{
ztPXU%{jX==#`|S;P8D%$hIX5DKZKW8)l~g%+CF|$?EQ<$E@{q7Tu+*~x5Q+cKv{qz
zB&mHT9#dLt^%*^buKrYZ#?whdq9K8e1hthjcSbzg(a~}yYxpiEuDej`imB_pXa_c1
z*L{}`?VX;ZD(ceXCDM{7HLq*tYe;vF>U$h{eHu@4<K8=UR}!cyue6mex{7*8`5PgL
zxarq#72P!F9r!tDppDJ0bhT|A=lVG3ardthYY5v8ueeioLOw|_*2l9z$C9*Zb6bx0
z#Z3JlA6JhJPJ3r}s<@%@i>|*t)H-spmZ}5RK;zoK@9+ytuyF?4YPr)~K6^D%hMv|r
z*_IsjTqk!wlsCgCbS)rwt9?EecuC7=hoQKA#LFC7k@ISM<bvJIUmR>{<s0W1U9tZF
zDIOHsZNypRl4+bWBV=5eJ{c>)p`)M#dr{7FFaUPzKcwTCbx2-odsm?~w;L{c!th;i
zx<x~5=I&EO<A5{N`&FyBqe)F-sJBsFAbh4!=&B@(GT?Y+a0;1Q2x)T*i<|<P&CYwI
zXY?z5KOMc{IkLufdeem*UeL5~88wyN)6~f0%pD&yR_UugQ~ElR)aZ1f^tzBS8>Me&
z8-C^Cmb8t-U7s~9(>0Q^A`V~e!jsbR;g?h|HOhB(o9__ceX6+KuUGjWT`Lb^8*|DJ
zgGZ2D>Rn%`9`0vXKVz{AUF8|h58hP#qzv`S?}ihPzAkr?<=br7)wk@2dUJsu#eZ+s
zcVg)cZN^g`Hp7VD;<Y>-_EhQvj4lJjVRg%sET*Y4uFa=7k!G|{OI*vVDk}&*u&Er)
zX!Z{^eWUoFXOCI7s`aR(j@IXw7~&fbaPZ3Wgprmz4g@GhGVE`a<G!Dc?{mwn<;zc^
z6n`kr4_U3HmWrpzDH$w|EIG&d&RkQ7{BF8yOQV}5+8bq|rwoD@Z;bVKnO<n7<^upc
z3}YErZOLyhE50h>!-hEY`DXHN?cSfnnrbU-)E4{9ZXDdqpOp5w$4+IlaBGTMI^OvX
zxV}p>+WfVprNRF4ytz*1OU?scISx9iv5b;1?(bZ9tmWx=?mCfu+`eA!)juiS4?}1$
zX)-G6$RZ%<`6Fkvg~2NLn^%9kPjl3InZied*tRT&x7qGoM|@+I-+4}4obr*f>H2In
ztuyY~cJ4ZZiW1jbsp%;%Fu=&b=VW;eb_ND_+^)I94l;16(Q2ovzTCsEtYFKGIpjV~
zUN0aAHJqn^YM&ke9nR;OV=qa?XKALr{GP$$ugYSU;X^I6Ma&>%jV*m_rw`xkg~AQ`
zlA@{A_4k%kR!rjQpC(T+@?8Gd-g?%vlbgCu`}iz<M9&hu3=9*t7hA=KIQNWBM@G~-
zhHJHJC9A$Q(Zt?ZL!M6{3anRqB|Ai|u8L~1JMz1H9C&4OIA?it8?ng%tGz%&FHeQB
z768WJFyM6RyYS_Y9y^hovbVO|)2{Z%66r1wl6s#Kuy^{ID<ge9CBl|CUOMv}m8|l2
zcWa6Exk?(*C}%5<Mtx<|lhoy$)sA@KCEKr3UG$@DloZdr;;IU8$w!8KRt}(PXUONa
z?Uy;km7oZ~?(#dY+9((Xdyn|99vm29mgBx$*7nnWr5abX279Z6M^HRg#NAb=X{iJh
zRj|g!3^l8dIia0namm7^QON{+<~Lxw9dNz8T=#~3F~>Y+eqD5Gdm%lf*9c!A=sc7n
z)HXLB-fNUklj;m?)yaD>M$w!fHz}JFK>S;=?_FoE<llBZoLy|{J0nkOZV}5d@y5X!
zscbA^f6g(!S9Ly1kWTpHb6R3{UhEC}DxyCopNf9JlJ;4}jPBX%b(QtgNXV;;VGkjg
zZ&0LeuD>)l6`9AIa<BoU;{cF_u09S6&6g&5UiH)VZPtx#cl6c^jcN2?4nP>f-S}6p
zbk(BxUwpX7=(Ee2Bx`c!Gwh76F!sBU<U678SfE=JfEb>9&o&nhS&t;vP2rWr^iCg?
zM+mJpSmCu?+aY6nl+eY?gYEF&&2UXq#VK`mv31h#b&4ujwxxxhq)qk@KWg)pJySW$
z8ykV^)m^e+a5;K=R~&e7#~z<8-0zpFFWhLSsn9ffdec26B(RbnQH+8-!0;-+3b>n~
zZS%x+b#or*e-?QQn&)TMc6ycNfirM0++kCOc;znclY{oUCG`AuYeePBczdH?e5EwB
zb~)hEHG-nx;mZ`Vvk|lT-rsWb{jXZl#a8Q;!td!7&Z%tkmz;@6IX~|5TyM6?AOnH6
z3%aRxAYrE?rt4nDHfocTULDr$#P{4aX}q@Y6DdI?Q*&%~#_O|iyNx_EwAw_MOR#0y
zPsY2k&If~Aj|JjJ;B{tCj_Ru=Yg`&)cKht&6uy^^PSZ!bZ<_VL9C+(Rs3--SO5E8E
z1fRmDc0=SJWO)UlSa^?XvKd~>gmn@MUdo%BA42St@LVO+0tqp=pJ`FIhQ76}^l)>Z
zSmj&ku+D2Jlak}%+O)S3JsS4<%f0S8ky!r#r<9MyG@bcJo)@C5{CD9cn#mn4y68h=
zZqYI<InMFlrb_wyB+e7OXBa&^6?iLVVQ+go;DWPwFqU-9X|B6xccXRp6<e&eV5+XU
zMFpx1ifCAUL7u1i-qn}A@q*trf`>`lYM`Yd<F=~K?r1sAJlC2owK1CJw8jAuk5u3t
zyp<l`m>%PZ_pRmW@wat}$z<&GzYO@5q^<V~T76G*gxl$wNN{gCk>AeGg6le;<rSf+
zEi$)H+!<9@%gYcWmNxCSe`4@!WDb$B_AUj(B!?=Y&I2YAaqU^2noPQ)-b;MDeXm}^
zbpx;W%fvO6hM-F3NO_p?pHz=8C0AH+I+ppWYHm%tGM<b%uZEe9<>`%%J;iW`xDY;t
z#Qy+EQ9PK-qJLkst@PMiyB2fV+3h|Rai@pSMJ0Xy=*TWlcPj%~md77}Z<c&j4mI)a
z({i%9(W36`VVAp8Q10mr`z`YKuNt~$Lfn|$jQOg)v2e+a#l3xG$AcVg(RnSqcYQgo
z?6!7IGp=;=RC*_86HYMKpA+V>I)7ZYj_7Wc*O+T79Ksr2d7Bw0a?$67#?LFAlMA=;
z=2WMWD9Zz(cYW9$;*-+x&h{t0UiH!Zap5(p!yP<Ve#$^OrUooM@9`%dE6yBe;=RjL
z>w4<zZDamx4h*DY+B>Zt&(gUI2mo@#;o-SbK1Y+tGDz@R!;10u$FgOf+bgxD{{SJP
zumRU*;brvRy1B)8q<zY-o{^I^(+0DCT=iW4026(O=iF4yGc}}^ybpF4Y_iVHT9Yd)
z-*tZ|ejHO-IjC;pqM?w0$oViivC}KhkKz>t%T(82ueXYKPduT+VBj0}Ks`2G1+`3W
z8tB|e_U)BT^>Dr6u8G<AuP?PVs_8S;+rMhABT`-~t0>~Wn5_?MOCV#g9zh<kT|0!l
zThP>ZS?(H!;{`O#g|O0ww;_xG1JlH>8a7zmcZ}rt<y}KGZ3DXO4-RdVo}UeNhr4f=
zxwxIj-7hAdo`*|aStV@aleTujjXh7javd+OEH=7HUsrR2TEh#ueX<{{PrZ5e8pg@a
z0}dK@0o_zPW;~JDyB=K1-VAe+WMj+H?w0*|Ov}YB^5J%dvf~qEU^6%tv>#WLcrM|?
zJ~8mt&81?3rt-+EUQCrZW=rHfclWOl(Y`-PXV7QfRoqpLY@4;4XB%`@`g}2;OeS|O
z&rtERj24|#=q+}eglx4j;nKPL84tN=_sxHAq_9&_>D${Pt9*yjXK4-Y9<3jCR~VkZ
z#i64E$yi@1Bl*?Q_94B-p5egglhfgp-CVgkdq(q7QE7DVWH)#_DKJknyV>zkg5yNl
zc_h43b}_ZwjR)%=4EZi~^iCu;2NRF9rK;@d;B>F0acKT>^>oXQwb{n!Wp?|1rP6~$
zP+9A5;8aud<&6Nea~}nQwb=CK+PG6tU1Xi-yx`0NH(a`rjh+_B%6H)JyVq#Yc4~bu
zqvgBRFfy{Gz0h|ccm(v`hmWf3#cwWdsoj59M?q_&7Ry_ucqcPC=OxF<Q;OYhdqJ9>
zXG%R|;HzkgIW938+0Naeardo|S|&A(nUes~oQ(BfL)7uh$2hU@^6=Snx#Ypytyb9{
z2!p!K&U_XNTGr*>j~?wC06Z4;cW9xZI1KFw%iKIxiEXyacfXF&r?X+^a=bh~#}vkS
z%gNU{c{;C%$myCkS?q4DoN~SG<|ppiU0S0Qmbvaz;LT7uzhGC_SUoD^PiTiFjKk&f
z<sAa8SqG+FA)sJAj6X>z9X99}(8C#o>5o0i=XSAyhJwoJ+)JmZ%Zc&kcR-}Bf6RJf
zS&0GRh3EQ3WlRpPzOpEeV5e_<V_@$EPVU$$YF|quSt}YaSb7z#veZfDe|Mbg89ilG
zwK5KO$nxTS>b*6(V!(SMyWDnrUN^Q=`!K++qPE*cF>Zu=nitCbHty|uXC}Ki56$yu
z@lN<4x6hx&IeHbg%WwS#5&cy-wOdd8${)=NUrGJinY{7n6L`c_eF9&}mFR}q?Wg`>
z59S3CWwsOi0uRj#Kc)Wdbw{1O0ziKfeT%c{YhbbH`gk1B$zI;o{_?hnEH>B38|V;u
z=aefgRL~%M8ZqUC>h%0mid?IYCF{y!=T)uripR)z-DY&XD1CU4w=IdK#a5xVzm=uU
zIPo}J1sxkHEc49Khdh3Tjx0Bx>!&VS!p4a`(el*H)-}b>kb#eS$5qqb>L!+0VVE(X
zHyQC)aZyg@x@g)!<|J>A6<#X^{zrC=bb+q#;7YTOvbSztCw94AQ(JDTG_^00j{p<8
zg*3JI3b-h!=akDM@HbiNjWKkrs5K9XvN()nyDKTAY!!Cv;i{e%wakd}434BE;=Ny;
z9bKA*b$rxSvQo`cDUvr~*gh(~uBM{pSsfib^14|L8ab8Seu=)++$X8*T12uJXPhji
zjncPEHR0DPsGEqQcOWhYyj1q`xocgTxlW(%)+Mf*ioT+frlw;gQWhLLWqE8D8pvwv
zVXBl<Q!_5_c&nMTb@H;RddJhS8J=V#oOrDDs>5Ffjjy*tz}lLJ;EavJxbbDxQsqAl
zLObU%{u4LnE9fMwt+UowK~W%OFw2Q|MI$(WeaHp|=h*PG^g4R!Z_%~3-pPihvRo0&
zIwlzBzUJdpiu8LR4P`+gy-SttQ>*RP+G@(mnfWTR=)if{Db9zyvLIgzF^%xxv)ac_
zT<*5}TojCJqo#+I$D13Z!#<nX%P7@ZedZbTneaO0%JTMWXrQ31eO%3kq!%=EZbGN{
z0e->6E$P#oEss>#E>{{`RRuf@K8FYn?*X}29COv&T(X<&)#A8RS5!kuOIJT@EP<mg
zRc==bi(SHMDvFu=NX{MJSz8X1x!bSQbyZNcv9e6(m??EWjlEp84PA6`g2|tj_lHF%
zA16omOO)UCSX-_$*Ve;J4Mfg-q%;EK)T%Z23Ft006qR*z_L09B4%jTNn9-M;exRhS
znlK`X{Lb%=iZ|^kbh%#ZYhi_sWRhfMz$Zq1K0B<lYa3(h?ry1;nyzlnmM+o#<z~y?
z*)>yr#cf(sPS@LMZq%~I1hr7|uyX~jMZ^2(ZXFv5>$BCkWhZEu+4)>h%U5!ute%pl
za%rRIcYDEO<Go@bnyQX&T%Pe;UXjyROFaeJI*`VCOdO0n{wo4BHSEF<V8SufJSlL`
zrgkNpNcYy#S*h-o6*BfUP9dG*t=oNW4r*uo;<kI9ow-+N%XOv(H?^jaxx<-j-?{zx
z1Bjcy{a{S+&worYvwhXBPpqb(qPd!xg*^Ge4(dX&b=F#w6*V<v{iL!6w3m35wp{e}
z#$6k2wK=Ud6!IJnVX#;@bY<$6qAHV4z}Tc~&K^7pxnZ2MP?l*z=~q!`uYC<=RH9a6
zI3+@k>}uzVo+_ES<alT~^I5%Zr7pLN>#M0)*D>+8J@K)^#ZhQ`^*wbw{fNYG4nIgd
z3YQGJ`%cT%G`G1_RoX696qU6z^R>gF@G5Id?iX6wn?+SIY!De9((eGa9c`yBH*G{}
zX_&*9fN|y+&J{fwV7ggvQcF`#!4*UfjmMZPIR3vKld5T~8`x>(HB*C}5zMdc&a1n@
zQpy?TGDR0T%ls6x=sVl0C37QTVR>^%cpXa4=sh!cvfbsHswQ?4!ee<a3pnAO&sKIW
zQ(c;)Zq92O*HqN=jgC*nNkep(mznjo2PEyxv$AOWljWJz@H3FT+@!c}t>|=()s8Vf
z26K(icqPLv>rG3K%1dPRw+ZBimT9DW8_mm}p<O&)DBT4>hNQMlxe4)A==A04il?-N
zjbV7@$dd(Bue0hF9@<UY3Fdg_=zP}k<C^a(b$49HUv=dK+vgtjaSe6Lsi2eMu??$~
zI}faH-IZRNrdeId9bm}zl>Y#S`CZm#8-;sL^bh>ylegU+E8fXqbWdkcO4moFk&jFm
z@xzr$8E5o~TImCva07|zrMT;|HVfn;<7cXmlP`z|wP_|75$XlJXyWRM>c}O@9Jo9C
z7B;flAgY!e09x&a6Q^@-xZNbvGZ7F3;IOR=iWVbFswJKniHfbFR**K&is%-aXTwtF
zmhA3}WvQWtve?OGfs#HW$^(XQ7WzHRbxupCoIM6y{wSxQ$@wGjUVv>425{?q1Y@XZ
zRRzA*dfVar(7Aq-`?*e6p8W<-$sdAx6aN4vehbj;wc3c!ph5Y8L|Uy!{GSKrg+EFC
z+V>uK6mK0EehPNb$bO+-g!!V?{GA8pg%;WEU&+vZU|GJC`>f5#_+Q#n-RFi)gV~S?
z>bliCTT@P1j-zAbRak9S=%(!>p@EM3LAWaV2pHU807sJaabeLk-OgF2k*HyPC0#w$
zt;QT8pV~YMsb0>;uAbo@9UJ?SWArVW@o#NiJdwG%ie}^7R=Z`5)f6+@szxM)_HG?d
zu&-7<?w)HZm1BJh=@ndH_7y$X`wFwxmWZpZh3#oFMc-*1eW7Kjpf%Rn=q3DoTL649
z(5lvK)X*5^A59r7a6NJsd3fh07aRF!9KE}?14qx=QL%@dh_>&Jp<C)3e2ry8`&N1k
zZZBsy@qQ&<(CONm3-PUraOzj&hIwUPK^$^c)KSdb#U^$qsPPNW$HmoznR$-)Ilab%
z1>y=;n#wD@aoi%1Itk-`2-$8m8phvV*dF@m87Yi**v3o8)(5Y(a!qe#ZG%wFN+5S)
z^Un)|w&f*aVXcZe3q)=X@$avX>Nv6LyN^a0*&g%Z&mJ^<T5g_;P+f#oRP7P=n8=Z%
zq4%wKiu_mM-EHpOaJJURSy3Aw6;CrT*F@&@_k)Gw##~y~Y{EaRRVk~Za3RchFOVzG
z?e1y5zstGVIDu`lR>vK_?DpH{B-KZqos+iRHdzW@A=_=*x|Z*0x_%-~?%2x@Q13Ov
zt8QGj`+qD^GziZ|?sxI?R`J~9$Rq%n`ffaP@VN5Z9{jiQ_lET}Et0D6+G$A3<9kWR
zn&8|)*7_#rU2>zh)PruGrL_>tfY&kKTOQ7f&y_b8y@cZ<J_^<KF*tXlE<Sw9`%?D4
z6Ryt=^=;x+EA4f(H%qyfFCK{_-Ob3s(0;YEaD$8%{VjZ*l~r-N)lzw-4eHl<fV{fN
znaR$`-Usxus?$|5?B;Av>-M@V{+o{*yia!PRqu^c#*P%-G}T=_UF=O9k)NXx_w(RK
zx7xh(d*U^v)y=wFE1N@bZ7G15-GK9*i5}&|pHa-;#U8mEt178t4KH*~AZ~lzQ}pvM
zy*<vK4&Qs?4Yuh|5Srx2NXR)PXDA{^d8`(v;&t-7M^M?Fb7bP)NQKPLGePii@xtWn
zbS{iPuyDxFua!^-x(5i_LtVZAUXCsdF!3Dn<hRQ?HmbbH{&^~S+<vheq<W(691o;p
z3tr`u9;5N?3SifPlGkJ0y4<bu&xcdfdg^LQdK&MX1Xn6KxuS3wz|TYG3iVEt`9<g&
zyCe?2T}2hZGZQe!kX`0Ii@*<^k-em_oQ!o-`g0i29K*j{xp{Kq@3`$V?W*+$6S#%L
z+WXaGwEbHjO;o`rY06vJ$`0;tmVABdTD9>i*voa&ini+Mn=u}W_nemF%&r3@(LDYv
z{85i*<o^Il#q|7nebHwv@g9)jw-#HawNq=Mu4C=<U{yoVKl#JjyXAizcvEt-OHXjS
zHPK5R9|PjgU+-T&qN-ya8Y6Hg+OFSM(WD*r*sC~y5ichEyY8Uk9hz#x^HqE4nFEVp
zb9U_-4|kY*w#v=x4lP)(_KSTF(9?=oNSZ)0WOf&sT__GXW4<aKpd*wq!^<UVdTc%m
z%awY&f?RT;)3oojYD(cPwXV%Hqj$tSy`$K+ZY=S8g*WXyOgCXsa)I2`q(ngn#1r5#
zmEy-u$k6`C=Np{iQkrgmsPBrt$9;Yap8Nh?l9Py3ly}xwQe1l)Ssj^a$<8`?s#SX0
z-d*W*7gw^illHMcp<&NZR~T`O?&$N6GO~A?`Axdo(Ad}+4=Ckm1;ai*)cr3Wx}?^V
z-OAlPv%|lXR+E!Y(?hE64W+oo(AUVumo`r)dkW{AW#T6eYOc~xrK+NQm9ddl_Q%N3
z?+1_PFDr`a03#}H-=2zBICEjZdv{r!Q!dxTU3zvqcM!V`H&tn@yn0!20v8dp04pz~
zIHNwD)zsIEeciJ~$|I?X?mV(bo|qm!OMph`$j>AGD!U~Sw7ar*U$j=IrsMM_nfG$9
zpd*i*EV$ZT4a({o$yv)R62x2x#^HI#UhADW>$~F8cN0rV1jX=A(7bs#c;mrwBQZZw
zz<brZ$Z<Jg8S8?l>E-*6a?cLwbK+GE)+z`puFY#HqHu8y-OfE$-@zU@)9GrdEtjhQ
z07<gD@h9s-e`4~%Ad$@;Pq)ccWbMG^jl+Mnx_+Mwe%Ye(+vV;)C2@a)I-5^Ep0?}T
zR7MM_OJe#+-;Ibq{;SP54OMQE{%WJTb~KVV5=P#+9SY^Fs$|iZvNvZWZskfwwZ!Fz
ze!H#X!;hQYi^+cug>lqY>ZmH9nzfGSc4Nm+ynlFD2;D$q@7yW!2Suw%3}J=FGqCVG
zsVUmoq7n$*k885KVJ0(DGjg}hZ&bI~DKza|6w@%&^YcdVIt7G&r@cH6-;QbX0}C4j
zZf!KA0s(H=R6}2Z%+faUT{^PHGbF6H;SJZXr1k5v>D(UT=+lu`(&{?i(wcSv#*x#_
zalpb)L+`@J-Ea#zm|Q&94qftN)0c-%J8-+j=`DN2J{w=(PTETG0FE7{5rFo%bZI^z
zXcB5|JyT92p1v-4$>fxEK1+{>#jr6Pd-|%3?8`^cyW&;!+4~cx9}CHS%ew1P>N_Ni
z<fyM<bA3mGr~D$b%@7jSv9mDuWoM7Du2CFd>?3|X>T}A;85d^aALduCdfdMe=k|ZQ
zto{<&+|GB_#>t0AGh%(}%I#mK?u_kZtZY?HZqhJp{{VPg=)~5RgBy-^+^UU<pzg!*
zS<BSizYWQ8?Y72awig5Gu>v}7rngi<Lsn*n;SfGNr>fTbAWy37d(<R|HKp8+Ab4eQ
zwt4A<zunTK)OML69i>AU;nZU)qjeRCv<WI%BSGj})7-g>VIB-Q$C`&?0|+sl{EF+3
zH{(fW`|Y}FTDw(cS8YRcW8b#U1Y_8(n^7NT(es3D4LN88fUGqnuWf?Ndk7;ThrHH|
zxO-2E*L!IXtns%@1&sP|w;MMamn%D0T9;Rf>unrY8>=RsoxPYZZbv7U>uceU7OS*H
z)u!EXj-uO>+EPoNS9`pd0&DX_G>-2Uk<f3tsZ94^64&S2SDx_U@aZ$l<?pEeQ5-0|
z*}We7QP}p3`dWFRFK&ErSD!W3xYLko)=#4E(=yi+xrRq6{*K*3;jVBEJ=bAM=(D+F
zkCsZ$>G9t3n^~Qn9lGVjIy;41W_9S(wm3NfiMTE~&PwP!EBQuEWpp;(Lo{{v*6i8Z
zNR^|*W3gUOY<TF>Fm@qTYn<HdMtpO+lhX0y;w|OM`R?~duH#1qbrrqhw&q(?%6mCP
z7?F<0n&1|mBtu1co$b81QF9Xm9hWy5+aUWF73MD)IX!Wbt>AMfjJz?!d>!($`g|?D
zQ)j!B@a^*P0g%@ll@6eERfYM>2P;7G9!t3J*X1u_b+NR%&UV8)Fws*BavnXQc#WeS
zGNyE{jyF8#0A~Q>D$Wcs`(~E%WqjAKc-6$t6y5ETR%yG*iu18yf<8dw=2r;3YUfwL
zAM=Z<Dp(wQLAFnZ>zXy~mNv@Jd&50?E6OH32RMzn7j6z2$Cp&{=bm=Wei=W)o8W0<
zYou#Q&H|9?Thp=4T_b?#3C=z}KIMfu&cQJ6BD?$izctUNAH#Ul8v5}?Bb!rsd@KXI
zzQp)~x5|zv+bW`_5#AdMpkV>biw-3CpEbZPV0Iw57a!EDn(-TXu<pKnSC^NM4olUX
z?(2^xcuh+6?+m_B^;Qa)Xs)%4xmwG+(mlttjC&VQzVXX~x{}&pyWBZR&N<-k#(W4N
zcnY3#wi<patK@M#Tz2#5x!xRnPYrvP_ji_Y7S(Ol)5~nX%TZ{KL+IjWXYazNRm6w|
zTkcl<MKpDWUSW-z2bKcha*!lrNIm1`t{dGr-*beXn~Qy+?&tFMhYbEw^bpc|7POU*
z3;;(}2qn%R&I;#={8-@bp|MOUZ?C7X3^GROA;B*`1$ecx5wHhi=Ahu`coFT+>gDP1
z%e5yZmvPyxd`5;leO)z0<QL1cWP37k?^z267Vdg_>m5a#Q94+FZ#+^H$ozN^xG0E%
zTs%7aRMEG(4l$mo`d&TnN4=H&z1OCGQyL=SY;1a=rix<RNCSIF-TmvEahr&IJh%@_
z(f7H9Q}%Q%X>5F;{8yNVKKU3PYhk*^8^eoTL#g3phN1248r(V9^FMOb^q6ONXN0`B
z9?{e)_>pU^ir?B@qofqka-PaO66|>S?zRmJ@_@Z*>d51o<qgi?p7e5)kl*H?0=&ri
z4oS}bMOB7Z7$qa48IgsYcsQl)7V>4T_3rsN`@%g(Vsu)DrL@wKgA=3Xb5F6$hH7nn
zrs=heGimGW^;X#3&6(SuxDO@3BYU3EPDt|4L~}WO&ONF6d@fy9ZXWHP9m)FsiM6#C
z3On@F)oz=#XJqbHwE1Cl&K~@xC7=S6R7o9t17T4a<&b;)*O3_;i5LfQ;1y0;0U2o?
z)n})|UeNa~^7jU><2MEGmg<RJaxm7qJT>vd%O-v6h}pQKK}$h*pncJ@MOEE`Nn+-7
zV<)Gyg~H@)gyWY!+^S)YI3OGYw)?ElONEzk_p+WH^4rB(Y*m7NKdEKqAQ#6jc}ep3
zF3qDpQ(9uG-r9X$)>F(zA0#84j{d1$8K!$>Y=i<!9fR#x2c5$m;p76|JQ!m>n3tB{
zx$15)@e71^n{%pk#pZfziRlbXEQtGY=DEeoh?JG~t6dqcf|$`U!Ow-9vOJ%xNb0!T
zqbDS@-|kc?+Gm5bYk5H=V?IjG3}o@$FD74#>hIRERJ7ARzqV*`Et8WDcfTGhORLnE
zV^tt!VeG?*ZrkBvZSc5G+>!vwk?kf&07)S3y;xkhrm=F$PD}MN!&2Uw21I>lRFlo~
zb`TK-0hJ;h6c9-O=@42(l-?nsH$#yQp?3rkMF>(tFG?r$-g^&Cdhdi@q<4Jt{Qe)_
zFZbDV?%nL{wX>VunYrfz(Mw`|Eykf-wO!YhsuIjYLNX8aT8AQWOmOA{+5Xz(>!RMU
ze*pD9@v$>US9w8XQoDcKJsBqa@}%>8y#c8#>-zEuKBuK4vAyd_CeQT<w)zNq4i<Q_
z4Bou{4x;%>GCAW>o%sj5R1Un1dYN^`@aSA9bN%cLpN;8IsdMhuWdJ*bQlPYqxj!To
z9-#|ArMnSc#E!xn^{G7@MY&V0o&73>?@!1sY?ZCAq<mg({JZ++n5#I%B~aJiaY*s;
za44Adm3q_&Ue|Lauvghc6c%n7q^|e*V4|AQpaz=Nv{e_mh_*3YTH?{>h?OP(>7$VP
z{JC6L+A}JMy5#fvUlRs<wm(IQlMD!F2$U6lt9XPfio#Yq?$tK@iPQy=i9Gfb0(vG*
zyO~sOBrkDd`yx)VQzX4_zh<*bYpPQeNZRRDt}NzQ6Q@ZTO+At<;-hN7z}I&3g2j#p
zrlW&LoEK@7YZoN{0hHDAaN+!A8)Sg1_Vk#@6=5jQ)7uhJ!V@6GX#I{qc)f1X(rP(`
zoshte>Q#_kSQPH2Rd=cn{jxsQLb-ZmzU<-n2=J^_yY+jX%*CEK%w#n#kKkjmeSbwN
zM4=8V#v6fJyGgG^woa$bWjJ#QeUc~xD~cIxSN+^|r<i2+vka*tWdqu5<zT-?1D4G=
z%|dN{{T0|aE%0t#*QJvjn|$#PfStdZWPBs)GRS-Ki|ADv?=_`jss!+dt*gdp#DX&Z
zKY%Z#bx-?7wx6%k8dq<F3uf&>GDBO+=Y|C!30I%WB@|DD5Mb^$ONq?u9<pn><Ip1I
z5Pv_{F*kLOk0P8s!Py?Fwn6a7X!+4%dSF!6;@e$M4j)?0jL4C9iV>mlDOdUW&i?@3
zA{(8sb^7iBr@~HZro;sOJ#9`m=MtE}V%xg*Knvz4IsmIbGid66f+-TEl$mF;Bro%-
zS$6HlKsyL0?xG6*kQtzP!kpm)+BSh(KT=0|ge551YrNE`XXAQdggpdOgYH@PROZn0
zbnhegv|;Th<@7k$fPPJ|ll_8xz_zLTHq6HAjoZ^TOEK5BhB6UiEa8<~{yp!TOwcUP
zy;G^(l>DKPWA^<mAHKv<c7u6&v9pX*0<#fODwJ;_?}eS);zjFKV9E8Q%{lfu^ZFw%
z-WK;=Xzn^vE$_Xmy{gJ~{!iIjo!BfEyS6OhH_pXSeehOY2AJByXC%_bh54J)<=dje
zb%m;$l7`j@3<+wsN<=5R?(SKDIHtS+Tr=uTxl)F{KWB9|<;sDQ*FN$LpyW}x&YN=+
z(V9Vw^>jXyTLeb;zEDjQ1bxGI5DcBuRcRfF;&Tok&-Ad<ETO#l1zue!_~8WG<($f|
zS<`-6!}N@(DqK5)z6B)^sW7oR067_7V}Ik{sH^{#30IyYY-VqCc$SY7;D=KUYaSVt
zM`Ye@w=<8m+qO00UJk&FgV8S`$yWot#<8|vTmEcj$?KeKTZbdrPz*^1O{rKN{VLgd
z`@sZ=_v{Iu49rt7SLFoWk`lmFKxL^G;EF#V-mi44NKE!RArpTfGB|ZCW%l@ZvdnT@
zx6PMMf0ivnT&om5(&dLqh7*x6snGjj=E7!j_4vo~9OqVD)vm|BoX1urp`p}RLVsKe
zt0I!uOhZIRrjh6QHW`XrGql3%#5C@x0`12D-i#><M+vl;9Wq`iIJ3GAvwAV(U>15_
zk8_(8(<CO7bbl%)#cQRJ_Z~mU40j@R2Q?9yat7EQQ3TNsPCp{1+H(04)uS7D1Pu#g
zD3Zf8MB{}nC_POs@)V@{`DErC)FlCLy}iPEb)pPQ*Mi?o91lTG#&%iKtE=c0A#tK5
z#_#v7m=2)jO_&8v=iUfG-FU;&f^iF~i&G872sw*I==&$)?=n~-GWq?{m9Dz`#gXA<
zMO?=1(_^;&8Wp%GNTKHCg5JN7JXW#NXEh0_&MV>Wp0$!MG;$#dyPnB;I_?f9fy?XF
zi%OmS5vumLEKGSHvYKeLY*LloLsq)Cp&#AdXHgTL@TN$3K!K&Px<O6A0&*^2%~_}Q
zrqfX#KjuU~QutSmUFo!1o+Ea)ADDc73PefuzxRF@%c<Vb;6+7O?E$J1c{n5SS=TVp
zSZShq?{R(?;z+>KhxMpFuQqAa)!c=pB5N@-^cZjg6Mhvf!Tmti>K0?Z%<_6=^pB^h
zuBdjIJ5^0!F|BtEgOtvt++H%GNH3C2`vg<m2UfVM3lRwEUs>ct(;R8^EK%>`ys$OD
zHjp3PVNnpumW>QV&ND`*nzpK+Au!8!;uLGXr$f!924w~jAG_Zzk@6I+u!zX3OHkCt
z8pBcjstg(D5Xy*OJ*gR23R}qb#REg$l7ethw{?5kNC7t9t!S}RE606Ac!>D9I<svA
z&AgFZywPqDTJ?<q7S@>dcl2<y+~k&+wAVR+OrtE0-PthJaI)NCTa&B;bHG*fiv++3
zRXOiFwmDm5p@CY>{rQ92tj;GbX3pUqu73@SD!R_~LkI=_HqZaIEgWDatcbZVb0J1s
zOWW1V(b(BZ!C#0xcKEKhLF$kwt@7!sI^V%#caG@<gR^A8PR_V+kgU-archdyGeo?x
z+x6I3dh`SyHg6fLFUW8mJi%~p9`vMcQl3)BX~O|*FFcz*n`E(^L2JNWOk!D}lnH1!
zmo9RNF{-?Jw%P<HrL_A{D3IkFw7#vlYa1ndEOC=*Iaj;!rFNEoly4eYu|Iz0{^iuC
z%ce%mo<K?mW@XQ)|E5p?H6L7FzLA@9^o+Ox02*@922p5JXQIc3MH7&uoOm7ejKo&B
z1h#T>dCTd6M?HD8QVB(-y?B-pB>T7wh!#bniIJ6ypKN3MP$N6mkw<?T)`c6VxvBq3
zo_<aLrq8J{4-Db@pw3NmcJ&+Xka+zbRu&rz>U)_E5BY@ua2>x@=D4`x119@>;4!_+
zPjQL8-NB2^M&~#h!D>+OjqpD0^sai>rJ#gKmRUxH+nRIDwGY)QY1}ehwoCfj(Yfm@
zOK!GY*SnY+YIsIN+e@oCaLyTs%7#Q>wDRapKPZG-!u`O3X0iPbi;`ph<%h*t%BR^P
z(6F18e}KKY8dkkU6_16L*~?(4Ma`(kKLA7L<qyXGe}Mi%|ML29!M4(om4m(HY+C2w
z3@3#9S*K%{O$zT#CD}S9c~M0T-NMK26C!WTe*nIuyTNTvdTs`8mAh%o%l3AFf0xSL
zR1w*Qdsg?Q^_zYmi{X~7*}_MrF^=7#8%+J(;3;L=S6kMqbzC-)9fhj=kvYzMaO^Vs
z*}j2*O(Cb~Li$Zxj(zP&j(-{p)A;`yDGE1=X)lEkIem8ei6eK_CRG00c+wQUb-=qy
zxMfh|usnhK#I&4?{0A_}sN9bQ;6AEkkzA)p*7WbsHr5(Pb`9XSuG5Exc-OmwTC+qn
z=rF(`B|q@|b28d%#ixxckbWQ}WJdqe0#{I>fm{Y3T)1^vky7wB6c#u#Z6*KOqiYLd
zhh+DVUAc3=x$w<uj>QR?7BZv#UlWkg;!T(9ZAxvOX0VB!-s(XDMpqz&D3jV1Ub>sm
z_x)~DRL36`@1L7-{oBd`YvE_AIr|Tgpt3l!mm}|3ZVP+*4-kfB^%4$N^5?gnBXz#m
z;C}59oK>Ed%7TM}{_RMIKN43;UA)2gZ@DeDN<R01)?Zt4FlCD9oQKq*-^t!O$5Gw>
zaVhu5>_WyluG6=S|LaE8;m(}xA7INZXN!~y9GqR)!gRI4ss{-!4WQB4h3D8}J0UKH
zpc}O0870&Fa|M48KjaSwZd&>wC-v@2IgfdRU<Z2!nHCYta3dq&g8Xqp-w)E4TjCCG
zCU?K3I}F)Vig4t;YB|+7Jt&wwsefMw2}ZyZ^Je`gYnA3%+Ww3XXf~!PVR2zqE_S$n
zAUrwy5m}->+qgm{u1$`^mfOY__w(B1?9!=!03|G|sBCbgFbbv8^&bda*BM(<cQB^-
z4BUub@*mgBo)UTc9|PU);w;>d%QjhiB$|B<*OtHx1;=K9mws~<V#T;lGG^<z+@B|x
zk!4GjIQM2G6_)_NKYQb(-mFeKctjXAuEKK5AETe?VK5N@Oc`ZDB39tvt~9%L{sCh0
znq3Up!*2FQFM}nTFL55ak=?`11u7YNJN;J3={^*4{{lw<ssxz@JH44_SMUc$^sC*D
z2;>~)-gKP(1FS=FE%r1%?NdDuNvvM`4~1K{wn?5Kt-YIU#ERv2S}j~B-RqQ3JHkP$
zE==*7GdM+1z2zRI`iZ*(lh|qAT_)$;kT3g@9aP)%;vnF-&ajgH4}z@Q;gg)BlK*J|
z4$hH1_02mfncb?wMV~>nBw5EIHSqReH_KK^*-FlLTFqaz5d%Q{@3h)Jb0O<7{}XNR
zmV0KNz3tDRQJodS<UuvRsAZcOJsXCgW!z|ZJA7ZOUi|ShRTq~T$+*dd2>fqSQ<}48
zGKOzB;rRMGyJX<xESzCU3VRp7w7QCG1jmhH8NrmO1#$7^ia3nF=}7iJ=6Hi+NUdaG
zXlrt-A2pH#-#Et{SxHhhmI;pQ?nyXgx$S%>Wwr9bseJePYf=`gkN#coV+C*HW8&gL
z?v8o9){+H-?t?v|ggU~Y0(XA;t~4_wj>h}_NHZq<rV~^Xkri^O<o7XkEbRtUhNCvH
z6lMA%a^uK!QKZrP+e4bg(egrRsb&bLXU#Do>l8THs*ir+U>j?`!MOTc+Er~aQtF$z
z#GsJylpV(DZlIu-esHB`ofT-Yf4?T7@0;J|j6V3X-_J_A!|s2hYD@iZU(BEMW5}x$
z4h{%9{!)*dS))#q<xKS^p*iE8!@$Rbpdeg3E&muj|J-zs|N6!iG-sl_*|^;<k=P5~
zwws8>{kySThBs{owCDcT*ml{c6}SlgwCZD`?<+#F-4`8X+n_!F{(`f+I0UU_@Z!n2
zzb%%j75RJvA|iHe$xSU1p7pl3mTUmXR3{UAr~aSzEaDbX5l*#pmL?zjZyn)&mS@y}
zj|oeNqY=lp`MZR_x%mYV$i3Ur)4ogl2SBM>`>#V6nn`yB79Stq@kU=;z77YstB<TQ
z<7kl)%Ooo>RL|`{K*TmM<a?qVebRUQt4DjdkfIdh>3N2n8aoy-syX9HmS^?mZI$En
zRLTaRO(U~(pT_95t;i+S#2+3x8Hr2EExXR!oNn1G+(C7Jpc+4dYT0P4oXK4Kik}Z}
zNTm7`_a(plx})my=|QRqOB|!+Z$n}QtK0i_<#TVeg@<8s`!M96ujJw1@SJ8C{4?is
z3~g)Xg0R?j16m(ZN+SvXOv}+`q4Bw(Y?6I(o?Y1wlafk^#00AZ&L)O##jQpHZF}cp
z$|JsvN;g7ly@w1B4f?)S)tfh63ry%ft^n_gN5QC~zl%bvYL@fsoV8>g&`&U;gB_l_
zm@Ctd9TbZ=&OR2SOcr&-Y>eqne_oLY6<d!LbZPN|zTTkTmi=Zxo}3i&Mk*P1qmr=9
z{zYnAEhNgvi-dNbR=~P;z!v3Wk8(F8GUTXRCEgug?K(EY1V=-sXA0)d0l9szNfvSZ
zS;8<Va=$or$H78lN0O^*1HUwUu@FwD9UYdpKLioh?{a%ubBFptx`>`+pNl_GS|g7e
z74xUm06PxmGrV8jM64F`K!d8<2CJ8<icOQw^A=msZg~+Imf*e!jl$p26u&(7v#NUN
z2)X@AwY^}b<xhBTw}adK7oG)(2HUfqp#?`QP^%K}8m+SS=nfUB-1j5MJ{EHx!1bp^
z${h&cI2!kb;e%ncCmTV{Q0Stz9lNS)ch>mRiw#QFQ_V9{(w~tLl=iHQK)vsDn+M$n
zl;K4&%g!m}@)DvPpoRCgi#w(q3<LOx%vuL}oogFG?J)NbTJ-sD9^NR}&ve6%vS!MX
zuv2Xf@#ht|(1>HR$#=3!plZfr!b%4U!{cfZDDC>*xSrtbehwLP_@v>h?Lz6<De-#<
zz@bLq!do9X+{t#hCW1MewC{lrDp6S753J>S|8oolVQ<<(UIP-UswNUDs$BK>?vyh{
zFlD|p-L}3M8ky;4H;xZ6%zt!xMASPwe@BW2&q@49<*n?OEQZ2t9~w@!cdCbsYxetn
z+pmn6fo_O!wpb0`%LzcJybJJ~T3^JI+VIQS*SD-A7+|1$y>`Xbi2lutR)6wRgh-d_
zwVr`5HSVt=KMGoy!x-v3nY>$6M%i7ewf#+C1TPJ$SsAgQbcWSJGi%D<KFh57IrDmU
zH88Uo7LB>x=N&;xBTWh!1g39HwaL>K!ti_b@Yj=5mBe3On)B8;GyZrE;Nx#vaa8EV
zT^;tC(B10wyiBA=tI<yH3L6UT#i9L5)Sq_BavZmqklWil!n3{Rn&kiz)T64R&jtcO
zO8j#y&RpX)_S}IcR$>UMPxPbF&0|0RULD+ql3(URA#kE)wW(Dq(-LUa<AeKlhP!~x
zewC$H!51pz)^emKiSC0&j(_nZn?7UuftV1YTm4w&tFw5=P;Pl-uh%4ZAMPNS>d?^U
zW;BYOnEAbDU8wRFU=O8zNl=y<A(a134#3%4Ib#KWJ4X*{vRM7SS!m8&g1*G3TXsp+
z7$f5lJ0{>@9Eb28g0<$n@?*XWMTXS>@yOSQk?@KI4SIocar|4Wt92QlK2f|+t8y$Y
z+H)vtlJVjIsvcOmG5&^D_0Fs3cV{&C3*`Io15@fBEIyGmBIdvk$OO^Y-Vu<Uz~n@T
z4Df37+FKpmcp9gBL@>$Vi|tJA12~b%!AES>Y1U`wwOmw@6Bi*-ipRb9C%kp3!t2?l
zVf0u<rv-r5dEf>N)OL_zFOITEY0IFxZ+8y-6~-ExrFF1KF>BXfv>4u;S+L!@XY~(|
zS+usfxJ6K)X+6M&r^1tm3^iG)U!~qpxJijV>%!=G;y+j*;=a)=U!iz;N|(mQswGd_
z)7v&(iC@~*2PrF3J<zMKl5nh2e(T)UCmV853u$zCbTT1)Dign7i>Xat0H)c9g4l!l
z$-Yv~<Cjw0%rbt!w)eX>KU(^<1~`GHVOX5H1G7|QK~PJkbU)d^ov_^jgLms^wg4Av
z0IBTvW4S(0YN1oDZc-Wy?pyc-7Q75*v}4VK8h^0Le*B?EXF!`c;_HN4bfZ+)d|AW#
zixxE1MZJ(}oc$JGkv#Qgwj{BJ+;Y$IsJWdb{`%S4t)*Y3kyJnbk`$4?tuKm2hn^H`
zF^Fx98~fdmK-9%2z24nuEL|>#DG8q6sx2S3VQt5}J@?Eru2)f+QmUT$bv)-@i>MqA
ziEQa+X1bm?)Zk5jkVX$Ou;7qCx;yn%{frN|2BD1GJX#om;T_A7CMSrZah2NST@xl-
zF4ad_qt&Q@gQco{x_ZjzKK|_TSD|C{l94$gFYJ6o?kL^PW;1U;xGyyuAUy{MIHuk#
zN~rEYf8CKkkK=*ub8m?G!mq{$AgilPgTzDPb$*oS=HS8A)fXCbRj$<b&V$)$lF{7m
z;uv9O#mxZxNki7%KIVs3;QJ_kIWEHcmIHEpllyOvp)4%j_qpej{{c7!)fp3BiJHsT
ziV%4nEWf#n$`<9O@pKInovAn@sQlup*JBUs`$+xE<P7D}kgbH2|4Yo|1vlivZ65^$
zM)ecaVg<fSk%H{P*ypwlyyC^ABswiUSfF>kT)F1Y2S;E9>WT4^%WB|J;aGS@=a#|L
z8#kV;YwIE2f@U;Er`=G|ncY@XjEPd9xb)(f{5&tuSVrH`?gd+5%w1HC(^>Cqlr=70
z39TEzhqAqd%>pwLIq*aP<;v^uscp16YAYO3iEtm3p{PfksIhR}cRf<a+B<p`)tSm@
zNHFg$<pD=ZXpsiD8oAYWfg9eUa!4q!cxi;`V=itzx@Z0LrsCYqr!&3X#a%prS?x&&
zT6URUVy%k}`EGXHn2qchEB|1n;-s;BTG-uH647Y};wL(29H=1OKbS(4@CE4d-pzh-
zhpTV?IqzPYR~lF=Y4re#FEd*dUpw_}I~~Ax@>ku)O#@<8>z`POwh~C~bh5oM>)7>v
z?w4hKuc7>_m)7TLmNIZ#`C4Qk_{~tM;WYA%+l}kqY*_;nUv!fcgF@{uAydc9T|B<C
zUF`W9H?{9k-JD<I*Glljq@QW?Cx{x16M%>EEqZt(T4&}S7IX@F%w2s@gt+Au=J)ms
z8dtw>Do<^dum>?$?U4u_D1R&Skb$DOm8*r&mC=BMQJC>0{~1Qus)aB?1uB~J;OHPg
zH8lD3yr6Hs@RgQ1ezhrfu@y=OR!iv~NuTqktWzZ#WQkew04kkAwT0`TRQp4SL7CUl
z!JJ=AUT=tD6<_VOZP+;3y|_}!_vjY%z9}gZ6LJe-jw+0wxU%`WWNK;M03ZY8IH=_!
z4Z<;bG!DWV1@+3mKkTU93OYY*Pdk9Yj=<~NV%z(S8XHTu=DARF@?ixbb^ZO`*yC#U
zmb~wb3ei<50T+Sj6TOsh?!EhT-|%<ArffZ^`Ca>Rm<d5^W=gG!A5l<dS%RbIcS3)!
z?pG%@D!Xt#R#SY!c>5|6W3mft>#*f`Gmo=XVCO-Z>F?m%Z10R&)X#|oeuX(Wx$r4R
z#B>J7DQ_5f&IJhR5}wNfFb1<M{Ng#m8nS=o)WUa(f4GFS6fqsdw*5$4WMljDaaOfy
zzEr9H-P@n<zAPbJ7GG#GOptk~=ivwsq5#}&gXgppD7^(V5lNSjrn3o`T?%VtxbvzA
z9eo}WPYejP$422r)|a63Ugaw=pQluZB4wk3d@ZksoiXQH<xi(mP|1S_pLex2?>H7(
z%gS4ZpoyjL?n&^hS(<x|kUH|#mHfCc9b7gHdA#Z$iYcNS)~r5Fy0W(TJo!Sc%IgRh
zfTH{1#Mk(i4XPGFe*hVTw#$Cj?<!Yk$7fUUr=Ii|l*J#A`%9-zJv5HlLWd4%!@_))
z`cGPK6-LkUlhitG$eK^NR5^TjqW=LNdi#Kz8`Vi$8N1Cb%%XZ{Q++l>oX+ytg{1Lo
z`HY0=-ataPie}%{KftD4m0qEAz5&cG(3B(o!4FnFW+MV~M^h$sy(id%KdvW!eKP+y
zXT4V}vMz(k%WW?Og#a+-F?r2dvI-qTJTw|Ay0<TW4|*-VR_<ZBAH72$7nS4Dg2kZc
zTf}Ro)e2ocK0(NAmpJauh!zY1(PZweYUtC9*^DaaBP&FP&U(oE5tV(tzV@e1gM6|`
zA5`?vNDXM?{mAacvQ7;Gvs9iq^qNw|`J3@Ar5YN_vT5X>s0}itZjqTLO7aipSix)m
zy_r{9lZz#$5qw@KaiE3XWs!IY8xXJe$p7k4CtvYeZg0Iiu{L4?QC<}}JLWw;=BtXc
z)E8|v(@LIxF7!W$tMHoZwB!hSyvsc}4I}rNvNkf~CS3>X4W21|#IS_mMUHXK_e7*D
z@ZRYAYm_8RG|Rr?@m3`nA8_s~Lb`c(2}S?a?ZRD(5d&|we!Pd*<;~NNDhB@1?+1sJ
zGPjoy#hzpOtRz*4EB|g>8pD|6P0%MIiNn<Ng(6cR+GjHpl5$o&gh{a)X%9w5gBoN{
zLCP-ynbCHKqX*hK+i7#LTOygxDiZX5h=QrNbfb@PjxsZP+N^dT%+@eDy7Wl+r{!<}
zqYvhpMt%JH6aRuDn|5ECc^`;g0|0UIS2L#xiEgLWOuiC<OsG*b-x=8L>Dt3qe{1|)
z(9k$+GuPSt4Ns~R>60gH$O=B}RlA^30cVJvS82x}=|>;?A`138v-b>m{{*MV7YcG2
ze2b8JusEXrB+4IWXG$=<$Nwj<Jqh{4_i4&_urO!Y0G%mK*wQ&lmj;6;&`x~_49;7g
zR5)Cd-PWaXnyy*hP8%x^i?yxQsdO<ZEixB*(JrBtE$p%@#WbSrVsDid_75N^OERQU
z$rA$AjUQU`KYlHk5FK4&KYOa}?Fn+LAv%A|q^=nDbvrUjXuK+Z^gJ0H;;HpCiqDkp
z0BLT+f1JxayG<EQIF-$(SD)|Kb0LKjQ)B3$ROKUHXYFaMRPiUViUQkWhh+-LW>oJp
zbL-M?A;RZ1kO}qh;MJG$c9G+TH5Dj@&+V}$vhq}QFI}Oe1J}NUcV@h4)Px(LNqDcE
z(^|^YqO3><4}rD^{>gd$cO4z9KiKxM_`vPoEvgT@CxDo<8_6H|1^HCUwh7Q)tDzOA
zTXV)f3FhuoRF`U00+MF4piL89dR$-PV>(Qh>Hel5UzAX=dsB7;<UL!;_U7sX%IyN9
zWQxeAk}(|kCgsc<*`Li@4{7a!WTIQvLoXAM1xyS1&5R2DA6*NS9EMg1H(rAq>g%Xh
zuN3~S_No=KY9^BvJX?L)U#PG0{%M`;J2{6+Ex2ML{R?Uqv08a=PpWC5wwf%F?1-5^
z<-AG5<I_q!cklfWDJ8Yj9nz+0x-e3p<MCScFnOK@+})`AB!>gc5Q4K&nony)`NY&n
zqYGHLd^PhrB-X2wCZNO*-8sIPg&~iAlV7?LHxGll8)$33lA&R*_==&LkKO#AK)_1W
z2R*{as3G_M92c(s7h{z^_JHVz0EZop_x6K-!u;h8$G}bDuNI;2k{&!flg!mlXMmc6
zk|>5{HhIiM7_i!<9%Anw(lH)oxH;Oj{kZyIW^lMx%6njnD7ER0SRw3GPdF_5w8G=?
zVz!~UHiV}|XEv4q^DXT;MITMrG@o{&q!Rvf&Cd%`<X^j(ZZKYxkNM#{!A?JYDB}k<
zxAUcFm~f`Bb<HZ4Nt`96zes4-T)n3IgFPPu^yBa#o*BN+YU5g-R+?;BFRPdtnXaK4
zBA!2j{A#=@omq`Mq6nfl(B=6G3JzO)N;<`)OFQrn@HA})6mRrcd3HPanQW9xJG#Ky
zsE1|Uhe3tEAFa^R;sjuZ?|7nxSFd}Xp0(8_ERBf3w^_TJ;__t6Su!D)(dCfH|3vx7
zwL879xwn?WD~cZb5P1=CgTX5#XfNp{bm}io=vynCS+dTd-jv;jt&$dD_yvU6#Yas9
zYkR$7soY9&S=b(WJMXw?3uY40R9yvYREYS@lX@ZY^0>q2InHE{AeS*w!sX#dq6~@r
zJDedre~D(AFDMrOK=O>@mC!MEwm-Z1O{Z5S%VN6dTl5JHZp|ff*T>0Dv`%z(=?)-;
z@?kkpeOh;qQ5<?2bqU@6vP{Wk>@g@YX;@=T3iPXsc(JV?5|2ef>n>t>v;BA+EBj^;
zw|is&^GLeiWwyP6!Uy;xZswa)^9EGl-$!Wuc4SmN%@b)ei%3prntwrSlo^x+pR*}F
zklS*UD1vF{N!7J8nX!1&1qDs^n!9W=29Ad`e!h6`BgB;FxzC?t*S9Da9aRXtf%dhK
zY*VJd@V$x<g3zMHl`FCn%hLiKUApMY+}FNg?mIe%5qt^r6QzHf(nZqauB5cW+u7OV
zWrIGvISKsS<rOTPttqoSP4BH0g8+1sS?ADP;ip+=;kU~V&7~J#tFPsa%RMGz#M*B?
zdeO^rnf{PFFUtmQ(z}@xYZ{3uph5Q2)8~EpVgh<yzvn)c+sn)YVRnJttkN)Od4^c*
zrx1-(ZuXp*{MK=%gJl1fZscCDe*PffCCeV?Y^evKa`y-N<+o3fO+<9B6Xnjy<RT<|
zD2FB1vG8q1Up@k7mJo5cguH%SY1V{nRD#-HO{9S<QU9008x5q)0#?OnS4G_(jCV||
zul$PLl{>@zLh^^$Iiyjl!#2CFE~zBLPL3@lwZnVVUs-TIV14#LSIqwcUGNV8MhCc7
zIFo8KT;~9f$dz{Nq;jlC?psRQh^$osI}mdO8p^Bg5g*?1^{*zmimwU1<X@{4e}$59
zuKBCZE*1=!^Id*xLYi-zP3YSS#F>96hu@!IP$9hDF_kVk3V?5>O>EltJwf{3wOg%6
zPTG$+GJ$d@o?^{VjjZkretbG0>g|<4&}Eip1~@BXYL0!wqM|<Sg6AA0a{^s(dZY!8
zS*y=xd<3ET2iPp|rMX9+a*eqi+!woIgKz%b9GpHVf~J>LM<(Y;?1H*Tn-S$jHhL3q
z`=bVcnZr^UI>0vbCz(QoNe&^Ne*eMZPl8<T8$C3E^2L1up3UlTi*v0|e%8Y9FU}%M
z1dpV`k2+L6kyvK?oZmFXIfILG<6M0==DK$=ca>h@fW7V2nO`dRLUv_Iw}ztT>J|ET
zUVXLlg&>Q=ry*WrWUf<AEHl*u3a`5oM!PE9-*b02gY=yX?A>mrb=I#F+uU?pAgw4f
zhO(gp?I)3a!>W+qK8tFvkNf5aea1zE>?yj+i?)lHOV&7gscE#baB}LV-2TYHa=wSR
zzI}qnY7TyTsK$(!iXP^auAeM&1E!FBnqrx45!n{Itez-^;JLrf-U>r&H{9a#8d_m3
zH@8vQ8e?IjJ+jjvn487>7#50QlMB$&uIA5zPe}u^#NUTp4F#%Wu2J2sJ_T*@^t)N4
z_#($L``Rhv5#ftX7TiMyE(*;ZPxpvm0*QH_-5zL-x5p;qm2eXaYOCY*NML^9_i9*x
z=~l~9GC}uW%@14p9o5{T2lJ+)n6^N*;*iXOU6g1%J%`qm^<G#(`i7Z(wkiEDc&k*4
zn<bvyaLG_qxmAU67=2h_hC2M5qde94ax873GLTTIuxVvmy&VM3KP6Dg$Z2$7oSG0k
zm6iNS_&6m%n?mHt7-M6n|IkO?RD|;y(zRw3GxJ31>3La0vLAdnd1NFR8<1bN1Q+uF
z0eujwz#Zl;gcrdq8L6w<)30_**`)MoUV`DAbSS_d{s^|(sy9EW0ug*!mJ_o??DRDn
zy#4bzU>a$86PoqAsJ!!FnfU7Fje&8k{Z;${B_B!}9-7fs%>ZO)y(!f3lj&@$W{$}&
z?b~_5I-Q!&?W`^^$LJxRUNK5{V!-{2d<A18pG%7V?n*gv3bJ?Ua_if_mcS}^#6d;z
zWwNa8OxoAub2?9j9nh3NAkT$s?kfH9^``_@^WVh+Es{~R5$g4y7ajusYCzrf7HtAc
zg>Y-uunAk`ICghcZ{{D3Gf-H^(+|-6)i-|Jt`GI#K2@$$9n&@<TbBWg3smplTs-sF
z%U5}uf|S57gC1Pakq`_Hs<<C&hD`T6JdHaBcuMRH?u_Q<=*;z-iwP;u?koJ7RQ<5)
zf6ig%FaCsljGy{?3<So@+<xS>_r_8b(@fHOtc0|Mx9XpI973rlf@(ooMgFmjCF^L_
zEub{>z6_;T)!mg>4yFc+o#4dh5t_EJJCz8hqvm<L?VJD17wW0l^K$NUzjGbjb?K=2
zWH<TQxPvZ>wGxgGEqtyeg7QI|e4lRQzB*4c<OhVHa8v^%T9QD!Tk+(f7B{qPNRgg|
zv(GqX%$wbew0~pnmx&+Zqa@=ayK=>8WHI09*tf;Ldg-Q>oa%|DhiF=2egU6QUzIj{
zP8*rqAEMqUpn`jB;AX@El{ge#F?hw(O|^#%UEa6yW?V%Yg~DW{rbCv}Hy8g@vRjzJ
zPO5@Z-EOyEHl{qXuI5d)|C5q{KTd4uvh{sHQ7QPQ-6@!Qjv<*o?>@YPK#Z=hAOEdx
z?091|flB^`Kq^+f5h~i^OS5YK!%g>Tc%~CFRQB^}%-7mG66<i0SBuQu+8`s`$-%5h
zs5(n$+n|@Y<$gW7*3LcYUD;FdTaDk-y=SVe@-9}9cFtb(uSdr_A9AhVCm)A*@TKMY
z5oIt(GgFc8>m|HO5Xon0?Q1=RCc)a~zrh~oIKO2`YC1I%>7m~3xke?xYz>4e$S6Vi
zEPTh#k5`Gl!D~xcZiyr!*V$1<1>sQGIR9QS47f}N4hu9`fZ9znm0nTk(=chDuns2b
zrq0<u_7Kb4Vvmh2BMPMU=D_a~m)k7*LF(L-{*rt4=Uv6k?ubq2piTICIu>HVnlRTv
zzyhS}+YttGf9}{QXOkZ80q@SIA*$wgqc!EKewX$R8qGxpixk0;2cI;kjl4>7-AIRW
zHPKn!)<tO3Ln7Jn_bYV$zdpK2DEVSwT}#f>8*>!38Xu$5<t#V}7V^u`SDK>FAA4|k
z3vV3yKfzVx#b|Bkqf;um*ug~d#^f7FZ80}bmXD5CNT7Z1qUj=mSD_(0rLuQB-dtY%
z1K#yKK0bz2B_>3{aG1GxloiJ(8WIgTPu(=Gap}q23$*6F^(D3-+N(+DWC1uZ+VZ8!
zXw0+B$effZMxc@ATJ6M14W;aEuzF<;7(1_fl*Yz5s9L6B_$n^u^l8V2n1qTK@NlAQ
z#GS6-(^t(?sNB-e+jqX0Jx;SuADz>{l*-}TUj=kZN5ZB=H95{QVBE3UqO%npK1kLx
z_1eqUWHtU-p3oy&A<IoQiv7V|ur@j|KX;!Ixj!QQ+y#HJtWzAbWynlI11U86#*{L}
z^YuAB@_kkGHD}VSkkl($ML7_^N3E)^l8q()mc`#Q64b8<#&Xe1bmgC#DY%&}>-XN-
zxy<~_{V3Y0627yb@N-SRsuypB^a?mO(Zpq&Oc98B3M7NcEm42r_d-xr(@Xak+^$@%
zb@7ZT`Jw4nS)@Z|E8-;?uEC3fZ}A^W{GKJ&2APV7=YMV|@tA&>?qO+SlMJ{|pHF0M
z)e%tl96nb}0Q%N#xw=+54(oK%emEuKyZy3=o!*&1X;cJfpm*9O;>vaud*?@t7=3>b
zd?d3`??xZ2Hqm83`w%RGiRoq+<_%vY;P`&Q(CvDpJfCB3A~ncc`!1Z29g_EcwV#c`
zns+)n^#_IZL#O@V*mw(ePWqrGr}a{l^#>`QXUAXB1^FgmUdt=Yc!6^rfv`FI6iCdF
zyVDu(1_mkktqi5NcY1mXp2y6V#2wkI$|fDDC?^_s>vbL53WHBkFzpUsTe3#DzOwKd
zZaK+l42`{47^_pH;ni1-(D6|}joJ4$kh}kwzyjkLu<#rhnD|b*R+w?TsIF~iWTm$+
z@Po6N>PE!<2<s|WvEJ^FyVqmN;z6133A}R4lO=TxUz6Z<i(ukVYc6=kRro9If1zSr
zUtdbzaM~4ZlcCAt6<OXoesVBoL(J3!;9N03M`~xkm7c$@Lv`B^oq)zQKFCbGXQT(q
zELhju^RA8)USWoYQzF0p1H4O!8De085ab~QpK}*|JNSI4h0PBh=<-2i?J`{Q|5X#%
zze%_N)zt+n{Z;Df+TVW&{8jkHE?9ARK4tof!k1xs$ik1vK2gigMR)VJx`g-$&rd}A
zPv@1)6H7~vp;qbA1GD#tSS(!hM{_a@zye|kmA~NTW*|!c=;qw>t}qODR@q+!jlQIV
zI|s|;t|Tlmp`jloGFEcOke?Xw81r<SV7yONXi7~SHEDitZ0x3_Z2?KFoZ4les<LTE
zDms;gAfkBZXuKONv~u_{9v;&KEHwhMmK>PsJR;1R9Tzk1`2M_x2Wel6D8gJgC&RD$
zXgREXJ|dFU$L{3v`2>2)R=S!^uV6wRi>!k`ADn-efXZ!ItS`JopCOP3K!ZX{80VK~
z-a@(%`DcS{k-x-Z$n<-q3R)QE(yWs;Yd2o<McolsjzNb7Gf0?{vkUS=vs3=a^$T2t
zfJ_zsLa6+RB)$arao#*v$<L^?jXbIv!B=&8=Tz7EY5K>kxMj;OOplqMnDi6m9gIl^
z@8lZ5k6Ku`nB-Wgl6~THFMA(t8q^F7sw*l`CH6WO9yU(1+|f3<mi=IbSUaH+I=Z!9
zNAt@~J-)ECZ@IY57_gYvlx|#BtOg2Hga!S~wtOvCZCmIG&0^>9xsYIlqVm1xTYrVw
z7JvF`p4aXl24b*=EZ5zBl_y5s2#S>(E($Q4z9kvN_-SZc2(?ce|JdtnqG8H2Uzg~{
zL#Fz523Pt=?6c2MnXYcmIi0F*8`K<(OsErk-eRfbHuJp^l!Xr@h`1UcjoN^xVO*=r
zF?^IY-Gkgrr`8+hcGZL2Q+}`6j-Pw|Ac}))whaF%H6O%lYn!0APV{a50pg#evosGA
zA8#VJL*_pf`!;s6hksEShg}@k@fx}qQsRxsP`b9_wd8YND&*SWN@MjCK(FEgCaZ2f
zIw7M_joEQXmVOR-M$@-=W5G}R(x5{5*2zTQ_|HPSt%Z-8LgI>TsT9g%#xzZQKb9tD
zSgKw4@@@FxEN;4Gw7+97C_!&YsA<?#Ca#~$Us#k}g<~T!SdLmPzW35`zCw3>D!()-
z$0z))({*mp@Zt5)g@Q6JJoG$2x(23>cN`OPR{%;Wog~7<(sTz_7qbr!odniUcfW-a
zf0dxv6%BR>k1iWkXH-=BV(+G{<-0BN=q4WK6>+1=?X?C%KfZb_=1)cO4`38=QX~U-
z`%c&&ozZvmr&`kjLzs<WHSt0#iS^2hrRv0{-GSC5#Mpi&#lYI|uCm}dWXl$}-jq?%
zjA^9$rwSV(U$>i~Vk+V>IdKx?b5vM!qKrf<cSf|vYDw6d*Kf^SrbY`^Uns4S@rNG{
zXmWIz>)(HXFPjgX;tHw=1KW)p?W=I!m4ev-LK7;d13NxB`NOu3g_Iwt2GV4#`M1UN
zcB9YF6##xC2oD1vKIjFBDbBS-)Pzv@?MN6a(Hus!v_x5qv300bp6peSXnhM$qTY@T
z6}s_)sP8aM6bdRH+By+lblp`tIp7Z?7j^C`&C$Ha`c-$l&4re4s%^sdd*2e8GWxYZ
z#qu69hEpwS`DL>7aP>~d@@tAkP4<f(2fK4i0MZ!y{jyBaWn3A3$$pjoLXviy{L^G(
zwFldU#zc|ua*I2nUn~;uqFyd^Ci$wRgPliRGqniqdSHK^ZjCdFMU3U!trc#SZjFl^
zJ8UZz2d9!7%n>xf|9qu%FlC#ldBmhmRQP9oQ3JA#iB|CsWfs|lG^&Erf;aJrX0V?f
za#@aWrrGG~z>2y6u5s!cT<&z3HS1B9nWJm^Jr!)0b~;mIqKs(TM6M3+u>hStEwqzV
z;%U7{+C+K85{zajFqui5gNIZ|T|6UKzfzzo9ybT@*^9FL4PemWaf~iLLxOhY-$dF-
zWsPC_A`=fQ38_t(`J`J#_V6B2aL3(YasVl{57d6Yg9O#ses59j?Hy;ngISnGRD7Q-
zGZ$Wg<Kn)~o|FKu;bp)58-S(j&k+#{KFj-Nepx@pPL3rHSQ4JH;HMv(yLRnJUR4P{
zU@RfOHJ4F{H=e-1#H6Kb-F?6?hT}HUnp4r9M07?KQV6jm!$V2%oVPt!jmS=0V4N!y
zOug<L0`I2Qq|KGTk-EX!_n3S1QOjx4dWPuCB`LG>zmpNWM|cvGuHf|F>o=ytYZy0j
zKc(ye_C1p>F<eKaQRHFoWKUxnzbr;`Oevm`b-WsQMb5)dVoEpzm9$OHeInJW#-O1o
zf4q*q2WIG-B$5eB=ICRb8uBo;vCY@is(Kit<TJe}-Ya3Ci8yZCKTrbepQ$=aePSaJ
z@80%931^M$PIfPoh0Lf?9&UKJ-9=TN;QZ*USf&qYN9M|juqZTpPj~z`>>VQIbU041
zjemY?0hXQU-wT#t^rudy+!koE>kYu0P8-zp*<e~5>eL~!8j?#+{h@xz&e|)`6t&h}
z9aFNp@O7E`(<ck3o0S6JXBkJTY9|U2y<np{D<6B#AzWCjLWX0Jpi*#hLppD;^zeUw
zKyf8;yOg5E!IQ3n?y@>2fpVVsL04F{U9&;3yJl5vMzPs0>#osGl>x0V@8j!nS%ViI
z?TLQC?qMMBMGkXj+7Y+5t02vr<X<9fqN`-MgxH+z1>9;U^518k6&otcNN+rpn_HFx
zEs-!gpgvl$Gj&o@jVQ@8L|$-=YnSa4p*=Fz;AewShh*k!DfqN9J9;ysRduR?{vp{y
zG>E)xUE#u@n<qJt$6aGoTb9B$ypdKE^@$^s-J^%dRF(Pu(c}BuITi+TY&qQb>Cw{Z
zQu7)3Ccp4n=C~%D=<&kWT(O|%s+v>fanY=)`M})=;+EUV1sw3?KYF7prO{4$Ua@^h
zi>DDAz_4O0{^nONS6E6|bF_Qwdnw*6x+Y>V!#9#n{{Z<+&$3(%5DLBY3mU`gg^i53
zc_9#A#MRSP=DWAlO}}KWMLB#K98OX08{$LZ%V>I|-$c|Ot<=fjjAQ+aCUuI;AX3<_
zxkI3zxvN@3v(nl54&;p5T4#lw57Zk*`*#|3ZS5WT>IrcKTW8AdBWtksuwxgEx@9Km
z8dyPAQuLvvB=)Hy4_${Ju~-I|p=au;s%?c}_yEKSdEBc5Y`L=THDz}bsVGQI2_H7z
zOkw>{@GLBfGUYZ~5o?n{Fu*THc%awk-e};utdLl`8-93H@%_PFr!%EK?LZ%*Fg-ik
zw&NhM=0qE@Q3fGMMWb|JEz5z+X<q1=%|54rFp$jK<8fqnt?E>LJfrLl<#t|Seq9rf
zy9ZFy@kc*UHOI+q7bvSK=C{0=;+Bn?)+csbCrTDnYiT7Xl>%$HG4PF6SFoEcm+Pk0
zs-U?U^q;Vh&MOMq5F64V!C(3E${68svVS}|81R#Q-xeF@XL)&5eIPd_BaDGdTHmFt
z%PDq|QgQsGN|_QZNTGJjL2Ly#(V(emz{i>bCVAp2+Zpah7X@~8?eZ_aW@`Z4JryP7
zQOTK}ub~x*2>_Y{pkZ>F$qf~k^@mwd$sh0ojDzZ(b@^`QUw9MI%SV2#@{w7i+X<lf
z4Lgh*w9|%R=gAy>fxjvH4}~A5(TwPNWxlq$ml7uFppVy5I<mwOhq5c#6bC(QDH5Um
zyOxT>Ms36hp422pLJ!-*51@1L9GtI5V4tfc?DM_~+RAAw{IBC?F}GK!b)&GN#beXZ
zRBcIN@8j{09c1|95CV~J5xIWE8q)%a^E#=cY3*#V>{Pkh8PB(lt=hhEyz6V=ztduT
z&aq^HL&%*hk(@QUBlJS-pn*ABrQN?1g{L}MJ2@3U`y#8QMzF>d%c$U>V#S~*ff;L2
z5yMI7CbM2mpZ41ZodRr19!@=e7dNUSHrMX|@n_fSe~K#mcEuleLNwUQf<Zf}MI6D>
zj;4&|P!>i==q-`<ySGCxqeZR9hl|4dnZ;c+$|{6-TJ)CJbGx6rdyFYD@AVMQrMQf~
z_@J?6phL?WtnlQ|R^2{PFfo{Q3T{q)YvtSN7Ux{g!Nd3TE~62{?CzCkye-D4h}xZf
zz{*AD5L5-7HaII0M%CaGO%FH6BQ=wA5s+P`z;39GV%KE7SZN-crUgJm@E1K+_uGPB
zp86A9ULB5cO{LETG^V7Vu)1^)GGj-%q*ua=aKz85ggwEZpD3PDct6MA=7OVAmUB}^
z<Te<OAIJk?7@b{Q{J=4as_p0j3s_Y)j*$0)Gs&WeB<icElm_i6=S!*RC53d$P-pVX
zkm2M&Dn;Y2t+k3X-JeyT16JD+B`0Geg7qD{OoH{UE>V8EWUB4ubNDmq_FNLgWQpaw
z1~P|Cfj>;0W!}GMLNr3Td3E=ni8s@s?g^=ra4|m(3Z@5HjBxTs5Loi}eKkNxO@XG%
z9%y}yQB)ZjZsIG~*ZH1>e@`24jmYiz^Toy;qIh!vyNM7*Bibg80ParnaF<v%LGmzP
zfwbhn>|cAcy+Jov4FwIhHM%fMpmnGU1_?g$9(-YR>i%p}?p&e0Uw(}at46NyU_{(^
z^ZfbKT>!9Rtjj_{#xJ~K5fN>jGdpmpeTSgILb@O;nfPofaPj3P>vQR<xTA=R9J@DI
zrbEp$d@&}kc#WEU;YV}38MBI)vNuo<U>1@ebDVs!pGVCwgn4j*iTt%HNx&x1L|I<5
z8c$|V5k0Q7`Rz@Q7|0^^P&#m=(&wex#)G3k$KU-vL!DC3h0?_buRnlOB6M!Fo_<hb
zJUor)6qCIzKh(%w{RsUQVZ%P_-YHud4GDAal>WK;8ty34RySP}Ve_9zDl^8I=9TOx
z$(Fze?3UCj(N3fj#u%}c-!r{uDTkVFDmXgfOLRrWV9Ma9smiQgwEgR|GT&++t@k6y
zD9CY4uvX@mF|BTVmB&aDCQt3!nHT>DgV+0ifLQ+xP|`epVH`L&6|p(^2o`4QMlrvD
z>^VF3Q~w7@&X^rY>uNrZ!5Q@eaHr9Id$zr-!6V2@N=0*w{{}}Aal~gL6(xE~LFEo_
zD<3n@YfOk0JC@;4wxpVIjFSazo%HQ&<U;NsG~z#WFER9u544CMiYUKYu~2;N*nzx2
z4;19u@G$09exXOb8M_`aWQb!-(M;>|3udj<Y-}j<Tj+dm{|h=VfK*LT8)|%NQDJt8
zVs!Tq$$c3pzJLAUy+r#CQz(k^YqVR$wf)8KDCyJrL$y!6Z9jCQ!}2qC-Ec_wA^z9<
zp&HkVDV2AL!cX_IZZhsTaPZ9^LO*R8s`G?-1VRZPKNF9J(ao5$rr9l0BDTy=9^A5&
z&Uju^R&egI+2FN0;TapfPIE|A&`$m;0zY{4YJFsS*>a0K{L9b{mUIC=p`Erv$<6_^
z=rXvI8h@F6@_k4*^9Cy(Ew>E|k?3ynLMabZB|pjbmdm#Ho7Q&O({RH<vwZ%4il?!(
z{GtDaGTrxj&t~91z@W;40|o~?SZJp%UdHztG%v<%fjh6#;$FRGPh#0JzQh<w_doE;
zyM9TJd!p+@!}C%a7UfjL$9zRIj^eLT&mTKSSZ5b)TN$1@*F4$S03sDWgFhseGFp1Z
ztV>$1{0arK?O)5TBp=`&zrL|Q>yfN)`ae`Om}#_Yry)4?V>ncqP^~%$jf?qhMMvqX
zX;rT)IorhX-@5Qo2r!kP)U&o!ejVn@oS(0pcUE?XQyPl@;Kg~c6xL&Fs{717tvlL#
zC3Ct@rBx>#72mAwVgGw8l3zbxJ26v=k3@9UOCF*=PQ<zBl^w{}T8uu*y2-~im;GP$
zm0weR$$;&g6L)yg7P|hsnAQK#;h0s%tz;+7P<P5lFR|O2T65C>R~-id%723r6tBkz
zRp~IHzr~!Z^#1=w|0y#{W;BW)#rZQ<qL3YD!K(?e<Je&tIz_p`v;=H%Y^;=^tskCp
zU`#A*MOL_nwN3?--ITL;7tFF_O+PYn6UgHR+n>q>)yb2ETH;ckyw@#ciFzW@o)OV0
zMM3V|yvG!Zdx))MeRw~2aIJEYWA)$S)(U)iiT`LjH!|>DZc;_`Uj0hOOy8v}S)&|!
z{H;lR*J^Zt*0@$<MKezN*WYmnoZTV9p44gZmO$CEcQe-6^V;&J>)$dQgA5n~O~FI8
z9|cr-aRDH~F`?PX`qTK{vKEp?_QoGeOS<|@W8^l(A=wXj8r}NfUyCY+!10?3L7(ZI
z&DDfo^N1B+a4<Lqq`_1Jx5kmzyu5kb!EK>NMwaxpgx_@;Y@}UMzjkY?+T^1GzY!v;
z$HAMW(c>M`p6>&WtLeP8;kD3*C!P3L72UN*dfoKSi_V;N@UYRULpppzvtstCPUFN)
zK11^wz(Nknp`ckk;n4;z_c@b)`YxJK2>XR3n%<%wcCu07JV?JxK=MI4i|wX>hHJ4?
zEj_co9g&;onpja~AHeTe#l@gc!Z6nRf(yP3DYP4C`XeNJR8MpEie8grAtwYvRvVTU
zzfaB7ufAt*Vh1m7W$>iBn#Gb?EDuah<!M{%y9$En@7zhg(#~VHJl6gJG*qVta`U+V
z7@(~UEeg5fckx9*8<K15jfJI?SD9Y<4sKNy37)ke0Mn@<McBl|uZ?I1Q_`(($erZX
zHn#*p?>pMy7qzkqU3Gnq`^mPQVks^y5IzHUh^d3XOz6A>)2B)CdtMSXEUvnf81ml5
zL;UnDk?e-7+eAFy$zP?D8&^a@mT4o8(?gwElBT~&dtaV&M;~JWG45UMy;djVj^!Fe
zzw0HKlMAq4n^~hOuh5Deak=>)VoL;r?o;9H7uZR@zXVauIa7wj8yLnp5d|ML<4^Ur
z--X)7mZLju)Q6JThD0ur4QZPonyokF3m*&2W2>WtmXOMmYRJnEv*0f2x-af^%;(RJ
zC(YkHZnCyf@lA^5<BTKg*W#FV4vv=FVe<zi8>gy#c8PbWphrHCwPZcf%5GAtTNLxw
zeoiG~FY(<YyP+r}tt>lR`+?@{Hjw`Rwe_9>O*PLOD7{IQfOIJ$B!Gq@NR<*g1VR!z
zN=G_`CQXXctMuLpNhs1gN|6?Nl`cw0nh2;U{%(B#_kOz{az32w+1)ccyZbzIW@a_C
z5}h)F5q~~D+m;VkQXI^k@k@nSZiiG6pB=rtY$ZemX-<B5wxIWTrw9(45KKP3S3e?}
zxl`j0HLZOsWs>(1o@M50E)XU@CRc}Ey<xEZyuy7GpE&?u#bQ_G6H^Al>FiKCZ86*~
z+nsaD6#Jw;cI{5rG<+XbiqBYjw|*s{<WA;R_8Mx5Xt@SwR60*)d0xgh^~~*eGnc1a
zryF(LoWy^(T;k?V>nM}?&eiZNEJ{s9`c_O+$AT{?R9gkEaW83#{miTXt>AS^9>4v;
zf)It0qpp3O?NZ%Db;x^hODZ2C(sVzzy;?uDgIuRN$$B3pCH-D2sZaZ4+gG{w{LF9a
zj&;_9QJ9A(ofOGMvrR85-g{#f-uM3+9=}5nZB_C&QHP`k6Q`U|^?CM}CC6O4SH1h?
z+<(Jmw+c4p9o{>J<R!xcD!UhFlqgKU=2<0;Nh6(Yy9S{n>$YzNYw0fUK;5ri&t>Im
z_bDQ*!b*>NkHueKIsRz=;|g_CpSSx%?Dc0*^zzaCNn8u7%YI_rj<rvy-S!>*EP|;y
zkijLWHo#&X3vxLctebK&=JAI=P&5!7RpJ<U=Ql#p=gt0jJ^tBQo%eV0f$w+p(r(nV
zY*i^G<bJEI(&D{eZMGa6DC*iLYvFHA_XGttnp}kxv~RCl>9VX}!tkpsFWIOR2j`>y
zhL3--S5(5kmWzyesQ7mAmShb3FPZlPIbTlaP3x34zPwK9RKJDJ8htvFC$X31Msm>q
zTb2KXM0!EB$jwQ#zPuUd-E28ZBJm^LK_%_qvWp%_DTgyNkxyJTV?68)@Bx;U$EI^O
z?Oa5P>hBL+cevz?qh;QE6LBjTYv^7Q*$1YcXc&1-rQZ}}?WhD5wdNTUB)Mdjc1x}%
z+GFy`7s9qVZUz3dPp<5h&Ka7Sfc?mtXP#>t3@T8$%;&NAX5?-2WWFejj_H%U+i8vm
z+xKl_8Jb%Q>h7Ww4Ie3nd?F{S%l`71ld1GXd1x*9Tj1(lgVpsRFbX6IbTY)0`q(Dh
z1Ks_S>n~3JLurZW13JFt_4q2W&Fuubu-ykmkLbD)e<j@lfwuDiI=5n-paQp+qp3ru
zn}WWf-63|tMiY&pOP~CDtx8;xs_?O&pJ2IA6ZajpcN>`9dZg;d_H6Z=ujB(?qr}M7
ztqZcUTMEiW*u6)yS{pTLb?G*Q6S!^Lna82ySGYSaB0Zs;rSZd0xyPx;6tc}@3=Lxx
zz84YB4Z=Lvdf}5Sn-aP3xkxVWY&SKbJ)G30JwTZ(I*{!C*X8ej2E2wZ?&vsNzwS#8
zle%-rI%ijmSvMPew3F~#R&h7&yOrkhuw9)87ridahyG1Gj71-ZE36|fIQ3Y+W0>|o
zBIUynb}zZlHhzOES#=8lrYAYMdCELH2?OHmtL9l!InTU8_~x(jmdl^-?Af6tSTv=N
zD6ZsVn%dhG1^g;2=OWp;%q>KcC6CSG9+5L0{oatTeq33kZxAE3-FZSDy=id4!e-so
zTIQ@D|DIl;JR}=&=bAxlN{IsO)d2sRpvSDwlw6;B<Rh&RS@~snq8c+TV%=q+DZp;`
zmi$;iu;=z1`IqERT(?cX#&Oz9;x>xkiqXGHRkxay=}nA!ns2cJ!hMdbArRQ5o*WuI
z@r_-Ls_2A-@;H(Kuc-?b(9&DxSzTr~<Yq@@hv<@9XRzmmVuvDjNm!b&%8h(mNs~D<
z??(OAPDJ6U>N1QMC4wJ$*-@NsFKZ+%R2CMBb>gbB1&7279DMavLdx?E5Ph5lmiuQ)
zA`GPuz!o>Mjkj<8(jx5ap9L3ZM_Zc`+8)Y`2aqWIVr)IeQ#Y9WmQSeQR)GLJg4GIu
zcQL{PM0=0PM7;hU`wmO_h*&)1#9=@{WsiPXvil!a-8l6sc)z*U%?{Pg-4in_KmV%g
zywo8}HR4HD=GgT9V@(}xF{M}3LyE<xmQC}+U5bi}7bWM3?S&a1S#3WlG0cM&IY!K7
zc2}2hNaH>+(Kj;r51mQvTSJ-z?Ji!1-nRKXaWlq(qrMYI0R@Abq@k0a^aY-tpKlfB
zH})UKH0qXD*xZvXKe3ef*!nf`x^>9su0*b(`jCESEN+6q3E=tL4wTl(gpWpec^8wD
zlL9j!(+-kHcgY~r{QMLFuwA83@sS{B9w%$s3*|kAnwKD|NQHlRDq}Yw_h%*<T$KR-
zHNPMN*RN6rbz<)y-zAVC=*<6!2;d#WSFv6}K=HQ=|GQT9Dd#c&M-Qsx|IYlxs*YM6
zM@J{emvr%?mBLWk?+!XX6SDvLjK2hVEE-UDeW^g&MNLI(hp?r$XSe*rYK1lbIKh2@
zR~@!FSo<FUUeP9y2iVbiVo^MKktPu5c6^UOKmHHvsb!$0_2JL2(*BXK;D2}-WC`d~
zdw!Kd=zhtY8`<@gpcvqgp;X2lMtu?9K-V?EyIgq0Mb##nZo9(!n<BE&U0x&)A2~aF
zlY-PN+@R-EVa9*>KQt--ckUes0oTcI4kN%y0*NHFfx+aAd?)Z8=<GkJo(TztYdW}?
zw9kLgO`hZdJwm;ot>insOj$&1{t0>UTScRS820cY{dx93-b(=F=>PDxT6TzoW|NTH
zeQbNJipY)h?WcRTDy>HEG=uDy?vb1uL%%tNHZHiezxpE<wY41eI`DzF_Zq>)Z)kEs
z@RRR)O>suppuE`=VFE#cYu+lRO-oK3Lh^M^WcnAk{Kv2VBeRCIf(T#1s->EYm15V2
zs{wmL|8ZaB5qIK_maV@;9(wlwlN+UGd+4EJLWgWd>FaP+mwbrs{V=xE_<xKp1R+ar
z*wAaANa$?roBzf<*fS3X2v_)3%{vetvaloS@aDae&W|`h+ZZ&0#Or@V(^c-FTGs=c
zwG2qcQcS|e(;truNAWT8-BW|gWeH5X0V@Os-W*1_>cmy*Pkvt*{y$<wfbr|)fB%j6
z6M`a?a6lDt9^=VffLRaje@X#3b{LY^3^CL=;?5wmFQCWbJOutDNAQ-^OG3{8ZXOSK
zj~mC0P1p6&zy~M(3%5H;oW?*~53IgeR@nUhPhj!>v;T+_3m;7lIG1$fx)xt#(*N{7
z-sS%vrDEY_hhKRN4S*){WBxx<Mz8?j;!PMCz|{Lyk9VO5%ew#XaQ-8=poWUD2>KsD
zMefz(_dWW^H7$qKn}87bf7)EmWx0782?(b2v0KVRfB8SH@&8X-Z(fDp`zb7OM^4E)
zPk%6o-Tortll*VwbC8qko?<ECNKLPE{72@_G`<bY50TD7oSl`S@<8~v{YpPS6=(7r
z&9pW$8?_1jJlVqeG=m=5<RHRC)rSNYZfZdTZpumsk|l_-I6fly-Hf4`mE!ZznM>lT
z43%3IPf+b!sLnXIbT_Bx|08OBDa=E-p2ok5rZ%LZtvw8kEkAwCpy>fVbv8ZOunqf1
zgF!*L+#-CGFO5;S(EOMO{!{9nL9zd@-2$C#R&XXyu=Nx+4^LRm!QSx7v)EV8UKLIS
z6Q?HPej>^}xMz@7-||r#S&!&^!k^Q$NZxW@5#Ov5GZB|U(PfKzAJ+AV@boP|_-=d&
z*0PU1-}donA}&=mq<pX;@^nSdbhrPTA(zGn7H?G4X|w8Ln^3c$Wk-026@D?nJ~$NB
zlFYH}?ea24R;g@c1t{qDD3J3?UgXG~;15H5fuzi?W)&aqGSk4}&8`$;a2<fgIMZ`E
zKQrStn^w7(l}{dMnUqQm5$KKA`kMwFE=s=P9*0}-bouIO-}*0<tyMWm30lUJ5&a58
zC>gW!p*=RlIw!+|*@4u@S9iA>V?^qqG*fbfY)WIDF=djJ9;Hqd)*Q1ZNkVIACaoY1
zV}A}~FjK@C65{?FIQ!_N-*T%7q?APXQnaK-qzEA76V{GwIaSX;Vo@N()f|3y3RI<t
z3Szdfi4yHtufPr}49i-Z6%a|gP`tV{MpNq2J8$<6=x~_b>a=sn-TCX1V7_+3vR|c3
z1$6M#lizqNmT?~E5b*FD)MT)B3Rfrgxu@dQT|@Na06Ft&%-$5Xv8!Pg`Vde!(Pg~%
zrE#ZrQdXy<g`#y&FAzG*uvpQ5sos7g`m(z!^SZ7%+U@BRqYuN{U`jed2#ntg*Gm?7
z!@}5|k=d5wy9=iMq2f{QQW3wDp6ZlT1)iC`G%R>E0-P~Fuo0|GO;wf;1ctKO%#=C>
zT3i`6ymycT&h~2S$_jMKVUt9Eu8~MIMI}w)O7WB$RqAr4FkJzQCdFR}`>O0_Pp{8z
z3bl&n6+RXdhcy>)J*iafSL?<euHkE9ncv!ua1Se!J|Us$`XN$V*6=sOB_awyf!|L`
zp(~EW^}}mbD(i1!D-_uf!PF^Q_$7!a53$}Nm?z1=-SK}!VgWPgKe;OU;!`u34X6~`
z94Wi9V3&`a`jYQTVSuK+c@Y~rPE2&$2a(4UV7iL@{CT9AF8EW1gOi%Y75vS62NxTo
z&#olba*>-}5~cg_U*yF*p3B0dFY&&J13S@+*~X5FpHkJ-&LDYBn;6{6agAq1^63I-
z{fN7~Vb}QWU0dk!%j7Ko`5`^0k9TXGT6Uz~D~vC;5zeAQVoeqK!5YEGH?HDu1+06D
zPEA*@Glx_Da!U*!KKGv0O+g|6X>r8;6AekfK?=3M1?^VlOikcATQhJ>BwVkT?aSs?
zYSSOWA1dQyZgUw|i?$#0wPl3I0JF0bBk~=xW@l5ja?(Eu`c)Yrh59Mu>n?h{ULM9(
z^Fu&$0Xors2`?+8dugt%wu+xQhJnY%+P|6YHFR(<kWx)mHx>d8TqVShgBux;Lcnto
z+fWg%?^#%Ku9v!sEPkd$!%X!c#q__UKgA+48k#Te24R+RsF#4ppGNQNyQu@^#XphD
zlu!JU5leVeq_&A>YEz<_e6-;D^50yDMH41K<GIWzDf@QOGVY@yeOP_jigw>6>+o{(
z3kUUvHYMErmYn%-XUE^vf>M>o1758>6Ym|=8a<ayO6AyybsvCPcF^pc7I$Yh6Hgk^
z_qP`M-+DwvS9WMetyr2D%s1s0S@5h4Usgz^UyYB^%f@`QfYj5^{2Y=%@V%BZws)eZ
zu^YaWnZcBQ06D)5N~8#zSiX+z9n_VC21>N8dvm@FOzHZg`^2bULiECABP0yzGkmu)
z63`eEbN<s8X$3`j^)p0H_&=L~9p$~mO{qW4x>cXb6<+Bln#|k&;==4NAsz=|bxV2#
z?+Y(?_dplfG6cxuCaS!i56FKI{rcIF(ofIEaebaJm&sNFqjySSMOn62?J}hnd=c#g
zyD}}U6UY}{8RL5I+w-Mr;L_g>RZV1L-pj%@kwC1uWng~#3G`KEO;*84nYnlU6Y_c*
zw(p17RjtKDR_u(iUfxpDUODyej9~V#`=^o15IR!gB)GrY2=KVB(UqV2J>g~!d^{{3
zwfx!+<T3G1`<SEF+Gr|ekOf>`%uZ_|Y!{Mo92GNg3!b=OEsRCGP59)`Ik<{Rt(V8}
z9U6Zk6Wt?{5dv*!<*)FZ#y^#?U5HZX{*(~VXa7*DG4Brr7fMFx#LRza!)E=PNx<X$
z13ORLZSR{$qSxh?(Rr{4d?hZ@j$)v6O)RNiYOAvX6BiNF@n*MZF}*Ur+%;d9EieGg
z<5C_zDO;d)Ui-igKCC3bD@EK25a?NGC@4r}+BK!tb&8+JcHJ;={)s^a8w{F<{6hYc
z3p?tMnaX^UR`qur*bPU&HI;QtjP&B6mprygM<8_XCpBxb(fKT=ba-8DxbR#_4O49U
zCi$8#AG%82Fz@6pM-`MvZIT~ed_0*e7X9s?n>D&F<X6intm{^w3FK?1y;oxa0;zR1
zDY#!{aGSxGyRT07UpCq~cC|4!&5kPCyFI65;*PtjnVRt9F7K-Svx7Bv#p#;}XGF3m
zMSm4J$h7>_e{ZS>+<w5Gk`I!XY*L=eD~Gvb?MnJw<6iWd&R8H!4Jx!h9)o<07kmct
z;tWDU9qKTPTarl6I(wv3Qv%y3asva8TCvLO$H```Ul|_xu4ih_jm?E*vYJ34TrIcT
zJRjwI%S#}x4r2xdI?Tb}3;&>Sf0m7imJ34`X+SGAS{9PuCQ{50k1{QnF5;9#jJ~+%
zvf?AaBTfd7qLQiU22;66R|_-L9Za16@INhb1>g@~d2LH_QKm5@8>8?%7J)7ES4#tO
z?vdr+k;>_0;Lxvh2QAhqpKkj;UMF`q<IT&JO!_?*YMP%o(t@~CZ1Sbby*2daS$tn>
zYjw`wU+Ld7EX<JOVIiY)6VMv{A&0Ea8s>29ggXY%sHNQNj31O}tj_)kDQ3BsnHl=3
zNg-!PmR&dN{({>@<COU#(OPWxqTOz1GD^PviiIFw7k${Zi45JLv>BfXJUu>62^f{f
zj$S#Gmz={@DR!1N8PyYMzZ_#Z@Kcri{l$P_K5$n~qj%o9yxy_MV8?gTeAczd`9kD3
z@ZJc6r+K$Rapis6Zq@HqQJtMO?Bcxe&w|FHo<nSIC7HOL&zb+9Mnel6t>9WM_qnvv
zg1Lp;ujj<?S;FJ%D#VvC+2q4tgAu3IxZS(&9RBRo4m8Prw_mUOQ|{4Wn#Uo_jr(fL
z!z8uGGmGWutVusGqU+2S^%HY2m})UCoKVaUUS6wNrC1T0i(|ksWgYzbl*&qLjHC>s
zN)0_Y$b9y1w5$w|CMDLN*h4vIxIKzfgQ_W3@TGTwnDj4|kNgNFsD4y0(2xJFo!jYQ
z6*8I`AFVxpd<rEp{+o#`9v=HO#vN3Pb!!gOI}f%=B$!0AZQ4dXFbt%kk3kX^j>i^7
z&+hV6lU?I${>mA|XDlpS<zB=Eg;qKo`8%zuJQVj>{(+HLmkD-ntQV`s?Rj6sg~{rH
z4mEXh!(`=3mkWNq^UzBaajm7TX`a_Ir*gCZ8<oJ~r(O{Rd39?11JwD(vsmIiiNO3(
z))z@u9d`SAqpq%Q>!gM4)?Z`nUH(e0W-W_|KdVsrfaomxC`*pc9zvAxpkSW7G^u9}
zUcTgiL}nJP$yGB|+jh5t^&0~Y8%XM^i@%-!MP<o#bg?THJsS$Fp7(bOrEl7M3g@!y
zFBYP7&~VXts~JAZ33ga|b!v)6P91bG>%2^;L(1X~<%PqG44!?c@nmkYlm4Z*N>nly
zvJ@Q7qf2>!w5pP+82uruwSq5rB1sS(sxPx0hLBhlDBw(nf2paFnjJ%mdr)v};P8!g
zRnwJ<T~l70%$d$kwOF5R#Rf{!du|OLifSIo(J!6cq#tWc8@#H&%px;JhRxpliD|5>
z&iwT5-q+ohZhy(dk^&8XPu0?WNq^EDnX0_L);bLM@6YrvWg?&s?*oQ|tMnIzxoy*9
zOA+`_@r^x3W3=EW885+3VYUsA{GiWo&Tifp)IMlw;V+W$uk+`=%xHb?DB7Gh;SrpV
zr<Cvfz3?3)bmAs`*ivofpoWQ%=;--gza&zugXz6F`}^Kmy!|3^sVqmw-*XTaPmr&m
zk7>WWC2irN@WMPn{nAfBrnp^31vzJ`V}*0{H}*Co<6AYanquEj1mRGy`71=}xHUK0
zr*KhZ?*7G(8>!;>pC=W0INOnzd9Y94jm&<re^vwggwy@RNJo3X=dh-pI@qbL;$L_=
zET->4E+NaCtkqQikj7_q5wY3!Edq24YHgT%XXXO^5dLYt#`O?H4tTA1WH$v`nJ`g^
zv|Cl+?y<^p&(~QlQ~^3_J~Vhls`i9;#2Nn~K0b2Xe>QYSe`TKH)#?+>HU0#&YTW<x
zE|EX6*U$!NAVFVr9#NiCyus*uc7o$*t*eaY7Zj4^JgL1zuHeev6`6I(yq~dqzH7Zt
z@_8)S`QCL-p7IwNZ^9?uiRY^*gC28<WBDL;gPR<9$R+$2DD3E?;!yKDduuxsg)wXQ
z;|1+;2CK}?9wc)U@7<p^2;YrdaGD1Aandh~@XE!w<+#3cV2X`d=`E$+pTcbXzXdic
z66TxUdI)1C<?5@s#FF1pC}rh#zr%pWW^8|pgrp<y>jj&JvYZSr(!`pzst(QdRCe92
zkeadoVJy|7r^Mt)CuMqxcr!bgo>kfkWHp@~yb4pzylB{RL?@%gSoNFT<=;fzYqlm$
z<ZD%AnI;%Q;L@=_OXr)^(;S$C#fxwOFwNJClV~8=*sS?YXy#q@grmPvK~OYruxc{H
z8#5o>yWkV-4Tn+zRve1H!!tFFrn_RvbC<Gn6Dn^S#a&dvY1zC`G${8Xqo$|H<3ZT{
zZ|B$8*)AJW?vEL@Z5AKctK7)w>sb<y*hj;`tw}bwxNRD?ofyM{z9w@w+U{Ix$_>|7
zANqIg;v<rN<-P4;6-~!iQ*rL2!Z+G2cf~C8ep7_d6gP><?>OY@4BZfXDa(a&+HiW#
zDBD0wt2fiYSCm<-2o<)aN1F9EhYLXx*abFK83A&Resc}QF)8P*-@yHETMN*{WK6$!
zvJZ-Q*<e{dqk!v|Xcw=Y%78!IU-UQdc-s#=WtTTuM9nPG3mq1Du+O&X-ye>4awIw|
z+E5?0llRs^u|!VHt4)yRP#{ywUIw@f4%Lh`4zg-Dn^Fqks#$K41|RKeM^!I=xX<c2
zZ6kIWh%i&9TFrDJL{+=7@eFdY6kcd)YE+dC79$mFQoJKMUjV~L2+{SE*HU5Dgdl;!
z@Sr4%0y7~?8|VD^*wKTDZ8XO7k!3q2*O(M=d0f7fPF^;}SEwm1_)YZDR9brG&M<FO
z!I8N%T|XOz97E*0MeP&Y3D+U!a;Xgpt*CX@IQ*vft1~NkQw{ElBRVCfOw5%iLF3vc
z2D2>`LJD*6umnFt-qR?@q4o=B5y#{#8KbfFr7chb(3HY_CMsbd(*<QPM$4u~KZxA9
z=Su)}o|;anKl#F6h#c9cr?YZ>Cru1NG(PJ4?Ge(Q<u<p+POLVwLhmI}G^BfC`+-8f
zNpP6cx4%lSf7kw1V$G-WNU8ur<vAQ2q=BfSA<eD?va6mdzL*KYQ_|F<tx=~QcAUwa
z<S_M-eQ-{_o?U&v21&QgiR?RtYF?lPUcQ!3dCr<kvd_R(pw75kW1slkOlaD^fDmZs
zz)Ei-Kb#)wW{{$qAj85;yxxJ#*QNgS1~<utJ<<ButMsf?*5J)gu|%W6EA#UGqu+e4
zOQVWQi@yjrfdf!Q_?ZPmx#STh-q>!z*vmdUGu+j3F#_*pU<pceja!d$QkM)2^gf15
z=e8?!S3jN9`<*Bxl<Gaz0QZHC?6~$+D*(^J*2?#LPl5zDM-@l<B>4B3@c!f;GK>Es
zx-xU7^Y~IqNEg=dGO;g>LfXP=v9Rv*aZ9nIQ}JTww=;*D+_Cg-)P{*?R&iu^TSI>l
z_5;&Ju=|1|H*|{c4C%b-=_LHuWhaHgA~`$n5yr+RIS|Uyn`}_8+2F{oH#5_YjFQ({
z7pfXnoTx8tv@1(()w>Xp-yi1&gtAnPgpOW^q^~FPF+A@jyK9@F@ohuatWR$?GPm@J
z{+kmpqsCRt?b(2RG;MGZ^oi=EGzC`_Gj#q&N%sWYUDDj#vfN)q#GlzgxhQ)}!Fh#E
zi$-I%dAR*9*^QF+$<TvrzS^;X(ZgC>c0bMbnlto+OYt_O^FCkY&A^7`DLt&lXE1U{
zNk<{&%vt2Y3ZwL}`csf`M3X;!b+oSi<1ec#9g4>{1o<;oIT{4ec#{(Cw;kDMXX|?s
z41Ert$hO0lpO81k3J7@th6;;_gbvOX7n_%gGy)BdEwX7%KMT$)Ryaoe{3-HKGi9*a
zaT-RU>lGlp@n+!S!I}cA6WjLowdIOw@nmrFVVL<V-i$XF9*3=gz~z-L$4elcJZ(7l
z4@*MkiS(ymEx}{a&GooB$meCEey^aKKlPHcTtxku(~nBu$=ANj`_ptPUYoeLz-Js+
z!M&(ClP4qO$2vCzMHUqed4l@hH5LH3lWP6(#9h_mvumyCnU<<bu`Id{=3-@657_ig
zuo7v{$PLN0|JL8KeLVK=OC9>|=KjrL^fJ$mkI)%K3V+QLkw@O@Ke6x2kX$yFFyf`L
zo7-qHhtG~O#E`_t!n8zyNyX168ut2^2ugM4Y2jwKNR_WQc%v$w4*iDLw;!qZ+UO?=
z#Q3r3xdBKD%ey+G@l3Q1DthJNd5CVDD2=VOp*3i<luI}wiV?7CL)H#5TJOh{oRUG>
z*-Ti!#f*gIV5Mk9;zcR7Z&)x1M$%W+3D*3d4gRKr9#G1f7|-PWe1c|mT4%+%c>m=p
z-e7%_Y43OcM;!NFlr<qzx_BK<eet0iC)mzL!%MsXRUOk&wxOC-JPdJA8F<V`mdrg}
zrqKsUYJ<}<M(UA2eE0%XietN0R!~6RKF6@)KDVD6MRY8a^B{)sSQpf9M#CK_63#RD
zK!%Ww8V$D=-sJ!A%8#|pBi^wE;p&eB<#+(pP((-~8te5`BOi(p$~4Tb1IL28g{!xb
zHV?T)Py3sJ0YR%7db2nsb)#S(f%s=+=UJ&Qe>y77j=B2po)ZH55d?q%<ox|PJhY^d
z<AdYjlbN<lk(6b#u~X}nH35rl77wcoHLoTPqn+W%M_srj8n*tj{QS-;0i>6V(a2g!
zh6cDWuX?N%{(-kGICx+K7kyH8^`j3-8e(W6+l4_LRd@7k@2Co+wtQx^EYdSkX2mG<
z=lAL?nwhdlD0~~ebH$6M*dN-)b;pcqNSC15->VyfK}jyLE?C4b@68g6qWA{S_*WWS
zk*f6IYD1}O0|RoBHQf9Qw`Cxc%hj%?(}X^B`o8sFFXTPXS>|I{#Czye(D-@NfIw|-
ze)+%mA&;RORxey6%Fll?lQLhwwC+1K_V|TLSJE7@9z_uFm9e=tzS1WM)V{8qe5FJs
zthe4MhkKnAnXtMIn0QVqNLI@(L}R9L`~z1)RC2XPPFC54<(kB`6RQl!s<@97<P(&i
zMzD*&*7B2Wc4~Fn{5HE$f`1E?{e4<BzKjCjr&2RyV6~vN!lKcl$Jt2LJF~*zZ9Lm{
zz}?stSD_G`DI?SEvj9}69gsg(BDgp^mMisQTY5GXabG$r41SQsg<zry4(7dNk11&y
zOD%rZ@Eg-?LGAl^ctqH_pSXPC_}sVz%A*y!YhR;Z&NZ8!oG_Io*Xe^(iadS9psM65
z*<f^@Vw(*(wB^*<ueAFikn^CNhc5Dd*STxa!nRt06PbhCqktyzI$>Gm-Ne)$rF;di
zHV@0j9saj&8#e9x6}~m1FSkm~$6RqdsOj>9M<G>2Bqj<S0_A)zsS-`0jkAsGO_B>P
z-$uc2-a78Ff#|9WXM6Hv7+i8tde$rQj?vu1NL6%b&MuKIRJAwmuqXE5upT_^)pnwi
zThv+6s6mwzIB#KLNJ^Ac*cTPy;HQ#WPxlA0i>@GT9Ngxlm1Mq^&`bYdk_2;*`=<S{
z1#<{`I<3r!xw=&AWx<Y7jNJDGPo)ilQwn6m_y6L0=aI#@ieslG>+j#~Yj#G@q>C0R
z2fFDGR+^d*S*r!zb)D$AL*fhO7noBA-}}=Q=uLW*a*70|bhx@>FjIQ=Al25=rYjH9
z$MCgRE^ZTaOHra}&HXo%fjWyf_iO0#Djy*qIuB@_0Z&viTH2*cS0l1&u$dkHo3$22
zj<QkV>0|GEpdgoSbIlIDK#H-IW~mDV4(-L%DV|2JY`*msWU9R5e|Y=jJXne;@xu6A
zr8uh*J2T2@=M**!a$Ezc<>`qkluuYI-mf^tCt+~E1%-H*f#~sjJ+;mcCM9s}=3476
zX^Zni99&?Z1%$g5jL?;Rx0`a6N!9wQ%(7pG$M0EL*^mqDx&a57P+5=#;unJnty|?z
zhI?VP+URPTgz@&?Ei;x!3d@QL2yPRjkIWIt5zm6?a&$ISJ`$Wpojt~oS*<wf?dEWt
zL>+c!FLZA0mD91sk?HE!?}DsPL}>=&<IB7wksNIcT6QNzpGS<&@zOIQTBBZ{R!ST_
z!E0i6vmnBWVRY(H$tWjLPH<-ThVXL!#Ab^p6noqSo+F?;KPxp$&R65`4Nmdgf<o0&
z?+m$h=`F=vQwD9^HyX1lT$&I#A`+aP^{jVE?CtZGzVu6y&OHwbngxCgHa<s^Qz{TU
zXayq*4+^Z<nLm?G=Oyz{0!=Kyo0{zeT=Vw!M4qO-t4yI4`?`yZ&nw`1{X>ww&&o*f
zm{#;M5PC?0bC$oa&1t^aB`?a0#ZIYWwVxS&tY;#mSEXxe@svRdXSSmj1#7U5+fE>U
zT*-^O9nVm7(T&Q^_I=m5N&Mz;_ZH^XZ5JFNx}tgWDAKt+rz3nbqH$s>kgmMNV=FXX
zLL;kdqlMrC$g0@OgS%}!ugUIB#t`(eTRM5BpkhZQU8d>lH}g3VNEam;sbDyTn5kzo
z2>wl%qt`o)s(mm;kACiaJw~kP4sj<7FFV9;upJQ7abg4SM+YtNx>M1weP;<+Y2$Ue
zs5NFk<X980%D@gHwXTbU>_(T|DI9$Y`<whM$M@nAJs(P|h){t*KA9pQmpHFpG8WH!
z)025C>4t=NtHvkc@=PH2o<Daz*D?iy4$a5kOxt4yk%m_>#Es+IoVtQGt9&~5ZJfWY
zyFN`fqVLl>TtQ2vQQd;4(WSjJd|n($fu9{YTO6Ma7!jcb?PW14Kc3vj$1R=Pd3+GH
ztnA`6aoJGI29B4LdMDPJ%z?V&Iq+|V#Ga~z;qq6h@@CSAO=~ra^<Oi!M-*eB%X@j{
zw_k-z<6Y=Z#O=dw4<^2an>N%$YSKn;0@rnU*@xBNga>e*oWtj7;iJ18#&Y@%8S_K1
zRDY9;Z~mU7vb~67()|tZ0(qJ*de<83;F>($9W%8|J&Has4!4j}^6DD2#PBE-u?FuA
zjb9~pP4h@AS-fF4%EHwS^U)aIj+0f4=fX8`x|LAo`Nqk@Cg7h{MrU~!%X7e0Z2c@j
za4bZFB;^4~F}o^*`lE7ZQh!6QWrL{OjMzX!T3|Q~T3DtT)Tj4}g;Ao6f)x#1s9>fM
zZkwGlVxs|OlFmHMI8^>wn{CW+CRlvK@T1mq&~4@IAI;}i>QQsFFY^Y+4qZXjPa?;D
zfHZNqsm)o@@!+;BtBm}{_-t9_03+*(Q3-yri;hdGAbyeArhB!AW$5RJIl$RMZDm+5
zjQ6v8?PF*<mT2R^D3!&Qfe$g@PqXH~C@Z)FgWISPLzBct$>69`VzYQZK^QmUn0l<U
ziTOEGS{X-`YXIC@qykO{+d&d>19rN2D>xft?)&%GrjXIC1us@;4C4C!a5lB|LX5Fv
zovWA1yK}7tp^+_K1KV$ff+mIgKW(Ie^f^VcNO)g-N30BTXc56tCpgr_vK~kDye{Gv
zR6OcgCKw$>)X&}u;8>5Z<0M$MZAS6v*@$(cc0Xi2pw45&T|aS5gP<P)G@>39hjr50
z<O${LnoT^Q4vz!8g0Y8~!7UHvC|tb<gF4ClG@7&ZkeA$0MqW5tgq(jt(xS1TZBWl5
zoCfozb{)D1%meh=NX0vJ@p>GV(D0JO)UvycCw$1B6LKVet91R-A!65IvmzJ!;;Pa!
zIne2eI5rD6EwjJzB(HpI20E1b(Z;TF#$yPV(=SD?MB=LTrc^T%N@8;x+kxXH0(`hH
zEvupfrbZQKvTd}(GmtVeor$E`Xr!vdny`2mKQF}%i*#G}jwRiEji*tTyX{(&?>0>v
ze+(#Z7DIqXTW+9a8m@9GbtNR@f+6isf&6eLBi7@n`u)Z8cTImMPv`4jEZuIp*4tbR
z%;8Rn{B&n+=q1O+#CYA4Ng(63GH#qw{K+JUmhFYv?QTa@WpJo|H`0vgSaDwiPJomr
zNiMletUih3ge*5K&Xi#wOY-Q&!*Ur%00YDm*PW(#4V5-jM7_eX=#y2y;*~0`ny`3*
zeOE_teCJ*WLXjB-XTC$2f8ns$EyHe=z<Ej)n6WC1Q4%Eq5Y7dH2fZ}BnXf{;7y$Bk
zM$mLcjI&<z`Hps!Uz;P6B)%#N%qfidOiCkQ4<RZ8a28-n_}HmpdFk;z^7UJ7k>yeH
z(q52RTMA^*ZB966!%Q!ZY#UqZ?K<3G+Vb>b^Y^O_IR`UFp9WAZJfXPwk)9jN*eGLv
z4hsXoP?Ls8cn4x#k~!eOn)v$AE2a)lbgnAD412Bz;wQ-|Cn@Fx<!PtbGPNQOlIo+g
zey%Ia_!%ZmTLUWzcM~k$A@E+zsv2$NP$E74((t%1<*(IfgkSke<&nlXXmWq4^uP;)
zR3apwRIn_Tg}Hj|Q7TT?<OTO)s{#Y*1CS2K6-@yyI=l{Yn4}CV!EdnsxOEjeHbXId
z%33jsgF%m%Q#iR0;1!+5i1t)xp5c&IQ(*^j;rvrr0Du8Rcc}@nk?gK87Oaq-X%Jo(
zsjL{!*M0`4$JyVu0ax|MARr8o{v5YhXA)_+YVfk5@OtX36W#oD#EQ&Dr3RM*;7{H&
z7xu28$uJ&e%09aoXg;p#_MUwKmgSw1KBUBk0#*JlNcaZ-AQ5OuPjP6krmcnN$$^0c
z$~bg?2){`!lY#Yvh=|a9D*BE58f_t%R5S#6hnyBvx2#)iOARigPyqA_m%Iwa3zv~l
z)qlpD1Pyz#Nboz0SX_kvMh*s2*ixn<6g%KrUyi2`QH8ToZde1RH#iJFUzV*OH0yGE
zzu{wNjj+3V@=J;xH#Y9PwA_-%SnsUkgoHcaUFVhD!ty5Gyzc*~CuhojY#_>e0jhOq
z#`BKcYsoPSlsQE29K4S#T9Y#sJ~r^oBE(WZ>gv5TtKsWCGw|SMiils@{DK*9;V(TQ
z_1SG@4VOSPH2Wumf?pJhnoJ}sX|39wH*u8<FD9M6g~$m!jh^0}5@}n*owRnPCi>la
zFl9A7j!Pbr10H|ztv6id;UK|&x686B0gm*Vtj6fskawy-oJf&mo^b-SkBu65GFQIU
zcYaXg+U>ny8M1y~MnrUz_V@~vvrPC44W4L|=lvz(v{K;ux@fS0hy=YUZ*u~T^=)`2
z{eA+Ty!372)NBpNMxk_Z^?7!nb>$ECok!64)`;+3)Vnok7Sq+<cd0FT97|T)`=(t_
zoN@0dx#;gK?983Yc=t}I0TN<iZx%)?ToiwyhJJLoYEiWReG}=wTAVW7*c7fCdWazc
z&d_Jw+WnYod1{+uQA8yo88IGO3L$=d^$nT@SS`|^`etO{5$I{aQrMr_i@GrIWI3>|
z7JC~iOHauOENy!XnU*GYblP|rltBv?f<Ut*r=RVX2|rb=<}ahr34YOp8M<cvlaW#$
z@W#wiI4Se$Gn&j|3jO_bDhj!{$8H`la!YtIMMsG9vx!nW$XDZHfaXqmWB%@sR1~Wv
zId^w@+5H^N)%B50mHouF(Gjq;S@v}$$F#XbA>-ULY^&^d2oy!raRF4w((oc{z^w)X
z#iMh4RPM{MxSDtd?<L6FxS1k^NLv$sR`zq)qDvnTF$UqHqlU|kVZXOFaCQ^gucZcp
zZe81uGxzQ{Q6bya^tccPbdPyJI)@}b>s8EJ=|BI#A<H{bP=pq_@G?|+vQTjOzQ+)_
zu_1Y%N9UdhIBvH0qhYoxF{LezLx$$1rM<72Ttm*^OUamNf}_BLoFSub@pc*|LJ~{X
zntY-iPGI-KLEP*hhm)OuDppemlCpGS>@eV<U&~z`=?j^+#Q`mCUi7WmsAgr3SCNv{
zG#_)PCj&CJ_ItHoKVnr%KIO+EX0t!+G6sn@rg@P;m4IH+<#%*-%=9>ux)C#Q#&Pm6
zinF8)ThdJED_x$xK6y&fxaWpD25$3qbmEef!QiUSnO2wf%1Lid&Az9MkRAnqrEE9J
zM+n;$-1<dD{jSWmoxm+#!aNpy&QzG?LCWG@<!hL=g+k%pNv=3p8C_QZ@88wZOe<83
zl1`+XqY<ts9NY<bSUR_PQY)T{_KCB0mM4GUZ~RM}I2-^#m6XNC)}_U>>0xl;%Mc(6
zeP$k;O$f`hi6Y73r^NB`2sf3tM=-${<Jn;vo^R;;nAQpT3TT57jGkZO^Ux^P07Ix?
z^E8<2yy+GhNv&w*nZ~RSzAYtwF9hqL#~r(-Fkj-v_&SvX41kWv@gYjq8QtPb$^Zb>
zGO=$kWq_fI-pppWNBIodG52hRYj7zd_J<B}(i<ZbhV?U2(W~T$A4}YstQc=y7HJ4D
zmx1x@NHdCWzyy5PAx<>m>^$?^lN37nkI&$^d}SgEW^RTz`tuvq6%MD&)b74auZqU4
zYcz$CMdzl|Q00BB*wX{r0GbRLnlKWDxlDC6D%E`I*O2$9Saujp<sk_5i-7X_sbvjY
z3|{wBgVDsAG-AtEoJPc&JcDpzFtesnHi#mH5w|HEis#gh*bWZ{9Q@#G?#ANLQw=ib
zYFMH*7A~Q+@+e<-+WP>lWi>xC1!G&Z;jyefwNmw{X_VQCcU0|UpXaT&qB}CS(UMVj
zNsnRuHX3Ot%xBH8d%rWJZPaMwfAK$GArrQ917@J|kl<N>SCwIZq@{oc-ma5BLU+#L
zF%3CFt4ss$Kr4)ULC7&}qk|>tPlyfyEU81<mmNfz{pqoPeeb<Y6!idnd)zF~>0s$m
zw~Y6==e6tez9KvzG9_7KbSsluDs$^0xdH;Z15V<FX;QydXQwzc95hXuqc%6)<Xu)L
zl6@*P&FE1U%SII&o?ng_5md{R;LU^xmr)~nF@#->#9vv5pKAL&6O<2PQ+WVD1bTP!
zM#kGf{8Y%`c0fGg%Q0X{7S^jzt^CQ4u{;sYtV(|fm=KZ$vB4w4^B7-lfh=!V2@ndV
z6Eei%ONjAQs1gr)q@Hjz28cS%B)ChU7U&Vv*;K?d4ie7^XK_WG!FGUADol(z7M<3>
z3@=9b4xF5Y2XXr|7=afSq*JBIh0vB{Q&9kxAh$7?h)gc}92JVB^O8S1(3$Nh3~&=$
zkM56VRHGtnp8}&~;2ancCZdxXPOgv75f&U;(qnl7il(8G0Rba(g!wB3!fXo?g?Y27
zBhlaBsEpf$ang^>>8JL}p|K~tFyMnnLC-ehbGQxIkR+1rTo2grS_P;KSi|BYEqSNn
zbHR~ph61DdiTu>c-wk>99OQU2$XU4VGwR|Iy*BEMOiW}Iw-I2(ex&7H7Fysuqi$pw
z08ho6kHM5=lM~6VLrWr`R?$4B;q@rrtc%hM0PqssuDXsl?aYMi5QOk870ro}FOw|m
zV)7qNjJm@V^#E>boQz|-K7rFmsdUNWspG@-O7-KtuXhju>H-v8RRQt$qv;yU=YbY8
z>Q=E>rN&&HPzP3C&DqGRZ+tqTUg&RXs_8%1u>Gmm`+3kx>#wJ9d!WUad}jV=R9pk)
zC5@R}6!S+AWe9IRRY_T-w&n}qFd?d27A`EvjriH0K4_2$0n~8{r*~$K2xfnCfgMK4
zM{CeTi@%1n!=A&5GX$ve)JSP)9B4gm&*`}T2?Sv;BQtAHcc4Mo7A7VpO2SS<BUBbH
z4^#*CNi-mho&-e6k(7eRYmk{j*At*4y(1#ULo}))jF4+ng@vR5Pge5U8dV%rg&@8g
zR9NM3?{~zh3ap0_Ls}0b<1K}ChXoaWO6bqBTK$17?$TgXFYg3+0ZLbeB&cJTjXbw3
zL*{ojbc(z#95_-w^yoq<d10x$GUQar93<2uy$JM%3@EBkTUyq8H_|lh_U$J~4F#&R
zl7135Xc?dzPreF@d-n6RLl2uB@cjrzuOFXFqa9#_kCAwtGDc-IzmoZwhy@yw3uQ6&
zw;_jTe-x4F$8Mr&a#<l=WjR<wCT4d1`yZgOI5r4`mY@Ir2M7{GRu&J+*X@jtzn@$|
zgpU_y@twe=l|T*4I-Q==Wx!Zw{irBl#Qg{Nb6125VOE?>jHDT}p0=?tQqbf6GNiOZ
zDs84Xn+lOM+?qe1N>CNuPw}fHK~5+>md1_Y9)e0xxdoa7+Sd**BgPkJLS%ernsYz`
zAX}RJOf$ODC`NjK8Y1X^y0aF!{_Fl+DM0~YVgiP>W&yzqQ%R~Ikamz8KVK8|YoZ-J
zY;(IF@QqYfr8?JrX01r_Cm>XH<%$siN<^TBQC%VxD^~Mh#I_qC5Uy$|4E$yINUDLC
z8jnL&fm}GXBXd9~X((d$UY}tflCbJZb!oruFV2*OYs@lba(|0N??4eVEfVpl_4$AI
ztkH*6AQU>OLS3BAaEMUheZW$`jZ~Lz6y5x2WK+2_Jd8!+ekM^2E}pPTMFI2))0A*#
zq8tXzOr0qF8Uc<M!bNs6_S55pOKiZgk>mgv832qJiC(&ZJQbQ@Vj}W`^Ydon>>=cg
zvEi|?ya*U0gF4d;6B+YYG6-{WJUvADjK*exiOfKq;sRnGDS!+0g)njJ#Pd_JfcO7B
za-W8ni44X>%=B++kHm&YFp(i>_^C3KsA6gOn27O&9}^=ZKW~9B0Ky1?FcCDJpNbp+
zA%iGiWBw~X`0r6dA>|T?3IL)Efsk>-81;fM{Ji}9BoPo5#@JZGYW)9mX$GYrITx6S
z%J@n6d0&MP`mRiPh;U{?Y$V;GVHs~^4nIEvCxGJ@RU@>)_>-SEWzi4<%TUd@gdiah
z71m2bh_Z5QB<Y|!6R{5L|9Zj1q;rq3L@+6<e2J}btRyfE{tTTUOc`&)eq|6pRWVYf
zhl!B^0a2m2Fe22*3sDj24BZbkjEy8#XCk9XA7o-z*OBAr1)<7-5VINOO9)IDFfhpU
z9ImJeP$$9~K-Ae)dRSzx2bn~)`1!+2g7|p};?RjOBnXEf1|~8HQaCn#i0n)_K9evi
zH4s8$=C%=#3y3j4Rcsq0%oCw*gm%f{=VO9E5UM%+yude%>|Y2k&8Nr2lE9>KNqCSE
z%?)E>RBFuO7a>#4@r6JzB@lIWCdM*;0scq-#;Jx-H4di7#HhCs#l*r0vi?5_#}R5*
zgfWJzEikcAToQES->9k0{2LycNPf~F;U^e~dTbd#HBH2RY+2HNY%GR__$xnet_q<D
fpqdN<GrYzNCn(1z@B%8C$TZbS{?+^Bf6M<5_EcTK

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-14-NVIDIA CEO InferenceMAX King.jpg b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-14-NVIDIA CEO InferenceMAX King.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..7de0e8ff88320703fccc31302149e91f25e64bee
GIT binary patch
literal 235454
zcmeFZ1yo#Jmmpera0w8c;1(dbOK^AB06_~0?hqhY;qDUL3JLDP-HXBr?uBb0Wca$L
zXJ);bo_YPgUaw!T_upE(R;_i<xpns0zR%wG&*GmA0FHu;ybJ&i4gi3A`2hZ`03-pg
zkdaZ4kzS#oprE3@Lc_qv#6U;KAjW%*jZaQONkL9RM)sDLjo~fzI~p=FMn0x@?>V@+
zxhWY0MEE&{*|@kl|9S`<Dk>@lItCFYCJ`qU85QTh`TFw%fcxszC!}-)IBEbqE*t_b
z+@F2`<;yye;Qr|X{MQQ(9sv;v8RZo!8v4tCMjQY<90CG7A_5W;BI3(v|Cjp!L|i01
zDvl4xuhq>^sGadSgA%^IqLHZUA<&pPr{ywt2}VUDd_zP`LPyWQ$i&Re!^_7nASfv%
zEh8%@ub`==t)r`_Z(#As(#qP#*3Q+<-NVz%+b85}XjpheBq%W{IVCkMJtMQAu&B7C
zw5+`1dwoM=Q*%peTW??gz~IpE$mr}GWFES(xU{^vwY{^uw|{VWba8ogeRF$v|M2TC
zyx;%`|BTkl_dg@{f58j)1uu9+L<B^Xzwm;C_j~~aTtp-)4rII!>L_N;uc<kMUg1k5
ze5>n0rQy;zCop%JK_jH)-lV(u3$=g3?EfBO!T*mi`)`Q-cf6JX7zl7L#6!RZhyfm+
zL5%tE|3QEXix;YWOU87pmfI*&%E|Xwk}u{p4X-YZ5BM7Z$J&CdgoBL&mhs6<{Q28@
zBQQnEXBti#U+o|8ukQg;)Q1e!7XpYV>(%q8v^>Aoo>~_(04OjPd_nsgK;J~1b}lwr
zAfl`cd~QGILHFOj$ww>zF#`Sp|LPvV59Ixtdp;~9J);Eceg6Y62wdYa?z;H(_eF!J
z`PbPGi1J+=w7BsP!1$gd^55gJe@9yXGt7lEpZab42jB)lc_E0Z^>fP~K${)%<Iu4<
z>fh8Vh__!+TghW2etP}31FGKq0R)v9o;5?i;Qa?_<o_s3@NfNJbi%;nxamIt=Aak;
zg+TL;yAjly|6TM|BY(C(rqmyRe^(=GIlOa1ZsY6Uw|`&q{xh)o-&x~dBI5iaBL6~?
z+piC+K9sv^eE&W~`2#S*l=+J&B}Gkt04B_Qe*k(vHN`RiVMP8_Bl4GleK91j_ZR;w
zP3EJhvZ8${cePjkJv0m|c=$C2#OZG3$WGDTyAKqrdJ}WQ4OspgzQW(}Gyb#8eWxEd
zH2mvDFuH#_m6um_Z}0eHUzVBvw(wU5@cvDuj|%QyK>H^;@X$4L{qwJXP~`u_8ULLk
zzXpG0W{y3J>K+89Nc;gDlOEZ?HK<Di@c#xVJ3M#V35Y@YAdu8TF0d@aUw;B{z*iSX
z`Um{0dqDWEdwbXQg$$Dav|pKHl(t6KJ<r-0=~tu_C0|JYuGa<azPL;w%R4sxy{%!8
zcb#0e^WtRx0i2QigEIdIt|WZ-2e7>x5dNUW8Cdnt8tlIjYN$LPdFF4%?mVSWe#Nrv
zzZU)gydX^>d`#+N&#iv|>)e3Re^{3PZ6y9q-x{VE+afmlE$J_7qWsC(tz*09vaINZ
zwO?E%jQ`11idF{!7>m*5f9#bQ3Z*^Pw*Eo`1cTbRW2D1$Ce20S=i39(kM2<5XBK{6
zfB-`UZ3h7qN3(CO7&C6buSAJVM*56pFooXN{g^R{79}vc$QmACe_|ft$ZM8`rlg-t
z@fUP5`ms2a@?GrsLLAOp!vg2FpAOKuCT*%OO~bC@ZakeEtyjGew4#L2My~OZVpTw^
zfhfl#bILj0YZ`Wh=YuVIzKU&>x8u_^^q^+mG=GQZHmKeUGZ<-W6p`Uh0O<Y)W_`W1
zu|{tv(30_TpNFm_0Fr)FqWawV7wf>0{}1E-p?3dg(?e(<xDDf<GTl`hdv1I#DXIGd
zh-)0`zAUr+C$;!5%#%l^p|E11F*L3HXpFAjmZI)Zq!t*N1_DeJw2zqrdTTS-*%Rb;
z%J@qg)`@3^Qs|02F;{by5ft{Z9c)Eb3-~SG4K|yf^EPvvf50$Pb-4++8t_1+;6COF
z4VQRBkoe37)mK1o(h>o{lvpjS7J6``#35&2WxFPw4azt3Pz(p!jMZ0TJ9KgC?UpM)
z3eWC=`!+EH_R~+S&5lDrx^mnnZW52ZZT5KwPJ6hkV38+Zq*_YrAida>H0-`kb8+E*
zMpg61Y3cJsb+i$lt>{>B{({4l^4tI>(+%d8FDTtF=vJ&g$w5kqw9xONM^9XJl9AQt
zBA(iH=le2bvToJ>t0b(S?_$ZHoGRt-inb~ywsKTt=&UTCfDr0)lNg)#>xS`y%{+|L
z+}eKBlCwEQLdv=Fe*mb2rP1E7DQMR3_VR={k>lkBnHdcpOa~MQNY4#SrH3Dk+;iCU
zHSfB2R#*<0887fC`RsO4V`t-?F)RXC<KZtR*BV{0w8C^4-%>_3?RKyhx3u|LL?=dK
z{KBh4yL@0)0;qsZd88KYFa=ovkK`Yu;WlUC<NgK^DBY_{#c#ZOC!}5mqnR?lFRU1p
zQ6ux654upfRK021zN)T%{6Rvt5paS3D-6C&{=8i-QDnvxAb!}Q?!ls37xl9G$qX+*
zXHfk~YiXeEJ=;ORvjCiEl(su|*d6LyLngoR-1G_cmV4(K!=aAeSA|(EjVE@h78_Z0
zQ8GEEzc=;cHtJlNcy*a+VBML+ff&c{@dC!TDN+#D?VzSK%EEfv<V+$SZ^{e3H&%|N
zSvx-g0x?}Ld)~3>NLkWAbdo8kAZ8h#fMN02n*q{JL)*O;OFYT67Q`zP@Zb3>Seil}
zQS|5)Bk@o~WEH@Hn^E%Kv(;Z=OSX$70$Hl}zm$H>F}#F~e_8j%xIV!u&2pPpLw-<Y
zh!eqh<Xftsy?C4#qxFih;6)q$1O69#P#nAr3|qla+MkiJfxC5R+EsCe7N%vGQZ#lJ
zA1EbOEj&cRJ(h;(4ot=stJ3hajdh>qHo#VGjrLC(4970gEr@O`KugW%YsDS*?!=(l
zlW<UFV9nXkVzXpyZ+V4XTOM<g0=5wv%C|13YcL5Nuc=U;L80e1xr9}}lnlpmQwRG7
z(tI<y%=R$Nz5IaF*!i5|Ty;v<BAxn?t4yKpf%n%m!I;f4;hOf@hU@NEc9~UQ>^V*k
zOgaMwmBo~T3KZpvwuzZC!JZZ3g}eO>O*7FNH&`b7w0Wqf8{&6dVJ6)S1l`46lG3&6
zw~Krb4X;=!6h5{MH$<rM&q&1b5T*f4`tZ@%Ng-BbjNh@VR1^gz&#RC4zBI3pStcp_
z@c_7#H9p1kU~ek3*7}u9_3!Ap$?G&a(a|Mm21V;sF45#^<dsu8ijjh&D{&v~WE2NU
zJ)8HHM?5L2j;kA6id6GT{d7JrP)BBsq8#h>zN25F6KW5(0Wra`5Ka0xXU5sICx2s@
zo=-DfEe+;>I!gAbe^)#rrXW4bBfr8SnGl<0x7Hof@xjHVX-yWzw#@z8YQU&J=*lZJ
z1Ab@jjbSFwunU)Af}hBRP}z!o9tcu-J~vP;29Xj&%X6aGzSS_s(7wPQBc@g&(eqPx
zp8T}mX)k|1G+_VUVe1J=J882NM8&{+<P1|?kun*T34Eg6-KCbH)hZl7`m|i-td!QX
ze3MSEXj(I-RWj=iDB`LA<lakS*WereJ@LRE8@Cr=<)R{DyWM|22!|m9Oar2d_esAU
zGEGf8nPOpP#z85o)Ko32T9B+Y#bc6oOLk%a1Es4+-YM=IF%j%*7)}7-WNDz`9WA&p
z_lM4k*3cs#C7(u6qVY^UMALCWZa#Ui=|C0i4P0N94eMbLVg8*5I%R!UWzMt(9h|=T
zkts6lGDH95JmI<=-lu(Kcyd*N)tib<GFW(*AMCX;f8ZzWAcQ<JRbqQU7}>Xe&!<x#
zUm;~_dd6yr;9oK^mGK&3y)*V_{|vY;_Pq$FUH8(p@BNrD5+|R%=J!)oc8l@N3zg#6
zY=;PNi=Yno33`~=EceZost$ddP&b0@mDJXJ9SddJaw~8O$?o>+Gt5}_vz=b14R-iu
zJ2KFF2Iun4>~}V|u`F-2^f9<qG>~4k11-~AH#40L=oyt-dymNm$Om1LC%L=_kwoEu
zWLv%?%Iz^xa}_OrSt~ItaV<nf@Y9ua@Sr>Xo{S80AEKu1Kh)WOQ{_b<R4e`%;;!H?
zH09Khd-2p5b(KH|L^OllXXhCt8aw6P^zBGo=N|P5fMK{oFg)f-%akS0TPV%k&dSH4
zvQwbo`s|&Wy(H<Vf2F6yd7pB5l|g2D!SJM4q4O`Ig|^PMr;LQ*YxqVtb`-k+sxjG1
z#sfX~8s$JVuRs+kUI_uZm7AhC9TFkGiZbyLfM%Uv=cJ$*Vh-LdM_Jta{d{s@SC~KV
z?DRX{9+!^2)-_#2VB@1T=Aw?;f>j0@FMx))IDbBMNL4hy={|!PF!e#JT38*wRXzHy
zT0*}VOHp76;;OZiu@p;Wo|S|JBu896`Ie4CbiyKNtg^K^S}SHyjK=2KBoDSRjv&@v
zksnq#DVmjk`(wv5|L{^SKcOLWv7s*a)FIWGt5qb8y4`_hGq&4L{j?~SU)A0fG^&j^
zLo%4B<Na08dTIn^xyk;T<uMJO6eXS_taC;2-lAZspy3>qvXy6k+17(s4sV@SO$bh3
zK+FFf-^oJ8hJjNbrpfORdAKhW4~NE9dFL9mRHa=mJ{zn)n{={7Lyg)k5SWA5!YIC$
zyrKTcvv|>ZeB}7cX$xjU)Vnv)3Vp2v(~|kNsoSWQlsimx^Dv$H(pZgALEQE4Y5jc7
zSbkBi&5*mQVuKhFz9(fGm4-inN^<z6<x+SgN^xfCSOT$k3SwycxmSjH5!Bju^o6lv
zI74iY;W8f%e6)Vskq)x|0l-nt|I}yiIJ`oO#wkd1lbmhko4rvy>=;b55BLJ<lj)jV
z-0l6fmj*4qwe4;R)D73qp}!ZHWWtX3#{%Z2iRUa(*kbrxsblg!_jn9GMt$bA6_%Rq
zD1V06dizYALlwK!!cqRj6gD|gpXDa@rP|@$lQbz_J-rBO<*{ppG#u8K7K%>0R64q|
z55IpLbl20}rO{7wj|@#&zuDE({R6;q1J0`S;EGIZCqr+Dis1KFPegjaq&YsLlia?+
zx}J?ZhS;noc|Is;(<`R^R}-=uYlX-_VClLyV1c;Yk7was5i3%`WZ`<}<&;iSw=r~*
z$alU#{y4;d$y87Ah9(0{AD4Ke{6@2u0hVf_D*}Y~b-(%$?YAD>)!#95y(VscG(-Cb
z;0;Wge<nP*JAwh>4TpUQDr0QHH`lMD>FS%yuV_>8QrLb}Gbf}1T`xtEd?~umqjVZ&
z5=oN;u{TUqSi;)Rw-3+0?+v<(j4=>20HqJsOEe1UDg=gaSc-=xhKlVBfM@uDT_&;$
zvHJ?q+5H>7Iu=U`^11@*)6nvarNaEE0oTUS4FXl81#R0c!$8I}Cyt0i6EmXA5vA=_
zNcsDachR0cNh%vfGY79fSX50aoimq$KOIpJ%vs317hq_@G&ej-L(4MJ?m3(=1VTCD
zlfLZu%o|mfn628})sFr!93B;XPhQb<9Hj#|m0Un>U-7+-Qq{`TwnE4SqUa&$<Z{4o
z#G)1{#zgl+X5x#W2TR+ZE0So1)3fu$rEN{`eGExI2u;T1ZIS~?OQ8wW4UQr2im-hg
zjKi)GFZYd)wO46|{c6Rpx#0-#i*US){=@1n;QwZ#`QK%JGDfCo!xh6=qZW3+HJpRP
z$7b!sEou8$TvZ;_womctVjdYAXyFzqYayW3b7+cn`5L!pB0kY@PYJS=`iQSfd7|+o
zm$9H1){c1n$mc9oeuT{0Hjg|@KOOA!@{J?|7dvOxmYCIOH^3|_9c2EzYB?aq>b!&T
z6B(YeboF{s%-)aJZ};I_Bb|~HU!QsGRXi*pjl~9%_+Z^muO#*3RefPZTRa8wZfhl;
zO2j@eblJu#_fqn~)lF;DSZ&_*{J`(%U$HFYj^|w<O{y(zF^7vIa(qs~=a9R<>bhm_
zm2g-Ps?UXd(E}T3Ahc|kFdrHG(8_pUq?IWeRR&B$Cy(ab7xSut@3iQB39-IPTSJ$u
z9NT3-=#T0w&T<@0@y<O7_*UQ&<OC(C>cULoHva%Zpa*rUcCYy|7Cs(`RL-7U{}xk>
z8fyrp(Iy9!<87`>E_1AA_PRnRGTrXfF~g!t4-=R_I1n*&#Is2HR3t@Xo9TP{ti=>2
zTaV{PO{f`yB{ha)&?J2Cs!XVHW(B*c=ZVMGQ`fDI*L#T3W@FaF>e+Z&m14*UqlfA}
zDmcBYUi|^g-Zf_m>_AuXiaZqhNSmMmvsG((?e{4oDkL>tlg)xLedIe})!!kAMOoiJ
zG1OH;`Q)8(Ek^`;${lH?;@AgS6ukHqgy;PFRXQMGa*V}>M?-JrmI$Juw_5kjSK2!7
zTgqm)$LYdQs}9|977kxCk=+cKXVb75^PK?41RR~xqJT)-<VRU1G%^SBJeK2%cH_=J
zs!i7KC-!CWIE3!`x7wUJcVlA$=-tf5Cx+S{MY>1jx4^b{m^`)q9htq5-IlNcUa6Cz
z>KOwcZRi9qZvZJdrt2ol<89XLx>bs8z*&YT>+0yt_gwKawJE_`9ooIR8)co{>cZGp
zIUy9EnSmqppkcA(flfdnK}2i^*l>?g&2E7k?}Ef#CXE=TQ|#5RWJm<xs!Va?coX=u
z{{nW{V&3K;;p@ekKHP`FVNB#xp>?`U-6*PGRwQld?BIz@Mn)2>NGdc!I;l;C4VcGd
zona%ULHxE)4OSR?H(r-banqwwWNBHt4jkTQu$rNKqUoW(0$XyFlM|LHV%1qQ*(~h>
ze$N?e*E-d|RoB|%q&q?wO&Y0g{b=@S4!Hk~qkj@6qBMr-a<i6rJCd*cOwFQ$sWG|%
z1HlyC25s9C#b=o7b|*QRgU%ZZWR&aEcNwUHs^-AN{6p)_ndlmc9i4NZPiaUcv3;hx
zX6)VhGlinO9*Bf>6jzS~*`NG|t-tzU**)iMiHQClH~&DE{#f<dcCdkgP2X5_ve(U;
zV1isXq1P*Flc1`OyG`9a{wmmoW%%X{?U;ndzN>i!$Eo8DnJ%Q{px+}Y#W5^Hq%*cC
zjCfmi_?gO}7o3yyfJ^6oMzbSR7j^)LR(Hdb=J}DeXi$DX$n=9(^Tscu_H|obWE4Oi
ztE|CAr>f+<n{K?xaw{M&k6@mp;x;vUP;0G*TzyQCfVTFn@7$-)Jra1z`mA*Q;lyT;
zU}gj-D!+p4*dIE3h~-RC@SAzdV1uKneddp^hBVg;vs68TEN$_fr{{?|C`XGZH5iE-
zz1^HZ6><vYJHFa6V#>7%;|qw0Ly|@(eAoboPGv!%kwT63@7QWK=t)QM{b@=Le*p9Q
zpd#%w#9(HxJ=f2%eJ<sbEV3GqZ=GLgKO?>M$d{41YN)YLs)V*F&#x*|Gop1hDo+od
z#6ZaY|9T{G6S?I1aT}WX85@NgkgT2!4a+K)FFUpLuP99d0gCZexr1;lV~ib0U^HyQ
z0QfwSC_TkJ+MuRfW?Ogfy#}f<(h^s3a^x6qn_oup@^;0&+ul_YW40{v_}`3@1}uwD
zhNH70QNTV7!NRE4Ta^f+PjXxds~UUi^C|ed1^gNAsI+ept~{L#f*Mh~wl9I2{Q;Co
z;?R-?7h<iPmMXU|ay=0uwoFVc`N;+zpUllo8Cs7s=bJS)u!UluG%e~HT8NNBJgaMZ
z0<lh?WZhtUL@@J@M9l%$0(33ggtr_PUum;a#z8_l$?uWrQaM!wb%tWx6iqRHN;{x#
z#QNV?Jd@5evf~;h*T%|i8zCpxz?blt&rcZhy|Gf$8~+|r*evS$nXo<X)e}$dzFO?D
zE=J_M+Gk7;gEt{n*99@|k<~sAA(_Y8PZ3c<j_7yd)e0?XzEbPl8oHl;dE{6YGlI}R
zi5J#ZCK_`EM-)-2Yi*>DU}vAz1~v|8`l}fUNdsGkvDXnm`(EJ$z6VduBt^UI5(B%}
zI(2wck3BQKnUf9kMbMO!Wt66mJ_#Xl2DA0ExIbZU0)=zD%bgs8;{?|{hD9ojnE3^G
zN`XLgNO|dK^Ql(2Wc?i0-FTHZD+5m@Mr|mCM)lmGR!!+ds@^Gc>qn+vbT`GY*2{ED
zAJ9+qlZRCcQorbms}@)JxXwhLR32N7_C~GO0}MH2)*e5+2(Y@J+t_IxKl^GyJ?K~P
z>Usi9d19FuG)71?<u#Qvy2zp1iX*U6cwvq~UubSk#Y&5wd4hf<OwkuP1I_zvm+6MS
zwQ`E&-lJ#O9KGfa$YW5<@5?IoT3dz38b(9tcCP<@B^+_*N^_)iWw<~di!6X(FYV{+
zqBM@f8A6qQ(3mLG1<wOI8GFd|2E?_8J^ak75>>yw*#fdl*lxhr#@zK4;&CU)^VQk`
z;(gW{2AoKfyP(MTRAedfFCW@`t`uOqix#=im#9$r6+r*J?*og1brD}gL-A%cPRNkK
zRGQxGcV{2KHKvio6Awf$j!TnS#N!X(=BS?%?UdFcN2~T4;SZojm;I-$@9&)oFE9VX
z`o@KZGC3BPX#WWVQMx%=KhlVEe`W9MZgjSdz$7hZY=`dOKD74^0d-GpAsl}Io-gy2
z1^U*MOvbSJ0xYKKx@WC~2F5>hFPW)xE+3&-tP;je^LU><QDx@TE;nNg9jb|hM>MRf
z8xL*kEBH;GK>2O_Gbs8nvw5K_thF+NHx+MmxC|NcDA$EEue>@wY@tgdZTMk>?UtS-
za5vf0j<|H0r*pHLuIut3m6CexIrFjYZ<3lcaMNxo2%q0RI+jdJQ+)Q~NwD2ECcNke
zUM3wI(-lFHu{qx;54C_(nF||?nl1(QCAd#lDGKS@<k^-{;jlvZD}VWqYf9-G(vrDX
zWn8x+G;Yavv>c!))D^C+^kjJxONHdxZkBB7%yW19;_BeKonhJ=LyE%qJ4S*x+$OC4
z06reJ1sP6!l@mZxL6WaJCLBF<1kqXZZ(Nsqe%E_&jus$Ca)`)b5L!L}**OO{r3vJy
z>Or=;32O}^S<N3WJ;8=7i|qNT-|O($S*H}B^^I{OeNsftnp*CdNI1kNSFdmQ&y4Is
zO-yal9<m+{94_rmgJDI{!J=nIP?OTq!?q4Q!!@axTn_#C;|Zi64IL4^s9TcL&`?O0
z24ARTC0QB)XW35mFK_t5F}4Na@cwSJYWq~f9PYB{M2YR@V(-49R2jXUh$4_2U8ui^
z5X|AEXIre#s3zj+jpY{ONTOK%@XyaRKF5VI&a;NN!raysGkHSeldvm}p6jx&9tSR?
z<3;Y(rTw{B^TMp$VRDG^6tMyWFZ_n}#8m{$B}%BCQJRWhIufXn-eM|q{V5r0wm&gC
zMUdopRZHG5**Ndj+(#n`Eed<9Tq~ec?L8~f%_sn-;-4^~cMbX4`bh%(y-MQvb$Ehy
z{c>fM<I-}`_H3u(rf$%Q`(Ez0hDML>uIAja)IJeQ?N_q3gx)}41K}P&|Jt;U{rjw_
zV6u&*)asfo`n1x6Tsoj38G(u%Ig$&t3;h+o#d3tQ3bUMM97`SR$!A$cJuDdk9-W+=
ziKJC%4CL0l=PgKVJ?M(BQ=i@v|9;Cm%id1!QBz-mLkAJZ`L7~Q^Z)J9>i?;P<p10E
z2bjw(LJ>0o3d~O=JU2g(sNVWC6FB(s_z<CD*odv?dswjwsAm-<U00`EuTc*o+3s2g
zY`9f?KUR}`6+21Z@=PNh?d*7u6a@GMN~I5jU;h+f2AkmY&8RkYi%HVChLLP*>e|$W
z9%tgU;G5{UIQQoE<`7hUZ_$>VFlw&%1%9_O!P(f(TvuFiM&OYA!oL-?_(`YjlMV|R
z^uUq#rcC2C8e#K;Zi~r{_Njwo*a<G<fikC1EBKB^bk{L^S}0}L);hhMcH_FjC291c
zr;@WBPoETVUPgixaVHa%I65B5H?5bP`c5(9lsNmtyN`Ja7i-i+KXsb)yXVu0YYIb8
zbPS9rtu*Ss0ycC-sY{t<RY>xLg#Q4x-r>gh?^$BDcYan5;^l>zD%=D{LP6ZVh7FJ7
za5a3h_H^^r1e#bImq-?&d2K6v{k<@~x`IVjf472l91E0G_^zOH1HGOS;a5GD2z!95
z%#DT#s^B4OyRBu(F+zfMFF(WOVW?@q26o1eV?A>YircXG!ZA!w0hr<D#RYrhz`%I4
zL;OBP<Fagt;eiK>Wl1kbOc7S$dU5KFy#-x1@(B~`_`*bIfVfZ6dP}*sBN+&mIeF<f
zWfs4pN=7Ye^!hH&z@yOFsdy>FDlm@>-e*25Yq-h+H$yx78Ud_ZJDYp7vt|--?yfC@
z#HRq05bPdKVQ*%Av!^}FKG)wgNR44vn(ds~>`^F<8)ehCv$11Uvug0}t-K?ml>3ik
z?V2l3>pg~d*_o|#w{}zdo_LwbDP3=-p$)n64p50NpR`$EIz()U?{r-~${KP^DC_N$
zVeZd(cId@XY7m;_w`d)E?fa2YMXe@Pz1#+652-=++PjHN_jtd57Sje$#;LN?b;MSz
z)*|OGJn0wN;2^hHTC4v+$-Ii1iXa(^a8zzeLDh?Mg?8K#RsJ+p#;W*SseV{+C4zOP
zH+y}HH}<(i`^2CX({xMtPJ;)WEieTL(mD}-U2f+{+m#-(n#<BMD@<-y5|rK_EtDC-
zG@{Q{TqQzoea1DpJuNI<-JO0lTITBkUSSWzd5`>%v3RrBNl&V0ZbXe#uJp0?8eAx$
zqZ{ZvrAf(9q@6H!xQ;Sw4_JD&4Q)1?gKZGS(gJ+7dqaruK^)Kqtyzz{F~PZ9a02sX
zfHuHaD?Iiy2S}nLlaBHL7K_DHxs=fU-pQRdOFed!_aXgh5xk;DRWD96scMvY1vXiS
zJ$<l)_U-)~sZnTXcB*H{x@!W>!M7%58DyGk1gjtDbVrOK2vTOdRgj208X?DiL|}Rg
z>7otZv8`s6$B<#c?u9lJUTpcDjtKA+yW29k69_3}$!b}Mc(8J8Bf660^%e^UU1{L>
zSk)!!9N!a{jA|_PF{jw1A^Pah{S4u*?A6aVUZ0=ycF1jL$F}R4X>V-+DhP3nyE}!O
z;WP$aF6yA!X5L2ssBcws5jkGrO?~VG#eg@R8w*g5)eiXDA7|z<{L=cXy^F)+YFO(q
zPlPl}<f;>UA7$nZ88=4P!>W(g@#-L3%P(2?cxh+BxDa;kLC(YK2l7hdIp>)|o5@hq
z@HOjih6g&+qioo8-ozD&KU*Q_GT|fY!9&H~H{H=ZF{mA2d81OLOjuQieDSe?nckZE
zQoyPA1mEa<V)M~>u}l&9{u%r5&)GABQ{Kx~z)kt-e&RCTWw3X(uN0JOcH4#x88S7x
zbgb*xSk{R1wgG8GIJdWxnSay{q<rKI=~G;8O8t7FzjE}x-dL(;6<$!6Ws6neO1TxZ
zqS9#Vko<gJHi=T~&e@$}|5AzUo^3&0WuRB_p*G+AMMPUabvCq`H?7Wc?c5bNOSv}5
zkn6y`6E8tw_P3J>U2E!+WLV{)C@nVDGv<LM#uui3n4Vn(>SPu<kn)bDY}EKIaDN+x
z(K(Ie=(g>}R$j7>mFgcs*)0R2Xc9s)d+W}jd7G)9D<c+n;B-rTE9Ik7ey@8w+4&C)
zG+x`B4;w>VSOgo{(OFsd_@&F83Wcw>*s>_T+1DGE4FA|k09`0n%E)8bp*roGN*Pxf
z>?9rD^^JrI;y7n+uy>G)E$@)Hnb<Q2TwyGDpuZj?<s!2po}8cwp92r%v^R_;uCXk4
zpgP@RqQgi((-G{D6t^$0SG{J^nOdv)G`GXFVN)1Qz9Oq|H~`TIwiYGK(sZ^)zd-+S
zIcNoyYL5<gMqEgK)Sb@dOcW3%LlAm{8y#|8lRKqp__1UcT{Mh;m~r&DELmOJgY46^
z(U?;nYppU5{uDpb7i-}p^=W=?IG5X=D$t&^-yeWS`CP`*^94Ql;hZ%g@(tUXJU*PN
zuv@X#+VtG>6nom9y^z11Ai!1XfKzMZu0*@#26a0^1}%l0lUd!}fs-*;EZv<&ocLPj
zM~H&g2wwb}x4pJ=u`;t$2v*TFvOj^xzCwHBP!=xnA*gJ4<Ssc5{I`p9|6OvX|K_|c
z)8T8m#g~&UPEbpm+t7U>rA}GbBu$ci^*7f^EE{+<7IXTU1kpf_tiw!@ViuzRw1g@|
z4T%W0m%hcH5m#Huad3CZZ~A?hYZa`o9I%Cq3@DGYlf9s?m}rO5QksbmRev?NH&&^A
z#MQxyD<1q-1c95n1JcXa@Gw1FCE8*;mW0pMsHc2tPLMxr(S(0gE?FFjh&S?W)Tf|p
zj-xQics1mcIrSqmXSXGTf@kXdr4O(<s9I-NdUY6wLR`eA*3NR>EAwbmqCe`@)cHJ0
zXIF=xcP#9HWtvA7#b(;}nAS37p@usXXe%+^=j7<O!O`tNctxJkci5)295WM|J@^x*
zlk)RxX|0<ros3fSc1z`B8jS1JCv;{PW!BE?v_$-tY#g{V@kI8{)FjsIx3p9XS3J3Q
zluMTmLCMJ5@Za;>mjW)@H$6X+gzL7hyw%&qkTp^hDwuehKu<kx*_rp8Cn}k%FQp++
zg$1}te+rP+6~e904w2KPjjwFl`78txbqncM0ODY2%~Bfe1rdTrG9u!iT8`Cu&67ih
zVd~++7#kX+A7~IMivhMv^uHA*9J*{3V+9wctEF>8oX8K<Y2N-gG|@dT?A_O&&pp*%
zj`tfK`o?o?LL)cbmx}cofnb08)3xlkkT^}gp<B+0O&cSOihPFH5Q4EMuGtI*-!d(s
zIx#P+P7B?J;JZGBL>#zi2Z~a1mdx4fyKw2S<yX<KS#~4NCY%QyQHS>2i%RjA=igY*
z?#05K*dt;-Y&#Lulo}QpR)fQK9bL1bC=p+qsiEwR7{Q#mjh%>WZpU5){xLtyU`CBO
zw=y8M<w!Eta+9;HnD8$wj{3!yB&1r%+C&wuiWCVByMw|@rX_;&iVlRogua#Y%(-3>
zm1{(mmYS5f*co)bk*Kgu)43#<R5$;$cIOLc9G2lrKL5Rghy_&09a+A_3F`~GQ`R_t
zE+&W?u@pS{sKN<sM;COf&=(<&v1G38Y?RsiCd}ffR7zZBQ~gvqzuekrHgZ>K&{c>l
zEeDa)yNaDptMbZHI)Bb;^VC>;Y(3Kkm7`9{)^UG?@UG5xMaeaWo|S%#ir(k1VY{I0
zXSgz$k~HOZTkU}I>=lFW2T%GOt5e^t!W|m_0fcs-SQkqqDh12OG4M={5eqF(H9zDe
z1Q*osxyGC?1T|9P82xV6_hcUOfYxZt33Heg<rAKl(R8txpu2^C1z=bZ@FO_bm#-P0
z9l6X8C>XHf^o!@a;hzi6epcpZa|O+NlYze!lg(C;sj0VXm$koke(%qCHk(UO%jCgp
z*Gg0^r5iGU2;VLT)3CSW<+Zu>u@_3mGkoRLU+hD{;)9;zMtlqk^Zmf<3N0rW-F&sU
zL@<S7h_zPe=D>hf?kdD3b87QcK#Kg`Ue_;LKfvfhBZf^k#Xwd_)_(pT7X1-`gy&v4
zA|Nw@%C8y6>`8pN{jK;1gD|8^e~@ue)^1+ov>QRxoU`ltqYoqt6(+x%rw}l?yvW8K
zt@#;+he|@4N&<;Va+r-Ha$jITk~)l7_?dvqnpVqiyVPgUKPom1t3F@<Xj<4sswiPq
zHwhSk1Mw5%T3Zy_R1qgQE!Oo!$gFX-BpA1^{t_%e5Ka?YC&Xk<rky(!eIGa&!G?$F
zOd1Rrt}(7}o!$O!nDz0C;8T|G0?n2fz|chMQ&XIM%LZt3BTMJJ@k!BRR^&V1nh28e
zY&UcLbCV!#io4sC9_UEpQl67{>nFXe!U1?)-$54;ENig+@q#?Iyrio3J!fpldYiGB
zY5gM}N`h2SfSJJtPzKM=alMq6K6zDBof;xNEBE%wwR^pe{@ho1%-fbdfjK)Bg&2(8
z9P?68J|6WY=LiOaY*E%PmDv)RwH#_kRLX$Y546?{bQEQ*=$_t9n9;ttjWus6lr54U
zMXRDnl4IKTJ2kt`jc=0A%9oV}&vVAH-#%(Zm9d^68a<z$QU!MkRFfol)C)0P{!a5v
zIO=6Q3;MM22S6b0ULwz0{m3!{pD=;~O7*r#oMs(*w~FPXv2r-+=FLjuLVg9Bj80hs
zYo8X5zBC(RtMC}Qupy1LZ+y>Qs3^%^HVsWl$J2&;JCCkR$jElGEymTq<N~a^piRiZ
zlZpxBy(X9!to~eo;L6CTY*;>MckA)1In*l2O9nNb%T#Dp#-b%btgSzw@j5rsiC{1H
zTuzk+4mcu8?WJK%@w+-fJT%VCxCO1rucmw~w$y#Rjf?=_v!GLR^j`vKcDnsED{8WA
zXlk01wcC#gqMqZ-{iCNh&&o+M$dq;YR_nzDdJgJ9MqQDL;<M2G`Z?%kv5xB>z`GxN
z<%X*Yv$E_NS1i_<%UOE4N5Al`jTo;>e*EyKzvUO+3+naRs-&GAxFb(HG=53P6Dpe7
zX}{-pO3f(Hw>cBb@kC2s-1#(3$UoTGYL2eZA7@bayKEd^9xtBd`vpZzp$ht8U6rgz
zoIz#jJ!Z8%X8-q%gdY=x=wv&~DGdXX24C_$xa0dujZWF$hfI^qs3IM4nGjJe%YxM)
z9U}fE3M15xD-bZ8xkb?-?3K+8{;IDw>h&K0Q!i~Ll?aDAYtEeP-a9;e@{0ip;y#Sm
zZShg8C2P!19OPY%#szMVqq3VivBh5HyBV(#qDj84Dg5->QA5Pn9zF$!SShOgjG?VJ
z7!FW$$vbBTluPr6vIY%7rZveIuKspS{@-Z}{NK!FlRFbfo;wsL=4ZgqZ#K7OgjY_8
zd$9ebfh_IR+J3AV!@F741*uH`T_L0=b@kP18QTZox)v5^6Z&QqEyUF|`kA1-{J_Qb
z_E;>3w2%TI46RNA7Ofs6dXGFl4+&2Tk@W*<t8o#yD86XbFRrZsteX?x`#2g|HC+GB
zbS$gKG2szG;pqk+-TLHwdG(FRjs8pBgua)nMt7rc1nW`)vMPQXTg>mma&+6pez-ns
zu;Za9lc43ddV2!1SmvtCobRg-=N|<G=%c<JIM{U|&Yoa=V1F=6N+STO%yMTbTIpV9
zCq&m(2W*=H6VapNh31)VE&;f)(n1eN3z9W+RbaQQLRWleF#*7p0pD_mV8VxYIQ_3%
zh-!pQaTR79oH~!SSM<`e36Eh4qjy*qvtmuuO@8n4*rDY{>)dn18k!9+aq+3);h6ua
z5Q(qp<c!%Tvm-8XSMuWdKY-<#nIZx5$SQPW7e&%JQs%FSK?CM=;}xiEE?#@zJlE*u
zr#j(VJ$zdO8|X4n`;s!lr!x6iiD{tUoF^qU`EZt|xL^5BUJett?Kg5t=#L0I*{Y87
z!QGT3B}A*idlXNB8SEJ0`k+bN$(NpRLkfV?0MdJU_BU(e^t7@RvM60#de5xq;GwX_
za#mvbIM3n5>e5Z+f%V9WA&;YgF(G@RQ&r*`z5B>bge^rydDu5n$f?I|wOvXpUFrC7
zv9t=W4>2W16}zUmj^4ca$`lcOL!-YSaKxkMhlz?Wv?L92*(3pIi}(pQ)LwhSd`SuZ
zjT5b$fEh#=$*ts}z(eg0Pignt{F%Fa*8twm@&={Cdb1)d*f6JM5CETFJFO|+oTzBU
zho>Z%8PT{Hb#gE2O$)mw7~>fQuO5Ol=5bXq!JWgtwI;hOcM^>h58Nv@J1x6Ezi`b~
z7%Z+B7}4DpicN;ZtT8{{o39wP#i{FO6q1F)^j!ohS%;WDi1}J5s>nIg>hDVEUA9(7
z(>hS#dsMp+E9dln*v-k|^U;;74IyG&144iFG84*XfgBIhGi#rxblRdV+d(z9$az&V
z3~0hVkVk0IIVv5;xJ&w(kx8qdt*E)}6#?tr7nl)$%1H&^T-|)QN`-pVU3-F8q4D==
zDlga<KK=uN8nIb7Ox;0)wB<A6(5{n>g%71Rx+HrAbZx6M2-&$ehdv$|NMBj-)kBG{
zs}6-=t@GLy=&5&>#;>IsXC3<0`;li34M!^*$S~$`KbI6E6ub8dmt8R{Pprji2749K
zkTW?iklXUPf$d@C5gYgv$%DynAADw0m-}_-J8KMVeEgbqHISD1M~<cT3P4{4GV1oT
zF={CdgikE+F#Lgg#(~?&m97DQ0A>#H<qzJ+`XO6W5wcHBzh<>AFin0&sxC2D(;Qt;
z{Q=~LToq2f{eAJUFlw>2A0a-JH3SX0@a%u7M*{!0YvmxPxli&jow%pe$!M8M7Zb!-
zja$c_>{6#Be3D!@iUTv=w{E?4-FtR(F&7G;@_F&w5RQ7p#si!mW*>$q{d7mW&zn0W
zV=42DrbXGj;-j6WirJJ@o%+Sxf1Zn$bCLJm1t(1j@FxTcKIlE^U(gE#*oJQnMFdfH
z41vkgtA9qkBmrJVR&t$Vr!$F8yFS<Ij#_VZM?`L!Fo|sf?;`@o%w*|VzCZR}`#z)0
zcX_{{6dcz;7FcEQAoZksLHTrt-*=(gAO38DBxW7y|7M*G@-h&LykYVC<I}-aBm(dy
zOiofAV8_jS@FF@h#{MeGc0{<G?QB;~vJ}hbqt)j1wR&L-O)KlW^{m}v{RGNveZ!i@
zf>uN95mbD5TL8H_QftSv3Nl9;qLd`$ivjT#pigtjo^?|3hAEGY;}P{_QKZCx4|snS
zv63Zxkvj%04;zvHG>BQPJ01d?sUHAQ`P&Nz8jax}`*h(AJuI+J^6ZZN_{vv+@m24H
zo5?tYUmM5VM88QLpzA?t^qybKyVWVs#!cn?Nk!2(CUhfPtWeV!Wysag)!IA_3+=2p
z%lL(KY+#_SpDJJ_L`xG7%%0ZauQmV<j(`2EcUujD@}IGXAV0uO!d3S1k5&W*O_&Im
z5B%P~8M|^oeyhsySXPZ-iWid^QzhwwG2GR7Xpm^QB0d$m?hnLd#oK=mGfu?Lie4y<
zj(%tMwS25%ap(H6(%*4xGIG9HwIigAhc!tNbEb`Rhhc1YtHIrErsK8w9Se!<o;%>L
z13|oBJ0*rpDKr)>SDBY|ShA<N!Ii`{)Pto2*J&5)^cMP9955{&-^zC1h^<`ZCfFA}
z=*>(^tKNwx^LGkTa=VH7&iFdLMk1)p7RbX#j<l)Bz#;kbD-$LJnpnAN!!4^co{7RQ
zlH$moKDx#FhfQ-f`zQU(p%4C*8IWtzHJ$!N;R?wnP86Pb(q8%OQw2}iv?rl^H=c&n
z+h?A~_q0?Z7e;xp*OkhY{q+X=DVGq8&;$OOZ=oHcNayYP!;eeJp*OS(!Co~VTEqC}
z8Gg3uuwMDR9`NA?3TWNMk|b-Co@Tq_cb2oXZ2XJkMMqnu@L^|;uL-si>u>wsIcYX*
z&?_I+Z(n;q(R;!s(2l4|gL|`HKTDAU2@m6=j~a57!8Z@mpYV-&{U@otL_6E120Kd%
z+ad$JL94K;CsoXRtZD;Qu(bcyE625FmosR~xpOY#+N4d3(b?8Q6^z>%L8d+3B6dEn
z!0<59SY&sdBfDbZtzK@?T*uJ!MLwH@*VmQRBY_4bgadx?oAbRK?693q@1L-@@F;e>
zgc3q|lO?IQw$ztPD^4Xgh@ySUtq^Nm!*3SHDv*Zu7&d2&Z44Qkxke_p2XvX;fD{7Q
z_1#rQsmr(xJa==d-dF*lIwVM4d$AEY4APrHOqLBHoR!5tx}?7$+X}+f(1xkpu$Sn>
z5=6sAqk)Lb6H%;_S=hyWr;+STL=J|y_oGWVeWnp!+UHcomFfOghw$I&F8=4a3Ke=6
z|NJJB5RjjG!|Xd7&i)OJzcTa35<)VY@tffijPQn)0w=5QE|M8aeCM>OIq(dzgh=#H
zOIqJfP`L<NealDZ<tlER9X%kIwNQny(X{0G*_2^h5~zRx-N1?|AYABYwHxFLuHcn4
zX89=sa(uXVX?UX*-{r<p#BJnvqH&_NC>1~;Kn9zogq&liEtsoWr|cjfX@Z!hlR<$I
z4o1_gschu9mslb#gAX98A3jvtq0Blj*V~Q_4pmbfcfnQw*w7|cAtAJ=ujgKb@@vSS
zDa8;QagbSkd4sVTTrGF3&YTp_{39XN<6{x>HvURFW_zp`jX*x~gX5denh7dlQmm0-
zx|9l3$%)!+xS+`C%9MQ6)O8tMuO2iJJEWD#BNy&;=A!M+w@KvqY6zd5vz_HN@xa7W
zrV8Pm0Q}9IPNs&NF*Cpj13(RBngXw>w&mX2esPVndPDp`Quo`vq?TYRXpDW_oQ`GE
z55YFjX_Ika9Ep0_o2JqJp3Ro}0<r165K$4`Fnve30CSCu&uZk1K_-`7+VnjLXfsHy
z@)>Bpr3I-{YDN)~wNM8}I#>q2n<EpB3Z*C|FjZ(6OkkNjsp?O-t}0mWFyQ%aEC2fU
zx6~Ph9p<<+9(ij^k2d>o@~L84+^MorUT1uU?7J##oa2ia8FJ2_dr6-$P#l3_msx@q
zL}2u(BIEn-+f>V>Zo;uym1VQnU_}Y>U<=lYxc2M>&BOQx9K&HXYKy(0*`}Xr-}QPp
zYlPuUV#rvxCm5_;bo&*a>U3p{7ma0Be`lXKL)>_@Z^n*U)X|oQKdFD&RbdWmb$7Q2
zX!gJ*M!Cp8WiE~MbG0qC2>`z3!|FboQd4#rbk$6ISM>+LnIb~4?fyV;_N32K@xCQR
zskD|yRyoC~TKLey3d1+HaW506^W_}u>m6Oc^d-LAfbVTg@rtB<76iT!RQff0FUiwd
zp<lBYdA80;#n)zATF%2?hQ)A9@(Qi!kSv5~P*6*U%P1;199hiZRLfFf)Sz%IYri9j
zo7V#-^WJtRxD~$xhjGUkqnch;7^1;X=2@K3Yh7$<x7^s2WOMi8qG%H{@Z=bPSTr_~
z7uPHdnr5mj+gg(uKV-i)<?y;1(lud(kkcfj&ZrQ$LaUx6E^dY*oibn1ve<+ppq%N#
z0}C<30{hFmRgYVFj>@X#{1!FT1R*b;{3#ye(&DXp<{AHND>+g1RNqf5_ciyyVI}oD
zHkP>t(;$yp&WW<shYG=bBOSc{9wA3JSxmkQ+oPB4wyr}Jdvz^U&`;6et{e))bGF3p
zLmct&-_7u)if4$neukZ8KQ@q&YjZj13V2JuDj$0u#N~j6akmWfF${d;{iW>~`b-H4
zhUa2@9ftZ%F_)`pK8c+|{qhK}Ly5E)DCWbVN1}N_)3qK4&sW2gn?s;!%Z4j`&j6eY
zd}7YUT7>1!2~k#?$vz)k-Oc;(P2alR;lq|+39`@%hUN|IS9!8`c^s;?-u7~-ghuYe
z6-BQh3-c}}UW8BBA~1Q2>6Q{oxO;XT9bV|PsO-81i)D<w?{Ke|RC|q<9~ks%z<03q
zoR=P(EyuZ8IF!1h-SC{Pxp1|?2}qkCh{wb;gCWIGGT!TDTkKwODd3|%AgY)9hKU;A
z41yc2<=#3~cOZt{MYVeGcq`;vuDDb;h<&~=D;Q9YT>dFdXST2s<HD3Mw((_<U!YjH
z6XEiy43Li|H~{8-U&VUH@93cp_LT|rzCqL^+x$|Ve$$JU5^7ogp?n2A(GZmKg$B6+
zRt-mF&Sm1qToal#n$svX;3A8^@ns)X!-5u9<>zj&JY|f-a831~ic-u|3xtsRJG({L
zNqj9bO()4$S9zDO;{}{P+EIL<agO+>(oT(Hm~qy3ZjD=D=AAWe&C&bA19KYS>pq=;
z6fo%nE^BqucwR5|`b*tK8+mFgf<h4s+_Y}=nk`9l=uKeL3gKc+!k`RGsvglmyNIen
zE;U!!P^00}(VY~}rYQq?jNzkRkaB0*ndKmMqqE0PoN9MWrjHE~joW}Cb|+2az;G=+
zgGe@Aw^_e&Rj~E&YO7Y}nJZH{<GSJub?9BN+5DERJJZ_YRl_yG2zyxRv?DS2lc>08
z<H0(8ccKV+aia#=#|xvFweer!;k2ooo}mKU#qQAF7THxFT$%QyyYTTbZ)>t>CHru?
zP@TFq`5VqVl=ndmuaEU}aTeYt(${uU?U{>D727ZOIGI)WXIie2g}dxGdS6E8-w3@{
zHW<uSCC_$nLh6CHxMX@x_VPg=V^z>AeTXMN8Z3lX;R<IBTfQ<A3f>0;7stqNGaaR}
zh|{WpCE2Z+a~A?uFml1{KY-|(d`P3AkQ?bT!x(mNixX(B<`zwg2JLfW01nN<89^x?
zXI-CF`IF2veap1y(rvu97Vj*uBr9M>!FV_uF9dYr6-vjnksxm}vh^<w;@IZGjiw5g
z_-csJ4`?W4ntC6%xxeDr&?aR9L>rR-YN96jU%z{&P~fHaD1qKhqvA8RL0l)k8hob0
z|BLTfj5Y_MPW&%C5}B9PrjgCJ*zaV$B%yM*k~~P1PqfhVHsAwN%t=WjSL~fR#1!V9
zdvjU4J~B?+eIN&#uk?~cMi|LW;Ok8u4Qg+s?p^e0`C~A4@Kh*qrVfGwd*6Uh)*V`Y
zEl2{tttzb>kwkHjhuX5ml=oczF5X3`SP-sr5HcnmLiL{$KHZk-Zsbp03%adv!ic;}
zNIPO#v_ExZ{md}4la9TGAU0d#?<&_ykKW0+lGI~;Af`abv7&{I1WppxN$fNUM7Vd=
z$ntM0stZ|ihPK97Y~GezF!9!QoV#P77%UT2Xn1r+GlZ4Djw>k1g#v9cT&ZNpBg*QG
znSNU2RASKtDcgG#@)zYJ5uIsLnS60o(`xr*^CrqimBS1I!C$`8JX0^U*XScI@0#}e
zc6oCwhiJ|<S4<U;pu8UIU5bcN>WR?A2v^+YKa`*`;z?E)F>Wjb`2dgS>8#{ZrO3Xk
zgup_UT`j(&HG7hUQ3%8x{#F!gqlJUOxC5aL=Bpvv#s^G$?6@kGhSAWvaZg?YHlsh@
z6rIUS1LSv~+Jm;L4&U<(mcla_Z_Iyaw?*JTGiC_>7W5=(Z^b}bF27_{#xg?l6SmoE
ziY(D;|MmK=nhpBvOyYv4<DyF{-1Z4L$HoSm%xp^7cI<ho9Jwh`4=};e>t9_6Wshm_
zb=y8&%1zr+^yU%aC5?DUPZ=sTXeMY#usw95IW;e2m~BnH&`K30j+N5(L=!zf)b$gp
zGPcVUZu>d_AAOEurl)|Nvf8pf^5zD8(e2>d_b@Gx{<HDU23n!h`BRTqTTRYwhHJ}q
z_QIR8C7|fL`N%r+x<N1gLz9%v%`H~uQ6XTze#)D(jd=-XG}!Mo_`>7>Qoo5Y--GEs
zCr+3-M~KD|lrVU4Qs3gor2LNx*D8`M_S6+?m4KA-d(e<c;%m~?zyhpd8BUh(L`~mD
z=bt9EWi#bVt!x=0>_5()(xu8R4#mIsS;*8|6pMLMxFn#S<(*P#Bp>HAT4&8E6xcx~
z9<I?iZ~Dp&lokRc49X9<N~|te+s_sg{;JQLe`0HMO6A^Nc{{X5Fn4cz%D!=V+D!9y
z2-?Wb+Yc6E6DMaORcL9A(g8*)uvWSeRaaoWue6#JOiYn8E$^<fO(JL3uJ?FDs?v96
zVp*uTjVY$Zdp9$DQU81U(4@baLmubzkMb&3g$wCRW+eJHXP2*3<4Y4^F3DgEiKQ$1
z_O4rj(h<fO*I(LNF11efpMGhxN@@i6E}c3Sy#lq4@YitY+S(bEdgIv%Ci4=`8m%gn
zRd9{eWQ)@HN#^zQCF(D?8cOl=KQo&~<l$H^u&qyyYBZI7mJ<O^qK@o?JvTp3bOSYa
zBEb3|TqO5;^DsD#6zZfx*J1$(NyaFl9i$arB^Txmp&eD5#VnVgyEE)3vGe^9d%V5h
z7Kv^<6HExmZ53NI*qUfsWX;0uy?Mwt#s)UKknkmkh^bDW+nkrv2lRWvg>f_N^ujbh
ztJX8TCk?Ms!T^dG2FK_hjtH04){hANCe-Q1M|?`uuC0ZbL2)ky9d@HW&6dC2L=^Z9
z9lkBvQ4(AOooNYigoZodD+htGZ5LwEFJ<6hrFe-o-n}+bQ%oDE9sCMYI#$ts=4_lB
zQzL;yoZU{2o%%dW&U7DbEVCHq(XX0`@*@rFu5AMxFSG$MsELzk%G`VF-MZYxQdw*U
zgv|Y1PLBpR-dlCK-l$$5dt)_T5xXDfd+D95)6WF8)BuX)?KetrdcPfOTw4DNX>S?S
zR@_GWA_ZC~(Be*uJH?$UUR(l!AjKuPOKG7%2@VBHaJK}CdyBh<5Zr<WcW>X5_ndoY
z?%cUE=ia#=GJ7Up_NV{e`+3${zxByVZGBAU=GhBY^|F7@rZ;zRKc`N^tU2^Q23%Ac
zSHzUHyqw!8J>krJ81f$uA}&}Ut1A)tH~#x)!pB*EF!GWa6Uo-Hh^jZ9za+P%@n~cb
zKGlkmmYNcu44*Jhopa2ky3o|}X=-acd$N}Cc>mVG%QU*n1Sxv=sYZhJDdyVYgHC`a
zE1J4NUX#1EChnuK$ea^)$ZvwM1r(}246ud}No@Y+yOFEdMVn>{uPzEp{}V8Z^#vYB
z6yIw`^hmSz3{|!DtWvEd5tM$9N;^E;io~rNHne4pSiL)NM|HOaE&K}&IEN+G>xsJ-
zn`k{2pLE8!Q9LM2wwr!(6Q7Lcr8i1o!mbj+yYJGYTup=pH;u2K)lzp#tZF=GfVxbG
zR<Y>JxOlIUw}&cz^=?ep0?v%%av#n9S+MByb8V75qBq7*bl$kTc#Y$K2IAUsskRYx
zUE<{~_S|^oWd1-?GUuW)mvONix2F*?F-q{hsy^4s>p5plKYvc`pLiRMOnZS?+%*)!
zEM~-aKT#HtE_*oby|SZSs|$tBo&OBRdUM>&BOOb5o#K*31E}|3?OvUl2q<~gTW;5S
zj~S5!eAIuHkVQIE?E_orBm0oI-SL!+Evj~=X!O(^Whju;y)R2uyB~AKYleHBE^n0G
z2*K*l??Z@_33-Kt(M><wDQ*#i*f1%F(Gu=hb5hsSjU;`bdrp#a^!Rh+8UID-W9O<X
z)YiK7Ex;<zA42-h`(DFk;siQ9TW?(LQe>Cl^)=DM+)=P5-nT*Rqh5HAJ$2`zrc}$S
zb{b4Vq4xIT+_Gz)xONR7XjS?joPr5wibINI!VrGB_a~zxE-8BqKayYE*0ez|al<e?
ze(Bg)!bcEM0-u?F86iM^cUeFAvY)+(&w4gVk8l4KrhD*@NbogmjQCPs^;n#=RXmtb
zF*T@Hkq{aDp8o!G9$GP<NPQiA5vS6%P~>|8YDzp3n*+#x<MhSm+rO)Wm?u6W4+J@D
zCHsxee_AOA%`#S)?J;P@-`T)Uvx2MSAWa(zZx$9!KnqLN(0KaDz*vJoR3+D+b<e3q
zksoD@S6F@u7JtwJ>>vy3_SMz2@?n<~@0)lX=gY#5U^wp5WTea$F80cyXo7ZgeeF7D
zEn|oKr0XrIl}xyb_A2`iG`R5w-91AGk9e@AcyQR?7(*cS#{xnnsM1E&j1r;GI()^;
zaecABLA|!Dle2B~TuJNdf>I?Bfjk9eU;Ya?DhFRh|M;`a?DVQAEQHUBkL1(O+oAn8
zPcyCujmdb!65x+M{a@IsBL8K(LCkdUbb*0dU(5CZ`~<0OgQI~PUqMF+Cs2%Qqcizd
zto`F4Bd^NG!5>jn_6kYc*x~N5k!OCQAQn}e8|lMe``Ue~{Ah!EH(jvk#?BgC%r_xT
z#~+)8OfvCrGHGCY{4#R6?NwKm3A#Ac#}tV%)(AGuf?1H;@;yygB@cvz5}TSZwRf8Z
z&00CGB}d7^52kYN$&?IIR3|^RzETO|NVcc5HvVhdAya)OWo$UNY0fMpR&QLFw8T*C
z-uO<E*K&V1gn!oRgd-WV;#2QrN>2|1z3!2^o~@l*HvKZ+efm}NQ}PlE&EHV`p(4Yj
zcloSw9|!`knofqV2JxOT<*x5Q##?VZUK%5$ErQ6jWC8E`-`jb$Q(b>NXA@BaVHrSS
zM;Ev4O>sYSz7h8z#e?9IIw}2ct&;k{43lZmKeZxME9>p2)D5tB0$m8QSN;DH)KyG(
zjNMTI)B07{Ox`|)V+<Ys{}G^bskHg62%R-u@@tfXk~yT;1aa&I+hLjAk`u?)5R*rI
zv?Cl%!Bc`gEia8Le1VZ)sIsyU2Jw)ZaxxN@Jm0e2|J&^+5#B*#c86dXdS&zSfX8(q
z3?Q~!t%3T?xUdVPFav>7{5wA%hN!`^$vgc3t+662gb;ceB4#DaQz`_wF5k*Y&V<QZ
zM?<97VJzV-NGN>me%b2!u$!!qdOuM3>-w*(#o~e?N{?*@O#LcxNk%2lSDc7+0R>Wz
z38t+g!}vMNd{Vok0EyhM6o;cadCT-Y3>P4=&IMIOvP2`{8ky-ztEza%Ywa{lnhr@;
zV~}nDI*wgwYQaK+gbZhb8@lPkwd2@9I?HF#rXnEE3ij}<mbbj+{tCe~XbLSkI8rL(
zy&{P<<Y%SBaLpX$coRgbZ`TpU!zJ2!!2hbK<Rt@99=@KM42r%}*i#iJ_VJI=vozuH
zz$vuGd)I+`Q3;cxHCN_+r^Vht#T@+Gz2n$VwSq$AF+Pr4tZfj=GwTj}dUMha6JU#T
z0c#QF?m$+@IfXU@c}Sh>7nCP4*DzxpJL)e}HB$|~fQ!eZGe+UCTn++vHOif^Y9&Qi
zo8S+sRsP1-n!XlLN3^i~lajr(5y@nNwhcZN>QJRgpEiFWsT#syH$ufN@J|J>D%0(%
zock4+i7$tgJ5pZLr=l{TF*fn#z|ZBs`;N-G*EZIEBmR3T9w+xoGcS{QVLw!R(g$R!
zIZiFQvfrzVni&%|e`oskHkp4nddaNdZ$|(61l6v6K&TI!aQ>LjbXnf5zVyy<Wqq)A
zfTLhmKmEFY5wl?=sS)3>`&(Av-Er@0(hCL8J-MM5y@Ot<YYdwY8Yi==NWq*HglH2)
zv{_>2GL@0HFx%?(2tAP%T&wJf<+(s-XX`b_@a{BBn}?a!n0%`BZ*14Wa)3!Y=pLti
z*Mg?YUNMVpg;*Td*6@YAi3L6SNA8bLt)L*)$XVmoXxa!*LVi5s0%G5kL=P=7J-~-?
zGNI8b)lU3yJ>|z;+_4v9%6TmH`GcLz6@!9ln%`XZ4F(rxq_RN7f3$UVe!bYB!e#HK
zc!5@uIUtpIWl)}n^M<PGE62deB%X+lyDYJ@<r(?9-UJpu!W6Fvpr@w9MSABw;uim*
zx3(dT{-O}It{iO*!yt;TD%o*7dxK^_=8)GS<dvvS`-urR1C3a_K_4A`86p1;TT?Ep
z9fIh57;SST80S4n{hNn|ko7F3l~G#}5~KC@QX#O##T5<_(<4szP`>d=r5~YST8})(
ztkmU&+8xODEc%g={wuy+WBXla74zh7RKMe$xV1dP5U5Y1Wy&^)J>fL6C<P>x<bs#)
zLd%lvv}eXltD>P1@a_AWYu~5cE4#C;OOl$O#nK5me=GH_yY7&dW~PH2QF39{4Kn?_
zJWGg7<U##NQXyt?`Ig@3zY|wZHd=$^-gbn*Q|4Vjl_X<>20xt}dnetJ0{<^ru1pU*
zZV2a7z{@D=<!`Yvto$+}d}n6c7Lb`E@vC&rM9%J~<wWp+zdLc&Hi&f1=IDr>WxE6C
ze3lo#8fhCd{$9x7dsG3G5O%Ydf9h3nm4Z+B$IChP6bHZz&MBaznH#B|;o+upAsg)S
zg~hl#0w2GrSg-DjsVSTCPy7aRqNHPhS`p0S6Q9g5`uiE(v&Zb^Ri=QG{I;J<Jzi|j
zC(>jY_IfOn;z@-NwBf+!{*X~CJsm$4g1;%%!ymY`g;>5MsPEQyFnc$9iAS1*02@l0
zjjai4i~+6CGRGpz8XoQxvsBy1elC0Z<%U4ihuMW#-$XSJu?pq(bBosxN;grGb)G0+
zy-&+pbm6Gto0wDF%O@6EwV})SVV$$-$!Z*DntqnpEMEDUObzu9g+Vu@Y_fLX#RN_;
zZ~N)<1RdntC~fW+-a>q{J>-$$ram(bHa>N+N2-JU4}N!myqk#u-#b#Qb{JcEm59e<
zvCgW#U;VvqGjiMe)wtFn1F)ne-=FB?J#&^vlu~y=B5A;nriJ6!OMG@Y6&r10T#Q<=
z|L1$twtrJIOTV?yC2ijY3mc<9HNAl-5Cl+Hc4tllZrGO!Be!OLh-VW|C~GG@s#;3J
z+Q6l125(jJ%JD4m!;iIb0NHx&CG$vF<m2;)7x&ZM&)SLo@gE@~Ze>vdnsLM`Z^xv0
zvDG1m812V0<Bk;bEGy(p`lsWPlSGV8ku_DO4v7JESkXFPY3K~z=ZP_+?0dyCpk7_D
zH|g9srqHyE&jsJypgY#`aQ98*_J~kcz!WQ~s=UaWR^3<M&;MX6iv&MYh%@dd;F5XZ
zJ@@4m4eum!2{&%7j)FCCa8AOqzgK0X$2X9Cc(Ma`)2h#}uyy3L3%HE?*Rs~ODk<p*
z4(eY?U0HNm;O=GSSXhoQEl^xPa3ZNxJz{55dP+{$=fO}C=To#C(xhn@*EKQH=ZC0f
zs2E#NQ7{vAI+dxW_oq4T5o^y2NGtwr#2n$#ndpf%qskINV8QS0|E9zE{^kiSHLu47
zOvKASQH&N_S$LT|HpEda=RDJc&c5Z_ogk+S-@0C}3GGyr3wlD)fAvo1p+c?Np$-|@
z2j#_A?*6UysQeMr^U2x58^!?&Qw`?Six&M(L1SxoziUhaNwoI0mjY@-seaZPKsLf%
zk!586z{UXcbh$U$5B*$_VP94+C-fq*-ad!Fdb+{*_$8~<SbXaCl+NdaYdJo3xP*UO
zL44|ZCbRf$r_9ew0cYD~Eu7bXod7ryJ8&hoxFzqZ5~z_z&EV$tF&BmCEx38}xj7g;
zL0)I}w`!KX1>HfWGuq6|mwmu1K>D0rK*ZQ!J8*6{Ur0GX9y;FOx8+zfX!NX8OxO%i
zzUxQR>I2hp<>nL1(Q+QSjFUW9M?#H<__Hpm3OnycY5h3e>^}Ic@iW<F%eC}XG8?WH
zYt{k!Svb>rJ8ND(J|a9Y66$cUn~p4$d~CQpz0f91HDK*i!e=MyDY8mEw09*7KT7?Z
z`zeO4^>8VO_`-vaDYG(*E<jCgVGvzknJuLk?_UL)Pk8(UqvIGjvU^vFnbrIkH@=Di
z#;r-WzXmgJjSZRr(pWBs{Ug|0S~TBD5g2|MtWxbK)8e<TGGqj(SaYI7I=H{At4K`l
zF2n*v&C*`C+w_y_AYRwHx`0a^H<rpo#SYchz1%`K82@m+-FmS`mR&CE`tSIiS$&(3
ze^8gsK-pLY=mY(7v{`)W7AwumNCp1@{`d}Az!dOs&++a<k)`4|LGb>@ypXHQMh=?V
zEQhhfG0M|$W|Z%@lc=x!5rn7O;j|mVtJ;Ud>G1Xw{L`$cJJDNco=6T>P49HC>DTHc
zqQV7zA2+bnqfCL4zg7ER>|h5BgTzXMe<SL<N%ZEOQDAH$|H8lL4ns_0=4v$B9ri}0
zY%Rq+UTrL<Xkk)wf7h*-ZCyg5k723N*{ReTBD+L^7srtGOHv~-CR-y#oB?3R$?E#`
z0uHi)ZhUIEoVk+oyZJ;$rp8m`t<ga4z}lFnssFYqz3-rVUU{|piG5dwFtv~mcq(Zk
zEwrrKV7h^nMI*`P=ik}4kX@tqe1~!Fg&kgh9mf{)n|>MGId9vVILK;8!PBG#3zc8s
z49ke$ircjr1=uVmbzPN9(1xKz6sDhj_mrt91vMfMGV(nw`$_Q447uqwQn3ufk}17f
zhXFS-2idm)woPi=)>%1PPF3ycf(5s&9`|xrW`_LP;w0<kz#;K+S^?H#UrAvr7^X&}
zNrsu+TAxAfPe3+BaBGJadsijryf<=oJd5R<(L{9nOKZWr=CB#|9I<Bbp40D!(j|vh
z7!V#)FhIwqI&?pye2#Wa+9GUAO4HgS^iUD4(*aofZR=^j5AF8P)%<$^OBQA^5qC1G
z0XjW53p2n!mk6M#Ii;DB_|bt_&?0<{kC)+d%5rbq;9mrJQ{+RnOgtv+ohloASk7|j
z#|%IGo^7|{KOn&bwlNg6=^ozLQrO?&4`tfB^Ssp&FUFnVD(bk2C|_Rc@(%7x#(r(C
z&Kd1=q_0>{XmVvGc(<Qy)q8F$J8GNNz%*8gfGha2RaeXe?yVMmaznvWWfV_7ax3gt
zo&b6kWCT{2)r}}=IVcn`L9#hhE&S}p$iEA9E#t3yB2ufi+wg?Q(-+$Jun^IR@>CSt
z6#p|aIRN4sn3GwqoN4<}t$PinT)y67KGz-YDKhQ>(CScKF7@U`6zg(w+69lMO{=;8
z;&8FC{(?;gjQl0iLu{zDH~P=CQt%@mbk|kId)z#1Nk}3r)u_eqRx&Cb{)020e%jp1
zgDW6+kDa^B#{^}wR&|>6`*`4SZtrr{vXaG~yk-wFpkWaFR}y>mOROR`1qAW%*!~?w
zQY;~4>SV90ox~tzWBDFGjPwbkYL~7C<(wgXY(XxE8ztC>ucwBp=l`H=>s|HXXi)bi
z{^Ii_vPM*QxsjEqi3;fX((N0fkY;0#+@I3Y$tYmBnp&oXiC^_pzmp;S!t7TJGAR$B
z<o&yD;M{z&QVsT_Ty&Bn^T%zQf!lWqbC3s>Sle3&=r;^lPdJowhnYG8c@qn(b(B<8
z-~NAvbc3WK9+*SW^gRN$f?r2ujua{ezG72J(U+WddV=g$+ak;%l}LFLG+eCPm!uGr
zR0%30rk35#=~3O3$kb%)zB+XI8jNV)Jkxa71+MHNMp08@6=y0|AXL=ap^62P)c|Ff
zL_S*919w}}DBb<F)R|V10cva2uiKMMkWJ}1S=fyUki!N;t4k%4%0RF#_E?@ba>O&J
zhFsZscp_fQ8e|*uU$EZ0|GH*yhpPHl*N;lQ@`TD@U(H;JLlhf^=ihO+N3u_4;hRs>
z6uY)Q1)5RRiK@gEw473dq*u7L7?R87R8LJ~0tD?Gif~@7&4#RzN4-8tHCZw@lTl5H
z=-SK$4mMAb9>Hth8Kgbz&&o50kVV_I2J@ebY}deJwjhn$lifi__bk%EjAd$-n)Y}!
z28m^#<m}o8T{64UbV_pRlCOdZU)U2iNwlTbqm*FJ37dZ&ZLGj|bC`bDBWX<X9ec;l
z({{sJY$4^+^M!D$@@}&!R>yUIxZbh^vy+=-u&Z&`8o;Cgqq__|Zi(ed*m~pNSt&Z;
zT$mz%mh_muYnOjqUiVaTy%z;_A+X*I$U_mcOzpSsI&2;~{M{+s&tXRd%UH&Vm30je
zrI-hyUqfnA@m2cKGF<Jmu9fg5iV1<+g8;l%LGDgJG3IN&H}V(ot;a<jh4<01z|VX4
zqrRt#e?sJQJAB1h+-3DmyIcFvuAFB9o6w6&R?<1l6fTvyO~<(@>V(Y{t=e6)W+1Pg
z&<VNnGe4Jqx7yvBm5#APFdw-SIya=O8?`X!o!PytNdX4tMm@X-SDTv8Ed&($zWZt(
zCK2Z}p%r~eLh#0&btVX45Ku~HXSsE-HA2}VBu{{T%;BOPCI<x<-t_bw=%IGvZ<w7I
ztAk_u-w_GOP-`*MyyUf}dktJO9$GHv7+dD)aGly>?^~z@eefByO*IJ5a_2|M3vYn%
zbqpZ%A3S+>LU9ZLcS^7+s^k^1r0@atE#ZGm^Go4^nIlYj9t|~P>e;-Cb}$)bEy*Be
zRD;7p-`*oP+4+F(EC`~ZDQp;dTJy}agMY+(*{fHPs8`B2LE-lSy)g@cA3mt&)I5$u
z)@9>RsQvs}8&NJ~;&sGpKFs{Ia+MAg3WhhP;<u}>wl9d8N0l!9tr)Txv9Y7y^fJ?m
z$Or9~GSaA79LtzD)WP-<{(f5LuJ4W%@M3kf(*S9$&&{7Kh{!VTmO!VUi5TI-JsYwA
z`X%_eZ`Ls}#m`i)hf*%?H*)EIS?;q)W$;|`Sb!wOLZN{_yY-5eIO5;;|0b(D)ruYe
z{%BB?j!dm0hZMo6KBbf?)ZOyvZdTprd5M`|aThL!JSD)j;9GC?vs>e<%3y?%w$da*
zGN#V-U?S(=3yfyze$c>DO4cl?4_+&dw8T*;h4)0Gnj4*23zH=v!&&iJ8{&`vIZm7t
zPCXj|OWtznd9F6HqC#HJ4rYhCe6f6Jhoo)u>VXDMByc^oC3XwPKjjm+2VNCf>bA&;
zPwy*}c%gnq-1lbbHXrgs-X^-sLX)w!1Kd{h7pf7C!J4L*fkAo!AB5D<P)6no%g>s5
zI}jYW(c!^Sm2Rwv7|-6Dis6VQw%BBMf*|FXlL27k$y|H9Eurf50egeJQ9&sq6j3_C
zPvK9vf3QNGJbSQMjFUB6dc$s#so&^dlwhBFHv4?7Jg*+%Dp=YmC@b=GuF?<Mn?vK%
z9?tSHN+7HqQoEBnwO8?Z=VjprImwdwP5i<geXNy1IeT^BR=d9K-`tXhx?xbsntg}g
zNYLx=;@>YHb3AvW$C;%@FUy`?JxYC&*frD%TQ97eqNOfr%c?XZ<$e<f`sXp65V#ji
zc}n=t@R=DVc|80}50+PC97q!>|NiB@8mG>M#KC8l=?l2*kflNFtHXY0e@+?CMLnnc
zieuLvpr)Aq<LSfb`<MGBifq%DsOc32E?eX8NA4aVmckO_@mM1XGL_+;n(9}x!G_fi
zw3yPi$hZM4Op~|Ud&h0i8wza?r4$;`PU7^ZOKbIt7MqaR`%FDWsa^k0nJE^!{=i>4
zQQ;K!PlaP=yV^kctg%D}uO=d^rN}Y53`zA|XgTTy#LF6IJ5^m8qh2EvfB}KIYj!M}
zd6uv$Q6zfZ@>`nte&$d3C(Z=ADh-`KVs$c{*5&~hRZf?woVG0u#6pE_b2;}qD-0?j
zHD&wI)7<aoijF@qcfnbfQ7@1=il-}ct6IN;rQUU3RCD<`GSyLx25_Kmn5b79%CD&*
zy%ies(@V;q4ou?Ju#YI#$Q44jXBP0kd*EN+cXH8eEul{x#P%0p?#kc#VNau&34&<a
z(EM&B4!RiNC!XwdS3rXw+G##W`e@vRiy0YwHc$KDxM4GONUMaPqHjE4l;x>1?fJ*#
zSak23pPn&(oQWzpK}88JZQtD-CygI8_&GjS!trLV?CS+wIVTI7!|oWwtu;YMlG3R-
zhIIJxeBKFp81-n#5AwjXrRtW##K|b}lNR~`R60vZ`l`g!$R3uA;(-y>z#NAiH^Q&v
zI!`t)FlGtgAC!WM_l!=JSacT&TYnpVJv1?Ai>Cx%HN}cVWufcy(51)x@q9=9y{zrO
zAfE2VSXPj{V<D-Ax@cCI;t{`v@(fr4%*6#U7+k9gG$N0em^<)BH9|n6{+$vHbYlQ@
zzR{R@$*aF4pPwN9)Ov@fByY&0mPV}`MTOL=>^pPVoBm9X!Fwxe^E!w2O@XLN=i<5a
z0IHoEFKtTVstSEzik5DAS4~u&^EEWBMzB5lzHF&nVrGdnIZ@UZ7W!0$5;)|`PK=;f
z=GTo!dwNX(p=WWopJ0w{v@f=y%1=sip6p;WavH`Bzr;?{2e8y{TozXAYa@f6{TO_3
zdIC=~<m<G&tjvydlEk?#spnN)^O+!Trwpl@-LjQIH;5|)Dj1DjWLs=YFDUF6q;Vz@
zOTCz-tadm94!eTS9?J|?Yeo1-3@O}^x$DoC_udTjP&fpJw>y0v-r))1|7m1v`L>H`
zyTfln`}yvnV<2EO&b{bTx>^9~Vmp1z@`NguGNCx=r_;D|nrY#7&77O9kpIE>b(gu+
zE8#h}A`TX+6!UEBip&5SRh!{gW5LKOgD|qkGK3xYUH^nFF}D6a%=j#qBe7kj$DPwp
zV*VU$htL-9jfCRhMjou8V(OGtT|@Rqy#Fc($@JDdv*wm(xKQ8+g#CNj5{XuD4x?x&
z6dbESG<8tt``E6K<5Qb|aFdg_M!{vv*MnyKx(BfltWxGGd!o7i+4|IuI#0<>a`iK{
z`j(Pez2OBfs&8l5;{s0Kj!X1Pf}H)Kz)&o#sCiZl52Uiy#{RI+UsP(MrSXGm#e27L
zI4>4@Qu(1XgV0<e^?~3P(JSs^cSS<%#>hwV-sZ^q{aGc$<<~NkIh+(B@><ldk{w0U
zx$e@IN`O4cKwvebr1|+OkE+)Lv9gl`d)Q8Q0d-d<zQmp)H<;F}(P40De-#{{Ih#`A
z#J2KGowA8~Uiyraicd|m#RYt0E^VQnOlY<3O{Bn&WkuvK>>7=Uf0G*-aynmD>|fPt
zj+Bw&2eGEV&UW+9G-yTChoqJDg~jKjP8@rIs5y#YCO6Tc9JQT-TAM`Mc<tByue3u;
z7C)TcI`rDcc{7j|(i9hqU%#o}xTtK6&-AG#k)to*$N#kzh^`{-S}|&d#;B86_cXwH
z#aj^KKUL|yl1!9;N1wWNFLTZI)J{;mN|PQT<mUcrA@{52ImSGjAq!L5D&MXo-M1nq
z!ow}DYnrvjQ;aYE<9|l2^bm$4{E{urak%#bcvy!I!1vv}a-1ypih#<xh023MohgV}
z>LoGOsUcAuEZ+daKNQL@<$Ju5GqZxhs(15uhV?2he-ZMJ_M-KtSW=0}h>y#2VK;^n
zf<_9zTw{a#DnIQ}*Ve`_%&4!wu`DS1jkKM187UPAalBJ1YU14)RTK3xYaeS97Rz5*
zLd?aeo@^EA!&hGWFXcEFC8J5CuS9gT-<q7gyV~(RAv#G=UwZ(NbzFUGiw{lJdWVb3
z;!~4MM&@XP1<fP>gA={>Z}OY6t9rCFiCKT*>Pd`Kk7m2)q{bk3sYJ_qocSW4>8z^m
zs_drgz-b`51W`Xi)I0;CM+P_VA3|I`z6n!TMf6{91~E2imkyMQByB+GX^-vkskedY
zap;rFuIYOJzD1TyE$57uHk7=z*js0TBur&@<o;KXeN?+hiNi@{Elo?mhLnUD<nv$9
z{Ub_1tgnnlWhkA0R1io*{F%&skvoBQ>4TsNQlYQQ4IW6Pr{TUuIGOXa)QofZT_v_Z
zc$S)+Vx!1g{EGJhm{pwKlg&rp_<K4WRF%7~$$*$E?4rouGd6hE$MK7$K-)}zYx;OA
zja<}BDK`_p!I}@@d7V8lm|QzKd}@@mE+>c`Cf3e7Z{Jv%{fo=P1fp_zp0GSve+B((
zIQb8b+ALhETx3w>e21-;YZ@FZ_0%1hIM(zie!GJh6(_+l>M*9R=^D^jdUDG4^IL{W
z@N=`n)yV1t!)#i2W)X8F7`pW#8Apve*Q2<8Vk^=-q%v80zSPcj_ic_G7-q4kNuD8A
z9#KmLz04*-*NeVOyZaXO3P(7e)NY^US>1D22c+5_e{$Q&=Hv$iZmaNH5DO|BBxw`G
zJ*&UyJr8?$|0taXR$GySeZxn<Zayt|aa<=Axn%GK0y1x$`>sDT_%?k>5L`^0*#jE=
z0i%PgT}E>(x6<XIkYAhXA{HVg(|_KN3QI^=7l%mhNt_jeD_=4z1+s=)Pt|t_9&V&P
zGxi&h!McuV{69bW=<B=S5pR!qaeQp{<En|_QKhr{&Zz4*sG-#ui|Jf55Licq7J~e8
z_5=Z6h`i=@DF4Uo=zHjQ71R8+Yj>t2q+|(%DWa%49PD$t(e9}dG@*L9x$UU5fO$^p
z{BENY5D2L(b7!T{BR}j*UU-po*u|bN(F?sKXWl(_a~UMOB9ghNe#H(w?$*vpmOrpn
zREJ+<OFgR!6aQN>k%MyMLd(b=O6;~WcT|<&n-wIg=$qTgqK>{+4q16tbk^D@y_uHN
zv|c~cWL*$<<zQN4;d@PdQ?mc&x2$htgidyTX0b1WR(;%-D(%(=yTs&v4msk%w7^yn
zB{MKu)#0V>c?chO?$3EtcS`uv2PEdUAQ_1pDB*8A25a;qcax<`B6}>c50$JezacUC
zH;B?*=^CHgwDdR})4eIqH?8f1&2x|NJni)!fYbOP(^_)?N>q9r|8EO2_?(SN$Ch4^
z)k<58A|;%)GQh`$sgb@}3Dr(GS1rfr6P0i4wKcCX(+Np$h6MHeSvzah`1gOmWN|sm
z9)>9%8lFfdNdEC+DJ{#l{r>Ne-07kN=s^%|tSsG$mup&pDiuL1s9CKfJ!9AX8qeSN
zpj0st<j3K#$##EP{T?~96=}ugsSP~q_(Zqf{6pvv3FES9!ynMsol<%f@jttO0GexY
z#1p*?b9L=WNyH~_`!%@^s>G`ftR0QcmYhU5WJud&s)J4>!>u;eBv8{L<}hb`y%VnV
zbqA<_vF|5of$m>0H(^)Thwnnn?Bit9=3uAcS|>U7>B4sgsjK?1T;<4PgBB=hOT>3Q
zSr#$lrt5Ta_aw~etCon`UgA2BAjt#)qthBkTh<(B>+S{3OZYv=Oc};4v*ny51R5VX
zXC@3UehYIvUC|<1jKt-xm{k%eFLtbr7Mdx-NhBdI_eHgm!qSVse^T7Vn0u8^2uyJP
zT{^<g>ix3Dkd`fDT2@F407HPY5aDWcGGnA1i6yV%Woju#)NB+s99*~1RIf>JX`0Zm
zTtX|43o>;q|1^?_w-L|VQpV42KgHG`U1SWL$EA9sY6M?gSc3J*m+}OmE6vTSGA-Tc
zJL3QneQKwvRvF1WKO&@;oTa;cK<L<F-S>XiIoUK>pTOH(uOnm*O*R1{l2kjz0U!S`
zl)U!k!4^@LO7#b!iv&deDZ{P!rE1bqFPf4SDlDiL9Y-rYo_-<2B|#PcTW*?7?EWS4
z-EtFhJD_uuUcM)oLGcQA125O{RNJIp^H(41EMY4%lf5vXo%uA$AN}2O@7*STeu6%B
zg^uQz#pXn2v*RfbhNn-9;&uz?SWjW|4?%FVDpc0Fi2y;+vI+UVL2Khg2?EzWO!ZGd
zu9hQd>!LIVm^+z&_&3dil7CfXZiOnINVgo*=Z3>;-^u{IA+pEp?9>q-#q*$hkgL7@
zI+>U<aCI~#*99ir%&v01vP1M_FHoRgu$1eCSZmv<i_tqKZ}E>-k+gmbIQy*yKMu<~
zW@aEP%%?80sd<g9EShU{e1Rz@v!5w{cg&FfJs9KQ^GwP~H9A5u13eT|pVPj|?z*So
zFP@ZtFF5ya0y(MT8&062juJ7NeP@#;5q8OeSb9sDTNjeeeiVcn&#VBhl)oB{Ut23v
z;7>ngp6Po1sew+o%f-7qSjNh^NI4JxDqY5o8*X5K4CFu-kCE9U=T0Sm2n)mxi*Q)G
zmpaA@iQBw+uO2gaA<^(lo9xM+EI`hIQVnHK=D~P=0pD@*($Y}LAJc4kJ5Yfv_X3k{
zlDU4NsPf2}*;0I+tnZST^&NS7JQf7%>u4<c9sI}x8E)=)%KC9UYpjW#=@~x(i+XuS
ze6gZ~xWDaz8#nK`EV_1H{SvNx&Q8kW>19yG?h)y#P`MnA7>H3gGAe$mf`d3>`SEQV
z_C<y;=fD^iQR|q2&MLADztO=PT<p%eDuTSHJYqr!EoCEr=8@3o-_o9H#2&hb0`F<N
z?_j{{Z)^TY;iGrC!@p%3wO1nfR9RAw|KXy9EKeT3zkl>R`%kKeH3z~-?iKQOS}8Nc
zj#&|;-uvM-isf^|$bOqpm5breR7XOirU$v8N0Y0JBk#_|<L<i~qOF)aCLl-|Qi|6k
zIjK9-MoSmPbNf~Afxy0}WJZf411!x|3c;El`AS~6--eS@BDstGSU94?m8Uk}P$vFS
zUw3gmC`L`WJ^%Q!=G?n1#%$tU)Av=}y=t#YP<MDFLCXeV2kqOF2LNrg!YCr3=%lT=
zB0A4OY#DwSvE+NkgvahKX1bd^hpW)+IDEyl-5AOBtlT%Yn3m^kRnPfQc0=o22<W!N
zGybGncE(&GR9CIw7Q&o|&fWM!c@uW}d9YC*xL9+W6(-6n&un`YrP|{z!@W}1H>Ncm
zJr$w#Joqo!e{j0*w68$Wb!<YHt0_$NjOK8m5VC5cTb7bn`Kn*7-@hOWl-y(;3A-)Y
zlx0fx-!5!#qbYCe;9N%fPD+jA`&J3-%y6{$;wGfYLLoC9(9Ot={I@f~6Q59p<qgv!
zc6cJF_QHYBa;my80h<x)r;hR-8($q6=S+SH^`sFM2XLILdGKrS)A(+t0M~w*9WTrX
zQ$pf64=~5KPXrPKVvqVV;?=~zM=bHhYg0{uSR=&Oz5HD*2wuv(n5~m3Q_09Nl$K4|
z0%;BO9I{4S;ChGuWwRO&L^5z?C^l6}Y>jUx_y!#6f&!q~2fiogEP-S*yRwQo(2$>T
z?qo96l+P{ZOYZ70CrFu3ne()VYpO4eXWrn!ut|4II{XgR-<g%&KdO$rr94KG`97W^
zpkKZ?YCP9FdV}STzH}wzean?}uUm#=88p@6B)>kvG}RWL3v`U{IZv6Du+WLKLkLk_
z>+yvwOK&tt+H2PgZCi3FehMU}?G3j}AOUOLD>XNpI+_H?f0jt`D_eFV<7m$QiG6xr
zXpG5q>x0xdT7U32KXm>o`}3=vd@Jd1DUm`C@g2mt!qH1w?v6#0om_XQSi((z;_%qM
zE=$8rM8({b9N4}vUJ5hsA|37PUz3b~nEkXM6{h?eZBOVi?Ot4qXlG?cw*zAZ*1zJr
z?*jx3rH(z@?&$Tqk=m)6rpSvp(dW)Zi)E}`dUzs(8{%a>2Q@BTZ~h2(yh=&v|Ls)R
zzNpaZG{xkujflPM=WP-9d@@*8Cr+!tOJa>k=uSB)wS0Q9rpMAjz^$0g8!(}6WX<OO
z%D-Y(a^HiJz3jzRB{;iuYu8CqKkE(^U9aaWe{WQiuJPL>>GQ`O$nYsw4zxJBBhG^_
zerC574ly@v1SCpV2?7qTg&$R(B_TS@6nqis21<c^FovT5$43;8H}xv1EU{*tL3r+S
z$Nuq?VM6xAO(V{r$>c28grrK%>C6}f@@^IZM#X`^RS{`yaGhd8CrC!mc<zT{>N!G=
zJyJi6Oev5%GFVTDT|*;2FK{*^t~;ceC6bad)YE=)L8!*999T7d9^XFG!p`;nY&L1m
zNeq(`y}qO`^CD*k(@N7pSm*r1s+~+J08{eACT>rE>$<>Lq>O{*53uKyF!$;wN$U6%
zqV)+|C&vz4)L+k3*@!5~L^^<)I14V;zlPkLlCW&yWr8<NQy&7EQ!_EAW4tEWk$ySO
zz3q;rbrYL;mTGILrZBL)HR;bV{svRCjUDDcvPV4z-)QR_OMW&F7fgTfG3QL~CmCvw
zv87`bBjfLDpu1#N>E(n8a-@m7WEZk^tT;28^4o!R!`sNSqxa3=J8|ut>o+#>^9HJ3
zQvqWnR67bU%OPR9wSmtur~$KSYpCi+%7s{_oVU~*M&}Y8T{&X12QTa!bWUay>Z4z@
zt3{K`QG6qwo~$l<wH!I3{GJ-ixe~I)?sFSsH^uqSZJC!sZCCGmrkf<@9T@6{%H}f%
z86MX~*rS^drF5Daf49ZIdoTViUSaR}d)!K)Bbd6rTmDrS256eG_kM0qQTQfI1B9Db
zm%E*4_2r@(`s87Mu3f3XtUBu3tlv9;;bk>X4*n1m;4^~;U}?Qizae>^s{G9mUSceh
zUTk=-`hm0>?X^}{lyq6SNeoj?{r?)Bx6Gi+CrclFG7aS)Ht=dbNptKFwk8lQj(Nd)
zN5<)_A;Wd`CUEM2qM+JkkjV)6n_ZN{-~cnf=M*cTHU1NE9~Kq|?#P$@bldAn%)7cM
zxuEbTP1&R$FTSOkw0JZtC+gRt(-bhZ{SENgBn<Jq8TUL0U}#f->b1Wys`FN*F<#g+
z?2VgH@X$tH8Vhd6<FXxnCf=?Rt@9D?IIxx&bJEBkb6VlX#t`0|JhyMd(+2M51u3XM
zf&$EmNT6dKlj%l;Y<p!gO!m;erZ5Y#`DHaf#hVRo2ZaHrlC5`AU^(bncS+JzLFjX4
z;U3+gP}kumijb+CQjA$~V@3el`fom5qfvf~O+f?*^bPwbn$*D9qW&i8+Mx%#K%Mgj
z+ltTIsj*AbF<C>#MUu^yH7PZgTZ)|vVkAghaNbET@Se?SZ&%5{>vaVle|k|)PX`x#
ztu=9MJHUied{`AQ&Nd|QHTX4!j$a(hjTd$Pc1oU5KSmCabY>Hc|0AW|cKROu2uKia
zY%&<<#g;T6=e*rkSzdL-5Rla#@2OVRO2=us;<o%SKcr8E*}HTrwO$?Q)1+p8H$hKS
zz9bD-zRAtgaL@tuq|@DRKyK60B__{W-5kYOs}*Y$QVdQvbu_ntd-g+iJI=G(g*T-=
z+K<2<WgigF&)pJzs<XwQ_|GSE$IG`SJ+`*(5=2r~xM#w9R~VnC#$VxyAf+o-7lG`o
zqH;gy5|pXWahiWVeL_bLS8#LHv9fnpY)BctS7lGo$iJvF!$8waY>X^r31Rd?g|wvL
zU*L()spvc9j(}2&KH;2gg`U6^B%lN12X$>L9`JCca}=4ot_qw3ydT}qhs1$W<N3`_
zkT3q0%q#zEre=*80b2ace_|RTU*!QkV*QX7pu9FRp<Y<&Z*g#vfxhK5|J;z<<SGx_
zi=`DoI<By5TBX`V>-pc%Usmb&0tpVU+7!l+R+dV`*l00e#<vVgb5{E0OOMPlsNx1P
zZ8-Jv?Thmhsq+0};B@L`*@v}t&cS#hEfk7>wXT-+$41U&NwE5Y(#GE(cs8t34Ql9%
zcn#z6lu~-m0fBJoD)WUE$0Ypz75~?=IR&|OG1p&*7M3*?R1Cs(8k0)Q#5T!-W=R9q
z;6TPFm+ZJSBj<Q3x=>8j*JKCFcs4reL2PtM{{2>I*uRM_E9i?N@?tRYN*71ckU6Bh
z<y?VN(~BO0Ha?AmsqE{_!u$_S=CDKPBm8h^3%Jqr2YtV$e)(apa}`|}DNZ2S&#`A8
zZflavbJydPHQcEhb?#@=clDzi**CL%BzA#js`)rxu@GNzQ|8d`;*6}6nAqfj^Q6R;
z)GgT}DTdFP0VS)yck}hw6_+dL4>R;Q=@t0L|FO?;wE7^2-F?rLge+d>Dl|$ld5>`t
z!Kvu~&#2)4_G<D=TTG|vqYXXn?TpjH2@G$;yvc|jXB)aiUeGS$DtPgeMhKVb6xbS1
zGZhm&Kn-|@3$w!6z^As>kNZZnjm~tshZc?tKdlzXZ>C4LFZPL`G3_;-_x&AW!1NKn
z3+#v9lKQl(0#6Vnd-4X$#Si#(9H$!Ye-(I;N;n8C{Cm!Zc(@bStS?Y1Ts(**mwd!a
znoDOMyYrN-nvy7F9C?p$vurtKE~4P9t5?lS8vt%E@OZbiWEaezW!d=ksgwk(rgd>5
zW~jd18hkbU4^HFZal_;O0$hS9Vh{7z0&B-$@=s#17xYDrV*WAuj;>s1)TW!h7gbjZ
zchq@7Lw~&JZkbM7>nTPwCEZ6DD!MDP!p*c}8s>bEAla#ebP~_E;~^EG3WY#gx_UU3
z(M-G9LM&V?ONqWS7E3nc`f42jcM_>D+oo|#3gP>mu--VcL#$J#m2)|{d#4R?@$tSF
z;5kvA8)B|lCy*Lp9?<(d%$=u__a7Ylc{d1~F?pNGnadnv`3odGd%3cx2_?y$8fa)s
zGFVM<Q@-(yVyF~z_OyxYEk+-Jwd9Lm?|F4s>Uw63Kd7F@SS&SW+Vb4Xx~oIagQqiM
zDAYKxlnUp$LUk;xH9@EWpl3G9Q%Kbe|M+bT3$;>%qzZ1Q94U|GzJ2pt7uxhUBP8~3
zvfKR{lHxtbhbPa|6$?@)4~D=(D+@|CpXivvF&1xv1#S|B-#J3V|6LckXajFo=_*@o
z57Gb{0$RFV!-;_m{SBNFqfN@lipAw1u|vkp*CN5YH4_qj{=-i;5k;>yMLj)qgQZU&
zWcvynufZ`t%sf9|`d*_@L(kJb2G}Q)2c9}jtDOr9w(RO>hS$y34BtqZLz#KmTc$Jc
z5-y|uV2oD;l2-vUmMsX^$2nr>2UxE~W%DUb3_)y?kl3#{NW;L5oEnMX^109y$G3{6
zVmH9^C;IBbXX3@`>RLsq@z}M?3nUyxZxB%9KEJ2=8qiWZwH7r0ojjK3QX($E_0H#R
zd9iA8Ko~NauKaJ&_~^(qm_PO<2D%xi#$7NwiO`9=&77=R4{^QQObU2z;PrE&46YD3
zG126!bPKtxD94=+lPkAjekDuX5$enOQTVZd_D5nwgJih`_jW9EN5v1CNb(3h4O5d(
zsWHquaN+3sk{K9ug@Ev#91^OS>+bVhPVM{mt&sivGYXVSQkG@BXrR$gA6|s!zxQyS
z?!ub$qqdVXFvGCvP}o)gx*hfJW&Q7fasFN5@2zDiYETg#{%N>B>A?tx>6=~WN&-F4
zj{BdV3aP1!GZK|aIaPNJ@chg6r{yRAXAI>f2=PTpq9%v$vgnOz26nj=nL6*<MM$4u
zZ9cI6z1n^<72HX0p?-Q#A)of*9C}4gycelS!)P$-(n~tCjrLRcD0=NJ?%gK0s9Mt0
zY$&jqRPR#-c-P2!k`8)ei0q!1sX`;(7T(k@kSxZXE|re_K{W+yuirl|l>PQXh5rN_
z{YyJk8e$yQ$WXeJA*XU)F)U;M`R;t*Jb*CM4{h2IHo?asy^I0b$G9Y1iMVgjVRZco
z-T~WxJxmWwl3nQ5TaP!`rNn&3%-)!;i%UM^NS8_;;@OErw+fn*YQL`+HF=aQ!7AEh
zW*8y{oXvYH*cX1Q@-;%H)Jc&$+g|B+t^Z5chylV@e#AG-dB-@=Gq-+onMwP5uoW2V
zEK62t+)Sji&acYs2HN-<IdeVnrI+Yl83Ko*TR55whzFPeuwA3mu2MFd31&@q=~7NA
zKjhzKc6BLyt4eo`^X5GdL)-aOzChn{!Eue(4c>1T)YwO%T2k@@MzgM~y<Q9AxvfT>
zumn1biPGKQwry*_w&OsMo8LP*)rbVz^#_H9U&;%c->eUx?@2lNMy~^CDa^DGgS~Z3
zn@DlYD-M@HsKfT}442?(aEFqTz`BZlpP#I!P;Rl67X54%fVbH6_Igl`Ow$(#u3NDv
zdK8=o+3Ztuna~$34)9{O2*3E1L{dsGxDWc$Kha-lY#O6s^Bw1vbS1mA#Mup`s%X)E
zQbGLvO*i@n?gU%>7yDvny3;-{v!tG4VXCnkCNf?PuUOwaBPPa`#2ndaQ3amm!#Bo$
zX6J9$h#g$-H6O)`k}|*19V$wGElC>@^;D*etk9l$c0S`&WVb=aQf7d#YRpMaEGsl>
z!DhNX?%9Z!sv;vshJ6@+7K(YhW|`~cZk2P{G|N|AKU%CV8d!YI)D|p__!(Nkq^ESU
zuNh{LVU15DU6t!c1ZQl;(`LB{@oYL533_b)P<cdcphEni@aTj$>UE^!ViXZ!L7Kzi
z^l17EBgbWEG5Cqxy^g1LhY~@rlt+CcQ{J9qXPCzrg;8L9&*>smD?Gnw0+r;o>wr5z
z$LvT>C;h<39^|(3STuM-{YM&+{FFV?n#?_LT6+?mqdFi{Qq#2|@t$sg`;iTR7ft$l
zTZ*_DuN4+@)BwCA$eBvKGpa8g;uwyplkWjG(cW3U2%dth%~^fN)}tNgOCEE8sIma0
z6?1Bj4%w=Y=1x2;RKAtLt$W7Yubdo4%fZVV&C2iI6Vmm)h=v^P^7UoCKfGGYf$`Tg
zSocHxRLULGDKtv$EQc3^P`O{L>=Sx9*^|OVHt|svF7pn}^5B1|QejX2gYzwBOZv8h
zzt<OBA9Q*{?vxSVHB|OpfbifeB>3AS(9T6s+Q*2lHR7GLWBqKVP>6SN($l@7q;cmg
zM6gMjc#m4+mneC+zCaonjRq01vb*!JppSHYNa$$dm%bXPZam!8cRKjuV8W>O<j*45
z@RFpwNI-@lk_cn=CsvWc!B3LxYOK+4hx2Py?Xaeb@ia<9=7YmVxn3yTi(x#X67&5d
zG+Bd@!Z&s2cD7tS%;1>Xe(Ahe_k6ysY9Oftx@)yD2amtOfOeuT2O}Zs5%!DWeI6^k
zK9T-2TSfxzodA<!)A^<-oW{=7w3^(W09S8*Fmr4NyOQiG<Sgrbve{Qelf16wq<UJT
ztH!|4BB&`GW;q=!dp`I@RdiIlIAD_@e>PaRe9Y~|SqfjvRdHn#ugK@~7JZ{gOugpW
z@F>oGNjvJ|5o6=!p?P}6kOxZ=pK8}HZMOD5I!RwPA*)X_=+ck&Y(^D5Jz|kQpY&Vh
zck(MPci{;yk9g>d3Lu||19|N5GW3-aRkqaP7-U0!=nt23z0$U}P`csoW}pf*pnaxX
zVwsn+DzTA6f1*`gUe=-->Px2VKNh$hUapq^xc(Nt7{tWHlDds{2CBKX=A^O2Y_<Zk
zV?F6@9lp?+^K&siu9BEH8BSq&RnkOb47NJQY8(^5Vk^tDJ;ch_1{=CQtKnO{#*zx7
zwz*j&5mT{>xVcWe_SN3B)`*hQzvXT6TL8F^IoB*Zf<n&DvP8efp03he#j)Jv19O^=
zLC_SPvRdi%!vNu0%VA4gzJEr8oDP=--v_2J5$Mh(@6M@W33w9R_;vh0I9K1%jq--1
z9TAD~WADZX=&1Eo@HJ}&Qd*6+;=I~g6hB8|I9dt-)76(R1Md{GnXCYjZf`##f3r?p
zAzK_jrqtOa2kLs2noD#d#UJ`4J^ja>RWy*7EypU0g7ZH-n(+w0Pd~n7)}<)fJj$5f
zrO|YAsTs%R6EXh%`gE)*(i>Z(n|`R(tTbkPsvUDEFIG^0mdIh-UFDHtA?zP+(KdU@
zD|BR*RkNT#U_=vB-nbk(xCPf$I@kF8y}Dwr3D|d#4$v}L+QAq&z~S88(Ej@TgM%&q
z^SE^_{<(I?N|yx1>2jfi-s0*H^*1)BB|f}BwjeUTwBofz675SsL_!O76bd6{Gxo34
zXtt(j%2dojl#oqo`NmL9JhQp~qYY%nFnrHucg&k-O3T{@4125?nF*vP@G&PjHTcbp
z1O#v`PmGEoT7bIx(!2wy=}(%~)L23OcE&!H;=dnJvA@9fgwBX7NK&{#4qf>>gGn~-
zvxyfpp4cjyo<u3|&(~{^5&?f<%NPGB0yZN(zM6k<|2G~Sw>Wyqbh~j#dCTHfflc1}
zNc88#h56%n7@zPjI*DjJaX0z3b_b|(TA&Gc{^~T6GWX0m3fo6iXVyOXG<?ptENkOQ
z^U4mGYl~`rcAyBP(9zMK&13BQ`Gm#OIcfHS^!<l+u)*k4&)kfViV)g<ed7X*m}jhi
zsCs&@-s=9dOy_zB*pJ}k|KJ2xW@?Y-m~ej%Z<i}~Q1iN~{6(@+zRO2WbrZj8_$Lz8
z?Y6wr;7MV!FyI0%$U2@dLu!`%2gh#W(W#8}N`*Lj%XieCtCgub`UTA$a+gtlyOzIZ
zrkx+QCndVd*&_04i4h5Saa!++Ei^18+BYwj;euss8pi1Py>}>pOb+t)e4%5xSO~WE
z!m`zwC%zSNQneiS69l^cG>+iA!74)45noilTgQ5tM-*$}g{k%j&Irb_1!_j03%*$%
zq#pK1vE6AdP$;f%P)}iM2^%QbJ>s1id;fGyS2bBC*PH5PoQ?Llj4RMVY)$@XLL<8G
zR9D9<4SxPFb??7$mjBJqdxcPE<z>PgKn&#8GuNBLX14Kl1v*Kde_=_GW&c9Ifj8{k
zR;1Ev4Fc?$qbrlBPlBuJ$cSU{k(!LAcQu`Ram>A<EoPRpY5RJ$OR5#^EDd|I!|fvV
zmgJf6fT}vyG=!KnSLC8t+K$k&Bk#E9=CmUPm99!44knm(eJ)rH_BT18R~_fIh0~=b
zpj*<MYFfT6s5)czC~3_759!57#LVZVVLgd{v6Z&aXDfoJG8+A69t`ySRNvLCY4XCo
z9+4oXLR#SXXm!bK<XnW?&bfSATrKC;?iHa||3Vk^%qq|b8L<!uP|4e;y=o$xC038%
zkd($4qriLKI$;2bc2xu>P<y^8#U{CWxS%DM94L^?Hqt{l!U_yIs_{T;ejMRhO3W^#
zo-%a|TUn7wB_BhzI7twUP&Q^?ClxC626{$=sVIn~D;r-^xd;djYrFI-?cr|D@VKB8
zaYkkKp1`!JSjl%Ku|12b=hB@xXPQ)8>-@^sb`l0Q(4^E2H%N-bs8SXoZWy5{$86Hl
zlA4d)7=N0t49E1bkmk(Du>Yg%!b!uxE6lX+Y^A)@OxE9-TAJjqsMZA18_8?4R8uSC
z^T~KkGi+hh;P|s2%LQI2RLb&DE!_yK)2>S}djLPVC{~82KK#sd18}3#RbA^>u?W0y
z7ABiB>94R-W^aMXR2bZNt7z91Yoq<_$J27jeTe=CWoOwGM+0qZED#_-Ah^3rkij*$
z2Zup}yA3)(2ohv)4<1|xf(-610fG)raCZ;#o;knZp8KJz`cqd|byauowby!<=IUZf
zJ`mn;QQBIXJ6=+SY%W{U!JEUVg7K@&Un{Si_onQ`wR2CqCgomhv#R=tScR@@+K1&*
zkbijBSP*CzE-qa~nKWSgWh`w72VA@yls0ynwM0qXO7#1f8l}GdWf$_2ZoR8!M+uiu
z`vC6EmL-NdP=DFl2%Y|+J{cuVYxhN*ro<0=8aI^d%LM!FLRpvdUV-Cq+|<tCV(kD1
zpBr_$*Y+l(UaDLdyI@L)@ha_{odL9Aw;Bb<92;rZYKQGqRq|KKtAiN!<5+;Lv)o%*
zY$|+|JJhfnme6MhjM$UGlG)Qt1;H@*dYAhgC%4ziD3@!Y{jO{%sb%d$fMNS|t^9oP
zkO*PeH!xg-1&{nshg!LQD$_X6gVo{VGo6DAZw^P!+@*0bJO2Ah+?LV@iou0f)|nJg
zm^%aw0^Vyr<6PvW4TNp${e*W?b>iMer9ImI=4k0S_K8!}+ZM=D_?c*&%@G!1=D2!v
z*^HEAXy6I$`kB&<+@+H>D%kWKm#h<)nO*%5X*B1JG26H(E$z`+RdE4Ldx14Dmmcj?
zT9)Lk)2zNl*!yrz1N5k5KO=s^zS{SjG<I3N>8IRkvq;M+Yh!lH6HnA{tpm{?-ZiLn
zDyZz$x!gJc#B7a2-#2{<S#Ng5S~o=g<_iUR9M-^-6f#kmNAC;y8g`70e@|k%-qX(p
zins}!5|^WeM6=_m{FP*R;NzmxKO1^a=i1>_YrMd{)!eA(%$NgGu2^0^?jlcSra+XF
zD1fga5S^VAxSQ6bhU3-JL13mod7}|k6?+?({+O!j(rLWH65eiB?+?pQ!dqRTIjw0^
z^wlo(qO66D{FD&Wc|~mx;2yu*`{;jL^#}>Wl<Yqwd-7XNEI%pb%MWC=HQxd)6tnhg
z^>hr<hvl(ceRqW?_?AlIdc+ZdG{HFB3|n;64AN@lS8DSE^16?&SA#2&!zzc)TTc>w
zgB@s^KWsaW=C_5;8s-ZW(@AVJqawC&3{*20&(th_4ufwN_Y+JnR<(*E=y_8%gloAL
zyqo6(<sB@JN_mHljsqEwDdBhPuAgw<Sne_r;<6nt_Q1JT#)CxdaM;jTiN@`nDj&>s
zaG2UV)K=fKuQvw;6#EsNlibH*(rK1B8U^ZKkM%7Zi+}t3H~6+<Mvno{+muAFbjGgi
zfPD7o51t?o*9S`c3HM+UaXm-c_@UMF9O}xir(R8Fw4qnyLRc=%cq+TM*_s$;z*XUv
zxU;siDUmWw5)RJ^d%F{Yl;r80;n2dQ{dl9VmctdbZVj<9-rJN0Z~nTFlA?a6KpxAw
zG3+lk>=~)H;dW>xhx@27)|Ha^dRJ)c;n05*)s-JQxTki|LqDXDsFGWD+*pYGU^;~l
zN5DBCW1v|)%}eoh*Kp~czxUPW1mg&0Ds{W*C}lwV?9Zo=X8><PCpsACsrvE|<J|mZ
zTO*V>&nsH;ni9(@M`=R`*hSgo6lX?{OozK|_MFdYED6Tn%ThF_j&mzMq|3!vCiOly
z?!u|(L(h}nq2}N*^zaTwbIARPG{1Jxr0ifFVh};}*RrzP#<yLv7Ef8n?EKTKjK}b}
z2FC8QUlE!V_EZVwqxI=FV7t?(<vFe>Of7GVLKx_fF!tunH;zQVYByqs4AHzFhmI>0
zvjT^MD$1&IN>7@EiyNjv>45&azMNaA*we8KH;*7fV1eTo{D)+<r0GIk{5vBlhjmy-
z_gS%gFlehW)QDolY}_nz?(e?+iS^OSmcCe=)PN7Tc#9N1ZZ+!*&i*`q+StS)DfPj`
zwuoFk$o`+kt>3VT4mT9Hq<lrDyxnb;54rfF@w_Wc`%1Jt(5OshfPm=R6mtyXX4cnZ
ztb0U;G{HTWG?9&S^VJNWj*5{y^gE1-mJXY;Oco&TqYd_`)Uojt^i}?arKUFtxSniM
zvl?t<3f@dP=IdTk<s}kXTTJ9w0e-J)(p^GERP9E#uSy>b6v76`=hucxPlj0NJ^(!X
zhsJckj4Z|_Fd>7XHfKmKQS{JqyZ07_Dj9>(n&OZ4^ww^&2eZE4gWisUBb3&5kb?4F
z+=?xA>g64Lnsj8;PS!66x{%~n?&1vDikKl{g4LINS^|%(rIvIt<1e0P;?>raaFH!U
z&w_&w*qI+#p!_)&-(+wd77$c6Xn7_lADVtQA?Kc0VTVJay}E2*e-ykaG8?!Tm#cuw
zpQY|*4C|gATTz1M{hi-<kZCl3P}F_&x6I_$1oRJEX8EPRU9FGZ?k4g&{NsAjInA51
z4&|Uy4D+rsmf$uHh$i`Zw%7I(Rc1fzslyI(Jt3y#G=*zoQf&vWqw9)j`Y@;^vzcGt
zfc(+4<-R1UV2WcnAl$~v-YH$oD9gsQ!_$#M3V+emB-?}UTtcJ<xY7@Dq$baE8ML<L
z#=I%>^Vyee=n7pvA|p8P=(w5SsnTg^g5peU$QS%kwsIAhZU`zyAM$9cHh)ObY)rFq
zh&1u8uKL;VFiJp%q=P@`xg3#6oKiKxU74(jJ))9&3Y5hob6_T77f4aMiE$d?p~FK9
zdCi$=r&@F3>AyaN`*dG&j%dvZ0q59dEt+Lb^w`Q(hU$FhTs6gKNuOKR;85jZ@z_}-
zzilGK7@raC45|H5%?~dD&B`?|J2Wq2vrc-Lg;W}2o@O&rVr^Gb8n2JV7LhV!-CWGO
z;fUhvV>#(el%caxGbA-`rB7T2Bad!=H-&$>f?*mm3pL5xt>oV<25%6Z4PJlRAJt7@
zQl<WN6=qu$j4)oR<oC=FUcRN>&nn|Tsncn+vVYZM`L@gN^rY)s%e*X@V8(Z^Ez##7
zKJoM8BwH=5Hx{Y8$RO{=7<Sq|VV<MwreZf>f70<O6i9UTxr38W)WeK-yHgUuG8mns
zj5TOuuVND>t-&55e!FR#gi4>2c1xsNS~1G+X!i1V<dynaA@T5X(R8`34X3hK3Fl#<
zJIck|1-N6ng7lf^Em)sBX)6v309l7?I51J-(=gJEH31xMtFnXc1oxPR+?{GlnTw|F
zV~Z5n^8BUxJ3Wt#YR?7ZitA(HiiL|YL81gc=j+HcaURR}G0*09dq%474M&Gg!-Iiy
z7aXQXR@O5w{q2{P73A@lqX(=l3K|@s*$$a1D*pacLXR-Uy0p&{gZ{xG)n`^gN~h?u
zt&qGf82lkZc{fU|^yZsqfC0s(i?vMoku!<AxA34kM@u7tieOzm6J)<1j{m#TX8ax4
zAn^!703sz58NvXZ{Ikhviw_Z#LH1{~6#h5wBo%o_uBP~To@w<rpH>^zOq$=!!lx?D
zWo})6w2zE;B`EKYL`L@N)_hv2BZ&_FjT@P4G#Cw4kndRg)=IQ}%Fqsb**1%yE)&_e
zEPoPvuO&}3<B2PCjkR_$nY^4I#pQB$ru{cj3^EX>@i)Mr?wM-FvUNW1%J3o14-n^Y
zHLx7(UkrY(liyq;Ui%X6g@si4v6pJ-c*zPy?W-P5%xz1Nl4Y!a2nCb8;je@zMGfT)
z-cbIg4)U1gxqBbQT6Iqu5eE=4=6+{~-&YsNGstwl`^@FrFkP@{&+G~PlX5cepKEQu
ze60+XdcMkZgw&{?=$a!ERi3(27zJ>_nl&_HY<*`Kv`U>8Qe>Y27P$JIEcOYLy`)_)
zmuKK-Z_^2%#u{P#e38HeRf82`uZ+%GCHy3*3qx>y97yM4uIBc4J~)w==ddkzSOJ=y
ztcmHXDSUz)BU0l^n?~_tct^I{IE0zn=pfr!qh`xQT1$`ER<_kWgaRA*N9mH()1|Fx
zp)KYas|zKkr+MGYlqJT)vG_piT^0{v+y2j5l_PcST-DB>YQT3jmBMyHc5YW9EWq*H
z)5jmLESG@&C>SPF+Egm($!EX8FGFz*mGtSh!brZwNOefwfYV^CuT+d7-nsgGers6x
zJ@<ekmCpre86%r2-eo>|7bJZSEJ`qSYiHSOPDZN)@VU2yujWj~lbB-DhF6ijQY0A^
z$4;wl&NV}RI%FMv$wuq`jq5{jpFWV0UcsDix79Zo`1iZ$k4(_$fzP@C!~Tn_dwLhv
zB}NodzE0~^k!xUQ3w<-!R}zQB?THP#Gmz<_vjyw$rdH>iR&aGH>bdD<iAvTI1DQdU
zplA0*ZR0mwT9Hbj{C6jIXbLKDr<Wop_@wz{NI5VMZTxWtRQRue&A@bu4BkZ|OWw|i
zM>niTv<o~B=f3HiL38QMAi90D-!l{ZRTFG-0V}O=9UiB)p!67I($HGSW}AzJbID&z
z3fs^oD&UncfotQwQct)rOb~qQu|xJSGv;(5jE(=;^LL@~i0xm_e0dxAhMc41qG8<I
z`%bUj-sDECrN*`-)VDd)CJs`c6UsK1AmFUdo|D{q3UtYxkA-mC@r8o3mRr+N-Dquh
zYKeY7m=C76O=fY`l4<YJqWp&hJ2&QIe|!U!NiicbRN<eyKh)KUo9<h$Gon^st=gd(
z>hzUe@T%It9i*C@Zm+gtV1R6A_fMM)ofH!|<xV%k&GA+3+|TMheB(Ests>5C{#1dz
zxO^FrU6w7?v}i&v+HAGZaON{r0<0fFwQyw&Fpw>OP#B<>jz0;v-Y<1Z>wJ9I^f8`c
zs}g5;%~mIFezISBjwu`Q1dvi3@pB9!9UaFjO(Q5YbCzi0!0>Qy*|O%PV(h2cM%#ui
zx(87z(FJu?BxSm_;ZCPd#ST+xw<2|fYf8**)OzxS2F3ngG;|`+d`f4+AV{arf<VK5
z6p7<$uVO3Gr<R)u|FZ9f#a8S}%$-6?Sci#hRU}ji($kYGGT+J$oTLV5BoKq1iA&Wo
z^Vi8Y2<xf(o$^@NNb#zx*40@{sD$mVqWVxnmBE0L72H*?A$RSVJxr)YOP=t56U9jX
zuY;rM!8W@?KF6nqxgF6wR+Z}zO}MbF*nL>l#e|4DRR0804Hr}h{6;fl@2c^YQ*@pl
z2Wdp+9D8zG2VRL{T}xO*0~HdfIi|h$Fc~g9vaaJCI!Zka&b@v{fWkxlic4H^nCL$>
zdWiwL7hIqlXJX$rR3>ZSo3I>^(}sO6h*I{pBBjyjvq7?A>9L?s8*_>s5hR4+J?5Dc
zi~hy!oIZl##7;Jf3UIht$@SH3NhhIal{|WaTb0$DJa{UV>a==xz*ApYm;<mkm9B$G
z`h%VGf47R6wxYC45ja#8KNtp<|NLw1z1M22bk6DBYN?DJ>6QrAxmEUVUo+x_VP>Bc
zCGz%G=QVqZGEf-NOOR+f@i8r3bx)Xbts_Px8>RVRWL;O%e(Mho$Od6Xcgx9&6pi`3
z(&`|NxeVTp>LjjR_?>B$`KmJPo3IHy!HFC;1O;EK(=m7~V;->IM|a3d)`I&z40Zo<
zS=e?~b5rS<Oo93bEk!ms%|f*yDr*-t-<jL122m0cKdzbbC&!v(j=pVG8Cknv2`zzh
zr~7ZZG14HoEH{yn&pZyLa<PBP-8(FF%?K_|$R$GQ<E3lLzDb{&G!`DIE>G=NEQzpt
z+_}FeLi#4Ez0WSehOVwP2je+;@O^aN@j+>05uQyD$cq#SX7FWBrG|}4#TCYe{^3jT
z(4wJIoTL*u9rUOk`rg=@4+~w(%?mofm8oIs@buX+Ztf;(FF3}~Q?SgIzAbw<l)Cq`
zwtQPyRc`!WUW!BYvH%HYtMN6_*x{dv%}&`9{sxJn{5Af&y9uAFUQ&Rn(QJy=FLzHW
z8TS5iz^s09c@w+<CK}H@Wi|53>4)R3iauX$IWUcb5bXQ90>=B<sK_+wyGEw><Ij3e
zxHTRVi7eJU%mL3D7h4CCOsNCBgcB|AylT`q*F>Jkg8Ti+4HEeFjcZ3@`l#7k|9A_Z
zS)`thTpQF8-O@yM$k=Rg(Q}krW4Q0w71YKMD8$v5VUX5pKG>BXq3qH|>>}O)7F7eo
zOM`Q={oT&<f<c&`-}pg;pyjlBRb&hi3_u+r2=Id|d9hO1fv*M;z`)Q43#7H3=sNAC
zkK5ES8^V$Dfx`((ovlfTwf%ZQ{m*wG<7E>aWAV!<S^oU=#*RgTwe2~<0Sxi1<(v->
z%L>Vro8D-~_0j5;iD0bBr1cFgoS_;2@(!sjQf^n~?_cewqjZje_i=7Js+`}D<6#Xs
z`gKmSY1azs%C4Y1Zu;ZVMbNNtO+f!E<CDbnEMsuy3Mxyp%CfebS3orF%O={lVDfFR
zTJ)p)F6O2#8|-(Q>7z&dS~kpQ_o83MNsUh8HMb)2IK`#w6_AV!Sg2uppkS!uJx%Pg
zv0UO><wX%j*2STc?W)*qtvTAc=ASFxd@8s$LP%)Gl~q)Qec&G%4kxRroZ0ic*#yMU
zNZ|U_IH`=lS{Q0LKnSGg;%B8EzDy*Me{gO(Q}epDFdv^Yuw9rWqxd*={uZ{7k!fgg
z@t0uW5zGxYxLCQ;xWyhTsE0%F-<0P3&5D51ymcxHnIe6oI9o;iQL`CkS2kF#=!<I^
zLy3P!VovA06%3?f;JTlwTs+yuqWm-4e=P@hejPDfIZsAAj|)oL-d1<x`+YUX_M2Hh
znpX}zz51Dl0rmDJ0G707J7z+zAz4SN3VMQhYnmS~G1HF+Fi9z!9nYS5iw@d2@c}2w
z`)Z)pw!IeB7X?=F&lx&#brplY$7MjLWQW-gKRhvet4gzXyP~|!+Yn2WCn=Qxi9XV?
zU$v~4Q{kLkwT10<^b!;4(tdy=%|aQX?o4N&at$O`jy@ikSZ0SEQ*M8HoOKV<)560K
z;bUx`qzD3&+55~RNgQg^AEx0J21dQ8VTRy$pRnbZh3T7<>ci+ej#SmvdGR)AQ-3D8
zw+=gc1%LFV4T(?P|6GqQ@Q@?gwhhx!9vSS!%L_E6MJQH%?nP(-=B9xI)w$f#;>!-L
z;cd*fld7Q4$7oc9NWtNI%@Kb@*G{H5gS$3>M;*k+A6CVX@0G~@8L;=`ZUEP3KySMK
zdbD*q{_7h~`u@spXH=}<1~bo2!~wJ03MV1|^{HX#y?gB7YcBCci(9;@%^6k(UF92T
zZW=HdDV$JlFBGHU_dc`#qRm1cmNntx4)fr8kBS7=*Y9fHu;a1m{1N<?3c=^gjz!gB
zEJBOVyD5BREauYMN9i|MfEjBxIzV0P1c9IM0L@T8gON-(s8$UN=_8&<O=IgRMBcOW
zp{6W8FI~S5QrryAaZO+D_*cyw#Mw)5VT@kw2)5bDqlat>yexj1<f!JSw6GGG@$?^5
zT-X52IRj&kKxTBmI$GzeZN96rTlrw9bZ<Gad1K>93fE5%hWxOE4IxSJE4LpiTNY<I
z{S+<*ITV`&_o-#5<+t&=un_5AE6?4it8F-7?_)T3c*D;n=L$7eE%O(SoKL?9Gfa8=
z1*+Ffd{DRl68n)6$-nB_zB$Z%mRp<ICR!SFXj=9Iv;sjTP#*a=`|l)KD^}ZlPqTjE
zG&7H-DdY3ZfX{PtiS_Vi&@1_3zsuI{xBDrgIoF=iqF~y60O93_aDOdVA${TeQyvl=
zfy1p{Bah}_fI@%&zcD$4mKS^O>R&65+d48x7x>Q`s?UX}I4J&920i<H@jWLUtlM-C
zLErL}BHsi|FtY_(5eh<6uaRvqAm=c-ya4_91x;=RQuO*pJUq#452pE@yuhhvg_<~T
z40h<zKeUQc=<1(^(=({oLy8*GFPT=Sh&;I2e9d2o)7wqCFHiF(<Tqgqlvlh;AJL_e
z7Q8OGNgU|fd?7J*6u5EaD}E6obHsWHZ{iH*Xa>GI^>JFJGg~$Onj%_FR>p{(`GD~F
zE$pl<%jzcUD+2z$5bvuvxYoGW^5{~%@pAQ5GDMbPtP#`k<C+aInyX;1-?LG`5_{{;
z=Z+fy*72p0IdPachI~QxMA|-9EwCIxOKeLslXn*_c5wnL(W07OQRY~|5S!;nf(X=~
zH93r(uUa>DI9qc_D=i!&rzX3tQVvlF^V$D~aibpV6qJURd%|8NE&oFb3>N(-O4Bc?
zLkcy##g6cqg^PVXc-7<SAAKiDw|2GdZO|U4kQ0u2uXt6|lXwpIn?i44d|Bd$aakq=
z{-}n~*q5^N*pQVMHH#r}dT5i0hy0?ml=rXAx_2S>r@Jh$7(=SD8WatjC~MWqK^^pR
zKSxW(b>cCLTc2p##-K0t46Mk~c2V1TrC3^AJ|ZB~Q~RyCUaK|d?SzfCyq(Pd-2^_>
zCc-fMennzdI*tXsE6PdL&{=#~FE>pzPr23(2gB9&er{*5<w@RZLR{9r)TvKCUScpH
zWTs^TbH5JG6fv#AJK?%|+$1W#T(s85z&)`WHt4yI*ZpK$3la|&eEtj8*Rwp^YZ59x
zCBk&|`47o4^Td^_B(~|oQ{I0!E%wht%!z(TbZ*^*?*ja*oB^f>F<C>X<M6jer+{4G
zu}<sLpOoFby5jW__9{p3roQn$Gg2;LEq29xAHWuQ<16Fk?#aw>mzZ#NI8rRu4VSN0
znCT_Ee_YehEc@!kP-RfL1O8gJVM3CikD%y6Qa*PRzt_s@Rjv$f`Z0DMnA$0KPWnk<
z_dwpoX@X&c*pqL@?zVFIMvIa7Bn)j^D$RHL;3>y1*Vr_cowbZ*gX*y+C90X+HLM2D
z`Mx&jf}p?9kJgcqZ%jA67LA*m+htRp_6(&f|Kc^q#^dh@r>iw<gj9BpcdZopN!sKI
zQ;JI-2)$hrRxObIYT)_?oDdnCBsY!t3~)<onZ)P+HS{w5D#AG~QB`+5$zeX=DVYYs
z85`-N>JgOSn2J5DFvBPl+)Fj;F6$Q;jmaGz^%)@o>AyEgdH1c3^idIjn_mIkSRR(B
z4(UM^-)qfP)t$4v#Fpp?*ft^FD%4KspOt0po!D?925919?_6)|Lv#<61`U3g^tlu|
zc=jVfX2J#&H`ZU`ekC*~`jukSNNI7?FoAWqm^3_1Vq}4?9x*!Hz0TMiN~(hVK=Wn&
zHt%d@1|lpz4R$p9EsK&aXDgzNEyLcK9kgwBN6J>yEk*Y1UAwqv&4)1NcChowu7`7E
z-V$Js5`jvGTfRSPV12!;-qrq%bmn0$9~u5d-SEnTFQt6zAJtU9CZ<r-?c#14zYFH-
zBbCzu6lgswFi_VZW@CX*<dpKDS*Tp-XRpp)V`KU_EG!N;C}g>-sRJCx4pQs!AJ24*
zP8}1q8kCKkmc7v+IepCPqM0t7fue<{=V@jsNGL-UE%wQ_av8i(iQdgre@u5qdIPSD
zbr>3#i)UWl^=)T&^c}ZBri(b69~uSu2JpXs(L|{>Uz05I{q|K)T<2t)IQcB;t2P)u
zVR@;EuRXpgQAwyrYFae{rD~jf!hRJ<aPW$ib`>LE_xtO~6hkGdok<TN<_k%gX)rYB
z>-zPNK}>Dl7WPBdy(fODrd~uYib{!rtOn~AsH_GNCW8KSTzvTropR1P>apBKR2aL-
za_Up$QO}5Fi#BEA7C9b_VcOJYzta0jJqg;iMo3iR(fZbw>7Ml>>S;}eW5uP2p%%T<
z8pyStj&~IwCc>s??M9fB5r&we(c+`}AuA3ttEOL<z#$ctgWU=YOyT+fr%Wyu<w8p`
z4Zm883)sn5y4lI6@DHpzzO|Hw#WtLkN>oZj3xN_w*6?>8b-PaaB<d<S(CO*$@@)Wh
z?5(K?ImJYLPl=UNfmc5M%8^RZxc+#^s{Ur|l1d!kb^K6%`Qfyq&xf(&o==K^ZTXfd
zoz)qoZtv|E`fXKoR%B0Jc!?*uU*mkObsj)N^EYyZIDYYxxsggr&*agL-6d26dNV<w
ztp8SN^f6k3qXyW1C$eqbsx^KD;k<PQe%qCF<`D+8EM59Wvc#WB*VFcx%j(_e&)UGb
z88h}iby#2Ox|Ny=teHr^jqzZ>fFO!F%qFO{g6;2w>Q`DGlcFl;E1;Py9YQYmwmbT!
z;AvmwhLPmPEE(xzc~mH$#zx<+n()d<t?Zxqj#YoV1C9xC0r95ToY<VKn>EHt6O1>l
zl?G?_O%mAhTa*IMBIUQ8r3=ngURC5~@NmK@m5Q2VE}NY{g6;Wy5ACP}8MNFY)$9l2
z*6o3+9#bWto4h?Y_d*EU|84O8^GeM2I_oKd@GR_t75nltKKtGeA8LrjQD0ie>{jgk
zoU=6j9`Ao!MI8GM6@I7(Fj#U+NqNu#OT-D(?TH?_`Rh{0nGiz>wG*qA>Dy1uEXB8U
z5h0Yn0A;-NtM|xLU`aVuP<ETH@*=Yj!h1;Co-T0+WBhh(>K4wuKJ*|n;(*v3FUhfV
zg)&U<=t)J_ddBqJp&w0JXTBLu{}@)WRR<Lw63zY-mfFbkpzYP<)Oi|V8BEQd3VyzF
zB5;_ds!Peqs$!6gsa162OJq*unOM|wqd<er(GznL=##C&b{mUtB>dJG!RTov%Y$x!
zo1X$z$#|P4gRt3S@|_f=N&-m|q8K~sGT)!-wDT%&FgWtm9sM-cB4TnMGgw$IYrxS8
z@7Br3_Trluu9|#?9d})6ql~6@_r>s}zPp&zJt>Tu$LGvbNy}4J4}2t(eJ(GshE!&5
zTdtk)<T37~3#fh(*Dx68N{}(|Itg}e#dwJ40PafphnTHawzN|d+E*|yjS<>7^Cboy
zZ@l6?*s{8Og){m)pvw&U<1GR2wL<3!UDx?M%(WjBHB@oP-}dyQkyRg!P7JZOx$8a_
zdxgk(gi~7RSSMLhTL}{4f>e}mCP1RQ12aeNMmxo7-Mm!;dUu35Gp%88?Wdztzf+<Z
zoTc3a`bv}H9@``7{zdHx_GNjT4u@ucENfJ#=+&lxoN6?(7fTL2MzkJ!+3X@_uj;_1
zL>DRFL9LdQyI&`9jAwLly!e5u-8HgCg2U=_hx(T<<bKp&L^z8|?9EI{^NXuLe7&-4
zSw@hAd}A~uNQ{|4Y&x;i`!+-UVYf9Ky^;5tDS5&*D)*Xgad}&+o^^F2!ZqE!D{?p?
zD_Ici`?;GV(B^!lz+|oXY{=>2Twnl5Mf8Q^2zNVe{?lO>eFW%xyctb1p#Rx=ntsj;
z-ybXV@_C60u>#q)m$lc{kbJg&A54DTP3jn7{#K=Ek6F_Hu9kxY?44TJY=7fEt;e=f
zcU?zXtNZ}mlF$&mtrcDdev+5~3-vt|yXcGKzVY5RKQkH+HSbdVQ^o(1;v>D)u$glI
zXiGL>uS|R_X+TPpK#9q?L=lYv3tTOptvixo&gL>7<-@u7g|`Ujl}sr=YIdAm!;oGb
z65eW4EwRWpq)wC7{O+|<)}Ag?H_4lqR!t7-h_fm-Z6??|*8F1=!3d)p=^cjZEM)zM
zqz%KPj1bnm_&58k?CX5LP~RgmHDOFaKPPZ7Af0YP&0*vTYX9KCTA}>j&_uS#Ppc&J
zV>zE<Enrl0TV2LlHO3x@?IU3XhQQ}y){ia@XYy~H1A8d1IB16N1@A<IV8woKg-M~n
zyL6WiXoa^&pD!0G+orygD~`GWFVZ)o?rSaPtm8GYh|J{u(ORy}sY^TGb+Qf)Qi>!i
z5A`b}EQvRG9~T;^HS!tqx6x}KT$RRMyjO+nh%y*M1QsKqnwy8u+1Dw(I)=Il0%Wra
zCNTOSjGvvbg=Fq+v9FWDWYy;H8>AEc(wR6owcjPJ+7an&o}Rea_&RY=&D1ToR*`Tq
z&CgFo7Qe&){EG(aFWynVc<U?H`n@?$oR?@-E<<j$c1@|~>kMOn9Yk436g8c>>RIrT
zsw?N(&*u>GyZRHJmO+PnsmY@G6bO0Ag`V=8*mQJLI(?YKRYOYKg-drdH;v2Wf=<tb
z{lPMBRgqdcR6Opz@KlLANmf@w>4q|QE**w=lBr#|^<{dexH|u@81dxJ%6XA14!#oM
z3JKhMgYJdkx{16zMhC&|->Aa19J9|N!C$tR(x2<H4A9c4{A+dR1<v0ern^WqUjD*P
zuI_#TU%y}*biq61w9iotv(YRIo|JlvfR4BZicp7&m>`IT2haiks>hbTu7-z16Q<NV
zF!M#`zUnh@qolz9%!=^_;cwC^-C0ZeuD5Up&_<c+osi!pOp0WPXLk}aE-zT0sUqN?
zNf!H2YVbJMcHv=~_VGDds7Qoxr4uHOH$1-kkO8tvKR!14mr~_G`X7?@d~LL^$~wJa
z?+(qeAw1<jq=5$Hkg+U?%0-L>*^15-qJ<dvAJRGbf%DrZa%-O&@Bfe%gy!I?B}!1|
zC`G`L{(~k52Gp23X;WCb{#tskjbQb*IssR~YUVm?W-S>faEQgIDacX(PX>!Gp=-}D
zY5DcFWk{kEHcp|*uQSQUX$I>V1n^WE^Y6C6>8ji~Z_gA|jq<~so(9-MdgKt2r^_4@
z{=z2Yb@({%o%Bs)uhal1UQAc`5woBt53C&@Rzi!EaD1$SE~ed_#1QpQ+vA8|W`v5Z
ztcf^(1jF}KS{S30O*9yXMdYc`cm%`suh#^IM4kFSERB5#*AB|7?z??q!ti%qr8_zs
zKTo8Dr%*zbkF_#MNCy>ck+!~5oJ1r^seD@1^Ki#=Ong6{q&~o@n(yegsXhf`_M61v
z!0M0gIaD9nhuHcPW^RXQjQCK3XYfZ!OB2-v@|3D%z8v@8)C3PCvBhOCH;aB0mP)gB
zI?lEgmf&y{RmbJf8HX)MDv@seviJ`vA*$}>^7$BKy7^JvqR&Iz?xo=Q_=xoxV{H3B
zq<C;zKi^?pXs2#4d)>vQkdrp=CuwoZIv(zCvs=jVJ_)<V`IxR@PFKUUBY=Gk$(>9%
z*-_HjdtgV2N`zMYt)(GdR2UoDHk50q!~t8;rQ1phb)jgEVfJVEsKljg!j?OSsG+yu
zoRETN`Fu_j9iPH!)S6<GV_pUBlRm1*pjLbRtbA*G)7<J937u~!f}!s~p0#oK<oeYJ
zT~XpV<3nVcRCM-CGPnkD@*QrlPzDl8qZb-e9tIrzW17FqD8qJoTHKTVNJ@VFV%c}K
zKctG2I+@t;dQrR3Nlz1bsp^Qerm;l%JYOADJ)@N&3#`d8-E;qU7WoBwl;=HgxQm)B
zr0=C({1B|aWb4Tr7VkJ5_eyDYcsJ#3=go$i%n^I>n$4D`z6x#k5rNLLybYLnBx9@4
zxJ>wclg&oIaBF`WA|=EES-f1kG5c^aj?I(o`#I)3t8TNCdU8mv+lW7WC+j)^B087V
z9d!yV`f_KuilQj1rOY;J1S!s|t!w_dqR0~-xDxpvl2YoK+rVsxxu}B~Nj=t1I<4JB
zWx%4j;o^!?V8eT^__Ubq<C$rBXPZ?kk>L^t!d(t8!p_AtSNFE(SorkLjs?EjyirNR
z_ZT}QJ&LCg4`B;X2&C!6c4kzn-z?RD)6%~_L!j7tHia&P%Av8U7a9*zlzqH?k{GTo
z%DV3a898x~x)lCkvmfH<?GPt|J*lsWkKF{5ttK=Yvwz$~s+A(6_Lnz7G!;6HOwYjZ
z@MZidC%pHU_Y=hsbFKE8w>kla-5bML$j<W{QCL~hN9|ZKxcV1gTknNgw2(sVG?V)p
zjIUNrYF_DKO2iwMbab?C)E&BsX8!k{KmK0hiVVtbQAAgxn;M)v4h6ljlG#E;4*o-u
zQGe>X6kl-Za*C60v6rt{N?(xQp=q_D!tnyy^cRa|$#W_KCtnw4y-D9%79Rc*+|OER
zm?5XII1k0zYe-#zC28MVIUw;cjt%xoD6j`v?axqlVPflUw=^~7aE8CTL2rb~@jLJ|
za$|Ws>IyN!=wGiS4K9@@8@MIZKhG3i!&L1@MjSAR3btTuHELz$R-gU6g^m}xrn3GC
zORbje_yguIx%~4rdn>sTA}u0!$)a`f`r3GK`e<iJc9FC9q!Ivo*Jj1{S$dU7nC^JH
zW({sMX|7Qu-wIp!9t3uoeYOe0bpw*$*|88sZjt=}CKlrcIf3$3_B-UHrmqY-y|%OO
zxQ8Y2%_>_bdIlL~6V<)2*-fPJlN309jH*`?!=SEmkjkF0V{<MAllsNGDxEg9`7rDu
z66(xS6IS1$KZ;<KZ!!gm@16c=sv7PbdzRdcQhwF-Kqr0b`{mo{iz59|2AVy(4PhX!
zSTl_G{g7mmmemz?+7HEjQcWGVqM%kcN<&K``qEoHftO8q3@oF*z42q2QV=ptz$R#Q
z<nNW_J`gJ=7^FtIavGtB>7%8OVkDV=et1%k-&bw%Y^B2qoPX!oFiNI#9|dLWG9LT@
zWY^E|w2@cE6pVeR6Ugg#2d-}u#3Vh|QG=vwmum}Gc2O9v0KeOyRY+7EY|>M03oqV|
zy9wUn@A=TayKwrnWtpyyMY8L$@Z(PQ#N&}u*QL0wk#83fOE*Z+>f3MDxSQMa$|oA%
zRIT7DZgL>jc9*q`Qyhr#eKQwFw#M2QdsB72vaGn(9uQE>N$Qbg+{JJ)_&qNV{x+QC
zscU|kggCX@PI%d;b@Bn!TR-(P<~WlI+w*O?+4L<A`_%?cli)JNB{XD9=F6sB!*wwD
z>t~KE(@*EB_30w@@Ahf8FRS)k*2q|ktAE#ic+hr{>Q9IJtyab6%a||)*fx9IO`)LK
zkuCB=E)_^EIofepSf5t%T)DCM?|lezY5ooVn{^m*?}5vVd9~4bw}0Yq1{?yt23#gj
ztPL{kGZd$mF#(6<awnUFT_S|j9uhiodHjw=jFh_MhdNFyK-<`4e~a^N>NGb4Mquj*
zLo?xN%`ObIr%A!R@xcVI1O!`nmPLIfh<+=fYrv#@W_^zUGbe^Z{tsoFokE+R(p!Vo
zH)cA<IyE<e+g!7I0*HlbGth(JFQlqM`6<+TNKE%GJSt?QlDu9Z{aMQfq?+en^?IkQ
z%wR8Wkb6AwV@ZY-y%PhNGJZ`M@ATU{`mL?bblkgit6&_#oH1RHda(?2GZk-(;-fSz
zLNuv*NHJ=efmKO-f|JT&$?O;;9V9=BR`YpW<-rc>$GmfelfoLlIc0Um|K>@8ZW*}(
zR4KTWkQi+-LbRZ5W~-m<EUf=p|I>d-Ycuh4B+ZE%5hm(clkxLr*d6O}UFoeA3c}OJ
z%quEaEOY>(ekxF_=N6Vww|($j`#F2}@<&;G4)bpWanpS>N$d{Npt{?-q8oMS5c&Y5
z1KDJ;bre8+<|HG}QLNoLt9{u2W|YdqQ1mWA)KKXt(zbtudhQ(WVaAV}Lai+lIh)#n
zs_G9cyYr);t;Jb;V9Mw}{ma75Hyl4EVY_2VR|`3UM>}9%=;7zao>=c{Ln@6<4#j)y
z9R15olm?F^vpC~xX8*ZHb^oldxQ!%|JkmX1lmIuKIhJD9NEXP0fln7pZ-%3uPdhmd
z{37VhOVlY^yXlV((NsrK(d%z>g-#P6qde$i!+=&LtdgA^l_daeZob9sy5F)QoiQi%
z+@pmDnoz#21p`g)D;d@)H<h*a8R+>(rRDW1Ba-wob)=zM+WWl@N)7Z9vBsM3UE5qW
zv`w1KlhXsasK|rn4Ks$Lcb%U;pU>g;)k!sbv-ZAUOgZo{^39N>?H;jT!}wVPcE#4O
zJub+pWW5)qdGB<GGNURdeL4%t=wr;bx(XRaX_+l@Ovbge)YO*uSto61X=q;gC^G1z
zJXuOlkY2OXr=5B>pY&&EzeHFES%gw&NIi(GHEqlOcNa~oH2)R(<E-9%zr%ggj1cQv
zRKU&Gt{!_|#=E%gw7|&fRlMd6?yuL>w+NnTwxR}gRcYo_#K8A1*pU<_qxmUsN64VR
z<IB<cGba5&$o5EvaK%vVYW+v4LCMg0o<A#Z2Ud{&=FFR-0%vXK$bXM~PqnTC<Q6+1
zT6`IfI2Uci6oRVU<SvFH5qy#N)f364*;&^g-+N{VB*=bnbl;8UZUEVHxeAVTu=U$5
zcQk0saif=IS2Zv-XZG1P){;7!(Y4h#B*o?6go2W0noq>VN`_*@7r*3vo12TPY%g-u
zOivGQThDbUKOFZUED&U6_yUCzs5(i!6-#@HWQ4P9>nA}O!c<b_b5JBI&Z$<-2)|Q%
zBzE)O76#U({Z%hvWgQv%!<?@L=W!)%8b}Ha;)s8Uu6$e$T}gJ2Xg_~fsgV436$O-x
z@FhHWd7rB93thy6nk!ztr<I4eOtNxT5m!$?jEppN6Z0^kpsbU;J<Q{|xb|}$K6&*V
zsm9#u7=eE!o)AnBBVX}QLv)$7#nb!SZoG4dbs=12`Zz}EO~jZKVn?x`lE+R*_+7}^
zrK_a^(R@$_nhwNv4~G5B_c!dNi1U?XtV@^pe5|h{lsZNfRr~Rx@su)=y?M-dul93m
zOOXD^;aw~g=BYT-(e_Ve7^-N<><+G;JzQR^DWS;cr>hr(|1vuo*1hmlO~_3oX6~>W
zKrzxCaIeK5^!<u5mvybs(wG|_!J0sbm>)5SQ-4$O*qjv}!<6+86oEHX{DbxOI<j_5
zkZ@2V5z%h`vT})I^9T0CLi4dsDUGcD0k*Q=$+R|fQRgZdty)5LC3aKlMa^?OU+2p*
zk%tV#oJPG~v?l^}ZM38CFLvG;R2_>#BQlG|CL+I(A<OJsnu{+stT~eWw)BgwPyRM<
zS%BGI_9vFHgvhp8BH~(a#<gRVxm`2WM)J#?L0(xj;Kj`-eF!_6fKiHB407rvA*Gq3
zF4xku#`i8~#(@MFDEaX%ry3GYL3ZnNRX)a8@p(ll^C3`bAwn>1EBM3WQQy!t2pATb
z6e$B)>AJ+tE;D^8T(}@G;LPqFtyOG~?-SEc*Nx@iVGJ<?)GQzVOD_PV=exceNa+w#
zIUi!ZI`Z6PT!o4MhcrkYdITPA#YhL39VRS_{)dEFUVExuTEIw<kjEdEqHS{hB?kcu
z7-TF=f*Axf#JF{Qg>@E<wkULXSCc%Q-U8|hKk~6M6x1w_uZo{=z;pwcBhzO1LvE_%
zqZyF&)QRd!kYlrc`5$zO!pG;8N1g~rWvy?hZ$6w30*p~996XgLmnVDOR|BBJ`7*;L
z{IwUCswuHaGbu{4y^LOED7>+{vU9jN!Y?OQS=mU>+c54E0_k#9<T+}#mF}fu`I>i`
z%<LcK)#@XtL@GNKIh2C&wYNQlOHCytDliYTsygdpv+Ql}D|Ww(0k1K@3YkdT!j&x|
zM-F%xU5=@N!(%aA?yX360J7ZZ9`qvAER+Nf-NMjOEZeXAS+>5^H!T>X%!w8sM(?(=
zWPVwpb}}I6-INJafezItHG{`0Xj^g<fbKrpA2rzC3X9+Wte6C8^tFoqu2E2)kYYeh
z(ft8h$VnljQ{Kv;6XHz9ed}oJFMg?^O{Rc@M(JHK??pAhh@U&xC&QBEL3*yFAU4}F
zz=(prec~hpq+MzPZzlo$n7WrL$v2+;e^IBEhy;uf?<XBkEn@X0yg0tdJ0FKX#`3S%
zecqgVg8a*pLca3b2cMj{#yb~?9I@Yr+}humDi}u|VW43ZaF(i)f`gWWBR7q!7GQya
z&$cbQ7h<^r=H0{rM3E3qn3q$_{7$AHvVwmNNdHfVUd`I5z^_TJVcuBkH`K(*Qs_<<
zE?`+%G56u069KWyaaj&S79;OV6(#KZ`h+~A4J(w582vO71hR-8Vm=$B(DaA^I;$T_
z33=6B(2{6PsK#UG*%-S!FSE@a+3o<s;yzW>{OMGmSfMxPT$57%%`gRKtyJe}KkIF-
zc!gQB^zDJ9Mi%tVyR%`H+d~`pDJL3nB_oqx3I^oj;KZBM+t{D8P~XY-ohQdy;}ofJ
zS3K0aN#yQ%OcSiznF_dK?{3VVrUXnjSDPp^MHKMaA?D-sPMAGF4nl@%6EbqB|EvzJ
zJR;FiB(uv1U*<Og%4O(8?Pnr_I?t;fI@&6#xpdPS)W;G8cPEE=gx(IHMy&qAQSB_-
zN($9x=#mB3myQ%b245K*XR=kX{aS2M>A=+NHECZ!=(!(;&<}qV(}1I7hA5{zR15;k
z^vWjOL`*ekAx(#{)c6*n-8_!YfK%<Gog9XJluoJ>sXCX}DG>@=lSDkI|4?_?`r2x0
zLqqCd4mx6bSxBYy|9#9da^i7o-46Znc@gc31H9b>9)v}%FviIlPMJBODBa04zWnvC
zRn`rEB>|0l?c+roLRD~an1~881C&zbtBhMu=2xBaUFLSem!)mki_T)<d2)j`pG3pV
zDmH0|9hNz>-TF3DJ%?H@Rg^0RO>-BOi*t+x#F?CYriof7+G}mMppJjWt%Ba{HfHAg
zp@l71oBCy_F7Q|yQwvdAQ{yNHIXB(ok1{J^(AsvK*_NDhX{r~`G>EEeAD?Dn0hXO9
z6!rj}KM%5;+c@3a-npfYO2S5t5RiNdnPiHB2#%0RcD%O_ZT6>wxsVK*-t!QZoK(hL
zCNH%Dw!Z1<q~kktn@g0ol}Fx+-AI+wK#^Le69v}bKr2#VK+G1GubQeA&XuJDI=Uhw
zoU3Hb)K5%1=Cht{eaqAKAAQ}OoVm1VSMj-%d!c7z?t+(AwDGc*5RBhFJLH`hQDF{H
z!YEmn9`r`|&@ygip^$|vkL<BwRu^PehG{Ty`3ECbwe{9X;Yk0dWnF!7ydgQEC}xY6
zQ5GW2emJ&Eb>EpVBKvEQ{qpP8cb!sSfREJH2!lz(X}N^jk<FjljNYUr{dvl68us=a
z5$~{Sh<*2D@CV8LBc95mY#({TvmVfD`&<db-0@$N;5$fAC97<bfE%Q|62QnKa&AaX
z|8AiJMcs=+LF{RPCaN&iDBAMf;t7Uh+fA;aaG4ePhtFAd<f<;8WhR^tnQTqJi<sTY
z6e?R1$Z2Z+0PDq(hKQjk)h6lgYCuaKX=Fs$Q(KdooAV;#vRirwm5AO>{lM5(($b{Y
z8t(Lc5&<6k-BaMM9)Eu|?=Nvo`ZC)Km9YK~srYJ%C})T9%~H>>%(01{jyIRpbdim^
zpbzka?S$wJ)MvO`!ilB7d|yM^<UOeu)GA)2wyaktO_Wz#{GIMLd;IVHXC2}fc6YIY
z!N693vKXUear_Lxt$v4);TZqqx_sc^7OC1-mSwRN9p6)6P>jk=$~A48@kt8qL**+@
zqf<8_P&OVLf!@T35uC-@=r;s%?fm;%nPQwwrM#op+l<L*r^lo%wD=F9NS}<_p(2FH
zD!s=^F#{<FreYzjYR}|>ZH!JY$+z9Dm*!zh`#*{!*^-PJ{D>Me(awWfD!7t4l1tu<
z>|52RIjJT!{J8wBS$34(+;rSJtYR}21rQNP{+HIO^zG5O#&JK&XI-6uEbSYuHThB5
zAD0!`=4-=`?2<Ygkp1EneO0TPA{DrJg9a?dY=t$DFz`E|YKtlK%bSjN*&5yuBXG4Z
z*ex1OQ0vF`k%z&%F#UFA%8*^}DX7!fiUNU$f@D#7G1z$_AR5^Na;?9cu+WwZK0=T@
z=weZR45PIAl6p!U&lFHFj0~t|$vRAbGeKR?R{5EZq`!y07e-1_CfsvqmQrGjGCkU1
zku=kBtOT)1w8n#ind7g7(!06&mn%6&%JWJ}kg1x-`bh~-KW8*rDy`(DQK!cz#eNsL
zuOiQ%aPDD$^*VVXp33QB2p$<*d_DEJU3pduAKrSu>Ioar<^TV1>n?N=R}im!qw#|$
z!+$+<C-~%*{hSaG0IxL=eSV8ZUKPwHci3BX@y*iQv7mgUK%_{)Xb*h2=D~at#PQp^
zPjY7QZ`e$y)Bq>7Kgtd~^LRQuN%?PzhW>$C>?hCygtdZkX1cLGSO2sCHhIzd*FgQ}
zOO-}LyK(Hdgm_1qNMNM{c%_|H3{D9*^|+(RuHZWR7`hoP`B-Bj*GAQ1&vH)1^1W2`
zg<3rx8yP-RGHo$ieX^T%QzVt0pFInRE;#_^M--(8SeOkCd1})CvTA5w;LbC!Gq!kO
za+*r@o<0EUE<2ecdVXwb`@Ev)>yu;xE!a-=1eON7vg%E$gk52Xy0W+Psg`T=d#(!D
zUNvp%0Aod7_RFT$I?s*_UKqB#5ydih%Fj_-9-KzTq}*Ycf5Lz!{*q(?S6pnsG(GK!
zxLww0*B@`a7VqZHT>2??3P{jdu0x4m&^>zcW@7R_)Vr@bD8~{eVxyo^lx&youoR>z
zxer-S`_#`ux%JEI)tew_!V4F5XpBFZqp5iy9!m;a^!)qxxW_NEfE%Lrh-mOW(PsDC
zqPSZT=t_kAB*zMuC!@^~2bN1^?eF!H9D);5yLhJGv4jCLiXayb7v=ecpMZg9ExzVR
zZPrphwR(DDok?tDlimC8I~QFUF4czX8Z*PBjA9q_hm4s6;AM4erRnN#^|xfD>VU$w
zVg8!!KjfF)r>f^T#gdGjEtbvPLIvXQE{#7<NyUiEyHo(hvKbT5_Cx&(2JvL4yWpkO
zt}ENiIeB0`)nEd9-{c=(+P?pww7@sx!2azm@pZl?XNUs9tN1gu8ARXT^J`<}ci$nB
z`{pByH<P-FIm29yHwA@qL4*Qwsj$qk+5(`83Tyb(p#E*qVTzej^L=yMT{zq(jp0C(
zY%3uOJO^AaU8WpdCY|*?d&;r>{{GMH3x{6Q0_Vcf^u59wjyZZqz@|_%ZODoY%IEjF
zd3GiSztG1m$OZBEQHO=9tTx4#66_}eK|xaa0h~WCPP6_AZM#Kn*Zqn3L35vh`V+xv
z)D+<IW(IR$@#k@LKX~A0e~#ntaZT%0yg#0OB{Y6)E|?SsjK}#DPR3$&>IO(wSl){Y
zLomsOP%H0i@VzuYjC;CttqJJw+~3qHGj&v>_LTaUtRkU1?H?}e%v0AujdFTsHZSgC
z_#QLU{+xm4@_|*GF+8x|jw5uL_O!Je{e&1}$6msClreWlctnQgG|^o-dq3k|bBS<k
zz_z1G?sn@~pj_0-s0&W)&hN#simC;21*l*cP2NPTUD9&FrACpB|JFF^mWJ}qLPji4
z?aet}5m2p?vCjfG6S}vxYwtW7lMLBg-7c7m<)5&#W0tmL{PN8F>vko3jZSiw7)qah
zLXl!>5OL#o^CZH}Ee)dOUOH3v&xmD8J~r~gdFou$C7RdBp=b~}noHIDV}1lDPfwm*
zQ@aw9HiR=7XG~|CGJeuz-1~Lh6sxVVLj9FqJ2gXaQ=U+NScH8HL~3<aF#%QxtFhMs
zLUYd(Aqv=(Sl8_EKZDUfvUk=qd&maAm?h_UKjY>|7+~7hf>yoUF#SBQmiA_f;}wQH
zp*iF(HQ6kYu6dgZhm@xbP!E3Dpu*0$p?EV22Sc}gTCAHFj)5$*I=nmUV$LUbn-fi#
zzfS2w2fX!Ap%84i^Q>HCwAS`JTkY!VFZC_r$NT2ut}gh^Y`DG}w<hoq){VV(;ER4G
zVz!5}v=0Mi)j%c{Y7SeKN3{^Qv$a^9(qN`g16e2TdQ!`37{C^x6|-#IY`O4G9dmZ0
zH^4yD6SQzCyoDLd8ymjkLm{aJo<Fl)z%_rx&s@EJvT-JW&I**gy-guc(YRyEI>Sg^
z6XX9$<8@PG{A9MG1GiMQpCfdY{s(W93@LrdagJ8mCaq<gyTL|`%fFOeLOLJKhZ=IF
zY%a5AD=XXOj=1SNnr3JArlr70j8;&~sV$~dGB*p}-?<+-x|;EW649yr%B^Q_?uDJK
zoo^Yvs~rw-OPlQf!g$`V`=u{%VB^!eB1=@2Ukr!OD#ILVA|4k5hnk=#oEA(4O-dt&
zA^Jrr?sToBP#bQS-z8iU^HzIPB+p$u?RwfI!6-l5-389u=baRXJvhH|<;2EK7zyQH
zZiWUJm;hpxE4-G5gf`ru4hOaMe?9V?c)K3|&1aJZwuj#X4kpY5#oILIKS=b;y8rV`
z0Jix#zXut15oi2{>8&j{Eg~Umu+wVKCWn`1eGNzwWR=e+==Nf_TdN_zs55&9O=lbL
z=NNe_hS)=_;`xo&i9}kQv&yU5$re(=DU(usQJ2<Wt*fR%Zxq|@#~DJ7<bCcI^k>c2
z)J4#0)n3@UR=5-}@lhhQ6{+Wo{)e%*3~K8O_i%w0DcVwkTX6_dB)C(&Kyim+MN-^@
z6e;ddEJccI@Bl$earaQ%-5rYjZ_b@L_v^VI*4I62X3t)--}m=C-K{1&@jOMX6h`Wi
zo;Z}Y1DaFyJeIFb8Z<HP4&%W!@Rry6DYDI`LGc`oxy9t1&r5GdlM?7J^^f#9w(k>b
z`Lt5fmI*)9qslRKvh2S*rDMP09-Ro3o@~AyB$t)IVxLpBvG|--Wxl;rv|fbxW@5}-
z*31574Jb6BmHGaTKGut&mHdbRUVN92KjJ=>*D;AyKDM@KsHF-bX%A0FsFIN$Tcr&*
zdKJ+9Di%E9PXsqKgC!(AW47^^+*k4uQ}k*7Ub$g(u3#is%tu+y>E;a_|G3<4#P-*g
zqfX@OpU}5)^(|R6X)pYVrdyysdAw|P@|r3Ky?75il>Ik{V{#|CwpVN**VoYf00^1u
z)-tsZ*;AgeCQ?~OOpZP^<ak&JmMut^2_TH771%bz26o%Q>fg0*Z+OdMQW8#Xh3#P0
zX;(&D&SU&W3)K<EYPAo_i5@Sb(~!%Xv!nYaAB^LH+P(ZBWLkMPc`!6XyJVPUHO~{M
zu^_MLR3eeTcU(~*oXAEytD)H-8dz}S<=TX7fe9{bs!vHr$$aT|2<?Ho3uZJCqNSka
zu$OCYwJd2?J;ACACWg|b6XyepQO@ct+!(cqqK+nC)3%yybU?v6csI?tPU%%F;kA1&
znOgDU_r^~z&U!Q{UAK2FIN*%h^PaYh+=sq5&RXb<42AKgo2BK=154`4MJ8UT1s)U-
zzXt<x3rptzOld7GMOq4rN4tteG1S-U(IPklfIMcFTp88@3)AXE4u8&>7P+j&Jz#7K
z*Ti^E<4nk0p$|kxBjz2FaQ9E{%)=lZ^EOHN^@Luuq|jS#hdNtbMszDOx<5ek-yF%{
zJ>!=r`vy~?H#pBIoAeO;nYIkobRR7!fnG(K`zL9UXhWWMe1qtf9Bi@Tb-p}W1w<bZ
zAQahPxY?9SyRjmb>b09>R({H^i-WBaBG2c<&ya{hlPCQQZIXitj<e^SYR_&Na5)w>
z5_Gu{crECMr>IQEKdQ28snQ}~p3w|CoDPHmKv_@V7o8wJIDo@U%#dWUMV$ChueIh}
zj=7D1WoMh@OKTYP@W|XgMcvcH7OUi}w=qN9)Xm9Cn_c`%>!`Q(l)!@~emUX#1nyBB
zNRQ0OAZo^A_e+(};iK%-*P=J8_G-=4wscPpA)7rnEA%b%R*qXi{5i8z2mg2?9#ySa
z=N%gdI(x81s&Mh%{aS(}#x}fSp(X0cll~uiXPi-L+w83wPlL7e-M^53`sO7ESRw?8
z5x%khh2EebDA!uli5A6+P7bB2aix0rM1xi7!5tr939$)fh9wglEj1P0nFY9M29&2o
zF-kE&5+F^eI*001aP9Qhu*IHE;e^^sxs7F&TeTc>&TczNUF?wVB3lE4&WNkwc8Bd}
z)zl#@@z76Ys~Z<o&H-amJvqSEmJoR#BLJt%_c?5)*x{6ws)K*9z9LUXl~s02=@&(|
zDXAFk4gx<IYj-SxqRC5+B$~$5-6;{~FlSRvOY$9?0W^I{QDhHsOdRiI!U#N7zFx5K
zR?&9-=TB3;mkC1`9|LeC)a<iA?JxAWm^%4+39qQRbWpZlR3%aT2?_vrbTl?~hVzXP
zid1nlOr=64aJ7HrXHNPg$WL<%I5!v$jP*G68r|6z7&q{#;w;k(yDZ0{x_Q1vgcr%7
zI~Ke=W~mkDt=6!DnaWvFy|)ZB@u;#9qHt&s6`|hDoAg0xdNBSfZ~L#s73vko*n-RK
zTogTmGp*1<4MmHtub>`N2dq2P<r|egil5?7MsMDx(g1VdimW~`Je@52gKK8zSAQ3m
zV@hXY=~@>WoieI&G~Y5h@o{9;52#NO^3MT$oh*$>iJqpB2%AwLgh(gpk~JP>@?&G9
zhVFnX@4gQ`GbN>zfClxaEjmN#<of!)(JI8pKyIMDS?dWWTUZ_aXHWkeD4E-bsKaG)
ztAHD&UCYg0)kV*QK2gq(0*&gc?U9==uK{k#V$nIZcGuLoeMvz{g73*0NhY4J5L?v9
z5Mk3VeU5|=V+pSHKT=p91bP=rx#|6To^Yx*ZjdO^ZHQ*Ga6f1}{kZH-^nRjePSi_%
zO!C-u;|!0i(j#d$qSudxxmIFRorQp4BveAtfirNX{?sqR2D|-#FfY$<Lp(0W9|VXZ
zQDXHQKdTPX#-fP6>4GD~+e?7TUx!qY`{Ql*Uzw6KM-LskGzV1)#Y<qL{Nbq~tbUC)
zML;eg!h6G4z9_C<`upRFqQliO#~%qEjd+|OCbp#ja5`S<(Dx_Ux0rl^>J0Y&d96i+
z%^QX|D|IyTUVLeqZ~taCd`h>3Y3id-9i3d6zBmAP7%^nXcRIY!uUxt}arEeUL$e@r
z6Llk`z_f2I<!b)38&tIc8@@ZXbghX&0rI|4C5G_7r{;f}^6=hnjrV@G+xia;9EL_S
zf--Qw=fNMr=@Xq3Do!)~Lfq~@v|rdhPp<EkrC~UEJ?i%-abpNGZTZ=<`P6tpKMG#`
zb}8f35lOB=j)wHfPD3(r;Bbf{JHye);=;(QxnW@Wo~w0br-4VcqJFEA`aVPobpSX^
zC=l4x5VEsr5C8ZXe;2T4#t6k(>p940S*tzP-I{K=EHSQ0H4^NnSVNNg3VF<FD~lD*
z?=}T8t0H=iDNi4MS!E$TAhZbb=8oS=Stngrpo(()8lG5s109@*5&c?N0?DDQM^jyt
ztb1taTzu+0R>9fz`z)Rc5p#mQZ;pQRCyB)9U7%fP510_<7XAK3juhopMfQh%!8#5L
zRS5KwMnOaL*-)wtg$Kh!nC3V!Gm}I&Yzu!5U~kaZ?D1Imu$al0%k2x;r)21UXv7Q7
z!2*v6P>i^RS!7*Rf0&B0Am>mT)zW9DEhwrJ^>62xeU$#~E8(YS7F#eppfCzvDkbgb
ztrc+V2os}|^w<6bn*F^C_&t~JuVa1(WjyXe)puu-xc>hCPUkL2l9fCvPh5|Idk+^o
z$hntsS!n-58!Klt&dL4yDk5nN$glgED{y}tRA%Q+{u1>LuzUD^1ijp4i4Tv+bvPLX
zHckhdSyhZ&nhT52(_%st5CSpH=rj6R4!Fbt{ikn7i5V1JU!u4;%#!-6?;LEDnU7h%
zF=|HDCbdGZQ1^Q{9upK3ODWuq2y)3K{$(qG=mMrjWb{0eqm%BguuFbh3DkC*rP1NI
zup2i%+l|_7tMS9@%u>M7jIJ$IwkX)2R`ywQN*5zSHiHS&xT;948FxVi-oMO!LZ99l
zhBY6Mw(WPZRz+Uz4;>8B+`u<RIfTDjHh%EV3VILG*LKSJ@`KL#>m25K!pjA6$w{wd
z(xz>9vrM}R$(W40Pw#;#Wb%W{H=j$$dzqIm9j(=yJ}C6CO8~KZRKC@dt2`coX2EBw
z&XVd%EQnJwWrrNvK`m?gt4f!;PWCye@ZBGFlZ-0^J!b?S$eX%xK3JipJ}bJSKrWug
zu$pa8@zma91Xt{Jb&1C+o;{_9o#WA@5;e6xLKrbqCvKqrK5Twd5_b}mOLREp;N7Uj
z+*VHJHHB7f8TaQXRhdB@tf5(>+AeDBiLOdCgm~h%;^YC-qaTkgd4s|Xgp~!sugZF3
z&-Efb57|EB>swX09=U5BLWypQze9bzOgMH|0f7sL$yC)vW_p9H5~%VU`wS`-KP)WV
zt}fJ*gO$)j3y4uB{(ABIzIGarw=RX(zurlxSRB6e`?U!nqAJ0AR{^4%d7nk{jR0n3
zd{6s@z&$IePZCa=d)998A$(Ia&Dh#M^0MD#F7ITVwHoq@oHnz>3$@3i^ev?UDapBC
zM6?=)i7@ROA#E*5=6v>KPUczomMtGI0_?`kkukN@ThF-D*0XOlBYpWxeC}Y87L)-E
zb!{W-GL{B66=K29soS|^Z7xuSWRC~-;MO0GUuktHGnG@xbEMAsdqPp0a?+-yWz4OE
z6y>IE%;0DKtk~(Z-nM%prmY$7-oMFq3T^>igjAqIDV%5fb2HWGtAubNzWG%Q&Bi8`
z?S9~-tsds{)jwkCq#m4J*;2d{G+Sz|o((^1*5>_>3KvY4s~))bD8n#fpSeIdm->B2
zM=hMI#u+mb1)ix;oxVCRiE&#DUx5!27_Df$UXD6~evZ4S*%PiR-tB<|G=^VrI#Ai8
z`|SeeW#s*B)YO0<F8qcwoy2`_j6Iha0?MKnkWNl&3&txK<>;C@*D33EaY%$;MT0d1
zLIec)56z$fG5a`+;g+qdp|Y2XXfPtKT0iCE(${Kh3VYY2k)6Jc)%<fA+kh--)!|K8
zT*jN|W4Ni?#5isK#8)Ln)b`wa*ddr={6mpi(nNV+rzyH@^aMue+hWr3z$-4t3r>x+
z!UYl+BeKTDl$O=xOwSTHwZvPJcTz0mNpurQ%6runVaz1x$GJpsKN>3qKLR;>PpVIJ
zMRJbCJy6(K+PpFuA0t**zr!UD{sB)3xUnw8>lM~|PJVkyuhB=cfA8l!F65`^9it)9
zYZV%4#(NNfa(6{X71ICEUK3=0|EFHVclaajXKeiJoE>RPVAHRLk3m71)yyq$4HCPJ
zy&bU_C)|HYho-E-o?^oW7><qw;k2_^YsotY_OAqwoqEAB?@I0>7cn{V`p{3!l0b#&
zE(VMui-^GeDzaX!|IqC3LZ*-8Jc9gxdydl5o@2Ea9ln+EEKwE3y2ruZt|Zpi3Ls2B
zySSDZn*L}f%^<7oEQ=DD7`g*Gd;AQ3`EU2F=R!`Z+H8GUGQ$Y)Gy2u#eUU|lf2sDa
z!7;l+#!b{Uu=0(v@g=3PaLP)F8^{(Kycx}NU#maqqGbzd78-DqEy6@FqnAhDEOvit
z_R;7o(!O}&oFl@bX0x{VzR>z5V|>Gw-QVWrt0MeZ!IS%1os+p0h3tgvHcwt>z}Tz3
z<wKV1-_w^lvn88r*wH7#d$SQfJ%2Z`iy$*rC(=We*S37VR@Wu6UPC1l(|*&N+QU{w
z5FV>R<D9a!#mXS^^XMaMDG}8B!7^!F&o#Q*cojtF1iv)cbDOdK`?+LPSt-UvVh=T$
zn}X6&*X%T!T*%_tNOU@@e=ryi3dqLc=nXjdQF&skMSbon=2INGwDNrIqIgxgN|>?f
zJCe*cOzm!Rpvtio@inL8Du%IS*^;BZqW$P|O~;}BO21u-bmOhs4vVkwsIsH$%`(0s
z=Fo@x13!I2>qM;kpE(UO0<}+nx);iY!=us&4+GS@o+oW_l&guQ9nzZkBwz@_!h#pU
z2E^i1G-KP%ClD<P@*pZMO^yqPfzox@m-(d%8aZ{nkbQ>F*hbN7gU+CmpWalL<Dfo8
zR{=$wDRebon`G&cF{M3+=X#()Sg8GJN!}EAN}i<%4_k{*1W>}AhpS;1HdkUYM=~-x
zY@G`Me;nx!d={ls2{SVpU37ac&C+tVg0)V(Yn>@<6H;yn@_Gh9`u?FiAYDI3cE`<E
zF&=wk8p?I>4vtFWy<3X?{h$}~`UfIE%11;+ygqG_24Q$~yv^r;b0D+%2#sCgd1UOq
zEjRbBZg;Kbtfy8o2~ZQ}y|}SyjGr&zRBfN&q=k0=KILYGo4!$LapvG3m1Pd!{21yH
z)kX7k80o8oTZo_yNmS;>dBwe|B3aKmks6{}hCFP!ohN2ndsjb$>seJzTW@`H`MSUf
z9n_!3bsIch@kvNAIV*sGr&6O}qA4^atmRg;L2!X3lTl%48h`Cp;7Lfc5$Ul{y2s}K
zT8MIsI{l$HVP^XM;7~GAZMp8k<X6={#c;?ib4#3~t=$|xLKsB;HKA3rafiOqUWZzb
zdtAF*6iCD>)g7w^1Tf|N2vefr;8TA2c_Ue#@{MR+Qam{RJar;|62){X(X11X{Wq8G
zv$7wPasPN&fvEv4f8R56<59%J7@6860-}6czb=ye5iMzPU0t;2Z#A2(@NJ?%>sxr!
zGmUH=xIYU38gFpEF=&3K-0Prz=jhqEE3(t}uk%mR{?s#*hNrI}L)8W$2V?A3vSJai
zdq*iR6b(~9jjxV6C3qTo{<Hq?QIrF{P%(PfsRlBu*K&LuPZw5n$%Ok06{Wb#*-lZ)
zs1?QqvkqO=vn#GBX5OjXEIe$yJTo;RPyLDGzS2JQjnF>7XQ+GRUEl+CiWz3%%HHL2
zMP%nxsCCVC)#F{-IZUsQD)m!0RmN4dgK(s_3Ly(|_gICaYMG_jF^{ThX(0m(r>x&x
zHY^G0Zy@QEkOhfG1gtrlYjzqVu7y`f92aH&LpwyKrbgQ@{B9w}z&Ku#%&08UqF$PW
z)T`L{3V1v-%s2{|3X=H*y(z_BY3q<MyX<>rdh?-ALh?ncZ7Bf0ImqJoDS5#9GGZXV
zzEZv;YJDrdC$%#Jld(h16o5%<i-=PPm%>`0w-FDv#_-xu-i5^==Bt67nrD`~G{I;I
z;?>j`iqGI`cvDRG^J}QzoE{<-@9io}8>?0exOJb|QkkWxyGsRf^}a_Vjnb22N>d(!
z4JFZ(M*}#FSx}KUw=C%z=?Z^VbWk%T5aXZrAc~kcfEb(iv#((3;2vDj5&c>4qsk<L
zBFL|*8K&C|QT}VIrZ$fV@n8GVrvgu34nH*zFD_X`ZYyem$12pzA+0&txIdtEidO5b
z{nHz*HHknV@85uWU4Jfy1)q}xK^<DVdv7AhdP=W%i+XvCAB8R#svQ>QV5kL_a6+!@
z?+_&I8~O>6dC%;{ZcJ-R0Q-<aj`op5sf;yM+P^hd3|38<`rp)Sf@b%jaXalL{j8}w
zEL~|dz{FXe!U=z6C;S4dMjTMKE<2BxD47})jJ0f!=zW}QBhk7xDBslh^@uM``5Rw?
zkv9XsJ_kAAEg~NnE7bvw=g}K3bDG8Dxg88fini5*l*wwY#jP3?2Ft47IHzs?dRKAA
zQvSmSK27P1w|zCL{Cl^=#)xbgk62;<MgSgURMI26H}E<%2}4^80ou!hzPKwmaqlkN
zP=5DDCN3#5q$bJX#vd9t);3=hd%lc~2loV$psw=+HdAm4nd7&-Pr$#<4SoT}#55U<
zr`jb>V5RwriXQJr=6`lBIgpco(?v*uhZ%$Ize548x{i;m7WgsmK3IxU>&`a-4ZVUX
zxq-zq$T{BIl?|5Ed;yCEoK6*m$p%t$=n5xoD%;ebU(yPg5=TFJURy<PWq(xU--b~2
zWm7pY|1k254dcp>!-g9LD9~kK?H(FV?T?_dNekr8XJJ5YtCV$m&9!}|el-eMcA`oG
zNx2_qy!nF)J%u-+BVa41=g*81<<jd6;LK)S8Und$Jzlulu+Hb@4c)onpE$qZz@4!!
za@uBzL&Dv4%<pN1c^F<4JO|){v*nakv(Zu$?!EeltQ){wAT@3lh+SQLngwpAIQVv#
z#(CYVzF5YUNu8FNLbAD<y<V>gS)fmDla39#mg-5MHt?}k@>zQ2#7w1&zI$lSvrxED
zTz9LIvHH$^j}M#=b=_&5=qqq{^_sa(;&_6R;utv60AXi!3S%_dxsYuEgU3VbsBk5W
zcI@s2h;bOR5=$GWT<gS*b_0k{+}jFtU0~GHMbkgTZ)Q)My`jcFF)EV0z@J43o@rBp
z2JCb?I(m!sHH!nSSSn2R)1vS<Sa~S%W1)N99V%{}?yRS7FwG(Rh1BfP`xYPEx~f+!
zh}OlPW+ZE_RI37$^#ighFTlpJNFcaoEm7Y0;eg0vs@LgzCa~(e$tfeXygZd+>BHj9
zEQnpx;Qli;{+tATPbHD1yvO+-w#GE{#!$*P*0I-}&|5^Z1hhB3{lJ>4{qvaMm*@ZR
zvu7uVse*pz5UE^cGYRCFQH1#-<1Lg)#Atfv^6eb(&#N{QjO_E14$SDZZ%jysA;{hV
z=la}?Cm@|12D#U%ICLJNWho^=$+vo4wnhh-4gVD(Zu?LFr+(?9UJzB#dVP2`cY*qM
z)&I%CqOjERX#dv$oU9U{nG^lN*@~AEJxfBiAFj9gOwcd+eSuPINXH)QYUY6HdN^b3
z$egv2jrl%5?Z!bd)jcX0qrDP%;+uL=rWe2e&Aq5%Bj%l-xvsi3_@eb!imeLUG{tMl
zgC$(<{a$`_(%S{$_ya-KxNcBGnqGR>f<(Fd-#G~*q#J?c3HrMsNxVSM><`BtV6}?*
z<jBJ55`|=0OV-%AdLKr;rU2^gV7$Rm->0R29uxTjeyI^d*f8aFF>nUF{&U@Nv`iu}
z99}MGIxd@VvTIW>!En04TrTfwZ%?|9#<*Qo@w=t^CM`5#Lt0(lg*1my>AGv|Wh^>N
zJDwW6VZsv~Ll}J~(6jGovqUbx2)bQM6!jUW@EAM3xLNG*ZJG3BQtASD7T(J1>eyOq
zbZK1V=NBGlfIjLXBkFFqSHKOiO%~T*0U&#iQ&M>wj}o@cl^;dUkE^4viu4n?W_<Lu
zd|4OTj16m7j;YHfU3{w)KhE;_zpL)|{yI`xJ%Ak!IGrdzVEXrLn;BVH*2)ucAvtv%
z0?s%m_?}kJlIKtoj`gX%SFEdpv;JH?hG0aCJ)N%2<buE>fpQ>>E>!}Y@2dN5Xv|<p
zr^Fo^V$&XaEZEOFRc&k%ZX%?Kto5W3btYVfKSApkXsv_&{AQ5Q?5bMYJ7$BWfGr8d
zb(1$YKg>$3G)t=*g@OkT_|*qDlMGSjJIRp~TDT2&Fx~;M1+dOtB3?R3=B8N0?Q>h6
zzvgAuZcph#mV*UBRw>0R7;_~QeHd{8^WEw<)I}Ahd7`<=fOcrP?^-e2h>iDu-)9T$
zMh_y5xzrft;okY8tJFUKhPwrMC|lr*FKUI{&EJEKddKR^RsB4AvloTORldL~O%H{t
z-M!hpS=()qNeTLhFqQOMt6I+FOf;G>MP=h0>PafSwr-;364sR{WmzG=w>T<=KlF}F
z@#F$zHJPIQe|;0ZF@JRzz<Hx`zDAfz7`*;>asua^eBUe>Lmrod10UUtmX-LRl`Fw1
z4pUb0s|<_FTY9~3Q9Non83&n{8UAg^j^**h5{$O#KFX2Zp0x9Y4|C}16lkMve{%Wj
zxDUOY?j+v=#a0vo0}JEf+8ZWNr=NwvRu@aW6c{Z5l$VrtX$K<<__jM6ZR!2`oePjn
zE(8~u+`d^DX?n{fK>G(G<!|Y~?nV2<62q$f6S9<j=*+~`gDFGLu$!tWb=qLLB=r=7
zVcT%T;4_^Aa^`A~Cn|*HbHUxAYA=vcuyA?4$ERLT`I4a3LU~JHkWujF+2UXmqw!HD
zpDS)7@GR?k)cuy9f}HK4;&;`7o@;}KAbh5p0hOa@68YaC1-3%3wI23MYSec|XTVcL
zzMa@?(d6jU2P{7etba;%>m8&&!?rM(i`($9D6;>1=r32Ix}F9eFc`!iMa+1WJ`$Cy
zdX_B>nZE`Io9OG)%ou&={gC%Xx#Qj<J0FoPJMYf}dqq#TH}(1zO}&ZuV3k=3Bs4Z<
z&!h!;bTz75E!(&)ysvvL6?u+Q=O%qW?Q>O(aUAW1wQpBie&E1M(tVUF_}frpYRa*d
zD1BSjpw$-lHvO-tGv1wZk0gTz++;a5sx#D4talafnyiuRwaJf*a3w|<xFqhRO`=lq
zE2o@MT`)pX<rt*##&G#AP<ap!!QXHV+mz*Uhf%~H&g^`G6l9(Oc_*!!QZlXXjT2N3
zq(8j0>NHxDqy^i5D_fRrrZPA`HjChhygvZ;Wl>w7c&Z)d8T4l2mC}1x0Ev?l#XeR4
zV0~e~ul6OAXaId9C&qjtd{Gi|e%2qu%?F|U-O04ShEEH0?yoZLbq{|bRzZ1aQP&TL
zGz8+jF*dVyXUCINCoob{GNBc&&}+O{l1hK6exyOA4_dzawyxJ&IY>2<4@7}P*XB$P
zm=U`QN&R<jTMOp-X=^#)zc8D(ix@b4!j<M^k8IzF_Tx$oYn_3ZXY4Cv?GNhNl)Ic*
zIMu8)_EjE!_wEh8JnkkgeqYk*{{^s55wv4|AXKV;ms9#IeZVhAC{vs=F3^5o*oUI&
zE~H~;T^C{_Q^aZ6(VNyQ*iNgxRM1}_TXJ99r8WLD9wqtA7e71ZBlRrH8hs?L+1_BQ
z6uh*AdtIYbHWr(eI=^96t}dKW+D;@8!d~t4@^zK61aMNo8DGZnYqeYSczgt0aXo>k
z==&>)-&m+zIcrp#Dj?PojLzc58@y0W6c$F_0`J&xB`@1xDV=;6`9?Bm<#6bX!F|Ih
z2L7fp=}4y@H=<%t4Y_1DEzD45e9QQrX?LaFR(@ACg7uEWB_7}~WYXfrL-lI1fF!2`
zyVAHHJ94w}6GrX6X@ewPUD^Ovl&@KH6^}{(BlE<0A9(T@hqToFk)iR=)c1;^z1`l~
z(lVK1-@x`F!Sp~~oqNTTES+bH#`sh1R~#V{1YXaK(`1^{1`Kg))|4BMOjRwHvTGq(
zdVrdaapKAbTT^O%c(=-bXvB(g8|{3^)sKWpn2gO;SPSgVtgrtRW#r86Jqv6qvPuA1
zyNrxTgsiP|G7A6^T0L&^2IF{99%m<R-aK~CuN#}fn478oUbrtbcJvmrFV@j_UsvXm
zqZnv{4k*Z&!LA)(*Rkw?^N%u%W6!S0zA1m19G)H9a;9dUF_|yI;Oa@PTTp1CDJ@v}
z1UTktDjL9Yo|ovK9aWVseV%N*aMWSd4xuv|JD2RVsR(M^<P_Ve=@FMOa?qSoxU;jg
zn{`R6J#n9>Ql=<mJ)FvH-o=Jfg)3L{^}{TBTkxr;bsi|y<{7Vk(fW!{*BH1u*=eU0
zBp9VJ(UXpn)eKZ^zxn-FOeOmKIPlu(T5&iTy%&-YwJYewip|CL`$aXVb<I4CGGHZ~
z`<jiSisc@01v=QCtlO#G+DYZXeEFo2`w{&@FCRxwe&Ez>d*fS(b~jTxrA}elmSTMB
zc1v}*ry8wvQ<@eF6$OWHwK`~HIcGPNL&HPqWYzW~-8yVFJf#70RJj~yG4|mTJ%@rG
zJdk><r03<EZjk#7GB&<hOgC;kK<MD+;m3OIzHU;X+lnnNN@1VaOJTx|DPgV8Wc6aI
z%~yH#+sKKk8lK*31v<B_UBs!$Y69z}z)gMR<5b))tCf~RU0rGEW9Y?dlu=D1Qs6FG
zy7Gj7yq&`}1sZMLr{|=R*SWSDPWpa7O5h=Oj89GT+`HQ^IAYq?=Id?M5HQY+j!+u;
zKHV)eR-c(D^1AmN!)PUBJ@_7N-)zLbKS@PHJ5>jovJIg%XlaV{X#E)n+VZwxR<4SW
zMYOjzJTR58dKu&tWFZ^dU%nsr^W}J%6nr338Gv={aZKx|Sx8J9X!Z#0|C#exx-tgT
zck7G?eK3xB31?CM%*X-O?lw|w7=?k~94VOeWvoGTC8!iA+h?Goeapd3j*_Xca_~3H
z;01iOH&lA>#t2xYYQ7hEk52r)3$7*${&h(>^*%^HH3wYOF%4RF{=|AzC%E~;#0B%y
zthi9Q-5%|~zda>+RsXnoO<)JUv-icPj&G9WxtKkuyZ*;ui5eKl-EesI(a(wT6bcCm
zAYscmmSSPsmIHUp_&McJy$a#MPJ_0)o~>@Vk>Oo}y8c4G_ASmD@@0yet<6)qZ<d0j
zw&_fZS4JuG^vUFmI~->Nk!>@z$(td=v<CM*FALy=<cu3%OT1XuD|6+JywPl-DLfu$
zr6@f24riTlj{P1t`8W^Q6$LzvhrxYzqQ;Y#WkCDhqMeJ!u~Ve6AKP9-W@dh*CCQZl
z{OWc>;yvKOg;*cfpbcjtE(uMv@GiS1eNmps=W!r^H~WB<*^h}qw+i}?>=ZBc0d^M>
z`c~G{M%3n!R|bV)(HtkI(HAi9?mBw@-&sU$z-2m(OBRl`EF=qTeJ$P9Ddx2hK3Ii3
z_sdC`R;)vnA)RDWh|B>yu;Y9@?C9#6%u5}G^a=e{h1=c&D$t{z6nB`hQ8B5b!=Ex9
zs_W@BRhI!Ae<SK(@2lxAIXDs`N;MW9^$8OdVq5>Q9wDbI%>GurAoN0VvZ*~}2av{s
zNpAglX2T*r;?Nwpmm@UOz!#s=Fr3h$p>lOhw9yMc$X|W?;#<RP%Fl$J_#*P*bz4}b
zBDJ<^eDf1H9e(~L#tmI{Lha)U<Mhn8{@)_vI!~4vPv1}TMX^(525C6jZu4GXzRY##
z%Iy(_l-YB;v>$RfQ`)~#-ZuE?<YcgJWu^>@Jy+g;38og)SP`w!v=S21XnfD#a8vnH
zgxg=Y>}z9O{<M`8f9~c#?XQnQ<#)+GCm_q4n<c<^>bKWb|Hg(^)f)`BCK%ZI0VHQ*
z&d}mN*>+t<RPiAzVs^yj=?>L^vAf~k#vHP#qUO|dZo=MiZKIYII5>ZQ%G6}wji%42
zf5Bz~ndx1(sf|7tjwRzKa9QEgz@EFjq5JSN_3#|1b)57t&Q**qI|^^kt|~@p(h#8c
z{x_`~Hl!%uF8?)o?0|;2zF$cny{_hCMfw{<<76tDW|SvldO7WiOVsXUB73=2zigg9
zdOibXvOG+gSU0rMW6V1?&Oxzj6(^aXg559sfI~>F_8U>KQ@-y>dx={0!IViazk<bA
zEE@K-7O%4W{ibv>Au|uo@4@k@d3iqR^3Ov)I~n&E#7c|^kZm7X+KnVBCLKFNkn0|}
zK0TFfi5f00(C=RD@FAT2t9jYJQ5~Ly*p~FK63kwnn>ZLOVg9p;V%9G8oLHH;*v{)p
z^gRv86+_mQ5#wmejUz&=uCJubRF%+w%EBrLh=W8i2eXM6nEyjFq2s#RsRI|k(KMol
zGi{yx$%;YzE}pHx2s!qSjjrcA$&6zC>mry#0HF<b(XxI)t^We&gMDG_<8lT3tn)OD
zg~{oJJwG3^69ybXFa`wxAzL-EDY1H3q1=pri(H|5+=~B11_4HC<8SUNONPCFcQL|!
z3H<1Kd7yoANnO>{AkHxvc@ixY$DIW2{~Cnw(_Eryr(o>SN6=c#ZJ6I~(Cfwo+?#pb
zH~sDnhQ!R+OweBB30|KNHSUsu9D364DzLF73!CELLd=2D%m!#sCayNr%rSspjlbkp
z4T4oV@-g!TM%(k#-1rxn5DkG$&H~h2m^dtLnkhsaW9Am}${14%@GBnWu!2M-_)w1)
zX!gW3ctn6&EpJJM@B$t!A|z)A;<R=)7FK>srIBoUnn6_;nQ@XqL!Oq{DqGot^ULa$
zddo!4v+(W4Db8w!?vH}CXx2GkOt{AD!-dg~Jd$@@`JZ`nlul8mGl#T)M{WzNjy!a@
zRp5>(&h^?ErY3t$G74Nj+)HXx5jR!$sW_z}@yR_eUKJjJyV;=S`dparc;xW{-ssSK
ze$*A}98_@^f2e#ZNAm4Q%3So^IZG_Jg}o-9^d?|9@_Winc4tM3tjgPMKmK87uGLT9
zBR=7flUJdD(A{;a6lCldRbJ<25zcfey!_mMXD&1x=Ia}#JmJ=cR$@MD$SYQ!8b`hN
z=5IEhU!SY3hO|k;nxC?N;ztw%4+378)}Lejq}eWvKIqP(UYi^1kT}bR7nTg9xL-(D
zR!8JWA<hCzxvFU5eo9hkI9!+M?3xVk`0AD!7T);r9}4Q)aC9@0Gc<P+-!Yknw@jHV
znqJ?lzo3KcH^8)34Qk>q=4X>-5@kjW5eQXPdzK&TZ<IxDU^c_T;M#FAHdVFpTu?R5
zU3wQJdj4QSo<(tJNKBjIZX$y!pFT$oMFeWH-Ee;0nh`2T&QaV9&c-5h-<BNO&?!|_
zh~L$!^s1NOd~}j7`O3;zWV7^WH^Z%LV5y5;1r9<rvG|Sy*%;fENh9Amj;teK0ogB`
z_;o9U>J*Ni>09Tv-|c+vuMyYNYb^o6GJFX&01o6~js6W=-dE)dM^mcBRgWpThuWC-
zMKp2cGwLZjOWXVG4lCIuqovE7@5`93h4)R53#-PN<p<|qmCQ>#P040Zh^Lt4txK>z
z@Mc<fVK<i}195$h84dV%Xe+TnbM_s84tPCZ$4!!grt59RNVV}ID|tJSEm6b`>5p46
z7@o@Iv1Y1D^;G5HtB}oMmw*a>rE~Q%D|}Z6O4Y^uSl{o|lq;>BjR6v;hCw=}^Hq>5
zMs;AiOPt}D{+<;W8ol3GT02m|)NhA9gQQJbYYm?b+e*jn?QjEUr2$c=)g8UeDJ1FB
z>eq+4yoI`bNZ{hnkjR+Ocfyr<*i_0i#4(z+5$F7Rri?O5LUBiev7Xg5lPkuE*sp7(
zU$>C`u{?A}Nb7j2@Em|}g7^%?I~+t;k7YMvor42d9LeIIjU_>WHp0?qXuM1sZ=7Na
zP)o^fv?rcldi<1IQj?siQ^ER^*0j2}%_W(WGGiie@H9K;xJ#s~*FGYaL!wcnmOqQE
z^bn?Ua-()RGPY7&{v{gN&eSNr%W{pX;%fiD%graY{2&Ru-w<S|1x2W4u#q0?j?JjI
zBVE|Z4JWTWmC~X&t>|0`5b#;1i{^0VQ3xv=cIP*!tlXK9bm_)x7RX9eEiu2hUQ6kA
z0VCXheBH>AEK^o!w;Z`qday#1uG^4?CKs9Rof+R;yjQI8W}n}{ROQgy@kgvJML%SG
zs?923ec7}@Ef5gClwH9~K5z^AZa;KfkT+xc@kvOfb>>mZ`zv>dxGye|zm6z%@tECa
z+kIT^Fz%t##`MC4*ePL)QYXX_mTG0_Md<+vhxtzv)QuFP`5bF%LByci@l9f*IQF8C
zX9o%fN-_<Kb68E{=B4{Lfpj^{QD*wGrO{$@2?qPFJ}T=wZHR!ds0F&{oXs9s*~bDk
z#mw{)stQHZQsHUYcv5Z^cdz@*z!&kC^5-P!LMm4Aw&HY<TWq^+rN7i6{ATEtCO$tL
z8ZVcP$d9|rhVrPtv`>G?=D9Mkj!9~;o}=X^PW@TmJjbDzAdBp($=;+16X(@sa&wiX
z_vpq4NM%bZ{9WQ9-#3s4zH0yKzr7i`qCsl%8hhojY=v~{GxGZT^ohA8?G9X$!B9Z7
zb-9nX`O+jCzS-?cv)uXv%AXW!R>V54Y{0>-Z1OLny90CbO8D&nJhoB9l26TJki@m>
z4Mu`AN)1orFBfXspei;9aQ<ZV^1509A9u^6YRJEF;*z7R%t2?ClX0eDA7=eYPo6&1
zTx7|(^Si&f;7^VulDLe)+v;Neaky_&FAollu^MGu*0+5Wwe>x{Cq`Y*w3=zQFy%?s
zy}Dz#mAMwb?oA>@R|EfmQG2>k^*=PaH`(89n_;gu{{Dxi4!@lJybk0)U>{X}<F4XH
z7QFH^DcWSqyRy=**97YA5c?)J+O(TQ09$eG^d4ufNR%lE3vDxt@=^+$?k?lfbO+&&
zr2Lq|x`NkL?at{S@Y8l|C&{fUnVV@+j6~sOJnz2Qw@pWi;}iA#pBX|gA$r~spu-G!
z_8cE^T`en0v|DwYH~W>s7{3x;Uq)>sqF9z&pN3Uwef{w~d;Ny@8gTfJVl0)2uFFiV
z!a%LafeSw<jOQYN->mwV^**od1AH*3cz@=H;bP{fP5}j1X4m1-w{^Zyaa8lyJDaJd
zGWzdh;Gj7|ag-KV0Wz1T{2v;9_<v|so|CfA3%0b(&nKDsA7&Y5xD17yJcnw^&F3-3
zdo-6nbOIB8(p1DvdMZwPrhnWJa(_IWVen{<VkQ>>6yYZI*mG?R^l0Z$tcWR-(+YhS
z(7(PeJX0qOkB~Cbpt{U!6rnj}{B4wfuP`nQoCakp6hzO}ehSSYQs4d-iTj}@CkU>8
zmXqRGKDM#T#I|qB6DME@QU&-(^H3~d`d(KqH0JVNyh~!*pF-5?Ab@2<LW*95fzyQR
z6oxs8D|l1JcT|Va-8S9z3K||Y{)JO~-mKf5Y9B2}x9#E8lUF(D0QY_s_2}nNipRrz
zoxQP?9~M^0AfR?t9{bWIcL7x0U3~##Ck3!kuqREZSR{oF7x1K>iVyt3OU$tq?=Xca
z&zvy0G^5GB8RV`DI_#^he;|?bxa9=!&U}fK8PoeProyp>%7^nri(62?Q#CZMu{t%o
zb#$hIwa8JflYGYA7Dr#NKH{Pj%=ogQ**-{fSo;XvcbRF=B9_#rioAgf{QXF{QRf-Q
zs@~r4tx=BRqnm+VVI32jnH&m3h63a#^fV0bi|Pa+27F0&0iKRvqocl9D(`v5G4ZcR
z^Tms<;#9i=W;a54`7>1OCu4kT1%Yy!rMjw+-Zkj&-CN}^vpsu(ht_i-W7(Lfc^uJH
zohgZWT(77aLgC`b?2L?PXqLEJeh9j7pM#(A2en>x_k}j!g?~~#hwX{^wjraj8C2TP
zb0U(zOFlo%-x>>UI;|!AY4__D3h7r&w@hJKLO(P!T+e;s6aM@RzNguUmo=b20e<Dz
zchk`Mfbiu+#$NNh@`1_}aaH|_PL|CJhy)DYwe~{PGXuGQNzWm~q(Nbo9rf#~XRM9(
zjErItMe;=lMy%1EIuG{If-<+{7hsr9d3t;K+Y;s0em5>lzfm(F@aGQ<u?X~_&FB);
zDFyn2k|l-8QWh`1x#F2^#wz((AV7e#Jl8Y*PR)LP)jsFdRM<)WA5)o#W!9at5<ehM
z;%>QU!^GNz$A<?^O-lMp?2kxl_d6r&wDs4R(!O6dK|TH7s{NIav3-gWYH=5u8qO*|
z4MUHO5^f}+8R4(-W5qV$9$JBy?{$s!m0H9VJu%_4*Rh(un#p7?2f(0nve?r$dGdIV
zxKADn9JjF`gH3~mMU6xTbT;g=Dt^$MA_2|=QUq*i{WL@JL(^1|{C`i_S|N(`8_CgV
zt7lI~gYTlOogiCtR`xag0R_9*C7_+O6Ri#YWUO`Q^)iJ3=5$ZJ$@61ykOpL}S21<z
z$|c!N@5l|>3tM1Jb}On2r4BYLI9vTR4dP<vJYC1~3CB7Z=$LNUt@Ufo#0{e`hwOX>
zMIM2KPreRbbo;NW^nq-^@-*tv&MUSRcNGforUs$&#pF*e709wXsb0JaMXri>%8YA_
zo}gB%N`u1|wj9z+^(DY<wRnJ-PC_rcU&(Jx29d-!LEu;Y3#LtFE|YFK^+o%8)?A|3
z*P!%GV+_vj#SxMh1EX3qj|ydleTUq`;qO#Jr>c9`fn0uS@qWW)S#?|M=Nhk+l`jS<
z^mZaT<~LeKhB*~j-u+~vbvL0cC?0j#9(qG@8hyL0(M8Ff%lk%YM6nFTA?=93TM*}r
zusDrg*3)4fN(;^Asgyl+@7)J$7)<4=A%G#4Ql7PjL0;7=d|LX7Nx~|`+i5#1aSrLP
zMLzQ{3M|4HJcrqtcHv<AoAYk_H^gjA*0XD+{81!N;CNl5pLQo<05+yEkkP-%XE~0f
zeQ4r=Xwsnod}ff-f7cnKbdV#dZwRjc(<gDSd9TpgccEzGh;K-LX|C~+2tFOy&9GeP
z457a0XQenc`&5q*rUHZi{Hy#&+D>qwf@(dHStKcv5ab}yhP37yxcp)xr>WJgc4nxB
zC;Mh_&@(0b={kz(HFivGwkeb3N%w?KN1t`ZND&+P7EWFbj!j++4DTBun!t<z^*Ogm
zM(mAmJ+J(gO9itn_<za^OEghdtV_LEUct<^VongNg>HLLks+G--z2t=`eA>E4<GvU
z#uaJ~vRasAL=EB1ckg(tua7+ycF5~b*-l4yGvOD~8bnXRO-G_hZ1>gY7JEo<-;934
zC>L|2^3zvaZ)X}B6i2lP?3;PLQ^C`%sNIt-^mY1b*C?r04ZVBmK84UAaWG$m6hhTX
z4L?ZpCk<5X>TyGLCXHJvW19i%?%Yl5TzUaA1F2uEvMy&PWs^Hr&u-sqp+c|AO%VmH
zoj7NeUnJY~q~fcM9rmBya)ER#kU9Gjhp<N>$uho5w<AvXK4ACB^=uoGsjbEFH)0K<
zZ%WDSzGF-eGn5go<z6_@i#D(S8s?fz22(CO@M_9YdCGpxs@KOsqu*n>!`#%MmV`bA
zK{5>BJ5eVqZM2h52WaqldQL8JTNA7I2A=qo+T}N?^ox1pCS&N?Fd_@eV6s08iEiCT
zF$90b3o5YbyL*j#K2s@vS13{dCr#(cc=fntSJX^x>9)ksxW~TGsnn9N?Vb$Emo0#K
z=u_pqO(j1b{cIN%nOJ&g`f`enK3LA-0Sb2S?_m8yh9VeH&~2Krnw_3Y;Mt{Qc|F6|
zu~M4kL{LIzrNsPbHnjg^pbxxq!8Vzjki^ha<3sy~Fqi6mMo6syuB1Xq;y5s{#n@M6
zU}M{4q`Sdc`tLRX=zQHX(Fc9!U&*sR>jSF?Xc?5&zU1^pUQ*r1ylVPv*><zuq`te-
zn(!K-^o67FtqC1digFzj^Z!hzpa}J6acfru7Qh{#dNj>dMag>`<5dZ%$2>xwiEB2_
zx~FJ^JT2FOV)f3_oj*U!t+ym5hJ{~<>Z2klo^w&hZ?&dQC`bsEq<r)fjmwt|6h57%
z-$fKb^#6<#^O-5<uMpIh-YbK4H!K%+jSHr_RnwO{b~V<e2>%+?wEk#X*ren4W@)F>
znBf8mn~^W^vvr{;(-G02h_mHOCf@rB?^_%RF<oaI$%-Ne9^ZG)ENj~lMebc4=Dsw5
zGIodDys5itxkN@zZeo^)=i&wd^OyU)_V#Q`<gxWmWo?SoP<ZrHV)CMUl8G<s%9(~-
z956Ixlw$vrwNX=GM8Yy{<Uv)!F=2Gz2Cb)R58NPGn(XP7sp2u4pfKHuQtBFow0Fb+
z+6WkV?G5Xc521szm6#*)>LdwBc=)?M|6wcT39SfDIBy{7qx?6*)t@vfT8`xF%2HnK
zcpF4L6|X#!9E(k&D0S~6CE|R(wC1T{PK&Gd7ui&$mx}v+*Lp1p-&+7MdIDK|bDr42
zRPdQSIvw~&>)4rZ3&_m-fycwF<e?40?!MnMQN^YMg_VjJxwR2`auvFr-<L(V^8+TK
z_H!_wdv#zgn0;C-1;Evq?(RPHuH>k!$S>uXV`Y%$Wgvb1i$wRU@|LP<u&3j8A0e1q
zjl-_KEjYT8fhy#bVpMplID0|`rs~!}dZz3t+D&}oC60S-j_VWP@u2I7$iDj;{pT#8
zI2XVCsH=*<4?HIjC-LUPc--g!ZR+l3Emwz9P8v3TS+%{yaEoJfFZj|E;6+4g-{P?W
z9EodxMXmLF4V6}+QB<sJ(cs%+GqHxQm1uS?(}1*oHpFp(dqpM2f;nsXYHZ#G!gu6)
zD8rtvApTxcRC?<j+5<)H2@i6bYWzy~1+m)+n!OP02u|))&7!8L4^|ZYOmilMhl3)F
zY_cSbCz)O?Km+pP?_U!_bgrwcHoT+PNx{Y43?Z94U9fRlpCz9_1?gxTn+39|Hp3%l
ze~rL7^?oZs<trGQ*0#6vG6P(-|Dorfv0AzKr}=F|(aud&TP>_3VZ9d){WK?6fSXr*
z7Z@O>_8(f5zsi(V$||VKC*{+OB|`AlUv+ign60l6p)Z#`ll9J*%(>0C!k2il{kO|u
zQ~aOid;M)fWA1*If+cU;vO}d2gRMCa_C7jXVGd-fMkI=`)xe9YHwXQHW8rM2@}GKf
zGW(xKKu2nf>VQCDRi%#g#!132Gm`eE2Bd)ZB9ky5$2Yp#iiOeml+E^6c?*mk@?)nP
zdVsAJ!t+8X=OErC9`$>cc3y^@t&Z9}65^VX=>8DkaM`Or`iB$O@7Qz{Qw>)g0`ZWe
z@PTja=BW}m*MLsg!5rCzjBha_F89TDRku#fl)r6Jo14tGgHp4l4}J8-;jo1EpL8(b
zPv$%ARK_9)goDE~&&c>{QPI=tK<&4ZgMZ;LFxXW*KKV^^&g>B--(KJ=!S@3%!~HRy
zugC5J$vqPY@lM2_eNQ-ca`TPvQa*)XTeUEzF_&po_;NTp#FeN_dcH;M>(5aFuItI{
zOkT25L-e`U)QnzPx548zYneZnqk#P8xcj1J87Jo_J+_?v3vDkx%q*(k1-sppZ}b+^
zCr!i1%gIcJ^RjWv9@3WnVHgU&ZJ_CZzsjJ%7T8lUH|#s7F5AgE`w;&MTezA+<g3SC
zgI`ujY#R?@t>swIsb&ta>zYe&Q@z=ft=oPx`k#{mrhywe&0*xZM%dId#u?8kku0X?
zMCE>a1IMS`xXevbq566CbiIoP_jd!m0WZ!@H%usJ*sUPz+!N@753_3vD{-#HCRQb-
z<)rCvyIfcs-IB}3WU7^oRC8GI=YU(u6Au;?CQjOkzJ<x}1k|Wv!(Y0ash%xv=s>=^
z?k{8oJLx#S%xyPoh_A}~u|>Pl`28MP!nxnf|L4(W{azeU9cMI2J#Qjt{URTg7Az(6
z8up|Z8fdLRg4$^pji+rI5NciNG@|;keNN)<s+9{J*aC-ndx&#Vw>RI9dnAC-V_LTT
zq6cFiw7vZcu;A5|xWAJ5Tlfbors@nx94-VWbC$joRt3EXMMBktZHo_Z#sx^6?i76T
zXWW5~wAX)q%AaQ&MBdoEtocn*%||t{O-KM#b=f3VMg$OeYWBA1ED<klRENYFl^6Ko
ze~f+I^L`h!Z$>ir3pyYt9&Cyw0@}GNGGvOXr*f2>&Bp&wI-X5w=~7#*k(7NK$92Tx
zNNV%hMiz%2SsYPnSe$~}5bB~X1KLLQ-6K3XE=aWx?8x3$0j%kXAbbBVZ{qzcv@^Gx
z3d;~*9S_~RSfed-1fM3v=RCP9ECt*%Wu8_<=YEiV5wS`+RGC)awEuB@Rk^>(jJ4dv
zQEX0`6y5Ph{XTnMgDQ$H+uMxz9N$c~%aeuLgJ}-4Y0r+r%t~0wXe^CEXLl?<`mddC
z$-ub6d3>I|WZI-WJ<kz%tkTJ5+NrlkZOoS>+|VF__wsIv7rO?ed(H=w{GvdGNBMed
z>FSuS*ULMxTxCr;A>*yl{j|-~+QpNfek>bXSAkf-r8eH;R^MU>*)(WTgEv_Zis;t{
zhNi9qX*(tBOAJ`dK70~&1BRXpMQiI4IHO~6UY?q?)r|`Mn^z4zK;69v(EzFb9tVo4
zc5(0TJw-LLTkEX$)&5x(3GiAC6s_?B{y=1Z?G(o0y~#EEp^!<hcO0Hmn!mH=80R~9
zRXG0^8q!K1FI-u<a<KlVlmZRv9rP$A*;JtnGw-8(`BfUWf2dPXpWX+#Fk1LFAh=u)
z<WXRR`_bmwU}f6?+He2>7c{`(n#-z#Vnjmkyc^fNH9<MRHCCG?(;_bWFQz7xIh7%{
zwGoX1w4O^6$m(b>kj-JHw8#{6RjuwR;t^kY!9Kk+yZ8O>=lO>emeeBUlv`^Th<-F8
z+4o|^aA_;8lsS7R@o}-xYVg#QHm;B=JnFqcPMeN$IT&i3{aU?ZJAOcoUp37>72w{w
z(5}%9q53OZEYK5o8&x4md$uL&Pqi#*H8H3A`Y(winipsbS+!fcFDo8B;8;G0ahzzK
zlUiYYl8MO=Eu~NP?jyv8)Vgy*0zz8_am&Q#n2LZYViKZRQgQITg4y+2C({gSeO0TC
zJC9P>CZZupH_?CHXWxvf+@WcXRscmk;zOQm#6zr#0(goBiw+j#+qNw|c|!;Gdm(p5
zxTLAqwvsFb+pdi<a%1oW5(DtR>>kIjMk~TYq4C9SeNuQ84txjiu~a>+euMU(8QS1e
z;;P$=va$7#mDpAWE1U>5It3pF&7HB<)W8P)@|k;!nR0=YxUEL<9jdzq;9^YKD@)~z
zaKBk&RY&c9$_?>{wmKJ+7jSuvVjsyvO)JlGrHSqtI-_IGs;Ncw=fR10guCJCG(cP7
zX?>%CE?G}=yEIQG4P2wHBD?PtyHwVUSrBMJ#fp)SbN9(xY^_A=4oJ#inIUJJNbxAw
zY**TSU!eN{Xq&R5OtJ`ap|TZw#;=ksBx2%ed$gg`-0b%=0xFm8p7Lo@-a7~EJsU=%
zDgD2lRv7<-t}TkUjsNg@^div}8Xb+XTd;7KysB5L>Ki{5gz@UI*S)1N+x0~QvMz8h
zw}pcUuM6y2`W4|;K&@|6A(&)={r_<G)j@5AZN5-}QmnX3i+gdWr4%m?2^QRgyHlV*
z@gjj1cL)$D65L&i1rJu--KF&A+u3iw-I<-cd+#5a_v9owIdf*td*0{ySxU_lRSbSZ
z{={M_-TaB7OkJZ-^(SNfr23r3rfpx3tnN3gVZMhgGrqAchu}B(BF@WMm*=uQTucMt
zrxE)`l_%MN`f#>G59Js`>(AS8SzQ)eqk$$@yHmS^q0{GKvk^S8J=cSt<=#4y99pWg
z@cVSZ_)nQbKYz2{!xxQi%oV1NaVpABA(!id{VSawt6VaNqy$N3_@m|ghOTLvwY0^C
z28mPc#k=}ZK?Qd8;c_e@c5q+%hOZq3guZ44HM58Q(l)fD>Ixe#gH6DC^+_3&U8={+
zzG)0`r=(vJ-)qV)p=K~(vYnWJ9hn+c=x1-iWBrZ1qc_o?r#IUeCI#_D<2r!5pa!uD
zo|HRsvt79Y(Wd-wWc(#)3Uf4Uf%7hZ(IoYYDM9N=U)45&uyVq;5;s`uIW%BI^6z+d
z;yvNH0bwHAYC)Dvmg^Cx_HZX|6Tft@;z#o;{bABv18^s6;1}~kkx_h8rHsj`(t1MZ
zfSVR~zO%?mukIPwy1fKpT0Nz0y6Y7p(7llLiv4ZsInjdmaSy4du|>!&g4+BEba#e-
z@7h7)mobYQq3`stp9A-ndcwlMJIX_p)_^t1u7@{{BMoLVsRq%@)ZS5ba2wi*P(&bJ
zbiPCrY+gMCyu<MhJtUId`mi4&Z`W>X1N*FQ5(vqYkV>r}8p7?@KWEY_{xv468C!0*
zPb>Iy+Wz#Jc$}-SXIU1_G^2`WQ3@xsh$Op+zi{!cCx%`=xkf_>nCjE1V>aquv-SK2
z(HWz-C_J<?V{R$8%2nmHdr^t<$;93ZWb#wq4IHu4{d(roRD0aQMzi#wCD(^?6*t2g
zF}I_oO$C5Izvfkny{{`p_Qw>S1VyxU9X6diu6)0Q<-ly@J=p|O1%L5Gr5$K+>RbJw
z*FfmV7?~jrQ}&4`Pl;$%3_}gVj;x#7KaX+7C~Oy@B2hhrTOD%jzXnWSR4T=?sJJrx
zs?_B7pS@scje6=%IDVulX;=H@s1uE#SAg183;|REjBh#~t^Na$(f;<@=R@2jjf!J>
z`s<&vX!bjNB54Y`R!vJ>+AH+P<>|0|eQ5CJvsCH~pmgr9>cyv7nTn;63YR>1hIE{A
zLyNQ=CC(Dn&TbbK!0xgwZeSv=#}VfISNg4pz>*1uUs4RL4o~)9E=fx6cW~?keMPH_
z@XT=~ZS#?|6~B~oC5&P%Q21we?Ef;Nb2W_ol9}#5uPl%t|Nb+A;pVyjs_n?eyW{w6
zV`Xneg{sf!4^IVVdSx>O`rV(ouQkN_{4Aq00@pPH&t{+Q8%nkEr1C87E{C}+o(B;@
zw9lp<`Wo1P<|xu{%dGjiHJ-QOR>Sb6u>eGXmk;uv%J3(C29dv$efUVsT=Wr!hWfuM
zsn-t~618Vu{obmyEqhj9%3Z*oISLl-mDDR>ocVhB7Y%!nC01Y~ZcqBEM2;xSZ68z-
zUA$y#E1+MSo1n#8_m-pkVn4ba&u(JRS9LeXNH0LvPqMDr>GWy$+VZjn$*7bECZtlR
zTrzz-t{<veDVfiYsdy???6gL4q7M?ZVA!PSsMONJfE7o+F?kxtZx|P!2lDm-Om$P2
zc5Dum54OldW!H$Tttk^;Ee?qR_=}23NA#Nk)-nOBx3J`&Ou-d$HuDuU#`J94aqt~q
z`A7%2pL)H486;4%;JW;efi%&lGkv~?C2*9+m70nMTnu&(#}}T4nYCzs&G){lP*ow)
zAta8{MBkC*Kx~a4zi#I2a2PYxsu1Y=QV@l4{0S(_`5|gjW2&IYC-=m$phKbtC)+M%
zp|dF_@qi4StWj|H16GmIlL}0M;dG#%7BxAZJmzxczN@c|+VmP+bcAQsw3!O|DC#n(
z&XJS4`u_13f3Glvb*Et;*uwk!FB-x8;MLqwD(+ayV(8rrWcI6|p9;u*c!xkET!wAm
zKu1gacHziP&Tw)wc+=HeXT~eU3~Q9ncDuvn)eDWZ<4SXbNQ+doS8lyr)r0I-Z$&OE
zER725#XzhJTHg^ZOn8}mLxTfb&GbD6^k1UXYJUCxp~Q~9Kl8KFU)srT#KHDlCBr1^
zGCg^_jEgZPLOs=4PhVh`u=M8vIB`~RA=CP;?Z(##9Qi`6y4r>*_^YP2RU+3?5sYRS
zj{?G;o>!iBg}>;oWYSKUy3pG7-HTnJt2$fu{`&*}v3;$5TGslX)tM%l&#FQpW4^=F
z4+f^IKDen=ixwsqmE_Zx!7e3Ze9d%%H8Hc=^cyfDEIsjoz}6t4N?*q<DR7MmEA%y?
z-n_&J%lru+@o8E()%R66VW*|QWSqBF)No5{<5UsfihlyjiF>bmAMWn>R+)~mjGDsf
zpRE+D<su#X!wNsc>5ZAn*oC6S)2NW3W&aNJCs~+oIu_q}yDFw>%1ViIvibBgNZ3az
z^dw)P6bW-3|6MS5t7Va~k^j}Wc-YZ%&qs=xO9z@O6{;6^e6(xT5^QS&7jMn8BnJYX
zyPw{yf5_UES@<p5X(k4w@zT_H&AcFCMH(X0ugUHl>j<^oES*Ecw65b@t@ebghph$S
zBSjZ4-$TMY<lf=&y&wO&3{>y7-Bky92V7F%S)TpAzNp|fuo<29qkh+Y-v@FysQ+0n
z+BH*@*T#UjY-FwpMld@;Is`_{yK(c4dfkdZ90~=5WmD$>!M|u!YA!`gtu1^$r##0f
zLN%B582Y4P)y9wM`lw?;Tr@qSp@{(?m|(eqM*7I!G*O(2f!=D+-%a(T4^jd~U@t_s
z{tO?~Iy73(McR0IMp8RGi_6DBf3{U5U?;kFBntS#a8yR!-ktplm2hesg7h!!F(eV3
z8-A^Kl@;DFMy_nSDrtxGGpmX;#6-KQXrnNn;>^z?#d-PUMFq7iTbJrkPf?oI5wLZ6
z-A>zcM;T2{PJB8g9_zYhUn7<2vkvn8S{~l9mTHQ~Uo`TY4^(q$zj;Q{>3wIT?Zhl*
zi0TLA@RjZ~H9x%lzTtOO!P1jPO;(3cd|7c^=&4cu`=E}hcoZ&Sh8_7j!76M>Awrbo
zC>u|TrQbWU*iMzy@>VDEetL~E3nB>{q$hdlt0PkAZAq9<oPeUs?aV8>$?iF;E&12z
z(>e6N87SS6#^K|5+8an(bIP4|GMe40@qN()aA@RkGP!1^Os($-<z_T|Zgp%lMh#`h
z)O_LS%6?SJtw(*tS1^_5U6E8`XmhQy`o~2mOe9=uqTj9^YRmQF{8hNtz?<fFk{h|n
zo*6Exha?`hH<uVKkHcE2-N5L)n=gs5vu@|^aGDw;DIQG5qj+QN*tU`(cI}Jb>IPAJ
zJhiU{-s}xTk~IE4joR7{%X2Mo6$hqWcv{z}mfLak#9ZdT<D%%-{}iJom$x0|cyKBw
z`<h<sm9--)<F+U<ZSoI_9GTXeVha=Mm`Ra~LMm0(pB1bOS+Z|We4~6=#kCZTmC%fp
zP?OlO%4?U-qStQ&o<F-7*p*%g9xM>|rk*7E?3NJ6ub_&lBr>?4ai^Yx*H}auB`V4O
zQRT2h^rE;IKkfd#qc2d=x<JMf6M6idopmWm3*7w18Xz!JASM)rh!-=4$eXL%2@40l
zZh!1Ry!s+jw`T90kN7_8wan8->G_pbTu>xsou;)6@$hbSfd_w{lXUky3$##1r+@L&
zTbRqjyWy8L$N59p$#DcsLb9mW;h70v<*%i=nSw-4jhaR@^emeci*O+?lTu7gaQ7p#
zzlJ6wqV|XDd{5$2M5~XA%u?Jo<b_y#nwshwDoitjYy{!nh~;+H4Ba&%b494}<0&@|
zG8gz*G=7gsO^DOY0vC)wNL+tPS5KA5h#K8X+)CNn!z<eikEFQcj^O;gDokexEWfdS
zA0_TR|CtDV#1P?574T+SIfr{aZRuxij1mn$%KO7X|E%Ove0MTdWF9Y!Mi+BadKbvd
zSj{>r31x{5#>wBhD1KifQQ8}r*T^_s@etj#*lM-iln`o|-9r`q<8b}wBqVLkt@e<j
z*P{ut=<AroweT%ZaIk`|BajgV@hvo$h3LtcVtb;XZ*EsmOp?+io|M|NeSOdDx<i^-
z@%UlDp~pFHRZWN%PN~ot7^M?kkHu7l+b}1&R|th^WB|W;*LOQ!86#7U<9WSeTxMEd
ze)n81AB6-6O{uWFpApRTsBq-*k|$U!mIQOGVSc5&2ZfAs)2_TwgO-VT^wsCycsR=N
z9IJMYF$f&8bVUgYwohk#nxt8GYGu_^P74qsk!PX$aCgl(c?cJeX5DCPl@Ipq5u3?C
zHX(b=CItrHB%fHmbOHWF`+0GlJyPRo%#i|+(58%txi}OdH)3MXr!Z=SI*eK98<qiF
z_4~sFC8cNfwsum!ZD)m4UB*9GDcD72;)1`gJY{^U2)$XpJMub<)Q!BAKH$JO)@f-a
zPqVUoJo2tUI+w$|ES#sI(ksf<sPz)a`oE<TZX~Rm4D=8zYPZ>6<EL=FroNjZu|lj5
zn2%dSuL|xVGzZHO(#2}HQzo@#IMIFlQIp<9M7>;9uap0*PM2lZ)I|fP-h@xxYVvlP
zc~{gJoKzIAE{XDxo+!N_*OUZ@mns3;whLwJD!~O_%Os~QHN$wRE*SG-q^2>m)@y#E
zJhjtxaf`xfylJ;tT-G|Z?Q!emDf|h+MyYuZs#C}LdOQ*ZXW>tRW3DdC3l%4Ua^q0S
z>gw?-k5v$`E2Ye<m?v$a`ZVja4otlFYIcWy%G1CwG#1teu0U9~oN^@@a+VU&@EXQJ
zf2$o*^*5_6wb;wayXgv283iR&2atWZNV8Ani>U7|h5@DyQl2kxzCWFsQEIDS<p>rS
z+t$A}1j;(C#d7p~V}J3*(OXn<pBB)%S;~IxN4?aVp*f)QT2nj&0Ivu$;eMT{FuN)G
zrU{GFezgwUskV_uRs&wuWNmVqDDI*s28AgpN~%_KX?342lw&Bnzjg-3%x3O6+eGMP
zy{|ejadug5#>d@7dbHld{!~*KK&%DJ%IWaroA{r%|A^y2bPwUB@^)(yYHcdk3>~^R
zV|6!wEU;LQD)cDSKjtl$d3G8M;;e&lEns`s$r;1|zR*%<BrwQdj5rU$(yh&lsq`|m
z1F1r$%0r~o;P$=tLTFWWF1w(ZG!gHRfgE#W`GU<=-NbFUEMpKJn9WSIi7%hLU)yx&
zPGu?vwwYNx(^SKqou@}pv1HD0-`5xb>>uA1elx*E@l}KqQz=^K++!-r>&u|cU}GHK
z^H=%o@jr?_E%++VQwmcS#z(K(<o;+W+|z1xxeNa$Az9Mvk?+W#(#?U#tKn^}9e@c+
zL1I4@Y>A%^iby+<Fj(W_QLMc;FE=xE&bp}>mU}s|I4DeWMY`Q%Jb(APar%|)TM9$k
zq875A)azx|>7q8?#{)v59X5{@au7Jxve<m%X>treb`-`~!hmu?5XZY*h{$Dk`f=pE
z#-RmSC(D(A*wZd*5{<kT70qjo`wuj)n02sYUj^!rAum?7gD-&IoWGK8-y?&2IceJ`
zQbayL1AaoKd(<_IA<R1Xq^T8;r<Og0_|-pnzL=p$icDVAM7>^opUSAv`b8?px-Ij*
zGZVW-9X_-`&E%CFC>h2cY$F8>TB<fEZ<kdWO^?94L1fJCepwj2#)6A6ASFrazi48g
zBHiDh<gBm$Cn@VcK3B0tk*L1?MQeMP8NjuwFsI)+`p%QzSa9w<0OQ?1cJi-=-bXtJ
zZGSI{ibSYT`JiNyhIElnK6gVa-={l4X5l_7U)6Y$_M-rt=PGXgp)dQ<W*NL{alFR#
z_uwr40|sH+f&+#Mv@-F{$aH=S)PKH4L7?yd?Zt)idJzMSQ4%ZazTQJGLo&Ap<gCD^
zlM8ie<;^(Q>jb<IJ(^r+mU9oqh$28;Z*TL?7<fX8UV3f+U3E*|%pvf3WdA1cpoNJ$
z-IZI@GyM<~|Mj5}hfpk|E7MFm^Vk}dezP&ogM3?+scnTDB|apg&<Emt)m-!_4^=9g
zP%$_YbE4cWE9`Z0G8HA$qRqLuE=zl|mjXp^n)2_Gdzp2q%7UWqLs8V*P>X<Jpt2io
zTdK|ZK<-wI<@>G1P1`m-4jLE3DgX+-JT=O;^lS>~LKntNYsa>|&i8SrpoMP<(ONZ@
z5BfphuSPp)#7$SNvzm+x=$!S0fMZ_#^aZHBNN-VejR7>#NKS`+=R6&WH`PuY8#I+t
zHqQ|p^fvEqW64@L<o~4fb11}5$C$wArf5tjqzkF=7tNb@%q}b}^B|225F58Qx%N@t
z|Ik*jEM=68hAkBcK*G*e)aX&r+pgi4K+MzU8)j$94G)`C-(8{#!8u^x@Cs6c9C{ge
z_<>bDltPs{1NoA6L}iF~>X5k&0n=DGjGEuq{fl-2Q55)#W`%%JdK`5Z+AP{oN<#7$
z)a(u!i_u4Y1f?R1yDgn(00g&Q<bzfuX@w;D(|ZOfsee>m&$^ALxF;%bQtGykfqHq~
z$|^Qr3LgevS-TtqomzGjYTJKM6wpXhzZ^^IZDNUlZPZ%-+10AYWIWY(eLPP%kX;Cy
zy@Zzkoa+@^8X)c`qn>3sCF@mJHYeOo#OKweF181<J~B=@nK#Aol2(hpR@nOCRM_qE
z<Y*DaEB2l&Dx_f)m35lh;^sLLY~BRN)C9*&M?2ww6p8EE!yrBzKy@ww7`;z*wdm8F
za*ku-7LB14#I1|yZ(0thl9~boR@pwYn(aDzp#c?eGWjR@A~<rI8?bf;ju5Ab)4^1V
z`-`TNxD!JwJ!m)LWlQBoodnV@IlJ$F?vDaE4e$~H-!`&4wB0p8EdT9u^B=7cKwJWD
zX75_R_vWjtoEZ;R5m8KxB%n-mP2+x|4VR@g&342FUn#eN%cz}!F&$$9Q_4>mI_C4w
zec<SE36P5^+5BeewM^A92;Lv%FIlmhfDFiF$R_7|+fgZ2U`Yk#$jTIja`Y|?1Qz?*
zokqtJs_~v)>u%LZ@I#Tc*D1aQO58`PukZue!}`N9uy>nsaHrm6!N&}dU`mGrucY_$
zVKwbEwtX2EX$_m2F8(u;>GIX}<A+%@Ct>n~S_j~uE-CEKhHZsl_r18D-_)UoOYoDK
z7S`0#JcG<^XOB_#$}cTGZaFf7E%T{3s-wGyy5rD6Hn&U?=)D39?nrxd8g8xF`{smU
zwGJ&EDdPQK?tjq^_GhI`Mwj~GW;gl0{5L;lWGD!7$zx{4hAX85o^NH_>{DB3u<a_9
zLx7gWC32~Zl80kC+zePL(g`}D3TpIt>^!)3V3@69`xAF{8Z~vho&;s;UWMNmmF&up
zm3(TWQ%m=G=U%#cefv6fhnLauFi@oCi{U!{<r<hrCv@M~G~}&L;QdThykK5E$B(_4
zfz1c`Rq|tcuSjj>7?dJOx$ByjtSii7Q1saN6Ije@LGo&yFSz5flJ7LOZG^FP=&NO)
zh$Og4plm$wW0!kb-$)jHwIa^%e3Aq_Is8Juh;FsWVR{uFon%aEhN?brFAry?vT7p|
z7Z3u_Bh_6jk8(=@9kOx2Mlp|+6AkE`df7ik?YI_yllL8(Z4oZM2_HN>TE%fWtM`za
z-VDNiWbzqEvw|`+qK>w2gh=F!Y<xi<bGn>nXNQpEi!PeVyO40%m}#S1#0HlvA1jRw
z(?5gIUXFLtLe`XdUCj0<!d3BQK%1M8wp{yh!;cj)Z>32#k=xy^GK$UjK@rv-FBf7&
zZxya8-w}laW_1>ibEDK?1=?*B+i)v%^5BQ}04)x-PLgKR^?j@4UEk?Oc!u+@2S>p=
zcQCFd*A-{EnkYug{OUF?T+&x}!B&I%ok-C)7lYYl@)r1@#lTg0Bv)a4$d^EpP|u0X
zpHQr_UP#mAXNp~EIXZ6wl~J}uME6}*aznqJ<Epf|?BFKxHVqrE97<DC?ELcxJwHTb
zEzLMXD|nrpIf>@;`cu&nfpxDycJISYPc#PVdq8hQ_>p7Z5n0v+Gm3xf64LS`<g0}}
zPNEt~W$}*NqGGBX)_&AZP>uWH8^UV@`#1iK*>?f!of7Mx#!Z9?-wn6mk;20$eyu^H
zoBkkg(`NZmm`;tYBMn7_na>!ahEw1VxL?>{6CYd<`mLe!8=x|xjYd(j|0=GTLydu^
zi+`N*;yZm5k|~PuMbuj~lD$=D6&~+17xH1DyrUss)dcJOd01;XdsKb~o(d>YCyMW=
z^ZiB=GUFG4GCvw7%)7FeCz5$lv0#_~>FehfrpQ(-<ph0}>=$Cy&6ZA4#zfAH2=^a>
zRw9YAqLtWIiCZT{2Lpf6eBuo!kE{|#*Bdv@2L+|F9XPcj8D)}Ih!Zz}erfLlO1KD+
zHc}*du!&a@302M12}Y2Dn-5%4iwfLQrgwm#kc+97swK0%n)NNNeWTPu1L@+q@5co(
z!&6DUK97AcAE|yfC?zjou_u-Y9TfUawCojmr<urmj-=U3<#c0$tzMkEkEqmEk%~<2
zH(9-w!EOyNH!9`ajazIfpk;Y%B8{;rh9SOy*3zWc{^lq*TiyB0q2odGez;<#9rMi8
z0y6k2^;Qm?B?j}4kPMje+3w|eHR6MXxY$)RbD`G{{rzB*1TRE{x$Q5Psr;679Mb~d
z7Mzo6H8!kg*`{0@&o#wo1S(43s!1DtVJ~&jh->|bl7_^qpZ0%oFB_rMi?K<}888D!
zAhMJ<qh?m+=X0qP58js_diCkUALk<RiC(>kp+thy1D<w2TN=nyOk(w=PD8YMiMaOa
zZ%pJs_gOrh+eF(5_sR;T-^kj3p;^y?+WYHRug+;JdZrfOVaS-DRk-56v}?Lttf6?+
z><L+hKy3?l#KgbCsce}tg2<q-WZS-%!tJ@C5Ji>R=-7aYn>^P$P*up%jSn$FFu?Mp
zFEzK5X?pX(ZIsL<cFrQZP^alM1}We`8fyo5BFf#^>nv6QcPag32^n4U>0B$#6y}Ne
zsG`_MIR=m}Gwk*XVjP!a_~4DELy1eW41vT8HaCZnOF@crZQGG)1%U0Z=cx>c*6?lV
z$^41l(gpd=gML*z7OmvvI7%IzD+%tXOW4!SJDpk;iPPvviqY{u#MW`_$C0Q>$WF{g
z7nX>Xiq0q<7qAyl-PRY4DQ<L^#VhL@R@rrL4c8J}zn$B5<TYH0l)&}NjhAA+m#qhN
zxVGyT0=RxC<7%=WQfHF94p(m;5?V2I`2@q^Wcug25H%9YbM&mPyOxU)fTU8(#!6Jk
z791%M)TX+Z6`I+^u|(loAsnKUT5`3e4euDHSVBLwe)&`okb?@_APFnkB_qA@cqZqw
zR>kR2$*hjBbXf#y(6-fo3xnwP$G3o^)HC@fiUIud>1~9k;kmgBuv*^Z$Wg3Ojykb>
zrMzWoiXzd0!z}O+R#=j|FuKd=bN%{R{lRBn68F6Ax=J%1N!=$i2&XPv%~cX=dlaYm
zMV>NbfeD8@?~JbCslSN+tk=47V5;7HnJq7KlUk*d1__5t=$N~#DQ-79SA9PzY(N=&
z+{<(8*+fq;&lF3-^j2<sZ-OibIiq|dIX;Z(ol2-<ZN^g4^T%C|-$d(FH~KKwVZSMM
z8IdlOmCCoN={}e9En>A*EP+Xb<kR%2JuBDm!Fl706t92CN$HPFUgB~p)dR1|a2iJy
z1ZVc|bV3bbvvWkh;!75$W|BRtGNp*z^2;>_JB9#Jucl=w8dVq<<n&P<PTlr<DQ7h#
z7y2NzwU}4zOilc}A{69#-Aa?N2jwe~@;9CyJlDRO`=lD=$0W72A2MI)r>Z6y&R`D?
zL*`npml>wq6a1damF~Tuxh;pi7BnrxcF^3xD%_Gd;V3-m5wo~^<|25jC$w$-oez~;
z`pAsfyf<6^1Ixb`X5CmT?0Tzs%}tcl0+ew@olBR91%EJOAs#v2C0Uq<B^<G$)Qqga
zLaRE|BYQ_&dyk9if<L=vf9scIWV#kaqXIMJK(fqNJt%hy*0N5ywFte<^p+EXLKkm}
z`+SYQ9OI=e9CdEnp!js7v<}LBls{7TJhy|hLZI>v4sQaA_D+oeq8!a>)sOU~Cof>;
zIt(|TE1KLPf;M~i8Cs=#{*J>{*=4qTyTY{Eag|wND%RSwWc(mepNty6DZyE)1+7Ft
zTQCZ7WBgaIJeisjZO5NioN<iy=*14W0U<Zf7lXkua_Gnundkk@B7^cGmH^?M+?P`)
zN`b1d7QJmB=C64vFq%8wO`IFKtqzhK5+l*aq^5TO8}PcNb{LyMl^=CPluVH2C<dPN
zzOmqPjL|5*F>iZj0NdL4zi8tHPm2Z5JqwyWI1>J%sZiaHe~hZtkbM^RpKh*yE581l
z_oSQ{PAKffKS=Bj+|4O9f`0rHI3lKhG?hbl_!6~Cxo+s`V@I!4*vF+7CNpx$cCqsy
z!cRI&x+cG8b3lt|@+dA`k>rHLqF1lv%f>C=9NT<LBaWmjz6fiVnWkF<p~<Sg&1bVT
zjA0vAlDm8qG$;@bB~kr1Wjp%6kI%pJRM68i!fHLoNOFamtV4$rNm$62bf>f%WcMaq
zpsWWYR5W%dwNH`<Y`A~a8J}ckx1ET`%!90iS#3?Q1F@CoZacOnJK3XMd{VO$z~8q_
z1tw{>&5!NF>ymTRORJ3GY%zx}7|7+C#iFQ#VMh#~RoQj9i|UdUv8#U`;ky2jW9R0z
z*6**IOq7D2JXV>ToFRwBK9?mVjhi(Nr-R-BXB?eoww>i}6(l)23T8a844XlUNu68S
z7|kUMeG~nzs|J;V*;A#iuIH4T4&2tvKQ7v`{fdxCRg_%EFPT21JF2THZfHe0?M}HG
zGfkKJYQ+C9+Mlw3#K1{rwN^<uO!_dku`y{#5-1>nlcv$A@r$i!>Bj{|`+6%4mFn4c
z?A6a@SCI;^(ajGB%d*=hQ$37dq%<SmjS2ApmeT?j!RpQr*GY|`{qPeG8UTD9rUqyx
z5-9&d`xeaP0bM>&aqd%tS#AY`*pmt8w!G6|%iB71(Jk4{q;l*W?PNwvvQ@-y?twz&
zXmaC<mjxpqx+hhy*w*&iiZYs75^+*Jo!qpUvJ}&~d#2nW<tF)6$$LY7Kl7s4W4iu_
z%;D!Wa=yU28>g;2+?9yenG^b&IZ0XI9<Wz;+ndIT<5hDGDi5bLKJN;DSvKwXrUUoY
z(!PviM&DAKD=a7%EaZFfo-ieJ4O>Nl1G!i${qnMpL;le7k-njB+I^N_v77F$3Z+Xh
zGLWroE`qwx%(B0j!{ZpK=a|ld9o5PUuNuFq5A)D^KEY$x|FnU`tM_g>xj?y~!+%#5
z)G@Ht=m1ul7Jyjs3Zyi*=_zdsPTbJ0^@HHqYR$1y2sxsu*-yJgtwn!E?Q|$pYvwP+
z-$gW`Df2`3?u{rg)KT&<h>iOXhfEU!lNhs>eLxh5p<824mcb|IGudfr6Hhq&&}@yB
zo5j!DrJ<Ud^6m0ynWwCoXiiE|Tz)A_sQ<^B2s*0<XL9RcBZ!lmQ|Ua@QZwdr*B6rD
z!9YfDt1;yX^Dn4G!)}u&+bl5a2a!|vEb1QuFo5}n=${4NUESH-=N@$XkL18)gmvk%
z!s`Tp))%MNwCx9!W6~ofLTaJt4OQFRwjg3ZC1H=$WenSje~@F>$ge`rHnBx$pQEYy
zP;{Fl9Aj!<M9ob<8mX}b!t<P6OO1xJJ*(<~;rPGRez&f#i22pu%E(~BhmeGhXXt$;
z%0>H&dw{T_LSDTb&Qo4TS6e|Er%&TCGe;U|AKpK3ATtc2HGOIQnU5{t5|RFbINv0r
zW$zy^yTDoGsmhrU>E}Lovz6YUb~v0WQ?c`G_*?d;>2{(U2f=6j&o<?}X~6wDmP(GJ
zJD2*g3MC_SQqqjyhAO@klz1P2mjfvt6qFnC5tl5z9aI{T`$nLO8}|@I&x_=s7bGLy
z5;OHmJAI<-lJYRmKD)fF@NLFjvA}~XYh={ww4MU}x$1xfEo37bSBjyikkS?z6YTiP
z0jK{MSYC#C8-ZH16KzdGdo|NT&qPrwdlto0k{VPDRCV^PO+H4;p9hk)6>J6L4^8K$
zqn>XED=iK+gL{>``&9QotVU*#)XOIucz0|5H0Ck>3889+h`@#=l|RnXKOv0HYFulk
z$`qP86&iclAeC2D;ZIcXNl{^$`7fHuTEo7Hon)f*Cl~ju-Qo>%<yAkdxr59g43g}3
zp@B|IQmgv-zp1`6^H`TC<xj-fSs)%{tUp(m=lDjgW?@zSoS4V4Xd6+!%b3b~)r#{W
z-^8o;gFj0N{;k;x#3OO}CWLgb1~*=MrcAK{Jh1KfU6;;iI=x%g*6W(8-0=-kcU%6;
zCDC6r&h#^=*-6;$JF&M99G+ZYBWD@gIfmRaI@{A{zn|A(U*?)78MHUh^0gZ<u+w42
z1fEu1mL+(*sRZ}kPR0XBENel&m%L0JU+JWEFuNnIQ$3FI8OvsE)@tKW4!AW~DClZ0
z+xZ@5E<2%q%*(rjwy{-R@gQ4jC$uJs(Q_<G4P9%x=XqvJnyW0c^>#;htKOul9uE51
z6D1kuIoUBf<I51I+XS}s^dYJ5MtKK;&rm(C{Vy!cyuH5o5f85mZ+y{GPS~7|36enM
z)LN>tUNX2ZP><@K(W3O%B7JCU-yrYx;?OP&&E7M8?Wp9q$vmYIFz}izX9P66goa+*
zZA)p(ia9zBl%0yNef0I`DYT7mTJ6N!3q17ZZ>e`n)E(r{NRc?#DQ;<KX?5)_NRu0;
zg)iQ?eTZ6SUH<KuX54&ec*%5-Do}6jz;q}%$3=h_x%%0Nftyn9oqN=t2Nyb*MF^5y
zXEPNI9Rz@^PM|3k(6@<*lsw2<GnIead)dv4lKQ8z*JLCmNxtZNdu?X5izJJ>@HRg1
z48@<sXmBDkxVf5D=Uakz<?hxL`Z<M47&e{S=zXX)6mIos$^azop4Fa~m1v>z{SGIT
zcv~noW|D6kEqqwI9bD*74rY*vPA%e*D}#d5JBdg2yiLzI6`zg+aowI6>~S%^YO=`8
zpJ{z66KP(34;t?yYA4yYB1!%;*Xrm#5&FfjAlhrPGjC3E>a6sO=HhiFTXg?eiFcg%
zK>muovF&m2zP1$oO`kE5v2wm`Wwl6y)z~uhkw9PHz>Y}QP9f%xmItR0jV!3u7k3Km
z;MYEW<gau3q+7MFK8iHX)}n(QUpi{jV@_a&z(&mtr!@72u!B*~%xsSnmhMo>H9+G_
zQjo|+X&P-RnC9o#-W1bFJl|Q>H_kCcPMWMx(Rq94N6c)EpTfeao^2kbgpCYY@T7HP
zf<^DR-8b~oU`&~PkbDn~(d36J2j(HkYUMwZh=zFl8^E;zFl|eQm~CvVQ&4~~`*@?A
zWQAQj?`Sl%Q_RoKwIu4W$K`BWvaEP&rq4l1+<}*HP4^K<F(w%H{DC((-^Q~@Jos!-
zEK70^B)7HD32=C$ylwQWk<&L^Q1JB#7lnE@qlW-I)B0o0Bon+@A-@SJH`zJjU9hR|
z^D+R@6JKN(Afu73)dY?XUt*wyf~HvS1sglRRvsFq(-*UonUwPN{6=3+*Kean`b%3k
zJQ2RW1B`t%fh@%hchOQbOl}$sXQ#*;5z%0_dI{q<aT4-97y7{9;d$#lKno9r?b}+R
z4J<C20QnvDYv%GvUd-D&?P{z|GBi^MdI;sU?{qeY6Q@~xwKvh(Q6~&I)!0kIuQ?o5
zG@Yy$NF1Mc1i`nTO4>=PE?H!;Zc`<n$(yl*CEH(*8C^dA)#Z2AxCtaiHt}yQLhS9W
zViR(rhp|5k#esjd=>6U?=L79_u!z3B`@=B>GXa(VQbj8z=y!5q;O}op3eM_^7HM}M
zRo7v#rIY$5O@B!YImlu;0i*}^!pvW(#P;Uz1j0Ad>S8?##;QGrvYUQ8gS|(TWk$<B
zsGrMu5H}Q*{YyLX!?9TRiZg}`k((D@A%L8#b;O&}{Q+stnB2}fG)JBvY0XhjON>)}
z^Ie}QhTvyjQzt1>42f!?_=L5`;;QRAc34cyQfrlnB)h}WqX1T0$#FJC`;jspl05*R
z`hDW2p-Iw+gAE-a9E3+ixF$R1yJpKyL+NBdS+1gU75}OE=6gNhK#yw7(bt*%R}h(1
z+9)>o`%OFry+<W`;fU4G+UdioiFLbX!;9TV78$&H+I(wLJuTDc3Ptfz)r)^}mU`p)
zb2N;s(^&6dQby|DNZ8^+c8`}bl&VY=rHT7&2a@UYohfwMP;>XMe*6B|@X?lEzf>JC
zY0mPs<hWuzk_F1LuY$5q?fF+F5{359Z8q(z%YwYm0=0>GRzQkp&H?+SCoPC>s1MUu
ztr6EI4PZL>&IKfuP<8yCU1xUri>9RbC-Z0NAxRDApwUb=UjHE%L%hUCd%L$@PkX(5
z9dSzlqX#<8Y2?fF-3ARWe3;wpXSIvq?l1a}@lj+xc=gMA777XAXdp8h_*(bz7HXkv
z{su(~eE)wT1OC&n20b?~771@a;ni)4C-(&47YluzQMY5=(e3)5>Gbd9KcMOM_lrN5
z3Y8063y!JOFvO4Hr%9(yxHtrjoSKo*fX5y{Y>D&V9;GhaS<k_PDcJHj^XJc9x1qgY
zI~?ZZ6K&RBi-b^x;D276|F1DeC*2Rb`KL;2ZFTUh8Br8Qk{?M4>=3`}I&EZsA)|w#
z?`(haq+-Z8%!NvA(WpKPBhd6)&`VT&CX(DY38-)`Vv@3^L5*T%>=0YQ7rOM3Jr?&k
z1?U;*Nk$2)*kC%mg%+}eo>`@SH-d~iz~xqreRiuJgTm<`a}5MIz8j9Ee{TI*Ou|uP
zs_bdViw!Ms`Kf!IZ&3kL)u$nEll)`9X^wZ;i(_=@&il_8pc2_bbzvKIBGx1nf^JVL
z=52-VB6|x9CVi7Xyss!)rXlUZ(6tYnS~;ItZNQwDV>ifj+|&K|Mw<A2P?>aXP^>Wr
z^UlVCilw4<9ZP(<g$K#U8I-O<jl4T|u-|35x-xg3H9>xmb+H`<-^|aEmO%f#v_oUF
zWzE6O#=i;KmT6O53q;?b{ay)BUgGIX$<Zgk-7)@AgYuGQKg#y;a$+^GrO?faUT)l1
z*Sb#GR-rtiJ(ig-Xt~GB{u2*HMwjC;Y4kcHc8P47()N(<UkRwZQt$<<R*y-VKBc79
zGMO{{F~?J(`~nEyQsmTI@fpA@bZMUS+!;M&XS}DGZ;LiM88Uh{f+#V=EGdr_UIX<O
zI8nXt(ml&rM>I;(8MmMO`HOa^ZGs$_<Cr9=Tx*V|C?`EudjG4Nrxu`umr>D_NsyLo
z|Lc#n!IZyDiBENkTQ)@AZqGeCOqiCwI_hZ8GxiihUe1G7EeSt3Fa1HHh~7-O?=N|3
ze86gd1XCsnDAm3snNZCZI9Q4StByB`sSq4XhyfL*3swkj&AwgJCLbEj%q*YMa+pkH
zr#qM9)9iVPJ;rdGMdoNzL8?aF9<fi)Mv0WB)rN}g2GsO7dR9Rz9CL^;*@A4Nh*FlX
z4Dc#LsTb5Z7Zp4P;l`xP@{~QDI&HR+vK~n`Z;cHKCa9ql<j0@t;0~fKwJ1w?_X?IM
z*va4ym|SDJ+ZDv26e0KX?Aw!4%qK-ze5ax9;U&*|R^HlYAlA&ns4wr~8YO8HNkhk;
zE`dzrx=N0wNesCf%Ps3Yl-Qy~UClId3Qu8vURMEqSNGCGK*2R!T6vGOr9gF2^0GqX
zM4&93qCdremJKX%mBjf~Uvzw%eyuI|#^IDeP+a%o{uZrCBc}co2-!EH^!W{LHjR|$
zit3oG*r;vRd*d0m#(z;MCrBbYMl&%eh9`AUXFYei`kCQd0K2jNX(hhDQ8))vgvLu+
z-q`L|hreiD%LuX1PS|>6$i(7$3Squ4EkxF*{()<Rr^r`Jt@n@v`YsGOvwQoe>n_u%
zztBzD$SRO$SC5_`NdxucwMh(g;<kFVu_Juw^nq_6hVM(2$UmL8!0&W1z9y0)1@9;X
zI(Yj6Z2#D0TVG>N?PX<e=4{(MKo{f-eOzw(i(G>LqRkf3#UM@g8ZnE+HFZk^vKQ&J
zOMOf7S_=HFC;4OC_Ooh>*QL_48(c1nFH3w-CsHUgZL@Erh2k3Le|pyuB!<}+%NxIF
zs<!|3{62IKjt?jjLL02)dPh<FGjR1`UtH^E<k?KMyv6tAm?wUk-ro(B|MbdZY2MAP
z+(fS@j~~z?CqfMyIy&#+=bnXbJ|!!pu9gjurb`&E0kC13$0A{=Fh!<=rVM&A8=hYi
z=2SV$_jV|B0nu0poWDO`%1p>hyK-KD8gyq-#B~w4`Gy{H@)6IP7uwitk0!Lax?&dE
z*xng>Y22REeRs~Q)ZcZJ=j{|%Q#!ZS*YZc~dG@_3rqxY7gr$+A*<wA-WzK7?0Vzs^
zJ9L~zRb455{75!%QA%oL@Agf`LYO4UYxWZNQqFg`UWzhf_*qbs`5;LpY3p{tAjMBn
zLqItJcDN;~+1)Coj0!BP_bI}nj8kMGF+!BKm|R@G9>re=28M$Qtgbc|m*gTHGh$-2
z5r&nKOBYLG>Lx}^79#72mf60QS7|<h-Ff+(76(3<G9a?9Lk^AjfM0G2R55h{;Ji4B
zdC^NgsD|F4V=Rr=YIs7i?V*<w?Qj@%oey(M%A;R2RiSreoQJ(5Ml0PKY0a8KrDks^
z%Crj|;w{+Yohmm)q=b^J*MC2d@&^Vep_Z(20_=)KKTN#id(t9O9Vm}SF??qgq5IHP
zV_YmIy4`B-7h|Foe%*ch-2mou_1I8!2#(k+(;BXf#%We%>l^oAslD}J!-;&#q*=?U
znL@n}Qcf0HHEA=~nu&kW^coxvdXs6v<q;~=f;W&{Cl(c%^H-jU>_tCThoc4cSSFDk
z{S;cNtqrGQA5U#(G`k(W8Eh+xMTU&_Me|h^jg%jTXVXwZS1^{`_tm4S+HGhhDu5{K
zaZhpE_1CsUTB^1|ZIh`FkvvO2j#UW|#L8NBDY8H1a0VkpNmk)+Up5z1spwBf7{AqF
zZ!QQy!b|AR$AiSwO#9vaHZvQt#yLs{8g~42BxOETg%8<kPJ9f;8l<3KtLJ=UT+PO?
z)v@7OimcTfF=x*&eNtdeQ2|`Meoe#aiUbX-IoLe!%1PSf^nF=XB2o|0DAogtGJ%CA
zKQ$o^>K3Kh>T&c%(FQ5@6Oh#&RP)@1(q{3TUmkk3SLOA~%3fvUmx(VZ-+O#X6<v?<
zEKRB5ymlKZE+!fJcpXUr+AEd+V5cIk=ZCdKBdsSEAW!^5wcneW0I5K}&Y`Z`17bK#
z+p6^cV5yD#PVHC`wV+k2TW?LS5oeo6IUZr$0Fn|}B$|bpFk%AgGDgryd#Ib^@Dar=
zEg%Df>Us-|=Vl{Gv!MpF>YS%Owr}LV_f5<a^D?=0!l_Kb0Rqa`GSmU$I!ZhKmNqkK
z=lR^|>hkR*V}MgH#Vj3#v%wrxTkR|A`u<B6{QtNuAW)3$5{k;6vze)6!2T>+@tn%)
zr4X(!{+G&cw&{#NyojP~O0t4ick__S)O=Th3%eE7y<1OveMUmdbrUQN%@aUd!9maJ
z=74Bx;j?bac_}UECSq1??x&jer?}&P(d=g@ntFaDb07T9nm+H38TFTUc6pFX0_VSx
ze}{VV|F4#L@Kwttm~7`dqAg;A{Lc?(Z){`n8!M0c>4~||l8TiI?Khz$U!EYRagrb%
zSZd0+G+ULWy=Z6G8EY*oJ(PtFX7Ox{=TY0%>Ahlq1`|b!WF<uyNIZvEN6ShEw~Rrz
z{uW33Dz~`J)H)*rK9&m^yrqzxryZ{rWW*PZIQX_5MJn915nKo5gxV10lunARf~1#G
zDefP?JrgA_Dftg_SKj|@+wjltqT7MNipR_Z20dq@k0cZ&;OPgV;ssl=PhMKg`_cIc
zeG0S?zEpOhd}X9kKZ*J8Kbj75%h=J@QKD3-44=hkD|eC40Dv-LyRRtBcwaMIar2y%
z8Tj=Ng11j>I=Ix}>%gE0EhN-6Yr9Z2hV4hl8=j%A(#jaet4kP%AC|rGSk`8`1d7QL
za~gX&lTeCWp37Wz_x2uBeVBRP9}5RJe8R?0%_>)W5{5Ao;<4KaXDLA?<Yf2QUuil#
z4>ZH4DAzHF&cNF8(pV57K8;B+ZyjTbca#6|`Tan}*G^elkP;#zy)7&{;Ab1LNoXIY
z{yz7`JrHrYJWn_FNg_BsQhco;{M%`0h8HYpEj4QTO*onbcE~U9^0KDV<zI&#$~eh0
z3>(U8Up1IRj$R~+SjFI$^^tp&KjksZQc?CO1sT2nrbf^EnzK~wiCw6W=%dbr-=0sk
z(w)5?pG$mK$**SEX7r;^=Kh5sy{k{jV9)2QFC-7UZ&mvoh|7hlXu}f|{sURif25pp
zxM;PbN-t@dOFrXx6Q!x7^s8jBcZqgCU_A)iaQ=0DtsWiC6ZdioDMnit?%v4{)$T*H
zsS6;<mfYmiMc<iVFu4Al9PM3HgArbum$hr}sIs!*!c>c?Q%Q_ugOM8oE<v@9jV-=e
z*IcjhEW^<>L&ISe!~#OBtB4#lKjl;`H~7OmsX{A@{Fx{v%(`c@kvGdO%Qh3e)g&3X
zFBAN+DK0}NAL0fVGbb_V0{H69eyPW%mAAUAFz8(75qsGWhKl;JJ?ai_#LR3*O7Q!+
zz1j06UU*}<><msLfV@oI@o4OWi%X8qt_f8ZBX5ERg7f&^k!y;Otfk!PELYa8s6@DT
zR_n<tS><|pFb;#=I3#X6pKUdx08>N#8&&jxAPVi&Mj8%VRV~{~3t3j_eC5vBEXI>s
zBR~ytl7abVU^5u;J8>2m>&Ue!$K=yl{^istv~<^%KtNXMVv*nIlfR|k??c<ddSkvm
zJrTLVjuC4EY&KgC!Q8~eWCMKxKjJQBX?mMJtlv}0d?g=x99hnaz5RMoYF^F`d1HZ?
zWR`>*K-f$wiklk~uXMf{ks%mYGOYvLOsnB9YOro#%^~U4Od;ZQqB60n{pBJfZeg;P
z-=K>`+YJdQ)p9b{(yfJ=$F)wXB-?Aql+nsMBag#1Pmx<=PfQ=4HdgAj)Fke`Dt+7E
z>Z;!xHuA+{;hS-rtTvO#(5Y}VDhyLnO*FczjouRX>f<{tEjnE9Fz<W9K#%6D6{0XE
zl9$`@$$!yeRcQJnE&DvJ|4cp#&g_j149{zwi%y?xe<lBm)}N=n-lc!fY7VAx7ne|`
zbsbVXu08$a)1q2{yB~k8A`gdd0GXr?w*R8763ouGug|<2&G4tI#J}~7f2Y5z<NryQ
zW)J-@n#C!A7N4LAM>Rd(I3;(Dox7w$DbO1GT?E`4i^uW%aa7(FS;^d6H1Nb&gkbac
zdc!4l{6cB)Do1hhQMOlZX*fqdyq8@g2y46DtkwQ;n=VWZFB-aNBLDLI5L8sSian7)
z)3>4@KG}6w%X<`l?1nF$Ho4EfkS{2Au$|i3w7+i8YjQso+8Ov-Bb%LakAAY{Q$_a}
zny0w!tkCkCNYTdaSqH0Ae&o*N+~m2a>`8c&Dvrj>Z{Fg@rf2;xdL88im$Pj||Dt&o
zhS0rI9&BWnN)|gmia3DYW~`n#eSJZ$%fA?ur2Y<NaoTV5YU7$@+R)%8MD!JGOIl*p
z=AP^;b_&_|{&${fJt`g_o3vNlcs`y)T#@tdSqP50=D1f>4^1r(jJX!R!iV?)0%8mQ
zOf6eJ^nHkpgCLOxJV~*QXddNuQ(LJ5OZ~*Tw7LhHb=9`y&l%AT1`smjae~7M!P+wd
zHGg*fpCZd;{n|WuUz-JBDs}DqT@g9TB#lI3t0cXae6DO=Jj_|T`L^I1Mg^8;|6$Dp
zl-wuk%@Ub>5VfsiCLG0lk&!kd(3nyzQQCagGdtyUP|JZL-)L)%yA2BV?%mN=t(TGU
zeww+OzeS_-ZJC+uC3|E#WkCu)>3SA0OypkaS##=`ZoRrLZc0kLsSWhte6u}0H>$M}
zwpKB}>SaXHaI!R2C%hsx0WlGqwfv1wg|xMs5yr&4aZ`;ptUb-V+#Jr!V`WEaT#PKC
zJoE6Yy038t;TUzvl<89?BBP`>mn&4>!A>8a3lT3;eE6oKV(Y9LH>;nkQ!l$%x(Gz&
zUpmgJ!J{>%o%HIsPq3XizMN*qTFo2>_L{TB4F+n2UYBKdc}MEsd9b?`%L)HP9c>xp
zcs@`~3o5{TO0)lD*kH;`wC)*XW7Y04DF<X{2|QSEkiOk~(nJ+~NYypdH}gDhOWu%B
zRJ3B6(tQouCoGZ<6&_>LBOibGIFlbe$df^fA*Qns6sZp@rIQj&3Nkk|R|wH#>A?A=
z%TlBQNR&&c7X)AWIvxB7Fe?b0D6H6b1J@UA>0s~V!!0#r9rN<aW0+W2eqE#1M?YQz
z-Baev^nV`Gm+Ek}^kIMBq|pe@jkP%nU?^HFd;b;hAb6&tK#}nat;>T*g?M)$eaIt%
zCAPyP-}ypt)<A)3Yh}c(z>gRDtCq!kzE5bwmq44T_9JK4vfx1HYnQYomC*+BUG))k
z`f&21i9Fj3-0kog+j-bFR>KAZPOy4V7yeaAy|Sm&T=rg9d@3zu4y3mkXk>?$*ikw%
zKr<qv_#`SNf=KuaoatNNYxCei%&43qWt8-Sv*VCql4Q>Yk(9{yVy&b-;*gs==Io=+
z_l@9j1dv@_q30wp3srDz>7GRiK~0yNhUb1qVQ^4}GsN4~SX+F{i4%AkTJ&6VhWweM
z@5?fZdh^Z)@6qMguKn*=dtEOlZ#L_}J=-_n@37UA{C*fr4#mON`2N3WzWuWa_g_Y>
zbs2^*LyNmfHl3)qrc>(AcP{+qm7hg>P9%i_IcvG>l-=CGIO+0qJo>4Mr&M|ZS!NiE
zyojbT{F|;(D$H<2LLu`9LoJ1Zgi*#U##*&Bim%sNKoswj)~-pNV3+_m3uUN&jAy6M
zoeODbu5*%Z0IK`*tiqJ|p1m5<4cL4WJqPpUAG@feS+MJRI}+(KAh;#<Hd$qjDqO1%
zJn64?QoB2usjQSVjFmDc28_4kQ(?L&3c5`HDj@VJeXi^uF4X^<CSMwo&ALG$Z}eJ(
zywc^wt9w{n#Jp`v$|q`jYnx=<7x$NtZ#j^N0FLKVQQs3pcnp7$xT5Cth6z*{p{1g0
zbD3$-<0}-3*LOx1<5?*(E5%@-k_=z^i-uk)(9qi0<S;pUCVVfKlRxeViXD;fNd^AU
z_LP<MDYs5hl)6v4Ec)NMg#BZ=iGJFHuyz!=6zF>EqJ+oBiq;7w#R7S8+5@Lv$|Zb9
z>!$}~Wx@tcu_A`#Kj87PK4p$dQS=(ML}D0-(6C=__Ck6~$)^f_<HR`IJmrg;oA`@X
zO~Irh@9lQ|a$0n~R{0RhAlT+3vQ3QF`w5tTW86Eghg?`#f-F(~CNi9~sRQzMawYdB
z|HPxJ;2+U$s8ja4Pd5$6x>gM+wW!Q36pKsRlFzey_lk?u8}aTtY4^_q4&QDK1Y_Mf
zK*vN*{uf72IEI`g^z%>wyTVX$on1geQ~z+OxEcvqeb2X1m&#qeVliI7lh18xTH$@<
zi&0fq6*ha9v<VIlY6$Z-3$v;P{dwnA(J@Qwdt(W&f<*=DNq%O|09)dkSHy$?XeFUU
z08Sp-zB`UEin)0P8hKwe2lTp>aCm(fTr@w*=eIXkX4h?nn8mtC`H1S^#i1Nn&SY7y
zs~*(V`s7%bER8YoHm7%U(`P5>k4Gp*H1wu-H4Qm7sI6Y<{1?rmYFAIQ6zQl>{(Enj
z#Djb<?o$~X(oPif=nP*b?UGfBNNC#DX_$A91kBNsjqAaoESH7Q-BRc~W&>i<WeYl%
ztI6pqL5=#;#2sDbeH}!n%1BIPo`&EGm2Cf)vd`aDzyTsK#QOBZq+V-v`megoJjt%>
zinx`YD!T;-p1fEuXA8kTooJC|y%2dKh3y<8I7CS!v011Xpy4St@BjAtV8yh7uiU=`
z_Zx>+_aoPI?ch4%@=e!*xH7?bfL%&bp?BgCvkl6mS59?P@cEq`S9YDA64k6NNk4Pp
zkx-g=J{gq?bG+=71f7H1m4mg?0{^xft0+bVm<b+B%YjjUHYjco2ia~TKRvt-KhmTs
zng2i3y=7EfYt}7{LvX9$?v~*0!QEXF+=FW%NFYg}g+p*JpwKFugy8P(?hqtsfb-Sq
ze*5-0{dM2I@1J}7{lTbRdyg7}vG-cfo@+gG%~|<*n_GlN<*KiJs!gT<NA`PoGevkr
zlGzNMsJg_&1ZD!bRBJqh)N$7L8G~8>sG;ymuXDtCO67Bt31~V_#o%sU%kAe)F_EJB
zxJ9KI&+_9^v>HOwmG=fXelIh47=){u2S(ZNU2K(El~<OhC%j#Q3}z<H0gJ@1ZayN+
z)h#$L=0rLZ2OhtsKeHV}2%6*D7{g!iH@W7LJY4Rk3c0%ii~DSyu%FI5f@JL+KWTM^
zvIl=C1u$`7790Ii$Q=KPVK;R(WGzqxrj;Pma7r>-Hh#C{2Zqyr-b3Lk0O*IW59;fs
zw|u)2Q3LIxLS7m>A&IGL@KN>2_T^WxH_0=N&>T&BWUb#BtlC@LNazz~h3H2IJIt~E
z`pyFLeTEvBkDp3L0s=+MmMtG><a%*RIH!6acIi6#<OjKoIt>mpI#cwhC-TSLII$ov
zwxB@SXmK&FM&u=+^si`7CJVDqol2^-6o4K($=iB$3)0pIrSwHw3Hcs0{QXs^!ygdf
z)^7rWeP9dyi|IGQ2O6qcm?G!^rvPira^fsq>i|KO!4ILONX0_SFOEGeIA@2wn6lLC
z_~4E&hLRHXlWtrahFtMqgUe4wGkw~19PB^^V(|i<{z=~(TlA-fm|6#1LXL}ks#Vcd
z2xsj`!K0YtVioa}^UetJwroN;z3ij00WUJj<x$4kGza#I11vHe*-JB=-CiLN-5Yvs
zY;fMgzGaPYR@@uhmb>q?skvV<ueAjhCFN}x#+y_g?DZqZ;C8|Y5gN)zv#xp!toKC3
zd?SBW;|zQ)^>i4>>>EgKq6}v5Mk71NH=`+b_%vNAC7_>(kt)yLgQJt1{=<{arRJ~$
z2_436!dDyIWLc~ZcLV;#7~HiA72gH{-k4?0h)8a_Rz*1*6(aAHkscXZ=~7Cuj+n=d
zDvFt_RC}^d3Fek|s7;k93fqyD$Mf-|=s}l<o(58{k{e`cOma?dRL(}46HoQzk(+m$
z-V?nuX{gUsrIO^jd^uQz%V(iqw&I-mR88CxJCu%vT$6)P1r)aDvMmJ@C1=i^DmGS?
zmic#*Sx@X<K<=m=shkHNl-JwsrQ3ys{Foh9nweYi@cggW;Jf1L&QG!Rk5+LhzL(vz
ztD^03qm0^i&AcM_hJ~+i9K2YXV~$MB8YU<;Bj4BU&E{RYBYHGZi&T5JG){zc?eKQh
zrX^rhe-YOuCTIDqCa4qtvYu_<SyQp)+_pP!;bY5(s~3To^x0xxb8OYiV~z~vqcrg?
zn3K{ssXV6mSw7@Vlq8wVFe=8Pxhty7n;WW~rN%R@Y}Z1zKc~trCs~MX(vTiWa<(}8
zr}sH&pg51m2kz`tSQMsCywImp5O1w}Pvj5W>oG}N;J>l0*A1K3o0X)V{OND7rJKU!
zVh;ot?zceN<mno)ZT44FN`6DY6F9mZQf469SNHak#R94H_wpp?iWmA?JB7Std&`uX
zs$$xR0y0Zd8eU3I3|4nK%AuU*CquH3hf>Fg%}V%A#t^?nj)Io#I0BWe6CL5*$-nOo
z!`o;4P*<y9`V-sOxXuvUt7?a{>qhE)SIXL&*NVatIR0F2w{I=dl-jh6?yy7N9O$wx
zuf`gpTklt>))Wzq1|R7Qj*!0g%G~(5V*J8&R*tTYujj3?MZ)*AbF`w9nCua@*VOjI
zO~{kw%cgE>xR2~NS@r8NNoz<cX&$3!JYia!-U_y)$;Vnw(;g&yFi~NNrV0iZk4dHG
z!EGI(lxIDji;%_iWukBn&--`zm>y<ApWNCij48y|pS;B~R0f6YLAM24C*;Q`S)uM6
z<WL_mj!&h$qlVs)R<eUky-8y_qGhEDnmiGK76Zk27C$dRU_C;EQ1os+2H!xRa7AEc
zrXxlwrn`uhW1{VZ!SU&vMnn7PAW-C(Q{}MnkRJ;_LZni!3|SEv&hcxwi_I=X%E;0}
z(u*fAXCp+?e6v{i*JdQ8(ma~TRmsG^_soO?&cFI<LX)*nYR5QPc>4Q;W4*~0<9ymF
z9_2ec4p;<6w56wNkMGfY!pgd?)y)BBF>aK|7WSJB;p!m)Tpa|p{XJH{ODl(~QYI?j
z<WV#wYs(}3=>_@U?2G<)ek)pyxFB%z$=ZPPjkIycelYu59DnbW&viEOr{eFFz6a)G
zosXz4&~LE*!qKL?W-4@*`P=BclERJIOxC_^^pPo;^~eviAJ-i7rr`Ba?q$E-FB-2s
z!bL1__#|P?yQzSSym8HTd4fZpOc)Ndkq`wa1RB`Tvl-|A#23*+rS2PO-xchog}91W
zpZ|je{h}&!X@f0}*S?*i&sOE5aH0Q(lWP8sGD>wK@n!@6du%82<t5GyN3rMH9S?zq
zRR_6P-u{B^3#mKpr0XFmOD2xjnPy1B^hzK_L<M%UUld)>-hR&U%74dcD)qu#R+l~I
z`3IV`^J;0}<m4<sPF_yCv#bLEScMQXMFj?(oB39pqjgT$D$?@WlSzc6WM7FE<SPf2
z_dbEQaD-Hn<r&JG_a!Pmp5t{N5yuubyy5@gN$f5~ez{_;9o=mhwXw&+AxLbGz$LoZ
ziT9Y}c4CJIwM`R&NaXU~#2IfE2g&W8mi|(ou1`Qu->H!pd8I1>-RGSUzTwc?go^yG
zw2kpc1kYjJWiq&L(&h)jfQ$Z=)E>z6Fej&^Z?TYg2g$9Gtf#I$&vfL9AprFqnDzXI
z(5<?3C;0f$DbQMA?{G(RP^tRW8O^7kLB6UIDl<Yn9iS-ZxDx6t65iO+LI2O{7mZd?
z5XzR77*|J9oR}tY1Idg^%UjPYBc(gbJNq1t`IisRY=d_#9EFz5dpF2y`ZUt3@U*5*
zUF~h!Crz=wrzHQpDvQ)B9Gs1+E84y*xDu><XIttYYcS}5qTA2?jBKFfWrU9_i9y``
zb3)l+46G3k5)&U-YjDBjK4acCLdc2FD&RKFtAu{h>C+rX7DwY7T~Rll-TWI|0UwxU
z+YyX{!t`##^-Tsdf(s@`Uc*`6$0}$5rENCxMr$}bGr8d>=+(D4Zy^L*Eg`8C_r<Tp
zo6geXGNnVP%`ChK0f0!%OVvcB{cLv6n<>6U{a@ZS+qH)5V&@jo>pu_=M6+Zs4tZ@y
zr4KCh^M}a&!(WOFrM^w4F}boNUUOP>%XRe0<HNQN%o_tZW%>{X;Z`n|+-am)j>mm2
zfz5sqQ#b?Dsk+0bY(n?~gplU+BOG+Y54{XsP9BuEgc~d@)d4j$ykW63-*4+>pc6g<
zVdo4tV}X<Yf$o7^qk+0UB%F<k&5o;lXRGCeN<SEuAJf-oKQwS#boVaGf8P_SMmj4E
zXPm3PDH=g>@<b3g_PEu6bHk_b7GPw4^yed<`o$W73PM~mQ_idPTw?_*1+2!1G^1r>
zZ#-N+TEVB5H<)iBW&VCzLF%&4bFE+VKt`mtn3H^^n?n0qXVksgaI*&YXAH`+p>~5&
z>|d><&?l?rm*wVg$P6sRfQ{Ch!4x`?CL;7pS4dT#q4vRR4q--dlJ4vVfVCB;4bl6c
z345FhhkRJmDT52GOAXbLVmH1Fc)!A>iGftyP?4)7MZ{%=?l*)mV3_OAFaGD($s!V1
zz_MP51mq^|B%i}vEX(a<-u%2VzfNycpT}%Qk;8aZBhxZ1r;`Wp*fw4Xbmq2+O!;o}
z6Wv5XY`D1sZU99OfXN_GYM4PM%i!~4x8KDk6TzP3jLgFsW|4~@Zf67PQv`v&&^Tdx
zOn7uWk>hiZ`V4wuN>2`&3bB>J?p_!)#?5BY@%}^JmG%-nRJZH0wL+Esk;m+7;dz7#
zY=sIM;u1Y?$iD^<$PRgQf&P->Y(%Z`0xk;64+UGU<3fxjKV4auESkQ!15)}h&PkQO
zlQ~=axJ0NDnO5iN*y8uGbcPFk@omuy#Ze)@YJu~{a4!B8xjH5DcqY<aXt6BYr33+Q
z><?<^x@+)x;-21gWJxTk((+bNoOAP8^7H#jHy^fH=bSCSpVb88mGo^hI?L>pVKqGF
zvxV!q_zNsc-bY~kGbMu_pK`tS0t32Bg)jAnqPgU^cq$-+%}If{ZS3>awwC)%G1W4c
zJ?Sb89p|!%moOtApQoiJYs_jxH$F4XxVI4db2evR9O`2?lYQ_<U}_9df4lGp^*7X<
zPpiaeO4>{I+Oy57=Dd9Du`E1vQld8kVR`eng<2pIP4n42uiY%e{O`;u8|o7FGfY5^
z+)eBiO_-+!M8#bzLU1R-O-GTg>_Mn$rn;v)@lNR@BlXqu!mS`n43n=JR?%F8F>X|d
zmAORkl%}srQ<qe<slF;*l7InyiwmZzUsV^#c3BvGcA=#zt}Mm}^SwU$i$$<t1<SR=
z9F}&zVXSR<TVG7xVSkopp%KlvSaAzcY`2l0O32`AZ2qKc0e&2o=%s0mzoqI#wAqm^
z``|Yo)TR+<ofeDD39`=Ux7n@rAE$k&f;5|i5E+3)H^N)QM{hsfKbCLU#(rBxe{kB1
z5x2)JrkUs5)THNunfX=WXRc-ou>LydsnG8<_z>&r)$MoxP{DKrUK(fZs06ZBMFIde
zUMd<I7k_Eh{TCtVFEbyinsLwUUNb1TWVv&wzmxC_wQ-m_oHpXLJlp$hH&vv>=xH^E
zKH1KpIrm%#(wv;r+qS&muo(RLa+}v|Yo||qPJUxda!)zVzpjfBKQM-Tv|wlYpqS+>
zC*R)FSZ2teso6FLIo@gG=h0F6v?8NRQQ!@vFmSlskf~jQL((}r!FTyU=aL-}sUY>h
zBW9LxMMZH~0q*#^+)Ro|u}qF5^3h^>Lqk2lGS24}v81fj7~RRdp;!4zi-IZw&lsF-
zLbNI{Tk|U(gBw+tqdu2NXQCFwSk2)E8lus0#HuCbRQfq02wc7l|2Lx%NdJk~OY5V@
z+QMmm^jF+vhC}()-n$x~9_&_M<{t}J)bFpLt+-awe)eAs^)Mw#cy^NWB7Y8DqR0L~
zOijsS5oTDevMW(cJaM`9`GF<4_;4!yq&Uc!f^I??3GBE^FatwJqF}?!iQ95`blwNU
zu{SHm(UeHpCQQ#(7{Lbt6DH!~)kaLwylcYJd6Mp`;*wL$upZ*GZ=w-Va$s!>t5ov1
zsZBBwOa6)o;O)LeB!S>8PZAg6fJ7B|Iz~8wP3#^cN~MGGyGO=zLZN6PyGeD+FtD5B
zBmh~sqw1~EIi&%pb%0e19ilf2^FnRyw?Rf0*mz<*M;$Hp-8U;oj)<5o5&FUdF<dAN
z>dwWtZFz|kk8ozuq+G?+6g=7NdnEt>v;a-1y$@APfw;IbyCuNWO@<4#^+21=yn?a_
zr#Z_M^XD7-1?V{<5V3wJmCSe#Pn-c|<YqIwmb-tc$MXJ*Hij~Jl3Wa9D+vtoS!|HF
z2Aso(n+F_koP%KyFp%I{TW$!HWyZ!e(wnZx(OUn8z$H(PmW^u#T$vG<oShG17UBU7
zXlEHP6e{$XtAOSw@fZIHgte65k^*o$l6`&}5+@Uso|9ecV-05*^fu)!ScS+$x~8TJ
zK*row9_nE<o&W4`B;Ue){>u17oT<Evt*$@g>#l}Km2Dd!<dPSwtfnn4$dHR_xR#qo
zL{<#gOkEpH!SPrw8_Xe~P$Wr4-ZH&+&Y;lu%ktGUc7jq*p>T&d`3c=^xf@;7lupAE
z^u!a@{rooSocU4>bDna?DRQ;sMn?=v01jya@D`p}{vc2(FFjMb`jv}0e+$Z=<`+v}
zcNgN3giV<m9lGz=nUH-*JnnF@F&s-3JuNL+H?dH~rwZF_eZ<;4St)K=TJ4OFc&bNd
zG!!snGU~f=yB1~JVrz6{fKG~Q`>pRYMH^;NDTztQ2Shbjk5wP(T1dXDXX%IgHs#Qu
z-<HroEiB}0efo7-Nu^YFPbI0%R}>i>_Q~->baSBj76a_9PiV{0Uovz0-W16MmHJy@
z{UXs6b6fukQ&hP9xEX6{^fZ{-Emun0tZVpA2(7rpaljQ^LQQa^Da&D~IhQcRG@V+j
zz|fCP0`RUS&VwA<8$_zW&1pTp;fo8qaLwKyqrC_WTW$V^<LGO6qk7#mmW=B!Tot`Z
z6SIDfTCiy9$}G5tR`DQ~rjhB}FpUXj*x4g4I?ZK+z9g-39n+lf{(-l2aE#vzA0&r)
zNQ#Efs=6-9RaW8pad@cBiIaJGa1A#Y)+@f9k!?hSqJPYTox#W3lUU7CS=t?s>H3Qr
zMII}s7xx3aP2#>PCO5k7BFCIoE1t!Fd}|wNJM&hRWS?}7U}F~6c8<5O?T+#8rGzu=
z{C$*9QmNdc%Os1qi&L-O^3H%WLx?S4ID5gbhn&E_r#*IbKxquEEpb=fORXh!)wItF
zmoM}5fn~#zp#Ac_qbA)ukEZLYpuUDJwb@CuUtK>8hVYJ|CMCAy<yCc)v;1u&g<@uq
z>ryd(7e(xuQ?_D<G!q%$SZdmAnF9;!_4XHiCKEQsjN&ZTlg+(njX<|6GKlxm-M9K#
zwbx&Tixo1nmNEg3%JQt<WSiC4rmw*2ex><FqG$faXTdE4{?yO01U*b8IiYRi;v$4*
zueVWIL>T8t@(wK*3@ZZY9#;ePM#N0>Cp0Wh?sH-*Ed4)rrYEkbcMh+F30I~ww$ARR
z?r9|vxk}Liz7^f}JC&hK*t|!7H%*=z=H+`5gz@@EXPAl+P&+(YK_yaAH~oUGq-hG4
zVHcX!M<)VD(G+h#Re<+-7C84C#bk2=nCm$uDG!Gjr<`!`68k*9Q*mgchj}~H(<@#_
z{#X;>t3WR>3?6^XhJDkyPRln_M{I4Qm}tRsDp|#zsI1<eaVx^377DP5;qtuS>-h}I
zoKmq|X6=LptmZ=w$+J$ldWJvxokh`Vt72Key;=GPtJt&j6Px!lzjaSp`_4YmG-8ws
zZeQSdkQdL^S1niG9B(&oNuX~SKfly;`&H1-vLsL`)$sC-!CJ?@FkpdPyZEfgQ?#!9
z@hJ0NF|ttD@yCadat`l9QQVKzbDv*O1??qSczC;QrnyWC{;(?_9$qoZ1()nMA2AD<
z>rV1W5dMa+X_@v+oqFl`*q_rGI1Ouk)E_b*9m`qRtS^Jm$>J}NX|yY!_7w4Jo236~
zgcZQ(KEQzh)Z8$=7S%6KX*GA!p(DN1qRbr(<vxM1v;^1mjs~rJL$bvbp?F`PcC_^_
z!b_%oj+9(=sOZ!bZ@;+VcqOVbR+`Tz24-4|n#L2FnieiCm{d)44wxM`>Z<LmDlleU
zl{pl<H*I!bF+QpX3UwXzkiSdV+ckXh*}a;(rB_h4Uz&<Ap1D<LZB@Hwb)D2{rUV(h
zseQ&G>r@pllm$fRL^qi=TzL@`2Md=V*7raAC41(?fUgxCd?YiYnksQf^Ky7p0aYv-
zJb2W1Blp@KutmO@GGjO9m3f_upQ7j^k=kZzlAv5Z+%*UAz7g?wu^UXRZJHJKM*#Id
z<=DW5@dAcrKem#hd87~4Z>V7?%X3x;=E>LGUF=@pV&^E-!9X!Y-oV;vnsn7T-a&Y%
zfHfuq$i(Lahp%7%<N{zmE3s#9CcOb;foc485{eNYS)2VhdV%$nIqVNY1acp8Okvi`
ze2Pus8e-HlGBDxqQrzfAdPSgYb>mh)pOlr%ohz)fu!US?2#HCP(I^H3RWQd;+ndc!
zKNC|WtlYMapJlUd-5LcS+y+BloSQWYy>xcDm6zhFVq3``;u)eY0j1XyYA7E%auo1r
z8z^RoG`GU1UeTG$LJN{($W;(nixKcO0)7_dAte)v>S#-oi-y1gN^M@z%?HBCA2N<*
z4uQ!`FSpp-W$xg*FLA{qVzFWru^V4943u3nsJTP5n{0r6Ig6$Nm@1J*fxvqEidADJ
z2yrR$t>!CpyWCA2DP!HY6<sLrtlw+SeyGCi!;<%DX^g5|+nqSo@mkRjtMWY3XoU}3
zMNTcpu^Exuny?mx{c+eEkFbdp+sVQH(|bsKut7nRa;#wN8^02_yUJ0X`RQ*i6N54H
zUxPDi*`yiIwU6g~P0B{9PgE&9$tPFkUW+vb&QClsIS29{M;7{zoz;kk!1@3TWkp5%
z-%qOy8_S>?eNB#*BtM(2waXS8bGoos(3}Httd-8OaZsUP{E#-_U7rA>ACa6)oZ+jd
zAp)}$-b2q@^EjaYU7y#I&&#NWTBYi@!B5bua?7)-DyZsod-zTjF||Qk3m*QVJ1@wO
z17)A=bB~Xp6!Dd_9>yV~_K~i*ghPe=3I(S*n`s7hqkWmh(&8QOLTeOhm1Ylo{9>o9
z7FL%|C!T<(GFo^0orl6MQnA?i`?(34%K$m$BS(sC8`bs~(G(S36QlLHS2Nzf(o2Dp
zy6g#X8ME5k_dUAm)~<l73iO!Q5vw&^A@q)}?iRYF59Rm%OI<Fjjv2^7deapas?NNH
zn2x7zPWM?uB3~O~VqRjv8z@4-){vvc?HdvUorhs}W4I?3+k@A}@kd_pm{YaSIf=qW
zf9w>;c$iAIn%vvrDj{+cZxKyA)7uF7mQ-Pv5{GRH1;na7<=PonP)2mG&D|%73d(mz
zbwGTD$*!=;x|d&H){F4qm9Q6MUI}Q|GwGL7Q7BZkZg5$4-@qMSKE^GGpwDLDb!D?J
zW3j=Ix~dsH%u;^zj96?6#&PR;qc#14%Pb!XU63She7|NiROgiNZMHe~((BP~b@p0J
zaF8UXkY5~vx<3QR{@8k+>lQ@{A?shq_pc@h*h$#g@x8AtF_`H1ebD^F`GwPjftZBz
zrbZ*UzDO6!opfV3S<7`bS@D#Dk^Om8xiZk(0~!nUxe=Hwn*!D;3N@CkoW8C8<dSe+
z!Xgn+N<(O39m~seFk&U~rMKBW{>(!i4UvZSwD=fY`^zL6T+Q-HKkb<v&{@!2Vbg$7
zM0=k-Pq?TeRu}>zgorrI@A_J&T4}Zm0@;T<|6WJ+AQ0<+F@1KrYczquHQtES;{Q&<
zw(z8R`ZO=u=OX!1og-{y!7(i`g1{9^QZzx-pl(040YR`>a*pyC9bz=yrity54)uQ;
zjh%tdTNsk)t|)&EAX}QAq>d`yg_5S9&?#+EBF8y1D_guu^IX$a`&+hYiH;+hH-_cW
zRjK-PNDVgC4#jwk_~bmF<?>#-Q7zDuqUe*kDl7XE3o2$#o*6Sg+v5Xlg_%yUs@5lE
z0ejAd6P5=rWRK{rY4b<i?gH9`e^%K9a=iJa$O0hK@B%jIv0tthcz4!NuKSem2iyR+
zyX&yGb_6yX)hrGTSfqHKe2y*n2Lp!RH@#2s@1m@ggh5`E;?f<xf%i@4_edO<T479N
zTX5k8;2&#+{~^Z`)*DBkp~=gA+g9y?hDE09u6?g8EYG@AYnmyk>bxIN16LB!V+ae2
zy@tFd3m&^wxBCy0;gRn6Tp1vnB32KqC#C)Qear+}6E1>W6{uJ5{gbzp6U{i_s_MNC
zkP5;q2=hs!eO=ZE7<B#+EwXIQUNq~PI7W9a^tsAp7w(UZ+1thg=&ye+mcE@+G@a&V
z)0#2AohCJ!U)A3u?-1biC21Odp9}s~LI3RJv;>wQt^;5gpWSKvtRt^C&DA}Kr){=F
zjJS}Cd$2fmFCW?20~!vXG!%GWygaWq!04h!O^J)6r(6_&sx<Ud7~&u<?+yA?{ERUe
zSCPN3Iac1A1g~(dTO8(Jg}1G4KTx<z%gL~uXHTC*kSouILP-#z{8!1v|5E+H$_c1o
z^FXR1M+m;ucPN_a&5mYoxcIilgM7%R3rqRB3|UP2S$WT=Tsje}>?1ega(9RLKCk$>
zpKyP;=CAE3>!wtq^kr~`GsFp#`-SE<>$?@SX3-S&%B@OXyxV6bye(HK`dyW4jW{Aw
zp=Bcvkl0_Qhpc8RGG*Sj=6$niUV*uzRgi7;A01Mdev6!ND+=m|iQ!+UX`WHLPv;K@
zLNvN2NSl4_-}oVZ4rn@vt*dE#$CCQXV~Ah!n2StJKlaYsNXZK@SV*0*TILm-tDGY&
ziD3t`{aQgiy+WOOOS*0fcL#o#>E)QFeaR?~UV$kEtFDcQev?uGnl5GZGNz;lP2TkV
z`o=pf==<U6dK<5pbHcGEKG6`=E@t3L?D=(bPc^@gx`duo)uHxjoVmix9M)x1!1AjQ
zU;%Vudp1(*bvp^?QPKS!eeEcCMe1n65CnnauqpBN5&i=N%O5uo#%ca`QDmegtdGbU
zeADA-wyE(!@4nh_^ThbLc$mvqWp9i~_N)4FCvIaOuZli$q^B9SxDFAe7fN-)WYTMg
z2sOc_?t;}1GE7~>jj{AG?nQWC03gOm6)%Q*8ZYe$rGJdGXLRNlWnj{sSf;x0;qLYF
zZLI)tEmeN+5o@i<l1omv?Z}TenrN-D9Gh{qZi92~uY7WNh2QR3xQoIwgCmAqM0eRE
ztFT_8U~O|Yd7h-fkXxvXjAjs;wD~gXg>LlYhif1DHqLtPozDOw*HiROb}H6-{m*6b
zisvEC#g-=hTyL#GpM<|xv(7K<J55C%!)R1I;@ODGcTf9c<fRK<byi89C<T;d=@X_8
z!tu$UQ2jp<rTHU%`42db8UMX&iC*%K#eH)16)3ko;%Bv04Lap!o6v?$<hxg#)`f}|
zKVC;rapb%wSbJskJlj1l4rXh*jV=MsL*kJ^p}hu+66l<V7jjcod^%?=n%5-vXvVv!
zTD>yr?8~xho9YRi&3Ho$8uF}W(?N0YbQb&)NFc%r(R`kbsd7itt>DC7>$xf0?T$qh
zp??IUHiGYm{Zn=RKkkw7=`syZWL3uAO{*XaqpTAd{5Y|OIdqD=9?FqNFeQhzn%;RC
zS2RdoJM+1?CVg{ciR@9#WThIyvFFzMj>Sec7&DE6@2-HO4mjy%)e%tvpQst&2_7ha
zKXf3V0&sS|<ik%iTrGVXd;9WzHm-zF%s8qjo3U>LFW&g%pX7c1((?U#&is>W;;j8c
zh?)AVv17xmi0K2HIcEdp;e*orv$Q#AY*<9oNz%`01w%t_MWl{1p+44x=_l5DnmWAB
zyg-CR<D!fqF+z1kxU}ZK;5Q;#Q57&h-971r5P$Jy2i;Ch?}i(J8{G$%ObGfos<Z*2
zM-f^}J(O8B!c<BphIHX8^Qg&el5M)O9Lk{~Hnt+C>}Y}QKF%I)SZFIGH_1`uiJTLW
z0R*9M5{%t3N>F_n1jt0dRC9i6dd6Uc12yX&;T(3s1L<*iS1vsK@6aUgAG7v9?t7^|
zC3$#}0j(A@M_(kPZ&{6#`);x3ml6lSXz2#D*3|#gkOzGasb<?AQhSX5RM)JTa=Bb^
z((aS~<>ZFavAVH#s5^-y>_w*A@gnJG8Dr`duX9uBM)c$JWiz3I7`z>`)#CH0$LZpz
zFT@Pu{2!7Yjz;3n3K`?o^fWZV!leWF{=j%}W2OIEw`haGmbOp)FOWM&8famg^Vm4v
z(@R$gm%aH&W5C5~dv)7|w{)=p+%Er0dK~`XvHuwQ|LoW^`09Q(2bMj1*ZZ#4*!kw;
zEKH!7c8Sm{y+<+>&MYPl{mZXL;I^m{z-MEx+2D3m|K`~tqg)sKbvy`BribaTnpQ|*
ziRcisZ?(^(vCvoo_cBYq`3E~&nuq}B9=}VI{`?y&;-7sMmK7D#_-mmSAOff{v#!BH
zuf0p(RkG4fjGyMk9dnJ{mkPgiI&ypW5_OYfUWx2WK71P5;?-+jpCi*2gJvIxaPDJt
z7vFO8(DC+((y5=1X((tZ-A<u<S@5amBQf(B)4`fk6oq{0qd4|caJ9hBO3_$W2UbE*
z7CuKxTTANc#*QyzE%V1bW?nTuyNp(#+p`}^G5`kb-OL$&ck!&BCXwe&TX}g7uJ9GR
z^WWT>e|PKtuU^k7$<WZ1=2hFuOcm@CDf7}axYzo`RRom0#C@-lpj0lY)BVU!x^mBs
zq?tG3_}wwsV{{H>>&ckhS&LqqfsF%e9k)o=)=*0*((Go$^+jY^e`x=3t@V%Ej&h;{
z+$7Y1u-Gruc4Aus2Cr>~J6<54O7sKtt}2o+CKaR?uzIBRsHJ;U5kU{tspY4wX2A4^
zVT2Mj?u8;9xMVl$|8f!k7poUS1w2%tSH38wTTcPNAu4$XCwuy}r)J=5`-#5=Z2?^A
z0sN*h)o+QAkLHcJ1?cRD!3=}35`J$`&4Ki!%hrMOG{dc>Jt=kYL!$8Z2U6s7NV`-Q
zIdf*D&Z>yzZFbxPUS~93@`bCIZ2Js83>sA9?(8|Y@l@+BX@ncB-0|o<nR(5jw7|u+
zWi$sSMVNKDUj`PTAxlK-u=jt5-C7-gSXM&Db!Q~ry$v8dD-_=M({J`MHga8Ql)&Ks
z3^rTB@0Hd1HQ|0oYAA`*1oM-!aio`8KDqU&3b~QXS%7nWbo^aQFRHcG<<F`pSeNmG
zw8aH)ctAC5lG!6jwOdI`%5F<$URinq%g!deO`bBwwH*?VN71Pa#F3g#Hc&-*(!UjA
z|0Oj32UvkAd3HZrQngXg(07As8&?1okQFpNe?ZEW<|``zO8+ma(my8U?{_}2=(CVu
z5Ux6c#l?+0NDE)lWMXQQPocvLY6l*T5~7U{w25}>v6PTL((u#Td($Dot}c$u!VshT
z!}<dqPZfqF6r;+X=`(}4RRzzoaw)>l<?HoH?yWdzs4cDeC@L8kaz^7p)`MV_W+S+x
z|C!OixWe#d4m$*u_WvX{{#DHUzc{Z2uO(^5Oh9Hax{!_p-kTnt1P<z^o4mx6hJx#3
z%t$G1^Qe?9hm&p#pBB;lZEJ}8Yh;7hA4J5b)C?uGZcj&VH%*mhR}`MpJ=oVub~Ziw
zX$cjHvg#`gqMnS{$v2=3kTK_Fo+aub##oi_2rf>?nW6IvJ`+FJFHUIgASHe-+`}Hq
zFv_E&)MH-C0xmm6r!Qs^-^v7rOh<i!ukD!sj{QaK19-1{@b;j-wAellmJbepz6LiW
zL-;+-{sJuwN>cJy4ii~pxiflAfg}2y-=zm6Py;_kawd+hieRfTy}9_fFR@Rqup6<V
zE~P9-RH)9a)uZQeJEzQbJjoh|4=Rsw)t;=KRIsPBM3>^bmYg2?vJ;8TV;^wv#9Y2p
zpxTV0qINp0$cXzbj)U;1TP_xiVU!kwdu4E8{A4x8jJL`XGb>l3)3LoJp0gJF%37(F
z8OC@j{oPU{D&NldhWJoq52E)xmW7ox>jGilS!YhIDTz#$Vy*pEqG=|pP_3$@72wU~
zOL4yf79JJR<Tw4|;T-wFnC3taXd{*Aw0&0+<EtI17f!)NL8<#gwF=!$B>0py+Rc1-
zz;E^(!UhZ?l)uQMD9C7yjql6XlT_`@x#rv%5(5BEN&`KR?v{@ypcZd$u?W8&&&-^t
z8<)BsGK4+G_`nmcZ1oMCevSxps<@QWV<Pj|p{&SJgmROFi7mfX@@5$t5LV;R5Uw-z
zZf}t8ubI9rOJ%^6oldP|fjlzhd1lY_JApS~1#Jj}+$qU}<3-Jm;#fDqY+`FJ;Vsgh
zdTdoCmMX$_{!VI>Cx$Qs`eZnH%|D|G!XI!xxIt(6HC}>&|DhxdTtQzc*iEg1Jw@}1
z9j;FEd&>PjUGe|>tKfMp-={lU5tan3L5%t3ou{@q9^xE9t$<N><*(-XvrjS`oXJMx
z7OM$)dmA-||BM8*e6P>-!E-h#odsKQ(ErVe0gQ}b>Bb4c1wn#6**Qb;*9!YlZ^``%
zQrIPuG=D;LT8n%5EZ|qA79r1xQJtKjz{Fu%_`!LMb({nT`A(=Br9DhAbd)})O;;Ud
zT`!EXl)13jI!Rf^;h$lh|MYW-&%~Qk>Q|v|`Nony@L)F3Ix-<pQNazkDfuv12+<_l
zTl~U)36ir%1EC(L(Wq3sBy@d5H6}!jj)NX?2sLprVBcsTso7|mkXhTGmV$Ih$7RvD
z7q)X&X9Bw^g6;|e-a+~`RQ4KW^jNH(!R5h;dktO-y$;d0*!E-}*HL=%K^bb=S}c0L
z1MimqTZoQICGU7ROvY6cNLyJu3l-o-XzVi&56ggqxxcVcg&vrShRU6vHGbN-Th6>9
z(MFq=8R!6j)=xMOa;S}W;t5CnJf`DjU?_|vO=)Rfk-GDNn-zHzoYp*{%4DMmSC#52
zx4qlagE7L4R|3UBydCiwyuK$E^CO;fJe%qrQIetC(*vmqL($;uP&=`2qRnq?nZ6s+
zHkNOdLDWf9>}^svnf4M=W)|mrV=!s4=B<l8^&qYUYl@iLRl}`R0NhFXMZ{4YZ_s>4
z84u~QsE4jRJ|;JNFE@`_l@4f)T>G;*<hgWyXh*3)6FUh~B`eD7NkN337dn+OU$U76
zKPQJ>QU@Q=yK>2vpLE8n9HzTb1(erSYZ>J77fx#=+jz35*ftq{dMGSoF8QTPCSJLr
zb!qBJ?`uXm>wT?a+*aec4D+6>p2+g4sqjx+RAnr}<41jBrWtJE5R4weX!aDf2kz3p
zr^74=T`h$fH)doQZTgPo9huiA+UIQ9xvWX2yAQ^K1|ufhKK5DQ5-=PtdfJIUT?-t3
zy{$Hfai;^*OB5L@fMZ`{gdOJ56j8X3Kzb9{cXhyhar1n^=!%wtTzbnKzWB-J`v~rT
zNN_|&ZIi$XWSp9%h#D{BaHx;;yJ(l+5Ioa|;pJOG_`krp&t98PV#lE~m%dFW2QCL6
zX0*$r)Ls(?_&Mebb4*+<F}=kq?mc7lK}L_6%Rp|BmJiJR=$2%5wlr@>%tVB#$w&?J
zIA#oJ!%y<6c}=|_arjt-TD{HdZl!j07^q{hpz8X*CM?nu@v3yG#>mbyz?U`{l`dtE
z374<eD|0mCvxtD_Mstr21LLF>12WJ#GkHT^x{p7M0RFCe{x9*&KjNGJpzi=HX43L2
zPJ1BAK>98y<eK$~T#q8%DqMAToC2(`lFRAC(C$-nF!0tTMuRfu^>roHiw%gKqE6G#
zUZ=;ayLX9QVPO#lp@Xeyw(}{ZJ4WH}RVv&oZ3ak3OqJ9?%2^k}Wu|BdeLr3f#RtBk
z!<zQ)D36i(lB?2!W^H|<ht5l+{Hbco8Ke%jr{NX=(Enah{;PJvU(Vyg3c-7>-_!!E
z>OY!HOh27``xPGgJDNmbKLy#`$5psGMK=x5q6GOpvZwgw;^Z3(+;}$I#3X2*O__!r
zoVcYnoOP!!ke?tgW9wlLRwPZwuu^&bFevqCLfw%5@o)&Ot@H>L%X!~^8>pWgqk4r|
z8u<0JP+~+%ZHm_*D1D4&r~gQ^<<k&*Z*7*_ejhW`${>oi(%&Lyrsq>ORMGc2yasP|
zA>>PdJI2gLa0+?c8gMlZe~*`(X?Bs+Lf<kYnZC+{zM!Sm%hu!vm9G=d@P@Wm=zVqp
z2;WbUb88B`=IL1XP;Pq86r~6=|J1A_-?6TT%V$_5-M2F;aajL?5;&?f$vM=dX8X|+
zqQ^C+35IZFy=kg!WKuqgFfIk_(50mE<zNvl>y2AL-*bN-JJ43@pw$iC%Xg~!kOZrb
zxk3h>bdBWLF+X#PE5O>d!FcS$76E+m)t}$<4Jb8Mv5FrIuKL!oS=<t9tA2i^oygHn
z9VCqR>3M-GhFOf5YzOGDH2%m!W1a;*6bqlsdY;fC-?<%`;4N{~S5CbR&vUjvamKZr
zRrN#~;hNhE#syFxUYzzSG)Wa}K8FIJ?7u>WoQrY(r%or`*yX}wWSiylFAnr@iz`Cz
zSF9Sb@x%g3Qa?zH`cxF2RTa6uFcu<S>6c6yt@#e-+IA?yF8OfWaR_s5PINuoxKJb&
z5r}77LSiGO^#Z=D&nS>z=I$nncLMWpKB{xmfimI&WF1<Cr4Y3>FBBW(0RVPv*hToW
zM>a(4kCXXMLAs=q<P`80n%2LI%m2jdx(S<KRN5WTj5OpW5Ky)ta?NNZl$ZplO<C(i
zeUp{;j5d@$<=T`9d|^KfiONQuLR;bh#I#IfRP3>x7<M*NJ(s~amSNoto;e;dnZ^EC
z<pVLVr^pNp=`bkum7X4rGc*vTyyMuR0c$;~_-Pzrxq%fXLYUaE<^b7BMexNC`CmQW
zznq_#{taPf$z$}p@k~A#xo$ZrH$e*x&bW|9^|Qno9s05$yn%iR=$zAE4~ha_@1URe
z#m{Cg<Eg4vS=ikrQ<Z%!{S5(PqJ`R75qr@zCQ<Pm%^;EKHMRp5;N~}ktJ$6poeD3c
zvHMbgUYEO+B~nlwn<FsZi0dn8VR4*~;yT*};L9N)DXnkTWpbS~o-@wnep=nDh@8)y
z6n|LxsIu_+lSaC5<t;v^HR;x5HGS(A!~-&>%!LIKMzFD&De{_gb86$3bXpJV_+Ir%
zL9N#n$G~M9QO4y;J6But`7I^2qxje5*{sUw0%TfClWLA?3wbla;}uke*}<;NK`oGz
z(qQs4#Jgqzg<TphZUuix!13s&-i1iH5GC`Zh=em1zq9v5mNgzJCtqChZDHg#MN>#m
z(4*rXLs*YNqD0X;zF`iI_jpQ1*Qdw{fw3=d(~K^u-Fw7><yBrJ$knrn1q#R})hB~U
zcS0_5yfhsO<K+EAwzCofgE^+uE{bBLo}2dG3v_Mm_;B(D(m0(X&*i{=;sJm5rgixt
zlCs~~tY7yDSLep-u&H_pet-)j$^G&5#tPw5BS5XvP#7GBsB7icEryFMXy)CMdH>OJ
z><^s)RMHWEKnt2nPI%}`N2TW%v}+~@SHjCiL}B6Rqz7iJxg+=XS)d-@`<_~04{241
z)>^Td!3VR;gE^NhY~&F^aiW-;3d0C5Bn$?afj(l`4H#+hU8UYnZSB36aWnK;6@;QW
zI0_nwPu?BYLT^=~UL`u7s>?1<*N{5G9XY4%{|A=!e_K&>s!de1XG58&oNQTOvg~rg
z{P;%k2L_uSS^7-tdr1a>Pv6nW%8^xgS`nUJ!DM{%@{tczv71ov2ET}ZxGv$7R2X(b
z*PdG}hzXtH46WMkv+&YpSp^_y3S#@D2F@mh6XkZ+Z^My1zaSiQz4_nm7nq2qKdv-N
zeK&^VUoJyQ^9Jc($%q-h|H9;nvf0$tj_?F#cEWNrS;yAjL&<%JD~}L_aA)IQ>P2aP
zVEUX%aX2rbu=FcO@?>?+FO6{doqojlDd0ZWsXDB|t9dlg8=$_VlLr&}&;x19L)#h<
zIneGE%n8ITY3BG1fjAngtg>K<^JMsA-5$(=D|@BeSzzS|V+}<9P)L2XH?8qDV?W*`
zCYgkNCR^N4upcqiMmq=b&4_utZoL@+dv39p!PLQoa9n4{N`D&(r!Vr=fvNj~lb`C4
z$x^r|y-oaV0XyqK+oHhw^hN+0namBG@WAQy`rVg!DF$RSvsJQ|rO|qJp}H!m6rHAV
zpCxzdHKR*(*CF7H21kC<hg{wE*ZmKLtXK5;X<V$@L%8mua}2H!=ko)QQC**4K4T9-
z)<eGZsJifx1?{Ad?H7Y^IQvMeSB>nB!VU2-XtUvl-*9;-$LU1Tx+Le0>pNVfAg&Nx
zshUe58>dfYlr#L@nYyoQE)x_Kt8$?pcP!`N(d+EA2KT@o{qFYRzP~%O)61|HYRz2j
z*?2wu;a#+YW`6ej-h#{{tsFvK&2TMrqdoNd*~$iAY6EN@uVu`>rl}L+#PW0MF$!u9
zHsu#lK)hC7#yKX~a$}}#C&5h8Zr?VW>(z?rwVYCwpvE$a2Q=5saqd}w!=~%*DZw1W
zF7o}HSoy7sGZE}M+r9Q1c32R>p_sn>tKb;BUFh=B$#(3Ej1=5uoWa$0wigAq2`7xC
zqbH@e$#XADoP~TZnNn*B;ygN)7iF%ls&Y1WMO-HhSwLZjuoV@HgWVYeQ2eIzfobQ|
zrfdu%<pr5@kEY2_OA5;&+^pH}(;SVYryQeB3!|O?&_O_ycXYCTK3fWpQ&=h3`q(%3
zbc!quu0?_Wx0L$hCoU{dn9Q2eYqp>+dN?^}kk3Sc`PsnHY9<kpV$9cSl-D+CNbS0M
z(8j2#0aV5eqFt0dfn8BmPV$+0o;yE#ft960kCm0>zIqSZm|D0t7xX8_T~1J0^}SvM
z>GwW>x-c5lCvqw9@gi7CW$Zg#85+-nw=-fVCd(>6$z6QwkX`#mX+-)M9Vz|O^0eHg
zrnMRvvC=Vlw`5!g{+j%swqyHO;sfiEGTiM_(*oMzi7KMWk8i9nh7M69J{==1@0S(<
z*cydhm7u1dA&gP~tOLcd3-|Af+)wu7N;t-Vg{;_FdrfJwHM(}TDW^pi7m8342^A&K
zi}h0cm_7O{$izGyV*LvDV6=SurAoz=5$bt)|4>-|sfz?}Avi@4n0h?`zL<#S-dDW6
z-;*Yr{;vYeXZ874Zll5IB<ACnn;dyxw0RcEjO!+1%W^9HX~0!4yQV(vfs8_1y?#O*
ztJ6-#Pi6N@J@fWFPIQIxAum52LUAxD^n~V)>z37cd*YvEe&eGuum?W3scY=;rRh7C
zs6gXl(V4>>2;gZ5ee9pUG*79@bmd>87Z+pSlWa4@&dn)>Xh;x_n~Hr2VpT+>(_RE0
zeid~Vj#%nEArtdMTszX1OnXtJ{X&1e;niT-POOvJK6&tNVoMMQr}Q>}GU7-VSMPDl
zn5}7%St9Mz6^^E%p!SL1JSD#dDK%d_#5Yi4c+MSP!yI=`cRE<!&fzQR)K8JG6R+)f
z>rR+@J?;&a5lkIc4fG9dzq?oq_z;`k$gA)HZ$?9ecbd-C8VQKDmo{mUaY-*crO2B%
zrETip#Do`7&u>AvlIh%bQ_v>Z25tmGb`klp<M==kDhEgN#b`;b%Og{78PmFsq+}?A
zJVgd54Y{hjz}aZ(3M@XZ%Vocoyk=WD(3B7&tO^LAaWhut;z{wWywtuqQOO}MUVF5O
znAUE!$oGPSA&NNJBg;I1z2R*e+#v4}AGV6sE;iUSoh|Lw2&Ql2H<<5BWQHBig7`SW
zP_}PxF2{aM^WIwl6Lo?xQ-lD`@lJ9;Ki(7Z81g+I2!&RXE>NA<8rPbse_zA7U0rgO
zrWwKPrrhw2v}Xh<<*!-Cixk#NYDaJh%+=}KQo0dS#F*p<+ZDiIt$XS**>or+#fShj
zrg99kTXDJjS&3zd-L+}Fc~QhYKtl+iQiS+uXV!~9s539_h-d;1WiR_<-7&~K;;x40
zAWmN~#>G=%z>8O9*4sn4n)#&F94!rrle?w?3e<w^&VfGGy4Hye)ZSm|;YknW{u6MX
zp6(a)ZL{8~9GspWb%FRlk)!>-ZThDgi?tx`0lvR)0vuR&1ATD*F?Rt@TtyKN?^`QI
zkkZs5VmUG-SMPG{=uvdr=WbPa*5e>haDt6y*j)0N*ZA5(ZtGU5s#LeWX^Oew>t~}b
zQS|Tko*b#!(oNc-xTmOrMRnbafXK@4MvA1i%OYgI8{d{e&{9Sjv>M{|<Z@=B`6!8z
zQzW<UXNj+WxQcOv>*FrRDL9wT(EpM+7QBA;d6&-6-qY!+b;B6KHA#rbo}Yc0ReO}%
z8*RqvF-S7FEOG^q)iBHQSgdN}H6>B=IMO5Co~~0!%5>$TD?+x&&~Sq;V#>gg#y@tE
z{*>(hyM^HY@iip56HQ88l2f}JR=UJ0Vfs>oj`E`%7&|BwhntIm5;<l!JEv)nxIg`L
zpUpNYhP4ElDh}7F79~*vM=e0u&Dms5K0t>pTScDX(||;sJKmmrlwHp=!JbiWT#*u!
zzIMhjwV4wuK5M=OFuFYou%cvdmvq!5O^bC^RyS)#WnX|p8l1q3^O_o$)mj!FJyCx|
z^M5=>hB!KXNI!`aUNA0%I3B(~<O=rHLbLq~me-rDB|F{tfNMVUo)3t~@g-0y@@nWd
zWX9G>&Hu2E?B1^0$jD;x(BUS5U+p7}a8<8!wtW{E;TJ`4iWV-qg+#f!)5V(6<dk*;
zI|i~R(Iwibs38k9xhmsOoRh6+YI<^NUR*nhOtPSbLO`1)QDZZ9?kfjqa`%poY&2-j
z(AA|8(Q?>-o072oDCN|zbA+53pM=(i=s+WuNSGnM_?eyFyE#H`i6-#uBte{Ud~=2J
za+M8~`6YR;C@VEAH;6mk6<f|4e02@Ms|S<n!)KGtyQ?L~=k*TRi-U+LETwDJHfqBT
zOca)(rZpaVc}vv9lwl^GhnTY!7}9w@0!4%kMPr$Vy*P^~uJc>sn@}#>bm>-&pEu=o
z$`m4~AICFOJI~*|XN(7ZJ#}Vs&Q!H>q*nY5A=S9=-4uYC<rF~@=5bBX92lr)v*FmZ
zrb7%&L-OjFFI=sEvB}f1^My0;*DN%?wcXw#iZ&*Oz*y5uzP9`D;%Qf!)VkE9xY$zt
zO)3AZ<<W9_ZCp_nW_?BV2&ezSi22!Q1XFh^U+xuR4CJ(n7IRXRA^V6onCN?D5=Fa?
zU*hqbv(o137w5|y=+V{M3J4qzk--$=vTO#v9fk@kw>G~asN8+*_Jh3Nq&SKa86HL-
zr^K8Me>W#`K4~$+@B%(k+BNW}C24j#%7sfq5o@xpLRVLd6M`qQq-Ll8j}Bw-$@Ao=
z3$?9AfC=evB7zk8oL0WaxOFj-jsFlnqHtLt(Y#(F4-GG+2axM}#DiQ6fiK(<xRps_
z^y;!tz>REW9fgM_A25MM`hqLAC2ysXc20~^Qm#(UD}G1c8Bs3wMoBbrzUt!iF?ANp
zj=_@_VJpk3sY0K~Df(hVZ+mO8+U(H&Wkk}1`m=evoD6r+A(2y}?bl(!p4093Vf-Jv
zy;{XoUw)yWtb<uU!crHw=8`EJo5eFLd_?;Zv=FX{y)buTE%j7qDXjF6V=(&|G7V6&
zcEfqJy1A#+g)`rXYhk>BBc1=5jo-iJyh`rjH*)Pskkrf*|Ax#<Poq)c(y$&mc72iW
zCG>iulYHUqa<N6P+ea8xFMawe&eX9PIP)_z$?7*wP~F^Qny_H++dRy3zP(68|7bBd
z+}9i`qT5g3wgUsF$jbF7!c<G-11c<gkXmt0(bV;ObD{(b*;3bAFSZfZw0oq~7}<J7
z#P6pU9|%mGyx@it-LBzX%|Emqg$c2@et3<Uq&3BgK=v}{`$LRAs@(_-FLw^nz2@a8
zo4G=!RbuGS;%TTg<@qKaF-@*U0FpOrhIU*sQ2J4)X#8E0_8%)+lfc}EAd}0{#bGLE
zT|KO8XC1L(1ltLC<5?df_{J5yI2@?RUi*Mi4sFhJTv)!3+n7A<96vFLvo$cgToUN>
zk5@M3XpU?nZERNWbJ!q#e-Hi*0q3f);`R+)dTM5`bcV!q?o+$ZSK4^rFYf1gTsxrn
z&L$>mgRuZ*jc0{p-WiCgsOYqYel|@qJpsL$D*SHk$c6>RN+wLSzLnd+g40+5Yd8%_
zF8jSo86@cnoJNK$J{8UHP`~>j{>aP?Twzu`GA!s+?T(9-bYkwj{?cS1SEVLr+iU>u
z$NRQtWaU;s#b?*wD3(U{l;4uYOL<eTWjm;Ewl26LF||f#S-(N?G7pX7-XMNgIz9bS
zv%wf8N5zfmTw!ZxXCcQGZs=qfAl&jr*9cK$Ug_Wfc)-8#cJXO(Vhhw(f2pDuDQ>8`
zv+24c15UR_L0}CG2gY?DR%VN!ftHX`h3=e0a24AnKU~qLG#~Y7H-WAn*V1MojUpqj
zUQ$M$7%9!=cO6zHY6`y^_o=GrxF~QK=dVJuvDMPFfQ=lUvo_h2qU=dt<*yI%`TL0p
zrP=MID9ZNDT|%sDho%o7v;$}FDUUN&%eI5wm3%c#85%qdtS7QmxXsjkyK$o9NWn75
zo(H%1TX!zS^Yb0046Fwd!k4dzu|F<f#0Cw;a1!+M!pF=3NU-wzO>?J(lgZ3i3KD-@
z!E{~`q@0iY@z=^QuKD<1NpQ%n($EDFt%g#BmY0<y0c#NSQKn7(Mp2EMbn=jj1o-6#
z>*5~EsiK6?&(WY(q5b8U4@H;SW3JoyG|3|0e-?Cji{h-OD|TF3N$}0)mcJr;_Er~*
zsFvo{a){69{0LLZ;9$|Q8!vpEsv@vdFMhb5VMOXEe<l7)iS*6U?TlGPhA)ERbw#TA
zAc@0XbNLxdrdpMx{=uoU%G1<wL+W)!N>jqadC>iCK?cL;=cwzw+#bs}MGO+7q|?{|
z;L@Y1oGWz3&4fsXowE6<g->RfA2OxsN_a}i-yBJgCu_^2{s%CA|3sYs@BBYRa=f{*
zVgO=wSbMC70^H|M#2|Mv6OHGG2D{^@OwQVl(yiS^FKxvbPbHBG_r6|BkeXGO3u(ZI
zEJOXG+L|f*_Wcc&Ug@jN=AJAC54e>6a@?ulL@90{E}CPWA{AUp(1SsU>GRlZag7zT
z03t=P9YeK@?qby(<2k(l_(D{mXLbjL>qW8M8>8(#wEvI0_l#;PYS%>*0t65#8k7<`
z0-;F>m`DpCE%eY75UD~?k<g1s6VVVtZxKR}gd#;zKtNGY=~4_;K%_%NK&gtNH{ZAK
z9%G+-_BeOnd;Wa;{7SO2*2v6QYrgY&-}yYx+j!m1g$2b8@fo|PBs2DPv$o9eD(bRn
z9n)IdY1j{5qP48s#pXNHS>Fr7(+TI1+*&y@s=C;F4^c~X^JHVQ581{STb^$}Q0x;U
zkGW?sD;)nbC$dpf<AJt&v7$<&ri5PSwRJq8|Nq9gAo^{-ndY&r8^8s#B;Y1b94(qy
zlkYqgntpxOt==bB|D9UTW8NQ8ar?Z2F39YD=e`rs(4;GdCh_dYb^`adNQ;lD>E3LL
z^yl7vO6sB$0MXTSYi2)H&TSjr<~k|gUwZXAR@=FS&A*uknMHhQ9-shW5bvVl0P29(
zKk3!mef<VeUfI(wRO$L4`x#3)rH}U|O0?zSCHfTmRh>o6cW&35^YgDO&*#V^SP8s?
zbp!V=etlP2!!@@vaOt!f-@vLoXw;c6ul3~}^_fSougK~$<53^`R>rreIj782&Cm(^
zvKZ>pD#5|xk!yX&b+IJP_|ONr+V1;yKjV@evM;>Iv&x+1i<=goN1IunGQGi?D)Cd0
zf5X&CwjOS!bzqa0cP;%KZZMkPwfU!pt<Qz(JgGtj0Clgu$}v78+s;jI^8S96zu)P)
z1udDl)0&UxKuwC{;AI&mk#_KPNNY&;8**+sb}{AKSn&+M$r;ksKA)r6^Wzz**Nn34
z373}!rx%>6ZhFpF&0S@&ASkFr$!X4M#yOAQY<$tw@~W5`GAx$FxU~1t8k%bV{@wWg
z)7Fp7husA_|If8b`OH5Zyaej2Kt~S(Y$!F+A4hkN@~`cd-)&N>q``CUK<v;!8Q|zJ
zi({&5oaWOR`J(_&pL?fo6?*A?A(o`MrWwXVLMhH-wn_nyRAabeOq*0=#@f_B)cKxG
zXtV~8SB%xZdLPag;kTKNt_BuY7_ENcDj2x_`4T@4>Zz99O*5VEzqLMmpWUGjce$&q
zEctaj8=HvW-Xnao%c|_YO?h{#L*F^c`r*-f?Eb<2UjU4)Kuqn&1g_>{r%GP^fZ%Ky
zw%hZI;t;rmI<sXWJM+9RR@=^Vs;4tk#Jbsk`SNi6nz3Tn6ZA6!n40R>s4L#Cq~e#S
z^A^H9iPX5{;0eiv@HE$8u|+yH%csRRXD08e1i#qk?eelq$MU3Q$a`*i9$*jo8HXS<
z_KcKfxvenf(>4_CZvHb(Z5b>Px`pDe@4R582pzF9YbV`+!E^fl;{x#C@jY<7=5CLG
z3(Y>4Vp)8V-(C?)7*n-EKNXIUX?oPsqjTt(uEE8w8j#gwZLm_jqACps!U~{EV%m-a
zdU5Jb=BmsVuh+Ca0wZp-X9_*cIQM$h(kH9*+;uSYd*_vl^I0Ers?SXAd|e!k85#LH
z5ll@q5D5*sX8v^py|}?ugS00bluE$XHdfqCfkF3XPITipe(Th`UUS~LHS6Z|6)3*B
zS9fCPn%Ps6huU|9V%wl`k<NA@v1jU%RyO$iBls?`?l1)eha)JW2qwq8a!4vPLY6i%
zuVE~Eo_M<v<NKawzarOmb1m-yvkAlH!YHv6c!snPsvibQ8Xi62Y6O!}>Dp(w9+0q2
zV>*d?hkl4J*Tf=cXT54TWOiwug;~?){7XL3_!Pm~;hO$jkrbL*Y1(#8s+o${2dB-N
z-=(kAFX<lQtNsIl8fKWc#(8MV;#Bt!G@$hwT_#Zce()6Ha=|Xp>gFf^iIdX?A_epE
z$k}#Vu!eD<I1hiq{(5jM(>Q*8EDCOJ>+5T}3bkdwEP&lz&tbjS4?LO;sK->W^2M$l
z<1zLBbeYr1KEpI%3w{<KU6&29vt;Xg%-YNN;S4ef@D)%VfQ=RFCzJEFUb9zMYaZ3J
zn)ky*dl;9ADV2Bc+f9Fa%unCC-5bjJE3ISyu@QZbUp)7Glf&Lh%cGI{HP7`OG3v#i
zZag0=T$`f5UvkP{*L?c>qc_93c8RT?7*`xZ&Kf(l@|<XRj%o2<7Uos^h7AzoxRdzO
z4~|cM;WKg#W!;Im@q}fL+hNusJ6)}QlB<4sCle!;%dmze71~az+`gW@Wo-r#ORV{N
z<D)mpwyahwd9dqNbpqa;x6l9jO-OH%N-WsL>LW)|_-ULDX>jc9DUqu`iDqlqz_VqR
zJMAmYZE+XX^SEaGCMZ=dc<QKKa_yB{@0W<LX+inf4^k_#N5{#JE8#n;S6UG@_LoOX
z`_fOexkp|4M=UIwM?bnaXUlHQW|5Wzs%5zzeSs3vyXB&lH9ajlqVfk}+`WEjEe5lL
zsv9sF!#J;uOO$*%X4{MP4dqOGj}c3PI-c>SmlTD}W*e<+s;}Dkn>fBDgy1V&ex-JC
z{%Ut}E4zNjUa)U!Of|IHP@AiZrK!=;v)rXhP|`q(Bs|$kt&&P!&5$}PTWe8KgW>qS
z7v8OH3ZV0~hG&OVscpwQTzUC5h|NMbaq9P@`AO(Wdy^fBi+1=*Q8vwf^`fO6H2qcC
z4VRv~%I^qA3Ug^qo+cK2;8nXR<CVec8PXS}h5-`6@{7(3|M%O8k?oAbg<7dov{Vt_
z`fcSW7OLDo_SWqp(_W25-qn8*4-k!Z5VrdI{P6vA1;o-Xpi^L}XVo_&#gN@cLVBsZ
zANK}eA9*HbQa(#egy__7%e>W5GIhsI{<&BOtKb``=-bK`7y=D@;KxVLp5CyG=FfV)
z!4fi{mwequ<)K)}$_cv!D0D(Iwsm$n>%ymF&=T6Eydb+L>>TZ&%9@{>-IIMo1j?5f
zdW+J~OP^<NT<bl4E36_1t`41;zTk~iukX*&K6IGHoj5AZ2c&<J{HhyJG*ZZ^JTaSr
zr-$?imY)U*iNbt5ZBO-RN(oFOHBUl^yYbj6;S(98<7d>8nYE?=6yf}5sOMkxSWyLJ
z3hV;NDkj|wkeA67A?3R2KuL8R0t(O3tS)xjOMgOpnG{($dZy2!&;pr-Y|fY}=t1GK
zIK|N<IbVqv*-0asQjfvVB)c9}>*x`FFV}f_=!WO;p+nY}XYTD8PqUm8V@hn^JW~f&
z^ZkxTzkKqgt%u^9pY(NnZ6IB(Ykp%;@#(j~V!=BWLCY2_llt!zx#)stLt;WCE_wqU
z!I&7{!Peti`!X-`<4Yf^nY5J&_UaE-`NJ=MzjckRD?5y5I7R+qtPOk1(1}SlqGI#J
zvUgIqK*fUgYwfq=@1Q?J66g(bjn}p~`!;$n@HBTUq`L92&l(c#3F24KS<8A}JqR6q
z{Ua>><2@!JyDuSUkzg+X{H4uf;6aTIFzh`3>nQ=D<8=LlAWgxbGc1_#W`!Q7Z1~AF
zE1XCyS-eyv60TI5dzZHoPGa@6a|W_C^~5Lqz}Q@Myw&rxCz`mB(U)UiD8wUVb~xe>
zsNR47h{7GSQd!x{u$P8hC+>2R?uP`)OrPZI9--Hu{U*8N>-Po&j(KtJaC}i$G*nEM
z0~PJ{JX$uiD)j9|4k)D9zX;(PCe6Z-LiS8$4sU&bqJfjRi_&SyOEiqNncl;)W`di_
zC6g^Xn>?Y6U<Iv=g15k)D*p(LGs$IoW#eVlgEO051{=1$TqPt8rrA72#ksat+*zxl
zCuc>L@%5S@0ctlwvXZUozf*Mi!<X|~FQq+?>4CjT>$PFNb6etW6DbB^Qu4sTYu2CL
zU*0#|l5vJth3g7O_AA@mZg_dAjGF_w?sTi2=UNxMM7Td-+Ls%0P&b19o?QG<VMOIG
zAmn17`u&gAFXcuzrGws*o(U1ijY&5jq1F?mw4&xl)2lALJPn$<H`qmleZAgiD~7BT
zMwO)b^jCL?i+Oa9KRf%|+4sgt4a-8&1nP2ZlG)~9qHE=RulG=Gh)ef9uX{P4yLalO
z?Z3azS4Z3tZL7|IF&bDm(~!ld%~d&aGlW#GplDXCSG_PMnHw7kA}!VJ3Ds$|-0OX`
zN^T2)@eG^)R*dXWPS>lwWZ~pk_;gG__i0qQ)7mnZEhhpJ@3T-Lm=?K2-tD;iSvhVB
zj`4#>P!bF}s%)-1$Tgx<@BrWnnH?J+;v{{!D}h3QiZwcYJ^lst1zBsH4uYo(2daFi
zF1bAl@tvxZb(WU2j;a+}$yy#;(tb8x-S_J=Gib(FA-A{NDo^^<FG;hugN8#ZGjHD_
z=lm#0y?WCg-MoX^z=sQT_Gpw|vBV@xozmN#9RB@!R%UUk+-&G06}k2amQXhDdiMFX
z@$b+K*CJ=5h1AZ*k+9Q*;tBOs|D6f1up_6!Ir&p`?N3gZOFfbkH~)Nx#+~o@E|Vs+
zf2vS!X@^69Hsr<O*mb;%)Ye@uvkhv{=eDr9Xs))H^QJQVRX=mB7j8GQXUtld3t2ss
z;g0>1Ji5FZ{^im$^J88X{g3y2>ff}MjMsj4?>*CH3YwUDQnz$8DOV2`Pjkz|Njial
z7(AR0L8*Ogv$o&)eNBCH$@0hbSh95XpXq1^d-r=~J|@})VP7BClY>{e%nS}pU)L()
zm-}CoN`5LjIWav|sY5Qt9`majP$fC@of>kvpN32`v6A4UV-}L)VGuY|b^Xuq{Qo5r
z|5rVimp!knB8kL0{E&QHJ;&Buz0sPWJ!Xu6AB_S-^@h<!(fD+(kG+~4H>0DoV1z;s
z)>F^~%)3+}www~07E)F1aCB~S&RehH9TM89TIlf8^{GRs{krQ^@WYhcC8c+PJxt!&
zx|58bhljOkMXeRv#N-bzOP<@9xcEbROWy(OD;mZHCx1tQzSot!**+?J6LIgeiic#>
z0B%SBfuGdT*IiB8yzBf8?--G#D#NyzOjEluZ~Nz$P3J!qPZ8Rxe7tnei8c1S$R3?H
z5&SGBvpPAxpBgUyCcmjJxW!AaF?;@7R<}BGi5*0k+aJ&?i+*~;lv!fizxU^gI;7Yk
z)U$zIytL-mFUPx%B+Y@wsh^pd!(xlykhRM0VdulsgW3a8`*hr&kvL1H&x_EQ=Zj&g
zP?&7Y)lDjQ=B|YJU<T2x&fs!c5TZJB`gBvcQQAxBaJ^vTDWYSSIQEck)~T~>-%V1u
zu9z#3=j%@c>9S)}%PV`a2I8MYvF;j@e(qf*D;h>G!=U`@=(m>X{0}$yACH&$=MY`N
zjcAmd^y>hkJCB<6yE_`{il$^!^vjg%=q2(sWSNq>-rkjT+4t-l^n{0FZSCH70~J>I
z?@hj~K)3gTlkmAR%pQ2840wQ94X~$Y|B(%!<QszOs#rr+@LH72NLpV#Fo*j9qIF7x
z28{`Ow3;+t=T^nt7ab;GHd+sq_-3lt@Bqo^1ZNtyKrw=p4IKVSg)BuuaQxuz9Q~$B
za(T7%8(#!5Y^~z+R8CV1P1o03Giu#l-nYY~LoD~>7kwU0ZS^j?*`}?^Qup`tfW^8~
zG3JDGd<~ehY;GRo3TRhROoe<PnnW(WnV8SR!5FZdl^*jE*X<X6m~~fQ)8v4wCY%EQ
zT4IQta?M*ByXgxZ{0k^XU0&|Ua?+!al2xLBIe=K$=G!8>YsU)PKFTf`FOsklq<m|7
zqbSBIFPv^M$mxg>Pm316^GBplrL(IpzUJ0FgD<gPe9s6})t(O~cXQr&7~q^BtcXOn
zyeY0=e>efh?%rQaWQ+_bHg{EM-)`I#Qyf)#dG6tZCXT1_(>G5LLN?q%F;SXFGtbZQ
zxL*>imn{}TzSupbpjzG%og4qN)yLi^zN%*}02SU8<M4gx312%TkTPNL2IH_w3JGto
zmBijuJ?ecMVc-21P*<AQnUR^rTT0<_Xs+Vs)?K@ps-=5=Sd!{#tT0jnt_bjFpm;@%
zuQa7gRZ8}AjVIv5qV0_(C-sUIF5EjOxQ?=a4&MbwxQUH+6i$Rc<WyI8U}{Od0SF1z
zxy2-BImyxLkab(vPqi-^G%6n4kmIg+^eYK<&za>!S%xs#LFpcD`~k#OY(aH8H>fYx
z*t)kwW?z}9VyB-))@FF0)%qO$G>?tEe@5=s_0KB0j8+u?`aZ|U_ErG11$4H-UjV1<
z!!tK(R7#5Ccx)hD7NMtYzU}4WPlzqDb%$jC5$L;OsiMQg<4<)=z~vv(87_xo+cWDP
z-G3e_&4Jbsb<yK)FGtjtC$r*&McA)TS@#NzYzj&6*aSTCb$?`|JK%Wo_F4i#jT&(v
z1aUJ6lbjl@Qsb)zWfQzxG_4mfkpp_i?%X{ot+E2*;H@>|j8Hk<*FJ0Q#@x88CSlLq
zSMJp{FKd$o!tV@Q!G~E+TG7gAAW%H)ZY~kqaQq(;`M*8D{&(OXk28h<B|NY{1OSLC
zyM%QEWgZF?lWC4h0d<;{mqNb9*s>+Zx#5Gn+IXxCd0?GGg5_*Ib$}ZK6C>l)bC-JC
zCHCwY4hWqCTCWWEj^(lOL2ux(+h45t+jwc0QnhY-{RKoinFXhSb2s&CU9ktQ^F6a*
zur9OfL@D)hlvV`)s$}nAz^mL)kJfC_Y5iP>`jP-u-GK{PkivLf8yCPtYYR5?<8Wpx
z^4%j{jRd>tPsRFf4KGb}1eA$-jn?LIk!!rO?g1~Kp5!*wS1%G)0f*H1SBFGY4*|F=
zIiq-xi)o+7oA2Zg?1UT?B;hwhV~uIoSiW)%V3k{jZVTcUzTS8}QfCxgfA>$r<m@~C
zK=+sIvb5)fsHffC(h?)m3g2@6oC!#q>{j)N>QXS5F?;0|qwJKid~a7X?)cK~`lW5&
z65>k1u@8EUw^WoJK+`l^X%Xkq@zhGbO2}QjTrD!T>LT}Ug@Q0Uf}0pUA}+0SmF6h1
zji6rl_>K}NOqB;eM%OqHR>y04R6l+Va5STVB95;coDneWW~u4+x@7)o<h7>@-?VGx
z&qAU$FnzqNxzN%#(h<t$qQs6hBswF-9_Dheeov1>yO&er*;=jMO6$Ua>-xO6d|8`5
ztQ|f`Q25SGi1cKTzV6*Tj*WgV<JO+VF1Q1pwcit%n;I-p$&C@Nvu#zX|K&$I(C2dh
z3&8%kN?(zCS1a~WV>q*Ww+{Vn`Bu-~x7^|j^Li=p67Ggfcpm-dyWCGue3U@ZYcL_Z
z<VS%(x{hyDXY|F4W!4@ihdKTa$>z#^LDB_aU56s!?kV%I^Ow19hDI&if<C?fOp7Kh
z{}u2T!1b~I8+#fSWV+9<y?es!<L}5iir)T;F=zsAu5Lo{<BC*XgPl*?6Q*(O!dzWG
zPMYMogyO2t&hiseW=0R5+xok>O+3$9Kum<pZFkcjy?R#0P<v(-dy~tr2%+>j#bxL5
zJ$KEKz1lNM@UG0UE1@+8LVp1|_Q~h8tX%3VM2h0@zpX+RitQ?HQIEZ|^Gg<AyjUfo
zHg)e({jfc73i;)lH|j-0Q%lih)3#aV`lj0qCL7+F!ffA`&VvcbUAo--q1JO)xx(3$
z<f!y}y8_V}l9iSvAj)>R?PZo+mL`(0)39GNc7|xaQmE8$T7hGIuWF$+^Ypa@sY6ZY
zv{x<>MJ?@+_GdEV?|GEl<&Me{9G3H=+JUAAP7TtD9~ao}&jd6yajW;V<H=$5*2e|H
zvtZ47Ip1o9miYH*gE96pM9D&jnDGt-3heU!uI>oIu~+1H!W4<+=*9QORwlFPiMPl(
zAc=N;5hTazl%?gRJLKjF%vaBqAr0j$r$>*qTwcmB6DXALkjhB?1HI5Z?)f}t{*05M
zO(3U$=I^WHe*`&uEaG)r#{&z`X2wAakxXH-Rb>EgTxHpl4yVO+)PR-ON!pJjfVWS5
zAC)_dc~f1=CkSEJ3LVq8p!L76d3T?2Uq`oEu3Wote9soVTgMzisExZnd%s5iz`G=g
zoNi6D(y<_3_l9*w$w6v%Z#Vjmj|5<!a$)*jx3#wY<?R67nGw+{K=+Mz1bg$jXfLv~
zr%*`y!Pai&eJV?~X#m>LA0V4W7%``KWn0N+!)>+ykBZU%L#&q1mL@k)S7}Dp$5A!r
z^c>-<Sbv$w>-KL)4fEkZE&l;ESNI8za!_Hbu<a_F`C_969QLz{Bk$DIYqS&c)+n+=
zdX~&%td<_$!JaP`(9@=Rjw|h_i?J7nelj57<LpZ(HH4fhnqwc#Z2az$r}gDSzyV&*
zm=LmdG5vd8Ab9GTNenS}94p=bBc`f%kP#?=+!e9HjQTIldp#46j<T1TH<g=;XJNnE
zzFXbo^i)YXe9=eZFQ6tcWip!1uhb*ykoJTJDOKsFWM;jxTG?r#(Hs1ZBB{|YEZt<i
zDmOaJBvWS18z!o)J1>EO(H@Rw?7zwb3v?VAPf$l#pbhZ;LXCn4@3(S!D5+ljc1fCA
zn#5ve=Y=mV3+3L40W7ZNYGxcV>BN90A)Dydx#zNF5@Pav?+Ob9lmcM7X*@KMAO>1c
zeRn0{c(-_8G5@FFipTHS;6+fewns6D`?=7g&#HdY&|!^dKL}O0x{u0FaRPU=>nAq^
zcrq8O{{na>{{sA6jZSv)%(+1cI}Y=sl5MX?H|yj+{>mjvPT&OHoOLA!MyJ!IMfGxM
z0%xvbg|qIoJRDs5?KGh^@AX{VQSNZe??>U|X5=sZiT;)5?;D+htF@+2Q@mzntACjq
zolDm-Qd`*a`}IgsYw^ms%FgPSlTUOLy0;(6c+i0kr2<bS#~yro67GkLxT?Pa{qXGQ
z6ovy3R&hgUrBGWY{42F6OBEdbP#4`Jkp6y>X+l~gmg{eQxA!4G?AB@=&AxlUEVJ)e
z@p~(DYW4`8KUj?jTYgi=thNaz3yNZ;3D4}E$yS!NN$nKx_cZolY@&&r5WJ>EsMNvE
zbH+^rNX9aNh=VGA6NPsHkrf`Yi38rLF&+^DPR6XO+qEE-lioZEIZ4@;M&36nXjh1q
z%+7j#L^TY%<TDbhxtgwqL%CbIsY}!Cu%30tnOk=ga+P~rlabw5mW@g;JuBk#Pr7E6
z0tSyX`p5ZQHh=D8;=3W^E&aV4jS7e)#x+F7m}J(s>Xdfd_tqQ>?s;mFURwM3L{?sS
zUX9jEyR`P`aoINy;i7^*JC;gL&0gWK^&*m60*Pqfx=0*7IXzCjP`GY*-O^mX=PS8^
zq9mtIXi`5#!3tkGc5*ykRH;@m|5gleIL6@;Es#y45uk$AFu_vk!YHdV5PSK5bwT?7
z?)Yr6?IZFOC3BM7h=w(L;&p_5LOIBS#HtOy`hcW?Izhbw(>5^^>cUboJLV3B{k^Ds
z(GDwi@<*$);_tv$Y60hT>@~9dJ)D0VYc@+mfC^eN_DAzcmo*zFuW)FV|K4hzb%?0D
zm<8dV9D5-bo}uzvzC1xBJTEVNI<QgQ$Mb#oz1s)Bx}W^6%0Jlt;w<Kqa6(g%$SQcT
z`^lEAl~l44__`mH`Vwdn7}(G!a39K}m(v|opFLw&)MV`3a@{jd*wFi{Gfw7kY{J@F
zHQ*S8xrH=sI5`-EO}G-M9aaT6)&X6}F)=ZhgV)X`5ZJ<ZR|;->lQhhWymjRPYJM`i
zm6r{}t5U_R5tTC8I0-x;x$EmFE95%91TqeI48Jdw_7++G?7Rw4v80W-8z?{d73;Gc
zEDs#_ygi;=kPL=zGxiHZvhxP9*UNa-tF{sj$2P*>h$vs4OV!qCxK3V*_ZM<t>pa^(
zMRD@)9_l+BX(IT#!rSwupHNOZ4u0M1G%JJvVM0h<g=0A?5I>N9u9a2Jd{il+ivKQB
z=&F)KC~RibH^H+Zh*zjC>Eg(Zu42DfEGNHN!S#@yxj&8g%w&XgHl1pe>KR!Xho|AJ
z9QMj3`&z29bnrgjq$dv(Gm?W~sGfD}N!$SPv>XkfbS)84jg!y~RzM8<(cCY*Nw;zF
zH;&@9wQ}~%)7h`aJl4E)mnl6m(e|s=7td9DwTB2oZlSo0V5~UHK!e>*w6#6MP7Fxl
z;y}Bd^(K8xdH?a%Y?Rc^g{kO20;y`pRHeroJ+Dr3AQtYhMrZeZTW~&+{X15;(s0%L
z`Q_>ar?WnCLXSlDyV}L9Bu<=B`TDVaPg8b}kSV?r@HCs?hsPlxciv^Do@)ao3}{AO
zr`J<hy_uWPi1KU_7s{I1A??4Xs^dS(`Tnc#<>5KDAVz@B$a7mo-T}xAeOS^o8rVUl
zQH&07ok%VI#vel_l?gNoXQ7ysU3Z}Fapme8w?<eiu8#kVU*ip6s@;Hrmm*X&IxjXL
z?LTXhH`=S4{G_T_lvI!H;4Tf``bg9!wS=fZ67b>q*i~zx6bSdolV_fM?Q0s@^gOF-
z!qO@;FkiOJ>|Ra=fhaYJmp&uPS)Qr6EfRBqP_Y2aB<l&Q3w`glRgX(ZweJl`hYHf9
z!H|;Bs|jgS!Df{*f-(oyLgnh;2LKL3F2ME<TG%Qvr_Yf4YW`KHc<j4{1mW`n^(|wP
zmbYGXZBf=OCjvY7pGT-eDY2=$cK;{@$Y0jD&^C4z6h!Dg6;r>MKG<?ENmc37#ibG#
z@UY{ppeP6hvV5DdVNNKrALheN6{N(@9hX4B=R2s<><L*+M;z|7=DpvrPgM^L;J}vo
z=^inY4_g<NPK$pjPM?YU^Lp>m`MO-a?8xz*I(F->nxFR467wk%ht8L1U(_NWSP5VL
z^ZEIOW;`ayjpwtAkrUErgd0gc)>EC|dTaa~J7><fAd&HhM4cdiK9iDjjTapOyHsOE
z>#Z&8c0_Wgo_s193~E!d%h$mdKV^25N?;h@Jukr?xn%!wTWvN==P3bb_v}e<g}93s
zq+apvs(`~1DdUxuX15^>crvX*Hus{YB8#!6xzj2QV5Zii%WGt(DvjK*#}REH-6D5Q
zuebpETL65<{x0UP_%u2MHA_PEBeCNIhsE)X`;U1g{Jz&52(mw(<;~%D5FuHziieZB
z;nX>MQx_vB4?FD6ur(HzCZY2IRn`XLGD1f_j6Z>Qkq62@B>X3ShyP|3_y6vT_}}b2
zv@o;l$Zcbls7gjhr9g_f9h&(tXO~hXKdvwpMy8mvF03$J1^+YCqYKsK@}h?JCSYM#
zw9{B2U!B9YqVVLrO)d6<O@8Kh)$vo7rIXLp1_NZ5({*ATBolr{tq)iOj*&kltDXe5
zF?`%4m>wnFJ4N*VA|kF6r10wVIBCvf5uZDJa-t-_y8=m-dJ%**L#$^ToyGN*t91;m
z$O|TeaJIetX|2K!aH6k;aUP}vD87x$Emcaj<imZ0w2;cAz%g;P#K*^G4ksLGRCnly
z<*`lFIUX+8uD4Y>e&5#3PP~x+(Yk_|ow(5C@xcY)qd45M^ygBiM+FEn^OCN!4Sh+t
z_y=B{;csRc!wsc_h`EwNF6n~htdAlod*v(!ojND{fo<|25)Oh#!T}Q?0pMpyHC)MV
zIFVzoYMSIJS_PbDIG-Y`KKliI|Ky8&o6Yyd=DOg&0Gkram;Q1XF0u$zxX&qXYF<UT
zILiUa7Q<xhy1V>XH&yL9q3rZg-PCF>LhRK-VqS${QpD`~y3O=+h7IXM%_eDf8U5rJ
z)jpG}NOi#W{v5z4L&NpFZ*60*BJ8bLyl{U)Fm<jd8YA-<T3|92@?(TQc)#=Oa!^RJ
z-1C6G;)KHq3z??@r@pU>WCmR;Zb`q^`fIqora~$|JaV`EXv(NVmdYmKhxeP&D=#76
zvHjtljpA{fDaP`I&k>7ZUI+|q?px#rijZ3W>#gmZpoN-Q-V$m2qnG?<$29aXRbc}*
zYI9zcA=zwTauij%QD;PB=Qady7`kP!`kG<g(Z2ee#u^m0Vd)(w%t4dR9ttq(h5%AX
zFx<qt!518g(^y&XfWrC@>LHcZDVhv818HWO^8a%Vmi;%INB>Wz_<!ZI^-!%A9*`MT
zf%gin7&bbUBaC)obxGP>a@@l$$0HtTO@8dH+L>;%?VZp~*Yt$6F1Ln1Y8&+<y%73|
zT1WLda{&ZIwm+kz`gZ3=eSGHj%GIS_YvC+$$(sRv-P=o}DjHeG0rpBp_UX+K24oYk
zkXUMpq_WB!e>r*~4=f6H$(_J;1+fLJomULVm;8jDmXkUBMMAlJo4tQ*b5!&6_Vop}
z?N93>ZetHFkM=+O+K{@GtPNxmink!^{jpNmaB*d-+%?rd>iRVAZoV|F^scn-raLil
zTyFL~)M?912ZC3DiC{W96D#Pm3IWWPQ&FfDQkmx2KzU%=FkPa(^ll8jav_1>IRq(a
zuPEX&K;41vmQ%AQXJ}*94Z)>73fLdLG`S?QywJzgYW>rU7h@P@6V0QAxR~^pdW{Lt
zn~?JH>ot^bHql-8SLzE@HZGQx4heiLGhmwd*C~&AzmC6p0sOeRls7n+`pWXf72P1*
zfIcSa8mCmRVK9#Z$1zK;=4tpX)xCq-Slx$h&##$!h-ck7JaoL6_3A-bgXf^Nnr(nx
zce7a=LptT_!3iT-$DGlpw?61CzW7FES0v(oI{56dmj?lL#v<nEK>nvV8yP==%YvM0
zPWz(xQ9#v%EX~@2*X5pHgd9E+=vvF7aT9og&)6P%wQe@{_ZUkQynt(?OF@nKFX8b!
zW^Cn2*;7U5>CuE;3Kd-8K3e3lGnHS28-h?z#4$N~5i3bUwTL}L8JO%3tRSw|%Eqj=
zAy(zUcoa~S8KznfXhKKWNr3lk#zA*2KrY%6bFgJ%(*}^`iTOY*q<x7do%d#@E^tf&
z2@Qb3{M#v@ar|)zAP2+z{J)!0{i|P}8Es$bo|rR?YG|uUnIe}l0V0p|Qmlf5OwgwQ
zj%^56whrF^nA%)FVLSuqXl+Wbyj16Qazyhgma7Hu?YzAp<MOi!^6336llk$oe!Ybl
z2d2%2C~t_RPp9?gecbpXG@;mry@69D0pdrFebn|wKqwGUn%w6nay!5eycN1vo_FT{
zI_Bdgt15R|gT%(r;M*r#W}LfevNr<uyzYsgv3WmMwU8DrDm%IseF^yORFw1cUlQZb
z?}c5n;aIC@OyTTfq+*wsD7xkckF^rD$XD~6WU`yH2d(5LZv>|k&nkg8-;$n&Ow-s5
z1b0iVoeJ*!hFO8c8iWn`LTR44RFG`W65d18d<`42VLqM@4WqEHlHvjakyRWE@siS{
zaDQo%3&3*62=h3aWe3&SevH^v*6^~#bo9jLOlHG&8*?W>ZIyIQ;c3QOB*oM__J$a(
z!uT;ZNuuQQh4a-B;NQD7KgIotUyk>se-;mWF{aOXt-@f;s&V*J#iv_YrAr~hf1pnL
zk3B+DC+?(;J0l`LR|+lh8DmDvTPZKIl&!lId%9GleqIH=e!X4uF5?N4@qN5)nlVAU
zY?F7}3EZsv#r59r)VsF91Q1NLgJNu+A_uyG$&Qb#&Te9`$0|^hvN2K(7uA=>^FSB0
zy`J&K|JZVs<ap-1ID3bc3%J;b9A$}R(^9oaAo99og-wfF3VZm@s(O~72c>1}E<Z=?
zJxbZ~*st;u!W(qZbR(%-W?&o{>j1EkxefUoox|<1Lr=`0tBoK^?;?8{Hi#)C5}pD^
z4x!oMp~#_SGt^rsDGGYdJqeFRvKA2*A%Gb%T&7j`Z5%0s%!!nP7X@46NB}?NqOSiM
zaJ3e}b6%{0e@Lut4M-(h^ST6D>Fnw3kp0_bnD>UK4HkFaz6WqM9?=~QK<VegLByP|
z+`Kf|+imhdwcnM}KQV+8(YsXS&^(HBDjor+21jm~FuyWK8~i((rTt?`{ZB*y|J{$}
zU@*jo@v@@wREWngYTi2i?kY{eSSIs@)QL*<cj4u$%b+%ZOZp0X5oD9q-a|reoCetH
zv^`aJ#+k?_yD`YdZARdB2$*#D7YYTwA(q#eP`<@DA}(gW5I+iNuD#Q-oCas38NQ>&
z+PFEoGWg>{savA4kNR7lJX0^(%i@-6^sT<0R)K4||1)*~&|`U1rs^iwimA2<vhI~@
z>RERGUtBlaGK0b4-s@lWX|nlP@ZC_q3C%O?E57=EguTOGap!lA?CqIi3-U@xKU87g
zj$!`dxWB2=$d_|Blm^{RkuqaTX&BY&sfUdz{g&j4HcRy&U6_m{YHqcP3Lwtd*PCJE
z3l69fBdy`oEfjYz<a-ZQiWq|8z{c3$gAD$*Wl6B^rM5#h%SeDg4Rd@Lg!}vlyq$SA
z$?J3lgs0elYXIt%kU7AYt5#AFTKD$tVajhA7gmz)G$_iSRvH|1$@FI2Te4#2k~hR4
zOeMdvBMy9AB+;~T6UGv*8F(Q}TITh-=VCdhfO1iPh`(3dUj6o~MS7#=+C#Fu<^vr;
zzssG@8N7zNEkiD=79y^>g-9s>ChY#21!8KkXbk&}PwdFb{l%mkI!U2joaQ$q>6u{W
zte_IH+0Fj^h8moWWBnox*VNQ-mwW!=H-FUKd*S+0g`pj}DbEFJV{SYt@;P);nycpD
zn5`mo=j<`1fQ~g0(KU8M**qb#9N?Qx0YdpJ`Yv~2+?eXej>t;>kV{W3lrjDbre+}p
zNqbXKLcbLe2X#sBA{e)to>e)05(FP*v8!D?Zgvx=?eI23Rog-Lk^d8iu-%1tR5zQo
zMyDXS1@cYr08BgQ$w(sD+IG2R86a5Fs34oEph#VL&#{(`PJk&<gmo28=U^IFpiyq$
zLMHHryfTUE{=mW>(P;W2VP`y%_mzf$py=T+i}&(S+c_w~4?bsrSglo2jS~i>2kK&j
z5MN*sJ_qXtObiVjW(gNZ2O5BgqhEbdqE!gNg$&N;>t?v382j(Pt5m7G8<y;u%vc~a
zw_8Szq)9)907eMA)FF7qYe@4@0051~Eo8;>EkbfC82@8?k$+Xb)qj0lw(<Z9(~(12
z{tFD|5P~|vbqm+<R6$;*z8f+)`lF~@3L)c>)J<a*9=LH-Of@^xlNbJGv03bOt`Fg)
zQ`oVeXDd$V0{{ZCY)<YCAX&={wkv5S?XiytZdq*pCM~vL0|(XYU^)F{r|@a~v!Ks!
zhaF*@$_Xg-y@p9Qr>2s?K;M3-RNDJkz{(SfHVWV~-Y_9MVZF^azw+xd8puPoc|NO=
zzGr@5>cNJMj58Om{dIXL`Dw$?qFpd_QCCrAe5Oz8SxVum2j`H1>ut@~sc#RJU#HYO
zIAC_ExrihF=)N*oO`*T4IJ@u{z^BzxRid=fn7Vu)jAHYeHWA$pNwBR{YUe3$SV-?D
z$cwuS1^E<0=3wz$L63m%=vVQ`P5?`yhN)hTtwg6F4N}B>;NTCiyT!~E;wOe^EZ9RS
zvIPz=5P2bGB>|Q@mR^hWtQ=vDPL`8|7&@>UUZI0CFB%3;!-?mrMDNiU2J4-Y58O|_
zxP)0WY?eO3@=Xo#mIpV))RSo6<I>67$mp>+D_&63<d=AHvlNjh%Y8h|<&kk*#q>3;
zmnm0@&ibv*gzc5Guk|u5Z~R5mq4-B%E`1C?lK1j1Ixohn>6;_Oom46$?&9+_sc8iN
znl^CXv3_`!H2C1?s*Sx<4OA&Ul$sz)C~Qq8vZH=p%YV_Ay-vPX)zmuzI%hNjs;YCf
zee?b!W9os3y6oTr$D{POj=k)`0cA&D@+2#CLOQ{@kT6J?AeDtDS4mKU7{`UDJzp-c
zg`<&+V4CEho^7=K6N}J|brY?}`kyGJcbYgmmM{W?IC4^(wh*{h2pZ2ZXA9!7HUR6`
z8ZdfS$PNPDyIW??*?W5w){b3il3{^ehWUUttKS6tj@aUBonep`aB_)+0WV>3zt_ZL
z$c1pgd+$Itm|(X%_9J8apcDSs;K(0H{ocM|9`6vVi|sH6cxBATr8EL$Rhb^EfvWmk
z8Fk2RJFE6p28wf3OdBJXvIhI@!GxnWT#;Ypfz3S(6OECd^h8yE#Md$g>bPRUj}Hk<
zoB*YJ6hV0!05dUmcnpvELiRR=weyTNJu99I?ec#D*w6cCy^d+);f9-dO#^@kA=aWA
zBpd5EbkHCeNwIVZg4)}-M9q06nq*qL+(btc<@t3Ki-gA$3{3==7M@7}azW#bAH$6j
z<G84HCgE)NH7!dDxX2+%jyWe~V`0EjrWE&B?AS`lO4NasG&DZMR^w+70CCp-lB;It
zJFT^I8qlJUl0aCgsNY>KY}0|u(YV&Tlzz7`U9c{A=ds@CP1@)l=a#I@%Q~jCQ!KGH
zPAEW1P<huPTnd50#`w1BAKjV|qdWs>)3etu@77<XD}VH!rd<X%s%uU@(uEzZ$=F%o
zZz!vZlPpK9&IYin;7pjn9WT!(9uRhpVS#G@Ktj8-v7BU}m`sfiCaV5G8%VLdG~AD-
zdK%(I_|QS|{6Y7*N(dQG4>05@u9Qt2Eyl+4ab>Q%-i9=ro{m2A_SQ34q&hE;F7L2d
z<Ne|9Rww#z-~?u5YU))zj3pnAjmpmYB`2`CrmtH!ddgUdpXvT2P*o>2(|NP1qwoEL
zUJ!KG^XDqfOED@03<m6Ws;LWg4{VXLCYMvjOTv?ariTeDrFZ7z*I*o*p^Q}j&5AA1
zc9L6D&1B9YQ8C6ir{LvNTxR?=&_&F%^W=9ULL?rCbeAfLpJ}eC?A3#Mw-qklGlh5;
z;f=;i#8rS>of3l9$1Q+ITcVvN>kSz(!l8aAlmRYNC?U~G0Nbh@K89y@G)YEG|8A0@
zdQBOHv2HzOZ7!M&1M5fVMAHuwwWCK^wA^2M;LJz)iMuO;LqF*Ji6$B)(I`0Kgc{lZ
zFCcztb-aY&GZ(gr)ml!s^czp$CzF4c&qb`3xa3g&tgWwGwJ#EP0r61Y9B<ta=0eO?
z!4srL^yfMkB+sIAlGso%cz!g&90>uAFi_mmC2ul3(pzBzgSu*FEKAw{n4uj^@t2Jt
z^t-7X0f%?HMV<4800vry1j~?t@m^#TjUhLTIEBI<rk@70EAk1U=L@aQX6s~5#S5FL
zb3$fc<;n)PwT?ux$BRs5H|p$eSZy$iX^;j$PR`d*Dg^||X~_9sTH!KXT>d4$Z^*$g
zK@sM|RQ|+xJRjzOwpS)cjvR8cWdUx@7M&0KqW}<%TDKsA<%B2zXv7u+wK0G+1+d^s
z&_)vsQ~@Q#8lGy*%85}n#hl^rT|d*miWJMOfc@kMv{p#2{Fwk22wt$sS>nkxyK1?W
zosKrkSzWhcQiB9!!%ak{A$JhP+kXL18|jfz-cK4@$5kA@-ZwWGKDG90wJ5YMa7rsP
zm)$($Pj3A}YNl_63qy^Mhc(+{HG5d>lN!B%j(kvEsIp088ir@4ip2(4Ahs>YiH{cL
zSQ-}WpdQ|&94-B+ysUiko}uVe!XDFj*qt2<Q-uY=m{cFrXt$LNFj`}Sd20$*YlRMI
zOwe|^R$|@ahn*!Lf(n8}(4=QGIDcSv=-D*Tb~%7uo(7FrHx(O=H!?mOU@$>r;mH|a
z5|75%xTwv>YrRA&T*e+mUwDy9=;sZJHGN#Q@YFZ8|E#!SMLNwGvgIAa_GMMASq>~D
zx_;CBx!I=l%hZ*`uoK+grBI^oanL6rkNXnqJ7>X~4rx!hNT;{2dYCxg)qhi#8?=%j
zs)BE44f$ZB`JnFB1conCPL}#%Me!v2b&%~BBerQ|Z^bZo!DJwUVObnAT)~U6e38$<
zNM%yO4nqvq&CNK=-?GJR@!W1aaWubI#RoRAXJp#`fdi=kgy4onLjob3hS7Qq+T5cK
z8gy(}4x3=q)utXa%q{Vd8+LYZ!(JKRsNRhL)k>j14FaFC6GlVOzz!L|Mi^8K!5%N|
zyP8S%pI!sIU<?KU>u4O|`*^(c^j#?TDj6FdZ)4q1qrns}fCIrUh9U{uMZ9eWLwx|d
z-ip-~AyBO(h_IOGFF1ZBS6`TAmoZEyrv9LZNz3ra^CjQ5YiD$7<`X}`mWuWnbW$)b
z9svQ|!F6m{d3GFz*aZG2B$x%gBQp=aP1J3tByHd^Exm}+){~hi4jzr3b+Z}fbhd~O
z*`o%w3;<+<a2ZilFO8vE?a`3lU8;12?h$iAU&y`*S*X~fE_uZZ%6B6Ch%jv~K%ji5
z_G`2y)RqM!91c@s&UY1gX6-z`@!u5R|L)21ulZ{6k6J$jz*`H&d{Z;gV-_#;^>Vh{
z+hA&Y40OzPv@HvC$6`ok6&|aBHdwt&0hLGU=gJS-xWCF-B%A71G2K~J9>xpnBG;`!
z(&Fc4X<Q*`wc|NH(Bq$@<4*?S`n}=fzb3_N%?Z%spRg%gw{_P}^5o=HkkA~E;DC!0
zBz(;U0Oe|0!6NPaMl*cfuHYcF@~jA8rSfVV+oAok97pkxO8_q^Uz?^p%DfLZ-wvAu
zx_rUtREK>Udahdy!n}$#vLi7DE$X`k+cyrK4Jy&_&)mj=Mdsnb@3?PK{sQi8xYZud
zu?cuU9YhG+62ALU>jIO~TcVHlH~4`eHp3H%<?)d3pGjA`GI+`fUJ0oQs71IR#H-*K
z8HS*I7-^J%*pX0CR0NZ55FJ|9D5_0ocCb;w!XnFP0HJ?i98?nR*er9eM2_sgK!{kk
zK(U=;ji`u)F~R)IcM~j=y$uqLV5!J3Q4G0ota8m+%lhqLgZ6OXa>kyZZWMB%K4!OK
z^73E6)i1-BxvvjSfXjK=6H2qH&-O*i<Az*v<0B(>+B<5GhmYO3nOb!mnxx?HJyBgz
z;S|!pU{Sx8<r?N1Cr1Xr?4Ww8Zh-RGP*G3y1nM*)daQb;@d;xD9}DO{e*gGIUv?<I
zdhD6AcSn3YvdU27Vu)3hj9_$Xo5Y#4rq&W8i=ag06Fr6yd)cOfxyUUv=dz7B8s&a3
zkf@Px;IFuI0<etD8~Bwxha)|JhPmgO-1D3d!qKzqOxS~9e*s$_IJ39d>)w=g)NyI7
zG;uU2WRKQm6s*w+l@BZ&U}oPo(tu%ujx}V3ShRPoEXSbP`fNNOF*qoye21(yfsYUx
z3>gryY0@w=!tDT1zedGSjM3c+H2@E=AH(fy3PMu6Ps>y;w#h~cfe;lET}aV2(R+$L
za1Q^ToAWwhWj`Xj%*sUWAw{+Ah#?v3^1wT{W-<^ABR<#4K{iAY3_#5B2^mR1ahQbA
zNv3_#7;<pPc+O)m4PauhnmIx82faE!T0CgBMA!Np*Z>$mJSblzWDn?r<VN7*Lfzx>
zC!fE<@~G{?DbPP~{_G#apy)8ThgTw4ET`;?Jg{s$TaX5pn@Vbj?omO}!^aV!LyhN}
z;qA;kpQ>XEG`BEi=KTN4O=9iLE&jm&4Sx`^F<f>(hJgv)?l}}6F<!JmQ3L}G7Ue|)
z3=vz_-R`_-H3m6nPMybq38g@fXBUcsgQGUk?CL?$m<?zKZva4T2>7fMW@tXRSq8tM
zf6o0A<L&F?<MG^3vPi8$yf!mfOc#BN-W$-q+5e_!lbNT1a8T8sk9ZgLUFx4CWr;kt
z9J~GVfMTg(Zea#Hq2pMP<8!t8tew-tb%%I*yeINjjH5`GNY6pFSx|9sz=OJ<LxNkD
z-r^iBV!7AQjpv-7yaO&L1fF+9wgkN@zIM&(<`e8Wm-}7lpSYz1ozQhNv%&9Y=32)t
zpA>VD?stRkt{*a6@V#;rts+>Qc(;_D?Nl>SO_y&{WrvxtNv&2<!Uk-4hamAw7(cw*
zFbm#({6V$_3E-ZC@ep=l73zjimoTC596(D4bwC!YF#ym<LW<esT#QOw071Hph})r4
z?hV{mqG9aX!dJTDd0wOSbD6!WmTd2wrRP^sp_uO|4lo>K4CV5W)WP^c=_57(3}D^1
z@4;xT8CEsq^Eb-X<?1x&w~@iz`xV|Nkkiv-a^jN*+6i4;MZztmv#}}8{4F=7mZAdL
zwRhLI@Zr?~H_no!M|6C=64XU$pImjk@uaIPQWf-vjX}WUqrtFjGwWD+{tK(P0k@>h
z#i^?2%A}TSqrd1ZMT@+)VvWHJ+!_18hWPV%_tC^+65xgJ`|F6s@tQ{oB?YllRbDgA
zGNB8#+vimo469R3g6E-&37rVf-1{8}NbLwKk(@*1zyL+r)Y7DZt)US5M>zy!%WZL+
zvL{E>tpW_HBSoVznLEKI8m5ABLC{0ns5!AeIe@hGMWIhtf6l%<KT_bA@##n&5TUyU
zER#uS7ipyn0CTcuM$+rz@C2rPD0vik%FIzZJG%?!n0mwgPSRA4&kczK-70niLEZEK
zl-wuK%Al!EC{-GoP1c27Ola42rWa=>41GJamD1TejK&1DXW_bOh@yi<v78j*Dl-w6
ztCBgnTPDbgGh5m=*kBlmmLZ2;$pa)pdImI8-kTV!1oQC5p?PI?n6ayF46Ms2B8L#M
z?}Kaxy0GfVRc5*?C-KWxRU~^h8>t_&O9PSPaslUl+TuE4J>Bp^Iq`WEH&SpF&&jY6
z>f$V)Bkuz4EN+(*wf8HaMSdf6g2(ND0GA(_xa6}7(U_CJD*>HnU<_ksTikz8U??B{
zf7>bj*Nb=mbJw^3)wRcrp@()qhk@N~f{Sfu1=q0pUGb;I-5UVfD>+PZ)jCS-(;C38
zC<uo>jaWwm79X#ot{5B+1D^xJm=Oh(G%{X9$w2%Ocd-T9C-jIl0ETt%E#!EY<ZL5W
z^2>Q<XB$F(c#p@kq>y<HW)o9Z+I3q=wi+e*Pqu7)=bz|m53_^~f^oAYM4SFD(`eP;
zAaXIo40$srOmq#v^{ylz6j6&fi|ANiM-h@r_S>-2ss_^~560sKodY9ve~r03mpd$%
zh*&38p{Q~JcIMVDoML69LJ?A$-kz@60GzG!X2x8IRb-#+@4d<oEg&7?*wM1SHzPtW
znrBs*K6x&B62)FkjU$VT{g=0hOU!(~D%3SBYil4|&rPwddABBJJt-mv{@#41TWEI!
z(;?O9KV3eVQnl`27hzU5+h7Xyx}!E4@i1TX3v;F&7j33)kyy_{S~jc%nTg|ER2lr!
zXPQVQaCf|XwM~cuw#N<n4@Co+nulZK*`<{4cwRdcS7aIe0m*F`l<tD)lq;8~c>Vg2
zjknw}pNbc64lN5aC0UJf<RhtannHRx>;tD+jOfJCDK|X85Q{jVZCJs9khwVoLa|44
zc;@wfQySa16(1lptV2}aVD`y_6*uA6^AB<@TE3p?nogE9XO<RCpI^ra!xVEeT`60b
z-W?t=e7eV7Xo*1Z$WA&Ou{(ID9tE|Rsaag9cB;s9TmpwHxOyj<f!*bGR!KviNiNS7
za|8+{-U<tH)8O&+eJX1v(p;c}G2ZC>!YBAuE`e82SFyBk!zXcgs#D>a=`Z@EwDbt%
zgPjD@yH^z1P92Qk-e1JyM1#6F5ACB94RqD$g+?|CQ9_H2(%#3j8B^qtyR3@|U9guP
zzq`enDePJ!S+1h3_U4L3P<&3E!S&S=w5MS2st}chO>V}Ip7AZZXmhv9!V|@Mw1xKe
zi@-#!;sNPM>5>Ho-bq(&M79V302Qs$N!GV9*6Ptr*l#_yDjH+UDJVD0jK*ALSy3BS
ztVP`WyA<}!b{R4`=T2y^egvIt0_Ybb=Zy5u)&Go@=j$K`+t{Enk-xgPE4b%&rm|n(
zHl;}tZa%(=2DD4dZBv#&qkkY2Z)xS9wvuUkTSJfv=+eP1bMHV-9PQ7@a(zq#NOpk9
ze{#kK&mUCre)lNyqZh=9y~+U;^bR40Xp$R=HoCAmG2qY@>xLQ6S8l6tz%b8d2+6u=
z2YoK)!=Ty#;9OSJfE?=lN|8G5pi0$1Jd!zspeN0u4`^NIm$>Z`m<(LNxr8nroEcCz
z7S=!HwhAd&ea&3>)y&teJ-ed~nQW^mm^CxkVLQW29+)<B|Ma%{-_CFx8%HX<nbu+H
zUm3mK;>7@mhjpS_xKDBCZNC1Db>5+H<v0#~Wwbf((EbeM|LXlY%%-5QwSWEftj%EZ
zh_82AkG?Q~X6*jweZEdBZ&&s&b(^1SDc_muRL30}T7Q`ucQ7VT_toE~>;GC~wj~ju
zzzfa)0xpRk?ZV=oo&g_Szj8243BMX9Kn=YQ1P!L@Z`mECpZ&d;`sc91qyB+0_AkJj
zd4cZ3zkpYj!a9UV^4VWsQdOU6Fq=z%^+O*0c8hC(rI=-e<>?#-K73POY>bWbIj8?R
zmH1kff<4~7wXk|rYQ{aKX#WeE+}oV`_#j#SL-Wv-)cVo9aeUvy#x6WHuKRr)a}@r)
z=|2wB{~SVqna0<cKg)ES)o1>6ELYHn(!YR`2IdHo0p51577yRWEpKT2`9?c01G;(W
z6*92`xv1o2=lXgwd<nGw?jPr!-4}iG7mz<H^B2&7sJN=F!H)lYUf_xT_rsL*EiU8X
z4eOA|V*Qu$%br&~=;OcE^1Kl*txIMh^JNz|J6f%aBk)S6{QfWE-aIO)J^UBmh>G)2
zRG>J8C1``FB{*Up#~jhD%u||{;yF1{4mg37b%<~-Gg3+st!y}HYG!JssO1otnNubz
z4yie1rgrW=zx!Kv-9PSH_rB}>z4vu3mTT|th7Fs|_xn80XLzjF-uJCMyt=L-uw7WZ
zJpC$nvKKWvYg#m~01jIIG7BE4KOgKQ>P!{-FuLA>*Yo`R+L}kh@ZF}f6mDYNO0gDx
ze&%<iuyXJp;F0J0bl&+2Q^xm;Xwil3il}LNR^AE^7*R^8daq^b)~FNaSvu`2GW*;1
z<HJ<&C4vi~x=AmBdpT-qz{%mNZe?>fgm%pGuN8vXEJizGD}S|YT*Z%a%QzlNpK<lg
zG-e=H9_FmuIvZ%m1Z!8m=T8~vcXESE!^Ra&3m4lA=-`s$*d4D`_wmr5X4&|gPFfJ&
zcB*H`&75Zh@N59)ZBj8Oj`u11v*C)?%-KKA?R7EQ$qBB#*SYuf9xtO9%lCm#9K5gS
zIu+g8X0<)rD!&iDeJsass}~N3D@hm{Bn6y$8~yfA)XGVW)XVblXW>`0j^D~*98crd
z)tGOQ^4<5IZP^3Aa@yx(g-MANeG6u!n_oyKu91s%$3#-^l1<q%4n~o=Dz8fXFtzA$
zv+G{BZdI~ket$yLFxC0`51_imWy{b(nC&aulOH<$9yUbjH!N<|)b(O$*MqvZ_LBD9
z&yY6^s!n!>SKRyJVm;jrBIdfydqG?i)H!Qm6-lu(&K_Xdq;}rrdBF*u9*BngHCEsz
zB%P&ctHMX)%a({%B*@5U?)g$EGs>(n&R@P+&+Ot7QKie@w0ZXkp4S2Fqf$vC%<fFZ
z!Y~7-o5-aUaG7<<8T3l9@)pu%$u1?M*_na}p0sZQPd0xGRA82SHZ2T@$iLUwA@hdv
zXxI<7ur0W3#@nr~*ye5yG|_J$;hZc_;ogJ$OM%NlP2!~o$Jn0~Vh^Mq;&_sygY-Hb
ze>7>Wi@$Y*zAH6voi3#X^RyO3^=dl#K7;ebaQw^Tc&<ZRR8YrRSDWyj==>+M1)aGR
zd#U=p1~Hftskn{{e%V*gZFwETXh;}KEEumFeQsAX`8>J{c)aOuhOa-|z4=%1>9KTy
zo3HJsS<nmiZ@JO(EXHedw6Jj3^__>>b|3tpp;FLtW>6F4qI9T}95ttykI!V~gHkxi
z1n0&nQ`s)hxo#Q1Yji#PLMJ=t(=i_Qg{gJ^Po|?Cjf3=)EqaQNRX6Sa^n9UN7x$Y7
z<x)z+P)XR}<5#w)TnB!AqB|<r&P=&mbkszyz>v$_JuGkd<#g56dQ2i2Dy9DOr(f6i
zcSt;KaX5FP_m1JcKtfl5ci`W1L01!^xW!@vZppe8gS^<c(C63pQ4g`%WKh`idA4S;
zw%Xbn)4iuI|E|1>jZ=$iI62KNBkL!4(9S{I_Zjvr*y0nHGnRuzX2)gIE$s|eHR)4s
zVfs3a6126^xvCm=Y*W|C+^*TyTAi~U8nWqVJDio{hN|n4>KoDTB3qX$N<X3{Y7m#r
z=k!$Zpt?im16J@kJ=j=k`_1nOF^+AxBG>+31FfwWmDYW1pLOABXRqp-C~XP(qTeOF
zHFg-3!H#t%8wJi>`}nokrt)<~8~qoXvn0&RL^{ehNOEr{WBwq=g}%*MtgwIRCbwJ0
ztYM(5bLNcIcldFctgP?H**G|O%=(^B(01^cjM=%O$+s?>FU_U)I)WcNWb=AZ#*nS2
zYviZhBWp2!T^srU<QJ1r@@sg2@%_RS@i?O5oF(v^=Nf5~owT%dxq>pPME}LKwXpr7
zi<dsJS3{+>bvs3Jg|jf_^4&6HZDiBh=)|uryOEo(COApIiGTf`QyA90heZjt-B`%c
zakUSP&bGR-aX;vV16F_Yw&Cst{m)BHm~KDE<4<au-t1i?X=<{fxB5MeXGgA$<n}Ho
zeUi3EtTb!LWZn3#S(tkMbDnIA<X6Ih@PB|;PWx2nw%WS>5zmZV`=SM2{K&q2sgkRt
z<a7ysv7j>b%g!48U(+}+S9s+RU9{r;%a>tqyKXZB4l;sbY{#?iOWy3zmxQF|=`F}~
z+I|qM`AA)PTx+}73R--I4yAVOzF#!3YL%4r%QrQ02yFg2?retHOb1V|Ve^^-el-OT
z{{bR~LM^v0a%VoC8nXN0r2+rd^dBStd4f{|H;$p@yQ=hh=h&vz8R1mfOVRuxowX3M
z@}*YLCf(hyr7qS&dZX;uaGhi>c#0V2yL|_^65R_2&%j!9_e*^?Z~LMl&unH#=#R?*
z%Um;~TbfxJLkITvML2Ez9iBhE>b_yWSYlD}p0LN(kZAwisAz5MbDmTS7-_%Vy>ZWT
z_VA;%sh?g4EMI`V!))`U5PKp#H~uzDPW$&`MD;vO$6>|&8MB%XBptSSQ1rp0&|k;R
z#}EJK>sYQk&SVT1wcl8GoMa{N7vXYYkDuEvwv`>+p?77G?XZ7fu0itD$9<)Zu;fpJ
z_YDH_tnNMgJaFozx85>X?SrJNGev9DJwP&3Tr^}3zx(Px-dD-`xfYz{fKEj1KR{sz
zae3Q=eMcWSUV2;`=zK+({7mvI@c`y!t<K`7GG*yMG%rDM=4M5~HEr5H(X+0R5%O($
z<uZffU;b4PZo}!CmZZ{+a+|hj@CzwgELjiu2Uz;hU?BtcTKo6E^!`u#Y$Z9rd`Zdo
zl2R)oJDEV}ErZp8rIIC`_1QI17#Eh1vH5*ta`^MG?QM|P9GCwO@Hw*c+We;YKSm=X
z=XL(wn%J1C^nzA5tlnBGPE3veb-o`18Th;|_@A~0{!h2!s#h~4hwB?&q*|PV19i9l
zeIA8c)Cp=De(#u0wJ<ja$H9g&`zBUwZ);|hm)xc8pim3Ub$tHE&Rab~Z=zyty{E)c
z3_imZ1Bo*)-<XQi@o~nqP>8ag75h9?&4M#tvB00PVh(u7$ppbt2|C*t>)b-Uz=axE
zCxG?)xaw4Y;Ja2b8UGbjm&Qm4t1J9RLs}L;MevBm#u--|FB~I>s91OzT0ZYutAAdL
z4AZ2BOmK?vsJIE*Hb-2mmG%mz=}4;<whRW)IT}$qSX4Ao8D@Y0f_rZZ(2BQTR-Sts
z1ql3qud7CZ5C{!UgLJ+Z>}El-rLySG#1ZYw6$HE1DHhcWNEilVlX*`s<IfZViUjFA
z_y~PK*9xa;9}-)NGi8nYRM;H&tpCU2ml7z`{WI2fzZdmLy@jp0*I$SCLFcBXIsn!z
zIoRDV<S(h6BY;g>nZ}c(fq8zCgi<6q(&3`&2l(DIJW%eJ|JRnkj*gG!S!l%TW~x~D
zK-hv-=mB2Ix$3mhmCHX%@c2&ospIFe4?!CzDlhE#!&*c0T#Y#_F;=|6gdk!F*?zHv
zvxMEZ9JcM+5$Ltk|JF+fdx#8h05juzaW4|dv+{A7$d~g(lu8PGdNYNP%F5F$FI})p
zB#rc*iGdJ1_L>*?%kHQ8u!I-51=7+>^R6o77a9ShG%c59P{w175+(Z7z;A+t56rA1
zSrz32AuA(CnIO|Smjv+OxuNiuy{1n(@FI7qomDk|7)?$Dq+RQ@HVQsgt!UU;yh_>k
zC5!!{7bRBBI&s}Zb5niv&zpNQ-gc(=fQC)w_NI6Kd?>W=Qt9nDkQ!$^Td3?jx$U_~
z{~3QZ;lY}$*1hH5zD^y9*r8hF56QiiemC!@kOYY14m^!4H}W6oL;SdQHGxsyncDK?
ziN{~hTq|;#?nqhel>fCGtaJr85h7r2KDk@&u*G>`e)h+fLk+G^y)TAFuRT`?-bcCJ
z$nt$8fX402|H5{LRq1N9+M$)dk`ck^i9t_l;#kgVjett_8_V=`m3C~8q0}*)8z12#
zDi_VSL=A<VvHF&>0+>pdq2rYM(_!NyD`um7HsbbBSzwf^m5x7f3H}#A7|8kIlN*7a
z4=p&No0Y3Owp2j=LSL&}Es@e)Ym}D2Dt22_IHVSN-AfVanPW1i`FO6}cV+$_3Nsqn
zCCqct`wKXmJECpL1g?PPZ_OBY!VT8Q#4T1~JlEcp9YyttI+B4d$bpizD~EByOl9O8
zm6SBN+-x~Fh6*(cRLW}O$_6re(_C3>vH;mCs5j^Cq-ofP^31TKB|}SbC4z;-Zm6;4
zL_uRVzDuhEzcS`60NJ$>Dkj7hOAXwmsZQ&#Mg&42wpR)Uqj4JIZHpXSoxzG-;VVfl
zq1f_fw>-H9Geo%r>EP-Lvy4(1>%So*U@R|M3I$Tm1H%(Js6wnH!__S&9?TR?QSW=c
zRn{UWG3de`K#1W9q!(P+iT|p_;{Lmi<zFq!{|^sHw2Q-D0NS8crgKR<*GuZ>@|0_Q
zm+MKD1T732`7brX`iE9|-`F=x@1d9T;Q^F3EeAm9j>nvZP;7nKKNe3gS}l)>U#|ye
z9IrzQtU3N}ywwFBvK4iK2Sp&kA{zr>G|e!*RFz_xaMZ(tt9<&au?0|r;2UF7YmMj6
z>an*uI#n2owFjPe^Z$_AY9%fJ!qo*tmu7(0sB){$r&<c+sQe+MmDrfz>M8&QNE8Gw
zslv-32-d1_rE6SH40#d&vT+Qz;3L!v0Ne18u^eHx6YIM{o6|pMT^=9QX6*nRuxpxP
zEfr)VL(&5$8&M<Cv(Aoi@SZG3WI+#tP<Uf|{@m@Za<g{%!8hx|xN=i%5LauS0UIHz
zUB(LhcfbmKSj(f}%4E1OoWFg~9rGQ|v``Az@9^R8inm=}i9?7x#RHFKjxJ~Ky;D<<
zmeSXAL5?kK{!tWbVo4Z#(q?w^kD$s*Z)ZiXqRi9$ZT?#qe;o)4&%7L3U~ebOaFf>e
zap`i6v&l`Psk&m!I9n39G9|_EN;y}53(^W#ip}XZJ<OEdFAG9AGtLgc8v)gu)omf9
z$x=E1gGF8^7Ubngq-bitKnlkNvx~d2I9JOFkm?Ju1dXTZmoO!~pCm}M9akGGzruyq
zlo<5iAT$cZ&QA4!y~Vhx&t!G#nVucG@XS90Ju4jc4<0z;;-_T6$Z`(*(6hIHc>I03
z96`tR>~C4+8`GQOt8Wz(hZVQ=|5!n#8os-%*)ADWIKAhM2d={@#wN(qeres8lJu!m
z#z5!5!IJ0>(``E;E*rj;+IMLdijF4!j(r9!?Qna|kenK@>r&;7-LQbIjH9jkn?hsj
z@b`B$+GFCaVN|5^-q-5%VNTy*jNF<N6_?gnZbj`jIVd<o7|qH}qpoa2(?5pt|DCJy
z#MalO(1wJO&1ttJ0l)^mKQHFcKi8I?BN#+P4Oi00R>9IqJsm~Hx~S0J65Va%2}3i^
zsh8y(PxR8WzG^8H)z1*G;GohM=1G?tJDb|9r_E%Tv>M&Q%`kNh{?kC{aDn|fSaok{
zlcpWQiX(D;I9xv|WzGLXTwv_v-Cq(Y)gbCEmV}LndAe$aD*dd@d1?+GhF*Zbig5t+
zM$X=9nk0{%L5NID<d(ViE(EK%lCdo+*f-zE020h)acSh}j|`VO{caD)a+g~-)DwjH
z^*ZNdU}!*PIYzz>)W4mdamP2B6<az{-J<C|UQ)AS?(Tf&WfU{Y&?Hf)p2Jbe1!THV
zs6>(TcP(qOW8yhDzuZ6zgc(CZS)@QpccMZx0_=S1KItJhMU;z&(KGxH!MJ?wd@)>f
zZ3txl8^g78x8`({3U8O!cjzibQ7@DTtR1kZLa=0>4@>E}%-hcc>uI@_UQ*r;vb6u}
zmgfGh{s2bD73=gxNK-ohlSFUowD1;aS&---`L2Lmi-(hI!ZbBhik_yK)mXgVr~3^9
zp!J@z77jNqPh<9`C7{Grcy=wij0-dG3AV}AsT-I-&yOxFE-U%9uUM}PfFTH|D#MXX
zlZN>3#V_$q;W6KevpC?C4avIpdR#*HfKV<)lw5!_iPMzAnr)afpI4u>w#Wb&U8T9E
zE+R&{Xw-@$hL_o;s5p9t$IAMq@2bbS1*?VjunMunP5@S6iENS}d0w{9qw822K;TIt
zx|ee+rWgr!%l;sbhOr7O?;+G*jVy4wfnpS7pqJzQ{F|KsE-ei>xh<Q0#f+$U5IO*}
zJRnN-z&5Z2M-<pb8Z;uMYVgYrZiA~-%HLd8@VD#DlD<k}UQx)5?l9ifDu5o)Hg5;4
zRC>NN>T`Vi&&!TZ<6C0B61a-~R~4<dXhzqD+^&9XrIea=>;V5!fP9sc0~(yrMkM@G
zy-%?wX-o{9R;VIgxNkInBp82T^}cI-Gf8dE8mqkD4wMq4Gfih4F@T@~0aw5Rj7L?n
z%z%mfi&ED!y{CwRv+PQcYz?xAL0t(OoW#Ha@2-6mJH%a(O=>~vhA_|VODHh|NO8Pk
zIB;7TULR%+zDNPdy4<Ns3ro8>Lee<dBO<D|t-2q%Pf8XY2|tF8bO??nQ^Gv$>g|vd
z<<1H&92A4$J@wJ{OhY=!qr2}<Z2|NBhl-6`r3xy&Yw2?%ix}A}KhzmBZo!K};+Nw7
zL=vI3ROalAo7wkia_+@lz*#0-2z7GGO!)gZr(u*|TY!>!PIYhXz;>fJZA;Ek=c9!7
zjJg@WtAD8lfYobjvI1+%4(<y79O?_qu7&I@)75TFoOioJr`~>fd$M2Us|vo$?0beL
z?T7#|Q4nm4>#u1AIcUKTU0$tfO+C`lKQ})^8ab2R)9JL}b1X2YDrMEy+!eSQK`^vg
zMG4OlU}5XSRr`i1m(X!2p$WZu{3O2~aCoXORb2kd(BaU*jbf`+{y#t*rgku4$oXFU
zuA}8(0|MhgcovJQK}Ho416IrXLiV@YLfu0297p6!cAC_-0l}yxH(kKmrV5LcKBr}=
zab-*iz(6klxP*m5c}9S|6=gUL)=q@eSgTE4@L|<)PqgL}rhQM8h1X7#m+6_CcIB{l
zrj77m#v)5)8KSvgi;UNmu*sjqe5%i9-K_;gV==w|7A?LRPxI6&w+PfOtOSN}U$J2M
zaO_KBHz6Rj0Em?SF2%mg((q|(ArmExj0ymk9xuk1%!8^Yp4IZSMQmwK%?cDMq-l8I
z#aZrn*yGVcmzEd{D#;xE?|g<#_w?uynr6!Jw@Yg~?4~YaKt-cGZ1`3Y&ngq&YIgCP
z6BH)QloKE)$@R793R}Fv9f>f99piM$HP9?p0u~fk_$jtLgEf#CEvPW)7J^oOvY2K#
z$bCHge^cl{0@)0t)e;>Z2DJhQsH6<H@5?1nzS+D-BFJn~1wj`tM_UB~Xv0a>c}3Hf
zg`kBjZRe5G^zMzmwPdVhPN#^Y(gR#u+A69Jk46`Q{VramOE?N~$~iUPL1yPn>$D{)
zz0)x&j!HtYI15FtF%p9bNffx4q&8kwp7OA3wM;ij^pX{)eQuuW%|)Ri@I#yZz)6BM
zJ6VQcAJJ;vIOW*wB?}|Wke0G&M13EKapQ`0vW2Ke4Vh=5a&hHOOxzh&12)yW>8z$R
zXctBIJ7X27;@lx;oPc=kC1=TgCF_{L9jk7~4_bEXeNs5auAOomwzG6phIk}+uYzc&
zdE{)@PCAo!6bNJ|l#G-MJWOXDdxx5)GI7iN^NpPzpz$zZ8Vei78wj61LcNd_!cSLz
zGmaTjaS!pJSQhyd$cLO}LU<+4+#Zfd##Xd=NA76n;MuBW?z8VV%-KY_i~Ev2rT&Ht
z{#dT~-D@-Bw`b1+F6Ylj-~?;%c1I{KcF&MYTghF}6h?}fjbYuMguuUC`u$|y@!5g{
zLzzxh?&_Lw)(5>Ut5eRNRa(hqf_mevx+^6u<d#egKxWteaC;(b@h%h6ECoc76G5F+
z2UO`SQ<mc73Y_dAdH2({=hTCwEKt#>;pSaPrVtepO1nW)HVAHFitBaNyeNmAsojvn
z1)e<c=58c`ozZgYaZIX@93S<Q6wCe1B;)%1BR5k&6jYEJjqb$#vAG4=H{sk6E3mFh
z$$v<#HrtlfJ31)H=XuDBr74>jd(3aH9Sqh1cfA>}&X)lf)!R9~UF}e}?E4xSW^1Zu
zjiw#CDm{#c*5Pi^1+2xCT;Rt*$mB4~sLa+B+c<7F698g3Gao&}Mh`m|0k`wVejfR)
zCfhXd8-pKg7cjO_52Hr4!4zna8GB{!x0?dg2e>hf(l}`;G|5D4)YpkJEZH9r(0cRO
zIOx+VT_n9`<9-jN;P>LJi!I4yK{+}Q35APT>Wje_0JFuE>CLYyWQE1r0oHPdWijRH
zyjNpH+oyjsIE)TuUL*3|q0M)cZjr#S=F@71e;C@RJ=mZM4Cn)mcT8ilTy$qU@iQLY
zxhJo-O%Y#7INeaycDaH6{KmiqQeZ?Ip|#{p3&MDeBxSM{2J$a?j*UdEaJP^U<0&^n
z>)2_!IsgQNvlL`zpx%hH#Z(~7c#-l=HxWGEgwm{wE=XwXdZ%m(<a7Xf01hO+z^o{)
zl-VYJl!}K<t{iK{ib>WLi>3~9iXwS>2!wVe?NE$`xFD=$j^a7PQL|MDLPw2&2xf$Z
zH={6`iR-fR2DwBn(Mu}1TPK}7UA+t6r1;)M67XU+IFHqIMY`H&W!0QtE>}!?`D3|M
zC*WVmc5BwaVu=A`;2U2(6O<`<I9n}%d%urlw6j79W?wIW2x!wtHU^@o-pziQyCsqO
zlO(R4Dsba)wm61COuJ4A3ruG|3va-zCz}v0)NU!1km4GXxLU05C8gjdN_RmCPt!CV
z{<90v|7)c5e~Y-fVt`^$O5SC#%$1(?I63&f5a>#Ewbc>Q01KZRIUlQlMdL*69u-F6
za4rC?gM!VNp))Pm*K;)0h<Kg=rSoN(D>F1dAk1Y&j4dzoTDoIAVt;z)<Xr!1=_SRu
z6zC!W)7JID1wlAol8x6Yr!snCz>yr9Ag6U2oA7I4{dE;~B=dL%x=J%${;f`aELR4&
z@HX^<;WBhDXQ^3+j*3_x&K;3&+VyfZh^W9sp4byb;6EIc`u%S?ffgA@&mJ4o9_(Sh
z4p-8)E~lx#ReI*>VbSd<q%QL}1}HU~bNMBMCl8KDY;s%70<Sk&*YNrQ{pCTt*?j&D
zO(!WDpAr}Wg@G$(@STXY&2SQ+pXQPHzVcf;d`<$Z!uSPJRaDL7B3t=rE3v-lS(#XR
zy{H1|*zz?BmQq=~E1d{7AClF7a2JU>uXyZHx>sT^Z{}-NV2w=cw!B%FEWO+>!U9M6
zJ7MZ3D%hjxR>J+R0a3}5>Y*OA!C@y2){SuY7;#t6P-?oBF0#wD`~6*<10^AAJ=ZeE
zG~3bgsLgnx<Jrzp7sAS&+;p%}VfsFTROPP9#DmBB(vI89!paW#^%({1Ub+O^T`?4p
zusG-88-=}N%tnUVxP=|R#ZpL9^Da0z&6lmJB&)eKa!i$uC|+S{u%;cs$P403b_(bw
z(+1x&1C)fI@HGA|qxS|}?%dwJ@bvvc8rIUg0ElySd!Gr;rvT1L>~c7#%N6jbyh{h`
ztT-aCLzfFoFnwGK0`*GZrF3U$Ymm1X2Ep3hy-owj(Jo9G06XPA>pANthC`GZraSh&
zETY7iJjr}n(R}<VWIl)lS$nQAbpkMkL<^w21Dbi;D7!y8rAukJ|NShnP$s;2JsWw5
z_P~N<o&u*35t8xsA;WBkW33;9<Wt6@pV`$!A73~)`EBSv#sA9TP*h_K>qu<}W#K|l
zLHgNMbmn*~T(^;bPV+Brri`9)aHS8d0yY5>OKZRo*C8V8oqlC}=jYtj2X_8cz0HmC
zthD;63V~L~HSXLxgL%kUb#M|p+qm8ex~<F^#JU2&tX~+KlfKS@xZ7eQSCZ>|S%Qf+
zx4_uax{Z!i%TOi|saoho5x_+p^~K~b{UxxRG=5fp)~#LXUsmg}5ajm|@MhkciK|8~
z^W$2ahL?HPPVZngxeyI)7Lv+YAnHBilp(D~3vrc6uhSBJ2$ptM6i_uHC#~H0Guk~^
zAj{DV10K)!=Rm`x7Zaw45Ti<tk{IP1l5}4LUj^A`t<7jQeyUkdIRY+5#g^rdU6@QZ
z^jUq<C3a3g1@i#nn)iSi%a}WcVqPb{tamVtY`30*AOk|Au(w?V6|P>KrJp33HZ<!y
zS8jmjm?%oNTq2#@Rf|TJCihx{bj{F1j`5{A87Dz*!4FlqNv0FXxL2}T_c@9j6ScN>
zg$DxP&4ADT0js=5H2gN0%_ek0W0y;-PrZo$&X3*{3vYc+qk^Kv<k1*YVa~3nX;iAu
zuX(rS(q|qCXnHrO&U1_|aKl+?MC*s<I48g!hCv>E)*nf!WY9NGxl&f8H6l!02%|K(
zm^{;)lO?hyI}0eiH`3%KU;z8qY+>baboUBhePzZai(LVVP*f@I)`_CF77Gz^GQkXp
zruSy1n284%E<ZGYNQuKf+>FawH<(BNe=VqyqAB=Wyzi%}F7Ub<riiO6#Wj+805bzB
z-|**Qwmjt2+Y8IQIhzHp^vS`W-}#WnneOi;UidF`KD2#t2)yzpM1<{Yu#%if00~1k
z!fc1flQELW1@&qnO^d;<5DDq65hwUO3>xt^G?Ir8R$g6V0=D(Hhw6N;j4W<Cg&Rjv
zp5K5?AX9pP8hxGmo(u506G{!{!&>E<^ExjR;2YU;Yc)Ycx%;i1zcdQDDzZyUBo&X8
zz&Ky7(*9wcgJjyyjZbKLp*%k#ScK3DQ$Q>ex=3L`RaX>@sT87$eiogT4klwT{gq|e
z%=5c)r4SU4T`#{0PPqmnq-tVZ;P=@nJ}jzmqwloq*lM$7wBSf5t{G5Zj0XuK+z~C^
zJFKY%J0AQAat6lcfDE5z0Q}Q~wYvkM(rWR%rdKFP)5!aDz1X}l4d6~WPEjK;cs|wj
zj;P4Lx~$e*&(p!nkayTL@k#=sbd|r*Ei}e=r7Q!>Rz8nCU}EpG(Te_8XKStj`cI_t
z+3a2%nP;!F(0N$f(%1c*(k*-9WrkmbZ!!-q<#(V@CAqe&*Y-JaW#0E%c6V2@cE8&>
z)}5yH((*R0OV+rvieo~><BAsedFx4q7#r_ZPalWOV-o`|br&}l#vmK|8mw0{eQeVu
z?6wah3zu}_iVE`HA1C7OE7uTs?Vfu({db4_$>^3aJZf&w?aLeF%nH!k-dpD?c?5be
zUfSmQ^z6}1mn}HZ|CW{XX~uz(Rcy*UWZK;gnGu+!r~Nk1w0!^BEUpCN0IM+2t_12a
z9lL-D8oa=jBm<H|An{xhheU#eH6unrGc+P7Rg%Gski2J!uqp&sY2C}+Sc9BMA{7vK
z!J{3+fR4R-R_}$h?Q|E;!f;MKfG@<>m-m%eW2F92{qgH6d*V4!DqH^KAGbv5k;M}B
zA0<ZFf|&2KN4AI`Yn!fGFrAS4<M<#utE^foyQiYj>d`6JGxB@>u+DpDc>~NiC;>Oy
z--@0YJ-l-5#~^LHz@zGIxO#HooNt%mX7as|->!JVwDaT%ofbZS?TLD!5CE7CfQIdK
zSi4PS+Kmc5F0|^8FlUNc37yW)%PkWcACb=a{Xj)cRkg35B;o{nS!jsK%2zXX@_6fk
zl3n`;xERaBTf6A&i}y!7mX7#}Tl{d{Jo|)-D)a|gCoLs<;0Jk~ePTj4Fje_LYunmW
zRxDTc`q;+My27EsYV<r6#D*@lQ3ig1R?bEF9CIG9&*N)^PNFdD7AN#aJ@$<RZ7@$I
z;a<^eHs|NMp*z?WEuP_~wBk5Q|834ApO3-<)puNpbYZl!tdxpe<jJ1P29fWm+C7{1
z0LYb@{sL8CY~&x{DN$Jr%}!M~q?mG?Kl0@$Ma3FRKqK)+Q^fSggOJhuMvSI&Ggdke
zX`6>_ni5Sphq$j^CgP^t2jvh`vz{X{F8T^#tu4+oEf}><N2hlb$3fhh{03RT8W9HL
z2Qs7Ax}|@&!w+=120_b6%I=ky@GJ9fXU0&Ynd%H$l=DyKAwDCUz!wu*oJ-EYB1}P%
zl~GX_ZzmgXd&!!H(Ap$}(JV>rqBdqsr6(AjHJo{=-(rO;GYu2wjIU0)TBuYqcGY&`
zz-6d$EEG}7u6JqW2h&0Cf<|C-1cV}jR;HW>$CL_l`FVsr%E}*Eqcn}zS{Y*EPwg<Y
zzBsysp#8#2%J?6En!}xUjX7cUo}IV?5+e%}W}Jzz@@A{h1~;LawdK!lC@#}N7|d<r
zv!rY_BJVT<=H(+Aa(K9QF)PK4pDC*hm~-Mv%=mnJuyF8S$~OF8#n6>tSOhw|xRHJ(
zhXETuMd<)?sP`6oaD^X-0)LFbGrhS|hs1;qi0At6<aUeXX~0(kgx=voFRg!S;$ud1
zZq+N)n--?i)MOjiKgV()iY;GH=PCsQMK^kL_X8A>br_`Ck)SNhWqTZX?!yd`kiR68
zo00U9&CmWo#PADqyW!i_^HHC~^)l3JFGk|{=Ua7`KuN2bV+_BnsRK(ooK#U4HE(wk
zK`(TS8NxOu&)={${$&^lfV!*9;mU9FzqZ&!`b(v$_)1a(L}@gqc1m3@op$8y4*fXZ
z9smk#Wu=^_o$2cMe22e9*4()3PlZ6su(62w-i%DWX~G@57-vH{Yj-PXnq7coi7Tt5
zH4=gf&GL9P#%OAsB@Wted2N$h7j;TSegve0A@(HWgjsTfa$_S49{P)MKs4)g7JO@_
zM^vJhl-6hLKS0PgGVBPTa=G4l>)zK|0|}#9UQ!QC*<kM8(R0^u3WG9k`hMVWePmli
z&YR$1+H2PL1DEvADOG5uAw85`w%E(H@?ddbmft;*=HQ{(<2Qd<e5$gti{)5CODr5R
zQup2Raz*rM;6NUiZTHtM%M4MK8R<jzqt3=zR5n!zq<GUm*8@>6_WKNTa2F9LH>W#@
zSV)Rjy!BM<H<b^aq873&IBGw9`&xTVzm1QZEWOJCdCETlVP&{ExKd1KT$0|0J&`xb
zA1^W1O&Y|G#NF%9>?q+Yc1I~6@3TkAw8%Il(JMmN8=|x^lS&fPmgI63RVsYJWu+Xa
z<Xr$#&(w!A+8ILjCPqzV?QV81l&IJe2Hs8S>>j0nO)SNo$CW9T0*MhPu{OD({kh2?
zP|1o0r9wDoK^4~QbuSIld)xV6Ng)$Qguv^|vD5{ktO-^|7Nm06x#^E`s6GizTt$oE
zRK7q|fBw?X#roQ2N`Z67&%%7^<&N_YhGI6suC`96zdY`3+PlOquG&o;T5sx!<=G0-
zN3u4|F8`oKh<}iCU-?~=)_tpP((zbU9Et2WJ00hD)RVH#knC@jvx;s>b<OdibwwPP
zT~n_ay^3fazPXo^`R8rZoi>BpSA4wpwuM@h<Vv_=?aIp&J0Bhnzblh%HLpKs-*Y6;
z1dF`ZjC(HXlBzg%T(h?2>&25UcbiVnWt~Nzs&rOyUX!);@Ab2!<lJr;;wjSZxB&Zk
zmIk$vbyNPkf<qppGcsfTC3+vuJQlJDDrP<zI-Z#ONvcLgMEJ&XiDSxrXD4NG?z;Qt
z^Cj$_U);<Spv}VT506h+#c~5Bz=i~bZr*{20SF|a$I%nBZV>^JIBz0tW!kf2%2|Lm
zh#Q__`V4CQ10+@$op0K|S|)|#(3ik62zqN)+sIF!%ZR{J6?#qm#K;$9;2ny!wKp?F
z1{txkbDy)7WcN*)^O$5eO@kmXz+02=HG3qqSomZ`ImURXemP9%j4gBJ+N4=yAwGyR
z(S><vOylVxOWz1WC(M;-j?hPqv2&Z+1a2BxpK9<(fj=um$^*hZv^7(JFJ0~;z>V?a
z>88D)t%mJwz>H=BF%trK!gsS@Z$eNa=aq0GI%JEit%75dK$;^Qi<sqfdv+8WD+5k6
zCx7=BN*WX@-6g9DT?OFi{e-rT-Le)aQEj83Lb3a&P>r^|kuc@L{%j5wF42S%LDIqK
z4nXI1ixd2n;`uJuXh%bv?>HA$D1$}qhB|kG%yLVe+=brT97&p^jFPb`>>H?s*I&dw
zAattkE<vYjy6-mO>n?zvNAs&>1<n=->ZhpwiF?yvY70$CU63S7ltfaaQ8AW3MTeI0
z_^t|IHvxfK7ple7!e>jeTEYgp#dpAGpLwf-bGAd2<7#5CyeJ}ACenRR|LOB&8YXdu
ziFn4Ec07TrE8vPH|BLE_JoNul@8bUl$0-uwpynOI2JQLcI}l<XM#2Fx!By)pX(>FR
z13LA&w-7L(gGf7c3m~bm2E@86rL#?4^@dCA8tHB*Z7diMIson;5<i)D_cD2*y}Zv+
zRBffb418(%SL^~>57f1M_GiV&%Enuhr%mbA*Irga2v|CO18iNDnT8waEk+mSi+gW`
z5fDhQq$GVA8AQKUPjPnM(^w`3QIEc+RxKDcw%c@(Jv0ef3wVs?uvhdH<N=l9`rnSk
zZKe14@+Z!|l8P~92JZW?pOvapVU-H;GI5zdRBnmT9s4OPGYFECmDeJ(%+DOPq!hR%
zUDPU;<<M?(F<p<ut^@W5V^Y#++w25@dfhT#?RWMNH<W%jjhm6QNfxKK1yGfIAnAMC
zqtl}M(_Z|Yi)<vw(q2mp&^Ebq+>wyrk2%C<uOppD^(*A$2+9MG`E1wh&#xRYiuBcZ
zL4~ebj^KHBTxJa(KT+aS2keKCi-GEP3TtVF3yD)xaY|Z0ve$p8#4hSZrm>)h`eD>D
z3QkLC#%R(=CJG}N;nE*E11|9H?|9a6F6!vL6<CiiKoOR_t1s@?9P-e-Fx|mUHmc|u
zzw{{0DJ|=?jc1f?%aikJKa<}VIRE|bBDC=4{h+@;9~2(ue9#Z@`X(!TaK%g)z^qZa
z{2fr(_Qe(&A>iD+@3HZL#n4E5CSK39I#wjivSs8=dSE@jE!L}s2O2)oIyxs>G<Iq?
zsmC&C#YVRq^7ciU#DWg4C}+dhy3uYo?d=S+8>Xk;xxi#nW=)Q7L&u$k%6GwW0pm^q
ziK1(IwlB^inh5aFDN@LOI0HH36fOfOgSzqs4=a&_)Q$=%*82jY9&gqOu0p0&=3cIl
zqO)fXb9~5+UQ!`cpTA+@9=Tv&D3zY{ToHvx<M<>B3+y{|PYb;r!@vR&s04cNGJBYK
z5u{WV!<8IMy8QjltdzYi=PGN#%U+xwQ@z2Q>?<?Sd`j=H;f_1^JKI!=rdDmqPY1`Z
zVt}k8JGyILUIOQpFLZI0%-@=tm(f+|q&jxMaxrXT{3r8nt0YD@GaY01<q0$WLIbJV
z(Qf?fso^Myu98Cb#8#^<zr7p5-7DR}{B-9!={+kLWDpqY|8?efuYq@0%k6DGMl*J-
zp131kI*@s-HpcV7o(E_Xhn;B;KKVg;2Zv>AYt&yaZJiaCbX=-`al_{xhA{utsPq~A
z+-c`bH9((p!R+l}=h<MdJJpohC%vU@ufz#6y%jr0A6TZ0ljLEMyq(uuOj71~7#$2g
zCHFFaA>;Z@V*Rg$HHxc;?Th#l0TM~@KV)osmCJ=az0ewwmPu0#sg}B#Q=8GjQt(4@
z7~NjL30)fEJU4j4((`1c&Zw<<I6?{Zw4Ns_pC#bChI#tIcRJ@P2a~_1$<F1LgqDIn
z$Z{tXSvvJDn<B<*lI_VKL+-EDaGB;*q1t#1xWu^uzyrIc-MRY?e)}Z7Q~)EYBz8-M
zmO@&TciW-I8wU<4(Ts=Wixp`g4GUr{KP$YW%PO?+6-%pF`Y1et>QwBOJ`tzFpnK=p
znxkb)&mdb=a5L@$AIDp8%tN{ghcca9gRy&J>}+c8D`(`RCT`InpoJuKEU4OQr8NIr
zRKjlF!0o;!NiSI16%)8}%q?R|fuyhcP|)~jOlgtY?F3a64bygFq8DeIO@kUinwW1>
zJS-BmP!RFHNim}(Q~ghwqo{(62uSMzLO|d)$s^ff{IXcfl&I8+qj!_$y7VY{0)H>y
z&uz0aZdQRZvop?zo;l*WA;alGo82}i2_=6*UV(-Yx1v;h&x354=&^H%#(9^b`~^X8
z!RtruxD0<Enrb@^oCs<SGJ3O~PTE@7W#rFFt5Q9<BPz+05a&*i^>v^|3?;09I~Y3t
zWK<3vbS8n*2cex*VFVr)1|lJHkh+-UF!4YIpjj)e^vmqlb9HtYG^-JQ6ESJg4gK2~
z*CUdjA7*pU!-q{E&43Y|E*dWIzzM?TKtbbqE>QFq9?H%QwYiNEh(Jk{)py?BE>~5p
zW&<kV>W`KAuTeeyPkG4Re^(qS($DvOLNRC-hgx!lEQ1UYTmKZfF6g5Qz)Z!dw@}t3
zdgEl}xmLnS%8a9sAO`pEx4!HM>Sw;iuC8#Y!Kj}?+9zoUcsWonWGtgut6+MvmZ-hV
zlsC%6<qYRJi|O5~Tp7D1rSf%tJ>jS|(0Ix}M$DFVEnKdPDyECTHBB?k=H$Uuv-vN!
znDv*Hj4Y8ARrE~t79QMyAdp>9zUxijjX|ZrxDqe5Eyf;}JvR|ixK>#j0DBi@>3fBE
z7QdDsTZ)y*4-9382ls3tbVc%vw*>%vvaMbzJ>5eER}ilx6>P<5D$%RfdmR<+c3L}@
z759}qxr3rq#6xS#E7-v*oa^HM43t3O0F%pj8+rh9;m^g_<1_5#_nFb@>w_98y@M`j
zeG%e)8sA{4q+ju%wJd>eGx}x@A>i$k3ydlW1l@a-izCcK7zMtX=|deNrWcnbk!G}z
zC*@i|F)2+=%_1kyUYO+(KbSIZ1?7yP7+Hr38<oCtWyKQ+gSm-|sQq0mhNo_}TvAfy
zey>{SI9Fly`V58Kq$yr6S;(3?*6r}}_nXo`k2-FRQOa~m!9MP9ibOv*WYo<#Togz5
zK1uL4+^#fGYfz9G7)(C(g3_$z7`K1_lxuwy(zC<uj#ozR7K_53D{&^9!~7~d?p2!8
zuyvXA8Jj?Ybr}S%^ypo!u9$fe2*_LKqkQtR4vma0u`%A982Nq=98rFidF{1jGB%on
zJ=1u~HR9`~Hi1^Ohn09jC+=}6AcsVv_VYsjh`I8$m1L6?$`rOiEgLQiAHT52Yzm<q
z)^d4fVGB`LRIT#q-m;Vv_3F)If1?Vb{yY-cQuJaK9w5J(`2I(aoq!q@G~)(aEjDAu
z^Q65%DAfcr<regVL=q3P61#Ol%A5=aKkIy2EK5t^fuw*nE)?`%a>usdXPiNsap?{{
z-bBtL|3d)ou(M5Nv3@8V@CpM%#(W_w%2q?xY6X>IcB!%K@Do(Xy7%9Q>e4tWrFn0h
z&vZDwD4d|n8`XTXEFf_qj9wbD1KF(HR9Zlk?wzCWv+C<i0BA<gD)QvwxfgcXrcKSh
zaT<fuh{ZQ^U0N7}>w&06tX$LSZFN3ulTXS$aTUrJt#WD(#wjpEG*w2L4+k<xCTX6-
zw&oRjh+o?cViU~hobQ$RtLlFu8ntFlz8cc2x~Lz5L!P!MG}?dMCZbrHh#CvoI)9?<
zmiLZ7l%jii5r_P*$jV9EB+L_a&Ifh*OI_EUwc0v-jd$oazkz!9l2??8Cc=7(&k2pi
z&3O8**ZQ>DHoH8H1xPlhKu2Fd9`Zc6LdHX-`}6s@67MEWkApvj=g_gfV{~>H<V}$0
z@Ca2zm4GCW<;`N4VqeHa=AE%T1NtzXfz_<Bt`oT~QgXV*W)F-{q06+U4vwi;O4u%?
zdKTATJ(JgRH&SW9f`!FPaob14=z1(^M^+~|FP=4R5#1i@(EDQ7pYq+J+fM&Bf1c7|
zfa0Jct*3zd8-$Y*ju3zVDw29LXyZVOm<=ZJYnGfPH$Z#a<JS+}^_JVFnz8FIblwSf
zjBFJ1bhjc;y(&KKEM_TW8e0W(d^~(PKfR#G>CnFOrE2m9RttsX4Q)UIA55Ol)gYRQ
z4ftQ&16AU!lgaC#1EVp7v&EuY3eyzCUY>vML2Tq^UDu^SO7u;)H#SSDznpADbm#?F
zSHmB~YgvenVW4;}^je<|z4QX`Ey^9wY1kFb3~CvU0-@N3*HeWP1#fa#P=SBKdhI}_
zs#}kPllR6HKnr2C$l%pH4RP$+QqEH-O%~@&%b3f_@CQgWT08g^#zij<vJ0!w%Krcd
z;nBikBw@WFHd86`hSh$%Va8G@9_90d!>Hz#+O~TfEX1f?rbV+zDA`F+K^;x++r-MX
zfTWUbt@_}MjD{3_nVE5=qGpS=Z-J?k9I_3~uxp9;N(rY(nXaa+?2g_X)}U#;F+Vd}
zAcvo#dz>Bn*5DuMr3weM8Te8O2jz3c(rIVL7m%@_ifDs#RN{GGO__FGBpJX=X{m9P
z?U9l@haV%U&x0sZ7;kqrO-V=+{#Uohs06&3s>{44Ga%NAG>gXnI$sxMq1t%^Rrs&$
z{@nLXvh&zC(;|OhjKlI_vKG=@xDY$ZzbmmZp=qr?4B2T6GaEli1<ejIQ;h~@BNkFH
zpGGsLTu|fsaOJ%Qye(Lmp`nT`qjtP>G2;RdJ*xIH27%h2vb@jcBm{)@({=VqW#q2T
z9H!GVO{>{tpb53#o`h+HjT?|hx}lG88@lJXSV+d(Rq|08{J?71EQ7w-Eyc);uC^pQ
zHxULJ;c5*B6(r~O5e+OU&p=b3Vrbcv&zNeidD7UX;jW-;`G9EB*1BrYzyqR-4mT&P
z+AR0#inDG0e4p+5C2b_`r*N(fRX&m5{QD(&>9NAx@fIf^cF&#E3yspDy}8oRsG*Pb
zfUeQ_J=&+eSshmA4Pchf&(hOmEzg_9pqnhOMBL4nb)1m#tTJ3wakTMwK!(oz=q3*O
z&V2!I48c3ct+aY_D-e{Gkt-g~uYn{OjF%sc*n$3$9EK43K51+mV5Uf=BfH+Rd>mC`
za5M-X4@(#j0Vokj)Sgs*>uRh?(21+ig;Ym5y=8bnYrImta6}bpAht$;7)|TTA){q3
zhnv_0aRS*mkJiCPoUXCt98^|kR<%I{*Mq_EYxNlY!0b0))<*MUSwRC}nH)H3RGqb&
z@l6N@2vO7V%@{%Z@r*r*UYdF-rwO*Ni9pgh%gZS}vIM`b;QmXthG{M{8)n?3w@awN
z1twsc-C+I=6gmD0T?#c4!C_xgf>%Amqjc#@sM%%iY1vnco<>svoprm{H$pFY|8A+x
zsUBK>=;TZ2IYThW`Z(piGxUikqGbNC6O~~M6BZ&0!nAw7xVZ(;$c@lGpV;j95)=yL
zxka^njWIlOHP$%?@pU*4+4*%ucs~>sqMDKmG4t!f=^^ow9F`D^lyIWL<L9jIc0D<k
zXC%D;_=tlf+tdw+AYd+*%^a>N?+*_8ab(D3(dg{1FH7({h}Ey*aUax$n1WreK#7@K
zQVad&>EF7nlEYsO$R45WeCT;7eEdzcl}gv1<BGK&!=8A7)^y&YBWbttQbMrq`^Q=p
z)r|9XMe-fx{{ZKRH*nf|!Ph>!iqEEDiVbGvj%nZQu=VVbR<DdX^we=Ms7*Ze`@vhq
z@hNlfher<_#bX9;DR-d<7Vb41Y!3TQP#wzK6_5$TlfrkthJxsb-+g}H)cEYz?*c{D
z0{4OH#MGbnwWrQij8rBj9AVM^x`ASu{~(3G>FZERcvWa2>c#HDvrPmKWnwMT$fjYB
z5kc4X9Z5;piodX|yZX~_chP|dKF&E(Paf-<6#9ypdz6p01nqpOb#UG1QybC4+Su?o
zQ=m6Fyw(~1RLytcv)M(<uYH`~76Tu*T9+N$_9geBRcoh*r?-fi6(PualDU<WZk2U7
zdd&1PeJM|q5#2?#M~HrVgvx4>3RWuoRi#>RBm{EB&)V{IK@<cyo8=f3oYgcnOj91r
zRDJ7CFlysXF(XgCqC>_evePK7cQfVv{ycT2Cw2aaPnVsKAg>QxP0hMHTWN7;PCS8K
zKoAVbW9(&6Xqd2lgfDZn;c+=4s&RLe(}G`m6U}t7sQ#lh#)y$!k~CboMK<M-%9jma
zo+4DRaAAmuTHQ$c!3qq4{W|m<H0|kk>X<o#7Ksmke-2gVsDtk{5`fTfHU9wH<mL6Y
zCHPdbJr}%;W5<&dh2q$*8@2O9??qa112tHab}+hcm7Clhy<u>N2d?nYI})>Q`(Q<|
zkVCW2m_yC3aMPTO=+(U(d{dw5+Zp#J!btLGf9ZXL%Ls9AZbsgZ+0AK304p7<H7QVD
zWHWx0L2f1crhfLVi;HM&6yM>W>zvO^j4LfvOe(IX0*6%bT5|LDkC29-{+^U4t@E$d
zNfHoKoDO0vYVuZr+gD0++gjdV8?IdBZe1+5tPkry6dHz%^arl!p=Kq~0<)opeX%2q
zzMe~R{ZS3^t0i*g!BIdr^f*L@xuRt%EQm_oqmiSyl=R6z6wtn0aA@ar1D2cKw)Uji
zrJCL<RRGZkISoo}`b({F6-u^+&$AI!Vb4b|d}9lUaMZq1Va(W_EJmC0?6fi(czR=x
z1!e%}@7z}s0{5YdK7`$~Jz#71>YXckwNu2413BPiNm76HO>ULD_$D1Guy>as>OS)n
zX3EoFWWq(p#(0zj6eC&27#kk^z11e@V=2hF|BleVP&xt~u*t1?t?gh=Qw0i$<_1wZ
zdktAi<5W^PG>7e=`8N!W2N_VU0x&>e#jV#gTc!D;9(laFm1zf-1h}#xK^a<DdFiO5
z+*y02gC;O&mGq(=n$Odd^Rzm*Q7*5qo+s`hjiHuA{W<udC8c#HK*sxITXcKuNaGjC
zj}&gi7Te;Qw30E9T8Tc$4C7~Ad;6A30(~A<pO3O@CAWujAv!%Qi7+>~C&jncN-CjE
z0w1m+Y+@iVFLMP50*YQNerzku`B)^RX%=$2VGZF&#+WegA}Zjvp3$CTvssUkY%t{s
zGXp}JT7jik3fOnG9ypkNoe5Zyzyi;Im8uC6?MRq$06_KPG9Lv{&zFMW9zPr)$%Bfe
z#N}D1U=a_2_%o{z0~lp`z$6~peW>>g#wvLT(lT5L)DCQZu6OxZl$+EuVi);k#x*hH
zMmks8yX%O~0ce?3s7)?_5Q9>t*ME;);6hxWu*j2nhRdhw*zu)hUnte(vmOE2CcYqQ
z1Xz@{Z;B3Q)U_8~2f=kP>*07g0duG7h$_&?1xTKl8M8<TTBV-O;p~gedB(ZSE-nS@
zB-HaptzxDhl!AH~Woif3AQ8(v{Vgd$-Lc#d8sH3Z9=)v%6-SoOxDP_NX2zpV7wNP^
z`aJCBi7LC;DvfqJy_xEHYbNs6&wZ{8b!yJB0P;ZWEFwuGP`5E7Ruz_MXjeVQQKQhO
zn$7W7@qcQoN)FQ}08<v&tvwK*k(*Sx6AUaS#=Kj6(gjweonl*Tll7#OTV}x6`DVS5
zY){QFD6nzUdaWcxse|5k!O9ETxc+jQ>ibt#wPn1I_dS~9QE9BeY%C~O53dL+7s%*6
zgA``waw;bT>~5K)bgh0$lAgquR&B`_FlsrnFjjV=hR=0Nb_{5@dM9>%y}pd(zujQG
zO?(cjRd@Zhxpb;BfqiVF<J#*VWRpYB4r@Dw`{`~6EgDgyG^ND^{rTlPh-J%~NLN)@
z?1_20YXcU4mJl(T59sH~+|tYlhrmML^+|u{c{vW|+!mNYUVR&K2cS_<&AP%|jA2u?
zt?qZQuAtwLQu$>`M!LbCsNC9!jIfhvVVlxTZ>$&Q(xPBppf!#R#1{;x&r1qqcYhtp
z?i-j2xVCt6|E|EHnTpIy$hB|VYq2c`IZ?WERvI_eP0Fv8AI$16?W!{HXPE3`)Z?q$
zjSbyG%SsI8rkFr@k-y)`wTZNwbL7~}OLo$r#&9&EzN?-fg2thinveFsWqgD$$F&_%
zzCO#Epy@kWx}wxlU5{FpK$0)1V}}RmB#Sgdtm->Cs}-)YCh2bMsr~wQkQ>-)<3~BD
zER!3P?+X>yKm1mgCpQL~*m{ynvP{&r*jmIPPs?dI^PC22kpXN~tKNnyNd)bpV)9Rp
ze_oZK@Qyz`ve0zSXv<zlhf8-Od?ni4(c+h_i$sImjvd7O9*{ve>3;0e7}5Loo8P{7
z8Y(8lZZV}f9f;5@+t%Jy@4M=edRzWV$fq-g0k`WR)-p#f;AZ#0&<7$CTYtM#jBJ{A
z^7bvwD~TD4a#vDztThTRPAgGa;e_m&8#3+Zh^{dqGFJp>9`Q}6g3C%5b)WRR2eRL6
zNb$Ri_co1Yjh_a(pxhFlOfnEcr#l~07Zx02Mtm(KaA9{gM@DplNm6JP6}bo#!(E3w
zJf%ursie`+wkFF{L_aj|@XMPu-B7nsuwkjL7MTh{EsDb2jn_y?)h-O!#!=KqxZaF_
zGy>Vl)1pUv7gattAMZDfe0rfz&Znn3sW<Cnarg>s-tTH~$g<kLW7)K%*FVZnAZ>Sw
z<IZx~(V!}$La7Azh5EA_Cx_^Kzxr5(3~1siljr?qO|RW&{ah{%8pKu4gMo4#rr+YH
zFxZml{kh&U)J<kOp~HN=!BApQ510jAf#90vJ-qO1u%Q+1{vo`VaiTC5wJ&<cO<G`I
z2`;s6(W{ijpTeS>Ab~kDK=?~>HDMxC&PTERzp?iI@l5ak|NnC~8yYIBCc_+RmQxXj
z&CjWKek?XNoqEYjq!V*WhWwal2pwn5FeS~b!~Ce@ROcupMGhnR(K!8(AJfJ{C_j=P
zb-s_j-@m_~@6SKFxHOl`ls%u%`{RDU->$bCPx<0<IdUvzMM@g<-q73|csZ$K1;{vI
zbh49Y)FOm@yZ__dA>P)WJ}_L(5Ff$$nRz##&7;#6UzntE)HRy-$7v&MdK6&BbD+>&
z+8xK6rhTIvPp^Hgt?5(|Mk?~9cjtjjz_-M<?uv`9x&HNZ02S&b1#3?pKwIO#?ZFwy
zS$6F}I99PNqb89c5tH(C2`-L+I(HYESMDd4mt+*e4W;|xdhQ)A2NCI*{08+s4eWt4
z9aj0ZJPIyE6kn-GCk34-qF5-<a@aM+qQs;uC;lI!4;0dzhx<?r3M)an>d}og(XAFX
z#!k#2Uif0UrZ*YIkAM_+y3l!(2SSh_wejB0)DTj;W8Z&c91Hkw1sS(C{wLZKC=fSe
zW(~Xd#Hd0RW_;U^^ks~2u~_b~qf%-cA00!QZX=B!Zcw^Z86ROyIpt9BRzo}`k9kN_
z21;+G3jI@-7m)8N&;lAzx>1I33UoZ?8d~2ROs!fg33Z`9aKzXH;A-_l)>~^2_7Ky1
zx_6Rhk+J+Bm#RIL93~fB8pUykn}}Lrf}^PcZ|Py}E|vr<(N`fPC!f9Ef6vT(0<Q>{
z3-j`0F6=rRvw<xxlE89<lUErw9n&LOJ#>QMV%Z-Y;OYgPA_Kd=m_#*il_9WB4FeMj
z8@{&!%qhH;nz=7Aa>tm+{n03wl<LZtz-<dUOVI->DZcOC(1POqp4e{4P!S?}&Pxs0
zzCUHn52CxsFc*_QNu8GnQU_xo^8Y3^{Qu1ht2VC84%&YFsUThoT*frgWC-R1psv5R
z%3OGvC+FgZwchftHyBspw-E56__FU|s(1iEm>ey=BIazyo-?j~s4>Jl8DA;VePv!X
zL(y{m6oayRZ_p763}t?NT6Z90@=&L27YuwP(XCjZT^)Nlr&oE;iPSRWx-5m)JtG4{
zvW;JctewTbiMi~Kcgf6suECzn!9w~Fu;KB8w?|91;7ooKqLs7Cv(AjOBwA9-4Altc
z9woa6!Ey~lms568C|~!EEmmcm{4m_KD>w$po?m6cUUxJ*&!}^fAT>f6G2?^w@K7#a
zXk=`L2+3cb4;Ja+ahJcAwo*5qT~j%bW$tZe??!D+vZbW+<>#Nd-U7*2KjJrg^xU)F
z6~8BFqiyl239{k4hl+q}WFskb=53L7q0Zy;s~_iRjO(3h@~pnpENJKXp4N=f;+VSb
z<zH4Zp*=IrdZ|o6<0z`0EJaNSY>{Y>q{(9I*MtcCLZ<`;1>Cn6lUo_qJ9;;y*H3$G
zGju}gs7{pBMjf^Uey?cCKKI~8dSHym638`+eQSgrz!WuN`e|(4%Mq?IFFlqQOYazZ
z9o1T6T|G_#(9jgK*T|iOX+FGiJibL1RBUjmC=4O`xKy#OxN;(qWNyrQo>7O(=<Jk4
zB$4&I&SAoh{(8J46K^II-R(3cn%+wJdel!NUCS+bu0I_hX{m?$brfQwtC%H)BD-f5
z^0RI}Kbk17ZaMy#Ctl>53dim~T$Y-~MZX4FoiWyxx+4WyZ!Rk#Iib5&&>Y)F_P|C*
z#{$jQ{#5_$b~zD+N887X`m~;Ku_BYj8=jC=Ol6Zzo>z<EhA8vub@CrSCT#AtC>=R*
zA#ieU)Qh&mgWtU=6vAh<x?}#nA8GMy0;59>8W1=Y@AHg=Nq2G$l6tAyg!?SY&?_k-
zqc&_RLc_V#C!mk|(JP-9wO{LPaZIv~ZKj1E;^h(K+oUL)+J<+#ZdRWn8x#Lt=Y|&t
z0E8F>^)|f_Y|h^GcR)Ea+Hzz2$j}wT)gy;k|3X^-wDS!7>&3g>y|gV3?ArF|U~K&s
z?ThNFiju6$#vU6sB<Fs<GGbJ8N%dfcyq@X5kKGX%!WA!B{<5Ew5^?&+?>fx$HEr4L
zHq1<(X%VBKeG3JMagOZqYMG&Y&pA~-|LC;AA#U0DG-cEJ;*w^JJ|_`w`h)qFAs~m_
z7T0zCXK!@D>m6Ns0ZtoX>r+OZkNV@5HT@k#Gw$47mK_8sdB6dqm0ewV#%???0VG{n
z@7M!Lnyl~p!Zl(K?)1g=nI)Fl3F{}g4srH7wcBBasN$EQfPR%3PaEu4_Zk|*zWn@C
z+DZfMpP$2yzTbOf?beIJdW*5tWuJape180r6j6wuSsQq&K^~r0+;b2qRqazq)VZ}`
zVr)h;a{<V8al3L0j4tD4PpwPn90#=Jies@mFSoJ9?up{z%owQ`_$c!(PEJ#elKhK4
z_C``(;WbLY!&yU(^GFT!nC6;;EzcbNn(Lg@{Ctxk_yQ~kdxzG3%d2-WkW?z*qRL_8
zYH3q{r4$eQhfC}`S8nc<_L@4ZJyay~VQj@lF(u%M)0$<tKT&$&v%bGOKK%PK?92hd
z)99`NAj!Og$SVYooFR?WdDH81p-EZd+URiksoes@q_eYqW|e;&*t0L9-KL|{?tPR(
znIU?6Jw3LU30T6c=1xQ4Jg;wYZrbzFdlLymrCNmFrXuVdobyKS?bSii#KO_W4ADFQ
zi!At+kjVhF#VM9QAX;jEThe=qz!#2mza#-gR#!%yn3WluZbN%_i~tw_%`B{PlCtp;
z9k2dSZkBs~(*Sdr;?arkkH6f#a3W1x@GJ>pge7>)^kZ&XH=ktOZ4I{q@va)SSIBB}
zdGXXyl|7O*r8nF3m;YVmZ9@rC3^V$xQwn`th{K$(ccI&%3xJO+UIU1(h0i-XqS%u(
zMsmRllY}*N&ZScJ&`41u!e<KZG4Q6!+($qrZDSD)7)5xDQ$fdKMTd7#ma{%JR$bx!
zHZK?Z-ywctxmn{QW<H1G_ev}JSZ*X!WI~5m5P$b{v$6OjLE7|019&RhZwZ)vq@h0F
z_3Z@ki!DXR2n;Z5FD|K;7Nw-lcCTK{#f1SdGf)pLEtY+BD@4Hi>H>YlWMF<>!oEBd
z-?sA@Nj*tJEOs$A@l3DVK|^t}`SL~Q{;U`v+Oz=Yngim8ixnT=ahSQM4dlQ-1oXAh
zUhi0ykL4md4!pv5>VtXb91o;7_d%AJ)VTknO8$Qp<(JhEWw;#orLvC_lz!Eu=UYcV
z{l{mi{{7!<G)cxXI@OOeuRpf`1MO(sqSRTP*AFVD{u(6}V~`d4auiec*iA~5nY&3L
zECP4mO(!T#v@yxJTDy}>nj93p?u3?rUW$B_n+iq^L{8~Ln?`wACn`&sAa#4>4NNv6
z=Z(mr+@?v2VY`v3&5SQ$qKD?d3AhyP`OFibb9h7e?x9bWgb!o&oije89Y)u0FSFkL
zUD)LS1o}5!=enl{McHXr0CZt6(cBfSA9)xBzXB>O>?V0lRw+HyGh+B?E{GYOxN;qc
z-qMuNqxe-n4KBIWZCIUCK(>gw@W3rA&mB@cCIV`}oD@FJDGqVN+5hJ+8Ma!dL{@FG
zWQab1b93*eI)rQf=g;Imn<?!f&*hYe5b{&Kj3#_AF6m^7uFKU4c$W)`Twz1DQCUuo
zPJ5BsHGsUA*7MJ)`BhvD=Xu}kCjP_zjhT<m$ij6qy4|eO=K0w-Dum>)dmhm&4`tq6
zdiP5g7Bt4cLEkXl<^&ZE9SupSc;6ZV>zFJ~AO~YqCKW}^TPS+oPfMQwCkJMKPQre@
zrL`s-S}TlKjm5s@Vku0SxyuC|foMECSkvKqY*za|OR||z?@JY|_n%AOBQ-5|9nLU#
zB9Cz(${-V8&A%GOzoq3oJ{KMB>vW|T!Q(B+FNQFArdRFu&<;18=4WG?_gfzwd-Qp(
zn@o4ka&xQEv#HPP`M4gSsVpRoPE+&^SKOJ)xd$lzvZupzrZ2!@HmrMou2!TxuU&GP
zL`ONCesX7e<SGks9&GR^C=_eTGcd;L{Np`|q=_OZDD$Z}y9wIF3!fD)rX7Qu-~GDF
zw{jdyZkh8!cPE(q54mIg=M64D#~x>XO4JHQHHA#vnElD6O<Iw0$SaS6DG!t4D>L%I
z^eiZk0-Okw5Ia4{6$Q<vH4rWiB{j3)Eq0b$n4qY^?f_c;{b9%^Dx`x<W}MvGqlx6A
zpFiL+PH?xK+w&gC&C1R|Bx~IRxQw*osAq9ya8wN(y)`wNIg}anH6Ww9!c?TZ2WjUg
z7<6080)w}GGh^BxL&uyMOnNKQBVj6m6--{^hK{95+t`;<j}#E{jJjeL>C*N<hfTm(
zK}lE%;#G40{S&42@#Wv!P;}cZ%g&kELH>M}gN}nA^3g?#*kAP1g_@|m^r33!BR`Zi
z92zUQ+=_eY<>7F?>kaR)43sc*;@NAQoPG9S{_~)Z<6ud~T)fk{10=(QVLl3UzRcE_
zFKT83VruH*R-nbtr5B~l7D++{M{$(^GC$vz`V$x}HW+1TO~1sP97{5$M?(JXqt}ub
zF_#`zkCe~2RH2WBKPxkw*{>dlWl>x-t+(UEjUFiJo{yrapfiioA3Nc0t)1Ux>7Ygp
z&4D*%BH>xEScr?g5~P$1K4t(ER3d)t;6LdVA}d(t=nb^5buZ{aGR%s$p;5Mb4{<}t
zmLW&|F$uzAOUTi4*cFyhwOLw=an<g+=rDfCgFbI)tdT#U72)E2`uvEnW+5*0@>k*S
zF|Ny+4J#3djLWjQZx3<~TuhH7>*yt|GA_Ti*z6iMSoHUJYS;iUl|gHeI-S+u6?=Fh
zfDQRgI{cXnJrZV~PFGlN9HH`)SN-enz%9b=6IVK+0v<D9AMc8V0zBp8dUrovWwOET
zD3^9(HFN3IOKR4e#c~bHo>_g`Vi8^u2fWQ^(X?6n#l;E%C!Gye%Gj+8Z&LG&KW5l$
zy3_dPkBHl;CB$+u2Q-x%d9nP9pUT@QlR#2@U!f|P_U%z<S+M*3G&cSX>mS9)e47=E
zpQ^P_rzmr!JC(fz;IY0RHb|aIA!=+PyeKC~I;SUn5CsA-m~rn2rl$@(+cdOTZL>`8
z9=&I4p0SV`z&%Lvi+OD>FZ%nZXxWaGT|Nfw$FRzrToimRPW6@x=YJFZ`mQysT(6Xp
zQjX8c_o+@^nFP^HQRV4>ul3VMT{!17uA)S<&J25iMi8|;I+^*Sh1PodBkRP!asNUl
zmUxl!9AqYgkZ@<_vFf!^PS%eyrw4s0uAr>7&vc!WLg!W<^aZFN2Oh>w>4PPFNRQ{p
z`a9L8l7VvgbGq7Vn}u%8N*^!;iE=(yaVz8;sdDer<gam=l=ra|U71e?e;}KGZSqiy
z@j}jik}7^l0<Ec~J3XvzJxFu%0<5u<AMCS#u@5JQkq8bgIn+R>?f>6$ABYD@dX_NZ
zBcbA<JX3<qaSBLFoQinUj0Xu6u<4u_G1*OuU&&1s3&YYn!7ob>{ym*WddowXUSE_L
zOmUb4=gY4E8&C+bgj$q_<tLeckVKP!t<mXpk7IR_kTuA^b)&MIEq=<S4V14xi%E{J
zxS~?k0k&QvdMIj&)JCeqZJX}J*xMIeU283dspkKVl0f+$sZmDqa@36-4_2AU=NrE+
zSvvFP)<BJO$IpiLN}X|q?F#aY542vd%Nxi^a=&660ijcmKho2Wj8@|sR_Kuw**L<D
z0}z|#><k|ijE8Pm@g>32TEC12p7=DDi*g=#>JA@wz73un8VdF2uQP54)yC0;7sWT@
z>t^4~0>DI6y@0!wGL&0f)TV-Szo0m&?oj^vJ-A8uu2v9K0oQ>E^{>l|G-lB1y)Q9e
z+RB|>_aRy38HP^(LOCS`S*<)(NFSVbDCXkjp_2om#`GhQ`g8R)_|NAbiso4>M(!{&
zp~-r?WUINcr|-a6JJRh}-u4(+p#{OmUtkL3s-1O^WDlINxU9wjQiOz~9&;Fv<7Q89
zW<7<7bD&k<j*NEopWhA$xb@!(=|8!+&rma<a9*_pX|e$q{=L%|;%CSWP#R*EZKt6h
z$<CnUZ_)YT2$&byoYjNWbh%TLZtc|q(j_tqnrD1FhFnk3IB$#EczYn(hhnB^jF0pn
z8o(h_zr;%0pPEl0@&R~9l60=PuVix|wPx(XYJX5Bb3Q$RzqlUd#&#e6GDX=H9nJh)
zzfy(Ox#qr{`;kdm;SQFm)x|+!QTx9rN4Svn5fx%{Vz<+d_;FA2oR=gt`qse5;{Dni
z1ORTd#>B699#{|HiYhxCfv&6`o(Xi#5AC1di_I7jJgZ5{F5HNQeO2FX3Q=r-@uKwH
z->lm6x2FFSTwj%Z?GW2$l7@PbpYuPz9ujT$dCu#D)pMSwbDr~<jehXN@=Cz9!EHTQ
zpUdA+wCkTgx_ZVe5b}F+HJ)`n;#CCf^<o*h8z00F!z8dCXt~_KcDn~Tloo}wgk{XJ
zdta1fmHWjw>I8E|6WncS@&db(RH1|ol6Q%(q#9g9UY{q9IjIZb%Up#gIl%9Do89%M
z%-uUJVf$FI9+o|p8r{5fr;e_@srpUlqGWsXn;MVcF8-d=dUwk!l;%F8&jE{{ZvIk^
zED*f55`lTlQE_VMa&{!U3u(b)uiITzCiLdjvvd9|it3yKgA~}K(<j3cq<gEsO;sG?
zjg0<<eysqhw<|xbq=B{juqYO!%5y3BSvBze)Z4#4+#3lU#Lqb0<*9T0MiVAvC=t`0
z1UbYG3Jm76zKvFP&b&!wbM+$=L%FhkJ`qBo4f-oAr%=y0acvMn6*JljrcwgiM(!iw
zO%Jaj+4y4l_v}^^u@K^U9Gm#MY4Ea4WFXSBp*E}YX#w%&&RdNxwLAHtf41p5DIPi@
zlA%*icp6uoNR0vzi8*d7EL%y*wjsB_&vIraY@q<q^t!AoL!2Z%4IdDvM8Mws0?m+z
zH~|O9h|Si%B(diR)}>mqelyw~0gPwNOlNQ^vF5IPXd1LJe4F$nmuj2-xjwU}vP5;A
z6un|DicUUP=4=H5d8`96Kn!X)D24je(Dr8wIf8rxi}l}%wBNh{Rx{P=JTF?Grwg%u
zDnX=_3r|C(*DVqx&<ER$J|=cumJU_kb@BoZjG^Pb1e_mUmEXEsyjVm+q5dEaZG6>3
z%r;cq2Qg-}qnqj(_Q#@!JV6kG6U`Px{-Uu<z^=>7KP}&T($~Ke3&K@nVnuxq@2trR
z<lOIqu0V5hJVsa{HpYf7^ReR7IS~lWCv{{X0q*IuZA5VTqYb0s0DJiW`On{-9udSp
zaTrz?Q#|};I&}MA<YnWs-#PW?4qI3OUn6Wn3%&{v4l;|eI|qLdsCd@vtnMCnlw{85
z+?ioLw~=x)EvLI#tEbW%8xU*#cRbDX)jlEa78<Z+3Bvrgu4uL2i0tfeJdi!tvi=UQ
zD0vtT<eH6ihJJ8Td3#dJ+ORFnIp6+YXj_e$p#lz+I2uSKhR-=wriynfagJAjSUuB3
zHjtTGzGDw?<Y+dRuB0L%r^MAh6r=>rVD9pTK<4F#w<9$~^JH1gPEg^L#n8{uNsCgl
zdh!sLZZ6U}FggiRp62A~n#5j7Ik+qdW0XlM_;f%*iPYtPhcf<OEhb@IRPEszFMVTT
zQZEN$08L$#XP|p8uFsKQ3){Jl)?jTwhY{?~IJp~2H*`#cjcA;rw9$iRb7hi(#s8Fx
zS=UR75<>rUPB((%0~($`aMR|?EC>=I4JCrrc<W27)Iz1WA8i>zi#dvB-cR>3dY}W@
z*SRH+2-6Cd8~w8wM<&#mx8x|Jd`sx3725FdK}*yP-7b!tyMMmsMb?Ib)^h-qRD6J|
z6EHXR$hynb+i+jzn)tQAMNIeQA1v-(?AU7Y!5)vpxxtGcybnLg>je>bPu44)!RP1R
zZ??899R%HeHcxID($z9IQhpdw`BawC*QfD)XtX`9aH)C|%q`*aqkF(zc3h46e3Md^
zd-d~$CLh#{v3(xMK;(!GZa<}1eVGa|`4tEZ=3UQz!$^=`H%B686lXd+yLYAQsH&&v
zm~QFO(4;rhRGrJMVbQhF@0Fo`UDKZ#)%g4Ns<*|j;a~o<RuXy8k8UGUFkw`|FD2Qf
z(^Qy_=j>;<LV`(f{K<?jEZE8=O91{h=LKvHx`QR*brN?ZLD3_H*z+4b+<WvfGjEE<
zuk(v4;Me|z6737P$vXct+{Dh;wliB<jv`I>4~h+G!+*F#pQgPK4C`{6=H5uG=;X<d
z@;r}uB;C+%=IKM;dUKzR&Yd&$!IT#1$xt!U)=M@k&{ob*6nX^Q=^dG)=<5u@Tg-DJ
zZ&($GW~XVV4)??)pDK2pY<BTr@nX`8Itcl?#;-KHPBPi^9a<r_FG}jNS_lFT*kI{U
zR({z~(poJ&JalZ_aCF+|r}p<VZlsBl#tFRU8t5>e?(@_Eyrkn61aT#ogG9Q{jg&z%
z7JEnRAgC<D$rhye@b<)i6ffpj2aM5o7LuD+oIto&_Te!$*n_~dp8!f6aWdsOHv(b&
zICi!;jC|R@^U;MU((2(|ch6twKjk(Pe{-q8Ci&Mx-T>#ooJa$SdmzY1qKVl~)CD7v
zhdB|I;ov%EER~n-<Zey3@%FTXHWeQbSUNKtHh{VPlG%<@mnzISs0{uuNBFfT!?BXm
zD_k8LFA}D_59YxFZ?nhO{wm0dN#`--1{7F%Sq)aAAw)CcfT=R+k3YM+j+V`~48q<v
z?D?mk<=f~J^cV2t7`eHlHD<ZU>#RtbJ63UbI3N3EtjE&a=<9OSfGG2X_LOa2Km;t;
z;%?8^BB{mJ&J(U@X8{Qn2KEPpFZaRt4vK3*$JT!;V-G&InF8&pDhA+la*@$&N%z1f
z31YvV9J@T@?)N6<?`S%8n<(@;IGpQRhGiNOZu?Vo(KP$NqHRPB5z^EtWt8eZpO+4-
z5DuO|{Yb{C{4};2HlG?#Ax<Sa-?v|7gwp@J@@CRYixC|(9sx^@iU|sJ$1%1VrXB;!
zug&CE^2$N$`By(iv0E@&`pg9r(S+c3uPEK-fI(KLnj~#T%o1D&puSgcxWHBwZ;;ko
z<8XGkhi-R<vH!gb2hjDPV+nsD5N{hNbz<VNz+5uWqi0<4fpaPiE%VumjSNyKzqh5W
zb>&_scS@bZvU-vvTG5F(d11SrQQkE0ai)sa`ja}GXk=p+)UJdwe4X~sYfVU-PlwWn
zmBpt}T>@D#<X#s=5B&M03a9*oHB-C!+W;dXs_{}A^glz@*wcy=*ZC54jh83GAr8mX
zvbg(3?3pUm@_lRz6EXEGl%kJqRCgmVCa@Nz$;eCPHrN;rpTmq_2e;lA8~W*)$)34D
zTC6Cw7P?LwYyYvRe#rGloOtnVr8#fm%T$!p`?;2Gjg1OTO>fn51(bl+;4BoU%A@0B
zyytw|<r1QCavvfYiP3b?|H#mEHpqXqRC)R-7YS(AvljY-XvYbGt`*;Y>3HC&{#UrL
z7v=39@xZdrr(J&+%5+46EQAwSJt&TkUd-bflCo47?ZSGT=+M<{QhU*k@71z8QE=Ap
zh}&iJgeSQ@!aa%2>+fJBD7}olRB@--ZLi@{Wqq@orDCDmjypwr4(ir+$~6CLZBffR
z$JOU`gxTB218uU_Zh>zY!0!M%Z)mdF^fD1*XMO`cu*ZeK6!^tV^ZKN<H3VOfE;@Op
zE@lW^K`xaBtj7x!=ZoQ3)d^AJ*G=;DSS|z_N^?H<<EwrznR8sFiQ9w3a_3b*3uG5N
z#Y+L~VYfI#fq{6ku-nw2bLA2ZK%{h=&3()A{eL2{ZK{G<0*3}7rL){PGQcS5TgF|T
zU0B@@W>Z8-7@-(CW$iv83>&R68*3cM5dp~p4zheGCfbN6N;B%D)_T`aZh?@7sRyX7
z#(HeZTGJ{=K4XD~1IJ_x`(*-^Svoe{PXNJ%Vtslb8)s0v2!4cM7Ns-n5}`85mdv>y
z7hW!BPt!K33P8>l7ZatLIgvO=b#KMl$2iH~lSnAjKxT7j?bkR6>gHtu&2qCUT}zcv
z5t3F?xljogqz2797DI{6rg2M4l_8s5nU_cInP3a%0aae^=Lt*ft+C$X3D0O*lKNjo
zv1Bg<u$I^P$6kmsg#T@@0NG|YwPjC}mw)>{D~PY<^3J?)1$edy!ooXWEmy$vkVsV6
zK!4t$jrO?@lAqT(S(gc7yGfQCM36OSI}~qSrsFzS<6XPOZI9k);IC00(crIcg+U>v
zSHEd~-dhJKp}l@Aqlko72P@HA-X^{_BEH(TUQb_(?Gr{pq<n&aDbv`?&A3fD@nb{m
z+Hkw-c`rwkXqPO@jlZUu>Lr}B`!H%{lj>pHMj)G7I)8GB2rKy)+8g9&lb}(wyM4B{
zW<KMpEOHA4rRwOdA#=Zf?Jvp+u@1km+Ve23@|JFMx)bm1)sp5v`AwQX(Ab&AzIdG8
zu|HxQ<H}e@9<#6sp<-5XUc%m=uC;>HcVY3i3ADm^3ecW_lz=TepY7sa>l|*8R9njU
zAZ-asyR$BvW2UXWvRH3LVg4`*C1INt2{+skDqw2KEjOs&s#vZN6^7NH!@OU_A~v%~
zuhTJTz9p9DHM&fH<|ZY<(qqchm_KYv8$nmHZTx#$>jHlOB6e}9>T_hHiue@epkU+g
z+Jo9>sqPuPeP5J=X<U-kvSYEI`=F~&>|pW3u!-Qxd%JL3R<7bcNhq#A1_vz7?7vUt
z9=S2IpQltCuQ9gTRLpc`{s>f!;e_beSfb0Tfq+S)^SqJr;xi{ho?OWn`oS}I?AT)o
zi}+?wvU?{{8+4?8Db)>jr?^{lK<z8D>puuNxlGo0_?pK{;8G_NCfl%lnu1J}PFcE8
z%2l5vnuL2A1#lNu40xBa8n9SDbwyAN*?N2V8cN_zm}^prMvl!vXm{Lp+Y5g;U1fJf
z{nNYsP2bTK+o}^b88oLt-R>-ltnsx|c@OTKN-evmnM;_M87$-{s2=<O80lbcq49b6
zC8o0S`_W|i^_RILVdseL?6qf6!1b(u$HD`F4XM?QDYk?Yxa&4jzil`-rVoPQF=V^k
zi@8Y)7+?D&+3W=ldhYF`OBWZsAk%9}QQ7zK&R`+pV%a|Y`1_3897q27R#^>X*@>D{
zp0SSc?ot{P1C(d?=m9h0qnjQZ!@yyC-f=647%WeD|M5`PptUFbg^=4E+cDj(VNM{g
z4YQ8sUY~=vTeicDX|bLoyH@}#XCCF{k|g1URGn~OsI#y$c?FcNT%QEsS*xyhOMW4&
zBCtE~AG;A%h%gI4wFK*<03e1&K7X0O%<yub!px@t%Fp00iDIJY=uEp)I$5%R;pxn~
z6jrNd7SeIKY6X$M&$agbA4g0J;ZSrdWRT&zd)`t;6ZMf)Rdc-U2O*dMSkdCq0(z_u
zI%!zUIzq;Wn5sQsJ|cr9$$=n#QB(;_3o_9MzO8@9um||pDo(1ZgSDoMA*|rohF1v{
zBDE2v6DOZ(ISuE97x-GJ(?-E_Lsv|}t@csiSfeVE^Tt@OnAait#_wSE7yi_Dt!=}a
zk1GjHPA+<=ktHcy5YIcgEIANc@_29TNKwG7-;tM1PMJULIFg?%H?gMP2Hrq&(s5y&
z^QkgLm=@}3Y`2%q{0FDys!!)zGrvhxZzRqvr?7s{HrH|F^sn+lIh=lLT5R3ys(fRo
zUg97M-h>Eq1{P9>WcbWU@9&n{M>3q{Fe$sV@PgydMEGy|HzdoZyNR97GeBJ9@FOX>
zcDSK;!;4bUY|o$v7W)*Wu02C5;Wa3ej2cp!_|^-4!#Gee>12ML1C)m=z=5J<T`SDQ
zj?UvxxkkLSWfnxhzM*6BDI>MnI-cePpayNW62;l|B>_d<>kjDc^};uAq>$-Vs?P^c
zW6R!t=^ksRI0<r%Ef;*nOgM|eqz-maZN`mB_c_nceHsap<<;jy&!@kcru^RxqNW&1
zG(ny*kekFyzq^Wys|*|Dn&Y+?(v9^4DHrd)EvePB0Ytn=oFx=H$$@t!T08&^ovdz|
zW-J=(n)!tBh4np&lXD<V16BE=s1?Gc*6IxbkE-(x7?AucGj59fDd@Hjd)ohIVT;vZ
zIjZ!5Bc~7A25fNNB?3q^cHlO4sdA$iPS3N(dZU7uIXOqe&8{SK`q;JO$s9Rv#?2C(
z8mJ$6oC{k305blCWmM_DB3~lxa&v^3Q(?1C@;~{hv>2y;^7qlGemjNUTOHm>FeNZ+
zpLyKY+f6?x`@jVtZlOxC$3btgQIDhds1`EyL5K5MVYF=c?N~1Zf@FG{b{Gza1axwR
zhSJE@FUhTqTDHTZkL1?oONl{ZmgX40hh&a{$rrS%^y+wUc9UB=YD2%6b*ugPd|n0!
z_aOOzk>XwMzOva*b{`z9aF$LftTKV^U*Ph}Z2k%>T&jR)ceg0VznUyIQa0qLPD=d_
zDR<Qe-x|57KmOIF+j>($j2PuUur^QxcisbgN0jQPRGORb6x%e^2TPVDA=^#|g++tM
z{cp%-)Lp51-{vD#c8$l_t-SEkr$xF>3F$Bt3P`|YhCLn!ouaHAavSpw)n1*_1MUtU
zUL7m?O!_A7k@$TPhG>pTC)&`Q?3`kW?JG^pR1ftF!%*RdWc6U#e_OH+H!M|-)jQF&
z0Ty<1TUzb%oYxU&&2|@G^8G>-0l<Cxg~6awvw>-QZ<o0C66bRL<e|)6uiY-g0&LH<
zwEJ3X`Zst5(-O-~cioTYSx<N4b#4#wlh%n|u=p%2iTqvKujV+LAw6uo^haDt>m1+4
zi#m2k>6DdNuE;-tjxw%-t#tM*jXgL~guQb3X-1=%=ni}I0kj_vqfpVEVBPE6%0Dt^
zGH|OS2o&LJJs5(tCcCHe_e`e@Y+^O`+s}rMiUJ(=Z91*0Gt!T|no*}aJy_Q0_vv)z
zgX$UY_o$tY{@#6Wul#AFqlsa{VyU`z%qmD)ZuiYiyOz<XVWPQ%B=>`K_poZ=6us{<
zz(_F)0~~{O5pst}$g$Xeu{>D28~g@!p!n2KN>uIhPH7KJ0@d9!W;OXbvne``e!e?d
z0GFB&6bA<R!P&(&G~mZwRE90H1NkTN?Zkr+fmCx@t1#&$BE5{X`r;t#-Q{0@3DEEk
zmR0`XKU6h)_6~_OIw;78|8%^n45d4NcXC9uGLm{^%IQVcZ=nrO8oKlrd0Ng^pl^vi
zsaiS9<1fApN}IP&xWM6Vv^v)cUJq7mNqxBB1w&~b&-%KAL!bXWHLSE)kj<8Le4&xc
z8P<=jK$i>IG&{#GS6T5kHZ>L_&04ptjh5^jf)3cH*3MLpE31~uccI+hyx?wwah>x~
zw*!694qY!tc(|~L$!YIe<@kn<*#RvEq#~RR3?aiUZN-x39dAIhawAPWJ{UVqfor%o
z%Uo-D(5WXMW#n=zUhWNr+?vt7{HF~?zj@_O`Nx-bHR;d>nPEj<e(TR+#;j&^Y$MJO
zPBL7ftTYz0Pv6&rxh`UGDw~xiA~oKM4|<kF^K@Gv?%Wv9XHB>k$>@O*ez8x)E)g4_
z&3q5DI3=?GnD%l+u(SUSI)$~L69TF(H)bE@ZTe%&5K^0w7Q}7RXZo5IX?SAabL22i
zXbwo)q{PnWeSTgm+DJ?0_1_n5_M|n~0TZV8Vc2QkK^iA+`cUooB>->mtWg#~p7dfW
zmXE5j&I&GaUaG$1P1f$O@$j2fvMd(5%`P3lZQ|F8X5Qqz5G69~`HyNF_2h}|fIisL
zvUW3RsX`$_TY~l{Q)PM;jL)l_$H3XT=n_?tP8AtYaC@~!o7^CQb#{TgYzR^i&F#39
z#>267A|QrMorBwrkNXLlKIXU=03A7!``rdU2n%^fFgFh$t|a5pu#O547x*FfieS??
zg}kAoVpBf5mc24i!^@Km!=)a7SGy&UrYTu<hLa+uR|gr-Z1~>WJZ;jeyR#FkyobjI
z%)_wVJGD>5*cK;;{&_&Jwoi*-aSkvQQP~x-liodaJbIP+ONaCFV)<N2E6{P;71Wzv
zy)8w|!qJZlNurN=FXh+z5u09u83#`BQzGG>-8o$D(~`-IRfYlA9#9Y4LB!H}HEJMk
zGKUcZ4R?Gh?*%ynP*e&%l1;_|yLJDU&Wk3(>vvZGUb#uc;|s+PLC$nRL5GUNq?0?1
zUBJ*$hU6u58%~3)j<AC$fHCaA)PoxsoHaH6ul|TdCc+lFPi!#+bxzVq##OlZnQ3>_
zAE5ElGG=?m9?FdjO4fnko5Yr`<&3a`yphsc@e{6j=We;UY#ek-MX!%zf!Ta+J!y`j
zL!&5*dHMRZdjuTY_e~F&v%>w8-&P!KLEZad8-mTK0?y2Rx`S+xC(;`!gizo8M%dj9
z+Rls)BR0)Y=I((U`go{=^p<PlKIjgY+6wgHZh=Cvb$tJSJV9J93yT^*-Xm&iA1Dv)
z#kLdQB)P?NjsHrIZt~>(eDW@SZy<Xrb<Uq+v01O@kq}b2zc1=W*ejPESNj^{MZ%u3
z!K;vHoMhL0m^@uqLyCi|R7>SgLEPH>z@^l8Poonhs6V#2>y*$5O)e*!gLZ`%M}|cs
zDzxqHrvE{vfq7ZL9PAMd)=`-?B-zXj`Bbs<ScDM@b&uKr;r@sh4>U)^;S;&Qnn@Hk
zx0AZcO!&!t1=TglfNV;-fXdSciX#uE2C>^*v<I7SE@3AMBJ&d*zdUcoj5C_imPXaQ
z_~z!Q!z5$dIV$Se=y&nv#jLegE1c~%`E)1*rvnN1On?=-CuYJhDhIY$_2~~~ogt}*
z#o6c@w9o^r)f~1AZOe3dXU2D(^HFSP1?|FVM90#CPR4`mU95)t=?W6a7n(ht(ce%}
zr{&S!YwWux@icHTu!A(Teb7sDhs4{sj?2=6t$VHdD~NuO-%m7KkXi&;<-1N!Qny(R
zoZK{+UQc@ZL3fX}b}z-Tlta<v{)kAom0@n>35=84%$WB+@*kcOh8{v|SnFDEi|^;!
zE8Q+TWa%$h0#9%-jCY5N;IwxZz@`=HfQC_~Md^vs;6vw|&kwi3;09MAoB>6_)#|wL
z%umB03l(jiupB`^W%YJ{8BA0tNt)G;8y!lUL?^hKhKJ7#X(anax22v9hRPD~NFW;U
z{o8tl?+pmemS~N28SYbsm!~j#w0ZbZ?Z?srbTSygxt}8xo|tPCZITykdRjN)7D(0I
zaq`6O-FDjpA%EJOuQBnUwXyfX9nc;Ys}^ATQ^f1l2mCaOslKm4=%*Qo%qg+lSmG$Z
zJLzk;HxP*`@Pzz0^0aA+#s^z>X+?n-TnbHGFOIf@))^Dmx&fuyRyFKhR~+Q0;eROS
z0GOa4GhPTb<k*5AvHQPr?QIH}C^zUZ?w{@*haxvDf}XIw&N2K)bn1aOpR3vRcVE%X
zKUdpd{zE6W-IZg=ZX7rE<n+DH2-BT+I6mjs!hZ6Y@S@}|%}a_+1>JjIh82b`M{I^9
zBotW|NV#=KK#T2mHrW_8?T&_{Gb?N|!z{qQVC4GcG@2Y(X*_i&TV1Zbo&^C&3|al7
zxsC^H&MOhVL6jSqxK_sUA1uJ{fo3Ss;pw!J+LrCyRKPhFZn>m_&G)%ujk16s#*7k7
z#yrV+?bai8!SHb6Sg(CZ?I18mix)-Va;aLX%R}fGP3Q25m9%xD>uK>30zwCYP~6@7
zM!HjRWDduszIMv)Dy8oC>UgTmfnss@6G}f++#hKeitR~$E)F_-{3*{kLo?A1x*jdE
zY-jWO4{saCVh!Jlk8$^rqkQcIsKbh-a<c}C^|q#6GlN<twKwkaJzrwVxMV}1Y<H!U
zsd|GK+gjjokdDX*QIe5GSl;>OGz!|uBbAw3gT`D@EE-Q9`#IXkrOmAUNi3f%L1qSt
zk74Ji@k)NzNWq2P76QMh?D11?Wer{f`IhDwSAOOiuAo;+QWI_{{FDe>8t6VVyY!1T
zb(9n0_jyZ67J{MG;s`{XIUZEoaQMwHvzmA(ZcocXz;!RDM+X*|-iY~t&72bgUEM6x
zShC&4Eck5rP9Zy^u#<2P4~NDRdm|Cnq$g>0kBB*(&7KDsNNBIs=sjye{MbuDvLF0V
z$lhm<<33fSM|%X6JQ9xmlls%zBVqR&`iN=5A4I7A#L@Y0@>M;3t3H!L^OITQ98SRL
zL^o?7j>u9^gaSceF`Y1B>ccE;7_v<pERq>D7&kIt`efC)_e5>=?F&@0dg6;^kFqsR
z0{i9cTcxXTxcMY}R9+$~$QW2<L_00H3L&mq1fY!we8SvI%-a}B?}1m$7#p7GWS_=X
ztF+>?FK<UO95=>NV3#!csY0mF6XpDcsP7LP=#d_%MadEvupow_$upDQUoi%}5V2Tz
zu9qN%cG8_eOhr%ZHx44UbJDwS2~;@JL~aoC7c8k_{1=ecOH2Aq2$FuaR>8P$#{1A<
z{{K2F$p2fYBGFRX2H~qQ8u~SMyIqce*6qE1lyK(Oq!$W!$)*sw8&On0P3$V8k_;-+
z3wQCZgShw`FDJe9KsnkXqX}=i(uP?^w<BY|^!L|5&M+C(KG)rgW{C*LF`?FQ97AH3
zM(X|{3o@_Sb-w(RVDmZSo5qhFB8x(=k};W{RT3opRhnF&FLg2jZfdC8#+I;G$~x+P
zTX9ik__&KB!^VtmZUMAX-Z);3CARZv|9`yI=B1GZD6!`_WkUx4md9J~mf%OiQfsBT
zDK)6D7r!v+1Gm7Pe^?w(v!*WfQnkn^p1~xYnI8*SOeh29z2ZGQN%JrS*Vtm2g+aRG
zQk$jIB_pm{&fP?d-q%Er%%ka?@5~VYvpv7E?l_er7Ue$W;<6`>7op*U<wMq`ZX}oL
zJi%IORMOY&d0vCCREqPN3PcVC+6Ev0Izx=IX*Aut%t~v3C%F-pSu<Dh+swi1PTczG
zY?NxYRx0ewkLBvwj0kV6+%*piUyi^FykiBZ5B*pLWzhK{4yWonMus$3SVuQEbdZ*$
zJH7^Q%gceZo%l9y2pIG>oF4f9+VtYtlk}lPRrqZxM4>nvJQb&l_K)jL^f<})C_7}s
zE|aMr;O5}Sa)jIo<>eK7$ez)033d}C(*)5{H{6L9U}A~A8ErfNp?2>sQZOpeqFqbJ
z6J87j@ibC{z#2auN;sJ^7zLZ`$ILwZ(%;7jJrItFj)2A1-i4Ec7jMMqdHU&EBfE5g
zKGiZrTgTfe0;bF|w&lCuxEgT+WcsC82Aoic6T5-s=Z{mEr5<0KOBz?OAP24(9VrPn
zO@6`M7w|2=@2A+O>Dq5W9qikO>K-hlSd|Rhdgx;hn>#Z;NJ7b-<u<njsAqJSYFJCq
z)v07=8a!gq^LRVZa$G@70Ptv>65i`_%jsy$eXj-rySbZ%J`3O7qBg!o`0u|^ZlZ_s
zvdpmj(~kF{r}Bk7dED>3^eg#SxEQpKpC#s0(FQQT*VrBi(h*1%d9>fSSWPI8*0ysH
z@*QZb){%n+fC-D}i{bho5)f-|cuU~qiUpdp&Kbzk(7C_4O$WrM7lDE1K`<yOFSGN5
zXvB(dHpYnGc+b5wa=`XG@+;4lL+XJ|2UvL?G<+EKFSPrI`WNc|>1s{?wJ$+>ICvjy
zops|t6h17Crhq7_kNwifNV6auyv2EecDUVxBBQbD+n?u&RvGuTnw`OQYRvs_N{Zz!
z=ekuT8Kib=t<YU2_3XE(3n;UswEB5R9V2$CecBYUj1?3H1~Zx17Qk8~T2SWcNlWDj
zH(joEOp0X(87a{G1Rj1mNY5Z1111vbSu&dqmAH@Ik70L52f6i?7JQ_(;yF*1bFj;x
zV^R*9^Ip;nMMs$rJddV*qA)o0N2(DUbPH`i6se<<^#(5P!OZshu`Z`Ij(1q-5u^X3
zN54R2>@VnC2ggLsQII-{W6T=g*~ei9ECD4y8pr8}VPTnXa<A6_(Mp<VsbV#}VeUZ4
zA4rtlMWUi0ulO=QS#e5uULr!Dn<(IVl8qBF(6-5rK~1~REDu*<Zf)k2?I`9N%xgIJ
zNm|ghYCo7{mLLkl48J~Y6(_L?;;A;h5CrWzuw>X~)X=;rDG;=trP8A5(ct+>mLb@$
z`n%WzF)2ieNq4VtHO1@_;0SV%csy>iw(G!+JM~Y~_1RwR!qufVtBu-*hCt_Scjxrj
zRUqHwWIY8Q?xYQuTY)<UJZ>ee1*k05yB_aTl~R9QD+8%N_q_Spi7L@YAN9CXg9SKf
zX<$iK3wu)saF-kZ!_HW@`xl~LN0p9M{qsxn5XTg#Nr$xH(WZMteU)piM#(i!p8<Sg
zI#!|1gi0GHDd^tgrJqxF*<*XV-^issww>*xvjb;Ds)k7!h8ucXE#}6T$G#MkX6Ui9
z5p#ebJk!a0$S<kdWTe{wdr(T%H&o+RnGa@n<c|9~-`93YAwt=Bk;4V*S=tJK(Z^ze
zP}9r1Q}s0fvfaE-kKAtKzj}TsoKIBW>Fh}%mVXrCz_kYxAn6<*QLgOXo?~z@5)y1(
zo{E5JkH^q7t(S1(!ksWk_4az&9FW%=iPBz53FZST2JcfZow|<`3tmf)Nt*OXt(|QE
zaEfgU7yx@rar%>5%<U#tO$M?n!KU)sQg5J}BNOamM*|@uG4@;M=Kp_c=eeN`$6zek
zL3*`Q7-qIl2%Dnau1WT!0fYqG1}~uKV_PQOq1%y2$c5;RP~?Q@JPgUB`N2qS@W<5X
zsc20I;5^@5PZMZwF(VjjS}XA%eKhgmRh7FwBpF8prx3exBcY%5*lj<!BgDk_scf&N
zl{qhz9#@{me<-g~#IE{1^JD^uZQJZ8snVsoDiQZpI5sLy2A0?ieYRYrqpX_reShJJ
zz(&1pso|4uBcs(zNlT`M8`52u&r*XlD#hR+aL(c+z!C`Q39!$8+TVL5%A{5{stW)(
zJiONY74tqB)UIpl+mkf1O1&sSZH2<(y<LTp4<5;%FhidRi_%d(+~kq4IXbG|<qHub
zTACUWo?Ox`1t?7vA|!7CRM20;45PjZ8}Gn|WiHj#VloJ&%1I0{jPV9X4%Gj6zexwC
z<-~S9r3gF#46#AB2{R1cH<TfE#vpf#ck@c`@M7gQ7YCaa$G61|E0j}id!3mwaB5v~
zA#xQn8Tq4e@s$@YsLwudV#Y+r90&a#FKc+g^y-b9*!AkmMOUIwkv^h)So7oxgE&&!
zcDdrJ6TtkMB`6%)xJJbM^YO4tq_xNFp^%&)BHDTg+_iemU2M?7lWt}q^3wP$fYsZ^
zb%outigVG(g8blVK^y5oqW=2-HXew%x77oN-e=ps%RN2ml){f21h4%oZ)SQwHyTVS
z!<;SKmAyOpv3dM2L~i5#J7%9XvQ876PYL+Y8A%>BNd<dZj3gP~{1<XKONDFL&VbwC
z$oVkMh~8(hUq);wvXkm`iY)SY;kC5gb@;Es0Tc<LHlB=qC<^~5IZ${c0&5XFQh+~A
zQkV#lhKBxq{3gp+8hhzyIY_<K^JnJ7wPU$gbA!JSi<AVoc(I{<C?uU8NFi;pY>Mr6
zxco~#P`RDRY!BFs3O=|u<N#VfcoEIpeDn@};_f*)<zg)V=Qs)aaL!HTcXyVCD@Yw`
z93$CaH!qNCd+_8*Os%jM8l%|h5V_wFnx=Q<l0J=(-g&;?6=0y5fvAeNf<E{!on@p7
z{{k<~9-_8nGf@|gVctzEjuf+KzL1%nM4nlBMk7tThsdU~0CLjkyN5U+1k*@NEl^1k
zoq&fFJfdwkhHF_46eWd~H*mqF%etqE<$aG;_zS}>EE&6|C%1%~?($hWTpyG2fML>@
z5M~z-|KYBLD@qfveOf~VL+T3R7af)Q!;OX>U9(@Vn6~w>E@T+0?%6Hj7R1D3<0l-`
zC`coGIKeLFI15~<NG!q{Azp0y9QqP$tKbPxp08nZrz|iLe{!>}m{h^p90Tqf`QMQD
z%qwP5$u%^P>EAp6IfRX3xZ|nIv{w?iMO2G1@Y%QE!(>w8)az*vIthe{z*^6j<v$V*
z;Y`@mZO%xGbIpMiTK^k!0Be86W7V$0i?(_o@r?NXZ<R_3_JMfZNi`O5PBE{eJntdy
zSb!6MUfKq}dv9O@#hXw-K@$l1F?6Yw-a4?!i)l3kLuR`x*v=WyR%{Y@uflxc_r2DM
zZIAq7KtdEBGyV%;&NMHzzpvgc*2h+)iEYIXPm~kTkL^)W#D}Wbmo8NsbfIcPt6q06
z_!hVLlC(_2Uc*T*Q_ECv)`o^3D*2jwpOHFxTv(on^pZ?MS3!d#7=z941OIaIHS<#H
zkFxG8d<Z*-vF`9J`GPKf`-NY1`}hMqRsMkm@$>=PjnT3>y#e{F*elL;Qb_Z!lJ537
z>V9`~^}EsG%BYShcH>&@5bw*UvB!;G2=rs(XlGbE(K^wLACt^jf;7B`E@TyZLmJ)R
zLOQQm>?Js>b9gv=xP##g!$iyJx*L@jgZdt+ABnJQz#D_Z;Sb(~EJBXJa!~vG7#HGo
zuGR8azz^D~D~@HVb3$7z)?aU!1c;#e!f?5TfL(w2k&ye#-Jv>a7;GVC_~wCvFYiwj
zH|xsOJs@oSZbn!9jL(T!QC(o(p9v|m!>r2#A4W6HbWf{hdwd=8y?12WRrXJ`CqK_<
z{Co+tLMt&SATQ7#QPl+x%-epM3hjJnM3%tuA*v<2=jo`C?meE6`W#+{E1)1f4ToF~
z+KTwcu$7xS6vbqxL=qU*al)=ldeM*`v%-hybCaGHVPeomkld1`c%=)6A>N1N`15Uh
zsgTFy=smOb2yzQy<+;om6te8cfd@u}Ux;q)pcPwx_rDIEmP(b_IZrHTfSN=22QBA1
z$^jjCf@|8y|4kT&{VuI9uJR9C5SjsV+awp_7V>2G_I7o4Oj7MZ#^7QFq)!0-Yvxo;
z1a|l{6HFm==%`{J6SDMu(icm0E|C0d`gsCtWK?c@dh3hABsi)Ga`>G6q7dbBff|J4
zC--Nu|Ak%vEecj8-<0=4XyW1P1OneE5U6j!i+UJRFW$%nQ8wD5<+2Du%^sR9wJ8E3
zZFmW;plU<J*MQr7iuelN;t;?OH8MIUM9HGB!jYIHnTc>gWb(KW!mA7lRv1|w=Ir(A
z7!QvNRMxu~`Zz^z_kx}`2#R!}(cBlMzOS7{@JUZHnE+I_#swl3K=f1JdXBgy%ZqHp
zHOmi96telhyPl<nxWrf|nCMIQC=18$77P}QH@DiyPEyOq=_G(_?{p1{dKc-n(w-2K
z;d4-tGMg<WokOXckwtpOj*mAmG@<al=_R{tp773gGHE#2a?g)No5_9;=hkY^!deh2
zy~WG}aKR9v26Yo>?Tk)lVsAck+(>e%>WaEhlq-yvsGkKJVV&hyT67!u9H31XY`U`d
zpTxI$IsAltFPvZR{L(6$iakp(&zl5Y<#mg(+^B(hhm**uRx-v4Cie7^pESs?MDT^s
z$9kJ_IwtCjEE9j*ZeT+JIH`}XWQ2riaB=m!YGj;)D2vP%nLF(u+$by2#nLE15pLuq
zLC&B`Dl2Q;BFy+&IA;9iGDElBI`OxDYLKxhvXDD2u{rvqc#R`xa0?3;biWg`3rgzS
zpj~%PG!W7zX}Vb?mk3iLwnbSQ>HhL#djyQq{-Q%=@>`~ne^LihsLC|Nqd!#uFS;eg
zTS42f2$qr2!)hkJxq>yE@kN*!o?a$nO1LOE8T1Z~(U6R@O+fO~o<6YAe#U%~;*=h;
z8*;HXUTa(={hq?Y3~p7LW!VHy{q8Wok5k+`&}Uz=lPz%i!m``^YW$-INTxaQrw#0o
zw>*uahpE*QW))@rCSdg05F;kNB4BiC6p=*)J_?2y=tMz|t#>h`Yb`IPBDuJL9QPkg
zBM%!+a8E8~73&&h+URxsR@Q6xAp$laZ1^_nw*fl?Vg+zTq7rot%OPUKH~)m^eUFtu
zANPRs;tVSy%rVP0SNM-7C}6y>2K9=c?fg9PwI+Eru6$MebC`QWi}5=$WFiq4m64)q
zb%$^&gKo1NnwOhA-MWb6I?zM~vP@cx_N-+DGA*xfQz=a-!KI7=L=@?X7ln(7uUGD%
z<Y~Vwn0%p2zcY|IhsZ^l@B{+zOu(CvrgISAsnQzZ=0LQ6!lqvTiAevM6UgLY??@F3
zv+zTlyhgx&K^6r)#9JcR!>|`wrZ$8Mq~*qiOcG<5SpUl1&+9wkovD57c4GO5#M6H8
zI(uA*m{e|dX|5R)Qbj1%-|u>QBRJ<L4W(#FPy8KXQq$a~hvA)ZX(+RZw}7`<8(ld#
z1yF+PS4hB4u=vN*D%@g)iU$Mzh8GkbxxkZ0x!KcE8EM}6@oA+|#C_EJ-l)N%KZvK#
z;O3p=$X%XMwOhmL$OKHzs5NuFYQyDbqiC63eTN&looHkfo6q)cgz@Rav%s=)M0FQC
z#rooK=2W{2vGGs$-Y78RnTvVdW|robIC~cGtAdmlLo+>2j77#FH}^I><<Fag;>yhq
zY-&W0CSK4r>oVwql~N7w(D!Z1>th&nZQU1s4%!Qa{KZcpUe0?iS|1U<SD752V;J<E
z2cl@Mfdy{7rB~`f`%h{(7#n=-MS>|KyU}zSwNs$=Fzl*I{EsOfJ*WHukJ^y`W%5?(
z)#&pfA1Rkw1@1c@;22iy_5TukvbDJ@t8!Rc&s<|SWc{VDHG%qbxbxOY+WUQ`m6(3<
zo4;}cDGp?GYE=5Q^aEiDq&a#t(!&U7_d~fJ`oJ#cqKRj>*r}hoE^~V97z@8b3T>YA
zO|8sYpVazU@0)OV{F`*2QI>z;+)_CSw=uRf5DM-1-}rj-uq5;T?f*hl)D*2~1}1O`
zC!wZtp#%lR{N|S8+H#v?mX+d^p_mJ$qL$t{gs9kJh%|!aG`7sxsFj6TqLpCaZHr49
zDw(<Dl4;ug`*a`2^E<xB^E}_@4?9Y;1JmnzU!U`Rp05+rl9iJEW`6~dLe1kXY7Ql~
zT0oBa=QYp}){3Z?djrpZQd=7sPcYufW_5SDivsA5zy!m}b_3sE_(CTf!m>CVP25Z1
zb8HypW?0w7LWiuypc=TTC^*uQP6fYzu!THZEndKZJGt%b<MkA3=vXCSSgAqm6#Z#(
z%*RsB@m3!1E&|~M(;bFvZQ-}%_Wz@;7YV><AC>C_<{DlupaLn;q~XzSku(;_%wAur
zmIx3IfuEMc+hm52%hFY}I=a7%zT(A{+>G4wVpfLe?S%DezZ~ROUXX3}M}WVMUe70}
zkOZJ44-|d9O<mb)IU1xFGv7pY!gCNcQZ>Sun^hM#EP?$KEr%C(Ult3mGQd*3STVxy
z3nF?(1_EN5C8G{$8SWeArb(uZaIKR$tAkqIMVdT5gPByUAVIN|b{g@Kz;b=5^`%h;
z2HynXyr|mXMzTC*PI@%gt9`Ts@<glq$Nc$n(UHpy7w{uvn#%g3w_|}uxW=Q2vLVa2
ztxPjPi~AjILDYd;<xui<6F`6G0_Q^PdamXEi!);kuk+BgG~ik<S{pI=WnR8+XtQ^+
zg|mmr;6L?EepP1{_Fb6_1jZ`6`=gV=hs<Ct$@lC26&7*o+<Y*H1r2-)w_QZOhMM;P
z2!m5|SaSm?S+mR*PQ2>vbS`YPXxCG<Xl|JUoR`!=7L6l{gtMf}Icm68-b5XL!bJoJ
zK*o-eI2i%WR_{*~J{wxrWG+VJG`1<my18qjR_6LXqY);2{tdl_%QigN05L8uhO9NT
z5uEGoG~mOG_>?MaX@eL94F9Y$WW5^gzQCC?qTBO@4<E%WH4epOrCd47ay^0b`y>mq
zT>IBMC$Hlo^BVOieMMUj7(aH$%lO9WV}7p=lF`aq#E-#kNE1}PyZwZ_FaCuLI}VJT
zPC=9()fYwsOrL&dn8dGxhUpo!Om=r!FlAchnzFu}Y%9o+Uwx9x7O?3G_+2s;7*xm9
zk=uRt<s!PdJCC8Gci2J?$VZE=$juLMtb-Gn=Fl)_PGZwH(d%rAMb;@mH`nRujOy#u
zo9WFo3*znpe)?z-izUa8`o+$ldvpx9p>|;Rt;-v8SLc*pgr8qXD%Nf_dKCNN&%=yV
zYqs}lN&umiu=VUe!^{X01UP3sLNx%f&)fp@TOs{NI~hq653Mi#k4gcqHi>chU$M+j
z?awmsyrEs}$k!&1G>te^wj1;3bC{ylz8ih|BHrdjMs^)YJS~Y$*N^?<QisJq@>ZU+
zjU+x47!#9r`Vg$lTy~(VVdaF!z_(vW1h?>7)DHnrWI&`B-OMS{4fAj4Y{|^Og5q|K
zuenvD%zJ^K{hhDdSK&(m_TU{3v}E>9MGRUKb3&iD?+3_%cY=g`<4Tc085rvGq6-i9
z2N)B2coWUWyj<B|(<8;cc<Z`zZHhJnE(&njy+^x?@6U4}dt?L9&vo~`u5d4+LqT^^
z3E9kFSN{F59xDhYad|0=Gk!);8A2@lHP<*TMXI(X;%&A0z3@`SsGo63;Ux$>n_fvb
zT*WyQ{!ds$KCrDdcsdPz1Xq;pA<<AF`qYERZKysu*}WZ4V;aBpYl*EVK@+UcNARNo
z{y3m;7jAcH7`%XzCkFQed-mG<M{i-Mnkjh+TTB>O)KfcOn){Mf0P)<og2ygN*w)9l
znU%Y&<dwFAWl8GXq>5mr@ZX@MjQaVcLnR4;DflE6v#{a7bmgPYjTUB)u(`AuKi5^x
z7M{OgV{EFKYj(PBU>7|B+`kRdr7rFo`{92oImMt(v_7T7qUG3Y)^6_VT&L0!^4rq5
zC+r7g`RX2wVn8n=tWc$aI<K5_h#woWP$5su&M)iHGL|WM&lgD?iTtJImswz2JRO^1
z;N2$04;?)9Yy$Q64_DSQSkZ6xU%P)Ysl(Ph(P5))^PF_Z+I70WPHLUC=gZ44UCL1Y
zn!oOX{OmblGpxN&O}gyAk^8xQGGJFj@45L0O+mJ2(7OjJ-%1V63})?V4dx_j{02X(
zImsK>80K|-ymRsQG|RF(m2V~9d+L##`OzRU!F2b#liIcwxu{vn$i-_Vjk^KyA95Us
z5hz!T`FXXD7svxU6*ZV}EskljNdOxa*KvO_Uw!82KnkgKQlOM`G6wycL3-^U8Mej>
z0JCxWbEmNdfO@nf4g${j>>8>-E}8V^ORk`m94Pj>DcZAQ{hLq0`y=-les`=%8Sa<S
zzJga7xqUU9W~mRNp1ON-u7e^h8k`&pe4Tyw4XE+lA_0jsnz5IIN8QxDS@8azym?<e
z-NZN;4tmLBF_@+J722EyO=*dT*SAUcF7?x#1kh}Hx`i>Z!x&|tW@U~70U+Mn9fO|$
zGv`TbcaFC06C8e>iOzHjfoG;KGt--Ob5cA4jXKr_q+pXz65bDP)?Kk4La0*r&EcW<
z2f=vv=e`_^|FP16oHE9U`q<%GpH(;DmK<-eL*)jfzY57nRdA~mF^pqMpqKC)!@<!_
zixIIm+iP6Z;hKvp1PF?3e>Ag79<Gr_=`bYd!P%-8r9K{Y4LXo1?r*IAx?bGEpXG+Z
zd^u^S*naLB!4A+f0dUuq!V?nW2)__KzQbB>!*lwDsc(x0N9o4Nh-l%13ReWbZXg3F
z{k<p4!%K5Yck($u?5~c8Su$KS=agvuj68Pu9doU9!Hfjv<MIMHtPz;eAe*9qC?p4H
ziUt`78WH(+ACO8j#zdj{hEv&YF$5I@regXGWB|wTT0e)p7u_OGruM}xsR2)X<t(tj
z@8O>Vh4P5dGl@+d?th!mG84E_*3fQ1@|NHfMh9LrnX$ZHa~3tc3{fs<=!PPq);tj}
z9T7<elcgsn{b~gA<LrL%wRvZRH$cxR&FJLU*@YLbqQmF2oBWKoFI@s;e1=K-f^Q!%
zNd6N$9NhPTnPHTU$Ng0vnD%PPvtN$gNQ760Fu8|@R#}ki&0gAq)uXqKqjkDR6VuN<
z*-Dp&C$+k>E#I!q1eVoTE6&}s25bYm7uZR(n`G^x7ScT(?#L}(YQd>1fuBG%=umuV
zY4SvWU0tz!4hq=IKW%xT`0opoMguW=?8)$q=Jv!23&N>2<fAbFEmm?mhJQMx`s(Pz
zzkL%@wbRKNhSNkC{D6+Cfp)7LFM5J*9eXjS@SxL^DQA}s^6H{{l%zn!(6QKWOOdvP
zKiMjRgOS?sJ0%J<{N3Of6VXFr-(XJYb4sF15L^_lOFFZ_XPiut8XQ`+7cO3q^C0)6
z1+9DWdHb(*t9(oiVH$yQbL!PL>`)T@@Jg`{dvtpvEI@~wCd$`uqd@xGj@X4X`&(_e
z8u_piScw~B(D1qH`i;39q-0JCK{J*~A<>Rsu$SD~on22@FAZm}Zf5;7@?@e7VC3%?
ztOppeBgOaU)_~!s0p7<#0?+`%4i+-v0Ueg<rim$p!kE>Ckx+2!`BIRC=?CU2!|Qoo
zA?Lx&+qXtNyHy+iKAaH_NZ&=#x08CMu6ya-M-|EPttx)@5AP>YJAYZH+f-ljix3-X
z=hVCd_pW1&0o*qL2$e>C{&z}AAqEq&zM#h-I^ZwuAXax8XhO>apr}qF;#+j!I@5D{
zb;0}WvaoA+g55-(;Y&5j6w--Pv-9A<mY?g$Ry%Z;(jXOkU%6Su_qoQ*y$2BCGhys$
zz<N=+^pMP>QlXqcIIV-QNnqm9C`Dt)Z4x>=FPANL+1X_y)RQi?x1Jm+oBqD5R7=V~
z9nEkgOX1aiYSKMxrEQ9FxzyaCnu|p`wJ+7c4g%@e=K~+M7@nUxjZS*aUFk!2--jL%
znol{Wj}$xmW2fpG4W}9);3@n$33%%FM>2nwuVs+&<-23p(<{M^E7@c~Od&yz3X0m}
z>#X#s`%OQ5cR3U@n4^xaJG6n9r{%|64ZsXVGd-kBeR(Q&VPLNRhUCmqF67nR91AKS
zZj#Z77Pjqr1cr=4HtO@Q+@G`sW=}&0bC_MuJBkD*Fga?;3EMLv0Eo>N(KtmN2uPcl
zqWmEdwi9Nkvlk7GlsD)$yd2Wen110o`B+Y;oy`RAn&kx?^E8Xz%XkxAw%(`HgytmD
zI;o-9<6+>-G2>c6e##JLs<{;$fL)PD<K9e*jYHN}y5qGFJ{M-R9}Vo_VJj?n&WMj;
zItTZC^7$GJyWs=v)=Y?j+o|zs@f*OA9sy^e$*`N01Aoyx3ok4BgcF{H0=R*z<)((?
zli}OqJ_q-Iopakk@m!yru~4&(->#aR41uRsyh&M}xLjjmm~(SkS6MFJv*O82<z%=S
z1S2l(@0UWTm;-LBRqtckT0`cQ9Sp3%ASXAwuoTWRGIq``%(1Xd4D=Nvvl8gsoHCkc
z6P>Xq=M7d<c>(gR{JaMGuZW?;={@2)jW=PzWFeFJL8=?V(U`TXV+QF@7Bwr;A=!DK
zL2}?;MHLS@yA=D`%RMt;+xsj!1V7gWod(e)c+p#_?KWM#_H&J9%YI=T+;c059}K0u
zXPU>>ESzQNKG*!w;4nNn#yGL8Gk}eDK7a4nlo@Z;cfW6$c{iBlwy0GbE>+#AbsWkz
z85^UU@(beMpVT_#I#-px*y^wY0h)juYhJpsf;mupw8&B=jO8QrL80fGfC*j!K*=!l
zYe$#Dz+)IF1w<v#R3rhi;((~YxIGejo9i~^76xkNWUgq0JOJ8$Ph3GzM;jSVaZ;oz
z0xa`$)eCu~iHfnq4h>{Z%j{ZQjr(%|Q3tth(*F$a`r2|MGPLW2{9+sYMq~_vnn$-Z
z2Wwr)ELQ82KCsMu-?)KN&5dUFmu1Y2GG6Zicmq0RiO8*zXO-D5mKSMjsVNdfR?0-*
zXw`#g;fJ{HizeAW5NIwPq{>=bth@H|$LbqdbtCUVOGsAAxlZ$W84e^6K=Uf%MuO9H
zCnbg=17>=~b{dhsa3|~pZ8YgC+s{Z3Xw`+#+6=YztXT|^nj*#9Ck22|-^ir4TVQ5+
zOU??m{hHDnM+UJuOC@-QNU~OXMk1h(;9}`aovY$mdq&0(hnD-l)=kSRFFdGqG%r;q
z^;d{{P6Dm?Rvu{i8Vg?WwS8<XNJ*opYvKG?3r$S!6*h=$H!&4Rq*f5jaS~xIo5mQS
zGnPW@dn4R6PG@wb;@LUxX%TU(zl6H&Uk~|BL2gdm2OD(aS;ej}gQaV2<Po8PpCQpb
zGd^mm%Cxi7BPz4EjP?$uuyQ&B&V|QRh^LBi{|f2SHIQO?;>a*qejT$;(pzQEuahR5
z#-8iC*aC94m;tSD)%Qhj_3JOfv8%jKP)G6<o@p2vw#FV-O2^ph^16RD|M_l%%G7p>
z_&%5pI@yVmZ3D@^-4$q7FG%x}pt;PBM(I#eE@2kaHk3&`t*2~2PSg=&=uZaX!0C6w
zD8kPKGg6*Tknm>O<;2&ZfrH8U;J{P>d$Zk-K7PQ!eSvnXA+``@PPC6hz){0b22;VQ
zZ}Tvfo7}ag?dhRRBJ9i3%JXwq{!E6m5P_YJ@7QY8aI?zC1o0p;8lr)e$<5eeUdpW0
z$q(NEPUv<PyjT%-W~adCLtZYVtKFP&Dg~_S*Y{f?eaKPIXEtzAaj0JNTz?F1hdb-A
zEnLwiflZrIusUkUt3>2;O@Vz485&3e7=&4{Wq_`;?>1gd^!OzMa+oN;<Tb$Jlpp=|
z;>*KXiFHm`c9BS%;Ge%f>0OZTUW^eq0s@z0hhz9v7?TKsY|;)psl=$`$NxVSY6j6h
z{v0jJ`RPE^O#RmO#TWY%OzL=8OF``PwH&{TlAc_*7j~@6n-A~z+4@442*;KW-~O@Z
zY5<~J^vQUain(JwVe}s*Zsp9rnx=Qq<8SHFNJ8~32~-|H1dV?O1=_RK<<PfxyYCve
z`MRC896bH|)--?hCt>uP!Ckn{=iO_DSRC=}GxnQW&nZ1g<HX~Cy$yDAF#~!-%|H$h
z=o)|<;)m9+&-qmgFRkPxI+{>5`X7DQ<vwtI7G&@P3+Wzq29fGd{TT3aw5YXwPo6qE
zlI~zXQw$gj8=SM<Ocn|-$}81FR#gT9rS;1;;O&4n{#AIKi~~m_Kc#h@NfsT0z+koe
z@&~N*njFZO&;<={xak~xO%Db;t1FLpARlBGMVgR338Y$uL;O;_m9;b%ya$=KIbwj{
zIO*qcbkOUqK+pAYOOY70nyRwhLIpnQxT~tDIenuH&y^0ro2v~o^oEDxy7MQJO2x+U
z<hEXyyw^NlF(}D~IVbzWOUL{o=HWF;lFYw%o34EOmAxP;XY99u4lj!IQjy2U0-hlI
zoyrY9w&A{ja?|#pCy4vZw3y82qyF6OQ%-YoP*(;ZWppE83U7)x^BZ=voD9!BRC$4y
zn&AB*Z(^EFZ+ZHpQke2}&L^C*7U8wD%MODWg6AwnlyF@HRXGY09Dg8}?$y&|UWFLK
zaYn@9c9&Q5G;J*~cdP=P+xf-KgPds>zwakcRpp86)+i_|UUcVE+Fn-yRS@WCcRc26
zNi}93yQquWp3dKk?{;6#X)xciKN7MsfFF&PH@U98HT|vF_#W4>f{B`jB8JKh9k2FQ
zZkYeNAu##DhWSY!m2YpGnnN!z%VNxOeUHL!M|>O$+=VYe<u<*p$Tgd)Owj-VwGtSh
zdk@)^In{Sp9UhuGJw7K-^y~}18<cE{b%0W&aCGJeqj&Ba$JXTUC6i%(9`jClIgfqM
z_55{nC2$j&P-4%#C*Js1Lv-DUYGjc7m?WC8S?@yU@>`fARinH!V`ITbx6E@iNjVRf
z-$Mtmal-?eI39GbJbZL|?urkDiLQebfFdLX`2CsOhS$u-FL!ShLNU!s?`GNP%M^(<
z9ZHcQhM`y)<U);w%k0p4zHs8?%AjU|$a8f7<XF?i6q$;xl{t7Q!L?y6Jb{q?xE_Sd
zIAUQ)wiyAEl0xGDr>X>lq|cf(902}{D}uIAY_@P>pt$Zb7lC8^F3O~jB@S5KD5E<+
zhrz^5R?_Ei=zSCMJ-IqZA<qG_*HVqY+6&MKU}}_Nn^;&tn)$3**-V1+u1HGnaFG_9
zO{50!jx8L>LpT8R${YQX%-7#TBY?SJfUFyQAzL>mk4164M|U6!A-&8Ib&~h|a|mp<
zs%C_1HF$OaNu-bSyNnQ|sVeFmyjx(}X@v;pZ1<hd@R*gdIAFpP+;cP+P4h~p`A+>6
zy%kkA0-xuo=u7Vqxp(*6h=kG&{|%WHUGC0l{!#@%>W!Ger1B8fo0j>ju%$Io8}w<l
zW)xsDtSh9q8t7?6#R0E}L#2-$vBqmG+uxK&9KQoa&vs$_rcp8F#ZJ@74I`%wW_v2+
zw%Ug!R#}r1<uSI$hB;Pb`SAfu;VC(F7Zk&*6bv(a2bNX4xr`*Cr-N+Er5C4dHoJv5
zWgVRgw>=>nI@WBsQhnR5m4V@K!e<1@Pk=NH&x*N{4(>TJA@+vtVrNpGcHJ5H0mMfz
zG4o<hHIl)av2g}fMxE8azFe2+V0fxwtY6${o`?8Y?G#Z_K=5q8f*_kYsX0NtYkHQV
zu+PukJA(!xpnFzT@uPgAL1ppwS+z&qy)|IPBMO5aY*D>JfJ}-3^h8(dZa-}`?E_M^
ze^zu9YlOMZNpH%H*X|iv%gA)`UJv_`0fb6<ezLKNLB9L1hv3>PQpL84q1iUnwt<dT
z58*jbvzf%7{UEA;Do*MaD1pz^+=_`7AT2kEh1!yR{AC(ZRdxJnIYi$F=l|*(xKdOG
zV*iHI$k)M_jl8JfyR;qJGJT$m4V^jF^0XP=UEGYId@zDfib~bB2B^5=9BudIR`uO~
zLoejVj0*ZNYK{raw@+osi6wvGZ??A?|KZoBo$P-@HmkDlC0Nhp^*)NUu$4)_rPhc^
z^c6v*YS0fB>i^%`LL{?bhM*E-+{GKO*KaTOsm<NS(~m|y<{jMkPB_zXBETbNo4!<)
z@HWy$<P@7HE>r&!T6Whw`z*WsUBv3HoOiSx2glma+8xlM<(qOY&cb&3WnObOB!z+W
zoKyygTd-=)Z38Yu?8*gL1NeVlff?a9u36`EpA+_r)(-;ITV+>Z%fB_w(h{l~o_AUA
zwRVe09}GUF{W}*dKINcOEUEwRpSI1+`w)Q=IVUF!l#Xfmzs`F}V)y3mG1NEN*^7O{
zgYh(IX;fl9#9w05AKS(ux^vH5;5Mk&3-Zp`v-VwQ?%d{Q=IBydPA55d3&%9&bOkjH
z8~#bpG@~)A@Cck51wFHJ_FD`)@&3`5gQ9!$ptPBQHYx<4;R0v&^s;@@ZAAw~(25rQ
zl!Q0Yj#iA*&5s@$;OS%=9ik&<--;EhMVq1On`<u)9Lgy)B;D9_4sdA&O`bo20vqZU
zIE}d$<4JJf&q9ABDQ}RD=`l(Wc%7U!PaP5DG)#eTGjti_Ma5P|3(sWq28RZCC8k0y
zDvOO+@i$CG%i*aVw%*{u_YDEuiYIsG-NnX&ADBc+nCW|Fz#1jq(7NuPU|Y_MTh-$#
zL^hlL=ykd$;gjrj@L?)P^ZOz5@x>873W)-p@g`U!1wirMH#K{ZR?Re~t)9^Ew$Mda
zr3SFO_=F;1n)DDEZ`y_%Rn`n<y{o>PsM^MZ(Ji3sgJ+buQJ}f3;S}zl%zUol#Zu+=
zA?uu3!7IcISBgRm;z;wmemqNTb&oi7>d{1W69EP};8$>&Qm$|B`}7(t*Tg9OctBi;
z%U?HSwk9u%7UFV)d~^NqF&MI(1uY1YnJy(&L#;v3R>(dX=$vh@v%Fv2cDEhJ02l#j
zo1)<`E&Z{bg~~+L?=>Fy+SG<UG36ANA6_qf$A0YdNMg8VIFkUArT!aYPb@|pYq7aI
z@0%c~ypSI?K3nb7Yw}|<id{%|-q9A@2s(Zoc|;5&S9;JRCLreOcu*<#<sti=&Ja8P
zw*1!qz8cYY_GQ?`h|5JPBm#fi=?QPzZ7~dHbHj+U7*2_PpD`=H)!ddcHX3A~oxuo}
zK@R<TFwa&CD7fH+aIRaPIuIn=kY2z)`GYeZevEWz&6m0XAJkA-_IJQWErYO!lACD6
z(-Zh&uDe<E(|llClKs^SD5ORhtO3PZc)IjuOo)FgyGK*z-)!9lxiWeSy%khVaXp3B
zL_{)x%L67ydkzKx`QriUO)D3!DYO8Rv&H|zIr-h*5}-2<x8p&1YGrrjO1<VH%+OjW
zWs&78ONdR69apB0hviM{aW&i-jmW7P02mNd-EDV|t~^7tpYMGMhb0px6;fNX&^JY(
zR~A9-Y$-8<KX|&R`8T8hvZME7IO4Xu1do!i7)Fq5Q2^4JJn2Us<JV2hLRq*`r(#~3
zY*HgcR)7<nQ8P+6D}`@*&0l)UwJJ(T8}vnwdMPCmcxAxPjUR~4j&3RPp`+kB>)}5X
zXQ<&a2X7Gj<A65+A4ta$Q$^MlH4P5-I^dDC9U=fHocc*qyu*zrO-$6l%CZjHouvA!
z61b=9jv>vELGt&LA?fHg`^tb_b`1-@9ixG;toa>d!J)iEH5k${i051?7H&)#{)TR*
zWxbD$AJP}@YTJ0O=}QQ2+m$xJHYyl8)$$-AhO!seu))zXAw*ep_niFpRxIxBMdX8)
z;8iI@nc$h43ojN#9L^*zwE7Htf>6L^KFl11P&`>*KRd+9NRIgP3rfaC8TG~+tYyH8
zWX9lpCZQeU-k|vU1BCf=?FeQd^Yzb)Yo}VSj(cM#T2gIV0#vN06Q228gLL)-+v3-i
z6&)Dc`Jr(1^eg)m<(dudPT^uMpUJ%(>zvcTMKY0n^7CV2f_d8cHV|V>40T|LLLBj%
zUmm2OHm41Et_5}Le>s`oTlu=^@&;J6zZzw-yRUfWZ!aaI>)!aO@01$Ba%WmBE!z!s
zGx)xx!?fh!(7-um8EyxWb@wcF%40IpIpfEIjgPn9bl$mIi@JzBvVC9jBAY)u;9~+`
zu9^&5yI0`<-r0f>eX-q8K#{`ti+`u+3!@J29c)x`e6fFi(8CcVYZC>Hl_5EJvz0|w
z=t&bWwF58a2d2%&Ln~Eo8W;HVtaY6t>Ijufx1P-_h)KgDXA7+NC8xK#>{N|3zXN)>
zPv7t9?>L1%@OWMQfq*|C2g9WX=}+5kJo8cph9K<z*Btz5Afley>;LuR)xY+-Sp8N~
zNGFGB**m|nApcK7oxvx5V^@ey;xK#ttk=L9>X&Y0e&Zc>=jpMZ4GtBTH7jf5|0b@e
z%ZL#!V!IRT(I>a2G{1bM%BbCDA3Fh&zupd8blUVs-Y_PLOXxi*YK@o5I*!l}7PW%R
z8&XON0|eMmA7T>Vp`eZwLf-xX|9J^u$*1kSaN;v4NSgcOPIsrLZs9@i?*)%ssuT~W
z+~%qrI>V5CZW{Br+ei0)RAAs_DL!YmdUb2MJWh)vps&!gd^~?}pK_mO{+^c9%5?ON
zeNpaheyEsdkS>Q{X0XNb1LXZpDyG*@Rr=9!IuiY`#1Br};KXACpXy!HHZTHH`}^Wy
zPtUw#7YEcT2An+Vp5b~|YKpT@A7Xb43T~l4cnB-}M?1sW&DgM0jd&8w?){sz3GF^X
zGM$V@<xQ^6(PE?yWNJ(}`UBBWU~IHC2QPvs(k$R14@*>FVi-h|=u5WzlVSQ&u3Oj1
z9D9JhqUIC>*5kl6EHbO^qFxk-)qJn}YUI~@NOVGCNWGp;8gER@Ew@wwKVMDn(!HtR
zzz~C2n2&pDvwW$Fsi1MRej7_GpWY?__+<1lFg2mkrfpR1-dP)mfL(1X9<Iy_GLHbk
zXRr;21~OH`E4Rd}CpyoSE&&K`)VbapeV~WZY2i<^<>y|ZYN7&gM>ry98)0g7>CBo1
z;4L-T?U{b6spg!R{dYy>Mc#D}Aust+Via)EU;e8hkx_NqzTiA2D()%@Ytgdtg+{<f
zCq~~FLIrsHaTVvSKm>N>eQK0s_@BKdYMIerl@~K71L*5?e}jr=SLn>bh1`?jI@=R5
z$V}qhd`G|c95d+1<lS5l3Fg_{Np510YcgI-R`SGMD#uFlB&eD#q&MrXj0deU4xLY`
z*Hj23r(OZfW?n*ZUhA6xI@-u*FJP$s^A^Q0=Zubjn;2u_KD8~`Dd?cork`E^r4F_N
z*K_~ypl?E~%{^x~<iGICZ(Yrg*|hlecsurTkV)NTr~m5_H(6Joz-(7<>`IlFmJHc2
zy8h^O?ci6`z*cAfF$6s68lQ=(8?u0o)1I!B*{eGb>C@c7pdXq&3O@D_>^*PDh%r!$
z^?l))&j>P@eyiQL>uk!_4G3IepMe<=lgJ(o>YG6VBcRDiFx*PfN)Xu_cr@Rxl$m+M
zW>P^0lU)=|Bft%3da8-9T1{v*n1U#fk^9O2TObar7Yn6)M#f`T4<%@%fQvJ#=TuB3
z@Lje`3}rZ`r`vuN*NPWf?miFj3jagJ0PL_O&Asc|{2k<NbbB<H&Dc&?;}QhOxK@u4
zB$K<!OCdYxZ<y09Ejlid80U!}iW`)+VQZSv1_Dtmlu`{>-oz1ga{O&aYlKE>q4d&}
z!y42F7)qQm(?CZp+%=%X%OJ!%Vm8bR?;yig20%Z*QX3RS8`<K^SrmsHz#V%To*$2=
zV#9QZT*6JzjrIcz5l;;d&Z=Otr;$SL{<k#37+-kFx(*@_g~0!stu8HosaZ^sWPu)Z
zk5I)Z1LtNI;z+^E5ILekh@xUO5l_YrlM4N2NBb*2-(Yk>A}dZ9*2)+4^`&lFI<UG8
zxJzwV%g;ZDU1wx~pHr!xTJ(e`NCM81m@T$bPkD>st%$Hjwam3x<wcp5$B4dtyP+y3
zeq?{sXaLf37uiGjyu_y);Ms*M1v`g^ri>u})rZ4J;H68Xx5++x)4u+2l;N@eo97)z
z{BnP?ga4o<5Fh~i)ZjOa-CsZ<Y~`R7Zf6qv=C)a1y>-EDM_j4OAAJ9>eCz_(>3qC-
zDsYa?O6sG*uhj<U4T~Rq&LsXrZR_;TJ?v1-bn^EaVZ+b8m3JtQ;pRg(`@uD;KQ0uB
zJ_gyF50v=fY90wp^jE=;%1ckD_wEse&rAmDX^#;+-nL{ydmm3+r##?1czJm8G4aU4
z%Nox!cJ_(OBh1HV`_3Yrv?z!>m}A#yE&MfqV++LI-q`lkh9NxO+R}JO461a)@5WQ`
z)?&ash!Q~zw~(HCSi|fGBI22J@;!L!?D0vRME9tG{Sc6sRK5wUc3Q;JZ>8q1psVd8
zT#Kd^r(Pw5Y?mN#3n(Iy>-VLv#xaS@o=Gb9iv^_#A{gD=$Ak*3f2Lt8K;}k}dyBsh
za8*|AB)<;EHzBTB+$(YF01N(P#>sF$>(i^^(Y1n|Rx~HykFL)spQQHVW9@p`I^5&C
z;V`d(+(${>#YNa#&8W!%EN`Z}9MlC(!gA>R0QQ#!&;G4A5B8V&#qz^3&mI;Mq~L@I
zFj^&r{~M|`ZwK_tyPY$PM{&cC6Ak1eKW*cg@Af%6y{}RK<1+19Fbjd_eVk8NMD1+N
z=;70)hb=H6->>yUG`<yVxQc_R1H45yf={K$Z+`N%v)#Dy#=Ji&Z!A3ede18#rw;G#
zD<uz0F33=)!PBb5=&_yTInXmFec~n1fBLI|<xG?FYh?NNOIf1q)IZ0<y+-C9^j#}>
zWb*D~4+%S?ChH3KNAIw6cv1fHmWu+jOnfA=-YuAoT8<yk-?rnThX^E1uy(!3uN6R(
zi$w-bz#?hjIoMt95oONzmw7tU5FSGAA$`v0FzAE(OppcOL^3e$EFY%9-;`E%pix_x
zlM?m(_CM9Afr4~k+hyl~>j!qp$PY-(A7aS>-^y7z=52@7fk$rtpP~$03V*?3lR8sn
z`Vzomi^o7iaRAidV5k#?gL*XFhV6|G8+)kX0bH_SlAm#z9mjm6;;)Jpc)1zuZenov
zxrS)4$oVA>=es{3k)bUyRm*nfTCU9?UB2XniO#%wbERHC^i|l{_U#7iZip>G4AKM7
zv;zw}BJe=I6C<o4>d*Q2#JqT=it<So{p-w)tS*Rq^EE8G02}VLkYm4U2O+6=X0s!x
zZ|3EPffAz?51`EF%Bau=<a_`90fC3$#XR<7blYI-wvUhDR=LiwFtf#!>ifwV(RsJ2
zx0)C7xA8vuy=pmJ;PpD+4mSMf6CY!8b=lgp{f&#^^D)>p@7%-fhf4NcdG{R`p8H4I
zX5ZVS%BJ&SNcV6RWntR0uX=S!R-(>xlkMu{fkCCksMk@?P;MrX0V7i<zK)Y>4m`!4
zpOwI=di-@x7?IMPC<XDkEzcZRfKl?iv~JQf9dsQu+FmsWk&0}yRekCyt(yE}QTXdi
zO9a=|FK*kJc;@Nn#slNr_ms|O5}&ZXH}`KI5A5{|+q<lB3xhRAL-tGeMBzXC_@ImH
zHKN{?`P40FlqR+4-kUT{j(P0-{n&~sY?zD9#Z}<G(x`|%{{{T<yVil7t8-p+*LJ!(
z)F&LrBr;q^13tW@#P;0w8Jd}K0@vya2WlcMbAxl^(P^Jd;?Qc*UtxL5Q%AV?5EIp2
zD3j=t*EKgQkNbPy4cU6OYG17_dY>E|XxE8F^`|~En%jo&Xm6EGehx8AZ$$<N2gH+G
zT{=I>)Qm`hwXXwugbM+fz-SN^%N9jQz!FJYcy2~qAcNNBl{kWmpwbr<6*xfHxUS>g
zTg9fE(=6BLfm7Cj_A#%4G>LImN?5sfH`ff*4|E#*Pvel8OePIS6}6Tzd>L$d?1Q36
ziPe^8ZV|s5+1WV16;-&OsOE-qC7MlJ+jVFO*5)DCM(ma<^QqRemWWT#NTDtEO+f&o
zuf|`M1vu-kFPfNslI@qR*SKiJ#)t&SJyo89d3&iic%ar1N>`&Q77L?a&P%B_UvERC
z+4pW5xB|FFS-#O<g%`2xFnEK*Z8RK52yqEWYW^xzcol`x;kX@$tNJ3DJ01;uhEOYF
zortas)tngxHd1w4_QMM94rtz{jJVdTSv?qpSb8gt%E<w=BoouQWul3_I6Ghk?iEPQ
zsrG`)2x{D5nN?BqstruQ(rm-HSy^9R*VhO|=nMCP{Q;$Rf~7Z)M?=pKaf9~<B>xQ>
zae?if+`5)G_t^FLGmlfrC&TBDLB>>9nJWc<{@Vw+gBg_ecN=!tr2TmJQ+4Yb0w%Fq
zbeHeAugMgW=&<#uw;6%o4F@MAl$IIRXLSu3igJ~Z78X%a#dhr@Iob3dzgzfAGQy&B
zL|}cXPs6pgw3u-vjs}p!pQhky8rwXxC$uWdwASZzB$@DXQ)h@*OXft^z_nc1QBHW&
z(lf79ET{6rX8*X^`yjMgZot_2-Pp@;o2p}PUgwCD_g$5kQYaK$Qk!f8>*e9L$BvLc
zBAp_4w8a9sx)pMK-!fHor0>l=2V=n@7l0VQvKL!gcO=Jh?Tn4O9mj-IXkH67j$XSq
zyR9M`LqB)$f&BsPf_pxY(`*yDzajWZ@H&Cc_P9QgsmKKtM(!aH`M~tRchZAvl>K7?
zNhPjq0TT_G7!HAkwJlUi@Avj0inKn(*ScdA=&yr<kGVUoo#?QQ;^d6Cms{EAX$<1C
z@8Oe3=DrCXSpoLXM|357KS{T{78h$t*Y{v`a@jhT-VjM6z`%*qc20Vr6-hza-0cGN
z{5NTafD#02>osTm8ww9CET8;UzSy-jueS|s%eDh~k{AS`g#SHT3KjxVR9L4=c7WkO
z@=9DH=@Qt^Q}XJ}g!5wA(Sr~#M#P!feF2fkGWoD0A#}qng8zZ1F&~#|kPlIbZHDDc
z%!+ypqMFF)bbbbF*JDEvv_D!`hy3J5Hol6yee1d%5moi#_}m|yjuORl{~dNKc3^%3
z^*!YQ1Q^?k6iPSs0tzhA0u|yo9{C!vl;wH+{GTUxUqADBhFx_2dL<Zm%@pw5D>?Dr
zE$qTT9M0YB7Z%d9?C9Q01If%svDB|ACu~>q37eW}Ny_e0LWuIqQzedw)^mLw_(WtU
zSq1P+rF{P}v5>o4IrbQ>f>D16dc<|<7yO+JN>ib$0Wd9vR^ui*1foJ{qekGd%>)P;
zC{%^?4cIkjpA@LZi}N&GOFHmezH}fTKNW_}E9vS_vw2c{R-rIlEH_Hto@}ZP4eHNW
zxXTHBV3F&kyIDQaY!9GL);pm$AYl2+d0Sk61tG4POat!6Z3>eKrg_pq*8^7_@YgeD
zs|(s4WaMqAWEXLr!gc5qf|?XW{WoN#)`+4Od3mFOst;Jc1w>4|)U4A8{_bmd8nSj|
z?6LI$hpX_HA#kss-=~?c;?%-!`aW|9BV%prY6Q0UiDu(0Or4dgf$hrQ^V2<$ye77N
z(V;zCf_5)NOi+ew&Wo=n%}+TgpVC*1&g3X%TZ^y_AQ_*Wbe^o7XPSC$v#DqTR_V*2
zpmGiFY8!#^6_nHMd3vaEIQy>8Tkiu!!4sYEoh+Zp;6YhG>XxPG-_Tz{F+MD%WZaLv
z{7Lzx&Lrt*ev3`^`Aec}Mr;wkOICzu$9xH~S=&efbxf|C&OZf{?efLAk>gFHjGwY%
z8_zmu%9FE>b<8)u<yt&*yEXLjvE%CE8S#TY`FCxtBM!7PcI_KytnZhtvsyX**1PMI
z6mbUjEumK_Bt8ZG61LE>7&WM6#pEG_vwpjD-t6ArCY~+9*y8iRQ~1YD*oAjYsJVfU
zp1Lno(J4n%Zvu+bTRZ!R*u&YsPIRtweuXe9dg30Di1atQV<wo|cJ57T@t+aP6S>@V
z2TERT>I~l-v&~h%6`!Z>*Q3bxAYI2T`kc(}zFc`DvXm=5a7Sx4WZe{R;L@&3i)8pI
zJGy0NfDX4E)(TU-r#pFpoLRnNa%VjhGhbcIZ>)xUOy|1vU%c8kpHj0u*BG`mn$#IH
zD>clpMK;lxa)%c(GCwI#Q{Ia#kb@El9A{SQa3eA)>JyE|l%5y>ZVh9RzKQau4@K%(
zq~9qLXIDV3=nqVjX1Qy>j@)54_PG-x16wImS?f9l9&ykA-vKF`uFddY$<sjBS3LGh
zSB}?sguxa=tTqQ5W{uGKJ!sKfMD8*^2a<CP@?%d>WMeGB9{N;cGMf;OCY>C)_=t-9
zP2A)j?x&lQ^MxRm_$5?LmN}5X+7XnLxL0R`$}@MZ%Bic98#*SQ?Y8fv&`vIfw=HnM
zXe+WUY89c(v(FH)u*uP22l?l)o94RuX(^5(KeSl+grC$kGtN*zT;MZ(Bh*!DDtbg;
zBhL7AW-Qe>{<s~186OQg=mcihEgfz#jI!1TChs(k>(95J1HC@V7t`{UMbTy3V3IEY
zD^sh=pwWl{`WG_S<IzA9VfDROFLe+DfyX@OT-VA{P@c1*S0t`$L@PGE&|LKD_3h}s
zQ2D8V1XU%^oF8Kt-Twq0UR11}TjgOC^rmjE4H~3w!^6xEcv*-(UF|HcU)w->o4(e2
zHP{$&qYhs%`b$k3Qb7yNBbRKZa@RJI5Bs4LL1`Khbdj(q)pLfpJ_4LPc*lCy%J&GU
zl291Kxi5RdV9jku50+or;Imd<>u21{b6UuZ_d{%RQXGv5vvTye5EJEaswW^_zk6gn
zfULfHV8rrrfy$Q?{fwTROf0YvU5n+<*-~Afylk8FGm0K6c<<in(>pbkC^gFQBx3oq
zy1OC+K-_b3jbVw72&}S)D{o4h@oR(o=j28MkbIJ(u`*veO&G8uhNtcs3QH{yJmdg6
z;y8FC9HS)<@DZ<xuA`EP?*rrW;wc@zH`fFb4fP`Jr!x^xtt&=f9;`Py8<nC2oM*HX
zd4keGDQ2}Kt-CzTV<jWqHCEFZwj%4Qa!d}UC8m~iW^Dn+pxn(u?f`f|<js42{O98H
z3Ki>Ro06nS+n^`?v5O75Ic*KGt6%d@JWckEG^N;zyE^@8w+ao(VmEN-Lj1_^Ye#iH
zWBuXdA)K-)ZbqvaUFO4EI%Pe1W4j(l|I25KrRM5xOZNIrKy=*xpY<Ezx12NJ<dqAY
zn+AgC<peYce7n8nx}98ijcG+0-Tf;Picw%oc6h;v<_X3=iVcSk)E9To&MkKTQTy0F
zvF)fB5TwnoKF!pE`hzeA%%Peh$$wblh4+l&gx~^~qn$n(wEQ*HZIp7Sq_n!D{%@pZ
z*PgBYzwIkQh3@dn%>%LZ|Nblr`jX+_-#(VkaXfV1n{RA%uzS8hJuwXB6y7<Ra}()f
z+Dfb0n;*STE|I?W8Y^KsDc9frX?HU;L6P=)#5R1AIefbi0{k7Ws%S(f9+T2WdrZDb
zop_f?^q2rQKrzwOf%>sB;3r3W5ZU`-g%yWus&We2RGcHWJiusuYf8-<rNgpdI!p)Q
z)D8Qr2n|KWgefL0H5J^j;3uXwXE38nqj&%GjTQ?fEJpz8-o85jsLeyZAB-Q5<q0@5
zK?A7?09Brqdx7<`FMGp*f%BMAhVqF5<oLJ+&^$G4)idAvgfPdfk5aq5WFMC>SaFv@
z=8pA~7bf0{(%}+&&8qDs=onX0D~xM6z|$uCDR7H#b6>T$<4F}LT^4(kUXX~<(=rs2
zHMA9RX@McMUqMn9Iry(iirygSY{M|CLsU5^+2*(QGQcKS*u}PD7C~bix6)-gIKhzY
zw2(oKyKQ@PeBmW4{jr%cVImH9GJH=OT>p+~f!sqq^?|Gm2wTG5wYl)+Hpbql859Kj
z<Gh#O1X!7w=zjunZLjRI#ze7D<4^e!WVsOt*1{sP?h)yH^Y9&HS8bc8%j~Q~WMDkS
zqzs)}kivR-ji?vogU<hk%G|pu9RW;ab>)L{$Z~t~XT)s>GNo_62I+;L7l95T2WUz!
zZUk=UMEm0isuq!G<6iTgY+o>@Bq<tN;oqFB_&kB}S5s+V$?x9ta%)M&%U%%hhWS~x
zQ%AT);b+iUvv1zoY)l~$juKukf6)*WaJ?G9YI_9{5YRr#e>rdZ{0^t<bjslUNvhV7
z{^cBK!L)i<fLr@b!p@ra>X*9TDv?io?AR(8C;?dpKjWK2%O5`WmygY?oXJYLZt^X+
zU|-Ses;8Tcy_k#$)>fUUX&cacR&4*=JTM0)k!~1`phyf@ERL3|n-JfxgXmbS9&{Et
zN)HEn%y!$9ZPas0+(I&xPl0LBDhAFcGJMG6e#VYY%5Gs1=vYJdIs1|UTGi1*I1P(B
z86LoQ1M4xC*T4zux*UH)-EB``;_R=Btx+aGXO+>!hIVSiGq_Wmbh>L*hQt^}?r_R?
z>w0$2Jp3O3*|RcLIwI|<V;3I3Pk=R$r8SDRCnEv@tM0e|UFaz!!2JmJMV#d2B!3Ys
zfKqF0XwG6@#2=@<r+Y*mr-sI$wpmd2mPb1p;nwCA#t_E>qz6kydXglmXfz0trYweb
z5HO&RJ$AA%)hZ@tQ5)<He)JhkL{=Tw0EG9Ru`DS2ARX!4XYJqI6};zfY9y&+j1?~^
zS0KVXE#C8FlY0)oDIO1a<8WUcqm@3SrBmZbR~j+K0t9)e{Flt<-4)H~b`YO@!mqn%
zF!!GMS=Y2Roo3;wy#en&4J*14;Qb~~bHP(jTIHo%0Bq`18j)k*$O-Yu-VzxuP9LW~
zQn~+-mX%+Qz!r52vEs^FgYS8wyl$RBFyg9|hV%js+o4%nW;{%fnd~ktY00HjUD*K8
z<$J_{-M-G)qd^_0?Sj>f$2hY)*6FZCZ>vu!;bM@Y2|R5a1%J~-`0}dx-N`OGs%QG^
zZD*wO9-j4VCkzA62L;RD%bx^W*JYdN>T3<RrGK5QbvOUH3TLA0uHcn6kB$Yl8yZwJ
zB{00cJZKpUG-N@PaBX*~p)q=Pl2Q8LX-{`<MOJ7}jkMLb?|yh*(c79SG?obL#aH``
z_kH6ariVFi=T|k^1K~OL%GbHgw1~N{b1rvJRk=4YpJjyr)a-5gTAySqekRkGtb0)F
zV4wN?Tz_2-!^_O+Zgo8R_r}*|y#EvttT=|ofjYc1hJTh+)l3FRtf~^Gf;qdPkgOeM
zZr01pWK+5q#BY@DGAcE5pDAax`e8rzUxYiCwLTM{oU7i5wb~;>E))H*Fl#899n`1p
z!=t5klj{Cf8W6sdC^V<XMter6Bc&_GmPlOI>wr8FQmC;chmZ$G{`qMrj+?IHgu$oB
z(eE=P(9H>FU?0ieJlnnTy#8+pHP~f71Z;rto3^}9GK&|sI<yo%(hBLjEBFoAOeXJP
zckD1WbEEB^9lt-m(^rHs2Jpna9SKL~LD#@l`)^)JqQ$2Fj2&~rZ-P!3V1U7bx!+xa
zCR!G>8%{dinQ)p6vcPRKn-MrIYMaBj*G(O6U2V3ThT+kVDfAvLL>akFjLLY)fZ-88
zHjQTetjL8_-r?JRzjcto)`<5*=5XFj;qFx%`-vxsUAKPnmFuEvQw=ZS$Mf4pwYQVm
z1phwYBkO+K9t&Pf$@Xuf_kX>CCsQzw>p~26_j46H*TrF?x;Im<Ek@jDND8Q~Yf|Rn
zSK;<ELF(85ONUyA>+F5sA$ryemw{Ns@J2Rt5bSRa@tNlF!$}SNlZ7zDSWz74Ua8(!
z>g%4Qa@h|0&VrwD7DN7EFoK5}KQ-8|=4sg~fVw>%;`XKM63!zbfsa@(Lc7{Hj&OhQ
zqq%~e5uyynPby5u&0}K=;}sy(17FPwaqL?rpzWtKP^r;=V|-#Tl%~50ipp&I@r9Of
zyBV;NVi&&*S18wd>1wK-SM>-79|SO?N_z?~7_yu+Ri${S258#HMoYWG9UCaXrw6)1
zhev0?zKv&o0<?#6)q~1s9zu9-MrkeWV(gV6b|Bd1FN2ns3D}rJB+Nc`{&e1$e|?%g
z85Dpk5L{qR1{7*4|Ik<vWx-edqLv&}I{m;xN#d};XPL)rnqL0ceWo2hl2y>O*3@=9
zOWtHw#rp%aG8j_QtQ@frjp;M-;GXA}S|_i8!H-3eETaP7Z^Zy^27aZojVY8>tG@5f
z;Wo5@q~8U@n!!5&UUpBA_0^Gb<!o;{81^`y7o%fAiOJg^B+hbItnzOu{Do*J@=TnS
z1(PinG)9P2?-RIp(BUDG=l;m;(!A;V{gG&_01k5B$`F*^qwX|8X}j^n1oPgO5M5>D
z&(c)Sli+Z}Zll)MLWaf=>Yyv=m3u&Vtu*{77Os5G%9@YTtZ_($y-#M-O_zH&9*U!C
zp@kRutuEb_{O^ZpU$onc>rT@wIonaOtc86Ob6_aAgWPw6ZIKXs5#_%4A+>cA0cxF4
zo|%)zP74snBex@2#z@M@<y@CC5ZARuzgoz5%jxGjt}SBBPFr@A;fS)NyE&jjr&y4+
zzx%fndU<xFa9OL&j^y!!f&2~OscCakN*lPhxZeUd<{2f#_A_?v2i$+vbz{%SlOOBl
zkw;*_T+<0JNT5u(Y`>nQknmP2B*vexsZ{`9=3`>Ob>Y3`T1LBvB`rpr$^6}A{$mc^
zgthm%?Lo2(Kp%<09J+6vuAJG*N(f^)<%qfh<*7PgAtz%-`*W}5G2kQP-UeR4DHRnf
zksfXXeY!|5v>XH;Oq{$>Qy#*CZ=4ljSaD&%e|*#5?g!uAp3|~_;LJ;M85v`AYH?xb
zK|b+hp?ioMKOuh$ROqAf0x;l{ogh(e5;fCbv7k9*85uPg90{4WQpUY(HRjkj8bL?a
z%f2@zC!4g(6s;5ql1u_e=9{tBb(#!t2v``&>#jM&wXEF?w(V)8JZm90${cAKnU>UD
z%0s$qbF765CguavNt+iI2POHr=}{y*F0z4iHyy`hk3Zfr#V77H#ODNn3q!HMY;M{C
zITB)LQB(I{$-<lzSWUjQ5ZPijFa`YDW1?Aksk(1Gz-=`+G&)M~O>0?6g)BT`)Z0;S
zP`bjLy2>dSj*uq>*(du=GJ4%Uc7@paefqi~!mu7QHs&+olG80rYE$lyG`0;dZT8$s
zfCvjG%U6C>ee2s$u}pAaLZT0C{(eqYWNXgPki&D42<ut%ihD>vJ;(=X^s$}AiyW<@
z)dU*)f&SnFU#Ljbc-f}T$&cYj4uGP%*=SS6m%3|tqMZ4p9R&v}{_!WdCpeLP29Xnt
z#@KA>li~5a6x0Xzm30~BKJIC<72H>$TwhMoU{PRrQTE-g&;u)Z6AlT}nVj%T=>uCL
zot|RN55<!1%XuRgO^n@%3pLJOh8y%JsH{faWQfNB9yjes&bjE+q0P>~3qg-EoTP_2
z`s0{a_<M@GK2^o6@mlX$c5+^7*5l*Ih{xDvVB>gUSE8Y|gBel-$|g}g`7suSK02$$
zF^$uk-vzDI4Yz-*e%~;6^kysbk5s+k$`8b$*d#32o}yWd4|(Gn!RaF){RHrOhYQeS
z<#ZGDrpoX_FELEz@)+6@DyYh9C1Bj|ATuN^iSAt2Y3$$N|8#rN<zkUm^;mt14;K3I
zZMfwfg!XovhtT{+hV^G`Qrq>P8)APx$&*Lvc|QzqzHs>I)epb8{qyX~&>d@vzl}13
zP>>skn|(vPf)mz%-i-ek)ww?36}yM@xMLbLYxc&!!Ps9tpq6vWk_+N@0o!E25o0!A
zC`;ed>_DA~EPJ;(bxD4HQ@03rs+o8AFU4q(`_5R}mqL`l)o7BNq#gC!&Rtu18Q<Sn
z>*Iu5;+m&jzc?}0unLgt*o%)2Z=P1V3xBv|dTCbJDCsgGNIN!tdmRSf4xHZ@><2YJ
zxa@!kHFn9RKCj+AtU`q|6sgTE1O*j11X*CY@g4HVTW6;^G5_Mri@NXZ+|JJ7Bbh!)
zqPWV)=xzKB+n_C3_iy8^eQ8LSF)zFvUl|#b=om34d#DHINAolqB5<TMNgcIpM5<^s
z%p|D#FFiJZmGbX#LUzUsi0kg&tg2aG?lGU_hgg*f*n}QYadK){ECL*t&cX541^pKv
z!SgC!;fPNgHY2?ZE(SmIGmP!$D(`bZ8t#LaI_h9quzH4w<$MV@cH?~|HU7A_giVL9
z(c9+b6#lYpAAY@Hd4fGFje#lDk#vN)vUVejHWNs}v~skK^X=8J`WsYamQWgJ59jgO
z{-D=F`_SUF;3Qbm#M&=^Nc=jt{+W})^CX|6ZHEQ7FGbhk{&4?xv_Pq+Dw~$y{};m6
z>dndP@3Wj#y)$D$)cQXB$Y{Cu_h2ItMxl-V=4d8nt2v=FD+NB5weGy@5#S#_Hj6;h
zM%Pe=Rx0OfTFCI@f%8>IfEg1wqWkV9l~Hfh8u^^m9iOjB9ZIoDYpjO6@bP#M-y<Xa
zA<>pvyh9XRTm3#Mq*3?T*V}K8`OA=WoCQS6^#-Pz$n6h^VU$JflL4Cxm9<WSf!r#5
zzW|0y2h|SUaC?|IllknTY7dn^dl_bE1mCp$-f+FbO%K!+)Q5Y#MeUtccYWBs+K3oy
zXzeXf^cF$DX0M#|uRD;g2NgeX_y&)UI?~1AbP#c{#hbuF5Dv6=W*(t@Ws@gngI^T8
zzZ`W+o-j*$XW-lz!!hS*KKy(SnL5+4p=g&)8lNehChx!N=WRB`gUx5?Wm_9msFXQ5
zR-EIr2X%2^>K@F`@W2bnKw9-S;|bVkzwida9jJ<<uenx#d$k$xPcJin&Jtc~rnz;(
z)AjOb;b|VQf3Fsa-87%xQApeam=A6mLeI;Hya({w^&TN)Rs2m0x=Ux6z}YS2B0>}f
ztQy9}CB{bU9o@pGlifmmQHq1J)oY%PRBE}t0g0xx9ky!<)?ez?_SB4A${VAb40|W<
zu!GOZPUuOZc`2;F^wvn89~<;`Va;Q^d6umgUYFJaeY0AGg)=D2%s-5G0Q(EP{0Q+S
z5dN_tu)=^40to_A%73nYCbqa+OuW`LH^xxDs7(l|B6q+={~uZJAJ6pu$A7<P7}AJU
zlVPHmN|RL^meD6>F-*UX97j>iDH-x(q9Ho%teIb>HA}~4IUW5t=|obKY^vi&o1=~p
zw$c)cNu)m4tIu`&UbowIU4QIWxk+z%@BMr|pU=nRac96w_-xe&lQ)%1UbR51oeJ+B
z@8i`*PHW3P2S$c>*V}otdn|c&+W35u#YoVr4>H_$0S`<i&O*0iF=2GC!<EYApCmwB
z*eb=uj|aoSpxRgsQZ@VXltAa{pQq;Q8>=xIzJ3`6kr?LLFMzfC0E!{35s>Q={Z!}S
zPK$sQoQa7@Hhoj2#xP<){;k|Cyt^88Wn0w20#TYB&fIicRh=IZNQ=JRFSnu)?dqcb
zBNHThGnUJJA}p<B+>$?u6H2x*{#xK_(ef<x6t%4ump=VU6J(P7({2snUOKol3W;c^
z7F-9J*csOGr6jLU3}E7Y7kl+~iS(+|ktGH*d3kijpp37_Dh4zy-dCa#?5mL6EA1_F
zT#%i1nWZ$i#Gz`_Y7LTz6RPsm9%OmnY<J?mFJE!yxugjZqa!)96^&9q6va-eFdTNy
zGm6sc(N>_JjGHE|&ZkE3(xtOwqJNC?E*9x}(`)}qVHMxQy=+R#=7uOsz)X@fk^)H3
zcBZ<yD_Tta=es>A7Kj!T<03Gf;;993{J`8^E<GS8G%?u)F4pfebScCnhq#WNeb64_
z;vHI>Fjye4h<1gURZK!I+~jwsz~-M%Cm~2+W%9>8a}k%aR#OUdw$@P}4W}eqNMZSS
zY+3u}ix5UMwpw6d#kPWxb&v7^cc&5zx03YL!}+0W^N_k#;9`UU-JK=vwx^$LqFb=H
z&%I105fnsA*m#$bqsx~^=A$4@*GAgE3F<QKRte07e&$D=(xNM#P`}0fG4`4NbM-&B
zKG}GPsn?SJyx4mN31Yqa;*3!F=Qvj9xUT5`b8~(#QOi$KZSHlG;J3r-!CX>z^K1W=
zNy1TA<EUwi2nNo{nQuWWp4>J<yY|Be+063lN!RrOp+nuTY0c-E8%k|&PH@Ag&;C9z
zb}8{JEWEL#Y7oIj+}!f|P?ws2DtnLn-RcI0h4e_$;jrc#sU5$sx|e&XB<XEx(3yd;
z(~%%jr9)61#x#O9d>?`W=?nV*Od}h@cX-&@|1y8W$*>~nLcLSzzslT-Gu8L^#4W7)
z_kHHnkIVjDQ3x%B{R@5UK#4G7w!RZ*!ysvUez2#rOFGxS$7{znJ1W?i!$K<JevpJ(
zi4e2F(P_K6m~`3C$;L^@fXH-jAzCrhu$91n<(|xDh5i@H!yFV=$JT+wwz1bPE~_u{
z3lQAs0uWOk=C3U)p_rCt*fmr&*&(8OOvcPvI|Z9OfE*BBmIpS(462raH`Hsn0srz+
z<siBPs&5nzm>n1#2MKOhh*<qZ$it6~_@`lb+dt(!wuW(x3d0+aI(ZAU>q{8C2`c~#
zdeTcdIqOZiMqtVJDhpb)yF1ef;fNh>UiwZ)ZJM%koc22$b48JpkZkJf3PvT5;4U)K
zZ1tyyGtGTMzsHV&2=G{$&>ji^aGydbe_M1)YA2Mk$v8_9;t1y(r<~;G<DX7nAEU-n
zyaQ12V*R~8uRnpcPSH#h2G_R_0hy^~3n)ph@ZT+(y9utgp-&!U^l>1YhxXn=%j9Gy
zML)2{pv@ZPQvt-oCM&TS(wCyrt32~mYT!~qlN@AKbp!w4TL43catVJxOCM_BEd-9=
z{H||+qFeQ1_r#EpGJiiD;3*F|UIa4HsgRgZ%7sqsN_dv{UI0-wX;S=y(RUKBZM7(~
zZDHo6c3Bry`^Oj}mdq7z4_Pu7`ZPbpo9J}v^;tr!>BBJ=7|U&on&>8&AB`$}n?T+R
zV+(g{;+KH_CV=?mLAtO_=DIC1ot+E>{xVy{;FpF|j<Zj`_Q#%(Un*y*F1`HyYd=p<
z_T=j!KCF9CVT3?C!EbNw7%NeoCuiB!K|D`gxHwf^Pkxct6Ja{8zAiO4<{kCnH{4^X
z>+xeQvdELU)N1&HM5e-bRWh0c{Ly0oUQUM;u1f`85vj%hg?5uRQ5{qQq(gXMY^STk
z#_&s0_pEL}6LoaDW}>5d$9$5Nd}Gm`c1R5H9ZAeeO+78}2~&oG*%}}sDdcwnaKs|6
zrr>)*q_IP=+C)A+Bq3WoS6u{^3dC!wG=F73Tl_J^MmsaaS(W?NW-55<xlk~TAivx4
zrI(X%<Ptkd#6b4WzTr5n7O1-;LdYl0pkP+eP9ZRngU0Khw;>x{h_khGgxBwWjteU&
z?mAxwc(>jUR+Vq0S;2h0c27_tgw!2mOKN$Hyv7VkH=C_>PXzSYj&Zu3$3!68Pd^bD
zhDmX4eM}@Yj-JP0dZ4UsRIClEIwe!;blpz(!Z>eH_Xxuprz~VhXMxE;j0jeZ=>mop
z!}Fe_IFKxLVjj2=RlEquq0k-Z!7@h6zo9r$K(kfk4Wp7Y-0;?kU7TS3FvET+k$;*S
z4T7ezPFN3JKbV1q!ilprc`tx~lhfi#T^|5IE)m>?-oi|>C-+#Cequ*{o54tvPFP-O
z^gSx)jnixCWQvg~)MKjSH%xDfuBl&}IgD(martw$mgC3!u(IC!%3CiL)`qlXu1@|*
zQ@_q6WjK~dh@aHh>CEzB9T=6-NS57O*XRHM7IlF>((Uf15#nX^qRKza0C<X)F}!VJ
zwEzM($c&7RE>{Z9JMS&XE9%w8z=A_Bl8KSY^S9K}O@byvP^xC%4)8rfP8>LGGb*%j
zjzga6f#=8F1T42?(*-UgGq$9cfk%_Q0F1;SwP0}<$7-OYk0XyKe(ANINe+yJq8qix
zCA*0jKA3^Vi;7z)PbO^aLJVR<&020S_uDv?gggZV$~P5xL&^AL9JDR9m8c|eCcCkz
zUtN8QKz#YIL)rEEwGamLmF!AFJK3}&Gv(i=5)X8tW>f-B5;oaO#XE<ch9p|ZJK`B@
z?Y<8?AV`aAH=KM-5Di1PHXA)bPM0`DMtzy9HeUuJq4eX_LqETG^jB$JcX08;rXza~
z`?(w=`i?|ZJVZ~%Mf`jAQ24Udt8mP9n|6F3f=j?%_&reh|7n<(%W5q2XOLbS4(}14
z`F7v$(g?`c3h2PD7)YkJlkh=67=0itXr7;K#t3?BzVfBr&*5(kkGpx#@bz5CSxoBk
zj(BR$F?Gg_-53>`xbCWRA$#{gfBUrtz(5od|Ks-lC$Nqs>e;&cF)zBKmA3;oc3KyF
zRSU9JKT~c#;YM1R?^ye@)ec}$0N3?@rh|Ycz+{3yoCAZ4f1aU#J&%d0KW1H_T%Pxv
z`M`rOx9<k(ezg1?PPIUQq{Sd_s*T|)3ekt(qO&C)u{5pqc=@MAI0)GoBQB^>qLe_?
zsZtie3aDV?C7?@5ULVw<2=QEV(l^q7U`9>ugxj-ucs;>jIK_xy-FTv4D6eWjMWG@!
zkKu4`@M29#xYiQsC5mW$d7FxE$0MnL8>sMXCDs}c6(*=bxdF5=%5nCtx+O=yx!9l)
znVW&E+-HJaz*=L}{_=SVFM^(IJe(yR9)mO(b*2xCr-Hsn1dDIVd^ZjOX#kw#)gy=X
zSHh9h$An7f*d=`>zs6}$r!aA`zL69k$P|sZ6lwAC1jxnkbRnY_W<uA~>`|$~hIW5m
zovWkG%<Vcc)bRJ#FTUCJ#QgmZ8zZ3vL^1^2(c%Z0hayDkmHCLLJYhQM41f~>Mu9Av
zhRWb>$(8Lc&baxLZs{Y_V27UoYt&*kuI3{l+!K{(I5t6}Dq*SD0iO;m6@+^j)nFW&
z=9tYC1~72Bc6lua`en!p@^PV=j6X_SCU}*>@n$Tmh^?6D=NNxmKhcf40Bs!@r**cO
z*Je(H#30|l?@Cn(%o-gV=?z_{e*<g0l(RM1>(P}GXFl&iwkmI_9R54VaTn5Qnqx!c
zx{)GdvuWjR{1%!XKn)?s1BK8=cJNrdn}?Vg_(24ep07rKx{&=zf<5eVmyf$(L>T~u
zhn`7_K7D)Z4V@?*#W9h;K0R1_4t)ef27@fvY&OH83BVy#9P|LF)&;k1w9`w8`tM+z
z5U0}A1qM|1p;i<#^GYQin5(^GGxk6V;RTuYEi4+?(fb_E6KQ<nRTX@TXb{J(F$8Lc
z6e?y;;+qYKImsA{i{R6@7I0IB@zt}VC1B9Z^5I#l%6yOwa5VuwMS&Jn_AMdsOOak%
z*$@cElGwc}^k%h6y69P;ifJH`Iuxx{Ulg#_L61RP1KgA(A=&BnVKO8>d0?aVsK`gX
zbJ@K5rBSnb|4T5fm4F33H$tQ_<}{H*u*>!$>di6<A32D~m??m1)^~;A)qK{_MJgN>
zF0_b*XkZ`#Kn%b1a$+~HnpQ{@MoC<M>rQX1@L1yRcdoEqsp=N@p&jU{shzxGHS}`&
zSr;UIpMV_(o3NY_AfZZ#IH%jmUrejzgbNy#iD9OMq5D<1*Xj9wcCOR}hQvdP{fost
z<~+Rvhwk#&<w%jg%oC{!w-s<HEuSTi4fPUOany0ybvjgA(4jppO94%05$?z8wCX!{
zMv#_Yj=411vvvs>gvrX}D6XfD?ohY_f{=~Uj_z1$K-MUSG~tiFV1wXBr7CdArjTY@
z3dP@Eu>^`*U}$W#X*Iw}ea=U(3q~Z3&#@yi+u{>+l%yuOlz7FBox9tc!xCu^SBbQ7
z$7|!uL@a)9_3L7%>r#S&7?IR4Y>aTK$N7k>z|L0tX<Qd<6fKiQmQW6n5rlRn_z7o3
zfBj-+==#mRin;%H4d(EL4yQL$I{IN<w~p4f^aVhFmFZLhymN}LTQbHR4`kCdS4b0~
z@HbrnTU4%gJAwPr+lgmyun-0laE1#?K+}@^0sxfy{l@a|mp4K7Abokono2EDJ`R91
zzNFqQq%~i?!yarIwdH#=U@4SXrE_}qU$%F``vo_jE*(@RrpClg*##!X;F75GKpq_b
z^;L_G8fAaBYl?PqamnWv*HviK0o%M8HiLJQ!D=Pf1(9ryjp}R9?8A>ezij|7MX|)$
zVP0D_CCb(1Tc0!~-S6d67=FIlwXRD{Ae$&8&UVTQN3|{XNkZW@MuBz~w;j#pF6r6f
zE(Zj;k;zbj+P-{Xj3@^?sZ5RV<P+*UqNL+68V;|AIK#8m5YpIdR1o6<)UleL<wRia
zG@nGEDowo1<A4mjq-Y_dws<zHJGZwQ<c<J+Nj!RdJgWVRaZ5S>!Zl%l>$QyJtKy1|
zj+c`3S?9jvrh<WI0Zh*yEWQ4Js(nz`>Nl+Xw(XL`;2-_!XJHoxo6J@k|8ARi<B2uN
zc}yij%6G+FdL8gXhPknPn9ac3rH>VN{iVK4X(GaseXB@(l^kcduq?!I0^=Z)0ut!3
z2Z><ZHfI_7biOyvsw(gSYV^^~hcm5RnYDN$&r&4Q<CduT*C)*-o{AJVvj@Ll13{-d
zEohhbwRD)dN+bqvN_na`d1rQl$>au9d4mbgb0;Xd4dr3R_fItmw}0zAYDvD^x2LG)
zNkw-mx0m?oTIKcQs8dJpeeeR&A@7-g10my5N5iswUpHfys1HVta3?UN{(#oT#NLLg
zzTW*vH4598X84Bx!<qhu`<05+pe{DDTpmqDhfliB-vx{IqC#lczVbcO>pJ!$^&oFi
zW`<x#OYD)}VMO~Ti2^~a_P3YEBI-A;0hy)7=^t>9vNd4ra#p0d?Z^m%K1rwMQdrLk
zr#>n?xlk~E!;B^mfT*u|sqUDC+Q@4QM2m7DY>3Jm;(;blO460|@n*G$D<2(hMI*!w
zD?m6?uu3~I-dZ~`hCpE62$0yMZ<e^7kjeLZbw%5<!tPkEK|v`kep@+o&wl(lK@?B=
zsU_&y-Rnd8>XPT{=D@z@a7XmY>yasCc~9mhLb{)9JLHrh-8i`JT!csu4zfhQ3MKi<
zE)wQCExhZYNk><vbj-=z*X^o#(qb}IrwjToWZ;mY61|W=-S}N#jsXvP#v>Q>Z~=gh
zIGn$NVTU0}10Kb+CC9bELI%OS_rI}2B>s%Sz0OXTzU1WQw%s;Lv7Ia6rGuf?+<jJ;
zZ&6XlcNdq`JU4d6JjeB55b?;gcbH?4_Uu!D`W#qn1BjfPGg~`fsVbG%I~PHr@OZn`
zqD2?-cJCPC4f%=-rbq)+ETlu;jRV;X%OnTf9!yz(&7@?RI6LCL4xKx8dvmDSPWC5>
z2MK6_K_yc!Ek3UjTZCT3*!K=CF&7Vk+H-F#!xlWISOC2cdZ3^!z4n1$_Xm~ba|k!C
zDuWw~0-t0}1a<oW_ZUEub+j(1AFTS>VDHCjV^)6ZP(e3o$`5S&L6{?lzBQMCu`~{i
zWO!?PJosM|U>@pv?C>l>^Rj-c6PS5|Fp5ni=N^x|R+&Zf5XaI(Y16)Tlsdk%2iY+6
zRR_Hn**COwN0%3Tte%|;HoiGLTRSG!&&*|ZZgl`vZu?w_BLmOe6-#ET9{7Q2=fKVJ
zkV6_!ioySqeFL%*^hq&0GcL2rT04m!vej&)o)ZlG)?F-N)K?}LblOM^wrYZjV82rV
z7bcOWC`+eypckI~50bMg!C2EC6ap`0vg4lnKSQ~3cY{ptPcn#k`Pcrue%^_O%b8&N
zMbQxMmlsSv0}&+<>`&a+z{G=K)_hZGEQFLqjntQy%1wBz*ZKKqxLaU!Qw^%Ii^ZjQ
zh|6U>V9c<~LLD8uB1IIa_+PKwFf(THkjz12B4Ho}9~ilNIDLHRR36l-TzwwOK*979
z-!blbcv~6<7(f^XNRo8$g@dZ9==5>DL!m<j)&+<#p2b*;_)HCPB1jR~xe#WeYu49d
zhjJdcQ6A0NkzEhM#upfIvEC18oR!XS^|bV9uDJXvFBX{JP3M2<M%SE^Z*;!&K^hi7
z2c8*^$K#a8E@fZ~v-1klxirfz$JIO~_kQ{5sW^N6)i!If>19rHqvp9vvPX`Y(_i5L
z#$=n%2_-0c@H~>8ubY3)e<4~J(rZp%Ee2Xk50iV#x^<yZR>mi32_%q0O@EK1=a!eE
zNBx%Y<)3P=I*fn|k!uS|iFygcZ>r~0?Zby-W&xQmbyT)JIA4{O^aAlzvdgguU`E+@
z&{&S0gWvXHHNtiMmD#WP$=(s=qML__n%gD`{*-~#fpppNE<n!mPc}6a=eW*TkX*o}
zK}b`rcB|BO{@shg@08u2?s+rjy7o^o{8ygz1I7a?SSE<HpQJv+`2!9##0L#atA@<C
zMU6cmO7@te<30d?O=hc4d_h1~ZjKiNty2E&BKp{$pOQYp6{&6#T{5JbFWj+i1gxXA
zSVr{+3I9U7BM2Y@V82C)F;H*|4Dhi3LgOk+NvsHYzdUXX6JuX)8JatP`Gzeo4P?`Z
zJ}MA|6|)MuXFzsLn6gZ+*a5-wTJ4yjgMdnxY-$IaqL0;XA~RuozVgyjEkg&dMczFd
za<XSFQ3-EJ`FhpuV#$U_(stCIxIz>o%m7H_L7AxhjkAIa6!HlY@S8h?^3Dq+#eQMi
zwbLQRhw>*iE}N4hd5x6*)H~wQ!eC4(iyKls0dXyCIkDs19?Q71lE3_Fe>?j}P%C)*
z?AdJya$@39J;~`G^D|Kj^BRuj#J1Czp5!KsR=ku5QYytcZ(}aG`^ojvm`%q|HrtTd
zhyT2KY&Y*QbjZf+XN%3{bJi<(K(}}bL{ft65?bW{J<0rEIr~1#c$;>-{ftxd?rGA*
z50RKtO6RP%DeLz8JdZlg#T~H?Fd=qsbvcRF(Z}xNBsW|DNZCVH8bFm{Vxckh>OAFj
za)NC$2qAO)1#ut5N+iQt$Lz~59P;^=&q+ZWxWbSrq>28D+$fJDA8Bnwn^uFG0V)C{
zYxfB(S`TgtT+1O-HGjDdRz&grlr+Tp)c#7dEFH(A9c!;Cp=JSJfYjvV*R)ga&tBHL
z_Crc^I|4h~jcWA13C>&xH)#c1#70hTvk#}ib2o{i#76ALreVN=iD!l1wA9Jf#mS&t
zD`4e`%4qdUzafqR#m=+8@QC}Sns=_G-3Yq`4Vm>h%;Ut+|Bhbg=1-m`=_UR57B$!B
zm@jWglE6FBVAG(V6Zoi8@jcH=G)C6r1J6|=^vP_1x3hfqJRhvj4aX7&eBFN3#wDS<
zrP!0rMarK58*L9MYU{O3nYH?oss?Rnr}X(GLv%!x^?bSvab`+WKQqpCZ9AX_>*R-H
zF21zGi)pa{LAEm8cq=dVOGCBR0<hC?aKOO2`nCVZHoMTlZxbd)hm{}GzfJrnt_^P<
zNdE_$^DhZ#qW^%em<PNLyn#GvzM0=!c(-Z*v^T};VLo6Kv~QZ~k`K<EFV75QWazKF
z^hR2EgSUQJ*|~8wil;=BBByAEo;MzkWk_9<L;^TF{L-Eyli&c}#@`Q+^qh1U{0(qa
z6r-WIIk1(t&5iB-$c=foY5#*nL-zqF1%w}Y7nG@0ViV1qq$1&q4(R4+nGJ||AmeOr
zwCZ-gvLUsbrz%2e{;P&SwLdLmvkVvXwKrUvKqwlSiH<ogO+rKjlUl)KE*Yrt`QCtT
z9N&VT11iRno@eqYT3}PHgMwpCBEJn6uvOQi_0@psXpA@7m{iUIV-`>yeXamuZ4DY;
zzwtyW1wx&!1AT<J;S|OJ<eKazoH{Z1_N^;uw7l&bcyuG2v4D@b4Y_KC+n={=yzWp>
z5GTN7*S7~J-F5`*g`jQ%C)QrH%1?b+N}9y2lqFJJ`~uk)^j?YPMz!(6$B-%dhQ5oy
zlLp>Qo7vnjztKE?f*j$ryk}pd%qqpm(W#%8&*mC}-ul@*fJQ%-9mTA=419;>U_a!Y
zE`9G6VMsb@=Gi?$g^^99@ZyIYRNA8J@T%xng)Z<Gyxn+*Zl@xYF!c2#EejaLtAY0L
z)LCW8PM&ocHSoLkKE@UPyv0=!xEesdK;HvLkH1n0(bai*V!gxM6%6u$boDez324+|
zi0e8UqGc^vm#N$k0*&}N^>HW|55mQwlMB7_a0Q9LQiQmBrJQu54>C={)upcUtml`c
zu5W!Ga@Rw!@98b)G1g_OG9sc(b$;6^eJ#H0JAJLx6r(E34~p#<%(}4Nlv$&!7gUqu
zvo)VXU9Qx~Y{-fG6xUJ}?B1r~<6X=;e(qdkIz4;#vI%7@uRAi`6kbL(RpvHS>&N|<
z04RA~bv!?)=6ckulwLCx9%IyPvw=R|b7Qnnt}Pql&HQtdn~vset^3lDggv>EmfQhk
zug`iNTILdNn4qmv_Dg;62j!Es%ll2{n;GIicKIe!*4fv*QKIg}e!k01dcHoTzF(XX
z^WiJ=@-N1IHpg0a=JlNJn#7qLLYy8Sr!Bub@@=jj!XkXZj(Hb`lVOhO*$NkJ1&WdJ
z{M~nj3DBpm$smbg8n|KuN<_o(;k=&Gd)7etI&6Nt`kEj5Wp`p~a!WB;x7E5iuQwNU
zYHPKe?Da*R+M|6_Ra~hlCDn@V&?_a5eh3E-2O3MUpXD4|kLP790tszOro_NLmAhry
z?=6#xFtk?R#*Hz@l@S!kp?PTq`6f*cQ+UqSniot9D4(R>bo%>T6l~|7oO8j(#_#uT
zjTE-`2zQ^gc+&Foy3MBs|GhW>MsHW3-_C!}a$NIWF1W$KiW~WTS}4skEc<P105;69
zZ_iN{_8^`!^P}12-DcHBs22zJolih7(G5v_lT&-YEx)@b(mZTep{7LP5$Fxbh?G5$
zHaYYdjk!U*5>7VqIMX12MSu0AR#!a55}l9BTz$0mva%sz`tQR_@67<mTb4-x9b^-R
zyhSG|ui@}p&XJZ}iah)<D>~(01)Gt9_R<a?_|t3En7gI4tq$FKt-RE9ID6SXw&ale
zO!wcg&i_0<<mUR@Ez58}P_O<MQTZF!`1{uFe>F?p^XlkJ_uT0|9eT8>YV%_A=i<8d
zw6C3M>Res8S?m_{T%CpCab39eIbYge4Xz<d(pTIQrL1Kwvd0KhARhW>i{-j_U=)$?
zSaJ|Yyn9^d7nK4IIZ2PZ-!Ub85;!r01^Gl2*TOWaU!m6|rPFa6+tlZTe>xNhu+uyU
zY3lT~CILxAkkXeF0Kqv-Wt~$!@b!_I`yi`SCCbX;H8{-?;q$7J-etf#B{y}d^@>OV
zOo21Q+BDSAJu$#j-#Ty?U?NhC)}`d!FNe)DZdi24$E0XyD}Y`z6ECVcux##Cb0j|N
zD~>PM7JbEOk#x=cu8<iVB)(r>d1`)VENfiHfV~BWKo9FCXH2hha=5JT6sMSoaQ-?;
zlsLnIucmS0+&ESK@p+v@zH97Qw7!SMTLBL30o#$0r<`4Fj%Zati&wM0S0!^Y)Yz9l
z*!m<lHPjCAN*8Q0)4(gu1XO}IUpmz)iJQgTLIjXSt;8@A<r^uvhke-LqNMqY)f$w@
zGAq}}aB?6w7pgWq>|MNpYe530;Gprd1EUq62e#!7x?0N4%2$ksZyODInmnM=ym6Z2
z94>ij13x)b2iq3Qx1C~C$h#~eH@%wp`i}AlbKqkc#RQ-JVK9^y^KKg;<FLmHirz7s
zu&!+^Arw4(a^-d^#!gbC+gVB(o~s?XgKTU!u>O3j2!JzFXVRqcE_UqH;0@wUgE;e$
z0sEznzL60;dt0e}6GDnzb~oe7zjudMl~0@6w0krm_<E0}-`uh=xdhJfahh=syN7c?
z8<9SvlE~+3Fc$SI3^t=(xLdyM8s3%|Y>rHT{*~8$IatLHBoroF5Fk|xQA%cq-(Yn*
zhFPGX+Om9{teyxfpc*fiOMSD8X^d@=Ooy!_6f^HPC54U{k;<WYyb~fGB@IW|+UNpP
zXKQE1DNFill8AFM%}`}F@Hwnv=TVIjtIwYuFhiK9ekW6qU0*gjNZpC;Sj}{`vA!0V
zUcLuG!uL8eW`rJv&d+-G`o-Q9=W}Ekw2(&(?N~kDz=E!?5h3*wZFY~TVFdKngRTK*
zXD>z^Fy<}Ke4Ain_ZDTq$_p6YNK)SRKIQ@%ZE>LLQdwDdVuGO|uy?gQ?qZUesn2a{
zJ=&YY2UN&xRY_4b9P^EEZ`pHU5_qJ`EI@icCw=Ytq|8oNpSkKdu_wjMD?`%JTC;|I
znBzIVLmrkT9pxiZDT?eKgR)7m=F|+8$C7oNjoTW)W;sB?R#}$;pbhjsZ(Nn1^_CqG
z=+`IOY27-pJqEqBG{se}K&JY2bU1&K#)<<nr9F_C)g1}Ll!+Uxf_zp*VbaLVM1zfR
zXK{mGd62Eb!ShYul(QCH>b)~87a`WUYGn58s35yY>hlR$nxd@7`^wFegF3g~7^ebZ
zMrts^wQJiPd$%@2N40632RhAAv^jCM&c-FF9=I&r{(U^C?yF?SF9jLJJIBt-CKuGO
z_arg^6{R-aY`((|9U&ozv(+*13UYJLC)nS%r90E7Xntc;$L(|yjSq%3bpH8k;2X7q
zJzCKnUDLABo7FuuTZ>6a&iyduXVb9+2&JIKl5s%BphVoHx?J~Br^EQZzxGuP=0<yl
zm~XGT`aD1TS?{Hb&Y(<;J;&&4U`1Jv?JL%AH_Nxk4NPQM{Ef$L5tu?_PA%R`XUy#z
z$0_EA`l+$K5tOd13C408t@U(CxW>*;*Doz~@%R3sn$_~mwpe8urqVlRN#rXx3}%P<
z<(#iWfom&r=dnm5Lk-9Zf)vWZ!KvLFr?x$XK}8uD^W57Be`TlYuVwEpZ<#4rbXqPN
z6o`M3{QbkP_Okjd+;s*9-yzk2VYU<C%f2@n;Pt%?vfL%u@>p{$0QJN(e<=a6Z=V&K
z1uRXwtnS4Wv$@8`=*I}}9YGzo7g*isYx#vP&@c#aYjd`uzmnoVwi?E_7`|5o5v7gD
zp)E7Y#DK6(>7@bQJvISvUW)YH>{!v3&}ckNqHwA^C<jU3ZX&lb(Sljj^-e)bPWH3L
zLR(hrTikm&J@??%o)01Mi8qhknejqRhDJU+p|=ZK9QWRHaKmoaKQ|KN8mv98{KkDG
z_^lv_vSi0vCU90uCGGGP0Eul01QzDP=ij#d_FpJ-?>^GnChv$}EB^}(E&qpq``OL|
zmz4{<GRIncebhk<eeE2`Uhn!YOQIWiQzagFBlyGJ6hYv`#0n!s>>l#l8_-V|AJBr+
zNUbvSBT8cJhZhsvbMW&VWC(VVMURR(F6r_V^?2YzPq2c3IoqW;au12rs&GA$W`hYc
zNKS42B<T)I1^I>K1fq)!T@8nSy_S9W{A*0=PUUqlxJ5iCK%yk2kGk<CZ`CnpJ|yEE
zy$m452-I=%M>;nCfn6QaY}QFwy^3zynrMp#q4@}6C!WU#enm6ySTgf-2RZd_4JK}8
zuFh}%)=bVjOEZ?}#9+d^y;HHmfL0sZTX)YpVNVR|paL74r6Fkf2uEgqLiT2AsL+p-
za?)!(<mJ9~6+^zPEp4{eGB><?EC8l0Q1_iZMYKBEqV5yY_k93_s6v}zYt?ylx8cWt
zVLUI*Lfv<%*{tp7G}MY{gb&w$6Wx=?R^2dR+XE=sX~Pwcw}AdZ5lC)UE#m~vR{PsE
z2ep03VV-7^+K$i4J|%fCsHt$@jX)34^T@5K%hqPLmIv#ZCF?#v)+utB2E#c+`hEV6
z5Yob>Pxu7s^(}4I4i>FHd-g#_alJ*1(~B+FEXISo@Oa>M8Ci5n@?8}$PnA!MGYsP&
zM2j0%pVQd2Fq17l0CJ0g7jQChlDs~!+0V+pr{$1yqkHYE0JG)BQm5BG5$NL!3%#f8
zP8au8`aPaM85!)KMrd@Jsh<7vpnl_bVoarpA8J69R%fCCV)V18?~HGUHTq~!a%3XK
z6d14@Ava1e=p;Jbkt2Rxe$|EwmNGF3=|(rjq)QauVTS*~e3HR9OgX3(Q|&8Y7W&#{
z=NEBf3*r2rYLh2`89G-dio@(WLV6=uiUFcLB>`Dgm#wchDQ446+SkoqX7T@(z}fcY
zF2QP%HkQvsv5INXfz~m?kS~p;LDz}_A)!1RjN`u-nSIkHgjM(-Qg9(@=Qi53gKR6c
zUn?;9_CONY&JtlT$2gEAOGfkwVV-g+qJ;7#KX0zN$1#iiB^-Pm-m<>DE+c|R>J+`}
zq+5b^cp-ux3NqTQorIYhf?63%2Mv9#iGP-hFq6ax*?KL(<;t5pzI+`xqE#&j!_VG3
z-bsijFZ5KNwosH?d2kaDSZ>P4fgX7jP%~;EjF3rksz>lQB|so0I{EReRC9Ez^Nn`M
zTV3zk-GX&q=uwh4x!SddftjiDibVgqE>%ogOn}}IU8Htj^inuTWc33iWDnz<)SZg=
zaXl&7_T_(=eOh}8e-P#a48?}C;O!wQn+CSH5uQUi5VdYUZ_|bJq+{-o6p47x5<r=e
zpy893x+<5<&q`hRUzyb>UZs6YgR5VYfsrFTk8ewwmA=O#v$_dZrVhB_1=YszY4O*$
z%`jMOL(JS1!)QJbad|2PUTB+>t>)NZfaihp)5w>56E%o0EiKG@x!|~Z^6h2{qL<%0
zQYw3`p9;Ej-L5VNv=5#q9v#(iGd}!f<m8^h>P8tk0kg(tbaRT#sj97Iqm!?Dz*Hpt
zZ;wU)a`B6Aj{X$8&rv6a8tx5aGRV4`boR;RxGrM^8!~+eTI-E|&qaWs=<e6yoXuEg
z8EB`&8*K6{4Pds_!B-1J#t`sv@PfS0jByP&Zs%b}D~&^KMyqC$)3w&)0olt*5_6J#
ze6G$GioH~idki;AUW#zG8%(gYqTPW;g<0JgBs28HjK6jv?pry;nP8PDcBHPl&~@44
zzfj`c6n09DG<DVWRps(n8@p{4XG6}MYxjzD{UZphVygY01ppxd7-RvudYCIZ3>UHn
z+F-}TJ>xwo_<EUQM{tQ-_VH5rNw-QQqO&`iiHa#SjI-zxp$Z-U`eMG9`bY~_XUt8z
zV*a9zp&DH?So{m*I%gAEMualb>qql|etG_;R4N6UDaGd`c;B(4Z_1uqU~sln3<Ih;
zGbYPfnDW8Tf$j=7Pv!4$T(j5t3#^}mtp3<R#LWC~_s)uO1#<Fd3g`EfEEoRI-g|u;
zi@(0>+HYE^ZwUK&wg3N7=`mE{lqFOq^E;$zC&jA2SpSRii~rr5s-~YE?@l^?`{%gN
z^N{5=Zdh+sJgTA6hP1h!Yk7w}vs36%(s#bEh~xR)02rD`?`_0_qU~ko$7Aj6%0zKK
z&SgnsmhXpiqlV+kLX>bWI`#S5A`XL9_JW&~S%Y?Q{_6TRvvVEv`Uo$Z5nEg>H7Mv6
zeUimkle$4h3ufVs7y(8F5TR+GX*02VT84wMrl_n1RS8{=dq>ZbU}NjuO(Up&N`p#M
z4&sEW<at3*gZ6dEI!Ek>z}{ZY*|USTBndV@cW!M}!7Fgz1I{t4xvva@CLMsDA+Oc(
z?t*$tnc6qIPlOsy4&BxuSh}RcXI2)&@en7xH6p~7DC@mV@F_&!Dm#x>9ldp+5mlu)
z>9!s+M$mr~#KgturOv}A?nMNGs#j}Jb&u7B%L22;i<I$h`-YezpL7WaolEG0lAbJN
z$i%1lZ7rLdtL}XaHrCX&Dwt>>rq|C590mGbg`u`YF$EsWxbeIp!A-fQ#o_ob@D_JZ
z9`YNwD#Xi{wZnK18kss3>}HBU-G(~WWY(TDIt_2}DQ+$t6<pDP?Lfd5a85xYiFUX)
z!6qP?kZW$QfDs{W`jr8Vz<U>m&F}4t(%aST+y2A-=ql!^kKBr$qdHaouU$J<#QX=T
z={YVv2z%?LesWd@7Z%6=4VuTQw!EQ|TP5u{V3pN3&Ywm>|De=uNVgrsA8<by!$zw(
zrxDoUu+%(x9jm0Hc9|S4jX`e;h2JKu*pTnGBg(!&>OO=psNf`^fpibj%ck8tMb;sl
z&GrrWqfND9nT$rk>B4=7>b%lxE7sgKqu^syWjq)yya;bZtOL8aybi*%c4|kC5w@6I
z2ebE9bL5?9tX}%P=;RnP>v;^(m@G00$!5SBibQfS0nKp*cXGZ*I|_DVlkrltaapD!
znVAB0rj^^$LkTrlMmz}mhGXnO#vHl?j9Z#I*M1bFBn+0d68_<YAt9O3K|dgpN=ZNl
z){~84R688S2{mwuox$)F5-gkd*XaT3YSGmhP`zFlWp>jNj7N&=iR-|mur&2~9xe2#
zNEnN;h4@T-5CPVhQJowb8RJ$2ECSGsAYsE}I3e%z6cthE%!BupF*|J5ma&NMjG6!H
zct9~04<VV&RI)Azq%w{9Yo}8~pk~u(eV!?yxj9`DQJ|i!h6@0q5{C_MZbDt`4hE~X
z%!s^BY_ZSGyb2>Aeoa6uk=Gi$*SpNr9E%3AA2p;efP@EJuN6HO%Wm3bvsFhNo4=(M
zq|Ds9Q@_qC2pk67;oOSuKEcK)v8+#Mid}5^%6zr)H~_D#dk4?A7O@x94;`ix$uByV
z^em_g7Wm&9<mLa#KHgpLQr>pwWMqOfMg#b&Q^bkqeFEgZ;%I={Ik(n1#ylqxo27K9
za$Qex=&Q7<oR3D>Oi@=mVUVX=@JX;#{#RXw*b8_F;yi|ac-aFo_uVWG0Ae0o?3ME>
zl0von?hgE@Fm=Lc`b4pc%x+EiX{Tx%Wj$b0ELLmbeP<z7uvVjPG0OBo*0gwLTfK7o
z$ge%mn*Vd<9X8C&$ziJ<u#dSo$K*^!`YYckx_%Sw8~*ShyRYz_$D`Qa3uf3VLn2xZ
zDCRx%sbRod%X{TCi40k5@W;`-^HJI|DoStP!rb+j@9E2zg`r7qlvO@(&>1q*jR%{W
zxm$zsk>DtOuM)^`I6l{2HX&LJEUEK+&+WHn=h=Mbwj-sqVKK4V)bPiEEN~QYWb7}y
zR8R1nlsk=c6B~G0sB5c3*T?4vIz1qu&*!4XY({Im%j1&=gU)r3Y`&#M#rC6LK%wYs
zv3t)Rd~j5jPSO2{-HV0xl4qh6SH4`=qT$Cddv<SGeaH*v8St~UM*`TKxYiKDU_qcY
z_`XK@{=$9uFLW(*?(|G;#K?c4pB%nC1o1Cd9VtiR`Gd?ajU5_(?S-yQ#;olg<|)P=
ziXCY!W)zLfu@8AbW4$*Y>9s1r+4y0eToPr8K70S60Bd;Cs^{MyM=~GVB_JPJtJhZi
zIXs3CCk#S8?KexrELAzLOaud=4jCkpZv|Ser03w$47S)H4#Vue>`A}o`%E+DyH#KB
zaM34EuK#_Nu<S@mV{6A|ivymk1gbY>n@b#ba)E>p{Xan=_+~s3B%LS|@SPY(svl^+
zZLB}OZ}}75*ve-P?03H0yI06&zl>IEZWG=+FK|f`a@O)D|FZzfyS9uMFGVmr+Ffq6
zy~f73xUWPI20o3J<GYrIJaP~4>hZV(PNJ5n?Q19TP_@y9zVb`K5uxm8k(njJz9C*F
zwZEVXv<11s$v_ko9G5*>zCzzobLklS^4V=e<#7f5`71%%CH$r|+k`RjX<SuadeSRl
z{1TfH8fo2VW@@*?oldNcCjcYr7DM?*-m1VO1>ivnDA4n2nn-Lq)>omhu^~nD74TEM
zRe#QI`_}Lfus4eGEY=|L7Kpx!B_#@y<dEE9<41N+0L2h#QIADckn1*Wi^ds<_(tAI
zs5szFGQ=v;D0k$xa4PJ{;)8lp7(n85ac(4q0SWr1MjvE(VY)^}izn&&e=R(1i0;0<
zcI2Ff7vA;iVOavaq+hV4q)g!Jg)S(CfFjl=6#NC%J@8n}2|z>vaBnQyE@65a%?sP*
zo&qGyn0Ohfwg`UbBV*YNCbk~fa4cFVr#gmXn=S|7lf9ntzNM)^j_UY06_JF2ahX`Q
zJ+9^S6JIZbv?J!>tR*6Tfz-AUgDmHO%_$6Msf=7+q)7&#w_c1A!2DJLX9&kQ$&2A>
z&kk$jv8aJA(xse>ceTid!g(UR-YEmbSPRI%Q|PH8WP@x9Y2*@|!%Q|^OrXF{--%=<
zWwvjmj|xOWkPJIP@i7Yqz9fT6<E%y3R~!VY5D54H`(!Wdhd+}&f<Z^bW%(4euT8O_
z3E(dYsx03T`e1*4faxg5DP8vsb-4*RiN{p@Q+f&X6I}Q+ri7NIzkIjH@MsC}!XShe
zWTvk|VqBWT1O!K)hzF--o6$O|;o&6Gm8V<l=@faV=fV601M;H}A!b_q<2n<xeYw)f
z$Bg25c*Aopkb&=j68ZP^GAq;3GT*lTGTHK;uxUS3(tPp`0zY*sG-_EV94R@9x?0L4
zE^Qt6FZBf8JYuQb%s>!``sYY&J&~mAH2np7tfTu_Qfj~ORK^SHMys+$i*nUuzlGiJ
z_^c^LRi5dXbHw&#`-ZC;Fxs;X{}4f>sc)_y@l8b!ti#TO*7O+NN%)J+i@1RgZSk%~
z#cdnNsLm@Z87d?BFh0m<$3qBERUqo#RfD}P*m>$U{pi2#D=F~nv>)4&JOYz0l}O;}
zL#~ZTr`M>SZHdWfD1tQ;kBUN^LQC8biNPA)K@m{2cCO=G(6ZVgo`#Fzw;5bi7?Gi@
zaXETHT{L`Z!l5c)O9@w?N%ClSNgB3&nPkSxNf>hmAK(0o3non}w`-2rj;h0cKxil+
zho`2+5$^nv4x^BiYfm}Kk2?dziZu6NIya$skgY!RvZSQ1;ypai7OYp*toNW0QRZ(c
zf@DV6vDW}L-C@2BFq1Tp<;oUpwBH(L`nA?4v%d|y-GKR-r49*VFcauj$u8%D3MJv5
z7#OH7#t?b2iPzWBUu@wSb>T`DPCQ62$HN^qt_J@|Q`BqJVuOLq1uos1<s@jq&9|bL
zsD9<)p`?{k$5w~qS?%Nss>|yxTute#44?31)D`UkFK#fbWIDNb^yTi;9l)8;q#cWQ
zQT>{agvXoqi6|W-9>T44PNzm%Z~!9+zwQ$OOXuY^q>vL1JrsCwa+o%LZs{4b)mLmD
zriy0kU=$Z(I1nEvZ?(Fo?_x@h21HYU+a1@nOOHlXK91s7juq1=a*)2q-nBoKw=p!L
z6E`vK&{gq>C=MI~<m!xkN)kD=#S?o4O<L$#ZZiC*M&L<-!QK2Fx(W}O6G`0|m1T2Q
z>SwbRo0UiSOxU4h@0_e_TRs*<2k-jWIQ)EX!->B!aX4QoYuZlL%)a@@JCD!<!1EJ#
z7%0*jOlaR*BCsZbe;>X5?<IbgF&IFe3EOk7#FW_|obzn=@^s_AT~-;GJip}6STVvc
zBnj_7&1^?{m5A@{-5wejwk0$eq}^9NDx2U%+;!0eADcSyXw@p%rhUhq5Ncs~p_AB4
zjB7LV?80q1+xn*xq`JX=96nH)N~3f*@?laReYbHXOx|xg`{^=o&;0&%=g2d=Haove
z7>4KZ{+T^iKE|?n?<W0V@$*_wwea+f3ti84EdM3{`{>YY`~N#v33gcd>x&0N*JKY`
zQvUks<NV4m|MZr6&t4OHFSqP6GUV|A%yXGqniSR~2OKw`NGI_01WOR+Xv)tbH1F6d
zn#NIPuk7b6E~5r`g)f5fbgT<GQDDZlpwUmMADk`_CgJ~~5Rv3xBvTVKFgR<K$bTG&
zVbMIx_~kvOoj5X!rm^2oj56cRDiR*cJGb6X+;40+dY&~A^xOr*$P*^`=@#pDsVphl
zFfV}q)5a`5C`x#rESr&Z|8!nxa8q;Ck?)fhEfX`F<w+|a)D!s@Plqnv(RK~#A@3xY
z*BFP$<$h5UQ{zFRG9`QYMfA%Op*uYPg9&`5_CVu&_JSH@=|sQbX)Vt8ajZ+P7TVP2
zXKF-@Ya{t9`AoQV!Ho=Q@=8NZo(i;32wGAo1XGD%k2~yK8w-*k(3zO5X-=!dZ?Q+v
zDAk|raQrr}I95o^c1sUN1p*`{F&#V<t_kb$AH_zS&tS_qZvItS%WdIh9pgd2Q0PIL
zdY9LIRd>?a$7}P7CgxgjR*JHY;p4Sh0c?r5S8`$yD3{XPovr{SkBPiBEWKwF(J+EL
zQvPv13?J&JR#ht4DPG|s@H28(i}Op)8^)^gOiW0i2l5z5tKR5PxK_<4yEZOO^5)W!
zz!7hXGK^We;Xi~qU7tY6+5_pwbwNeWJ+PNo6iidh%+UGR@SA6Jz_61XU@GZAqegk&
z84|}|4+@q#v(>5ccHh{8f_3JY+;UD5)ATWF_zyPM01uR7#7QRcJ=0$_?fN3cA`wc;
z@}<!`JAJOkU#>mnY;QrM1Pr7K)7c_b<xBEXTU#bzuSq`8698P*^<^NU-a8f`8cn`n
zdMI}DvgIsM0r!A;_A1Ke#;Nc!M%EGURR(q~OR-K}nbn%wM1Qg3!VM5O=|ln<M;t45
zZ>KE~1g}`x1-kRqV{5q=ev9!G_cGwY57P^V1TN^!Uf2U={leJCooWA`KZtE~0nShV
zed){Hfiu++noxMDZoz6d*`li*!PB9)kb0!vK6-D49rGRB=U&Xo$dvXW(Np<oMIdDd
z6nM)8%5502pk0i&kxLNp65)XZ;xJw4KFUZjaaI~_G9O6L;iFE}NZk*VRQ4J`6XQYJ
z;iONqb<a=fI?bCKp>UR^N#?<mRlf00i+^I5C7IfS2FBe4o2R5%!-|n!#}|6AE;F;T
zij>T7-fXAav99$0?Rd_ViK{H?iP(c6o_e8IvBjs*E{C~=H0(Az``deyzt?!hibXv)
zF)+DrWck(A)38sqVlJMf+aW)2=Jd(F^G}j4bOxh%hx}v{3_PUk!~^RPrK8jLF$rD(
z_7}tEqZi7Q!Q7)S3^Vs*k2+KtxGRlo9dDSl*1m5YMlz!eJq)rfq}X71r}yDE+B`0c
zw|uyOYBJ>RnWqvv?PgF7N2})c8(#CEg|3G!4|-w3i>aFrco%_I5*O?K-iPz%Y-@-s
zdFs9i7iDa6em!VjUC#u$klskmUmUwjA)HRP7#t7wH`(iu30X+peviu!@YIDGPPi<2
zuHw+~{`?%A`N2ohrUSf>?FJ~bO(5c$`lsH|Jyl1$mJz$;d1Gy*xyk8-0q;+eeZ8Db
zUiK`86)bwM^M9fA@@0AI2Z`>EVw!g8Q=qgvQ4T)`l&<G<t$FbXQG~#X<TSYu&N@pC
zZ?%un>2_+bjc(;vU}IofIRBy0#68Q7j2p<Xd41*ZQ>3{3jbA~L-Gd_O8b2&v*Ny6V
zk#2+5d`^J<hV^^Ov+|A*V^P;e&i>nl`@-q&@&b{b1@UuLUtJq5=V>R;vYNj%-1pa>
z?fqlRrTe*aQd;bqTNOl1`sHR`{ikGq&ZBPxwaLrUfuz~1Fk90e%%{sGy}l4nn<iPk
zaSaeMY-@Psw(;VcMomG)(IZxuDa28Ja_%nUBE!`v1dLDaCWvY9xeKR>%N?UUhL?q!
zn;{F-T&ra!`D+xZ-GsB|+kHvUjPRD&t6+LYNjngn3fykUgg<Rexa3BJ4eF|a)wb9U
zeVu>pfQL3aoOgf%mh;$kQIxAkz1O8}j|%sBe(c1S7xe9{8`{0g_U#_H01^U!u>39>
z`2W6^_v-fCY>T^i>wajZaBRbGo>2h>&1U0rx8FI?%DncYLB|b^hsccsRMe8=kJs-<
zD^ZgfR-q%*_VPI!olez|{&r8BIaQ7k1ll)Dt@ilmjF$b8vC)L;Bzx_jUmY{K$PW9%
zcGB}n@EsR^!gNiCZ86y`AokX=4<H!xN*fYVKuUV*j#=X`CXCID?OTG{T?<eAdAYa_
zRlVHBEp=QNwy9=AfjGo;T~zFe>Mr~~<R$5L^6w4wYO$qgmlji6y>MK*{z(DvoGo)7
zU1`~79w=S2Go{d70z6_nqTUOB<Kq5b@q}P^1v@N<=a~2oU3>5(>f7cHUCq`H#h<R;
zd}pfM{^PE6H>VR7!=oi5elG!T(<a*Z<SKOh9Uy0Fv-%XS?#o+MeD48`#qi>yQ#?QK
zDlE#1CH8x6U#&Gq?(imI1-RA>YZ2rX_J=w148DdN_RB624+Pqa5#T(zE{{(FbR3Vu
zl?ie?rjN80yCJAS<7A_+&4<Upcr)S2mJb_!(mSz~&_U($bvXl9y4Y%iF|ZD~oZ6fx
zWbv$!1IVI6+tBSib=QP)X+P(t4aH;HJidPOLH{6y+p)V>yG|;ErmbIhtTQV56Ab5%
zOQ)ZceOE=O^D{4}%!kntYx9;KvOQhv>Q*^oy4h*t$wcN`k8VI`u=H(g!70`%lAESF
zUBgmKJ-O(k<Q;I^J0u5Jo7tLUYtpa5#)VM^bPAyG$<E4zdzRVwo$IjaMon!j9>J*o
zvH+g1>b#PU@g1BkX<uZZt`~Ma>l2CWuYzb>r!|33ax$x7yW(>C4?pAJC8?qEp>0#I
zLwulsA?7}#uo~ukDmV98e(q1r!B0kVCs{yJ7^BBTpijkOmn(>)LV4WRE^&GDpLE&>
zpzxDhKLL7NbfqX=`I@Tv?k3p1rfB3&wXCej=Xxk@|1ZVA-FPylqb8?5`7}X4{6)F$
zlGKwpkO`Jk>#@oqo9O%HN<-vT(Wm9E>28Bw!146?T?<h5raNNeQoI%z$VVkS@jvS(
zpXlW-x7Skpv*Vr}*vBjN;AKouwl!kd5l^iPs2R&KtQ|mKvM%3LDRms!e?_OG+ZGY4
zC%Y&U;0W*wNim{Ul^3&s7*P7_(l+j%n4e^c>sL6fQ*1ZS!BKr?79zgA(|~yA$!^s}
zzk@5gEPSOdr16D_7c4%rv5VcikFsecX-XH6d~%h=;8Y(6{CaSelHc;x^_xclt?hMp
z3*qD+2q6&ohmv)0hw^xCx@iQz_nBfqNO4bL-s9X;cSn<PRl8G#F^+aXIb%6&uAcV%
z90By`f5AdQ$~3O#0pUX?P+Mk#;3*fow>~(MWDOgm4*F46zt&(DF0@$aT6LjNV<SD1
zB|2Oo_YWnrdm5@zACJ>aW(m-#(%O<tdb#+XDo+^+{hU6^<7}HC-Fl(M{N*X6tPPw?
z7`R^~406L~Nyh+n)v=#lu*2Kg{26u0X&;Ei-HkwO=&K$I(uO&ACjRl`<Bo_DajGyd
z3|d`j0w?P-wEuWRuPOUx`owtSAvX(e8?@94pc$5*3gxrk@KSsuf9ZgsQD8srYVc6(
z*-k*Fw*TjkAcZjw{ABV%E|;w!V$71)i3Fb9KjK^vaMbS;qK{mv`@R{^XMwl9lf$d7
zs;=I;m8N(Vnfu{)V<Up0IBDn7tMqwWXQNJvgX4|gDh?5SUE6)b*4XZ{q>lSnbP>nf
zJ#*=_`pptUhjL`XjbGu0V@}s;j3-xL7VQ3y3|nZ&e2N=$^VsP(Aoy!C#p@%D0t-Z6
zxnqtrcD3Rl;M@>LYksKVVGey0z|h7W0iQtaPAY%zUFxcPqL(TWM!u_l!B6oH3cDLv
zx{&HMMrYvM-2I2?p1VutyO<Ay=jxViYI06?J?v(iz(~B?95-6QZ-2V1z@KUw>LS>*
zgY-j68{aqb^xv&$C#k{q#<3Rs+7z=H9^>14?IAzS?ZA6STa&hxKl~iyhj{0jZ7#C(
zYyf%BrLvOw-G|O6`yfFcbudUY^<Rcx<I6j)mkhOYhFWsmJaHh(CIJc4@qqxi)pp;Z
z=OlgY1^li_o5vGj^UZg8pt@i0SWw#>pst~hT#`CQO?c0b@gjWwUf#a-Z)c<hn-UDk
z=fBwZN^e}=&PPc1SP26B6ieM_cwfSM|C3i7^0mc{lDe4F;&wOa-kgGrdl=rxXS2gu
zWhZTOXGE#(K33?ulc6KOx6eB#b*sc{<j&_N+M#_urCZYgj>7Y(plTqF#XURbl=1h!
z9dCrrYk~$IP1;?td%C8g{Pith7PGs5Y^dYCThoR6Nz}*s>c3Mgs>eax`HwHt1u$)1
zCvL=I&}ZSFa2GNn`i=1Lk>mm!!nKv_JqD0lKFN}7>G-9)X5<}qAA1;oG>0ObbU_{~
zTEm(PV!paAtypr2VYGYGP3N+bi4e~ZfrLpTd63hFml(#_6vR^2hwo9IU`%dndL#V5
z*n0PPrvLx{|G5K0j#;m^3=?5G8PXOqdc~~FVU(9tPUY|_naN>A8&PRyPUW@Nnu$47
zidPEhFo~fY8ZQa;T8>F5hf1f{_woK*exJ+ld-(jJb=c*?4(<7P+#k2w_1b?#7Po_6
zFrkdy&R+COybFPn-OUjJwTn2iZP!KYr;iH@wn0bY@1@(ke3p0;vGQV@qVb&*HNOdL
zU;p|q?BRcpR{#4}@!ZFA?o*qd$In6q3X2tlFSWA1TK@|LzHV4k)sUvWG4hyQ&{4+s
z<j+!HY0<`ndB4JXNM~;^eR2+(+qnCI?7ltc*K_H;@e<_%#&X7QcmsFmmECp@DANQF
z$&t~I<DzeqLM)}->7DotX9+z=emowwP!h0e)0p!qN2TJn1Rs8@KIm_k&j;fA_8|Jc
zG@!+t!)~iCX=?BI)~k^&`ZO&r+<PRc-4v}zY99SFG|&{`XK)hB9GSf4KkIi!I@PaH
z8niItvK#Hk`EP8;|91<!E*ZXX;`HNKQ|#9lw6buqx<xhXtFbykPF{0E{S_~E<4tky
zZh7dW+m0M|%=k=`sbRF{m8(}Hg0)dGh0@L~bG#p8!&&<aZO{mwKk1@qoVBY--C=Qe
zTfidP+Ua4zqRl*VNsjaPx8O1ODMVNJ@ZOSoHvh4JhHW(EibAhlzcdEoCI?4S`uc<h
z@Mrm3ARoc0zF%BZoY&phW7*c%Wi{WXp+C=H2K^Pl?RI`FHh_*4F#S_cD{qn~g}+_q
z=mZ+9y7YbI^V=xLzk|kk#nCsU7nH`;1T8+y^btB}3w@yk3NB`P?q~EHIlXJt;Wne6
z-`C!s6S#lXr6K=UtyUvYm)xhzpZs2j2G6st1AT%`_g6?b=8*8WSO=qJb*;BiPga*^
zLB+91jys(YkZCrD^Rv2d<ly_JCP|`xmXk6{Se54WYQ|fT-0{Qm7;pUZXi>+WH>nH2
zUbYI3dL}BSUBn`lCndZvJ|LLqhWB)8EIU>0$~Z*rPO-xC)JXE31=ntnEr7W!67gM;
zpu9EVwk%t@>`c4hF@}0^2k&O(Y}8LAzK+4@?yr!N+SM%Lri=>JHLX(~5QZ^74;65d
zb5lQV6tR8P5fPgj<Wgd3SR3fnoE@sDYG1ng7~Q@mDP+a>{)o|jQ9@;c`0USu(Z(^+
z4@=lA-k`?Cn8xcQPxaj~y-qMK?)<Z6Az2!W+u(#qT#`mS=GC*0VqyTT=uM7KTjXAK
z$2Yy=rLLCPl?9t<bFGGm7kq-Ni0{yM57y=)K*SOpAA=R~^j^#1+v!xUJd8HF;dOw{
zpXh(A(_0v>^^ey7S(CP7X{kb@vq%Tq(jMy%h=j7i7Jjl(!7<a?Y2QKZEfXxE3!!5&
z|99MSx!p0`^7QT})CGI>uI<l4b*imP^IvCXFSY?J5-_eJaN;`gficnZ3FpJKP4L^e
z;7K87DlZCam_s|fxh1~pok`+&m>J6x&x`ZKXa8pyj}8H1-L*`^F8om>lvHti1B)NU
zH84%5qAs`S2}4+N^PJ7MMZU*EC83<P$y3uFle(6Ajf|!8qQmGLGKLB2LpjzUO1e<=
zd6pWwf%zjU8a62)X1NKb%)EQ;-JPpd%`J=vE=lnDc*P0)lH~DB?vKcY!-@YwhYE|d
zw(eb|R;+AtnR--ha-s1*_p=bPJZ;7`73U8t1hT<WZ~ZQK`gTK-)cUSNYJBD|rouo@
zCPVJ*vfIc5wAa>tDsC$bt2o`*VfRM#A*uS_<q)oxfqG0))#WVTIHunnxa#=`5U1RI
z&S|CU(<S7`RyC}?<4I{q!1>3v^j{6ttF#k=cyhbGtVGjm15+@<u!p0%d`pp};V-_|
z(wkeiSL!7PD`TpV2;BB)`^u13lEA>IACECXe5pEpBTmN{biU}G4zU{hhXl|?yome7
z+gtkvVJxb>C#J5$ew-71OQNHP_zq}}9j1s<M3+;-kCEceg0=_S6HDH4vcnDzuGZ<~
zYP<YU&iIC~zI^pw!<+}s;CAmvGcauV3dBL=R8yhXlxgv(K&gvJE!0xKfV244k`;u=
z`6D{~Z~?AAH2}FLr2CYAv_R&n-u<Rey0xI9VcJXmHV{&Hbi;b4_o}W$L(^1K>}Xlf
zu7*^<3_b;!>Sv8H4Z<0DYOTxdP$pLSd-%rLE|ncQe&1+k!3~7t`KJ*HNfmZJe3o1x
z`tyR4e}zalccmU<_GJaTe!N9VlIlJ2cxq&|Z@(4Y{RO&syJw^PG-FV;EOJ%Imx|e$
zbEZc9z36b!@>13L-PllBaZDZF#M0v(yKlhh2_(P8^xc~0Hc~U0dl%Jy)KO6rp!wU|
zC#>ncCN6Ds){8YZh4}HitX7Ll8L&++yEN54r6{nEtm3095XtjH1^2Q`CwuHJ+@YF1
zq({O|->5X;$DZ;n`XD)Sn;*G|dipe0Cpu1d(CjYJjpJS)lSFEDYy*L`T>9yVw83GQ
zV6_%|s5}oQh0IR3aOqan4Z5$Y-mi^1n$S()#Z_pwNH;>f+_V-gv1LFeeb>}_an%c!
zebNlQGtVu6$6r#w?JvZ+8B|+lB#6c^OH~I{0!|OUqWG)P2e9S6@BJ1EFRbhsLyLV0
zkjV_AXr*Iw58JUe_s+q_8R4I5H-isKW}UAX?cG%inuJxq`2|DF>0-79N0t0E)h|Hp
ziKWN*O}2(xrqgg7)imE%ukP;i{CA$v)E5e7RG?{Hf@$-*14mm);Bj<%)JV*?7UZ&2
ztq9?W5Jv9O+{jDMEe`x;!%RMX<5|G*sCwEX0n^B5)uGnHQvxrae_l6cz1w!<Uns&E
zQgXi>ZDdbXHR{A(&9XxN-`n*6{Q1P&=Vz|khRttRtt*TpGg|l8@Z68A8@n6brqj89
zY1_T$P^KdXF1B+0GuB?Dmp@H0t6c6-8Y?bWHjg0$^r(`#^%b3+Nk(^!T8|=7q^gA*
z+HBYiZ3kRuXQM=8l-O*QqP6uBg#VbIQ@!_*rLpx_Hshd28`ad#deCK^W_oe7+j%&x
z;@HQbG7J`rh4ZdRtYvaDqdL{`&~366ZQ@XAI0<zEl~tpW)-YNcYMANe*sH2t$K7zA
z+rbcaR%geCl#pfvmU;CcLb?Y3e?P_(U(Wmpy7L!N)*2f5>ow<ZZuRK6J1<q{u9nuo
zWJ{$OFb8-=NFD<j0A+&s4`jl1>h-MaedX?VR&Sv_eEquMdGBg%l#j1Nj31VS8?8zU
zvzG9f#nHc;1I{-o&ziMsyD?*$(GWx_o!5TwMJh83PqnN37cw#WF}-TBvv;i?$NAhH
zhbt9Xu|urB_56z+->vdi<>ofGlT}4@%9wZw9=A)s%Nb#6D!il?8WH-#b0e|Y2T+89
zb;erBIjBk8M{1%97Exj7W@$x+_+?8{p5Q=<oQBhViRlT1kLt<s5r(_XwH2zQLs2a%
ztiGIX!R%1NSMRl^8ZJGD2op33UOUS5`gWJT2PR$xiSh>!iT__(2>zHc&E>OKukQ)d
z*#9WA#zloQyR`2Er=!s+@Cz@FDgIfY=`EQX*IcI|;@K>hHy}t(KP<Zsh`>P3#(hd)
z+YcJJ^BR~n9kZT6;YawkJ?Nrfzs$MFU27<2abOzf4h1ihD=aV$Ic&-!%aHjYj(#Mm
zW9&GYnIkDh9v@#St(~fuBJ{XFtQ?K*kD(V<f)L$=8(tJTkv^(#!1u!WicUC+)6sMG
z$|<RBwme@U5LBlHjDIR`QbFDF*^`EC1Uvch)gb5|8)`h}Y;WuNj|?Y{b{($Qjw%A#
zW~@Y2e1PN>b&lNL6IfU@1@j7wfr1tXIJ!o#jxIOjDTH`=%i5Ua%4TnuDLb{eWt{ND
z1}=FtO*vM*zEC+n$<48d?dYLJ9Ga4Dw8mf^vs8CzE?rgHig4g(DK46FF5DOncVjcC
zW)Z?IPc|Bnx=<A$!-ZqfIz41vYhgedAnNs4#gCkQoqbj`-U|<2o~kB%`=PZ_^Hyq|
zi1&fzCR?BTmL>fC$oY1XGzemeCIyQ#^v|${Pj>G^TqcF&Lrb{q@;u$+p|*Rm_)~r&
zG2u@yv=AoaXuJDRU#csF{(nWO9}PO1`NYCmYObnahhB~Xjx(!4Cn8nl7>?mOE{>W|
zgZkW&X#{8u(pSZx(XQ;9_cI`0OJC<tC6zs%{Vd7bS@4IILui>RQ*L+c@wkwFjwA)3
zu8`(3C&J)LEfst#NUVZBSC7gfz$E_ESs_|a#HC%lH2(2dK3t$Sde81%q{*zTqIQH;
z2b=Lek#a4L{OP*hGc}Xitb)E!Q?2Y4-ns-unEU}gsCHaa{J7xZYt$_}JemMbH?Rfi
zS;=E1n4SF@=MW|33YhoDJU34Z{3!)t43vu!uft|%Jp#fdL_lbGdVxHhwSCr9T&Ivd
zdOhp+9)9Uq2vdk|#2i6iL!4QQzG0pEdD>Ty&TNBc#gZ6>*x9}Q9l?h`R;<CaEl_?$
z-;gDR9^mObK4+1L^hL`?4A7d0r;JCGwPssMGjyIU!PGE?Kyos8Kvn1I8dOPx4eol5
zaI<m*W97EfzJJw6kh(NT-Ar0bO{qnNi{g*=Iol<P{=bluc8aC^)k-C-MeH%_i4@y%
zvtrHQFks+8IY!h=9f%qwe09^DXmof@Tgo&UsWm0F+=n=4E`T}2!b%+t+c*aJe45<J
zLxS{&T_li8WHE{LUl<SHwp)-Y+)4@?jy)eogyYQtr}L)mQ*pr!juC5bjIoB6A%%U?
zndrD&HqxCMn&cFvdvYc#NUP#fsbqC5>hz>Y-SEQXRoVNl0kMtR)9rzYu*C3Koxtcz
z79}%XPQ<)Kqq;vjl=XoW(wg>e_D?_k#jPmdkPi5o^3I!#tH)l04Vocp@8J|TxUo_L
z70>mzA&ma(!d(Ibr|gX!`6kt0?7!7nkUQ@Zy*9NrTFiaz{TXpAJtvUj_RKi0AoWUA
zXA5flG|%_SuudnK6Rimz$!s>N<EW#ULqD1ns~bsfIR3KvKuZV^UUZo!MyQV@mV-!i
z%kN=3>mEGZ7qY8q4sX&n-&xS^)v3GGg=qL?bIu<epYAB#G}&6GI23KW;Nrq~Zg<o!
zd;hd*qFOs-2(oPVxeFP?;vb$4W^f1gnABtw`m{`NN&}NAfHmWD`(ZR~z!ZPK+aZyR
z#4WeC5z;4*XeNEyW{*LG1M$;J?|_dBF!6m~U4M<6RIPp?_Ahh<T1}0RyCTeCr9tm^
zj8!|<w(Vhwi^@U-W%UytypDmQGZEh|-Hf@nIq7(9&Z{ps6Kcfc*8k&`_e=ii_R=QU
z-s{5f)Fa<_87@Rs%clKlmADWJwn{(4YQN#nx^oj|;w!aY7N)nhHK?%~VuqZmFc~O*
zO2(EEoQU<hkPi#q845v)!PJsM#-&3JVRzPFc}9^twM*5g%I~FsH}UXXB&LgKa)T1I
z6@8ZDju0;aiS^0x^ku05J@wE^E39ALN*&V{**S;P^?HCY!)bfM5-OhUccvYTfjmwe
zGkVyc(V%I4Dgx)N-Uc(siB@;sk~*u-d-B4)Lr;Es-{zR#M_SaoQ=?mMNE?d&r_1m0
z$m0uC*xbhW;2JBiNZ^(fi+6wOiiaTE*Y~Dp(0;oyD8Bl;-R9p@TuPBCI(IC;&9v=~
z9F&(BVm=PPE*olcF&o$Z+la&vX}xOQ_=^JvzessvQG%WP(?q8HJeF0!vo=$XmL`zR
zSbPFNQd)o-xzud6jf=&Q5C^eV6m!!JafEUcWgg5M>LH_X6X%(I<(8UBNS4@&k`yc(
zUzC-%xunU>7PFFiAR~h9WeDyx{m##l?5N*HfJQ=6KhaYxt?W-?r52Mj%}!8-VTrcK
z)Q|uf?I6<Z3vXxTFMai^q-;pkFAmJ|ZT{2D_;HaANC;~lul)GJ)D->c*sQ;EOP6ha
zV^e%9el0{CYHXKSz67$3msXu9S3<gp*JjEp-lZv=#{Lx-vrmRqux~9Eq@|LVHEv!m
zLxQ%(6O7?ITjEkbk(WyIJUV7++6rbqScoC40r2!NP5miL6rm7An2iH6um$GmjPDcT
z-8sB|T4am{hi*%68;SGiGC07_lUJ2M=TTU*<?{S*cMOWOqbM;3%yD55&RpFoia(0T
zBgd!!-B2c|yASUS$zvy!zqu>$7-#O%O*ia785LC5{R`<$PrJBbI>^JGLvg8}X`5u&
z%TW{e7^y+qf&Hz<E!k;@_sb0zKw?3w+n?`+DLbaUN1qn3_`(7`aPTGaF6gLTnsNmB
z{fAzG?x4Db7%05UA(Oh+)~F_fjRRVV8(*Xm@Bf&42m(F`(b2O{tcq_EioBJ|MYmXY
zACLZ6PjwEi7K>RbjT{18kWBoUY*d^Q2TX5jowW#l!CaAS)>Xs<e^Id-@UZ#?T3|b~
zHzHQ<LJI(7<a`d@N}vq|=MVhZXBJ=Pv~zyOolYF!Xr6AAY!A}598VbKxXfm4fi*jV
znDW^Lx#5q<5d@6CwAzN%XJ-++ZoJSKkkvj7f9-8SeXLNKZ&g$KIH+;R#UR7dkm=$Z
z5Uy}t_v$?QZ;PBuS9tcPyi0pQoyg;rFw%!_>xEYWfJ#(5g5N)wDcGKhMz`aQ2Sjek
z^61Dz+E#9+;XF3OHMh&-MP*qqQE?H5RjFziUu5V))85Jxjw}xe>Ra6i$jXkLSf5?e
z<X5ZZTy58gLN8di;QD?$rGQmmd0D}yl;2#%qJL{_RYOKw9zh{LU(JXABLpx-;gwpf
zj${83v|+1t6hKa3s$&A)>lC`LzZ`u*$5AmAiBT=2#89XG>LFf8z_(tCGXJ&s*%~#&
zsFGEB!UNExl9yOE!|S`yT%Hz3ddK#+hpOa({xbAzwxH~z%kff3pYp_U%ub57cb7t<
z1=1`{eJhWdbzD8IgUhLVQ@32fs)NXO#oML7)TkG9bdd_0mEb&Omr=TK=b2qAKC$qZ
zAWrDpwqL;Naw=QV!F(rhFZfdDJ?7x=k081KWF@@MDOwa4Rj8{4#d#9{nu;|G6~Yql
zT5D5)5Xs|k!3Q0tXNLwZ0=d|#>iPwX_l2SLyU)<nEpTF|D%Cl1^dIh>4Pi?q8@aki
zQMZg~u}7fQTH6xW4ym^~@zDeeDOJ<zx6F~HC8^cZwlNW#k^5>#__*&x5leW}N7Ikh
zJ({wcoM{a+ePPG3S-d1AH-GC72s_B1QwOI>q8m!%qMv>$qz<iFU#m;V;NE;#)1Ogc
zLVF-4?)xJlHqrYAtb3rmS97RSPHy$c@FsQGoxVw5bK9-AsQpAY2hIJCU!D|7VgMu$
z*Y`(Se%&^U*9J97cF-pZgmGd|re#$a+uIKIA@T>8m!&?99pwK+6K@omPB>rL^5f}~
z2*=OmYhal+XV%4)I3ziJdtRx*4Kyi?Imc5(L_=#poL57`GAIK7xrD8AS)jv)cKhTn
z+)en}cXuJyz#t{cKe@xWWyYf}FZIytx&W17k(iYenD9>(o~<~4!K(qpNYCMO>+7o>
zpmX!Yse1O_xWQ$^>4XpeSX8hn#pF(=oV^bw7q}(&RO8#!JAhtG(WaV8AA6vtpIeVK
zssM#&CI`Y_sZ&a>y^#&Ccvr3pi_rmy&sU`dN+Wtw86>;wHmBp1B+*KTK6pj5R7O&L
z1{Xa?R>A#r{;a2MF=?fck($e@0;8SpxT0{zMGjR%`&552AY_1w0*t=O=v=WPz3(mv
zmqD?lF6=5JYgB3!6uc!hD0hA@9)SD-*>S(wl3~|2&bO8qOJ%BC9&nGS{R<t-UD@w+
z;3qz0{PC6KuHgNSpErP`ZD0I<GQ0o#SM?S6<`=8m&v0WmuB*4(wjNttOS+b+JoeYZ
z2=8OJEp4awaLtZzg?>G2Yb?s{hWZrAjPH5OyqQmjrks8PK>U?ww*0H&muj|)EYVTE
zO)I4X>*&pZ)LeMFDDwgpUK-5oTW`YZQgLzNwikvwKAGpZ92!zLH7qk~Y>P^$B|9<!
z<-;e_EH|I$8+UDc{Os$qbq(xu&oCk)W`2+C#C;og>6Sf4HU=eV<jTt7#}{AmpPZt7
z3i=lkFBQK!{&GxGrMAHuk{RxH=iW(bUaDHd%RaU9SJRlC(T}TV<ModlM3ByO)|?uM
z8-Zt8R{b9j9y}3<{jSc_zaswr{VG=TQFmjP+L;QS&z|w6>5s?v`)@tVTw8(+PoJTx
zFH7Q>gT6fd&%Yn_ZhR6AD3o2jN(RNdLd<ei&c%3cgvKrzlHjEwd~GdS0I{1Wr)Bd=
zrWNeHsx_T8vqPfN+#Z+qvdt^7R#M7){q7y3c@&3DI<KLlVx7%-l%FS!QoV^{aQqN-
zBpseYz836gTyUJ^L_n3l+dZyXY4lQJL{)|_OPP7*<dqA~G|!euNcnZN=&v>H^9lhG
zABOKmKDBrjn|j|bhJEEFIJt>H<dLSbB9O~tPF40u>E$Q~`uor#iE=_`ibmOz`sqEp
z4;lj3vRNvswu8~D!L*1lMJbB>jQ`Y<l|mm_vvj4C$B3Lct;lm%=8MzsZ2kQ3s4}7a
zk}~Jd`e@3wqCEGmA+d{3|8kez+(>c^(f4G>hV!$O_CNm80sFRt6@X@_$W3n>Wp!=*
z*r7Eb$o!0}4`h7iJUv-D;pF1@xg=q(<JAj*1^e?n_7zX)hvYtG31ed25JsL`NI|Oe
zuZuKFe-FMLUoOh!)erCxFYmDxh_eQTk9KT<=eemKkZ!+8pTsd5!k#x6)%|lBWpWQV
zE2y$}BRPS;tA;YgDh?3eWqQU%1EyRuoQD3!A{Xxo$28gClV)f;4vrc~yZ<Oi)0<cp
z;k2?`zPkAyQz(!(k&vvJy+?o%ZH98z(6(OG=YfZ(M73Z|k+_dtw!tXF<SF5P*c!eq
zPcc@~x}I~2QA2DmffPGKK;vHL4INTNpED#XGGcWt+dvO0OzeIlaBm1Z;-l0L$y<_F
zn{DLCW`_p^aTWN~_+!}ipYgoww?WVvzuFy<6ByOb=vyqqM*vA4#U#`680r_9@fejl
z1s7cV{%GsWo;#^AD5E8g8%|SuDXg*;Vc`BkYT*`4D2FSN$gj`qe+PRqa}ugbwIIJ~
z=!)zpdul)g|6Zmbw&M~d<GR)a$ey4LGp5-jx0g9Kv{%IH#;JFi5(d@m5Q5kT1RV;|
zm&1_vq2mF>PjAu4fsx#E#~aozv(rt9Jc<%2vuxBlfCu7e7Zwk&e`ZGo0t85(4!pIc
zqb6JJP7j)k8b(s0fb2aF&GHPp^6<g5JU!Pl=<<{zAGULTefAT@>;{h#`iL*AEQSqE
zsFYwFu6EQcpZ*(!U4I4BJdthxtIA61##1)(`3>jx`b=iD&$_lb*fXhbMYWE7pYx%W
zgm1!to}Nq7)JIlnbkP3!&`G2{#>l4}e-K>1H!^zIsR+UvW2?cbYKvI2^JE|afWk$0
z%$N1XEbPXAJ&6<f2P&P<4K+^FW@;Op8q2@uiq*@Gsx*du`8%59IuB$7LvD<8VH}s6
zKa^Ww8!j#o2Cov>7*xaEv^|`qDy!mSEb&!9(Y+08vho)gvY6thgzPlkx$e}u)ld5#
zXn%si1%m(r9mJ37$^%a?ip5u->4LTe9BW2FOVXW(P?`h`ZZ>GSO5K3W5Gf9F&IaQq
zYP{CixjBYe*yS!66evt6th(j$IvD)g)MO|jD?K*!0A{&rFX!eOE$d*u&pp4F&@w?>
zttil|J3hjs!Xb6{=^0=5no5HMC2ykz=RX`4M>@qO##g*?qxZD~asXj`HK-x^k1H<$
zd=h0yZUBlqG+vtjqaFF5Bk73n&s_#kL#X<OoC-SymL*#BY#)g=Sge?LcQW8xV%l5g
z9gV9UC+?+DXSxjN9;lpZQ*%tjVwcIP2JX)r%QHg%uy!l=F<LC@VM-Lr5m>RTv2~f>
z&Mv;#W@3Q}`1ZB$LCp@}fJAUmhXXgke}&=K0Pdz>%Lu@o7&dc<b}Xj*8a{#Dp?>Wp
z>V;`k3{DB7UUKUVb=W~$C`A6b2X^b>Ht8g%w;{}C3d%J5VVzYPRemBcf#TIb1iNwy
z@;xpm5MpT)hfh>*4-Qp#I>+`mP2Qkt|5edmxih#FgFBinb9Y$`=D(Uw5U}JiOI*K8
zojKh?%DD0*+KiiLo!}S@6g7&=o21Pel+R@g%|Rb|eN>a;31paX6NJ$3Oc)dQ>$PN;
z@#4FXt7RFEI)QE@$-}&lRMi5b1BMTaCWXm|8;C+*u<U2lZ-rvjW~jN>Xu14?tP19M
zY_j>41yna(#V$;9e~z#)6Pcpz<$KDfDZzRz_y!u|i#ZH0C~hz)ObWS;Ybt}oq}wuq
zs*o^#4#1qp?rdvIJ>F7bSA^N|^SLIT)ty?Hap2*4(;v79GIlz^zh^T5k6tYUSGfOQ
zu=k(e-`lLm41GPTXdIf3PtV>)0h<wjE!m^)_txF7AB#1zS1j%(myKBOJah_VFnr|(
z*ZtH4Jb02B_X{KSLs(rr?zv#Qkwa_>0hbo5CYL&KYc}(^a>J@!!MS{@%&7|UU3n#N
z*4X}w#j08QV@gkLLe7H`*nr^S-&3UJ3j4n)&KDaIS*{oBw7ndazQfGd2h^SbTAQq0
z&Ni6igSNeN?9}P|V?0HUkl3PgY`IkOLcr_ft=YBOfnU(|1czH5Eql9*(6*yb%@mQy
z%3&9nZag^JrF!O~<R<%`R$^owMQ6iI@r|hl6|lPbj}+>E|5Ck_IoR(PQR&=ykIQX$
zYFyLtcK$Zw?6=&n`~AvLX6gLpzg^ziZBciO2RL?3GRP<_YC9Y)*s>oG!Uq0YhaA}x
z--U9x#}#X>=P|okUa{!#sxo+Odyu_Ds34aYp3yT!m1*7om_tjpN=Qqx5L;ptB`#(f
zK}zoIK;h#Rk$#o|0&(0-1~akcvs{Y{-Xz;ic%$e#5Abg(08S1g_5gvYOM3^Rm=;Sy
zDwPb64nr?Cg(Rx?$(?nrJ@$*CLtiX?XPD5Rgq;yWXUrCJTWv{7CBLm$@C?0-xMOPB
zgTNRPtabAYNZ2+Njh()UKz+h>k(0?K6n~PbFab6WdGve$M1^x#{-FudGlzN1VX58L
zgM%}J-o3K1DCmwBSKb8<LpU2(t7E2xAq+9>t%Cw`NbY`zfSfN@Yoda{M@Nyx)!ZJ(
zUd}%J>eQG6z%<~bb2xBchjaYc&brCz&T&8rHSO1`xV5)0OPL09T<)?o_%j3i+W?9*
z1k_A$y*;b773|OD(8%c<J3d#0MNrP{pm?Z*I{UO5gx4fY&rl_^Dg{5|n>=LAUytU8
zIJnt<0qhsPtJu97k4#?>i|fiAHC4up>N2$Z`hXi9Gd8!F6X*`;Dw281(#zq2+}k~%
zLdik2xiG+4_5oylrz|B(W+<PSo!OgDJ_emx2dN{R2^~A@<S4Ua?~*5T3zQ$lSKey0
zqyZGX7N_blsOtBYruhMh)3~4v2F4ksiMT{*$OX=gos2GgH_33Cy5Zc5f!x0^u)djH
zHD|F%z>rkXV*!6d;AHDE&wo(44<@y32gnDFu}GjfrKuBokLIKB+Pi;&4*7A1{*+sw
z7c|njLq$75CX}O}7+R+b=6J|(eXini{xlU4HKK~DcB4KGIo1D%$-S(|H-~cv{)E}U
z5Rqm342qZo>7NVWmZlClXpZ_PgfQqPJxUu~w!Jp|<rc;1ddgicomjN?qA@t76X=GO
zW?45O+C-AJ3cf>;o-4|-v7d_kPQXmXJl`7(rj`sU374g9Uo5piT7D`aYHv<U4&2pO
z2^jXoo&A5{d}7yPV_p%|WKs)p!P&G2k--+&DR5u=-4MYk3Tk7oqZn#r*)AGcI=Rzy
zCoYT%AX9)5l8HD31a94q(Tki{-;D^`?5tQvAltzK6GhC@)ypT*oQJx%EEIy)_AW~@
z7~;P)D!;esqMqLV1on?8%^+g4*|$E9PrGv<W{gZS<VQ01=?1G&TJdIEp&wRsdwx``
zOFQ}MKN7879QMaO3$-ZRkI3N;@@SDV6Nv)@1tY!RZr5e0`9mtv?D<e&fHJ<1F_p}E
znjzLsh7>ybn6}v#M92MN;WXXNd(~KRB-q5w4FRhfe?qtJ@1@1+Pk!yMe4^D#Hd@Mi
z^xazb`qf&@iRhYgTk!!djXK=aS#Iy)z`&vdAFu7oVIoKsllF(yE7LNNDoRDBzhenL
z{_5<U1Hb*)cn!9Kw?1!=Hd~RLC7)w@5LA*Gpn^MG2_1Y!s|CfLL1iX>oo$AJ3(9WU
z<a~ScyjP{#U$NE|)mtkLzAXL10ejE3T`J8+OB+8Uf89RUrse!Jwkgv?iijIe0|t~6
z1+ng!8TV(Z8K=Y3^PHmEF~MPg6k|hAc@Ra}V4Fr-zWPk%sL9S*H^lMop@P|$ASc#G
zolb9aiVP-Q+W48=x_z>3o%28$$@p@$$?nk9nAEynEsZxh9RRZV%O(mRz$v1ftG8v!
zdzP=tNYJVy$*m?ld+paC_WtHxs(FE`8LYm-u@`QQop3)KNV(oLH&q;X>epv7t+JG;
z(|3cEz(nvnNFA_?1F6q<Epqc`=ubH58KzE_@tf29-S23k*7&-t#OmM_!Rn}2Q+K1*
zklNPXLN}!zad3-*Bu6+h#Ei>%Vo=y4c2cwH1pJTgxr=<JySI_`_0B3%*@%|`10&t1
z;$mf+1@rZQxj$`}gx*!$&p@FcCwHhT3dU}(m2P<!VZ!z{QOD=sAyQimIR3Nr)7C@w
zV_88TWGdb6c6hx2fh<GGCup8^2-aceQdSxR!>)!W0>T@V@TvLRea$|E?N+msGnA9~
zGy_t3j9<6QCyC0YR+q>8m(sl%SPgB$jTSRiM{QNYa6^z-ZGK3=;U^JZn62~uZNKS>
z&ERmJ^)k+yg#J)gX@N!6v!SSi?E!i#%b>)Uft7VfVXm9b0jW`zdW(@ey{IbKl(#68
zwV~L*TMqgeKQ0Kb#YLb=Dt_Zf^DU<we`Ri3^+Nr}@4wu2-2E?PT+4~GPxa3US{%s)
zXT;RB|L5wTO>~{EMf3yNU)=KFL#HqKsJw3^U+35;rUV8gQWYdSvT0{Q>xf(IeJ=M)
zpUAjqO^+#QK9CJRj(5zHvII7$=$(xG`dqo87H$?F4lLaeZMFK$KUsGwtK+wwYo~W#
zA*|pgl4VNoApN>2jNC3ubyR(r&-OXl5P1iFy$&Jzgx1SI=6Ny2fVaPbQ;rS#9>;x`
zrSnepk8C#-UB6P%3wxa|LLLLe!aWT!2*<D&;JDA`AL6UF$jB1dCafFE4wzWaI=CZ!
z^~EpA@1t;pxTY*#YP@yhg<GqGFOp^g{Ht#Y%q}1zRtY<9L^ObB;s4p?!&}pjKRo*{
zbmw52ves<1Z5Q*Bd@WJ`$H(t8bv}*f4YlHZUS_KS%rxoir>e^;akk>uOOH_yqOa2K
zCkel9B+T!7qZPY9k9fql5urGLFAP}eqkd~|V~8Jfbj{~}?Bfxj2ubs(6uH{Z+@`V1
z4b~o%P=!$p{=@?@iSHlQa&BK0`i3g8N0FOvxJw^!2lVqEz{p(=(VQeyqBAXqR*3-%
zf^^kGI~Xuyyd^Sh_<<>*TdkX*?!)c29TErRb)|E5cyo?wEQ+sQKKi_g2iT&&j1=1l
z58p4E7576%JHzFNQr^Z}Txl^E+<GdTrVmQePKi~3I5m#Qi&(BeJdH5=?)x6bne(z!
zl;JY)XLbaWSIE9eGoIu5&D~MYY}CiKM+IpRL^RLGR7||$&{5Uq?{C^~_X3VyxT}$9
z(RGU1`3cBx%Xs!aO<)X&n`@qWePw-G>YV$xennDS3xEr#bq0)~(r0|PTLCBYYoTrb
zE$nhh8RNSn@WN}{$Kk-5;03;Z)jvQ4TYULZHHN{1iN5x()g{POSZSve!6C7aT!at_
zr#TK53pS+){z|#YJ1T^pn(^pBsP{dL+OB$JdZn*<$WQCh6*VL#bo&<4a>+}YE*hty
z4U_@to<j-7_ng;Z+QNBni1KPe>dyI?<kHEbp!k_xq|Cti>L#`U=912SC1b&-8@^Qe
zvi>rN89?tPBWl>u{F`p5Lv;fXLiP?Y5db#eiOCRbN~8#9%E@JII?%~^8YQ$8V(pgw
zuGavYr$Vpt>A~B%z_iEx$MD^uF{FvRca-fSLQXp<!JB2pKtAb17tgD@S;H!9;+rw@
z!1HMoY^$^QLGA7*$PhJ*BLlA6=n$n;b!GATGz3I|@S<W(vs@vi9@X6}JnRL!2tQ_O
zOmjtZn^1js%%1~{MNV<$w97PI=H`cmy39vZ5d+2blkaRju|p%D%iu?nu+x-gRPI2U
zwma>2<AS9bnv%@H8}?r@#-c~^&Rg$LEIvYEB`PO_0WO#Z@`yHMNg6Yc=}{LR2e`56
zbyr&Wga(t#VxpHuQ?gxOeXLvxt)JTJf(iw1cQ>`tY)OO^Le0mQ*E@!aSsmrNv6jIY
zNa)%U!|aY?bzsVCVea5v5{H$eHK8aQ<e=2mz&Q|#7PypkZAFmKR~jXVgnjvW6g%8;
z32#jqe5}UFQWC~u4P`+OC5eZkzT-~Ujp*6}gR>J$agU~zo<JcjNsqWTSOGib)Vxm~
zc%h@9u^MHtVgg`ww!YrkU-Z<cf4?p_U8MM{&7UPosEEK9)B6==9AeLcbOAGaVc`w`
z6a#i}*o8b#v*k3g=3U+E=Mg>ZQ^PK*gUxSprsx_?jVvC!KQhb1%;=7}esRH4*}X_>
zJ&S`t&FNHf=-Sk@aJQa7wQmpiQHGu3;91jJ<1I<>f*Ml@uoTP{G+b||=z9fNnQpNm
z*)_SHV#M0YKyP6RIksjWg`^p#Q8yLDeY{-xb!i&x^oXyy*+cHk0l~(YF(FgE2h&{s
zQS`Y7&57OThC_Vm%iR;_$3SbfkfvUr@5X5I>+rbF;aD^SxmTi}{-yt%VH{b)bMM~S
zSf2OJ93Lcz1>4{RlrMN^Q}8g^sHn1{m#yeU=~|aYPP=uD1jm=#@WM}m(5BL82m5*K
zx@HFc7I1mR<v!*YOu{ahZC+nFp8c?ZW6$kwUg@Qv=6auYpfI!aRez@j^}*M3|7ehp
z`MNa#VnE$_4Eas;!9mPWgES;Nc-46DDaM}>o-Jm5aXKF~4xJ5AwXD(FB>ADFM<r&`
zsohaQh;|oGUU;7ONy)B0gVYZ*bVPzGfJ9~2gAjSa#43&#TGRf`xo3pIcAv(iQYgNJ
zI`n{q>-!4|GFk-@2eKPXH31s{awYOo(VD8wj$wR4016$JTL>y9#SUtl8i%KS9zOdp
zGA1Tqs*n*P-(aUOQuqFa3caVgZb@V4_Kr{wrw4>5oUY=S{$B0(ta`(1P8|OIxiQp`
zn6fzopt*&q^9Hd8s&{g1qcmI`KatCcr0E=5?gu)Jmy$Alt(55_>tVZUy-Xk*G)R#G
zS>X)zTbxc@(ijj-9BEeqpG*{_NFrOQ+bw`_+^yR3WBc}vtc`V2v0PQB#o^(EkZTt&
zSYND$M%)=r0Lls9H<UL?vt1^kdsaInRMlv8Xa;aR<_Pz%jjM#wDv+#ZFlas9lHZ5U
zWQo`R3*`*<T-)dLds6yOXMIujoqP}mzw|#|^P5(kz8J~suyWQIo2k9){I)j!TWNkE
z10GUG9G}8{Q}E`3Sz?Ffvcn=AK#KPFbu_<;^*Y>HcYCc%Q_dx~K0z{hhL(6~ng@`)
zp6S@Q6n9CPV_MuP?JJeH4VScL7qT<XvAC^{#P+3mDy8SO{3hEs`<d$D?@?uEn;<v!
z1`b^fGqcyQdxvrzYt2iJ+$@Yc@5+PSwiqh5EJB-NeDdXXMV9Vfi_>(g{Uu<YTFx1?
zm_L<JWw0wtn<DFYmH%^%QS;*Q<F6L!$vVL2^s&6gAjeznt1scUaNzt7uFrFdu{6TJ
z`q#OKmuIrB|F(zuKkfYyZ%9JhpS?d%4sB7#1buKWWP1FpO}*N*yY2bUQ4nT3h-PQ&
zAURYB=H(^_`|r?OX6!71+gfO~PCdInl&99-fpW~HzFVbTiU8LoSU;;-N}T)ox!%cA
zZ+&g^xHhR=b3DQ<w@r(*yAUA)$*Lns;~!f$Mmwa}f`?3B`5J~X27RX;OHR8<Q;v(R
zTF|pR2}~TtjjM=lpXc{~C^bcDN47&e+|;dVyxQeRQ@lw<S}PSh4J4z+g%7<?Wd(_*
zzSPRD!R=8KV_4iezmW6{xuaqk&jLPGwAK@Av*j+lp@_%L0k7Da=DlOmZTz*!udpua
zc6*n%JJv;psVevLdOd>O$<lo!Tv}Ad0a1O-t12SjjNdo~=P4_Fqp)P(vb+>6hv1E(
zkaLH?k$@SFm#|!xv|<KQEt3~Dy6Wp$ZYW0$<hHQ3xYByI<5dp>H`^I6Qb#vn>YXU!
z=2ZWJd9e?L)QlJ?EMzTI&b$`wN15FU+~3A3oY{TWy*X^*R-mT@H+$%giIt84yZ;ny
zb6Uk~ftqBt`)@EQbN!&^<Ll0W45&Sh&$Dk3>ybhz)U5)^<q8uEZtOZO8BOOv2OEJb
z%}P|Qrh0ZI#}re()4up#tkn_!!B{t@=gYGet3=+iZ12JzXjJ59P2MQ-)<Kb`hlCAs
z@1!z>hV`)tk5+59Cq$$lf6#)f$isVty}lT2(uB#s(twf7Z=nqHmaD@3hhjnV|8Ysr
zvj>sE<^#UFjyo<(P(H;4i}YM>dnfQpV78FJM@3QlLZYe(iyG&!c?&vh6X?PH;;n6;
zD_**C)_ee;GQtS3scCy%uyoSw$T_E^^2_J#SLt--*J$zP5Drm^tIL8@(MPS<Vp@%2
z-Bu{m({5?HgoPgT%|UPYr-~bchN?Pu?DyUd55rXShX0z|ly&%lLd05J?M^3^4Y}{b
zfe$6U%utVzCG->?Ht&1-VTi#wFWT?QMB_rpjoE}(SUwBSe|;G@S&*Wz?M@*;BS-En
zRd&;il6q(bd4IvaGRRL8$R!eZsRnF%?^^(_{}<Yv#uF)yp@f^@&@c>T*L1+tA`3;a
ziHf5j?933%1>nL2YY`?b`Ot&uCJ$3&FQNz<(fB=170_Nz=?h)8S@~H|5X&>9v)5%Z
z4GIQfFUMcXx4$wDWMVh-3lytVAh8x+-{7WKjWnm!_o{In(M*{|Z9dpSp5#C~4@K!f
zY(?CDgG#>^`vB1=Fjg#XY1IO!k8W#kjd`T!E_%c2wRRJb#Fa{kmVT$AP=(rMon9~W
z*M!}?qG3b}!;~HI_X>1-)xg}dD84S->mqK+^52-B4_?1lA`RcheW8%u4H*UUb!m4Z
zJQal{t{2k#A^ws?dz6Dq{b2f0s+Hb>WE?<p<>mzv3tTYc5XIiy)X9p`xPQa$Uu!cA
zZPSGXH$UdN82uqN_z9~~CIQdhUhC6<)FU_c3WOYLi!aaY?}siyOOm<M3n;W+_v;;u
zyLdCbZcEtyq#lISF)f*dR$N2pgGpC{*tyyor`{84OY_)7SFxRFhM3D0XZL~YElmlX
zbZ`gfK*sSWrQxO~2Oey(X#k$>hM?8kPWt-!&ib297zf5(;kv2V={}h_)vK1ECkWXM
zZH*<m{|e|X0TWD~H)5d?;>t$(4F>MC(5g-9ZA7nCnLR#PkVY^_mhA@GnJh+nn}e^V
zX(iHcB<y9Zj)t3+Q&yvyP9Qt&$;XA!-0sEtNCbLV*U}CA=n%fAQ+>INP@mD}&@ZJT
z^Bz<MsG33nnxSPIdoKl^*Kho=cA)}(Kur213A=#!l3`UF!sGTxw=uh8oj$tLv;S$h
zrrS7`1`4DX@7m^y07+V;*FH17Yjr>{FG9iPY`TAU$5%fNF9JU)Aj|Par?TiQjvE0|
zdYGD}`ZWLn==4?3794XHtlTUcGRy=IfHy;qC?`&PnsG|Om3{oQBxY8QmW9OJ2aWdk
zCk_`_20Ib1KTR104l<EC;|i$F#Y39@HpDsNu8w|D7^tzg*lL1;ok>XMQ>HwoAQQm}
zsKI`c%<8eyJf<efbOfoVVZEc7M;#83+S{V<K{s@*J2048s;|?^t2{3X0i5h;19{?P
zy8*{cGlcD{d+u99&(13ZfBuNLK~87x$@9SCQtQsv%4B95&~~_+`>q^XOzKgUq}lXY
zdiaVqO$6HSMG(%Nzr^v~g^(HU5avWhghJo72)o00ES{q9@S9x?%Mv7HyO55LB}iSe
zU4r`3afBga`)A1n2gywDyF=|h{Dk=afv-d54ffE-b+b+2)V)L8cq4G~()j;$RfHW(
z`NMo*%bByGjT-Nk24020b{6%Ff#t!wLTK*YnYOY}Ym6>=#wT-Rgny1p_o+7vuXLQe
zgM6<+a<*QU7*?i+&0H#-&(m=PS_%&g$&h2_6Wh>wl<fV;1dIIIx8Q;}ahN_RefI!#
z_eZwCMr7jt*$}5~=+z$W%Xa;yWSmB-Upcks2=+&my4R-FNjSKrp)5F}l<k)sOz9@}
z7*2Q8OPmi!dp9L4*nV#{IdM&oGc+=ByDh5RxhQ}7#Vxz)G(~Vcx`+gQXn0R9vjwTg
z121=J8vY%4YsPXdBmWlOC^fBepUwYx+7JId;QMex>CZ*j*B3{huSxKB8J0QIChX2X
z6Bd}_5XFjnO7%ns)UCj`(yK^wHK(r##>qC8Jj4@U<)j1t4+nEQP)^r<vR8`xgO{Zm
zd&1Kdg|6cbuLR62!2DDO76ETw!soJ}waSE1F|+2h-0u8Za!1FsM~!}zQZILgj)RxQ
z0g*7rK1ZaC9~BNd=Fz>P_hTNfiK9B5@|C=~_p#4za<9GZ;=16DF+&pIM|oEBG{@|Y
zx4BFgw~3Q1EGpLLLpbqN+Nr*Vwrklkm~7t5ic@?kA3B}>!VcbafZU3QH?lHN+yRka
zF1Kf)d<$kGlZ2@{$i;n^7!hArhP%-C>G;Jg--<rNdy4JPyihy)^CC!O`5hDfvGV7|
zor2q7UNw0+dI_J)*N#d!;)Nj1yXrPQH9_IBLQob^Jo-bbFZ>pqH@mqoNa+&~t2g`c
z`ek{88r5Jom1pyExR@3eJY~ZEd{v2mnljtaMQ%%a{LwQA)_<~!g4CStvNl=qFhx{v
zdER4+?E8aiQEp3R=1HpYVF}l`*$>#y3%pUC9u+3T+y#-*Qg-IaH)pJZGmp8VUX?wD
z$nb)e49!>-JM)E$ZA4#q8}u|hzHI9w4rNsMrgs+8YW~^}H2p$x5;rnF&&oXb)&ds*
zAk<;^_yyNsD-F|qAZ4CaQg5__;bKXru32BXFD7|?Q9GT@qS%lP$XLTBU(4n&xzAA9
z5e>DTifD}C4I2km)}=d8%7a~+QwkwS2&E9R4A|*2)AaBop)Q6gRsyXd42xgacN=51
zW4YA{FdA`ReP_d(+ia=(*9UFXDF~aUTb8ABSNzT;xbICN@MtyPBY*ccIoOCeVboAT
zH25HipUGOwL}<+n3FaA@&gZLO_JTj0zIkIVHKU{+mj+>`Qgiyh&|}W}_G2I72#4zf
z4U#PQbswnT`e6nZod+C!b+va!UuHIsWkq7ia&`jD%sUSK(Fg9*mfW@XS==C|@<W9t
ztmlC_Ja12$mt9X$_}se`Lc-{-7c*XujR5!`GhEZ?sP8jz(Hg~_^`)(i%a&(F|0U?^
zk#3P}XR1WK-%t89S_<^&i+h@;ntR}95&Fy^aHPH{QYMzGhV`v4sPzT7K3IGC&UrSo
z$8nMR?3I?LtI@uEWX+OvLyb<@o=dMNZCgB2>sW<T=!sB-sNd`Flxb_+D)pfB;Ve_F
znp(%t(%sl&!rjB;M#<#}RW;*7(cY3;grX$qxY4rtgm&_*hqY-irKEP@lk}^&u0$O=
zD$pXmdYzSwa7w<)T}K|ns0w9(cjLHbG8bW_Jv9CITViR{c)BnFoK4HBlp0<|pTO(y
zG9s7S>1X!1&}<CAta;U4oz5M7iLlO96+7!dhRzJK&!WUp2W@A7NQKho6=<LLU5{fq
zWvZrAZFM&wyEuDQJlt}F!^w*CKh#>?u4jbYUarXJkidxQw-gyUKetcnaKi95^?(Ug
z{=nM$pEOeIfk<_D2J)^JY0Xg!1m5>_NitdiALrQa?$tShGUYK6;8a<eZ&`lp7MHiG
zRtGRm{_ZaHpPQ77xEq7AF7sG92}LT2F&Uq7_5q6Oj#g_9%z2Abq&!8Iz88rN-r;w#
zU=>gEtKxLye>|odey3Y*p%o2s&AZxeFbRiZmbKf5vpt=fj4{(lNYI@inVQ8{pr+D?
zib^Qo9v47BgE#Biph1msDd#XhXKe8f+p>f0)0h|*3)*;+h7W!OfQA$DD!b#H8l)qo
z7Iq(eE@w)E8wSAmunYE(aR~#=A#lH357Vs_cb}n5BIC#JJf4Q&dqw5<Ya7C~$DF0w
zBO-Cs5`1rda|nNgaZwbUyW;22_WsfjLQsh@yL@y*o03lXT%u#9FOIs_!8=g~CwBk*
z5nX54VSVQQj$T!=*~!Y!mH7FJ%zc=DTweqqgUrU`0c$5nZ-ue_IDV6eQNUOInOcxG
zI?>R9l}ooA;JX9uV@RFh)FVs<&f54sSuXtr6oN7V-f%4K!6`Na2I-oCdlCeQ?3XJk
zmNnXsD;>P-%HTI_r^SRD`;AZCG5AZTXE!I;-}RBB-t^w%;zOwDSSy%G&U)b*x{Vu{
zhX38B?Z^AHT!xG&bksRix5P7YAwhk=spI3#;#j`25Pu6RZ4a#3Qk9x7Y*p9xU@TV2
z2I)lQ7O#dW=~~?uj?LI3TC%*0Lv1BlJbmFfnVYZ46uZYPwYmA}(lMtWL^Y>|q$P$`
z6MQMiS{Q49b1rU?Z`&+U`=s@>L-{lQY;uIf9LK|`(1t_H&(HVYI<o6XTr1lIDo(XJ
zlunv;WigZH4#alDK3%Kx2?_^mg8#B7{vWp|*O8rr&o8x|xdKiJrf0@qx;;!czf*Qc
zf2+l-j-b_1|By~l*o!{b(>sEJPSG&yY^HP0w(FD&8Uhcjb2j-mSAjKVxy$w$2KNhT
zqDkj*=?K>~pW|h>QEQG43wE=iC?hJ%&J>h{YVXixGc?azyU3%xw%KSqWvXm1)t&vb
z2ux4vB+jmDW1L}ox47B!*pq@nnA>RCDMhcHW=4mc1QxKyTSqjKDxX}R{N<@}wZ_}+
z$FWYVX*cc*m$^N<Yv08Z)Q^8l9_BMWqjb670n>RgthoiJc)Qm6<d^oQ-x5AN{cTO(
zyIeWzXbbt|O2KGjR$KJ55YVRoznC{rILDz^bs$}TQ~B73HP6@Qb@fmFRrmKo_223U
z98eIHZf+9n*zdPSus-xg!1pTv?aylePDq=^L|~9UQ-q<`d)kFz4Ii{y`f*ELj<xM=
zsf7U}mN6)^zM*4EP1ZklLF)ZRULO;H9FIB6Z!F&|YsaN{TGJ8R2MT3>Z9nc!RX$H!
z1-YHl8!G*+04BIEzOz>3M$?3!38Y-$Y|bCi@D|}TjoH}|&=g=CV>1mJNn;9b-kN>w
zCUK}K&m(bedd%S=q4{`*oKAQYIRbd!px_?orj0_MLn7*e^S%GznB65Wqpt>2J2_4n
z)@VZLlQDi#)o=Wf5W1IHzfmgc>C8ZxEd(9G6?bwao79i2>OqegXuU4f-;1_KBj}4A
zZA>0>FY1~uv5}sPty;^pfbH-<;cO*QX-8iTD}Dpq;DtAl6Th)Iz;*f8CF~npuFuMo
zsR9K0A7V?ygrk4tTBAL`II|oRq$`b>KpyQM(n_+NRJIsk8(zJ!ME}?^<E8=LUCP)k
zsp}C|eq*HVy-LTErIbcna!~fuCZ|@slNa`@pVmh5NGy4&;yw?p$D1saC82n^fZ-Q`
z)TMmi(VzNz;USl)a!Zd3ZA{>vi+V@wde93WJ5g@Aaycd-eyJQw8>`sapKW;*`pWi^
z5C>nAL%uMQFdH(Ndsk<;#_8N8tZ6aQIYD#9d0zqrWrY}>=k`I>$!cw}C_=<$oK~C~
z%b{)Ih|&yeWFI}BhRvrI^lYDW?Av>85}Zb_CR&)T=heD;V2u9O%+pmfB<$?{GCVxZ
z02GhE;to8LZnTX@<_mdLSMm3+j9<%~v2BqQGS$jsteA!%;`7^*%CzJ5S6bM;ngwjk
z5PfITlrVVZ+-tjk?2M+ej{b!8pzVoIj{CP5MfyV_gT>YE_k)A;c3Y;5h?c5g?<zb0
zAu5^FYlztKkKU%%W|~~z>k&?%Pf|@`WteX0LYf$F93L&+e9uPB$$_!!7y}HEXhs~5
zhKwUxd+?+n;#WV_U>M2l2Vq~3a*?LoYpt%*wY#rsULg!xP4_f8#(zKvQb**)y0c?t
zuF2gg(OOd$16QMPCD{30g`C^qe3`Y^t6=qhUZ2mP%1Y(Pvx>>9%8f=0c<yI)@FZgQ
zz>Bxr!GDH0+-}|Y4p|mK9xXlgi&AW5vtT{mTQ-%yr%1iFsN19LU{j4JaU?_8=e8$Y
z+#jTFjO0h1o#1qBYXtj?D?jUkP*5sM=<8R|g%7I}hTljuLElrme0Ebx)EfWLDMe{Q
zr~$4o(Bt&~>h3+Gnuz{>--H%GiU=r3Xo7~KNFYc;2c<<IR6#`PB}fZMRUm+XMtTv%
z&<RaIP<j!R5>V+8X#x_YNR!_2jQ?kyyVi5oxo_{i=e|g?GkYd8voo`2m+$ZUsl2hx
zWo2JUQ%-k<x}+zAVq_M;$O-q@hp91}=|Gf*eZs*&yIfYL@Wv^sm{|LZKFHYZj4-W#
zUiv$Zu5k%`v)@@ZeR&}Pp5eOVT(plK3nL7OHo%AYe2cxV_k<Fb@)yKJ5{B>~IwaSw
zvK^a<Nclhcp^tp$oQmqydV5jiERV6L;T5}1^XoAeHSYOOflM9qnTed3uXkZ|+2}X;
z8BvJv;twf{D6a5Z_Me86KaX0_cw=Gy^{jWVaKvc`1te+4U-rqc7h}9Y=VQz@^JJgv
z$`L;6VQfxLuM)$PIdCT|tqBrpkWv-LzRnQ*d*?$L#5pYSCX@w_%JKafCGN;tPcOt`
zrd&ZA#0Ig%@dagger;hyG+b^FqSWHO$W{aOPIk&zZ*4upqL=f<bW&v<=K!}>LqI0W
z<`XuOMjUiVU@-UM?J4}Fw%q4>%h=+Nc)mm+Xlu!MK<EyY_t>S+i>dcIa*pLOGcA8T
zvr2tIdIyB{dyT4}p;TaD1;&W*;D8@)u&6-<lSy)>(7B-!YVx7+O!D^{R!#iVa|%P=
zt(}-DT+D9HuXl>np_dVqhv(Xe1Es4#z=L-T%^4PxsMQH|o}Ho`mOJn!=K~YH$mb~3
zp=ks28k-LQvHpgFjSfBh%COd^6p~U3NS0gCG8mt1k`!<#$>1~Rm7KF({rS`u-jYD8
zi~2}u8@9*aEN<C2R`tmm({2(&C2W6W6_rcG@5cG)*Z{@=!xU%UYdXy~=X}(qEZA@c
zZDMrbFUEKfYeSrtxQ;NF!%*ty>#(U8l8hij%(d=ieezdtGEb3v_o-A$Swok+S9O<&
zG}8KY5g>XtkT)??I9Zt`%E-nn3?+2EKc~1sc*vQY&^}Zsp)TsNs_)=*)tiFoxK;k~
zAe(L|u))q?g-R<Yu5INoGoJyr^XL2?Ct(SG8ZO%!<1IcTn1-EA<tkBP$u>g20y#1$
za_9>2@JH#|v7>P;H_vu#j1)}NvjLL(h_krOIlIy}S=M1cFXYGk`PB?BgHq->e-hu;
zYRmw<!EMgtOh#_G>|c<Ro|l0aTSyHlJml#d<-!1B*SiZWnydP(IH~ar@iG?)odgi_
zxKg`x{uc+Df6q{`C#L#gQz}1qp#6PA13WGcKEa)u)BYk*ROBU+p(Z>6Z`p`_BMg61
zrPt=jAFy4L!a^HHw$+HKItcz9CYk7d`Gc{7e-7+3=1X>wWoji8l_eD8ik)F`5L2dC
zq;YXkTJ0C&+$n5+@>c0E?%NfHm9TKd+3*+>7!<mpVSa9^ohF9HCozj1k#*NTIc}`;
zHvVZ+k*NKZRPHt)dXxD!uBPOS1nX#@Ea83*ZB#$cB@&F6{(Xiq0c0pm8KTIKR)|>n
zqPielF>jJ75yLcP#Bk=~!;F|WG(jvo^Jz(ts=N7@c?7%}D-6_YwFI6LR(|l_i|9gf
zlQG#UdH~?*FG%5YDV??^*Bz1n%Srd2qizzo@sYp||J_Q5d!*^fS)xB}?lX6TZ!(oq
z%ALAU)k{>G0!Dup>So275qB3O867fk;n1|SeA?3*ZSqmXYnjYd?&u|%itM*uMw^SW
z_$=RHM6#yN7DzCfBmhK(If|5t8I>3@o&w&2Zry2a)o4XO)U0_9^wfra@ppg6f|4Lg
zIIRH#FjZN?=X@Z~4xkLsl8xC#tmbfshmY~@m9U}KheerR_e?ftVQkU1eBL~?M7yVq
zc&&mbMFJFmh|;!_8R><KNWgJ1BkCZ^XGt^aj>G8|ZoB9#7i)QTxrGbZ=sCn1ees75
zZ-Vc3UZ+JFXN(GbJc}mfBT`w`I0Y2^$19*a-x;(9Ju<|{|C*H1lE!rkCvY339+#R%
zvw%GUSM@eixDUuT$J05gnA=JoWcm%2uAu<)JJRjS<Ax`!A5zMqJ#J;UpNxaTs<NB&
zf1R$f=st<&=~6I#ef#>?eZJ5pwFmj3w&PECICzz0q5(^43tTL9^NoOoF*&plNpkrJ
zo9|aisW>nB2r_>nc9l8)HSy3iN?LY{qo0Jz<1>v~U%E+iUL)VnCwa*LH7*Spa-uH;
zCAQ{n7jOjsZ2HqlTXlYyj%9C|pvL3fJGonQAOvM%3rShUr!w3;Fibz2KQDd8`K>EP
zR;qb-yXcv8`#FJ=VwZO_5EL+g<R%;)NhR*grjtD;gMv&y+`}_a<4N-Nk}M5f%3_Oj
z!eJ_-3j`l`W}1Z}l8z}$0tSONF2DnzT*Itzq4Apny40bJAB;W6rQ>g8If=L>qt8!i
zZVG;mt~{$MQePNpb&iM9B`=gj-YhsvgjV$|b!x5Kh`>OAokbDogldv*B~TrHqX&R{
z@Sb5wtWHob;co<_Y1JP2D5{cC)u_V`5V1&@@txbmepJ_UtS>69e4yK{l2Y#hx{^fG
zVD=eG%mQ4zZDeo;aJa8%Hc9cbI~B^}jRp15Y#O-0Xce1$4B+8U9jGJun{`hbJW?LC
ziS=MwZeJpL8Q?G$DKKLf_(qmar*a#<gbwem?23}#=6&OMR=mq+XUQl%&RZ9?Zaly}
zXf0|pT#2cZQ^LlMIqep}|FCTuU`6S!Ds1#>fW?VWr?OS>Gp7QJfiCX_(8f)3n_CR%
zKblge9w4acG3~M*GZ<A`Sz-Q&F8{1g29sI`%k~=sq8Q*l=bZXd$rwB7C=wRqoZ$uX
zWhh73ghejtwEsd{W*JJ_aA>vHA2Fxd+Xm3YzxDyTgU{fb^8nheZPmCmsoCT+5s0#j
zDX(YjXULd*hiA1MZGofBZnInZahQcZ3)902x_tUpiH};K$ruFlSP_GUu%nKC-srfK
z{akCA#0cXQA?>&ZlIF=W@Mx=}VS+vah-@%F*4w}Mi-Z<xkTdjj#uUv^S=KCyX&1bH
z2B&#VV?OIsV5gSdlaoP0wiig;l?k-D^Zj#rcbg+rjPykS%`#kf9Tp76tA=Lyo&DG(
z`pzc9Oxxk3SqUQw=0y^6|9SXLEGDL80-q1;*<zIKMX#j9Pn>Y~vH|F9NQhW%9#3)m
zzB%u92@QArS}|=Qy*%iOQhV}LHt{;Ut_xhoo5@fg^~pZ<WAWJM#O{wJGSXlV90q3<
z>vxbo(Ix(*SXaq@DyuvqCT2Df153=%2QgAjnp8>X3Eeh8SMz)ZaLV<ECO13t!}S#(
zfrR~S2;O*9+i@`jGVhT;lv39lJN-ax5FhO^+^>pujilwB%SI=Er4JC<EJWn`3`Z=D
zytp>XChQYCO_I8RWIr@!QvZURs8RJ2${O1y<vgW>bbDl04aEq9767hx*_R|RK;D)D
zK}1A1I$^~fLZOf2NuaR0`9qw+o$d!(k2kb7M?dl$8aYUVy;YuM9h+!B_~(YSPgM$<
z&0KiIyR@pA@KiEEB`a0v0boEkD6#O?qng*0WexB<uwZaM3^5a;6(E{AIaoO!#-qJn
zvGc`a(5W_D5@!L7y<v{STXambbHaS~eDUJKP%MM+{jUILRotliqY5Rg%?})}jvmTO
zkcSSm(UfNS>=douQJQ}}FaE`07C+;YY-Yn>h3iHP5i9_jp3=wUq|sia%mS}%Kbj7#
ztw(gqtkP){wK;v1W#=uUjS%UAT>SxbknI@15gl%52PLLz^SDtSURvY1wr^5bGWW8V
zroNtsKVT<Mn%!zXV@QJPw}$PxWCOi;mG(7guTLDkHN7_cgaXSgx}f*SBW1OC4KTk%
zk<mA@yewlE4bXM8VSwrp^|`X7veU6E(0-V}yb4S54jNK=#`LqHQ(Q9KYf=DJxO;Xs
z=lY#x$`D8;^Zl}J%i}k`JEZG8r{|Y-K*DW;aB_>dpepLnE<@Bniw~81SK)Z9-$#uZ
zO8*f_t`Xy<TkCsl4AEQoPS9xQXJW`!tN#-NuhD`Z46S~gi%IO~qWD@d2%?S6C2-`C
zFua=Dr=4727PpPWmS5*->00TAn;40D>eblNbnmx`q?9~=`$nnU*uzGf)@QfR3Osta
zycdb<;I`vAt4(LlujAdVVT7ia8oY}i7su)T7k%YF1QxT~l|~ezv48osbCgNzXpvv>
z^QclnQzburfuK{Z4t}xu#MKL|6u(g-%>>Fe(H0c5T7a4x2kl<=&|(-U124yfAZ88F
zcxm<^LmhrLh+wRox5XMSFJP=^*`lt)IL;Nt3ounny7_@PWl*R>AkvVDr@M>(Mp*^Z
zwXVpkqYu)T&>%YBHeeXo<F?p1pu97ER~oLcwWNQ*w&W@$Z>vp<;?0fz?9;P*IG{U@
zE}_HK?-aDr(m|<2(;e0zg4v5$JiQ3s#q85&1ZqCT5%e<-)q^Mkorm$h8F<Yqac|#e
z2e5>tDFMqM0jaSuxUD~z9CWiybZxKm_8q}j9QytBb3x`Jp}d4cM`eHKt@)-a<I39n
zlEm-AG^X{u2m5X#z9MU}Jln=Q1r@l+{|qEm*XKyxAoz&~tgBVXL?VUax>72{#dyb;
zwn)7xnE0RV!I}^5N2a76Kg{~GLSEU@(oxj0k;GlLYZoD`JtZdD-Riv<1IU)QFczi@
z!hwr8!{^Uz7`sd82Y9WoRS_DlF+}t*cS_eUXJ|cF6XB(WY!t}Man?k;YWa$Y_<K~h
znVBL#2?oJ=>_DP|maYj*zpAn*KQE<TZJW!u!z*msMg2%ddp{NNK(4sb3Xw%KLetG7
zJ;XM_OV!YA(Y;)6-8SCdTkjm4MTvW)yNseQ3+R>;vw(Wy=8ct^xDTn!-JNk(f}gVZ
zqqNpeQ=(9DrjM4Fv{qDP4^1rZkUd+Lbet8RuV#IUN+shy-xR0Y+b%k9SlZOkuV<>^
zZA$%~NU%*WG0Bqs&h;|S?bY+CqOVI?lozo%X$OI;M!XaFpsfgkk?<(I|1B5RHkrYs
z+H(PlL-Wjpj{^1QIV*P*mA@1Dg9c?!#C0kw?t#~I$^AfJc5-O{UbK3j1gE5PiHIi&
zsk@ojP50>1)2Dh`yr-cC;ragU*{@qka1x&m{d15#LH&w4Ot_xpK!;xw^-vBL|JtA?
z6GWl0?f$|REdFr<6oouA%6U$+^1A~%BzwF9Mit*3{pX<4)Mv4V%D<%;-+i<GCAA!p
zD#2!%zs36wjO+#a#>7pR0SM$%Y}5OU`zr<K?kVpVe{BK@%EQX#=DiJ{kR!D6U|KA#
zfu%RB)A{?5OL|&1C>B=5uZm&9mGl=H!6#h7)K1aZNS<p%6Q%Z^_D6-DcA+ndg1FmK
zP+eMU#9@o|2jxbAMYy9MNUrm4UVL<hYnPnt?t$acw&q>_a@q}HqTxO|4sKbj%rkl&
z8(Z>289u|fLipuI4t*(8?~CbHX>@bvm9bhrc#P$Xz%DJSk>f`p&X^rivDG{3Bq9E?
z1&FB-?wR5kEA1&IV-YN-8`%>#3zqP?-5f5{%rW$)DBWUnw4dwe{1sY<h(qJ|HEpl4
zaH0djrOhNJIj(wWx=9F5E0}q!ti8m|F3r&4qsq<r&tdg`{oI^YWR^gI>H%mzOSVsj
z+pV&u^o@~J|3{K$Rl=%)c>ebWP9Ys9vKm`AVF`W{dh}Wh;}Lsbb*Db%cl`bflI85Z
za*TgB_$CRR?P?qA=l&5o?BDGm+5imgoq7b=$83`}Y4nTB7{t3l_HCW!iK18eU`slA
zn5!|T2<!V#EgjEE!;t*qxn8=(@Ad`dq;Jc_gjBCJu~gm)0I|7p@(2PA?LrN(GB&<B
z4j5+jt8KG{mzd2s*W4O(s9Z8yPe@==V(&|NZx01PG|}X9WC6^TWTot&*dLW(VC>S*
z8|zZbt9a?GvZg%8LbB1h-bw06Lhx)*e2^4fK9<gJRp)?*Z1t%4*=5XD&gUCp5i!1`
z5IidWu%)>M27jsC3$JQn>P4kHMsJwnbJJtimTq1^3b7F>mnpCoMSmJRl$UIfVsfU?
zC5QD25LTl1t0jQsV0<k27Ey>$PtX?0dRW@`(^i9~VK%)qx0vxUM|`>118)o>BN*=m
zuo6-nxTyrS)*FCs_zrE1i8(k%Z8k+d=WxiqXFjuTUsDmzlsI4$Z|OCk{mb1dakxg#
z%fJVdI%#jkZ4<JwjsZAZy|+5w<GoptYe*CH5q<{%ykEo$`6DK!0Yi{8@<tJw6EwFR
z`*c?^*LXb&F4}6eFnFW#p~MoX$+v52Pa*?=ku9XVBxP7-Gd?Xr{I^cbF)@+wz(z<&
zTxesvFyV|Z5U*Mp|5WLsT0xS|rPK~Zyl%frI%)E@VAiW@AQBN>Ocwcq<eCVMQUWyy
zHys+b`Y6`-7olzRvW)7ti>`mJ9}U_@R1B~~=Byfy=@nz~>n9TYB=bmQ5xu|z=Bi%H
z<Q2vMr5Sip>3hyC6AkTZud(&sE8mQDSo>Qp;?J6%tZbkgSij&1dTbNL<FVhB#V^}j
zVD5Oby%`o%XBpicv$bWsYVZr_*YY10(7b!Q*RV^Xt;IHpfQU7;PCi>E!`%?)bMg;T
zh<gl)-0}^RV>Fpzzel%8wrob<K|>r#UOdbyOMM24CWmoFh-1KIA|mq#R{ft@iqPE7
zvX(N0mt@0%BhKvPgR)Mr`=4XPmvz+pZxT=z3^c^K!EMM^uDQQ`0#--hsi59Bi<`A;
zhCEwZH;T!yWxck8(5@6QJB3qUWjC6z;}#bb1f{I(s)^_BR&H^H8LhYN6y|kFFwkw{
z;w=+UpoO;;uH1S=Jg#meB?oF>SFT?ccCNBV^vJ)!P8~5|%6W>IX-Xlo_m$BDhy{Pu
zSo(OyG?MTqmW7>y-$698%UX4nRuCvaT`{07G;b}Jchdd=qzy+G6%Hw)7dY+a95L3G
z{$GZ%$4jPgq15%|n+}2v->0JRfa~C81C{E0P<+}B$tvlB=du=x)&;PVu&}eW2$vn$
z%Xeuzcno-;fUBM479S5xuF}XYE$cD3(bv<iQH8!=o8?(e+PH<BuG>rBDG#<bz9;t8
zC8EzZEMj=70p{oDWS;~)*yhVG|9Spglj~K5w`KuAV&h7wP5}UODJ%nYF9+m$KWSuI
ze7APAtCfC6SzGH}Hhm)R5DshhxTk17Ud!{+4g<;Qbf<U3!I_+xy`&%elhh`HqhZJ5
z^*r?N;8U4RzrY645}or1e9?*X7s`e~TU-C7WLnYGZZhJj<7>$<GHUrwW`q%Q?3=nX
z>r+{6VBlf~g2})E1%|h6?B7~)ub14v8P-G#$%SQj4CV8at^AALJIJij&I1|_(W<$<
zZD1I<4CbyT>()m7J`%QByHblg7!W)Y7Lj2kz!XYSmJ+R|uz&4%GB#sk;X&t(8&BPe
zV)oLK4I4?vOii|{e3Pua))jS0i^{)Gn)I8QJ9+%g&x<DkAY%1Mp^K*04R+6*e+>l`
z?!C^xjb6NvSF3k8NSi(;5cD;fK8nu1I>{+xq{;1-vrCfpa-o%T-KE#w5;-dG5s1ps
zME2SUrx%nk7AERQT?S%o!IbK8S+&Sc1i_al$B7)R#`$#tIY#&aa_|-5j?S69>M42|
ze|=c4xk!pZeW&8HDl?BeU06hRISNhu_1d3wMQ2SGFo1h9Ek>7ZG}H(Rkmw$>V_Xyy
z5t_@2AjIR8O=-kebmj|eN=-pbAC<O-0Kf+=5S5tUDj0{=afH6LzNrho0{MC&W)`0V
zw{HXD4IyWuAUu8I?L2@;DL0(w#tb0GRAct{?Y*LH$cCMG&fBH@+kz|x<)4ld?|7>U
z@53@3C~mFl!+ycCKBR!kWYi`D5jjvICosu{i;2kauQ=liU_w9RHmjh6lirx02FCoD
zspTd0-zblkl3cj7-v)6=*y{y;bY0Cu?Eue9f(RST_bZF>$V#7Se?%o{PA+dTEOjEQ
ztQ^zlOuR#zPsFEpz@3#rH{g2qBE+A-NLyLKRznrxg7=!@WVkZc+K9jo5q=-0Z;!`(
zh47a!Djfrc|Cg#}(#ZTvsB`pnw0qG%4Z00w9wfl%9NYTK*<Q8LlU1r8%!muI$qQhm
z+4qV;c;Ga4a<)&e_u)BleIUTjR-Pqz#VOA0unItYds&5EfB;BJ=H%+k=}aL()eXaD
zce<)$?4)z+f(D?$?vt5hYbZSLh})~wR4wisIbH&>FwBH1fLxo-;+nQdb^*}jcuT|5
zHv`)R-K;SJnZe@1tnG@Al$Ei%LTA;FmquxEynV{pNdHZ5_`2TJD^>#00Onq!Gsv`n
zh72ick@Zvp>QjF(*p?#Lm%izY2k7Z!oCv@2Qh~Tt;&f3tY_5au?9-W@odU-x8E{`P
z76WsE24ev=J$QLp4f2(dM>SJux`$cqaJZjmL5Xsi=+!(oG)ns<g4d+qz~yq={WhRg
z@zN$IE)$izi4I5Y^a{tlREl(j@OQbQxGF)kLj@vXaX$i!qz|<9r~s&m<DB*;K3LgB
zf{Fxo6ylZy;VJUIF!BP-DJd1Ou&hU>%U&=>{`O`c0I-NS!bP627Xrj!m*kw){ecjp
zq<n#DXeC`(423{VaP-zjyUsc6ER19ii*R*ri<C>(!y!rw8-<em&2iWniK^L@#6Aea
z3(zZ24707k_OE3Ck-b2WqTzN6FHG;qVwx|Y1BpkP`{9hc=)JWp({*`4^VwlUj*$#|
zL)m&`aQ%-s7q_@*#5VJ2fen+8AIX;0ikcB%$TJ9aH5a9FRXnY|i8E-wsLMn~yN34;
znA9djXPBB)LjfRCg$fRjEL>BH@m)9Y9dC<T);Ie>tm?c%dpE>rn2X*%Ue9D)Zk&fx
zhk=hbuZ<BOk*F#6o+3ccWyN~7%)pQOCr5;JTFN!z_cNUiJni@K_*DcOmk#sc$cG_X
zgn3xF_)`a5cDac{iv6i2JLycxt+S_p%pU7hN=0_zGH%pPCi$2~6`iF9kjn+f6R3QP
z3(;OxUex#nbTctI!Ys79yu0rZODV6~TU?08U6@Ecn#<ZAxR6XVV_($)9d%{+>Yz{7
zLQ)i}Xm&3kd-}@_G%_Rnze>V=br_gnQ>i<O!DDxjJDu0Dd@O?^iBb6;7m~NjzJ0rP
z^xhcYWKU#~S|vh;Kv<R%2(DLEajR$PZv2~jwt@Ehj|y2Iuy(M{1X0VaYr=nv7^TF?
z3uIzD?|nHUb7!7ZxtJ%ze(5Q+l;FOmcfyeV7q#AzVX4W&%jm(%Q<;Zi4{x*_Pa2MY
z%jM~){|i#tZYeOg?r^HKO5P&QziOaJPflk#R@At%txv5Tt9E6KcUGZj9t8bS?Mi;b
z!Dp1F+!yR)lz7F9Pid#jw(OQ*g!F^y1w^P@o8s+^G|Q{3Rr7dwa$NpMmeQyEa=XGh
zMz?v}(~xRvxq6m>=hpr=iEdURy4g3EzcxYrc$wF?=}GWXYd=-@q|U8{r7*iTUhT#+
zuaG73NNO-;yUcTS5uQDDB5u&)p?zGlgqhGf3VWM1VM(NkpRt4Y+FyTmjS@V@R2a_z
z(@(OC_Y|0UnDi#Gs+e94hF!8)=s3Hp%@yj|-n}_37>TKi$6Z{mc~!}VL&KYrd@S0n
zpIapI4X0Vxfs*;=j+m9ptPO9VSzCa6UajeIR!yAJO-2Y@nRWJzH=FR2VKebP-dZl-
zp2A2ae5hsTU(nNVXlTikVXYRnz&OmOv>JTuFLT<rLDD)42P4;yMWx+ozXZ8#(1{2(
z1}Rr-kkv{*L->P#-(bP0$6JlSjzx{^1#VN9b%D7^7UVob|H$idP*uZwQ7?Gh_Maw=
z1@8X0&+Pkq&x9}#m9)=8)_6|kR7Sw|kK@>PN<^8exs8bC$R}D)x4`6)l>N9%@HzPf
zv(<d}E{`|vs8NMSy*d!9;<=#jz&g?KLfbne&vOiYHp=jkq6zJKzExsfx1xU$n0TC@
z9khUX_T7UHwpE~V$(T(T;1(`-XlqtO!y%T^XY4&gErI+lHlY(2;FRNu2ZH4S<H{Oj
z{c7POfNRV+sn!NP{Ej#ky%wWBOc`c>R)FlFjmU1nOtf9~&6Q?QTmFt1nTshtUQPqH
z&%&gg@CWP_y?wrwx!XR$5bp`jyaEPzmlDL11NDWHiifA?qRHn=c7Eu4a-uuzzNxO4
zDp!M+n%^<Hy#;M#e5UO9RvAI>3D_w<vMe|}9_r9&EAFs?D@*dGEnMwQ3cT{J#O&S=
zPJ7YBUx`^7cheWHq+`FDD?x{StUjFsLT>3uc`*YtiTb2oE>KEd5&^WNgc5dfdVySg
zXa#;Ln(aDQCdXNnX7l<5i|-rf4$Sb%a{ONGLtfDu?zq@zXZmqVI&JR-0@~WPE4=oj
zG}JdQh@6!2b;#5mS6TPH85bVQ6teT?*`*RZWZU6~1fb{~RX0DXDnOo*1pj?L+4zu?
ztgYG5M$3=!M4#~n&9F6_D+1R5*W~FhRRzqx&gCwpr{s}%?AiA<aj6*I?yeweabc2<
zkiYW7OrQkg+`w}%f$h*wnn<Wdeye53&{aPL8K1fwfX8vc&7C?q+c3SaGd~JRB0e6z
z*C9`bJ4dTs{j97n^<BQ_m*wr!cin1sYRZ+8bj#mw32<h+M%FxjY1}HsUIQ~?6+z$2
zD~K?alH%<#vnQ1AJ{LvVquGK+<m(wrbxTY+)DWDVH1)G%#_U3rTewAWA02%f9&BM2
zwlIMOk+NcJm(amgZAY*{8qdBSBBGYn!g%u&?;0?ox+{wGDD;caOXy|}pmu18c|4q$
z#d}_7^v!kQuqAV*dS!-J<1r4$(<H?17w~q4e$9&=_bxl#-}<Z-*3zKvdchUKqD5pd
zL7_cj2Y3L7>@qD`W$&(TbU8dw9pmEnJ4mA+j>xVTe;g3@UCdZjV4Fo6WuNt}`!C32
ziprO8VrVEgF~c}j5ZWky6fo&*ABjTse=%T|{iyU7O=W8ej)*o&jBgZIt-Ia>>05*k
zrPV#-&zo_+s!O)K+1;hviMwg}f&a>h_?L?53Y@&P>w_`y*vo^ehLWbOu6v?eR-U^*
z{(_Eo0gTZ^E8uoEpH`#hhibRK7PDbYTTOhqY=znVcIvZ`VNyPwc-lO;n!x|AQgo(P
zR?q2@8sOa}`TX?zhvkJDi1`OmPOsy~|5nK7i2T(!6q|4R#b&-fd-dM*!P;L?CTzES
z4Za&qor-sT>VMZLCc2-5XbgMF-s`ns)&f&?d2-^SP`(76R9(=ny&vUw5VM<HR4%>R
z1;TaWtjGQ9$>XBOi>JfQT`GgHlWpu{PoakK_r(xlJh@!{>kCwSA~|S|^G+iz+b?oM
z;fEscz7Czwj9uUv<J~+(<!%5{U~TE6<X#swbNKz5dquUhTav8E!ut8;JF7~Xka4Q~
zjn+oU{5a*ClQQe`%bISbb*+f!5>-ml$F6S)zU3D;kp>CLHziKiZ|=-j1o(G^Kr4rD
z1;v(qzd-lvRb^<oz_%(EtbL!3+rr4}g(A%Bx8+tJHlm{(?wmio86LzLzfqyS<9i|L
zHdIhVF!lDM+!32ck;4+9<*<zWx@D`q-6dr2yU=OVXv=Q$Sn?KWRqN4h85?%%pnycM
zAl0g2gq^3(Fr>P@wA<&XQuQLYje=9kBl7YPkr(5JTeeDUO;ZlFw14pR2Q)r6_s%AF
zTt_2K06<6wiiVEk@H_89FW|Dwx0T-qNJzeD9WNbu3MpRkHS~gD0A<vxkD!IA22Q1-
zQ%lta-Fel$3E%+KR(S9Mw6xRZi0;=R3#gqXtF&w>_<ZYvcINft?a;n>S4n;s5hd{V
z3ak>P|4&@-!=$YO;0lU881nS_7Qdifvw4OeH_;kie@Jort*ol>tC=j=HJvHomObs+
zm;A=7>YM2EYBt%Og23c}KIC47sm{r(Rt1f(LCFV$s}TDVdGWY>f%y!n*-3eOEWfN(
z7pD9Q_OTY^j>je1(rv)EYH;;u+E&FqM1xB8Ne;iv*9iX~fbG<i?u|WQu|143SbvzI
zoKxmYpYQuCP2g3rrI|6q&x7wu{Lxy7$mhTH*>WrvV?V8-M79d#;o%IwDjvf|lG3Ve
z9UfhomH7(_3{?mn7wMzDzF_r(>*UQDexXF4z32t~DZF5Mh;KiGn+>PBT~M-i^%;I}
zmI_EH1ksNQ{ZLrxLR#gqnBE$WXb1|TT=^vvXxWvQoNh6B@7eyp&VFWyo6N{%E}xi*
zBMmOvAcA#uUUJ%lhinAYXqo#-sdD{PL!t6)<mblOs>S@wn33BBc1$>oybf3F7YmB<
zyp7wL?i7%PvE25p9qvR;6~FUxk(2f!0rP~Oyfj(Bcu+#^f8vP#pZYZ8MV5qF>>DNj
zc3q9jaE{SgF%?KJ2a_z{T8w=t;yO2m@9U)ug~$!ckuoY&KC7<h>m9Ma@U2yi$hZno
zy<L51ehbmWu*4a0x>3Rq>$be9D{*9V@hU_{OL6GV@dv(yE$&Z(&U9wt2+73*Q#REx
zgaymw;2nd^fEM?u47W9H3+v4S`XC8=ERq*4eJp-{>JD<$g_oOKbxew}`+4yZKlymm
z6@=d|qzrw$s&l4<w-_7FEUU@I0=)j4l@l0^LZoa1QRT~>s&c%DS2;=Uv*8EDK3XpI
z=hg~(wKEJ|IIdvDbB2pSh#%Fz#lZFX?kWV3lUOH`fCkY^p)<VQ`8DqmklEp_<!1Q2
zY3VL{jkbt;5qe={md~!`^J${+SKJX|zZHir$^w6n=6_Sj{_j+?|F12x1Lm#rx$1N1
z^3u56|MPB#KS#J<{hzeE)HukUYZdsyFlfLmJ^=t;HFc|ljA}6IY8->cE0!9iiiUKL
zO#U=1-L4J-Ql`1!RjqGpVl)yG_e+)z2aJ5$au|zC{N5HV>u~*Nh1Xg^#?nAs8-tNC
zJ@3-(N?@U>X{WieI5UeEu$lNMPmu(T7>$BN@Qb*VEXx5pglW@-p)|XHi6bs%r*FN$
zF`&5vXJg+isc{&Y(EsEAp00w-^NJh|WeGImyqzF*O+B+<@f$@Xkfx@7<iv1>cPZx(
zUUJYRRd1U#p1yQw2wX*d9or;kg10#Vw7AMJ;S#N0ZQ8M*ED5d&G^4qdtH#r-=F69#
zJ;kw|^O|q-?BgMcc*}*@)pp;6f$J3zUCYc*WP{g0%fM!l0ac;wdz+-BdqAkU@JuTI
zcPYh+t@Uk-9A5R4s>H(VhT31y%i6!7y`DGl{ixp4-R(ny6hr=7p3@rQ_bM)!4~y>m
zw>L4TBkw|+ykyrT8TO-^6Mv=$I<v>@Aizz?&%UJ=J4JFQ@6`%EH%O>7lmbnLI(|pq
z91a_Bm`*TY=<lX|ICx;fy7K|DE=I#@81gF+HeZ%8+|n3jQJe1ooYaj(jsK0x3Y3>U
zlrBzTigGCcltsWjf|tFms|iv>cogKNM|<QWCI>S>$q1)c8CC<r6ceA@86fZNH`29?
zrC$u_;&xnEzxV@Uw<(*^FQ==v<&-LKc64Hmb3g{_tT#MSH<mZWcs{8hC+}s-jej=~
zWGK5nLEJyVg+@sbEgdYOKR5Ie*$L8&SkhE|d{G0i_P-smgqAfHNAcz`RtAfGEO}v*
zT`r6Ov$0CClXS%W4e9P-NPHNQZgTSNRvP@JabO()9@A*Z3ev1TG^#!{U72LYx`JLn
zhVTWuB|bWQSzUPEUv(rtzM;ZvtNQ(1V1cgfg7IMSgV_{;6tKX^c1{U@sd0!$4eu2^
zCw4pkVUS5mwrfx}aNYdZ55@o-XX2I`3$Uwk?A%}$PL1VbJ_C`G*=R`X<x=z)bODX|
zgy+)|AKT4G<}l2rF{G(b3~6zi3dsmi%73`8TFC$Iq4&SK>ipk)r_Z^Qw6qp1uF^5K
zs)_H*tJZ%G&0-&VI{bz6Ki_K@Ug{ookrd#Dx~_gU4tB}e=#h&S%SkHLMFwY%P0JW`
z<`aNF-el$W$<~3%%QoMu>@AAm<bKk1<f4ydVW)raPlNNgl3!s0DHbfLkf9ik3BvG0
zot^`0E~;JnUyy}ZB`<7Ai%sFq;Bc-DUoYrHJoJ6es=Uhf-LNRxB?EAar1Oyi+Xoi}
zA7j{G&^^s`o?rL)#Xhb`I<MexTj5xJqQwm1DudXa?VKpV_IuW2zk@CYEtLj{01F|g
zIg@9o^6$d{H$1~@*u(_}HL|G+mr)?V@5MTDC_@@L#opCHirezqZ0SAM2=@zi%c&1N
z7h5e=dcph`xGY#yrSxC#K53CPiu5Ro|J2Cg&WHrrm&3-cwG>yb_^dE3ir>hZZREsy
zD7cf(`%x?VTcEl2*{1g0y!ouzq(@a_T5U7e<W~|H7MqPepGU1>Tp!ZLy^<R^c{!Qo
z#j3jUa=*J1*y5GgzMy!KM6JqFMZ&!{*%*%7yZ3@y#5W`39*HD=8gd6F3m=7;GQvBh
z+dVMIUSJDadwWHneWR+X%)&<Q@KLV-f$g94^~xm{SAAX!3O<^DU9|-m0#BLMuHiai
z$!;kA#b0NjquTvH5Ls5)Kjel2rD@00dg_#*%un)AHF21=M2xtQpl_?h;;pmJ(2M@b
zj7U18&x+8o*v~WKB#X=BNx8v;8&qP<@KeJ*TWv9mc|A_rJyzJ*ywKUGM!&ep_+~~D
zhsFiKaShl}L+$JMgyGKSb`jh8Mk6R|a$5lt`(88&numJ(u0Olp<;K?5Ce+;Mm->$=
z%`0C*qPe`|$a1@ZtxY<%$#m|hiW2);`!3MBPS3;Yn3zGEs-D-1_|R_|*ji%f7uox^
zXT!d*lMrRB(_CfeQL=Qv_{|-cO`w1I^}FF6_H|Q_1m~zZBU_94<5!{eSk31BS=swc
zIu?J%5HrHov&UkU77LN2k3endl(yn8xb^kB`cVSPUiX>yhH>SJO>i8w*}>FF-0azS
zz-%Lp-RU0Jrv%*Az<KEyPXC+wa2?gBBg+Lh_uuQ8J|(_XMT0swr;iHbuaW;`jBWnx
zzpBY+OTM0MAjT1QDfy@{q3fV)_&%K^5KZA*BwcH#Bl4%n2GxJ9wGnU|+m;(}t2Ii}
zMx@u~wb=w-U&KC1>&JA}{RQEsNp$yuHP6#Rx<k=)Y>)5kA4wn8bFH*DDcKKmS+G4`
zS;Lm|!3-bfU7D`&(#Dy3jKdaCKtqNgzUkioMGr95^rG7?FiO6Y|3ZXc?D9K7vDplJ
zTTA!^(H`JGy)2&;=VD&z0&1CBhj(2}h7ux9A1G||E*e3`>7#z-v>seexegOLR-H18
z1#j4zP3a5~9XUptwC7(Yh3RPw4Vgs3*`OxTmhQZr($IaH+)<uCSO>2FQf!KEiKEb2
z=N2W)IcNW+JF`iXXDw)gB{r?@f%h~OS;*&K2|k7_85{|!2GxETbnh95tJT+hJWwmL
z9qrLq_1_T4N?BiN&u+$Tmp^T+9Y>agOn5FT7&)AmZhar1l%e__Q&QevGvV8Iym)lK
zK^fG0o<A|-gxE%fZ36YAlXE^?6+L$32Cj#ie3*d1XkG|gbSRjxuLGlrP8=s|lFqAD
zkBv`0fKP@s6INofSE{;2GcYT87_H8SCm&dUw3M_PzCd1fdB+{&xsnIjFpd>n5R~Vx
z+THhw{Y1R}lRU-cqA0?51bfSxVN!r^_3ha$k0}1crq0bvvG2QSlv5THzf$34wiNoV
zThRB7$&n^JX>#y{BoMO4b(cP-og^S#uJ3+5yK(YP4&@RpZ?EE!meLI1@aJ$|%W_Fo
z${=vn;G)JB@svCFB$vZ#&MAJCag#ywyqclAIEd;OyktLgHvY9-h`u`G-26+)eT>Oa
zEKMh5Fj4yn<tBPGkR@2s_};$m@*%}~+$cGQ%2myus9F8-JJ<9|4Q%bSCdZSyf@R%y
zuFqGu$Z53O9`DLLc`2=O^WfWbZ7$dwzO3G&PL%(JQ4{+Ma*Q~JZIKk5^L%#RIGreC
zRjW;wweThiw*80i*U{tlEKV|*syEr=jPNa}(Meu&%xo+q_tsKu%t2^5#6ZaY3+nJ&
z|0=zb6H$(ijHu>NTk7L`)>ClW=Qh)M_-!Ku4zRwW4%Fthw8HGNckcpyJ%>|7s3S2x
zdFPF_hskt?dNB*2)?mDV?m=NjQkDXE;K$RJX-8^oKD`jbAALZULCRyX{3EgK8PMT;
z;pw3AGm^q{W&Mi`PX))Wj@scv5d5O?GbgS-#Z?b@aJnZsr_-50Cge8x&*`I3=Y#?}
z>PXSilcEaH;V@espkNalKnS_3LfwJlI?is|H_KiHXHCay`9h%%f<XvY#t)w$e}cts
zSp6ZIPLI<<XX97t$q!P%R%7<1Tk2KF?gzoY+ge$Cy09ug;?A%*Bf$4oZaM$z6}0O<
zs<B^f6L>?w)Ujk~vC;?~@!5m55y8*#P!`Ik{p&aNAAb9-FhHl(yA_`IdRLz3v+3+{
zXb|x_MIJB{z`xzSat&WC_c|grujnXfty{@NV4sr+to|*mYY=^PvhD{@iOQ7h1Xt@r
zJ<dkF@R6kR8eZ)D)Tiv-&h6Rw+IWMI6wvg$8%!X(jB9)q3=)pb)}P{QD;`r@K<4Lr
z@fva1Pd|D@Y)UM5LZ9NaC#uvqf-{eV5bN*d_skK6dxKRs@5ki;Efi_^f=yn0&EY%&
z6!hR-cB{d|1?7wH7XgEdkaYnj-kpNmJ?0=}*`XM%q4fu32zJ3dC7jfFN0V!fA(t|D
z;N4D}VfyW^&W~_O34$87wt%c8RB&MqI%hxh9uQ4HS|*vg8PYv;1p~|^#Av3+!TkD2
zs~F$;5+k(>ca~u&lDyhpDZ-Hcr=NNsHe`hTD@Nd(1_9Kvn@D_lXc9Y0Tkbrlc9G`f
zeLIJ7D7I4Y$;f>!aLGyOeiv0|{540o?(stz0%$-XS#X`bEBQz*xz9C{%j(Ru2kFRl
zE{tf#EJl0Fx|o0Q!g3Zc#N=$G*)}Lot;Oo^i=M-9zt#k~Run}Y^{P`ouI`VR0aGlP
zRV5Z?wmkU9PDfzB)}Geu7p+$XgTCgy2rC$WCh`HB?XjMmk*f)MaP%0Q;Ira#p~GKJ
z>)!$I{vZxV9>6Ljf&N~zXJ1f;$`k+-&ck0nX`b`O87RC64SHXk100!<@0Aqmqkq3)
zedKv$9V_TA<h28w^9Rp3m5qWUT$fBp4e*Q2*GB~k7Rm)ZQNLYdxxfXD&y;Rx52Z|#
zvt;k47&25+&c+aF#AAzD<}QBC!z0*o6xm0jTJ)d}7yE&ozL;qdFFbiZ$8z`$DEFlg
zc48OEF|+?lU1ju#jKXfAT#wM!)EgtU^Ra_nvicXUE%%z|;bHQCx%=+RoziVX`uJ+1
zZ^2glTW)$Tu>3e54@@N`a79bja8Ql&B)5@9Ex&(H4#-j+XBBJ2nJwm=QFTQYTWWN@
z(gXpHP#~1b4pz;qi?OT|iF$)mnNrVr8EZx>C{{vcUA^1mrzK0sUd{KMq6xe7B>|&c
zg0BejF?^BYQ6?TMv+K&Be<{4#OqUDqGeq=|R(5T!ySpNGrNg_9`+l5Dp!`KAELTFc
zu@ewDqN(sIL*C@fIb%Y+FJCWB)iro8q5(1P&ky)77DyLCYzKy2av-m)m9cujUlK<E
zCHI9|DlP03FXk{QEu8KM_+-xlX~@Cbli${;jlEcHO_0*(zo02Z;M)_bULIa>UIm_E
zt)REy3*@NwCRb2zFZ7&H0rw~Nt?VNTFBCxc6dI|qZSfs-rF{*xbmRiVGKEeh)FmT`
z!(us*!1(3c^C}@5z&h+QsNY=)I_<fLaWU|zJrJxh<mtJ7(VYv_G(j0!|F7ig>IqeA
z_jKcUsoIdXu5K@uZ-Vmg6d<<8TCqT$ejc8`<vnGvrA7b7KXcI24Zwob7%P@T&!X+4
zMg9FR)w6@}P$>ka0Iaf2v@j(=C+z|-*p>W0^BfL`jMNxh^8QPBDogkm9`gUUmtn^v
zM2aC@o)Z^uI>prRyuf8!1J2473E*b9li6MTg_8o5!T)y$SN_jDHs&DX|8!mds|NU2
N3;dt@3jI6wKLGYG%H;q6

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-15-NVIDIA Leads Open-Source AI.jpg b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-15-NVIDIA Leads Open-Source AI.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..cb47964ee48a5ad936ba1cf4369cafe5f3e4f731
GIT binary patch
literal 60385
zcmbTe2RxPUA3uETO@wR-AuA!-Au>V;*_FyTAt56i4I_J3Dtnf_w``JZviHuOna_3K
zhrZwM@A*Hk*YiBz@9Wfk&VAk2b$ve9XTCq5yW?NSV~8`#3Q7tH3=9MU1N@IT9z@6?
z@NseRaB=YQ@bCx-@Ck`2Nr;Jvh-oR#l2J0!F*7mJF)*BG<KsAgfrpiWfm4Kw=dys1
zkPtJ6sN}UP5`2O}SD;BS2nYy>iHK=PNNBFGFtA+t|NP(aHv~C87Bw~s3*!O;lN<w!
z9OJkS!3_3^g8~1CIQb6)6AK#$7Z0C+kO&MYID^2%z{0}B#=^nD#s;I^z<mTZISvJj
zfDG<gjr({PY$>n242i>MmCdQ9((G7e6MXRO6#*gjIT~6z_KO^xT$hA|uZmm~6_dLm
zuW(aQNm=WTwvO&yJ$=)Mj~<(uTUgrJJ3M!Ea&~$B#?#B&=dEvOSa?L_yZ0ZW;u8{+
zl2cOCzU1cR7Zes1mz37j*3~yOHZ_0m?CS36?fca~Fg`IkH9a#sH@~p9zOlKry|epg
z526bLfrTau{D~&)f9N6ybYWs+V`1Y#bYWmRf)5rsHV%sbE`^K+-hJD%7p}a-r<4te
z%c&+{71Ug%dho1+keW?soP7-<4W{h>9bvEje^K_Auz%<pKoDbLfWyNgM@S?79Qks`
zx4TN%tl8Q|ym`JAOU#)u^YQSG+A(6;zbC&#SX4o?;W<+ivg7`%-j1t-HN}hsRF_NN
zKV`-m`25DX@qjg|?GVcvwbGw(MBZw4^s-NS=XYNs(O`6E0so*iYBnwYn{yF*ROZPj
z)6-FhxwA(uQ8uT;+74J<z+@-GD!^n#&}0d2xsyjPgqfcdA0wh$<vliHb``c__Hc)e
z5u<rZ#|Zq9yko@m!I=GRWXI8<-7!KkDyR_LY%~3zu{RG`^-ngNrLb?+cCc-!UT6pg
zJ_dU{SsbDy=@{|GM(-FAYt?qRFFaReRRS%nv^^N}=XdvAGVy=k7DCmCq#q;Nug)GF
zMs1qF>po80cYr46@z|)^RVX;!Dp(#O4_YDX26}`^kr4{4-b5w_=0xhBED6sU^v4S(
z(D?24Vis7}t#lSJfevF9wHmM}y-5Q0RP{LMUz~sj#vLPgqr#T@q&NCg+sP!LNl)nj
zlL}{`PWCBXI1JWJSn88IGJxic`R|+sStr~z_TFBEh<2-7JbF=ZGElT}8)6K+%UR}r
z_>AHXD}OU_Sdtv}FN$l#GC6}&=`A=p74v`dOL)%2rW9i5&B4s7**q}z#s7}|%Lm~(
z6g;*~X?s5bP&VRsUSj8nJOhaqjE;Xlh-|MMbpS^{60}5A^=Elg4`a4!H2`Vy52OAe
z%5!@k3;{%~0HUa`JFft_==&?gr_=Yvq0Ehda5yF%wU>h(FR3-b9Q`X9|KaG_RA}t;
zgnikSBX_!pU?#VJ3ns*Ze~~3Ua1OPxx_L5xN-RA1|A}AHHf7T5!*fUNWndF4^5~g+
zPeuO!JhQjPzX$)-4-3>deJ^T`9_WaBs|((?=jg$XrO6U~8(>(v$HvOPr0KtU)sD*N
zm!2)tIE({4mL@sb#LT}p@s};abAUWI*KNRx)ni1<^OT2pF~^91X^Hy3mN9;L80QG4
zB)hpC05;<SROT4*ulxVjnd?U#fT|d8G>@5pFdQR}$WP4#Bn^KFMYc=lTOT8!9VY-;
zl!PSbe+U2FJ+ca(IC@2<o3HJl$c5+CEC!hD?|q2HcBg72JbH3!3Hu5gkod^hy@c;G
zZ=9;+P2r#u^)cGn4j2at0X7k{wIm;GIEET$?3F$_0Or-eMdlOvEbB@gLA5<kJlTnS
zFatBNnT>yi60)qYqB$QXobW4R_TWI0`ubDUY9LbjWSX!e^5IkK>U@|4MnVcf56%fv
zo@?s6H-%pxBQ8U>5~k|zsgWBFP*{;(Tix{5DF5l+zNv@v^DKHQXi<o@%Q--s7a<#4
zcCtq$cqb5Rui1ckPick(=byo)M;$<SPS1?a?|exOkOlE{RJ+(DFqqOXI~ZYkbmY*0
z)$CLfUd@vHdn#zZj?jJ`Afr5Vj4&St3Rl~SvM@%q)pk5QcMY|B(;;XN&k%A8KyC)A
z(5@tNY(XRu)mW>Ef}e1VZ{o8>v!1jBZA1Tg%&2M`W-If6ZVXURzy{WTIQm~U6avcH
z4qPSiG|M@Tq<}P*)SXfWxdQ2Nrk-QO9HT9yYR^+3(jYDXnQ@24)}v}9zXG@Mf8)aQ
zm;n)J>3_(oIw1@74^`4D{h3|+%FtY4V9E-Z{I>rC`Ov^03otD)e@PNKB408AE|?j8
zvfEkE$p(Rw&HZ~=%A2T`+OAxpPc|of1QP-O4n4L59_uqbOaf+GnoQAw`^Pb&5ndnY
z?acxd;Qv1xU53`L-B;ep8UPzr-hd<w@KpMU{P1KZh^I#xU<3Qm2C|PjVLl~_1;D~B
zV;2lg9i;<K-K`P!IMQEZ{&)|86^xv_ZODMK;wCvsPmj-mt$H7@?iC$kL2H7o9vYl%
z)zE>v?a!`@`VtXj<-qDH|J?lV>X|3xCmwZHK&J%+<(bK9&_d(UeTeA)4$c6BnAhQR
zVv^W_hyJ2FSw8XTTTj&-Gko+8Re#UZeqRoVsVM(%l9Ro49KQUDYL|i(VNor~IcOK!
zCNRdkkO|^AeEkIo2z*yM+reZH4<`FQM0U9(2QVzhh<ETFV}6NcozT6Hrww*a6tq9q
zr+Z@gAOV47j>T{q1*ZA43Zf_wIQ(YRJ#yuP&L?%@ocEDI1@nN&Yw#Df%=2eeV8Vl4
z_#C&XzerElKs#Kh%FhxzjGHG-a6(O&0Yc1p!48A|JcZ|b9lMZ_8H1*nLlZv4*acnh
z3`jCWZGJP}LA7{7Cm8cfKLwr|w=`ynz82V}(Tx*F0V(FQQTV?4F~XHjI(thU-fbm`
z1Mn!XkBpgsDMNGT_jJ|i-Kxj$_KE&dt&TR2B*2KwLhj_%@9ASicERaH%>PWkAf0a`
zJv%;+{tF0D-ut849_iTz)c#l}>VYL{V^aEX6`6YCcmFeCj<EEfwV0z_p{idlfSfjH
zyYp4>e2|}p+;uKvKhTW(3o-CC=3-2#V!zPi+(#j^Jn(K`7Q|FAzcqgueG}x(PnFbD
z{L(YvRyeu)sVIl`OCNRbJ73pdH>^<soYS%;-!*jk)7f*w@uta!ZQFaqA~Q;qhVt&)
zY=51LJKE4qzDZY0DEpc)frjeau7w=(>Fh`aRt3I{ubhhfWeQ);SnPOTPDG+memFt{
ze1rc0KPe;hxj17neYrRh36vVwaVRx!V|FOXBPcb%=P|g=Wq0~bL+Lt^JUb;qL!KSM
zOBsF}vr{7qJXJw?8w2_|UlV#9`oOoq;~(OE5rXoR;fVZj^voDHmBBh-(R*NO_yWNR
z#&Cf_2s&lXSQ%gN2WDtws0Sfuya%-DlP`&2hn%elc9taQii;D&JU%!I!Nm!_g;nsf
z!@FgNwhnJ8-uG5JhCH+_u(k%6I~*d$EAsVq0_ay?WqoCYGFSjC@)8F<<q3P@LnGfq
zV=lwIYQUq+_wt~9_G+SIoK=+8#MH2ahRsFyu9)u(-@8ZMeskT4oA_S^)oYp8>Alx7
zcegU}pi93wWM!HhA!nk{H!dy<h)hll&e#sX7_UeVLYTtWU_W3_EYLFXzG|BYI&cc$
z>Q*~oeiSE$1$uXA7C>z9?@&5nF2u<X@gCHn(4(PXLcjzpA&5Z0e_V6GPR_)558@6$
zwkC99O5g&V*kwXap>RY=B7DCU`U$!Zo&rbn3OfCGUlIg6bbRa(<8Z+d-0JK^vk;sW
zI0#sJPVPgKeu(!6G~ogffzR+{$1r_iLUhoCK-|#hCEkv(fH@J^efxa;Yo!7Bd<mg*
z0MFi|42OhLo{|`z2pY&JZx`iJzge}St03k(>%hEwjQDuC@PXvqfxt0>rMS|oY+=k5
zx@>|j6)}T5JGH=KXqkZo9fO1ty#;V_N)w<9&5VoYfWe8eIPsx?S$iFdE<kP`_D1`~
znK-?gU-~V(65x1s(l^NtDVa1mpyqi|;n$tLc5IFe+RRt#xC=R!I;AiE$i7JAKQr7-
zj0$*YsqgkPBvr-qd7PQgxJN8ue=F@yhVA%g#kmm6sSAV3<7YWS)s=;ri7oYwQ!G-3
z-fS#a^^8s3#+7o8FQeWyoe+pVKUuhDxSbWZAVypxsW8+SQ+jykNa!w~*^K|xM1hTj
zc<SA`!oB=)saD&7_YxZ#=B4b*RZdnscW4nqN@Ez;X*cim_1euB<@OI{_D@))U%F;0
za<-B144ncYK`gFWAs151Wc9Gmn{TqPEL4<9euPj*@tzC$bwV}H*7KtGu83aCurjN4
z3G}qFksMR!n+(5Xcb(RF^Fzj))rJ&)?-(P+#$R1o5|e#YOn&1_a&<(axdgd5L%$no
zVu{N;<XqG5gaq40-C6_U7HvUfYfzfyxojUm*P<2q&}rG@QbKAhu^1Ny&a2r_TO;kp
zmo~gxR#MfO6QeFk5ji!JjLti;qy`mKHo9Gj9a{zgQo3Ypy!qL4mXTvF4?HM4qAgX-
zAC?sdj_^2#Ue?Cz%|yDe&w6L+bnf4ac=vR`t{!35scA-Ojr~+67N?bRs3YngFXhLV
zv`Y%+80N`d*tTt*0kypz)V}uQN_Mu4<=mBeq*OQUv=-<bMk1bD@yA{MiMtfgM~QK#
zV<1ep$3mJ+cuBv*I)q~6;`FUX?4TsXv;2~bfEP6bMc#U<2dv+%sqaiHrE7j;cnl`B
zmdEi}u)XftO2uAIF+6nB2J>8`+#8Ld?kG>sk#|nL@3P;gXoPwfAaq)36Pu>?bUJq*
zuN`n6T>y^n!c(o?R4lsCBH=6|!#Nk#zyzVWwGrYksrv<<Aq}EHM8kx>5EX0FvW>Z!
zBND$xMTVggzK4ts=JQ`zzW%~D(E!-p@DGgULy|7Qbf|J5Vw5ZRf>LD?8^5SLX?es_
z^WB9GktEM@jaHIN1gk413BgM%75;&$eNKv?w_F}?fS2X&QYpd1G3F$MU4Mdb7cv^7
z&z@e(QNlvF^l;W^)~2__e>P+U*qe{VOx{A)jI9W<&@c(jvw``D1?5|>JN;vn5v1ms
zudlD_<V`64*w(mY5Gc`q4R2lxS&7jnL?q`d#<tzEljt+ctWO<lC#0o>m6jj`yv4H@
z8o@vjxddD3J%K;b#Kl{j2l5josAIoK^jTNKtD!?qUC>J7I#p^0ucK_$>P*5muRP{=
z-KX45tczNAcTF_A?YTc&B4QpE{XF=@#F<Ugt%((kzoG(c*ojX778e*Y;NWC{QOAUA
z9`u3Tfrk8L$N=F&b{PHuLx@=5{@jh4JTl3!mrKob)Hp^2{c$h2LdU;rawHexM&j7>
z?euCSJQ!L9nAJofgeIN79BiKP&0#yQ3E9ol_1I6m6R>fbny^K^jd|O`f&}4+A{?|X
za<Z+djp|sl4#V?FPgui^#E2reYN${FLLlQ@ciJ|R$}E>I#hlj|)u#SECd9k%=Zx8k
zeIE~}41K@h_lsfGB97i&s?tsT?&{&x!`GBAf{G^+*0#ePtmKq>c)D{<a1>bkinc%`
zNoCEOX=A^VcPsRKK;`&PF`YgShcfOUVrQ{8scc<?0xJ?BgOnKWCO_uqR&}^aTL1F>
zl@?59JldPF`|B7{?>3&ZbVOA>vf!<=ree~B>K%F|*l%Z4<-eRUy*BEd80gf0cI8Up
z_4(_R?iVdZ3M={gafUkh!|}DB5byQOl)kHzCg3xxl6qAC)isyAjmok9=<Mq{mzBZE
z-V7GikBV%}i+7LMy7Mcrsz+D-=N&O;EXY<8wZ3h|5|rQW-_=cEm|V8sqeH!63#u6*
zD(;&#85vTfzU&gxDx$y6f5dD~O+Iw9B3k%<@k85@d<mIJB4(1qFonWAuOrTQTG8*X
zuhYa({3f5t?c@F9HIG@sR8f^-`}`7nw^f2oX{U$cl5y0)bWnf<l^gb3s!ywS43E5@
zOj6Cznc{RW5uFjZG}T_s6p-$u|8u9Ymkz0P{^i&eshQ?$jaVBgmM&(VEc@Dtd&0vp
z;VD+VH8Ro>{Ju=R`;7z7TQ#f%NU81bJsq+&BJs1-u@OYN6nOSVomsj@AJi9xSlwZ@
zd-9+qCZa;#Mf;l##lfXFDQ$L-tJSj@bU!bU5H0AcJ`u3)45QgJ?ioJd>xuK4*ikJD
zp{Bha;`oU;=on$dsPO!1@IZZh{kT_SRIh>W5oU?oB?4FB)q$g%Mn#UA@89)FehEKf
zlUXyeuKQwj=P>5E(_qX|f%=+=-s>eXH_xzy#<R|C*;8f*GcSoQ294X`&u?2~R<jQ;
zeP4cpBKy;--6z43Vz59bzZ?_U#h*yn^x|=WL+iz^36jrVare{Yuybza-U!~DKcXV7
zNc*MNI(~@RJAHAV?aQNJCR|Po35}#(k=jbP@@&Pv(Buc#?Q%a)sEG0(Fpqx}k}m%c
zf^ondv-?rVZnq?wi&}m?{E?cxy;uYAN8_W!h6Eu$Nc|TwLcu)z=@L}qEiG<LM*~XM
zO*qMT%TezpaATvc7Q~J4Jb2`L^;hDgv?FCD>uP<9udunppq2iJxGv$Nq1y9g4Y`$E
zLxbvk;k+qI8m9Nx3vIhH5GvyV7rN@+rtJplzRVm2(RvWT80gy8B&)nh13B_?O1iRM
z-;=u(Og6)HgjE!6fc(HCT%TLfM!jx|4AL^<f14>0gKZ?2HLN#eQnVL_K+J9kotJ2l
znXS7@Bfb7hS8EMG5%n5)DZ$q=)n%=smR^ezQr{0%bwT-;bCbO-a9X+FYsGRW=yC7)
zV}$;hHp$h3$`IQx5k13om&zi}JS^GFoR$y;X&$+SNPuag;rxbdQbMRUtK$q;G<oL}
z3F%B@Jwp@yA>(|R*pC4TSyi2-Bv+7wG%H<(y%`rH6`OrIn=o$9D%6Nd6YttxFJ9H_
z*>bo))#TcUm%XIkCB#gE6miu5AyDqZo_J5l?9~sk?%Rgns_?DHHWDa47!Z_&?cQO+
z=*gc<vSecJ=D16}A<kIL(2o1_ZL$-0J-_&`{^qmS6W{;ZVya4d=ww<`YG+YYI+BLn
zN4=(~$?epjRBt~*u-Y2qom|oXMc!E=WDMV@CQH)N`;CKV>FVKjkd+%%auUOj2NnXa
zI5E9)#y@jtt=8>ThM7vm2$%escuyX(+w<!{B-Y%8J-jGN{$~<<jhFKSY|jHv-8G)5
zk<a7JUMUmw78iqmUtQz;6MiHd7jIy>W}#yyzs8up9jCCnj9{1azThEX-?RETD1hRc
z>F1q@b!{(+A^^QmSeHu_Ii49BR2-=GaejvNjqyuNKmj8kKh50EnQ~P&Vv??U|L4bu
z#qJTw_6xmc@9K1-KIh412Mt?ee{!+A&cN@rq`6ZU<yM}+x$YmNzu<lmDUvo}nqn}d
zgj0}jYN_y4@JQY^>e1r--sg;U;`fG9l3%+VR><a$Btl8dZuQ*rdVHN-2_J|Y?$h<%
z1l=AXAA4G(NB+eapB{b9D(jM99LLXivh~rKZ{_jrpJRs|dQm?^Vx4r=3NFkUEoyvc
z$T#zM<F>1FXUbpuT^Lmv^QHQX0Coh8|I6$C6<XC%ZYgg!%?gGuMx=@ibA)sqAT>AC
zR{4S^s5-295<_PmGtByIv};-p^hQ@+TpbBOJ_}{{JK8opNJw#+bv3XhuA-zipH}eu
zq5g?UEP4~8z#?JJop#rwP(+}aRayIYp!>M!;-1FZ#g*Dud&>k?iDJ#ysb#t<bk?Gi
zka%^UFKylm!nQ2yH(;?iMx2olXG(F9_E~ZeH}ifF!+Dv<cD@yhe}Rd4)y8{sQ2bEy
zoRs}Np6iE`i+B6<9bO-BSM>0fPcvBva9Jbvw2m$sR@)}c$<mqzr<*<1`6;HQGsC>A
zDMDTIaHGYRY31X3B5QJQa=Vo)eSBM1%|>0SMDe@bK<=nDGA|)y23?~`dqhG(<RiTY
z961@oCW-}Xx^MFRIEA^LY*>7*e9f+&3`UCAozpR<TGfv6?p+Z78pr7@k=IU|zl=*(
z$4I8$Uf?E0gzs9M?0*h>mcw_XC*OwH$xf%EwKYB3sLq*1?b*RS0QXUt>qHBQJ<dXY
z8LY(?c**&k7Awf5X*bT<vd`u0pjy~Xe75j=P7@wik64CxEiniep69B#w4Z&_((Z=D
zt-Zdw<8>f_{JI;;Q4+oQe%!dWGymXGeD%aWx1@gUokICnqcaNk!}hvuY%C^MaObzP
zP2{XlX0>eo(h*o!B-F=SFQCW_oPuf>nvtxYp{#?#Wf|sD1gqU=3@tB<T1?j2a{W}d
z+v`R7nB}gvz07bGAenO1wc)f-W}?(K@pZhqb7dZrR#P?m)6$d4r1RJO9P^B{na1_f
zU59c5lO(zOw}`5UvOIV%mJ~$fKdWsCDwh0Od-u^(ao;Ufv4Ot&D&i%3Ct-Z6%(45$
z%C)Z~(|lT1cf9Snn}qo(M!zQeVZ~fznj+ILwpS<GEt4rPS=}VFa5fit0s-|@9A5SQ
zl}tV5XB|<Lj)YS;ue$5D*=o(ZIAqmk;N6MZ*L*dxFnv{?!7R(raVM6HQ+|V8v5o!{
zSJv&_FqB=wyuLz6%J<$?A%l-CV@1mA?X3VgY@mPcw%BVu(Iv&^^t`2|DzNWPfl-p-
zp}0Gx1FhEh;|xcXgIl8Uk3Q-)>akpg$xMq%y4B3rb_vLHQTbN6Kc~Ilr_g8&WLaFL
zv#CWAwd@Zo(^tr94>H&?&nvASQT9sUWHdT(`WXJ)Pn0}&!Gn9yeB{hpV1!dCRo;NH
z0pHl&t<58Ct=dY;&fl&)!b_GvU(AMNM|Kc@a>KE7LMi0$IwxD|d&PZ`5pQMs6)M=5
zRaK!ro?)$utS0Zb(D%QppHKYkVgvr3hAoXd$7=EiX>XRkO+Tgda7AhZ=a+cQ0hUPp
zn=cP87TQ@}eWti05RiivlXi#{Z#cWKEha?07v#gcoD%hj!az2GW@}MfiqBBy>7Gc)
z6{SK<dQ&q-&WZ-P$u`1%i>wr5^Y8Ki^dzE{+-;B+YyS96io<t!#!8?EF{JiFSABAD
zPW_F9==O^@7V)+B4cHYMg_~O@gU+^K$qu9k(32#Zrp8Z*596wsP`HW~wJ!-j>{^K%
zKe|T~q9<1AIVnx*WWB&%rLrVkeI;b$GSg5uoyZ$|{xeR`&UHDc=PpcsaP4ax59E$7
z@RT4LCs8KR(o^Zrr1Xg=`NUvPX)Z|DQhP+dTI9v+U_w!|qcyx9!hau}d(D7wL%{tB
zM#L38)k}#vXFCg$3-fp1jxCAN8|+$T{oZ{T95lVFtxhr0@1$EzZA@2G7P!3hh>XjB
z3S-3YrT5x7+3a><UMXHFeqMGT!B=)+1}=SX@?WT*aeB~8|18@$Xw?63Ic8G7lD(a$
z+=l7hmw|=e)oS8<suf<gf4a(5oga)`UX2NHU<i?|6ZE3NnqHLu_G3*dV62tYBHw2`
zWD6PML&@ONJg-*TSxz<9otM+Qlvq~v0ZZ}QVaKB3O3+Gz--Jx1XYU=KhCf=tPgNZ%
z*;j|Nf|B!k?OSyQq=#`L4E=+8gWd-^s;@@BonU4VP7bs0wBTa?$i=987>pvETRIRO
zSADiTd9$#C|H;ht8;;g*xXG90A35o$GFQ7xL{$q5M~_UL2@q`{|1&8aV4qhz!HxXr
zmv*50i1ZVN`6tfdgSp~1nr>cZweHL(i8G1}aXXol<8HnNC<~{kISice8!S@gvwOOD
zsfH>JDBGv&1W6%3A0Dl3W$D|Tu{gq9)%j>jd3#j-sfY^Ay_-*Fyl~W+Xv($6kj!Td
zINFHFIT$>Xoz#z%Nb~Iuj}g=Q(e!K4pC=ZPhos9t8KpRUmSzE9^2nSQ_w#C79W}*J
z{Y+x$rOfe2nn_Cg>&_3{I@FT6{y0y3BEh8g6;v=sfQ&dFWN<PtB6UX75g<%B5URyR
z!V7110P94<N++3}5`eb=-048|b3uCT7$MSI%F?YXo(ifK2UYqXDE*Gk9V3FLOyrEV
zo=W|_WW!KWQM!c&A5Ty!G-3#SIR*6)LLg;?08<!iL_<rsFu;e!X3yqE0+2-^gul{)
zQe#^3)He9xTIT}~dIj}o>fN0a{<jf&KKm=j2sb(#WqnSJE2wgmn5d+Zw3Y&AJ%W}s
zj&;t0%T~!3VXV~57Ncp=pr<FBpLypwk464%OjF9(;AaGQza{{HB`DLpptKhS_C-E&
z<+(VY%UFo&%BN3zGm*XsQs`N`s4I%qY(cW-@gC=X1YfLXeX}`atJ(}LrJ{5lGc=&&
zZrT<erFgmb6>)(bQHYg}B0Hl;dqM!mUA{N?`s(;7hmc^|)fq>Q?wrKLWQ@>j&5g-U
z8Eu4%&*_AJXQlokDt<(-{^gJxe*<iIQ`FTiZeHJ^PKv4Pp_g+*Z%Fe*`Kq87AB{JM
zC?4g5uu2PjJMog1GJxNi&qT0?3cLyFejz}`?4pm5N{q?i+abyqw~{Pkfbe8d#>uwG
z-yb&Fw9I2M-tv~beZ0jXl*SV>#TFR5h2fK!7>jtS)ZDxhZO#@Jsw9;NU{VZ-AD_Bj
z7aNrg+9Xf<T2Ue>)HMOmA5PL<+iU}HAi`0Tu<VuC{Qwr8AA0X|B%51#FLGkYHGR=|
z_|!Yw)Yn>F7R^y@$J?@Hh!?m*+~sD^#JRS#06vXDz*GM|w6R1qHq<55Jw-_47Iq5v
z6^4W>G2lTia|C-{neFgmw7CV7+y}<@$B2A8ndEj1<;<qRkPimk44MF>F3bDeDF{<v
znn70oe9z?779;uC^QgJdTr7_gs_&Y&5ylGgx*?;CB3Er?%UG=y9!bScgaJe$PcX;q
z@nf)I4vsXA1v`Lcz@&9_0>tx9?p2KsWU1HUrW~z0#YMMFqi$(F@W3$(C{p<C-J`|@
z?^|6{&B6krH5H=ui`TWp=A#X>1q;qt95e%GBG^JO`nh8zuRq`dhy@d>QD~AaJx*Wu
z(b2pq#7hk{+2Q#JyJ!MtIp15K4rdNpVZ5c4Ln<7xz{Q0k1h6iQ;lIQI*e)7phOuTe
z&I`lhG^c0`1d5yokSz^aId^n-6^y=c?|9k`ygNX(Y^4QvyZ|NRbp{Ak&%~=4MPE^#
zpf9jKathtXP_!^Vsc--RmXn9}bAl?LEPsNZ<Gw~;5JW*ZGlWlL*HZ$O(tPk)CKh+X
z7pNkafExHU9_Wu1<;jMX;lcI1lpf$pyz3O(UIFS4MuY<j0Hk9sgc#CLk;kO)6;MG}
z8kAIIVzFUZI`p#=_zAL5;rVn3Wk};WlZ3(%?-QWKAy&MP1#ml-c?ysZP0a~kgz_z|
zG)@cw_?b_d9njM!G(qqc`$co`^ke@Hc?4~OkVX_jUrvSLnfiHOHnZnroKsQ1g{p8o
zeT*zSeI^^8WBI$On(CBuaksv0=KU#3m1vcdAiAj$RYvWX_Tx&V7Wr~=Y5#%x_%IF4
z6RTb`lV!3+z0d=NQjVRg8mT+NZCkz@y_B097uR2~GH$Bs2t?+*WBP6xp3_WFmy>UH
z80S0JH37Ol%JbfO#|kIl1=y=z$KRq?=XTVrz3{GAfV}t4%3RI5LBiWss=-kwg%%Bu
zVe_u6)+WPgRokNHVZVliD}Fo{#d{!j$nA11%AxXHmUV*WEnna3cJlVbfb&rC2VJ6y
z_vP}?kjH)b7Qkz0s|!pRWZ&<D9}pGtb_2nzw?9f1v<Jp#3u}E=PzEIf3Eq=B!MGur
zXVsMGx%NI+uJaJ~hb}z8pqwJm3UI2RZX^>Q-2T^~{{`%z6VlY2K^LY@3m2dO1r?E?
zk`%N*IRH1qg&Sq??KQe;b{T+=ttS8=<Sd}iWArR=c?(ot&cJg+rL@Eq6(w+z%7PFg
z30z%b0uXGpU!jGC8x%9p0*Qt&>A0Yh&24i;D<~wvRT!wM1<wmtYrv1naw@7q=-QeL
zC<_tZQMwrN;H^qiBO#uhDhE~nF1K>vwWMCYZ}?RU8-t9hrp8|q@UC)+bH97?<cS1J
zl3V40cj^7z*>+vp^xe>X{SW?urbTTn6wv}JN)x=6Ms|0c{oKb%FBt#YN)L?iB&6F{
zj%q%_pxL^Iz@mxwUsK&UyI;GJncJwP%JIHxg!wbmgJXn~yFEr+GV)xh#3FBEBIkm4
zFtYu8jOtotWYhJ)H9V;=sG9OBm#Kr=lnni@E!xemzgBn$iM`p#CYT~xd}=rLS36Z6
z-$-!t(*-q;zEJ%kE((@|#*FJ^mMgCENHQN+aq0~7*zbPDlWC0g&U?j@msWcY^Z9o4
zFZ-3UB_(62F;;LV#+fI!(r$xe6I6=A=B50wnIP1_%g(qq;(MJ^BMK5TaN-*Bm{5_>
z6P%le16A8X%=($oQjBh0=`W}zS>;GgekTJoFdR|6dvX;XOa#Rapa_MAgb5%~RgwX`
zhXaX3aHQZDOgcz(AVKj3hX~`(w=Klcw>05e-)UF@1RN3@^fX{kU~gO=a7E6SQ|JWB
zJ}vVBnZpI5D05n+h35rDKv?cBf&c&z1H<9}tQvkIl|YVwsDa9uozhK9Ac{bCxWqd<
z(B(it5SRnrQ8)y4gYv1IvPC`s)7dcz<vJr@H^pL@T0BzJT@lBj8s5zvGasQW>KYf<
z*T|mis(9vtEo*b8pJjdq6KOEP_G6$RU-XZLpznCr$^;8u;Z()LkVaA*?Dcb@>Il;0
zta&=&kvzw#L4K^2lDYUY+}A3rIf1<cqf2{bff%!RdpZTS<gcgoD@SL4rEr_uiRpT8
z(Jr$@t8n3b$-W}!?^-Y<dvqpRhR*MHqrX7o))(2)yB4g)Jr0T)>(3(JzAPK~+Lkp>
z_Uy@40R8V0X%tOkh4a=Uv9_*1CVy7euUIvIR^CM^I1m@!&X&Z7Izb&3K}!XG)um}`
z({71NXK#0zAuHHR%-_$NZwvQX&=nNsJS@8U17G6Gj+UXYsSf$9|Hq)M;)0>K<&ud{
zIDV7cZ)P!;V(^=3BQ7;vXNp)(S&m6^GMYU=4ILx;<cvy;l$2UNj6RtEoKo8YB4o?X
zX;E2`^U|rAx_1l3+zT9#{y45dNk*$r8ki{u?@hYj={}P7{=RlT_$iye*<!1G?T%B!
zy8&IMuFDa{iv}T126x}pHX5n84LB`~txK*ME)-F%j9^yfW$zk2Vn32<VT(3cp8qM<
zm+<Vj)6al}k=@s~4HzY{!?K&OC-PZVpBLELxJl?Nv^=Oc!zjUaA>5QE-PKelKF|#q
z*Bo%Gdo+$xw@e!wHZ*Y6>dXJ=b&OD`4E9J|D@N_jxnN8O%d_{?fv71dr0_hWQl|IO
z86(vGLknrMprwFwAM+eROJIl*^P6%Wt0V5=YFj4W{29SzR)40LrrwxW1z}mP4|;4I
zA4_vQbOjEIJ`X!cy0e`7>!N-@kLMfC9qJT{v?up^LBlPvgn`Xj#V1tXXlt&jI#iLM
zrkvL9V+X~oFB(cPU0uWdkR^1C7_e)mGd%OaE`mEc+>qx%b@K3#WyriA5${w`w!$Q~
zuu{6kITz~00r%LKeA;qnNEOJA5nn2_>I*M(fO5rx?fIK!w&fW9p8`?(Q|?^VynS`e
zym8nqLK^X=-C@`7*5$7j=Aq(RG7JW-bNtw2B-Z*cbHZOY&6~)~zjLwnyc#j~;c8@Y
zA$#?f@OULl=je?!lI73mS-(HimF(V(dqUg>EWFkkjS&$1pdCyHRDz1>k)C2<x5rA&
zM1j7R;5QLG<`v^Me@Nvwg-3kH%1_<dcSYcKl0mQ#1y|AG`~<T7*zusdfF1HQr&TcM
z3v55+DIcGjA;=b-IxgjtVm;7#LD=0Wf!f$V_UW`80i9@JQ))g&I~&f#R&+fL>LZ|y
zhsymE;E(_5z5p4~EfA$Z-3hQ6LK_;`wxaDGY=Jbv#?&@JXau`d$OA&{92lxeLSA6U
zf(lNtGKwx5pS0qARo>pX-OwreJ3*+hn}m#1@oe4m8=IrP9lKth4#kFnbQ0Pb^wm)>
zqq)o8V$;)HHniLA8TEO7QT6J`n!+t!Z>b^Ok7Ao6d=i;^cl|OS+8LAfDukpjg}=11
z^?dMxsiD;9G5>GrvxAG{jsv$aZ@Db(WQj`n>l(%G7P93Zwe)JW=ChjH{d&>!z+B1(
zN#!2kC>QP$CAJ-AYdgVB@}MUQdGpavQrQh7rlLd(7vEZ`_@=J}!^Oc@BuO6V&v)tv
z2`ctz8VQ#;8NRyXSg$K0#i-N5yVOM*60F!ZZOE%^Se~(85m_ZD9#j#%SkF`XIM9nx
z_*&?*%QP;86&KSIoUZh8)2y$X&E64}*1D6@U9coej!dw4{GBw~)Su2zeb?34Mq0P@
zO3rkIx=C8x7fXo(qlA9T(bUZahXL!a7GL{6`iaUVi*8G8O`fX)2{GusG$MKNC?ldU
z205i)m(!3COEsaJa&+;W^j3TC2NQmYKUdqoyoib>_ivu~c#HH+RM{HE^^pq!FVbCm
zs=S|HG}4^d@@}SB!W$_Wr8GV)t1Ei;I)WqzMYv$REux<5UH+qI-Z*o;!5zWoevfR%
zZD_+-Gr~e&wRnReWk<xdD#8W7eS5_-TEJVoz)!h*O1((mjyTh{1l5$q*Skd^G|Fte
zaCPb3tBoI;6>GkAn%^B+uP|$06M7T+Oiev)MZOecMT)O4oyV2RF5_1|%DOx5?n|wo
zpzD`z?1-fF=A>TKO>NxK6@f;HK3u(~frrl$;v<`wJqdq$bN&ukNTI}O)7wR|p;kZc
zezo_B8=dB{jV{pS_hiyZw{ehs*74*`C6bes%`Dl@_yJpl5;u=eW13F2kWkp=+BQM{
z1kqSB)m~S1v&;jvc9z_yy;rZi(G#o|Wlq5?eAu~EARUlrc~*tFKi#TRR)yHQ#q^J^
z-z(5OptW$VUi`<$tQbCZt@5cu^K8Q{&`{~8FN?flh`Q(8DZ8&Z>v)Z^UTZf8Y2}9d
zVM0Yj;T%EkbyD@B4dEHX*(lBRGnC(_Z_4uqOA{hx47n^S(&Pn5<AXKZ;oc=k30ZEA
zphK2-i$<qrg}*l`+;4>X1oD`EYJ7UR#0H*Iet?CJR7jv`w-ZDJ5U#-a?}*sT7y6}@
z!^KrV#a65q+ltNqDV2g!EH2%pp2~<+qv48zio{%1X404HEnA5nRV#}s3`DKiRlN3d
zB1EN?5gAIl{P}Jws`AJ|(R(^`KN87)rkO$Q1+e8nTe1^?1zLv^BssvQf$k#^k;$Au
zJtxWKX(YpW2Hjr<Sv(NMKuurh_z3igp&O}U+u;-o?so#V3hH_KI}{z~DFR>#>;P_N
zgH0gR<Hn8)f}qogDHP;`%F2eCj$5&qA2n}MhBZ&u(<_en3K~#XlJ{h;-nu{~ITG){
zLiYBTYEsD?3*1>-Ixa`)ngq5!N2@UvbA+4h?~ox(#8=t<S~^nK;Gj##2*(-WrnPn#
zEwx+G?hQ;qV;{?E*eh)=FqKLB^bYM+dXA?a_$hWOy-PJ#b8EG8Y4o#kxX@A4Fhcsh
zLe;L3E%ce)Q0HBjf`ZJ=-=5z`>#QxKdAbXzS=iPuNY{Ku#;vw)>My^Q3UL{nCJOqP
zhF9@aTR32I&+511Z3;H6rY)w3q$fP=Dxpz%1|;<cvXx0Gtx2OT7T2o%SKV%=eo1`T
zm%KoI)mW&bccvqP|BUSdSzMNAd46$rsX1S~`IPbHn<hy#Ph`K8JW7n5vyIrHu31XY
zV)=CLS0K@ONqI-C3F@fghWFq0K!bd5mh?{-4YfkL&t}eX#mO$r2Rwc(oedgC?%}AK
z?|Cbx{C^I(+qg*XAAa^;+V$(N+mu_o*aj*`vL93aEE!_`c~|t~ysWX~pR<b^jr6UT
z>L~=9+!s=(`r@4&YqyUW^W98!9_h(Wam~dXx@g{cs$or}+g1EIA&0j`eryyE|0T0U
z_!&tRa$}>=pL&5R3}O05tbLFA3RnfMy}TA6iI?#(b*7+3!+v5~+E+iPUXLP6Lq{v=
z`s=9d_%d?2GLY6^rmyD(`TGEutpb$0*Hhx(0(rW>7KVT_XFV?hBxX=N4CxK<$9Nid
z=~52fuw|@uyCJb)FJ8ctXtY{%;C*3_ZUy=3^oonclTzcBEc76h)<cqsfkrcFfrpk;
z0djfLL&u4@SV3Psz%XD)T^dp#Xk>I5|E6MC_x@&<=+{EAitQLX;`Sj$*MwltN|Wy%
z;z4J4e};_@KXxMUaxNf?l3&c5X%v1T`@C$mH90|gg@3Xz?E7<Of&KD6DyxabIX>&@
zsB6pj%d9$U&wrmC+(=fLSduTe#(#mlCY!HmOk*8qSzwpYkvt(`WN5*dpwIIl<C;Hr
zg0#57r?EaJGW8_ug-WjC?sU~pI_>%fW!51V3~i*gJQW|zL_$q=P&NTUC{VvCT6+PE
z2+|<9aTKkAP|k~Hz$<{V!6Wt6AmxKQ^}>WefB=2F)d3P^XquBW8A^Q=%z=S8X&Oc6
zRC3U4a8?A=81$pUMgdw!15V4);4$FrNw(}OO=vHmWOqf5@Lb4GN<sr`tSc@EB}svi
z(g4<KyW#jY_ZfWp&!1^}3&Y0uB{4^r20q4x6K{05M|fuLewoy?qxwo?brXwGzxa`H
zlJm3M9iYSag6OCGn=)6w#_d`&U+iUzyx(vxY&WX9e62F+>J7qR{-TQ|dEL<|y}>=T
zIBH@oBkuQNLmtd(l$V*#4lDlI`SztaDZaE*<;LwH08PmY1Y8KC{H@uJ6Ckcx+R5ix
zpZ-yOjccxFp!VyWF{g*Y0(rVF%@H5j81hxU!gsNCveZn=-MiYZgDR!$^@3lzrI-xU
zu2>XtvzY~F^=+h!x^idA{z6jQ>^LXp_Z1jPytH{fcyqPrLP5gr>n{xgY?n*68bJqA
z_H=`syoEdFPDco{mvD(1b#;TAQ^pHs@6zz!BvWbFZZ+!`k9Oath3uC(1@BGdWR>e?
zn7m>u<4no5RXNOcv0$!~+<xw5Lh5vtIXu13G+Wg4h^iJj!dB5|_9L;;nylr_{BEz7
z_4A=0dO@0MO0oPj8Jy#+YKH5soy!gJkqMX^nqS(fle9By>izH31e0>ry!WKcheJt_
zVnZewj#Kp^nLr~cr>aD><K3I>VDksR*`Q^|^WMVfI(aDYebJ{5Z~CeGDcnEJ2H-;r
zE)TTJgK}K}-9y;kztV2lcR+pv7v%K>it=Ki9`y16Hbx{RLfQ`{+3Z|UK+Oeh1<VBr
z^9Q*76>?v&bfV*JnJ8r_?T4KjH1?!d8FsaXozP<^#SPHj3#m?+5O8NOBm{23QS|3j
zc%6U1Ca~y<r$g@me1Sr906P2?eD6SH-l}nAcKyYyX9z?0703HSeF8}qZC@=l^v_@8
z;B&)q7~$<U?aH6q{HRHpJD$^z^gbtYF;&j7D(-CGuxJMAZkSFtgSWJq)|*>vTj{Ud
zxYU)c9BK&3H3I9Cte_6$y8t2pjuzA}FbM@zKm;%3-<3v!P>{dTtb?B%a{YTfSD9tA
zzG}EfR$(}=YHm0$HRk1r^M;xepMCG0rv&m2srY+zmcR>;1sHj`eR{O)kd3{K32_g@
zeRZ#w8oV~bLd)&&&-Eoe#S$n{y16Ml>^pYA548#(d6ku-6D0_7Inx1b0Muy?0t#qe
z$QnUz9gcENoIUgfmMW0npbr*gJdhbm2HoZ02*TmUV)T=6=Q@OfP=|tM=o(<SU^EYH
zWuTLUa1#K~K_(q-1ntmB3VJFH819252J8kpZ3v@-B%13#B7(+apb21cfJ9tN>6_%d
zok1m42fa==_IlPH&rROB#?JU8#V)^3r37W%pUJ#=658`cg~emBGs{XA@a`MRA1*GO
z>l{{AGhF*E$(^_snV;8GYE?#diFIQVG#jaW+Au6ue&(1VIsNA>PLGdyY$xFokG_Bc
zsA|LqcebAgq6ivZAxdG@P_(cEh-YzPy|_>~@huHseJ+ppN%4`vAl1}@)Df0#xS##x
z8}tk38CWx5F_%XWooZ&$yA{Ifo~kKUb``F35`Rx_+!fAt!6C*eK@ll5FT{BWK}Bm5
zbdVS@Yte?_?_D9ZH-=A4(-Bg*WH<-}JcsrHjXODTFp~`Ai(o(Uk6tQ6?=GM{2Rgol
z-3a&r^Yuye$PRQ2#EIaPA=DN+F;E`*iva(f>7?QSv;%4vhJ70+fNT?lAJnRscF(T!
zn(__*+GN&OP5qip(eT|$VO?C&uB6RGX3?lO%Nfselk>L~{yEZOysDCv`8|hsZ_=3-
zmbH;y3}K_cbcxayt}Hlq8h&>+UC)Zmk~&5hq#ZUL@w832%gffk&tnK{HXZrc<tu(0
z*&zgr7N80rifYe90pydDrX)cqJRe`5t75(>Kxm%Wl&=xfJ2~CLsQ+xgo_eZEF3y<S
ztR!`o1Rd|oK?nP;Cb4w4OOlqG7VUf?=Fi9NgkGl!w>8p#A19{;c$WRcK03Sfl8^Z=
zj$0)|Jz``bH=~SfisEnH$QmDfU0`fZ-&1-=xAaC~wx3Vp*}>>g{%c=U#t$`uMGL=4
ziZI-Xvf640crj(f>P-5)`Rq1Re3A&Gg?iL5Q&N7?BmEfOZHv2EQTjz+`!gc8Sw($i
zDx@M*g!>87>Xn}SqzjG^EmpC=MklDVIeckf*TU1Y?ACqNb*m%tMWsi{!<N)Ld4rq}
z^HeuNZS(DpaMNF9&}PVuS7?|Pn^IU6d8o4tcaS<Cl9;CZv=m=v?e$=b52fJaP)xY=
z^EV~&j<8h1BdM^|=9Cc}1D|h0C0nuhB$Txm(g=TGNNuj9i2mk6l*E_P91u;2TH)0E
z@*rF$kHl!&YSeEj>9nyDDi-FN=tl~9v2kRM`%k%Fcu$#{jHhsoI59Am&ZxzspXR4n
zJ638O-UnL-{MsKOuTtAIU9>;n1dRhWBMobqY916ATd{=QzyrO41Pl6rLO31b+^OE!
zkR~kN6)QS;^Dynvg%wcf5Mgfbv*-2%k*3$=9^JCVc`Trppn~vkrv~SEP*?<zUnu#3
zUey8U4hcIzs39u@>nh~+zz<L*;v1X}{Y&*AtA%|UxWN(*%NP{1wZhNTpLSwHvz)FC
zRs%)*f2tdh4ndX`J>(=cgBLsr*dS914LGTOXrA?-^(9q8V1joaM#|jI);=$Fh+ojp
zx&6%=f0#Nu!&u1lIhS&S)Z1~D4An@BYOldebseUj4&y~SGcT*kW>Y$$-MR9y{ivqi
zgL^xKy#qGO<MT6)(#q4cAAaQtJl>K-ez=|H<Jz-nRQ2PdsI^{Yw{-#60P=$h!)k@6
zwvd<aijutEg&Kd*L{1UutB=hNC?gRHUr@$nhu%9$Z2l<_>V)avI~|dze+TP!CGGp5
zVY$&oy`C>=UzbN(N;2s9(#zP(eru>QYd8?|n&9T=yHTu@=y1(?KSBOfO7C}g@h8zt
zgg7>)v?A@vmdbnniAcTS1Y!})7rK&nCpc6ygpJL#X~$VKdAZCFd^HVP(-zlj%A3}s
z-Ei#tlyG007jD}SJF-1W41PF~$M;YS@2&d~E18YRkHi-}D*F|emK{I&d54spZCuZE
z=F+x3QgN3uyT!oCRoEvvvS%^HQrs=<reqaY9;(eD?$N*%eWAqnMF*u-RkNz+p{lq-
zk5zs{@y5N!8w!+J+EhB4!rbA7d4=l-4d0g4dyD*?Ek}BloLzr9x2gq%XK_jDRIvpZ
z=@spwR3b`T&!`ts`LiJ?Tu2MjCPYI;3cDsmshhp_dN0=!izs&y9kA^WA6>lLTajlJ
zYVu4n=$ngM!`tzXDou5mZn96icz#m;VPzED5|-K2iXU?79lp6IQRv5Z!~T+EA5I!l
zWT5)ZP|HhV_d7`1OPIa>m6v;Fvyq}~{tc^th@T(Si>~ZO&EMp0yHON4suH8)l!4um
z8OGp6p+xHLUJ!yz(Ra#H=yWjOyc=J-ZxX>qKCLNFv$fa9Z!;NSIk2>>G0wNf!$W(8
zka)~J`R##SMyn&zmcG`SS8Z<M?d6h{kX=Gytm2-{&tj8u$Q&HsVZGs4h5RG(=z!*#
z#Hx~<o&z`A@v;iK3!&d=Gglp72bN?~>^JIH9Oey*8ORe|dww^J_Wo#wigX?Cvk6+N
z${%5hWyJGL%r?n(3UPKttIIFVY#0MPmja{Hp4Kac&**u%1UemjecknB$;$oWVE<+2
zN4^K=NxEnmEmfp_=z#p4Y20>v;eH|NMoa46Ov#{MNoLkmWyqQ>>mSc|{vxRf2KaO3
zGR_%tYlOcCRiE)wKe_G~Q#OdzS-M28q>8GQVlL{DW8Q3LixjMWaMji@c-J!{U5?wb
z?^2n3v)_(~8&Xt4<7>T*1+k;Je0s9^Aj9&tpD32=j1FJtD=+2s#J^MUs^9Ft)5vzu
zKhRw(CW*&|{k7|z@|=B&kHWbd)Dny()iWh-x(zOc84s=4&d8ko-04h^U$P@?<$eMA
z6(O^2bD1OZvB1H!8$m0U7-F00oZt0Vj7;=J-RwW|nh01wA&NIM?IuJHf{JQWnm#c%
z#CILord#x?n8%oXV72NHN(-aiPIuGND(MyG;$I=mUq{fS)?+@>=Mq%81^a!pm%oh=
z^R4bdfe6HgG#+|U7Qb2ZyL=nbF`~&@Ixcge*yQwbN>h$H^tHUe3BHaF@!%Ll`P4E7
zcbr(Oe^Lq<jE5{7J0*x>;K=^8nhe|W<j|MEenM|BLdFi76dHSKJ#WLwGk84^z76t<
zRsc^y(Fw4mz!?agSn9|A?WaG1pFyq+M>$ZugbqATa`Ds92cT|Zpmm}Sr<EZO=epjn
zF-}_HU*^W-HGadoL^M+hYSLm21x^}4Lccz$JY9X~-GKYm6*JzyA>*L+@otQXSW-vP
zn~7dQ59x9@%aym~x89K-Bh2P!&jd1hqwX8NqiT~4pOv=Jb@$5=P+h291r}e|_WlXG
z&nH1q90Up^E-ENl#ZolJVuk5v&j|`$Fi7hhbR5>bb}=talk(^yQaM05BbEEZ-Q*Z+
z_lSH~aTaFwr83kv@7?a4LH#+4S;JgIqnKjfXE+bn?reKy<&;)yt8MJ)J`?B0&;NxR
zmr9&N>wC64>PLB5<lcD7`>ANZetGucp}xEiDXw9Ix!uBd(u58Zx86-p`DEx_+ZVI!
zFbVodC@Yz#qKLG6-<4NY6y3Hju1OzvL?E6dFXFjOvz!~v?X!Q+zlZpCt_t&BiIMcM
z@Q*oV-cq%`KM9%Fe7;{2PI%$a|BiLFFurjo?t;mR;L}Uh#o4RB)d~aoY<`*kVDL<L
z&g3(6-J!_d9M)DI>)xkrQ_d~@?RVGLek*}qYQ?1ZremlaYvGJ(sJhEDhh)#0MEQFA
zMB54n4rMn17p;Z2glb&oAf|;fEx3tf07{3sKpRXVI+FrteiA8wzd_2B&S-EXdqrpc
zaQttaFzb1YfCGhR++M3yCxHThq%<GDhr$d{#73tca?qhcxF{^oGSJDvIa4gax<E=I
z(T=VigV-0OZzq*&STs-4EI34foa8?e{Q+|S5LSB{Tm#XDBXd~DqXbWeLK<^ABN~`J
ziAvz08w4tF2#(eT7VuguNT*dnF$%n)){anRIZqr`FGcgP<n#TPL`}n#x>iZMI&HU#
z_8(_||0z14{=I7Qu1=k-?@rNg4z@s~%Ie`!`nP&o#j4qaJ{7!|>0^Jg_zAXX5!%2$
z#oeh+x<QVIDJvbEsrh2@YvizGoxi#<@-vUNmBEzBTdB>!b%F8E#2+*!EY8IZ7xxKd
z?nce(*iqi7e<H@Y;9l^0lp`jCDv5{fKA*D)#|$BXCBLOIP|-ym&V&old%SF<$uA@K
zzqD@Bg7<ybR&;qcKkjFm7Tv2FamO(-y3pBf)6GvAa*W`a6!!nx<yWx0&#UHh-?G`b
z*J#A2F@VX8fZ_vvhXPVfn#__E!$Hw|-%3*{qY;y4bI`#PRarZe-prTDE*k3iz)e+k
zQC)jEOH$9U*wRI*M4Fd8<<R5nQIUqH`cwRbeY!fgB@Jm}9f4+vP!!!|NzQF;<Bfwe
zFD$t&kt>hKO1d_I+}x;dZ9Yas2DIzQxBlpRMr#)GKDuu85`*dB{LTB?YX0~B6uI?(
z)?ZI8dG0$`NJ$|cvfHkvro^@%rOa)525kYs+t#WVVw4o|KiFx!U#MrH#K3!}M&ui2
zo<NDfP?6__Fo5?pup~zMf+*{xR|*PE|NCJ_a4vA;>43V1e?+;|iKySn4Y7lI$LNFR
zkR_S)=*z<{qk1+Vc;J0uH~|Dw2n+UYU`YSMG$$8Ah&O#QDZ7?LWk|=Ey9Gtjvxm2M
zWH=UE?PkiDi3TinuILY;?kD{gAtk)^%r)nb6HAH=Z`ir7%DN=*=Sb^8$wl`Mvnf*+
zOJglvC@Y-wHFcY(UN=fiN-0f64;E9`NaDITtsd8^1`iv`yRg}7Mc#9Ccls)J=_4a<
z+l`V(ei~5&vObMC?kl+O8Ke@%QF#{6EOqqXi1e-&_WQft2Bq}7jL6)s{J{#mYL~h0
zgv+$sjTF*2O>HuU`m^S-cz<ySSc}2|rJ$bk?{FPx;AxHH)ODdX7ARp905=enj(|zZ
zoUxFC|IKz!UNb+*!g0_?2@M0lg`hls0IScW=1&(+S^!*yma359Se^@c`}n?f<r_Qw
zj$ID5BE;}Wp4(l*>F6u|Mp-CX!_I4lFS|Rf8B3&kMi0Gfp1YRS)wxufi}iW__Fj%t
zU`;+J9MfmBTAgFJeUls~V7R&NYMyk5s+zs(9p>G&ck7waHjIM`0v3-p+o%kk_7)}j
z8{EBukiIYE)`(hi+5+gcc=PYJ#yAMOk5&&9RR2j(4Bs(r$`G9VvpuGFamBFLtt~(p
z)EatnZ%88MZ%Xm$b0(hqD0Vll^MJ*4Mp<qsd%=B!*>Ykl;MwBc7}s>2^X_;1V!!B$
z=$;FswPv?q*pd9g+(wneaOL&v$MUj3fxI%}HSi*<ENjc9M!Lw5KtyKbQi+Ah4VHUi
z!CXZAJD&EWy)JBASl^07R9j}_yG;fohf%o`nGVL9y_c<A15>=-7^MisAg?~aD)S^B
zmC<6)sP*@AR@|1;_palqT6hu{w3=#AN9V`jEx%2q9-TM9<yznDZO~dJfAk2~>*0QT
zll0idjQ+VDUB4OfsT#4eH7$OhtUZCZ6~0?v`l3GfY&_5d|1gs=4oRPjdHD`@c1Q2h
zAN|p{@n)U&)w!INef-a@Bj}yH<R^&kUSM9H$;lQY)TgE+)3ZFNp1j1%vYf@gFx?WM
zzc+S&mc{LyZ=w<h&oeirq{NH_{A&G6jS>rL)*FswHK0FH1L)d&IAOi7qymFNTs|QF
zzy-<NY1d_kG92ANu#7(NV5;m;wuebb0)Q5RlV|}<0(lGc2X3omc5*{P|LzA+_|huq
z8m;_1iH4_+jNAL<YH9vFkW0#Ma5?dxhzt$ufp?L^p;7^i%0gh$r5|F+aaQNTa5g&{
z59=kgEtL^b^etcYZWZoasb^XE?kv>L&zDquj>1rJgEaJPQ>ss*(6{Kt+ZC0K1ItP8
z`LEA>b%Y!+K!h+rlP229!JSetLIt^GfB`|hexP)5>QYbrtA;$f(+@<5@1USA>NMno
zG?@LA{(nCOJ*oN=Lo!W42}6c$6|sQKZ<pX_EH@dT%S2#t(?7-Q&B@RgN^mArYh)qG
zXsyPicQ%ZX7tXL6=Y24RHHGiJ|F|gA)yniqD`P~gTRCn6M!H`Ny=52$D|wyNhjhv0
zizs5vEztaVVTcK{^od*i{25d(w}BY5XIx_od!zerq~AxQ9zKE%erCMviM;;)Uu8Lu
zC4bF?)%K(v=*{=zalgoWp}l5xxDi71hn)1KOH^Ix%!KKO$03y&8k@;8rE$t<bbND^
z*!UUeCc=btUc;ek>;^#AaD%h)M$+~A+fdRGm{U8Z9Y~|)C-x3!3~Js99wQh6x`h1~
z)+_IRt!&twv%49s*0FM=K+(wKO<vE+{7AUOhGI^~#NxBv3(ms<l;cP&irkoqRq+8+
zi(cQkvqs8~KDU${UShD+?zC)KdmQqaPHOAwP^m@y2F<!eu25k8=RhT)0nW_VA!TJC
zBGNho{R1aN@)x<x;aDGvq0t`z(1RG}76`-PHdIVa5d6cj4kZ-3K<5V4@}Pffgfjf3
ziUmo+-w#yPhJzuRcn_TY+Qqy25Q>x0vtN^40M#%4ora7Q2SI6wCCErdLJ^6rxZq#U
z(13$5G$e|Hc4|;v3$os5sR@Ui<u}j@s%VZtR}+B{qFtO&IR0rea1zn|UwplHAk}~T
zKdK=iH0+tZqGW_{lI#$&j+F?9?2!>CWt6>T&tq?nJ&Np*ot?e+<~ZHgq56Klzx%uQ
zkCPW2=Q!uQ-p}!PJf4qNujARpdbUab!KCa!+l;}2D9(WFbKMVyAP0NzJTGAA%fE_M
z%#M^Kro`fv`?%d&)a*4Lc+uAlnb)*Bjc?k~I%X}b;hestE=E@PAnJRbt+XoYUB1iV
z$6odE+K~GZAMN#tMi&PsM}(7=8T{Xk1CFLZ6SyOOVje*7Jbvn!Gg|FtR##b|vqFYr
z!)__I3ZKyu%3b^s=02ETjPfGiduhKUrD)p8>`00cMq?CBpg<-+lUctEWJ_bh!-AF=
zq<3a^Al-ppvDF2y$S}2Lrn_29GJ9LzS^+$j+79ChbLdA4jX+_fU3+TSY(~Ai9~yT6
zkK@LEMA>3h{o&=P7=MAX`4)v=_RiHvLx*)cIbmg}YI;(xfA(O6^qXy6&lF!yiQAxj
zKIa24l1lIm;En$>j$kCE*AdV|2A~qTu3{W{9uWV%n<_x@{r7smotA>}je-90XZgFU
zFki1=Ok2RmfQ8wcc=b-|g#UL^1b#%&vdce;H+^QBk_qs1GeC++U}RorBnM`zlzN^g
z`E$$<AZ_Q1^Oh8NC4fEi;T-KgtH?1g?hmhV-p5|=!GxuM-7EOL9zeE&KkiS7e;&Os
zd+{v3pEbE>el=%x0~?6LDwMcQx`n+~4i82xa5=|Ye?6~c%PAu(lG)nW&0C{th>A(p
zGA6*T&mw1C(!~z)v0uA#;Z2rI0f#?o9Os9+V#y49zJz!N5eseXNg~3g=E;f}6n|ct
z7miylmYjMBC1M#Sl@EGkD|^8IZ8@g4tHAbEg;mtyGka*t_pYXBKb~a;W^-u*N~`D<
z?iuB>WIzbyhrag(7d*QuAo)P~3B+jj)*TPAeIM9Ons(lsjZY1AQQz&2za{TG!9coh
z6+K!tsKy~U!ZT3f!WX{5UM*?)+^_MVm!NmmLsYj&o$Q2HW@EoPVRD=#jH~n8Y_zds
zcUGp0eWrZ|WLjRa<MC;&uuE@X?L@tIQ+21*{80&~0nQUWtn6^dX4AY>5)#uqLgy~k
zx4mx+#8Z4zE~of|Hs?GFg?e~_9q}GxlXMQGKKmD^49{cDInD7$9`wIAlP3a1AP~j=
zD*OIdY@__AGsX}$fK}Z)V^#hBEkS^)zXm@GN`n;ze^;Sb09$z$6)%JFkUv`k6Ob@`
z{2AK`NUpv!K>GhgQvM5t#4nxI1Ai%&KMm#Ci~b8n{|kC&oAfWk@)u+IBQ0XXN>8}r
zsuHG4=fy|2MwN&hBic0$!upLxk-PjnK(JCqVVDdBnaZ&*MfVIm$8MgJ`gLL1OdkCI
zC^Y$lyoaLTr2mEIDD48bY>AAKvY)CxoMXottV>O{s!1#E+vRQ7Q{A*IPgJV=U)|T0
z)9-OrQ$+Q|$gTS-t4qC~KhrNs0-{(2bJd(hd-^XFh(LC3awfK}77vdm)|6_>YDcNa
zPp?CD_{S!<HZ1SkjSV~;&8V#o1s(t&H$|~w%l>?)!Zh5xJLR1`G~I}o>cnnG!Ug#g
ziJOXX((BWi+%fg~hZkaaC7JE1lVboBAbuW;!TbG3Mvlox7yjjd4}bsyaf#jk+@9)h
z<9-&u|6H}_d+Kkx_;1?c`&*3t!K%PLF^_)nbZReG^bBd3#w@uoOH3yQtg$FTBUYNv
z`DcX$3RukE{U2}v6Fex{alx~JxCVAHMn(U>gUn5g5tdgP2GGLngtK&X)}esE3=^Tw
z>GyL+@DEM+2Pr!%wJ=YB$>K3`fH61yOSa14wm=hlyXMjQ+=DE^#~xo$FoDqOix*8V
zM~+;$<8ooJs^jj(u{NKYctid50_dP7N_6VmczCGtMrDakXtRW=Yj>*;|Bw0I0^DUv
zKc>)vkSor2?#b-uZQNM?u^3|ubHr9xsdxzY#F#}T@Ksk|c__KfAYxK$r?|lw6*3&R
z_tH5lfD&nxq5Y%^I}Z8sR$QoE0<2V7x5<kcXpU5Rdi@uWSj3JQUoQ{cfBjw{Bq%BG
zc~4TQ(gT$WHAb{n@_cc;W}|eyWqSXjVtN*AGC80+?po0<^}y%dlO+vXXsgB&log6B
zr+S_H%rLc{C0jPn>}J^p#H83CFTtgEL}2eX);rkhqQrEpyC16cH&!u{?r1k`JBP=~
zeQn60vBfeW*Q|a&KN*-lDyhv?B-mBK;=3zT1}2|>h`oj^aWB&k$(l1AWIf0~P$6tY
zFjb*^tGT#l%JrWK<-S#Z+}N}NaUDW=OwUJTAxP%XhG`-5A!#9g4;>5@(o)Lg+FR!=
zYBft$RQj$f%L4zNv%U0ZJN_*&&hiFETm|-wA%-9ampumVq`+XI!~jmhDpih==mpki
zQZU{%8SIo$|C2r-&q(FFdQQ$_wg=m}tOJ{75ma3%{=NUVdhGwR3i})6dMo~}`f8cL
z77pY4a`p_E9odOVb26r94KpUs$v*v0bOOo(uqi<u_@9?{){kH=)3etp^`{d$-`M9h
z9aay3(g3f_cUH%N0T8)!0vlu8cmCi+f><|QFDO2TF+G>OvuX``fQla|p({~1`;l4Y
z-<9KYo%GSQhR_-qXYC1YdlL;=!<A|JH(BKor1u#Y;gmhqTig*T-z-Xhs>tFfqy}{r
zqQs}29R%)a-=fJBt>DsG*vU7YTF{=zM?c9d&*3kqk<OYdnzS~QK(RNyBE8cT{W)wb
zuGcuU+7Q$IHKhgDX0fGYf{PIp!dzVPFcbdWX*M#}YTEZ<W*n=TO>H9_tDkPn21`?t
z+5J?nap4olWEo(&D*Q2g+f0@f*~4&eB!p{<9HvC?9`T8(SaEL7(NR>E-)li*su$w-
z8;cRq98cso5%sJ7`#{AIUb8{pl(tiSZP4dI`RdlW*_W%XVX~4iJR6?|e>3%XjSa{)
z@WW#^HR3v(fdRvJ*TXRrb?1c#W+VK?#glr^gPP=@qNTx?o&6oAwgRHOP>(C7fAy%?
zi1eOEglQDUcu6I<8azT_M1xfu*G9EXtN2@d@21{#hBN0{pcGb6If=JEKBw<AuMJ(F
zd^|;K^75h56=(HNZUy=+84Y8(PXcD$*q@4BRGmYfjy^c}GIOLMsI9RTSYFO0vK{Be
zIw!9C@-0K%y^B_<H-TJ~+PEfrFM_46Tt8ANrRVO~`kF=myPMKV_i<||uun^LoLp4{
zciGzBh169F-I$6_iO^z_@Kz^hKvb3wpcr$p$M%QVY;!Z_40QF7`*7kzO(*XOe)$ut
z$TecOsTI^pdb~@xj`LhMt|?+bEUH|3tm~QLzPjm5X8M)(1tcT2l=GTiv<Hjn7-xOm
zCStJs7aS=6nqC)w{Mp_$g>SznG8mcl3t9W&QEyw|$S>`O9ZXL2A6wjaTMRo&q|D*+
zo24UVK6Y-GC+mC{wV9lzK5b}QAKsF#=;yYtK(-NPn3F~Gxr*s038s+>LhmaH3hw1M
z6JakEHX70v<skFcj=tSsm^Bo{uE;4lR8)Y-5AY3CN<XOzxaK8h=|*tD@O|2f?pWQ$
z-ofJ)*$+@>ekXcfXGwPzo<6}9HH#XG^d_qpRn57B<s%+VHFA}g3fr147zU(`WguWH
z$IpJC<hdi}qn~hB!gYoaP9-Piax4nGvVDp%k?r5NFVqVPZ9Ki>e49_h4snRrtx>8<
zm~3tJ%D?@p=SOk$`YIfnh2zP$q98U1zi!stu3i4hn@?wkrW<*?sI^BoJ>r+3<*FWf
zdEc>wmps{ArXy-;hx$?rzsIx!p+2FxRfgQjrbo|~e^!?uirpgu1cb8!8<YPqH+|q3
zbPjM-)Jhus6|?D)1N@^OE}{E5pZ6@O0&p`JWL4<7peYn%1Bq$VK=oCb9`+$j(xIO4
zh3~?*{LqFlY>$u96cp3%gsy+tl7b8GS;#9{$Tw;%Jn!Yo<yL<b=^sZXGE-|Pzu7i}
zbRg>*+G?2xpN&!y<kZCxKaSLGiL>1AOBpA&pZ<!zN#vfmuLxnq(zBLdcZ*NUbPb=8
zI+pbwJ$@u)*M0a5hh{R5qSJ8;B^;@1U=eu=ZA;#Xbf7TS6DDdd5>ZH!Nb10PzqTOj
zA?PsDv6u42pcgbm@2*XU?IsOLrY}+|bRu)~&Gi&Idq$~w{AW&=FWZ$y&x1bfu~%Bv
zhvlKkS0yFEQbx+5Yu!q%ef3i~=6)TjhHpz?CC#r+Wa%8Fgim%P-_2I_;w{~+;eT}+
zV3Q4_45{%QfB!wV;<jDu{&Xd9IQT=o#V`FQ1heyE2KU&3@4z2P-Fd+T!uVP3@JE7l
zW=)FW?s@>|he=*>AO$F15DPc)A58dw5Gcr&CWP46^ZAUV+dlIPTO@j74-A}AOH17J
zHZL@*zA;$Qq};C;E3p5<qy0+o3C(GzrBjER41)s0k2S2fhd`_KX-UV)R5)NLVZ(~)
ziQ4Hr7k%0}m6r1E7I7&C6(8{><Nit_&r6N<@W<uI{cYVbrt9x@E5Nke=?JWBMzPqS
z9<41WoM`4en)LHE`GY<}_)n7evaC#VK}<38`gKvfhw2mVCPwwcGwpQ`>O<F7#>8sf
zOjCT91RH$ipyx#z7)HK&9yBrK)>$^gfFK|X|I<!|@nOn9<1oH!P<D3Sm8Td7LyTw)
z{0s6PFfPTD!^N^|k~cSZcza^Og@^<8ylK7)Y56VYA;!LwWt&PLEeqAZH4`~sB}qyo
z%4eWL(m=cV-%vHf<88X{HMB@8>v!n4BIT@-TTKFC_?gR(Q08TRjT0oL*y;V;R-YZN
z=SwegysF*AIKW75&J8rWwB{-Aty@j?h1aR0R!s~0#^Y|?8?ou`i&;UL{>C!iboY2g
zccVDUV53PN%=_i_`N46&<&3f^C``ASY>|0b?9r9n(Gc*5$~?EtX|Zak%u&nZC`G6w
z-cg-cTF))xd#+=^>HZkSRQ^%i)xPbMyoClM@(q_8dHB-oSTyJ$a)(<M{9o4m#sYP`
zU#T0f3@KT`Y&&(?v>+tFfpr?kM}1R#Kl#1;A+@{1&QTz3?bBDXt^z|!QF}!LvW+2T
zhHo{?d=(f5f3YkXzO}kkPGcT@Xpep!(-gLItt>5MRAlfVu*NWDa?uX9Z|B_G_9Ju3
zZAUACpl`lUggM7tF^#W>d<rLvTm+3=1d<UUtKv9ln4`v?6tA3G)Lla#0%WwyR1iPw
z1kR*ydZ5cfsDhSMLAoGekk(L`^5$R=Vw55!vWddzh0HZYo}l*fRg{~#Ik#ssh3@NQ
zQ%k$JLcv*$%fh`|Pr2XtG{q1`rL|=ox>H3aXd^0!1iy?g{m?Klfn|&=R|S3K<~y?B
zHY(-f%b#gqbYEJBQ*J@z668;YUz~`Pht*s{Yeh|ajO~dsOc31~UX1ZhMJO;0Zoi~R
zwka_cA>GaGzJ6HOFsVMU+5^=cg59>Cv#vGoo~o-Y_iw^p-Fo7ZB6cBD2z7k&gEQWq
z_HMCX%YplCQzL=C$A(vNzT=V%nr@0un~M@X>$k5oik#3N>%0|E(F%cNEa}PmCUCBd
zI(>hpr$lTqaAT7VKUVBPh3`U3mDjgBwDb(`p3mA0rfxab)X@)mjpry)UnEhwQ;8Ll
zFyIpwH=C$)kV>A!?Gj)9&4O@3+dNl~K9G)WgyH2qHy1dxA?jNK)sX#)%v*6QdzKPM
zp3gWp*;k#!BEHS!k<Y)YoP^Qx_vY=YraiT~WAXBHo8>;LY(h-+>u$cPUVoVS;HzrS
zc7xj-&MjOXD_Y@%Z1{eF$6@~n{R<(2&Iel$$iH09fWsyXhIqCFO0Xes_$)8oNqRNC
zjulwmPh5{#&D6ehE}vvSFC;-9{TbWxP+I%Lqk-A#3iVf}T305L;?zl4OfMCEXtwD{
z7EMTDj+tjit!NQh*3fk!_vk)S>W=4@q)s5lLRPo2jxM<@&<)m1#F$>{-_xEX8d*Zq
zRt(;RaWi;|NHO;RvNq>XqJ}}o$o8Rgr745cRsy_aYRyiNcx#nTrffeZ|0zM;mWPt}
z-#r8_@(QJqL$|Fs<~gY}MLyFIeHXTsp3<7&-4YF~wlc9YDu#q~C~-{1jwa<xj{xx*
z5Cvb*^GaUyZWJ%=-#sC>LO%2wqlIB<!msTWh-Q3Rctm0nq47fq>lu#gzJ-L&W<CO;
zz#&#dGa0uPMJISv<+7J&!6IW{%h28U#_n6xj&_~Ylqaj@1^&60uuvr)mJlQKreR`N
zOs~wgl{0l)+{SqK!XuizvM7jG4OL!C*5{d+)!b*z)Hi>2L*%CV4WwKG*|)p-TJCo<
zRl8Wdo{pZZ1+J@Uom^PlfFS>GpZW)c!L$sRijz`K71K+ftBwB(JTR50_gNKiMg;(~
z;!88qF>1cdT#VFg1>$Aibhu8=h}bK0En;cMY7jirqMsuId2cVqS3Uyg5r~?{Z(S*2
zDRKXv`{b$(CGZ*il{vwXQ4-Wp4$9~U8xJX>0FlwP(?0x0$WWQKG-*~<iGSSOGyuEv
zVu%D!10%30F*43?Oj{<SvmJi7XUQ&S6ZCCWhrP?PM}tEd+A%f!<@>?C$B+pMw0-?>
zjLuv6tXK8JxphTKsr4zw9k?3V<vB8KX-tF}BnA5fbm;d4inmP5q;E7Fa6hb<6Rky)
zmv7SzKo8TRx&WOS3wveb#uiA-IuIldP1okSA=l*RH?h&rrB*e>8pB9@15sm=Dc<=i
zuo7Kb$*OS}!#z0<fhh)UBBS0M-|Y{DAu6L05umMPiI#$K+UKPRX<LkY0fhV|fD53Q
zVJ?q9hS-1RZ7|Hw-v%?h6trbhFhXp4MnP8KYOB*DHAww=mTvQwiZ*miU$Jbzu<cH+
zbvE&j5xG^PC+~!oWV?+FcS%OSCd2edK3O>|kxuVW$nyy;Op;K&ee|NGz2|j^^wR>X
zt_rbg;h@um#QPhrcOwq?_hD}pTc{Z$0!b-k_a!tec159!(=@_Uwe2@_@!yKqwXE-+
zFo}K)%+zt3(Tg*%j3g0FeZ+q9)Tqo;Bd31W%gnss*B!kpTf{Y|A6eivztldXY0Pu0
z<3?ErS`G)FKqJeu#?$aKb$BaRZ9LTX^3+XJgA~fEB0Tk1n8s`s_^+8y*yw%wjTK!A
z>$A3dQ;gC|rE7Fk>+W<luHXLw4-l=R(#x0_$PIU`08^B+VtqDoZt40bt9?)V9%#)$
zH26*vxCi$^A9mq4)_db@)$+!}co&o?)=LHVHl-v3G+)r>5wLoStb94CK{uo0sF|Qu
zzmX~*Nkij<y4t%>o&(d+-%PgaL+gLrSba;EwDdXbdB0)pXIuJ!=8?!9wE;De08%O{
ze48Ix*g-3L4v}4N%7<8@-U2rr&EHrDJ;^WFJG0a+t-7tM4V_-HO9{-P;J;`@ztJ*P
zbtmTMi(Y=GCh$S2Z}Zq|HmVOC62fmQX>hY8r~Y&oh67y*5Vk&K2!Uv3&=?ZD9q)8T
zN!U+vrAS*`UraWmFIWcW4B(t@a|-)b7t?Z-yqSNsKZJZrt@9geCZ+1ew0Qsx-{?NA
zTW+h$G$ZO|#qw}pnOW7-m?vqt;^UX-^yPd@XVeMf2KpW}s>dsu*@jg^^(!-+f2}~S
zXZ643d2<U_$Xtm0io}|x#V`2HJKm7hEZlC(h{(`M)AC_irt%7jpVQS`4_Y+jQ=XQ)
zgq@be`;au@3C5U5@+vszx$jl-E%oKFAl8dH?_Ov@u+?oz_N$k5?6}2ilETdj-^w}U
zRHv2utsX1nRcfZt1+i3gbV?`>u4}B_Z?kzINzuIojq%XMc_eVbqposZ2Yz)o8{r*Q
zx{pMB9~{5AtBdNiUXxO^IW!!q59z!VDdsuwxqB!3)6eHK^tjY<)|`2?&J#{#4cDDw
zINLT5rUohu<u4wMv#+6YxVvQt2y3DQdPSQPX`g3(k?3aK&M!dUR3K}pA`C&`tJg=;
z?`JW2KgACFfmU;UUe(K7zI6p*{ss?j_Vey~c|iMbECDG|XA;>((tD*eL=Di+@v;!&
zp_1iW(v|taZ$rwHrz=h>#5&z<UQ@k^pjT+D<LqZD6oAqogS;JRIC^MrER4xA9ObqY
zFm35+36tkD2Yi0WdA*BJf)0B9^9UOaTl#rN<qt?9wp8MmfPp&)^+ABe;DXVAxS6xz
z654Yf#RfB6a=r$`CFN6zN7phyE~T8Q0sJF<I1s!Ky<q3^@B;u%`h_!t6*=BBQsoaY
zlO7rT<KheB;J&OswnC3F<{tR6z8IS!jA0ot3_6ET|MAbD-TOP-7G64n1*8Z7wgO6h
z5WM)#z={7(F`PArfR2n%OLKUl(gj>yT(B&izqE<I%g<??AdYcntgYAQzI^0qF;Iuh
zNON-OmMWw4PH%m6Nzl>{%~G^CNve=(Szf}zX&DWs*I1zriOe)r#nf@7PbRpAyuK$6
z?^~UGJhZJn%?V2hPT<UrVC#MFFXvnK#Y|gXqrOVssfFtxC@J&Nov+Vd#lFLVj$2fb
z#?Ec+FSUG!SFx+b`pyMz7^ZkJ3(P^htkC*ALovm$E-t>qX-@L5!TzD<_bt?q-D&5(
z?CNo3RIaQ@UQfQdTfHv)IlE-#)i9y)o0IjHWmpBVV@laQmvwSl3{wx#Urf{S@Ae-(
z%Q*s#i$T-C?V?IA_yLQZyn>+@i$}bG&y=6}DKpYS?l;zIncRsr4om)TEXzZENh<ri
zJLBIWbEQX3EM;O%n<vu6B7EPCta>YY^j>i&k#!1(zAc9_t>%_4<p_k=#)m5pfz<l7
znw1NoS-3k4Y&_DUS`HHAxys^U=DgQ%Q}xs<DTRqL%tlWh;=@1eu#R+BGWB)Z@haGG
z%5zdj8pasIDzO|gnyw8Il#$1GTclL0$ZA~=v+S^m=Y8xQ(!fwsw3^CN#<02j^-1{-
zqEsT2$uf&dy|mE33GoG=@Y=dihGDWnoZ5<*+F^b0p3*A8y%NK<gG(Oc*e`BshK_|z
z4kn6hkF^`cJYIE;G1*QIfo8|b2}`~Px{50oFuM-}DqP?J)aY%XU*~yxiTGmc*B;-h
zxc6*LS3F`GHIX%*5;;)kv}?Fw-kAXz-tJooFCf)HXr%Ft!+w?9jDp002*0qy-l%N;
zSlz-tL!;h1TkPaJX)8Lj+Z}cf6?mgUf|&YqOFKWO?J*#n`+L@gO}#m$bH53tbM!Bk
zGTu}pC$5%0;=_X)eJX_`F*bMrw7`6<FSyRY-}8?W^wQ^G@D=}m$lNn5jNIcd8iHBh
z`YZi_Zg!)*RRIVB)Tcgws@;_nJkl>sXN-Zb9LCn?jJF2Yd^mV$OyvdA|JDBtr-FTj
z>Fxh@w`bp+LB|+c0=#jdn0EJ!>ICEosOrv8-oFDte<_II{<8fYy{Gi$pAsa7rIqqn
zdNp1=v5O;2uTCT|RbDEa906xwOxb2nHn8=IuwRMEam#M^iVF5br4-jFP4i|!hAkAi
zh__vUH|mN8wp_vW(+IAr5`m-m5czMyvoTFmjW=HVTurU7%yr>y;t#}jY`Ed+Y*>`i
zgC7&w+vR#xlVi_xVA+tb2_v$h8{tlDMN&sv;=6HZcj_|wtX7#hKif4~ABf8?JAy6$
z#=30Z@ZNVJFJ)~2m_f9a|6G()7txtW$aTio-05ci-pTh}Ycz|WOcgln?Y_y*kd@HL
zSyzB|nMZI++5?ek-WkgW!1W}|K^(NDf3$h5E|<Cf379bv7W0l{K2T<^D}N^3*xCJ|
zB-e`540G=3xS8hB5o)`Ye2ctpc)K0<7|%EC*@v*je7^iuODD8A$wcA{v9;QYnU&vI
z%lQ(?c^i~Erx{IAp48a}I8&NJ`L8ci-}|BDs=v`+mA~^s;f}Jb$a}$%_-@IIF*4MH
zdnE!vNp1*h?tI1TA+01oeWYSy-;OZnkjE&b$Go3W`%JcWF#%3#guWeX*}-O57F5>L
zY1GEqLGMgmeXGsPbVIU}mbuBcS0`udq@_couWSk74A3{HKAtAxXLb+VG=aq8OiFPk
zwhrUN(B{SfR(6B|!^TU+?6}im1tgXY1ICj!){di3?k^0DWM8+7;$Trx)-ZYo)zOWU
zpx`{6>D$R+eNxfF`<N(w>-h%%r}fzOGF4(mFPRqB6|L{v-ba4k2dw-SJ%N!{oAew7
zx&iok0`vWrkqp3QE97WE^c`h6EJt_vp4JCh+~rV0q#1gI5l<iLKiV+>uYw8NgzIGO
zjuR-#BE)K+4nTvs*{|>@;;<C+(@0`#Vl_Wd6D803dQ5p`CN#4%sOE7f*~+8${>lmL
zI67~@^kc8J+adtV|3H%GU(a~D^N;n<wR%PXDx493BNzfuLI0cpG;f4#Qz#uMI5Z+`
z#V7!9*#NIH&!=HKYexUhR+j$N2mFciXBXx_zVht)!;J1>6ey)<3gSP&6Ck}ke*mHw
z5Y3n?`p-fV0H0^H5oY(D-9WOX7cowIPht7$hB%eX><k{Su6x9<CV#HMyxVv}JSJFf
z=9I`OS-q!<vg9szeJqjDm#}$81B+>YW67<U)PjrElHTLem|@avVpcZgq@O{V|Ia0k
zRB8$w@!fn5Sy~u=>*{xxP?w?m8LHQhvX^Kl=N00R#@<<Z6U#ef@vT9n=0DUOm`O&-
zGjk+Oq3YMSpfOyzmfI6L*S=zP5j{4)bHx}hl{paG!psOZVkG>MF5Y{|oTIZ^RlB|;
ztIyk4VIZ;xbxeF0$-YN+)Yba+$WZT{nvTi^d1x~SN6*g&yYRVAR!4FGyQ$s$GbxSf
zDWB2*qdPH@53Vy!5-3*wtU#54A<TYY=rqhn{Irk!EI>NY5ls<I!%OcSS)`ai7B=(s
zz~P-Z9wtdEBVjgWce%7DW2V0ApYVmQWK68W<Y%Ps!XYC_s;q7?BSd!5(&JDmB~@|$
zpP|08_PnlPKSz*jy8`WEJGO4w>-F{}`bRv8V_yW=XgJ&`Bm?8^vLOTkA#Uc^L%(ar
z6$$Z6KdpZwE}e@!vIhc&58>xI{~f;l<sT9II7#8|{I|WjS@HMyoNWS&7Zy2{UU8?L
z$b|G7r+s6rri9p>4)VD|_^8oOBx~6pKXe;lLF_OpRg$A%0i5MqhD*|SNH^9=X7?Z6
z4&QqQq0}!aTw!o`pkUfFJnDTJXzGZ1+_x@2OLw$bS|@$V5B2pGN=7AjaL=Y+8j(aT
zcV)YGB#&xmftEy`hi3WHl5cf(R^pSAc*3_e$+TeX%Q}%`u-R5YPNZAjE5DOdnyi{+
zK77hn7_YAs-}NOwZr=5-=%2!t*=0+H*-NB7o%V&m^S=LpMCC+#H1pfw2h#oDSR4g;
zmKl^Vfzwe=c=QMV^bvVo_>>>1hO|!Lbk{cDEjBJHwy!w7Ii^i%?~j`mJ>Fbcbk1X=
zQhdL(XH<!Y_o5L!U;<-(X-2lOo!)?xuE6QKWih^TK!{$=%`H9o-v4%MNy+e}WH<Zc
z(Xw+6=MFdTC`EzDx~Qct3xVMjOZ+wEjL|8te1_Y$KbJ+1@r*-Kq|@K>4A4jN3nRuW
zqdlmTZod<)qMUzSW5w+0f+u0Mz2p)3Na+@P3mt+?>_N;r7$`Qy12(S>g$>zGo&=L9
zHL;H_G|UB!R5z@!(>fjYD-CuC27fV1i5B@5xEW04-1Xjy^-Ofp<$L+OdFFNtMT=sD
zLf!43W6(zCiA3vTPi1F)rZlMuPv6!)l(JC*rQ5CNeF|fGHZf$^#H9pRj+Cu`Eb&=k
z!Cdk@4OC7|A{nOVn)?Zs-g9=*ysbp|$9*14MsfE1I*d0Y`9@|UA2;4a7EvhsacjkQ
z$H#4_gVmY3PL%i2XE0m<efdW<^ACtQD=IOCCFXWkg#0Ny%KqO)$SqKWnDVzdnV==`
z(M$PdUWFKYofjZHMW43@e|g~Zfu8fs2&Q!~)y7|1R}NF~pMw(^{+9qCL1%NC-~g>Z
z<;J;&@2{lnuL;20XSLt98n1U$zj*G}WnQqU7)mMKzd*+TjPe(>G_teA+k6$<=c|!E
zo_v`<8)&DzAtQ!5mU+|oYg*mWEUnd285iTH6`n6wr50L^H9IDuk--WE-i?_BFj1p6
zf0rWOCZMd-FnDR~%cC+1?Qpg(e2j=Y*d>mY)eT@}eN~y9tj(z-I$OVN(L9qdpQ$^B
zoEwWG80enmR8@|ANFZuo{f6-9dzYviCs}fnfviwlznkMOKoabS-iAEaP|z<xVTP!y
z2%jO+5TN$~RmC}}0Mt!j<TV@+?x7w)hiQs=Bg4QMNok#Q0S~PAh_TT9;p2@b4N=x0
zf`#$L`edeG%3`nf$wV#Lih@8#98H_zAEf-KDJ3>!nf*Z~jmtAKi6vf@(NP`U3QhVq
z-AU7>Lyc&;qZqF->$|$y;w*lYeaR~6MbI~khNLuDZM!66!#{Nj8Yvjxv)t0{d{0EJ
ze#xxLI05mR>vAa35sb@T>|Q^&MU7A@G&hzhM5JZ31z|mNGki(a?G?Q80a|LyivxIY
z9F!l$EpB!WPA1HcQ&mOL&B#oU*NAX6Rd%NaZRL80v~|eL)xJ@|Wm;nlYOXG295DdM
z*y(&%^?eDNx@i21!TCA`cACRY^h~p%vg-<$?BduuscNs~sO^W@x!}j#XGhEE8NGGI
zd+<b9vSqMz-|;X$(A{-4pO<kk>?dASr*bck?81ZBL=AzO@OvBFUl`D=g0$g$wZRrp
zm~Bgpl?!!mFC~5?IJF@ytiM-T%KU!Anbzj7nMEWxb?*9!+9*|KkKW*{@q``~U4xrh
zJfk7?ZnozbO%JbcXbI_WEa`+!zoeZP%lUD$?j-T8w=Ez~HI!axE0&Q(4PkS|u0M9Z
zd#D=piEsNPO4^X_pe#o5InyMk`J5fwKvr=Oe^u(u4%v!2>x;xehiR5rSq^@ShUE(P
zzt1zBY@E(Oh5bX#_PGS2tRG9=-~ZWoK_?2n5F?7@C!>T5v?x>s#pnvdqd6$cZ)C#;
zGwv9A#W`GJD3KPoa{2JS5dwuzHMvN}$5FnnQV%ds8`ed3RwOuECc=Uf+HFNSA?WK5
zZ5&9Db2}r;WVy|Q!&hdX@q86L*vlpfq^c*TjW-7kiznXrD|Ba=ia}l}i^IFS>zfZv
zXeUbZeraEwtt=7FZBZ@tR1(n^do1*e+Ld+}JCOBups>mU(j{P{(a%CjHF9z6G;p}A
zh1lj7mTOpIW`RI`sQ_g}XRKiGS9*n&AAJ|`pyHCi^Bi<V0Ji*(T=;+1XJX<13+6uw
zTAzFM>oF^wVVH)948$T$3@Z#QEHI&q{ydTXM=*@3S@Hf2d7N3~oTCzdlq&yIl%0d6
z|LY$AG|k<4cWi35bCucO7<wsB_$1vNhRVX-2y!LnLyEwq;}p6rO7u8L0eM?yrPMJ0
zVT>-Bbou67>@wMUiY+*Mz|)1uWrjaM7HJ_R9~PY9N&CL$Bv;{;l{dtX_b@R;LR2)9
zkG3>okrJDRkX<m(Re^=6OuJS}nVL01Y1-^lzdy+^LRckp?Pf%TS93B;tHvCibGP{6
zV0`Bor9x3rAw9xsFO0C>OQU8GYKrpXBi(O&N0#Ge&Px*Nnf<W8$MH87?;90j)c`Ji
z_%=8sc_mbqX^$niN7A0!1H5Y(X&Hz$XCdjI%?F@+8!%&*m$~TqjB}UvZ!T+yJ%7tK
zH@2%RuI!n1WLQZ|dO)UBHbEMELKu;mKx^9PcG~YabCTrWSAcw8B5s&|y(oi#jk+>d
zi#b$%oU<fxKR}c)GPBpwJo>Z)jaxEz=zhsN6!vkK1}>++Msq_<txq#ZMZsWZ#FzVS
zZX0l6o3)6Skg%%F5InvmJyIifYGJJ3T(~F+(~-W(7wCldfyK{fFk|3uC6&9Ck2C{C
zcbVylyJw=ElH+lh`s!QUobksjm8P#>iY~k$nl)QKd?*1nchJW5Pgj=<e+^N!{FtBf
zn|BA8Nk~RnX2j9UI++&X1m8#F={I&+Vo#F+rFpbv?VesvI{9TkZOhJ9I*TEJKN0tf
zqeL<eZSDfftgc86#b<<;b$_j|<)-64YX^KeX+b%iC<NKahLnnk{>Bosb$6(9_>DyX
z4!kYPK;vK#6|f-^C4)|tyg~HycmTYJqRPMRHg^2RV*ZWA;|7ECxzAiRqa;$!Xm8xg
zfWKZcg}g}%IwUnWN8frb@v#Q-GG_zy&InpTx~7z$7eIbl=~?5cWrNSQid97R2B9yi
z76*M3K4{C(^3!(TCK<t*Hv1lf<5QaNF#b|LCv1TJ;X72$L$xi()Xaj=a!zxr-&i6^
z<oRzu%iolENIN^*dtAm*hD=YY=0aPcLL#1OJaBf`w;3Xk|FREXE*<^UirzP;`*ys&
za_ng*alw~7_2)<D>Ebs{{Zhb+o+_Z;<}n(HxKkIvo*ig`94|BE=nE|lcqh$x&69CO
zepYrlb=i!Uvs}mw2Gl68miCR^PnMO61<@y#V(&u`f(`FdN0P6J!fZvCgaZcyKRjFB
zBg^A@z-LLmpULJx+&LXC;Bpa;cVVfb^chLF%;+{^m=(2S)t<<?%I$P;Gi)o1@%^;%
zDD}-EKtO~w9_Pk$`3CI=axe?F$UeNeEN=OIS<zg_$wV2=;^m$XX^scyG<Ocu@pl47
zz=LQjbHD#2Y|mH!yP;igjHZ1zf90v)EAt(FeSlZIq=hxAmX;me;fr55*}iDHAE<v>
zn|YdX-vM>)HubJFM3Qgo+CtjR#KQ}D^=kpj^#jABEqhRjY;*mIa=J&Hl1exCefAD0
zYE;(ic5Xw*X(RjKlUL&RAJ!l3MWGM*GftE904o*rF>1*dQi{9`98WTDA74=V`4S#+
z_j4U`xZqpo3CYxw`Q6h^GgnbCxbjm)TZ{Dmj141FTlm}Q#^k0ln)pQ5qG?P!e-8fH
z`q9@@c43l{Vw;n;NQMl~QuvjJioHf#O1}9oTCa~3v}dH_m}wRu5}!r3cPq)NTta?9
zl=e?HxU)xY5)4L}2b^YqcTp?sXX?L$^zvr!TDah?;9Mv_I#U1jmHC@xm*;j5yc(PN
z?5(s%0OgiwU)!^nX*vJyadG_^4Zz<i_p+fYsti~pg}>a)QwF%nzESSg)|OZzk@K=j
zN;^$2oV>-kt9jYme_hxuc$~(Njoz4&nf208$+kU=u{fQ(+NAmXS_R{6e@buR=ug)x
zamb0g!t(l1&dwRbqY_+*_&)HonK7@|l`OAj86J9N`Pnl04#J8j)H;Y_?i}0csz)Tl
z%!yU09;(bJ+?@Y4^#C=NAdS#3->m!OoF#c@(6NK0DSG0Ez)Pa;+q1v1gdHz=SkWwh
zP&g6t9vgQyrgxFv5J(ueIo6P74YV)aTx}0D>7Og#{$%>`rStO7rA}$YAqN*kd}y6t
zrm-t?#gwX0Ilgg+F2cFpHtC>=6u+eK!!&IUUG&1}=on{kdr<HVpY*Hw>M-c^v}_{P
z?8{Eyz$jw8X)sK{ga4=a#$>Vo^Y;IT3J#&X`alxYwM_sFXfWtttIV@82@y;<@?f*T
zfZ(U|43|24)c+~aF&bkG7LNh-V0<?(d}RdZ8&swQ2Mfo!!5$D+PQRmxku!baa@}T0
zJ_gHy`D_+n4x<1%*LPktj>HHH&!j?_to>(-QiW1YDx^Wmzsm)ig1;B0hhJMW$~8s0
z<-m9tV4{-Cp3{kOknA2A>2?)-Kf)3!u{64(yB>|uI(+%Hz$#jySvX;$!7pA_db75E
zc#Tnu8!|kLW~s<i)u<jwzdt54I*cQ(W6|GaTKm)ePQa^0g}jxpl?Tk9Bi^|IWp7q)
zL9_4EA$xjq>Bxta%ogv!*mX?r@P_3~xl+x-Hu0#eZXl2C+nlU7(uHI<sd9oM2We$R
zyAcvu`tgq!+x(x@NY%c}ajEUMPFafdx!%-Ri00Lz;n7r4v>NG{TLNI>QXaFSSTo&&
z@!wdXcx;^{KWx3gbje>J<|0OV00y46(j)Qi+dLvnDS%aRr{>C#whwCH9JU8TgqQQ&
zsm7ZxP0*~3U%H^xg%pNUhaScDHFmk=kwrH|UjAj2Xb@9G;5FAQk^{TCHzMhB(@Af7
zbY0TGoP33;_@d2GKkwKgrKS6LPHkV%k;!X8)R$bbdhw+zv#5wpbe<d?b=}4x>+J-Z
zdc&ygRJt`mz;Y%)2p-1QTYO6Fan385p(AQSr#^{P{n<XB4F5<(4l(Fi<LW;6*hZIk
zH+LwiQ4%$xKTp<>A9WNlb?BBec4IbT#I>-=T=!4{THZI<sQCU~n)|-)4A=1xuk-Yp
z%i#^?6RC_tLoB>5bbr4zIL@3AjiYdCDYw)N0lu#cZnc8rssZ`-H&7x&pQj?Pwm8CY
z4hKAb-5`2UH5bm<qjL+j5_MvkdLK1ZPNn1+Msf*+y~rW#pp$QXny+6YBc4Qs0{+al
zsx<PG&PtG%h;Urn^efcW-&lA`t8`acC$}yK>|R1~29H~2c#iM!QS=qxCec?(9LYz^
z!h>D)eh6=@c3;Zi${Bm`1HPASI33R_?f-SElSfbg=qS!k$0RNTt@&Y><c^J=jtxO+
ztgFG*EGIn3_HkNTwP?M#@V5Mu5VPM{&+GbG?k|&t%1w@`f1!(b=B(u{jQ2x{$jtHq
z`QwF?@7N+|8N~yWQL0E>o&_;KlyoK+4z69`EMXMewHqmePf=9SxvvjEei@=*@F^Pc
zgFShhT?6H{sWJDFL_0E@JxDxNkS$zzSd7jG{l3us<%g->$z>#!@o{0s-p4mY7D|-?
zp>8lC{<1ofTEobSa{SY^Mii_?yaWgyg5t$v`=u%~)^3gJhcQpXxNhBZq79G6@o3x6
z_b}`+IEgIhO|+I&B2Bis80GiW_p;u$t<nlGxKSGaaJ2ZO$VQuyRjDU`V^T~$S0c;6
zAMKFKM;e573qG#-fHLPk(5b6_dAXBXH{=SZNOe(%%<M@_0Zd(3s-tTN)n;#|c96a{
zYY!jxaxy>R-zP_)yMpNW*P@T7D-&wF7o=y7L4`useR%sg+%^8ezFXmnv#D4jx=O$3
zXJC~l-Mf5~OQ;yZ-P92cH2f?6vhuq9q)}h}!ZA^MOz)z4Dp9QWu5y!|6R|bhLheB<
z3eswRi7+p=vj9pzN*G1jy`L>P#5XjpE67@<AynbgQv-KNmW~(~NX+4Ll2g!1O%u)!
ztoiuLaGjm#<Lem;?=PgQnnMpO-Au>WPr98UwV{R2U8!y!h5~AT;OaC@S)RIu@oC*&
zquRBTUdw~*57vkBPG)zVq7<|2UD{$`{g#kgHD1|7m%h>dbvm_F6e874Xu0D^m0)%O
z4SnH?_u)+~U&5~N0Nu!|JEF{`%A5*}4k1A^Psb)FAn{VK#8DD_xWosL2;<pFRmsa`
zPpUtm8IO97`(67T`08G|_-at<`t(GqU%T2mt19wsDcH?RtFSmsx!+=SM*4d%_IT+g
z0lphHr`A{<_Z+F->&WyKrC?P1b5y{pSz<IOTWkH08*?C`dA&aL-qzX^Pgz3Hm-Y=|
z8E%x@!sX^;RVuLGf2C>_y~VG_))%%=9e`emdp^ZiJJ~g2Us*!3LM24m`)zb-%fH%!
zId<7RDh6JvBa)FrJ(S#dxsI&1&wbRoTwS=zB9c_u^EZ}IKIb>+i=G+@2c!DsuVaZ4
zigG;ZsRSWTM&YBb#c{@YnS@?S?i}H2MkQC{cE9BIj5rLs3s)mYf~+irxhl$d>K~_y
zIv*e^wwhD<RK$tzjcSuW<s^PIbz%L!%aBdF(;L}XrQWH?<}ZlOvL$@kPto<m6bsw=
zk5|5Uk0as>zPp$;81qKV*(64-G>P7!3||+q%F*M@{qCRl+M;acU53c1^C@RcdvgU7
z-tNQh3*acvf!fHZOcD5E2j8+r%1&$R#)qTlZByoV@wCi_4sb~`L$q-Xw1PO?UoVjF
z5?|eUCr)wshP>|7=3xA^1<+>ay>t_@e1n_fCI4PZh{nwff6{00`1OzyJV!)bz2{E)
zqv)4}PR*iOUV$7Qy77}9TzstwJF0`%gkc=?(W=Zl%REg==_mp8k3P~}vk$i{Pk68_
zUOY_f3f7!*?d`2PvTdUfVrx>GlKo#UK4)bCK<~~NP9U2WLw?GEw@S&4{*QwCPMY>6
zs0fBYMIa-h!8KKIgn#!Wy(*;FtB?l(PoLj|v5-IPGDzJ(LQRiBnlOnR%$Q(oCon^f
zta%Oz*WNdvX{5T=o0vmhzzjc!MYPOp=tSpj;F*<;D2%U`E2<fnnMPfL@HDesT=4nT
z2bz$p-O~?8`Rk&(t~cU`lGVw!^j6{P6D}V23%Jv3>ofGV!B~-xtu+l%3U)46QW2d~
z@<BvqeaLLS6jKwmE+QeEoxB_+(j`i{5!12_reo;io=)rM-o}EnM2ZAhD#1&7tU%u8
zW{yC34S1;2Dl^@W+nXJ_iF=z)Ic6oJ?#J$3f@NXL5Lf2a5swS;QKkV>PK%=E!I!8B
z-@l{5uqBvT2W(<WK(U+=>=;-8z>AT8O-j}IPAHI^{YWoat~RmvIoTzJk`%^*SZ@l%
zdslyLmVG>kaypT?R$fp@()}rKH8tbgK8s2bQ&8%m;_!t4y(u5+SFtG0r~wgec;?NJ
z2gB3o<vsqeO#RNRiQ4{!dBZQev=J&L2v2{v<(O7wADeHH%%4M*>=aT$tMSSB!c73-
znwNLsGP}duafYYt2e~TNoR%}E_>IrBcSEPj%X=%gD4Qgziw3-U6;n?*Kws(2Zbxro
znQIGU$G<Q})ErN3`~8tGg%M<xp1-bzds^j9v$@J>qs#czX;&;{Aj)b79GFSFLU>81
z)55g&d+4>G!J-5Xe=&B3aHf4}&bZw)?$n$MheJkh?@o<F=KGO*;RVk>;2fz0n0y^E
zZAu7Z9u1m~VkkZyiQ1f=+b%}E)+i}kZy~1=!8R5x<WMWCw244gFpjW*yu6~_(w?}r
zku)s56w$qxy|G24*}eX&ROwX^-)TPcn&LzO8q2n^{+AuxsAkOsG|ld@D2}yqA7t!z
zXJL!4-Hs}dcq@sSyTm%d^vI73^<f^Wo!RDI50+ipN9jRvVC~gO)>NBHvSYQ&?@gDe
z=IYk`Rt#(Faw7pT&#mDxlcRy3?lcOwg4RS;2C>&K`6mvRtcz%FN%aiN@)rH-;Iz}(
zYZ^OHA*)P~HXJL;Slznoj99Gi3^WT6tz9^z2}hG|<|TJF*C-0-8qqB&Y8PBu!kzzm
zt$ZiY<Lku=r7)41olXjhncdXoeEn~+aGzO|wa8_*mAf_YY(;NQ@~J|fB+aN0&HLuU
zX=zdYma>qw=Z^bi<y<GRFsiY9Y*SY6b*ym*JA$eMY;Ra|0&V1{yPcnvuGjVZS8`i2
zfu_%fbK#`Rj7dGDtl57J-P&p4mMBpy6ge%QLD!J#D=Q)~m)}7pm^V~n$Wp56`WTX&
zSQ=hOemZaRvjDO%Xax`No9??i?^ZM-pJ?M7i@r(l6y5>q<2p(Hy?8~N!m&c2?zy1g
zs*xf?m1F6J+?>s<&R<V{=R!)6X?ch51a=+2Ed16EwKYeWkZP3{rIu)y&9fqI+ZLfb
zLxo1I>bhn#-h}NRqp(u!+c!iiP}r>dfuHD(Yk6W%=X2#a*;VJ?gjvl)lSvSh6P9qZ
zCCDx=-9ZniL?Oss<eYtYcO_&-(_UqtXXoUn>(!&v)lo49+;74THHKrxIUUmkQsQ1A
zFX>j<NTPh9X8vU2+4ppD6ZV%?qbkD_^Q8LZoOxy7zoeqU41UEEoiHfd<P*QQMH)Zx
zd6w4>!xSJv3+e&E`t{bnZa93|k%g#}@85;FUT4a_RhNQjeK_PsKd~M;@|%}&eDW|M
zV@c&So!sd?BYNl7GkLzSGR=1n?;0pi$7UuY_;<*PBNWW)Lq~x**2GvPP?&ykxg@&}
zh_Qv_Ow-K$lJ!m!Jo(jvijaI0t0PmG|N5l!r{fqUs9Vjg37tEnJtD<LU(_hF?83&w
zldmp^K6&yEmz8$!Wmm(2N-%RoZVAtNw$0Iy2H^+9p)pDI*5w@09twHEE}Olk=XG06
zs7!;tBp;;@NjC~Qk9y24rAxz0(+d`UyoD3(NsycSRm;DDY<JEAbt*8eF4)x7s_zv?
z^LNVI**%Olu80`hWA0=aQ%s$!_zeHjNfz{CE(bN~(F^1~wS)Bwh>TMd-HbGfbIn|&
z!xZP#9;g{7N7m~XmaR@!e^{=|w2T--HhHDuKSUPn+^tx~d1s_(iHv2dePq+JBEEUx
zwOT)OpyT{;x#$|8k7ql0-4-0hR$<lRBEH<!I3=+Y(t3AmZoL*@Nwl+;-r`~8s~<sw
zdnWNsM(0a_1F7tITuH`H7xWw;m+N&orrbUIL?$oRv*4Gaz#mw7$G=DVo+~!EgLdLY
zxb4Osh$_6ll-Bj!>!)<0h?T$7ww!ct2zO3gM$av*povYsB#zab!W$~N*`@<u>_aBt
z&VvhI;A7R`XTh?+1iLm^)>_xP4>g#Zd1XU}e1$&zggc)uycCh2idDQ*BSsw<z|IG6
zurpOc`3*W9!}nGK?qIDniSb3MeoVdN9^Rj}``Dfx;p}b#AUoXJWFRng`4N->pu0E`
z!?eQF1@E=rSeF2{m+#0$>iD#cBYBr^u#ZMjWEZt!WdI#2pM6D_Q~v5Wo)yIceJ&w@
zrY^@Bs6->hVrQC#k+~*MOW%_PbKWnwO*t1O6J7PxXN&l7H#!BJvUr`yEOTl_p!5e*
z;XY_XKA9+&SwNbFeV;z|Ii0>WM%i2F#wZ_y|H)s*xcuR#g&429AQj)p?Bx#~JSd_m
z)Vpi5IADrm8e|F~HY4qonso3ZlwOdAFgdH#r70!~&&8S|r&rYb=Qojv%4^$p+X;_a
z=K&B#qr=?dx9&)tYgV+-@4L8eRJLg?;8<L{4s>PJ4+w1wgZ9lo4QiI9&3(G#{Q4l*
z<Vw=$q=Xs%gl?!KXOnt^kAK!Wj~WC2i=yk5G>>wX2OZS`>9WpcvG!6|xJy1(2328V
z{BUTqlRIl#bAI!&X_2n1=(in;eBG!E;w|lh$3rFvCoAbhrQYN)r6L16t14+{8y>5D
zDQ8qpl;6}se1?)M&1#BfF<QR)u?0;@(2C;MEcMB0>{TudPFDt_4{CQ7y7GKi<TqB_
zk2<l$H8MiJYLl`A9;!#*zr8T2b6bJVd=*e$xuLgAW-~lo(?<NP8TaOcw|gzhYHuZf
zrRl<G2VeQ(SNE7xKeCP&IyEJbvwkby|DtY3y=x5mu?A79<E6YT)CH%^%RTHmftFR3
zM^3PX&ePw(b6=!r7CPYnlnLecM%Wp3*L<aaJb{Gz;jONOwH#Pne}AA@R#S$TUDy_P
zv6cvWduwl2*cHm}d6OgZUa+R~qkSMuu1u{12dAjW^BDHW^~lOUeGKNW&NO8Il?Q_L
z2h32qX3W`e1QIhGake}gj;No#1BjC43)7Ww0(h$ye2l-JFr3T7+cd@ZjQ_ofp&tRl
ze}?ItbG0gze@vbMj&X_4Cl833D4nT$=^8h|*^QTYmQY!6JTMvsoDDH^$$wlJ&M2J!
zYRX81dlF#Ev@mtHuiPzQG(q~;INOAozIm`QxzIu~Kb_y6as2>6jn!wa!<l6Mp0QGQ
z(#@m*n|&YMy15`#J^OEAm4TXZVaw*;J{#Fp-LF!31M{cB*p>fRX(o4mek5XixCxoo
z=bC*>H!m%}^8rIjIadwUG=8o{-}r^~*}FS=Y-n12wsE&iD3moT7~l)IFBheq83u&J
zd>B#Loq>sOvc|67$xDlF13QgQRTr`k@#JgnT+iW}3HtTX<`^#!9I*X8*eyuBG_YYb
zeN)U4rC_r6sauZcsFv&~DCF*^FxGdGG#``)xqc-U1gG8F%^@2UBafI74$NYxkuPua
zw?E~K|KZn}so-YA*fyIkU)jwc`K0_Hu;*K^%o^Y{jWP$~r7|95m~(Z-W<FEbzl9=0
z-OASmrIr=SdFj4x#bWOQ33dH-%P3C6bghws*DMN#l2aW+x_ve3OXyK7NyrJ6VpsQ?
z+73i+a+xooxTaRyC|hl0WYU(-ZidEXg&uju-$g13F4rEjzdjo#I@WvZbb&wZEkA&l
zm0hhEj@OB4Znlrcjw@V&c;6?mz$2d8Y@!zteY53$=i7)_#za&(NwI2U#c16xI1*?h
z@lBG1u&rJxFG_<fh%ADryD`(%BpYPtn5n+@G{Bh*-h~dht`N{m*2di!Yp-`VnZ329
zR<P%=Et!x|r%=2nI#J9ku9#-Jq@*#43g8TYE63iJW6*!1qi!F#EwDrrAEeS8qm-4_
zCdw;yOs<%_kQ?9hrJE!<Wte&GXh(Y8P<PvnBPev%=$%+PG9_4Z(N>~eM~7C&pP;Tk
zLoPKS1<(lt>cuX_64|B`2G4todEePOXTg!Hzw~$A#K<R$+-;5raUB92n}r?Bf`mj(
z_lZ+ehvrw6ism;Ap)=6h#1Hn2`s>X}>aHR5-=l7V(}FYav$baXdAgIQ%Jj|+hgx{T
zZ@E7=zA+pi9Rg0UE!~!Mg$T&k;>fhj$n@R3mvr~XbLTXasl%%tpOTN2s3pO@6i<za
zvSwU}oM)_~q(Dl3QzwbxDib^}o}`vnejgxn3v-<MIsK~!dojAdv9746<hn(YK=^yn
z#C<d=bTPAuNvS{O^Xhi#v_6b%%(mLehNynJBR*vmJXjZ<Jh2>r4nW9U2VPN$9OzP4
z5>%_w_1=0$)D166zT(T`p=SM|%(=#FfkqHFkWs4+HoKxT8bA<M_nuIv&Sm1E>&iTh
z`l=o$G8Cn-D}s)2d>&O@Z$}4PORR~HQbcDk$t-KLuE^HHYbuY2jH;qM$>xG2D#Pd|
z#ye$CbEazGt)(Y!vO>87?DB@mgXXLCU#35B3o?Wk1LdHGkpmrWVtvvWYoEh|6O9Jk
z1A9(znx3n}UE?38C1`b<>LGA+CZcsO|BHDYDdaAS(H48}D2rg|{kou=z&14~Px)y(
z{YJ%#OhnU`$Xv!3k)@B}we%;MqMZ(XI-^d|)}N*xEcKQwHI^+SDRo1+_G?_P`7{G+
zu8BDl9k=9*nMbqO%3l}7HgBUe+nFp%tkqi1{bXETTN#m_pd=tAbZ4zodLQ>U7En0X
zc}djPgA=M1)=p=R`gc@T(K{)<tfXWBhQy-Vz<cvk=42-&$WX2P!9mc10@E8vG@?^J
z4SoZv+aYgZDLjUL9K_KHpDUqj$bL_hE}CV!AA(jp42n3o<5`TeQA>5F4G5{GbCji#
z`t2Vg4qk;>SUQsl9{Vblhy%+BeT4d#w6Xe$h2F$cpY6Nfg!FBHlzk9-AcSInDqx7#
z<`HX13dCIy^u?t<;nG*Qr0mcZaBKLpad84mxENE^_rU~8q>{&jZO+%lG`dTUnm}&6
zJcME#@j1N@UYgHgFCCE?>!G1og+UYB3`{n&C2~IW%k=Fy1euYv70ldvR=Q>;=hi#+
zKJkpv1f5pt<eVr<(e1~PWn1rrs~0HvHJxl%C_<gCpUuk*=06~kA3xBk`rPwnhT{a4
zC!MU{RS4Ps>P1!B%R5(Q*1b<s1<(I~+I#E2Dw{5Dbb}&_A_gT2h;&OMwLzu38w5lN
z0g)0EHj1dUw19NCbb}(@vFQ?|yK9H<><xO~&+|U#e9j+met>=D%$m7oX3eZw>-&ZO
zI)e&f7W<ym+!48sZi5~VeAxFl>a9an+M%LUUn_Fz-obG(^_nZirz#G}UL$|c>#ylK
z35=e)oy-TFf>v%CV4JbyH>6q-x<*iEO0+HmEm}<9fCtTVlvPKY?Z`AQDQZTmH@qn8
zp%_9>NzSkfkx<Pf!>&wHmw!s{wI<WQD*Ef7NZHIg2w9DYJPLaqQ!*<lc+8x+I*FWU
z_#F2BnMp(n#eNdeaRYRdBCgxGQlNlsHBSHT*|kLNhW>*PJ=X$v{WF>w6{4?$)sBg{
z_uyAa#-Aqsa^f{y$!a5Awhuf<x1>#96sj{6qcB>(`K9qTnnq3XXZJOE8ejV0w_ANR
zROV`8g91fE(stE5G5b7@Pm}em2Pb^5vc+3Vmw)Pfu|QDK{Y!UrM#QZl>z5_uNu~A1
zWuuoy^KJK<qg-Bks3|$)1a0NnHE{blRmj{M#Rd8>E{{f*#eVSk0I9gtW6Pb(&bC^|
zujW6HdNcX<=J`gAz})7RoSv?(shP8-`-2~O$E3@PgWBIue_l8CD9=`VEms$+#J^^K
zA?j1p&f{&ds1>c<A8A%p*L>HhFOSBIa7ZS-U3;q}W>>SJSbnJeJmh|`m36Hwzo7ZI
z`|hHWcbTNO2v!_W`ATJ#K`&nh?;uJkkNb1cv_{fwg$9<T2W(Gvris2h9Cut8Ru7#X
zHAqr6%gNb)Gr~b{-W;KQqj^DfsrGEyAO}4^#ZbH%!Fq_M@|WvzTtRknc$saJ6QX;l
z#&J*lsP?avIDCZ8MX!bAd04F|`o80~6-X^tuqn%hYHmu!B)>F$6;mVQH=I69&P-EI
zZWM;|L#<zWPAQEBkh%hASQRX&)jzHz1k8ZsBjtopApbAI6CkfT^|L><nMDGdnP8sT
z594i8;{!#<8Q|6iK-Mq@xKoFE47OABzk(bwo?O7A4TD98A;USti-GW0!{Q@ioKG<{
z$2d#?bpy8#Lq&j1hC&WwyOV>kW^O8l?`IFz1v?Ona8_i+QEb*Uf8-D-H7)Q*ZyOt%
z7zS2ljJ>p$zmVQkQ0m-J2Oo;}YcNC*xV55jqn-D-N>J2>TbHxcMq39*Im7jo!>+G%
zYEj{r6sR(k<bFSQkE`KZ{EAMQ2h-q2-QY5}x2Wdbq>M2=gJqZdd~B<(PaQrbeX-Pf
z$2Ol7X?|R{&G*jCi9EX~(@_0;rTnv^{yF#)N(%AkRy|t`buZuP=;|#+pnOz_R&=<h
zMwX}-2UVnb+kePSmPFcT8X1NzC^f(wpR<tO9JRJSYMt5?iZ4n{nV2$9pK)|K(-3L=
z%HS+j+fU7NoAU+FU1aU&&y2Uopq<{wOg;=S-0r}i<m*`x%AJh0CydRhA{A^}KjP~r
zxE|Q)-Y7Y}Kz6S&rMe}uUf@Sguy62d8iB3xUyCJR%l^XUEZE$y-Ha(cc>KL8lXwNq
zZN&}fcl_e-oL{@bd0)8;%SPX@EzSABvG7(pA;)zugKe7sSmO@gts9?THx)8el!H}{
zv2bhPn}7$6hJs9tHX|hVk%g&L8pS*G5%aFYQBPbL^AshE-BhD_e2W4~4{qhOALxGQ
ziB_s{J?=RpAjuFr*NW=bNM<agZ)LxE^NkdKLh5!3dMUXLMCV^f9_jvC@oQXCZNX|U
zJ;LYmL~6n0`$v8SLI-?gdZln)y~1k_1FQ12V11I6!b9~j(Mn|I&CV?jonrz3dW^q1
zqx-e=73w|{w=19)EXkk9ZAvl=qS82HYFf<echiqhY-VrTPPAz_@)pV}WbrN6{IY=j
zm1UJHvU$wfA4F&OIo?w_&ClT_t@Lkj3sIHOIrl4Y`|=;hv8vwb(UTzG`5YH(B~{&L
zVod)lywu*i)A7FL_byduW1n6&(UjzF>go>CuZ<lCXBN{wiN(j==q|Ays|{tE+CQg>
z-U(q5j+IvoAkfpLVLS}5Aqa(SZ-l!%;iHig)>Ly32Velcs?ye64bR)A<YL#@W(->L
zh|={!pjTQ6Y<&AjnoIbq9|+$<MO;Gosx_1^QCJ?2oPFLKQoTIZD{xr1&BDtsy?*oq
zjSH*)%>Jl*@-qs|a=Z=1Xv(R#n{YsAX6Bj`p%tohRL8Y;<!bYSF6v44Z%CvnqV1)D
z&}4P(tO{u<>UEXZS}}M{&%*2BwX+eo-H;y`ck=?LB(`|7sOIH`nGjLu&w7-YfS&Z@
zqnS2E>gKXD(sSU)^^eA;%&$Al<#EyDX(%!zSEt^gvTE%Ey1N~1!i6&_Vprg1xA|g!
zTpwm9s}&rw1p%=wrAECC2{@W{)9hPB?n=rnFmL0MpzS-Z3<L1oIk0QI$o?8viyEqC
zZ%t<Wd9IGddgAb@f|z2hpXd&!E~U;HWOj6D14VIelpWOr^nd`uL6v%Y0JagV(^X@Q
z2$qEzN%j1g9!0Ir!RXWH9qTs3a~`0s*Y_l@>dK-^q;?u6X=`u3j=B?6Y|qfEi*Eo|
zMwU_^w4}vat3tQ8jtM%o8re1L@`ICp{3P3PZ%4N3EZe$>#uV(CcM3QsK<8TPHhhB+
zW~$xD*YPc?sFIAJqn9W=?Ln^Cp&8?%@32?v;`(ZgsE5gm;pB#rfoC1Aqn9#aWqi~}
ztI&;Li6OpgTnkLcOqosv%CFp4J-YEHP%Y6n*-e_Sl2EVBqyc7G5K+ih$E9nRVbp%G
z{+JI$?LZf*;|~V-)X9)5TfiX=EZN6Gl;;EDS3AwnQ68qD2p-)%za5gGeZQci4Mx<S
zbUYM!5Q;ud9t9-p3p0qipWd6sE$BV8ROq7Hmw<|f$6&g^T(=pt44nu<ACtuI`!plV
zB6pJ4K;GRAAg?EbG|RJKbDW-e8X95@L!NnnzKW7Y6#RxvJwRHvPmfhU(f#TF>MJl)
zb|4gfp^bncwl*_O`qTC{*KxE#_~e)Nb>PWM)qlQZ76x9|M^JRppo23R%MB>bSZIyo
zML1K{5SpK-6Z!ZBeYU^ar)~j+5l`{KG&9i50*BZ4Mpe<b?$kITJ0G|vwzliGeBSM(
zF~mc3giAcjd%Sev%#`mZ%fg^KI{DuaToU_l8ZaV(DfAPyPRo2B31nSM+3X@dT3-<j
zBM^x_3v1V{>z>wx6~&-mHG(N0*b3hi+v^Z_x2h{zafzJtK@TJ%gAq~I?LF%AQ=kfp
zyp$=@V(>|iUz!cqT1AeqH&0d>e^a3;pnU3lOrQ)nKq99&w<$Vvk%II~)H`hQ`4eC7
z&<B$2N@#Qpl@Zo;#G;l}MZZulCvpp9_fw#!12x|giQ`$`;-`w(SU1k*juRl!uc@A>
zJA2n}<Jj&fy1c*B#6qQGenz#WdxAuLtqi&YN8e9;`qZ>*?DGL%QaFp-ck2b4OM1Dg
zsj7%t#bp^gj*rcw=FMqVch;xeq@ik-TpN-O8L5Rr2D1mIHpGwI2%LypZ~Ah@6)yue
zE-dP)+SOo`CHzA=vFBiE-Sz6rwuGrj5y=<$c5XcsL4H?#l&?GlLkFo=#ao`ir04dY
zGSqqtj*pAI3fC$|_C6|g6>|*fk03iy%El3VgbuGqy*KgHq|RJLaT)lLy51NM>3HFw
zR@u+hWtAxV0Pb5dA<wGI{%NsM-_KK&rH~-XN5>%WhwlLS%|W9(m0$a4``7B<P_|TD
zbGgLTyrkccl&*-FzxZ)?F*#abvUC3WJeBZM-?H47cZ7p3Ek;H^)T#W;GVZ@1Tq&@V
z%Wn3al!<Ccp)4Sk)NiMVy4Im({&UGaL)xaHO35O9X=~zO-Zfs|sphI1#(n9fTMNT^
zPxvd@tNC9fXqQUS+An-rm>PVy$yZ#Nqi0xJM_kr1M(>}0T-1CB4}M87QJwDY!RPC$
zz`sg{vi7&%omHWT8vWpB>qJg*t~5|^blMhj_RH0=P%VyXdk2{HD?69;AH3RZHzXJj
z6#XANXj4y@z=a-1s!b7zy4bwu8^0_nv!p8ENumYT8>QN7rHgbG?--9u?#+5g`QbFP
z;@(ZUCe&YKRNy)dyEL&Zo08KjvHwb))z!+Spm~z9-*>w`BkAqB&ZC%aA9C+V@+tAF
zz2Zy2VF|DfVk}F5$4MS|!DAyiPx$`8)@1fSQ?~Mdg-M=H-##GTS6a=B0B=ef^WTu?
zL(0*l-+u6_f;7Rr?ZmnT0&KCMtN?8eGath`LxlqT3VPrh1qj11@j`#+dRQ+fjBhaU
z2~AURSQw;cF$Jx$Xd2?$N3NO@-bJGEIGQTPv+reI=!4BKk)L1|%YkgW@Y&)I*3ce`
z-m*U4{0k2wE2qhXd~W!5x;DcJ(if~IxdzS1RIB+}yCcrQRhKplcpBuAJUU0AooM5E
zOLIc=1Iq9Kr25EFX@Pr;{5w<nCV`+0iXFvQIzmku+iw-DoSSL~#tsAJEmp~t5o%)(
zdc%nXck@K7+|1vu6%_3lz;1=Nzx7pw`|G<yf7Z^`dqr-rv`UIrp&D5g@9gir(ebxG
zaQTU&&6%IrZxa}s{z)IL*C7<2s!}<~nJ?(-n}{YRCy^Gb4uuaTuFmntDptXwY;%~?
zGBzgAvEGz~OiQxzhWN~hiQ*i5pEXeMqwZ;y<<OX1wV7v|25<Bzu3XVGo}%JsXcXJ~
zP$g2Z(wdyu3w8E4n<zWJC}p`NA+m6wQXRjZ$#=J(Qv@E6$YPuzYN1!f-leO=H4*Nh
zq%(1J=FDVi^ZR^N4`Vt3gc7vr^CSgaKj*8*HKMKLQPsfhDz5#lSHd^W(cLPJ4~H~V
zd$YMK0@HXsCk%B6hB`z1LjaUT0++t$helBUQeGiOcY2Mgzv^h=F4(7n$BZGGN`~r3
zL#bYWf=*HYQkP89(JLn_dkZXEanE;<nL?d=<t)Wo!9%l;T<g|6ie1yGU+v}1u<G+k
z%q?Z8I8M5zZ2!ClsZ@Zfxp|aat|<fVN#BCA(v9?0BggIS^~VkF>O2Z=T_>KYya~f^
z>CK*)V0#AhyxOP>M@mxq##qxm;Jn`^s5h5VRS_2P%7;AO&9BR9X@r7LE2cQ4ZpyBF
zCG>}zV)+DLy+9_XqV*a@y*L|tQt;5>m!Vsa88>96eE1SmErbFKZtDxXj7(~gs~$$v
z+!v^kuZwx8m8qptoD#C_E0w!nlwo*@^*j0godUYj2(1aeJ|4G-yb$FJixJXoaFP3@
z3x^RRSD<nhn+x6}p2k-y82uknFBxhqsiddS9DY{5u9sAtWl<%qT>hi9%y&d@dj1mR
z+qXq4BB9Ycx>s7zxqX#U#hiq$*0!TN99_e=(BbEMk<^xm);-reVi@ja<t4-Gne7(e
z*`YkdVYU1tZS4+povlEt+FQmv?mqT`ZH(kqAC^h=M?MKkY?1-{x}mf2aJcbi{4#WB
z8gychm8jaM&Yd%};fWV%qu&m$FH77ajl6bml@>Z}h!_8c&$7Rx%Hmnly7_aWopi-t
zoklWkKPXEoppCc8_};i=Od0d9WLKn$t-X=IU-ycmeM{(#-87VlvcF?Aw+BsvNZ!sW
zn-qelQfb8#^Iy5_M**Ck+C7B{oH%TMXqdffH&%NUAho|5>fplr?zlvY@?L5qd5T4d
z{snm{rUX+}fcOuv7PBI4vQpwDwA7U=Y%_@63K{`^42+=SdiMF(wvBo$8~ZP*-Dd7i
zMiGBdVq718sEim$AIRG0KAr$>;!#SUJ_%;mnZ4zBT8@tjpARz_yAO4+y@1~7UA^bQ
z|H<7f=Fr}5)7VE#kl`~jxB$swyt)GRp4gff9!7??K?iN9e7RIz3t`>T-Gf2n?0hg!
zSg~0920%JHFy86#a7<RJT)zVQ=KWwEOe#dFcTzY|6LmuOGWKCFU(7(G+^06>&nQM7
z&iUXY>VpdPn$d+T&caMtDGPbZzogDt?1v5gAgcLLn9b=6d+{6cf#bqz(r<{it-*0Y
z!ZH!^N>jXqCR6eX34dVRN3m?h6?S*sM^odW2V1+iL1hMD-lYa5$d^<u%|v$8naCe$
zkIM}4)J=xh2?f#Z(V;Aoz%<C&z=RyhQt!cQ8sRH>A;{{!aDPS$?&V_4GWwdYp4=nK
z#XoQeDV;YG@UU@HArYUVA%u5-4y5U@CF<s(pPGb!q+U?@4Y5gkSyDE#6pyY^Y&I>r
z&5*o(l*^0YPw^l8@wkoKtV`lpQ?#7HlUAcqMuT`%+GsaHy}--&kyAu16rPhT`JQ|~
zwQK}VCH-1pC|YxCKPedUReJvXI}^mFZ1;*m(B~R~`~{`sJzgCSr;T43O^KAK+7C8_
zKZR32Uyp>wN+ch4EJa+jv`_o-lIC;wvvnD+d(CxU^Yp!zn)UQ>7p$$f?krDsX$rlz
zabeh)vK3sYxREt9DIBrg<)kP?&bfX?+TJl`4*t~t>G%+%B<aQ2OGcdKevSD0)-n^(
zSI>O&Sm9jQ(1{Ffc5vt2{PtC9;SPxiXJ2BHXF1rF(K7|%>Ir~2*b5W;UkpI&F*b;k
zKbC(17w=K)H4Ff1Bn%xX>FZN{={Tfl&<!lKm@OlUB@6vCAT59?@&`K<8$*LJc3`00
zF=?uudJ$pwe!x|1DBDR0^L+_o$dl0LdnCgz9qKo`t?Wu@O1Zf+ns2#9_oBNu<8z<~
zQ()f|j5hBc&xAU!K8Ti%f9w|275e-)WKTQM-LGD@^)8q=!%%Ld$`|y%I$c>e`Vy+X
zH_%74ei=slxle@0J^Ly{|0T+a55@_3VTZ~RZyu@}yt%!sCr<ceg^JJeYHo4y)#m<=
zCMb<gv{X>WA=u7o_m2Ib`_y4O9}brvQ*?kw-od*e8~fVmVsD=D<Lku%@GL<-m|{t<
zh^X^CY0#SC<@t7^A0-;HtHtunj%ySOh5iOp1>ItPqZRi`vh~&Kn`qgZH<UT)qG$cB
zhN^8x(PcuvyyxT`Vgaz-_@u$&{_4Sy{7o6xab&?U!S~9oRhgVpelzlKPsmZMe&rQ$
z%gWrYx?@ub8AZ+KDwlrVj@+OG9`ppkX;bC#9ns74`t2X$oY~f2yl~TC2<45++YQmW
zkIR$_slwA_18iapWw(11i@a@1EJaF|zn<9<7z|5GuHcRioG0%#Hx(66J-_<AphY>Y
zUq5I@OKQyescrCOi1~c*Ygt#;ENQ%QXF)u*<Y+q!G@XOSE9ouX+kNyPC`H#K<YDQK
z@oVp{^CWRMAM|(e*UTnYAiy%3#GsvimVdS5p=FoQb)De*+p$^IE_9CB`)V;|vo`*H
z&R=qpfEt8045KHjVtq#?DXYy2Ir-$Y>f+2;TOPPYWOZ_Wx?~^sD*9d3LIl(&FPuUn
zxz)z)3s?F*F^dsSz8BMPXTOvT5>*3^d&@V?leM%%m#jY1cM<bYi(klAv2+=tJNxDv
z<Hp@@B-gT~F6y9GC&}IRc>VJieXcFE+EZ49=;{YFMAr@)sj)5#g$2uuA6ZQ>=d$N{
z-|)Sp=r&=nO<Ir|JpZYcmCOttJs)lrj;3}NGgNAs&M@)d>xPO(BCkJ|P5Cjny{x{f
z$hFs!s8-7F`vI}hin6|OMrQhsl(T3s@SPm{x*1rJ0cm|~s=U$R95k3}l7wb0jN|J!
zTJ{$uO?y`9J)2*XXUv#K$Yq;PXA|7c`)*gG6`JZ~yy>%~r*>31Sa5?j=k66*WRX0h
zU-240l<|I_Sr9r#fxCGpcR(=j<Lt|<kVE|^?jPQkyqeuf(<pkk{W$h*e9ORK-)q{m
z*O8SuW$HxLG&iUd@;rV+bm1ie?5?h~LF-<gP?p3ut+$?JEe6WA&xF@pZljd`{z*ox
zJ5AaC_AGuE;e)J0Kh;`gh8uVKbMa*ozX=}jb?f*Gx4GTf(v0#ectRJd&q)4VPX2{^
z2pH`}<>}eN<|gKBXLs&T=r_Qeo+VasWtGqP#y=aX4>_XPW&~K@6R}@q@1^|&OEU&m
z(v3_LK#<Ljdr1|b!80(WCfA&~PHY-~%Z_I)K%UyF02M2^Y(}j`lEMU!uGZ{GH~K=E
zvZ|5N#j-KX@4&W|-!tzycz0JjyyjRFWhDR0ndi8}_}iBnf`Uf6+>bpadI&ld2L~ob
zgij~G{KyUGrn9n(B^t9|LgRCV``))l9j$Wc4Tv$eRhJ>!1Kh3xBnn!pn&l!zTGWEs
zVLw+BkF=G~z?Xw3pOTes(zx~Zh4^;B?=rvq6T$$XlL3bX7WQ=Jzd{ld&OI5;l6ND3
z$nj`JDplJCU)`HYp-^nzDz*?ER=XkPkI)2ApZe11%FU;}7Tdg2z+^G^8#0(cK&-jJ
zs0ikjeP|7ve*7&37y%?PK9xpnFL~Y)SO?f1+hwLAY@*%U>5;MtmpXr>-e|OhSup`6
zYe|46hFOIk<eJ#kd-9YKsmceh#HU&i-XGt7X2uYSP?R1o@d3#tWUbXFQ`hI}4I9YY
zQyuCsxYDV|XqH2t-*G2RA{)A|8JuQTJR773@y`G0WsESNE3bS@Hh)g=628@b{H2#J
z5`(+;`OA~krTsYr7ug;M2cv$48a=q>Od5@<P0VQ6Su+1oDc#E0GvuC&)Y@FHFs(Eg
zbosQD_*{+V?c{`zhSQCO<Na(imznhH-Zj#`CjPN&93GE|)T8q=SQ<Tky3D6U5DFdW
zSr(Vmd&vjkAEZa8x;X5|w9->v__d@6`RSTU8<_G6&N2>9vGe!;MO&g0B>uIc*KE`O
zI4wP4w87I=tJ%RePQj_k%`pc?aQN_LB4y`l#6rjLo9oY8_XGtq=eMd|^lWOvo4hUW
z=%=-8>)0GLxeWwBXV{x!t_Bh^3|tX()M&w}6SK4uB@koiffn%E2)juy6bFU~?Y%b3
zUjQDF*0l_kL(^|rKbuKhEDES;Z9dfEQ+bzkO3a3Jyp;q*D-aN$4zwR2llYGoLgI0F
zJjieYt7Y@gF@V)7ny$lm;J&Zao3F;GS`+kiUYH|@&jFlG>VQ9mCIKLzW0siF!102a
z5ICv62mYvFxeDAt0a69#2&2LOM66<0va;g%xsJeP;s~Bj=5mI#;EN~Be^4tZtu{N8
zzVJ-hJ%>fs{4M@ms(|#ga8ukW4sPf>Z3c#%yiD~8^m!k#kKJ2#A0Os9j`5EXJYTIr
zdA}ehzGmOrD!P<12+x!Xb2U}d(jxuzW=S@9MYgK{>^@aVMth}EEPrn11G8r-)gNx`
zQk9G@YvT?FUAD-hDSiX%=ZMUvRzN%Pe@Jhh&L^xHUoWsCvxdi+8gJzZs||drf3|u-
z$EPDCzJ?~BTm5BpX<#oRe`>C0Jza@6v0Ht8xoLSc1O&;ntd<15g#phTx@%%_VIIVN
zKSpcLOWYU9n9J7Er0=A0h*o&h>{ervGGWDz$k=ZZYC+=Yne2AnoPEn#HnGblrD@@y
zUF`H!B#UXW<Oyyw>!)kXM7^@P!lDGrOA1B7Hjw3Q`(uj2QFIDyV6>U6Psns^d34N+
zN9_9;If-1X<!a88W!c4CSPiP7ZdAx4;*!uaD)(mB@u%A)v1~5dFI<NlZpCjnA+zle
z+|3I9H?zZn;J6nx216xoPgy_x*sQw_O~|%SlyFd-h}C#bvcPH_Ii%}8MoS=k&3;a|
zn`@6noG&|7$0!x4Cja=8cy)*}AKUR<Qh`=gSTG2|915D#RLV^6{?uo9cOyhRQ>V3t
z27g=H;02PNnOP}ybiIutBAf2me`7m*{QlNxHXl4r$(VphT(Hx?$FYL*GCcn2qYQn9
z(&7yw`tihsqG(gsiMveMM>DxI>5BSV2-tVQ1+R29rJPja{3=-50zF>wfnDi&!`6*J
zs1Te&G56y&D{a<tSUcUlyuu}38wMz+DqQ0pSeWs92_mJeZ^xhEqL17Ad_WVln`bLm
zbQsTq^w^O!CXzq2cW_@zpMbZzdkA{SvkC^ky2fqwO5g6<ih=(3yZ#4bUp-1vKy2Fk
zVsGHWrWIoQM3gRG#DgRXHiLTd8^XH(#^%D(En17LK&mjOl2%|#1gmmH-B}}Lh?Pjq
z94fW!g`T+b4)C|D7oD!*IfxD{w#6(MpF702XfxC8biiCi^7kB6*GO`Q9y)-HAliJ`
zjp3!GxkWt@Rh(}Ts-ee&^cy~W0T0C7ci$*)rnf=m+V@kFR_#;I@8ZheDk2rjaR7*6
zv=TsTQGRfP6hmFo3MdT=H1YJRj%a<aB3VN<C2jPjl1Hu*<^eO27QHud*2U5RwT@Q=
zrEHqS?n%>TcI$zPmIP|?_2z2D%t(cFc`alN{fe+ak1E=;CdI1m(creRE47ZYMcFpX
zW7X)2g^|FB*&qk$QFiFU*k1B*^U=@@rycZY|2KqahuOcN{;hI}USMnKM!5;GS$<|>
z31RY;hXp|fj|UtUI$mf=A2bvHhBy&zK)+F!W}*fT>bBY1Uy_JqKi=*~Omu2;G#>^n
z$ld-NzsC)mV#tw9Gic#%qovBT*X_zl+j|nWSWnPO!V?Pb)kc4}{USQEzJDVHL6VL{
z6SWmpWJ>wg?B7&ALQ#iPn}GRWeD9H}J+Vdh)ai*Dz?N>Bda=#3H{<7@C~1stqm8Ke
zNMu<5X>_;==IW?(%#`#~wUgvkOMkp~x#KbLAmSWmm+m<5vP)QztZ#DVby(8FooSl-
zn800@-HXcl_2#T`IOOT<F$K3fp#{te_)Li00S0&r^gt;3<%8dl*FEPvE}%(~nfIZO
zVQu-8dS-o0A9^j*H7eG=!oFGH=7%#cT?fkshM+rkM>7CQvo)Jhy-M^JQIfCn8f)Fr
z+A#sdQ-A#Wo3l~CyJX;9-+FvVmKQ477ew=PQ`sXS8Ah&;5!+ly3*3H70owJ?V~h1k
zLhi#N_03Bv7bx9$h?-K!TrT!KMK0n>q#IEmJ+g!qaS|a5QC8QT?yc~k9pAgwEfk?0
zam;zMBkU$|C=N_5*BtPC$=AqUf5^#2v4kq}_}{qYHOAWp3D3*Bh3tnes75*r45KmT
zNKBCC1z%%8%J5N+DHXGf3-P=b$qOPD@KcFZ&VDr%fn*YF#bx~Pbx=%SurIu^+uFR7
zwcAXb1Lm2tQ6j0hOdmFxvhJrk-Ah~Jqa|Ufr(z+|i^b!*oCLUL?t2gu=wSfjfU3d#
z0r(Z5bL9Ug1tD(!<lhydO*;0t4lEWGd?n*S410?PtlT<<k~L;?3h6Bk6dM;Nv;+?F
zkdU&#Or8KUAa-9Ico1S>1^%4;g=PBJS~2--+&N_h0)-*PX~IiWMi)mSQB>4basJjq
zB_x9P3Ixm@Tx3f808RI+v78GNAYkBY9>M;;KBAT538Ui&k^S5$@)c>7TK-RE$0CgQ
zl${PD1q3*Z35_P+X#>mMGqB*hhC2S=v;ram9A4I%#oxKSj`YyXPFc*q-2CcEc}*zF
z0P>i#VmGe{aYvDguM%!ETUQGP6|G>-_5KxK-}1C6c6t|-4f?5DqEeV^c3tFA5v}5;
zVa@n`Wts+H_%`HuhQHG&?~;C~{E%hGFr_G+=FU+ClI7wAZ4(u3#l#EAFZd}m^;tm)
zyah<%60evw^@ZJ__`x)Cp`F2;(QV^-Mt|)RLC%nhHmlLbrfkRc^+_#{huspo6L>BH
zMpt^+&BjM_QtK+Y&?H|*8N9CqM6V53d{Z6bTf85{W<!$174jvXPa6!NF%Nj8`qWiq
z^Eh-vMrm4&a@<)>`z{)eJ#$R`6m(?C^Bk&ImSME0_n0-UEl|_L^g3<4TTdS!ig)C!
zpIop>b0=N;jbjb;a+kVC^ylV_Lcq_rO4_*De1~h@giN}nV!-s><*(m8S#CI9=#?m|
zc*~@`b?fO~?yDeDOVUW_q8l;CkL)s72VCuNe$>1nnwNZ40Ju=Q*=Ld<O3ars7DVWb
z*_I6R`g%H)S8D{$&1}n8h+cgGl~615x#Tw|kvb7Z$^UR_TCFUQ)=x|;)a=G@hy$OV
z@<)mf$il$0)T>R*N@3|K3y0yCUM~UQt&an~@^9&ki40{X{IX$sT?1sgpRPMR+usZf
z&is}c-$;Q@nY&Z|NO%o`qmk;T6Xhk#%7qW*@lsdD$J?Nr`gIhneK#M_fU<5PnwBcr
z=To24%Cs@6ZER-%XHc5R`pH`=flBGlLf!~Zl;op!RJMqb;lw7;0xaTaO%0CNXZAZ?
zQ=jqzWhG&pc?;L0V+N*LVNrFAL30Lvq6}>~!)qXz)_m%)N*7Mc)$Tgi<d$=rT|>b6
zL0A#BPb%5wZjiE;*th6FnZ0PFoZM&@EI7W-zLh=({v}#~NN?DGT)u6oAnUk{<ZhWW
zV&D1K;%^Ab&8RDW2YoKCFMr#EseWA4VjTbV;K8uTGW$$70(0MPL=M%?q>Lm2tb)>o
zA9nH^M8Uuvj6TO8oy$lWVDs6WdgpS`rX9NGZjKk)#P5(AT|?DH-BovGzXTeLT5L(?
z%aRW|dJhv)c`C{~fDC{>RXzf4iByB>NCeD{+d;}fuXzpPkj^3M{je)}W2uAaEAJ~I
zJInkAqrs%f7({REm)-faQt#PVNI>ZV-AwM$HqoBeZFdd$S9v$x_9hLyBW+ujrT+Ae
zNIta08cSV~`LcF-aYgjpu$285+?Qzq{6_g~)~h<|dcq5H5oSklc02n?W*DtHOPIcG
zC-VFK+VR%cKIq0P(|J7<#s%Nw?1(ju?-(D=Vn+MaD;>&L>Y%HA`(eK!p<8DAny^?@
zOR;TInOa19#0Jf+0e;iYh<l8KdD5xlf`kmikpo@KO_TN4eHbloqN07n%|)pu{L-a(
z_owRA-Zc05`}UCWU)_voL=E@uk4Yo;t;F6J@i9SkJQG4*5mZN9Ah=*V^=Q>=gTiGj
zcUsNHX8#_V;a;Okh;%r>IQo3Ri}Px2zt<iw2|+dsx5+XH-42&ngk<R?-%@?V0kfQ-
zKC*(*sL0y0rE{`UKZEO}CP?^Vu<C&xzyk{mhzA44J=-6|tX=d4V5Z<AnEYeb3V>8e
z4Xh3Rj^>^qobAzxp-<{0G7zIX0LUkR;k5_PhpF|MdJ^1chKJ$YWEU`3l=T&tB8_9V
z$5K&Y&@BPJAXsGlg|p;f23)cyYT}Q&IQ`B1%ZjIO4Gs(VjE~OC0)o8!KYAgVlJ(2x
z!iip>xj#&ffiZmY*&D<bg1t5XTLt#vC_tewkXILFEdDr8oovf}>cIs}a!R`Z`w;6)
zMZw(L^d$U_8jka~&fA=el@BW$kLx`@e&B{C<P|kUH&9T;RcgM!cFH~WY)MbUO)TuT
zcVw5z&OO?QEcwJG(tf^9BmiiO4V-ZsidYtr)ZYd^&Fj|kL@e#GRS$QnUR`V-LN!)Z
zFosCv4gH9_6oO~HCX*vqz3zdF616r%UlSGk_N@5pF_&JZ>&(Ro9kA2EPqc9*`$*g1
z>tSVYQ8DddOjfzxW#kYH2I!gsHyX9CwC*ck8h(mT<jQRZRTyv;k<T2#waq6S7(t(h
z+ZZ>K+|;q+LFT&>%fY<QlV`;LkO=e2NNAm%)i%5&N^rGIV0oljolMSl_m`_ncuuX9
zVpBy{E3K@3=6SDMtLk4g`G;;jMKM?^&*{T9KYk+;u)n^nqki)TTKj7IGi`XVep4#r
zCR*{!02fI_VT?zJ{Pw-pJ$)aaChe&kxzvPXsI<dLLzzSx>e~+f(Y^YV{M|8`5f2vq
zqEj=ixSq*4w%;dy(e=%@D|x?mZq82eyg{x-_*DM9JRPa3p=bvppTl5X<T;BsI`Ng$
zI~hva)kK*_&7HmbFV!k`anoc=G#A{!R#<_yGLaHRDg&bA$XO`M)LKr&w>QZAc+Z@u
z$OssA)oGA~!mDIpwai9Qf;X8OR7W<?>@k$-9KzY5S!txa$))5zG-D1Xn8s8hUcS-n
z3=h@Whq)5aBsUmxV`5dd7MjG~sZ-cULq$7`eTZ3{2PBZ+cWQ1$wvyO#%s<}FU7IAA
zR$y+;s;JzJ+2+e!7-u@#prsaPLMX)VAma~OKqyhv{o>fEc@0g$Y+9z2wS(j^ltjvv
zHW^%IZrBK4mTd~9T`2m9dRlr+>0S->TVR*Y67@eG+hCVtH9gz^t4xA@_l>m0P-f!Z
z{W|ty=4<ZUR{W*9?SfU8r`FV9Pvu~9DX@b9s`_-3orXa9Dj(%;9uz*wRj|gZor={(
zcSRzA&&!mC`#YS-SjchjDvR@FM=cN=ZgSXnln0$l_Hcqmno|iVbhvvnl@}>jU9daI
z*yle?`BZ_pgJaLM#2VBT$FYtt8^4q3F#^DQ#M-6D*nwNj2ux4(3p9Syqyuq@Y={=E
z&qq^R0o@(}$R?p{5mP&>b+I(?>rnPeoZaLQpiOW(Iey?x^oYpQ%kW+N{u{zhjuKA;
zJ*Mul3UneFA*H;Yj@pr?ht4C<L>qpfynldLKp&Ct7%G+Ckq$2__(hwlh3*SQWFBd#
z8y3%=Ya&Y^k?ntL%dtN3?kH}yZj=nRGg2p~nlTY{^bAI$Dd063@MG{RFGqmVDy&@r
zjT^KkTn)>i{*<Nfebbu)hb>f|xxJ-xRgou^VOnZh{9?Qna}~IQODV}9$uJG@G-Art
z)`5*g?XhaP3hqoK@kD(<y(eizOgT6Qcz6N?0)PS+{3!TBoUk|F1cG<KO&Ykm3jxrr
z=Y)K1r=^x5PUkR}-FnV=g99~NV#qQ8)63<UUcs;+WAn!ToSd%6VxDXy?))(b<bOky
z6a^p#z$LETFd)E>K>(G)9OHen5hCXMWJ@0NY)0BTRk1BV3tpD9onFCQqOnL@Kl|%W
zWG=?L;U7$4Fvg$6U;o+U`X9e!8w5WFptCgewwIH>?m-WMs~Z5-3AXzYzfD5DPO<3i
zPzxO9KV@LN9_|CkS%B<<r6I?nvs{K_w`;(F`v+|i<5YpQEde}Kk{3gARW${b)o(?6
zMm^1+?RG-c8_Cly5byG)N#cX;Hr@;bo%XHpd&Eo}-!-l^{KOd_T%9Bs`uWv*#D@3|
z$G-T_${@9hPKeBF^Vb^8@9#i1qD{7(dPPRRc_jRX1W2YGO6v`*de5a+9<d)>3M8)U
zx!(D}WIDi1y)tg};{9BlF;=<zXT{z{U$?a2-$-VoCNm^DawtXC9q;zfAo7oP%bI_o
z`HYk=S~KV5h1l>ow;76?yf;>HbII5<zGOAZ{<XaJJ@3cT9xY9?_-_La@)i7se$tIY
z(48gx6*O=BX5={7hK#LSLGyL*$od*|m+LwUQ6I{$!xp-xwxJ;Yk$#AJXU-OO20Snm
zO6(wCb&(cG{;m*qv{`}#b^5OG7y30jY$Fsr(C6uHxr2EEhQ8JwbhK593_9$2tu65C
zrr9C&R?a0=`KSZR;40w#sSv+QR06uY@?kGHd-(Tkkn&dF83*(=AFkh!+X!O>n7Rbe
zYzc>U#an_UZv0k`2te=$BEO5OTcpHX!o1E3pu@Pk(MLHVYJFdC!Zt(7P-mX~22~B6
zrnfsj2fFtZ--k|i(ld7GYaqZQ!6_cK140o~K{9b5#NaMM8JmwuuOdzbNKPaQv=;Y#
z)HbZiYeq}daYY$1|8+|eVgsxza#OpPi-6or;N4&#!c!o^AU&}TVcntZP4t^m*g+@t
zW{3dlOb#ahh9o~606lVn7S<yK<V!|hlWInKo!m+WFXbP~>Z9Kbp1cHvKDpCKp7hNY
zRxdNPOIQf9vIM1o9iP($r6BR~1wLP%V<7YJy2YEA%rWH$$@621ukflj$c^pX0+KG^
zH$;34ikJ@tIi40+=S#0I+qtQK?ge2b#$;})Dt=mPSOJXx7R6*H!jr!aQ;GPP>_GtN
zpYmH@^M#y>fvtnSle!_q)QvR}ad`r!LO|J0E9B1yX=o(IRtPJokbZ21{P`X_jw%@8
zfYuXV0fGbJPHX1Bgu{MPtTcQ+vL{UeR0UQBY*RR?=^Qzxe}8Q0lTu?6#(YRnxu6_a
zSuOrmm4lST*zXU7!&E2uS{UJMKx5H)-79`G{=eGQi4Y(DBRR~sI;|`cpZ{zzr#by;
zF@LL}8-0jr7k|D|*xzcve7}=wz*M5C>fi7FUxhsch5gg&G2hSk9~t=mw+z^Z1A1By
zrm0|R{IscP10l>Y#f=Z3C&lza(7>?e2b~4Th&eNl#CDw=k=|%*L+b`_w{s#Ez?uqp
zP+)r^wkfhO6`pZHU;C4yEau)xwE{4{!K;EK14JM6fGr_JW}ge+@TaWM`{sUL3p~z4
z*?9Du2yBN46~jl$Kf`pR`cEIzLKtor+q@rZ$-S{_UFCjmNZ&oJZ>f!8Qb|hKgBJ(L
zipdJ|t^Oq|rYOQq<Flrf`o=gf-*30tCYQZq&D-^v!<C{+bclv{fkNF1;P3c_@@=Vz
zU(+V!lJt-Nsr0tQG5-9DUY|UD4nTNUE{L11$DQ<|dlD={pWB+tAHoi)lpLS?d{%RB
zqMsNi;7i}JR&DmQp_x>~`Sskv2hW}Bd+s_pECojwxc`iGQ0z~ssR$%u;i`NXsQJ|Y
zm8XM(6dv(qtc%_Mg=BWJlLGwh{)KV|5%R5vyVgan=qG37P)ehrbI0(O6vICY34#UW
zJ+N~k0d`K_f|v{p-*&^vatE-D0KV9N`yK$&0^m0S);@BOkjcSUBMqdzyhQ>uWSM#W
z^;&&p@2VxQ*SB@4-OVGItN0cD>sdYrFJgFo?J-y9jkd43Hu6nEU73*gx@Nw2zqfef
zuA7Ya;3xlvm<@NP8!bgTN2s>qm2R*Q3;&|6uxgM;h%!JgjxYpR3hcjQ-S?q0C}^R)
zmuF>1wNiGK*M{zP;WHPVrUk0`LWV)RClU3sba<;8>~++R1P?e~dMWEuQy48ByM>Q9
z6kZ*_^+j8ecjadVM=G3?V~^c=o|AnB$6wWJ<&E#mQ}}wGlk<T2bK6nnyQNUy()HKw
zxf3aG?Jb%l-kY6oMcOMaH(0(bpKNrWeq-8y9<S2XNXdC&u3K(+i{H;7<M4w<>>e|l
z<IA@<i-@#6UP2t=N}4Tec?NmgiHqLLVBDOw%*C6ai75qJ5hdxV_08OJ9CSPMJ1YG1
zdnn6GQy-eNyc!~kzMHu71%$`wH}MNZ|C&1ry0LaVAgZn0S7L`hzEWv5r5~evUzV`F
zfbh#U&u&iSmPgL<7rnQ|SG%u;-MoV%Bl@wqghzWzD>GN0J-1(yvfO4;<2;GZar7e-
zvpbQ*HOIbsXL-PGu`ieSr7<byT~p7Sz6$D#jSwE<^3+BSCY<tQ;#F1gOO52|roIqc
zCUB_{LQkCL3z6fJ2VA_w#iqbvh)as;ifJfuu{t?m!Ic44RB)TwBJC6w_5}Hc8H5Re
z<uq7lpTn#-|FG2j<>LT%E&w)2uy6)Ex+e#i6*RL2?|=Bz&=Z5XnjDsAhyGtr<J`O)
zuWA&&g@+U?yK-@<<SZO7<k^*w>$N;a&$aoiRpG#AW6*j;WCZs-m~lULOyL=}VRICv
zYL_d1`SY$a#8NYXW9K@$ha@V)DqZ~0)lw`pEp^uTnUiD$_ZZpSngM&d|K1p-=(EIf
zDW7x0qcT6ZiA*IK;(sZ+$d~9_zxp^zLSJ1$dx`tiHq#C38T#Ck_>Z?EE;^Nwk!G`f
z&G;s@P-Zn=<XuhiY_I0Y`Y}S|?s{pFw@y~z*hlg_B9)rT0Xw7ZV|CtbC$ptR(QK#J
zuo;qv%3@^at2C<Rl*GytSITLP8+Rrqk%GOpt9_c+lxaJ@o(Xp-%e$8w`&6=aFuiYD
zeu=HRMvy=8E@JH7&x3BgX~!utYdz&JrA1AqQ3u6px6KKc&k3fKZFy8!XBteU&ae1+
zUu4)jdxfV-$c5K)tyt8#4R-D2EAhhjvrGFSMeb>9=Piu`qo@YxHq2&jyp}dW#W<w5
z+uW4hPjhbg+>OsjK2y#v-KbZaM#Izfu}AE1l&L;ktePN3Wh<>Fb2vsg=5qrF7fk?e
zvDf$;MGLaKq3ivb$!FfkG0_2{!BeA4)F~o2#_j?dM%sUD@nW!o@DTN1ortjWZ~gWI
z??=njTfZTkgK3g?Ha<XSnV{o*J#O02>Fy%}q60#^eJlziQyLA%9DYJpORPo#(Nh4C
z{DAtX`_v}##1o+ZU>Uwoe5wHZdkmI0DJpeC{2cT78H_Q93s_)2CxG_&r;(n+ME<|S
zIK!RAOy@D99`Kd}%mx&gM=>ByV2A{8gh_9_vCa9P5%>0A#tCdWPlr#;u|L>_{x5Wa
z(+<OIfgNPerk<`&{-=dV1sHU$MS#ACu{dD|c-*Tpmhdo7rK1$yG=CLbiu;!KGLjGm
zi%!f=dP4u3w3#rlYU@qzyd6O1K=nCI>-~qIvVx7$;#9nQ8HG<dbV}cY9x`dRPSh2&
z8uOzUe~7Qf>A6imOVzLw)xfPG?uT!c=%xaEiTD=X)gq%>*XB*dB3&p*nJ$YGs<n0r
zT{ZN*>xiG{Hbnj0-hqko^N<+BJ4?D>@X-Km{&j|RLQbgOP(S-8y)$gD{F~1NhU2`G
zOdDrq8ZUfA5uYul$#87oF=Eu@&VHA|=|#*%iIgs;E=x~9<lggN+Uq+U`U`EGYX_ER
zr_Dp1CJECdm_Y<FU$u}H(Lcv3r8h}^nR)&b*Grpicdw!}WL{U{dE)4EZiihGrDERJ
zKDy_&9ha5wS7=d(L&Qg4cMCT^6WKGKQEe1|6o%KK#O?ehFs&>V{>=7F<E=Hj50@Wn
zA`ZJO0NHVM@MBknJ2(8i#|}R5dNz=1>pRSf@%Yb#=Wq;~fBZH!^@&w;?{n>d)pF+?
zEtgYszMQ`Nn6+?O=ZX@Y+L^n83Ozg&^7<cLT!XpaAsY5Gsp=(*$|?-LM*04{G?Tj=
zY3Wj(+vUupl69GSMSHC&DVjY*ckL|KlX30zU%K!ZUo8fuCei&EzOc0$c<?I%I8Dk{
zR+eRj>ldCaSpLw~x3@thnCsqpSZmdG^Z8Lh98~Y~nCRT7Ox|XSI@ytq$@jfHCm&1J
zD1?-~Wx7$D|JIl=-p~H7nCDG20QPw$B*A@j^;(;}U&|afdBlaAb6PhIsOGaeZ=n_Z
zuHbaAd48aL0j>A;wb`W>zGsp)S-b`*gK@di5;qoxO-Wm_d`@v5dn=@E5Yazjx%8wl
zIkMfbFB|uTu%@ECa)sEPw{y7FT;AhjO)s+o8P+@Qby(-J(|iU1t~Y%KO2f`evDEF`
zER2eEv5&X={~8<O>uV+%Xe!?^q%*x#5D@OU(PZCgSml$KWbNeivDoDGp6xs5z0Bhu
z0iOV4VP@K-u#BJWT(Y2@RhERBhW}MK)xh|0BYR2q*ilATi0!p1Tmy$C1E(Xi3<F+I
zd=A+$y}q0U24DZYwq3Q$VI@5}YNr5hC)8kANHdJZ7{kc}f*rguq(toJ{`zg6bl?*V
zbgaEq%HoPzFBly#v8t+n?YrO|ObWe#T!t7s%KX2~-el!5;};<o5cYKR0MrGb!_xzM
z0Wk6wgLE+*NFeAop;zMH;}h^sP2pWuP&s1(9I3&G!X@u3PQ#a)7{9x}uh)5}*inRi
zsdYAw^|ip3=~L~WPrPT!qaQGKQgwt=+AD^(ZQGPK-ez2PIPfU(m>)K1E-0-1l`GAj
z8GFfg_BO30rKDRI+q9a@lP`riit}He#c>(r_Rnmapa-0@&RPybgoZA@cwnUH6<p<I
z@N$jjdNN^7R9?T;d7ET~+q84dZo1}G<+9TjaGdsm0I?Z?ep1)-oOWN%s2dnOASoQ*
ziuyRtqsNqfvqBi!60ydrug>n+o+dsm<|Wc6Vdfx2CUZ!YRy=tl1x{Nb?|B<w9i+-%
z|IST%ZB?D|ELB>Ppq|Yh@Q>uG+~&foPJL`se&L`<?SYwSgOTZNRy|3D`6DumC*N-H
zMr_Kl-SL+zC=}CKD3PmgLfM#9b~OpJ(vq0G6;{>aV^))I;`&8-VJ~Z-Q81%5#j$aM
zfx{w&xP%s?p)h|qaIMQ=(n`IJvUc^@%prVmI-xegOsJth&y{&UI&?takKa6_5C0b$
z3>Lb!lK~9kSZ(u84LD?jsTD@?r2A01$^2Suijfs3+5ywWxF8It8D7KkdEHqEi2tz+
zQ!B)oaSbE6E`zfy5N#L5h};9Adc31dg*YoBi!X{~h!9O)yeYHojHq2JAw9Nt!kwXL
zHz;b?;-BO!5_%tzb(~zb<W^Rb-D3c)7$D800qSw=UIm6G@bAt9XsDRxeu_qX8*9_@
z?-j4d(1rkF0gQ!94%<ck+0Fo7TYtL4pWjg4e{}-l|LfQkt0J*X!lyecSku|bG0?p|
z7#co|G6xDCC{HXu`d<}|Rn_D`V=AZuQaT(iDWFBqHnJ4ao>P;cY$R6wdOcQZr?@HE
zU1=BA4(m(iyP0Q&%0U#m(hfUDhp+morqe6yW#F$UGk4y!qGy($abcz_#bYDRFeTn2
zxy>eiHU!^H5jPH}k=6gA;LQi6Qwn`=#lO)JD1a%zu<qq+f^-|t0Nc!lzn!4iZim`T
z?3BIk#pnwV_f<91?D2K(Z@w3f3N0^{UX~P!X12IetcoFb#5SLEAjE*W4`uz@iR29o
z90Ds%4bW%@|7fv)G+HH-KH)kTJk+n8GWlX_{uEdm<Bslyor-|@IT)o*=E;2&m|4bI
zFn2$JU<AJF|EgW=&=tzt#18hmFnShzTBTjU?|>P-{xOz<w=tvM|N1+@r~bE!J~=*j
z`q42+m&LJ*NuZek`BK3=>Vzt960~=wKddYmHwKH8H6S~f%YX)WQizjf=l^|-`)4W@
zEh!Y@Nv;)YBkQZ6h7)7?O$}I>K**v}(&_)}#Gk)+!}OepA!ft`c<k63Cjj8tU=94O
z4uJSB!6tLJ;My3-mXm6~6AS}(Uf}5CNijiH(q&PUTbq!x0C`)|i=qAl+khXLl6n6<
zl%LN20Fo2v0;hkUda-rog_ZxGksmPc04yl5hQZ8$!&EQ;p{H|R3{MvL5PGMc{SuPI
z|Cz;K&4KY-w7@WyJ^51we}9>|fGz!>c_$9g8=ya1fGjY}bI=0*;|~adfh7Nz(Ep!~
zF%agMjn0!~PdTTFP5nXBAy37u4^1Qf6p0sdxukpY%cLA^G<S(kC;6#az5kHls$o0T
ze3~Q;&iAv<d7(<R`k&v1`Vc#87!2H_On%hTaCKZw;i*|P>p4QJhdAac!|Or=jf1&c
zEzoe`k9|o+?~82ELvzymo%sl3aHTh?2v%wX8%1WIM@oM~thZCnMOd;5Bc6<*^4o&e
zV(j+oSUAoFki???yjKR^BReDI+jaUv^2xJ)ZxSVeJ?fc0tmH@y_6(SkN&x>;L9%Rg
zBB}tBrR>R%<hS0GPRxTRPoVOx!9B@uJ)I=+r~=Hf^nN2oG_s2n#9FYEW9rfU$y~|$
z#$%Qb`!$&S!G)<c4-Er0<D?9j^%yow>oK>oIdPqyBw+C@S*y|CPDU7w4b-vVHhI&l
zpa)C$>_B;5*=Zp&$4_3<2hU6Imy~7yO$c*E7L{wWJO#2RTg;*!9h}TPQa!zbiz0b|
z(8DANEy)GxCrz84T!EuCU{+&p@oj!@JVG*lL%=a6<y>q{;qHOAv@o?934Xw%1{dL)
z)NA^7>LB548vx(~YRN4m6K16kdx=R1`(wann3M@p0+sX{Ed_R+j5p#Dv%Sv?UihY?
zGObZNM*x|U9aamY1=Z5V62BjtkKBbGv?e2zhA>-RyapG;G@;<Nqov=Fz-VZ3E^Hwk
zEo4!yQz09jiAuEw-tw>q();20NTB4K70E7=E@st@^4IMQ?efAbM!^<@aSzDO$~PO8
zeDbjD>04X<Aj?XY^!<R-cd0S2^#cGtUOYcXP35(l#z!kBncBb>^0AqgNot~d!R|s_
z-QiL);{FiYEeKN@c2!Miu}$5=S74)7<lOfL2~r=lCjHdwya9wEt=oYEKfs{1i^fOG
z(2Y=#Z5B)ZpQrvN(}Q<<bstj@>QU189bgBi<TYT^OUau0dkV7vb=j>7>N6Vmf2Tvr
zt{R=Yk5I;71cb_>5-mX;Nu#zc%1JY_rtE-cO57BXer+G5zsrmBBqZCtwjccp{XVE{
z6xI#v=^-_bW+@w6gD#X~ibIWk;|Jzbu(k7s8?Oz<?+k<DME*JOEMiPbKsco%4?vld
zF;~aIZO;PJkpFS@e?KZpf<Kn~CqEm|?&IHJ%hwU->$O%2+t~yKksbpU+l8Olq%qH9
z&So*yS~>#i;~Pd)vWwhqEY$y;Q$PEg6eQaB116<yY)Wi@QesF-M3~1TkwoAt?zcma
z4nYwTE@WhQjDVgEJp&5uUf7NH0My+UxK<!(uvc-C74<Wqnop%{fNMbiITafL8|c_q
z@uK)h$i~>}PQ}!Pb+=%ogvd)i*l*{==9RowYK)P|OI!ylpz+QwH~~eiTUZ42B%TF)
zBt)1KP|$NhrKc$<AF7Z({*xz|FubPTOkRtCVqX>44OLY^6*i+iKA<)&5avNh6cOTQ
z4|x84(w{R>QtG2)>VxkIY^|17)TKJ0P(460Lh5G)pir0;DR4V5@|-3rJ;nw*k*5e-
zVJC_9q4L@>*=)n=J&Wj*k`RU`*8%d!NkYL`(Gu9?B_;plh?VoCyb+&%UJ8Aq3KA*7
vR*Si@A=!(9&I-}@OyxSxi7)9<eeS*R<3V>~4dVYN?f?H@KbaB1evkYg^F8a(

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-16-Collection of decorative enamel pins.jpg b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-16-Collection of decorative enamel pins.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..1d8f8621f00a8e2b187943b42f0ab364e4af2661
GIT binary patch
literal 50861
zcmdqIby!qg8!tSBG=ea6my{qebPCcX4MPb?3<yXoh(jnU(xr5FBOQVuspJsSN;lFy
zoIUV7&-=XR`p)&mb)7%H0}jsKd+oLMT6g{K-@5nJ&#PY`VpT;IMGzVq2!sawg07}O
z@*o^6ENrY>IM~?OxVSiY1Ykk}e0%~b5>g^C9W?_z9W^a2BP%aEBlA5LT3QYf&U<|P
z5D0{UT}(<;K$2GwB7o`y4Hp-e0H1)8kdRV<iIz#=|MkyRE9edm+Sn~@3^ZmC`W-Zk
zJ7`zmKn%ch-a@<n0sZxZhK_-G3kw?u7Y`q3P)!U%N5jBC$HcgG3lkG)?FU>3Vcxk#
z!o>doi&WbZo7ojC5D=At!y;Gll}u;o538V+TOckTIRzyZHQQZw4o)tJkg$lTn7I5y
z1w|!g6;)k5eFH-yW2p5L8(TYjn1j2Ar<eEh7d}C+-vqyX_dX;#CN?hq<EMng%&hF3
z+`RmP!phH8)it$s^$l(9-#R+Gx_f$u5hJ5x<3A@Rf6p&0E-kODuC4Fx?H?Q-9iN<@
zq2`4K!nm0h@b_k7|I@tg0P{k}#KgeFM$HQi-5dB|+`+uX#E(VtKpWfAm6TZ^00%4=
zl~M5(mqk$L51EzQ5FR-z<Tu+cYHHUr`+qjE!2eG(`)6YRnb#zU00RvW9>yJz4CoXY
z!qt}(dR+PR4ep`T8<0U}gCiWjP0`r}FYSop3RI$d1!}vWdj%S}m^<#e0zuQb@ss1o
z#(=Z@x$wVF#vt#62_oUkSD-I4XCuZTE9?rMX@5f3;QLn~k;~mH&{!7oPRafMw0P66
z8M1x_`b{%@1zJJ6oG$<)DP6GmSX^9z`mR7P;fML3@so4NM&WH@IlwSipzFbbab~#x
z-3v5i9sZkcxaD7cOd9@IAJt?dz_UuBI=Ptu(8tz)^<f^eF7un=zxp`)S0Cl3ORJ@6
z$UB$+xe5LlX0d-Mb3L)lukN2R8{nISz~#J~`NJQt{ZE%&HtGHsmw)iOLk!g}-vG~d
z@Yf_GHhF-?b~k+)*$F9lr2X_Uyg&|IuS;Q0=R5zj&!%sWEQ1sRmxaKmR?khdKLpbi
z#QJk&hJgN$`4nuG+-;0`!eMlLR5Im4py+y3)SR#xqRIL5wsXh^{5J&x{x7Lh+x<)G
zWc{ik8#2Es5i<X3A^zXGl|nWKZxhP-k77rhC{~r7UV)O3Cs&{iZCeU4aqglk&}$df
zD^S{L%T5Hcn*D+$5v3V7l0a!_2}(mH{-vQ2CrTcuUef;Q1<G9j^y2-WUKsvF0P6F%
zVPyW`bsI6%z5?MK#a)49_Th63mk$4>j|!hq8VDHBzceuIPXu6Gmp8Wcf2o51vxfe!
zRq(5OLT1B%U$*?$-T${5%ImIYFw^;#=%Qi9`N)%T?BSpaMr@Qab6l{J0{9Vn{=L@Q
zxs8o#Lgm%UV1j^;Qaz=DT4rZ&8dBeMcz*`${$=W+HYu}|A17yLk{%OhZi)s36dN2L
z9Z3j5XhIOOxGJhJ4m3hG(cwqv)T&TI3>pO<Hgu8@T@_he1<ver%<LS<BYsX!dx*bQ
z&RtHJpgO@Nl;>z(ogfeH@U1lZ4_0N8RAl1vx=~vQM>ZPpO#lD?kg;M2b`r_8pAKTf
zawqV)DaS#|?e1x1S0EEIM=97IfwaUe(^qnz9OV>;b%q~dXs|;TG_uikHN+F`(W-)z
zVYvbCRWu>N0l3OA7$J!5dU18Ap@bk2u+A_w2(_A^Nlq9CrBw{L>Jf(4aKZYc_fEK7
zKaztCH3anM@XOBGPjxWjGh;*f!Fr+9fFX73Od%WawpXq|ra+wd4QV;WGl7pkFq;O<
zDQ!dljsOcFNUqmRxrwg1i6B)~s1qYGLPHdxfkBLVM#k)%>~zquPNFL6nkp7nbbNFG
zE+A?Uy94S$Vq>dfLDZ_a+37f?SD=M{mt#VA{b4hBSN7aC_5Vr2)iJpOb^Wl|iCEDd
ziN6Bv?o*sE0CLXgL)IeETe|fWv(qkNXZQEW$n2G4V{@bZi4icBY?N@X*YbKvL0HkT
zfVlt?m6r_!7Sf+2=s~7GNeD+eW@ZQn8Y)O|azGyOWxLc}fwt3@)Rd=-h>o=OvRjuJ
zcG60~Wyez+3d-N1h8J&~;2Y_s>+r*Y!%_;BD^O&0*`){B^Z@dUR*Bxj?mjjirb1$b
zGE4(9h^7H38N?r!4atoh1Pl_!K}@X*Sm`&2wgNgykOCH<b80HGx7c{F0&rkexzPdd
zf%}-!G4IAe-1-7eh@iD(@19bb<{!|(&{Ev5K=d*2I>+SF)2d6MdHd<<ly=OpY9#;y
zupoWR0Trk+;&nYRv_QGeh%1oPefaJq;5di6E~=V=6@(e_x`7SNE(5Xvhpjeu;TEw;
z$Z&q#a<W8D*RKdfka7?B&K!IpHti===D4h7xAz`*GAb%q+Fya@z5qRN%9J16Gy%Gb
zH8i|@3v~7B_zFaujr=xr1#0oV0)=Z^PA}P)7M+tSAuo53Vk(y(P>s%kMwxB(-?h!O
zj(8(3H?D_wVmKe41BS;>z6K@M_H(m0!&Dr&nCx7*eYn++!Xgz1aMV%6rr$s9o5>JY
zpeMj{&7x+;f$Sb?b^&I4k3uYjI~UnKEQLCfsq_dvL|wNpH(j<b4bfmxXE}E9B04v5
zHLitPx8ZkA4SF7ejconE+REsFD*W&N=<9p~;j)*Pe3!Z1lwrQE#iR8npbz5Tmf3Ll
zXE_#&TCL4banb?^nGvUJsKp%W?QoCCY}o(3#qgJi;cYU1$<GT|9=VW>mU0OErm^;a
zMEl|P3X6hg%TIBc;~hYdTAMuoEZyG{y<WM0Nz_nGmAeSp{<j!);8rNHUoS6!`2I_x
z@BfkLSNHhLhO|wyo8H;4MT-*L?Unlqo(w-HZ}bR|;Eg=-Zcd-woYva(qxo9_I#2?&
zUcFHOlsvCM&3-6tdR+fQujX%~A6K}H$vT@wsru?cGZU*JgOh}^<Q5R`z2Jvkm!n9z
zjGT{;DxxZx>#)PK^;94_{5U_QgNq*qC&Dz?Kup=0LCTnrNnK@oO4J#qzuhY#m>QFf
zjfV|`Bm}C8368A_4tN9Dary(4c>*pMOrR=%Y;uXXD6mJ8Ux7TXKwRp#wUOt3_8F)@
z1ynA||2P6IWHYk5eT`v{qUs7%8rb;$3N+p_Rw{uTMJ=zUqAo`b%cFK;#L&3*301-I
zk%Q<ufVW3O4TT0o?pRQ)wgQL^rIL}uiK>_oR0Oc5h7oe+Cd!&3GKpAv+b@k4HVl0Z
zH?-FZWj-%EFUxYNX5heblVMe$;3Q4Rq%2k<tP>U3uDu~Dn4mwhPrn%mU0VSRx{e)y
zGgQT51M2`|qfXKL45=vJ_S$A5L*%cea^bZUfp|aC4N_<5@BuCo^uPIo;oWZVf$du@
zuK+Wx-N?9_@hhrF5ZF|G5<_~4pg|2Op1cAZKd#1KYgZNQPXh#M4m6ZgMdKvo!SW}$
z_Uh5`A;6ThWnZI$Cwg>z44422-5nq{jG!n*j&%G;l`oQM%{qGI3%F^}M1S(=5J29+
zA;3B?{U_Q2>Ht#ZxLGe$=!bEFt`|*Pfgcw@OMF@9b3lktz&L4{k?D=Wh=G5Z(^Vik
zo?1s~f)bz!9eF@Vm>NK7!nf7AJt~wYWH!P8P3S=$>Uoi}06M6m$3)1+34|$>LRfpO
z<bc4PjP#DSGWZ*U5OfJe=I5b9$)RAn{Xu;v_IC03rs3wyypKeLtl@Va9P}_3;;Q9K
z5oB@lR4YNF9$>_%No9{wxJ_wh*o1CbMk+0H30xpjVk$AELu@yPV*(ygfD_e2Z09v)
z9zda*Z~aQlE))Bu2Ex8YgS6LG=1U$-F6)$lHy>pQA$tA*fF+#jF2CZCQXo_eW04`F
zI7Lam9>F^~wuqS^%jPqm46A?1yX-=NbD>fem6XV34dbAig!4Zt=Xmv4LA{_?B6Dq?
zb7c6QD#zN6vIF632%v|bIukAP5-qc_z9e0N80&!`nwMz%pRa)aRsneCMtzyGAytSm
ze-sR&#$p3jDIGI?=m84Y{)LDzQ8LDz1Y$bsIu9z;-i;lJG^tull?%^}B#!39CxT7{
za+C}ZXQdt07cn@<@*k<e&zDnPKWixH>$N@)I!(+nf4Bee8>x*0V7yjIUx-fsR0BCC
zr(5_+>X3QR@`EdoG<nN$2YV9H#R(Mfg<!Wg12UP-puWG4=cE~K?%`O%PbMUrP52Gu
zIrtXm^D$e*K#YA;cDbv>Vft&ebbsp({Q6Mk=pB5eZ5(-$70df9*3kRtUCZ@h_PM&n
z{%=Phq1EoC5QTEr|L6GV(@m3{$Mx;nW&@K}z!)^wV`#$%!hj(Z0#}F>yskhF5y+QL
z@SPCpQHG0?N!0TKZ~$!Ra+D8H3Z1~1+2_!I?jTk0n)~|(t?Djds=~ljfk>=RHhEbh
zbKO3l-QJnhabjv=R8b}lxD-ZK;+xBrrG`zpm{(hELtj<Q&yg96t_*qtpjYl}#D(-1
zXpeWaN!mU7*~3}_;Yh}Z75)L2zhm@!xsz{^t@@@9Ts${{&w*b=-mC_&IQzZagH7Ex
z<7Mw#{<VJLkLp)O4AWl>{<VrKEA4*?gEqt6KeKV??}g|5@>1qM>n6_KbpG(KV;#TD
ze+h?;Z00ia{$B!?9-{b1p#9__+g}iWAE&`SAYbwTYiNL<EJQYanfuQzs5QOT0VCdL
z2ZpZyT2npv{=&839@l@<Hfxy#V&mWP0iGTuAkDAt?=u@+ssYb%y~^zWwE1wWTT)nd
z5TJ=l=LQYpl}Z%I%kJIzv`|y~kewBi4%P)tF5~+OXoW8E=CHn33$NQQ#}&vcmw*zz
zB=Ip18#vaVlMo94v(fQMvaP5<abp-aVGCt8nSg}=zU&6-TA{p{j?R!QIg@Cp?!I>3
zSzO+7G?oO!HYrh1{Z=*rf>BK|R8Y`3NEMX_q09`Gv_9g1=%8`j_*9^kDwKmbw&=nF
z<p#MtWwvYgGBzP@0`Ov&g3NfW!-zwOUTAF=yxSImYzWyZm04KUDsdIRFFu-f=}9(a
z3h(-s2F>5R`w&LR0~y6pB?KlSuWp(6B0pP{0ZM|=RC)65C_dhcndL}%E0lz=(5Tjm
z$W$Mf6>&f(Y(|arO(@<$H+@^nD9$&~>lhMQvl-N9zcJ~!c1*r{d|yxluUCz9Z$(mj
z^WKQ=w1c<C&y0LCdA7w8he}qe(}!X8726JlY7NQOm`>S7ZOKG!g{uAChU^Awsj1b@
zgyMVi<aObbwzcM!n5?fn^>v@Ily8`aWp0dRsScY}8<jXc4e~1;>{Ln0s});LPODUz
zT#>HMUZAih)%^2jX{Nj(C8NB0W5txuG{SOZ#EW`4<@b!$-cK#I<uq5cfaTXtEK;4W
zMk2@KKH1v?uAH^gFRQ#+IgY^HB`lr7i&r4=srVATkt!vb?PptRUY=0+H=6r|u<`f?
z%Eo9FuTwX($ORU$UkB@)le1ZN^E4)9q}f|{dOHW})?f6H_4e{O87{x$zvO1iv31i<
z&=tG0E#ZDp>aF&(N3>ZZPCq2*L-?DdFj(y!Qd*y=kb=wff#XkUou3BZ)37ckx<Sz%
z=5adr!5-yl*ni;fYse#v(q?_2po&d)w{4gj3d=>Ow#=i3{pH3B;2ZgQUb$;?d$=Ew
z4T!?mfHP)F$4UgU8~|wDuoXZ`BaDJmY}eZKcVGsT7Qk8{c~nHlAc-7CXn-Jz69JM*
zqK1uxofRe-X9gF^tPF?Ua47M+0VpgdI~Tx72zyk-=L8{C01AZiI#{6K8i1LoflThN
z@BpBl>u?R6veH%yQAI^?4m6zZt`c_<&ZX(@)Zhl^!vP0*>eq7?YdT-a9JL<Qn3R}<
zT^d@%F2ss^Xa9V{Hh6jT<_Z*t@A^4MGA0DJ0q`yc$^d5UOp?WcacZ#rm8pY-|3V$n
zfYks14#z$-2;gUKP~%;IqyeLz4ZvS02!+O_OhaN_k-x4ieNHV4?W4-I{RnA=$}50z
z2!(;%KHzTyL_wJV01IZLp8q;OMA19IY5`CNIHdqa6Sx8us+tZH9rB+K+eTx_K&pNW
z2dQIgt0;hYz_In|m_UYkz1%qV=|iXllZ_Dr1@iuaF(5GNvY7Pl709zC?w>F0<vjh;
zT8Cwa5N-Ce@hi~tA!VBxQlvZpu16iKfW$cBz07Rs{f7X;nfZ9>3Ekp_FU)Hl7iN_w
z+(G5I2x0(NB4ly2s0#OLne(gz^m9Nx136|wUg|SZJk4=^2W>RU^e`fcM^8qtK;UT&
z*OKkTNfWEcVk<FhNxQ_fw#j61&(RTY(&h%!R%_Dqp3u|_y@psji^k80s)9tMn$hjG
zMG2^uWg{jc7I2HDRq}zyx6Qt?mS^5utU%I_N)D=EhS3gHxpB606WlpP{QB@>(W*g=
zciYDNWu#MdTZYx~4m8@NgD7C~(T8PI^QQ!|-57L43;Msx8ya27N~&VSHbXRAo_~;Q
zLA+$hejtfSmav%2Nw~DgD`K4|ul=sJo=7kTYsx+UoVJid9}k<d$h9C0A1!7w<GqNK
zpmCk>k%YCV*MiXK-7K1966X?yTO<7~4Z&3Kl_nr<@pKgJ->)&jm{8;@A{iKf*1OzR
zE)&pov#V8o4a*sg&v+10Rn#FM`iJYWX!cVy`wnpwnSr7)_^4sQsj%Qk>ND?)KsF#=
zRIO{sAZ7R9;|{tgj_@XpNR<EE>Tc+S08~DKa<A7Yi46pp3J?tdGD(&x7ZE1>3CI~@
z5gLq?mxLYye%&$~k;v)+8F@2;7B8Z+MVS%^Ge9q@K4ud}B^IcZ!5@~3C?Le3wud~j
zN68wc+c)$SiZTN%92fw_N&T&=s8~Z-3fBb`CKRwWGqfEe>b#5Bwr3GbI$yyXzHJtJ
z<nXh3fGQg!bU9H%$^m?xDZ?o>OPydg1fizv@C^d^9C^UxIMRpFauZ=ADE1R&U8p}O
zwFZ<NAbbFWxd~msm%r?<4Mpt~FeAA_5evU9Ryq0D`gk1}M}ENq?!sW{!^{4796*AA
zYLpF0Cuh=E;}-?FX?PeQDQjxqvyFR-7K;!ROE!Hv2GPC}B1wE-EiO<{`n|qi$IuYq
zS8|i`<yPdztQzYcX+<$|^c{4A#<^C9RCl{`Smmo@!yjY{>X4~w(ml-1g6Jmz4+=(Q
zb$}5A;{l$4Qb&6>-k<(Lo?<}*E9E}<pG(4rgscRy)LssJuvP@xX-;kk6a)ogG2UOH
z8#5D-FpwiE+k*gX{8uOjdIM4%VCEk1msg;Mx!xqL50?Oj0&JSSd~Aj8{*4i<-9H03
zNWhr!8yGI$-fP(?9Jg`30x<}{n@yeHUV)gV?w_q!PXHuk*N?OveI|gH1QJzQ7)q%y
z7~+I5Qw)mf;|PM5j*Eh-q6DCXHobwOg};|-KdFHuXg_p6vBJ4<7%|P|qWXv(vYrf%
z3gevEOCkHxVqKaEef~yRRa8Tct^NM_FHeSm(o#elwRCi^%l6!(IDebK5wcsp<ktQ&
z;(I6QBpM_O@sGK^ztxVrl$k-ly0ShiEELEh!)5@$L$wak1j0Azd$j9vewlUiNE1Bs
z<kjGmY-Bqx|B){n!4>F3stk*{$E@T?jGp6$iEK@%u!<9R)dv7DIl4-Ya{CE@@cE`M
z0k^;4JQPy*xS?m=-R~9Q-q)v|!sKTb?|wP<-TCH?k?@pNM&P{ECuHG53mnzJX>d#B
zmTPy3%WZp3-+Ar_w0lz*6Zi3*o*G1i<?0qezwM$g&p?$X#aL6dmXstBM}lxc20P6S
zGOgusbPmj(WrZF(C0D}|#8M}}q1Eu@<dW?>8yZCISc)fluFZqm^Y3drDhQZqgHgAt
zgA~J|mC%|d8Fh`KY+gb4{O5|PA8*o!l80nF6M-ZV1_V|hg@UCM`T?e2379_TQ<+6v
z_DiqqLSkTp07&>bG9!o4fNg>>;edBAAnJi2v3~<NRQ~_SJ~I*sU#Q&!2%;eO)6Is0
zGS1xgxPr(`5VD?V!*s(BVFtcr1YC^#8A9$l6H~{806fJoD$hm*cX?G<6#?K>06G<j
zY)k-mip7Q%0sumk@uN&0S49&AJyCkDGi>Egd{9hih?LX0RN5=qHxh5Tc)fHX6Q@Sa
zF$U}dwJdV7Up|8`I-)la;h;Eki?d(Ae?xR%Q^<rrR<jv1UvsvEKr{qWWhYUD{SEPr
z8Vm;&*imEL1bh^q0pQ=iBQ7eMavHwNzTo79FTHMgaIwZmNvKR+RHT<ah}nt=$R9y`
z&1D+V(HZ1RA5xJG|L|3KjkliXTL>kzb)Q2@<QALzNdQ#$xk@!|R#W1y1ZT>s(8XkL
zq*;;7*RJEleC%c6*AeZk$hcXfcf1FKtg(gJ4`TCXDG$n6=yV<xk<sTB1SN%vHPV`#
z2-sKi#2XSellF%{>5Wv<a_ufO7q6MRn^N#bn`fFbjgBBhnSBqvSxqx=<|)0=-51aY
z$JxK%jx{xQJsmpnR?~UqG~6Pc^bQ$o>DaFi^`*9=F1r1s<ZQKHn^n4+?`cR^Z5?aq
zSh7=;d8K5a59ci&K9b1YKJi2aMvN|V4!m#9lT&`KT`MN$;EE7nON3AymnneYjh5Vt
zPB`^}Z!?2d>g2xWbA8LppXjWh)3BiNRRtTJ%Ag9@w*r#h7m3_T#t7D7XM-_)rdHOV
zaVk-vL`s9G=;#KvA_;tz5GdDcY52);&?-DdmQcgJqqzl0+ywQ%W(P!LXkukyrE&%^
z=HWettYeDDM{3J<0Ga_pNr&({WN0fe0^mko_SSW-feIo3I3Z(|*&sSExhNEmCOT~S
zLylC8`RV8$_VE&6!JFVIU^QetK>o_~hsc@%V=ao=T!G9C8fjvXG3@7~U8@#*bd`Vx
z7n!~3x_GIAJk<HA9ugf702FEfNJ0oyt>NM?a{0PDK#F;eR>>Q6x|F1c;6pL0Z3#ms
zPIqp>;L2yw(RYU|_Yco0Bjovzo_BLArK^3Pb^oTfB74UuGB}FeklOjYjECmwknj?#
zU6k4Kn|VUP4)WZ#<ylCbv-!wxZ-yPknTQ$%x3T;+{S}AR&D=Psmu43O{%h%x%2I*0
z8qWa&jU3zg>FSQuS4Yy%FF$!+INqHUbGE&sK-$|C${b@>UO?5AcwfG&OwJ?EBRuFU
zhh{_A1dA<X0L*3fyl`7El1U-dx<(KwRFZC=7#t)rRZZn|k0;s5+6~Aw=N^j{LOWhZ
z6q-3i_R#g^eBV*Y6r((le!F4HpKSBN`OIjw2v@h&sbt%-P4eSjwv2CHv$UGjobaI1
z%VY3bjGO;+mPkJ?N0pb|M+=e99GkNbBsn#5euP^+T|4e%i6K2cps!}>9O@N;6Zbt`
zkH7Ps((3los#1<e<OznhFI!!LH7*G*Ml_#-+d%y7VJ|6h{X7H7L5=3L)n`0=sY-MO
zf@VtZUNXURC(O*1(c7Q?RyiEVal_@1+Q1d9&5|;e%>7kAnqU=)kk>7s34^q2LE2?$
z$Qkx9;AcA;Qm`YLJv87O65N|{3o@K2kHQ4XFn~Y;@>UFzXaH_=65e0XV5j@6(&$WJ
zevm-bX}`DR9OAmAlO$qv?8JJ8*E1IARWCX2_0TvQa))ch;|a0g@TW4wl1v;l+5E>B
zgSSH(?AUpbzPUHjPr8>`vvchr+asM|gl29cK*$1gYi<m>@Of~9M8qi&bxq$MmbxOh
zJiMhI1FFXYI8R0hLe*DC7mc$D*lPqfgVtdHFb9}F*>5Op4}|WU{XBqm24KN8!F6pJ
zz_n}Qxeaw%iW|cSfKSOSZ}&<ThRY8#!gMU!PxUIYq;LGC=8eA`modYB4PRszLHSbq
z@L&DG(bvxNnr*(uW{fl_^Z+=|8@v?lk9Pypu7d<{j<gw|oPq7eVO`>D9}Z;w{2VSP
z$DhuLR@9U)pjrnE{V|yOy1JZ&g$|yQk1&6Y_>ZW<Hq>!%@j!I*iK}9D1_fQdj&owa
zFIkA3=Z<sqX1}bcJsZ2s`38hwWM8-ov*U}9EML34FAC3mCj~0A$ewrGu#C8yN5OMw
zR-Yc4P+3vz%T;PUHRVPZB@o;QFn=W+6RqLwQ}3zjk{G8!Y7rq1b*WnO`fNI*Y7?!_
z(b~mcjuBuE+r4|rphNDO7C%h(fqrpE=8VkS2c8BF<E{6m<mXnqRr`r5$CC;Jqegba
zoU_oZ&o6&^T3z$h=3ZOH*GJLLy3_pbVGJ`Ja|o;EmRYh2q8YLTCwe1;Vl{v65v5p7
z&XK_QPq$PYiR)TwYT40^^>L3_@xtFN@|h|Kq*_N=?1^O`VGQv=wqzcJ>>-!T`};0(
zHk!7L#pniDPRA82z4O*9)p+6#bot|Q`4@}OS<qy$sTT2;*&`iD)bgfV`z*aFrg*ls
z-#_YY+8)4&V<CH=yS64=0Am%P4CyUv5DW(|CP!GBKV7n|Z%EB$z*$Gc{zBeK75`#U
zJ3v3(n`FuBb7Xz75gD$2Tm;?PpIi4PA&uKNNi(0g<a#ZixRXO~^m9LV`+MQ@ypV8y
z9lXH+7nz00sa1GFVftv&Hjfj0M&`#TAB?H;G3?ifs>1{IhyI8TMM6nkwE6f*ok27;
z6}6kv0zhXYfocJOwg#{$D#NS-LNCA;;i;p-K5C;D*oyYA-4mkcGI2fMIl+gssB8+=
zcWNLTw2mY8GvBw2%ba(e0#J1FZzyVkf}$h<6b%Ow?i(mNeoYYVPy-B+k_tfkqvZ|*
z8FcoJ0)RfmQ?p7GX~UHkboB(3`t|k=ag7uDIZKoTTxj*FoCus*-zTt|KhO=74le1q
zJN6Z_hUHkOtqV;abiUo?@+*y^CWGatqw+A0<vnLT!XH8TmV=iLr3Jgp5*)KrZ4G+D
z+=wj_#ur*E$p&|W+h!3)^<DgvWCJ4%e~L|Pv>CKM?Z?d4F}?jzz*-|=qrI0m624Wf
z;pQ%#;|uBUl97msXwNYls+Q7f7o@0lksdmUo|TVtX|FiWdkB*Bka93;OAxM=H*+Dx
zrlI##H(j{TQdAq>_07P^J6rfJ?RVRi6|KDdBCk}+R7&J{z7~0!V`u^|jq|Gy;|Ikq
zglpvr_i9(^oUP*_@1uHuMf-^#6wi3k>=18^$C%B2zlYC+6S|mB-&P(5ZR(Hptko6&
zq<){dOrrCCMoH=Op!Pr(>ujEmt<G1DnS4P%iICNh3uudpS`igw?{Pd|RQOuxav^Ne
zsk)ev)taRMVmkHEZXmW<id)5!PGRSBYPh9p=wuH5{XMpb&halCb!jRi7abMNQ7^yf
zzby7mEAv?rlCUrK^!?xngDPA5<u3**Ux=2Js16HSJxjMvjT;Ed!f3YSlJ18}5g8JG
zFnTvT8PoYK<da9fE@gp|>TQ3Nk4FGLUS<#Ea_!lpzawP{fyfRNtYsDw2czhIS*Gl}
z0MZ5gSY8hQPv&Ul4iI)gGD5Od89!dy|H-&^`g3f<acc^lf+_$3q?R_-4jRlI4ZM+L
z%;gc(LJp3Q2HpFf%#g9LSL*QT4aJkNEVbfr3ynXyWd+1@Hhl8o^j4$?lH=BSFZqqf
zJ;pQQo=ZPkJ7hHw>iTBpe5f2f`BU1hq});|ms?HYB&zUd=kAO=VJ{z&4849yN9Wbv
z;6P&7){jyz;WWZ3H4mCuV=YZ1_fv!F+CT_SWJJaGN@FS<x&m<_cZ4>PD%Tv19sRjH
z4-_o-C4#CT8I9p~TDLM%9S6ON-#o)b9@-2LPQTjs#2O2oZunF7rY%kQ2b0UkTipZm
zn%rrPf8ejlb_J(@l1mB_l&y4^#`IMu9^p9Kg@xqpWW->8@m&~SGksNEFl}Tu{bJI$
zC!=2&=ZORW0ILMt^3sOi3pH2-IQB)&y}YMZ7n-P9;3B{PPdX^2G5TX$lohxS?SAB8
zk9-E_+IcDF;w)5Tyy>Y&Zu9l|tXwvc95*i!?R3`y{)UFmic{)dmQ~<8cw35ic&AQg
zPS)T)`ftjhuXGPKR9Uf`eVnVl+!{Z``V1SRDMqi=CJczk#U|_8n8h2ZvL%%zpKraK
zm|tWlb2Te3OceA;_D~e4rdyX(eH|Pc>J53597<r@pl4zz=%(^B@-R2i;r9#nM6(G<
zB3jwtxPs>x!`Zw{iF??whKF|$A<?C)#fBVui;ujj4+7?o$`brl<<(FXRKQmP6!!sA
z1xlh&<sSW<IjuXgw;{1J>zV?b?un>UL0NDt;L>gaAW&2V1V!L3`N6TfwSaR{!7fMY
z*Z5F(j4NGeJUJs;QVFA~9z^jL0K+kkja01PaaeuH0<`1=N_>K@Kr9cvNks}cVO-yU
z?L`Oz2(Q$-8UXy12O=?0z;#orb%O-{3CI8JHG=MP<YWdAc7UsNDPyDIT`6CWELPM)
zSOFRiKW4L~Kjx=>pS%I_sGg7|Cr&w+f)L5b2Ot<rd=XS9ld2;0bfslE`FVd{gHuJp
zEKW1IP(@CnJeWM?PYbdk+EFYWGuA1qp0YG}MPCDJbpj?_A-M};tBb-|su;xR<Tgii
z9*d`@xVi{`e0+RVk)TH@OUkvUgb@f5>KoAR-Po2A(IV1}OEy6spVD5?(}xVGMi`7O
zK6f$>{{Fo4Nu*s%y38B1k*fW9wVF|gpB!N$nZeA`UMeFNe~iE1^TQ(PyCZ<VpUR7#
zF;L#x%83VQ4o)Fg>4N!9t6Fx&nxl7l#(GRBLnQtAID1Q)*923;Nj&Fxgf4wPrVr&H
z?q`g6N~zA?!4I|(I4y1U)DAsd(>8ssrLjv^y`A^_djh$#iATIQ26ozZ>J><R6jJRZ
zz0BQnhutVyEbNRAJEQcYd{eOR^ZNwc=%(vU3U?;cUu$HoC8}nAY$hiwN2HH96wzwb
z#0Xyo&`9BSnEOFG`5TuHm>U}-sAlXFEhZUMD%7UxX-(RgF_{Au_ml@%slUGMh_*1#
zhF*qZ&3fUkbWke3OGR6tVt~HoYVM!3(2s^Ucx}6DQH9l%FGtsS&M@fI);-UvOjTYG
zBgrJ8q*r2@te@i_I_eG&TU~!}>6jU&B)U<*vcRdEr(LMI`dQ=YE02&<GNF>DkKV5B
z)a3VCpGh2*ux=*Vf`6?Dk&Uc72^FQ?J~4LMW>Lwlb2|Fd)8BnY;ulUt#+z3%NkovF
zW9h)u)QB}{)^yL*Jz$$qV;+BtTX}@q(SRbc;0?2Vw(L;5zhLNbht<Z%@7}+Y$jPHj
zAc)VEUCAU^f@g*#Au*a=a2e*fB$dlC(FrkUL0vgfa1NSShw6s_v%Ey*tdM8vx^MVs
z@^@h{<Qmd8pR;H(job?^f6-^hSwO?Ct5c8<9_e*>txBlO#iWDxSW>qjGe!0m4;#--
zc^0Y+5d;G`Zh$+uF@wK1tZ;Rv;3#AvvL{5&<>+#F1^R<^lM;p`U3#SLFsvxto7({P
zPM!nXC!A>BasXuBLQ&Kkr9@{B({`vAtL~rPo`8?*m)5{fPGc_Dud#(HEceqjWq(bI
zfU-Myz-aj2D4%%d7Hv|xhkQbqVFcn(mN035>-QK5bIo)lhK=)eIS`0MzR0zjzGb>{
zIxd;z5K5ooSpBxM3@b)D)#-aXTWxfGr+$6UnVSrkZ9<Nb@ate3wIZ*c7rzElp3ZIE
z_dLTemaAoP&YT`aXt0rfe7ilLs<m?q=0Hu?pNN@WJXR{>E%~wt9&k34XYUhSbazV4
zFlMyk4Z|On4j(SpXUkghouz42t~I&+p&PejFiXG6&la#I`%S~cY+zx_iret_J$c5k
zV~WYeS9Bw}Mw|1tkyZDI`np^XO8V>`ylv0yq+H%t|5fu~0i&*znl#k0YPQT;{UzHy
z))xjJ+{JmRwbXaj>lpY7n3s&s5`(Q1T*Ir^7^E29^^PtwV})rw=yP|TsC!C}P1aIK
zx7sD+cjk+?qG!`{D6}%}lco^gHGN<1c|n(IAX9(=wrcl5D}qoGK?r&}0q_1YcQ|*!
zMV&Z+R9LtISzw>(3CRJQKR{S#V}j6n=h~zygs=%Hui&LWiBa(PQQTLpco@1T)|MF>
zV-}p21$)Jy?N_1#K7PNCZ@OfCFi>#OVOKncB&pm77f&`71<pJ)|BjT2a~mFT^?rsJ
zV6t;o5sF#PZyvXqy9m^0QE^vuA5QC<%zL-}3$ghKI`z4b_iH!(&r+9fUOeQ@K1i)t
zsCrzdg#H!imI=N|+~~?Jr_I*5fdX28sgwLBg;L>KU#b0XECM2U5_rFw^Pbp+6!Zl*
z4zEarx~oP6AJDCfI4|z1_wTP(4>_jdeOb}ZT5m`RUp=@2C951SaMy|aHX|z@gU+it
zdBbieyv!#17-x8h=~di<;jn>~L7vJ|JLUG3`h_U>CXvI|3Ibw5{=h@AJ9SbXH-)uT
z6v;Bs0$p@%-t^<86H)P0x;4+EQPw1PEL^#HF3l41WE&g)sv55BLZUq2DOEHFRcmK$
z)Dx-e=Vs9VTvJ&W&LgnuAP^|es{HN#TAwF(@zh#vw8_a^Lv-Vk3bta0htKjvF)$<=
z2CKOelVX;AyaX>4ez|+w+|J7B{L^jpK0RDLwp0A^{)u7Ix~`JL^3TAXv`=X9>~lh+
z7B3&hcP{k)nHQ=qX6N{PvAH!<>E_2B@nuBgaPfHm_5QNck2}u<H@QC(y>;`Be>ZT)
z&W55^UL0R6^#P<9L`N~)Z1;O7<h897_oFAiiV{kn1S3jb*vG5%gUKRB!X37Xw;a3`
zUuBOwsY}|?$SZPrzOZPn*!Uvwhpwr{&3tvWtWzBi{_(^x)D${xqWYby^4EebpJUn3
zOV|rbw-#8UVf7-I5FxdZw=442dbHSTq{NzeYhk7~V7Ux2R-PxK`7+MqB8*EZRdR4-
zPq105UpRbZ$szbMC&Vq9Q-_H0DBn6Zanj9%g(GjI$;e4)c=qxHz5zff=n@(m9B+LG
zJ|+)P0ETD7Cg9$gHBJo(uo<SUqKuvh14@ena)C;&n{7zk`FKjZhLp$E?{gBu$@HEi
zdXSG(jN>{vQbpT|f(#2ze0m4I3eP?P3OXjK7mK<X+!%`JZ#`V<g_OGC|E3`n#VA|<
zPVmicbC9rKI-9^?IWFtuF%dsxBd=D|e0`~n@$$t5$CFAY?d`HVo>B(h(>y$idJIRO
zo?$QOAKD*Ex#%PN;B2E{QWxj;?;n0HgkCz*J09|m@j4jNV<a+g(QxLt?6mR8m^)%V
zcW<x#p);<Z*spkA<k7<WDxG@tjiku$H3ORWw??+Yb|1PGot#~AO-HUyE>;@1J6L|i
zwhq^?TZPU2Fp%8QM>u<^9er*DiSJR;2GhNh>d?Q<oxfWW*8AL0y?$>o)}*n`w)0u?
zV}_?OrmP}Qp9w-c4IfrpKcXF822^b%Ghc2<f%0aLCKD*+!hx+i(wH;s3dO9-#5sw~
z2t~{jo#M3&!nxG5Z44ED6P@Br!^ax|)Ma|Cy84m{fMGOgXU8ZyWZrhgfe;*Lh1yt+
z1b8BibgREu<G<?0{^mlmQ%68m2^n{?*$Ijw%ny!&^;c|_s>y8%-5u5lvLJj<n9P)=
z=VKu6KAXHj5zYU^CzbmbLEB$GT&!uZw(Q*o9>Noz!d}jDR}cVbMt#Pr#N-Cq(Dz*W
zxtRW=MN}6_??Q4{NQyWP#c1`lp|dnKCTYYIMWJ0ZFG>z9lFsz>Lt>$}KYdDLPost$
zX34*lH$~h3hDASPy(PvSDauk}^2f{n=<HAZmoWWBxhPqa<;RLtNrTqo!vzn@W@me?
z>TBv^DXa;~Rkdr-pNlfmr)<b8H<G02GkuPqb@be4O;o{e<e=(Q5v6adqt&xL967KH
zPf^8-t5TFKI-(daJ^aq8T;HVpQ1(}3&NIF6EXopvKkcR+WF2qXgqn)#MFJ^(>ABOI
z8=4x2s?^jHW_5;D+(g{uwiyWy*SQBT(DL6~Mz=i<R_@yV8LoN;7w;nD7A(Trc+@U_
zaK3@G6a7M*F!5#7mAW-O0S8+`$<%;neQMTTpzC)dENN3b_UZc`JL_`0pSI1UU6ZYd
zV)C&G77=&!Ebe3QACtYl7hP|c>Z<F;N_dv-ZJWwp+<9x(jVpS<4z`@q+zi#*u(J0x
z-VBfF6xUrBgleG|%}umsnkZP-6|8Xo+|yEBt|}2f*BgoBJvgqe_^_Pn_@)(4Oq5RL
z%s}bg_I(yJtTVCYaM-<;G49B3?`b_RxOLl8B^#@h%E#zR89z!m)4JFjg<=Ga;H@1Q
zh7H%Z6F4c$Pq07fNA{nc>4)93<(djj)$<o7CQK*xv7@?h`0+k-BYnbgQqOCjp8N^T
z1L<^tzA$&SDOyL~-o<UK`(y^4;ghjvaZ~-$Rk0N=ZdhhKW1q^2XrI!+mk5o;bjDtF
z3~A!hO*uA``Q075z-Ifx`va1}^tqRypCwZRVnAj~QR-5`a4_A8LBY>K|8!AzQPH>J
z7enj5`A6rw!`uBy&)eoZAJ4Hi#Zev}6gN9+)HF6JKSFbKu5UXqJ(P*ltB8)1@dc`w
zlo3RVT!kb19~>V)NQEcbvHeW*k$lu*qapmmwQ}wS{Ze9?3Z-w2a<F{&9lt$SBXjOA
z6wt$N-MF_;)lN7DHWKIXrVHH#NBUn_DuNd>62(Ufxr!fF6v50B_T^i1GUNT3N9!sp
z&lr{+`88mU?BoVA06MhcEReT}6B3{<&CQipe>k5_MlzE5i3t1)mYJN9?UY}<GV}l_
zlrSCZ_!umNpFO+IEI*`m4~~Y|&2ITKa~PdK%|cg)<fODa$m{K13EOg~4@vGI$&A})
zb05bK&=5vYUVObXvDMFMR1~GHtc;Dlm&4>gt%zNM<|?SB3!TCb?p!`@T{C1xI4wk0
zEvtYT;wa9>{<P~QE}PI+yH*u^kJ`4?Ht@v3By~0lb>%yKAXb<(F50hEZOu{l#lS;1
zzfeI{f`8-@+IF_KjuFZ!pgwvva~oHnUxXK73c5h;SXb8tT1!;+5%u(Z9)Nw=Q9Rhg
ze}Put|A1C!RKe77m>U!z$)2M2YmIM6vL*+h)PgEIGy2mlHembh#`|2?4r{QY^?`(S
z&=XAv6<0LtO_E?xG3-}eKf@34g_n<V7uY9j!dMq}sKh2_=nkY=5V~?siYw}N_wSC?
z8ZwhxUKkC~`5Foqoiv({jh3WGJ$>4M<7D`q@|Xp4$Rpz=PhOkSS<lS7!}Drd<@~Jh
zxKsv0D)V#GE{af(lHO|jJg{MnHj8oZ!xP4em7wtw3q<y)vt-VQ9Zcue6uB>6BI|cM
zT7%chAgo5e*WlQORH3JyTDEHk)-|yT^wm06#@*P7)hq#t{S7faVab>7`gflVe|Xw4
zYC9E&9n%)l`|joJ!FfXH{zsWN;+SRPZp%@J&mGKr6V23ILt;I0)ANQ!h!I*))N3>o
zK&@?*2at|`MaG#IL*d<ZT9=XxYx)DwT!4-bUk+>~7==B#zjd)1QkPU7qm~N3Xx{MY
z2M<;a6==G9^IZ<p=YPqXMt&-!W_#^z*to<{=Z_sDMU;Nwz@vG3DA5_2Hgg|GLO1!v
z(&on>s-{IL7a^6BA9bttX+NJG<>fD;DJ%7Iwvx0G^*7jjSEbl=HHaG*l<2dZ9dCmQ
z#o|`;68CWv%}WEtMQ(;9#KPf$jTU%W&x_QO)aqi8l5JH2k8Qv!EOR;Tub2^<F>s!E
z?<S|f_Kf2)y!*2w{1wRyRAs^4t>2aXKwJ7N^()^)cP|v9e@_g=CzFnoHRhfOAlHYS
zomm5Wu_RTV{T%orKDL!pA4V&gR}!k6_Y9qz?|>zcYucMacyP-kAqGCH?}p*$=jiv6
z(>jl<8QEeD257S)9JPpoR?!kVhW1_K8LgKCE`>P1Uhu>TXlH9DGvqO(*szm(>%4gm
zsd-p#0dEuerS0ixZ#i;^OU-}JpIiZC=`SUo*4wmxnG@MmOIlS~F}>IA<|uD8va{n1
z^{t;&(Lz(g3mUu~SZTn?YK0(Hd=6c2A8cu6&e88XF9UcrX2H;Omdl!T*sci|zuUJo
zpK^+Dm{;mT$N~74D+R4pcy6*Te$?<sN3vT=cME?cWjw%<a&IkNX%p`lImRXXHu0R|
z*ko$w_J*k#rxX3r;+fB=sHceI4=gThby~x_;<0vGW_{&x)CIX+Sud6T{2(HA7^`^v
ziz-S9bT%H-=~cr&-0XAw4PAppE#ZB1Pgj)qoslb0jJeZ19g|1nDLMK8DdBGFkKDR^
z%`?Hm%1Vv6cHaKxqM|QXAmeKa%G6YOO5j`2npw^<$qg_ZH#P3fPO9VrYU7k)u|Tzq
z@O8=hU#|e6w&VS!7=C|Aae$ncsCqx-@OtZveztFX_V(T8;+VBEVc&%#<CF_%Zy|Ce
zLsIaS5Ur2z{eXK-=Sx-PsfzJdM14%ZZejd618k?RymFAW5y4}|ZpWt}`F7bHOL<e2
zxvuPm$eu`bv|?%Pyc30brSPEK(MLC;xvx(sxHq3{oKi1*oX5(@lV_`mb8>+>Ux9p=
zW_J#4dt_1`RStUkxhAh232LTa3`e~g7&*+ZhU2d%GQ@gP>XVypK5kv1A1w@Zu{{)Y
zHfWL8?CMNfiP&n;Px(rKbLvHVsmMLl#D4d!3&B~o2oI<16UVy%Zq5!58gZR$a+}hM
zUUnsG(qPTYOkXbkZU@i(QCT@X+1ujUue33nyjH+%3T{YEyPcQ5PMr}grE2o7l!ad<
zkN;;#o}^{DV9#>Xey228nta51FL&RGSNge8xa@&Yl_$4J6hUH6?A^)VSnR=!5u^v~
zp>`F^F<n+0=M1XByFa2IHfjTV$@SebB@ZdMmFpc!-GsOK4MxVE80&_#Q2jDgc`wDo
znDbYK4MzuMI##XxL2(2zP@Q0m3_3Mv_W%$mfHFzFfj2_nT=DqU+|?fD#0+c47KhtF
zqj3o{iq~Q-4OgHtZ=_<fH<puE`p{%_zTEYz7}QPx`)74s+i+dXgqEEirEyP60VE!s
z_~cY&K9Q9jD7E<DOQ_KNo+JIO>C5^7bsf88Ys!s8TIe+JPY#U{EhZJa1R5wM*Kf9G
zY(_coXs|{m?g2QL=AE57`TL-J>Gb7hyz%*B1ao_lF{dma>l;O-FGN_MV-qLHG)+s_
zlD}tKnB4LN(I=P+B(AtTj_-V2>GpQJ#o>@p$)qN=dxj^jroeJ^b_UbEeOtB@PB2Ed
z9AjAwBQaa6MW4qQRX&}Uo-Y)#l%fyaiOw-Lfzi^s|30diFAmZxby}>A%__w^%u^87
zLw8i^?802=-89Y2GVD_(w3XFX<mdo_qk&Zt-UnXW@u*S*-U;}QSS`9(lM1foXA!dG
zDx|KA#i@$p8sXIC;bVo){VCRBTUzKk9-A0_Rg6>mk``}ElF->}`g{4sIhfWpbWAj1
zPbY>qx+z+UL2ihr<f)UIV$K+G{S+cvYrlBo18em8H)3d5nI!XsT<GJdo{KOK6-i;Q
zOq2KIqN8rc!2X*1i+S9V>enH{lgBm3q{2iji#8TR56bQay2ZqZ=j6T>5=<H()~u=c
zJoU4a$w0dm^d#*^VzraERPnr{aVix>RzY!?@VvY2TFx{$+JOIu@M4XY)>s2h6?dJr
zexl=(XJUp44;aiHiX6Gqv;$)~we{A8de08ve>&8XK71$$>zMf#(-VrmQf;6RqdBrE
zWK8z$mA#UcD2FEHtA}H~tHa5+>Z)v|z?${!h!Xe759>dI+qR!h$u~Y#kmXiQ+3_-G
zpU}(MEHEzPO@+UxSeRinnOu!u7p!3TZaJeS7_nl?f%fDHBP}iUnxt{jv{3k)ryU<U
zp1hD!G<&;Oswwcb!aSZ%g-0v;o2VOWe6wbd`WSopo2^7hV+Fj~MT8OF0Dlc+d&1-*
z0`IG&R5p3tk(qYfL93LW47x^lmUDknJ%fu+v{(GdnLbdA`BnpEJ*H0T^7bairRC>?
zVcPBRW8{C8KK%T<&qB4ivMyS!E%n*t8srIBLbglwS4q=@l^4v1OM&xbQ*>LkgtbFm
ziVTk&q36a!+r`YJbMbXb)5FkK;)XLmMuPM4Gz+31CA}VqqTU_1?S`6EI)U{(%eOFc
zSI(ZO?p9}Uke?rSPfpxYLQ20`kFE6LxK{o~%cNm?6<56WH|r46eo)WGx`unIwt%2h
z>)i&vkrdI12#Sz6ujJH8l2*~85H89X`wk;*Gds$4jw~=57O(+8Z@{o!yDt=(TYWfi
zvR95Ov`Z+q5n{246%yBfB4kMjVQxze65_)0#tHe+m6_io#G8_*m9I|1h<@xoh__yB
z3j39tKv%^i8jajZPCb8c1;W$$$T3{k$IyEA=B&6@b+A(l2m43+nPECCl{Bz_f<^5~
z1UBoUvy9G*QfduXcVx``#N4Qp<)qBP9c4+4jP@}z=iSSf!-6NaZ^XQqA8C2{{Gc{<
ztwDPu<+e_!<okPr2Fc5t&W*r&(0Z})gJst_>OO9k!|isYkLKJ^;fVR&&)Ur|MJKeA
zCAZ;64%J)c-F@ejjiv|SKX2cb1PZ92aSlR)us8Z#8^+%-H8n&b%!Yp%JjH*$Jee<L
zLK`#tIc=V<@zvH#5q!TVRx&BpGbiC=N&*acMmF{A?)ztm#p2OT`r#0-`r(NaLAi=a
z3zPDC_=4@nmTJwH5;;B6zkTzXjDJi1k|}u>{XDRz6Y*P3l73!^VXTPGLW7;~_q#ge
z;vUh4)}&$h`&alEJ#k!u-fkC~%UT4H{Fw1i1(R9VB`zH#(g@b?Q{$UF$BzmmY>SjS
z8>hG|$$X~uc3bZXRN={f1tQbbFp<N)``z&M6$l{_k1T=ud6UGIoWQ^G89S37H=YAP
zolf`U_StHYgExtC(Xc28^ok`>MUqFVh_aX`qc(!JM_lj=oY)ba&RTuu(_xAiVj}Gs
z(zdp$*=yxFxw$~F!4}zJ{nw-Z$*=S5zP&OD!{xiGLmwC2eZ~N<w6@%Dd%x!~-z}TB
zbb{sq1#24fQ=hhWu0Zn^`RTo%EIdT;*PEge`y2l}rPfG-AZ(OY9zs*|Yfj0s-HiJ<
z3Tz)THgWZk?0)Q$QS}!AgHyVOwUdVj`MDgmPEG)=+!MOZ<!Ev96_VO+k_=27#fJlR
zq2e5ANNJ#C81<DC%@;r;kxM9Qd>tqXMHO@l^{%Gv(E_LsD3?+P-n86hKkqDf$}G;2
zoqPRaAc`qLG4tqpIx-GXNe&~*!Ac;4n8DkJIifRBV#b6lHC(<%1c)w5Cbb$gsiLgv
zKkg=Syw%@-dQ7?Zk4t1*Zf41p=#Er3qxV_8RYWYuD=!j^3s!u$9>fTJMV4Kp0HZUG
zE$AzH`hMqvzi{m+f@gEp$tn4sEKy5ioy=RGe%es|n1uu(8kfx(GgfL}jb-Q1m)%m>
z)uw5x#F?g(>b1h*(#DStj#w)4+w@_gdPB(xVRVJ^dLcuE=|1`$zh6~D`Mlj*=?YaW
zLV3KV|J*I@UXCP4`^`{L3OD*P`vpk6S}UN`VLwB#R`OJrzEe@gOpo(8q}<uC`RQ!8
z#WtvCn%GG4SnpBSa4GWwS+8#pQ1)#42<G3e0ohlFpnV21XXXhY&Ies`)j0IkUVMNb
z?ZI>ObD24FruG8*WJTq+biN0R(m6PB&A14u`Fbx=eR+E3UGkfavR;sr{ciOA89R-^
z%xYRK&;9zHpvg+5UJ#j!VZ*s*k>JW=#F9l@MQ+PP<olCE4j~+OHSc`=rkvgyh4HvM
zDppt$+EjM3Ke<!8hCgq%YlwWB@Ivmcaz7&Q9osz~YotA7j{YohAI)JGMjd_HPmbF^
zp|UCEXxMoaX~8=FsJFz`-fKFOc3b`!cyC<pqNxAdYo*WrTu1K<73_GHs+Y!NKMvBs
zrS{sSn|*fsUWkT57TBeOW4UUHtl7SFzDj#KKH1z{Wkd+cKs!qu-ql;s*}b;~-V>@a
zdJnFc<R1?StMb!QOr_a)REsW5q6A?OkCsl3=q!ayVqAf8rknffW4E6ZJbXFRD%vSS
z-N&(C>eLjNY)9?PKWsQY*h}rQ-SpLwn-R%E#oU;Nw>DWCV-sYDp}4i&eg}9<<FM0*
zmZ-OKahLG2Gsw@Uf=n%%u{s#iKf3))I<v0cZe((y?_8rzS>|0MI(LT7QIrG!=kvad
zTZ)FUN%g+^2$vGxMT$rjd}r1tHgM@UWyNQr1LdWu<6VYd)P<?T!m8)*EHzbnVvG+`
zk0e~&c8aq}$+*YA{LT0igX?gEwVC2jveR0Ab9h>#53THnrJnPVM%m7Vv<JGHR-|<S
z7u{c(Ohcdej4&q9q~l-iKsON?Juf^dFeH!jh>6{mdi__@3w3*1f}e6OV2EXE#j;Sa
z=XRJB<;Ep2%57?jocVFqOuphJ?svo8GO((-S3kAHD~{1qU>wc1hlt-Y9eyiZDYCp|
z@E&2V;=&$KQd07BJJ@|W!aWquHK30i8X|Ce+-L92DW!VMkV7r(T*6y*)H*Bq4cI2r
zGZ4H?(hC>90vU4r99^6o-@894*27-)aXyq2VY^_aaV#JUUqkWRD~D?C;GH|7liwI}
zJj8<~f4U-ifTDs?^$=<^fsE{&9Tg}Y2zZYG^`04!+5m4>17#W<-f`ApREySc^r=_}
z(QP9mxg3+!8ijE^9U<7Ibjms9KPSWTV`vC^X`~Z!JRJkZOrATR8x47Mt1)YlrcJBy
zVSg7rtw@zX>Nn;;7w9!({;ukzL%IF3Z3pbe$*YNl^(s!E-J%Lta&^8s3QDycEm_X`
z*s>z(qUgg|wi9=UoPD-&Ur~VpVdT%164&gNOhiFrm6j5M*U8g}MiWuhr>Z6apE<4Q
zEoZqi&cHV?R=?4LzdFm*R9{s)A|%11Iv93z+~ouEq22FlHXeHUBG*Wkd4FL~LSE9T
zUSfeuY-P4W(qjHWzR`ErY;2uh3a(zS^KJU&&|gStt;p$osFd9t-8QZKqdv><MJ?e%
z&Cy0$Rnhu=_FQVKlUQld=9(W&IL;lO=fK1DvO<GKo>97}j$>fB-UZ!pP#$L6uuSjk
zb>HUR3RC1EC{?h_XL|QlhGntpN9O{PsfOOl(~2dp<Vd`fE-4N-@8bYACj#Y{RD~VC
zzrQPWdcdzfC0F;f03#|0sObOTGW%k4^U1T$VYEBar@&i1S<i_&KSEQ&`uh4pAg<j#
zRB~XB*47n_yG@N9lO{%UNh9?X!pAzol%WD5o|YSk{leU-wC4Xo)LVu{^}o^HAS#N|
z-7O7LN)I6|APqxFcQ*(~D={=kHv<eqcPrg6bW1nV&G>A8|8t)60xsqaT<qDizjv(l
zS>x(jkg%6%?z%B`8j^~dbA5yelaE4b2n_IN0@Voa|FpZ94q??_q<ev~=s0EzJaVmq
zsQw}k4B=D$4Z{Js_uN2v_)p+`0bc$^F&uk{c3nxD@DedW{z0~7-;y~meVjj%m$gyI
zeMVad400s@>D2$-Oj9Z}=#W~Jb&se7RlaHRciwOEUh7s0-)sI#PZ)3P-Hc`tQG>~5
zDdO*GT^!-vt2ds(e|u9eM)|2o7`&dLqCA;WSjg;bZKJe@kD=TV{Y60oE6yWsR@xxn
zB)PS%IvZ-^J#f2h8A9%!*gDMqTquLGSyxi|d%SuWdAZJov%lIn?v`tdE<VwVPW`9h
zW-88#>>(vq-v&w7(C{J7AkQ~X9%VC%g+HXq-Y))<ZP7#KD*9wYwXM-CQ*DZ7TlRAR
zyG8nXOjv`Ebb?{Q`aa`*&vQ~gWYTUH(afPcb9ruE3&bMgBPFzWK@c8!@C`B7_hxeY
zAtHM8@Lr4BFx@kLvN9vxUv}t-U}A8h!9n7ZAV_JR64L{a!mVZF+NKEEg;;xXE2xo&
zq7S)3qJ&+K^y@qFR(4ZRlryNbqy=@+i}}Y3U&8ui=LX%@r`L(dLPwLl8a!g^QvR^)
zZZy(2!dptnr5hVg#iF>4Jv^2cv72L-<*t!+{Su%wxeLPC8}3O}1KF<gbIK+5Q->o!
z@c^RL8D(34Lp)x!uEe>p-z%yx`J6QW90$_ZoOX^>y{Y(c(s3sf4zp?ysVm`?!Tv0E
z^2io8wSjBIgCZkZr8nvD$@(}N27|SY&l!m->8a~Z;9(j_A#yg^Rh0<#QJ52u5}vEa
z73YAR^!AxiK=VJni>+(6LUod+Py`_TuTB!0dI@xfRC*Z7Y~y?f-)qMXZ|t3jUNJQ$
zQbGDWcyBSzPYO>^21HESs1W;dTS2`mGo%jj^U_`NS*Z*hF6%{kbwbROjw|HEkqL%P
za{NlnhY?JPNpVRpKB>@)T$Hh;2YYUCP(6;bG}fD#QlbnoliZ;ih#nPyLkp+40mjf(
z_|TFb?(LUjhqf@=FyuspBk5e(N3s_NG*MUdG}N>FNu0XUjY*7y2n$F|sdenKlB<2b
z$a~-U4?#*3Y-nAdvzC1{zdi7ZLHQEs3pdL>TT)Qs{UEF(_1V=c=0ux`7M!P$PiAM*
z(wM=c_x6_T$hc%J;3~R1a`4Gct~s5A68wQT@3%Zei!%MJ_dxJ9S2KK|kRYpMOt0D~
zw6jUmY;~%eKKc>=A!_aV2=B9VESBp+Q$>~j+!Forl8Cr#s&0CWO^t8K5=Zi7gl>K|
z3qg$w>R#tx6tZ4rmz0)DsDh3DpbZktMo|%C!Bx^(T!Qx^(T>v3`J&u}Xou3)v@Zmk
zXgIK@ntAHcBlyu4ZxQZWtC<s%Q2ghOl?<yfB0tJmEn;q%TZt_$W;9zGMcnv#tQ2Hg
z3~2sk@ChE&*8hiRgI744LLbR*(|XkPgszFm0`B42!!w#~wdba0mQ>KdPwzxA^+H%^
znn2PAs{EPVY;CbTkX=`8x7`g*-x7&MYSza4kva9oGPh5ldHc}jegZz<ZC36oQ8DP<
z6wdt8O_0-AVqMG@M66TOWO1IOz)qeUPg(vU<?KnzGTAgugIWYi-_uh~h4){E2W!ik
zRO2kyKD@>sqzXw}t~-fRj5U!q(sv2?RX4M}GQ)8WI9K+Eopn!d1_yn^!sd8U`!Xb6
z-CdUV>#t?avj0UfUR-1??IXK0Eh)VgVqNAO+2nGIG6kv6)YPdE>+I1evj5V3u_iG9
zl2~XwQeXEdbW+gykUZhRU><FAAVZBWh=dDuU<ldEjHyiKqe7z@`f$JU>Lxn@gU<S4
zBlLtQ)SDU3xEzE1D0d~3bz}03Ba5xR3&Lga5?C6eFru%@i&i+`JDli^y@!nBGi5H{
z8W0lK_^aWUh8zk&sJ2FmB|uNrSe~^qSBcle5clg&ee(%-xVgB>(-SsQEl(l(@aTHM
z(39jL?>C&O3@9%Ee!v<&J|@!4o3egZ?mVV3L_S+NJCj|RUL*r@Q|wM!nor<*mGvz7
zSfZX}*!%WJ2K8X=@t2p-g+-n+deP-JTW|Ltc558ZT8R2wbsB_5X381D)I-OXl~L}}
zAb#$AS2hb2t;Dg`@4FP^4_ocl;G5`TAKIEOm{4MT;Oj?{S69<qNlP!%2bvnF&qnUK
zujtWF%RmGRWj>L~jkrl&tWa@VtuY<QxpEj%dI|C@D@U}MJzF*D0T$NKBxZFuy3dwI
z6gT)-q${`5y^(VW!l(?%hBH2fG&>Yu!Cog&AP@8K+f?YOGaVPbcny-5&1|jmEJ$?<
zGKnO`LZ;9AJo*NQo&PA893OJI?R{w(lK<?m7><6rYtvYi*)3F52Q*TF$b$gZu>bcX
z)&F|1(^Ibdo!bd{(8Cu+<So)o?a5Una3;b)fa7lZe==unHoz!vGX@yt_bs>o*=du1
z(dR`d00%2zar~brhA-pwI2{X?4hI;a?q6foaWPI-1Z7B@J~<06>)pv?aU5)j-zr#*
zi|{OtXs#Q+ORjKcsBVeB8LAQ}>amNv8W7!!dxDVLx%n|&K%q5d-OCN8^5ASOd{dE2
zkz6&{qAUBGRakNH5B8wp5~=;-pI-p{s?b1Ua%l=ql0Z*2R|w89t9zRtk;$TK6HN|{
zaZ@7m_O~-pVb4e!vngbUkr8=x@-tq^H1JTj;IaDamT|ajdc&S%IVYEuO!*JUM--8&
z5bbq+u-t!d?=JZBac-CO#iw{ox}e^2X)130qx$1951eR$;yx3(geTA^al{07ukd0g
zqxr_sFyBs&@LlF$rW@S?NB0rX(kj5T>^n9Asd+=fL#S3M?(1)^Ne9}sUJIbQ<%Z|X
zHz56K!=PH)TRx!8zc<M%SY_gJ$))z$e%hUpFeWn1-|!wUplWrcwn$u?Z&y_lrN>d3
z;*UC6!Y26DQ-2L(fel1qaTn?Ul+9t!pmdSKrF|WLtW7J8Ki0U?bph@oU^JTlGRQeN
z>k>bPr-s7bB&iSyE9533=KWCcI5KZERA~LPV!8daY%%hN0c~@EAoo(=ln^JxlBrD~
zhpzIj!1KLMSS^2E`q-oe^5>ML6!ssonGfVuOC?u5ob}OvQSkQ6-MlU9@Pv!|1nKXz
z__*F>y8wsv)^H{{_1Hpl8&{7I!OEv8`zsOgY>th=oyUZ|L$5MH1B{HTj%`PGEsB!4
z9gf4o)*n)iuN3LsG%02>vM?JVjIJC%5?T#yj*UK^M|4zpg^lnPWXsmxvtRdXLY2wh
z3Kdhvh)O%Dec1ZW)30;p?>g2dxSmlL(NGf3ZY`|g=`V9{?KvT5a?en<64CT1t<i{W
z|6?mUUg81k1-}A^idKUxgi>KmwK;wV6bNsz*P`?@t)8JYZjxSnw)f`{*#S=aUP5VD
z;7c;F!qaljGnV>R)LB_W=cacXZp}x&=%qV3ltnwbTcF-IDOlFT@GG{%7tunihNrE3
z7~}H**RjQorEI*QWPyIBK%I;TXKJIzUrCQE4UIOyI9c3xYMejcdg&jTb@?2MKd-#l
ze)sOTtg}YoTqEh`<prE1-T>U?vb7a;NaNn)&2O?M+?I+P>0G_Sxut@exy3}u@QwR!
zX5@PHD=;5=hOEn6_tmv`i{wvzC$Iz+b?&iR{fkl-OeqqItScn;%7lnin}eBw*5@l=
zDC7G-x?=0g@`KK_&-L|6hQ88C&<rW^<ZVU)^3I0<g*Cn0^6HttD2Hi&sl2r|GhQ*2
znTph7ak^7;#py@z<%4%|*6*t%xYD0a+?IW9a(@c(xhC8SEzoqWIw=VHsZ8+btF1)U
z!F!W6vpz~8*&u05+UJ*B?TZ$XqCJ&&UUwkMEW<bT?Xw-a>pK_M*}o{$x<%_pCS?WD
z0k3bu72Ccpt_)x(y(5yd(1%f_r$9E)PRg-WgAZq~-{Qt_O0tRa<jSpu)7+8mJK90o
zESlRhL<XkcEiZDdJ`EtD>=hMdP4s5;J!U&+qv&G!EWR&Gh`1FJD>1fqxQn_{lcsvd
z_u&`$)NlL*o#e?OOSc*s0)@;1ap%kDEz!Jvv4uIo>XRG=#t*8Cy{J?V>X{eT81DoZ
zheUbC#N!d7VBs@!OuVNw-K*W+XhGciw;}cm-qeH5kDlE=$~hj3yRpoR-9P5$?=ZGB
z8Pd!na17<K2+`G*$!+j_c74#lUJRwSa?!tvtsikxl=!M!i9Rem%dzhERv|4QgVAcf
zFe$Kq#j9`gnHA_;MXjQ9p^k`ETwhhei&qY!PPXZ>$&5deEd&|P<jdBS&INh47zgtr
zBB>^|)KVcf<`i1nQlUcsJTU(zV5)%Ug&(<hr={{8{Xy9X*j#9qt-3w3v2}Nxkp^6A
z1HLSHRFp+C*9&J~@Bh=}v>oJ~1U&e!1kBa|(j;Z!?`g}$`E`VnfJF@xg|_JWAN(oD
zOihpi<7>U3NVY<}E{d>r^5sPd$7j-&RbC&hsodd_J#|+PT1DL=K?b_4-sWiXuF5{t
zDaWmQ(GWkgSQq4=@YIZtK~ahcf3zhX#Ws1sdTM)Cq77;t$*j)l#}P{?*MraA#L2O+
zlMuG+h?1Q`Op_uod*tFR>E)}{gZLS#pQ70FcD>6ssWfD06i}0efi6bO1y5GP3WRIQ
z_k$}KB*QP3?`AA&)(_w^{8d%oboPdR>2<y}dR!NLQ?X}=>1@^vY4M~=vhW7b5q(rc
zV+Z;k2TYE`+uLg9zGFBy!QjWa9}A0rQC<@b(tiTIR_A!2FEPMDYIY?&e84x5$%IK@
z**~zX&9)f-Y;C!Ru5JquI_&T0_qv0KtnWNY&px9hUENA^diAZz>>(PuT;mL=yQwHr
zj^35Hq6K&pL_OLF){WsmRtwK_aekceLwEys_?XH}IlU9jDLiumu!3ki#lw%TZT&9h
zE{EQ`)kdsb5_=whvw~6|#*N=QEAxhAw}#{^D=$)cob0U#d=KiO%C5+Z=RPYO6*kRr
z986t%G{~TSeG@BKXE9Gu?RW1j>^e)@BVE4dGC#~!c23?q-~T&|(6;-uuguEF^E<70
z^~cxm1%N*sxq3!ddu1;#gA7s5DCsy*PoJ)By2w;mpZTPjXJ>iec|pHW_rSsnzJba%
z?ZSB~ek-%?d^5V&`?(-f?_?2`E<bi%)z5^yD;0X`?~z;hIey6HEA|Zzl-eJ!!^B$h
z%<6zW?;h0M0&^#k?~aSRG(xsH8!{~LzfoEL2&2}=H&||Yego|gTy%21c)=EQN{VOG
zzyn?4c?aSJtNNc`$Xp`HZ|PZ7_+5Ar#kpfM<<k9y9HY;5)zvf<)gXx>1l0lktbb7+
zdysC4d!S9i03?8H5K=LQkGlJ6{@5?|fT^ZQviGUO#gl}lQC&Y8+(lP!(DdiTl$6)V
zv}>G7Z~fd9iD()#?{Q6g5;irSy*7lD;<uR$WJujwjyW*&=UC?Roi~4`HQ|?jKfiDT
z)d(_pv+af|*T4q3HPLDfS`Ap((3xY1>SV)@dha;XJcg^^yo)2Vv(uaae9WAE{Bvg6
z>}?sl2S=Wc;ey!c;(0a0!Wk)*F;3c<;wiB;Ft6H3IUVYlFWRJ?F_%7K4al0tVt<mh
zOjpbl(`=gLe-sj|iuth<)2(Gtkf66m7Lqa{a+*LPSHtxs#t3fF9%oNa^r}up*pDrH
zSxGRUQ&fS^8850t-N(IYqE;yMq1^($F3Mw&k3q2ExXC&NGDWzhM=NjWMXKFnKlp-~
z9XZTIdHY0SZ6V06di4zIVwi1VnLpWCo;<~?he7dCf6YFHg1rX!TMYPXO(AC}Qz77=
zPHK<eKfBT!%BY>J-+oij@X@6HQmzof&QZhQ_o|v~@FSOU(z48#)27W0r~Oc6jbj~&
z9ywM%yNFmfIE33OFXcbx#D8w;e~xM?7+qU?8i|>`X^f!?VKn<J=bSSg&2H%nLRdwH
zj`h+;*v=_`CibGj@%N#?eb?;K++9`946fG01vYAfW$ao0j!pgLl`j0Qkiai}ofxFe
zfe$d2x>qe;TFhU0;*x1)siyk3I+}l_r=kV8)w7aJG#NveU(K{M1-|4+(n|7rw9Spb
zSBuAq6b%vl9n1{)ub$ZY&W-&c(x%EuP|bUO5Csgx>EAoL=L@Pwdd3TXyO@Kfnoo;J
zm~$Jo;Ce1}e5IIlJcO6aeK=Lld}{Od$%k9&j~vc<D88>BS=Oih(6=;4)D{yCOIEJl
z#e}v3E;C0G$zh+k*TBYSm)}+8WGDE@(IhJX-}``cxl(+N33*%Yq!%M`tKKbeRlJqr
zst5!3<?Ivt6SWG<ek+7<KJWf|adBVgC_gQNpD!b6G{lCV*-PKIXXrqy{A$twRRo0?
zQCr*KGBr4Or8<6Tn@#CuoX>{&P(r&qg4_AXmM~R*5e@d6HRQ@PMGuivh?%gBu|of-
zPBaKw9}q1SwB)KaYN4+72@UI5)6>&zFtDpG{*@eE^8n!L7TYO3$ld#!-IzNASkJPn
zdW9<Z$lZ{;`N_6N7!v_zm(C@-h^>HzvKbLKjCs(Hvc;P$2|BC0<M`r@_+u&myw;7w
zVi%8?LVkEIT5Qu50UWf=!tC+BTm%!Y-xO=Kcg^m{nZk6=pT8D^elU~b`OecrHC?!W
zP?-I+QXPVgc@VK}f8l#jMs8~jY)1l;;AX%UHXrLQsq+i<av#0rUZDOoD_3a$0<Ld?
zN3-~;9oegSUF*}x1D4me3@5Z))F$O!^?ttEXe9x*(xr-zIStwNqdJ-0J99C6dSL&;
z4Q5iM#A`$F8Ii|ocIS5eB{iOHb7uTtyHa5{h@;;tsS$a?V5ZSq_W3BE<!682ghO5W
zu37aIyquHoO6q<nN$}f7*z2X)cN=D9r7k(K*u^8d%`=y5zsB41MJ6t2bwWX3OLdKZ
z{?^tYRwwmfcn(Ox`hdv>fJV_GG?_$-q5p#mto+i;F#EUi`mag*0IbZm{{KChEU+gV
z$^DB`l-CSAWB!2~UCBTXVH_ZU{+s4_`RB4!?}a&mnmPc+1mHKER)A?+b<nA?1XG$z
z!Ffq-&IF4M(A)-%-lT^y$LA{jwsi2FCLkfGAc^&%nx1BM?MmFd%7|C9C}`HWVt&~j
z+rYx=0#^;CuhX97UxechtMzi)W&i1X1Yt`VSOmJRJ$_iCXOl(a3H8S2PRL>-{_d7k
z$`NJrIaAkF%|~pTKu#9|3ekLgH>mr^So3@8m!C~ve`EX1&hlfw+$9S^dZv3ib$HC+
zhKg;TJ{%-WJs81ltLoaKxcBO1qhnulQytA-7JH>=iLI|TWjNtM#cUArT-|Lx2k+{9
zS#dN5oupmB=|ocuOegSVA)=rqws`q{`4LkaK$uum^}xDA1-8b1#m}x$xUz}!I<1YQ
zNA0Vtc6_C%iG-qfApi{n%H*)GB>zE-zP|f^{hKBXSV5d|08X%<NJ*GS5d$rpr|=6O
z`TeBnt(Nf~__d;!`6)usRd;G{U*G4BlxyHgkT?mY4drlO!U!jCuk*fbd)k&PrHXe1
zFB^^kT1kPoVrJY)+sh)kTU719U7^W5R2>wa$1!7V|Byu(Q`Fl}O#+WfAQUPAvBaDW
z2(p&>dA&lPu+P$S*AY$@-wBO4EGdP}&+F-w>C4KoQdGD4N79rdLh?j>OTC%-OFTAQ
zZaZe5x`*XNAVM)d+uc(d>#OQMF9+qZX3J?C^hD{1b-~@-$>zO?qo}}xDD2THMMsf%
zbk~m>s4jg$^4EN!sp*vH#)k5m=3~M!43!vSyD*H{!Q2<5XocFUq1Q!t1FX&2&8{B@
zV7t-6@^2=$h;ar7YT|i+QvHA%;qDz>^)%K8CJT<shmvCWM)b9$eo**6eM<)jq)PSd
za18`C1z-Gr3(8bWk7~*@AZrL#_c+wF>-C5mVN#73gj-DUMK=9KLD-ekBq1*%WXAnd
z_cZGC0xIQkB&%gvkL7Vr0`4v+RB#IOmv$Av?&s1hoAadf*%GQ?8{%X`yV$W!xvp4N
zr?-NFObvw}uI>i}eqX~%u>1y9QZ#IB{q6fg%N!iuSTm#!4EYll7CW=kBY$vRmK`am
zyzc`0RrO8{Jg==2<D~0*I5j%ZpVG`d7h)CeFIkC?kOJd82iy|OBxDNAd??`+%52K~
z@7t-pW>f8!24b$TZ$8hM+j*(E)t^$f#-9_B2$|B(Hqzw<VBTX1&%rPbPqvm$H-^16
zNy9abknKv(N0oTH&P9KDyR5|0M?J0w-&F05*c=#A#PM6}$*0j5DtrhWKByDi#LYOp
zfMetArBE><*!k^+@V3m}71jjSqK56{4DbgRm$&e0Vq&4>sDgb^S`0oc>8!kxLRq?g
z?XO7{KD!4_uBW1`X;%~;FudCfd(TGrU9YnLXYuyzQKF*pn`lSMqCZ)TCgk+(vLLwC
z&Pd(|mqo47-t|7kQ>9jFyC71_UTW3JPH{LAkzv_jv*SJ%o|Y9;t>_E0?WaD@eoK#}
z*|>mZQJzu-LpzfJ*ZIWlx|XgfW<nn+slYn)G%U#zE|~&0@AgC)?(W$>H17QE&{?KY
zNb1rSO<^)UOiqnH;!Ud;t=2pD1a;_`CM!59YLcmO@&Uv!(`<*=c5+L#|J$YG7_zFb
z(QK=@mPt|%g?4{v2p-YZ;a=>0@lzDbw(OL$A<W%?XjY@i1@bo9-DX|{*dY4)v1Y9D
z7gi>^O}Y-ntgsKui)>EJ)bYcgT{PmI%^V9Ky^{)QjJZ+CN9*TLEW={U<(r;J(4rtv
zuM&r<<0RIq{@>{q0m{rhbWhixk@{3H;F|bWE8lPOqO1ci@UeR7FUk`Dww%mg6|>Sz
z{UV_6Xy?%vbjClrK{#<Eg#>Yd4yFOUFO;%-L;?|kE+PFXq#!SL{4GC0MWvG<-__?l
zSde)lhP6H-^Zh%a7q1KA-=gc!>gMiMf&oIR&FTm6Gl3u+G3(Vzv`K+t5y8A@6PJ-D
zJDP1ZbS`B7HGj!Ehd&4DR5xzLFS{_>K`_^3(eZ5wT(@Gm^TLvOZDR=YKFQr)MwDmM
zCan{4pvi`eHW7qOc`OOx-_GK)?YFbeyv<XDm8iVRA_$;iuB&T5r7ANHNqrN09Iq`x
zbKHHWt%-gtfAS|(L*&fayEseWPw)dPTeh6_)cNsN`!DdKHIgt{*jIp9_mm<71=cKp
zor50ax4)F8#(1ai6=7YMX(CA``VO7Z^y0NF+IdNBBVDC;?Ozn^=G#)xWL;|b%YB0E
zJ>7;C#(IQt@{r`{HK@HKA=O;;M1@8J)&S(#%r0qtw{fsZD0?@^-=@UAj<$uk=p+c-
z9R~F_{anW+n*xU6{W<~uTf<TQO>atcy<81u0uXf72}2Ga&nxwj?B1~VV(7EE-wQqj
zZCDMl^RgJ<Sf)*=N4X{7Z~GL8*1@0LgiL)ArH~8Qg2M>SuY09!=8W`j=(cB7C;vcl
z*ABu-F$bdVaOY-Um(XyQy)b8D^`dL8z$i7e5~G<cA`Q`d%$3+JYZ9c6g|d1WN|2|x
zi`sN`H%BkdNickplc4QrTZ$+#$Nh^E>RGmk$8GOZ)&W_7uk~xu(=$1-UIY)Eh?UT;
zIaDOcHj*p3X$BXqHy1(Xdzx+TQ@?dSuueS})96s@P_KvI(2WgG*Csn402hv7K%sW~
zli4-%R&nEsib&M`=c^}hBP^c1G>`n^jKjKGZd%a!#80%_h#qUQXdjYEE&E$MEBwd`
z5*wdDK{>iCVENi9M?Ki6x8uo}4&r9#Jyvoj)1!R<6Wm+S`JIab+_&#K6tJt=Ke|>A
z@CBx76Ib)@gUZ?#acN+2Zl%S712AVSR`M2sd7-Jq9)eTx&_ZA*_8!=-a-A1IfyF9K
zrqsWV?4Q_Y0qDZ2H4_Wy5E=)X8znQvn0`16JW2ty_Q^x>kq_P*)CzO=uiAcxy<pHO
zG~TLzN&QavQOV3IF1?~|u6Sq+yPtPDOqs24JZGx5*g?lAb>)RlU0(SSl;TVGXWZFf
zeXnmU2BKq%&myxZ&w+hCiBFl64U#il#l(NWq1}++@pry6^>+qM=~IicH}S&MZx&W~
z)CA%Q1kfM_W@#dz)K(=_({NWB(&KI_5U-NTYg=xH*}RcyEp3AqZ-E`?h9*N^lWtJ_
zRmPY@{rj9#gEKE@BlQUK{)OE>I+7{M7K#4OeO^U(vx!?*Figo>=+F0YqK)y5+~+k!
zqo=LB6bRk1mZRu1Z>7iS9g-5aei0Q*G_k~*0><`@z^MD@WvuE^wLVl?Shd9~g-q`A
zNQ+QNCgb$ze3#xL^D;XEGnc^qU?mU0kv0GBDqXb3m423i5%iopjB~M4f76{G^D;d0
z($_C#Tir3E);ch|*sylaZ4Z8tDV<-FnJlnDf=f}gya=(OC;7SPVH;7Rj*o4vde)<-
zm}qwD_>BX_H<hL_1}4k!LJG10B~&r2YpCytP?ToDoT76k6`Yf&i5b?khPx|CAZVfb
zd2&BxkJF=0#|W#|TV9qql;tI&ZY{D>o5lyg-PLQsDjr@pP-QiTq@!&U86S;}Lh-t{
zdj_&JYl?C#)?Wd1f!tGo82}8c{-wmYli>NXq0BATwYMp0M63uivPUgl!N}6(lAB#+
zA%NFHN!wDFR@?JM({^Rju`RxGF9BQY@8r#yRxP4)PBKQZjfx%pk*YM=H>BeF5A7ko
zGp*R(R3Oim-MKPLB~b@(ix8UuKYff9d9TlVaGKFe>$`7^`Dd#&OoOsFGxqf*?nJy#
zvy*L2u<>4e<pGamUrReHBqmn8oNL#fra(e}D@p#s=g)|AC)uo!p++=?B)MopNR?lR
zM*DOdGOv^lVaQ`S^;r-4$%22)d_KuDY+K%{RWQ4agr);exm6L2{Vpw-Ct33qZzliv
zIvO_Ei(cg1fJgo}(H;Z+0mHNd^TUhBH}ww|X)T1Bb3<_%&h(<iG!`wnroSyHl&t@v
z1maD0)QI3i7=d5cnHtcWT`Ms-`szs(#?eC8Pe9kj0SBGXfxj(!vG@$x->C32X?kGE
zIJbHfWuT@VMtG69$FCxhBg)bzQk5^a1Sx*Y^DCC6$nc}R?`p^BI7LwmcXqT0h=S<t
zvW>g_MM1Gzu#>VA`;wo)(3)^T$?A)Z4_@30Xp~bU>7|z<FEQQCiApnDd2joc>Ue>V
z<Jv@Aw;w6l9zaUr=M&9R+*jQ+uaKcNcsLRHQMyxSMxf6`5VWS&lQWmkTUbhL8h_Zt
zAIQ`#+WEr`mj7o9qiE&*45z=IAJy(o(bfXncXQ3HHa(v=ZZ2cD%0FvwR9$eMgCz8`
zzg^s1+yeV%vo8!)RQp~dTGn68y<X}VSADyTmst(G5G<SD3?3y~=q>Iq{L;AP_@l;B
z_#0{G7<H(parLy+>b8C4g6>(1zj^u*y=?Wwn<m_E#D93X)Q=4984+W`gsAEu)_ZN0
z4Jq1G_Qg*<d8|pj?>f-pASxUBpFiMHb9^_PuTV!-_@p$ja=6tqB43acxjzrn>Nx28
z*Q6zylmqUm3ZNR=G7O&E)XVtNb$u4l4nW{Of&%_)+yJnp>_g}g_9H*x<Ui67+?5Q-
zX*v3r(~@Qc<h1;sP7PHFFiriN<D#l6T`S20-&AHYJm2V{9I0_Be5Pd4Y&T)6v+};w
z=3#KtrR#bfVQPh_i(Kk*-RdP_`54zY6?u)RpSU4WV|X??a`ReCAgnya!!m4Je?&A+
zW>T54VW}zUQD<`|Hd@sw2TNE@7Ln!E1CCIX8ii?TGJ5j}s0`KK&Ah8@;dBv>n)!9I
zsVQoKdDZUehSVs9b+5h>Qy6G365$vzlIk(<o};TZ6~Wk$9mkIVOGv*(`!6p74FEPq
zza4+x)A3JYcoGm>x?DN}l=Bg;$QA4}LakysOzS!3#*-`9%l!xj>M&c5FllQqEpxKg
z<b(iNQ&hKqQ8nzu)nlshi`KEphp*971H1{N&lKO<>TZTWRKM}7t*dFHMa>5AY>jVj
zed(HIio2csxqtz4U2bE2Dy+fj?+7+3DfqF#z)M9aOFde~&>}91y33k_>ZDhv7bbcW
z7lv+wAhsKYvTM%sa0!1GxhhCDCg~J(R0z|nrZ%(9zAAn463_{1vcvJ2)m*+H2uC*>
zH?tMe5NC=k-3NGsZ#CDAyDFSNepnLaR%{l~%TA3UAshf_i%^c3-MT||)7257wYlpq
zryuj=RP3P*Gu5XD*WutjzFFUU3xu2zw@Rwrq4-Yo&Iw_*pD|<Yy?J!LL&)16?}4_|
zXj#kQ`he-Estg?APfL}Z2g>wAE`Gv3QztUTBfNe+TcRU8`tafn$MYN}4v0#juIl}0
z=5v<fm$xx1d{=9{dve=}>En*`U{7J3mh2=A_czd4_7nx8X6r<eQyOpaO?v9JyHjm9
zy^X@*>mf3c*j@v)Gc*tWNWKxi5%w}eYdznDrD?U+QZD-D@D}Aq^IJMb@q&Z_zW8|6
z@4roFl4WssL>h96jisDR7Ju~#FFk1wYI`{#t-r#(Z4R6cwM5A~(NzvKzB4QN$Yy+i
zYodKOE4t2toP;SgB#Gnr6OP+}4uFwGIoqRcd`hR=*g7kM>}3IrfdydQ8vlpP6?(aX
z*k=1SO7`wG2*aK~%&Xw}N{KtPr&!^6a=w6_cNxy64_buA%pXTL4w>O4K8&w&--!ov
zJoT{)HKuZXGdU;KJ|?Md4$7Xy^^fi7N^a!^uB)LWkjKC+N=iN;j%+ks2Ad3DY}eKm
z*Z5H!06PX8Sat>dou<x_1E&maL$Zpyn(U5towQZ*D5*fQfVlhE^5&_=Mf{r)dQO4X
z9Sw%43~kfmlD3oh;n0wA6G@HVJNf=!wdtZ%yRiD`T82m_;N~?OX1n5dl|4%4W`%PI
zjNS7+GhiYUKe$nU&2&2}vF2vmCagY59y`?J_kH6|i$sc|EW9+nsNo9}bEIx8_4+rY
zz$nX9#MZc~miZ&+!qbza=^$mqW9j=u81|(L%_#bwe$XbWfk*s`A=KHyf74S3ZNBq)
zlc3D}rs{-#%uHU^q551BxRB65XzD<Z6!MSSmlyTFeg@OA**_^|9T<z?hl38e&fqft
zdYddjf*w1BeMNk$W~xUrJ>m7g-en%>UCMoc#s+YQF8|lr@X5O977MA7p(`llhSKIt
zskOglMvXVmCS5N?T--;ie1Z&4%cp5!yx2u|@hin?>GhpeU-NTRKDi9N9PPDN?VXdS
zKt;NK*xaBbf@-|UN%YCYYARjuVv>%LpNweRGfHhfVuDczoK$dztz7F(C9mL^H>Nh3
z`1r*8u`1rDN8a})OCt0?uByo&vU$iYcKP`1)f=_VRD8wfaWPe&KnHFwvY)c^y^lth
z*Q5=jw^?1O7`STzSZf8Y=|d~&ZQh6Z4*;%#TaLWzj(tU`z!WH#vtIf9zVpF=GFZws
z7@&U?vncTrZ%$RA$^MN#IeYNQHYLt_#(Hh}Jtsl1E1i3q)Z(r{8N$WGAOHqjwbe_c
z<o?~*f*J?5RA}-DxlJi{mIv~j>JnD8JCj8nPcK?=)!st$T$o{t_F{SQyzIj4#4i@N
zbf{b(YS>|^K8}3_n|NT%=Zq|5uipA|ESoAaGDLATR*0WXSL^XG80GK)?BxKMR!rpO
zl6;BHxNfiiQLUZ0#D!|afa4Rd6q&Z5{lO!LC;f$4q%UYJ<0X1+r_w&U6+aA93EXK>
zEyLN%tPdwPSNJEHV!9^{80&|ue^vK4E{p_bWh*BcDaGy?;?Gp*deqHum|S1}MHz?9
zaJdcn9*}a(nF#7-TtvsnP-R?JFrK=dj+88TIs6RPn?I$mIBgQi9wMB_D0PY=dX$)#
z8FE6z!7rN1v9F!DSKv3f?E`sMcdXQ_JgJ+iv#u1VcNhr7;aaks{id)zhxSNjj1p`V
zM1iXd{upd<8okos9#f@@CO9Te@CA0WaS5*?^e%N3O9O7eiT6W<cp##rpmVti`r8DR
zhSwX@i%h_d!k>Wyx+~-nO8wsRBPS=0`;wRRBl^xKFK>15tYh7g`1;^{ba$C=+_m~?
z=fm#Aap-YXiC34J(S<D!n9y+}fkc{GCAr!VAV5`2ADRxwS7AqPE0VY!J>k?E<T#J@
z8C*gJ6ZX5=B(ERa9yA>nnV4k`#al--@|RwJjvEp@$Bwp{vh9(^TQAF5kBdD4FpQbv
z&smI+5@g}`0BM0`6tu1mXp<WMCk;$hPO=cI(-qSEw)dieQn~Jl#(~E3zOZ#3o6}0h
zj{ySo5ZjW5F!?BX!k-OUD~|lvctjtV;+<!sVtxT9D8^?S9y7OB4+kxcVXyQAIT1R+
zc_j0xp5ETavh}uO6)e7b^ri9o;oNz<7+(~f-Q>@Xpo1O*ouHZ8OY$RSKNg*p{utbZ
zXUaT+A{%i1NyoLfhDvA!2s6SjU&@@GJMZ;Klp6hFf6<EA{)9TDN7eKv$TnHioaKIO
zd|HBe*QxR*K}T=#%f5QXAS`H!%8zyIn`0f(DdUp8uTw->qh@R|nw1Df9={Rx-r4OH
z*kGh*kg|W)#aJ_N)Crs4u?OETUl(%pb=lRS`W-sy-Xq(jmP=ik3v{Ub$_%WWTT;|y
z#^HDz+1g(~D*qIZ_orBrWw+2(1yze5g-^)t_c!Aab7+CR&t%t}u)iIdIo?{3NnE1Q
z!Ix}&I7@scZG1FfF8T=^unm7~(x>YQ3OoyUSn95`wrMLQt+U43$?IqGPwPj;O*5hB
z=xLTw91A-N4b8DBsp6yuS>CWKp`PsI?LOJYxT>1#LzG8M@Dx;W1jqY?LA_k2XRmX_
zySyNAazAylze#uN=csqd_;yJR^0EWq`$D5(3j(kBYR9dA{bQm300dG0MYUn1-Le@&
zW92~aRZ2>8XB54t^jUY(Y5*b#`rcm@8Kgyx1!z~UJ*>uN3u<96ZA~6MA&53b)<n`4
zvc|}Ot(w+V)okl(hr(zS^vq5I{*!P>%BA4*hR+#WR)Ix3rBc2c*E-+tj&_Oj59MM7
znm3oi@q+b^UFf${L=Ep!UO(kwW4RDP%GBqC(RQY4wpcW>npjd!AWD8IN`9ZEBK%C-
zsAU{>wh_ai^=XEkFE#xOxM+4OS!ZHH@QNW&{XkvO-1SEqTM+uP7HS8*&ZJlAAuh#?
z4KWGr_`3k1g~WZOH%Y^#%zZK=b*BO0;RYlP9rL-{WqljeSTVPOfOEp(RQs857hB4A
z$z(wqClG5q<3<)+`&%W7a&T6Vi0xV>Xwv|2`Z%1bWs~1{QlGJR2ONdC{|bGcf#cbu
zT_d?|X|=+8a)2cwNcKnr$rEEgx!ubJK1}tv+O(CvpKz_N<h~pNp|Wh_0lQczK>6)e
zGJew{xALq!1~Bjb;V6?O><{_W85gIOye}72M$Jt16=T$`_F5t8K9gn&p8Y9C)ni(0
zl6nb?p0z`I^qF-Gj!414m2Q^QbQVdqZG1!H4+Sc%2<}-<*E@{E+FiS>={N6%gI~uB
z?##JY@ZxK^)!FRiN+z<pS5ZGOYFoYQgZ=>>VRj7uSfM|C8hp*oKyxCL;qUI_YHSm_
z)fhn|IFuE@SvR`h{%-Pf<X~m!u{qkGhQa*18NP!VSfM~B4>YWx;+;{zQTl~r{XSN)
zFPj}wbHpp{#e+x{L%&61lR=lOrPX!81ix^!*42UPl$kZ&ATNVQ)d^{f^AcLHuF%6Z
zSyEwi_hu?1d!J~#X`n%^l}h$?)FwPKhNFayEQ_^%(Xzk*`_|e4mFkv15a*8p=vz{{
zY*lo});HDL3P29hw5hM{PW|<F$thkAOluWrZ=koD=IdpEmaY6>djoF!rk4>le-4P;
z{&CEhQ^dafhc=@nx~RB)1vEiGcqlvc8VH_r1dLj-h5v#l5sJt<WS!z?QfUHU6%`+W
zqL288&n8%PJuP9Wehq)+tf+yOQy@J&$CLmzq^_y&Xgw?6w#w1uJj`c6-P7|>D%xw1
zcQ>}C+|594D{j=8(3i_fP5I1Ra^r?&Dl>+cs9jBv-l>Gu8K?#=g2h$<Ycp$1_o?DK
zrkE0)AD436MpC}y@F_*PvJmyJ@`Eh4@0HDAB^(D>$;l``F&^a>luV^I7#ri+Z0}!a
z14%3V-~Fw^i$#@O25Wa1-_*(sy(DwnBDl1Qbz&9?1``Vf924zNcVER^n;EY3jZfo}
z?~s)54)SWtj!i*XUAEF{XiPL<{%+UOX>X#Nv`Anxchbwh7cpDo@gJv0tVh-;)%uie
zVd<_EwvXGS4>f6m`8A)*XZh5}&*gJ{^^(80xWSy>(wNlpx4cVwS}f*v09mifi47ic
z85OCnx*!1~7t&G;i}JEqrk~o!sRgUKVf-UKhXFYpm_QB(iY=gF=?78~9npbhz4{{c
z4HQr%{svTu6-wV;7KX_*q`rv>Q+rWRP;jY5d6#@yOnelyCp#b%hQ8WnB5?bi(zc*Z
zs$`F6-jcWLzQ3&xx~G57xfJx)cN>OPUUrACIlt^qhlUnmm}uHzgYv9t&*066lMfWz
z$^>pBLb`KXnqEf{(VOgoYtrJgvd4L6zSHLnWl^^jnRA!&D#J1pe^fXqzU(kvmi{a!
z-*O@Fcc<b0_1=_Y-v*x}?-QbOY{|%QI}XKg?$V=l#0f#gd&$>HE@;7Yn*T#k(cTG4
ztN9&03?2OhZpCk#DJ#=bH%0Q1?prHQ<?T3ReqVN`=|oNd<s8fqQq?j)PM7=Os_zxj
zpckSR)ugSr1dTo<XmD&(<LgY?xV9emN&A{nF06*<qlM0x!1tM5qu-~&rjD>>Ne-7V
zHRf7^pD+Upsqc-_@6>b+Z&}5c%3Z9_T)PQh5bwS|D>mtykl0gObQp56{&W>R&>~I9
zUo4YQ*kjlA$hooYE~+YQd0B@2)^rmjNRjm`G7<*c1KXAu>gxRwrbsxtD6M8cl+#=Q
z5}jrx)1l;T^UFh&coQ5!x<MJiDaX^UT@z2^cT^M2#KWyc7iwC+GZ>S6Hh>U{@7v~0
zeOBUC3I3>l9@lQV@5d%IQlEF1Nq_+VP<tNRQZ-<gwtoq_xrszJ!d;b7q%O)6GywhY
z4`6v5F%1tHw1~iDe2bv~pu7Jqh6%zTQ=gtE$HA5ITT82Co$cRtS1Rz7fpV{*?XUv2
zRO9hDGto2|bLv3;B>BKkztfu(?Agc{JlcE%M0-+MUb~3@;t!Ry|BNL_I0#d8c8N1j
zlc#pr7+?~B`w@otY&G1=T0hu|4uSVE8T3V5j@5Tv)d{Wn!Y<`&JbS>5$w}tW5fkd`
z2rYxn9j8BI%5|{9M&xi^6Xgf*2Wex2<s};`%4FY?F9Xt}o<Pzf<#W?FF=TPqnxTvV
z7E{sq+T%Ny8fSGwjeSb<)ZbwKWIMoE`|GqLPC$PTH{}#r%^L7v$~LDSo@Vm#xguWR
zqPIWgUx3P_;olsWo46uV-h$4@XO45(boRBiZMwbHCFjwY!bU6)P8q;QKOxd_X5C){
zqs-iTEESzqO!BB~-1jsQWn2nN{eH{^|ChbMVwLm!{SruF`1I{)_3AOuQ@y(n-_vae
z4x-pD>MNoI(wJ4kaW6$A$Psk#ucZQ(O##0GPOrWHC&9yAO1AdMgG?n!;an7xUq_+0
zDf_5PesvXRGJcDL!di>?9gEH{0<Tl4d#_ZPpgEOWt1Qxcn|=>ln*PPIe<dv=GNx`M
z(Ga6l?dN}l#uJ|$*Ki8DZV#qED}j^Nwg|f4=eOT&Ce>?g#%KeZmqI0{l5*S1z417z
zOp6wI3Y6evkot(}{(GLAgl=50p1Cn6O{lE&#|_Z%EZgH|2b|bcd+UtT8u2bJU;kjz
z)!PkBZm{fqKX!*qTqa^b95S2|o`t74>&Y!<jy?YA0u^!=gd3cS*2ma*EG(Kl?Gr~|
zah#eq!ZV6IlIm|Dsi}TKlH}tHunA}~YWD$W>Xbn(vUM<79iSI1$h&MUD28y3tZozj
zAwS8%`igPdfnj~+VxSmMTtCG2@ykjzRd&krHZ8>OF`U=pak2u(!nj8|8+hvSZmb#J
zie?B-Wos0Ex(fatS2auvN2adk$gsH~hb<is0RjH?I|>=W*T+SAsmjDn470wc<VKKL
zdE{V__^h_h>--zw@>GntYK>;$AWWwmRrNHIoUI+axq-5y>*1n83X@YuP^{&dpbU>o
zio^<Y8*%_KDN$#C-S9zl-Y|axGzRBYt4~lEKWybNX}2gTt{!k9E*@Jpn!GH206m#o
z99ciI{}|nvZnc`g*9H+q?c35?*fx5tJ5pg3$Mo$|+<)xlW@mWRMpf>>$|AA?iJGy!
z*g`v#_qNOQw;%C!4R2U$Qb2?h<mCk#VfOmL9LIXy$x24&g3dW#FcLiIll{dBgwa9t
zg*<P-R~Y>is|bn;`S`*o+r;~kEw-k%Y3fgYeS=K$wq++;6Oaf;_(;5MD(EIf=o$rp
zftFT)w!fjvBa18<F+)BnIw{+{F5(ovP&t9}N%$IWa+~sAQjlyqCfdeHpy)MfkH{yB
zOM?FaQU!s83w)qBo8?EkEw}>b5B(>gVzB*>l_8jTq(xu4r$rAef81cNG!amRoOf<7
zThj-~+lQlkT@BzvN0XQG7Lt`p<X^g-{3T*$TGxrW`$^>~A;J;ktutH|>?XCzo3-2*
zDyQW(iTcoCdyMZgeG)nPw3D<EZ{M?)uf<%A_~1*to?#k});ZjO+*Gih)DEWw=aT22
zy`;IKXYjAv!!ZaC6QNEF?D3k95@e<P;W>iV-KuJPWdQzdhd~n0ji_rCe`lccBw%X<
zlv*C%>ra@4^y0GrY84Vu!+Ii_Fz{%ba>}>Ws_0DGDMv^bh1F#R3>q%qCMD@eL+f`K
zbp+nK%!Y+OsF(o%xl6$Ao4iR4u^Jrn{&SMJn@P8q51IZwy<*mqZ$*C!@K0K;P@B(|
zbD0|?#|{2s6xGSz8!>!SW-X&^@To+40Ol#IM{X5A!(tNs+=wY+>p@eD-cq$;$2rRM
z#<mc0BUMfF7DYrGf5SGRdJ_HR7Vl?I6S)d}R4SVe`sS8etXF~oz3>l0n$o0p+vVLt
z+KBuiCW1A<wf32V;D1A)X8@z?E2~#9QsORP0$@bU^Vnx#uhD}Ft!{#mBJBRr4<oAI
zp5y2KA)(7nl*gQMn)`~v8x?x>y!3TK!a(tC5v#_*>LlcXfi0n@32Vy)I<1UpH@CDu
z%OLAO<uGqNiF|6))>c5YTVrIFFena9xV(Vz?0e!t6GJ3k{FWsix{aGDQdQgKTk?qs
zz@kkYE3w7ZYuYTuI|Siia?O1arp7a}(MF#_jhQKa?c$RSHmEZk8y1Xa2>(?q7_J_0
zgBNq4j($=NVdsB-*N=`I(WSNi`AkfOTYr|=kW{rd!Nb2M8_Ak-)J{Rkrx$#g*>O|a
zzX;^Ta{bVsy>|@9e)w6AjsWh|9yLE`m;GOqw=H#d9|LYm2N#$Zn77VfrL8!IVe5&0
z@S_Mg)d;z<x=@l2AOzm<!3CCgh^=$VhiGHlwLJ*2YRlKGFrA;&MK=8iM+E(2LW$mT
zk=P+e6(HpbGzD^n@<N}H@Y$I<KPUj~5oO|o>!75N<}hbo#<@hrtPk^J2b$5%35aHr
zx(+d1d)O~7nq7uHR^PDw0DR4gi@G3gcXQB!-QrEvIa3XWjn+i4_Eau(;7z74<rF$r
zEAD(sBPi6?E5i2GJl`p_eEQ{ik=Owd15ld}pi_`l75#GH*VE|}ObW<k`Dv7S0VMrs
zs~Z_m@1E!GhXGGD2;4Pk;=tuQq^Jv;RSH7MYeKN7-bfa0Btt`x7k=1h#pvKP>PsLu
zC&_9+FQcI2Ap3FSVK-0ZvO3^j$W4geBxsWfxO@iB++2WcO}J~C<3k91?2(UfVgOm!
z4wU`mK&oH&Kc`U7zd#*kQ6MgiXmDLmI7SE$4I)U2zECjb&T{!iGyOAeOfsK%DG2qG
zNo>xjFT(o$@HJkumb6)eR_t+Ko!kliYg9EtQSIVA2?0{%2|&kDv+nJC&Zx|@ts-f_
zrQ3RPv6V|Fm;Gpl#RCz`gmpB`@(Ek#X(007^L%*2<;sE!n6Azdty@#_FUM909d&B;
zMkE<5Knxh5Ok=h59R<!=zEB+nEX|}_<<(C&;gqF(@})f(Ktw7B&m7Ru`tbmKn)I8c
zOhfWw#OYC!UTD*gjvvsuc=R<5T11X=J_wvyw!xkF0)-wC-{o$m$P<KMld@H<mzxt|
zr(z-gVm}wGZ+_H}#Fh3n#B_4}PFt}c9U6R3XJ+1OR_j6SJMDU_$recYORV!Hh&}H5
zFUsX~um0(lZ$6cFSjiFXiQ-+uEh)}GC!w_-ztV3ja++hQamXq->-~D(jHtkXya7If
z?Blo<v(!hv4JAHQ81S~xVBb3g6iTS;WmxF|GPs@pXvV>leCiDMjRjvhxVCDh=&}GC
zp=>d%c{<jwISTEO%Jm%e0aI7$4DE3PEc6CS!NHjMd)4}FSMY<_dd4jMRopIf%Y8hL
z4#ZjR1saETogb&tyUh~e90!wFH)CC8<zv@FHgi>eH>pT4_aFL?J;Yyy(xRS5%gCDu
ztD*Ek3B1j;96Wsphm3pGw4-4cML0%HbcJ%V`s$~U42+g{bxh;mWQgG+Tw*~P=<C+L
znha0O0+WsqWlG#ibPFgsjxNW`i-kPQ59`IeL-rd@`RZ|07kwB<5ww+lzO$6pu1cKU
zGGO_Kh}EH)GHFLzb4QlJgwS6JjrTq?kjS;gXhW8Q^WSw4_Al2@i|y`wW-^g2oPkft
z4AcE=y%|K(Lqc%E=PF124$wL5zC}M@-{Qcz&qWV+tFw(|n6c3B!}4k{(z?F7D%X{d
zjbDm)y)0gkFSqpGiYthhN{$<qFPVBB<v~*3DoXA<<`ORtX8Z8W8Id-qV=AIPAR1<?
zC_kxmUmG7sS*Ab0@*CS`HzS|WL*HccFw8pHd2d{-Mrh0UFNzxcK}i>HS>H(cd~n`V
zkl{{q*-;%i(WC?asYfEF)AunOJhUXg5vX5jbarN-RQOPw^!<f@(&T=?={fbIGk8n+
zOU;<gK0nvZO$^Wle2Pf?1jyFZfW8~}B>op8@L!HDW0f$!p3FsDK&G^R<CG;;jJhu7
zLMY&mFM>Vni%Pld^EztDa7+XevH{mqMN-^(4G0_L1I(7-1$sNgxF_p~E-_x-?#wvb
zlg0T(%I1Jj8*5TM{8%rkh>-{O!e$=#)myAV6{S45mp%Etf+d=;MgVxR?ZmEm6h=R1
zldR?-kvQa_4hfI&Ps*F$!&9EzcV1G44smy4p<XliPO(;fs=Ff|yp3vs-3#mK4IJn2
zayMy3%SviLMLW_Jqmf2V5vxYYdXl7yA1zWB3hSxa(;rf;jqNi3h^%-uKQg1J`;p^9
zpzoYdJ-V!i$v0nAXgYLHb4ugD;5kE3=6^Qse-9<#%l4n5YYY!4T|WOSV}Jr4Sc<d*
z57Jm*_UdfS4UcjWfCE$5fWGPf3A}>!+JW;Rre*B^0(?_!FlqLrKcN<gs46*xePvw|
z)1!p>%23byQ?^W#e=k>=U%R3NTqg&|7QbHCP@o#TYofZ(<dO_V>gMI6K5mO-&tz&_
z6??8uP`(6<nYmOUM40s{3~WBiHbw<}ACX%7RPSs9ZuyHcRQAkt?0OCdR4Bdf8`?Ch
zRGlGV6+}SUND3+`slOF_@(l}fd7f!m+ukhYxD^=HVBeVJQ^sRbdt~PB`*cyS3Y-~>
zUcXnrn+ceo!F;2;1>)X2wsknhY$u+8i}z*HE37<*pOsS4MwKV;!vcx*eP<FIT+bgM
z#f2pG@3j;6kR+3}<6^cMON#r-PM{<QFShRY+T8j&OF_MZ%Y|VQ*C(jLetm?I8&3gV
z>%_6(nOTiNc)f&R*^r-%J=>=+<iOWBS<x<RDc#<fy1cEajcJ7)XZuqb%J3sCb`lEn
z7dw~5mN(JG`!QEa=n5X0H(1_)d-xlYe*D;IwCQA1EI^Beo;BeDonWzoWa*aLa`NbR
z<+syFH`GPsv#7M4E8O-t;#$8Uo>z{q6&A{Cglv2+TKgO`2VPz}bl<yb)@E`V;p#7W
z1$V30`h2l;?eBa3G2jXIWJH3}Nw>f3Ro{2Y-*rsfoyr!CVn6nuxxG(uT3qZZIdCd)
zk_4?A6mY3nIEmhq72UdlI}VJ?4<XxUY+iY%ST!hewB&B^w~)r&Ls8xX-K)+8;?wZ&
z=;@v;BT4E0A&^cVUyUqzYtS0gsr*v+_GssI-$%$007IxKSw2Y1&g8a?8=YHMju1v+
zktCkLP^$u8ogHXT6*Oh0>3vTRoZUsKP&h%R*#B0-Qu_bO`VOe3mT2t&A_^jkK@o(g
z2vUSA5(E(lz1L8b(4-1MM5HN-!GdV$9iq}hFVcIFA|N6i6e-d>NN*wjbAtE2xBj=5
zk>s42edbKr<=cDqIOtFn@tvB`YmbV>OSNyLRSJ)$xgvyCNuLKog1!z6W@q3YSKOa}
zzMf;=Xm%mYyvIFL?E9}vN~zmH?xK!sHFp_(S$~?PXf96drX)!1x7w;2qegXw>^_+l
zCS|)KL-Q{tsSn9Fsui&XVh!N_zVy0^f-pLw!2eS23qgLSV8eLSEO63LHrv?n*BQ8G
z9#v6HPVXn)Qv3LU-#c8d@v5E=?B1gXfUB6~x;XNnXnD$)nTCrtqw`(AyCbq6R-Zm8
zl+!N~Hep=1e4gVoql1y%K+1=-Glk{F*8|5iv#<H5PbWw@d~ND5&{LfY%#u=Ocb9OO
zj&$IDE%j+Y(InTz+O{&R0bS2i^>j88hdlPOiJopf*P^nzs94>CLH<g&uqyp^1-rw>
zAtPsVIr|qHi*sGrE}YCH<?jD_+(MealK(zF?)pNde(uL1Hq&xq=ErY8^ryu?GhsGZ
zowBd=sodw5ei{^^v8rq)@CEtP$|G%HU?Pp6D5rc!i_z0$)146bF_^3AXukf{_6vI}
z(}#pNnw`3eo6rHKXIUSMFPML__q+DqamK-KrLlI%;>fQzM^RfpZ>1JRgs>|mU}?O|
zuF<c?o!b$a3m*D;!;VwRFV5i7Ik4p>vd*ltOn`kX`Te~>TOmwt<3L)SG`0$X-O`<A
z#=CI~UOj`1`OCm~6a71ArEp})d(V7#2uWC6R}x)P3ZrR%&G?tr8C*<OV_56;Ri@GT
zot|s2ud&309eV#8mTk;%!Rcb#<BM{_;fyWqIke(${E)?A3YWq{+kejL3WYg~IPIAn
zYuLCu6;WF%C}{I=IaBF&tg0cZD~l&CHLfbF0k!xJ=c9baXG3Z41<$T1M*E0^W*05$
z_XWj%=O3G#1heoVw;A940vwqq)s#zld5qO}KOg+a07oYMlaVmcsle*S`4AT%{>bW<
z)P*-7&K^V|vHi3Et6;%|P1^4dO#TvT3wTVn2@g68waDDQ<b4!yT^rE(xCQNO`jLTS
z8ffu)HKXu8ZBm6Y*a|WZa+amlZ29C`wr^hd1q81AC4kB+)ZRS{#A}WAA6P>#Zd+j^
zcV`Pcf|?7e0)p$*jlgcWs~~J^`w#3hxbetylSe{2;AcZHZX^|yu}9@2gLYW~no1$j
zgZhnkpdsG|ehlcTY}(t3MX`M=IH>w|26%`5Jh4rsFwg`z;@}+)>c{_EAMqPMZ@#vC
zhI|M#yb%q$L;whx_CnnDNd!m<rwG!2A}*RQ1Y9P+W<@P`gN-1_njdW1`^R(++Jn6?
zYU)6KBqv?a1nTSOJrXnhP~3P(XxQ)CDbh?i`A$hN&T1C5F8t{a>{;9&*xO7`x0Eoe
z8&2CQ@sE;et^FIeErPb}>FR5kOAZf+?v{d=P<@7Q2<Ee&D0p+cV)C4RnPTP*#>?eO
z&k_=~?{kiQC-x>>$_jqJ$T^-y%D^3#yWFpl{UTUl_0+77D7ICmXT7ZNwrJ)NW62;f
z{`!u<*Tr{BJJ!AU$+JR&pEKRgL|PTMXv8MpCEhjEtPgQ`7$30{^Tnj4Mw8&QGw<3o
zZ=_Tx^fpK#U%ofyJvp(!!|?a_ZwfDne*1TS;UeVtZ@0H^BPI>G%UWwFM+ZYrh-cQg
ztpJvbSHL7$Jy`;_$J|l|X@qwBZ-9}$z<}FobVYk@?)F|ds;Xp{0-~#IpZmaLpo5E(
zkWdzEZ+T6DSdkvG{+yb#yT?Umy@2Qt`75j0l>#y67Io(_{TL~7+=Ys=ve)CRN~`Z~
zdQ}(2Io!mUHa<vlQTmxTZ@A=k^G@nQWRA}yvwBrQ1xI-&U+V|aJbZm)SGd`N=ZCp0
z3AWy@^_fW~H+Ql@IE`!W;*3<=-GMm?{jY{9$wjv7H^We04JsDR7d%ZYRkNq@JYP?M
zp%*mXYj2XBRm3cQ?i`#*iYmIb6-Q4}5#4v}ec4cLy3mr(0D?G#I(MN1M~M%oZd|xH
z#uvD<)w4mj+ZXVmFjQ-+M8nMfxGJ)w*xn=T^l8_9`|hMx#I?C`EB?wF>o$8c+ba)P
zH=5+N3`lb)G_=r){Pk&~lK0q%6-yp<!s<icgKa+y1nc}~Ql#F;je&{k*uI{Yp^n?3
z#{IO~=a;aQu}=+CSEM-~?qbk;)al+vW?)6y5!f$-bfeq8>=lIT65&vGaa(MhROW+F
ztEo4;(>Ve+^*d9$t&b_cyEmBJ+I%s(mC)N&1d{qW7{6)k_1m8@xr@+N`_$Mt%#)s)
zbYnw@me=Hczn=4`_{L4!>ffX~o4LNM2ea$#n5nyX^;^Q~>`mwQzSJKwTsJXGF*p@C
z#>sz8Sc^vL5wUi`#W*HlR;ESr7$L0H#JZTjGK${!NSSouyW(-o0@ki?rS(yl=EIN5
z_p9%6aks~(&azocd`r66B3%3`wDwonIw#06mQJjccE+!23tnbde;yoX{;mAxL~MP%
zCQDIc2FydG>BTpug!%1TF$UFM5;OQ$@Wd#^OkuYwOGj<nxKm+Pj;jg0@REL($O{Hk
z`VS=bdhiBkBtz|Y+J~lhZ`ttEA9<_#&7_MBFEdX4-bja8Q(C}&$@XMDJXFQ=;xWQZ
z((nDi09e%uyp}WF+V{$cxmuT-6>YlitCaO?>)Fg+8lqp@H;oVNt%;r8)yI6!5355C
zNoio7-dzdbC1^S|c(7G}XQ8bM$IUH{|DswBEDBDKeNko{K7u5VdtJ;vndA&R9vgA7
zahP~J54`|0SW>0Z4&E0?>ZutYL+wr!y{ex?sSSc(lc@R7ZeuDmo)3yAI>@>R&RIN2
z0|Mi|eL{sRSQ#^)weeF*?#pm%gCWBs|75>tZ&e*8XMeJ2vq!eyrB~{9TePoGcfA^w
zrFIPs+{;{tlb1&Yq%>PPMBmsBJ}NH#q9#>-hwPTX>6boWymO1qHE+?x34K<3>}bwY
zGt3V<N9i+b-(*VP(T3yl>0o=k27PWS@HZPbKl<O$6FGsSwij>9WK`o_dWy(-<fPD-
zi#TPo<IH~;7PQoJy1!g2b4-2zrh2}G;9&J#!Zg)!I$6Rb>1MJiR!pR|#9H>MP1xk2
z_ghj}cKyho4a1hj{Q+;kh?y|y-c}<#ZIQZ%3F{;b^L8}mV~j;NvgEF{U-EANbKxvF
z>F^rIjRiOMBmY!)B13k(Y3p8;Nm|>+r0&1d4L33$5N$cWszkOp^n}yXz|Z)nv6SM1
zbzVu~YZ;5jN!$d<m5R%;8}@3#lTY3j4t-@ABkHxOKCu$|@R&QR#*2xr;P~exUHpvJ
zZgdzu#x7Nl$_^6z@!(`>)DYx(K#+Xe_xv!LTTERAPXYJ1;6fhjvgl};W~msxFO&nE
zKSPk?LAt17^d&jU12`U*Ndcmz0mpm7lZf2H&(kJQe5tXo6T+4{o}Zd=ubVf|e-n7@
zi*^U6!(A<0(e{#Y<k{O|Er7iSq9SyECr&p!z~yJvuV!*`0tK)knKagCiQ>tct0;S{
zymnXLVBwBw%M|<DpHY!YqE&7_zm@Pitc;h(9AbezrHi2HD@jD%-+m<LwJ$w?h0ZkK
zdE7L{uuI331&^Lgs|--hb0$7=$BllkUpdr=f8_4?aCluNZO@XsCszBMWkKb2CF1Cf
z^E9rz*28u>H-z8c-C=X}TrcM=a7t77>KHc}{7-7`s2&}+Cb9h947yUXGm1E5gx#d8
z8(6QgCj4kAEazGR4sE9u;=9qMs>6myvX?F9^6Rht3TnVFh_;E;lh6B`4;xFG-T5-|
zBj*=xShs`B@-@YWhzXl~G^dh;sFi<B$}?F3$$igQg(M~;nB3&VM%wIC>m(|>UMT-6
z%Qn5<t<trmfMHB>AjHW#^N+Cx<%+Y&HodmEe_zzm^Xc!G59DxaHUDfjF2+TP7(a4R
zY2uG&76;C&RqejFJ>ey|_|W3|oDJ6XAr;LlFO63ioX^>bDc*l_$F+G^|5TR5m63sR
zQY$X2ri~?KvE}4~amlDrZtnM)PO042i$7AHU8)YZ`Thr15F1C-@0JuzpO0d^(w2Ah
zYk}Gz)tn~%^;@17(pnY_$|`!Es%D-$Ds-PHZeWI&qKnU|SLyuqdwr!5hTm&oKK6c%
zBOXMv#c*J6+9!N;?<Dd1ad#gxnbVTi=lHEHYlMl-bxIj%A=;xwDt*N~QkTCD)k?`E
zuEtex_}FlmO$>AOizy5kgtuLc9CCBjZWGzZl}iakQ|a76e2%_Ea~^%H;FbbcbJkmz
znYS`qB>TC-i=&Uz;d;U>hOxBNk>2zeHC|XMiu9t032eRUwg=%=7)p2*$isajIUOKx
z5fbQ=_WZ7r`bYJ$b(rzboCl)$e*NmE!PU9XK1tWK{t7F572nd7V^`C+;4_iV6GRi;
z9#z_0`~H{#ifMY!eei{>NeNwt;nr)5ZlUC|7n{8{5kqg>rKd`rS*#Sxid=Ghj`jvb
z$s#M>6dk!&-D(^8<^HATy+^r(ys2F_SX#H=EcgGzV*Zfp(7BabSikyRWGwRvwVc(d
z@52)5x};0RRGhDF31nn^${d!HxRQzpLiJ@baf^K`wrr5CAL8mVaxBW^dp~;GdeG~z
zqDOgXN|?u^)!HcG#(SA-r;1|Uf1IAFt0WH#OAVep<-M8_mmu2pDA)AK&x91YYExpK
z!IpdNS)PnSr;EHpGp~c-#)?Svbw6yA=eq59Y!M<L+oF*0x$it|_3KaBZ$l05pB0uw
zo=%cc4P);u-|a=6vYwlp{?Kt@dPac%l>g+TS%(j|D<#vGmR*h`KTTy5<w}7u=fUZG
zo|uAnJHU@He7w-9M{O{4zxFOi)HtclRwnb>V~tO@A0~s~i|&5Zco)Uy(ABwayvNvl
z>Bw8o27?MI32mh6gG0K?Ys^hKH|dkkf$ij9emxORXQ+%GUK&|G*O_K#4o>}8L~GJE
zgiQRVaSkHhX8V?2VpknbGvjQ8PZgEmOa1a<!TDOn>Bq^oQmy9*o;z`Cogm&PNlUj;
zl0Nf@j5W~ULvbTYQP*(oMksK-@h1HCk+sXD^)T`tvMd<jC&0;99UvVBhkdOft>gA)
zx~8;ufE#kFGj$AH90WX0%ACB5wAJ33zr4R`|2+u~YmXy)s&40{pD!&d3RZV=zVh(6
zf1qq~ZDK^QNv9L@d{(K%`;iYQl?pMBGp7j=6Fx%yc9DixSSn6!kLAynHqY>zT<ohy
zdk7A0n`25!?Lu4IVJnw3&ffOiNY8r8mEJD2_dW6(?c`*PH_S_dkjb$)!GD^)^-X^#
z_Z`%SYfmyWL*6c>hI>l-_|7X52R+_e-70-y9R9kWXP9=iGib##?pwi%QulK;TC}0z
zDG!fx{0e&`&&m3qwDj76;(VQpaPKH$e_Zjn*5>$j0Ngvz3Y=;D8&@rmh}#I*$nk6<
zqkvKJ^p*_3xvL91jw*6PpuHjuJ#QP29hE%*?Lll?@Cy(*06YA$4X#J!!^ezd&Xky-
z_hL=l9Yo{9O^g!5avn&y1B}e*0`v2W9HD`}BnKq3v~Q94pjz^^SjBr8LaAYrhkB~&
zr8kWTjs@|@s*b?F-^SNC=g)e+!pV2^Qk_Z=^)D%#v6x(1Ewc5)+GCMOa!=s%zncm^
zl#reW?YpD8l2U)-nh}U~z~0nsgwKQMW`J!Hc&Qjg1NqkLDk?f&HDOE#2Q+w!V@88H
z>4guMA6gMji9cj^zPoF_WZ)vZHNwP7^xM^6OltlKNN_BPMS6>!JL2~nd(SL0cb_b|
z;g2R9Sv3LZs9K3RIcvOt`<+Jj$8${mVJ55TTK@XG>5Ury+y^#Q&|BlVi7uCnh%kiU
z^<@j8rx(UvU49nBMYaD~j}(A;IogD`Rt#A$qb`w@m_~e%U^;<yZ(v<YIpnD}GLFvm
z6IJ>4tp7>HfR+C<H-Dn>6E@!NJjrLYy}y(knooa&!wSC6J=&<fMCj^9Y9F8NQWkA4
z>wWm}Vi14!{EPs#Hr!0|vyn!DFgmWr>le*}raa<p5o^Lp*<vIIj6*s+WnLdM10PpA
zzDE$*wp>Q{+>IR`x_2*TjqU6BB#7t8OufCWEgSW%PbhXHERJ7@3Pp4-VT&cYg$RCq
z#rY{u|Eo~b6{DcCHuGictVt(XGlGZ8!ZOL@u3f17Xq(`bdc?+(m^ewx0bg2LT2*SF
z!~NLie%7?;#h)&18Xuqg>-jVH#AxQ{%c*8EaMG%sf-e}p@@K$PqLhTmv)S1Se_+X%
z_a9;!a3CbTC=J(ChwJA~DL#YF^<?Cj<z<DA57Grz8^~Y)^i4c3m4F#?D5deT&GV+U
ztiaxn0YMB)OXr9-x2#Q$>HQ=WCDj&~sS4Eb7`tA(Cv}uVWXC{hwy&ItzLljyZFT%q
zNyH9rcecmf&+<iO#MjI!t<|mldtbR`E(T4?ZXf4E<^>oIc^MymmuCD<efAfsZqSRj
zo1Lu)1hFB$`QE>EXAk4^;YYWdP5F;1E0;1aWzU{|Waic1*vOnNqroqd4X97=J=U{~
zt9jmWMEBzo^X&+jCg)>fSCKc919eL|Q!f@|3K^^3Hx+GjeK=6ET=<4fmmK2A_tKes
zsg?`mwibPJRY1=$Cb{HIDgA1JhQ2!;$Y63=l!$uuc1eR#T;I+`o5k7>+8zWxG{#GD
zMB8oO54S;pv4CpzY}UvL#5N&ri<XDuSOVea?{<<G(D?c*a9p>mG9Bv8S2iG}Z;=!r
zzQm>A3P-!c^;kJ0;8py3I?WGcHd4I1e-}J{##MBADUWYw#ZVH(DLRDi*q?r3Lo-50
za^UZ>vVVN+4-9DDBN0v}`LoiJ#TDYGx45ktzh^$cg=F#H?|0i_?~e54c7FNk#vS3^
z-Vw&R&RK#V_m`#oGI^G|Kd}5q?V|+us?_2SSthmh-V?c{k}r4rWMQKAmls*SXQ-|X
z&ik2d|I;9hJ^kf!LGaU@%H+=2rjcCCtkBaN4!Ib?O}}eJM6m93rVn3U?k{?X`R7f*
zhj;b^KBZONaaoSNQazg_fx=FwdzXrD7v{G*(l62vDLuYHnx~K8)?70N>2QRWO894o
z8G8$TtWqC^vQ9|ddGJ|ev75yw<B_jH*FVGE`oGD9Ee2qHOMi>Dm^*T=-(%W2Ffjug
zV&7lfS)Ih7y7^$?tTCP4*-trc24atW`KwdoP<|V4Z#ib2F2;MZ-Z9`>X_P-4lIc*w
zP81V6rp?{bG~bBD)!D=w=ds=O#n{s!s<_K`t$TcRR)XFnt&aJ)wsL)XaQXyYjhsV*
zD2HYCoHW+K=AqNV{+ap{Z{3Vv5q=#Pw7B8au)dEKE9)U?Q`w(&4WJiN_Zq6-$s^6*
zi0?oi^%&H0%a(Bgn_;xe#Ch^X9kE+R;p|Zj>UDB){O8wU&T{B?A|Gtman3m1{!w*#
zBG_8{<iggZq-0Z1Z0Tl}q*b;3Ns;yS^hhCr6k#3AeJef_EDyF$h}WPtHI4XCh!_5g
zml`N!RO){Z4@1|GUM&BC4Vq7DLi>KBK-|+BbavSE=@c~|tab9mFZ#1O+*%PbYJ6kS
z;2)a=`$FHMcBUg~J9D!!DLVf*8jS<SYH+=m<9YF){Bb>oYfY18Cg}@1h&Ob*{U7|5
zJFP2oo>rTuC*+3X3a+h^pK7k}_&Bqz#VzhF@6Lb|CQLD9u}cG&m-%71Uvj03_9YG;
z06)`o-Z`c}xiT5xFOq>hg<rkYZ7va!y6>(%#lM;QIrni$Gj2xUA1$wPpCrx~Kws$a
zahT`DmE7-fwWph-bu$<ouYGF!D$QKI<gMqSi6;{va!KOdPWu)!a-VLyk63u8)#2of
zDV%Isw*O39#IW3A3u8V3BS$p(+`@@`Z_~H`;qFIr6$xGgM=PrA_9o}*?7Xm0*Mt|s
z3embU3<Ql%$PcFoL-+lGjSsZX;Igd(i*mDZO;xEK0BdOGz$&%eD$<Ie?wOVGW6=9Y
z&4=G6gIZP_{z)4So5MH?3Nt8jpG_8aQL^Wamz(nM(giNP<Tm&*KF=;)4QjlIk{#8}
zF6b(sGA@CvAMW`FR*s9{p_BL_G@_?Scj4!pUGkw#^Ob$Ny|Hq-y~T~3XYFLvh5w@f
z6ovy<!($gu3yAAb5x^cT%T85A*jWlY_V2RwrWaNMp>HAcZOBw`wmh4Rh#g!H%83aM
z7ln2KM&tp=QG34#)%8vt@<!+GVR6Lk(ZOXP4EQiyR~Cvu<fRghEwqe6>d-hV@!2I)
zTM}9q30`n2M7TsS<K;-yzJVYQFV#CfIlXj67*bFO<lLs>W8_Ol!n!q}vkhP%MtRm)
z3_zp5<2G6xSb$u4H@>$Hf^aMe-xaMCIcC6d=Ddqgk3)ha3<+8d)R|+wqg+f(;bep)
zFqQS0OnN&|W6F_pcgNS$qU55`ex3&3&6|U?OnzGrKYR6jpWp92jUkxr9*kkfJ6`S*
zxU+*poXprKOG=k!i>l+}W)$z*za;bY4Sy3*)<@0Q7-y)5te-bvymD6`K-wOHJNnAo
zHmEmvtMW0EEh}R~X&ypXuSH~^Kp0zogZW2*n&3Wv{87M#Fhs^=I-?D(Q@T4sSEtll
zqhe($-sP{;bQm~R_6*tm)apCY%bJQ8R@b0~VyPk2pIQt60B!vs1dCUDkGfD>-e_Q&
z^s0UDMU>8rO>A^_?r~=~m!O?rBh7u+Z;0lNj%@D$8$3slV*YdX=t$^lSh88=j4=_V
z@i6O`6BkR8d@5B(M;#FouVWdMZnhvENHvMRR=Nc@GSf~qS9ZQX$t@o&yU%aKo|)aL
z6D3gAHCX%9XmmR#yPwQcd~~w?%!<VEKd^759$(4~(OFFA@#~t`=el)jH1*WWG{ua}
zH$qe!^!~tJV~0~m-)X~}tyi@oGMK7Mhv2?FEX^!0;sgr5cd5VAf1Kqdv1aVanK7VQ
zf5UX8`RW`vXr-r;A$OL3wdFofiEL>L`!TBd+nvoIkI>Njdv~*pMgWGcmvUq)2H{~E
zJ(b6^lI16vx^S|MhEMjKZ{B>@$A?Tr;iN$a@zGy?Zq{vF<Hn^*SCB)}-5m6_StBtl
zA-K%B@}$$1l>{B!OLzD)8oWoa6rX~Od$xgi>ceyI1{3oTY7uubE$E0swF2t+2?17?
z^PD}4g$Y=N^YCAMG9V^299rc-gN7B_hWd9<DWsCQqiO(mOhSgnZAT8{p#4CAPe!Jw
zy>d^F4EE#G;|6)@45+TA9xnt-y!OG~p!?Yz!b*wxeZ*=Pw^KLRb{^=xFOcj~buX^M
zIH)t=!B}6ER2IQKlQma(GuqLtMVquvhtP8H?>WAxG#m8Tc&Goa9rgU_K&>N#%9ADr
zEp1;LwnA!Rh%Yfrl1@K=Hmhj$2UM{l`pQ3`uMYFtEEoWH0|!fMD#};1-^`*?Cd>1k
zD~f3UwhP7MVxzYGCTF1pEMUZM#1e3k2e&zwbj1j96!b=uQz`^(4MHtP>Ye!L$kYzL
z@0R19Ih<qeSZcq#*YEVt+L7Jf!i+ov;;h;8wTbY;@InB&1B=2AgrA)Tj7tXYmbB+*
zo<J@N6}SbQFM1B!AhDd0W%9ictaX}Uido|G)6A)u=UAIr{X>cG`4ZprQq|$rFn5IP
z+CT^EDssaF;V}Tnhd3*gi<lOI_D|yhWRR4%%f`nfzmD|&WcAu&$u2%9rn*q)qOtb&
zp6~vO@#0oc-$zH>_|hqIM|R&{)4UwCIpK~VWd}CI^N``XGIe+n5H5ic`5&g&37!CP
zMR+*ub#NEKJ{j=3jZ`*^ct&<$QZd(qP$=#7<m6(|OZH%q`R?j!$W4V(wqJJX2t%(;
z&zqb~4Y5%{KnQ&KSG^5G>QJ-EtJxRU%4;IWHIUv`uA+HQ$W^HM=q%g4l%i#(<uGy?
z-ofI8JK&nEx_|;CM4-?ria4O=j7WHtRc`avgf&JL1fO}3BVx6vGE1(s5(i|wCP>@l
zh-*WP_r4r|rnjEW5Ka2&$8I}!QvR83rcv$v+yw7qOBNNgh8DpsV@Fzn4@##nd4o;P
zOvAP~qFw17&2Q?&E_O0c-h1cQ?cFTgWA{GF|7^$2>VlUnf4vGEV)XaS)0>mCn^A=Z
zP8$J%G2)2?Mv21n4~WT-+_MF|>Mv>#f5@raLCkm>?X;z6k0^H#F+!~fU)~Q<kvO}b
zX<k3FvI4vsCdNB#EsfY2#LC*=U&Jz=AS^EjZ+tv>`x9(|3dfId*stqcI~g3$nN($5
z+~;;vJCePn2j}*VYgP0p4ZO*W4;eej6TlwF>~PEQA*Ka)IqdvE^KmN9h_{m=U0D&p
z*bhg4*DNV*805E^RiTxL_DOCOgu|kfpyU*mkq3ij3uco>rwjumYiW>Bhlk;srI$fw
zRoB9nnhAs(c?L>xqI6_YPf)JtTGvSnem4;9%A9soQBsdqT#u^vyRobdo$r+mFFEC_
ziP46v)qBO`^FImWZ)>N@T}0nYvwRFPcx_uBiHC~|Noh;cPc<kLn&;|zU5CaN`q5v_
zEvn0kD!Tm>ubN)Mo7fx|pZ!Vrl>>h}iC8RI1E(0QdrIaFn;5BHInTRx{$1X=2~LOS
zrDtP)o;zd7G_EImX;Al3d058I)Y4vvLS@{RrpH6fK$DA5YMRQd!=aNYJ$qd@XrAxj
z$IhE}U8O<siOyiYvRT@>dqfqe{LW*XknjE0aTUjJFjAS=T7N@M_`R!#XT+G7h)$Oq
z`#cTunZmJL`1j^!E-nOSZL5WpS@>dF{hdN@V3d<HW2+KP?exvCz51}_om(JLOh$d9
zz>nMhHbz=zdlejKSZqA?`SgxQbU8D@fvN%40zpLPuwC2P<amm3OUnEM%P1x}Ts4f$
zCg+UII3V@?57>g*q1$RPSXux~UA+VawvKAh>8h%0&>+hw3k)nWfKbr_LW$mIpmj_O
zM_WQ%0V03-<vJ2AyrbRGb;lxPO{@>Ex7FT<w>&bKj2{`gk^OtL=jsi{;j+0h2Tu!j
zL^xSLxD6{}&^34XoHzpGF>qn=V)scQyR_;~Cek`a8vMTjrxN7Bq6z`%E_FIc`k$Q{
zl*D0GMdj&6aN*2aQoA47^Pg!MW?kLKE4X$=(#+Zzz^GoX#UHh6Q~ckB1YxQKev||t
zQ1gNFsrgzbP68H+4?3u?{NW5~-Ta&Pr6f@V^c5pHQ!|~|K{G3&L80fTN+EUHo70~0
zY8!&I4u5UePAbI6h<7tyh(s;p?IW00@UYHe)QS*l1L&D*7@N$)-QU=`zJg>|g_KT;
zNqp`{fS4U%Eaw5AIv55F&{wICb%Gl*45|b^fVH3r@-hIE(L&bC90Q9Pv%HVRl?rfI
z&t@CPZM-G_N+~|cgcVW7LKZw=&^&f+a9CM#5)$xDptn*B?=a=?PbGXR;S3I%!iFKj
zdlwa6^Z~{nE5AdCDrfuQm()Hn5|F`g{o2S7O|~peWUnP|_a4){Rvx?JSI7jFWJ+(l
zRdRXp0VnwmDq8^C<aP3i&b=S6$P0@kpIcf;Ri><M6w#>XW9Q9W*#|#Jk(mkKe0bO6
zF0VAIZR-qAULd8{5hS{O?#ZkGy}S(K$6)GFWOi8+GCUl{84;7^l7;{riZkL}Cazhw
zW(Z#HD;I#BL9MKz_MM$390ZE6Gv+I6V$ct42+x~YRl-eOSy|v;2D48D>O&=am}MBC
zPB|f-7654!6b%S~wzJ?8MY8Zgx;i8k&LANcY0~2Y;u(DU_mXzH*K`MQO+M`%I0+30
zmy=k7SzST3!dC$71~4}fz}#L}_0njR6${k&4aFzWo#(Gf1dTC(4b_%~oUOV&8+<v-
zS5i)npA4wv4}{Sap*uE2yWE%xB?`DM$QQ6jaiz8Q6<YRW_381?6AJI%pnBufEuQ1q
z8J-i;>yynU;y+MT&eS<+%-*_wbs4X6y?i|QC>Pgo*$`&v%2MSk$4|IiRA0r}O2^cJ
z&zOGgGiMZF-7Rcs;<L3m%$xR3Ld3GL<>sG(68bu+$Ym}QL!MLNWw#ogLaqm~wPng4
zy_0CTy6Ux^liMIvAQ<3(Vxjo?mmFomz%r79f3ZhN8Qv8od5^<o?zlt8*virew{woT
zWPa1n(neMWHgx@TB;MSkH(V4M7~lBA^*6PqguC2$2X4+Ys48?m{m$S$KX`KRWTWMy
z7oGPuq*~4f-h9RUrulPyN6=TcAC<k1Lbmo3{i0x_<RyjkoV7I1Z|{<`2HL(d70U%H
zTr>=0|8D*My~h;(L^x;C=P|1{QDTBIAK2+XrsC7yDBsBB>ni_7EvpEEZvc~NgTZYn
z*p!G2T=YH~@F;P^z_e>1PkFn6D6A=4BZ7V-T|aOt`t<1(vj|gD<rVsHb;MTV)iQD9
zsLop}@^<P`h#S0kehRRMPF%aJ`ZUBxXoUxXrINIk2=4hQ$3g3zdLmr^nJaFs({3%1
zyd5tDaTvw@6~Gs^8mS(tL5yP=uPp&qI_*O>zSx73N#xy*o1tj7pl^PAV?j`f12X0#
zaPYLJIs!pF3FTp}-n+4UoO72rT=XwTf2|GkmY}DeFm(nf)A?lTC^(u|O?Xj#058KM
zmDW^rAR#UBu&csdVeqP%WtqctL>^i}c&!GyQ;8224YwMI3|xmrZvr{0cOn|(olvpB
zUzOss7nbqH3optfajqW&f8egj!Ujis-0E?s-C0Ba;wWGsP63rE!Zw<LpvK2bSr+tQ
zvna&9At|iJOXZ?U;ElI{me?_h2E`53Ff<!4(%U|T;GDt+vvSQge!1812ll{F&#M~~
zg_u9H|4H)*-oJAIGB^PP`)hm?G&(MTWf%Op<h-}UdM3v2&9Y=7t~U)6rJNtSr-RPi
zi&lAjdsFx4V83I^eEGS7@W@p=MYKy%?9|DZKbPHD!l%YItNi@$mx$YGA^k!n3ewu-
zEnll|D={5o;#e`&#;;eMQSVNb(Ck*r*Itv8-S1?*bhmV>%#_FIaEbk-*UI_xoAU~`
z#50!|jgngoWkmy)rY5Zoo5q7?(RL-LaSjdw`*nRYhlF18TwnOU+2%Nmeb{y>J?)XE
zN9jP9@zV-lE1$6(yC$vMUk9Fr2xd<_V!y9btvaLRf}XakNJtyXJXc(hIBX}DGQ4=a
z{;SJzgZ{k3X@}{89XgC}m&!PD#n$a<BUbB{hL!F-AvIn@(dY)y)$Qh=SkX*16{Cu`
z6@IzIUNWkH{qdxBc0Qr*r8<VK#McR_Xm3s6TijYS;<{h+!RE?~Vy(F;>mEHC+bCqM
zyFK7(fQ^EPe;DV+yNq)qVjYG-Rz~G<B%D}>&gDF9mefRC6X4(*Ej1xo-!>?}M!=5<
zB$sj#;Eyj}Kwc&If4aPFXfUMP0+1sNsVh^Dq^vdnP5^f#A!C4af~<KE0+$5-P$tCL
zv?c9b_#c=oX-*A4O_ogAWtvu9Kw4$16*2c@swm73q^LdTcg>*I{TED;RkHWCBpAji
z0gOS02&sQQ_7yi$J5>%lHj2|@_`E3?w30n|t^dJoddd~oGgvcsgD(C<)J<S+fERis
z!5er)0DuvHXj$n7F}{P^67P25K$k3p4WfT}>VmzNtUz^z)vhO_)Gz?{P@)wA#|-iC
zQglxE9dxJ6QGbxXpN1I^?iT7Q@v9wQr^w;>ZrD_4BwmJ_BaN6s)fZO9F|$lKbhZ)h
zkwk>SJrX0IzlD}+B3=W{T9!nF>s*lN!t<t3pPP#Gwj<e{%}c>GOMw6YA|``ifv|KY
z4`EU+P<%Q-PSMbdfZ+nN>hHkW`cu#;FpdYN6tG<Y-XeGbGIStNhlYKL(DR-&PyUrv
zvX@dgwFkbXcn1{$P>2FT0YRULKLnB>@KV|HX>!BdIXPIn#{-9_hWW(qJJwIr&Ep3v
ziYsb@Y!-r5Ufl@~PQfh`)^1PO#XUSHmTlsN-A`Dp?ETrjbgWM(VyF$ikmdL&Q>PH$
zjL8bAd_^_cAU(Trx$2>W+pdw>rDY~U{A$@}#cQ{}281@mP7wT>r?bUBDM==V=PY>?
zOJC{Iq6*wSHN$g>sV`SO+rFRH*~MKtkZvPaLV-d1I}?`UQq#9~xi#169fEr9-fj{I
zQ_3ijNC~rKP%Zl{&a7dK3K6Y~uJ=G`^w<ume&gMAKlKhN+I|9ueTC=MaOPsB%JQ)y
zyf?-_ctu~Bogl_>Hl0@V)`32%c$E@j=9`c;1RNbHB^`!Q*tQ<j_+m9cW}dJ(4;L0X
zZEr`B%fwc*<~lmtcQtCDrGP%)37s;>cbXEa|F6*m^onrE$W=M8K|mD$9msy9V1UU~
zif5DCuAZitnP7&c<>1D@IK`9QxE0;NnZPbybZg1AEtm)_ce-Kn(a=;iU{0qTs*B|p
z24I65uy|`Rkb@7BX26*KYnao*Z2@)x5rzR3=0HJ#B1~mg5M61#t!t6~PYkqr`Wo_h
z6C<NvCF1#@Sh`xku7TzVF>MBdJn$338o^AUA;KXh4ndQ=psnC);&Vv9O!Q_~<YwXa
zqd<&_p}^IzCJbE%*_d??Vu~oS`7)4*JrQ2Ljs`(5V9zZLp0@=w61*)nIYx+~LHp2z
zVT8+<M%HWZPhy0z{4&fhn9|}I>D6-naReIhKHsw+PC%s6O=?)L8{mpTE`xU29X9EM
zixYO#jXYSUBH&bzqMNYWvjHw)L`eM6nY6zJCY1*k|G=i>NdZ(3J^7i6W&aj5ts!lI
zf<l@Ee#Aj-P!ia|u`gG_MMc@oQWR7P;qa2|$<*9&=5k{Eo<7)Xtb1@H?W7d9{NJy8
zCWy6;XZpt?gL}-eQ1LHeiy#QKT~<X%#XcqaJ^*H8Ul8tJr05C9r3BQ>D{GeMo9)M%
zMzU|+;8otDy~?g+&qqNw|9?aQj0epLNcsZK1d=X>L!$(XCN=^*R}l`eP{=Tc_JU`D
zv;o_D*siSk<?UVU>9Hp)PYeS?0OrGt>lYzqO6Sf>ngCeAq<u9*fxwY&e^VE&1JMdE
zL_?&&2Y@CPN)#QJVmJU`vJ2wZNq}<$2@W;vFLa!Czh?ZKd0h(hw@dpe`i_mDN)cNR
zzSa$yb>=cA2Akjfay!F-AWYI<pbgPxF)>lx2N|K?3t5o26YDO+i<kxy$lFPaIv}Vu
zdP!3WizuRu3K)O{sE@qML|Oi)2sGH#6FvGUdtaz)gNo$$S9Wv+60u<1<SFw)bu$_V
z#wv{=Ojl<=1F;<RC8)3-Ds(eUSJx{A0o1C4N@sZD|04sHkTHo~Puc6SojV~-eimWq
zkYAfYvyoU=#?cUK-LQF1|013*6qr(g4<rU3fK&gifrCC%0mA|o#sB#n?j-Q0^J>=t
z41)E;EYzn!Vw^y;0l~ma1ewy*RTZgEhen1~0V^XAB0;AH9Hd|)KNty1$iRTZV%H0G
zWvG&g$w-)`Kja*DhT`-X8hPv=CGYB-PXdpHO$BAcIl+`rCbBj{HXlszve`OVx^0({
zwvpbaLev1ETKTSWNfH3^O9kFZ2_zaap0mb10E4OQ30ZeMcC3X!{6fzKlPS4PkQ;WE
zc!10Sp#oWw2kJ58zSZaeE`$RUh`AsaH$I!GR3P-ut^TCkptdDj6%l9#aT`E6;7_`R
zEN*PwOQ4S7i3Cw@inK!Z2kIaQ+=b@SzX%^h@;}gkGNCE65O6VW_}}T4c0XwMN}TUn
zI+mfBddN42k46MX&u5o;UJV?XeuNjU16~4j%L_a&{1`9Pde95h$L$jRb*{F-(Ri4a
z9q4Wv0t(cjI?|4XR#778xPuRc<x$ukw1epHN9KPGIK=S&8(UD3pPm^Y_cFBHz@-68
zsuH|#a1+RO81EQF7Vy9mcs@HMES!Suf%P&Lj9v$QCJf1FXte<?0aU**FXIEmER1(q
zUA4;_s0p(1G})|)&t(pS>4Aiy50qx0gg_uxBRssYRx94H>J|Ckg`+$DB}LW*19!v0
z)I%QejHFJ&S54L0ogRcIZZjIJ9@pbjK0H`o%6HqKMd3d%$u_EoWV<#UayMe_Yv+Cn
zYC0xf$UI3@eoqD0E~2~{3~JeWmpwr`>*ET2Noz=)T`p-YUdU`LkUwY>xIbc*f)-C6
z(Ai*7{#y&W4r;mMiTjCwV$z->4x($CB&xorK%x7FJev6F;WFGdok9?h4ceKqV~BE5
zM3XxZgMWX2G(97tgpJ$uCXXiV$>K`wpbLt6loGG^0-612JF!NGoWr{E{Z3nI>uH55
zg--@`=s9a%G%kG|cc@zb%Sc>Tj4J-l{mjFrwG-&6ywS2yPB^Lhbyk4Fc=+`9p6{7a
zEy-<YawlT#+us*C&5*bV-UMo=I;HuEpIj*|S0=|0v=3euDswi&e1L}hxN|=qHT?m)
zaL(YLMXLQTsKPVg>K)44gInP3WpEEV@01I5*{1)2*)c8Y{!7)QjYS*Wd>90()hoW3
zDf|0sUN!qK4}R`FB2OZmK!4m8@(Yj2h;xEQX>$cCJz3eQPaZ~<+CgPbGenXjlvZ^X
zCv#={-f{n|mSI=C)nw+`t)l4zFHMYoMFg_-P`oZQKfz*x+`J&D1_M*$CB{=zrYMx}
z0!-*b#J{s$jTb<>;UGQ_M$sSCFcLZ-7+4X;4OS_`zfr*le9sch)g-tps1L*xU`pVN
zFr}alMTkICn=-xsPJ51-|5;F!g{8F)*5#QZZa5k?4-|-l$PmyLSxEBqpxr=mj65I$
zv|oy<AwvZ;5^snkwCNGr^?t-|fj99vgDhBQR7^U2Pn^L$9T*buNQzdT2o?(TUgDH`
zjo>-|5`c&l{%se$42pdMJn0bkVZfThEdeoSCBW2<fl}Up1KeRv`rClRfBC_`eBr;p
zB8$oxz!fO)GH4?k#1a9*cK$TfweUjFpubOs=>1m<`VM5kK?$f&UxZZwCf8w?_}u5;
c;R0=_{aY@XN|vI9Q)CaN1a&89;h!J>4_AWW)c^nh

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-17-Nemoclaw Agentic AI Architecture.jpg b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-17-Nemoclaw Agentic AI Architecture.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..662b08d0b2c2491f3e258ff270ad506eb3ecbfa7
GIT binary patch
literal 139575
zcmd?RcT`i)w>XLg8~X8s7*L9ZDv5v~0Rh1Rp|_BPKnU=WB9K7nAOY+sML@bliiVO#
zf|LY8Q$f1akOV>#=^!9ovHke2`+je&x9(f(ckliE-aqfoS?ip$X3y-|duH~Wy=Tup
ze+K`268hWR*vwdH&mJM6J-e6CpJ5?GA>n=d_wU~)yn7QC7CvzB=%ItV>9~l<;iIC*
zPn-}vE-ES}E-fK;QW794dg}ZsNg0{5XU~dB$jZx}k(WMm_RPPK?Afh)@W8>p4juaI
z%t_IcXa3Xa&pRQ}L;DUN{%7AFS)sk6d-jR$`SU?YW|zpld-wf|-v5~n9NZ(kcmHnD
zU9iXBLVNb@+q-Yyq5X#r3yU1te^6-8-hKOpMGqW2ab8{Q2K3NLS&dtP4^jX(?Ouz^
zU3N<?d*3G^ZwL!|m_{tugd-kJoKgTAxqAeMJnsLhsHF|D_Y6%hXjHmjjI3DAXu1*>
zv)hW)Zu9?78vd=70|$43S44M#d-ndT^Y-oEC3Tm~e~}=%+dfoS?Boqujmv=mIZeA;
z@;6f+ye{iA`fB+8z{KhwfzZ)?yER4ki3(j4T7CXMx%>a}c>sF3_vpS0T=ay*^Tuy`
z?gts`pcuwfVlcvJE+|AyOWblUZ*V*vn^BjWRBdbU&s2;4vT+%8+9ftN*i_LWU&ClK
zF+O(IJq>}E{h5CJxn8CC%iJhj>XUJVT}!D*?n(10NJ~JqPNzqm5jP~Wqeb>kBl$p`
z%m5Renb2eRu*fIn@~}Mieeyj+Qp`S~sS>>69po9sOASK*NM|G&7i3TqT@pTfrnGGb
zlqCgylil;~bYu3X@Z;h-dp?|=a24XQJ0C+3TYK(%#YFuT{2r{AlJ?<S4&6jnpBhi5
zr0-HJ{erLG#si~iePU$k8ylI2iLF?v?7SSaNAre;j?Tblhy~avHphJM1p{t#=6dLR
zL1`7=R{yk<8CWliXxfY^{kSNHt`|G^kM#J-XK0-y%;XjL>?3K_UAFecUXHo^?)Mp0
zz(n`urG2pmWgHv1JJ}*5c^4iYiI^pOUcJ;{=2EBP?vw@m_RsO>TFD$fPdjc4zeS3F
zH}&hOad9S*VBJkTEPHP#GT>Fz_5brjtugMl=jveY@dFL~uL4yB?o}o1y@F?V89=OS
zeiDcNQYzmuq0yiOi>Sm_p81U481{^YTvYW<NBp&@uO~=K{39ezjj{;GZitsYZ6|Dp
z_V3^(LTVQ!i-!dZ4&QQ*H7FobkiZuv^?-%}BlWj<HF#GUUK_a(c`USi+r2AkD#NmA
z`hiB}+7CP}c=G<$@4hTFF1SQoaD>_p)hHpw^y`R?3?K}G`w`d6<p(&%W!D~BU*TSn
z`NW=UXx!n|B(1abz*Sq$qR#qB(Km3>V~YXAdtOkx%@h<bEN)&-GOiDxn>%VnQzf*v
z?JyRj?ct-JxF<K(`Rv#s3}G;@#1SCI35FuBWaX*nkk8y@3UFDDGBV|(j;Jj~wBU}6
zEb}TtGT~9lH${)-2dkz-sAYf~6WUg<p2XJor+$&Fu=IA8Acd{F_>4-K{?L>Vc~n@(
zddOfE!#^YIqdnb1tnVxsZzC#0!*j`XBP#^_N{KVN!)auTT5K+OQXY0uqpifqS^+bG
zl;#SpH_N21I}GKT`IM4<rHdUXc^k=@(HE6eU6iC08X_}zdGV);B8xK0O7~-?{ZA0R
z4zH;7T!<dyYssv=9S*7ADt_<BL^}`l_3D+!`&`ayzYI%{pY^)xXdU-RsxN{)_x1u%
zikCtSO^V!Pjl)m^;{wTTOP;RL#Igy{Yev|$PWOc0zS0#*&+-AZGQD4&;!wHJQZLP8
zME2=0bhjl(-A#&o=#qD>^r0aH7G714h-iA((vz2>#=EW88Qi(gbx|9~qxW?WAUa9?
zcLeFurYW~hwYs0`af!Cdqr9=hV4tSV<TLzNonrD%c^OSH+<G!Bf55Un9KQ-1Vr+_U
zkN7Nw_V=~s={|wg_f^RRO<5{^oTIu^@HpHC_J{Q%dOn1^MeXt`=bM?_@F{dTqSz$H
zjpcvHOIUB}a?Y8?pIk0xw@1C@J5Lo96sDGYS$@0l`O8Einhkdks<yd({oBw5AcK$6
zLx_o+Q`?93Uo`4quLOa`X2_^9=u0dA;iryN-*DupAJ;E6lNt`xD`Uh!6_c}qJOKuZ
zoo(CZXzXU_ILZzMR88*ZeFu`~-Mqv|^hm@TuxNy;gz9gqnEvG|y)^ugUwBbyaYk)F
z9HKM<pi-&wjRRGntKRH|E$Z6p-n=21V_3e}LKvEgd1YaoPh~d^e%%Q&$~Hois7Ph5
zNK-pl-Ld-GAE6?&?jIqef;94pL_?FJbA7BMG>8??VrpKyzYKn($>xmAlQ8R@k(zJH
zq@?zUOhMI!CGZN-AN7Qz?`E^;el{WmcQW19*Sf7I;3>1vgWFAZQ_^n9u=;GBcY47=
zkXIGNJW#!J&pX_%2|?n1wD5eWR~JH$m&dpr?7tSna3R-aAoZ`WiA%iOfmlI7(7yMe
zK9^?@EC9N@@{Khdm_-+L5gNW^(a>Qp^K;vnnt_Ic<p*iybgV8|qb^N>!_>{JHH!dY
zhPg#$8dF^+HUI^ug3qCH<41^XA4y69tFmh0;`j$QNBp!c{0x<s#TPov^0Iw{-_4Co
zZONqoAl=*$W{uVeotuu84O9o73yCuOoMW1;uT&+KNKrMg!S~o<j#Rmp65Psjd7#Ah
z6GXf+P}E@-ywX7>D#C!(2u-{p+%;V6*0x3hY810lTF&8&(3#-=ixn{Q@~>>k&5aal
zK9U%|=cW^VlMhTUs_KJtyO&emixmd_l#C}y5_D@&Rd(?Hu49JIjdO*Gs0~+P%zAs&
z_)3;OW6=4q__LDCz96nIrP^5)PJ0iNbClJ%l4`U;7=X-iX9C${IMg4Zc2+5JK{taw
zK(PK{C9J?RvbmCZ7^a_-yzpD%78D6;J95Ii@QI1ZMgPPlv<?G9B>sS!8H^2YaP281
z60h8OZb`#XZd^h5nvX{5Uk-Ht$lzzC5BzX>FYeA_yWVo`?+AE{)#snE9pYlKvhbuL
zq;y(p;7>D`@db>P&2)NCfn@$o0U78Q*4C#l&UtS=BTK4>cK0xa)|w`QU&>7+nKZV#
zCp_YIP-TJJz<g{*-lDIEP4zIydsyQ(I4^g#;Ma(0_BRP$qe~G-N~R`DfI^wkyfGJ?
zP3K>mNuBK2F7PmB12jgcq^eTG`SP76yJc`%fM#ZOz5T)wVGdJ5GPK%i*dUV#fM6#h
z*;P~`@s`l~=rMq2G)&o>qD0C4U1Hl(8eHENm!X3gW}FP}5=I=eJn=5JyxbJcH%{Qh
z0W@-96uje#_Oa@<e=5f}a=NR=HxV<$BeWdl_}KXgYpC&0&ukYAeFmqgRrMBoR_R#(
zBRIk=td!MfS12J_G)eiAf9*=HEJ=)z1c7%<Ur9f%rLIfd4wm0peq;&bqbB+<J5yhR
z8zi_2zS76dvlP)h*-$S_wTM#-PbuI>qE`#FoD;DUzoyC=S0dCD7CT>@@gbFu0q19E
zMNFiP%@L}Fd`M5Q9DE@OZmFnG!a@dT2T*xKUI|P$djw=(k%#&3t}|2qCrA|vt!%wc
z#+TvokV4LO$4dx-ACZ}t$G3=`cWLQ-8kRx~Xe-^w=$JxuW}TYCg~l|#z5e~5&Km`b
zo)u6R(9$yPVYVne__pcTjJwE_>BUZgurhn+Cdn9^Fq3Cu0~2PHZM4JZ0EsD*)h2g>
zw+SFW!cuUOqYAG^&|>)A<c9Tk(Y#HJs)0i5v>GEcV=|0s9nTm*qzz_AhS>J$z$)Cp
zzmxQbraz8ETwhE?RN>e3>wA&ZQ5_G?KriH^{q`0J3T#P^DyK!XF%YxO>8$~0!tAL!
zC^DJS4tsaYqO?Qj`B-Jk{Sh7ISEO2ulLsx-LDqEWYH#QJ;Q*3+a2lnx{lI%j#0X(w
zXVBX#G_?m7SnP>SIkz-8U^*&Wswz&M4(@yoQ1HuKftbj6dNOJV1aw$Xr}dWl_pd?4
zCl^|6uBMbcdt#zajs2H$3f!>FtLlX<#)ZD*1ciGUk8kAmr5c7+*^u1{nsHq&fhK)P
zm<d!#>rGJQc9u8&(Wn$NLzxQnR;x^LqUN=<J!hk5v~Ex9dq6tWl1?7iA6b%cax<<1
z`T3poS%~;>JUL<XLtLs?fz}N1j}VJch5X)ZsrsfocNM0fQQK|jC`yZ2ZgqjAFj1wp
z%Ld~(`&_;RzUzh+gfvwPHFH+-S5Yytw!G*ch8}Q<kFC}l)~?3$jw|VZNR=@`wK~kt
z$uZf0Yw=8uEKoZOANg+G&+_sOV7a$P++dH0fR4Viu7{KYj}7mKji`hUq*!%p_gH@u
z{1FObi(T9Mea)B5UW{%W*crAP@nM7y%fxMJ0wlbc=RD@fZG|ZvFN|&nB|P+e#j%IG
z(B{Hnp&L(#{aGj<BBLnZ)&w@BgR0MYUa_E4+HxhZv--Ha)@f(4B42+80XYc|4v236
zMvJFX6ihP-xIU+r#4r4-`oYP^edco0-c}fY*TWrnRs5P*ZSS;_9_JqlH<J(iNG|c9
za;K&-K&q1Eq~cXVXzn)p`wfe`JOp$M^YS0MN9;Gb#L~nv)l+nL)JUlH{fJ+_{M*AP
z=2#sAuU#@g*1y{$>!aLPbOW0&#%?BQ*Pj|w0-<P)d7w`*!&Sq>r3+OC{hb-h#PZG{
zMtl;nQ&IeBS0P^A&G*U#PO=(e1ewZdpW&e{64dTi-Q{mYAy^4kga+e&v##VshS>>l
z>(vl{)lXOXMdYP*jEKA1qO))@@im>CNjRgUcXh{^5bYItpt!I~kwP!v<VC{#&9hn!
zhnwTZ&z|_Y3f8?Q0~LXp<8Y-T`g6S$3icBrGim)`cK;2tlj<;VkI@81olJdUWMc-;
z^ubOO+TRYB0w6PwtjDn)C8Rf_i>F_B&pPr!d4Nv{98@OhdIWFLyGBsx8?NW)DKeIg
z#heSlG)x64T8nr3HO}h2s<P$UoAYQH&u`94$L4;+sLAf|HzJ2DSXJbesvo!-j#>zg
zT#_^^)3<RY2;|{jUH!R7-o;_IH>13r;wz=_dP%U)(dXA$m9aR!MLl{u%$A2}o29DL
z?~49<2~~d#x7=(y1E-M4MdWCG%M*s0xQVDBb<|AhL*hC_{pe-OX<w)T#F&;L$wkYC
zx;Qugm_EegEm^;)Ua+zut<;RAmZNm3G(RlxEYy_JEZH$L8P^4ecdXCkv?-;rND1b+
zUk|74>8R7Q>p&h`6g8)4-8IKvo{1NZIH}RGi@ko?2nhsJX^$6*Z#{9$p~ow=k>ja}
zm{R$Lx@6cA;K^_$Y6b1g1YA}sc)0mjc9CyR%IZLS_L;mZPh+CH<yc);e~~$QwGp|Z
z8G&%sET%q;=a|DtS?WRGOmvMsd5kd}SObq>vK~@dzFrl(R)*f0D;QwDBmonTddeAi
zfAO+$_5aQD&0l=flTBu=)hl1TWDQoDzla)B<sVV_vVbWJ=9aj1<fW>Ub5a1h>$-%s
z30U<RD>!Nvs>9SxZI8BqF;v~;nIS!iE(0m!j$QD@Pj&AKPn*HZx6G_G+GbYe^uV9t
ztE~^*(V7`aXO%=;Se{oY5tM;oTQeo^IuQ{!6WM@}Zg`dUN(l3>M^DWJn*P}WEU1#c
zze?(%UF${eF^6i$vnLbL>Y@@vS!yY4lBH|Fr$@cGXp7M|u^@e^6g2wKXo`5b3`Sz2
zv2g--IXFc$GL5jY?<2@Yx3Qwo#(_|$iU%Xe4M*xV(2-t+n$xA;jNufTW|2!F0aR!&
z5OE@9<|!aAC-&F7TZ1iwEN^K<{VeoH;*UWT1+8AUvpM32uXw9GuZ>fJ%w%X>`;M&F
zS5=tGZoHHBGHe#N|BP9N#NeiLbCs?i3~&^DVQSLz+RM_<eSy7)WZqi&BpR}$vP*_Y
z&bO(R1JGzG6B)}SPdU#N$*t0}g+G6XYqrCN|D}@UYgIwv+>ey>q(ixKWy=^~R#HOE
z$V#5|kJj)yM5mK065$uM-o9wM%%}cLE-rpMy4B=f3HU3%gwW+oq1>)<#%U&fqGa1y
zA23Q)D&#TsQeZDmLaYGJU@V!c?DeFGF%hEnZ+cyEP*m<wdiJdle>2e$U^8Y~qUnsn
zkB|WgE9}(TXz1OnZl-<efab;k-$Y$6VgersPOUwYFY+=SF=J6`ujf46A>LGTct4i3
zSh<GjNQeJKnc18uOeqbEv@Zi(MIX!%KW&F=cE_7FH@%~yXPeF_^&in?FG`sl)9i<{
z?>LFbA@HRS!8&<l3vl`B^jWV_<n_UgO~?aq%uO|F`}ySKiIEk<U@~P%*6DnSGA%2h
z*b0X07mVBLq@h*-`3WB0<+S3sa-y2YtSnJ>LN|0uSTvZ0_6shQ03M<0Ag-ij{9U6B
zyfe|3@Q4=E65uk-G^v9R`^cke7X7(9q0Ev<+$z5{C^Hp(OEOI^W0m=Rt}dMvG6_-`
z&=hqdpO|!Dsu!M2PN*~+|M0@CYEicIV)%nK3x#RFe6ynBdT;3ES!K)Loo6{M2J56<
zv8JZ9Y*V%4?x1LoSGUj9a!&X=E6xmqz?q-tY5EtrflW}7SH1C@5^FeyQzUhT(A@Zy
z2=vmQ$?{%e)oV{XRkIdQhYDFvbGXr5`M6AwWDfdB-l?gB1o?{50v2mlp`4knHYLb{
z)yujDuO`<mK%`SU28r%@+f*<e<B32LW$)xY9*pMmb_(z%TQZQSyxCg~-Ia(iLW~KN
zrNj&v{JiNtF&%@ET~lY-!seWnYjtOOPFh58HUoz*uA6_r_sdtX6F|^5N^{d=2z>g!
zte!|!<<8R}@um_w_$!P~Wzfqy_#C#gG=?7JDT>fQ*jT@<+t^Mmo?bj=#$agaBO<78
zn^p2y#5|`*KYV;Vd@V8(mp2G}FakiXc0nhryK`KRlFwrO8XBfyGrS!jp?x*4`~RBm
zIY7$pm1}{p(gYlJk$}i!_{=DP1VLhq^wyd6)-B|iY63mA%bDs!V((7%grR|t6j^Xe
zA!Qy+j?W=bx(=z>e_GJ@Cx^rs6zAnl!h9J?TIj+A0IaN^dB-!&fS?oxyUN$u`_@y%
z<Rm@xD!D8;t=HA?jKTf{*zgADq99Zd=EQ__6lZj^TcHO<q_iUBfq4~y;~#6Hs8vqT
z;cXG5_c7hd%!H$<4WMVX{VnB417l*_cllt%$ogYr>aD-~aoo?dqz$c(v69VHDB7pw
zvVmmmYD;Taw`Fm3eEs#;@BYv4as4}tM_)g>AWWZHh2Acp4}>BGhiKk*1K(z_g7^|_
zP77`L6D4Qr$+F^$EVG4<TD`Hf>wNk23X<8Ya4pk39o(^Qewi~Vw4CVmq+Rxp(B`Sf
zP1lE2YRih3w45@cLaGw4ft(bKN+*_7@|}*<JD-s_{Aqu_cO{dU><LzAn6Nm>U;IU|
zNH^brgz9UmLU4M0F4VWOH9UG^m=eUi1#f|b4@pzFBek6(Snx@F6`qN%j2j%zvgY<f
zAxV}`uH-h3hXuVo0VtjWh9<p3qWnIFT5+sLGV7HKEb9mQ)#<@0VuT44d*6*We{0af
zD>pAs_?D!GV#>Nq<kDgy(_aiLzfSfD*BLqb*>f#B5rGNXAk9y3mce(e(={A6?@cT%
z<e6g?k`5Q8`k?688GDeUR4}(=+S)X1V+oz5@^r*ZHg4hj3OpDj$we3ib-%4VWc_#~
z*ZuX7ye?){;pB;qRErZ}KsoTvtU`YMk0v^0(+Iv5xlvgeWNRq*+0?PC2eYa~>n&LD
z-NvBcB@`C7$(r^!<14$Q=LzDHr8X<07b61WCK=^*nE`>tmorP3_hA(&4Lxs;vl=Er
zlu>-7J=kc5>+byQ2iJV_V%1X<ffmQ5q*dYs?Aoc-`Q8*I@6kN}SHFep>Y*c`<o1fX
zxxU4ES2L@bHyF^PTlQg5A{w+iQ9>0P#~2(k%UnenYO+5({zr@vOVEswOZ6s<7}3V~
zvb9<9=dEt|(aCitn0SJXepLHDH~Wdv;=sm+ku}9Ndwbg@nJ4pRa+73Iz4f<g%jwc4
zfW)<HgiMtqj?PenADr(5h_Kqpbj%dQZzw`hihrabFZxx`xReTEyi5y(Af^Hc&7q;k
zJYk}juP)zq9nF}1ykN8tYV^{=pTrT|CM3_#Q-;8TiK~a@1hYzFw-P0|7%+-jk3d*=
zHL!{&rn>G{!_DV!KY|(BPT#xA?&|p2##nN~FtmFbYkkEKPO1SAImN{Isl+9BhZ!9h
zk;sg=Af=Dcf9vY)xS8PXL-yZd7bGnR!oHdyr1-}&q(+t%j9jx-_=KGwuP#cS;TI3z
zu(DCje-bgcV1JDjnMGhD2^*{DcHB5Y<$gF)9olEy%py4Hh`H(zl}pB3CWjwUgBw9+
z{I^Lq<15?8&YO9Z^Z7M0dgjev&INO>AX;pX$8?uBu?Yt2K~4%XFYQt1Q0*Q>|NVeB
zO#Q1B?D?e0q-Go6KGx1?d&BVS(kFShZF}GAX|#K!9R}5?-f>4p1w<G2^N&^cfj6r1
znh6DV9|XD<Fu+;Ozk#JvQ%0MJ;Kz`!@{uWKtgTv^NB%3Qq<IMP7Abg<SXemezTml$
zpV11RU){?X{iQXkQw>gkqpb<B_H&j>D@-wsooX!uAPn|rbtGMw;E8K}XaQe4=(kX(
zV$?yu8pRjjwl$7jqq5?=qBs&qYIAlF?f#72%?#fJ>se4i5a}V1>M;;u+Q&zSGGBh2
z2LeSyHkndGEsUO3@11{+L{+f%I{IM2kj7le3{Apas>7KQlM??=XdThWj?WEAjEAp%
zXg<Zo*<v8+5_`765tNHnD94E*pq9UURQ1#v(SBA6+Me!@SF_b67&_vFyH@~W7p4cE
z!}U+AoE(TQP=KIsA;kK&*Ocsmjv*mG3TqH+(1Bh~)6C-Dzy=Au7?%&O`w{SOfWq3U
z(h~<^H=;x30Murb!)cKW3BdqFVHkjC3n~vxxq2^fnI*3h?U2kfbr!P0@Nio_-F*&N
zm8QDp!p&#*tOQE#nM4dB#H3$c>bre=vdPoowxqe1;Shs73jZ<;<_vO1?O0p{ANw2!
zU{B_@k0+ZPUeXF7wAx|)m~~Ef(@k;dXIl!B2#Sr&%28>4z+}Qx-uC&kewu=pJ}MiT
zExJTjGg70+Mk;7C-WO;Zn+v@X(C}4WOW#@X3$MKh{Olwskc!RZ20h6wYd>bJqdvG<
z5T@Qk2$!iZW;rmN-0>WVnmeDVH7=*EOzg?A-+)pQVp91B*`l;xvNGj6_!VR+eY1<0
z2Ly#Q1UlJ$8yWoM4g)fRivM1L+w1&5++o|X``9&kI_|*{0i~Ylu6aWD`A#736%E1d
zn68qfyYKs`!IRzUk9wWric5H|itLM(8%v>rW>*`9M$#chNJUk`1Eh2{v~8@u)umbZ
z5yH%(c2lFjc|+waU@fKF$dPtx>{Je~^qS3ux`y{9{Z;tH8*g5c99^bUiz8!HusO8N
zT;S9(`|1Hyg3Y|uaTB+a)XdWt`#x^n5JSc-#(Z`)0oMJr{t#M|G+D(YG;U)2%4a>v
zF}&KImxUTVvZY!;ApXu2d%1m(FZldNsCdI=9CAC4pcuWs8EKHIBhx%L`!dD+En?9R
zN_9&DEiEw0PqAA?Mq`JTF+tZ={q*Z=mZJ*?LJ{HZiZ#$K5g$yh*yYA;SsjTigSvPN
z#6rRtm8~^NRy|?Q)zXZU4@M<4=8C1BSLh4Dl?eQBTVQl$y9IDUSIPH-olree=%0W0
zG5+7qm_1UFs0Rslpgje_fN|rGSH9;6i6^ZrCoqK@dkhP_>KsFsGWo}ZW%P=_6b3Q%
zb<U))q3Bt!Jp4bi%;DEEjCPtPkCnL^QNAGJ#wl<FS}5onB4kdIQ+31+vAZSobu%2F
zt6Hd5^jGD+shH30;|LN5SWnwJ6_&fpSVnH8VxNM{bB<%wELCChP3V!zkuei`5hn~&
z3wbS|r1a85x>AdoPGXs6g~3p%9I6uWg(W~Sb~M_v(3er}M4elpgMc5?wIvT>CfxZn
z!jNPgu>M<%b<!uCIE4@Ee{0Jxckmu8>$iKq@7%*&8uzr6sN~4EPlq|1#iQ6!&_7i;
zH4g9P=##_?=h=e!$vj=^?VZF_Z6Hv;UKAQoKjpT5xA&yvxQ)GcEqIK;#biowZJhL+
z5$Kt=q>vmHmqYx+k1?uOO@;Ql)(Y~TIxOQ}bH%@TJxrQM?ZgsuMddMiL>)<L_BQZk
z;w*pbmwU;Q#4uRjS<i2a3baJ1lWFqDjF7h&aC<7Ljv*v*;49XueB?A}6Vr?7#Fa7P
z!Gr@1c^1LN7%(FY5ov@Ws>xed>*6ayd=@BMf&!cONQ<Dpt*z_dm9V18*{KD6j*V36
zNDz7=BEw<t*8$X1H|CS#m#DG%%|u2G!-!HnL?*_3wb5O_=c&O4JPVpeDyMf$R+E_k
zPgcz@N2E9Fmjo`;OP7$$3aNhth|o?P8C`)n2vwv7DXTc0zwtWcZGYI03`p1JHkHSg
zGfNSBa$#_$HVzfX1&9&O_X>XX3`kyc9b(Erc=OISCU!|wQZ#HV?PkNX#HOqm1d8@-
z`_p|P)nhW%f@>Do#OPqwFplCqAWjv4LZn3tD;KX(lQ*jGIAvHnPQ|s6#VGfMv#Hv9
z+e3$=>p3dSfiA5V(dInXYv>!UmLv41ioIT(*x?u#i%+;=<kS!FvW$tyW>>acHuJCY
z_xn#UOEJW+CbqNFr_-kx5ctg(LKaow4#jmNkz;goo6DXp1&Pl=)ftIK#!NsY|4_E8
zm=Bh>Rbv%bH>b@()J(hLA5Kco@wTiyeC=sy_UF&DBQHR`!f^$gUDU1$0>>B*vu}63
zo0n=HQDD3UEi|W2;i<&+ZXMa2utg`q#`0r+<`Ds&4Ft<HNMev5cr>|41rzF9RY;3Y
z5M&oqEs5D3KcE+k>y1nn{+!ElEK2PPXO^X!?URQin=bmpCvQg(iPL|v-ttlQ$Lb#8
zw6;>`I(2zP(H#>(##+RhFd{Rq@neA;Moqpu%DiMxu%F^uzc;<I!KZ`f2l4C^cdT4;
zzk{e0vpUfX$^yn`V`fv;G{A50V?$ND<49TF*v!zZ{MsW`P-I*ZUv4}@B%L6-gFYkQ
ziAb1XYY_!L%<dFQQAsrJb!N&&c}t>0foa~X&e<%l#h^yDO5e;H=3K&)0t&m|exRuT
zJ;FCexjOo=f>BfM2g=;q^6VE-!G&sD6?!c%)Ads~$!PgNZrw--4ckvmn#Kk@LUC04
z2`B>}0Mr)^;;U7bg)DK5FSlofP%5MIW+6VteJzVIg4?>qtk?a;r(^q04PXPvyy*xk
z#bi#UjZ07j)?j6#%nTjKOie^c-vFnB($}42WIug1Fm0(++YpI$^3<oUJKM;V6Ri7z
zM<lOMeER+f`8i6;g33BU&(Ftxk^NS>tm?G<#R0U9^xyQ=)K-Mf)1n(P8A{;XLI$Zr
z$Gxd6X1Rk@Su9ParCXlbYeHWc$m;q~j{%w%CuKIws(AQjh$Yga;x|lWfyDv!oez<<
zdTAz<@S>XE@6BK~(jen+w`f@CNPuw*;|>6Jq@)ME4*FZTtPWM`3(oLswIA|khSnm`
zR4J&YSVQi{MLabup06~iPiY$-56$E*+hn_j?kpsz7C+3?#eb(?YQCzyKe0~b?iq4f
z8{JY3t}G<{sE)9e;D`{Y@IWCfy7oUrb18&;&t%5woEkIfoJ^BaaH|}p0>Aimp95=E
zWgkvcjAH=_AR+^{HrAM^E#kJSuJU0aCxnLYF=hr5c#4_3=ID;ML(!xFnzr@rj~$iV
zGrEmul^b)oI%_a!@n$o1xLmiw(8j`kF=k=H3}JIwa;!z`0~;PhUG-`@yb5|J99JQj
z;TBxj++CnC?W0kg^<m{)YhI}rh<j-}P)Gk{YZ!7cOzV-${4YJvfgKzBVH}_)(hk-v
zV?pn6$NUpz^Vxk!fCu%k%|GtJ&W%PCY^c`L(`;<VRcj39aiKNSW+4ua2zh@SD^%HZ
zEFBHHyNdqxgxQNk44*Cm3wwOk)s+NpnOFcWkL2WEOktxp{e!@w64KuR*Y|$l)XZ>k
zgG<oY3dJR%(PPsV$o*Z|NO3JSN9j7WDeVhHp}~j~!Pqc^m$BgS?dabJ8KQ#;S6toF
z1MB+;jLm}Om74h-W?@Ox30RHw{xJ8HI#ry+(3o%m34EY=5G-R*UG$o}&hIzR2+2HL
z@TiMOhJ40(K{|=pvd0r9x5N}lhRc;Fbqib;WGt+Z2qcvbPLE9|kC<HSOh<f%Z-|jp
zqvDI4)2}>`AI5GfzTj`k7&=LFU{2TxO2%_yAiE?CA(dg&Q<tfY^qZay0*7+!=YP<x
z^8N_HGzTjBKR%;ZfeMk#B@EjgKY57Ep6)ZR+Y<&|_*K?R&_g&?BJ7LnM?+=Ue%+Z9
z767pRRqG&7Rty6X`BQ=@qvyix)vfaXf`<h<Mpp6Wr&2+l0{;HsRgV6hT4i@U2{Jcj
zmoH?weWKLgc_aF-$E;C8$88<pvbGM4NynF7G#V+_s$z=~wx4g{iA3TAjG%^Bezzyk
zKW`Pbd?u}bi)s<I5ekRO^W*Xojc6sN*(c27xd^y%#aoe&{taI_IMvL49zic^!>$)H
zJUX_;Ji(}{@Q5Y`P^Yh)e#Vf<znLq97N`5Y+QdC5pVx2mTYFMr!~7~(-m0F=cDA1W
z{KYeIA=}6m(Z;r3cV*+(t-6RRwc)SG3|k+8E(r<eq7e<juJEae$)L-9SX3Sj_8IX>
z<ap#}7Y#jj5u90r>Iicx(aao5eNBgiq=2E_{vuhavzZY;gm1H%U2j-RZ~atU`{Dc{
zoSik@-)(OEgt}zTx9ak|LwWsmLXJDN0VO+~7`k|_nVGBNn=&A**V)Y&1iVm7%tb&)
zEO)4}4PzvGnNZB_ckrc!eqOYK>MPH_3Ziz|mwp8|CNd!*;p)ymjQirM&-nH<)t<#@
zDVT+$g5R%=q@s-2u?~agpVpI|)ohZb?8}!2s(N?Qa7!qqKw@3LLCbf8*g7Y<BxJd=
zL|kvD6jx(p9Rlf4w!N>S|DLbwNZ6Z(3;UfpE0e0*Tv}SnmODXgD0mt}Yix$QOJ+BE
zBJ+E0`Hcbb_ms@()u|7Q_!${rVaN$;+nh&As@Y$`AF_jWW!+EB!0wBrKDskciON}E
zP0sDa)SF$VOjgTkKS)2Gq7bFiBaWD>D|@CIJOa^Lo2`m731VV9_50@SOF~t6d|4HU
z)Jv|OHdXyg_`Q3oMyK`!jf5tR`8byi;I(fKU_kZO1rDc?$l!;%cWxyqt&;Zp1?}4J
z`ku?@^xUag5Ztje1S<ph`&o&n;cG;zq*6)tG8*_Zz*tCvis?!#Uu0o_c<45+2JW67
zFi0A5KB?Y(H0j>1HVN&R7uBE+7+EqjNT~K&!riA)U<Nz$;ml(6@5~0tJE*oF_7~@$
z1QOpqJv<)c8fSK2QBR*r4!J!${|g%Uuo!RQ>EuPw4S}T0#r27H#I3^>bj5;wwHB8v
zSqm1<p?9Bi``efS?`E{9!b^x%%a1!({d%n9;jfNg_iK4Ow8W?%;14Qq-hM@<6A78-
zHErh~_&98-N=b=!ewYqFE|w7xo0Ae`i?g3i{nh$$kN+UE<>^3epiiGvGGHNPOIcw@
zb_tWD<I+|bF7`T8n;NKnwGSHP9jY>p^V?1|=#ucOGm!E$yv<;b$Q$Lcp>x%~ySl0%
zHitbO{IT@DnDZRBQj#B1Dq!%1t@KqoXsmeM$3`iX#<-^e)Z&P6<>8SoKkUGc+D*p`
zKD6^>4y&q<Yv6&=Fwunsfi6+28@E4|zWd)cKmH>K?(cb1>4Fm{V{Z|2-8@5eIdDb&
zJ6tHjV3Kmo=nXAXN8XJMpwhztP#EFtxdV-z5$qvqJ_1Y6OZ94*%lVcYW6!=sZfG{x
zak6s>Y5oji#y4PqZ52)OSgr(BEne*bS;%5@W^$p+Z%FG`pxLdbYXJ~R$O*M%kqF=q
z<cDwGiIG%IH}2iPM#hZ=l^E**%&vPkfSNGgWm>%#NedTq#MB@P-?~y4m8+|3C4h35
zCm$QyL^h0++7yL$Q_V99NuHX(WqM++Bv$Bz4!HRB-K5(op_u5u+V$)?TYgi2grp~R
z<k**lhRpEQ22C=FUg0lHG`a_CQx@Cd^9n{3k=JG(UvlcqyH(8_uFOT<m-*%|alw}}
z^qHQW4mhFZ=+ig$Xk;v&?6+ZG%azncHoOl>%}7=Ch=ZP$`bFhV=lh%%G7Dv~2L#<^
z8K@`oV7J!qSNO-0uFWxZ&W|R9fWK&--1r-lkghrKwNSmK{Zj0Qx!gnE``i_l7ZpD1
z)n#m+K(@-73gXT%@H)Dx$amk+G%5~UVbAMPfEe{4+vSrw^QKo2tGciLS_1GUASMVC
zGe=F$P2W%C#H1!qn}bRb;DRx~mO|zY-{OH#Q4Z(Bpj(sE2Ojtmk2rb7$OzPXpz)6o
zzQ%RghV23>X3+4mx<0vC%4@6<nqPOu09XT7<DGjnzPXW|G&NINX8mfPDw;|eDX2kT
zn8T2LsMGNTx+qh$Y|u<pS2p+DL3~#jqk>;vGphG0mu_E>makw5bboI<>rs#XQgv!s
zoH|5aa1R&rh#LX@=AeagF<nD^d|o#zfw{Co44;;b*J?>sOL&tV{vknY)n!<kWt2PS
zu5uIJpfFc1>z*)$y?^%hfcap)m`9{Lp2#LoH<fV=lrTx_!38XPCuN#fd{WiZ?$_8i
zLw9x!tS#kIp|C{;g4@e6L?Sd-`&);u^J|r*u8O_?>y?l%J*zX9HSCHjphm%~4h_q|
zefo`=ZBsqX$AUI5{YPZvzgd~nMjekAISOTED7$6^wqY^awj`9%((=`4qti3HBj*BT
zEN5pAx^EE2ea^yQ4o|uBkHRrKE-Pa0s*iY3*^301<$-Vr3VG}9m5alq^t&w6$=95X
zOd3L3xk=2?JSpukC;tJJJiavjplgZg92MnfqJHM1qC`F0`o4Ye5bllXTu~Lmc#9#O
z6bCz~iv<W?BhFV1=)-Csn0*|cXLIyj4Tw=4^(%3-AIFQdc9u1dxpdE3W$biXjy(7)
z*%-qX1rYF4Q$Z5|<q@`C@2-<Bn>@D>y}GpOC&j%6y%3&$V8K16Ch?<9SK{B_Ywv~M
z`uORmYKieT*$E+@-IuYMfmVSbad~0f_egxy!q%gpd1$9<Lfy`_+u7Z}Ov8|PZLoas
zFm-WoHgqDz_RAlk<5CrkAFQxJMsBy%&xzuHiIiM`idR@V&#!YTi-PZ=WDZp>tvT9V
zSpxLn8JC{d%6H^PRk<ni?lmQp#Mk%hOUHeM>!p0Zj;o8XUx+KO|MfC>=YGtMf=w$!
z-WAOyo(XXRTFF31xAs>UF6>;f$Ivf_Kh#{9SC$_5(VH?7UK<KRh&y`)dHs?~VShj0
z{k}n}z>BsX3-$~7zF9yHGHs3QyIzW+V3a++EZj<!n7pcnVcMi_>Puz`j;-{f9)gM*
zo@BuV-kA+~#fSP5K&QKnX|PgxShqzxLg?Lpv-$s@VfSbiZ}FjkQQ}$Jes|c!s>7md
z%?yap@hmGyA-_G@Zb!0fYtUI<!*iDGcP`djXHTry*W(|!+6{DC*mcBah<-sA!wec{
z`__DZ2`XXpB1I4|3Ce*aAUs}R<>B)p84<UTgp&_8o|wtv4YWaMZU;~mAi=&qv`{O|
zu^gxR@(J4gJQy3brT12lccHilDZnfCzF9Ho8>p}~&ir+w_#E=a-P|kZsWI15GZwjR
z*)2NjS2vMTvgD}1j#MV?F<w#h`uBgad>R6u`)4=a!~46s{5q~sYatAj>*`N0Zrzxl
z+I732o#)5RLTN>5{3qdM(R0%`d283PSy6sLiopOCbllem)9zG-5JBeb?k>m<8-d(e
zI8gbY>B;|QWe+$F)NJZEXn&XW0X@c9Us>T=rRAenKNX2l=B$Kmtf*IC_@izyt=1QS
z`3A4!kc8TVewzfu_4S`ni;IczSH`y40f`t-I6K6?&u-`obTOJs3C*_wUzs3c{s>7i
zTxQgB-Xwgc+7ncFmGkt00sfu&f=qL-)i8}R0071g3e!G_#^{GegmP?0JSb^}fvav;
zUXJjpi07o1`bRo)k<waD5a}>|HIuo1C*|+jXE6{P=TRLh<H+wrO60VPho=?szwE*2
zw}I;}*z`Gn&D)e(AE{bZmZNNZS=?NM=}TGJdytX)yy&y8F|O*ACj4*Zk%q~5TOJM3
zZemN$MOL8C`*FTQmM@xar1+-E?W_tW{s`4X6|TjM2q%7tyJ%aGl`mX;{KqQ<7FVr!
z*$~k~`kedYnMy;w7zkn)`*zLxSM#d|Tc@PDOh$hl`(AxO(C_)CZ_y*3{>O6#h~0DP
z?``jm?qzyX=QcW3m`OG#A9Vis3s>PhSRG1bSFe)rcN;sCJETJ79+k(hLQdTEtP!95
zK^p(nFGa5YTnD`-bB8R8{`C%F!$c2`DGk#k2UZ-U<93p0gIoFzTRIGDG9~8baDK<x
zV8xhKi-0Pf<b|ZFn{Vkw!IYJ%V-}&I9iN}87;<7FPf1CtT{}Q>`Nwh06k7U~u7L8=
zWD(|}Z+)W1ZWh++d(<G>=o83~+rT@X9j<xiTHi{<Fn*4aHrlTq_UK>ptxG94Z8k2G
zSW?BG6n@_o8f}=J2gv9c*=&IyzyIG%aQ-vw9(}FYix;dHs4BbOjxqyYOE^&xM_aL6
zmlG0687?E1245spVO78|(`980dB#B@XqzEQecDe842yeaj<?Ex(5KCfs*(t#{)pb2
zCFH!3=Etk%gmaloJ40B%0TH{Q*QH49I0@-Kl)Wy<bbK>oNM%dJml-sv7NmGuEOKN!
z1f#^XP-;(&Z+0{(ksH{~sBp~1xxu;WZOM(M3GW70kg~wDGX0|+Ix5S3KYaXfxg2$3
zxk*cY3#iUnu4V%NY2QXmx5NA}guDsqV62F!!-swSLR9WWN`6^~yZnB_FdDk1<8}L&
z&EPNJvK-fv5<~~B3*K_QI@4dtTQL5aAPA54FfktaH7iK{BQ&*cBDYFp>bnQG-!3)!
zk#fmyMyTGgl%<%Tu4i*~F1C7!7O{Ii?b(m4ivBXkpCWx_>Pd=7w!}|`b3!c4X3IdB
z#Y`=9el|;nJNQRv&oC3WoLK&~(@P+-4>*|jcoY0rHmc!5eE&-!huY-Ynq*Wz#1INl
zXn3fA@B>Rn9i1I(04;&4RFPLd{%3~qzhzm2vL4X+D3z3UDK4N3GF3gFHbcv3zyIH|
zFaE1c3+AzaCOcQkMHX2G><o`>0qfT<U=m)o*COX+go9qfFt>T!5h7kIGf!Mmv>MGu
zM84y!8265Dt-qm$%Q&-)j17vU9(z!@v@bmnkeFc1?&VvO4<);pQRB$ftfIjYe)en)
z-diAd*9edMJd_c?&5k8=(M$>U<=*2j{;PEV|D@jGq+TCgXDogGA~+++4%X3rR=%tv
zuI*W34_YaiXex7iC`>+1kupF}iKh(xl1|8gthTMWhWL(2Au-E`c#`RnX{ATrD<Z_+
z9>Q*R<>Qq7xM0*h`w@nO%@w%0BRNxR0!df}DqT0&$h6x3i(WIHQI(Aw;QscpjsrP~
z31(<7wzXprm*RS|>HHnzWb1i9xiAvJN1=Y0SA1JvEGEf>daM4|QB)qKVms{4*ttJK
z-~8pBxJu&VelHEWlK%)TUpe+ymk-FEF|Y|o*3`tKBrT#LzKjRtQg~ea7p1oc@#V?h
z;@aQotuXmmegN~U_L1tT+^g2JX(5%D7H9)iS8fwxG9|fW54DNN?7`X#++`Rktk&;h
z<>m6xBIZf3HN?~-l}Swu52A)Y=&|(iQ}*w>_XOX9YNt>!XNAkhO*cF;fMdAe9CDqC
zb?#qzr4@5EqnElY3KlRIcsi+)wFuvK`4R*K9w{B0V>Q*VY@#nwdSPiNP_u!?dG1<*
z1$LeQjY<zJyU?Trlr{A04IbXc+N$W@QB6oA1MBW(ikVwP#p#1a;^{MSPqkCmZT<lW
zUT7@W&-^cD;c19V_S8Qedjh`SWMVdWV`FFA*Bu=9v8Ry_I%Di|Rb4OK$+ardn#msO
zaFF~X^eBf4yZ*mG`CkWXjA4`iz9fR0sM?CyG8m@%*>x;_G5@}-xxhAodBv3av!TH&
zH_Ho(2@Hm$xi`;oCZ(+9gEcOQA!-05A9Rqg-&~?UGVb+$%(UFerVS4|D@-E67|EGc
zuwL4sDQgq=pj@V|9s=(3VR(opPPh<kSEZBEgEZy?C#2)J*9&fV`z@6kEn0CrHMhR|
z;v)w7b&ch_Gu-UUqQODyjcV5(9OVh_k}NUiwfZ(iLwf3FqZci@l5OyNh{D{dZI*bh
zkLN&^-}PCRZe-LFvrL-qh<SOUebt!wcUMFIR?T;izhp7PTwfo9hS#Wd447@+N){|*
z^QIts{}u`4)wB8SP{RV13<7TZC@wWM4<ADS@|YSWNMPyFyu*FgjG<nionyijFk;)f
zIU?^NL(-cvo4r~_o(ihv!qIDc>B3DW7O%7cYXZ%g7x|XsPWz@w6V#}Ib($EEFPDL!
zk`ua)8GM>wMBw5ou!&&n!E^YC3|@B9XLC&Enn|SSd}G7rUe^B4B+EVr)@By%OOQhU
zN(bLMX~Nzp_jb@7HKXn40sr9<KK-wley=0{>{hrObIMid(w-c(`=^AuCEgv~cg1y2
z%-4PYdcPGV^zL%Z*HgBaj!qc=8|YvEEckaxBbHiy{gTIutrHN)y~M>v!N+ZVLV}1N
zsSO{LeVL^Q6+EAMfyW-B0)IUJQ65hj{9rxX`(|k;C{K%Y)X^1S=mSXAY>|buzTvUT
z%lb-nYZ~dEjIz!J_pvZ3H(HQqU~-_3MqBgz*=_5O_Hh3-VE#Vo#n)y$9zb_~=cDH(
za=^}kw^v`}YfS8jsq`Ei3D^<Kr{q6yMHgaU+tTA}4PJ%Dm(jbWQpfz#2*1^quQase
zaNT;|<vSlNjk&%Ec2lCH#XBw{?#UO`ZpZ~EbuM4t0KrmCw#61-8`Myf=TPG_{Ha@8
zsF}@YtZ^?Rn|4y$_lEAVZ|h%`c#YA12wB0R*mtn{hM!lIs!HY%ftC?xU@ZQz8S%k2
z(4bsw5ks+mNYVW;`LJ)Gs>E8Q%2Cb*D;bp};ueS0CjcYkHlOD^LCn+F)z)w#HoB_f
zN<R}kFJ9U<iVX~XsIYjpE#Jwgr972-b<BTebWP?N<>$);let6HS?aT&t{p6ZyEYS*
zs$X#X{E-m*8GT)5`&aeGFOwo`7q@*nqSoUiJ_X_kG5QKI5}%y71DhfCXw|RbZBx%X
z>Q8Nc6UY0sT_f0}Z1_FgZz*q<A9#jZpNxb!4O;vh{%s;(oQpS_RyqDk7SVb;Uv6%A
zzfZrW92Z%x?+HNl5Bw3*TuF%`<?6P4=39teduf>8`?ns=U}9l$=uCNh#<~0&rKlt`
z3wZtcdu^-}O-Jr2KGhm5aGiRd?C8>3LM%j?7cTDOe7faB6)REuF23ChmA%zRy8LkP
zyi3{ZGYmaBULTZx_1EgPseoWaT@Dwr^%`g9_5ejr(VhxX;-oLO-?IE+TZvhy4^6i}
zwH4D5p1FU=EgQCG8jl55QiC11w(ZW4i|y!*a)pdbIN%pV0FjC}&1*tl)G+>{AD_SP
zqKi^tc{34jF(Y*G-~C!+U)tSk!uw9aPAO$X`UDqn`bIDemN)3E&8)ItDn$x5SZeb1
z=kEh+oN_KwMsdly%d5z}s)g>m66!zY^5s_2bbG`rz^>@r3VtT8|JKik#Og&L7e$;K
zoYJN|MHJk=cD|d!-C2u`rBZqhWZC*{6_q(HGpm3O#3x+)4)gq$;7Pn^we<$va`xS!
zOo`L2=VQLghoFqt9ShU!`dfy4GCvLD)g?F~3=B|KsWKHER@{&|YB%FrlIBeQyhL5H
zr2LGsn(h=#^=K~dt!{iK-dy2HrB#w9u1(}+#*egW=@f;!-Bn(;ERgxM{P`HAvcAWr
z&k00}Jjg*0e)o}&`)+oMYlPSizOH!+8uL|Y%c`u_o+o%sDJd*?GVL4Pt&?%5?|E4O
z+sK8zd^vDfx9H)+n)eZ}8=SD9(}uH}zmsoW=3a4<i}<=}{R$ISYR8$E@iB|0Jv1Xe
zNG<#5w(fFe<ij5!(bKdv7M0)uF-kSjxy&a_y;yJ-HM?#0`6qDK(ch$TbH^b!YZW*V
z_{A_VKmd9cE-^&s4|_JQwK-m%ll*-eaOMMEE_hKDpmR<#GJ3@v!pvZurYyT!TRC*R
zn8A?Ta#Za96;uK+Gm_-^F$C9aoS1&8KcLRHi%|C8b8l+soc=(KuiIJw3iSDud3gM2
zUyY7j5OXP90Rm|xzPzK!?T?m2P~DTR75Gpct>iL(XGyI;Hd?VZ-#=@%s4wi!zs%*#
z4_8WtQOEU<8J!6iST6T5{3Ue)lPr2CprJ$Z2vf}lGJG~BG&1<hlyS)KCv{^bmEm|3
z!x?V4J!+6~7oZR%ODwJE*K>W(-BM|}8%zH(j~y1=T1K}_VWod7mg0fn>nrolw~87b
zq*-9<uc<gwn5vWlN)cX*k&RrKEg(?1f1!Rj&Qn4L@D?|RFn+wdqd*LamU0$~1j-UY
zZ)i`7k%vN-^!x%DoW4;~?a<O#P%;XLr>1*km^Q-^7_~6yU1PqH@2{{D&ia@S*gof>
z?(MJ)s1+ja-0eGea&p_BgCv4oTn?USdo`?!9Hyy;3OYCzxQA6AhwOPJDV<73RG~pR
z^$kr0;lnCchKOKHtBt<Cuo#wCl=@p06YllISPidgAavtReZZx{hpj~nWTGCvp+D@d
zpLb#^yx?E{&bEQpWUzv!lvQx%ll`>%A+qY`rNRwX4I%09bRz6R!y#%;pWZuqz$Fw)
z$xBt2*a{6R=1PWTE6X_oU+0xRF%O$PjdxFx93aR}dRKHsCNZ8&_#`pCvyoOBI;AOM
zpkyzDS4Ll}yAMdbd+9^3sdJex0R&pv0KjYY1DEu>XZTDFDrFf~6*251TY+@;l~@qj
z(At*6PCmGzK<fM^+QCI^+{q9#=mkwftS5Gbg7DIx$XSKA25{}eMwCDKb`!Du#5;r}
zV-gc;y9{B5+Sv;3gaR0PF=HuAcu3IO2QJ(esSmWrE<SBX24#k)84aCbWah|xVKJ>3
zU+$3i!k#K~?%#c8cQX#yzE9u#X)T_X6sbCH%-t9!$s$Ql3(5IpQiAr~0#t-%qAnX<
z!l_*BS<mSFVcz!thUEW5-kwb2Y|5jHE)ufe_Jj_DCFfPttN3x}{2+2KVZy$D&Fkys
z#BQlIZOYINB){sD?EYSYsX&mv4CF<6XSZi^%|Hlcj=_a#i0e^6^fvq#sGww5sY^_l
zD@w8R2rBjYK;i1Y_|Xln;Y01`YOG{nfl-+lGoJT9uGHzRO}O>c-u?lEh70Sm;poEI
zX4_FKyH*|ibPqNw|HF`fSPh3oZz`=q_%WYM!;W53=LS<(+bALt41>d8fxGeXk3#gT
z%nJXGC=zbx9~$3{(5#+n=r(GF;TX>c0N9}Fr9>8SRz8r0j{{EqbYt#XoU)|*l3le7
zQY}unpOrae<@?0R6U8D(e>Kj1$v!`p`tqCcu%y{MYJSro=Ti|utJoE0JZ+RXxIk@2
z%KiWx`YAa!1fj~@sq~50^HqDDnKAIDZ4>9x4Y-S@_2gNJCvdgt=l=&`?;Y0E((Vmo
zS8Q9V(p0Jh0qKV7R(gjdMEaH@5PE152&h|BKw#55NDU+;NC~}2Z&CsYy-0@up(S+i
z%ihm(&ikJ0Jm2@NKh~NxbI)8evu4dbcbVS=h3&s8GJ|zSn?<%88G-JCt+cOX%TgLL
zhU$*2-B!3F^UKD`KQSi7Iilci^>&bbz*f9^UQa~|0s&FeMrz2V%M|uXM*f5xDlDl}
zttx6((|y>!g}=xB?5L+~ROd`m!4T`@-J$WCihkcBjLQ=U2ny_hYAC$Pjz^=btS_mp
z6kL{VgPB*c$r<O=x+_L~;zlG2grVEivMTk_4Ff&+`oyFFfOoo$y9~mf_3D>YRKBRU
zu~tsS&Xiqk&;8f<&Ez3@7P>41jS(;ZFhTQa4p*NlZ`BJWj+iBp0sIJia*<lQGVIb{
zYp3~yib0s@Ih0L>38|jSF8_)6c!!V^Eity7tt6Rd)h2JH3+2#`fY-><w8z(259`zQ
z6w(RnJvoQ~qt3L>Tk*uwF(*nK{8=|zBwez}=tAPPOf+@N3!2>VJDJ@H`O1xWBSgrD
zr3;{r>-dekmq=ty`D8u`gKc&Gj3*MeDoO7jjf51z-tazTwL<%f#p_tY3+dK&wrq!P
ztUg5uFuy7P{r}@vksL<j?l9bPfG2#^N+f}twd}mM69gIc=I+RTcI4=&&AzXSibu$8
z3bG8V{E#&qO$j|zscLgod-Z-iteGJWRIFayxzyvmMuRTAB#cf(87XVLN>HCC8bn8t
znqx8O3Rkqx5oSmEOSyKvSzgS9NKo^A)v~hnht{Ty`nZSYc?kxkUPpHhR`=P=UDl7U
z2$acyNFwrWNEZ?Q(yk~d1z6EZ**k5Er78nGP@Tx%GVP*F5Tj7NQk8XNdr*kqn02(R
zK%N9SDw}ydTD~07zi5GtAEgD&FI8wP6OY41MX&8?5V%gkcQ8se6*_#i6Z`koM@QCA
z+rkn)Ksv7Vie8%}kO^y${sCAhxw!LZg`7hSvMr$^uKj7yd=%l@o+j;6kxAq43hVTi
zPH>#YAF|1tftr+GtVH$llqh2@1)^u{Z&^QASbu0EJDA*YWfFeGx2sVE9Tv&VVqZ@>
zx)ao8d&-pQK)J6fG<N)%7K3Q>sE|WuRyDtzih=~G{Z)~G@@#X}njA#FT4U{T(eFn$
zKBRKij_tEanw3oL-!(TwMw1sMilAa8#bZxTuWpv+MOHKf6;Cn^hSRiY4n@#wHt>Be
z%U8kg?DO&(uG+5TAKW%Uv^iD?&6A#<UZmTetIF60lW4j~rhmGx&56o6R7-h^jUJ`<
zyDj!=qv71z3lKS$1D|8c*yJ+EOaEj~MKg5ikH@rfL8L*|+?sr_+&)``ozU>}Vr0I_
zK3smsP<J}QI@(FcVKMUJA@{xY(7oU4eLO{=rVs~yCMj~JfSP{cdnCkGRgHR6%_rHT
zPIM`wMM+96m9^KL_a_Bn*uz+yT_qnz(l2;DmFRme?Jj+w+RK086j4H(je#Cv9YUEE
z)OSLYBH?5Lp%=m{E4Zw*P}-4yhxNW(?k3Ee{|Kbr#h3FwCPORFPaQ9rSLi-I5yH(W
z;$AjnCOnyzfL1SoPKN(jUL^hKBRVb;%^YCQYbr-$KM^9Hgid~>M0R{Z@RLehBTAmS
zaqLBj(rRTOr<%xQbcJ$6L&mp+tl)(?_*sj-Q$gL%$D&!{wBHA}l<v?EvnwtS%XyKi
za@6r-+q42AF}7nP@YZSj@Xc4Hk#43~$J2i2*uA?bjlzWbIu(f1vYonumAn*1xy#K$
zC}*E(Jfd}s{OFV$^g=3FCK7V0Ug0`7Hi{VTkvruA<P11u`ZzRu8JJ7YXo!y;M_zaF
z8$FI_+?pxVBahSeL20Rt3etU6&Ypfp(FZ|6<o-YHGdG<~#?O|}fw!)^#Dh|S`%Hp|
z&s=H|6BPYl3}B?`;?2^cWvW`&^orJrii&r~pRZ3>8VOzwJ0d$zu{Ekzo`8UXB&lxD
zYd*M$i=03QqB*m!wZS+*3UK7h8Fs9|a=O@fyZ1QpL`ZJ)MNlME{OQn~hxuy|pjD7K
z@r$7ZBtDOoiMCf*-SHc%w=x)%8`P+rIUi5GcZ@kO$=Mh2onUUdA&S2Plwe7j@~ix#
zD*j95NN*ID3!sr%U&~)6Vs2NDZ*<~3Bdp-BR(^!d=VcY_vSshuJkkktTZ*6q`21qH
zVg6v*Q?!Aav6uXMYyG{0G}PzpE7kP)dE+N%g>sDBYkwK#`7rbOKGwRk%iD6{wxr-r
zx?S@t{EWRq#vdy%)kr30Y89y58ut4bDjLy`{v@6~T1d{S)0-acI|}Gu;rhk!@n-1a
ziP`RHGEc10n93(-zT9RYRmYO>(PWUQ@A6zfwe}lMwMX1#Umfndw$2%QU1054Qi&(0
zTxh^qA-l^-Z7F&|Aj`;W>@3^h1hCGFD4mWyHOrKB>ucqUXC0|~vu8U9Q+STNTvqdR
zO<(?7k1Nj|+CEb|r7?D2Om2E4aTkU(uWc}JaW6#p9pQQC^XWj+)~Pk+gHeJ{N8wSV
zmZNpaQRoY~Kf4YgMmF_ANBCP)zZirjcOv&sQ=(UVxW8uJBAu<Mr8`)hX(>B$I<6&c
zZ$CFW5kFK3mI*lP)pwZ|7mCxBzfQ+n!5IBbe<BAx&SLh-V)d6$c2o{^A9e4&=C{?h
zuyN*$pwp|g+>UKL%-cMc5gJ(DxH6kkJayF>>y%-H>b)Jiag~Bhmi46^DgY&xDl>wU
z^4kej$_6rIqHADWAKaePsC95U%7|wzh#MW55MnKwtlUH>EQ2o$?z$e^SqshKyl=aQ
z=Y!?t^z2K)H@z}Nxv={6X<=xyn!v5m{BR>~S4Q6azN(JPL6_fepyuOQx!Kq|E*<nD
zztK@^ieYh)emh~2y4+;Z`xPAVU9735LzpQ7Mv@oRq)V`%F7;d7!%((2C>=7K2lFtD
zqNEcmD;M1$s}zi@V5^CV)Y_0CSSYdjy<SlDishabN|7;1&xpy_zZ)NAgH{SlBLv=D
zmyZ<xIGI<e^8;S`_{Mz34Nl$v$xqL971YoCV&Dsn1MB}(I$xu{9XuFqfOC1GX24pE
z&mqRqZmQ!W)P6?l2Z}8x%oj`E%eU)@r4&WnA6(O}Q$+e#W+<F4A}V#>4+vbqpcCTR
zg|EOU{Zy~0s<jG#bLMQ9D9y<NoDI+j2VOzHMR4>W23f|1+&1JR`?Vm_e-Ue9>URJF
z(%nm2z7hKRZV;)APn;m}nt45nSXdoV%?QJWW;}8<D+o0j^W=+>-lV?q2%Y+~-#tS^
zBDzMS`b$5fNVQPy_oF6{qW4(*UnB$W7ZBD`JULST<=V~#0$Zm!J~cSoQO4!Ej-_=W
zUk%Av?@&{CzQu^*?iYF0t$19|RJpKrs;bbWi!TprKd1fiuy)qhB67Z8hSFgXZ$G$f
z>5VqS#9Pq3=%ObSlgP7ss~RdF@hIKYxV*F4MMNY)+InUAz6TpyYAlbz5srt%TIiDt
zc0=syzuDx+*Sub?RuIiad)G@&x+MSwDu<1l`qX78YPO_$&lQyNXJcW-P>$9pg!-bI
zm(gVU<_o-2?If1DCcqL2;fmB1`5ONNV&KmBl_%NN{#N{Ctx0BjIf<@pMo2n}JTwK$
zJ0SEUAo2i*+GJLp-p2!u9jlBmXSbx3T^)h$h)Adox2@GoH_#sgQL^?_?J|c5sK(ze
zNFUP47*vaXlbKO%b&_UkB<(sIY05Fp@5cx<l1yh$3@*R!?){h+{9#|d!gbN7Mn%QB
zAv$2mi&;#yUwXFr_$KAspc&RL;imQqw@bxP-s48i9}AI!5`UFQM*2Rj5$E3)Mx?6+
zqETju)cQceE9Q5!TVM;@d%DNB>h;E#K}>2O&!QA*RaM(1I9_5MasgQ#O@zYCPW4z>
zw#_K`GA#|M9FtO24Y4<H{k^b=@kU3VpifzT+^d4`=YQ9Yq>`ULjoyIyq3waJJ{^XZ
zVr)9d1a#i!*UD|IG;pC$rYACj+ft4D1wdFR;aXC)M*E_3?A%)fPZ$C8l`8grsIqe~
zX4{J-VUeE`|Hhg{)C7-Spr|#c$&N3&lQ_BqT*n&#&TSDi_ymC8Pd<rFXz3D!T$oll
zX9&HX*FJB)j3?n`WVF8M@P{o6%D)PT#0W;m>=gyjC#Lf7{-sN6+0s+XASZJlrC$ts
zZ9YTVtEM`>@3S~XOX}Pq8sc6?V^-|8g`DF_bGccQ+M2L?iY{f!vYMn0Sg449exPRz
z{{6D`CF$~S!z48W@kL%coU`R7OpJXlkS{}%(8Utv!13xttb^%|n8Mrois{X~jnq3A
z5fuYHc@;Uvyt?f_iUKvi80blmm|N<mSG!Zz+Uto&&uNyL!&ctAg^!tJjQ;X<3|mPd
z^#PX|GlWtV`~!G8%7Y!!wmcEQ?WQg~<YoZR*rG-USs?;G>D|14E?}&j*5gv)U_^o)
zu@4ZZomUH13k4SWi^A0FDIK4(h-+@XQ)F)EqDIE@+E=)esaIhyF`QDy@^&t|&dGq~
zfmtwk`F%>Q6|T}g!p#rRO$x1(*xLo32(Nc%K6UdM05zmAb|-xe#&QaHnQbC?e_j`I
zE<9=GZpm^5L$2M-&^&&bzS0v)-v#1dIbgC%tBj?MXq%eh<!T{>%Bw3AeOh#6T<-7F
z^sSI6e&Nrk7=E}Ke>8rzdBHjUX>5}x={B}u7V1{us&@%YEh{6%2w^NTSuPA!==l8v
z*Xrcr$ep<DN&Xs>!Rk?Oy<kE7j6H-S9bxy0j8t<kB8-Gmm1;72$DtxJT#wFxc2N~-
z&ZC$?WqvnM$0ZS{Pca5(My4;XU}@FfebEqd15kb=!z5>XjE5Ng<OB!`m7fjte}`~y
zs|bk9uYwXbNZ#8GACrUPZF<LW!t>Ov(3YON2Xs)%9NO#bY(km2Xsl#{h^T@wo}xKt
zvxSFr)0*XYb}*J2fo7_?=6Jt9B4#y@{XB94B{DL0ah1*~Ljoc=)^PoZpX&*J9v%lC
z%XiO18src<!?Pq3p|3lk^wBKxg}m;b+%5Q<1BcPyf1nq2|C4al2R!#@n(G`wu5~W-
zukesX5<{h89yb?0Mg7fKbL7xBsl;%IVL^CmH!n-9?#lHr+wBB()v8S}#3F9^Z)3$>
ztFM3jr*i*OT;C0@*sm9x(jIp3@!xv+`-i6sb}qnIH(uSaYvN1zt?##=4*wM$-E;NH
zC$2Al0bgDIZ9Y0i<MG2U55FWmfH&W3=DM-)@6>nyB6^ph?(yjY@Iu0GuWkYF(P{2B
z-|c#@@%TYA*E6oIKd*Xrc5&W%`Qq-2drveMKS+Iedask~+dt7402x=9V}x7(FD>*H
zezyR^6~=e1Tve>lYrPuh7oW}Dm{0hRUH5;Qcr?^nT7QR`*Z<-jWepEJ%d{C5KvM%l
z6nxFis?F-2LMTEh?)s$R?rsD?3n1Vpc6S^Nb0Dhu%j_(N?R@+=;n=RkqxwFQ(51xG
zhj-;cy)=fUyez!;Wyv8Y*eq3WMO#}&eNsjyBfg7t-?)D?KV-+QQqyr^7u)yHbZGp^
zXY?fZsH=0!5alsiM|r%J>e}y#y#w&kT<Bltm!^vnfTXD0$?JAw#}Gx8qPB(Q%Cg(}
z#4-I2XM<9tas*}e`I2wM#DZ?6saaYEPvFqPsaz#NkR5EA9>p;ny^3el4+kle|6JJ<
zvf!F<b^nHkrDur}0H-Q8CY9*JLGewQC{nE-a~0HR^h_Lb`sd)XnWBnfhr)wvZmM*#
zcsg?B!`jxe%e+B5Sw~PQ*?QE|vVB|-g(|?h?Mw6=U&-x%lzF57_^%I@ULA~fE!fZD
zy?LlVrmTg!3a7Z+D`J4AJrRV)!Q;pyid?KVt<ESY{1=0#<AB3nlE!RG)Fg^&A`=Zi
zl53K*aGg{U%%pBG2Hro8!pO0AVVM)Yel_@$PVP=uj?LX}k?J=WcF(aqnP_;iG9p9-
ziw#o@VgnE`k>IXh4EwqY-ioP1*q!N3vdaGLmfhpA;1(&@UE$Z}K&o=1x?KJprIYZW
zV&A|t;cQb*&zu7AQAsP!y8bF;vs>J5^|iO}hJdvNafRw|0lJju&{DP!+NwJn`JhL=
z3G+7a-`Qm=w%~LM%=evbjGm}YUpM{cjIJvvuZ14q##=tDb{L&CJI{{Q<|~TJ)u(Z~
z^-IIh0lytdPA(%#fWc^#sUoJ(*1B~AU&y?h53wd9?=5;ZkzGkyD#PLw(F0%W$;Mge
zX@BWNM);~ab-%nLN$3|t?=6wVH<&fo-mKu^;BP&OMH`#e^PINMzKAU%AgJlU&3ZEY
zjfufze^S0jME582-JVa3NWPtH!jNs>UOU?|x&w69(rB=FAI}7k$GES(+BVS)KMo7x
z&aBA{dA(N#t{`nXMdbubCz_vR?a6DIjg?~uS*&pDRV6zhB+se8lE=0vtFid|!PtYK
z;DGxf%lmaA0u^2>pRP=l^n?Vd6`rlA2(3)4n4|nozx>QFJifs9ZOvYXxuf@5)UDp*
zgeb<I`_t&*>B7lIzF5~^3@MGgqrRtyO2H|87`n`;Eb0I3P(_10fwrXN3T>^=RI7w6
zo_5!+ocO>_zKAx~bL2&X7CFCdi_cL{y&K5j(`Cyu<71xCl~tYa#`Vt3@*wWi{ri9C
zp*c!Sg-A{yiouH%A*Ms!^+qD0@=7oo7Bn<}w%VJi0UsctGZcl7J7&ikJrAs`CqD_)
zsz9Dkl+e7k9>eYnD}^UWZ&0UPZdnzS7c`b{h{x$SiJ#@6t&i`XD9BM%uJ<03f(ffX
zKeA0G(R3Kgx)p5h^@&PYOCHE3Gt&x(P&;2nS5fM{xnfUBf*NhYqw0e0|6RAG(-kSK
z;{r{;uHwrn_%Rww+X)C@?Q*PMZYux9uptczSS`5)(WLg${114829?;}tP0JJe_nNb
zMlNz&UMcP*4!@l0Cp>o8%;-SLu5u2IjAP|VoTug5Bs+6|3u=de_e%ItIDMrk-zqtz
zks&{3IJq7e&o$%3Tr*C0i<Qe-sTKP=ezT>}99d%)A?h0&uOI?ZxM$G_jk+jhxk6qO
z=r&_KvJX?GS)`3pkM+O{1+Q_sNhs&C;r$i~_LXd*5Q56B7fZRNr%o?P-Cr!CO>Mp1
zO=_!FY#UkJrm=GaKYzQYpEv9)N-V|{y6Ebk*(c|VUhTV#Z^$sZ+86QFif3$HtvgYj
zWX3d$e)J$filZ^Kv+$=E&EFyDt|J+~I~#%?Pi5=gxR}y_i)6%*wE4Y_G?V9|r+{yG
z?SrmF;`b_vHRHRYLq?WDm=p~-taiZ0Po|J?=Xy?$pRs(7;h1-kcq`kHUGlnqn!)P6
z!;*hjPyEWqVJ;)>7Pq*tVZK*Tz|*+78^^fCR{GQKts0oI8g%)YoxLuDRQ&e6%M5+$
ze~0cpp$DLCy7w3`nRnv1pV(c7w*EtM&+v~Mi+__u$J0r`_PY1Z#oq%l(Br^&F97fD
z|H<IM7aDY#fvYM`Bp#9W>|Pi3qth#d7E5u&D&Yq_8`X9@`Y)vm3zgM!`_3G$LOxXn
zrY~NGjVd@S5*lk68<a17T6~xz921iXGWy;*9NY%M7xsk83oq8!)YSCgTq;eLrAg6^
zi3m?#p3Nz<*TfYOlGJ$8tlhT5L`YW-x(GV=@$q&8@QjC%xVI^dfyz|DQl57X$8qN=
zj9f*B##DowXT9QNpIArM{Qy2)WtwA<l6?Dr*x>&NU3vZfBd#GYjtCwk>e5<FIU(JR
z7jU0HWxKF*inXqcb5;`K_Fe6R@?6#A!7^OkciD5QX^^e+%zuoEcGe7*R_NHvR77{h
zXVet_g=e0t>+Q|4*>Ep1GpA#Au6cJ>y&Od0t>0HhTdqYkk;eOel6y|c`FRlJ-DvV?
zQpQaf{P`0c90!3n0IuXe+%fxFgwk>~k9R7bTluEGoUh&DC2RZAF)7nrNx@CF0>@UG
zIH*ovz1N#>KagF+_f07{d@U}_j}K3%5r&|{w?w(mEndJ;7d7m?F>cuvS}R0j3sAY%
z-Fox*^V#60_v<qe+$d*hJj$CY!&gw`=O+SKA$cv~xwOMVf0CNC0q6eT`iTLqzKoLc
z%Ja_uN|M>g8rn;#jd)SE@`9t5heo-e9U3n=ERuLN472{C#3Kt`G1C9S@?sp#P|5VM
zfi5sC-AE@9=6BykIw3kDQSTfz;cLWNo8dm+e0=>_|1;rZ%Zyd;LRXoZ83<IWS|(Z*
z2RUR4&mgW%SfyqfPEzS2Si|LQrQO-^C>x*0A|r8mhXpIr38`gHXgi2Wo}#E%dL}Da
z#MPi0F=1rf5VIPDj!9921YV`7D=2@L=0J=l226>TI6utY4ZV|I-jE|TotJEi=dc+M
zr$#QBR*j>>I$y3Y6dZi3*4MW0^Qyr;i-V<#WmXR4CZrBRwIf?f3quT8bnk$G*NE5s
z0sw*YE)^s9z(=AdBcn8fQK;E-&d2-XZ#H-JSnDm)G1=fb)y;N)wp(i${;`OPXrPj?
z!)vL@81aoRklpQPZP|4hV$PpsrpV*_K!4p~fY2w;Z#g?b6US83A%zylfZY%F#vZjQ
z7hm*_S-<Lvq0iPpbBe{epc%zD+J>~VXv(5}eOc`{w6jIyCF9(Y8cyRC=MUZ-Dbr+*
zP|ntNU}v=fkA^y_5PuV`imcf8$c1~aqq%0r;UsyKAvq-phG(6|Eh|dw8Fd-)R-4T*
z$QZTI;lv~&;d1C4h|vvTl7+B~iy*~l1FzH_Q>$w<?L@f+>nz1{EoBQz^jDPzW$t)R
zN}Ei1FO0wbxv(g}xaZm*hEluGgZx=ndEIuMXu?silOr=#y5@qi>0E(9Y|@!=%n4kL
zOi}8~F+LYQ0|5bj5B|rG_#a+wy`<_3JwAHi`5)5$cNAT1^a_y-OZxAX{)IKY>trFj
zJ2IC1k?Io6^$`DaP1vs5A$bjB7__=VM9Dt*^3y3681{7_G@A`P;h9?wHhJSiM>@yR
zeAlOY>~Cks5jxlT@?xt4wmv%q`rwfXi-J?DvO0eZCE(R7?sB&XfJ!n3HH73G0QCXi
z*H=a3d?I7YKyJmZjzjd7RP|q-q?o+5LBaVoaTU+O8rbPyShcJuS26G3<YEC|s{nl&
zBn^d-APq#tydZi9{5~N@%My}b%#96n=B<qcnk~45XI@e@2-N_*gOezfjM5>{M7i?J
znA2C3^-gWv&4P?z=c-a-f62{1X@Zk(A(wP$Y9T3RyDu1tqV@^*pXYrp2y2Ugf3Dk2
zV=)tB-%k(YAcp~Y4!AxS+mwvyF0x!#AFGgeH#5|)^(&l#_~b{}`Jm@H)TFWc7|w5>
zDVCiOso(h}YlL6!DMgx8<8<k~G;VT5q_?lF$koqTHOk&qN#{OO85)NOi2H`e4r#zF
z2kHkVMOpR=)<o=F<T(7HAB9;x!l>=6$yPxOV8%bjVF9AAGwX@t&U4;g&uDG|8R>ln
zEZ`*=@qd5Of5%)lyk%5ku`c8<SZZ!$6lJmtg4*S6*z2NrgKhIv)pzvOD+1G=jP%ET
zWI~n`NGS=22F}@0;?dKou{oU6c_Fp6nRa6<P_>mu!m!Ql5>88x=rpYh@j!eb0XnT)
zm$vFugizit$m9@s;q*HC{+?Mo;H*_qt<cSQ3V*YCQ93d~J0)2FS`Eh}0#H+bvSqSZ
z&zC;2Jv(&8^ZazyIn`ONA)BW^uZLrIKk+Hw)K`U@F2<k0HTSC#nDlrM-GTg`TsAMK
zAhfj`=sE2v^_NuZChK9Oz$WC7&OEyh3cB82hD&vRzW_99&1bkbXGCYl|L|P~pr`Pc
zBnAg%Ae~qLeRV(jn>0s|;a=z8fjj?V=yYP_XURX#rTs(Ol==DwgH$Uk@-sc=gH@0q
z!+munvjr109+b~Qjf!pf=2n;EI|l1ASJKIbnqv4*ax6j*1^f_ic$~W)PB;&)o+9n)
zd8?UXDuCS0RTiFty8ce=xIyeH{Z{4^A3=rCq+{9(=%?m@jlU6DxKrcJCcTu@7O%VK
zx#5wPymDnl@5<nNSubE_f{Q1$eZHxWhlflZ|EL?>)iUX@dC!_r7@h3^2)ua~h1vjE
z0#N#z-kS<g-&2(1)YGBzG!{Y$XQZa(v5LmhQOZ<LECF5sku~#Cg`u94$MJR?HRCar
z+kuRjp0U_>8N0xTO+AUb=w0_XEMjESBpZP<=E!JM>Qxo-;Xf|)a2@h2-oIQctkg`m
zw@a$CP+3=~HyEz{du09pJh(BSDmQS?tQ7lkXHck{`5USQ9o!<l;qkHm!^4r^&rHw%
zV(6BmWgQ7s$%yK)bKa3^a}SZ)dZA;fV4M7kXmCqJr|T#sDt72oOcs3#9cCQkDEt8F
zW^c$t`Er4drZdaXE}z4aE$)_^KCN&(2-1HvcJDH@u4&Nc|Ekz6&9K5W`2M@r`;LW6
z$&*i7_@;giqti!SpoNDo9C6XXvgvEb48s?Ec;bkqDj^k|VdC$Hs#VOmlc*+nf$5n9
zDVZ)3cMs1N-`lv~zxue0t*^(6&91Fb70Qn-aVUMk)$x2@pAF8IqwgW-5mQ-{tl-(9
zvf9alycv9uK3fFjYg%PEa*q^*LgeWrei~Gxz2PYQ;&Y+<k2<-TS5TJ?vD!0c0_l5c
zg)B(7Ei$XS;TpjseUW$JJJ&M?q*F>%iYx%pr+Pd<_1#`k_*fk_W1gS4yOx(Rq+<Ya
zRZ~m+vrJ8+M5^~mVb^cF>5Ox@OIE9#M?DU~=(X}`vN3dQ4J`~acgcy7{|qssc$D~y
zPhK*DYRL%btfI4GuFd;hpO3Ecf;Jf*yiznQ-<W7I1(~y?^y`oLh!}bC$4hsPO=gUs
zKmpL|2_q?^ZC49J{dBV!8C&bjC&Et)m*QD%LpN2|nn~6~J*xWPT7;=WP(+yyw~COK
zk^Ghhr@}P4zKfX9RVVM8qOxE7Y*2OYD8h8IT?lVfuQ^>ZE$Un-imMQ{Gns(z_{dyW
z5Uf_@D(nq<U};{doRG6)Ryc&PG#3!f*uKe6ySX$T_Ca5$n!R2U{V9%{*kBS`-k|1|
zPOkGw3FUXM1_m{MgmnIGv;F((4tVyRKP6Zd=1j|O*mN!<8oYSH)FVCG%m>0L23_=g
z_Wd8Se{Mh-Ngdx^cNwwj!srT^GKY4M4`is=!QcYj`Nc}JigNw|eWzejHMxiAn+meo
zm`>9^v{RRe*o1(bs!Uu(P%}4iU4cjN8o6LjbVwDdf6Qioca!(gGB2G)<iGDIt6{Cr
z&#%?Py5CTPe61+H#AlHS8Qg^&@N$Vy8`k8Ni{n>nk(C+~N+yysO#JAXzSz2a$$W+l
z3kqwZ{2^wIeBTHpRh1jRmIw?4ul*xswBPu<<_~}p=w&`5U@`yszG;&@o~ViA*KllU
zQO`QGdl9fh-6_GVxrRTJmla_>dVRURfe7heGY<bdCtVVG!f<@J2u;PRxC_}~GH!`k
z^95IsQcONUh75|ZBsorbdx4Kva=16Uqho;<wt!1Cudyj1?AMs(vhjStp+~V#OtrCm
zLICGpgPKIaI=icacfv?OCDG7CZLLj#6=$%=t%G#6zXbLHLnMd#ITmB+_7K={5ASxJ
zA66q<a0pQ`@dBBQRn4yIn*<Me85CudzG4NwgBJd2Yg;y1oXBRr!6G#RQDQZ}aRXY7
z?EGXkuK{t##6;F4z|4{oKWgUL;5X>*HA`=O-u~UBf39<}X+|{~9ukpWiP^jW^vT=9
z_mI~Uy`KIi$a}e)tfGDzve73Z+f8z%{xXzPLhsMP(xDP4BRQ0lM``6N=zC-GLQZu=
zY8l$KAwAF%06=#83haPL15#l*Mym(Vdo4>~L&crz`=>uf0<%>toSu>b(!rs}2AGp%
zl$~<I{3_4T`r%;Emg3R%oy@KpD4M@EJa>M%|6mY)+&6wG{cPA%Y}JV?c$hhH`bx&R
z6=B8HS869#OHR;Z<1G1;zLvmbjxWx+lf93^7TXnPRo?LUT*(pGv5GE&xGg#H@LOq;
zKP>NOvK@*}^Fv&f>j#;YfEaUVFLOr$kN>4Zp;(@5dU3eHL3_{c66U>3jwnHHk9N-%
zuWw)pguMKcSkTs^zbtR<I8N>>nH&86yW!__)0h3zftCxT+7(Po-k_@f9=Igf_?`ay
z-h$DHq4!qZdO{{6fdfA`!lqPp^ZzP_3nAnln4rYby0{6`Dz-c@ZqV;#JbmLTJKZxu
z%P5b=t<2=i-IRO`rWlM~PU2n_m3w-qJOw80wHA1o`vf3i!b3-4R}8u1vx@Y~V}sr&
znQ6x@E)52Sy&JhQ(Tl$0IjVI8aOg#=^e&vTUif*tG8G&wA-+<u3yWG3pvTPJt}!MC
zr}i8H{_$^SqG#NuXGERZ7!W|hI)<3;YwSnpE8p)2%M|`%kWHk5y9dE^eG)yx6$|bt
z>B5df>Bj7wUO;1S9=$l+?b0Ez!%2n#!Dxwee`)96#V!3)9QTK=VfM4IcRN=`N)itf
z&%z@6RM(gr)t((*NGUm7=8XO6@NVW+koJ`yTnF5H><c*|^tWdoSCp^#l?17?V)md5
zSAK)fT3<T6A^!g4?cA-Gdv}}Py>+<2@W;LT3{P%EKI3?$o8{}e9J}$0!D6G%ETu<*
z4Q*;Q+#<+9cM#UE_v&QSWV-2|gTM8qt_w!=9dm@eL?`*7tG4{q_<sI9<n6EF2u{cs
z1u|-nhebe`y2004vi>rh8G$Dr&r|0R7feS;uG7s<$7(5g!ep8v-9)<uG&^gP3`;g(
zRWtCo(+@aKzZtYMtmj(fvhn`vD@1#p7E1)oQ-&+uqkbvj*gd9EORdN!qIcEO{QL_T
z%2x8|V|yBR&Pa7(%a>xArtyi1TWJ;a4L;vV16r0By|AJc?=a2rtatmY>fhXvO7lz6
zgH|O@y}0O&_na8hyI~ojC}AwY^ysWx+)#F0+-P7z*5T!tO^mDs1vG@pqy2PeXH%-v
z9;`*ZjLDWsX0_2kaq#ZWZr&-?y5HQcwDyzO9iwzRTjnyZp~VG10psr>2*uliBQNh)
zQ&xzo+ZTMW(#S+z^JEW9G4ch@lYg(qG5%?ckdRPk{nTpY$#0btXj2#aE&{-~i??+o
z2reWokUHjBIkGmM<SHc#yB;WE1ge);;<b^1D1}vnyt1sFN;l%Wx6#;4Z35UtR>bvs
z?n?sgrh&E^+)Et~1PEDtWt}QT=Z_e6ANhLJS8L|d(dq+1ZHDHy?@O`M!PZM9IEz(C
z7_GlnIG&#*K}LQ@Ypx^Qpo7K^?-Qo9>F!F_tg34pRxk~BUxl`Wp!N-yqO4%J0dsO@
z65FCurk0y)%G4iaWI$tcEs`%g&(&W1x^v28HJ^s3J?oRIK13Yej%kqCknv`UtAq}#
zKnFJ}r~*HZ62!`Q5Y4eJF(D3NB6gwXAZbfmTlw9U<Wp0b+FuMtPME2lQ@v;#Ga&3~
zv@LiR3J_wGI2=2F`JbuuKiuFp_8y+fMC@ETGlLd&QU2&UNvU<;U??YX{sSKyqn}5~
z9e?ItaouV-z*{$~YuFA>^ILpUu|jEl?ypF$jX|0TyldF6z7uRZ2O%SNeE>H2Ly?g-
z-W<ECNz)ralK_Q19#xC|)EbpMrs*by`Hu{jd;Ya{|6i3k7k7c7|H0*RneRgAX*W<H
zKr%&@enMo=*Y9^Pdu}scJ{QOJ_B%c492I4u+t&AF;nd;B!t^f&51xT306UU7A7fFU
z^BVuW4*8~@DTe6XS+J;1BU{M{=VC{(*Pud+OrOdid%UxZQN|hxJ1_ohyyf)iwm^PO
z>hq7}+#ywbgIh*aurd3jp11fy>W?+DvWB@zS50?mCBeyUg=Ll~9l7;x?UV#?=Jj5V
znHac(DJJj+r)r(CDxPVbjMq`LW{h5*SxFELHpKCp+lA4=b@}!Bi>nfEuxh^;p2nVN
zdlRVy0{Jcj)BkGwe?|12xA%W=_X_D-H-(k%ld;$W4e>y`W}?LOP+Bq4^uq@p)eY23
z&<)s+Ma_C^q~9JBLH!rD9~;=5!T&fEw}?+lA{Vu`Ziqd2^x$7b`npEUSAnE9v|9}Z
zUr;$cRoMT?d&l~uoFKRGX&EarEdO~yU%P`Z_9v>&M=t=!p`%Z#hm$dZ#^Nh!Gb|OO
z_NY0w*`YB*^5=RXs_-e2?G^MDl2t6-a7JrU3p<vg1txACrqA|l_2{nS;+o>0_*uPW
zV7M|JlaP%zY16wAtJL$snFEb}X=Y&Wcipfv{N_h(fVaMofmz}8JBsl7XV`bhGDj*;
z3QXmt^O_4@tCv_l=)ETfEdFsY<ZPKf7%Q?NuO`E?LE|<Y(O`ylgpjMxCuZR%ok>iQ
z@6kCbz0a3}a)sD##!vQiOKQ6cn{wScGs!Z)uF_DTg$pu5l<)>}xDDA14b;X6a5J-Z
zZNq=NsZoWPG142KqCp0;Aixp;S9?&n$4u4r%lCz9)9J`TiKb5GB1V$fnEGNw04rxK
z_TWm{UZKRBDYfDN&|uia^JT%nr*Q>>30i5TdVC9rQ-^8@`0$+f3;3wBY`}F<3UzU_
zAewGd>_5;Rph`VX&|}t74<#r_L&ZNr!1>?Vz0HrI`aeJ~AJ9P}Apstlx0o^3jqI>Q
z;HpifXK}zpYo;%w%Q<_<=B?~Pg9FJ9rs4o$i|{kPxs91&MKKpiL(sM$s|~7oXCECu
zdOm1sX5@=kd}6#id-3O?LFIUbj^brR?P{I_vk}hu<>w^*kT(qJxD5)^jvJ~dYV?QD
zy4Y<2EEV%@W>bb^-Vj0p$%ooS2n8Vp_XQP*yARHPpRxQ=>lTDBsD~>3$hD1+1CLQ{
zqH5>zg6N~_K1>}$=CwssZ>Sz-<V~5mvQ|OOgTiZ|YWXz#3=$n<GVm9}0xja@OG@t=
z%_6y3{M#;1rUUoRyY#1MTiss_me<X@2irW$DKW$S`b)-8!y)AaI|Fr9m&eZW>}{+J
zAJ%Txl4`6Pw4Ece{n|-Xm{aO_Gj&^|O!&Ppzk39Eq{M820&b4k5Ux&{(0#$r7I3N~
zyg<uJ=9CW3rh@rhW^U@Qi|S?Sfg9K4b#(8+570RbMXLp5a$2Z?jv~39(Ej(BL5MiJ
zC;BIwB41J$lN;jIT-%K4`^jWxZH~07`ks8UnXfk+L=9y5;E2;nIhD`b4!0Z@a^>fJ
ziHQ8U_7Ny_3YO=4x1)0z2TkC3i-2|uc;n?_*%Gn|I7qqwc&>rT?2w4Xf_GTPh`s;r
zlK<~h24-s!jm6b2Vj+XEmPNzPA$(RxRTS2UP}9~$xS*nc{KaF|BD)Q4drZkpbTajk
z*o_#qeYw9_pD9#g?2*~?0u9S*O57GAE&L$4kj{qr+=9Y?ltedBGEFw?7mxk)aI2_E
zJG6NKM1iMEvNZ_Acy`8<2e+?(cB(~WcH-!*sv0pJ4%0b5A)qBxxmEqLO;uk{9}~s=
zU2ibJ-r^U-9A~(IB+y@=In*=?QK?e!$yCN9r__)*FkTFaE5{pQ1mDG=B{r;kSDd)l
zE#AGZb#V7_HI?3&YeT|zZJnH7j#MiRdZZ{MjIQ;#cqy0ZSY&G=eb(bA>p)!bSHCdz
z+=z&|XU#lbm(~FQ1R9n~%kEQTqfI0ue=&%<iXeudGD0@=Z5m-!=kd`|k!p5dOsX*<
zuzXgQIfSI%(6~~w^B<G0*SWLtT_M$D<JejFsXff+Agh3=a7P24Z=OE}I}XatfqTj(
zQ#8pO8I0-VODs3j&pP}{pvoV2T?@VzIAFPcm=qQ<(3#C;vzH1^_<dJ%mPA;WZJE=!
zn~$G%-fTqS&&i{no~l8Lu9<SCp{R0rN@?~C^PO-d{X6yuA2_eK+IbLO7Fqd`Ae%e9
zFANAAn-0MV%$h=*pv6+yYICeF=}BJ7h{5H|p}*j$3Igf^MA53=g7S+Y)cmdFqD8Ut
z?!V^dzwba92#)T={A13ZfqEr=Ju+delBxPc-#0Y`VxYo)KhC054^^?G1)&80oac<U
zdZ~e9^!Tsb=h6z_UV)8Ro4OW%toVpFgMGG$jC?uuNd{DZ-EE|b!@+W}#cs+>MmtwE
zGShHS>f@V01rsWQg^=*>6{TU=f~x4fuPL%BZo*h;ld!B#^>$y3)8Iwm_Jpkz5<4kK
zK5ME20b_1h?j+<GcZ%K%w3KQYQY5B~`&R5CCg?7)Hz6{;<vYOm@+ackVXw1=@(ZWK
zGk%H;z~dwT^_MOb6#n^{;l{DY<#W^J=3?xKgB8~}uVHX!m7O8pVo@wWuzg@mRJWeu
zo10f^j4|rX`Kao>BlJm3^Q#f{n;uB&6)JRBo1$mSfrD7vJalyw7wQczT%E86x$B5l
za_NAq7D6S~HG~Du?oq`)<e4eq2I8#Xp&>OEW8>YJy_9f5&|LBGaVE~^OCNIA7;3;l
z4T)NxSKXR*V`i{eAFwj0MRHmf(E^WBmO1Q+CW}-^AW%?wH}>Rf#imZl!-<W8isphk
zv`BR|vTC`1&OZVw63bu>?FV3ouu#eO`D0EY{=CM6d={abUDxV1O;)EMU8Y!EKkU?`
zGeS4;H{5s5@hS5{4D_J)Y+0O&ws6k$u2z~fsDe}nnmCAW$p3M>76X{9HY+3{ONHBD
zF!n?LU_FDsF03sx@16wK{bEqk_1&H4E>Aj($$WB!Ae4Eys-mTf)q76MupR;}FdU0Q
zjA;eQ$W2hJGo8<3G3l%bv}WDeE{<W{pXPozrLh-&+~-nlVcvzO=^5Ddoh}=m`xZ%i
z69MnRdO^n&elhsZ<PUS8)9*YaLS=d1fNS?t7%pNCo)1qxB9Y|OR9BNnqDMb@?Vo4c
zYQx}q4UXU(4BuAvQ{jKahUuAl6zEfvJ2!_vL`DVUb&LwF_DI=28tOBXAR%emv)bGl
zZCISO;t+Tc7*r~AD=oFwAsQ*Fz!VH&bVVecpR*)>Qy3m1e3-0%LU9}VA$;;+_WaMY
z->9i0BB;?%gw&86&sC>`kvWiK66iYddZ|(i;o2{T)s<4OSWoZgGM=cM{<@s+>@W72
zHN^E)?*Eue{ggxUUtMXimrmN0>b#z<)I`u(b2>P4a7*=|GP4g25#k*9KJ$D)O{Q1D
z5D1u1pnebi7(r%SVn~os+FPE8GnNVx`?b7>9d(N*!min<GuZP+=01konsQzh_0YjV
z&%l0+oRrhh@SqVOpkIbTNqVYdjJCAF-~VTyPE~;9rnweg1?T_e+$wS87*H711n#Hy
ziO^yFr@U)~X#J85N&?EoV@^tzz?M_nxs=q`mi;SM_t$v5u3pJ$$Q<*NOUGQ_RCY#=
zl`m3l#9Mb8lyZ0ml&-Gz^%u(y;FX1XM=Z1aPK<urJ^MRBoK!q6V6bEN6l*nzhKCjy
zChdI*cvhbdqI(zgRxSljf$$>a)|q7W`EgqY%f3u!l~iRW;zpQw4kJtZjR))(<IUY^
zf4rC*+uP_llzxutC~roUU(foskuv0o8OLo&lVm24*GWt>6Mnqe@o&yIAvZOLidonk
z??*1@8yKw*A2=dK%E~K6+Q4Ai6Fm`|3d6F&V3~FhszYh{6UWClGc8T6b;6UE8W)-C
zE4jz2o_ClPitdr2OX;5{e>4sT`y2c-n_V_TTqeC>+jhyjlrp@Ok0Wer7Ue^hO*JuX
zD?(uosBgQgRfMCk-8^yP$ONl*oDZ>Y&UUmORL`nF2xK^dPP;{~u2Au2S}ZI+2C1cR
z4~$h^T3F`Arz;yO9wd&Kk1Z}C_UNK`KG++3f1FN?>yHV&H|-G0t@I<=^-2HMz3$-W
z#ckchX8a73bvdHe5nDrH<Yu-vgT!M_f@&jPHw(#D4mLmfZKHkIH~m|Uf~qU_Qhn*f
zHY<|+GRBE4WMIm%xG<c(oXt9%Hzn#5oQve9W1Y&SHpb3}U_*=d=|{DtEA<btBgHXm
zj<^VD^-j%86bzFr#R@U%^+O1wN-YM*L~?gI%uwRHy^!x5L<nT5QOXO^2%TDe^hjvd
zp8EzeUGa|G&DRK=!ej$~*o<|SduQDKL|_6(C19@R9XG!zWj+D|rF!U>>rcDV_!4Nc
z74#$FYM}ga!*9~cdlX_*JgX<88y<ycJPVXNPlJ4w&CzuXP+0g{4Fw_j{1Rkl17h?&
zOCUg0b^&<TVpAVq14t$d<Rp7UCW^Tk1)&S8rc!!(TP&a>Gx>Qj6@GkGPD@(%nD0Dk
z=S6veu5HN%hzI0EK@6Ry)C{<TGOLKC_kKnL+l#?4%{FqR?*6$~hipSVE{$YY2TP&U
z(G3&-R0v<S3?%@<ktu!L&9o*WSVh$1@F>{<_8MG-i2q`El-`o}ZGxhpkSqN|9zoDC
z4u$ZFv*0y9Cv_Jqii7%Zbr;aJ>i_w&zeU1J8P50<U)a8mur^N8-Q}IS;}(A1K;o$x
zNmZ!EsQ}j}MPgsbWo!QYIUSzf7Lsq%?Qp$U#U_p0;zaW2ns~Wx?U`}EW?csLhv=Cx
zd0)H<?Qf6B__~vY_{DHuUSEar5J~~{beL;UVe3u}@j>4i#vJ~;GEzToTyRFMCtlyM
zEx>x@scB1CjYb=BQT3Nlh~wK4(<5*^_^`hFeRhm>*<%>#`1{HQrS^a4zNep0$8>xK
z+%tZx!z<C<Y9UhP&wJc=jhOD(O-3N^dws09tfQl(E76m1q^qV;%p_iRRo#8KV|*?B
zd_8|CC{h@d`^75kBfx&Hd>ENjm>}v@bS$%WBf{2VW%Bbc1_%VxKQ-rTOoE%_#LPfL
zbn_qhQ3N?kuzK7%B&@2{mF!|#im%@lLo$b}7C#HCkHq)R9Cdu?3hHY*qq<Y_xJu@p
z?U!Arh@8gb2U14F?**|#y-dZbfw0MwfrIXj_A~a9AJ&(2g)1>NmSPZUmrp?o#5VR*
zxqe#LN3u~H+<PSKsaaRS<Tzq<G-<gxP11HEL=^bOoi)>ES^VZ)83k)l{+AAyOZ2u9
z7GWRh<q^5hJwZP=06(2Fr9au=f9G=p*HHr7n!v>)<qlDNgo|`cm-Y{&i>=5udoOFf
z^JIf#-kKG;;i^DEG~aunZraMQ3<Ub~6VPetqgD4yyNF*5_8Va9m{{xFT!P6F!r9B_
z$OOldfJl^K9mw8s=FAB1NeM@ejW?t?TTT`EbVXNFeLfSNNoL7EedQPBZ_Ca|Yw-J5
ztljD2u@o&}lI^Sr>tp8?31-2>$?uL9|E9kBx`L$Mo^P?Nx}f^pw(_X`B;_N3V<JMg
zd`ISo7wcIuqrJoq-#*qn7@L5;C*~ve9tsd)J&CVgF%eG<clxYqEyvYPD9h4#RXhCq
z#E?1qb*R6mqzo98XGuq17Pp5OJicv!;bX<@$6BiS)Qr2B`G}HeEGuLUARVlWSy5xW
z$FmBSs@8pdH|9;Du%$G_-G*-tVSBAL-Rq}DDzXZdt+>|eX`mL^E<)mH$E4Lo-;qQO
z=f~tH8v%qDLoAZ@31O2bU9MriPR`QM_NE*A06aK%!#tt6b)mR<AH8_1tr*-}08su!
zEVc);>NIgtA`1C$Tj_zp2CU*h(LNjC^Pz;vCBC=^KSFo-;=g!B7sk)(&MKjLwT7d-
zQ-aol!Zi5`%n(i-dzzE@Uft{y{~c-hj4|%Vgkd9b?n}lZUxPn|L&wvv;q*o5cy`<7
zuQN+yOE;c!H>G*nCKx0GZOu<^YEoGG2SfXLnt#hH3=*X;vd5$w*?uv!uFu)upnIm#
zUAsf;tPBwMRF>!~@H<fYrZ`rE^P_goJWVT)ERqm}>X{pbFK3c7R9F@FOwY3W70{Km
z1pkhzj1?1`^zcZ#YdXxTsO>k0J_=@;(c{Fv(P5e7B)XA(ZgL{mp!um0H1ls25Fq^d
zE6y!ZWVOC1R6q30?H9vV;j+6*Dl{cE7-U`B#_{f{JAU;S1MqJ(5X%_sLwimYDg+#Q
zx+sH2gi#U03>V-2```bck8`~x_2#V+5Cdk3_T_A}poibf)jJUpwkA^9xa%JIe12Lb
zXgp*xHmfYZ)CBm$bZiXYI}bx2b*(GJvpG3YVnKZiv*EY8QP|GZ;V}`M@er0@FET^^
zby2KlokWQuM6XvlF+4qadv+#`szvtBWA=4d8wQCOJAg@^)m^>N(5cm*8q4_MjznI*
zu{qM?8nm=!&ERk?QWxS0l5~piZ3a@jNL+>M&lOj!#@V%(wrcU}y9;O(=#n$*f%%&`
zUf_dxLs@lS$P-U|K*pdD8tYvi%DHM2%|&t3MLaT(Lb<+xM26VGd8uv?`4nx8Y9uVz
znX3rAL=s8WvxuLVV((y&pnFJUAKVZYBFZNH#3bTFiIY3wk=p7dz50R{ph*96as693
zh6_x8cj7HweWyPscH5-QgL7*GG4wNufXCH50$*YBI5u$&O*&Zd{@K!CX+j$+E40ea
z+X$~vnkFRG78L%XH3umZw}(=Ns!W29daLu|na9mJqEa)XqM>A%6Z)WV^;L|&W!K&I
zZSl^bfxZcSior*7$B>r=)mKOCfnJoyI<KcB!vvvg3iV21(a_Kb*4o*sTk3w?<Gud5
z<r6VVm-7D58c))R?`3j=PX6EnZ7M{+$%xWo3tb_s^cD}xqqfU^D+dWea>K*Lw%0)&
zp;JK@C$^ZK%Cjr<Y;n1@q_Wf%m-RW_1K+R$lcP)v7*?~o&e|Dpk7lE>)js28{z3KN
z4qdk15sM$K9eOqN=s<S)`2;rY+j#ea77C(IBPSpH<!V_YzXk#RV$g+|Ew`S1>)<U_
zA*elkcFP@J4aY&n@o>~7^8Xx#|GaUhy7Z%PsPxc84Jn?`xq^ZM#C^D*SbR;hr8sWA
zx8A8sSXeMjaSLozPh5x7SG)Q!OiSF0K99z-=;BRS_DLL7cEJgzG)9o78<&1p6V;o3
zAI9OlSYNkrVt%Jk3WNg+J|loPa1&(lc@930`Or<>ipVvN_C4{jIo*X7y>Ezmp7eO1
zl-CNR0082IrEt-X4h+Q~v8_#7iqr+NPZ5u0=RIKgBCy!|JADS@mojBrVPSWVo$=F6
z?jiE>X07nEaCoEVW1@6I@7p2jwmI5KEQPXh#Sw3rVeS$##rnB$tr$LEuifad`kJVK
z$#<od=_ndce%)Zwz|^xK0JOb_fCm5kxkH^Eoq!bI2{KL$MaOmkMoVBmqTpWc(^oX~
zSK48s4?RW@{a}dE&|$NrkP@2{Iz3abE2AJoxur6%h%><S&Bw4N3{Bck>`D(yFUrnE
zLjp}HI6>*>j&B!i(!`U!eJ4A|8L!%v4`7yE;x=q~3UDR>K`V4v^<K2z<Bi{ycgFr8
z`Gy71KS%<9<kghcpI%(aEf9p=&H9_oH`fOt@`$a@#@j9fHRi}B^G}mDuis=x2TUg|
zPFFt?9zDqOhV$Y#EP(82VPS#{ErENW(!^ZA1Pq$u7)|WhPE%4i3@WQ`WLwz?s4sMS
zX#27i7eI(unHK0%-g@x!zlX-<_AdV#QxQ{Brz)b6{&Z9bnRFcCasHs(-4z2G=&+kI
zzu_0A+{<Tgp{L$|Wf|}P3fUg(;Ty6wHiM}+!^`j_g6F)lb&19fnK!U&J*@>ph2j&U
zZN!NHf1SuotQQB(;AwvFQ<Qsv#dLV4#~mJa`Z2%~k#*q)w%)j~YROvAS}hfv5U!n*
zFx~cp<VJxBy+4ROri2f2PT3WZ6nwaR(;>_zIuVJ97cnHu`=5gSnr<stJR)z9$_UWk
z1(a09OmtWxT2koh#Pi6yi9*j2h>>|g;h4h^Sa@u}T=?|vIB^p$Bn0$GBVvh9zyEj3
z>46LNzdO}HpC1-rNf3z=kL5O|Y7R`AJ!sNf2in!)Eii#~;21{t+7!bzJpQ~|7@6i6
zKK<4uFw1pBJlmT&uo)GS;wy{ZbMBgSTig`RQ`0X9i0WSUd0gRoN6-G7mY$Kd&%68D
zOL%lSb&Ym>SnN5wTpJ4M>4j!)UU>U|RpcCC!qUNu;MYE4NHVx#43PD0T?b@~3+$oa
zi1PyM*%_=;Q2I_AJ=qDHugyf13%yL-E(0`lymjrn`<8U(NaX5Art^VP%EHVc>u`M6
z&%!SK4S``?%6r(OeDFtzhDcCPY)))bK&iK7BG57(Vny3Dl=y!b`wp<CvUXkmu?~te
zbOF(kDxnF|o1@Z85Rwo&N+&c4J+u)O1tdrbouB~{k`Ry*AV6TG3J3@!l+dJv-g^<}
zX8v=}J^y*mIrrW?&)!){R<e`z?5zE*_xs-WeYGW%RKhTOP=4d|#Z-@e0nVO22|K%<
zmDMkID5v$aPS3h*Q-o0MF98Id#K9n9hJnb_{W5a`%`s9UH@r5w*4p{g)5IkQN#jPP
z>R%Ce=7Gp)jWV_rM^#m`_0oG@lSM^HqwP=77<>|+*F;|C3j(=WKEQN(vo>Pig|KnR
z&T?uZP*PUv4#NbetpA665*u?OKpjW8#JlpOo8_?3&-uqi2>i*vjNE_UR2*V=!}9$5
zYyUVXM%#LgX>n<&yEsZ{v(QLf_%@q^U}#i<F!qXL`9OxYh51iUlL<*&`ltDC3ydet
zKZbUSSb0V;kv8h}w(J>AY9l9d;BKC*pT5v@eGTj3W{?l^(j{x};6z}5EH=3{slbDg
z{je^+vfipvg+T3Tp#ce0&Y!2+R-OJNwO~r|DGpvlCnd_mrlNP+Y7TAr{Fe#M=bkod
zxM%vShN$1kOJm%!;O%(Twf_MsI?(vz&ZURPRpUvXwV#}zSlGPlKvCY^S)1z#*+7-r
z9Qd|MuEhuMCHbI}2J6RkTcvfhJKbFTk)|qeL7v;$Su=--x@#C&=s$9*v(!rT5saJT
z&_0M|XLu+YC<xM>MJhmQ_JA;6ed4fS0k}yOCPa5@tuj@RNP&<JSrV8HxdgFc#L6n(
z?bYqwW%_y&zZS<5?O24f3V{9hG5s(1w;P5&ZnHdbz`7vgKEH?NSj=o%&Xdm65JI-3
zCvZ*S-V3#(48E)+PW-F>zu3AAA#o~1?i8(|EPWA-%PoqzHZgzJ(cdm6&cPg@%Zj|5
zOd{mCa1*%95&VidKuK?m<1Y0tHlx2Ybv0DrRN@k3dN4}xEQ?LZ?2o^{%(*)kug*mN
zBtqC(@C~BJZkKEXjQeD)B&^{1FMrM=Cc}<?6D)!eb{=}wY6cLL=}?ZcBo|DwFxBVB
zTLsDH=80FmwG9GKK0dRr{i)cGSGJ{Q%y>^9bHw76eyo(<NTpdSPU@Xk83${<FU0y^
z5kyY}t22_h+7r`(J6~zu+q27>-M0#B77aaJ-N5QJ{^7sa<fX%&#>XgVl<(E2a@hHQ
z^d5H_$eFA|l{EPV;*vCNgSS`#%IO!ZKo|68n+^y-xm#z7|5O|Ao|hM~HfPtSXm)gH
z*^p8hDy#lzvF13H`FrDB*>l!K;Jzj`am^A(sDTc)rJ9?FUZ>u`e?HJAEIN4wrY5bg
z6*Fb70q@M4Us4W_e0MZat&%)!@p)XU!fUl>2g%~$E_;M75awP>I+@P~#AMSx&2oA!
zY^P#A#D1Dg;;DaF;pM$tTx-ucv7AS@($*Ol{`ULb=J4U-+3iLRaJ8-K>tEe0O!=(Y
z*c9_k1%U63NS@7qWV-3v7u#Ps)LL{)$sBjKhN)SWDMP;+68oixm7OlEpoh%Of-=xO
z5Fc;b3fkwc8`P!JzWX+V@f)u3qV^>VWfpMforTb`#GdSFx9230R1T@4rzoV$oa@^_
z`z)}dQWs-HW9YG+@_Cw4Rokd2Ql<8;GL#1V&Y1)$l~(4^uGFX-O?_PT+!a_EsMmdJ
zMsBqolcrbEmo<!Fs3h<C$TCN9UEMyNi>1!hx@L3X3$!wUH}Q@BS_3`#D>G5`4?xdS
z%2^-=i)#|@F=|Ydd-iohxi5!o;VG?f;Za}@d;IH&foJ;V{KR0F+s2y0vebbFxgY?c
z>>yAhCu5~Hab2%hWX+0&r`*eX%6b1OI$+z}tkAt}j%5|eP%-tAwe)02QyI``bwc&<
z;u#r^Sl;l{k?bS$ndN=R@5wZP$2h@mbJb04Kn2-t*}HLF=Ee!{DiErYbVe*bsNU;G
z-+fhM<fQO^)!QfKX<k{`tMzCzY-p{+<k=^ed8&bR`)nLGM_m-WjO5WX&yoMK>Z$*^
z9vg2>2fG|iHF4-Jz*(NI)tutu9kEx6+2t&Mu1skEPTx?;)OL9|?n6_#!mC|eRT~#>
z%Zx;_kej7fO@NV}@i4pDgyRT*j_7wV^D-$$pOILq%PdkUxS|wNr7))Fnm{*)<Hv?Z
zRBh#hMpSfD>o08=+Bc@J+5@yUnlQvyLgR*uTeuJi^rG=_So1&zIji<WM%yGjW2C6M
zO}6lTetB_VX6^GzfINRlM3UdfdOBozMap;if^5wP1udTKLe45laRWf`wrFT>uijv4
zY>un5V#3W1ElF@+cvkJyEi)LYri<G>wwTl6Mspe>2obd)=r!A5-f%(by8?HuN{<B@
z7Bq=0)A2#_w|o!P7K5}L!Ig&J6lE~Yc<vBIi(#ra0r(fSxbjqn<I*G#BnVCjq3x>5
z#B4Zu-A=P%+<6kXCg`3KOJ48HQ|}R}I=MsTY1|%}8INIl<^J=oj}o?dQusWuRe#Su
z49jUIkyD0CmGa4y+!~;j*@&=YALQxq2rb~N3$xf1ZwP0lMkT+VXu-&}6>Nhz5gEd;
zk!J0zI67jn<JG$Zw2snL%`*N^px1;5_I(7GH}Ydy`QWc!CmH0mSVtA(rW($>Nr$%u
z9A7>q5xLtZ?Rl$pw?hNe6%^}$#I9?S!>D@}g7V|$!|omtxfXv`kB5I)67F)Ys^~@w
zJR~*UlMR*gv>SifC*+vrf)GdZ=>EWi9fw8^(N40>B~?8z-!nJ#6U&Z)%S3Z7Oz3U<
z3@aAeB%VAGx(^}?pE(WLSQP>Jj&@{OqSoK#i~nN#5OZW)IhYtHSyx@Nn(?vF{CWXv
zmS*C1pDr}-NFRn(S<P*smy>t9V%o5HGc1cY*k@O826x)V6G6iUhAbS;{l8pJ{`tf;
zpQQc}!EC3e?cCZLslp1ziy9;nQ1!S9^@i3>IJynf-^ogvmX_sF<_#DG*1?qfnNua%
zpAv-$_1l)8y>3VL%`;m7bHah&4ELG}+&KDjD);Z_HtDl!J^2&7xP@8xk<M-{Bs9?T
zd*9gAkQFgMJ~fK^1cjJSH~Vs3;ybh8rtD&FFkZmDW^%>BnpsZJ)it)xe=`R*XWl^9
zQm$cZ>mU%4s5qh$<z>6{&D~OEQTx{n3Ho$-X%3Uu_x!a8&g}>HP&XIm((0codMhV-
zDy<KqGq5OWKc)0i=fccwPI=}2#b6B{s(aYeDsJv>p@lBRrAb+l?Fs=C`70msZw;v&
zu~tRH;1eUFW`wJ53gOM(JoRj`FJs#QQs|=`Z018kr77DkJS~H1BP2tvb><EZdo3Op
zj-P8}@(PH|Nxzy;a4!e!IZCFQ7Y$^P<hs{2&6J~BFu`u%FF2c9SFM43n84M3fM>08
z&1O-_Et4x=t3|lEvRCoQOCA{@O27!i+c%isPQE|^SyGfDHIfmqtrJk=MJTjOx{(yr
z2s9d2hBZvj#^nd)31;_qHkup$#g@T7`=&=-btP_keP=?#p!X+}8@{ce#yH2IHTE%K
zGwvBw{&gx3c@Y<A&y0^SOzF-u)7VeK!VIh0+LO>a5>uw&t{XFGT4L~H#a0<}E8}*T
zG)mWt=PnbZul9_i37Q92`IQQkzoKTyz#+ia3-Df_2C7iYTPRn-k+13aisSnlXNuF#
z4+va@Xn)|)zxWT7xz|Bq5x%s<O<RoXZ&sX3e8QqU<<|@Rg^(*l1Vj4i*R#tL?ZNtK
zLlC*e_D6z?oda4Qo-nLshDSHYQQ--n^s^#^?#u_<PcFwv>MkLsp~qBrx)-BfM-_CO
z=grleTc_}{zj`q&&p+0-p0WL;TB?UCE1fbp46JA?fKb7)uq4xy%VKezCcHucFVh6l
z7EJd=B#W|EUO5qRNJyX|d`~GpYx2|9=cQ6V`hGCI(%jBMY!^_@Jw<_Nz}E6sV&o<F
z(vNRusEjSos<TRw|A&%)j*cu^CRG9M*6}HjP)k=mHgqKQS42J@`a_N&J3GXP&Fnpt
ze>m<Bx!hRBQ&K&oc@n9W{?2Ao#|)%?OAb}{Nlq~-3Pdl#<)`TXzMu3uC=$Il*_}`}
zR=nZ>Jx{Xg7rMI;xQcps<z{wB`c7Uo%kWLMX3iQ_eNR~}SH=>vRTgnv#)Gk#oY>x!
z7cL#KlHSO{4CM69$r5TN0Y*=n$-I4qAr=v;bEPpQ*T{a!b@wcsSSqT@)w02Z!Ozo`
zdd4Vx1_1e@gv5gQy&(<#Ri6nB@BFeZ{FsS}i57}`5`UzrrQdAB$$iP+%2Rt8Jx@;0
zoNiGu5oyxMjT)3xUZU~}wI!gLx*GoDQH(mto8=9%8PohyFu71ZQQP*_r9za$M$7ZE
z9oUd}iK?Fv39c+_<)Jedfck+^NX&B!cZ1^UVmBPN>oc7kH%t3H>}<qJ`^O;6LvCs?
zX-$Pgupzj%+~$sJ4Dav;$*L;=0iQA5_3`Q#)<6kSD8K*tAM@G8fS%vnuCu~op!bB|
zzJ7Z1a>!TG&htGW={evxmytm$c|GvPQHBo9tD8f?6+0no@{n;7k6o)iD_-ua3|dH~
z+|Tis^QI;Gbr482)$rk_Vrg$Hphi9Fr2mI+(^Y>Z)3E1)gC}w8*m9-A2=O2qBz?m`
zVY}hhg>CbvF~j%F!}V-#fgWAui|YLFBEitYLZn_K*a{a&VMQ3qm>J-D>Y|fpJ!pbN
zwj87nX^SOTPqG$Bdgm4cKM-r7y^rk9eJgpsdLzYfieLG29T*HM#mAnG@G*Ru1IZIY
z=kInB)>D*gSA(Ldk8HDyGgO;#_ro7j6#h{A<39$0O`!WaTht0+1%M)gw5rsT^c5V}
zw#XWibw~fwiPb!JC;Ruy3B^5?jGL_nPjdrRIVO?l_lRO%k)5dSprsC04sIVTYNz_X
zkdE4in$Ych8SY=((2LglEus;H{)v+V+zbyy=!N>hbu$B>B9rL+>W=i`dWk((ul>nc
z=E|kkkVBQzx={BX+xg-e5Q0bLC|u865U#7c-EsNhCxHGKFY+6FrmR!^9=rZ>PAaRs
z#>uE_!s#(XX@N4JU?-b?chITCt1d$$rfWjfS$?i?D@Bu02Qi&td;jdo`h+L;12H4x
zLqeA*98;KfWmDr{2jO3S>NUeA<TZ)MhVr0)ApVCg|I(Y)R9C(#50be{{nt~A?OM=E
zN55bf`aE2^VnkrUQ7|)9Nqed+#ZN={&~sUEv@lBVAvr>h2gozC{0gXd-9zh-`rr-b
zdI#=n#d5cU5S(nH|6_1k!%B>b1Pvw+b`yESPuU%M(&wM5|2t#jKYxvXK022kK4%)-
zB|9Vl1-K~^bhB4+jhSAi0T_&1VA?f*RHA%$#oC?x96+d)T7@zfPiI@4_4e3~uEc?l
zxQ5*0-FnhNX2x)Tt6VcmNa5p&*A&0%Uu>_;0r-_ofJ_XVZLsFx!sZs9$-9D!(A$IU
zF$~8!qQ9_lVE<&*RjX$y{-FlFB+<e8OPLaObT?HP`hBbG8`6Ou$ZJXvC>0?RXdi}O
z70w>-{kgar)nHkk16{ciOO<k?C|jX*csF1o7)=INCVMqGYP8awq(Lwvj7qof#A!b&
zl?Xw9M0{T6<U+jMa)B1KKc<ofN0oX%$kdArj=SCD6f23*NO&7cfp-3RvJzgdIC3z8
z7Z%O$P3#!ak3Vjdek+Jp5e2n&Udo{#W!P6Km*067?07qMx7G3S!lHWL9D;~K?5e3-
z{5o3(nNQpRVzH+sr3Y3b6Vlhm`04S)cG1jFg4v*4Tie|pVm_y8rkxec(8mn>>Z3+k
zC4Ob}H`vyqFa-K%@_6XY?AjWeO`5cS3CcnwC3)6)F@yh4q@Ri0;nGa=_!6^Lk*}09
zyk*w-m1Cal_Tu5Y(B(-piK6!j8*R88X!LCu^i^_T_!d)h<iq%o=a$ni?ex*1<-61T
z?et|mt9_s+b@As2Ns8iBzIqBtoZ#ixy&7zy)v;){)MF+x1HDn1KsB2yZbP<suxgeC
z)Kyy5)_c3jvL=Cka=a>&58O@os%oN?{X0Zc!ofqh#9M1ymN_Guw-&(rs#Jkz4tn0n
zgOQgfAfVda(LB0#Nq&3Q7&=RLg*e^+&1WqmoX|X7Gd1_I75En$kQlEvg{LR^5BK+E
z4-Bj-T86oY#{EdML6~3NeVrmb9D669UAH`2-9v2#WVum1&b;D-sehn{_sLLO&Q_|d
z{IFGZ4Q0&)4lL!RK!w}IaD|<IcM$A$3D?>9t=ay8esGt?D#V3#y|{A`1aPx}mry%S
z{l^X0%?(lMYb7rR=aSBDWT~wX?UnX#M)-Gs1rsymkCpXWDxyj({kNat)pg|flAl9(
zBhpH&)cM=B9%n2u0JfxicpUm7EAdJS0*2D;%av3@7)Pb!{zi5jHE|d$qU-u0?NLYL
zoxFF&RlfH)g?25+YO>!X9k2cIj1ai7eQnlsSBziQ_+&-ub}(j0usd%anS0GN6tkF`
z%eW$3zgYXMNI}$Z=~yD^a~{(LI_OX3R5V@4={QKDU<1uuBJ@9B(uuPmU?E6v6t6l?
zq-QV(@#09m0SwU{nIL#&AVMhWl`4ya=E&$ra<+4CvJVv(%GBaf?j-Qm%2V6AF3~}&
z75<tC^32Ve6=k5ry;N2LwoNtWWj$h7(QZQ!ks6z_`swQ4m_ZwH01{mpmZI(vMRXYO
zscI*?1YJ@C$+2n|aWNJQX4RDBdz3|w5S3rjK$W1bz5GfUYdan`-(%-5)T(~t?N64>
zcZ7g*&vepP<FlHsnGZ+yncB<!e%RC)>V?~TyPT&(=RY#W9PTF??=edlNk7}pch`>z
zL831_jRpekpX`hk`s$%Uc3Z15J7exk*jY61!EKw+jOe$a+n#~nUcaY*Pkux^@s^|a
zRG9~Ou2-q;lYY^uxc^<;&fBRA@9sNsmQh~~-)GTUU*|T{U+4VAwpcznd*+x$=Qlr@
zZ=MB#i_!w;T<u;(BUK7*$6uDb$)8FQ0u4i%ugj5d|GO~koEmfeZYT+y-;iOjlavo-
z*rIanT-*GZ{_l-GF2e-Or!&g~qy|x6ztX^;VDXj)mR&j7+MxiEa!h`kdvUpOy0`N>
zXE;X0<9yG<u_xHljQT|lWxk(<g+;?ZZ|Wh+;R4&1VKr}DN#Sdr1mhgyeBiSlr5$A}
z1Nq{YoiUr5K7}>obfTSz6-|Bm-K!t5LGz2zt>mW-T^51Z;#dibftk@b<<47}#tG`8
z<A56)_C}0^N@w{S)TP=N7NF<-AsY1Zt3DHN7<|h8b_}6sc%+eEHEO%1+s12YZq{e1
zZO=k@ABr!UK){T9P4=j>F$&N3wuw@O;Ghj44|DAhPo#yG_%dRfG?j&1@HQwUA#*4?
zT=K)n>kS=^vN$G!o{Y@6MC<<Synd6ogu^5d$}FqfZSBHdT2*j&>C`}MRt^^068(c^
z?}?+;>cnOvq9hT(ZB+yum7Wta12Imqhlxg5p*Ynl(j6tGBQ3ZahwOZoZ_;g?i;1z7
z)<hT=B!1MN&tVBu4w`ucf%=jARzkZ>EEySF#Bg<Wd5g3g3++nr<H2=d_{ygNl<<R$
z5;Q@DZgBMuDb>2pep!8n^I0B6@MQe~#|b+O=9wW$J}X+!J`S;{Yvpepg<&W<2aHZ=
zuLwB2o-7_nx0^;g{5m}Dg~c^IU?|)z+2F?!nv&yR7`@+-vULp2Is{!qOWopEHQ`dE
z3M?y}VbymWu?<$lg;I1jZ3m;!bJP(8KQ)`+1*R6KSQ(6q7{5U}n)~19R;`b|k_3L&
zovK<5FK3uPA4J3Z%F|@vq6|FJ8mwg70J`7n<n;kw$e&)`@8lfub6-hGF|GzIYs!95
z<h_h}3desgc3U9e?mK08IbQaLDVpkkouQ2`6SaL$PW3!$b(dj82_FkG9@Sm$^crM8
zMcI-o5chScJ>dsIR<zw2ctBy2$a_}>(K^Uf)$tzKd^mt%)U<hg?~MJF*CDk&BjF2!
z$E3ZZtZ@5r-?R;AilPhrp{pKxNpGFZlR>JfRap*!w6RVGv2GS4R6G&Q)30}s=~%vl
zWHkK9DIco!jxy`()QXfTay9OP=MBIcQ!K(4C6koT*Nn;Y%2(-WsqCj%q17jl5q1*^
zc>3=ruq({*$M#H$qxXt5pg5F!TACj1cxmZ^{M><%nP$rn*Z1T;+CDrwez{RT?I5rJ
zL^uvxquMHCQy6KLJY%vV*8iDEb}m2v##ZAwG=8cLaAuY5-KX;c-LF1_?ndKwc4Cao
zQw~^Q#htVh<4AJ@;hSg;Hnw;FO+55(PhEWM`sX={K@i0vCS`;Uiuw9wA-ebxDtKzy
zaY}GC$-&m+esX^Q84RcUkG!2vfBehma3>X3+DLESa|qT3KO2*^IBwU4HRV6V5xKbu
z1ia8t$QA5|`c|K6OCtzG+J2#;i9?U&#RC@++104}1Tp|@lfPIQk_<$4pvvJh5r0;y
z3fT@%db>5!JB5{f!NN&R$eR}9UOGhXPu*D$%b|c>2n4c<(m_E$bl~xdcw{9NzDVsR
z5H~@yY~6A^fBy8~J=tMg9|kiy%W*?u^2e+Q%t}>i8SsD*$~F0|Vq6Zqclx?$IaNrO
zeuT$*+*cs1ERB33(wkbUOb_|Z)A+Jz8ZGt9*xC0PIH3J|>oTsg2n}eIQB*==f9K^3
zGV?7v_F3}zeLL{FB@Th$rpf&aT0>vAp0!_<pGmn<XQ~bo=u~_SZXvLgTh2-U5s%VU
zsm<kR88SE0w%1aCw57J}*<&z=5nto8UYfQk8@{1}yK99J!ac&3nDyY;Ny9f)rW<^V
zIMZD3i>UI(<GE~QElvxUn#jRtWW~BOSKIw^8@);^s@n}PGbI*eSBS;M8d+|7rHJY|
z^3f%rH!pkN{y1WUD~NQpDRiAo%rAh9_A6?2uh+A-221>Bmz16xy<`=19oVZoaW5c-
zJ61Po!--ecTMt2EZPlx9U#VCL$wqB7_sVV^BzM@a&6Jw+I?k)`pNYb&hh%L_dBI8c
z8VE1WHQ14y2B&H%aOh6%u%ws4GmqDq;U6n(rRAY~kH=?%s_s+xFUPa^+Mf;QzXo4(
znfuUSM<iq=5Y2d|3gk+%SM(|^tE!1U)kW)ftW^$7I2?wT#p`)|KpmabE_s<}ScvvQ
znf@~XF7{istwhMHS!WNAt5<IshZQK15>$w+B{EDBfv=+FM9<(hu705CjhTq~rZnzk
zS*X0pr*>8Au5Zw;3iU#99v_ViQ_XK|(?K<1^U18ykL2)CQU+O?KzX=yE(b8Qxzp|q
ziRocng7juxq9!d~s#hc&7TP8d8dI(@7wC2#Wx>2Hym2Aq8ze}dV)nz(qyyk~Q{VF!
zIubt{vetcZ(}rFrXXYhKK2~+Z#`Rs6Do?{jSdlh`Q$05+yN2N}l>fBGaUk&l$m%oG
zK#tP_dO7<LJ>j1=mGse8KJ<!G53Y<JR5_$Vl87k8CPCoyvr7atTlg;_WbLL5x>>EQ
z#hM8(X=Q~F2S0g;TQ%I|!|eFimGa}O=vD`|%ED1KfFrr9*!+QFQ=OtZCmTf=?dts0
zvYCOMb9n+HyvRiqVK{Z6rDNU^=pXx|>Y?k;9cwF^`b5fuu)^oG!=JAwk-Tl=d64F1
zG++XCdG-Na8#kQ$d|#mwDk>T{aAWiQrsQ~etyi&^??{A$3DIYNOJTbYKQL;#IC~-F
zD*j(*g#R-+ToMBsaHq<Ph&@GQDN;@UXVTgKdB@*NMN@f@?4v8Rf0EJv<%R!CbMcy{
z)nZ%Lat+gV?I|bX_O-;Fq{B3AjfrQ$cNdPW1HUH<b`VNi)3X?Lsrh%QZ5qADD&I24
z9gZ?^)w>MVYEFOa<QS~{Wz<(CaT@N#TD)CYi4g7HNfDUe$GPgy#m;6Qk<Eqh(}Vh>
z#9yFsY5~LdSv117%73%@FnvB&LpRa0;|0rEHK~fGSeRSe0=Q->RoD+)zLsadX%g^;
z#MsQAuxlhRGC)K6%i@R`5)g;qOINg9<E>B7FLW{wiEv8hO^S<ai1YehO-`{XY6@@w
z6nbA@c09OO2<a{<IQM{{Oo9$}xmNe`%9O%n%}mm?(Gj`dd^kDz3oM1ol>CPv@pgVC
z#<n=z)e_1KB5Y?<?F8YRyUEI($7ZcZ?F5C8SXx8V@;*aOW+448&OTd4*v=s)*!;Yu
zm+N3g1UUZjQbr|dA|GnGG0^Aa9)8<$ENJ8#{l|r}veZk!3DC%&#8w{kHQ=5lv?N%3
zB`$f%B;jG#Dt}eN4EJAbykln`^0D9gOIq7KcRbQmA|u9k5Mng0=wDY1MkIuN$)78R
zj!YDTL&@BkpHI9`P2}qlp4l10plBV`QXLo($lP3t@~N`(IneO@hL*6<Z`1!$4&;{~
zwm&M1-c_#6_0?vF>eTRoRF8pTU?=CWoclbk@kQnm83&1N!;-1ozBt_QfoGX4;_Hgw
ztp~dXUEK$Jv)g*g&9C?)66~eQ_=jz=?}1(M=Rn(olHw4^wnjBw`R=MZwo=2+w`Psd
z(XSPW>gt8yhb9cl1reI44f1d|YRx6{MRk6Zl<<CD0XI2WIIKwrJ>5z|rl?GvX{SZ~
zqs*JQPFI+qi{)fnB&Fbcmnf?{E0M~|Kd@Mp8rxS%ZzzUy@DIca+i_3qZiridOtDzj
z>Y753i&#p@0!H)3NMq+Gb4B-$`WpI1Ij!U}vRO;6pNtZ?GQ`Vr1wAmjmp3&4x}Z-m
zKLjWz8+m2S4YV6?$B-=9s6Z^B4VqSn6cJ5hJ16q(pZ^bzA1_Q-5K5a6xMUZwH)HN6
zFvO-zIzf=a%e(shZ8q58w9(8ltIoii3W9cb8h*}4c_Yd|my9t$jd(HLPHxnw;~F06
z)vh(VkO%739<n-K58-e!(1=z@e|rdU8wGCzUo)nIFl1lSl~tL&5wX-7Am0~a+>ZG<
zC)lvkmjT`b#7c0KYl_%ou%zR)=!7GTM@nB$&>-1XN672|w#1D6Fj(;$3;+N`nAur+
zgjYw9Wo^(Q$ssH(VLg-mmI`(#2&@?3Q4{abRuEnhJEM#<@;ZH`F>6R*f)B9J%!W(0
z<a$o2#a&3F%;)ws)aNhK)W#EGp;s*#QIfv33J&9+l#mDjyk+sCb*Y`_8)k!ym29;x
ze6qfN`Lmp0+4F-h;`N*Hg-#1YtK>*t^;B)`0OTssKL|WgGDq$*2Tos9P&gf#edwc6
z-!$NgulfCRk!#nI_VV&WVpsR{Rh+oO2mkHm(=Yo~507nRwcc%!!<nEI6K5(W^k9j!
z?MTl*D}Xiej@Q{-qSdKOblPw2IHd@9P&)d$Lfp7|%%SFsO3Li{rCQcb&X_|0muKNP
z!gH{>rk<{ScfKglc6hOjcZ^jcEY;clH2S`LdZ*P3yC#E?K@Fen<8*<3r>+k-RcsTM
z#iy3Vect+b&g)mi4<zZfNOo~}Wuz!r$GdlO^S*h<X2T+B^+cR?T&->VB{IZYKCSOf
zK6hS_sh+gZsrDr)|5h%|u2wTq5c_x#@EFCrDb0oUfC$0FncpoNHK<cyU~zt-g;t-;
z(QRv-W$!@avUC6QN&0u>LHTki@gerQjqN`;84JBVtI;i0)d0lJJ(+b%%j!5Fj1pt9
zs2F7!Uj9AdZ0h&PTW2CpyFcFLe%JLvr25i;!W}dgf2L8KRS7Go?GSB^SX%mY5R0~<
z3teUDLviRqj&JWe2QHcU@f%fB%VNiTy??{!oG-!W3nuJC<s~qOA|g>te=np3`_!(Z
z#bwubO{&D3Ec!47#4eWnJj|YMAPLW1In$G6pf8v4Y<EF;N=O9V8APqr5{0|GvE!RU
zDV_YLqtKc_he^Vpy-(~rHI@#a_VUc>H%NR1QL9*!Fv5^%v^~H26%7rkl@C6>@oOwh
z)fA_6n2#`a@2cs?TPfe{Nwght$zf^;lZJcbRI+w^Yd&*l?mcexN%P)nTc;<Ckjq=S
zYpog{d#;>1h)g)AqU)!KFH3MS+!j$y7nO#yvGq0tKXRzy9jR~G9|@lmC~!<zMBl<N
zz4u7J$0r&3by)uZ+_vFswN<Va!BLi5O`BBWSc#>@i#DY=SIOx!@yPun-mX;IR1JE9
z-edwoFd_oI76%V5<EKSnCjvK;Al`ODmCP*>d0hj5$fEEMiOt8$<J1JT0{HU^F+vH=
zh;!^%&_L+=iGS02Lf~T4!mp>Fj4bZ)Za)x9@`rfyTKrOsN%1ZVqM3p9&{iFZGpJ8@
znpO~}Zha=c8M;M<Mew!`h4^Jca9|^x!dKn4ZaJKlPrMxA9FgBLI<d&o&NMF=UNU1P
zU#`@Ato?GL_CCKiP~3WmBjw0mQ<&2*3KRw_(wi?~o;lZM=NFL{JiL5@n5YqA!q?7w
zw^Lk#-a>Z_<|x_=q_vq)_FDGDUag;_7Q$r}mLuMB=o@#dP<gr8>)`pmErriB-R+kJ
zTJ-|`^E#19{i>?p2qjjO(CUzaAL(UAxdvV=#uj~`-j|V3`60g^^vMjkynwPxhbiAn
zj-RMp&iPr^kLpOwH}GHARI_+Hn;HzP(*qyp#s?JFwA>jQsGD{yi%Ix>3cZFOB#(@4
z=J+AI!bqv(Al<Uv@S`vcTpgi)-zyf*7-#4>=4E-vlBk7+#E_v3{CePI(0UO0?$A@%
zZ~1S=L}6uW6aZ6EcPa}kcJkV6Voj+jm=^@N;{m*-hE0n{0_#HVTkyjdFLp>xQA0i2
zH9H+fHNg;nY`1DIlo$!br{A+0vY8UVge*-CQs{7HFO&;h&Iwuaa>US16798+M9r6Z
zrY%;IN%sR0%EN#9NbfWO=NEbIAuw*x>oRsc`@GeM7Z19ZFhyXbgakK1lJFX2qTo4u
z==+r65)<le2DZB+_p#M4i4HOBBoc~DMG*Hbn#ty6Q=`&k_hM`graYF<lpfiy2QRzZ
zC~F?DJ;djRsRNmZmKggDAiv>EL;8WY8fJZ!%1DK{5?p1cfo%Qsc;Wk;{6I}tu<mRK
z0#|W$%zfJ?XWzB)i-Dx~v%MshbgEHcleugpB(>hw@ICORmdl-e$h^1e!)4XMy8}a1
zsgh|Up@MVTd`#PXXmbjcMyn+S+t-|e{oOEM4^>QF1(gg3$d@wV7?FrH3FgkI@0P}<
zOU)3B*skUKYPUC2&y-{upeVMmc>}L@v`}%6uAFNc_}bgd#yfj{`hksjeR0WnTluVY
zUc#_ES3uA*>d^-i+caye@i58MEW7bUUE9x-Rl&t=;4v{7Y8GW%;z#GT>{;qEkmlT?
z+*^4Tq<a{ax{_Fy)vUJw@x=}v*4K(MJ-A3B6l%|RMp*>iG{pvI?I_|xw0U51%f<1;
zC?X`hD(yw#co(8T_MWV<BYs(QFIOqQz<s~l4Rm9uA$vMFVbeJ$bYw_FZPIifiIptG
z#K_spFX4baR$XOxkH3Va2rqr<GoFr#4_j<%aWKaz6}Qxs(f!d_ArwzZqEf0zrI7~F
zqDgpc;lbuWlk_C3z`bG_P?*+?rzUJdO)OE*1|Rop=6_oJ(oI#L15C^auPgKCyl$ES
z-Kb09G61L}KD;&;@VcL^Ni?jj7bsx{(w&2VL09$Q7;IPqcK4n~d4|>R?-Y8LD!4yH
zP)k$P>}i2fC67Wi;s!X9Yu5yXovCUHGgDB91b?$xgfzMlatfe9^t!J}x(L{xyTtLn
zn*wbFWU;}4S@(YrYH#Q7+BMyq4aUDc?eCvo!jYAz-hZ(@Pm(e%vk%XSq~zQbjlRM4
ziO_se$nHpQpIx5oG@%tLe??4I_z~T>0je6GdV_j?^X~2sfiVz7&Lbs8-8}w~1Qg7+
z`!@Ftp|-R)@RjZSAODP${@=Tc7K(Xk*)N)%Q{$vbN+W!fy#eaY17&pzCnEB9vQitD
zXYWrWT*MQa29kH(-O=QcU%#pcL3%qGj>;&abUJ`P<6R6(@VR531j8hUonZSaIYdjH
zwJ|Xx)DZoCLU0G?TmL(==DoTi-Tzd=zi9EyNQtkO#*kR$?F3FN6sM$$PTt}=fV)t7
zmrC^CVpz`DOG#@xamnz5*i3Vpos(X;ag7e?i+!u8U}CT4P(i?A@Cqxj&bsi2tMlX=
z*<E;OX|n+@&!K&7si4NZOB-y#RY1!dV{xD;!d+yIdb#)R19o}#J#fFM@M^nEXsKyU
zZj6C;b3h3T<ZTs$Q~39wxR2vr>{1&U>voUMe{5U6Ni#71!6zXOBt)qUVsiGw-|yDH
z`BwK>WXpKJ#f(ciiue0GOYAHbyXiqsSK=%pTT;th)Y1U)04ZF?F140fGrdFW@j9wy
z4iwifopiGc5SSE(tG+~-ONm|}^|QZHeh^QNVk(+Cy&3HL=_{m6+e%vKb;J<BtN5!e
zR&8qej^G>GtW!rV4wPi6p<RQ6?F9OzieSTWvkbRty;aUea}|@w;5YH{3v`Dyy2{z_
zr;oDAGOP8gZaMH{aE+DIG78JW4~myrFvZgK;~Uc?6*$YNu=CFWYx&`DU)o_rQIZK6
z%WrVy#>DZkg+)U107S<w%H{@5gG`5$#Y$?m$0Deq(kamrTHmd3?ZPUodJ$Huyj}SI
zI)PA<+F!WjwQRqHr39EfUMS<WMuNQqXQm>9%=&C2XhCV33904V_uBXE6TA3ts&DF4
zD{as+5YoXiDK&HYi{!T{OH=d&$~>{>j!!8=Zqu8DT#rmj=Lt$kr4CX#p*IFdz<rPs
z16A5yUu8Nd;yh`CD-KT6TVYS|AOKg|YKcQ>De=A0QJ2lM23sw=W>UVO65B>FGZv9X
z*qr(S2WG?Q21q62N-0r^iyCzuI}3pkjsh2gGyRp%`DwrXXuzu>=Kx*?RqCIWF8*n`
zU;4$VG`-Qvy>?Z;X$;bDSGodNaSclAGPsA{Um^ba5DT%ng^o_mka!n2a;+&9*(JK*
z;^`VM2A>g2d!2);Fq5vnSfbx#bH|RGTe@8=$q!T>&eLVx*o*U><upYle)+QAeM_5)
zbyX(wcVpdi#<{*wfWR1i)kRh+t(;e$u5o*WC30f#i(*fcN3{G%+_KMaE?TemFc`E2
zcuH+>+sC}6kzK*xbmu!xq}M@$_bsf&C^{qJ2|3dyaR1z1fbsr}-csX;@PeipNyp<C
z^COq)Fa6oALqBc_n~3@gxw%s?0lj_^B@3N_&|HWa_MHz;4ZE4LWyy$>R8e*h(zCe>
z*D&CeUH(;R8w{PSHnacYEgf}zzWbS2sXb<K<^_nb(f7h$#Wr+SI<PQS9CmoGe5&j?
zrS)Eu#%bVRY(={MO=<^=EV7I5`iCl5*)X|Lsb)%QC6l72*(CjWaK*d&uwmV;JH|Gg
z_h<_^FC!bF&5_z_xf(<YI!Wrq$FO5v;z9AY&BK<2?(C1I^VyA6Gue&XJ#6RPKC-cG
zj!H)-Q7!D%%X7g7D%|Cmd8bi3yBX#`2(`bQt>aP-8UP|9Lv3pskWOX9kCx2tR}dDS
za0x(QLIF=$bH#<T`9p%N2C~b7eA4yB)@GDh1EwlgZ#v>PHt+DvhxpP12cVCjz(YlA
zbTW+mjPko`1FA?4aSJ-)HC|-g<yF)wjI``%WbAG0Jydi$ZNTp}&G-t}Y{JWs1y;64
zF0Z9BA%8Zah~E~<!+&oO{`2pH{+HX|mGV)Re*;DT7m)ft-t~{JIQ|l^SN|PH=s!CB
zr`DxABdpn}Xv9pOOI1t?T_4ef%nDUG{i5Dv#qvZG>8w%@<Ia{PYf1@*v7|aVg@9@n
zzh>C{#U{lb9T8)D<LacNw}nu5IP=BD$lP^U{ITZC@H6h#m5841!F<;p7y`G$o1(dY
z`x|`)arGAPCbn7TE}LR08=HVX=pv|uPrv_6@SRoHOS>GGs#)OM&CXgidFh`*a%DC1
zdqt^|&A9?UhI$ZIANDd!Bz<~rv17_>M-i{}A;s<;6GhG<l0%&G6bMNj(HO{=ov8@|
z3RL$1C)71=sVd(??=Iz8FTFNi48YX1jzdjHbKmYR5I1xeZ~)OL%<Y~x+01KAh3{h*
z-S9;v`s9Quv50zwu7Rl?b+Yo+x?<Bz^$Y?cq^982a=L5yYJaCNkUsktn=kbNZ_~7G
zUyIu;F;i^~1Ed_3>xz!__1P6cZ7%~nWp<^#SYBc+pYu5_G}9RV&YgZg7uVNp&!Mjg
z+$q<9jS=MDHrv@bJe*Qn_7VbYJtX9zr;`H+U-#3m(LoB^^$4EXNKTUhBAu68txKEg
z6?K1)+jczgKHtI?g*Pm}z)LtJzeYtY4gl;5Y#S3~&caxpipYSizt{@hv%O%?S~Hka
zLLgUHvm_C?G5z)HVLjc&4YlP=5DA%0TMxZ-&AvH*y1<WB&gZi*EwuL%Sz7$T@g_Zq
z*+x|i^+j#l5~ZcyCm1t)LcUmYCsygLBz`lUd4oG2XxB4SepM_iFoi`!kI2NA5Fo*i
zb~E9h7=@Gpdrv2AvE=y@q(Lw&|L6P`Rvx2aG){2XIb^BR_>1v_It~4%<@Z5(2h$y&
zM`64J^5RY%@=8+ig+Xu))!J9REaHNczu)@QoDn7{N?dE>Ioekm#j2o}hpcV`E)gi*
z1OfqPa@A3~zc7Nw&d(3<<j&th`K(anNlyU!i5niZ@r$2A*U$QISb2<h_C&cMu%5{y
zb4Ejj?rf-*OOEi7&&kb&{8t<cHF0>B^MwMR))4>$R{+A=)~k3HN`d3Q9fQ;*YDls?
zP}@oE(AQPv8FB!Dlpinh@{Z*Z>gt^8o{MgX0U6->z*)ghlFA_g$=R@ZQoRI4+G~CV
zlMPijB3;ZP-?JPq4Q0o38K^2JC$pze!V5u@QwG5t_yc0%`#GbhPR0UuE1&zA59}-M
zwd644(R>xW7C_@gz*Fd*1Vg3XjGQ@_Cg_(#@*dB!m?3SRKt#GHWC#EN&ao=QqLk0W
zWK9;LIve_fn?HW~D027h(Ruh$ns!8yRH+gVL@C$=Ovp!hybKiac)kBUDP(%oOZmdA
zu?C|+C8>HNMQp=B()5&FAJ(f@SR^GtRGK|_832KnKml0Akh1DPyHz(#exqW`zV{F#
zZs>uvaLK-~G6fndDbLft;mu9>ff=sW3!`S{wm}oe-aES6qT5s%m0f%81VYsyc~Dg1
z+iR+Q;!5uHhdtH@RcA6zy8M8!kfdT=tKW$e6d>%ChqAMX3wkXur$M(<`>WpS*H4Xf
zK5?=M4{fNXEVfu}nQ%Q1jlS{?|IJIYXL!JKN<iAP+W*>bcf_Ck4cc5Y+dTZoiL7%H
zpb;%&1`MlGh}M%2)wPZB3ieGn?o6Y;PRt=?FZYk7rq#>O<|R%LUgwTPg`&3+KZ4zu
zO8ZUX`GrF~DG~2V?N%kJS2PXbxa1Q_f9Q_JNpp(xc(`)GPkrMO+kPC0Q_UsBb>#f?
zb01$#O@}BCr%IMpC$H9iQ>oVC554HkTN~4|UuZ@w#Kw(<*zk&LR&Qv3p#g!XZ>MKP
z&N>O@1|%fXbaiH3k~idVWmT3piex9=k;)TGD2V4=8Q%3C(gq21oqx1`erM=&a;!(&
z-U-W(;;dcXs8$UPb4>FK&>Cc4*EofI*sq1ffgsW;Qus9X!@zE0Q@4=!Sx&iSt6oIa
zqs6GAs|old@GMe)2Lj##o6f)NRU&hRq!}*@&mIEGdx1e@6gbb(8>Dn+1GqLt>TkZ_
zo{^pC-)mG{%i7B{0eke(g+n(ibYj$Y6N+6b-$Irq_WCqZIRc7_n}^+q92QM;xv`J0
z;}{@F+t*TL8EHkJ`s@k&5Kw`?W<~qGksE1p5UF`v35lv+bCC&bRj(Q;p|_BfW?%qE
zG9yZyJIY_|fY%-C9QQR;D0!3B4Wf=DC+&F9l~)^GzrvXaCeTQ9P&w)5yz{<axKvns
zPu@nOGqW!=(4f~s)CJmP0Kllmvp{s%Uu+)bl_TQ99r;gkpWkXBBzA>k^7-V1+td3U
zaUrL{#D?Kwh!0WhO-F_HoA{THB(>+N{@$3L#3+uAoJytHNUj=vTmokCe1oM|0+D1_
zj)+z&#gsZ~DRi}8$t2q6KYno-dJ6%o&$>>E!&nbYvNYTm=dI}ZhowZAY2Uul_ihf^
zATqeudW=|z6353W>lvnLrAg5t>ID&f$h!XEC`iqng<1%pm)BTZQ$->C#AN^3!wDu-
zI*-W;FYu#o!FE!Urrr2d{@^4ruz$}7C%NrD@f-Ze0NITu3J40d9Q@jlfR4?tUWW%E
za1e8MxZ%N0PNtPLzZul@a}g#R@HFLYU@ro+kE)c{DlnAHxD@b6v=ENvwOxaY965XO
zzVeTgNU=7o<=PtWD9W)G{%(2RP%3xgt-qL4{65($Ycu0AwhAo9I?wPR!$V~P>7>jZ
zqWBUL&Z33~#(F(TtBy0!-`n&?@t}WBXtP4dep0Yb=+`}~sV7MmZTL1BcQjFxkmy&g
z2AWAX5*YxIvb)*GsJU&lN!lvNLi^FtVvdo+kUWAC4U4q56LzoY10k!d7i9#t?p~?X
zJV1bnrQTvO=Z*Rd<l%f}N#(`GHIBJYF%jZ%sIp-Dp6nZqUIQA+m-#YlA&}okmw$`g
zr8Pf)>l|n~K4cp*S@;C+jwg8&h+c!LmZ1BI6@C2Mi4(y}qX%!$>!nKb$-ZYb%xF4|
z(9xxtDJ}bGWWdh?L4jV}@s>jk22w_B@$&q2`EBVRF_o8{M&#f#4wFN7BFW-zee5a^
z{E=$1?D2n|08K+Q0ssgbwQ>B4T)MaTi4roN)apGC_IZQuCvTg_e@)n(La59(1OlrU
zFz>0>R+WcdzToJ9g=KSoeiwF^VJk^QIRei+tim2~@x#f(R9GV9+~`PWPy7;f%}<k>
z5IklB!g@KWq@#xPqyuC_!cdWl?cJ*LSi)Esl|G`K6q%`<9V5ik)iDybzaM>FDw%io
zyWP$jNy@Y4N8h?tVPUz?yMrr!k#F9t)TO9RvYf*Tt^ng{&`|9IhT+Q7jgocSl!l2i
z$EMaNJ?`1YnbKlLEE&_YTZ|vF!svL(m_4JZyoOGY-UFUN3x>xBTo5ncGN*N(aZ>}Q
zx+X5U?Nd38IW#ldYPJ~UPQ{z83U!P6(Ly<XVo@4pG9^D}<)nVN2W)e?y4z3w*>9>=
ze`U4V%S36IP@@3xbhEE;K*B~&8`9sb9FCGN92iqz!-DC~${$5Pri#E9Hi>yb3;JdI
zwbz|@t^OPj1_T*~i&hLkCQU~%hn+UnzFtVLQnOigUn!RANfhCr!m#UGsQ=5^`GhI)
z&X1=K4!_q@97NSzkv`M{EAVFjbJ9RP_859KNYz%i-p(2PL*ZVX7|!$zTJ8j2{01yh
zTF9oQ2iF=)4>41mMDv#DoYhMcb4k?W&H!(QR9{#2IDwzw$9Ix&3|l|gs~vhK5~5|Z
zkpCAOS3PZS6%h-L{3YXqAdyRXbaBE^KKK{oSI?gfD?mWkx;4@Fwol(s501vQJS)_1
zLH0SL%d7L!jE82I62Cm#{at$5qYxjZZORf&uvaHe1k+B3X}vZeaWmaSu}V4nML7ug
zNNUmJXlbEueCG+<!y9vYaB_i{#V>*OvOl|h)zFCNeq}i(l)njT4eE)XgV>9x-`mwb
zESu_1x?Kdj-e?w8sU`pCVi@jg2DW*RC2O_*Xh{1=TG(Qxu4<oO2IW^aKc*O{q|<jR
zE&`D77u!x(Oi|=7WdCDu!60b%e<MF!|8x1ve_ATAU6R0tiv+5UXx>n=I{32kYTbt0
zK@kuXk(tJQQU|$LTa!5zY$gsc=oAuWe9oVcUF@GKc>^DT-q&gD<%yKyfvZQ|DrGu)
zZ!Mv}iI(kWUcA~s$oiK<xY;v1AmP{9;4V|00SX(iBUT~%GqCwN)YBY8I)Z4APn*A-
z6|X-aUrz^@1zG?W%jbAz7@sRbj1P(T+FQ{!+dA&g3O!YxLn2Mdn|{xjrda+fwAnzU
zx>)Gd0P4mT%+1JzBQU3g#Ik-uNR5_|O7SoiM0T+^LKIDS^Hg?!Wgcb$CT3znfc-0K
zU=VnSDxj@Zp^gw8B{?-FVJxb33<-(p5S<+>$mcd!)ID|l0G}RM=bCp8VMN&iL;zeD
zdQh!iX;86rpxp}(0^0*_8PI9X!~fKQ`*v|a;_LjPdJhU-PBnFl1pg^6UwW_iYP^!A
zcB%;T2D0VDr;Wfo0_#d)U&b<>5z?vbm3cEYXh0Rr0*Wu8FMa-(v0`J>RAJcWz6w%O
z`eGxI{hhN`t-HK2a|1oP5=A+Y--^3#JC4#YzcPc+ZW<=w5b)dSX(nbMVO@DEBcYUD
zxV#?lb*0?fA2%9NR>dTw-A2A{DzCq)Jp0qGZQb9sT(6nW*L7U`?LQsypAW7%v7`aa
z!PnUSrf&a#+%DQaHLY&><Nu@QzjgUX7rLJ7OqPB*BFa_#1i~%#r8Sr7+`A)_c%Lu`
z@eIAXt@&x4<qt?IEHskk+9C^o!=LnB^T_KLvI`z!%KnlUuIM;XVDTj8kP#gv58AsG
z<uo1+m=@cPy|rEa{U{Vf#hpCct6N00vYk`>#*&+4k<f$B$v_O;_}TM$_M+SCLw#g-
zY;G<VmRHmQnyz|mYJKag)7JY)8}4?JlrGjgskar>NZf;sjrNHpK}fn#NynS^y-}v7
zb6Ig5dhWEW*XJFbeyJlJ3a%n5U?I?<wvi#7Y-fMZJ_(5^pD_7q@+Myn(Z?4LL1L#R
z)x7bUNCEDteC>`h%w@p!(vk#q5yz4}gWGMb;h&<VA0;D)Vow=78LzNq=yh4R?WBX5
zU_dY5GnQ&s7=f?x9)m27MyNc!Ua@6#CAZ}$vtdB>*P&15{2u3J;;ElI3S%sY4P!PC
zFoPkGulLLuo*lo`JUYMmNW#q2t?AUKEAxJ~@4;AMY!kwm-)l9O(VYVg&;vAZWXLTF
z_Rzc1YYuz4bHys7<#@cSGUdaGv|64Ly0j4yV?B#~^~L$Y61nfxW;OY#V5Nq^N{}x>
z3H64#mMaG#F=>;XxTLxTyR47Cj_PJ4p2y>|_V=jxw!A>??<swjvJXl&tavE~e#r_@
zKyA{O7U}T0^8`&9vSLxKF%CGtkW!)M;$L+MZaCv@k;tvaoo3gP5WfMOmCEg@?gxWp
zEXOf|atVaX?j`v*I(lEhGzoKr+)R0P%9sk5oPAyj=(;Y;ER#`+I?Op3uw8a7N$D9N
z##J#E<;8SG{8ei?RdV|_I@85jz^5#~SkR_X<R^<kNmDoIg}Wu$t1sxMU&euG@^bx^
zGd;17oxZveLd%7X7Ftk7xZl1wPp$Fm@eh$;B%;(5!L*&4ho~wYW*@l=sliRZjCdF!
zve-G|{?0Xr<6op{JXiU;+FBG0`ipI$)W7%hqw54@H()+zN#YU9MCo9^3|pM>K}5f_
zf5udllAqwKStNT06`J%&7+#^4Yo?!=&EFc2xJ_KpllMI(i;7tuPH9h?89}x9gq5`_
z<<Xto6P;&%=Mh`G$6OkCUnf0@*^0NexZ01timGX_ir&?=7659aq=BUg(uDs!ih+sV
zj;CJlzzW81Jwh<DMm+P4D=WlIax`CPZMSTMNk@jfDLvi%(LK)7W)*eF3cF48XuT|k
z5H^2hSuDkIkyUHxh#T$~^$$6gfynFkb5UrD^2w1g+{GUNQp@{hJo}cFcXEFC!DoJ@
zX&4w-RqBb5EhfxZiZtO;Ikc&vUwdKx;crY?)dvrX$r0kt<h4R?2tOqZiJi0*1+2;s
zDe$33*n3_9O+<E_BWdr(<%V<Ce_^R{g@7hKihb@q$`k8ONJ#dtr2t>rzEbK)!hERe
zH<N|HO82v2>Vo-#biGaGh2dHr-N5Xza#eC2Ml`RlKO;HEWS@7_oKA62wzDeB?_0o2
zLviiAX25qYvr&`y^g!P#c{!%8=D}Gj6*Tc%NxO(LQZK^Jv~3o+*L{03VjW0_c9Hg<
z)n^dKWlF*J&nQa?rHfOEpKCR?bvvb!4{e>j8%^N_$3elmzD>&vGlQQ*XzdBGJ>8S8
zmHV@=-9ICTPK*JsMJg+|9}ib$Dm^bVEpLypC>j_kA)zXVM#!$UR;m?v4}@}bWdsPn
zPp_?$%ZZg7aI5Aaxq^E`#SIyh#r1BySMfq5^?y<J9#Bm!d)qknqlgU=rRb3=p&hz_
zfJX_v7(xgofKmh!={+=2K>-0N0ck->5|Th7CG?^cX(B=rBE7fJq<8$sd+)pM_rCZ2
z*82Xlva<J{U1rao*|X=@o~KF@ZsXKBm}py&6DK){M_rcVzm@qVJM&#`jya@l7w&*s
zfhsRUm7&=RqLwUxE!~^7xT^1l{H8AYoWf%^Mn+wiySk55`1M?GY;;tYwEBGrQDsC~
zfRs)q%vOQGHO+51KbvQGO}*v3zQ7p@%i@8*?)o4u=Fpj@58-=9*cM-l&i1@MjS^8w
zXAgPNw85notUxc-ON8iNnNIk*0hdP3-aE`!HrT-hjNDi?TCKhN{QTRT<dwf1>&8N(
zm!xy1=5fQn*s2|k`@q~OPsrPNZ`T*1`{`x-rM+~~C9#aAIxg@xM15)ZPVJGajmcaA
z29-D3V#r-}?t6)kWf*tN&}#&QCApIm?5wzBA}&>y%hZ+Ey^I21rdENV6X308Eh4+W
zolW7;N%w=E(X#QdwWgPGN;I>u)c9>AH+4BOFH(yL>wH^KP`@UGNthPbOU{@k<hcXM
z-boX0%$P{M4P+pbjs1W7baAvqA6mO~x;Xi``YVi2O>Iki0w_by%jVC#?EJmG^p@Rh
z;dq<OgbsQq1Y}sJPTE0wM?MS0#(eAd`9OWt(DhV5)*)*COO@r*pq>!No$JKHiUqOv
zKj6c<-dea*5-~fky^f6euVP)6eLZqzN^4%$)eC)VCyZfpbX>0%V#r>hiue#wa&g)w
z3)e=h2&+5YVWrT0C5>u<p_X6_mq~h}+a`@wiLiiefm;aQf&P%9=-!4E313b@$VNdW
zio5Dy51(HQlj5QoyKb4!Pz1>QKz-EBw0&`UM~I^i3ztqk#`rG$$TDZX<<Y2jP|`qT
zV6CO%{6Wd8c6D=g|3*w=?nv_a+~}k-c=eriaZue&^43xBA6;Of<f7d4BuYhI08cD(
zt8!JBGrK8g^&>n4;_YR11Egku*<-7-D{6w|wXuV@$BY6ijD=H*$}SSkFURI0yt!Ss
zQVbk}V)?GG&5O$fPL6~%+48%`DSz9q9(;n8Z*e6c^6>SEK1o{=t`7)`7qyj5jfk1+
z@_Q*Y2IebV^2u(AtGqYg{6N2t7G9a9v$#%kNcBQJy=J*RB~qRbuXxDR*3^c~n&i&x
z%_T@(lC=Q+l_Yc5_O1U;#`}%Fx9jQdwFa&gWg%$`(E&RZ{woZw8Y<;yU*4Zi2l{**
z?lpX=6WaE53@bp8z9H<p9=i0$qT@X-6|p`N(bP1WPrQb~_r2E)+N$63T5#GXQ>|rf
z8Y5noT5F>CjKtW@P$lvu0LAydd^7agCX~Gy0$>UYeAZQ?mesw#?&f<>c~x~(sXK8h
z=6ZQ;IgbhrKR-rlW@DQgd0lNSOJ6*SEPzZvDkxRk4nIqfxXNc=AwTLaZL$!;uN)G*
zYr%8+Ru+3fhwr+y>Jw2mCBU(yG-tRl#A`pg!93LHVaA6ok6NXEaCZlE+Plj*ZL{E@
z^pF`Guf4cY{4W#mX%Fn#zSe%%?YgF%NM>LA-+HZdn$~intb7M0WDLHvcfxW=(#1Qc
zw*nb0suWe)syA(ii<bIhDxsZssI|Du8+tDKy{YYS|AK9nnp;721!N1DL&e)FykJdI
zsio>MJhbUo+x$ewhuiv|bB@)$V3WF@tyD35TGODSJX8hfK45A92<O01Enkp&_v;kW
z>k+}Bb^3pLePOxHAU@#Gxqg42G){q%c)o~0pg$r|-Xqp_gJoj&mDLQVTz@B^Yk0vs
zAw!m^)L;!!A!H0VyOy}2qv%^Yf_c#_=g$!N0P`_|U8u}u8RqH}&!yujDPjVsRh?E@
zEoI9Y!V}gs{+3k;mvv)Na<Y6cty>h&XE?z!!A4}&Z*>G^S@~{a)86&MnA0!HuP623
zi1w*bYAmh>p=~^1%>av|R&=O&df^;M1yv7S%1bn-=7qfkr;P0_iL1xs%Pgd}k+a_i
zmQcPZ2_O`BUT<50lRyxCSnS=q7soK7aPtZ`CJMpCXTrOT(^H0D3|qU?c}q_fq0SRn
z*ssqF!?_%00Y0tj(eU!}7=NL9xw&dp;yh%2)|G6ZVN|@Gx6{LU{io^iLdWu|zSf~Z
zUD+O4(<o{lclgZ$LM&vpQMzqGtF>LwK9&?TREe-mgV-KlrN6VXABgogb~Nvc%!YjK
z_d}$36ngp0QicD<@Cs6ZMIR^2EGsL6c2_^}s){`COD!W<8KqVC?dE5p9y~Odm2lq|
z?@Y|Xm)CgOX{#7=g~AnNi8IDiS>E4M-PLnx)!IP{`Vy&x8h@_#r$H`LW`bF0y@D*y
z?~5zt<M7vrJN*yCDtjBtE)nzMa)tn#Zm`Pk0Injk7PAwhN{}4znul`UEc717cqi~>
zf$wA)M@$+p+2zF)20CpY@@6$MOz+PKkmTNyE320-xe0eZ@#%F=uGZP8q^n?P@r?um
zxv;jxY%s#Gk|qQGo1~uf%-H{`BoPVl4A>5*VFs;(AUYk@uD1hI&J+tF`t?}cSy)i0
zrd>%2HW9x;f24nYwI*V<jTI^#%yqR^DbBEovQSQ&r_&zw>OR!%*VSp~irK+#G(PTK
zv4ZFKAT4Vk$_<g6<q$lu70wJklI+b5aX-KQiA(L?6`HB`$@3P%ELFY&XF7p&nR5b*
zaDm@pPGbmBtHzwDM45J0ptdO(k;~V&pf5PwBXxE6s0TZX98ct6&|*=S36wR}kvJG`
z=!0fI&}>iCtUMipweMBZi?uoF#e$&>_K4P%|2B*;)W6T%mqL?>7`HIKw!>4V%fJ<r
zCzwAc*ATSzjuvx^VC+02(;fKv_Hc|AnN~dLK5#9E!7m8}a^Cq+Zcv92;mOq58K{N9
zbO^+V?Qq>gc0a4e{=`AEimOSbmZni=Mj97xV*6Yh`hH>^d;Q<<*8!ApixQGWbZC)w
zy^0;S{`#OV)>t994lR_{o(!*3XZRUoCb}B%R#vKcG?y#-f<x08iAqsWHRLh<?(-iF
zcAm!ew6%)E7$RI;D!JKmE0*)w5OF4K)~H0;0qP5NLWfkT|NCpK+}x@*_a(Qgqml&y
zWO|l`c3L*zHjMNZ%lG|Op4x?f+Tqa{XKM%@d?B^TlDUc5oZdw~^iJK8zHUDRuj!9L
z!Sq(AKc+gI23-Dq(SNQvUOLWOCy14*P9IAypYx&}<dde_s4dVfe(_T!L3JbOQ6q-<
z3{vS%+PKl?&doTgACq4duJ0<I_JiWJEh;7IPe4)1ZBP@bR=_2jH{}l)Ha8@fDfsRv
zX501pshNf=?Y%Ul9>ZiMPkxDnhCbnHH)=868GBB%0XU_W=EFaqfc9p!(}S;PEi5S^
z-HPl`r11%x*r(pj4K5=9yNNW%bZG8;USS30`ets9Ho(i~b8S`7o1+O+SL=@OzF`;8
z)A(}tToOVM6|<F&pTBJd&w^U$KT6rV8cg97U|}Bn;0%yO%Mfwsp!1dN!=DkG^cAv}
zw)|02X3I<!r2F=l!twXBrI>0<cpQU&ph-a6O0rtf%yM~k6OReg(%?gZ*}vjEg1B|&
zV^#4!t>67cSSU=gy+u~a8l_M`an(<QsrA$2a|`uv8;sqms5)&sL&;QP$k`t;?OitO
zl8!MBkJ&8#=W}PV3+4FiO0Aqy{4q>=H<F7cbXyw~%-MYj(%eLDbjzEdWJf+c^OZE@
zaNR2>^&2qZEL-GQL`QUSG0T8ffY2r321B%QWs*r2(AMJv<XcnZSSFErC+;WgQiazS
z<k<fbJ;7HKCj$QP&IWt@`G4Ndf9Cvm6uST1|37oiR}ijrNp^wLIF0g4^>FgwYphs$
zrH+zkb)0E;a*ZF}Y?ORD_bNBRYc%}xxApWmBF;BGaaYKOkBA27Fs21Bc4L@9lO6z7
zcOhb}#YSSh_#x5w1b(RZ@DB3cEu-sf9Rm2Q<i@vRj~68sUz3LPRNd-d1WH1}q7aiP
zi~hEH0$~zsY-M{7r8olJo${fV$zS?1|1<&BZ*$W9nrGA4nHMr`w@YX}-+`gz$i9Bw
zhkPpzX9ah%8e?9u5VzpR+N-(+={4HXWYG*dOCd)ye;TQ2pP-@~C^mhy5gq>{s0#;j
z4w`wdpCrjh%YFGVjs+eRll2ucw>)j@{*g{Makbw63oh0IecD_xd}n?%pLl)GrHW>W
zuxd5bi1r|Xh)aqo9fxvwhu~{7q*R*3<`P$l9Ux-$h0V$wS<sq8vT?Xo*ZTz=`F^D8
z*_#G=n~kk(@w$@X5UdXAk@!$|`!{-X!oDR=KyCwT<EHua{f^g{pFbc}nh9Mcg_N!b
zPeJymRr)vZAFWT)p=V#_>4(++$Z@POrRw50HiB~sopxEUflr3$pnDvhVq--W)hoCK
zt00O}1}0qN)|nFXy^4VXs7Q9e1n#cc52e`E_4w_Fl<AZgOIJDYQ2_(*pT!#MY6KEX
zek^Uh|HT&F62;$c!x8|VC|5lC9NN&oG;h+^3YC3OqLh7ZC#Xw!E5Wrwr9(ICQyI0I
z%e%@)7A(AT*TQq;;GU%QgK>{+&fGWi1m5!;!HLQqU*s|}>;K3)nrs07eM(XevEm!$
zmIFDk<%K-W3cmhLf7M1C#28>S@5mnt^cSGt`>fai@JTJ!uf}(7EW|sHSShrYxl6S`
zB<s6=v1M{yu#7Okl&685{9j*L(-N&^nlafU9F@{3g_ObmuCipr=ax7YXBb!K5!IGU
z=xW=n2p6m>m<+4xoFLTco<{XlsQnF4>q<$92=pUG!FJW&x+C|IH;5HmC7SC~OS`(}
zSs<Kz>>eOeK(Tk^?ocJ9v$(T$GnsuY=Ec!kVv<1%w(wd!HXps|f_0VmNdTx7Q=n2y
zT--@@QHkN9T!uq1D{oi(7)@_awi~R`;l!QC$CA%IW>Xee``rAE&42s74VKx3bK|yx
zxPFPfzSWZ}-k+@t3g%Fu1n&P46*c`wjON-)9B`U?8Y(`DQl$Iw5cC!57gQ(pkPPL*
zR<m4b1#kmFepms`!$J*-EZQu5_ST*U-$<YC(hEd^y9hE74<&8gIO+?i+Z<{($-awl
zwVraVs(NAqIECYZh`R6s%OK6(lG{`J*N0I!hqPy@MNx%bnZ13bf-Ns75Ep59;i?(S
zaDCYdm=};>Way_Nb>XzvtHts`7Qfv;U_nlUYd<HS*nm3Pbo^oy$>6@gg?C4*+lVEi
zY6w47e-I+@Q$41Mfzlu~=$a(KX#`{8Z~XVj=Aly-BgE-M3vT_+T6UEE90r1ox%mf_
ze>x*KEjl3e$7?5+Fg(zZ@MN%BZp?~TV9`y&Hp^h@&=GP!DpDYb9bx|`bXmg9CN|%T
zEX|h*I5hY0ILdACPrZko(XC)Wl!?iDv!X*0&iUOe*7yZKUj^;K%FfZH&m7?1R&Ct&
zV>X@tIkf$AoA1ZALfcFg2!zb}^i4PF3X-Qfnt8o9*B4bxW;dUnq6Xroa&u6K1^BFe
z9;}4Nw`s~2zVZ1OrXc0)-AQEb;g_{xUmVg7-^rO&$C;SLr}Dncqn~0>Tp>SE19|9&
zO^nNxrzkAU)hGNF_fuDuF`9(IlJ#-Y9+0l9kirNkA0W;sgfD6W-OK4!O{Cjnfe56h
zKY?ctiGK_+A1cTng<ifVLmeu&TxoY-zFA!XKRXZLZMpLIMfPC<Q5V5d#vf26e&D_M
zvHY)|qFs-AbOq7VEImAN0>_uWMYoC+GXkBr@hu<V?_XAs&COK}Ck|1u1VZiJ`@ayD
zTNM`e83vndryl)&934npmBht~ABNnExxd(!!A&kb#_ldSz@pS!m~XyUSfEi@)ZtkK
zLOr6s%`eXg5r3RSKj^>h1V1Cq8%;H{j|3`L-~2eX<D_GXx|Q-fMmfIDeb=C&7d(cP
zcEZLzXA}BejL5z?zQBhx_8lhGleg5Z4Th|B<Qq>-Yp%4KTyo^*`&6n>-VNV3`(XZT
zD?MYl1mCeA;wz}CgNucx=4U1Zj)M%dPUXIaZ@MO=BFemA1pHL=s^Lw(WR8T|J9OK!
zw3)2t<NZYx#}dYdbpyy+tf1yYTn>n(eVx>m)GXDTe;SmZa4@tj1%bBQPwR7atI|8_
zcxl8K`hXg3VY=8^2&NHP&>ERh6g85eYEk*NZeJHK$w#(b686kX+HM!ZB?$A!Dx+eP
ztl)#f>;;lM(X$WrmWv-gnyHwATX`0_wn%Xh(*Qk(IM*+=!8XdP$G`P3kY|0>3%*zE
z4xU2qT8Q(??U~TZwf#)?FLOaz;9~0mnDS-x%bs$}O1R{JTXnjqK6@$O<^>c{B3nJ$
zB=PI+)8O7JhlFKl)i)Rs6-XdQy_pX7DmNdR(P<TYKLrB-d>*OsgS-nUZco>Z-C6ke
zugW`xOl0Pw>0d+cA(KO>teZ_naQWp{b@AZX-%~DV5rRP6=UlR_&3B)o=yEE$gH3WM
zCQ%>&u)U%3$;yf+dGDnWv#2)Fe4JDZE=M5Hi-Jr$Q&Xop@SDl<prEi)gbHGrR7x9=
zNU?l{9#^wcRouI`!$Vw9_H4gI{1a^%$O>|fk2W8Qv;VQkqO|V`Hk`@tt0sb|K>gr`
zA-78p-p8p#p}O2ZUBu47h3VC6n+5b39w@#3sZ1yl5-8gC&b{_>3tm!ACc3$xglbT=
z0+|5XR+8vmeu!l*RCg@hSN7Xnp3bBNKMDZ~6bMod_i1wN^W8s-;nb#%h?p@<ce~#!
zw|9%jNnNR@^LTsU@fOwuSH>5x))eAt(WDs#`Wc2LbQLN9(}xy92#21z`QE6`^KwLU
zLLKyvU^hz^@P;?W(kf!2nsCZSIL-pq#S%lqy;c;*;D$2QG%3mmvlks5nGif&T4is#
zn9=;cJJ8zg@Qf3l7m3BE6NUq$0Q15q=C*)z5f5RT5_pN3o(6Zca7tKf!$){C0G0E5
zabT8R)tE!Rv~A~cw<AwY&r_)QtL2%~uItr_<Hn{VZjoj>X{$isVMJ@~fXWh)RK~Ne
zGstwmw!b7VE}C9iW)9%xwGeXC+=NCE8F)R1(fKSVf)9=J?<Wl~$sXffE%4VOMBUt}
z*M)$v<K=c4Zh(Qd70UM2O4uZ#G9~K`Lr~C9MHLOXkR*R$VxEX8Y0y+3_lm5)W~guL
z3>AkF(#%xPRhrrqV4grBAgIY+dRl(E3xD(OP1Z<L4<OP8e^4T^AF0*o&XCH%iO_&F
zW0m6CU1_1?TNs>9ZO#Ttp<OHqgy9ipbV2^2nA=>4c@-*?>5tkRHCU0a0AP!1pvt7Q
zxmc)f*WJ{?u5-+kB~MIM`8*44j?3G2Krx4Gn!vwRI^hQJ-73Q))k8r332n6~x)J2Q
zyuY4GXNV6i^$*7vSS5fiU({=b;oYq)@DdcPX8n)}cp6OAsWlE7MtSX<?mYiJ{`^i7
zw?vmTu6-C<aDaeTdrUOGF}<nbG3d~iIp{ni`$6+StUbI}QB8CHhIB857GrF%g%bjP
z3q3f-KQuU%o@8r7Hj&<iSPjvB!lf>&>u6svQHE`Lm!f9s*WdiJg#Y?K$s!H+RP7V8
zCtr<C;$s&Fd8Msfk*v%6Sk7=soRrr~Jy-70nr$f}jTDVOYP8w8#-r^?=u#00;B5WW
zS5nn!J{4OTL5Kyi{HKLh)EVi!xv^zGAH?EQllAa(trPWhg(CMrH<K)Z%S@}<3f|WD
zMG8o9Wpzc0N6eB*7xia-`pIXWM4PFZMQ>v}o+2e(K9CHts{@_E=tFMfCG)jp(!BCO
z>VG&-cO#6xFS=|%$f~}cxC-2vbIr}&3LRmSqDnuUiI_NLm%-$@4Fhp#^B^@(DE1~p
zFk>Rx-$nIY*q1iKoBFd!(7@LZDi>S^9lW-&h>b<hAv|F^v2PlPlKG|q-^p1UIh3}j
z<h9Z@bjW|kI471N!GWM&w8L@_Gww<dt*sTn*Rs0f0&Ly~@sGqzL_?9N1*}hb8OAjz
zC+-|D*Z}&(s)b2Z2fTi$pYGa$tV9dvy$$2L*Wf=e9D)E^7Rh*+<w{xeu>g6N9*9A-
zA^HNXU}Je{U}N5oqSmh{OC=@ifqZQfW>6d_Qx{OzAS`lKbrS3m)8$J_DYYH*7uB7a
z=PN+pDPq>I2L)-D#+Qk0x<mktFulV{6qVJg-t9E`mH{KzoJy8=UVZC^v40tPbL1s0
zU8S_R_IuU4nl)dUJ&+Fi4t`%ZrWuRq^fBc_aaMUfE-5@A@?X8-AIlr?Nx<V{^J*8Z
zcRZ&e@baaj12FlPhX|L1K(bw3=pS!z8MX{8JNFaH(#=;i`uZ?_hCqS2u7l{GuV8H$
z3M~9f=w@6L-K+YvxB!&!g>K_KGG+Vx)}{Ye%I}R6sh-W#LudYT$A28j%DCYY!IBUE
zw>|%R-f1vitoK`E4%Y)iEVvig9mtXlTT`bk%7GoCA5kEs9)kqc<B0>ez}elEV@}L<
z<okXnc*Ih0mNYG@%dC&AxvfLLC*Fvwwf@`MXArQ*!(-v(v*p6mtl21D67zOr`A*TT
zVzWIJE!g(OM?IE*j!)|Ft6H@z!jSrhu&ko1N2Y2QGUgvd#EA(ZWfh4dwFyNAgcP&r
zepl<z9N&?NAM%^&imSTTUj7avx4M9>SN1PujVNg#He}UbyOqVNb&%x8ts?9pAigX}
zt+^LASTDmvi5IefjI7@Egnqs?HJ=05=F}i$mbl7c<7%Bb%Ix$p*VMrHgb<!R>`Z!s
z=YkfkQMrG$-JWF%ibNBix@}eO!7=pBcangw*@;2ii8Y_=;{tD*O~9rD-*-zKLwOOr
znRP~gvZ?x2&lhbb(7`p4TFP8%^(|Zc_eGSZqGB0Gaigk;F@2+tWu3OJ<C^w6mDung
zdfY<XfwVwlNL>1?i~dmpNq@NbDE()s&B=qU%^kD`&{PR&4`K2vSaCQeE`Wg&MicH&
zf3ay#j6|c?wG|`NR1{?A7DD4Si#ww0nDr&fa-9Q_<yNXL3rDD8NY~S9UkiLHN7%+d
zZR(Kg)-N_sAJW7ljA9Wkx+^%g9_1@2!`F~Gw-?}Oc*we{wX11irRE$dr7E!1T4(t#
zV>HgW{(vuIqVvU5aVf~^RFhm|%%E>9SN0>Tg-vuCYSYKNBw*RhZ=7;Z!%Sxv8-jlc
zDx^4aP(h60jY9%fnJ8=#JTXHv#X^?tId7P*LcmW#5KnW0z!4oZW>n9}az5y5O0F3g
z+_*c7%$0fTX1&-Lx{kOOSf_5|TBuyPK+Q1Q^Vhee_?C1+&6f2gNS*aJrlJ-fy5l7L
zt^f9L<;O-_;<-F#73yDV<kwy5hZPM3X;I5dtzlg7%#pi=$?n<)D;MbP?NN*0LSAuN
zxNYUufa<AFqd8QcnvUz~T^;w%*j+<@vkj!gbCADv6$TUqj&$lxEY%D~uENDL{TB|x
zR(VA82H9)*rlw*R#SOjdc+h(#CYG6l!gb&XLEN-p(t0*st^Jj_Xva1QMp)b-87Xh^
zQd%v`i8`;99eom&SG+T4rC@|w+8Fkj@27vgb0-q{3_gU5Q57iiJn&htp?F@f*Qcq*
z&6%l2T=*(2*~1j99a13|nV!Q;(#me@96?VrUwrLr&>rQy6NkXlHFR6842K0j6!<D2
zRN?1djTOZIz%PhW&R@2OG0b@(F5^-rq*4@iAWh{k*y|-6e2Xkf2#~nwZ`M<)As140
zRU+s6o?9Hx8>S#sZw}qk%?YcGy;hn>!s%;gQT0y*cV+Uqns&>b7K?h5J!83p6%hza
z)AcnCdv(RS$i$Js8&rdYe1r6O;I4*U&_hq(t`_*-Ny>@jdF^4+oJG;!PgGn7BZwqU
zOC=tw2$emLHirF@2<M&p4Mmmc>P}ZG1!86~>9bw22T};6w#Mrc$5D{h%5?X*Vx4Wn
zyTyHCH<$ayq1D?JWlG#Wj$d>p-Mw$b0}IS<HU^U&GX8o)Hd2JGMP+yWX~ZNr_A(+%
zZD%ZeDC32U^5t{q@h_jS;6DBt&tXNo=(DS=J5#SGQ@0CDw0z~>((&rrQiL7hw&H;N
z;z453_30J~LId{i<%K!1nN4ba&P=UM7{2gcewMzHRu#V?x3H0p889hlG+n23?6o^&
zO%>UY@YJ%0J6x@W`mxKnNe|B@7cK9;Af~V1AX4AE_(RkaK2V?i4j#hvu+vcClem0n
z7`k%BEhX%g{!v)>G|M@g*Ji@1wr5Kfhqp6|t?bASykav+Wl6M;|J6PIm&KH)+&h-m
z;onI%OZ`kmS-0ei9=(Pc63f_z7Fbpz=ZWfNJ?~-0pugR?-f)J%ikIQsyF%|fLjPiO
z(0HVLcgPG`n(XDMuXu#cU<G7)JG{XuJ?!JtI6r@mP~;5~IP%KoTrzuKkifZgi?c^t
z8}nb{-9HLGmgyxIAJ#VF%+9HxSVA#(DA4okqm_&5;L%rYpQtpLE%BrGEu0N+`xB#6
z{F`RggJXj;#ovxAi{1xhUT;i^P#bmVdy3IYq%GNz6&!sKFP})debO7bUN}JF_7^7z
zdWC!f?`(Z&jdCfGjPr@pHiZWyfD?bpc;MVrE{bk9#z?M1Wg$i`{PzNYJK>LVov_;H
zcBI?NQ2RIZWfjWy8pnn<q0QfHChJi)##!mAb6Ga=EAZ~?SGP{HTViKRE+1(d!Yz_&
zcBniJoJEo=PxlR4ayQR7#l@4|AomM<8g|;>UNb<ZBK}Ocb#sJH6Yzbu&27I=2%hOf
z-li(p53+m7aQ6ZWGw!K>3%Sp-pxdYK@ab!te|N5_?|;ZL%;W|c`YL!)>Gw;-e{7NE
zO(8ZwSl#`9x7zQu&Oow3V$4Wv5yj=4q&66IrO8Sbc;2}_aqpg9{nVV69Yh<;DW1p}
zbqu+g@qH`8@2;ec*A6vTB03Ie`<zRz7;Sz22BhQvbW{9&S$~N{S@Ald5@b<Ybb}oB
zwaBE{gx-^o0TFv<K8l%netz{ATO%)f^V@`<I?->^n!GB3x36^?Vbfc+Z8<G?9kgmn
zgLYt3#$i$G1xXN?c<?MGZj_g^RA+GBW3r)11XJnC+11->)ob_kns07#f|7JXF@;kZ
z`Gg0pKDi*0Q>+L~u}rUtE@l3G(=t2o1Xab7vWfNvdlh6sLPY91BaA&oLQ;OQ@%vuv
z`B;K<M49BOOI^6OZQsJ7GFfO0HS2fhnq|K-8jN|-V{Ey@&r)ED=xmL1@^_B;yK(R2
zyu9jxG3^);(yF`5f_<CPP8{g)r?ouV<wYa}<VV!@3{`pAWbS`6q?XUm4Xg1P<%ejh
zrMKS_nH*da4`}5qaZ%oDs?)}=a5S$`9|_F%Xf<ezeEFkqel({BWRp_<!nubgcD2yn
zOf#rBMVXKdz2m+SniSn?pVBX^zmOOFW=nagu{Cb$aB8qimDe8rr-O4r6mNog+=P4o
z?BdmSm|q$T+D@*ZsmaacCvOs8s`A$R`61m3y=dOhF&q4!vBj<YdOwTnc$0yxBU)D%
z`uyLdCbt{0cLga64#gzHq`YFr%y~q8R?I9<mD&h8?zM>K?g1L~BUI^eHqMv;Z}{4j
zL9?EKpV6jUdMQloR%nlRHS*pni{1CYS23t~WYpzaiN#dq@OXux+?_1ITJT%}y76oO
z{_#h>!V?bunKT6xk=Z}qu9~j2GiYUH3_}}KcZg<;=1hyl3DD)mR(bC*rF5Q=Fy%K}
zzIjcqS6h=rw~YpG^Hk{A_<T(`6g1vR1Iv7EnXs=H^4aLRCtrcM+82{yf>a)iBvyY}
zp1nO=r0<;Gj>MPK1Xde2HEqkXI*iV*CSIOE^Qwri%}big4L$zhb^mu?{a0f77DF^O
zXNYa13$FaZJ)5Rw6&-$`B@H;xig~4T%Cebl`$5z?W6fP{s^WfW`U$J%H+V@Nuv*Yg
zMly?!@!0HrM^+T#|4iPkxgN?+DQpuT{@?vUjST;P;8=OV9WMO2*z=uk_U*@=`RM}G
z5m69c1)Z``F@C(Q`lz_H1?Tty%bZ`x`cYi83JZq{IC|*$geU;5tz72+ObJARc-s1#
z39NVBk``oLwx?o5^{lwY9-+@ERnea|P{pNA%tC9v=&rL=)zjP$?VlTPh9Dsj3fIU6
za~gcpDB58F(N*$YRk>(6d6B?!wxS!XOpD+8RFJh0zm*~`zuZ69M_~|a$c*cIRI2w=
z4=`o_Wub!V&N8DKCj(uRQL~R#|0Cqi<-4Gu1JAFMPs^ZruhAR0PV4DVTi+IN84%&K
zDP%Sia#`Yg)n8;g3iniK=%_m*XvvB|=H^MC&tl<sL#MJh$AX?lMTw*&D$Hh_GE+Yf
zZX``j8(+|V_|SzS{DV4(e0TwdkC^$uTR8TQHado$WV_JC<!X4fD?P=jMbPWb3|YQi
z@%vyMX(I&c@~lo@ShYb+_tBdj2jf%j57?Z94DFDOBE@P?=Go2428&wCA+oz>H9-Lz
z*1`}G2V4QfCLo@u^R14NY$<}xGh7<_s26Leh}dhOpmAcGT;TJ@cHUwzJX-k6IW3h|
z9W$9em4{2el^v=~fFnzTP!%*X?Trc{;F|7ze0+oZ|LjQTx39~+Q&xm3#MuFIRS5!X
zwkOU_L++-v4V)R#tA5?e=Z<2wl@wP*d5rppZ<4B^edUUMkS><PsZcy*e4GE?d%?)d
zO&9Bc26VY<WE8(p9COy!#{8~0-4i_-simvWOwvgxgt;xQqxsglD|Z2J-=F^aFKjke
zAnF;B$$Ou+wR)Ax*L2D}4s}Jk=TS@jM=z4dB73h$YvA-OSTxfzDkJ_pN#_)GO)qfx
znQKATh<^+55a_fM=u^C*y(<(tQOT^7D7yBI$2=kU!Z+fSpKq8zOBrB7-LZdauVL5L
zlx~AK5oVcORK)pR^TEtoi0wfc!Fabc%%UkS@JZ8W4H|TL_2^JWU_=ta;}65!W*;(A
zS`Da3g{Xd+7G3<4i8P<vU`5XUzon_Hi}tPv)Zi)HWoRB&^Qgy|PZX$zDnGBe7D_eJ
zoFQfWVw(`_UNxq6{`MGZ{TT-reX`sdZVqpCO!Sf%1}@YLnOS0Dnr?S}-+ay96oRtW
zBXkRp2f$Mya4=_Eb|$WE!&sl6?Vo0WV=1{+ZEvCp#J7K5KZ9I=S6NOy^XEAitzA_x
zlV3~>NI(Ld@I7p7$022fiH2<-%jLalx_K(yZM3o<b(D@GFi1cZwTk5lkob#D^i5*O
zNb$qgPqSYOTAlc$T7?CW3C!xmv5j%yI*xQ%897>T0cx!lL;->OhFnoTWt)-{k-CDW
zh$P&Kg47ftbNAZUpd1H$v95dFd=yF6Oi{5<c{8SQr0X)zoK<`a>GD00=l2!b+!C2$
zvA9j7Rj0j!pMpO6%p=2Z(2OjG&3fzwQxip$kKOn&{O2&Fu%F8s(EhhB`)q+XBT^zS
z<YW*d2?Q%zSW?WOV(Mc)T1Zpm6^Xtf2uw5_f#~@@{=TV>FIN>UgN{OLGlCGJz1%na
zW{q`{Q&eou!sZy9W>p|Ap|s$@y}C=xXH!w3`89J3LkYssaHl?9h}_5ID{{LIw$YBN
ztIq)k_<_>m#9<c!)a9OfKZUlsIg%zAQMl3aG#ww2)M*GYgxo^tLktDf#nR9P_;Kp#
z+`eUAlw5J9LCewFvC%$xnL!G$BU&WSJ`%GO%iF`7S+Q)Yx_1U>L%~3-)zUr^=WknJ
zEN;eXx_MZ0t8qEiEk#o5+n?dAhK2j$?gA2EnU~x7;P|&28?lki&WMy@ci*S)X;;8)
zls#66)VM!q03Xdux)^zE2KheA_})jo0&;9e>l3du;Ig`S+XiaIXn=Vy4j}y()db@x
zmE#>e8Lp}=CqB38dv9R*gVD1!WxvqXa}>|nRSosK2BE#@>r69UwptIajnKWOEi5bd
z?@@2bp8wax&XMhtGLbJ<TO1mJ1mM8Yn<xJHKB&{4LFt;!K!{JQCd;dESEp@*QC8*-
zulTxj)x(4Al`q*219g;bf{db?i|fd(aoi%m*t|Aj15`5_%N~?wu>0eSpR0{-Bh7vB
zxcvWk$4-dRhFw@5OffGLAOiU~cqc@)&iqGKsM;u}Aups`i-jSS$QfdoC5O4Qv8eyq
z%BGJF<5J0kW_prq63LWvgV;`J^;or}bk9}aMXh!qME}jLI15cpO?ea1j9!dvX|%G8
zkUMaG(d1%|(kaQ5?9cm4stb~LmhbF9SKmp;gg$NLH-;D0l|&CvE=07?)rab5pM040
zObNTM#^oDO3iQvyXi&K%9O4jJ?L+S}1~b1<xTBPPOo(}D-#bS5M3Gl&3?1lV{fe4E
z)9J5tO5pO)M07c_cl9I(29v1y%tSe0c+qIm{xO5ce~umrz;@v0ww@WR@7(4saD`pj
z@=Z=KEma13mv&CM7I~Fl1N2%+{!~K}pUm#HkCTS_Jx5Edb$!Au`)VYiq7s`AgBS9|
zd?>ELYY+JqG$tX-Fabd@Aajo_z{w#*XP<>gHNQbe%gD4n4+M?ec$i<9?sx9BF!13p
zSe0iv_-uQ@_)Bj7Ed`6o3umh%=}O$zo2Np$`fZg9eBKbph@Hy{aM}9X7iI>%UcaSa
zsd5th`y8U#)-L#<d=?Gc^7;pzvg2XX3UVJS-Ms2g$y!C0N(|^}8Eh2pf0b4><#3b$
zm2%hzSiZ^XdQe66snGEUEbol+Yder#HRJq1=8N_>haQ(bJDXa}H<Xt;w&<<07xcGc
z<gQPR?v;veVQuR8P(loydoVMT&$6IMx^_K;yV(aEykjRg9u>b6f}hViC941eT~-c2
zh3@p`G3Q8zaK}Y+bUkf;U!SmY{BMI=9rRkp$l1G#KLrS0*{SVczPuPTcnEHtzahU}
z8w6-N4aL8tsM)Hqo&0x4ykN+J(-sqPoNW7|nbk2(8FGk?-3Qd3%Puljy)9jaSZJwm
zb4%w@e6Zl#==W{Y+iRvuWjv(vz5t7l>O2|z?+g8F?ROlHqsp=8zbAF)H?P~W{dN9l
z#Qnei<GBBxaYFL1y8ju@b4J)eT7G_ri}-dj#q-^7h7i_|m1MJwjO{A;bc#A0WuJTe
zBa7{fkO6A|-?<e~K$wOB_2pxR-o`>VkM*6bZ!J$>-ulw%+FPM)XA_J#S6qNr_B(s(
zW;=YlMu{gz7!$Q1>Ds6W2$ntd*ij8rb-?f1l|~B13<J)N&}NODv6inxQ$XsIZ<Rvg
zi<Ne;X$?$^nrv&+AA*P1Dl`JPG(FX|^X%=>v(h3s1rvKrInl#cZeUP7vDzSJbJS?A
ze`Uf;;Bi6?QrtC>JQkNk^}C+Yq2MTu00a$f!pNV#GdTu_f)=i+Mix~T>K|lE>!hQb
zwQ`T$D-TqKJUY^_Mu?xz#JQ8YRUAq~qou*s&1-HwBqN2|1(iOp4gu}sWD1e?VF5rO
zOfLZl!dbuA;M&C06?J8p{hzk<qelxaQMCP_JV~BFo`Sap<~?f)YEf~vvLyO`0!hK4
zMCB0grVxvq4POVysI_U9)Qhl9k-alXUM%tn!n#tmr?-G;*>@I#5$>|8=5}&>k3lw|
zt9UPJQ8-yyOSCfD+_N!rKg#tY0X-Rx4y;|y4J?Xzc(-hw!7srTHs(3DtL7in9Wvh*
z<f@>qPReE>WS@vXVemd{er(#fmKhKnYO_3(I`#VN4I3=S%zqC=`)AAkU;Z6czus_v
zq~<sk?wM$q)n_)(mwD+MqnNu!LPbg5sNK*%F*7dSO(78%+#@;^`E8{`$zgq9eiZcA
z`iQtHQ~Xv_r{QLT8YU;7^XgCBOpdt{3&J)fB@ym-=@%RDLOmh$jFpAP@h~?xNcQoG
z9~#;)Q*wlWbSHr2{@?AiC|Q)8RMMwVxm=+(>XoSyV(#&=dsE?coYK?0Z`<OJXse!n
zsW+hN>IvL7la2(TC13t8u-P~g<Y+COzN{wigN*#YRO>&o9WOd8=~o`0eO5{=sK3|>
zaIx>Uu61+{1giG$?oqsP+sU&#nPG-c%S-317OBkB(pOOB_@@@Pok#aO7^b;)4^wl|
zac3gCfvT482`FyD-5vg#7vjWet=uZeP=adLH*^m&ajVwU3|}L(Ac61y5;d86Gfp&#
z+N$~N+Ql)OjMDLeJSbJsbcTrty5>YK6@T?`R&w9HfXkjTuafZsr%U33rS3)Tx9hR<
zxg*EldZVC;0swqn`CJ#&L#yaoX4Ti2o-VAPdI-mmRaQ`L_;-stMb`r8fs&HE0Z9{!
z=^5x6`nDnw!9sl2BAe<$-ZbPrSMpH>7UE#ECif3^$Zte)wE8Wic!|HmfX!zfO7*PX
zeIorzm5}M-l^S#j;aNTf+!nKy4>^SU(gVYtm0UM`E)z+-L<jpM;u8$(jX1;#QB^_u
zjdK+@kx?KJ$Yc<pq<j<wO*6KTJu_FdV!V`+H*i;a5C65&A|+BRrI=Zis4za=Pc}7v
z8hYlrZ`k*+R|=yqT?<_C!lu~uh)#M|2ex;UOp#;&2jwFSKes!VuloH}?Aelu9J%}X
z>Z8Bdj<>Bnv$w4&M+F5WWV##M<sngrE#E>y9<m%p1yePy1Ws+MifwZw)>Ucd6|@!y
zsATh3_LdJ0pBh*}rqt0)FW6gioDcS{>-M`G5PXRvbkw<(S>JCRm{ZomSKQbS->I|}
zXK>g7e0EY4F+)6cwWXk?E`F}+b%hjdHH6#Mt~3EuXXgFrOcwRy1Y7~Ks#rY>$={%;
z-kc%cf?8Oy+w5k&tvC<M3jl#{_7cg&0unKWMDjPhM}n#?v-}uL&xWGQY$`-et);lx
z6Fp0~%@}lDo;u5KLck{8u0Vnaj{!f(wI5!ceg|*YFuG8%Bb10$QcS!nq-m;YHx8RN
z@STHHyB+#bD-?&GRos|^r@vnku)&YvySUV%BUg++TakUqh|p?7fhrQK6(OC8iXzZk
zUXL%tmC(7;QM4{!en~E2L9XPDvf`huJb-D>B@+$y6lKc;Z+PzHkab2FvRX23$)hJ7
z8HIMb=NiZTsr|A&%u^zI<>qF`<39J6$c}y2Y>OXa1#^R*lP{*Vb*duM@$V<J$S+m}
z!l|i&o80LTP?LN4-}>flgJAY2KwZdN1gMjxW(8ho{kcsJ&2(Lf>)&|ka?mg0%gz-f
zA>iRN|4N|D56*JHFWGsQNBB@xaz-~B5(k&oh`Op(1&h@p5H>VdjyD&L@PoiufPCi|
zrKIa#=e^{&dG_Yyed|9?g=l9%)I&S&?o|E!G9<uD42`GxrWQO~9l*Id6zX0sQHtPc
z*<%vhd6$$Itb8N8h1JR#9=>17g>2OdobEta^oQ!3nyV`(T(MpmRt0}$!i?<z0Z84i
zFU0PC%&mcwht%jYfc-aje~%<LTo8*ld%G&3LWH6MbID5$SGM%i9BfOnop2@v4<6?D
zMr>=1*jN7`PGeE%Qp-&iiZ#IJ1kL8rAiJcMgz110y2}}Z#rbnO5uPc}cR@PmrK3^j
zo>@Kick~{Ly`e2Ddbf|lS5Ut(<u%;3kmM!LRWj-u89+|vIyaTB(CnpEkk*mAIXwoJ
z_ReI<=rAH3`kq@sy-8BPC%Gmm7i&{XOwh2*6j!{7O&1mSKLOO)*vr<HAv7q6eW~h#
zv09mL8qz_6vUuHZcG}>&)0u|i>f9H`YaVv)H^;qhPqL)Tl!VA(-?xf@LK9=#x5cz&
zwJFeuj-ef?3r$j7U2eQqk7z%2VcBKucH>ir_&Gw#874mfztuO-8D^P%wp?-Pc&Mtm
z^Oow3ajP=h?P$y<r&_;HuW~SK6Z{fQveoUFUbT5_@vNU8@rXFXX^yZ!8%3|2(a4DV
z8fu(D1UwZ#DJu{XJ(rc86kQKUf72j*uka{_t^pdtHrUMDB!Y(*CcJ#iXlfeH*Hi*k
z+?W*p9f`%TK9*UsHW(kA?Qe&R73l31%!2_`oLS?0Wn?HXb86F9Vel7Qdf1AxlJ$bf
z2Aw<Xhy|%ydscGNe)~aRtYwj?S*;Fn2d8LE!zLP17>n+l8zIx2tO$d{*IKSFL=pe1
z)rpInTXc=>Y`9ubA)Y@y1mqV#Y%+cL*lLfny?U46*M}(WSIgb!f0)6g-~ew<yUd-K
zyJ7311CKd1XlNr^HsU;$PmEwPirdG>>gJHVZozr{IpyKWG4d6|#vl+N4~`}|a6qPJ
z37cC2S4FDnjA56cl=ZM8%k)&TP@{m1YQkmJ=kfpbLAzm8@Z^Fn?X1Y)pkNjA{k?I{
zE*DE?`rE@u5$G1ru(5Z_YH(qd0kK7%FlBtQTWI$Rhtx`*&xH?FxuX0gB`*}Zy{j6Q
zZ^uwcriI>FeQDFhU-zh8LYyVeLq$Q{ckn~F=4)I1m*qHXC9I^%aEXfAHuN}C1M&UT
z0YeF7Ton0PaX0Vk7>0|JU*Km2VZ)e{qDMyz%^2+TWHPEihR@QG{k<&{P_no;lGN{)
zQxs0trdW@>iXPd!s4x*<iinpmhp)&N=|!t1jYQWe6F6h#d}zKD!#FI)K4Q2nlh#|0
zMl3Ikb;F7|OM3dMnJpOS6nMJ@2z-DN=bx_%D#>aK46<MX4#A=LS{Q%YQ~z8Vi=$3K
z?NuwtGK;XCt9t&P(Rx}QcH&!rvVeH~NhoM;N!PyGba25{!A0VNsaLszscE-qt5-(#
zGX;!Y$n=+0e(SXn&;18?9WR(PNtpO~HSdgML%K|D6IxU<q`bvw)ruGBdixMxLq{Q5
zjDD|T)qEEZ3wX-YKs5Sh_<$cq5rv86>@_1YCcJBng{Wsl{XfZgGX0m>l?*JGSjbLR
zCx+kp!4U2B6Cg<m<CkTqelslS4@^C@{DPD)Q1J?*uB^Tu`e~i3-Fo|dPz+eOYB?UE
z4C2{v(tPk{IJIkLL$|+50JY-J?avu@<k&^b|7sKpO?M!;Z^qJ8y^-;ENTskrA;9~N
z#v>trjj*#ne&RENO=iM&g%@J9uTKPa6x#mqki}lS&tkgzM^{p(eb)!c{rN&kS0YZU
zIM$%5qy7wLE4!Uq(d%3N+O))C;R>qPWN>_@Pm258wkR~zWoFRP7gAr&)1f?k@@Lg8
z-a$GcYnGsh=!g|~AudviixfiDWu~51dfoqJ(Z|;77*Ni6`x=R)WimHdqDAs&&puA6
z?3O~bt!UV70}JQ}+^8X2J2TbU2o)ZNCj}KUP@eI#cOLqnf8?Dw9QM}CF~E~r`4(8P
zvZ@*_KHU|QISm-y|MWiWI4`D=ba0UjbE?t^EF=ybe#W4lWawBYw0HM}o6eDH`w%<|
zzQEB4711n>?JR!;hskUn17r<ps{&f$*7iU3KP*o_a`e*9Bg3i*y~>x>0nc0q)vA=v
z@^VO}5WR<o2z>`@*mC|3#>X#(G0@=wIy34Ku1o16Orc|onUSlEBp6ja5(!)O8ZL|K
zZO4ws#u^Z_t=T=-Jqz&t)-91nCyQl$f3YPHq74o*fy+FtrVNUeMS)wA0G5m2WKp^y
zjU2b+9oru_ZQf!O-9M6Dc2>VU&og}!?%dg#dUwNxZX`}oeH*8BblRq*VcjWoGUsoy
zZx;Ii(-7<*Vbx=0x-#N6Hj+gPzbwFjzG^)vkzTm3;x<s!Z2$4_wy%@KdibN+gDY-&
zd)2aQ8(%<H287okO5J|y<(1Vndq(i1rn#lvVY>S{L}w}Z^G({}b7!Vsx5tMAY)pN{
zu;%8Wj_+W_-ZU)M@ODTCiF4;|cIB{Pohn{wT7f=4x{$QZ@8s4u#R}rJw5EfP%rE4+
zlEwglqtmt?Sz%Ec+x*ei1w%-zqK=RC5{onp&|9VPWZQ6jXqn4>yk#~bs3vTSFD&A)
zOS2IX)N7BM{4}Z9yKDf<?}3)t?hzY2BV84zsxF5eC!23kl{vC*?z?q~gNhe2N+{fS
z;uE;H_(Vn}2T&a(M(Qh|O_YE@=m(Y6#hIA~dJn_+t)91Ar&~;&^$qW%wlEGW{4cf&
z|Lmot?UN&QeXIgId&9`T*dCu*B+bkHQ7tu(`o)$gbHKjLQfux3mJSnMyK6C3Nwsz4
zy<cow*A1tKg?_PZ4zK)Tdw=3$e^<BN_<+dj&v4USk)CCf_Wq-jBMBj89U<1W8Tk!I
z)pg{<4|^snMoem*_08(qTvn{2Q`@aGuGgk0nMOSfMO?YCN|GzKHbUbDhGf`!keG32
z8|QQRzyzURh98MTX?T|9jk*S&zNX&-Ti9Izb`PCY9^f=r7?Pr<Ufn7LI1X@{Rs3Qz
zfgFWDmh0d($BAyauTE&rZl4Lf&(!wK4-Y-N|C}6l%-44B3VGwqm^#r&-;rp{ympa=
zK3MRJ?d#aC=<?l$Fa>soRNl*}>`GB*=(iqZPHjpTcu#~=3m)-{jYik_U_4yE%|Ox~
z1t)FuS=Coe%>&Q0Yj|AJ?BT&9E#M9JJDfwHN3RHn$B`N91)R5<e_vL1>3{}knDStq
zbMjA(=X>PCvyi>hVaF(}d%<m-UHQ3PP#iBGu6}kuPNV5tF0jL-Y0Y@(<c;c!W~!_z
z(T>8qcQojub9&j|Mb9==CvdAHF1BlUZn!63z`5%MsO#=Oe-U;jz4h=EbnlGx*n;^l
zwhx3~Z1>Tn9k)zN6T#rgq3p`NiVh`+=z&=_t8T)!B0~$pwmav@`wFr(o`o!f@3G&r
zK1^h{7{BRAa`G>>T-F()$>l^N8z%$&;nl;>=SFvw`@-e`lwWLSSZ+7p^e`q*!y>ID
zwZjUs4Wf!}g17m=9Z<8dbnsDh=$N?UV3$MGx6c-b>6u`6O8nmO(tQPq=Cu@h$c9hn
zq3Pil>uGTUm-o!oQC3l+&Sqhsw~BwU_3w2r(!$PEw;rB=9<ppd`xuI`FNYGVwk;zj
zNX)RaOQ`OCc$v8I*go`Mwe0>GL}blsK=h+<yP6JFQ`IA3L)PO9&YtEZz-sZVNexiL
zLlHV(k=_#c`w5+fx+}!*og;6YrPk&sSZ+j~++npm%Y}>GOnU9nLDKfI(?=J5Ux&mM
zX%sy1+lS(g@`;DX14i$tnT;UMv#-EICl`+9LX6{lKC&A0n2pqP`tC2b=S;?4B&(v)
zIB^c!xoe!kIh!hBEst5PuO7ShmNx&3?JAD7@dwoQAN9O%7W(3~>sGN*IiTUYMEtf6
zJbT?TtjBoB(?8j*!1NcJ(C?#<Qw~nhf3eN6j=A+bz2^7bpNd?$W39Jb=EFMV@C#?h
zMH8ok#EXfn2TuQ<-f-(DtMKawCx4%GuKT+La4mv1Oe;HD6kV1(nu`U+uj%=)YJ0rK
z@GOz>i|vtFX!vVq7JG>CXXY$mqZy8gtbbIUr>qALOAMV%-Ou&42XVc-&kzMRhK}9#
z8zwU7y@GaB-?v+JnRnbUKe|FriV1C$U7BTfS@FRe@^QWM^~iy-IK)D}ow8R!D=SEY
zBbZi!C>zFDhv@H4Uv`9ix-z?n9w*<Gl&7n=iRUDQ&Yt|S)N9(|!b9H{hi<*Q>*jwQ
zx~g=pfYDN_tYMO26<SU&KM=l_U;Qa+3!c4idiGw>jcSrXg*Nm6bpCU34Nmpu+(v|5
zo(k3~yAN(v9TYv{+UHL`ax^j=&T0ov7fFj{?>0WKaW$H>92mXVv+Xc3SBUdwb(liG
z*L?=9E*P>dIxRPBS+&&7ZOow7gt_0u7<`25&G6a2a7#<l)>qTCRoQ#*Q?XA&5;~U_
zWZ9*AKapy4#e%1d%XM*ItAZ~{EZH{9B(Zi7QN(?Ng`H#J0)OIFt~2GvMR<*u4@=H<
z9?r<YqH_)ZCJ=535S{!iPOw0m>eZXNsuv*En{gk|+sLd^h(Q$u0V>k`sd?hT@#m-a
z?}N3WMT=#n3Zyu_Im-<%N3Ofngd8DWf51c1qDhr(EI9(Y@tvc52Mq3Uo55l7!{7bQ
z->4a<s1#9TZ0FD0DSV3eAcMSprniw|P*0UrMnyIE5pN{}<ujJ2lLCCfwQgQVr9qA;
za68M*{fd;v=pMxOd%z`Y4&zfcAIqo^t;8l_FwYjikuPm7f4f6mf1qeD-4KWsQ)TCB
z47~oX0wcc&Q`fNb&kYcGr^cS$#Qp#q)-h>R-`oG99=%$$i5;{Saqy{t?>bcIi|UA*
z6F)C&d%HLP(Vc|NE*n-D@((d&ccgClI&2nsIhHtjw5^V!4z)6Zi!PaOJAnqpT>6cT
zxe$HV(|X?8I7j_7aU$HdZs<u5dT4mjF{lz+G9BQ=n$K)JlVJ^ZkZ(uDgtbCDxuBK*
zkFxg;XlmQHh1vG4q5>jH(Jd{~l`0^x6+$nD5PA`i7J49*0J<%pfPeu32@sT$N{E!u
z14=If0!io~9YQYwLC`Pm`_4V*-h1Bn-kX1{IakSCSu1m`%wHK}m;rmBgJRv9G?V+1
zAK5Uh3=8cOV8U-qGl0MN=`O=z2T<XB%o%l5@?C>txOrMAmM0|z+{~9zzxiUADiy#8
zVV;hkeP(bM=;sRI)>U%rVMCQW>gacVa!^J-k(Bq{d@+mCG`U%si)&UoGdsd;i>5Jh
zm$N37AVIEsP-YGU@+u|-XF=yxR4tr1#QleS1sBE_b}c^%+@xkD8xM%o6SBI1vRxyD
zREUb6-Ysf(<f`!jue?S0l_NV9%ciNzY~)*b@GBq4-0O~c_1S0471B`L!(iCz6x~8;
z(DIXM0u+$M^ZLE~gEKo=vv5_rJRcrrO_#$xaW*<(m3IfGU06W|*eML|`zl1$ea@mg
z++Ud9Q$K!*qYg7p`pwJO%LH9a={zWCxAb5O>f+$CSIyO`tP4x6x9JIi&*4hdN-zNH
zbv_68igxAx_@T%IoVI(V_a{eteg{MNF;JDuOFWfH*mIn9gtA@XIe(mhKoI}QhW1;1
zzf?xbs3+$S)XYzgSfgz)prf?#_N1SIZ@r+z)9cP5*0grHiuvf90Sc`u*|b*3$a|`W
z2<-7z2tRpUV(&Zn2Uu=<fQ3FB8RA>#`2{5lvCUbR_<ChPK_k+>zL5Ftac^jFy`k7A
zw)=m~=O5PJ|G7S4NBfk<I!YTi+G%YqsYcZk%&bQvP&Dm?360DW{X6M-Q=8#6<O8PJ
zI<k{MXu{?U=&^X@G^UV$$I7Gl&H>lWzw~Yff}5)LaggTJT)uC$jx)cIYXkJwk0qpd
z^!X?LK0Z-J6cUtW=M#HKmplVThN*_}$u=X@>L%p|%c((!klXNC6j|#T3lipGQ7l4B
z7YFFl+j7Riw$zqRi?(E@(VN&_I*h#ghCvQoME`poHkdBkz6=Nwq+5iFna&=K&AO(8
zO$G5@o&|DiOMAxcsN$&1zarONPXyF${B`r}*9T{>d~C>Q_?GbEf*T02d0F7>*((j-
z&fd8E>$aT$DSUDM^J?{AYEMe@$!FdkW@{2NFP+o8GR}gk4X)xCY#mP6x9iI$nG|~&
zfiosRSV1zXKuQeJwB3kGgtUMwdp9mmn7P*#seJM;1w~C+NeWAnV@@gk7;N^Qsic=A
zUOm`13$4oE+*6<K(2F4tuSp5nvS8FrIi6Z8RF=clt<s(_e?>nN2v+)hgd*#y8mh_3
zuzGTl{bU2PFC;m!(D`);rCr<TSXE_l4eKVea~Eg4*pB{=*?CrC)uOlcO9Z0jOGgoS
z_`#8-e~tt|&6WFaP~EoCx&%Fc9Hi&PX)bS}{S}u&xCv$w1XM^l7i?y^0jOxo3Rf}j
zvsbyE#;lr-mc(IWln@v}7Brw@ydXRv50^_!Mq{pAM<!YlA3`ax_-N)yHB@y?LNhBh
zrOOJe(EBi1PimaCGmlCq5yt-f4wo!QU07|eg_iq?LR#<0h5uO$NzxOSkAE{~ED?GQ
z^y#Rx%a;HOjy6>QB}_N{Zn_NW11*+o3Lt<YbGjSVBZHEFxtiM86{XcqcY3dux%QoM
z1a8d4`n7uWqQH6_uKwtIJj-_)1U#$4_p!L4*4QU-9izVw&|G_aHQ`YPEqFII<(^Y8
zT{k&dEU6T3sD1HuO>+4|M?ZTxrFKVu&K^@xKiIQNM4dn?Q>e>Dyvi*%7-#=KJaP?u
z?zmZPAnMJVfNZ1B$JC^^eWfaltsZIlQkF;>c7T|U_l6NY`+K1^Pt<if={!{zmOsfR
zekjqilje&^=u53{_I5Ly+U)F<wRF90I(5{o&S9A-LJH+aDWwQT#cwnx@j%BOllbwU
z@T<P9#>Ti4<E7SqoFUm!iMh4|pF}<^MjSVA9H*k%2cD@qUVScH6jzdMPr2CF96jIi
znOimVntdmqn>fCz3Vr5Q5wQ{~wFHus^!7#(UlrNMu6^V-xxVOYN^~JBSM#|xW^gzb
zWV$EEOuU0T)F~$PY+3W~afM40X6ykU3kL{K{`%)wVYdXono96b@Bx+p0<F0MxqfMH
zg>gQ;_A&vMDpxwB2IKHO!}<J5mQ{k;Aeh4=aF1b)?&#<!%>WwQbSHA32*Mo~{V)A-
zxSbVz{d>Y}ydI_86IDM8Pwrmx<KogXf8F3;xIRYhyD=Vrw%h5k=gjrvUcKJ(6CUP)
z`P&-6{aC?Q%i=xndl+V3obRA&MdAbxIa4Q|-fE#Tnq_cNYI`Tcco!hwX2Ius9&-2o
zhuKwR{Gu?-LaBlXbl_EYO9L1j%|zdEZZoTJGH+S|`&16+>jcL(s)Jxj+tqR(UqfpY
zA=SE8_gW|svc34PZx?i4S`LHSWpYcFoJ7o#w_QDeFtV8y_4iqHdGirzI^T`!iJG|W
zhRr_^VotIz$oa0e$^G4{-mC4oR6VPR#LJ6Q9v8#)LLUyaV~b2lqx{Qny&Er7ZkxEp
z%JB|&B<o)arJ8Gc4k(dko6&1fZv5H@Cpi|ygn;ZNA8DBhmCeCzcERh)2TqIjsVN~Q
zt&<$1rz?yE3RjSPne^K!jlZ|`*seF}D9MFWF&<;%_4kM5w$1y;NE@bj`C|82t`gv0
z8}-Lj%E0iwQX|V^OI`YX(<&@Ji4F^sdsaMZ7lGI|Dp;W;+FWL)OR4VHB2^>81x5-8
zLk@Sr+V>X<@>1o$jS?5gY<5kcbWzVutR`@=g0;A9a*mhllBjV680iS*<Wq#RiU*T(
zi*M|831lu(?tq2Bct-y|+Q>~bKvj^HVD<Y~ucd%)pU9g_VVc;hXZuwFp6U4#ORkm_
z-lz=Vnr6y?PC_TWXuk1{W1OX$zh$eFe#xzcM4fF^E&bvuor$uQRI-_KQP0f6v)*il
z^p49k-s)Q2fZhs!^w1125k$UaR~V#EKJZ4m#wv_cXFbXdnFJFvzlf5Kc)J;kjUfBD
z`28+Z3N6Tq*xNyP-TEe>zHE5q$WM;?(2I`o-Z;I8N;B>J{=Lf~Xfo&2Fni*J8&|u>
zP1QWfll-GGwr=_#16U#DR|{Ylnort2l))E4N(|e5%i2W+g>F;xubc_>8fR+c4e*-Z
zx}+-6`>J6Q0s?E1IB+>ja^cTpS#Li6qo04&Y&iVP2|oNYDcVQDDmlny?bs~bm4<V=
zY;l{8=dIy?os`o-04|)cB8zbRhSo;@bt3%uKLYw!W*+?3c|$&s1J<6X%W>uJd;nGU
z!R(I+UvC2Zp(-hS**^5R{oA8Aod21hdBqg-zm8Q`W>$H6FD^ZRiGI)@y39uO#HSQ;
zR1ho1_rM@Ar?1^_469O|WbTbv?@~MIolV){{2F4_1M$bKJcXd8qxd4Y2{8>_lqw|P
z<`*zmk?YJ0K91n{prp)nB%|F2Y?m!=^;sx~jp+F&idhNI%Fh^24<$=Iu7fx#$+-Q1
z`#|83Gxuj>ZzjNs!owcW{!$LL8|z*P-M5@~&~ShfA^pay0J-yKv?vy)pc*=IP*Ky=
zl~!Us*jhzua8A(0j>f$C$6fp%wRSi*i<%24>&@&^-?P}k8*N+u<dE$6P}A$BKq(5-
zcZ=4zIAiSVz#jm=x~7ibwXX@Q8acE?UqU?pF@-*!vYEJxUmGj)zcj&|aKq#soV#-z
zAR)A-_UPKSLzi4H@g>K2+Q<KK*8lAWH?_BHmXnBU?N+jz;Z$t2aZbc3I-RFDP;}Ee
z^kfQUue0;pG*SzA>Tt3$7X0bFR#8q*_!{p>&&wZIZFT08xIg#$=oG}NuSa{*I(sz=
z^71lY3Y)nI`C7HHG5BB2R!p4q#-qDRGWHGkw@tmgQVt}+jI<4@`_&<`$Kc&8fpkI3
z`HHy#K}plSrE8tfFvD>8i>H3IY_gbXg`XTvScoZWUo>Xdj$1ZNQq=e-hmC0*OGBOZ
z;on@*5vMYK-(hlq@1;jdaaRD|Sfl{@RBsgEL9t|op6=rJv4{Mw{=V}4jq-WkQo|)(
z^0||cA$#!%<b}lWTl(L2VZ(FVmiqB%G&%e?QYTajM!==0YOecKh-^NuR^lRJeC#E9
z@%p2}{QKFfRWz!TQXFl&+gu6jakBIHz0j3Q)k_p_FPU}C@NAZC_87D7l(F%5sXIyu
z^SNz5_`F2*#7v*|!v&)tUnJSO-dOQzuRW)x8aURLIR5If+#0{+%E^el{73@RpujaO
z$L#D%vTntdZl22ck}D1XcZRA{R={+IH!zRzcGI<e)ATz4=}lCWv(nD<>4F>#$ZFLF
zrq~Wi3a*X-hq4H98QcBSv}ejF4{<x50SyhFHNT2Z>%GBd-NIXHdLp$vm5JWQ4As>M
zvxpMomx=wB-}>uIk!|$|JnJc|z}3RL?6cg4RX0IL@GUr2fK<{@K;K7X>|y&X->e?E
zR85r4+7wDFkogzY4Xf1Fi78s)N1p!f-k{s63JG{?oH?dYAVn@Liah_&(Y-nN<qyM3
z<Maam@ZsW`OZJt;mc9|b7e>vQLf1vRY_=2B2xMi-YU`5vcM3Lm?A+Ua{!G(P8j7Jf
zw@BKiR;)<SRnqL{ALTJbKmBHZ9;#?-#j&3pww)Tf-3zF&fVo=~d(Z4}!)XCg$#pmI
znP<N};5f-(3t5Oiyin{UGMeBGQYDae<i>zA^A6CFGmgaMc}_*#44e+V_N_W>G`3-8
z%|0wN_0lkuUqhzw##$<)d^8UO33?Dzyy%)zCuH^~^RdK|?|x@s8N?b3FRvDjr5QE8
z?BxRYI<h))XAuuhhxppK^#zhHMHlEXrenOjzzQO@mg3tkkv)I<z=4p*Da&wpO8cF)
zN>g(3FMj?G7Ua&8`wNWFof|Xp@n7`h?u2>_BiIJpPmVJ)^pkP+9*0mi+AkWlU;myx
zL4WLI(q>s*DmipU{Gk3-sO(fFZ843imKAlL%~<IV0XqG#lG{$K8meULV09jf6#gRH
z-uS}tFJ#*%U7i*}`6~&F?#cWw9g`AuWqAqNycz{b;5yqW!uT6Xjt*TzAnA761b+u{
zs;E^-isN{^L9H6*RD=rH24g=TXLySK7{tPjtFv@S$q`pGk#_xxmk$l2p-~Hq`9xw2
zN{~%bb*pM71M=~bTMa_)jeLIDzN>*~ju&Irsmk6@s1A{<d#n4)KB#y4kb7CKLRHNc
z#i>Gp`+pEi6IjK?DU%=$wyIu>`4&BAeHIR2bNFZxrSEx#QXht(xM4PfY#YwSg)PI*
zg*)CzhWbGEC;sfUS|Fa*W2<$eh)*SiEejKMLT<9-HAm_ynMB^>!zGD1-qJyhXV(%{
z>aNhcb*sRtdJ*TwFpIJU<lc&r7;MGf7)rMQ3`Gw*2na~3;zl<^bK}3nGKJueL*9|l
ziSyr*R1r<2gv!Z|>B@7%OZy1Jf@Gn(z7Mjngk%(?A<{8wdMw<!D&%F~dD9tNz~)a5
zrho}o)nonjK}sUB0tz)4`!u4QEkcatqb5NCrnPM`tBYD6yWn<ii8^Vix7`aKUxGLz
z+^TlIaxQ1qSk86^yT49|NG+3_J=}Vp*%*b4l9G9Lxk1=m3ViJ(Z{-m;LdA*c$HnE{
zOAfhXCc~m7;i+oHeX48)fvQM-C~M}wy%w+ByNjnpuYrbrFOB3cC!>4K=C)tHYA8lu
zSzCyCg3s|N`|xmtzkIpSE<>mrZ5V1Pqky-iuZURKyIH;CWxkbPHMQtA{x6-X0s@<6
z{xYG6WP&INKX+lWGw9Aar{hcC^;K0%l>8#V;kn*n1r?AI63?f^Mu+{E_mmV8-MrS$
z*wps%BkK0-Tl$O5#j9@TugheEL7Y#U!Cntx<zb8Jkf5qSfT^Q+x<Bi<Ls~Dd*l`W%
z)g*2U$%<b8?d;xj<x5PaFT^xif8lEp)>!ynEr^P~a<47=Av4xV!7XBRUI~_AKaDoi
z9|rig-qi#1=b@O74Zy8J=T-Xe4!4TtSSkWx5xfER-!(!!zLt_wBzH{p0Gd-JdYg-j
zOqDNQOZnd{Y~1WOm)cF-IHe@U;}{!(K^<Fwfw1dwonjjDf$)eFiLd#Rr^XZfxz%6X
zUJwplC}X&&=&+WAM#@d`6K&`fdh_+f%joVC7Qoi4R*m>G14L9v9tZ-9BaX(VQ2j_-
zwnjXtS)l&aY=v<fo0-KW^=983Yr5u``P{9J#0d3N0~5`fs0nSWK5#Rq%tQSF5l|Go
z$KnsQ;!BgFyJ7ve%Kh5AHv->dQ$>)1bAc60Dz~S&bx4MX-t!?+uYwheFljgJhK-w<
zEDPYb3zCXZbG71yRt-@{EhxObzLzfocn7{-mu<~VTQ3otqj%cJ4}1#9zh@(4cJYmO
zLnWKk??OhpT)tRLkpXUW!Is4WfBZ&+^r)9g7ll$ytDiIqtX5<`x+=6MUnw5pIP+w8
zzg2i$+bdma1>y~6y)N-}_2~WX6hTHfvshf_I(0X)OhcJw8TKjb%lX%J*$7V2cN`b~
zIiBR7&zmhlr5pzww#mJHMm7QI5}?+Y;`qiltx3XXW6_)b#GUS+90l8A&#dexOgrr6
zx%+hz57@#!C~VUy?R2S>6ArYG|LpHSTI{Lo?AU8|^5}ox@o(2pisPf1{LX*=+nxV*
zqX1R25?R-*7&C7sT)0rzm%dQ&1CsN=z8II^GSbffT-|Ix!O81ZMHKiMZb?oHzw032
z!IsP-*{>baK|hY)`3*2Dw5IWsqr5YrgmJagLGRne^`nQO5#87qhkX7<+t4Wvm0z-Q
z?Bd4r$IV+SVi8dlD57I0<Z4DmImzpCQnrJXbpmj)tHao<{A7TzpLZb-TS-7q3ZfY<
zXB<)wbY~@&;9likk{NN^Jr{dm+z&}^AwHjMAVhMRTFPV$C{a!=WfP2KsKksVsg%-0
z#c%ta%cf9(P;SWJbkWG_6FV7tg<9Lfg2W6Cha8noNa!FWXM-riOD4VHtbQ{{Nm8^R
z^CeQ$HE4>|ttm!zq1Y<UQg_BQ%tT;WN-73m9!SKM3Bku=;Cer*eIcaRNZU%`y?>sP
zV2@R!0w0k#z7qv&uQ5Ac+aKpv;C~_CDMlppEpO%8t*6uDzP0ZXOOnjJ_^KEY4b&fg
zGo83OGe@P?r(`+jixmqy(xwLQh-@S)s#PFWV3)u5>GzdVj~>j(>a(v8#vHd-8pgCv
zgH68;&>g!TZ7CxBs>3V|ct5~8L5CLD)To`I$MQA)H3m<fmF=I#&}CFySgGpB^CaKg
zx<v8LJCX^Z2-yI=<28Udb;{QcjM~g6;9r0L7XN*5REGJW6Y*qe4M4GV5+|g~iQ%hM
z@hhz&CgD!am7^;Uy-j9jv9_Z>IoM45$nnuTeU4)bHOM(uP%}PfaxT(v)V7PAwY2dF
zgx;2M5YKoj>jXJXxYkiR9!<`#7vp~9HN=Qa950=*w)D5jkabA05@T$A>KcDgxhG*V
zTosUR`jH|=OFyB?cMhvdt^yxoPvkh(hvxMDC`vlYJRaIlIq-TB{yAfJL*k35U5akn
zVN_(U&Mapn>BokUh7tXLUe$?+S6BX&krO8n;(R+O!mTL1&p0*(Y{<>5j@5-(INVRD
z-Ge<#2{+hju^&Bjg1)y-`BpQNU8J-0yhjV^$k@UYLIS@Hz`o&x?zQyCm1h@Jk1nJu
zQ7AG6$YoY;JOLAd42TXIH&8@l@x=weJFm+zPYWv1*<);Fg|Bse-{yqFDU@Jp@qysZ
z+u3pMm)SDa$(`Yp5(DOZbg^*m{>{noS@nHn&GQXRIm(motO1{7w~gbEmr(?k#vO|@
zMjjQ_Nc%(}ax+ksYYcR%#7M-cWuWR>)+}E}WQNKtr-L|pLz%MFcxRtA<l1T{CKPiV
zXW85GZN0S+N<>F);`9`={D}3CPl7~+*{2rX8%vV!-=WKk!unJRZpeg%0SySxoX@sH
z%Nd7Fwd!>Jw&D2nTk<%|fvLCb8E?6u3Ti83VZq41aHWs8AhRq4BJi=wLfj5sah@K`
zGB*h@JPFp|-=St$wEvOfu*j<G8!x@T_(!y}z8$x)`t*vXMP`aOw$|QzDwp6&L=PBT
z<95Cslo-3ByzbK2$`d{_4^={ov1!}{!8Rl0t$MTd!Q}(4FAT>*m~Q(uBenI8LgSh<
zi9e>N-(PEl(>t0Vj~?onJw<i;)fSJeDOE_aT~ouwQHnt+oJtq@yW@s}$wdY4@j*+x
zZQGHg$@$5)p`ysJCH>fWfu9^Ty8E1t5px;&trx8hnpzg<c~6v1i`E(}YGIS)qwW|T
zT=DuH(iL}Vj%Z*%yO5oiKHv7&Fw?d=HuWsDWk8>RBc`%-GM6qA9(}P93qn5d?Fbtz
zG<D!LHD)39w-dfZ0l`LA!O74Y5jU(-z$>n`j10(4$OE=>8*-9Q`Z9+{Eo(j{pOoI-
zXN?SRh9TryGiF5Sjz-{+8Zq1hrx`yVi*Lo88jrt}o**uaEIV0kB<}K#=K*!=-#bsJ
zcCcwN9GHH_kCkrkYkB0XuM*Ohvy?Wm^FrDc@ShyA>HB*3x8Z-Q5&z3HnS<lxcwCxo
z2hQt(OPv=Q*+OGWXmXvgt#Bn<4qo0*&~r~D)k=wS1{Vbz)~?q|+Y=(xB#H)Q)Rto2
zB_Ap{%<VKo^`0N(ug$bz$Lo)VMvbBbG~W{|z#{}~TykhrDkotwGQN3H9gBD(k=$zo
zd5G~N`z6<R9pzTGFkO5{)D?E->d~j$zc7z5eX$jyoTG2u=Tt}x#5w)sDAQi5utnzr
zA*DUS!u#h@@2~D)OJzPWLgxCbcoI8B2AVxumydWHuh7+&)Qr-=^x|2Ua^H7u9Dtg4
zz8@opX7(;1+~pKkZnz_`t$)R+z&vktcWTvlKOPM7o4cRux`0SE-L^$L;m)Y&(;QZI
zb$bW>zDJqafOxX`<-4~-&mah@cAdxUELWn~;*?S7`Cx{kmE_*oqS__>?VcdJg-z2L
z?Kw68YzqAehjTI?wkS*+x+7=tSr$p`iRH=7eQ%*Q8&+Y}F35MfBito5%3zcZ&Hesy
z*za6YrlDnDODV~i7Zh0H*k$uVc=EG_<2E=E{e{2&{+IAW^d}pLVO3Mx%LMxft5NIB
zSBtDiBS4%}(;~i4t;nwjfIXJ6E5*e&ewHp3#tHFh;}<kvlYC{=?7U@+vwQpd0q4}s
zfZ-dgo|hM?QM@L{AC|#i8ywd$wX9RY2-4M>3&@cZRtu62a6y@Z!rbigj)jsU8&%1c
z12Uuq6!aBBr2W^||JnBoq$DWROx&Th|Gc9LNHzU3n~#z|K6MWbZ+G`OQB&brLuE>h
zV2vEc=`t4&Q^Hbt!Mzq{VZ12T%_zy+>K;2b%iq$UX#}G6KL2aizr6u-{9fL}_;eK$
zg(0=QsX&DG>K84<&1~D(&EAs<eUBaq!oS12lt9CU1W?qDIQSwalJ_iHMaqe-wPUer
zVV`o?g>~ES@*S{{-iD&y>|WGiNm{>UTZl+`u%Ccmg|%mJ)XH|2WxKgjE)Jm<98?*$
z(W|f_zI&OZA}Jb|-0z2RIrIT=9|TxrrC`C~7^Ne_9xz&8Nj0Ciy6RPY67-UeQ4|Q1
zme7NV(XCcny<CM=CUeUP_l!`vfPT-OY<8-rLV{jhKUU)4xth`nx+s_My1j*=5!6s$
zR<S+Xce1}+nGm?1yN(5?OxeKn8f}J_@0<t5w`WxpZE0|$jD*OgU!w&5O@D~CZyyMJ
zpt&X6Nl>pwX1vOBuF_!$yQyNeU7^H>n`~Cet!NtxJ5E^>(riOk)17eBa>`%fr7KB*
z_3>wB951H^4q>0ft(?R#SBlLa^RspK%vD<DE-5SnYBKIIp{do%Xb&(^LGs?`8j0S(
z6-nrr*+q+3`CBW&MV7^h9d1GW<M3P1Ajgmx!C|vA&4~cn-ukg?1J&o&TtA2go6B^J
zU1W>A7gt7xfA_S6zBNw2wjNWCqQ56%GfRTQvSSyOx*TyhNOj8RY&b4$Fj-76St@tR
z^kwbFy831Lhh>q0rLAG;9FxRRTkkcVA6-yY5G)S&9%6<6%SZLk6MuHvHQ{1Y+Z6_?
zC^kOT&U`V3)|YZgXdZ*;hVQnqyV)}J71~NIM%0Kv-*T01Nxl_1x(C$?iLD!Dvf1B>
zsfM{-U}5S6cWHO0-i^71%N!-|{$;S8r=C5J$0wphKPOW!PaukTSm>9VUr32@GCX+?
zU@mk|*O^~(Raxxhi+Q3699TYU7El0FMtIptL-AQ`7EiEOk&@e*jgteSo=$>zzkOxH
zd#ha`iE$$K-@x~O>#Uq|JB5s9BhH@w`7ht%f7kqfRdeD{L4<C;^x~Y$JRo>973@nq
zPIX`0J^;gvNh@=->kQt`3mGGi2w6gAHsOb6)iWc{&AztUkfTc;vxC(q5#1Vx6^~*V
zOCGyX0$S`D`ROeP7(e-w<DL*zu8-|k9sA{1y>N`3pJ0F8#dmdB3pBJEY8O3>?lrlG
zoTQ(sl~-MDP`Q!y=E;cLvbRfSsX>@f^GE!^@kJuj!EN|^)Qi&PRh9GtUt<FnZ@^&2
zs_Dg0)~j#D!08adD)DTdh%N%#DRCFtA3}%=FREbsCR(5dl}K0Ura$+Cr+1ZF!lz^S
z<AyMZ^;Q8f1cCfi9PypAXl!M6eBL*yba{bf@p%egNvGOf^sF7Ya_AH;;|51J41hd6
z(Tk8;UcQdBM@r)oXAr`2vGitB{uS%7_O7Uv+D^OUNeiB~hY)yCGG#D01Odece!t}5
z#+9%W1TKYF+xwB8O77j3km$d-eXA<s@}o2KC?bt9#c!zzgji{Wp?B3|*Bn_8M+{*j
z;%QnootHcR;zIUPmr2J|fu_0=KxQ+N*JlX;oh@c3Fb^0<$lp_v#k(Er1p4};2gtIQ
zwshsn7NY<-C7o5w2MR6tN+ZFcGk(-?I}Q21xTQox9g!ZCY{P?!rIwlw?&-nvgaUN;
zRD1lt`;-&yyt9Q|(oV-g1xR&XX`y{xJdlm5!4Aq26R%Y?fJjDl>fs9M)Pka_4mzeV
z4_ck3!=&3I489gT4kX8+0U>6(dEnEmg_u^|G5qRCI8kQlY@eR~0@Njy3&Pbg3p5S|
z$WB{{3tE$ScxpVZ`c%2NxVkemzSO(@2y*ME7lz(3x;IXpZ^^T@lS0)+Ra84L*KBO~
zPLtbJxlUA(bu4SrE#{}$sarEJ`#@KGF~3ig^Ru2>R@x>sn@U1DK;FAyV5}`Qx_|5G
z7cI|BRtl!@p6@d6-#3vHZ<bfq)hATy0Im3=TOIX|+wg)*9Z%-Y7IpIyV%zT*l(B|G
zjG=(Av8xl=gfdSL(ekCTO;vF01GeJ~(lgXhWEgZ3t1=#wY2`^(k3e~dK|c-F0T)UX
zdK(US0GWOkN*8%$W8TLN0NTOL=foqyHsc~GlxNbms+~9vrICO4SpJr_-*UEs{PDc=
zf?!4at{xUvR{-9oB|3t?gw|#b;ioZ!Q776m8<H@oOf(%vcpX2XchyOY>9aY!#_0Tf
ze=~z^>iCM*$Hq>eAh&{2(VL7uiI>8_?>9o>k4313dzX0efuGO^d@oX%*hw)DxtSEP
zYrar|N=9h7*1lRI6{OI3B5><Ae4qZkQq7Fsf9NPS9&7H)p!EUt>@iMj7q+4*A?FAK
ze1sS9s9-{UzNeWf>ksy&91*MveQSz!f0~G?4t|<^vP%*JdS#58@bk<VVi<>=6`XO+
zL%K%r7C|R%@m&{}l_xA0zNU2LFVBabHJzMct>3K`XbMV);L(+T;(MC1NXn?bm4|##
zv6|6TTuDpvdh@wQgh|y(I`ic=3nCgS#V;dS)iLBbzAEPN3{`hRa&|mq<j|U!89w6A
z(lyn8NiY_9S3DA&P`zlQt>Iweos(tC1{x8Qj?VkN>#x`?5aY`l@y?1LQubhLF;{k|
z+%}d>QdZrZ$@#U2m2^g27G)_T!W6+vGYNK<olig3?m6>k)jf2sD*=>I{Vyd<LdRtU
z-ztpiQ%Go3zswQyjddDGPoXkBhnpobHpp9X(f{`XHn;Tczs^W=a1`%wSD!Yql5#p7
zLex{w0K{CbeW{M@frF7G3oAlV)J%^1)QXal%Q|7*mN3y-!zCv#cZ6~s|M>hRzH}{5
zWJ}*0q7%2JNCa<aK@%Z1>4m&0!%GoHOv|q0oK6key)f?Sk>OcB{`pEkc*>S>RB{z@
zIe;NAX~?glgJ0C23C&w~ga)r#K~?0f|Dg0rL2eGcO$2Js=dau!leI2He)-an1?R@n
z*p8IXBV&pX<4{kL3VpWIK7U1+(38su-3XHm<BN0bts6xJ`DzNH9Z2d;5j}G3WZ?+Z
zD(@q{7q@%LzGkSPP?%J%v?Z9ZIe2rbRaIzwmJOijr*{uZOa+&y=h<dRD9x9tY)r&u
zfd#ZLZWt(%ViVXvrA81w6{3ET1~Y&q#so+D2fu9Y2=cS~n6`K(G9;dUHkC^mS_SYH
zNHX|9ZX_nuvUvNPh<-lraw7w*M5WX!HWE5mOVJBHuKoT3pR0xrbX`Rm$WFhS?>{+C
z%`WNDdmXO<b-yuDbYrq74F+)Z?KW8@mwW;1If>OJpXf0<${mb=xkyG?tT}mQo0yo%
zESW>}2MWKaiN>}qvvYTpW`gR8>Fb%%qnRdWc%y1xZN*XIVLv&>{UV{T*(|W~BAYR6
z;KdI*9baVk+!u<l-;2Chc4z0bOj?QB6fHHWDCg-_0&6l<%h_%b_YhapGMLh*V<lI^
zj<lHD+SgorfVZL~`9>LKC5DRW1Z8&4cxnifQ$amJsPT)C4!{eAzmA*#dShHI*fcTK
zK+_k;I~LNvzYO<e0g|PDavX>=Uj5|A)~O%WwzAunZp7_de%DMN%}?6pox?Z*XJa2*
z*yKE|pr4!cc_E;;y!GQMK{j&9?FW*suEN{(khs@sy$$NSnx@8a<nPn`Iu#qsW(JdZ
zcH{V>6WnjW)8rb^u){kV*j`ivDUAj33dXgl#Hu;-uVox(lT%e})+Y>07F;C|=Ed3%
z=%y6S%2Xf5h;K`)SGDr!fc!~%)4b|sBKoRfR`o&mXm!7d6iA?=+_HuWa!T6xO|@bn
ziqpXhQ<&ImKHqcHJ>q(G3pIxu<|oLO-dQuL;8*(Wdd-Kdr;c`V;FlY%{Ns1h_IED)
zrD#eqNJH8{*ex>3HGQ)A$%<uX?m{)p(n3FetBq%NB;oQvA!vk|pApoMROEjyq69x`
z8EO>s3X`V)M_;Kll4?yY2r7PKFK6aeo68t^gq*7JXNsj<Ewl2trD-ot*~jY2_<LV{
z7JD7o<G$a_7W)i1sqA-55#hxU5YH|s@9Tu{8gGWIW~@f=vdfrS@GTsEJAwHf6qs9B
z-INNGrpB4i+Msc7cV<>P$=f5>;$%3DwD~Jew?Wl@Bui{KghTBK)=VT@hI?-ce#jxN
z4qbx4F}{2!`%=M>a?ji;jK$=X?xscSTrRejNK%Qqn@fh@?AK=+rb#w}&7{KKF3S;i
z$YQN!srUV6TY4P~0*Z%x%P6!YD<DL~K{R$ZH>&w@R29TgjyKeHAdg9y4enRvIaLIk
zwcs4bGX|*Ieu-n&Wv@Z<rUM`Hu|Cp4`+<@G$PO}^iTRIV@Sn@0DQc2g#*}~)Yj%s(
zT~ZPIvgOtVNau%Lkw$4%MaH@B^8koX@nK)o9)kc_C1IHo5(Gy2I?qq0@=ge!UVZoA
zKYRMsU=yY)k8s}A)6=lbrtVwXl}1Pm)bX)=VplEZmm$}0xGA7n_rz76H!Y8QC#c#L
zto7S2380UEhE>p!@m)p0T}ggvyvL#dsnpi`T`wZd@{`?>fMGwFx=_wR3jGnG=#(;{
ze^)~#G;Jgp8?2yPn=Y7zzCm5c*ZFSft}z;X*h~w`mHN=irok&4JLHMxZGVMmE0Cv}
zt{iW`AVIFM=}#t6x+n$h(n++OuiPiUB;676MpYXfR)u>DY`<PSVRN?ahY4gUbs@Z)
zPINjtoT3D}b3f&aH@}2K6BB(hOdW7WF50ntoa}(vh?4aj_St^M5)A@VGF&P!R(P&j
z^C53uY5}jxyC2H?67Az+{+9}$J>gF+-kx8~;ZLwT)60EjOnqO(73la__*;N`;qpki
zgP>J-g=ovX|A#KHn45`^!c1i3IfzS;|C9TxT~kA9eKykD8`?%X1VW*4pawhI%&<k*
z-54<u+@QGmJ@mGZn~UHRd`+H#)kxOTtyI-7-yBvQcGPOF)jqy-dtJx$(Cs6K-<`n_
z5-n(ep>1F!kdLwwv85U3sOgKdwMn)&)NCGFcweS<R7GCM>>Bj+cKsTsKTAuMZc1{Q
z|NNF}8_z~S+VJ>RiHn4qSzCPatN`Y(l!_)i87m0xas-<t`kHn5EAGBN$beO`wQ&i=
z0m(ov0Uq_gj@<v};J9KI_$)=WNOfy=?a0?5p$}!y?30D?m^?HAJ>j13`02~$bk1oU
zdevHDcRDr<5qdR$R7Kr4@^#sdG(X`grq>-NsoqA!qGz;HyVG>3>*k4ncKwgmIfqsr
z6yjZ=<G&@;_{UNITDxH`b{gOK*De45?PDs4z<>jCY`!-9!2$M{z4Rzv`D0zY0f~Iu
z>ogmok>aIPj)+~o&0kb>f}mC;b8|LtD8WN*cSQ92aM-cKqcLLsDL)D$z^D<yM~{Sj
zk3BM0M|h6#{`p&FHwO>y=#8xXYfybLJnrF5-Mxp1NfOiz5_!|kmQ60Ree07`kyO?|
zTNcP>0V0Y+YH750DDL4A<^$P80b&FLNyR=ibKmY70DFIT;4OJ-iz(1{P|K5N=*BNf
zrRR#P)3z-!6whIyP%whp`OPTg$-%`Cf*t?`R;tYyHt3Pn(V0P?$e_@>Dh~Oem}e$7
zskbc?W3>c?!#V*FC**qU>%Qif!${q%lI$NWCf3g6U77A~c2<IJU8%acim(4}P5HZE
zuaIm~!3&{iPPG7VLu@Y>^#@A{!V79%C|1`CRpPnvLbv*B+hov~lyhwDm`M65ZET&r
z9PhdJ{bfvCm7WFlX6&k(U~r@0EzZl$KBdhHWy-^u=H?@ZSF%SeYG|><REXjZNhXL!
z_pO{5U62TB=G8LBmLV6Tgp7Pbvj-&U46=&G68d2brsy_*?N!0z-eb<?22<@?3uW`K
z0vqGB=qTG?LQvPADmU}+oMK>9`8%7LXf!~Ytm7XP)MautmloKN)RYjEIUv=ZuRLLf
zQzA{KeV0)(UQHcUb%o8Y&VEJrRZ-xrf=YJh5(m)INd=oMv4&zVFMje|-BUU7?~sTt
zOcHv}6>pnq(oIU`o&;DAa8Y@3B|~#BJ$gBkpprkLSdF3w(zx%@4bw)VZg^$ytr>5q
zkF|4l@oGM)f~cLj`kJ;?&sfgQk&Ip0R^wMJ93QocnO(a`=H%M<HS($M4N=2<Zi7~f
zH4MKTAa7?d@hoirn}JJ#gL1*4e8TL3*fH}Iz7tS?s{RNVTITt^Jez(KWaAecYOAK(
zG02319C7hI%=Z?~#Z<vpjVW{sM_)69vkA(0jp9a%Dj&Cth!z6Y70~Fke)G@qiN9MH
zI@Nwt<q^6y>La7puy&XGuKAl?Thr`>;HX^J!78A(hyIuxp7=ih9k#G!)FbqaOONl-
zv9*~(Gk+cV7MrAuxImo)k}o3adim~YNN0XIy@V7y)tXD0Ac`J|(2$urmX9-*<+YI;
zvVWBOr5p_IhoV*_I}^kjB!_Jz9-^{g<4UIbXqx?-aSZKjnR%Cgf!TETXPBy*ZZ_W(
zrpV4UVQx&onwT6yLJ;@cBFBrYZ=+VbnB$@gm1~;p<o#d8;!{J&$NzZ3&)LiB04*o^
zF!#^>@m<?Yadq;kgqYKbTMqk)^2NPW8xg@)fQ2PNZv5ouqgkLjy?~Zhjll(4$CHnO
zv#!&jX9nj~)$&r#Z2rv;!0u92rG7L}Rprjc*OO(1aAU$?!l^kqqKOpW*V%glkqt^s
zjV52p<DC^HMN-2iGnR6^Q}x|guvT)})|GmY$6Lma5=S@8PmUW&`#^F*z1aEf`vfl@
zrCUEa^vky!LBjF-H$s(iq^b({z)R-)GT->DQg+#(*rndG45wc66w0Cb%3!KDRIY@u
z{T_CJVn?-X*-@>&M<q$emrjaM9OzvO6gI{&!Ng#^UaO31*}g*%by}0?{a+z1`3W0N
z#_L)m7h15DvaI^=pzhX)pe{}+#QXNT3JWP{Gx3%tbG#VZ<uUeP)jczUGAiZkagh)1
zQ+6QHe!Dt1B7xpelq}QOU+pLcH6Knb3{g{q&&}>-ZDY!d74*QC4!0e`OY$;w1^}wJ
z*}1vIhm|zVrR|ggr`t9WrqWw_9;%9gV6k0N-fV14jG7amF>KcQZ3sn5>_DW*&2Zgl
z{+u2$W!V2=?*+9^2rQSTs1$E>+DIBi2}AN#t~eI)+gXZQon~T(WpPbDOyowhJeDy#
z9ywJ%xS}kTojkk;*doBanWNpj$RQw9I8@l#xZm5vMM}U}A<!v?Qs{eg)dDokRAzo$
z%5E@J^q$k1jCN{Xj5wE2UaDs;H2)^4u$ocKS7Kl@)YR&FijZw}qGSV}kMC8E4~ETQ
z(hMwhU2|1oS#5pfJDW1bc1;^*)n0MFJk6SmHKOoG!=r8%pA)J@i!2Vd{a3GpHj$M}
z=;t|qj^DW9PAnfQ-S%ye?Y08234|zY25RNLMXI_7QZ{usF1b9L*vhG)RUkUv>XCd-
zOV+*g_vy_!@0)vm2NGs>9$4UZZn;jP*>Q`Wl|SNq;Yw4O?;+@Ei<xO;00XN_Q4@}M
zO_xaFbT50EW~_*EjqBt%DsqFJvi()Juu!iiI&MZ!?&+yZF`fP4rG8)y(u$-Egg{^W
zs-M1-$~wcfO}{|}=ZqE<mzQ-BX`z<p!gZ$<S6rG%i;3-qgrTE^OhxH~ysS!{wVB%3
zH`-RwtD<RAaQrKu;U}BTLiYkbB3aNw%0WNSn6cMsBbBVEm#f-soE!POOpxMs>N#}z
z7Q~YJ85_-|(T;v;qRgbzZ9^tw-%eCm$$*uF2v5?aOdi6eA5TjXL>$fKf`XRk+vt5v
z0jg52osLqXuPCu;4&GX2@?3r)Z7U76Cj5Okr|i4(THfNcWh2%-b*vi|In&iW{$0t-
zb26@5$_{-nrP>p06448>KrSF`JF1(p9=@D+_6)=mDlHo1q<4kv3Z{lEX}%h9=v2_H
zw6^-nMX(vn=SGJWO@s>;do^(PGLa%v6Cvs(qdelv;6+Vn$Z+Dx2`gLP@e_bcT%byO
zRb!nY2~sMXSy&};u02&q3IussG<P>s`w=me8_dwKq7IocqHM6Maq;u=cTKaGq}#vC
zd$5Gw_vCO=s>Ub2)1|7qj_VAhmrv?27)CsU1IBT+G7!juBtfP`^IPkf#J437o}V&`
z<PmzL<B*oA<L@o$AGkqwY|nBcpL9<gc?fs)dOMO}PqtUO!Y}^F@Xp?dZ#ww}qqNrc
zaqGyBY$55Hr-w^<sDube*8+YjI-`;{?mx4e&s);kC>8}yB`(S3uc8|#F(Ip4Ru&}6
zV#i?RTikwJfu+3iJZiS>WpG8`qDvyGJ#U$JLSN54`Ul*698?!d=0V1O&2V(DDL7ro
z!H!C@3ri(gAuJ@_Mr#G4lQXK_2_V$I0mOg1Lcc)aDKp%WqT)ZsU}_d@;<frpqc_Gg
z4`=-e;pO+*>HwI7)H*!tp{knfhpiui1hzfgG5Z5Kpw9b~W0q~C8<<utxaRfg{mH@o
z>pcHACE2S>o44L*LK+fG1aY<~tMT^CxV!Aj?MbCf>0MirNXx|o>OCFqy7%rR*g%Zw
zWn-!BCW?Mj#uNyz(AV0(;*YZPy8r8m1m6<kvk1;Xop>)V2X8l;Wf)uZ3D|lj>a-p4
zv5eW*M8};}mn+6xN>j$B?Tp$HyOu2fK1Dy@;ZDG9Z#-3edMl+$Uotm$H+kh`B`RL8
z{nK6ZlwPgPGWhSUJpH58-&?)P_787ktQM9&XWKJ2z#8LIHC+g-@4iG(si0u+8nQ%K
zN{xcRyG(>QS@zw6`Yake%60TX#W>133<3YBIK#O*A(B@}vHUo<>3G{dc0b<#)UfTY
z##*bReL|P~ScY5Xlg+zE+<|$OVUP|&?5hLQR0>NPA6pC-E%L$5Kr0B?K&fi85JEp4
z$p9&5zoc2_K{Wf$=_y|6AofW03_Ht*czJq5tuAh-bfvbw=dVn$4VkvG=TDI#7#hNt
zG{DKqN*aW`xIczL$IP57`Vo(o9ubyhXdT=BDs4YGbZ_@l?Pq6R8eMbg<#*1qTI%VC
zcg@dPTv^`Q>yw<mx{Qi4AQ4xCy?o!r2$<mONMgbwT#xhdU7c%E%?g{?7k;D!la`)5
zmnfO1x>n=%<G=e!j+Pu-^U<fW1@-P?(+n_?CDfjX0okB*Nw#7bpWK}+BVdSl|DC^n
zll<#ne$A8O^XRim@|6wv1py3wu}f@*{>_FcG5^AR)G^*K;aaqXqbC8~WC7WIVmQGP
z+xcz=JU+Duwi7z*kgDMRn9sf2K4qw#^B(J*@!xo}f9d*H6LveR=J_i*FguX**MHmf
zZ&&5}&(LNX&(O~P+r9sGV+ULX5w4*Xo2MO$9oWd>W~W%~OV=C`z9nzsTlv-aLi~|U
zFC|KmP3On2OhhGr`g_GDPW)h$?tnOmQT1a^Vy|VpG4;;*KAB@|eT?5w(GI;bbgi#}
zdsI19LHrcfPJ7#VwEyt7Gvcj0)mXsi(;H^YS?qlo6T$}z%uD)k^5v8syr)(ync>ab
zmaKtaHWrV<n)y+(UPI)^V6ZAtd->2Ugxphd`1a74NyrDwR;jNBE2iG>aWSUJO+U>1
zSH1}e4fSe0vkI{q8s8^r1RVI5<5l;idP-rt8dVLs-vr)JJ`Bt078wpGn#fkn7A6!2
zR<)6xcpD@x&=A$AWFYoQQBk3z$x~TRG)t<wbJoZQByTXYRk*Io+Y$Hjd8v;azpZNK
znMLl?i#$U4MN?Bwi0s>p0hvmdkg=|9M@Se(WoW3}i^#~&ri3msBrWFNEIVGpe#{wJ
zxZ$hV6@ymRZ8C<LLW2q`?;cat%Ow}9UcXq)G`%X`7#*rO<(P96CY5y7|ITcIS0_3o
z5i~@tcCa}HEz!74Gj)`_3%`W5m%dL#CC)G^80<ili9<`tqIt2oyN$vN{kpuz!v@N`
zx_6y$62es`Qm)y9X%@z9Gc5t5`_x-0VDa3&aByDGrPD5Z`_;B5{nx5DcLmK3Aj*(F
zs?|o|E!8S}>Qds=k6yKqX%MDJx$8qNCMGR?174vz<1Gob670=5$PAo(mAz6?1u}q@
z_4W5Q`<FKdr%haxnW+r+HKrn}ItY3@b!nSjZG~*!c%n$6l?C|opgpc>+dhHqI0^6`
zxH{5PqikI2n>Xa*8?;o`g-X}A7%1&7T2fp*c44Qe<z@yVH&-^&w0zW?K)OXF`0{CJ
z?pt5st}eo0#7jc*5R&V{!nwPr&rd4H+ndO|Pl%cDOOQZOm|5qb!fx&D_BbN?`7?_#
z8^8W^2QS5~33GTH+Eypp^(i0bb~?(<ChJXE(6_uf+fvQ`iqjto>+SKo4MwSb8Q0@5
z*e*Anr0C>EfN0O6aB4T6QrC-<Ro<Qo@?ttNh}G+aS<P8#DyWbgL6oU$zw4S;K~nhc
zVM;$h0T@9wsMsx$k@&!Z8s?&NNq>1>tVnEMLxwGuf{P>d-0|4StgP~F=Dd?qYj*m)
zo*u}~ic?HReIA$5);8@5D}sokimG$8?H=~+WL$v|q%s==NeMx7K29^PPL!#-MmVC<
zd<C9C3;D^R!gkNyu6&q^Z%P}as{!T-ymZ3EAd$ed--FITg2q`L1Tq97K`H5xeU(+L
zr%5i)OxRIR5Na;^{Ka_4{wIeY;!!EE7Ip8Ww-NR&(KWSi=d<bJ<!y)=O@A(_EVgUD
zr*_%9Z4BhqzuPTmhyY?T2KP540ZiDdZ{F%Uc_+Me*3RFdX-jigOIR01ASh<B5~C+*
zYE!N4`p9B|n6@0Jao~EOJoxE|de};{!yw1y0S=B|u9X`n8b0}=RzfiEp44S+iYR=I
zA2(&qgk)l}f|hB;O=+s;sjE=uhY1LcsH#H`C+`&=G0bA*!`IphB3lSO6E>5T9^CQK
z@6VjyD~_3Pc4HFjs)zTDo|`_kFifk0%{cP5CSBr`9ukR<f0Q8jclEMm&|VU!WTFP{
z9LmSd)u%fFtysvVR2>$)zvuq0ffTw5wwt-4VkASfFA!X8_$G=Zc77s0gZNh)`Jrt@
zu$YvD0KDRjpBxMyJzAztgu+0YL784@p4r*t&uwq%RvI9Z8L#7%_oE^c3BeF`BN0P}
zl8}uh35cMAB^hiAI>pa4ZcBUIrQEcbOWOAbi0_{i6EI-H``yvXQ51vPzNl=&tt%Ny
zX@6rOr9RwyX~A@-3|OtKxLIMj7`H=f<#+J?yfU3ps9T7Pa<37BsLed9Nlxja<`F4%
zTcCh~v{PvVfZ59=y+9>UW&6<(UPx5lxlv0JLgeq|ZTvII2i=3eUiarr)^-JrE9yso
zk3bA1eLZtma@V|`h3BZtmAZ<vzC`=Uv3~UKPY!ziA=GLh2lQj>GgAv3`nO@}o;M4=
zR$E@yKz8NZHcU=GD9GuP>5}Tc(a%;Twb`t(oj_`oV!}XC(T!y+&RhyKu8J#6n9?!t
z+W5pUuIHMv<o1khwal$NR%Xf}m&#9$MsRH6W6k=|^G5q^VY*+pldD6qdipH0_%}<}
zY<_ac0k+dwIU+QwKF1%wzPiVqSHCKDmRf+vjljQ~XLG-PJTkoLO0c11hoEheRpl(J
zQT(B*gOjPtjhfI(DTX|zHw0fmaD9(^3e+oJd?C^s@nzsX#0+S|=^)*A_l}%itF&Ju
zTNW}m_gij?#IEd$&4@t|Wyp^g>{^CL#}Y*j2~_4upnHFi*$4w<5kj_a8zi6-AZzxn
z$U&R!=U#6MAtmHzOsya@lKT`*ziq?-tGL4RHa5NW&jHDUE)#cb{TRTTYsEmYQn$b1
zl~anrbDy!6H*k>Dg5tfJGtpLoS~+ZQNVPfyqLb3Mh%kg&RoM;^Znk((xgZwJ=|I2K
zmh^IDx)l6Oij-3Dk{Lgi`VFWVfmihPP1hUtyJat2-Y+$uECK3@GD??ol-_D^*5nwf
z^oy<PD=n*Hnh1D7;Z}5!tk~606Qy1WayCKO3YuSm2nMa=DpK)<*b9l|i#?rPZu@5b
z&WDz4=KTArFZ42mKje!;jzE#O34r_4c_0L6JU^5SDg&f@tQ;>XLa24_e5f`#I>w!6
zjl9(nAHC+dmEYw?QDy+%F2teQGg(WL3eCGP&0^ba()gGt1OX$AlOxc>FFk_hdJt7Y
zbd8rlxtj1m>}Lk_Z4qq@R9qz>4|v*Am!>}?A@484DIm1%7+tFSlY=<VRj%W|d!O#8
zg0;4~H;B)KmWzNn;X-FF&zQMPS`>*TY_u(m4=8m(fZkP-lA#i<r|;P<r4`e5MT5NI
z$GhEY7*HCOAHUkIIjuuXp_q7A(ppNuy=Dp^c|sd~a8D@QISoJ*OZW_fS->Q3T)XKJ
zt#|s#U;5J3QkIU+4;f=xf%xbjg@ssH@uS<HGP~pG%E8D10U0-S5o79VLKsNntKO4T
zXs+A+k4O6*4bEg&Go&FiDLQLOr?1a}`|I>K<kme3=UT;Z(fCbmFgpm>oU=GITK@yY
zv_z2U;ciX?8%g&lbitwPZEP0)oOKq&p}WXwQDQ)oHA-NcE9)8;gAw`*97q2Ad({7*
z7gvA{aE<FTLm-37Ob>hrVntZSu!Z?uYP>EVH|}fJ+taiaC_3T*vdUAUkU_l~c4DF{
zK}gL~g+)L!N5A6@N#Ar^BK)CgTrSEAC?fdQvWoArT6E?t7eNtSJfQWQ-yQAg1m>}<
zkFE4c38iWr&OZF_iaczHI1*gXhN+IX<H#X4nKGCqD_zn8vICbRn-i!~u@+N{jTJ5|
z#8fLZlpG7UIZ}H|V%%~?`5ObUXZgCnL=M(!@=;2qE?3uuor&oRVb$p0?lp}6BOI=h
ziiFfw7k{>1xZ+ExsQJ9ePdCfps)Lg5Mg(OC*IHW46CH%t$)8mD|1>toXBwBx_Goi(
z<No8W{r1NA$zL94vW_49wSMCMr|ugQq6x12{~u%T0oGKy?tL?3n?b<>0R_>KDgi{g
zR0~aNgb*TKq$ku+LT7XYBnS*3AT3A@Nl1_qAXKFq5HN($i}c=moo~(F=UneT=iTQ!
z@46sa>se1$Un@_Z`+xubWbYI<jakA+^IQ5uJgRQhvYeD?9*YI;E^yioM2BP;wP9lO
zs&un><UEqE(YIm{d~(4aL8q6Hw?P)PE{$D+DD*oVK14`HD5YT(=^(;9wg|1J8)<6B
zC%{}oQM-VC!$rackmZMebM}7fSj;fg`Of~^|GT-$f2VW*o2CArqMzO`x^HiWN~zAf
zaNuhg9Sb;$u1!wLe5vc*4^Lc>)6HKleG)dRrDayC-1YQTwPe%XWq@=HrgsRAXf>W+
z8M93Ft(E{XBy@OWdegP<SFDTH_5uEfkkZiYT=v<lh0j2~hg%syj=9dFznwJ7=qY8&
zSQ5S!Ng{k8=fp`Q0=c-VQma=R0=F%mOd$Wt5RWQM^?7%6Z>GOC-&KLz0%>fI5W9)#
z$Axlk%MU*`a2ZaIEz#`MoZ%Yv(41-P3L%zksb{|)bMWU;%x$ma0fi3NXf7rbtm=#O
zvd$!(x+$$QDI8P|wFG}KNUsp-vNWnEE6rd^9jj)<nAY*F8ZSB23&S*_`g4rlR;qo8
za(HK}68Kse4o@8ETg+5`9GW0WV}6YWJqa2cLvBdh({21eKyOuG7js@u_!20}m97-F
ze8UU%^2B&A8pyCyC?SV30vD;iK9cHs$=dxiUe&iNhg%KXuLmfEI<n+nQIQRKMBwM8
zGJWjslBk7dNO@^?jJ|Yfs!?LgN}G1DL19}+ZWK`wDI;ZVz{Xa9#blCVxwPJ9#N)q@
zEVw93z>uL=Il4Zit~OFRcJXP^mhsR7<~hB4vZBXDE>ZlDZV!{aVgbB+Jl-=uRS@B6
zqBVmm*3fnmp4N11xGY?>;pOJ=%Bf)4u9hl-3wPteC>6C=d9c=T?A(#~h?#Ne?+<yL
z?W>hms281Nbx!jMKZU#I)~3kp-Y;u#^BS&f2IUHz$|uP2tykx&Vvg<7q<1oQPaq!Y
zqlT?^P(?T?JY+v7Ct-ch;B7f`tln9or`F1`#=z{Hn?~0p3`e~u^&`eGf+mXATbGix
zYJZKzj4Ef&DS+`tMgoh4M8;hopA{lRPu<G1!G(xT&&`biZMK>33Km<xLrB8JI_lah
z4y-`+;Yf!9GgBp2&3NmX?j;+L7$_a}VdxH5<>d!hx4PL4gLAikM7)d85zR+Q=j7v~
zh~s~;40YQw;-D5jH)XyL**UbC)_f1qW)(Min8sWSL}#+;S>1|_+2u7UN;mn&bPKUZ
zVA_R?H}#KKgL`9#+?KOrK<4DsKx)9rNvOlp&EVYZhi5&cI@=R|y$zFStXnNCDh#aG
zu0sLF;b=ZaYNXxWSQAb5iFW?tNICf&pbwbMg+fvpbT|4M&6xEQOr@m#yzyuj+=0Z$
zmI|%g)o}+)7y68lO^faOsAEh8bDnrgzZi+_2{o2PG2r3%LH{hqSX1W;OZ3yft@O+M
z$_^(~Xwc407zFE@i9?s;#nR6p3Uqy8;kRm8SF2WOWxab&{jegbYAtBX{5p6OW=Q<w
zDY17F;SCpDxw7K&sq4X*!|y*427$((&ZL)g^mn$Mp;JnA=%{1FtwvT2R1G#ryBIF{
znbD>^8K0oF%3We)UYH5GoD4k=3h)&Jy^X0br2sDmcwegm9JFEwUGa5K@NU2S4XHMM
zg>cK-ny*P;w%3YMw@E=S;Khz{mQ-G>nbQ2K7AIzk<m9jE1#}rIN_j5t2=)fP9)=mP
z$$!jA#+7)Sg<WZgFs=N8!eFpxt+-j8L?@}jz0tk~c&^3Ldx5+Co(ztKJtJ5}YRM$l
zsk2S;nveE9j+9TNV=XPHkk<tH0T%R+S1#_VFG=_9?f-t_{YL}0_Oho%*!G!^4U5G<
zOSW<(*Je!|%x-ZGD2V&Jpv%o`mU5d=_6_;aOj3rf5KETb@N!>p1WP|ef%xjY%&wh!
zdAOh*A25|(EF+bamB!;=n8R<1u1fG--!0QbYN9pD4S>dSFJa|gyIk=7=M_3Z5)J*5
zT~dyzVO6+`w-?3sJhw9_N&fD>-!>)ZB$w0>fEgHJpOC@112OqO&*py}<H)=d=1{2%
zF>ouwjQZ>5B~rYNO#Sy^%Ca!ciCOBMZ4;PWSt&N*SEr<<h*J3taN?5MH{{{KH9}5L
zhl2>Ka%GkNfLZun;ngEj>xvH^ZcRp?-w<J~*CtNcU{Ffi$%|Ub<qnN5C8x-XnMe1{
z{rEmr4Cf+7E9LvIIk6YyhBN(-sthIvb|;gLjYlY;K^`oTr~T<j!&yy<D@E-eae28K
zD`rR{z#1wt>~lIKP>-U{RVYudQzYKYzJIsS`1Q6};%EfHY4Z67g6+1upLp7>UYZPT
z$2}o`X&ptdKZ3cl;}V1-;<tDAVXC?a{|ODqV$R)x(QA1<3V0(SYEy7g%%~l_<!N_%
z%0sWxGP6+}A=5LjsN8&7vt3QQzB*e)sv}Z0sEcH|<C{>8NQ?Zow*zFL&TS_d7X9f}
zdATr5-?r-H&ANN6Y8q>FXhiJto>jvy?!I!;)K&Bumw`F(+}%RrA8u@$oj81!M6L(v
z?tViGISG-cv7xbT#Qv_@?}E+{O-_BJ*HTS;>b8I(Qx{1TT@{7G3`8U!qkv>7dZT8g
zA%7ot^s#tC@`;43grQIGl~Tc%M<@)gYsoXAKDv{lnHCEql!tJ2^BVKaGuonRlS0ov
zsf56Kx`i5tjb^{O-(q@iG-FvK$Hoav7Z`Yc+LbgNbtd59kk<E@nGO7R)1$JH6Ct!~
zg00oI?-yg%h$9ZQ=(+>-h%py=GLD$r(A(x%)dLs;UPoGd9*UxKho@RUx4HRae}s(c
z*Wsy713wr{(pEf3oMEgA*MzwDR#)fn`t+qrCd0wfPJMDlcbtL}9GcP!GY+TXZzhkK
zBU?Z95j|rnKe*p#K+7_GI=5An%954#q8*D{)WL3*JZU#FKCJMZ3U94?!&PEnr$Cy|
z_v)bqx1Q<*^I=~Jz1*nH9D|!NhRe!#t6JGk&Mz%QrwRCyM~9ZMbqKfiMHl#R1VLey
z7w4qAWFKd)4TWmE=jT<^ZJC$zJTA$JqXp5df#hyuauR_Cie@TG)?G|+8(_%moooL?
zeIa0lDfjL9sH)|H<QX`bqqzV}nDbIZ5yviYFvoPixmxhzg*6&!UN0pp+0@%b$SUaq
z%e9%S(#7}s77pXtB!Fb4TLHtM`cA7o)!g<asIB?t*9IIAEA=u*gg4oYpk%GPE=Lk-
zUcW3gIi4biETzZ+@qwrNw=haT>zn0l-oM_c|9|7sm=`}i7|di%k0RY+MEe&|ssSc;
zLRe8@Mq1REi(LH&>H;6!lTqoM46YW<<SqT6&F=#wN8fMY$bDIDYDV6!)crM+%|JFL
zK|wBHhFfTDhApUPII)t8uLW0S%s{-QzlZbOJe7785t$l{t^cmF32Y4@jbBqZ<kntf
za|w;;z_~F@nP2O!kLerkp!V*3^axn>5L9)`zAHcRTVAC)P9!hk!74X+#FP1SjWDR3
z6s-K`Wl<0Lq0x#qXp3!4_oXeh%tW!t9n|s+$H-%o?Y)#0?|Xq=E%1x@@yls-QG&(-
zNidKiS(&=2(p>lGGtiLsJpWVtn=>rkzn%Xn;}XZG&oZy#T+Xn3{e1nr=Y3$--(0ny
zes_xh9jI#lq8<He*+wYjBYkM<#i|Sf;h(evBR^jps7lUy1>(qxR14>B2$Ct3FI{ef
z5s~6dL%<*<?s~k^1eEHjx0}+=qgpjwxV=KumnKsL;nn7;@wTX9*o2{DO1silP#-&G
zNq!WJl-+5UU3S_3iv^^qBrF)tJ34~Tx*{4r{jnqQZ`apLI4E6BN7<XrfQi0fEPsBG
zWDwlxy0UHa8ADh@fl(VKck6C@<W?_6yH(c{J6#Y6vzw(;Dr|6DlWlmCd|j!_ij+=y
z8hduM_E}epB;ZgprQU94j)ETL?nRqGk!(#h<AsH`K%=A(^@USkD@Tg^mnuUu>pT^J
zz4mWpN5EOU8LxQL@M-Pulfd}@KAcH>*0>|hy#J3A@V{68M-5=7y@6i+sAZ^brok8%
z(u%A7hx$kcGGpH3;tpxa`Eyj2p4T^qjehn65m<YQ_ppGg8K$)~Y-xv<tDMKxyDc>V
zUEu(2!TrS9pU<%VkNGBQ!6EF$nIJ?DPuh})TS!HVCo$hU2`_%1nErmXo!52ciebUw
zT<(r)X%d*s#hWC4@i_1Os)p?I&)2M|<wM2hISHd^Qf$Jn)-l>&SGi{3bwP1(q#M^E
zbtO4d0*=6TBXb>8*mNrtq6Ruf3JDp^pl&WoI|lQn-vAl)w+**^5poVd`3g?k=-px}
zlv5WBp|pHL6LKpSIacPe6C%c?4X6<_yCSqy)#gOA$(8-j2>A|dFqwv#J1CLvbB?2Z
zy(SE~Z4iia9t*nMrJ|J3;kUo2*2m+KpY^QG_5otTo}{_HotWLgGt@1y=iG%k@f)PT
zG-q0S_qP;tEem5{8f~&LfD_l9X1YGQ9g$V69XJqf3)>R|vFqT=*-!!^j1)cn=st7Z
zym<Txto=vljY*}Z%Q)<czBI((St3+_U&t^PS(0@eY}mVF0`i!w(kh1*AG@DFWZzi1
zarA6Z(;x?2m7HiUq@1M6Wokr?-ZIo`jC^7`a{owmtiv~kJImIzH!ut~(y?JzS>L{H
zALp1>+G1m%H}~!(tjA7NRcV7?q$w>p#zZdGm4p;ZdRto>XYxfcQg6vXPKGcq!R!SR
zo?P!HG;gn)&fWGTL>eLtg{|ku^CdH{Wq(o>b+TTS-<p8!+MXSAsW{T-7v+k2J0`?I
zpfXK9w<{tR31+PsSG<UILJJ+utE1#=3lF#k5%EMkICp}W8QroSjL7)VvKk-MU$r(S
z@!eSvvC-t&3%YW8$8LKfZ*nKEJE&GgTD?$|i(S+qII;KXj88%xij3NV!8SzQworg!
zB{Fgni(*thwYb%$l+QFwT?MYqLDY;jaqYpqC<-{#`bXC8Yu&XAlI2a)b^?<@@r77n
zh`{ZqZ?u9Fy93nSmB3t&4n&D!9KX~#z#8|iMYHYJxXD*X>_80og8RV>*@eF959qbO
zV7@s7_(G?QyyJReuP4LMxk-lF!^Zth7Sk*KAM;}sGd=1b9oWR`Yg3Nn!w3<v<nlIN
z#`{Xy{(3#PP)}y>!6O^X=s~lUWi+MM;DFER;PI0E^W(m>PMxMDK!$}JV@{J`-I}y#
z%7u!4-3j#a4xFV)(b|<|OT?&|jjF|mJ|!2>Vqd{k5L_kp(|O@X|L*qg2m(Bp!m2KN
zJ_8WO7as?S-ahOluSL(-j6L^j(4%cVt~vGK4-3%UJfe~Jut?}3QKhwPCt=Ir!hxkt
zj|54Y5Z@NZuBoTlULbcoIlwSHHVLCED}CKZ`%y~P#V>+qIyKisN)#<Bh5$bFpo7gS
z{-;uJ)1dEJMp|XgG0302VI}%i5IajxmqX0Sh=j^Y5wW>$4y34hf5vc&H4sO5@$WVp
zpxaa=*f`53=hnCk5Q29zT{cvu1+p%};L)N?4!(VXoxsu~6yAQ%qQ%XAWyeOPE1r9x
zkoYd>Z&;&3rlOZyNJ2eAk$#^X6QHO9QUV9j>{F~1iUwxKrZ8>6Xh3aiBsypF>x~`w
zR=n5p+18Z^Y_DuT2!nNTz!A{7gHreVr|P(?{#3g@RG%R+GcHhS%JT<gY@2D~TJ>c1
z$+8-2Av{(A=lx-Ox}j)rz!#p{HaNoXt4kf!$ykkAmAsbMZ@*J2M<B(323KRMARoLl
z#?9z0YuoR?clZ_)9bIylMf=nAq;rh`0?I65&dUAi2Gl>ziT}_Qr!P0wWlxCj8*?-1
zYECTbLCaBL2X~kWYre^#5Ksw!^vbvCmqA}~6F0BOnYre?PQgCFjw#^BD;7qP_`g_g
zXuFcq*bi{W`Ud;OUS>&EHfHWB9-Td#$NY1pxgOVwODqv<+*P+N+lj$RvbwG7hsIut
ztrM~pnG{_zv${Ts$V;UUr6qo?Z?Vjg3w3(f<R)P|lPBxSSHmr8;hWec*oKk2T9_5U
zTOd{jK{Be#V2Z^R!|rnN#rbm_;JoK+9VzrDk2*nir8$tIolZGrx}uSJ!#l_-OkYaP
z-o|)o#jNllw^yA>(XSbguk9M;_<L6V`uaW@wpbS!->EDi+t0(^*l-}16Pj2E*`HZ8
zWTG-b{Ilb)3YfzsWQq_seFu&gb^Dqjs;QCr=KA`CyYyrK_h7=#`ESG|=nbhv7NPg3
zk1*QrKV7z6Rtbqqlu+(JKxTAoT81{Y6$bG-0I2g0zI=|8I}i7Jdp0g-JF=Oqyk;B=
z9EPLjl9G#T9?zrzNT(JjBJ7$1zT<nF_T{Fj93o-PNTd!Dzf)-WZ3j{gSe{DJ=W{=@
z{Q7UN-+x=^q^kOdFv~RwSZ=WrY7}rT{*2cIwECLjE3<7mIQ@OxD?U}ePkTti*_9o`
zZ-~IRlVlIh!_ZR5^i1mm)sC+@z7d&J7b|Tm+ZskSYrCS=%@`Ee$69aI`lHKdwQX4n
zh~i~z+<1UXo&P$}+)iz;($F|#o3{*S(+<lov*0%aBW^ch*$nr<d;E8#Mu+S8s<F|J
z7KWO!oi1~-MGG(!eB{^qZ!;VNI+EMsgPA-POcTG#`p1|k-kxE@TISn^F6D+VSMu$b
zdN0w$6YR?4yV?vzz&|F5Nwh!ip8u)i*D=3&w;hm&Mhwu||Aj-D-^rbfWp}e1U!<5M
zTlkcM<s3Rv@ON?<bgf>EaGBNn!%*|h2wsF3%$u*Cw2<7q%okxs%*aZV;0fZfdmrXC
z><}|ja(e{XRbd<9>q$t*5n<9*>ghf+fQ|i=0k^1mY)){jjsx0TZ8EX=^!c3C6{2m=
zmU5rho&k6o5HyDhW$|UxXcl`nPcdywQKhvR8w*v~A3mj$CN`;^vgIx#4bmNlVq%LY
zZS;z)PJuqNSl^l;;_WZ~^nl7W#ZcC^IQW`)b9t!8h__q5*WyWY;NWVU)iLpG4}FfQ
z7L^ZJBJgk_%nkw@ys~nncD&bbl?GvJ4q!_KwnrCQ-6VMm%rRNldO~npp;K}6n{`j@
zEL0ghgHWb9%Fp{H;fM{Uc}`y}rFEIxK{HEqk%v$tU>V)qdvIf^XtmqG@dWmBPGz5_
z`YU@&pAqR9WkF4dEjM+6_5<c~moR=#9*M1RW2m~u{jnepiCSy}TyU#?RLMwxa^ODC
za%0lCdB{M=)fHwgX+k)?Y}FsWIVGkef1ehw8vSlRiB2Q_u8=maZ&{Ab#g~oV@fM8o
z=4GTiyxc+#)y?C_oK3d11{g!=tVhD(bt991m<;8j1{P=Acn30$xWPLfenC`DzamDz
zm1G#9bgXbXpHvY4d{<E_1C7J{RH&RxbaUvLI#>M~tBb*p#kcWtfafGpd@?<1y5qm|
z$mm;DK7@|o3u>Mb+B`nOMR=4ic3SkOO{M*0<X$j7S~0t)gQ)r1T$G%Y#Eyh#AgJ5$
z;jfW8V$-N<ZLthu5{f{;3yhF#efpK^YmBT4f@bi6L?A(^Gj+Om@9Llb_WlDbC+EEs
z(RZ!^>><Fs@c-$~z2Oor&0ziai~Dz_Ke4T5{@r4x<DfyfL`D~PvDZHtlHVA|X&3`H
z0wL<_o9En#=2e>3Yu6e-Su7!{uJHuip6EzBR>Fosy8={J3xornG~rV^gVTL82vvX^
zOy|5m^oD*`_UiY3v4UosW#1&(-4wW1RvZC_6wpB3gTXkOZXQD<tjY_zoSpcsb{q^#
ztE5ni$`;q|8ijUD!>p~Rm3gjzXky>R3QL&^nK_@_E~L19DOU>ZH?ja1=glg7j~klv
z(O8=etfZapISw2Q=kHio7F5A3^Jb7aCJC%&Af<ZEMu8;Hj9Q4|VoXmjH(116ybhaD
zDkA)BxPc3kIpS{UZUZttdm!k8*;9qJQ{mtl_@rBzDsu)}%k(q24LV2t#9&&Ba*2HJ
z=CBe}w9(bH4lc<EdbXZBHb=Ewc7TIjJ@%IBP6=RQOE9xc^P;WYj34ZJZ{wXJ7W>a<
zgv|-jOnv(=0`|kBbo?7qdV;O$y|*Zb!^IIv?9;WtY36Hs0)4eO#kzAjFlU+Bk#C<m
zvmnK}*0ZEE0K56VBsXzMs-1cC_G5d>y90qyou=53<d8&k@h<Jb0&&$-@((be@xX)g
zHvjA`(TZn!!b{XhR?32q+U(L?p*dJ$H8$n8Q-SO7M1cpJw`7`9Z$CxVxxWOq(R$_H
z57#94ZI8zx*@2Rzvu}5csi0?D(%@+?$*3@k#KAba-8dTeqGoxtQF1bHb;cv9W4^RB
z^1*@q^66PK$*X?JnY1!fxe!y@hpoL^=989oDzT&W3s#R}b<O%@(I$<ea(&aM3kK!y
zhbIE>HMs0>zTa%oM3+@-Q;bFOb@_vPdtF9(@#05PRi+l5l$#`9ReknYjWFH;vZm?!
z&h(7vjkW%$+~w)2Ud1e@7|-CTI;+Vj+t|71UzztwuB#etkx;H+dSb5dC1_m8sK{Zv
zmo$Mug`ThZPto~*yVn2q@^rp6Rth-Wq`3W3SXdPS*$}m{Ndl4g64|()l?5owH(M9^
zs)s_1K|$7#xv>C}wkiy3XK}kvuhSEp_szu8`$->zHJTHdMF=<Swo;up4>Y39t{2Z{
z4*^)E*;2K0QI0k`A2yy04ufT>4aOEJB+azv_24$nlVnXDvp7!4%OcY&6yHuYrpV=P
z5%!V;Am{i4^2EyF2Qp9ZTx$WhFqa~h3AqH$?z5f>s`Ba3AxoNc^eHV^oJ?upaDk5h
zZI}LI@=^|2pGAnr?)gYjZ&zg}r-GP%^!^Y}1#xPxvW~c-9$M|*Lby&*5+;c*!D@}o
zkoFp={auKq0AsM1%<lDcKTo@LPm0!gli3KsQ?PA0z8UN5Bci<a1#t=0fC~4`t{)~9
z;uT&xuP0Vjoc5Z$CFV(bJ<NRuJ}$8NVed+NM@)#tk!~7o7F7VU4<sAr5C}6S0uF!d
zhado|U%qSz`PEl^laXmOR6aOFQhWN1hcRMByYS|8jWw8%3!CA{+OIfDrK_EPbGEFx
z9t;41|8uyZK5(SW(=<(UhG`mt7nrK`@l(m!t3<Z4`C{P^v1?_o+Pem6lf`}pe`9-W
z;M?LP$!=?fq}Y-`!E0O+ht>#K^<*fkQ-Ps-gp#5X>sELG|DpRH{_`|31K+%+{P{mu
z^#AnE&Md7j9rb)&9g(9O_(4#IKPfs=ibj8yzIJ{F=B`eXOHsCx<pzUIUgwY>n&(4v
zs)`fwrHtL^q{9Wa3WkmZ%%p3=-qo;vXY~wD+d$RI#HW|8<^sfc<fWv^sBH~(hPl=k
zTy0i)USN|sw8@4fHVG>??@wd!<H*~K(fz4CrNcgJi6<qJDFgFsJY)V$XJ@8=`cne7
z6z3;1-aYWFy3J@z4t7|u6GTcTmu4@{sV>pEsT@?6ITA%~*mQhR5*^iNo{A+9u{uBA
zI)7$yP=3d&eC`YpG4x@ZhiWYRQXoJR=R7*fsL&C+m8i?qLJKP;^CdLBK?=l#jHsMW
z1yodP<(&BEQ;gacp5l`LD+*s!Vy8uQjW0#6^tsQ<YY8L&0&CVZTISp5+lzp?1Ff^J
zbgrUzo=z!s%*?+2v4`n_gxz&Q`RD1ni<VPf@`u&!+#V=i6;KERp9C0jOj3rHO<U2P
z#sbU+5Py=jkuph^u-z*WtxAVd3XR8j69NY@!D@Y{Gi{Lk#VS-e$YxM<*zp6tH8hTJ
zO4AhrQlP6>A;*iEs^2_TrH&u2R<b{2U3~bsp{hlV!{u~WbRBSOrG~ZStzMfbF<-h_
z|MmTH*&`ckY)l$SmGJGBKjbdk;1AORG7*9hFbXrurmhxDT3V8e`nUtUN6HAHImik5
zxHYkft9%}kCY5eGXAUhg#upR|Lvn}eG({dNgj0`<DVKS52s`2!!qG~LcfTCFntLyL
zPvK%<F<|Xe^niAY`)c22t-sd8AibfI6`_rg0OuQPnGLl^1wA7coqN1`9K*)lWBvhq
z9UUh~65=nGV)U9CggRog)X%ILmuUz{T(7m7k(#(3vKJKLR#|}4XD*T+LZ;fDH=nqx
z{hBK~48Mjvk!2cA7dfq|s4Z6G0+}+B^_ma-dj4VoypDQ|_N@W2IO~_=y8iRw3@FO+
z$3nm4YgpM{X55e2=BT88`OBv+S+(mgA<{m{8mFZhwX4MASr3Nsc!cdKbl;J^8%-V^
z09<skl)|P=y2pG8KJ3_VLaF=t%otUQ>&aY1@FMPb(uM(LFU+Jx8t@;D<b~dd9Q0`N
z43k6{<oQIS;zlxMvE53DQ%2#*)qGsLdex9a#{tt7GUVTBA0JpZE+Z-!MPEHgj=S7)
zQ9E)XHqKrFfnSO@j(qM?oyFco#WWQ4AV?pW$wMN2+Uk5EO2VeP@VtzA)&N)%OuSJ#
z$8_q;;+t{zJsZn;#QvgdN_A`td3(Vzu>J<e7xTQs>!*XNAiKPpz!ZbrWGyvNtZA{P
zJBai5eq)-RbnCWB<ECmf!MLe9-L&&-30+eY74Cn}hrW$WOgpW`dNcb%`xL~?A{A=i
znUVB7pSLBrxL*_-o4O#%LqbuYtkK~Q(pSE-TtEz4!99v1Dlh@R6~3C^pN<*uhH)#Z
z_sG|DrEk7rNDatw{%MY8#oT-bSVWfe=Z5AU^TqWB{CPz0h3G&*1}fbV&Ka>W%a)1&
zV3%cZaZ~}_Q`sJ^x{1+6R9TZusfx;3ru*3ilYUZI>kHXF^%XrqM7wC+RhgH$^{rj3
z7pntB1#03~S8b>v;a1fafYC5_iqWWOvM&74WGDX6NOznQh5DKEe|iLZLri`E|LkJD
zUy>GI{7<$1wVYl5ex16$<iF&%{_EWTYkcL|@DefOT}}?3fPN#TxU_diqTJ1JV$`22
z`spZN3*A1t>@SvEEN^ZY=C^jn6qeHiR;!qOYzh}Sq#p}*NIVI;TBO;Y1xB3w*|SM#
za;ZbI7N*cc^m?$FODCLjzl-UyMQnr?=_*T<k|&<wv0c9~m-c)lIz>x)N;9LNg$Y<1
z`&ECWh^wK=-UG(?UW2jDnUzD`*zr6GLwzCDQcfiEp_1k-L8Fk279%-jjJShfC@PAa
z21Co-GQ`;Aey?CvJ%fALz9v!K-aSpCZ^(53A(my_d_uKBYlyP3s`ATR%4VY;zj*1<
zCh^@7<{`x4z5ywdWBiDnD~G{B`@*#UFm}fS$vPafN6UQ<v4KlyEM4H{NGZ5A7B%Ak
zt0h&Fc6i~E^It5&b(SMxErKU=bM!vCe%JL>zjB5Qrc9jhH&*{kMc4mzZ2!lC8!mr{
z_FjJJEM&8%w7}VYPbum2FkX3_uofUq-%z?OLb@KSFV>Si&MtSSvb@P^O=ZlZcW_oN
zvA)#WsXM^l`Jk$BO8>;T@`*zZp^Qfgrg}>o4dtcJ%Yi0yn57Rliu89(?sba{<waUU
zu5Bl$-xhz*SCGqinS(Qth)E^~De%N!^(@r_lw;w}A86O6OluXFoRTYj{VNrW2tF2X
z8j3K$uO*tYRai*iUVq0a{{viZu{MxU|MY*{rGK5_p!8~_6slCQqNCNiq2w~q3<-+A
zOlRxNi;Z;sEjQ|FQSP$sOMhE@Vq?0HMn}ZTLZB#zc=8OZ@@R7q#77JPgjpux9mhsV
zofu)XgVZ;A|FEm~B_6E58|$?bNfCY@aGmcxTa-WE&Sq{q6KjddH8b&QAD{!IPoy)x
zyh&ZtAfFe?!iRqTuUqwB$JNTe8yG!n_rC+=V0iXP0ga~JJDbXV7Wux|6$7726LFAF
zkKm`TV<eQ%Gc|_G(X!c!>)tOL{jzH(ZCW|W1({z57iOY5I<GF95{|po%@mrfnJec`
zOUZw+h^HtieMmKUR-|EKk9j+7gZAPqS;P#t@EQJC8oYLx441zcBBTy|9T>T#5f*K9
z6&4_=@pEokS`H_o^K8k6utjr={&9EmMQlHHYw0M#r7ldz9begB>;y47C-ySo)zYFO
zW{hNr!MK!%V)GfGy`$6oJWMs89CVi61I{TeAVwLH(9w!w?^%Zsh_~kb24_oh>tNm>
znN`}`iDa!hdh4FNYzLEv5CZ|N-xKp&>>!al8Aq=kyB3zg74Jm#_P&eIy&x%EEg~YT
z0n^XfQ5$x02uX<aU6H#ft%mtNPd`@m+-XWwl|CmLz7BP9|75)?n*jShgarQ<rK%_p
zW!ZOZSeK&|;NI&6Yj};-85o2=Xo7vkG>E4ZY*|-c*0XW3XLuBqyRbgbITYR9X%R13
zmxFbiZhB`>VUs`q?tQag%#x|8*_eY<j}jV@P(P3FWv|mjz8;s|km*XjAgpHZf#VlJ
zUn}s``km#f%y$-<@ar~!{;rGr^BkvihuF(l1;FB5t}qp5^YW)H>9<7MRXw=Ju9(H*
zTi^>pclca(?MyK>R5Zr$n19O{wLOqYe5qLMSKH9iS)157w1y_e)w1@xRYb#)4@PZ3
z$`Z-W)NT~ny6ZY)tWKxXw2H0_aY^o|d>6Y{Xw_bDAoGx$w;HS!-G57v*QYY_x%<x*
zX%o+f#7vO;>Aw7)>OB5n5z>ZOODoIj=xWklbY7)cz9q#MT4yDgpnMON5Up7Zu_@a4
z-u7%bWR!>r7^}i$hc;(91asr~ulU_vv@b}Bilzl9MlVuTKrG8P67Y+v$a!~@1cr%J
zK*`F9-WZbR>qpQ%QAr+tBSC(e-lV%g?J!tI9uiffzsKZ*poPgLzXdXK_qp@~RjfQO
zm|Z-hVNvto>Z*qVzvwR&pBD&IPOLk#7J+^#SLLK=S9+P#m>ydap@EHC?OR>4)fo~6
z&MH{WHCLK>GQTHsSu%ABlbWTn2@$Kxi*MhP#1Lk}%$6?(9k<c`u<4ak6)Ez<wXCT4
z<T>Z4)G_iiH&(m7erId_48%xt!0+yPp1(8^e4hJ8<Bxck7%|Vf=WFl}FXMatFrhu@
z5^7UQqEQI;H|?Kj&(@&k$hlXJv6+j_8#D1LiC1fEe)smaWSV%xKuS3u8u#z2zg6_y
z?BcW=$XkB!hYGlk<Bky&4=6FuKl}VdyHF)kEYmacx%0uzXf}h(8B)YuMilp|hJX@w
zbfCBMVtVWaYSlh|d-EDG*kXzg9GE1_Aw`>dLlYT6$VM7l2{hVL*r!px<7`XL-juQ?
zL`Ro-L5wIe$&5bIsi@p9YiXpWRhb^J`P;}r=1uuYqBq<A!nH|zThENBv9Ang9p4Pp
zD#*2WH_fjoGsAV#EF<%J{V(<oPyOs%7|)C#MZQUp?}zduwZ5Qhk{1cEhlw%D%s>?X
za2a0QJknUKybi-Fk({Zl^!&z>B7SGA!A0lRiTjG_57RFQ3RDQEXHmz>8*ClznPv7h
z6W)+&Qv8gMlOn(8zgnStmT{PaVT0nV=Bs1NdV<}6%=^SXk8gzEZ@nQ5xm~V$FIl@H
zoD;#?7HIt3{qm0lxiu|nV74KWjTi5eX@{5G4J3$A+A|<8*OmF^3v$M-V2|N^Rv`Ue
z%2l$Npd_H*ZM$nZq}MKH1RV~2)0bQmN-nRv8t33@V0N{>4eY!7>Zxro=a<lqf(jWM
zex^&Off@z?x4}MAD`U^1Uq4N4^bx3Zdj(h-AEwLtt!V2;H78nt)9*nKRUhGh`cyke
zt_Z9&wsK>dKq;Q{b1~-A`=Z|)_ka5R(vSa4J#%7t@z19^V5WAR1$BtyNb$V+`0s|2
z%qu`109<06mssutRn9y(!vfU#>GywD2ZaCs8ZAHb;5u-@DBf?}Q8umSsfmHQ+|354
zH6SC>(%1c7by=Bu(GRmvnN9JuaLqH*KW{DqO98&ZsSf5QHO3O?YdwD7R_Jx6YJ!tT
zrRP`a*>d5N1C?U#nN=`jelNeGIJ(J(ezA-mTj_+#RukXNwS-K<LfSja)+i?Yb8TfP
zUn6#dE3Zcm26aLB=N?M!MkT#0h#~0<d>Ds~q$nx{+2MtlN^xdZVlFP(q(TOWEl{J&
zxGr8fYX3;@T_GoWQEkhJ`DA`jNVdp_q^*TvZpR0L{j)b3r_`Ey;5@&MR;9lvc|-#X
zGB#)&{@y7$fhr}dXS!oc#w>IxhLk=*34LN8x2@WgRrsnpJt#!4ZfB^3(r@OGr4D_%
z82v`h5Ek*2w{!Vve`0CIrzobbc{S6j(ANN<ASaY;9DGZV#@>Z>MPX(d!6N#<U1hBB
z$!UDjQ}NW@pKScPOM#KP^^3hm>INiD0d&$B6aHu+Q7Ugk3`AR|g}NP)s^R*>@<R&-
zkU6EXm>uq4t(&KC$avFKs<lgJ#>tO>ma96TN{z*ir0jkKo3dA7F2c)?-bfhnKhn81
zIKPh@F<%P(7~Y|08=F&5Ep8X{o26$k>~iKXT8`<Mr&lMmS}-z@d2F5#zxegeOG#k?
zjs#roFLJ6vfOc2(4lda|vL?Jl4nu~mw?Q55z3+{8Dlf6T3MIervU6>jBp=M&cC6{p
zW|MP(S>*Y6mW2~Ve%{h(6DK$U;fpn+gD3LjQfr2V{Mn$<rH;mT?R!oiIj8X81Vwvu
z7ymofH{h>4Th?vP{CG=P_Jv8rl=VK;oUb!k8euESFDAae_*%D16hv%E;V+g&f%%U-
z^JHKy{R^E2AZh)fG|>!N;UaHm*^`+L_;{=?_U=bt@gb<O)uLlT#q%Y?Y<S^<9bkGS
z#hpVy^DW44S!iQbCH&l#W;6A;+ix4&Y`1P%j^m19eJMJ6hJz|y4$)B$WV$17D6Wnz
zA$6Q(^LmvC02FOE*#ssIGDN7sywixZ;Ok?LU|eoeVYMUnl@<~pUtce9UcB}#7zV32
z9ob|w;Gq;)_N~}-2=gmb`d#XW_8=9#6vKzcixO$N5|=&AJQ#4AQK%jG0TL0~I0KJb
zX;l;vpC(fr^Lu+-Di+v`ATo0~c%6x43g6rnVG!sod9IP#rTY7m&w$X<E~5$wgAYWk
zX}VaP7S~EMaBgM&OjW2v3{?w<DMsCz9+VU&-b<rXz9a6wsIqatFD_@Sq$d2RO+;QB
z`xi^snJqvg_v1zFDpvm}8nj6kHliCplXl9J1Ifi#Mx{<y8D_*$YG_P4e*@HAE51yI
zN+wRBPJi5e5eV`_JG)6}k1NE+qUAz_pJ~K(Q%#N@VfFg7bLZT44`e`|@4P>>?9Dvd
zD!V>67Y>}zM*9^bi+ggY3MF%%R4l-iiwDnyYG=O~tHYHlb4h%P&?*Vx#J>h<<0zw$
zOn8!N`!87#+_rp1xkf#qiR&hox$Sw*!C{CE?d{>b^u%J)W=72ZX<7qGM~;gopNW?^
zGBK86O?^Fhk&tIYEkwB2%#oLt#-A^yT_2m7X?ogXdhF>eS(8dGeo7+s?t!9c;TXk?
z)=<n{E?1t*t`a02cNes&R6zBV86WuJNVBF*?O{Rnu*7{J+YjJ&1xqZ>8Y>0dJ}uQW
zojc6`NxV3|z4YlEfefIMsL<D2XTGCvi|S$!+)x)c5kxr^%2x_)Ypoy2g<f10%Y0l@
zeYifCHxyfOeU$lUJ4y4m-`G3d9AK`Q`3{!MYm#cB_HfBg!%r+%{&Z<++E@{o{=-mY
z>MHbefgxsm#w;xWX5Qn5)NBespEh#iu6p)(xXwpr_CgdgnB6v|6FBSJ!kL!Dj{UsI
zIojbbtJeC}l@Dj*0JGfNSx!hG<#)8_gy$snA4sM1!!Q2x$^O5;OJ~krs;s^2!Dw6z
z3I8r`N^p$nIv^yqtf1odlIupVri*^$0U)_!t;HiS?y<PWTOJCF?pr)v=CpvU+M$K^
z`~s5J96bQ9DAnFC5D&kL%PsfdRh4bsDE(2^o0IFcye3f>8>mC|dym?*7Cge7(XljI
zm%B+dS+uN?^mdS+Fq;b+YRxMgDK-p_y%+3lp=c(xJ|=8(Z;4Tzg7RfkPGs$PSBO7(
z2^ibVzzc{zyW3-ZIU@2G-*lK6?ifPs7*zz$6;pJPzS8&4EdN97>c1Wa=@&ma2T1hf
zo9;aaxYe&=sqinn-692*y7(8vhq7H<6%}Sy>+{dXw0my`wr}}QbkleHb06Y_&9e%r
z!Py8ibpyLnIa(V;rv>b<I0#KAXU;j+6Z~4h>d$&53#fCi3+um?SqfUt@KlMIlYhiN
zISpQiUsJW-@um{U`a`;IRx<_?50EucKpSx2zi!%pnff^(&t=qzqSRuM!KhA#3o9p^
zs4w97(~c-;G0;V2^FyUs(~9%LHsY4x*hVzLLGh}X!|sfGg{51$uNa?1%R2|?{pcY9
ztLChL_3{y-8*BqUOmN7@hkM^FsbNPPeIA}akqfFt=qiV>RpWcAO<>kE+UH(NVv-k)
zgU{sC8bbyOMGmW$80S<jlvjPZX?f%*b+gS=B=FEomfLD+L@WubXStWGd8uf5Hbhn2
zOGh9Ww4z~r!L155jLact<CD`0M7*S*jucMY`16K{;nv`)2AYr65ya%|9k!-x+zy4Y
znlNk2cn(4er~pqvyN#Q>wnrhBH=Db;FD8Kkg5L7^?YYZ2WbRgu^Ku$%57NYC>20zx
zt@n#HXgqXtfB?MoW@jk0q0_N2t~6bWvJ#JFjn&jVW5Jd)y@Mcu^u4H^i1z)AJ_Ybw
z4Dp>^s_l39Dt2Hz(XermdP7={rcq?JK=?4NsfhspJ$S3@;L$dgi^}%99i+KfOt9dm
z7RXIE6#rZn>zzGDP+JvG=pd+mJlMLG%kxp$Bbp6ss9gpIzjY@0XlQ=LoJq>Blx7-1
z)!8(C&#0Qaj5V8G$Nq|4ovc$%QI4_dnow<=FcLDbQfF><^3Qamc3{u~medvZp~cSD
z+WZDXi*cE&UlUCfr8w`_ts3)WMD@{ElkvkAZP@1srb`|wpp%ywB+B>#rH0_YT}<~?
z`7qa$9)R#AJ6cNiz?8d%lO0=lWOC#RSMe+0!rin$Is3FYxJ!+!SZDhonZ9yLH1gh3
zI5iq>fl&R91UWB}ac)X#<{v~t&1sfzGbA=VBm?wv*E9aSn1C7obZA>g>H+kgAeYWN
zc~PQ2VC!%&fe?H-SD|a%*1O>+`EkR6v5ZueZ{|@(D&8HbdSYdhUO(HA(IVzZon!;e
zLNUbPj_nGlL`vmqVbzyw?O~t(sl05rtBqgiXmUy7kLrA_Epld9B>&RFkKN)W0mo+-
zLCHL#j(QXh3%$m-WyWIF;Jwy5kZNZ0IOI{rFCXS!SJ5xZzF**-32cppX-Uc&W?p1?
zOq4)85|ZaQqXn@=^qOnxtA-ftRy?VEtt_ReVynzMs6`<mq6BTIRF%GVYzMhj3>`{O
zcl0f$!J*o04sx#2rj5I_%O-|&jvhmjjqN05(S1J0j#ELlq~h)i7B~4b5ALH~%Q;3?
zrRbkY$Z@Q@CBKNjK)T0A+2*vIBfiQmt^`Gy{hb)g80+apbMCs#9v-ii*o~^I;_c00
zlX#vY%YASI*kjka?R+9#K^0;na<hl{@naXqFB#+fL7$>FL>G{^QN1A84q}j3-s-Xo
zoww!9BGS+-a~RfiwY=THpAlroC+tGuYYa>-0I3XKXF_ffLVRFj2@!NF2|`+aGQm+y
z?Bj~eToGzwa8DSd+N`wa8UEhmb>{ru(^|DSjSZ1u^y8aKTK?0HW@<*XI5VlE&hg7F
zinA}x(~jdK1e{vC+1oW*O%3E0ZY>kE1;1j(odo5djaFD^w$I>dO*YUHPJ*Wk@SaDz
zR$$V*N}7?3Lzv^hV2Xf|;rO-YZA_qxXx7N!ji#(rT=D}Cx#TXzvGm3-#G2*zm{|9u
zD#fo<xP<Y{*k3FfOJBl<Kz_X0GlrlgK_JE9tyL+{FvXZLgcmOIQzQsq@7+sBFGxUn
zVT>N5Hr~)OLfYH$K)lsoEJ>3k4~G&JOxzNo--pwzL%5zY$0?Tyi*@xr_a=sqpxig(
zMFWcW-U_MKR21pj6gUqMs&s-B{8-o6)i4E(I9&w7(JNn2&aL}iqaku@RjhW;BI2Pt
zjV;pDS!vV&;##*da_u{lDu8OP%lLCHLA9z|w#yTKR9Rr#6F6Jl{d7SvH)h1Ar{>^k
z3b<cbHR7t+ib50)U*H4sDYhrYjP!@gWChylr9A&Wv@<qLx8}+u7nM_F1VS7NLId~L
zl^=Q~e#4Y>-Mi<x<#&m9)XFiU)4JUm$@?r8z~ier25}EL_v5hu__|oCeEBoW`+H#m
ztXcA#zn2tqDVx%6H{3N3%H?giNM12%+lb^m{~505J{BSZ<47XAwF}yy$d{k49zX9-
z@zK~R(A3cALPd%+@9q1cjtw38%Z>|IAo_7pD{XT6SNK%(*Qyf^whb`DMiwS>wl_FH
z{vl-Rx8XFBY|G*>5;NghX=2RiJ=N@yvS<#Lo!y622C5O7@|S%)tq^d@;vnf+NsLHX
z^FWV<|6rC*`vc=T#mbtn(h5N)Z@#!f-J@N{SQ<y^x8k50rjqxU*-?m%fln`}pGWBz
zQtu8&_0t7A%L+kQH>+rjW>EFw#iD+_P9G*EQ4zM;zFbUI;TS*~%r1dn0N;oJtn~K_
zf>2xMx=}Zfcp+tE>27|^AaWwL)8v5X`#F-^c#Lbj(7kMnP+V>sYl}~T4)?7#Uv&re
zib1_$`1&7iV3PC>d<a=(UO!6=2yVCh$-4tKJ-uVd>sS#tJa@@vAcP;c=}9ng%33l9
zp@SyvhOlFW#u2D<v(+57$lOzr8c_M=Rr7TBFlhJtbQtAwpnQ6;n=X-2{?R+k<!Nq8
zi~h!4ZsX<MH!q3#W0?=)MS@<UiaSKk4f7Qu_#Xz5+Ut(F<^W!^m%dkVxmS?M#gZDU
za(2jx;&)vAz}nI5?TR1;F4)oNnUnaTk%p5QQ6TpGAf+Yrg;mjTNOC+rW=TtO&OGJz
z)UT8p4Pr;|%E0b$M%GD-5KzxfZ1SVk5~b$R+thL0%P0%WhLbNfR%Ko2(~S9e)rz*T
zaZz@m4Vw>>HlTx7{ssNZ9U*R;`RHvoAb+Ob>-3^ufYtn3KC4Itupu*dk~WNhWuBWj
z=5pNw=D&aV7mES<WaF4?`7ah=y8Lh6aevtO-Q!|R?B7e}MpiUA8+jc+05q~Ea^riE
z>$c^3jNrR!^8F&f{^~dcn*e_o)7(mjrY#@WRvh$GuZ7dH)^6YM%Qe*bi{-*n8f)$L
zOjE)~ZGsO>ElQ<RzXFb<ezv&%dCBX2{da0TjpJd_!9B*4=(zlahVmyQ-Rk$22hD@0
zX&JSLWygyijAs&Ohtf25icQ9c?j#LWb6TSbVGQuN3ejf2cf6oLW%D1=!e<f>e~|w;
zk-M;vYCx=<%Urz705_-*|6);0-|p?k!T<_U=ON-;*)4{JRo~Hth3s8}Y)TmJ<B2Tz
zvI-Hh|82Y=x10E|tKdZL=SlajA!gXbq0e6|&m#xZrCiWf>iStrR|-^4E00$_7)EnD
z)W2B7vbK9KmhE$vhpq4_>=rtt3pvB)3KtqEPZG8c*S3Hf2KxEF=!5CMSPDK`mn>T)
zjryue?iQj>e|Bv+g6N$PI3ZbmVVT`0IjLKR<Nx@;qq>K`rz@N?fY2%8kNsau|6*Cu
zl-zx5Wb@Q?57w2{54{y;a~kk)7jtgy`0T(2fTflNj>?+>BKK)8G|V}iGlg~gFP2!y
zNzR9@!<i+sziZCd@V(G%T*QQ}TxnasV+*8rzI|B!B-+>4F|2*=l&+m+`j2gR6`)fp
z&xs%)oIzm=SLS<{cVY$G5f9*p^U%-`i%~eRC|e|$smRoC=zk`mDBt?EZT&=%2e<vb
z$*-qrJS1-WJK=aXS8-+LMCg{c(eZIZ!AA>;VLml{*9lLU6}t}QFaQvjKHvwAI7A81
z;yy^(?hRl<wl+@_UU>khCnn^0GJ5-a`-*AiL_6Yo3b5i+H0;z%azQjp`9JDkbn~l$
z@Q2NvwJC_C`E@{WrwzbI2r7%XgM%>Oa2r4lnj7*yntKepsg0%dg{IvM`y*2&(}Q#(
z2xj67PeUO+&yqm5yJ?5I=ki9WjJmzn)3h6>>^^gcz6}N8@Hx4E%ya5OJj_bmet%KT
zs*dq)ZhH!T_|-G+iOU=Gl%!=tUbw>?N0_q6!u6H>Q{TT>?n^k%tMcsSn(oiyVxK8!
zt*pql4=tTMk*O(b#GCB?GYp;@9>27t*s*b@CkSLeobES2v?#g+7RzkL-*j&UdC{MJ
z2(Y2Mo(SPLB_2BA?W1Ma>0;&p<is0{Lzm&Fk(ynl{Z@Q#oLw0Ie(^v_`QoVd9Y1nS
zzglTMx>JS;>q5=IfAje#)#^6l!Jve`7Y(e@rg*j6q?^?#?f7z3GMO9us8V7`!MEJ6
zFh5f3MBw>QfwZ|f5zVo%DB#DP#cacf3h9xu3=cH4*;-ui##0_!7l#;ArLhJ6pad~5
z`qi$v4Y1g~YG$9g$oC-%Ur%iOLU;r?Qm*0bJa+S;cy}_~Kw#wH76E_(fC+U=D?c|?
zxv^6s%{%SfFvJp_Bn$ZGdXE9{jL?db=Tw$)h+kjwQvLD5fcR$E)zabI@+Rqf4@SPm
zlTmgpUzhzi!8(=P=A8w@IHBHt1@rg^!Q&N{VxjHDFv!dJLWIz3KggxH*yqffZ6%&0
zllj8B&*o_lpSss+6%>&34`23uUAzV>E=t|dJmX)77E38molOtiIj0)BXiYZd=@-1F
zO7hw6HWlpF%26CCVSdeXoFnW=blqy53af@SH_$pw_9~}|f9Ml_H{30tnUUpIDn`9Y
zX$V%pW7}>v-ZGxint}3$tsz7o^rba9uPKe?KBH+8RAv$@OSDV?<e&B%1Q1=QkM&v+
zRZ<!vD5&-($vi66Dyg$WRYnn++<Zom*UH#O+bv^9`S?A<&MGOdGCd@3@OwBr9g4Ye
zKmIFu_wepo)CI@URra_2ZYjEXuy}BB>d2I-8uqCbeUSiYm}jZ8;kt)Zz+lqJK<tNI
z(zh5(fKs?vnAv8V68+vsPm?diLNw!pk3^DD^!oe-oFf@WU5g#mfmj)!iX3>_ps+JM
zT|<t$Z>uKOt)EtD8W+|K?d6zPCs)V8sztu8X&P%xB8s0-DlL~t%-)?|kT(<tRph%=
zLN%Z7AE+ChJtcZknEDysh@&Y$>|zxdGI$2<P|1X@M3lU)5NU!z%nXL4HMZkvE$>YL
z&sh)ff}CnK9|t-$-XyOxq0@|i^R@m~RL3sgp6EF|6>g%G&FJfGr$|nv+VB@U*WcTK
zk~rfqS~T7fK*HOJx(5O&-Q{Xa%78=$x<7l`i=2w!QoM?KTR3u$O?Y}Zi!1tj|G60R
zp=k4xn|0g~+M(Nb;L71{U6h>^9z20?dr41>*<}-mPa`Jz!uaI)3@m#XJvn(-se`W0
zbw(;I$qOqSg^Sy{a_%XqJEe^7K@$d@SUZ~<N=)MI4iDCeooT`MJIxa+Z{6SxGM_DF
z2<g7W_a3uPO|4CIvrEI|c~2(4z~}rdGOg-^ZEemHT5Lkk=QfPVfjqLTS7B&Y>@CiO
z08o3>59}}J%c?%J82VXwt)@E^*)~{AZM`jx!56^S^S&K{tEK_FLJyUX+q0i)+q4lR
zUu<;=D3M{Ak(nST&?qQrcwFFFFY>C(^Xon~E~X1PMEyI2`0BSlbb9S!>=d8oY&D)2
z#xIa1^Qk^z&;GlPKvt{>wPSLI_NATtHy|9IM)+_h*^{b&{lD1c{_@nPN75O)sq!Y#
z&@M^^1r^bh4kk)MeDpbjj2$enZ$u151Zj$tvR_7Sp`ka&Jm9LK9o7?I^=TT>YD$0l
zbn_OA>Ns(%<UkC8lk+6<C>*V*+!^!px&4IiM3P=S@XtQ1slQu(z##L-g$Dz3RGwzI
zBK()P80xbJ6Iz^A<+B~)@`#{%YF&N=xIpY<UhKKFd|IrbDNgnYca;*)R6dwj3ET&G
zdmWI1uH$dw`+roeindwb<LmoTF`V<@K57jb<@@L#YxtjD&Pc4?cVO8ISupamdjys|
zB_cvvph22VCo?HV(vXs&p8@@p_WCguL|O>pzB5|}+2Kk_?P~)PfPQ1yF4kWg63f(i
zma*Pq?T}hPj%v9{N(_glDRSrRNq)mW8-7kM&dV%9ol2^nwASZdvM(0CG_XIhlsdnB
zG?C4lzskI7jEMFIxh0jNrZf&?0mHbCv_1Eoh^XR_d)cM19!m6^^#6~w_l|06d)G$U
z+p-l!1q773H&wa<p$Bx+Yk(v~LQ{%BAoL=kSvE)!kPZQYgc6bv5TsY78mg2~LX%!Y
zZ_@Uc{X4&V$2sGC=Z^2*apxavWvw;yX0Ej|%RA@uKF?>E=E9B+PP!q}<#bnT95Mh=
z7M%}Zb+G?bg!@R3+IvYGwG48jj$kkjEecg=_QrUSyU9o^#!KhQ$)ovx0EVlzHCXi|
z_dRd_Bv0L#_yOFAseJ^29~C>{CdxEPTII5NB&o#^ZNzxK7yPh=@?GWN9YO%^El*)&
zhU&YY+MYf5y2jWn94nyP+@YYI@G!%M(+`Y0yN%RpB=gwd8>a+4Yyq$DQGO;MZSJj$
z_2KUNrJ;AW?g4?fs2e9v#}S1|)Ji6g4Yio6i6<BDhr`Z>!n|U3ZZeNNUABw>PFuIU
z=Ph_K;kG<lwFZjS51kLOr_P9+)C~3U1r&yjqk}_R>}}sn2?0i)=LEz*qTM^hOdBQb
zhWIEZE}G;VmLBq0_`8yKGUn=_BImgC2oN-;UL-p%tah&9W)R4s*+~^Mm29x+!*TJ+
z*VW(WnVlA7cvRg^#_FOa#GH3!Z|5kGH9REmH@uj9v)#vjx>6ie{ksn+pYu0+dv_k>
zu$gpBfd(I`bxLpKd3-?1_9Gh5ruRk}@X&JYZ-x@Jp6~U{Ime8L&Fk+<TBmrcZwDmS
zgyfnW<fB>btkRKjCzKt%zT^q7a&IY1qap!NZ_2fUu^<dRU+SZ+pSRc!F<7J0aVM4C
zlc*?KLUYYVdnFfV!$J*0nBI`)cU0dzO(<@iS~R@LTm2Rx&!j|h{}`~3$@xTw9bTCR
zZ5VqrshmGotG?}f(g2)(^5yF~UcUR;1<|9K%Ev)VZN+KRl@}`oMrJorJ-}&$&W2|P
ziO7;x+?lP3^vOIL+0lx%@7bb{2jeZ@)d64dZV5emc2K(QQFh~R2G(IdYKBqOnEQ$4
zNzkIe=<|Qs(EEyE9lc&PaTQYuJU!Le;vN5~MnLJIJetfx+<8|I(t{daksgHu-$@Mz
z0{hxs#kU?xDTx^jZOWxgaDDzPkgY)~Nxrx)=)C{u^yk}tjmDx!fwq@^%eVeicS*dp
zmSw*F7=5u9Q^oaIp=1ssT^AMhl5P`&;|R!lnD^JdPnCi@wc+3#aaz<&b(1_*_`KaU
z3R}xuv;-6F!tb}~(BG6=9!Eer^x?xGsTg<FtW3uI57t>V>w?6jtRTmQd4U?M_2j@U
z3mBcN>9$XQ=hVEQdr&_~NKy;Z`v!eq_+PXTbdmc*em`KQLDhxPu%8uZuP&9}H__>N
zsP-<8V}&xO`dR#-uQ&A3!*LdFLYT$4?T2g|$yz<-Xq|e{LVq<>`O=dS+XE|Po}W*q
zYT36MZ_T!DcoW5Du5@zBNciJ0wAzKcL8kU4b5I6G*F!<pw-jBgqD(&Jls~E1DdEJN
z`I#kB()xHG*!x>;TGht_acV~A=);EPY^;)89pOhMn=2Pg(zq~kVG*VT?M_k5*6+OO
zHdTz|`Y#GI|E=8%Sz%`%eY_U`EuUneo|oJ|dAVw!@??bOfSisPpgs}c5j3=zcPlSr
z&CKMij{;Brg(w{G#8tI>qcb+>QWdS-afSkz84KWQ;^efrd@*5?3a8031rPgucw7~T
zXERgly_c>DS(x<cGt$m2n-P<5>3+g?Ma$X|I9H`qPuI4L>xP;_fsH>NBlc<3G?3ZM
zGR_rA@m5w8qH#93dq7&Gz`R4|BgC}py>vnlW$c@$RXGNaK6RCoEg*4DjD#KRESOid
z_Cvjdp3rnE+Y9JWWsOba<Kt0N==b3|bQK2ff{r9|7n|40_9{t#nzEKN&a3Kl^fPMG
z4B6zRM#$q>7d<!_y^UQ`c7Wog`{6Nu2jcGAWTPkGLdUo?6P#v<fW3~42Z{h}7D#bC
zNrS8zH8qthKA6Y!dtoaC28t58Mu8O<%czDgdzhk$Sj$41sBhf_ybI#}Xe;{V;zm{@
z^Gc^!Wyliw^hxnJQokB(D%cnPxhkpOjyA=KRpNd>H)mro^qY;fN-2DO0X#IBi=zvX
zt$bGMje_!KO{KJ^DR!ETP3!HmXHIfCZU&Z?+h8jP^eeWpGE&kCPK*MlNo}{4^tkeT
zGWf-9D0FK4=O#bgq>n_Vwo*p*>>WIa*?UT{hWz4bikg5QH?gxm!(T3m)&2tu_>V*v
z7+>gf2fbvSV&W8%<=`=JZ)fLsP4KMQTnm4WorAoQ`|38Hj%N%i_pIFO{j$S_Y$!yN
zcJ&tG35h!536);+>ieYg&S(xi&B$)Eo6HAUUN_gyIftl18jUeAD;lJ{>}?1Gmr<(8
zn9B-cO&XHCue6up=qk_|UBZO&F>4z)(8#Zc*cKuRfK4J|V*4<HJ)e+SRdy~)v$s})
zX}Y0+4fEFEyGpp3V3Z<CfKE;@!zQ52sz2dgwQRNdu+B!o-*-Ta0JxX+nFiLd1;Ypc
zuKaf~Ri)V#6}0}M>5S9lnw%FWx4HpMZ~Tn_Lb92c%Kn1QUu!zcI_<wTuqAn3Q;QGr
zfa+P}$6c$x-i63rBWcDKWdwvZl*{Em=#}rl?wS*D7iw2jp1V##VXDM5Vbf_Ps8oo8
zpxbAyOWE&=gUfS1?O(7O^IY^R%>_)`Z<a_^x(}VkgS-(0?V?ejIv~VuzO;f`vR{_J
zqXWJh85e7nvCuS_KFJ8r#C(jvM2LzJSk!pC*u^n1nEgL{hDIZ(G++O&H564zAogAi
z>{6ai{Y?Ksmipc34%>*pdR`unZfbvH@L{j0fq@a5#E@FSd5YYlbEjkR`noLqKFN_n
z!w)B2h;l?F-%$yV-JXLS#9@l@j@C<GS@U9j<Vqnn!2|d=PoDTD-rZQ5OUT$-%VCYr
zlo&!bPEUMQRp1Tw?|nJr9(R@+1F0Idv~|br0Sx_hC;5XK?nY8pPp8oqV#R}GuS%SP
zss09;Gt{p1-J2xF%-(WL0!0QQ8y?kLyPpu!CSbB|u|6LHY>WZj7z($c^UYYPz4)7<
ztxiqgtwC@Q=&3fK*Se0zB(yst;=E!#1{Jx*Mhft0(mu8GfPA+S^X(m&X&14dTRs~a
zx}|xDEi__J{|vJJ=)R*F8HdSz2_*D6xW_dagg_;yg_Zb>_$5eNkd=Mql<c1xUu^0v
zj}ZrlnYF7VkhNP)m5$!!uHh7L(opTUra{$4gQFlRnJNFn(IRA-mY~lgQ7IPjmno0>
zM4al=B#x6=8y)4#dU|{ij*&6m&qPdalobYv7%d0Y7U1j6+dI9(6)B!ktGx4**%~<C
zDl93L;vC&{Dv;oSDabO6xjvb_9Pa;`ZK9wMJx%m_ckd#Rw|e>oZkE)U%4Rhkb}3^n
zP*I#q2_u^7Wgiu{*6ia4JOz)CjMgfLws+&?jM=p@OqwgE@D?e?3u%_QVWj4q8E%y6
zEC_blnI>zm<x;Wrp!NNI@NcF=|5s)H-|cVd_2O6)rGJ0eko*sd`X&||aP#yggKW;T
zu5<=RnD9T}aS~>@|Bd|WsyBV9H0ymj!(BQjXyCtcZ8L6K-}&+{yZ?%ly#J7aJ7u~}
z@zp=4lmIf%Q5lGI8#*}l|1|w_T?%bj%R$vn!ao?2+)v60jF;{z1f@8-w5=GE^vKP}
zn|~<#J$mEgy3+PHL#IaHTA_`T1rQud4zpiKE6O>{w+}msRh4N3d2Dgjs3vSSPWl;w
zwkmdhJy3z)&b_TwZ~{2J@h`ymq|?6&CG(0|CPS)U$Vl>ubw~}OzJb@vz#*3BGGm4w
zfoBb%>J@Hvw}DyBf{Pmo19n9Y8xx2Fx1ClR#X;3U9)%kRcjk8dy(!%?*tz?>lL|3o
zvF9(ikKX%cIJO&$YcvOtQrESqYvvtmU4BqfQA!b>&u1RQ?ep^vdd)Q$z|jcw#p`WQ
zK1qBk-oaf_o$B{^2QW-TK8Nu{7aFO%o7<J&G+g$LGZeO}StH~W=N<60_CL>eG;%w3
zP373p3x~EW&u%Cl7mhS-ug*k>R}j|E3(Na`F%e~1GTNK?wMLZ`;&gOOlJ%P-eAUwf
z<B1__gs|Q41ia$t%E@-MSVAw&T`8DRtz0n!Cg^EE?HDBhjyqYL66b4Z_RSn3Qv0(@
z$M)2RZX4!Yjk{$PsWBm14t-Vvc6Oz`s6QMAHq^=!Cs##sQ!4fQgf%JlNt49(Z<z}u
z<u38Kk(DCKO|B5SM*{b+e6ZzDMPJYEC8ea#f$rKwM--6X?5OOU+q)Mt{Q5urJLtVn
z*EL>BwJu$F{5s}kVS<{m*_9w0V-a?C;#rQI3MEj`8+VlacDfN3)DOr!U=M6`2&40h
zG2GVQf1Q=i;J@O!CdwNZwHBG(Rz5)BtZ|_8z(s#}`=C%|o-~h6>*QFgD)QLTjf@h9
zbyATo?xw^fbg<IhVm6kRg{RZ_w=Q}`VzZDgfdnSYl{pl^BQI*DUbN(qu#$qBqRRVP
zVb)tMBCkzN5gpG}3@d|rli`KgsII6TIT|+mgubbeytba+Fyc{j@^j<mS$Rqp3Y`tR
zE)(2e54g*SKOX*>j?;1Pk<H6_`P9|(9roMeagKtyHW34`4ZLjh<Z75i&O_RhTY>t~
zKuJ1}LVo(8(TwS@2im1yeyn~xA%PO_q#^EQj%fbOVl{2el8F78#A%5eoEQht>};0K
z;*8Mj``WqJ-Sgh6Cxg<hHEsp!&Sa>ie%ntoR;A$&F7}qzI<R|Yck3c@)RR4We%70O
z&FRWjOPxyHPX*n7I>U-KuWoy-VEW{2KJ*35^h;55tVd70fqU19fe7a1%w5@K@?k>g
z<zE17%F>JAC2wnut1^iqJ;sSaym3>hzry$rLT}lG&Md3#HoE7&`#EyfkG1__yJ)#5
zuB^8auLDeKFERA?H@*Rn>3;C!BIg}e*E8fo@B+NWoL_Ax=f9CHWFIth#C`U&8L6iG
zm_9FhRb4FS(eabpd-OY9l^omm-@p{OxgLC&U+$S}QM$&s_P|vALHbcv*mY6*RJTVD
zN(EH5LL0ZMs*TJxnOhq<&lf*jd%*UHS{W)L*W7xx9_oNn@z=?#cA!y6s~r(6<!Tw^
zD}EQetCo9we=!5X9_0KQB3Uo|Pgx3FLkA8V?Nun(Zg}j7Eee7%dZh=JfmpWvRQkQR
zlXqbNR=P+|W0UCa?{UrAIbDD3`5me+vn~OJ>gkUosnd$J{Wf}3A<^*~SLr~QVvg+G
zxz;6APmauV+*I1W`9@A%EuQkt&#6SKKR^9<GeopQm&CUm)&f)F?=5*&gvK!$ZF<HM
zx+!$@p{!a0w$5fQirBW_awnQ*0G2WnoCUFgjlfXApGz=eY%%IVocCmBUi_wq`$@Fk
z%M8X+wOtj#_=L410--djv*Bx_zLtQqyLo~x^*;Gux~TtCCH&`n5*%<?USZ+z+0sv_
zFZK0G(Wg$61%y+H((W;zxNsGv${@IcJzL8gTbQygFdvcIqeaIuv>Y5J{J2aYmjZ<9
zmgzH6!E~vkjJ?55lTG=`t$vmg)Ut3yP`F{W&Sc68HO=s|7r*_jzCa#Lt9zF`X`oOz
zF$FZ}$CSFv+4+=&!nsj4{grdBmj+lAIj=aBX1f$wl@!FsdNC3fq0Npy{Rt%udLAc7
zPi<)lmeQQji<UYp{PLm%?xo$;tWsH{f8?Dj^`PFxm=Xv3r|~Iki`tbBqf$0CH3}L2
z%Y+vFZco5_8BssK1@~8Sz9>{*{eyLYrD8wkVTZS*t6X4|QixgkAk#wsYXp^*85`=d
z4A@hhwr`{LS;qDTI4-1wBE08o=tEphaEJKtq4}nmNMiVus(ZrU3{kf^OTnLWPabZr
zgoZzroqo1B^A=e}qmn2v&cdO=mQ~(G&BXy3D{2=8$W*;wXNNYl5=X}<;~@PC!AhJS
z!fWb43fryX`17@ouPK$@_PE~&lc$i8_4S@KnuR4Q<=b&h7S(?lrz*wTD%_-(QPo>)
z%4|JPa4J*wziw@fUyg}NzP_~YGFdK$G6n_khxk{u`&G-MU7TWx;V>=nJi4l;QjTOp
zwcd+~df?5n#-zSZh~e;B^kTnkh>r1E6kBwb<favO{Y+3#^{Nr^PU)I_YU{W-KCv!N
z=R{Ay0p=J|R2WD2ieK^Yt<rUWWWc5Y?JN3m=6WxCY;{+P?D`S+uFO#*5n`wynoPbv
z<aga~$~AF#n>g#>CCk*odVg_8@;Ei`mJ0l{#Qln=9u<ZXu^)y~Y0ArBlR@o7T{^0k
z1;8UPT3XyR*fGpb^xF*ISAbs=cfq9l`e?_2B2c2&hX5|_4I-`)l~Y~=chD4@mHWm7
z^4QUl7_WeoVRiSCVIQrJaZu5Y_vuuufad^eFfnlgwCvyEH9RrUy}C_!zKuO1n#y35
z)Ywms#aDw+0gD_-X#DD<paJq^K~mFE`Z~>D|K*P$S3Y02Pv1)R6JoXVnyxqomP0kv
zhpON%d?K7Oh4&^>d;1yjwB@YR+orgT;b$b$2#@X69gtR1ck@ur-n9;5xMfixs)R+?
zGA_8TRJ~^9Px3N8IuU(c3{hZn4;x$S)9j_1_UF`rP;XLxl*Wx*ZAZ(Fvt>2WHzB$E
zl0<D~)bSF!ZeH0_IWUD8p1p#(dM=|ST3rXI>k1snvO3b<Kxwbz_94uame_1Z3&K5$
z*3;u?yM?jY;Zfa}(D!<jZq90~lJaT1@r;m9`i4FQ=Ex#wW34`BI+6Lp$?aT6kF#t?
zA%ei|=N{rQV#{=tF*DWH%NjW6UqyLd`*e%**1CW>V<ejkW^?f%4{`+L%wb8YHSK+3
z3*<3iOL}}@KM-u{36eY#nINu|nASpvH?^B@tZQ!)xBEgb=LPys@r;b>5oq5l6Cnf*
zQ+^a--&ntCzf(4d=Qz*+B&k^2lKAy)8PotMPDyH88Kq_$*Om{jWVuPot{tW6edToQ
zt8G2$f9e5#=~vl09d-1_5}&Z3)=c&vm>gZ5lYTRgHzKpWt!d-uy56dmi=|VYJEggN
zexi6wvOdmAAuo*}id=Ir6a}xxn}#f`)Zw1UlJ9`8LcWgpefg)+`ybM!M3KCtC^DO;
z;6Iuw&tCl>NEzLK%=8c^xaRe*z{9KX4DjVN*NwX;IkpxX&?IF}L|tm9>;&aL=H>A(
zAEPlAP?iVN2YnBR$@RGdoON~ChzI+W5$xTi(zuMS@C3X^wQE%aVW93x#o-N}I#??o
zqrgl1SSXLgpnZ<v!kTiEp0yzJdZUG3Y*fqgL=nXfdMM4}ef$esHSNU@m{}bmN8g%V
zxRkN>J2CLgnC~m*v)fd1l?#8UR}^pTxnsEV=T@jkf?)1w%BHOz&xAh{<j6~O8$&6`
z<V9386~j8$^ESUl9erfh9PbT1xi9{#Jh07F*ycmeXsz0{Cky$h%9Z)P9(sw!{jb3}
z>|XI19+oACH`qEjC*;$HO@<$Nk4k;iUJPbaG>WY@4ZFsbgNXPHGNq2ZwuY&$inxep
zazQ62BcnzcTv+Xi50H=pRN7M)nmX8|Ey$U$bmk2}iD7+}yDK0v3dfj*)%(+p_tr{!
zVN1RTafH&>F3TYRxwIQ^c}y)$P5K6Qy_BFu(T!ZKaoXsK65&FWq<QubWe5A*63FhI
zbLH1R&tpgWV+X(2^?Js#szOE|OdUB44<mVJTW>5GN!m)dt*vBqp2T^(y59W$Esib~
z!FzCk$NB1F7QRLUbqZ(1B#o{tWpEAkZb}&jKfD@OuZ8HkXO8Gq@_Qq<wknzx84<N%
zE>`)iXu(QM)O*OaQLk|I<1khF>693$3?hGjMe2In3IzrDR;$Cmx4faE5?+&PP>2nN
z=V`#jGbBun=xjoJF4TBCr9i9{>a}iV^a2zihWpe~UHTcnnrc1jA-7n_^SRt~6pVoT
zk@Pbg41GUfrPx&ovz{(e0VsnQD*6<OWXmQ3#lz!Xv<rmPc(90_D*dv2uy*53y}PgE
zrVW!o@q9kP=Vhix{Uf^+jtycRGZI``H(}gX$yOzXcX|1ezM>T)@$~59omW1=?snU?
zY~0zVsN65~8uHuVy(w|@H)?56S~$rVLEN~sbc2xhTv|Rhr^c0}A(B3<bLj;x7bR|0
z>_d%QwB@GjI~zQ>_n+z(oh|(@qLDCLKD4QvrB^1BfZ1cWO^J~>6Bh@CnE4=9`p*LH
zWGhB}%YvISbJ5`n^L>aDgWh$Pko^RKUBe=J47#XI+vz~q^Ep3Y#v+r*?ZgI2t%FUH
zMh7B*zKm3=LHGGM{v!@`%;^$$50?L6LD#o1gV1Qu@nKj}SsD-rK-G_>^N&P#>{hzA
zs|dWxv67!#qNWze0gS?@f^_*(>4A-<9)6dhZqb-%ROEC+zMFANNV@<)g``Nj_U?B~
z%eVL!ek51>6aIc{t0OUi^yJMK9CL8a+hp&*87?PG`sEM%uf4!3ZKQ%=)7k4A{61y^
zA>Z0xWRgK{mVphS_tq4HR3yt({Jn6ZP^IOmsjaUs*TtuT5B$<xQ|`J&H#T`7=WMmF
zou*ve_^ZF>LtP%ovLa~X!$7ZrD^B}!__q;dH=jA1(3qf|nK!khqLPt=a`>9f67>%V
z6hCVY*ul<=Z>~g9jLq}pru!neO`lG~yNyx{=bv1GlARneoGG&y1%8NCzVV?GR!X^4
z0A{IEEen%jJZJK({L0<jf%v`1qVSz+4JNv#6NPuIQYN0GsG@GW2G6i(e^x1AceZy8
zj|5Cv#cAYD|0F##7yYZNof52r^>0uSBCKrD=}##^dsD;FHlkdAB3T2cp-kFY@g9I4
z=-m(Hr#LBJ4_vHI#E1qzL5VokmO<XjA7i}k!DmRBT6k;pZFBG*4<D1k>4;kJr>vpK
zbZ5Pbzsk-9gpfjAU!i8lD|2{A(5i^$BL5>O8z-F}d~-{#?%mTF^K&2({+079NJK&W
z6JZkdpuY#Qgb{w(kJ8=%M^|C)c8CWR6+L^?>J}Z*w>*b=6Tf3N{9LI?N0^P=t!QKL
zcGkDTQgT1Gw3^a$vb-aXR~!{<T<JK6f*Pir@g)kJ;iNpfNdaBc58CDY$_Y^e+>47n
z?NByHrjEjSiD210woyIaoFs&_kVidEs>sEmvQ(wpmB%hCC3|ibFo@x_w!BorY2&D^
zM^&;0>rEy;ngZWA2<i&*tvadK9&MKZ3w4lTX(p2b2SOfio4SWmP3kLS>t-w@N_{u|
z%JGi`ELJ+m9C_y*L?Z|t7C~WGNph^Uv~8oJ<twdQ77PUwN;L!4<twO7ykOOI04H+!
zW#HFu*&TN(w=4kx1Uxb{A#Cta|1Vglc$oOF0ae<5S|G2RBb>(dM&H_sy5~^ds4~m&
zEkn_v_Z8V#p<G20_aay4?~(7O8R604XPPW}IpuVCvjI@9F<VnQ_TrY|eSSM9<S^Ct
z*5j^6T^ZVh_d)LjobEV!KKuROHNHRK@k2T*s-p3ahp)Os>X#hB)R}bdU&!E$cGRnX
z^2iKbwVeK~s<_NQ)TmDAcp-{EcoJ6K<h&K=0>@LP4Nz)^C=&E%4Y5=-RSe?;=5k8Q
z*|`=;G47Xnbz6J?9}_nhzR<Uh+zTs&h#;Nw>fpZL-INZ?L#l&2T}AfderEl`^?0dV
zx6x)RBTnJG;Aht3F>gKIY~HO5%pj<0E8`1OY*x+8;nW_t$Em@d;v0W%`cc}FV)kM3
z+||}J)~3O@f#XiDCZ{{{|8d1pFhLnOBl}9=d4FZv&(7eMZvKM=`Z3p&&p9r1ply%;
zKR@2bkR6+qO6PvBU$T#y7JK$fckGNy=!+l=wTUJt26=fO3kTbht#q2;sr%0?hOzPf
z$|Sn2p8Q?hZv4-jhuYuWP9*lEcT0b!(}6@@|Cs+%-seAZL;Gw9g};c>r|SL%k^JW&
z{LhIFplleZv)dwid>`MaSO;jvq<HVr*<VUg`>x=&Pkf#e+4aH0cdH^Rvrp9jgm>Yj
z(_8k}#>TrVT8;?zUl_AL=pXLLE6jI>L)A^c_L`Tlv2lDg;0G>JObpQaJSreYZ#Rib
ztuIlty|;#{{kdWk{divw9sz9Ox~mOS$48$Srw5Rw^{~z-$UJm8!PqdGotU-d{l_0A
z6S00zv`?s0BK{F*d18+EM+k!7&nk&1yfoMjmb^9X921&dKWPsSQ`4J~okQ%|+>(aE
zctFibT7&0B)zJ}CKJ_CbU^Pa}$o&GJ34THMg`&pC`PpRfq+=|smU9>;R>I6oXRGL*
z;Oy>o<s3%H=hC!s-d>^(D+W;B=mE(|;=v`cHNp#D&d@}MZay&)rRi*%dti{sHEaJ!
zN(H+#&b5NpkxGq@T9$oGvRkI+d!f>pM$Hi<+X~L;<)Y0>KrgZ{I{~oSDqzFb1!!bV
zWeh<T@uUqvJ9T*6k_W3WP)HoqZd(aV;NJ%mPzII=w4}o4Qx_L}g&B-0PU}yc{k0>@
zxI0POzOM4@BzbdbRneEyg$eQlVJxIf3XJNAv@%p>m=clv_}#1j^pbg^Z|@fU&5-Zc
z*WP?qF1^YOWCpS?C2E~nxLQo4|2$7542F@}dvkX6&RKib&!=JSYEB+60|P~;!j6l>
z<}^Ci>CP%0B6uM-)qI@)&k5o%ZAC5I=B>uQ*w^VQ6C+EpJg${TiunQFe++C%&4?fs
zoJK~`K>4+*?_HykM&PWBc~_1o@ItiP^b3I`R06B&L{RKquCNOEQyzA+1N<W}m><;}
zuNED|%&gcX2zHZ{tByrb@OF}by1OYK8i`RbY;ZXtztd`63=!)EwE)>C;wuJ8K#BO-
zjR`K(dy!F_8sW`0R==l3rJ~^hesd1U<z0ZZyVXRQ5iW5kx7h?zIZTEcCw)$u*M!b4
zg#1Cuw?{AJh*1_>+HJ?oS8I;smiaEb+b)g8+M@aH2QaR;MgClea+F@K0fYcls#MoO
z<w2f>XjI%Z`u@_qt=?2(F3T``$P?G${W^3n5{)&-UC~l!#Og+!8p+k2%#~R6qB_gV
z9^%Zb1HF^Pmqu~(jjoob-P(+Xo?WSp#r3{OY96?(n<rxN37Ez4J5=j^P+H!HN!um#
zfcENI@tzWVhTP6s+jsPAFQ~G2UM-f;NS;EUNl(s4yT+WTi@r!;ZKrgf_Jy2r-JOUD
zJF@M^@cqqTU{=^lI6$s%zp3hk>ab`hm<|?)C3?ikQuMS+HOvS99Ou%pmWZBgQsB2&
zmw6X&y~gIx<BSMex9;9j(kiJ`7W<ol<Bj|>E~_!jrO_JTYIAR;G(-LL_T#3vre!4?
zZfp`et*lo|2=OL;XGTaOWZV4i2I>eR%uKwcsye56YZR4Y>iJ<=eVHY6Zdywj<Ct1e
zMI<OGlKgD1GWWVZZ=mZvO9G+`%VC<ud%hkD%W1}Eca;1(${;p<aEC*Q{v}T%FTzB4
zQT0$?lc?DOM7RbkEX3+Ep7-{#t0Il$sGU|@Eook>A{E)p;#Xl^&@yC!1qex0OnXxD
zdq@ypW2<5_;b4xmwm}tJ+e83jd@6^XA}##}U+hk30$JY3F%V?ZvuxWB@{UUG0~WUV
zEVMTD-lD_ONM<mXF6tFH)g_y;lDsM#4jTm7%_pX8lr@R6C2ALY`)L`9@#gL(R#9C5
z<~bPZS_XoMH0d{$=!!fN!-~ts?IZRc06X&0=;K5X^k#oX<R-hfxyakbLMwmjq=b@7
z<IBt$;k3gbT0YO;3=Q_6h6D4Tg@AUCO3r3)Uj4EADw3;%(%ZG|C;gTlb@rB&3!i(<
zQyMz$7y9Ruw>eIjkIYUIWJcMfYHYQ@R7>TQ5Vk+_M`kKwZ$pFC$5}TYIvVl>Jo`@-
z|G#~tbCfeIG(KtjrT_YmhnU|Oep3~B)$)>?fqNTsmF><P!-6C8qwhZ$mjBv*=*8eI
z``5N2gOUhX5p?O*r9|wd$V-X*SJwXT3-n_Q>z5WR_hatYZNGf$;<wNJ^1m^B>G}^(
z2A`If_pC&`+I~p^|3{%jra_+qJ7^Z**n97T6UEbNIXk5{eivM}6WXXY>%q%tmIlou
zO0{5*=;T_2R{<M-+f_VYjM?>ome8`sbJG}s8VaysXu((E*1YADK*z*!m?V%%&{SUj
z@g}c`I9SRG)kSDDHdhXK;y;p{RB0jM%jQh#9C58pC)5pD9Np>+PRtM&#ZTyf1wn>8
zSbniWHO8xJJPlJy8+-=x*j(o4w1$CEZb)&M>*qeN`1nsGgc#9Wr&CgMZNY{^08>l$
zvt2>D)<})+Q!ge@t&)U-4J~ZeBC3C;yik$~;rlgbIN++apHRmt_w~Dee%{7o7u{Bi
z-Xi438LQ`4Jd7mu@PI-bGA?emEp^3$rB`(&E9FddAY%*cT7CDhTc{s4YAF?_I|Oza
zA7PBU#a&B&FBTvzU|+PKslci?R!W8c&ES$qh?`(zGeTnvDt5oDO!QiG(8J_9!4~-v
z>&^pp7b%F3MR?>DSwUYZ9YB_Q80*XW(^qTb$l=jOv&w2`7PtX0B?W|Y_mL?VGOzUN
zXWVcabFCbD;K8XpP820UQt^d^)VQaj<q6HNnN7(l&_0fgC_kun%A`Y`rCqc`VR-To
zxGN*h-&4S*Gl)$l;<N2K+wd+}L(e(?v!x4j5TmlyHlXhyJ7tY<`K?a72F`zQmdN+y
ziuGWjZywfSqJ!#tGU!<<WP8Q-(t1&00VVS>8dH*pxv^L>&vUc#PMLsy(R8O08$7Ef
zDO@R+IDk&=LL1lXt-XK<-Q4xxhCH4Y(Ga22FYJyeNB7Vk=@j@ju*Ful%M4RM(7zH3
z{R{;@WivBFnHf$eTrzL<gG>&*Nq%#R>Dgnk%rNyr=Y#!?9EfpQAs4q-TMoreWJB;M
zmCQThe5xgV14kg?Nj|KE<=0#nSAPGQx)tVeBkVrRBr^7}cI*pl?{H!jP~am;M&^Yl
zmF0yj%|Fgcj6Wc&;$jA&9~28L1F%&Myd-D_%dZkl%T=OeCUJC97;jtF=Zm6dr|zrY
zzYhZ0RV16@u9?CT#W~~75h1hn$f-S8dr2uZdR|M#T=Yeij$uj4;G?2+`vFB$;`>D?
zM>=y%Q*Mpr8ls}3qHGY>t0#*Mn#_`ISy+r{Y)FyGUMV~>SU)Il<yLlu+e*X+<Vga9
z%m`ONx6(C#ua7BWg|27z<vK{=99u|xRSMGbd1;B#70FaC`vJ7fRB-KBUZZvCEuU3;
zd>8oZCC@DV9E(01X@7=KJOmnNVp{xD<axZ=<EYl<k?TR6sUksHJp}KgJMgKxa@+i(
z%s*{2R7qMvNa*Sq#d~ceudEH<k9!>pGr+l10f3H#IBc(lff+R@rIDA&1tqU^vmEgg
zu=bnEXu6|r;rnT7wpMeTAUPZb*0LF%Ey5*~16YTQ5$XO9KRy=2FBV|*QIR=!2WsJm
zN;T#Lx<kS`XUWyAcg6kf0JWpCIQl#wLVHBOvUQ>?I&wTkl`dYe4f)~yLS?97|6SsZ
zs?g{~wikpNZFIumHn`KK4JjAA9X%>76wt8eLXM{EP7;EAUa1?Y<{^;D6MP{>7;0LK
zw`ONoj2J&qMf;>=^YGbrrmKJGs*DVwyU5KM{}YZXG#s{dg=U<7Ydt6-gl44~lf!D%
zhGej0{huj4R=x}QelYP5l4zsC3WS6A3Xd0}4x*Cfe=;*yDTcWgXR8-_neVCdltI30
zYK-Z)tK=?DD;1z!PmLM68hzj4jW+pid@RkXvWGrF<gp@o)MWW!u)Vkle-MH3_EbaH
zHkg$)NhB5B9Ro6jjh~Cwuv=7`_e^n#bxbSQUx7qYBRL4$PWM3>e_A6Cs=CIVOYVL)
z8*Zx!_AY}jmDb$)`0xJVCe932klo81tczudm0bTLMxm=SZ4nOl!HOzWmSQRN)$~7a
z<Ic^KEaAHz&4;4Pejor5d4{Ej*)5_H8dn2A+xYo{wIJ58jESF8J0iQV7t)h2X~r|}
z&KVo8Canzr8>s6j_8nelB<d6Wc_qeiP;n~dO%<=a%2*8$mK%`g;m20T>4D8GSYs|4
z{aJzBKyUHtC4&Oz@@O{)HHqWjmKGm2h`&!J8$TFFOoX3Y{e(b$3qCTQdS3V4Qw--&
z))lj96*4A%dV!@pg5o@cjKs&u++(K9VCp2V+XU@P(<=PiS>L*a5u@}|-Xi>#F+J*N
z<@`$Hq2yOx-;RRvCs2Pa$QxX;R1rc%yOx6~tSnHpmz-C1O8MT2FBxFHS?}+jx{eqG
zdDRT|QTm-nmK1_0C?4h59!rw%t&)uIonlysyk3y*A|m942*h^U9kCypLxHk_$4Yhz
zG+p0KxT{CvV?+C3Nl9vqwF1bAK)l!sYz=(k*N%;10JxTvpf<#vt;QYuv>2R{Q8>}r
zdPBIM^*|{10V$chf5pxdVjNE+<h3laXsrw%i_TC0`&5x$x%2W8#nt>+9w7q(y&N@l
z1+4TW?5-6%RnOUnv#rEt@G?e6x6SxMFG`J(@a}G&E1mpH0nfu(FEtM_lx<YeTEcAP
z%9G=i{WQUX2S(xtv=D1n<OzzCeMBjYi(56Nr&CRVKDtZknr}`pM{s2eIQaS~Ir*0U
zAmlmWjSp6qa5Nk3uAQQN3V*)bcmG`lB7QWy<WOnKdXGPVtG#LA;(GCb2Inpe{B7wQ
z>97<4=Js$o9+#i}3;v^$R+1p|Em4WWTw;Y)xu>-_iH~nUTe#Awamt{Unye+0GJE}K
zzl%pKBHE3_Wb+GuB~I!(6aRM^nnww`?(Hs{SK}kO>j%&a(f$#@M!utR9(+7&0iwHR
zr{$BNl0g1G9z!F)jd&4YxCKu=HPYd^nwA%r+7lHyUl_*WMyCckSk7_MAo)yYBds++
zAX~#E)2}Ro4W{(LoR#r%+U)HVOs^jyC7Enb#HWnSg{XQMo(|+!B_T^G(M!VFq|R{t
zZER>_?wg^0WX3v|4m8NXE1Ce%kH*1FniX+4yZZ9;m5^s4)^d1BLFcmOf%zmR9gzTR
zI>b9<F|yt%><v~CUnIKX7=We3l`9Sa)92O-571YrX0IvL#A%G>X<DLr9|g&!lC@x5
za^5!I>IyQ}ZGw-^pzq`4&gY_bY*tIy*iQoLqt;EuT@u((1hGBHp^pMQ3I6>H{>ot0
zR6s23wpO0oYCOv4cWPA#57=h4(s*TX6qI9*N!5eTtYC%j43dM!Rl;rz&Jx_?)|S3<
zJ$DaPw7Ng9=aQcO{D5sD3n$|m%fqBHn?J-(eSf6I(y?&tc&!&1`k{X0uyTZvF<_oa
zPtXT;@MFMQLDtPX;roi%&+&L0?A*S8D5DEeLB+T(`@7kSzCU0}MSq;{q-Q!);C4~5
z$j0Z@>n<F<BXFnl<k<4+rC3F&w;xG{V51iVEyLNFXsaMyWPPysis&DC1%p*r!Cxjd
z<8V4kO-It;)ibrVRQ=^4Gs|aPySl6J^do7r%Av)m<D_NN(n%(KljV=ZE!Qe#gs_y5
zE=Ps7bbJjlD|!-J$flfns<36Qd-QWIuuWRabyg1=>m7i_{sEan+=tl$A)fMAyZIXh
z5QIFRsT2jzoi?PitK*M#i>0;u8ovo&45{3($8DtDSPXKeZTlxmD~OeFw(USyB0Wmc
zSGSN=O><;XahJKX&-enJ!_fWpc$c!Ft_n*7e^P<J2!`~b>+q!4>0Pa^A5ULXY+|Po
zR6;T%n#^3%0&HS@7Gram-H6_CogS+Gyb5+KebWmHNW81B{H`{k8EBPljPmZZ3?(F{
z&T#PwdMU#Mvg5VzDQ1rT;X@nYB`-w85TjL~b^G5s?d|_&=(-WBk(r)b-BoIPc^1r9
zlp}UTBkK)=Qd|$6D+&nHWy98`$N)MwXiKq&h>?g7>tSYmK}FTaoR!rL6S(O`xFqD3
zZF^||FA7)5<VW+tJ~+KiCIznxtA_CM)x`Wsq*n8o8ng%Z(qtNRG8zlb&iP(Asx?|V
zjwC8IObNo;wxCcF)HvH@y%+z7Z;9JU=&0a>4Nn0pN{e)yo)JFCs1F-F-c9?N#sduk
z^tZ(c`M)nH@>%#iDYl@4DhIVpHy&H1V<*jzu}*29IXKvw9?T?F(%IBFOxG-db@yH9
zs;_maWevz^&9$gG%-~}h%so?EZR=RcSwGeIgHm?%_F^CwCv%<X$66YSyea4T-PEko
zl1bH?E2Yn88aHwo`kl=f1QpNI`Y9^=E}GwCI7`)(HMFF#ph;%COdJW31EPKQUJ$&3
zb_+jr;orLR^UFspXlf!E7?NN8qgb1KY35MZXCbffA%>)4eLk02F9k2?&CjPbBuPm1
zc^S0sdKp<wkU{FilieT3@oNGbdv_T2Z*BiKzwH0>2}fqA=d-0wPbKb{cOr5}uUEN*
zgyP-(Z4xodq0s|A!`lT~!4(7kmA!=l#2Z}Q;oLDPR!3}eU^i0mg%evpcmiq_NhQxZ
z6dw_p14Y_OJviX&?XE;AfOJtdJa*1|A0f=l`jz=sOo+p;u5~Bu)~wzIy5jS7<C_nK
zwCZNLURtV#uz4LoITCYkAf!A|PWr3&s-4J~3AgHLXES=dsuRZPiE4w`7<WSg6ea8p
zOXlJ!!WBD8(xV*>O`2c={4^;y@5Xg9XJqydcX<I90MAHMH(>!ocY94`Q=^sfHA19W
zEgeCm=JJkUs1f`(^Ht<5^5oP3J>!-iL98mu-q2R~4$-vLT?sTHX-6eJaf#+Cz0%U^
zs)ZU-xqg=p0r3_KAc*RXtXZDh>8HTzlUHR*of9FA-_DM)MLe#jnL>xN0#LRRe2OU;
zd!i4&FpbA#f{+wabSyR=B;!0b1GPD-wb}|a=En)zEP%hG<A#Kn0_7|KO!(NMx|M?v
zo)-3#3y*cc^suJYYffr3+~|4bXm3Mx&o{tb%KIAAa;N7hx*Y@w=f=Jk0xphmkO>%s
zIXmT+Cv;AZi?z`qfJ6bSY*X-<pJZjFdDpS{iWnaVY<x(*TWrGtAWuhI!{2pXT?D+r
zgs5xixeOn89>OxSJQb>P-X&R$&Pzg#YfR)$k94dZhm<*ttkGj7{_Ad0roVA24R`?w
zBlX;$yK_tMMF#JZ+Esl7a)e6ums*ZQwDpI(O+z+TVAYIW_2E`2&=gt7ux@Rlo>fUu
z<65Hu|G5FwZa1vbY_z&O@xUj<;ZCWDpedGL30w;Bo}aw(Usyu@kqzs17YQRO^8LGG
z&H0-9n){YiqetVZmD#3t9_j=L6*`$mb{^+j5mqBF`Rz~^&p^f1T;-G`viTW)Q02XT
zbK$%9qXf*zNRQrG3LuPwuKhy+=Dc^AOIh>Z=liqd@ZJ7_KMi7L<$lMsZ3(ak<c#y4
zWfgz3Gp;NqDP5bIqi0hR^f72JZYY+GkQ1mmpe1+U^~9KBf!TLu=D3lS8lG{)1sHr&
zSYFUyl%J6ZT){9#M;$#Qqn%zZt+~tzizEdVlgO@=Gy{~=9Y`ZdYZFn*64D0{i^6C{
zHJSfJ_${OnLj*VT>YuPdJlqUg2*sM-{HJW!z!FCa&n-2S7d>NI3g5SF&XDpV6c8gX
z<PCu(N<Z6N)&Y|zT(!P0N{a0K;dYB^o+R_f#3cJCm6owEahqOI3tp7qbcCAYJU3B^
zU+Au$Ku`$GzCNMd)MssPQ}Ws&$VVuO&G*c?iPv*7{)dJSbL|=LQ7ACqlS;?QSuEFm
z(pKj_N%s*nKPi#ubgNnf1g?%cl`f+F3aCuqqLfynrp`I|V@YGjD#Wq*1ld&So~5x#
zVoD2ZpntXJSW{{W33~X)b{g{F3_0(gP$wpWlBKJ5E^Nf9h73rN!Gzy8&fCIIL@WU-
z{a;nyW)c7DV-DR{k*g0WaV(_07#xK=@y|Xzf!fCDq<z@)(y5b3z(Gv*=__U5a(>mN
zT`E1b>8&$wq}jxL!N1D%s_EBq^(7&clusD*11*5xx?}33mMU45pvT-BpXAF=pJ;Bn
z01e$bl;&f^^i~h+eF;!=Ng<1fT^qSsP{WLiHE{%GcWyucNM=`5tq1TJ#w<&EFOqET
zLO_V~4!GGw*+REbEkDMLvq^fEv(}{sIy_JwhX!02C6wKZ+50n!P=qGr?hWg%3ZWMJ
zpi4Lp(<zZg+x1P#Etnq6<Y$`rP*hjVX>UMaJzNXU(J&4eYwy^00nnMPJpaLIJ@c3k
z+a1Xbw)a?54Jzk5u^DWpBPDit+h>~KeZjjn<eZ|#<LaS*ASLm1NC^)fJm3XhPhLph
zk<8W!*J0DHH3Yz@a@LUTzZo2WhIACR#s3qv)Bnq!;dUkW;1Hx7d)@kGnG$bjr6<YT
zM@wr*?e`n&nypW2DJg(qq?>Z8r9;K2zWH-JgyPQP9~vMu=TWPFvEx=XMcZfNGaNL9
zeZ8Ft8HAMe_*ioieaIXHW^47AHDe_orX&GLrXyb#e9hVx5x7%ec!E(KY8^c3vhqNZ
z9YJg~7-%f^PtTFt+_9=gpFV!yj-B;W)}I)bU0xdklLeAa>55k4F`D3BlW#76GhD-Y
zSBu4#*K(+HaF9wt9=%OTed3kw=pm%Jm#6O9%Sp^(B|cn2Jfaxy|1B_9dvoj~WnU%_
zS5jEyu4t~+@?7~u(b$F|P+zjH9xGAd4+M*&8(Cgkbk8I?6^aTC61{N4Xzz2q=e1v#
z4tDEQ)r7jXzfB&P6H0q>3|@{<%!=jXA1Ldu{p5{eQ#O)#a3rlc2mNZYDNLLcqt<S4
zcKr0kz;(6_K&pKZts^JK%WFV!kD6`hAOd+KD4f)4>zS%6#-@_+Efzxl?4O81{|1!9
zOirdpM#dJFgmIph<9qg&FO*p%n+K|Uy+RFu(J4Y1_saE;>LciLP*%$UzjLrSM-DW2
zBY6PYmhETopPc-s36P&ta(<FGo>p3N1?GFJM42AlMJcH*eq|3Gksq}kQ}LF|_vzT5
zw|CtM-|iCi{i(Zp?nuP@77RU^G+*hmggt+nO5K>#oL!DM=zl0~(3Cc8;8wG)GJ?ho
zar^dSKUw|}YuiE`@XT1qSZfjtaPVI?ovLQ+hr*ok`IU5yXF_>lK^Ai-w`<47a_2oc
zn8C%;D(cA8suUhKWzuKBePCA2cg2d6(Cbnx{)aCc9D5)kjmXOj@g=ltttZcYVWl2h
z)Nu6{ZTgx_NIf)y^0(`O!DDsizQ(=KhcVwq5!p=7a*LmeWxpJx+*@So%c%&5eHBK`
zf`6D7E$Z-BjzO#rI%U7B>F><|s>;szhSNk#lo4?mdm~_T*=pmv#=6rI#E{ij;+&+4
z;iea9T!y}Bb!`4DsOtlC{mBxZBd*v-MQ&wd>X#H`D874)F6{b@(f*#pgGwPUuqq>n
zS*9g?joShhP27ef_3{>@3wq*S3e)U-yzy<3Ge*FUIh+w9<{-mGqAm%vDa486a469p
zeWXsxklp#Uev%1VxcIrfpaNKq5|<UC;V`+A;1Rtz{jJN!y0M22CoTp|$c`E3AvvRj
zN_0dSkMwPG@Ml8lXLS7uu4UG-Z1wbg0wVKP-p3+4v8seK2}FIZOv7>LZWyivic-;-
z3=mt?PFA=<k{(cYPkYDn-WIOeuPR__%F!Ho4U~Kfi)(UC`B<&Q<68c>8_CD`oUT;|
z=<BTfwkV$HXi!b9o5v-YbUsdeqLOt?E$26qQmXBBf`VM`_`p&_?_YZLuLgyw@569)
zwrEhqmVGHYjv%Bp7dtiwx?;S4$om(3O0*g7*X^Z?L=h5l(iWyer8-HRX9FSc(m#x?
zt~Vm%wm?4BeV>N^+!U@=!k)6J3<NW5tn&Z@2GhvJqiEO@D2LpZ>%`<zDN5R_5CU0y
zS1_Z4nC>mjI9##h&HG&D@J3>h)~}$2DX}~7h<NmE&sx(X8m1$_u22c(9u;Qe_;Ne_
zU&Z{DC0nW~DP-YkqD#PubH>&q$DdDk&xpofHg%08;}$4~7cES<De_&kW!i(GeuRBM
z)(GsS;gMLBJFk9S43EpQ1Nj80(Y8K()M$0Hc-NUS-0yK_-TzZeEHv*cqkpjaN^4`@
z3E&xnd(~rxORGk5$$RC_4!+)W92&s0sObT&=NG^60AUJ&R8chrKls=T1_%^1D<~$g
zVvVEvPsoWqg9^a52=?!zq{1U-Z|}sC%J_HhXph#4_7^7`Zwv9yH!LM8asA~z-zt1#
zb@gGd)d+D6dT?r&60c8#RE5bvd=vDJd+HniK>0w9(Dfa8<I2=PF;_srN%_56!8?x=
z03l?IQ?e6UZ-FM1va4QbQwv_kY^1N}bw0JB630>20jw_0lf@OQHx~PEtTdHZ3V;&%
z(HRPFy1BBKf;{Y9LrdL{zTuB@P0q9pDPQA&={U*dsa0g|G@~AIx+_*1x0-(B@As(v
z*B!lIPsX&MU5k*!P4@DprzLJk?tMN@3eLj=ACVB5sNGP5lA;sZT_RVVkXI1%gn|@%
zw1Q)a@%;A*W<u`dgSDz7(|l%#UOU(cuZ{Hw^ZVGH^7Kz7S<2tgQSKM+kQf-W5}Z7D
zm9=KOvX+}=m35f+bmX*=dtrEZP14l2$c+_og9Ns>>J=MSl4;^GKFlk#DL#s#DZmA*
z4OmmSqicPVYArS(TM8&yeX>tDqQIv}LXI>~ssRG8&2P0F)dn-&65sml&!6f3f!5fR
zW4uZ|9~^<o$VX2{Px#9AEyAM)l*EKXB&0QZ;G?i<Kfp=dvaPjh3{<QZzU-~pFL+9R
zaprD+&`!O9B=H#(B6UAaxCGVs^y%0W@K0580x4f3L~Y#Ntv<Ufh`wTq_;=sj^~c)>
zmrFGeFC})M6H>`U7@|Z|Z%(TfjUVVe%ygQRW6JmpgU^y`M}g5F%JD@BZN%v&vG8Cg
zwRp%QW6qw<Rz+9Yx<ITSv`WP~G<(>qab#`OD?i~N>f%8J6?;_R+muSGcB!kCVynI?
zE|g81)qWIc&npCv>96S`1l=vDsHoU#8W=Zladla*@OO9PK%ideX?RENeK)Q}J@Q<V
zrn(45Gu7n9imP5M!WRq+#M)x%UdHF|uduV1($ucdq9s+@Hps!IE;AvCM0dQlD{N+6
zz~(mrYC`9Msb$MB$om<+hog2a?`uJ=__zzNh7_#pw{2FsJk1_A&X0Jrti>B!Ga)>;
z7v&VE>zP&SB<Slzm9!p0Y^vb@9YAp3xbS9m5$_6Bxm0miqZ(T;&b8?DH-ky>W>!Mm
zmSY;P9%OP4T^kr?^?C{=MfaG`HEYxaP9jfLI~ahM8vgyL|9{!tH!h;b<Vj15q#%Vy
z-3z{YM^~8-RgP_Wmxi?!`!AN{c>11lFQV!ejk8A8yXeGz1GYK~qcxPG8n;S1pCAqD
z0|hS>1XU_tu+Sxw{ra-QP9m@Fbv=n<KUjN-CKOTIjYAhsqc<>tPYeVndI`4Dr2V%8
zq1=)8Zq0oim+Y;jRbl<Cm<t@MNR25iQR^%HoV$>tAEocHyT6`KOA1u`S$fF-Sk>1*
zb)c}B3b^oIJQ(1OCPd8+=wIH4DuZExti!|oX&{4_+Oj#CTAH8{T=wJUDj&@iv^A!5
ziV4QLmKay|hoee*oa@h%qL@*|4p=U9Gqj>~RJqW#*PiRL^Kdje1C!4zLKrsAVVNx-
z7HD`UwFBUgXe?t3_9g^UP_JM8r$>G1Go1xpGUi0*>8Yto1c5G5D}oilP7a=B-gkO>
zZa)8o=u04!g%><O;KcM`e5|<_msAb%3(yG-Hu`l_9BciYe={6#zDz)2W*Zga$v)QD
zkeboI8H$ElyZlwv_qR8l)xvG{T^4ag4%>|u0^D(~Nd)OA)pEqWEmgUL==a4P%w08l
z>Qvb3@M4ONBcZ5CxOb=hr0(8suSnv&``pa_xu7rPgi!L}4=sC9^o5|^OMdBqwm9p6
zw>A)cyg`wx=&XmZpnJ<{*Lj~$`LYreM!<Ip!nptRKqCj#;sX_A6wTz<#R*tnXc{`$
zxZ<>|W=}oZ$OQ$Z3m=Ky`Dp8GpOHLOUt5bbRIr>LP+u4GO!7P82id}>M=yrw?p~)d
z4Yp5)_z6aquT8Wp29{>ki}1C^^kl%hQ%3O9QYArQrfiqp+|deN9wy?!<RFOvvOvD~
z85C5$xilxk+mZ>L#M^=JmkDjZk3H09Ay*4n_Y~1>(HZgnS9#|h*Tnwrd5+~+5R`+6
zQuG|EfPex40RfLvq_>0s0iqOvgc^EiM?HwZ0i;U_C@mx*iIh-6Q<UDMgc2Y~4ZVjB
z?)-kcdtdjw_I2;>-rc+Z?EEpA?@Tf?-^nxI`aJK?^AAC{Zh&^m5~{+AYE;!hGQz)d
z94r}HWu0)@Z1o>~n5bRu_u!-y+ADIH`q>N3a*5mJ+x#R$9>aKAMvwS`y7+Ki{HjUn
zTUxN-n!!RT8Na0ITwVDT4J*=V2Y)F3-NP#vvRi+!Ed=ZRVB5GK{xz6C+!ShU7(Zuq
z5HIK!e)3KM3s4*)k910vwo=P-P9k!OX7(ET$m8uB;Xnt6w<w9jA8?u{PYp4wsVS(T
zr#M!N*ktg43%X<vEmU|3_o{gLUt80^GOYi|=8cC+)XVyIpwz;G{v8#k>{8sY<^j=Y
zS2;L=JKI?M@#9>@$mb*=XlO80mLQrrUuZKnxMP^m78QKi!5W`sCyFc`QXH=6@RAw0
z6woi%Z~o1^bHe&s=WbpKkBZZky|wYjZpkVE9uhN%(iVOC;5x|^F=r>vq>p{)R9q>k
zX87AJQI$A!1-yTkf7kBn2-Q_hFjs?;^C5bxxGW)-=9&y)ZWQ)@gr8%si<nQfSp{+E
zSlK5<#rl*I<^v>!oFIDH$M(cB>Ma#ZyS5CHV}eF(T;rs<1S2LHyz>(gnLudc9tGrh
zuB-8yy7i8}pjb$DjBBQ@*e@#oR!~JK6Lgqtxg={;i-<Fj^qGsyO1WEQwmFQqJ}|s&
zi@zC%4;2jY_2&zak1B!mysmdNzDD8uIhv!cUj<&0=DoIM4rz;2>~go)hcwpRr-fdV
zJUWiR5EN*n;I1Us3j8@MyeD`WUpD~mO1JLxR#X<iaGwXXMXP>GR?%bBFpGfq<T<X)
z6<c3X5j6gF0nX=C4CnFb<&QtBqH=1&eb7&30)~)&CK_E4cMfb;A+aZ#4rq$t7(~r4
zK|k3bW26)q_$td0TaJKq10b|jjE`lc{|crHgBmUO(+n?SwH%`-214vesXEH5P_>Sf
ze-gmvn3}E&ATfNUB@D{JO(=9T$nZ4ffu=R6v)N=Dr<8f5Xtf|IvCXdEiC8OXR^mO;
z)I^KW6uUt9<!5Qj^&<laSB0i)OH`@;=Ue{$7BE{rs?8*~^4einJ<a8SL!t^DwoxcU
z@r%vStFd)<=Y4*FE|gbp@qs|@t=eI`y9gQ=?!*n@o)_SU_@wbEV}@UlzxrF!BgIFb
zqfcD8h%Fuy?oK0A>t5^v2(%f&l_q(x>-{NlI@9WwaYl|b*X&QQeB^9#`F!j><2%ci
zOy8^HIW9e=RjUezp(NPz0$N&dcWk^Vc>IG8Kiq_7(O0(=VS|?pU`aAbHiW;NtJtT;
zsfT{yK16g5;ttrCCab+a&YqI^kmS#^--6<4o^!Q6ZWv@;8%BsMC-AHBfQ`Vq&jJ*y
zuSN=GCzmZspDR)nYugKdcrY|t2=kGWs0Q~bohL%z#k6*o(d;Sw`|)ExLmeJb+ullR
z7wCrRm@q&{Ufx!q?!p!gJ-wpICeS;_e}-Jq9GHy0ws)_t)yM-DP~m5$7|gj0%YA7S
z8qs*xG2w71_b3+g%6PdV3S|cpEB2t^;`?5Xdc<0>XJdNMyFb;^egUh~@>#ZO_-VC-
z9ntqtQ=#JRl#6d-#LuyO#$u+R^l1Z2m-0)zZ=`qmwcuGI;4ZS=jir$<X?i8cnp!h4
zz@YXLFh4kukz`J!M;m`|%|+<wYU$25U2^TMTC=l-ipU*@P$!TNR@dOBFvYv^DI<-6
zLcW?izw$BtT3)>RuU@b}B`<Y;It8Qf_0>FD(vzAMh<h@PR?JnfGt<e@y#U~2jgs>6
z8@?e4r}-+R4SBPg=frbI(lYxQ_-YBwMLX4ifHZ42qk>U-Z3pDJ{rHLzYPNMS%rt7<
z;DwIFE1A`QVln`4T57-N*VgR*C$9$^mkqKv)8-2fq}^2j9MqYq!BxY3o*hgW*Oe@~
zZCmYO_s@mO9X*TF$)p&5vph#os0P^j0`Dyv<T#SKnDd@b`Y8BW@vlGF#!=*5fxw^I
zx<Z-8U&O>Osj5h6ekZ(Pn*gRI{<-}2+c&C`$r7?SwNClrL3`1pZ?{8O2YPFR`R)9=
zsuCX`!OwRa^i9{;{Pdu*eL|IwKum;|O2@z{KgA4xmX&?YWA6_MR(FtFKz9%YdLI1s
ztAV>j)Vs7IqUxF<4EsIF?Ayqi!Hc5SQSax^qeA3+Za=Kd36{xdZ{y6W%m-h4GbHme
zL%l0*$D!_`=bL5&p8mnI8c<nhb7wW`jkjFkrR9IS-2W++b=L`(a(X25H%W5hUr*|2
zn-q;Fk+wq|0Us0G%4^m2z2%!{g~9{>vJ;%IVFVpJs~L2>A~6A~qfQ3fx%UBo{M+aL
z-#&6$;;*f{fGU^o$o1rtC)Uvx)q!}*RStA8Uo%g|sP2ddXHK|*&3pJso^F$&IqoR+
zdp>eK1s!XHn~IInaQ*39`2Ly$Gk&*`Gkl5f%&Tz5h*G?H9ia`$`29lRUS4L6N&;yy
zrRTS&Y;1NGdQl@YLFg#lyYVo4*)r)LY|pgQLQ^f2+D>h@s9vnx+gP#VkziBfcP{h|
zd(3O~F(<CBB<%d`<8J+d?ZUT3ext21VADdriqR~iJxM%nj`FwchPsBg3!fxxDmPXo
z5LQl&^u^5IEnoIHvJTh8mB;Mm#)g<s?jZN_PokKhai_Ujz1o8NHL8(7TaBb%8~%fh
z3mch+TLExUA7-#5o4QS%_?7E{k>}vQ^FNJr{`~-5mG!Z1th=k?b#6VCPvyz@oxZy3
z%~*6&P*FKYI<a!7o;quth0Qo8><}Bmzw^-ze#gxJpDSql>kDGU{@&4FE-r<dS&T}S
zel&`T&{}gys%{N^-&bBtF&!Es-!<JIh4eNT`=p)6r`w2s45HA*j1_A%J9FPBLKdtN
zqY+E)?x6PUn<#%7JH^T->!Qf#UHKA=+e@C1Au2577lV>}B07@zT%ld@@~EySvAddc
z`PzrM4-?0?S){nvdeNc!k0HV;kG`Um#|}#)?P?4y%of^JS7D+cvuZV-_U0n|J9wH|
zZ(`}YHY=Bxw_KiCJ$E!%oYiDb>A7q>HbjQMO7XknV86{wuk9_#Gwp`g!bM#N%|lYK
zU_<Mo+T_OENvOyw*2MLqHTGM->l;K-#wsU6m$w4#JlGQ;3=8ZZNLtj>lM-}9^^b9p
zu+WA~d6wXcmXu8mD>j+r&dhR)K3xXaTU2RVaDq2K7AhHDNS?u>D_W#M9Hm4@L`5CR
zhx-es#g?q%o7fStUandS8^&f^x?<F#JcW*bdGU3wRGyCw5EcCP8!%vyyeny~2de`i
zoxxfmR@-t_%;ZNYJ^H?8)i{sX>x$^?z9s2R{P2Pq<i*hgK<$p+w{y0x;yV!|WUU7U
z`xwJ6X4P-@CsN2)x2;hYQcY@nzeb8`YTd=?lin>SRRsj-)ig3M@5MXrKav3@XHh@j
zT72M8*71dkc4F{eZ}=Ll-!4%_BL>8(hMTr;cmz(b&ILAn`@sfb2ZRt&Jc?ERHc>0m
z?wZSaZ*hKQ4Sa9vMgGyC4Dr>z`Z?vUAI9r%=KX(`INLB&LQojY8KhZs*$<z*s(tv@
zShzpgSPSA%e-X>EKZ=2S4Dxb3EME#NA6pbOHAH>r{Mb4qE906aTcVf1dnVp!i3rEy
zj_6%Q$ocQ^nRGGOx>ozI+{X#MbZY4<bL#6RtE;Q!b>(Fpe9c*UbNG_zs_hgmw2yjB
zp~JwINv|QYp|^3^Ec<?9Oc^#eg_|=Z4$NE-!s7$q!d7RHnPYF;Py<63QqKubX(qkk
zo0+fjP)_w9X2>4I8`!J`*n$`4J|ytV4YloM+=p;)v=7YfN*>(KzJ2zFt=@rk8;&to
zZI7ndFk&K_&4<z9&m`6=Ld&pNz<U&QVBIpVunie@3jl;2rOed?vQp&#%COb&sr(#P
zh;N|JQ(_fT_dOIdGNOI4Dezk$w>LQuZUzLFSxwEcLs)u3C36(5E%ID&3*o$ia^jly
z;>O`0FGL*svHKpOMR%+Zq{dG+M(rdEqFQM_*>9SK>)TNf^-5L$SLG(UdabUo-wl|(
zZ4gtst|{DX@IbG*Qrdy5{S8JA;Tw0dDj4Aq2m6!Pl5Y-QQU7!MvX~lF(&=hKN9Z@2
zQZy1nJ=Wr>s37!6tqfVKE8m_4Zy$<_+wA(DN-eFQIJ=mkpY@BeW?O=D6lu~YJ=-N_
z44bzSXI*FbJ3Qa*;IT<x|GKdwlvWz2?^BbPf+t$>0BRCi?H`zex<CZNVe){Hj#)hk
z`lx73{8Sx8eHwdpQ*+kW(}(wZhi&}8IjqcXfV(uK*RV(+MTtP1SU{E&W6f^AD=Hc+
zK|A;PduLBimnw0{deKr2>^u0gIwG>?(rz%aB*fqE%3rK&%@VPuQPBa=dAy)_wSs3N
z;*55`t@S`i)`ecuT+HN@cm3jc*|$MGygNCXTCtBR3{^AiE=x4~x;+_eZ_F!Zay~0F
z#i!CmKl{(TLacr$nDBL1JIn106%?Y(LuV=L;mHt4I~mlzb)QY-z<yU>A1hm-GB_u>
zmoCEDf|KV7gifaj|BN~(1Jbg&4s~XD{{!gr-<Q+UvT(6j4#MQn;1XdO5??-O*2X>O
z!9$9(@M6-l+9hg}w}%oG7er&gVu`h_%)UW!4*m)8+qOB-9MlUFq&sm)1)WV@^XaE4
zRJ1-v-C2ses^!nUa|NV!WA;U@+aRyS{OBoyTWTA$G9l*mKo_IxP@<m^)cf!ga0@?u
zEG0>D=LC^eEtp>2w4DSO2A4;ShEWYxF2E%~ETtRh_t3P&Q(fg7y(ss(zR+|a6YsMc
z{-BqtSC<?9U|Szp*ROL9F%EX0<~eXM`-*Wa?TTL>Shsx)Nou97qOc5)K=8@q@GmES
zsw4kN{aH}@<DXd<NSYo1n3#zkM7p6;?$U=cDoLtVkyTtX*mk<^s)yX0Wt0I~<iW#%
z9+^;m{})j0eKlH-ke7{Lgr3$ZS#W+7G>XBLmHk67UZPItJ<Gj&BBU?nUYpHav0wYJ
zU5jo!WVQVnBt*{%oeq_K{N|t6{C8HTlY(T7#H`Pe{i%t18loNM`HexeMl1e^)v3>1
zb#+{L{cSDlu9-^g-69;1TPM8#S7=+1YWk-E?fuy=wC02Kw48_MLdX7{EBtRCI_3AX
zIsPZ)Vyo5VB#VS#XkW$}n2B0P{05&-%SSi2@A|qoo`tXQ8H0)e>3W~R$QRe^a&jOI
zF*VA~=Sls;NS4^tFi~;-n(Hhv$_v9qL@7f;-)Wt8pXK5gW*BNGFe7NUw|kiP2#0z{
z<so>Nu=ojE9m8ac3d`Pm<9mf+V<|xSe~prz7vGl1GFrGdg18t!saK9|GP4Q}JvCmD
zW=;PPyV;{REMtfaB3+-cC#mkMg=x8*%iCe_<ZsFj`Po?N5&o2BE<+4{W1iZo8f<gi
z)U6y9#qb@{M*3QQk<BmmfY{V`e$V^c!?|J1{j&+XtfqdGF(31To7JtoWbnE~>^Zq&
z4$V~=c7b%PXB_9{H&EBKb6;J%EyPNUTH3h5t+h3X*A9o^<CZtP8QHUAdjb=}NJ8F0
zKc(Xsf0NG~*aZ2NCsgniWCrg=)QnlRqxE>}Mb`mlO4u1&c=N9EQko=7k#5A~p-#;Z
zbW{=x#eY{3w>yV|7$cm;CToI2iN^QKw0N2mPLfegLO#IW+ePp=iJ;72V$0Rqt{irO
zI6|*d^aY6OeYl|JlLp90<22*-)S*L_tuG^eOW`@c-VPy0NGa!L@L?QrZh)#|05%x{
zKUyjXPH#EmsdMLEF0&83W?n!*SRdcR{-TttqT<RogRI6D))}aF6^bRTey*k4yQ;5X
z;(Cn>ufZq`miEXE?u>Sop!*Y&cn9`48+CE}*WIJp!@Zzg70GLI^*R*V<wn(Sh-ViU
z;($r&dCPKt)ztU&gNwm7>?V6sGge$A%}Ff>@9fF!GTTD;wGm|ki2j^$oRGPi9X<Mx
za;JV22@!~0{+=YmWVny`=&_5YNb=Lox=v4JgXZU?hH@GnY$A~g+Ia;9sfFlkrMD9x
zi%B2|_jnTTHex|vD36Yh5|R`uG|ynkdhoCCueRNTt#GSSclphU0d(KkapIjGx8zN%
zP6;%vMbIP}3Hw?hJxHi})Z9Ms<rd#|u)u)UW5c{foYZu56Dp-d91)*~85ar*qJ&0!
zu*&_>m_b58ZRea>-2#7p?AW_yF`m!}_Z|_gywtuHcjiAom#9Ozey3^fP~H*AaUk*v
zznu$N*AZU<S?IgFCwaLKKuYfTv_N@{g0xW2%$u$bw^U?A>&K+)3vl;=Liw6o8Evqg
zvZRtAV!@H>$8Y8|MO^CcW21u{ra-)wUD$bO3=yf?-1nw|A|5z0K%+nRY?S(wrNnP5
z50}p#@OvaxO&&3N?ic&O%SwUv0K_!_O3;lG?&jTyX^lrp)EJth(2|ltUpC@{O6!fU
zrb>eZP?Qb<lrTMx#p7sKP~}bu-yLx!R*+8)MKWI$3Ki2pDQ1gO5V_W()plL4xlJSe
zM1hJO7)VV}UJ6Hm(eDL65lm$*tclWpuxTOq<FJG(({KLeTaxNZJ48*?vj^b6bg>?(
zQkZ&J)&+LQ^di~{-)eOFytY&rylbWR`bwR;`>wOk#$JG5%T~Kv1<`x&_aAJH1;_4+
ze4|<jscd2ur0<*5hg67<h!tNfDsUFuJYls|<WbpS&|B8ySn*`Axs7ibPw-0DTGZAb
z^m6~jj#VL;3+bn3apR;jA0h&$LN-T7ueuqDu81MMvS-c2W-O{r(Ycuk=+XQN0(vyp
zn8NvetPW75Xa7^`ct(vfD^@hFYqUl&=>Ib6b<$%uoRj4>)N~@ERyM07Z*B$%a}`K|
znSohhHlcKNasJ8CeG`?~JsqB#<w?;LqBMt=qV=kiK5k}3MnCS&tH=C$8P`Yf=08KL
zKKJ>4`dj()f0{V`%(2)>)G^Gfv_5uIzWbR2t&YIu69Jk-y|-1FfVxUKNG+8&wId^(
znqzOzKeN0hW{rd1h^NmQh?x|;27fv;Q!Srzm#zDe48Q^WTGevL@8T>3!2dzh|M=Ip
z7K(eHTIm1yjBEy!#MeqEp~xjyF27NP28%Mfi}i_x)EABhC6c%aUf!B0ZjIA+MVL?C
z%3tohZ6C1@&I{(@At5GBLr~B7v!2NXAc(vwmVk2fIFwy%mOnqDONaalVxIGfGii)j
zZ8Hln{LL>`n<sDRULr+Xs4D>;FX(6Hj7UZE&cy(*h_PkHDo^-DfZHQfbn6PLr7WTR
zIi_CM4VL8(ODZx|9;irJ`XwB8{j}L7yw6==z^41`WC|}mq%(KxR8XNL_lqLqV%GVr
z2kn_gG%sc4RKbjbyR^1Wnz`$E7i}8t;Cz$bVY^^mRFoQ(dEE5ihMy5X1{NZQ4i7R$
z?aQf2<u;gjpUCMc-HSRFle{TL+xCI63<qE5g5oR@vkn<`!>H7C`ug-p=3{>Q5xiX?
zn~L<Oe>}<4N#?&kQDhp>mN=Z;`v=^&@pGC9$Gy#ONWp1i1CYI61osA#)4H6tLkql}
zN*hN*Pl<~Wgbk!NrkGB;9H~kx{<NM@Obll}%~U0OYzRHD9p0{2e{t48yabH31C$CO
z5WAzj7ZHn3|8cc{cljAM@VN~W9Q9%`whR~vNTL6XKd5xQw_(N=mM(Whevl+6G$I{l
zkb2FC(Zw3NP#8;~S;hd0@e?MHN!uQ}cPTVRtpZhM9;1N2`_u6M1f~A(-pT)P@U%4R
z?Wa>LI(7l`WmI8QY6WGzy3J#RF9TP%{*@G~CMJU>hnqdC;P>Y2MCkghR?`%&ZYywA
zyWr*#mitRtGmT0YvTwQ0R^W4UDG(kN8T2jd=#1#U{I@z}l*Rc|yna6P@l&9-*o;#|
zh!)cBkFy8KKHN#>6OB<D!cT!Vs^UnU>mEB%g0$6F;8d@zl3kyU)<50PY22W`Ek^T~
zjtM=czs|83gE{G5gIe8sf-_q^=^`)uwb`cohZsMmnAc)_+FDNxR=j;@S-PBy1Uq9p
zVz(=ce!KqnygIQZyP&ggV0a_tCi__$F`l5?Fj2jJXvuMVmDzZI$`7^}1T!(KD@<){
z++S_KPBakf&TKnvV(vvqy*_qgJ0`2+xXyKOx~xwTfPXZ$lG^u++oRSHxbGL=3`$J!
zu^dtwL_bsVa@t-GrUo=|N(=$BN<$WAxfL1sK<hfwc(8HR;_2u1;z{=Q;>q=WZ6e)P
zq6uqg7BD#P4ON~W!~=6@>Q7OMkuuXIXWbp|6`Rlu`FRPJEKPI#dAc}WObA^gTZ~6Z
z*_z8IpmXbja>SL}-$XMd#Wi~#&z;eHWG|$awFgY{M_0@L14Xxglc|gb%+&au_=L|y
zfFFg`8D$?=`k};kQkRE&#;><0c77X`my`+N&5+nU<1Uy`?vH{hcS8Z$Il#Ds(sk5=
zW`hKNk_fnkBBO=WD?YSF{n;7wZLh=hK{PE9S|cboYjf+0&Ly4FTF~;U3e#>**w)Hq
z4yy?ey|<$Axe~!Hg$aqFh1I5E&Nk<X!2+P=l{UDQ(1~K9t7@G%9s^l?DsIZf)q9Ui
z@E1X9)bk<#`<XP_hWPH=9pmKA6<fGK=yHL*Y};iKw^#s5<*DD_+!UOHicDj@-A+qZ
zYjPf9&Bx5QymlCiRQ($CRZ}74@xs?|Ngp%A#v$?xa~lyW#7vk^XU^h5_r)OI7=h^7
zc6_xRp>wzoidgL`D5Q-?%s)NtTKacG`Oiu5UTf5{-BZFZmQz3=ZL*`O;)`2f=yE(g
zh`ofdl;Os}Er~u@Zh8HOIv5FxQ5MEPT(tG(pC*{)z3^Em;m*i)$Yx{M_|@YJ%WZwT
zt8;PHr3KN+D`e+O$z|fY*Jpv48UUtUyO7aQ7x{=@oH~#}t;le-9jVOhwaZRQtLBpL
z3XW3CEi+$qFCUN~&rg`URhmhy>`GPzipLf3ev2(d`Sf;V<<3kKDVQPs6;foyh{NmX
z++dV32x*Ba8~qyhq<7r3q4@kD0pCa0F&c2y7Xc5&eC=*(T%Ccq8F_Ac`8M+ss<)Ns
zg@-=1L+%l3jg&3TghqS|h)XU>$jO`L^-hRR?>7!F5vwWrUBFZ-QHsK^($|e!$_*&l
zgY3u{#-a^5m>$7_q7nR8B{6xB`we_q{c4{OweR1x?xvZS#3HRz@NWR3Hd=aB$vO;Z
zK8&>$6<C1m(hhue95T?-YwD`w*tH>!?*k}PE5ahbs6D|##SbN$%gBn2efhGEVPu_3
zr%Of<06i|_mQ&jJ9TGoH^^cb;A&MEX!H&@fB?Wb~zgB9rzCh&L1nOD|ZQ#;fZgY>p
zv>|RADTnODzLBxyfelUC`%o2GF)XJw(PBEs&dJ%Mw{oAP0H*oMk2(-A5+kNC?!2g*
zbzC+DukzqE)()2PI*Ko;)29sH_ITi9Dhm=HY=Ng{Vq4TjnjbtY2DvxKtrabiz>0$~
z9Nx+IuR@2?;jOXk&J2`Qjjv*+#}uQe7%_1#8rQ~mZv+{%g^)!HZE6WUJ;inoH7eJn
z8kAJSfl%g)uDduZ7n7`{h<w>RgCJc}#x-5Ca&5Y-<5oyMx;}U{g@oF<jFNLaqOA!r
ztgJ7>6u);AOMfe_P+e5aRn9Y@BtGM^u9_$Ol^`YBpNO_Q_uij?x<j$h>OEME=8w&A
zoYVs1@h{V}xAb|AGTqhq-VtYEukEA*Aa{cuEcd16rFFGLTOKYN-%Xz<#och!6@sky
z6i4QO;y!!4&L|3Y?l-q+q}dp1<D_h|??3*)TfCimWL?$=F%i3Z=v>7kI~l2CH`c(?
z5noo-FV9TG_&QDhU`sVSZ1IV{Vq)cA7dy`WT2)Qj^jdhg!0^VF+3&_Pz15dvZ^=t5
zEH*$`8%$P8R&rcv@l0_r?zta4;I%%|e)}wSTF{6(7+p?%)U($Xn8t1;<nshJoze`Y
z|B2P!mqi?O3|t=INu^7Pcy>X+eg*-#80!J8#X63ib(h%Yfps%ijIvXu^)`lh|27Vo
z_EfPu=`#u$D{z(;E>21;83aFHS+ef(D_)c}2mOjg!Z>(Tl@-rhwZ&@gUfCRXPU@c3
z?dc@8=CJmDum$aUCWXx@o4-yR12oC9TMpZ{B-BK<q{a<jE@ZZ4`rY7DOFg(CKbF#a
zvSkaI*`;nXD$=bQ=AD6HB(qe;H3rZ9I~R6*d_JHkbh*Xl(08RF8ZQl7yERVBY8+9M
zYWW*4vHzU*JU~4_NGEr7WarDPAmpasc+IQck_Fe_+Nb3W1|8<|y&naDA8xxhw4L+8
z^Tn8}6(%*^GKp(x9sd?|eX*tb!Ip*9q-Qw00Nw&+q1IdbfOHxDc*aU4*FR%1fp_GW
zlj-DaEgx|lX+eW{@nkA+X^e4G;~Xh-=9$URiISa(uqsW+<|NPAc*Y%D#n0q_A*9jp
z;;-hg+dAoXOrGFc$IH$&t)m9Vwx2Vnn!~06O*UZw<}6GuJH9=77%3Q>1zFuFQj0&C
zY8C9t*c3HB5IJt)*_7xZkUqd!8q3m6c5~|+-_&AGrXs^vzTO%puc|84Yi`#bF>O?j
zZ6pp&yrI=K&A;w697e5Z9C|{JlQaOob8oer2dp~yj=}Mlz*WrT)E~hf8bZOGp=$2%
zW6SizIF?d^T|6R832K`UcW^KszMogM{!xwPxv4lx4Itpxpy>QV$+=1vzh!N*|I43G
zRQUGm08Qk9e8Z)ibL&Uz=jPo`3=YLFdaKX?uz;UqPA#C@#@X_zQ!J~h6*p-mzILxW
zPaqiAVz<V2nh`fF_#TrJ)t9EQv%drg%weo^#JWlo(xaOKUX3!Vj}cIs!)mt5ZXoz(
zU(u%5sCL6(byLJ#9Kmx<70fUi)r&QvvEYNGmPIo)JDJ7(l+}&vYOUGEs`sN~=ye(e
zHfxN~^pC1{Cg2ehJIs?!2S|MNTz^gD`(5)LZiimpDANXD_f`QASI=#{pesi(&zP#7
zsEvol{Nrn1T`XZ56zf-BWbfbgPvhL(P|~&`M2jYF)qOJL^ZdcP3RT_5Bi7{<={^fz
z-_`}WdX^2Bp({0j?+`_oPTsD7!8so=Qr?VV0e3qj;Q`?ibYM^&`X#_~aMxJpX$hGl
zyTd5C95;nqQca6aCcUrnL3sycveQP2;*3BxTkW{>)sUS&Wxi@*<Crl2#g@ohJcXO{
zY#clD|2ft3-_PoFiA^phqD`%LS2M)j0n>FC^W?%f1yUbZkSIjHNLIKvixu=Y7rno9
zcSk(QsHot>fR8nD=6ini*LeX#f0TK`oFKE0LX}66{Uw`~2^{+4+$C)r)qxqfsdqq}
zxGcWyx1yI$ZhwKnKF|+di`RXhZ(1%$P#}mA3P>b01=LHNawM+0MRg?P6}HV9^mQ31
z3*Y+U{MM_G9cvnN-$Ru5YU&%8wQURxbg6YVfQ9~WImcB=lDF8i7n%&VLA?OaYb^n2
z<ZH#-$=A6Z>9K8q_>7ia!@iSp_?a4@sawL^aAKu9MfM3?ef83J{QVdcP37BZ*l|+z
z%@n4xI49#DF}M#*zI*HVu3en(=KVww+6*3F;JuK$)UPi6xh#Lvo^kPYUXqdAgI!%Y
zkol@`v}&{i`}e1{No@{+_kOUQHpLzjHM~EEqy>bkjJR^24CGW*tVg|z_Y;m-zize!
z7n2@EOb%vTJ6!DFy#Wkx-dq$XY9T$h2^l#b$?10UQ*n#N7w_6GZ#s+>KZjaQ?+#&C
z)t5J)4e2k9ZEqu2h+4-H50=BJoGQDf_ph5Bc_yxw9t^E0P8{0b(%zR|EPxxEyH)^t
zI;F;#_}xe1qQb?sKiFPGsBxW3q_MgubF3DsGN<Vq{MNFf_aXNQm2yotdGoFV8kJ)Y
zj^NbGO1A>ueZ=0*P1FUz7S(I0Ng~1t652vssW;5D^|WXUA8WX;eb8B`U8(UPiKxMw
z#9#=4t>&MSN%m;@c1G{W2D9xV%sfu5SK0OEyhh@+Zs>?qdNsQKY;H6rddcrWRyL_Q
zSj%W;{kKeFxPD=AwFPLtIAp02w<(@UtOun5!ROL<sfj7`M5t7qsPS-6513J9P1KRf
z53mcDHwx$p%yB`?94%>&|5iv#yL>;h#GzW;?)eLYy7pbEtZIlImb<`mq{fo2$aW_G
z@8<oVlTx$*#N3*^<0hR++0l3n3rjm9_;_Ir^!|bcc}x%p{(f38VEwwZKKpXp7vZ{V
z<Tx%a`4xaAS`gaE=Yo`+%~p9*Bk5l^@?>NOwmjp@CP=kDXtykQoq@N^OD`I+Zjlu3
zr(=!{>j2ON0=BHcWxK`$a<3E;<x{;C)qL+uN7|zY7%v#w_^Dshq2BMf0>4t4TaI9I
z3QH{!FRRsv6){oZ_T-$?KlO0M*>{=#uJK7!$HZS5D;ibS-JjK*wDL@c`r2$(RZ@^!
z^qM9VMz^4&?GW0pe8bScA3{F7J4PoQ#J#Gx<?{<JdHJIVe!KmS4+s`7@Pd1QK5en+
zk|=fZfn3!bKdo&jW-5T$d+hY{qQ_ZK%8sR<Q(L)Fe5r+hRI;<t%{$IFJ2S=ua#@_w
zq}TB#ru*e(Ep(m84dKi-URFZE>7+3dx*F()u^@}sE5LsxkTHvx<@}YSi!?Jo9^rk5
zVizRj9ddDn@T$xZdPhb}M<P;8l75{WeW#}U1gImy*7^~e8s8GkHBR}sjH?-6a!0@s
z-rq^>p-hbQZh?m!-t#v3N!9lLVRx9Jbl$A1W4}QN`AOdzC&4k~5>@Ch(3F>TOJ}vP
z5I1v}{Q$y!_9y)yt$Egdriy-X;*-{C6ji61E7pi)GkqR2NBKCjI#_?FY_+P8Mqx!0
zOucd8@zXq47z>9Egrf1FItyJL7iTM*Ssmm3VuLNXH&?~TN{04p{_gs8vkxoNd8N$_
zu}PmD4{zrOfRRht`D8bir<=kCmP1X%CiexV3lY|D=UXN)i(7EFVm!Cd&ZoKhL`z;2
z*;2I;c#lOeHL_;cAPV*9f%bgT{tvct@+cZzc>j2q9UU-w&nROs8#PpsDUHRXp6j!D
z&=<rN8fRXukCR;37_m^hH%3S#!}`mX-oZN32t#uQuF`gi6yJShUq`??V?JkN;ND(9
zAmV^m!fMs*gWu#ZYiQ2<;MqiX=xl8kW;Ut4OU<n+{4%*=0iDx-D>98{6p)eA2k`L=
z9S`9_Ifb@4u(g}oMq4Mw!m_KdxS_O8hlPxWR|ET`>RSBl5T4vG>C8x5Ic7HPVnZ8h
zgLrd-ez4u%-giDM@X#fZ)rQcNlj?z@!ODP244rWJh~T#XQ46o#S6N@H+)axG9k%xt
zwlTunJN*e%WuI*#5H3tKS%IL|sv)umG)Y!1nSR(QJ?p(B3q)%<9>8{UHcMv)SaEZU
z^oZTohT1(<6R;}LW}>j6mUL~s0l9Yn`0nfh&`ecNHJ@K$SUiFQ>SwB%+e5oqlLMeT
z{xFz|__5H*X8D0_Sl>}+#VU@KHm7zcJ8payQ3ip6?xyi28y`3+7ZR(*^)VJ23t$3&
zAe^$B)wfP)gU3hR%xK;AU(=XHv=n>1$yvuhckn*X%WIrZxCtjTy$>EsM@+^uS*dI@
zt_9`@TsLq*{={MtsahFICm%wT3(KfK*b49s<z{*AK%OG%WWsN2E)W^!3#BIufCg|7
zs9@;UIt98Dt-(RQ(6?fB{K4c{Zmr_l=FEvnyrIV?+O2_VF)>LQ2}RZckE+-_dT}W^
zYGG_KO=B|}++a`x{1b|d@tu>61v0}}KWW!^-`aS9B4eO3ZBoB~b#m|F(G~#{K8Ujl
zy^GIoV0gnCj~i;^b#HH1tG0I={w@sdCE<-(_*=NeK%Ryt5Sic_h~#W7Db%yJk-=j=
zbokYU>6E9RR9hUtpjQL>tZ8%>obKmbTXwM)c>rILV%5s1dDiaf2QDof&*o`r$2pT0
z28Lcw55jW}jk0!MA5#F3%-2`?fp%dz3_tPOlb{T$BEqG@P}0-pI3NV5?hyDjPB6SV
zg!aVGa8@G=<d;^^B7QtaQz*OHMRirwTOvy%P~jRu{M8Jbq8S~ogO21xl$JSMgp9@$
zlE+)HZ#*3O2bF6e6mrT^BuYhpNbILFt}7#NhW{5x-2Yc9mY;*3emd>oQr-1f(n~o|
zzKi`-Q;~f_>?A4}mPk@BF%&V<(Vj&dUj34G7Nw(j=N&TOeK9qclwj&gSp2ocs2gJN
zOS|;f0Rv6#i6!s27$MwTheuw~i=q+K%*G?F-|<hwIi0}pv*wwhf_Zt54q!Su?{mit
zH34O0i-sZ95)XhYcj4ri_JhsERAFe3k(F<p&Un2yCMNRO`oIk{O9)X8Sdwa1`&tjY
z<%>Xh17I|Mn@G`^Z0}jQsGCOadAvB<2fWKoD#3?zOJ`2_xKzU7tI!_RF8EI5&#O1z
zYyDt*jR#PWPt3dPP^^BSJaJ~<H?EC0_8h;xDR;7OBab}X8ZN5L=vm?X^ME=lJL>@f
zKs(k2)=Ttfp&GT{EA!#Afbs>XA;tM;-IE0?GlXQMtV(qnV~Z@k8lbA~Bi_{HyVNc|
zblA;VSGnI)o1>Sb>(Rlz;LMa#O*?2-PyWG{3{STe-5?yjhb@@{7q86EZrk=5d8WS7
zA&5Uopk>U(91$9x{6RhHJTX;w=BY2+|0<@CbhAS{&S69;b*AbFAU$<Q*tYTDvjX?t
z?yqeKIXN1q<46M^OQ64qcXk<ythL`*$S*HoK>%kfRCd2U+|Tg|5SkdA965vt(1;S&
zGS{{8D#Agab*8-49AjwZCFy0fRUDDUG^q~EiyDFda_>P;hE_;49`DtSddeses^d>7
zwoqm})$xDD%>EZna!!l_@rp{Zn~uJglf;qQj~+*B+X?Bqy8fC$h*(J7kOP4sMn{rD
z-#O~v^ksxUTqyF}nKI93C87Oc-1{m8=J|=@V0+mfk?gtS#<8yC6;~Ih>H!8hF2nBZ
z7yCFxVJm)9G>Av#H}(N3EXBVF4={68NQ>kYt0s=JUZm;RyD=FqF4ecpYI<plZe<2i
z$JJ6cS#Gp2wGa_qLA`OSxi;y19ou~2SC1CaBVK&_)={2MXFo#iMwJSPjH8Zv_|Iwm
z>089~!Zw{B>K~#3rWfX+aRfNV2Q`zn0*bNAKrBPbm07tqF`tAG<=fZPH?_<aN8QJ}
zNx8brjOY&}pYgA?*%3x{`l@isrdx9)W)+q1QRKh{O>`PD`)I<}E>7Wm(jqCDE5nVS
zelGw#RJo|PcP~wP`AghJEY7(3mTwv`W%&L=kRI+)Alwp33j&)Zp}g0g#}AKths07q
z3LojWH>3BL@}Kk)Hw-rCb@A?pQWYfQ2SsUcc<#~}+3z15l2#;rY-C@?{weHUZd5!N
zACgLUEUfrc3sK^uEH6AWMvnj4^EHcxRO6}es!!5ZU5_-MehH&J_U4eM%GxskL^$ME
z{wS(-k|ibCOkK(;TgC+DVm0#c>rSo@>X7zC3X`nK?4Uzma)F`@kQ8^n?s{Zwd#N=Z
zhiMWa``gU!rpK6s`KycEnTZ3>S4rGQN*YP_fX6|+M;{^v)a9;ZD+Lx!2SlfAZ!gD-
zVUoZNTRkq33Jry7zP}!MYzTO4n9e{;X8KD}mD^y}x0Zh5q3+gyJ91OYbjHFw2b;O`
z_WRPI_mX($pBpt_dtBDa^IGu^9Ks{_LVvI|h_~%7?<U+7-MEO)Z|1|clO1t@?9oKf
z=b^D<H!d&hdluZYG!efQ(@-DwV93FY7m$2#<*oF>KC6B`Ep4|d{>3a!;7UTM!Vk8J
zXR;nW#rfgF-ycx3t|ZFsG`P*AQ4SrQ#m;Xo2Knh-+iP%Zv`c{w3A5$MV9$t31j8%T
zGi?rLEW5$+lGrpbcA=+-JtV;ATa4qUO+4_6Uw~80ZqtuTCC~pOt#7td#rih2L}v~O
zwNBr#iI==AgHr*j)o-DSI96*j__I31=)CT&5W6fZbu+uHRjb1;Ht`PJXNxKQvXr}V
z<^<7ZXaEkNguS#cVb|1D-vq0TFNS2X0w4e_T1e6H)Bl?e&A*foKPB5ah_T(W=#dJw
zx|zeh+!5=*-J9O(_Y;7Ke*HNudWSrlVq6L*BrWm1)!_&heyyrV2qVGCyYX0L*boEp
z$9J;B%eqXhdJDWm%-a1>d05W|#?VWEXF2=&^03N=O+!0w%deY)?!+2!e-VuRKtFgy
z-e-n%N{2$Xy7w_p6<@i84w62Er-pa7V8G!jKiJYYPP-^Z_V(+oS*^mOK10<EPMLLU
zn|%70d;Wj1VQptfT4ohAW3%ncAk{#xU%Lp>Hc;^(E!WASw#sBDhJVqG=G|N`vrO~)
zxiR$>)J9R&Sf@aUlrZrGB5h_W%bvnh+;Z(Mfq|sVQgahWbH~XNt9NCeDL|wV*et1E
zjI|i4LEo8$M6_N{<#yWf@311%zA@(l3)s!rmQzXsR;Xt|828Td-f`FRF1z&N8ro+s
zo!>7hNtEvBHudsAOu2L32;whPaK_>k2CVC6wrzGUrz#59rE5OMR#&>euW}vce(ai=
zQn=8J!DbDpXy*m*Gk+RoryANzE)0U|rC^*IU$t4O6A0ohV;=4Il`Z;LNt5;!xj=O7
zT=m0L5B(g@rWKZa?swg5crawKK1X&C!ah*G8x{n0+nK{G%vVgPCiqNkOHvlkOg~ph
zNwY?xk<z=SzuOlk$dBr`*)=@l&6PYfwqNz=a6frB+z}hs*)FM)@orRd42xFo0s91P
zkb;7*tP82N78T*6f$%1~h#1|P1Cm+^)#c*;NkYZo`i?OURlPkXqxFR+XwvH(s>X4x
zI5ugNe1M=zsM+x+@vS9do>aiCT4#{9&zX$M`w1FWwmW^hPiA(N4fX+{zaHHK#97R>
zR>bw$rf#5xT_mL0UbkyG9{*B;74PQje$l_OZlKgloG5t7GyMl!fDj&FsRMS0#<i$_
zmu@yLwGb0|tA!r$<FM1)0r11|4{qe3e;GQxu>Crr+^W~S7t_0wh^@>K%AGR7<Ig04
zk#)AXtl2s^0sn5Mv5D^0a&Y0#!#C48*=w~^|6;g3pF%GEOX6=Ervlj6#@NpMZQuVl
ziBo>k8lrEQX=ry{BZjy?NZI)6GQ5?*jYI59j6W-1i--n*<ORM7s?+=l>g!4wrfDj+
zYQETNSA8D(*QHv5K-$HWn6eb!K5cw3&-uZ1u)g%!*Ltd;LYh0$QO~hrK*d72^#p;(
z4U9nt=pKAJX0A(3i|mHJ=$Cp_{~q?Cs9GZ(hnsU5>?=DHzhlb_s69{~dM@ojQiB5N
z$r%19S5h_O1&3eXUdiMTdt&8h=P(T`8eqKXrWA8S@yovPke1HM{0Tu%Ra6%U+ne5#
z=Yqi2d^kIFkh)cbcL2z3g&)#x7&RvdP0gK|4!}(n4<A$NG@Crn$oFcfts={EstSj2
zuB!@=dv2+W4exx;trjucWXOujcLHz5i&x4vPe1*CV-5fDjJheTOiezmGq+uV$P^L_
z1Fo83El78fpRV~?>>(E^Iu;ft5H;QhDARioXzjFd9d!}29Kt;+<Rkc%=ETmu!;`^w
zhwysO1LUxW35pi!HWey}#T~?F@pq7}1?a<}IzC#Smz}Miv{c^wYQWQa3PPqdZCQ2c
iY}eq@d9ES_L23%NS*E#LHcDTk(*duY|LF2#<i7wN9u-Oe

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-18-Future Robotics Exhibition.jpg b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-18-Future Robotics Exhibition.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..f6a8f9fde2516ab90f04630f50f498e57411bfe9
GIT binary patch
literal 255944
zcmb5V2T+qw^fnquAVKM%QUVDiGzA5u*HA-|4i-QK=^z~qy#%C54ZZiOpcE-mq)G2h
zdY2}>cW!?F@6MfX?!9wo?wgt2<m~(IIs5L;**)iZayxOm0H9P+R8|BK5C8xK_z&QA
z8XyNC0)jvwAQ8SGA|fINlS07wi{kEG5>hG(YHBJ9Dk_@$&<8ZM4ELz0=ve3&n3!NN
z7|jD#Br7u#$_!)vuM-0NqhMk%IRrw^OiM+}{Qvv9Z30k12#-mOfCQ`nLMj3v6~S#A
zfC&HqfC>IH_y4*G2!SBHl@Jnq^K(i70T7565QFZ53BZJecL@OhHB(Wu5cA1^X|#-K
zS@|9Pq7ky%S&)18pX$7G!j&}-A?0-SurZ4QY=ZJ8{(Jim6r8hj*iB>0g<9wopS$4u
zWyGr_0094Yz5l0Le4_{zUQS2=A^;MCKw$i9Bmxi+QUO8KEPOIVG+M02w0M=o2-)a+
z+F51Ii+e-&k!(-j?cYuTNP+kVsen`fX~6y$RQv0mY}F9X2Q+=u04xMfqSo>B00kgc
zQbw8LF!ERkAp`+r%;e>(T@7A|^&CXKlp|uE<FsA!4gAe*k`h_V(MN!F(0rsRfhFn}
zw++bm8{#C2@*S-b=8`G01(0Uaky+#CdKnkro&h4;AdxAc10o9d)qi~A=F9m9BJ=nA
z2gQDr^!hCZmJb(2nn+1m3Ul|X8}#)3+VfMVSG=n)1i26OPx}?h+v1jqU=auSjxN@y
zzIR<uGx3ZP>hzn*i3$t@ZAFkVI&1B%)wzHM4V_X)HlyMgA?xvsD}DsEENzPmM$+e$
z{xZ(~N^KdYPKY+z)eOo=l!(oAd<0rN(g`G3cgBh-{kR@47!=s&mzKhTc7qZ6C$FZO
zK&T3UUQrV+XslLXrux%zfHC)0G<MC%Qx8CTxI*n#E3#WLL~TjPpAzlYs+tU)%Pipk
z%pw3+BaOnHg}8Wm)<<{1UFjyyxB_;od$P2Oxq{YMdR~wH8q(wqBV}KV?(cMfS0`~P
z^h%`ijp8!-F&%F~X>4=zGeK^5)tzHjf;<O`|70BHW0L`NK$4egA&tEn(xiw#EPtu4
z7Ybi8bMB?|7TA(8ANU?cRyFUb1v!Q{&pzc5aqFbRM5~adeC=ai&Ea;K9j;>*Q41at
zdpVz@%+d5gUG3@dx(%TJ@>tz>jfoWOlhG$B*r)||%P@q7xoFBgE_7(um%uvly&RAF
zBVy6?i1B@IVGy|`weS?3_7Um9BoREKY-a8jfRmO_x~v`c)ax={PfRyg@LhuL_&*Gt
zm+|IT^*!Xw%AxMc7D}k={353RFnMH7HE|gl6k27&WxKZ}5Hm<xlUW!U)DKKwtuA8H
zd0f@>hX9&<dK_#wPjSySIkaPABrhn2V0x)Qd#GFpD`)75nj})?VcLG0b2ZHuACY?t
zU?ZMY13pSqcwJP=K~*OXV=J}!xRUwCw(n~|ZD!T;oj+tzG`6%Ro4<g^xM}NbXcmk*
zXQGrm_Tt_v)~pnPH2;=bGPqL<gmqp~6gB#f%gCN{Lh8<Qi6|b?_D+WPjuFo+&yd|`
zOZ1L22f!qy!a^HmQ`g5p49u)3(FljZd}<TkPPaQH4`#$ETX<xTWL(uBoW`-Ihey{)
z-qZy>dE%5n`Ygn+tdigs&}ilE86{Ve6Ix0G^|e3L9gXR+ETsMMN+8I*=2|a*@Xlw4
z?9g%=#tCv6KzcBf9dvLtN`@Z9Y<cwcnn<@Q`J3Dq(E^S!%!Je}fGF1v0&+sYGwoFv
zv}Xgcs=h!c4S2EjmkiOJ4MD5FU&&^7P}d(!;JuE1$mPu==HvV6@$S_j1&&P@^POBS
z&&Mlm(tbuxu1ZNgYytqL?Lx{RgCk-rG}%^`hnf$!3W!Dr9D$p)uM-5Ed6*9fRr7p3
zbQC3ifatm2B_}N?4Y#g!=D)okWnM79&0Au6I9Quku6EaNT}e+c+Q9EgUeVxAPNH^b
z%?wmfcs3GLIi_S|%HP7f`xVR@cek!N@X9mpZo3;BzXa(oqriN0m6NBeYW`UGi8h!7
z8pw-N)G^l-tzq4rJefY!70)B%^4FqUUBFo{K{HO_I7L2ec;9>ct8kqV|1Bq2=2hT{
z^Ah4-17#*LcCz7&L|mQJnF95kzr5p^{C9%YSO)qRl9J1Da({GeUP-kI&jH>^`@>V!
zbcXci_feDniQU!b-tBo9HIuu44pLlxGKJ|QT2=pOr9yDcP|@CK(${~z;%~rr(Xpy&
z#d}jiKr<V-IIKvp|46_(k0YaxLM7qYTgB3{ffX|KL4z6mY$tehq#-joxYeDY&q7VU
z?b64IMT>XkAeljNbT~S&`*6pYGi(rMs=j<l_o_moBQ@eYn_u~4_V8giO@WD`N0Jm0
z)bmeYy3Xjj=pL1GB)_+1dFIa#&hG9aw*W0J@^8R@?UH@n1?V`1qMB-0+Bu)lzexW%
zZ-VEUSkoV+ZdS+TBk8W)s$ZDhz5Xi509T7O071E3OY=Bm5Cubs#`tA4{ohM70W4U2
zL##gc0ZlJ11VjL$L{XvxczvVL0r~Bx9z4zst(=rtugbW`CswOc>)no3n`=&a2}?8Z
zU~GA4heMP_or#at0!I+V^J^<BgWW`UfsEl@Qvd0%1<Xq-I`18=o4;9#fGtC0RIo$*
z9g31ayI${nz9auUMdaj@>MdZLkhF@5$F*wGUHh4jwduQv3CYi%7BH)}%uZwK$*PA!
zu;<t)*e!s9tGyv?vht|!RG#vkoZ${C!^!(0Lzg-tKW=U{uFUqCf3%5LFYp}sv)FO_
z+2M+iOj1M##;3wQ^%jtaP7f?43FB`%=_JmcF<rD~EA%jN!KrM+?F6Cu?@u3En|H2_
zXdn+@F9V&Jh}St6u}j^4s!$E;=t4zQ*B$xTgqrK0qK(|oF`wgjOc+jvpLH!`iVx;Y
z#Idp;N#@Q{klND9D}vAfS_&^0pVR_})9(S3Ut&G9B5|Wt*@ibC+OCFwKPyNwKK)Kh
z|3sA|MM{CL$awV+kG(t7_Q*)xNe;<l+HY5X8^dk^8}J^I<!gH!pBBB;xa2>z_3>)E
zOH<eel2zb7$6>XS^gC1fxr-;mf;{Ez=&JeTx)1s7JDOu1w}8Ssk!%qY%bR1miqfx=
zG++E!jzX-)3UmFL$fRh)zzO~qvq~q!Vh(6FXEtsDqpCVG09O|O*k4`K!P4j#O1sw%
z)Nf52gvAUymbbd^WQHQUvg@l&)c88$b<D+6K7K&n0_ar0GZ?jo?x%T0b_2oHb1gJ>
zNgWw8`Tjf6LTecUT~X=5KV0+u7k4h@*}m5tifXlX2rRQ1tvX=k6csmQ8i@oZCq9l+
z*R^MSolnm4h){1~$c4QUGPMsyz}KDf?z%*F$i~b=7b<BdKWZy)%35+A+Q)};w7IfX
zx%!^)?P$%&%CHEqhbB6YaqD#~N4l4A#@$bkp}%P6)FYQw&<!CPEW)6@))|6KrmXWp
zXR+?HOWu||*Q_WRklE7&zUvjY0j<H}eMHkqD4#%vWoDJF(a682<1jrzXl_4SlHc#T
z9|ci*vq#DPAzeU{H_`0QQP|z#6qcSJz+Lp*?+A;PA_dh8U+o6YGg$K7h=V7UTK^)q
ziPRsStZ0QcTwFyNSX-b$#(nhkHh!yjifs+t?BX^^_aW?Elzu-K9Jo0iho!$+sWCMz
z=~2H%Yi44$Hy5JbkgFQX>_d272ZqIjv749__xL)RiGOsysO#h;w%aovaIm}_DeKn<
z>R$;sLAarc(NNnVx|MmDfWEGb=9P!#Z@G$XuTErqHo~;25EFgI<}P!|0_^9GYnWNq
z0dqT(6d`b_*7Whr5u1|hb*tA=2~0{BV<HmmA5nC2Q_x|Eq^DLshlhBdOH;>5%HSm~
zJ1ugWsC17L%EG^lEWePTd$Q@>Et=a!rMUZQ)?M(`RG~4Bhe}U|PQ3H94&zBFH{9*o
zOSyJD<6R!7VEy&$@T%-;#kRQdr=05P5>4WGDf+kJGi&~*kAwo9Op+o2vUl7W$+)E|
zBR#(%oO|vF+GblThrez_3(3?XeEgW6$7n=z-j5Q6GFx)mRtNueDEMlL&FUb#d~yoA
z=P<sN{hEhTuY$+Y<|5;s9+}yPbe(%IJ&#KMj%~ww;e#7;Dr!vff(}B~m>|A+%&%t2
z+ym5*b<xt@#OfAA5c!t`%jw0n9i1l$kdjz)i(Qr}A#&5pI0ft^k8Xdhp_d!<BY1~-
z<?iA?4Hq(7t;dBi<H({vjISk4UY9gh)JAt+j^(G71>E(FGMzqa>0fPs$&nA9Kybi{
zeQ;ITIP4;Gp#kImwm{^og1%Qhq)xn5ib25Tk(t6BAxz7mo*W{_VSY^f3ayDXDTyUt
zQ=?ZC>$BysHm3-AHvLUnsoNt)-r0$o!We(BBKlAu0>?u7XEk*if7?mVig=_aV<<G4
zWuM;yO5SW7$Z6n6|DBnK`G=S?8$A4cjMsiYzJIOvFpxLG#@HeKp%{9!dsojN(Ut+I
z7`J|97x%4p960NL^h}cQ&bY(2>INgPh$B5u`zB>|yxOcrK6k3%%GL|Hkq9*a5qTB%
zPCVu6cacc4D6`kCafVZLGJk`%at6%56j*so$f5bk^`?^y-bX>Y;xm%M+oJa#c88Xx
z|9n8#A9I}JQz^Mf%oTem`g7Sicr&cLsIh1EK;Pz5TB&1vRB+y&L}atxkH0vKAP=8v
z57LPCUh+T2<3?MV!!gmH(3j}M7g%128^~o<bREGNyq|CQ`-QJtb(UK1uzF_GK<J1V
zU9uqEq^~eXcJa<{+gE(NLPA@!wdX}3PHSj~RYJlX4X#(cR|Nb`JG3}i$&}T6bAZD&
z-=LTyC@e}WA~eKN+v>R3-)|N1Z(lv(0qJ`NQPTG`e3Iomlj%@Tl~)n=BQPA173v3q
z#($glin4d%;2m(-&rZ07VFkJbIv0K5?%uY4nrWw$yc`{0*9J#=nvy7@(Vz+ex7ly7
z4fLG6BEL5aVM<=BrYJg~JrJ0fOD1Junk78utX`TpLrV@Nz-eMhtkVr>J~GA(y2Y^v
z`W@E2R@Cn|GNFI2&oGX0?3m?sveX<3b$2c5e>b~g&$70s!n4PGkluufL=J{622`b~
zwHPGD&TW0v1Ff3o+KF+A5dBQ)V(FVi^;e9M3U;a6X{#!!f!2qe!p`lN{5lzPI}LjU
zgmvb-{F4r)AT)@?@l8j9+Kwc(`w7+j;T4rWz2^lkA{PfnojxBLSIm+`XA0>*8gA9B
z<kr@493e%E15*}4dZELe&GI8vcl>a}qGZw3vR+L{(MFYZ!7o{m2Ezj`v%*wjT9EqW
zvxc+D`r(WLRg$sgL1f_l-LSI^S~9<wm|BT$31cyV=*5-5)ME%eXaCJnfdCdKgL<jt
zEF&=z)Z?N6eCg~)OM=m@w~vKv%7RQ`?i|qf{#W0Fg%J;Zi4`?l7{kAZ(Pl=imGess
zcIc8IAh_BvR+iUT8TyqFf=I#;kcVp~k}53}`9CKb84v+iCRsO}uNJkENsde#f@1+;
z#?%m6KT(A~QaHp}4q^;|>;+Pta}px@=pao4vYG6u;$0H0xa46mgiU1z)oC%(&o4Hn
zFclPW_@1<uOxuO-4mi18IOSAvLx0}FrHP!Y9i49ZV6G+{H}QvQFG2)sFhj@dM=o-#
zMHVqZM7-k^KMogquS_=mPr#YkSbUXN-wjC|<wOGh%~Lz$D@gNCc-y0Xkf%iD#2{7<
zJZ{fYHo&*5C?jzWH*RX^T2%}aEjg4obz}tHZ5Q(muFZ+=Mv-IqwOax0npDmqe|=+R
zEJrbt)X4ybv`(*$f(Me58w-BVJ`!|}QdCmtekDeSCHziZOUbzf1gJ5x5$ek&JD}(M
z9vj;&{4H=;><oCR{uIp44ZU>q`X+QntKc`3(19CtaPBK;$~2qgAmH|GKRk{U$QKZ>
z`6y98MESagPR~Vgj_a`$i8}+uSLaL4rsfGF_STn<r!2V?)H=DgIHwek4md#m{?n?g
z9XUl&XEdX8Es5)9imuh-`;yiZ4BCe^8(=k?tw;*{`n8it5W%qZqi=K`B*#OBcuyI(
zBJ@m36z=HEzkU%3I?_h7Z%Y%&`bu$HsdQkWQ5<xrEh^CkJIYW|^N)0`Ka)uw&)W`Q
z-R~%yJ2)SVpT!9!heR6>+uZ_cxRBo|Y_kLyLy6@9Cf-~#$kXo;P8F-T&145@u`z`Y
zE)@BRdd-77V`2=6dH#)~40DZdl#7!mKxQRkhgJ8KsD3|sv*(fR<sb&Hz*!Z)oz*UD
z`@o`+S%oHMOZ?{}!7L-J=A7x571hBq5GbtmrSx&q?+CGX1FOw9Y(%NYja8vWf6^7M
zrlgBxaUlbao;x3vS9i=_jLfop%6Ufi7+5sP_2>NQW;xt_?csaNoG@N1%V7!J(V{s8
zrS4ga6bbp#ozfVB9ZOvs;71jk=YoHxDsBNGm?ltfg4>*=Rj$-2S6Sw-Y4LG)H7SFq
z!gQ-N<BxJ4F6|VsiUqerDaH?9ar|kRnYjhbX{{7?k%Lu(G<8g}l_mJXSIwsnXP^Hu
z1V#i&D9&unEcTzC5yjf}4T=1uBv>Jt326T6h+Gr>Hzp+Hpk{AOt)WA|Nk`D?Q;f44
zUyzofsQqN*#kU+SZ#}=H$JjBq?mMm1&`OfvNF;J%?08!Hj!b7jJIW$v8$OlJV*at<
z7I2s=9-J1Q8Rjul7Wg8j7Qdcl@@ro=2uV_R0GK5m60_=cwb1KZNu^<_m1&&^ueR0q
z<v4y5M`Z79H0_#?N)5oJiz9lX!!{!@KV}`vbG!CA&4@;JhMAqaeMVD0^rro&znsyN
zy<_<*C1jIgmp10@%9tTG+vCf?q<t65*nlKqAeMx^T&J&NHOks-)R0-xZMTmf3l5hL
zSkpSsP0GDQucpWl_C`v-x?k;u-%o*~yVQXiA@W#Y*Z%*c!r;E}NQf~39Lr0AC6wVQ
z>s0J@JY&N=rK;38hg*Tx3-A$#%PvmG%0gO)`M@uLHd;>8yYRe#(XLS1$Wv2R=H*?(
zj+BY`Y1PKcoCV6~@X{p9NXCY>8S3BJ6hBzbGP7kY8LjhSni+1YR|aYqREILDGFB-H
zKsWgT+zXc`AtM-wKB^;KjbkAmo_G+lcKt|^j$nmy*k5W&#lQOj+g-0$(n-?1-+Wu1
zcXH8N7h`zGFT1_sm6eb4jn2#rs-x5id9g+DlwQSId+!`x8vT<9TDX^^4i+%VEV(bn
zx2?=|7O-rqOLZ|jiD~$)E-?&UAYSnt<mD=CYRU~-n#tZ-w66dmW}3o}DS`jg=uT?|
ztgX7HKEfPPt4b#>m2Lu{yYnZVr^xR~;KDB0B{!S+Jwd|=GBYOSfty#TdDmM&)ov21
zwj(9vtmtj%ju$7}^g^m_`s#x8cO}VP`(uSE$e~Kp-W}I+!~Gvm_1(=;VK41EHb;P~
zOPW&vDNBJR3;Sc)%Ft$qfzmU;^>f%}ni<v*w~-6latT}{D{k%<bl@gmF)PGeBunF9
zF@qU)^swEiTL4l)DpNE{ii_PfrT;m_@uU2`ZALdu;iV;?<fxu!T7KCPd^b`4f*S(o
zSN~M_#F@52m{umb^s9zdh60-ar-1C)^nYHA1#yWIiSv~^e#EYwhN>^g%Z?2pESv%#
zL`9VfY^IA2n4FciwZ+@cJa9>*V>;!ySei$t(#3P7sO$37=X#iLfRUE%s>z)jzc=L~
zDcwTO>(m>CFb(z2cfo<YMn3!r>puYYG*PHb6DHau6OG}z#6vxdzP)_$QSfwry1ga&
zGfZU7mpU(re6G7MKgKmhhPu0xuormp%c?T-uFxltrXK7`SygqS$f76@yGmv<98_`X
z*`XM%F@X?+I*n-y*=Ws{lOTB)mDXZ@H>}_5L*m`>`6*+F`!iUc5wqFbDRZxuC^bd`
zhbftp*JG*zxH=0IMLme#UMct>DT6TfPvrr;gf>22!uUu_{F((F6J*7-Z7{uu^bw%_
z-F!dK_WY@eWT@4vov2J#ORrZCr*~YX+u*q#jY*A5VKpYWY9F$GC1>l0f&j$}72_Fk
z7x4Nf9r|C{1M8XUt$?SE(_95X-;zWGN}1gtzo_0!3Fn900xH<0LmB197rS=ObEvyT
zmGHjo;ftluO>1_}zswagR#Sv}GS_TVJ-%yBMoY}+y1$Iq>FdKZWU-Bog(0N^3w<_d
z$5p|lU9Tc5Td1g|Lgr=#D5M+%y!xn^e-QEA0+hSMrhXbZY%GI&7e%@gp<b_+IZm(y
zY*n)yVy~skmuMcBO%EV=PeptbM8A=*ENE8*ynX~T&TSugCV9qH@Dg$H!_;G<^ezs%
z7@&aIvSaSkp=iiuhglU_9lz=D)Vu7qn&~FJEIGEl$lyRSsN|<DIW;;=vP@@Y@v4iq
z;d7`m5i)%dFe3NGRUNb3^8ngJDI)3`XQyNj36wPGUNG0U@L#6vsqK-)`E4#Vc{%CS
zswiC+&{qlpc{q}4@qZHc5d5(QpTCD3cxu6Y4>a+<F$(1-#m4+Uj*Q60XNpVq#d5MO
zi2QVSznkguDn<$Jsasb_1k0s4Mu|)muES%P6yq2CVtUW=F66*)S^-M+dvYDS>UW08
zhebS6^{gR0pW3yyMwO&Tb;9cOswYblVbc%eKn#%Gg!^e<%%n~^VBV$itX<|dhfBn=
z{bpq7-$cLJJV)asuc$>M`VGP5w*c1{TKnOO8M%2uh|JFJ4jW7eswUkuvjMlZ@#2Zb
zSCcn}AA^|^CE~6mUZ?|z!+Qa?LD=tU%k^3z>BN*SN@wYQb0bKLxeN<R{j`1zg@?*&
z!(sI4&f$6HMqmBZ>svsWeH&$}ZTHOev;jriqSMK!$OlXxT@hyLGRnpJ%r>r-Fq`ZR
zODpW229ugz+|KZ#)-#ROp5~ENii1~AlpR;mUG#<1^fDtnV@E&sZ3^OYm)Yt+dw$RT
zMP`$_#4uEg!Tz-^Vwp-@YVCm^s&_di?Vl=Itc$}8vQrqiW;rP57@=;oyih`lAFDqo
zTPAYe+tL9Zd!StlbBJQg6BE4)0YxQCHoibT#cv+6Io7LZ$oN!lf7kp<FW1P1knw#z
zjd4@*GfIE;lOTZ~O(J+Z9V&mU^r#<niDLVLwdj9K+uir1DOs|1-qz{bV<8wZG%LV3
zI@kdi)vjezbciJ112x}=AuI^LY(5d1%9M}lCKnR9Qz{;m)pZ@xQOEHo{3^1p8I&BV
zUkvu56Qp!KCYiFzPPGo7+_%Rj5ba=<nq2~g51b9fitBo-uJd!et)Y&A2b>JGDjR=k
z9qeQN!Bz^ib*do#3}SX)O6;*<sz)In)qhq?l8~mh2#T6aE`-g5{vMP<_MYU2ANw(E
zQmUR}Uz+_p{rAxU^x(F;RXxzO(7gQ`e&g!UUth8!JnI;k-4}KAw0kJNAV{qKE%}Yt
zmI8iELiXd{<|}0+Dod&8-h1X#yq)T|%~=^+*24)`qzIKD&qO!^9?*P8E30Z5Udi%N
z&JJLZq_z3VAYOT-+eU=Sc&J~juapro@mk$aB_GQma-<zr6RD5(L1vCUkPpJ$0$xq_
z&#gcOsQeG*SMw@1=ra$Yp;pR08bZr6en3WOHrxW7%nDg4Caty|(XfzU3lf1cwLH(y
zU?Zc8#Ai@`=GDNMezJ-BhJ_Ca(+#^F=?WM0(Ih+Z4K#}}ET;t$uN;x!4o<EaKfiNq
z&E32Ou-^joD6vW(6Puo_tYw&Gj0p{n6Ar3|oTR$d-B5P|h`(EzxC!_O=<8_#(;^>-
zJnocf$`jaRJk(KAtkm~oqW+9gi(e$Dt=&@-O;i=b@}LX5QHCw7R52^TJLD3=Qg;Gs
zjQJ4dyz>@cg7!!{aEHDQEyDXwD7)64C@9viLEP01vGMZ_m54Dap<3!_$i#1AQ6e}j
zfHa9&GT(oda=e4wM9Rvn4k_t-NRN8izHk+Nq!u54fP^!jtRXmQ-Pq^0!ay1hh_OzY
z@O@nx87{*rm3C29#6v>y@Y(={Mq^IfuKWB>lt}-j&n^wolzyD&kpcqQ;&z23oL${?
zy3~+^KuUtf&QJ-s@FW2|EQ}RJ?F;xziQ4g{!THID;l0^bI01+^97Li>DG?2Sz78Uw
zLx0x<xocS;K+HNi;hF&F7KWx3YQTK5fx%B-v;K_$6hTi$vR2b1;Ax+xtqAN(&rGgh
zNxO3#^u4-hfw8OQSYLy|iO(YHpTRHWvcA6((u7V@C&`kYF_WCd-_9!P?o1qZ`KMcn
zi7+a0c~Y$N>Z8(A!5o~1=P49`RgCxRyU(EBDn*hXB#v>?5D9K~{Kp(joZ9^d7$UZ^
zwTrmc{tP@=4ZFX!dJG%m6<!;YWNb|xJiQ-(`FQU@iW9<X#>s0e#`txa!IW`hEqaOC
zL9+9%k*}589)xKIFwdpIQo?P~R!qe;ih>3q8AfgGbzL2$3ONayNRWB!Kuo>q5rlAP
ztJ;U!4=!>5V}7ZAzqWsjaf)NpUBXoq!Hy0L?{@>$-qjbcI$-{jgnCmkvl<wv(r+up
z{DuW?AtKuSCUarD>&w_|B$(V<H_5rOd*M%p@$zKM#XX=5mG~lKIa3fBM^mnNydH_i
zPxgua{TsPt@|op6B^#GY0cVLZ5b?yGvg0IA8(Ec_=<;s>hbiu3x3UOB+V_2N&V#YG
z=5U3b0~z>kjR+n~;*mFw;QxMV(fXVBq6@-fM@NATTYJDXqfwt(9#Ir1@yi0KtlfGX
z=MG^@4vfvxUkwxN2X+=J!4qwm-Ro}wMO4KcS?7hp@F;6TEry_cO4O<Mk)lO>lydWW
zvJ7F{Hy~gUh!_y24WN8dj|t_m+gFw${6VW98H%K2*1#7iN*NG1RtbMp{|~(W|E>_t
z^6|6)MGf65odho<%6A_MhyZ5H>IacHw@NBzr@B+Evbj5QOi`c7%IDQZf1*9HQQaym
zw}7C>hmSc0#e^Z$T!rm(pJBbRSs=t@L9kEWqXZoP2|?YI6laAjRmG8(_X4V{fk8^?
za^1ZLwhQvt(zr0*VJvjzjD$z6t|d!dAUf+W6E(>_DrQI2_g7l(L55?;^C163tFRWH
zC{<g@=IN?WttaWc!E*ZX<2&gQp$iy3)Vv2SL*Zp}nkH~ZdW@BFoP&{?z4^t3Wk+q2
z%8vC#Ke{&j&ZpoD(!AhMlc9W%WSABogYWU{Jd*9Qs;un`48Y+jpA5Vs!id66NpfQK
z?C??sO{;~K@~xX^;gU`B-By0kmMPq$-tUaQoYa~(P#HOI@i7Z1=mq9+%gqG2pdUI&
z_RG+W6!mYL;xX7WGYX}F3eYbH?OwZ%Rq!q=U&h|HG%c0*1_h_U<s4N)-ylkI=b^^O
z-Mz2ZD>00}TB=W@gdv5=GK|Q4@@7d5c&@g#>T}|hRHI|dNS_8#yRgu*M22~-4zY?M
zdD577T#BA@-FFGhW1&Acp0x1N^p*dvcGDBT1&js!7Hlb&5K=KZ@gCotN;iKt_>wV$
z5F<nRY8@=3wCnkaQ=eykG1+S+W3^!6+V2qUe**3UDH;?SbmL&NB<<ST6_Z$@%Ve4}
zX_H+!@=KUIsI0`Ym4ta47s8P;=QFC=+SoA{`CkK}os0N5hVM9(+q<ICOl0tx#n>j5
zQDiYC++tgNH4^r9H~Bfm1WW*c5A_B)@IU7`O^(wJRp5BF|EuTa-*_BRAhK$APPO?G
zxEdI9A`7y*#&{nP)p^)muQZ6vqs}uG=bBIn0EXeW-{&z-uYPv>zkY5iRu|m$9#tnQ
zI@^t*){AN%l;=GsHg#AXzXfO)w=)P-8oih7yobaJB`hqset0-HplFr#L4Mc9JO%?@
zR&^JCm>mByATa;=X>^l!grq^|O$H!fcy{**<pt1yMB*4q;RYSl_ZGqGk82J0zD1-J
zXgLBr;<mU0A^Uuu<p(DbgoTxpT!qZ+RA6<m#MZrdh}3|z0BQ3BH;qSG(Y?{-HSuft
zdR}C!5&6#Q=e^FRmEmac($^wEVrjCAHL%ELv7M*1hUNx4mTsC)?7N{$4L%^Fwii&$
zCg4UU2Ui=9ZIhSimMKj#zy>5KG>|R{jA>;pcRqW+vzmCYyT>MK$g-<o_B3Ut*E`xb
zto;^nt`IOhdO`Nq`)*y5<SRK1#8A((!C_!P1blb<UYuhmJZ#12lSS(fvx0q>#){;p
zG$FHnduOaXdt#FF{E^po=dtzTTNKH3|4kLbepq}}v*{YqX!ZpBe+j`kvzNa~VZ+j=
zxIOQt^Q`~Y4Iy9k8q*=39}xXZY568Q?mrpS_CjVeGMV_h_sB0-{9W^xzqw7J_bHMk
zXpYf+gfegwgIj<bOCQJx=e(p-gI73Yl>STxI;`Eb-3)BlCdskQ#QadDX!cVFTn7kb
zd<Xv~a;r2@?##116$zN$8bA2>K3qy${Nf8go`A6W860JKo>}M>0V{f;1&jZB3!t6;
zs=W|D%P}lQH}%!}pNU_Ps>h$m;y*-hHj9gstuxQ)#sdilnbwxDRpm6#mYN++OZWJ;
z4@sgn%Iag+R%uGY=NA(tcU1VK=>@icZM8s#-1h6CQ<2;UA_6fq-^Df|Yiax2_Z~6t
zGI?-1|I9W?82Wy0GkuonFs^g_m|5J6W4K6zi{f`4dgtv8@sm@&tHGUA={-K5+FJl8
zo8VskMFl#8G>^_n$P;~SEWeYBu)gn!M|B_Cra!=Z8$;6_yQgMGoH31nXJpNW#JA$I
z1bQ9jB3O3NY(Ig|Ixcw0AHx^h-uv^Oh&WrR)!5$x?kd{4tiZBerL<|^hMKIK!YDP(
zl~!ZI<KxDk*LYZ*${LS@nYB&kXk>k}U)%y>VyNN=V4e9Htv|x)i6Rb&h#uY<IuQ^4
ztNwb2g=O5s-)%&CN5&AFz}8qQwCO_8vGrHr!fJ9`c7N9j)lH%h37tYW-2X4(!<^ts
z3qd5Jlu^QMxjB&g3?rj?Lib^%=z8S$-9DazK2(;<NVoaThAJ)Fw2*7p=_0W-$#|zP
z|B&u}d}GG-VEDMo-qYE#`3gAKcxOCRBJSR>=5utK?g2%hjyXw?NG@#S;fxZR75y8C
zcW(a$x-u%Oq6OnNLG`SYhV-+Ysh1-fh3onQpJne<(snU39h;m9@-EDUqlO{<61*V*
z84x9iQs)1qGR>ADSUJlX-KCACd}L6sbsDj+Btv-Fah6Atwv;Rb%(ejKk4k<U!;#ZK
z;89ap0Euh?6Rj?#nytxC(RqO^{ae8BuhUo%<tw2@-oH<8*dFZ%^fSC>&sxyahj7>s
zbvRHXP2Sci+0^SAX3z@4XlYoAJkihm5x-T;<n8RfUfokyUe&butlk#Dz-SBA>*v>a
zY5?^(MP2m2c<d|(a{R79xzhAKtDk(71l;zBLA=jQT)ce$kpwfpx3yM*eX?|DabCl4
zx15DZCPzx(HmvWJ9MUPQ8Np`%Ssm|8w1d0Vw?(1DQ=YPPU>spm*7h!g(8ZhrO96{G
zjlZFDjW}(H$>0@mGp&V-s8-$}J!E``vZ*C2l~OdoVl1qSiy(Ye>4ur>PhdNNE8ETq
z0y=vOASqI&4ngv`l+cj@$08R;&kF;Ox}K~}XT$j?4(sY?uc;*SI*><A9dHSpf9J;%
z`E2hAZt;7Bcd4vS*=#x_2g!}~brgy!qMT@h0P0;7=AE%&rly|SN|4Fua(*hZ_}to}
zVWHJ%7MoWIP>SW1Ov~_!L3Tsn5e`a+0T!JWKvidk7lgzGyx#hRD$ya2B?dwPGK|Y2
ze^);1xQBUCx2R5+XI5hQ@2F0eD}$Vnth-2i|N3|tssN?7UXDL@F^6(w;y;=KNZLC?
zwN`_d88c;opr{<Btt}yyWZC7wEh@egtRA7z2TsvMagl%}2xCtWUxpKpoJccCuUj@Z
zIN7&qU5hN*5*Q87{NPtZL=Zj7iW1MFLq~^wlA#S^4i@=K9FeC9Q~^4!#=9X4Apr(?
z%f*N;LZ`@Vx&s+a!$D3;KT!xVC1i+pLV!w;fslm(!rmkU;(abd=yw2lFPbxe&Ei6t
zQ88(P?|dQ-umncM`DVg}6+f={b;tv{Gy(j07GG>TwRTr{>I?}gVrzL)#e^9mGOTsF
zaLGbkJMb@3;EqitS@Y0w%2=bZh_Z;tu{-<c%4Lx0hfSSmX$#Sk&VkYa3SQp_zeFI!
z4Ra6WUh+lB1qH7}s$|8Zm(oobgj+PNb=)knzhq&79vvQ7%fD+J$-?6G-ZMe+HB-FV
zK!b9kqUNqg^nZVTCZcI-HSMxoS?o(+*=LwxH~>Y`+XS}ATzkg6<Lhe!Rc-J}7QDc$
z4M?dJwi-5Ld2az2q(16o23*Tiav{WbK+RNVwts-}QxlD_N&OQ>nF7=Sm(QHzf*W?G
zwU`$omHM6ht90RHr%KV6M$WS64SJQ_Fwxn6hk5n&-7FIZv+_`{YOiJ_S@kSeht^|`
zWMvVEmdF{ajjzSWlhbJC_tI@{nM)EncHUIf%!@fs#1>bO7rj#C2ZzrF7;{9BCRyv6
zA-gvI%l&9xH_B*1UE1EsK4(KrkSO;lSKg!+FRu-TUx-AVLtX6nA?VaF^*1FmL-l2x
z=NOHO7X~LG_K=6Y*e{4YMr+S<RxZ9_&2nP=JQ|k;4>rVgvGmNXd34L-(@_6sHtK(?
zcq8NzVtk)2_;LPk!vEWyd!CfkB(~veF;H)k_F>)n#n^+onHGE=eSKS4RPwWzPQy^#
zV`loso~^0k)BUi_d>JdFg$P7!<fW9N_h3r~*!=Vy{A~tZJ?=!Re>YQZ^25-4YH6N*
z9h+)od67^3&yJgTYX4;T&##hkBWoLvBc;~A=P68vX9fNFQsmPFg8DJv+15PyU}RA_
z6?6;u>Z2e=PO`Y}`}=;m)JT*=U|IhPfBXa+hMl?rNI^D<II(s4b>B=mV#GG`@Z-hv
z%WR0m-jrB^Q^-6UE2E_6d`f;ao}sk<d>A$G4wABCqz(xr1~4!9`!%;z7om&nljcd;
z^A`Wr>uKbDplSQckUG5heg6%Xd-M676X)L#z!nTFBd73H+36QGd_M~My4nq__xoA)
zU-a4hQlmRiA>+7Qh37|1>x{ol*#Q-48SKsH6~#ywH-9qDYqdMi5Xk)Fos=O!Dg8iJ
z<62MofR3bndZTioOWSK#N1*PgSA`6-p^v4j8a#gAG0&o6+vw}Fc(^<JtTpJgM1|p(
z$^Z@$o|9?+(469ki2o(m1gmAR@F>_kAc{mf%{oqZKG%|3fQ;-0f_NvD+@eX^{`VH(
zq-FC<WwhjR$6B%<0DZB6LSNv8I{I5TAByx}Up$9%qi+F;$%Rz5=f4rE9j7H~x?oc;
zaZ1IJ`_c{a^3vzOoLmGa@Pwvt!auiw;BcU374x|-CTUbOPd8ZYS#FYKPM0{)&>BIU
zl|DFu9QZoGaui7MGBZ4%U|d(>yG80Rc!q<|S>mvZ$Sq*WL<XiNeS?_^X-T;Si0^0%
zblp6ZP9`e%`5fj`1bVOIv*y(qnVm7>)vcKH^cL`PAej}<bfRZ~oaODO>?pG)wENU5
zvuf-|dk#@?oJ};E5g2?D&P@>L<)f)x#^d11e(AS>1mEYn1WU@w#U^EU_x*d!9^k2M
z?Hz}lh-h@=?#+stz*kofnC_p*uY7UHDvkYp&u-=Szm}KIW2ransT6_cG!kB4NxxXT
zhgt`M+tx&2JmW6qhCXvtp55&3@)q1RZL=5D{#t?F<-GI}8s`s_RpX<G)SiKl6E*gp
zJM=(H{@hb#mIx)fNGF#Y-E)$>cs45h@2MuEoOt#78)J_34&I}(^o@C?dCLz6%7CM|
zECMf>|Bcc<?6nV)ck9Nj@Y=2dL=@ZsUy;-RBaVOJAHRO8`C#a#9EQH=GPp@9bf3?E
z2U_A@re=S%3D3>*+#TBtBUr)*ZN_b3Dy^s7f5!{QMi(R!S&#x5Uw2AR;h};Fjmqjp
zrlKD8S74lZ`MW-DbJf{S0n_C+w*pfKle?Wrf}Y=RUT$Bv5of;;{*^#3df}f5DV}-^
z&5Q0!E*$j>3+|#nD<P7g9o>gyg>}%a(@bDCk^`A8%(Eew*MgZI^^vyBOcxISNixk7
z6ccu~Y%m%E8+_!E=SZE(b<8lqzjQB*y6^6YAV_~o?BPV+&*0YxcT=ZRSMF`Ez=xFQ
z8-0dlCVy-kd(J<7VVTdjW@Q>^q?d^z==E51>&a;zTY{|mAOHOpw)9+FM<e6rME~w_
zjaqVW`p{Ei2dSF&MT_a0O{dV|>0+ZVxu#9^;*$=04y&}^beekvt-lC-NUzu@Z3CYP
z9AS?2?cW}4$^Wl6y0GG1y^$DHf;am~_O<C#*uPkho48-@%+(tyhn#oU2hfN}w5t$C
zK+=8$ROmccy%8h;xsW`71`QpNqpU~06Ft61j{naDorwZx&qNUOM}3!r^SOPfx9E$`
zkjP`KU4AixISr4lt;mFhQ}Lt6I?rbDyDg1|VVV-RjZI+@0d>PgSp{mf_@P}()~AxE
zE%U_7ALvLTR@dk`lDbp~pPB5(zI}R4$twvtya!6J<BEL~vVI(H?-TKlLu8;*l=E95
zRm?5GTGmj^n(O&FTRdanm)OV55stYTFC2eDaAVUs$LQSp2v-96<m|wAACkAFO|4p_
zcHSN)`ncW#<i%@!`i-ua@d^|wTB=t@Uskz3ze>)<INbtLTQB=>LTs_`oSsldU!pJI
z!9>+t<38uwDNL2=dKv6RTUgs)+m;%5%tZdsB+=(oq|xF6{_VZc{>_tHKzIJsa?blw
zz6<s3izbe#E=PReg+9bn9<C9l)Tw{kw|`Rm?M=N8BWYAV6@sBGdw<FoFiYSJzB+w*
z=QDo)Ff<Uywkp}l8rU4UE2Xqg5s-mg7>m5f_Z$j;yY%W1HMoP`@LqAnZw!3mK|aCu
zeWcP?sPiwG2r5fhs!H1%>MN|Fex<k9C(h05r&89$8Xrzf&sp1EU2H7jm#OEF@hu=9
zLhle}pHN`kX2+LcJ?o#%0X8}8Qy;B7bx1$*V1$K2C_>}b#y?A)1Wd25lXMlpe$w`F
z9QDcT`>2mnGTB#W>@e+33fMkhzHalsR%r|R&%eLKY$P3WKAg9x&KMD%(Rmxf`BPQv
z;Lb9BnMj#Yk$0@&TRHQ}Td!w^eTs^qCtU`*R?`R)AVQo+)aKW-f#lD+u(RJ8Q!fe3
z`!+oXwX4QnMGd|~MiH<7t@`tuFSzB82o!oRn<4omMsvp0Q>U6e{!h2ZAn$^l%AE@-
z+9ihIx^ex#&JuDd*P1DTyIQ7=lbVAP6;}_87Y3PZ5zb+DlHEs7n{zV{b1Uy@L6tS0
zN^U(AUvw4!(Yo*=x7R(WoLoXyZUc^~)}X?(WSMPTo^1U3{S>Kffjf$gw=vB5Q#C9;
zPpM_LXah<g%a8R)3fPlaU7r#4KTs19kEiHzzi$Ux?5YT*9+(i(WZxPHS~*eEksg=M
zeksBQZl>O$KGCznl)cuT_mI)d--?f2tNSU!oSc0Nh=qQj-W>U;@Z=O@iMiB@%GQ`<
z8Y^KJyFhzt9Le-i8vIP}sR@Lu%JZ9S)xOYZl2E0%1=z;j0>1P6Kg8Cj1e^svu^V}D
zGpWT^{yO{W@6V#fv(P&$v_V6971Mc1jVH9z+0l)o_RM>lLRbmr%q*;L6rPXtAJO{%
zQ89=Fz7gsdmS4tcgcANg<G2;=MvkDiQ@++O>NJ+{%7TWm3M-f1d2slR^?35W+#|U+
zYp9){fd+?nxg$A+-}6NKZ95x|bpBvOyUuMLu8sv^vn^j2bG>Q3D7Z76d?}8iX`AFb
z4(!)at@6wC4}+$M*oh%|+sC`K!lE>ao0oJMY{mptFRMhfYnR7y>KPTQxwU;eAO}*p
zR2&oTa7o2-B6aUiP5Y^oTt&XbK-3;dynoLC+Y^Whgc`Mng8nVQJ*W266x#R4;tUqj
zFkfe`jZgEN^^`;*;PfI>GY(l$0&s!K)Ph7G-M}`NA6=j`^U?B#ql-Xk8;GRVC<pT=
z!4phVJH;ZNox0`mC9C#lpT>k8oeI*yNv+_nW@`L404UkjAP>n5?*V6Jq<dDv`(POD
za&pSYPLe(_&ax7;C#vj<YE7v|1}RFF8mx*I5fwdY5|85y^H|-DT0Ntk!6lHAzt+x=
z(Hfq6twI_`@Jo--#Ii}0NDRe9O=`;l*g!N><k~F+c?{A+LYdYtwpp0<F(6tHCAu1^
zet>!j!C^t$KeMU{##rWnI8j&{ma6hlB95f}&U4T2)Mc^qu7%*az&XhM?Q~^0RTs)M
z%P)Xm4C^a8`I=CM9+LK54HT<%9-E2h+{=NE<P|BYc_Wn-x->0~iFd+Ll-&?#aZZSx
zcG*JkdptHG@5%;s&F<7iLTMKqIt2WG$*Tkr*kQzTcKJFzwfHi_0!pM*2%Yg<AFIwp
zUcP|uv%|}lY$!xnU6QIB83Sq-EUxMxn&0$Tl#>G7%$1zHu;3EinOByiZYc%1ceesJ
zo>q;MUZu@9QF2ytX6h__Z$(Z{PYyFE_U1Pz+BWAqZzuB)3O>{`9;$7UxoKn=@*6`c
zwKCTn<{l!Q4ipLrqGrxxr_#ccwIiZ?7kM|BJ)_7t(pA2u?J`gl&s+}fn!*=+C2%Mv
zEs;&Q09RfRi(T~swS@NHj}GIJdi7D#@<WVXIoq`9mU#*+#ts0{(#bxF)Z8GxegChC
zsFT@k^ol1sIoOSbHZo)?r`^pcJa~^YMVi|#{0xzAuqq*IjRxfME6tNQzkGeytMKCc
zS#?j>Q?0wn1jZC54GHARv~ACxDltfT-%+g$=Z-WN-bMS}1=-H-oP19#jE=6XJqRQi
zJUo9$d(O9`X6@Y1Kq5sT7r%%{N#xh+otz`)*{H2IlZZ(_<uuoU%q$))h0LpQ8gGhb
z;64ksu-62ej7yDNT-~#BM8-7YVfYw9Gx?Ii4T$|DBN6@omY7j7fgT1{)|>(SIQMif
zY!pme*|LSsYBkJoLUJ5#hzvMbJq>#YL{)RYrZSAGOx_nBUg8{qH%9q==qqVq#*9k@
zC!>sN=&S)pg&Ieju}1D<N*=nrGv(3=fQ=(6^7kv<ZLc2r?meelct-d=y0nq_GFgT6
zoz{)27udoL(NMG2CM5Cbq4&VH++oG2ge%w>{J7<AsX~*dl(35+`Du54b91W1jL&2r
zX1gX9s>iT1dc|WLd{LEb|Jf<O!@Nq7x90;V?1oZiZM<yf<mK|t9o_qNVP`vq*02oX
zd+T)TR<E|So912AZbIc)Z9cxYWnK(`QZwIQq8BntFI+1!r|qm^3|YAaY=5)g79pC|
z@2^oI?U3~kQJ9>kk+>M$<Mpo0QVXiM+a;~4rQW=<RoX)T^QAqGTn}vK1RF4H^)XA*
zdAC*SOE5S4kRtfK(c_prG6*l#iSax8YOR;}z~PReSE|E^XshNez%$R*<s32S&-Q@8
zp;h?)?8{5-dyko^7bhA%>jLLvuEsy3aeNGS3g4e}`UuLX&mVEwV%aIQ*@a<dS*k-T
zz7{yhVnL>&zRrbb^tudG*wo!AW6;;`DvED5D<?a;po`AJ5FSQHb!v^Wz)3<7r^bX$
zxt5b;L?BxdeVPlZQ!|kF7E30V7zOt6Ht03|YHi=dX5*XO5!}$Hkt5Fsk80|ZKd<Dq
z0a@sokLcUWX5Vq?Qz$8&<q{72;DZ>Pj?3C%<T?DM$uD{BO7SBFq}2wZQ5h9>^I@LV
zPp0&mN>2HjUJh{-w4#OOJ8wPUBo$aYRCuI{zg;o)#&MoCmhWWtfRn(gW3^wmxIJ1M
z6}BKiQH!P<mBct}KT;CZcHfy;1d6@BV2vHe_fOd|jp@vD|CNjB%;f#!9h@_`J472@
za1?P)TUG!|#Y-j0H>jTV|Dk?LB2Bx;Gf=e~t)@}%d{}x#Z_vI@Iup~I&HZ1QsdWA5
zMyU#4C};jfT8yytf*CrrQ=$Vpm)Cb@JBl<ktpv-=(M;!*o;09JoX4NTJ+4eeVV^)u
zTWk!?uU7F@?TE<XdY?QFZbr<o=dZsg#ix-M7WnuHpR#^?$R%F^%ZS0poLtC?E4iDu
z2flR$J^^^;e9~9+=dq?0SMnK8&Xw6RmXPN@-I;W0H)Qkt!T6)&9zOj~fw^JTNVv*f
zl^*FixCO+4Lg`Y)53CHOKFw<2!r)Pn7aUjJF$y_9izP1y2GdP?-3osxO7HVuMINI_
zpLAT`y)k>>fbUA<dMWVL4g1^Zn<BQMjH_q!PtH+f;^!B@fs0TC@D|XMcF6ev9eI(2
zw-5K4S$Z=cZwtW4=iH-Wm&@fQPJ_Ls@J;Jz5Yvd+kk99o|3<?$gr~9m_l@)Mda1VL
zL~*u<^h>h16ykg^<YfO9;rc$Fx**+iqrFfpu-mIQ63Igk`%T<L2zS`&R}GX>X8Cqa
zbzXe&C{H4O+o|)!i_`dHDxu@9j{b>=S$P5lRm~0OeSQ3t3W(<_aPZ(^4<)nznd|2X
zH^Enf!?%DTSh9NlP4qlcp%-yjI(-Z9=7bLKl+n)0O_Q1{BSe^iY&x$+0wdxE0_o?G
zt+q0?meP`ArUG$-`;E&6Z?)m(E0p+Hzl44h+n>KCKD9onv3|YK=3dT}^CfsA9mPrD
zD<I%x*ThyYdhUGUxN(9;(U_I@J>p!RQWmYtF&NEmt7D`8T6`3w_*#SN7>xdPL6kkX
zeG{CkK+3Bn0}@MYuLi;{@t8Z_NOu-@*f48g&`m(@U;Hq-$kgy7QXp)lSPvzLxTaDX
zoyRXv{QoXye6y^Ece4jdeL@||S}(IxjOiTk@R?<vwf(dcktJq5lyxMs&xiIE%(gRi
zG197&DXnxja){>ptABk|fp+K7@g0w<58Q5k{eC+dAJWM$9d$zzvK(m1L|W>RxQLZL
z9V6CTpw!=yH~M7rzIG#|OpPSA!`E=O(_Sv}vBLB5-$?C7Zr_tj`2$2wPy;*Mm}MxY
z&^6VR+31{Bf4usSk%tLVJbFErVW&*gBz@|$k=X|x)1~CsO~ZzaOMl!xIomX9zM!H@
z+E)Q{Y%%SK${ViZZC0|Ws8>MN=3I7oMqArSi>#2}uRBtBcwfBHeu&vvF#aZb!$Gv+
z%13GWAH|ZdXz8d@$o&NGfc#CfKqd{G7a3?rPxAE%N3|L^u5!&H-lzL+ks+&jb-Uw&
zXq=XwQ^^ya{7hF1*{zjgOn29tw`{g@sp@Ocn<HS>E#QIHf%F)#KhzESmaP#jvZKsK
z0BYbFIFB84k+d#A%=i>X>I&9ZzUUuX%)JHZQk%Vx#xmMQcQl#Fr#@G?tCp?k-%F_b
zqU`J1s~3CVi`)ml)BY6)H56QAx(ut`XmFmzi4ABxqBk6|jZQ9l+nYA_rpEae@LKP(
z;Npuo*k!{yC{O)rxT}|`YON0hlS`34mCvZxPLUJBRCMh-su%_PUH{CzqBzzN{&@?y
zr|Io8M!+BX_8<v-5$aay<P%qS8cIfa3kWSdhi%4-;|CO)vEow<q%EhoncCmyY9En?
zoq9By5ucj+j1J&^M6AhA*jY#;-p@?q5r;kSY3Rpvdf?%@I&e<MsN;s!KH;i>h40k=
zQodvHKj^E9OS&a`|DpVQ$Lelz|7cDTEoWvQNsgWy-NMRblBVdjajP!IOp7{vnA%#m
zs&%RXJ99qd^s@wzygfh{{mP5hG>*Ilkb0ZJKH}B=y`S$LuYuz=i0tnybmE*XxJk{!
zui88E3N=^D!w2)jl4^jLyMwg24sYN8oVUC3uvC3W=IiNSvff84TbP`YYuFfKMaTQw
z22y?0WU#2e`chpJ&5c=CVeRk^$W+xhjX-T&BjQN7KS~Q|S$Ycx=N$Vetw8Y#MNw(w
z*HrTO?qen24vSLZokkSf7G|A9>x)Uuh*f97;~u5X^;~gvX_4dmEBfrY&iQdUB2E9Q
zbt!`9!-6TK+_X!#*vs1FQp-vQnmBzcg{QqevHu58UmXzD6SYmVAhncBcY_j3N!JG5
zBB3C)i*$DjNV6c_9fAl52r42-cZoEzq?8CE>399T@B94&_s-0n*|~S(Jm);;OqTET
zD(t|OvBXWo`+*-$lJ7>r2h)RNbI(uBEO{)(IR1U4^L|dC<pl*o<RmsGg&Ta;VzrO~
z0k&%(QMCIxck>{{(IA2KIJc@Kzr-NkI5${3l)v+>5FEp@iUD;{O_XPHlnoNN?w|5E
z>h^nVRiHGMi=Xqzi-&shuO3<JZ@pQlx<2SAxcx1ZgfE{uxkhDQD<ct8dA*sNw+6a(
zVlF5+&d)yxRB}+IpJ*NgJ7UPlZnE6#ZnB+nuEeW7e{1y|t~{unzkZ9?p_{_3k>{y0
zRJ9+o;<dC~Yk}SA))x%o$mz=Nlw56Nz57)7MExltF<H%i>1EF;9TY<;y{m7(KOLXb
zj4lq_AGsSUyj#wl>5|C)tM?lBi-)6B4qHm&nz3v<{KeC;P7#M?^?=7|!u|0sqkLRE
z#MyfycQrlLXXu3c6YbT4-5gu`rB_5hz`2F_=AP-jCuB4yg{M4DCJy?JzD3CQMV>~_
zX=&$tbt;$LdrJDT?72*!(T{Jtdhgm*K8eQM^~{TuL0=yvx$U<<#|s_*;~iB=8gn~R
zVMXy^xhWV=bMLJ}!2*JpVeiqAtclleZ(LrXOk(Ao=4(=v7nXibcl??1@I5NI8wyf7
zJ%Ximw8D+hhojF?_aa-fVh;_rcjos)vg|c5->e|RHFo{!o{@|sZb|#U=eMr<s4b_a
zWAP|+0nF>d09a^9c}jfZ`KBBDg>vqt)yXAR)0sLA;JTyI%Id;ONoS}F`y1B}L=<g!
z{?E#(H#IwBnBOgwQ)tagrQ$(&ViN(?4tv2wXHPy9?~KZpT%laVHdS|jzPAW>77t)W
z5;FyyJTea)$_9yP|K6zdHKqMpWp}Bqa<R7@&tyrZG9W+=wY3QRrPFPtr7y-@%tq{N
zgl!3mCuqS-OqBi}N9;6(s|Z2Pcv^r_?3X9rtZKcbFSaR#9qZYbw!b;%Xv_8(wNR^l
zsA6^1^1b6NN;MXI?w5n?$ME(_TC=YgOf{xwsOb^7g8h=+jCcFw4Ou5MNRHrhgk*1*
z;*qS#HfaS?!grme#8t-Mj)+G6K9w^tPyY~2^Z~KSdFeZ5blEfq*zq9m2Z~Oaue{qb
z=%*(_tX5%&HXIb5O7F<i)Gy}hyACuKtMy%|D-^{)B5A{8srevVjmyd*Wk&K_`4^!)
z$jdW^O5z1ESK3y>6L?z~_aS8@A0_MKO*NZOXNWXxJ_Q0<o=>z+MSv4*Le%F-P~}d2
zCr-xwf`=G-rVOSnjiFZ!ERG<!V3$_bUFL4%@_x_Bhiesctg2}sE64TBV^UuY0&i3I
zUk0Oha&akwC-A+Wv2)55N0!J%7f19_(~)}We?l^*aHeSDrcH1Tzo(9U#~2}_p#O>a
zv!R|O4%1cY^ejJl+PZ#>98xb4oHi(KG0Utg;(I%;A8}19&L~cGZ!uR**Q$D7o-{)F
zu3T-POfogW8;Ngc@e=yKI(=0H>QP%!<w+k@qaSa3aaV}tIeJs8mn`DY<hF#Lvs~a_
zPlKV-U)k5#&+pQyXFsV~$evuW_4W4u$%_8Oxb-8Edg%xoOv_Qwh~TPyNl<Y(FvTk;
zTlFn9%-GCNFIhZ2NnpZ)i!3cFW`8Z9<qz+QuV6{rJGndB&POZ<Ea4|QpC&^5$YWOu
zxZh{dq;TVq|C(im8%ORt(|ERvIv^RxISp*S%J`StrN>0-VP5d~$Pw4F2z7XqLbDiS
zp>LAGEvMF>IcJ;v?h*cyVtse-7THnP>oI)uvgA{W8S@TbFC`tq61kLqgj5l)+%%GS
zK`9nBna7{(mGAi-`H%el|20gAs?wSwmZf{_XILt@isiJKgI7eM>6?%Ep0CzhCe@;r
zv(kPKk-Zny5$N@J*FPY{Xu)HgHyj5q+(fTOY!<`mmq8FxZDVShtWNxHLPE*ROo<xo
z5L|80tQ%jsSHC4FvMo8Do;h<*kq1GJV@+l|NcWJAc5Hd2Dn>IT!`T6wMO9_n&z}&S
zQC8%k!&kaoJ_WKX><ksGagkX`e_xVZQ-4<KOWFR)yh2G$+T$T}xgGRS9<JZ!G1;1n
z!THSmRYJrICP_FRxx=g=^J=}ljc4X?>d5c*IL?wmWU1i2QN1gLs(O%C)fXhWVU6*u
zkEoJxYU%?y_j&<0az2`#s?jPpOwCkG2IEj*E_&c_%l5jXMu+K@J^^#GQwYykYfedh
zs%+HWdwb(&kddnF5ijEwKY%2+5Vs7*YQfAK&`xM4k0ro>A1+rMP_OmOaACw1Amc?a
zf@2N~$%jm%LC*|Z_!xT|d&y#Wi1=E#$WD|89Cl9mTHF9|h#^vwf<cPF`!9>xQ%YE)
z|5(FI2tq(a_Q=BtG7#5}nrd3{ww+BJR}7c1jNUowl-(K@>uns~8?rzo*FxX~i-rcU
zr!1EpPG8EW#r$_UQI0x+FJG`HG89I$+Y0_yB7Wz%{mj%#!#l(Feht@=RcS>@BjVZ<
zt>pQA8qYtp<mQ_PrurJDZ%A>>>U<F$hP*5ijrIGBvp;q<743LRaWz47p1rmDPS~$d
z<SLa+sW?y{@Sn@}8^pE06}gChUH;Q;DN#acsS|71>&TW3z(8H@e@P^i->xvxc7Ji)
z*N^$H+LHC<uSxL|<%ha658;u%b&qPZ2tQ8lQP({6s7`?%F}Uvp>*pj(yuXwie-%he
zj`J6X{`&KiDcihIYzYk@2_aATd-cX|ByKhEhy%W_z7rDnZ#&dHEDSpyzo2z_{ugJx
z{DMw3B&=oiowQ77eS)G5;_z|U@l@!pjut`g`0q!QmzqS1S*+8FHg~6PDuX}!ci;ab
ztK?mt8=%xZcvYcaOL1%}y4gw0YTFGP$sT+3i`0cs?uNZcBlW3th|yYEe1OMW=B^HX
ziJVZN4zT$4qT>kP4eOI*!`oe?D6;61Ayh;8>(ota=rKa!cSvREvEC)LXpQHB7MA<u
znEE<CB5E}R$W+%}byZp+`HKU~y8ifNnLkOm{VxvSfIk(fG#vt5`g4x_SKyb{{fpqP
z4g*GX*zo4fRQRskD*V-hc~G>i$M-TCgY+N$SKVfY(<A&plp2S``x5C3&JD<+@05Of
zFWn9*51u9ldE6c&dCN}IZh>F&Un34TQ*l$nw-(Ze8Dw{jZ`!;3xwDKzF>Fzh!BfLU
zSFK@b>S%lUgXZgaL0KQYUCx`W(t9;G!cX4M{47tuZUVCRkV->a7qV1?l20n40a9*t
zLM{Bfk@8GZZU+OPWxcBgpokuzXv|}4I@*coe^B;QfEVHE6gtu0lvDMpUHRCykX*_7
zy^R($J(LUor`_rqcMMv#uh8jE4M2nEtG<vW++>;2R%%g%*zsjHs+i)AbBP3jehxe$
zHW;58H8}AMBypWd6poxWC_jk&%7!5)cX9R(&#8LR&^O9$_v%2$XYa>-9|U9|R<u9)
zaZpvYGo2)cG2!_~o4R28g_I9ZrYA4uMIxDk6RolMdMlBHl~a2*wE+wUT(SD1lv%k>
z+xkwm_>5~d(Q8z`K^;ZzSlYbA&8kVx#D0m`2CsdI*S*!HR1=Iuqo2+>%QV%Uy$TVZ
z=KcQ=+S`?53c2JXN(21Z)Ao`h#N5g-t<`!vCrF(;jZ4t=qrH%BONjjz|K|9928FgI
zXY8Eofs&bjB>*8>SF`o>$Uclf%G2lNbAydSW>(j^fse)h<oCB<Aba3_7Kx_3%K!#B
zkQ(cC{}23jR~a`{+Dp*}w@z_d$)5|XHHFbz7EomXpb%W3e=mas?T+rr8#x1=+`e`k
z;Q`sn*OdEir^<0Gjrc(^z~fQXMd+gU)JR`xuP}d}Z2R#W=AsTmZNt>CCgfEG-rn#H
z$GjJ;r}|hY68M4R*?Oiu9Mv)v8Hp4+iX^Y$S=aw2gG#62paE6d^GZY;KGz(JdG#0(
z2n!oFS<<;B|BJ&})6gQ`Es!_4%6wmzyJh|L?Q?w7+SeNS{Q_U)dnK`ljDd0+gR*|j
zT4LTUUg9J;*DDKpr~1q*HjAh1bruQ+X{E`q^K|K7cE5s@s&C_JJD3U<mf2(0Aiw{7
zSd*dLqL0a}eUO=@B5z1J>n@{V;o@Qk6HM?<aZ|DfeBg>}o97k<33Wa$N-W4rI<fv-
zi<?4nB;~FOySTkzCnV1@`tuo7Ga@cI1-+Y<=(STV7{*}Qjx=y6xUwdb!<Bnhmj7^?
z#<8G1=iLLV)^%J{9rMc^wY^ezN?-g!sbwh^lS{L(fSSt=!4#dM+rjJ`uC|`GWu6uv
zrm*>6*ZJ|vJ`Z<`FW$1&zMlT1D54ukd+`_N-S*AbF!iU&0JvM=W83v4AU3`&WLt4k
zOM>Z5t6h!iU2^}$*)$6MkqS*Ox}8-zd`Dok8?b;1bx{uy{gq3ZXPgdKx-kBW(}7hW
z4Lf=9QCEc^{{3xW{<ZllXP4^J8nw;ntwL?<l%`y$gyZc_-nnI!+0GW-AE`lGBEH1T
z&ixEJ?bH0wK(-Z<?p+1mge{u1NuBbrZ$_S1_jE~RJIpI@zOuV~Ous~R`SVaB{>^@x
zkFiP@mR%j#%Bj)YN79Gy@E=v*2#37~C;!DceFLm6f!sGDUZFqI;*o#~%2(&AL3w=o
zHuL@piHG0v+9g0&^ym4nTj{}!*y>%rIi>w?{g;*z;}zq;xH7akQoyVF>JVb-DsQL(
z-SASmf0%Itl?dc9JC((q05R%b)y74A?B8bi1?ms^opa7}30+;YznMyz1ax79d;_)A
z1YPBBBOIsi-?nX0f06H6E5D!(P5EziFXoT>dC<H?9hd&^Z)sK5H51^8TX6{#T0P-s
z=q++75{-L7`4w2ob$~Q1Fz32?m3G;HJWjoTgMP4ju@t9`6HXD_iV#KKf`LI@bXfGK
zjWzN5{C(T8zS@6PV6=WE0ek0>$NfK!!SP(QIsIiySi_j(|0WL7FW_G@`C>|Jr(+ki
zR)FHHNA5dmL@D=`%N0hq>t8dF<y+>P-DajP<&9&(m?gFp;DOR*g0e}=uYF5Oo(Lmt
z$7|WE8H<)jm9bY`%dt^Ozcnki3`HN0J=U~Zd}J>`i5lU`Vdc>v^8gyz+-}P8uuT%V
zlSps_CU9%rNlyCq>_vGZHHnz5Ti^<jGeE($!-7hm#U#G%AztawvR%YP$~a;a5B?WW
zceZFmXij1iI!{y}@C+y&w<!CgE&yl0=M*;dwv}a2XE;(}>jVUpvO#hX7d<Bcs5uWO
zV8Uvusb(<+sW4%U;)@!E1rb2$jY^<R0wv&qF2VG4?9HGAUu>jQv_?GAVUUpu?&XK@
z5-)$3SDsm%xW&87m}!<Lyi5Rx88WZ(h>YsIi{tq45m$Vx1|!|e{|jxaRk$|!U6%@$
z*2&8}^TqyfnL;`5gI^R;=$V>DucRThz=pH7{EMZ^uUbQ~aL7o?GkA`PWR?>uS6!F7
zh^UtFg+rl^=ZA5=FVYoKh%6KD>MV{Va0*vP<jFba@ixtO&BqxUwfB<H26ZIPd|n@y
zW<D>^Fiz)Y!hgdw)uH^)HF%Ugo|z9MB;-qkzoEmN&r+sC2o4T++8*wHp(N9})U1lZ
z#VVbj3*#D>no5yALALi%HuY3r(|OLh``pV#3g$}(Of7d1XuS4D^0`cD>!Pt0M4Lje
zVG*<i6#V`vB6s~O$3x?90=%**#_%)0JE~@&zEsQ(V*r^TI=S}E%$N7v+VZU?)6=6Q
zy=e-C$8E_GHz1vl5{U}$SP7hK(UB_8oJ44i+?FBB->2%FoN1ux1c^a`c<u(YaRQRG
zlJ1TlA`b9#wrITxBB6+XUN9$~MUf4qoY0|tifAnV4tuNp`XMf+Sxc{Fi<w#Aptd3p
zPu2|Q+bcO6hg6jsu7-fpN0)&^apGJ7-8+6p9Gz@OW#f4UrqQmcYkBdlx%y)4#Gm$y
z<`aJ@4{phW<#He4oFL?nqv_?TwE`>JdiW9M5Tp!#j=I!7?n`PkS$-22v9;_wLB|{l
z!~?O$E2Iee_lvW*-Ql$eN;FeDo}TCfc3UogtP(47$<c1bTaMVFm<t-UnD8Ckidb%S
z51vZirA%tr5|6MWz~qU&``8nAB3H7axm>uc)+?YQ<LCHL>P(l?j`fAY21~2QcZz|$
zJ!Y2q06M&xfbvyb!2rcNO;`Se54MB)oDLy&>#hM+qQvY8to%$2#7Jz!GsF_lyBt<j
z-Z)b3RCy&*nu3Guy%)&{b4fG_C3ABJr^F8eSCnsWu%YD$c|88u7pZf*HFnFxM?+-z
zicQ7y%Tq&Qn_chlieWpn<?8l$2GlX>-&1h$RQNFRG_(8x-0i2z>bQ++x`R4y#;<sL
ztk;D-)wg~Lh{((rn}aSLztFTjfbGy6FjF9{*(Zp)$s$ITQJ;`s3w4HsWq!@G8#PJ^
z5Hm1^4JmLH?u<QFUc}W`##-kSG=s+u#|$l($dbm5+aKeS`yTA*LsFOsD&Ht1{Tu~D
zKp-ejBYvB5T87<a2mGEr-V##I^B6W)YCYsrM*IcO`+|FS`=dO~3N|Y{w)J?TI#9s!
zf)O_DIf(tay;blj`)(us+WNlyLM`^y^G>mbupAkZ-1u)5{=RDNqM&0Vt+(%|-T<`4
zxi?+nrAYT^=eZ8O&~6hMj3<(Zx;jfT_=pb)ZY##WsIC~}<Hr60+_L^ZGc*QZs%ymy
z@c3qLc#TKF^ts6ZOSB9h=~QfN10C`Ggm;b$ft}^+PQKRT2Hb^e){&XZWbBb<U*(uD
z>gjmo$Det_Bet8GDoQIWQO;s5WL|xH$`Dc)?<f}hIK~yRLKV&ATwYJ>@fU`S%b1qZ
z)CuKJnm83i6-0;sLM9q@=ubt|^PlpmsWR%TzOJM*_A-)j;X;h(ZvGPO7b^4pQXbi{
z;}*G{k5(6O)ALf96g?tZ4y=8t{?@9<glJ~Qp#4Bdd?MJ?M5oC(S1X?;YH*Fs<D0P?
z&lxjIq^O@^u9Wt}@GZ=AbK8*Boz5W#nQb8Ik>=zw|7pdp=2S_Uxxwy<E?P~KQL<`K
zP{HH9qO@!>i@Cc|L^XZsu8l^>>&kxr!<&zki$@PzEVa})$g6GF{q9pW0nZ&jL|186
z1xtu3GCX4Ea^VwL8~rNw;^gy<2VzU^ODyS0?2ALHm{te4{^UmUM;obJ7xS65r<JW9
zA{|w;`HYT#<Rc}H9!>yH*9tJO|3nW}D?inDeZXfvI=Q1f;c)TUG=+QTslLMiWGY29
ztP>8v)(U=UyWim{szlI|3Ppwv!n|TfRYsci639~`eDRmd(Z8bu^(9Kk1&%+Zz%fMl
z;N26w7>;6gTR28^oQGYMqpTaBQ9kY5@rxqE_Y_so%>tmH#Xw@BshmnFs=NYatgl`Y
zW9#$rCJA!A^8I4(n8@39d`>irlD!acxB<*)OZ==f&6L;jMTd0dho4y%$|V0~5JdgO
z(J#3WaNH&MmmyZN98fJ0hRIBs7`$EAWEMd6Z&d)ewEnJdtZ$Uug#hY?w(F2qiARL3
zH0x%nC1inRfox~}nZ7J|wCxtH?Ebc#@@d$)<|IG{LP>OCeiu!S-|niNn9u&^W4o+C
z0qW<8pDG2{S#MM7l&&fu>j@6B#$g?%u^p_ZawXrZ$3wL(ly1syzK5?Tp#I{3Z+~UR
zcEULI9lLlAKGLxrW+?F-gaR11!!)7ems*EP{&jY1)ZV4?;wey9klSCJmazAmrH9vP
z=O~G&7?Bl8Hime%bo$AW8K9Abjv+DD0g0k?`t{){;@cYdg@o&s3ESbz(!&XGK=Hq}
z-yE2Pbr^(dEq<H@WU)CRjpgW&g-(Xa9{QhWdtuA`6p*&<#cDt<`tOAlkKbzR+p=ux
z^%=$;f55#xDFa@K!fL$Y4*M8TGUc_=zrH_>I+z7oPw4=4mNTpl##2uHlS%cjv)gVl
zRX1Ns4^zd8xPgqIfXg$bLyij(w;LY4s|1Z@H;e($jUvn`TX`+eWZ89AN#E403!qT|
zx`In_K;(DwI10gXU`l-Z^!}g|<<u-tZ%fE3MvOI(ee_mK|1|gY&5Z5y9hjKpldC%9
zatWaC7z@?X-&VMJa)0Wj!IuoFI`Ul23;S0=-IHWbZF5)yC@(Cs!uuY;Q|CnOdr$Cd
zH!L6e`hizQ)g*SH<^7r~$v;!CF4@O4$Qr!1ssl0utZLzfRXvKD_6@TJejOUmD!GwT
zhw0_c%u9utVq`?{s5W-#dkQ#KO3h<TK85p6d*(_I)9{N3wmcRH7**Z=;2T_vMN<B)
za8eQuE{9&ImI2$f2JmAMT+0*(;JoXXK)fZIhnuI>K+aih-CrCJv>Y(%$i}g6+5Xgy
zpM!6;3;?qe;Kb#F4r(!{awzyb6ZXAMX<6e!2<CB9+k7)yF%j$c!&4=t)qPX=r{;!<
z@v`{4GHTm2BVy92v$}s(KAN}44fqS_Q7ZMmzY1z$=o)m=`{@$~d<!AuTto8)=TwX{
zFe!mXEADyiz6?9$3Dun1xNUlU^QC+um{ft7Mc*NeM<A>Zh%48gSGTqpq9dQGXJq<k
zMRe^+8uqO@)g(4*?7fjg^&6|r;`}Un*TDx0v1#YE#ddaynIvRhFdx{@(ekjPJMVpy
zdN^+!W<g(Eq@IxAFR++DBuZ;Y`jSi-O$|~2$wiy(Ti(@h`!2-oGcjk{q;l%jYquhu
z97gCVW0<9P<KuRffbk9KO<7;uaLCvztrkhHDa0@9&wd;ptNljYY=w<xf%z+WH=$MH
z{Q3h!>4y68gJK!oY*(Q=r4V#tC?PpXivuOebXfAMo6{#4<9Fj#rni?fC^c1Q`*D(K
zuhYHNRrm#u&h3M?^SLtEKnri*lM~In>kzl2Xi5^pzc?xNH^*-osV1Z6heMJ7bHA2y
zqM5~ZcGmTgz6_>6k;h>38M?Yf*YzHJi<l0}HoayA(y6BM7~BR00jRemq~y<W!KZg?
zW3DtuU;KtOF?xRJ7HI^G`mdqKK;wG1wpLf&PTuSc?{pHYut`c6Nq$EJO56f}aYmkX
z`HSd3Wu&ncmQkh15<FS~g(7<Xr+f=XiIjL3hH6_Wv98OX^Exfu^`6OJocHuqz$$Dj
za=}Hi`m?}o1jvZGp6Wc0oJFZ=I@^bFv;W1BXt-I6#YVGj`K-RDuLCwdTcHaM%8QEs
zn&tS50|oNm+E)`*_8FZhvi;IL%2qp3Wo-lgn}6V7jh-J2g?Hbgt$u-6$)niLfks3e
zq60&A-=tk9MO}}zZOtfgS^vcmum6j4Qtz8#PGn@uD<ehu>%l7E;m4Ndy$wKN)36KE
zPE|%cXFEN@>5bc;uP!9-Voem4ju^+6oxbjX&^n1>SRJX=-${;#Z^3K1)<Dji+syjp
z47ry1{!k60l-o_SkOQ|<wG&?Qu7d~fDe2!jpW;y+es*>gey;#{rH7opq#XP5hcQ&k
zaE{qk+F*XX+;!O``8h!dD*|<5=*>|kxC5KSMmP-V`NlQcKsf=WYkILiM=@`-6$mH*
zC6H^(1)mlXKm{1VC><gw_l}{O0sV7=r@iL11sq_vNYH`-y$xb2COlH?sfeI%v_>I<
zE7KWc(Z<84ihK&Xq`o6+-1I5cOgvJ+NyTB$G-}OIOKOZt!^@q<{)4L1hF`0G$^o4-
z#T7gD)rX!Wiv7~^Ps~L^%|+oVH9^V@+&H!O{DxgfriB+)Ctop`brvkFKi(fVTvHrY
z(62jvF4ciLWPZq<L+kxniCA{=)tSAEy+yNvHYR|kNjEhnHP1?oqkSi)i2HYHgj2jN
z@R=6?`6h`!pJub>fuC}>Tesn~{P-i`cLRL*YxRdsfeK_(KKS@6COS#k>==rIo4uy`
z1HAG;4aqwJYLI*9FJBtHe#u+=!$3^#ZmPl%X|)mK<KJ&P-}U3%OH$JmsJ4zMV}wW?
zncY&CpLX`zU4hA6|9Dz_U(Rr1Acse<Jyqb)kf<P6MBac<D$H+qM#eR`-_S>cS@89w
z)}fb<-dx{bK{<s@ptTr292ExQD$(L`*Rs3-f%&igNttndq-tx=-nH<KioK;LAB^<C
zGArda)U}!#ksGRO1zU8iK8RzppFiP%V=$<}o;wl8I+ginJ;Vf5!IL8OI?OcCCVz9?
zfDJ;^ahr$>(SbkLxJ!cQd=;}<b0H4yxU0TDZ<T{sdt%>=DiYXGW&Cdd9r+8sr?rLR
zP{f)%4L^HR{8re9L^i4Y^8SYeRkOa75yo-sU32(aFK`H19q(=!>4MH4ZETrX*admS
zvUCWL)w^?li0Cau@t}L&%4}}Gjx@4(gN$z=CLc>LtT{625ph?<lCN{D$<Vhu7jk{!
z=*AcJAXfWGDC9|P?^^i>+|K_!^nIj)%_t6gY5%D3VZvHO)2EFeWYtqKZ|Bi`8-sEN
z_i&#nDk7_G@B3c#Kaqq|f6{tqulUVeioI<u<IjRcYp<sw2<EfDCN5h|3zBct7a*c9
zRB!ncZI+gw|CJJY=d*g^7-;)@c!uMgjoYyn#j_6>Qlk0&NR|;ETRTJOwnael3mq>@
zr8s3w4&Z#oGj<(VRuu0l^=zq@LW<=DY%4s#xd5Mu(^sO4d)`f1zKM$5{TRN_?8qU4
zZyqkgUV#UiuK;5)Ta>pn%8fDLgNaSB3<D4wg!5To2F~E1mNJ!^YXx_^_n>llY+E<v
zo&s35+)MUc2v02z0-I8v=M>>6{!;-vI5r`!=+A*c@XT?Q^ZlKZ7?1&dD}s1@!333U
z_;%W^Oh;PSYGLlA4{q67>MDJr5r2lgWAU`DC`~h}4&G?1o~!Xzwov(s$j7G{a6iqL
zjh1attmd1u*`th8p5KoCVNNVbHe+p5|EF?UIC<-PWKc!25-NK7hq*$G<4TF$nR<1|
znUP$2OA7ZOH@0AK?|)-s|D$YM+mrK?Ks2Yyrxt$*BB-VZ)&h5BRA@lf^*r}UXF6Ha
z^#`tVCF$JYJ#&{X!(?N?y1v9Y*vgxmSz584s=mt{h|?e-<M0tqaotLPMsT^x(-hC!
zw=DMNm0OfDNnaZ&qyE(K=tqehxxthl%#`merlz`e#R!DsLaPnE%W$RU;--ITqCPG0
ztd-#u>&j!oPc)}8=c=hE@^Spx=c@4aCvgI}$WL?uoKsR}b^=e~-pa74j(LNPkxvI8
zPePe;fbceo*6OC_t&Xde?!ow8(S><|K<=KwL%5{GO^%txa4-7?qPzQ>tkIp~YRuh8
z=6?G83*O9ZZzdCDU2~5Bd#5htduQVWp<mn+zxrRNd~d#HGs#5?=t;?$-K4*{I<80a
zK);$T=S%i$rKD*j;hT#MvKDdg5R;f2qdvJ|6cmvM{Ahgu_5ka{GCx{*u83O<TL75n
z$ZZGdGk#}?Mih{0u$Y)I5M>5%C{-J}$Gn6^E`OPwcvoMS{2=Dc7utDiidpS#&HW%E
z@qmGHHm&{YtDML;dN6cfo7_t+FLHXumAWP1o}PyL>oRvAN$te`S>jnG!t&A$bT<Ao
zG~=;iiz6}CL`N!DK2kwZvtzcGzV;a3iHT->HY41m9j8siovW9*lwleh^O8#yH?P=Q
z3~%&80QWg-G`I&2JOZq1M6~2YiJoejVVVjc2$?4NBF0ZsbU9U`+#jHvC^BX+G!a3a
z!`(1x6*#?QJMeOUz7`vP32!o@04_38SVo|DB=ZPkfRDCcsAlj;5B!5T12$6H4;vF+
zo>@8>4Nj0xouDmHM4(h4jo$yZC~uCcL4ZffH9>P}5W}8Q477rnNYTT97KkGm@zP2F
z{ajqPS|_lV@ep0GCoNw91&|^q%8~@`lWTzdm$rPSrU|-~S7n(W`mgj3=&G@3B1IE)
zvx>QQG>8N~0Qjnl+d;G(eF85pPPRSKSiTV8h&#PtPXGe=hpdJhLQBev|JA&lLMWul
zNTu-)s%YvzRZv85`XR2~Bx{-$ahpr4Fex9ab+VEotXZUCK(9m-DdL9ZGg4=C0VeJ8
z3h)e^0b7pV%@+(6{m|1hhkRCnhit9{d3CN%uYZqXS*ZUxI^B~&{r!<e!<z%v-Y1TV
zJWqFPav_kpL^7flXFOx_LiAQ`U08sT0SD%xqby%lyQfhNO7LD5M7ZVNw1TcS##Uh@
z#4=c(I9G7IdH9Z-w2@D>gUjjtUJ*GG2j=BNr#-6`KaM*ZO}XD(B4g4b8b5!UOZ585
zH*#ip8W1uNS1KBjNP{Wg0SvVUOu^uDwH{L4X#0-{&U4#_U0#m0iXAn8gjBFVp6Ims
zQm7L)f4rVSYpKNc+dQf3r(qbK<8s6#e0|Fyw~Fn1#jW5-e+Q^w{usu|N(w-0XxI^m
z%P)xY@Mg~}#STgUCa~=m>R=^>Mcd>7A1>f!-xX?IYSK92hD@bpmg0-P8!sZXt-WEn
zY!LQtv8Dk^GieIrj&z`x2Tz=xKes+H)zTG<8eZwV`&8aw*MpV0Azi$8X)=p^Y3$V>
z?-R?_WSPLan4{)JM+&b;KQwry(qhwYYb(D!k|gw|^KOD{#VG%lVYW`WS=R{c>Vyn1
z@%Y(xn;c718U2)uWJ;8=Tj~Aj=qn#~ujKL0u{!K<aV^$cp0)slR-x^a2m3wNd|bp0
z4Ilu^z2+tZZc@1M{jia2zQpQs6_O*YB)~WkE9L@v9{m&w4tlc|>+@Ww6L_%_^f&s4
zk(rOM32-P_i#QS(gIbe?aegRH0DgyRJ^?U$B%dEPq2t8x)a^fVms}UOTo=#%&T;)H
zGfMS;?E$yK%`8-tZQNAA(EXPQ#}H<NIODF<c1V?<DjpEH;F9A4c6LB%{ZDO>4xq?`
z;X@Us4i+l16T_B&bIJt}5s!h-OAv6P!qoYb#9Tfj`2d(rJ0}{z44O!UMM^;AK2^n#
z@jhZ}AkCk1u1+Z%ga8v8(20{)z$fIvXjb5HbFe`IaipGaAfZs_5TFpJcWM7Df{XN$
zRyWg!iLioNT+4UV%_0?3JUJ)V%6EQ(5@^Av1m^I_v<k56ZV7Xv4WBB;qDeP;BBg2&
z?1sTSdNVf2QPmCQ%Dmtd-c6dS-K*Y(Jb7q9ro-}hU%38ja{bJaw|DBtnvEZhT9jXi
z@?Zhb>kOfnpI2QSI)<{pvl3v7BDdRI?{|K+PfRs}1xRtKT)aAsd1U#7Yw4WTzMs41
z?X;KgMxX<<X<2u-AU$?SbTx8#NhbNHMH-JmQtTdl@3}=;En{%T!p`KNZ>guAxc*dN
zm3P@xyrUk5F*qF%F^m7_s=NBM*!KU@B7kKpAvhfnJoUvbuyJh-z=}nGYV0Ue>nz1+
z9a2_ZO_4V#d`5#G$q;cQpZZ~R_ig}!`)y%aC~4=5t;2(v)8Zqpx1CE;Y=N)lob&Tb
zRqoM0c=U(~X1R@{$e+}YW8mitgvnS^bhN2DQ=O#eYBQ9=#4tLXB!veXZPrQyuQd=J
z8KlW*Oty0ZYPsM$rNoKJAVZ%hzfr0n7X;S8)Jb6dfmax?DXVoFLIJjhJ{%lfayLFq
z6<EQi<THK_-~=(QZ_!YjqgM-f_K&+w9~dR!N}&sKM~$W8T2<BuYKIntStPyJ3UhN?
zFI6AMtt=t>-m^yA%cbku8rWBaYDvO^lU3`hn`WE+Pc>Jv<r=C?97?LW-^TFy_czto
ztPiUBsK`CR9>mXd>c|E+4$>sp*=EDz5T92}CXCg!oY0o=AJXi#xp_L=W5ec8m1=7x
zKtcigm^NMkAQT7J8<S}xJuqM!_~`!)|9>6oNpym8J->nvktzh)KOE3Yu|YF2rm*!N
zc5KvjY1rbogs*=i1ak7CUg3cNSDA1UV%z9bA91MlWzQ%<-@A(9=u!1Ag>?ZL19@66
zP+SUN^=_eKt0R62{<F?dE91)bG6bMlj)_?>CS#9~(HZ(Yy&|2hM-}%R&+K?>`w-^-
zfH&?COM#PF7>b-w!P#EkO65*G{loo$p5+t!1z#GSH)NVCB#Q=X<m!PQbWNWTpl%nn
zhvA-d$qa>Oubk){m&e3}<9w5P`V2H9DSCDcU#7pJRK!wP`*Vsw5ch*ZS^@jE6pXDt
zB``d}b4oPN)m%-F`?l9v1?eRjAV?ia#w~}01svwlEdFUgsHablYJX*x9PzEZ!mznk
zW#M5y%Id+o>_%JtA=_$3Sw_f%MAubfO0n~@_C;)IKIK^7&jtae!Gj$WLWPcx;2%b^
zJzqMXQ&Nsm)`p%53f2x#WN*LB*$EIJe>b2jShH5`X4!)OOU0^;iFuRBT?$9&-tSTA
zw*)f{KheX6d1xAP@0Y1sK&W1%zDavHwZ*%cP*M|}j;6aeB67zMB2u&GosE=_bAq4+
z>7R;WFglVK3m+cWgc#i?Y+&>BX_#3$W1b*pkrg0AE56x^@#*CI1{z5M(c%v2FM4Ks
zM;Ejr?(yaDb2FH&Ql~m98RO)r;N_po<qT>5UrdFCsf}>JfeDwra@u@vdkJ3h@&30*
zMrIr6OCY##UfW7c2C0bxq2(vp)J`N;w;NrvBT)7!o+vA*$>h00N2SC5r@7N{D0C>4
z--~OcDRAjDX@-G=EFJ!YqOP<b6@4HF1Uu$vO4oBMtGb>Qw*IrhBh~SWP$YTVaAIfo
z@m!&9SS{Tw8wnK3SQ}Nh-+yD;rk6Q@K8ENtWSsiSg$O(=t3tb9j>!s!zU0z$Rrw(t
zEm>nmLck0JsUbA32aXTp*scpjs>047I`~tGk^&9SV!rU>VvChscU5Z4`b7ajQHI2t
ztPH=B`VBTb%1>9aI(!x5Q_PNV(swcgeNtY@u&EhUMDzrwN&^Q7Eh{1bQ3fT+nz8dw
z2t~;Hp}ZAegh)VbUXp+Px!3%>3&tw%{!sgXHQd-N3E}!g_vQ)y_{BZc*T7`Q<c$@&
z#F=3hy)sKPuf47rzxH|-qvX>4qXOW_Fs+_gwU@8FM{{!p7TbeD;kD&1E=Q;F{PtHm
z4CgfuOyESC4yC#HH`7g%Sd%rT6N55y{iy;#xGdt4Vw_6Q4AR38end8oWds6NiD@ig
zmO$(NcfJErOX*bMzjEAUz`+(ls+_Cb<Y*9mmG=cl1^xq*q}E?vZGkN>b!`;~8Q3^W
z(f`hbAP;FvW@VkTM4NB<1Orm;TdCpA%C)t5A%+!JAd2P@20P{!r;bZ3!VMmXdTy`9
z(k>B9<u$=Ib(gQrgKjGdkFj4-G~@-W^5%!pvyCA~oW<ut8-5}lu8NOI4<yZR_)$8G
z4N_N8_`8Co=}HexSx$_+nS+E7$qcD4D-;=}aLGY=5+x98J)$Clr{V_MXc$vdu*4v1
z3O5;1*;FB!tR_H?`}9=bdZ&o|1UBa!k=k3_lZ;&Jt!JX8s%6+q3A9x$FkBATMx8t=
zRV<j?)%%}U0mU7}Tb{lQP6hT-h=@jsBBP#YVq>xOTb!BOBJMl#sbUqZ8NZ|PgHr*;
zgTM_zNeMnc&$Ce||HCx_C_;Mhf>cF&$#yj=l*<0WkqKK(5kQOw#zX*b6ge;;aFxpJ
zpuABm^Y9YHG&VsMB~}8|91SErz*SS$i(y6m(+k;?lfnQA&KXb^agluvmau~c)2INo
zOD!t_%)W_aGpZ?B0Y+bJoJ6Q*41vF=f{b2_9c`c#Y1}0qZfDgg`<AtUI@*fa#Tz4A
zZ>!>!ABa2B!1Cp5|4(VE2d~)np<}|OZgG3RwoIE_UAetg-b<)(P-{+H_P1OK?~I)C
zcwO@1%(XZZt!&Z>53=w`)UuM`I4{{{v4pdpbfh?3OI_)-ED3!}sCTC*I%7JsWj*@d
z6p~}6aeL@G>k+%?ax{%^HS{QU?iaaLFf={=ydM2;WC5ZKeKgq)2t{(T$_?F*Na7$D
z_}-I&Pq72}q(=Tz&(EICTXsXBgn3tivYQ^EScd$ZF&`T#{yCSn)!(ry2DOz)?nCK6
z<@H9e*ZNe6j;oVJUu?T@w}fq04Il=3iVfcNDSS~pf&YbHly)c1pKAiHK4B;A?N74S
zlZ-%}=n#2t+Y#8-hACh1qZLU?Vh@a>ZNFRGS=JrDg1xLb?G16GXXAW7F0Y$(n6xh<
z!Yu<HIJ>ie+rI3cyeb2=*y{&R^fKuft}Rry1W|kYKETUm&>e1X(uH)jB3W)CtF(P|
zxa7Ruf8Ch|)9cXi#wh<OM|m;J%2uU4mgX5@-#)VX+IUY?(w&v@b<S8$(*1I;g3+=(
zMJ5}2E6e6ToYR8{VQxT7Fjo(eD>ei0k(w$BemEiA_s0;*Q64b}<wCJSl;0|v>#5rm
zB1<3uivkewSV1UOk`gveM)7i#vKWCaWJtXGITsuQ@FB=RXhSIHG&WMnmuiAGe4P6Z
zfSNj$B@u^1fXo_#OR+D&D7zmMwH7Jn7%4)Ebj0B1>_o~~BgK9hwp{!twE}W20<aBy
zr-DxaRYZ>CBp{EKyIluRdOP2QU=IL?#9;7_-Y!2%xi1=D-sqBQBBB5nm>3{>XJ9&@
z^>$?8RfG6su9mdN;}3DgXhJ-i8f~Sp&tVh6RKlOr%R&*u5|dU<@eoqo@bdGZ@=WU!
zebGl51(0t@5t(oFk$#_1u&KCaK?6q&;QBC;XbWnw(VU(pc@Ugta0+-kG6tv7Z<OAf
z>}-sCi^x)UnK_qCVjfN=UTMxM6m433k*K+s1D}ny3%(!(dt1C&#5h!<1WLtc5CgW%
zOTWV3&2FT)`rH#~dy|pIT2V57@#?LQi;HvaUhQ`FZS&0AdLWQr(yN(KFEraOCRwF8
z=6cR>v;S^xfllRN^?U$|!Ee+d+V%_U^E}K>ZcbHg&eY7v#p8qFe9zpeA~FD$<{5|Z
z_xKtD3&$ijj|?!xhUsB&Uo`e*Kx-J~Q^`(r;(%9HzI&okH7NBTN4IK(qe6-cm@UE0
zgXAP{AZ^}2NuZMlKz?SW&?fDvmv(3w$)B19DPv}|w4a+D$Go_b2bP+wUi5ypBTw(m
zUS8au+*RHJNF)xlc>GW}!$?I$xqq^aOHoLOE1}RbARW^(%JbxyhpO(Q*b##r{(HsS
zqQH_nWxu_YIhsG#_k67mRhptLN40F&L94v?f&GI~+&m^@mla_<2<#;PUA0{B_5|wV
z@In6#6FgC>Pg+wcAf~ApJTF#+jdCJE$sjA04*n-)_DB>zOIj@N5Kd)OM?7P?d76_B
zvDWWZAJW=oHGR)NIDQGfdRd&aTe-Anru43R0m;FvbXFQ2P0Z(MGA&+Q?r${)xi>H~
zHI+m`F3jVyDOxGt=Bw%GEuq;w<LO!I)s<BlA>6_q3LYI1Mvif}_M6eCa?gFyV~!=Y
z(bRve%6*ugv)u_Ya;ZrO;n+x<?pmtjE3HaL+u*J?N4}^uAPg{YNLuXXa7&L-eO=u;
zt1ABJm4BPJI+QwpYC7u8u>k-726tt#JCU$Hct1T-d*xz4rDFZfHsA~~<VD&nSJC>g
zEj^y3!BvHY)FrkfG?uyLM1ZVLre`tZg9kz^Rbhvfy?kJ84tt77){(Ux+jt$HA~ce+
z$n6axIrL7sCDk^FTM!$srRra9<90QQqc&#-ak)lFjl5Z)<Qk}Yab8OG(ItneU`<)s
zvQ>WS@dW&p#Ie!SwwV|QFJ^Y1pqQPwHr4Mu)fh*Ab*YPLp%L?tSn%<;d;CtTEglRZ
z-P)4wjbZkswt5R0n^KoU-<V>J(T?8|t=SFQw8|M{;rPLp2a_?2IWZ&^1>4pTv6mDE
zvkQeA!$wWvsOKeRELS(LXW3@)%(=M9K74dt5@HH|m7Bd#>)__SQCsM|(Ghkk*d?0Q
zX@}m8%7BTkhySMe$_1ihuZ~e;1|ohfw{&7Cf}S*&;s5p>YK$JW(B>MHoRkKqwZDwo
zE24fNxWQ$q;0rDM08)nbt*7w<q3a<lhzW6G)BKF8>_TX>k)CB@v`Yg1Oj<1SfQ+#$
zos}IE+(<}SanOixsU6ouO-FRkd#xJws1y=#7TjkPa%y)u8M>=tJ^qF6-te*{_-3mN
zGj~U&qCT=LRC%qojlR7=+}dA;JFc9mc}}U;Gtxwd&RF>c+K$zKKtCC_7+GnwRJRL@
z+xBOrSp8E65wdusC;XMvtlUnAfId;CxMWbhfq9sD?c8%*dt*S(H#*AU<<*plkufFF
z0PY1X9YVlF>T)6Yd}azt(LQidJ+F*lFO1AAb%vA##l|tQ+Y>$`%q;2k8*{ep$uSi*
z=l|aAWySU0(pM!vS%6z6DcR$MG(@tn*61``b@i@@jtK3TD|?m9353*{{sr>#;oGuL
zUK-O9diGU`v6|ZmxUR}0BSR>Qs1ez1oo9>wB6?#f^4IrGkyqq6P#pQlJX-JH3ooSo
z!ITO!^De24u?l0UXX89J<>cooQkCECa6xPtSKYO^Mj4rSM?sXdqDh3bqHz^=oQeo4
zWgUcq-7Srqt5pVBhMDfJMtHRw2(3$0Hjzh;8eHbblcimAOoNvVRD)}JYP4wNoz?UY
z$0HSwM)C6G;4M=MgLA_StA@6nzxWeF!#qin*wfkt=AK(}>Gs(<HvRgkVvX}z-_=-V
zj|V~!b!^C>PbpOtN!(IKj<B07teMzi)dk%FebR)SmnrA7#vLc}*boE`Im{aBX#dO{
z`aGqu?!j1HUhxV;9Ld6zpc~w3HSZ{t;hUzmldr)I$Q;!yYv(6|y>D{3C?3x7<)G|h
zpW6Du+iSTx_PU~0i72=}>KIwk6u3qdX+<T$_ue|nS4#MBHb>k0NNy(is_~)G<0%?V
z7=?Qrz82&7#|M4+uq$r^B$Eei+GRsxvSk+Adzr=i81qB3NW^Ls2Wvz6*@xlSltM@6
z3r|bvGfhU5+2Pn9sA{fud^#Q4&L)4W%v2M7lx6m&cp>#LIbbpd)CZ=gG2Wb0#z~+=
z8+?wBDEg{Sz(g<37~vEIP=+MRODYs9z)nQoB_+V|r2I@1>E%_82G;(x<iK9y9kG?5
zNt6JlFQP64mSwWWkJ3&_UmAWA6Fzy=-tf~kRC}vZX>#-j<z7vK0exMwZW4N9h%{@b
zU3m}A)<98tv-rHGxS^!Mp+mEsmw3O+<JeM3?}MQDA1r0k;j@SV5gEaQJQl3<AZy}@
zW#!ktuL}yonTWkIHdE81Uw3SuZ7fPEKXZz1!LT%KZFWie=AsuF6+qQaHA1CFsJ*8J
zg<|h%|F|L{a)JyKiJ}>|z=2vYDzOrXgOuL64L^(qVJ+ePfn*u7lPKYe;4p5+*o+uC
zF||W<Q0&{JXl*|fN-wii<Qo(s{1288z9{ZXu0GB9=hy<}%AO!M#0Nt@qX0e-$pHjj
zHVB1~1G}aKAtVV3neM>N<2!YZiJou-c%@;gjA9eTwyFvwH>?OiTqsEb0rJZUz&NrN
zV~xHIkBJ6$X4Nnlc;`fgO%*pD7Pa2Q7#vUJU2G1Z2Y4AjR}8zECZNt1DDI1f@}0V7
zFl0<5L!xqqNp6@<fL$Jt(*cJZ0QW(1!97y^^qz)LGLB;KOK+~sgMr$6557ZWp2Tjp
zBh2@r_KZ|@$uO)>a7R(KY|K<h`6I9fjn>M!Ck|Qq@nfe0u6R9K53apZo)+4T&T_Y?
zz|Iv@G#wGz$%&_?CSwpfe*YyFn?;AVZ!>*zuccLx-0BQ@`H1*j%qQTM^aZAs_pVKU
zD!H4u9=oE@ghHx&V!pytANwGD*EXDQf)ekNx=aeqn5Q)Ad2+uZpS_)4+$o#X!^ekA
zh^0O#l9<(*oK<A{o&x)UNQOk%45by@0A>Y06g}T5M+p=%k%0UsPo{s*)yXE?ds(5d
z{D+`ku|bsT+kY?gvjVFIc^L{`qEyDBKbe+KE0t1$H**UBnE>XJX51WjiQ-%U$8xlk
zqbecrbq>N4MQzB-cKA_-cY@<NSoOapkt&R>>UgyoTkLI68_mGXj$ytECUJ3`hhw)W
zmyH#L_1uqlzcVISX<2SH?nOQ%Be9jwr_-ox4J4hft=SYCy%RP6^9}lO=|M_lKb`wx
z0TOcU2+t8n_VeExIU84g|Hk0X_m?AHTFhVRQv+I(pF4a>vG5J(ZMin-NqyMZV%$Px
z+)LrD)W77>G>IBI`Dzzzd3*P}%x1v7vaFrGM~Ry`+ege_Yf-D@CQuXODJe61Yi~C<
zKKy|?Qa9Lj8fqxL<gTx0t#e;=0jX{gcc6Ugg6LC)|FB#D&{dT3Tcp@U$l$#s@@#Vc
zmV5z@JWgSm%?v496=ir+dX)@BWBH)n2sSxP1x^$I<im+vsiZP*sK5iN33(dWWDg)}
zqfTIuf7ip(8YM{KJ!0q``FKI8q%@RaO91C2Hdm)~2hcWZfl;d%)PhvfWTtb`B-SAA
z*Cf=1NtIDPqhX&wqd;1R2{yS0V2txnP=XXTKH2ObEpGZ!3LD`>bVo{~1R=Z|&D=d9
zRKkYTB-bOlpbc4wC;+5+BA0fUts*E7+IP93C>ZQ=X6y^o>Kpnj#mv$CfZCg?eCI@c
z%ef(qNmDB)U*Lg!8u~<q;ng<=2fS2B1Ynj~0MiTbbOs2@wb9JG<UZHwqhY^Hd{A)s
zjn4Yf*IMK=GfA27mGXQWud7vbbel$D3Sx6bS1J6?-N3HpBR<Kql%PPdk9F`t2W*E=
zUK{Ov{fJ+H6>}4XL9Y+>8^6%W+DZ!hk1;ZgzH{eJe%Hc^MG7|qs7EUc+2s!{4^0m5
z)zud|=dX{+T=1LIbjO_vHzc883;>+BdC@oqOzi*hr~|k$fCt>}34ezuBt<ny`I!GS
zfTN5N5Ytg7{HPN(#CqH*-@l|ma;{8{62yN_<It1}auR@spoZAY1NiIo0D~POtWhFw
z4lK}GrZkCFN3VIMicG1Pep)QVN<r8pTAwi@hc<s9oSdw<PP9|*UA%m1d}k?AF4#S(
zfUD`q-I(W*2ia%MlTRULeMKoI<}HIm{>#w)7g6_uqLhCLy|vi2K)OY~d|#R<v7)+F
zP^8be!ueveqpXT$qbqBr<F&%js1wta0s6CdG)BBM4}jXEfDv>BY$I3BDFR~Z&m{<`
z*acbp)2RgpPp)}uefq3R#Y4tpgBKyk5$&%AqK>Oz1wt*b>#OU7H8NbW38i>E)Lf$k
z1iAyM>iT%828F120vXS~c^xDZH{?G(c0UFt{m|j%uSIr`5xc(Ncl;8ImDUeD0c8F`
zpv_CCGAA(Jbc1F(>PqL<>0{|6{*tz<7s>93NL`Gt@5N68`{Jrl1RDL5P%2aOC4EQs
z;Ka&tfS3L%bD~TT^QynaI~R;sQum*ofa>(AAw~;fIGd!7Seyt!>(IlfaI?eb70S7@
za-Oy#VOgAU4JvXX@{^A5lScdFbk=d%QwRn5u`d^FZ3~ZZ#3MjL{LZt7u5EoB)?2&G
zOewh*{M7(QsjgjewGK4C68S1UkyTRzlG+9Syi1vC>fN+JZfsyQrSPSnam(+7q;|Nz
zJ6ZJY{_~IEHV|`sOvUId_fw)XaT$U(4c8Z4NQ;%O{XX%U#~0i@<6ilCh6ZFUSUJ!=
zLT}+S^uYn&0m3s)!OE^^^;~WLOQXp_wf~k+5p>_j7Q)_g!EQWxxAAh!>)mF*fWZb1
zHKWBF1{iC<rx*PFIxnK7(@ZYee=ow3Vc;w!S8FxgDiJ5j&NeR}N9<!m+y>*k6A$rZ
zt~<`<cDJ4l`7qP!d+2~~QWX%QRK1TVN!R0^{BO;v3vTaeTZ;~V9x7t-P?F-Yr*eLQ
zAz#4HSi-s4s8Stm_{8uJ7Y{XF$<EK2$)79#w41c~`QcMiw{3G|etliM16;yv4hUrW
zsLBz17V%5}sx2y$%43H1DUxffBsFwmsQ7ANfajIiRhzmw+s)444vgAI^h&#bKf}e@
zRpx7PXrr=YS7HQ4d2@!-IV!{>HmH?<k-5x&44$CLva#^_t5_9Zou6{P`q8VcBC(80
z_3coXPibrJhF%Ozjfp;ltTFUX)Y6IsuHkowrqr6ZtL@E1o8*|z@Z`SXoCU7gD^E(T
zOtQiS_snJaS`EeCv_x*pbjtMY2;8ydn+;V$@kq&*^=$C1^mKG24-%;ak1MKWjp~(`
zR#lzZq=d0n3mlx?&9Zre<jR(PAsezc@?}Mow9^V&$SaL@H$9z^q+Y}HNq_mGn>?$#
z%!@orTT|AsFH0U8^v>pu)FXjdDmu-PKK@y3G>o4cIvm;cJfl%U%Ql7eI4nNpk&1I2
zv8A(Z%3R`(l4wNyGnikd$Dy^+_mYa}z&Fq$nvMvT52uR;ODmJV?R)yibNObiYIMov
zC0%~LxYQdcZikRh;q*tcc-EGEG{j0(ysiw``o=W8F{l?)OR|{FoAei_Y0W^7J#~AR
zL5>odCP6vpHfkrEK@;*LbUGB}_v*^!qJ)A|faQncVkj!{)s@agY5ov{&UqqmRk9*|
zAiWhaQbxe5ouu@r3yS~k_u?<*Lqkd^4E87G|FLw{VO2F>m+mg<3tW&!noEP^1?iL$
z1f;t=r6eyQA|>4-Tw1!jMY>Z$y74=_zwZwo9%g1wojIJD*=wzx0rm3-0u3YrN;hx`
zYdc!-PKb@PAocSfmkEUDQXAY~@qxq?+LbEgjSw?hB9yrQD#Zu#;6#3%8xqzneUC*C
z6A%RXuP2lu2^l=#=L$QNtucRqC8h&yRFc|l+WGMX$T8~&R^h7|JnYY%rnSoyh7{I&
z#W!i(|ME`ApxJy*Wr|6F&(x1~$8NERKab7kwfqI=ZEm&QZ~1W$Y0{BqWIJ5OU;?{z
zH8OBG^(LulN5WQM;iax2n~l+Wv^kyATpsO`OPE%-|6El&`tTb;$1$^t5`PWKL7c)9
zI$W`@O(wQ$s-)jHXz4>EUJA$YnoW@%BJ7?m`*uejk~HYEhObW<aOO%YV9wW)9a?xr
zjng%YJH4!nb^3(+RK8zY=%~MsopGeVIdvH8zFM|p+_Y%D;lR0LO(`utQ-w_B&R(L7
z;`}2nx*2TRZ6Ju?!!d5nt*K`~C9Q{C823nxNqs)*LtJ+64-2Ge<Kp^<a9ns8LteF<
zJ*dn*_vQl((%sPQ*(bq{>-7z`?3Nv`@kjQIFWx-wAS=tz;mVHv+c*29Uht)Od|)ok
z_8OTJd{}$RL{5dnY$06$agO@4Tj9aq%=S7f37ku-^@uLSCe;}kPO;;NJRv#ufTETR
z`awVP`45}LyIa9CmZheaEJ6;mxM;chSyKs0X#9B`XKMQjg(wazpR{2epI&1CF4`Op
zS$$xS@JZ`V)1A)h85yWSb`1C!q9ibZcv|5&>ws$n_y7$$?%AlO9RpuQ!0Dh>*k)~W
zF6Ex8<L-*d%ElD3Sx#&CKvp)|4~U%o(&I@zjsHHs%1!pB!NS0o9X?%U(0JCZztbz6
z5wA6+yWP%RmzcgA3q^@dji*431RtAtatdo!&R*8v%ECP~yLOI|ja<&QbiOe4?s1a;
zKEGxXi0pJ7erMw);{0ogmA>5iZuAoLh_#@9vl@9EYwe+)pMD<ime3BHbG7+~0~sTN
zgHTG0sV5`5u394lRD?mU?g+2zNH5=9Mi3jQ>4=oZ{StQ781_<+I)2Z|dNz?D1&HR{
zsZSM<ArQHT<Lt{*<^Z>*B?*9YV9K??nik_8P6#Jl(}?g6zlxjO69>*h?DB&X-C14g
zW<wZvYN4o+ozUa+iHAfSX)5So7x(lm^tfLtR-v7vDBOX$13bZ<!+F_6N0|XQIdB+(
zQwDv09&knc;Hi+0D7l<GNgInpkRj{b<BK1f_<M3s#`^L1e^?#*V$&G&mVQ~-60j*7
zqFH%jiCX_651yA?UT3YC2ln6+`Z5Z^nleb@h`4!sXY!OTgHR3(I6d5S#0_KEmz9#>
z_*&)zig~V7tzrlDOcvE)t$2ZpiX^7<%p7`}2!P5}P$o{Oe{ky$-cfgJTlF58?(x=L
zW&aAUKA3}V;)><poU=#wc_HV>>S4{7mlsu(CJypXy=d*(Wy~6audRTpHnQmpYbGN3
zN8I>xE#yGIT=cJ|y?(#LpxRz@!F8i_fa7z93JIN0<5wmiv?7p0g}ZEft@CRZSRJ%+
zrd8f_^jUrB*E-oL+B-9x7FC$6$9jg(0=Ne%Zt_?@%p*iXTl(kw=zR<uj23RHW_3W$
z=dY<eMH?Y5THbWqkd#%rT(LV&1bzNE<|86)3Jyk}IxeIGxaGzrm+DI(0Zx72067I=
zCbCrK*POJ9<P$06nNzVsqsRu&iax{(>bT3u2I{~baflL-JKAw+hn<hF6LxGYns{fg
z62FzvURy~2z2xPZQ<;F&N>ljy=fXbMRoPcd_ke8y*$=|#Mj(7{FBJ#RziUh|%N7E?
zpa<H<8Esj}hh|MxXn|h>0~$bv<!%C5XR_;c87XU6m*V-6drS`*!hd9|f;!4RiM#*0
zyD9tTWBz+>P5Mev7{zDXd|J&3%_4}a#Jb;z<N8CU4nEo6Esq>|b_NkP{pmR>(Iwpi
zK5_2)A>jnka~XvwO=aL<#sH3RYG9NOKL?OP2EYdakSt0P{%TJWM+;#gBjN#&EL5&?
z`D{?DSDt%tA37^}yrob8yb;IZWeo<L5neu;{N{P;)?FB_D<X8@Qvi?yV2|9L2607Q
z)zX{>@s5yD!xAyPtcFJwIhM@GlCo-3rjDoqc+K=y0dOP2AP6WNWh()`2ucF^<K?Xg
z7?3Le%;lj(1E`;5_RlU13^Kw=#fga6yd#k6Ak$Y?@de<pv>*rogh~O%4<%Bzc83*=
zw=?`IJBo}N1t-FCo>hvPng663@DkD^Hi1`)Wk*v?S5ZZ{-G#9BF*weklN%(#Q)*lR
zB-p9H<{eRIXD74}oA8~-2a)d-V4R4i-&;!zZC2jbO}16XYql=D&Dr>&_awT3-Gbwo
z1^*F{j>dPoqkU}q{?A<bcHTHeK!AnIQ@NsBn~cY&7SDXek$$^|K^{pH^8){fKc5wi
z>ACzecWDc@z7-_ax-Dvvj;?-sb*&(#=A4>D40oa7L|!Wya1nN4yh(0$Q{tZeYNu)a
z`#tvvvy3L3rAUTwUk!~3_;*5%tAsl*MzNJb9umAf8DS|w&YMCGxP64TQYf-xq~3G)
zq6D4{g1mr<l?Q9f130=p2`t4pkmr98z_7JKFMw=B$nOK@xn(t8pd^recFHWmQuL#K
zpcrE^eJzzsSLB>0B(JpyC5e1#A|)#*1@%N2BWzl<<ljdez(ba>u2bvt5bsSLvFYBS
z54)|PQZ~m=zvr-Fm+rfK?-%ZVB=VKm)n!9h_m)0pxmW^T3_>j#wc7ScI`(U7glQ5e
znJX_*qCp{8HTyJa6U|gcm&fEDGVtolDdEZ}a&->v!(6zg<`y!wDadE1=sK20VbroF
zhB1sC*g7z`f~@@~M52XO8jkQYXx8p!c0#Ppz&`=MvjxSDgf&@I(f#wb<Hhs#qz0B;
z0qh>Ybf+MGY^m^7Z!v{YyuUySY94bZ-M}j0x!j6SkN*Uqo|S0fv;YG3JdfYbrSeA!
zp(j)u5;iZTe8aI=YG5XS9icZ+2^K43frxaDwg1$cFrayKd`1||(oy(vA1}2Pe<h>`
z_S$+#V&XRM1o5tWC!}8(tSS9$mP~hwK|Lf5<;5p}S<uoW#ejz~#W#H{82=1*EF;B0
zmrT!;I0FU9_G!6(v()OT_Z+<{k8L@uK9F=RA<~k12%|FGK_d}%xFwI5&Osu|a!FIz
zFKSRaojijGv;k3?@(ym%KI_O3h%<ap8z~?JIhIIFzb)?VF+b6ng?ko3qIa!*_OU%k
zZ8>L_cYXL_W5=zVgCNHHZ^fM5W~S$MQab$O({eIYe56g6c+^>Z@C2A`&ALnEYy`&s
zTR@zy^Fil)Pv1updR;O#t<*WW*+arVtfryCGg1p>K7yo7l8dH(%Z9PagUHeQVUe7r
zIhvYcQL=hk;y=cz#sc(^0&OjCKc*Ih{Lt9R&t?dCy>s(X@U~2`bf*(_5}x%lQ3pYd
zFTocDamJqzv27PqM)h{^Zx<43BM`&v_Hh6?tXc{k#E2e>z*xv@RegA-5UQGqyM**g
zuVWjz%hb3<hEj1xe*gLn8#AusTPifL69+!XH-g$1MM0O_Eu2i>ao)|pL6-kE)nrxM
zLK1yYj7_nx^XUTT4~_ne_-m1{b0s3A08fGLt+1B-Omv|RH>t#>O*~YN<`4FVo8!)(
zS}q09;kQ<(%tS)j-%_xCtyc8qcn;w0#XH*lyvB5q7Aq#~xW3P*`1V8bDvUAi({P5p
zjv%ip`A+hdbEdhig}15smRAUc0h_1*wW(d~&<T;}Eqh5Rjx)L-(ZH=OPR9^VxS(%C
z@Q05{{FhvvT4ps<@a-{}8n|Xp_n0ud9!-T)+of*}19xfNc+$D9KE-n8u*@sA;2#2t
zN|VvWkLigwcfJ91xC5Y3YX@Ddp>hva)Y!-ta>ipd<J4>G?H|sYHVl!?d~bejA)t4f
zEZCS?)?|orLuC2F!Um1mxyPttz@=mE*|KZQa%C@Zusk<=a4NO-p;y!j?fwPinRth0
z*VOdv+?+E#Ykf=i)sY(|K6PQV%CcATN10vIccY5@6~bUA7j>)NrY{fO)FFAn)Z_-M
z-g+Ohy8l>sL(G^?)6QdaxIfjs+PI+^dYR)&8$!NKtoD=LoWyYn?(ZpUdO(xVN~(EB
zuB`kHSy}Ckg@1~SdHst&@i|S&N3zN^=h)KA5H~yH9YTT?RjU!Y@wRFG&c}>R_DFfv
ziS_fHbbBud^x~_r*b#abUrnH#O)Q7R*vdxovKZu;X3O&}Mc)!9gKnoNjS62piff;=
zF5$H1;GrP1Q(S|(_m`@SYnvixDrm(~R%$_-odryIgZALHTbWQA_03@jZ6x~Mmos_m
z+<jt65AHuIV-x}!%S&&kgy&2AZwpnl+zL$j7ULA}wZ~@EI`XneoWpL59+F~M)UH)-
zUzUF7C&E#B_vRnM4?bl@T>@p4%2|?F=QC#(hC34E`{#lXN!e9cHO`+0!U+1hpgifj
zmk&vI)WV(7?M!C*;shLn((m@11Ebp+QK^L=rUR9_0XM(8)Wv^h&wcxPri<7HARVMp
zG^B!>od!X<-FIXUDM!qClu8)?D<C!53DlYz`HXvQnsGKiSGi@xQVfz`g~5-ny6k(K
zvHl^*MP8`ff-m%gWF?e>+yQ9nPt7jL7N<cL&F(3|hm@z2LGpw_l$TRo3OkX56opYi
z?h;D=E^CG46S|c8wYNXc<o139#<EKsz3>c$YxdspoXIZ$YRU2vO8qVJ;J#h6olt~A
zv%9!kw);vQPGV*5e&uP0P?e{<0XJot$l=Tv@GaKIEa%#)Yqh=?Rv?)o+9Y)&VYpNA
zit6yE&!1^oe}3)8&YH1rVOt-H+M~~DIj(wPy3rwc%qmg)^HcnA!<42B6rfCs^2<=k
z=!=Dxtqt4d7Y2-#(bMRdV81P<8Ik!Ni<gcqWuO-}IO^7Vz3j=`XD-UzMQSb)o+!+A
z5S5?7Flbm=wS&*(!6zWQv-zG>njC@Jb=l`pZpF~E*``Uu#xx>L;+V|F(Y4%(Y_QDg
zWFzT>(Q%F@vdNf60;5}6cx*V#Q`FUF*za}yD5(R-os`=;t|vY(nf8I>*nqJioKk+!
zHr})0CG*KKJJL;kC&g;XJH3lBwWjIu`K?QD&$D;SdQ>5pqbXll!OmAMJH&W}Ni9Ea
zX;FPCJ){s)L)N~$lm{6InfEa9s{3xP<a#LqFad$hUI;Y-7{JIXgt~*f(6G@%89LVr
z%*av*KM4UKSw|({(h&M#0Bmz6Yq$kmQci^OIKen2l%(HtvXFD0L8rHJIAx`!#>8MQ
zTREMw1|hIjMg#xk-z-tWa+4MKD6;q{`>14C^m*u^96rn#EClNO>(lNqUT!Zn(>!ez
z_{#BBo;XsQHKi~=b;DM@pz8E7cO&l~DCwJkcLY;F6dR`TB`i*6*5-`(p{I!(TjN(J
z#b%tB8GG@sr8ie7#0~&;BI_#Af{+>xlH;QMAK7B-Ij6uCB3uJcd_6Ddpb&H?=Q2Vf
zq%y5BFZs&*-5;Idr%8p|fG*&U3-~8!UBxZUghR3{K$CxV|8a1o?A_JStKnlZAllBW
zdpQ?ZnvE!c%w6-fC?B3Z0ntym8<bpN!INBfI;{cP&?BW|=+kna@f?53b#Azs4_aUe
zx<vli-Z%I(X{3zKGQiqwD{2Lh!6AkZ?(Ih;=+@L6lBd9^;Ce*hUIZYN+qRI3f|HZA
z80V7+K)EddelF2J2K5aDUBqml5Co&XRS^vW>>KqS0AZyCmVXF$VO^2`5NPPGW%UR;
zWl%+v>i|8MyO6H-%`IRwxuVkR?@q^`$3@>vRqVRIBncSgY~}!C{)aGwNAeGW_T(yN
z{pR#P(<KFKBleuT>*whTy2Sn{*)RE6(-@3Oi{(XA1&GDY(EiV0h;IQMD=5M1-qQI{
zw3i&^Qp^3w3m+Ks_nYe=IG|;IfR1HOn|*RMw1E-tOR_9#{PXI$*{r8Y86ako80(WT
zps7yU{Z}LSYq4EJ`~*br!4DV@tI84bM_^zk&z3ClN{(4o8{YpAKJoxbL5t7x{O)uY
z=#ewV0A{miO9CLc19U_3C`Izs4Nyb-g4czS0BsHdP-$b}yT1)LyFu`iy;v8Z*jkX2
zm*k}A9T!b;2Z}enkSY*$4o*vKZgk5fSAooUt@`_w@YVM|ty3=|sCt*7G$KcSLK?+Y
z>$cpcXm-RWfAnk`F1(<rn&8GnS0kk&xXYO!Wa&H$yqkm2a{Zp~Zv&R|Nud#2<Yw7=
zSz%|q_+nr=I&9+sWdC6PZa<ly($+iz9k(F)2%oM&f7N0Eco46=4fP(^fYGjt-hsse
zx>k44AB%(Jy1Ui*y;+yCs#YNPAJv}30L`A0y~ynoY=E3A`dpv~*<WL=bg8v!@z$qn
zb#we)^(h)X!Ta4qHz0}K<f1v1oR4+QY*!y>;@o}<tc`rH3;7kXb$cL6Bj_n^b<#zQ
zgc47y$<MgMWfg1p=@bx6a(s%GiN7)YuZEU8F8a{a(5!yDdf?pwrfx~{k*Ylp^x2;?
z=e{3k0w}-~wv_;ds?Irx0X^7}e6AI--=8DsJ_-ms0<^%%V#B)R+2XXliXHR?{|X2|
z_+;Yz{Wjsh&KM~`WuU5?&+C*6cxnSd|BY`I_-y=F^aa6`2H6d>%fb=xvS+dnpZ?DZ
zD&_?=CG*$-Oh7dNXUbtbHu-%N`P}ROYKZ&k)z$w0`PfRFOu&n<6!Z#MSO4Y4y6j^8
zuO}~Xr?&_?Pl5KAC7-iL+mBlA=z*DR-%<Im^UkeIINm_>$2majPajtQzxTzr`3g^8
z+w<1t3i3Kt&+8hG>P?6?@yOj%bPgZfWT);Ftet-Wd@V;gpGF7-Jy=Q{UuLbj6P>E!
z6~#g?jcH@oh}KLCQ83T);N;3ivFE6b&-@DtZRhU<HJWD!Hayg)n~Mo0*YRe)np~3W
z6kz)#;|2ZoL;&}C`--BjHy#fq6i@oEp#(|O^<)$yWN>UZ>FJ~K<bHR5Ci9c+>XH}0
zI=&A7hcHTYAOG|zbnRQ%R^gzi@!shPW>7|T(6`k|{NXX8e+U9r$G}T~9ZEn~?6Pno
z`T5y;{6FjSXX`KjZyov_$W=&ys68x50=aUxeqBL36_5Qva-G#M!z~FYuc+|}&|v#$
zK9DGDp3tc9up$Y})eGcKx#z{x9%%A6n#y?dITxMQ`Sb11pvIHEMm#JrU~W&k6Clb!
zd7x&g(_Kufr|X1kn#UK2UF5)XS#9UK`TtB=?-QVf=Q`v%5*YPafkl6R>(%vcmoRX%
zJ&(TMpHbL^q5lvV5Nc=yapPh9Bk&;K?VLUVxuDOPOixZPo=1x$jZv+AENc94x{I;<
zbQ1}*Mey)*9Rvh=@>rd8M!<)Od54_oHKw<mZjKTDLx6k&N)Y0SuD?3>Zg&AnaFFl=
z>&-CS>twi!Nb+$5wCr^OeP~$+H*7}zS3nHJ$gR~RN^{{djv16G2TWpApfND$9?9oH
z)8fOppL=(G>jLzh`+vQoW_ohNf9@S-*j6k)sc8J1??dCd<ayL{pOE_=Sf@?_QAXwV
zytUs_NLhmmC!n+k)`rLL_{S}GU}}dhKr^d#0}yYM>+GOsM;}x@XstTBb?C|sS~(5;
z)1LQg*zv_b1i|N#yue1dWkS$u%c|Og%zXr2Vb4$3#*ZX+{WibYSUzzcrZt-icDvU~
zoHZ8V!!&I4+OjG?uEGNuzt8-BX^CQW(6RhvX>m}LU1l!uW=e&1XE#f>fS-Un1yQTH
zjwdmAaxE@@5P~R=I5ajBCjpgiaaBer<R|$ppTlU@1|4PM5D=uq1%d#csYVo{6?IFu
zLCu<|lS4|S8`;ogfPkd_$(^NUEoTNeXut-MZx9Ha#{r-@$Z^g9#V-Io0T@bCD{Q3#
zBtOJ9sDl~HGi&NPP|48z41j2>%Mjjzj~`OTPN?!YX)k3}PoA~5q0ZKC2Em3S;VNHw
zcJmxY5rqWIsS@!5hS(3760>l?ql5W2ucqT|Ick0Y!753nKyQ0RX~<MJB`zl6%tO1G
zJkc~G-%+wsyRH9<CuWg+^@AA9$iFvu{Seu@<w5aAWL35AGuawqa=X;`f^hUkQ#b7g
zJ(m0*+U?0p{Cu>`{}3#VncOnwQ7&NvLij$@$8VpQQbgcV_~pb>H|2X_2Fl|vk<>cP
z4=njqZ`Fh#DatD4W0<)Q<~{rqP0jgcCyZyvPdb$Q;)#ntRNlJy1r%eXt3~pCWTpHr
z9VYozlK-=M_hjTwr7|JeEz4B-1l>LQ&Zkp<km<v0RRZICp0&^t!*w7nWzqdPt^EBe
zOg$P^y+P|K_F?krRWb6p)lOv#Ts6UhWM^4bZD)Lx@V~s-`f#%-K;q%WbHNF+yP(OO
zj0T>9J!#E90TMxif!2$TVW6*)0(Q&!gomN!rvZ|CPZ#p5YB{5i2a_Xmg{XQPfK9+&
zTwBhC()4Re|3qz|HPAAH;B)f9Ohcd|Jh$w>KlWOYaxUKa!hszlr?l<?mdoSZ3e1}I
z_FCFNI2+28t;mjwDiI`fU64T;G>K|iNEa?x=|L*F7ph!R3ItUn4Z8>_S;O~@)-ses
zyfY}t@Wp*ANf#0(gD!DMzsDUAa{i|N598EcVg0O<i1^XO_!p&&>{E@QyzIE*0&~MQ
zD+{a(mgtAyHy_CguZBJdpN|q7Oh?*?RQn66)lVZjT@6Ja7|$6Ffaua&C#U*9WTi~h
zh(mm)R=ioXUMd!TC}X!c+f6PIp?Gjj#TB33oeL143OX~NSwCg#i)uDdG~q^0=XPuM
zYC&+^2!zN^6)D?mBC+je7Y{)NZ&94pHDt0kzQm5tJCc5}H&3*IPHnbj`VCP^d9Y(%
zAqR>U_)^OhJz1*pv>ZKzLha<|LHydtY6PDATLsOTR@P6KVr$e0YMq33KM|NveF~i-
z2bpG0;f~y5Gn)kc6;PF?IO+)X*RX5`g;H300I}*3YD{m(=7*#cs54~DS%;Kpa%j2l
zX{)yn2!*)ufe6iDO-)^AI)kriDAL_7fHWS`&4e}1GCD4U7oZ^A?rV8LjF`T-f?7^O
zGClMwz1wvS6KhO@wA4S84Z7(gPRm_1?-q#;Uu%F~GjMt$3ioF$F4@n{Byg1HCFLKH
zS%6#%D(XA_Doe-BpFSzYa8u$P-!gE~pamS*r|lzfnTP$DPSPldQ5>%%{(2(y+ht2o
zD$<P!cRU8MAP3(U>9@xa1;$^Y!CU&IShVBN`MR_(OL8iWy>}A>L7@RxE!s)fKlId8
zr-$33Le32qM47;f4gz#Z-D%`T+ocW84hJ<aTPCTfAx{?wF86HqZrDz^G8&(uMsp3t
zt^yW8Ois$?4VsPQn{HcsCPA<R-KTMmBhQu;xnrsgqW8d-TwJe%%qBywzO6a>QMCV$
zsU+wiw@dSH<<*annP2l1#7*LxGCD{2Ry7!5f6C6De#i?xZd;F0Z2CDrb@~=p#{JBg
zOMjx;VyW|&>lL&TJ?+iVlV7zNiPQ%j*oICmcI(EVV^TSc#66w%|72|wwCB}lw3Bh2
z6X-Cf(bA?4uqv^``7ub~J;3QKe2ufM)MiwvCjlzA7a;uX<%1j8f1-Kxo-^r(oK5sG
zSF8;(-L{g4Hl1%B!qc=)KouIa`!o?xK{q8*hOUDM#~Z@+4qAwAP5Qci+bZ|c`NJ#E
z<gCzNB2~dZDw2+VBmTjmRVFr>*66>OBuhB_YlVATDWQL2cY^sU^j@E$loHY6yY>DI
zQ+4ae9C5}~4&g@?Fu6h*&(2g8>$<=Dk2+X#19NOHN+Z4rgZN@mChN+2mPoVdS}C}V
zdJ}yFwDr|3&!zjf^r@S3A%?qL3wqMMVNvEF`b&YMKVcui%~paIewnbhED(GYZ-Q`z
zWO;GVrnbLd3HnY(lb>LPkfyd73%>@HN9@O3^mYsD?)*eoX9-!x{UBy}g%%I?X7XX`
z_0s_;M+#1(z~;a@iV!a|HDv7}DP3_1@}LA$_L1O~ptzs((hyDS?;*|L6?nsUdO_%C
zl7Qwc_A6<<!1qY>=A(?IP06NTLC0>hsi|9Yr69F<k$)=T7h;S%UWG)KVOn&a)8EDL
z9@Qg++rtzvBMm<I1dEL^iC3OX`}G|E1(*%~_p-S4gmvK#iqA*#v3PsXWIr+BvtK-s
zYN+!SK>+YFlZ@3bo7#BL4Ax}FmH_+P1I&8ecXW`7x)<C5zFyZkt`mYUK^95Jtgl(6
ze}{@)vBi)#hAysReE8g$m}#A2<F!)pRYUb{g(T-GRerOKs&!F-9KRE;Stlo6|Al^f
zX};MVD^qaT<5D<2EX-{GLiR{~=DS+nKLmo=q!UL6PgGd}+<V^sKcFa8k+zq$0{p~%
zzRfS}K#Y{%Re@4OGpHUfZX!5F#V(RVmUQ})2VuVP_tRtXo^hLyQ>t(kxI~uR6Md8~
zP%5or!mBba(fwoQJRPW71Bn0lUj^^$BOheQ-qzH0&x+o7D9t7?QYNT;1F9Z}femGz
z=s)p%AAR8+rnaB*Zi76sXfi13{qPsDDP!gg+_&FzfjB6jL17hfaVTe~?tp?Ahj~tN
zY^5Z+++(&6w-+7T*S8UbBTRb`DptT-BiJy=Us4z;mP7_ZDk8tua3tlwAgL-TO%aIO
z^GRMK5TLi$Xogag_r=0=dH*5w@aifaP+5yFwi+870|!IgoonNu$_pj#oetw#s)unM
z2kW|ww;!3n6ylwu!v)U6^t6G2%8|**COqdx>1NA2Hxc$%5z|oelIU51^Gs>gF~{qw
z>kcEqle{`@8!wllq8$TIJ~s=x8$3Jq`Nwz>ik)Whh_a%reEh&2XjU!4Ukc%V*wK=Z
zEg<JbjfZ#%2!TiA3k~?dewwr-H%JV71seb4{Y5i9dy!!v-MJN2%?v*$U+hI%W!hbO
zfLz4y9G2SZQ>b6LqdUb+klnIT)!I@S?aC>0{77m^=WB1t_~Ys%T5@!e_NIb&=RT41
zO}`d}=jRtZ-RaJqnpBallALp>OKm2Rwy4Kn>I5^=tDzi>escmaYI|R<8p9H6Pc%;>
zK$Z?%ks)TTJn&BDf=gwj+9yY&Yt-T!kLej}gThv24%$PqW7uE-@`#QIUpzFL6(BRD
zlh&?FU>0}ze&lD}%HzDEby-jO6%*n1K>^m}Zi1`Q3|`A1eN##?wHb-`QEYI*hoE3k
zb<Ro)@#dupiPi66HI*wBWPJ1zr2&m)6%E=W&Y&i`H#;rLogfsIB8EOs6$L(OmvYvL
z^^LrU6uDB_@VB%q1OTmMXD}vWHptl=1P>n8RMzNW>%9BWW4JMu3GPG|(Ny--<iBN1
zvk#R3Y|eW48IGvy$Wl(<0~|#erjkzpf&d_aC#e9RV1U8+3Ap$AkE!x}rKLzQ6;&tx
zAIY6QlTKc%u*DTRr7l!Rs7jzgxE1n~ggZ@IF$tCwq1g8{F@y+!tO;wJ1Cvf0z2Qv3
zA(R@XO#3W0EL3#h=^8gR7zYRicV8YsxgSP;CPx?iNy!bvyi+CI6g-uN4kW2$fR)5q
z^?{2&r4soR{$if32m)p$a!h?GR6*i!o{jLh^jO&)<hwzh`qJWk5OyTY!Cl{Rz(&=4
zke2vETrlAp)4oFZe7>)G7eJu7C>o{2Rhs%7ZtC-Llxiw><<Goht~(IR>;pbg#k&aj
z&qT_}<kT_m>>WpeF%B1Q?hT%YS*41S4Ct<Z4Ruq$h6EE=e46dup0!PcMao_OAzyhi
zzMpw)>n43Gy4D2eHOhRJjLg0V=hK{~0A%;Kll(sf9j_8KcDn!)etr#2t%f%){Ajl~
zu$*W9XfUlZCjlk!pa@O#tP^LrQ^Peev3Ursz0&2##MC=f(DZ~BV9Yodm=E?*sz{Vx
z%3TNypOkcoLOEV`n&wZ}@DrQSmt5pa3t}swmQ1LGuj4S~u~ug?(7(cnl8W`tqhrdW
zN8(OECCRv;K_H%Hji_J4Guh)=Lqh+nu4K)KvnlQ}$gYI;mw;0h5zv=O6ev_^)RZxV
za&pRe$g#UOvZkNOD!{-gdK#mSjml0rOp}iNpc9ITLJideo1WO;cxDbaV<V1&PfuBu
z7eg*(ygrQ{ww*nOVB`)u(QiBW>UCVxs!7)64j$x*1SZ^|-JK$|%wt{RNG{cH<&JrN
zHO}i>4I`Xx23IsH&I1x``UU&423g31NMb4cb{J;D&k8e&)+_%#^-r|WTKP|2a)n|F
zForqPeZWI%{VS893mVfPd_s@ht>p1-A;8{h7)A+JA_pEm4t>72%=20r6a;F()=EE<
z!6<@%D-;2o&Jv0MpNcr#hdzN3cO8crSW-ERxBxNC9fdojdWk+b6Ff-nxRfYJnV@8X
zv5HyDTb)_2kL+t7GRlHL*vB{>jcw#_0IbfJQ5_1wX-HxWFeGjyUCg~$+(bqu1SM{w
zV5vl+V2p16sc!AxiijKtVTKziXa@)g3c;zdU}Osv$`k-6fhpx!@-jG$GOiNSOezyl
zMzY8yTHr2Gv^AtmjaOolZi;-L4ROC|+}7YzQnzL;d!>9lUgYK5Y^^Degi;s6E~PXx
zV>wDgz*MmeK_hnj5@(wr;70C6$GWAW(k34=s?*kb=KJGE|9GCoo$`3a5x9dfRj@Xr
zG?uE-OxB~fAaSJe_N93NmqhieaXnV&#pP-o1WxM(!tA2g@-pbzdms5>Id8|j67}F$
zKV#F_DgE@Ryvz~#W0wRsTq4$3T?~V?AJQ_|osoZI$+{y1sD}yBv?I^oCy##Xmx6~z
z=el-D%G%;we+w)#wBeaFx#RvT&)R{(?V*mQ-I|}Dh74cGDJaM_Z>9j9ZZ)TFWMZdO
zl2Zs9$$Tmomy9agL7%m|ulEaG?b1PAaom`?Mvhc+$M@1n(fg^##SBQ@TsRCze$iIu
zNrDqO3s>ECUj1-bFJpTz9(ZDu13wx+HF68(EIR7B(DwD<9-#e)Fi(}bCnS&1EsyY<
z$(Ek{niWlaW@?-<bo7>`Bu|p@8|?u=49*>Al40O4s=i@f7-y`neI|zX%YIf!<r!K0
zk0lwMdqclm3IJ1hZeNDWP)a8Zs&G8Z?7R#Y>~R~UF#D_74delI%20C&%$MS~tcAdt
z?dzE|<_L2hC)S4q#?Wyll-J8s%GzJ}g+wyZd!@>o)TiLhHot$x)$AfR`{3<EIdxv&
z?&EQM%P-AZVc?}YXHmu{&^D)ylbs&dIH9?wt7gPG&eb#8V-?IUV;S6{J{m$An2ViT
zvbCj|LEp0)U@kqnI`9fWrNWM6cw6!?gn`#A@!=oB`){Qsi{`m?ksDeXHIM3nDVh`T
z8@!A12EjM>9pkO^lf*46fmEm}ti`noEKjS(I_eUG&gN<z%q0Mi;7g2>ywHe{q>t7>
z^v{UE3;jTGUHe>%$d+{Eah5C!uveyka*@!km#L3EY=_%TSmFZbJ)QIN<6<i9PB$m2
ztgj*(U;9c?=ya`NP6UxL)ymX#@Dv8P--6U%%vc}~-F6Gx$D1|Y!gOmbN8nx8Ccl>a
z=53Q=pC{I2AN{n%dI~O}vzlA5zMG3VU7nBLQ?Tbk)fiNWEcexSjL|0xCK2U|%RDHy
zBhZo<$V%ZfV*>~U95CbB+~je1>G_ActoNMR1#HtblrnFq3tsi-=%4Hk(xt^^U|uuR
zQZA2QLTA)!u+SJ&gl56$-&k7paF+t10&zZm*ineY=IGghEME!Zik-FnV&#7AM+lqE
zU$Y+BNo`4B6vaYS_{|Cq%$~5-Wee;RB3P-46Z>=zdeMChX^TbY$IzLge|#_?M{p(=
z@$spOHZ8U;yR*u~c&e=?)2tM2H2b~x!DrY1VODN9l4Fj@A}#nj^6SQM(E3}wWsVty
zX5aLB$fasciJkY^IL<2=+Mp=KNGJj=wsm2nrx$E@Vy3m#kh)m-rc9)YtW_hDq9lh=
z=4<|C=$wq_MtQAl+OVD*a)itdl4P1jHuXlv+)mp)HHT<3WWgw4ek*sEZ^5RB@{K&-
z#%QXsLmD~t(i~45vkSApZ}8eZ2`5^OZ_H=B_t0tyY3Yi!KiZK`LotegEM)qW;W>-&
zyWGV*Gymk75p-R-kaLYuOGc}Eab#X$5rr2Z*j@u3*-tG#^^dSVk?Mo{G|#+Q#6UJy
znRjaj24Pbdzdji`pe<9YBMx-Q4=LM}Z7{~<zXF23uI^-|v5OnFCH8*5f{Shy@P<s*
z?y>Ef2bK&t-~SS%lTa$cFUaRYKFr)*gW-a|elh1so*V^Z*}ZSZ6msC7OsG+&xz0~>
zK;JKAw*GSv8HCCbJOs(~kb_9PMaTLazpUY~j-91f&{&spjDT*6b2R(z=loV6PEy_O
zHxZgMcH%{+D^+xV?qTp(Jq>E<cv0%?7#p+fu?qORL~X)f25Y4!<nN-vt0*_?4F3>1
zJy}b(GrlA*7Mf#c(0j^DiS_+4G%IeL{9RI-F_1a1W{N<B$DLK-_6{XBJM9Ck3v)VY
z&~}{BRaqzI;Ezo<?1X~Oi8{`idHa#rWyXb*>QubhCS9V|h<5d$Zb_Ji@2FPR0+)V_
zocS*Iz^bR~CMN=J#V(We_Lw7xWQnVea|(fQ?XK~*(&&W<#R9e^!c+Z0PHp3=`f!$6
zbPZ;iqR3*RPkBrmsCMM(Oo>^BerIpR@R}`>zmq*8l4mhq&Zy=^AA&sqnnma6`Gp*^
zr$<5V>vc468#i4&eX2t{ddy~yd|!NiBdpJ_=3Xhv^ZhY7VI!(FYyl;3LK~FuXFuxV
zkNqUv%_aKxZCpyT31gk=5ofZ@PhPx0ENo8hpNGGQH}J4zzPTBf*0d~nVKS6O<XWhZ
zLAL@lvk4JaHBOL=)njaSbdSmBp2h}6LLUBLtA$XgZkRgrH?<v-U`Ji$dtakyi7<H8
ztW9rBHzNr(q-3;PGh>9@(@^{sC2<HxOcNgg@#E}B|A^Y`EhLULfI9aHEt!c?i5ic_
zgBa4A#!MS#lx~)m2_ajt@yh&`H)ulI+QzmuJCQR47}UQ?ejM%fKlWO+K#CL2d}_qv
zG?jL7GD%B$#Q4b+1ID)Mbio$?5PT?{ep(X5^9_U?Lo^rWr7qK_?=iBLlcFgVj!==2
zUNp=H`e#b!aVX-QZh40m@Uom<ID)TK2Ms<rF$;8$IEM1rD=b*ko`wcTGLk7Cdb?ri
z;?KoBJ=usa;d#?Vv<&P^YxTs#s5oV^3Jwr+L#x+2?HkXvb#>tbivAr=bBJc$Kf7`m
z6n#z=%KbMzs6|Iv#I^wtaNoE9qh;L8e#n@RmM#6ARU1}xE<jVK0%8tF-Y(99F|Pug
z5;ZT8+;+-nELGfH)|Yz~K?OE=k_4Y=23{cY3-IS3@&9oe&M*}P2B}bTQ&NhiUnm??
zL!ma$tlTC?`~~dA;S3TW((MQHw}x~tB@-K?T}&%u?uX@UghIW?dKkFKRVXuB!+&&&
z`nwc74%{CEs>WL<w9xq{vNRD2WAIcYZm>mVtG!u!+>@aAa@6-%%%vtcT|f+9pn09#
zeW4Ci@lYX0HxjZeZ7dXS4HC$BRTzqfcHo{o^!qok*VdwNV5~nNGYpv|%On*)|J#f0
zHyrnv%n#wOkKlW`TU22)`1Xl?la``*PQ|u%RwQ5fD|M>ocIWT;&I-tFRo%g9gZ{A5
zbj-tzO1S{x^qV^+C_7Vh^Dsq7$OiN`K5vu90(RY5l}PzVO93X1CeAx&WlB7ZDPG<9
z)vnYRqEyEYjlYa+nFh-W?W)bKX(z3BxHWIQA|Bbq(bA_32CjIbtt5MdPV{K=T$jyo
z8Xbv!KBo059w@R_z7TO`nm^m)^g%v6_?=pr+n}}h?ZWy!&*s9wWv0Jcw3<Xlwum%x
zUUZ_sw+!Q8g#BZ!Qb&G|k<d8}{tuP$c66CyP9TQ4&5}L;7lM$@h{LPR29BS)e`<%#
zCgrFWTt4e6;>Ww!O8OWRqaSM<k*ZEAiyI2X>qTvdi`L_UZ;0RqdVOx^*JqYNUVbpo
zKcLPEhj6)qc$>8)V6WMmJdPc2=@iw)<9Kt5jqYFJ=Xj|lsMq(ag~BfCw?pcL?I+Wa
zvrGguFC(u{?5N`PUY|Fh+c=IvZ-<R|AD8`Gj0Gh)D^q0~u-!>&W>rWnJP0G}YJ@b9
zM|tg7UV6TJec*o?a_=8gyJ<~D>=26wL{i~**qW$GO+`v0gN}{^vD&S^xCI+m`J{=>
zeR_H_&SvM`{Bmdgg+@3w!!MauY97{ra%=g)X@bxtv8fVe?a-C1<<tH=>U>44K>O<{
zDRS&rx+`Z^q<aB;@n$oY0{g%I@ExyxJ}Yu(W^L%Iq#<&c^m!Gq#g>I-^Ow}|J^9vG
zce)E{6-HFv8~hMGwa7u<J-$g)zFY~+TFibX=NtTa)?%%kn$W_@oS65D=OdPeZJ9SL
zXId?XnYqQVr1(7p|JP2FE1hXSbG&tHI(D)aq|Y&7T_P_(+7+f|FF7LjIEL9G9w1e_
zd2XerWiTJ_&^(Y-3(gzPLa0|sX)aWe_p%j|RLExJ#XsyWH)D1rkO;H94q(O`R!di{
zcl?6Em?xI}USor(J479azK~WS2H72h69S#e0$b=~P;x>!)d+}`)p-px$co|Np9M&M
ziD@dHtES~mh13W_r*|^D$Z1hYCT(PBZMq0;q~>iImXp(^Lc(!vSm4DNEY%^cOt`Gp
z_95i53K?#QWJn?85<mtwp&1f)1kq`>wHXp{3QGA&ACB3nP&~?to5+m8L>Izh#)|S=
zk?KsTABLPEfY9HB!-PYZLV)o%6j6#hLM$maI8?%VG9(-|+?!nN34`sJu35qE8!yq^
z8$cX2pqP<l$-#4?+rHTOmG?+*@jS?CMHkYrdZISCB0ip`Riy{pZM<aV)>L!-9>1uF
zZJF%Vl20*H^>#m|cI}gXlhLDu?hY(zrD#!^`2zc!P!4x`{iN1}hK$^sWggij{vaa%
zp%jFf#y{#jI}w22<<mFd*aw!z#l|qb$p?OsFOwl@q98>?cZq=!QTUNz{O07+xR@x`
z^xsVLI!~2kC}d>UZt^=%6@m$5UUy+k$h?-O#IOz}m`aJp#Q;J+_R9iA%?F<i924>|
z7zQ|*dw~Y9F`Tbs&-L*H>H@hMpZGq8Ys`ug1q(($Ns>+^FwwT9VI4qi*xpvL8W^lU
z%w`j-8lj<|quSl@9xyuPzBz<A5sLe#DV4$UW}RX4I+?ZJ##ftrfixNl>>H^yJPRgs
z79gbhq}c{kqVMbXnO-7@ERt_JP%8gQPQK;PVL~YoRG&m=F{9WCr6ePe|Ab*J3nG#A
zE@WUKdd=YjJT!<jg={c=IAJ&f3KoS73pQ{BW@oWf&-4MyhlW68FcsM_P^{?)a4gAb
zStg_uyD-jz!PJxBq2S3pjI$E%6eLB3R3zBfK{`kwIzY}QA9B)Eca~a{&-g_YcC`~S
zp&3Dp_+;Zd8*-JByOw_)){Dq;s;!JiE>F#y=hfW{DA-;ms^ZJ&pXyYVn^HA0QZ_)|
z^OW4u)$#Frs5F=6yKWocDvx=Zo+~?WRW9uc8#BnJ9--q316O1^+L9mmkb8>3A^D~g
z#D^h0_A^JaeAG4fu7M}oTiR;@#tNfvWuQr)5q`xxx^!SQZ+b_>YoIdm*)p1E((a0R
zS#_(D6$qx1vM-^fCH>VZJsRVpExqNatW8)CZE5;B8D);HoI@^AdP-OI!=W%H55ty@
zL9xITkP?E>mT4#}+i$1kz-o)?*Zd@1TZ_MKH@rg?q2$1~REdGG@YE-tX}$l}u>^uO
z$E4tw<v2(P*P()~{|chyxEk67=@?xjcfN2IBO#TDyDQ}?La;|_<c@V!X(o(Uiiwn-
zMieyNt!Z=zcM9(L9;dh-PwhOsg&G?i{Xj22*?N&ff4Pe$Q$4&Cc)1vaNtvTi+%Qpn
zqOQDp&uPT9{VH#v?B$jTztBcQAcbX>Rz}8cv83@<f~#2^7fK$RA$U?1lPU>Ts33pH
zHd~cfe|WVfKZ#=zU+i|xRd!WoGIE4h=WL9l_TkG1n=iMgUJsne=>@L-3}l%FdrW}F
zrQA1d1%P*vjiZDkHT||m|GiIzykST<;V_}i89=`QNJZ}S-z2{QatYXk)~ZT->lCR+
zrl&4lRh8}Y`;x-Cb0D;EVmM=3)@fWS$xmeg!yh(vGc#7nu~wi-!JEdmpRS?te3N6V
zTLdPGd-)VF`Gyr856hj!H&e!16cQ8~^IfM+8C6~s+dfwr{b&t$rEoGsal}zhDx>qu
z0WL{jtWu|wl=q>l;?k0qksvWM2FOhe{E?AIo%`e>ekM@Gz^mTqy&#%-&*m{k7BPGW
zib3PqA)Ws4l`F{Soo88QU@Spjkd9j4)d8gvn=q@*?~cJvMx5OhrKNfZrE0`y$R&mA
z_*Eq4=ZNhf&-LX-$V=9MiuDu5k5zWa22$Xlt>_7&03Rd1HEx0$yOP?ep?AT1837tw
z+3wEB$t}&X+lnP06XA!v{tZy^U3x;~k#$v2Iq`TmBLCjDTf@}kmXP*q|5soyw5Kj7
zS(P1`gp4m7JiGg#@)hT#h`98AzYcX-Plf8PKyr-C{-hE7je=Gf$THU_IYl*U^Ow&J
z4hq4D6i!pmEpd2qt{<l)LIGLNluM|;Po79ZEmgu7=@&$wooI6wWcQX!AU|WhabuG6
zv_>MH28LvRRQowX&RNA%vufaS9*rH3)sNDKFKFMy!piA-#EeB1Dwsae;gzj#ys@8H
zT~I#Ej!pX+AII8uXvO6tab5#^??PKUekV_?8ZStl9cWGA66^3o0+E?Z>`Q{LciN-6
zS|`(J;0<NK9=V^9PYdnZS01<<<NZu%zd6%9tu+5Bu{2Y+#6zz2{@6kwlrdYn>0D*h
zIX`-VMpPgmyY#!NdnEUiwxS487y3$w2d)c(Z#xP&F4wo`LEGlzf{}1V@yGTm55lu~
zkws_kr&(kA@mU*Or*5hOneW*dgrA4{?uTS`{zCc8qa;)mXv;A{V$7wS^#@)D5wT4x
zT&SzPs*_yeiVK~)fJY-=^n;~Kwt<2EV#H_|IO{O;#?8>r34KOyVBM`vnaY4y7Fn&E
zi(Rz48ggo>L+6=z9eLO4WvtmNBS)Pqz9zm}ahL=9Jg>u_$=*$3j+UaUDBPxQqIRb9
z;3Y$n$)txX0GFns1eI_LeQxn+gY<zv9)rr3*xKj{O3L6m9bj{VJtHAuvCoWO-<RI#
zoX<J;HoJ)G&q+<D#b(tXREXoz|D2Y1^Vnd@MmtPxwf<6e-@++><YoY!I%bkshB%?3
z>mNcO)X00BR`)AIYUGT)=~Fo`Y*)$npiAo1rQ?=)R4Q;%n(rUN6s5$)@JIVd91E9*
z%LYl;Zw>u?t(t$A0uuAJCp8A}3+sj3AB;#jFHSgnF1cuBa52M3aTIiU{h>_g(2HRe
zLzz>Q`6ZA}|FO&@tI4wVIE?tNCaVqIvdiGQ|EH51{wG!ZrQ*fL&{L`Pr8%Ybb>=Dw
zIjg!#QI^7{KG%hvu~kg-j@xka>5Ra%=!Aa#f~S@$JLm%Hf{<-?21V2&CsU4VdxK}H
zGB{(Xnc_W-5x3N>V}^W$?^nO=<AeRBt{@e(?#++mqNWkByzOqmj2HMv0vRjhXYyzw
z?#4t3pX>#^?LGdA_xLd_1U)f*+#s7Wxp%0Ul&9K*&lD*%bA~XFuvTv4$E@&%w&8MG
z8h$XfMy%<N^?xnI3%5{~pQj9xqkHn!B{29x(aYq1G<Ik7^w&SeaNm(9bnVV2c+bE<
zZP?N&hn4-y+bsEoj01zHVd|I8-J7ERuOoZ7r>FJ**lr}Nc_Am1GwbB#!mJ^oyQFeB
z9Tas$OAwrj&$hE98qOchO>u|@*2%k-X`0^rRIG6<Z{f=?P54Nc!OTrzVzQIn=3@Yr
zt#q22wgr{BeseB%Q?V>6jwzFeQaj)y=E8}@NcPz*&BhunuD1*RAuzQZNoXLK;slG4
z5l_Iw|Aw^9xH+szu9N6QC_t2<bk=v>c!<b*yrK)Zl4K?M?jDdn**Hm^#e`O=@`lA7
zNO^r{@@(u>pqYLRdIK6;B;m9~wfv^`YS|z_oDLJ#=$>KrRcg+V*}e!nfjX33tMaKB
zqe|_6CWAZ(a{}6cJWQfrHe4PFc~Zt87WqNMDK;rignCm(+x5EB;+KSdOmx00-;-=>
z@;3}vGbwMD`aRI?{r{FjY^usOhkIqHC2QfbG_l*Z+rdiIY%J@EwBKWiLiu%m-GwEd
zmS28NXjQg<1K!ISFE>urc!j^n^x2R~OX)a5IN;r~y!|XL5FV$gcA3LhZM4M3X?bY5
zdjW_-i^Jw9@a5v+mC<gkYU2eG-aHe_XkgwYE^*o0t2}3~B`<BGAU9Z1&k%FZUO~nO
zK+7mYiuN(3{bRP+cL*=W`}JmWMqE6?tu61{^6d5E-&{`Vu8~%N{3j0o_8R%7oi7kj
zT@1@ct?Vz~)w{4WgSIJOux#bssQ05;*fkin!}pZ<c!{|O;N`tVzKqbIy(~rz0YK2(
zq%?V1y9j7Gc+gJlzQe?XKrHvxVk9Z)zs|Dnqj$Bar5_c{kfgqr;9Zlbx*^hRS@@(C
z$GYN}t*`tIagURL8?>9|_Ikpuc-dIeRZUFJ+f_eNmC%}FD=*kLpE%2R1jf_!i7AaB
zsq#+gy1WYQ6Cq0dj60;bJB;B$Rf#f@=y=w0;Vg<OhPU{Vv*%CMSL!eW2^$}ZF8ZY$
z5&@FAo^W0Tqr9xSjfet3PcPy-Ki&(R{JEWUF5w-5U%u<e@%E0woD`=ADT7vKNUU4d
zf0@<qr)kzs)n4-k9B7y;YlvRKvMJOOYIF`s9ji)XRyEX?>%TP93PcKVU3nhVMpTI?
zc1I8Q*Q}CiIc%65?6NOYcm*(5OiqOT!2a}=_DPgF^R4GDyK=Al(YFFvGjmR!GZEs;
zZtD0P>PzhiYsXoh<u{rHt7Ecw7+z7Qx<*j3xRUs)qO9Vnn$w0dg#BiA91Ro4ioBQ~
zDcYNO8G1sx5$3<V{vvSw+--7k^qv0U-Qw1!&IXC!{O~=ZIR*OWY>k2NXDGsf%eVx#
zjQ6GqL%Yt9eSOJ(siIBNc4yOKz&OWo`H3KVW7Dj%W&F3Rg8&hxl5o3zx?T6B8)h!J
zPF}}>NE92DmROvdEC&d>9x`f`z`--ye_y1<Za-+~5>a`{QPQ@Oqd;sR5m)tUfZ0CS
zA74O%ywMZ8km^Qb&bGN^%=V?5qIthYd>gyZJP_AYs61@{cviOwgb~SQ>G`%|(-fU2
zL7;X`&yapYSKqNd;_Wfvn|+hPd^?ZeC4T<6hNUXJcco@bhv()-0k1sHrmlSY;Zq9^
zZ~>Bdgofr5@Dh@kg4~oxU1tJS-6j~(C#?2UmH_8*S$0vGpq8=@zozeE&y;6S8s49J
zPcuJ{g;^an{?RWNZfSN-%<yB3`?-Wm)z1kyfq)Rt?tMe=&#H2Js`}U5b5_hSZ7>gi
zC{d>L8FJp~kL~1T+x7B7HDcwZw+Ga|4a$M+A5ZJl{QT+`%{#^Ksn>Um1dWs9KlGxw
z>{6~i2pJi4gEq5g_T(|`ta!}_e|`?yzaQp0I9^Y1BCdA1!kzlk96_bJ94R;ceHKZT
zv3gOaKERIA`wY+c1zZxiZl=U`-$45~Xv5YUWT*S>@_m`PLL=$wlVknjEo9e8MKZtA
zWpLIHvQLg^nb~EeG;{j-yMKvGe+jZYx<EG0>Po9xk;<8?<^9j&sy_)hK^B20{_Ax8
zTSa6(jAXCgPRR0HbSb#|lPm+OEX6D(_~AD%mofk9%6-ACC3{F*sGE2yvzfSM*OS@$
z;%|b8YMA?%s>-47v+ZVYd|jvdjm-uQJ`UpxB3`9GcnN{;aH{MU0;&wCW;qYO+`K~l
zj@m>QGEU<uO%z(=UFAL*Q>;1^jcoWiIe`J|x3Ws8Gnr7BwPOPpIIp~{(2YJ;L=W=X
z9N8gcX#Z6)#gdt}I#kv7Fx{WI^WC7TP*)t25R5H#<P?)qVIIU}!zp;cx1UM;x=oRC
zJ(8Q0%z!RPP#M3~pp6-yf8Gif`fWm6Ua-53mBEYWw;wfD1JB`C825VUg!V+}La=Xe
zmPLLKLq-f=+mVElXla2}^^wddN+;ccW*uHkgV7Hdhyt@uJN~V-C_R$)hY>7iB@A`p
zaPFi^77#x|9W&<Jb7>@udB(7{w5Yr;3}_$Gm<EZa>OQL_V=h!KJTDqagBlD*WIU6S
z&Et}5W|#^d?tt>b9aYgYpl0IQ*sZVp<OCZa{M?5kxpB;-3m<!Dc$%Rr9m-kc!}4O&
zBO9VN^HYk`cay0x)#|;Z{t4Dkhes!RPT@3HdT;t-*y~VQYD&}3=ano@#Vlb0E1Rh>
zht^bH40*)=1HC{(zkb=mzqZ?1LkMJ8C#lCZn!8x*2x|$T#|#9Z$0C=jD8rI;xd7K?
zK)j;?$B+pjr>Z?AGz}O@0Oy)D0<wluck)M(;(<W~ocW=h`Ji7k5oHYdpit(F<s@@N
z;($#nB8BqE?F?f}oa4|1&#rZ{U2YDna4m=pH0&qYXOG2OaectmPxz__eG@SHhYqKs
zKdPwG8r-<x0i5_QOk+0f3bIC0!QQxJjhf!1^b2Ld7FXM7O-)`6ZBMNs>e0*vN5WRY
zbhrzpKyamj*ny;bZu?7iTyxA1a+y_-v^wP=9HY;g!qT#g9Hax2grsX@Mw65?<cd-x
zS@J_D45G>iAQ?sxA(RTrG>rM9$^~qKN*VJ&q%w&F2b2<X=7xOG9#N#BlnO<ZMaZ&&
zSwxE{WdWdzK1jjxM7KbK89@z#2#G^JXrntJkc%j?JP;mG=#!r$GJ=nctiO$I`r*TB
z;5y-dUpD+#K8jxUGUDAX1cx`PNa(umcjmeO03F(W0<_(!!7$8!v@{Q4-5j+m7HI;<
zb$zPf+1gxVJ4(^@oBcxRuuB}!vRGZJH-P4x^96C)PCPt9)pmV*5zF|dasymTp>gQ%
zv++wdlDCM7NDlKysb#&4ppsmRQA1_qBFaus)QPf@WhA)_`JxqsMGZ)52nz@lW!oed
z1O`qKWfPp6E;#Ce-AHN)g5!><B)L%ecmp|a#HQq`frHnYHskeziCau+X`dU((nm#}
zZ94(vtnxHc-mTFbI-@7`Mz7$Yvy7~7u5BQiQ0G5JOk@Ck>bOP+AhYz;3_MA!gZcGz
zj-1(A;0Pf5k?RU16zz*<mk%OS?FuQ-<YB=y1`+Oo-ADtJhVtDS1?3t@Lv#xm>Vil{
z6wp>s$|MyE${9(@8B;-79w_xD%aU~_gW8ZUOc(j0FWZ`-{eEcs&ovmo%_m=)30?1+
zBPbnIZA9!hK1s$yGmo>kiA34X_;{i-_#e4A$|LpPw}1*nbj)WUJ}T(iBVQxWst?IH
zAesKtfbt4(X8Q!N&VyxiBC?f$XWCL35C>*}o@7~SksUd4#_IS)W<-9<emDsuVyD4J
z;-^7L%>`^UWcaD{^j$El>FCMM%F3FL$psaC3;zHVRq1HYa_nv7u{KjmC@U)}n*(a(
zF;d&%7|UEvUoH;W4bMKSvO!23($c_MMhM43H(Xnf_y+ZEyb)@N)wH!5of%=ljCE_j
zlGZ6)-sr|x@dWTgES`?(Ty;O%AZ@wvUasIvW2rb!)d^_JX`8X;GrHnkn(!>M@jNhI
zB9ewF4!1qT9azB)^2+q(EjwD)wl;vk02+4ybXd#VUkI?%fH!CgLm(XjnH)RvPqq=U
zSwtp6d=kVb8N!?+9t9tF<bn@$d=VIqc`4o6OPD%yR6%rE=$mv~a#M_alWvU!2S?<Y
zl0KN<qMqo;RoCj+?RI+0jHCurLitHPL;nDUWZf&wJ-*$WbnOD72%VUySSiN+M()SO
za*i;YOKGVA<lS!`XOhv?&ij?tYN<&ssF~8d`_4+lUuq3i(s^@{s{`B>-s?XIkvCJ?
z(bTOChTkRH{{U~c#5H%*HK+DL$yxXvq2b;OsP+SEHCO7pyW8qgMWR33cl;?y9gVRv
zHVESwV?b+1fE<%=YL@2hobydNs>YFA-O*`Jxu^zhlnjO+1fav<o(#^}-6DDE>Dpg3
z(XbA#Z~+aCtl1^)B;YE_jv=FI(Ms7W-}Yi@ciyANRm4@tOjg#>#(uo#e~?xShcq{v
znmlr$)?BD5a%G*P9WoS2Y&BH?`hDH_Jlg{_{pCABV6##?Q($#Oo-(+}{8MI>_bxWK
z(>f^Of_a}To!oeC&Ub=-MsZDGI%A57hwZ;4e3fTvQTH&~>RAYdu~dKnXdl6CS{(SA
z=gWq;1F*+W6xky+7Yj{0_1y0B%HFJI%|8>mpHF15Q#dv%7E1pB7lQNiD%p&InH#v{
zVtr(`x>5jSI!B9+2gy*&TIMt|C|MgvOo5MpMChJLbL7DA10Q;PvO|+3fur?CKZ<BF
znXcX1-QZoR1b2EfU8fq|?#gph@HEG#!%@Ia7d#y?!t8kL0y4?5lIFMEGyG6TG05Yq
zywl{+n~|_Edj7Y)#Qn+V#|Sxmg~!d`(H@{bH3@gSZ@oavNiFpvIPusjo-Kk&xOTJ<
z+z83rs=F<b*x9Y}=2Tm)KYc?`$sSx?8-_EEipk`vJ_vMj@U<J>?b_1Z7kCwL(;58S
zWS^4Hc55pIl4wgZ_-Y(6r#me^sa^FnkJl?QEimyZ<kpXRXv9YEc|Kf#Qe4Rnb;ue#
zf@`~huHD*?naa9EclQ9{tq%7Lq9Me3k>GUHaHP4%KBQ!il1XH)`wj9Nl+cLirFS_4
zeZe;*QLuW)J~=8|>A}H~?<dDNA95lhX~5Ivwn}J0Zk@z&pM!DtqA|$r@X_XXQx3DR
zh>_-Sh_XYzS~JiLri2$jPqiUFKw%-#MBUB-^W965CIVdfeq}|duArv`K4`%mGBTPO
z%eT<+RRrxA5;Vu)uS{}j#u_*AS^g@mWX_|lfsZB`hBoJwY9zeXf8nF0Z;XdO!A*Hc
zebF8DJfFESGvJ72&u-o+54TL_{{U*ZkPk@PkG$@iiq~(2*$k3*f94YG{{SUyRC<fO
zEN4qY<UR~;e}aiE&Y{)uQA0@KEU}k@<A4XBReILEWJO5Wf%gyKsP9p}E+Dqb@-<1A
z^$v<9IVBa!R-W>zI5X9NyZEFVeJe0(Y9**XZy<bvwKTDVmp#rsa^wtc9>X*4ZV*>T
z4J?0{q+mWJp()}=4UV67>Th)CbOYbIL!jrW+Yb$qRqu@B)_bw<!kJGTAP-O%5#f}V
zHU<uv^W829$Zi=6+yVCm5~VS&7}DHl#V@&$-VOH*ro@wIFK}dF4EU5ABr=UpsW?3W
z!mOg&qilVlP_{=66Gn9$<8T*Qw9Q2rk+H|E#lspIpS^N<OmtjRWUFY`8)`JWJLfC4
z+az~#;SD(+w<0i;`KgzpWOYl%SxuyP$ozi=8lsl6W;i;bu{7*M8=vB=^j63*q(VGS
z>NDvY9hoXgC#N;GEpq<OB8D3K^}eXMm@2h51b|1mY`e->$I(DB;u<ot_I5IZwVS0L
zlO%OC{o?`kaz+nTs;jtB)9)noka-vCKXT8_XpZ)I8|p)W`o%ZhRS-+$V@H<Cw&BG#
z_;MRNrQ7P^qwiFcafCs{K~C4Z^@(}@iA^;UMH4?eE2Q!ppc@bxggG4x$REXFs(7C7
zQ<kz53wmh*gYH%GNpY0@B<*f|Nq6y4bP`@@;5e*~rjY*t=EQ%NRJuyaI+kjus*XT>
z92H5oT_PBQ<l^54ZazvR&{j3a((Sa>W5u!HpNK}9lFhOZ&^N&#tgoh1Lejwn#)yIa
z)TPZI0;EvfDz*BTs3r%Lbx~+PFjbV>LK~a{0r)3io_aakJtU8YR`PQW2>7bE+^S+4
zpKlX^xiqr}=iqRcPkW+}{WE5yJ{1v`s*PO_81V%;*Xg2T{{Wj9a?sFrnQ>ujYN**G
zdX_ln<aS*3lhaJ#V5o)dKV{)MM#W3y({)S6Hsi!KRq_|b9O0)jvv5bbXFFlLP+jeI
z`fGH|oXc1pBbk$c2cGLaQg+{xW-nT@mA(!yKLsq=JS{CzzthNNOsv-MFxO#f*=>}9
zSyu8o2ecKJibBT+H)0gZd!<xII@(8p+xRW*G`xl?x@WuSB7S-IZo&J|shS5g3dkP8
z{{WcGg<bgd*~_DN@xj!k(_ZN%$S-RT>m4dk^bpa=HB&!F{{V*lKXOrmR-aO(&hmQ(
zK77#`C@M(S);slx2k%M{M1L_e*m(^yZSqYlC7zhy&OpbH{I_mC1vNYALCr)?kH@@j
zKZ20RYgm8kBbB40*^j&^_o}JsZIx2Kn@DUg^_cBIZO?U^>1VcAvp8K++pTYS=9z09
zrw8igYs^(qpHfio+aJwldo!k`hlQdQCNm@6=j832owr)C2y=ddq3riRP#*%S8gr(`
zXQk9UTe?A(kc}?X!{ByO7|OWL9VAluxM?V*mCQP3q<e>pKzL0lwnWn0!zly9D<9e?
zeJ#$%LnF!8KCL<MD`Xo(AjvIb`ZSyskG@1|J4v=u#PVAVI``ihQhBhxs{PiRXLw#{
zL^6H299ZM>NtV{%YCD}oZs;bAJbd}9k}4bRwUYhCHeVia_+HOED^*m+Utn+nl=U(6
z?xi8$x^_yM@ak5NOM-YjOz~_!Eyz}8I3MdrBU*ejx?goT8DzO0XDSG^7dmRl^8>`A
zuXgN@k=;Jm(!Kit*ZG3dn5dwooS#a!K`Z&|(S!2~J;o1`*-1<IrlzKrNhfOyOq$q7
zQKX?-?(b~2M`PcpA&G$H8-ejVs=8P%P`gm5q^n`y8^Yo79R5g8bF8M2chnWFZg(tb
znV&I&gA2!n^YKklBOTalK=%bm1BS;dZCOVh%BpI*Yn21tBgrv2`X1jb6<<+otB*b9
z41vFBGc7+5n8BF<cm!p;WGkad2|lz<&$|hlsz@WImQ4U@VLa8*RTkENV42|ibN#?4
zTaT|3T%NO12`tc@mg{?+_o)uIo?>5^O$zr2^Rr8SIY}VrVyByY-15Rb>4_<3X+EL&
zCWKdKs3`=3cNq64-4uZSZQmq^2Mvfn5Sk6(bSWnwWi7yXBs<B-6P&yZb52WA$QnQ+
zRun3lro;)<HdPZ(ElbF5Ks?rI=iw^4x=EfyWVyuiPuMNM++b_6UikvL;SLMB-H&?K
zM@LH0msV90$cMP|C&(>*r-!UGwN%t}le(tith!3My-->@HJuygd9IHyQ;oftd9L3N
zPj}sY4~Q)lTtQ@xn$;L}O)TMqUcfYuSe*1vTCG;D8=5O~jFmGSI;Fw6bdq#qK<Kw7
zjr4SL*FJw=NX(A`t#&yNa@ck$!nXFo9~MmL>MH9acXsCuL7U*?-n_1(shuwmZeO4O
z0OWVOe(xuKKac*Q+2;@3s%>{^@Ai{R1x!tjmN^_8{U_@Y(5+7f_Ho0UI3u03o|#-X
zHB~Mzetd@@tgknSpubyeqA6cdTua(O^;*Vm;(zzmUl$)}4!nZ-&ZDj7<jUo4rcO)6
ztYk4=SsgQ2>0SBR1Z-|MB(5*ooo%M%Zr8!7m3ELIj#llg<n8dno7zqGyM-?j*In=M
zR<)tx(?JLU@HxZtl6!|G!MK|JQ!S2KS!H&Lsr8(l&xu|C0H<_WXOzq1{{X-2*LFNu
z(k+ygkWoo-EhZ^k*1i7#tnx@7E!SJ%C){{LjVUZu6EX1BhQ%fhLxYA|N1EcacS%F(
zyTbEL-nLT?b}eTumqwqABjV1|ZC4w8ER@0%PRSZwoH#of`4GMCtL|lu!p+Ms{+%v6
zjJ@B{>G~#_Fb=>cWp+JQ?h@uApXix_M=}&D+J?g!mB4`9Y&pBgd9R7S^zO`i^4k^K
zrEhgkSPmT6h#vB>J%-WxM;cXCzuBjatOw1`{)$Ix_X%XVcTPGFwC01IK1$25c)Ocz
zUCrP$R9qO{N5Q!MtJ&#4%j1^(*yZG(r?xdctkjB2#Z^PFJGya?kz9+i!RcM6T23{S
zQK;wQR^zu@n<TkZ#T0?UNdqzuKsQ*9$FMs_w?9dE5;@vN+1Yv+WiKvS{BQpNE-hcP
zG5wu`iDd6@m0%Nq{zNLm#g^??iEmWgYe#Lcm|Is|`3{M<8)F0Bssuf(&&saV2fi_~
z_5PbR!QJ__<@L8*oxh0aI(A5NcjT~Q%i6SqF5+8kUQLL9L=Oyhl<}E3&Ib7Ci~bjV
z({B5+Hbvd}E@5N2@qG^*)^N0!5q6o7iFL^BAZ^HaEnnqTWhA}T+QnN2Imp%*Gv*Z<
zBF`j}&T1vT{{U&N{MBSlC!?GJRv@wM%U;(Gno6P+?`(0IBsgH^RvV5urji%bStOLx
zxNS6|Ldh6;;kf(OuZ-l9n}%zuVI{AHo#RM2Ac6|1<NH;sh<HBJ#9xc)*?O#xTk0f?
zIGi&j#CWXPNXhXh2D<0LV~O}q?{tEuHfxfd^$v4h(ap`y;Q20fY~qeIqA*K5@LeH*
z`i!iMNsRgPUV-ez!do<yZ#fQ#0x^!5J1!RKMGeB?M&R8osdyRi1ciN5TZxYCPmCm}
zjwV~J>>1iP*hqJl=Vj5j4*PxLC?%4!hNgljU8VIfxEPx61CyNlmoJJ~Jt33F8#};#
zTzKVo9?)aBS^GJ&*{t%2s|!T(HLud?cF7ILHxv97_}x#FrV)}cgW#KeK0<GRDetwM
z6zi?+lf#Oh>K0WyGdZ~5p7_eMF&!wXd1=OZDALnpa#!8SJi=x4`2^uno|cuWB($Zu
zIN50=ral2imY5QDQ%cT07Y>QC!a6J2X@`g0qDxFuLZ!^lMBAIUAgm;(a8chAhcKvy
z=)vd|chSV-lFT0vtP4m*qsS?tR{AFo&A5+xWzDFIa>7T5R~k3ul3AXCO9ew}H^IS9
zvT%B-l0e4{Ie`2Wc_^AksN&M5fD(@su^{D@5%lx3aqEQGnawzJNIqdjSO@2-1;ImX
z<7_7cprWL7M4J)>da{8<5ym+p$U`Uyq9b&qN16nXivz(a1PIa-a=tk5UP$;SiXwKx
z1|ya?=Sk1OF>~62f7l^S$;K2L$Nk?on^hSLELo|S13yNri%vSB!j$Fp6*=DxX#Ohd
zN<p4qa;&SZtsb2b$5nZS4hmlGcE1?Ho9<bw0AU|ANGPS{45Z}@pjJ>x$|83_ypIG$
zCsG=e&@xdZmm#SFvyN%E%*Gwb_u!>!^Ggyt7}QV`U8%Z(*(e>7H4Nvf8jvp~R&gEE
z@ol`lo7Bj3K;C(GkGOMFCY6yy`DA!&8Vj6BzyWjm+T(M$zPZ|iJ(yU2tAFJr+EbLx
z(%iV0J?B&0dAY}`205-*80}DO9090!=-&kzvanK8x>JJhWsT}d<h48*YjwKc=@mFN
zl|H<V>d=0w-Lg*%uc)cwq^6FZ28Kr)Kmk3S(^&x?t(O~Ta)x}<SqNkxe<*76OzJ~Y
z2eo;l)#jMghNNAe$?-!c#WAfOq&9me#SEr(A*l_X$U`ZeNNPi8vJr#7G{&Sg;SHo@
zA(X&=QR+iyfj%g2;+fQjv^IMo41~_4Mc^T``3Q;GGpz#THg_k*0(MO5LsA<#pENV(
znl1=xMvrRqLsyz-QW}w(dsmt~pA^7wMqG${QckZl)}&gIsZVP2Lsyz-Aq_zk@jG)x
zpETB_G7vkI&1?}>Qpry<L*tR87L*H+)Qs0DywJ&Mxl2I&mJeDNXWC+}623WF_}p6H
zK?EJgfeWPZrK9n!vs54ontxs+jn9|Ga~)cN&RRyqbqA{4aoFoTDR^bt*4LLe(j)a|
z1INeWt@3*0E<eM!X)O0R>Kl_0^<`k>=B~2@(aj4bjp6KjL1`R_S*=U6`93KU%*e)E
z?0hnaIAtg}gO;2X6qZOI?C0Vzmy&^z<Y2gvlaQ!ZP|8VgLr_pFD2{p}&w?2!6`hd4
z@JY%rRnR;S1Xvyj@`*GC2Z9(L2q35@4EQY3VFc~fX^Mu*Aa^b2$ypIj*vTHss0`75
zIT#{Q{Fc@#FE6=e?$DU{l0o{-D_T#MxDE1<`j{AWx#uI8!A_1zZE+)-!$#wCByOf0
zgs?o3qX%RKr^y%r7~F1;2oQ_}q!rLCA%tiY&;bNmf+sr(pm;$by`eVgMs`gHN<*E5
zf!;saVNWuWN8?k#^1^5^=Wc-1?V1Twqoa%*xw?;uPqH?&dY}(1CXrssS)I8U3Pe<K
z^KmXdWlU>4lEYQf7>)?oJyrmoYeHLEjn0ldYmuz?l|csiB{hVc0HRBCrHJ4c$bVF9
zq0f1l+3s2*9z4|A>aN=xx#IwJJ0we6K~J9cc9K4;cPlYHT=NV`Gu%D<D6b(+nr!U%
zI4&12LxLv;=q}dodo3&!yY*N;&k1)G!p^T_hupf|Jto7|9MWHCucxFW@>Vd>{{RIt
z7y$aAO@<y@EeMcP_yVWF16tBf20Ts_h#~S>9x{6_Y^k7jTGlbcnHz!RteY!R>6qA?
z=)g!`aMuoA^%lNLcwsG?R+3ImPcpH*3tVqDDp?&fqiinjT*izzxw{?Kj;;zuHv%k-
zW7qYHv%@t}SzSbG#4L19$r~KwDuatSp6f@%c37<UX=!QX1+VU%>hs*-srCKLQ%qSC
z1{?^(M%yfP6|uZg+I5!5;q(Swa)FREjor)1DIFSKHR20gUYSi(_{u2A?_sH6$!}Z{
z)pcGRxzS%N^!G{!7ePC6HFIg|51v;r<Nh5yGhAw+8m$#1f&T!J`mR163I}BzO8y_>
zCtB)*+h@4R^iO`mIS(gb^gNbsJDZJ1anZLV12)QW{;PEtG!H$MRojUycF4=>u5|4n
zZqV>g$z>KAM^u6USX#c+DBklGmdkOvOUb>|WRHHqRB;{Wv}bVTeeJYtwNlc+>2yeO
zAp^hxl=;zaoi*(~36~AIE+^ULo3uVI;W}<1r|k}|m(pJR!0k>9Ao2xYJA*r0jC~Ji
zvA@bl^ZY_BbeS8mT%+)py?!g~_)$e5Z1*XISnHr}<stkz+f+Ws8Cs?Ns7Lf%H@3^4
z6+el^my0e`)wMR}U^<<kF}k-SZmU@9+EyY-MK!vvtex7;Ek0#p9CArLPFA0aB{15l
zsk7@$<14-07F|i{GWIsFNcJsh{8_-1(!H3Lu$kZEjzjKVbfa#%nAxDeQ^3cL{FkXX
zF5>%@hB-eKx`G&(*x?%W2eb@iY&;X^O=CQ5Zu|f|6H*qmXH!5N$v9a4ExBD|;)^{6
zEqke{YTR2X4F%l#6Uk_wWVavsmdjY-^`?-&KMqR#h9|yTB9z1`JK283Z7x62A@!G8
zhA6F?LFD?U=pOxwwWop@8>XHJ;scOtaGec#IWGWtAg7Lk>p0a}bP)cfGXNjFcSbB$
zmpD3jpIIR5Gt2(&O5MUSjP6G+r748tXz)DH(mYX!BN0--$XEu$8h?T_6OQha9_^Ek
zY?`v^KyQE;NpOH}PP5_7SQ&7q)q)I;@Fyv5G7;)Uf%@Ag821r|LO}g(krqpwmxd1p
zgc#1&Ddcww_pZToQilfP;IFLGQ%z~2k?s#Kfrm*s=%RLmO&q)_TF~I<1_ungI3T6=
ze^O@Q8*yw;Bt@jS-~vJMR?kHFU1i{DiV{8ks7VpbcYDNsOc}~`?WlS7*%<4jYDjc(
zbCu-&)4z~F%&mo^>7T2}yFYRbA*}isNFE?yeAA75Z8(MpA284AjqRD-gBW~C$w0^x
zxaH1leq(Zy_?QM{d&u!83Et}s`dOS$kFuI^reO6Ot>3CO6bNX9er7zM7PoSN?}@-`
z8a&SF-A{XVj5L0+$J~(S%1&P~$Aemd4~@fjO5#3BJffI~G~v!89wkU{gdbSs{;|qS
zrfW_a8=OB?yCB8(e)mCeywNea(>AOgoff#ZXZueL@@UG*aQ?b}(5|pI)$gO#gYWy+
zw6aW|@?BqYeAW1b7={kAPCn5{YoP>)@t+0+ndGI1cgr5$F5N+>y;3x3h(4kGw8k|b
zkVH>$knGs;`$Z(R_$AVT<OlUt(AC|l!R{^3g`@Q6NA*aO-F1=rr@6-qM*1UebMY%X
z6QA5P;m$ceB|@va+vzgNC1X!OGoQIp@N*-$Q`Y`AGSy8TQ<%`_5;XMLX{l-8fMS;4
z6eIRSRf4&<I;w`|lHWXl@_wBo=1L~Rf1KuNY3XA>WyQ|^irvxFJ=;pwfy^{#??mWh
z#$|bS-&x<uQB5VT9a*fnR7&okI52(4<F?z_;P_}m-}c-xeq~!Xx@p956YgpUyddGN
zZ@i$&anw@&BQicVffK`q4(is1KK6<kT`_QUZFf8lNVuYz@>puao*a9;fC7!evcV@0
z(mF>1@ZCG^b}91`CYY(UdjZZJd6al@7-J8-?4A;bZ5$6i@qm){R6CJme+;6S(IMvM
zx81tWah!eB6m>w7VyI~+z%3z!0DIZo;o+PrE;NECSZD5suF@P1JUrFZN}kCn$OVlg
zkPoWVQVE^x#2fo=OSewxZS>MIKWZkBehKGCG4`I(<>0eDDj9}j?aPlQgw&Bl53cg#
z=2XW-%;oRN@=4Opke`ZZLJf_-n~w+FpQVBFhZ4cDPCPhl3~l#rlO0qP!NPgQ=OAkV
z8Kl+HNGatyz&cMQnWb;6*Eo_vSG8Aqa&$!ul4q+}NcpI&*N>s0V>8IS@A6Eh;w(7E
z2R7A1RSYCPDOmC5x@0_MWrB^Zp1H<S&|Mr6YQe`+S0yo4z8SqDaOUXsTGrzjO}?5J
z206jc%SLrLl_$Nfx8c#Qouu31I%%MEn}2@tKIW<lo<6%uf3ZT?bI8XK{wH-sPXrBU
z(-TLyCtM?D?$E$Gk^;L<)OxzhwS8;rClUAVZl3s^Pt)L;6txdImZ9f7^!lmln~elb
z!>Xfs$FmvKe&rRnS4jLrYpf&fN(62Bl`oZ(N1JY@&Z!t=cZ-fxhQh`VPz-qt1zTHN
zSQ>w}Td2LyGQ0UI!EkP(C$6unaXg}Eh<(VdG=@0at?msN=1vuKmy2MK#@e3tKz*3n
zUHp|nB4=iv%-u(m<|X9()QF(GztuG?fxl)p2IJ&|QG$yc@)MwpqIn6WMUjnm&TdD6
zQ0KPOOgD*up8<tsf{z|4p+frwI69)1NS)BN*husnqzC9L9U%KM9EG5BJ;)aMCWdBX
zS(E7&YFV+(%x0H-!fKj&SSHqLE_6=t?+lF}0<}6?dM0G2jmHm-q<fJxsFvXQ8;EWc
zRVSlmVTs4$rBKw>Hepj$Y?lF=f3v(wKJC(`wNS~ORP5itD9*Bm?@LoWByz)!0;ZOq
zj_qwFlhhh#eVLkAe)Tq;(Nr)#7q(WOMT8Zal9KGsRZ&!rvok}7-V-I$L;nC(X^TH@
zoyCXlI8B;s%W<BGvKfLMo%vyAW4gl|aLU`2Gr9?JD+lvZsP0vgANtF6TY5Bo3%>o6
zV&fWjW3hwco`SNbCuOr2W23kJDy~b3h-Q0rQ(AtsIGBI=QNeMbnEJIWVepjbKO&nN
z243n~;i@q2CX&#a;wzlj9v`frry3@jJp)%SnuNoxxnb7R)u$uwMn@n=RYm6u)Kbyd
z=_p?KvkYOUeyZ4tIa{3#U_V{Hsr!~N?T|(iqjb@qR%f@s1F{XIH11%`6*3>%I>HWh
zY<|p9$~-~RR$42aTwbV<9C(E;3;e8a(=fPxslp5MJ4-&Eo<^Ravrzf0Rir~(+GWN@
zJ48`L7}C#IapB;uB;wk5UI(H}H|n&2R%eH6-9>Y{TxYh)QflVIBWs7Mr^@^~LnD?p
zX=O`~{{V>HNj>FIb~}bhJX-u8lF6PRu5<qYv+(77KIupY?oLB?;<rc(ETqJF2~Ph2
zH7L|cBszYUCr9S?ZSzTrC?zDrIS2I|s2^9xQhsXPNf7XU>IC&%VAja_Y3<OpfR_^<
z<RIE;sAkQOKgsP`E;W0nzgTFcW(b_ifxd8<vOkS(P@0N*`Z$;!r%Q+OQ0J$<)bY#|
zbyd;2x*BIbDI4s^l=+49-Z|8+BPT)dJ0%!LcIhIJ;jJX;+oH<LWa7sk?KkI!f%PNK
ze&p1aJDfC=O#UXA=xIIKX=y%5MNILDWOJO>yq6Q}Hz_QNc+RLQDrx@!{25Dr<jA3O
z+w_$(=f$T94z)0!`pS>@7QBlZ%k9#Ziw=&CyyO7dm;rJB08rf{jQtLpns!46b1PzL
zaS~(_Mo0ki!mg6v8!ITIY_h%5&e7|?J7qcABvj9-te!nV?wB>Bd~LTSn-7zA*Tqe1
zq>a)>+(Zru-+k1E)Kfj}jgqy`aliocMC)}Mv>75Ucw<2%9CAlRM@re}0-R`QZUE?a
z+$~x|u3*)S08%83<7FhZy8;NuEs|W#vK&5WA_kmp5f-=WWj~?$@d`a{R5Xzps$3e-
zIdwkeZ-Cs<!pPkug`th+NaV7Yo1AZXWDIC%<$;1!`f6+E71g>MWjXE}?MU;YCJ)we
z*<aA`_YBx6ol|y^ms-~D9Q?MOhxU2Me&y8W>agSS?*1Iyd>Qh2lfxll;d|c^Gty~k
z^ic<CeN@lU3w*U6zCmtj=(taUdz!gqWy-G~ovM%MgSzO8>-)-Xp1X<ozF$P)nllX>
zJ*ug|ik>m$wwC_@6)u9`!aP4Qb#r9n3;uA|IFU&kyfmL}dA&zAS$NLsekZ^0ejUyp
zJaPV6yZOGq_Osz?P9o!}<+xO~OMQYomsZSlgXGe7VD~FZtEUNY{rA&&Vw>^x-Ruyw
zxujD?)72kb=c=%>aE}{tvm&UyRts&cY|2(QyI^mFV{h|aV}y7ohWK(8dIi2W%m(wy
zHAqj6{Fjx~eM1f@+mHKC{MUC5pDg_4=KlWx_;U+qXB=b3^+w^vRZ?52oHa5YfOrV=
zx5aj@54AyHvQt_qUSAa~dK%|*JF6x;0FrWarek|r*E!{^Xl`6dzyrm2y!}>u@?&R@
z#CE3)o_<oMju%x&P+^SD&{)|B^_mYrS2gWpwTf;W54Bkx6;<5jk38E>are8+qRaNP
z+QhO;Et7?&Eg+UuRks=2qYv|3W#pL)<aw5*=PrBBNj_`6(S0`OtoeW0!OO`onuXWZ
zR902Xak*5!YKQvrNh68IdgW*8CH!MKo<Q$KjOl3V^U<Jr^-|<5t*kJY;+8*XeY5A}
zii$SLH+a@GM#G3%(0TjU)$rku7CY0*<;yIqTf_VbU3B4Uo+5m$iLp7s`SutZIRoUY
z`#5ntTW@)BWG|^;Bn_N3b6TrieNEqk;I~as`)3HyxcYP3w6_U~$zw6O9X<+Ws){@0
zrtwcr9ln;9vYL{HnS)>p`4iORa#x$n)Mt#&XY>C6PyM@CabuL7zYkALePZ%?ZdG$g
zsF>9_I71#pEj@o&{{SGIsBoy9(+3e8f1e|%`y=_N*UFaD+A8M*K#nJ14Y9TY`00<G
zJv=enhw-IjD()54CBqur8}19G_F+d2Hvw8>smmEN#Ih03)+>-+<JSW~-O@Za-br2Z
zhK?vKw3IFcGANqD2R(xJIkT8ygrA@LCvSFD$a`0FA>yj4SfnyV18~P5t)8hpgVUOh
z(CGlkEsgIVsz6cuQjfXfs<vv_wWMdB{S@B8>V+q0&`F#Q<?TLuFGGVYbuIMZ<d?So
zSWew<lTmi74O}u7zTD<JIX`Pr{wuoC$jZt%YZ+GK9Yk%Bq&RK}T$k{!q_;Az-1bBw
zs-8(mA->dk*puS4-G*J^x%PWW6w$s~iYFR*4vkw6XYRuH{+ni9Hahrt-E6a-?X`4J
zG~v~ff4BlCGK>+L**-FrA-&o5X%EGLI?zr7XvZ<nNL|NS%6Kh|tL>kNXJg%n*jm@;
zB<=$0FBJ^r8zy=Yh0J>-?&>(#itDC`km`cbft^0F@LfAZSpq3be1pG{R(g#5t8P}S
zRcvLow#c<O?(rDZKhza0948b{F0@|jDbLt*`^Nl_C9Ts?)6O>xY%zkFlR!9@0@LI_
zm_=f5&f-csLrGf&Ey|9l`ZzJaM2{}y15Z^S@wL8+I%{>%R?r$)9}H1c0va;hb60$4
z4}Vi;r=*#}Z%Z=71en9x(p&LCwVY*A>1a5R(bYj6Gp3NfHW!_ak`6PDY6v};KhfrM
zWS$2`=&;u@;Dg|}hZ%zx5mw|DIn%t1jAzy>dBM|g>~wCdxw=nAYaC3lJhZXHmm|8u
zRdMr~JdCNMb!9Md4K-A`I&-#3-An9;xC)u~4lT9Ny9d3ij2sS{vb`1BE1`c7+oX}r
z41%K#C&{?xxTj`(L&KF^RZClIu}<raDKiM5ej4lz&XT&Nw~M%b^~4Qj&qOdYQJIxY
zb7YP~%LBur*TjVOzpJ>5rP@y7K_x9TZDU;1kX&~^z#=U2!jSrFRXHxTOG;_x!NgMP
zIrAM5(lL|~d$bIDbW%v$l1Xop2yTQEz7sM)IV&9rC7w!(S!vEZ6lrPvmHXlZZkU#x
z7i{d5{z@dYyXOIDrl<EPlEJsKgF7uQ4$3>=Bh6@Jrr(fJ<fr{q6h)Zk5ouPE(|eRz
zAS0+j3rb6yf}}Zxr*wxj<v|(D%0uD~*t8WWx5*ZtB{VB#p^fJ_!SYe$q?Nm|+Og29
zg3O*si#lNi6T8^|064-u$Tn>9D&_Iy;O-Q8X(4$e#?X9}(1az(=B%s~ExKG;O8V+r
z7<8A(JwwA-#tvu9`6~HnoHApR;CD?@+-dArdP@798LNUPWX2n)J7bNyrkdMZec|g=
zR;ezWImDFrx>yT+D-rin!d!6IXgijl6`E_Zr138r+io>ZZIal^Mo$AGoz09hyaB=7
zhT9OUn;|DT3fbkE<s(uVOm~S|)>=4%Z&#WyP$-oW;x$r9p9LkyWgfEz2Zci%6$YnP
zy8|G!e-(cEUm~IK1Od=jzyAO=qwZQ)L9(o~m2mfL2gInsTi+R?2Kl*DotA3CvWTL}
zBBqq3Cf7q%bGX58qKL~;JHsPj>Pm<4Q!KMh1$$?wmGMg$E@Rm27Ln8~VUKoFCAyA>
z{{YbLIT7o1H6TA^&N8{}>f2XnxlKV_z}caBYrr`f2L)dn-S$>CXWi?b*Bom#4&3$X
zp>edZirRQ}z12O-Ws$_>knj0juA`;<ILo&mA0^7DvWSwBU9d%;HPdpHlrozqbTWa=
zp_JCIG&LZ1QW}#b+3KqJmg+5b_ec(BlhuX3C&%0r*2PB}-FxYUt`~Z&A=LzP&qn_M
zRY=E%jFJEw`+|TZdx?CHFLRDu<IJ9=ISdor>sfB4Bo}Whx;4F4{V=!T3I|=Tzl`Q@
z_BvyTf%@)S(C;M%-%AAzBviER430M758{35Mzx#esWg958j~8(*XD|UQW}#QywKKx
z{YYv|Ye2mN`jFJ4>+?fbnv_WnK)pr}^GB^TAMX(v6k`3+YfUw{m);@XC}KpRB52%7
z)`qg8_lV1})Fzop){nf|M0A0pE+7v*lWnMUj?)7jA@Ll7NGF+g&TyH1WNmhxTF--b
zQJl>u`&8LKVltB2qZ$6r$m1Nh86{mCONObE9XZnf0J3?fb*lGN84vb`Hc{h@5$-8W
zjzjBGR0&!39n2<?J6av$h3OhyqDHzmcoeYl&rrh3rFV#TiZ^(Nc#TSv-XiZ5V<H;W
z(YTY|Bi5o9?0}IC#J=$jYA<+?T4|J>Xm^S>v^Ao{oq0o2jjaIhHCJ&bS{l@SNC%;6
zMx-?+HKDB;K3{?6x!-6Oe?qJmN_Kx|nBq`5HU2*pzSa{J(7{<rB{f3>;(Ku5e~-N<
zw5~(fKh12rJH7XAHkyer*Bro4k5;U;;@vf_z4ViA0X^Hk&{0_D#VcPKEpte4Jwa8+
zy*p@j=);vC3thh&+gl@?JNW%sho6tQt6=T9g`H{1F3)O1DXm^;YV%c2<p4@-I3v~O
zr4HpWRXK%?dvuaq8^4-fM^c)pX?%GAIIxFf+>&`q>93E2?ya;s==<%x@rXp-*o<cf
z@A6rQ<nI_H4A33EGs!`>adqD!(j|rTrP>eCjX}B2GvKAi>bHJmlk-}sj?U!-oP+`M
zQKGYyW12`ukeUisH1zq7Gl94TRxMSsov)&S<a1zJiBMZl<Q6N5VbR4hj19vG`7WT^
zVc@VFZ3$-<4Y|a{Q7MFJ_yoL+^9Z3MTLYZd<X~#$pEU+scN0qUrsW$O&_^s_d2~}o
z))^itK#VA~klZPwf8#2srf~yC9vpMj>=VVn6O(|84rL8VpzQM95t9lj?MP&(=3$P5
z-jm*vaL`@uRW^`h!cTaU92FAu4IU*)ih-x|k8_WgB+;}-N=GkuBvqF`#R50_H9WF8
zq0coW>27%dI+Cqprj5HbfF4V7&d+T8Tf<a$2`XwSrE3Ev40o#X+<<Z7t}!ihiX#=;
zo@$oH+Ib@&zBtLy<~x(yo|)SUOjNP3U@#nb?zMMr9=CAKsL|3sd1RMMd&!-Xq#S@e
z0-@2-TOvzzX{-QvC5ER1e3F3jQB8)WY1@)mVa`I#-zKVUbg}o+X=%W2c1kZLtE7u*
zCSX2Wl@fc*V`w7Rw>K=`d`aBymEMmPjn<a67dokiJHWx<(S;GuC)y;RGNSjsXpD*E
zNz^<N9PROy9nxg(0r#benAYG!AHNBpw>xfWw>crwXTdgPRB3xUkT;CzGxeNX^96Tk
z;@^_<*96QX;_F+p{{V<+`Ru(S$o+0g;+N65;Zos<1i08aDG{^DRzfJ(KH|9`rMp}i
zB=Ir9u6B~_9m45xH#~ymeYC#mPkV{Bs&MB{!{3nrc_UytY_2}itauWJH+E}JT?Ue4
zs+UuTP)Js_5tlO{>{V|GaRr*iz;CqNrxDdX&v1#j+c-J?DyEx^B)dWliq%tB6Aptj
zo88Be`p(&0Z-u_gy2Xj+2XN+st2-X<sQXu*>vBGiM-421O!oS^jxaOxQ7(1YcT|6B
zyILp%h6@`bUjG1hK5A!Ww08Ty9>+s^mRprEf$tGILP2mF95)$LJL5(!p~StR@P%C*
z_DD5dq@9L0)5gq`o>=F)<hRPn+aqoA+a>R*0BeO&?%q1LQ1>rG7%aR!Yo5B6%|k^^
zPZ5#N?%N)~eAkkAmf>5+9D3H<qduK<sne*tp*?(nN$S#huH(UcH*@128;0w7;(FLA
zTwKP%0LQA+k7$*xu<$nr+a0bNBXg7-nJT`VgYnoajvTex>{dD}MJqejQ$!;LpuZ$@
zJ{;AV6KKRxHZXZ=aQ*>t#irqoNXK_gNd-J3kN`L20;%J=GgHC$c&Dj8y&RwhfY45o
zt;=2+{i>va`iDR&9mmmSp{jwA8C>{Y-B>RAr>fpQ*{)sqG)qeU%=@Z|v_1;iSVpoi
zGnLX@ZReGH+wPdITlg={BRGEjZ)^rZ1<0HifsE(J+`8lS<0gm?i%QSsrCnR-Y2cQm
z+++=fj*-W{=mvk1@fQ<ZB;pPzuDU(t&aA0(fjsbCx7~&6?%uBA&DpKXL<Sk_8|bl+
z2iEq!?5`itJJJ0jq5BGW%d&iV1;2)VR2)}QDlZa-`w?O`{1r-6k1vtWamjJXL<Uqw
zzq1=N?iKY_#kq!tAm?~x#{>DU_1WQZ;YedRCO5u6hDyeEPiBIXvl_bDFxrae838A9
z#_Zp}C2Ko4c>G&e7OeMmM{M*U6+acZ_-8vpcxB4VR1Wag;ltt=LI*y}emPw0wHRFt
z9sdB;Wm8@=(R4aO`6%I$&KPuUcg!n&rap?py10*UL<D)=+K-1cvex5quikQu3;<ff
z0w@hY{Tyc=dm!e#gO>*Q;BJ%yxw+w^$R?lMk7>o<9H49nL$`Lb`o|?H&TznvEdJKW
z!^S;GkG$-LCUM9tXTvK%X_SnT)}JQsnsZ=l{dpYY;OAv6?O-0fq@On;W0{|$h?DL?
zU&K+iYXx*Hh1<aXO~*w^*))<#!V$#BwW1lG&u1r^)m1}0)Y7xmXmoBH`rQ^QvJlfj
zbESN*Xojrp9f809018{;Q|J3OlE)hebn>`=s{s>agBgY*?>4tN_@$9fzz7X-{a;xa
zbBOg}IPq}}`;`qDDqePoG<cV1?nr!6KW9q+0CPQ1pV3fHts`3BChzk|b0QhnDRJ;~
zzmf>#Lm9y=F7w=_InFJ^7~}66LR(!Pbi)gY@za6xN_V6?kYhdPSMWf<Z0Fi6Z@bnh
zsbh*ZnP-{7qp5ZRlO#m9GR))Sje=q9q|u^A2?6QtWd%gMO~Y_FvG)jC_M8!<l8A9V
zndj(kG+=(Tm_H>=6$Q1tM+8o`#`vUUjnL+7UCb40HG;<Sb=skBdNvn-6`zrrtEgl9
zK#HP{ra2ol4gyHdK{`&#R}4<;?V#0NZjORME12k^Ixqp-bGnPfv{Y7}BC@)MF6s{R
zNgIx3H^SC?U0p@e3xj5Kkkz<HqC(s^b#H`?RTTxMHsT6%R!7#5_lM?G=-E&PBc+NK
z^uY)23WeM!Wi36_m2r3zRCf3xZwgVhnPt+n9}zjn@l#6BNlh#N068oF0MIn1n-w#C
zQR}<UB&_8}54$*T5Y`U{i3^YMO)|xL<x7369tF+PKJ}oE4b@M?*ZM{Pb10Akae!8{
z5}#<a9|5|+#YJ?3jo(QHd!nqGlsZXH;!G<`jUN_67;wA5@D4CJsUXtI$l7&DG4~g3
z@<<cFP9tf4KEoDTo-QjaY?0JZ$_US{&`OgNxWSpkG*2E)11gK>zM!1800-+k`66>=
zdw!CABf+h~S@|lswlYiY)Xws2z)UvjeQpHSS4ev3dK+C<Lj$R1VSAoj!Um^jqNCtB
zv1W8SH9k3<-dz*FkLF<wn!`}iPBvB68ky}g)`!zM&^~QJ!QdAB)V_)BttO$v0iz#!
zZPAc^l3hO)SuYUKi1WGf)*OC8LX(IjkpBQ@rIEmXrjO#T;Jy*Z%trU09BiOo;x#t9
zs%FN}UcwuL*BdIg)m`dNS)ver)?ACxD<Ap#*-w*B0=r6;W_##tbkNtz*k2nkTamZL
z6R#8-h~8#Dstc5MTWNvI!FlVblBCB=3mfV%0pbG4W%o+AoKsPf)79rs+>#w}k-oFp
z7J3Hc{L_<F&{MdHYN2WSI>vrn)M0z4k@_iV>govU$VeZ&c1?w{*!R0s)f36&U$@Cf
zirr5c$YXQvQ0i_~!JnF@qy1`%faCk2RzC3HbW~nnA^S9NX~)E-#;3VsS)2d|mdXu9
z+Sg9~5?4YW(Sg}_$!A|x9M1YGD!PN6ol`4_KLN5h<GMKJ7%6GL{5XbweA8m~TY#1)
zdMyoP!ObH*-j@8zsx`H7wXCQV6l`xTa`%q;1O>LTUFvJ*dGHRxek(O2a9qOk`p(LR
zkgF@Hrf6iBTA5w;X`}9k%}0U65FoS~kNnD+42SOu{u(-VI}L?{;Gb+@9e~HV4Jg{%
zyrV;Vnnw6U(A1yA@=1eHS2VfbcP$2t9*E3-DWz3YS?J>c_jx{hscff(yETn(xG7<P
zA)sUw&}FP><dvn~3Gm!>MjN-XnhxY`vLex|nhj<gjoNd|D@n3WGk{Ts_@mO?=O21?
zt=pO#G%_|Qigd*M<PcI^#}0T!*}Qq8E!{b#4JY7&JJ?AC6q6bI)Ud!1EEvg9MGPHK
za|U@S7;h{i(i1|yN_d<OxSDg~6iMwgQVrs3Pmos*U`;+Vl+d7crO~*WYRTd~G`OTX
zJETX~k~*=^6EHbwG!fvC<_B&<iKcc*i#L+d-Mj76ytDbGQdbs8KkZt`arJ5=4`}&r
zubmT5RK&EccsXbx4I4LVkr**Pg1^cs3~u>3NT<6OGZmB-bjP7B?+4AQwtG!0$vw`U
zxrH5;*(u$slBQUXkymDy%&(z-Ln@&s!OqftM+!lET^?FPhln{@x#YX|Ws*9crH7c3
zF`u6`76!uvz2uhpAb;AXmB4(C$+3BW>cQo@n?!Wej2suZm7aCMfR{sXm9EAyRR|;I
z(574NH5wYnvW}oMZQM<z-zOs0jyjr{$Ei^(ea<RXJ?gqWobe{y-OW)8tZf*mrK^k2
zx-K6!<R>Ax+vk%@D_}1_RJ;d#iX%%6`hA3*=b3I3mm7?AHo2p1Oom6d8cL&P%?Ae@
z@;aq=nei#3Yu+4&iI%v<Lx6d4Bx=D`Hh~pSXjfOVLdHQ8V{84R?)N5|c^2nBDRlJ`
zQqK7yaBJV~9U~{-;+pfZufb^k?oWe(D!TswGd~ng$I-qwI{-PuAwj0S)i8}(9E$IC
zn!1od>H)7->7!~4w4Y$@;FK|)n0_h8MIk)cmLYH+)(?maP>7Tb?|8n^A9t%vhD|;=
zRor1AsH&!BlG80#cRp&$l2*`hA-GTK#SJ@}*PgC$<Q3a^UXuR+!tB1=-B8NgWV))U
z<Z!`^{b7aG<?6Wj?3emEu;I%s*sE~M^n=$4iXi;eJ0p2?<oN{g!OyRs1C<h%SSjdC
z^%J%xm%Z6@vDJ2RaU~Ez_H*tioEweP)ZOJs9*)x>BRS=_iSk0Kve|Ei@2s7Y$lgqA
z@W6cC*W4E$FFqVzE%W$q4m`8<{{W>u>Zi~x($zJuI(<+>Np4SxTKg5+%MTAnXp+@y
zzEsN|d)lUkvLbiboDzC0JeOPF6g*N`Xq{5Xox964K@jmI?eQvAqSa)w&g#3>bMJRj
zcBZCwX~&b@*WkR~r<(F%am&Z;J^uiI!?(r7G0St${f|#q#TR<ntu|{k(MJ)|=g8jb
z2tC|~#FCzd)5Df2<EXjRyNm9F{{Rf!ig?}TdAolFp{KL)hZjX0Rl04~w%{@$>NGdV
zb8_fBA;H#579^*GzMKF%*>@w{7m>@>W5qS=`hVuV3^+dJ^XvEj0K{S~yf4MPV<UeU
zxz<}xHbBPcjibOYZ}VL@gt#ih!|{gFQ!;9Sv7SZ(?}vi8Z?+CW9TeCa1HsDi`MS<d
zNvYy~BfrPNjy_W%AP@!$md9X>1qv*9WaUX|!$|<;dHGjj$tKccc1yG1S2g@0#OHvc
z^m*ijx~Z*mnCxY^IS0vI@y{OGxK5SArcV03&H5^4Zhh|X3yF4t+J(c4Eo`=WBy@DI
z!>4N-lIIS9^b67GdQM#P$2mMlSDTj!E<0jfBPru7hkk{{K$2(oQ%DKeV?HFN>SxvJ
zmN+zge}Y`4qT3ULjvn)z?a6(279XnG@iWWDjMKI4q;MPRI({8h?*-a_C@(SF81oGj
zZSN~8K>XBA=kY0u3N}97B$B*FA*OuU@o_k4Tb5DN@Sg!t+G<0YUwUw<uhM;Hzz?dy
z;gveBZ?%r6zmMzlf7v*(`<ZU~BZ%5AbiSXb&@A-d+3gf<<t{cZ1Hkhq&1tv|rssaL
zSgn9Mj@PQDqGtOql#SecK;#w%<6T>PxWo%GTG0(OF}G$ka%c<CJ(TdT<jsi5RM0D`
zKy=-7j*VU)SIaoKzgNHh^In$@J^B8Y(WWRMje+1dW`gGcTu<{^?$GK495FL>49wub
zbLOS-O$>GRI)=UFz0(Y_xD1xLppaK7hUGNe188ka%cYiSp5dJA4g&GIZZElex94vE
z04444R|eanym6g1JwOhIlsci!=;8<fe9G!o_e|E*QwEJx;hAvpaa@mrq`otW>ZGu;
zo=TR{xRy?E$Bd1M=&h%|w$BWojxIFsxKAOduY7LHBf#}o4=ucxcbkhWxhB3o95`hr
zH*C*sGS*gc{%yoOwvmpJt{V~)eTY=Hv$P9za=5|XIq^K7tFohY<llIPzVHvx$igBZ
zW7PuzPwYk~9wc>h{{S}*qn{Fa1@t{fPmd2tjmmk`$>ZkBlbYcwU*T02jwPq05_g7{
zBJqQ^mla$1Gu@v}#5Wr;k~Xrk5hDZhjcw<Thwxe6*Ept*{{Y&Qu+mN5)3Te<OZqxM
za(?}l7X@6MWa8^}adBXVpb0Q>>Ya-8ew~HGr^Z<6^_h2a+V$p&jQep9a}V`MpTCY5
zyw2ZMrQXkgOo;9B0Oq;R4jBYF#~|*ZU;P4}#c-HMAkj@Dvxj|^+qc857=FMRBk6C|
zpfvZjr*q8nT`EEy`RZ~!@s)x6AE9G-DoKm<zG|nqVDk&1y|aU}nCAYr#c3zWgB(Zm
za=C}~Px2`A%)zm1{Eoz@-=xQhA#nHtm|%gY43x0=X9w?7YUUldUu3oZClr+7weeJX
zQ*}rimbYRv=B&6Yiw_Ztz1F59Na|>tn04!Gni@&?WkKzBm9M|i)zv_1VWp&WfuVyk
z4O_J}X?3RC!q*yxP_lws#v-GoXgc2Q9>YQ3IV(REY6ZWAXz#ogRe84B3*S7i?x_IO
zKr6qy?6J6Zaslc55%BkCu-y1cs-m`2MOx_$jfk^hj+rWTiob}h932g+-$Lpuj14Yy
zRnKE%n3J<xzC*q0zSG7$V{@pEg7?7naF{Y=k~a5D!0P9}0H1QcJ`p#w{?Di_m!ZTD
zt*3nYev7$`k5rBI_#bkkYbmbXqt??@v%H47ySQ`P&|u(#c`bhqagC1YZ>Ww2Iw_bR
z6Jm4Qt<NCx1Am(3RZOm$XGKIO@10m&*F^m!Iiqd;=aPJ^j=@X7_KSO`qK3Y;vNVDu
zY?yRs?D#2h*{}30)kS<2tsI$B&Ciygt2-x>{26qoz0*`SMoPz%IU30$e}5&kdmz=R
z?0jzV!5CVx8MyDas#lg=>=U(v``Ac(PoCSUw0ucusBmMdTMV69CR%>=bEW0Ef}lId
z^81u(`Z{{ZOjXoT%nyJE{!|XbEHezpBOm71Wh}RDVP~7dwwOsY6&04}9sNh`pL3CV
zCl^t_`z=)!eLsW7i4Vt;qd;4_OPi9Z9mEw>WB%2%R=@{0#UFUzn{uSkaTSuh=%u*A
z=k<)c4j%ARz?&pl-(?<HHsqwfs*QvRDxhI^AY>b-G_~!^PpVT!)iOc9B^pRPmD{2O
z?3j`bxgoU-ux_JCPx`9*NC$$AEIaZ=P)kkZqDxPMuqysYe3W@%{Zte$h=h$LTT1}&
zQJ)S6BoH*BAxV6GNwUq<3_k-Jos6P$eaPlubJ)iWgOwu7YxK*MG;vD!1djEHIRJI%
z)ifc;1d~c4h9}7*jvCgClkieFx3lgsHb+nSJzB=Jwe2Oj)DKOLS7xxs!xl<mPX(c`
z)<=0f$5f9#IqC3QDz4DDS~yt)Z}fDr#x!Yrvy5~(>XId|BJke<@r7;Gu|>mm`kU(r
z!w(_)$7N}M;hUwJqq@1!)X+$IHb&qdapb*8YvbM&WQElHM{Jm6WCsDif{nzViSCY=
zO>c&>DxACNi-{iX_V_DeOQ(|G4Mb;P920%(nsDGk>OH9Nt+vYz6>Y9J)3Tw?W8ri4
z0ggqv-wOpKK#e41dzN(G)y<iws#9bb*r#QpjGTbxpCukjS=xO^hYtc2)l<6iH%(NW
z!tvyobL5Qr>~m1>1L2TorcpM(?DdE7ZCku&{sC#jcEX|T^|`Xj?;3)%nsb$;XZWOP
zr-#kw_$>O+@t3O&Gkjcsg3W@nRuz;oQDrWYC)CzOPR???FnmrF4Y=>RTi+$R7S~T3
z<BK{&q+tzlJr@4}v?~Rc$-=NtOG?OUolz8h?yTe!>t`yzw7O?rt=6l39MsLknH}uS
zji+EX&o!w$?Kb9goL_ZiQ%mhom{|OPWh4*}g1&|I*Qn*ZidkMIdDiwuOId;J=Ny1n
zlJ;p8H8o3{aHXEEmNNOEl0eAY;&lU^zxi9P$Y|;9+!av`e2i>Dc{{?#hh$@YBy3I=
z^Uo~j>a58n@Z^045=rx2H?wXV;oJ3wS!!sE?lls!H@W0IG#^(u@++QSX#W5gUMi@u
zffR+U8R^k+X}M7~A}7TWD3eMB!@(AOkSQeeO#+riMH{4+R>d1ZE_=B&E^B<bzUOg$
zL-HdYq)qT|^*q(b9o_@o_^t<n&~rH*Pe!bvaNM4p(s*Li&X9}<#;3bxx5aOGQr6pT
z0Ca;j68g_1ZZpwmxF*zRs23`R9__!HAI)v`5Up7Y)P|(qP$f+?S#lbac|=^A4(dc-
zx@#p3MKm4Oi&|*7qRCAMOZP)kYb6Zhs%Sf{4M~#pMd_gKq&21s{8Dr8O$YU(4pDpD
zxV3<|{;E)pM}B%i8+->e(0S7_rv=;i1f~h(ISmoB?LYb^*(7kB)39glJ9L-I_nf)J
zpEWce41zP46HxCnfD&b>k=r*+ZTl?QGpL|a01kIM`ILD{B^Fgp7pN3{bpwJrj%mE(
zbb5*!N{X$)rINHv)6x9?1rwrzPhJ^}F8dDLDA_0zvIm~&<2aHpSM3eLHps_&E(J9d
z(nst#j~<|<Jk!m*taBaqn3_|XkkptgnY+Z{GkRm1Y)mty$4k5lni9j2>Iy!xj6F0T
z)Q?hQQAenzgT=^dO=O{xf!#>;CP66jfzb4NlUXPO;(_gG^(JzUAzcT9k!syHp9Ff3
zB+#qkn_DiH=QM3I2Br`<T-=8>&Sapq?Kp5gE3O|Ui{qO?WQOBS8NvMEAH`O3ihdos
zOKQ2YcJ9OKy{C}}pY>fv8Kase%M;rqZW(Kv$c4tq81-^<$gO_?-ZVe)Wki?+<`V9X
z@c5}>V_T5zkPh-lY1tU@O*URff>u*#$=HF<383behU*}P_~5O_XI-7#xT)TkD~%nz
zAI|B?lgXiDq2hNzXPT3{ZmeOgAae_{b_2w+RdBS$?i$48k;@qyg`Vk+XLhM5I|ZqO
ziNuYX6GyK-;U8Ds;-L1E*_D3^vG)pD{WjbWto=G&7W|0nyA4kpdNtfpy3ux)Ktp@T
zsmY6f*5s=DWW9*E7OJVSyCKZOanF85T&||mA8$J{DPIwhk-f}sH-WN9J7p@_#FeiP
zhFCD^9DPFEWFELl7|FoLmx8gWc343m6nRA}J}Yfw-qB2dQ~9huR_BKOdnGyYBkxuv
zNSVxynK{YW0J{$kc4gV;7Vva6FQbZT>7WggvNxXcCyxciWo1prjBMOHY@}sfb$k70
zJdoI-8@fY|TP+uCG!$F|TTK2Fud1b;z&5s&&RhnsW!UC2Iu)jB$A`EMOC;6Q=G`6Q
zo+^&+TB6aTNa!=m&1r{aG_%Ds=xvllOi9%s_1Tf^gW$P84Dm(ErtL*U&iB2RKpX%%
zPWzSKFLiY-ikL+#tU7&Q(~a;GMeyhK90uD|o`pqahI*3x0kgRc`tnxYlJ-|>lZdWW
zcluEN<bw?ipgFPX`o{<4syk7-R?%5mSx)D<%y8D`=T<PeWt)!gw%hCOHoJvf63G~j
zN8=<9aoIGEq4-L0U5?QDI@<*_6tzxkyXt7R1-%YBE+-u{&)vkZA1toZZnaU}cv9tf
zthoL^;+NC9VL=^G5@;O#Ul2FPCCKfy6!o;NsHN5-JcIUgaCsj!ELlm4hBgeGyq~nB
zM+;lCS^|7G)gQ?RmPdg1HNNt$lo=Xzt@kFID06^hazEjL^C+Z!NYksjjilsba+(rL
zMl;LJU+~4o=?x`JG!-MeVGk`kk9bl0EVEm<myE@_>e(t{jt9)<Yc149Fb+B{zi{mO
z$2)1;1w51vfu*f|EA*TmVCSF3YE3h1iCyX{rnqLhpguy}wVbi%g%|=CUApi*_R3bX
zhpqOy*H12MA9Zt_;y+Z5OOf%EklQ%M<7%TZ!wfo07}Jn4263J7l-9{c7*ouIk&=<a
z@_Ka{kiC*Qk1Qp=AzViQ`zt!Jq)4f}mP?8u(RZI>GlIGlP;awVJB}bR-igPx8&BMW
zA2fRt)F{qzY28@P&B}v2Hd8?YM1A6n^5&F|_;{(M+Glu@WZ6SA4-^C5T1W(e<eD~@
z-UOcUOQo>h>SON(8=;FCGEPKn$GzB2!)&%d{M@g!xE$F@nH}@wfx87qb$z$X_G)84
z{$RaW(#E%2-qwOMmlfsHaN&wMWAq9dikX`6rb?*}0na=&cX~b;eQh*y-!HSwWng!8
zPlh)Ha_UNx*?lkTZ}wUS{{U#XKpZ*;ZdF^j%6fsO%VMmrcS0INPsHFW3m**FZBFkf
zZF!S9FOx2DKKFkmpomnR^Bhd_89&i!oidd4oO5|$bwsdPB0QQ&d%jIv@3m_+WrD69
zd_h@qbkP^f6TMv>0m$fl7jzA#c*K&raymCB?hBCq5LAz?xlmKnz0d~IlID?s@u^&W
zrC)YoL28S#hu0QEJF4N7zN&ULrLH3yK|7Vl_<w~h7p@bpsjuS-i+xQrk8C#VII>fX
zowhNOx{ZR<Q(f2;RJ5&pzK=h6$c_V^1G0DclDGxbT!n0r(Xr2svb(=vY1B8^r1cuU
z=;`=ZB0orc5l9a04%A)a<AS<(4spegv$nE(KLpagt4^0yRMa`smY$gh0ds4A3GoH`
ziS?8sNaBuA!y_N02a%B6_^oZ4#bs%Z9wM%Yyb#$K*AgD^Go-(lFAp^=l#K^z{i@w~
z&c{znX{7X85Y2UQl1Y)+<PTPl;<ulJFABj$!*X#o&V{DFx#!WE=(Ro=fa&3>W_WXi
zEL=~-bQXtGING3Nq;zzSBh?(T;nOS7bkIpjM-3GW5y1>B3}aq%hJk^}Oz)_Z!T6s!
zBsQIpkJmrQCgx!{GgY~*>el+8r91{VO+{I5dAA{>`ljLZSe|_z7rdTiG@SfOh%fBT
z1jP?{?wDyg_??nk>WNre+%h0R7;)5oK|Ld?oIs6{vAuPipSd$o(8hsLSAq6JgF*gk
z&tr*x53G`(jkwy{+00$tR=fuD_1(S-?9XLOP6a?G#KyR{X3eIe?f(FaXk=@h9ML)K
z0j1f&2l=kR_^p`K=pF#vlGhA<$$i+?{6_}-DQ^#!>29$1%zJ6$Gs@PEPIn-F8D4eb
zNd+~a#4sIED9`MLzwIvX9p{a1mC(5NFQ_eq{-D{s*DvE5gC)#B532(Memz#~_-Es4
zL(M;Krk1j{8c14QB+m?B9Z5J**88yAKjS_*f@hpVL=5geV`lyT0KsDVF`KUO6(FJE
zhFaN4>cLCh3=z;OKF(w<mg5GJH)Nl77PfX5hd0t3;^v%eJQg#7wKIq-VlKw02HrS!
z6~3FE!?jp@&K<3GoVmJP?^oP4BWB_Ie5J&fQ?tzSP<Z+iEt0x3xOF)r;Fa0T&Yyzq
z#ekC7^b_tRCSMHW>3##gt1<65DMmLRY5IN1QL=6INC)h-5n};5q{;Irq=v>lr)u|<
zl0fz$BzW>p2LN!^lkmVq;VX{KVE2+xAPHPKv}eO|hjttJ*SP!Lgk`weNipTg6MLo~
zRfPWlrz=2eiN3=!e4C%W6J0Z%j_*h96t@|O^<xdsBI1K1l#I(RkUqf2@jy?B<a+a#
zf%Zl}is#*&_f*_jf1{M`tUaRy=Lf)h*7?!XHQL<n@%|u__beTc`!8#k2pY$IJO#nL
zyz-@<3GKV@Nc_z^vG%rV1We)WvAc8`D8p(V?^wjf`2tEQnI3U8#E&-ssA#q}?<B5y
z{bwPrAl%0jo_w49(%4~W#8J5UhUfUBbLJ!H;{*2H{SY?S)I5G@GxnXI;E?#HJHB@}
z+%OZmCdOSZllr4%!<kMUsJK1<0JV}n2nezUj28zub>^GYN9Lk=^Tre1=0+P6$nt0(
z#UuMccdOmBdE}HCYlnLe5z#wS8t+Ndlaqkpv?duFypyz_0!Rxt#u2s}#?0rq>5@0Q
zr&W9#Z(%ND$<I*Y<(cgGWcyEGWgP`e3jvCt5?jb_5pdj(i;S;PLmOY;wmE}cwgDW}
zuF?c^@U+G^Il?!GZs4jcvX9FO8J#b3D($WH`W+*Zxp{^@D`P8a9DR0Z@@5dk3?saO
z?>;Udr8*{a6TSZc0fd)IB5oNxE%DSce&j$egt&&$;~jKtQgR-5fJQt>Djj9w3Ui0n
zM8l3))1R8EpNXKr3~7<$k!xIk;Z@o#^|8apR+$OQWn-gr#&%crqL<N*3yZeHiNOmq
za;~VjO$|eB?tHL*Y0`S3r{I}!y-fXcNXYZ{8=t(QZKk1?IOza&M|N6B#(F5#w|ZD|
z9bWU|3&-$O54QS4gR19}Pa^z(1u7eLG(c#LxgUCg>3EH;X*BW4IsH}<_mvdguG9Mz
z<}CfU{{Td}W~HSEzM2St{UgJ1^HKi*8qt&VCR&640Fw)zK44)`nOSq6){@}(!91e~
z>Z#&!m`KfMLr$l4Ox0Z;8J1C)k3&4IX!&O<vDbMFrPVhINVe08Xv^FO$7LwCp@t!n
zB5udPDKb=2!akCs7{{A{S(>WKT9#<;?loh=M`#})kw)u;KlF4ol%Vy~t=~6gLv1m+
z(Y1%U?`j>;M-e&r;~#p6>&080gFwnweY%O-2gq)#C8xSo3{_UVwDS$y_$5PSr*7{L
zckLB+9<I5Ux7NJH8Stcplk;+~ZChM%=(V-Sp{SPw<Q1GWP&3tRKzXT6g`jc@8dDEX
zc>)SLYFzKBk%E3@I4CQo+IxiVA7m00!&m}(HV`%i4Jl%?QwMtOG9MT2rbSB(W7LI%
z$OU59$vm)~WH{d+avDR8j?QqOV+lNhkQjUr4LQazu9VP?C`O*sw<I)_&}2jdvy?QA
zTPL)i1fd&92pQ6kN_55tE~xaXh{d@^8-(#<FvJZ2akxgn6M>uiMENCYBkJJ?H>2ZA
zjCk*#9YD_E?F0BLif%TicqUp6J|;Kk?kk)l8R)Xht3k!Ki3kpK(Rk};^j7qDOMOTN
zDyZF_nz8&>6>Hu-m$-aWjH;ERau2;0JEL6Ja^KvQfO;+|Pk5_^z_Mvsj#^|Y=8KJP
zaDWVrem>iC_ol~D&<{ilFtAkIe=v8`QN;0&s`AoRwHF)PW+Ah~G$8djKfzgcyJ_1Q
zDYwVZs*6p;7HQf9cL+i7al!l4$Yq9a%}X1>`z{3yn&jZ!8>Irnu?fP)^FgsR9D(<$
zY|)Q9gM{1Lg*Y%4?~#Oq8%f`vL=c?Bkir4kOLRM>7>+pw1P4YrfQT{MkfypnR~m4e
zb1;gpG2|R%rkxvs$3<nKq;gHk6E-6`_n?AVoPwKlO*;{lW!w|sJ_$aIS~HBFBo$In
z#QogHe3VITG{pL>(tNg8{mJSEe9&|m3TS4{4P-l0S4`31TuA%U9?O9L0H}hFug%eb
zeqb#N;lgafJP=WOTOk+}wN!5Lf}ps3j>+n4<KuP>)XI7?rk_v$0GX=BNLWuL8d^x6
zPFN0k?5Lkjbg7ZLy%L&c_|w!3{GEia$MjLj-PFfb1HbbjBz(f8lF?2{AUTK2WQgf2
zDgOZJtL6jjxataTNZ3=<(bO<L8i=INARaUFPPh;~k_WkCBz<;1nudy_A6Q4B-!O{b
zG?CUZvBh(ydyg?bwhx1n<tLhI*1+dGZ<QK)!X@-*2YWdjv+B3rRZQ1$D~$uLFvTZH
zC1GiK@WWH|cL!3(-9v8lruCAVcDp`19oG)><^7|Q$%pkxk&;rd)JpbCHZhksA%nmL
zrR=`yX*jRAt9EHFQ2IRVz|!3ED=%ML1n_~TSY$hfOBreYi8eVTs+LE!%^kti(8qId
z<PU=3>bUW|SBiZ90QTIRH!Giead_d@Lp6N`9>2y^LB-V40N(MO!C~ZfJeMzm+ge=H
ze5hj}4{VXrGzULpwxh^pYmXD$c%J_NNd?L?6LmHkm(w>(+QG3Tl>>_?xO$T1BuuMy
zY*Cjs7%AL!ydJN2MbYBwd8F**%l@8!-P+5C59X0v>*d1lR4ukTH$1%Q(HX-V`%mhd
z7E5g%Sbq~&o2^TEP*NYF2f@!6`<3mkg7tf)j*gz5J596<VkT+G{bS9=YAx129N~C9
zF5yuCa2YaAKpz3saB_7s3#sq+^MCZ_!-u+WFa0R3wyq$*Q};BHMP{`0h7VDsdE<9{
zR_BH|I@4!sULb8u!*eu%ZSdq47X8}oB`mL}vQYY7jhj5K(;vVM&&5jNTMrp_iyW6*
z?aFICmN?6SjCWn`2PTi^c38)v>bi;l04_iETh#Dzc%Eyk(@PAmb7Pt}=l~rL2OdWp
zl=ukfa=4G+`(52%F7~H8P<RqFlg~@Ae~RtY<Z0U&%JI7Hp7i{e4ZRMRpYP!^NQ*kQ
z@l#tN19QnhYll#N3E3rzC|@m1%z`Eix$igtc&>$;cNWlO;D--2gY6r%%4;KMwOQP1
zE;!QpLG>a2rDVH8?H+2@PiV2?I#cS&Ri9o@*~cKcl%(X6?4KO3OQia5b?@bLx{jyg
z5V}@XTq`83tf+kR$a3i(a!Rd})%wKcNsyfGQ!eJc{3fQO&CAW%g2B%URct}_dU9AW
z9_F8Vj(MxT9-)%&MOA8q2UG@`;BI$$Z#It;jO@D{H+zmQPl}hrHu!3<Hu&n~?&w(<
zsHs1w&B*h~z*pQ&={Lw~c)q-MRMSc5^e}ZHy8t`@3bKOLQ*g1l)XjNyJdLN6G;TF=
z2gt6ELuiKe#<u$=;@QLWtnV?nbiDWJ&2)aFpJyb>{7?FS?bzt??!wQ?&#`U<Z3Ha8
z-Qi=ZWC7IixM#Z_KK0bz1GD6##Qg(EzypySu(I8u@!hY4XhWnXuHi1!^ijL%Bs~s1
z7s_XsCt1t6H*49#VZ(z>d#IwNv{X92qB?4G8=E8E;L(CHvGH72jjHU{>$N?O*K?yV
z(NZ@+)?KW-d}M4L@j|PGuic;lc;mX+ZPY_Aiq}n+mb49vkBWg)Z?#d=#Rav_bO0R<
zceK&wdX?++d>lMC^<~|c?d$#B9;1_!llf+%j{QNzFj2PcM^M^WCn6@#PgDz=t8K$h
zRzI~K2II~XhLTPvs}7>LJcuNYaQ^U({a`owqvJ^hJ#^2fk?~3hEOcI}4hO|Ah<MY8
zZ}Yc>Zx!aYhKb$m4wZn)*XbGc`So8>(sA+jcVmmj>bWxR)lA_z;*Q-cJ>vloU}t3Y
z+U;=RZU(2g&`%RxaF$5e8=XzZHy@fh1~rxny-jPqTyEU0P1a5WzHkk<gla8y_WRrr
zgG~7tU8(Ooykl$;;<>t>EO{<7Cl3yH4cPO<6*5O!%A(?A5(k%c&Uaes?JlVkMm<S@
zk*DAP04j@$?C{xcZli+b1$#%=jitEq!B%$Jy(-5GkGD?a8@=5ZKgWj`%hp|$ULAVi
zOJ!J&N65&#nH(I^mp5bgVM*;Cs%mZqyUE;^k4AHHUN*|+zk@B_N3!Q(GBvt!Qx-;Z
z(c3M*ZBoq#X4frJwcX)kF{2#Hx%x2|V-Uwr*~PoOjGpkh`n2bnD`TQFyi%6<9OYAX
zZ4{Ke1!#yhgbHwRxI3%7wZ!+47H6(MqF-qMvUay;hx^78GGvdYi)`~4I8K%^r!mao
z?{-oi>468-cpf__uQYbI#@G9g6PgMbqKe%V<_P00)L+n-5y&3}qosXa?}|87irQLs
z+JJso?Je&|L93ZQDu;-BJE?CTSI7A2kw-j^kOna80o&u=w)J*;3Qi=l+2U&_rnTFP
zpCpY1(mXd~o`))9Y@0r7OK$CM<#@WyXqwwYStDLpd&pSl5u9osuf=5hLgNXln(BLV
zXO5l;G(R$JCr(}pCt$Fez9+q0#BIz`h{1N_E+p;Y$!z$GgYD0Ty0yZhEXMh99+J@D
z3HSuda(E*-z+6kg)|)7$z3};M!P?&)Tn{XM2-tWX)^f#fbxjDl!%)^Z)Jn#++qe=k
z*W<{pYi6jpO2<B?Ln~cSLv?R~<hPLDYWQN?Y^aWh(x9pjbH0x_b6hm!{{SUb*LyUl
zxE>yDb$x5!SyO`dJ)jaBu*fS|8z>kpYxCf6sJI4>qKk!S<FA54Q7|*g;xnYY>eJ)~
zaIYBHbrQ*(4}+bb;<ZrI#4SF&Mn5n=m`e<CIgWh(slm#76JtKBys?DY((H*~bbqan
z<`4qck?X+Md%xv1h%=;XiN~(v{u8k^t=c)xe^})${p&}p)=A_xKYD_fi)NmOh3<7R
zRDN!m=TO+UZiFvA*omlg^@e#JF=O)~BsiRS{8x7EIz~mnw`l}sIXjFr5zi;8;ha3z
z3v{HgG@Z8VmjJW!y6}3grfGPNcF8=XLl|Q+;&Ff#jV0#qN&f&(ajIrN^9lYcosQRi
zxk>*3n17Bxl9qX`&q&l;`11b%O^*6#>c@nQ1MdM|(sq>#@Y>5;m^!)_=k6<=W61?a
zT7!-_cBF>7X<%{bBxfHmtzfC4tY*4u$Rr&w@DIsx4oHD5Ibkh6AmImZk^_(UQKf)o
za%wBZ(v9KJ*G>TF=a&zXx`U1{00vDRJk1?+X+JQbw$<=+QKg4&N}8LE=_GI!R5Hin
zSnxuTKNi?Q0ksl4#|-3}Hj?;Hf?`N~lz+;bBfr0Y?xx?w_FR5><oE_5vZjRh%oya-
zmv8UkxWM{%_i}3hIakTVmbX-g2Rtx08@H-lTuEqUOmcUR!(0!tis&_!R~A)LQ_B@Q
z%|nO|ice&Z5OAVZ-Mc-vwe<HVQodHWnM)ybgI80w%OAy@VM$p^KNZv#&NHOBxC0{v
zV5nr83TMFg>TH7#(<TW`={2`-wA{Ngy2#2(KSFGiI0iM*x-dxP&0gNF_X~CU-(`v>
ziE3jyWOKb%HN9{-?7ZgZze8CN0j(NFx8&h#tz2JICF;jrcA1VA+GkU_%*iet51!am
z)1&saYnm<}q`A~wYAdFWqq=scX=_?W!Jv7rX2-GPEpYcO*B5q$!`F@#sJF!=-jHNt
z<I8r)JFa;8`Uf4}5BgMCknnnLnR|25GAgLS%PJf^h{#Ejz9IFR{{Yz-C=OWm@=&Uy
zWN=8}&<Ox3UX=rzlH>AGZVzmbX^58+clRl;BURb+fBjt!@tNoES|+t+ctYtzZ?Q#7
zQ#Of1oZ>N_XJvBUAhiDgiXXa^RB`-)o`~NaMP{2YD));kXl^pVVS8k20nXUMpmj7{
z*&%P<vt<r7?LAcM9!=h#K_S7}1avB;%$bK^*N-J(VxQ5jaZfnI1Ghd3$>gmEY4x+$
z!AWkcmD0k=LxT>$5Z%wsQ}G<nHak1q;#>=eIq)G4CaZ12>FE(1v8BPjc|6p6>)TOi
zw!sIjBs#mn%NZ)9J72{2i;R8L^+mAh4H3rB){)5Psn43;@ax@8**vo|89nJ3`7Tt-
zd4cwR_0VarR@QcCEhcm6rLOugJYD1NSK@^BT~{>)qN;|Hcf!VpxBz~(0m{#Dd2{b_
z$oH2y;5d`ar}#p?J9TrtAcn;&NGHJK3O^A^4P9JwQ@FSmVf`?r^hH5LQ>G{Q1YOI|
zPrYYN8u3*eOLlFl-en%N(q*wX&&S}cYVl1^B}C*h7{PO#PB6Jw5M1TETwPM^wS(1(
zzh%GG66A*I9`~6fadX^DoKG@JnP;Gq=Wt~_do*t$@=#dUK1RmDsm|C8bzL)stTJ0@
z2Bw27fH}nU@=Y^5rqe?mGz@|^hP92r!gQRceHMSS_oDPk`ZMoMG-Q+sPMTVb`yYBq
zrl0JOnrThtB#@o-Y5vdNi_vHMA9`q}OOa|%ni`|YgC6uf0<ZLA=9&@mh`CApUsicW
zK4`xd)*tTv^w5o|5qVO771opN06pkB(_7Fq{8K_Ev|5z0YOd)Pekm@sSM-E@(?TPj
zc>qx`G@Q!kKfrPdNwnN^`H}NW7MlM6(GT8DP{(_Nh{tw3k~6+?rT!|f{Sf(~_@=+~
zL*|+hHF=?_OZ-uA=?M9w7K-k%0sf@Wh#Zenm-wQ)q;2`3_@=+~ZTY5+qG~{uEZS@T
z075@`55+eR(EkAWm6+3Lc|ee+ekrd%-4EVH_@?3d5%W_*9;A7~m-wdP`WF1q{8ex~
z;U6>*^&zXxO#D+_))D*2{{R(M{)xZ5nh=ACISwHBgtIGOw9F44Jc^KQHT@wUyochO
zhv+~2$Rdb!9KkL>QU3tdBuVROI}oM|J$e4?9`b>+*N^U-^H)MHw4m+OkHt0r0HPnf
zj9RO|L_c{uLjlP0G0jMAvbQ_L0QaT3*;kFDA2l>YJxIfpkHxj0qWjPm>aMZ<>7c-J
zP$R`X_`akcWPH*31y9*;%`_PfN0jHGR1c~?X<ms@_I~uzY}QFe3UpFbAF21H3L2be
zN8Xw?WF%BX$>Drb09fXbLX;?~e$U>I(5imN-kw#;Z?@Ok?hk;pcWyajx+qb-%#pG+
z#jXcpJXcNPYXsLS2RA_yvvy%~2^i?4d~$-<wCQjt<FV5?V(i<cxINoX9vd+6KWHm~
zvgH;#oVKfrDr4Q8q;J|CLh95b(<x)Afx<|nXmeZ-MH`f`cR}5K$<a+NeUuF}r)`It
zx>-`YNRE!zf49R+3~|Eyd~(d)Bi4BtB=uX~!Y2|%abP*sqFjNFdu$dy=LNdqb&jsB
z?t7`>5iqmaeg~?qdo8;`WV}>KaFj()ELhZj&?;PZlK8IiOxc`0T$PILwdO7gY((!R
zQwPJEySH|O!cezM?yTSS3c>cr#MZ0jwwjXFRLS(tUh#}zV`RAPBa&Zbl8KZxL9UKD
z1De?~cW^u79I!B-rV=&=2~J(45`1#5n;ovA#Z5<EL){$4U^y1_)1L#)SKXfJ?h{KB
zTcO7-$3ft#nbZJDbc4k<=1<5o??lKZdG(7}6G}JDkN#Id;J0_YJx+gF!|zxI(Z#Fj
zBzYZIQ?X0g<u$50Ht{{qnCUvpsX+n6Z;rTEwJR$`-Z^dJzl!*NLr-j#&Z2DN8Pd(1
z-F(<GdJ&aDe>K6dI<}^Ii7K3Be3Lx6`)t<al5hrBQJaYPR>#?^_!{4EZR*=n_xH~%
zbQ8Bx)vTUJ*2laqb;a{i)_MS;le`f%&3*<koGS-L?6%DduFzLV(BT|lgYOHoI*iv!
z25`t?e6K!1p>VDX<7+jZ2*psJP+$Z#x!f&{yS582e{hCpIto{{vBZ0_Uf@TpcI2v5
zz9Xb%%FR3u83YnCxXo3$v{g=S2dvYad)DTgv}-%5CXS>?$C+QJLvjl<>YtVt68m+x
z*Iaw{NdE7@?fejkmZ|FOJXQHgZJDCJHip3CE}bp|2llcy(~Z=6C*9k2s+zvr6)P?>
znc)$zwk=%T2Hf|~6VIumk)g5A4LpY-vc4@sGIrIE5tX2x`(l@Xtvn(4&aR?cb$_J`
zrAs%#7;{>|z6kN~L0Th~z!y!i<{B`R*dhdBfS(s`uIeP<IM~LsiYn!J0J+Sg!*k#=
zn(z1^wCUnnmb(WUsP@mE3Mv2_@=&hrY^-E&Cr%5F4h~Y=ceZVsjQQy*4c_HLD}jc5
zfXos?xcf@i_6WvX_^Gw+e2#rbc@QpfI2&#5*>5<rw#!wL?^A6S%Bsm}-=asv&=}Wa
zILYVmT(5!e_M0oHUo~?>;+I^QX~4<Kx#BoGC%oLJuByG%In%tz;K>}&9C`Fh?KIh0
zyIQ5<iJd_OC0z{9jJ<+Zw1)xAY8;Qfb577`De7dZy1p%QnuZSW91_v72gzC4<m}sr
z<@Ae1)>lXY(j|MG0X=yt+usmaYOJ+%?5_@%Mwc`O9o?Ohdkpq`*0!>~nT-u*TK0kF
zw((Ps1<rUb^K7?WC!V&kk+JXw`y}oP)KqcRsxSIjW~%UT!&;epYBe!a`_?P8h<m%V
zF2*%LKZ-=%pjMXu0A--3jGkKDT(kGf-F@PAOIY?7F}hk9-5?L<q99D(Y9rxuwgE}W
z>VWqqg>;k;c*CS?Gq;LF7Fc6HODpB_BLP~Vu7qgl=_5X*3<u0*HFpJ;nvEE48VJDi
zQ<Qs~bzABi`h^1N=AOHSt<I{RS&4>d-QGN$mbe}L!DQroOsbMH=etY2k+51m9e%zR
zqZsxoCuV)^1!pSVGcI#Ak+H2i>L6uismR|WhGK|DGtB=0QoVu04-(jI^D+SEI+ikA
zKp#{u9LUz_`bvW#!S!3Y`}SVB?CN(^a3z*gD2=9(gO=w59M(Qo`e?&uaLJL84-hl=
zl&w%S;zH?P@jt_4)P2KUt1g+xq1{S=%;x&BHX-N#01HTZCrIDTKo~qu+4u#``+v7r
z&1j>!Q^^~BA5$e9u-s>#K8vF`J0DFrY4C5W{{SkJj$Ft%c+CYAmF77bT+%a!lY&V-
z0=WB1#qh+nBZaNd&e9ypcAo8omW+(&!z-1tK}}!8)VTHJBLwpvw(GFacd^n>IGQKL
zDf&DOgM5dA;}=7xjV?@a&wYcQo2_fYPiu|>xX2@$hh>^ZQPsRm*0kdi0gUISNAOc`
z)QqK_&4!*9(niyzj|6HQ$=_n)t-Ctlndh}vaSc;m%6Ov1Dbwu`K`!5>*!ZgsI&6~K
zOpk%To7ty#a`8+S{3HGkQ_jxPC1fNrDw-Jph@Vw}5JuiB(4~YE=@n#w^+p;8%XP+o
z2i_EGD2EqZW^@jnj*glT?I%WeaX)hG0o2WAVTIBjfHx=RR}alxhZL00aWFvn4=k4d
z0R2u+YpQU=SsMo|JeME4WZ0IXM(4T_fB25i+!0FCjL%eB57@(h<y0ufNBu=x&yd40
z^4&+0S|&R~S*_o&Tz+LKhKe?k8(ldbIdMM{fR>@)hEujC<LjT~5p?3zu9AoFsF|#c
zgIPpy(m?uy`YrEkJVQ4Rc71rcn2R3R3{jCF+3)p6KZ?O|rn(QpXNGEA@WWF8VRkS8
z!5vjs;eULV3tgj!8B!i<By~*900X7FH<!I`PuH}+%Jbw^CDIusc3T@u-cMXCMO?0)
zqDh`fbKFVF(cI=R*`;^Zn25)_nOT9mlW9X7mwWslEs;?0%~jH>6Rx^lF_RfSqkrc=
zCBms7ma48QXj)w)uMA)vNjMAH?XkaxxPHrMiLq&diH&i|-Q3UKv+n6}@#R@0)UJ?W
znEwDl3m?P5ka4_>7}Dm-!R5YI-bYRPHj(dGmpRn@e-SLfbi`x!ny<LC+W!EGViHkE
z&^@?b-+s!QvM0V?4{Sl&dzs$M<2`b;mzD=W&9>A>%q*8=4r^&H^sjMmb69ZSdS6hD
z%b3Q3Um-Z~C`Mx=F~mvtWA7<Mv=A7_J8pvrKfEpat@)CHKT7Sif$_>B&$lMt9FThf
z+F3E>oFF@pJzTi?44`W;wfaK~&q0i*fs^X64|zxqk<RsF49D6j!`^B2o&d)|g`kH=
zD~?RTgQ#f!WfY!|7|Yz}A2(|IkpTc8x=m-y<v1lHXrL#|3<L>lhBFin_uw^i>!!MH
z*r+80MrtC_k-spyAJZOv+kW!7-)QahZZfb{y~O4~#~fn=DScG=Z@ay|nrArpXG&~7
zoIgt$-Vxx^e)PZW?HFTAi1Nunua(&ihd}Xh=kifTT`3-{VZXHR=#b`2?sEotG$%C5
zb}})(IBruDG6o$}Pmd?N0Z>vl7H=bqkB+b8lGjFmGYKR1bp7dx?zXC7lT{9UhJN);
zS;ltQoLbB{_?K<>Aij5ePBb;6%;g|P@=mE;j{q<hI<JlDoOIF9zCq&Fe^mxcweqdm
z(8xjiPCI-8BIk{u*8yxy4{?n0c1}UrPG#PbI(XXlX>nlHf(8yZ8?2PH_0=O47Y701
z8+85XqO;O810$rEp09BzEclZ3Zm+k^Y-nqrD@X)yf<4PI8>EU`e9WhN<fe<eiOwKx
z=i;wTH7ztmhQ%1iGC)+qu9wtrq()rQc5Yq#6#a;?bw%c&5Z>mWJjiizO^bbF&MIr>
ze~4+*{1a6d$zvg~+Ug~4KRD+$HvQ^6x7Uc=_tsmW1DG16aQSS4!YfS}KD0tZ;_d$c
zihsGMgnxAqA83aE02P(1y82T?MNPt^Y>wfgCZFb_!!+#LJ5+8zYOTgo_w0j9S9`V6
zzq@qqmHFiqW&Z%d5V=V9Ylho4oO7N=#t*=pss{_K!v?58-?0M&0Qn|`rLH-eS*1O7
zxRnK!UG8ROuBxJ@{{Zk>>6|{`6?wU~PtH`_t8>$6TmJy%-AbpoK_9alK<SXB$4nc$
zS^^4<bI5ZAvX(yw&6yql0Oraa)!s(wmc8s}*^Fr)a=C0I>_!sI03xX3v_#{oXFgN<
z$2n6Xx6`og0|&ubGM&8gooqPd(t^2=G-q#;d67441uwV*);x++VZl^K5%0+?MoGew
z*th76Fy~+pM{GOqvURYu9n;N>ka9wLC_x*Y&_yiLazBDw8=NVE43B7hk+uR)Jo}VH
zQ5hW(fJap`xjr~UxE@Nu3=$3#v9ZV2!jaqnbAg1g0B=C4v~bTPecE~NjxbBy8a(z@
z^*5VcK6~288IKtO`;gjMXRFO5j0K;s<4Y_6_fz^o9V2h^Dw?abCT<|MyWb?E`6xF!
zcg|540l5br<;?21^6e(kGMW&48L0fqrLDf*D%?!9vu=4c+DF`@F2PY%PYX+>nkE7E
zo&u+<;>#sFi%nj)4w1CEa)~E<&R*i<;^UNp;zx(M2S=*oss`uL>8d0?F2h0oYNEG}
zs~#~=O%y(5#mgK?Jjp1KSQ~V2b}8#2f9(>|iT0}Y=S(`si%21AO?`%Tj{1f(;#lr!
zK7(YH*{7CTbI+L=Mzt8(B9=E6$s3w{!a~~{H08h9F6=qz{nS}(*A|oBQ&Uv_wwx33
z2$nK<L7<a?&0bVdM8HJWs+iA<2_PuZQd0+)dQ6cV90?=F3MQ4Cr7`bm%Uy*v*0~Ey
zqMiwSG{1En)Rind!6)vZF7{02#2+#gidy;U&Zw#%8S!Dlgy7-K5$_0r-*g%(el5Gh
z?AOTe+X2eblaB5UBfVujzCNjH#p-T-lzQEbgGa#!OrhhdcK|9WrDl4tWm?m5WtL}Q
z)m_uPByJZT?<5;*BjS|V<Oe<DlXZ6PwAHj#P0TZ~;~c?Hwav!P*>K3KbP#g=L#QMv
z@Np%4818E7W5+B%Bkxyc-I3ZlqA@h{7z>$Eai!E_y_K^xbbD}qYU-PgS&%29Bh8Wm
zn>N?U6lJ<vnKbx04L>ziN5!_e@El(okJ@emwu0wxow<&tBkp)q6PV+Tf?kh$dA-A%
zmb^Io!aVxeMMrZ+ITDcO9V$!OPIQDqGC7`V2tlV-<B}&t4&V}}m`8@l270`eU8-Ex
zhhfd#Ht5FsMpd(;X*;(mx4;1e00HKP)iOnsox*HHa#gv3q>f3yN5ME!n^rxes8*am
z1X4apWoXeHWS@CZs>Y4B##M#6?WVLzQ1O8BPrxp>QFn~T^IW_?&9!C1mYvtqd#1ER
z)_?%&8mXhP$1Ok<(Ydoc?V;HCtGXElb;fy}uAPz+L*{M(^3RHyS3M;SC#x`~kCUIV
zmS1q_7J0gf$0jq{@$p_yHBna;OcbrQ)6~sXKCHRVI)hJu3et{R3l$3;TG;;p7(JuB
zWK0^L@5dzqo%PolL^g_ZMFBpvgk{IflgVgo+%rc=@hwmlQ|CI}xF0@i%;)CD&1GHg
zE-haXQA_yl@hklb2HWXnKD(nDOTFis(b{-!%V(rDl|`;|J!i=)u+it{t>TTX!&(Dc
zIbdKc*K7w*0>79hp}!^4$2-l*FrFoLZZnS?o%5w<7IvWpI5fOC(KCR@q)6XXe#q*%
zwa)2vz122Lg;dpYlj`c<1oQxMRiJ~-cF)1m)oq4?w~6a%Sy4Q745p_p0QY*ixMh78
zPtoylO-S*%dah1e<rA=80k!cdxYu6dmPXP$xsIHjA<rY3>$cl1&Eox0aqKq#00dDw
zl-i^e0JYdI3~&VbWnSA|NpG&cTs=OXmYvtO7fJ?N>^B9wb^Z#Ai0NXd;4aZ(r+Xg@
z>qPOnjs!Wb0oepD&R0^$4l~TIN7)U>@qZuN-JL9*&V}CR5B?XXX`}<y@aDXQW|mkk
z^pn#u?v;}@%xgwTAdP_PSEg_LOG#s*ifPYzRWku)Hrj#4eQyQxA6((?<ig|b$G7yp
zPTVq;qq<z^EYwb~xl{<D9K2k709<R0ILhI~Qo0RBo`5^lfxBw(F7Ya^_j<3rRXU=+
zq0$n4MtxQf02OKVS6`;+vE%cXw`ZTIx!plKBRvO#Vn=S4^S<RVAzqAiZ6WT-N!aXx
z-4`v^n6#ZaJe8*n&|T-5)%JYFB?vQmK{ye)yNn*B@=`cz(@$4f9Jfgy1t4}yK+B}^
z@*ZoeQHvqBI*y3bM-gFbV{3poBO9*o2TzytS6i2we=Kv}8sgdR7aC{U#XYvFx+CdP
zxap2}=OlR&MqA)k`?Ibr;mSi@={25@TRi&aGPf8bY;Di3>om?2;l|P2%jrb)P}_}6
zV^$p$+=v8q1bygQ_(zD_X`*#Q?EFJ-FtyP`TM%rq1HO>_9~I{HnQ-#lxcPj4-}_(u
zS8J!kJT;ykcmDuZ<BEG%w9!OpIC=j7jjqz25XB1#W~26siNQP_RQrkIelKvXzf5&8
zuidoc$as&rSK8@s_GqLwehacw%clUxFbC&_O?%_MH?!9YTcxp-GB~yI7~UKVVEVuu
zbN8->JQB;t)7dxf+vom{<>j+kb8i0H)O9{9xKdEk8X)5(ePm^j#5X5x&yXG~pXgza
ze0rfsvQ}Ad)fIQ@R@`B^#S_}^Nsvg%1BNowwg~VEij2cd_vz27y8Jv}YxMlJ$;sd5
zIcFC_$!kyRN<WBMsEeP+HBJLy_cWh^(_fvg<xU&Ex`yZGv(^W;TkXZfXX(p<_^++#
zXZca#^;dk2x%GH<f7T!sMcWkoL1yAAX3sE)PeBW!EIG_!xC6;w%rRz#gX_%E_l2YU
zC~Wc6@U5!z1tgKah=^rzj~Q#4F~7VneDLnhXJ@AdIqGUxpKi6)R|=6;S1)-XXc@p8
z4Y7c%I8I<?sH1V(W@W#$6*1l{W0A^s+dHYNp`E81To1u-Oh-}dj`G_t9$Ttrewuk7
z+)b19UAOVV?A^Z2NH{65)BAH)Fb;gT@m_M7#tPFcP9qKyF~g@-+<Q#D8~*?V@O;`@
zeKJ<L*mxwk0MnHBBF}quei?(h;oE#Ikc||~2d*~oQ-GL1)zJR{6Ue41+Qw5w6XA19
zV`#}6a!)icoH9Z)=a8-UQhJ0>-Ji}v@0Q7&G5bd|hB{?D;VW~fwf-FwGB|yBU5_D<
zqfE7L3RF+T&b%6yXH#6(mghL=vsZCEoKM8n#xO-a1F@a-?ag#Mja4lTzM{5C3uA&e
zO6IigK;Mz-vDTYq!u?~ayihg?*?(YbBJT#M<H-fD@IUaNuIvhjy5T8nW|vI$l?D4A
zY;ME(t=;k(iENe7wat^frjes9-`OdvMVb6JYp1hIZju&LFfcTLaz55U<&>M<MI|k!
zqC-D&=P-t~&cP(~!ns|e$`&YF6cM$L!StttosQiwy${)~rr&hoT4=5j2^hj2);Ze}
z4o2QZb2{DwtD&=8_?Ag28A%Ptx&e<R?{nLbaJz>Bv9#P9Yl+mw&F%p@Kq}%i8YXB4
zIU4M81-oP35j#`HCWBwQ4oGLCeMdSo;j15VTN^Mr6SeK|aL3*i32CP;(8rkEI%f&T
zHg=Cy?0=JnKJbb1Ij!~JE+4DwB59^1;|x9-EkK8~J9%lrBdbQNd{AkL-mG)Er^7$h
zD7JCCCe+^oGxwn*osV9hSp8pF1~ay)9}j1h?R<bTM=_ZLe`~|4<2DQnV*_8SQ`$4X
z+Fe(-xth)fY;iE^lBIyK=avcNxn-*jwp04LMzDTBm5-Lb5v^|TDyyaYQlH{gf~?`}
znpvOrr7F#CdS-$MAgBmncp!oT+rbd_k(Ars8M#1pQV62R=Bwjzc3gUtnz?(&V?2?=
z`LXXn=r{<&lW1fp9Lgj>?1oU$K%)s6N@>VNEEH)7!Px@xmF`FhSwOMkj1+)Uhb3TG
zDP!K61f>KH<RFo^RABA01%tXgq@xHH2}hKK2Q&^N1f*o61fW<)l#q=9gSt>D1Da9=
zWf)2Ktp5NTUWKaIV}aSLsA+6?JG6Cj4CiQf?@E~3X=Kb1pQR(~JHy--J2=jIBP5p+
zPD$LK5~pzGvRk#vI%azr%iWEF$F^EN&a8fsKjTW4W;P$A2dP~YX9GPHdMbFSDOpVm
zLs-BD$^5O!rlCaal1>mOWQV&*-2ij;O=`~LWS0_30Rq83Dagiorr0uY6ow2020Rkm
z$s}`2Ky4UGL^-2ZK*uCu5af+eWTBKuAT)jnBV=I#j%d*iXwVFlH$emj5fl(WVC;tI
z1ZW8YNawmV5D-BcN&rwn1OW_`5flo^@kNwb2+#x&K>;2}x+6T1bU>1l?n!-8UAhL`
z5_64`-OVA~%7G5#kO|K;=P;Wi1wgFqmlT;8DX?;jI5|X0=!R2qygMm=<v=@-xyNZ%
z6Ab?VjVWXLH~w%Ag>-bqY!TJd$xkx_*ztl0`_j#$gXhCwwq2cH%^gs+)Vzvmjv^=O
zKf~gvxT4b~qUR(IA4cPr5H`Z84mybhf(~*D;`LGAvV2i2#{plB*4yay57k!y^@%&Z
zy$aIc9Ii=P9#Im3NhJZ~q?6*0DFmFMp_8&KqRJwQJf9Rqp_Gz$K&+IUq9?@`-4Fsw
zETB;o11T;j6S_;eAO!4?PRPkA1r32Hi8$M2NQwYbNkEiH0!jrX0!i~kTu^aHC=8!^
zK}J$fBnfxHNTHWQv^bL09RNt&b406__@xCBmVHePCn`ug;RA>y@=8DuK^Q<ux|Zsv
zk-jV=?oJd$WMju<MP~{-JU=5pM_vB_@kUi0%t9`&FLQ}48vw2NME?L{xkP@YR4)6-
zRkv11>!Vu~ZOItaTc5pUuY_jrksJZXrmfeidmEBD`#Q9j#OKJ^%TC$B4lB$?hNQPI
zs9+ud<$6c3KKS-?PYiQ32&a*{i*kAAlFgd1_^yQzsCK|IHjfjMoN<mZnW|g|k<vco
z(?nsvOF4FbTLa`0p_VZGMNa1*5Zn)$R6h%0&v_L)r9EAz`IOE63i|66bu1x)@<8Db
zVav629tuupBMt829Zq#4^#c!oQeJuh?0*G5M=%zccyh)lD(bT+0JX9|1-Th5^4yir
zcy7@J_qB>j2}7MtGfSjv4(@A4;XC+3TI%BCNh|4Ps&ypv?SFR162N&JkG)rRKFZ1-
zIpI0vnZVUHPVMg-={XyMe~Q*u^pbgcj!IXXQ>Y=Pf(lUyiIE-jw;KQ#nE11_XlJgL
z*2-xg-D+VPNN~p7`7cj2wWAZ&xySajkGXkov|BX{yj^ydos~4~HAUhl>>G|?4?Wg#
z{#u_eM0Q~vEIbEg5kUE#X@kkrk_(P{tvQyh`vylFe_7c-AgTCfp|w0QZIXsK;HGsn
zeb^^a10Dn7tXqbI=@muZ<D`Ad6Vq4O=QZsbrKxytm#RMG+YKAZb0c*_hcX7E_omwV
zX1_7O>0Q;$W>3tgyUE@#$lA{hPTYJJkhe=v;2RuFV|*lc@(2j!Ai7F|2T;%gWHLtQ
zzpEs54fSx6=TU){w9M|91?4E?9k{v*UevfY;2*7`cE<AJPuBw(_^v(pKwepV?K0;r
zHU%vsy&3=p1{=@s%In{SS(-a-g5wJv1hCaVL*0ynu^gA2>K^Kvm()(;=e@>B9(tZ+
zt=|)D`)0VJTuTijPSG<b-g&BqbI*c$;W4PJnqqyYk`rTS{M=MWL;M|VG2i=9w=$rA
zW~3&nT%3D6zWgs&anl-PrhIh|JoD>=g~~qzyBMajUAT%`H^}Ol1vD-U&Klj_kBaLY
zb0klth2DcWA^6l{*=HYhzf(-4@xL2R?~p4M#9`F@TS+FZ`{<pVW65jfbOdis@xNHs
zH;#mCt*4qWTk5sjjB;>RBVlzP*-6i`;rv!Fvo{!cqloD=>db-Q4|?0z9d_rqaxD({
zEH4OZhqUXQEq0#%n^!J)!n*w{{-;9q`sr`pQ*XfC^Bj0*N^!xUdh%!Egwb?OIb#dY
zi(8Zg-$&J!Fg*DTrH4v(V*mr~93iSxyIKG~B@<gICsdBdfEZNSE)Uh0$N};RG6-66
zBg={CPEu;6rHE!}nB0A*s`|bpv{3_@n&bZfmxWEOG8zYU6TSlpL%(-D4D-%P$5-}&
zLmqt|11pCtJ6GHlB;0R#sw7jy=$rb$H4VCFcI*=QpMlSlS3m7$DBjy_l&);ELpXDq
z9g~f>D?eFrzgIgl++4=}mgUMTqIheJvq>p%!PI=w9S*OKEYz_yW>>wf85qNJ^HjAR
zp*m814v;u>aA|S=i!bQ#GItRZTb=Wd>YOzcaBnS45&0K@q%WGYsN#+!sdv#46HnSY
zPu!r%_}Z=7s;ka?fG6fuH(u$4nqa4_sy;Eqbo|OWZnL$SG0{?Z8j6vt_dxz=CVno8
zL5b#;Unjid<esMh#6Ua0prnWMbn&y#7+G0wa|yF0;(3~Wr7bXM{o+$|+!;{cQrR@;
z?NwB{<M&fzSygkkP~nvokj76Y<dS{?2Hj(onyDyjDq4QCV-0W3#4MaLU3o(IDH?i1
z5C`Xkw@}p79aU9x&-+g)vrDSW<y0@y_gkqO{{WjSp8o)oR5`eUCj<WgX;)MpqMn_s
zZ|@z{SZ!47<qJ=VJLOAd3}YCLqu_>>^%b(!5F2c4xa8`&ogp6#;Vu_l+S1snBcx~9
zr;IcBD_H43`ngZGn>`aonfdLHs5+{ro_8L4-c^l)-Ae<dkGWuEjP-^&kX558e3P+L
z_iojWgeHWFIALwBn+#|zbc{In<SLq|gQ}f?tnKoDXOc70ZA0P|O00M19x5q@LUFhO
zFStG#Q(%ld4_7Ji4mJT;AV&v?PsdNUl9tG~BN<EX_T_{&hv?&=N)+Io!j>XEQ-VBf
zIjSOe00HU*lMZ>j{1ovR$0V1>j%ZXP1Af^`5db!6Qj9>j5)zpUT<kOwdSi7h(n)W^
zAdAZgn+{64g2i{0y5qIhIk?C@(E$9_E&jc>Fn<_PRKR*_h>ZMsEKXc4*5h}Jl1=vC
z_BbKJajd}&BMTo_$F$AQqtZ(3a@0drCDV>8r*F_TwC)_eeOOv?x{Fva5lb`>vs2`2
zd~!ewj8DZ^iJC*}rr*KX3aX;AdEcs89^!mnN*i`M&M2`{97%D5Q2MRQkK7eyUmx0I
z$ft&;Vn0_%`L0vmKcV}PImO$YlkY=q)o*B3jwjLRppQI@oJsjAik>vS%bZlQKMfIq
z_pIJgA}lKJH#)FIMQri|%opsS>hcLFz|SCnWcZXx)>F>^0Ad*(?rM`2vZ3Qs%yBox
z?*RlXZJvl>Sc*6s32c?IldB*`(&C+`rKZLkMOjdMbm<6bQ-p16iNFM(a?-(Ss(VLs
zY>FUy%j*!O#bmG3^tT8hZ&tOSBI%fl-CHAdGM)N-PRY;3vNL(7f-fAqBz%^g*6UP2
zdR@Xvh~@+KNp(*RQGuq5ymyPalvx<@k+?r1lqH)v5<DMzl{K=iFIcgTAFAaU(aPUy
zCy#hjZ23JM!mWcH=C62CAiY*ZavXjRAy(@6A-Zg6skox1F^LYZCk&~hh^Z!SXQ!uk
zQ??4oqW31(ZI~8HrUy$(=(T;2ko!%roYUPWh>nhSFtTo_oU}B^{0}s!>S|aEn={A9
zDw}HEX{{~9bu{%rat~-KGwhYp2MMil06w&PDroODv5lPHlABA!^^u1MmymwTknv2-
zZl_@)Sn8m`!6mwajV%>F_Z88&o{t(;<Xle2kEU-ww9QIgJ;u*c9%QA2oMSiup{7*Z
zs`Tn?VnO1^0;A1OJTAnsJ%`LKlWA;IJUj^@&rnJJ2>$>R$0XV*E^gD|A^xaoh;BzL
zCF?ol7P<Bs!dy#fY8npSsLA;zYU~VS3*SmwK*<bt5YsN#6ZNo{h{rjJ_XRdvbXg=m
zNPM2m<K&t)$y_rO(7nDovHVofVY3Lx?%d<=Dobt^7#NMG9wA4PimE-G3(uGtOy)*y
z>$Ox|L3pi;1-;`j)shkSD{4M3tA)5VE^+?=%x+dgIXjY2^+!UY?a^sC;rY_|;C_0C
zV5^EwE}@WSc-<NDX(4hj{{RMnQrh{3bjaX3;Hqufsd$RfQR=p~AnyWjteG?tfas)a
zhfEc~#L@$uWT{lQTH1Gl$>bjA5U$O;p<{8e1tiCu3@$}W#kV+5t5q=luUT8s@#T9k
zC+?*mv4Wd}qB=b|BXF8`C7Gk+x*0Ghf$csc1zOT^9ip&?M>ZaI0nNge#W!AcON`^e
zO1a=$;({_gR)d0Zk(`wVsz$zNNu4pXa_=8<YAQOL!}Y!98ZodOi`SLZ^&8Gv@b7T(
zYa6qbH)*S6G<K*PD?lS4dX4vZpEV}e!?2lKS6w6Jke^`g0<)r`r=o|ur-iH-<~jV-
zx*>{Y1G&amM=oE}dtJOZ{LQ3NwXwGWt!sJ!Fs3wQj406HcoL*W?2(1i%ii6&H4<2G
zKq`~8YDQc*W6@sX!07=F9S=ot&E16)i(r;ZD_t84ySE3p4q$kx$Cqy=HO;|>Ip;CY
z)p`25mTD@e)6CM>F#N}eU6--?U&cL?Uno20z-FzDo$C**+~8z+te+8DS#+b<7LiiV
zVctGVS=eR9-EQD+A#KuT!pdpH&S7v4Bn_}Rox=LQo0}d?E5`b#)AH!~ynikATkBP#
zj?87U&<DDTjz?kgon`VkWzHn|EM5Bc+QV_+?gpcZwf8-%%wrKnjkN>FdGt`*bH8!Z
zq=MH_`&EUG)md97s`;JG*#4ao>MmC6MG>^{v<8|EQ&kc4v!4>~cwQ!aoS5|)a!dNJ
z$He}wTyV!OIfuvOR_a?%1H$H8pB>8h_UW3b?FE$nA)bC}j(Me?ch5Ypl1H4m&vr>k
z$;l+-=Q&9v6(qLzWp`_mNsQJrP&2wiozWAB9FuN#O4<%h!eRRaw>xCtto@p`CBB);
z&3QK9Pau8@ZH(IFk)~SOcg_wwlKf#psHUCH8YOcG>eGc9R#k)Rx(U4Hh!gV*(&6dm
zK5}$<dAIzn(AZ?Of#ZaSldK+ts>H`tBs}TniyvB=a^Jbx3SBMgpwvYSb@GjG4K1pJ
zUo+wtZrw*(Zq|;H>oo->UAm;m*lOc@WjM>29CpC!wj4FuKMzn?Y3Ob<PWfq=Bg}9(
z>I0GYtmkRg*G0tfcK|fY6k)vvtN^I$Z1<X3oeY!{nE~7eWPI1pa{aEW9p^l~j6UZL
z{S~&W?Sh%o!3Cbw`DB(&B1)f7H_shbR^3fE7V!*~cUzBl3tg^xp6_M9WuU0mdo9YU
z^-5~3vd2#Zf@ut_Ed{OL8S_zFPf<-Ij+Q6DWP6AN7J@Q)1*~|uIPm`fE5={$UQSz|
z>-GH|4m<P`vKxJ_mMADGY6Lo&&Q`l%?;=yzhxc~r8>>9V>K_f;SS)t3*0dR9bzG-B
z+TDOk;%Re2aBxY==*)5M)-K1LZm=~mhu6g;zO1=#z!j9>)2`)JA^OkH-d5J(4{=2m
zQ@N8aGvFJ)@mYQhr)+RB+I?r`$L7A5qm%8&jnw(gw5snLNkG_IA0eo2hLg<XU@p_e
zHp`C^c57d4x<gM5ZACMjVvK6g@G{Um_FPWsRV@ruRS=LRiQ+~QG6RP#lXV@Vakk`N
zW^R7V8~qn1b1R>}3}f5d>&uV5j*551Aj5-;9q$D*$g2zXzs7RR_i8e`yeGt-Y7B!8
z@;k0a3r|Tmq*`g_C)QvwJK@XjTRsW6&vC7=Sl^Q!Eq1uc-vQ(jKIPB2YC`y`X!+`B
zdp+T7`!cI#FBj4|!M?dIVIy|Cp;sSky*+YFxBv#b8*{=_9Nc{*XFhGp=k&Z$b%z2;
z8!JcKXeC?Gag;&0siuBURvnVhB=pfdLS6K85Prya@<w~WHgjBj2*Rz3`)R7ju2|#I
z&BxxR#_D&0+)c6NrRplPizuIV;md`+#nkVf2Q{)c*3;KNa^*C2l{U)-nvRW*e9~Oa
z6N4N^V{1lTj$GGZyZS_S>XOM?K#2Q8eqJk%TB9|0z6+++mKyrH$20?%0k(eR_jI+_
zEz#Dpg`#;~Bl?L3;CN&#S86j&4Aj*XgSw_{XD`+2jn?xpNb-GVA3s%Ke+Wq%7iIOO
z&yq-t@w9+OcXvXwd?fP9ac5`~aSsc#hrJ?(sgO+F5<tx^z#mwSX9pXu$HUM*D-{bP
zenVhx#Al-Nj|9_4=#a@6f6~kct<M?2UbLhX?5Bnz9L+JbX9NyjD|6Bx)i!j#5L@C7
ze&m;WJ}_KiJ~+~yYfdo~`FEZO2p;>B<755b@~Vz7{XV4HfbjtR=`WIFp7sFt__f*l
zk_m@a9UG%QIKnd0e>YK+;OrC)Naz9ei{U*!s&+E)+{Y+z^BMcnPkoF%tdrfcZ1(`+
z>~kIBG7xi5!YX&38@ItGnDtc>2!A{`s^^sXWwH?B4v^!Ya~9L^jFo~LEG9=v9O)c=
zZd`)IO^EG78308g-`oPiqwx45*3;F`C0OLBHesgI2bd@CQvum>M5W~nq~#2tS45IP
z=2MjL%TVyh+E0n-7Q=!#b}H(p>VgT~5pJP2bZ@pWtQe;p45(FdlZAiBFw@aqCZ&!B
zK=wGavK;7c4?X&omYMpVv#^49B&VZ3piDb(o@w<5xl#jWiO<m48ePj7P8PT{JDYq}
zO`K}FIo@Qc&=cOc0z-9jQBqLJL`opwc@U^lJf!6wP&f|A$25lWN(u$@8zlsWosxk-
zyr2qBQH5YwDM26<pin3jX*t4HP$(VJlVGFD1)vcEhcpWa$25?X5G@!<2+$fZl8hfD
z4Oi9E(NW1)JHum%q`31dl3nYjx!22GK64@UM@F}xSKN1aHPye1>Ez8U2iM2ffAkA7
z_hXvIRhvwPnIvl%(&xD0xLsF+Z0)t$+o)z~23$`;;IloR*;`RJ<0_VAj6S1E=v(ca
zXFqbd!a}l!Q6etF(?Cx@B*c#{K1k+vHU%^a1tV{VRGg>aVaB3?akKyvjp~R5p|C)p
z4gy%@k~t*~N`oBIf=K3#P<cg?hEN3ogW`r!BLM-8(S!mB0x*dfKxiO>0D=f02q1z0
zf(Rfmi3AV?5J3Pz1Vo@DVG;-xloC<p06dWdWbBCn9%za(I-(;X0t!R9rwB-QRVZ!V
zNjr5*!a?v*Hhoj%fh8P+EllL)1I&32QW|r*g{%w{wo{CL4l=KlNXSG{1Jw;kDLBT_
z9p2XVf%Nf=uz|n1av9@%GP);>Ij048hio_L&2!$->}_NJ02xy=0shz@dYMFIthX8M
zcNnW_&#f8GlgY!VE3;cGVXvTyuASPWk-7ICp>VwK{1&&f%ju!57W$Xsnq%tZ?8o%@
z6`4)Cc|?HDH`t=e(?WMNMHxvb0p^lU$kJW10xm-+iX;Y6A(TY`D2YIvB$9v=x<Ne=
zq@NT3@=557osxN>p%bz!gbE}Cd8Cqzr1i=Gd88BIm6U`8NJ&7V$^tynUAj_92%8c}
zJkpX6s!%-(^p#;0nQE&Cu2iaL@)<#3)0DiX;@_%s2n_@g6ayg;<~`^VlaPq0;j^Ny
z_Yad_@{oU38uY*~F%u@1hn#%V_P?XzJFI_d2cLd0Q(Qn;+k`IAT>X6W?pgU*nT8J+
zF5B1~u)Bq-BbHLq%Cm+C9r6cGtBbTd2LJ)$y9eO=ET4;Ru(g5Zv$4RJ00u&2uByiX
zK8Bko%wq~vLZQtC&SM9V)S@x7=P#9wZ|aN`?rGV(<b0>!llLecJ;;+2R6Xwd8o!WE
zwc(=>)3}~nw@65cpK2;|j}k+F<v0aFIee^W{Z{_~H3uT?uG1|&(i_HurmPk{t#&|j
zf8ldJ6?~MOZDx{YfW};g4~tL#04vbFqFLE^;i;gCq?(AFC5RKNam;Pv7oM(}pt;-Y
zON&Hx(Y%Ax1ZN80IFsAf8ra<T6t3!hoPFhRuGm=P#+6QdZDXAq9N^by>aO7gl@$=O
zW=Rl^Mu&pd<d8;ru2<V#D_eM@sxrDkBn7!75(p>3XA9uI+fL2vV7PE4qONJ%7!dbi
zj5=C0k_H0QG4SIsz~>(j&Aw$|I}nr}4ty<xS&FUT8~_7I2ddu_RQzb};~r;H%vyFg
z)j7nN<B7f`>OUZkc6zy}s&iZA>V$z14G*57;CPdzs+RA?d?jcO^xM4?TsJLjf=3^R
zHL0{*#_COsardW|pwjQXJn1S(^&t&rJ*PW=kX+igwq75N#yeHE=U)DVMcuRJR(|Q)
zhZ$D_Eq2NabZ6^MJJ&0u**}G)WN~n{riw|LY9^~LYg*1tXx!)Gyvui=xV6t9*t`ha
z@mdbo_`>;i;&B!3xK_zW7>%W@($<r?z*xQ|s4j|@00{Lv#}6~h?pwcviX`h==g8RD
zH8_v}@hLGkFY+6eGRns~=L_4ASnXi=5y@pE-F=nVCE=dWY}Teo#yOPje4xd?w{CNS
zrE!}oO`Xp&#B{hHWQFD`KG68(jBoz{trsJWuw2py+@{OgFB;EIV4nRvtamWxxB4lJ
z)Nc8%uKxf?!N7>)^@_-LfY~1fJdR@q8usKnK5HP(HR4wCugLvq!A#sZs_S11Vy%2q
zHJL5McsW;IM_Z+Np2Zx5Zu(}sZ*s$33{=jn;u}--+-c&_4>pW*1SmHC&@K>C!9xuM
zFMMna5;@xdJV#YBp6g$Ew%k7$#SCu^!#lPHf-#)!%_rckXAj@$D{R!Y6;ejZr^FpA
zSTUvDR9l}KT4>x^9MQ=qEjqXP1&6ZHQ_e?v9_)@<%9~Y9ZliH=Wjr8tkcR&N6;o>p
z-Z`w1xT2tOKe7DEqo}-bJ!7>y5Vyh76ZZtgRqELXu_NX^1w3X?;G)fYbJ|@E31fcL
z^0qIy?tn{4T~z$k*UAAqhI*i<VYSm|*)pFO5=x<|zf=ePCBl|A^lT6r9sAsq5?u_<
z!%fPg{{Y04M&FPbO^roEsAwCSnPI0NtUyuYyW5|WOzCQf9H5A}eAZ(%PdSd7k}m>S
zUhkR8b+py;Z6$2le#=gg_a?=yb@Hwwi0C1SpK7LX!}3t&y!Wjk*Cql-vrSE_{{YNV
zVzj__k-FXb$0}S__#2HeG$5vQ&UD4m)7DjFf8r_#Z|;DkGFyv=A%c#N&L~EHXLWMg
zHvNRLO^#sU1qq<2oc{o5tf`ds4t~k#Z7?%%)}MG+O@IXJAP1s?t|~S(Y|-!vODV_M
zRxGFTQW*g7S4yvrn>`cErB)1tV;D}dA0*JPZ7%$jhEtES6y`(Zon$^rrqEkXJOXjF
z=Ny8bA@WNRbU^{Ic_lsrpzN$$3Uj&Jmp=p<Drc6<GkwS8Q*{KHQi}^Nv%~?$NaU3y
zPxhPxM~jXEl-kCHxodpFnAr9?1yZv2Yq!OUipWccMz|CAC>1<^XNZvmbIN~UkG!NB
z#zY9@LNgWt$iN;eomKXYGr?^&D3A8s5AamAylZ-&A+?4edPdBD6xurMkA@Z(%J3Si
zpubVJt-b9uuYfyp$7v;D_;#wUdvoh+YNn{xNez3lNF1^8R*<%%NOaC`t-F{8G^uxE
zSlwOgZrj6lz8c~h13k1o@<sW`9Q`f>-_>13+5Z3!RmL95>ga>HVZfI89Iivzjp}P(
z7*a<Zu4^W1*zk7F26+|N>2H+mnr6o@sORJWJy3f4*UWuGKBK1PxZ|DE?7pAVbp3Zv
zGq_1sG+ml-%@s51=51YAiv+r9Fx}O~HM-SowMSD09V}B%DUK#Z5X)Qkj>@WQtDOmk
zX^WcYF}fQ6029=BCOD?^__#@q@zO;DrVVJrNF6nD1$p^$^K#$SZFl(k4n7ZBiwRhJ
z*<R<p?vs7pkTK!ltE*{XsESBuriy5!-Ryfo2jH<(ouM|l?2eWSmpQcE{MjG|HyPVL
z*TE{Ijw6bWma12lM^eKidZW$&897*;KQ!~NE_`|THT>Qjqqa`XMVv`{vPR=ZUR_ZD
z{^S#}AFKQqEH?V$#>y#XEO5(Q8_X|KRdHpyvKb(qvCPuUJT!x`@daPo_$z|A&cw+r
z*664!3}vD4lEMhvags2-zL)BG@nbOOpWXAlf6?&e&hm8k$Km6-t<})P*=3}ijBv|b
z<`4>vq^{pR1>c5v>Mj+ltC9ykp|Q5Aao$3}c@hZOzAL71dw6R59bE;|#b|xXibEAa
zjt1$F1C4DXqV&1?yTgav?cDswk<;`zbMjs}pKf1@@+(;PJ4;$zd;rRj+kIi@1DZTt
zuwJ;k_G7_U1~@X-D4b5uq;ZU_{9TH0qiWqG)i)X7=^38~;#XG>tng(#?c2}%Kh)!O
zEV1UHLRx;Fc%uWKt&*RPij?~@PdEPnhadA@!?YgGX)Q7~ZW*x2QAyqU!(O+w-tJ{{
zD~)9K?6PZA)Z~7Woz4C$(BSHL`LXWCyzZx><>~Y7$||XB(z%9MXdNLN;zRtD*ey2#
zH93^jqsfCIM1K)hNDOc_+MTe+^a(S=#P6kbT$EM*j^AoWLhU2th0Sc9-D!qb`DWHX
ziYeN2S$2~?3^+#0dj&i8?<yVQMpjYN&i7%{JAX8WNbOnH?2k2TJ8Ip0w$ixA1q@9i
ze^@Bh992@|h$4-HrUn*y&kiS6N%y3ew;Yt&wVe06gvTaQ2Zl<CB~?t`+=Qt8<_5te
zz1}!g3vhXH%ZWbpf_zR&HnLegmbu>Hl<aghFF5YYeBH7QFt*6(_0r!hm4tF>lR-Z`
zCM37<0QK8%FJR~0JUD&Ct6KgQgC9k6r#teP59F$(uvOD~@m0|rb!AqQ{8Ur}S~rTO
z7Ka0eHSyyK4>VE_%*H(9b}{o!*3!ou?rhSY@a{;JuNn7*#BpeOXqqouZ&)Nmu|Z1U
z52Q&LCz$~M00fCGZ}y{|k8g<tDVC<&16<3M6tbN9vQx{0k8+my>}8pPzUN7fUXc!=
z^9ZUVLsz~bFCHy9Og<@Dkoex;9hIGA!Jufl)6|CY0ynguxi<~ew*m2wfhh%M$Ya4>
zn))eQrby0D+F&WB#cYu7THo~$h^a&GR`0h`IfTVI$o*hKVA`j~StM>B5U7A2_K}A;
zW0vW`SyCJvCVoenb@UZ&&(UWeWx%Fi1gsvsGB@7Rf_)X@qB0vK(gx=wvzoS-iNL^X
z<&YkJODlvllp6@I^m8{8cWyopYI*fms+e0Dri6Ita9Era0m3fY<8Gjncxoho`4ro&
zQ|kIE=1e>!Xe%z+9^Kma4~mf$#;!4eF(b@n4X!FJ)h!;ix+#Z?4hn%K0|EM4dZ>JW
z)Doh;)ijMwX&zY$d|XHBv^Y3;f&mCBO$;RAm2A(0+Cpp4sx#`eIC!<eXa(kiU8RmQ
zo_TH%?yNKV#ihTn<TTAX37G6UCy#<DFvqw7)bm<~TdDs5@YV7+z!Q=8rl+;n$;tH7
zw>jULM6A(vdLReuE2r9LX~eeI<LyTO0P3R2MF`KUQxP2>9)E%e9EjgO<+tGbSb~@F
zjd3B)A4b=7Z;1D*ZW*%rb$eu%Mn0Mn9Vr>kJQqQwr}U}YEUgWJpPObsis*HHM8<Z<
zbEe?AUh0hKB$@+PI~>Tt#BlhJ60|fm5X%c1$G6pJ+m;l0sv;SOxte2)md6=+3LR__
z#S1GbvKmMvV+Wst@~`XhUWCU>_j^3>F}XbzExU?suaCP1OfkiVO*sbzS8>k~$3bp&
z40_F7L_<j!($ID}Rn}@YQQKgPVoP;6jq*z8;_2n%-hVg4kCT?n<j3F3c|~%gsRi`)
z43G|Z*o9{U@&Q<09e_ULHA8Y3#`k#~i@N-l(wGqwMtUxvQOA!ST8_^aS1f#|Q||3b
zZgY<eZWJ1GhLh7OTTTc*OQ)CR&l#R2vN{JE>NYsS^O++9*z+DrrY;V)O;F3__5P1e
z(US)wQQ?)cy<TZ;aS-?GoVP8Ebocly1=7B%<5X%Yo*e#wdoA}a-%pn{o-UldM_1p)
zIJ28izTYLdF|@StiaH3!BBqaK4}Y4f2Lq7!BxK`slI7UPj$<_*Zp(QkG)uCBp6qN>
zMb61M*>Xs1qECt>lJIuUPm-~rw#f0`RD#y@Z;IvP;>(iiIJ4xKd8jn-K6i2<om{6f
z2DD%WVj*Z4(m(@}F61v$i-R6H`??&Qw?F8sd|pYXKu;j8-3mjZ+hxlfYFE=|o>R7(
zHpzOTj|0}7fbHh29|n1aGll5`_@dk}Pt&xYhU*;HTzOyGwZ}hPZaY-BI(t<$${^xk
znap-MhMuYwi?l;UZDlRajnyt=aM@VwIOE4Fpwq(zZMsT&hU<!5LBrm;-S@MK(NKRD
zPZ5FM$dK+A#PIU)=a1Xv_<b)Y9&*gFPO9VUUB=%y4elm~OPLIh0Lpp*I;t5fD{uT&
zMB9Zs<EC_@Om1PrK^ujesNl=pHyBekri{r1MW?=u<N?><x-BJK6}RhsH8jkSMqc*@
zo!fzp*L#zThld$>uJ``{M_-RVPE4<VgIq^a+ZDRwJPc!*Z>NSB+I9|e-OJ>&a#u@v
zwNup?dy@S6xyZmg)`y6#=J9H*rF_m~C$18b-hQCK{v}t@P>83bwZu!C7;IpX&#7C+
z@qMY={NF6)Gw-(gXZt~c^fqcpp4~2O4AMK^aI#z=&+PQ$^#a*;(Bi{89kGss8~MKr
zE5dQ%u?%}H0ejsA-vqz??d5e^`;}+K(?<n7E|vNtYjRJ5%1w2)X~3&#+ra+-MS0pW
zCWX<BL}&wL%^ckx(+Tr-S8L_hw@Vw;)YU9(kUu4agSRkMQ;t9fnAtfA!;5i{;e^pf
z672K(HOd)JvK#}w#cJBe(A~90NHIJ;hs&74#ExrgPdBDpXzGqN=<c8I9KPh97CP+@
z71%18((9x#N?J8CL#IjVGOlTAsj3F5dYEP&F}yqY73SNmL%ljk<1GQW=9pylQ9ZIo
z=P-^%jwARjY<h<&Y?4N9$GN^>;d%1a$Gk~E(8k;)b4Mn~!14F)v^K8Q>)9auV?#|d
zITIKycgvES9kG`x(G#O}L)^y<I1`+O4$VtPY`xLk<Av^ZEj*A%8Fs)(NhjaB#87sf
z!;^vEHnNr7bu&;OEUg8*ig<Rg{RQHXlgK^#3HTHp9u6U+l;Tzx!SUT?`)*`+Ud^r$
z+VN3V9~+q)23&A=*)qqq?GKI3dru<MkbWU7IP^I49Ma93(~)pxG=cVLC4j{wl?-WX
znWu1k7pQYH0QDI0`nxW2=%SKn=X^{uMnjn5(UzYTcTaw}MgVk;kbbaFgXOFajQ(;b
zGafDeVG(Of{*Iux$ee{sO~j1Y)IvvzVw}sxu6>;FJe=Hp>Z*IY;69`LxhB0wXT7H^
zJ|t)OBBpgK_kwZmYxDe5vkHcRq0DgV9x#D|8Jx#EoBFxi?@P>~yJ&duMIj_%(C5bh
z6w@062`qD>J#vWSe}pX0mi1_bt?r8<aneZNE?Dcdg_f7@c7fk}g3|W$BPHXiC|>8t
zSxn3kjk0pGclTo2@HuyEA2$-QJvUNq;Ii9J-~6ytkW(;?H1RjVgZL$aS0g3m9DB;v
z<6=NaB`PEIjq)J|i!sE(9BmB)!EC!GI<6JK<odCZ`^yUV=Ot}>A9ky)cs(Lv{{Zu;
zJ*8v2OSe}`#djHL;C!qSknJR7d^44Zk&k4BvN6nX=GP1mx({lPmXD39%r79l#E=Q{
z@K|f4(oHj8Da*@woaFq{Ekt)D?r|UbQ!XJb=jfgLD$*j@hxWN0;0l#YePVxDsJ2{z
zJO2Rk%6fx#4fnxNU0ER$SF{+}D_Yk*&3_^Q&I;<&+HBEN!41OIM=6<s`lDutGhvXq
zp9#WdxIf9EpS<7~P~yji+~SG3!yy3s@_&{U6xBQhVXP(ecRGq9c{WCex9;6iT{}Cx
z)9*s)E-n86$~ZqFR*njXvmDM8$g5n?4&&T|msQ#Bv?PklbyPU#sxyz8hwoj&lKC`D
z(j?U12aQ1c^0{Xpm><N`OHUIa*4DZ0X2VhDLW-mbNe%Eu3I&8<q=Hd}U|32Cw4i}u
z9#T=DP)0XN$wq-eC?o^E62b)pVD6GU5`qN;p~*MRDFTYmakb;|ZM)IofA*@3w0@(0
z*YZ~t^^j0e$yZSAF~;1x#P|X4T$=52mgR7gvSaH!;iK%gpjo#`O%0oXcjuoKGRbb1
z>vE2rfcIdHWkHKvuMx&IJ;wob?hv%L)op8>-=>$^&patSq+C){$4N}cB4`a@18?G<
zLnvi!pm!wPuhQHjE&vi#X&tHFNDo$AN#=k^1ocadYIXt#Az^XJ<fM$?B(b0jCkG@3
z5{D!J*(hwR2Hr@}2-OCQD6)+JKp})+APGSLJW-$sBf=O60OpMikU$Va2=IWAK<tJ#
zKoCI|P#Oqj1OWsvh7bf0!Wlpj6nQ}cP)CFi5(w~!01yNaLp$LBD3O#%5_+UL9J<3v
zjAh;)C|li2Upa!FzKyk9jXaWfZYRjQ0W@sc<eNOy>beT*PgbUqqAvpW93P5}8-!Cb
zSF=+X;9Lk(R+~Kqs^wDMP*6`JdSSfN6}GziVjopWQ%u9Ld!i%{xlV_Vq=u_d(|~XW
zF|ycMyGf2%JFo*>MmHG);C5Wsj~|B&<je5pmTRS56?^khOK_%(e@2=z=0C-x>_WDD
zyg6G?WNT~f4R-i`nImVA`q)b29ucqNXPVo6T+-%D_c7oCN$>$KF3s<>c9T<AVV1P8
z>2s-{uLH!4>K_%so?5zdV~n$Qt1olft#QU;yhB`H^<ra#hrAV^sK3`ZhTE-<mB*2J
z$R8zlS7@Hr?G+a1(l$Yshp^y}9G+<uuQU-jQ`5mbF7}|59Xb0zjlok@$-X&1bydET
zh)sM|)mIp!YaH1G0z9<id=cQZm-*nlOD3yrJsV|a9>@=<PudMUleB`4s)5o?1lG!e
zHALARmP$Eo^}mvZu?IV=agy!F-M@z%;)_(4tBjEld$R9T;Zy=fFi62&e~awxy4zib
zW_b5u9ekH0sESA?bW%4<ns7qRjMq-!8{oOy#VqdzssV$(?{A9J4`p#HJ$%;7j8%{y
zS~Hw@j-hr-U33>32&(DbsgEBc;H+4altm7Rl~ELzB_3%mK$JxpNhl2wM21iTl2MeC
z%%CDtQG$|6AQX~;L{UU}qA1Z6K@^u1XPQCgiXw>eK=VmJ3Q6XIB7m}j2bxJlA5_$y
z&`xDC{oLPj1I`n%KO3fzj%Y0@rPwJ=epOTwV1+S~d7zh+M5crCHYoLZga%Sc81PGt
zhDUB%(T&{WfDoE78E_H;25{guC@CX4c*<ZoNlyO&{{V#-5SN!i;Qa$FJpTYxBd8&q
zVMgri`1Jh2Nxzu=7AH73`mM%1c`W>qJ)xz8a_xsj)V~M!v{hYUGQJ>K$AS+%*D$5Y
zh9|YS%SScQ`v{b?i7R4|YA>e94aY(i$z7qIjt0$ij`tEumjmR+8BQYuk#YWtGhI+|
zp{#3hzD`fvq(2eFO+`Ut0N*4ueAYtV9$lBu-Tubkc|_AsoE*yU9o_skR5jdL!WOrl
z`te3&A67T_uK5hAny%Ar1QBeu-78(th<mnt-Gv6-l1ZF0pFr_AAHi@g-E6;#s^pkP
z1QW_7k4W3heAb@f$DC(VAr{+xx`sUSn3uoqI8;}^$DBacGXDU0mZgk3gmJN~Xg>|r
ziSp>(o!@O|f~aM=++c~(MjM&t#@N{5QFf!moGo*=!371<3W}(t&LN4;%Sh#r79y91
z?Ql4~uot`SJ=(vDvxb^D+B>L#$AD5}qTQFlJaKd3%WXxz-^1>z?`Q7>^S?tz*w}MY
zZk%1m7eHDrP}<mfQm~RfB~@14ZC3W?vf)Wj<s_gVlFr<FM&T+)7J7TC9y&u2a6cYO
z>Kk3jLtR!2u9usIetGw^9DIUQ7ODt$j+P*NbPW90KD>6lO3+(rwMzGR&g>76S$gi&
zIHsYcu}e)z-~70NKYmqByOxGT%)3h(I-P>AtG-%ki-YbohE{?@1cA;!0KDmRz1=QS
z7uMV=CUNJNkUl|Zcvg|L^ai#@W=VMy&m976hbk<tthrBHSv%b6W->f9ZGv-;l7)A$
zS61BJJWh+ck-!HNjRTO%(8n|CA<RL;A7AQ}uzUE+95I}=*gTJtn%hv8c00tCFtU3*
z^cPBZxvhKY<{6JCt4<Efd2;L>)>~YaR?DQ-wW2ZfZ(~}?4>B5g=ff(;@OY<^ditxB
zl0A%~VPvg#&3lh5j}EJ@K6lSCsGA+*_d0!%j#vxjKB4tKql2IA<Cm}7{{X+}_4<C3
zi#|T<J-op$4)F~ef3$G*(U@@<Y&!n{hExfjX@+Vk>Y)Ds@hRTi{ma%2c0HF7<_bM5
zCAyf$0noG%6A$qof9k-$O`jFymRzmw<x<@Ff{aztNZ}lH4SR{eYeq>c)R#UPuw7})
z71o+bW5FMr0Pp5Hsva2Z(#>JJx~|VlEb}~RjLJiWILFl;PJCBy5Ahcj#@mjs<Kz9@
zH|g2St+=(1g}Az|xsuZG-NDrP+HIN-z>rpw?Qgu;=wx+O9YryC!<=ayCI`H1yTfdE
z;ZA04bz>xG&I1}oPBXW_{L}nBdY`@&7gj>bq6rNf$16uYAntH6ow=@;{{YCjce#YI
z*uPA}TJG}lJEy8MJ**dL+Rtf$!Zr*a0lH#iR(+dwJOurD8e~6tUbedSW5QMSbJoRA
zEgY3#i5&~}1oPOgE83?3T=+_%v$%?zbk8k{p`Jbt@GI8nzO~bJc}y|7%KTSHpQ7a9
zo4%Z}&|D-KmcC%a^<%>U`6k7>EQ2OwJ}%s=m%wszkRi#y3)s`BgB>hwBTEB)!Agdm
zx!5U@(~N)`cT!-caNkN%4X|UPb~ravn+fnwG7;1S(jmtH@Crn5sV$5SiN=QbA{cBt
zrFRNLag?yodWA$T=YB;x$VY;dBLt@z5C?n=BA8@D!93VgxrKu+a0A6gsJz-Ke?40Z
zf7iMjNn{>L=0dZTTybEhIBf2d_9G|nRaM=kz}Di9jqY&d=im>yM6L5-@=Maj^KkjD
zL08%x;%%B>g}<oGpS@DtIG*WRewwyd4-P}_O{2KfSI|?pRMl`W547+VT~`-aDap-r
zPc7)focw~}vQ<j`$;tD{O_#jnla)5EuX61sjwfQ0hDm>0Rss2{TF%mLGY2**cwioG
zB(8peL})8Gvhh&zO<au6*!5LiP0Ff$q@G9lx#XyLKmtwx$?`z0Zq7!>$t1bN?n-%-
zbx$KrJf8h2!9g%TNhC4;)PwmTi;{rORQPCPbFgM~o>4|m-lj!sYri)|RVV)dh;*Xq
zrr{SdOD#Jyw(U9O4pqrG1m}{?SR$;UCOKe=I(K@+YC40wMpfloYoAY=7B*7tyV7#j
z`QUX@<uUVIoOorO)-!b7qN&c}jZJ%tDXH8E=ZCv&Ev0>NrH+Q0IfIKE-aYNeJMtU&
zES08>w%Bz}9UDuvxXJCv?{bytf_aScyf-}ZSBcc?pObH?=&`*o2W7r%Yh~gZwmNCw
z1P_xy^{{gM9=_nM?_5s{sTkSX={v!sfz)^vi?!9p(U#0MI{}Oos);o)vUwVPY{cSx
zdM=IO$Gz$Q02P(P+H}`DT&5%Fq9YJ3j{_P;Hyd<RGtp4J%n(&RIQ?b@z2voxBYXsz
zjvPa|sPE=H*JBKBH^p>wz0+19TqzH8H7zYqbrjA8#5aAs{0i%Rh}Bh6aQh_ggQRs)
zWRkVm4FS6@RUrk~&sEX8JbQ-=wajxF9925yFB_kCn&azow~JNJ^zJ-y<+tNX{{X^F
zO+559bh3!&Eg|PSJb9Iq?5gc8zl-hR^EN{}d#Olv#JGP{=WlmdE;l$R%~K)~L>zK5
za<QGC$`2XZp@Hu1*!@o~@&uLXbog7)>o3K4eNQaM>Rs4=W7AE)ddDqk_@@sLL;waq
zy>muhgPu=#21<5Ivq*2Q7lC?6`l;2rFXapX=S#EXR9gNcp)nU!(m^8!GdKi&>jn7G
zeWhJ=qpH1CLmYK&WMliMYzgto*B?)gH_g$PQF5NP(bRE=4^!3|C^&M8Nk{jQ!qJbp
zIa}HTE;jis_4b1;ETc@3_nQ#1(^@L1V_*?7U0j4xHO@Z-^Q|`_6P{?E0LM^I+_~=`
z7rp-g)x|T*)WnBy?`M}LkjrDJq&*uc1boygp3691XA@6zxWS%>Lx=E3Q5&Lvbx|9b
z;mxlYDcUOficB;)(m~ayay~1XXU&J4bFQX+H%*`OVL$u*nSLwm#yeHATZJ9&I+jI^
zalRtgVD-wzKGhUM*O~4<4Q?^>U4Mz|>FPLUxr~{G?u6+X+?C5>tHT-`a7M%sy?%$2
zlRQ7neBaeLIJmiI+M0^o(7<$<B#`*L;3M?fc7AFI+qXvN_^U%vPb5W>2D?1*vZ#GE
zD<pQQos8{_XA8RX25wVh)owibe+3#^sbqFZ8Szh##q9e}J_Mrls&;P_ARjP@i0Nc^
zwIk2Gq~!EOf&<A*hG)X<Od~#EAL5%q1HO?ity;I|$vVo(0UE}!?@>@eIkj;;{=9ly
z<N^LE%~sc)+UB1UG5i&32rL;(O*8bvIcf7h*9lVFCt=y`aQEl<D%7UE?e<>b?kFW1
zT99^V{s@efQ0<vp{;iX3s;D2|IR4Sfd|YL~)Y#qb7%FLYHe9M&K`v?W1))f7*pr7u
z)9!ImO=BJHLI=BaZFLNu*mDn#Hv5$}mfG4E{(1rD>H>_m(Jsv$**@|7R7TTNJb=lI
zj&X+b`_V~7D_!b8UO5cq5iHsxe(_Xo&|n|nnEX>Aevv#`@FxW@=2S2qoAfv+>8mDy
zxV53g^Dl0tHogK|eN1N^-oG~PqdqAZaP~Q*c!fQeX<BiijvnkKi=%hf3E!R_vTRl1
z614Q1Nj7|8p#G@-Ne+gHyJutERYiVK1ddxP5pRv-ESqmInwH-q2G3)@<PqCZGkuv}
zJ}N{vI=IOCOyMx<X@Jjm<L=!y<~_SPjvnxW<}M(pZqI2W_LTZd$f%G;ATqn23r8iE
z9xHFdmWR{W=cz1nsw!h4tOIb*FEY6Kc_$p*a`EAFz6?Vp#$xwTPaJmll33{40Msx@
zIT=@?rtw7Z9Z<=J0SzF36@ZR+QB_FT+am^a>3+lyHEhf5lQ=Lmxz0EM9m!0%@XPt3
zk0x07k4EqnqJq1HqP;;(A$08~OuHmFY*sIfDcMauL@WR`?r8vYC2e>b;T^k#DD6T<
zmq!*{N&3em{{R(<<2r#YL+2PE$_Cy6e5M=w_Iy3tf6AYfI_q7wwl;cgEK-)><c;(1
zSl%a!Dr=)4w7KwTZe9b+fj%3pZOXIJ=?sk^yzIuFrBiVIwAEZhl6v?$-b(a1Gs_L-
zZ--lx8J~}u((u(2pteBSSQ{(Gr(?}uz}@lDM~R`MAYcwbE=l62h|4p>7&j!9(B#VJ
zcJ1Sg#%VS^fp1JIi{BD5kUE}_Yp4TBke!+C^HkS+{IyLm(&i|$?E~vLe??9Ymdlfi
zr}@dpmoMPCC6aj^EYiA1xa5~}NhLO4=8IpN?a1NE(Y)lOYS{-lH1`JcI9k$Uc2RdE
z)kEWoGbE1<Yj-4^1s=Ax3RY{DKs+1bvv)_-Tx8Vxm|Gb3S{=8?&2~6?e7P^|;pOMY
z59-z0uePdpnI(bpxF1pD1P_K){XY@e>K&w17CXVsA#%vA(dQ<$jXp`y1vFmO%!A>K
zuTKnS6H({ooyzXI^m5Zo-BC)%gW%wu5rxR&o}If3i$ER?ApOcz7l~<}9R=ao=pT|6
z_Rif*#gVc}hsj`I<65Y_x{7&#{ZbW`Cmk{0oTg)ki(Z>+ZBwbvIV&C#r*GvIGqHlq
zyFUW6lzdrhnZHO(NA<ZaX9HHy*Ik_IYKBVYLgx_E@Lg`REpTUlXD?4XxpAMns9TFg
zEMRle6Vi}y-0q{m;L3J1Z-$N1Ca7x|UgrUhr0l;x*6ZtcsDjMPah^Z{Ykg6lHIuY@
zFyo8GOi{6of(<!n#_Ll^=S5E~LxF2tOM&si!f>>Xk+-_HXEQu7d|lCZxN*0+)ynEd
ziZDeKJ|(6@@i|fK(Y8yY<}4?>2j*3qz;0WCrH#@DxG1*IQjOAbbgn1h7dADEHs)Qk
zORigkNjYqAMm{Ghzl7K_Hslh!Se(gOT0Y%eEcrD%!VUFYNaPpR^myxsAL#l1qVJa^
zPBa?jEIaHLGO`h*?aQLq@msZ5xE~dpsAhBKx!g5LG;C<q-HiDt5_@L@3f`hWQQk_b
zp}3J5Hm~?@t4$S6IX=!LX#OgJOtefQu4bd^Kh$@)?19fsl)j=SvL~{jjat|V*zJOM
z9|YMgVZ)l{d9~REH1-;5*EQSsZ^84yS|-v#D+9DN0x}DBK}X&UZ6<t(O7%$IJo$pG
z-))R+()@n5>ND+xWU=GsLYiG6X=phFj|`=?(g$q(`JK|uEktJpt{!E%A988I!($$N
z+p=jEbT`|*ypH1GR}kr@R{%a7mX_DrKN3=w_tkByV}7i$js75IVZkjwS--S06R{9?
z3@6-E$m;g)*I^_wy3ksDV3$90u(T9Crf{`EYb2?trjYXz!f-w#Wx!;{Pc)uiUCm98
zRNL-!74ZovD{1Fx+-Z=11v6JuoG&IvH1Rtz$-js=KXSOW@qZCo<PN8})c(ufUf+>g
z+U@D~O!geL#iz+kg6Ufs8fqjX!N)7lw*J@ekziHQQB;A<=`25T(c8OXw#xRly3<h)
zi{p?y59Ws5whR31{OnDW?o!!&q>y4*p4{`>A#+=A9Pp)ZZ+Ccsjz3mRw;wfoO<7G+
z+|yLUF#iC{cz5tkn_@d#qpzytU&b`lj(r1|#<lEjc@6S8g_7bNh&#SVRBibT{{S`G
zi@w%YKeWbEi##}jF7flUY7H4uHQdX)VgTd-2(pVio%tcM+7wDHKzzbUcIl}fx(l-=
zLfv*O?RTp7{{Z_t5B~t1E@~z?>behMkJZFA?cDzWWXSk9CO*=u`)j0p9Af#L_J&Rg
z0~>(3)o3I&<0YeFS558GI;L@Ol31Q1EIrGd-JCp^Ccm1Ua7#|f9L5~Wp_v+dPC6{g
z)$&u$;VN^89(snUv{oz4bt|grZPgOf#zwgs(Se>_P`}&isAzFhNi+|VAo%sO8pd&-
zcFR{$6_$VcTDRk1%qJ*F49<BsDK^%+J6&0GOHRWCVG3efPVyQE(T&DdRk7@?zLk22
zIAl6_vOUC~<hQ&{A${_5j#^vt3n|#FTCT9OPIQOLU5$nYoO}0L8>FU7rBsI-%H^cl
zpm0*dv9f3sW0D8j<B^5W_@Z9&`%rW2xHse$^`{G)T%_-ARWCc{M}HJFZKtX*kdzTi
z1sEwIC?HTu2_YyTFj4YE5uh+pgptiCb3kLBQ-L?tEvOaM8X}A!Fq97XNgFKZ9A6E#
zgVCUO_L;#P{f6}^O3rch>{nKL1v`(Uz({e=w(s~^aP7A#B=aPzP8+qp=U&*uPK=D4
zY_aaMz1E9>EQV=67*w=qXR<NPZ}&X#n4_m<Ei)jCX0T&!r^QIy0c~J(L{8a2o{5R%
z17@O=JerONB!S5z%@{zojGP537HDrR({$|HQRbwC2Edd8CM5(4Z-Q15Tg@mc3?gyD
zGH{d4P;E*HAuBjSjTjjSo4RqlkpK@AFpVBOkPt_NXd(*;VHie+#0JO^jSL~OQKLZ(
zi4sx>Y)FpjSn@<hP}q=1gb_r7G!PaL!ZZ*i1Z5He<cS$XfD((YQKCW&qCo^wPREcw
zMO5Bt>4V=@Ii_IKk64Dg=gnIle3p6qElnlg@r0AfG08pL-m`aEw)`xT`&T!QYH8<f
zJq6C=KKeA0WMKX5{m8D6U$1d$63*6<>w4Nlys))&^pw=?#5B-Edgx#Y!U;M4YQ)rx
zWsb#geE$H8rm2CF<23#8E!E|#l4AQkWs+CXSBYuoVArXGQ%||WVzyN<GH8r)fadx1
zLf1zH98(DA6J@7VRbI1k`h%8z>hDRGz9O4~yHdE>9?f)f)j(bC2?Jk`a_yWe+f|*h
zGD?`LX<04<`^YlW<Vaj*I|ZytXAp+HqdCdk{{ZZ%v|!Oj_COh>{{U6vBOzkrziFqS
zxSrEw<L({}x5&y`r~NG}oZnPC!^joK?|d=%qIybdiizW?s4_9ko)89Ev#>!sXU85X
zyGI+{t*jCEOnX`}vBt|;L)sS(UYi|17g8Et>7+$i96pc4d{(8uD9PO^#kP&KvV9|-
zJwoT|(g#paFM_8Wlb2hBRo6MDf!e8y$b|l<LYZ$QzFLJIS>HbOfb9;&rT+kosiOcN
zYz~EQlQnel)j=c@jJ4whN>>ay2Yzc++4cAFeP^LmIo^#>;0J>p;;T5K()(S(?9zL(
zeNt6GI3SK;XVQ9ie2iceMP@h-`}od)QPezoO*jK{?Kh$Ktv9`DUA3_jx+BR0%@I@)
zNOD<8Jk<%xB2afUOCa)yqRJ!$QcpCZl7NaL5tNr5kORqD@O6f#iTIX=!$&kQ)K*E|
zvGS9oZJeAc`Z{UrDx#&PiStb>gCk=GT<0Bt0ed^J?#M0N6Gu;Utz#<hQ$`&#<Ys$<
zcMXrgjzp~5dUMJT!D;eShgR`^nMfdrX!SIFTteqvtM)f};Fr?6mT7NLR5{HKf|<e0
z)Aokrb?yfiF^-Y$Ygh(LiNGHf&$~?RLdU`Fp_)cA>e=Njk(8AUbK=0*k(ApzczSCk
z;w<-;s`mTopZye9P*)9&4Pf*1cmDuI>?yl>vEAtAptVre(_Ly9W1=(0*EGy_XgKpJ
zi+5?)`!#JueW!5q?37YK$f*Nj4s_CkhqyR+j2ta&+sE#voO@7A-+WFV$u{;mnby+W
zbs&%8zJqWV5%7l?TV<-X!A|&~m%4X<6GMr{bHBY_R9N_Wt%Z}>ty8r0eKQa8Q){=)
zk%P#C?kPC%UqCLMl5hprz4X2wqr`_Gz|QQncx<xQAHlP;dadGR+Lhfqx}$;cAvSH|
zVvzg?4r|s|FTsC?MPGAI#8-Hl=IR8%$ACP_tgieNnV`u}#)G>ZWu@uxDyHMh{cw$H
zJ4fJ)w*&DTtrr%FHG=wSS;}bhfZ#dr;Hm0tms(OqWgF?-BJYD`I!R`E;RGhTbo_40
zWwA<H93ha85W<$w=JRPD@QRlkwo+hcc;X4eahD$i{{RSDCgKhwpt94r32NqSdb#Nx
zU5_D>toZe|i*FUnVz4ptQ_;9WBrew_OTpdyas=`Tvr37+maZyjVJ(e=Q-(df9%s!@
znvBZ^xa99fol<CN%MZC)TewpH04EXK>^CYW(bZf73m8Tm*v~gR!)@?X-WlSV_%Dl%
zWuA(fx$wG5cQ&d$ZIOiIAPvFC^H6f?&{=)9%I!xl$Gdel>rGQVJZz_7F2Msh9GrYt
zS)%NsuZ;Mc)16;KLjiN@9TOsu2*Zv;TY<JRy6vN}jsT@(aZW0nLjiQ|na&0Ma0^q~
zZ%-}J(mXOMdFBRS&<kU0q~GDP*l<HGoIP}P&XR%CxzRc>CwPsU<9)JMr0M$};aOtW
zM_FH^mRqME!71I0*-O1!rNxK#8dS4qbBI>nxX!o#0J}kLVfvKNho763bM3QM5%|XE
zaIb!OKB2%9`yk<WYW~PAG;s-Cces|92Kulxk)FKMls%o>Y?CsjwbN9(LFzt60i<WZ
zCXKlrm$Unf@EPsa5axq|{Qx-s05rS54&AKu&ZxOt<fes#*OEbof#z4KY|+C6Olum}
zx4RsM6fQKk+itdMxT|T|JZ1+28_pW=dJ)xXVx7+yUO3~0?Qb#FT^RR{Y>B$@@>!bx
z*Q`*IC~ft%P8^HCV^8y0?%(@4cLLwzsG$Z+J#(DucQ|hwfyrU_e+A4#o%XOj%3l=Q
zr(HW&zEw1e3My(H_I7*2_lzv1+l%;`w2@bQs>j)g=pX)7pN}r)B!8B05otP)svGyL
z(7K9;&hq)BmS-Mrdy9$rru7_b)`VfNK0gHOXykYrTI1t@f<B^oxfeebWfihVZsDii
zf1-9fXl}+pJ<ZArkkaA?IqbR@c3DMF0N8h6eZgj#LkweC)a-A$TAD}4Q$ZB%#*)BC
zk~I=q&=?tjG>im*(j6m-4Qav1`_UQL))xl@;0IL}^HkbPbEcDL5wOpXMOOHA55d~y
z5t{u(=K|>iTmkyn+Y7HT#{+JB!t!@z_qwY!{u;Oek@Cr<@i&=i>+oKcwB0mD#@EDX
z+VPm5DaU!&9`*5`TIsUKp6B^{eHSdtj!(lt!_%TzJEmCd?hbb5IVH8(=Da6*Q>T0k
zr=gQXt(0UrguPW%TW|QL9jricEfTCiad!w-+#QM*id&H2E=7xLahIUQA-G#{m*DPh
zE&UDunfXrU<U4xT-bXpfTJQ7h`@XI?Y!bn}qQ<9BrxoU<MVa0?B{4CrTU)_9Wlrw%
zZ1Zb@YR>k{!{7}$NUJ_JM={<KM%X7>uC&n-n1KmT1Si1=FvL&y^W5NtKYO?u^t-9W
z1&GL#z@@4tW@hJu7U%wjuRFVHUf~p_l$gGSd)fMNtjNdGaMd#af)~PyhF50vk4P`q
z!YQMpYYozA@1N^JB9t=LZ0Uk5Z+yj3%5coqSfNJ-=%pJ+Ra#EckR7$K$@=BnE^u&n
z%z88a2k}apa5sCP_%{J-Ug4y3DNayR(}d0f#SfP%>7U0(hfZu7lj51@gz0Jh^2Q}o
zG|T;dgku4;MVs6<!<+{Roxs2WiU7*{z=qoY0PlAu!Ge67^&6iW4fPFKo#!oAm7Oi8
zth+6Z9k$8OeREfpjHT9lq0hEpG5a}Z6KHXd!^9NGPP3qGt|Muw@66#0SKc^I{90Tq
zj%*6uK0>_Y`q682&z9-86ND1ZZrh7GNF1DN=F?ZP@~wKjf=yd99c&E8%!`iw@cydO
z7}^~Dbsfdy`fW3DeL6|h|MrW<1Gv4-Wmm}mv`GFM+YOiG>6~eQ;V_c2_|?O`=13U$
z!lvlf9PM8e!WtKAiV@FoZSf|kA%6ScYaM^h&Xp>+m_J`)BeDWPHv*GND|QqO{2FI<
z({Y**oUTo#{byNm$26`rn7=wz1RvCFe!k+Lqmvw5Q4So`cbfX}s&ogvP9D%%cl$_R
zr&U*WUpz_$fU<b49x{DoPM4i~Fc8mt=$s3E!rmDs%O!7W*O*KDOrr3Fl2UUf(7+r$
zBh;+jb09*WIPViNj?ohFlvUO}5gW&HSM&7;B?#JWWX)i#eDT=vMz>P{&4M3K7zTaG
zW5iJ>-*>AJ$u!$mt<p{#BDwP&p5yvd?W=9gSVhnAFg=A=t)sm#Q4vUgJpnFR<6NW4
zq-2e&Vs>RsvCVtioO*&%M9OyQ0HCpZzR)X+rd(i};S!z>dEAx{BO=ZARA%0{zvP0N
znV+WgzZyay{-x<?S$WP>6Gm@c1PWr2|7rVJ_8(_I`+>?NoigjDaN9CWN8timiYF$Q
zoyd<d*d(GKirbaX3hlq*Y0Y1igljn6QJouLOPS0~1uhsVUR(J~*M&Uv!x8(8yf5qT
zd{k@WD|R!s1MgprO~9C~uIHm^Zn2aDDwMC&_}%%oZ_N?ConfaKe^D2Pnp_3P=wU_v
z7p<2`<8<N_z|g_=w9`)i-;_+BPf8&}+Ddr~vto8z#^+ZtQpgf<hM$-PWB0Zbch{Y9
zL9DKk<g|>1PHM(`CH!-moW>ezs3{J}<@jG&fIZVllIvi_P(FX7j0GCfD=9~u0!^;g
z+zQ(Ox{ph52G6UZ9pTo!s`fnE_-fj>#z3ogL375^i+t7{UidR#H1E0`4M}Y6b5OZ!
zIAjK^%BoXm#9z<$Y5yZe(-6Kfmc>l+14S5sZ#aQrJ;xGs@$k*%F@`?rkACX#!k6wy
z_F3S#?lDm4Ly-JaIb>;3^=w>&wxfyG5_$6BhyEqg=HR)__~A3oNdxDQAD=g*>*##R
z=Z|0Tv^GefQelKeUuj4?xsOzzFtNiOyt`5V?fs_~4&O-}J!D5{alDlzdB@1u?%wg$
z-Xm~b^eYF>%_dgCj-sA8Yfiki>}5h;QJdTsIyYsPnJES;`Vjwt&=Ve{9#aOUOC5DZ
zx=3E2xnFizzYmCSd$s?>`|@55YeFiI7M-2dhLp{TyNT<X#pW!wIF3tAN*U=#SHq+L
zJ;bIp=VIzXHn}V-TS8EsJ>B4Bo6^Hn2(O-}?4O>=ou{aBS%fDQba$9-x4py#WiY+H
zae;2+*+MX0qX*!sn~miN4TmW{o{`Kh0&f|<y;<opVVSXBc(R_5arq}e3!x~Smo1z>
zXec(FL2I0=|9orvNZ8?7NbK?B7uz9zRjwLl@e*FFkrg2ddFK%k9Fzm^C*S2=HkEMv
zi?Xe-FTUh(DJBBqbPIpkduHS%fngTgV{>lRf8KjDJAP?-A&!VO`|_*dzaL<#_qSM?
zQl8Y$>|#nQBK00#F2kU9hNcJ<Xa5VY-Mey$pqH87&jNt^>nFBAqNNotj0i&=Hi6>F
zM+97v465rr;=){AzF2!HZ+6=!r3D$?f0P-CXy(xj+)_C|hQB5qU+K@^oQglV-s@Y=
zUOVADnq3;XK-!fbCM2bh!Q>r7z=J%1cWPc{J^Lm1{K&zfDRzPmYigCPyYv)$OzSb$
z$)-;f2Y!#}mvULLxj5Ai3)gOc{k%?rUvcK$vpd>M&d!x#>tRNkGVi`DQW+(-ccgOA
z#8`eLi(Xxgq5$G#6DO8b?}4r|9Hnj!er5xOQI<3BDOg+12K9aE#*HLI$|qeI7+iCp
z+(Ii5d89&1(*M&2{lBHq|Mw_uZQKJ=(WT(ZJ6cM~BG(M(zQ?XiTuU3yEfzqLlSCex
z|GaybkQQT_mVI~-`GRLFu1K*R97cq1qiBIAXgy1Uu!jyOKh70RZ|aq`Jql1*6e^HV
zwTL~vQR12Beb+Wg?WYxD+#(zi+V;_1RW*MIhm~5%ZqIgk>u-06kML6Wf)~dl;Ycq2
zTj8N>-8qKLI-6er(E~vE;jfTm^r^}8k>PqDT$4iZiEYgosLV}JP(|)Ef`SxrL~7e0
zM_?FLf^g{?HJBP#TsKj&>=q=uNwE|^k#o2|e|Ilf_s7V$YejCDXk**hn75#-j@5Qe
zFZ_f8<5O{kqqYn0k;iJwaAsZ0z_-HKP@1<5tdeQ7>|woJT}jYo;)LgOTNzb^R($l0
zaqZK$eccoFzAKA>L-H-(`SFg=b`0CgGhM~eg63s5(TqQTyJC^N$GZ5{Dx49w|J)~>
zhq8TQnY%mx&&XZJa&}&rzx9L`;fJ|(u_FaZJoxJ3_5kYT^MiIa7yisco1Xcr%@{?@
zG$>+x{?2ZRtt}v1Rn+{TOmC@QiWur|y~}C}dOc-(lR4J}SbJ>hgqlugWlW{+-w3u1
zLlt`Tu!Z8&Ad`Cz4xVzAg~<4t@+|2NN0vR<3ds3de2{)MjFOD)Y9x`|fPIV2qNRp5
zQ9{Lx)vE&;5t4uUv^1JJUztv%3K4$C*VI5;zsi+ias~Olzr1o=?OcKR<*5GsCgYyD
z4eC5Bu7@1#8;h3i5?_|OP|~`)K8Ck&p^7}16m=aN<K3I3Q&qXP&&+lCLBseYJVes1
z*K_@dyb!9rZI4{)o8tZhgdks8P<q>F>AN&3seXC!uyZ-u<IT53F?=2*xn+3ox$`NJ
z=@P?Dkk@^34LT%ZzyD5%3LA~uQUw|*wtQ4rZkGA&Yq?`cc*cx*`WHmqv}cHF0DV~d
zsQN+t3i{X&zJZQ+lZX3l52+R@I*x)6I;4S+kcAXpXI`oyd`>FP4+>|@%q|d^8Z!Jg
zOLY-nRen633j9k1y1av0?~=n({|{RmKEZdQ7jq#06K&5sb^0aOxRYIH?a1o+I&Ll*
zzU762zm1!e(5y_HgpTY!mM~Yx;5bj-zF})Jgalm^*y!Rwf7w*YzA7qcRlT5STj*S|
zr%w_L+5@aTmv@MQ{ZU}d-kDMdmDnz#2Jc*RErE?jd<x(!`81!j^dLXuB(Z&K^^2Q*
z0y)MVNc_MS``-9Qm$6@I@yf9zr(ke<GZi5$8hpgfA6$};v|pc$B~qO9DK`U>3`sav
zmD9=Se6ky@ZWXXqU2=v%&e!8d^H~D$oF3#vD0EOM6gG^Z+>na;g8u*kh;z=BZmZcl
zLbc6XnY+mkep76l^xf^E116mo-|t*Yaw33lfRozNvT8SXY%g{Olp^M~1?_rXV(o_Y
z^R(rPm(ue~?fWA9O4x7W{qG`_D4M#LG$YJB8i|c*t%49#8vOT#?(?W!%-I1xoN65o
zI<H~y*JhsVG|Lk8Uyq9s0;dwMUyqrWLg*H>_?X1z+~d6@!AH&4$}lQ==NCw9W~RH)
z6`XvwWQGbk84beQmLJb&^@J1RFt`^|Ila9PH(z%yZHTbRQ`^LU$e~~J?a<ocs(in4
zHV5_)msOw3Rd@?L$b}wOx?y42+KlwPS_5h}ap$4TD>d~-cOF8}Qa3OxPEr3)GF;v*
zw1OwGJJW(+ofBy|DII8dquPwGL9|~_>4J161@k^6rQEk#4J6zuBRwjI&Tx`R2>TJX
zyX#B_Z{KN7APqCf?#w;1AYdSVF{MBq<<l{9I!B6S;@lk4RGgXWwh6q}O>*hnjVvxI
zs4Xe8H)Isu^G43|q)+t|&Y62Z)=OaMR%S2vQEk17*8Gj1C9Nu4yk|x;X`q?CH@696
z5OEt{Pf<00Kpk{5>4nEJR#5VS|It8XskD95WzPstc22^v8#VoxmHkWf190!%@xLA&
zZ(J9mMVexRqKt+z+wS819LwD_rXu&}?$;jF;+~8RuVO9KU^7Y-jOIJwjAEP708iw+
zHdnIDM8(BKaw^*9nB+6_k*X<2ej_eP9k<f(Lh`WY_jdXi6=W}U<U?zgU0-B|(#QFl
z&WozswP2o~sqk#MV;K_2eU}7$f0WV>)5Wwt{h7zO`(?yVIR7w$R_<U{QXQF25PKbG
zFEp|2m=Dt>8)0F|xAA9<vo|oBojt?E&+iqXkQ8!bFAMZq{Pn?F{aO=xx+&Q|Bco5D
z?LX%x8W*&GG3i>MW~icr<}Y#&;C2=A{X6GjjNQJRtzyYjfiUIyhQ9o0{EDarufA|O
zFnY_iJXjMj32JVu4<$%rf?bv*r>@n>N4#sKIRu&X<v}z1h$S9BO?F(ulONe_c8nfD
zw=VQ<7>zmbnv#EbsZ-b!y$Ad<!5adCO8C5IgeFkshd%TSMZ3?2>a3KJ!@P;-^w>67
zO!SoMBnR>3(n2L~PaU(f61|FygrVwatFj)FWc&J9D1=Rr)_1bpep3={6dPT>seY;M
z*yFh#Hx!6n=kIRpPEn9KL<cAru_rzMvex7`*z;$XMcpbd|KvUdqAawk&W;;**02rC
z;ux+s_~)%i$MG#-q7;!yQs_RpuIQt`mpJ=DLlB8Ycc)WmnJnchRQ^33m}|55=7ud)
zL}7sL&Pzoue_Ed10i2Y{t^?lk%<tZDrU`vKNWo=9wn3=p3|bpyVT=RF-x|CZN#TqH
zmSD>R4pL*UqS|wkV@c4|ZTi0Kf0tw{vXDR^c_X57hU4YO{6Jd;siRF3<H|-M;KAsM
zlY%Uf<t-6TBtA+K+E`*oCIqLve~Uu@3gM1K)Q}|B*eXs4Le6bfl$DSO9c3uw4#CyG
zk&P@!(MXXY`xs2mfNo()cO$VDbfW7S>qJDH$v8p&jSs&yxXK!UZLcV+WBl*^GxW=v
zL&6|uf<NsJ4jYC16rE!CnU6@AaZOt3AL+40-QVu@vH;p22|bjce;CCsR90!$ooD%J
zcJI?M2bL%_<mH#0M!gpjUD$}sa%&C^c}9BtoScz<n>h+PHJPwB{@jLEyZf_niokLv
zQA69Rzw-3QIWSiV5N8EBAl$6wl-9*Kv;X)VkHaUUhr|qpWAsqpi++%4bg9L5!J*JJ
zX~d8*-%cXW2KQ%t=_j?9^})+S3C#%+5K*f~rwSM+YTJXea`hsan@b?|Te73>ndU08
z$Sb`~(7m$B=%TnsiRAYJO!|^4gC1$dY!_q@UdM4Yol!eeKLXf?c>OYrHghp5qVMO3
z!|~_yzX25MfYSxVG_J+W=kum(ot`tHi1f&l52np}Qm*;o^?4rhLjK9~>`Wuo0*EHD
zunx^B8p643U{2;mn1ZITvjS))w#|Gi%9R&|u7ofNmu7udQLC*uH9_7IF$%$T1)paE
zANgKd<6e3<cG@$qm;5_ZWi6kdu}e&si1~na{tbS6Ru@vzJr(Xo^#eJP&dI(2L`jJ>
zN$(HL_oh{DE5p4sJ(&5)KVd!^YG;`+N&8zOh%4Qzs%2YkXrU=(@gL@o&fvK8&Z_Zd
z7gU6@8Xj1ZV@%D(&wulO>~_FR(2R?k%r$G@>{TCTNPcIx?P11L$bs8m8O38XJhWwT
z!GnuK-_f`HKm%Xj&Z?rOY|Eny<{{Fc$*eOLuXbJ1BTNpbn10{`5r3U;|GM3(2)xE0
zcVx^i4TMB8zcrVb+IXJTj5GGkrfgBCpoEY(#6v6^pl<}L4W&>$SeO~vIcmWY5`m_R
zkvA=>F0;89p$N|2yyTNyy^1wBi`973>N;fB@K%O*@JH9!$wtbOtKO1`<V*^svggHL
z#)1t81Uy8>%FFQ{+%bzmQ;dQ=G<&%C7H9kGYhMMQ_Ki!^>pW5i5(AumI8{;VkZK+O
z(cgUso)qYc_wD_s1pGH;H#E^YaShh?bS7G8n}LXvXwIo7;y41mdQYyK1~)XNmr&UA
zT1;k4O&$C+kTQkPnaK1$f$;onM_`f{TnT~EX6sx7SYp*Wpisd*?UgbW*hAhx3;248
z^sEU2@~IzH<ZJNTE~BjZhqgtWOTT6Jr<=$~ym{8>TU_oJcvm{2(X4RT$mtP>n-q^Q
zK2lx7%iq+&$R%<VWrE+dpCnoGU4$TQ0Mxi=m4&(T-c=d@q*8nT>WB8QdPMV5KHcR}
zR$$bvUN-G&PM5)>)F6<`v`q{2;X}Xta&bH*Qlb%YrcXJXIxWrWW$$7(onp$UAjqe!
zcZyS!c2PHu@vO(lth`{`23nzdEk9zggc+BIQoA+z;cWKOHSX4N`{mt|RtG4(KZ@ic
zg4Bc;+PT=;IJ>CYw~mWb^$zqwerr;6$Aq$Z-iRKtzWVAYPBxY@KBq}AHtGsPGo7km
zWtGBlz+*6A=L;W6^=zgY*B-hR*JZC!Z8+4P-A|fI0iJ<es<8nS$ZUdL)BFA9wmHlh
ztj)L;2koW)UEiJG-K!EIjf}FZ#NtYAn_h}@q|F_*6D|X^H_E~>&Kl=cS*_^Jys@0G
z>2g9&@W)rx%_SPHcH@887n3}PeO*ye2wBm699le0!8W=guCF*j<`8ZOk`pszo+y1X
z!Tt!@tL#!DM*yewt9&X&TFU*0Aw9jt?e5LY{FyE|-pUh@Bzy)nc7uU*`QvD4kAEJM
z3{y?oz7+L?>RW|i*@CY9z|MVlvf;RWwmdAhKC-c*(_naL1LU#XlR4l<umIaEF?8jP
z;Y~zgeq!nXqYFyl9u}uBqZFaj9aa7asiZ@QSQr(l>5uya9#ghHiR~-d`BGNi+}gY=
z%IknK%TJBt1rpFQZC_*l`J$-UJOz?kvX^VPWNwIJE)5U9)|wG3AHz_v55lBm7$rLB
z?n?^E-0e?`tU%5*{IUhasS-7@|LrM8nVI(OD4RZPqknX`=ebtvAMQO~@3&^sU3?^M
z*Y%rwJ*+kb6`{bw9(~dnEV{!*;8=zLEv<FEjL5#F<fuJ@ja|UDU0G?Kw4;mdrfc<i
z%48V)*#7FlJU!F(5W5X&CA9f8)@^D~iCn<K(e^|_t(l%z>bIHTvg$?!Gmb~hXQAyc
z&3U2(Ri&cjkJR}ccxvFpU27_BKP@9BH(V)tQKiPdUTCejo~Y<Z>&goi3a7|cXa5s(
zh;P=HqvyQ29_Gn4nDv}IX5)68%|q@?HcDQbmT@hgk6FYYUW+5T?XKI@>@sLB=A)Jv
z=yvwZ(zaDEN=3+@Z3HI2Clnpv6t*E|=6tiEY;}FJLD76lKm2}etDZnhPm7>3=R~S_
zPZlR4!w{pz_OTOp1$@V=sl}DA_4^^of~1G;@LT;7(^@6pHLN-rnE6w-R76xQ#Qj$k
z(<|w$q;nDNy#3_)qe$jWo8Z;nczfC#?WOzAT6ee}=~~DvHv0~lv-Ag_Z~@03^`K_m
zl+L1SWhd&Tfq(i-Bx6J4l2RBLR7NKxSE|NhvT#%##j#Tr-jd&LQ!en~)p@@$mphPA
zH`SdoEaum<N2bYK?ep)Hc><(XkMk#o0v9z>BaXCfHI_j^j{D<fcs5R+dRrI=!7O?f
z`8PMSLj~^ux5FCZis0%+<l04Nu2XZpQyib|gO|V$Sm`87R2u1YH`8mDZk)WRf<RX_
zZBhzcbBa%GKm-V<{H@SYfy5K_kB-DA)MR&yCkCVv`&jMj{*eLJp5Ib6uaF6MuyDHv
z{nheB02UsvJi0v@PPi6tx`Cq4=qbr%X_jZ}ZO`$=7v_q-mtb-WcIy2@kx%xgUlt#g
z({Wrj7s*ljg%v!OHm;7ffsT|$$hkEhYe|ivF{S~0@^hD@Msd+L{hV|*H)B7StW#p2
ztM+Hijyt^Tb1Q2G2YB(@N?uo}O&v!VwyT>&y18D-D*%_kVbg4Ou@xYEVB$IDl)2(3
zAHOHU-hRIi>9t|@(t!wV4S{Tr4Lcvg%7b#2|H)3jKh&Ob6}quoIggFBK#7DA^5a|^
z)u#p1EA<mLa}~*)wwV17@v=2y$VBJ+(?+c=802~{*Svp~atT#n&{;8n8w%#@=-wSw
z{1MBNpQ0kA`DC2kR=i(BY35!#2g%J&&h%@~_fo%DdbgHuG0Syfp9kNsX72^nBaU6=
zQ5jy$@+VdKuqo`F#bQ5tQPDTWga8hgHef>6`@`<pkX=s@%Zg7+WO3MnSrQK$S1az>
zvlmqN`MBa6N2#yTW|dsL4r4v&1VW+;X_p=Rl$j(*@~Ab(Pb_%qjU>+iW%<DBaJA$#
zp;$KM`MskR+n3#XAm`U|l_$ClBa{v{O4?r%C$ZeHg^jJPqz2|!tOy@;Zq(7>8>ZN$
z!{_yVAi-!6OJ3ZMSpR7p_}Cx%)P?o%C|sPR`VsOC%fp-ZjJqBrqqho_yl9e=KB|j5
z;d&zqU@0lc87mmdkBu>xpD^u_IwZCd=S7EUxtM=q#U6Px>kPx=3|cQ=+FTcINrVH0
zJLZH9u(^KYO^`bHK!a%gD2;~r_5aPZGj78+rcS(mgdH;<v*Y#IkrI^9*Ef~1lc}+_
zthjqqH=5Yl$}GkSr}e!$;2h~xACz@+Ac|_VUD$xdpd>?L`$x|AdFD*%l-GZ!qPGsV
zvs+I&ICAEcm$pP}Y5SQXU>p_0eu_sFb<U!CI4*EM!uc0QE0^5tt?=-6e{rPL2woMZ
z7WGYM(ys;1H|FERab7RAKc_Il^~kTnqm(VQt5LOn)E$1;=*p=PG!>J!bmfl2hyx(s
zp+6nj)00}T({RkLqRml?Nun-T3Gj+3Cy$Gu@MBCfOFDamr)A?B!#spZ<nJr6<v3?X
zW$@*9>pTLr>EFq3hb;N7t1EG?{hWbbGW;%dSUkWh#CO@@E|OEca>oZyxRr4ch(g!>
z04o~w_fGb}C);bP)uGfkMMT@meE=<^n4Q1i^o`%6WU59B$q&jiMkMR%gqN`02gC20
zbGjdpIBCUgN3S)F_&qkz+HYo!=0aoeg-ZL#!C9p2R-kBFCDpkIZC<?Tl;5*<bV&j9
zJUI&la`{-<lr9VH`OLP<>)anbPf)Mb)g`$V58Fv%W0BHUK9i?9h-a23=G8kF<d-B>
zHTxKAxeyHrk$q)M!S;DWLh;SAHm|T$5w?)3Mlp<<1EwnHSmGNkYF;g0$VKTiZY;3o
zwnsQbYR~(WXyGriM%itaaL@8_?U{CyC=zF!&!rl@pEgPX&n(O%^5sG{z3YT~SXjWD
zj<u18>!B$=viDYX`>PV{2cH+6tEIJ5dCNMX=KJ=mhVez>Hw`zYfX}H!7P&DW@8(p1
z;H4M~qTUI1i0YKu=)>(=Q2@WW1(ril2)};U-1%lIh+abp_0@uUT<t)P>-v32+R3Bh
zdh1qBeG{P?<gTq|d28R@x&Q2tCl7m=U8}sG9n`6p`K`*_ocQJC+hW~d4ePzp+ef!<
z!dq6#<TsI61;dblO~SGF6MOCI5@67U+vr?fj>tT`jf@}PYj?tx+|3G|3b=nYPX5c)
z?eZ}7K1V<+LX3Rys?%C>boS<9|MbRx-d%V0DA%gQKB5-7j6-=n!K3?ahCCnq(QD-K
zUhAahl2EObpiA>$yNE262Kp|q-C4NlWQw|NKNk*cIVuB&Y=r5xnhkg{;bi3dv`t0F
zsjBK&$Ww>pQ-`1-qEQFE9hi9Ev3ct0{@+dY|7IHge=kW68ja8$h?ZP<C;m;Top#(Y
z<m)eDwxTQudcdEWhp|M$>9daMpKdU!7j9lV_->6}#i;_m&hX297*P;m)g#e~UaKPH
zir1t~_f9Q?>7W&IMVKa@QUQo5H!l9cO6!JcMet!cIF#pOe?|Ot1IwDcZHxKb3;AQX
z@-5<m9c_#3=`MCj>?HthIzSdc^g5mMeX$V3s7W8dc35ZO#M}3#1`HH&31@G}^x~~s
z_HFY`wIt%HD8m%t$%1bYR<@33avIY%1H9<$xwJfSfkK-(o>5muU%ZBgn{RI2vJ6eg
zHf2j!T6>*A9U+x-Wni1-xg`Yhj?^KW84<d(l=CEt2{1hjPhLogRGs~i@u-N6&U3)0
z`k$peCfHLWD`g0r?A9tNM`__TFF8ByDL!MxQtUVsaN`Z+=C}Wvus{Z_fo9C9e1cN^
zKIyZV8(B;mMf<Z<+21R8cyZg-c1i#G!@t9J+)C(*O@)jpd}8`C?!9Zy?7)@@AHtlV
zxR3XO`mTp6#bE@>vU36KeK`1I3Lpbgymu(FuAqxm6;(5eMR|~*RdV&4n>%nGXFal9
zi1D5HPy4zH-D*pAXH)y;D;f}T-4F_BKi?H$D?SZ(7CKZY+Z0wy)6uLtG#=Dz&hTe`
zl){<8Cq(qO#yZPnKz8fD<uNkQSbLS61~%nYiI(xnkI=7hKZ}2gX<8bU_@wWh6xi5@
zdM-jW*oKG^HV2V{Pu7VR|KQ<v4f0NNay97eB8_l}hQjW?nyHfrip8`#vDPb!iEwb7
zJR0-mwNJk|Y=YbbMhtPMIDE?6*WvbNH4vp3u#LIuR(9oEuHfA%$B=MIbX-m~or3mE
zyz8?GI=exwZ#tXw$+NMJUp|Kos?-Tp@VEocPVsEx=vQsoCkQR&7I$EDyy`Xwu6A;a
z6#2*Ji_ckRGt}HkNF}~|fSfB;)GMRbDN2S?cCDeMl<Ir>gct`hB4hK_rOrueUd-gJ
zT4Tygeol((q`GWR^%EuO#1Nzt95>P7y!BeO`1MIOxKP8{&=Ss03#!S{M}|cQS9!Vc
zvef!t0y5uQSv`s8Uc^bcxkb$shea3?1!)}1$>CRX*s@!x59_){ATfK<$7k0X-dypa
zRb%49cdm+4qCM?2txuH~EM<Nzatehi!gAGRG@8PQRApbN8ZiQ+=i;((ocDIG7(WQc
zj><me&c#^6VQdV@If>|!$hazvtv*r(F85YuW=}VN=GH}p3cKgzUqdZt&z>lvYoiVX
zn$8bq(KNw9J{qZAzw<$U-uY*$g=VC-BS*5w5z|5Zq(-^X*O0>h043GA9FWvbap2dY
zo-~^Zu9q*p40}JC4-^S<f|bR>da|3eG#<Xgsdd*}eSUr|yI@{Sk9qQeL{Vs{<+V^&
z`F&>JZkffEH4NjgYb{LduKa%Ip0+wop<t|hy=8$V{xQtiHd-0?Lc-ixL*Lf4_f0@{
zz<Ipya!O-}zKW!}!9q`poSgVO8Ai`k4JaeQ1>mCXrOm()k?0vQ9b%A6zXPz6`X$j-
z><kUcEgHz7%>Z#Sq^;Q^rBS8r?aafxcSMTQ1oe)S673dq>*WG%+=sN@%B>~Dcp~$Z
z`!gcQZ#lY}J+GOGzlaCdAbze&vpBoA>_JTcuoEMd(D-z9So)B7KVQ)4Qqx#tr5nxJ
z_V{-dYeHL{y?w^7^}nyD!A2Vl(?-)vyocY~o0g)_fch(rJ7DS%!OQzhtUM`f-iCqL
ztS;{wB$g-_QdCq@6ovBuOqH|Nn7uIOnIY^3W5<R0G%u@)f`oLtEcq0-<7Prv2?mF=
z2Dcm1nq+h2x12U_gFF44<3P5gYde8wMT-<pF=$8dU{Z{ZabbyBDQ3QLzA-#kejRy=
z`rGFnt{@>(8dow0UaS)%#o+!LKA;qZIOodHa1SPQwcYa+Nk-gSM|ID#oQ-nJKs-_V
zFn8=mW8K3aY<9?V|9T<*o0)a*)==`#G;kLERxbN2q&?bV&OEO`5Wy_hLyW}WAGeER
zQ_NHo_1d5X)fts*aN-18?y|h?NjmWjiVhpp@gU1qRUiq4&<xLGG?AxaggOaVV_@<M
zZQx>(Gen+A>Zfww&232D2`(c&@*4)2bgx`+@@CDlwO&AA_N^Kv9M9)ss6|B2nu_0!
zWv;-I^p%}^{Q?K-?UCf%<0H_kq&fcqe@8)x?pC*h$02F=D>>QvFJN+*u^K^HYF&e;
z;1)Zy?~NbkczzE^lkAQp(UjGlPpHq#Nswvy!gYD8mLh>^iN~T6lZ{w7^+`2xl)X^0
z3@JmSI~oONE4E0ZN5L*#f%u*A?|fI1egn=t8wDGsZ%8&PjMN+QJ#d6OS!_i1F#6#_
zBuFp~c6r?b;~UhtB@@YQ*YGX+oEGVT_x(*KmNkldEtm2+guT2zT%8R$MT{|}7~xtP
zTO*%W{(oo`xY9H9_y(*WlS0I7dL(iq39G0-<9^Q%k|e|(k))&Mjx6d!KtQ%JLq?+o
z6mJW9(`_Sa5WZPg@Z?2kQ3#$3(FncYGS6sC*rTe6^|HA9fl1#A(MqGv5@Ts5sP|lN
zHRa(nyOt=HT`Njb$S(E#oxka#fbXiH9Av?^0ETP<^3n~Va_J8OQdb^Vve?>DKPe{-
z!#;Rq;|9Met<U0&wezLI<>)aAJy4ImP!lET`E)Sdam7eI&DTO(HnNX?1QG({qpLLy
zYj9A?q~av|O3B&V2l<=V&o96TX<TW~@hGDe1^%GPs9ls2tA;YUEsV{w>1gH%Bn?1+
zpnmsN6UGmNQ_K9C=nABWA;{&8vB%6;tf5UTZStmFmwCzpeO>LwHyi`K4*f9->y5l~
zA0j<I_5mItppfw<3Q<GERFPM8FSPz2rct0$zd&Xs)~wZ_oQt!YmS6%YCkg2dC{3W*
zxA8G|w&H|2cS(gDEg&bn-&Ab>2XX|`JP_(W*RSDM3k?E&KHAXVd6&Sg!FOoWL5kqM
zzQ9fSd@W#g2wYsPIoKiJG|c7o&mfiyVks)=tf!TD8D1c+tG2HTd0*Fk?T<+`JF8}%
z`=M#S4Zp=ab$Bxd26owZ*+^@+CPXILRD2-V@>H<KRhL5=sLlwA9hco=h1b+acU4%!
zjM>b8k<#=>wCTfgL%(e;{Q|arFsHGze6lupm@)LqoS+xMpigKZK{;QC=Ea}4-YZSL
z=#uT6N*Vc<r3+A&57TTF$T{N*O~eSzysBSBU&P*dR@kiHl3OJR9xi%vxZ>;}#PFw!
zpMK%;9A*r-6Q>Y4=|dd^6<O2!-Or+}5zwH1lRc!oyM?aOf|JN3sfZ%2aTjDcN0t$>
zcYGeOB&$|H6)&wCZF5=+opCsa<uUP|A+`BUhR1dkyhQb_?LYliP%Nwy7YJb9&L+3X
z^%5le^)_oIb6Rs~SBHEn*S)GTcFk?i5T=HuqrOADg#}KtRD1wvE@a;s)vk>|{)EfW
zv5E%1&=H=!)hD2^BRsS&l4Vb&g3K<uJD`FY$N!c9bZ5!<(KJBy(k5oNF#}4PQ{t0`
zMcLT0Q=soZ(sv=afVzILx}7I<9NA}s(1B^2!90=<4yFm-Ie+!|+Bz2CKPS%<(JcT1
zf<0^QWyz8G#U;3M(0XghHJ7+@kusEPhQb*Y)kE{8c`?P;zpBRM-<_}-O1*0Zrd`+!
zf3(A*vJKvO>=k$aa8h=T!($mG1q8z!S=TysTtJj5tHFZ_hWoMkUC|1_X|!t!Eyr_{
z`%12s@O=ujEJ@no%zY586>RfNAb_PB@q?zP_8Hc)V3NXGVozUH>&mWQoO7<%=%lmU
zoyu6fh=qUUS3W1lI&rvROzIoo<zrlRZ-=~%qsAfYMJadNAv^}q(V$ZkeL$VZ5jFAK
zRnV{ZR?+V_Hxjw1N!f(S-nq}l{!p6U8WnwWvyhU>^ebCme$_6cMM<XEYknKd1?p_C
zGG^z4Dua<p_J}HoH-)Yv@Vw2Q7-yP-#pX>)?akm)*o{U$uj8@i&dY%fu><ag&Z%;@
zRr8_fs9_t`xPZrqhoQybbMUMfIpezTK$4tK^oLg-bFc*}SrZZd+Te_MccCTk%=_sf
zK~yXTg^>~cjmy+XH}@7nXHiNkfgWp1VU}?^uQ+36>I+#(D(s4j#Gg4`m9Ps$me`s#
z?a3GD{M}8<N^&Qb^OL)}3^%v>>`vdTs6H9j?R!ToR>+>fnp2~AW>G#@bM@WzJa-}J
zh~2tgO@^C!lo8493tTlajreet0+D^`cMInms%BBMB?0-V3dNJkxY!$4YqkgB4_W+1
zh27JeK3*HR0@kvjB{PtcTaQT`)Dg=V;8O$hMjTmz-i=ZG4rZZoV$3AJJ_&2Jue68X
zbKm%n@z!$7ALfGTQa)=Id7C#O!4%QxwU%_|tY=OvBPnBDkoI!YPMuRTzv_I#0Rb7Q
zEzVL)HZ7oQ98DKp!BgyX=>&QBDWfFsu2Fr*XbHl(4L}WV)4pD7>_<84d@~*VZ~kI2
zKS^)(7R8wPAGmYvJf>9VelaZCm4z>f1ij#cHvR+b5&o<;ps3L|jlroG_%am_Jg9fV
zycv1|)9%`1YQ)PF2l}bW*Zoa)2db#);k|i5$lKn%qew-FTW0J@z4VNva&;_Ctac8M
zOp>RWWT_U$rUD1<KomT2&0cI*Dj6~um{BZ6PAo1bSf>)#PUa<LSC6H}$uXS~76v|+
z*W{epe-+6F^h~eU3{w#U1IK~-u9kWAZ%Nq5lgoYU<Wdp;lRn{yVeE#lNjMEL6(Gg)
z0ay7z<5jthEH|A_%H_9-sDbKd&eC@N-+VVIifa$yZRzqI1xsP+f})9K?WvN4Kdv3;
zb4e8y)}A66U4!OlE|>n5kC3J2G~Wp+S$$sY$8M%@7p#%?g=o}2E&7Wgs$5C2u<%`R
z6xW@;KQWWaWfiL{mrdN-&BCpifHTVVT`~J_zN6S>fF(*FekzpVox9L>lkI;c^S+|d
z=UV+W6_t@>U%tYJS#sJtI+k)4ugt?mpV~V)_{JU<CO-I+E+pR?|ESMpak#3Van4$@
z8E|qr+-nm=#>6Z;I&|lgV!-aT9lP?WL7xaqJ-R-0ZubGFxBKniip*O_=mh_zd8$|P
zd@pBLkldcRbu*mSj#7s;Df$OFmwbmTI!isxThc{Xu9e+!E!MUYW;i+?YUVsOz#c#A
zLwV7H{U1PMeDU@)<e_bJikD}1D>P110Ui)WCAjQiImBng=5ev-?O$IUt}S~A<n^!H
zl8ZiVDN~Z8wfh$6ufVxLn7@bX4er=YYU-dJ@-$Qt%un2@S@m#dEn=gp_YUduJ^2ry
zn(?)B81(nwrB>ky_z$;-2*qz0^m~G;H(QL>Ns9aqnnRVi&%rvqa~<3+I3LP;yA^0v
zPEB>!o@h9J%3KZNaE3iPeqwCmsu7!c<Vf1zZM{);-#?r1aFiK-An^*1D?}@s(E!%?
z;Rm5DJgA+d?$yjZ1?*bykkV8YxYKU%;gu<&U)%2Kxinp$pX8L>XlMuut!6KV;B07T
zrIYA$+)+jh0C`zV$&WcuQ3qUEj)W;I%a6|cCeH#Zf1mjHd3Q_^?Qg#m7rdHI8Tqo~
zCfJU&-bwCoc3OWyeHT%mbnM_uTE*2wV!JsIf;#w3MEPu^zkjjJs7i07LYn=>$9kT(
zgEt#-9rDQG6mil4TJcb@eBGVgJ8FCTuvwYboXaKz`pc6-!HVZVi|uMv=%`8)DkY~{
z!ZqQe`sQb&^Q0d76C#m1@Nx->2-h+zPRXA}%|w~fpesTdtOjOckABAsP5~4uisU0Y
z;I3fi5xybF@c++h<!!?f>~PRti#f@Brmcljjo}JfLdU3k&|}I9D?;9@m*ey9)*ANH
z{C5dC@;*&x4dlxA{c<QQ1R#@@oZSEHb+H+j%j|ye0WFJ%CoM5mhOM`3A$8R_S9;r<
zWa7o2(%@Oetqshb;g*j{P+#k>B^3wsA8pV+6y(cKdUM)MJe<3LSy`-jq&7Tj+@+jJ
zdL|+%{fTcw_W7Dy>8MYJo(~i2_imToxzEahY6_McLkdTkSV;&d*eN890~#<Qh~c@(
zLU|nE)%Ftd(k6xQ9F3P<q(HvkUJc=no{M(n@$K1IB{6`r=ck%A8Ins3AUEagEY43O
z*glnuAunncrQu^ux7>J|nC0EUX)D*%-9G>BeYWta+vOYok`0tg?D{NAZIkRTGXT6X
z&io_IY{tX;LB6;3<ntlW7Rk_o1Aw>!VA(wO$!-|ex$*auiKisq-Hw(-{!o4ujEwt+
zefys~_W$oeB`x2F@$X$z0C(qbbw)T<vG;Kcb<6#|=thgF<>7);kh-93SaU8Jfy&90
zwtIVk@=->4$`niP8%ce=BOpMned3Q?S#N|D`Ex}sUHOIM4cNVV0d;fY&8j}-siqch
z@cBLP^M3#Zn3O!cU%*+nLkKNx@7Y<228`P2$@OM+hyY`}Ji9GQFAidS1dAFWgb9O!
zX67#{k6*3h>6vXiRWQZwcdhr2cDJHO$v14Rn_}Txg*I#cbK6<eUl3bg#5Ar;=$^j+
z$w-O2^nZA)cHoMjawWs|)KubhMy!Rw8ILeXLDdfN50Y>vbO>xPrfLWr-E6Y|o!4?W
zLHnkME}=`lf88fBsVa*zqfoak4*Nuiz7ad0!#pC~WeR@adSjyWhbc!!RqdchY%krg
zfYt%&LNC)Gpj=8yZ2==^XbQI6f7VLnCGY+#9_h+}7SlRQQyI?<1&fE^%@Rx8>fI#A
zU(ls6b;={&Yu`yG&Z}DDv_Ox=Rc~ksK1-*R*ycS^EZq{C!W8*nJ9T9!poz%2m3V}=
zix4;5Nuca}7nyY?H1S7@I)62$6`k&<H!hkXj-(AL#n$6RM&>$@(*UQl0E=fMk=)x8
z=W!1=@w5Z?=*P0E^Xy#wLG@mP^lk^+;dH{!v|&{KW~=rALKT)gHH=P}_eX{yp0J~U
zF;l`fAGj6dXZCikZ)%SUtOn6oO@kKgdhG5ia?{M!eZ4?ydVM0SW7I@ovG$oe;8O0m
z{uN%kPn#Jn<uQ*y3w;}d?9QD_TBcPD^*O`QhHD;O-(!g`Cc)rrj$Pn?oH$j}-a%au
zOz!iG#Pj`>Hu-ode#Q&;>~S~~CAoumbWsu$i->BoI=8|a5h16n8&ZTBEWV%qtKrU!
zML2Et?=N$Q=@zf!X4Ylq6)}DMv1~#f?>ujfH`vS0%+q5p`)l)X;0;qH?U_qlv(|vK
zHcvaPdf^uY+Pgt=%fyW>)Ei^&ZOxJVX@NDD1y@y2am5Zx$HO?Sp`ktza!}uJtVHrb
z*{s)vvGl*guPMXf$KgL$o+6@|Irs#mFzB(&KSpz_0+576+zc{kQVibYYe>+ZdwR$(
z#Y4B04<c-%&FwibAI0(@>}bcx6}O5ghUjsCKi5#Mqt`$C(_cg8-;?JK>&N!fPLo_f
z_YZ4DLp%hXNuDUW|AaY6GLx84GaGiHYqUl2C^d^l2C`3m<G783hCY_{Ms|f4qbGf-
zyt+#OvkF!ZAwdg#Xo9p-W}G@-T|v)law<_zY$WwP+Ug^3$gCtKn&K_(IQ;jmL@Hl@
zcgv7BjKNlHcl5Is+vI2xzDMHEr~Fu2x0JAtvJgs?Pwy<3nH_j}W+;I^L_)tDM+KJ=
z4$5n=0%cP_X4;M9!iflEK~iyJ&S62WN_YaGM724%UD1$z1s&2)KW|;))25~-Om`g|
zul1Kz^B$d8Q&iJzd(LS73-n=b%}k*}o1-*DBq!D~14IcDbVqH$9{j7Mo|FqkXofda
zhZq;@<f}R%DfXCq#7fSFDRPwVaFXKywL+g%ls5e&oL@omLV<x17#F8Fa`>tGSN$iX
zbSi?_2+dkA?q}=zr405C-nC8<rcF#2VNDWCT0}W-Z`NDv_YmD$gbNi6!=}mT=5q=^
z-DdS>&KU|;{Ps305W;3&ba_VaP21MH6Bjz{NcbrK-ZVdzrrZ;s<=HNuR>!^Pt)T%+
zVDa*WPQkft8Gx_s)Phop%JL0rTfc;;x)nntrcv7&%fDtXuEiW5o~NQTz^Bus>MKv5
zvR&pW{{9VE_4A<LX>9>F`0paa?8exuBVM{BOLqT(pZ01y?_WoHnZhLW<sm8M>D~zU
zp@9OFi!`YS1$cYUMVk&?tR;u5k+PFVO9VyKwIPfg>twg@+PM3J3<`U?9Km>FmtS@|
z-aLw@*t<gEClgWq<x3a1yv6pKB}5h-T7(ZP)V2EjcE7jjd8F4ew$}%_3{y`QR1ec)
ziBD*h@7l#e&23K<^pj~vhDOI@jTUrBGgccdi_o(Rd*f_XT(FVN=peGei(_ZE=*#;q
z)Ie|%@+mqPO_J%~sK#p46r?RD!AbkQB(5To8;<5b=RYY06I@EaQ)$a3^5dx?)E|Kh
zI3yc};CwFWD~1$YRP|7S;m0~1ts}w<(Ru4d>OV4;c&+Jzt=Y+MQ|w&$d6JR+a?h+`
z&R9Pd4nW^se9k(40lcez;75D~5OP(~nERhil`H@YeXDsfVup{l-@s3ELrPXLg5|!Q
zu~3LXL!{tJ0e!@<`spZm%%+J#bq$y@jV5o7Buh|DPOXlF)+3E*=pkWB`-Xn?9{P+3
zY51jp<UfsMQF<eRsJ9^V{Y>TB0FnPZWeW}AJ1(*rCe8PE;pzya68ch%?vlL(QfN1k
zSV_M;q@>VhOylI87O-#%q|y60BMb7!NTtyF$dK`h+cU{n5b!9``p|5?h%x3&FcITU
z2T5StN?Ax%kkPqIZ`hi<Nm<k6BYlfvL5n8Crx|5IC6$TSLxa&3DjtO(<3<Ta<~yFR
zy|spwT-hUWRk87k6JcDx-gufy(w~uW@qzrRxeD0iOj4?Ew#Eak$)haigM6FNnDTqf
zk%id#LVlH2a0rI#s4-~f_XIngtGulwJ1HL)`vE}(+N3LCIlSCEU*qIgcA&+0r*JM$
z1l1RWQSh9O`mhF4L5gKO3G=2@BwlD((U$$v&e*jY&q!(Z_KH~VwT58f0$X$E)~|4a
zslqbg5>+Y10InyA*iK|sEnriWJHhaT?vt0?O!9rEcoc@tjMLgTCicA)O~rTc-yfM&
z6&TTxMv>(*0ZDts>EMvz2&OQV(K<4l!!?@v<gyLt%8OLC7ULRR6@Zi9a9vDH5P9<7
z4=R6wf+m}T>t;H3ZHiBsHgH-DRf+^3cBeIz=$5e7mtC7y!Or>FwyNaZQcAhKvbt2u
z#cc<FipfpAqp9d3g@hKG;+uc(`=hAaV0ufs^D=tCN&D~Tk!kps1fy0Q`2F-qMHc5T
zD*cdF+CdMK{$tjK4kB<MA)INuu~$=iKbd!wK;hnX(r+r{_+GqJxu|{C65hcES+&z0
zbmnlVN(eVw^=2v)THklaUUTfsRhM)C5qR_6wp|jjvhA%qK!VzW_u61iAPAVU=qsd`
zj&9dKDV|O$>ChSfe|PRL<k1Dh57t4+Ir#Js6c^Iv=M3_S@@C7(W{3&Wv4Cqm;^!}`
z9(9)x5_xu7|5S0hSHfb!p&jfMa#zjhjgJngT1}1dmG--0mBr2oJ;3w7S}6hs5t9dt
zGif86cKXgp9rMxQ#A+1+h{T)06(3t?l&ql+;M5``;Z-rk_di6vX|)VxPO-gRnE!+`
z)A-+aWohUWQd8bHFGE-|<}Fux4BnITr}Nd#_E(wHahg`PgYH4%I&9|tWT|`m@m?eh
z<gpRlwN9aqMIxG8ieNG)Y^|$%M>cdaqke>`3<fCZrY)>L$_p&K@~x}_QZVn<Hj^N6
zoH|Y4v9u(IrTjtYQ<?;ZTU}WGllgnh4kmppB0V3*Qb${S<>AH;1XH>EPi&Mm>tolD
z?U&YK({lSv183e`uP;Yd7n{#p2A-7lN9&UI`7L~x6{WbK5R%2<Q@{5^QnD*2H0HE6
zFB&;8cm4V-ljVxlal+JZNzBc|T7+uvB!IJjZz#N(e>4<Yt~R6nLgo=FC_bbkitSoI
z%so{9=H<Ya^5|$Y%a!e>PNk=9q!#cu*BZ)<YX7ky_TF7Uw%I$6+Rwpk6d8h|HKBpy
zyP+j}gk9~(7C|4a)Iyh}z#t?qsPg_#n5Dx6O4C9T@W!+9FOfrtb#}K_e8yN81gR~i
z01Km{1aFX1O=~MMwFggd?6Iv(wmI<%#l$G^IA?sxYsfF9(j9~C?&Bwi9RV>Us2HjC
z<IBhz!TJ*Rc`QxVEz>*7z^TzVgZS&upCSlSD2E}S$>Sr^aPRW4U!J_&tqzvX_Wp2f
zdhQ*!pIbvB&6k(VWJpL10E@ES;*326@}O%PK7u=Wsvu`?!nPB-j1}KFRB9n)0$ZkI
zNM>d*F*a}P=o6F=f0f2%j^L1j+e6!iy7_~FS2veaRF~yPr3tOq99BxjI^+*2IvS(6
zem82gw;??qnrn=7Y3h7I*iIfg^jK!4=9y&Js-FYrD(Re{xWfrD>>?%7sr1E7u`a_E
z8;XN9QK8zmqtvgSW}5tQMHIXJ=3xIaL1b`LJ1KKv@<=+~<3~rAV_r-l%t+r!O^f!v
z-V@VjUPe5vnQ*|r$Bq+p0R3q}<X&XMADKbI?T*gLo~VK66cl5>j)Iw7>5!n-zIWk#
zldoyWp`sQMM@;mzgFX3nx{E?jNqW3q#bjQ+^M_q}l)>MjpIM5!s$6h@K>>GEl3GkJ
ziUn7UH2ZZR(U>#=w>`XJ5Y106&cuab@!l_TcBO)sbg9GRN&d|zW@o*$-8TOLq<O1L
z*ej|-as|gRllVgAuLVsKb}B`f1ewX*$@~3DWI6d4g1a|bQwxbTmgXi$02llAQ<XWv
zC>}NRZS^&1g<;!Q9q8y3t{vi)M(s~~cXu#0k424moY(|XE<qbegvMSrmw;d|!|!r|
z<xl1^jywuUqVPDd(_h9}6SJzgBxdGxv6^qRcuiRm1TpMoj@=bL9___2_paX#E#&Dq
zi}Q2Ma>IoAvRvmDPGMQ+R&d(tnfae1{;Xm3F<^xM0I5f+h>ZdfPnsd~{7HhrDX(Si
zp3MI^w*JV>M%Q}-pOmZKER#Mp;tO7)9P@`Cbl@r1Elydbm%H;`e?+X&EWB6(nCf)D
zusao3MfK(<lTR@SloE-=$?6^X8MWSQ^9(QeU3@VDmq)F+maUO3ac%d1^H3Ms!kX%I
zv^i<@S?iDcwNX%6)-HSTcVrQf><}|Nd5Yu+mJ`TfO$Bag5mySk+}zfrO~PGj+6&Lg
zo@;%ouEo6WsLl6}eihj(O)cfu0iAGJxYCw?X{{_j`~kbfh}Q@~*I<Y5vy4OqZ@m_F
zus$)cEozO=WT%tN4);G6eLadPO|tqA;7P|ezd}A8ItqRg4{49m*Yb>wBa<gw85KI&
zX*)!`?lg{*9Xhm%y?C)P@%C=KGj?4YHlorU5^eeU(Ph2<t9JYzjKcDS^Hp$)>gU<@
zI`^ZB#~dp^`vi+=orc!*sEB!)TOyA$(9`2pFa4CQU=hmH6lF2uYx1x^@rH^yor71a
z+3rxHR~7%#>owGNQzTh=ry7rPh%ZlHW8NR`3a1m<>&(l4c>Mvt3>4e2o~O^w73Fj&
zNqwdds|JpeC|+d3BPLX!sk6#A=)EqqOv&BcAG%x8Ok-y)NvyPU*!JJ<2Eo;{i+>jI
zlEO!Rr55MYgw8PXy=y#75^$W5$fg;^^9=duT2A+W<11d$At>1PH6HBlUn(*ln8hQF
zV%Xc3LzSxT+XHt{uZ*e6Rj%}^@9b+T0u|TSix$9Hqxr8VnMpGWMx#_ZfPkE=*tC#F
z0!dA-vmwYW28I5{xXQX`Jzw$Rf}jaI{;6hHEek_yY5NzN%v%sIpKJX)^G^byAwK_$
zsjm!cE9klnR;)O*NN_0b4#A2;aVSoqK=B~KrMMOi*5a-OihHp_aF^ol5L^rNrtkaR
z@7^DIa*{bSv&W9?*=sG!@9Ox`ZMu^)lXF9Re9mW^d@0S)R6}KJEN>Mmp>fc6JfcRI
z4^>5Qzj$!|W(OF0%Aq&*q(T->(eJINq{$!pjnQ{dM8x%UEkt~^xOLLV{wsH%?CwuG
z^vWa3?h8{Nlkqcc)EQIQp~9nb&ij7TG_I4s01wID$8TzFWLyZ2&xJMGYfIam2)xaf
zPM|#P=HiVR((2wWZ>t817^mYRQC;6`v$#>tXXN{;_>r0$f2Rjs-8bp6KgbU0akE-O
zqz6&Pfrvu!)bnOvz2qL@KN+!dJoUKInHDXfYL{V1iU|wc^h#esy_-GZhb#3TE$r7M
ziFn+fmRUJbrr((>GguMcuF?IEO6vc9#oW{U-=X>c0*t7zP^nQ-gE3Wi1Apko<7$X*
zc@-Dhj5WoYZnS8~_*7O~U&R&YR<yl(7^56vq5=&VgO;;0Jz9i+oQ}y|ujVQ-htozD
zAT{5z&NuVKL0b4N|0Kl?danuV`YC8G8(C5t%H(nh#ZxX&#d+I(SWr@7^3~HdKIvD3
ze%`6sh_;q-uwUjr@V919ArV37=r(zdt($DWmWt|Fc8CfA0FaN}TW+?v-5(6vT*a{6
zPB(Kb&5+@xzsGfeF-5h!TZdPss%_P8-(oQTsoiK?y{1jv$`(|nF;_bgpkw(Yco;8V
zIiUXP?hP9&ZDBFgd!<<LWpm-Bn~9wJ!v;=k*z|z6!(2#<1a_Kn#hc0sXuhk;@@G>O
z8Av7c+$*RG{B_~T_KcFZ6n=IqBti;T6a8twa^Mrt5O>;?Gy^e)m*g3N-QBoeu<(w+
zdyiAT*RL^G82?_mBBD}t`TZvvHa(@HaS24x?sd04)F$LrTq`<(7>g2wExO+v?6kK4
z?}z~+{jYd?f6b=$M_Ssm(){5fbG{{Mt68bMwOQO}46CDZZu$A+xwQ7%grCu+LV=%E
zr-1K1{11=C7{53Ly+>cpZ#m6<`U(jfPbP|2&u4n3k)n-~%d#x!p#jaonX=~_mzby)
ztJUIogMpuWY#Vpe9Cnl7(mF`}9?A}2FHtGh*(<QU8ofn)pxrx<d7{#Gl#Ni5V4~Qi
zM?w>P;P15-Q^5$Z=A&VHI#k}5J*xLcL;Hd6!_#kC4{V9Awsc^g;urOgX~NM^1@XL5
z3u)&u@>a$-c|`q7V$`l@KO0hac@F(~KbIGr2&T5~^%80<<(?Kn<<ow&k(n)*E`#WQ
zI2$n^0zZ~=&@1gF4OrP>B8@Y|8gjpKie8*xK6n@uQ+rk!-rDKNvETCbyxhwA3xMqM
z6MtvCxf|H|rrzC5?QKNiL7T_vOe4ItUH7W7;Wlnh#7#q>S@OGUBZ)?;R6kz=_^4#m
zUqSM9hFx*3f;ik)O+ju1{udA{jC*3#-?+e1@u}1+esT>LmvRIha?pC<9>ep4(EkHt
z`WAE9&PMqlD|S~L9}R~G27T&L+r%}Qv#ZLNkg`o!8aA(MgbUhmG#D1e77O~+*pci5
zyxEDP2m6M{ll(}R)+S;u`%1}ODR?$b@9!<6v=m?&bmD648$n+JQdk*4!cCjC56|~B
zf={gH#;Kj!uv(a*6%`8wqi5sl{Z?tW^4tC1sy#osKw<m<rU~rT4BVG38euG{Zh=I1
zAbX=)yu_nz+jBVn&P9@vG9i1o7{%nKN>Fnl#)$(A*EJ<bSH>8SjpW8cB`#(pNGR@A
zask!Kw?oiqjx}@)hUU^<3ni`yPLQwr;TL)|qd?jMf=%(2Y#2}*<B8KDW!c+%Iwp8X
z%rW>OZ+Qc|5Yo&DQE3enw{|+<R8Jv=LbQ7>L%l;LR%urc?sgP%&^K>3>^C!0)UP-6
z1_$*Q!<p;iz$}EtuNgqcL5kj&IyBj(wK4e`r1Dsb@};~`CFYeuhKv2&ngTx2VGs{c
zP)WXEm=s%F<=sBpwng@bvaVn?-4qU;<9P~(01uHL@j5xcH{|b{EE0qu^1T@H5z*m^
zO4OkickBwA<>U)R>G_9?BEY9~b4bu#Sko4=Kj)jvU*@0a<4B7c&stU+5l-U7c>E$0
z>L%xthFHq$6DUuwwIGwFAMR0=@m+Z^n7pXbs8BdKHu?NVlj4kc!MU-=tFOzjhK;dL
zZcv_>oDQX{ma9NxK@n15$`l8erjjZ#k5VD1WsF{=r&{6%4nt7pNsW?Q^|w(!sHlSN
za$EXK#WI-$W$;1GAV>QwF0Rd_5L83Tk%AFr5?_i&Lu`W?^&hfQ@g+n>2@z11ZhXKr
zDml;6YJO#$^bO@(*SXYaPn9US2y3yh1^Q}>JG{y_*5dFJ6Y2v3f~wc9<mx_EIr+<N
z>aFv#zo&n-YkrwoY++(pW~Fk-OT1JU>=(v6GtKX3hTXB1Y)(xl&#=Y2=D;^HMq-M9
zV2U{FT%%0F?@?I51SSl(cQZ;sMJ4WrLYg#8fNNDeSNc$N0pzdP*?{->@}%Mi>H0qe
zQkbo=LVAo|3<O>%+o33<SW1(LzD4GmA|#-k48;N_USLEpY&*`jNV%Yll)MEv1nQ7;
z<I9UMAOQjqlHP<rqL}dnnAvIM)ie{LG(>2olewYGJ1CL#80JXUmKgG1+>j{bHR<h8
z=rN!zd7+rn<QM=9Xaoa3BY-eLDuMe;l@?T;AH@w>OK~@FY?Qerv^HrNib^m^Y9qCM
zB_Bvf&pa`n{vvxOD3ggn5!6B>Pk<lKoPh7Kf05vmJ8uRLl4D$kMk`50;3}biQzM3g
zlJov~Ie;ZK+X-+x3^-UCO~&^fxLbRfh__B#h$1&;Dl_WA1nTiFD^A3mEgv(l>tZ`x
z<aC7jOev%=D>+O~l6Y|m($t27{2otl1k$sk>nxgWEem%vX~M>VHEQq~q4?_&s-e>r
z#mot==n0S*yK{@FY>6Pm3#$yO2#hNyXM1BgNg+NBD{r?#Ez&2PO-|2E0^Hd;>)y$H
z$SL>J39ZW3G8x2??!sSJkl9)f+OCjI9Avmw*-zNU1SZn&M<Ed_xLFZm!_hYl<49V6
zZYj^FwbD}=&{_n7&a{nv7Zvd4bw1tp;Lp#s2h8f|DH@ae1+Hi%&z#9{Kj`Nt-F(GL
z{ftL((OxUl<@s9Uy@qpXSt!2sR1XpjeDeFlfQzblarUWzV^ajRf+JO3zM0K$oEtQ)
z9#xQI9Cbl#OE1NbwL$b@`bI7f5O3>k3B0Z0H>|XI)PgRRZ4}3UqcV>$9N(F0`Y_Bo
z6B=ltzsyr<bB2UA8cu{+x-l-6wL-8R=_>C{2TWaH$QLVMj%UDBOt6YrPKCmMZsRXZ
zFQ;Z$%Wl%p4<SON9Ym?-PZRt!>FDXxvC+AIGD&a)omF(>u|U)62b|6h-<`KTsaUgD
z7+&NHA8w_b33=LlPKu|iwAo1CFx;;cd}z-5TwJS!fg{`v=uB`OdKA4Tu~g3`@mcI|
zw(9$ZGY9!nJqMczw@bMuhq==XSh$QA@8~!`&L%8>beGw*Efx(?JT>}GS-UD{h|oXr
z#Gb{$X3bH%`@LyMCjXlplM+w2I$UwXRMbE9TQMt^;Wq(F-cB*=E;a*Sy$ZjG&L%A}
zzi02>dro^r1?OebZfeWpuVuqUkJFY*Uq9o%_cXM*i+*B!*j#LyYQ;#OnCoYpL;pG+
z{qa(hvbg8r$N2#f3Xq1fUw&`BoCdl@lz!kSY7~=}hRg$3H8x;0-jx@^=|?pnSLhzB
zfjXayDAC%;6(`<1Oo?Xg<<hP>%fm?-?BX`as5s4S{>&2dyVcF<DyXWGL2aqX`-4WZ
z0^b{d=()`%X?<qv(1zjYc`N|?6&C=wWGEa<tUVMo#p&oUEt$b?7bd{HyGi49PbT(<
z1wO9#@83%t@4oJ6;InRpcsf5hz|mKeR=*rMiB2rq*=5fiOyNnlut`%22-E`G<ZIUX
z;tvbvTu{hfyQ@;rfkluyN3ARDi_^55wu|Jl<_@Xm1*$mW#ZFspzjyenl$!!>C<f@V
z;0Zf@Lh;d&Hcd=S>8@|WJDCzzDC7@X({A11H1Lx|d~0v09_W&hmP`sF#h=Wr-Q8wJ
zBTugLk|wRhHC_RlS8o9c?GSTS2@9GEG|X+>@DVjkQ)2?8S^&cGiHTztLL_9YG<)a-
zb!T`+I631%k8@dxf_fNRkr9yH3N2>%-0+tx-sm{0BdVoz%<*5$oEuBuOAg!slY<4+
zU7R7RN^errf={o_n05>NV*8=u<1%Xg=r2K8TDR504=^kpKXGjFbPwwhXd`FiV5!eG
z9*!K_xeXJUXQv_OH(EOaYCFN_5i=$<0KGQ@{c1Jq0Y6bbD6T|ADL6)?#m(~1N+=0V
zQ|}b0gzRni5TnyRJG#xoQ+<sSE-AUuDMN0VqZs*#`0pV%?Ph<e?-^2CG-!EUcT`HZ
zOL_g|7!sn<SbrQ_?T*3(h}mB#Z97;55Vl(5I~R=&le&EAEU}Q0Stk#1nZ`o5xDnpo
z!Z<Wl$x!ZP;;J0rTr$3ulRBp4^o-EG=rlU20^XfloKuZUcXLsWwf_YykMf9*5VkGj
za#xFqt$XUaxHs--%2Ck9fzLWMmYZCfI-DZkh~!UUGn!j8?tj0-N*3JHvH-}blA6I5
zLGx*Yb34Kp^AS!|?7l@+!GpX){U8!*;`eqC7V@ol+jak;L8wzR8;AbAUAY}Ad5_`r
z5tVcS^jx^+vdLa-L;aVanAJnf)H2J`o7IBnI{!Y1O1!1J__;gIDlHkP$Q+#-ZLTgT
zIgJ`A2yR-fIuE&e7QQ$;yf`x-ew+;4pc=8^aCfY19b3HDm-$AO$y4Yq!It7OGG#10
zwDX>d+s=3{P@=-)S!Hsz4#Q^m+j2qdxFkUNJcq!AQnx4nQ@>bb4t-X5j{fN;;+?Nx
z`QhigdlB%XC?!}s{GIcc=%eFT3lg!L2C!N1y6;d?Ms!t@&h3=qe2f`)lUW(*{J;~3
zedg9Wul6jlYu9eAc^;f>$~){z=nJ-IN!l&su@aAHzEz0lIPBL2V`h@Z2Ua8IQ~KDY
zxUW4Cb|t599=X_%TK{gF!;`D&;6473i8wp|Oo2-F?Q!2FU+V^A%ZO=a@(l|8mvI(n
zQlO5*h$sZ@pLLu~$<#e|5M+})3Km6iY2s8{ZswSsa7IlKC){g{gifi;v>^wGkEopG
zj(sEA?o)t*R<Y;v86o$6B(V~&or8Vj+qkitDblw9$eER%8AXJ*5b-yeAI~V{%-KG(
zb|=YjzYwygQaQLfpFIs)H_v;ogZzm;ThLG>b54HG76F+ZBQz=76Jf-XAvJ*#_9`Jj
zMQ?=HaUpT}-l)^rY71RwnlBFcFKCLtM2QtFX9XL5WPq32GUE}SM_`01fTDw-+)<oT
z^2mz2rKHSeMaWtaoF+OLV)^}pJ?KzUDrWrGHphbEAW2Y;9YV<n&^(5|h~0c6K<(Lm
zE_pI^(JHCgxs7nv)LgyuoN>CTGyw;^UZ%|Se<g8N1E+jdzWXHDns;;6bZU@RkHPS5
z+}_P!d*n}Ae0<4_b$p7|#6c)O#05b(7u(MnLwzsp1P2Tlp6wn`SO|;g<06<fI}H8;
zHqZ{-^sd{vDgvJ0czafND|6-lRGGMSr1n`~(aR4&^YI4>xs^UKY8&N10(R_=$ULrE
z0<6*RJgMMq)QfsHRCCBXezr`$eePp_0VA*h&NAGKc%N-OJ@Rb2O0Ofa&S-?+U``j|
zH^}~7u_@wDHKvb&_cc5o=&n!o=2HcZ)EVIE$f&O_3XBu<a|8!vYxYz1<YCP$(s(PQ
zuQ>Z`%4LTm{9Ay6AT7aeOg?D-=RNKJgCzY!CeZ_<8H(5O)uT~!)9Cr3psD}CB6&$E
z()Z8>sd5|=Htr`#O95$2O*RR?h1AHxxR0fVTt=>4xpVD4t#7+3S=VPt)LXg(r&TF7
z^w}$4Ex?5^Z1TV#Xx9dCt=!UEZBDL;=N8|u%P%L+OE6L+FBsW32$mOxOxt~{c4>FH
zqvkD|?>hNZA%eTGs?hDVqNll*<8V!tquRR^@2;)G{kDtZgmO+La`gbNF<BqOk9_Jg
zv&=xbwW@}qFlbShb3oFdJHE~P_W0^6{FY~Cr>tlkS7yy5M`)(R#@>&&afTQkP_+?r
zq0>$xwIMsIO6Gk^<^LEw*AP@W9fLIJ);eYiSFkAFI_dqCfkN@nN7Y+Qlxqu2OyG$D
z>#2apVh#>N6uwKVB?d<2T5D?C*dCK1W<?BVRdtKt5=wVT=wU+q_w@##x%(9>A2ImB
zIwTWfb8bBKx>;LQW9w+ZnQzpm15dqkKB-{#(*A0*wvMmeZ<fg~3r9klr;mFlVGNzU
zKBq%1pDJDzC~JXos?zd{m1CM8$H?mE^$`f6Scg*!QP)G0qCkI{<MVrNsTBV5!7Ipf
z)>+tD-!Q<CPH5PNqanSlZc=s+(hpUKGFWpyis`D9U9FE}tkEx0ot14s^%?EATr6Wm
zP#vUAc;YTKI8#N*Z_+$Jvc$7cJoa!V-r2_=mTg-Kg+IIlwM|GQ1n5ql2w`DY3KeRM
z4KB<BVTn|1Q6}GKQ}?WnPw7B~HUoEe%ySP9Oa4-&`DIW{`G>E^Z1q=Hufn&4F+$J-
z@7bxbJtAJlS_!~;VM+0dW(eqH{#rK!->-$-lqC6$!<M)K)~W$`_b&3Ao-Rm{63)0R
ze{u3ajF<nw5`{FAn)ZV-_f$GgIR6zjgO)7DwuI761DD#MEHnMcF)8VcsCOmb^6wQI
zR0~Zu9$lA$h82#<IpKJO8lEJw{GWTbyNaV9!D3&^V#iP@<yn0P#Wjg2hj{&@7yNGL
zcv@T)Dz1(T`_~e}W%!G_V#P_&cKQpVD`#59fViNcj;N|Q(}O#-5(?KlR$tJ^x_WN!
zNJF*9M(m-jTc?eEYmnm9vVlN#q%C+-h<}P-Mho}B<+#O7uq8$3-M2ven~>};0+3>d
z`l{G<${*Ux1fb4ntCGaNO)_lKt@YN-x;C6=;Dv|PlTwF`*)l+Z`xR4+k+xfdicKEO
zR}f`c4TUUg?0rU*UB<!p!qDsob(}NN6s+JF&u?9@99}==y^SYcJ!+;*1TPs*dOGgP
z@%y3oFBJrYIZ@DHG|<L?FgLgB%m8P<NnVBC3MG1HcMD0^(&LSs7)dN2!K`2Ild+G%
z0cYVkQ(n99Cn*Gf?dW!O-Fn*bM$_npJ>05<utUCIiyJAXMf(8jH1dM-rI{O}_J*q-
zj!+=<ty@U)!kH|Q2a6TWN$C1YTdwUE`YJRlO&GnKzcf+ySQ$NT=o5*B8U}rSy)CYd
z^I_1UMT=d+<g9Gurbe+)H*q0`Jo0-2DOdRy`_Ksf7cUMRDe_U=8e@khv78ukBXJT#
zH4);FB3K{a?Xga+9Zo9jLCcGU(U&W21&boxClc|XM6Q&Rmza1uuQZqwG)NJwN0^Ez
zEevgzeo$i#j40YSzXevwK~^>jc(qv@8&$XX=if*meS6QdUHcPt)l3H6ht<ucyXQ;^
zI=GKp!5OH@c)`lt8Q5U$bFenfZcd0NiOf2qkVU98h5TXHkvAi1>V-1KOL~NCfZ(MH
zCeCguGTIdeOg7o<G?XZRktg<MC~ph9AUC%0(0bE$DXke|A^NCX-!j+d*d$S|eH<gu
zvYdl9zMXEn<F708r6_sl*VP#{8i(@x;+nj~dVzw3Go=PC(Gyoo_HnoAmU9VK9JjuL
zHeAv8;C&#Oy(3x;bf}9d8Qp@S-iw8%Ex#l#Jtd)ETw^j`lK+;$07LvY*?xHv+f|%z
zsS`sR^RBlG3$00Dp;lj-9jNuqMoh==v)%8c6XfJC25>?gyqExkvXiZ*+<{%nJv8yc
zWXwn&iOJJZE-OT9rMZGqd7~^0jQvxa+(9mNpy^RkQYn5^bEHsn{Jl_Xv%m={S81dT
zR2zs6X^$2SK^UM1V=}Q8H6O*VU_S=Uj8n0D2$Zjb>LrD0ZHehIAb=7aTi}q(|IY`F
z&)g;DC7YZyinK*bsHF_hG8Qeu>0$Ds0TssC^dmU^H7Ht$gGSl^u+V>#3eYLMXQW1r
zdDtfzU?6BUSRuf`Uyo!=fNJp3doD0hpk5|f;s@muYOM?u(rBxR6tL7L&$}@rDY3{g
zgdwZ5GYB)bS*D<H0;i}1)v|&VJsAjCEta(94+6c>M0(u`^U`svzDcF9lJRo;Fn?1v
zr-`A-NFLSUnd#cM0_$(YP-WXXc;vxl=zo=q2oV`EH0gDO;!k;upX*|mpZiyz$JW4O
zP(T(O11r7Vu1(1EhzLnH{hAC)?7(XI+MIJol}nHePttY9)7#lhH{*}d#dgZ2hcw=n
ziJ8H#4QiJ^wk#Et$D`2WI%)WXSs7?6D=D)ez&Wd!Xk3^~>8N>G6NuY&ATcy0K}#96
zg`r4<Ay=h^4wTpir5{8_xcnJm7#PWEuFABG%L%V#(|j4(@|CuOiPS4Y>(`iad`vZ8
z1S^wC6%x9}K&0Kf8p(t+VmMM2Gk1NAyW=@_DX!zYI9nffZ;Z5^H!{Ln(s0S3g$Y)l
z3@XYHv11X8ug~5#U{!&>w+&(>CKDI(CuWMnsC(HamUU(9TjcolSoPU#r5Hz30z>BA
znbOmG#~QBNSs;~<R=sXNG^FLb*%M_?Xii5*L0xCqN`38UpWE~g)(qj)sbA|=P$;zA
z`8&;1FMxA`2R$C2Rtn1tgRagoRWh)Z*t^7Dda*QAH_s~f8-WQ^6<&Rc8l6IEM;bf4
z`w-@d@1fwgabyJc%+MvWX%MJ(6UhB~IZWeKKGgOaWjegmL<WN*iD%5Gq^kb9X^~!9
z&-;5}9LiD8dBum-3JxG9N#8F8MpY#wn7p&|s+|c&lUO{Cg5f}K4kO4n;Xn!U7m$Ee
zReY_)F!riV#}(?q1$M3%FVSZQiucaM<mVF1&M1>x`d*6xEUR47z`QQo>GU7=^>!!8
zAEInHez=`7+5=CW$ygcL>){W|6<KV?Kmougm}6|4X!aA8(3p~hH4EtiNmJ9De%0$~
zB|W#wq9&g0UViD~k3NLBYmENAw}(rN=|{cpjMtn3Xjio$U}~GQv*0qP*2d4O^39y+
z)8w1}rLBq=uh#in0^5-W?8LSPiIgj5QD=lO$ux-yAY+a7cO=M#o8qm<MRV%nx-un*
z9X>@km{Gc7f1*e^T3$=BOU;!9mkf(0U2rJO`Lor8h=7_z1?Jg`&cKNp=Q%TB3jQz*
zs_cVQ7mW^Bp<O=9>|apqW|ShG+5d<`s%Bw1;m}W%?0{U(H<2tS^16badi|}9y|7_A
zSN~2?;9<;_Q8YPe`ZSZ<a<&nB+DpFYrD92Yn#VMG2Xa!fI2HZPg-Djo3EaR!40_mZ
zj|b^<4AU=P4ja8zC>^8(lUJI^=orn+;@vQn8u3Ksl})Go%3}imBy}nA7S(=?l>jP{
z66Ql7qYnf9AxmXU0RiDLu5BJ6t770->}0zBz(TVGtM9i-CN&}%-34N|3ElTeY_hfZ
z{rp)26qy`pM0zqRM810mHh<>%^9w7B<3vlB=z;zoEiD5>9<}AQHH(LPsRl0=yhX4#
zTH!3CvsQzhczGMcb>S98S*j0yN$NoJ0%v0()}^{Q21`9_ql$Mf(FeS+JIP)NdwQzT
zF$Ml|a_>*g+6pKkpWIGfiuB`p=x=Xs4dbq`4|ANX*zLf}J~7cW6j_whpKeW9`ih$!
z*I&}wI$aDbviyPyT)09a=zLPXp`MIO99PrFlf_*f8`awlcQit)M3u`2^0G~S!-$fe
zh+E#2iO;A)B^8!i+T+wUd`bxy9j{F`O7o-j2K+rmT0A>JJxS^+j5vHOrcY{SUE|!M
zoB`A4CpnU=*%FofKoakAbX+Tjpr04qlF=8cRo!}qM(n-Kfv2UH66+mGi|wQF!G~Yf
zWUDQBwmKg<DcSRyaZt<~kssF1p2^pTxkkO#G~0HP&cc-J^O~CW3wqDnmR;5REUTuX
zj`lLBN*PeLUls3ZSQMt}5hYBA#gs89j4!gSc+Xn*BpgBwg9S-#B(8nrUl7|fii9uV
zccJxa-j#exLdRLrpYePi0m7UssRUmTB<)g;%0JTem2dSp#3g@|<&`(Zi>GrfxDnz>
z3u9R{fv%pH>{f~ymk@e5>Cw~UOrd-U@lJSq*Y0FJBiXh*Zg91>u*=%U=jkpsAZfLn
z0$I?N;k>tKmtL^3%Brz!IYANE)phSu#-=x$@=3XILhp_OYYnRHX9HYz6?6%H_Zs5y
zt52ydC;_1A!8DgaL9N>KkT|t&pt`+C(`HU&!ymh~QK{7a$>ZSEfiYKUt%4B8AvZo?
z(p#dhkY*W=iv_g_CB<)*mS9K(O}Ytdk%({9K`paUDb$C~Wq?sqZCnFoBp*W%1YXX|
z7r%Namx^$J0yK+#DeBbJbx<vw!~^(;Bgc?Yp|0^57}jhPl;3{QuD4Rwl!d`I^-uu<
zKdqrx>KL%)v%a6)BHDF#TzrS$>|a`}J>ZIMk8}M#Ir!bQbpm3g=`QM93Ys)tQ@`>0
zwz>IvM_a_fZJlyBElH@1{y<=FSn~bq^`BUM5mEzFmilF|kZ=c9ob7WwRe|5UPI&$j
zcAmp5|M!Ve1x?_L&nidVWTpcBCr_y<^0oBivuog2t9G6hx7Moo_zWED?98E+g?ZvR
zk%9?S(MXgIFR)&I8_fpm814qdsoIaT6l%d2qc-zGs>`@FDGq$?DG#&ABO&5*MsaWW
zX_>Ng_db6|_hU(E8-|?y;=5ojOQ+hSC%w|$@i>d@!YbHgD^<o9u^f`dzWy4D51bwr
z*oa%1m<pdl;WDE{g*zxG`e0dGhq>8wM+*~GrjTIsB#pdH2cwc;s{Uar;lm$VcTtc~
zKiqxcNOHf5E<0bu?vT}O>|QV)cscS&%=TTCA3;}OhZ_^$!ZM21>^$bZ!~gp$3`#zk
z?aQTyS<w_V=vy<FS+j*pORL&0Wm~0-pBT#}e9LT|ep|G>v|XFtih!h4&`U5wBiKpk
zqN9~t_<7FjM&Uger7R7v79;81;&?<Vg+)y<HHMI-QUASbqd<WTKV>jUSqExU<FbOi
zVrIF>uhM+Jqo?)J=xB&t)-#s;1#rHj2?`F!$~Lj{=uY9eKSUEWFJPMa4m*+8kWt2R
z^MH*v2*~obkxk*^t>%eWS$v_waQ+<}2vz3Qq%jg2U=daZ_p$W)CkTZWi;o`FN(R#j
zY6!#Zm{78Z5o$qD^70nWCV-Js;dPYcs${`?4;Z+#)i^J&7;KsH`xdvz?MCLEeeT8s
z!C%0qCGLlk&#9(n-tg8eJua|#^Pj(f-iB!xPt&6Vj{`=(j|Le<mp(h4=AF8o41GGW
zR{TZ1v-ANz-WMXLT+S;n*4ld-M{cv-olOfNw`-0WORv;|=EfnU>$Sr$O{ZeFnrTgL
zN=Q2qT-}BKiEa;#rW@xvvmS(`aG=+6IPgOBlZ{h2!bR0{WA(?Fa&~v;*@-=|p+U1Y
zHL)hn4E3CJmuM$f$h_9E%WdcktjE?=$ul!as_4Stkowe5r0(30tWMJn2;9LvbqQXR
zV|-Ua@WUx7CI|J;Weog>pSxHUZ#1j7i~;6w(DokZylS^MWWF~fBh_U?M~JQd_Qi}U
zH~F^kQb`~tw_JHucJd#B2lzen%-PqSII<TfZxpV3gv-~6FVu-L%Er3TyZvAAsuOH2
zxwciJRt}7Fr(1kc6Ma(#CcZ{jdJw^*@p;r9w?#cUH<b4t!C(Fqd5r7wn6mbA_)rCj
z$w{BJ?a?ZQK!+bfDsh(GFhtwJvn5KswM)o%*pLWnqA25O7rrljC&J)GeCd7Cls@Cg
z4_;w%nIWjr@r)xY`VQGGqQi{a$n_~Qf^l-sTY>f(1=9v@YC^s-vIEC9z?He5S!sQd
zwvQeB`xJkyRlQeE9hKAA4fMAe9Hu<Qmh;;*RNJ`vA+vV4(04K{Ve+2y?YwYm49cWc
zgyqI($p+)E^ey7aB%p95p0;Hl-_#+xK~jd;6JLx0h$79S-nV-;IQiz%XjpfB3i<lj
zJKmQ+5E4sedf-P=&0DKaUg~kjO-;PndOjouq?5Gd#(vTB4Q<|Tmxfcvz50GcvDO?(
zd2NjRZ&F})hX-C(&#emrAYS=-K^q2$zs<MC6Uj;a1+UsuJ(swzjVULItIZH+o{^Lv
zo2wKB?JC4$kq_F2h77o{a-p8#`Lh)?KnX#82i(OQGN#t+6nr5%W-6AmG``e1?Xp*O
zw=aLj33vb1ON>-G#ZMWR7?Xc|5wAOBpZt~aoKS+(V15=0{5tpr(W(yN<T;yXcLGLf
zru-d_btjVFUjV}~jHxpIaER+r#Yhfx`kN<<C=-tWC_0$Q{RvVi;mv666@9Nj*;xB~
zf${(h&R=$n_nBH`HIEO?PZjd1`K6HBi(QuU`VGjauCHoL#3GH!;paEzsPfJ7ha@Py
ztp#M7(R7kmP@2C=)OotI+xpISWk+0BX=Q3ey^F29<kq7M*FP_?P1t3*#ieg<IEk!1
z^Us-&b<s0nI3x|@kRbs6qda@w`t+`9_d@Nm-v3v{UqH9BXIAw}MT;l@wJXZTVL~ls
zzS8PBrR^9*<WC^>iRH=H!8^a@wid&^WhwGcHirP6P^T~_Uk@-B*^Lxd<NMPTHsV1t
zMTm2Dk4*SLxT5?@Vzaxf4z93I$#MaUg9sKV1eaDHzht6KNB9pba^l-3KHIThtV~;|
zB!YZpx$$U36v*CX{IFRG#UJ|$F}cVZSfznI`V_e@2K7||FAgj$6Ou`^5<{hEf|NM7
z<HhJa8CXH9gL*F)1%<lvw1<BpH+%KgYy{mhNHO&hHAxc)>k!EP3ph|#!Wfj2Ena?W
z)bb`%3!UzUI2+%_|AHF#mX+NUHmbh<{;=b%A12F115*@b#;?_DIT|{xDz3O$x3AB&
zr5TrDmcdfF2#$#e_cyq9Y$9bE9Ox1J^`W`i=KYDGg+arZ=15n{=$6@$Fvhn_gDmaQ
zisFR9D46eP#9RTpt_h`HKX+|6uP`XDYU7RLVxP-3u_LQK#K1-MkEgXW`KS$6lq=Ka
zVFbQSC;>hnnZjSd0T{XA_6<V_2KOw4<Q}E+uwdmK`2<)9#YC%j`R%D5DDxC;(&#Us
zCX8x90SAp(=ZC`pY~-3%TG%krl1#Ilfm2k0CPm{B8EHjft!zk_!n?piB@=)V{7r=_
zu{3r<4AneVJv9761@lL4vIql8XztG2{$7@EK;vTzOStP7BozJMjEn~uXF(jc3}rk`
zDsRF3`%<|vFX@oT0m+0~!H6CGnEW0zdL%*(DRX9q0u)+gsBv;sFEh~yqYzYSJ9$;P
zi#t%chfzuvu4qoh8$`?O+QY%bJl+A2Mg~o(z0JUqC!i_iCx}zLVSO_w`&M%|*x`2s
zgY3&9I?${jgRB?5)XQW+PN_mZuq~M4&DelLd;U>&lq9h~cQmiGG``evASG0puSGWM
zhZ6He<b@pXc}(${Hk|BTJH7@(p}PtTnlkaco5D=-JutMfjouA#si>@^LEHN=VWZY9
z7D_pZ!l|mri@|bRY#L0lsDDZq$Z~I#7y~Y_3<()Usp(XyEeysO*v@0hOZv)8_4~fc
z7k2YOuKdwll?-krsR&r8dJc1Yv%&L0mBf)DxdCTHOGrssfAjE92pAz+$Vtv9Db0g)
zFEO~U>%JRo@7QCg6n-L6w!bk^YHl83i)$aqK@-wUOJ<;k)czogyri+U+RsNOZnSY~
zSldKFsLbn3KqI{yd5LfV0AvwB3mPSa&Q7$_ZV=~o)WA4D!eK(3#z>6#5=&Q-_b-$~
zB32|8p{e$mYFkYfWZ^yG>)5}Dd|xP=gDQ>s0`p8pgg&Pm_33BUb;_C6TTG}e1%=C|
z8Ua<qBMH0w(n3WQZ@&@8P~KFqJa7N;Y}*$1jpnQp(F+r`<A$F!5IrE9ZTMjCtD|?0
zNXhjh@qlZTfDRtFX-1g_JRKY+N_nAo)<cGuNp=Mg=S=~3IkKSHms|iLja!_DN+II2
z1`d)rJKOYqE2egH3gme(k)SE=ci)fA!(ym7&H)}qNBDTUY}!*oB#WgLRhq+AG5hS4
zm;EE0=NS85;Ao6``GW=epy96<)6n`yT{q`VJNtnAM$u0_+(thUc#A<gTO(}jbn(pQ
zr1ckCs?$!On-#49R*Qy+G{JB{Z&HrIQs#Fu(2wt4<?Bb)gv(&Gz8;^5mcl!0D}$_*
zr>K2f^mI)YhB6%}6mF}KF4MAuY@Gj2Iv|y}>6(>d=6i-Ge{iP90fR$6y<X=#a-TLU
z{i0=)Z!*%`#Ii`rQO#zWTjbg3>8T3KMVQ|EA%<TTS>^<!ienQCP%ubx_0_tA*aUDI
zP$T=bvotNNd*hG~-agB;+a31vqzpK?nrRNN?;=3(3Fch{^X`LRWP7PA;*qo9Q+dGY
zT!$8Zx}i~eR*~3uNsv(J8e=*g>0_d&!G6)fg><Ec904OQ2rU1YoJA1}9Y#)9%}aGi
zxVvE*ROL_|<H62a$NJ{gKbvh|u|S5(pIme`F&t@#Z3$Ljl<S*&qbvU~B>zIKJBdPm
zjPh+q{&=30qGY<0I!$!B>EY`EZ+=4MM;LsMuP%VAY?!Q?(_q!=yIH(UME%CB{@Jg$
zpJ@xNxfy0YV-tC8MmJZvCrmG}eu6OcQpW4-xS5V{czTr?xc!8^<ZJhTsd;IyuIF8?
zSK4!a?rC*#<g&**teQqN4^w|Tm&Pxu;J|lju)AX1-#NKM(B6au%P-pe^QD3d&z|zi
z*(VkjudBh3;OcF{DUqYE+5%SX5a<%fz0H-RNbpYHZsOoc_?;nE=!}~<wh}UEzNF3P
z4Js0B%=LE<h!A_EyP1E#_N!iJ#QDKsxF$Q0Q+}uVgme9{b<yzS`a2GWd%{|Tw#6UG
zA{YOvG%{0ay);jba#M!1cRW3~a1X@`Yzafg%5W+(ghKuIQ?00~k^n895|O*oROXS{
zS~a7DRnv<$c*a|k1oD-15gNd*Cb!wvAdjvIj!@~T2||0<Db#+(BktGsXzU0ea3~`F
zs}a={yg^_kThA~<s=rrNdC&7?V8(m<uFC#Sa{gy=-1-8>%wl)~dJvks*a&h(Sha=)
z<IE|_t@7P-?bFZJzW~JcqGucIp*7(6yiZO#VH>*XDWVD^PNLQ=jHgDkP<OCb5<q7F
z+G0MWVdT+<ppXK%s=Y*Y!e6|$yx7goHDiaY%oN*Uyu_jOt`PI1=|RHE=R43}H^#+^
zyfd9{JiMEFNh#(#%~j~@DVBeri>5Q-Si02}CYt^8^$E>{x@i>OlqK*bGjEsCXrcF&
ztSQf^*Gvx(6deI^#<v}>*R^z2A*!7+^h-*b859dj*bZ9%QYULQYM07j>4=)3E**v^
z(fC%JA#3LCPPUTwF_C%Or3w-iJ`={$NvN0nN)Q7L6R;COGQemH{vu9~u4wRxd}(Pk
zuqK4J*}?Ue2OJo%gV09Yz#e?4d=mZ{zfXPCIZ1Uu^a+ZQ`6N*$=~K~WG+Y)lIiOMi
zcDq0g&=q{V<t@hn{W5zx&=LHybG=Kt8@wj3Fr`Yv_{+WLqOHxL&Hqi6_Am2tmi+IZ
zx?WRNQk11;4?2NVq#55qcoSq#b(C>Gz)kAHo0%diHF@=O1^D<K8DN@s9B6)8=|Ktv
z_%+{gQ%-h~wkLOMJ{M&RJr*K1=gu$g_PqZBg6<F^mEH4;=_+CLmIY;I&(jpJas`ew
zgx)wj_*MK55^>9(;+C5XeisA<*=I|0)YEaTj@YajN3bFQ>B2;!E{D^vt-7gT%I&LL
zvwyod?^ETRCy+~B8R$MU6C1H$w|(tORyf}RK<bogpltm>TkyRkPS4JfUyR!w61|P{
zXzhobpPx4=rS!{j343{8)VOxD@8T~&`{;aYcgVLgbpe3y4`WF?Ryu&|yg%}DBW(RN
zcHX#<#F`Q5<W4m6)ppO9-l=?3a7NGb4%l?sJJPA$YwB{LM=^EqJ+3VGAhFry5}RM=
zAtTKAs<Jp;o54{8TxBkG*tV>-6<0C1H%|2quKyT}P)Hy<3LDt?;5-^?vZ~KU7j#F{
zaI!67uCHTc>9~-(Sl((^TDD1Bi*eSUAVMgTLN&_cCd7K{PKr*2#Bt(WYjjX|q{^nW
zwpsL)o~})vDvNC*jX&166jN;aAOyGFwm$BBsO&T59#=EZ<nQ+om$=q{rfzKaDVF!m
z$=NI&c`->83*lQuQo}OTbFDUeDkkyP>~(ukiq3z(brPE*(6jg;`1+^Ks(=~5lR2IL
zP;znx!72c$K>*>1!2%AaQUp!&-lznDMcVqTcFbF4arzxD3Db?l>2@p}-9N_WJX7$d
zn-)-*qm>6o<#dt=V$}wyQ1TrIb#bQo7DdpB6Wh3pP=oogP-5Y+8^;VHh4^n9H(y0<
z7B>HQsZK@xM<%@#Yj;l71X>l6u_b<G29aQ9sacN<*-S<zmC7VOoxvnMSCjkMhh%n_
z4@g4__Ja;kzAp(p!5?HhP2(wEkvk%Ut9xyO=J>WVy>8#1_3WiN7#W&9CU4Yekd<FT
z$Z5@~>K)mnEpuO0Sh~R(FG06S;>*jMb$*hXLWJj;O?H`)EK64w1qxD)M1z&vnVBhD
z?jlxPj<<eme*sk0>O6CMrL>)lS)1iIS|RKq?_&eUd3B$3Wo*l=N?ook%w3kcU0WA#
zS7P$LbD-`uUjcSZ)u|-=cM`iM^D}BCX(wCN>AKA6KG9!7Ha&ot0C20GHMbldZvSpa
z6;$E%V9?+yc2*-MZOKFzq(Vgv19dB>#f=jHO*XJ7EJ^sOzf|QAGP-Kta!vMmJU&9N
zpmP`8pl0uzFReL%c|ch#WG)Ly3%>4N2dC3`(Q_^rv%bMWpX*sp`EsJ!cl*iEQ9a?+
z?fA6?*mLl(<qId#&<0iN&K~OZirroQd%b1(VoWmpDbYW3AGbi7YPOqUL0gWdsMWa#
z!k_1<bKJMwfol*+s@yLj=INi3%JyUwpx<z!^Od<T`7A#3l9k+*rf3Wd<P&s!jctwM
zq}VW-T0xx&+7xQITcUUJGHE&JZZ6ErPc0R`o%nSlrex80S3z3F$-f2g965WA1~%@0
zpiMGP&vaE(O~*8Z;Aq3zldW5sR#=Kko7(oXsisSXu&RXj96?Sz?IICs7+PEYs|4Y?
zA@M}Xb<Q0^iv+{*uR=}wM%jP;g5AaTd|fDb$pz_^+Ex2)kmy-u`(XG=3`T~r+p4Kf
zmEI~6c!u`co-K`FdKx-p#!7ip_rsukDa;Wv?#;H6RQJN=LR)N@%DsQ^_qr>Rh{iW9
zgAZ$(A+OXZV#j-#9R;U*uV=@}m-f$dzMqdTziOTCZ9JsG-XbBqoTu4=8_XL!CCIF{
zz8BB+<pgioow$b=M`Mo9n=##2N=I*D2~K@5mBId)fd_u^;&DdUF-d21MGN<Q+mf%$
zuu8Jz^kh<(+p_0T_?{%YZsw~U%OT`g7zJ){Pm+Q^uKp$}-_MB>$o)PoOnCR&Jn=i9
zXl+trur(pzLi|;KYjoV+J2GwjlsGc`aD<Y!#C7*Icl#h%{LyPH*x&p~_ad&LC)3HQ
zQ+BS=Lra$^M4j(Uz4?MobuZ~+x4niPqCK3izXpum-w1xy8~R74ec>A=`<SB@k$0`S
z4Icfdoz;fPO-?gW$2FHdy(Op1a7_-)kCZx?$@>GPF3w)E97}7n;<_k~Woh&5#<f)&
zfc)+Nx8c_GsIDfT&Uq8ra2NKTXs5WExA<84Q3TNFC-8?s>4uf+kd57&egmRfBkF55
zRma%M{COf7!#$BMTorC4dUE-<^ON$sJ-<VgdgZxaM-75+P2+(XGZ3+ZGEX8M?NK>;
z6R}=eZ?FJvGh6P;mrDN}-q-blYDc(aYfP@M#9}DLVR0O<x(jPU2WiACm{8c17JH8Z
z2zjG}Qw^ho`5T4Pjn(9N0VeRz?^?W?g)gp-Tr9YEw#NeGUq__ht{&tPj==<J++xDB
z6v|iE3gMN3RC%y%k^r2gPkDJ^vl?SVQKS>_r?4tgVEEt|PbTl0;BR<YrXmb_dhV+B
zxtda)bm-94{N|2#c(*hFjrK3V!9~|)Nv;u+BLrkef2FdzRzaC_y7u^f`pmm+>HB*%
zCLzpU5Zx(3<{#L#D&3$Khaaz%{OPtd**p=Cc<7rQr&I!W-lUHwu`O-7J&=bx&1K%1
z6U|v&wg|oC#T@o&^m3JqgscR!ZHB~J+6dHzz0f~FLyo=vGw1{lKUqlVowt#u&fa>T
z%o5yJpz=G28Usa%u^8osF(Bj$^sPQb5oWHelqlCyFZ`iJb>u;EQPRSI9vL+$6<|s<
ze=Z_gS){z+FqzN?!6Z2usw4wN3XMpvP50yt6MRv&<#ZIkS-A?K?>MYY{?v-}a0ol1
z_K_v0i$!~@(Sx3j1qdcRj7&zothGG=Z>PHq<&`Yk(zrw$V1M|-`WH}l0+00!wG4}H
zo4&0&H550K_nX@bG>UGayfJ5$Mt;%;l4z^))&G!8FL&QuT$jj!j2tlEEvzjtTz<27
zukB;E0%>~f(*VF*VD2Q>K#9Af29cyl<1}=}+MqwPbhhe5RtxUN9vb~A`j{Z&IMA^q
z`KxJL^UF&0qxNSxa}62Cy{)AWcX@wG9vHE&s~<I<rk`G+p$hIJ{{`6n1rV<#K1cRF
zOh2>x#a|iUqge^=2PD7BIk(sj$fy2y5Q{kfHAp@~aG%6j!9FhQG}?u2aZNXua_E<i
z&Y-3y!$q6+s;hDg78$Ei{ldKDZ2yr_cS@s*2}^o@<<Ar@Nu7s~ZVP-x(F(8Pe#!Gn
zL~-~5#0&g6C!^!XIr}YISSKC_PMbzzajG^?y-x(6wGa=({X)0uSH`ncLlkcN!q9#o
z@L@ORbJ=sW&E`*P*pqL78^XUhh{fpPIG@qy@iJhQ=lQ5JA3ge5a`!(++sw>y9rt?X
ze*rx4w<b^c!2dmbO)HJl2G|@%zfTTmJ>8FSu?l${<67~&GWMpzC0RWA-O0v|@)yw3
z_owPP^7H$%zkvJ9facTv=1r^<$^;irJiO;UYIxfN6Gh*nsK^T4(|mwj-{f(INt?zN
zClL1ZpG4Yw>)xE*cmGM#d^6gnx08d5DAZdBVGF^t!P(w@lBE0Eq>C(3i{ME?%$@UJ
zz^yQ>15x8&0DCj!aZYj>VUQduT<~Nq)lcZz`Zc0P#yGx>>Py8=L`LUrqE9QZi|O!y
zQHv*7fNb%3$xDmpoA_JGr`Io~1;t8sN?rz}!~Vn}nqcS*yRZLG3k)&q!24d~;dp-m
z?*C532io=m0#<9Dw>tATY?xe{+(Gueq=;C@f`4UxNX_JVcBF=jJ#fAX_N4IC?9b$i
z|Fg=4uuNWfI_xiCbQ5u!T#ts@#;Q?&CMRM~-Qlg^A<XIa4Ia7ksz<9Fq6fc(=VtY`
z;PP*D{?~BQEj5ZGkBI-;DHhvSvXk@jFCgRJsga!=!uF4gw9jb)a=rL!8_O`Vv(<o8
zn*c<6IohpyO~5k<Vfg=6xU$mk$BXxLiaxkD`TAd5Gx`v1{Su0(teuK`ql0!WcAX|3
zC1*XsYdE~-FThvkLUPi%kf_;Hrr%E}t16K?=s8Mti<1ID5c~x(&o`KvoZ({#+fb-u
z@+DE8h|pv1Y+=urF#$!0Q9?!JL+Ur?`)_a1Kh|wz{ssI`x7|xHC$)IM15z{j;{W_-
z*pxuly^_2C?bHD#SFtZ%u<*{&P3nEmE2;AcT<hoSFKZ!BuW_ZtBAh_xy)BCen0M6s
zk>~Nac+Us_#+j2Y*pt0#;ohP*U^nsK*r?p~hOZ!^vbX*-pET6Az(Zbb5eV|-`riQ)
zr~8pEA8>P?4-f;V(wV=NLC3P}xS&qre5+C@iJ0I?_u9Q%DO1${X1EI~T(ymR^CwmR
zt^U7mB|sdGKONxxtCSxx#vbZJ*;JBGbJU5?QJkA`)QGg#@SOeTL(FBz`ITRflFzpP
zerJGG&He)T;{UDCL{vDX$)n1@g@*VjJx7C<6)ZhYs=)yW*=xBGeC<yw+%A+k)Yl`3
zWl!*opn-<*{mVCqn!Hp7`*mY%K6^}kAUVl?F7V~CFQ+vie}|cES@6-q$g*|fD7+!O
z90B`R{|<UZlN+3YJ2j)Csxi3XZU0*ul`~PM?|oSrJv6`Q$B05z4`w%_&@}lK#dD6N
zM_)<A1wvLK%Hiu@K(#f(<`!41TMD<!U#TC?kN;UhMPK_D5dWW)XhiF#)d>)m)gdgC
zyH`MfzJcQ_l9LdAqUNQdXHA3izX0QZe=uEyk3Wn2GjewTv0M~E($?co_W!9WX9!#2
zZtnBJ^Owxrto{|^bF_j-`+$E&Bn8x4Ki703GVMhoGQAc0qkh-_e1Mqm)Q0NMJpV};
z=o&&?USIq{NKcdgtLXLClHOfE;(DzArs-E%>fz^y!k2_|a4kzg$}5QQAW;L)QgE`6
zW-h%H3c#BMuw$E_Ad8DXgu>{S)7{#|wNhb3dUF^alU~Nl%f0%++ju4i?O?5ItjD}@
z<u393ls&dM43=oKvi6y{U{W^bwMZ8~Sh*@LE5+R*{Dp7}{3f2Ag+xmMsL+nKePJVv
zrgPRrFb1xZ*2dl<;Q6JvuR@L~2Jp#r*PD*X7WqNOiM%7^W`cr(G^OP0=O?H?w0}q&
z^)Obf=#0ygvfwUfpg7kk-%%Mm?t$U4m*3-387FA8ksAHFQ8CD`#xl#)%<G=*l?YJ<
zL)`X4#TtD<Oe(A*N#RPfO{E3qur8M6<{G@$yYfqVch4cZ8Eeplh=JYPg*N`TZ^zMB
zk7<{(lBOyBB1rnYqP3rOu^{!!l#lbAJ3;fLvKpX7_PJl0#8w0vgep@|lYv}2nQ+4V
zw)8}iCFM9zRvnrPC67^t3ltW$-GX^ZIlgw2ADSf4_MZyE*DM$`k)KmqTqH0LFt_pe
zX~^lQKtpQoVyqet=%DElDi$0H)cx(ii3@1}?|P|A2olQlYO<CR3OJHqP-u6J;1KVO
zt$wo8gn^6F!uC%Z!H+h6w4Zn;IT5RjwNt{E@Zjyf<{yD2Kq;qhs{H^D4R2hJ*L0ZV
ze1nVth1f=Uf_ls1;IG^S8_dWaz{^36bL!W>9RQ83HB}jY(yzZ?_`%epN987WYRArB
z6B{_*<v|-o?24UZYh+Jk30;!bTRyzHN%U%uvSq<2$oJ^}ezOc(d3vQaW$8ZmZ3Ndh
zbX0;VeQW4$#=s9&cWkWo00ssd4iuy${8Cx<&j%Q=?b**oFOroxrm`;Nuz#-T{tbi+
zu1MF-jX92mitVoosYDBJcE`qoK>+Mcmjf@CarQdcXFosjqv5P1-P-k5Wsg2eoy63K
zpl#KdU<F2dugbX8HE|h=5*$$^apnHsY>d%)Cvzs54$3WU!gG^6i5IhJ=5F3zr^~Bq
zey+=wW5y~`gJMvP_i?#tx%BJlj~@i{om);B#O#nOe=g@Y7!_4~jS*TvFEeD)P=4W-
z=~b?BiZx?=lE&KFUQ2plb@d6)76v?P5r*{aiFNP{$9^>ew))iQ(wAq^Bn+rDpd`5F
z>F9hEYL5{pV53Hpv-+t;RxX6|#hCd1lp{NAa-e4+Q(lq6+`k=W%5ZkSlnOrto{sP-
zd$+Iq=^VXF)SQSII2PH{u-ScER_1Hm&l5po`KV>WB5aSImd;yS*)mA)uSfdTqf0Es
zsPa@)ANL7emo;u)Td10br{6niq(Yx2IHftPEgMYl8j|~rdjiGEh|y|Na*kam`q}5H
zn6auo*Ef0AX4T#H>Z?$codpAq+a8>)!^qz*P3S}x5&QFjYPBL@^3*NOkBiCJaR2C2
zgwpUQU-ho?rNEajW7_6Cjx>KIcgzzkf9&Vcdi0x9K6q1J((bPr__GdASo!Qi#_ZHC
zeX@CIQcEtMHbvbk@~48*I0f4ce|TUE15MWodXw9cVWLpEfN*#`VfpcJ0UDn+F-N>k
z91cpKLS<_o8GE3;*P%C>CMZd#(`ZoSoRwEsWpn<@!ii{>uS9c@Twyh}AK>>mg^(#?
zmN5kM^X$g|AIjb;D2@mG+JxW^!C{aD2*Di&hu|K9%a9P<2X_dN;0!PXx8UyX&fxCu
zGPpax<-cFm)=F*F?q%O}^+n6u=RM~+^5=5D0)JKFck|*e#QfcS3nWY#I-Sw;D|^dN
z?~&$}joXy{g#p>aa(x1?zQX#vutFlQCYIo$M!U76bTFXN_gRa>{`QCi(i;o$>=~Kx
zN#PV~T~wqdrkWYeu|2q>;{cAOu)szRQoE`~OjDrt)n2Qx`|kDC`N3C3rm~-3z~toa
zD_PpJUZi+~JR^|U<C)9RHKh>oz$hJUlx*#w4%etz*VhJ6g2Ym$90l5x2_4z1O-?YW
z|LUPxS}f0>ppB~Lq6%ofRh{D8V3ioo5P(ldT}OfUMshUvsxd~5g8^jPC~H@H$^Y~6
zBM!T$diyq&2sb|?YUKN-PbACYZi0g5;>CW{{wEoS4AappWH8cdax4nO^F^JBBUjdM
zDq3o)T$Rq%vP4EKIVlEze22f%&HzPlQ;!QH--qfknY1)ODNcXibJTA@9S3QWZamEr
z`Sr}MbadpT7gkeC_R(?>`n6OHMj*B=2nLg=lbS70)#>5O{DF7B=4wsPCY_q|nX;kT
z<~@{7`)SB0OJOrw_Mw|S2!TTR+sTs(Nk#^_$68TZ2Ic&B$tK2yp^^BUN@{$mPRV{_
zwiZ<VXG?`5_?@yYy9ShCe$*A(n7XcB`FX)c;gf=jQJp?H;Z5gd!r_2^u11x+8aeXN
zMAVE3d*WS=iSv?iz0893xIgS28a9^3QMt`z5j}FDfH)^u{;EwL-E!=ky81p(?mA6@
zCAx-)7Vo3Fs;0`?Wd9~h(u+tBPluMCsLQbj0ar}}U|>qC4@3#4N*Fr`=K3|E>CoFk
zb7C(@c1yIZ&2yupU!zG)eZL&FFu(KZG>%+ZJ#dRFeLTFbbhC5dJ7<xNem_*wL4=u^
zKiPWIf_p#UF1N+JK~u6cC!9aiIIG2D+f~Qg&;FXg!`gkN^zg?u_?EA4)H$NzO1*;3
z;a10rqGiQ`avO#DsD}#Z?)MU1>qTD$0W2N+4T5k}K0gIhpR@+-q+?s|OkV0OE;k5F
z{D)9^w))xK;R)|$s#z87mn<68_Qd&Z7Td*6dVv-!g7~Pq1<k@`yL}ZftZo%oGOSV>
zWn@HRfE)5tqH7o{H6+aKi(16ClQ7jgPLV@4N@H3BmVtr1xSe|KK@cC2*|KPR&a*30
zU~X&&Z-bm|sg#`n8s4K^W~icB%6?k7$pzRz0BM@3f%}V_n;6E5Tfcck$SI#|l?FeR
z=ys2jA^(-W5s&TU#Ps=1KI@c519zkFJGq;;<`Z!pw)RP<_SwcpX%G$%dOv8Z#Dm@X
zsc)q{Z}i%u%~Rff=NhXd!*_9|qSXKN*f`ppTg^3Z)7z>}?_)qGW>`DaA)2;Sur=~Z
zRsO`D14w?j5wqGr`4+p%a2F}pI^6!<uWTX;yF-#OJ0&|-_^RagB&v<NsK9$ROMphb
z<)@^xWU$4h!5N*4yzM7xT4;?doV0Sr*_IJP4$OOQ9jjpRByrWymLdtn3)^evupq+C
zs|pXpN@q}?JGly&VE47kDeurix7<#Yl0Tyc1y_2O_q>_6Yh$HoY6y`i&q4l0&I*y;
zIvg@Ed(az>!7cI+#_LqFaC?;Y@CRI=kr<(a>}niuvm{bVL92GC)gbOo)u4P?QqcI^
zL1B5+SsO^&wERw`hi6Rj=myZ?fTgF@rnHGe&>AALlUDrb@kcsf6uA{KMy=NC>dO_Q
zCx{kp)_CguVNnfry&{Y{%e!W}FRZq9(vNdg2`R^3!ivT#QzuvXegR3JvXbguY0Z>a
z@!r5LjqJE#i4sI+aPuGP;o+cGd*lxniOAn=pEskX#HC~pHtzY!ci!T#8AGH_J{<@|
z`oZXXtoGSxVPDK@WRg}HMsRO`iJcepNK^MW4#>&{3cM}5z}pu(a&CWbT)5;{s<O&2
zY_vq|PYY~1#}b_kK21;KqeAf@T0XTz(CMZngEfR>e6WIgEBC2Xag)TO(}L1SG+7s*
zx=uR>hYuMat(Jrnsl%v*QPOsn(fgZAEmi7P*(Fvb*LGwHds@lRT$hd%A5X5s6lXw(
zQ3Rs2OWOs&l&ZScBC+YKPT#@2IO8eNqQNU=F)>L}MEa2&T$n+>ZV^6xft9gLz1KDw
zLSx|ATsiY<eELx4&T4h4o$5Q7SEqU6T~!-offwEnY80zaYF1?QQkJj)WQb8|u3f4R
z=|nq+<D}%q%#FVd4sRyUyc*dQ_VF#wbJaxNkYVlZKu$LVHZ{DdW}DyMw&S|Ti9i1p
z<kwD3%{8iMv<xeqJDt2u{miGqEWYdwq0C8lc-DeQ0r$k0Z8{uoo_d#$xT)lvsru^O
z=H=lc?+l;W|B!`eyr1C8wE)7K>WGIFtx`qQLs~6VtDXZ@T!)&QzgQO=Nm6$TN!+9C
zIXN1Zx(i>#b&JX;WJ1INYLrwegs9vnt5M@!KP|nLo7e77x*#!9g(*K^KWZC%rSE^R
zfmX;rGyaM0$qgGFU=;o{;PGV{T)w4fMITnl9Y@eKY9F(~zuvp)4I%;PZ8~sdEEZk~
zmDVIHgp6L^wY6Mmy)CcUX5AG%cD*-DR*Qb&AA3Y~hj|@O|8d~0?!M2Y@fu~A9C3~g
zGrXPc!+}5&mQ~NUkW4Ib_sa07m6vms&0JUu!tw>P*jCRjaL0!C9ASyk!X9O?N1Z${
zj9r{vr$6oeEAbZd7)_Q7doWqbUW>eykNvG$tCQGn>So5+(LMD3$&AWOlusgbVC)`B
zjm8x_E4oZd#lH`$bNZ$@4<jVUt#4UkqdYqs&=C)+yO_ESTpEm?)X<RMZvj$9BD9a6
zU2b0ghtT2xpC8{>!(!!ZQ!~Bd&n|xk+{2UFr5NgUe{neH{Edrt#4KA4zObz)=iooI
zv?*Gc2UZIt48pI-=rW-<qa0+Dnk&UcD)bkjNa*Pcr#rKg?YlaQqumLg+3%gb!`Qi-
zMVw$-8){`YHLIzaH8UM58#PY;vm0Sstn|Y9a)UA=^A^txMIN5>aF)J^#@};XCxr!J
z%~D45CfXwNfcQp7QPTNyCnF=l^pxe!y>8?5eoB!zRls!Khn|$3>Ci#Sf}g^O8>w_C
zOd(2ba8w2gQ@Z?bgtJm}xEIQ07;gJpKc@$~^mwu~D_f+?+yiu!*O8rsvwIsGtievo
z)9Kd*DW%^+=<O5~F$*7m|AYRWL5-p}qd*!PY$y==v^tWd*bt?IKK_gGR3k-G>BsBB
zoo{HGKlJaK0)A<>B#MO0UjkZQ0@?uFg-=Er<vS@}e<d^BW9oe{SGbE_30Q4g8egZD
z&VTeZH*M!|#+WqDzLBq%#AXT}N>ipUGT!#NZGGku+TWmo+9H$qsgnQKjOqXD5hAiJ
zIhgu0+r33_g^z;fqYYcTbradD+62Gll}MsYTvh7TJ!(oZbdmM0$MAwz#clK#ua($~
z9*FMOy_Y>v%CJdzxtE@`Nw5_!zA#K4soF>O9*gN-;x^CUpL`bllF**LDrFNt!8<Ll
zd$@*s<{XT%PK%OZ*y0Kin^Q|Y?Dq)lbE(v!5UvB%)*v3YI&1xLUlLk;l0RmCV7TI0
z1v*Q|%r(AyFmVG@d&NkSpBrMV%y~R`-?7d{BnVx<A-0^j{}*$slm3_BU*y2KrF+Rb
zl5HI=ed8{~r4JkgaRb0&;g_=8)Sw~|uX7E#Y1I=4wVtG5AUf^;0qY7x`2TUlSt~-*
z(|tt`Ra@srhux_RXZQ##Ad}CKf@<6}(D1pTEGETF`=#ES1sv`kFvYnY-eax|11H1k
zeHjh=@{GW0LL3#5U_sqeJ23DAvgZGZ4#p15joAXeRb#x>d2Fp4ZYE4>X1b_~4<c*6
z&xOcm=+OaSxW+xm^#A@pU3etU1U8YKG1FYFF*Rp?H<C~e0&bW*WB?ocdar_Qf{d1Y
zao<VHw;YKzYX^tzm3g-vbD)YD&$xZ(Nihnons9Usb17|zE0X><KGVOZC5b^svorQS
zpa=NQ>{cJGl3PdO)8FXYlle$tj%wl1#@A6xgu|4gwml(UK>XSH9E{S$>PCNJ0$~SX
z(ZW0LI=gj-UulLnGQ*85hg&o&*)~e}M@G{AUgb;0MZ5*txo%nhDUE@iU~p(qQJE$6
z;=umypbN!d&RK1U@wj~sM0YpPM~C_Og9pV!@0_r&9TZ8Op|L3+@*(iH<%rj5z%a7~
zTilqc>OuwvS?mGGaF!4UtVL@PBHKrGS|Ib<W1gkSh)xx!=fC@u2Ke=Wg$V2v1YB%1
zI&54mo-EDwYFrRsuCieS3&^Pf{-L#vEz`Ony6dgcg`Fbf(6IoQed=8H42`Y4cdipq
zy`(6RyV5eeVlRwrPrkkVG(<9T{2gG@UjnNozESXJeB{1U5jR(F^CSHTyF45Ip?J~e
zDg{5XW?paEi=CqJ6x6@}?lQRpRaD=BYFmd92yap_AifX1lvSq+M4!&o<8@Q|yYn}M
z>1&8b@o-vljI5x5tEDHPSSax>PVkjMI)5tXe{4{Sez8q{706PjJztdc|85p;|I;|(
z_l}=3g0D(x=rJw^GXkTbsh|(FjD-EcdGWXfKHOoc@T6hfe?Gid1{pZVaZ$hob9esa
zgTwU5nOPnwgo_KN8m;kj=X%AMf%F`pIAR)y%K7-lrfIITS;v|+O9rlYv-+FNTkWKH
z#9vOZSz^{Q@wrr!?N@_R&_A1qkYwTb@+GT{L~Lr4VV7md(Zp)Qt)P+&_T3nz$#RwV
z;S%@s7UhOch9SDA6*7>j>mb33R7A)Td-TO@p^;z3M^MqLmf)^jqtoqfrJ(o^1c%iI
z)C^x?>{+p6!~Sb1Yz{g7VUzoz{KNfG!0aa{ZzqLK@N_eO)Vz4(Mc(bY78@HVMaXJf
z=sTdy*|29r@@urEdvu9{?0Ud!NnAUF%hhm_G}lbIq4$^e#uH*n-^sY=8SC=NGfv(k
zXl%i8Xu~VhI>9{Z6N+B1h>X?dk|Wz#F4x#<EYF;GJCzs<MCUfKH=dyRb3r&sqlt#z
zk$*RAR#QcTE5S22K@N~8x=3H-tkUrOeJN^ehf2l5<YWd$+e)w|;+gT5Ki!2|Cr9Kt
z@5b-DzgJ50Pl;8q&+sAjr4*YyI@RITjGd%%B(-@mwHF<x%>QGt@%Y&GUNcsOu$gL2
zuE~x~+Y8H3YVvToq7*{z_!_|pFU|&An~U8MoBgOY;;8eBk~IS(am0>)h@_@3O3>XF
z(1%fW;AWZ8e{E1-Rhh5SN+2`K{dX;xXFC4-fWv{&vuNCk4#(4>$tRH^4*KRwf7MO3
z_tpc(!pQXXzfb~^pA2lP>z^Dvv;Qg34TA>97A?025Me(_<ubMJ-8ezjz~M@Lbfxgm
zf4b2}B;eyKDLH=mAxv|HqAa0I+bg`%`-Gd5o(~|U26L6f?`mtk3$(ul&pa#<{E6S6
z$SElh7P2r?n?Xh77nTFCsOr_C#gq(u%ED)DePX)j1yecgicar~jmT@UVlxh%i*J%n
z^g(F@YCN0OFlu*J@3KjM>^8=qFPSQebkN}9BU<~*rri*K$3;^htnw7?!-c`os&yd_
zI}RavJyIbf^bjEFQ{1w;Qw83MO=9|VT7qtpvd=fV*Ik5$w{%>k(QnOIUQrM%zs!@F
z$P3)5>%9^s^$#h5R}On#f?lb7?twKaC+AoG?{7ig^<Uu47>D+?UP?=k?vK0eLb&^z
ze~a12J&J=ua<?$YD2vUARNj-XMw{MDkDr3z6qdR9Vbd}=tib}(6B87BXtq*nUvjFe
zH<i$~4jGGlix<(R#GH&CGDiq*g9R%rXiA;oN(?U52Of7P`@thi!D!MOn`bNZNrUSw
zI!p6t^<@6c$C1uV1wDIVQBxG4_WXdsb`YsZe)A|9c6^|O&?U<OQ1D{E+ah9kXL~rB
zeI=c+I>g=37@v~d#M^K8K#5?qn+A!T#_3AV+#P7T_2ial<(<nmwcWny^{v~#e%hhw
zyWmYxxu<`@%UXk^d+$|)RpuhF|D^upZ=;WnV3DK9RpJ|#&D-6<vHvC@ck9Qz?{JzV
zO|Eve*zcF&gXXtkg{z}xU^iu~Z?rm1N_iw&H!>b5+7qi@Y@L;FQM$LE<5d_F5x=;_
ztmx@N7`Rs(Bc_zvtk4`co|`h9>#~oyw7wzq8QkO4{J6WiBDlBxtD@|gQA3SaRuOY>
z&$EZ`%Q4|JLe#v(=Gw4F`@R;ym4A_~c7M+01_?1|g%piLr>{>SL47a;?UVaA;6v3M
zznoQ6xr0=p!(IX#pK(T=Shmm+)&%(0pr>}CUH_Cmr9=|uszzqTI1sO;w|JA+o8q;!
zusk8cca$eqHMM*)`iw_^51zIwM4Jn3c#))^P<s@h3DsZwTrV`~nXzWZ9eOTxy-iyj
zly*h8)dt{6-d?4$tvqQic9!}oD1DZsz^es(9&R@VIqU^aixzV!X!<ugQHN<|j))o|
zMB&cj=M}F%2~Vr#7VlZ@z?v)r-MGJ=nDr8xTygK;DxRdL8p`Nkee1p4YtQ5oEx+8U
z#BuC@&~D`eiLwm=w<ucfP)RHh;s(kK47%<bZ$x2v*JJrEE6eRA1$Q}mH}waEkzzHf
zKA2vcJvTEXHAegOdJ<h>LBPAeDY}3Q>asM61()yQ!##;KS7J2<aL)a!KT8jp3d*`p
zuAI?L7MrEs|4soETO+k0_IO?PpV^}9SnXpw0j5FKsrF6k;G9}X8Qb_PV5WQm?Op5!
z#_pf_!>Y98Tf3DbPY0F0JHC#^!9zHlDGl!VR5<1|u;3d5@hT7&Yod)NDxbEt?4TO{
zuExjnsl?A{<#7~vTfdCfWlG~3n;U`;c8qajX-iZqG4;GEKI_;2*RlN36=YyYjSU$u
zb`v`<T(#yc{VnzNp&A3qQ)zr4>$z)Vy${L%@e<VhP+Zc>J&Lq6$BEb|Xq2fon!vAg
zxasQ4Pd@zjwj2sE=XuS4ThQ4J71t|#NDkCb+I`V(NMcH6o26)v->}#UvU^ya0zQ-G
zIY+;D+&z-l5Re{o2vB%0`1_5wE#KAEU2E6OQ3|?J9{+MekwbpjJ?<m6rcS{OFI)~*
zzG(N%2iyrS(LYTE$G}1a<_=0(6A}%*-^vuKfnDswm1@u($68_pu?Gbj`5foARs347
z8?CFWS@sy8KxuZoHmxDmNomUG=`;~8TN{X9{HdGhu97SNOsat_YMSZ$#6Q^~Axy&c
z@(eM+S_=dQp)OVVKGUf2NY7WBg6HofFD>Fd`xj(mAN*a-3Pq|{#ks3}M9H9MXkVub
z%f_v=7wqOf3D!a4rxYo3`wGT0w55J07w^&sf&1+)Kp7%?&W>G!QT^~bkQg)7^-m$S
zH&4QU2=DT%ns;p^scV8{eKgB?t2GU>8rl`Z6{O?vk-wR(4Ib3RLkBBofug<s)r3jR
zuekWFkF2V;E~mqYok?Z_j5tPmV_~N+P|WQnl_x#sIP@PSa(e8?`?kgRZ-qL%M`nZV
zv(2TR?zlSOS&1&0g1vkSq5db$c$~Z5oyB17Cr1(Q1&zf#Ub@Nh>FF1RU&$F4HSv&`
zY@=;1Ih-F>s2LKVhFM`^el~V{sQ_x`^&vG<X_G<bPgT>hG%?*90G}|Wt{ue)V8yeA
z#1iV=rGkLlfd16J=#DKX(baj)clOz?^tf-1(Kt#h>jyKo>D?shL9K>5V$ey4DlM%E
z10@iCd`~OdGSUzK@T2;tll>53;)1+p*nzwLyclpBNohMYeYo|!@i`jTJB-nJzRShy
zxq!OS@$L<Ps(*G})A2lfw4r97Rc$v;(7W{#BzxEmMoTGcRLg@7Tq1MwHmzA;jlw8x
z8sg_uIxnI$;AhcRJDn70fp%5(%&H)w&k@BonLKywZdx&aW?gHq)dQ6)Z1}JC+Cwln
z`_+1S$Jw7NPS@SszkI&;6HJ?;FZPVNH_4uT=TcZ(70R@Tgn%9O)+EA;LieF;@H^jV
zrk^`w9W2D2hfKw!wo*ViUS0q7FqKBPsP4>0wgF(Qt~Fxr=jDWDs9UZho9{SQ3RV2$
zO*L!q5x2|qM`n0Bx}}TnQ6*Mj-d6L!!6RlwMz!MUI}U^F{yV!}*Tqw}e*QB$#>Sz8
zB?R{V)o<Q|WS#R|jomUpj#TxFLB$d`RXo0f<}y5#?lrhqnJ|2c@Q#%-7%C{Mx+bW!
zF}F2k=p1<YM<Zolu;+-{pNJ#Z;++7qR$Y!J)WeoY4}CgbY=w6k`^s^syzTn$Xy*lU
z_P;&%mc9k;acABCS&;C39XE1V^1o6~(~iMLSVtgib`p?xFXHziI?$J54|QHJmiDo;
zYa7SL1zU;yJzSgPOtfGIzG)eTKDwIa_T<g~suXyqh5#Gn14vtCSy2$@b;cP7zT|x8
z>)M(R-S#FUELL!&le0wj$iYu1bO}PNO$i9^Pz9)nE%19%+(sr_sG<W^_)JUt9~U<?
zVeJ${dURIg;7$~o+luT&+;H_%<{g{_rwBSjxm3eiqVhAQq|?^$Tn@~h;BAu%g7)t}
z@ek8qW8;w{nGA*Xl!$ME46z06COP|Cq@;Wu_J@P8=ZSed5c{`_#=_F1y4kXU0o)ta
z6QnLTM!`~wGzka845b9HJ02$GKv`KV#8f)r27x7mzFjDX)f8e&7bm&e=do%EOBHeK
znTgiOON^#;e&f1B)+t+>eO=$X*qT(dX|37cJ%V8=lCq1cbh9ndT?THB(p?UAwlNLu
z@qMF?l)=|nJWIrVbs{>%!fPi4yiH?BwDyfakBioI2UUCJ<L%QWyM_+eIY*G5IxASh
z=mc;2$OJlMP@agfmDYJaWgS7rHQ{{sm#I9Uo+YnyNdGWRw`-mpcB#>b`rD5wyx2JI
zgLA)J*j~%xCh($uyw}y^LHIIuN|-LU$kk;Yb5Ut0KVaNan6F%<{zB77QVRSABC_XR
z*$FovnCm8+kjl6kDBDNvgxeFRfKiK!{GYQ-8xsQedr53uNER4k%bOGq*-c#02Rg0X
z1W~rnch_eOwvDKRoyMrf?NvY)C8klfP8dd)3hPc@Whanj&rM7_wg|%;R$D09SXot#
zS};ldVi(T8MvWek$Wj*z%^K8nI-gC;ip$=E2on>hJL8r&zrm)P;A@sAA4~*>hbPC?
zw*L7&=*X@W<$kC>D^^Q$>_cedz64w@gP81uKc&y|bTeijO`=~Z3|=UXUVMS<CPo>x
zKr}(Vi|}IMw7k;z6s%U(M9tuI{av}Ia4RkO`Qdepy`+3NLO56)2aUp!SnmDms9~86
zorz0tCs)AC(@>VT6aG(UtOIbjab&+&G$m`fjw=x)jGl4Vp)4aTXB<m8*+X9BGQ)$Z
zrivMPh)-%yK>csMiICby&g@3xUJn)o%%y<G!_>GIH!V!py#Em74+i(RMGs_3>EB^O
zMKopK6XiQ;^Xh13jnaE7NTn3>=I7=BCRjdyl*K0({$%J`phiFZK*X$7=s(+d9f_B$
zR(qVYtV&xX#%`(B0F`E8c&Esk6)*8QW<Xjk5J}=vI`}L7rE-VM(ZeUusNzTAtDv<8
z04ox!*7&8a|5=K-o;|Br1?Fr^-ynL|g{R;zmq9_jXEv2rF7aZ)ZMwDU-Mn%(QOrI?
zR%G-}S?Km8e(WgqI|MqFKpbh=!?{SDhis8)<6OcdX@iYabV+iQ_y7LiBr-g70h3YH
zh9!2_V{UbW5@uaoJ{hbuv5kf|#-wDgkBI@jGuLg3Wg6LowK3Q^>|id<v`pDfrLL82
zsm4LIhVuGr#Ax;BLn~{2Eag&*N&sr_^-#?TPu0^M`GxeeR_Af>zNC}CH@)wZ9s_In
z>M_`jlP8U8-s(8<++;I?fK<3wtz`!Fh0+40%orwuTij3!>9$FBEiSM6&U{=s%#zln
zcvqLzxR`4}$?6O?OQ?qRMHy%CICH4#z<6)R23p99HVSk!W*uE$Mt!|$-Rh^i1qJ9F
z9*kVwc&ZPn3U0sm847@iro_B=`1B)~jZJpk<U|bzbSZ`~msH>faN2S9OYW8D?lFLG
z+;|OZODw)5O6^-}9zk`=V#)-zgptQSg3&z1%PEqa#GBDXOMAQ;Iz8_wD%JP}`gK}g
z>AD56J^wL1BPgZY4W>LK##xeMrp0FPBmN?+sAg3msL3HgyCM`w8QLgxNJncs)w@p!
zsI<oYA+FWwe_U?Sn{U3N%)?uE(eSor5*gzAS%i!)`<C1Pe{>;|kzYy3Gny1+sF^cn
z1|}0{7fW#eH20f64{Sm)7A?-F3qDA^rHUuGzT#O5mprqQm_i?bDS!NboacWpS~N*H
ze2JT_PY71n^j_r!4`Is$96Jh|bzUuGLP$BW)H>Ufbwm>2!0)`}R$vp^9aou*H!oOa
z$shU^E7c(;j6ldL>p#Jzny(VL9#rVKurBb}as-}rnq&?cpIjmY)$h4{eUSrq{oa1r
zd5c*HgR!wXy`PN|l@mK5Q1+B%RG=AN62DZwX}B+xpRJ?7<Sr@=)l76P-TEK6!T*Sr
zm@4(@H*d?rnkDb5aZK)1lagz!IyU>LpXB<N>$Qk0KGi`sJ=#l;;X;Q@<wUoQA4Nxu
zdlV83Nm1d4HL7s4a;CjaJ^S^)vm>n<@Z`T$yq2da8`DMWHok%JwjKI8c@@4qR(aud
ztJl;qThnr!HmN1@w{1EEfyJL2%Mv0?PV5pO`DlD2g1LBpiTH-27Fo1Ja^Pd=^5UC)
z_15c2oMZ{<jO3Q*bt=!nRV>jKgU*6r<IB~52sSIk0*H>I4tRs&xt${lO5%q<-K)2R
zXoy|AR_p|j$Jy3;^mvJ9S#b)@WPm;z4T69N{6b;nZG&j4?>Q}o$%G6L)K2004Sb%C
zweZ1zf#~o4j|S3T|K~@T4&hA<)`tE?)G+=~c%4^A{mz!3vR!=}eL|veY|tvJ+7%HY
zTEP*=a*zQ<XdX3Ztr4e*g*IIQJ(#4@d&uLXEU{*&Xe8s32EI4B8cH6^XQXxl+I5?U
zd)l*(fVz-rkN)--dQUTC3OZ4wx6lUG>}9ubBH-%Wu;N^8^TP7DnqrX-CuNtV7y~xD
zv%b;XrdBy2;*`(&-S)*U5K?Zg!WtLC*O^dvZ&Ni)*XvON0*2P58aHBeuTI#2kK=PS
z1*<fAABtCl`EmpPLuilS5QV4IV`K;FuG4YC?(7+IL=oZjH?e(mc%JPGSU5iUdAUh_
z3Ti}pH<?-gOfvzDc}|e^^8D3KKK!a)1p}5J_JZ3-zFnSq5oLaaIucL2&0~wWDISrR
zKQ5giXe*?2=F2RJy-`2)m>8iv)vUY5SuSsJZiz$yecM`*qT6B9t)(OtEXDRT4J_X!
zEmsyNje9|dsF6urQhDBY6>;XMXUog2rP*jri<2Z`=!Md{mDvS@*!l?EFNi@lh2_sa
z7hz?xNQ(3?h}m%QZoyqyO}~I3K8fZVnOzkT6<jh}o~3y;8ZBs2mk(7>bkH*&@`Vt@
z^K1NO0|WMW^?>B!Ffij_YoPVyjuG~T>gTQIC=y{&6-&U{+-B4jeT9RYcXzE1M-P7r
zGr9~4NQCVgrm>mt$-8kRZtzM1$-wl|H9!#|cq7VD3?xw?Tq3fa*^}f`v=r45HfjWS
z(1<<Ty2u{9x_%OA&7|>9X#}(PXR8Xm5AX(Su*bM`&jqIE6*Y+4(u*z%$5Shiq16_u
zOp%o^(I5v|IEkTnk~UD|1`dK<eNk9T-;ZpI;p(nj(z*=Y?ARuNLW)J?^)e=b><M=^
z@qMK(!8}Ffj|-AJsw2g#DqfjrS21rtR&AmS0t68t=YrWlS<=L^YxY{lk=x68UaoOV
zw4QAE3Wsa(EI~$o*53<GYv;8Wx-*cNtw>X4bKl|ElsD%FWcH9okJT^8=k!JKz%$JW
z4{eF2%L7(dKJF1xW00AB!N3_#u5fLg02C7Jgs(MS>YsjmrYk;isa8Laqj&wfpskE(
zq86d=`82czu;_bM>KEW~+%g!|8Y_S|TR<syCI|4G=1Bx?Zh)6HoA0aPmr7Q_!7teY
z%ynnZD~4MNBA2!NM%Y`FW%b@sZ0+g_Sgt~HwZArZGpw^M>4M)W%v@C(R*(N~k?Qt>
znD>14P6EiWMwZwR3**pb(n-~|kkMspfwGwpUC^4{19pNT-*kF7yFL`0YRGb;f9Nb7
zRbfzJX){mr&A(LDFl7AGNows7_`c3<NP*=PU%hkckio-7F7rPGa?tHLP<FIObIy;l
zwwbiQ^Kob?BvIk(hQM+Ra;e<LsCnRvOXKREjnwC?iOyI3x3@OtbiD=l;Lj9~+^#};
z#Npx#ud(9YQ6SfYmk2-uAhv4(WWPDQYbg`-m@uRdb?sazvnS;|c3bC@k+Iu66)XSf
zkl`*q=qmrwr5Z8!%E%wYwY^*IBP=S~WXxu$mtvqO3irS$)<)mN22A&Px{of`eKe~#
zvK19%bHL?`nO4zt^KSd<^RD+>tDLZ*rv-}Lx*r!<>bO4v4faVYcjqE*d#m~3!X!h#
zK~*muM%8EWe(W*4Sr-7%T{k>NpMBA2)o}^#>qZt*$maR^{yw$ngk$-w)Uvd;w1vM>
ziOVKEaDG5FPZ$zWV$b_-ReMRuqX0L7u|~&ZVs(jU;GrlQS9IZFC4&3h?YB@@x1B{U
z`B5?DKh0L$E3*CyuVMa-qW17f1G?YeGv+3?`Q<dGT^)N}ofW|O1*R%QC%>R4h7dPI
z2}YlXGRISubyuF*b^>eNrSNU!>#oV^gi%1>BFgI-{eJG3!*x859u^9~9^?mA02BVK
zlsapb^l>xePf3V$;hljC@pT=(I4e&j*CprX0-(WgdUVbR;68=3*vtag)1gwn*21r6
z<oYLAN*@DWOI~JhgnT?+Yo;7kCL*Y-LffNb{pD5Qc!AX}g&&*%<V!}j#YTY%cJ9@D
zTkdn2>|c)iR8%mtXtZ#Z_EPq6X%r$iXV%reuG%1uDw5zXXn_e9?OyKH)S8-`LY*F&
zkBv)o7_e<4{n3??-kTP(`D3|<FIZbdOY+xS48C|pZ;h4<BV$79s_LMzJ!@von|p0#
zRe(g~TfYUQ5x1{bU|-v?jj;`T0^7+70coSU+D+i6$;jUZgWt%J*mdRIaGei_q@-kk
zdCp85It;t~{9peeSj8xB-k9uO8S37w%Dn-cw1)Gy#vUN9-Jr<xV}S)0_PTfhiZ^#|
ztUQuyqZ1kBcAuM)3QjnLRlkhrZ<%?Iv}6YZiP-LpP<B{sG~)C0EzJI6KYo4}-qieN
zjUO4B{{#R!j+)@CnL}C1h_V)ew5CoUnCt7y^%a)jA<#W)8M!UGutL)V2G|H4&`lCP
zMT$nBnn9Uxq#PzFoC`cI>;TNPgy+@4)RKPoDD>~7Uy8&p*VB8J-}JxTqnE>gin`ER
zM}QOJ!vcj`t8G<^f-rl?(u`hFRw7_w@8t+%)sv&-fO}mn0tV-rXONxxR(t>ZKLnQ@
z<2-jm3b_f93AUYF5*lQ4p5M|xX6ljmf;KcFLm!_1HYhrvp+o*jB8NDmbryXg%}`<7
zNLbR#9AeCL#!%_AO<t0j&?o;g!IR5(3LYzEF1T==97l-<tsi4En;X~weDxK^n+1p(
zbnTrv>*|-L@U**+qnlhFgbaCF>JGp!QesR+d@m$gBI@pi$V$#d?rm`F`INg#uGt!(
zKn#a4b5o;Q<R<;pr1sd@uU=QY04-wm3qH#0Sp%D&qOQ|Ge}+geR>xP6pu@~%`)zA+
zp|6r5tnt({lgLq9dEmEeWg=_~6}DA$V8a|5TSxL(&>F2FEti?n((r9g0m(EWAwNwx
zCV_k9sb*AFRrvRnh@gk(>!}gPU!kxfs$&%%P^PH>E%KbTkxR8g8XoI0@y_2*oKqVJ
z?ySEXH<9e<sA<^+ha*!V-qZW>SDMNV@>^6)NHCZ425E#YLG9DuRyR(57|<1fh09Z2
z^kyY&MS=+Xf@w*gMBqb@wx6QZC4uZE9(N*ZDc4rF56@i*o%E@T3Y~ByvkrfDBne5Q
zMMe0*DA-$qmL@R3zyb1A31PpH&TJGmyW*o`Q26LGJVq=-lw!%QC6$`77aiOM0zad*
zWCxLr1zc#-lbr7myjbm!UkxWTge0x^$Akb;`*}K)QPy^b8?cO22|eW`xq=%Ivbmy!
zLioPfU(_vFIzKCdjehoH(d-ZUtedqP?NoF5R?isMKYm||yGKdc*z*Nk#*X~TyDb5m
zIpE9ASxA4aYZS%Z#U(LMRWg)4b7WaN<UHAgwn9qSPxUACatJ|(Ci}^#zJsUytR>q*
zLdH-!OSHAE=s&zzD-N+;Wi|?f%IYF->%9-uHDnhZ$A5Z89oE*jbQrPcNjmr@tso(X
zfL~L2Hefd-h$x(p6JW$Y*g39w=o}z8ePu+|;I~!}+`d=hRvh~lgO?)prs9h$!JlSy
zMnJ=q$i2~GHQH5sJFq$B-9DIaZ;?G;K4G@s@y1zXzEyeMXh8b$>Sq7W@9A?BHpZU<
zdQWxzvld`T{e?Q=^=?%paC_z5UQcSOaFI<kJ3FiS4JBq%8$U$fDw#5w*9<Z&_mQ)j
zDrGkGM@hq|3iit&Eom)b)l^9|U>bF6>2YWf;jM4IAVtk0zuj5S0M7+Gi5o+5Pr+>g
z)ata?6U`F;EVQ@{bB3u;^wwXU=pTTh$-Y!<M&t!%)?s=_*}BYV@)w5ULBy>s{5gxy
z61`fq+HQEJrS}^{H*IKI);zJPt;53?l!<2U$fy@nKNO}&($Y3wji2iT74P&sk5pU>
zdiij_aJ8K<hNk+pish5Wsm|SjEslLlJxjyLXrs;{R#YN?mQk-2dfqzPvkxuO$5|4L
zj_M#h0CUc;!9BqYBPAYKyj^|`rYu0n0&zcJ)GF7Ctp60=1f!fyN!|Pfs7D~<+Madu
z5)po2JU+V7yWRL>9gQ=momjJ^uHlzZbuu$#{@78g?eh~;{7pUmv-pCTyLmgZcjznC
z(sO!v$01d=bG+HnQZTi-Iw){H6^VK!_hF!0veO=%Gc&qc+2lbsI$za+PU;zvMu%oR
zszVUB1Iase`5n3QH&DR}EkOWO%6U=nT{y2yt9juFl${Hrwy|b5Tr9#y<|hkb4Dq!+
ztFAa%4)JgZK0KhSas;=lXe#YTPf}roy6m~HWJ0mir*$Nh!XTf1O>R{BSU3sTf6Vx?
zwa0sBD<<g;(7lDr#SVIx!<&<vKhmH4T^W7+G~ibQ5gi;<O$tKePHX0rUb1W-@h*3x
zpcEbzz~<{&_5@qBrXhba4|bP0o+3Z%T>UtEUG-Jt%9h}6oZ1448`E@3g%qa6-OTr4
zU4F0pUtYrJBy8?q6oUQ!*`+yQ)ALeTvPx?Rpf8!Vr=qphLKG#fkU;)mPBHW}UWf#h
zAW-dKv--QeKZvB+8M;~E+g+ZGJS)?{XyyX>ynR$Q9>RQRO(n%*ZV&Y(i1HXbkkIwR
zO|G4Pv<~?;tr;5T@BDRCy~AFWeB~4Wx*61q{RcO$yAs+gS}$AO)}73En~WrI0j|a%
z9lGtz^_j_nkL>s8rk}KI6G*`)?xkWA+TW>lhZK}&<&glL+>Xu4Yh`&mE|KxxItD*d
zgohVRIh*A_+I=?N#}_{W?k|l8<|k*(utjSl1?l@#OQ<hwrI;kG!NWnJe)(`!{Y_#m
zYRH{PWo;ZJB1b%=$g~unzY^aVmtkZK_uF!JX=KJ;{hJ+PiJQb7P(vzQQa3y0HEEqf
z%hSMht}Fvw7PJC98oNyP5DOoc<$?PZy2!AYdT*aJDO#46Jgq4NHFjdp4pP}!=gNo!
zR;f!5ZL;&jHuo7*CE!J-j+TfOGl&bDsK%!~tI;&bX57{LqO$ty>baNbCv)(_{csgr
z6W3_nlUe0jAxQehAbu?D?=K514ckAnc)^xQhab3kNfBcN;Q8*lOLNptfi0NzE8gLr
zhIBUiobKxwL;3=yLdtFX$;@+>Nj7^PZ@aHI<H%+9C%n>g(m$R)qRFuOjHuCnHM09a
zo|XtPtTY7;6f=;D^y(2qk$Ji@?OW9WTPBU#!8Lm@H(1y6IguYyG{IHwfor+2aoXgU
z8GM%-T{1k!utuBb+Z;SE^Yww=rx^=GjVshxwws^Xm=l;BHAb<p98FN&cRs>i++1I*
z{r=E-Rak6Tj&HhAHE!Br2E5H?bJH?_;+HeXHIqrLcTo9I9;Kl8p<!y004|4*wmxfa
zT4{K4XJvg%ieY@FY8ndQf{m~}8QaG0K8G#4tY}Wu(C<Lquy!lq?ELdhxB0q*n%LoI
z3^e|pWgOGTz2jO1Bikv(mV7#JUC?nY9886<&LY+Ot*$EAe!@pvF}t3{HRaCFzeYuQ
zqi3cu@~uqr-fYav0;)_Gc3a{>Iwsbv!}pkD+cx4Mh*-M7+8scDNuK_}k=;3r{$|LF
zIUzPAoxvAI3fS&87L^-x+IJq?_4^hVDg4QxeIt;tY?<6J66a)CgWg^<Mp9XEmHqCY
zX<&-SH`Ptv&A35DGBJhbfFtV*j5`6BnG+%30WwvM4(T%g0F@jR^(?fwcBX?d{p_#e
zt+^(U9b3&L$h|hxb?)D+LG533=z*NShQ2B=Ng{~Ealq5vIl|3$G2^7_c%FA&6?R71
zXYMcP3j(Fd7`v#yeI0t!Ig$UN6LE+B#qg(}9&&w-d++oun2bkQ^vFRH4t5DS5jD;h
zR~2LNaHK(#5SwK9z(Vf${Ki#LU;Qyn8{Znu=MHM!U&$UPgK|$*Yx^9($KyRd;p&j2
z`bMJno~s#siT^WR_M0XX&PpedhW$_K76X07Nu3QLkdr(3O_Jfp@BSa`CJHkou)3_P
zc4lhC&?Sm(Of4{S68i4s&K@ZN=F+fCF8esQ`Z?*y!?c?}3=BBY+pl-K`r_$09ACU^
z&qh4MGY#J@`)&3G^yXml+IMJ}^->|yescBU8prwU7=v(THX_O?`$}%;*cpQFxl1yN
zfs8MW@@Y}|ap<1O#MnD8wiLlxP?X55=(wx~B3w7B^04sfedRWgZ5>*(aH2h&%62<Y
zc#sQ$pzD&6jqo_uD<1MbYlz-Yto(qc2WlTZa>0SMsF$xcv9I`dx)xaip9~5QOHT1{
zGUUnhL6CnI2pJ`Ei;k0>X?*;@RyC)1TVQy?K8f}gEd?aHFsGUev$c#rG4;XFuj}Pz
zV8*qa?-e?VcYK#qQ{4!U)xcegvYV(=)J<WKE-$Y|_MW44a;u~1oa+17tm~ycm%k^@
zojppeJTvT81_Ikdq<YpLga2vc?nbgA!$m^R#jG0|7N6S3ky2L3PbE*>)eFpc&W+2n
zN^D7)mt@sIYD}T>hTxS;;DsS6hXBRio3ABm4r1fmogbX_Cr)GNU~PIL=nsJlM>omR
zle_hNl$3Qcio|~iI^rEH8RccSJHG-kl;2#V!k_t`5f=+69fvP^+%St9C3}jw@;^PT
zxf!J#=bV4fsnk~gexHB3H1ueJVIYYm=Q1B%dsY^W(5!|aM}r4ONtl%HmqZZ-nAYOj
z)6r*&#1|Aa-JRIz|A(OI;i`W^?#H|tVhAVKzF%aG6&7+lLD^fI6UJy0+t>2kG#9H?
zqsvQ(+E&_T%*d>5v+^$U75UoCFMBu4qRZzHdDRIRax1RYc(<47HfRy#kRo6M>Yvqp
z6iz3Wp_0O-0!$_VX&k@K*N9`LU{cc^ua)nz@v4^A3swaB7@t_V0ak9%So;5%zDK7+
z5^4HJPuL#K&$AjMqR55H`JL5{`Z*Jds=jg0<oJl}pT;BauQRLYs>LGvG25d3i(w$X
zP4uU@bG1G>EygOf4_E!~TpO4Z>_|dG;GD=KH?BOdZWbMDUqwFCqaE&q6FiP%$Y!jQ
z36)S^ZS;TEZ;iD+mo&!9;S6M|*}JniRTV4UR(6Du2-PKNow&WzE{l<OxolaAg>6B<
zpNSLo=gPp*(yk`{Ho`wyFd3l*yQ#a<;i_Qasm!b>5q-nsw@>!W@vc5F9OtLm$+4DI
zL<6DFbqIXh@BxhP#V}Ft{}kxI+Br{hT*Xlg$;~b{-$UE(#s1xs^42?)>)q`{zWaNR
z3DC2nQC?9P^Yh!HT+kA}jHIGz?b!2)cps#ju{yqoYhce)#0=S#@FaisScTv}1Z{$0
z8I3n&d3rQKGx`A?9eND1@p}z)GJ4au$s>Ak-$cZ*|7+KG1sh+!aveK8@!}~FecaP~
zj<2_(3-L8U6o<Kv#bvS0rbV$iU#X<zB+9+{J7DVFbMiSoWN@-t#0`pf2NPqRb5Q5%
z?d1fM&5wbBP$(i1?*(5{7sZ!d-`rQc)y#`{n^VLZJ)7^)htDY!u#CLX9YuIWQB>8H
zZp%7x=NcVk6f1o#fiy0vYNsIn#N$7N21xHw3%{ujrczAHl9|7o#p$&WV}|7D;Qm$<
zY548gCI?o*vES(>R**jIIgK=QoV$tZdV9zk8i>w3(7g_(F{S!<kw;UYd++7`^^Hte
z2o9#(0~}jy)U0MsFP8w<hLzmuCg@9}YIZhA;FLa|99a!ms{nwYx{CZX<-dHFuf3~D
z6ckeWXm3S+xZ@ot;mpHCvp!nA#9W#kRMVeLa4o3?#U_Uq-&A%K_OWem9MIOC=3dL3
z$=X1d*ak-T;sut6-ZPh!`xfPH_pBU%)%et$)g&UMm^UC%IHhVMf)QOt674;BS9;bq
z9%9QgD4dy)4uMth;%T1aAuOM0*7t+UvddDI)sS6@PCV^Bq1zp_RRZH(i8WY#nsuDj
z&CB#>GiP#%2T9^ujf++-a$Ax;Gq)`@b(kJD+ji<mVmX(qy62Q;@`(`?x508;aXQs+
z_~N?{1({EvXOcfqn7YSC>dKv*MrFGqW&*Fgz5oLR4OdL}EpGf_fi`Hviz7SnsLhNK
z8^obSbompSppZ%;YJpmt#*sejlnggb?nI)C7!w)$%KLwFZ2zyXi|A*9-^dB0xAL;n
zL4R?BA9ALG1Xh7QBwtYRDf5i6jgcJC;~?b7`QyCE8l_CN`DwI%{N(gD2D6|qT>#^M
zPG3)AHruxQ_n{diGa&W9oMBq>zaNYC@;~fkT6Lo^)$5bnyX)(tlYM7U9u52Fys{}d
z1oscTiN2V(sqfyi4h|J6dexU*_cA+(wmx627nTWJxA~1)osb@jAoA<gT4}6+=t)5k
zsBA*M;!)<q<(uk9IokO-o|w&Cg7z;<MDBozsv|^^Fx%OngYRott_x&P&tP*F#E~$p
zdJ$M7AZuRz&2K6QCR(l4Tv40alXe`scba-?**#QQMrwWDj5~QY;;}vr@I$en+sQXt
zNqS_>7KxF#RF@9TYDRD!peA4bjEZUg@BL=g1N+Op*sZ!uZvs|4{K?h@TGy3uJ7bNX
zslza4x!MDSH@^i8s@TywFa=A>MzV_o%52LU8v7R|C<Afb#_4Yp9z0SqpxOE6eQL-x
z^4q@_mJFRYs}BI;3;SgA5<^Gnto*{>mD{2|*=(&+s=Ho~T|EG{E|Mm3BK^aIqJK7d
zP&KQ4B>F_^k})6OzIcF=hK74{AM3UGm!Z#fR<>+|Jyo-P^cS`3nYcL%0=QrfWd3|C
ze-eY!21S^FVZezM*<%^tym?egDh(7UM6g8~X?>rU$YRG=U7Znmr`$tt`k`8O!tEx6
zTSxAAxz4MdX3}m;F>%HA)Y44UfU;Q8d9oZXq5Zw{g!iW+#r%}Jtr_)d@1Li}wB1H+
zhR(=9Zf(Ef_CEiA;n@l0LP<)gd~f9+)Rk9Hm8FOIXGO`Mo%N@L%05a%e|!Sm5msC4
zC+VdRkFR8n8i6W>zF?I5#U25XHgc4{P99%<Ro>k>i`z=*L>QhBFV>^V&{ONfR_@7g
z@|hto+5S_YK*`*^yezpmV3m{56dQ?#_(w~}#TX@TTg=Rir6LCnmpQ!t(olXz-L-+{
znReR&@AePzR*c|TY2<L$_6!yO#j2A{`dIxoOKwT}+2DY^ulgxgjob6ITa8{`So1!_
zU8W-_<a?-Y1P%Ihw{!z3#tzz*omk=BeYwaDQ}NJ}Z6Zr*XI{Re)!v=$<OPT$=w5c&
zHbba5p}ra{-fB59y(9EA^JqsPOBYpUBHNYoBd>=R5Q-JTViQOHaXS(ib$g0gZbFkc
zCAZRxy1>3rj>77sr7bCk&H<G}t;IEs`_%x-H$>{A!ct=$_zz)&n8VCvv~;`JYL6m2
zPxLAJ`0{Bk_oOea!cAe`2+#z+x8w6=S)kympf0*E)HV83lCkKT>&oX$Nk=sSQGz;F
z;A-f@srcG|Ji5PkA#BkA+@07?v*ZX<b?ssP(Xq-;OXN8KZK19+h$!JNYah;8fp6Rm
zmTYXwdp|qS#0M`^*(vki$v(VsCW4`8#fnYOwAA;dBq^$o3KIVHccvNE-+!LE_$Yl_
zrMJnawasyRK+3IDACJl|WE=k_Xhh2X{XYaS^mYBgeP>?DC36uyoO-NixJS~r>w(^(
z646Ee2ZWQiA>%ob{Wv=ddh2r^W^ZMao_39k@Mo53$F{P2?~--k%1G@y>)x<`%Gvd+
zM-@wPd1-kWq*g=2;JbRIbH@BHgbQuJ9UWHKZ4<b8saz$TGF}R~0_>J}eLy0lnsK$i
z$TT_#yjXP$87Gu0V<B&U059rK=wPOTal8Sm%P~4h_xk%T`O{kK!y*o1tqwv#Avd6o
znxkCegeE=0OB25``X3FVm~9SHw|;JEA}?<|Bu5;{A0~*M$oNI~(0a=@;tN!9K3auh
zi4h*kOc4)85EHFczm^vK^C{7L*~6XRm0`%SPbyPR;AS7)!Nj+~Gl<n9Nwg|mDj~Lm
zFSvNy^YE1KI-X=<10RSEICOOnDxxcB0!_?LfL3t~s7-AhxThOygF>(Ye+C*atNyl{
zIOefB8&R7g-wfUOB~Lp#StO8;hiH`Sj$?55*G)OrMnM&Ra#pr_jbbyZQ)!03esGB|
zBT2cftLmRu;*)^+Y&YF_Ar9O7%ySeJmXr-!=A2Or+!&;JPuJb>T}KBCC9M+WP;Fzq
zktvGrI25MG3CSDK)MgCa(_P`Jyjcl<;*==+WJNt-tPeCOh92FRKy%*u1<Ey%*5H<T
z?{RK<!)EINb4zE#EunqW6s%IARk8v4$K1<1c7R`ES7d{#!i-^4T?a1g$2KPOVjD#<
zkDTyoK0nlO-p7kYmE(O!@DVvtxydlX%ycC7X%i`?7R6DY@QaQp6p6*T5uv=T7xo>`
zkW=0&p!aYk;LnaLh#w$wKjP>A;#U4`)8TjzpSRb5NT8rvW3a4{cE9tqwv|Qnl;Xb5
zkognExgOo+6e)j!?fY7Dt|NPeg{OJt<6{+d2flB@df}=^J1xHMYPXHIM=sB84^|77
z0357e{jfyo-Kzf(RBto%HI-~$gJn&iAi@hx_dU`PHF8nz`}9#rIFsSVBp|CdBdAYX
zrI#f1`_X*gHazV(W81pe!<H~S8A*Tdc)j!t3~$7q1t=a;QL)juBhYgWOqNjF%p5jj
z%{)8{rL`$<HJ8_^@#4I_QIez&8Bp48GYzN}8i1!wt{=8PIW^Xk?3;%)&@fn_SP<1*
zHF!{qVC#X7t}{UQ<*o4ZXI_Akb#AK=s+Oh#79Bm@#>sam7wr4nxva>&7g<!S>ZDJ3
z#B-dV2cto&1-94b7Z=1%&Gg6R!716S(fQIK<X0E8X#I$061YaQ+3)Yl({}0K9SqNb
zSc&~r(^{H!WL>n{JQ(xEr}2&}E2!d$uTOjG*WyZt6;oZPVBHFhjhoNQyiR<xIx4Gd
zVQZL-e);f1VyOJ>clkwkdXDMxDkqW*8;j#6*=v}8bp4G1*&Q~kZp`nEq@pFh{{Ij-
z<N{9RU0+QaV}j1~RPXPz*5bWo)8_}<m)orh*38@mGQ;$Gm@Z`29ttcwo~@7fnTba)
zb?!|0F3|^f+ld`KtCiq@g-FN$4c9;@zxqR-{z5<IxO$0i9g*AUvY7KrOy8;998qeF
zw_}AzZ)@c*%!D<kqOo<Vx~4NEl@f!{7iaEL?N$jXogtp2N?vn@w-{bmemLW;zK1Mw
z%PC}QI7@|WRaVy4)lVUj*#vi>0I+;bMIEmBH8W-Jp(MI8PDmaK?(rM#_Gu)7d1Eat
z#vCv*cUcF|Jwb7vLnFkFX)f@}?qmLE2XvBa=jG>TFAq^M%PV*B@SjBuJwvp)qje$H
zx?YVV;+vp_paKa8#aRG8(Oo;9uA|V$9BlItMGS2otDHUMA=IFKZ@F0M2dPa>9^BQI
z-;~Q7b>cbwOlQ5d()DY#AA+=<)lDDSDm#asXHIfF6bBIgAZLV7=i*deC#jm9)cwoc
z!-JeJpt4!z@*cdeDQ<V#W?)T4K03ZLl!>_VqLODrEvkZIF_O~YsI4`1l?-#_o%qh!
zXhn0hX@}CEBi%FIfYJsDTsd^SS$oCFIkTRsy8i%h{AqNWySZ#V=>##SA)~=+EiCS>
zl<ei|XXm=bHM*YG^Cj3@*xDHrSUEMIE@_ODQ`3)kE4sAd_-N;rcGTSAp?`OX-5~=x
zR-7xtjJDj3c)we#oI|x~c+_=#eak5$8t-Y1c05`NlKL81p}~SZ$1pH{<<{lt^UmF6
zt+}w}#~CG?)1$ev5wUEIA7$XGTk|-AV!>__zyLe91Uufj^p@Boc^^tV2${qAr(zWl
z5MZyZjE-2CpW?c>{W{@yFPCQZz0+1U)`nl(Qr}LU;xX;(k7Mpva#d3_=`+L&x)*@C
z$-Q4;josbacVWDq){*=cTI*Y1aAb2;O%%=`hL#;JZ@dMJx*YS%_3D2`on|=C5!r7S
z3VIuC^`>|abi(Whf?Rq9ne6_~%aD@&cZsz#)ku4$%G`!DbqkfqWCXFr-e8qF&n(`V
z6Ae`Gw4JoLu55ZQx5s8VdvWE}_vbEH`ga?QwATI~xJeW+#AAiv7O)ItW2e1Ua1VDu
z!nGCk1O~OvbB;PSs*3$`tbK|ac_wia5F9a#jP3jt9VPPXS7n;bPu@P7M;0Gf4Q@_%
zcfob|x_q+YvwrKJK5TL1mtPIFvYKn7<KjE3y;2LQDSoUYqmSz$Q&1f3&#fuQK1#4u
zPgzY26}2yX5w)!?i0A+ha<k%lcc2<dh$Jqjk$^C}r;_01*7g0IxNj-w+ux&N6o@ce
z-#BRv*m<aMW~WK()c7e?Zw+G@*9;Fe!)C6Wh}E?Xr-FKk8~}}uKXT;}xYbuaXYS{?
zxovp*x4N}9nXUoTzXX1$SnG3iw^<9<=y>~Zxqe=6S)THko~UzOJaM?;q<~L`>#tC{
zHqt^NBfDz=Y4Tj>gRQN(+$v;|x}%OV#*@oY8!d%`q27ifkoxS|-b8FyA6=~HkB0hP
z;pY0QhsXiJDh<L>ognRmspZl$(5NNn1fHwT#~oLC-v%Wh9($C<WlJfc)c$TbX#Ocg
zmrLsX>Z<y|So0pE>R>bj%&zZGhjwnCK6=Fh`Er@?y_C<;(d|4Od^6&FmU@Yr++OX}
z?j$|ViZJG#2Yo!0dS-~}i92O_vT5gg3RwI5iyC<}>OSCw^#1^E#yK#26uT6Dq?HbC
z?l@|Nbv@<ELGB38y1wDI%qb+9(P?arBs;Fd0DF^6AZOmLgb~tO%u%#8p`5dw&oxRL
zgO#RvJ`=1?#pa#f1#IPWW^RdN4{w8l!`iX<&HzpUb}~8cw3;M^wQXfYnPxP&;NeW8
zF<r!TjHZM>H;~u6*gi@HmQL=pJM~JH#8b8Gh7U>a+|o<V03hSZ7Y<XwQfFkj)^Vf`
zW5qFM#lV+1AmnvbbGJoPx(6JECVE<$R~JSMk@Ps+d=yHl1c9yqhYnz??VElL)<dcj
zD-JZB$BJ^GVi>^c_J0tJoWkawsy*gcQ_+c7eP%cj?^gPAab3mlr3O{YB$5c)BOAEm
zs)2Cgx>{lcMbo>-I0O2uomBO8t!$FW=Q-us7|-0NTX=eDaOpvfhnaUZjXAbv<A1u`
zWG!ruV-M6}BR|b9*TZ$S&M&ERpkd!H87}uNO}gDlMULh?yX`xfQ<_SGs%{^*!(*tY
ziU8@%WQkld?2ouC6Dh=z=XN}7x~onI)yZ?))iI*J)I+#qj<)<#UnWroYD(%TSu^2(
za{b!zyGU1@2~j-P`e<Qvpc9udxxx2^d%`tLn$-GPw75i0TH%qTt%qh*PN}ukUAS6-
z=9+?h)XSqKuEuxU*<3wFd1Hm`n{sgBjmmDK8-05iY8^#5kC||8K==479vp|fx<KZ)
zA(?UbF1u{2q2fDes-k3ZU7=<wDVzgYGfzFbgZx!2d@(}Wnu_ZS&dtR1a=11~9oGY>
zUnl%t{{T)?PotbOTa0z?()#LyE8YWfjU;3&9m3Gc&LM`|4|j;ce1)R}9tCwfoQ;B(
zSG$`*SgSR%xAEiayOP>@pvz@;z?|}3?w6OgT({~v-28j8Pn234ODHM{?%3D4yqb0k
zd)cKqHMJE*r`2eUr_A$APs6tgIymkX^uR+f%VcYVnny*d;Yv|WK+G@#_iH}&)9QMT
z>}}hhhl{qxl$MAvIpH7>ePTcu*&|Ut%W^TgDW9Se=Qohb@#E0Tahc+ZkR_4s+%#zm
z4cd)UD0?!cp+B9uRF^+LVXH@ek<}8m25w&P1{XW+&al6T>1}O(rclzgzULj!@LuQB
zczgM<pWpqSZ(YmT#ayng+IMsg&+3(1BOe>IxuvJgXq_V?8l3C}U0+)Sj4_65Ip@)R
zg|C{b_@#Vj)jtI`8mQlZ;97p=0|e&-mj2{e-wGn_m?I#9jz;Pp<xvGhke^iT;8l%1
zTv8Ao?I+KY1fFRw=AM<IuE-;FgUJI<2@*F`2u>bpCuKAsIAGxtcA>gt_wJfhT3O`7
zT@mH&1!6r{d{q?;o!v_hLU2{)FwyTti48dkK{p>PrH*S#QZR`a<cd--lHO@(n<f6r
zW!}jt=ZrNl{-~)`-<W5fQ^VN_n13?Qa(4+3Xpb}yR2W21K>$G(P$&~2*+-C^A98v`
z)6}7gedfoK-CTWM6rgX2{%a3TGdc3Y+g`{VJ#UO`Ljtn+O)<4cGr!)NOQ`(w{pqvG
zX02A;ASK=7Rc|AOp_RI#Ej?8YOlCP;7IcJlOTs9|+oc{#Ah3oIK>+5Okne=K9f9VV
zS3n>TN@yyDG+-k@AfO2(Zj^!s$igJDIwNdl-pZjZ=DkI3o!o!e%@~#!#c+Z$DP;%N
z?-{lM>6|Vb!5y0MuNc)b4j!;o))xXpv}tBKold~Q^)CVNto%R0oIAp=wbwf7SS1-O
zERFK9-n%kDAb?2+k;1xJ;=J{C;v3A?IOs1^Pdqlpx+r0l*bxk4NFM%v<;$E&aVM!=
zyYQW{-0b(}Q?ibrQfV%zo4Xiu^MR<2T{*5KT5?qRDJUR<ATFo)Ia;puTw6WH-DaNS
z6(l*B#?4*WCz)KdFIWBrTuWr(J0;qxwm}s|W17-+drb#zyq2(=sa(_WlDSsYS5nf|
z+Gn8BNobL{$OEF)c6n0Rcm~Yk{FX<6GqA}y{tG|&Uh#!L7IuKi>1qtH)3C)GLvYqK
za`&ERDzmez%uL|+K~P-QQ^@SNbn3T_{aZ^Nl8)xl3w>-NuDmly8j0C+dJZ(AsFs?N
zlFeCG>XJk+4<I`SbKsn);z}9jY%Y#kcM?M#t5Y07++}lp#ye<!5VbM8gy^7(Ku3Ny
z&z4W#secBG>+RRNiY8D^SY$1fG9XD9*yU&YTf50v>Plm<1=10ZfLg!6>xrP@j@21c
zQ#^6QG!BYZy_&T&k;wEQ;c)MHIWLHR@UpdC+j_R&YwZuAf~qqdZg4)fHyr)taK-G;
z!&dWR;?5GInu=#lQ$wh;4#Qe9Gq<^T(5z+bmvBnYg(%%{;%j9KT3lzUjywV4;Hwsw
zvikU~Tz_Y|PYb4wnxsfr-e(F$d%p1_XzcT3hPEgO@Y$_VI3}i9cy5NSNehgT2WP|{
zOC#F{5DG5NZa04P#M-)dGMu;(sm{O{`K?E1{=WiQ2pRs#9{&L8S{GH7)vS%LiXie1
z!;v0puKxgZnmP&Ocxy`=k-su|1#c@!W=g<z#dBqwf~qT|c9w~vX(zzEWd&zxUFBC}
z7x4ENyU~k@K13DcBE6S<sBLFu_p`1yQ%y%Mf(}8;2^d~9Jr-yrroGMfP7+X1DbIVk
zy~o~BWfBMiJd{Wv2q2FI0U&|_0*MH+QRTiF_oFV`U;+e;lz2Ja7Eg&lpd=7M0p%zi
z(sF@74>U+1fF&`ykKR&JnC&_97(hqK5(pp(ZI(uiHb(*A3PK1RGP&N-&%ri=2m(}X
zFK}Z<OO62ZNm8v^e;Ly1<=-<t?Lh~%?D0or;jSDW%b5f*9}$-4e~Rd|)lYm4AoN_z
zjVF1u(DzNtTO=+X?1j0dnaz!$u01;uX<Jz+kDo<`tI&Hzu*~y@xJ<|VvbMpU>{&am
zPum^FtB3BKJ6}r8PyA%a@r>j<Vm?J8Tc+=}S}5!LH@(ru(nIKEAa%$YAHjV4>b`{D
zB%WJML=&)vIwwX+>yd@?_UjjMbE<<F?&f=O?r~bixbnVCM$-3&wWZEG06CR$4-Q=3
z+`1-1wm^~CB`1Q5M;BU4v5!oPIpysI+V1r{Hzid>bKhrahFPPIKSFP)3(3wv+~sMR
zHsLjt6_gKar-{+;>b!C!co4l^*;{HaU6|V|jePE^Fc!Vfmr!$>ak}HZtWQB#!L+q>
z*9TS4CCrISq7mZ}05AYu3-D~Zcb%U)l*yA%RQ8dcK<*HYM{g8$cV5M4L^8TLDXL?Z
zM@9(%hPY=Q87ocrE=5yI*(?yvG}41tE8~2Cf<eJJ^2)s6*TX%&dP&(Fk(nIVvEwap
zJ|Sx<Srjzvh6vddOm3DjjRCD5Kp~|k99o6$(KWsLL4NHn85tawAG3}XhRu40qNe#(
zRaqvcnkVN>BOLSKx@BHTT>kfSj>mk4<2b`TCMa|JZqxkHTiewfRhGJ%Cp0;e!1#zg
za@;SR7aDic*VI!;-7ktqF~h)vh4h{7!|+Q^gP(pEfIDcm{weKKi0DAl*4Iepk0%{N
z?kLS;&_M(N1QoXnSt~e(`%P(~4ezITXfEVD$_kVhY2psW<FQgT)wdvJaR4!|8k~Pr
zVPZJLv)&`&+e}xwn|$AjCw`c!TmZ@NBl)Xkg!0Cqj3dH;H7FtpN&tz&AsPr9BM6e5
z3QD2Kor8q-a-#(69g&WzXgUx`^GA|Y27D48+-{bFx($ToJZ4EldSx~?I2_fjwjS-F
z=NU~2(KI$N(0K%;h8!iWv;`6}l2AVpDe=uQ4<zeQI61FJ{seaMCGPid)0Z+P#NUrK
z=KQZp{s|A3E)e1qPg2Th<dv+BM|3{)zXR25?kU->q<}g%JCz2u?#(1YPR4_<&oz>D
zP14^aV&z`i$l3&TFJxL<8;>V7-&lB+aZbskfyOoh_Z&Aoyq2qssp^~>$t9RGAiEgk
z6>ZAp==A1xxzi0gn$`{6d;*nXrM^pSjNf3TioLFIErHsY8<UJ@mfZZ*=TST~0~1Ib
zh7e@!*IKHxGwQ9=QL|nn5)qO<3MJ1DsdI<c0I8SDZSp&{3|9IBEe>Ak+#JwZo?8-?
zRcE;p94TB#^9rlUKZLcR_WscgaA6T#Dcc}8*tmM6E@a+o)?b7d0baP1g&~sPYM!Fu
zLoj?yU>cmmvxo3rdz-U9J%p0}5xi&hX`Jui6wBLE{4#37#bmo*Ynwx8x762EyOeM<
zC;k#DZPk<)4@0@p)KN;;0V5`ivFrr%Ag_1!Ey9*Q8sN%NVWndxm4VeWmuhp|Ksg7%
ztbWVs=iUnZ8!wj#nN`I1IPB4$bnRxjvHSw<d>Ppv0r133H1=3)>YM)niL7XQv*HIJ
zx*XKxKOhv$j3K8Zb!I=7Zbm?4QHbMf8pezUwV|P-$OJ{m%O!Bb7~}9rd@_t`Eotxv
zC2QBDV|!_<eJ^HrsUq3Vh)16%I0fYE_0D!s`XnvX$3_5Y84UxQzH8Qfu+u?50bChc
z`k3heYo&Am7myBc0o$7MR}k6k4D=bTw+iD8WN%<>jBch7GC}vIULxX=z_wl)sNf2p
z#=Y6PR!C%mc;ha0HZ}v##b>K2C$~yO?C)u0IM<};llm3bxO0Ozechc<U+FHDa8o>(
z-09liROhZd)zz1TDDK<=46F^7S3Tju+qJ_xW5Ht@)$rriJFVk|rfq$auhQrV)g%Sk
zZ@I&mK4En0A8E98w)ROBG6~%652V$XF#W9c3!d>e4OCcaO!O^#TOM`B<B~t9_pI5i
zbWe_|lrfqet-5y&J$(KO?C|uQcUI2>C2PG`jE&G`KzYe<SUwlxDDM`yrE8kkv<Aq=
z>>7Q_%4+8^zN?DVyG=E&u8uK{LvJ-*S$hB+AH8I%Zf|kHa;~Yb=1a<K(@9%-E+-FE
z)ps|O?Wzj9tZfd<hTT?H`Nme-GFv5MHGP))$L>vyrCr1UyZ-e_U3rc$Nqa{=Zd}Ue
z$F7~_l&mai`qBkeJ$#j}*DS@^9S+MjtgSB@Up+peo|-u_$mG`I4nZo_ju-@ZECzIp
zw*wrO%9dSJ@w>&Lap&c%Rw3ze$-gxKNI~YCuB;GI%`tbd!a~fORy&Jp4MozbZCMTV
z8HIn@TmlLzn&)h0c82?hHHo-9yGsGdbF#V}k)n#xPfjokSPA!)tf!4JkG-``uQ(%L
z-l^{sci@K-ed;l&BYf?R%BZ>DDdE)E+$E55Xyx%LNv5svZl<0n^gYBiyX2jdUyW&?
zsAN#a*|!1CI|ZJ&-DIdgO7QJI%Uj4OF*2^UQ5+0=&x1!Lre$?I2NH{Y?v`;J5JqGT
zl(pNI@><T+sSV47u2DwaZebF$8|NGU00qWpwARzm_tH8oZEi~jNjt9N!Vp!~@QV#|
zT<JX@x(?(dz~;Pvso~k49Mj?7>9>|SVCKDw+?dL``#i1<^vE?wtMrWN@?GwVn>GfR
zoCKmQvBYve{I4@{1r1*faU*N#T3Z}*i6cG)9z}NRHxWZwX`;N*&iScyp8lPm-Mowv
z2UDJfbbhVFc`iJ-dalPu$=fa&dyMS0+(6kJ+M4;A;7*`60aV;z^tTt)4*C6D@shUp
zHd5VU6Vuds*~peYW5f_uJ;L21C|xPTrZN!Lx0atDdg0>c*O@fs%Nbb7X<HOdWNg45
z3r*Q|XQJQTO!+V>V=Vyvp~*4$u30CIjx7v3Kg24!wu=>XcLMS>N*vss_B}o8v6Y;-
z+&*iLPTRL@CmX7Iii1yZnkQrlJ$8BcsdSZ*)zQUQ3&D<Nhk`u%D$XN~&!=rfd%7dP
zxp_EET~}hNt~GPfR~pGDr;3g4Y*g{IV25=F-_cX?1aMs|rj|-*eR#msS_|{nB}=K9
zk}wHlY^~<zk)8S<B0N<yWRyNAY9)NrJ<roS8S1nR#;*nF@k=js_Uq@X;`%_~Xq#fX
z)jE1{=<+n`lcNAU%4?42rM}!*Pe%;zWNjVfx(=5&KF~PittN(dLj_&J2mUIoWRaQT
zZbXBTEhE7|qvA>FEmc;Ek4KxiZ+8hGhrT@QUE#9tVcp;NB;HQGQg+NQrY7reWxBRJ
z89f=m7Y6P=D_Khoj;n_*ZZXl*HdYB~K{#_U$-DUDDyH$?J@M1a^l^_^Ij2{7<PTM<
z;I0<7Ty1j8bERwbOO}_DumhIg70b`dFyonWUooCOKI?TCotW9F{{SOknXpFMspfI-
zPBL4oW1j%Fb#XD#%Sc|?V{j}lZz2xa3a%T4rjJbzrcyv-Xbp_KGj5wFt1gt3)TW@+
zM<(8*V|XRU!FYU^mzS5jSI?)TJ8{ER&1<+e<w0>VLObYzC8UfTbX{Y!yE|;$E=|ee
zJyMyRU$6rm6(zfmWQolaS)NOI5?bX4iTI+X^5GE7G|d|@4fE!^oSc1cRjw{csrhhY
z$-%=eSbJ$dEu*KaoJB+?iO1D(lL!9*g$jN*ttH*XJTViH4oM+m-8yW_NnVa0O6jow
z08Z<vmsiVvR`s_knz=j5x``%}#qP?8>V*ecN!C}PjyU5rjMR0mR^8OcRA+3I*_e={
z>O@>sHgw2JNq>rOB@rbJmR->eNxYOYQFe4W9;DDE43sU=(CyLdOyr@cqHOq+era9j
znvIlTqRNrpA~NmGHIva1a0dk83v_qAD0hjbka}f3Pf1r&;M#ghiH>oI;&ZwCf}1Cj
zUoc|}+;#&c3M%OJGNr}B78bfkV`c-83Gz}dwmZxeQVNSzWEo+{c@buQYd2QO*=LSA
zX`Ej>1anihj>ytZ?mV!yF`0N>+-%fqTYt7d0R+s)9Cv{1HdSxqdJ_6)3TL&l5+%vr
zEOqnB%+GDF{9M{<W)SBb$mey>Frh<au8uJn84c=Ox|sbpihJF9dHq+Yv&7R$a^lwA
zZM768kig?3Lmixl0C|;7#1+z8A~Lc#<aE<NW68M3B_`LyH(9-CnGreL5)A$7W$%M{
zj=r6-%}mCyJ<n;4**Q2}oH)4n@wj|fTazxQpDD>_n60&OT^x?nEE2@rXCr=`f}JN5
zQL-}d;UUmm(9m<Mz~xrQ!1pR~q28(Mt7IL*)hyaa;c@=}3B{H18~!h<!^Nqr;|f7Y
z>7=HSvWJF<f!vQAr=;S$bA&Ac<<bne0qlGBRFZJxf!=3*%2YP#BW{Of`1;rhexHs1
z08LN$pEU7oK(~7LTIo5Ah6C;j4;T!(jBS$ARO=6|O)U7{NnG*nRa{9SebtekQM3W^
zU9X7qeiN(^<T5eKnNQ#917wqZsiEbctnG)$Wk})pgCf@N1)9A)&tF*~cdEw$w_b|V
z;U3n`_TvLN`r&Pe-DJ3GJy%w{>@>UXTEch2i47T{5_e`s>-#y~SW-Er9oz@J;T-Tl
z%dNDw81<G&=MXnIZ&cOhf|S|&;}&EkxObUyG!@L$&1~Ns@S%b*t!gc>Rd>yM<!f4S
z1a83OtF3fQn%_#+$nad(lI-N2$O-62m}QUf(y6Iv40MmFcm%j)WnKyn?xM0YQ6#0E
z*lw(SZfLI7*_z6FS5!2@`2!1D%sUwISk7Cn*0H$HY+SL(K9TJpJ8*H$Yi$%%{{V`Z
z_r?sG0S@XBRMNJ34(wCJNRLZg=Mju`+p2>d9a9+(qdQyO7NSdt#(FM1vCESkPYq+N
zYSV}*A4%vEIJ^f$=Zv_XK>q+Tq*|$)NlP6(c_r8`^Em3LSZj?#;jNYKbb4cGbF~KK
ztJl>UYN~Pw1e|2@3$4qJSmQ9;vB#9lE0b$SNk=CL`e2XgH4QE!2M3{6JYg6d4{Lb<
zkXk(V3p@DcnAoA9jO&%MeIahm9t%sv@jvk$nw{_ZBZu?lhOZ|)GQ%lypDzCZ9&;(<
z@TIj=cNDGfF_&&qDm1!MM<8&Vs+2XGVOLxy^lNn04mi;nJFRNvk!;5oKjRAFU3z<2
zp6(N%e=?)wLrb{k6IS_K-?+W;0{3M1jMP8*PE^cgb7E(#N%lZrMaPW887ITU&pzvI
zYb{kjh&U|P4F;yA*=WvpJhScyP|t9+#Vtj_&7MhGDq0)NgUox@Vg8yS%yh1NQ9Kid
z64sxBxsL56#-=)&si~<AIMNvWjd|zpT~D)RzdQEq%=}IG*QSbw?MrlKx_1$dZE(S9
z@J>|av4A?2Lmh8*c+|#IX_>%jh501o+QPT1pSqx)rP#!5Bm%m8ygiv}e7hWcmppC1
z3dpYT7tIqG;#-lc#EyzJ9EJ4`mFF#qhF2dxpL(ja2l_Qjn-P`oepxTo$Q+VeQ&H%W
z!KcyWn2eW#HXa`p>G5%6hV=9KbGg-ZWQL~X_va%x3EIbKg|YQ0>FC2H%cqR(kdy;m
zagV%s($kVh+_{)q(nZ|U#UF!4ed?bb?c9$UfcwI}Coa!bNoa3*cZ)x!%FOo8KHCeQ
z{VRa#aH=F>Ye77fol{;M_dab+bG=sM8dNIH;`psI$?U~Dv{gd?00)JymvdMLSlW5{
zEN1x!eTu(*?wC3FidSohFp+_}Uo1<cE+f#|$lAs=xQV3Tb0tEB^D{?s_ci4Dq#SNa
zJCxp$Q{I3;(AJND!eb;inF%}%^e0SAY_hXZ16Qm!Q0r(ZDgn_WBarn3EN-mzE<R|o
z2FGO9i)W?u^s>{)1ck3|c5_a0p<bHD#S~LX-LcR0oCa{1wvp)|<Y8ICLk-U56)dIQ
z-iNrkr`?4u@a5y0foG+qjxA9J$U!<?jq&8Hn(XsD`l?wiw<~;YsiH2P082>5af8f+
z<qg^?U7~El@#Dyq9E*_P5}NfLuggK`QkqUwRED``c<P&KYlA`cUERF<`7K2>E`AA0
zzS{jZ#Zv}7ZtS_f@w$q{@a)7@Ivqu=sED&Z2OBLnXA#|PlS@MtWlS(WLg|Ea7RM+9
zksVeV-8-Tzf7WC9dzVJ1xJPb|I{xX>Lm(c{Hs`9~>i*|v=yG)3o!_arwA?4RTw<)J
zacN-$fyu+bt#1`nvF(QMK_ls^4g<>$G7pXyGm8HJYmy%FI+kk3v78^0v!=W{zAX&|
zMmNg&j!qo6yB_}l9&^;DxYLXO02jpoxQ5PZU!&Dv2OV5-;JW_+XZBjIAG^nGzp|dD
zhT}u&RK?mKq;1Fobo1oA>)H*tTxX+`TiV!(1UH$_g4J*>(rX+NI%=tAne5Wu_1P?M
zfL*?B9vr$oPv)+)yq|yn0QHXV!Z6ZZtvCK3a~Swxk<NfTXG>kn9^#zg?i!8u*1B0V
zJPZx`4VGW9i=&;!Qbj4it%3U=5x7<yNyR^kIEK34BZNi?PLNJA)4qMn!q1B=a_z<G
zW1PNgPx&x=v)$F5yh4L_;Y*B^u4O#UbBMqPY^qvL&>{{1%M*$5D#k83r;w26#68Z!
z<NI8g*Eih8#tutWRTmM&%C?Bx3rpSQjnzMFot(pQva^fqbk#G>H93-I#6jdUtmODD
zuNUzhy5mIoqM8>-*xepj;7RcWtp{h7%%8H!-yzlLam>d9_Ha-0UG5&Emx9h*ea{ZB
zFBTk|!n_?TrkVJ2obq}pG}hO+{V~uy2QsbaY%Qvo!p60(k;Gth%0o^z!uzRZn|!8I
zR>N$kg^{_9U>b%q)l||(&q;JLx1K=vtIkTAy`~!RCN?BF87f<3noHq2hk@9I0l>82
zj1aVx?$4f~lqxA<s2;lqybaM*QB_FMhZ5n_Doj$cPh{`lP^-2}2`-B=H_Mn%G`m)u
z9QYzENZTp59!aQQCId8=XKW5?=9<BEnn+C4H5Bm5?IKsR)gKiF9YD_h35B)do(h)B
zX8dIO_+?=rXbd3atXqcafH~~66q0we?SI-E`__3|S!K%~7f^B$V#*hNROseY4cXy7
zIjW@&X<;C9OI2tDppp`s%@8FXs*5SWDpbD6QDx_k5`ttS3}F3GolUS~9^|xuWdso(
zN`aI}Ab=yMj#=dp!qWFRqRO(eHU`$yws}5{?rD=xHVp6gB?vq{czq<*G10n6;Te-d
zfgpI}nN-d{a9zUf_>L$5v{yD5X&Ws>ZaD88{D9Gs%n{LXz95;k7h0K`z~1rNu--u9
zbp$Fc>YP2xW5j-~x{00<g^;$4)jMvWEq4^0M@-KM!TXdL*-z3t-jGUEo4otd3V;)l
zg$CmeupZIxQ<7ZJ=8=R&7#P@~c_*r3F}&xIO(=w*P5~&&YFBTB2yrCk5(vP_!k{!{
z^-BPR>syB55gVyO5JMP2KoCI@JD^iWUxn+x!Jo430B-<Wc(0AD#^W`@NB2fT;Kl}=
z0jD4zdh&IOo6~PpbZ2oq?2O~CTmt%4QE#=of$g^E(>b)(%54y`2kB|`G3yL&dadI;
zZ24XA4a<dvT-GZUx|WJsIK!!$#s=mW9$@p>^9x^jvr%1QjkSVY!to?;j#ozJyTlfd
ze3y~?6RzSajxc@px(OW}sq#ZjFx%2K9DG0@di6yI5yv$PB$hoc(lRo&V6Ea#1>yVs
zbLYC!wq0>|b1;muX8yB$e8S;fp?(b=pWI(1J*l$Ts*YV9L}k)O<MvBjcK9ysQN{M-
ze`TyS;;7S^ytD&?vpjWLE-s~^rkSwGJlNLqbc}f8bu3RWntVrWmd|^vwaoUuN=e@f
zoYS!_ILKAYr~VThGfTqVtla46rgYTvky64&H+abd%PW{HsM-lQ3%qtY!IwLSXVq7d
z=_x7ci=^)y(gTNwyUlRQGQm?BliAcW?#lIxE3Ndr7ejn?eeRYYM{8OmxV7**Yye?*
z)jkV&CG_(D02WlbqWx6j;`XuSpq{wuqS4%|DWP>dQxOZ!T*J5}KYy3g_=2)}ctP)G
zbAuyp-vAbyhWG~IHKo_voDxAt8-NkHxO9N^_bmLYsCGE}ZXx_)$cyQK5V#DuH1hy;
zJE<MBp3E)$9bPOj+>O`09n7-E*0WZv@B!II;g)dCvU*y&4@flu+IzC><njwSaI#kM
z6W?p8rZEvw-N%=D&U1<Nfba`dcI0;o>Z<8Pl~X!LG+<|-QaEm|qKfrPH7Ufp!$$n`
zvY*C0DRkkh#MBi~O7^pM%p*EnJXB5*xtlK(TQ0$kf1*`KHkS;8q=UFwp3&&*?`6DI
zd+g#0_!#*r>M7=Ykjpz5?6+~Hr0Q@Z$S*HV8={fXy``^dEpR;uUg_YQIJj^%e`xlu
zABuXmiK-!}xK_GXy`$PJ9XjE7mx*5-x7yjFIb@SL<7{&|S3hF4YkMuSUGJP#9VL>F
z(yE%>KoS6G$lR=w@1KE#SUA@3=MWw!fNpx_+o?T`Z{bl@Uuf*k#bBzCP9&ABGIRxi
z6ZfvK*|V5<0?DFAKNN9|ot%2Bi+&o_zemH?@N!F~n2!!YaXts*ZY1G~_-C}%PE2kG
zx^v5zM}coFD=(4nc@85d$#K8Js#70j^0a3UtckzHB9pe-hgum|Tf)+ffN_ptq@N&H
z3hj@y`;Q-2M-YI~TPevgQwL`!?K{M!9nXU6WUc%hYHBF$;JP|lKss{ghU`zvE6ES$
zz025q&{g(JX%R-o$0ZqIVCBeyyi>%`HkXL5RIC6t8o5{i@DCwME094206{4GAteAo
z1P}qTQ96eG5>bFpAW#wtL^O3Ww^J$QaPbXOC@fbR)@q6n2aAqA<P~TwH7^SnVYM}4
z2|BRGe~(ouoGC^f>sH9`AkYwF(c^WvgN5j$-LkpI^_mKM@fdHhP{#iN=(Pp}f;oZ_
zE%)MA9iLPk?}e#}xN?$X^pfEIqX0pOL2Vtu)Ve`!bfBLW0+^SBAN|#H5ACp^$sn(5
z_+INwa>zUO{iy!{qOP9VaEJ4>Q@8yE1T+%g9E|qkbA96p2m%NofFObh0tjIQ0Zg<~
z&slV(rKV|g^Gw!82UijRQ3B}SgMGFupKJD5W^SfL_e@8dT1YBYp5CFmQf8LXYj6&m
zF}7TC^%^yO;cFQdSUu_mZ95snXX^-~$Un5KV}GfDed`W&jk(Qk8th?nPr@>aPsEnX
zjVyZPqPkPdr^{FidmP=_%BJIKW2m&~m92Ij*I@O*2+c_1dg#roGB-<_H8?K>aV+Ae
zh%OVgp`uEe90&S}_AeS$);_~mQ3WkTkuo>9y|K8rk?Oo+Vw$3P9>}D4E+pw`Jyx-C
z<V_6ErmTjdGl#_R@$UyKpuVs1%}rgxiYK}`C3A@*1QWWq?8C4QJL4L-CaSj0X0$n?
zM^@Cg0JEQ{-elvF-_rI+f3Qg<rPdpj(wtNX;jE=&aV#VqSp@9uhr4y8jupkX5c&#x
zNMoAlCVaAI#NZFPZvOxWn)-@LOQQ=MDW4+_u7%h;e6X~aZ^7q^F7`R^k-9oNzOq?s
zk-Bpj<O8}p$f!M^+4!@D=|2)yS$`K+vCfh~T3p<Mb|V`R(Fbhc`;<{k=^ryha}Yo$
z8-=)a=7I(e_Nq3XdmNHJ3yD~+HPu(RVV(xmO;3>FPRBi%Jdah>EH{WC!&wYayn3hA
z4Ive9>&-mO?;xkEnVj`92V?JCkG1-Pf2y}|&ALfxE;Y9}LqyT&Ees{)z;(bMHQAea
zW8ptY04Jg5SD*W4x=&ZzF9pYDgw)*o(-@6}<hAEdG0OnB{1GeAR%oi3JVvG<U?6vf
zN09Da204}Hf5Q`kY3c4P<I8#O+g&iHtb^>lH`RDPU}GLj(YNjpwD8rR@q{&14y>lc
zz4cW~oWNQ=Z0C^1SC~Hte%EZgVZ*R+?UD(OnvpF`(qK2$1OU$w=1_1`%>)lL5dm~=
zz*^Sv^&IXX2FTXr^4)W+70`PN^yhJjf|Az_&N*Q%o(W}aey($=rNj+D?iH6;X1C$q
zdsnBL>u|N(X&fCrL)^x<R{6->_+To}!c~=V@I^f{Dw^w6Eh8XwIo!?&!@b<p%g+?p
zxIXIoNbP0!F6pF*i(Wu?O?f!;!seV|M|R^%d2Us_S!K1-HH3-@Y8)JK%WkD}ea%}~
zyj~>yIJxGHrzvtqTK6<>f<{Lok%AWmY_t&sYak$k2m(Wf>A;D@Ay^Q>mw*Q3;4Y8D
zTpw!mi*-HdRX5Y2GDjslM6V}s0A`>$j-_*`Fxi-0$T($hZTC4Kt*5Gu#jk=g8sK*v
z@IhLNs=wIj;HQ$Jjp46^xJ?e^w+9(N(PtXA_X@~or@1^t)`vljzSf)*@mPWU0)WRn
zBf=r=B@j!12!&HZUoLtpc8oL*NvbGABlAz9f><dDOy|0)G)Iy&N0On~3VbN>C&C4V
z=}*A&Q8lXlZ!KfH)39*PHs-w62wmgwMz8c+&C(*rKT}#mTg;_C9s7iZ&Z26*8@NR3
zmcR%V4nD4f$*0f2tp)o30BYcCJP}vU`5x8=#>V>6N&f)96y@sc2M+M%MaE_~TU(t2
zo8EahJy#C7MRU4bq`q99Ws-BA?>G_o0pJ#==CiH%UhxlU{7rBU{8JQmxH0PFYkRyp
zY_rnwXBo`)J^VpetEtYxX*hp_ZWVPf$5Bf7B9P}%9D>)?_G4<M(qyTek~L+dVNKQ4
zj(KhE3ybaYHT6{uxWe9ScmU(xx4b9X6~Blc+F<!8>c}U#lLR{+1yW!55|%1CWT2jB
z%+}?tdFHvTWxk=4cdTpTsA1axjsF0znr@yir=!hOncRc$N`|sVKTs~u?JO5&{7~z)
zE3LKUdUZ24IsD^%edDUyGag9Inyy>;N^lK77I4i){(_!1-R<$2OM`uB;vUmU>PF-%
z55ZH5S%2WjDIW6bsyO?J!6PRF)pyGaqqGNlu4s5ZscGsukCNv-lXh=Y!Cj%=s%T}+
zs-@;uHQ<af+qJFfknE3gWj!qQU47xX!?`A0$cM7gA?RFE+(^JXld_o|457Gl!w+4S
znTq32E8Cq|9s^*Fv~6k08B!;LdUqEGmp7<Py1JdNjg!5RzCuHC>}2>TGu@+FU3TD`
zy}l;5T$Il&9&H&P!FY(&%prlVB(j#I27}NOf)~H1(mCTxh7Y-TCylAa9}@8m1ZBD)
zuYNK6dHxBPrlY%dFHcE&>~5ybSmy{~u6{##=?-bYU4F|=XSG`+rMKH5Wg{KxwazX%
z@!fGB!Kz_54_v9WV6wD4jP!Ft?6l4<g|5H{cKnLWnp#cy_QNBaC6e0z09P(^;AtoB
zT;Ga#D}#8R+cflcxUJO~I%lJ4V9%R56|}!Iy178sx!v6DCG96URaG?c(Z<+mfQ^zk
zhlcgaS(kLP(KV-+?H4IHYl-Tp9V?#<a~NbKV>mlI3vV^%GSXTc?=^(&o-s|@HFl72
z{_ae8?f(D^F~ye)w|^ZqJxGR*SQ#X5VD*kh<390)Z;PUOZ|^)&MMB3uqM$|q<(!|A
z%3V0$R0Y(qN^{7(=>=lrg^{?q#nL?ecbvGSRXdRI8>zJm_YmD{sym}r_Au?ChXa3d
zPou)<n8&m`4Z%FJt0>#w+ylO-I=%|ysqk4vT}8Fv>V?{e**w%R>0o{`T1Q2HoN`Uf
z#z@^SXm{~J1`B}3C28f1t%ah#3Yum%IRPzh2w2*SelqA?pVcZhDk+>E1d;EtLR~sf
zdFHBknxKj{zz*^|apV;x2NBI11a&O$0Q$q4JI#DmQVAh=a~j>Z>ZEGqg>Q?}uW?4u
zOGCjv;mvF7Zj|(-wZ~KXG%Q8Fa|7QXkhGTLZf7W@sFCD`0y2H%s?54u-EULPmh0}=
zc`==SDxuQNJHsOfeobiIO}5!*srBb37I}@_v@{en^l{=QZh5%werU37OG99l+GMPF
zjkyO%+@I*QR8Z5?Gei-F4!Gu1l}s$#!~zpdcH?!OwI-5k8R;+>v!tG&E``9nTWxK+
zn#o;O8(U1?@7HbvhfE)G!O}+O9YLg#$)l>xS5Q~Fd1Q8&9$ZM(AOwButJQS4^*HwB
zbmija%Zn|?VB*VNB~xl3nUKj8t<={XV0d7ze`RIggf0cqwbc|7AEk#o9|8#ERh^pY
zZv3BZuDZH6)IGmZ**d%v^s&hWGi8o)Vm_<BupUG&I}Q$BEN&KVe@AxbhIVBxs@9sS
zn!Sd$(@~;B`Nnbt{;=`$3EG>j*aorI>S;hDaXAG2%DL1u)40s)xGCfV)shlePrsr#
z{WL@e<4PBKNx$%2U$f`e`?<U3y_&7NUgmKW)RgpD!7k3T{1$%b1RvWjRc@)6pH+w7
z;I8W_ZnLzqE6t)7k&NNQs5G1t6oN<BaWxC(lOIS+j**=5!tHTkh7)(k_Hf(Xd^&#*
zx;U+nQ^o*eVg;kfg)(9u($mO{5#p<;>TM9k6B~J_`ZfT0`q&swI^k{38*+jF05#*~
z#g)r)S88RBy{T?=Z>D*3TbN#bQ{m)QMNK=8txodS9%CC7tCp^gN_kl7s2<lejBl~=
zRF#rNqBx_fh27XAIlw!v-xTD(4lJ_A@~XLA>y4JzW|EE}OKp6vrxCkA%!e+{IqtBN
zNflMfcw%p`FiV~54gS#Q?kjO}sdR8j=*Af(Eg`vgst=0F+31XNNc#80*<5nxvu#V(
z>HFllWjwl>$!v!#R=FmqXL%`}Ooqk)!&&Yf7hShd{x7yN2-w%XjK&GTF6+9+@cmV~
zmf-`;@c`Ei+`0udMHNGbbyW<FKVjn~c|CRI%PF|-a7-leSl%n3h|Nz~H7q7avrC8p
z*gZE@EYim54GkVkb$q3cy5HQ0sv?j(Q(WK(A9}&cbjaob$l-dQP3D}OTE63>)ZuW?
z_N6)LI+JC{wJ%B5I9w5D%{ETxYF9zb`Jt&aT!yWaLET6a4^+@{8k0d}?ae16#U#6A
zoTh@w9w=wcBPeIdG#u6DfOh=TdGbW(v5YcFBUu}Lr#qraveV_`2mvFAA~%uZ0?FMt
zoW}BK$Y5#N&TdP*@zFxBy4>CvTU%E0=7Z|HOGe&HSmTe&H!s7WGL}b=Wz8p{+xVo(
z98~92(=dD9Ka%FJtFH_KdF9FFu0nE{FOp2=N4Rz0Wxvrr8QxBjCDzplI^~T20H~E2
z{6}nz`jUqq)r(TVMhSna*w5{|D#i*uOlg+7I2v~)xW~a}@?kz4m~rQy%Uk(V0Ns(v
z@QeiGINH9Ax~ZR45OCG%%cmh^WscDcceu$h{Xj~NYpro?BdV9*q%2--&(n|n9FvY?
ze^yid+v;vFyWXV{=rx49Nbl-1&!$ti>9~T?6q43jsbLM@OJ)uu;IK@*GL~qcNk+_M
zJZ0pQk1mC2?_Hu=E^@~uU4TmH#sM-bj$D@hBa<#%F~?KLsknjjjLqG^;&2<?hh<N<
z%W<rynx-h@j+PDIG>rki;o_*7$2NvL=(u8={YNQ__Zm-liInc7Z7n++hO#Z1Jn*fa
zcefw$8EfHc`{j5)M&>l<m;nLAm)u}n40!2~v0dN?ZA2s)hIte4Dp@U0zn;Cd^WAPU
zyHxiLMDr!-msQH+>sJrnSu-<!%fEFY)3>BV{{W?KTRk|gTlUxY%s$n59^#fCOh)$^
zK7aDDW}tqB-y~j>;TGOuE_r@g@YPx4(QBt@A6Gv$ovDAM-sB^3uLIz;(!0^<+<A9w
z+rVLDt<vbK5|9Zl#^c1PMzw@PP6luq+?*_oj@3^i&gMyZ`@i{GE3Ii|6rc#f(}A}&
zo2d0*frDd$@0tFKIOpHxtnuyewc!?KdWla)<L0zYAU&>ez{tv{;T9IrNhUF=_zK*B
z?T;mLx|W#D*%RlUj!NjK63F2cPG*qadFz#b!M6G?CcQyus$`9)IC(674o2Z*SjM(j
zY1?JJ>_v?{WY@Ut*oiC3=I76{*<JoVJbR?mpu4iWLzwq6wyr+#<eY<oLaU3h>UbF(
za9t`0jis&B#`4ZrRdaxZIi9n64>W8g#67ub>I(8djOsDJ&t8x4+*a!1;`Kd{*7ws%
z1;w&DSGCxCKm$m|6bqMSoJAz`@<lBhn-iSp4R|MP1=Kj_i0UmD8Y_LefYnu1`y*E~
zoB#(@-TF>Gvs)i=t+CS@b~G6~xiuCKFue{Oy8Q6(#_l@2*mRg>+k96UpR+D3Y#r2e
z^v`f<9<0Nft{tE8bvvU5(IbmvYfgu>?m6{cn%%^FO*NohqTxAbp&+=;8;&qJl>I*w
zS3V|GOTo90*S9T_D2u@duO-WQdi;IkD~56OnSZJ0`o0a~m~IkJEsC%)(+6ZU9Dv_?
zt-o7twA79=TWUe%a>J447pbgQyLH}qVW*0sDu@TtQ_mikx8SEsO&KJXH^>%@E}nl;
z<-?MF%sj_y4vUX0EyE|0tdvkPDBbAN2?MnkzaW$DT?4e6oHqMaqB&*JmbhmJpbNGd
z8aIqSng?f|V+)({t&)=SQ#XGT9Li$g){*=d73*>4<d-?(H;+$v@x87}FZ7N-^(=SA
zR`E^owHDz^3-jJP*59JmR`8{hyDn`YYrKhE-uq8YPk5T1kP#COozGsY*6F7gCR@jD
zk5Qi{80wm#hyv*kPD;YX6crWHOH{!mY#6~j$x$=i((>l7X?RBJ+e|g#(}v8@;?^|e
z1Ic%Jv&S5NRo2};9Bs?Q+U=Jpp@R_t8yMU%jT;4=rxEC@t*nX(4ug#Emy_4rioV}f
zYwo0~o_9v`q_lzw@xo@ll3G{89HH!|sCG<PI)}%{lI!tdjGiyIW0yOX^F1bT^&??<
zmU?dPMuDd;$<K)JSC_h)F=&`d-BE_}&ok5SR0e~HD55>pJ|S-49mpPOiq=mpG$OWO
z*(G<YjkM#-s?EZ3a(8X4a=7v9NDmbh(MLTqrer|lQQHslOxM*)`9p<Nvp91v=vIq}
zVl?);8g|M=m~_s2&xeni$+Ws@iE+ts$@i}39(~yD)8xmtrm^z~wYY<k)jeyWmZi+9
zd2e<fzWbaeD$XNhY{q;%O1-3Lf|fX12*3+&D|A$i#BvaEfKRzq@XIw^;U}OZs|%C#
zP|8O#+z*NzH2`fvem$7*nENpDwXa}!YaB`HtLm88$ZK=Iim|F7$T87Z)MiOD;Hx>`
zCLYZ#&PudxEHu!=GpZOn*tHE&YTv<E$&%dzpPE#%NbttU?_ru-?nVqep74{@^8q_e
z8{~7I*xMsnf<unPWiBuX+$X8yCH>rIPONIjQIuI1kg}p7lVFDjs~kU?S(2YQp2;Zl
z5rVAR<AIaNVJ}yiQKlcdW3E!hVsjXBLrB2@tF9dlit7CU2FFZ5@=V>>1@1=y?M4!;
z?$bTOVZNA}KII&k%|?pU^4b`P*qpoOR4cWH-*GOJPjNB&>^#q!eudg-;T=N)kRDFJ
z^I6l8im9i&*$=MX`ky!s8;pM?X=bmatbT^LHdFNu-zBo4rfj~fjSguTAdG^e-TOPF
zxJBREp4tkaayL31{XOb;Ccgwx!T{VW7D6;&jgK&~Zmz#@t$(54=_Qf|?AbA~9wFUU
z!p(D`xzn~<S=#*WSax%L;a_K`C*m7x=s2>bf*8x2BlSc8&UJV$gTdAdh0=xAhI%aZ
z)UC{r88C2n0G|{uP*Q$ZQO_h#bpDRu$7uCN`+P#Z;SAgOjykrG9{B(+Xu%*2!SP;y
zSJmgo`f>b!)!ym)Y;yfsFqh5+yVG2yeu*h6SV?4W10LX2&jQ>ZQ%5yDO9Lw)IwWuN
zTmCn%hN>R%r|BEMuA}0)eS4;&zB1!X0594=KC<Xx&zC<RZhqa{#W?cb9-4~iOXGIH
z;1a5+DI{U<C3}fHvQ>>0&Yrp#AI-^wmbjqM9KnHw!7|Gks_g1%x$MrUQE`QuV(bq1
zG2Y@Zx_@h3np1I<a@EjG+B>v4?&QWBDCpNNH*Ap8PfbuT3{PYJMS48lTQGuZX|(r{
zf?J&A?7Y6J<%U@2kGD4z-sO32v$G!4=qGa@Y!b%PypYZw54l&|xPOgp(7H!aR}DPc
zVqUkJYOqVY<{XXNq-1;5b(@H(?o-vk);Cowz1#DHow=>wsdDRg7`LUz-ric_dp{CX
zdY_A`4yXFDHY{YGWUoYU6_wV@ZC!?|B-Bv0M}jfyI1umTw@r@`_pOPAy>QSD>pxjt
z6dY}9h52jhspX819D2j}E*^fXE^Do8<*az|<9Js807&b7>avWCcQq0){2ZX_83k@T
zdAEKm?N0dvS{ldC-n0%_cIyj_w;Afb>!#%UoH*zCk@CFwc5-Ep?r^&yK)kb5ERb_)
z!S^YEU>v6E8QxRK&ZKO)+(cU>)dL;WY*hA~A9|&=JT=dZ_2jMF?1W97>;C|~lNB_O
z)Etmn@yWp8r$I-RcBU<sTI!0B`g(TG$leK)P-*zCr&#HqZKi?D4{Kkk+8w)aIV>Hn
z=;|6-V{8IlXC#x1r-vEWOv1x#hyXEzCJFZ<&keoXRl?RO<fMwOF$;^@_T;tL^+5An
znfx_e%N1STa3F0wqB9HjamwBBrxR3FSI0|HZZStQivybcmY*@;wzaLKhK^ZlofB!B
zyoOLT^Hb$C^N9sXwn^R9wDdbC_>Nj>Z*`JUhKhGe;~tTLg<jHH;Ni?1qb)1>f;?00
zJ1FoxOAB5)gzQHx$C@;B9n!j_1faAO5$C}q6sCj;keme8GDp2xS*>+<tHmv<-x!jn
zra;C5a0Ysl&<_>Wr~Dr;aJN_GZx5HTy5(cbni=9XZ<Fv>S6gP~CDW1-xCqy3uy#9c
zWqmcS{{USy)pbz`L+IUxF{hV3&)l=Uxpr?$+4aVfI!m0Dk<{dAk%6U{8S&jstD6)_
zT*6AK2xS*EIwAsH6v8^KF8ev%S#akK-*}3twANc)Rcpz?F+@v8yz&ZV$A#}!3#_zP
zD|_kdBK2G)k2nXY&owH-<*H<KCRwPXj5)cD**>?L$jc#noab{Sm993*y1G+NVuTU{
zTH?|)pZQfBOT#z21w&!HTPmoW_J=Ub5o=x#R-A4W*;Te-s;uMmfoeFk;&|KP82$@8
z!|eXn!Q&`b++6SNjvuI>10>_?6q0sB#Stn4K>(2VG)0h3qqYD*#cV<B$il4Cq>xpp
z5|H9#)(dfh-bFy331W=B?gRscHkBGfhUcne^G5TNl$B6mWT^%&=z#O<<0N=_B~ZcM
zHd(Q$u(vqz@Kc#hJvAq#MCjeCo3!QM1ujww@_OLo+=0Ov3VSXNd}a!O9t(j7sP~@)
z!>O@V-N}YCR__B~IjrnODJPnhSpyp8$qsv`x7EqrMs@*L*d&K@O3qSGHDKBHBWwI?
z+MR-t!z>kTk^biHSGhY@;+Qydf@`XrbTT?exNX#o550LK@J)`G_Ng63TU=wOr+d9t
zY9O2s=DY9VqfP0Zl*3<ctBsIHP{TYq!=BT#ef#uV_$Ra7gw;B33bsGi)Zwg_yBm{}
zmDT31WDN#c153Sz^>XrO0(Q4S!~7LNO-D^pC1ec|J)jPM0FOX$zsPy5H6I;u)R(F&
zoppk?9vqRn=c#==i(13U-QgNQ%GJA9q3UX4jh>N!Wdj<B-^U9hdc6p5w%2ROE^+sC
zSZmK|;#)OK?biD0iip4wFtgQhJhDb`77okW4ObFztt@8WSq(gHZ82_~{WFeSG2o}k
z8Lz_y?Vq%|dZxP~Y8D@nA#o$kcMrn$2E)ddveA$1I&tBLE*`Ly^$aeWt|-KBlP(!+
zMo9~zajij*hh0fk6p*(K?wDJQV~`7<TWjkr)orVxseL@{7;D&YLfP>L5ZrE@0~B{!
zuS}_Y+M6tZ7d5^aR(cNhKU)>Ldiujl47DY#Y%h_yEj;!;GP)gS5!KdkrE@NFvtKB1
z-8mlR$v6UBRY@GPwmNN1bKBkOB>8SIx-S*daQ)7}$mr{(qNr&kp6HVABfllQf0Zje
zOLU4B$1`dg$295$JE$vD!Va&k<63FRnyyhWd!@#GL%vDyTuQzpO;;s9d)|gPjYE-L
zhq9j18)xC@ZPHMgDi|Eb$oGI8I&|OMv9_D*e-Kqy)>P8osi`X<-HdLHLpdW)>kkmT
z)p?{M{aX|fhB1{74PfNald|rx-Kjqk&sz;>rMpcbE_b5`_j~6J-(|{p7TkE3w3;hb
zRPm2Zt;CW$)fmoPej_V+dDAaa_IVW-2X-ZAJV(UW`pPSudYfsZXk=~3&X+r$FubGM
zoi!CV8(cpY(!Q34X*=3@p8aKvcS3ru=lE3dtvt1H+AMVrhTUhUj+T|NkO6<z<={5Y
zlJjh{R#i!<?vh6yuH3BO!lEtDVs}^B`1*pmji`~4O4rF8Ai2(H=Z24KW65Tztrauw
zNN#*p-vU0i$H!ErmPZNWAZl-c=A`zzZNCW4Ag1Ep(W(6jvq^8FrDn4B77?l0cHa;a
zu-dpTnua-Gc3$=kO=A!7TC0BqQgM~a;|vvzr>vGHvGPg_hC{QDkz4on8^LYi??#RH
zU&aC)Hn7z@8u78w%NgjdmBZ#`G|?JJZuJmS9s91~u5(9|xv5uP8|>b)-3&JAt}xXy
zFxNhzt@WMn9F{|bI5y?P99MPW*lQZwr8~<ae2yWmdtZZ-(<{(cKEW-}*gLD;`r}b`
zdkA!}J4A7~jzPU}oBf7k@MGg@D^&&8hVOS+Af=&sbu5y4ptO^bp1wF<dE&XFsp4y;
zOfC<OTFG9=4xqe{x<3N&?AAUzzFDf;+TTKxy3!e*`P#7D4?L`I7jX6QmwT0LwkqmM
zaZvvNZU;0pXWXT}BP_Z#I*QSAt}gT|bzMe}YrBcg$J~`uM_X@u8C^#`Gu|~cO%Y)u
z#AGb)2yKQ}v}s{eZ5C>)l<tNHz{wgiTPyUEJiJtjbCzy_V}rxkOI$fP91xpSy1ov%
zQ^(%4vY-R&HY4i~f##7xW}=zz4w7<NvzSJg1LhT-mx!uqTp_P7sE?Ce2d>}hv=tPV
z%j8}3PiUJSq_Mk8ntZ@buA?(eYqm2QpbkDSaUlFu@5OW(CK#Iwh`|77KK}qD-Ax_B
z(Ct-?H4u}5JWb9&XeVjqjo>;bwd_2|IUm$2Y8fy(khfsgk71G%-8<ZQw5tdiO!}I3
z#@VTBB+izX`p3kB$-~H`8S#+umiY7e_@q@u6WIukINUW8rQ45(f+}>5f3FpEMePS^
z8Zbxg4xa@&hSx(iF__55oaMXo9{&L3sv??jP6MTk3<%^nc=tQ&dx~}v$r|Y><a84A
zb4zeQ^KV~zyH9I~>8OiNh7+Xv%{j|`>A?jS2B?~TB~$uid)Bt0o!k0291Q-~PjONq
ztRQKa7w_!>xE^D#ye7>pMI{4==10t@ptoDx_U4&{d&-LpjdMeo;Nj$Qq%xtb#!d(-
z!E7w{&g|xuna4bp8P@B5tu2ASGLUXQsc4WU#cOkt?5%hboocqVo70T=>MAt!6l`uA
z7C+QcKH$e^1gO(hha76%JSmE+WwvIP%SRN0!TYMZo*l7Ex1cgV*d!|{CI_iZx?F?0
z#nDuC93^OQJ=vZ!)7Q`ORkd6hwrQ)|p9vd};I!_Ljq;mx$Hhd{VkhBiq<tZH{a2`S
zS#FVJx{g8zQG&PTO!FZm%h3%-G?F<Zc9*fuJ_IBc(dI00^_a(d+7?@jqlJ^i=%Zsb
zH0Ma>Q7lmf*gphnX(#P^2eG=ls!5!Dw!-7f(BFXVD5&GhquCdEP$=}UotnT-<erLO
zMn2wwtC_NKjcp?i@kJRw!A*Oa3$X60s^LplMcW-*b9Zj1skX9cog1<V55s};3U?Mp
z_$VZ)Ye~>EvcsBPl=&F&NOt`eLyqfP1p~E6Km=rtgCi<m3SFYRQpqeXKSuJ$1I!Sq
zxZ*e}V0<+*HW-gQy9L|q2borTGI}D-bg<I!G<5VbMChFWXo<ts!5v3m=DEKQOWCCr
z4MSUHqNP3TfVQ5UxFDW;^-bQa;@{ab=ZdCC>b(v?$$rimv0fOVslPC?p_gi+$3I(|
zC3mg9>z8sz4z~I?!f~?X_EJ;7=s@)WIKx2O+^Bm+zul}AlG0giF1U9LXL%!<?IrFw
z3>fkR<yLS_L7LY|GhX0dOw*kCE{jc8*4x<D5uWb{ZOW{o{w|UHF&)lw#!ua}&l^t7
zaT&tJely`_Rymi@=_Ppqr$BHF&gymIN8(Yfz#f^|aIV$vbkvuaJuXoUalq#Xx!Oj2
zJ?XW26SIql2++xLtG3a{Nv?7Op^pXOq~lk?aUa5)jA{69i70LsnrNK*!r@TH`nku}
z$BNDV2Q9ARekI}xLvVSgbDH?$k>r3$CqE#fei6JcHAf#&K1$Oaz8Y7)XPwMJuHQ)d
z&OHL22Cspx*Ip%#oKeDNeC%uD5sa4u&*ZutkAf*|{84V=%F8`8x0*IOIG*~f7~1WL
z&^9NY=aSEM3qJ_jEf7-J-&Wb=i@$R#o&@iYJleo=){?b+Lsu<LL~ZZOJLfr(g8ok+
z7JK&#Ejj-H;giR5+W0mbEfbv_w|6=+MtxXY?R-hVUNLqvvi47Jy_eqj`U`bMJ?4rE
zswiEGH?X;{d$39G2Q1)ih2#634Nbb?Jq>Ixf~E(U<&DDyt_K7oH5Dz5B;&;=3EFIT
zt<Nlssj=uT#Qy*Wd)FQC+&o8JUmd>RKJYXUWRbo&>7I+KQ~nHG4N-51+Z}SLtBK|+
zu{}nP?cO5;b<{X^xzrts*;!_LX`f9<!r<MrfH1UNGk>AC*q=SxI3c&PFnjSPUinGg
zx_<oRtx58=$@pvVXyN)fqh(AovYD?gAXbv%JO&2JRaapBm+;l@w(oni&vCU$8$~N>
zBra@Hbz_L%eqfc=S;qV%_s88^?l08grT&WSeAAQGo1L=nLwSatu9kUAVug&r?uf_^
z^H#)i>n~zGka1LV)whQsp{0vpDWr2=bJr`+--Q=qHm=Xu`=<@n)JsIk8YY5w2NpHn
z%Yo~<?;VX#S!?Zz{liq%4t187yD+v_lIAi%eL_z>5SjchZID;?d0S9nY?4Pr*$kgq
zrLG70B$BOoB%p?JP*_8d$oQSAG65qTldgrHhRTM?mzS2gz8(rbLX~Y0KCQ6S0$C@k
z`zN7LGYcH|wl?D~a0B9wMi}IDZsx}jehOVBGvl~AHxa5VpW4CO34u>jHAIbMPkW1w
zbhjxylgd1Us8=-CD18}%PVh(umuYT7-0*K=*ZcPe%f&{ajiZR1(?r7hhhXpOj!B95
z8l26dnx3Jp*g29y@J2jVqR7YI>tb~aV}+%rLJ7}2c&d2Lrh(LKyXOS<D{<nRoHpof
zZ<)e9UF(|Y;Eld+$2C>j&tdQ2+U8SJU7@I{d$jivg7)Y3x%|RS(#<&6MJ9$FP6gfz
zvBUT|@tnLTJ^Bf)^<Iw9`6(fLoiJyPG50QOH6-?`m(kYJIvJSlGDR~BUf&`P;SWaJ
zfZPO0Pb@Mxuoi>JB0P~qhH!!i77*xBH02thadS@tx?(fBd8&s3?jM33Gv?ze`G_6V
zP=bB=TsRfpKLmP~MRdC`;5qGXK1wWi-Z*Kx-K}=QNrj>HGPj{4VU<V3&<lJt!?_Z<
z^0!M#$T&IQ9_6NUMBGJBDFEh?%p3C|;Hyq4wlWJ0Grl&7o=MI(0djk;G)@n_%W$;A
zEm?)Nx=(n>+l&ocEgkNj;w|~1V3qCmnnqVO;p^i&hEhHWpnJ8wj(bKN8gM{9JdPJr
z;hrY7TxdIrnwaToS^$tbK-}%j6~oDe&l@Gy+TO0&hr=yRq0`9D?xDHJ100ts<C~Q<
zK95l}t!7;27ZLK@b6snWuhu&SmGoBnn5U?iIJ89|d1*Y{;<)V_ZTEYhq1@?Xs*H_M
zhm3~1s^1<r3??@1H@c;>@ddiy#PoL<ZV<2o^qJ2tM<WZdjwrCQj(WD->E((jjII&8
z*1#FqE@gY*P8(y{QpjM1fZ)Ur-=2vV3kL{#8{(&JQ{;R_xTlrG0!Lleq%NyZ*vD)(
z?$Ef7<78#BY8skWcd+U@gt6xtJ_pHl_RURC>OOWhP}AxYxGTs#l+jJu&l*d_HIq}-
z2g2xG10-xk!=WUSwb$<0D<rtdS8TV_Q?QIUzMx9rIgyY#B)&^LczRCH6c<;;P}e<=
zh5Fg2I3#o`^^ny}1d_N${9v`GA$cO7@Py)<bt~zul$0aZF4`wax%em({t-Q*Na7`{
zf}T9*5Yd3_`^uIQJ#{Qq5!H8dzFFHRP|@mt!p8QN*{CSto+@bHCwS%p;0b6r)LY@O
zToQ-3-Xg1id0E8u6w)`NEm6N8c*-l!Yqtx$ZHB9i=PeG@-uBMW0sjC?icF!~U8ccx
zlHqO<zE^8zSmB;t3(Os`@QnN`d9U<|WSrN``k3k@=O`y69|AdJ$!jS%kBK6smcE0E
zs3!*)jw(GellvrN?^S$C{yF0MR#DeY>C~)#wmM2M$29p6ozhJ;F{z(}9bgwbr4Tzg
ztdq%l4vRh8f&C+wo_HIFIFE&E9bayxrENrv40)16hcq1WTj)5`ifLMV`%MIdyHl|?
zGFE0rQ%%1VjWW<l=0dBwkD`p{1+NP&bmRMtOCgS<hd}P1oX0ph`;>Y6K%$a86?SU)
z0dOVE!<P2WoM*S{QqIr=hxfFsBi;!Mo!zE$sj1+Q4OHdK&yn8?t9HWXaUI@@>uO`1
zV~x>D$G1y{`3KE&TkRcOER?>6VA%j9=su|&_fso2v&2vx%7bx}OfPWf$SH0hXUSDv
zUy{hjK4oAo&df3L_?!hlR>_KH_f*Vb*x@_%P#ACrD2_|B(G~_bMAOf~0*T#Efz;;T
zrl>H-o=*OXvGM>jkTK$*)Ya-ZW==VjHge?!E~5Hu#?J>8UFG7QY*iEb;jeJ}N0PL%
zaLwBBR@!<RSINsS(nDLHG})@BiLEj<uXdK6XBooPS}1Mp0!n9z+&;PA?&!BR{>`|4
zjq$qgbc4Ni2Xzi)0QJdRS{hEwtVDN=uDd;>2A-9Iow@UQ$v-74SjR1filS05%x9~P
z6slWkGO$z<7+vdkdy+htNR(9GzKYSply=HSJ5wDiFz+n9?&U7u!qc_-t`*Ui{)!0k
z_okNE##KjWdsxUgepz&kYo4jZpY)BB6ud88TJt3xoauJ>1J!TMbi+Rn*xn5CQbO=O
zR?8zx-Q+XOs;cfXo~6!h8=<6+%!2RuORQ$<Pd=IB!dIF~SIZ;}h-o?tWNuh|aCxjW
zoCizaIn&QqB#tDwkloM0bnfHQo9Q+6tQp@_^XUY8lsc>L3R>8E%7~_zj0Q4X;QQAX
z-<QS{ZcnxU05xE#_zs#g-?louH0M^VVQ8(9zJ$nQn^2XSUmKVl56}3hm(De!m^HoT
zrZd=M004W>RfoOt4Rw2-$m-uuPs>DY!9NwtjkbQL9oNHQS5<0;T{RW#YrHi9kCJV*
z)>nHqtv?_5T<L<9zOiJoKg7K#%FJQ0;CYp=2{Lp~O|yaPRy2G{SEpGqpT+~{{{Rb{
zca8lMegi2@bDhcn2aC2-$KdXCfmvpED}z6IC{1W~!s8hDu4>~GH+OVTlZiiaAm%t_
zvCZ#pRMb1GsYg!(#<(g2hl@%MfX34^-f%f6J)YWLD8!`5T~a{}aXza@im~GghEk75
zkD$R;NY|fC^>tj2oJ9j%_c-CLZ!%PKL2@9zrdBWysS7*DH{YI1O>g1(=`GOK$YXs?
zOEtBi?#B3g(=`)G8+6GVng-mkxNzmilPe|k?Q(SaaN{mm+qQj;r}jU#z5Q|;Gw@F~
zS~^)6M3+igeyQ$(2jo=JTRXrE4?X~7rz<Fo)VO=Qxfn9Q^MmgAty%fL8OCFj{V?2o
zUwET?V{O5;ZR8m7hy03VmsUvPW@DmpIXP}ODHi&NRJ1`XamYaW?F5h%hg<2rwnX?H
z;}fy>bzMoxhZa_L>D&Gi@?kQ^BhgC7HzC<h2WP6MeYUCxK1e2PfbIY~96jTaP19W+
z81Cv??O@=7-7fdzs_fy(j()49$-|!?^F`)LJf>ipIhq|C+Trg`5*H+K6_iOi2xS4G
zlvzOml8FQm1X&2u>EM#0X2lri%=8}gA*Z-DH_GQ|WNj{ck3g~4i<z!&x1BV={S;ql
z_?2PB*Jvtbbp<4vXep1<ydTfJe<huSn(BcZak=g%)z!&?BN=-?M@T9TOLHOQ0okhZ
z3V8HpK+<CylhFt%MLjr*G3yR)$Fx(D#xor-b~O!h9|nb`lTlNA*64(UZ0(!3Agd_a
z=^x#*n~nzDl)H^!o^z+wVRnXscG48POicCa80}!Y4a;z)@{n~_g6KhlM|Y!`a2iQe
zRS?Y#&Wc91DI3fag|BPJiOMPM;-s|5!GJc%-4?Ngk+Y>I+=;DYjv5^IEorgR1D@@q
z_+b~~_A}LFZD{u+I%cD$k)^M2WP9h<IVtB;Qx_Kpmt^t{#uTqdh8wAdrbh-m?Y7GD
zDk@lys{?c5cT|y?^kxR@1h*Rzr*xM#7N1&S<IQScK}R7a^wGGUxJ*9BZ+ZO5Z|u26
z(=^(X6NqHF8O{LNC|q6+#mC^RCE>Zl$%=TKI%?TQp2cur$T7ShvgK1o#lm7TA<vp0
zj3)aL4|z;J-Co@4r<CKsWi)AOhdOzO`U)aQxjdX0qxmEB@O`LR@=*OAd}q0n_exlz
zt1+1cEXA$nLk<EBg={{NPb50DhwYqYQ%PcbV+@X=r01C!U5~OZ1*YQ4YWkYU<T1eZ
zv4w!+ByO~K{>bfg6mF<(Ou&PHGJm4C8ycFgF;_t)H0CK>9O2+{n~~wfZ^@u8vBbTc
zQL-uO*;g*MjPJ>Enuz<lm%`JK*J;Y1)huf44DRhPj-(QPYVOl$x?QDvEtdMa*F@b<
zY!R21k31^cHurRqM~rD;3(`M<-MIQ4_U0Pwz45`Ha3rPU@0KrjZmZ8VG?jF9azj~9
zH9V~YER}_%d<xw5FxN8eQ&Qin5DTIH7xYnnGqTSWGo4f*lfIRsKA<B=ap{fLFR}O<
z%WYjo2-hY7^1|@Cz2SyY>U8#JmNq)2CCYZQNX9eOShD3S&RrWhDhP-q0fjm@HzB0p
zFAn8)_2#dY8|saBZG1fdZ><Q{K<Uh@{w?Br%vHQuNk_x=cN#jKG~SaN{*D(G06_<y
z=c2^WR?lVaeYe|%wz7H##$pmf8Frkv8OK$qkBoR?S!!t?TVHIUnxxcD>1mzcPV#fH
z!O-2k>+Cu#u$?{_?s~7B>ha4iY_7izt%cEB=`Fk~6x8m9J6q$ZXL;-QgmTBtXLuiq
zF0|d4@dd)FrLLCME8wIqZon{L0y?Lp;{MI$wzh?rx>{)CcDRll*D?JZ3EwLZ#MjOr
zw{}r=vCwe^6~?-%u*ys?-bTIoC*V1*-gkS~;n&7r2;G`qDlZ&icD&WTKK^)tlR&`9
zBa-NI%Nv1fPX6`FI~AwR1$|}-You#4?hBy?hcsgVuaf$m-%*tOK7*nCJW(f83|qJi
zE`MHIEk$Nz#$_vERQANj7wiBfVEf^!N|C#D7dzeJx}1J|$39m0a&FRUs@XhsRFxAz
z*2w6b);xjaRuUaj&R+KyImaZGv+YK;vPldvM&^kLk>?vb2W69@^j!y3<&N+pA$?~@
z<A!bEb$5KUn%Oitfv1wxH?)iY0HU^^yQC~@Lr2l_1Cq(j8>X8?B+Bmwgi$%v^7m54
za84Z81<Rin9G}lN;lq<GKbExh{7W^)o}S@wq^EhOlMzM%0mq(7wzgNt#P{ocU3_h)
zG2}wV9h^q%8+HUkNlzPaz%ma)O0u`r(^K7O;vnXq1&$pZ;Io$wJ-4<uk1kgJs_qo!
zl`s(`Y<q^sA#+|PwLw1@9Vbk5pk<(Ko@;E&#Viz!tnV7u1{WWI+$`5}<HEIf>4qk$
zoVXl)T>k)4yk4IixVx?XpWeMrOr~;Uzu)^tH;JiatB$7RX2fvmV_T0Cj4bU7GV<>Q
zYkseDsl~c8sk-~e<EiQV)CzIkz)nCu3*EyW*{74sl*;ZOw!|u~tOR9@^@`CxHtOev
zS;Ekf43z{AUDyZ6D+`2;h8ZR~^;@5cw)t@(UR=>mV-9I9a2U^;v9Y%i%Iss1Sz3Rl
zo+)I>k@6BxkXq|V(@f`hxRt25_$r~_O63H-q@BW*Q15J&TepI)EWMrur>ZG8e%=YA
zryX*X!LUYRLw%Jl+}zbfJYEO$Q5ro}V{2|IDe^Zuo{djiXxq%C9!Z$q4tK&{q13FB
zsBW*<b(DeZwV@)|>`>Rq_NCGM69!K9s(Ev>q$A{=wq)8_<1I<~WgOW0Xd^mU*7yu5
z^f791B}1oSd;P^-+u{QXR@PS700SXj&|EF7d5QJ3%y>8<&jDwy6@reOM-d(LgALo+
z^I7xA=bxVWE1}eNJ(+gm?C|h+P1k6S*2|T(zL7%8$~jxMrU$XZ$#VWN?1}LQ-1tJO
zSm()iqPg0B4R`V@sD2OEmegA6>~lPqQ=ak`ll|G}_pX#J7U`Np>D#Cs&x-Oh`sdi>
zxN>9u&iwjs+{Rooc>3E}brsT4@fA6vs-|X;WM-1=_4D{EXrgN_)b+Ad5!?fYw`RL-
zm!-Iqv;G;sQnm}7v6HcfQ$2DEPIIy5vDe<n_<mAmhC0GIVUrQ1b$NcV!Ofp{nC<a&
z9GGFNry99d8ku{xdfCS%WB95&g@w@5!qZ&=)&@6wdWExRXEu6Qmqj&WNcBi_!N=T{
zQNl)@rg}Qb1hEZF1a%+HOVx4NCKbEEm&=j5i#c-!myL+zK~2GQeH;6_uUa9^-9p|?
zLdxkKa;&#G;vZJ2@SGfYkge`~8Dxry)v#-*rz{3YCppUxf#_Fb_?%|D*zC(*8LE4&
zzItBv8kpZ7Bf998E1hLu4hyUm1|~%)hAk%=w%u_f!!X+K^)##mz}FKP&qKIfTE{n{
z@U1NnI691gcrG5Vj|q(J^4AV|Uu%l~D7jO@;pr}MKWM6c&bW=xal=f`0y@`sa&CI;
z56x3vsvX_E+PQ6m;-On<n@M@M)x6-ewfceR4p$Z&SlleXE==;fns+;=72ItX38`NU
za<!hpappQKbzSzR?|Zg!AQ85jlBv+YNhe0%Sox}+Ilj8Buc(dNy@9PhJrxZ1hgiEN
zy-MArnpQESjhu294;KZpYu&nQlahJ0h5RM2lvgg(Wtt2F=+TGZ?W=Xp81UiDVKsAx
zvgcbRTb}Bf<vDQXN`eJdBlNwFXNz7izT2kZoIF_Z@6>$1K6!HTWuCpQ+td_T0OS=C
z3Z^*YR+k=~6s<sklZDRVRXiGdkATnIRm5cbJ_@q#&DkjTWlW)yTr6=rk-9RLk5C7i
zNGOTj8c3xPx}l<1hBv7pF?Xkd_0V@x85qXoyluWzdWz^G1Rq($pjDL>^GlG@BX590
z*H++~SiJ@cf(Ueu&PPr9Cp%%NE#XE+*WgJ|&_~+9%3lRA#l!aCbDrx~{%Rj-E^M~?
zMm?e5Ok4r!vMZ6Dj_8!@%z7%d0f6uh-YN<(y0Xiv0@8P3Q<>_#g-K|WMNk>QcFO6;
z4i580KHfnnB#&!uNo^aIr5NUx(VlrpXx(Z1G~p_~HsdNg4Im9;&wE!Xb_6u--bbGe
zw)c>OOTe~zs|O1=iz^!HU&gW;Yiy1f4r@=Y?DWpSc;RVo9AkL5+N84gRBav6Z=}e5
zbDi~P#b5DtZ4Lhbhy@+G0Nxz4z}h-Eaj|1|#yXO?zi3iWHuLzV+DL{55iVXx5+ABF
z$OSG|_+wLhdLM;r?-wp9uuu4!T8fw3U?;ngp|3mSjGjje7x-UQR8PdVxT<LCDJ5fG
zOmg$&I*w|Cg}Y#=vdeCnw!me#(nU`Wk^@MOmUqtTgSGC^D*Hvg!FQ~qZ7k8oTK2Qq
zB%X-WVhS!pbY&&mttbJjVZM4U``Opv^xNMHMR?*KAez}VOEtq!6aqrlo<+o-z5#H%
zIE3A)MMGTZOs&=%%#S7O-WlTx+izxZTrM`}R7V2~Sm<6g76XRl6X2#^h}QNKP57&X
zU16#8cT`%cUr*k|z~1&e<&GnsaJC##!#pd*6eZXDd=qzV^=1PSG<X8Ie_@<|PkiFb
z<ZzdU$qQ$2E%slijC_jh-k%jz4u(carNac_TQ<k4s^MPEJ2<Df3d%cs=AIL+tf_XU
zjB+?z4ke+q+-+45T`lx=^x`KT?s%H!>^8=EDm!_np)Y)W^NASA9F+%ZoM%a3;MwbE
zn8am!B5t9~o}VD4{1V$<c&PjzxT2ES`|Ui`QcK=CV{eJxvm@1!haHXwMaj6lky}1;
zF_3f6uV_+nl^pyGZ*-KkZDU~erG&Ae*zxKYi#W!2PjIZ6!v;sW#19g3vF3PkZ*iCK
zK>|=4`6|xJ9SUsZJ0Kiq8R&`69o&RS8sW23Ot@A>3!n^XkH-pZ*~0u1tM0V{*oA};
zHzX&Sbe;-XB6M)c-U86<ZavDRsXY5ZBWTIOB{G<I4Q#F;l6Gz~2+FibrkRw~vUgGk
zInHlIBHvK_78m-)OopCZj#Cw`V_z$2;~m=^3&GsDm3hGSdp*mG?KbPxeDv1Z;s<#P
zGax5m(f+J%q{q7HHbguxe7V}IuauU$nJtu#YpQBvkLcqr*asd!`7W=){{Vyc8Q(a5
z3$1XXv(r=!a2omB8{X5`NjVG9otoKr2mb)4a&~gaE4zrN^ooNq0!ig-vNvwn+Zga$
zZZqKfCl)%6TlKmMvrQOmO>jD6A7la3V7YG>ZSr`pHrxLI1*_%G0@_X`vDHZs$!t<J
z=YJe@T#vNw&3Kcuo1mh;+F^<E`p~_@R8s-=NagNc?cn|ovGA=^t86q8&`Tq9InjM)
z_#E_H<M8QoD?2K(Pc&_PLoQ{3%^#`1&0{=u<`PTk;X3mZq}3E%(a)~T<OAj8qm??Y
zf_9MRweQb^PDi~%#^*g2cCOp_9n<%nqE^oLh@gUj&Xz|UGy>s_mAm{i>mr81XP}0l
zyS}J&g`xX7p}f~V{2ommFA4F*!m<G?BBg<`vm^rY{I@vfGlTG1F4pd~71xS*W}WhB
zVUg@E$ZOrqjPlMGC&JIl2MkfvHq9kYjS){!#yVGwHa3i%MDz=%No(S6AmGQ*@U_(5
zVtis5Ad0Alj-+6bmDW2J;dm<h6tcSKNfkkSGHK4v3~}Y3>Z?0F;1_VML#ZjR24HHP
zBvkkeb69z|erMdIo_w2*Yiy$8ZVR@#)pai6_fGw1T~J|jgGZ`2-;$&3s#?p}7F6Be
za(iZFXMA#U9^=<O<=43Hg-zo7ue)i25KEa>@IyiAvgX%#Vc{ybveN}THFA*WIlHqO
zv9R$;?R+S|2|DN1@x%~0+JqFX13qUfuYL`^obXg~_k2MW4RrIw3+Jh0C5{t}frGH;
z)p^^rn%V9=L~3eg?`07+uOMJ-v|ItlKZ$KFprf`(>X|omq1kD7Lyn5cHqKX1U)OLa
z0J6F$E!LhCtBLL|mGe=;(8i9TbFad4v)&4WvpT!Qo+=7jx;-ywq+?hP_{NZVVRKu5
z8F4hWxodROvGKbd!<&~o&0~1~0JLkJ?$m5%pV5Pe^plWF$ml!*)w5ocRwnj4!%qy3
z`Cki7B=TrrdvXpBHPyJDn$+7vogD=sbB>mg7|2}1fUgt&O3+a2%VB%8gVS}=_#V|+
z#+L?JsVbm};D<Q9+vBc~Ih8f2Jn;>J?ZjMPHKxUFsIID(a@Iu)H6DL(UWR|*_gBI_
znn8ZNNgZW$Zr52vS~S29Q17fqRou9K!@zxw*=i()2;!`nhDw=S?8_<VmlLyF?p$|@
zdu2Rvah{6XP(=(c5x5BO*&0Ure21EvR2~wepp$^^vU&tXuAAr{_GI$k1g=jNf<7AK
zmekEJdEZmIdPAcCJnfHy?V?vjX^M&%!(n82YeRMca-P=e%#+!>qo!CG@CfDs=(#MB
z82&1%W!B@Rv6jaZj!EBJx}PN)mYOEx4Z-&%#LlHiji4?ocU+QqOQUN+>C3@XQ&zT%
zk9*f+ONe17r!VNOU^pjrjp7F%$8|0TeSFk1dMC0<s-OO<%EoU`Ei)#_@gqqeHRx#_
z^jJPPURwMV?zI<A&?=c)?PfcEBf!{U!+(196s`@6C&Md$4DIFK#${ta2}`tZKHSw9
z&xko*r<9!p`DJ+Hva05{@Q;pi?^bJ!@%!>fUen>~dTW*9IvR=0Y%!Odb9N81J}VjW
z&MYo@dWrL=mfKp(H{lt5s-2joY|%?AzQEI*;d(mJ+BavH3EfoQBDK{)By0_*Ftyqo
zJ*R5wPx4t#H|%!NFK#piwbObB5!1L<)9b{{?%GCL>}=Dr(M$L&@C0=ZsI<DSiYK%J
z!6|tA*B1{jA3q%A$JJ+&YUyuV#vA}>WsaWXWu}?!#Bx5Fq%`=E)p=|1%i=y9z40B2
zI|W@OTd3&EDkP_9YfFjn>F!<jtMFCesb_6PO<iqEV;jfb=@|JgOJw{RC@XtkyI5;4
z62oJqg|$&OE$4F|$-J?*ioD#Md|2L0y+&}ycUyVJj#%8lH307gC&_F700_>^<LtkW
z8)c=gHB@yJ?Wv}7&(bxdk%xKY9oIXjt(G%~dhPqukCPr;CV2X;Te)>sq+}g|L9Ut!
zM6~icCym3Har5y=q@F38hM!x*s(iOAO3+!jt5f@nn;OQEj`gE0C(J3AD;*_w_S;=U
zY2`g)-H!K#kJ3j>j=QOL>dKpY%c$isgY7Wx*L%@+U2o+TGxW(x5NO+1L-(O2Mb)%X
zzqyP{lj`*6?^;?OAfc^{LszC3IADoAlkPnc*V+uxlShVz9JQqL&w{&6GS02PcTPRk
zJ4cr46t%Z`nBel#axtd>k8xL%!7V(RCXBKDa+vO;aW4!2p9I-rvTK#xL84O4#x-fl
zKJu4Ab-P2aM|R*wbUbGV#14v7!O?<r<-L5AH`8Uh>0AK^I!`b7O`=<F{6i=m%OY>=
zU?1YAGULQO!(7TpUpBHItH1${zV%NHOW}ScZXWHjcGRr<>#Uf3Z>M8O<mQro<#rzY
zX~iMG^i;oh^+|QpiqHNMpWr{`5R&cIYERs9M3UWqOGp0MMbI0U6m_D9<^KRF%1ZnD
zrak>6L7|R01AK;(I{2vOOQ|28r2WFBTP3(QS3Y-B$s1a77}6c=oF>f}r@7xHW8T_0
zrgKK^VcZ`v%@lWQw9gSXDrlt7=H_dfec3xFVw#?&X1S!cc5)+UwL2|qr1dN5n>2ic
zv5njB3T)AdYIu#O2AYujouB5L^sXZR00~Y10KbZm$!1|DmPS-SKBw0KI}KB0A6c&Z
zE*L7BKs6jdInz>){rl5WRp0ZEMuXx10Lr&}&JN`=_nlnI8dW;3`_`5p{rpr~mfUCF
zS_*d`AN`ehNj*{tQ)Zcm+iOWAQwEO!S77`YuN8I+j}Xzt8zZc%waV&pPps!KXGq6h
zzXgTVRBy)>mMgsl)`CMFMLdLpI*y~|l=gaeZ^8SGpTsxIRRvs=%W<K%)H13`PD{y`
zQ+GVqe!R&X*6Ct<K@N<Mxp@2VaJt5OV{_wShC1k_0h!JT-yg+#zV|Mg66TMnNeA4q
zeYcHsZptQWAANukt~%Tio|*;~S7;GSa^e~YH4f#Kag8|U;(wy9?1JRkIM<75a(_7!
z!1!RTCFU_N7TO_b_UjtrwLPu7b*|gx7QV=3+%&S=AwLoS0K)LSmCZJoHFGV&Ud;R~
ztKz2YhOl?7?>!B%=qG*fIWH4g<_)&QGIq|(c{t~{RP6J$JO2O;J+RC_7|@3X_fov-
zV@KI{McODkc;P<bjgj>%c^kCCPCT->=Lz;nec}!gj{R$_q?&11W{!_`$sipXd1~@l
zb4=(e-xTpk*&}gl*x*5F8xVdf%(R+z&OGhHmS~>`4pJFpcp=kF3tHdw^(%sL*B4b@
zEvDUA=hV*WjIvDrZO10J$!vHRfiC=EJxi!VDQKzB(^X6khP$JDNj?h++BXhO!(3HY
zYM!Dxmq&*Q7zhU=%`Mz4)2@C4wQr~63#@H^ol!>aegv!U!roI$b+pu(`=PE@<4&zz
zd39Ky!189n+C^g=;4?&BgXG}0{{V(eY^bHO&lx4At?kG^tCc<x&$}kL-KOK33xymq
z)XLWuRJ{9L*&NCGqn69k_6gY9m(Nnt=^k}3AFI=0(Q-b+BV{jV4Xk@WmRi|0xDQyg
zU=8}Nkz%;g)!nI?9PNC8_|w;x`BA2(q3)JPIo#d1K0~7NPvK#1f{(Pu)xyx%S5dNA
z02uXwEzjH+t)<=W0COwG{{V!=#%li7ZZOE~vWbzw81NX?{7FV@ngqCkG7Joy@<|Em
zSB6X+MsTt|h44*HO;=?!l#yGjADe4j$wXOWjt5@_tKj<TI&K~_S5E{n3~DnF8V|)~
zcwe;+8H=*}brrJOTM)IfCSc?@)WQ4muDB+ShUvrYZCxZ&vCV6Mk-Kur<erwNjv%qJ
zc^){9lAua+q!EvYfKnS*1DNMFSl-h1oV4x9FxpypC3krhxsdZ?SVmep4bzig(bct~
zxgn%%syUBkY`IC>{{R?VsqNJjbP&S?FMLf061Q+S@>(ClY8v{U%5Qa&+UlZ(ln#p;
zL2xHHI2{%S#oAclF4lOm-1#Dnmk|W9>l<qg8kUOt+I;+3XS!MCk(0$e6uMf>U}dCk
zq?)VeTX+`<Ol#cW*0i{jfCp4h1+Q~YLPCCqu1ZNAEILGmq&386PI`|unuSkAEGH8_
zDBbo8w;u%{MEK)|Ss2Xg4h{#HP<?3}T;fi0Nh)ilE~ADQ64vS<oOJS87d#z8>*o?s
zP&!i>s&<W8-J?67lJ)&HtAlt)vo=i?u0Kn2Fv&0mqn(`XvQIVSUdvsc(XCzHbhd51
zz%NGjwQ!ld0RVFy7J-fYvz4qQjZaM<VT^07wUNO)%VuM$2`|oE=M%Sp7*^);=q7wU
z;ndT<Lgn3s@l2FFCrc$Xevwrq4~Pcx^-0T*kjmT8*V4|`$ofL*9g^o4bt{(%GWpXv
zTRlf<?Ap~OU7h!fja==4*%8FoX%6!%fcDpRi-#*Xju?KPT1uEEg~Vj)Yr%6#=rC})
zy^iZ$N5f64WZJ0VnXY^o$-q3p{!7litkt^VMSi+>g~C}3qZ{ia;CvRh+Rpo(qq5G?
zB&?OMjK|$o#@7uSXWkb9{3qe3cNmJ;BWoWt^R?xp83EZD_hniB3U?>mW`>q>=f0At
zG?Vrp%kL?#!m^r59xQY$Vfre`hqInxq%J9ZR@`Gtn~b!8M%n6>kfO;}`RbS^bIEUj
zz{i4mNg^_i<>a#)<n>%~n<)E8Wdq`gX-WxR1t1ix?Su|9a-M2pE@|eRsumXWu|6Oc
z9x;i}ej}d^c1}915GmSc$jX*J4EL>YEWql6-Zo0;WUQr_Ij_+mdvJZGyJ9|DuA#+N
zxbGG(M~Y_0wy58qFBRgOA8In&Y!OEKd1bDM0K>MHd&;Wfe%AQ!iQsJoRqAM|2?3PU
ztr4{Oc$I&8&uzY%{wcQ9+IX&cqpXrG5*JAMCJiibJb^o7Wn*8*{4JwP>*W&$jIuAK
z-^s&ZxsAVsFIQ*!b>c}NgdDiN#J~PNDrB#>*xFfUp^5cv*v~t%8hrl%;a=_C#nzh9
z#T6AV?=74+Jk3AfRm-86@yAq(&M2yeJk?z-miHcU(!r_2<CV`U-Np9+O;z5RvAb}{
znd;--sV?wW(ZD2%aZ&?^dU6_CJ?XKyx^c8kaV)I3)(^D#JErH{sB1e!uEC0uCYK$(
zx4$19mLh3b=^SQpsi<yT&^?em{8TePe;I7ra8Ix{S=puKXAsFy?N>XP4hLpx)P6x%
z%f#_Q@*r@2I>_z5N}{gPYF@)e$fIG{;n>MhYWRM(lxmg-G-EkC{{RIQrKjVoge}od
z>Q;N8%4qSG;pDUiyt|$t0c71xGk0rT?{HV#8Dg%zTo}f%vYn3lN9U)4ww`N2!v6q`
zuah_!9~*T5TwBlFy#d+hWE0d|*>t|R+wGudzMKH(`+-_c#(Oul*(_}0ekX;n+aPYL
zXkJcbBauE!lKv7Mxm>t{;WdYcs(luQ9LFq;7z`YPTA0oGzKpKDHXLu-H)h-j*(faV
z$9TBLa2U)N6XxJB7c;r`q1s;)#^zcrFj{F{uykxX!2P1Rw+3D8R?7bRx{6AINFrS1
zx8QlLRqKwcom5+F4T7KQ<-V~VX}`ixGs(yB=N{Z7F1c|ndv$d5qx=C-?mQ86r=@*F
z{7E;f)=AvapA3?t)$!L5)6p4XmN^JGI@k_8)@J+07rV6~rL3%x(Kv$W@B?x=bjok?
zAA*|T+K05>YW|G+!IPc+$0|J?%KmGgM$6@VQnkgc26u0dii==<Q){)BO6Xm)+*)uv
z6PM;bp6?Z0TNi-ve8$B=a|ajk6$6fLtg8Uy6%5oqYQmqiTc`da+f6q7;CX5JZnHI(
zs;5&5_^rUxOnpg<`JTHdky|HucBZj}j$z|vHyYKhh|VeDTdW2vr5sR7Ml&o}BmF@^
ztl*1H$)>W=b0lLr2@*8<WNsE6@K?gp%|Yz&$RR4-B=F1W6vgmM9_@Tj<bB0A_&s}F
zTr9UL7v`ds`T^PP^_!1)Rr2%lSJtjIx<LImNQK56Vb5sOE)|no!dyh*=ygJpszbDI
z^&C%z`xNdqzf5eeYj@7dB=xOm!#!fJc#DGX^imKY@8aeI2d(leJr%w{@+t$ET5ws7
z@{;YFDlsz7?0U{6Tv%-Wl>EJhM>OofHa_)t!yGSJa+$1-3^OBP%=_0};m*&i>7Z$b
znmS>P=9^>i9Mk$NpOps*@P7?5+WOulxYR)`PWmf#JRrV7j(X0``4zOG;whlF8(#--
zwLKe1$E22bwI2TPfCs=UY7P*z(gw*|=T^!$I^BjJg0il;TdkDs@1}~HJbJA=eZgvC
zw=csRL%}sQj`WMoW1(}MsnN%Ra(qhFTdelGWMQ<laWsv!xB~B*%HBInveLcrQ!;9)
z8@H-3Gx1o<-yYm<(Y}?>^jPKFOas;<peOn(brNp67ZCA{zTVfzO6Jzovu^E<^;&$&
z=NwhXJWo?gByfmm*#1t7I)L}2TIqvhjsoMc%gFKYSJw+=m8@f~Pl6blGlxG;ed~jh
zp5ZsAE<95&b<AxxdzHqcy#i_K9Pe6r4nWVDT?*N0w%KUd>e{xs<8!P5mw5$WRmE(Y
zDWKu1c;bdHQM0^zU$Q@%#9ZaAtg3UWCw%jr%d)z^XP27qE2!oBm~r^Vc`D*PF6UW2
zbmi=lLSxH`Egb+=lf^*`hz?_9amM42PrjO@Lzf(M9a9lfRh@n44%RfBj-Fl%y(E)S
z*0$ef+R8SN=S&=YPU*^*(i(RN-KpekG^S>uoFAfq?dGFCny~F51K#C)vPl>tBoB%=
z28<BbN$>SX{Gt@^1M|_fDU{{M9r!Nr!iXB2;ejA$>ab()M!^_%U70^^*;43j)N)m_
zD%+bWL%F%bV6-&$t_Y85_=L#s27&?mmmYkx3f??-DZR5zlc3PgATXy{Y2ROShLkvv
z=X%)a2Q{jpv~Wz)cXaizOnPQV6Z{qJmdk98v5mFB!7PME9ME&Q<+{x0?z)k`wW+<e
z96v_NJ1n*Gv<8Ohk8Xi;8})1IE|~;5&VInIt=fG<EcPmUTx2!DfH)6w;!(-o*3UC{
zbYnwv$#x{varb%LX((?MG%h54G-P14=a;!y)A2p7p{{J&SQ>q8!2x9BrmML~+BWE5
zf3!g8wcIts{5x+g6;Z}PBUF#w$HWf>(dX%~%I<r593N2S<DItdEa*J~KxLwIZ4MsO
zTY{qAEKaRxdnFH(In+)L7XHU^>~5AVH=0YeM%xN^27sx!mb<ejIp31<-tF!@gt9f?
z$zu+elN-5RjJ~JEobAgW_H&LUpcbl_DyhyIKo0=tONUR2x1pk|xKKx31SUwGwxCAG
z!B$=FHyWy0s9#pfm>hN`pgTPkRkMk1)=D|xqLHDmIdF49-^49*aA%$q^Am@v<HM5c
z`D;xr1w}iXEUYa9d_R1w&lXn2Q&3qYC!@5C0(l>Dg;mBEYMI2f61H>pT-*=2UeVkv
zm&zwVZC4594a||X?I3xMt6W@H4|T`S)MLwkOlN6ksiuIoISZMb;PW39aYb}&fHHE{
zo`iK(vQkS;G>vpKvYfl<jH7&b5~}CTG}<K3a^vc_pJcA)rk-x=Z;(!M2=Ph<RB*+{
zk(#J((!LWW1wBZ~V^4#JP*v?^B=mBK=M5U0t&R@V*R=9;Pf_Nwu-YJUlboDnH_V&>
zrbRWLn<ApAlSn!<C9U_X>)~OID7MDODREpWt1fX;8i=XsUi=wD4=)djs&!~>`g#D@
zwlOQ3%#cX%$sEoVmvhl%Sj5N6BUr(g6ShjH;v3W3BkZ=ffE+PVP~Ldz2a=n9xW#Ir
zk-G6wAoX#%1Hde8Gh{4w-n_@@AN-cJ+Z=bz(A!58&ty?G?qE0>KGE?jK}kg&4LA*J
zHNV=xOxoKNM_b;(frgB!(zrR<)CgGBYDjF5GWVP{gC$hlYF!<*^Ao0O!dl-Zt63?e
ztBJI55M-6(SZ+xz>Z0B#39LS+dEK`|8hR~EcDXW)ib|@MMH@*Rf%01#JAZLZ$jSCb
z6iQl3i0Yw`MTWHH+?CF<LDLhDo<erkCDJ3?p~bp$;8oOZj%Xvpfy)LQ6@2vOqB73r
zR=A9094YqtTH_NSr-hM*G%$CL=$9KCo^GLu;&f!UPsK5zr25M3_G`?8Nfg-fIZX=%
z%$#@B<NZrL*#2D8rscm3KNQpAMo2P2ZcwpYb4X*UE*ds#@J^t$mrfX|(%(p^f!-P(
zG80sMF+$MR)K_;=530tT{p$Y!Mt;U}>cv0fIy`5*f9@2QUFh4*&p+u~OMeOQ-9he|
zbZ~LxB?M(1$Ftcf0eo;rG=3~Q{EFlIxbIiR{oLQda_hQH&)Tst-Kiy+u?=H9vfKct
zWESKcf~@4>_~IEb5sk7O6nQOSyET&Fd4<i4m*vHHv&Y;)<abMBCUb*hhG`ssM;UTl
zlrIN4cphOn6t^07218pT8aV)Pwf61w;mYgWKNXhiD?^)aoCDSE)BIGrdllS6G;gIK
zK0E+kJ+6uiZkN{MMapCGAJI1@_WPYC<32}*KcaoQ&wI7@0mpnV!#pV^vf?YnWYtcQ
z#u{yG#sC}V$#nkH?$q@BClx@7XU9}QW|*?z4*4UZ@-4pgUv59yW@`p>g1}anh`V9q
zN~=2|s;Q=$I2r>3X~4i6Z-p|-WSGv?w-(*ub)u(BW@#-x(+gJxfOpp>=Y4X2HKo0A
z{qFBZ>Pog#X>i=Jm@7YGXL)vnbO$RrUA2{$(_Tj)y-D~h@dpmuJ3oCCvrhYjwQ@-#
zBY?XDY;G5pk45O8!8(o1rK+ec+%%p1&OeggA2FQ%8-68`@BC?XtEg<0ZJ?Y!o>=p!
z;NzHFbAq^jdK(lbJH1Ox?eBDkGzRB<e3x(S#;4J{HM(iQe9deO_r1V>Rn9465K=`G
zMg(!SpnHH`2i3FHn7vP@<G&^&qPT&UU0m<mjBKQ~E2|l()>AtlYBwi4-3=q3l2arO
zBVQmFhj(7Kq(_db>?8#G8^Habj!Et=$#oqg{{Z!Ws877GpHw7g2zx`DzI(lEEDt?!
z<{#vkk}4p6n}*nbW)`2|t|_#&$0Ks2!W*kD*;&bP`DWoNnx5}ZMNiy8YN~=TbEZ0c
z54k@V5>kin6;n^^LhtCU+Tc!+oFaT<IL2}oE>hj;dn{+~x7s&as@~VQ$RT!??g=>A
zb4vwnZGAf}jB}uVhh|a^;0)ld%3_S}<_~!Tb)Dmym~H$&Q!`k|-GI>G(Vfl?7dHna
zo+duo&kOBETf?^7hX&kzCYlFmqZ2X5a~rhhZ-`!dEfK-9K__lYwDE1`YhP#eGQ1W#
zwW2729Dx}A3z6{U1x42BPXl9di%`_=m<!zcb+~cmmRG~d>#>(9B=YJra9xg%fT%7n
zqY_m20Lt^R1;aVp!E$Qq!1*-yQU*8K5@SC+E~nbh5Klp9qO?+%i9u_g0NYDO!28x2
z+;ww!XqJZF^23ps23J2xpDuiT-u<}w@xvUo>%yX%s@~aQ^sh~lCVIv{RBz?vp1xGr
zrHPKVQBO}ktmMBV{{WR1=XH|hSZAqY0}0P}7!3g(eRUkv45p{I#|xTrWYkNSZ?gAG
z{{WX;b5&_?Wp&<)A?dNOHTnc(o_>ByM|O4cvYvv^R@!Q6c*p`MCDdea<VwYG{GuAS
zG282JtB$T5mqOu4sikWlJ{=*@;B&ZktgfF`ZW(X;yInprIi_ceI40?1qK5G#vC9O{
z(o1q38@vcqaf;fx;h~6!$t!~z19Q1uleNpFACSI|_qQ|Eg3Y(su65ajK9R<BbpQ<%
z?+-cgSElMS%YyP}@W($6IP%OfN2_~ydZqTd=;dtDa~gU1s++yhl~9=CYuX9lJ_~8v
zB^6cQi$t^(?w3q0Y>osC{{Z+|D0o)$Bg1_ik>~A57cUP!8S&$uS5~;WI()It<BZ%x
zx3HO@{Z<#BiCXFw>7<X{l~Z!C+$=W%O>%5amGHI9?%${up1D@B%Ep#KpIb=V3$=z*
zIlO$h?l&8&5$fHDo$^)V+VaAkQxK_holf%d*I<t|9MeoWu&Uw8U79~MZFUYZoszq`
ze!=-5V~`w{6lYZ;jyKiI-A9IyGwT&|OwBh97}_{M_^OL6?53+Pn^Ra?K{!*{a-@!`
zc}aN>#*znsL*Z?d&3#j#qm{&s+kx>_@?NR2hDRg4>J@ENwd4&t7&#7~6w<<BI%$jg
z;F7GZ4gSe*kHi=K*;RFAtfF`a05b~a+``J38TvSL^HRCwXy{{CFk&cOAsaQh!mXgv
zM#m~u#$M`=yJ+4+k8lfzmoD5ba&hC`l#2Ofe9}Hwlau@s9mt~}%_2>T@U7k5da`OR
zI7<HjSHpL>uC#4rh9)>Uk0dqV?SqBr&d+#&aYqf)UJOj9l2YcrHk^jI73E5|mck+%
z7w&MoXW-v+{>^Z-Im0Y0osB+wJNYj^>O2_d#dG<N-%H7H&PQf$tviI&t;qy+3QJw7
zqivDlr<h+ir>)(uOkWewh^6#~H`RIE4;7fY)x}3eEY1W5gYU}ecgitQK_gf);583;
zT&IfZC7zgo2|Ykv&YLNflO{PYjmJNZ=^RF)2&L5}WO^LdpFU+<SJ#nmYywmHw#Ut2
z?pGM-Dqj^W5AXZUE-!92_p3`Rb#-UbrpOE#1ETiw0Ion$zv0xC(Z?yY+tF=JbRoY~
zddJ0EikNBXm}QZy8gSgZ8!TD8xwW#E(MdBwz;Si~RD51teUdplk3@W6`plKYyUW3H
z<J0%*Wpx}ma?CwOy8Uv2(y@_9*XNlY%9&@NH7xXrY8oSM_+i!X%Hy-!F3@_^)w4Ss
znq8G;!JJ2Rw^cor5;{h>>6SNrV7poLGqdz%y*O~{x0bTUPMLqG?<yjNxeaN~GvUZB
z_h-~}Rg^5EucwNl2?%M5R)+#}xyQY8DoTNInAAkWl0e5iF0I*Jwz{gllg|_3qNmOa
zh6~=juBY^IJD5)Fn#j98;O0xMoIgPvoVBt%6$<yj_9|*|T}f=Fd8a+&;e0{Ok)xR0
zbHdt&kn9}isyDM!c@6wmi8`KHcXGe(?)|(quGawkBl|eBR&X3#QNwoHS~;k(B+P;^
z-u5ST+o&aZb}EO$bey;jhobkDOw{)N9=+RcFiBBEPaEF$FlELEWRN^@y74XYnuc4A
zK%*}-;zxHcaKno;wnF<apmiDYaplLKoqE63^WRnA#~h|u_}ac%nNv*W<Ocze3Kp3T
zlOH@Bg$kl06S1wX^93QVb52@F&dcZ?I_{>rD1Tk#ZX3~7)YnZhz$LBl3A$=`&f*wA
z1D;B?q@scs2WMNyGJ1RvS5nZ=P;v&A^>dY#H3TpWk*)m+3Rye*(X?gl1H>Y_U7!Y0
zQ#Zmk<K(m5p**|MVh4OU;Z2sdqTNi;*R}ruWH{jag0QEOdi#A9MD)>u`G_aG9;<QG
zqi$7tj6Rq=3>F>LBJ4azZnfMg>END2O6gqS%?tp$bwoQqq>up}!ccd~EeOqyeG7{u
zYsWU6ts8!l7P-8L1zFYbJT&x^&*|<aD2#w;=Y>gWlU*oj`lko^A}2(0&{M%P4$dH_
z!NR2}r(#b)y#c|t)7kH3t(><UO~uRwfDAsCkE47+cQf!@<FOtVrQ&WgY`153Ry#vI
zI_C0lJGPyf?{ly*?_EZw@h1@9t~_gSYgq$NbwI!{&<4!_c?7pe&+%2tE)?O?#$nY%
zX5jAWTt9&3xT_xNCX!hRbKFUBJCaG=UGe?yOU>ojeyVs0YcO^s^D2s;aO3bu9ckSt
zoFs%q<!Paki4qwICfJ~sqU!{3)6G!*K=*L4xx@~50eY8<E)=%@%3o`JEo5>*NZ#;1
z2R8)nbGNy9!+<>|mh9`qGf4v|17&=TX(u_^yLBtBT{~>z3$3c>MNL^s+KQ@YcdnWa
zOdi%XZJcfKQz^JZe}dI4Op@<#WNi{i155gmor3f&Eba~STrcopXa4}J)$`+bNYVU%
zs_k^-?zGKX3W7!nA#y*$exftNmUtz5TO7AW>MrH#w63PtVR660cB*)y;aKS-f@#fr
z<YaTVQyk#YfJacXN$stC)F1sHs-|sZ1;T}{YkR<4ehbK4OyX)PJ^ujBdO}Xy3)pGt
zXl$@nI+(!bwkGLowBtDBH(qYy>1LL?u1Vh4%;}t7=KCeY?~HU(&n-_(`;O>4A*USC
zWTSb&@KF(Gdm@utW7I=-$=@YJu5kwhZ0+;c+^s0&r)5}uOaf*Ab|(XVTdGRAb-PXm
z$EQ_3P}9y&kmQnrHjJDq7YGIZvq>IGV0L12!&*aIqz?}@8b{(Xz%ULDd{fk}jOCAM
zE!oFO+XI@EN~WfB{URqgIo;TB!N;tu>=o^|Tx}J;j>%`Dm`Kp$>bSJ(4Jxjnn6<hs
zO$SVbd1qy7!1nfBxW?6QuarSaQC8NzS8N*B9scE<cWOP?U=63?dLAWpBOn!RjpVhw
zobjs}R&sHSM7hDv4lUD+`lDrGd%5tm{1+b#M^NT6DA?Fs*5^x`?3Kf+FLriue7rFo
zbE>XPc9PgwT+(r!kGXcc@5?tCeY-6;7ee=dN!08#@30G%{u&n+Rd!otb6<fi-R@~8
z17;$=)lzWft@n$#t&Wl>v^>QbbB27EBJIbt7`WNi`y~Y|ky&V?bdVWG(#ZF0T<(Kz
zL2>eBG`Qp1<HhsEPcV`0cC2@DHTlwW)kCPL^oW`s#`mrM@C+9ZG?}AxGQK}sEjTAU
z(`9iq>wSkk)jS=>7KmdHo>-xsgCi~sc1}D>uA$)C-Y?^7nCjuJw?No+7Z^@mjBMPD
zby{!161tY(#<i7FK^&9E8w)izBTjHvr8wh{Sw9)c!g2Zp^p(_2o(igVw^VM<95OnL
zbX<~n+RO0bb_zZy;QDB75mr~!T1yCqsz?ZAXPId{hB;+toy3<Zc$T`+S9Ghkw8qII
ztkO?*;O)R34jW~5i!IZM>13<4-q_lT5iXi;<|6FJ%sI_HbIoynJmOoO?~dy2b6ewp
zTfk*2Uk;ba86z$^=j4Wyc#n@HeRVx75=~tc;5t%uVlYoKM>ijkS(@8~H9TiqEkm0$
zFvP|}#|=$k=aJ&3aE0EYl3KfcUARO{k8_>f`%LMDS;e&PsjPiaWRzoL1dWdY!yh6P
zw@TFTdpK6>e1?km!*<%P{zit*<`D2f@;F__<-+z#t{S-6toCbl6RIi8Vv(@5rH7%&
z3&|WGd8?-5%VjNGkxB(iT3*e$mF&w5n&Z{t!n<4&WsQ9Q0M+@k!<P=%4R2sQp~;s+
zaH4Zvog~e=)o{OK?X%cxD0uSOZ@EiRD_s-D3*#8Z#ByDh4maV;JyEyU)J$iFCd*OX
zN2#!}#{j(a_$IjWc;zpVk_Shnt`2W3V?V)Mc=6hGU0*lw^6y)DM)Sh<yH(<@-Dh;P
z@WmmIR=l_$5UcF`Q+MH;>nZ5m=T_1YB|U5-Nh9^V4@Fg9#B$!auI%bU`g~6F&sLxu
zMtr#|Do*Ae8?BORVI@}jCUGIdZfmb*>)her+sC`!l|88Tfy5kLbf}7|s-h}V^R5#i
zI^E~x<d@kEJD*)NY<4v{qu;kBku7wOGDvdw9FyX;{g+K797zbt?tv0HxaLC4zFW!O
zC8@Vj-{9femp#>!Q#Mw(V@S&hAHjL|jOUW0imO{88exBS&<@)!@n2PJcWlsHDJkQU
z*Z8fjA<WAI^kW<O^vdA;ZzMBurP^p9WDIpl#BAi%%gZd2Y~Zep0u#+@X@xw(7YuTo
zVBKPGfA_Ul{{V<q-LB}c_mi8YN&f)MDke>zU^m*U7iu<%sr5OvGWs;JkFMA4kDeE>
z__p#a)*8CH$Y!T(P`rnbFb)nnuOI#o7V~iJUd{_OGM+<F;rjrQ_pd?z62`ixvkQ!n
zW#NyF(%|xDcRuBQ8F@;{cdDS`cyAC&=2S9sD0tY15_kL8(4WDo;{GY&R$Z=8ht1rG
z<<vLU4(G{y>$B5OS#+kQrC@yWO4i2H)!EoDe0~f(BXW<k*>2U;*BV-i`nS3m1m(IT
z15WM8+>m|?HcK^rS<BLGv6TM+{{VDycV<@#Ye|vJe1**fk~RmH%ee`Mq3LD@IWIl%
zt-j@J{3q{hxW0KKp4`_`NhrZ|c>YHrcKD<vnnq4KE2)k$W9h?lv)S5;r^X$n-q6AK
zE>10tt?k{lqT^XfBP~tR*dK<-HJs{QE~aoPq-LGmK_3OmT5D=Q2s&D7DPIh1vN}oM
z99qr;_8ao%v6eXJHJ7B8`;R_;9v1%qM&tWER;RnZp)D?X$vR$ts`H)~t^WWHo)N!G
zY_suTbyZajGoJ-Pd_kfD;xv<hHaxxS$y&(d0=UVH)b#9QcRYv}Fys;sOeyr&9UwMf
zPwNE$$VkQlLej6<BVOH1aBwLyOQ&T`6t0chnBoe5(!102fCJQp1lLMkwl-FFd+lwy
zO`YGub}_v2_Z3SS$jCWPx4}i*p-|oJcc{CmBgCM7ZcUH+PgM%O$5k0JQNO)sGQ+dJ
z3mgV_`4O=n6{5589aS!fYRQ@aIgf0ARU4OR&X72kJ*AHv+U<&BNP}OgfcdR#t+a6k
zFdBo%>cfY%XYSUE%?NX;qGe<m*~8ic%q!fNAHpE+XZ0S%A_h7*n#kmPK;#tzuJuvL
zrO-y#1IXuO{MV|OT-Nsy?#7+-;Iz)ye@X`PxcrkZGX9zW0CJ^u`l$Z^a}VGBQ)cy4
zf4ht1R6CcMlk~1qXdL#3<>lP@`-;q)#Yz6|FOgHNHz}SabC}J#57}~P?oE<7<{r4x
z@HTk%f;LS(HapD9!OiU+u=sUUX7NAh<NMGTnvsuEJa}%JUgnjohGD6W4R&%K&c5)O
zsgT9_@N}KK$oKyM;ZY0KPpo^GPI~FaK1eq6Q=<bxC!Rtb%f{3`7+U#WCyS)9Zd>Hw
zofvo$F~Q9vIR_*D6&)qUnUC*_T~AgyIh)4scu8f_x|El-jL_qdK+ApK{HkqzsU-DP
zQQkY)i*Xz?=cqayKaysm=U)yx$YTvY%dwDtDjQuYek8|t7wr`s-l}o=xc*8tZFIG5
zYh-IilaYXly|z7qNcj6#vFOfSF=_qMy_b0h@m$5{aT(v>SB(1vos|8oSfrDYoVVgy
zSF|q<bw##ZG@LN+@GCdlc=~yxu!@&W+Wq;UoXH%R9_NMJqOr$Q#gtVu$%aMrfun4Z
z(Rtgj%7;^S+ff<M(i(;zo_~_`FA>zt!yQCL&3sPO2v_|^KAKL}cyh(YJS5u<bh1+S
z!_|^A>oM&+9r=$CygKT0Z>p%b_ku$N@<XY-ou$~y_jU5YO<CE=;%J>b)il)7OA8wO
z2YRIA%;k6%nrF*Xt>MM;PD{LUT)8r0dwWl@nB=$c4W1o(W{N!Jy$?KvXT+Qh+3yiu
zWV>9gFQ=}T26IhN7}+1y#1XMQRu0w1v2dM=*9F3kM>1$NMEHh50O04(Dp>7bhabF@
zG8cKry1Iv#K!)FEwAv%JSZJ9?K^EbSc1zxQy~n95%0Gl<GotMhqJOD0V*|_u+Gp)%
z&?9iCp_sG`;jRAwmB@R1d#fucu2V!KmTWixc{H~pK5AVfarhQ+t&XMljxV}ZJ(Uzw
zGL{(emXPM^B#yg)w?Bogp37graNKC*52}KG_&ZLJ02n)Yu4(ufJJPtC{{U&IjLk_k
zBPMfo5Chum1NW^r;dOJ0f|A!_wlKp4tUd6~?!nG}c=;<m20JT<M`hN=;NnL}{rudt
z+z~|AacnZRpa$wca%ZucDCXc>L=K919o%OT7J|@8Io$cKjc4Jy3L1&7aKSuNHI8BL
zWey;bzA>`HK_EMf<1Stz?aE&JwZ0;F<SNU4Ko8`-z*(@{IXEl9{ix1rJ4oUgkJh+N
z_c(-Rvxot>-v}dbG4EL(n*0^$;No5txlvuIUsBo^Xr^#+8bKMypEc+n4T_d~9CoU>
zp5{u;Cl4*<<~Ll&@Ikt8#iO!m4Z>I<tgE<4(qxn{%di2XD_s>Q9&mhN@zDzUN{6~g
zfoOB$Yn%WBsph#c^tHD<GhvO5V7Ij67%qE`e)PIISn*X0Vl8ZJ7~eYsg~qs#w%6Hf
zWTd)O!%X<z<~uOE+8oCv&#rx-aVKh5ik=^_*3S(CVGj(a9oy<1oNjr5JQlYRPur2E
zm$ljZshKHoj1t42TO609?pzfO)3XxldKe<EWhSh~z{g-m*Bh0M;r{@^--Nh-gxSO#
zO<h|h@*>IF1o;hqaseHAZnu^FpwQhY=A@*N&`lr?4s;HPNYSy<NZcvC-L>(k`Qukb
zRR*~wf<YLS(d#WZE@|9*(NWS#Q1-Sc-!zUmY;m-?&OYF}b;g=2u;Z&7STa&ozT-&H
zI)@POJ>ac>VYFw4dpvg*H->92HMO-yo)<?6f2cZ*vIcXwT@HS(@yw<;?<sY!>hAFL
zc;|7sWvp!8+>*D0II<WSSNS_}j+{4h+>_6q+|><B9yMjB4R(;%0t<Yx;=Oso+)c)J
zTg)_9J`A4UNhvKA4=!kCITvaGVRK&BI3m8kwE8NMK-lP<_6nCX0Fn+%h#o);u9p|o
zIk3*-)ZsDlz3tu4>3m$Ab1s`ZmEN_lKiB#(9i3ap4tA5n=I1nVdQfDT&*t^}A;+QX
z@m>4yijj@%rU@JENa--<_-~EZpZJ=1uHB)^<0C_1l(H;yA)}Jk-nfe8ckJG)hwEM)
z1-_ZmQ@Q@zK{(QUM}qY_e6CnbviD=m>Tt&nOtHh%y8i%g2YUdXH}LIfX&Rz?ng>?3
z!zbptm7-RPc*qzF&b^M_q_f>8cJ8O0nq_BFGtb@^bhF+qkECOT#+VL($^l%M{KplN
z;~hTDaBD3sgpHjuN%ISU_Q`jox50d&hMXTrbD97<MZQPPZ!UacZMEAA;H`$Dp{G=F
zG5WH4XUTA$KdF+sj_XxB`^jaPNatg1{5+Q=^vz!W3H9O*Ew7{`=2~$hPn%o{)czTK
zNo%j-fZI&Mq3v`|npO~4AEORv$3J@Gos(QY7V&&?x^V*}h3s?5zyOaGt?hJM&kaQP
zI-FFQ!Hc>+(Cd|%@}A=fPgfm84tx~tGDbB%Gt7>pCSjhL#FoJ3f(Rg-;GUsXQPfFG
zP|4yrb54E!O2y4*f8Irb9D`mtmgksQn4)7aKs`z@lM(eoTe+<?Bw+4|1P{l}I0#6l
zjq^w&iG}VwfC}b{-WWlY31$a60rgw&R7IqseC+QWd$`BeJl*aJ-kJ#EVD8u&F}Xg`
z_obXhd&j#j$G{IIpyAFKsku3|Hv;;4EN2{_C%eEYweW#vwbtIMy&jQ`Y;5+Vcd*~;
ze3rrw$<7U@26lR7!RPaY4Sz4H6fPm+nmaucZPr%A-tW~e11)c!dY^j1HM89%eN59i
zkZR184(8+3H^lwHT}kGf--hD5jH_$j=1Atc7ke?r>|^?>o0VNV+8r^OuOwhJf_=nz
zEZw#V<+w#{veV05aHxKmV`#}g4;86(WwW#RMMTvQUHHMTBmm(pB@gnFPn$x!+G%7c
ze-~RJxZkQ}qNSVj6b#3IAp1@qQK!WG7E6uqQC8Yyq@ku1Y>?+?a%kuAS*w>2TrO7$
zYbz=wo}y=$InH)ViSho3?^@~X&zfguN3=D$^HR~2eME)FyOHexbJfgwu93p^l=iL`
zY;T~3T8S9vI%n?eyO+sxc;axCjBo^;U;~w;eSC(T##}Uj20h9mVb1#iovEpNsMyyy
zof{0Dlt^C3olbt3z{$bo<gD!ekyk%)Z??xPPa`lSpEJ=TS}u~$O?+fNiqA!rzN_?d
zcbfEn;QiTj6UHue?PNBZEIMbszn(q{qp@zx=Dpm8Y1>Ui+&;2q?9c~5wm*b#Y8Ji-
z;Ktaj5;29X?x|w~c^oz_K0ziu)h=DEzu_a>9Taj+V6{b_>L*7}3mu5z>8;r6ItAnU
z>W577H8_mqmu_6{u0Cn%tCd}CO!HJoWR`cC9^=i<{)$8vJDm2qyTmjuo{EsLR7stp
zF7`p+IV)LZzY&<KjOFbfBrPi%GlB`_g`aHkf(WILAm`dY)m_@-xYtnC*TDrjhLcZv
zJNC8yvB1*Obvxh+%Eg2bws@w1fOW=jk-$cZ4l1XDz9zmI$$;b!Ro_(ZozquG992~m
zlSIOB42&(w@ZD5Z{Uvm-rE{{v9th~{<RZHF98tkT!nMAP;sZlVhLAZG%D9>_CB2gl
zal9XchJT9G+&G51@xrnPO3z)oXKsvOg`cZon%3y~>WA-c;Z#fP^0e05D>!~Y*S*8N
zr!PAL)F?Gif-0$LBq6gz^2cQJ!l1F%$!)qpSrf46-<0nVI;KmtMMYCs*=2co)60HX
z_$=7m<+5oqxanpZa!)KCX~wdcLf-Z{VR;`^XFoMxVyAU&#weWk5Zt`)&@JRI#C_NU
zAF>beS-9VZvCA9nl%lrQ+-oDJwKerJyp1el4zG`r>|8(iIp3~PLtS>bQCh>db6V3O
z`HT#y9hGragN7R{m6o}utCZo>##%7Z$PWeBsrz2xi;apn=5*A~q+_(xnDsrxo_QTg
z);QbkjI5rVw~PBexb}Hy@8aS&-h&|%dJSU$%z4ME@N(C90<(7R9HGB8m%EHDwo$X%
z$kjBi`!Tn#y=dy;yzynmdYXu5WeAsBBXISI>8sDnlDxOtZnO-|qQ(rwW72CR1h@8E
zoCR(e%i!+1Ro-s$+AQ!xV6wq$WSEW~@B>vZ>uBlkDeFwN7Hr(_x5=lel080+-fJU0
zNF7ye&cnpi_bIAt12oQkdAq@={B!D$AfXE+l0Oku(>6z(7ZOfBYga8Zq^>99$r%Hi
zM$bkBesRYy_yx@Gx2uiTQpQOj&o{l<Kk&AdTo*$6t#y|g`QA<kaSKa+WT^KJ2@uL(
z6tcD;G6d4FJ3ip0&ugY8o|%-;<?arDQdG+v41GhY9KohN!0{@^rpHVPWRtWWxR7qA
z+UTfYfw2ir1GBUD%FlL`{{X8?Liu0M8C=@;Sv_sck*-_=hPaX!QL2*JGej~nqCw=~
z2k=50RXl?<_KC|nynsIRwp8-ZL&CzJhM<y5o1&5I)LRoqmXpgpR7yJxR4~OesvlD<
zyA!7Xc;RjvY@%Zid>+lcm&=eoN;Hw%>B03L;min{N?SCnk)&fD`1_|3owh;LZUZfW
z-?~<z)$}ZG^z}o}Kut+=gs=#rnCI;P6z<aLj;N)Swo%;4@M&4v>S}`n+}dgNHTeA5
z+<cc%HItKuQ<oFuoMY-p_26qiY4}gMv$e*}J#K&K>JR>j{)%0y)p4w;Z8TK!#^>{U
z<1GyxPH?*wFm}AWuztgdR`hI^Sy<3#3_T-@E<ZKHmo>)fO|>|s`EqDz?Ur&_Y;~8K
zp0Z6549}2KAh^#f^bQGxGsC(eb$f+GR0NqTWr?8jmNsYPH&oXSCxboRJdGLV;{Z%~
zv%l$Iw~zeHJxz|=a)@_UiS1P**?dFQC(U&p$t?l*ST(rF+Bo$+&K}XnHIO$Nsa@VT
zQ=<oW25hu^ImGR?!!dK}A~FmU99+WO<d@A~wU)gz{jgkLRm3w!(~upZpdP&z8j73I
zi=%PY=D3+$(Y997@fEh`Tx!E)GV9a{ehDftjg*eWayB@%W$i5*y!Pt1bKUUF<C1ys
zu7aiu8FQ<tr0=GT5W+N;j$rv^Qr)<gDI`6_uZ6uD(h9BOS*NVH)J<@nR%boi+zHi>
zWPFu<j@K>Dq~jtMdv5+i&2PuUi8$Xza_MRx<W4fIqvKd3;mW&5;v0OfsC!;2-W}gW
zM@G9l1Jy`p4cW9Eaa0EmUcSn0mxefOKfbMfYYScKh5+G@ikpp0ZDlRhGu73xl(g-S
zFUy`Xc2*Y#Xqc0XICNVY+G|^3(QIW*k2`%MLmT%Zj?ZhJnVy{;TV)4v2?Tt~;=IyN
zF2+4RS6*YD#X!$UCC?{47KesneI>>t5OW;kptw631z$^Hus7ChHxrN62`;C%Gac1E
z!MN%`*!-7MK3?nMS96P}#|iqZPq|yFDnX`n&ylC5pm2PaYUyHWidf_hG68_sU|{(9
zsa4Ic5(960;r(fvtLj^QmB3GPjNtBD7|QHpmQKE3ZyoqkQqffRZl<V>&kZ{r_E&ap
zAbqwoXuU@HsGs?VpKcT4%<~>xlRl4daR67pZH^cVin+INQ|=6gs{2=PhLNrfYndBM
zuzBDW$(DG@<<*#FOX5p()YNcI1hLdpPlv@bH*1H1@NnuCSK^C}UY62DBOE<vYHsdt
zkX<UzPh{cB8L4b$vgX;a_X_aR#yO{F2Dg*GDuJyP)ss~{(s%B0FLPW$&zF+q;@>9p
znaPdSWre2VJ&Gw@?+)$X(M+@Oy~)>6S5rkOh+ytR2tM~Mb6Gp11lCp-V;eYx!=izt
zlioew`H~a-)}|bpc-g!s!l#NjPSaOc1yolF<Ivnn$z0du{-|nh3k9u=!;NJB0QzB#
z`_;*o7VV{@_F9r(7JWuN-txII>9YR-RdL=~Kb9&a;rI#65XDa3xj7|06^cGimB+{h
zWvXAR7;3Px(N9}e1Ia97OP!6j3!fexPYyh@-?d#GwULL2qj2b5)h)JaaCJGX{{T~!
z!|2SCk{f~3d?(<yWcwqM+~U!BHlzGsNZwJf`<hC1luXm=LOxhpdTUt5bQ9#P>FwZP
zvIxP)UDm$cW@SEW4%#^Z$96oCx{hq;mzZ4^J6w-HnTz1m1)_QC4K*|@e1Lr+4ai{r
zso8#GUHE)gI%GACcw}<FS4=5F8M)6ahsmuN`L2igD=aXP4HZkrGVbV~y;ap(bP^pK
z!5s3^q~XT<YIPam>anhl5`AMJ{{Tu2r-Avy<Np9#Ftn3fK*`V)DX17Tkku~+I%;)!
zZ*@x~6jA<iHWQrYGrFB05DG{e9DVe}5AS#W2&SQKZ~}!j5FI)Bt}MD-GyZ9}J|9u!
z!_GboT(1tQlsnOB<Hy+tbzLn}<@H-k%=s%u+NF_>k*slJeWDsj9`n&LSuAu6ET?Q*
zkF@8JvQ7*qjACA=lRr6RW}eqmH8H83@xd3F^|S6(b+2?F#~fxu;zG8!)VgQtuDH_2
z4~vQ0;1z`T4iknl9a$vr{{YK~{{S^67aGQV^C{tisAWdv`k_Z`E-u`XR;IG6hiWDy
zdR{!h373u>(nyl9yP(F)nt1qi@1K@FvRPxOh88v1cIPcTleP5XXiPohqb?hk?Vly-
z8jj0tc>}ntW_bYf{TDam9t)+Xxk(K#ei+k?mt^POyzRR(ZNu)=Y@?mAvE|trIT*r|
z!pzlhd;ZLSdUK2@<f6Mt3-xX6>hMnRqcI%vc#sui<$Aze_Ox{%FIj#Lw#jHXN?GM*
zgE44tm;rfS#TTSrDIv$TD_6ES8k^9#UW%VN#6jEbjPHfZh1NE+m$yIsDz9v`@I?S~
zTtv4Bi2(Bq^@_|`?$-O&3o9-4ESe{`?F{GKsXq=Yi865gtUCmEv$%YKUTB7<q6cOP
z<cR*Gi2e)8>UufU{;le}ygfzW@gvtWwnNb4$q4o57(XTE{vEBkNk(Ln<z1ab3{LOr
zoV?$!bPzDo-YeSYI|TRSu9f;mfAc$k@hSfRE79$7YrST>9$_rKhjI_Od4`{lIIaw0
z@jLPM_f}ALrNz+<dR#9btq?1Y{Uerov8nYOK4a1J&yP{Y-t{h-?Gk0c5WL|JYrI(*
z+)y}p7%}|RsJmw37XEUE-v0pf5&YK{UrFcq(|G+uiRjSqTyQoX2`-Ro%Z>uzF!tee
zVD+rDj`v95r8Bn~TtS<M<H-9p2l_5M^uDHiIe+3D7v<cX_PYQafze{SQ6_6VH0*1f
zCaG>fZg2v{#oLW0F)fBs`x6Bo>DzO&5wzKZMh|)_Tn>HMPCuu0Gb#E@*6>;Fv*S(~
zH>+I@8w78TnVPhoMc7%s2;rke#WB%K6B=2U=^T|jeYe~>%VDH<jwNtUv$l};i66sk
z4<A{Q@B9~LbiHOc+;!r(zl!Ot?zPnGEYMX_mcAHV=A44|f^w>x!nW7ZyS=wj8jR!~
z=x!D=4%exrsg2WFYh#RiL5>G1-Y(X7Zbs>riscu9F^}ZBpTYHfexsZCo(%q1cK!;m
zhQ3O>Eeo9E$ifPZbl^T1nlU6+N^MMbOIw!e9vc+ZH)(t-?fo)Xyq_6QH;;Hx{I8U;
z=j~*FC63OnUHMs`O=rVBKLXLxN%-E|ZEH+UIfRl<2<eqYVW6G27Sk5!4wD1b!RERl
z<Bk_=2AlN^nIELb@=)TwaGia8b*A}46p<a89x(5IS3W$QMe&|Cv#u$3jf@X#^mUb2
zI%-&UrlyPo;i&cbDZQLon?XZUQg9y|3*7I5-&`uVUf>;@mA&P|2NJZZ`btZ57V5e<
zu9UBBKssC`15cMVzv6SeUvA@P_HoWGKe^wwHl5F%j-FCoB!?&YCkF2%W6ugjMJ#kh
zv9h8$fp4_KvWrmXMMpI8gY<0#k1VZEK8vW`@a3w4{{U$c-l(ChF}u2n&Tj2!>5!)W
zKyb6(Nww+l(=&(jP`fI<QP$W!9kMghB9YqT)xHlRw$aSpL)9Y-q0gT$9#%_ZvB!=X
zP3e}GvrZW-J=`@B=Y6InQe3+;wnw}*)p7O5JT8!GSPwsXk6KwIT7e%mj5@x2Z}YdG
z4-KEn<kR+kMtiHYqi?MkKg~lt3sd!O%qPw-`CTewr2Euj!Gi6Vdmg`=U(D*>mx|xz
zbEj}E(2^srrgl77LS_69e9lLqNIz(g<hne0E&zg`Xz7K?{{Ru@pDcd|#eN*JP6@vA
z6qK*`N)#zLPl=+KJJ1hw0m~Zp?z-!kMo2jKqG%*%Wv}?3H1?OF<8iaX{82Pg#_N09
zOR@`#Kx=+`t4n1B)Y7@tGMQ#0PqU;ncwuz+IELzWa0<iJyh&X&na-z`-st+w`R$oU
zPpRqg;*+%fAT1-OiYm!F$-F~G5wXFIaq>~lPp!V{^_lA))#<U_?kSDinr@}Rm?ZKE
zVBtfmezyjA^ImhhXV#I$=c)NEr)HP0#2i~iTK5*f=XX=%s~xxetaBUdf#P|qCh{Yp
zQ<n*rHyYM9%i-(_Ntr7FV~H5p=bC(z)UJ8h=MbB}4M!BN2C9trGVi$^99Kd*i1oK$
z8`N>-#mRB6bB{TmGbk*QJeF4TYa(|Y2Sd(UKw6yR+>@O^<EK@ObGY5PHTik-jJPrr
zaH^a)OPovEF|vt4MEJOI_+yNvq+kxEcWdp2mgS~GOj3?c17~~HG#03+Tj>4JaRlU+
z^Io1Eb;}7da9#<$#}TCAdE{vNIJEeax>a`xy|m7g4LBJKqTc9TM^x<q_ix?1Y&?~P
z9c?`)5Bf!5V2UtxdYL#~o7M7ovBNkq^;|6Q<kb!$28~|zNm;}7H1(})^u>+`o}O#H
z%|&OrmR3+z)57l@fE+yh)r>qK%BB`q;mvUM9KyN(0OB_f=5bD%Wmp~s;mHL}BwfHb
z_1rmhU8jer-vueu3r??OsMb3TH3a5h_c_1--1PEV5Hj3=ysodS%aZClyc|8g$GFD%
zOO`UwHpo1adCxJpQt4!Dv6!SD<<PeLxw7%)kK%Y^j^$4y#$c+A)RPYo?qAJ#bF>Ny
zs~;C!?9v?`i%{kOI=4H0#4mhtT>+@JO->z$dr>>V!*IOM_(t&CDg_T3(?R+0DXV~P
z%#pl__wwC+H~4?5#|}=+zI=awhl}-Y4*WZ(!+}LhEQ4M!-x7+hpSXB#qH;DkR@m_y
zsJA8;z}NL=%k3XDgyu^ImjjIQAgNUK<X}n(@Ni3@czhwJ2OAJV6VS2lCO2s(kUWr2
zhE_d+?RKD^Ylv_y<~Itm&1$;W++(4))5|SG&I4F7G2(oeY_N8B!`7Ner{a3&&r^U*
zalb=7z;izJ*5~TD_$--UH{v@SJQ?!&o|sBG9e1maN~)NtVui!n2i7=R>Ss^r)Jzfv
zvBbRXoPe#XDLXfzj-pX+l4l6rByl=SjX-l$>}#6aZ+7hwwilN)4r3cFbo|$nTXD1c
zuP+qi*Xr80i6NW6ps8o(;UiES^5fAtX0K&zvxwgEVZ&XP<8-^t&6fAZ>1k({JuL;y
zZg5XbD10?j4N$GArvx?AV|L)|7h`g`Pw^CjI~~qPbbyba{{SnOS)~n_u%Bpu1<|<1
zVBQqCJMFoxA27LPJccRRAn5F<m8fX};P|J!e3Ws67;rsupJB)aX&q~YsI~Al7Z2Ly
zeH~?U%~f?<PCLf(WNz_b$1fe%VBqcrr@run6nAEBVJ>HJE|C~JHy|E;a=g25zuYKc
zjs{3Ow)(jvBs88`UZwmRZO8HLWs>1tJcL3E3~te=V<W{(yxp@m^76MCS{-2Go1L3k
zf1%VE!;d!(nfNN`G9x+hT?g=uv$oILoqSCX43Gy6M<n2pllLxvALeu7;*zvhQ4~ne
zC9SBCK@T(?Gq7&%ruq1?N|79MPRXAch`2vTAWkqoD}CG5O$C&-^tATI%xUFdjqo>H
z^^9j2#@RUes$ao{)REI)*>t6J*2=h}r<v@Rx^qsgh<`+1glV(3+hes_DW#`@lFK)J
zSucAl^?twE+hDVikEWaOaC{W}9Ok}8weri54hD8zf)@h3WoWrw*+)-LPdrn`?Zi>)
z*AX1I9E#}nZYASuMHMs4s%oKga$=Q^dzrp4TygJO+)Y=c8tiS6y5au-gmucEJ}Tiz
zUdB}hHg{+)7|9q1K1cX0-w<(M8`awNPf;{+xy}YCTIfgv#DI4BE@^+OxZW=|%9`ou
z=7>F!#~e}<pc9fEzdsVC)iq<$l>8BDJ)G6Pip6Se)WqCMLvmbqB)gLHKWL60loh~t
z12qR|eSz-6_C=)d<WWO+f%hgkurSAKYglQ+`@UE^xxH76xaG!M&0LRTV=t*LEoi`Q
zNyx&MNmqAF+>dN74UmDWIM0$(BAR+vRJ67@o0odWcL15HgTJW{ke=)T$rXK0sv#IU
z1dh&;^;$Oj)-C)qYIW*sYdCs1qhR#SczdyrHJ3}4M@Zsca+1N9dfbOKU<IT!IQ2?n
zT3*qd_@|=8lIw858#E$~rII=Qb!iHKBGSP#hpJzJx+#lWD}ePzIv!|?-P}2+aOWI(
zc%zb@MzyaaIcBVQ1qH>1jNL0@rKf2xoHhc&ez`aY+*iD~H}HGx{{VzI6xQ)Q18%oQ
zz$Kb@xy@@GjE1qG?Ss{Ld$N|x{{Yk*TOw<m{{Tpj3~0%BtTw{>AKI<bw!5;r=!Lej
zmTu@jSsu=l%=s0|$Hi~zaq?#;>Axo}l>8l4XQi!?l=Q89Kr%BP;Pg7Wtgj9BZ`o%L
zU#GrP&m@)dz0dDuna(XF?}7I!=)tMsE*6HeQ4yLKNh_M&fjoc+>ZmLXGCDfCpd#3U
z1B>_R(RXp_anJQ_=5qZ*E*!5Ox2H{M;9I>ZvQ-)?*lNCw)bc~9Kg)HE;%~v5vs&m&
z=pd`K%my1QbGhJr9B`|60t#7p>e$Lo`ORaT_xFQ+hS>65tBERwHI|}x90;Ow+<9yQ
z>h(Mmk1a=YqUx_vh0D{xKZFlpcka&%?+uxkJ0!2eYgpYbVLY1l^!M^yG3+cPJ8Und
z7H%$~<7P+0bu`da+hmV5a=#8^+I9>b7nHvVzQd~fKDY~|oK0K9wIsSJgEDE(c8%nH
z#c^eaX146(mvyo@&j#M>ELZp|DC#7GFAR{d`%OH-UXr7qzP9l6z2rWVL0sks;0Y#V
z+u$Cc5WKG=3nbhDz80^5IEv*55!q>`seH7Q)m`IbbF++$9sS7~dk&(eNiS1RsIl#(
zYg_@w`RDRpa_tV{;oFgOovSc5EsvI0c!saOsIHtlP%VrHc#SK|e0f>kcD-3Jb~H`^
zJ{W3WYb&W<=7+hWdkYB;-T2(>R*Q$Pwp+E8)P|k1I*JU)CX5#21ngHeH#R=U1wnI0
z9_;7G7*<e9EWMRpZos#_svX>2Hs!a?6D#4!WUpkrZ}`Fn2;()u?G4xgtYLevgPbLx
z5_B+XA0WPdQxoYikayNUiudmVWxO>L&p$?B`GC6}H_O5L)boW(t>9R=hIuODyGd_s
z?v2&0WO|IDoPasoBVw1w4`n|OTwMUt%6J?jA7!m!0bSav%rLpWA!fMc#!eExc$!HL
z-?CRcn%#N1^IlFoFs~ADJxoo#RLN1OhwgOq&Z1WGw&6u3uA&fUE_)6O@qxFJ<{UL9
zn~sB=zhG9|S8-1?j_Ah$?>jDxz8_&3<};xjmFEaPN^7X8V@VN=zaAM?EpL*w;fj$@
za?s`i+1Tja@f$49ZDi^!;wyA?;0fn;2F(!TBhSTht|!v&BCC;yERp)b$3il#swI*t
zC!J&#Mt4*f65~-DoN`?RWS@fHCRV01L^oiaX$gj(G<t|wjU_bh79#3%ai~5r6||&1
z;g>v_5qS5GixFIPR!r{~luVs#@J?e-Xq7UNlN}4l_>dQH?YZHdmT?A8I#NDmaUa1v
z<Bsch$MzS0{6Tfk!X~w}os``5Zt2||L*nIr8F{O+SPf5U7ASV!wTFKt^gn@H#PwFn
zgGW3O(o<!W?Q@P^;hc<PVdlPmb{m7*t%pD2bN3bR{>?7(MMHh0o;LRsk$OaKZgS%6
zk_qL}X34FypQj<=UeKzzlkkmjtc}#JprVq9$0LSIgN|{JGFPD}ZURP^#j7nPuJua!
z-pl<+?M3`S8|o=tC3~iMhYouhTyu=<PBYDWA)Fh<w;msg^}}3mQ*@=Or)-q1d$c{C
zAdC=tj(Zhxn~p5;^5_>T#zPC9{I{SuTq-Wne-i!>RqcwNdWY1}$8CYJH#w75aJ4kt
z586v@RhJvr7c$vTO$3q<@!mUTk~ZW5^5+V1i)lF0lIL9K3F+%Z=0_c*A>9e&R&&Bx
zt*;#R^jG1J#9UEn?3zkTwX0P%+_ne3vNVVvs5l1!%=)`|uL<)wUhDiRxQ>gBe+BQ#
z8W@2SRm9@mSutVQKl}4u6y%Y~kD<AMH#tcIDBMZeC02^kiNgm7!Y6Y;sN{1FK~rg}
z80QAN)hDS{=pepeK3?#h4eACDilwHimJ$Fuo8VQo9b7ZF8nnB>l`B%6jLQtdSR{0E
z4o+#oS}QjbNe~UV0`ths&_3{}bmz?^H*9$GS!;T0uCz9L%q^YJGcGv~kJTz8ct+0h
z3*?xLZI|*{_Lq&C=K<lAd3HB@{%N|_+BWcIkmK{e?jU$J#vDNJasL3~EaqR&Tfcaw
z-K-OryZ4HksMCH&Sh4-@`-px`T4|woa%5|sagzM>Bl)bHy7BEl_ll0=BU~ILkP*o0
zD(bV{`y}3YVy=%|wC?nX2KfUH1Kg-_rQT~_Z{lfU4T`ot@uP0>yB~;Ct1ULW++tWJ
zV`S?1{C`+0wATGFWV@eKjCiY?y^6Nl;$)1=4@p=y_^PtdMn--r?JP7(dI_bEIvg~f
zZ99YTP3g(-MB#!$sFNq7&UG|*4(i{keaE62=cPT&jmt+iJ8*r<C^%0?JDA-h2eAE8
zfo_f&+&hfM<MkYN&yh?>$427U0to0+qB!JfF+WR()N$PVk|lhaL~qXAvV&9D<AZxn
z;qrgQxA+zARz1Iq<ZH2qG=<>q&FV!bA6Y67Ce}yyoPRa$w@3vG&Icm1lamimEOuQ^
zDZdEXhz<rOsKEFVy&H9=Y_#ri9T%AGw?<pP2;o==3^y|yiT!U^`L9!5$My#tU}-y!
zieGDoro*!7DXu-9i$wA{?rY^}@L<8n_=Vt}II_2gJ4LRw#^EF}*6V@IJ2{2f3)TIO
zajhQ?-?*Zh>gc4SYvOcm&#xJK4o*2^`K~4SKwB*JRhDiivIoZ3N+_!1amf!3%U$sc
zlKOG_u9tAKTP~J60I#ZK4{agt^T>kpl^&~sZC{J2n#+|q(&OuC-P`r?QF!!9%O458
zGo(I+$NvD%Rama6d=bVDTG98ZacgZAZw6S!RE~9ZJ3x#A8ZbF7YxqmGl-HUnNcUik
zg@kgzU|On*nu!=>c5|l=S+ByCju%^3tGT6*8*iNfB=C*5;EPQikAv<UOC`Emhu2kz
zM3Ic>jhGoeT8@4SAK_U^Eynq2WiX7)8zFFfp`?O##(AyRW5Tl0*foZFdT__R<<r2@
zJHX76B_o*xthXNUt+$Ujnmd)+YPU-R0|15kS`Ra}3fIFXyDYjkUKO^nvN^7Woy?;=
zoYRahtzx;wEVEHMf253pe8CF`!2OlYX_m0tt|7G3ygE3lGD|$NIjv*6E4kE9>4S)!
zOHy|R2=xFwJ#1xVrk1Jfr-AdxLs=V3+)scR%K7oc^^CajCCa`m=%}iaR{NadLiYz3
zc2~w1?iH5A{x*DY$S~(eN2Shh*(4m`t}k@_6!@AJm(btnCOeSXB6|t@ku>wT-ML2I
zi=c5=V|}4;>3gbpex{}dZ{O05ZTRDLf{~Aj?v6;^8=7$Dxug($2r6iLi|{+2gs0()
z%vb6<THB2rnyA@PzjW6P+|lAs@Lji#A9r^S!Bt6HD?6%kbeEr8ZGaC#7lSx9X(+A`
zTw|EE%$=<aYp`9CGEb8F4>)aC2eqyl4x=Z2e1TfVtHr;B4NHZ}h6y8imQZRXmEeNs
za^zKK;QMl@r0q)A3@<G7$9g;54&WW~w10(6ZWsGBgnLwu1K>i#b~P_^+LsSJbgp3e
z<udU}?eE?%o;YliOEz4{+Q96M$iZCGv@X)DH!cjOq=AN{(?%Q&QHDC4G#s4$#C2P)
z(j*PwyM&rcu@g>_%<srA6ZVHKYwK#`tB6xb;2at<327T=<h8wdMQ;XiBy>HXo26r(
zX)5J=DghbHZzOI$E7!av%Z(on*xO>a(#dRvg|a!*Xbfg~w0N%w0&=}M_&s*ZW}>mj
z!~9IgM*4G@XV|sdV{lhPpQo8}{mcIV--`75PNylwcyagf`TgU!@iVSd&^j9pb-mS(
za4vlB*4X{yeby7TY2>2xd1{PJtTxhQF$^~&KDJf6`&8hoW9nZV;;6~Kih4Fh^Euz%
zxIb%ss7J-u`DiWF;wpI>AurS&rZK*def-MmbsQLS;W+sG`Tqc;zroGP(`T12Ch?lo
z{;p|Zp|85}eKkB!aH*brx#aZD=iIv|YnFQzvxkE%RPTzedOqe?8C*oCP&<RSKLv*D
zx)6BAIaw=4mOZ7|^5nLEgjK#vRMz-u?on46Ad08x!3CS{(hpVX;cLOVxOZQ6xzA^`
zlx(J+YN-q|x#g^QZgGx;e>Hs-I{_rRCuH-=%|%kndtBg5k-BF%hK<>s_fw*|Q%MV6
z*_r|I*>XmH7w|R)zf0wgHn?Drc_>#_P}H_aG`Z18F!vXGXQ9Hap5si$Ip#)?-Odi`
zEiKvAtR^@d#sh#|%&j6l9TaxnDxiokPX#=!bGyI@dr27tcrM}FUjV_yTmfm~4j!h4
zI_gIEGeH|eJKXZX<;Z=@j@&Lxx7s9)(9_E#o3;M{SRR8b(|i?fps(ygqU_nKomWi@
z9_D0e);*v+w^+k_)k*5SO!k&Iw2i^RQz#w@(i`i46!q%eQw8RxltlR)*$*b3yZ-<*
z{lABAvq;y$ZKxx~&A?Wn_`Q&vcO{~t;JdVp1>upC(*&zXI0j-fElKwPjWGEGpH({F
zZK<vGqXChFhe+*!Te?00iH~c+k>qqEAzjn(RPJsAYF<18b^!)T$!PC$6%mdmunzX3
zM_`fUt!im4^t8R*D?9mdhdeu(@meUjI57I!+vG}<2M*DKOoipG*oKUK>Wt?NP+4i*
z+S}E1a!JjU;f^355_uHw6kRSChl*=`Z=le(XXqZho<RLjx@Cuicy6MI)K5oQ5O3Ce
zzzlfuRhMcjMLlDgZDEoo@^hLuDd}Z$nqC!}qN$R)swXj|VmG+pj|HZ80$*=09*yX%
zW<6H6cCoD<0CZXj1clg+n*+~eP{iiU(>QCR)t51Zf=9oix;9O(vaTbyP_Wr;-PL=6
z@2i<s41f`h4Z-zB{Q9bzp2aWi%(WCzf;V%WF#ct2XX0t$r1VQYD=m?IV;jq!{{VZA
z>XN#?x~$@+qDgc1oJxOGVPC+o(#+!HOvlE3Y?60Ln!yz943&(W1Cf?wed}HrdNh0j
zTOoVTA&$9Hnq(s3h*(3TqNZW#^i2uD!jZ~-dU{cl_CKQETWt_d$C>My2@N=Bc3fTH
zr`xRB%SjH$m`gM;*3JitOkt2|BxDHrmEJoi>{f!ZHcxT^kh27_gBrYwV}|UI!z^++
zj&_5P2-qJL(=9hTidX|;1P?8fTP+tJ%|XLlJNS;lL@8k&*^FTP*UtXec!sNpc-FRA
zrhB2Ld4dMG`z>nv8FQ=jp^4&av&@l|%THuoolA46t)9dssghFpb;wIeJ_DlFwqxOs
zcXi=rk63TNy=lA3N=iQJc2t&1)|q1yxHZIb$Xy$YZ5GDy1;Qp;sObYHbZm||fD8cb
z?_B=-V7N;@xZfPD8#SY1vu2tqg5zc|80q*-RXBZpPIf*@O%*L%gvm+6Qb#EDqamD+
zyspQ<ygNr_;OZJ#*w$3KF(l+3Z+86D>0qK^^;|w`Pb;Sus<3fA#5vWBt#)@2f&d>f
zl}o~xSRgTrbK9tbOQmj4-n$@W85@9*=&7=H0C}sS$Qi>Iwh5z#pF~oTsxv6SK0NuQ
zKFM{a5wX!hk+VUQcYGI2sbrOpk}6hrP_%mUbw2Ovq+4wVx@^(9H=N*?oS&M_x*Xev
z`w`;n>pR+58Y4L5K`To~*saGzqQ2o4DPAFzJ)r4&=yXuW6GIK!D1bS0S`IwNy-alv
z4o4fDZ*qG4{+DC$S=}7=PRb*;uvGpqgf}6&p@ptH^w{Mh4gr#3A#K+{Yqb3(Gsnz~
ztz7h!a@NNc9o{!L1cLF59)W0V_WRun#F4#~QIK;On1FJds=!coafur(T~!rSK!brZ
z<38?7pxPs~+NqmQPiwP48_CUcp6`j%l7$5KNZj#R!!ukZFV4AUb6N+62QZ$v@pVO)
z=q2HMByN&3hB`9$HzS^N&1<_x;=btvG2WY*paAU3b{6X=rstZZq-EmiS?JdKs-V{F
zWR_lk*Wjnvtdibib;jdV*drT4$B(}X+B<axxV8TPlx~61`zALAmiw{EX62Sw!fp|3
z;Yq+UT{Bw#W4wFA8}}wFV6j5yHIh@oAUl@C=i~Q?2(DL4DQWbJ#m?c5o%wctYMNW!
znk<TIGo(Lic@ugzi+6$whk`FPQZygUvKGWY{H0Y@TI~dHHCv8%*6p+NQ>3|7S54j1
z(^E!IAjrnU-k#M-Z;_JAQR#BGaxsQy!_8-PcCVnaI$h`@Yk=z{40rKXGEj;c0J~Mt
zfZfC}(losL$Qvf7;s?yr7Pr$zdPVJg(=bx{OLIc%xnw7EjlJb#Ec<S%$+MMLIzVwn
zZ-yslA@TrE$yUizcBqpkpgp6Lc{D9Fwu)*x2#wa}+_>s|ZDu5B@Fep1DvO2I*Bgr{
zXytHjz{=nneeE39(`xz}rdBw|RZkljIXR%^$IA)YiE3Gv!dp(k)yE}4th%_I8KQ(9
zLAcph%~h;{95oe3^%!yUI8QgwlP99N<jnbM9i8#8NiL7sWiW0z5>z2kSD#*ul+F89
z69)amDT=$a6s`5{_TYRY4te|VlaGGZRl^xHoZNBpR+hUreDDb7dAKfrQN;A%yEj>Y
z{{YKl8T`pm-+qo@bky7=^KD~?+ydWYJFh|7cy`rCLi>fvc;Karc_bqz+y_(SvOIOi
zR`$qfcut;5I##z1o?tuay#D}Hdy2zbDOqubAvvlnk-@vvNtTjv@pr=uFx_;uw+b^e
z=Z>DG(MIQ-k^;T68MtfCmo--jswQ-jInH_J;&M;LNAC-_%7ocG(~XdLs4cA(COVcf
zN4Uh}>ogn%Z8;5Wj-#FO5t119V1PUpdX^W+-0IWem18V&ig#;}0gcWuRx;`Gwq+fj
zKBrjr)HyFRFpy)1BlUL*1l2B(>Txb{<+@Cabd#2~%|00FqtrFgKS>0w$uYWdWpc~O
z>Y8szqHNMLyn*jA<n(`nnQ#16NlzS3bK-azc9`%9_$abmoZ2~z@o1(k11)aB!<IbO
zerx1z05T~y*d18PnPIfUIfeA-6z;Ri0c~K^Ipu{tE2x?<%E*U@s=2gRiqP!A56>=6
zzOwUBIkqw48->M}1-~xNJytmS#nGv%?d{rX*0g@33YO~oD*)3oo$p++w6)GZOIaz;
z*(F#(ZqfmkqDOn)v3gm4T$uesDK#;T<F6L5bhMm!<swV0MxD}AQ%frv;MYGss3(%i
zM-XWB1Bvj)aICE&zM>he5#^1k`c|>c!E=}i0C}91XG@0tvzJ}VQm3q`m}zmtPWT*?
z5i&}N1aY@hk01tA3Qca4OL3E&mvq9k;l3oMhU6{Anej^IYINb?^v=NYTbzFp$9b*u
zlS^sgc_WAbvp`J0&v22D>KS86^}XaN=F?0_W9sFeHVnKvLe{s>bzk_})M0&HM9!yU
zPqi$BxaZx;CVIErAq}Pn(ciwe9Yx-GUA~{CxnDKc<>r&lj+@;jEOJE!D_q^fM0+>l
zd6X*+B{ef9rF)Nh1CCpaXP8i(YJQzVJ00>6sxnj1dNjVfLC7F-UY8$Djvk#nxvpNw
zmbLBxYH=PJOqm|z%z&8JgSqF`AAZ)KSdF|&PCO!aWnx@RImlBWVfxM(@WQHXd@aUi
zj05_?2i@r-8lP7SN1Ky){!_~Ro!dwy-*Ud;o28<amGM`Hw9igi46PaN-;vCC5V`C4
zg4G!HtK#{he-PW_fK+-w5fh|8p()>l`8#s1fmuBjEhKeRx+~sXTKI$9!q5iCmJU-?
zTxo2A3ZG1|%N*>BG{aMz*U6qwKUKKuGwxjP@~(x=)X7O;I&*`~B5o>UB<|WJdB&!Z
zf(TrBa%1t6Qw#WZo*&{`hEi8abF)}tk$@Up)w$ZdMwYabpFAx@d{0dU9X!y}+GLf@
z%+WH8kkjBC>}RJ%=P7u})RD6+mnEUkU>Gb1#3w2E_&l-33H@P_*JURrGWp4FABgoG
zr;e?EisOR1#X{=Bev)Wm4QLtU2a4O+c=LnlDFhT2I4MCp<)O|esVAvkE2HfxlGS=R
zqLdO&T=_s7EfYILwNg>TH1gC*EUnaHq-m48@^SI<Ou0C+_gI{H&rf5!jj3g3m|Yxg
z@M}O-brtrR^5@gjIJ=oKw{_-w2WdPjSq$CvebSa#@ujjv&<;<(Df{1OmTCrSWmVRt
zfCH_Rr%wKUOOp<68R9c|v%cNp;QKqWJra};{{RRo8rE4!Ii;r0{{V&;0;=s|-qH)%
zauGY(bE5#Cfhz9X#Wu?J!e_0y(zaoiIn;%~{2FpsFW=*-ICI;g+#6(Ty;@3rU$7Oo
z4ca(D3K_VAiXTTuYo{8VT->@()eRexuoGJCH6k_+J)xkfmw4m2(oG0=hWK22jcczC
zyU%a9)rmzj%UU9kx-vRBzV*kKE*VWm=N4GsE|c2_YWCZ`M3!z3w?}EQu;UTN*2z#u
z)^}fm<rCZ;Db@A5m0#+(4Uf$_A#<7oP7X7SWnyJ-rzFQkzNSKQ96|Cax6h|0N3;Rr
zKt}6T`nCe=Wx4Y(`n~ZXtsXqeix&a$6vVo!N?LRO0G(3Y{{R)kpFNjaYqMn=#RORo
zoDx3Ea*-|miLKQeC6mVkl9wN6g@78aC$hognM;WIDOCJ1!;~>i9Y+~b$|P<JV2qvo
za#t1R<i3`1;<bmi4lQBzIKtonIRU^Neag1CkM6Zox?jimbFy8oEadp|R91Ig?vTqh
zEd)}>8N=PM0I3xaT&bcmPi};_88~<RE)BV7g>BklcB^eoZQco=$ojf=QfZw_NYfo0
z(3Uvo50iYTCh<yn+nMtp(GzYq=bi0sC)^Z9%Y-X!^q1;7y4r>^DBYLn^{`i{?R~L!
zcG@^#H>a?*fO^n4a$Y&MQ?lhJbwR`RRS(WI!wGr&m4v)Eb7orp6TdL^#T1{(YrDp(
zS+`B?;`zf|WyR4}(#sWfEHv$nl5XAkmCNrGTscoeGus?-&7k*SNOwIjsit+RDIXNj
z)<Y`}9LE;|)8Ix`ZN^G>$lpdX7U|zvB<Cv<N$IP0(OCy~YlL`>MOnpWrMpH=PkV+R
zS4WD0NZ#(6CU5Gn4V9$`1`R>vWaN6pEkYT81zYivEn`QHkW)|Ksy=P4sBgYCX2;4l
z@0<t!0E$zlS-=>pckks!wHfL7IiMcqyDrAsn}tPmu-s@GWRf<%F}ZsVK=-Zhe^dvn
zRO9doM&WU5L}H^;PeTxJM6t^VAq*~}YNd0&k}7BW=~|rv30hihw&!P<G~pAq%5Zap
z{XIM7I}g2dzd*J){Uw&&li<uF{9R@&4Skl4z<rnD4%)=hTSftJ=B?@N@vv^+y-d4s
z{T$C^v{5>kFnZClO<Ml|qJdpVDr-yH##@@!28d&qIPoPHOE{?78<5|bPI@dszQ|M*
z&{WdgpmXJxvY0zBh)<-rC$2R287gI(lCD~KoZ?v*d8<h1GOp6CWT%MzR*!mtSwT%B
z2r;zhZ1^aaN}9b@Ot?C#Q{52>Yqk#YDzdJw?@fU$rP=F@sBFb;x$wB@_l^1}F4*9!
zO8WT=Au&xOoLQMe<HjB2qLwmhIVvQnj7kUsJv)$zQ8GLcwfaumDNxWpTYS~M^etpZ
zPJ;gcT%RC`*4oC?#W{h+l7i-AazN&MlW2OD^>L+#xu>agZ14$f;tRkI0^vR!FyWqQ
zihFl`P9`;Uu{7sr$?JTPx{{5XKH|cEQG~30ygli@{J$hp+^cD71w}Pfu*^9<hX>}b
zA?*W<VZe`wD?sybKgm+I8*o0oT<#yM4nLZ5H`&<1sv4=C=J3#&ap9M_5@(e4S_u0~
z<3=3*I+5SB#+4<#s_~Yb8rWVxS^%@LR9Lb#TW9#svY$^am}CCMk-&`e)w1LM8;AZ_
z-`?c^0Gh3T`l-b3$9w2fW5ygOqwQMu(TCAdKj1>G6}Cu@MWRN3=mMRN^J#ChODli$
z2FhNOhW`MjHTU^{=32wrrPRm|;(B*}%iOJLyH2@0g8m$F@zV0MvE8k&1U1@y?80}y
zf?=5DX&y^AqTs*jYIQub<*tXc2_|UoEHzBe>kKOzZY-sf1=O`spLSLv65W6;QsQtK
z<hZZX_<s&b)$)E@8r~vgu(_1cKO|#Q`YJYTGE{hre7<SY><q46E(|zjn7H%h%aYBW
zbF~dQK4=F4f$~X=klgsAb~Nh8CFS)Q_wriraADhkraF1;g$#2pJ$~eMPIh#Yxkn6P
z@{r;~TCpRV(xCOE8gO@3KJ?TWjl)b)<EhiSalXb>w`->7u}hht<4EZrCYUY^Ft{GB
z11(;OgIJG!@v`z&mZ{WtdOEg}3^TF&bLJPV=xS+ZfXkiSL$^G^8D1aNI)3Xjj_*m!
zt>QzE>ZIv@Mh4m4Nqe9_Ty4!IrXu0E9XYQmaMz)aCgHaMoMAUCF-z^n97l?f@X^V^
z6GKjYVY0{C%X@BQrmwa}@a+H=f$X?tW^WXczK&{c;D#1BU<J?|(TomdQ(fs=GDAm-
z=HkmKma92x$C;*l@WoK*VIlD!Vf{cWzIJzB%cliW%_;hLK8&AtCCNCtidtSGms<g+
zkh(GlJ^3v!08duOQ`;%rTO6{2;p91$>U9|7pA)Brxbix@Lst1xBOx}{27!#=a!!Vf
z^X9xfqtM)i<J^R9(I|eNNWcIM(dllkzcr1smz4SG;j4t;0(9)ThZ%6qH0H9!S}||C
zu(S;RZeTrE1<>Mq*(RpEfI4(g_@056TU3n$6Etg#=Neo$1#@)#nQ`ahxO3y&vb+bx
zR;s%t?yl2Z(#h$ibZ!T(IUk5sk~do%&lTK%3F|Cwp3TKjL!?(iVW=Q~dfunZ?iUd_
z4%@FK`d3BN{{Ruek0;O1^?Zj{!}hsy#aTk)$;%GeS9Z!Oi;Zj)RFU_yOzk1R$39Au
zt-aM)e?#jo$=KbVC@u2eDp)nj2#Y+}!OV|(*H_d|4m+36$Mt8X;`_XlABL98Y`5@L
zlQA?)T`1D|549t_KV@a>?$cM?u_N0fot;OPk02A=QF4~9XUH5zPME<y!&N1)A53mp
zz7MQ+TzwZ!_UGKs`KzC)=I;F%{{SpMc&36zI;qS(>mxC==WIBRis9I6;9wXGrseNd
zmp}SY-?bx0-mK=qtau+*CN+1RLvy=LL2h{r1zBJN(I#-)RPQQmgw0zk7;r(xN{?)e
z)6f{)azorn_@JcY*OqXg0RDEMe79WOE&l*$&(mU}kE^96bM+G@iq$83O3ho5>XkYJ
zu?L}4Rw;1z#7{lKyJ5t>^;tVEOl||H!u5Y*moDRrxK8FBrMDYoLFdK5X+ObvNxSo1
z-?EF5XAE$SS9yogRY^|c;N4jR?@K%fzYWVrqVdf=a~MFEQ%Uj22l*}p&7fzPE7qTf
z6}(jN-Ma3^hhw{bq4Gb)c{GnwG5Wiyij&g_Bf=%61VeL!$pUbPT!bCJvisGyhd5QO
zp4MtxRzuw9muMt=hd(7BjV$$jr16Xtd_PMpa8pnTi%<7)v~SH@_Bq8~fx;28=GV&K
zS_nf}93YG|oXPe>k0P}Fhd$xNbvLW=mO5!JPVOB1hBc74VhQk8$V)Vl*&pEl03_DP
zuM%9JNXN5WP6QoC`gyI%v6g{st@XQ{hdGBJtbNyvZ`=UdjvaMpq+6yP?Htg*RAYZx
zt#`kCDpq!>S&W#Pe8>cqB$vsm>XkeVRmGMWXsGI$NX7!v0rj1>!++wuz1kOKH(n69
z%W#60XVKC<zLZ`@VlH>9zff0Ruy(aw4b6rK->t(8iZ<@|A0@Bjnj6JO1YWAHHI(&J
z+$qba5y&5*z-nVi=tdN{{Kc2zv3AZW;TR;hiQ}50<jA9lyc`CcX~6Q`dAGFl6F8o`
zyJm(ucNVuCx8%JE!kkxZn}dyXbTqMC9Tbm=rk%Q6V;f}SVt<PBCmL27%bBZ~<<d%I
zJv#l#m*qYc^q)%5*~w@mxU_gGo2-pB1+8FV8yp2|e5;BIku@eUEM#DKo~nR?^R`@1
z#c|^;yI_E(Qqs*({{TmYxpoVlM?g0!HkUEuVhG=GuPl{S7WxXg+Z1o_+ufa9+vc^G
z>|OjT>M7)<b6Vg4djs3Pat~D7otCkiY)Ma6MI>>;^5Xd1-%y^ON-MfyP3?EEaQZQw
zuu8bK(p21QVxpvo%TrNL-NzUsE_Y69mBiqMGT%`nYv6laT0@%MyfcKd{1McD1)DV0
zy|vlknj#$p?tG00kzoFzeF*I;LOV3Qy}-Zw3-<9Oe^utMz{b-B9UbcM$|#L-xEQ0T
zG3D%LGC(Jg-=g(2>}749q6+phcwZUs81azdjIK$Kh?}0a#qg&ITCSWkY5Zdh&V4;I
zSPNt=#=w<%{{Yk87;As&<~~18QurQt<+HJ@^>iLY<7Hz<MKl*zRKBH-h0P}#zOg<X
zHeA;%=goC<<Kwwc(=O1g+#h4J+*w;gO6cckAUV<(Y*YMcO#0p)t)Y$052%6BG`o;4
z1aI?J;z&b)bc`PN1x>}WvDV4^m$pag*fqeM^jvqlFE?&(JaFTh$69cH&wDuIuFh=r
zKaDEw_0$kMyo^&kx=5N%`5i*vPsFy%_YJ>=?h!*@_{<7^;o~8|^FH9XeP?S-ZA|o)
zSNNimH@T0FNkdLSBLpV+7mF<Pw+Gg;;ZH2Oh%$OWc9x!leS+3Df2q8szMOCHlkDl8
zoc4oJX{K|ex6aW~LiZ3{V?R{;j?0<aB@o@IrPYAhTffHzbuYqWkLmd5jNvpg87ZyQ
z{*1{sA?GBxk1fLF@Rl-mJ?+%c;7fc!JB7o)Ej>3y#kBl6X?+FaD#_=KfzFyZ^#aX1
z6YySj;+w2@4lAv@QWv&4XD^RX-yY@PuC(<hgYS2z{{Yg@YGHw<JYW{%)je>$&`#>x
zwRG+f44JKEM22`KI^zeEaxwGDliLOU3Vt4-;YvI?k+rf){QYc`kG)cGEUt9~CKkEf
z%z>|H1f9=6a_b$fb_sQlfrlEyH8bjDrxgyTjJd?L0g>UTB3GXHVw2POih`4DOH&(N
zlZ~|u{mb6gH&exDWH3z|zzuJz;C2hbd=YJ^x^WaV)U4MlTImCN`lBnQ+wM;8@Y&^z
zgX?`E1Rpia#mU+I-43^*{wrUrT6)46NNE9A-eYx5s=AvQGgG~Qc#_f=oEv(rYjE3z
zNdExUKh-f?eX3+Ge3uH1AZK}x$ExSOMAxUCK8K#?>vD^2G_;&k=#wzANN0N<)6jxO
z7Q*P$=vf@KjNxW@VUpZ9u*neANs>ZN`)~7G%k8qFI~?=K*0;J5z0Gd>JI};&!s<!6
zYv?iY;glK9>P4^<ai<ODWC}SW#N}FWl`NI~MMX;pI^=l(fy-`cPc78zxDB?{Y5OE4
zaIXv2@qZH0+9=%EiKT1gk>h4G0g|ois3j0XHAHL_rbdUCZI<_dWapQP?^IQMHEp<5
zU0qQ{9aMA?K>54o>5vbq&^q{)$=Ug1ejL^PicrAGpC$3`juz^Bordz}n6ma&Ww=#E
zP3d*9zG(HpUUarW;tJ^ZJ~7}SMLQ}kQaSTRM4j79v6YYE9ysA!J;oPQUM_bALF&^m
zQfbf*+md&}vPn~Rt}VTUTH<VushUQ{=*wPPF>xcG@=z>&iS~POd5}?DOfS@9mG1Rq
zBc2xCv$j4Krf6eetEmodPK`Tx9oBZy+OG#$>K{G7hOcuwd@<7k#)HoQ>=v@^wI!_O
zw}tFn2gd%HV1?M0Ap>KULIZ=3wdUmu@UW}ycou?`0@G1g2?xQg%G0y7s|OHqH5`xO
ziEVMywZp%tb4Ud8AOX!_e+inQ#B`Q=OBwXm#Q7wYu=^x{09<)b!%@n66FBWphtK~2
zwGZG|xvRM1*}yb>FKDQWK>jDHbLwhzmk5}0-G@`iW6gMnv#T}!*Ty#clPM#K)UWTe
zQtd1{Msc4KyZ-=aJWowuXtLb3Hsoyetgfb_$I_5TtrmJWJl1<=Q&~?5ckt=F5%@Q7
zd^6o{cN)6dih*4yrgI(|A!c&ZkF0mfthRBZdnvr#xEk+ugj3T^=@c@`aOonGa!;OD
zTkJZ%y6f4D7h92WtE`dJ%1FlUBOrUZFCBgwmV33ww>qh)sU?~rMGHY_+mYE%UL1CJ
zS9GZ3w|1pj7XVl;5WHLg{9!z2J<T}wztncZ#&-4iI@!2ygXZE+7p|+4dPg_Xp{Q`u
z_L2c`@FP5x2jCsUS1K;jYVK9yT6V)v-L@w;^M&1W<h>#INJmpQV_Z!gAbFh9of<|?
zbp*eJ{zeXlqlCC}-$U44`}<`L&eGqe48x<EQIOM(hzA5aqVSgz+hntG6~@yxb<tHx
zPVDo`99#UCc&_al?_b0`Eya~wGgkZcp4{qcr(kz=GBu<_Aopi+<hbqD!NpfgjaAOJ
zf}%>Asa-U$E%uz_l73}LjyU<p-E&D<gUJ%Re+yq)FzbAy-V$5GH>3XmfS2TprAtCd
z8>_}}#prHmWXHK8P8_^y+KK3jY#>1j-|}|x{tf8I4&D#`3I6~z@+v`S8?!$YVeJPx
z56xOXhi@4F0HS&KCch9~Kfq1$Kq9)l5ZA^FM^VjL!8B8|TxTG2@>QRRF8=`FCHW^I
zvfko$sOe>C_k}dFtquYM9tAVpUi+}$KzV;xc%+J6An9*+$xS!7k&&Dx-em{WiL#6l
z>pM<9NdlLMI$PbJa!{qek^cZegw;0z?F4!CQKe#hQ(pkVw-S(PF9q3kx!CX=(^U|p
zZv2y!6;(7c_tesu-N=k&IC-hU({PcRy%p^~1a6D*Ex?R=Gm}ZB^{<KPCy%(ev_SWI
zrP#|HKav+t6{D+!&ue&sQZgDHmOJ_^?3O#BZaoyAij!=MiEVGpF}%l|x;Gt7KLwuO
z!tdg#Zd4Uk`Gj?FJ~#9yk@po7NprFS>1?St7(2SlbK@j>&6SzYxT-6+4mIS-K;G>A
zW*p%Am6n$lLD9H$NzhfvvE2aw0Hkssh^~kK01D-;v!yOKOMH%VLtNr<%gI^3!FA{8
zZ^B8iUBAIdRYXfn-i>vnsLng7nEd!*z^{KsJMJEirK2s97QA`nWq3l9hi;NpMH}f~
z8(i?$Ioz5F=2y6Ac&CJ;;p$6N7urc?WHG`3el-vP3pq=DH;vQ8+(TI;e0^P7!dmv+
zUhsS{_3jFSDmZEigMwv+uG`E4yiLWn3(R~^a&xWIf$35>9Xk=IoR1~zyGIxB(|8`+
zMLp6cRkDg8_MTzEqaiH55@n~KFIUQ|e{NMVQpPHwsCy}=r|&cg8;`a1Nahcc-gcpW
z?B(1K4-45~mGz9Rj;30nmjf$K2`@XlZLqkvX%w}UTzPh`qGRQS^(E2B&O~5t6nikM
zE-$SQE++?G<PR?expb4u)J3t^TKFxqF|sgGONNomYdBi_1+w1jdrRoxBo3?#oAz~b
zH#$o#8})aVm?VkhpJ}c-ntn$g1=Q?k6ae(nilx3$QZ|C&qM8<w0V56MxtDFT!5<P*
z)lC#~OC2;O4Q$jJ?(A;5o!l8|>!WVv&^Qg3E$zrrHoIMScpBO$g*#*Rol)J5Ao&gQ
zufXS5UOnQ7Z?tcQt$;-za?atn^>Mg9AoT@wUJ2v-Lnxzl$T|r}Hb%!d41ZI);MK3L
zmCO{l4sLZh`(x&>I7*7)aJW(1p7`B8RPBkShdUF`9_2QVYVf?GrivP<swRn&#vak6
zYzW9&2hS*jK&+@^fzGzLdn+kzk(89s(=g$&M%cy=KmbzeE@!zBlH51IV4V1<t7^*G
z+8D}fwQxA~oE`>#<W|<)>naOH^5)hLX!oP~EWJg<1Dt`5xmR{t(-o?D3H77{2Rye#
zr|xvsFul);_g^DgcW{(#_b)1b7Mv{=4c3E+X}xbvE{dt)pchCt4mj#U^u+akrZdcA
zIb1{Vq^XWh&zT$C45Hx81K@Ip!_D?rHYv={!QHI`#N;ocmiPCZBTu$<QRIH=`NK+a
zG-o*hz~jw*7~s~;aN&zhB`i*sYMNli;NUkb=1)MFufxfog?y}a*2f!09q8|O!%$q)
zvk5z{(CkupS4IB-@h;E!U2uI(Jn``hD_>C+BgGV~$Ee=|-z?=}e+FI$pN_j$w@^hW
zhB{o;J?Efi;CxOKDwEsU++fcC0EH`J*pm}~it+bt@lnIa(ot5)-7(a0Ij_efxL(A%
z6D^LaDFJJn5f1l<VR+;4pNYeb=_Pb-jnAWQ$DYKk(z(@}hVK`;>8WhAGh7`OOS_im
z131a>SJYja@uaebKFuvKCk693HKXrcAF=D*C6|Dq5r#5JrF*7+03_#N<L+CFb?z&r
z8>E54O$3dPRr6hE)%p0jGQ$i!Pn!Cki|AZDyjbU+S9jtu)~*F*x{uN2G<6a_FxSfH
z2Bsdmcij1vj=T0h#DcZ&vKZ>AM(lKw20!Gx18QXsA3=b5<wU-58||@r&kSxiJ|6Yw
zas5}V?$omW&r_G^y&hQl*Y|V&4&eSG;OdXYm+N`-cDvSePZBt7%z@EM?OH~0J@$$^
zI*pARULMjmV^*q*iXU@vV;$eX><1Du(m$H!))8Fp(eAXtnmg)xh@oq@7(BGEcj?`4
zFEz^^S*ssE^-rg9bhu-9?Xs$e3ta_#!YJp^=4HdKNAX!}h@O^r$1koL@<4dVAM&~^
z*J@T<sp*<3*;d&eY75=!=b!_}#bqzCK{Y(p0l9NG$r;^x)@nRE6jRhWk3G?a&5#1(
z8^6VAI6l{N;!B~YpfgNPTv-^v0bX`}+2zvt-PPQWaZ9IIgf|jM(fk)~u-mOxIul83
zqx2|<!-sM*?|JH^mXpJden1C4N_(T^X%EPT5*%~y^Iczp>bR!GXmy}ccXrtugB;G?
z!x-IYsA$BE@1vHMhB5u*rJ$d1QR=0$I;q00_$pnDWzw~+&&_gn=`B-J+H5k(-oDHY
zQ@NHnlb<CzpM>jX8rezQv&L6oD<OBZQ?eLsw<~laP5ap<V9!i$dU&aqI_@5|2xPo*
zZ53nWZlMJoTL|aL&d$f+Q%2QNaQ(W9BI?@xQe$YL8Onkn)cr6~L;xJ*epA(aWx~#o
z$46ahr*40|s1m#8QX{|c%&r~(01;5<$^QV+O&bWMs)g8Otc;J*HAxkB8m5*@TQ7Ij
zxx$%mxNsDk)p0#6WA!6*&)lzV{9V|UrV%Y`uD3_E*wiUp7*B>WuWi=N#z~a*6FgH=
zLg^lM%SK3A3x5VyM-O{ZM=X-_5uKZ#5_+xkdtu<)HI_St4+CBxp_c*~pGL@-{{V?9
zhVS@H+oEH=3x?@qBa^DG5x4FENj7auaN*m<TSF>X^BX;w*f7!XRg>`bOaT1@hrw6z
z7vVX6dq|>x4AJ<VB4W9v<F`&Qx;@|a{=A*V6{VmLiq@q0No%82P|DMXw@6TGVy9sG
z?jx8x1;%9UD~YRak<ps_k&;;h8{SAG2PXp~8!p!`V?DA-V|CN=rpal8yYDqV<*Nf7
zU8ezOb9z{*kO7{FaZ)-=WMCevlDg~0u+%uu##L@DacM1nLC1mcU3arOtHhit>f6k)
z)xKHu(!J~rlrf{$Bo1vP?0l1J6X>k{^ntBoo_v;?-NEyghsg<zob^25CTQ-pF^~hp
zM^FF@Q*GjF4YnUizElFi^)r%ufLBGR5L>uvgyQ3IYc%^^+-5`aQR_Izf$e09YD=wI
zZzmW8V3l!m?XR<l;4#y1bwy@585+iC<GSViRmS!U%+7ru4Zek>>>D6<KID?bw{0Z7
zvQko=G(0NTW31H#eZfMi?aKJ?%vf!Zj+v3}T+*&+q;Yg@EpM1m9P`Pkwe60HQ`;96
z&B~tL7woW=4V|NLEnlP;%L886NnmR_gTLIc<&qwtC+H;ZD%kfpIj1df1DGQUZ0(45
z+l58K>osjgp7vv@#iIb96<a1<xj9oRS_AQsvX0=v^@qt9OS&t?d#K}Ks2W-{k5_yk
z>gu->nv?Phq6Y@YjY)m`2Qo?vQC(0u)E~KO_$G?gaue5aMc>dZG|kM%aOnpAt4JBn
zaIij=8+L0zR{TIJBjI{#7_qKTrgr>^<<n$APsQ9j0Bt;w%SB5Yh-}cg+MLpMBpr!b
z%Vajn$sv*pygkdttkkzbXvW;OD~(lKs-=;VPJ8Aw>;rSUmrl#w6d+ShVvVDgd3+Xb
zsi#%DMOjAH8ro@T;c)dN11xv?g0B&mvs_@gy$Bl>&!FNyDWDEC*DBVx89U^Bj>_kU
zc-AWU*=@NpI4k6TsZ$d)M)US$XykubEL>;6(7GpU8iR-+<Poy8wq5RYED_Vy$i|LL
zJB1o1nWNU%ojQm+=LB<7;HDWm;SR{#eoG#aIlNJO$Zw>#e<fFUsg~hh`ih6S?$~8Y
zG@!f|MS=n`MCTu2p)D1%%{+|_bdPu(vQ7Z^CQDC%3SD(WX=$o}r(~?AXL%uD1>l}d
z@!dNOJhIcrE1BIn?GDgJ;ViIM77nF0V*@&f1J9DQbt}g`C*YR^)pX1(gvJ3o<}gp*
zqN@!{Vy7_E0MhNGlj}GrrH*s6q>^?S>aX8%x-q5hsxYu_U4Yh)xn^I)Ka4J>l9s9$
z&Go8kNbcF@KGM|kG?Z3aS~_1$y;MgYeTWP2PnpN?T?>MEbB}IT?R+U`Z45F38&^;S
zP11hOcU<#`>bP<q7o}~!Snd~bP}5U1uFj@`$Ty>N(RGf;dw8L;@Y%HSYwIVLo!F<E
zICH8#jXb$>T>k)Xw_Z|T1|QfT5LL)(xQ6`qR6BAYj6Z*Sm370hDoSR#uZpg(9c8G%
z`32Cb{{RU-3u6mmw_WBw1}3-om6^Q$5cWyKy&r}vq|YsLwZF-7Vc9>Ko!2_9?D3ZQ
z38ti{rf@qrG-~;klHy(*xVRQiTT?3l_Cxkto9}E6uPzX9(_<%*eA)g>9dqLwwPcQW
zqftURdd<|gmRw&IcWa*9_+SROlO}QYim8gzN)Mw+L#^6QWOK8R1-z-cS51>F^sQ<8
zF$GsVl%SVQHmvM)um!`GSl>-b=Jy+0V2HjjOr78we6Xd(9FfyUFo3hw!?C%_*UMXJ
zgkiK!mEJCLWtDJNzMeTCrGql+1f2n`@N==YdM+}1Uf8GZ?J!l`CXmSlMxsXOZh#sx
z+>m^6(O}@#VDDu7<nDCO&x?*$!->nIu*n%~;(cs_AlDX`2${QxaOTo*7CGlrjt0Y!
zR?STp#W)V!z)~pbDr+(+%Nvevd$1HCw=j<M=TTY&vChp;*apAW1o?R>Ay96&YT6pN
z(!)?3<{Ul1>KX7=?!H}K{Z6iwoMUscRRtK3ce8Juz(2)EmKt|#V{g0#yOn1}+b=G3
zt!(bl{Q9qNkD9p^Y^iu_-L1g--v0m<k*udMolGUnJc^fWs(f#2o=F3qdWAN!+2HN&
zqN(+5q?TzPO%scvjGddFcvdvl>L!M{pg$uj72CXowrXi!*0}UODk!V1kYV+63><q(
zF6YZY_@gb-%`F~Dwng0?ot0A@)tL2brpLWF%G%a!>e(FLpy6HZd|yjf5`VnH0nF9w
zKjc+wYeqQ?pli0<1K^rTTH7V@loaL;<Vf7)9AKxeTtVqG(^ONi!!<MYvDw@o{e_He
ze1LmpEL;vZAfAao3*Oh-CbiP>18OetRLe;tOa6uWTr<r1^;fU9_D5M>+L2$xv@-a%
z7Q7Fd#aZ}{$3zP+)_RMcz(iuH?#ylKIc}{#Df>B)j9IU=o;qrp{CvXY$Fp8sS#H+0
zO9y8&(z*z^^0BeJVa%zZ#z(<Q;R`1V+G3WD4mE<|5C%w?_+1$Ub7(zD=oS`Brvb>$
z@;im@07)2iD<6-Ol3icJ{onnQbE~VE9B7u8x&V0RQC$32j%T@R8O*HJbgR|U(G?Ji
zmX1eC&`FfYa9nw9(+d|}cVMQgiU!FobAFRa$9C9<w&Ho@XOg6;y1lgI>c>D2Q_(Kp
zPj38PD=u}hMrL!p9-*GJ)bls$$sTuM@#MLBuA@?8ig9uL)opRPLowHMj<S#(HmZfD
zNZN6oCt-ujnqv7!a-as5>mzB5t_~8mK_es>2kP?JtJ}@e-9b-E%YAiKRIhh=UFfui
z3Ta)Pn&#w#fz)AEO-WH46&D$6Xsqm-R_Ui>wTT)|a2vh=>+fED&nxoh)QEA~n^fi*
z`^tFQ(Tc~NG~+(Yh~^r6Qw*V}naz@-M^5J-&d@hsUQP#*Q=(uMZ)+&$6$d4?Q)khf
zGJSG60ggwKZdOy$`Wx%(dxyA;KGwiPS-$SU!FTmphLMH3C$>kvDrc}CScy-526sAq
ze3PDs4M7j2?<-?y^}RFbw4W?<RupWgGSt)>Dr#6*V{_}99ww#VX$a?&)L}Fxrh6dK
zGq{1^`q0eN8I0@6Yj^d7hg1>WLq`P08D*A^pp%GVXL%7lJ!9geL2qq16_plxXd#K?
zT+Eco@GSHAC*$uMeXEbt&kYR^b10^1aBhFPB<?fj6bWi*V-q$DY}7M3%`sFN^)-zH
z4j4NUPcH=YsnRlvrdK|mmXf|F7KY1LA&JcWPzTjc8*Az%4rK*oZ>M2%g)4rBAP=>l
zt?^w3!^1Y|xK0b@WcKbfu4GMY6iuvbPNrx+%i}(?{s`#nsNKaz9yt7Q!xoHc7Wx`v
z3}=uH#@l1-Zl}5FsV4oo<1MeR$ZXd8gtEzo(o?s(bKQ*Y?uz<e4!rQy6+LC<&2qBS
zRj^3MQGGtP=bO3Vb=TOqQnJNJ>r7lRbD%Xv)f5zM2Dz|->XtaUuXKmWP+fR~h3Ki{
zvsf*>Puc9kXFb)m?tM>s-hh{2uz3uts(6Y%0*;zXz-X?tM9|ks99JRTx_lglowg-*
zsBOmQYIR-e#>#73&SaL(LxXnPQ+bn~n=Ch^+OL!r*=-jt8sa;gu4t{Vy~^5ohzE9v
zzNr0dlCP(twA*SUwcD&5MMYIJOJ%IKx#kfj#5yqJ>$Go^u)@@md8YT`G5kYq;EIa&
zRN5{U*(Zem0BMtoDP0iHEe&gS<?&iuEsoty#1!`~72ygiyV$@Vcc#0295Q{Vp(mi^
z2uOStwYRF?8m8jAM-$xI7-=E9M$Y8D!`5zabvSa^ft8q=hTlhLtfji}JypwyDW!BQ
zJUKM1iU$sEd5<9e$O)*H>bf5gaf~uh)WunQy*8$rT(;-M7G^#gd~O2(#twNM*CpdC
zWuJ=Tb;`q0WriqZ?`}8QwNsg#d9*`<2bMFRB<<F&8+ESTaAzA|TUk>dt7?=9MKg1P
zBstjmV=100HSo)Csk`1S7nx)M@Y`7!(;GT#0{|2Dd6gxY`aSz|inv<?^9!8lazJy2
z#QAv?a7$3f=A01yJlYn^i)kw%xzS5}^jezQu+HX|fP%_coN=MeZq4!>$5oBGR7nj~
z^sV(fx4DNL&JGu2kC$=9mO7^(wBIhmNhzu3sAzT^L+}Clq|3qghUCu5I6wSahJ{g5
zA1rPi^pTwBEpZ<;Q6)7=Co`8165_b>%I&6^_69(Hp7msl9LIi6K0!MbuEJX9%f$4@
zNXvvVx!4~ilV!d~IDI2`QmLtCr!Fj&gHuagk&r^gw3X8PJEV0l3_A_=WRUB~=9%Mn
zvI{i010o~K&1$%MAw$5W!~ppNM*eF7+9gQ*SoSr?4s%*Rn%-U}nvQUJt4eBZ5Hewq
z>}30uSQ&N)Qnd3%eHDOX0k|XJxUZ&NPw;eW#e3@*32~E1&yfEBmFYR^q=uGB9_^UI
z;&b2^pL+wQd=}=_2JYOspz_@R0K)71WpRBMXZKr#xM^h+gptT(5U(ZHD}>#6n~Ex(
zTf{dCw;Y*jq<($wDit$z&l^6|fJu<$#GZXrn?p6+A{_8?vppBvR5rswz~rRaE|oLI
zBuutTJW#l>J~v>Kl@3Q~jn42HRlF%y`0FHZ<3~{f?M>Su#Hy`hD;yoBOGSGz%$9-^
z;<}8CK9ZrH_;QK0bt4*ho}J&cKjACVE1Y(|(7)f0=&F$|WxNlgE@|tomBlvNt7#-j
zGa7uMa8lbf+>che*&yl3H#xjHnS56HbG91a`AQ?nJ)NUdYS>SP2t+F=^$zYxNa%b0
zKglv})tU)5XtB(>rQg*#PHKP=GQ|_X>$-x<Cs9446|8B-;LZwHa|sz`a|iyYO+^dK
zKz|Oo-c52_scC>3_-3SIo*WQ5+F(XmQXTPXrs9he>ln!x-dS^=&;j_XGfitF*Wt?M
z=dQ{P#)8u|ER1CZbt{0#cxm-fS?hhiqMnMXj!JrY1o*_x8GA9{tERJ8M=<Vt$rw5M
z*hczmqZ~w4PAvy-TcR*8ZRJw`0Gcpe?h3hT1k|)ore=`d?l%%LI;dEwZ5yJJo~ynt
z1+OIF4|0-azPJAX5aaSk>6gLH<=*fRs`iuIN#DAD@C-0u<Kly0rt}BQ>X(X;;2Rfq
za7R;>Irn?KBQiCZ@hl0key!@r3H^jaRW{bg7PxC^rqd96z;*~e03K)Dp+_{apQDxS
z*o~Y<-U`TGrzb9@r$6YzA#-D$nJtv=_#&!~=wSF2a%=7GZXalFe6~sSyH{INhx(Bf
z7$}v;rCGY$rT94^)7g(IImh~f3b3YI?h?|x90#`}W98<Al3R#6A)TkEtQ1G-&#DL=
zGJ|JDcDK$LC6$rq9L7EBY)`ky1D`xh1=!q=1<!%<N^{)ihMmK92)l0`Ev2n%ol#GM
z0XZY7-68e1MliTkumP(Yd`BgP&PF;S${TO#Ypip<?2e(vO|&!|YWFKPHkh}SLvV48
zSzNiUEq0(tAmkCzZ8$RKD$JDCGqNYKnGSc>@z0tptpSbzN3A=2eO#yM!yPDOa=p#)
zb1;lhNaL111Lu&WQ&XC9?O~eF*<F68lkM@^=HbJ?JssR_geN#|4<d|UH<F7}Bb-Bg
z*NGmlqd~>*)>N8JCv1;c<nOpl5CPkwZ_w$9B(rnZC31LTt(tVZPTTTE&4RC?riwYk
zqYekmlB_uejJ>rk#!lJJ4@K$T9H@p%TpjGLYrBZ^@(avO^`6j2Hv#vq?QE!XDI;dA
zVT~Vh^SbSJ$z6_`Uh3S*B|ZzImDv6%Oms&8N_SZwPIzb<(&Mjq<n8_I%<abfJJWHp
zjy4i;R0lwwWjnoXH4HfOSlF&o2Wk!j9XwO!=`s4;`Qc{ahvCWhGL0kTdja+LO-y8-
zGo*)OerkeB`6YIB5CFhR^!IlyjFJfIHp-I>S-Iy}uG8)E$5tiL>P;gE$B$67+z)J%
z(^z1OTcd}kJe3=aBcA7JjwqvSlSM0JYfH510Pni8;A+Z>7-}S~ru2CnLt5Qo#{=BE
z7R<4eZak)4+tXIsTFepX@5tx3B)><gz&*>c(1FbxFZ2b6OJ{4(JatCP^$2Tp_swwT
zb#q;B;rRam=5l@P=fOSP?I-A8w>`NdcY5DyCl7d1-F~E*+MQ7*3v}dwgRhj50TGqX
z17Ygzg^SYR{{S;{pDXZ!Uf?+%XyTOQxPpJ0MMc6nTr})8V}AtTtEX#>dYPvltCt_}
z@_e~F_T-<01-2@#%&%~;de-Wu)J1{pha8{gyptnI<bBK8{i{?{zk@i~J07(RWuvFP
zc)++jcJ98<{6ClZIZws^0K?|~tv}3_9;ydV-A2Kemxhmy%e&MDTKHC)h7qJ_Y$L}Q
z8C-{jAT>NmK?xt<2Yk2wORDiy!P8UIbI{F1d)ITS$L{qQar{p%zfJl$bI<!R_47JP
zhvqD_90HuPv7%=<5=d_%Iep4wDCt__;R7;Ga(7R$jAydek8oa#tL+-#Gc7ARI$*4v
zN2gRcgX+k^@(R9uI^#gk*DfkluimZxGP?)d)vSFb_KiUIzPe{JCq2FP96=Z#dU#XR
zG6!ZCWRuHv28uc3v`p$ViisVTl6v7uiPs3}$*7hwC}<!#!*hjEl<hJ(eHPro8_t%v
zyKYC#V9M&TRNaLQ!S@3TSlFGQ$Jb)HTaHS~Q`9n;YFhr8-DzVWhMe+QK(to*1eDDs
z+v9S1BP#%Q@W<Y|*JJecm7FI~*rGk%J<dHYCjb`#vd3_DXZ%;h?2c<~vCXD<%W5Zo
zcE@|OyS@vwSi3Ca8!rXNWp(n~PWdWK?Tp6!NaMFn^S3@rR`?x%w_X^Zi8~-|4|@x0
zY3RW33$oWZjez)$Yr@qGbaNQq($}zPb5BAxKX_ipweXeJqk*KhUwFQ@uAfQMO-e*j
zhYaL65t2dkUQgq@Yi&GVa-d)#k;#?^9GxU&e>I$ZQA#k9d8H(|X+%;^-sGg0<hO2U
zt);q}{Y7V_o_k$XG*x3U%vf~D!Tdt&J%?N*eUY!42L?qXjV&hu?bV%LYgyR86j3^=
z*~6CjDQ-p97d7O_(cK*G+@IhTA7>PFQoj|jP9utE#O)3wY7RSOE3H%)ZMP_?I97V-
zX=9!z=@5qvi6a{E(RtncLr}((q1w6;AzqB_?uy$>!*c#Ej-{c{7d@|eaL2`YUZCV*
zWnHJRyQ8jEv&i~k-_yCJuP1UkjIPDTw`yu`AE~aQ1<Y&@@54tj2eL<Bdgk4Z+Tv{$
z8(#TiYuXF69V>U*ly<9U4OCRy=dLobgg6&vq0Sp;Wvy&*N-LGf+FaU5svl1q43ah+
z=!|%u0J+~3J1;LFa@EayCiOk5hr1k(#BD6M+-BkV9O<6slQ19>G7ncA<C^hT6}`r_
zj2Y9TD<82{aK$ZD`XghUd<Q_aw*C}%c*$X@tcVew@v#hi4pkow(>|tJm|9%dIy?sj
ztfAm5<l%yf?MD4^YXDV&r^t?lH>OQ-FAPl;d=pJwRdQ}O1}!9cXFqyW{5w~0vPUHd
zV;UHH!0m{}<P|cffH<<07n_AE;~6^HTGOioBo7h-RXu#RiUUU^#qO3e=-U0<;C4A&
zd0Xx?cEs1YucM`jxWgKCJ3P)+e9^tE)&{0$1;db5*IRV3#3wC#V{yRL?2O}(^GsUX
zAL7e{rEt@spbtKZ%|@iuRdOJ7Dn%gv-3RT380T2Zej-Gzb~gkNv^}5L-xYA3yM<_}
zXS}irnhB_5Wz(g^o!ySBvspNogDYsIikkY#>U+0nr;ebyNe(#%^<GBoo3jd@GLm}Q
z>ZmQYnVQe0mDn<nHx2i7E7N_S(so(dbu;Fotcs@US*BUWT=#hl@?ETR<+$rr)#Uyg
z9Idu(q3qJe+G-43Xs3o(zt!}j=D3r%13$rU8EU4}gG|HkIbL?*zT2)9-Jnk`{*k|m
zDW2z2x4XlmJb?$P!tA#G)HpV*H2yYhPCr%cIUYv~dGYgmo><49f?Z|dqjjQ#1pY6l
z&yI|&XJ~!Zn};qJXW4;*k{8Nf8%RE=@>+=avxj8>w(n1a;&7X(y;`mX)U3ErKAGUQ
zQ0W2h7(oTN=(vB)pB2kFI(z=9{_mFDX>)bwi0kg}rG}Z+lNr0H$EwWq3YnyUakhL8
z7h3!!dpvgm@x<`c7RzX@E}q>hU8oil>=WYNOOl>v-neh(`*Y1%<Iu8vm8S>LQ(U-;
zmX@+tMFDoH92=`)za>?bcflb3ICP^UyM^UQuRvbz44<-UnyK9orVNr6X<=&%bEILt
z7nfg+L=IgSf8)xJLHr->kpf!kmkj5wNhNR>4-R~lzQ;rC-a$*;(y`(Gme)A#g2D%n
zRqH;&INFbjxF)NI?lmxjPG1mot{$t}F@v6t3&}hX%@>ws;0k&-JhXG<syJ7O>n-;h
z>UioM9W{Htm96^35?ZyjuEE27o=?O5sMcRBQ&ZR5;+4i2*zxSV?lp26PD0G~^%W&2
z5XV<%4T#mWnua~PJGnt2!)=P_{g6o|?!{ddPMTP1Ueix2vNgS<>f_CGPr@P_+xUh`
zy6aT*^pVs!2}FNHN!Vcd<0*VWf~BaOIlbhNzkgw*=jOWQtFyTHld}lThMumr{Z{a0
zi~{D<vsM8I&2f8djeT1qjiv8-($EJoy#?8i6LA%W!Ch^IwU+6mr)PH{W`{RRvUfg3
zNj66=wAo<bo+fjzcIj&Bsf(H1Nb?(7@OhFs`<2fYaWs5IO&ni~p`&bPKSK9q!@%V3
zo$XS3iKT+RwpY(nG>-2iCwCru`K*mJ+V%~?)V56;I(-?30w*7Pla%!hhDOT-UEGc2
z@azzoo-)y>l^Dw5umKufRNgD6rVvdtrHFE4ossfU+g~eK8rHF(a`IKiXPvePYH{Z5
zr*dgxYiA>yLH8>j8>WJ;^A$wo8CvazGlAr@#l>0hy+f(*P`^3OS^@J!ZFtVjH3bYc
zU)o&UjZcsbv(q7D-8059D~FB>?A%9B1@E$oqcejlqNndcaX!-z^9z7R)6bUKDSQiq
zQ6c{Q-@KG3c;!2X`jtjD2|yyPjZBy$zkdG!td;3?ARp~={2#ih-^DGUxxuaWov<mi
zdsndD(zs$C%&2YkcQ|31mM^3ZcH`c>_1mu)MZ}$@*W7It(h4BPMH{1e4Stci3%_vp
zW4spL2%{7M*6NDtIGJ&Hd2yY)ImdkA$H{q<wmu)W@W*L4dnKTsK!NQr2RkLLEe9D~
zTs*jP;WNkO$Br7$UxxGWW#bxq4;Ix+bgpxQ<8F@jPXoR(yI*bnqVU5zHoHR&(kUvd
zY0Pj$$9meGf)|~C2QCn>@sA$5-^6gqEek1}^2SM{F6p@60d=0+yCkvGa9!(&1$(8a
zw$er|;k#&!qzpUl6P|ub=ax85?2NIOJv`jojdqd$0BF=40sZObh}YI0b=3#|092~n
zXQw^FNofm_%ChvzgU+f`?|DE~P11M%`mDhzw*%yY;MGl!`iFk{FG!H{o!`Exu#(~b
z0KBQ8b|-#6KJVT~-@Ek3_mv44{{ZC?1oO(Ozwggkv;L$z;rdbYS^N>=hs_gB2YNox
z`Jt`9Y<$*z1R4<|bL|X!(%UmW*!isA%@#A%pw>k@2Kw9cPsdds=^791EM8IL#R}ZE
zskr>(e|aoau>Syf-`)!bHbu9IMB9Do5&o6Gyb+3s{{TwQ-U|V@i9_a!-<pX307%2}
z2)p?DNWuP~usA+w0DRDIy&^1Qyl2cJH4x+TjQ!xSSo0_%ZM$_uKy3DW!eUC8i2UO|
zYZitN{>mF_rl@ZCk-rB84fCAsF(2ww8~*_8p}9eHW_~u9{_;qb<8JxDe$uG;edv3?
zih||!GB{+^Jp0~CjWtQf=Uji(tF>og{8KWMxkX5tXE^O6zj;}3bp<`!i0Q4>vdGBi
z$OVqU&N2p8b-<jJXTefS4;I?xjlr&MQ*o2$$xo5!&IjShEEJH`M+@0CR2kIg<T;>_
z7Us(EXhHp6UJ5P2qB<)GA6kH%czVS~rno^tZZlLkhU7Ffb90X-fz*{miBHqbf`2ww
zAMNIlQPoq&4CYSqt{G%}=Wq*hMtlcF)o9&T@jR7*tdZ<45s&WM(0lw>IQ%OiZ6y^H
z)Z<HwAaT!|N_-=gTnu%$N#-Ouj&>Wi*c%05!`BHcRq@wRG7&s^(D$=Z8Rw4;mKF=e
zV+bEbf%>X!cZtum*va=OI}I;tJW2p=iWiSKh|kEUrR_h6H0AdC2LaCxaQ<tPQ(g;j
zT@z2ZsgJzHBxD%K&zM2bCGAq+AD7!Hb~}M7-CxDqHPO_4)jte1;D9xHLE8tW%ZHnk
z5lCL(UA}RpTT$_Ct&P(wXK5d0h&sD_UafG^Q^L}-&65+KxpO|*ID+BE52Ix*1kgbV
zbdPJ!`p@y%HaN=1s|Kc4AJ&P<*!ZT)Ajr7JJ>Z1)IlL4#aLNpj;|u7oWZYlEmj2Id
z)g|r~!r2pEd5v0k``3)WA6ez+UrI-s>fN7J)7S9LJdjAq8p31L!?xU#O;scCpSiY9
z%ioMR)z^Y|<-S&X@D$=3eTR<k6V}77M^NaC9P(Yb3g5R2WVbHLYfA>FQBK;Qb3wzt
z;<(RX)t-ymB_u`IZA5R2-bl#)3e)B6-qkpkp0=7OEEIl@=vwI{V|}SN$<K=M&u?67
zO~#y81x+P6hAKK{!IB6ra3qtCoY$pb%PT3QZ#`fyF?PLWZKsX+f(FI|O+#mh{;T)?
zYTrp#y^cs^vfSz31DM%Z;14aq1!=eqj)Sy%s3XH^<)JQf0Km&nHAC4fFj8=hU3~R1
z#%gMWYz{c~Ta)}&zQWo%UL<u$m+9Y1=-M;0hI6v{PP;v4&9B9MzteEHrQ+_scR%vm
zyGh8@3g&&ZLnAnDY2$GKIl8gbWo+cF0Bla{G1^r`Q*c#tCdREJPoCj<T?RQ})M0;j
zrPuzhpOgA1`y;p+_<gWB*);MNfO-yLPN;|RZ)=qG0!&9!7@i<{AFKz&EU#qpQ`5y=
zER`ZR>R=2%SYw!7PU}H!n%i%?RI?RSugr21LBozT<H38EllXqW_RGV=n12)W>@xYs
zOqXmtF*AVTn@D%kmwHV&9;+RmW5}$}3R?}r)M{#}<#BYGYZ=U*LvIb2ZK`xqaKzBe
z1DN&@;72gIeg6Q7X}D6Ew#x)={Ba~lzmj2=#NLf)@goc9EWR}PY;`8`bRHkH@dPx`
z#K?Ufx<+j3+Q8<<-g>l*2JPajc$b7}nJY}3ddk_H+|Av_bg|!LIJ<v%Tw>#Szg=bT
zDz0}5qVfPZ(9(0Z-UI@Qy|7eUSu^06w|yn@fJUQ+=iSw7Y;Dn};d?-FH9S@_Mh;%z
z>Z6Vn;W7EnDsJ5KD+1=mI%|DpGg(T<&oOAzBek`IIL_Sj%q<)hwVY2zcv{WFR`_m=
zbLE$~W3^O>*mnTCX9j|H=Y*qZI7fh)YxKD|;sYkFJ;10M@#D!0ZHt2?lM!G2BYbH!
zjpkQ1h9>~_R7Xn;gz0p9<&I}h^(tvhO>usj90T7L;oF|E{1!3uby~~f$8Kj1@G+_o
zNpoW)W*X+Usifp{D_L#eZU>f}Iy>Bu5<RCt*+<=l=3>fl;2r304Sz7_4MF{L;MHSl
zyWFhqh+1pIM!xD;-ym}y@3aR-pB1U5cI;ej*^EZ!+N%!|!Cx3?`XEg<{un36&0y}F
zF~ro@Dhex=Eqqq9H+elwV7;53q!Y`Myy1>BrMwYMF%Z^`jBfT`N7*Y;O>nBFlUx$M
zH+3NY09CCFFCTE-%C4=gu=-VPzBT~C48{BP+dC}9tAcoz;au7{taYL8CwXHbpm>sc
zF6D2d{Ci&zmW~<f2eT_dW5>iTEH?>k^&zum^26$4p_=yU4l$4b4ngt0uV%$pWFLcD
zYu?MR5k6Sy7=Df&0C$7L`4YM>Xcit8;VUHcR@;396&ePR7|`O1zqT8!^gf9LBBp3y
zVD2Ifz#bVVA0>sJx_gajs+p~PpKaT@b7OJBc%E6iw_gq$QDMAs1^%i?Y_(2db{i;*
z4cPQ2W!*a;{2w^0imXvoU-*Ki+icDm0FcYx0DLomw7dgilZg0|lH02cdDST=lLqB_
z8;SUi$H3e_6jEttcOHsbX8TXT+a6wPt#@+p*L06Jc8l3J2k;$z4LuZ-T&iCYe8#Yc
zY2|_%1_Gj}uV{gg2;pvnfZ#Al@bJQOjrgLf^>?1-T`sBRJclL@jUGW`YOBkfNF{Gt
zH*dAg()cMO(;k;h;jrjD*EZswFM@`5FgVuNJDUTuk9kPr3$;WI6qLAieNn?eIndr&
zDvF-hOKOZhq<7Ua4NoNJB};T5Trb>DTs6keMU3(hjX%Xe7oH`fczdd<90B^rP+Ewo
z?iJMLrOu8TM(y8B@W_XjN<~egcCrH6x*7c-6A)zMGJBS4X%5xLaymxEbEjs5v6ei7
zJjm*{6t%SVFbQd-WRaduY5xG;7dgGzWR6$2xO5c^-SN9+4~Op4+A9lPlLL+=XY)bS
zC7(Q<l-GXn;72^BBc3_oWYD-dj~Qtm2`+KUtq!JFnOuBIWXSX-cI4$FQlWk6!bz1j
z^OV^nbwOikXQbTe;OO}PKJ4zg43pDGc!$0bzAZ$%Qw|8^HdvknW2fS3Y&Fg-Yn}sf
zl0fO6s_ySFW8-^Bz-CSkM(3aL_~mA$^wif!MNuYL+A!1lHfbpo_NqA~3~Qm(<A59h
zA2o{?X0YI7oNPjQm$!m(tL7IN*xqcE)Ki*DxS{VGkIfdie8$C98x17S0vc?&#{(b|
zsU*I>L#5J?4<J(FyVOQQn=3<s7#&^iQo*v}i%Y0(9pur-U?W50F3Ur6z6Xlw@$g-)
zQr9x)Oc>#iOpO@}hgx{bOKo#%CW0Ek*0?%32Qon!_l&By@kGyYFW2M)f}OkaJugeZ
zmM{l-eV}K)W~t+VxHvadoL_HY>I9A3?_N`X5lG{mQvUEvOMa;%X`DUfJ0m_`m49cP
z2|~jZd}t?Y<}*r6tR3M$Ro*Qa%5J8?!R-9s5K}we@Vw4%Rfn9}O*-vVf4)C8Y}x1X
z^i0;S87E6G6wV~zdcjyXfZ}xo)oiV|daczHUsl1a_-8vWFuLbcpU#v8)}U?P5&}$T
z$)`}`P8V>j2IFv`m4soiQ`I&`H{KelAmOHxBc!8ruH*wEC1owVNndZRimsM(9ML;d
z9i%%B@!e=|ovLx2>V(kTuhkRN9D14<(YNe?weI<A;cZjG7rI#3`K>cR$NLVH1_ylA
zj2)Zt8{%xW2G2<whC`;f#4tU;u44PNl7rt$_xs#-OggGJ`#`(mpQHCQ>uummWINpW
z_lGFR*ofutPyYawSKO?<pV5*JXhyBWn1X=+01{U+GQdZ%_a@yeU!%&iEGNOHp6OG<
zP#jX#T`I`soG^a{K~r(3I)yzefaqT#aZCy6w0h9*;)#xcvpO;F7|NF|`i81B)5!N6
z?cfwyNyg<^&E2+~PUy24acFQG5(eQH;`wH;l8naKq>dvavUb_JvG2mVs;Mp3{JfCC
zyPU7>6lIgOv54ZXnXPp`vJ5qGpQ!H)b4#{UHlBjrc8RWVGrB66&msu$_Y$UFyY3&R
zlGfQ+>Zg}UMBHWYMDgoLd@|F^$CBPSl}E*uuvAu<san?4K;GgI-G%}6i1(bTGBMAZ
zT!p2;H`!>zQ8A8i{wihd2?Hkzp5+$1s~{wh22YZ@n@lYabNZ^vOix)=R8B^8f~@p~
zRX@96YX_`$0Sam;rfD))X_c=Ha~RBqlbj6YGcbGV8#j2!+Z2u6$C=8L0~-}3bj6^#
zwE@`&!Qb+s?G5d4X<=}ZHyj5JMJA3Q<~|P%!A=-nYHQ(%rwn&`H^9I@(4vo2RRdPe
z1a(9@**nS;6TPU;J_@>Qi3lfUGO%}5WRGT6sFUv=M&uokHY6b9I7VN(j$A>?1?52b
zdM@!Xte{*~59=svQSwj@AqCw9BsFjj_#A_=2X!RasZaNk{K994-IfOR=oYHqOeVl{
zPES?b;p3TO<;9*?7H!sOTM=VjA;||Pm`_ntwwayV8IKZH_Jf7yu6rYZH&f0Vsn{PA
z(MkUR>E+&{Qw=pCmTg)?T63uRc&=~ZWb=zZb&s;L-!)UAx>UZF7ew$SY<lqgdbu71
z>{NS|s!Ay#ETIk{<{HxcvOrGS$1D&2Ro@bDjsC$PitlNvqH*>_(U#>zwpPzY8>#1u
zy`_Fy_|H#r;N;=A(~}&e_G$;~b!7$S^4my?KK3eFR_lhL<YUz!;kt)Z#RQ+&X({bi
z7-{8X=Uq*1;ladU<lq1gmsN3YiW+e{trXOCjh+`V&{a3-A<rj9PQZewZgjPg(?ur{
z)Jr8lcyJisTsV=I=aAd@E~jmdYj^0Ii=;L6jIO*sqOGSAQMJUz@*V64axLl;6!BHT
z92GP%{wjHsl=2M|JUgEJv5}PI6SfJaWfe1KqA@v)tIn4+6Ode8$hAzU61#($HO91E
zX(_6o6ikW3Fg@5M+2%vPicct2EfuOO{dG4G)znZ|HWxTc5E8>BM=&-%!SNiE^^x6c
zcp0(P@ZBJzx79d0??%kYsPCdjjf;FTk!;Kt+C#$Bt-VoHv^A7f)cd*49=iwx7kL(x
z-JX&uD(<w@H;C;O4Qrd|wPEqcHv7f6AQ972LN99#1&r8hEe^HueJg|AD=OoBbGk<W
z9UH+pA*b1JS=-gB&r!t^Q&Ck*X%AydDeGQKTOk|9UO>ZhwsC}2bK0cghEm<Fbu@Q&
z$^DwL2@iK8GwW($`rd8AzrRm<u7b^9Sn5mtk_NVt85uiV_{KMD&I6i8=hn^>MMSe&
z1v{%K@AjD^hJ=|PS!<V5^6pL4-Ayg(J>1rw*IifnCjhi|gGW;6oN6j<cZkbN19uG$
zc0<Mh*khg*XAM_d?0j)I<X;reY;2U}t#w^XLkz!R(qOU7^C3A@_~@>c<FuX@6-=4J
zrS-PigmN=p;IOwbmLGDW%Zt4RwvyX*zHqB-@=fc@QD}wm#P;+p8@DH8(L)Uu>zg34
zc9-cgPSf7fTwEI)KmfIlbBSZKoMWQT+MhG+a>v6QNfiV#IsN1nnxirRbpT{Op**%5
z<xS!_VPqEi&LQC`CWfu7kliU@?jI)JyIOKs?fT#=v3GfrEmICG;Hqamj1xmqXK!*`
zHtNvk<If6D4BWV4dS=x{$G1xajFbL`t+G9_GngU6XP+zun77SIX}&{o;GQv_hOT3Q
zPhNYML=Q*5b{_>M_f>YKy9)l&_-2~x9ZLh5RTG0`EE{@`jOoX`BJH|u=Zmg1La<t`
z^)~G;WR>(rDtAo?{Uoh9X&`3@by2`~i(_jpcFP<WJ{*d=B5E!(MEbd@*gc}sH0fdL
z<%*$$gfBG{)YEYjxMCK}9Lj0ne84lrJ(=I$uP?ky$5mE3e@MBu^}}XQMutbZpGwej
z8z5#L2Hc95btTgF*;!v5J<o+WF1nM5Y9)DjxYbC=z>6D*nEl#M)^RGa^|W;MC~S0=
zI%>Q1KrE}OWJS(_!0aM+NO8wEe3M4|Nl$H_md!;4gj^yKSGJYTaG8MTNY#?ie2TAa
z(Ufs|4VD8;BxZ+6w|L><o<MuITbx;DnPnhO<HFK9rV6Lad2v3VaCf7EFiVeDZ_A>^
zyIY)I=Qy~WocOJf;cg`~BDuDAK}PTI<RCQsN!?M^+uce}rAZTa>hKq1?MXEpUDo?l
zcX=2+QHV73QlzW5L~v?i+rZ^BCED8G?{#~cQ?nU7({zCe`zbGo_#{btqxzxe{VFt<
zsB^R~KJ~|!Wc6B`b-L@tIkLfTr!H|})aP;o$#cFq6%`Rf95B7(S#i?b^ifRrcJ5-Q
z{ql#VT^dL*)91=ue>K5w+>_FZmWHI&MAuVH0dUS(aI}&#LzWm^K-)S~O|QEH{{TqW
zd!`@NDYf@p??&u%{NPa@h3tls3T_*S8DVK~Xu)^{E1$w1wki(C?lH$B9Qnj>4Gsr6
zE6i=WTt@znD}B=c0Lojh74I5f6-<M`zgQmvRnJ+?82GGn!3S_bR(v+iRjzm0VN-7P
zLRxn|S{WMfFdXIp0ZnkrcAe+M1Qr#}(MK^qV5r@nI*4CSrwB}a%kkcwfx<iUw9r4y
zfS~ZbHAK~}nw_yZ(2ZJU8EH_p(-_MXj@2Y~z}~+~0V-FZaNMlGiihDS{;MM+E+yD~
zy3pbK1SZ`}Gq?OxZ8`9Jf;864Xt0Q!=EWH;X&^E|zn3+ffx4rLY3<C7kDEb`IbGf`
zbaCm07CHh>qi3ho4&B{Df|(GONd!NOTbF_`C+XD$+N)(WXDnq~M~j|Rdb(KYX`e84
zW3T}YW6n-aJ_?#o#Eg)#Nb1-@#yu(A)QUQbdtBoKE;0;YkuIPI#H*ugt5pq6P1o^g
zn&BMgKJl(>x|&CTJ}UZ77`w56itC94>~owf<7<o!h%!5z4r7bj_5rJYn-y(O#Z|G4
zGVOYAP2vP6gUVxge)`trT`OCTd1yoN7Z8>b+oXgzY+Vp3hVf-=WNE+L$L-Ps{FBe)
zD%qQ%*SSu1^{Bwx;1a=*s*X=clf5i24k69}ZbCti$S3NHT~Q%x`@mdItYay%Pr*Y*
zOkb)KZin?kkdu@&sl3F&M15WIsckgkdf?JF0Ftk7j>H(|pm5A&)XeZXG!L3HXOz=z
zk3PvL{{R<9_DZyCNaPU1x`2&oTFZQR_EAYg8TzWp!vRN-p`|rd6Iu=%kBY0Pk3qoM
zU)2)eTG5hKRYU{==?*c-BQ`6rQ70ZiDYA$N!X#s2gH6IT5Y0(ZElhE_k2*%LF9i>Y
zEp)UmjnuN2_n9T6gQp(lP}jUO0qz699h8b7T<IK1BsT-9Dkc=mOwrTaY2|!<;~L?q
zzA37Dd1@-#PYX+)_h10JR9p>exp3Tc)HAZ4{R!nHm}Nll8RS<FFFqVrcYL`x__EK@
zFjLXZph;tynLgWJ>Z_(PtYBjX8r^{MQ7yKL%Vbe9yw4p+bUVnMCO~&3H1aFX>p7<;
zTE_Ty`ffXf-c!jEJ7PSxQ5bUK^T|0oh#GuTAZ?C|sf>0l(dfr`@qx0IVqpO_Owh)I
z;-mwS@k&5r8r{b<qqyB8Jv`EfB^3R&hFhI9T@0i6uCoPStIwY$%lLVK-5Vk07|8dn
zgDV`?jrlHzSv#zb#|Mqpk=1~Nw$<&qS=g&JKbm{e$BOA*D(uYK2GzG9=bC%cNapT-
zYdXr7fwQ+u6<~6A-m!S<_q4350i=`3EtNow=VRitEv_Rw?46FVmh%fYim!V`>40si
zE;^yG)CLxCRqujQ#alu4mVV0KR*+R=aNtq0uf@cbn`LPZAQZn$JjvXw{g$xhpA9&y
z!5f?<HnTYZ<I5{F%HP&bdS=<wv-X<2lC-U=Aae-)Eyo-3S;Jfi9<d1BU!-SO-ly8T
zJK~46`-gSe=M_p_ypb{yy7D|V4u#u#&Cepe1>1$tp3mP*$NJUPq2Bg`pX9vq_@3Tj
zeUH%i`#3GXHS?cT&%2gJ=d!}u&MA$}Y5FMK^W?X8`8D1q1Csz}$SiMR&}+NaOh(O(
zt@)q$T8haG)wL2HZjs0DU95cdmi{9j%hONZk(4^5pu5h#k;#AKI9zd-w2((ksglND
z1LKLM&vRVj2U2jMu!mf9gS%rNc}s?=;^iwC>}iY-nOlxK?De^ih8D*5=`9B!rY^Js
zt?ZEVVCRw)!2HhePWnPJKnjYBuxl*!F$00!5rOVpo<^2DwDdS#hJ7xPz~dY93zc4D
z(On~e!(8G*%4CACxHz^;r8PUiEi=Y&cL&xRDiv|Tk83!h-1nR?PSWG<Mqa+K-|n?M
zM9OIDyP9b9wXsCN)_^<!<hLE5+)WiNJwu#cS~I!wT!(@$mWZ!??Dg@nx`yrq1*z?K
zimdb5p6WZDEV42O7J&Y`cH7>rs%|T3xc05)v6RtDOX?k^pz|aQkDB8>t=#GETxTok
z!waB+kjm!rbH?X>xXwNWQ$fTRcLqQz%x!SNEp88<>Z>^?%;hA~-!$S$M0q5VaH@=?
z^V`h~l$R5fS3$46-0b{!Zl1#<tyL|iiYB>$1EtN}pL*`yjqvTx<3S}=8zr61mEH5U
z((Lm-Im+_IuCiG#wAD3Ix<?0$xyO6~vh;6douEy^TsYUkDQoJST;}ZH=KH!8Vpmb^
z3$usZcy@MODw#~#>75&6jOEQZ*sl>;?BctM>Fm<VV`Hj&r@U`~4hdecyY`@O3=W!M
zn4@sVPD{(Y9Z)6Xu~K@<`3J<T{I2&Ny5RoKYJCZ{R*9J`RP1OmKWF2~X8UooSJH6H
zeLgv<;*t1h#u{)lzll?9U8oBLd5Ta>k%p0ugLRSZ(~qU%&J(AeN!_lU?q_rc8UYx|
z9P+MG&q*tvQeCfopxj?cbF72XKNq%|l3AW3iU1rvryZKQMZ2<o2#(E772k)g_gjI1
zqDr_cU7^nL1Z+pSaE(SQSE%hGrMe{_X`tkMis~Je@vUtoB?SfD(LUNhiYat}=nilJ
z$2R$-W0R6$t^BpH_CLUkd`_XU)ly7I5|&nsAKA#*tvxs3>BF<I$rWYFm^*MAR}tK)
zR|8mSODLNgq;VkYI{}3j$HM*0EcA-X;^H#xH3u2+R>QU{uDyfs^&6cPP3H5WKU*F2
zL=TDBEPd0mUd(G}jnzC&au0=?Mw;qjkG)FmlJR+x<w@DU4aY2#*F@PRd!LsON!YmZ
z01eM9E>~H=a>Z?~t+d~4*NH8xFRp@-=e&uz!En?Dun#g8brZAqb!odT?8c_l>J!8_
zJuY)dc&esx1a%wpRpanz;k%4l?YvKVjv1YnvDDE&C&w*2u5EANYO0%M6?M|_X0tZD
zYNBOqj%()`#;i0QEhmw70_t6Wjv%vMxQ~MFua*|lF_Qovp6%r0EO*%>1Y=^7d1_5L
zFK(TUP1(od`Kjw`ZjsdonH*@#L?O7`xMX!)s~CC5Lxt#1!dr{Dmdkx-3e#Sy9d4<&
z>Zpz2IJ`N;V3Xv${B(yApktW9Sy#0`2di}yy_{NVt044;IvfD^5CG+{TgP@|OLm3R
zTPv{f?XplcH{Ig09fUW!?7GC?8gPE{x>dTV&^@kWi%8@`=kL$+Tz_i|?lO_~EW=Z-
zONCi>a&$z@ed=fb088kpB|YuZq0R?8HJKj}wz6JpY9lOtLyJk@qDx=u5>GUl<vv&K
zVfa+T!nQc68vvy*Egzh7$#axf@O87%gP7@<?t49G3-Ho>22nag+&9Nczjr^&7pLOC
z>5n6R85H8(U1Fn(d7j5dESQnm#^5hHle+Xr;ju2hEV0H9vqtxP-n{O(GPf+ZT)5+o
zGg1pu(QsdI*z4tdjcdeU08d4nSKJe1sJ`7|p{I@RboCKMmX1KXE+^m;MRdO1<rLkX
z@RhVX5A<;%Z@?}wM8?Zm6mD>9T;K^jg6*G$O*~N6SR<!)sG_EPK!cDAa4@)~942bW
zW5FTM0OOil<y|+2sTjyF6|F5j)f?JK=r9*CwSaCA1IWBC&%pL6srwzi+~;f9`oS-B
zAF(X}ZazzjL>wN?CrQ*Wd=mI8(wqx+r@Y%?vr-7@Dk&mp?#r+b>x2AN-)MYSW4rb_
z#5^@Vn#+{|Yon?yIdfV-$v!za_%3O{)~VpQO*`ifk4sowJ)(J>cm-wJrA5Bg+1*_o
zBus_%voVgxH(=^J{1+}b-EO*FM^%q>;-2>A-IPHEUmjZHmk!e|yb;W_WqYRA#eJMs
zQZm_gwo}b<j5oiGH<<BW9_&(<Nx0?;k+Uh7`5t~43%Xn+wV6%Yb_nWeqH%1%;NT9v
zKNY+%?!m*&&-S{hzglBI3JZmTE-#v%#Y$=Dqm*}XG+;N?-wTn`-lK@^1f?s9FI9Kj
zoYi$YGU-c(JUIngcKXY&YtofzE%&|HQ%Uh5H~7v+A6A?XdzE`g&$OIt+Bv@;1va}*
zj<T{>hDS)!=Ntj6IrjyuwD4CM*VMra?Ix4HXL#QAt_}?QT6yF6r~3h=qpj^m)Y`$`
zM+tP{r<0t~k)JNBwDFzBrfbQTS!IdU4{IMYK?g`UYcf6jma&`mvN3i($nEmedR@<r
zA!`94(NoiDdr0OEvyfL%?DK$oIHtW&(nn>ey-fLA>(qmT^4U{xosQjA#1)WL%R424
z9dFiKhkcSsJl9O@wz4<ht#UU=Eu1yO!E*ND@frPJE|hpLftf~a{{WJ-(NoCWJ|}F_
z4@0`c@y}#kn9swPM%#EwDm#axJk!k%PM3j@K+YD2wpuYYMKfIl@<iu7$GI=m9gV%7
zim$TRVS@T-M0Jf4Fv<O(yo}=*1>eC-FtgJ$f0u<OVPu7l_L^{g=_SAnoq+q*hZitX
zaTUe`pQEakz8suZa;m3Wv8!RxVaSDdtf>{P?xuWfb8~=G4X>_YYlUQ>f(SW9Tpc}B
zebY<GVb~-(ma`b{AM#ndN3?rCxb~UF9h*~eRUNW|IyO=s>Ni(ue63(0klbyYFD7w+
z6<s)wiED2)GszUSGG)xpLov29@LuNZY9~>C5B9d>4vy4LJoFO00VOqC<$KHz%bw%Q
z%&cLCI7yB^oOs>cx+h@VQ+%}X<TTd0XWT08Ec95T?=%qNbDZ=ZE3f_%m(D-oZVhFw
z_eTs7UO|DgLslfwj5vZkS0MZvsi$vkd_4Ihds^8Z?4Q{yy#5`LzFrHl2-sfXUP;r_
z)LP0+rm1i1c^lK~I#tW_L(}Vj#Y^){iaM^4Kje?l>ofU>E4L?;qPnpE0OF<jqBV7A
z{{Ry&%_q?6{{TS$0Fp05tN#EF{{WI6O7yC)@pAmq9aUG-sziQ=SNaG1k@_89=pXV!
z$-hdiJNjIxja_&6$v$b{LahG)4=2ed(CYsH!@uN*lTNFy#(geNnww;;mF<_mk<Z*<
zo{BT5s|X{}<lo6AiL%o^MoPlR92^vbN2qk&9#v&MS!Myj3Rs+w4??vn%8{u6RDSu%
zxoV3>GBTSsa-v|yJ5KH+<fuI=xaa#+gML|4<dC>Hoyklx-&=u-X)t`0wJ(%^Nv{6@
z6(`LPNv{6@6(W`RzPJ1|pCmsQ*8c#8ljNq&BATl2@lvAnn&bZfikIf4{x7Zn01E#A
zk{^rff5S=gK@-xe{{Y2F^Fz|Bzr{)OQpLWv{4}2=e~asX!%6Z(NPd-F{whRXm0kWS
zUz(V0^`GIN@<r$spW&qWB54!StG~rb^GE4b{{Z5o`KexkS^gSNk}p84{{RmE0FoL-
z^s4XiQhd-gRo~*I`KexmSN<LU03=SKtHwPY{{SR3ifZez{{U4d%_P=W0liG0H7L;4
z{{V-7$um<&Q5;3`LiV@Bg(k)AB&G3y@=JgR-j?B#s-u*&f(Zm{tSRa{%x7(ul=ES9
zk7QARUnAPak1}u<P^9602jKqzK)G=>?&RvTC@hMeAmOXYyzsfDJcX4oN(M}FwfG(Y
zuD`@wJ8I(R(^U)GZS_$BrQ`zFG~o5>rMjx>+(CZf`*#dbUhbC}S#FLN!%rk^)LtFP
z06Dw(CSkD&ZggBjPj>X%Oq9RbY5Tlrkn?dqINQgX%2)6o2;FTk&`Eo(Z1KOnZ0x86
z2|Bn&eNmqUvb$NhmQK&8=r|Ig^%ZndnI)C*>N2p8TVOG$o{LHBm&^pt4m{dI=U;{a
z(`UCmyPoc!_!W)5@ega%lGiq-nx-#DEo)lp4_M^y$SltvaYtyJUqej~5Yx+18zXL!
z4GC#zX&?iDrs1bMH7*Bu)3Mg+JI3#UPD?{q7w2he8T(PVe-NYS>&$!Bc8Q;j7zR6+
z=iZX*nImB38NeP`$|khul59Nc)}Ls&d=WmXCk@NKAxE9K8OG{5q4&xhb~s9C8gsEs
zuw<O_3D%tD0$sNy-9HBU;Vp*aZgC{TIFJtj;g96FQ@RD{Z@~Wmh336U#8nW+WtJ*<
zgi&{z1DxmYli&tQMUInQOZdl!ZkG475j`Z00QDp<C-8*swQ;4kcMKRS8rL5WTS;Ez
zs<YEj+buJQ#C0`}nX<LAYi^OSAp94KuM`cJv|7p<Q;_S4jxpw6f%mOt;%$Cjs+2pq
zFKEV$JbX6`i~bT+IJ!e}0Ai+)G@Ny5+wLpYHvSB4HEcB33soq$IxQ@j)lTnUrXi`=
z<;{85@S3NAoF#0KbMIc(_~{&#_$^d+Nl#A?X0*?6r<K!9BitXQ#hEzdd2(3}C3Mui
zq1vFdySb7=7+Mdj>pKVTTmHjnV;l!b3!?^k%(9laZ=eH*d$wH8mR3pH{S&ea8&ep_
zB!jn_@iOSI7bbkSEz2#_-oxrMmxB%&HD$(a*k$3`wnlSsi2negbFSDe^|W?KUMmcc
znY7BxV}4`cy5($}xRN&|U^`ujlW>hjton{?$G<D*zMs@(dYpIpeK*v&<>_;i@aNr+
zcO#2i--ZxkI(40aU7L#Ljl4NLk^&glG3<F^#zTivy!FGg3VYoQ*v^@lah{o8nc~}}
z70a`FswOrk2;x25%y@8-=YCx<Li%o_>DY7g&RnwAz8@pf{Z}rZro1@ez5KJ+o2aC;
z)Kt5>(?=J4<~-m$lj^t6n&GuF%T-rBT}?|}G|%rO%+2OYcK9uw^U`ltF<nUZOGp4<
zk-LV-KC8!{n#1>n!NBSgwBhX(t=ZlfUY0XcPcxSHW#ESQZ7tSm&g0sh$D#1^Q=0fc
z6hh+KP#XCDtDHFz@!Y80?70PkeCh?HQh~m6{N3_WJNN!8?%HZ~>>?&0GVJC&`_*7q
z8&zE`($R6Ph{Z)y3o0X%I0iPm4gj8@f-rYaOI;jXR?Z^fDvF9gCm3U$^wDQylhhDO
zW?GSRrHa{cxXn*Q$sX!yXKq^*r+EPbCrLTvs*LeLBdQxLE|rb$;t+xx`$Uwevb0Y-
z;Hj2LWOKbBVCdD8%b$vf1do}3I;#d*m<Mz-j%0iMREh?eD8wc?UT|lSwcu)JOnK!*
zbu5e?v~C5XE^(;FOZ}I8I;ghz(B>10K;mj$s*$cfqjc<c_$Oo&I#-9Xqb8~`muU8}
z*Ke0k6jR326m4X1XFb`?Ng!$5_2g7`$kvv~BBja9p}pgrNIM35$3;;lCQ9uOFP)^z
zG@ywX*8<V}e7dfcz}Jy+qwX#bXsf3U4=r#Z;EaQj*Tr*)Eq5BpO+6hLbRFM!-$=sI
zf^(hvt=)r$WwzT4kg&EK{UuDEt6cAo@>OMYt37;lb2e&e16<x)?zD9`+ilV&$8x5O
zNH*`7My1A0O&o3myqb4)&~OuOxRyz(8+%;do#d|FZe?QMFF@FPJCgkeq*-g@nWJ|#
z;|>G)tDYh3(!YkRO}SOnMCO))SipT#=2x7Z#W!dzuA`)+rlQNW388!2Ao%4oSK6l@
z+br*)it{AY&-IKoA4nVrhE}_=`DNMdH>&G3Yin(_FQ%wyAU&MGKJ`(>JV#q_sC`Ys
zwpyv(&C)+5bN&+TB98e^+FH=sONSues{a6S@$yn`HE)sUeq~_xRc%}4cFrWIZgKUT
z_h=2=>Iyrg-<qxB3dd90Y9%f@i*$pG?n;|eRvKnh)ZF-nvBSH7=!h2#=N&wN{wlf8
zWbCWGS2jaQOk1gq=JHRf&v%JaE)^z|gDv*>+~MA4X+dZiB>d4uEp;p`qHPQ6Epb8K
z+?*M!L4PM7aKe;RU2A0GUJa6@v9ZfRIX%pKG)8$0c@N;CaRUsz8(^L?b+=StjgCnx
zR?9`6(@{q2TjYHe%AL^FG4IuhM&lkuxx$SdneMe(t?!JwI%?AQo}Jh(IrnZ9Lp(`v
zq@iuH&2W!b_EwkFo#ctfsqq~4Sw1JW%SlxCI1Oz+zMe!K!-tj@p0e66d}mc(S%%P2
zkjFTj2RWl9zTv)9Tb0fZBNc`=0BH^*z`=YcY@aZG<#ZzOEy2bqE%FoU`tj$(s9Hy4
zoUVUod850+{E?zf4)+zjaoHnKAHGsK4buEP(g^0LBjk|bvUQ^&2Q*;?&j30h#4K#?
z(G;-0Hyq;`80XPy>*-8CLsd+BoSeO_I!I{AAo9l`J<FX(Jd}<zMnH20Mn*!pvvGw@
z9L<n}ADbRXKj}FNZ%I~lJU<+a29{vgmqyJ#E^~D%IjJgQV`O_ATIj@?ZukV?XX3Te
zan&7WlUq##+}DSP7<6tqA6J^HW$N9eLdfXEJ=>!hnonfASI;Xt#AalX&32QJK_G+7
zAlipxuP+s-t*o(CG0vW9cDTGf-OwbG204{mcdfEi9Z^Dc0fF7ONXMGZf}qWkGD=91
zx`}Z*e3LW1nK}lR`|_GD*-11fikKV95>J{#>d6EKF`+;*547K!L7p-F>pyrZC7BX+
zsP2;t5&%mH#-Yn852=Nuweq!ua}PL82}R)+wGY!Nf5gN4;R9JskNTK@d?tjl{3n>r
zahC^fIw%dEBkan@cwxa!q^_Erg3%kc`pwEHM+Ho>21g8zCzcvhv0LjTsSq+ZJ>=un
z8nArurj8`4Edoeka039hBMNo8_hpgA*BEPJlRW9MjCrdhqAWZ+USgVAL5?`KI}%Cg
z08*R7lQcmS#D;0Ga2QKtY5PaTKT*UM7$hQ+mf<+Y&V1T`f`dO3xSUg4gGY<%9^?F1
zB$&f%n|*>e*Xs0V7%AJzLL1*W9}a;300kx<AE=7oR9wgzQBv?Q&|DcFa&dvw?e0`i
zalPi6AskTBHy+7zH4*boR&n1G)H6Z22;1QlO=`QuX(ZvXEiD{Qacp$pmk#KSZzm+~
zehNKZHNKMRJ;Fh%Sp%9{`B(-VF^#uaTFafnvBlLjl@b%<AyEk@+9dnQDqN?)*E@<M
zwfz;gijor29M_D<Lx(4CwnEC+R#aA0OHn+sOEk_dl1H4m{`2AFnh3F%1)l1ZOp7Nc
zkVuwas@;bq^+WWqG$@XC`Nr!aJ;PUU0o#75HpXeQcZI&&&f}_bXpHem;?|N8(6OSy
z83EZYInO1eR@@sQwz5FqP|D)tj}3x))hUwGTTOyrqa)97opY*LLdjv7f+mOejCSDe
zH^O2H*xy4nJ0THIE|!fvj{g91x+T%OsF9BEn&Q?=8v}sr;t&op(M37k&GjAd<@YNa
zz_vjI6tmAXvOyjUQR5o3o!p_(O6sawh$4ZJLmPX*8@bP!Dikgry&Q55ZFT~#*M^lp
zQFXddeyXcxPNYC{3yxYgNin~{ITMRW`_$IrKnQ6n3hfT?L|E?yW@G(Al42+Ov+`6{
z=_q4mWatUy8@@><naBI1@<81r?}8USht?Yd;Dc^=2As04W}hb^QyGq(z_hgFC`!z%
z`AuziO~qV8OfePOrK7`AxVHA2#?%ru@LwtcX~-uT3mOyDbkfw+HaNyfJD&i#G3Dgn
zikBRJ4$yxHPS9^OY`5H5L2-eR=yPfy57s=%<W_z6*HpnMn#Dy6<RFP7am#(dQ&3XV
z(m)zLR*l^9rql5?j*YT4^lz<pk{g`0q1_I7uJ$=)hCiz(7PovtUn$fcK8gJZ*-VP;
z=SSRE)5lv8=iY8sYO44!$F>3MjE(YCSKnkT)FO`_Ym1YYi!T+damqEsMNu%4)p9g4
zwXSG_Ry4#~d5!i>$-|M++U^xJRS|kaboX$+B74RjdQTuh=vGEs)kwywb_|S+g!L~J
zT&YfBEdca6ApF-?F3*P~wRv4tOJ6mV(o!>rZgB>~B+Qw>OyG8ugX|v?HdgmadFVLG
zy4}X`RlZ4~9qoO-MoRM2%24lR?LBe2&PBzs)iKfCZII0#Fy}G5g>_`TaEGMCX4dL_
zcXCqHmj=Cu>W2fC{0igN?}p`x7NK&d;TxoO=E;Ay_wJ5bcT=`T#KJvUcFWl9x@@5O
zB`lU|Yo)sDTWqdop6-^a4KYiDjZsK8a0i~Ot4Qc=min5@hXU13%7Z9%A$4c583$Z$
z1KaY-iA!&xx^Vq;JW)e&pt#Y(T|-q&<0NvppJD7d0B@YP3tBDMaV>mCs@G4%d@}la
zxV1K_x}Ffn)@1sx0~#Dhh*RzKmGn30ox%K3Eo8MZIJ%my0Tj4z_iv6&wa3FB1rqu=
zvV(%?g&icd{4&YgJ1Psi@Y#B`&Kt&d_D&M3Xt*MHC~D0m&e?u^&GecnDog2H(my!a
zhF;zA&p1<IFYfOZHPn1hW2&*9^hoKU`WC=Q#_>C61CE_itXA$MeTKAfjru!<7<;01
z9Mgu*=5#HE{RsO!lnJgpMk}PHyVKF$XrhSI;-Y<QF@um>AUd<)d8RHe;ah!2du#7$
z+E@rLkiJ;tBMxg^KCgl1swUs=TrpEc4JFHlprE?3j4rCTxx_!j$s4|~^6H(oQe9~8
z6qE3u6iIP2GXa8}vGI?v=--y(?pcc4%be&P4LgHGebZ)~A7?&2ed!V0E>b!|CYm`k
z4KAh{hCK1O2ukW4U0}EROcQa9%89kDYk#xaVq@Iq_&m1^YrXkdo1C<7dt<dxx{j5N
z#+N@XdHYVr+4n4+D=Va(hHBQjHy>H7f3NaAQ<ap}@ww%*$r}OneIyn+-^i|PGvmk3
zyt9<cFALJ#Z;kxY;w{htZeC8<87iWh6D2Hf0^r$s5gP=IJ||G*r9RPJ+!~lJlybNq
zTAVq;K;It>{8u;e80%VN?bNHaJ<X6bPHrrS`#s~F8Sq*8=^{UzW}%*C#I3d3#m4lO
zXlhLDHrkd08zh{_{XQ;e&YzAJC{#%-(n8qHNM`Sn7Lo^vISY?GrHx6YRb2@VE`)9N
zR2Kpc2su~nd{Yd@;Qs*Pn5cp|MjYN;h~~QXG^YU#Cr+$v6p5(bz)L}MdSORDXBfvd
zk=nSHmX?!)psO^|cbR;SIz~twmm+Z0MJ-$MUg<F1{%c*v9BoN?u|aL6r>Ka>7-@6J
z$2^`(DKnWJrkRgvcDEPoapbM`x6y&0K{FEVTJ*H!t4<DKt-n%JNas1GOu3}w5C-Y0
zcpD|MCb^^n;^Dft?AnkwiNvpIEQ%uH2R+J3<sO&eP8Q+G+Y4$ecKHa8E-ru)O5~q}
z{C3MN^4CFSprxVA4wi1=nspLJGP{om*HAc-5%ol4PEPC3--R%ePCtUE0%_%=Xo&R4
zBshH3<o6q%tCY!AQ7cPineJ)k3$|ChIL$N!<J)m7Il9(aqtR`IW0=Y_5O|f?f;MMz
z?4@v>B+qQMH1&PVjXFpT2V>)u#}m8h;b((MPTFA&qiGM8GbglI{ACZ8oW*zyZ}!;S
zPb|PUPeldb5M5JFanrb2;>nBJ8(UU%{{ZG?J}N62f$6n>7iAh>v|SoWXr&|#{ah$h
zRa6R5QXr+CK;!CyT3hi|6<2!dXEBYed2^4~01PMTE_VYX^H2+Ou?z*S^F$l#3&0NH
z>Sqrg^&Pt96qQEb4W2ffW#39b{t0I1UPc`?Kl?xOnfz~F*~~FEmG2G7CLy19G#Au!
zRXvTH(3>FkLwoY)413hp*G}96Xm&hAfoAQOJBuT1%`h;yolG(Bm0<25xD&J#$NeQ*
zyIGr?c{<lo@N-H-?hw8*A8x6LVCBb7-+HcX_PaS0bj~B*0*Q9wDTTIX)Z6Ls@uvaj
zuY!qAxPs%P<RT!f5vZR#O(*XZew9=HB46GpZMrRYf=71$00oL|Wl;YB#LN4|C|A~h
ziIew{Hom?^Q1*`QC%eZ8_-+|ur<A>gh0ehQDj{;M9I76cF4e>P@3{@OBi;9+&yZOr
z-fM@~Y5xF9TW__)Y{q@<McY#S+l3wM$1}3e8|`W5-G1sZeykkCN8pCm^WX!dW8SH2
z-?<q))5C}=af1{`;E?;&ug+<pB>03)t0d-<0ViNn^;J%voNRBnBBQ91nnNUEq~jj2
z$|0P4(UFGd&k4z=bgd0@S};k-O%hJX6gCQF0K_so$FI3U^@hY1rQw@ctBw~qp6C+!
zJp2OAc}y|xtz(aM)LHOdsKXcI8ioTbqv(O?-ye#+o?l0Bd3Ki#!3P8<X{xE)FLrj&
zG?w^y6-~r6rlzfvnOz()jFLKztID_T@^3GfqcQt<YaeaZ#$j-^QQcZ{^3e?6v^uJn
zzep!LB=C*mhH5I>8D?uK+}~0|yF-U8D3vnj4F_Y?bzMt^$CBe+iJx{7mgo15)zK-V
zF2Zf3002@TXy#V+q`qn3cE=>+9moX9IOokeFxKJO%en=Ip+xoB89#Duvp72fIIuZn
zXDY@CE%h{y64K2S<Joj>%TK%&oUWV4StVHkjuR&$^O5dWMsdqIRPfb+&|2SA3?M5D
zoIr2hy7^<>mfObsF4<5)*r%IN>~2D$ZD%~Ue|l4{4QSb`7mc}=mqMw->n9mfe0EeV
zuW13=PU+^>vmB4jX7Mk4T=(RSw@YPFXvRoXzMR~8x{}#e267KBs$MF+%b{BQXM7{{
zw-L;RN-G*SF4(0uwU|D!S^Iij?ROnv&$OI1*!GE3jjLues04nN!g+;0(>v1aSMtW`
z(_RC4?z8QvZgLzFomAY9Tzm4T+Le3PqP^P=X`7A9MKk&2j1PHK{+Pl~tPT`9%BJdk
z#jbN8VSbkGNduCzhsocl#CE@P^qajkv4r<@k#0I_cR#sc-wRwhZlv9A9-DHWu6ddt
zBg>r9cOFVVe*ymWzcuyUHx%OHn9qmLbLaOnxjGkQ5c)N~;Zk<ro;(_!WUeDPY3sQ~
zz{Rj|RYc7>?=|E2Brsq%ag2B_4xVqDlP}%a=DOp<6U~vux`1vy>3KNZV5R`n@wn%|
znpt+|-n*{0%~OH+%6UAR)e@Q0el?%Ff%4?E64T4xq|&=HR3F#=Nt<MYy`9Ct6EE-!
zQI&;DgjEqwoH5@<{{VMFoR&b*zh5wwPGT>RJLy{BGS_YbmL=G;yMfKeSoa?l#g{C`
z>C2B5%59&hovn1TIlwWjJLPlRs1iUO%!d>3U2C|f0R04R4)(P-AtTT&u3>BK)Px`W
zuogc2TftmY1I2U>#B7pQaVu{UN1982tXxJ$vNj7&+f|{X)V5NO+Kd%xX{h{J1L2}%
zH1WLU?2VzJ-t_zP@Xg?^<=ORZhLZVgWql>O<4IYOP+Y)!f_Wc@UwWU~-Kxi1XSh*P
z+UV(n;d>#TIGO{A9;q8_a=1HgwUNE9rkq2K_HK7lrQ&Ps?9o$nmR13P(gr>YU&QU1
z(^%wivGG-y<pr`usjdgaCWD6C^IZ+}R0dfm^k~eI66d(I9nVw+4ZJr7juY-+Q}~Ja
zZg5vU$lul*BP3w%1`k!ebsY<G)=@$_`vC5$c$P-cGMG`@=_GWnA?8^21K_OZmiUF>
zv6uIdlbn^Pwtgv|mP1<=J8A$pWIVI+DUm}&>w_Sgo*3XUhdNI1f(hw`$#e6qG21n^
zeiB<dAJ7%j_<x6MxQ>EBZ<0m|4HXqduPoC54%Bw{51Pl<P|!B;$|^`?k|#Gk`((zG
z?p@=uZV#uk_E*F=y3Qbm8LpPM!uAK{(K8^25#!_*vAdO<G~<_Rth5%VxsyD)T(Oxu
zob~xEeTKEvm%3>~ut_b?y*FJ@Uh>z@=^DaAcg}p(T<><azC7d{f(Ig_H`}q>=&pQ4
zSo<vmk{an@ai;;;E_mslij#~PEwf#v)4o?SPVL3VJCAGcSAT+|-&5L+1yx<kM6~b3
zY>=GD3rINVG0$~V+ckyUE!tJi)g{_Hgj&SWOdXNy`ow%WD}BYDcB`wyXldKzwEQ<r
z@5%aRybTo*m$dn6Blv}oudAi*Ap)W^hVBEF{?y$Z9mBFWa{6gAjrmG&ta<+cQpbEd
zp5wA`rP4XLPL8^&PzxXpneOOY>XLrtv!i=WBM3PKpn^KCQQ5srH5OXiT|sM@$u((r
zR=fT}=}}ZRIwmv_KxhMXU9KGa_~uR<+D{PMto^)-+mj}eiW(-<Pu#yt+Sjqbxu<Q$
ztl?%KQNkQEXS=e~eW|_NZZz(srwxJB?5AUhE_3pIXJc(Uj;fQkYOhc2CivrxB4HRj
z#v0HtvJ%21?(*+pz=fA1s8!FwTuDP^tGICmO`f8LiIkO;kEeXbO$7STka4&^%di1m
zBe5%-H|{CotMx21MN0DpH9IDgym*a`!$X{ToNm0_+~bn;U*N}1BjDP~f;XtIBllVY
zqmBL)HNKPE1$zM`Q&YnaxQ68Y<#O(4K1*NQMQiK(Q{pO&65mdH8b<p!WsqxKs0<&H
z;~wekixBpEV`nT;N4LRkBa~yB!th+;hk|Y7w4UmUKU8%(LYm$vV5W*gO6_khX#v>-
z9amyumR_TeK5Q_$$+&`UnNyi4Ea%Z-sraIly{s_I97c8u^3ivSy|VXly_zrxcbZ;2
zr?{B&;g!^@*Uj`!-=a*DfeS`{s;{1-5WgM?xhMJ{2Y^^|ys7wO&##ZI%m*cw@wbLt
zR|xm)yI0{_`gwapY?Hn~W1?d~Z@iVowbGtqZ-EORD@ggSx%fWYrIqz}AzA3AIa?eK
z&>Rbh-|k$&k=y&Q=QgC1`oJv>g7+o1f=W6UO&m^;Ns@hF?+{gp^v7v^j{aS6?L9@3
z;~Oq?<hVsFVUf#_0o-Q=dHO!g__oE`CAWv}w&zk*)IU>SolG(HaB$m}Ro%O^PAaF3
zt%B)0a5l@cgsZ0?aXrFnd1|gwNa}YNM1ILU)~+*Twbp4kQ@Wv!!FRYaJ9Bc%c^Wd{
z50S@AtWOwz4p#`OTUo)C@m;9PgS{G4-An-H0pxS<SqrZd-tP{G*W4$6baKK8Zj<m&
z$He?X#^JZR;f`8nAv<OHH>Ru69dCPKb-G)8*!pNBexk<>w=0)+yLL5KNUf}Sb17S?
z!#is~@Vc8#Q|;`is*-A{n-6&_+;uw~&Pu@6J{p<isFIoz=eWBiqbrjy<<rmUxaNG>
za(pzrD`umz+3i(U_}s_W()ZH4R&sd}{M9dM*V$>Urq@jOnd*nHq+|wl%FtQfA*6s$
zmN&TqEQ5kMoGeY&;`*A|r2)7u^-qvfddE?z#rJxfm7XI4VW<RRDRKKHEtHjVJ4;}c
z{{W<|d#dOAL*$V9xsTWTmltclrfrt1fj{)Jd_r}$dx`%5!#n1$JtAZM>G`7*N^(qx
z1I;@}UHle!M%?<TZuQQ5cL?V021wHsZX3JaSEMRCG2!kgqJ0HD#;THSLS{<PAGj-p
z_IfJ#7qaThm2EMOw&x^nfzr3uYe?H~4y$?Djb|EN>Zt0dc#hh~NvXl22RlyNf-<+;
zxJ#!R?Q4YimxuVi;X@tnrYeTGweMu47q{yC!s*|GT-A=TTBNP0bk$H)cXB!W&K<T-
zU6luJQr!OlEGlEZT<G0d6l`nV6dFBTZIP3@Pi7oVEe8)m>w99GyQy}k^VHz%t0ue^
z>`o|cEHN^sb2dwZ295BmEUuuczDE=$qr8XL8nKUdekked*~Q!&MRlSeJ-|Kjj$zot
znxk;V1#LGGck{qm7K7^z{5Dzb+}j&?E4EG_yhqws5y4AF=SJI<#k+yAaVr$g7UEe+
z5!+tx^*8#h=WEy3UAs);D}^kQLk!jO7B#Os0C2L+t*jo+Y~$S_Q%+0l^^3EvHJYfs
zmKmN4b~>B=R=UsG2OU)0DMe2W)wYrHv`*%|q=skKJp2|?E6v^^^jB);e$4J4%}8ex
zaT`V(#5YF!s^9%nUNy9P#*)uuqv3&Lw^Y_r(KesCjw4RzxuZ@F<#_t5u<p{MtDThG
zEmt%xk-|9(nl-aNtFfK37EEz(6lebc=1af-0KPx^rH(J+tp5P~&3OL+_t`(HlN@Bz
zILnROt@az)FBsW7N1(d#Et0z3K}^@Y%-t{b@qh>iI9-Rgz6Ts_!E)14OIKHOqxyOn
z*-ls=CoMTXBls^N{#Wr={{ZaQkN*IDllr6luHuvb0QoK7{{Y`#{Z+DA?QS;Rw4ePE
z?LcEZC0DlJoM-h-)OI)8RXa6J!j(-Qw%_Wr{{WSoP)7VmcRu>Z{{U2%@i!7YVf;gM
zaPzBq{%NWCYjo{@1aVaXBC^diIOmrS>Z=`SxUi7wSG10q3CXVaSx3`c>g4^YoPU~R
z)>WQ$QlEQ@nuf$})uWsT<`R7hs2|L@d{X@?r~E{pyoaRJAMfAuO+|!y9Y^S$^G0bW
z{TWLYGvo8l`JgIi{WHF5>IS_QZ0A8#x0_AIdch<V&U-XtIUMq|K9e`;o%2J|XCL1?
z=9-Afi!IoH;NAPdNT#-38|ukQ?0(Q%K~p||Jnx!6NuTu2`KhRi2`$$RKCLse?+Poe
zH#51Vc7JFsU!>3aXME5VGY{`w^H;*MBGGi#*BWDt@9PDsWKsrzT0zGo=cQC<X`VhI
zE7GbzPVbs(2D`WYl81Kx00N!#s*lsV=7*)!ewp7jbq$*C-{6nCf7vO|OQ`)hN9lDR
zrYWdw*LNqH1~>Q;o%Fho)436=sQo!jLuO2JcobdKo&`VYbswj4FH5NXIZZ=m3{oCI
zqV6U81xWO|kJG#6h}BMizjw_|LumewH|WpJ5vQ9!n?E%9sh{-D`J|ee`pW+Rnra&}
z=+pj*-!&5NZ>*@Gk|<zvo^gSY6#oE7pY+fD<U9GlOz+-Tz{`sr-%<X^?tf@0mb)Fn
z*BW+JMCd8p@FkF7>2Fhocqf=2&N%-7sV$Sp?s7ZgRPhH(v9p40)X~$?h>V8=FN~Ks
z`^wQi*KIO1%SQ~3ZorYratkK8uXGWa9fMHJjP%Ovbuwa7eAgEyQdmXZ1)|$>J=~Bs
z7nbO3kc}n34!;%C=y?8vgQzKNwbj&=a<U<(5E0%1w!Mcn&bUe1q#N&$o%|u_{UftF
zinbETXyl4!y}J-Ihi~p&n6j|qZZP4iy?u3Wro#Ci)|Lh_*mJYGz*TWQqLQ)iidHcG
z!Nxon3-sFN=lf+xo+K%!R@8yC@_b#Ax3S--_{)T5YofWfjz*rYg#Q3V%X?z6c7Ih2
z7fuwMLt7+;wKT9b!I=9%9!n85%ClAk&c|G&ele=t7w6s<ZiQRy;AHobjDD(R*1|bY
zC&jAs@tr^%+wll~GpO*4{{W>;VlvkXXTk@rUz7G!JuW9^pOV?WzGn|wIFI^LJuTm%
zhxZduWm}{~SWm6Y?3)h3<`%frgU+54{*aB6K<{pno!{vS_NyfA+zvwZci?eyrLyo>
z5LAK<Wmqg@#^rzve=@ib^i#@)58VpZ%fvO-Xyj$GV@laKb7SOw2{F+1w-erAmWG<5
znc0HdY;h;S+mgI*+2ur4eW=?iD&6#Q+{CXveWK-|{J6h9lA@LM(swlxn51voY33GY
znhH93<EVxwM=Wj*V}ayHC35nzJ?(YlS{W~p%^@a|8ZsFdEV<nNYs{a89mWcZn{6d9
zA`eBDX1ACbI00uL+BN=Gv_0@)qX3Ba#y#sd#1-;itNk|NGo2@O+<-P~Tb%3?_?``J
zx|aglDk=Lopr(pa%ZaA+rpyV{#%EA(kH9W3U2rVz8e5K*g39K(+IbDeapCS=h5SQF
zZ?ChsP8$q#?T1^3tE9IZ_^wyP7As@#)zea39VAYf&uhmb3C`aY;Pf1v+}Y<jeQU@2
zzJuy~96diD9pmwLE&l*$?RAwM<Aa(`mu@lUu>Gx6Kk`~Zs~Y5MR??c5q1MV*_c9lE
zEY-K_g@^5e8AlDr^iBb@jb|K&7m3i}CsmC7-$(Tfx6tR5`HpqM7E6Wt^98!w5OnT3
zi=6E(jiYks9)Wk-do{V-JlZOEu;H$2-q!5*W1qVvavK%$hlltIs8H0hOTESBIa!Q8
z77kcHKe=mrF5-A!Vr2x+d#Y*mIpY~FZ`#WCexu9OYVvXTnB9L@&wVe4rj~K?`O7K4
z+JEk|TmyvtRaBeb7d4DR(H1Q(L4&(PaEf~=?xkpOcW8kYD+CB0+}#}t#ogWAi@X26
z{NL|fyccJjbG66VS!2tSJbP!YHP@Vco^VnDtkwM_p<~96+T3mR=b?W`NQWD%Hv7l?
zN(&(ZS|gZ++@c(8=Lox}fBtA(@?G=<BsIeDKbHIyP^6qhq~6U6?zt2sU6>1!a!kFM
zjoY*}5BCr2%|iL-zM32lu{06X?GplVQf-xPn_!mIJCEKM%J?<Y**kd^SW9Q5`?hSP
z9##juRCaO>u4M0n{1XhUwS<j5wAJj4a1JQdlw7K!%z667MHj?8)Z69}Ko!o&aY@lJ
zk(ve*)#KkS7-Xsse8d0x2r(25ys7|Sm0A479uS10T(8uo{=k9&zY1a&k3Vn*D8F$~
z!LUp6%>mb11GqB<6{K_(G9DwwRlz&88UrpZGx9=cf6Tu|pQ2G#qO&N}Ufl7o*n$iH
z)l*Xij!amjn~5lEYpOE(sEWq^@h}h9bzbxR^y`Hmg?Gu=u@sh5Aq-dwjLL#D+&U(e
zW$eo}Dm}TVt>ylzqKTrE#z<ZC-ftCX6!}S8QSo%TEcL20yy96{_7%1vLg#Xup>|-_
zGiVL1Ex&3mJUM>+vfmgn>)L*RAnw3U1z>Ip91_uJSb61s0jcsck@84s(UCl0mH^m&
zlgNtm3yb}E`IpXqSIddER>>?1ovBgR4oExwUGX;AokwlICHST@>Mu1o&}Y{a=;^T4
zw(9k808KKm>f#bwdr9O=xX%k6e#j(2M_hY%>txgZ%Z1(naIg0;Kj0j%5!=Y(I)E3j
zwB)mV-UBdoDuptWG1vj5;KU(R`*oI?nk#6c9t80bbva#2V6$Ca*)7&<$D~($sBI3(
z_kTEq39SZp85kLCQu$7!G0mmFjV<Qe;u+1>AT&KW6raW?)apt!F4J2bRKC*LrsjPs
z-%PFhG?aSMp3}3cO-zZm5+KspnNjrJMd!&h<o*J)-Wl6?MP34rsBywCc+QlSA=}H%
zNQKc9&KM~NMclg((lbndItJ&jST!a8Wi>b55FcT0^^zA=cT1lF_^wW#8Ql&0hZB6}
z`2g#eCud;-)A9BZKxTj>*nYJ$6KcC3;~EL1dgBLF;g#xA8ia+p(kjC_Ej?6FzH2mO
zOs3JC6g}2M^We&c)9?-u3w?AU0_t8f-OdPfe#OzD{X!O>CB{#Y9y7W;UfR7@?j6td
z)Z$Ej8N=BxM&i#pL-sRDgAS8Ac=ySF>7y8h;MZolmk^*)TcFM3cUUPhVIq&Jq0abG
zb`uFU$(@vlHQ>TOAyQ`!f}7{=xjgJs=y;F5K18{-$>X}#iXtbZRy7SQgKUw*#oA|>
z+${D%Hxqr91Wo8`Sbe8Jmzw+FM(3eYhUP1FWVUm{Px=96PGUSQ#u|7wIUC~HI&j~E
zi$_D)W<Z-#*Ebt0!TO(p*11BIhs<&FkN#sM*wrlAOws(B5@kubMO+g9Pdq|@4|Yeg
zZERt@NV&nKTDhT8C581zN=cB<!PvL40#!)%;nG0BV}VyRa+A*Ev4*V5RAXF>^Q9b9
zlX&*7kH<Zu?cqTHKzcqFCo<+?s20svgo;5_4pE#`t#+eeX_9+FXz>0yA?5VSmfV~|
z;(kssygYqQEEH^uBFeU|3KY7!FI7&o@e5%tOdK1iS3A>PIQEuh-3)+Vvlhg>I-694
zvWgD8Exj#0XvM3K&xteqCOaaj#Y4cbc94{^wyxeFbFO=Be4X2vX(Vc6>Io&uxWxT0
z-cTBQVxfHmYx))>KzCWesl)z1c`Jg@8FDJ1d+@UNII5^m$bQ|W0f*oRkVI{=!exwp
z59q$a*p6&J*yraOC8DledTS}vKz{>8nonT>?0mtTI|}d+O^S(N9@u$AN7xNHxKK@V
zSGN&%<&MHOU(W?=%4$8ix~|zTe!bBZc!C*3DAPb~OvqywMCO>}<tFE!e#Gs)eDp<j
zatpHJK_uB1dqZ!X{z|CvC!W{RI!#gnhX6}@*}WAhWUdlzzi3JtbDD?aS~|STZG6R>
z)zf))!iH8SKI#ZC@u#G?)*-_|Q_7hw9+=v#2bXlZ`4YEF6l_9LY%{mstAAH>{EK9X
zJ_`51X~toq#h9YhYc|6GnRDoxM1f~e&M#!^6vd9cV$)u2wbSWRkwA@f2soiG;S~&a
zFZDY>!}@{0zdHrXLxy?ox-X0w!9F4M2Mna#KNLoDukOZh%}y1VL9@TRt|GR~jhrbG
zayp6}0=l-b16jH*FfnnQ2ROe+T3$4v&CyW?g7d3qQ`oUdsL#`{RsNQKc5+q5&K;oq
ztMwm(OoSRXL7jrb9A+r9l#q*Aw>F|*`Nt3jX+<F<XhkcOOVmJXg}1?=-iDmeN>MBY
z%4{q%T%2#GLci6S5iUmPAEM}BDI#q^$+P;5eQ>3tbw%OS^pul`&5jLR5@#HuT_8uH
zS2kH3bx8c7BsVbMoeOGOWho^iS7)}b9HBIDPrs%gmgT$b(<emXMiuL=HNS=oNH`xB
zJZXE>*7~{6q0A;aP=9@D7ERy4np5qdA@p&FVDT-v!F<}(C3BS5>g%c>m~hXwMYUR!
z&FXx9Xc37vbV6*xQsy|&4oN<XEZk80fAorZR>IH({fDq5sU`INs#JOHE@tebTg;c@
z=9?_uYX$zVZZ40d<ym;a?;Bhr@;u+ueJz$!Y~rq+Z6t2yuYH2Svka@^cM3AvY<_aR
zTTYaswKvJkVkMgq*Gh{!$Sr+f8|K`c!Xamlexuz|R(~y**qO>tf}VswXWc!F#B?y@
zYuhVP**>l%1wnC)9yt8HD=F>7rk|`T`Df-qmz`9r)t1Y0fy_itUaCxXh-_>lY4~;N
z-Vd}*(?fg(adMCEm&VL*nh_^h^(i7h3_nOPjHzxzJ~$suxH9klq_P1m^{<QUdDJ$p
z&F{l&Ktu*p#<193kb7s!+!jQKoixH#kwOeh7KKxjPhW_Fcj!0@9GaU9w~K{I0g}Q}
zv#GwDC#7crD_^5)go!d_AFPb-LT-)Dnl(Q)Oj`&7IVg-f27h;1q0=uNBm`_k-2Op5
zjIv%AZ7KX=QDyIBZX|6QE!{_#F;j!ypM7Ty{HDg`??1)GB~~yt%li+h8n_O7_kKTU
zIVbUwiU>;Bhel}1>`ZR(NIF;RyQJ;AsLv>n@dM%AMuggQhtP3eT+SGR^~WEtuYLN>
z{BfQkU+m`uN@$=gw&h-@!K&=B5ZRv6ytHtOug(QOs^f~ZAhRdlEKd>oLhj?COuL+K
z|K<j|802NF<CZwVj{O>8)|+YBTC1$q%laEpuDb*}!LBD%JOyZwZT#e9G`zEmcN1(L
z>V0fl*IGivfG9rc5K?iUeOzgLwXbI)OPJ>INbROj*G&DdDI~jY08d&T1Eo5M0b0sI
zNt7Ka9O5f%GR@sGK74e)VssNf6{tSrg<#7wdM{jY;P?gcM<9AJAAeWAJf|1xfO1<7
z>(Ko}#Q?UR9cKc>pZiNtzLi1h?eO_h`0dqj$)-44$S>9mv8rF&75+c>niTp}9Ka$J
z2v`G=E6(x&X@{Kwlih}uqXPF9`p)?HxgRlF-k9Y}2ASKC*QMLH8Oec;;4Nk3&Eu3T
zdHXhpV-{8{i+Wz36+;bj@EYSQGsRY{H|Q0u&+n5sU-q^FxUvZ&K&&x=D?kEoa9{=(
z=ia40UFbEp1;;_aFTkv%`68O4@?@cAT1!i#kw%r=Z77wdYkhAdRG^^tOB-Kpb8GGd
z0Y8C#v;2mpaP-<ytU1NZ&y-s^p5`!{bWUUQ?Z}kE(2i2^i!kn*a1vCvVEG$^N`zCQ
z${7v(ufO8wH3un>9b^BRfTA*LqOLWc1KaeyYu6~Qh|{zcDRwHV(s)HgA%=~hO%5=F
z-r~4+kL?OMhhEeGl5sGwh<+~<i|(3PL)$i?=Q9Q!8maTZm>}P^`kD+4Pc2PQO8uXx
zTVSa+KZRn2gB;|Le`^dc!wBMaX&j(I(^(%Yg~l9FVxB-zeU4kn$?sH|#A6<j%jJ^O
zyziPF9<kr>HOCFm?KT6$jytn6IKU&XM$6s69xsghb<%7{x`Cy!)M=_jVy7;OtJl1s
z4T}ukJX{I;fksmWZQMGe+-7MSes({Jsz+^KyCZrl`T+(rwOx9;|H}5w74HDdO<?G+
zfb$ZAO)jTJG(5%kT+)CP>R)%3l@wXf@OWTCKW0_c5I#)6eN<81UaX=3uaDDnHRW?u
z)2Vz7D^Q}=12vYDCNe=s`Xc8pqw891?&it0%^K|yw%Pc<GIY(y5lj0x!Se;J4FSBO
zik1~y7zs&feeg$3p)r!)D0kzg^wa6K{1&_u9fuf2Wa(=j&Zcw5n&W|TEFcPI0CnE(
zc!i5Dq<TZ==))q)%4Y`YJopM}FNfAqTpp9P>iQ=u3FnAO4IV=<VBE)o<P4Y)_D&n5
z5f;nZq&%OaHOj&^MQoO?ist&*uZ3Q1A8PX~X6hCbPag`%T612n-)!&s^D+p~c4H5;
zZ<{`ydwz7!f$GycyT@<<zbg48&S^BMxV2}yA{r!%z0GA5Z9-4IsqUmD(OJ_>jnw9F
zh8=3PNPC~^s6n&p+O`%p;tkn5<Xa5POmgRSW7kYJx4F4F1FA9?;g{8J)vlG`lB3f1
zJnPJ0X}JNikw1SDKf+c<ml-G8NnlGw40E4x{^Zv4Oi7ZbG(+N+R!~J*IM_m_wu)?8
zW^~Y?%HK%X#lc)1bAKR>v!U{Be+c>QwxNaco!x`0+Xgd}w3_JD!PL~j=<m>}fBfIg
z;1YspEMA=2<a>?>26XDp=$YV8q|qYS#dJJ^TEl}W(+4e!i0+1}7&eEgDm~Eoy@TFc
zqo)~XXk^)63l+bbpkh~pqIH%$bCYE^)^XG%jx6mk1~<)_x~?RW$BwDymZ<@zI4G!2
z$lh>gGv9F3(T>?N)4D^>;uu8o?-yC==79>9Y@wXe+N)!htL^y0liNPQ75}&hXnZN8
zbinB`(7K4>K52VD6P@OXL~mXOyU4smvjE~52h8!d5)k&((BowVQXOCGu=^nV*hZ85
zaJ06;zdT@)U2>}!#lQMOFo}ddFU=*01`DSQoRUo6#jA5!9))JGif2!x1xvcnHACI@
zQ|5NlDqwmgDmA<&AV`j4@akV?9wi`3?@pKA<oc;g_=;G`G-?zDFVUU_LkscWg-Ev;
z)WZJ|NcyoaCoaFOZEZAKvt?#bq$~GWHhVxkaS%B^J3Rm5O*Uj%Iis$0<#3@o+rK|l
zB1V6|M}1#kDX~?wRWfUFSa{oY?(|CU7chpxw%SZTN<vK3R?Lku9>Bv3uSaT48eab1
z6f&ngBl~>UO6T#1?7(8os0%LpT_o~`<Hhn+_`JoMDbRsk+vLP&)$z_V@h^Yc3_s{!
zPQxmloS|o8=EJa_D92Xl#^S~@+7pM{(d79}^kaVHVBO>X%j_HZz5Z<Ac*3DKxD)k~
zUSa_F2)t2#zxGF7{?hA(!{Nx~`keF{edS9}M`2dD=7WR(+#B%Decq6rN09yRWY(+t
zgBs6}JT)9|2)S1v<|4#;R(&k^@I$<5<5$*})9(L_cX}*0(wb*P{zK3x{!4EM5P%Wm
zFg86^TCv2?&^&<HwEiL;(G8qt9VZuzTxIpD_vGk0S4?NJYlOd=)o_xR{?2Z9-pkBA
zBEWmkoLZ(SDa2_1oTPCJMGX@#l$_e38MxHaO-r;40Ol1|6kGW8^QTL!ixLZ}Pg^Hx
zdiBI4m-L(a^JoWG78V*r<oQ5#lbetF6+z6E+g8`n@So$XmTvde!mI+iIE!kdZ-kyo
zyu!I2*6{tSe9Y-|MO?>5r&g>oW|V)F)7-w|aIvLm6~~nR7iVW@A3`UuvS2%7x{t#L
zn3xTDWX_`6YP4v}>F)xkjMd`Fxf`Dw+cMNNUDd+{W|W4=DD*Y|0T7JG^adEJv2j9Q
zW)blL+iR{CZe&-V;wh8(_**(JLB<1GT9v{Kz*M&+%?ObvAKKDjUAgV+HZ`K8)fox~
zsG4%b#(MEXBd!hYv%#=oj;`IdZ!5_zPL!4+@D_CLGr?wV$^8fH?DrO#DS#TRfFn{~
z22&o<iew-fyvL8?D!)_SkB?{G=KSYfde5tWcnW(5+ToZOWu)0o8}X~5bNz!Db~-WY
z&GsTlR+wd?4_I}b`z0*gIJjDy``Mr0F(c&-`{ge)=e8QPdnJ346|V?FS1e)jo`d`6
zhPW>s`Ema`j6$-4b1I8VA=D4YmL#v12&;BYZ*!dI%u6ww&#8e1wh%Z$UtVh-?h*OX
z_)&cCi;NKlndAlA#HIeF%m0cB;imJ)Eqm)qsfw=!e%voqZk)rjmlC*81>TxgXR`TM
zCxTNdybb5AFDw+9vK5MEUU`Gt_xQ1hjD7Tw!1cBc@ZIGLXP{|fg1@e3QJ&Ksl1NlO
z+TiqhYX305Ix$>MG;;+1<{_EEU_fQR=4y~^H7@LG>5Go|9&#^Ps`C3zn&E)*?`W$N
zS2Ym$<u#^I-4Y{uqqJwK(W}*<(x;l6C+xlpI4NUNfq)l8t2W9K;>*NW!um{`I1^GA
zQ=R^-FkjH-m7CYc@~lFXt-G}elf_Z~a!+@F%?izPqgQN3n!4^WIlLbMs2J=15yq^w
zY7F0T3^`&v=<sW%j@&X=A%^yzqTS6~D~BVj$xT!~W<Io#JoWfUq&B3t$g=z4#^wpO
zL`?-s{p9#id(>A#kxD|jnrKMwr!`660qV23wA0Bp>TLgHE1gKNp(?SrC5MX;O_<V%
zi`c+r!M4Hjpe+l1VBZe=ARt*|b6h~+>_hXEriSF*J7W$qv`R#>po7{SUDjxOxHfCa
zE*Ye&$YH)h9FOV9yezr3s8M_Hg2#Z;hdra{_i-^B-+XAJFQ^z}dCf1Ze+SCDlbF^p
zrio(7YZ-S=23s;Qj<PsE*8zM1hVJl!>l!;LTXr>PV&XB~2AUXh=lT|u1Eg8O-&}l9
zD$U429VkxC=8b+Ba3o;qFV<ye<z@GS9@bcA<p@|QYXs6^`ok)=7X^`9<k2@v{Y-`=
zuS!x1!7GCn-ku(z!kU}ZULz@#fpECCh2rt7wj$6~ke$(~Me4<lC_~@J(ItbNo=m}+
zm)!G8i3|InW%li#PCMzXhj%$h@x@8KhKFj^xG3mZrT*f(<!m*NhK76Gv?3-Zd9u)H
zS(gi`&8EGhUmp3pGFxNTqb(n(JeLK6+So>}5}((5=3`d+((=XyQfnWm^g4bre*AqA
z+l|iCa|1nkleV07YE4-C0oKrdxzYSY&&in)$q`dSbx5-_MWC`^PesR?6W^@P(?DaP
zycN$QUp+2w%V8$rnX)lfD24@J?k%&uOQ=PsFed%XwBA>9GsyP7T-Pz83fJ8J{O7xP
z`&?M-k#A!ygu${`3p1ugN4D3CYyefZce3VuFSV1@@N6N}k>^FsTvgQ!n+MKdR)p~W
zM&nhxfzDGWSaxYibix%?_czwR@Izax$hzMp83pTAUSB9`S1$Pc&3bR}v<*0CYX|V_
z+l(c#AL#~DCc<yYw;Du=0tLLWkImoX_u1M|uZ^R<>9K}TlAa>l{~Mzo_$B|s<l!%}
zjIXyjvP#;us%4)R4gUGUz8RWUPqJHBdXsW&v$(13Y#`Nz5%~@g!)v)9?e~$bdGn>#
zrOE;2F%YoaBQJ^);>AC3752(#Z}a}i_P!by2!1F=?*c+|Z<B{oR?&eHco7RvkbvIr
zz6ID<@>P8$tsH5+{6C&*WW;SPb5GrxSC5KmaM5NJNO%ND^<!V$b^Q5V1^(?(n8oNp
zB%Psakfq-14ST?Qm*QfGm;+W&Rn)P07+a;#ztf=}R5@=yjM-Ib`}~fJIS0P8G11Z4
zeREd~=|(Z)6rtk{l&t8oQ$B7`tdx+2gI@!{VYI^1acO`wYStrlYn!ZNf=ORdk+dYX
zQMA3QBC6S3Cy+H}UQ1U~drX<H;{0pel!V%jrW!Vm_Td{<@vl`HWW=h$9}0Rq>6t!P
z_nd;4sR5isM%#AMQYCJe5Ch0}Sfa%vowl0K@NQt7;1Qq{ODq58k>*I#I|dqA&yR0?
z4f*2Ws?0u|M7#Z}$@TS0Bsx)5Oe%iPuiBS!378vKE4RH+zgN^*#{U;MMLf<FAI_Rq
z>GTCPJf(A*q#IS>k*(oBgx}4-gLlo@Jwh|Co7>n#AYmS|-7kj9gnU>q5JS2}2LqpF
zuZQNdT>aeIgHCez*BG%OxBTB}u$~u}IWPEYNJ+|7*}==2(eT+DqI~O~=*3#_xg!0Q
zt>CTYA+B}Kd2ATEfZ^b2PGi>~n%czSv#(2$n=ETjNwL{E0Q+Y|A^GT($TwkQw-eQ{
zdEzQ3N33R=aw6DBIoCY#i{0b%q!Ddsa@$RESSJ8YUF+bRPM}k_X?+mp#k3Lgj(r9D
z`~%NcdQ=R`i1+z#%hEz3Zy=OWmYEQxhwQg{DH^m7HuSc!+QK`bsSyz~X2Zf#l&Pys
zSLwF8eSklkF{FSubeCTIDv);?1EoyUxEmO9J{=-%|Mxc2VdGWn-J;>^p}s;zCnj73
zH?UuRP-I;88l&=K{GEtXH2Yd}B|UQ-xcJEQ`|K7jQn|s0T=i_dUmPI*KWmA8LQ{vo
ztsiyQ{&lSUZ?u3W|2dqU4_WmaYv_SoCC{p_la*stZ9~HC8+<uzAr992@JxA>ZO6)Y
zcbbR(veTyfPY%SdCs{TxQxSBpzz#c!hwidd!TZm|WI02puajxU^|bm3cN1e&0gNjW
z{FyK2+IK6@IXM0N|C^UUV3O4IZam<yw>B_tgI|iUKktuY6Pln%G|N2m3M)VFZb^N|
zoqA)S&3n@)dH)$Q2rl-e!BRb3;bK~3Kg^Huh~iqsmdTa{?RiN;;T%SBlRDrXXbTE_
zqon`TtkWR?+5O?x0t9JV&9|TY&6nU4SrT7*EI;27o@o5v26@Y$9pGyenEKzwU#7gK
z1De?G;U7-ptfBuUoqMf$E~#^XuN*#&bVvLRL?5me|J^?DQ2H{_^ayQ8z#;EE{}mW}
zZh3s~KkxScc2eyqO*BflGmO<6pJe5GjnR!Tu6T{X5fJ}pyd2^kmcQ`1-`6>y`EefM
zjD1Wpg>R);f>isp@$FEKga7}GZ})bm7UMOBedW{`XlJ;njxlxlYj}_SSdk&GY34o@
zn)<|$(Yp!0qR=(@UHkTqpG+Oo<^AnWlx?{)sq?torf?N&>C*(7>WFvkHGFFSqp=uN
zeX}(&(S!AoEQg-$@Db{#vw?QsZt-3}VRpZ06i@OI{;IWaLRFz6G+V!8bK9ncGe2R#
zF^Liyjy^lNN6v8OdT&r|%2ue(#?gNW|8xt7{VJKiRYGBxvR_QLX^YJv>MCb#d#YMr
zC^XuDESWP-C&D|16zqHkdp?NeH%o{vV(&JFy5@zB+@x%qwQNYtQ4H&X_O<q(?!>Nf
znljJ((|U?7Pl<n>admD#QWR9I^<tKptX9U!FTS1|h44rYrtWWV{fe{f`BhxDqO48P
zy$0M^tC?0)#`wd7&AVG<a(WlYV7)z3-@rS?{nUBWli%!m+@|+x2%t~B+~Yr(Auf8+
zO&*;N%PMeDfcnVD+{X;x$p43+<|jZhe|QJ?1D2`3^EsWI*A56`y93wU2d<4I{zITW
za(Z(855e|3R{U6@kNQHO25A9ceebYEMDQd{WVWH>U-Mfjy%(aVlrmCb(pG3wW?E(5
z6^7=&SAO`|rYBiF7T1?h)5e`k*$oBpwhp^VcZw8GJJ&)7*~Y@s9LTCoC0$S!wryL4
z2+L+;=aXH)6RWW^b(qdv7^ZbndT>+Ng0E5S>9s_yNtV!7VXnro^tHlG3moB~)xq7A
zhK8$UkXKdMECBeHi?#R?b=q>z;sS@_BeeVTrta_z%sDTW<)14T4>WE-h5nUFuGYf?
zB9iB8n;(6psI=G}b0>{#B{c6f#81CW{Qy3)tiQa*#vbub3Cf25(Teho%L>+Xa)UVc
z2ilhDLdpKbd%$Z!mcrgB!nVJx1SCWsElSL4b5zm!h6Vcw9IvwX*0=z07fbE&b>;=w
z3D$-f8G9f6=G#Ks#EP357EBoIod_PivxA-*J`NIdm@aXWiG&En>MA1HG96fZXj8@-
z>8A%z`{4Q$`!%>^wEl;ncQ-XbzPw2}=7e=C`qKS)Ui^BN{M{-r?etbc`Hz?*@A<|;
zOx4lls|tjz%zq4f3l>Kt$#IT~aL;O67QlWLcT+drFr~zGxXPQ989~TjEl*UVt#ppK
zA?T4+cNb@48K9=n>*z*uby^FG-`o77;$3?%Zo($waV>D)cCpz#ZuH#rIFshtw&Y=r
zCI7Iz1gKpxu3J<yMpfHDp1?FRt6v7feuw>|(q%JVoe`lEvX1vBI*1T4%dYgRu$)mO
zI6d2SMr!L?@qFN*@+qmzX_?iK*B6RpM*oT<G@#ywaoidx+R}VLCGa1@tAC8<P?+kN
zPb-)K4wd?wdmqh7sLf^}$0#d$iqzJRVfd;vIv}l0uDpS}5=+O-SKlOZ0-aDB&>BIO
zY;PH<7LFm*=kx^_yqc5ay0&9-r<ku$s&g_Jr5at`t1GMWW|S(@B0v0L7-J?U&8GUN
z0=Q+es1TZX68sOLUh4VK_kXSC+mksxW&)n6+&-0oH>zAf11)S!|MR{8K6(0o2o`A3
zbAhj)ahyfq+3Piw#Qq_D$5?p-^Ir$C9B2<rnK4uk#T_?2nfHK}-sf=*i|k|q)#$F#
zil0=GjiHqc+z`Ug5vgq^3q-MXOH39I*&9njr42JR4K;m+1lF_)YV<Lq-j#JrYr|!c
zj-QuL5($#Y!VV5?EeNg!smeWFu1vrdF=itG1OHEfupL8HuFT9rg#z-hn!ZXZ-14%f
zsxyydLqPmzBW6c;ijjJSC2C=*`zGq=Ib%X69Bo}WTgNGx=?l7e|7!0oXAw@jfL#6C
z57^9AHr_oyA$Um7OY+9cf5{e<*XLHh!qn@J^{!uto(o`w>ph`!iypGTU)=}#zHTt-
z>QU<f=oK2S^BUm_q*6K*nD|EwMbVtaauF5jK8ybST7e4~8RMrt^4CzwsjOHnT}tXd
zy7fGTt(xRM+#O}|o%VGt47rXQ4yXICJ+u63!Lcb{qfq5B-pAG>Mo)aH^VbY)GOEb^
z;HA9&9x1f&D_g1yBRytu8+a@2Z+4Lnb%wCo+NYYT@)j-eOh{a?lS-6W%TqoU$42&&
zb@@!@)&(G|d@jFXwUoJnKX!&2Qf%iph|x(GkSzfrAkwiVcYrDRz9-!n(}!H<nTxn3
zTc7lDXW{>%Rl_KR>ULlh$nqmUS(O%9am}|pJO=^hh~KLmnVR-`5w~<Rjd%!M3vEz2
zKa|`gE2e&HoL9Lntt^jFbBQ%NZC_2qZw@6l7UN}i>l_4fOaaNxbKFC|?!N}hJ(A<q
zanu`C=%(l^YlDj7cHbEnQI+~ydzfoR4zDDJ=5LKZ8Cc^F?$B9pw3>&o+Ga=AG)y;K
ze&O!q-r)cPn#6dckYxjIUvJN<gVpG0ILKcKxOf<ObV1QrA|9V<W83HO6#~8~GES7{
zCoX61Y-`#z)?Foq<@00(OE)LQ!-;MzCRNjHjeBQzmhxThTc|HZ;Sj`}{}8UrhtVDD
zoi}!1g+hA;n9<{iXV@TwOgmR0`!9prW14c;C6KvM!Xdr)&ImhW;G^co(#%XD>Eo=m
zACoE_7=qtX*WO`#^yJ29@h%f;7OtM|sG6eVmXCJD>XF)2+6O`$+36atV_vo9bSYiv
z;)aj~l~QP8%}(rIb2hc+1dg@`0Is&~twuQEiw}7o9Z-QJ*y0Y!;&B&PbfVow|7?MD
zh-ZFQG}B^GOIMw>W$?;>Rcr1g%>(THJ=EaUgLuIXjV?9x?X^jk5C?5WKHD^})3aPy
zCB0J3WM^~_OMb}Mbg0P?8vhH6yh!kgSWXQ?WTs5~gvmja3NXgrrfCiIZ*yvKeU)c|
zbMQFKpAo(=BaL!z<P<xKHQ$;)FsZa&^iZ_Vz%P|A`@%7i?6Q0g(=67T5k==2q8#z3
zLLyA5nq6Zq>?K8DFW!QcN*8FTlFdqyJR{1H4KbO{PAt2t3e@>GMi#|z+_-a3_*}Em
z1Y;j&!l|G!t-N#j38sfC5GIJw97SkNG5(`_k+wzi(5ZIvqJ=?;l*MMHCbCJDnytco
zEeZicNu#L3nUOBoC-%cmup;81U(kKRjrMH~u6bET%0+D1!Ii@Tg}l)wYOc#5SfwMh
zeiu%b@M^?iFBEw~LT3B>&)^!(!bp6}ELFRyM7(1dJ%zOM^iJdR7S~~c8HeA~SFB_S
zLEmjx%V9=i+rcikK*iUwrcln$txBOaKhB}p#~rmL*)25y^MB1}dk_!%agb*WR51-W
zZ#`I&=RlXp?$p3Ve(P#E$A#<0DsZj;s*#x@4hC60Gej4y?nC6U@c1^}HSNEAw{%nd
zH>8mvv;xbpiRGUd>MpL&i%UrMRD1GN<Ju&-4uVc2YV6#yp;SeQ4ski+@Q!`Bw^oT_
zv?ut7`~~L9Pviy3G@B%XnB3}GtV<WM|Hv}Pq+V2qpc)a_gnc(w<x~nij33-VJL`HV
zp3$0B5Tg!rU=FN$2UqH(OtnJ7v{Q+Ta^)bQ4j87bZCH%0r>OZwPH840ZVHU~p^`01
zD}{`Rj4O#Nh5R9UF9rwPg+`+<?_Xi={z@K}rfq<sx94(`q<rc*PF*ZQl1Ih2!x@ie
z`%a+cGjMoeec~#k#*ckG$;+w`lBAB`Ea4ikDviWstc*o!M-i=x-=^HYWpx#*)v{b`
z3kGX@-N3w=_Y3W|i@^4(96~mXBJjkoK04SY-v+$TpZFeyL#Ncxb_YzKFa{Qr9#+qn
z&-j%3<9Qe|$-_HD{sRkqsrgN+7)Lmo7vKw362FOykukg2&kg=0rgka8x9C3+RX-z#
z7W&~`_O*j3@RjkYkiU&&m|a$Y>L%okl4@0Qma<y<IU>X9Sr*Ij`G4JcF{4t?;q6QZ
zV!foVKfCCzWzz84`5%C-Kan<jPjn56LsOm`qs$RY-@UH^V_mfp6U*)MWm@o)S2c`(
z_dYwFcvf>%ztmP>=xb{ZZtt0Qcf4X}d@RiWqb=5|Y&H<jRrXo8<4u)~)T0EvR2}OR
zLZX?~ds~@*qk;LcFIK^v8!D>(;r+&U=7O5G;WJkS(NL~5L1IevIGwy<F9YybyR|1p
zJXN>93b%-4X{9%7wLz5yh%I(9VM~hySnbg%Q4|>&-Q9-IUn=u{%B-l0+@$XYrzbZk
zwV0UvlcDduL3^rruxn{()wKP=h4fE^St?hkK5EPD7&2{pfb=#Jg)L3GB%4+*ydQ1)
zI|vE1nm?=BbQ(8SoH34l)=S^jw}h7YX%|2$Mj=Q#ZNy4<cGRaiD2Bl36slcdYQxVv
zrHrXF|LMNIUP40%4K@f1HOrQdW}jYb>>k%0A3GB>w*Lq-xe+BA3JnI~s_pswj>g%c
z6mFRvVf4amsIp18LZJ8?+*<E4w?5;<EszV2l2%cPTQ5UXVXIJeqw|M=6VRI5JL{?R
zuJtDjR|R+ERZD;CmiZMSW$}HF1plBj1qZzrAdL3>hrs=Froif9Qa#<~Hz|9k<I0%G
z>om}z_8ZSgIoe3Ow!y$s%)JIN@2$8jv7NkOSzVAb93lIU`k&>XBg?i|t8;0CU=ryS
zlVw)PS(nW6R6ViP+0x2I3N>{**QvnwTlrgU%bu<*+VEKMVT?*RdtUX>>qYY6%crd<
zstqc53XZXG*w8W*mM#WkgzA9u0sFx1pp^pE@ziMzt+A*W;|kDlsamxcL^vNyXxvEC
z!VK~MPJjI`8OFu)BlJjx)EUhJ;a>uIUC==*nzFp>HmX`aO_zNb1y@2(3FIr9TWmbJ
z(e!>&8)NK%7DfqTWz^1kJSh&vh%>*)vP<Xt<CM`_-|~2?*US>Od_RQ+@<E_z3$tur
z>w*H%B3^ANEBz3>==Y)%9IV$)SqNepa#JteJm<(%#s?5q57I?I>u)+WnQhBTR+U$1
zlF`T@i~Y|Wm=Cohdt+gAS?{M{8~ST!xd+6KZcUN}pS8vS52bN&eK9uJWgyY8&+Pv4
zK=B+P<&CpCxmUvAPDcIUyT5jUI4$C2#T>IAhp&zc55zw##Wzfa@zn?O2<}&pm*lt^
zzosrp=neAZq#k%N10*kfciP!p)$-JWjxGhVKW$47j^nWTO<T20Rk!gwhq>P-i@6p0
zkY(<?RYuCF=3!BscyNlj$G-d9JuxEDs}re4n^+?(5T5z+Y_?*i+q%a(#1T*T)>=_)
z$-2BD7i{%$LIaJ3IeM`_J_}H(*c0{bYERcBi*bdjBg%+kUMgl;8+W>WYusge{#r;0
zlF|D5&1ix>@!2JHNN0N!;co3(4I}=?-D)69+|4+4kKVS}VIP)Cs=ITWn&*VfvrAQr
z?)RwOXSK)N7ptAQ4SKy1ZK=B~@<677rj#9I(e|F@?tpUj7M-jp3(D`vIWFE55+2rT
z<gm4d<B8RX8YSP?<A8F_GmEJ}9<L?veFJVY{$KZrH7yzlIdPl#O=FDKD;=!;=q?Au
za$_XN_3ih)#v6}gI{LTQIr*EA=Y^N)#iRG@x-U9`vvy~5lT}gaUflEog}~PtLTP$8
zxpTMpief*taVmQ8p?ll4c=@Ku`gfp%_bSbrU;c=8E`>kA8d-94OTj(JwV<w$Ig(u%
zO3U7_mM(GSu|PcA<17sgwh%V+RfVrEJ^l$P0R}oKrp0bUEL}y1=9J1w@Tf(M=d)}}
zKYam^vQh3sG#purN-?)m(qPg_2@VzIUPSQMR^^|C!U=_2AS23hIFUv%BV5~D#<Ms2
z4`s*t<a#~0HY7-Zc*11X<l6Dw`V-gnb`8&ISyg1s4sRGgs8w-7GHdQvtjGE(CgMN~
zmQClaum4;+VIrg`Qqk&Hr5{o_@cou<>yLgyiYv9pXl%!%hDB1*VPBSoXgPy$^!~*a
z_tDteR=gz>BYx|-OTBT!3jXN$6^6rfJCmsnLACw?u9jttP%cjcx#go=w@jpwtkJ@;
z_jcpSPenrx163@Fhe*qSu?W)cAU2-v(=N0=yELgXP~Z@+p)`a?{SQr{fpFd$Nx>~l
zUOY!mbUyJ#bO3s4nMd)?#u?6(_Sxl3TICHVIME?6^+LOI>+T;(#<IFtd{J1QdF|3#
z6I)K+<J-uynxc~|eKnuVVpQt1+ojy$k--csq>S9BtbsP|8X{4e2e04?!~DgP)kgLk
zPJ0(@>sgHl^zrl8G6sHWQbq^VW=Mr#$!$89ORJL_z&_|II!vk1xp%~rjE<8>?PiH9
zgYcy@f^oV`g-dP2EvNhWQurFmS4c>fPzBB<Jg58PDt2GqmF2Bh(w-Ug2ZD!_hS(<D
zUdwkV(KWeh3wiU?MIE;D*iT{6vyG{w+8Z)QbWlwa${98H7b4rppW-D~?W-G&BbriQ
zc2M}}qp^Ooizx?fpskkX{p`_t`0WywplP2vTazjY<{;zRisf<1@(okwJ!UO*Po*}8
zmtb@F$Mqhrl1(eGMK|uI<zYoBoLB>kw4|rT4>{;h(5&7`ie71oDt})1w0d?x6t^3X
z4pmCEiYrJJ5iCZEWmX6KpT#|NAt1;(SIz^|e$oY%{F(Z2*h=I-bH)ARr2i#REP!|M
zU|0<5`GHp3!CaMhd4UhgT^n6VV`qop?Ce?blt@XUoEGJHrmqYGAx9TYy9#_ZT`6>9
zrinq07P{ZlGi0T*uMDkBjJpqdl4PIY*Hx`HcNs*;D9M_7ZgI)L<6nFzZFSF_+%V+C
zP*^S<%)qD*!T-iS5`OI3d@9!VrxeqF6e3o8;p4*|L+mmt_)o;4Mq>=)XVBibGtluj
zizRAuo7s1teNP#Xp>5trp=qs_>5wQ;=f8V1LuYF|qX);Fx)l}`PCNG`D$AYBovIg>
z;dvfLP2qIaf6_OQ#AY(MUe`4j-k+OYd|wLv_KHiDu=xPuXN9%pB0OBzV_tX}UyG3k
z0!5_1HWp|$W7fcBg2dQ6sy6d)Gke5xP;~Q}MaG!;#gQppNPy@J_I@@UuGDAv|3pNP
z`s2Re40up}MsPi34uJ1|^G0GG)#7#<J2Y{Np?+b6)6hihGA1iI$SaMRdPyJR(S9;~
ze3)wfv+b}b2bQ`~zW@jrdB5ByzjJJjxjTcJb<-TPThT@lQu|cZZ^SOeHX(MN9ees(
z!RgGn5ll>Q`spJv$()ci9)HZnTFh?aTKqZ|zgSYn_$?K^ENCLd?#CM|>+%ZD9y$H9
z2KW(P-lIj*i&vk(C(<P;xf!xq(8Ey^a*9GOC5@5~$nwQFBaiL#FMvae6S#KWML16F
zf6D6vIQ<xZQlQcbbX{H=aR!UPGJ&}c%8T<guR9F@+s;M*1zkvcMT*MMA|-Z}UFpGA
zzoC_`MtW_nx0#<|^^EfXfXw$DifB;cM~Lyd+9{>}@ZtP1sqH^3WfOf8JLSv;-*KT0
z6y3{$(BvqG@@84yZ!I!w?6H66oXL;GDQ`K0j*r>XMF<J!(e5uY;0PsAu@34I?`NL*
zyOg~(%)73oS3-C>5^Y0uV+V|(BUga;dX#ZlqFhuL%?+^rH75Ah0qZi#t*A5;2~%Z?
zP@tw{9cA4_IqfdB=PpiRou>ZY{WS5RxNuyq?l$d}U?gV1-Q;ymmvs8`%(;O%dEnq9
zJ^IR>{E&-ap{e@c-Ow!Hl|gL(Yivv#B_bA2D_qT#j*klI%3%D^8wX0U5;!QWk_oqw
z&wikS&U-mL(-3=ZAoC5|h@<U>hHM5Z>#j9*0?!71NUJ2l&7{@i9@(8d#XF_joR-kR
z@ss{ILqz{GGt9=i!0mhn?uMpvZ2+%i^Zz&8W<XX87WHWn{G5z;#dg-5QhC^&o%Zjp
zZ|@~nja`@3+$l{Ya-L0&hTsJIKt)nna(*@}x0b|?1J)R+%a~wG@1F+Swx?P;HF{xQ
zVgx>W?qT*nlEMy3Tt*B6OsNQoG}n0%L_inP{%$ntwU~1vqV>h4T^}zb=mI9->$I@}
z#>!`Vqp0%GauQ`h#diae{gayD&w(=N?h~2CbKF$XZcxar`jDNB&+cU6YFnp&><n-f
zr#4W*SLm5>x8b$t584pPuXQB&u0E=W4?O}2c22UOi|7=a;tF2a|7W*lmPw^Yh7?%H
z*qMczp>pev#|^V<NgEWFr6rk3Hf83{A2lgJ-uDNVygzp>|AsT$9?%Lc?!ft4YmcZB
z1p*UyCgxZNpTaa}FD<#Z23#h3AY@H6cc$I50DNO<*8rPew>s;`^&Kjxv$lga4*^^5
zjV|<6GpZylXlj!@qZu)&M*Vr=CxnRQnS~$&001dPVQ^Pd>qQg8>PFWXEJ4I${<%LK
zz;KS<HR}>AN<4mRsy1>AXmNAfv0T{M7a_S)6SWd*-Ko536PzBTM9x^CIb{u^X`j<I
zwb?0aS=;q<?>>(0CyH(yTtU<e)X{hO55Z)E^K-UP<tXZH#YFsv;~QgQjj4l;f#};R
zH8qusaogf&k(0R#EsP>ugM$WD<Z@^%Pem>N8(n3WOPe^WhZdJI4M&kDrn&!45v*G<
zicOM_{6{C?Hz3lHuV#QelY?}cH<T-k%Js~sb+xtJ=S*<m1Wx?SVdfGwmigOgG&7s(
zQ&MY6Uwj$feOk<NziVUqJJyPHJHO454B`SQj4XY5ojZ$^)qrFwY;S$vGl8whN2dMK
z&^B#C`TS2v2o#%71AyU1vC0*ZYmLJzuW@Tn6YAAEQ1_GJ{P_l)(AiqYW#}IxOKJVI
zqRyjbvAyN(mE2u?oql{6^M!Lp%QQ)bPk2ie$jyhyoI3guqBLwfK5@*DBtN}|l)1eV
z(x^CWKJATOPbJmLx0&vhhcp5;pELf>V0tR?YFBsvS!d~MQKP1IL@IDE@x)CIht{P@
zg5Rgpvy}16kS-nfkO&0sC~4WJ^QWUu=xMA;t~^h@68x5(9-|nRTVCOFxBMa4ao6Be
zX#}eDGH(2C)l^s&VneR{-9wwy-Xv$XlM5i6yL~p!?ynI*%rblovlhVZq@4+Y6w&Ce
zJiwNu0>tC>24RcJib&MWTgH?kTYs{izliSSeRv#iiz(SYKJzDktMthfq_EhbDD(`_
z{nn!NPnF-nxFI%zuEb4_%y&0B38Td;$RuXFl6&jvjI4P|+Qn`chBsf&6_wckiU&Z@
zYd<e^bGve}gZX6LdVp&BjkkwL)^TdTxVLpym=~AC+<*54-#uxL745e(5~W5_y^FBP
zaLAL;{ttmK-XVX0S=<JkC1onSqBwCRZcA^81O)s0OoKwkuvkBCmb_y?MZ?d4^3|m-
zspfEJTqty}cxutYso2<3Y&c@n1Ux_WHI$FL5{3M-T~gIYdL9$DMxz8Rxp<J=UoM`w
zx7@kz#Ft;vx!*Lh3^9|Db9!!3zNCAubh*OR$Py>8%gfGy&UDRK`oP?k%K*FR$U1~3
z%)!BHjCU(-Y50cgnBL~4hp&t=r<dyo1-Bh`SsY>=^``jxB}`05EETuv=?bHx3z#Gs
zTl<6_uWNf+nr=Lw2JjD}7)wikRu77d9s}xX9j~TVC$FfaW7>Un&Y7-i-jv!-3iFz`
zzpP2+Tr^vx)7q<8#LMjm%TzG}K||UCEG$hD?YM0%BE;4o`c6tiYx<q%W$w0$fE?ZB
zFE(ra5ayEA#T|3gs9@CH2ey+7<@fL8lAsNopsopR%GQiTTp}UYRmvP4d#lgtTAD-n
z)mxYE%W3IBvu91!?~un_jz$@d3+*TD(g<A4a+<$(3jI4**+LLUe-A>&8-M-C)v~T2
zjR_rE>z_XGVW+Q*u8-RR#r4cH!6mDR=HXQ5uJ2Y1zF(Xfr2FJ`bEKN~C2nl3=1pM6
z4&}-b!N2k((OHoKeB158mmN971NdobPq2%t%v;|-CQsV0***kj2O<M-eHp122rA-=
zPzqFYB!1hW5B_}VruuCs@hQ;EX4}sa9xz|^E<ntpf|ZV^IjBX28<&aG$Q2jCGM4Gh
zz(5+iKo&6%K9A2fp5v5V7t$)XtfNkLVO-j4^wMcSi|AfZ5xds)%m`BT-A-TtUQR;w
z=G8$hP~AUu?vEG+eQidC*uVVZh%i^5UF<wqgbytxZiCDbpTYtuSvR&C&f1s^oXl*d
zxTf=DvuJi<M5|w*R>-#AS}HLu=%Smc>ZGis)zFau({DeCNMiO-J}cNQlJ#hDh$g5U
zCtms3WL@2xa_|a8zU<HJ6LrD-U^db_p_QOt8D;6CukD%Pq;Ba(ii~d12<DphRakzH
zk^m>oM=a!98B{?$L8nhJNd@X)6rvrG=s%AIJ@|Wcd;v#TV3*D>xo+lP5zgn3bsI)q
zz$7&EBA=xa;x=Lb3j_XtqJjVa8vHng!?mObhDj+<1LDc_$?jv0`sc$HI{IE&>gi3K
z_3Q#$DYHVMk_@#agG=7JvOLMX7mW#CvwVU$#ft1>mrHTVJ=1l7xx-_wTZE(<h#n7}
z8V(Ld2>$=lAa!*Mdi&56Z{lDpL=3-^LdHeLl|uOc(V!^^EaQ4+nsVpU{k9|((NYpe
zq#sQ?&2OngJcX8-3k)0k%E}apOMxCG@WaZ07XiZ(GkhT>qRT^zTu5r7+8>Wksx_M^
zt{XBXw`3eL;|`9j-Oyr(Q#D0ra20HTUGi>w{XBKjZc7do(c=zA<ADNXo}X275hR3f
z`Oo7?R7KlLWTaozagHpWp%j+CZzi4-y8WjCFUT_Ly_XO-i8D!qY$rj`2ElW_YO6W{
z7P&jZfr#I<sWd7VcNRhJWfnm)s3=D=Ml$A9a6dgVUb2U>>l`89G7|+$^@0hHy+|VS
zxm%*|`{Um(Rzp$TbJG2wI(z3;rHvF-GCUrUsoH>X^HwuD9*&mJd`w~bpD2GyDB&;D
zNXz(YVEU4OSHis!cuN!|#}x-l#bpt|yCf76nDpci@J}twOXPDh-b+zUl0L~;g-T2_
zBgWk_-N<iiV}3yYtMug;vS~i^WWPH-lK^ME+xeH0#%Z~UZ(nd)*z0>h=MaBqyn6ZV
zFVz!xL6ne5uZ)$GD9s;o)-K(8cD$o`ldI+|Kc9p=$BSL=a|uqnD4yTIYnYdE^EK_C
zslU`mk>-!%(1sKn7*R6DRU(nTpFg@(LN+IrBEGb@e!kE0M#nI+c=OqyF0d@NrFb{|
zApfFCb!2>n-d8Fy^YP+?+Fv^U1X0>I=HH-m^&zV5;_pi5&;-iR+T2`t-%Z$l7`#hC
ztHS2@pV$lOip!P?t3QZabEqpRf_OixH*sh#nH}On(j6oSt}@YYP(5N9b3@v!VlS^G
zwRm4d#4V}vd2cYEXKwkQB;mXfFgz7@(34D+g7qQkea;cq5fVYhz>%B>vLonRiL)>E
zEpCIJb6Wn8Bxc(13H4>>mZ|{Rkoh{EwL<}Z`e|B=?Q|%a6@%aQ{_-LB+&HN21}3QY
zO}hJaDD-s@{f7WgSV5DPe@L`ik1=Tr-h510lTaeb4xvi-8luYn1QHvzDRq=M+L4}4
zdm<t@8+>K@7RotI@cs98zel3rbm|)=p9ysJ%`AdLu11=GD<s45kuk~v3yIO<JaGCu
z-)!<95fOw2_D6Lp^s|VV{WArDB-((yD>WNRW)%cDI}D99)iN_@Q};fC(e7J5PrfJ#
z(IGkl)MfJQ=iRW6Gv&QQ^_l`2de?Dr7-3;zm~i^ee%6g=oz>u`DC*FuLZ~S2g<Y%D
z%J(rO{J@nCdXc6d(nv!{pSUFcc#R?AE5f5_%-!#}X0h(spB*2d38%*N-UBd`gs+HG
zSTH-&j8BE8Fg$o7F-&V%J~aP=9kBQTr85Ke4wY1GelsHLY*;t1r>$v7?JK1j784T5
zBsRc@j$~O5Bhn;+FIzGqq(pv=>y}yXy($}E5fB6~f^~KtAD(7ekVhryHwRRg-8O+f
zHn5GOcSSVc=dvCbmmCyBt+6<KhOl<=zBbJa@LEhOqOth6f6uk0J{-7LeN2#fU=>Me
z;Ex^`pWw&N&Fe^4(L+SaMg3|RL>>sP-ak(n7$b-<xBq$OwE?x4CiiW7Kk#uPRwi5u
zF3g17GJu|e&wDCV#81mXAt}rEK;oM)dgG!<878)P^+CG&i&}z=o=r|rSJwoct1LYo
zc494sK~0Qrtjm5#I50_cl9mMcn**gc)8~_t_i>LohcoF0I>6kT!1-^hr`+3(riZ7J
zLJEd;`tBK5fdLgoJH%YBU7mj2@ld>`io_jL=$biClLT}|`rL<myX~o)BE5dsNbO9v
zUZ5*&6>Qu)ef`X$Q5No6WCn-G%Z;Q&nI%lc+!A2EQHN7aC_Wcwna7Zv@4n7Hwn1_3
zJOeLP6+L|R@FnjPkx7}hbA3?GoxP6<1iy3@Kb=1^*QwEa7F8eIMS}NvtHI#Q*<W&e
zlh!NWhj8RVPXF#^I%X03&(w^Ng9gghcV*ONizW_CpNoC@C5}v=OAYs;o<APl6MT|`
zI52Jpa}^f7vi^tQ!CYUzQ5g8$QrUiLhhmb_N7_)GJ<j$%tZKHg&=9u8+6TB2jT>#~
ziPd=MZ;gC*v6K<JQMFU(`7wSVF{Z=U1RC}z$P}H!x96`mOqH9q^2(d{m6O+q!p(Qd
zu*7=n5Kb}VlgbVTpc%toyGk%6^L*THAUd_c3Yxy@m9j%EoMPmWm8ku%g@1gsU*MpW
z@k3$yRUF(Y#)4&>4)|YQ=#0f$$38NWbB&*(Z3dUZhSUM0eztVj;6WkX@=$r9ZzU_|
zgA8!an|oDtp5o}6CScNV*thbk9QU}Hh4KEj6dMxtK7AKP@hs|<Oakf809U=$%#y+5
z%NUJc#t~J;mF7H-oEx{FB3v>nTTwM<S1ps6#`U^U5g+JV>m|%F{eTWC7J=XRmP@hl
z-A+Z|>OV^{;0=1m;qV~gY_Jk<w~uDEztUhKfpp&nU0^ucyw{MCfX($|5*17%^Bwo$
zDBAzi$&*JV)qU%L3FZLin2MO1XgNlvWde}`jyN@#W`5NNls0JQgcFsPmLQUSVT!X<
z+GnNNfU{=iM=6a;IT8+)rj$7MZvEaL@2&OL`>pl+<KA=kaL+w^?{hY+z0cVLB>#kM
zpN(0j-r0B1O3?!yfYa)+y*PV;XX%apO3R6bpIF$$Z;x*s<jCz#d35rh+e-QwbB%<{
zn3&kEgA*B5YG}>Nj``IH^k*be^$>uB9glueFuV6ox<VA9Gp{78cVe+wV=+@@!`spP
zrWgx?QRwVmN#0+x73fBPZ!OU3k=2FWevxzBC0@4j+mx<@`84Gv?oT;qxB15!J=_80
zmO8smmyO#RhK$WsgQ-8|JZ-y<H|ex2DkskxXPI<Le5bWh4q=)9qR3M#l{f5f^bEGn
zAxmvm#3@-DRv;_lp6B^T)b$*mXU%w{C(MGII&w6oe5V1wS+cUODLz!Ss1Cb`ubiNi
zR>UX5X9-V-scwz7J={Udu&iOjA#`JaN7-?AXD-WbaLer8Khot_T2^Kmy@(a%pK^Z{
zRUS_oZ;KTNJu6RDyV*Id6`2k=^5M>Dwzl;N5$Hip;e`W~%Aay-K#3%zyxb=rbR2I}
z@JndG6^d!j9>rd1!;X}=(svpjXIE#iawwpFe0XW|P0sL&VoJRFoMCc!6ThM@u*Z>l
zKu^zRvdZ93i={Stsat^INsS|3>V}yt8{v1gkdT6<m90m)=2<4qi?~^zwXmm&ZG|DZ
z=xnlK?Q$-cF^L))M^A)APYD*nfXK4$D)}4H(WYRM`ff6}8{dT(sC<zW#FhS(vzYKA
zYvjK0lbKkk*Aq9Me28?H1@#JyLAi;y25qSGmaDPi0dqK<VSO@rxZn|JVt9`NK6x~4
zNNZbYh1rfb&zud+4L<!@f=mB=?Z=)J;+pp6FR_(}#rZK;I1hNIo-WfP-gywsmtUQz
z&i~3~<vv`o@Xm8dc%w8Zmu=t`akb^DZMb4S!LK05(x3qm^bF!WCa&8y+qmxf;cRNR
zw`Z5Bv&gdZl-Tre;Pj(CnG^j{?}p|}Vp@3x;!XNV-L#-<TDS78U0{zS#qG6ZWtG}j
zfN5#0vfI}e)Z<O;tLAM&PK0f>{j$Fz<9qf3sIM|3r7X5fabxEj$Qthkrp{8@q6@k#
z3R{u!>ql2NF2Qg^#N$v_Gd|6-#=X#l8`@<<w|25UyY9uUKhX|@*S(0y)6Xa;^8)@r
z<vqqTJ;i!rxjtu4thYBZ&;Azn%O!mtEw}e|-IbQ}I|fKeo`&isC;z!gtD2!1f9Kr6
z=FPfHD1;@t2=7+YKiFZFduPs#-b?MPZE_Mdvqz70hZw$<!*fQuv%`Gi1?0yMt2q<a
zsLMC=GAZ4sf)Aga%zvcUTvmS$IG4qpypi;DFRJ!#e#I5ylJ)+!%){RXZC$!wJZJFF
zPiAk|*`fEWay)Ni)s-rR;7|+Z_d}<pUX5i>iZEXG^bgfZk3v!sRy`fw2Eq*AWIVCx
zJAy5p^6K_hrV*81oB$-!l#4Qul|;A6Os7L00woPLMSk4mN$ZK$bBCmK=^T(;rb-uX
z*E%l7-LUga?WAXZb~DY!l^v^TqX{{^l6+KEB<sdynb0`Z2Y<9&*(ULW@~)tZl+Roa
z>G<ic0Qc~6x~<?o{$aGw14p%c;?dwiRMFdcgnN4OJ-es#kDPjxcQ<5Ucoh4G5^<==
zC3MzbF%ACA<H%p{QHZ}eB2QF0J~pkhPys)}@zqcE5H+|eidhGJccU_tRPDEUsy>uL
z+zZYf8l&xE_l3CRI1hK4Kf>xhG_IZ{+9_<m=_ZOIzSh_cGx9d*51!%0Y3q3I+??GV
zvt=%*aQ&7vf!UBr`M$fY2DQTFQ*3K{%F8k@j~ZJem~ISqzjfh_x^kgM6!WwBmRL>n
ziA=$ZkB%c3c4<NH=Vp5H`nVA{{pI|@lo@xwP`v(o{xCjIq?j$#xjEH}t3l6WLn4`s
z>5sGECY@$<<LP;&tsRZ%DC)1<nw^@Cv$;o<%*ada^?8L&QSLP`aMD`!71@WJan%)v
z)57_1v+l=hRv_F8xAB}YY1g0FA?AcaYJo?~%A~D3c>?xm7@;#?<X3TMRXXMN0S`C_
z;t!gi5mNiZmhapsqi)xJpNdg^x4c50_J_{J-8*<c<%lw~0#{^1n3l@a^+n%D>J!|u
zCDz#)+(`g2y0XF4Fr|#x$<dQy?gCG^$K(lDae--v8dCcsevy<BV?2>8E^u}$6(~G;
zkeoY(d-9tBuB2vlfx`HH5x6dGCkfL+MXvoymzSv9@tN!KnTkCxA26PfMFgRX-vk_~
zW6Jo--tlm?kI<Ifiz6(#VaB43Ctx!B)ts&A#c90?OAnIn&$@lQ54aE?1-)ZRu@Os0
z)xUBnWy8GYV~SIKbD2gW*Iu03WV*pf>QV*33=C9+Hrsbh&Q5ABFY{U=i!;u=e2`4g
zx!+!DeX<|9_BVaUZ&tM#WOyS*8KD2-Nza>Sqw3p>j9$6+ui2PX3p|%tQzuEl_ac^=
zQ=++5F@P#AZ=%Zm214I2g+;lbV$3aoel&2&{p$_pdZ}=8)otxXJJps5Sq5`ChKD)U
z{2&$KU~PKN+;8P-rhaE=p%_{R;)?4t6@RJ0`1ll2)S<>FS>GMYS<3l~@L6W2EZ^wi
zuq=I^N|7$*P`@FM#IYS*Jc@LfSsn%^_Y~D|gc-Mb&Q5;MnRVU)izL=$@a5!FmTMXY
zOVDQLPQ{Khx~R3$o&k#(7WG#2LUY;UhQU&_S>Ho6nu9ijUD--lTp*m$Hl`9|Xxw77
zndr87MfXF+d2+zZH+^1@A)RkkJa3n+z!o-s47C{d?b_{rW(%Xrl~{>)U9k2y4%;@K
zEN=T;u>!$#kL3SIre1Tv#2PGEgoUEV8^ztXtsryu-*%e_;v_0q8^hLZuU{ndy!FMg
zwI7fdbh)4ca*N|c*xWAndZTZF>YtIZmkRLBC9hqe=z;j+fq34h7S-FurhF-mFZGj3
z(rK@Dx!>hd)ujUade#O2@=cUnxi^1R%gJ0Bq?z~<mGo`K$`POG@Cj6G+n_G{hu1RJ
z0k5I&V~<AmUh)lP?@XrrDEiAhc5~^pM$<^K@)X;6gnsDifRf&|7*)d60mQWd_;p-^
z)Ne<7(g-AJjN>X3?AE~T!`cyCd+`JF+F*3@rQnrk=CaO?O-(O@)`qdxGrgzj3PDhp
z^9j9YuMe0EAPYw1$0Iirn>H}`-&8i%Tt*`!H}T!!B^h74;I*1h+7ntc;jqtc#J8}F
z3(zJb&ARgdaw|jIz~62e!7{2xCGcN|o3!8u;t)C2@Nzu@O<^aw3&foMML0FWHmuT^
z6mjfUa@Xff2BL2ZHtppca@LDdKF1fPi8zP-?Zg^nfu1Y%3ZadO=AyPpuD@oGFjKVN
zF~OFb@G|u=f$Bm<U1DzrBAPUVBh7eE&f@m6l+&a*S84&_n5-z#l|mMv3>p4Pxsr?y
z$B?YO4T{%)Q5y)yFcN&GQp+};2@i4bZ&WZ}xR$<Q_`JF<$gRz?L>$bt^|y}qz81j>
zNo$=(v8GXUF>5I8M3hghh<gv4VDgT@Ig?SS83O#J?u*ULcRWxSe|VZ`>m-`5=#~LT
z-^nEreXX+jjsIjTm-rMh$K*<Mt4eGwt0}q&zr_3Zh>7<f`;cBkH|@tbvFSru{>ly{
z4U6l9*QrRO;|-sz?>KoKn{_vY5;RP<zq@f1_d3D!Ee+}$(XqYnY9g@{HE#9AH=>Od
z^S3leV9~YNX&yEcboPEkVYv0*aI3mIr^NwRY;eb+KjrN5%w)7TiJs5*R*%X`s`M@X
z^3>2DRN?EAIV77I>>u!fc*q}q-6nf7c63g=8%}Gvl^%5M@lZc`F({aE312nO<roBK
z)VI@wb@lL`Ad^+HgwY^f>ggXmklcgW*=Q07X_B#lbld7|`aAiycGI^myLj4)?aMvd
z2>4O8>K}@4)WWK6C2dwO*YF}=!W~Z{7vuID?YjB>{c5lKrqUT?<T10e@uky7b2Yav
zv~HFHp;kS&kvqNAfhS*0*P*}O`unLp2(6DB$=7L+uJ#)N*KJ)S;2>w%mUk%@x!*6S
zuZBIi)ufLdAuS(<iN)_9tm~fZnHDdF2d>&>eciBiCaEMpw0dbFg>c#Hr<_p9cj7Mh
zj^FwR@N!3+MA=Gh=+f%@zybEl+GNU#d83upU}LNZ*AOdGDHY03lBPTRk=9GE=5q8?
zLaYj90(I%mK%Iv1C9KZfxeP&&tdP<slN8;vHKwZJ+O59g+lzVgS98K|{{z~pQG0uq
zMtV&Pd|zWD>L<RF6dfHfhuMsK<Yg()gfa0ell*IA*WIeyI>>*t^J7dUtb>Ev2M+?%
zO)AOPS)Y*&)6K55did;1w53hr-G8dGHq4B$4!Q&#E=##YJd^!YeB0(iF*EA9&x84u
z$#NmOy-YupL8;D)Mi?c3FPv#aCsaD{$!{&|JuUjZH;g~)ZS?mPy+kLJpAo{I2#rt$
zM%<{1cL`7985|3jI0mO=`p6PqauKLrX}BCD{Ceid34r1oH(2X>EWaUT^|{TD@h1na
z%TKye&A-kVZw)*W8#a=Df9Pgi;oT8e>UI%OI69H}mbS~l$6;Fsj2Xwnc5K>*qq<{9
z(sBjv>UtPwwKC;}@(f-}=T6Q3X)R4fVcNu1Ll^V9Q76o*e_O76S7a2hd_9lnA{d~e
zvzU2TDrTV~SX}!)PV3OHNrpgA!aD;e?)N^yhO{cnyQ_GhRAg+&86s9;7G@+Qz2rnF
zWFgl{E>^TS{eajYUz*XOFw+k6P5~%aAn!EA9E&fFMZJ1lyn9r_lp#j)6LTPm%dc#c
zmwWjY2mKs1;=Q-;x-?ceQ9|ogIg`<WXcCxz5JHezp%UiUv|t@erTFLobvs{3@>VpP
zFU}pgq=XgE7qc#bl!1-KW>C0?K9c!6CanjwRSU&j6kDrjpDX1DsNW_2e9u9AranYZ
zii1;&_{BLRSto0u%`=c9G938;2M<?`uShkED`uwW04ueP7JxCS&)ghe%&<$Pk)G>G
z!B_t~#JvXi5+)u81fVr6I@H{N26<Eytj#Otl@+B0XKrQ_5H4IT!v8K<@qa_-%4CB)
z*!s&!82Vc8{3M^Ba`_Mq9{Lc14%%Kc`W{jrXj}uuD*D_+AKF;ppWKX9vRa?y*D2`~
z*ey0NdNnv;q<+kAc#ApKY%vW4v)b{=BFO}`;P{kDR|#|stv9=}yNI4<c4LDD5>W-B
zgRTBYDUD9EGAIcMjbp;sgAs}xe=uS*yC@de*^5EY6@hU1dOIHyR-qNBy`h;3yq-q5
zFQ$XFZ>Ub43-JIWT-XjItd6SF`K=2GI#PlC5n$ZoVfUMoz-MCRy6{!mX&|Uxyou!<
zXROkpo#Z^t7ALF{wwBFjLotw6`!0ZL4hP=QM;<AnD}shq0sJ9$JQ9&w$4tLR!UB^W
zS*HcXxbJdowHqN}<z52|8bAXF`v9I}uE?xRFv8kRr-Tk(Q=;ja4RDwZo4+stK@ktj
zbT#Q<7%R&hq;+$*kKYa!7@6(|^u@Z=91enR>w*Ef3mrfkdf<!Supm%sXCM@lcm@z#
z&)LI}iIvaD>Duh^B?^%K@(YiMDL{aLV{nzzb+#Wt+A5I&GhN2z{3Jgq7DV~mE2YmE
zRq+=6g~0(M?DzeYyXQ*XRXrAIDxrhf#s0vVtBZTkPMrgE@P$R(b0aCxyX+2zFb#|*
zX_QaWI4uDNZu48xcx1LOFc5o5niCcTG5hqdz1H%2SkM~ha=<K#Cn&SO)UL@ElCWA5
zA1J7ZPO9+%c7D^>nh^H`Y!Ez)z80mBwU-6n+!OyxvDbQt7DzY&QKRV(=o;}`e#aqA
z_!=lyA!MD8K@t6f-2D^ON;?Ey7;u8}(Ubs2T#OtdvpmzGSPGD6xdJX@0a{n^69ZNn
z?2z*SZ;}_6D@4&%6!k4Q``{D=^W4+z<+VlhASYo!wK)jt)P5H*uG8xwV8-YS5L$le
z3{?Kx$iMEXttjZ8^YkkqEl3mrV7G{V1AEzzRoWF5`_UAD9Y>-#7C>9}2qi7Nh`4xk
qIadSFWmhFgl!^tZ6%y~!!M}vDf`Fib|0cQf|0RC@Q=0P6zW)MEz8bv%

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-19-Signature.jpg b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-19-Signature.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..13676602391fac0e2707958c9cf84544243946b2
GIT binary patch
literal 11853
zcmc(F2UJsCm-dAKp$DY51OWl1NfU%X!~!DHe5IEtC<sWGY9I(o6UZxwC@3Hbh?Icz
z-aClWd+$XOYJiaZdB2(Y#+fzq&o}?fTK~=3xp(E>b#wMP`|R>On><RM1=wzB>uLj3
zQ~*Fl`2gez;2J<rM+c^(r3Zt-3=H&)%$zLDOiavtXE-37Li{kO5Wk?Hu$Zibu!yv%
zprEA6dFhMtN=iyFiOU+Q3UFCPC569ULdC$qz|6$V%fiB|a8~fF!hic9HvsJPz!udG
zh)M*YW~TzNQ;}N$7-gKaRDU~we?F+FK{T{<V0s2dCdvb)YydSC2t-W-qNSywp*$T#
zxew5=)1EmiuSLgUd><_0$*J({)kk{Kt3{1mcYfl;6z#l185p^Fc=`CxiAzYHzo4Xi
zNk#Rt+O_L9v~_Ok-umONiK&^ng{A$2hYpU9oSeO%`1tzy2Ly&ae-R!L85JF$@H+8L
z(%W~*8J|99W@UfL`TDK6q_nKOqOz)~xuvzOy`!_Me_(KEcw}^Jd~SYWacOyFb!{EL
zv%9x{a7Z{h{!1?^0Q664QNI64v45u*J4G*Q8X6D{_%FSvsQoAcVyB@!D^GVu%NTs$
zlS4$|89nFKS09TS8AKKD;JEC(ell{4Db1b3|E1dBH2cRC3;lo6?C*;Gt6t*(Gl+_^
zcp!EF0UVK{CDW<@OF3_1F?u1#K?0zP*9XpV{qT=ygo@%a^E1DfXX!d|jcOV@ns$Oz
zh0olb-BU%pDhLi?l+5`5Bm1ytP#*q643AOj#o?-3K_9;<FlR@$ue>1xA!bQtLuqs+
zE@&`O&ehRKguB+XK2@7Uf8_|l^2v|L7^2!Yu4fZ%)eF;#dKS<1G^aglI}yCdOA@K!
zFN2$4`{vU)o%x5_u1(#xxtmt;feTFw1ao1o&~h68CU?FTS6si-)Bd-~@=ar|p;E!r
zXuDcW3#pA=Px6*rJP*G>21+IueozOrT|h*U_y$m-3n{gtw~}>bKE<g_h`K%Mmc5lQ
zQ*_LKI0Lb?K=Bi99#)0QO^m_UM&R8Z%?xbE9tb++o#mXIsSUOK;mn}(Z`PN!-{@#`
zBGM1i853pl^A5|6EytU7t#8kX#wm9zLIKcl2KG}hgTMGlb23ex%E)t%PBH0&t&8*Y
z@(B_}_sKvU8K}JiWx@J;o8elIM>k9rEGA3rZs-Uv8D6CqgGTJ+Rc+LX`S%jN=a2R;
zX3B^nMSenz*~CJFI>kt;Th_4vr}2${mOENB<tprrG_GR(h1ak1Nw>@b8s1mff7<?>
zuMaym3?p&Y6@8gDJguukb``)gHXC>w+Ewoa^w|Y^+R9y_)pv374D#X1|9r;KQ;H@|
za<EulBSgrV|5$G};#oTGSD0MPeyMqZ#EVpr95oZ_LFJzGWisFg%?i;B9C{L~bFI!r
z=1$jB^+c+eKhByqt_COGszOI<N@*(MGY<;C-kFMwn=&*$gR4B$Fsv-F`(LrtOT@Et
zNAN%9rxb5sRIA=g$EfAmCm}*ZU8d_FLC%Q3oYR9ajb4nxdOWzk@R)spX_LtwcSnlj
zzymjY^1-lWAiJCQM5t1f5XaXydkNDrl1wzjBZ%ix5rf!;po60Nv8_V?oq-UYqRZ|C
zF2Hl|?{oc6bI!FsLyh7g0}POt=rY;)sr#Ai!X0xf2#;XcQyjE(sqA29YO>YUT|if<
zKs1)~K`}=Ncma85y4xLxoE_I<Iy+?JdtUG;$w1TLkP*C??w1ZxAnY#~Zq0DYhB?V@
z2uZ#YA87s_e0aK}i7Z&(QF{^(|E3hLs9q`E(=L`UnCuGp)-w?~Nh<i~-0`2#j#hS0
z+hLR77k#-<&378P{lN&r*!`O*o-DP`&bjAsm=Lh}{DBZJ<}hd@3l|hy-UNHj!~Z>#
zjXwteGU}5X-{<?08AJueRXzTrq&tJMrLG1m#<j1zeY{2Wq*6Bx^Z}EMXi4B-1nWbf
znl-7cNND4KeXXNhT%Bzplnk^=5W(q(eV(?4vt)p2iqPD05U8A`^{!a@ZAY~H;oDR2
zvWNOeHPIfgk^PLw<usem#MbK##5{+$K32Va==~~{3@8Hu^=*ccX}EVT^Ua0{YL`+M
zuj}Y8u0A;Sg^p=#^sMG48zcqfuMbx}e6DSk`;Nvl{g)v&T}XG67Vsql^flDem+)8O
ze<?h9c}A>C;&TMSp6J<EsF_hcgF&#FN|J#&=KhC_7g^KsIAFa9@*}MwFnWDIWlLoi
z)3o~d@h#n)F2<&t%Pygs0XIqOcml1^#!|}5sDfV)D=QK+Q_bYW;=C-PI>nBcLqz^%
zI{qi;OcUwGyJsjn_Of_<H5mvC<|hNs6Xs<i6ICon(OLSh+B>v=5{hg!6t6)0@(KxN
zI4<cwBlj6(S}TNi+|G4+K~97#VZWk}9BR`JBJpw)L_^0p0`lV8&!YqYy_6f`5&W{8
zbgaC<2^in_U99_`ROh>xmJCSS@5&ZrntwuiJw0Y!JT?O7lln-Eq@j^ayz-(&$v|9p
zP;<olxOyC$_x{7ZJV-25i893Ews<Sc?rQx36|2Uu=DJ`%;?0Hw;|<%&g%5WI=H!~5
zx`J;dxSqB+jDrQ`?R$!Y0uWcb*N`$lsBB;1tQyg{L_)uM?%Q&wDu;=vZ>oNM9cfW~
znq5II-|b_UUfIW5Om&!;@QI~{m<>F}5jhB#a(2*e(@z8iCsh|uzRJydl7;{eBn<9)
zT0XCY+j?JFG{Ae*Y6$WCK?Y_-myX|HVcEK(-BO*R#T|>qih}Wmcl0m)=6bMZgtIs@
zKstkFL%XiC{pv4Sp^;)0Px*rMP?f+5t%CYBdHtOS=8~FE`Zzb5J8LQ;`cgcOGF}oy
zVOwXkb#g$ZsO@<)+q8dfi(geQ{&c@5CDc(wdG)JCNCVcGvYGL@>z|s&pHzM;3L0_C
zjuMA8?;%&xwEptAK>|3PMqiQuj!04&xzw=J)C<yU2%Thpr<spASvg(bg*+#L+yw|Z
zv^|a|;vG?L6UAs>L@xUgXv=21y-(=tbDZt#Ir|u?8D0WN@H0}Y8AgEA0s-h21i!Wa
zN~`y}VWkYmq3NG#M~-Z8$H{$!wJ%rKzw=@L8bAIej{IY1u03p{{-udVGQhkq$GtA<
zI38x8yRmqk-bka{?Rd#$r4O<?0u{m2hGU!&L4FD?tcoQZ-LQKKXvRZ#4F6JnM9sO+
z1c}?4mb&~(k&vlSO*U9AGZ|=*1U346FkP@7#`@@$^|ns-Djrj}t3sPIjWePF$=^h3
z6%qnvjvF3dX{$=kd&IR+tl+_=bKL2DR1lP0gK4N^uf$`cx1L0*NZ&?vzq>*POxR9(
z_ct{<u+D^u`3ZL>f7_8pe(_OTf39=pea9*H8<4s7JK*6Ec-XvI%x8RgjGGUw!wDy{
zviRD#u)pfQ{Ts>*7F>-k&vGiaY|C-U8oU0msxr|o3hXNZOR5C|(;D1qV_jO@=cQKL
z4}xEN^SM{;E{KwjU@9Z7-f7%$H<Zf)-^21hKPdEFw213b+(i)SV@|1$&At+~YfA}8
zTxxd{|J@KIQrj+oCtPaS33Af11#KU%bN?-2{99re+G7BK#FBv#TzU9*jn%xAzJQ^1
zw>s*(PB%ZKW@QwD+eYdVR*(ZEc9d$_&nLIf5sTi+fCZkBE~m^$Ahy}ZKM~yL)L}1D
z!PR)4NXBNgw5IC-dyhP2J+GZ+c)ps76ncTeFBo#$5(ZjE)LQ2*2yTW7E?#3h`HFbA
zPx<Et2S;B&yT9U4yuSIsrfjK=_H<Jhck=qYmY^}#)Xw8VX%H<A)@Za=^@MbJn7SoH
zh1<b^#xumPD@ZXET<C6mMM!`0*sp;MywIf)zwD!{#XtrOd89Afle)-&F!&FojE#-q
zQ$OXY!F-vP?+@a2E=#v8CJ;u<@KWs@gpF3O8S3u)bavk&DPs;eX+Z~6r8W2#sQtFR
z|0nryJ`2zFLDaRc*Rq{_zgbUqHJTVXLKhD}l^T+uQ8M6&WI7s;B?HlJf3RETl$ANG
z)rQ;D(^9l~mb@z$sVSx@jc?2O8X*JfvM)b~3N|4&^bIB-*K6Y*1gbQ@rX=!xe{Mbc
z(dom#xb5Lr0j-qaTWik@=)jpZ&VVMR1BWw`M!tI3Rle<MIB8`&<>d$P5GI0D3-n^;
z#nq}O318pqDx!*X_U+q(s!mLkVo7`(b=0B#L8eyc?W*j)4EGn`59y>)2s@S9SbH!4
zzx+v8N}5~E=kvqJSZXn64S;mDhQ|um7Za@H|4wePBtZwa$)~4Xdnb==|K10S6ySgt
zaE!YG7mq&SX+kohB<9#Tu02Rf4&gg78D%}%H(9L@>8s50r$kbN*o7kIO)@Zc{9Grc
z!j7g2?GvsYgmDH42hqoNBL{A{eyW37dy}_hU_epOe*X_k9Eu93ga{TmA_E(lKVir8
zoK!n6Bx(KxIyC@nUKW9UmIH(-oNR4BZmmXP>%}lVW*>+!f)m}x`H9*<?}J#5+tvP?
zLJ>R$c~|RC((j#mu08^l;KZXGahSOe)Ajk{Q`-KN><$k(S^*9_S0+=NYPwtM8G}VP
zl2mNP>I<Xi*SBicWEMW$j)dG852B-^l8Dw+AyQn#^RyPkXccOrBwx8hIy)+Bwf7hJ
z0)k_@)_snrWfb-BbJn{rH#w|JV!$+HpuLF|-ne}_x6ya40o*lG#*^$iU^z41=i-qT
zcz!{$c^#tsYo?fD5zxzG`0z}I8;o{^X1w2ZdgTUSlE>wxPaQsrNBQK8uUW?U7Ej;G
zS7Pg<_quwzY#rm-zO3Oa$L5c{f=kTM&v!Pm(4N$eIF|yOx<QlHU<B@gYGPWU2>b_9
z{=@Y35mU)&{g2V#wT&6ypXU`iawo83H7d%J`{(tZzI_n>==(_AjSF2t^zbmG9l>wD
z{W;t?w;(CoS?-{`?{&h}pHcFij5jy7hVuzwb6CpFFJ$16^Rbe*%`9EwIsfiw1HNqn
zwF-|w^Mg8xL!#P#_90&tbPLLF5v&%19OTbsN61k_uUWf>u&=|LDv45SYZ3%BZkp8~
z;qyggRW$q%rj_JATq&?UF4t6c2(`%!&-M-36~2B0am5PpmXm6>YNUCFo8Z54=ZBoA
z;n5m@Kn@uQ64%+VFj}>2ZER69*^BroGf4){B28DxfB>8&_v^1A{-!_3fb_QAc?^NA
zi&R?ViI;1<^pj5vul@F}Z=B~@Vv=}>rd&l?YQJyjGT+(6;61OirZ6Lyi8>mh%86^2
zf3<1EDL*$ExDwTV+%ELs`25;-pPP@5x&~qagUMSO_?U=7d_JpJeQ-6_OSdCd@w@7F
zsDc5QuNt2+&r<)Q!~_={(#f(|7`e3L&s}IwrL86p`*WotonmG~qJ&mF3yQ}+N5B<q
zsFOPXs8D|}`s#<;NZLYmA2{AZQ~5Lvrq`c22$z5A9r&YQrMQCefsfEFE|A3Od+*Ve
zumuuqWFNxp@@Bm5on+kl)VE4LQ*daWdZ+?R(0yF@{B0Op$wvHe_<&LIsH_M}CH>>M
z*Zb{V{#)BuU`j*{oc>5`jTznhqK-1p!lz>)^Q!H}sXc)Z^hfNcy7P}xMF!zq?sN6@
zPF?rkMrKQ0xL$N6<UZZJ+Iv>T2I2jJanhl|kCKi2TL(8?W$frImPA48o`b2WSrrIY
zlm`wQNxYH_*9&kF>-#os_1Z+&s<6XOOQV=bNQWd5ug%q3HC25a@JYE;TE!@M{$Atj
zJ>gI-L1=1XBGLw>Pxu4e!c$rkO&ne4?yzJ1xvk4_xsi|NUP8w{+>GksiITxhm1*%<
zuutfZGW40|BO`DqrMxdRxziH}C?fBUqR!yJ;j<^Ed3{ef5@bJmow*qNvLqO+obQeY
z%_T*ENArAa#D9VX9)IkDwJ8gqdS8JFS1Gv}59YFd45!Z#DXILRcg<Zo#7FY^!Vb1%
z0iPC%9dgr&RJwdo)k!vkxjsxV+O@9*O>2SOh8t$Gso(JW7W^_9AY>*cMt}RWVK($K
z)(=;{xjvF?tr9FUBwm_&m*v3f0Ut)=U0lFE;JINw!v_zTGvu^!>YF3LPfjfSI=}GV
zc3xEzXXUGGT=bmC!Rk^H)JG6{<XGGIC+oE&bEq9$M#Qmh_=+yfhy@79jwVrURGH>J
zWDVW=YH6d{EGm4>E$G3Dfahc&RLwCD@7~bIx;g`qb9a@f<j+cT9)Wo5po+Qp?wO_2
zfMUE<H*80;oP7h^lH7C5dzZ&1h2zgNCQfG8@lqrBk3P-!wN7BqSWm6;D}~Ci!@A>5
zPDUO;D>vT>QjO$ngitNs{VPi}qB8(n4wm4CYtfjZ)#SwQfdQ8a$Uuh?oekIMIO;rp
z=ocKzVq1V-DKxL&Q;-Vmo8^fsxVf93m#;YOlI}?cP;Tjviy5{3?FY_-)}Sx`al;&w
zRud)lIZ{@*;NIjjv?m7DUpg_hOBv$mi=J0tmyD5ikI-Ng`^Sm5Z5Sb9Y_mQ(>Me=J
z6&AuZo5qh)pQ~r}|Hg|_!>7MFb9m`h-Tt%PXEQOFxh>39Nl@>X-?GEsGeyb#TBb(Q
zS-jG-C$1vvTi#(J;-cWG@0`Knwd%SAD&_q038FoAY|YfAJI{@YYSpIjD|-7YfWN2U
zp*G?)xBWs>0WaQO`g19Cs(xvH_wYQ%xH?`lWF%8(0rLXM+SbRs#*({!zI{CUkPH+Q
zC?IB;q8Era@DpwP(}cX`m%8O}*AnEk{nUhn=0-HIC9TOsKr~(I3|hdlwVrK5J(Eb_
zJAk#3fpE>l)p|&c&YY|LR+%QGzlY!T&5y(LZfE0kG=M$|ycK_QZy$?Usi+<-=qcwg
z^zoLuR}*71d1@#&GLZ0`pn+5GGG)j$Nbyoj$<dLRxd)491a{M2&TuKq*dwcdD!Gig
zmb}!ySoz{0B?-)|E4bAMJW=fnh9@)JR$=d<yQTU#aCZ5VgoH#sC)Gjl2fR*WVB9ON
zBRpN28y`rChvVz5hziL7F__jK_9A|Ji#qe%08ubo;=*`LXAF8o3DH|GyT5zNNfl`0
zcsI?2G?-*u6?Eki-fKYqPngkIN5KIsj-(#m=vp`BBKmdKTI1V0$Vd_5ML;Ge)u1zy
zo%k?UUL{y;@TOZ1XWKahj<exZidz5bf!WNtrRFm4%1k@-2h&U-9-vA1!3b>EFgVWl
zMe?`U3h^K0p1!6#X&AY~yAbJfq}wQw4y|h#`GzvXyJk1n(@glgXfe45ctaAXwF5$_
znh^zt!q7^weXg8YSH|W!!{*CAEN1N1Z|g>aDF{Y2Oxk|!&vdkZn&nYMtF2fq-aT?#
zIpyGVtC{$P_4*^tb;vzLdo5sZx)N5pjBAfks(rvc;o^}mY@4OnjA_-)Q<DU3>lR3h
zmhqQ-yLvX9&eLnOspX2p<vsPgB<ea@{77^*9`ka$G{AzG<n`uf5g9O}pVL<N>^v0z
zSb@)uk|k<zKhrFFa%_F&!o-^eP)5Swvr&#`&&=-v1cx`{{wtw6(dMHHH)Bj*$7#_#
zQ688i-oockm5(jqFJ&$*fFHCnKo{>NFFi^JtJhE<BX#wnZc6nV)O(47-{jXb_}h|!
zHmGRX&yxMq#cYL}+NNT#fWE?018`sqHofkQ3zQ8f*ZdU2KI42*$Y5>C;e|P0c>mSw
zxg)6p8k+YLS^-~MiIFGnVKB(n-l?pTN=%lzs@1lh1pXE&-3JlEyS0<Jwe>wSNMmcU
zPowA8gEy4qy**yvh0xxbL{h{HwPAxtWqq6JFPq!Le87Z5vDE#rE3{ABH-CCk&k*9K
z-ZDjrls~aux?5p?^o`^*yGK}#=a%8b2(aBvv||8&NryNPw(*QYZpR4bH5Cy(0i78?
zF~_C&`wd1<U##FYhvwH?%@yM5FVpyb&Ir*E)hDbhd{FC^iQVIIepza}4D?}qc_r4p
zoTbP>?6gL`wpMQDR}~toiHx+9)li*Tmp;jKrsTN%FYAZU;7qhnfXd;ob54+D{XhQZ
zW6G2ej4mXxBnQmrscG*}e4Fq2L+>3-%MUt@N2~lYBax*iLL$B18j~5y3%|mKFok>)
zqh@)lu;Q#@uUwT#Wj$9l*?dmX-UR4#+^2O0tThhN>`w1*()KAMr>1KB=V_U4Oa5wu
z{gRM;L!UDMe@d76iKrMP&@{}$!z0J&gcD;lZ--80#;M)c;@cOgf!!i7EyP~QsVFNM
z`17!`f@Wbg1+!xNYQBD)$Dm(XARnRAZ%fh(;1{oWbMF;5n5KYAT5%7nJglisn7KPy
zcIZ3)*pc9RmaqM!uYzQr&bnf7`u@p=dCe)hC7yTiVQY!Y87z^dlXMk}wnwqzvWY=9
z=C-##=uK*j5ls~8Gf{^*8-WF-aw%V(&HS+M!#ovrF<FLOS3@-8-DA<LB~-;)Kg1kh
zPbMsMsDlH*dwDX~4iX0iUuFAyjkAwVS}Ubxyde3^-8BM#L85~3z0;_amjcpcppVIj
z5=VmG6a;R}C&jrlC=ilQy~zOl{S7jZ{>=IXCsn@pd>Y&I%9iD?Y|X%<axax#<rJ}<
z9&hP_mD4QoPZ=T5bAK{3@Ivfw|3}dQtA%rK+~y!ucUN3QJFNBgjTgL*Z64yt4f2QX
zuWr^eYeHCc4pt&RZTfbs&K%Pqk9jEgz)BO6uEuOWGj4W*<x*=U4^K$W{q>wf%qk>5
zkQZ0pgndCkv)RVFm>QtMjn9Hf6_`Zy?1NL6XL!f9dT##|6!#(MR*@S#Md8{j(qNiD
zi5EJwBKF2kS1eUmV-+-xx^Z%C-CNrgE}x~9W%Xq|zK15BYJ%y|Y;D&p!G)iMooB+9
ztRKhrZq~;1b2Dv%uV}n*{EH9yTcSi$qzbU=rb7$~d~*=O&6>wmi7ij_p1e006I80-
z=|x|(B7wI5AO_(54i00&F|OhpGGe@O5El896<h=Ii)QKiCHYpI%WQ7nh4i5Z`kN5^
z)Xj^zzc}r2*N`%L(g{7gw>Edwxqa>9TXuBQ>3#<kP1|3{<vp3<UgH^0=J{4$9cS^H
znfUP;+;6`<u${6G?H3@e=BP(MocPbbc4AX`Cl;5f-}0eiozpvJUm}~jCiORX`9H@~
z_pmf5ZamLRcy4v8n(3QS5vPH}c*p@q&hdN5?H}Nj40yb>XRdlt)7O~zAOL$CSKiRa
z?H{6}v8nrMtX%!qvt9aw7>X4Ixngxv%n6P-FY)q$bQ?n(t<q?Au`x2>X7K9dSzi(M
z0^Yq%j*F1n6SjpO8)j)A%j>kpXrpUpD2xw8TMg1A7j91yKa|Q}FWP^BSESq9Y451V
zDH4XEm6Qc^=NW@5ezshDvwrDwJVw4@>jkgLF=}YO#0YFCUOrzBb1|)YIGrExRAaH5
z(-Zz&n?dz^<4y=A2_M>X#FSdOhr<{?4LoTd^SIA_>4C>Y<k8~sg16&IOW;Ua@b~F6
zC#Kl}^C@q4h0-q#e~$Zh@n|%N^BEZcX(o0P-SB=yu{yOk{R}GRYZhfM!Qlyr8uuRi
z)r=7M@PElYN;x)>cn68dg67X_#_q`m78B2-z-IQN5K`gd585Dz)*w+g_ga?IC5*Sv
z`8l(UxXt!-(BR0AaY%DLJ?cXLA1zSX>d*}%1EY$`=u_X84>q+Oheyu6%OB_5LrC0u
zQa6VWZ7TI!Jj6cK*R2rj!K$z~2Kp2v)sWMfBs27Ru=HhFssrW4*XyTlY$7^4(^*g2
z(SknpXWmJdAQg27ShXZ)>R+Qvntx#)5_PfX#S#)af7{+tgPL>%1nG<+f59hj=mv`f
zN0|<b9I+VLL#g*dPDb8dpwttzZ{GuSy2|^u@0ek9Bxa4C^|Wzq#HAaEb|2xU><U||
zgFBBvJ#`2|{fT3%@hbN>hXK95cVW#2GfzoJywG-^09sv7c)6Lvq@gH<;IY-QkMA+i
zMa1g-#!LRrQT}JwMpP2OgCA5@Bu<<|<$}hw&1B_wNpA45nWgBn>%9|eg9luzX^=Wv
z<VL8BVav2bTDG9V#FNzf+i4Y=H7Bg41BCkd<rlL->Lhk7mF0Lz;Sw{x;NJ5?QBokH
za$zv_24FdWVwpugw?qZDN4tyE56M>vuT?J#WxTAU6d`*XJ0tH2+Y7d}^I7qI`i}i2
zpI$AsP<YAL=&}Vepd}c%TyuDLsFcOsD4q=bQIq^@{o1ac)Pqxvh{9PDwZB2K7j6o_
zS)Z5k7j+U(Y!Z>9fPVndS#94vq>hs`i7y(;#`t8#XV~h{+5Z`aYjpn_4IHo-JPKwf
z^0GB`$qARUwKS6~ZFJw4*D*L8%b;HOSiF=!N1<1C^q<1E80PD@3^}a`!PB=VoL*Kv
zhVnb|QLq;?(7I)f+kXl6ohvI#-dUG&d6aCi>?!D(-uV}!zL9)vIV~eMtJ91rx%JB0
zKbin&AvPYiPYDrA`ZViJxjKjd?)9DNY5(>+jAhCGkG94QICWzv%uK`GeKO!OUPA`v
zDLD@XB9<)`>OBzCG<okxuoGfc=QzZSjE7uQj<q8LwnJ{p8U}N}WPb^Gcg%FKHar29
z{#y_`v%Ea{*Rqt0|F|w?aF0HnqnIRuAK2S|mdd0liVqob`}936lk4@O$1a+h#5)-r
zHjG7~@qZ4(^>`xk&rLaHF7{FkGVm|51C!&t*O@vpTi!SuY43WofQk&Hj<{XcocpT|
z%S7cW^;;W??W*fa$Jk88>B(Of`vLklHPUa}=Rf{EtF*MDt~z>nm?wGOkwMV2z~b#5
zU<4A0*3G<`p&hSt?@P3Td1?sja$O?92iL8O<9<n@M$KOKFnrNYb>HrgAB!8^Pna2b
zwr({$L;VQJK-5H;&5zl+8k=2Ey-y_?xd3ZDyMMd@5+kg%Kq8OJF+L&#Mdbr_cCLAe
zbtYuMslI0VwAwC2%`ghdw-4be8Mlq@H(#yEW%HEjpjh$&@<3-{75;nNz~;gE9Nlrn
zvjgjX_!pHs`uk0(Ot)rfFdK(F8_78Ia}p;7^DA#3Hr;8j>l!@$x*-}Gtxfr@W)ybS
z<!Ak)KJJHka4A=b+cs0Phl|?TWB~dYU3~@0fqv?l<IJNn;>9N``_Sp3H}Q767|9{`
z=YPeXSWPnw44C4-zpxjc5*+!F7dGTaJ(KkaG)eU8#%;`=!$f>kmvevR`nlb@yifkv
z2T5SVrsPt<FDI+zAeXBHyE`}B#YPW(naIF5vv4D-8=U_twnHZfe~A-4i=<YSB8TCI
zBj1k^5P89JA`PrJA~V1&e2-~{(?7gVyU@DNTiB+><K@uX6RHG)*-zvd__c?)^0}$B
z7klD6+XZJYHfbHbLM(mGKF!c=+!u>`O|^vPC%XK#pfR>x!#3k?Z!GBx{R0$t>z6NT
zBx!8){&$;Cj`ik{&-TawmA@TQfROfB#Q}7IL5CRF5_k_C^iAUkl%u?Yrm10ro6OIY
zPhW@K?(garzTXm$rhXd7fVl0K?~c*bNH7}_XgW|>FdUdU6{etuRtS%vq$~~ZRY}lG
zLe#>^Hgu!cM|Sn`*>kQk-YqWcLFR{u2rcWN-zMz_*ML8$so%f7Eim{`Pyj3GVK-zh
zD!@G}5aJ~Xnh9oJH6<|-Ts`OYZwK75ZF3j*x~%tvCY`8lMWT^fft+zkf}X<*k&1mt
zWxwpjCs*wDOpXD7NMWbO!L96TP~Ku(X@azu?cCD!g$MNhyqio^g!5dxHotXl{Kq!K
zHH1>C)H93<7D~jI%;>;0^L#ObBT{!Jth*h3SO!_|JhFKZ+ir5t3$iQ;nm{<|@o^x3
z>@&k;t<1tyf5lRql_QoFn@2Rxv?3x2`mTQ2Z%N}n^M}ge(hc_)BuK}|0*Ld`Re$l)
ziumbyiRedfKfkJImI8&+Z$6?{`}=ZYpAatNN*oZp{;6Ey-)VRAX467OS9(!<#)FPn
z+mHvK&xD6_F0gP-hH8976gVLWu0Cdt`q2`+Nm<7@1q}~%ejI{_kh<Fj6|Ww4H{f?@
z@mvv+Y@gEFgT3qAwn4YfM7b`wTAMq4@BTPexf5Ziam+`*w+YTNL_w5(<Guc&rYT&T
zL$Yd8ZlN*Z2Y3+5WlrKJf`Y7Rt;X{8*QC|DC8>pV%8cwsN4j^q#dhKS)$n+EN8iiR
zhGNOb-Unf?oyY*o<HxRT9iQu>Wj>`-8gYW}qc0qV{@XBf>^N)qVjedW_KRqivlXtl
z+MQbuHTm{nWkQVmm=?>713zEJr^QH@yk?f^4oJEqhr3$ue`*LkePug?Uui8|h4Pf)
z;*w3zV?~kjq6=MRw$vwXqOcq8mH-YbKuC4x^{*lW7D*nuX^-jAp=X=qmPRI%S17sL
zKhol*p*{y`*(O}|;Tb3u>CKo{mDLfSI(7$Di1I-j;@)aD;+f_Q67Y;;KDGSIOhI>U
zHlOPf`Y|P|I)ibGLD<Ug#QFx)6H?}3pqutZ@7$z$mo^I&?EAcG2Tw39{6ITi;<@q+
zgKbcX<-k&z*qm6~>LMBNi2xrR51$Lt|Ag|!nMLN)mX!-Q?c9_XQ}GNaOd#RFqNlSL
zdg>Sm*XC7J*u-PLPi<m}g@{?nSx8rircrL7TjCcNo+!txF+)GEQ;|@Gt^I}a+8~8s
zAtJP2QDd?ym?Ld3)@Wg8T5<1dRYaRy1c~{Ziy`A0eyWpF4sNFJh;)#4UnT5QeE}&p
z)YD3%G~DV$@I5$?8+`klI!0X3FR@DgKrqN9fq=ya8*(N6RFa5iVK)#<5U^au7>{Xy
zgR_5lX(|yg^Dsec*p@(=Y^Rm{m{wv`5Cg0wsBbQM@yp*kUw#iU|F`SxR?%w;w<4Hh
zc!O>zL<7g!3pQT~33H6jZ_?l%owUcUE0PTb!EX}~FHreNBNXSzW1<yqexaHF*_rN#
z0#<qgP}`~95)zPj(6En9t+AQQr9d~ShuYPqJ!fFDSLK)6f;TW<PQBEP=+6DUAI>bF
z$VTu->E_3x??kAXrU}dEvP!)50#{*aNTA^m4V5|faG78MqGlDIu7ZZgk3A@BweTn-
zlKC^*)*EBm?tIkTYAafecZ|Z8<~B#kKIqEw64h$@a?H%QUq23NN4wM*(mU-eGkJ;C
zJ%lTLFhR^xI=Y~Vb5H(VZ^`d{CjaZ#R6hx@*27>1{Ef1r$IOxS)fEw{XIg@HPW@?~
zK0|6#h{?udzt%K5OBXfHBIRS9WsBSXyPT)1X#?-~SDVZ9Q6Fu{K(k!bNFDVc>RnCu
z2X5b<gNB`mleN^?bv0N=2rKlUYsH{8`TGHbaOI0GUCx)`rb3Zlq&ARj1eGQjuaf!x
zQ>M>W8P#_6<uFymWTJs0=31yayDi7OVOX#tZm&T5?Qv}3nnsAi;#2H2><y)`56LJQ
zXb#*=2sodyE+gw%<Z4|O{1$s1=iY!}cPajSJbww3y&|&=IC`$;5D}*BKYoCvDD5c?
zek3@a+QKS4x=UJlYFIT&1Dp$OJ_aGL`){;bnl-soH)gJ`3Hs%;hd0gSAT6v$XjUY0
z5Y~oR|CdembVLcR#1B;rzG=l4+A}pDs;g5g_U-qei93B!aGfs%tWCwxzHUu-6b1+y
z9r^ZU6MVEBqUe}vl@cY9svYlSUS0kEjh&aS#&>76f5Zp>?>@tl#!ASw!et(g@7Y|n
zvS3yD`u=l>??X7O#jIo%R`NRduBU&*b@WAMr2|=dcLK;Bb~uDOxd8;}OKd@AOCtgs
zbJgvCG5LV^QNg7xgp`ArLAUv*XjZ2vI|$6F^1fKuq}&vEqpC(T8Yo78v2{-RHa#<?
XN2zNkce<9|VFrhs|8a#N<gxz)gpV@V

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-2-AI Technology Stack.jpg b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-2-AI Technology Stack.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..a9b77a9bd28d78980e0a30dc7de7d396a7b85745
GIT binary patch
literal 84636
zcmeFacTkgE*DrigBvK;?QUs!cfS@1<A_xRUx)=}v=_)8qM0yJZM5;gpL=@B@y(7|l
zC(@Cs^bmRxLJg3Fb9q1CoHL%8GjqOg-us*9p63m-`6FCquf5k^Ywfjv>&MZLqiNuT
zmYSv-Kt%-rRNxPAGzO>u$LZ)GbjOZEAP{=`;|xsf%uI}oOx$cIq3nD-Fn&HBUfwf;
z;=*UnT@>Ku6_LGg@v@|}v@}duPVt(Qg7_6_soxKwqNk^4Vr1fCX6BMQ%X?Pp|Mlmn
z0bo5&%MYQUp*japvr^HpQXRDbFtDG;sQ&r@|Idetnuhim9ppGY10#4r=?Q?EiiU=o
zmgd+oT3YaGKk)AWE$cD1vywOHPU<~`oO5QE3XJ)DT;OI=BgftE8-iCJxxAofIK|1u
z&2wHzSmc7Jw9Hl6YjW}`w^Y^CH8i#K?->{x-8VL|vVQ!;#@5c>)y>_*)63f@=w)z7
zXjpheY}}jpw+ZjwC#IyPrDtSjW#@b?E-5W5uc)kQYHn$5!+vY;=pPsy8Xo!aa}+m&
zpPiduSX^2rY;JAu?Cufw4}Qx<1<?FUEb#Zg1pD9QVg==*rlqB!h5VL_irN!wG_178
z&Pvj;-Oz(PbUt}bD)2b_&6v+cjr0On?rv~Aa{111N>Cbip72|=za;y=6YRzRC&~V&
zVE;?5QGkht3Y<I|Rsas{QzAr?ssFqE_Za-Q4*a(c{I?GL7wEtR1MSNOv~hh5fR<QE
zztU-Y&$1=&tX{hJwq$<XmoCLO49n6}!HJh<*)++Yy#@6?c()&K#yl_yP>7D$ks~or
zJ8->UuhCOr;R-x?lhHrQ*vQ1PIajq~#U$!GUuroGoVWu#mo~C4+#p#?`xG4k4z?82
z9IxJHmrT@dgVHxRF$ch96^t4XJ-Ev>b7RK#9FBli!>Ek(jkX_BN(tE=&drq&OolB@
zk4WKNM@w8)V~m|7eBw~l+W&e^Y4={!STNVX&V3B;J3=H`Ru___XAx!Puu=6yXlBbW
z(nFu?2$;!DE;|B(wH*Lfjm@jxvd6jbTggzK<K27rFv;nX70Z!uhFulsY2748_i6{j
zXAxyu_x$dl(k0JtG>JPY+<18IQ<9^K)f8QTf~SMcX~f)}6CFOc7AVvXBltli!yY5o
zAU-O*G2u{7a_4YJv1Rgf*}F7<@$ws(TD~s|{%%xw)RT%M;1k;sFhz$hMjQbOf=56d
zvoBLsLWtE(0&)146}g#Z9EBhHG%3<|=F$;x(qXCX+Nj6Yejg;kFA=qm6DDuiULA=3
z(tZRW6So`j-3(Xd(7LaE_U99o&Mcb!DjPh$ZRZ022zY14$dWeWDErc%?giyJ?i*!F
zM3dxR_c9-{5T>p6hsuaaxW{3)6r{dp;eGMW$xuPj&LNG12(29&Je0=lnnUfWC;IJ(
zOLvq)rGFxCY}90r;X3;femG}kek)ZUZUU@%nyWDQiEx<>e*fO98K=<7X0JQubt(R+
zc)+`rV^M0wk|oVdBGgG2t+_0*1`oaUVKFg)f1nQnQS}j&FK^a}HoZA$xgv1{SfneR
zCE7zfaj(8A&L=~!rqojH^oC|gBs3@ZwlD0FA*I?6JvZv?j)4AE84dP5Xa#gQKw&vz
zSK>O3?bZ+N*r_HDYV{T4O$SS6ot|?8zx3$j4y7>U!~lh|h~0Ifh7#28!>RA{c9KD1
z_fRGgd^Xct{BF5#_#*?3026><|6E;>1Knp-@zHg<>p^_~6PH@5C~va;$(i+#JFa{m
zyT4ex;`_RF1fX>x;qea#S$Ejue>u+72Vbl{Kkzt7;H`so?^Z^;aHHSNi(h-~r&got
zzx6>v^(@-l>VtfbfZ6lD=t5Xex;&yW?R0&~uOwI#{Sm+e5PZZ&1>&YVv`(n|csF_i
z=mjG-*vnwP;oW1vbDk4AfR{PP>Spi8M^t1Ps`^=te<_VQ>5?(s#GE?$`i0&VWq!D-
z&(;*_vc#rX))7#63w|hbPsa&YTe3F)L&qKVpe(EYPzLaR%&~%Pfzu0HVw(42FuTgI
z;hcEl4HsD(!*Znnnj@fC7ZU&7B5@c)|0=4yssgstg(BSBd4)R{o1tSKNV&)YCoBV-
z2V(vGSe*Vh)QnY5%0grdxMV*p9RUpCs-`P_nd@>2=w@lExe}vHrO=JRYqsvM!tY_K
zrY^wpwILxC-f>>-d~JIO;ba92oV%|PI}013O^dr<2=@xHq9+Sibm1@Sc*5C*Bf`yG
zD>dLf0SYM*+tnBbFZKq1?2N{w^LMk?P`utK(Xvtb?4S%02gFkJIR$-f*r^uSjnaR=
z^JDf5<L4JHxBcqnS%NnD&h&<hcls(z9s!?qA&K8D@)YDYz9<(=3Rg}<E2A+B1~dJ2
z9L3&FdCSTR<cDEau)QI`JBnl3Qy$*r73bsN6ND!kUe-JUusI@bQ^B&dXNTOc9baDO
zY6QQ^qUo|Nv_deD&bu)wXkWvBhLG$TdznchFHU)pR9)8EI5>sDMH>SS>jA1MzD-6^
zm(U}?hg#2hdtKtCL+6xz_u3cezch5`B&6wNL(+ZzL-iwo<F+sC<*&my-JuxQz1t6t
zfYm{&d1<5MZpV#|OJfo;cHVe!`vMdXY8(N~9B;llh*Qlv{>!|&8KpJ*ZDd<647j@}
z{y;@JjxHYokgGE~=ZIF-fa^gYB<j0Gt!$VQEA}ia(SILX2*ckFwIphEmm#22XLi2*
z*2zsRv7gpS(=978bg8V^8)!mab=*cYY)3P<a~lhGPnq9b)rTp3qv;mE=?bf)!W<Qr
zqKH6i5$(=$5AO)}=2zg409Z2gdP=Rh4ipz=mKnAlegqVNY8H`|((lh5N}jLGia7$z
zfFs~%7EO<Bp#fTjsP~~fOd@Q16I_r#bJV^ou?DtP`eCd=@v~^!vkHwJPvXv6CYaSh
zMxLN{?K`Tz60Mvt5_&^6ie*i|eaBXnSl={^@#7l}_jt$)k7!V1>qb#cYB2Hiob0_w
z*uO@4JI-OFK#FtCr{?{&aRC|_amN&`L)5^3)Yn&`^g}740SW~XJKQDE;PiUW8SNnm
z<y{b(<n!(m8_`wrJkmxKs$R~01oZti`!_L777$GaEZ*z@R!kr*1vT<>c`$sEE?&r(
zJr{6|L98~ep^DmXira3D2-`?g0tTKSwh^c7Vy`Xpy+@@3&)tli!R3Q%-$$yX!VaHJ
zk#tOpiF)pyAFC))flG3r!?LC66)C)j2(pcRw9?9BW)C@U-A*x(Ac<b$eZkr0alT<G
z0@$<{8#;~a4cZ=>$RQ3h9RV)K_h9p)g}V~X=g)Im)Ouo>`T{CJKa)k%ZCj{a^j(3*
z`GRI?YZ$u9_?k>EGz1CcAA+97m>qliVS6$ZmQwp@6N_st6660W_;BQL%4-y1Iivx3
zJ*LPtOX@J`JUEj#lcASVYLiwm40BDOD?ewwb9fn49@BLwQtYGEp-@Q-27f+`6byK^
za;(0k949(R9|5uvdRE)xt|nMqXtS(YW<)?QA_+8F%KVI~zEz})8?4vW!&EL%;8!wn
ziPrT@3X-Sei^JC&7Ms?e+0ryE7CwiulytExaa2EEUGk#O2bYlr)6a!vBYop6ZrjO+
zSbQR|zZr3GZl!Swk`ksonj=<dWPHbgZJ_}i<qX*3q^RxjolX>J??uH%>TxHDMxc5v
zDT#i<k4j^A@;Uk_OwxAXK-dLhJ>`<2CsJzPnxCE?ziV@7vexEvK^T^AYiwIj$D<l|
zsHH|j6m;zdybL(DWp`nXoo$<~<C0L^<JT|zYYZ6cLr~0ouNr4sgP~_NC(xk1I~TF1
zN;Kd2CB0=$aQXJ~xxCFz&L;B0Mn<aRMIW_lu4=t^d+o0&gH$taM#cpsc>;eBccL$+
zufMY(lCWa-o|cz2NckAM-aooQL%79-G#=gDlxxab*74!>Fr+ZpK0Ws}8jSR=1o%JT
zzT`Rp>^OB4*YS*<bMWM8S>$0Br>l^IwJ5D`%KTiEKUNT&V(B%~x>=s&S^cfNcO3@D
zw*m$OCE2F_)rHHE6l3z*VApM1R8;^Ozi$W)r<|X%5KMgbN_u$I^X6Q=w`?_R$qY0^
z3Z}j@#&{!x@}i)*@{(6CBmEQ|Fv-WB*gWdev}zZwJ<qO7rTPzV!~ds!(T7+C$2X5M
z2YDRXshnjTZz`<TesmpSv9BraloT@NZePAXpPCZDAo9O8gC}ZCX(7BXE{G(vtT%tU
zHmIR}y8DjTN3}}@jIr#yMtp<YBs-*e`q;9GtHUV|2M6D0O^RxhlAE*JF@9kJI|VGY
zaNKT6Rqd)_xutZ-6+035=CBYgwO^xCe}F<$MBj+?e82nH7#-JTtqw@J(*OtNe`&i&
zo0^YjT1tS-lkY#4nkYjxKSEg`26;LC-*@b!t3Tk8(9KTn#iq=W?Qd)6qnAgLv}0<a
zdkAM`u0cIjfc+oRd=O0)#|BN}E2GjitpoWuD?0U+q#T_5X7>7V&o7qjuwr?(na7U+
z(M2T)eAnXRjLtLjl+(8Cvj<T_vp(^wRnh6L-dCQ*+A&J*Br}x!L!|yYW{0B^$9H3U
z{p631NF%qL_Xi(PCe7K7AF%F>+0A0vu#bTI6nlPMFTT28xhs%2rjPWZqGKEWYB{t;
z9@(L`|MZ*<wm{Ot`+q6mZ`13xyITH<{v$7&<J>+X6G13=RE40&z}JQ^?LB!p?Hj1f
zJHftm0xR};IW5BRAER`>(Mg#{z+?X&qrK<ZY?GBzFoSb7@^wkI;ezB3H{0q(zD{gk
zli51|j}hqa&?ojBk1tLtiCPBS4-|C(&nXV}vd^hzR&z;rBGJtP2S!vD<%HOtYi?-z
zt^lSVqP{yqHL-u1&_yKY5g<V8pJckvvykiBbWuI*0rvS%QWkYV{qZ2PDpju2n{Za+
z((;)`^oeo&*giwce?eO3|A#brAn0glmbxEyAn9Hz|4_-ide2S4sLOr(R7{?D{)Vhx
zi9%_70PGzcXQ}k51kh7u|Br13ueg|dK08vAmmc4Pg;VDaV}q$-r<TsP8Lc^^7H<Y9
zLh->Zno2<#ZHG~%5g`X#7Md18gg|432Q()sSypg;3%@@Nl9QJ*-tyI8E=u6OOgZi{
zB5bW_os<O-EJ>jm3!kp+8=ki#26wKEJg!=&#J~UZ-hbm*lD~B0zz`KYdByVAm<Y{=
z{ignKtqLxE7|DUxR+1XNft}{5X&~cwl4(;SM1cR)mS2Bd`I&-wx*7|-Kh>!{Fi&fE
zqqVV&pq3!A=FSDzX$rWGh}>hH^os3w;}T*{^W#D<SvZ*QweDLv@pdz*&@<UXW@J$&
z)3$#MVSYXRH3X~aLY?~3{rEy$H1dYy4!k4a%*g$#<sRw?sp93~bj;fI4?A0@_lHaX
zk(7vkMBA1KxqsC{g!beSz&0}N$Lzi3w|g*>Op^MbVl@-kHa}nqiz!rcs`D=a-ux%W
zO~p7tBZ9~4JSn9SPT0oT`$N^!-?~0Y^|PaT2W^f3es-#If{TRMj8cYVqlh|rqqKP>
z1!*_xe`Z{M+uCyWnD@jVaRNsnE-uP{@DMX+%#n{vHnl9nK0+)hbGTdXGfY@fe0VYq
zONE%T$72S%oE8lJ)Wm<|g-ugIbo+b+l=pqG(Mi}hIx#MHFk-i{7g#8pktDHMaH)=P
z&`15B?COm4Hr7<U*0pG-y_+h17Lm+nUbQ9a!}f_c4kCb`#0p%EuSaSM0GTtp<WbL|
zsdT+o@WBUXBEwA9pT-Eo@LJ&poo@*2bDsUg#v37XpR218T_^!%ZrN1MJsL`)>{gbj
z??4r0`rzACPx3z_VgfhjEL*tz>N|C3A1h=e32(|Y!Ka+^eIU);k*6qvuTg!9q4Uho
zp`GP}eKfZJ5Ci*nI07;KW|w^>q5j$Js#jprkt4yVM8Di(AgO=;3V0U704&#uVvF0P
zVC%{DxRn}WiR27!ojP%P@eds;h-*~m8DMD>>Ya5+DtOfxNms#s1h7Aa%-YhhZNVHd
zd<tz8_ha|#bQ1O$d^M(ea{K-%xgSU}NijS$M8VQ6H;&^q4T0Ih-&=4b6)E$kJXGPK
zEsR+RQvo%j12eN*Z*gE6lI{PL68ca0zF>()ekfq40{vT)v<jA(I8DA-^_i)m2smZF
z(AIM3%%G^tu_|bPh3GFO5w-8ckaH6zCmcfmv?-;eE3$EgW4zOnWBUYS4yW6WiRrmE
zX}P3Ds?i#uDWj^WXpPsH-o$iMevzoukzb5VbdCIY>Y_h&^55CDl@NVQJu1Sy9j{s_
zdKF04?f(vwE|i^|TzPtj+OFR}rG|poDWnjR>AwHndpXk+MAQ2f8{1W@hR;UbbV}#8
zWzfpUIEs_KObrNEdaA6cZ&3e=c{eR`K;g&+ll%*o7Yz)5jveMofDx;ls2Jkj#%^xP
z7oOnAFEroZJxB3KOF);E1P7IxGj7cHmK1R}0G`rR?^WHqH}IB5KU52jfM5H+^J^VL
zNU?m|+`5CN`}nmp-1@{mIvI}C&$i_jXNNCsS6{-|ek?243e>eXK^_>UJ3n*-K0$s=
z^G5a^Gr6EV-rzIh=Fh(3@Hy(?y7W--&uZ@v6id&1;Q5<-F^z&F)W=`93tSz#w;()P
z-6;_?DO6di`AezYn)fl=ykj1UNf(0oZq6A-Vl5z=GH07SI(1mA=6ROn@DbF+*yHD`
zDx#0;)_lEepf?z2!m}P)3TK|o&&Yn-cl#SJ%{ULxnNp2rLP`uP7^EHncE)Bu1${dl
z-<oIc`wr*TQ<F@&uA4Mgd?WAA`fMjdrBbRpF)x)al$O8sG`*@ZSj>S@fHvh2J#hua
zGY<6Pt2RaStk;J%!yeOAaxE$II&!$)8<^4_eDXEc_OVwqW7F6hGP8r1X9ML7;b!%c
z$0b4SVM82B9$2u=&qp;Sj)Xj6U4DyTS+61+)P)o&3r@R(QVb5)C}!KTHS?!Fdvrxj
zFmm^?OaeHsnW>9B(KXN1FjNVv-?<-yNhxJvc)D)Hq}{JmlOjLoo{VOt3SzW?=!os>
zsF!=+Z}2Ae<Yq28iFBwcgra67TOW8~8hOftTU^aAx*B&<3g+p?qlkSF*}pTDum6*+
ze0SEJEt{-*!?2`fOU6{1vb_lZZB*9VWDE$WKHal&kF=&3EO1Pbj6RGz4CkRje(G-)
zQ2&`9GI$itedo9w`x{+|!OZ=rUvZhsSy$feYN%%w7*_SNSX`RN2*rs}|D50{SL4Hu
z<Ud*-y*>JLc1?&5E`U-|=KiN-dwqnP-cutAUug9F4ty5AqViFDQ9hha_ajF`icc&b
zAOrjj7WyM^<G)7%Qh%pk%DewlCu^$F=2>;d`=&EHf-||`PUg}VZOt7Rhq;jB_B*DS
zS-+*{9_TIxU|Y=mQ4_O{5|?nouJG5(nnH4iDm0XHH7D<VNw_^E{xsw6SCz9jneS76
z*6^RB{A6ldL@dzlLC#e>z2b2*y0TO!T5P#(ZV2=!FP&K-i%?5YXY<n#f`X0!@ecU5
z=vG5l+6fJTS|4=twM);Cr)R#cKjUF^eO5hdFs{5`ZTPt0)y6J6+oV^>f#rb>#}~-f
zlrkF;+Ts(E@1bxho3nmEf(qRkH-9;<;qi8>3DNxNC8S<qOMc5${VW0UaAtipQW*D9
z$*TsIrX?|}!c|w*wnO_MW@LXriD|8pz@NVx&XD(3Y8`3Atske%@Aw=s`goSSMOrD?
zK)fo|=DRzk9rI~Vr`nmR%!RL`;|>cX-wds?aU#)JLP6c@`NE#vQz`Ewz`xWHX+907
zm%!jA&du!U-#E-o8V915A<|Tkmu`zCnCQ#*n~q0_eJ<f|n8xoE=wn~P_#9|ay^WNc
z<w~b55!oc;f%RvmZUbgcuIn-2L0we+tlLoi3NDL=uKK-@4e>g!ZxVf0IXC`S`tzY5
zoR&lbt;&VN8z87EARTZ-%14YfAF$-&wX<S1FG(`TR^Yo8j{rS0wbB`8gyo=M?clT7
zM5CvqE)C0v=HoFCA}t!|>Ato9<3LEP%a*2OW4+~cw|s{V%t$}mc7VCiNz6L4>Qh_A
zVbDplZx3j1-G2kg;@|_=lxYO}AjwGaFE99RZnc!JP(ssgJ>lk+es^7c{+J_inOx&H
zeI3CbtndB!is^)CbcBW|$|QBBM2Vf~n(pOJH&(s1+u7xgRfQ4PR5ucr#d0Uqn>jO2
zjh0rcB~{U1_P}&S09%Vr;*Nc3SH4Bu(J*ZFar{)TIMU?MdH6of@n#R=tIE}1$g;K@
zq;BuB?1$nBIc7h)(yd?Ie95!)l)JZS&46nE*tj*iMHeEmdsrLnKOjCZ_-w@-)x2cv
zh*al#a(a774)WckB4VY6W%;$k&ucvxA^7^+WDq|<?}a4BwMZIY-}k^vnQ4-LjJ$=v
zb?|MOVwIuiJmkC?Uqa>?+jGX!k6Q8>7p>?KnY-j=BQnw9hFJSg(|iph(82itMaCwJ
zYq6_^p-6;)rR|<gXIG}HGB%(Ck!doA)Jf6C^`4lp>v1`UOhtJk&J14@<c&_Lwha4P
zIy8)SKhyGcY0+|usrf(`Vl`u$h1B+jgp|^ASYNe0aBK1VDY-|#eT};2#b&<)W4q(C
z6KUTi4fTJF7!l~yUs)8zUKL%j<2K~GF`sAe+=_>@pq`qdi64zcOn)@Y-{TWJ*y-&L
zxT?e$**l|*TI4wb4j2tAUw*kcDN|Er`?CDhYaN*y8{!9Q_2pwGL=c?@;}<vrzJPGV
z#Y<+#LW=x8J77k6+}4=8?y}`6)rtTFy3eQ_2TvoPIE@jBvlI1M3+eWDN|zIRn-0*S
z>*o#);yZqY8`lrE{|sF+zh|MaQ6Hg!Zj)zAn|&~48~|GeK|dB>6%3|LwG|}}eVY>l
z2Hjl7%<xe9?T6jK^S{%sb9jR9emxO_T9}8Ej~j^Areyp1-qDrP>9YDO)iaFLJ?&mW
z2cLT_(=_5rkSlk1eQ><!AQAWHE**?!slKi8Ml80P-?_neqfmPTJ63Zu*D2ff>-Y^3
zVEo+9p1{atC5qAZi-khM-u@{=JP3TTjdnKL!G!swHzg@b85Vy<#NV=EQXdXbq&}SP
z4K-<>Lt8}jn2|nDdG&tYE_jA``TPvv^|tk6m7{{cP)&zsT6}oS&+zNv!r40+p${%|
z%>*c(LcH7p@hD2A53Gbk)Vo=cLY38Voh3u7v&iiyV;0B+{p2RCX<we#%bYJCjCURZ
ze!7q}*+%9^iWxfkcMKFYlQNfd>l>pUGRz#b5AGQ|^eRnw9szJRXUdT9*t23xi6&+*
zi>A7QsGWO*{<WF%q5o#CHHE`s02h+&m2=k?-?^q_Hx{^JW<NEN`ph((YKK`{DAik}
zB|+-To;|RBo~Vi99+fdyOuE*PP@aE=sG7a+8=adWk!-gQMhHnsa_!xx!++V*4Cqgn
zW%Y%_OWpdQc~fNjU?sNOT~<nG`)^f$IoYE?iC?gAOY&HEtb3nf4dS{o$B{gh<&oEk
zL0XLC@2mXdnJnpb8t(<QRB3l0CbkenqolW1gK^4&ZqigMG}9I-x|fGb`W4f&7Kj3V
zw3oyj5^Z(i5oWIYM(^_HI+!kQQZ4et6#U{nF(3yS?1OxkZF-)QMoiG;=A~@!ka9HY
z*qX-MXYwzom%Kazw6<=?O~wW&D%P>v;REr^moYbo*f9*}pofL*c6VxAtikiK#P7=d
zfx^v#p`Pz&%+F8_>}6v5Q!GOd{O6`-x<$mj&$eTi%+9k@Ejc6QHoDNIHLj1~(=f8n
zk5Zz+^v{zEgzjotKQP1}DdbHFPz-Sju{icZ=d0H;>oP5h>=OYCp&WZ3Q5gNX$E(Yd
z?6WB^Li1y4`UnVx(ZP5|<9}&E30Wwd9?=`Rj&y$V*ONCdf?XPdHc3FLtcjy^AOgAV
zQ$3_cusaa1amNQ4L~>}!>IQt#qziBs+IGTA%RLZAG?SAyb<8b@lG=7E6Fs9hvQ@~_
zzLVCzlMH<b0*lW&9RVr^=yC)h%bIwmLkYpQ)N)uR*6t~roi2{eh4lm|no`(<+bt7X
z<R2=1di<n&BUCR`aK%LJ$|Ts?VDBF>ST*=ZAx%&L`W_PX-35XjJ=H-sIN(a*@PWVB
z%hQnGjfJn3gP_%#dg0*&SLh6g^z}(XvRBbi)R@KKJ0nLxJ_rmv_AK6|?o59)L@ojR
z!otiPZ3sSho<blk($pv6BF1cb3F5Ec9RV3F;QS%s%uj_L<j$;#IWNj$HVPHMA-+Um
zli2XWXgcMkp|nCN9B!gF>m%Iats3}2h!n$C9>zq3W+0WQ^mqn-((bmO!W5-c$}-3#
z_UcLFe$#=ySrn)h7!&jEWm}s5r*(`D<+3-<*9}+&VJ5@3$f6_+_0BQJ>;k)&2i(qN
zv5w(+Yc69msFlVup-UAV`#ar$PY3eYkY!-r(pW8R$vlxJH?XZRGwuj57wa(6tx+2<
zmkL_u8mKRo=q1(ZfD1Vh*v?j>Ccd_A^~_XK6gmP{3<Ne*+Gwstf5TIfcF1C(ugr&%
zX;rh#k`+C^scI?c6tE=bPm#&eR3oyD2p+2Vufa#aL>#<71x8on@PY3#)MY2w4v%3s
zroOb(ISBdkW?+sOIMZHSZ&|lcAS6vy;m_pNNA2IpjeRH#PDpw=Q5aAEZR%Kw03}fy
zy<}EJ>}|=>G<PAM9NBC8jACEu=dCOB!cOWd^X(IvXRhI-6uVO&`2Cpeg!LzJHmv!p
zUMdaX3tKS*2v;lQ?aNVn+e0gs{KT9d#n&t4Idz}xl35ZDr?C-wZ%md}rzS7{;LxKm
z6Tfo`Ak=n^uaL!9eqa1RWo4x0Bxa}Wvn3ZXhKezN3h<e+Qsz@Y(IIs?{RZxj7UmV>
zVd)o$2)C?ma&e}XQI3i@{vgmyaWWU>@9OC-jU5_K%#OVdj%X6%rO}?=`*T$x%J7$$
z+jC<`JoTa`cVhy{OX@On-_3L&2ifLV$O93eL5&)o*FOTNrKuJZESYe{wC$eu&p`;I
z=B$7GBP`DE<Ek%Z!WQye+(muK!my{O^?kT-W%88^-vo6bMX08CAx~6a-3`34++;SB
zJBfr=L@cU0<~B>kd?W(U;hN7j@plZ>AU_6QP*&Y4;wT5nP(&&5Wd3+1%&}CJj}dP2
z3GwsLQZIh+qA6t*wUgWRXhh~dYRI0G9<9lIpI>wYtMh0BHKwo3A5c&2o+0R0HzL-F
z#0DA&5%nGIVmu3IA2yEBt*@9x5XV{;jh<EeU)?4XayO872*H&dE1s7qhjGfM1#msD
z&eB7}5s6+5yDiof_sR?s)u2S^yMx-VDub7~1^urTm{LydMS4sxpTVrN&-%;djrE3o
zx>$EJ&LP1Uq5Jg&xN5}VHZD0#{AXW&aIFO>rBR+6j22Nx!1q!<rF%Pe9={E$(a4UC
zU|p(<>xdMO&2CS6q+b;hRR=Dm{5m@O>rIm@CQl)Xr_9^(CrFIZqjYb)-VS}a63K!x
z+2pMJq&B`;Et@S}?@$5X{CNb(10%yEd1+7ULu=O)sE{w&#;<sb1P}ZFC&CT#nIw?V
zL11oJB|If<nQ@G+*1Y%Q1#eud<3d(7K2q8)N+xL*T-P^G{MfN@EvEh>aPMzSU{U?6
z5~YE<wqVb!jA%3Mc;$wl)F@?{>_6bmPNwtXL#KPy)~q`^^AdP9Pt)oD65XvVSmr-B
zs6$DYO_I~CYy)VL*{ObD!ryY^8+|VS1!tET7+rad)Y@Rl{*28S`!Q+PxtnzV0T&ZQ
zkP2;2FzNeVTC1X5&spWzeB;{P>V&=>cB(Ni*7ph=cn#ARWkCW{^M!KxVmiKhUtdtT
zghdlp%BE3BSBg-vEl{XVy!K;cM~1SCk)^zF=n+%V7+&8NdoM1%A9+{v^sN@pyO(XL
z(|bvN-IPO=d_?@a>Qh#+cXZAJ9+nIko0cfvS*9+?vS>nN-meToLH^uW$J7!eg{Q6G
z{rbn#_sRzyxh}O<hu&0EyV31KPsGnW&+H6o<lQv8DWwBEKWRG}Us_a|*x`laGmoP#
zH<9DSrAS7-DBXI158BMvE=1}O)WcS-zYa<Smc^~#dR4;n78UN3js?vf4(2NcD_R|u
zJpN57buvJvj@#iB=UaJnkh?dnVbwcwOJ<68A4+SsMia+u*)0F&ZFyPjG01Gp4N-g%
z-Iw_Hyi&1Tyf3aBrP$ST*JxX%i({T&T2H<4(&5dxGRc<aN+Ul_EkQgZ*1T<Z^tQTR
zcUO?@ae4d{M>Y=4ykxT8DjcfAB&{u{u;3}Te=-hJz-;9eI-?%0plR<Y{;S0hv(-dZ
z1RXR~L(eE8ZoW9+Q$k&EdbF8=kFD7T9ocsUb;6U5JrfKnczdkn<-VTw<zo@iA9Jsc
z%;cAT95=d3InjUatq@Z|7!|D#uTfI0rr?gWE+hkKIxt;bIY2Ugkh+>!au#Ddts#$|
zyH_LWv|AXWBy48WX*){-v&1Hq7u?BOjx3jWwBI^#efSo0vMCO|k;`KgURV+(pf_;l
zhvRym;O9_*C1tMCAust0{8Ofnqu#4VzCYu(uj5iWLbROWPsb@LIf#jA3r9cQj}lZa
zhTimz0D>BMYRi&x5f1)i7YlI?c1efTfmHQOL(EpqCZFQmmd@uz(aS~O<2JHr;pwWb
zlud9MmpaGIRdkPwW>G9}qrPS81kr@b!AWY|gyr=eSy8g02n|eSBco{MG;!_e)AUDO
zR4!?v=(~PmMl&))HFW~o*NxcJA5xET@^MARp<9OAN(q@Qqxr9XHaskfP&VkU!i6dA
zEL?1TSInj<C%Bi)(mQi^ZD<?6@{pUX<2p)L>53zph#fv<t5L8?i}1<bJ(n^h<J<kn
zcD^>D%L~tXVOy`yfCo6BY4l+(Q86d5L^hV>u3c3ruaR<m`k4&HTOe>S=ua<9OYBmD
zXT7zz%07!a-JR!9d_-ZgSMU9eiKw0Umxqq)R+1f2-)5}@Ccnhm3B0=<ZK&$l7&r?v
z0s4m(6tfo-^G4k#@?J?hMzg=3d}-v2n-JFB=ndE*BaGC_OX`BYm51D6iguBLl&KmG
zC|&W2Z4>FAb99PSIljj_*Kja$eWsq*!C$h{*j+p7d*(rf{!2u1GK<UKnPw_OUf@b-
z^)dPMV*bkhWtk{*Xy69&VdkvO-W#fP0$-<tGkVt)wl`+PZSL6uq7zPr(aEb#9h^22
z_!F<A?MPoy6>)-I9Otzs!{O*<`2APukE`S#J-bRx0kSnl9*Iw4oYKY~GKz?E4uFBO
znW8;0VsT<6LE=M}W9mj;&OZXC@%t2U8yfOG#+&wI)U5VFB3>rw<D*qPtk!;Ai5puv
zttjacx>=}H|L7pNnLk5~;znihch26w`?ITHw7g!;cfk6Z03$`yI_8TCrkNZo3(y5+
z9!pkwo^5B$^i4Qn6P546F+x&3Lkvc^gu?f}7u@_a`MgBpMOHe^@!g#WgMW187yygI
z65k&InJ#cGV1Dk=W;MU&BfB>Xhif|-|D40o43fk`XRkv%<BrS%=Y#y&=^d7-o>~|#
zBIHo6&DkrYW?ffq@Yx;L!!}ThO#a<x`tR&tl?09WI+q=udw<Jp&8?35bj{-j@KNv#
zO_;FHoZmLlaTT>*R&b}Po}ZOmbOPojKzFciKPU3%F?(TS^Bzx<$0l^M;BGaHzMz}&
zUP7fB4P`%><tAb$YDaohzw_j}=ATyW-x-DYaib>S+(P~+!&VX@>gF^ndQuh^<%wd>
zY$-a+dwv@Nzl&<Bgt3jivShPA!Sp)r@_c|))_*cuBVz*)ZcFrnO~N}W6IUr5w}gnV
z(%aN-Jn5aar7lEQ5H6+;z`I5+nLD+VvU(i>2EqQbE&=toX~+(-f1a{eLz!dixQ0&u
z0F$mV*b%GGkzV!$pl$Izy50o9|C0uJy^gzSME1(9(0SRb3rn4@W_yuo#x+(s-!N`H
z&gPg#jko4L8<&Oc#UgzoM?S5H_vTGr@xzPRY$Y>D|0m-RM@SO!Da7zJsU0c&R>93`
ziC|mUj8H-~(Kv|!Bm(FeFPa&p(jd$fluT<RV6NVxW~bnub9=%%0iF!&uk`sN+7T<>
zIFRgn2G-MxLuMT!3s#zI7H|2q3U5kNHGQII*T;mPUbg$kVAH9VrfB932yecW1k%1;
z^#>2Xc1Ec3*C^w)V|&PX?1H&xlP+c>{ti~@(a#R6gPDqM4UWNID(+j%fWhCmZ~wy^
z{5!s<pc7{S$33!pzvG0RlW7|<-sl&QXyH4n;z-_*JJ3Cbi7;%MYAZi;R{03HIxuL&
zVZPpW;ge<9LByBSR-(CRos<gEKh>&yBWS-$apu$Q8%5h<W~%NM%pbA`&#v}Kl0|6V
zC6HZ@fEv3u`=}B4VcS0kea|=26oP$~23F>3qS9S01R_-n&9f-`1qnDg=9#^)58iLT
zijc)lw#9_i7<hA0PPGCL{-cqu+8acTNrmq%Hq5(kNMFSg3*s82-XY!7u3ZDOpEocq
zy2lE`N0^-nP@{`K$3*l%-j0Y_hg8C9J3P8H{KSh4*B44JDm(sEtkezfp3g4t=aQep
z1<d9giF&&$8!TPiAkKqpiwSXN+lsUlZ=;Kl(5pabf-rphKkoiJkeL5f&)lARX@ayI
zJ-O_XEyg454QtYQK)M|*LUQ#vr>6V-j=H{ieS?#@$H=9}52(VAPYl3iT&6f4ejuXP
zJVn@yx~!qQzLXNCX)pqyW&aO#j~wOGn~+!AdE2sjXp)!VdAB0~`m}BepD!+PrE^Rq
z&I4ZE18&<gXNYWLt)ppru?9BRgr^c)^3fbRyJ!x3mj$_shx@#Sihlz2i*U}E6QlS+
z5dDTN2x`o(Zehjz%7yjy(Rq|yU6Hk-B=USVk}+blFTcp*dN#-HpHjs|wFE!*jEWGM
z=&Sj~Lirnfk`MmTiG=)`u;$~q{+61<c07<|#WBZos@OHz!LaIMcFXWDUf)BbYUGVi
zQ&<>uwbWeE^K{Twz?Hdg*I{=`sJ2?!mjrA-#ti0OXrxQ}$82Z*%gF;gP%LM>YLsQ3
z+;m(W>V)}a!V1KqfFgh?u7P7!cdYP59iz@Jk>@(u<UwCHZ(u|3k}^LcM|)v;#07*3
z89H^%=iDtm^$43SC;jFRWimoc?`&G^?o(zjfAS-kwYp#V(vReS?Kk$SZCu^25<J?|
zg<QF^9|zKvOoCa7e-I}E2y+ABB$+RFP8AOhcBhWV%&Vz+$nFIcDy9S|y&wpoH}Ke=
z5uRtIjt_G<mM?SkK8@JQH^M<)NiSStepeerd|c+(5Ha0&W|o&{N!kfU#N3#{8h+HL
zco(zP#{)JKUN)vhkILoEyKbSpnQv8{%IU0hJA9$&!LvO9-whzpo(NlCb##&(3L8ai
z<sT!bI0ZKLIhO5GBPgYS*J`3U>CF2}Lb{5&LsslTIhPM2b}Qkwn&-oEi5@@0cjC}w
zx&$3!BhGifY-N(YTveECt*iuRVgLw=X!0;Ai?#CF@u_&fldveIQ)8^MZ@yYDJSgMl
zpK#zbAlBo=44-^g5TlLVX448p-3G~zB#OHu_ob}J1DbOh@HvnQWJ;*k*k8_q<+SoZ
z1j-XUOgAZ8qev4id>>SW2A^YdzkXQ_B?=Ir#fSjp`^!Gaj1Of-cb<RIKpd9-x<Yc<
z*bFG6oQitmHm*#0qe{qZI(YenPrv!o-IIHt&tPUnXj-Ggv%~h1E|eXt<%H0ya7fmv
zKQ*dXotX+|n(-?ys#J(%h+UYmY&KU^$Tb&t$csEBiC$3Vr<3lSNe|Aepb=bCyg*pu
zd6`>vUGAOFs?4uk!a&n*QH%p_e%9&(6S^b4l-P>nLozCwbl~r(e8)Wu+)>bl1ZRfI
zge%Q|eD441jwQ3h?dQ^+v8eGvm$z_6X^cZCHkV!8Q*^Bpn%xcCi1oU9jZ}%W^A=^f
zoLUGHJc-sZ6Bsja>Ah&@JN%3UD%vC9NjKI)-l#w`8>v*?Gj+<cWuo&_ef}-==576X
zV$b|NCmbKROWwo~Zz5HSQM*sm{jy`dWLqT9dh{<etOQz=BrY_K0UU+yjCsD)@Q(;i
zv=ZmVG{(~{Si(zQN(mJnvk~Sn1Cu=z$J-Q)s&2fkBNP|JKR56pm97cTa5jrQ?<y-V
zKDC?|M6$1`=SK29$vlKN_pHi0f!ZAfc>UNYtNPiN;Nnba6(t&(JyPF&I(?Y$Gewd<
zR-#}^v_EtGiNz7H*R4ENBDfwk$zLYu*7XteSesMCTgV$9n1z<=!tb_DV@}@2S$%h+
zhi~`Po(JJVQTN4vxcT149{!}nV`Q;tR;~LvY2K@u>43`@<YhusbFdD}>`C%ms~!3U
zMFtGM!hM(y>Jj}J33zB&=HY1YC=Iz?BZrv)xf}B{$!zFNx!G+Uz_z?$isyKIYiXr0
z@m8k5c2?3fCh8u3RT7qlA=~HFDGfE8MH=LYC`K%RBcIMMJ#r<U5IjXX9z(XJHY7^o
zA77(%LB?f4WlePo`XmdUfu9M1tK5b15hKMRk<Z}ksTAoQV$jSz*yc4ee{1kMAb`Y6
zsNkl2bKQoM?Oz~X*2#oLF2;R0V5plqsc<WmqE_9EzST?VM!cHAhRq02M77&!idBEp
znO#0lbe&oB-wpO8o;NxIUcy@DB94GZ7S_C|+=6NfCnT(X5e_F4LE5AoYhrg{%7Ya)
zxt*&=0689Tel=~$F4@qxt_UCMhtYT?Q{M^o4jkEY|A}f^8Yx1TclkA7cXC-tJ_M$-
z&%?#x^^*bDZcL+3eo8#QKt9Y=1#iFoJdqD~1eCc?!bTZep1SUuKHSb|C#<xvWuInK
z*t;`G)dmf<5ErJoSq%~niH^e<kaqBi@4~QkCZk(QvJRw^o@aJjwK=hVJ~SWOoNT12
zUMevY$0C<*`I&-16)k^euRc_l9BRFuQtF5x^xmuV>$fA!?u?0pIB?Xf1O#TA6U4)K
z%%Z^>!g}0ouYqU&jj(~Ph5dU@8=h_1k#>)_$iv;nmJxCEG)dgASl(B|K~^O+US^x&
z*41M-<mO#K;w9I9k_6!mqO|0Ctl!(*_Ko${A{&ojPi%^j11GlDUZl&xIvA1n9^R3O
z7(Hor1HDSTBM&}Tgr*16XmLKuQ|Xmg>LB(uIQ}Xv*LrsqC*dm}eb}c;gu~PB3X~SB
ztdz?zAW;O9peiwN=*!%w8ej}7jV^9Ud8iS2G=;U>h7y<n-)k&Xf3^F9An$kRAiHq*
zE_-A*cqCxIWK7DJ7qyc`(^>ze)O-$J{7Y7({WO$)Ze#b$?6HAonu?c0Y8CwZcruOv
z$r4k6vs@DtRZ&WxPYY5t%{X}*MghsNphR_<4>9B<SFGjh0rk+*7k8w`KEZ#;EDn%R
zgj<owtc$4-%KQ23cEUg#lcw<{BLQAj@XRQg1x8`5b@*5BGSJZFRSh2Zb^&sbIff)Y
z#bX6~8niNp+F3%ht#hw6RFy+UIzVsS2RVg==jPDKyEoi@&eE(x^t~UYqV&-vdHX!G
zr{NL6r(k&!Cb{;QKZ+AXI)Y2riBsz`a|-!fG7A&Y^Zs$(rSj_tzmRtar*cmpb5xp^
z<OV($43eG^K0hTFF!^|cfUaUE!bocj)%+{DuwUPGAynk>9Bb$oL>zWpM!?I{*la<k
zl51s?XIsu+$?JV@r{kkKOx4o8bRr&qfqu;SY0#(yr514BAZoX8LRjrMpZTR`_Xd)5
zS>RvR;p-C)y#&{`xL8z~AevH1&_y-%6Fy0jtKI*C75%O&Ic!Z*K|Qp1a0C<?t<|x6
z^)FH<UR;KHa^-Xq#M&4o-pQ<VPwn&#;%71=cfmwVrNBfKV0#2Ky&)7p4rsj<%P|}2
za5@Ejo_W{Dj41bcIf_B7zpz)!7pJw(57CF+H>X$?^o6vS2PBp9Y^m3<P3tF={dZD#
z_a6%%82a@FkW?J@@{B`sc>BSJ`pqaXO;utAq*Jk!Gt3nebaFk$uFBl~pz{y+RC@nB
zbuj-5g>}M;o6=L!2wI0S(;0~{bC1#{)<~C<Y=Ur07QpEc*yjiyTi0(yuh3fC4a899
zM2Swu4`VXMtwtU{6K<J0iQSXn@CU2zMl#V678kxvc%j=aw_{e6x!@a74yK-{CuWX2
zKXuE(vy(gT_dpIqs@#d0Gtw}z2Bnxj3`dOt=Rt1Ejny|)?S3z|t{qBOF6}YXHEr;o
zwsWN{739~6dSzEls(JU0g9<c&Cl=1Ubm>;Cc^Sz@umSOmuwAhN`1iSm%nsYDMp{yi
zv#<@GUkNiuKp2a{V%{tk;3_gqm?1Y8$;$IZR`P|w(*f_P9|c92bGK2|%Egt!)SSZH
zOBQeZ#q5f&K2x~DO6&U7um13oC}<g*`o&N!vCBh09+Y@;gKTrEfOm3nrQ%ssN8<26
zhUYCj|IngJs}k(6b2pwpxH8R&!^^g4>vL_Kr+FcW%EmceVG8?zPKVjNLv;$1a=*iI
zq8njm7fn*oh^q+{HaNpK&x;3nj_c<E?~$Jw_&vn8UM<A$PzQld_mOg#JfV8&{O(sv
zuG6PWZ%ztrRK0$bWPI=*WO{31`xH|@r#TDaQWeHF3suWU6fTGrx96-Fu1-9cwb@}G
zi?V8pX+O-jGD+ZLX@KwA16$u|Gt->*^=7s1D3tZ~*HXhz5N%JON=nlOKnGKrnrTmg
z*mzbA@3ea0uLFPa?R6sGJ7X@@iz>WFkcyo;YGY07LnA8@Y|E9~58!Pd5*M0>0$PPK
zvllXqXn!*`+H}NGyvye_=j!)PZx)(4Iy9Jm<H^X5#)7MX$I2cKeRsk=%9us+O(e(}
zNi|EkhZ%S3i0h1lJJ*YDhws4YS{ktVD^dkM-pZ)eL6D16f$g~k-qfSV^|c%b;^;<Z
zLpEgR)ZfmM+eo=Xsl#=!aiRU4OD?jCMz-+b+|B|b3q3l<y+DJWwoLgq<)zhMJxR4f
zxls(38E2fRqKj58?ZjpVwbrxX<m5fF7RcEUqAnzE)#(?eBPyRfuy0f-8&${mv}w`v
z=guU&DXSZgIQEPGPPnA*SkYMs2r^Ij*R@f<ug!zEARxzYqM4kYy<BG`i*os&@w$2H
zJW`yr(*?q*e%jJ>mchZXNc%B00gv}dqrf*lWN+G*v&IcVU^wH@HhymA%_Yuj{Ka5m
zHjAdWtb7kKr^Sj^g~xm95wXo1J&!3(v4~v@fA}^}{Sm+@tg6Zg37!sfhu8F=2&2H3
z`R{(*T}AyWpR>rcBM3AtBo#6=3G#-shma)=AuYX3;ZjJ&r}uaR&H|XW0EM_tR}%BS
zesE2T^<QkXL-WM<xOStbCa|A=Ob?t5py-k|Ic>5QD|tv+9b~+f+I$SM(1P(bG7%w;
z_$51Mk?M%=X5&`TarKj5c-<F>87@0ZOq$NRmuoxFlbQ344vJIezo6=qKN987*DI!>
zaH=|~fS2kBNFKJXlh`oC&v^+ccywcr04rsFUsX>wP)sn1no5-FawfSv0|(8nkGP<M
zK274xl;n+82T=~nyjnLdMpCP-B5pHG4Ir5d?ay0+Ta#yqE4`b^Fq7ptJZ+iYT0iM}
z`p=l}Z!bF^+~dS>lT=YW`CX@^R_A0@K4t{SPcf1dzHb-vwW|+_-<vDoeOev_YyIS+
zZZXtBG9v_+hsj(wmqonmw#&@umB!SOX3@`_iAG|1!~x5ZujQkW`KK<QH9QOKas>Ww
z+xUCKTNfp2+W10sCPZjF)%pay;3YB_6q2m>UwkTz=p5QPHCQ<LEC&5nW?QfSy<hf(
z{W0Xek^$E}UaEWlm`cz8>x6yxzws&Ue|cKtA1SM0Sun0!yT#}d3x<Up<XVZl=bH$$
zr_`okr|+7YsG|y3zL<>0R0i<XRpvfI1%2Yb`{II(oE7EV=S^Fh=9@)}&^e>LZJoPh
zZIk=Gm-)2veGW((MCWHyixf84g^nU+7W)rV+^cuh4*5g+)O^*ib{zru5~>Bp=_BAo
zwIh$}Fls!r@C8Y$!`RK?E5t8;th|+|v7nx)GS*eyOX<|pA-vGEq9-Su6Im_44?AE6
zoTH|DS+mb9j(GF=YpG06u?7XDPArf+R&d0;tg+FiB~$XNE}A1Cy6*_!EYLjfw!3gR
zumGCsGYY3?t_-OC-d|kEY~nvlBdlKC=1eK58X&wfrlEIucG*Shitaelmhhp)v0mei
z8*2tUA8-u?BX=73kMehTit*4JqTftNK-cJPLh>&>M_N56$-dz9p?S}B{x={W=*r%0
zp8b}t>)E5WG$)8xOwFLHV;S&OEOr4*-Z$~h2vkJztkV>>_g9Ib!hQ*Lw|It}yKEr-
z92I{*ZpQ!7@wX!tkPnmYu)S`;#R}}9FpWml@7~6GS(?9mq9Z=1US(v0VVkz;8s_u@
zH<f#^!%KFiNW&7<pBH(8)X^0qrlFf4fvywOelckb@j=}AW9=fPVF=88DPy7$o&B{+
zuy7^rGy7#DUJ7fXTnry60$!4Ys*WYByJR5d>3ra)y9)4Jskf(2PJ52sL9jSLKUN_Z
zAdtDj`>>Np&hkf#ENYh(u+#qWdNp>_?T<U{j<auS^_GB#?b64$Byst+FVvEhs2cZu
zc+@w3eTmK*MdFf@u_ikr3Z~O%?)PSDP%X?>PGAZ<HDx2}_`1|d+6C-;4<!V^f?`qm
zQ(2YWk<ENwnG&I;9*5wIDKr-G!eKSXH8($32p7eI`!}s{q-HY9nL{3Mf)!c70Ia>Q
zRQdjC?ynf%xg{NWp$z$-I=!VnM!O*i9$Nc8PrpqlR8L)`z%OJfX2rnWQ*u8q_AMKO
zZbgKqYwXtG$mzTcZf@SYSJ7FYb%$MEOk7*BcsnYukz0?bGIJZtvH{ENWJ<J8VLxVf
z($N93zC~*w<K(ohPwIt-R+2Q?V=9Y2X}+F6x@38o3iZu*dIB?&;WmVAQG}A|r_hze
zo&?p`@r-zFVT%^9N-#!VJdM5RYl7{1gww9t=NJB1aY(6W4AGpQZ;xO8>mA8JAzLSA
z<ruK?;^l5HKbY4#*rsYiSuI~@BuAU4W{>H}8xXHu{kp*2Cf0}g^0ebw+|2nh$miaj
z45e3TFSzT@wwUt89RXjHS(r;4RXJUaJ2(gPrR`+b`up{#(me+5F9mC1_&NC`=Z=8g
zd#Y9`Vi!<++9mFcP<Uv!GOtE|Vfz`A4vm#o*~6>bSCzVj{3I<RFCj0pw?iX;rMosp
zB|L;j<Mq%)b=J<Za(E&Fz62wKvE)F8Md%O5w27q%!~XSn&(p@rJFPwfSlo$IPDJhX
zekWBOBFU2>pUI!MqGC)oO2UBtup9EbNSjx9_wldk`p0pCHe6|r@&unT4LHMgyYv)u
zTV)C1)p)rwQxd!_`IL_Zb<`cXcOJgv3Xnk?Wb&^sc5+1*Yhp{!eyKJZb)02hirD_~
z^m9yfXYOSL{A!vvc$ui3G+F+tvABf(^Xs7pPrP^c!2m4jcHLbSlaAxuZKF|nzjR;s
zRW!8YOMS4T+sA*D&S%i@vxvKBkg{VPFwjTA!6ReOcq5@_1Mn-#y_YCGH4X45agfo}
ztDcOJO?bs?g*tJq{>L5$2bqjDU@>Ex*(brG7?u|z4t@@EyinP6YK5Ag<AHIE=q7ZL
z*(~(zrZ=xq9+Zo8&Ap}SNmdtx#hRO9z)3nk1szrP@61cd{zm<DYagUkXEbha2yZ{Q
zdr_*WsjY=9HUt4zi+YQXf1c0gV;BxBTX~s^8@^Y7$yG=H>VP)|C{&Df(cRWTr%N}V
zS&jn3RxC)X53_0U7!8tJ7JjYY8>PUXYHfIeiwyf6wW9q#IqlDquk^>YCvb0$!L)X7
z5d%|m)=U*;QU#p4ew;;#e!-j|U3>lJ>Zvm?jz2zwnFGVP+1sc&P`##v(C41obf6Ar
zM~XT@GJnD^G8rGTcurUHVAvXS^5W&?7aIjG??Fa)%B`ub_9I|DPCZ6~wE6pnG)(w+
z>4@7d!89M-;Zc%x=bH=+tUf;X`IQX421>U1*VWpy+Q0WadpbV1P;3`_kc+=8DaRVq
z&@(#aZ|>S=#tAM6gI4a^CYam%g!mncDumZB{ME5q9(Z_eZFyRt2Tp^xzr4j%lWKD0
z{aB+RR+?%-+u=Ew0OE#{X!~VKR`x!Fm4s9>i+aQb9f$ZUh@6Wmk?P{2_eq|qsh6+V
zXTWiEW_^$(Z>b}o7tGPs>G0pfY;}XeByQUfqa0`1Z#*|GdR9WD2>g6Z`=z53{XVR{
zHy`jWkCPy6fuer@Yd1DU*_T;Xp9zk%T)u=6+%#6z@)!Hbar0utmuXT;fI@0}0>v9n
z-n3J#!KVEs%I<N0DLX<~vmI+4v`34@Z)u&7f^~Vf9d9NJ7ug4Cu@`>-a|ZDF{oZ#`
z|LT~pEJ<8PqDM{sz9dLd_J#va63?g7L(L=vjtR>(P~K3@Sp4pKy(mKTuaJG#UxsMi
z$OY=q9kyB0N*h4R0!zrSIO_UMQFZR#^Ued{=rV6k9Y*cz6&(RpQ}Mo$C{6|T-otf<
zNR~)Ic;DbO8b<mb<h^%PQ(xCE8j4gQiZnq82nb43qzeQ^x=07<Dj-do^coNZ=^`LV
z3spc$MCmPbP^35MP3a|(79hmC_`TmfXZ+r8j62R5=e*xJ@3?<31|gfBowfH`YtCmr
z&okla;=OdgiMzNvn-OXdY`@?iNX=XlJ3!+={<fdJBuun3>$q<k9M>SN`xI*t^y>{J
zymCQD`2kR}e8pE2mIC#BoX=9XsjV^sYhSI!1&jMj$hjwoQq?#}_;+^RJ1Q+a*hmQG
zKhDewJ1IRftTGjT$+}#Pt%(2pGK;xo0|<voR4p-kYK$<Jmr_fc%>)E!Tj1GASi=|o
zBh9k1X)P@1!&<kgM?1xiICh;L8d%n2_;hH|h|HfRw7{Yq^1Jk}D#SmIPpl?Dlk_jO
zdwnZvrm?30p6zQ9Ui00N$ykQnt<9?3Kai*_sPJFMvYHGK^w)GY*eM-bQ2WZdos5v%
zz+On3@yk4YJnfd@^}&O<U#TE1J4+?CE75g`8~cSQxhp-e{$hL8zD;Iji<9*XQBa1}
z3n6RtmE3WH5_;v?mH#?Y{4D!3Px*qoCeb{OVrF+cxZ6d5YlEkRqGTrxaY+^CJZlt3
z5DJo6asU~vp5s~4+Q|95;yhVgr@`s1@X9lndI8_Sm(M2sZR{xtT+hMt0U8>l{dHta
z=_<II?1dQi-_t4nHkRV>SAv~8r&NhJ2X#`XG3%so3!#xKAXpnA`k4m4Cpf>tkzuKN
zo^3H*cCuEYFsIHBunA}DIXGkof0|f-F8e^<637{^PtJz_&LtlhFKM&O?#ih0jk5Zg
z0r372&tpCQ6q(xsgx&8<$DoMQ08=vs3s1$%j;e(DEy>JUzdpnsRr!H4Z65iS@xvH<
z=AWPHd!YCiK{CSRL($;SuR;X&9HiV>pR#sWg7EBdy8gA1h70Y%dBz-p$Tc=u!WP7b
z7Mh*cvWK#IiwO6Q{@lqNFn?|BSWh(oGaxnlmQT0sI%z88_xXQ(biGg0rSFt)m7}Y<
zKQY{C!(=`#IMMyq^79-y7sz#KTJ}UAAF~|zrCGe{{{FSBTW|0F>nnkkNNxlzETnY$
z`R2L8B_MXrg7SeQQ^YoJs$$wzWM&@zN_36;5{$(Art!?Rrs+I9nMxwiUkE-ka}S|6
zEEA3lWV*M2{v_l?yhq1JobK;{>G39MB}JiNAXipU^b-h_z?rJr$#7N%H4_o_T7-AN
zD9RE<Y^f<pa+S`Vb@tdE@{U^|4nmacRa?ZL)0N}KnenwtpTC&Ca`+7tt6Y_!`Mybq
zQ4Ks!;hRltL%*cJLTQ<AgNk!Eo%dE(qmq8cDbF5Iam@1I;$%G*OZ)BGQX7jxnK!!%
zgFWmuJ8NAcSXx8e7cQ<_LSSI!clv0$prmQ+5~;Kr9r&^_v&|G|KoP%J8C+i!ErByg
zPYn<9;F-#`|6<fT__SLw3rfOK)ItjLRXflyX&W0aJ4kJeyq6#(;PJ?pX%n@P&>67t
zRgC&_#ne&BHWOX@lm^7$@3gOK8}F)Z(sF@v_K!gS#4s?uIyQcw5s=6D7`gGpsd%r<
z`z0-u^uOuQ{vBMm$YMkCddfDce64t)ZhX;K+`n#^9~L26;h2-VZ`CO!PQxi2yHvMj
zO%J;Y8hsG0>XazFJ>yK3+M7FEe;^(;Egv&wMpM<h_a1$)ds6;vmj`&D>mH`<(G$g^
za9@nEf^F(WbLuzy^r`)e_ZXu7Ck>W#cAnsscY#ehTO+ywA+6ChLU2#~$M_~}DB1p#
zq5GM^yGQ`|D--X?V8XiHe}Px<e~{SEk;aB4s;s|Y4%z=OC=b1)R$8Ode7v0Lv`x|S
zzWaDYREzZG;^Uj#&jakve`YW1!hX<}r=6Xf1sdi>zf`rq6VLzt%>Dhn+<ba1a@_@I
z77JS;$4mur<n{J9s^3l>KH;(#Htry4?E(dc5-G0Ty|N^A=L>KlX-IA4Z%vJ!M7IfF
zSfwL-WBjTvDwCdA1b)vJG|%`aZZ|s5KEclLtITuH723uW17zg$tFbB`)K6YJg>BLX
zjo&c~e5X{tz@Nr@`Q6ltrl|+u!ADYXyz%|_@vJ2oZlbDdLD?tMbR|9ALO$g0b6#;s
zJBdi!kqJfiH44wCQ;HXqI!ju7`UHP1wrptkYxY6-m-yoW(*Iv`msjD`k9w}5ttXc>
zlB*B(V|@03sF%uVa;kH%lVZx1bWl8CFnm9Y_WHP0bW>=gqwz>W&#2Jw$rnkG@5Jc;
zoeE!vAXUrNdq*atewn%KDX^cr8E#Sa)P)k*&&ksZC-k8IK>_q_EV=i1Oek0Oekj3z
zl;z)u5Ezn7;}}r#>1pm}ICr2}vjY$97f)@qqBryGqvLq#Hys7I;5UK$rDLLU?`KRs
zi;-I<=}UL|0m1EG>FV{L&h2&F)z)H%nR|d$OpoJNqpW=p(2`Ef9|Ud||FB~da{>N_
zLmd5dLxfibrodTv4#ZF*IYE??Y!1T}&JbG`^LWOBB}eTN{QeA0y2XatF$gGG_y;SU
ziR@T1--{Q_H>#p?gBVl$v?H_weACA>M3SDC+*BrI0sZ(!fl`+k6Be=1$g2a)nmpgG
zQ#M+L$t>-EC<wws%i{R&Vjst@o_3cF&~y!h&NVl3s_^OyW`?cRAUhwK|Dk#P>hChy
zyJcz3ats&(D%*jj2`%`o<#E<l(0uv;Ia1p^;wN69>-h9BqFEU?#uRZC^U|o@A1=F>
zd@dI2k^%v(>%ME7ZLPej_|bIH825^y<79?;;!DdFPrSoRFaoPGYzuyIOx`aA#hEUC
zkm$L7<tlB#@3N{BLtMbZNp6ABDors(?1a;YM4_cQ+m^GTX(VqqzdQiE>);U$H-@-x
z-88AcPHRl(7qa%xCg=Z3K-LpURRu6Tgw<uY#5d5gHd8ZCG!=-isi6-^mpGfx5=O|2
z;~M@_3z892RS+k$<QtoF+{?T=qF)yk4w8zPXMfkj>6mmssg2ZfEpH1{0!>t;VT^52
zIHwW+<cs_^BYT9TenS&W67TS~Yd@~c7`@e%9WUcgbhn*}4+GwBqL9h6E&1QzN0w_r
zqrBG4;rvIg2$<k-%;-wBlU4ouv?90E9T}>yxz^Nu%!@Q*hH3b`e#^|#){FU{PBQ<s
zn}VO<yK1sz@>iStmooUZ%f-i4d?DZ4ycSY-Ef{U-aL(<9(*7ZQrFGXfyL~U3G~Iei
zfMSZ-(a*T{#Y(-ZyAU)(*uVgX`>f9hdv83*F-L_Y(U^B3yb=By)*qB;C#=|?5Y}xH
zKqhOl5z=mqh^a{P>O($xe6=!~oorwNp5f9&cXvTJ{1_F<!|E(d^yPEEc6`_qz$gez
z@|v%IKi;8z>+8Fg2)u$8IX`CiVHL7nWX^)a&rF1|E*`3MgOX&ggw5+w-MEKe)JCm(
zL$qsVupg0`=1aH_Q{;2qQ};2Q=j`<gmrSppdlWL_VoPG!mbyO|wqGBhHu$aL0X3hD
z^db3%3H;*Th6DW4>4$D22L#=878{v2*DhHt)s~ERvyr#wRk(NRi)~rLi59s!)`EWl
zO5WKP|6IcdxN*I_dw|l#HT-f%Q{R2-`6H}rB=vV4WFHD$Pw?((mhO!Bm>`pC1+%Nj
zsI_Y5E(?$>Y@l)UaKmhLxEQzYsx699g>e72uMX!-XhYNPH$MAiEIyKGY#h?!iofso
zq*!6$0OgmBm&J+^khj8qo%b{KTn>^%;O@&P0+ibieRAL+ck-Zd*pz3h<kRgJq*2l1
z#&e8#+qvD#i2?k`aes|s+&kM}qbT-;C1$g(e2CX^aM$L^Q(0$CLXWwwc`*P(zM_91
z#@7H!?C`CSqzPwOI5A~E8H@CCuL{?$aPTf;&ACMiT`?kX;XD?Fp<jB%vTG{2lWIej
zb!6R4-;fvfvnLIE`z?~c#*5yYu&BQ~OBrZ&ruEmdm^D(6xzNw8-B)id@51cMQf!`4
z+!VjGLuI~UP<88vgReLAMSQ^5H=uM;zF}_pPsPQ5Az{^Xjxtv6>RKcD?9aFZ4Og)d
z{GIqEY-c9+biV6Ii_9kCheV{9NCC$*dbcFCv7|QO#c7=1U+b9m-=hu?sMBbW7zV(!
zjcRXI_i(T$jhn6-5UwhS)pfEpS=EGR%znSaGGAJnUtgobd2dLnnYccUO+pEi*5y%R
z_Eq$!wd2AP`D~DgQv-R)J<3;f^CV#x--7m{rFQeEi*u@1P3$B@m~oCpL-nk4G13*@
zQOZ?e6ZDRA9Mj+7YPr_fw2rEabqZoN=e=MvUVtY+fg|bQzZFs8kTq{}?v73u=CH%<
z!lnClPan$t@}R`db>6sXRcX2Y^o)-*$A*8Z(q2`(2k0v(`70AR$3@I{^bbQHb2N{r
zzckjBn}%vP?tuTPb2LHxeFR~MGPApeP-#XG@*eF&R9RoK43VctFBs#R5#OnH2)GZz
zZAhlu7ex8L#~s}0!VAJKZ*?8)kDngcX?AF`&`+J#yTu(A5`Xc(gSGEkW~175ay{fj
z03KWn!_>X{wih>(d|^@MVy`}n6(J}3?3HooB^zeKk2i?=4u}odeyXvEw>*T_`bor(
z!aPu#>i$MHfFi@jpVZaN(c_=>F>h2Gu}9l`2MXcFh(MnQ{K^WDn#KkB>(SDN1B^Uy
z-4o}$xWAEYw%0#hs*LMhGW-KcNr8c>v@vQFDBwM&+gI&^-cHvdb@3O%Cbb;7tG`;3
zdJ_35@ZuTY4!{J`T{YPLi0w!3J?cCAPesKn2y~4IX2Liqv!TO+q&0E6v$v;^o4@)$
z5D-bgl?AqRy;<;Fg~DkqD0{hDVB#I*p8bJr@n_67Jt+#0l9A6PF{~#c)UiPJE@DX9
zy;)HLA?&l(;ugVmuRam47*r|4TXVhkQE~vkEHH!bGJ*;jIt<iGD8)h0a#tO7vN=F*
z<A!;+$Z$>8fRfhr(Dl?oXk#I>n*6w`I^hRgEadFiDl&M*He#pl1+KuvVCFPmN^VP@
zX&HxDl+^Wm^j0?JmOuHTxP05g1oHg5;P}}3=zu28zIgv9DAdfT5M+<017c)B<Q>!1
zQ&4aDsQ}eBcj;#T0bsf5lgG%Y$ZeN<%EjsM#>%LL!nUG5bZPXbLZ;$C%`>W?LjCpg
zC66ZqaQM3$6-X+78|MB4fnLIDuOd_X9Aj&?u0bNvfYoq+2aNg3l2Ha?hFgn76Yyi1
zW9xW8ToE)7$n4z!7!-7N{R6u2g=gMfQiRzC5ODNL$?@X8LRt1Fj%%~d!OqJ(HuO3W
zo%f4W##t`zX{;!vN87wAcEOutOJv1-SWgLvQuB}{MD*hG#u2(`OBxv9*ab-~f%y@6
z`!w7u+9tG6Ik-XV5mAmgAfFCPZ{_0l7q#O=W(T`YQi|c2CgERZU)FB=eU^j%&Y~qD
zTtHmf1(&7XCr#KcM!)h{?S|&f5C`Zqp7*zDxR1D=7xP+@xff9QF%|enJkJP2HkZ3;
zZ_6`77kZ!F4j*<RI#jd65K4%6HPbCoJ!V#LrUtd>2Xj_P_}tla)UEC){+cEsEuO)*
zlY&i!EDqlrwGyD~w5+gN@YSKA)^mDy8-}Ct>{>L)5TQ?QJ+NghzVCW^qZ)rrTEb#;
zlzqyU<V^spcHEuKU#1@2Yxh<s6ND7g^8)x$;87Y@B;6ULGu`K2g6B)(rsUzf!jBQ-
z&Vb$S`UmnOHB;q;ej4#b`QTas68AgpL*S16CSpMtGX)S*OZCeK$?&1{CLv4?=S=o=
z_i5ZDNZU3mh&pL5>2h8D_8d`vZ?!JXsUxw=*&;dLLwHFR>IpFG;+=yg#2!oPTn9V7
zi}8{wI--B}_cjiW+k&`m<gN?fXs>$lo;7DFK?e!7Uy>SLSvpN!O=xdouO1s)mzCZ&
z(PzH+6)r35YFxVHOs%3y=&F5itce6>%eMx^v{X(=C(O~pYVc2$rZ$_mEl(%6`lInz
zU%O_T)gu=r9)a!6J}*;rKq7%XSQ^X;O~h#o<OSFLk#Fx9buUQrI`STf=cfn6f~sr1
zS&7_rj34igd#RF$Z)jaNh+pj+GI=p|-4Be-v)ZaQ8W7;?eiI7+DDG-`tLsE`bg=Ro
zX=!>MEwl&tm=(7f_1LApTqzTVpRkM$;|=F27OCCx?ft&IZC!$&2ts_8Y>y+C#9u^%
z_O$A!QAI?^a*Yr|udh|p4V-Iw$CIL$cW#rUx_K`(3tuoC+)<}pXkGzD3L$9?T%RM)
z5{e!<;Wf9r!CRoVhrm7Xr+rA9;1@dw92?FGbj0x#gs&qCz9l$N3t2%-NE~%d@Zbws
z%&?9*W2VPX>+dc)Q?&8f?#-x<pB9%OHY+8u)uD;e-Y<T}52W=e6Yj`gxjeKJ+)|kU
zS7Un6^dzbB%^4vN*VP<dn{XFB?ZdTYc2*cF1q(%WsHMO1Lh;*>4;yGgXOQHj59Z)Y
z<$_8j??J#U<%vuRAPK53?NG)YC0#jnLZ7fyGPU<pH&bYmb%9z2@~_c&Q(nh)l@fkK
z!R7@88Tm>9!@7vS{=k*T-uI?mgHQU9xGh~!u}Lf7&R)dqe<m9A1%+|QF8b39qQ3!o
z*h_8cKIb{B0Loh^wY0_kFEL0=)DMwE!4X1YH$iZ!y<WF<j0(M(4$3yW2?eu63631F
z?IBjy>@jkD@qmyVpRwtAiSS&=!7iw_4%o-zLTvixpv{!P^bauGA&W5?%^TDNy@e;9
zJvAoX%4L(ATTNHHo^@mm2n6%;diU=Y+bsUVHk%3c(!1-KQbBgHb}lBiFYoy-IST(M
zL$AzgTGTlVKgM<6ziTy6N+%B=Q@W|SrfCuVyWI<6-F9o0#DyG4ex9XT?}d_9B(4<n
z7@!we#;TkNy){!CpX<|5Q6I3LP4S-)!`BbMM5~ndKIr{wQ$6w~Guzo4T(T`mtRqZE
zv(fq{ST9FjtW|&NYEn1S4^SJ={^74NylM4y7-eH>NoS5Y5G#}uH&&$XVhUS&?A`vw
z>5O6GeMIU(_O`Cqt5bZkr(QXG()b+!&=G`>zbJbyMcY(Dc>W`^WFv&Z2n<S9*q8Ta
z?pv@U#awi5`dkjb=g@@tioog5@=^EqGAd^s)uQ14DM%vz7us^ro^%StU`|>&jnpZS
zk}|OlNK9PBHB3`I+j<N}Vtf0lEO+!i?41Kmo~NSHQ+;1zUtL?0YTT>E9vWYhJ2Z5R
zAu3-qXOxuWp1$a;l%rWcFg7SIPMcT?lX{*)vvQe({hUueBpwL-n$k)&bG)NY)P_m(
zN<1@T^L|6i8OEn@Fb!;asn^1c@#N*aqrA_xjwRtuP(YwdAAYMGQ_aO7mjygm&8HR^
zn!;L7I#Opc8l#onl&QDvAe+*L)JtqWGItj#ow78AhHhT1*4)loJ9S_*dB5@pV#1F;
z=@Mgr_#vViB%UlL4VGD9d15ju#3_PJe|<^FylrGq2WxYtNvav~kP`DTL|%vJ!Har*
z;3+?e8b3*&A9hQHtT#9>UH3OERJs~!Vpr8>UHW-XasPN+A2X~j$BA)%U13}H<mIB{
zs|TgQEhzqiE`fMDOHb4NmJWz7VD6JUIR@YM4pDpH+xsYx19NFrT6KiBykI)(aW-dy
zfaXx`C9X_>JLd_sKYn}WNgH=}(4u3GoO9^8)0Sl&XiP3J<hVrL3wG32q+g&1ly1$l
zXZk3uxR=g|>m;^kPcl#Bj)x~4cs-5<yXJT+bb2weBvu`l#Y_9#*0|6OiFSfL7^^^2
zSdCVaA=@T9k#fnLGprRg*6g8%??&RMHK50}W^&>5MC<H4z-gN)bXx}g!Gh=Di@$us
zd%1NE!o}n9q@i~Ls!vsAd;jZNGct_gCAqy<G`m2{In#VE7{!*{1eUHvrCV!Lc@R)~
zbRRK~p~6pP{sSt><k8B!Hj*ebZ3<^kA2a)#;FMn5z<rgbGuQdT<(aD?d%X~+33X5u
z9m_cQpeS+3f0Bg=4sgh<sd=~VnQ9}n`9if6dhz?vhHlYG`2xK!<ec@tP2Gq**Z)rD
zr3D1Tr0JEsv2P#YlXuF^-P_J9XP0#~57U1h*L$IeN`=pZ`X0;jzJo{A2shZ)N2~kL
z3i9;-Ty*%~CB*)BI1m4z92MfLas_*NHyk@`?q!B<jWC9?nS2XB|K@w!`h@{9rl@Rj
zg3#zw9#xaDU%no_Pe*6WeS|#HCi11cGQPqiKI;8VS!&S#DtA{5N4Z*SiKFT)OKy41
zs$JuTzj+H5pLO2sp#@yGHepOb{|0z`mliD!`*#cfZOFVNl{lyP{*U$szuCDzB?czF
z@_o6Z68qEgd$rpo5c=WaV<kBD!%cJH;fdE5RXHLb>`iKlA&iE{TLbw=+|zJBCe-7T
zHY)a>>;W9+m|tm0`8~sjD(jl+E8%hJP=s0^7dhF#1vdFF!A~~`EaB`oW5y-becm@^
zniyV<>|2i%`R+nqgtEZ&hdKGfvwO-^BHtBT-%R@PB<k}`=7XO=fiQQ|@!qd+1%BAb
zsIPlWlalie-9OpP7-}zco-n2bxGP=G;eb82JQ^1}FD&zw-csl%gg<MHJL<tF4I##v
zTiPo(x8~@H`pN}5;&j|p|0nCh|0n%9K6X43Nx#@Fw&r;_Y16JD%_^w0ASkw~#jV@z
zlHhA~AhztD_2vaF4aC`Aj(r?|%e&RjC;R%){mVMCG5QWu4sC=qdxM9+J6hn{vvq9b
zix2bj6s|B`$lv6<NvAtmi6Zc>c`@7i^A_+UE?W12V0gjgfoifxQgh1w?;noN-wMBy
zekwQOvVQU-ax)(b535v&+9KZ!uXq<19mrf{*@TJb)YTfv(VkRki(BR+c?DP?j&fm*
z48k%Tq5SKIbeHfJmH<SI(=S9dFkSB1V4^#>=|~PJWN}*LDS%m`wm*pSzoSPj^P<0g
zXqp&qtWpUQ(H_p39P^v9eP^V;*vNw)4R<k-kME~iVT+hsqOa(Qz(VNWxi}A>CJ_h8
zJdNCc|GWu0ztuD<;xkWsBRYKHzVa`YhLq#;1LUdN=4tHtn2$n;&y`XXtCzdr`G7k_
z$=kZaPf(1?n9Y1l@Xmtr=QN5nsA5Kls#}35?{*yFT7Gyt^8BqjP3q||!cOWL{|V40
zZBdUc=<wWDI<u@b2HTJ;fk|BUND2_dqy)6u43g6mEx8*OtMaynCHy?GUm?7YhK|K6
zw~-zxwtx5C21b=Y46U!|n>dJ<P6yf0tboF4{S)LVRbKUHoF{8QXAw2YpaBF9PYsg!
zkPNs(C|*3rg{B`o!$v2f<uB23qH9i~61<yr$zeGb+bQr9pyfU-ICI{G{xUD;uG5LG
zLNDx*R2bC95nk!X?1X>z@4u*!IcpXUJ7$CUgbf3#lQ>erJheKIQ80dyrl9tO{13#&
zKyVvRw^g-anlw&m0MN=rA<4H-0oVD5%l7+;Oc)<Mu4yE}J-ADRe_>yM=OIv1R}(H&
zI=e~s6GG(KeH6WZ<EmRSb$!gK@A5t!hX9Rx$(p$UMnI)=rS-%06ju&c4hxr?z-HZN
zsDtYb19QUajS&{P+!rcg-)y+b7#nZ-doB3gG@o(i?wX0<x(Mx0wZvOg)=oLdg`RsO
ztMgoiyv!5Sdg-7P-Y@5o!fLgWK$2H+X<@m+b%m#~rc*W5EGxjf?5!p<4t{EB?7(#2
zJ<_B^m=L0eTqFy5TQuK87xLloEB+xL37<b44d1;qguw6uu`Gy|sE+?Y2rqp#38X-3
z^zjHg3jlz71{p`-RS|qadH}JiK8%I~^g{<EntliXtjU7^Bt{&MgfHylz-`Y=_yY+B
zBIG)Mw`|x^g6K{^I5F7$C_7()Gd=t3OohbZcn;}^1?RnLr*G9Vz_%Yf-%vmh%mhTt
zxqd>W9lV|TQKDdYm}tH0oV#BHL2nSt^4Mok^s}rC66h|q!12@|wa(N=%zbmlbEE<Q
z?cLe$Kjh>F)3*`icE93uXyN%VOr|Yj?;4nFhvPsd9dwfy<J3qFfBaUFu;(B7Jxv{5
z&7om;!{&oQy|=$#mQ#BZeI(D75J&Mg<jK!bTod=|&9ae!ZS0OWl<-xa{qfWIhg3JY
zCS%T6fyJZ!9Wys5#HVlul-z{V_FzDrHV!8+(Oc}@SVJCyuWcM8Q&CL&QF%cXlpu2g
z1?-X^6eH$m#BGC5idzW!ym$d5IbtBh<_`n`p1Mn5CWNe=F|<(s^oEMR$GpR@35n35
zc7V*%vF<hhH9cj_@e=i{I@bk%Z8WL7=n*a#loqrpcVz@{0JLZT+5`A(ll-IT&vJBN
zyXMSL`KuD^e++H&e3K%h>RI$d6ar>ikj!%A9t@{UfFTC@-9TF0_6HJ~OSrfbzCw5w
z6^AE-;q@Ut`wXiJZD=T<^V=Z-e9-j=!f+N^@3ie4vw-Vw23S~!7I~(&dFbpF4ADsw
ze@cL3I5-I0c#63o^r{2EVTsQE0O)0kzEC_@ATcO?mO1}*dKe}KM@<N;MPr!H1b-_d
zhFKs9l9(4hW?2U31|_Zz9aOjs1lqe;`}&~zuM65@Skv<MTlo0xJmFfM)i&b=pj{k5
zQ2F0}!2-SHAL{M{5heOrVORnq#}Rc-AuhCWHzpNOL6=ly$QL$kw#JkRbKpyWG1pe~
zMdLX#S<TG}y@s_XE=xdNT%_9yqxB+9XxA=AFkS<T*iUyu6g)hTPMK3_97PFh&wH8|
z*9NELk!0trvp7rvb`_KS<C@_FdVyv5R@&!W++j3Jy0_N?9r4`MZfzHp6<Cv<A`hMo
z$<cOZH5GgIPIHmyTUFwuE-!BAAr9rUpj<hPayB^C%SV?C6Mi!=*W<L{zj_Se7)}B`
z(Q=|;p)zl)glUCu9qi$aCrmBBMV^g@SDl0SXfSLL3y1V}WfVjGsZzypQqR=mi>3k7
zU%mt4Ln8#uM%jk6qsh0dXzOU&LlJ>D9hBg&kyKfCaxjC_(t-0@<e_<&R9xck1Tbcf
z8LHK%&dSSrrXF?^Bynm#wyH2=BWyPzgd{G1f6P?b7-sk4T0FR*-QUKhDk5)G0we9+
zhr}++{Yu>0Q!xLHWcR;)q1D^H@SqE)cRO%k(pOFpFHLpQO-|^MXTQZ1T6q+7J#U6#
z|99VwZ{A$yuJ0;-gZVCrdX#(+UY!aT(xm0$%}xfA=#pY&42vjI+FN|&>-x}{bUldu
z+-Q07+d=qTGHfWx9~x*v<5v)O;`|3PR`wllTMct-^`yqF9P1($JilI?ab9SYlh|}U
zgFLe^xBoyGOP@kd_5~2ovS%EMg~qkKBxH34IBeNAtLTiBazT=IFLtT@yK=m<C6p~^
z=V*Woj=#}s`j!;qI-bh9knxkh&MzZ(lxybHL7BjWigqP@9wy+ynz#yMlX+6lvqiD@
z8v!&KDVdO0NSlLKeLHvUz_y`>#fuwR{Yb91Zj=L0+k`<pZg&waP^iu^H~SlXyw8l=
zTEyZFkcS&*Riz8CS2`;MIcGQq%(Ks>tgx37lP}+eYk80md`-3pm8N)aY@pnJ!6{gx
zH%4rhs-sUd?BQEryv&2dmrgS)RcXnJnU6cp1lHA?JB0<a<ARAN1>o&s6Mv_%w_{Q$
z4<domF^cS|xMG`Q1NKtvT@Skl32XPOi@>BVm1j)|>_7g9C>|3?TX#LR&qI@lNiw-l
zj-^JeTa{Ti*nn~jLS<(E>{#vU$cloKV`7Q1GbG%d&Y!K8`FDdtUd_(?@<<Duo(g$C
z=;fmM;dmuHQWQ*Jk)IZahyU1ND3v1S+5rAG2l{(JJTBlF{X*wp5$<CaS`&my3qzb(
z;g7W)SL>q5b-FURD|A-o)Pd9+bsx4X09Gah;&@abP-JlN@gUA#?8&qSxc^yHFienl
zE+Lo+=%dblO-Fpcia1%W?26mN{(;;CC6Qp*X^bkY-GSM}KaedH?JQ!}_PYb(_5ygA
zxJm)r>)k&P(={~aH7=YGbci_I9Cst{oKc#*b;VfmZPqIB$kI~Zr=XOI9v**}DPLd~
z09Lhd;EO?XRw?TxX_@7c6?Nzb1?KV^+{zN=n~&-a?0zMtpa#~9Tm%Lt*O&>TAS7~m
z8gvt}a30HhO5_aRnaCwvn4?1sFzymgQ^#Qp4Yu%Q3D=_`u=M@Ff(0-IOydlQC3wlY
zsCi60i<tXjC@9C~UA14;kv#*}#RLWy{3C2ODZ;V8zwwzm0J|S_AWa*%K}kjpvdV=M
zUNX8Mao{WDcN^@EH!N^EO=5o_NM`iT3fP)zQMd<qu!P?&?mxlVg6*`w9l6KS@c-84
zbY{<v1u@=V2PgV7V9O;5{m}sy;2xT`d86AOyzq$n@(1EbW32gFPT)R8-PSU>=ByUE
zp)&^7F~n#0s)Va)O&a<w{SSofTI8Z650*Cbvx;X<$Xm_)7s`v!DAuxiFnWj^Buns%
zm+DW9SG>y3dekI06WDNGUTnZ?rSj2^Q|{5$=3|m&r;b?PXXXB8Sn(C(fhpDSS4oFz
zr#G{H@*S+1Biy`P{qAVG-R|MP^3Lt8{ojddH<pq4GxoZ#OP6?0dMA_{^$hr0!nF<2
zRnCe<)vDr3zM;&$5c}`XWu&_{hp5x=mIzEIqO*3*$|v8B`)OYncj^-<Dbar$VCerk
z!n1nq8EsgNkH|~nFmC1FDa-snnc@EZv*jc+?HDBo>dTu!A2rayvLRKdfM<L{r_&Qj
z@ClVFdpo>f6Sdun+$;!X4|4|HK3NrgpTkKjdxK`|Ssd#vd5oXO>pL|us9N$K8@{ec
zSt4N5fYu8{Yxy=9bldl~tw5>a#EXLv_!z1Klh8(s`04$b1DQ+(;KQy$lCDD3vxEi4
z(8x#jhYyQK@>r__<m|uK;;ge0Ui&NZ)LU{oIReVt<_OWRM8h0aOr`z->h<0dvi4o4
zy=@b8X8PjK4PU?FfMIk|7E~;!Q4JQHy7&EK^%!@2I^`X`@Og>X<Di(&l<6jXSDsy0
z5j3A7$4Y)Ri6Uc*%NWar6F2Bc_dJGgq5q1gTO;?BaQsV<?~K$2B-xidj$O6kEvU;m
zPK18Yvq%Jy1aYA^d@)DiZ=VO<442vy({Ez-Zsf6@Qck%zcSVbwQ_;g_p*rf`HlYi-
zR+SRS=3Omg>t!>|19`D$XasA6GphueQSE&2QP7Qh6(~rMmCW9A1KvPatQjW0VyZiC
z-RJfbrSKIeK-csU3&f-JizaCl<>UUiE^tgG!w8bt9^T?pAi1g7WibSzUJCIXTAJl_
zsEd<yVB#6)(HJi`cEy_Kv+Meom1DgkOn>|5bOmSnf<YL3=nN-A!Ou55y5v1H{lT@y
z{R1*AP>A(Q?nB~z#{%NB2E+w$Xan#zYl-_*5En)ev_7B8(^ItiEi@AH%eL&3|7~mt
zyC|rI%nt*Gry;Hjq;XHCgJcbYq^S5mCNK0yE<l>%;PB1iY@Ea5*Z!Wo2eLn&21!Zt
zH&)_gm#9BzAMh=bH@vkx)<=U4<66K5wQ)nl=z|n|AxZCQ+3d;!Z**y5LcVAgqMxho
zBiNiiV<WooDrL1G1wFgG&ru5&(Z62g-mf9`vTiQo#c3>_SkH*3l?SMwg>ex%bqSy)
zX3(4GE&-HT{xaCxl6u1#KlZ4BuzAE#86M=X|6KEZ_Uw7!J|*_ZTfH4v$uNNpd4Noi
z;j=%_BGI@?J?!B75Tf-u3IGsScfj5W>B^~!3zfN_bt%{UJlOnhYapmL22W3~Z3bA1
z62&Rn!)P|tMBIDg|3Dz3t1`FCOq;sh>kFI}L5o{a!-r_7zn;8s?sR8CwnuX@C>v7Z
zE#2#LhtiyjfYaI~MK2q$ea4W%7xgp;hSTN`qZXr8Wz$`ir@!o-@{zpEX`~E<;zD!k
znX9U2Cf!n#<Y>IZ3@BcaAb0S&KrJMhQ@;@x(sZ+$J0SKtWarBJ{xu^e7*s~rkyCld
zh8yAjEJ!Mn--~depUwvMV;p(7{RSt|9#R%{7F(>6&_=E%H#hOzieOc(QFMAWe7Qh4
zxN_FN$2y!)S2cash}gZLd9r!q00dc%APXO!&(QPm)BeW`qCRai7@pG@b-0Dt*#Xlh
z13Zs%sOaS>_9hTH8wW{!<j<2M8+(0?FDE6o_|i7l-Umc0bP;w;t_swqvWo7x&8e$e
z&t6L29#ET7J>>&&0;>Vx6m@zELQpMoF-3PYCd3|?CIWy8jXt%vz}*##GqE^1ISb2Z
zpGB@|2Jb%^-69{eAXG{aE;K3=0-qzmh5Yr|-}rOE`S^8Zlm+u*CUl-B9P5?i?_l+c
z>txv%!XLa6CF&V8dkNS@33~(E%A<C3m|_{Tx2zAWxXP9yAxpMpy@5>LiTjZ=h*^*m
zd<b6%%y}qOsUb9jt~<OE2j-GJ|6sy`sh=Bf#9pOb<Po6)jVW=Y{{!i61O6e~XMu5$
z%wi-U1{g9b#BIqScN~|FhEQ!$JW`Gd-h|b~Aeq_7eFx33vE7)#M-AWL5h&siU>}fL
zg+8BhMJV1O&TvHe59FdeyR4!g7hd#LnpK@U1!RL^9^gPAFny&_VCnkS`VYiPQWCT-
z>as;yRpXo&+<22^hq=6H+==kzhCCRFwnjOXv0Z}*qMsq|lmtDZg+0SMc&OZkdO8{T
zp3GU7k}U^SoO=GfQkt3GHLm#c&1aHZDMc@PIaYPy?~@JJk<UsgDxhIrchqoix7mH@
z?nwi3HOLvug~J0Gr*2f3a~ef#EWdHZJu6WF{K)tw%?oySl@Cih5qkhGGv=RVYLg?Y
zjk>VGqTl~<i}F-MQ6kh|?BK<l)q^-*8;J#?Ll|ck^n6a^Yj2$&0W(aB58UbINRW8X
z^hvXr>PvP6`e;<i1lI<T(k`X&W{EbLAm@P#P+ylBCM<>CLMQ}{iz&I&ed?e<pz9|g
z7w~w=!9}D^h5;?Tk50Fi<5(A6GkxfJDs~Q^y6rLSy!D=2I89WRj?H#Im7k<}I_IyA
zDbzQS6+bE;jm~yE^KT$eh+)#TJ}+Ryv3KYCXWQdw)h6}pqi)fOV(XL69VqDJL$f{g
zD$>W>wKO1;8cUk%biDeg$|z!sKHBl-4i~mN3(8<7blN>-cdI{#<&ACXdv5B>zoqeE
zjj{w@<8CPa;XXtE;bRh5sZt=<#OHH_xiKbK$0w@+^7k1`x|c!JjEp;=(O?SOFUl2B
z{9sx~o2TTBQjc16%;O>`)D<HQq7gABno;k%>vauB3}scL;2&&BzM&T`kKw=Y9+-`_
z;LVLb>ijTkAyiH3b$v`d;KqGnNrzsv*gZXY5PSv=hvEwCn0xzbs_o}mC%rWBfk86*
z&z)uz1RL_$L$5EFbY-m%y}6`W^VIhVjh{EJHtSp3)p~CTGki4!7T(+OtaoYZ`sLT-
zBb<8=u7JnkXYWFWBbkYM9f{;G8sqR5Ii5^e>}vJ%rY19A73^~SWh#%JsyES2)Jd>X
zZDhMI!*F<-dBbx=bqG%Db_6>S763UZf&<6-_h%`wBDZvNW~~sz(%aBz873Q6B6d^&
z->P{)6h6iV-CpnE@-EfC{2r~mT{S|D)OFX}#H>nV*UnI->BDU!=kw*|hB1k;S&{qH
z&Jp6zG!E&^+a~~eC*1YBEOL0!Im9e{YN4i%^vS!$3lm`4v=*YCH)3I}f_Fb3bC=&*
zALKLsuC5tcUGOVGr}}W37HEbGQ98-3Xd0)xCU8b|r<Ls^>`U_T)L=O}Rvb$Jtligf
z(_v(1QW^A(?By#fHo|!=3et7Y_S^DQkh8nfG%AnPn*ZG{R$I}uatI~NW%H8JMOJ#?
zob>e}C9ISxeKBp;u<ie_$IbtjitNAWJz~E*M$Rap7ky@AdNt0?;=Z?Ki?n7a(&jyE
zvUG{gVqN6)ha3L-s<+rLBzeUi8W&eUc|qj<?34b&t95a)a=f?Jw-$=Yt~+1ebyAV}
z%DI0Gl)Th((zwBh*`C&~ERP-i7SXp6^#rk>)lFB&#IB!DPK{~*?)N42drlCKLvgs2
zT^{dD%+3001541Y1!Ms*-J`+3l!R)0#Jx?qKK2XqweQ5)s48tyQ678DW(GeI&Bct7
zkU0w$T<~4kq)3%tf(H9-?1i;r)8JK>PlZ`DM>39!Mr5o;^<5|XY2v8DX(>Br8&6qP
zH@(6vYV_psYcsSXl0B`L%f2q;JnPpu{P|I7KH|mo$(KuxKbK%zsTuwXB^+9HN!=7L
z&{B(E053Urapyv2UB}!hUd(9!)Yt-DXeuG~tKYaUCrFg6{$nvC%d2K?%R9YB)!1if
zhd3^Sx;VC*`!R|TPlGuIprKCFHOUA+Q5Ky5M9V52_4Utme&aAjh==8(a-`d?{R?Rz
z)U0LT#Ko6gP)@c^7;VVZ+%SDbPc#YwsJ3wc-^ZE5*OD#9;&6|QXUP<cy4;v7P-5S-
z<=LdL2aWjKogssU%%^tYU76ejwugFuAnuE`b$lcrEnd%FH-}eR^PdiR7r-LS1)fw^
z`a~X*Vgf6_4$8AB<9R1n%rH*dQ?!~JsuJyR1`U=@v8dNe+ClMEkg}(dkX6<$IlkvB
zrj1g}e;`KsKe6VG;{LtHYhN}vOMLl=kH+?uHV{$(KuM*oEc(>agoN#+W-CI>2tP(#
z$fs<UPQPdprbj7Awho!W!1jaT%E6MMX#E?N7Tm^ZeTr3=U>7^<4UOta22>xpYmu$s
zugP%%LbUU3(03JhD!46LJw{YHrO>+c$D4u%i6atm9`6xL^CqT#J(qcphJ@oPyTgw~
z%S~X9w2BBG-@%BSZ<5B|Z;lY_X@xrOUojWOatqhVKHJj#GR6QpG@?3Sj6P4LJh-H3
zhhj!W5sWfM=lwVvRl-jwqXR43!T;X}TeiQ6OM6qTM}O|qTum76qr|jW&*y;Ivmwn%
z>k8yU-q|nCfoj*~#C2wJN1d8~@kA?^+~6b0O6X$eeShz3soCe)j&&GLy+Hx&1wdMG
z^r%9M>=Rb0hSg=%=}Y>`chNr(oVvff?>az}ewTxX7J2p(zAWqk^curFSfyGSYo1Z3
z_nJ@l6BHq)gs~C$$^qhJb2zNLh&CAjD|62Z2jy9~EJnjM?jcUL^EK%m;>$*WCz&sK
zNh-LKxK09h^f|(Ktu-5oxO|Q?3+|-{(f(!cZ5p>dEwTZuQyqMn=N8^x51ZM@+>CbH
zFQMWi$p-P(ltmXFA$H5(29>+b5{ka(UBbdglBdardqryi?j{IZLKYt$hp;U3WzmLd
zUh$69O&+nf+_uZ@Oa<kg<RgCKNXV?*?eQol!a#y(+v1jc0>IHP*B+Lrfy=UB+2{#!
zHVWFDUIs8BWmVDaoqGWfOp#-?K!2XgE-^Y1!dx94yT%UP&2wh=&Q6Ihnc>(oY%cSR
zgiIxLvR_SE)_A(r^x44wIDfzAUFx=t<w&xaP9!9uKaJpvKHanXpe$>KmUg6vZ0(#b
z<5zcKCtF9uwprvpai<6W{Us&oE?;v}*I*3H7D?~}n^yo!Y$POk3p{rHcECVadC~?{
zkA@I)N;yE<ye#L|h?c(h-S=(ahqsY`6FO?OyL0Oty+s84^_e@j0G)a+gY%i}qyHv@
z{!h9-`u~g;sZo-1EP^xN=*`UbD(JgbQS<gXxrgM(5iN3y9Dk*8_W&(3fkhQ74o#Bt
zdBt;F;|$eUe)(am@^b96myrU(T|3&+%Dk>y<__jj7{bPha$De4%;}g_aH;V!Jz+EQ
zHpp%K2gozD)s&b+Ms)uB1sDhlmp!+pGx^rtHZbbTM^aMNRF36joO~-FVfBRfp-8|6
z)1yHrcb|g?w^;+a*l29{86JOgQRW!;$(>bPbY$0%-i6u51RCt`i4wJF>&_Z~we}Kh
z$fb=5(faQn@;@>H{|ApD&-TBpYK;rAjW6P$*>sC0GOdmhT4}-><h#0EJ2Lj{F|@`!
zLzHjSWvuG-pNo!ddf(-{TU=}G_ch<`ofkL3orvaNDH!~}{oGzis;$fwQ?zOD#qtc(
zQ_IJ2<N1xjz)LEOe;@|;YIX(kw0W(0RI;G(T1}yKE5b(n@rb_QP*VMSO>HjdSkB)G
zuBB_^Lu=!M)9o&LyW4k0!J3hSeG!4;Xp)zye;q<B>yT0QVVT5h-odW?UG)n%C@k;y
z{QEp<dH$RRHBDoix_7ppv+2clku|JaUzdsW4dWQk#WM?KUaNg4BJ%0NUADU$=6-=K
z`_y4<=VS1z#Et)whu~v=%8lrR0ji2)GrVg>oSjHc^t&4_=Rm9FWb(@`U8QFv&%2~o
zE`k*=fAY+El$G_Q;CB{jPI`QO_eJ_-UI@|G;@<4_*V(D9^Vhev2FL>F*SNgXOJ3`T
zYbjl?07SU!fBm}}U$MBc$8xSjlC`72Z-l4V*DR_LgRt!E^;DfO^ry^e_OSb0V&+4w
z+XMx+{DuVS=r>Vs&p`}xP)*?<l@B+CnAXFx9p$zH_bYM<#J0qh4BVc(>NmqAC-UH}
z<YJD%Mv$lHhbiAapDpn#`jY5q{lp@+7&&I1nt(T*eLr}qL|piYrTI8QLdMR%%Z+bD
z96>(pdl?{BFQeht5+`_nN&7}1v_*cnOHTTDfJo8yLrAeI-M7?$Hm>u<q>@*29B-V;
z?Web`hXq|9)cNWtqabpBT~;OUE#=euK3vvDWLoiu;gt|&Mf#5=T~w4yGFrsiYOnhi
zE~?*>gm@KiWv@pDPl7Sp`SjNqT|FD4Z*7HK^aJ3^AUT;&-*_m&UR~>iwSsN~j{l0A
z?Tcth8Qd4NPN!q+=)2W2Kb~S(;?Hb-3l~iFva?eo&x8C4kVP~~p=-DZzSX;8=hWTe
zJ;Z%?oL98})AS;@d+ddyo2PY6CwO#>>*uS-k=a8sNrK>Nzy58qACe&g?f0i69$9%#
zC)Dv9Z=h<sKCw1$kUOvyv+-8dm$=UkFVfyE4&CP+j$9}s6S8KHMP!`a;Qurl|Enbx
z(l;7B6>Fjo4DLVv)>h82Zhjm4?u!>@Lq4WVp2@YQ#@dvr%hFue3>g7J@YZt+Nm~(T
zvZ?S^E+ynb;(>9)jdP>e2%-Acb|K~ytMLp67LC5Bj~bTlX;#q~znhzi&dr+m8z=F|
zqd?&LXjc7X2}w&W&RV%8E%L<a@FK0}Nqql`{FScoi&j{n)Y$C!GOY`~7vs&~9UHc#
zavWydw?1;l(2g>*@uy-Y6S3wgB@|EGgF>d3%TP;jeBzzB<DZE{<G8L4%6Xi-<Yq;T
z^rM2$MzHVU-07J|2W9Sfi#y(!zC<W0*`x`M@oZc)fznRfvA9=j<-aTzwUm?+Tdo@q
z#w#vtz$@2Nt;Pndgbqys4NY}kLj@PUIE(aibtDb6$~tl_qqm$aK;!Bcw{9EP2MaB{
zlU%mee<u)4vR{G>MgG=t2l1;0zpe#Nd(lX&=c^@S?B@p^t`fYw!}LTihC7aJ+JOrW
z;^La;fZ255_U!S5XQEqk_x5db$Kti2HI~XTq{MMIH=n~`gY0~bKf_1mGViAC*_r44
zX$+~V?|EFinYVg<wi`c+SE9_<AJl8K=VMpzXp!H=jNc70#y)s42NB(1IMEnp4>nAP
zmC?9cFmCQ`J*1K7Fy_8`hc*9Z4GF7}CgQsuT^E2^5v^7*H|_ECgmq5lCG1fVf!K8s
zLAnu0m%RM`!puYnXb=Y)nF4Z06-KQ0y9@7Z{L8o^)FZ6TYXIC^7@K%owsAUc8}Rt`
ze3J9BoD%yv|JBapjc3m#!hM!~sY>B<{`bNdM+*{^#_vC2`8nUg$ws**e>sx{m*gY6
zxR%MEcA}tEdx!VZ`HIKb8ulM0QNour=bh=->2OYqm$RN~b9+o*zT<UR%zhR3q;%C&
zut@&ti0EMdq+skkc@bN2L>4pv18YBZ>u_}aU?!VxSRN-W)lhbs>7CB)RsJ_4fui0?
z9(RI?AHCN9_Oaq}r{sPaV&VIi^P-WFTY}BarPDUk(w5%uc_1zYWpKz|f7oPcXEm1W
z#Gw9SK=G!V3e`1+N1QFhA5onaOcT@HVav1bhFo+VnYZ`zae^df-kpB#95Pk9R}+SL
zH12v~5<18Z<l`q*%oQrQCwP(h5C;<nX`2p8t6?!V5o$rZfy&C6nr2Uu?N5itqr#yE
zfrfG0k28pD9c^?dw&_8hO}i?Nrddfd!?OKCAB0l0j<xbm|H8I7KO9A3Qcug|cqw5!
zW_dkvp5y>@>PMk}a=L*O)#NDkW!X9=MJ(+{%HxtgxN*Kbd(@KpBg2L2P@&vc+8Nvi
zkEJBVY+9wA5*93|V9X9<#U7&Hbu}xUqLs0*=g6Tl?}PD8G(`h@>`k0of1@_8v~E}v
z)0x5C(O~Rb7d%idm<kC7Eolm8j^fkqSCdD%Lchj6tniNf18I{J89?e)#|rYB2R*YT
zr*x4uoNZVK-K;hEm*A12#U|?aPq?P0g0hW;i~??_?)Y0{VUK{nwPo>-#x&)R{s-#=
zKikP?$uoU={ZGx3BMN+EE-s{ey`#fRvMUO4Kwk2{yU2D!Lwe8XNI0fb(zALcbpjVh
zr#wGL{#*+_Nc&J4-)nAXp0P9xy4W|-G>~xI$6nf|gaf~_&PM9_(*_Ci>vb<}-^m}`
zhA`XUXneMO!<&2Dgrm!>x_a31($EZ|L{XS+in+y@(1*cq%wUPJlJ*m$a)P*Oweg+O
zocb`8ocBovDxV?b1;*cT0m0Z8{cLhS=8hR`aS02C5!bLZdsu2^Ro<sHX_*1#@{EH1
z4j*uYZ9%T~N&N~#Ci0$_V2*#5nz!=0T!v_4F+7myFkutfXVkp5&-Ga8?q%jv8Ydj0
zc@U?d7iWxp^{cYP;5kq1sD+4H+nZbaB>^P5a#wL^o5J`nTTI=}z7Tm>Ru({v8U1y~
zMd#?(84cbYyHtmn#fMdYB_U~YK-S=j%FH?h+>Gr)RbEjt{@{Rh*2U5J->h!L(wt6b
z@((SDs6ER4^zDS*A!UrfK555dI$n;;eNcBR`gN{rZDY77QQK{%7oa~?-ai>X{qN9D
z@Q*f8tMB5%AX#75es4+cRE#H%7y4g}XKGJg-8$U5a&CVfkbg~I3Vk3i^z2{J*6%fv
zX?(gLz>8S6&-f=H4ZyC9MSL<Zj5M#ag4Vmn>!SBGL-!Tg6iD#J$$yXN|Alh3|5Yg*
z?aqQmuI8d&M9`hbU*h}ZlG*{j0i#1SAToTzTb})1!IFN=&UoHr8ht#TJniNttl8un
zU<)G2e}QMpdgU^2%Or%CgS;7EoD$x%JKWbD<uX%U#*fAtpys0hTJmVZjyf=T%%So@
z?yu+jy^v>9Wr2+568V56r?%|ArL>|t!rAoYO_z+oWoF;V;c&B9VKP(OOl=W$m(NG<
z=ZRwBYOPsNb!k18zWh8~wW=1UU*XvCjBndDWw-)COmm5A8yDfR#R45F$5St^`E#PW
zyuS2RykK0sG&qj8#e!ZKr49OvCyfR};<1!27fn#~M3erC<CSJt+uGC%)-O%*+pVj_
ze4^|z%&-r<Hnv|#N29J&QyW36Z}mLL!Lrkw>+|??ca>8A-UH8<*S(_sCwSxfYFQvV
zO*D|eYj(A;*)p#V30*|1VUdUiM@O6Gd3$G4?^rmM_lGINx0gg(q20718kXx4VSgYx
zHTC=zy`28Opz2~%T7<O;0XY=UJ`MbW1#NyZ&SD>)<VK*y;4^u#8nMaD-+DN9p*g@l
zMQ@fCd)}Ba|Hdr8YJpkjle%ax-Oj+=Ybcy@$Cx=?&6tqmR;K#<1>2HeyzJ&~eejF&
zY=^P1W|rCFD_+K@?e{u4oj!Fi-w<DsT$%miF9>hjIgbk)*Q*@gQE#6vRtRdVkr{uh
z&ZWWMy&|yr2<i49i*{oX5zeHBtqA-6tY3@R&vR1&aa^1{Rw1a|Hr_g{Q*CQ~gUxLq
zWFT^44F6PYj$+MMzqiU+fcnOa)6W8CX8Z<16T2N=X2&>b5#zq*q*ypb^Q-=;d{cNx
zDx?$VgK}VGzg}MP+2>l=vURM3<+tv<`ImA@@0Zj~9E6$I-yK9UlBWIA9&n+AW%!=Y
zl)@;7?j5nVq+0cUR7o>fUv*=uS!{T_=p$6do%u|VJK8Aa@LG`c&MT|{K`e}Mjax)`
zx$>I@Z!*Fq)be==+;|qlUT?R6W|~;{`nctMk+b!DI!oth+12{dvN8@*MedSsP*cF1
z4aTUv!a7c|kBI=1SF?tT?wr}(Vs%joI{v)x-&*2GS$<%YBNJMElSY^1pV>KPGHAKJ
zYz{&gFaJvDegBi|+>a``3Zg0R))|i(y8e!;-1i7q|DYACT=XJEi8HBv+kNc2<iIY<
zD;o{RLQ3||)ZSrp8dW3iy{hIK(#Lcq#b1>nTTgJ~qEiZ0t)44!`4CSFdQpkN1_$>R
z&51IsE4AgzQox1meF0?a_7WJQscfHTE|FPQZy)jx%fLaD?BIKa1s3aQmE;&U<@clM
zI8Nc=h>YQUKjoA(?pmKwB@<~t-3n<teBv;R%-?cMaH1lP*5u}s5Avinn?GN`lQb7i
z5I7AvrZwr&@ExbU#GB?y4N2x%r&6dJKxDYRs2(xh@L7D>awK(ChINU5j(k0AahlRG
zpVdilZo9iFk*L@3?t(MLocBkEc&8qE#zE09n!GbwWQcq(ue$zLv-?pK?u|;+$w!$K
zE|=g*PrTz6=`XEz-Np2!*O|YY+qmh*jn?gexV+#^=KpYavfaw7Y_8pN9xsX+{TA!h
z9gVQqFctHZ4v(lf0pXWtDBaxv2baD_afwAF=mq&J9=`c`Htl~Pq&!vOEA@kA=hN;S
zS)E4?j3<pN&!d@4aSBE!rYhH}-#o7gu2aeA+RdVU(P*>aj>TEDW?sb#&hw$56I)TP
zjomWP@A^f~fzatckoM6n=iKy|UaOi(li>ojdA!*YWrM1yC+1$2uRfY_EdF$qy<lX3
ztf2M13?Q0IyO&7$7@_4HE_E`Afb_@mBmMhkCYtD5c^He=T$rv%M=`r6A|<35K}%xq
zKhCjf>en^$SM-Br;aSif!ACGAZ+13o$^i8T?GhnH-T=G?3kRI42M5><JmgA%Rhvk7
zTI{XRPMKx@ef-AIBh&1#bxypB5_IwQg8>f*jZ2-Lb*bdyZ%iW~UA>>g0egrynk_tP
zUyFHZi)Qx!q3*5YqHg<j(LqEEU?fJGQIU`kLAnNm6c~_FQbD8yq(fjpx*P!k1!Rzr
zE<up)66qAAyJyG&hI#glYwxqyTF=>M|FPe9op=A^$ARIOcV6EsiaG^XkxRyPIlxs_
zW@5hFLV1ug;l<?AH4qxuY3nxQe~z@NytD1BIsy;8*CcriGQ%Eb8=t*NZK|o<O>Q0b
zk5{+t!u=h|aPu1F%Fm)uK)~n?HnW`LxHE&B<Hy+!d!v@5aU(%fm#s-9TAI*<!!E|d
z{*;ac#N_e)CE}5Y!rv}P(w?fA*gO;ulDjGrR;tBSmMcq0FcY&C3I72F|3@rO{#nP^
zo$?nGu+3dv&;9Q0*I{CKap!f=loPKRqoV_UB!zHud&o<XH#g2m23Jye-`I^yNNli|
z)bgLO{`zO#;6M7fyrp;(J_mf`?bVh9uJej!r6cr4e?c1Rq0Lev&tlDADV7b$v5bV9
zUd9({%8An~?Ldb4o!KO!Zs5ua`ha8nRkKkN!;`-)7@diX?8m&ix-0WBhAqyuY;YXM
z5E^x>BIo~}mShsJZo4TmUKaEG^2*jC?Z7(+LT(R-L~Q$JYt6&ypVZcuX4M3P%qxp|
z{73vTOU5P+j6t(Xqfc`Ig!=YhcpdzIx{m(e{(V(ppp&A_Y+!|JYk!tZCu`mCcl}*7
zxuu?K$?|=h3wu(f@3_|%*h!PTwR_3gXP3RuS5_U4)R9YFro#u3>Rwj4uhkV79t-~m
zX*D3hlGJ=w(t9|h;T8fPF0x7KjdzXAc_*>mhKO|9{m<Y1SN%*f>?Mx7jyGv_)$8y0
zI+WOn8F;p46yFLbLs~gp`Ic_LZW+xv-CN*Vyoy{gzHgj4Ef9`QF<=!i_;&1?yjB$L
zp$R-sp2)v8@6N^s8^lJGJsOpA)W1shLd=&ymiI;&NuN%GsbcMA>;Ym^K!#BQ)1XM+
z;XEZ$bsH6ABJHGi0}s#Pulq=qZ+6E`+Ya*<aFLb^woSk)`-N>h)7MrYWNAb9i0C4N
zCBql;>|Yj`u^RjwQv}sXW_g#)nZ?}l`RV~<<l$oZ)nbC6ww*NXtds@Mm|7=E_xwG1
z$Wu+NPIDKEFE{z;^;oqFuYcxg%89}Qi2R}dvK4^8|Ghgg5OMYae{qP)P1jQ!d#x5T
zm)k#Gx5fAMA%*h##O|u4+mdsGrh!EtA_!@#mS^%|J~CI1?DsV2|AM$BD3>PYI)%oX
z$woK;AA?*o^^fsaTYVx`5{!OhT(1Lut$J9sv$vcmS$gJjDac2;Pc-}jDz=tqB4L&*
zBjLkifEY=V4)QvHxWNjwl>o_?R~atJoD6Ln)Vg?kHQk2}7-lx?o^Jor$oqXS-hAbK
z>fsJ~|7gREz_p#7_O<fE3n>o<&%l)P+_`<rWAF2>NHP9GKMl%<UbLB?{_k8>8CY%Y
zMI8GrRPkmVLzj>VxqH}UiUj#l5RjPwX-X}lZLHi4zL0KIydN=y!QZXcKrNDa1G;A<
z#A#4>i*U_{6R|^D3n-NedE;I(IP>3r*Lw>cy-lzCN+j@B`%f=LX7&(N^rcZf_sfrT
zGYaeN8Pq?gKeY5t0Fk#xydzgnFw&aWPByyI%}xj)&lG|WgUK50#S{@~@F`G^)EcI>
zX-xRWps+61@F*m`1E%f8ipvHJuZK|ZFCcc3%e$7FTp(Ck3ytw@%9xSmT*H>PTEKDF
zs+Lat<ygF7gKF5NmR|3Za|hUv0o07KdpRSqp{DJ`QJCaspTRbsy%~$a+^>P}w-3-a
z)ZQ@LUXITs{$c_*U&(=mhkX)@ym$cLYadi>@Zli;M0HF&VS+TKRw~uP@dfr3pN%oc
z&#kw;_;9c9ad`76Y47ehR-{mghOPB9nOx3p%J>RbjAuN#iI_3KhZEhKfQ|%lG)U6k
zXXHo_A1Nof`YrHvb<9&}f6^o*nl!P-O(_sjv;WSL6rEZ{JDrapwGZ3<VmJ2_4&;E;
zHdD=&j}d!=s7Q#zuHJKL>gVSSn&WObvzc_ASUcli(}n2EJo%`IyQGB%YDqvUtwjdq
zUu(2hMQx1!1;Ob!_)ypgjenf2`9{5ehxOwr#l7mI4;}uEkORLzTIV}>pgIb`FAyfa
zo!_xb1NvGPX;f+z9IwlE6Es7P6-*6a%YLbALeeN6Y^1{X2Y|*#jwKLwN)D>TT@@F#
zmO9xSx{5cS{i30#&IbiS*Yn&3HADt{8Q(|YY?vbMvV$fxcx(!H5{Ixzg!lVO==0`+
zLEv>hyn-X<?Se%++?dCb$h7u|;&5Mlj~3W5tn!w_FG_3jDHs^I7nl-vAH6u`a+l(C
zshrywfVNmAY^|*cNy}CiBHkmQ4!=au{lO@F^1~DM5-@MG3bqmcM8S6!>*uR27QIj^
zAAKm?i_i(oE?1wUMSZ3B!$909>WVV^jVru@##PKB)c7ZJmko$FcD!ob0jC-aDkWaR
zIHSs-M3p!ZnM-GQ-q)VT-FR4ce0?G2xIF;0uoIY__buXRlt_BtT*3VHT)JmN$OSpd
z)c8M%7C<8pQ2`w@<KOz`+w(WH8)rz!+au=2^C5TTE#<vmM#dF|0?pS+nyCTeSMgjg
z6Qncs8?(kh`%~c|$Zpd%Ld6W35ff!`yB+XA(h3*k7zcHl;~JC%Y<WG2JMjMG@;FNa
z5OL%F`xhYg({bnDL7Dd1N;;nFnbd6&eV8xP)@i!xFm{@9ZlS5)CmUk+Gw$GS+q0`n
zyP5tecg)kOG*_wsp<gg7KNL~)kSnhIDe8(r;ffONgTt>QioK@3LfrWk&w3dJ=?;`e
zSNrC*&c$Z_P>jj>BG{A2HU&aacXcPqg9HSA1x7>}QvWiD(KW+D!#KpziWScyHqXDZ
zBuz}M#NhRedB?vmk6e3QeBV#49DAiocGk8L0===v{te<pr>9E1R2x7l`7@2t_FY`t
zns!2ydO4XLM<sOBLmVVuG62p!+1toFKAX&kv=usAMx2<Lje%BS^!cetrMXKSQ{2oW
z3_#b=9iGBFR#uqvf?tSlj_cfu^<4Z&p8J)t&DGX})`Yyq{{D%xuAjgEqS*;N+D0&0
zVz+`ywOF^%d*3&2X`2g=JBqe#MC=&4HJgO=;-k+yd(-^>wOn?>&f*a~*h@}ZFcpb3
zs;SWoOnB6^GFGzuclb>bMX6w-H1vJ$hsaMogBh(zdfgr*ACR@p_h`vo_$O5D{!goZ
z|I5EWr2<9mf<T2EJBy&{6`oR)lE<}bOTG6GoD?Q=7IRKHZfp`b{xYu`<2j60!a(pW
zCd_oEAoaZ&Lp0bl>(4HyP#p<`3K~&X_5?ex_2|lTPbI584sMfW3|bfVq+Hi{>&meV
zR0~tEC1DM6aEiw9#*lTIemc^Nw`>oJ*fydtKT0-bZ%i4Q+c|Gs+?K7E_b06V<W7Mq
z#LOBxG;6pUC_y4<7vQ)Y_O?o|hQO&n;R>gdLEf+#aOy<_Bi_U3!2hMP%&Vyr>(W|Y
ztYE-lE%cn$!1D$<AQ`gh0o<_(g3gS36khf=VhqCtSaM&`ba;b0|GAzMw>j{!fF}&H
zK8JG)o{M2`yrP;M@e7g6tKZaCd)co<%rD<SMkxjigT}V<5YH_FKbmr!ldl?PnfwzZ
zwKL$`o-!k_!J}qtVBjp|O!bwq7KqS)E-^lRES>D}j0n4lU*Tpp!)}CKor9qEa@)a;
z>Bi6T=}~?p@Mj_hfjOq#V{Q)VYnf?(LEK$Wcss!t9>mYS>3An>c_z8#D<W1Sv31O-
zZ^CINQG$6yqy@Z^U;>B!`FVHU5yTdbkUfR{XvHuN%6wmv>Bl7sM8VAjhdcAl<4v!k
zex0fjkc^hRJp}gW@O?YL8T&c{m4~=>&gE017LDVvm2iR@H*OOR3=s$zJPkk(rok0}
zM;GuHM46nuX)9_#j1(v!v*~Bea~!}~_DZ;ySxZiMyO&d-im1@a=TmFd@Gpqk-`e~*
z@&{g<*cTt){&p^u1&@Nv=jw7XdIEn(?d)EAm%Ko8$SbnCAm<Ohdm)%LLso$3mN!39
zZtpDxH1n5G{LlwkE|Kp)+})I>CaV2=)(k1>NLF}pZ;oV5`-IbFd%<+I`q)R@{SEau
zKIb8myW~JMQQZn^P~klh`mLZK3%?SVMyx0p>$DGXbF}CxjjWL<xCI^uI+Aa3aZbh2
z+YDpBn@!(3=J~uJ-Vu2WG*(BH4xm|nMm0{2Y>XzJEiXTGeWT?-x~5}}ubNZ7ORneA
zbD+Q*47|=W@lmrY7q|>6mU;(Gutm~OB2acf2<y^y+DDQB4>X;AM1Tr0{-r#U04&&E
z8&o6q`-=dfcMn${`u>ebRlVY|3ky*IN7j4YTX$h+F#eRKs6dI*{TAQlukl@xh;`Dv
zfwK?cV2IJHw9g$Dp(E*Esk<z#l_9!j^kPBr;Nf$f3L-cD$E*;#z|hy5iWi;gD|P<#
zC$b3(4Rb6BVaQNffoQpn0;A`iB98Ah$PF>H1k+C<Rp{pa4&41#AqrMIRQ<>`d5Cit
z4%(9UOLAlMNQ88jKAfD;26QM}Ig6GlRG)p=-75qm9oNwNISu&Fvm<g}SHG%|-{lf%
z>yu-3z(?j6HAnsGNY0q$Is)shXV!BWHK0&jrU)>!0`)M+TKp_$LE4$ICiose^l;k2
zvsb<}QJQ@b8wQvhPNxGrFE;|8njyD#>A*YaCTO{PD;R9iUaw=&FT_MRe7FKUmpnK%
zK`HIb3S{>}3&^`C3g}#{{0MQqWT-<&G64-I3TZ$FgHLdpNSr~-0XxmAeEe~h`)Nns
z$dl!=iQ9><irKjN_A>U4KD`Np$df@Hs{}`1!5C_;!;vI#7v??9GB4(%`^K)VKN1o=
z8sfsml^%BWEZYD^>9S(PH&KY;c{}<q9FI`>O48;oRFvOh)42w(om!Y>rBHqMdWe&3
zn$O?APMl^zN#;n~=g?2x(2XuX5sm;2dxDN+pldEt#q8a?hBiWxQQhFsO=)CKJM_rA
z@z^d;pPTgVUe_blt-7S8lgfgT5!-_Ta|HH|&T`5Hp8*76KZbZDyiilAGgdC-w^BVw
zr$N?~Ykl_VWRI`lK^ONha2CAutDaT%lw(f$f$*fT+0SgKAXZV1Ew2zQ{iw>Jz}Txs
z)^iEG%49@{&&_*o);m9-QqLt|t^#4T{DJq{vdA=h$)>$|!$JGGkJD>;JCk0k*!BW_
zbuewVF62_SyYnJxarxTO2qhTuY|C4D{n$FYNL7>Ec&`kcSi2K>EL9uqs#&dg*pvm@
zj~tBkz}NZ->e%Qqy$0P?@~0;#l~CeM%fL`{BQACK;tdACE-2&y1A;yxq?YEX{8C_G
zyZzSpL&b8Kt_i)Dw4(~1KUk&!NU?s|`~<_w12Fp3)lZtCT4<^S+m7VA!S?7m7~1c&
zY~w}ZkTy}k#-{ox46-?c!vygU1^8V0X6pVk+K%{s3AY%ebaT2(M2TT3VH&)ueF0X>
zi$4IVGO59nq(yY8rS@_nMKZ+$yJHJLap|=Q0FU5<wAoAuBa(0}uF${x@D8T`TU#^w
z5=$oG+Lfp;;^sbg3Avr%svcrybpy1X%Tg4Hvj_)s9qMXNN`HO7;KiT8-9y+x%o(bI
z0Zj~@y3~oCj84W>Nc)s76K_m3J0^%mLr-2~a0Q%Ttl~8ZE2kDaQuj;$S(|(pK3srk
zX^&Da#g@g>VrFk9+x!HtZ4(vl!|BF3k<YLAj6w>P&qH{Ma}QBCDE>jxKKZfj&(Jwp
z*ebxF$f#6!JyN-291e!U4Eu1;nlXX>_tb_;NxYdIhkIQf8+0Vgyf_oBvRA`#MWFe<
zw97Q~GQ+`!rPpjl+8NHCcD}XKDYA)p#VvGr;l<lc@%^NAC2U=+m@Ynkw#Lj7qvbxN
zaHdf-Y#uP1JB4E^Jf2&aIzD6>_+L~eCF`gnYZ-?ygJ!$1A9~Mb`u>8@C1>No`e<(X
zKkmQ({a*ZE?*GmX)%|=9*%oHLY1tsUg7>MV0&V!(_xy39$H@}d$J-S2$wJqd2tF=(
zXcmU{Xm=G-;4KFXZ1!~Utl6PD9D_4*sPIle)4&j6V!?SDky@>Bui8_hKPw`SS5IxT
z_U!R`K9|gY8jF^pRJs3x%w|8wDmIPZmK~TQd(rB^Kz`Iq{$A5KX%dEalA49mOJ8-_
zF(XIhTTHkk8?p@V&xwzstB7dKNrJC96K{2JV=~oft$jp{o0kEw|Iv}ay1iLcD<g^o
z-e`5=6NewcARY^_<>5Mt-Q2cI(8$tMr20n$eosGshCKFq$X>hM;M+3XCb5)cVOK9(
zppo&?h8R6$Pr?^>)GJG^Nb7U_*f8qd8);f_S#f>FF<ebm49~X@CRLkfys~y;o^0bU
z{tC6+V@!q2(dx&x%~hW6PpixEHv7@8HoEm^Ncg^!?&WgL$k#J6wd8u!XM(VM7kRf0
zY;(c%*ha!-A-4#Wevf_dK>&v9(ZD=pF4XrlQfhq`Z&C1&S&4#-K3lH~NEt8YnpjFN
zkBz=<m>)y_QC8;IldNh;@lSNcR=}q|Xw72HOP;IEvdZ3BZwOvWfXrtVRO68<0h{s7
z7kI!@=2owL4^c)}t3Iw=aI3to>Y@kPdI%T{YO_d#Q)@251NF3g%?8cJJPy;^_OfGU
zEETRB944VWrOePh!X%5kdYPGxxgI{6*$=6~qB*)D5dO!k>g_LPa${x1gSl|_!(Q^(
zK4VbuyO^df|1)8_=RnmR(VZ;Ig!fi3(K35GUf%`r5P_`%mvKM54wXJ0H$*vx9-;GZ
z@PSDm`dhdX`%H+Oz-BCLFN7dAEpEuTIS28a%I+abX(b|qs9DjHF~9Tt>hvMo7kP&}
zy(I3xztVylV?=a+=$fXHdr&m~I~fY}zFes_&mUs5p<8p`Uu@0K(FJYI++5hOe{;l1
z0>qv3;5DbC&OezFT3v+)cFQ9B)1sSZgzi1I)-Nef0WLv}VH->K!I~W*W<!f6T31a@
z;xJ@AP48AYiiceNJ9faL?UyBKU}{aGI{X~V&G%E;G7r+9`o!jhVm)qf@_u+=fj1&S
zBwLa;2tM>*F_9ZLA#i>B&9=!%kCzM2Tzdqz0w`>u`dt=%i!m8w)UdCtd&6!TY%?E+
zn5h;j_HX0?+XiZeo)sNrb78RRFMBdB(D8<WUJ`tbyuW4^9)_XPafM&V5%{`vq*LL;
zLAVun8!mT)`b{lT1#-AW-XCwZE3(BttJt_qwd^HW;X5a2`T=liq|c-s7&AOePI(Fi
z`c>FMtwYh$ipuqO(Pu;zU+Pus6IAhTuUrkS=tX}aJmg;b#1;ca1lsq-=+mJTKXPmb
zq-WMi4leoSlgIVVhgOe012aGIYLIevKSfN4?7|5gaH<WGgssQN1{OR;+zbSXyu_(c
z6X;jzTs3(@NvzzxTyJ1%M`gpDE^gyNa-e_T+*z`L>tx5czmD0N*?in~=4rjNkjjNq
zS35Y1vod1DT~o-L11!`b?uEZ@Nt|@zh+VgvxX*qVM_ccg<2N!J0>5JOu1RgZ0z9#|
zgHYVqgdb^R*#{ZNCIUBUt84jZLbk4$S>Pk(bu!O2ua~73<V0#I7OHAAHkaDVu{aXE
z$^ezYr+XBqhJM~JH;u~jXs+yDQumg`ozoxFkQuJ|L=;<gi~4Hpu6Y}&{SJB(mw;iY
z=4ZZXa*<8O{LhtrRMdKt4$t5m-bKW|_HJvfqiSEJZ@m1KgrI(hkaHG4o>nj|eeER#
zA@IjG&{az6qdNN=g(H5YN}XdC{`BUfvmzUcbFE4IvCpta_qiO?9gcLI@#|HL2I?2v
z(h7tS08n%%+{ynzf>x<|>dh`<H&svMs_>4oj86x(b#~)KXq#?iQYp=4Jreh6qK>7P
z&!aHe&g*5rX{6xB?@1QTX38U|98xC1E=ILWy8?>{-C&;*4Rz05H5FOyz%4U~R(9W5
zT4d$<4KF2&R>&23-;e9|1}tf;hx1xH6-QYt^jO7;y{PJASerdB^(enL3A}BJO10j|
zlHV69&4%KMhN6Awwc>h{g*;;$i0?^uc7Z+keE};Ww2O##F6kR8o8=kYTw^nFNA+XF
zx`xA%wmr^%rh4;6{C(4<?AyKM-5+G%>-8dWq%$I8Me%npRTXYp2N18~MVzjuS<$2r
zx7$G0><`|_mf!|kUH+&Ek;LS{q-)^z1I@7Aj?x%9vWZ?s0AsxAGhP8i#riBdF5nSR
zTt7LzSYjtji&qmzvi!Q)<^>0nhO}$go+h@lF)F$rzunZiuL&I3l6=_kSETK66NS@Y
zKN<#NLsM%!k-<~YS7-3EkkKvw6H7Ri7kQ~5uB%MeAFvbKEeo~2<GrUpj9i%OlxxPt
zf=$_roN(+?Q%UWpw8t0PDM!$_N<g4%pK*dLomID7c<b1G+D!yL=L3ORt%8lOzh@TF
z>MQ*<Y_|-r5PneoB%Q+Lr+?<3H2U<972(aEQkgGy>H$K;<{<AW<;610;4`PyzaaDG
z_r)9^Dtx`{P)TU;L7XajL5>9mTLy!aw3!p<@VB6AtJ|g+fd(Yq{cDP^Vb4Z;!XP_g
zyuEreRAqVcUHc!&j}J%_?qhS-lQ^r=N~qE{*ufW$czZE3R|-O_S3ULOCu;izACfon
ztIRZhDNaw?ZK($l&F}RJ(7p+U@4vF@PQ(U3j&a+|rrk#k-FSJc*uK7Ff=v)ikZ4Wg
zhQA;bhXo5EgZUKq@oo4QC0oQxCM#Bz2l_<;V!wYoRDldNfz+xQ?AL9J3s!kn1IhUJ
z6k2sNTGkV&QsI-dH(oO!N(_-&0|PD&VX7~ao3oc6Ojx7vnzelO?CSw+m>Td%EaW}e
z2{gEzG_g^3+su@hm?IqvV4m^Z5J>$c_Q|<`b;1RCw@cXYRxlmiwo)8H%shhnCyVl8
z*5i&W{-C?8uqm{^?47X-#gR^<9qlJP&+!7YPQ<Sd8G2p~yyYhC&MMRhp7yB_0MoLz
zXQ<y&e;(A=n1koy#Ax(ukN2nZNLB}MTC!@CNsQ^e;5lUFLyrH!2^k-M_xi9JIO}`z
z_L}4G7Z^A>xn(v>nrE_l^CV%Y?5<0h==aA4Po8sVfjDUE8Bd;xI=48yn}V4<mIKxg
zWZqna*VdBHiJh<R$gzBa^&8@8n{VIREwTw9?$vekFeAzEZ}%0Hgu}l)8}xYLd)qRf
z`Gi!b|5xBf0M>S`=6v4j|7*2(-I)b?-kM=82J_?l>YA7I6i#I|1z2s67{>msj!dU1
z|1bG7N%2YG!ZTP>T(3Epu(x%|{oJ_1w>N9eG#$1g1GW)Y58F5C2eLW}^k#GuVPHyF
zPo9RBjKd{<RZ{4sc{$+jmVB_f9JM4Z_Z(gsoK0GW%78dl{soEf5}X-d3~m@xMZOBA
z^mf^aM*U*Z<2VJ$=q8nVI7=K!;gylTh>KtoOvxPSrc)(>(fIyuj-^J!inVs9_$UEr
zAuHHF3kSpu|IY<I$^F~QN=Hndzg07Nh5eUXL2w-3r+e6>#OxB{VOH1AdB}@*b0=w<
znsPMxKbITgtVmc7nBH59g=NV9{2-%Xoli&N;9|3PBmZ}r?4G21u-@IkK`uC!2gtgG
z$D8%5$`%JXxxOf;6Q_n0AFk9%cBT4?#<Wxt?qA6HowaYRENxKu<8F*j#Y@j`W}0%$
zmu5d%sjGkHMO8aJLNz`su=_D3iIzLZOBDv0kQE&1n0pkfm^%B}p3dg&c%oJk<{<Za
z7^Lpjw`?RvbpOS~2)_>Tms7d@*p2a(?_h6!_RFH<?H4idEheO_$st(M9rR@_r;s1^
zV-BrPKcscV5Iqq~s;AOU#KHJZ+Uvg{9)AR!6<pc>4C?LwplIA2A9XhSBS&Rq*>fc<
z{|T4{;Gj|4VE^-@K6wbEY-xq;smAn<$_3U7e`0lmaq#Z=KNk$tt?xBRtJ{djKF+l-
z{nH~42e?y!l9ejD9WkwtY4qqs;mY<a#MG%Cw%5o>M~_0}l5f-JNo%00X1iKXuJc`d
z&$=nqS8Tjhztfj(S_0nOlweQbNbo!EuxlIq+_UpX#0=IQP1>!$<>-&As1ToI;mp><
z8<hejpZ5Vrv>O0LIbM3W0KtG@ZOdL~9fmV$s4(N(4(N^0;A~bkhe4o+5PR!|bie?O
z#?}2P4fqwC_1k0lofKwqUEozSb<Wyaouk)G@}?9*US8dfko_#>t$(VqCn;FXnF%D!
z1bgo}A{g**uLTU>8d=^82EZ5`n}kn6{dC+R9%q@f5U)iYh!(mUjCh;&$uYyRu{NV^
z``?BUQ<<nnlUdd(RM{=uN^P-a%B8LR)#zwr;!NmTya-8Mm8o*Y`xxS{oL!Bxv)l6&
zmqO*beGYS}*AmiI83i`!-UdkI&}op%C5z*PxHa=8o>D+D8TYxutMA_ITs=@j>z$%R
zKv+F_HS*qH5X&D;Cus>mCUmP>qARNEZQ15)N5lMdBn4iIS+^T3e;mPPQ;EOg6ix_&
zO0og)r6;8z@h;QGajfh_Of#+#xhZ9ioEs}kY)h8@itbi>q!)r>azsc@^R(peb-nkS
zj(tZA@|7A#g~ikVWXG`vNCxnURzYL2o;y7v1_oI3*uC&IS=vvV`H(68T&ElCb%W3h
zr_>$QK{@(&%vL>wvf#~_RXxCPGmvGit;CvyzRXBEjH5qm{+{qvLHz<8l(bl$F^J1p
z7R0nAxYQ=j9xrc@T={xC?v|90KcS<*?(bYM+w<iFcF!U<|0BISM)2T_?x>umwJWPj
z|EYxkKS!B=HE4l!SoUl^dY1VxU2W#N4(SLmF1R>Hyl&LvF*jkf6!V&I;ckzdl-_5b
z9_kA&pR}oyZh+bNUZE&%&{TkB?R@4{Lr^pu{1=^n{wwB1ScTnIw!5RvqlXV)Ouj^I
zvZWm+H04uXSy~@Ue~@$oQ-w-<1!QtA$udD)z0&+%`IS#zhP6+oOF`$!Ub*~s|9Ux@
zvbV<6<2w7m;tTj^SQF4%{zpX}`Q4e%iALH~brvE$Bl0u%;|JL{hr7`2BhnzfqUQez
z&>{P0Xe9rE$7EYL7AFCjP;A6UsP&-*ACV5+m%`*aE9+gTUjlmnAs%pR(7(rdDRz6h
z49O!i#bj>}etAkNoe{#yP5Qs3Q~l$qWRMs?IWibuTuGzfeBcoBo}&K$Ag4C8I<zRW
z(EPZ=^0I00BA~H3wc^S~9_25~i=8rHP60=rmW;p&LXgx$4=x9SV1XLFE4?d?hnwp*
z7$zs8URnN=<jembp_Y*8dC*He=|lOS+Xp469lv`pKqI&=3Um@XW4nw6$y?KT4nL^)
z?e|-~L&%R3cK*I9U9RRn>y~UKEhq?YHUk4YLE+MI2wLYIdN_YMKHSDD_gb@EJ?*kn
z17Y<bd|kFP=ThLJR3O#)m84T&wEx(q|8pDvSNTltGF??-H3Ns)u3}s3j$lvmW$g4J
zn<S5_iblCaGG@|1KK%`@&yRzNf!c(ZVaeB@hUuuP$O)5l_x%^AL6F4w4c9or`fBO%
zuHB2Pt-Qce#5gk{RN$sv@Mrd&LMd!Us)>7{O4++J(MAe+P>1ijJuSQyw`#9iKjd_+
z@1!C9B}Ye6VvCE>jhlN>n7MLL#`g;AA?3bHF0HE=vAYFDp4Hz9+Jx~JP;nHSiq!*+
zWtYSI=W~o8ZtCKIY7u5Se?MiobHClbF>iE<+#a^{ZJmv>-(F<vO=UMGvuVlj+v>a8
zDSk&SFOi{_Bd(ucXX;bUKJ-0L05(RE)kv%>(TwKf6#@i5|Egw95s23c^O!Y@<%5(S
z^*`ymp*l09Ouh><^_HaMovzKGV~VW7+3fx9Wyv|2JS?!7S%VFUoRN%_MV&x;Nvp-2
z1VVi{R{E{O%Fo%9Ql-CA*!+->pu<l+8X%~l%x!JWST3t*(%m25$wLP#5^pKIL#=F}
zcCQ)8-o$&%e!Aas^nUp0!3IlAbbje{7$h^(y-jg2{mLYFAAfov{#ZWs&{1)#+ev#5
ze$GQyw4^VebH~>H6J_;ead9i^lkLjXd4aw-`^&4ko@!YOKcml#ZneQ4wixr4hPNiT
z3<o?Mv%19cN)UK<B|c6f-snBI6<!Va_U8jf2<*nxZ>7ZZA<CQg78bmmdNQ<o2~PB3
z(MFeA(G>4g1MYg(lLx83Qr_+6S^WG3e`l7p(|Dyat6wA(YhGU2+J@Rk!dmf|dM2<&
z9aKZvB<dnKewqluTYV)uv*MVuO%<s^=6OjQ7}qrat7mDFn6R6AThM%nn?_gF4CP+Q
z7q&}#FOTLqUd1l!m35e78+UBXGwW1O&Ri>$`MW}{ik0)Rmm<J-p8p2XcopT2p2vEu
z$S}P(I&q>rtB&W_ElCbszy2~(wwH{JzVn9izR^&`5hB9Oz(_eTIg8#JiHSq14p|Wy
z+`mY$+|N{YU^@B5em00L^_0t1hzydw<w7AG>U%Z$ZaSQzTEE@UiuUPiKoqkqNGC|+
zXo_`9H54@rGWblOE{BHDYmn|cRbc;Fs%PYY9cUg-5iYZay@i#(vM$DQR_A^n=Vol1
zOrf$4TLvA4e8kD`W&ZBV{z5;OrL*~8%OrjO&3JNc8hTk&(7HO}WHppPo8Kzbo5EJL
zO!_Ic95F*XL_!h=<0_7!OKa56rO0_OrI<p&!<))>euPmh+=Vw{$%Pv$THC~H@g4Qm
zNseU!HmHa_XpXk9^=mU+3X3Pg3d7vHlbU2CPRVHNF~H$=0rDk=owPS%2Z^{S{WRUK
z|C3XFk0)d{tDu*_gY$iwsp8$1vX=pHIkh?CG1d-{Wq`q^Q1OIqpk}n($Ik*MRDjS-
zkrQsF%^)L{+x96(k3OeR35Bg2%veOi-h4W@bz|=2NlqaMIu(>q7JmKy>fGWzZqg5_
zRZ-aB)}J{|3h#p$Sy7E>yf&L?17h?mQ4v7BLI3^N4kzKakNk;r4cM60jN+3}#K|_Q
z(N{cyH$QPEGwf7}WQB%{AL4W7>OBul$+Fs)w*EM1ay96Wii@s7j|ao2Ypf~_3QzV<
z`EP)E(Fn^w`}?V!%viRlpHGBNED5RfH;8$kUMt#J&#hws;rY%=>;aaZc$9KcSl73&
z@bPm6!MzM`nmq_#ZhOyU3dJf9zORtcSNkmHzRDQ?(bDZ?DUEa9u+&Pn)So&0&zGWF
zgqJIQAt#?I#7{YHxl0PQtWVh^cGQ@R#wkK}<mj?;amxqM4;S)0>{W*{uw@0!e%9`c
z!X%OMFHwzxIXGg3M>>kqIx3=?S+OF8B8*p$NZqBh8;rPr-`(wz;R~wTU6NS&mrx4p
zpBaI<mu0w-msYna^3$kK>1_m`i#WPw4^N|}rSJEEb*P+|Ruan87@iIsQ7d`VQ4stW
z5sD-J(X(^1PrlUo5;Q(cq)s{w94ID0mMrt@@DD_=RL;4{l955_$g}vkyYKt#8D2lI
z1k0;s)C?I;!Qmv>djPQ-DM*0LYHReQPIAi@GeH_s%a8%pa&U`%nZ+$6cfVMm$gWXW
zx{+Vf^JdT9b26~3NtR*lch2MQ6i@C5qZ%dhHrw`XyOH1nNxZ!E=?`!q%(k-twes<c
zs9!Gox~=TA*q5eL0^!tp<b9$y2PkW)UF$FOCp#AY$VIx4a?u&Q9T6cazAxg8;`i0j
zO-I#rtGjFQM+$0?7kviGGf-+JB{inKqC3qBz%}c<UTEDi`6(Y*4f0IWU<w=P{vjGs
zwDldtY;wNC3pCeHFS`ND!~#y=+gbTj`1{fiLBP4x*73F#)Za@<aydS2?LrELB(KU`
z(@{-ISL-JSP-(L|pSP&1z*GN5>XbYAZwxyrwd)`b*d@Dt{&!;qxayot^aI4WZkHW%
zr;QR8>C|Oo8O2DXS*v>dg7-rb+CHI};OLY$&O(wX-c7PH42*047xn0WN@5l`*R2)$
zHq~Litzgbc^BB_6#VU}STqzjys0^p}Zbx`Sox@&Gk)-V`if2c17kbu9&R@AW{w@wy
zIKF$cvejo-aR^BJ*E~BL^<$TU1f=E8v^{&-;8xMPzYF`_?E@X}+0Ux`X0ge?eda_`
zPh?JjwPTk1*?{n|_Q0+IYELx#_fawMs7E!$L!tE>s2@?$cioe+8`@xt{KAC?^R7q5
zB12Y_H%h<ZU2-hd7BA%{21K2Q-y~)1SpYbvCuc%~&w1;Ltt?P??zOqpK-HOTVk_Pi
z0bXS-rCu41D{4Bo4*J1q={H}a>Taue+l&DQx&>HjEw8yk>~0OuJ|3gH{6$WeflIc!
z_Z+IJ>;jHnk&Ea9_`>&KT#<X;3UFqd3$XR&S`P*)&!@URiP?{rjfKkx`I(gSYzuTB
z@ZJ8I;;$pEnBA6#4?5Niy~xp=*cj73>&xBg;vmTRWZn@~-8_)@GIOx-bICWgou4z*
z-pbQDp3#%D1_mLU*Bql;8=`_W6jdMzN3C1Rb#dLBTyGX>gB7Ozjh32ZP>-sIW17le
z9#rbg3OhD%{k&|p1y$9Vo1G%V|6q2*d1nk2WY7fIRNWKgW(6LizzGHG7PxD*UQKJk
zJ7w5v7JY=O&T$t9zPokWK~lE5s|@O9%1^Y9Np)^M39on|@j`+#`fsSkKdY(z+i^1$
zs?v32E}Zd|;cayoZ@_LT9!r1pNS_iq675C2gDtu&%L>GIW4+VRd#3X|@N^qvZ@Itk
zU3Dk@tn80B6!0&`#y{0f`ZOJCoQw0HA#r#qBBQ^yE_$hZuIcuE!3QtH_@@0}b!=Dd
zsFt5h$7I*mST!)&8W9lja1su<SAFAQV^-b|$od{M%!hAq`u2o1^BkA!#CNbsd4u0-
zzIfiC@y-h1yx0Lk)pJ~3NIHC*Cf0j6wG1bkH4-wSAKUZ(vBw8Hr94S)(o!6>`BInq
zrPmK>IjXPBU2NIz+O$cM+|N;<B(&8{=B;v*Dofwb{d{P@2ykC|lc5+X`$a~H<Do=(
zh~=%S9NswkfpaqIt8RoFOl5-mhs6;td1K&jyzb`m2GjR%vhE<+IEL@XGX;#Jy~2I~
z-1u!>?&Z66iR6XC0wE&L$IFNg<(XXoHanN=9<Tq*KikmkWEC;PIlS+8lIh?#u$Y&_
zP5RV5*H{BGWGAN;wX>Unf~{>Ge6vaG_W29q*$N=%x|v%z5_9_vo4msNbs5t59*}X<
z{$i`Z=j0hco$Ig(?(vo;8@V+pOU%au!EdG2LBxg!VB8Lq(UJ6`S=~Pyup3tQ9Pehf
zCEw)YGN?r8o*EIZfJKifz6ye}H-3uxhD6UIBiOGN)VQ^&escsU-)r(#Br~Wq3BEub
zv|791C+4301rfl(^DGE9rvyzoRK(<+cb^XWSoQ^XPpnCCPAzRj6Lz@LUy!4{CIGOe
zd1>PeWam6FYO%rydaozYhaZ?vmP<}-0s&nM0;od9w~c?EfP=0LG5T=g-<Yamo|}4~
zejZ^4#thK8E+gWu>%XPO0M=u`+LMNhz1+LhyC*gYfHdg<N(Yy@>nl}J6{@llBMb|f
zk+s>U1UcZE?o@!TdKJE_5`gb9?v_9HUnhGCn0aUL<IO6LA`&Q-a(J^nP3w31loJiT
zo8VlI1bH0Yl+WTFKx101BXCJBt{*NVreUWzv3wnRZ`>-NuM_$~QV@+<(!YeWXi*W|
z{{S5pAlAIv)gX7SyFz#rS@rXqY%3e$le(+`-tT>Ae(B+zsdfpX%hDitmVZGm>FIGL
zzJ4kL6AaVFXXj-91<`~qbiESRAWto9*)TdsR*eYBzKZY2tN(Rncw=2JY{#0LbQs;1
zZ<Tu9`B?Dn>UR+cej?Yr!~!ZCyYOCvJR9?tse|E|_4~n@l=wOIn(Ob*WbMoF0+JiB
z3(y#1?7VG?<O1C5HLb+ixb%9Tb=>MuJ$MSMUXO+@M;CK?ck$KHOUvOt^x4KLEzNTs
zjgW#TvF)Xb;|nd>P|97-Mz3iIG(#`*+R^j2nbw_nE`USV)N<fICc2IFvY1`FNjqy2
zX2xJZa6A6i4vzf8%Mj;D;az!W?`@LLEqrO&oXa^+iyx;i^aAjZedLA234i>Fjo528
zIq?keQovo7pr<AUnKWxLf7qs6?x}q1HFuNiI1~k%F|dyMAy)EK2ru}hq$qAH?D71X
zn~5KM=Cmy=H6L;vTd#4Qd^S7*Z=4HF(Dfx7-YlZ>!RDW@<#li6-lsHHfNxNY(4U@}
zppA?8HIb)6vI`?6DB)B?9vLampEX;A0q<ERy~_QJESBGfC9f}b-H7@3<t5Te?C*#v
z%4#(V!!rDn;A4cS4Oi>-VZ!Q7U6WfAv=lOT^kpe4Eu{r!KMc8f#C1e1%i7u8X<aV_
z_CQZUxa(d6oVE17dI$F}bUxS(#+|t_AvX$=sf4$&k8{tFpJfSy>_J0Zr=DXueFI%f
z+J81p*?PEm0!2L*F=Obij*NE>dpw7O_gBC9+Z+hft_swQR)^%D*df*@gnCrTm)N`F
zSvyvaOmpydy+&)Vcqvj@H}Fm;Jp7K>DI0oPi-n1A-oCTGce4I35kjw3UnsM3c`Yi9
z%<S-6m76;pb_;C>{%tdlF+vkg7!5URkhzO$G-q)#ds$TNzQ+YqY?d-m7+^GOP{YL?
zQ4@tpy8f$Ct^b(fLihi(K-H+<`EXC|(Pa0;r4IJD<j;N+!K#L9_O=V&eEOT?h3%=#
zq1+!f!?FTBm;0(ktn4}Qrsd*Su}XYYh|4w|f1{C-reo`mWs);I)kW`V`ecIbt>GNa
z&&PXQA~nxjq~Shy8?4@=c<TR-g#6>d?SIHQE*)_k?Aw)FcziF6;i+IB9VvAmZ!FXQ
z66`)E6x0|#YNj=cP9*&<4v%%0_oRO#do7YRfBoCL?O%;3CmwHnO-<W3hzE{Lnf%R7
z-sMYM(3RS&6}Cvlfjp5a-oW3zt&@h!z)fVkz}22?nO5}?@{)U8SDS{vJJ<_wpE7!o
zHQ0Fn(gkQ1%I=ARI;q+@kjiR5Z9=ws1!Y|{yt$w{caHC}H#g}I%R*I<2*MgMZM6CT
zuzc*)bWvw5M}Mg0n2DbqV=F!7%B0jaWldZNGQcVx<c$-o!wJ%L6J^wH*LIKDp=+l}
zHY0USDC(ykqGB`_<?rP!I;U%V7`@5{?8H1zNgdqzirC4o(R7lw9Z!YiBKqJU=Rlpk
ze{+0=I)$Q=*V0|FS-vdt%CT&+a;~O3X^YdX`CfZK*E3XuI63R7$ineOOT-)Wzfl9U
zkGPsJ^i^a`Wcx_u1QTQ-t6<cN16K@K=g)qlrnm?<p^f%T=)*Tij9ezbQo>RzD`c77
zYj2(r4R(uJVf@mDU2CC{(9HOe?(+M53YC7?n#oLgXzIP5=X6vR*1^Qf(91MA{CZB#
z%s?M%8n%&7q{FAaLjIbGRD85On;tV0yO4G6KzAU8a^N6k2?!gngsqJ?h_=7-y8A-i
zVViPlIJTPlGK)1pjedXQ0yL@=D%r3#^qW^zwZ9z7N7ikL!t>ZWN+b`%8=?32f#WR`
zWNx`&6%pjtf6`&cyz*jdPWL)qIk%_T>G|&AXLdkCO71iEcfne;iq6M=eXG;z#=e*Z
z4NMlefnLuhVFen~Qa#J53k1vRNSc}8oNPpYwla3BrB9GDW$L--JxhQ#Ra(}vxtD2N
zT&5r8VrjJQA@KYKVO*a&@$-lP@DwO%p2|N5h%iKC5p<t&1hEdsX4B6=BNK^FW1v|G
z;Ors;ThVu`pJJT+PBYf_vTicA_(=CRsw6YyG3L&r(!1jeJ%9(rlv?wF*zJj5$<fE)
z$pM!=sjeih64{kA=0{va<wM+SU>g{0xBhozqJ9~4WdXIXJ#v!dlJZf__*ddUXB)9g
zj*VB|bD?d0Z}vlw>G#rjA{lz^fl0|!*poXPE$J4$W#A|ttgv-(l-g_c?3$%LK8T||
z<E8!AIMoLpVpn2FiNlCLUs*08P~%F4U<T*sN%65qgNoDTk&QvbPI4{=%65>l)3aQt
zUWTWhlNgMDbG{})<zp=bUwupQm-6lo=n>0>Dv8r3k!Htb@9O$ha^Vdq=Jo~D*ZsLF
zQS$9SbS_B&U!qWyQ1AHXT_K$i9}@SZvRk+Krdh*fo&F?Fwd2WVIr**}wG<CPNA|Ly
z^+*QtdIM8L&7#IB?>Z4tk7jH+;NO`43*xGhE!Kc!Zejz8S3{`hUZ-g+ujO60u;|wI
zjJjej@%0?!Zr(ULn8^1{JpOJiTuJ#9NFB33?;c9UEMH4LNvqK@(`8K?DqK}6i=&of
zbk-S2x4y0x^y3vVk;;<THt0w`n%Ob8$pp!eH<FZ1y>RY_*W0>l=|)@{&tglGcHUkF
zi4;7zJ{OT2%$Ix>kI$tep*A$K%>%bS)|`Fed&jaMNZ_n{m^S}OqL5iuluFd2Oy9j<
z%+^he;@zaZ<agv<dc8z&BICB-N@y_;Bt$F;*KtKa{C(puNYrWTnprNWU7HDx$fpxd
zfc+vrE{-|jF2kG5@urGe>Y2%m2_XP-OsDr*5v$j_EnjymsCN?Q1z*q+sHJi5ZXi`o
zSH6na>Es8mEhM#)6U!B*1DIaVOlUVQd?t|3zQ5OYzvik-GpDb_7_W;o{j9}tCF~GL
znJD$<@b<H&Sp$zxK8PVpSux$Gu~a1{!EQ<pF4_9`CjH9cOOG(Y#n(6EP0H^6KJ;iC
zSxli~3tLCN;lI%AbG;<y1W2aWvpcaT>Gl(=!<$kY#wfmCaz=SiSY0El^|sLdNZiZ1
zjrJ>mmdS_@o1CsU^-B~dd)_Wg($;76gTRTq?UxzH%^s<syyJ-C36y1CjSR9%)n54y
z0BUpC6g(jLs(V1(_Lx#;i3%N2$EcQmO^IqP|2Fj?bH?l`)LVoMPVi4cSy`D8C*umZ
z8rNFy_2e%vljr}~0V4ysyeA3XjH#88pqHB6HnB58u*$`b4Sqq*2=v|E-H8X(PQTQu
z6(5$z4b&de=4lkJG++}@qN7wznfY@;ujNRbeOLo@7>D<IpT`M&#~Pea+7+5<3+f*X
zQR{a!>zXt#oHNpF-&z>E0?77qEM%~Wj_DeqYw;C>zJMrlI(p?1Vf`$&YWMc9tecmJ
z6P-y~`-}{UROKNQHgWZsN=_32#K$a<QCaEm!G4`%cU=6m?XISR$P`B0{CL|{nTxfj
z46ah#-5ZxEqDCm?SR!Gg9iW7uyGq%TjdoMNqcc@6Ii_4x-%vSSz)c#LTIqlVYuG#=
zHJ+7`Ec1|eKvHi$J7UzC_M2qfk^1!S2YRqOExL08X-4o=T5Wiv&(#R?($~E*GpFHQ
zmbL!53a^e_eqh|YuJ(S@Wn}UOz<wEM=F9mPN@a9^HL7L)R%m{HE+Qf<<A%@!hwDO^
zd)y@N|NUZLE0(bvrYt+SV=K-mC=M!iJUn}4k=aI-c~`U~?5hH#hmHl#xuZ4SbCgAT
zT<aFPE>1@hXq<*UXwtjzC9zK6L`)m;qU4dpb`Om>C@O3cvV~28T$#)pf4g_;e=Uxb
zHM8VkGdqSOf8@Cr&T<5%o|hKf{(b)EnR#d&cU>jMFbU%csmFhIdntk!eoa4NlhMdO
zl0=yDs5mMvVES|e%@+ww*+v&W>~SXk4LxEdO9lDIjGjoszR8N=iSw0!a(@B24Pcg~
zvh=q_*}obg=igrssev-?R^jI&NtfNCr%M;z^T(&cYH!yC$luDTr&_*k69IO!pK-L!
z_I@s|<(B6}4LKLG_1f%|Xf4NVxDIqh;m0D5bQ<I@rC-~#Nf$z`)=oAVmiBTr2}n!i
z=B^Y>v-c^8l-fDsChZ@eQ~yrq;mYJ$?r18FK3+|b6~k8;GIT{>B~o8#+bI+UILkf6
zTOyxU{6l)gsbVrxRaOR{m^A*F_ASC0)mr@p?8e0KxLH@ta9e3Hr}<=*ewtWo5B(3v
z=&=Wg(O~%SsS)eu_#Ame2iLJG#Sw=Ns5@oO@!ckleXv`L&|?L(wk;fOOTlfI&cgaI
zcHne8TDw`{0>Gz>i$MF;C=ezq6vP?n()otDLV742UpJ?%k*4SLcHYSlu*`mU;9j?W
zrE+nD%YP|vDP$;q<RXh%-zxyL$c^9@G=0#GRfCdW@nP@0jB)M^^u<dfolA!!mw?Ea
ze0C&UxxG4qZJx_y_#HtP$IDWp4>yB?3I2N+H)$ET%-q>$2W&%91Tg6DtwsR7hqTtK
z=Ca)D$2@+9H2@d`l_#g!mrKW{bGu+ZxIc%YiAL_X^eiG8E5Oq=MZ#>pF8O4?avE98
z)pvVa{V=1Wc3daPGnd8Ra06U=8_ulRnhIxijkwbau<hO)9ehRMP4e}9a#n=v6hY?{
z+VK!*6<|`z(9_y}zx#Lu;w_PP=)-|;)TJ0(=vMp;I}NWfs%tK!A6H@(>5RVHeE|k$
zCt8B}E0A#eosqcGa@rI?+2ay<%g3Jmjir;l`(Af(W)ZBeJH(>`Yk+@3-+E~%P?fu(
z4^}yGs1QT1v6{ZEgEboPD|(RPB6nuZ?J0DB1wDtPQG$5CSf4woYy^m6V$0-Jx8LBq
z_C|YGahaj_&oOmP-ffp!I|pz<`Zgl3aRNBo0TNCvZAgVG|2F|Ic%LZ%D07e?PJoI;
zZH}c6mwPMyWaUDK>|zBIH)+Xfx^In0#nEEvhL0G2Y@D$+>?vX?mG;D@+cE{JgGATf
zVo~CoBL2eQvg!BzaF4r9OJp%sh&f|5dB|%DM5$QFP;jEfi?wAs^qOwnOsdEgL)j>j
zBSF|K0K7`M+KywNE-4x{_5aD)qhDx4;BExGae8yOSp5RD<c?ZNV^zVENb58S1};Q*
z4kj|8h?(XG<YV^*fNsV0$+5+VwaS<pO)d9vx*sZodEzO)CMRhtoa-c>Jz*ySbSY>n
zNcxS_wyj&2g)XW1@J-f=i5&TzbOr(qolRF3P->clm*XIpjU>n=;>;1p{Ex%u;>urU
zJpESw^mTVt&u$?f=ya#y*`Z!tQ|1Gxtv1jizaY`ZS1$z(><-J;BEjcsfJW@~;7ux*
z;?e6hQf^KQs8gMC?YC}!)d9KvU@(iFJ`s@EE`Ygg-!m$_Q5ys&)+p7%tL5^L`#zw0
z<^yuI=fOkCdx+a<wqv$UPELPYs|jwYCuR;6Zm{VcbZ4~)jw=)cmjkO6#kUvnI#^>i
z<<V<usK{ioSBm>#x4dajPvil5QzQ=E+BKqUf4umSz6Bhl*-<3e{srt5#qGt{%-ufz
z3-V1_b~X^-FsH-7R07ZW(+6#F!L2U?5v7f91m7hMqOfJv=3r$-d%wPI;!h7ow_q4p
z%(TXXCK~%O;cR>kq4w<YNecsr;nOZ!95ZVl3T6?jl!mQ^ZG^s`>@~cf;t_s4Q@cPn
z46>Sm4=nt7-s;&>zqB@V&Q{;hBa-&1!}h7FGzqj|O!LTBZmQy#WTZ5)G`QJm<ElZu
zkmO7WVT}o7>;yL-6mha^QzkPfBlJIcnP;DQC{*jYB+?D2w)dNz=wG;Be|fYC?lfZU
z`PUc=a&oRMr=wvtI+AakwQo}>Mf)5EeSZ^6heouoXAf*BktajhcR*4UsnxgTk3r5=
zYQ9S(Nc^D1W8X4V34d|&2gKYHVU2TDYgg9KGnp6dPJ^LV`K0{xanRTxL2%|U2OUX~
zOV(XZ8OgI;U+%Q6>FTvS;^E1!Ea;1PW0MT#gbZBGEKfkhnY5AoC+JzxY}%VTh63W(
zzyIJS?d6x{v)-=?EiZc?)Ar$Gi=;{T*ze%**Gg@vieWor+@w{gFwemdoe=V3bwNGb
zT0tApFh6=J&rOLg4=~UzZ{dRVqej2qxYFLRvY}p%?<{EGoX%>JXma{vJdsOq9$sMY
zDk*z<4l<5j)2W+rTz#-9Y5vjFLtL8pZP8hSJiQZVH)}z*`&vlM0xpIhFqw_+K}#vh
zx4Azb$MlFS(SfgELgVE9Q7??5W$XZ7H{=UE)b;ZdJ(WZXM<;QR6lv@P8Z;w5JX0$7
zVVe4aC+#cX2azBU>S<{A5N|Cp2qZ22=ZJE8iJEe3ks!khs(Re><|S!zro&=R=Ny7U
z{VwX9eguWrSF<BMa?oTcXVK(eG59nrGNT@JPU~y4_Lpw;*V5j*yX5?<XT{K*j$|AW
zO5k9>DNB7(DgeU>96PML3L~W9*2-*`l%e)QUSJjdtsXS-EdnQzMWQDlb?miA4MN2M
zkG8ccT`^`J*qCsq<cSw2w7dd0_*$T43wDQ=Vz^hp{4I;^k<*ie;AVT6wbCP7eVzM5
zW{qJBmMIrFlC6LnYE|)koJ7|0-wj?)%Waa(BtZ0Fmx5Z!IbGf4rk6MSP<%IZy5U!+
zNrZL%jZ6Bk!n6C|Ux&=K==%W*X6roKMO9I;kH&QQUO|jYNsPn#V*nYzWKDQH<EYhI
zv~Q2Yl&STVqJ~B<857UQzU}4-#yrvOOOv{!dP>d9OgNTQj&3<SGNa!13w@8OZOWM8
z8Ir(OPY1cneY#|Uzh0$Is<oAkQ3j5_WVUizDeWcm<mnr*S2TE{NH{yd^kc;#(c_$_
zS1Ab@%+@(~->B0<knJ<2z`pwDh?BRd<LT3V<r4Vx7erPIFlElgAG2#Bwigg5Sj#i9
zu-C_MpdUSLFI)avO*5YyXT+M)Cnb;a9`v5mfn^E=i)1mstTY;fD};o}V~GV#yk91$
zHyBeW#(1r~*k`#Q1>s(IcLVyt@`4p4+LKIyQ^ciEsPH;?G0!R-SF)b&0{OL?rUmGF
zJ|(bju@yy~@`47s06x<D;JNpiW6RBJ_Sn2bFaE-NN-;{+_hf)08n96!{k;0Q$oV+w
z$m2zx;tb-lYE@ca;S=u%oW6p~xjV}V8F|TuN8Zi$C&Ll`YT=52h+90`J->fm4e}`U
z8#2hH=#_JBk@u`{D|WxA?zL(q2pH}?XA4VlmeF<@*d#wG5zbAqUKgr#={QobB$W*7
z^Cs1k|2^i?&Q|**$8j8ap*cztz8?hk72K_q|0gi71iRbS>v3GY8l;wg%;lN{M}H&w
zF66?o;cK-fA5Wq@ics|L9YAccu3zsro$xM6mv;1*Exy^DhqlsOG|kJXF@}`$e<1yg
zi^}!n!a_nxLQ#7l(Z^Tl6;I>i30cwccBkdjhSzHZ)p0zta&RO0L&T02oWdrJvEN<-
zFiaGDg)H+OW^CP)D6j8;wef&KljLkfS&Tb*HTYFlz7DqgJFwzYu0|+Dsz}3UMH!hm
zaKLrsPeL=17Dr+IWY=bhv?8FtFu>~p01c+#>EK0J7UV#KCI!ChJnyxCHF1X;-e1Vo
z2xpc>%s#x`lf@3=$f2i6%LkDSZTr%gLcF&9DWGzJ*qk)irwmk`&6-Ar7)mcQn&?S*
zZT;GD99Wqaa`}4wx9Yw#tf{SAHwYLDMNy<EL`A78Ql*EYMnIY%C{-!a1e6+TDAEN)
zzyd-j(yKIS(jf}cn}C!gQbJ8=1_<#^_Px(N=R14fd%yjhv-kbZKNingYp%>S=U8Km
z_Z{yr;0$p%@CyQ^z5$R@ynYK=tMzd5n8f_}$kh~q?B<<$4w)O%KxwY`pa!d>#uX}0
z_+?(RJkF?s6+M>TTaZmdNMMBaVJX@~=N6v8yX?V>0sa0QH#92^G;3c?D%YpkT?@xc
zxeEHWfxhb|h3_8pACE5ow?w|?tx1(<cQD_yNi}C=5)^R$r$I*~H}>}+BmIFsYN%%?
z(i8ZtZZ0}qP7>9veWI|N;Qh@1laR~&IvP5I3a&(VS9eU&6$c+c`To?W|Cg+d`=i<f
z))AydBOCQxnXj5HuB1Oh%DZ~!#Jr5<h_J20#hLH=y}7m*ALOMvs}|>MvKLS;V)Kv7
zUf}e7F7(OL^yscv1?0(9BwKTh<hv_H%h@&0_7*#H=|oVCN@u8UhClVlH?peM#PgE~
zdd{>D5AWcrP^Zb0zaZ^0X|EoQ+H#yfgrG5)tTu#fj2DMZazsTCCJ&chpJynz2fi%b
zahM$=1u}&vGapr>wOItJ&{h$x1Rlj$vNz%`mlzFvSK@vsZh49JaGK4u*CA%|zJ3jN
z!$VS)pr=PYtZa_FJa`V4Vkg@WIXoh*Wb48i_cOzd&R4;3O%3?U7f2JyosJHOdtm?-
zx#6_;vfu_u^eD|6t3k(asGj>LK~g7r<TbcsiJ!#RKK7)W0r8s`qA;X3Wd%_=s9Q>q
z)rp;w2~#8B7g(a%9kX9_UWu{1Aa5u>j-Jyo^)Vmj3%hX;oz<F=cJ)Wha2*cBgd@0*
z5yxg8RYIv%1DG~6%S(nB$ESp2tj%DQ1m^aJ<BCbwPYJJHkfxRkw@<OG(l5KV(|#P?
zXC%y)YeO@>Qyz`1=!KLI1T2R!!wN-(qqqfw51c1p5l&_Mj^%H{Q*n5w$TJL#@_u0R
z?RjPMwN0J+?6Q@^w)f4y2*g!ORzSGuixTwCIC>?O^%zhxnZde+D{epx_yB$$iZhE;
z?X+7%=fx0nEXl#Rw+ESuuW~n{f?dS5p{i^#l)Fc*B=X<wA;@<($+@^0ZFqU7MYZXE
zUO+aCdIi}odC~3cVbEqi$%SOyZoto4p?}-sM$^8)%c5566nkt?k+ENbp%x68g}5@-
z)x<{tJ_Cp&X-JrG)h|QYJy_~VEWY6+f8($t0taGQ;2&lv$dbg)ROXAp^Z_KH=0#B=
z$yhk%p2t@KhvO@_Sk_0Gr1Gvlmj`x-{$3=`Bl6sCVv<E~PLVR0bZDCyo8y;3B|N*x
zb8SBX^1BZfPY;`4)p`wH`@RO&vIY1ZNKK2X0Ms&wOiT+<%@ZUsRKY10RD%=HECT&X
z=lduRh9G+@vF~qr$2ofL*|y+*v~~Z2Fx%3f&I`NMvuNrBR)G@v_4|a2bpm$XQ{I=G
z@_>$%)|Ibv5;kcehoBYvE?DM$iXyS&YoQDFu|GWU0es7Fo`;+?&HMbYoM6ZHXW6DE
z5SH4vfmqYDikyVSP0gopmq45uKAhOIqamqi98u~O&xniL4FahqgLvR*W`S^JX^q2`
z5f+WEf>Z9ARFFfblYrsJJ;j!@FrlqZBNiBufMKv~(K>nL6aC{yWu+>VYwp2e6ptfO
z*~FH>gCEkIuWF3~lEcy_9z0@Yn>|)QIj-2ozt{oXXEbl<1M#Fo<+@3U)G7-zsrXR3
zze2zi@soC*9mq9!Xx~K1*x7=%J)4j_^5#uh?FT{*G2=9l^!yjj1VtQ}tGO2Vn0@wi
zlr)Y@%sm+{sEcKk2w~XK?1j%Q+qd{^BPbQ9-T8h`;BE9Ez>kljm0#awYkbwaTr*r=
zHN$@CT4)n2O65u#F};6cctNk`5&JL5O`ynDWZ%?zVlZy=eJY}?A+r9YQEOitc09as
z-YgKM)>Tc8nf^>JB}!DvJi0HoC)5EV-@BnWt!KOrBa;U!FUhd~z-;8Bh-ivbtOAM-
z;tPPKMS~cy3!ABuWHWK~hGrHaeyO{0#e}<A<e+K(_|s;zH}APl2?Jffx)c!o);dKd
zvgVt^=<la{9RwHOEhA;$uy{pu%RT#aotaq70piwtDjOm+QSQt1xC`Gd9@bH2MQ+Fv
zvyy{l$Na1=<^yM_Q%}vjv~0n0NvJL+blWMBDi@B?H-wf~H4=6U@SDW~;2aIAEHduB
zzL%@T7&G<Lbw62TS!`(wcZw2-{?<8x9qYlsSQB_2p?mhOf(PkUkXT%eDZgjyyfZsh
zyl83*7N!T~ih98>$mdV*QBy%waWt{oDRiRO)!*B1KhX0`09tYwyk^!(hd$RAzaW!q
z%;W(?dz8+HIh&o^&s=$FsS^7^6sYT*t%pA8E%%?S-yi%HJUS7F`g-m5)*eP{xULk;
zN)TzaRn8ov30_hbe9wywKNn7GIZF89<%ysGa5|OQ2;{ZE>J;AIhcX%v6dO3KP8l_W
z0a*obWdDUfmD$)VhI)?f7bMko4?YJ1P|mx1sXo^acSQwor`!jJYl8f=Baik{<&@4g
zmXtuEm4L387OebKZ9;dlRXLL)D38T&XhRDpe7r{-SpyB5j>9K<SR?t`d<|{YKU>Y^
z+!rzR1pyeEShjg~R9A|t2^fMxP4Hl8IRP!kF}n^xNu>znkyb}=DS4-7Z6l(afqtm8
zAOBSQc)$Ac_No-m+W7u0yzD5}!*^dSJF`_{dkC5_c!i=O)pbw#Z!m)CLy!=Xe~sZd
zcKoR|E!rT`%_b(g#)kbh;$u8_t@*eq5E}H(C68cBJorK^3^p6_8`&D9Vx={`vHAR?
z=*`HIV^f((psc+D#cQUR(>wT7!q&RX*{OHUfz9WBb#ANh;_aYZ5n6PA9d`uerxV%O
zl$*bmKnjP4?!ly3&yq3N^O18lPdoP5x23v}AXmBSL~?1Qajs`&n0$lTD5$0iBDp;}
z$=tj@*Wo)u`+L9K2&lVwm9C)Z(w{yL?b*oZ!CANDh*}U^U%vX09~-b^5DIM0w89ng
z6{x5YS@9rkK%E5;iOjh`p382abm(KwFq9Cs4I;r=cqoSJ@C)DU=Bpq}VHHZ&3&LwX
z>zO15qNY@UWMc6Vu(CINoQQR?OHRzHhq&k*fme&MllGH9YFZr?4zBB!tpz#Hd5P&k
zZD=(dBz5SwEro+D_<F&@Inr27E`I+C{)p)KE=c-x`@$N?GJL8cr@5SS;#2CwLqERI
zqIT&phrcd5@ZDxiE`sUlmNR_I4#;9Ms|MjrpQm!vv1Qf%6g-sAhl}>tL<APJpc*i1
z#h1ZTUH7?7oahyqBufsS!@FJ%gsZ6Spj#O4OR8FUWOuZLL%#w{X{KBon%YTh$Lm!l
z?l$iPSLPo$^Clf$r?c^;h-r4rUOoKs3Xjd~^JUA2fs97|68U>ac4Rw`hDPW~PZRC?
z-9{gfMuPZ;7;8{Aqv;K3_NIsExA*+4#c6&F{(DH|fBo&Ma|Q6tWx4Ztq5aikgv;#L
z0$29#XoJ=|uK(ub{>`;uf08vrGmnD0PF0W>+MNSl@j+u>$S*Xs3A0ZjliEC<)M1t+
z`%ea*8{lp*oUdmNspyr{$;~}9JRE9?p11%b7GHcjruxHO_U)UOT3!&V|H1;%-;;p<
zFXfE?3gdctG%e0YZKb{ce!#psIE=R83^id^Vw55>c;Yt6TytD??HfH$@j-v-F6Yi&
zS>sRT%V*v*r~U8?DO*e<wbpw)uMm)=`#wF5su4>09U+HtLJm#7QE_hE3q7dM>PSGw
zwT!*H|HA<Vj{e&OG+wWt{ji4zDexydGjx~C5hZ3S2%OTdgaf?>L=^O1hvmpxzXML>
zy4N2{pz!~bQQv>}^Mvf1#nhpZ;+POIp3~3n_`A{jOGFxSo~ZMpzU%wIxb=pJ*lqTg
z@H;D@#buWk_i!EBNmz@R&3{i?FHgBPI2x_$1^{0F%fGikG-c`U?k)JG+@iWg85weO
zj@;4hZ9)%!u=)2W<G=FXwBN>tg`7q=kMY3DZ(CnNC_~ziGhTZ?ia-yhja`RU+B3la
z^a-F!{P@o#k^c0xG=nxU<~q>rU3zt+Q{-Z4ee=?{IZ9$5{1D~AK~&iY(QB}@K4ofJ
zqBlYxd^v3c;-%zS>VEDTXoGAZ2q9OosYj`2iCG`8A;E4&7Kh)kyxYui(_&iilE_RR
zS}sG-<D7zbujYwO7@HikPE>W@m~6#;^41x;?8e2@LggAV(eGZ@)TP5v?`c%~!!-~3
z#na&3GSh7gL&Kb?ZCQ<v(6+uAy>2;fCZcm7d-tJ6xwQ400{#P-w`nIz%rt7C9KCZG
z5PixAuB=wv+89ShPN?$5=Pr!43zeXNQhiiqWs3ifXM%dmV{>w*r9ovnd_%?zwlIRh
zc-4=83Ech$k#3yUrW^3#C%GQ4i^*op$$S&i4JlxRwtSpCKWw00s<+;)dgaMUruT_C
zZt81?uEkA1hfQ)WQCVDY1P~!BxS-~F{V!vP2CZU64n-S;o^)ec<Ki$1M=?@gv8LkL
ziwxgUk$AYu{Q)zRCSU1@S<CY`+t2Kbco5fHIa6v2vqLIWO@Bc&>vc~fgu7-)KLeJ5
zFqYkdoWwMvODnOW>-|yI#CH;3=j@nUhtP~<X}1P$_4nd$$|_@1JfSv&Kd6Cdyc6el
zyPsyGiJp=*5^vW)k2o5P%Yp_(E8mBI#C1=k;^_U$n@3&gsw;il6t`G|u;`-`$n-5-
zNB_P4S^mTuQ9ED!HTzcEuC+|^5BkXGws|;-l?pME#H@@x4u;7gBw`{D);?ta==MhK
zL+-R!Oj;^~r#X@r`TkDP^Sc2{H$*?3!0AUi$=pZQs_ASo>WG~$rj*6IK{xVD0aWwW
zQBI?vNIXh*c5G^GOzE={84o&&nceAIbq#RZ`c{{fA|fcTSRNOM!0HKUwQ>$&!X)ye
zl&9BueDY)jqy6=*{<bd#tM_%Ok#am(?3o~TOgoaH?>e`(DXS_LRd%kYFBsxL-Z=q{
zs<_}-J4m(3s;*g9;NRB3OItp-@DUO7P7bW9`Q0aAtdHiDOcD*|C3Nv#MRle~jMCr~
zmvZrf5YzA2+<$FF(;q`G|IC>35x*dvAeuRyZL#M*0x}BLv=aD=m5;*^zn)5=*tu<o
zt6W>tkLm>f)?Xwa*Q`tS>X{xaB}eodCEXmnb@;@Cm1b|wuMRHQds1f1Q?ZM4%v9dA
z5RNMfw57^XJdD~u_`l32%z-3?$1lkG+_impV>R4S+$dS^OX^scgLOINWj!AKS$`@j
zoYNrqGl*p$6;netKX=;8(TX+`sKhpRQz<iYHbro<1_>kYYSZ}_NBc;WGc4{rww(La
z%7bo=Myd6Y&m5sBjom!-@x^g6=lY(IUQJ&Gzthr>QP99s%VNnl|2vh7AX)P|f`{Z7
zRpF5NF;@62^v%U_O7sngXK08XyiNTqYW_U1Rm&8Oe2REzs{z3~eM;TE6nFE!A{~Bj
z3`^miBDp?Rg|8on?Qp5!O%&F&IPD5vm5ILXKBO|wPitm0MCI1X)Z%`fZrXy>3ro(T
zqh0VbOqwnifJaxVqxr|x&P1m=NEa~>KIVxI$I+~W00u+gOgbsKi6^1#br6-1dhk2J
zjEQ&XLa<x%O<vE4SIE*lm&NFW4DZ}|I78xE&yC8es^QESyUFiQatdTpF%5;DzNGFn
zXJ0F)S^J7A%yT)qk36$Ot~!-w_s=dcW7oAo_rLQ$Uy?KRX4f3#DP`YZo|c%^&A;3l
zF@+R?E+)=XXmBy)>vbl!xeB)-OK%aba<KlIsW24N+{>9dRqUIw-CK2gb1Mh&$K{nU
zc92<$>~ub(iw2tuIYYDL@pOyy=}@YipfCrSR|{J4R_58Yk_pT#;t~(!`JPrLHy2Sd
zKi_1vCeY}z3@l}K!AdYEqnNK=D3@I8Y3-YhbT*>1EI-wDo^jCsRu8@lqC%`+n=%bt
zZQ?9LmrflR?iuNbXUbS(HNv?U(#Q9bWmUONle2tEy*h>OfcO_4dcqTStX#ia%r$bm
zBm;+_#LL@L>*1;U^kx3vxyFB)7)$|SS~A=2blO`QN}GPZ*PYejOCSfs+6n?|?vpfq
z6g5>IQf5cJ$V^)qcZ%T%k4aBk*fRz3msj6AgeYjC;td#o&qZU3hU1ck4#R{yd+Kkv
z3=P<PWe%1QmwyABG4A@?tn(j%4S(i;-m{s`#YE2bM_N-~Z2E#?u(bPZ52)#)g$w=2
z64vEY>DCgd_`_L)VD0}mvio1B1Ov6g!ov-Fo{3kN?;a|&3^7=Tqc|Q*iYzW0vQVr^
zmZ9eg2KK%I0`(k75vb$fT=u2{6%pfikhh;!VrMYrajW;)cG^}loot<4u8@~`*3#K`
z^IxJ0b%4d6B=$sZq7L`S)fhL)ZSXI&2qFfCOMrsfE5qcr=;Bk^hha7mI-)P7Cf<#p
zTu3c#V(6D#3JNk|((pph%#-_2Z8M(qkWX~%m^VAU^RU8&!Hs3LIqeE`XLXf6;)(3l
zrh-I%n){I-9!X#Lk=Wn6Io@?(MLkkE`)gEs>=`SQTTOKORwp5I4l7;$*I1qi8L5#p
ztJAM^$=*q!>sAx^Oo_4p1Qf60$ckk<7%ynznRu_Ex)GN7$k@!pM1?`Ddkt}9IqDuU
zqxY^C|AE<r9Mw#_;lyW(Y?TRC+TJf*?kv{SjjdF;<#wl8Rr!8pOU1+b%X0p{&9=X>
z3kW?kcJ41x?v_qpg7x!HK{=y7$jc2;&Hd$>@!CD%1sB`pI@!k+DrOT1XpT8mx2{XP
z2QQuA87TDpgZA4Br$1ifJe3zA+U5)$NSyh6_Jvo(BIQE6{As<o)I**Wp%)gf_y&6q
z{K<65|F5(T%`*3ik|aGceNhu+;)08K)h5IsGB!|YK?u|#87C#fjruYlu;4^y4#JV^
z@B9+*hF#CbOv^m1p43`}=<CCxAUglhNA6!&gzhhiKyw|;I%|VJcaNULlXCKg-#Tq|
z>35G)y>G`-AJaqJe?izTL^~b(cI%zvhv%_`HqT8!G-a8KqFBh+Aq4EtJPF!RG7kO^
z7FsRueqaEo8cb!%R(*R}jw|QZgr#rL)L8=|6Q;UO>#TbOJ3mV^QDZMOwek;gI)B-R
z>p%ICWcrB}4rdC+d!Kw8I%@sm=6C~8MlJSvOdOxDmwdT>ucAIxZpLEqI}nMuYhJ*i
zO6Pk16IzMHn~ZNbWQ4RgR*~4ORK5itcEB@aS98bH;5H1bal#>qD<M7NS5GfqqLhtC
zH8T6S7D>csus%@YQUdgfzhyNdLsa@sucaQ;x#P(KP%TMH&e}yP-cOH)i}hUi>s%f3
zfIF(ZAsHh1+XQNh5y-uI5&v83<Dc>H|K~ZW2fU6z__I$wP!v>B7~HIUOI_0R3-mvq
zUaXQ~=K))Id<AeC+(qpgiS0EL;*kTOG~95XG%{buhLaB9xm64CunEf-0OCMWUn-;I
zQxruM&$O`)#XuGW5o5xx-`Iv$UcK|-%I0GsXKT>8eN#d4{?>4g`I$H<yeHjEL_98m
z4JZ0s%#N<-9VlBukb9v*H(YzL{8~H7-nU<Pf6d>s6T@=AL+|!~Uh*4kz$>0v{!K53
z2kxML8?Fv8H%>T~aqynsg1vxNy0L&bO^=QV8|54)fevGL0b?`%G$*Mkg-2U!O9H!d
zeP3n85YxP~w%NCe*!y4?zQJWE7CPV<zr!8{n!6c<MCQf?Jba4YnYDX}{q*>Glprx?
z=Z6jLm5BNs-h7T0!cRe8y!cSxCa;vy=|JBMaT>LVeg*DfWhWV{$tg2_T#o9=7uBlA
zV?!UYgSYp8N~bGwNO9R~wzQ1ZXYD@T*bTqwX{8ddDNgg&WVI!khSQd!o>LO3F>v>t
z7^+iMu_K4_)IjbUvAf^?b)4C-Lm@WccAN@r=#z{TEvJq=<VQ1AhqmN+xMly@gR-)Y
z!F!fY#_Nh_Of!*VA=xhOKjOrnQ+87X3;)4?No7%_y|9r=R}|WkXw$jy+CI|g$vtaw
zQVA@I(<5X;dD1R>X-g%pYWiaZZ$t6rh09S9p87gO2vrdBxuMp3kx*ooUx{KG0)Fma
zVg>(-eU^K9g|{M^H}Gb(p0vJhpr8yt?Z-aq#f4!e`W6m@T7ee7YFMT#8@J?uTRaW6
zKN6VQvBJ;hzTd9GGCcu~Mwk^oVj4BVX_a2R;2@lU7@^~|rkqb<MZG;cG^&MsC$)E~
zu9roIMPTu%sPE`|*iCU70^_vC;piU@<`Ns;`h45E2!C;96n=+do#haQ8Lm2!Hx(P?
zAqk(%N!%i|bK(FM?*O>yDFsgaVPAvWA{OU1qeL{&&D@9laT*Ut<f((9I|gr)!o!*p
zmF2$;9NmYnQ<(u*?-@^%xrjtV1k24cOV|dvyGK`{WQVK?r#ubL*j`M#Z+;K$@!r@C
z@%qQ;DW`6K*?GXiLH>f^=M107BTp&>O$SSv+_C0qNXghSfSAPS^O4@CGW~*3j~5?N
zQ*O%ns=7Lxiy^4_2xF1(Vbkww^7?m`c7lu{kGR-l(lRIK$T4$@-2OWTK^*#`R^bhw
zwg&gHINQ+cMCG-y=OC>1=+WI1^6xrHGsy*SwEJeiTLK?_Fx8*05I6lZ?kY0k-ax;)
zxz>7-=sv~eHqq70yHyunI(}T~BQXh;J2*$@?nVpGd<q~&ml%dtudZ`HlNI6QW#Mr-
zNvTr}F=K2Lp<r<Li753J8_!bxE!zNC$D6Ua;HDOv-s4joeCu8NG8HyE4ME9%CR_=7
z&QG^>+4P9r-%-{^_({p0^&%NC^0+SXTo~<p)3+k)qPHQGgJWjP%#at5{?*stI{+c2
z*B-Pglf4haQmPd6b2(O6+u<9W*_ZqnL}7vs*ZCa2@ogJi2IU|G=AcOb5d*Au<rKBT
z-UvhNmMRk;Ykld(Km$PO5qba}-~I(*{7E|XA!cX3fueCg<R>=XSRpy@%gQ4d<%Z`B
z;ERY(P{dyNRLYd2Q~|mimIwG1OnNWPhrW4v=7Tyb0|5Ve37Ywc+9-3u??m7B-Fk7A
zqG))oitKF3?e*Q$xAp0<sbtR~aHlv_b0OWE?vlw-5dT=^;87t;rC;(%->UZCk$n$9
zG!^X|AdHjOb<=t}EW;|{m-Irli2}}tUq6!ZO)fL_03%t>VXZoZ6ZSHWTFml9`<7Nf
zN9);wJ16W$H;iF>ul8$XHmu6Y_xYVR_Dsdb1p%`;XbH^#L}be)Y$0;~Z$NhyV|uWO
zhD#|IqZHq|d9u67F@P0V;iF1?oaJu!U<Z{@d>(+O4y*OYnyb{glyw&Xq;H|O;s)Yu
zmD1sE98XGiG+c1~2%v+%(mGHOp;{|MF{=Z;Tnf0<vEQ8n=of|SnKz0hz)eI=%&=J9
z86%UBr9=2_J=hqUxszqs1Bs#6lBVQ$=cF><;2ddbZFh|%JRK1YKvUeG4O6)jE^Zio
zY72mTc>&E<ThHUC9kdv(=b-71bCvf7cu$#qk&omN6`P=x=c@w%Q3T_-%Oje3%^gm$
z2h68oV993d<!k|UwVzo@?c3Te+XmrtTml}~e(rCMDq(T<A23G;NlUK88x}jqbsNGJ
z*p;iQ`dHjyEe8@{XbHS0Siti;*%5v)jW+bNiz+GUAhyXJC5JZVUvc!g{G@Z)8B8k{
z5FGTuj?c$>y#5HPoYoMOEy9kz-q=*j$2e!C`!*uA8ng`Y+ypl}T1b(d_mTG9+y#;}
zI6DEiVu*NzZp+6e@0jvpK>RVj2u{*LhGOSlfjV`Qx!oyS4zSGaTpP$nS9vwA={>{y
zU!+6LOUw=ek(Tew!7nkp*~90Z8uxkQZ)(f}R`|xbt33{IuQh6s4S-~g*X56abzDz0
z<?Ihwry@V>+38FRGc3#c=rBZ$8l2hPESAV*YRQ0g`^%q29&N#T4o9!H97qPpG<V3&
zQ&elmrkj8UGSwBgyS&{WJ_`*uMm0u3yj&F^y{FF`C4Hqy?np+dl`#kUaMP@x*5y0H
zauw{rHFSB;FNpm6eew^?22J%=-EXxC*%ZN=F$!^2_DgX+&p7K%Qr`=}N-+^!cLP7I
zpM@0(b<}O6=D=2(y7{6@U{MH7KAvh_m?TU~-#qUew=j|ixK%1_0fP=G=5$o~$UHb)
z(-Hw=OeLRlm%oQ@58%!rQDoi5wo+6#)hjG0dBvmkoHx}~<?+ln9-uP!qv-{$9Ll9|
z$tDZe<wemrihs^)1F{Dj-)#eolR!gzT?gR1<j8qWt6x+w2yUsyKarxE#{=#_zodC@
z)@^Rl1q3J>PzAGEOED;e{`7L5cKx0a)1ToKIcm}{N{F$djp^7Y&1{5I`3%3lM_E?!
zRmC$C?uNFiYpcqrpV<-}p#io=*GI9^bu3Z2IBi|iu7uQjc5as&3a01{U?SmjQkfb-
zof0*8Sq{Aw1Ui>wC`iXTpX(Ek*B$=?GDu~=ar*c$h9MB6%kobNzzhPHOJQic)!pA)
z#kk@m&5&>_qm==TgI~Rdyx)0y74l`~VNj~$tfvh%oH{O%ewC%y_Z*-V0a2pXk&q`u
zh8=`)@=2Ou42h@pskK9^ugg!tB{McTlcQF`x+FEMO)9ezjHB*>%tW)_2OUuP^}20h
zt`dIl#&1jdgO4rA*x{9=(`FDz<`|0jxQ~R$Evh4EOK#Je>Vmmi^l@u&o++<ICG|21
z9w*gotFsQAof~8l>e$~nW>Fq9p>OTf0;2LdpljK%$ePD>6UawGLC<}b;Hkecs?M+C
z_(E6Q6Nv9bN`nG{2fV1qOrpJ!VDy!k5Nj?{%O|m~XOwm=#z+2AY<bGDim?pGA!iyG
zUf-Y<*l0)Xy^Q8KrE}B^Nj&h|28n>l5}o)n01K}vdC)Mi){T-$s6$MLhknW0W?txf
z4a?fsD`M7)yh~hvSz<D($gCyW6$Ud)EL1ub=lab=w?$KnvKbt={pGg`u}d=7f;rZ`
zQP@wPzFLCBwo1Orbu!Xx!BBVsuv19DHja14Ok4KE71$i5uAKnyuU{fG_&9Q;PD+G8
z3yw2{TEPUHb7F!otuVhWPK%N$EKIrPeLyvjv!PY~$ita7`n~T$&DYls4UlM@Q8N3y
zn4G~nmt0e$ip=-g_Y6g5rA|go-BImwxzlxF#nj*uraJ3CFdo#Mo^17pAG?C>jRk!t
iPB~T_t?eO`lfS#u5d|y$!4Lgg^KO4O#|Qm2`ab}@I22z1

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-20-Jensen Huang Presentation.jpg b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-20-Jensen Huang Presentation.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..2511021bdfa9dabb65ea735c776095287d478118
GIT binary patch
literal 168019
zcmeFZWpG<jmn|sA%n-9>W{jDcnJr^tW@e5VW0Gx|VrFKB#LUbw#mtN`X8gULnyH$a
zntJ`c?s>1jnWNhJbI(1cb)~!RI(x6Jzsr9&0T}Yqa?$`OC;$NJ{RQ~D3XlLGz`?=8
z!6LxJ!y_UhAfaHRq97xq5MX^o$0jBuB_SpR0?DXYXvrv;D1ksa9(pELHcn1XQd&MC
zUUoqi4o>!eECPjyh=_uWf{%)d&rS{`Xa9GPzuf>#1h`q47icI7zz0kyXiTWT{Q%PU
z&j}0l-v;1+A5b5lVPN6l5fG7(-zPL-06suLLw|sQhJ}TJd7th7ejEUU35!L}CI<IW
z%^04-8Jj%_oQFUuUe|-8K66RMVd4^uh=hxWPe4dbLrX``z{$nU!^_7nAt@y-BP%Db
zp{WJZ*3s27H8Z!cw6eBwb#wRd^z!xz2@MO6h>VI(OiG5Nq^6~3<QEhc6_=EjmDe{k
zHZ`}jwzc>6^$!dV4Ude@&do0@E-n9B+1lRO-P=DnJUYI*zPY`-fB5tG^bcH60O)^%
z_5S{E!2U0|FyC=~fPsOAf&T|Cs1Kg+0gVX*OU?#|C8h>%?EH~}JqQ6?9Gq9zgGkAt
zeu-n^GJ}Lm#koa&^$%$O4cUJmu;70R+5Z9T|HQQdK!JvO|MH+Q0V04)B)a^dFl;qZ
z*ni1LFW>|;s;h}2OJS=*{r~ZQcMXyOjT*BAW@J=${kPqdwk^}bIDaDa8};jKOv2*F
zx&mo0bFI0Z8ntVNE>$$a;$4-_F|Su_wAV*!Yksgx*lfY~%YOlGd}KMZfenI**|np8
z0UkV#xinoheE~3g&1q9r{CtKTNZE)FT&q2sUHreq6x@)f8N>_U8aE=bejJR~9eLhh
zP}aAa_?U2fCi#B3+V2xwL8RsoJ5y{VqTF;_on9d32#H%C9^|Rp{EAaW66Vm))jLFg
zDx;^M_FQ_&h#qvKfcxC#@JpqTJpKj;_!j`*Zxq&+6vr-q^RzTmpj@wcy$B0Et;ufP
ztdH<aCFzq4_YIZzUf8PbkCG<|3{SM&QD;CHb!txl)|a2d_hY0Fzan4RGM==~sx|@4
zmHPe(8Zg`30wx6S&>+DlbvLn7-4{5$D#^_^Xg?`;9v7|t$Zfwqqos8}T^L@~lx+M3
z&<X%JnKw-n*=~7@2|a{ORYKlaJ;<yJq1M`W9_Pz0Z3n6t3iJj8{{k=*jI?KqkEjK7
z)16leev_t;Uag{v{*al_4uJ18w9RV%;HbhpB$8gb{YPcnLVRwOx$P8q@M!TP)l(g9
z$VhAm#Ya<)QF7}uqQv0o0Viv{u;QX1W96YX9ODUM(oFB3$~GgdX|Naw##ehq1-5C8
z8M_Ra@F0iHEu3CSR0C@@g_1v|)D$NtEjSd(bAvtGS{a{ME2AfWr-J84v$U0d!E73Q
z@;qYqVbh-#);nu2Y&~?4vBTQfd7gheyb@KXMoIy-u_0%DaGc)^jX}4P#e_MMnxSCd
zC^YELEG8(LF89N~Ovvj2=<=igi70Mv&Nz1u-=Im9-eicGhLJBC2Ds{R^D{lnM$XF4
zTxGJ=h+dZT+I}Cw{cPgi98!}~!W6)8&kWz4O)}$jzhdCR2OMMloikZh;lP=yF(LTr
z(t~k=edGLGDq+0ihq@Q3#OLhPOUJ(Z>KbQ^^q^tXO!TYjEeJVTZ=R-elNa=55zhdc
z91ICNEMtdG#XaNdA6tn!q~<4~jO0T<$kcU3jiVi}7gFilR(JVP>7Z^%BGE=6kFcF@
zfnB`vZ6%)B7<DI*%z~Iz#m33jdrDQ{K!}lP+{00=vF5V2n4|EK_j=8T1eFkB$&uWp
zr;V8HMDvRux7IN2JV;`K(+<xS1&Dk0Xa1YpZo;!1F+%=MT_KA+22Q;|%yyyvJqtEg
z+o3I2+@`*Ou5aA!p(RpKTJSo26N|CVlJ8<5px;qsK<(QIfx;)s7A}d&m7jd0+2Igs
zT|SAXcrmFVlckly1C+1H-&{`FMfb~be`gJuh2#<+nI<rW({p5A3d}gwnFk9CJw0pM
z<4*If36R{rMi3?Mn&zD-i`G|bUY%?NCHz!8a3U>|BD0I4boBF?zo8d(;=8y|t2CZ2
z+l<o;k>5m`85RdO#mfCebLn^O=F*aO!6zQI(b*r{+@Z<pCfavdHg|G8U0^We{tI9c
z73^l$bi<)iRbV^08>z4@>WiHf-XFS*u?Vu#(hX!-pDM8_tN3H9c!fgFg^XaK@nQ~e
zoT{=#Fpa&Y<UO^X9W`@=1lRZ&*Y&UZaZTqX(6^X3DND+)%52NfUKP!|MOrr7>VKkO
zRO=HZQ)~0*h(6hmR20^xKeYM&i@0Rm{-Bhxr%>2pinQU6VcuBjm|(F<(KjmiFz6G|
z#T)67IId1^Lx|U7p@&J|A%LPw_cYg5J64;zy$u*WszkV=MYnifj<9B!!uyaH9x<`O
zcv*ALwI)6iJFgBsZZl*}+=dg`E?ubd;<bkUP(b;(v_$&LLsqLZazVncoDwBK&wQb=
zMV(W{E|~Nj0u%kwUvgGhXI7B0!sa1=gHcX3;A49NZab=WH)w_WyPUT>hr$cn;P+VH
zi8W+<hY74yO?;$Gi?);D3k0mb!YJ7TQ*eeSPNJ|&TVM}4zJE!cc~7bBy1OIdQTw8U
z<Ly`}jbKai%Lo64=$oJTUL-1L+rA#w_WEtWnng&@P&w~0U4A<Ge^mh>ryvEuR{Qsd
zilsI6*{B2w`%slX{N+hEuAY6y7lYiJU4k+Htv8$jKkiGXj9*RqjgOgMH!(APml}0`
zaa!erJT`=^)DNTgj>k@j3;8glv%E~>=o0Tj><o5l^z!J!xu89f?`SHhV%wU7Wo+Q|
zTD=RSB4K!*X&PQ0w@3rV0bBDK>A3FH;6Zc&IYBL=(6n&_emcQSX9-g#DGoMshE*a6
z)vktdd&<UE@UT2dxvxJ%C5HkwFB3Por|@PwlS!Su^4n<bp|t^87)$5w6wv@{?WeGA
z(~${d>KCx$K%A&x(9^<VTbzA$4P?kvRHt<+5pkCU{{aW)cv`-gf<VP#u%fF^S`OYN
zuCKL(sC&3NSMDQ;G@qWLdF#2lCpjz9orLVQqeurO%w`!dI{yj>QW6w`;v_I{acZuB
zng|XI7);Pvxxq0Rp9nhSj}BT3*_W0;d%3Ip*&HE2#k~IsbXR8D3N?sF+a4s<I~dja
z5#VF`(^<WL^6a@M<qhxDdND;{S8g;6^>rucFJP%k&8pBlK3qB1^hrZjiZ?;J@Oo+$
zE``U_r8@1Fafr)^zwFU;<W2MS9MJ?$$az8liW77#-<m*1{Ax|492qbs3h%0A*52BE
zeaXAaJHYj+1pZ^+P-*@!;;M>DXJTUCUHOHHp6WW%Taz<OJ{fB3kc|^0idN*4u~aB0
zB1F7Y>&t$|14;;Ts&P*l{$mK8i;PVk)dcqVDI&pbUf4I99kw9K%<SG=DHl03=Vijm
z2V_bNGpKfOT=Ji4xT)mKxPvY{0&6p4NWuY0){);#R*!33$ZSQ2Utm3k5|^1tKN>>*
zHdDvrx7OJB<!Cj*7{OwOdJ+{JagUV(J|r{*IEaO6P}ZBH9-y-xbr~k_3$)Mti~t5D
z#Hsam#IdZLZ#`J}NHF2+nV}r|Q&G1%yBz0$k*$s?$Xs;Rv;Y`A(6v_8D&6lxcBF3(
zMnI8Mn~BxTzQ>zNtfKj?)>Ful%7e&(pCMk4zUdtQ)+AASg!?oQqQ73wt&OA|KMq=-
zX-MAQqC`U{ijcS~pVMuS)I)@a4#}J&6t=li39Eh)D(n38G0mIq&koKMhLk_YHY)G2
zo?^<9TDYD0=VTJwgELn}U;6t}VIA5%N>~-=3(+Ey(xLolI<kLG5d1SD;(zWr@++77
z;MXeOy+GX{C{<69EnSakqA2lQhC2%(K#lDs%eP{yH`31<&ODw#X?z#FrK|jVpw_S7
zR!*@z3N1~BEZnla34lrG2`kRMBojuwp2w)_uZ(fH(&V-L_Z5pvE(Q*sP#^!u5?e{7
z3VTuf1!zv>bR|tl4l+MRWpEF&qDn4(!W4Gvvpx!%tw^>W@iRKuv%AYhJZSa0gpT-7
z=3n6(3g)#7^hX6{$jwTl<)U2rA2-%>Bn;8LA|2e7L5t0^`^5(H4XCw}2ae)+wc(%B
z=UA`bT&(n!-f<>Pw2QE*FwUdhhRaaxW$EysP6)BQjYEkAqeC~Dk2qoW8(&AHtwelx
z6IYiL_3kcmE_D1>+e55VD%7x%$k)3D{<-!cK(D8z9g9``m&UL##GM!z?A)aS{F?lo
zUUCHwB^tp284ZHk=a|__M(M6GNuR*ZE6uz&I0TN1nEmdKMBpJo`7s!Z5{E^KE@da1
z0I4_O?cvYoj>SYJd!vpt?+5rYXrvzt5g*c~E7NtqHZepnz<CSlJme_?Q5P1b(&|Mn
z@crjW-88EzCde6pAv5tt{uOZ4j$GGbL*haVIyxA8QGBNik0VZXGpk?nUn*UODn5c{
zy?&n$d!l7J8|>BnW?czo^mJIR;w_59ThaOsbn;oCbs^+}D8&5eyW<=oP=;S~KAE1U
z=VV!{fWA-x`;Ego!RKN3^F_A@QM?i;Nmo!Y=_0zH3rv>|FB|`f6U#l<NN~Q*mAq<y
z-FwuZtNRN;@}&c#iB6fmap{lC0Yk2T)+o+{IbzN!g}PA5(^6BS9|W)rX&k#6vxyFE
z_#9}1*{fr!yI6gqH`*G)pFYSUZM5zZ9vt|7lew-|mBY%8cnr~~vsK@V%QuX|j_dxY
zO+q4g_`a(;()qYbFq|@Jn!t{oF*EC!m9OIfH{yfgJEy3GM`_k3V-Q4fFLeAaw4e1a
zi5d3R>`{WZMTT(n&cYU2(@^*`G1pZ4qqf?ll&Qu`{x}cl>ITJdD+4Nd50*!X1kpQ%
z7<Tc*9_$UC$}Yr>W{M}eJaK7pa-8NinXn?4_#F6b>QH`Cbg=OC+?OcS748t+-W5~k
zc!9LRR4%7O5a*Zjvt(gqnG9}ERTrCy(Vh-w5>os%-pWT4r=C2Z+mw$dW*(>fr2_%m
z`)_Q(>!9Bs(QTOUwn07-Sdh~hd+0CoN4xsy^caOhczYdPB6|A=(~7(wJ!7TOR*!IB
zwiNF<{8Vi0n!2jbjM)EI5+CqlTlTz$Q)KB7W^FiWp}&A%e*wafqY)?53?eU+*WRq$
z?6EiJFOIp&MzU4Qe)X~hKPlr6zCavt9qq>;Y;@3Z2OD5HU7{oId1i`jVQ?-mqmfEj
z8SP~!3?9E!-ROa(JP#!7<bM=y$bB+Sl@RE9{55&ddbL6Zmx?+FSb>uHYGavMDFrlE
z5%tleF=QbgRE0Wh-7m1tntvG;-Lb|-#r)iQJ;E>%bmRGAOMPJe%@i0nF2hBY+Ja$F
zlY@(KClt%Q8yn+7$T9CpDj&}N4RX^g;PMi3p-#1-k8q7%rJm(cJ7yj+o_)vF)$w_l
zL})<26dJ7l%Z7(>GDn~v{(NM3=#tdYCS!ye<?1I?xU+s#K6VV79s5nng=(kB5mKoz
zh$`frZ|dCDI<0;btLuOF94+1z@%BeAtwNZ7X*)YwD4!Gcz^nzjml=g5Q=t|*4{;@x
zxoXLpsgQINQR8o3#SmsC!(S{hY~)vVmDid{9S{teD$44r_U^dEw<S$jPEPQ_#Dcu#
zYoBvn7<9?L;1KOikt}?O;bm;oj8js&LDPm(A*dp!pvBTT%g3^}2BJ7OdOlRJ>h}?J
zv-=(F8xJys3}4}xQ3r{D?@Cl$1!~ooVVpSTmn6+9T}M$?!Z&cJqfGoW=N5Ti=JuM=
zJ3xeMd?s7^HEOFXm4(%DVq|8P88dPOtsFA!ls9b+^C23DtZ+PxTCnZreRwc#Cj(0N
z2P^>ch}IGpJ<k00$G{}Yr-gcus>fy`|025$n11=Vb&5Ppucf`kVjSz#Q8{-3V}|&y
zai+Xe!Y8gGTZ(`2a=dkD;?P&?_09M(eCZB8m?5)yn?4F3B!ur~lR&GBIHC~_4?dCe
zwkKW_1D+W_=+BlthGu4l!xh>lc2~rq7ePxCuVMY#HL9LV(9SE7aVNf|J7=Tviy#ho
zx+^ssv9*oCh2ArL5wB(0Oj77TiQZ6*;DhHaTdtan+c-GG{bhn5hadNLrz;x1m*2C}
zN2)gw?Ci)2F?dv(2X&3a_Pg|dl^A}&evmvhXJZsz@6b+gePKRQ2Dw2yqM`DrZm<Y;
zJ0-@jQs&*20>|3q{9<5fH}dx~W(+=j&r+FW9Rrb>Ge{V*?qrN$HGkL*hlUqA)}b;I
zKlrI}0!n9U6a4CCjtnf@eOma$)I;vtn)lpIl6~i7{ypU}@a4FovX+BaAQ^}=frs(X
zhtZ!|&FUNd`O7aZW)@j$MhY+(axBDv2kQ-@awk=hhme}s!z6kS87m<?mJGBLOy5O>
zX+J0{4ElG8Aa&Q6{i!NyOaa?)U%_kI@eV2e1w2&@MYF*|l;I6LD#&BrH5i7P6gJ>r
zIW%^l3RRWiylK*vzp(q4LKn|u4+=?BoG!rtPY-!(r0}9|MAfvQQIDH;GuR#GO%g6k
zUH>fQ>Bv85kH#Qs#h@2av=f7JTyhNr)0rs~(XVleabm1uiulG*w1_!I!xyEcP==j!
z;!0MUVAtsF5|t;Y;sX(cj)Do;y&J0MokC(bj4X;+8OqzQ#SZohGmiAVy~bdAXo;1y
zTU+t53eBNS<K>YUYz#T`g=*sR8s;u5AI*e<%z^w*{)}>ajy%-Lr*4#dRsNs)avUHI
zma)mELGhhJCwv`v2<vGp4pB6Pk>mPfLTG#g9w0&kLU}kX4RT;Ov8@S_ER(2g;FgR{
zv~23Z+RJ_A=L^?zdTKM%&mSfw0N4uzMj(8End@xhf#}3-X^hdE&`Gq4Ml&Xe-dloz
zG`{NtR(#L!6pptsk(28HStRb1qkOEwbh)wpR!C5swRxms=q+XIT?JDh7Q*mdF`H^S
zw20nE9B?++te(v-XEvGAH7NnUNLW=jqyXdBnF8U*n+v{ME_p@uXfoN$pMu}DBGj$V
zWh2cc*q^j~TX&hSv(eQSi(8bw?aL1|UqNu@l-Bmjh_GIZQi!`tMb-w`1%miHW1Q(W
z%Z~nN)(u%x;u(z(trT;6tP<27%N}&umxYHJ^V|O-UqL@mRw&bogaw>|)tQrBOFx)x
z@MH1MYaHF!J$J^z@e|@q*Wiws>~CxazG<+X3w>?8vWS!KYv&Qn_7aib-(%O82g$DU
zZJOfvth{Y=J@VL}B2H*px|k!|#Fn0OA+zFKvB#}<KP~*Z*y>QB<EA2}{E8-2!9pxE
zfqY%2v6LNvl<4cl65tPa=YEu3q36bK)p5W8<ROXi)$%|1dM9YPFY$X#1J^C*L4%hn
z0RJt&Y;A<PvjcIAY<LJnG9PNq9|b3^K)*Bp${=)j#nstePof<i&X{$|cb2fxWFG1G
z-Giv6t`N@j7tA^otucYb5{{)pdZ@*sow>5>ySkjol*xqKQz<f2+1Fk74w~E*`0Q(1
zhaKL;?MPt}8ORYgSf8&Z2**K=zC;440_IzVD~l0q-d8R~>Kify4XIkop)tvToBP;~
zJ6UmTw2WP1*fEzJ;BWF~Fd)$6Z^o))<T~5xa_0CG2n0T~R7N>j%EI|6p#F~DOddzQ
zU_2CDX~EV$)4B>*ZsynNoy%g1LbD6jmJMRzWEmQ>9(>NlgvTghR&@Azjq2du)l_(R
zCzAY(j~tycHZ2)A^GF?O(y}DmKU{u<`^uS<ZRsR~{e@!v*?zhmi<{FZJAe6fg)9{}
zr<Xv-U_n$s8R#!og^6-=Oh;Bm7L0IeRV@4OBQ)|{*moub{KtkoK#wjz@V!R(pA&rV
zx%BDTy=cZ(!P!+Fv!Iiej#usgx^)+r&|tP-{*05A+^=Q2;o`9iYk$7#Tnv2=>a1G}
zSqaYfRFfn9HPC1$?8el8slj>1PZx?zQI~2wxqoz58Nf$_?$qHjmO5m5q`9P-!f2I$
zBbWvbB17YdOYT0YCXws@MSrd1NG`CSmY#ADrIQE1nev&KbBAef!OVaBqL3Nv@Bhl!
zbQuwzaW{MHb)TQTbKyHbvRrzsuyujb7=Qo0pi5>=TqMhV46FM?IXGyesh}lpgE*3v
z?MQXFT=jftv0=}*Yl2eEu9@A^XeJXq-S=rxvYySzIo_wMj3;GWHO?1AG-;6S<j<H=
zd3x%DP44dEY2Tln{%RfP<Taqpfz<}gz?E`{$nn{;J65Z+)_2-G;9NB7#A0YmwZZ<v
zF+cy+8b~5zD!-#f!(KLeEd@$c48~OAS}q$V&Egz|S`7(Vf-9<Tv*RL==1B0_)o9`1
z85YAHM5<^6IuCI!kBeQqpo?jt4rljQM+cVCX7A@k)02psLYzcGZ#k1j7=CWR12vr+
zT{3qIeBHQ~;8KQw7p7`POkeHGonL4}l+a!6l&3bx?k6n9n85AnM1c6M3h-w;wJ2GK
zUsalraiA`xf+H<Q_f^gXS(&jl4m{Y2T5K3*_pJ%DGwlZ=T1g%D<}~h>IFG6fPQG>e
z2&b<1X1fN?8t)VUtUFQ6T(?djfH<0YfKw<ueR(cGt1%2BWqq;X@*5lt^T_#$9KWYL
z{JnwiG-h~^Tgz`3ExoYmXM0ORj}y<QhlU%ihZYPvumt|IW$At81PHb@{>%vuonQ=B
z=tpuIt|NSgWNl)-DMMf0)0}auZ)>k|hh_YE?Zs{R;)C?|dNA?%PgeY6hN_|OxGYAd
z4YA$shHp&*Nv0+nAiIIymdnhy<cmiB#JJ3maFXop`t2;o0(g(r&{JMiJ=Qg%BBZ~7
z6OEcOY=e{t?+8~1Vt$`jDG8A$NphXw<>&W&<j?bcDLeZ~wVy?5?H<h@=`sX;HAN_x
zmI|$G=*(#tIV?gI;#WM~G*jc5q|PTgn2ND3^?C3j;aht5Hyo^>JtvuYb>w56a5XA<
zR%E)hl6ft;%gIq9z(f9&%UY#xb2-+}Fb)l4?9mwh-FP1<iiz*$*)&35onLJ(SHz@u
zSqITgbr<RP3tiE-fCsG=*SHKcs0l-)@+K6r_k&k#!*@buv1HtPIu2eD&SOZ~hAC_;
z$e2CEM`5$5;)1sjxdArp`#sZTS-?x@PV}}gMGxxP&%|TUo@OWN$*~B;^G(%K?M1Cl
z`bnGU3Tx_&P<#wu#42zP-{Y=aGMm7iE*+ANG&VC;c2|BUwDuQZoi^Hs_S+X4n(Iqt
zIP?G8J_NF&|0Htze;`eo7W<;dLCxqRKO&|m>K+4(Qs*2EgHBO`4@o`S?JB7C<!giN
zH4RofnSTLb(U}HsPp+(TZ#%pWbd8L*`?1gRV|HM0A`rsMSNRQ0JqUJWHCp@d*2P!)
z!rej`Gp)0lXYD|Q_#66%e`)JkRlM{iC@y1fPBvVoAwFD)-Jfx-642BriG(A5OI(q1
zIT>%eb;eF4;12l2By+{%svmygYOks-<h=><TUk52_t9x%zPZkmBWW%7^z4=vGeR%Y
z>X_G~W+a`?=*`$F1lG}R)MqIW&GxOO9A9!^4s&JdSBvn2M(kYttwH430eah6yHoOP
zY7!rCCpcNU0T<Kzg<x4G9w&c#q)PxncjXGh4i!AX6nqm32mYY-aY5Louj&jem05^}
zQJc0mfwmpg9Oo}07>HqMnK@KA0LEwDLZa64&{@6@YcsZVogJ{Lg@?ZHh&t#CDsxYq
z8aq}!e~P<H7f2#72L{5i=}QYKd#mL6aO<ij=JKAMX!dUytZGTG-3(P>Rs@HD2gN4z
zlo}Edpq?<}nig<eQ<Qt#@dE9Dmb2x<LE^zBj-mmBH6gqDNx|4Ctfedn7!HGnhJc_2
z{}b(xBqlWA?Uiy_%A_257lp3wk<WbuLQo|VSWN|z;|f7xE<Vp%e84`|7SnLYG;V%h
z%`Uhm&fK=P5Tsu)PBJ$2Emn`VY2CCHXbV~_Ghow%m*q$OC-p7rPq>@FTez%W%rrLA
zF|}Jn6OlPzq%4*5M^DG_5dH$ZNd5xCw3`xrg{o*&LxOEVR|Or7hFoICGpWH07j6~{
z=_x4{j?ViMO`4enXq)$3nw`xp=JMe&nF#^`cNOAml-(w4njziB8wDNB+N|T9d5?yR
z2?Q5N%%cX~@)hVEdZp3(0%>2L;-uIG+*M6JR}sAo`!f_J7YhtECMVYCB*f+VXi<DA
zj{4;d&BEFz=tDTv5w&0IgnpqVEBvR5far8d2PTCUjo-{?K}j*lW&&U$hI)sc2A*8r
z@Glt)S5@61i({3sIXp9`*0J2z805z^7=nCDP7B8KaLo>Hwl^G}M@m_t23kahg4@fN
ztu-9BIVLy^DNnB^Td8Hnh3K1GkaYTAT5SAB<m`8Y;&=uFKF~MHqY?zIrs7jFFzP`Q
zu&-twTmXERm<uND$JG>qpKB4SQ@@%=I}bgS>SOcL(^KpQm&6yT&0}`9>MHAT#BMC)
z7no0S^r24{a-T5SRk97T$x6}dILM*P!B3pZ`~_6k-aR`uSvL$#U$;H|V<YOFKM|$z
zu#_>?7C%)FLF_R<IMEE9N^hdeMwQ;?`)JCTpgmi@q_p$RBBGx?iKP2Cx4&(Ah4QXY
zZ!}#o*?+89`;QiX|HJD+&0y4*3B|f)2yHC1If;5x5y>oZjmO<plqdi}><!HXW+1~F
zPBdCEU>TY{6{-6w^z@T<i68srnvX}$YYnHd0}K3lDyg%INDa=x6H6>@q@Rq*%oXys
zwMs5=K$h>M8bDKxkZz@%A4*3vRiZvj;D?1Wbuw{Z(jfyVeHNHeNwZQ&X)0vX*n;&z
z?76t!W%@+51Izoj2zxWSkPY1H);awj%Wgi?Qy<N5h+6Ntv%E@A9*}Iv7_28+K^JdD
zX&;OKfTF4kJACe4u>yH)^8xQkkVNET^t0UO5}4;XWQb#L_5qV9zJ?Ox_013vq=cJB
z8LTok>64*b52r%;vk3rD!8c)(cW$vB5h*RiBRlprx-IG@KT>B;8HA^t*CLjpVf(tf
zmwcBeeX0%te@d@+Q8jjsuM%@b9@H<Mb=6EdBYXKZv~kd6)z_|*%tIcu!_`S?kET2N
z1QG1Ll2#U*I?yQnM4DLw>owJSp_syCuNcG1XJaRC8WWR<Z)(NW=*E`RmWTZpU=<T#
zkn}DUB>H2iZ1e=T<~^{-oc^GG1kBt`U7=r<`MoeD?obNo%HUV|;5V5Fcw>U`@;yo&
z*!E%EQ5*fY7W1P7N92b+?B0&v`TQ@S5UZ+(7OpP2op4Y{jz;{FR^4Y8iPHR;0A64w
zaD8oIK>8Y*ZdVOxOC>`G&0|<aZs6Xv<_a6P>!5Ae>2C|-?bGLEg6h4L@j37aU5nVq
zY(~7pX)xvuLfe)nCsHwhKGEydo}MhUuQQ-jfcO=}?X+P(8}*2}k6ZEyhZo<dtWZa#
z9vG%!&f!o=`RzD@qwpw!u8QMT#!Ux_Om5W48I!G%0XF@b+_!!}-^FD3QDG;11}Cr5
z-Tu@;o%>*P;r+BochcJmV@^v{(gUr|wO;m4a3Xq1lagES#<3eEYqPQxD3G+iG&vqz
zm;EQ#>cElQ*7h;aLReQ-dwQXiis^D#dIwiHP2{b7df`kg#N&4c_2yH^O1X6{X%knQ
zh`*SgtUBk`3KdGFOI5Z%!-?sctTOA@FFw&zR?!L#d3U$>W$IgIPQ=Q)cDNN}HM`y)
zHxJxYVqW>R)vIZ1wY%3;#u+pHcw0w=jrT+^^axRBe0jnqW%*v{bx<+BYC3s;k<x|y
zN+)n`8Zz_=l0H;GLpLCqAI{lj``EMu&Hzw@b91bK{O33sd-+{t*VSz>BzHbfrh9{X
zE*g6@rEB!IQjmZ}NwFzELKDG@?cy}O6@dlA)*(UHkj2iJ%YHP-tw;>>*Yz#kEa`1L
zY89Wyy+Oiqid5%DH7T|KvUZC9UK@yp_;Q?<&|+Ri#^-|H$EqvR?6b87s+`rQzLveK
zaLt!%p04p5<FXQQ;sKf3E@!P69FL0*IUjUZ#7er0LJ=^a=HeJdizjtr`<k4TwLOJ0
zoK&MDi+9Vn;`C?JiVOmYD7!$^3a0S1t!0#|m6~X-8I${qvaJQSW<114y<fh?r~a_6
zYauWWnFU9eXJ(Q#Nq(b|gW(}5sFES4TSc7uK`%I6Xm@d<Hb%(@O>iM$Wu;4$V`B^}
z3xXH2mcIf&M3|~f&W~JdG?-)7Qunz=Ls%!WGJR)RHedxDWLLVO7K^)=!=!bCL?pBh
zRE;+x$UG{-q$dlU&yF<rm@2g$pmwtt<OrIz8QYu(Pn}eXWNhSnM|ViVvnUc{8}jy?
ztfLqT!`E*j_Vj0)qhcc0^~XPNVthS8q7BQVL-PnxeB5lsOc|aOA?(;Eu-Es7?LPE<
z27S{sXCBSrm(=A`d=pP3NLaI@Eqx3kmSXQ!BmN6W?CDIG`8xQmgPeG-AHOo8W$Xf!
zoq@5~Y`PoA)y|MP`1J%WCsue9W*MG=Z(T9Y%zg%Y%#sXk<IZFsSA!5Dpda(Js7~)e
z)09dSjtJePtMigC2jpRJ*8S+v)c!g4nsw^^Dc*Q`aHEy~RTL^oIC-az<FgvhT}vt@
zf9|rkoqJg&xnTw_RT=*Ju>hgpXw^0RZj6iXf`GsjbtnoOlVdo1YkA!6n5ItXqvF+Y
z_hex8&WpmElo<217?q1`H-i&;Ns&Z3{oAZ=2mok?d7)XoWqqbP)~yjNWb>U`dVjsD
z*Wj0YM?_i)ng4rI6ZFLD&BqwDQN|PxGs4y3MD%`(+P6_`#`rzgy&M_v+3{}?YTNe*
zkqrsOvU4&d$&k_7gsTfYEk=FN|Ga}jAWNzjJkYa@?>?F+vrnHit<buYLjC#I1{?TD
zXHoW@^+~LILer*7DVk2--K$BWyLd6dP;Y1K$Jh${cTPl<&%bvUD0EhnA1R$jP+&oJ
zh1aIlK2I5Kz67|DTeVQ@1DZJzrdj<lnI7e2CZnj^m=Md++J`dEbQr>K(r{42l(VIy
zAJPgfhSDefk9YPQDZqG8ZFbqNvS^9x51a{q0m!ECE4g4r9#Xz3yJz*s!&P0cb-7aB
zjSg=rGYu>(Pb~45T_>3>El+3y=**Y23TK8fOlhDgML8LixhlYEH4LC>AXIr@Z*(ai
zGTRB?e~)?ew00#Kroo5g>#O~9s_`>ZG=EZpKjZKZvQ<e(sw^lF7Uq<bbyd%)Q=_{2
zLc%}eocgbH4$hp{ho!SGZ1n*D!F7WPAIsh@oFz4Xan*8<ucsu1KJ!W|OtaBllD^n1
zwG}YkLX-R%(nfE2?b-bE&Iy$&YAQ@ZVx}vtx~GLi(rY!N^M&@u@QYy0L^J_)?rGP|
z=oCE?Qh={#=`M*8mD_F64drkQIIeK^TzL&zey28y^a`8^FOSWd<N-LFkR_&6&Be@+
zS($lyo^d0uPn_h4|3Y8=y%2^3-c%*(!^;qMZpx&Jkd4lV50sPd8K!dVvYtWfp!x_Q
zS7m77z=zxva;IF^xh@I8uRf0IGEK^3kilu!#q!;uZfVLB@E<J--4s0qPq9E3U(G+X
zbWX}*_-E=9gbfZr%!i;839^{NK&-6yTINRz*$R(h*|fUHrI<KW72D=>ObX~k_T2#A
zE|x`a1)sYT9m&NTMJOVmL-$d}3<o0S=WZTzneonrie&wPxC0~h($_7Z0}iibDiunM
z26HxV=r=NW6eaaJaZmPHGGa5b%FweBoJwsXf=47Mm>bp4;v1lCX{`{qV^qbL)dI^H
z<5V2VwLGt&!nIt6aDkpuJHO!rH~3xB<C|%8`T8B#KouC*96iw=YEWWyeIl_`gVU+-
zOp`;#j>?0j=cG1<Jg|}7#xLSEp9l7Pkz5S(xZ>&`70Fr+a1P&+lbg`=3%=}nPfI2`
zUBxE{_27KLqZ!rF!Fqhu?RvL*(6VG3<YK`;avtVuem89v!>6dK$C@rK5{!Zln{)-Q
zRO&0If_|tCZVi_=NOp{d#7itk$4J|+)rx#_f469akvBT%DRd|?Hp0maYaFTEsPps;
zA`W*SX`WH(w!tSl$=nqg8C&O?5EShCGn$R-0k_B(21YiM2hqhD#>;R<slLUDKtOHR
z)trY#FyUg0<tvJ3b|<~{K$Hav0?r$zly5g%>YpRHvan;^5w{Xh81C+d<P*)Q<bpyW
z5eG`y+<3??Yes-y7Z;im6qy8W2dctWk(44;I&n%T*xrXwv>RpX3eCG`v{)@<_fMM5
z)q?ZPM=kjIy<C#ToB}<(<UtilBH3W}IN#{<x_v6jki_B~OfTahcit&IK#QFx-90{+
z{)Ga2P;k}KN~KtrVmiR=$vw}Qo{{Z%CmJxGO}Wcd@JGL<$lI|$(wU4>$nz`CsRDeK
zqbnZt-f#`;)oU9!JqPpyQlby^5H@p9wvrS*J{1X@oF2yi`poe^SR?>ySNYLeTSUKY
zTd;hzVev&Ff%RtgN53qPR3Jr=ac9^&*AEcR`k7^}y;V08_T}}rM1Jt3HO8pnn8a#Z
zg~vS>2Q=<<NbJ-~WfbYeN&$n{b`_O0ehZegZ<DJF<*ch!#cMjr?~KiK{xh)wP$HEU
z1Nd6y%Ckz!#XFXV?Qqu=2Xv&6=+~|P1D0M&Uo<r9j(r@^>=6?*8<;MR4t&#cHAX@p
z7@+KzB??D1HvMW+9+LS{1x0KG|Go?<VPm6lh-g@7000BN4&;7%H)F1N2|jJ7o|jVH
z3DIlDY<~-!p<pzQ963^X6Aq1*(X?YD7!ZWYM$A=I?SrwTt&(cwKNFIBDbsNql9-+c
zqhP7%nJpJ^s&u&ezkQE7Q53yw)%|)T<eG^z?e%TblqM|7BQ4Dzy+|M`ADvu#+)IuL
zPL>#<)Sg(fp19C-sY$u~k`3w`!&SUqoaQQ1bX9-Fpa7`Ws@M525_<%;KeBLB<Oo#K
zV&2~U7m!lXisF2sh$)M($>!EGRizsY@>Q=#kt0Pq_}TRNi9o+hdfzpPU<V0)u_&gl
zWkuWhlta$dfrVTl=9!CcS0~1yz<P34sN5%}jOMUawezKKrBV`@_Pe~<W9|$2eSYp9
zDLBKvv4cmZ&)a^eHP<d%l0nB5#;?bgQL8!5jT+9d6{pFafvK*w&p~5CBay5=Fvsn6
z@huz@njUYoTR_eS_J(;N39m#{7f0v2C6;2kgh_)uj|>spkP{;GXB%l_hx5zIiWltT
zZ|)Rnqin)@Y`_C7-?z5BUeUu&zN|-o7Ko*xf!~;TcXyxEMSHog(=cRv&MrXaS=n1G
zc)9BFV9h*;Sv-6kAC3*@xM<l%>ye&R`iMJi3?@u1<Pl+X^A6{`EmJV9gU+Bw?cI=s
z-c0!xBr|B*v`gF98MY7MT3vDs`s75P5>CcNaDr}xfY$UJUMQBU7~SIg@EE;0m%|8_
zK3-Jdiu59MT{*jWl}%L31Ni+}xYMLgp8g<9$|U?30Q0Oh9G}W-0woOy$qv=j2(@Ey
zUk!F%NgPkYk8NG)cU4TWm7#l7$oAaK(Q6!s4g+F&kCZzHj^o#i63un#rEu9M&BeGX
zN?o!?9Icdiz>NzFn{PgA=?H5%KUy?`INi*Sy66b$S2jP(XGz4w8yjfHocf(n?6V`g
zK5E+|;a3+3v@L7C;ee~930DqcaK*g};m0Q{tF?kq(8*>&Ly>1GjDG=qfM0ZzGBrN$
zSx%IHb(8A!4CnrWdxZk_<WV8=fWKk!FR9{X{guHmb!>zmn<y5Y5t~cl#?CB1-ATT1
z|8nfe6`DHw((53-EsgB6BqZbEX}o3iyUms^H>6weYCyw!JjW|Bq@+oLdhitGeiD^+
zw61uT)p@qT?nsS^AcqLr$fHoK8}-lP=ZP2Gqvu~c@2(W@y6D07tNmE>YoY>y2TYXd
z0(!e(jZjZZBk@34O5#$cK(mKUZFt&#eG~X)w~mqJ+cj2^EVb`L?I&$)hgCp-xUEc$
z`%hIru7x^%49|t|hZ02fV)LOX2`CpkH~r)m<{#~C2}M-0oO5Q|g+BJDrZx<ITA2WO
zEf+5x_Tf+AVC61pYC0p{T3m@@C(S?Imm-q48-Y-=X}iM3-@AJ@-RY^Be@1TX>2TGI
z7t-}P>y*3r67kQ(_d7Zc9{}Aa<f{VtU3Jd9y-Mr9e@b{*mwPR821-kq?P0sa2Wgh6
z)QRYntSy`9UYG0<!wTZ8|AZz!$u|5bF=^zSovSLSWK9S#fjF!D`nQQkJXq}PP@EAc
za=RqKZ8O^^Sgac+H`x#duL?ycPh}?+=h@VT9OGvj$1@^x<hai0I2~kOK+w^U{CIr7
zp5BkWE@Cg#jC!tDzF*>BBtm{?H_|E8y7skMka^<gKwD4B==onGBzc(=95@>Jmv^S(
zvP0ZDBLXxcPShR3uYYqWePl;ZMPt)rT$vz{V_auTVADY{gWD0lT^;x+6(>Vx3EWlv
zuH&6;V}xRcsXo-KAGw8scJ4A5+uukpNoD8or~|~Xq1W`@rB$1h@u{QAV<F+$OnHH|
zSgXZCJ+OV<3R%hD)0w8Tm`f4;&7X;Vp{e&Io3E}BDxiZ2*1fdpar{E%*fl9vpz#Cg
zdn&Z&sPi1>V?vuk!x~d`VquQ32!CivX6!Y@T!@i<<B+Q*S=Hf-rze*QV;M;Fc(caI
zCpzVhP%6wBi8leu7ji6|T;`gf$p%I^Sc$xl;K0f?T?&bwY)hv|wKKyXIamp$ZL=J<
zJBM~5VeOJqK}h5hAWkAivkB$@wyIciAuSTW(rDTqd?zNY$+usHF=E`RpSSmeGR^I4
z=3=HYRSbc~!!QDwo1@-jdlM*rT&!8eAw0{zlsAEr9_GDPTV*m{*q%R8|LAJuzjSc*
zP<pNgTL0euW7`L)H5|x(0favmSt)-CHE6FeE;NYaty25O-j7trGm*Gf(^`3uyc+Zy
z23NSL$u3-$+#Bu}#;NhqiEiqpptuwgqPQ5zf+V5y<diAV4nA2%*8V37sF|f;-;637
z!4qR5HjosGicPw%d22*$hcfI3u4IS6lpYrszACyjSU^kw##>Wh{iQVesO(6UzQ=E@
zI=<B<Y=FEpBK&zas-+Dji@+l|!RBn%={$mRw!9S;$~5sRPB<Cm@t|K+%-h|J$Y+2?
zHM_ME>GTJgwZ*Dl#y(q`ncXX@bCZI}mn|u5jsI!pvgF49<hE>nuHO{7$Nfn5hBNkG
ze^suCx`rp1MME(*98RHkXIO^aKFcl{>tMIEk(n+0u~<(;(=QgX!B2+~7knuVk}|W^
zdrb+kdiXfZ4nG=FLAbNfuxwBl6`(e6G`od|r-85qOjJ2CVEzk;Yht$9I%`C>K+LwZ
z88AFkA^yy@_sgpBFn%;7@4h;EUVpilESL@JlQ|AZ^^R>HqSPqu_7y+n?8i*yG1i)_
z_cH!=i@n=A$p}2e8sE>|d_p7TjtBPlQns%~Ub`GAa;lM+s*k3;Jp_TeZgxdhr!0;W
zImW4}=zzUcgA{*vyS6IhB`CJ;AQNpN59sOQdY?&uhZ8$-s&U1gYFm0Z7ZK_m*#QXz
z1T%(RdVII9SXaX7uMQ?rQ{6fF63^+063VKL!ZzWe2a3RpaQ7;XX&B*1PNI$TKKcVn
z-hDL3HU%MPu>0a#UNR}MvD$Em|A^S1_&oPQ?Q4osL6ToN>q4-USLNyr!*>%Urbu{}
zkxdIC)tlt9@#KOKI_4?41z@G!zt_RLWsJlIMHo!2zffzMJ^KML=YRnWoo^Ij%GkRk
z+hqa0a-7lU6@gz59qt^OzU=zzrJ8hpC0<y*@wNp&1bzvCDEtK=blsMEuJ?7n9sC98
zm2tOt1IJZ84mMJs1608Pq+cRMBK8`sZxu?nBz~0MtzdWb`S&tbdEt+b9pVAARh~X(
zJC9oN%{HDubXLn_`o92^`C=#TwyCm$Rh3pjVwOSR6Y)6JdB%G41B&-6Ba4oOQnxgb
z^=?`9q#^p}wWJgTgae^6%1cvOov!X(H|S_vOqOjgei@iE_S>*2AS{=(?Ybm4Ww7%x
zbim!o!uBO|M$Ls~LW^2UjMi!Z?9qGocqfy{%9_n0jeks0NYQ#W#nWURjNSL@0(IBG
zp_&8rl|Owt%~rd%-@?ruT!z43R%t_SJs|};>B+7ml_P%SMJZNcwMcw4@s&SHC$>yy
zWgzQ+{sMGTj`rmA$4s+g_*K7>9Vg2DkRak_WiKf5k<3Pz<!(S$^&fd<<lpJ`5sVyf
zE*7j7os$2ug6{S0_(os$=I+X^*W8nUam}*|ddIyra)`-`7IKhR9euJjm^_T4cqng~
zG+;4xxriAScX<9TC)K|lelq`TH+<^%87~n!wp!(PnZ;F%)g$BRwdh^>*yZ3=&%iJW
z8ld#&)@K{sCB}m({K!l!xsmrWjoU_$&55hR8&=x61v<cVXuS26(Nv+XYmwAV)+92U
z;A#FzCd|&>JU0337WxL|h3}G#>o&3y1#UF8T3qarj+V2Y<Vl{q(z^&<>H}TT>8=-k
zedNXQAVpbbrS_DRJ4T0Vt%xUPbKWb1UTkWd0uEl5v&TH3uGBUrb?|@YvZc&zpK&-f
zU8^TZY7wfS@bdggN)_nW_C|i8?~yU8;s8jcx))shT7l6TR-}=tk<EXluTfcJ;i}o!
z@foAfZ!yoz6{61bzIKhCz&8yhBc2o&^wMg<FD$uXy1^sEw<A@bk!~y5^{0|zf=g=V
zwe3`dr4oV}b67dpl{+p2LLc7Tzj*bhD!#&mT5eQT_A1CxA_*?1olZHc*`VxWyNQ0_
z<s}YNOIKcc;2tN1DYvKXqRu?yNmRXQa}j}-9QBygaw(xb(ri46VP%9Rs{;V%Fe_~N
zz-Cw}_z5uw8SArY)fmC5K?YTwZ5%8vPD43*zh@nFt4xzGhn>lCkrVS`vxWLMFBu9g
zq_Q=QT;te%7EVHM%pmV~3YwIr)p!#8BqC6=RxoLs-l|FD(;p;<mEQw#zpK3a!xTev
zd$R-YYZU&}?iDqWp>WIXB-oCZFZL$9oB8_x*Ut_7`+H2WRfQPVJfah#&hg80+6yXF
zVa=4zVs<v#mEiPIX|4s@s^j(!pco0<;l4$hM9H)V2k;-c$rdc;da+;<L=(4u5i7i(
zcka67YC@03D)qWOtVMjjc<)VJJJwz~&yV%wkUj5q@gle_IeK!_u$7+NA=io=s%G>!
zP-<xU`R>{9D7CLTx6zRMMcBkQFw%v2%#C|>v;yR2El-Gq1MFtHSNp0#VaH%j82Y=3
zQ4ECjzRtxh;H=I3mL4xhCY@|u6+*D9bh%-JY2L|Eu{r7#vHXTlEj7krzMP%AL|ZyS
z#iV7t!m-$5cL$lPEV!|t#}|vuPZdv+JN9%EtKD^hw@Dp0%z=gnhRn7}U3sLHcAWDZ
zv~EV%X1slOjc2%%d*ChHettK?&(D5WeK-9*YD^y#ncCoOAIhIx*BghR4W_DhqC&&;
zeR_bD6SL2*Y%1WTk4H_~93C;tR$d?{7tTAd6wqnb9wkkH-o_FSY?$m2kHrQVOIjL&
zlv&fiy!Vvxnt5QXzFZvhgB(B}+~3++?O#MZ34>GZKH{$|)YumZS_$5=6cqR_CZ4t^
z&9Qn5Kuv2FpKFuHBOmFuu}`OXq=+*Yv;8a?XE@dot;DmrnzW%L6vih_i_6bO7GGX-
z;n)1#s`CRZ6@!8I8@nSf#_VH`e9-}cu%!lgX(MYN9=7?u`@Y24rM@TKg|(GnXfbJA
zx*IWA;Az2-^`e_pzCL%;XqV(wgx@*@M8p0;!VNw~Gicdd*9)59?x8r+%-w>az%lPg
zo#GVrd1ACL(FUAUJD9Hd0e<R8lTft2*?V|Wu8igv+Fm@s=WasHL(9Hmu8pE-xQHk&
zHa)ooz&4Ei-Sm3^lXDLjM(RT#W*|S38ly~7jG5(!$U0s~F}3s%G!iTQco|bV8FV%~
zzn1sduoxwCpqJ2bZ~wJ&wNrsL@S(^hS%EB6+DMdf{&|se{HZy=&MnN_G<yTmc$pIT
zfxGOOkp&^3VWw?OKdb+tJSJJ=T!ogSHskDAPaJnGFj_dhhIgI|)Y)qC^+J*4Zsquj
zs6$R0-rInMF>TK8WBHe0r@EK`JRhgMu3wGkiL!&nKZybuoZ>VOtV!->1A3XMGu|%u
zhD=wgmV1ay_%yMEq^%&D&4jVzUC6pA^oaxpXM&7A+U~aAUED2(dP55@l-N(&_u-k`
z!zBlio)0(@;`4+$85<T9W=H3Ygkbdta3QI9YGi`-%BZ6LE8$lCyPtF6yT6lEspRvr
zDPz*_6YVBn**jFu%0TX3G~ejn9C?PHCvc(&_@2bEKKM47^9xTT!t6QJG7cpMsl7yd
z;Lj*7S?`9uY{*wR7uu*yGd6~G-Ws87#+uVse6|}heCYQ^A`ysHU+KE?rG)U-5At*&
zS)3mcBqjRv@Uq~M)i!v_#d?ZVH;hz8d*iv;nw4>)K89J+^f=K<0q+b2xkB|Kt>)5m
zXGN)7=ljP6FKEG6RL7$|?a7#IeCO=Du@%0z<pkN*8+`De#r4Wu{9&p(zZ@Glw*t}*
z@-`!Z+49q5dfv?iQb9^-jy6pwFlgW1a!OiyXzN72+goKo!F4y{fNgAe$l@>HP8+gR
z`62~ANc7U#^%h&oxV9;zc_(PLf4x6KQsv`)wStzAt><YeBY5sonXUSh$cD3>U%i0D
z%5WZ7tG^~Y^W$zA?$k}_Xyt`%z0wl}#fW?HYugKh&gmqm<7WgWK~u68Y}|%Fpqjx8
zMUhp4{!pgKC!lv&lF)r`#|X|SuOmo9-Jq_`&D6WlHJiNFN>Hs7e@%u;-BF!)Qps-J
zYNdKPTLKvA^haYtXVI;Lu}l5!V&Vqb=+e2l`p?&We+f|IoaALA?@)StCe&&PO@pTm
zGcnuVx5Sjerp51OoXo=KPb=m$WHn3yeKGFktg+mZ1F_3Vq<tY7=Ul6NHJpr9+`V?3
z)(ItVdQkJ)5Nn^rKc4E})O~T>*y@Mt{{l#BAM)ljNE;#4_NP`htPw$Dxx5!TEv)_(
zvhlp*mOvkEZDVK0Dys=Wqw)m#GGM$-?@Xn68;7KeM>b@lY00$s*lPDq0c*Okj^rZ&
zj(G2^wS}ZKS@vUfUdsL|C<7r6jaZ(&c6e3qE9qt7g<mR~xb)9H{lR>-2EGHSw$B8}
zg|=e&t5IgMgZkFnEq+319gd~_j?C#sWH00JI7cbC+#bz)9xuxWv;>?<p>FntSa7IR
zr!ytg+cQ1K7$>%+9V>c|i*3Vzoy)SFpNk;oZ-tz+g7x6fkZ3lU5r&TPKjG|Xo5;_L
zT85nyr9*2nj3q}IS>3ucW-+FDyU~YabCjWe*POA(Lyub1TGHGveRrkvsSa}8hm1s&
zc^~xifsxNzzP-rgOmK{14RIW|LdUqWyJVe~HHzw19~oe+(KZp7A2mX;xCv6KrL|gr
z1@aDc$piXOu4L$3akg8u`mzgRG@rG{9;K(f_aQk!L-;33YuIK7woa&Ad7soaGcks2
zf`+jdGx6mI*|G=IJpDS9p)ORp=Pf|pz}o|w@R7YXy=}+LK-Szhce$KTnP%_QOLdJ0
zPIf{Vrb)*ZgFDShv*b!@D~gb=O6WK4LX~oQ{zxFuFt1t9y@{qm(q&WBU%j>yaw2ug
zXkccudJ|_W%^Nki6J22YlRCc0nnludX*L5+X!m-~fd}nv0pdjn+BwgdbF%;fP}N!u
zEcu|1BoLCL0|C%Qj@C=}^{_Hzf~E-qi_i^NA6^lwJ$2*W79Uy8coOgqkms)Q(e-iY
z)=5IjWNcj%e|p`YGA48cO8JNbNo~fPuG}J!osg1xxSTK4{p2eVCSB;|Ssu*Abal?%
z4A%#M%3>gVt}(B8DJ20dyp)p$^rm^xeZsbaS0oJZ1K)}IpUB50)HZ2is2A%q%ptkV
zIjKg7AR`Kf4Qw<ALQ{eR{-a8h;XIVSJ9C%-zqZK##@$;7wfTqJzJXAz6f2?71}QEr
z#Y=E05Gd~Ml%ge2+@WYga4qgZf;+UhySoK<Z-KVIlYM6PJ!j56`|de&X3w6x|H>r8
zOkk3i_xY}8t<N%ddzoaOa8}IbC;NHRBpOV0bH<_<)lpG?d-s9K8vh2w92%lfEDgPz
zh3-|C-5z%g{G!sigPz=!&EYb8hz9mMQ{A9uVt5iOHeiL{)PNSel0OA-GtFvj7iEEj
z%>WM?d&LEXN9E(ykv8;CmzUzZhlA;A`~No5#Ox_YjDI727R%186>Epe^kCrU`EH=V
z3<Nfs)Vu$Yqvh5EG~>7lNH0I??egs(=>k9)=K}d1Q3ZShs2-eHj(dv+loO%x02ckZ
z<P9i@lt&_g;mO{UY$NT(O4{=QO+dL+;=Om2g-~|Hqx4;B4e7Tp;fNlXiMdJPRshTG
zWLu4BujEk{H?;C~QLxm1re5=Zme=_|3M^tx?33+2^J^ZbXjzPBlV{2m>J*?0-C?=Q
zeSOLMXJu|a^3~w9Zx0xkDP$>5cLJTPKERm)cRMit9*TTl?8$3RH`J$M_ydA^oN-}H
z8H1#+7bMQN>c+{+xt~#aD^tj&Z?trNH3+jt@-^&oHl-hbfAMiXlF|Mdw`1dq4q*6a
zyR!9ff%D$J>Qdvyq))X(1R0-!0w-@HAGN{smgx;YKC>t}i5e@Y0HVHp($q|8Z%>}r
ze4iNc<w>xgtk=&Ne(H6-C!a2D=Ox;tRkU4aNXFU~Z#$Xm;|L_U(M!#4jXp=FHAW&&
zoz|V<+um~&rR`dX3|WwfB8%N(XYumFvTco5>0I|{$2K>RrErS>z>zuK0Z`+9El_P!
zEMwEYHLkjKr0Y065<yN(A|$|@wDVb8*omhW@;D+{Bu^20@&5T_UG@v?%#b5ZJHdbh
zqoR$qRrc4P>udp?)S{0HjK5lJ48YnlygkYy2|O2*`KFN-kBtS_W`RRFbOCL4`cAP`
z3r&wFA88o1)EMsmw2=LX7xyrWg;1bP5>?0eDhEXA>`)bq&Ga6-6^?8{DUD9EudhT>
zs4mOs<4HTcLyn~1k%AGfbA>pGcVRrxV?bvoZebqk_N7DU_RT)KE<vbxrky}f4J;a|
zs(`!2li@)TCi*+awZHJCRo}BS&Bii#DCZ%GK}2;Y;WN4lZ0W(PU<G=T)0?7GcYp&9
ziGg$tQLLQn%yVaX_Q4G`9A4<)r4`o6TA30R8Jy@|JEO!G^HX+FGA)vVvECP&3~>r!
z2P7Ka;OU{QSCn0dS+f%w&vCmj$>)LqS2f=J0n&_^KBS0OJXzDz1?@SV%LU=R1FgSf
zT?f{OfDRB)wnVEm!!;}Q#DKfV|L2BXo3R!af>VxO`$Z1zjXHBYzZVWY`n#CD_ysN7
zaMB~cCr*;36wnTAJ47w1y@n(;2J&fOl-jNWsXW<D&ADT`7H}UkMj3`_2v!}-I@ff2
zPxE)uG&BRY8b6mIXJUjvv|9<$^#TU_CbOc9HoirMs;f{hz-NJxZ|_GbKe6n%Qj4|d
z7Ay=>Y+%E(uG9N6DUu7V)w)HWjv6EftFBecccnaj#SV`x1{H6SmrpoSz4R)jrKqBu
z=OqpB$cSo2BC{^pw6+5{((GvnA3m@&@e#U<_+%xGDMpg&U^D;%@ubOLsmO0;X4t>m
zexm$|pyQy<)j)kezJvRDWt`b@392*ZeOp-<$`@WiLrqx!05DEVg5PC<EH8DP0r%;9
zuZUttnX9qlQ~|g5J~~Omp>ax0dJA}(*-f(xnd8EWBg^025umRl^k+=ysWK2^(utYc
zF^9u)y@H*0T`$pkB-ew}CihfgywFBQ@PWze1vB07>nyAy1$zy-#)h|cUOW`bho1d6
z<$w708dfNf1V7u^1(qY@$EMy&I}Tf4%oWyf;wIw*DEFVx;F`uU`n2jU4>`-12w0zJ
z(7#mCwSOa~KvjOgg?`X8?tY0oB@8t1w-~2R@zkGebiAPmyfS?Tsc#GZphN)dW$=NG
zI+GU->Pw9g^O+Q*UwEFK+{Ns{FBkj#o_IOzC}ndb_2WEEuY1p!7sVd&Uvc+1HNkvY
z|J64G*RiPe#AITyP$|=W<1cpG)a387rtHaHA1j>;6TMjUS#PL=H~b%fqD6~*#89gh
zL*>4K>}hMcRI%;;xaeq5W7SR3q5CLh&IQ25FvwKyH~qO5?X!s#-5;R=b*IxV+g5$y
z837#0LvTYI)f`W6I^Zu0G2zv2Bkm{sX*<j9l6w4Kst3<>&i43J^fF?+3rLg4sZbnK
ztu<nH6nBiMZ3Jj~t$9_W3(7@#yM9K@M4Q+0D&w|jn96hPA`VXH-Pd>F&Yl0UID~V>
zpK+<MKK7NlDF7i<+L+9%*Q$X3`dM*qfwl+xD-M|;4012sa;IgY+0BW|J=Q&F2Az&%
zIxv&&`vO6aNbF%GkEn!5^k+u6MZDoxh#dYaF_`wKW9XpY5W_`*<2WPFPtlp%skVOr
z&R`p4>7`%x$e$SvaWOoDX8R{-U_B+(gJp${`&!{5b8Z<vS%32ay+r7{`P+-@;gAK5
zej93|0RuT28O_^XDx$d1{(7ATmVt^tMbp3<?9w(D_Oe$~Hov5hnO)@0Vh8a`*v|Rc
ziqYORQ^(=&qQ1s1td7$4DX@x_R^cI;(DhLGW0&V&L%$M^4EgL;qHOz}@TpmHBNeS`
z$=B*%cB<vJ-cXQF#Djp4ZTHc~+}0v4JY!FoqOevvtUmL1_}qwz*BQNnkQEN&F83=k
ztv-jl@XSwThO0p7-Ei~bh6NQm?$tVCKC%%||160rVSOc^i!3njBbG1XAh6Qtz+v*9
zbI8M0T?3i4+i~MKbYwx%0$yrXg196{>Y_fW<YmD=?j;{dgLxG<0s$wQ<vmq88Y0u?
zbUYN(oOjET8+1eI?zkwE2NnF)&TA0!1n)8!y>FM#_Nss^<LZ5Y%j>OfZ@1EYMT2}w
zp?9u>)UwMNQF8V2Or<0!cE`wci*34ZafX7o;to&PnPC$jGIV*$>Xbaw^30k#u*;P_
zr{o(mu6s?D1&W<Kfj=ss<_)#6o35<LJqm-)k+9B&an%=LEU@va(gyQ_=J<n!FVO)8
z@0*uAtR>&mvbSVZ+op>=>1icNMeL@}u2(s<tH|iZRlX@CT*PB3D^OY%t&M~}$<|bv
z&KR3Ea(q=-JMf27ad&+r=|i-;&>jMB(^$=pTRzRWd8UQ;Q|8u36q$36Z;v*z;Mp9J
z<&ssOXu}?ec^g+x=F!oNjx=4Z6||xb*4d9+_hp0?n0J1&&{9QtDLxo<H`|J(G~=i-
zF=z!PUCA8!8`fOGaB+MCSzIlM!6B7rau+BoJtAGTjX>eMKUA)&wmZO|Q@goXPxZF_
zR(4omqWjKq6V+d`pJm-Z5c4AC2Wa@c|D{so=lnf7pB1+XKMt6su$NIk>nbb!k8ONd
zU-_G9#_bLZd)P~RF_q1qX`67eCO5!?4t2(`pD46I915V#R$QHAj?0fDrtau|x}w&x
zC9o>}{<V}-J|}Z|h$W*7z8J3r;igltlEKFbRte$z=W7?X$<rDwUjp;wsen}&0`2qN
z=W;eSV~^c>H5QZ{Db$rPGw=V7>-+!f*8oDh?b%)PdH(>qDIG}8EKT1W%7eCUmVc3G
z@eDFYiv9yAk2(6Q%&(L*mLhYWcSI{;=}PNx5|esI=Ytnyf)+UV=q~q7k_tczK*@K*
zf<F9YmLBE<^dMA3=HHWh#qk_P?Pj2s<dM?pYRXCHs;}oVobhk2i%W(#u8X<h+d&CO
zdM=r|j5r=0_ZoLm0I|~iQyrncbpv}NZX-+jTV%CS<147z=?f{kEPM9p!4x*`_KT(B
zD=-2dJo9y@iBQjHTZ3bcnp$5M4{znBjKG!}Pwd{J<UKffw29mjgY9W(A~)O1Ej2Nl
zx3CUn6atXgCG(?EkK~q(60+nKofCjG&g=`}uuIkfp3d7+O-@otG;NZ|m^6_kbqUiq
zz;2Na2YakpP3FuLX$gSDQbuUp=;>6PV9+}4O=J#7;s7iCXCxLH0X?<-5)|xpT^Jn_
zFNJp?NkTn<6Vp{7q(07iq#i#Y!v#4~;xfc>yUB^$6Jizf_R%N<xTp~GN|lTh#^6}C
zbAT@~f}a6)&&U~zNQ`1cMk{QpU_g}k1_!RAL<GtWmV~-U8fiIcaY^<!ovEzp#~2ZM
zW6}5j@XqYJeukCcBzS+J4g#KL5O2&@<LdDV${SQN)SS}0L3WcOmF#}!#KMl$t4<-K
z&>y^DgrA>XOR~NKE9aR)^81il4~zrjM}$!(Bwb*|?~&>_W24CvL1=d%iS)-$Qp_cz
z;<AF1&}a4_oDhS#PLv)1Ms+xAFxE#6CRb2js#mfLckpEcl?$>sIxq^sk0bmA5<KBn
z662uK5{2z)eRUN*fS5A5E`@Pg(x<1gX?m__Msw{h>6wE;#iY_9uhvz%8hz!<q-?DA
zoDaslbrEa!Z*}JpFPYWHiG+m8iYfkJ*Q@BQmx(~n92evJl_NM11c&}bjk4bt1i=~3
z1m$$Zz4paR*pG+#T$Xj)9mQ6AQZG-aY+4)e4isHmt4FEIK1yFSJ#r6}XQ)1%l+SE-
z#rW0UR`}+8*jgiBU#0Fp(DR6+H2;2Tt3cNUr9g8&Wp>3?*p2!?cnCGZ%7SUz{D`g)
z6dH*f7vRdbs~-Q(><r6Jo%5Gr*HItn6hf5@%fzd*`V4$PObo0f-KjY9^{V(vCN~@x
z>b__)x-O4=J*d^OQkI2xU7A9+v|_ZyJAff*mVV&X5s@G|yfC)oh))2=jHxOf(??dk
zVRkd$+2fG+zHIgJI@#5SZn*Fq7~h6_UP)Jv^aj6S6+>2oZF(S<e(us`fg7NHRd2LC
z>SBbQ64m|D%7ib=uPjbzoQ5O6D(gShRPi5pNC#-ezJK+!Ahwk$@O%gsg~$jeXTPSO
zz?=FG_6iT@zfEgYnkZ|&VbZy&UmI9e5WPid%C?f^9vo+|2Z^ish1wSmp|g0-j9lCu
zewtHkM4Q8|;B;NZasx-f_5^Pz1kd&~pUA4p(SG@mhla`ZCzkW1SH5mi^QJ4biB|C6
zba<Y+4iBWV6pd4;BjD%Bw|3@HOIhfbC^U}0XHlww`{+2tBXMX64%9{&mRA~5*en;&
zOy09Xr#deZo@XFMpBK%W6F<gUMqJPS15kh~Q;EcG%*w7f>g`iXcLXRJ4=fIJg1*^0
zEADtPmI&A)0Q8nKvx2fgyTIy_g|od1QPPg|2-KEm=kX(}QPMt9qAc$ZDPxkjF3#LA
znOw12L=wJo`(xVO+`uB^0WEgm%nXdDLA}oE^MNJ`aQDN&(+DNcI91fmXrBhcJ{h<z
zdX-QY5{R{3S*W7Ly$8wvqS<FSGc{vCwA2}aW-S)5;2R|FE|yY@RUzh3)8aCuE|s=4
zEP~J`R)=Ki#(0~ipj=#g#j<zM30X5dg!#j!sud6dJk}R674J-EuF})=v2ZS7YhT_o
zQxm{5vQ|s6x8YgJqP5LTbbs3glD@nn1=@rhDM6!M<nW4I^-tF!)DOkkift~Xe4YIa
z$d<nMmYMau{E_@PxlBPJI&gn0GZ%oUwupLDW$|1+eMDAqpejXjK|9`(%uc));QqD@
z?%8i(`zRb($ZH$VG$^VwsU!Dk&7wA<lL<Z7Jo?ErYMH(PfR`R_a6zOq`TYR9^k%m$
zTl)gsQuy#lsPXUTsohD+72C35mjJR~!H%-GOkZRV)IGf?S(=}`9m%gQk4PL8?;RXG
zGWoXIPAlZ7z72PBvYkm`azMCw4INJ)t}O5?%=UQ>RCtVxp0+55OlVJ%=Q!rmW@r%Y
z1x+JS6r;!L&p$&(nqxEkuF@UOrK^)<jSzu^jqxrDoh-R&jc);z6%-LL$iwK{ah#Ha
zj0B^bvBccJCIA|kab5RN<hi)zQguOu67?m<tnA+KW%0{K+Q?%a9wGHG;Lax*qlfOl
zi8AEOtnu>RCpS2czr@hLwcB=M=5|^m*1PC+o5~zhoT$zvTJDnJjcJ8j7JgoOXJX_j
z;X?(#H9s(NM8<D11~sR&%xnCNp$n%^0+6#Y1$ELuDkew9RC|xZc3Fsen#M&f7yfXj
zRVdr52`6s3o0<NqKGS#03H~pGp#NWR`a!Z3SV!UnbK;XZ@-HODo!rSzmRf8DKx8%^
zqemt$itG{&JQ(!!(7#ed$&9^!C3E)ZAe3tY$RTG&H)dy_y@h<Gchr3{-F9mR3X`SR
zqh064-y~CV)X=P6XvObvt@Mr7#m&`V_A3Lcna{lUf=LX9cywphT$3uFLVxYvndUn9
z%$9wMNGOYe==pIb*c1FTj|~={yrsrFkM~b1W)?I*;WU+*c4)H!Z5pGn&W;QumL~<}
zev=sOwq?C|T+z`_^yT^mrgp;jCGwCglFOr?bUz<i&Wc}=wk%hW-4k8k_O=Fp(?Z2d
zU}^uBL5$xC?NOmIB`VYq$G{t^eJq?^@wrp?qZ$u_!>lD8lLF65U#xJdAy_`q$saU2
z75Z7$7>C`4@GH%cjBEudDXczWM5IDWzBZ=S2hm1rl4JEtprO)LcoNxmqlt2OD8uw5
zkUY*bKuty1d%8Beb$%_Dr;?Nr3;FdjFeh`C(TW{AHCKz{uUvrz_9!bo7J~gZ&yqa<
zu5v#Oo<Wq^1=j|zEX#{{y4IhtsJBnn1;vobdm}NfR!^4-%yQg8^nEEys=%v~#RwIZ
zCrs-+9aR4S?DDUuu<?X$&SblK23BM6DxmS^O`=)BrDr1Vu?BvYCahuh(*t0OuTk@F
zHLMfBaPMjBSO;c*%R>^yk?9Bw3s8X-S@tp*zU_FT?PBD{LaYtTTx-)NmrQ_B;lXD{
zog>1j#cyz;6Srf_#%u-ol|TFtzwCz$R1BEBp%**`|3taWNyVzjQy;0cwZt#+9v1Y;
zNsco_40R=XrB%C?7Pizn0dzr?zlNwRB--{SXzhXev!70XKGtLEmtHtCN=(<u6)m4)
zq&!QX<Jp~4=}Or7rBmRIs&y+J^RO8n2Rtt%B59>UgMJiyx_F7Z8)1z)8SL|%k#n=|
z^B4$MBO>;k6EnB9&c`Bb(yTwf#8bRZeLDDsYjPf-{X}^B_?#mYkT9c@xFV!JhRYdM
zkdZl>Pf<sIg?m}pOc5_Jm<0Aw!w!a0u_AAZ#DxW=XgK-RpOU@++fWNUJvEON*(!7g
zBWV|lOE&?#B|3bkSZ?%SI(2P>er77ytnW9a`(R>jcAR&QmYM+<>9z}B!8bc;wn65>
zKDs=W2CpL7sE3G&Mdou?ddfR8U@P+yNZU1+p&oO|-$w>+uSQBWTZCS7>^h308NXOB
z$qCPm9_5uWp?uTC5AaUY$I^k1mQnI}K^m)0-<0Dek|It{ObU!=$9e5Wwo&LyRDlY2
z1%l(bE^|i0%#==%`G3LF9M-@7O_EGt1O|)qTBgKEX7cK$qD+E<w*;Zq;T@8`dpMSD
zH{W<}$hsESflRdcDNw8fb5}afX)>I91Yx>3GDgL0rk;|DZoHxHHz+gT<n)8YtG(Fw
zd46;}?_gFnUJo1gBe5e`*6^Vr?pguvaLGRiG?Rxaacs&Lss;Td#r!9bRwCtvMM-fc
zP%d|XJ&=hz3LrhOiw_13?G7d}u;Qt8>EH&ZqxQW66q8ml<MNq01Q3#*Y(O<cMQ1Wg
zJQYP?bWiH79oFZ?-@i@Mw3VA2wfCy~BbDfM@D(PLMDhd0E`<h)xBWz774O`IA1HJ<
zd+!y4c-ion+)flF@gQR&8js<zU@*~MRRI7^BMXHB-R%Tc7KJ*FAF*K70;kHFJ5Ifj
zS)X26UX@Ut^_v=mX;A;5#tHee6#4bMS6<93PqW*%n6_>*5`V=Vu4QDAq9F~px;;^A
zQeNlYpsj0K(qn;~sgd4^{tgc7s9}0Mom)u$?5`+W3D6k;_OpF39A={Z?J7-*eyOvx
z5_Y8U5<-Zp<yMj|)ghX&6srVMpnpIXJF_aWYrqoL3X+}gz?kqQfw&|T%kS{5i!PzR
z`GIVQg6<9@J#dB)BQ`oyxOfTJ<M@f}<~`D6wJmu6V&@eMPBK&!=%iNg`T9&5jXcw_
z=yY5a+Gl&pWynbmefYXm&~f#aayLSY!%g&tV#V1xKsc;No-rt1o;EoBK^nftdR0u8
zrO<hu6RfJH{4y>{+V7wTyIoi_krD!=C{*0I;h#u*`l$2v1e)y}@64_Ow92ZRdl|Mu
zc3t!mo|}k{`+Z2@=pl!(n^ctz@bUx-9m*>2JZX20n@V5#Mys$j@V&c~U0UvX)TY~&
zVor&dQkoa*)IRT5n&YikIf`4b%GyahX|Kp8B0F{aGw4WdF5M<6LZ@WtDr00(tynZj
zeX2FZWyFh>CBB8&IWHq(N^nM_e?dFHa0Q7iS-p+k<;PNqsud`XFXof$aW|SZ_>ZON
z{eOU_{=>+9|N5Q>f9V$e8v6t#gLQbV9K1>X0T{d79Q^?L3f&`+UL}pgVD_C;@!uE$
zJk7!QO|;QzCB2tox&3c_0Y`d{G6QdTvamx8*v8evuE$S@X&CHwV1!_8r4~d*vzcoR
zcJ8$+J^M)W2Lq*anfD~>0lQV;v<6#0G7cb2PEBKkYDNF*H&@k{seF}}mlTW1`9)Q{
z2z8BZyC<4rYGenVo=arP$zc#$KNKxT!^ch7WrDIbmkJZZxd3;~z1(}Ezz~%cC{<^!
z_dfvAaZ@{`T(8S}w_+SMDaIg$wotJ{=m5{X&2<5bTnEp<2jEhI`6_&71XmK^2UBv!
zTRnWj61@HHNj~Cw${BX>E*zXNl{(^nioxzh>~T(0K}z0Jh_qy7XzrRfCIowy#`7#9
zGOXhCYeM6Ov4whNTB!-Qa=D~4N1Xi+ia<SHCgSx(1p2q~6Mr~x>Cvv1jDfaFLFPtJ
zTZKAHQ(%LPD3TvEY>!jI=?=$1FXPfAMTxXMO)a7q@LHloj}!W7kWuJudc?DA#ZYUi
zO)tC{15^H!yKw$>zIZ)LL|&|sD<97QQw7i0EP0w*<>>C09SeNx?d&4{YR=yiA9bcO
zWRB_GV8_w<LpyHI)KBlue`8IhwS|kw2^}dV57stSj*j_gF90d2L~jH#UjQT_Hw^W!
z`vyYDh66a1WQ&<of6@&llD2!%)=j7~7I{y!hDq(_;MSx#t_K#fUx6>8jN;u(2Ep6Y
z_ZJykL2+<2s}PW47m&-!O2fVaPj>Joj3~oaW%8b2cy-krSj;l#+9`UW7@0gs_qJXC
z-HM3!q%#dd5G~$>jPu0%#9G1O+~)j|IqJI5S?Da{K47_x?^SMqms4l|R2wAHGG0O8
zx&dj&b$xfD=UemA#C~vjvvQ$=*3VG4zESAU3Qzo)f18=V+o73_XH%Aw;BzDxpaI3C
zfC*>oCNl?oiY_g$#q2FrtHLI)h@?M&sSN|glWIR%gDYEXaS$)!(J@`EX<h2|b(i%2
z0HhlTsOgSYTmoq8O@1nIrZL~8-GSz$u*2R2>Vj=@?g<6TUP(#|O5wpjn=F)2?>$p|
z`b&~kjFUZ#0Mw2&ywj`+JD8wT>`pWv)gWDB%S-)F_n;};+rxaElW!;5rkcA-i4xT2
zC)RP>_&ycv2Q2H7=9^$N!Lkq3Y+36j99G9h^t;Die^bsad*&y~=Q%;?++&M+r@sS{
zpZp1b1+TNL+1p+$@Qhzp`Zj<6FzAGJpf$P8)Fk@6bIfBhGcNbBT}(>7DWSaqCz((2
z(ANwnApIQAzy`wa=xCb5NY1<|lE#~~n|@xb<hSs70}5r(Y3}}4=(|Y(VWD=#BzafG
z)_7`3rPjrp&em2?ydOhAUC!RH(+k?!U0odyO1`?cYHb?qojTyTI3%@$>saDu3x>PJ
zF@gbb{ofUnwO4kgA58v+*xO){l}AtyUBuh>@)>7FKhRL($s|xM`BkfnA=+LTjqTZ%
z{R$!H<|8M8h?QjrJk79l_c}5<>HVF8$K_)-%K{5Qh#d(~cqq2+yM>spa;w2kl}#Ei
zL`yb9VACNc{;Zmv4wm)wZEP@7i`8n?_}w?;-dmnkzDUNM7~c!s^7?ICcdy*m3ljyB
z+wyMDI(M3;3O~VdQ^V9Xk++Z6J(P5~(v6it^2~WQRh`JfE;!(c9>N&?8h(v38DdY;
zYV)LjvaG7O){w-ky{~H5vmaT2z`ov|O{At~GMoLF<lSgc6{-cm8aRO#DO8;d9%Rj!
zOZIV#sF{jlVH6TuY?NWbf(Gf<f_V2-x*l0)J~b;`%Lz`5w<q%i$GO#Ox2%?2#Z!H%
zNP<l?#>K9!1`HbWD}zu(jrHT$TnMOG06H8Vb}OLHUlJ0|^rtgK93Sc*5peRD<$7l|
z7rHGhd)R=$HbOX8QPP?jVD2-GUgy}54ih|Yd(w5crXosfa2AR0O-WCn8=7Vx)Stvt
z1sSFrD)^L0oHc8_bLSeb%=2MoK_V0T)w7PlezfA~da(Bl(FRdgSn3oomP7@Yt;#5g
zcte5alI_ExoQv0PS`*o^h^7oXeZb9yN>|et%E3L_S<(;gM&x+jiIjjKh3B}53Gmw-
z-PcR`e5C$obkVkV(XTQ9fDJ+<_KAuLL7Do7k7bbB!X(#@39pny;UferJ2#(m7%CWd
z@J_OMO?L-OG!uA(2h8$GcX1Q~!`&&qfD;fRGjV<H@nURPf^hfy=eA=Ki{n&<^q3$|
zg+d1D_aB8XqavIi6IO-zpnt)}K>(u$@$)ks=ByV`-@zR+IpJFMCSwMzNIe8cQ9g3f
z7Dm~e`o=l%(mr|K*LhzwlUMLXlRh!8f6_o*ig3)m>~=-?UB=UdU-ORO7s<5~TNQBl
z=dhwR<krKt=Jdzb46kS@HnNc@w~e&Lz06_aLY_{6fT0-J<)jv9o0umm%ocl)K@gv5
zV-F&5AWarrr@lLrQFO-g5-v|F+o2^2V4r9h<kmgCxDimdPS}2>VA-!aR>8K+dO9X`
z^mp(~OQGH3{cqG-t1c>_Lwi-%tojli%}w$`i=<!t=Bu^ycFIaF77)@Yp5*UrGu_wY
zU>Sap@fl-Dofe{z!amcv*}k8L2w{z_*%!~|@rVX(<Jo|TZ^l%9u#4Aiv1ns1@xcFV
z<AM6jhwtCcleXya4hE^w1L`rpx+87}0VKYrw|W7!T-JROv*e!Thb(j9Cd3LV<H#e`
z(l3d!5GEj^zVOM=P?}7v&+}c;Wy4-<CETM{fl3RDFm6zzpFL>To3D6b?()(_UO?PE
z#=DSa;1H%E+S;Nu8u>1+@P(H|sH-^JxyiS!uODnJ$yU%iY4QvWxVzt&e&<zmEyu{j
z?C7~QZ6}rcPH&mw*sXz6?<UgB#)mnGLX5`nPfSfmKYfA$nJ|jt3TZb4Mbbk@Q0J&s
zH)pjt=5>cRe5b3#Lpde?M2W+@<L)x**jMI!-DJW8I^mbM5-<#HMu{cGHB`|f`dS#7
zUn3Nz6KM**U_OqB|1pdr=|fLhp%xlb&`vE9P08mbbmy4woujNnU8_#I%nTw*Org@G
z`cL+hh^(Wo?ji(Sz#dC7v(-+rc@|dD2HJ#LUe1`Vu=#}3xX7z^HLzr+eSLaeUd+|6
z&GB}X4&ph!>9!vBdg*creWFwLGm^^umu}YlY|B>RpSp%Ac+a5>&{WVfTkbhaHFJyL
z{<mG36HU2%4<#N7El0Lg3^ZtNkL};v6KMYtQL~r(xSVQwMslRZmYdtB!nMDW%#Vqh
zec^rUUCEFouf9}vaO4Ja169<BRx+Afnz$ODWCz<A=DlHv=Zkx20RI)ps1qY(pZ}#k
zbYKGhK6i@UNqzayyw5p({RZox#fDFIcdRYhJj=eIX3A{(bv%{77BF6@SlK&Dip~?3
zKK4mj<xtQ2^NqoG^vU&uHC7ZoV--juj&h33tMt%!?~y_$O^bGuB?Jh$LAjsWvhHe8
zj_4(7Lyqk{U+W^Hb?0g8^Q$RrBnstp5qMkddL!?asWwh;kXVPEO(lY%rklIzC`JcT
zh4CGzb;Uy%EXw#$m9bD7pC062SDZ}cG|R}uCA2)hmTDy?jHv5(T7fBFQ2<E58dNpB
zP1~*qN7~ko`B{mz5a14^G)%`9Uz9KzKin5_TpW~Dk5hxa91!87H4On{&6TJa&Lb8M
zl|S^ufJrW+3D-pl!Kxa5wsIuv5@OtSK9QCo2zFjWGK3Tpk(Oger;tg0)W;Oh!52`W
z-TV(PCC3PEav7XNYh5aSX|O9L)II+)#Qj4My|R^S%fuS?_`2Av*=jTejGjlZOBtQw
zVZdu@BqJw%!kRM<Kst}AoOfr8ly_bOy>CZ4UwnHq6>9~*wj7`dW#}TSaUPGtff5W*
z9h~XB)E)<C8-#%#HG<HE9}WASmF&hcSZfU6dJ}UDIZ_S7mQqvuC`d*2qFkc487>ev
zj}qjvtTJ87X3{gN7AO#yjxjkwB$J1D-RSbAA-#_~(oBVdSW<MFhN_B_k?qi#eMoKv
zII7TA_K3r<D#wC*i5D`iexO#$^}g}(TDAx52^?2pQ5_E=&~dc(+IBIg&LW~4PM7xm
zdr}1ldFeGznF0S?u|lb5^14byMD?q$^EA(nj97BZO^*1IZNYNIKcucfk`R~jQyHE?
zsR`N@t;IE^)D5h4dR?SE38A5rmmBOU@_TnY2mlNlcL#6#%p6wiBoclBgOPhHn!J0q
zjD((_RD_=gq<^iZ+8Nvzd6?UMMy^00iG9KfcQ-(-^Hr~QJbb?qC+>b&K{?}}sc|nd
zlw6-J1rc+VcE-kU?+NYZ_!I>x-~@Y$U;pW4dTA<pD>_ZbD|nLAyx)Eh<lZ}(GV<y@
za)az=S$Wu$X*F*dAkdPW?kWm>4D{+?BXW@+op?w;*@%tikWISJS<b?A{17Jdd)+pD
zBN*mHc;Q@~8GVahZjS-Y9bJ0G1jVj)9$bTlp)LiEeQXiDA<kX}NG6&?;oN^2vHwp-
zz<<@{{x6xW6I1+#f86h0)g5_c*&OE=H|LOlj~LHu|EBbdj3>xcd!|Q&wz{Xa`d5a=
zp#(6Fk)>a2*fNL#Es#(~;Z${Hw+B}@R%tx{2Vgoe%s&?f4gX#DHO{D&kr8CgA#cGk
zli0wU$V?YWpn{N#o}G*^pFqqkaYTyHJnhqz)_BptTIGHHnzP52e(YQefnP~fHfK;V
z8`+~l^J7(v6QZfA<)Pj;B&>8#NuzG1-R*vCcWB2RU0CJE+535&`UIl}t4I)@T#vfH
z=s-}>!HlN9B=6;_lykhMUh8$P;od`Z)iEAq?9DYVL$*4W7MWn_^N0;IKmf-mefsgo
zFbNNeb9Xo<#}=iuhj&$6`*b})7Jdvh92v57$!e~IT=aJvD(gVr@bAw(?%-9I1J37$
z)SZCu(;do5oy73GLDMaGpx4hQ?znFI(5fvy_Nhw{wT)nob{|Z}{5PZh)?)~lnUYD*
z4^EP;TY-&6%FCs(^N~<vVtj!`mAv#T(V=S^)@@l?3Z0_=E=ihvJrC%XSoY^MTuk{x
z+2a*`x*C3D@>y7S%9NlkX|jznfmHNpdY9++<oBV~vArC4N~ATC2n9XJ;vnFw+D&wU
z6qqNK+f*MEIuZwH#nSsj`ZY~hFDMyo8WRy-pc8{_a)8x#$zeU(l>CMLQtoDzAt;j$
z-v9KxcKqODUMmUzzc-<9%E&@ZwS#O3HN~i${p+)3fhuErWxpk=8fjm(G>0<kG~ndY
zP-H8fxzWf8Wz?Z)?o(Kq=EFQydtT?RD<m^e&)b{*yg`L%&aY|zSqZvY(b1TsZ6Ggz
zaE%Q;^t{aA`u%3Epgy3HYj;C8sp2}uIW*%0^$$R<Ev|uhZFZckvFxp0D65sbAU=Ip
zSSMpnh0xdp6ku6ZzU)}Uy{hVqS!!+x&|K*!HJdMdL0^I%D-L(nf}>)5Xr<6cDjKR{
z7gGtAP;DFcN6mOMT7~j2Qt*mF&)>Y5!IrnwOd1CC!(AoAM7`9sf<o?Q6p!IrDAxnc
zYHbl%QojJO+L{^Hzn=HGMH&TBc6(F>)3<r*g9E4`5w8n=X*9hKW5&;t$MFh6nh0p=
zs0-0DuZPE|KruRN^{}8OdN~mxzXK)MZZ=UN_*r6b$oCIm4y0V%Rb`$uzIUb#kJ6<N
z%4()T>ZLH;IiBhX%3GeOD>IpaFHW@EHcEBfpV5>S%)j`C7q?7N&dP8vj!p=rx}Vlh
zM0sb;%84zmPz52R1SHbG5qsfX7h5>-$}f2-VNJygnECdZ7AX_H&0KX=jcX*$&+t#|
zNTlh&7KUF<Wt5I}bGWKT(ecq#2?+@H(?HQxNJ~cO;J|jHK^i^vFkw2|eBPz1nw`~G
zMA~j)6(fR~%5;lWjN`Ja!x>l1?_e?))1L@kWY%()FMR*}ou?PRR1#~+=tm}Ya<eS?
z0B`Fye~mM<w^_SM%c7qPc;bmYaJS+#M^Cl=RK3+hg1dt{aI={v7nkd5c^Qbyy*27P
zTS=m@g6cAS=KQO-48>RkCA$nWoYOY_>xb>vAU5mvMe$L1qx28`2M0!4Q}1E)nJe)m
z9NyWL74DN=rurEI)seP9P3?K7dVT%14{m#(sDS&N0;EoFo?9gydZ*)aF%so(v+jZ{
zxVbA@?dV#wHty&1sY=QiF_og33wdh-B7qjXctw63#-#w-JIK*{a<&YPG9FR5o5UYG
zAE!agW-I`nC9BTRwM|LaonalLs4(=qd^iM=pFunOv|(Z5(GWW9retI%VHofAy&AA>
z>ggvu_|3tYl7|=ZX>J&|NVb7_qzAbwO(Jn(&5Aj`HWSu$FF@|8!`C{0hVs0Ism^l+
zs?Ohs@nZ@=v36md+k~R`&bfcp+Gw`Xz`3Bju>|XuO%K-7CLl0F_dT)?S;Re{3D53t
zR}WF2cBqhAx*S{haCwis24$9*+BL#JhLpy~_`H_IQw0Ss_o3f+nW~x0GUg@t^*Z`o
z*IK+bzW>=8nB)?EI@f%c=M3d4cb%U5@}7?w{sq!!*KUFdBW_z3aePDdb80aOVkC-x
zz3==#JCuLjrTj0C+!&VlzmQ7)mGp%3{|=igGP>`>{euI^qq0O^q~Q|)t8YOruYu|*
ze~mHNg?35m#1D1b6DW&adAPrTA{3jP=xf}8>=zkXnt%J(0ElrOn11<A7vBAs(r_zh
z%_PU&1@d?yfa9(K>~*nMw3$8jJ#X?%{WB+N_%<m$z<oo<jV5k3G&sQqI_<Qg|2-+=
z=b?fTIo6T>^x?+KXcc^+-BMW>s-!3L^{z{ME;_<YN!BlnICF2xY3w)W!`+VSlD`u5
zm-Pr{PgNQ;y~1^|*EfW0W3#~;@_yCXg#8NN7%Q~=Zp>xf98)6GZPB*%@V<Te1CNQJ
z!ehh;=h27MYk`!~0|T8_tg!nf2rf4PIHoVuM15V8deicCoz0MzZso6#jp@yzNiLwr
zrPbfCwrQ>N)3SWU$#wlfN|CtU&vNC~)&0Ux!}f<O9G@8^yw3=rkS{5ZGH5`R4}4jn
znLPH^X$6h2Gif-1VOg?ng2H*?&pgB)`TnsiS+Tv0q<8tAUyVAGyU=?3ja-gQMeO{E
z%TNqgf0+#EdDPU(EvJ2zF3y$Cqp|6DFVtI=ndMOTerG@X9K<d}i*!+_JZ*X?dca0I
z2G*yn){?ekIW|MX$!q&To7t2$NojTDAHb_}={>MV!CJ7|p?yES=u4)AyLooB1Yp@7
zCN^6_wvLsBM{;5;&{jei5iZtVCaVt{9PE|nQ`y&yimw&dYp-saKFwO%<&Dqn#4Vej
zpyfZ8t&FHx@{~l};0+Cl|E#VgoT*!`;J7$(+WNSo8T`aUqqL}E=F)!R^Xgo$BD=`c
zT))t-XTBH6eIt^&@2H7M$GZ3Uq`pXOk_p`*Zoxsc>+e@j{G>J?c3LNoKj`%R()yc}
zsr<^rEP3z!Z$^H;N8p(cN^C_bM4ark6%6cMEe(<aXgZLn2+PhaJyYKg&f-EJPN*=M
zo<IFm-Yoy!i4{a2S6Em08ypqRVF!cRj8Nzx8Vld&AJ#5GNe23DZ)oc?O@eL9^7|5v
zj8ice$-hft00k&#QkoO>M63tOTWYaO(FcoY*rDMW#*=gXxlkL8%EY5HV?+#45=hI_
zfm`y?mH9Ts(Yf9I81{DpmE1L2U`}D_;=x*t(iaion=5>jFIQiXC&}#s8xZgZ@p4gZ
zcx%48?rqc@941ScKQ9~nv@`tE1s^T&RoI<s0z|F!xhQav8bgG;6byvmxEFDJlHlIZ
zs5%v-*M9GChx`S0Vj>mR4kU(jm}F>aV6qluO5c(S+;lc!=_Qw3TYA6iYBnS3ug|oY
zV|g=su9j*Os9#OL)P%cgt)?W4CM*jWcrf`!N4J+2ly78KHqyvfDEBP#CH6_(mNvT5
z-)Uvs3IJD;rfs-F=(*aWwm-L+3Zp$`x$WixgV=ZiA}QLNXK7!kAr6)T%EgX9IM7+m
zr6(>jmatKAoe$f_@jIGfM@L8MOm`YuQDa_j6|o@W2O7AGmth_Jclf*fU)F4VN!hh&
z`rbQBa1;`V$Y8|^Ylqs>biKic2)w3DbK=K;OO(8ib)uUm$LQWc;;NndIwK<i^Aryp
z?^pWbHHnV19R9%=M;DhaLho<g1QOwA*Tsf&?&0mNMI<Y!=RoD)M%S%l8ABw8D{pdL
z_WYy|o$Yk<(gBR7NM%qel@H{7BEITfZ30Cv<%RL_tn{{3FN@i2-T@xTt@ZPx)WQKS
zQnw|>cR0>@WhQoNOSxW5+Q46B(KBtjOlgLuaRhw<5q}=ps=$k`c``qC+I{vej(B~&
zaPea-r6wTS*&yqOSLt`w*aEAJM-OGcv<X&E>3$-#5`y^>ZdluOV<QO|sr#|pIkXs6
zXRb=OST$9Gv%Vno&KHq7m=;o4KO;>qlVAn61qs2-&)qu4+NIpL0d>%0dmr#|gy9fi
zwd-k2Nm;Rjo#jjCc6<{B%n8Uje8i<^doL)ft^~X9*UJVXV%v!5=TgmInw)w1sY<NL
zlUC%Qhr$Wzt~<JRJ6;Fbb7@S`bs_MqCNbN<_}>l7issA7v`N&;BLs}@1mMp_qQwxV
zPe6na|9r*>cJ_~D{y>{lb?9NwrO(XA$55!m8y8#Lx4_IP4~lgTh0H{2Etj6pTS3Y2
z*hh=cPt9CZ?B)6lE9A67BRS+m>qVqMUvX}C)sPek35#-A6(7UONrmN~w7@wU-af~o
zK_oY%`_=xw*mmir@#FYjR@%vnhmc!s%glI^*IYa$AQEq2tf*07V<$MNRWL!3ushD5
zcH^pcEK=hqx5<SA*CWaZi5oRrd6yfgfCV<&D=Dkl7mWLJz9+g}uja?K&Xg~N*?8e2
zc?W~>`ypE;m~szjnXA62gJfLfxIr0PoZMqdko3#Eg!b3K|DjR+o2@`Wq5noj(f{l*
zdm;vuX}ch<#?7`Si&uCNw=a@@J8Jg^|CecZS&^|mqg_=_w_Fan->9d5Ou5Ov$B~Dn
zhzvK?N^$z3ZV%;sX8Gmex8l~sZN+{jZCTbb=EfS~OuW8(nxxG2>^uS%H*v#Q;-y`>
zo}Zc{o3AIyBKw}@<gIJhgeashAMYRcGe|=~#3`kVvK|l1pX2c9LzYl~LJxIjoywi~
zb9@&mfAOqg7$rLjgQ$?6l-sv1#fz`s5rq(Io!^Y>D0wug%i_TP`|0?9JAGs&9c2+-
zxER^SEsQ;Uh<HRT;YoNY?91CmPQYkU4#CkH5*_NR<7m-nK5eWJ7!GUjmsda1(EHQ=
zp{M#16A<(Nh89VMKEuhv+}fUdL@_o=b}40BPF3%~#Pqa7Wlyu>EFVHiUJh@S`_;iS
z*F#}*-(SkmQqQ(O(tlp_9m@ecqi8^x_qo<M5njtpn}owB!ja`AdZmBB)=bYc0CF9b
z40=XQbMy?UQ{DK<S%E$)Br1J(Xj-$8d$l9sB^Ad}oIa@$jtORv&js}ZFv1ekySVP7
zb-X&C%d_I<+C+FDu1?#q@h|Hw8j4!KZztR_=&xCv`va%kd~?NDb5g;=_n2K0+YMw-
zntYXxb{MA$qF`yoSWBb{1koefqy6;DJT+zJX1)$n8Am*9N}B(gPx@87aXeT0(}3x_
zgC$efAIaOBicMp&Ye;cu{G4!xd(c)|g$;tU*d`*wiM7x>v*4JFSu+V1E3bH7_SN=;
z^`lL6eiAWZ)wZtV#ySO6*TH;r|L<BCZy$A?XS#9=N;0bPxrY;jdsqqSX(x<FwJbH8
zvAAPiw+9AQV+ic0({s(w#RMZ6r0@p-Wb*>%AI43)Qq}cbT>KOJ@9@BMir=Vfu0Qqh
zl1w$PKl79u?n#b`tJ%Rj-2wi{t-ylFQ=jRYCFz~KUKZduSS6pb8@c<YGsSgnzgOQD
zk&oQC6~B@G9(y4X>d>a}aZorkk*J`(*Hh)kX0&|wPdSki!{PB^dN4QYP<!UuC(GEE
zulP*flCr&V6V-S-PEy!Pwrfc9Bi!zS<M{9MLlVa=y%TwM*k#<lpS>+-o^$PXY1?>?
znJx2O<j~9_dMbX>y@#@Jajv<r`sgiEeVrZ-*YO)}<81PsL^L0ADx<gI>4h*dQKvza
zeqs#uuS`PG+j)*3JUEmzy<R)sXFaV?DPwjyU_V$v+uEyP9zok^M!WC17**ikSA8+F
z1J;_aV8-g&_rw+CpTh^s%BxDV_Z0P<JI*3OCQ|3|+-uytbgf__)m_fTg4jCva-inP
zRI~jX&l_hK|B+fMM&NXuMo`iqCTbc)#s1`nC`=Q0d8#3Fq?akxYMC)Jbof-%ReL0r
zDGQx#S0UOVh_#i3!5O4`MP&(VQ}1<%;A58>87JN;Ww?RTT#?p+gn(03yU|v}!87J2
zGr=?3`ZRu&k#*!=y++gb(*m-kQn6b(3~o2-8~OHE7h^|e=!S=Yj{Qpf@XAf8iy#(r
zc$0wg9{vK3nZMSI(#kNeqQan=pWrOD6ToqC^%_J`Q+A8K(|RP+AVp6+n<u9tvvmCQ
zX9Uw#uPk$i=yrlimzk5%_UAmdd_2~mtl%=~7c{sAV#iJ5f0Klz>3}6iQ9ksq=TGma
z;}Dx2MmN1I8cb?Kf+gq%yOWx8*FNv`B07w>0pmqp7>a)(@y6k%e6c{^pRFNx;pj}4
zF*?=Sa}Pe}BOI*j3~Ux~XZOT{pwG(<1Z3-!JDx5V+07`-yL<iNpi+0ng3!3mr`KHK
z;O%uBXz-XwQ4M0Ct3kd$jnP5Nb6<V9Piw?g^Rj}=$N2?$M1~m{(9F><kM&+vvjWUz
zU4_RZHyc+el$es_SMh>wPywbFRzInOdt$?L|FZl<S;>no8#vMBs4rvYz8U9iJDVpC
zx{E<}4{EJ5yB}<+I4()f(U=~h=*{!q+Thhu69jgT+*4<*0ap0K#KoP{o{O{RwZK|l
zaz8M^>9~xhY?L17_cwnXF}p4U4w{jUK}2{|8WnNz4&H9(+0nb)LZeeOlhdi~!ngQ-
z(r8eI4W_KtZnfz#IG$AT0YTx%QQ(3T?c0O*X*gk&Z}jC);XScuIYkT#Tqd?z(mj+9
zO<*mqZSz1`GuS1Z&=t=0*L@pAHD>pcimOC!_s~U%AH~xfwnhBbT}=5Mjd#Neaa{r+
zej89swN=*8tC`*AO^7QnKH6rP<$0hk3O@yDg8f-Cs`=9%kNF=)>BhYtP|mXM*vDHj
ztpE^Ngo+-hba)fF-D^WmPf<a7KV|WJZ$4GLuTGbGHD;o!IpN3QM9={N=G^2EyxNuz
zA`GO)#jl7cBscVOf$TMS|KZGdeQOwa$X$%$*iUrc_Y@;3<iwvd%qwBEB^(esQZ-!I
zV)fh;Q#jI>cNk2PkT8)|q_KK|QPv901enqvr-q--i{U|jA0{qY45UUY#tMm*#_7cD
zMW&J+EtPW>I>*O|DQJkF^Y?u)S{!#;NPEl<VJR6mD|EqMMFh9<x70O7sx`ev*b81k
zi4CCm)CVyJk}$pw%RR8S7HDF1*~K!Bu(8roZ=Q0OMLco(F{!%3dnN3D$3O7Dy>(&^
z?f<iYjK#5{1Uu2@@EiwH;5Q)LvurK>YH*L0rB#Q=ald?;n8kl1G5;1wo1}tTx$L-)
z!jw4#YWxErph(Pb2a^Ar>VWrrcjXsL)7s~#rc0@hUQwWjDH6?n&MB*39-CCTm%7k!
znzyv7d-_Ag>~(AqIxel)ai%A!E6CeQ(+k$FRqhl&7WXLCyWN$j%Rjo(GyGm7x@x@W
zeB!W(8F;ubh}}-V_5yrP%JL#*eyZh#n7c@9E(_$C07aOA8t`DJzn|n#l%4J!6FKyG
zR8-7YbywvVW3d04ORwrxKSNu%+yz-9Cuow{wfiS%W#RB*BuYoEyMfp~-5IuWZ95k&
z``LqROsI4FrYvqH<Kce(?I%yFP#juLojJ`|sozH|!ylL4hqPvQp$O(h-O4|ItMslW
zYJL<WwG^Z`{h%Q?^yLbkZD%#V&rLCBuDh#)GiTg0Voh(gcbQvVQiQRI1YQ52P@Km}
zb%OOo3IDP0ZIju|l<$6q5kY9uh7{YM_>5)_Q@*UN#}lwPQ>mG+n|2H!YyqR4w|%BV
zZ8iPn1ga*p+Erhl2Yk(Mg6pj}EP69$-K;Q0KSgTxw|iB>eX%??2fxo+x7dqrb07XN
zNa*(GTcRA-bltDH$K26mm0cyZ?3*NPbkD>-tZfU!<I>|5K;cHuduuJ}^>f`mGX~dJ
z(4DD0&B!*`v$2mr(mL;@r<{^^*i2=VVJreF@0+#v4m3uF8!pLlq4YN_nLfn^hdQI5
zya<OMV~PPk#Lo(5Wrr7<s^x$$l__yOQ=<K;2Mf#AZQl($K|Z!tPBmc;3@d*^dUeQ~
zIVg?5^V6!2$%29GR19s6ec8mzBaVj97>9`EHL~@r*=fZei)r1uM3v)D#`Wv`j^YMR
zViX$&>@&{W(X0D&2~a|)C061M9%wQQul?g#q&-pxHjbB$q#sxRHJ2bqFe-Tgzy8gc
ztZt12XMg=%c_Kl)+S%wzF*HA>AvXz~tm<Z`pP&2myoR@G18(u%<5zfYfTbrwN9qAN
z80X9bpKG!;P<ewKgopEM&CA5)MRC?$N&h=n-oIR##8;a}TTlF5SGt@f$V_T)XEfvG
z*0$OtIvO8;+F~MF_U&OK`GI$@TlB5rNw?#%0?KY!bGmcThp#*`-&rurd%EpB3Lr$A
zG!$Sv?67glOyT-2{aOW=L_N;vgs&`(Mk$4@_zZTU|2AdweO?nDUDAj5r8Gg2Xc|tA
zD@}a{j7NV)BwYCQXo*$u2>wa>K=aJwt2U5Crq!Bhfz6IzH_eg24ckm?KM*BrP&DSH
zEw^k(Sn734Rr(L$lh7-#W6tdOYmtqojS`vA+A_1+EE2_frNLQ2lZ_GB_*AeKSyon3
zI#(Pl>|k&lH_^EN<*wjuXMQ4Nn9J%YZrsjAQ2}6;ZBR7LpGGxCqIm$dVZXFF$3>{S
zGN5bZJf0@=pB%PTZ(I$QcfulheVnn*)W3!K219qV>6<4jZxff~Wzub%towF_Zp#M-
znXY1mwSqFg*_w##BGh(2oYdY|GhLtQChM#`1I|QsHTp$Kgs;^*WNr_3KtPFcb<{bG
z(r>FbyfHS0Pc!~kJ7U}%^=<YHzAHr9$)Ce`x$$y9U!o`doOH<Ga73VX>-$gqUh%<(
z4W}3k9H$r4x3L5c??7+DZ~7Mk-;)R;sRmu-KzLXDm<i+Km!dq>Xtb(+?PLW`0{8l)
znw!9$?mZ%ROVVb2N16@`Yr`MJMER^`d(h8=<v@>;?E22nZl^tgmw<6eF_702NYj2a
zog1n)d+JqRO^(c)q}Dm4Pee_ySUB&M<WBJKeC5Nv`)V0$_owS^+K<8hp9l!+T<M4}
zQXeSTosi-3#7%FPs*I5w8$H3Zm0n0e8j^9<T8->a9<CO*p+~b8a`))r4^lY*(DySD
zARRdiG||F}s=10DL9E;eRmmV@A$P5zGk~KQCoaoYbk_oZKn=1a{M=0GG}Trx8SI(`
zQ}$5MPvt(y4E{zHoo{8<-*OQYg@7=-@KG&2JEK#S<l{ZV^bS0<k7E0cK8z6@{Wrqi
zGN`S#T^kO?y-?iUQlPj~+}*uEaEIVlq)?zCIK|!Fg45z!+}+)+KnvV&o@d@4dq3a)
z-u)x9a;?m)nU$<Lb6&@JNDLLY^Bf6Oepg}RM**?20-Y+Lsxo8fUviH69n0v=@NB0c
z(=(2Af2w}3DM!oc-Yls97$+nizLA%4V0<(!norn%_wDb-SwIGgxN+Uz{6?+%JNuu}
zuQ_4q6q<6O+NByS0H!xv@nS5PP4}ed5`9Qnw~w>m5i4F;xq0IDmHM-6_lJxCj(JvW
z>Yt3l)}K>9C~eZh`%RkA$(e!_(H=<1M%OX&H^t;&@|aYoeQV9dYK@kx!_n_wDbcG1
zGhIj3)JtJVu`xDYBMycpJOBwAFWwQ2KANGmSA5nlRC3eMCcr{8PaAjXoO?_vaJBUv
zAXWRwuPno(O<zO4?p)<o+g#VigkmRz^V_$8vfgA0+%y5B(T+MjhF+iAymLKLydlXf
zn+#AQ5tG0qB{mRYeA2}d1WiG9RY{m2rF46V=1T(GO>teoq=D12|4(10f1~TH_AGhG
zmvXGYx<{{V_no+R@&sF%2A};{?h#>3XElNYBg+JyACY{+`;`yuSDYGT{{e`h^)5W;
zqKfKM$o_hZFSJ5&_@qChNN2b_WNVLaygJyS`_>#mhcPX30uJ?(swsmSa;P{x1M@2$
z19YdYSU+38{{*)IJ2W&sJ;heSbXHnEuh}sKSwv#-m~rk>M_yW*J;?uRhG!5ITr^3w
zC?cDXD`$}9xXKEpB*Zkt%Og?Et*mYTS8U^5mn!x8?=lD9Nd4+J46jskti3xC)U3Pt
z#h)@;lq@N^MD(*T%H)}<)lid5VY=>-rx_Cb$spe3!m<GXv$QPsL)=0P#(%xyzu!+!
zIel(|tpe3%MiKsaRh>*t)r$Aj7_Qq=nS{VO;OZ8GYomt?&9#Kt5WVZG1iFGab1t3Q
zny~W2YLI-zOToN#><y{pxb3G?g=*LY4p)+i%U`OQFrxzFHlg>}5(^p*sc?I$={blw
z6!ylHy{}9=YoXKOO_^Df9KF+Rwd;0JXT;vDHJ3Qgev7mjxZKVkngo>haXOCM8AADy
zmWnJ2%JQlJ+fSMFPn+~6%1%{6W`8$^Uw}l}g=0?T0*CaR`7kq?v9TiLOC5f*gSK6g
z{K=GA$rj{D0a(?32aQ|UuJU8#pT+T>-N8d$&SZ6|klh@rY5}iD;-*^Sd~4;n^_GXw
ztwnIDBc4*l@b>pMlup^{T}w)(T<HOmy7`*BLu{-sSU07`tQzV%j_Rb0#nMMCE<_sq
z{OE9Ek8?c5LFc6WbuySm(V%DuLX|Q%P~p-YEPq#HOH5q8Nh;@XEwI>+A`Kg&6e<lW
z5SpOx@rK)Qi^Ouv{F-T&w=NwD!pBc_ch(-<otv>EoNk&LKyt|JVNMk<DQ)@A(TeD5
z83bgb7;Z~>nsC>b>2~`d?>~~iHcKb8YgeLibQ)G<rJwvbyIm>!;~#)5B>ChDT6k=h
zM6eHa*aHXt6xh#j&n&r!&Z5^e%n`bp)M;;7{0Gp$LAcC-gzUOS*OgMGbVD4fdHhE$
z#lBL!BsJlsM0UjrF|Yb%n)^x(7;LSr#d@o4QmdU~XCQD_D(&DyL`wR~wqi#MS|s=(
z6|wcIOVOSo95snSuVRb%G))lOfmm9tc9qX8I%7`ff!Yk`YWg<|Q)PoSMf0-~7JoRf
z7SkWRl2smpAA&zAO{h39oYVskJ`gh`K_i=X0R1?AHNl3PR3TJ=YHaZ<WfIhIW394g
z3&A4?u-w``N!~|FE=ll!Jv}}v?FiptE<qr#ml*MRJco7j$e<8i7h|x6rin3QKj%Au
zZX}x6DN)uZZd98#!|P)t3Nm2hW5l+Qs7O_3f?V*B2$7U9>s<|Z$1WqIryn29HisU3
z2B(SeAA`F8TqFI~$9D81IC0YqMd{MKlpXDH$3%h3ZlJ++Vv5H8az7c9l^r?9QO?5G
zgHztcjvvkMO=rXQuTz<1JQ{HB!`Y{y5`k;i;W2>^dX3#Kbn!gzAY?r$>kOi9Lwp&r
zvBg?{GVvW}kntjgC{JPs>w!TVFRHc_^<!Q|eed8ZeId=HayrGDy|lo=%8T8s40qHL
zR<4!ux2pu7h0~Qn9Nw}};@Fu-_o#r%OMCbD2|nLfG)ssflhPb6q<jU-{8HNDnuJLy
zQvl=A9{7+v5^nCO<{gCSRs{Hs3KlpX7>EXXx2UDHgCI~858+!qXIJOJxj|f|MM<o1
zkKKdcRr~z0Ac6@8W54Mr359d@8yAedaJZ{x(aPXyy$-Qik-v6C8Qyl3?rDgKPJq@+
z`h?-&4R_ct_55Q~KFAw!f5c5fxo!Ln%j3}&v!!zO8Y1US@j0<EcWtJ<7${`b&%2CG
za*_l!BWGa~?AM5eHyXauc%H!^q>uDKqs#8tFGutH_t(HLAo`ZsjfPku)tmkqT>`>o
zu*o&XGH}2__mDp6W%IQQyb{!5wjNZoy<Y5cxhghN#(wtrj+@6sa9HK;fv?uy!8%n?
zM&;8bznTE3c8kX>n~bX@j=$Pa$N&2b2_%i1MymCeH0o1{`$j6T;crj8pHhFNz#2+r
zF>L+py1(Lqr3iBPAiW4Tc)`edopxT5X+HlsL!S_8ie4z<ppfJj`rV!rV%<ji=YBxi
z-KIhGS4D9sd(Zi?2Fu^~pY5nDC&=w%G_$CS6>a@*<oCE)HN>q^v*H}Q34g&W;Riw8
z?p<gTy)3NXuMg{73~rz;*&TlkQSf2AJ6(j%lN;v?N%-J}z*DrereZ28ZmlD)vsW9H
z86?ywbzIEc)R~Go_bZX*HPob;rNoY1=+~~FJWv4GRf3aneeCFDN>D5-R-xeWWU(aB
z32Cq9_8|ZU6m=wpr1DU=%gdG(ppqABNLtEdFV11SN0OzSIMAxV5j@Udq9e&s2~6+4
z|ELt$g1|mI=52mRM{%RxrHLW!H?y7f`|PJuDiMQi>baI-2<F=-dP?Gd0JYMDY~G<^
z_D0f7Qn8ii8yUJ1-Gc#BgDfk;81^;{iCp1>tfk=tf{6%+2d|!yfL#XM68oYHr+)y#
zC`yp)9CsyRhOIrHg5A1sJ9^Z(V)D3+L9kl)lEl_@&(^=hK3DKqVG@^qF9K<g>-rct
zT`>G*TdVBw*#Q{!Jclg7QA#r_(<l?iB_YcprVi2_BQ%A$t^1Z3Z6ptFhl$_Jk9~`>
z(ZDhk?ER^Pq-_`z(n=yGNwD3N`Xrx+0?$0dY;$|5*TTe%CU~m@@&BFoUfavATf+@k
z-T#x&gfFuG#UaehksQXT#A-22^SfeJn)@6Zljz8pl7%wLEfMs-?e1Jdk!qd>yZbjE
z2S1QI-ziSX+$na{j{qUb%cWwVkc4_&tfE#8+gTB#0s6sxqp{>`D?z_r0W?|TUn~K@
z|L`J#1DgO%S#|(p0CkT|3}(R7=lv3ik4o1oC(r0R)Mu(DmHbP#<m&b18SVUiBWy8;
z(+v*vg;WkzEg{z?Bl9Xn7NL~jQ-#H6D++xP+vf5Cavswfo=06oaMv(pC6n<oY1~Jn
z3|8sgoGwQuSAv9JkFz~oCq(CE$J0n{h@J_x2rux>GjBqti{@M<Vi>N&AAWSW!N@|J
zE8+9UZ^rUJW~GMw9@4qsUBrw3Ot#A>Z~5$RJ+}c@Yu7Ps<L40**&e?i+&Z<&d-Mp6
z+AqPw_N6xP>igzjUCCSBIsrL!KCK#=wic$)H-Ef~j@)<@ilE6I4M8Vg6h^U3<}%FE
z_>?Cbzp{Am`<`l~I)Bk=cQmcuA?NwK+r3k~>@XVRyiCOBjCLGfnXYWL6~+}Vmt8dA
zQ>y5BLs5Dab6j$D{#xi#@aH*ckz`zdCQy*b{@kh~9pUv5@Zwh`UaxvKel2L!Y8RkX
z-ym2{j2q+ZLpB+<)zV^L?LwM`75{P?Wz9CAuHkMZRglpxc&rzpeAD$W()9R$+w4NK
z;kP4(*=xqJ?9{C9VP4kDB_?0&1txcv<T)_k4L>$xLf4L0;H$LQ!R!!a^*9oFXQ-CF
zKE19?Y(2)abhpX}bCdZSDLC#T>lxK&|6YHgb4cYn(4!2?ZzvcxW$eh-P5D^0Vt1wm
zfr%9TMDS6tCp!|pl0(0*QE^b&SNzBb2N78H*JRAW28zuNRi2tDHqqdujcUf$q*CdX
z`l{l!)#T?QbF!5%^DYul7b8Lca&)CHx$Jy{i_=@7lcNugQS(1AQIPK{*Zk!_yml^D
zXNE5A`Q$0*$eLKQoc*#^<9STD9XRa6C0I(_nNlDwlv^&Zx_|}o=~0^XTF3g{V%*i{
z^CXOnOM|VE&(yK%EAvg>uCrzBGuoE(9?NBRn#Peu+8w}Y!ldZu`gC(<RHWQpv393a
z0HPU1@o!vEHN|g_iZ!B+s`j2v_jY9HI_K+9HufNBuHBF6`GLxd-;}t5)#Q$I6nj~V
zT;$Sht}WKqV*GQ_qQer0&>yf&X?Ihc&UJ(bTs}54F0%ly8vm7t&!gb`V<XL0;8<9|
z)_r-saA6^=4X5%#kg)V!!|qI*!JhN3tLEektlA5})f&cXG~g0D?+%q!sNp$tXu=29
zND^|){QMyHSdz(O7hjQeke3jw#iM;l6FDw-Btew})5m8~jqP$2+ax8ee4shJIA}bG
zZl!r8OwK8}rn^P&-2-)r&u0iVA0mqCuoZ)|64l?7>XK^tT4;OZl&!@ag+}h_9CLp}
zX?*(>gX6I@Vc#pKCv<F7(IAJz)bJLUl6CL4=hU!%4VfaRt76ZCo`tS9o12WQQ!{_n
zH(ViSV&`L~J<CSyCoYGKz!kGXzN}r`cX;=;RW?Z!i(dmxr~Ao@{F6cZ-}k{6Ko!w*
zakE2lrd(d3_QGFB1u++*Q~yK7`OhkZAWbNQin@}0sF-8&>N(1SumL(0i91wNT*oze
zaS&!TM6ffV-48`w$)QyHAgfjIosF7@^NN*gkxxVEbZz!^=H*&BB`&Rg(7tLOcZGaP
z%kN3FnxaZ5f#Yz<NVOkF_|L5905e4lT)}O>q|cxq__C{C%_o%Cy{0fJ<tV^RDEgMK
zrxzog(ODUi;ZHg7y}VD<G2!p*5MgbE&U^WB$n|sO<T+!2qSP=6z?X07=uem#7wI+%
zpoT0SZdqR{Qmt}2%p^dP08n|E65`Vcf%qisL+2MvdmDi~%B{9poJu=hB)>Oygp72K
zA@eh8{_pfmGLl9r1iy_%qz#=2zY?UDVOsLpq(cz~rTjChkt-Fv2f5nnyV@CD4SL+s
z>=yT1++pkL*wD^JPnyE|0al@t0a&AA(Ng1BYG6GgDOKAUu<&Z(OGacquXj(zRP(%#
z=-5AiCHVgytl-flNN;V#_mU_r1bMh`9GXs*GvBryE4MOhz`&V;VXeg}fo*()FZ?YI
zjXgVNxH|<g0ue#Ju7+H1cHj3ffY+uqR3Lmk<ODc#zxi%;%zD3nm;K0bqVyWWKJn8=
zDkSgAP|FVocFS6?@`H?*{=^k@l`1Mf0V=<$$9vXk%QPBWi!g)FZ!guaIp|_~Y5cgp
zS{!HT@_oAVRS*eHShc?Z%H4B2t$)?WSBsx?iDnhiw<F~%7~wX3?-T(*HaKLaUuf&1
zm7ORiZ$Q!L_$s>RPj*7F`jRS_>ZGznlOvw@CxfsDZI}mU)tl57^tH=YY5yDBkKyaE
z$J4vYH$pH)OcS@txD?-KRdql1cH$N<#xV;333XHncNpA|A+6P-3A>0&p`yhHU%rVg
zTIE~sJ?Xvp-B?=|k2GQ`oOHg73gaS>Gk)*4m*_uNCu5HmMM|AcVg=)i0(Db@Cyf}A
z#u;u<on~ABHK@B<Tx*~ZIsbR6mff~@1bG*lo2Y_CwjN^Gw9qv-6cMmu1bi*auy=o7
z{uT?A<3G1n6nQQZCn2K!9bikb3lpJ<?Yur$!A|P#=EXvhA5%;jR5#nnP941XI+H@b
zxrT5m#TZNNi;xp^tkC^z{|LBJ0C@4?YD0beb?FrLzT|G^^>Kc3*LNmRrUIbO^8R&>
zK~3+3?vfTvb#ifk^S0r@;1WYEVPR-wY^XDID-P`;ICgs8cV&+;-&V@`8KDNReBSyE
zOxo-Iy6!#=jF8^d#Sr~4Roe7%vGvCIeW)+$l(xnEK6`!ipc;Z0+uVWTpTU0sTEcps
z3l)-9g7oE=D%hW3gFPTFR?E`7A<F2g%sB%Kjw}IfXmUNFW;D(`jdhTN$iY*Hi%1r=
z*&JF`W7SvAKC;-zi)^-X62S}BQy}f?T)-V~w-cP}?g`dKV{?=Jw1K{dcd0Q(rM?iF
zQdVpMt5=lxpOmt_|Hg++G$qiLaB$7+it^+ww*LVTw6htRj)Vv*;<`GVENVFCaZUK`
zcKI<mewJU%!Eb(0G2)0>-gji}{Zsf8H^y;2{V3YKH6G6Ht-Mx}iX4>KX{+>`*i7l8
z_aO1C{^l5_;eie2^^eaUA2U>R!6p1@OKX<xzBp6Idv9ofOe&@ha|TpMg?Gbi*Y|)U
z$sKC+;~y+dte&B8?KzX?u=wlzb}-XbYT<U~V9W{kRML%7A#FquE>daRvxDOpP*rXG
z+|@#{z<soC0;n+O?oZ)$bzOcESS;(W4hbe+v(LQr3|uq18K=Hxeq7Ar=H}8v`f!5n
zHRzypbmO3vB4CeQ{S)U=U+-FWt7VowL;X_dZ{<B7=NC~<@J_WikVPLayj}nG<e|2r
zQ>55loOE_~wrRMREiOG|Kh8syRk?sITcomah<FQm$1s|M&o|YQTT`Egx*BZsv+r9h
zrgDyA&4S|GOaGC4jpK2)nyi7Jn5-Xl?3k=TT9t}z82U~_)|%O&sxViwasAdFq0?t!
zlRvuWMtI22`ErC%i3*{e_IK@~Pe2izPwil1vv;Y2_YziuB$oz-g1k%LszL@8=t_$G
z3Z`qQY8xs^e~VeI(IV?M8eWC9Pa*BPO#ow>=P%An^w$i0P};M}?i~C(wFZNA;nR$)
zqjs0W`nZ01>PXMjL~jw2CPgpWrtI<;AgaNmENx5bp;{X!3o^uoE4SF^kK-4BEx@NH
zQs~|2dXBn(j7P@8AtgmSl!{;J{9-c6rMkGOH4#0&D9XDbBeIKrr{qiO!>)GAr&OE%
zwEO#7fm*e!r(JMNkr2a_rYxb=e|sDm*$Ds@0|sy1WbIcReTeo@M84lwwX^bh6bi|M
zrkdgiBxx{NNscEqO-;xk0(ccw%YduGF5h@TA;MzY>J7s>Agj5UDo9vh>9q8lqaxL|
zy<0c-Cfh=c126}Dc&D>N<+?$sA}Jdp=2+Y`PqcR+KytcJ2cM#y#VSndOl$yqhiK-H
zYB0?`nSWM;`M-<kgt=`_H08HqNWQQVO@ycrdf?J{mUOKQ*v)Y5M-NzI{^V*#TqvC5
zK$(8KOJP25ETzTJFlWh_syX3-t+@~=Q0xoE=g3FC?h76MXcR#=c#KBPDXr&R3M4VP
z@q1Ra0G4{%TTKEN0!gcV9lUc@6AqdwuIGYe<%=F6rW4IA_1tP}Z&0=GYVEZen1=Q&
z>s&>di^nS^%lr_mqaUp01l)}(vNp+he!Fm7eWuS;7D5r65M%qLIb0OlGgQmBq;75R
zjhmcLT_dufzog<pU_D&sFnFmgj&3N2E_9)4sz{Q<6S|SMKx(O9tcu-%kdgkjiJ$jr
zbl{=2I*Nlx;r7_%zDNz8;EPzwR{^arLFlHKiD6UPKS*xbmQszH*oH1wF#TalVx}um
z)Ez|Mt>s-7Ez+)E^V_Y~Ojx>w95h)Y7cfBn;2Aau_H4yD>1nZ}^jpMBxXkt4v@BM0
znFO7^@^PmXOG);;deOIWTLXG_VQLc?Sh*RM&NRqEz(w)oVs*2jvb@x<kcV>QJ~>J4
zo>L9t$#v>%uC}Lk?ba%L%#hPoteEXrMg#WC$YN`xPI=#&6h<}=bi}7Q;eO13B2{A3
zVf#V7L`!#7-oP<gbw7mWj#Q!(h^(a9=-gFCV;y`ihxWe-Oa7<NS>=rgh-d(cVt|@H
z<*R{`Ov{XxXo`V%*i(j3hBW`b7=V%HtBYc<e3Mf;npC&9m_j|4pW8*|orO=&8p{X4
z`kk^nW9tE<;h3%<z%q7IARDJcZ|v`^hjVR~bpr=I9}%JInLq0`@llfx4%HnmiMwy_
zslMh{@RNlmpIH_nCJxpNU(3<^#(xJ#(CCZWcPt%y5!N`YpXvu|^^vU21nok@8fasf
zJQz}XlOoytgV;R33<&Ai`h4zGIQiHMk4>6{+sAOC*9SZO9`KUN2x|~37GU-^YHA2L
z>WL+_)FQ-WIX($G?P!GSZ?Lej-e18d(5>(Us;V(;Ub*HQGeScK`Y{M~yGSm0Hskj?
zog*5r6{2}B=vZ|#U(;bIQ=KWV!XhQGyOXVL_|GEk`|o<hbkZboiD(q(Vm*Hr1F9T8
z6z?KmJc>uQQ4?&gFm<>g^&?OiO0L%h_)pcWhv~`j9Y$qqq?amaFHs~M8|o7Sy-K_G
zkL{YuR`;d*zvHeV&Q`m8S~FNR#&+!280y5mQwHR5F+ZmH>t{G-tZ)4M{5vxd1qGj%
zM29Lw+aG@!c_W|wWz|G^^8(uKuSo#W+1uCkJ*a@fT1xD9c9`SoIo#`Tci~1Re4c1w
z%Zl{vH}a|Bm+vNzjo)@Z%segH=~;`UA;zPYJ(TmlaGw3Xp1cVvAZhR&mffXGFW;19
zY;A?zIy(=I(Z5^!t$93P?~EbSA`sssMQ)AGE7Lf<_V&k@hbraD)F0`c(N;awUFmV}
zgUXY}*pF5tBZq^QhV&mCAPHm~YX}g4h*oRb77~k8IUwh-TA!iua5IKV&SsJz<hJ`#
zYgrL<BB(J*9+hVISaE7wVW_r?qW(z0i>b)+Vz^tZOc(XUUMhUzBbl#r`f-d(5v#h9
z1-J#V{8-7OA9*W-o8amrSwgIcoQHT55rPN^CjGt#0pQ{^FAWp|<OpjkM4p*(L!eaw
zI>T#~Ub~^tT%%I#&IY(C8qQ8rVPnpxbb5v?#B*Is7ajXOYXB8j>)(uwc}XkAC>q<G
zgC@}QelQ-|kO@RL?(93hlNA7(2T$6(FG2n$-$djQseN#TvpYh7h~-o~_a@IAv0FR^
z!yv-E_#4FoMZ&2TEXzsp%Z1jG#@fYQo@^X!Ijvxo#Ka4=zT`OC@`1c&Z?&z(mUO3p
zs9x?@72xAKbAk$&+-QUe7!v+`L^&xr5zUb%BP$Ttp-9cY>8do+akcSXw1L+F%iR-m
zVk_YAsz#MAh2C3~W{kSG=&#q@2b3_&6Sq=kYW3dI6x{U8#m`s^zP(0jNNJPIG)d2u
zF$<l<RmVId6bb1vzKpZ+JjNQnwK{cyZ#=lUI!LQi9>X5+p0tZTpA&uLgmLIKn-}FA
z-2{Bomr(01@<J)!N(djWm7QmX&7-E7Lqr6wa5iA$>-KnGaNl0I6_j%s94<0=j<W{V
z{;VxF$XMTr-`dml)`TYabHP(D_k79}dInUpW=X+`$N=sbB_ovo5UL;|82zB0;_Otc
zlrA-p{b7&8vn*d;Rd4okrLGV*CY`C1AfGEjh<ybA1@0@D&SF`mvr~C5Lsw98?Mih!
zQ%{aU4CHUhKIZbFlwN`RX8U^w4bS(7NJYNh*2;B!2k(F4Q(d3@#WNJR;GqtlE|oR<
z^)%VPi3|ITlSD6nxM~~yE_b4h4tOeL1dK8woi-(p)FU0P<-E@AePmGNyc4B=ISjA=
zqpeFe180I{TRcz+$SRBCul|}=iJ(+Nqc4^<roi^J$w{voGna9`?a9%|xV$s8oWrw@
zv}h57_ntQ^(=&X2O_})&wk*Mae$zFSt7n2Laicxgi|a4+B#cWg)`u&1&JDr}Gxm66
zT`>PzB@#`RO|DnBmTD(;9MtHOi>d3XogA$g=e3@n>sz#9Axr?X-a){tU5b>~h;e4g
zF>5EC*R+^}A{n<oDFVe><`Rw1xw$B}o-+6-6itKb;lU*Cmqr?b?-8*#l1)oJWsV1x
zW|sEFiH<7sk2rbDv~Ij<Z-hw1J}TV-on?&jA#!B$C$gY5mH4roaMC~Xj+Bx%*+r9x
zU7oD#CWoFgCgqfbYiDD(&B3t4AAFchS^H`Vd{dhz`Jo6<$B=8a3Nk$W`Vqb_xx9(8
zH#d^ae$CCRwUWCL)T3~tBtrj}ZzepuG&wN&^1GV5sw&?`pCnM|0E3KQA&l)g@1evq
z-ZD~&eYpP(VBB*91JM&I=1cf1M}KNje=ADzmf{W@qA#W%a*_Wm;~$*0S2i+SZPUJz
z?~k}rN7L^>YE+BvQzrE6m@acq-j=Y-f)BUrX^pK@ASK*7<F7}puMJ+1B;vN(Bjnq9
zC?sxlkAnx~kodHV{&MnC35#K=N&5eduVC9RDfP11E=Y+Kc{iY4@Xf>?R=;L1&PP*W
zYK`_vYdVnHf&I%OQ9@2|z&FSU_Oq?QZE941Ra8%_D5vbCG{#ZUA)w!=iYT6UMgfy5
ze5R4QU&BO&G@3>~YxyySk(QI-c8v;H5VkY_J&@eMyXVqil-<Q!s>u4PvB6YgO^$$i
z{gA0NW-E19%)`ww5&Eje{h=_gn#FY&0A8p|<Wo5*=vvLnU8usW>(1_@O0O~Gc%UNr
zi;-*+l6P_9SH^L$*09|=40_f{FctkW#B#Y%F3Z+%J5r6d3-ug**`At8*Js9K2&Zpx
zu#XMLE~FQ;Pr#4;DoEdDa!XKxN^`5WV<*cP=@Z1JR>+`@v71aCp_l5T5+am;gyuO6
z4sk>Em(4Eh=1>re^Ur7Bt)xPyN}*oq1JS#DRMKZVc=ln89NfwYpUKbQPCwkIt6#W!
zit*#CC;a8XGz$$nu`Y`l4WXb)7AASMb^>oywL5p8>+Y|utE<7%(7tQ2>>cJrR<Tdq
z;A{jrR8%_m^nfn42lM?V+y?+ETi&Od4T)S6Y`TIj{&<SC02~h%Jl)(er^C>t+1+GO
zE8Fmu{LGZ$J<dbTUbi(|e+l2AxVyg6$3$D*evjvFIApT#xcJI^ytAvI45Q|C;W^_n
zlknv`*)APdr4r|$NTG(yhzQ#z{-bsQ{@3-<uAh~`uGYj50H<iyvH8ks#Vp*`YX@73
zi?1JKoh)PJm%H&%MFV9bDgXEf()6s^;*N5xnuKg~&Od<e03M93`*Huj{bb>0pOj1|
zF?f38Bvlr?Dqs9xF1;`#Gi)vba3#+T@A{WCH)2@Pa@Iwcr$yd9>FYWr_Qr8Tq~yQ9
z{X0Y$TDUyv<zK*J7>T29VM<2R7=dT}%L9#u3U#I&D`n<GG`_-ZM_?z_k52FEYCdAM
z6zg=P+vJrB`4N(u;Dyf&jayY;4{(NZ-HqKuE8?2<gy;nig%1DdB2;?b_D`8!ZuHkN
zP@L}t>-v8r6<&!_jHk+?h$-!&U}5kp#o5dG;s$5&@fghJHzp5ZRUfng2|m;_)V(J2
zPAevzP|=4Vh<3-8da#H#>d|(_DZ!C){Wq#cdj}iSZA&6tWrt*+BSC-V3aCy^*V_e2
z8{%Jr;Epy9MzIUEWvW4bw26L-HX!Zhyrpw}y{?7Ym5W!ORJ~m=#g;!t34$O%D+2Bo
z!8c{!jAu0X{T*{Uc-~x$>%`tg@{`Ie;m%*x9t?yhdNE_T<&G&dyHv$_;5ot1yB^{D
zS@@K8lQFsnoNCmLDIKD=cDU?tkng?X8D*J!4rKctGaNKv_G>p!^zNXX_8#cqb4{|{
z3Dq;UagKIuz5KpNKU-}6>t<u@aP4|RZ!Ku}H96!geobjdIZ@me?pUnj>Lw@kZg@y-
zj$h-UmG*<Y^k$bnH)7A-xr)tUqWVm-RXl+2{d*S7q!<8W<Al7+Tv0+&3-+;M*rud{
z9U-}o8nP%S>6sX7_m=sV7LnkfV9^I=nzuqs@ik|){wV%f5RG4iJXyK>vXNL)90+?p
zgb2ap3=sGGvf{M*p3@wMf!L}=*QgZe_Jq9Bd#2G!#1YoLzo0JX;}wFWcI2pr`rgB~
z>K75ouo=dTz?Sh4jE6sZ@jr>Yr~BS?h|eZalglqIq@x516KF`yn0(NHYqFI;M;L)^
zt;%$oZ`w#G4%@0SGgmvx4DxTLBh^U-Da(JTBq>ZQP<yYPbGxCoy(XjO1o`E<CVxvM
z8QI%~N%6`1?%NwG#U*oDs!dN>rW#at*53a$pjjrv5ql~#Ban^7(~v-=uSC35LF;_F
zsPUm|TM-b+LHHA(1HUeCgy_jsLdMA)w^;Q6m<=&4vbaeV#riC4)!-7Pz+JIqI{E?O
zkJg(QdA<ov?kYL7^)dg%AhtUVUheW$JdKV9^28uvcWrt5*YAn%93Y^)YM?Xaj|rrN
zw}~8AJj2vV`ebtSqSw#0Y(hzbpG@YQfk5+X8U&28L3RJx)<*sVx6yiqHMVjF++tgT
z*oWabSjfai$h*x=-l-~CFVfcjZu8NBxMI+n><v!|4xAC^zrcTvmiucPB!Pm9QV~_~
znbt791wYtKh;kfYJ;1Piwcqk#aP5w8X~|?|+#y72(-wj(3&8I8Vro0q<4#oHt9)PE
zWVMy+kYI~vVe<_$so}$t_M^tsY&}zT30e(9f>0E`0;=F$jrRcnW&iKj+WMO1QsW~T
z{I#zM!@Yx@baAH!?Snb>si_2X0w9>WmWY<Dn3s@`hOq6M^q-IZy3vJpYG{MFLS<;|
zYr6O{V}r81I#oQHAe8w3hIzoHQ5e9@A0!UbW7~pxdVMnec#m-GP<`tkz`GyezM5%I
z_--3>MKzul6)ftears4AS<Qbe*Xr)++Au%k%ez(54U^)k_*5&vbOSwPEmy?`2&Q2S
zt8F`lx1)EW7?Z@be`Dem^4;NC+-#%jT2E@9`(H8ZuG!L)oVyML-2`2$eP7$Qvy~;<
z;03$qbHrl2Y!IL_QRq}JQ#Iyht;Zch6%$8ukyoy$z<tMUDyM^Ie<L~N><7c6roCI7
zd!gdq*y4!G*CWSKFLtWG3T<|r&Ku0Aty_ySY;yA7wZ0sm{Kf|AWGc5CT7p_Wa{r0B
zXXnxWrqQIBPn&$xCmL?{(WsrOo+H7RQjzN;PIgp5kr0d%H|lrr>C$~u)}AXRoQ>Fu
zg_$~r6V4az=!5-?>F!M9JA9lI*<6LU2dHH}ooTD`AGzm6Udyo?-fadtOdQKtwP5RP
zH9v`aO;Xx<bGcv$4iQvoTT{P1bvJg>^5B^O3V9jqG~b%j(BtrD><4Os>DNEzO<;rF
z9l+iERbOy+`3j5-MxE)KTCefTZI}uB9E?`Y%o18dbHFRj>|0;;R2U+x5e1pUO@j8=
zT|d8<4=b9V2~#_y;`Z2AbW#oC7D0yW%ljAMupDNX;0rHG9^h!9?y6XPr5a4ek!1*v
zw|jHdqw-hZeoK;ixp?@{%dKLQg=D}p7;g@V7+*%+Y#uT{y((Gb=^sp7)&oz>^W9AZ
z5Prw*aYK2=na@kK=2oYkXq!}N+Xv<iBiZI3Ii_6?h0)BvhvpZrpk2%b4u>OreOy#W
z%Dh6Ifzfzr5aa~03Bkp<_+c51;ubmR&c${mu?cfql~{P1WcQoVKd8e_=*w3DOmQz3
zh?f{QJf_Jftd%*s4r*Cdj0BoSr2l$m;oaT8)%E`(<p1CKHwO#Czkm@oUyf3k`Lx1t
zP^_dZAXDw=_)Jto5^p2V;^lgwU68}P_1mwOWQtqJ4RG8cARrx{)he@Z;5lH;rg-K#
z+dnF-tUWXEE6Vqvl(<S)-RV^~wBXdSd<R{hSgih8w~l?4QQl!c+39Rj4qsb8x*Yk`
z7I5QeGkVuAG2xgILmWrp;X7bJXK>|11r#9AayqwcjoAiR@~q9}o^-DcpPR%MpGInI
zdN*&)p{ylk=@?A&sH|D-`<9RrZmxDoap3FiB8pzC_wJsm$kaNMQoIY-VQP-1tRFXc
zm&Q#(;je4|ZCIIh5~dJyffRT?=>QceiM~QX33B+9NkVh0n!5A>)f?@6B{WlSk<Os~
zRxL#im=kulqTCeTl!c|&PYe{^{aGz7i*}s`^&1o%7iMPU8HPJ3EK5xTwyYg0QKZm5
zM$i(`C%Mza<rfEagQ!y^pv6B*YRcCHi@GaLZ}6ZnjKQ9vvAfC}+0cc;)v3DyWzwV?
z1NPTAv8Hg^<b;f;lO3Y4?H!l0e*M`R!uX5hOEcWvSjO`}S&ylbqqK|BJJOmpg0nR>
zEKg2C`ji5QWz3!WhyMxF`hT6%)jA`<N_02!{~|{iIm>>-q42=R8QJu^Yp!q0=?k&b
zU!9i3mmhyFPMduZ>q?j`xKjjqQy6l2vfKDdOOG|$NiS_~rp%)jQ~jlQ&Z{ms8Sz&8
zXSnVNe>xW|9S>N|Tisd>22bL>+LSu$RME|<eKD4jqjueJ@_}oBp}71(%WM6V{j+t`
z?zKfJdL)I$0T$glB-Glcst~5_0~Em{I|gnJeR4^P`=Z#--fHL7f3zj;nH5^v&ym8o
zJwCI+?8ceyb<s!;k?VMlbrYF55@d|yxuB&4#|(BpRRhYl3^?CZ(U$&tNRk+Pa{uZ>
zqH+sZaH-xQY4QfS>>TPQ2j6)3eqDBabNeZki$O0DuhXIkmGqAuj)#XIQ&thCl;UCP
zflr35ZNh|M+Fp{XuC0iU)m?XSEEWV$CsjOU=I9T>%m{fu<mLh3eQ6kKtkk%4EzEIz
z3)vNMtZAC2Yl^Ogy*&(gPJkNL8xip@m{GSFGDO?7e&iw2Z1`CIniA(#G5MLdhogw-
zV(nKS&h8XWFHDhr(4cLBW5LSUaKTH5R+3ctv&D%c>!tW4dZfU}=X;3!#HO}}vPZlP
zi?~K?&mh}3fwZ$Hnk22IGnIa&C&~bu3=a~x1X9w8W_7ZQ=P`OO&OcS-My#!nx$JZy
z1D)bFRNdsp{bmL*;+mOzU7EM|VVEj;Uj=txu_GzR_fi7!gE=?`9&8^fi8+UZjM*Ez
zG{Otml91p@I&tW%Qe^M|ujZFid_{E(+ThZwdT-U%`ZhGtuluefJ`<Z+E>p7u9e*zi
z>o9JxgP`S`Ld%CL&;%li#+vQVg=}kQM{CD7^6mB}mu})Zn)ekm!rL4dQVjqZ_wqr1
zkDxNbA+h<rM7g8eizSb}T}okHdzyIXgwX+Kn%?~eEBe)$$`k)Kzwkm=gE_z4^~pRc
zI0LT?wpR7DTM)t@!h%=pE~@A@osJX@;ga17V#``&n@y~|snuf^)${Mb?&ksoZGzR2
zPyp7E8{n4{B-7~M!=-kXeLlSMtjj-b&i6Rr5eD21+*!9R$mPX7kc1JNyFJiM=y#vJ
zk%U{$Q4+6D7J7tccH5X#GPSLsTI$#KT3ec!J%#T0@CdWldsqn@a<rA}y35!Y6nw1J
zohd)N-_|bY_KPQ70}5>Jh;XV-S6hoq8Qx`Mqh#W8CekG>jup41r=ZFTCRjJkvGT%<
z{~BTpz?Ht#ZY!ATowJBGK?d*Rs}Vm&SLs4{8ijiWCpOZkx`Y=x6HM1-nCKY%Na(VX
zU_q_r46`GDrAR!+V0aQkW0Op2279(pNhUo`MucJKr}f8qLnaWn2zLX(L(@HL(bT<|
zm&!zug3TcNA}4pDk)!Egf0r#>#1hH5`<_N4ot@(Ba~GZ*7|RZ`%=#keI8;iJ?7f8n
z<*)H^xagm;S8z4HIGjr2neEGU=dV@W;+3b>+~mWJGCi7r@`C7;qNR!@tZxtHNDX6{
zZF*4A{bKLQH&sed&4gXur$_Ri#Wo}R{fa53Bg`(_H*vk+LX8~lnOp3W_gL1zJ@g9=
zx0mD2${c&xsqdfLM6vw!bVd=0OhCL-c;P8RWl_7lzk8f!eR)HmsbNC@UzIwq=eo_I
zs{4L3=%S<}h-U!ZGyI^>N88L*J;t8a?Ydr%azHu8R+U2K_;~8~UrJpD4FV5GkF~~s
z06DNdGR_!&?&^`1zCv%lBO)q>=#VjJz+uc`@_YZedajJAvjV(57r}u~wk#+(!0h@?
z<sowQ(Ndx6%;=s$F(AJ^qqpJ550j)7!Z}ISRT5L5j2T8C){#mt*y`{0uyP!Fo3ZJc
z{HUW|-!%Z$3lu&fG7+CX>SvhQKNtlbke5+0Ylo5O&(*^187v)z#Uf$o(BJEf)V%|K
zgjEiT>|R0+7PMlZLQzDSg~J&RpAsYbhgngw`&d-d=ARLaEpD3|CO5#;Yvw+YN}5Gs
zJ)5uP(hm{tsXi_KVh2ZKawl%XzLWLUV#}wLzqW<be8$A$^69%`G$F5qDEXdsMn6cf
zp!Wku!E|5sAWp6v+rc-~$3|q?vt9XW9zb%D6CYMqVE-PhBbQ(M7Ao|nZ9!<V*xo@&
z`moxDY?@-8(OY<9`@9$jx*4H2w{F$J8QvBN)&kw$RV<o6#q@i_(}BlKe@L}RUn<E9
z7ENGt=2xrH%5if^Ls|X7(l09j!np4}yE8?N?T*GpDM1cD+>rU|GrkcO&8ku*6`hO;
zm)XMgW0lQGza)HYI>Bl`6H!P$M);7aHB$mOSK1CSdFF}@6)E>SoGJ7m7DZ2?Lv1xi
zt6In?)cMsNj<XDb9QvDG77Q*?Ffkz*QsNBwONzqiZ@z8e!Ay>n@^O0>n!>l}7r>*a
zLu*=@0QvG7;~}$mamEdf9U7`@z#(d1f9*o;M7;o#9hSce>n?G41-b8C31Z2^s!EZl
z2Gh+#_mK&-rr!LENvKn2tO}-qqUFeoy}_Ebj4e(8X{LG*;QIe@?KUHxeP-W&G%=<>
z;mPx}u}C$6oKuArcaUip9o&iH;3E1aZVND_h;M3fsebP<qx&k-)b@Bscvt)~#=72m
zNXeGnb(GQ;90a6xx&(EZAFt{Kj)}*X8}l>OXXCcd>qY7a`ep}LIG$R(^%|pVeIV2d
zB3J1cZk?^(n>3w{37)@~Q%7m%*{ATI{-k2|NZt1?o?Ib>S_kl1sYsmsQ6u*WB|b=C
z_V-vlwf1-Lp|Ho``GaoUl>V%DE^Z(-BC9hi#UBB_7M$?y4%+5LnMTReeJuE9BzP*f
zV)*HO4;v&cD@bP+c#3(>qng7_t=7!C=4aXFtlS+;k#^xM^j5(4hf$nM>e1|pYBlNY
zAeXY)*-y-8R<0i7sL4G49O^GWNTFUqjiUsIppPikx+-xMYKNFt9eq3}-yet%c=o!#
z0I4G4p7@qckCIl}oI{hTQjRiAzZhAUH8(UW`w|z>ZE1p?v6k^Uu&uQ?)DFFn%7@}_
zL3R?z+HulLbLCDorD6e#AdXmoc9<gHcmBlD{!%zrYF|BWqz=jw_LIZv#7LpFIB_?c
zbf&AB`AAl~Pbdgl$d4u5jnTlFo$WFT-Pc8iq7(E9_ZNXkD;hS5Jo0jqBkf7&zdJ=%
zMpKgSe`L2M@&Y6!&FSRYo987B`6n36NwlCL2wIHme*`)?B?ioSKPVr((_7z757pqg
zVEw>4j%L@Oe{eiNq)qOFc0OR3DuDDx{EMzgRC9^^VvMvfXVc(l2M&0V_lf?NIQT5V
z<O{Ku-_m*ru)MBaK2~B6gp!0LL%(w9zNOo$HswC9%-%kX)1%uwg1PIutuZPWFL8ZX
zOIZQyuQ!%4lMWHqq+A(zN3^wD?9qPF(BZ?y2-OLF0UGgU%kP2ps>=VQz~bJjiXUxL
znFR5yEmFIg`H6qpKpZ@v(3f;AGBr!d@M0wrH<&CfFK4bBq>V+85JrH&jm_jRrbU<4
zw0)99Z?&cvXp2Lz*Og)p*U9+VP9!NMYgKdRXG~ax%nAwP%8sT#vC>NY5`HT@Uv4ZX
z9b=0pYtYe<GpdzDOZ5sfYvTF0pa#zO{NIno8ipa1>Tg1X*Riq%di^6_-5Gn{md<A7
z&Qu)z#trypz0x3#;Ngq7kffi!(^xl)0FcVe4sa23prqU5d$!b)A#YfE<#Z@ei@fX|
zoO!eGt$may+<Pn>7!aU`RF^=D-WxiX@f)~ovDj3$fwy1e_$AsOw9&b!(@50taiq?h
zV9kmDyEHE=rJsoZ-Qi48bWH2!&EA%676xP#1Roa-DRo$ss+Z-rdC;|JMkY!R27Lu9
zpvmEl#x_{F$s5hXW+yiJf2%WqB2LcFkkuLt?A=gc5IOnh&R^o*{{XxKg1y2k9cSfR
zdy-St0*4NyaBuQRi^U7=OC_d%&}e2klcv1>$j$a3ZclFU)8LoQIzxT>GcWI*GS)$4
z>7jUH|1kv^1sGSPuwJ7pw{;2eDZAl<V4RCmJK8&9wMU#WZpHzDH??iNa1v@4Vjm}#
zyNNoTaT_&{5KWvpu%PuvxD3o#5<S)g<f;Dm_-A)8U#5GN$%(cfk+{jeBs?rHRrEdR
zCE@f^C$P+k$yVR5rhNnmRjhW-Ti972XPC<G9PP!iY?{yvTAh0({O;w;AgDRKg)o!p
z=R4abv6}oDuc8!SD<tMXJ_iW<)%951y~RmYlKf#sZmp%7tzM@OYp(uV6I+}=02ShO
zDu;-V3Q|W(I$eo>v*$AjQo}&#g~a)*Kyri-sg>TIlM(>V&K^p5ta6s~>OpI{#TY!0
z`!m)hWD%){dz7?K?&K1~VzPp%6Z0mC?s|zm@o!G@qlSljO3hox0zkmP@^&frA^#KS
z_m;C&Gd?uR%)^K{>*Lxp?6S?SOcLH#;92IM$J!f;EXj%t9WwUqV!K&EEX?i?K8y!M
z(*sdoQT>JxTW0DxIOY-11lrwOb3S5NPZWygB?(QaGq>_(?5|5O*CN?`VdA#8PTp&w
zxow?FXr%7gC^C@XY_-DM$m+*U4&jIACu@fshxp(e7SlduB~z-?xW~Nh;Fk+_-Jb9*
z%}qlR1?Rf40{S?nZxC*-aH|zDKiCK&hjdRWL0I2ol%EcmHp4_1OuMP7)HUyldWg@m
zA$U=P2dED9ubjnRMrxU)ovIZkv`>UX+VHQ)#$HbmZIiV(41-$T|M>iJJA#KG9r0lB
z!dT2G!EU)B7Q!AjPD;LFNR0eaZnVrK6AA7j9TSZ8Wv;6L?idt$>*#@6Q-C9X5LHcm
zBk*m<Fy64$^-=rFnzUZU>&Am<B0jEbLgx|b8D>Uk7>1vj^%#7{IajYSQj=XU^mBL~
z=MDID;+#~xMF2lppW@2LRm1j;8>~IW4e&-HCxkSYba-geGebIxJ|))*9`ZTY(nJkr
zCd;7@)7OYOWU7(oEp6vWjps@a8G+b79bb=ia!5Ue>Vl`hA&$9iGcqd2E}04F$jRrE
zbNc$cbxkVUx_XK#p=t1*&jIp1h5$Du9>qsOaFSpODzikAWhtlCe<AXD{x728_XH6U
ztX9p37Vx9KVVR1lLG#kC7I#E@i<o0(2ix>Wbg;L1ux8H#@AUhD<Otc=RseM}#jBS(
zh7XDc+OhT+X)Ih5T|sPZ1xMhNfS%_Hl0%}}n+U!_4@D=!2l2zh!zHurWcH^D{}+Mz
zFX~Gr6o0+!?_a%QrNn+`c=cDlY-MRVvkw+*44T><|LGd|7J_s1x4hs~YW{tsi<2z`
zSGVe>hypJTBs<Frp7mL}J16g-UZZ>RNU@j~COhMOF;M%-6NYM%BkN1y!OKBOQi=0L
zU%l|Ld?!KcxK7xWdZ8g(d?;U@bo}Di1B**a)QSh%sXo3gB49DszJ19YLcyK$MPJde
zET262aG}m&NI$*pfRqt)rM615-5hjkurOPhbysa{i#=&E6BQljsJWV@PrFn5^^bRF
zEn8ko$IuuZ4*EmQh7ih*B=3VpA8-5m+x7YMo8R?$4zEN%s60fis1tRLK9jA?imGLV
zv3LDNJ4D2!IodROVAocF&9hUjoG>O5osf9`(T{?AoIn3zsP;0)TJW2s)Ph0gni3|q
z+05?6^mRCj?UqQ){156gX0&>wwgPn8aiiV{FFT-m%13}lj4qolaRve}K!N4dtoH>o
z-|Cx$9EQ@V0(lP@u&x}G*G0|>ohlH331(k5$e<H$R!{XNwGiKSNEyj$s1Yz-FQUM$
zHk5UMcKm%Ger`2S=t8sTAPZAg@K%Xs_A>#Rtzb!lI>ohugPgKUXlB;J{TFreaHxn)
zeYLOL?*rI*O@BNKGgcS2HBSZft8<A&gL%gr_ly(vP>eS*x9bABOFCRn?Lm$WvzIE<
zkeqBFDv{5izOaEw%HAuXCI7Ai7OqmU(|$5OQ1(sMTfZ7VdeGP_oi9sj&?mJxp#v+#
z``Y(3VIChGPi&>8Q`kuG!m$0Q;{wqZitkOi=`5MK2Y>cm081hq0~!SD1q1$Gi_XMo
z2^}k%e$D#V^v>=`OP;6$#PHMITFddcWN!CEJ`%D;!Y8(JHfh8#9LL#Cv0cXY+0>Qe
z?i@Z0o@cZB6rFQV@2!KBok^*Vx#wjPSBl`KF~hHEh6+M2z?gvO;<U74GrxnTYKBB4
z6hk@xEB{4qqqTFVJF$;iH#_EgA1HaW`3o`kpe3!~Dwf`I$`5h@bE=hJ%mr+!8`?Bi
zBt0mXi(H;{6Tt7RA}PFTupHINKG=NZ8ZI5GIw!&H!^)Zq7x@Y6N7?c{Vin&cWypaI
z`~z^j7^FsAsIGpM6d9tr1EbRywa(!S3V__jDj7~b+PhVC=rxwiAr?Gu>EN5v)roWs
zsK8js%jtN``MI=ZX+Na}o!!^iV4k&!e5JZCbPY!M$h9|TVylqRbX{h;_sU1GSPgVx
zSP<$`3${=*Zt@ybCjgJNvJ`5%B!_*u5t-Z9*t!B60_om`ZBZL_yyKCNhbz#qc`sYf
zmprcr*WL<MjeV1D-7TGI8Z-&<*WQN+y9H=6pb9W1s-TGmK<|zJ3dsdK;Voe-<;*{^
z;liXt(ryv3fV9b}-DnRPwTw_9L`?k}+vK0az7HiuZQ2K*tD=5TS7-BTIxeBjjK>TI
zDh+ttP60u+3#>uOnebjYJZlR0-8bD$LHk%Y2cQgZ<L6E~&}>LR+9-!P^6na=A66zE
z-xd-w7Wc_4d7y}iEcC}$mASS4uE4h+?oL!nm`UAoS~hW!@a?(OI3>2XrOvt>q2}x|
z7tiNN^$|yV#WNtQsbxRQJV<t?B<6#$iBF%_PkzELuNL4qA=_<ugU$#AOft-6@TVL)
zcg;0SD56t81iiw(l^V9jo2rq!izM)LQ^95=y-B4aSLErTMT-TAM)ac|9zHg636-l1
zY&vh-7;s=}$MlI(Wu>K>gDe5LTslA-73ZB&09zvNWL(-53f9686BUiS`x8edV{=8C
zTT`8UQ*Y#zjkP)4LOev(QD_lYei5-?$GWgkd~vT8)mOsNlVD0mPkZOgUy>6W_iLLI
z47nqX+DyUMXFqp!cAFB!?a}G$&*gpzh)#v!^6Fcc`+9HeHPtB)$sMk=DR&sYKj2b8
zk$2yy7D=4{7g@sce{EQ&rp|vXRvGsPU!1i}>3Mll5r5(^?r3N;*rxg1=^o?gj(1{x
zaZjGE|L~=mpw?k5MlW^{MW}k2H?vY1%@qsPDsR8b5kvFq7M8!i2K`JR^$rjDdt#Xe
z&%L|q+IL6C><M%Fn54&dwG4Hgj`q^7VveoN*A&Ff5%+#;$91@=>+0h?-qcD9CkjL{
zLjv>>pSe;3>mQ^aDt{9b3nVd35fWH+K<TL}fT&vVDC8#29Ppbe!<RLQ=Q1%iAy`10
z22D^DL7whzocc^-E4lukETWF|xZFUUN)gKL!~Dr@lV1&;H|Y#c^(XeN7ye{jj(gpa
ziUk`>PddLJiq^Y}Ms;w|P`k)U@?5val`aoe+a%uySY}KR#D`<}hbtgxxM~yz@6J*>
zPJ6Cn`~%QvmMlvRoB6=MLc5FjcjG>EtD4O*^EyzAKWyzTIM~%<qr+5L`$k&Hnzo3l
z&FSHfZjaZS$Z9{zI-Rh$31ustptw?p0}fZxwTdi6+4JK>pOs(zH(;Gebkbwh`fnYH
z=o9u^ca&XhZ_%CD4OY~2uyU&vhRXYJ1kYpmlj7~u2i5G?E|Dm5tC;|X1fdi5edYI*
ztlm`Uz*Bjw^-y}!Jk&jBp%XP#1hsDW%@|odA$W||T>ao*Hy_Xs5$(F+-g7q}TZ-F-
zbb5>WmiOw_hVfCvzswORK$NVh{MBCI5Fc<-&K+7~>GFN5W{0cLkWv>~*vYxsfn|)&
z{~_$Jg5vn2e_eQRhd>}f0|a+>cXxLSu7fkUySuwH_%LXKySoP+f+uJKB)>EN^VWW=
zcGcc>F1q@1F1n{{eb@S|=Q*YkdLX>~&SjIp_>(BNxTffnp!bsdscZ1gY?JV-&I3Np
zu071Nk47z$92*|$o9bJo@AX`s|6+g4rdsk4%fx~N@r_1;LbU17$4&g46w$a&8j4Do
z3KKnf`h?1C0T)Ua!{IqY+Q1!NbR%wB)At+5FDq}Y++;<#2-Wf2eWhU%%7rm@Rx|Ij
zdGm1a)5BuR&(@1O5F$8)4oXk8C*B7|+Tn#7>xM^#`yquX!qSkn2v7xep2Nj1m8X;h
znG5sa<xiFe&jAPaM9M+IN*8wx2IA+~42gsoZFV&8nM_8HZqbm)0x52ON*g8`lvYkL
zuS=r^ky)60v69gEJ~N&WG559HHaF)MYMSY~V?J?Iv7z^<jRPN<(<hyD!juUiKewn?
z(z$@;Q;&Z(^=H)Ivbj!Fkpu0wi&FQ$2pme9e%*dp;-tps^bjDwzf6d61$n^S`4EKu
z>@)|*I!zVjZd2=Op1{Ng8j>anxln98QRV#+^O~KLL%g*}6>m8jy-98#>nzMm9p$p3
zsbYLZGmYFiG0E`<w;NMJAciaf(L~&Y?$*0nz}@e{D+qa~G-+WE0KYMgH(D|bu6j-m
zx55RN4SxIWK1CKvtKEVmL9K2mS~LYZ;V|rRymBBblUR_W^Io^)pFCAi1F#6sc!AqB
z8R~}f#{6w{Ron`Rn56*mbSMA0M#+4n##!|Aeu`#sCDOK)o0F57n`=Sv@v#hWR>SpB
zlaj|v;E5aX&pR@v3Q6fG6C(6Y*%gk-!uj9h(2p&VUs2jN=rax1D(=DH9sFU1>FZnb
zbD-C$EZcR3qNP@}EHS{KAc%6!$^s(*-Q(iS<4w(vz&wUz&c@HrYo%Pth&Lhk`+#<P
zLvQ+Y>tu`gM*qhur>3i%OILnD|8cY<mc^422APuX=8%V^G&n=&w5IOC3VqIV%JgTk
z*YNWTYt;-%20@6?$8^KIN1_KT1&Uca5<N4rhSp0{iTEHu6WFT?udq?(9}%!|sU(Df
z<1}dX-*LjSPk!eX0J)R)u4dr9(i+^1X4{q4o_^0BfZE@Cw0yKKLoupBh7>`pbJfz!
zN`KFG!W<ap|G8OHdyRY*NKkz<W3$`zh{qLU;&A@hoU#4L-_Qs&=d1qRixE*h$vFkj
zd~Mj+HXt@!TucT`@<k@b|5z!q8(3MgOjr3*!n{x*f}e28<|B9l_&@??bjz*zr8(uS
zV{8PVT-fipwNkp?A`WWelw<7CcX1nIe$N^SS0ZOrGzI9Lh4Jpp8B5WvY@rHi*Jm@_
zH^0g(Q!Vn2LSs&Ed{e%J;F$L>ANK^0;zAhP96qzX2_8X{UbsA^M4D?p)EMO*5QsU?
z_Z!z@D*xS&86ddv^kbJ8@8%#1xkFtb7S)IL5ao6+NR-~%f2)>T02UPd@Z?&r9RC<@
zOfwEo$2lrsl|1;(Gi^>6X;MdKsw9z06|Wwl6DG+1Y}HgE$DcEAQ#^$T3g(LHD>0BX
z7WiI&=WvQ=!#S4-pixGk=>{CeT7bQcedg90aZZl;=I8I^K7W%rH^WWjg({~D*PD+*
zY}rya9p+cm*K*W);F%NeoLuIS3?9=UkmyuAXO&GIxQ}%lV1I7NSH7ITGOin$uAV`d
z!5u9_gUwxX)KT8QlRTHMf7ES+XR7atJCW^wc?iv-)LDAh846Mayna3E2WM3hSxTWH
zlfH~L!z(L!^cLdZ*$0oEc^6$=M*<Q9a^y^p%?W&8XH&@4DfkxN&;BS|GK(!Cgzukl
zXQ2Op6KilpTs?1ge$U{AK&mMdYM6=cQ=MRS^+1jC3NYX5MQprGC<*yPEhWBfcNT(a
zF<}pWsA2v(<+~|r7;r+}@e-`qACH8mx<M@u+)t6EG)&(aYgPmnSvQXz3B5lR8VmU0
zOF_IGe@a1X^?S8fDXWe3fyrlq6EE+CJR$r|`Y<#OsxjPc<t6d<=ssTp?WnX5VA#)X
zmkV|*UL}ReW4XeSsDhBg@cX2V!sbePaa-iosk$0*%jw_-GlJuIF?kAG3k1Uh(ArRg
zeD|5q^SQY#YK{NhDZ}5Qwcn2de`GAlpPTk*9FEvQyr4L?yOPQjr@vpzmdeO__|De1
z<6YkUegZ4<>6GSwwKD4NbS163*)Y5d!yPOr_9>gzAR41v-aX9!wZLb~VU=W6Nb*BX
zy(YfKhrv*Kq6F_8ZW^vZ6D>HU<(^{yZ3-O_XKJAqWK<7aKE?gwHswK^iH5XTkp7-n
ze88C<D-3W?_yH|pJ>pBY<n5*|@5gtiQp}#gPN*ek$nuI4?#2TrH&1|**X2K!h(rNZ
zG!)4*LUx{#*T($M)W?__v%<@wQehO#?c+;x*`j{D`SSgqOr{A5PyhDk*I>nA01q)o
zBp2yfNmF}1*goCHzpaqPQS@lRgU9E_N~L*y?iM4R<Vi@&ySV_*LnW>!c($~%Eo}No
zsRt=7Dpa@<rD$wjEvj5d>(&@cwCwP!+m@Id$cc%CW*qKh*lK(K6=r%J^en0ibEoq>
zMt=GPDZnDY?Ab;We@La79RdDPu-Yz;_9|=bbr|wR!v=Qyj2VB#fibGKPS8F!gP1nc
ziIKxZp1>*rIok{c2F$f^ZlqG-Q^$n!d(%D2Yz5}MMuKPkuNy@>+o{a683JXm!|m7`
zAyhpG`4wI2Tw9mr5dVipeTOxDT1sX8))vn>Xe{`ubImcK;+QslxyRM*nyQN<ov6n>
zt#p84(YKK_Hy&r4w#SBx;V<bbF!N#!zOw7ixAt#!ZHM-*Epr&piOtpUcJpZc=;cqs
z#A}>}HmIQVAO7ZTZNlCc>$x}k^<Fjum6U0I|J-LYj4_*Yo~%{bB;uw}Z`_BK?vIev
zXxG{;1t4xkvzez>E-~Mbg=4NhuD<^y$)MHZMpNI#%QQzW7J4iiLqa3)aEdnhppV&8
z$P^ayiosH%B<EeQ5zX%X#4TNYbeVG0(~en$AE_o1-w4m3{NEvxy~!W;4IeP7v=QeR
zwY?(8o%6JM!sfYwW`En-V^ty0_p*8j`=h@e$8=@cW;;TM8Q5W{d$z-+It$7N<fkdl
zEx$D4T{(DP)mYRe*}xNQsr`F%z`trL?<#AJ4SZb?Cy>gjFf|BWX<7&YZKHQZpEEU>
z(=F}2{zVkf*=je8GF{=YDl08WN*Dvu0a`G{fPe4g_!Tm|1{M|#bQ}+YO*C6gR?t%f
zWInsO`KJ7Slk@7>;pNVIMx{v+Srp+8X68$FV@R{CvbUN5m9_ORGc(d{{<<~Tmxs1-
z;<gu+x`e)5JS96>qMmL%$437Luq%)j#$j#FuBqZmuJXJSFq^0&Dy+8<n@!*zYg^q=
zEAzJwcI`i3%NQ0n*08W-K^tA%kpa&U<<rvwET5hl+{=9z$1q320&caY(Ff7^m@HB8
zEI<z0CccdCey7#3MX0g7<3yWzsMbn36LXRx_B~HI`Lt??T0zi#<78GI8W(x3*r%I;
z8d^<F#e|kRoE>H$K}8!mam1_==$qFNJ^hl>Ipc2}fY@-xKti;6zRjESRCB=a(gEK?
zT1+F6-bBBf*3*!AsI%9T=^`P+nej@1`0(ts#iww87btIP?2EjQGL1cyBC=-gx@^oO
zI7uI8sqBpSt`TkFOri(u#!Yf85YJ;{8`~S^*N`fS+%FCAHT#Z?XdxQB8>*~NqB<83
zRgd=2K+90mEO{WaBH*I((uNk+nO;FP_~qg7S1_YDnTSN8PF_61WO6VQI*i2htDe$A
zixa4Rav`LmH-N*tF8@#wx$WurmJ)0^PXu$%Me9P9e9=Tk(CeP(1SMqSBcN()2ocvR
zppsF2!JA#3!_JrBptUanYE$Q<OC@Io7Nqf@+D~3?EUw6vE8gi1pfVleYw4nLtaZa<
z6L2G}j~yWMIaWu<WCZ4M;&z3mqdA`7_W?WL0BNwXE3OG$d&uklgP3?0cDn1S-mYYD
z<6W)Se}Ij;YC9hcsw@F5DxnF8+m_>9CRrp5LxGYDZj;`qw_nB@KQyNyo}4lj7ccz_
zikYy<=zcHjH(5DDDflN~POkrknHIl|WGAJf7ps_CFC8Ac!T<1w@IkQQz2hAQT@kBi
z>5<pYcJWkOQHSi0BrBz`L*L}iM~u$ALqT&D9!ong8If+{GkY_xUYf0(+=+-vo0~v|
z&&fdnsxGs}42&Hx4o}X4r5Dq7@ZUvWY|V>jTTVo~E>)%v!I?6ux+rOkafn(ScP)en
z=6cL?S;!nRyQRjlm{*fmcP;z0xTb4c%S!LPZB7}e+FmOma^!)Utcg+NIU4<Q+hNQq
zh_a)q8Sa__enSs+N&X(sC~I6vbu+;%s)Klw?ELq!UTb+zH421|qPb)g*-|^H=HrRs
zX+OIyxH%QcGXiy4(NErI?svMmt|=PejvnOf{ed-hy`4(eO>LvY3J~k&1sBBXG3G(n
z5A}vb4E1%tN<&?|Yq-LE=5Q-Bm8JBiZl#27*VD$26I>P1CgG3cqQ>ti>|KH~kZ?ci
ze_JCwfBSe8`}3yqKJzIc<ey032E^F;!*grX(j+nG<WNgtW1!40w)G5IlSE04y@wZF
z<&Pqqo2B;fqI3V#xq|*1a}^lIkM!mJes>=p;fQD7%*}C2wX4Ym5RNic#}njRVC-0r
zcDTu}Ys+@eg_F-*LtHEYiVqF^&&=H1c*n*d#}p&OoN=^jDeXp2$bO<#{jkk9ND6Q>
z{T^?;hfU{@4m`};tM@(UudMdN+vU<QyC<%kn3)2ZJkuUH#VI{mBc4+D@)O>Ar@`l&
zxhLF|NM@&!(k64qb_BAn!GNTPmg-YmhgsJcd17XHIpFs95j7S=gN)tajFY5Ov}uiQ
zu%5{|t!F<=>VR5NNbZrd^8rHcROu^tA6l^rOZqvQYJ7hkIwZUhOGkgS+fVh@J~3J2
zD9+H`VVm$Hzx;ga)WLf-`^c1wP29NdG0@B}jo1^kp=RZciOLW;7w}Z_^pd5**EEz{
z|46ju@444Z=Rlqb9k8yr@eS<iSuw6FhS~_$pGi&+CINNW>Y$qSt2$qh>*p-kk^-6^
z1lbgkyKN6FpD3K;etm{bOM3)v_%zqdz$S#6Sxm?dvOX1R5LFrK8N|cpw^B>OR)oFh
zxzvx(p6Jss_de0!%Y(F!0V`gcI<ZtQI&e|X>dYr~H3j0C`bH#T+JYEoWI0+(CU7XO
ziTtyo-4XYm+Ls>W^n!D57B2C8nlPmD>4JC{SGmA5m#-gIZX+p1zgPz9qufM>mYJ3^
zsji=;&1^&7L>dmRyjC{AzQ8&1%Lu{~FVnl;#fOT_)nne$_lkYiJ;=EEeCyj-BCFVB
zB`2gY!KmXl_tHsZ+Zh~q3s(1AN<9j19X3k)V^zsAc6H)1={tP9PSe1SgfhDRA3w9L
zb|A`79=xwj%p?`+<DJ@^(r`0pOIgCxzM`$#<b`hJa$c@UZl<;yYd-QXBgH~WG5<!X
zOv!ay=n!XSFaINI>*fBN&Ee?ALyjEMHCOUd8~I<BVfyH6n7^%dbCPc4rP%}X{rG}+
z0C9u(ynzX~Fk=N&=zn6Qi2sKR1q~VBSbw8okhT&=LB^LaN8hab<+yFJY80>EL)f|r
zd|5_L9=IWdvYOU<MzgqnnpMw@Hbo;SzE)Ie<F5{j0?nqKFkYVTSEt;;&PS%nlOE;_
zp)1-h+!Lu@#$21iVVFtqxv0aBgtSYOdnCj_UkYa@HeFTD!Q;hsX({4NU!k{4`F%!1
z%SSkX$^C=z@T4Eom<stg22q;VaugIrQvVoA_!PcF9r&VKV7k`zRez8z(tt+u*t4kQ
zaW?KtVlAbNKF!yH_Z_7++KZ-p4%wwG8`}+Y2%=#g!dk8kZ()L$Lvto3c}7Z;$cu}n
zXOA=aY`jV*+x~-8pkU_(yD+ns?TT%3&!Pi-I70BKFVVj<qB#<FA?7@J?RMP$m2+CD
z(|6&ucGbX~OmXvYoPOILet;zy=Kps(G*bJl0j8nNuos-Vz0|v<v7YjCrMDaR1PQOM
z=SsgU1afM|!nEGd-dGwY5U8`$@n&^XcrLY@oLULMF*LOJ>x~P9vCmiK24y6#`wy3n
zOG>Q14DgXi7+Ym0{s(L6@QoU$b`|=1#^mr<cCQU0<XqRfdFoX6Ed}J4f*pAAwaF|W
z{_&15#wbSd`tVNXEukCvMPI(LsZ+B)hd+2%<`bw?N7G5Th*>}}!NxqUKOm;@Jg3yT
zxTOU{Ujiu6%Lvt!&q=NQmc`LxtL4QZ9l$JtV1^9U84af`48Xc~bwRi`%v`{hr)05l
zB~S8eSh@IW^1&BSqKKG05lFgtK3A9R+!&E=FQVd2sSG*$?LM;a9N^3wc8cW9H+&Jo
zkUymBfqsBLK{N}GP+l4Bwk_x=Fn{FwVcaqr7+<yHP=Ou`U>x)E{M~#f&wj`6HMKYA
zg(@#JCjcC0`oYpsnLC<G5JqZeDMC6|aJ2oTwoJbq8t*J1{(zK#cm-jL*EFUl;D8#}
z!Oxu5)hT|`=r&{Os(vi@fR@da2L$y5uS)qbMOfkg(V>Yp_I{2kg)2u4#ofu*H=RD8
zsIzn+gOi<WtNZxRhF;m5X!1YG-QN{=z6o+9;anpi0|0>|A99k=_r6HU0=^)vYU6VW
z8x?O`zf_K#d61VOI__0ugvi=or-yxuqCW0XWGAJ0;C@}BYf|z+;36R4q$pES<5b>5
zuxeb5`u*0nMz9|RxKoXFnfx<{wsVlf%8!oJYcc_)^mb|>Tzb11MErAN2NLh&2S}8P
zMthz3b{J_8<XlH#FuH+Axi5u(M`JU2e9QS3t<6M(`yXIjxN|$u$ap9Dnex)iAo~Gn
z(SXanYJoNBnYL!ptYf|JN9QjqJEIeQUm>j2yw?qmCLtGTyxUqAX!{yxTc*7oRQt~+
z!)yExG3SAwp^>nSW`#V_Mp=n|uW>c0Lp;2$mJn*)QLfbdww+7!VVlmShwLus-(5u^
z;?rc66{{*M|4hwDnV%2qzRLCPm^L(#<|HCYK$aO6+oFt+n%-M-XA9?k6U8{rT2?eL
z@aEVNUd~}U;%by*)ze7<vTKpgQxxiJ5R#y#5A~W~;2HY5^dE_tkAIof$|eu}ysMCY
z2TVQ?o(tc7Ppw8IJwpqR2t2CzQ)TrDLu?XOwA}u#FIE)~w7K{I>(1+lrNU18HXokb
z$;MVJr7HrbN=iO9=bRtKphjTDq$j#+%cF`2th_lcvg&(GIlEzG)&W=Ru7Vp0Zhqa^
zrJp31q1E8It?nm`aJp|L?Y0e?drcC3$abf@zMGylWTHhlSM7DA@4K_1y%o)zceV-g
z{h-)dKTKJmY6*oP4<rg~)St|z&wL)`6m8oDWg7W*`5DhfNxgOx9`2TAX@A~z&Yh$F
zyVmMn{2w41MFZ@t|MbDaYGq4S_H2&AVn3|M?pe2UF?8|42aid+-SpG9pYIJl&CSh4
zRQWqOfBKbZtUfm>6xVuQ-OQdLsJR%Kq$3a`idXs0sojhL<GvKZWYSlV%AUYjED9kq
z6qWT0$}vV=U1P%yze=*LSzs}AQIm+Md!5*kYT@-bP5eX3J+$m9*%ZNb&OlnQaKn-O
zcKatZ3TMv!SoUQWJZa$&J%;V+cc0U^y*1?p>sx0!7_xIDqZOoad35O#oqMzOB}NB-
z{aML5lHKc(BJ2GGJl85*;*FZ?%<y|R0eIE2!p;Mfp&Y-K`8@M(R(%ojK?px4*N=A&
z*sHNbL&7iHMsW&`nCprwpyXRcC{g6i8~?F=(3SHcJucbP|KRLJ|HrELYj<9j5j)22
zm(1eGMM~pISHyX_=;T?e7xJR;lt(RIrWwYVbBf})ZCrIUkUqs+VpOL*DyK2Ir8p=0
z^QTAbuBU>i!V_o$p;TB~nc1lKoV{2{o7;}6I|L3RdHJIG{G1LK3_3zt=VmgzCLk;*
zGk1<lJ=V?ZZ`c(@jg&G*xuikqNXSop?>x<^y9MsR=#XS_2j$*5!l*<413b{`D`$^d
zZ}7I#TGtt246t1~Ig<R)FL-rgHgumz*4VQL<%A_>yL($=ymu$hm;`YSKfxTxNGvG+
zNC=d?SV|0wY?&_ge_g>MFMaY?Qj+u8nbem^tAj=OA0f@eW&fiSGlXw^Ua|9z=8=Rf
zX0ZRAo#p(W6+pev_Aq9B-qBE|ZB7YH11$2f_K9fxxAqov@b0sX0Zm){vDtmNTWvI3
zB)v$%58Pb0QBE1sG)XehKR#C953+G%B?q8f;`2?=vWp|RY!`~zHt{%2NRXUSJlhyH
zSAmUq^W|9RN8mrcr9J6JPkPI?Y=-H01;A6o$Fz2liVl33ea?k~j&68mzP~RQ5?x0`
z@Oh#9aW?@PF@1{}fR@^GG#Ey~qx)3C$&JJH?kk+#B(+^Jk3RLrJd!*DI5`7L${VIc
zgxO@FE{Fx{x(>bQPGyuTN53p06#e5}C;Sg^NN!yKA_ds8(Xsu%sKoy@x}$|>g<Y3=
zbgrE3W=6eaqJe253Bwhc2JA$1IH|I&zj(RF8!U>vn@8kV*D_CS9_IX=+GMh=(QjCc
zM@9woUAV6dF6Zo-gHsy(n={12BYu$x0{`gNUA$$ev&`_ee5eXTO)GV|Hxv67hrjr4
zPXTPh2r1vdY_qolh|EOZm1Ku(ORGywm*9Bu3paTlU~nr=EcZGqXc2@bWF?!ZeSk%?
zTRIdI9a}|Ic{ncwY5c5J`=(#2HdZ}h78X>sQOSaovYL8dT=|RlagU_C-eIAjWWw~P
zehv0wZ*#x|^U=V!!H-K9>lIIYG#(>gy!jx3wL4~`Rz1-SGHXVj%%@Qv+tO)6h%%%}
zC{p3ZOlB91Bk6n}%WH+moH8F^RT<jyIMQ=trUit0>EplaMSEoK=R80u<O1cW0|I0G
zGkj^lRnmKvp9bFkL@Zv8&hKYy&7j=je~;hJ!&YA+qQ2#Oy~#JG6gzwSYcF*QCVV8B
z5MyFeAc5u6R1SJLdHT;8=wt{s`cEI=uCcBoOA)7=EkwHN2a1FpW2&=cLFFcC?F(*#
zNOh%rQMqyDok<386Ik{c)f`^z>SlZJGlw3UN7VY*2*}S;jVnXlI^=J|fZNGJ08MK_
znudb0zT%~&VpX0GQhiWRAIeDmt`a;AfLq2n_^H@gi6&c;`EckBhsO-d?gZLaZFH1o
zl|~8Hzel3nr^aSBJWx0x4}q}ZNzuljibMp<@k-ZEXGU%}v62Nwo~yf-dl-Cr%&PbZ
z=fGP1{@h=AWFI5Toou|!i4Sipe_tQ?61_maCZ?gDs=We(WVsm;Cd4TXn@%RQ>QNmn
z<kx|5oK<oa*6cd76*ni`yRVHNFKP;UMU~{nwxZ$vGO7O?Oj*Zdcgp3k(ppRbzL|s&
zNbxnjDc%OVDx>nuLizl<<#RU@HqQ^|Dezgwwrvhg4AJU&Z)?8HxbLj^o%h0W&xQ6y
zO0Ql^rAR8(muwoe)+)=9n>NIDHlO7G04#`P#IR25EM-o0ZeatFL<QY1C8IOG7hbSW
zJSF~(Y2Pz&uL3O}oBn)0JF!|x5z$pN=E*E7&}ToBBX6Wa1CYPye$};K$u!h5535!|
zD5*-x_GO6zxOoC^b*!7sU%5mXY3;!*N~iD0B$S=Z2zurXAS`X6eG!UPJT#+GW=5PO
zWbz@9Q)oW-J9$p$4Tg^UBW6z}Vo`$<=UyX7cMylyoV(KIS<8pDX;S^l)6k0DqQQw%
zhGK}@(?@9GLUdQoNks~=J`KGAvi{f9`X>7;XkV-R=THszYM-$Z?_<}LMD>9LLmdP<
z?Y!;pck>+_N14|+gt(Yzv~@?7-&Wk3pk^jQXSWq8=-^vS)9u^1IZ`D%Axn894KIVm
zNcJ_+<Oa#4Pkph*zSZ>&vV%p^18C2U2BzIz>kuK72K1%_ZDXyKl(ks}Tc4)Z-glI(
z!@h5w85g7Dj=!+B=JwVRQ}FR5S*!{jSQ}p<7rGA(I?+klrpzgvfqD|xa?!Jj6E@i7
zT79Ix9BRP?I9C&k?^oAxo|>22Ha&!WE_L0S3mh?UeNzBp(YhzUBugqw<URe!SD2=&
zS^;-XgOCwdmkbbsBIfThY6fC(pxGxQGG`i&5Fv1*2Bzp~oIz-=cwYGw4oeY`xYAv)
zxyu4;SN;}1-so3)O5S5b<%qhU<)>mtFRHe=^aM22F8jr**rYQG$)-Q9Mi_!3j=P9r
z9SCGa@8Q%J!k=RO(c~fG5L#e6=Ppm?a_2r@w-!DUtKd_`L6R`D(LrDUfA<TeaYEj3
zMot3Ye{H8RJ1deN-7xAR&L2uX!pgz_0Z>g$c7GRaT>E<MZI^SfYNqDZmEr09j&D|~
z@YhiP+16$FL2!dLIokz0)c9`G6@950QbUDLl|WshBsBGxc_Z<b&CRDCx0v-mfGx==
zPf_0AhAyagx<i3oJ|)V#Ii^Ruq5lA+2py#-C7|U;;yL~*xdn~+2w6;Ao`M|Wj(hyO
zl#&Pek}qZOQ>BgK%ITU<VW1$k^6Ynx0*`)B0V}U>FB_z$^iaNMMO1}v;H?h3t5EsY
z=8fv?Qr|m~Dd;gns<_f|#D?M9vChRz9pA%;f|z1k?40->^Hn6+S=l_i1~Q*s(w`O-
z*ZcRARb%y-NcoA07<%hw8a4;vHZ2kS1erFJqVH(vzo-oYw{xP&ffwErO*?j}-f3|C
zJx7YxTGZ)h1L79V!amUX>m+?*ioXHD4_qUM14N%qNdPm@YR|7szj&nFX-H(mxrljl
z|8W|@2mTof#1tWr!Qg`b0H)v2NT}Wh!U$tDbqh{Ui^F{^3KaO{rOBbHzR%52(+)EM
z8D~RoPbn`rv^c|Xl^p+jieotz0XeGZr@Z<jJ^ksEvxjP|)AyO(r0E_F3TFk@gcMPX
zlmbo>N-7jp00m>OoFAh<x#lFdB>K!fL9d$Jfr{cwUYjq08&!@=?CDj7QNyN8WI;pE
z;TICw*8VyQ1}s2k{>cfB4NBvZSDk^cy>UD@T;oI@{$pHD8UlG^RdFneH&S9fmqy0b
z+ls_OT<ELUdMEbF%`!Y=q~le$<5%`9CA%R$;lVu7TxbRgHW9*$<2qg3<43l`{2@B~
zP4dv*y(1Y|X0DLUAW0p6VSdgw6>$o}#2vV?p62J@Mmend98CccT!V8(^vA#YV(f$G
z#%_9;sY0n_J1-kVJpFgkuk*VIf475A?siQ@lX-+})_XZHf7@JZJoQ!3bV>DWy{1a(
zbeB{(h<|c!?@%na(YjZhxTSQ;)g6epn1t%-rq=AAT^fU)`pA7%P>PfYiK&Uus6ZQ}
zcON_vM9|JOtQ=IIsfx&R7-(%0T05+z@t=Ut3Zdimadf~mH1U4Q`I4wImbQ2AGv=l~
zXAidCW&CqVI;La<JTzi3-}ma<O;ECPYPhU9Eb}niJS*=3Ob<Y-DYd@vHZrd6C$v*l
z6zBLm{%B@l{M7=dzPISyIejtXir|~8>!P+}hq_jqBkdtPTl1{2em5&jy$u_;aov;f
zhg!0U6kSfmXsLN+xS~Msvwa@2oTa>!%~Xw=n+k!+Ol}?R4Sg8<M1z?;9=2we^aF8i
zZM+*5GV8GFe*oO$q!&Hjgu9Omg(sy3UYT$eeU%E5h&-ZnVK0vWTw6|K=s*0M0?guW
z6@xBBnXH2Qm7+T!YUpn3JhcVXz+1>`!~P$D)*kDWA2xZL!o>b=A|~cO1aJ0>MM2tJ
z?ke(Po~f)rmxcs<Dylt%p2WKTj7ow*%jklX0_*wF{Dtcpy=kJEX3o5$b@i6)i~et&
z@$2rRh?Gi=jgr4|Ib|_=uMH!a4-L?qdRHO2X(kDFQ05Ogwt-@3%v;~i%!x@9C99T?
z_{qzLP`!WYwI2s3P2^pR)$Og0)%WrajvIcrOrXu+17ZnOvRx4zF@Y6n8uhY5oC!k?
zlYE>QkmftD#6;WG=oMSgk&8GBa!2+Ia4ou#@O~sT+h?J{8GMH^CAI)G#e2G{>sK6?
z8a#uBo-1zOPY(8ZQvfa;PAR!I_Drb=+*}ARRP28>hg_G-d>%)z<h(5+a2A93dUbaJ
zCP<D`jTcHT=SXZa)i5T5ZiwCnPEwBdD|St2x}2c-J@Mn*PKrA~1jD4~GHIcaPiJt|
zEOyxU`Pwv=lgI^7B%Jigi=Fd9gtA)p?NdcD3Hc3LjXV?hp7UA~4-?a#c<^M^zS@ul
zf*GcGT=ZCn>$N~QnDkhY-Mg&)KiYLTJpF&aew_FhaTCA`V*Le^40^H!^~ZEM6nS-#
zPm$%n)3pzc<xzs2mpb=CNYbUn6>6N%s(fX#1wVH^EWDd@rox?YS5253qVR4LqYWlQ
ztt6wO9tT;2!IQRs$kNTFs(u&e8=UQz{gm_N7k>GQAm;q>L#niByMcluVUcZ$nhO5z
zX!r!!#$+EOm*i}~MG{D`B1Nk>0=008|4kmj?6Rtj2zscQl&9|{xuSFw{HJ$DS|u}W
zDGVxjB>SDTzKr}@=IK29n7!THxE)vEE&5I0)CsTTQ4M6>$#;tQN>jrk#EIgTirdh+
z+1Z%1?4@o_S~rV^D|l-FO!=Oz?fw{9!u${vCcN6A_yL@jgH}7>D~_e-<y%$s#k*M=
zk!yjtxpb)GkJm1{0t47aEPqYqNEo9)MX1<<p8tnp#YXHN37OKRLG$neE+twDB-=@R
zjygf+?kr)9qV5Nki{QKrC}BOk2s<+U+E9tch1hijV$s#hbzCNRS>Ukb;)+4E0XzTB
z`zVWyueYw7jVd2}UL%c1!g8yWG6uB<4^Gx#sNX0Uw><TeV;|M3M2r3mf#BedmZv2V
zjXNO0U+x4?_<L-?%Rk78Vna(a7sBZ8y|=~Qh?)HJ=Whx*|7YbFKkab#rmC(qR3pM>
zmNN>c(ev$rxq9L)YNYdm%i;OU?2-`f;!@!YO}MhG>3>u2{I4_C|NpM*n>@lq9V??G
z2XNoInBiY7#9%xQZCQs}u9kd2KP#Ew8(P~jc}m2ex@Wjx5nAc#WQO#dYdVEzA*2B>
z4YK|ukWoc$tapp3z~bUR2cKVv=wH`#qw6uW=$PKse(@OxKl7JtDNg51SUb_p`iljJ
zWc_ZDDI+2C8W&kjeqDsmw~UMmYLtjJ?*@^NS0LswKRM{`fQFts+!@nKNXv~F45_QQ
zqgqz?6jgrs_(c)UJZ39LtE^i&T>ajN9Zf9>t+*$45R?O33C<nqMY5i=rE|b;#)U5~
zr0m7Dap&4w8*uPUR9jau!B1mOd`4d{-(-|^-xqF%pS={R<iIlmy_fUiFQrzZ8b>SK
z_>^57MECPw2W|R9``&`AsLgV(na1JiO@0MO+?U?uL8^X?DXbgkjMW?SQ@u)SOW<O`
zx!Hoa@@$8*=l0n0`O_7fOLeAK+d(jntFwT|Z%5J{<(~bFB*o&!q?oJC4*7#T!w~uO
z45KMDcJdQ^$vC&$(*lEi|EY7`s4D*B)u(!TsHN}0nHUp4mnsSX^jsz@76NhGo>c5>
zD=J}bOI`}GrJ;xNj^a3y2{DHq;OR)>H)m1-;|%#dB`Hwc9Jig^k;5iKTo|X|T`-;~
z2bp%>A_D(~)zzhZ-q#U#cdASzy4-4&)haW+7%U%e<Q^fGWoV~u&SUmosl!2$2TSpL
zj^Z3*n~jA1<wu9BuZAI->ZbOYw=%{!_)cnkIn7_BrKtyxBgB{@Bs<i&lb2MU)BTU2
zm?loD_p_cRH}xb)`yI{RQ*5*ZRGX>ecW}P6FV_vYc&Y$kOn(46YJ;tOQ0M=I2D&L<
zX~t~H#?#1;{E1%Gzx?*Q|McXTnBp5I;zaJQqq#}()^QmjmI1COIaE`OrLAvyPllo&
zlrVLNsffk2EkgRfyGOOL5v98W=d-J|2dBt}fS)~IQH@Yq<mSsp&G<TI-6>poFR|QU
zZg{>OMK4rk{YS)8SVzic&H=2ZA>F%j!e9l@!5JWd?cPa^GmpaA9REL}Gst4ZmHlFR
z`Pn>G-;CQVh7qady?qAH`Czm2kT^m2FMTLQw{};Zp9(cO!nry07vD9n1g6Q4xf-{2
zT||;J_$=B5IB_PqEb3_?V)BchUiZGb@QhhdY^nkDFvSn?v?h)>tqAQE)*B$>pYo~W
zv6)PYTX<EdJueucZKJ)@(2@GAla&EfYs_i=5|AW##VAc16`-`B9l*E#TY7x-&vr_E
zwb|Yl#|%tnFzIE3D{K~F;m|z2O3vN3#>CjMcWt*uDzQ<61C!@`L3M@6k1t59lEj_V
z+0MOv{B^kR-N~m&@nPuW6l|$;tB`uzTAE3SVG(n48Jw%KwC=d{8NIxU>hY+9_tj_J
zhkyO%qiqvMqQij3bFu_iRuEGeI6|fVqJi|^iJLdg%`0YKy}#%9i+pzkUCiNc5kZUT
z&KsD!pdv7`==D{HI{%&Prm_6L_w!7+6J(UpZk9!-viX9@l)1mas4LV<F6$_Y$uob?
z+%2Tccr(#AW?4EBo`WxQRypwLvx^0k);xqvAItQGTtjF*)n@||i$J6&s&tgj(2y_#
zt$M_}R@|L{%eO`X#mERWB=}!wl7HN0NRtPyh1$?k9#X^{%56{Zis+W7p=rBu>dezd
z#mpS!9i^F;O`4r3;WBtIp)WZ^&}S>btJYMU?T9)kspZ@MZKIxo{%?&-dtj;WFH;#W
z2gARK4ii2=H};Lxpcs5qY|^O0JxOLAwR;-)ei7cg>u8$aFwoA=yH1T(-wD1LDB1${
z2c--)AdGN)YjKj?vX-J~A4k}`i)9!8C3tHJeya#<*F>fe|7QICTPRh)IAYw%6s73F
zI#F@Qu2~~NwF2wJ0Koa2|EJ+5<l+0}YDAm@Y7f|6JMi+H(gTSB6W+FMI}+29VS_X^
zFO}v`NRlnXRc(^4b`NSI=-{D0yHA7#U*j;|m=2YEl;qYXZmwyB0yLC2f8oW+g8WyS
zCKL8~Ac#K=K?QA1PQT<_wtWj(6W!l!qp6*(_b{x?HW%idQJ@L&nvXb*ktN1<{~_*L
zB~vJWSs|Qa$%|PNL^{1T6NAQlzuNb%Ll#e7eN7m^%?7Xn^hK0*g<o~M;@f6qutm`F
zGL*OGF^+0=S)emyoc+yk@dsTwR}Ma-^=OjU3j7JFy%NTffp?k2xRj5%g9Zm}6|Fga
zlk8%XvX1ygV$j4;oNJ0{%c_7m6GB?cHHm8Zd3`M$!?j-O2bRRrs9zE>Q8DI3Cusfz
z+UOp)UYa2~Kyl*UY6#wUawvZdl0fMV_oI#<c{dpvg$Hx!PB9#8PXoK+PfG9$@jkSs
zBTl(@ar(Ppp6hQY$l}0w#{KZqp)}Ct2GdYmIs7mA-J*e-Ji;Q><UB~^>?R}us7E0s
zS<frcLwa7w{-!Zl2??&!>%6v@O(QovK4W&fPQTjlrHy{AmW(WilQGpARd8mU&R8PC
zja3&ezkL_new_5s2rW=1dkPrWWrp!z6Hk|@*+F(1(yEe@Y*v>^?L#>dc^fg1j2#zQ
z00wkYV|Gp!?;ct5khzrF>3)1nfsB4++b`Ttr0M~kX%`$ODxT&&PBrX1Q-(0JE)^h)
zPJ+&=QKd&RwU#6&+&*UsfNTi?cUzSKHCmFm^N!P-u*zDbF(i7NyJLxL-s2XLz5?sE
zDOd?v0>HY9OmL2IcVUM&mgK1ToeqN-BMG~N?+9`VsuL<h4YR!sl<XUV-W)#wq^<o_
zRrNo}BEbLYs=R~?%I%h40)+%*H=o3Ce0wS5KlkjAx17%0?st>wStk(_pw|Oc*NYu>
zc5Hr#;a;1|$+?aU_@>VyhM~7${p3i<W?$dFZas_g+8=QGu9+N>HhA{fRL~)2tVg3Q
zApbjGa)|e6T-EIWq#tB})Qn=1Vy$Z<RArJJ-7UG;jw{&0vv&NahL~ikMU|u5%RHc^
zKIKLeRpoucJB79raVp|oa_jb7BKVw(G6Obm)b@HR686+gMrPRP;kDeAC|aaS?qtz@
z^=b8#L3G7175<|husRsgI2~$pJuzy%2;zm8{#wc+Clin22OF2<vVVLl{>Hly@Yt|@
zkXmV7v-!KAF)D1IIgmlP7W*~3Uq#E$B3ww)lW;xDWS&_-Ix03QDlp|CLN7NKQ1UM;
zw=31ke^Tef)Ay+H0lw)p-X`MWursYS965Mxki8VgF8mYy+VIEN&(UK(PkM&%QWqU|
z_VK;CNfAT*A5OvZu|l*Duy$}>{hv5Kpk1gbP_;2fUyec&`9){CD5(oYi~Fk|C&^>I
z_7%4$A+*_vHr7jxUXBVWQ#;;&a?BPDqci7n0kvpDH2q~=4f8ZHKj663_!mc9&JoAE
zfJn-I(~TxmQ$*o#bE{vt+dp=9_BvUqEcI-~FdECiny2tJFYLqD<s~@~TF(C`c@n<c
zrh+n?bEV9W0H46CV?`IC$?s5I<X;*-lx0(;;6dnPs+Lx_omxmRsA(uzLRK`5;C+XM
z&)q}=tl_pK6Y{q@QURj2Ng`VY^+?tB%#MZQkW|eWZ`(68F=ibC?xbk6fq-jh94yIo
zYRsWFZfj8F@}pX%k1^{xJ6n2yR&OC@zuM6824Cdg?yC^9QIK|X2MspA)XS<TchAz&
zZdA$UNjTLF3(C!KM(Rikv*F`MtC$1Qxz*yJxeE}inW<dJ^frj0Sw^gQJu{ez|6X2_
zZJuQwQp|oP3CCKfyU=-^D#|0JYU#fT93fR-D4)nH|HMiPFLk<oOlDs&ThYEZUz;(e
zMFE$Eo!R)JE%#R3qzFxz;W1^<7bD6~YkhTd>hx5yr;0e?G~aBr!y5P``>`v7uIW3k
z?YIE$c#FB=NT556u8&c)J~jQJ(uRekIVsvmGvhCoH*foPgQ(H=-`_u&y6(vwaUciO
zp;0B3+bx5Z%omzMA%rQ2e;x3N!<*rj435AvLGpuOCkN|dL}*U!lI}wz*Pm7tC^qSb
z*V&Tn{xsv=iFZ)7g|LJ$pHDT}(`^edm9UCKj{!+@h?jZ+V{`Q`9#;5*@pAXihc@*O
z5^NS_wt^E~&LXcQ;O5!P@+`_+l#V$u#PMi2li>sTc-={>9r;mppq&5P5}AB?tD%pL
zYKn+|9OJU+F=lxz(qki!y6fA(9IVUZBk|b)K#pj2y_PAhvf-@SS>Z_5*@9U*?;tXD
zz18g$Rb1-+{#k=sVZD9Zmpf}8Ze$<BF=b!6_^`cJxK-}XRvbHP_$5=*^dh~fe8e?A
zhClNAxw#+tRYJQw0B87YWgT4jlq|JLe4N8ppijxQGj3BT4*V?l+8~VQrN`cBNXIIJ
zGxPivGH>Dp<6frukj0P0HD>l7AS%JA#;_aH-`6HRp^#`csqhual^%WiBnfFuhf4+D
zk?Qz|bLBUm9<{bU@}eYcY<;up{#11TV>{+CQ-q!MdW<wfCD9Em!uG$%5oFK--=|Q_
zYd$c^jj`bDvJm5Rw@9#>*S1<}dSfLwqEVQxRhk0m1#9H#yY<Qk{-pW|X|C|?h7H;M
ziD`3&pA@iomb~l&P7SnXmQ-flgCt7jm%t<LA=(U~oo;qvuY#Yhfyzb*y<OXi^N$pN
z&s_v;^1<$S4j)TCuhDdLCKcUXZyBtvk+BHf-hPHarSB$p^nezM{$%jn3-R)(6O!3v
z*#gx~Fd76=zBWcw%<(Xpg!S5hDrk;g$je;fmxO^zvfT3U-;>Vt)O@$Io7Sfmw>5^6
z{c(LrK7s#6khMlH@ISz1O9AAy9&$_A=KLk*wDe0NrM%dj$OD<J2*jBUb)P(GPoO{{
z2)A^;tx?4^-2^^unzxC4cK!`C8YJ*QRYOjVp<xYIP=BlqtE7llK$b=y66LD539l`-
z)+gI*#SjhQy+YsnX;=KW9E@Rnx4kj-C-WMKy0CQ&^e?h@Z~r^i&RUe|uYPI%q~ifE
zamq!~HR{%$&Xt?;Bn;9cy!@FL0!jEL^wS+1_m<05acHL-st#5}WDhT`mW58<<;TRT
z;e{s$jThCZN1ESq4hqDEqH(KnS(XSBh-J$za*&=s9hvtz7o(4S)$XXL%vDX!tDKh)
zyyNx@$+gx=lzEX;M8@+US?$xIzEjsG^@!F=pJY05&wx!cmwDhLL^{pi2cK5M7FOLf
zRcLM7@i5_jRsDaiH)fuAdsw?`eKUu>3RGMSF}H^8vr1m8DN1u9n6Tg#43jf$%m<2w
zOxdv^2AHPsi{2K^Ob%vKG0(<b{XrxsJiPNbed18<2Tk#}uA%$kqLTgW3=`xGp(~co
z)v~#!iv(GxZ=4I4x28eB{AxX<q%%T#?DeH4oUvK0D0{Tb@cjWA-3&1i)db4DsC0l;
zQPy#pI3)LAj*<1NSKYllV#x>*ULr?M;Jv73U3|M98i3MN&wP?V=(!NootZY65%vfV
zCTKST$s@#R5*fQs5gIN}q~DUFhgeau?3zr5TP2ry^2w-;5-r(5c#EqyIGfWO96@U;
zU*<J~CSF&6Ad}kVEK6WtCgEq`LG*NA^?QHp_`0$5fUN8MBXwlccB%?b;#<kOn66l|
ze$nk65S&(}y_LP_A76a*_23H&WoJ)H9OO$qjLP^AU}lh(+3806K(yxE)jH$9+-f%H
zjg+KIm=b!87P4P;hvQ?8x0LgAJDYpMA#_`^*({gozOX_YZsr#ak%x$zU&RtLqtR#O
zgq2kG8+ifA&oK!#BQfJbemplR-rC_el6SVHy|YOTTHo(*gE`u3CZq(|ED*)~*~ivm
zvGg$giPu`6GMsa={?gPnWHzqbGl>)t%wqn1>?1x6lbq{YW{Jjt7q<-kV7dI&Nzp-l
z!v>=ax8meXQNZTVi(QKp4OE;iLh)$~S&GocK@jCzzZ2Ro<&JAVBlJNfLfbHk#%Lcq
zafev0vO(&$Qc%<+1{oIcIgA_=gs^4m4_PZNuEISNuPQw^EGUgT=}9}B;V>1N{~wQN
z^Q*=T^;uG>a$MIg3RS9>WU>(-KRZP(3<(Lf!PG*9X?GSwOst^>b$Np15e_o*;2OvK
z!NiYzD=q_=5StI+jb}n1%+XZ96e$HYD;^ViDvm2%&rzW+XoiwX_m_Bz1v~k#5mR#B
ziC-X$2cJ`*?_{7~p#b!0HWHZaQoB6&7OLfS!!sqZE3y)}Br)U&JF%7FM(h8#oU9z+
za8d@K8Jj<34LA_@@SXr*Iow2vh=LTai-|cWcaBN==VP*<l}%VdKLqe;bw&G~0Ht!$
zV-@}XSNS1CUfEbbf|Mo)5{P=Ug`srxThjh$(%5eisMh~tIX#L$`8m^ow_0C!Z|T9e
zv@SlCElt?VL~HkEoEY06*<WVNBw~9{oYtcE`#${RwoyJ(cN+4HmT5T6FP7j#q_{_+
zl`T!6<|Q0my3L{5%!#%~6taG0N~D!BFlW*qFTXOOoOdz)ooUi^yP>!?4TQ)t+iy~#
z;uvzjGpLF)Lqv{b4h<>m;(?MU%;pdkpruIl7<%H#n7CN!V^+B=;GIbvE5n_x3^BZ|
zr_l|^-yob0!p`iZYXFL08hJ-ARedE+4L6d2Of$BwR2CUBHCkYX$okk#G`W*n9>y-V
zfe?^ld0N~0>{Cs3`=LT+u-dB_`xyDhf#kUBga-?(^I<lgAQ?9$8l<`ww#A1n4vtFI
z_mc~)Ek4VKCMy1w7QGE<=Z0$EWxBFO*quoXx=J0R8k0Cr2v~9*BKqXN2WTJ;Ai_Rd
zcpjsHy|!!e&xF$7u{=+JqMVL{)q#f8Tl9w|Ui#OyBlzhF3SFj$BP=#`k9A)cT0MGd
z^2taWA*~~I4~^(X>0T2d&h!N5pEL=AF&f*ZXi`g0kJ}n3W}?S;xlsCa<+3NHxwJl-
zS_;j{(9TCj7N{D~*?&RHd>E7680VTi{-fu}acX)atzU1tTdy`|Xb+Z=6~gQLW^eiK
z<T&As?-qY5u!@4ze_in~_{ZPXlFG-%5)ZQ#o@+U@7NSYjf373P#W#j8N04$#&>20w
z`E?T0y9pX5;-Q+g*KXOA+469T1yGrPbLIaP%KyJ6s{eCmkx}V{^f;>RO=QLOSUjax
z+ppDC#Rx_yeYm>s6HP$&#`m|Lzu5`;IN6Tytns<4#lGujZPa{z?ZnyMK9ztU3MjN)
z?Avg+!@i=)Y*$v2?*d<k&5_u*zTVVR(GQfXT9!TY84Bw~?eOv$vI=Lxy;QOBRYv8C
ziI5KVFS}iB-X>*JjtUW$=7A6`CYg>kgMOA#8iOgS+NoRs@J%}4K`8bQ((L}bOD~lk
z6Q?G7;^(SmHl?C|(x&*L@CA_1e3d;W4oJTC=gJ6&!^-*g%J4|TbPr{Tb4>To;Dc}7
zU7a~B;g|vWILR~DTGLRL0(mT@`!7H<zbH|YPnp0|vmFJ`6#m-$NtqJJj7qJ!$qwCU
z*D@`;M?3yqK?89;MXS?to9OIQDbYENUflQJxw?|^XfNdY*L@|Nc*^(1Opj`xwO~fG
zuA6QMnRSoNBZtAo^UZWBU_lEL@1&U}^oJI`)gZ-vvM^(f@|fgYHyDMSUNi1Q^uA#;
z7)doHgT#V1JtDjK(<{@5?Za>=8Wt6tMfV?oz=-!Fx6`&Di!;rK0)#=+SN$O2C{S@x
zT6;qy`!1zvLWYY)N3o4|uDNMjdY5>}*>V$cGcUMZh6$f*XF%S|(BGB)%2+kR*<0e0
z>sh0A8OrAV1(GIscNW`-c4GOW`4;17Y^LVZE%$j+5}|)&bv4%`7U~f6KzoK=iA?D<
z<4|BlcbX@w{hgKS4sE&0<S7Dyyg{|d)oOC=1ClU_9nT*rL?SYyREu%wit<N(b1(J7
z+*4CH$Y?eTuS>KoJs$P%2t>ubP7Mj|%!#s)ca*kQ_Of#_mi%pEx#Rk}LTL+qFMSmo
zcy5+lePKpuYpX<TgYA_T+)({k_HP?e@tE~v1GaZHurtN>c?#>ZD|Qp;0cp8Gk?<{%
zG)?>|IJmKGV5Q7Kw(A$5XQuol^NNN0Oex=*okmt_x|008`cYdV8A(xXUhn__EE4EW
ztram|DZzx5;rPp8nv*^YmEpI%^egFd^jvL$VN+Z`Dy4S_VID18fob~`O<#iqCFlI1
z3T<MA=^Sk%%T7CX4e;K#j?6e?pFn(x#5AaW74wW863<TKzpXZX-P3*HpylExT#7Qy
zS4zHvmE%bBdUknkete`B@?C0$F1yM?fSgK<1qQDhmVbxpzv?RcT~m?neqHm?AT-5b
z|KbX##2pjW#1oJ{$FW0pa`HM*B$!_Gb@^)qlDOYuBPRr#b4HY71TmGdcz*T=Fa6`A
z*y~B&w1MFai2*M)_a?0W14O)W*wi?CnzxdjQueSd1&5M8qWE7|ZlfLyc%7TOR$0gr
z?o40l%S^JR1UpN+6R6e9v#~$_&GMkrDG|d1quYqnIvYDVT-%Eppx@pPd7w>;b(phM
zDO=?nYv)h->!5p0*{r;5SpC8?>|d2w1iK}}3dp!lJ*H9sf1RWH_gw99>d91sZs&L(
z3G<~k`#QL$7--k}hz0EAua_HT@N*<9e}QGX_;e+G6CBZ%FxaLR>Y68pUQm{zE^%tM
zzVC#$Q5XMN@cf9zH*IJ%SMP+sBZZ`Vv-`Q|z4_AN0<MuU@lD96_ZF3Y@>*#KaQ9*8
zC~v8{*2K^O<k;(w!#EyPHlP~22-3r{>&ZF4aogoP+0%GNv(hxXpxl0bT^2RmPHtm(
zP6eBF#tBJqQI!<`kRw%Ly&1-bRGL>ysIISN3J>qwwC#J8`88m<4b!=EIDbM+;WAcX
z*aSl-Pol_Q60B*ycBiZ%=8{MZi(sBY$i}m}&Sj`+8*PZ6YA;@zEnwEfpESUh=DXP}
z_dPqsyC)%pP1uzo`f}T~um_!Srzj^SmVR4#6qNw4v#w|NEKdYjLDD@xKN2(>lao2h
zD1m`a0GJX>S?x$m*%w?H(HDmm{zzoLiK0&zqlsII^Bc6@WCQ<>)mY0bqES}MkSsWT
zxF#nlUQ?QaE4trUidx&oj)O*SUEv<4^^G|9s9Y>GF|Lxqm;Z;bw~T5lY{PVeI}|Mv
zJh(f-9Rd`$A}#LjQi@Zc!JXpnQZ!hRLU4C0?yiN>ekb$e%$ix}n=}8CogZ0QYwx`8
ze)fG|m;NuDlN!+Mqz8?PJYu${T3NWca<Y$AdII^bV5lQ<aoHisG5vtJ?|3nY)z@W8
z!q0OmzY!W6Rwp1Dwopuv@V17Bd`^d7*kwl$@z##Fp9<*pKQa?$U%O0mqGL(2FJ6-w
zd)H85(fTtcXnt_49_^VE?6=hmN%x;(?}b%;m9e^$AA@^syGy0T@;9^+maT%c67OM1
zTSvb?BbpSI8N23%Z+#^QbPa6o8ZNaNl>*3jWR8T6X=vtLB-qJz5BWUm%y$`|=wE{!
zsaGgJ17~Yr1&T2`*SQ`h0({mdKCjktRBTPcva0s2_v2QAzWnGwzqH(coxnQ&-11|!
zSZ<C)m-2|w@1uu7(v-%dgbM#;LI>PfO)V8CLupvdP&TBjJp=TnfGb*t2a#O&!AejP
z?Rz{-l@t5+4&rK|^6`+R#*eue)^2owUx;WQA|!cbvk3}-*X(}Mh4n3EZ!iY!0Ecib
ze?=zgKockFpGqL*L|5B;;SxF>B_x*6V5bj<>sE*SO86>Iq-6UYpG-erj11&@mu8XA
z$5=zTMw9;L`9@-Vp>8^P-#|KVPIjA?k91;&HdHgne4Jp`tKDJ8P-SW?lKCSbxt|f^
zw<02mITlm-*%QuKc^cePEgW_&T#cJ+5ty@>f@y@M48kRZn&%G`IeEfj5HjRmu*FvT
zPwVe*0&#<Mv4JQ_UT149l*<kS;k-!fV)Gw}j2h`>X?Z^V(LzHm4D0)-!A8<33Z%)d
z@$A!Y+vA$YSjy7g`y>^z-gj&-BX9{kAGx?v%cgotOwyz%pLpxBGO=<wNV0K13a0h;
zB>_CLR}!2gIABcRh`AynR90YH&Y!7UkuLDV6B(QX0Z#y}v6Dhy`hC@)D^6G_7)1zV
z<=zjps<%hZ0^aZShyd^FP-6nrS4;^e=0PnsX&mmFWdLospxz-muGcVIJmGp59X7h6
zA{)72C?!CAZWl^v>W+u<2HTHHrGMH{BadzNVIz<W!13BteGS>4LntTIeMsmD*lY(9
zU~m%XdbB2Ih$_H}))<`)-(e&y40SgwPFa1Pz}VyI?46|j{~+9>{$IE2)FnRNApYEN
zj+s}XT@SxEaeIF~3I3dIb)S}n2XGy}x3sLSpqq0%Y;o-L?39X_Wp=>G`o((Ap>ydR
zH3}~aSdMztaWlvM$x)BO9b$ZDd=0@Dm|kjjgjZLy)fBZuD{>E;-;d=>dcjEr=Uh#R
z`%d&GvYm1FT6r0hvtuome+UsPCj|a=?3dHKpz~wS*H)JxgsY-z^M%*t|0^${ln^NZ
zRbok!`;a>HkpsdxoaCEC{IDU<Zy&0XwH3Cgu9N2O1fZ!iiK?e>kZ!ll0}Y@Kf6_Hp
z%3CY((%^I7Jx+~tR;n5y6uXtv#P|f-#&Li>I?8B&()rX}zbbo&Q?I8sIrsONzcvDw
z6dq3#W77}<(V~v#48VKZz`!R`B|}bt4{k*hDT6JC428xp<FP}L5r87GLa0O#(!TEk
z6+?)Pl*t(_bNzse<??jgB&n@gk0kIrtQ{HV+Lmlo7dl$iIz~S8CU{EFZZtz_R}!tT
za}ai^j#^0@?|KmBdc-^3%)GSRqx?mo!S%Ji+e#`uPk5QUt*2-rA*Zizjaxy!y4{Is
zhYh;2jypQ~DPp>;bLw|KIWmfgA;Tf8bUSN>1yk1HsLl=0K3psijK1PtaX`m#j6MYH
z3p#owq_ekakjhZhU~Xs7MHo|%Z;H(ta$ihmr+p|9tqx{`{;xaf|MpsZK5PFk+uNn2
z8T!5?udRyrDLSZU2(u=&V-E>t8*W=e@0O0?qUK#)7Y{L8yNT0C7&T5pIjkkQ1gsku
zV3V0aW%NYNit^co(^2Q>-8X;f{&|vhqgEFpgH>{m4cn&Tpl@svBi7b#SM*i?0kkzV
zP5ev=m_!k7XuZ&}e>>4?U;K|je1Xikvu<c;d}5sST~kAy(iTT|{wiHIqqS_<kQ_^6
z=V<b$w&K3kdHIG7sW0UYnVju}Sl#`^UZGye#$q8~?rDkqQ=aJ7<f+j0XuV(JcIQS)
zzO=vw@n!F80zX&zl!?I^UhC+5lYFF)1dSLTB#q(2owmuof==WHb2tH*Q18uY<ISaR
zt+hfmGmQ<djz6g^cMaT2_p}#A(Pb6Vc^$~(zoZt?V|ULcdB5TrGkQ4WzWEOzfUP|^
zuD3HU>R&8Vp@_i*Q#(Qvww<U%3jYz=iW2ge$4x%Lb4S8bbcyC?Aiz)1=0N=Xn81G{
zq9r*5=2mF`D%3)w?lkTN6=^@y3WpPAQnaQl`S+QJ1Oh$bGl+A@j13YkE!ICh^(B?!
zvHm}Rk2AXqsecTHWMG;PG2%Ig+f+qHKe>8LxPeC`C^OY{<ZM0_rmh>J?0f}Qx_|4}
z{v32MW67-XO6fjSzZGt$^sWmkLpe}!zv111d$K)d3J0dc4BdXY4$3KE|7ClQ@sA(G
ztDwh%gZI`_r_d6=4f|sc)CuK2UZa0Kilia;737+1dH$oymP&iZH}Y5>O2@nv!Y^#T
zmz#jjzM0>^Qo#5wk!$MxO@@$$lUkOQPSz^xc0yJ;oB}&Jec+K}D?QSCe1F{aiPwxB
z`G;R`Foy)@Vt;Nx{0eOP<o!AbN=TJ%?gf|qy)aobu@sNm#7G=EHCQlJKE!OAJWCqO
zYI@Bp3UBYR_;||QM84P-DamK-+Y3Qv%cbW?+TTlb9A0#8<Fm%q!fg(mmzgm68tr@5
ze<Xw%_01I>>96B;8}}dIP%(TbjcN5;qkt&S?(KUa!zPfng9>w0DFr@kx3f}#>~S#N
z6Jv82&3y9%851KEuLOxevu}~n%bg1J>@W|W3K>XU;PxiogwSh+$tT3mOD!6|FUwmY
z{`2$f&bK;Al_b;}cY2{+Fu`|Bj%V!0uvp?i<Xb_yPWEjenRD>$r1z6Y*+Z!e=4y}3
z$&h<2o$UtvDKhuZvdK=JERoR;BIxUVEj}}x-FG^y=H3_14+oP@eN;*v{@y@z&$!g(
zMrl&38{g3n3gw9L@zgsfe<&n3k>8i?m5p{yd$gV2szNt21TzKhFXnOo{CKKulD9+A
z>#M)n63iaylaD;hd6aAF$hTD^@{;*AO5)|P>lf*13Ilh#E0!&tN>JE|MvHJKS(23i
zMcwXLALt<V(kZJo;HuvEVPzb2F?>0Grnyk!IgGYe8KZzLjJTkkwmPY$B*T!N`Nj&R
zht3@(X*E5_#eET-6_*&a4t`a1y_*7UNIX7L@umcf>s8{&#oRIH+Z8*|8l{84xVhTV
zmiMGPdLQab3g0x%-ayQ?Gy;<!%ENcJG;oJhtcK731Mu50Fr6Nyda`ym^&#0k>7tdE
z1aD)PaE|{V?}MX<E43{qZS!H2E8kbq#}AFTADg&Q>`5&mmqg!*9xG|qsoxROGJ<?u
z%T&tI7B>bl$yMMT{gY-n7hGJ{`1z(o8miDYPGS@!N;U-<q9B6HmqlvFoAGmqS~ZkS
zatL781*!aasI<v^e(Q-BXb@iIV*az5GYq>C1se&Wt~5j{Tp3<g>&V>;?Kzuq{eZ_k
za>-4{==%0Y`}2LZyvfFH>z~nj?)?Ns(-LPeHQ$VZuG&7#UiE^OpYS*^F2w<L`F&>I
zM8JoLts?fh^$Yv?3EBAmM*pJkK0uH#pIRT4*6VsB9|AVB$C9$A|6?uYgM&#F>CEqF
z{eNSzjPlt9?C=`==URHtPE#g2t4BC_0LFEqtkw!8!zBS;pJf{dclmf5q%)=`qiXFm
zC1%vlHmMy{aAY(w6l)7gT^6i7@H#nxh-2lc2X-kPbn*d_=4#;$8xl5tfS$mA>0_Ws
z!aEoA@&sFQ_ScBv(_Rb48NnZK2HsnBqU}l01cj(Be^dCrY~a9|Oxgs~^+P!gcABK?
zN}}N_kP(%Rce7tRJ6V1+mO^Iz57+LtTD>OeG*DrQIO!+ZKRPtAf$b9Z6kbib<@X^~
zLv`y_IcxG^DeoVnrCJ9kqABuZP%wZri$rp;Unir~5B0)T8-s_gy{~$HFJx-p*(`F|
z9%>74wn)0-H*Z6|&pw1ncEl|SufeQYJcPa})@dK5uA8nk85*z>eAum=sJ6zTVC0Cl
zfFGHqni;FUKk9cCNFGSMseShDa_alucXk)QB4IU8QjZ7xW`Y7%>euZ4+^RPi2IH5<
zWs_9&CO%0uAzN?lKSk3QZYp6VjNdn}@h#qOv4P-pLnnCOV_60*N}zw_ddnTd%b{_|
zYrUZ&j)5Df$3@A>iLo7&V<~|DGbD>hH=^LfVU7%YDefgX@cv22R|QAO#!?2`ohp8{
zk`f@2^$UmwK8aYX#CDYnuT+vf4b1r(s#?z<z|^HTgp?L(k+@?uq!=k-M}e9<hfE=*
znI^pVi<+(4f86`N%wjg{Q*UoeXp&cJpgU$E8XoMs666%k7{3;<CLESiPGCyJHu4iG
zT(l6+2<liS@3DdK5vsOT){4C0r{am|d!#A<t}r<I=ODK&1Up5%A|8E-9cfP@Rc72%
z?pwlaXi4Nld2fzH0dMMZ0-Hr%c*;*#t2=X>FLSlE34LVJT^~C!Dx7Du!z9qb(gm&Z
zP#>XI@2~}H^LqD?I=gWy8eRaLraa83R+>^D_<|iE9|j+vv5YoVE=co2P_d!mCMZ=G
z8kzflSK#9dFLPD5%K^Z~XUGMF2*WKq8UvIANQxkBG_AMZPuSLD>eZ5Dv-Z3tlYG%7
zFh*z9QQ50gFRacVe9oa`4a*)jq2*~6+84#i4eKjJ=Q}!iSNKpIN`z?m{~yao|4S(e
z?JLKqv#XB3Q8Z27*_?O0j}VRp1CVzov!j8##^CLp!xOUoH}X?S1P#DRwI<?LGJsoz
zIEC-*UHVu%Lbb7^lwB=b`97B3SxU<0UdSS^JtFnDUVdEq;%pUFL-L)^!;oMH%FT%u
zN0W>wJkTi9D>N`aElxc{RN{G2Zf_y(LNH5eA{HUAr0kz}d2Qc9kR@LXl>r0LhuYFh
z7ZMjZ-N<1DXUCb*KPwJ=(U*lYX-NlD4YXK&e3>)-yz5fiyu8<lI0trq|D#ql%9*M|
zab(eH4JYo?IhUbbMv4P3;}mY%1kq|Ql!)BKPYdxS4C+VD5f~kkr?qVy^qlp&QqlEh
zDggRe(9Qb`=J{w}lrxoR-oBf7*ha9I?$7T9=_IM=e3}U+!Tnjp(_XrxAw)&P^T!w@
zrtjjoOw0v<JURk%9X}|Y_^PQm40OIeP2bm1d;OG~+o*L_ujR!k3&?%q@)Gaj>jULJ
z)m6#8G=C*E7*EF~h~oD9G#I9RX@`=6QN{^1sscZ1tAe+oNDIr5qXb3WSMvTN>A7+_
zwXpT?yEUImb6xw69TlGS_EThDt8kOQQhYod#mTAhaJ7vw9qy*>mi+5z4^V?xj|>8l
zwi=EbV>2x%@YfXqUM&U>%U@Qydljm!4e5UR4_T@a57H~6@`@JkQ7Dq={?}LzBC3Nd
z*JVi4GNHR9Gl6qYlP=sh$N|-2Xk)Fywf3D9K-HpeX-U&TIz3RiFB>z@wa&3&;w3|z
za~PZnk))PV>7J6R@49S|mS+~<*zbM~TRHwrPZl4;!i(q<a87RuH3U_?-y~%Eo3M&l
zTg=`{=LHNCxH@k3R`@uVk;!R6&1VZQr$5efhIp0>CrfNo3d=*Q>VE4CPc6OYF@;ld
z%RbZ-_kCvkcFy@79KeOHWtZ2RuJQ68fWb|E@d;&CZLw9y5e|9LrDIO(q}rsD!BPYC
z19j}&5<1mBkYKoUxm8kX>lbIQYdPQ!6tg2aq%D?n(pI7{^NW7^%J$e=s=W03ESC>s
zfLp~RVMjFb+$4CrodQRm={psd?baj6e?(kXobSmoqonM)fqD^kYd5@Y*kdtXVQN3O
zPUUCUnF?N$(vjq_(^#0h<K-nZW!Z{P#5lHZx5QXEyIXH+??SV4+mrU`ZT&$K__=hH
zq~AR6d86V$DAvz8)10IFIs0@GVhx+KzCF;D>{aQPsF(}OQzsL7(I4D28Ez-Dim&%1
z=&0ieInVRu7y0^rJtfi{#c1tg%w+Mf>|2Av#I%Qx1MT&-Eq{H{dgqNrT}j8yaS0!a
z2RNo}o%hlp#AC6c_2}TIYF*4Qx`A8O(c6^ISFrM-`d{xi)bJY<L6UDJ5_+8U>$t9V
z-*fKq4($2P1O?5SgICYn&EWzg9#e}u!BJ9bR9S?3t1MH6jTURIM+yH{DM<(=JDwvd
z`zHl1@cbw_FBlq>UB3l?ZZWcDT<f;viwqvTjH{FQ!ymcNV_-FZVn)4I401x=At8ii
z((*Jc!A381okUTGO%4F&1zz%m8Wcn}mRFpi#O()%wF5<bK;F@gyACLJ&a^Xzmz&io
zKEYhQy6`!d@GV^QtVJ)(Ks>m9s;V{7<H-v$Lf1^)_jr=iHpi2ugf6z9(2Byg+8z3~
z@~K+J(0j@()CwAg(B+t}bMJAAqM(LE*$Je0%Fr6;tjTeU5M<_}Y(=9d#;1Vm81wWy
z_QFCr66ZLF4u6j|i`ZN`H7?m@oGGwl4g5m{?}|pa9%N`y@&}pANS>&r(m^QfyqcCA
zMb{C7781!VwVA}9DsXO-AO5A!!%ONmJo!!NFqSi<qqMqbd<&U;+XRx&AX0lyO;#Ve
z|JeMb^u{eGHN8Ly%Ws`MrnF{r{w@&$rjpD5{84rHqWgl`H*=I&>9dZ?5l#B+s(;*)
zkt*M<HPE7yR&`c9=AtN%D;25Nlec>>ZgSB_bWi72%4@8uw#b75UAe=o2VE@UuM@5I
zBJPM@8x;j0q2>H7UC)9|_I^?u68Qt2Z|%j7l|B>XGBBr#YdXiT<5>eqbXr<tp*q49
zf2L-XrH+pv#o(5ljVf$=FIB%J>@j}&sp}~0p(@O9TAuRnTq{L}?1GE-AVBH?pb{<|
z<AN)_stsSru~PYEFMM+)o^W8be)i5mANd06qUB!d^}K+J*{DP%;d6wZh5AHwxP8zB
zjp(lyNERBA3(#(7=@GuZ$Scto*GnRa3$CVZVHq)MA_vW*e7}y9X}>uKI*U5n9gghQ
z`Y&CNx@)O`{S4Lb!N=?&xH1;s^Dn|9SI206MR|&C44Wx-4--N6dp(9k8ln3Gs=Byk
zzKtV$G-=Ino-1_+^4njai2POuioMa;>=cRNKH97Xw*$R3-XiN?BWCp&K;M@IJc^v3
z$>A)Knf~*RF9d-H<QbsUl)$CG&-^NV++y*COTgrd<V-{mESr>ddp^=R5ZOWQCWQ^N
zow`}#gYE2Ze0FU@a_0u={+#x*7~@s7YZ3EMca@riw*6)+H03dwsn4ylR_ub}ZJ{fd
z#VvG+qo#=OwW_S3|KjePVlw0Du*~QkMlR;MZ<V`9pK)IQBlru_G%(J!G})XSfqkY)
z|F8o1BOgu`{lL)XS{P$|$hvM%jkTLaa$hweqW#8SH{WT6lZH!PmeD=Mc|V+EsMsad
z6O#oPXju7MM?dA)xE~9)#-iv{@EI7Ng`*A(RjCmFO4x}1!?-ZhvsAlq>@5mcS2{{#
z-A9s=_nXA|5PI~$Wj^;~t@;4@@OP>!6y-i&@PMKdto)x{jTV!GNM^|L1&P3Y>aPPZ
z<rH;6`<UuL!iBk-XHVC76$M)VCqW}aG4Op<mPnEYFF%I*lH^cr@|6xI_|ITr#rxCd
z+V^9^;4MwBtycO42AepEY#X{}))O^746$3XG|mYX8Km9nNyaXA*r;39QQ>`kxf%D?
zA%l(#6wv|sU4wt6-Vsafn}Mt3f6ShWLq4Db*uWUi4Z@Bu<=&|5qW~>dxkPGsP!Sho
zSpl$XXJJ&?Doj1Bgyb~l%<@q{A`I2|@5qf)m-~y8Ved!GLfyp+>J+rXT5w^PA?W}^
zMvNp$2e}mR$x0AH?P}-R<=G?R`!cWYtb%jaFIk0~=nFV11FN}?u!x?V$S4I!SuIyx
z=yJg<VitZhUa8B4d#amcdGjPJdV>kWZ;4<dDlbGqdfLXLZ1gc&9XpyRYb^|sN?4fd
zp<|^Vd1>}<CeccD@<6wrZLlFbL19`+w7(l=_VWYksLnzVqyIN=_d~%?qqTp`I;e8P
zmL0BC(4WP1k=&1Rk1pft`zECpQNu=G^v5eK>-`A3Qm2I!3b=7^ab5y-(G?ldy;{t@
zkqcNZXB71P>_AVYu`=jN??yyl9fes~SaMM5C7#OkSwtz|#xAP0RnwAUS^!LHj3afc
z9IWyg<Ty4sIr;rzjy-vrw&MQ=W%!?kq5mQU;#zSeK6yemGD_6W$MZ9`ZNM+W<jWPM
z<<B4PJ}qy9Wh~ibyk#FqRcblykY-$D@Wq6jY}KuGaALyuOfym&-~r^2kJdfQOKlm)
zNTDnLT5&HU=NHcFKzJ>DC^@Uq?xG`;9>Qy3SnZ(X(K=Bd;!wz8lbvyjSb!Z6cYiLn
zQM8uz@<|wSbf){a$q>blBo5Y?i2;@_<Iqe^9kStCIS(MI3nUQl)al6fb@+`@<4bBf
zK?~lkqG|+BDe`V4ni3d?CFHV!w(WpR&Nl$)>PStBW)x$aXf5oBTaEY@zo%I?4I1?A
zWHDR+G3;f@Y^wVjmu%b$xwS!^Xy8_*UtiJv?J_c?U>taa7z(tCe)LLdHAEGAd{i5c
z{`C5HQrGsm4Ium=b(qu<?*WCKE^HN=6FHSHNgQ5PX0HYM+zZ}JZ|W#H6cQ=92RF}^
zV*9p_5i|;7YSqDDaGGvi>kU<S-$oFnL2!%=P`7S@q2-p9?(ggdCBSD?WtLuh?1_5P
zyO*|^4OjLz`IguE>mkg^$oTX|?^dAWFGoZ4fzD(ZCdrR6jK(S}CEq5G$6!UMa=pA&
z4@j8MF(ZnZJS%Z?^f(yL?!)-u2BPa?n7-fMe(KxK9F}`=k-PL((@pHcN3{B3ePfj+
zMlj{N_-oc%4~xYi4~=-LG>>TNstR{|m;VD&6osUEqJnNWB@WP-8okpY)pA4THFH?C
zkUTb<kB3aAu;!2@#FwUi))kjyG*5xiPGY1e0MTHi4xF<h0i?C)V9RhJnmGWFw_w?K
zUgbSRQO(8QL^n}=**s%s)g|j9Evz8zk0E52hiF|1)H)X$H<DZV0q0N7wmpj=+}Gq!
zaDT^Lid_7;lb7bgX05KKBB9`%EoAhRBb#+J+#kKA)@{dVvS%ZxSQ7J;E$04@ndSKV
zo(SdaB`&EkqB_s7ciuxDIR(*&;q!mw)#D%+#+EhSN??lW@xwv;8^oG4yUwk=HRO6?
ze4FiZ4hcCo3CYp3iicAVz3U<fp7_i0KH>el-a_T93j0i2wwFIkLvzD7$)V5x*dw&&
zE`0KYFA*F^Bj@vfvk?>$`8^zDTc?*}c3-VijTJ)?8S6-0<n{NOxV^zOsHyc^le#9G
zqp;VMnJpq5CCxM4elat}9tvD%e~ebnHtj7jmBfEZ7~^!JEF^Sd-^>i(E$$|2E<Aw_
zRBVSKLdHj`uvxd_oS&m!_81eeeeA>TJElIhUCV4)y)1WW$~i=vKA>3X#`Mzs2>Wl$
zLpg>?*_rR!M6}!hmR5kj1d&ua>0?sHa<~bp;WX~WYR_LM$|Lo*MKZRQl6|wr&D?8v
zuS46*-^IF_`3D9@qhWdcFC-?7Wbk!!hjd>EBhM8@C!JJUrm+2^On0$hEN|I79!sl9
z&>t=(+%Zy(kb~^~0^@|kHJd1g3~e9J2`T;4LO-b%r0GfP8>N)q1>LdYTbZXy714DP
zdxW|>Aq0D?x1-IuNvASb&?bQ8>^;$N@`fU)!ohY2FsiMB0wzaAcIU?+>D5V|z5RTB
zDLJGjVedvHB2z89{q!=w8?{dLmXko;y*P>Fpv}(wttcF+hpl*XFTOEA!r-SzKr^of
z4(&JhQRI|IX<-w8d7B^ce4%K3>0GY3vs8Yb=me8cgbMC>Dd$I)C(^Xgs_A+ba1^_l
zPQu!J7k1&eFv_!*WCJ+`m$swKyz*4GJSIgj3YMvC@3}3t(RinDy2F7M|E`w0e+{ms
zmIR287!K?CF?6n6nLR4VJ*xyv0}whW_0q{07t1sVRV8%a2R!7}S)W$JW{!eekgh3h
zywcifkeww~oC)ImWVKb#Aa})0Wp0)C^LF*VisGnQ(Zdl*JdJp+n(9Qopj$jf!nTJ%
zch)k8B^4*vo#0Mr@YLAKq{H(E8_--=2R)h-hVXt!i}Zl4GMz|uVEZ&H_m%Vv(wXFp
z`RQ{GB44q~x(ms3$+R>#-EJM{Va)tRAM?JTdc;{bGmfUH!6g3#TK0UN9}pIK<Y$!2
z_K%>a7C7aYl2F?j6?BTS!x#m5KhzMWk~ojIXq@7EYJwjtdCCaKX{f{Ww^JwI0l)c%
zx+~K)P>?G9{mNcWb+9LOkED<4Iq}($-Q*A<`Q*^0zJ{p$lp(R9ps1};(cfgm4G_<&
znwEO_fjrK&w4dtPAs#FFC&ai^puR1~$%R=ZJNcS7*NV;~^*Qb?sJZtbPqm2!H90Y-
z%S?5jnp~LxcSY1{^d-=cP~0_1Ffko0%_A|hl5LHZkI`Xgw0?l=wN;dX>1u6_3TJjN
z=F1IvsNO7$&+{#`@y3HCC}Dg&GI>FdVp{ykKmH~LbtD(}%gcf(VN}U)W|z+&!JudD
zP+MA7@c)>$8vX}>DH7?u^Z2#0NzghPI@-l`4_7_?buMhc-Y()Hi>=&pPAg#9SbCEg
zbw4*S_j7Y1fPXUFOLduMn7dd|04F$6F<#1L&^m+-kv}xV3venA*rp=-`l^=yWyY}a
z_#c1UB3+JJofM|`1DaYSb&$DX=GijYo#S2W_sFjS03Nq84kHm|DHq0=e+MSx)AHIX
z^$kg$J<TS3-`o68hJ;Nd|C#`x+uEK8YL=imQD7i8)Uhe`4xI(YSZ1$jPi>U`9Ck#F
zXW&9foycqwiTbI>VFT-YmAp2&5iFhV?2=&wA-5jp>!PTo5-n-%R2dXrl0aAyJB<n*
z-k?HL69&tS12KQvu(1v+OJa!D|LR|kCo8UcV=GB2JLHk6HA&UGt&0~iZM=3pH2OvF
ztN#dfvo?K+)zERd&fZnz)vQx^zRnodu%8_Ztp09TfJf9DmF4>WCFiayTY!<<sQ6l7
ztH@a|mf`QCS)%ADTotrIkF>&$uV5J?!^q@`p}j5y8V2Jui2_})`BkdvYK<kLw}C$Q
zj}?lZCSQ_a!0H5#lXn>gM7aP`Q5oekZICOR@Y8-lzNV%lx`SfijjJ^k*0UaAYTOU}
z8XD01w2^ZeY)#dpuQ8kZALR0?y%y#e8=qq(aPxX5$xtd`CMMBbt$Jg>JOb9(zdO9a
z!ZFwAd9IcB;q<gYcm}~o`K=O^sY=zv2NVFm>8dh|jb$<YmhbG@uPs{c-=tq2P<v_m
z1fFN}Cj0bGe(U{OYf`mI&h&MUL4MIMJR6he_D#$RdL*f(q==9sykt4*+r}?Q7k0tz
zn@x(!3f|sB5$b67Bl|NO4y66&R%i58SFb;XK6w;XOPoCESob-|W(!F?Mt@}b=$(tu
zUKYH~@?#Z?6aR~4XP488HE5(rp};=@QuDaGCY~xFRul3Gw|)LZ#ep%YeU6c>$5Q25
zppjd{ae^1K80StAKoJ~!M|@%iYAiw*Oh-;`X7AYe+^TU%mvP`1U?uHNgYlzBDhim<
z#<U6x^<%qj`EscLNL`abbdeb`*U9xcIA#1ziW06Dz134sP1e*iL_2IHQ2))iKo_sR
z^qH8|Tww=&1z{nGXADi1qI)9uwZuaR7j$sI=s``;gG}_U1ha5Q8T?R5AThu4+Hs}6
zCvjhhHjM57DZj}_pixT`n0=`M50YrYLTG(pc;NTj_6$SEN=a5^iWr_gEesU<Gi^%K
zIm-VD!})IyoB!J}eal)34a{RjH;0#-XUk4k48-VbxRJGV&PGW?tYpSw0kCFZ8ZNfD
z@*oq3uMtT6!2@l7=|2FEj(edpvYH<h+kcik!{%{ik8!GaDF~nsHOY<^!;oR=ba%p!
zx8yzcij{kA(+L5!8yZ<l;_2OJdcm`&1cE;td_JL%T$%nf4xQ!)h(#C@T?MAl#^vkk
zYpoOGt6XWT1vD2;T7TQFiQi6M%j&hBFp95QKGQWn;-P|PvViC$a^jql3_HkQPrFn}
z#aV%d;9AFG5C?JYJ&KT4L@Hm6zM>g)Sx8Gyo>o*+(y2hF5;rPgZ=J;R<Aha)R4aui
zK1UTOJ^4`8RpVSv&3j~067ZpL|EUy|KDDb-hRxRx3e*J!x}dhrY<O1@jK}wJD>AV5
z?Z~~*@M)`h_G?`V0?-5?eN4(99lh()*GgQ`*l1MK_xY|A_?|;YnN>b^5_rjw)fU>Y
zcF>oe2BSHdX~NKF0NSBwwiPduuoT%?(8V#^ab2rMAT-BJNk2Kqq!a~OVEn5mHad^O
z0_sN^njLh2veZenY+p;p4>6<w%$e)VT^)SyP8=UQiax5W$!DK2a8g*T&1C;|MiPQ&
zZBio<SJ5u<V(3%6HAotnWJ+hhPyWi<u3a7=MB3iqz~<z6yS7tkm4u;Rt6KQ~cN>K5
zo*df0AE;|zh#}zWD6?Uik_Uyxp)#|v*_YCl3hK-tDUzfCw9xH~L*II=x3|6{ZB`?+
zAK?_Mlht8tai-9~<7H~?%o#JAZ9?_Yomr|e?MDbhx%S<<BQ9I*Vi`Kknm>KdPy8o@
zyL2nF;?@@-Lv<1)XsD&gOK995z5aKXqp)M4_(rJg@8bEu1b~cG_UT{i(E6z~OR8_U
zQBPp9AwEGWNQc5D>BtsLBB>O{&^=ebSQwSTTa@q*D(O@@kErJ;0rwR}>2eVdSf(gT
zjjJ~_s{{fZztPK{tu@!TjMo@la3j|ec3$d;&AN+q?T{o3s`$Yqu}(R-?On~|Ej#dp
zibH+v(rFfTHJ8aCeC|J0L=DatXN1Pmp+$OHC87^QfC;C7OY<DH8lnsP2vj>%gYLl1
z{0dvTu1Miak-bCOJ-rW;xGwAy=J~Rz?Ii|gL!C)6G4vg}DPDt#j(#0&g5?3;FsryN
zw-ytW+^GFvCncUYj4YS?=`wqs^#ps9UIs6%i)qv392Cd0hxs~e^mkk~$@Rd4l3|Ry
za>mLO-%hsJ1O6sdX5Nm6GhIawha)xv&oh=u4uY&@CbU75i7KfFw@ZYqcI}8f)MG4k
zb&^@f4#IR*;FZN_iw);bA3lG{34ABWC!t}9;<qv7aVc6$e&uQzDWjp4`y4Qk7}$h%
z{vG_Q(V5m8XtgnG4yz#f=4N^&&HlRH!5^f%ALkT1F-K!X$KJGqQB-}sDKlY>uU~+)
zZ;=u#b5APqL{?^IKF%iY(N6wUi1QdN-eQx9I-2yp6T$5DYYWH9p@7^Pr4-)5=jv-y
zj7J(ve=7n}k3(J_B-iR5$`7pHdnElnOqB=Ia@AI#@slR#<%`x&EA~RTaFMksqwrTG
znhiz7n%9&0LXvJ$m$EB1M_rh~O2_WtAr)%#+_oc4=@0|ZwPu|fei6v|eFf8E=oqwm
z0q0=LM3F?M#^t&6cp?b9%(I<r#N3KuM1w+Z-`r0yPF%&Uq+nbQJ`One>LXN8=}_Yz
zSN)4#{s)FH-x>^*VZT6Lrl|hliuKB2z@@P-w>LR;K+!+`Ik>XXG~rC0@O_COlOOK>
zt;~g<)t92XH~3-XcR5SZ53b32%B}rt9ip$Ab^1TrjTExdlu0{n-*vxrb6bkJ<eL6)
zJ-M8X%1<`Dznah^`dWjsYpsniI>Z9QrZofSfBO+bisb{?hbu?0L&Xe<Z=_93>SP?Q
zM>`np4kWM_V}W?xV`1MbEF>-@BF?lwejjCcbGd<%A<6FKPs5Sdj7u+ZwADi}pl#n4
zF|u&~n+amVCeA7<y(xXv%GB|(M)Vy6)~7}NFCM-lmXhKI2f4U2WIijt5d~MY*A4b!
zWC_IH!c9s9iff`zr291DNo%KaTl_Mp5obB|wu0IV_4I!@6eg*JxA}i~hvhDdbEaUC
z>2p?^I6|%BilhoHV7FfBlFF?ga^|O_#nWw3<NIi^?uR&HGmBcnvMoa!eS84K?Fn8c
zYhU7YmD+`kKfBkANd8ODEI;WiFHhlgAu)K~u+6@%47$_I+3Wj9t+gyd<doU>Mn*J-
zR^z$MDQbfE<yTC_x)W+DO!CW^RCxn@$7Y^Ss@c1aJD~N0hx)>2?yX78*2d<zu?4(h
zQ4N6?Lne=1ha;wy-bXN~Ekq2hXyKIdJhhLjXdQ_7|7$>Tn`=5qg7C4gaQc}Wur2O;
zLO_Il;3>B7-<Km^Nutb2mu|9PcBOOV03mxRy}%&9`T(9Z>O!x?sg|7rM|3Nw_lvd#
z*$ABdvuo}`Z-Abb)j$-s$FO4uEFSKhx>brtF4cV}LnP>-F%+`_nerMDELsy@!NP%V
z(}YlZ@-s_mL1=m$BxY9sZs~dNrM}}Makb7w)A0SXG#%xVvwLHkM5?_Irf1od^UwSP
zUrREABif7O-xALap$^@4F&EHfDV*c$*7uF)jMF$cS`Vlvf~Y5Ex@8q~ieb+$UF8Ri
zyG<}g?om9|dOX3%QT+s&%$-|O(uZ&ILj(*`WS{(X0-QtqW)?ZqZ%3aq8wKw(sj)DA
z$Ma$D)SFJyPieS|(hOu6#Z{Nj(<pg$LG_wOK8R#5Ppm)bB_LgBXJs#BeC3zYBnhpL
z`^dREa9x=5^<dP_3VPQLtHF&^(H~%cV9BWy)_2E5e1_k9-{<^I<PDZ0HQ$tj#Nh3B
z;;?~mzQjOuKP&gXi-eYXSyRr)6pxc30BgR?>V_sQ&r+?t=MDk^Mm%-sHN~F&0Yg)x
z1+cEd5p^X)^~TY;#D23ycvsUv$VVtLMgB0s{q3n!CJz)1FG=ivh`o!)^zuQnY8C&;
zih9l6FI2?pK)UW@`@#<Nz=W-j)_D8fd^o@gYQ<b?vZ{vC9g2=oSY|DrA1mDK9Dmz1
zwShq9D{J479m}C3K}JUoJNiHE0fb5Ph)uJx#)&ioIi)Pkl+Gs^z0#*i6{%2jl)yzu
zpuO9|6tf|EX};$vX>28zq-vyyr`Ugbgq_+n_;2g@m2nSXaJMpmQsA7<Zb~Rw*iuUV
z+k;UA>0pBqN+O*Ao|J*#m2tYG2YMF~mbzDCF^9zf`oS-{?^L%@QK~K#m1V;J3qK$E
z|9FgD#Uka<JDP+C1SQq;V-963ZhL6Ja+0ED7vfNg{2mQ2WN2bz&hNWN>=d#Y=L|I>
z_vY#b{qo7T7b#CZaqQH%_;QT8@lZ~&>K>%pZkx>9vKw>bZH<(2@9SVnU^jMll><OD
z4|zc@QU&faBO-K`q<?rHNHIQslaAM9YiLcGIjOBjt)<>*x}S8D_lrbIB;U5}P%|k{
z(8t6=6doJAs=ft%qJ5}nFH>%I`KHvVz0g(bIQnK_FT|W9(^f#$*6NN}W$N-!+2!Y*
z`UZLG2(9rdC>_x<o!tD&yqC8s7>agrkDj0ja%VOBc^8Vuk2VO<06dVK6TvW07Un$W
zbKbqWP_rVv@2BF`EO)dY4Z|Y09Q>iJ!|8--sY}nFA3@FD#2gTQO`cyK3XFNepx8#_
z0u9n@vBdrs_A*3TAf3Kr>WS${cG+=BM)@-e*v@IK?1&{J@o1IO(ldX<hFikXGf`Af
zwMXh+J`!H|+|*A>no|M`AYhl0J#`E^Uy~#61zF?<=_1!>zX{gFI0W1owu+$djVUq7
zK6|Z|T%Xo@3En|DkTE3xI*eikyx&JWa5Gsd#p0}!5#J}Ln1qB>7uOFxt6uZz@jTFl
zmU055@@nwaqSF!r5eYo|@esx)Ts6CfqH2M4<Z`1#>ZKyo)U8_io)N6kOGz|dHf@6j
zb3zsD`zw9>|F1aue<87@6>i@k-d^>LoI&1I?9*T#Ernqzq7p(><mPlD;s}fZs{dn{
z?ha;@WYx|Q0|MjBMcJmd`CHl5RaOEtFLS<l0FgaZk)*vpZKWY`Cf#Id91MGG=rZJ}
z041DdsqGDIocAN<1#ih@Q-np@<z>jocE!IKx|7LxB}^K>aTMo<wvRAjcUeZ>a-hwY
zIP>;bS$5z=CAp#$-51)HZRW2VS^J?(SSoNVV7ug3NH($mfdaM>KT#3yJZU4iM#>2(
z3UptVZJ9D7k?`TtaB6l&i!tPaaPuOC%?}NT{&8QD-7cCcT_HO=4w|}L;CN7!f20Ak
zHPEv@EpD&#QRs}xNP4at=Kx}x>-V(q(QlQ_CXRDUSv*vifm(dfWsKtc)0VoM1*0Gz
zc$JXgq&g;Cp`+Lb1^<ll_m)B%lO%iQTQcYP$1q0v7A(rzpxLPTCN$)J)fN=Ad{s&K
zri4%IKM_MSEU?`dX?Gwt5@kkv(I!JINkWGN@k0$RL)xXe4Cr3spVVT)V;v}-tGFfO
z6x_eB*S4&X*!fKZ$?lXbtUR<Bt5k{NPb4s|aV>mDyUdg7Dq3`3&)}|ln9vqQGToD1
zxh;O7GQ(C2fIIr@?nDJgd#s+nYaMtSAmq9BU@5MTqV&s8QnubYn``s~scb*_=Cc-y
zK86#CyB`J#(%c8*?!Jw|))nFmmWCMvUgY;-V7ntPgXnM76uQ>XpH_3<ywGik6z^Ci
z2^=%xn40r<(Ev$Q9d%{hhGrL8SxHFpQ$fqp{~Gz^o2jv=Kc~qDfIKgf%<bq3j5ERn
zit@?xwNq*}4b%Q!mFbZQeCNRqyTy(9jY{Cyl-Ld(o|q!`J#zh}>Kx0|x=SF!?yt$^
zk>tQVL=a(($;3WDpI0;`a28=inNW3D^iR6QT`l)Jm$dF8h1oV^Ai9*!qp8m>Y&}E3
zwEH08P^j1p0y|IK6F0-@C(H0v2$;mwQm*HSZi%h8PWgAypPiN4?qx&<VVanY1=+?2
zq8~eHYW*-uk_+>FWa<#yzXZKc4W581k57-MJ^|`nI81^_f}ASb*GJ=@|M^Thv|pQ;
z+Jt$phkLy&>mMoxxF%1>GT8tTQV98;g!tEwLTOYbTs~yd-p>aZPnypcrnV(s!mz5z
zU<T4CCHFv{R=dq_by5bA2aJ|RjNT<$%dRFW_Q(JgZ2vx5RnWRj_B7{5*F`<dC+>4=
z-@3m#{#G4dEjX)-7!A&qjmNL+Ix_4KYfcOqiYV$|$KED!2m_Jqc9X?MesQMOvFSpy
zhx4QM)L#(`lW@nyf&pqz7hx{BQxku#GPCh$&Y!`2M#6q&q=r>^8@>&u*X{8xEj{E8
zIfcI*UxzqoVHbMoL&2ItKd#@UX8^iW4EjLMaOpgoU;d8dg*>Qr$*WO*AGn22yt!R$
zh=yOQKFHL2X@7Hx>x809dO(Wv5-1h?O-tMrnfLNFRX5ehANbmRnHbrf_^(vEz9-c-
z0SR`g@fe)dN)+*it5DzKTSfiCAI!ym5HA3%Y_4N@2P@j(^czUl!1eP*P>E{s6<v&e
zr`#?^U{TQ>`JNO0UM#PxjIUFc?Va2B8bf6d#>F7jwq}3k^z(f&)U5D76yK1qq7@S%
zcYhU@YMInkZ0*);J4vC39(kgS{dLTtNOvK~*P;Wx1TIasRu6Y=(P^3Ay~ft!;FPy^
z>L-1wmKhFckXfj;EKpTDL)D{_vi#w9L;8)<kbisG#U*XvhP{b`E1?)R8D#P{hS9(!
z?@Qq$0!07M>yjyjK7phi6l5Sdl0pyLM^-vZ@Gs?v6%5O2cXt<`*XR>II@Jt}1Y?u4
zz6Q-<FeU8d0_O=`s3B&P>DqlyWdji{*5;m&N|IbMYl=xax*r?;(<DfR335>OjC;u_
zRo@8_KDq{g>#_83VVqF*KqaajCp?txeB`*k5WmYEMjH<x`0{SHh7Kh(B)eJz1$k#Y
zd1eo)zxvkugLP`s#Ap3!mg`DWLUO&}Z6Ml1AvVlLXMzN1Ri?Ds$LNSG{(v%9o-M4Z
zrcQ-{+F<&k7xdYaQpzJgpb!;}`tANe<#v8~hAlHMzYNQAs)jf}xkdA;BENRF)F<@E
z3mHP-5gP0)Ox>0R2LBP5R)nou0?hwAB(x0d4S1ad$P6}?u(*93$kolof5)4cwO59M
zdlRRg!&-<U`1|*GiVRJD%h+cWKuwqAF<?}W6M_rBtDKZl-tcF!-`4X6wCL!}@X1h&
z7Ut%t&*lKwtz*+AhR25e@y_1Gig>C*0~hW#y27aVI|~Ppo|I>_5Fl5<H7vxE#abK|
z#YLipjNp#`Z<enAHYwxq8sHQEoiL|z*GYEAE56%!R(M_0BJ!5_*?BDa@4-JBMSx$v
z*bVPuxvUs03)<Ou@xd*?5}3`k9I;NibiCHuv-RCo2<uB))j?<Dh{cJ%kX+IS6_**V
zuQ0y!J>;TGfjAo*aU=6M)sw51k%qTEU2dQ7mEEjN&zEjZx<GNVq>zn_=t1IXenrYl
zKT&|8McoE-RLQ!7L4rb*yym}~>U@$Wm8D=?cLjsNecCOrfA6dvl`e00E)U}5>VHP}
z_aA<1T=p_l?haNH)-{Qp2S&U~?adW`Q;QpWmdnVWl8**_8vC3+^V><GyKR=z-s(R9
zl`irPf6Ri9eFoHjcTeiCYcOCyGGJ6yli%EVgM_;Sr|KO?@JwLX`-Fpie!eZu%5s6`
z5o<q$^~ym>cKc?la<VJIQXKbYN>LD>FInw}B%g{{ZsJ%N&U^*<?A;#t<h~5dF(~X%
zyCUK9R0wF(WI=Fd7YH%uCppW$$gowRD1}3ib6;|tQ{JK^<l<@}3C0VAVt`*y9}67k
zHQJIH1m~`&m(8o&+RpDV+tAZri2OeWcDX&);ony>KILM4p_{>w{q)$WpR>9STP5GW
z-`GSLDZF?<nYy9i`$?yF6_WFuW$j8wmHRn{?Qv@dRxto1l>B>Kgr>#1CG^9_&>@X1
z-WsgVSDR}u^4Pc&*2?O_$%}=nEb$=JKP{d837A{&703BjOx#F#737H&io|uy!K1g3
z4vE`%?U}BV_p5DIvP@*>iyPsbquHNB|7pv)TERfXAE+PWZ2Q?4Xi(RdkAl?FDB54B
z(qL8EGf+buWi{+n)-<!%HfNLmNP)$OUe{mo&BrJ`f*&_U5)Z-^1<#nO{lE<utQSc5
z(dyd!ehtl%caZSJ%;*05_vcSh)HkMeBR?-5$}!{OSj&0;8{zDKIfkSk^Af1@_fk<f
zYzVorg!;t4&^*_#FuWoMm3v0HjCsT7L`FzLQDqR|btd!13PrNVVJAJ)Rm$zkHdnjE
zr6T=)lDB~>Qyh^$p*O3GE)SR8Ei*(z#F!pRz1LQzl<NS@+p=f@l6a^jbc92KMHnyh
z>5WnrIe>I))Yr4L`)P(06=fcZjr_b*ekrrQn-h%$odkRYT@0|`8~eSYK;B>{og$)~
z$Xxus?5BuzY8zOxld|%r#Z{J?75PPlY<182j=S8oqP<61kVbKMW&e)akgL5=Djn4i
zgAP3MaLFD#jZF&OR}Dz*AVKmR*FtfeLf;L{*}x#enA&*-;cG6zs<`GH$T)aS3!nET
z@tErVtbZ!KGTqIhx?AJ=2|a85_%D#{=p=3=W6U7aahT{s$GLKyJ=aPez|bo{P7KA6
zXki+Q=Z^05ZG;T)-cLZ5K0a?51Gn(nv0vpfPom7|SNXIt%*zQ^c1e%O4G`PO|A%rk
zgQdwEY4CENpJoB6$R&uYC6U<OE4<dfPSo`=eQTbb=F}6Tu~t7HTzq?g;&H;_A#2<A
zcaYCVl0uW@r#BvXGNsBUko6zm`m1AvjL7W{62%}cih6rT3{Vhi<cBlYQkKU=Zn~k|
zULfiMpRc3O{@^r>jgnlD=39potN?EUUSa(9if;wB5kd$pC@o+*1e;RP)nn15m}3<v
zDdnLePoK&aI7{jUa<QRl*?t_P>whoHzh5+T_mW2>fTfpOi1ehpp?3-BfpPC}7v~$~
zN`|XH4JKjMWR~wP{oIwC-4@H;UJ^vhn;%caFZ6q;8;_y5UtasHh3P8#SQSXp1{P1c
zHN`Tr@&x|L2fr+OVEKtsU{GtSb}@j>_TLQF_zh_~AxGJP{t$0f@herCa9FDCbRliQ
z#{V4VSW@8z-OQgD3e{X~V`Bhcmc^{`=)k*SR7?2h61@~F;qo+#s{=UeV8h!jCBQn5
zOvzTq1(m0%!c1XM^ijbM>6(ey$Q-YYlaCCgj9Al^y7kLF7gL<-O}TG)?ta+GYt7fL
zZ*TZm3%A3<=6c9Zi31$IGx3Y6Q(&M_k2Z)ey&d7_5sy|zFSYK(Vo@)U2<68TMXvk^
zc)!ROb>I(2uXji;IboMK&v@=lTQ%oPQReC+r`Qc6j|v9>o?Z;i%1q+DWI9?t*d-n+
zK2p>xJu4s-!yE~%RXdVqEp?7;gBD1G_`_Kl(ay#_n~gz`yjA7#XldV0DztZ+vK@&Y
z`~xCLr|boZ_sJDbhliy90VsD)G&SB!|Ld&U;ZiVha_5}<lTGDxRF227iFZ66$m)ME
zj3EJhBwd+yaj9D8)Y)ZbgOU4io!r-c-4r;d{CVv;TU)@803}eJ&)<yiq#m-B2wRmo
zC)k6W3VLRC3OXK&N1{mk>Qg(R-$C-1ISaa>A#ds@eN^_poVVNK;zBThMTl*V@7xN3
z5QyIx{A~L4DA>36#80>pWbhcjtM-*bqTSElBx0IQw|t(yH)5h4$$FZ@=!s0%Slrr*
z6q1Apkh+Cnb~cYk{aFPrT}3<`D2SOI<GF~SX<D6q@F_iYbD}dluU3-uFc~@iUOQtq
z`tPZzqLb2gIriRf{&IuYFe>Z(lMg9;<75D=;5Za_yYJngF=y9)gP!+@Gx#lvB7Xfx
zs|UilJQOkM#-7aV4!P29ixOG{HV^ySBzxlXi+v_F#RcOm&ln)uZ|nl0a`^lqWqQ2N
zs-D>Ne@Z>y@flT*AMEf`+%0%lF}#Db{5WPCC$xlLMv>bJadna=@z)<5mv!2m$i!Mg
z$!;I3)IY(t{|QN$^ad!%;O;>F(Uy^~6LZ!Jvry3f-0UkCfQb*}W383`Yl#N^L2<LT
z_2^^CQRbAv5D#5%fqGr&^rfi&9;<qg_SO?2OgaUk0WLQ1ArFFm<<(ZG>@|2BMB*>=
zq-rYKUb))^j(Nkrual_-To@0<I1VVa&Kl=7p%Mhcp^T!8;tE#OiGYxJq#U~X%IcpU
zw=eS>&yh+11zKTc`I8}(qolM=P)`^TNd;3DkNys1<2G^lrOhi--}X{I1ha;{@U7YG
zFzjF&^q1{Bn(3#Bx6)n<kCVKtn4=@8z^BSpkL29l7Fz(@=A8-#<IE!S+QxqX1dYS2
z$j!KcpGndl`=rvw0Q$P&n^9~#Sm3R|U^ae%h=M>lPkW>mo!K~msxfP!g@%Hido{nN
zqy1q+DKfdp82ZN~z6|70MoR`cGQQMJ*pNO;PL7UbbP$pjB|4&a{r^V#!Vo^2|NG#p
z(+z9%plo#w|Dd0x)k|pQw+>*7X3<p?oxfwWP~Dj<`I$=q7u{=mPupyRUtzZWO8L6!
z!jS&&VFraj7brRR=DwPLtf~HE(jW?QA-3=Bv}O4&mLBmSPi1N6!qUF-QQr?9yesWS
zLvh33Up_A)%Y)(%ZXu#b%EngQ8;&V|p~h=FTw$9BC?7Jndt6V?R8{I-cFbt#W62Ig
zcwP}SixV2W_QpuZd{!?vNA%-D>CYdpN%M9;QkXj0w~<+$zkHHrSIR{e*Y$Yk)VKiC
z_zIVjZqKC_kd1OVhvPL``EpE-ihl)<x*nFWP~YXZY(p69_)U6uZ+<m6`cici?!V+{
z_2GNTMB0cqMI;*Q@bbS+G@Xm)8nsIFQuj&?Tb|KECSyF9Hf|#A(C$>H5v3?i5Q?$Y
zM@{a#FPDJ&tKY4Kl0n3{k;?jpdAA&nCE4Prd`Tf8nyMLsgG5JOkA*mI+A}GP#?hty
zBPJb;yFJ&)xmTX02Qcca2kGK$ZJrYwtJDw38^s}K31}!VtLbl$u_5N)pws_{wYLmv
ztBv<X1HoNe+}(;p&;TX4yS2Dm2u`6$(T3pe?(Wt?ad&Bv;uI)u1=_wR@4fq+x#!H@
z`+T_{)=aY2Br}=JTL0(y>E^IzOG&f3xw4jhHPcReqNbk@#hF3uwRtyv;-wN)U9nE}
zt~5An+xN^w{Yd8akwRchN{=bN)U8A~3}1VupV0JMOQZ3c#P2isQDc?&CJX=8pcj&X
z(DNuOG5u2E+#?1$!Qd2F8&W1lv-?PNR9KfI$%uA;aNXZAg{e_daa(OvnY3x8sZWO?
zVL070%z`sXFE2hyQAk|7(g@iP0CP2tV;%yRg7nURclgEomcI<|MTR{R*J`;5#tQxj
z3zgQ=T4=g(?_Dpof5cXQ*J@1Qpc@lQ4V@wMP(7m7Outs4Vjh#`u3JX+K-=C&{)}wb
zD(cx80tiYe*1=J0_GS|k@x`~I29>s^2tylEKv_2lH{lQ+e&^ywFK(B_mAswter1^*
z*AV{zU2B>=a>w%TuI0Zzl5Eke9_iX>Sy5T+fN0)@vY=rR<2sc{tF+S#aO|F~E#s&N
zskIP7^+`W~dth3%(`VpBLJuWUPz)mTR!jA@R~HTJRCQuLcY8M+Sdi)_eyog1wt<=M
z=kUu}l-7TM*3po|UtIX-#jLDY9f02xf-jYLl+?N)c=r4y2iXdN&YE$oTU*u-dCd4;
zS=r%@W~+O~eyAP>CQPOYzq&4IXk&p%DN#yl=_n_YgJ^@D-=>=<ql(G`!6ZXsqm1Di
zIiIeN>XdQJAAKv)lq2}|VJ5$;P7|QIwM8SVd(uBp?M#^ck~f+n&8TNp*IHL-OC0mA
z*0xv7H4a&Pug9C01FR*pm10^+W=TFoh@;&Jqx81qh8;wY?FDQvJ6T_MXrNZ%d0r)r
z1lLGVj{qlFv%t@zZBCU=uWgC+32?n+xh(Blnehc_X#N3IpL1Gg4&gN8k5*clioI~X
z#@3ZPM3f6Gp6avu1W=!WOj13KN~riyAA^{b!VP_;^=RUfxtl_9MX$a_IcKY|@X&<k
zfAE=>E(j15ker38+c$5X+q9*U2(>=cP#YTP%0o6G7>ck-?!v+3t~*-ipGGVw<G?P|
z#CS*txPqsYG;grze%MgucbBa9Hp)`vVd5m5EG_I$NE+#6yE=Wh#EUn7Q&GxjPkO@!
ztoyx2SK4{osv^6Ph>BUXOxl?6iEn5r!GVShZew$e;I7C%r?gfdw>hcA<NJlzazcxa
zbe~mAs@|A=HI2FHy7US@<+6A`X{mqKza7`#`za{aqB-DBcti>2X_we!?bLoUvyJDo
zCxZR_eWJmbn-WEFl0d7ml+9a|sIAp~uA2_cVd<!fKFy<jEnJDJ9tZIKjQH5tP|@J}
zEh@ig#28zBOLL;F{zTqTgN_D1ZF;1yEnYKZ%LdO5f%*hDBHiOir(VS=^}!txud73K
zV(p3fNpJ)g*k2}$Ax`_m^K(?DuTPQC^HY@lM+z!uF|?!HCxe<&KNbiLhedxrR*4*3
zrEI7kW6sZ=wlCft3w6pQS+L?zoF*uk6Q%zIn#6awSIB*A(E6kIv@s53WoDWwI3A^y
zZ8#~Wsc3iXhq`KxP*MIyjY&3#7~hp)y^Js(^K*V7HIQE>nQ-vNzlt|+B9^SCY6d?L
zBdf11&CLGKp6vLH&|PJ(Rw1{=*aGC(6MK{52VqAWw@HGxhhm<V#=@&T%Cx;}TiO5s
zOe5_Lf8!Lc?SYCkSA9J5SAX5bDcxk&Z)ami6rlQ?q4dVG=x@cq$uY`{yMNcm;=D%c
z0_KA9YIr-yl2+rBV!*u-^He+Rrs(XP+oD`dl|1wJ=b_JKUfJ21Y(@hlu-wIsbf*(h
zFUOWq9^OM!wHwIa;<BJ1H!s@ecPU|mPxPt<UpjPLUL^l8iqy&!10PklSxz`CdhEAn
zx+aUQUu1{K-*CJ&-f;3`<BY<R;{V~|@_Grq|3!08y2nIYUH<IQ3;UU$yU+*vtuE?k
z+`1RPM%fHff7c?htHGvq<Ec5$SmRjY=4dG+#Q-Y*2u+f9#SPpWJg?;=-|U@k4nD1m
z)slOW)vp$9J!Kn$MBqWhsIZz&Nr7Xw*temhdP$tP6QUUjPXgmrwfe6m)#m*rHcH7#
zF!Nv9WSo>N-XhqMaoFzU?Oc=;1b?vaYCQ0g&VpmRz$noE*}!!1nfs%vak67lo-gu4
z5jTlJ`Cl^0r8?m{#e{qS!YP@X=ee*KQVc$Dco%ck?X+<hoYRAwD-QKYx~~dPT_NuP
zaamnb9;}FpC9n80or%sy6rzQL?l4gZ5`6J0BAL+e9{|p0uOZF^alJ)p-+OX7GT|Ie
zKL-k6VG&@>|8@Ukg5LKZT$A#Y%YZ==F)nC9Re7%<pC~t@!?(is@tOx=L|sh6lv0)j
zNMj+uz}N2WCvt>uZSd!(WsIqI$m{n*NWVzkn>8Kz=AYDB=W}*V=RpQmWCJlA`Zhc&
zGeX}!0DVi|jU`pe^}N>%uIl+c{Aa)REhTI8CcWvqIP$oL3j(3uhbMi~o>rFX(1;5m
z!rtJjFtqD)`KBV}Xkh-bM(*AxE(b~N+*~>gB|QU`qx@C?X|jgcr}q-N0m!iFQMy||
z{DV@RXv8!bpw&K36<`XO1{lOx@r4{SS26e&+MJ!`#8Tsg{@F9+qfmM&nKdKUBpqC>
zZNOxi<b^qLHvYRt)cR1NH(aR<Nb!?)90zbqHu109m$URgE%yE|iOD|hot3OVH9N8-
z15}u4OeBOl;oQ?M4Zi~RUR*|fVoSnH*Q-M8${GlxWM}A^M#dzQc`C}f|H{PJ+z2u%
za}FdNjCc22;(e#Q!pXTcM=`*>MBpNF{)yTjs<zI$)!^NS*Qq~?<o;v^JF+H!$Plhb
zDayFk-Ge`$vM2741s-;fzk0{HjiubQUVSQkWGOllbVjqvUjI&Exy|_RG%z@M++W#h
z8^!#iq~r^06?TyD&+ZdG_n76?cZ!w%QI{KU)n~jsB~eUFMpacg0+acI76<maglC)}
z7lD98F$ylh;BLK)1Ua3Ei1A@IKTi&n;ZLqUB3!T1#gs#n#is>D^q)_#OC5NiGaM*G
z=`)zl7;}XXv#E2Z4|@mjlnXsbb?AQHkTzP=>!irUE}p=ngq31H${nz9(F}h8y=i1Y
zGA8?0C{26@Yb?ELE~4xBwz_hvR$1D4;?u6&_&r-FVQ()qF7i8O(eapwq@_1~XmxV(
zTb94xfWhyy+zP5KE?JZvKjlKT>KyFbg_ogt{y*Nbg-RH<<Y<NQ?_(?D=HD&UrTX5t
z->7)bvcO-W9l;Gb`w;&Cj9S~!0zCP!X~(NXKob^^0<zhS4oTlq6v^&Lao?&YU4xj(
z){U~#c`Fb=n?(`n_^{5-q{e=V@fnHb{T9(|V+XK7uH^&G9J7OV5~;eP@uxQiZ_8!U
zrj%d;X+UDZe1Lm#yNJt&eDUHKSMhzis7Bs?wWyy(v)hgsCM&#OUgg$$hFmx98-W~Q
zA;0aEkC?ji3?@w&+|4?g>LJ*GKI_S~+fqyg`^O%2E7bhbRR@<~nu$Xn1tMxs2_sw=
z!l@ROF{!f|@%pH(Ly)X@v@6nDU#G@P`IqrBxNYgJbDJcayRS_{U%>Ko?MezoxqPko
zVV~7S>IRSR{$s5u+xriG(?(ZXk=TpFV{|q)=%Z3|d0{0Jj#c%%Ti^7k;Y7|<bBRdg
zjY3CF5x`2;s?Eqz_MhAwh-f5dk1ZCx^J_FvD+_d{UQyZuS)nvVw>JI`v;4ETM5Xlc
z@Xyz=zxrP)C>4@alZgU@9f`8WP@+Tnjs@UJV|P_Et8e<B7DdVRq8@|dEQQ4=m_f+r
z6gjBWvNl9L!TE)JG;<vT5&av&HjXh+g`K$r^!tT6mqDW=%8|<+h2h;@d6ezg?_o9!
zCqFzl=Bq+%qAHw<!#lFok5%evfA!&!{07a^RpX+I>wa|rQIPsOAH8q&uXlPIHGk;u
zkLKT5%pu`IPU#-159e{3+i`#`Vzck-78Ys@?Q5u`RD^x{_vT+EfTWNz*z6UdX*lkO
z0OC>#J1Lt!_qq)+CYN{vDxD6yZs0JlcD-TLF{{SdAe3T&)`>M?MwbSUG?&mc_&xz@
znXW4}kCr7!PN4e7xm653tpjQ6V=vPlk&@Ak%xp~}7_6*56jT!iWQNX4SKk9)Jx%d}
zzHya6<{}P6_5bW-10uY}1_M|K0Hu>fvzLf8=FD?|qGEisInD>#3ilB00HkaUy1DN)
z6xX=$7zgkLTpPBuCyObCO2QXQGL{n5wb9FA$z`2q>tw^Q&yh&GE+UP(aa3`yp0ixO
zX&*G(RETvDJd_&|SFh=;BvYR01Yp?cw{AVdQr=9<Qj!~Xc#Zwu!+E*YAkCMP#pkgb
zMILClfQ?_p<U?aOAcZWC6Lrbhie=z3;P0mi16#%zhbQzLq6Ef;9~$25f5~w5lp7_R
zqkcjk6pm4`>}f(KwVfG;Fo<O*hLWo?P+*Fr6f4_gSVCJv11Rh0DL~l^Oy)0i-~>wo
zSs~QE$(wZ}8+5ftC@vLoUJTY{HV6pHb>LpTQW-QGuW6*A7lY+?*t_v0#!B+{+TNNr
zi6HhKY7`T#$&P<HgH^hsz?nHJsGjbsee(tIa7(4Wc=veB+j3qhEY0Js^MQwo;P1gQ
zfKQ;viVv<!>bO-z#8&%nxB79ZIg1gwEMy?yd#Zh5?ywJN2Wj1One`dN0?~^lN#Ywa
zM^>+++Ckrcsd&8Nt0S@YRbr5o+g`2O*cycvCq<%naS<q!@3v?Dos0fN<Gb5O=8U&;
zo-?A{ukE|kDm=x^7<Gy#&JHl3wP(xf9SjBRtqPyXYtsV(4JCRWl(rr4B3(V2rv>6z
zE6;nstBDF1Zd)URy&C<V_U2VLrE#x<zJCDk;j6S>I8$cs)1yp1{{V1R2wHaV)gT$X
zf)zP0FrllD%QD+NG^}lVUrzM*Fqz3W%|3ciII*p$<3m`dY~NGdHb|w5Mj1jVxIA5y
zAWLP77dGi)ToYdS)UjmsZuU)Gj&{1qoCD<Zzk>7}-ZpEcP|~Vgm~HVd*sKcs_bS<k
zx<A?jTOJx@+tLa<bqV;L*rBa~cJQ8@pNmY5m<JAjiA}zxH4pPcZ`?5%2sP7aYd<?R
zBMvAo5~6_%4VxUDt%C5!__?D<vhH{aXWvE!yP%_$G6IzTQK?*gTfyo|Yny%>WHC_I
zLxWtt@e`qfI(9kA+)G2Qk8$x7g9pv+XqHL&hq-lWG$}pO$DMrO8Hzo?(*ml9ty>bw
z@I?I3KLC6#h!`Ks<NGj7WPzc)<x98?tRP$Ac&m(utfmkP!ys5g0IQQHQX89G8HWHQ
z`?p#p7YQ1s?ZeVpLc$9eh|2}$W9+428_SH`8<Mx$kiAxKx>OYD?sF&g`pJ!(@U!FW
zyt93St;9&UD8~KsXb0J|i)S^k+<y$uv#aVmW458!wJnhIXD~Wr>XAHAZT)&T$lwoV
zne9f=w_aeIAG&*t>_~%!`iQ7bt0&kx=t1P8_jdZg#DjZS^#{Yw6c~MG$FqjPcm-%y
z`uIaOfYW%}27Wg!tgDT>KxL{5;20G)h&fv;$TBNe>I1L{2q&X!^}2Xb`^2qtKOf6}
zWX5VWHlc<+?;RxPB}_l+2c~_^n&?bo2A&@#xmd?<T(J3pT<<LXpA0aht4$6BX$txS
zaiTIaQ+HI<z=^uZ8j=57c;NqeT{-!TLaO1qLi|wykN8YmZ+?Q_LlteHCEtn5-eS*d
ziG?WO-)xnxLSVLFum&S?8CPg~4ZW)f$8@$2ZqdYfnSKn$0iE!FYAtKIE{C3Kpyd*5
zrS3D(-~iq^lXl3o9;V(>h)}-st9;M~ZiIRfI$PQNId{UIMsY+rT|}sy#WiB{hJNNJ
zN3%@FU0<m95=G5V7)XS(e>Of=jquu9b{ZJ9GI)ET4Tzap*SB4s3>qZ0$~YY1Dz&X~
z@a6i`E$7$HnW@Nl%y|530cfPqshn?O`_9(;!mL}dX<5W2$dY0>@0$E4H{8Esv0|ti
zjJ7kXfQ+$!r|4Gk(vD@C>CA1gqfIbH(y29qe2hrhfEknWM9E4ceVHIf;JQ86wm=~t
zYX1AFZmY&OWNM~Kag5;(8P2i0r*2HJ{d1=iG`sQ<eJW@D^%OSu)j<@5y<ntq$0w+2
zPvBinOTuNHhRME$rZUo}_=;<^=)ShIgb`_9k6_@R)l*hq?(48AAz^0skZhTITE$rq
zep#(DqNVeugkPoAf$+tg5z5jvvRm3OEAA&WoSJ4XYPvO3h04Pn-K?!Ez~t;K(S~v&
zA#faVB40&Cq(<Xi|5>g5qiUP{I{r|^VMymi9Qb2kNII`nyD#dGchfy}j{g9h6$Mq?
zphI|p^v8N@wSMy(T0BUr3X0y?Z|<z6{<ud2<Cw4+z{sMW^+X8I<(Rz_V*;W&xMs#K
zzBsW2kI3cg&pX9W2JM~PuQGeoY!cBuxA^DqbI+tW-Zgt+pL3-&W{qld6j#crA#JF9
zj-|z6=tv;-KRsA^$pF>Enu;osp2|CYTwEv&``T==K+Bt4{jv27cOeagXeXX0ijGd=
z*cxaWmCeQeAl2rx2%Q3;wvhfpuO#sSbkA01XY@9e7_o$6lHuYz+Q!vEtxU6!Hy<8-
zKHtJDa4mTS#u_8D(sb&il~_!hxF#g~Q*_lK*>f1mti*lJX`)|mRL8bZfmz3<<<5a(
zkfqgmSCMX{jl{!C(W(Dfvi1-;MVf$QBLVo7Z!797T9)v{5jvlEZl(K9u-x&iQY$S7
zDTKdTF(1l}LN~NA<s2$S%1)huFJ<|bHfMy4Di&+cfAWZGFgw2#B)Om9=MUKJ!g5F_
zy%qq_?6#eWq_y{`jV+4dbW;8xY}4JqrxcdMd%0+?o^HRT5&q&Jr_O3)@I85}5y_YN
z!B-ozS4I|g@7=w_SNR8ntKUwDUhG%a)tM=Ebgj6$?dGf1tT9fmb3E#YO28J%`c#{n
z4*oi1LckCjPcFlhcT6v}3H)7s>K=a!1XXTsXbHwR`0)@CV6HUQyScmCi#~AlBR=>Q
z?>6ZJsn1R@O<{~4S!5_%NsrX9+wz*Qf!~$HTmp8?QhHvJdIlK*{ikb-EuDL`jwtXD
z*SpGDQ|K5AffI;58_<OFu4`=I<b9d*SD{h&%h1r284OKsR?**|Uoosy1D;C-e!`)V
zCr)8LzPIst3Mki2&&z11X=({Q328A%HF@bHi>+j=tChk{n1*pX2NS;^9q0sUNE*q0
zwlzXa##q6fi(6d95zY3!?zLGmR4kZe9)Ed$fGI9L?D%$K+WOo#0wMY!%&#P3#mwDk
z_)XHfgE3LSfX%BU<%jZpz1P=vbrtDu!|B?jWQ&ydlSxq{i>J!ie5`zf{)s{~x%u2U
z$9|He1LM=)VtxV|7`Q6%YZwyM!#GYG0c`f<`-2Lxy<<hqZN%Anq;=o6I$|eo5GWsK
zZ}Vp2mNFv(_R9PO)ffDOOPs_)G5k-}NyU3~35s5LB6k_xU9Z#>n=Hcra3{AvHW)bq
zju3%{>+MJ%+bDG;1NW9V6fxLEll_{p_*?%DM5|5Eo+a$MkbaY#>~-e%L++Fr$vHHM
zR7*D>xA~5ZS#55uf$pruwoVov)FT&%xn<lR2E|54C;?B)SZ0%1#x$^%P_f_8a^C0|
zdjS|;X*a!&`ED-%ef^DYyvPNvnFh|`$(-wZi@t<obE)(TQlb;NLPC{ae*Pl3L7O-`
zVR5@mllh*5$R0X#f;vaH`b<ROPUugUl3(wc&HSS{RTvFa#BXb-H5N{F`+&YHUf{B&
z7sClSZ>!CvdrOh=&jZI6ShDt=*<W|JHp!^Ac^pJnori8keuz0f1illyOa@c>(q=AN
z+HKiyK|AfP;B=X{sFmYhSK+n*jG2@CYa$&7dcMJj-0Q6`P3IKJ;4$C@y`Bo=Mz;qM
zCvHT_z%5(e(V3*J>)CeFUl9aN4gQob!F#Iwmm~D84pIfZj^xuZdHSei{IhS>4T`v$
zRQ$)R!NA+v%nDfim{)((Lme)J@0Ydse&s`{@Jq}oI86&_@~Ajkwyhj~Cv|vNKY->+
zGo67AY<BQA!^7Eg7gff<9ZT_aSRh6InCJB;Bi?H`EKGY-`2_4%6!QoXSCsj5XGd&9
zcr><-Nevqec5W}rG?ZUAP?@AFea2A`qRlJet2Pzh_7FchHWA}94!y|rrL7)1SG`GN
z7N?zd=t)Kvxg=FIm@hgx9?y~i@|RNoeRAS>0;T5A8edb!aw*eBI-4-p_9QaeQD;3X
zA^(|bq5$U;b5eS}xb&cvtk=*g<*?_E3t<_2J{i`AY?3OIAX%ZmB8k^8t$(V4K!@27
znFowaN80{*<Z2;2LRH{Gt`P12quKbc;<5g-^C<J5MrH)Lyz(vaN~!8pYxVcF8K<cU
zigOH=G8pIuFlm<fstG4x;3#cSNkvy-Ho!b=A?34hYF8nqEkP>A_HIr#2Y@Y3)fC|6
zQ-un@N{Nftl%NXC$0h?DSZ_3femW~2<vMJY;K?KWr7Lyiq~?J8EO?fLWk&94LSAhs
zNE;)3=LY^v)zSm!^Kz~{ol#UtBnzCwIM4Af#5G%k-&aIIq#{l@eO?jvCF8EYyg8%J
zC!ES3X|_y7I`%|r+$u$yAdriPAhEU=lodOFyk=f1pD(9jn$!2))jz8(^YCt~6ld5L
zHFZc4xlEn&)ZLj-xoEd{I25p4)(7{U%21#7No)^$Qc`M7#e)&gW@)U;^+IWrwxnCl
z6<HXo1M-^Gi>D^K&KKS>7L$#8bW6pz)xwV0m{AxX362~}%|(_pY$3bbq57-n4GQ<c
z;NjM2{4u6h?>=2M>SfDk)!R|1&PfMUrHb<EGjv0Z4hAMUPQ=n-w|gsA9bwj<%)3;_
z6W0k$lvpA2lQ+O*aI3>L`^;&lGascz>ujQY;<`z<R27yO{SUyjqF|)ir%{);SB<G1
z?c=xzYuZs#c^J(({I~dh=@O%VYvnhw8=I88zJaRFsUVg3-mCrXxU+1IcZx+Z8w^Qc
zy-}v#hYP{UT(^^om5y7B*WVg}T*h#sKm!4q(oa}R^=(zIKdlWd{qdmM&LL=5FA`OH
z7IQiNGLAJ^EbFRCe$?>Y^pha&3`^XjIjlXUlWOc)_%_4QyOioaa7wL1-PY;&?ux~Y
z)M}~f9IM<YIKbh)bf}RVm|XF#Yw`?lM64fHuv6hFz)>L~>}n8(=7W)={x8ypT$pMj
zO@sgGff_y->TK|y-zsL-#_SEvC8BB<L|MoCwJ71@vvXJVFI=O=buY8At9<>vI_|<2
zkgskut<xkU&}p{KB1J3zCDBBr?Qu9)?wpGIurX0EXNt9Bt}>KikD^@a74^CL_U*8I
zouN%iLf@k{8U=wT#_C13{IDh#;MpLSL5Wf?`VSXrK64`AeIJ-Gem=trCHNRoq`8Dv
zVCupN8IhxnS56_qL7<$1iES{+ibA(TmHL$Rnn^ZbXX@O?zYa6;t$r&|+?F9AM#$>(
z21@ZV>_ZX^6q?;c5-hZ)muQ%?3R^X4cGg(?x=~yKHF68K>+EkY9>@U3Tjs`_tjnKC
zAYRzyOF#ayUH`mbh6^lvlme&!p4=>Sv6;A;9a!pLWBqVe3&1t!N&K9~Aw?euxI4v_
zWtwL4yP<)xBrGQc?)ExB$sVelJfghE6Q2x_1*pzCrov)Ovi$WgEH*+!rcMY+#^lvm
z(>3j&i^6qv6Q81B@793X3W)*FTT3>WReNPj`|T>_%2pAuIDc6&vM>CbFjc`oU^W1<
zmwWA0xR)|5-oRc}inJedpiTig(ei%*2wbcw)I^tz3=)1(+?+!Vc$hVc*1Env`2GV3
zY%>mkVx$U<bI!nKf(}DpD<;*8qXdfuE*@D_`fXzzA*RnDYr953-?^`7@VFxBc|l-!
zA@m0Js0TJy`6!t6(xriN_QYv%>I?Hh*i4A)l|Ildk)MV1dlxyQt>d_*&>|B1B^bwI
zPjK$?VBgR~5aI+aQ);pdjFxF&+gT+Ndekw9WMRDy?op`s3bb$L!)5{W1cU2L4i!ji
z!C0M-LJQ63su(<<qc~6-#Z!%J@UkwS-|aKfzUUmt+gLSnV192Y7->$oeWQUgBbU$$
zhr`C|<j-M|XSu{*R?Gujk~M`)0h~M=?HEunk@|E#5};Q{Xrqiv5vIqo_U{FzpQdP6
zvRGjlUlphVHi!xr&nb(xC;;@*_%K^HR~jP~XA|#6)WmwvDJ`h^&+n&L>{q3j7TY~t
zGOPFA+&A$(W+g#XYpd^stfvgzWk&fy{GG@eZm&<2a`!`?$^$eJV|8yyRAloFO(wT5
z`;X$N(4I&KU=_b?G;(ae9R8JSQ~k3{dz#jf**Bi}dp|dkD|colfMvJV7;~1oYcCFU
z@0GQ{#yNL~)Q!b#WP|C2YW5IdfkYHKgW-~}#1#Bl@RO3oXqodbzN^Az9Wg-NAn95l
z4iV{8S($O^b7-<snT<2L7;Vi#_;(JOw6$O9UwM5@Udt=bHydb~8&L+Qa0{3_v;pl{
zT)QyY=~8<}ARy_C#!~#u`~1{}A-rvj`=1=dzLL3N>8yVEUr(TG2B&7p%|htoCwmJ`
zN#WNjcoHaE<z^`)%?t<s06z9Hh)$g`vzcu?XES!*V5W8OA&D0tc>)<+^$0!s*r+6l
z7>IEcDh)jYpF2~hTQ_qIfcC0H@`6E5q9uSq_NbZfUQQ`9J@R;WvK+|B*DRLx76jQH
z>PPeubCtfBnccu-Sax;blRjb)L?7LTEaoC2=$+GYU($)gU?uBBa_xEAOtzIQRG~P{
z_3zRjVT;)SD0KfiwD|!T_hIVS$S!6XZVGky8m;nO<@oI}xIcH{-~D}Ya;gu~!jI0%
zDf|tCJ<wG1w)Ow2G5*hV$4J+8A+SujA)o$pAR-P;ea_OBCeBJ8ooQ@BAfE$tS14~C
zr^*S?jZ@`7aV$>MMqOOm4h~x6l>5OM`Wuci%^`Iw+`m?K0?VBP&Vcvzl`wPluAz%@
zR#Mu43Op`(1&6}QXjAB35|}_QT)KM7%X=HAqQE(eqF!hrl(%-Omco7Fnu0E^I^(`O
z*Nv``avy+o{_^70>Pn*@Y_&o4tw5s~2eTCEO6aRM$9~zmv2(F*G&^jX3VJV&0#P~%
zZPc8qHEcy|0+PhGVjuN>>0em6RdSm<l`3&iy4Xwo1L$`|MF!8PoXsIx&uuBCl>%$)
zPlhSTt(KK*=DXVkYmJ}uP{sGL`}Gn`mm=3pW0m{e(d|^>b_Og5@h+M$JneRjfjOM?
zsQ8b#RZRZtQ<QcC__O3?L7oqbESEd-mc($|y@jq!^G-nC5DlU8`Om`k3}rJ;sRnWU
zQ^xH-T&|`dH~CGe>wyd&Ka4k{o#mzRG)ajQ8!*FjqL1Ue-xwbPXl1FUnQbD!8GVw}
zV{Q4=)Ps0XdX|vNS+cD67a2IYR;h3%&~`JVuyhHM@AkK!h@S|#)YF$Tazh5mP~}x1
zg66Hx<GSC}&<<xt=D^B>yvg-Bg9=f^c>-v;F=ia1E;v`qxohWkoO~2F=?tRfz!awK
z>FlgaDD2jfs{+V@i_E4X|IwYRL4FfXz3+;$%GA~ORwH0d4fP@kAzHaV--z&v%idiH
zGU7xIJ%XYrE~@|C;g1wq{m0^PdG5D#m4DQooA;@G+S)a=|0x?VQGc{^6l!<%rZjo8
zDOyt@-PP-8&Zx-WWjj5`K74QJ<v360SftDknGX;3)oyyK^RIo=6UZ|^Y(q+L6HHCx
zjZbgu=#}Ta?>d@0;;{5>aQL-8_c^$X+ljP~o8WX@`Tll^?Y?rIGnW|m><PK9wZOWo
z_kA8(oVmuLT^7io`~x-R`0<k4KS!e}`<AN{0w?Zid@`bhmh+sS3b``;o0by&DnK~C
zYX*ddP+BRCTF&A7s;$H>KI7P!BX#nunLQqzMQOmyu>9JsLi%*Uc5%hW@i2NyXN2Om
zUcqF}t}!VK;P|IUzm=P^ar}k=TvZlp58xQ2`@W+u6wWmSOQZFApT>wkIFJbb7PM%h
zN6(xgtJ<3!6?32yc0%Y}$07*!8_|-EF5_oZ;`+X$7qjw?hl}iCyfVbd9R8S}xxH}Y
zVq=ewN*-!nxu5VQrv--)bX&u5C1pm4zZRz9_*Ld`SGHF|Td+woRBwdyv*6MQQvg{3
z|CB9#83Sv3xA9*Uaudm_A5Pcn>&hw}zUICnCM8PD6YT7j!Wh{v8EmNldc<SYBQkBA
z2#ykQmJWsN(5d}>Td~R#mod$sPy2H~H6bEt&d~#TEXoQiB0SpZIC#OeBMPQ8=Qd*h
zXdzpCe}P2e<_@{2&&AWf8Yu@8D9^sVtSmv^e>y95!`I0mu0X#+d<t@}+QLZu2bH6n
znv4vG54=c5A8=|y@Aw$Qg*77ZtuUy0?I&i1sVlCYIoG*?z1)T`TUC}Ah!t_6W3Zpv
zIf{&nz=JPzzWDGVR7+c8aYX?Ez+5STP-73US3c>EY%0?_hc@t|T#ZX>h|BN~);qPp
zm4lr=uF_V67du=>sy(FzC6>7(2OGb={FAg*(YiLFPzBm1Uen{#PQ@QMJ4eQ7X%iOE
zau;^IJ0^%TlOFM}4-UCRcFGYza{mEvNWH7eR|LQ(?b!Al0Z%JU_6)CZKvFAq2&r9T
zFHDREA$Qj_AY2=r6J;|ud30$(UL{LYGibMf-#{u^Xzih_Lrc&WkV_f|_^$lB289hz
ziDmfjT)pW|3*+p*OKFa`Z&JjAP8PxYJeXd=78PLgvW9F)zlf4{ye5P#chYwwl5&ss
zBqPegribt90!Jv}ROb|i?ZINHxe)lY2&7X;XJ%`=tsEaX4I3C$Fg^(h$u*KIn@JMp
z>PJUwdXTO}b+ew57tK<;dPsm7x5KDi3V#HO$=rQ)X&hxMz?)CENyq^L=$&`zaTyqH
zHmFeYGb%}|{oQfzxNy4Aj(EPCZi`@A{@P6WPFvG-2^;k*v-mnDCn@;x#3gCPz^2m&
z#6n|3%jrX}AWSZ0bMVJ$N6s9PClqH5zhz0$Lqhgk5<apEVMHmBBmO5&)o1XqyJ5x<
zmDwHTq5R$;ZL}{MH3<u42*cMvptPKg0R{wA(Q+iUpWlkY((-Z#*73coa^DjJoj;|c
zjz1fKJ<W=od;iKck!Ux#5S^CmwLQ)RH2@KOBA_<<UKIlnk^7|QNC|lQSHmf%2L6&O
zpv-YPr_Em~+!_^1+Q*Ch`2V$K=l=xC|F`!*q;K^=Y9GG%g&9?D;I^^_!MVMczeMsX
z)l>N}TPJKErW>mQa7YLYkmDoRK>5BB%C(z%v``=5D2ew6s*{<~#W08N{AO9;HSLTB
ze?1}191yBDPUc-IHHVrIsGus2nmC6_fG-Y5Xga0-gbo83cXMmOyV-&BU{VZ2n(JUk
zDZk%b{G()DcZZ?0NvGM~Uc&CRwFY5h3=idd%nTu95rxNKs@WjA;xLc*d)s(Cd!L_|
zF=w5(RmEj}q80R0LkCZdm@{o`;3Mxp%wg0QkdaOv&N89|&>iMLb3PW2G8!!|G>`nk
zO2%M)-yIm&=Mb1c{rCYRq;#&o#Y0GVtmb>Dv`c+kZs}!glCriKIY?wE7EhO(omC6p
zw84AJtJl)@6=P6AU=CT<=c=L{L*3fb&UZb3xCM>3D5v<IjoYD!Wzhm=3%BGQ0-+}3
zr<JzzJb}e*ix0Ezz8N!erhG31>+sSaa0SGH;y$#0xJ|E>FL?6I>vyv>N<g)fM!21-
zk%<WC5>*oGwaF*TlZ_BELYstZxL?2EO%Fx=>>%t<@?S;Eiv8!(n*`^hJ8HX|Z2wp;
z>Y@{81)A$O3j4rAl%xxF$X0C<b>BS5N2*?n;fX5zdvI^lEb+RqCZ(pA&`RrTVyAn^
z?pcfHchLo?iKxWKjjd`lZQ7=YMcOL7yE;4Xx75Gn+z;D6SbX@i1F#i)zta2SXb}5P
z;U({v;i%E+g+9~?r&bM97vHqM(@Y-MR|Ee5K=nbU{`tSAvA1f2CG-|n<=t{e8g{aT
zn^Db2#YgpPNwCD3(TsegWNdi`(@>j!djIkmkF%BhxXn*97kcDa|J~>p^t}UiSM&Q;
zg-}f+G^3Y1f^y7COlfxF42!tNcK-`-CvcgU0$zUBzLJ{X+=N&y4$K%^j^CDUhOdG?
z<Nq?ed7If?!dm)noKMoI@~eOP`j@A`wI3_PBtp^Rj|HnDKiWg6TAG_JB-T`H=c{nY
z{XMQ4gs;S+^XN>r4vNzV1)AM9e<-p%rCFC9!Rw7<b}i>7)F5hBa}V^9*5<$JudnS)
zN>#G7CVu87)LEZEnFhFolTkIdr}DIphV74slCSX!b{Otu%IhSPXNuKkg)x#@@MKPv
zMx4)TU9Zm+x=^TNX;y3{Ls?^30TvVDB6U_Wo|Oi^?T~Z7l^DpBX+ZLxw~|AlP3Yi4
znT9wwI=VG)GQc%b_>Zh!hc~x?eX6Y+_n55ta!yA$Z5b``C^nNA`-x+dDK37gPHns&
zYT{(*;|RsW?2&o?C+6^DD{W+lf}ev(jZbYPeAf^Fms0nt4R%TIN^^H#&T+H`NyoFX
z&8NLD!tM%FRr#~{`^{a1kApP4Try^Y|EEhw{Mmk1$TCen*i~Xk##*{YXhccwB{3hI
zZ)85&EM<1bB<9d25pn0vIYHoiHv(Nf)fWwyc{`DtaP#haoxscdEiv<YT`l)J^Bpmk
zu@TMCqqua+_Kr6KMlkXXOXbk3_|ZCmU7BO2$6@Ut_hZN#t@I%K93B!Aag#+a{zuc|
z0fQUNP4=czv@`0A4dkkw5>&>+jwUMiQ%k&@rG()cwkl#Xc{5{a04L}Y?k~RN_ega(
zR)0yt*l%S@Y+ijRh9f?rJfp$wRC(zE!Ot)CEyeK68&&s&X*j7hu~$h~8?`2Bist$<
z6<wEZ##aafwxZzkZD9i#DVV~5t`gxq@#0V#YFf@OhBVo6>7guw`AZ8hjk0OLD;>?z
zMY8$DIP)}$VFn%!ZlZC@``ZeF&4E(zXO0tr+Y;O!hMP456tb-ieelv^SneghJU#=T
zS(l`Kh;^Q%2PW;`OXehv_V<~VbeN_-1NN{EnNH+TOQaW|yf6iyHCfGS&9q?cCp+I?
zyFxqvaK<2p)g=Fj@3z@|pq-9LJ5k<IDziV%HIIOYt+XAWm7AEcA2K4z>%^(ahHPDf
z$%YzFXEV9>9qi5P-=lP?DJ4R-m2}b4oNna3$l?F4>=#HH9pJRlKUu-(nvr@=0ir;H
zz0*@6)~MU|-RoT`&&<=rkfIpvz8T3?R<WlQ3TAd>8Ak#kNdmW<A;8-vVWrYJIg2lI
zpCFJRyy3@rlktRcgEaQhWvxr}cgE3UaFkN`Uan!T>>%4<eqP{;?fW1W`-TPqp>WN`
zam+Gdp~fh=;GHZa9*hN=Awbq4s!{DU6Z``RxvMF1#wDAkwjscJj5kWs@$r>Mrln8Q
zzIOS=bzrr;!Uk6_C8}AMj@Q02_E{=7A;ZA)!n9E-9a=FRa!H{kjhHsRijni5Dy2z6
zzzPDjI%m9S_v<mqp5qsUl&8>HyQn=irM1e0j|zl7iwmO=>yknT(5}=kbn`yYRFTsw
zggc^yn7@x_2TF5D-5hJM0EYo+aHvLc-2XeBQ(IF3U4;aH&{5Mv@#eJ1QmHU#yXWPQ
zdtc<{6JSHu_jv@4%E>{2B(DFb^Wwjjp#OLB^#6Gc<(n7sC2ej#=dL}Fa<`b0>?(@p
zatX^bao>Ucs_a$Dx02%(_#BhQ5Z%zCm)v%?`i-(9%KlN;>`KnB1$($Q>J6eb6$<e$
zL=(p0C`2zU$<<LtC$mqEvy?WYTk7rT=o6CCMq<>Lz8$7{)a3%%VOT$uL|$Q@!{Y!2
z@Tw!Gw0RcRo2FTH@88ZWZoOWZeVWPwHxbkPSnhCL6i>mI<%FgSW_eRR{KaxNfpHVo
zWibro59K2)p|Q-Yq0&Or43cha$DuF!xs|Bh$DfxQpw&a#BS%QjEH-A`PV1)Dq^ppp
zrWpdJtKxgpMcKbO+Q&_BFTp+8!iWc8r{w87NfmlLWBdEkU70qdEroT^N?Dva3M0?M
zhcSZ~(Muw+n`z!hyY+=Qm4C#`#Tno0%NLP!3i5i?Grm#KZ|;mv&qdk_uD)seO>+Tj
zFyMBWp{uC+H090I@b?3DfNzPGJwbGb%^#N+98<Hc`C1Hgck?0F9M)m{GUhbem}+(A
zQct{yLKa>Yx2D+JhkE<JzgpLm8nMUM7uu`~W-j}Ncy9vSl1|M_dfHWHcAn-$eP1-;
z_HkCoJt*24lVaw0M(|Q2qkXpsJz81X>k{&?OviIxXawQ@*&cdz1o<Kpap^thyoK?~
zyPDvO%3VW&l#vrsjq)`HKt3aIhioq<^dHr2y^I{mEizpD{PZQnT}$rFr2UJu;jRl)
zk-hCk{GUAqJLb?4eDdQ@c$fbGqVC4p@ac`%R`umgu}80htee;_SMn-wmpZdm4iXO3
z@e6|;)s?6fRp*lTA=s$3#}bP79U<wa@7PSf7spx3${SM~cZiAeN1=yZytVqJdi~`{
zrQ<~ze<eSrRot(qXO+)$K7>qvH+Rwq6)a>D_B52_jHh1WRR#d)ILk9#gY7C6@h;tL
zH-r+6s-IVhcg1_x$y6@b1<pCI>+fd|xo3G~gplfio=%YX^W(4vbZ?zk{?&K&mvhK|
z?{`)4LJ?OM$^GXmtK+aJ?kMp@n<ny))~t%J;`6P(oru>rSftZh_V9j_z!oE#y!j(n
zo&IHMykqJ|CmMV~S-mo;tp^*(RCTdL|D`U&ikd`}wsXfzrZ}xOKI^Mj^w0D4<k#kr
zRa-3a3OpnJH))Q}b8*m(fB>cMov+3@+@0RHijEktf=~M~BMdIwz6kBNfBC9CO7WX3
zw}Gn>B{ja!<~WWI<Kr6@u38rf(VfM)1v!dq<MPc%?r0jS*;eg^ju~G>1TFrXuzCIH
znH8z9xuy0OqQ6Dl>SU@}7Bq@ADE4R8O!s=7D&Ky0Y33{2&xwgeFM6&(HfenLhWXVU
z$y|K8NwuOQAPaU0`(*3#wYS0{MgYrrf3Hn>eJ)i0lG%K$vHD<bn<~`sK9XRN_3Jia
znpPiH3fJL6kcz7Kk3d9fk~#lhJ{RAEmDfy)GeOyt!BQ%H#dhWdWDn(%B%^+Zj4Fg#
z^hIX|2QlEkwz5(tKNJmRYzf108f%Cx&}RZ>-}o0QC|yvDg+V0hK<w5Sgp(WgdBQGi
ztMLX}o{~%Nd1_ymLiC|wE1`U)Ni({f{4tn3;UCgn#D-i=8T_SdWMPc!Nb6J!`3lo@
zPG;<Z6G|J+eMeHGodPr62g^9bo>u%nfaUE#^uNW;whAdM3?FE2mh|VGb=j}nDMqkP
z_0f`#PpJ-!4o4a26!p`;F4-A$(7%alE$MUn%<OYg=v~H_eB`^JRauI`3_e9tu7NOh
z{=_aRsM)L=&1XqAOnQD=&H{T)2ofE-zH~zQFn>lrlVWvdMre<l%*5Qj^*P=shyetd
zZ5L371en_-O;bG7!~+3fo{*Akr?w<L7zTYLW7?No>)dKJH<qK7(zSm8Fh9)eDq=Ek
zt5NlNOH4GB8Kus{VkE`_)AS<L`1&CHU6TNxpG4P_09N1}dRIg8Zm@`M83>I7ziInY
z$P@Bb?o@FA*>lk1%O2;-CDka0c2uV1sYWCxep`q$8e#Y`t!@3(09p3y%kTwdMp7H?
zDWv}`%<`VR+{ARrRuEA^UuN^I%SfiYjjR&>($d%l?Y5BkjU3hZLp$7iR79jW1x8w3
zLj-Nj@4C?LvOj3llky#}s@-JnR$#F#bO%diTRK^+pDo%eL7a3xnbW5tC+$L4Rg^o{
zz^Mga;Tf6Hi$fu5uFJwB=9R9s5+`>uj>pU^Wqjqa2qjo&veqV3BTe#FT35}hB$6Us
zv#MM2C@r>7mS~il(2zE7%SzpyfNhRbeJk`_H%j)xyP99$-~~f6zeZJwh+iLas^HJ<
zZ5UMKh&9gWBO}n}mTByo!OTm#l99}~N$LbEC-e9}dK7VJFo3H|ymr6J`iVo%AWH1C
zgk|OnK0zj~C2Hw_(FX`@*v3CcJMR8AfJfa~AkL67HH-KkK+D{M5IN1Y7Q1k0A_jHX
zu`<6g=`bpd|3P<wvrE_jGyO{L6oEj*UF9{36cmg<0xDlfSxNqPCjUQ<NOZ=s;!qU1
zVz@SdL)x+Ir=}2i=t7Z|7r@K$q~|Qx;qmTCTOfKR0=YX*{r_vE|2x`|FeA!|0-&Oy
zj+s+$AxD=x>e1|`P~EZ&>0k@4YQ@q~%XWL^4B%iE)=5wWC@4!TEcg{-QYol%2#2cv
z`vs<|oS{3qz>A189pG)15ydn>8JiOANT&5*8z74W8XXq$6+9K}Lutbh)M&ni+ctP!
z9Oqz<FBwoYynVlNpb4;ZlyFtJMmWh*WwEKepf7KbEZ-iym!JwZCB4x0XVJf(vK*Mf
z^{zdTFU=fvhw1X{v{%h29fMzN8D5*GEbX1@mst*>vm@Fhn`2TrX7#eGJp&ymPr)y5
z=RP~)Gq4J**ExSzmC7r*;5dN@n6yiAZf{@R)?_cfzMqrm+!D78jKeTrwAZtO69476
z<`z6$s_WJDl%t#tY%3S_exyb~gyP-_<m9l#3aZ*BA#bHi_53#tROind-ly8XR)9`5
z8gy7&8}=oaYn*lKXET&d3mq~{>x5^<8+IKW;>>-Fw}SPIF9K=dZV$H9-LS_M-vm#$
z-v*8c2&pN&yHVB84fyHZUgzT1$gJ97*h;h8$~Jo;bedo6E~jGdUC0A}a-k~hR-~v>
zi>`>SNP><si~>~qmM-B}LCg8fHonOv;(3x5g6d_+yOAKz@q<>~pdBy1@!jO4Se@^C
zeAbTnyB?RXjbf9n9c|E#mRgb+{iKxiVbjHne*kl~|8}omW4`~AjTZQQv`=tLzjet*
zTRnCV=gP5FTGfrQ4gEt~V{q3+_MK3J;+_^7GU0Ml<!_#2XAE5_GR9wa*Ko0xPuOM1
zFzl~ZrWdluS35A@UrsL^bYXaVVA4>8Fj}XSy7^YNeD+$bex7!0D6jvpW$^-dv6BBq
z8bXh^zF90?*FWh=KI`EuyF<6sdO6I@6XyxuC%vl|95wG<Jiw=c189W?>U%V=_7NyO
z@f0>d+JxIWJ$1j=*S*7r*x(LkNkKu(N)dG>*K+m#lfOx#7$Ny-HKH9>RRcn;3$<}_
zl++RQb=tkx=h|YK=9kPABj^BY4Y*g2Uq1ONTctSzJab$Za|>YIR-S@;Fiy8y>-&k{
zh3^QhQSc1y$cb|NX{m{HZTO?F)y7p%W6k|U@s<fT;0VaA{TO0VYvUE_U(s5F%3*Dy
za-a=U#(ykZ6>h+gN<5(o`r3I2c<+xMAW1uA`~a$7A0}~(Emx$?F9>k()hDr+lC6V^
z@VI)r^nD3S*5t0?yjR021Qs6U-+e4ze_S<NM`5Opcify=aG#}Lsg}ehQsD$5s~Qfw
z>2Z}{w0)aPfv?5pndk)${-T_4XTD3Ou&EH4cT}+!4%j#mVtx4C(k^!`_%J@Zkit=Y
z|DwBW{6l!}?>fYCY_$_%#ik0CSY`|~*SdR?&^x=<as&r2{UUB^IUz3?+WM|%W+x$}
z^(UKG6*nVg6=Xb&Wv2#WAv-&X4id?O*-6(BA$h>3r4%djF(y#vqs>Arvw`)zT?s7#
z7w-|Zma`afzmzswv0mps?1?G|_mw;;u&}xmV`M(TJX>Sq=1CiE*N|fN)R3_gaLeF_
zS{;xRUUN&Ax`6eVQPBr*{+PBUioks1sbNe~8iN{%{oQjvL?kMi9EpBQw9)+9gVL+|
z5tkhb=O(L$17sq;6)+90V{wfxQiy=nMdADucQlJzI*o!82Q5(>;==&*&Uh2ZR|2ie
zW~64LPC`f-*Bu4If5f6IJdI#QS5hpm{cvW_0bA`8h`;t6&P5eif+hrpTl4!S2Cv;1
z+ODy2^vLfO?H1<P`~KeWnH5GcPT5F#TJ(aRYB9639Bt@Hw>;h`quV4c#f5e6ma`-L
zMM!;SocP&eYzZRhT90W}cqa*=+I(0*N)amrGpq5<nl@9>DIBJEJrBRHBz$ux`rey^
zBJm$U?P)^b=NkZj08N7FOu|LjsPrj>hp3cDVC3&%C{g<J=;2;U?u}vV+UtjvANrr(
zo;Qs+Z9&LQthatWLVq(=Ebb^Km17?2g!L@V2|R^=Py%_RWl`q?&P=*}I&V6}+=FX;
zgP>%(3ZylWC<9WK*)tykL>H7#<UD%Cth0$Ts>j|OL~Sd%^>NFT=0!}5evd;Wk`6qC
zVWJVVISM49CWmSHR_nltU~yedy-8gmdi^Z7g;>#ezM;Wkm8Hzt?L>IZcvoxN2B4Vn
zN3bvo5sP;TNNOH@3MQB(>*}9z>LVnxeVPM?QI40}!x#RSz~nztZzShXlma=GOfm2m
zEA}A#n9@$h-bbKP@iQ>CB3UcIXEy^X<x56zn~Eo1`X64L|4yp%UrAX0yYs;LXvneZ
zaYxeJL*?<0Uyo*Kw}t9%9LJjeR};78IA~<8sW<>6Iowy(_X9<d7d3ScneIicGR@~W
z{jWxxAIG1q<U$u!U?G$?&MP-?Uk^lk+@F8jpQUNW62epv8qhyld7%T@tCuxRGZxqZ
z7h;^@BAE~_4<H)NQ-W$LJhwU_&|@-@0?}6mK)(gC7nV0;nA2$n#--K(-gm#3gUk<T
z``!zqm}C}y+r(5*qr}_x#@xzd+z%J8{QXI=7Y5e_dT1eJK~xYX{(xKIKk6fH8zUd%
z*HxsQ`%<?VbUl?MgO;+BQJk;G;Ix;MXX<um7~j<Lm=0fSzjk1&`w>HbMnnX3V<jvq
z_kVGY9+aaJiz{sBPy1|e#x+lJSClq^_j^=0lS!InI!9j~gWT*8^Km5u!D{lVXaw3%
za}>9x;=RfC(l!ZM!kbnvYt$>|ZpTh93MTt#{i|t3&XSCCoq{?Q8NjP4DsVD?lq+6e
zFhmkC?!e=!f<?&ui95sBewjSM&}t!z=j&BZZFjDFZUQeXp-koSuUGcox~JhTTSCF?
zli~Z=vYUqaJ|Y5{G$U}gi?sWKB{UW=yMhP{hB(iQe5!zw5*WmcmKj9p(QN|`yJhLV
z;l3r?AbU=>8r_@rTH^iiAnfYH9WS%5g_}57c~=t{KYIT$xW>wa=G|b&O0$*C*odO5
zQ?rt1$Smkvsg-jg+`*3}%Est6k4-~fW0Z+iD(O_$*;Kt<5Xf{u$QA5jCcgw2VxNeO
z1~O9?@q!UI3O+f`sKZLmWBKzt!6l&cQp;5z!6ChuT$Euac>=}{N%B~7QPQdPT1N(!
zp#83VCal>BSz<lD8uqJqgCO=YnUgu53K{34F7oWjXa-U+RfGY{yXPhZhSR0_sMJ^&
z`-!9>CH|5FYFjJH-^_*2uW5pvP-?G%4DqVlQ23?uc>!9BGcj-9km2?DuF9vAWyvb_
zjBs#R=gfv@@X2{H58EfUe*hYtpJF&A8P8PGmWuY)ry&;d;vRPtuO<@GmAmnL>!l3y
zKeMKGx0ZkTdRByq%6`%YS$QRKB77&@K`Q3D__Nz|``vZk(6fOF&Dh#3^FrMl^}<@6
zf;4|1`Rl9PYeLmRc@ja0#DmC2twdVG2ZpFUwT`$I!%dnKA!f01ml%07Kq5u}bDK|g
z*y7%zn_}9Z;dQ~km+CUc>+1z|0Lj6LtG=Onco-81v(MH{<<Pv53rMrmv(ok<9}*U_
z2eQOuj~i>o5YNgvu;%YPmB&q)(I#icTw6?KxoTD=52G9{0|U?4lyJ1(fPQmn)H3S>
z>h*1XSRSf@T+a}TDYpn)2QDN)@kT6WCpGT$4MeY1bprMPMJVca#j?msMC9h?FJ%+Y
zL}=m(bc9_PRy5jz5)SE>)x)vTVA=v33D8ru-ffhHOl)9;YQXU@D*bf_NEXal;guh_
z7*OH9;k7Y`_EF$sTAB56W&teSVsHt@ln&B$M^aU@LeHbw+IxQN3GR1hA?LprVksUd
z$WUCSzlG!%XWLSur4-C9!wU2Y0>Mk?Xw!%anNd(>*pZWL8XE*Qdh|bdd+&HS`+aS6
z#%R&W2%<#q#OQ-z5RA^~B?(4Ph+acx2ojkLGfI>pdMA2`ND#gEh!#;JLK5{slIKj;
zTF>6=^Paue+3z{)yno!ETSNx&@x8C#^}Pzh6go!b>j~@um=@nyj<7iVY9x=gym*`S
zeA79dDzr?2OmP}NS1bf4DZ$7BOcg{o<rWGAvhbX-qX0oyszKHl9-I3V!=T0266~%D
zw_5O)hi6$#++>BmG$ZeM5}Irqv#7Ulia06s#)}tqRX1`_egh0(eCzWaBy4^RF~$fC
z%cI}M3pGoxel>3Z?Z?&Jv23?FW21;_E%yzk?vbphZifopj<uaOa1DqwuYJ$Fv6X0G
z4u4#@Gp)Q;MJY{e_&#nzVP(R2FlwjUjTsy`?ga?q0>Zm?u`U%#lvRe(9|r)WhkjMW
z7MdlUke*B-?BykfCguMD{&CU$*5Ht|IwTHPbXVV?!xLy5qYLB;%(|xfNO|BW|FP8J
zwQ7NYe&Pg#LM7Y8ymeh3u*trCP-2nU;xU&E?<S;^GHp~R^;a;o|Bd4DpC1=w$jSdb
zFAz*nqHEI_x~@zfq`(TjeUH10X~8}%SvDq(nVjqD?`<hBjUQmzYuE^YF)oG{<&hVY
z9&JDq@Iu&*5ydFr0vS@Q45|hwdz6)f4!@dVQRK<Lm-eKcckM%0P&#=?u|?y?3lgv?
zG=9IE6{c!J-KPT*v9-$PW#U|{maM3t{!E2bMG7y)urq&X_7b{J32^11H04K&w~Y&M
z9gZrJz4nu&{9s@+CS$C=Y^Y8{j99~5t?lyRr%0|1kiFK*O8-R(zmP+y9-;4aK8@2S
zlP~KeT<C^f8><)**0p1GWKu^hV3NI_8G8h=b7L8)rrPgh2)}B&Y0u^;`|<ny#XAMJ
zdvuc$#?%23CkpN02%lV{G3l4QvHJ95s++@cK1O>i9B2)T3h&jHqe$?AvYKqUC+a4n
z!G{N2TXC(Idvi07izwqZhfRwe0%))EtktsW&!jrV;{ULIcp1_J5thA%v2s}!uFor9
zij15fyF<sbi_`JwUU3}gJmQ`GX+^doBSKXJlYnYUg99SX1ggHLmYhh*UVu)MDU{XG
zHi9}qSJMwa?&=8s!0Ix3cM2qVquicYS=-P>ryd1zp-WfnUw|6#CCgb1r}NFAV0zUM
z?vjLZyU*!wO=iJ?-3H-{b}PK!I_92=WnGb7OgR|pkf2oZwBxum-opMui$sS$BKW9z
zougS6TFlmkOuZ{VXth8kxZM#Np=woFs-b1g^XbtZf`qd8<ne$)X-$~1dDhmH4uK_1
zVoV}!QK%u!89(jA=4mah@5i-K6SgsHeZNlCMm@gp`Wq2C$j(B6tdrC8v9un<rdDzt
zCikrRsqFRZrm_^gSI!f=klZuApCfDxIVB;IuJyvI5A2zk77@nNzT@f2A|1i@EZ$~b
z@01knmpjsR>5NY^Y(!Y{=|=p8Kc3#nPdDaaq#b#uLO<*XT{}(y?daE4o6sV&9G>ci
zi#Q!TQ_TofZ}KoS#%#k{Su<Cf)~s=(U_a_{d0rMfwf>E@?A8O|TJ{|A5iO4>hj;fS
zkymm2@Ubzn@?Y1hgQF$V&!GiPGk5o@g`WZrR@Vi%^{eQ`m9L&(ZyFTz3zmEy79~E`
za1z{h4Mnh972HdAj(5%#!{m#;{}`l|e}9e>{`ISEm3}6fllT#IOhV60{bpS9ioQhq
z)}Gz>_}~>;-Tl@bBZ7^tox`T&5ar<~Z#yAQj#qsoYzm5jeU^Cqd@C8)ie(Z9JMnQ0
zF@>*X^s}jw#?Z#qMBQcSKF;j=>G@xKj{;v-L~T*%FX`$Rb*4d19-ch{9QJG4%YI5f
zoov4$+w+n7SFpht^VW}T4pJTB+(iMlLW>ELcGf<PV4(S(_Evi@NA}GMS7QFH9I3K4
zy~t85lU!q9)|P@4%hG^7rJK}%wWDQg91gXBbviB=X(22(xAy8G`Ls!qJ6^h+*wyFu
z_w1oN2nyap=B|E!xbF;lYHxhG1k`{_P000X`)V>Eu!5%ZCr%QNi%$0p@o?H)FM3i?
zD)2+1KfUo+Lpb$}5Z^9I)A1GA_XkuXN5@o4b%J8Gmn_Yh7{s5oKNRj1xHNOidyiuk
zGjm#IxRLU13Vn%FB=J!eQh(#PWCCci_gk>|Jw{(#*5CTl8N7QRG*^(c(Iv8ywb$y7
zzPc?^ESpM9G=Tp@&mlwNwvtH(H6!Q0rYZ^9djj%M9el-~8UYL)a{7AfIv~0!959b=
zB8(I|LBXEq@_VQwLyP}~z3o4?@c)hd?f>ELX{u~?EM)8`H;>B1tP;5r$%Uj0IuY43
zQQqQOH0JsSD$~FpE*TNim?C~OhhY}I5HH<yzk!>w83>bixRTOz&E83wi4;9Hm6HrO
zEn$FpX+n3;Cdd<`26~MzZ>)>pVk$R&s;BWQQN5c(OOYwBeqTB&7A)Jyjf|bkvpLfQ
zuy~E8Om>MZ76Y{ThW&s)A}nhayFPqVpebbQe-M#Vuu#aYzby|ebmkYm2f_7mzf5fL
zr*?-_70=EFsN%#qMNxPet;*|s*>9R0b+&Zz(ZL(cW1`vuIDP`UXoD{3v$*Ouz&WL~
ztY5*4O(fhpL_=nqy=wRDu_PA}Z;VL~sCVU3jIa<Ahl-p3d}&!1eXipexMTV{$$Ql)
zw3m;yy3{Sz>A+MWU?fwaSMmcyEo;Qe=YzCzCG&t!6L~Urof0kIREgre$8b#~SH(Iy
zlPxnOfeU1RHSH*X&uAlAC8T)T=VY;}baQZZ?IC$Y;kEj^^!S(Aq_uA!=4Ua(P1d2-
zYj3R;!u|wI&elSAlkC;5SJTUW->YHRh5oVw=c+gMdDv=^myS~5(ST7$!i3K<yMO<P
z|3ag}P07Wj%)+im#6rycl%8O&gYcZMpGh=Q43h#@mbwh#OBhbF&zjS(cD3HX^<0~(
za^!!kNq+R>sZJ1Wr--A^y|n%})nqCXQb7+PRL-1HM<tH)nh{2Ly7M2cH6i?DPI6z5
z#=Tn@O8r?L9&!mQBgN|Q#wCq+@4vppMN-%xxY;Y87M2c46ti6t-}rfGbuSMqUgxJP
z8{lQDEA;TjXGk0c`tE^5d1#Eg&o^-mD1^J{Vy%HR-B51ns!jMLOY>9jjW*ss&S*W8
zKLI(^H}q=}S9tF?Ls!-*ThxpcXiaJLn7-2~rH|zO%%NHyU$<@k=C)>|*D6%EDY}uQ
ziTq>1SXt*D{p&dCXDY`GBx+ke6S4l$n3UlzXOG+1xSZr&?4Bn9<vL<TLGPxdXaO}v
zKFn3!K<B=qc}%%VsXXfGpf#1;s$uWxz8x=htR4BrIFT(4C0Mmg{i`V_>|i|P{=kfW
zyRf_?h9nVnxc;Seuf$ky&+FjV-YSf9V$SNN<V&m<CzmgP#T)ZQzowaI7VOi5+N`j4
z3tuYEZq~q8-r^Ms_F~Sl&Fea?IH9mdG6cLW=GSv9M-+-va%zY{`SC^S2zsnPL3OsW
zwxV14wdSx}JY>&`=nI$e3;z>vm4-Jn%}i7<$@E(p`0JUBS>&{@Lzv)eKV?wyl{XM~
z-fvKO>X`<H13unWfa3W(8y_#pWH+l2<}MLp<U42ye`X4eDF^uh6$ufwt9mACVF0co
zQn8qpb89?EeQ$1I%+NAfe;mXO>z`{ICVU_G>_{*bX*;*ktPBq*5BmmQMW>C6*-k(>
z?xvFZ6R=e$-yB&Is08S2gR1WA@phIV1|i2FE{uaky`C_0i1f!(W7*qcuLfxnpl6!9
ziSZ8uT$$&vbBlIW-`m7rJ1cAE`rFCDC)MA+o665;2I@x9Q}IqvlZsKG>;j2qrDa@5
z)WmnV^6tP<9$*5tgP>1m=b2fWAe+?B5(P$ZWjX$6%qSk{1t=!ca})s$7{o+LQ@@u_
zy)pGSd4dEKgHtVl?>kqgO`ACWmQGScdbb5hJS_GbA$O9{@jnE8Ishqf%rkiascu4}
z7?fhr&rA2<_!F>$%0LxK+~)SO3h(n|kL6Fr{4qtm+*x=}yMMwAq(_OJB8WBq1-Acx
zz5g~X!_dxcdNUE0L8L!;GNpEijQ}~(yT)MZ5Pi-_<myog);%W|f}H>{+KVBI<N>LL
z)k0*+41%!+^n9xmV(72;Cv%Td<I!9UVyn5YX2OfXK-so2n0Nnh3kT}CK><7NSR4Wi
z=V=7Wc1M3B=gH`|&jeUg^m8j-%=+`KZjknDPc?md$mGT%r$M?bN?0<RyrXI^LB!A{
zMq;kNWnNnJF5t~F=**(V*I|0APiEPRt}ZZyMTm-O=A=rZJa+IEQ|Z~%(umd<7nA+f
zS>Y56cA9L)q`ga-XV&Ey)Kl+Az0N&q{<MWj`L@4}o1{<tnxC!?AFI!M^0yBFSjKAO
zsxy9Dwe(@?&Ii@zonEY(l`UC1y^Y>evdNY*<cG0vFjKl;+h=&qSBuG#>7Y?qZMG{`
zX(*6XRh7ztcTg4~23KF4Nm3D#e^$p}+HU^wLo7dC!9lgL!6tnfj~KWc%sQf|?Yl2g
z<uScqWfU^?K}QjaTug5ZFBB8g<-M3<p7D%0uEJN>6mjLPDt_7fA%WbQdpGRf9AFtF
zfK7@xoG{2$No@Z;B*6?JxrI&0sJ=TZuMms3Q?Ojto<!fp=P4y}y_V@8i|+0#@ElMT
zvoQx5d{YOXe8lW&FD2)Fg>oIJSP4n)HED`8*<JY#x2oY%k0{9Xa=gTQr?Nc6A;vIN
z!3E({eMu?s>>%mPJt47Dy-*%cT}URH0B=I1te{n-)GY~0cxDtwcarzB=#>h98r@-H
zwNv)pv`jw;a^K9-XW)yR5xo=(D6pdM$`3mT^zg$U#undaPVZGnhN@J2=5?*Afc(5;
zqlw7<jy;#p!bX}nnSNAn8r&VfC;dXKxlyr9S?2ji7%8DAcC*>)7+PMN_wAAb-Gk3F
z(u}O)((7Z8m5eLZ>r{jY>*Yol3BT3*J?C@5M5q|iIt7!=goBA;-^B$xf6OkI8f~z<
z(o^>1%?wS?6pG~z^J7|(QIafZZ_l3LrJ<KU_NH_Rr{JG}VcAwvX{(h6WB%1xi1gRS
zRXkcOh|=Br;NEPFY=9E;_*}{Kj9MaM9pJk&YSu3K?r_hSE+OT(GTplx3V*NakCqY3
zzaqUPAd6sXUQ^n}A6K0upSh*QQ*n&iz06qcu^>m0PC*r^+tji^?tTMy*5!y86T~O)
zJH~|ohF2&BYh5c^oQZ_CF?)vL0iNJL^-#cjl$-J!)PhhtJ@t~EN2|PTlC_W3pD5+A
zaOPKEpQO~zh5E+RRCuq|h%Nxdn+pFh)}*a-^VSW|O}DgpvNlv_O|(9<@WCwn!=N<`
zwrl@M85L7yRX-2qsDj$LxqFPgQ$|MAmAhOW<WxKc)LxV^lD3AfDgM+<U}eeSm5jwJ
z!5eYh36h>TJwXYcS7)f2C~sZ3+JJ9pJ4z&m%Ah=wJ#phppujaEK}P3h4uJ#d-}(}F
zX(#JCeyCSKR~EkXew;E5T`cuVwwqg)YyE}4UA-<Us<hhMp(54uJ%+hiRyE1{MRX?3
z`Zcjd{d{ml@EX>m*z>&|x2|x^iozk@2)jSe&i%%|sMg@SS~(~C#K-K~ax(SQy~WqZ
zO0Vh31A75t;8YJvoG4J&D{|VCY7PxPE;%g?{ymH#q{IE+_N>1pPb8k=AATXHe_-U_
zgz@hW$mk|{F3A$bJb^0aE9nF@S79|3^leBnDeHQDA&#O52vqwH?<4xIemBvP?gSDd
zX|xIY@(fh=0DR2eSil3gxU6m%DHGz6XF=lsH~sbBq~HHDf<wG{!TQ#Ev0|D77f&j+
z`KU5oE`wN+&vuhIF*gRo=-PjKEW?J1l^+{JWzslD@?%a}yrJ;{To>G!B!T?4;!!2}
zMnGH9Z@jL|6;k5<Odco;QS;cbX3=b)2w5xNCR)sX)0Ffl$*nzy3e!(P+}==OLGB*c
zpo$nH+?#4yec&fiK(1C#@LB=4r{JlY8I?brMS6>iNYhSS^npPvHBT%3o99n(CSn*f
z`l+(h>h`3SxU<>jG7zpQUf)huWvhAbw5e=d=ctI%Ho>>3?)lfy%4gZ3Edn@*r8zeA
zj6R0_(Bd`|<j^&@Amg&#P4YAlS@@30+!~J`0dgQS>aP0-N$>%DJzMh1G==}*5{yEs
z&jmuo&R#Md0};|9cv17N;yi)kuISX2C8;a>%!2}I{-zob=)n1eFdv`Ed_9nRT)0r&
zCU(@|2^ulVg(5FgZ|r;m;@;^%a5o^CbP?=7y!eHRtaiuAlDR2bpZd(m#^f<HNj`2$
z85Z%<2%BbcLCx#J%9b)0c9X+MX<FRZ6Xs68oZ4K8*iZ?l(H2Y)`jxhQo;qz>ZYuP)
za=3Nh?UQMBNNo=PHHIbF{u8ysZL+=S&&Mw`l$ZQW#BE1KsUbB0F3V4{Z#{Rds!!Qt
znGdao{d&7GE9JmyFLvA0%M&4$%oUV8MZsmwDmUt0IC|_DQjLn*P$Zm^;*%Acb`(U9
zhHbC=`V_Uy8>yQQGrB80FQmM3DwncZg^0d&bVtMG=@Z)pW3oM3@sR-ilQOoU1kF~c
z>O6+D|Er?w24u?NBDNZ<OeT7scEwNUQdiBM>01v72C)`iZS<#<6W!oq2<(M0q`?Iw
zA((}RP2F%mD)r@F+stK6awgNjl}b{FA1i>D?wUQhrkHu$Hg2osl?HjBlR-$iP-t-f
zM_XC+B@h=+Y)4Qu_q>&P;MV?Ik9@G6e+~uK7Lzw$Ka^LZ`dmvxyp1M4t^fyHTFqo5
z&;4L>j9gGk%dCsD691^n$W5&v$Re&wYLX5dR<h>lZfYGmj{$pGibJfSH0qAHU&n*D
zM#%GOrE0&?2Zyrgq5=@ox&h1Z8vDaxp-h9Pqcf!N$2#UbHWmXiao@9y7vGXJEvUMC
z`Dk9T(h`#?%<UcvC5z(^a#dpg1bi;<xyLUu1k|}GT0bZ!^O<5FDwJR;espwN@m*KA
zK1^**L_-clir3eMe}bo3q69z!pNy@Vb#UJc%&NBz`nf3pZdxl=6U;<kPSd&4O!D**
z=<ZIRH|-2gqK#bghX3=_^O?4l_OyECF149Q<u0ox<&q_$wm<$*9;k$CpDaEJZVQuq
zE{SPd-pR@rKeI?_5rC5P!8Qb=t*Kuq&bsa@J)-E&b8j0C;%*Fxj2==TvCyOtdFRQU
zvh7yHniB0+oOUNwR*{kc!<T0wFi~ckZ$;J0@?V=DkN8$@)U2@|d@vYubra;7v89~a
zmQS@rzaj-GWc__w7RsmoGwS>eX#X0cf88m;B+4L<EIm;aP&h|;rjY~C=g}eqU(P+6
z>DxD%+=bJQIkd2I8}lc(2?dhalOFIs#Fz^i;Q3en0?_OCkp4e(vHqTyMX2Pk<C3ZP
z&VFxlm}@V$v68Q@%|W4{86QGDH9M+2)I19=BqUY{?liF1?gazPJV{?51sDm8oNl>h
z?<Q6Pdc2l=T-3`&Iw+)MX=efQKx(t|gEZ9ZiG^bkR%PQOt>jUjaGM9m@h_!htz*VC
zNhh85h;L2f`o9`~-tnC>m7Y9Yj<yB^3ATd|a^EO<M_pV~rOGSAKW<+_P=yLkEkCHy
zPz+o_^RGrp=$WS6sWB)Cle{B8bJ80c%-PXPP0MEf#28M}y63)b^fq@D{M?mxpjrN+
zGksQQ3~{n!e&&8t-he@isMJJ9H`!ImA*ng2KI?c9T*>rvg!o;H%p5<iYU*g==Ce%|
z$mQhZC+bc|iBRB~ilAe3JT4*k>3;|Q1XQ~8AuBZ9P6?o_-Xv8Omi?NPfRCV$<HB^o
zVBbx~+-<wbR4>d)Fi;xG<vS|q{A%@0BrGAKRwYXJrpepRKaxms4)0&SzrN!5OJVC)
z)8Zd(^7HafY}Y3C<u6JAXCyhmuqH0jhDBxO)&<>E<DURa^}7#L=4z4bu6_?xMq3;U
z=+=|Qn)w&G>jv0+?aAzfpiX%aR@I7PMXw&|sA!AcOIuo%a?AHXHImvIs!R3QQ%>hh
z!zxN4BKA&lJ)t%YpJiz;2KH;LnllA7#6XzD{3yAa9PkaF4>O@Zyq+1A=pa7I=!RR3
zA%1u_muh6HnM=lPSdqdE;5r=EKsX@wwBl28xE<;+H}kZ@Z=L>NkJlB5l%Z}f65NN9
zTHaU(f3ALp>97pM1-5Uo1AsWOs?{NGa|9KUcxWUP%VNoe`&q^`QMG|OgzXkgAa6qp
zRQ+BBZS%~I>xRCbOCbi=RNjb3q`CKJwxUQp^;Q2R=EgdCCC!2?Eg+PAHS%hb%UPvJ
zIyK0D*ohE9XSv6ZZypj5Q2OA0P3g6F(Nq~hOZG#jsd3>{c~ZHydCpMtCznUAbifb0
zwl>O-IVcU){op%C)x+fmXcoSPKY&}cHQ9vsyeMct$4L=gf&NmbY>XvCL{=S5;XuA!
zP7)yE!b+*zh?orD-LbBkufhhvxkSe<jgy2m<aE`1Zb`nsv<_p($?|3d(jnl-oRUum
zAKcq9S$MQtS4$S7g(c1$^wryoWBU~GZDaaBM9JbyIrUL=1!kYrtwD2T4%e1ar3P02
z1jKoE`)p2cBqHCNcbStMCux^2s}RxGW{@r{-!*|Vs|<>{voJ#OXlnEKMOg15T{&o9
zv?vW!NoKRiU4Aa$$e9px3CZ+U7RrT&iQ8V*qv#k<7;J9LH5|b0Y^fDoceeDIzn&37
zPz<iFW_`A2ljWM#**JY$a$oO!B#3>y!zInC)hS_P{1(xoc9_|y{C>E^B@M;tg(sr~
zCZw$8^ViG9vRle{IQc#~$YM$D8APzBLYnM47tu@~`FV_Y_{3#|`cov&u`wS1$T@bZ
zMe40O@qTOH{Ni>>se0OT4PAGxlwM&BSjMxGu@N6T9%y`n94E_I%!hX=vK90V$!ac;
zH>>O#AMp;R$fwW@Q1#g{=9POr)^$mcjM3l<r4!=X<I2m@bL9Ky!9^GSoQ$nhWKV#X
zb)U>|B@N{%xEoO{Py$XX_QpSI0~`O2V*jfNiisn|iI8mWBm)5QG!Gdp57<Y4U%+&y
zkE^FD`p;$eP4>&v-I_@a{GVaYf5OebvGc#>0tpl&6bEF&ym15!qnn$ud}gU6(YXyw
zDpDvPDB{aJEiReb$^aH%Cx52~{bkFRgVUzy-6D}NWUDkJPydt|AYx|n5chT=Uqt>`
zkOm<1C&1P(V(!)DKLL3U`}|ZHa*uImQlp+lQ$o3NXd3{k34p{TE*;Ci|8T$PVv_BA
zWGmxO!2Jm_oQ|Y%Q+u>L+9Of3tIreUzErt5NRx8N04+Oe9f@C~WAShQ#>$GV!nNC$
zmX|^m?X!jt$wgp(h?36IP?n<6hW%U}2-n_%35ECPkS8gE;zoCs#MINC4&|oSkQZ%W
zTJgw!UfOug<Ix*5_^-#M=u2Odyj=u26>}=b-)LI<bfzXf6Pcl@Zbf;RdS|`I?JM^e
z%P15qIIx7Qo=@l9d{<W#uqV{_4#u`Lbpw&)2TW?RpXQIbsimPlWLP9M!u)f)GypHs
zqx$4efcnD1w*3=}htiv2?>J3MEgUUTftX!~*VhR{#$Iu`S?7Lcpv9JNS^W);!{gp)
z_v)hC>Va6A*I$r;Co?Iz5wo@#6`Q6ONXk&ahM#{{BXylGH6UR)NLk@csqUI;rpxTw
z^yX7p+T#ai5?2?v0tu!O6Zq=&Dc8tqY5n(O^ZUR~?K6w3GQJs{oy8*<Q}U!8OW&o@
z=&w1|xwH3kPKEL~^`WXbe>-C1RNZct)^%OKxE3=1cjw5Vvm|Lq?pcu~9~)h7hrhXF
z-K`HYYU>>Uc=lB-eO?cO>hu;hZn8{7jj;R_A`?J!vSV<@oD4r};~phrWgFRuZH%z7
zDIBWwp0`3mVj>=#@1`~L){+x!4>W69^qZcd>~a;8>-yHm*hv{I>S+k(*Uv;p>Ti79
za$;Z&w=i>jzr;RLyq*xgT!+&yYQr0>$}wj9N%T!GCcY5b=v(x+`neEOMajSz0P{}N
zh4l~m4IRk%z1j#O1)uk{4*Lqm6as1$T7o-Xz0X9uZ`RFLiU-572KO_7Od$%ADJp9w
zHxV1Tmv)Wd8$UYlsl~&}JyJcqjFM##W$DKC$u@=VMfA#-ATb_Rl9zZx&u6~-xVem9
zVKmQuzHXUs?K4swru;UzvP4O)qM}0OM^Vb#C@~C06@j)*a<A(`J@jt!x`NgLl*R6v
zcMo%YnF?y5YPpiObyL<C%O%GED4w|~6x=E}$R-Z`Q4X}@cI|Q(LVOXYu;rbxD%JCp
zBUJbyj>@HMt9&j)kc?^;((B^+e*zveh{580o+W#qT*bb;A=^!|Z{XgQ{0JH-`(fo1
z=~MOUG+oT)^!6*;%LSl?Ou0qF;!E2dgmv>2dM4d9UX>VFghdln{^F_Zob5g7n&2yd
z5x3iE>hYM&p8Z7l+X>8$;oYHc2Dl5WFdgB_$A)#%{aYFeOa`?}RfO^&s=Rf17Q1F*
zC1;Q-|AWl>Fu|Z-!Qgh=RXXCySA7-z?Vn4Oz>^EhcQ_n*ZJ)rCf(l$CncO0Il=3Jv
z+WeK$eY4Mtj~A16w368=zbJ#z8BQZ)(IPXmy{V1jYJKcuA6^t&J*M2;7R-%K3lOsz
zQB9Wlte7;E#bIssKI+4DwftYfH^HIwN#5;2`(vD;A|(;Of^Eww3~OLzOnnjrR`}_t
zO>{|hLpu3A_i^v4UCgL3x#hnY%ujT<%Sc*-QE(~%iEA`dxtIWW`ZB;o$=Qa3{+@E}
ztixV>nny-Rv?t}N{0~}t{>EYa<}v<F7qMm_fL<{Xkg=EQ=EoR;E$8+sjKy0>B(VE7
zlB)6o^KV6Yr9PAbhZL2NP0{=<Fyrr>x2hRw^$F~S>QiR_)`N@>Cw7QBd;OZ=7Jm};
z&3kW3c2Pimvegv`2Y*~m={I<a(=Y8ubMBZ=fKL6Wyzgn7faB3Z=)=ATG#vp+3ax=D
zxcCOM)eY;o!m~${DMuy3H|zYvJvNyPbt(Pl>i73vwPi5gN>jjYP5lwibvf3-rrB@F
zp%L$Ft2ENlD?zu3=_ey{s=v`Rl++dTZ^SHQQE@-YqpAr^hW@gOo@h7FT<21hP>5J(
zjUF7}0C?odPh4FO@@ixzdhpCvehk~pwm9UQwJ>(oS_z8PKy$DX5O?Lcl9d%+eBAND
z@0Yxs6r5S3)*EVLPO|sGZvHS;7+KisYJcfau8kVMg`?88s<L#d`y3Hywvw^3uNz0x
zr!W3GcB;xgCm9zplXqQok9gU-8s#n$c(ss2R$9ii_^$npE)WyQDo^@G>l2b(+BEp2
zXtLmaxd2~^lq(~QQQ?*yb@%BGW+k)YjF$Bk$|Qa6qkvEe>Q{S-j96X9H)4AOOQDw_
zGu{%l?Kdz8`zij`aAUz})omP*JF816sR?SaKnmFTH!|l^nNL-i68w~5UFGWn&ONcv
z?IueXy6V>LcicOVGWj67?0BLpqq+HT*8-SA1Y?n4oLEPfJJx?x(Hi1R4Dck26kHC#
zpcg0b3on-y773vgx6=}zuW>UT)>yyekB;5qx)$+Sisy!o-+RWKRX@EB<kjnrSFkdN
zG~4l=eWrny*}ON{RrhZ}SI@7$N{%WJiWic4^}YRR?0HrVf1(B?1mV`N%o%=E!GRCE
zVF0cq;tx}HEVrWSo@o>Q1oX~Zr_ZRO;FOd2l%><E-AzcL>#uKwqS_yy?Iinhx^zhi
z$Q7$eG8DdY7N+PWNaqfIE<Z_1Y!Roc$qMjwsPf_3v<iT_`x;Xi<_CbVJ^&(W$NUC0
zR%58MOfa{gigF?Qn`JJR5`NN)<hZq}EtMd<Cl<rj5J_|YopGd7lA!*^4aJHVTtCI(
zLU>w$>kalUllaOV8Q%7E)yEVs0b2XVd341dcC1UQ%&``%hXT$&_kT5B3_lRpXMH|`
zIurn5&X6y@f@Pdzhk@^Qk^JKc+c|c7Rn_nIq~=zix8@w~O*IG2H`!IaIC9XhqG*&f
z9O<WcHftKOi5g+c3*RF*eXDYQb^ei8dFVa41;@eC7yCs7#r~}2q)%aap%7PXa8=tU
zKSpovkiIr9|K3}(tG4%Y3LDesmi`1(;!K*%q(8M>GlRer2*S;Dro5|%3y&UW%^W^V
z$ODzDH!d<6J>?ns%Bd?hw<h1pAI;A(&V6A<p$B!b4gLh&L1;)4r?&-%)45?PE}2B`
z9*>3O%iTZZxK?qm(-hj=Q=Q5r1H#uT^IQ@sFLkM%lsn&NJ=2X~jPRso(IYU^#P1vi
z@mCDd;E6bu2&+sYAy1UV`*~oF%5GvGQaFB3>PC|SM5&yVN3E0nF8z|$u@kHnN~H^h
zRj_?F-NeIL$L$TQxuz`9|IniSGg0yTZ8}jfa^kmo4B)wbElwoDqVpt=g0s0H<daw9
zn{Jut#?-&5*UWW<#PXc=NvtU8-~7MIocb?Fk-x~1|Iz(-X4NGY6U7z-UB>_w%b?=`
zl>?Y4Q>w*K{H9k%*H&`O??6e>0s{I9siO4vcSJ^dXrvY-GyLMS@x7#Y_DM$7N@(NI
zdP}goqAKKKnk<i(@3h3S{u`hl_8CH=#DfY_g9-ubi2%>?k14L`8SWj;Em8m#f3xt@
zCzofkI!aemc^@%PdyRT5jwYjAWIh!0I4q7nynC(y@ce8Y>BJJ(57*!Oaz|bCN6%X)
zr--@Ds=;9L$MRpQ8vyv^=q9)wq6YpM?gU>=WCH()oglLdAIhEeUIt*9(NR&}_ZsLE
z)ZO(g77Cl`LeXvg*W!?5oqlBu`?K%D?%#3<i#~{ig)H>oN84Y>GLE$g4<@-^>VIK0
z_vQP}w?7nCw&6LY(U;Axg@%^+PsPjo+0faCpk|0!9am;sZcjBl7aD}!(c;UP;W{dZ
zd%ov&JJU6N5Hag0KzGdZQ$l5utYY7Vs_Ev<RzVinu4WS5xXd8!_)78I`}A#+{C02P
z5t+*OO^;@=6N%U6_1EN6dQg>CFqaTEBx}PJQ1n&i8JXjv9=F@=in*l%bU&Wk$1gv0
zHl@mKyxn>sD+(aIR|_iX>KZslGT#{i8d3mK#!JL0U8acAfNg-~RGl)X9+#!_>$?&7
z;}WucDYoHb-XpN^iFs!~Tx`EHry?<wfswQ<M^l5?j}~!_zz7MuD;iQ(L-FLftBFf>
zkSc>))+^y%CXlnA68y89PkUMeg=MKfMcujeF33ME?gPM=H-xf^UMeY73tyLfg^rVI
zAzM6yb<Xn%F$R&s7p6W__i+Gj`fN5d_o3CD-ACA}0Yk``pR(|C&CK(-VR^J@KnAtH
zokjT);4I#c>TbmBF6IXx^<5rP%E_?1<s&B)H>sgsKsIXMsFYpJ5+ZsCjn4TTiB%+b
zLe)~{J>1I(OtMF-P}^%rMt^&D&}SYtSUwpuV6SX$ut5m#uXcamx{&|Kns>8q>P1GZ
zZvZKL?K&$WPp+|o?kOQ4;<zF}Eao$3Hr4>Tlu+$y$g<xfIMC_0=vNdaUi@7bW1ev~
z@V*;IDOPu>QVU;YBgQl5k1oukYOC4}S{S7k@KZ*rCa&nT&m4^_Y}?>56z~mHo5Gm1
z%S&_KrRZI{({f6oH5s#>sA;TqPWzxbK{$8Mr{IzMioD}j|K0Ix_NC(GPm?|92L&x7
zEGN4BUn1xlK#$Ve94`{_oGRsa_7q7nPCIF7LGueV^!Bae@%@!053-jX>V03Dw$ihN
zI(oOIr$L0+>EZyAr)|1X5+G_ooaPk3*~B}2GEi3ISu1Kkn7Yd+q-T*^k};$hdtAED
zVqZa_S~!T>MQ9g~)P+A6rJrE<U|-YT?87}SFjx9ez<%JCk?ey?QwyuU(7-vgur7qY
zO}ve-?uX^Zy$qK5vsQES%u55EB6CHLe0k%cA_Or^h^SB&U);|j;xjdu%3-F*&DgYK
zfuyl2`8|QJDB|-}$lh1;p$8#0qfm{vi{Ku(CDH#KP9-rB9um`!i<LhnS905a(Igp{
zDTju$lO=-}s}+m<8%f?6Zp7c$V}FO0&ZObPTR@_E3(`q>f21<-zs*;b3nb4gB=%$r
zS7o{m2Qis~z^S4C@K%zr>t8RR`Ii>$-+Y%TAZ_hP1oFR5Whc`dDA%+DjMIsWi!!Yh
zAuZA_l(r2lKmvGpJn0$0dnFN~D+&~qCxtuwo~|9F<n+X59XqesejH%eO3Vu_cO?&r
zoC5y*<QuCtWzo=z0(YYPJogONl7sRntQR^HCtF(e1;nIb*;5VlqEV%ZfQ83bWv|NG
zMcoM)yW;tfKsLk%2s(c!=T-r0a6%76#7Gpz_B7ij>t9+}4quJ1(7s{gvO+E7_E`^@
zbX;W^*bcyo!E}r(KiA!?wJoH6<qE=^EfR5*eqyom$}|<=^*q+;JLL~NRu{u;ZpGj6
zvh}SuKNO*Q{h&Ayay?U06chmGJyxh(7bt~G<tOOocJB$OF5FTZk3gdI=pweOz3jI)
z*vItjM-)okqpdbDq>Zz^TnhlZepH_PdMRmO_6CXwBwAJXQ>#SM)MaJ42p@UX^k$(R
zcaBZlKAVz!hg4l|8cuid@C`kjYuQ`RS#xF}w)C21g0XQtO{4mpf=?bY*P5AbYO@Zh
zJm%HB)*L`(A0(;-2%u0h2Q2qs>d9~k%9V%`>d=(NWJv5>kruf}GJgDGhI@67oNS#O
zW8V2bMMKmna8&J$q(eNo)9Xg3Pmf}hc%-GaABX_vqQQ!aa{pm*is1h2p!{}7#+IPT
zk5)8Dy;QGFyg!`OzMGh?lxB0+AC2mCo+p{gz_;bat2}(Q*<exLBYx=n{o#sax|^Rg
zXlkYHCF@68A$!hf+avIB>C?s2hh*sWt+nTz+N|xY2gJ+6YT@JgyNE&AqM|gTa+mql
z0A(=P^`>Mbt?&KZr?{px)xC=fMT)+tU6;^>6%P>s8Y&L;rli2<Qn=NgT>ph)f@_@s
z+5{3iZXZM*{)7NoNidVqlO+A>bR9f|E&*2~vXT|5nqL*@A}b2XbHh(q{Y%5v52i;J
z-bnjD?JKuO3}v@`oZseYawm08nKi3*e^6KEIATRm6}Ao4<;c7dR&A0|J0ROTgbo1P
zX)^7@_XQ8^VwjY~pq)pQsfO~k=`<IVkgH0hjQSkUZly2}sq{~U#a1)x@oYU(TfT3V
zE<~oPM)?|Mu2?3Y_26UV5*y0<CDZeJ#2uiLPcVr_bU)V+80J-0%7*v33!l_{Vu_VB
zZ#+M{gc)A3^rb2*YhrI;LFDDUQq&c<2Wg3Y$$Qn%yVp%Q(4MY1rg>CxK4mAh{wKgg
zt$rc)?ci*Ax`iPu*1o&0|Eh~V$0BfG=Z}Ls_iUmJZ6`j?_}&_ma03YX6QLRgRCkC|
zln@WEP66WN9koPPjDNl98*{y3fNoTv(Y@4~X$&SyOE4~7HO|YjK6b)COTP=J`vtM1
z^Y#*#%C_ga@>i3TpyaA4<uO012*4vz+VsyRfJ!mGrv_a2OG8xMD*{aP%XMiOvx%ez
zquS;pjUYLqpIlP04ln1h2YoI&w6vQ8b^DnoAUVp5dk}DMIcW`4ZN|(3$<@AQV7!5)
z(9nj9zEKkV<w6wp?4n)_4KU_o6&%=0#1*FyqVJNP?TJOd$L8-z`Og<gV@8tn(qH$c
z7Xs11%Dq%4$WD&rbIRne{sxWzAshR55v~8t>wvBheoyniUrhfElKvaAc1g1>KRGHY
zKnp5ITLu~lfQcuim9cLb`!ICHrQrUlOoXNmsr(|f!%K`r4X5tUEC9s*ZlYI@$%dbl
zfRf}V4UB~Vl!VkNB#D$x1Xy0Ib7jpnpNuO!V}6Sbt~Lx7#L}ffE8us$@Qvp=^^z;v
zS4jVT;j~|oVf$M@kF8@)Et1R-Da=N(98@h9`h|@k3w@#b$N@{1i5LF1=SOpaAC?AD
z-gC8V0ImKs`S<#tP}WcJ!hEqG*sDHIPQTt~tQKm0s{HnfKnqE}ORvHdUV#{?_fVs0
zcgelGit`Is$Q#uZ^zZWPM@H(S&n)hpkDC+cz~$L(WG@Hu)<I>xzPBE)Puc6%CL-KY
zf$Gt2ooX~)333DM4<a|YN&6ckqp_Fb3mKMFo&cxW;RMS#7m1mmUh9B<+nmh4BSDWj
z!s;1;#o@U@Dj&Y$`pRA4RIXjlAeC=~f}q{On18Rtm!$+WVk49lZkNP!i(v}zDbgC3
z;ycx24|xU^sqMQXFBA6C_eedhxcExqY9T`#`}lE53;8Wuqi6MTkV<0Ci~bqQZ*p&Q
zu=x?Vj|s)_1BoLFyD^ifsHZw0fx%jArE9##+pk9MwWzCoV;8n1mW<jvduEP~jrrO@
zUK8qH*UL-7+t=p@4EH}e<dx-wj*yWOXG0E17EtV2aq^8ZQ~FcGh)C=Eli;Nu`aA$l
z?s3#Q0K&yXgN~S`ZD=H?3p<N51gRiP{pgb!4fqzOE@J`8C4)mK&WwYelXA(<%ke2`
znmJ9pj_7(yfvpq@_)#TO&REW}>4^SXrOd(Fqwh^P6P1~{$t&c^<lb`F18;PzEvv_a
z%$EDrM5*gpAJdA+_s0P23trK;`7B#q*nGRy_Y~G{zIPQe)m_H^6vJ>YC}SS_-S46A
z!D*IDrPDsWHgx!?O(QI&lPBY=1;xwA2STjt0ItJ{$gJ{$!6!RXbXxE~0T7PPUcO9b
z!ZS_qx8JRAO_E48UAexGOW(v4tPZ4$6GeN>x5GHbO(Qa|>Ln@yq7Mmy2wk1*e(tF!
zXe0QKA=P(!MI?W|e5jvk@v`HsYgsEoYT`d3M>WyEGz83j@)!bO5_e2G+8XDa(xr@f
z(>IL*Mq4DV{t6bQb9f}&)CMsqQMy&RWGP5R5fALWvwL#V{BG0d7!;wYTC#}!)s%$K
zE#*m_XOWCso4473n?yIx)9kA|E%$>~GC6vPxs3M4^Up%>ZiCU0`_@nmMgK(a@}<HS
z?{pnymb8!O?wMD>Y+n-rjn!$xin5BB9n(jIw_CidtC(Ex#{2j#aZ3N(CVysv;)baC
z;vY}Vn4AA_6QCXE!p&qHnrM~r2B}>(At>H|Gdljj!Ynp9Tp6}Qo#@=jzCLrT;CNgq
zTee92#cCUyWkfO&u=0YDlfON~Gyu`!f(+6dW@M)%!|-oS0Re-_L#615t(uWB7=vHM
zjaLi(-Xnqj5AFZ|p7-&;!KYGKOPGE<W98;1VaAedQyXs1!(z{i7yKCJ3DI6KIvOTc
zlAEI^ZxF`_+re;4ktD%|^5%&EF_N5tbXX_RvCzUq0D&&NP@(j$b^s|5@-F*_@f~|}
z(8PKvPZNS67Oo^FG;{K7=Z>KNH(L+?qZ%8t)~ubC$as4B`YQpdS)ZI8sE_nFI-0YL
z`)S34EWSEsKTp%4yX)p@%U!uUZZKX=EA(?E!u=t|NB+tHDwu?WiBGv8RtC}QObAn6
zwO*pS8c=qYGr&8G%{6!V4xjiiARWI&5WdEL@~bKHY9SY*7eT&3D(+F}>#&NEnCC<H
z0}e*C)2Y}8tJKoy?0`<CP;OCXlS#GV$IsO~pz<WuJoN7Qw4|Zr-Q^A)X#9>6OMogW
zR-ZbDM&f{0SS3g}>(d8MEiiD`Fkb9%9}vo2PL`xh=d4#M50ptdO`N}3bRg$o?VBeG
z`H|VZ&qdS!#HrN{N(zxYt&Y+dwN3R1xUT%gJDERx!zK+4g=r??^qO=_gzm<RuWn}Q
z**64T^Q5Ke8`1_XT`#s;sF!1ZOvC1X+#fAU79_#PYjD3s?YiHC?xO5%G@l;rp8&~*
z2`j@89+yqc`_8wyT&m7$CgsB!{9_pT;3a|{rmrRG3Q|t{!g*%1gQ&8;^dt<LKR1|d
zwY<3<c7$ahm9)GseCGXQDp+~%kD0nuSLB=PBHYl@u0!F`qV`-96&k1ajr$}`nL@~z
z(xN~WN_p_^&k1ic1|gtRgm34qwsKUm9`F1I#R%r9$20wPI29CVp`sEach`|8?3fjP
z+a^>GNczcsT`w!|VQd2RtwB2954w220%l0HWr$zbDx7=K&t=wUFG1k)Zw>G#X)}_0
zDn-&H2?l3p1?DM#%)vg_dyArOOEkzpt91x6Y@;3o<F-LkHDHt0)}^l~_lM%5pF8CK
zm{8QOu*-CI$XooVrF3~wW2~WSzG9dQ&h+rd`#pQ}-YfYf0Z+L6q-kFuqjs-Mj&{sD
zF{ZDU74@i^KguY~_GQ#YmVGD|(DMx8qZh<RpK&KNnS83(k>{+3v@7q6PP^lxq}DoS
zXf!YJtGcPx!TL9mbA?L5kG?kDq**zq=UI7c<ksm2by3}F4NUgCQ#5_s<e64$g4yer
za$4`>-$(E4I{sKc&5mKE!e<$AFz=cMw#L(<BWT<osDuscYN|2BB*!7IDh{3{7-i|e
zpnEs&k`oV1!P{C%wFhr;Vi-XKxp5<p++!csQ0W6dJy2W4cP7B{J1F3!lKC+Y{Cipe
zERv>(&h8PajSKyuJJM48IUg_CrGB279j5e~W$dW3-7GH(sFNiQP(&WsXTuvyJXNs5
ztj-n=ZHS1V<+7eQ3r3ut6m`CUvqB!>mLjG@){7BzeWLPfGLc9g9T`qiL;~8;JTU;9
zEEbaN7k+LA5)<oB^z}lU>u`Gle?vMzfT$V|gV&JkrLPMqA|d`$Xr@U`sNm#(9FWQW
zUCWz)@j8D&(Z8SK{}cQDg#rJ|dog+WfPAVMd0g7-Q_2)KJyRREb2Glr*`^9=XnCg~
z1)7o8&G6$=4zo23Q|*G6xD6?<*XP{aiBm^fhZDU6zhs!Gb(BexABbH76)R<lvbPm>
zfJ5^xIbBmHwM9@w+wkO2dFT65uJ77I@}vE+(M<^5(WTScFarqpi0+ET#eo07X$^c`
zEvP1`M|eS%7NJvxcO*wT9{J;%Mvsg7So1;Lc_F<Xvm09qu<u&T;)-XKjLon+0Uk*|
zuZpo3NP|dSc?_epOT22X+X{6k?%w@&a_gsTxr{@u%D4N<=|YNyYVmVjn_&!;?rH=o
zjW`bj1ABuoc1NevYM7rR?fa`g*X}%5czgCBl=q~nvgMIiQ6<D(xxZQ+J(PaeN_qUK
zRQN_*L+-L1(t-cUUD<7}WIcf$lN(FgF%dt%FBDVbL1(7vs|+3A^}(JDYYwDycSOKI
z(FnWm;NU>7atxjl*o;Bz8RSXXcDsj&uWwRu-0t{t$J7)n?;<*<^`MoCHN_Qc$)t}O
zT0gtG&~TkA4<-39o=#bPX0B7Jhrq!mT9j+h;96cr&VH61xi{GT<IRTEMP`UHDW`Ci
zc|d&@UMD$%a>ij}i)DD8yD^vJmLPYxBVDcLr4{W(sTG4CSR7SYe|xO1e?`~P&DQ^H
z_9KS;3D^KQ$g2)N6#!FUpQInMH*5gfHln`Fu`b3Ze`9mm6F8sS+(>*9&-aAPPX*+7
z^e{Y+6i=~L?gXhN%QtUVo9oC>*XN4q@%X@+!ajW7?2mV_wi}Z0f2q}p8Nc@HC4!kD
zFV0^6{@Ei+K-KZsHi)J)ULpGIN&0d-Af3+C@wlop^S-eDXIMF=@}8jBtiE)1*zvD4
zJ|R|1u9_v_bXJULY04e43hqGSY<dg}`Wgf`+UWtXAcM#|pA3$8xAF$I&dyQ$F#Ec6
zuZy!yRf<0LNbqTN!jBzx&u)fUYfbc#Cp@iEy8Jm1&MN=pmE#%bvjOa;cG5KKvnncM
zUHt_<YN<A`fA7s4w}zPp2<>H_ki${annfL<#?Y?;RsK!R<0305^O9!zKqwu;f11nk
zYRGQX%>qNqTpJ1${ST2D3m?S{bntK~SC-EK_vF&PfCxFRAcdo$X!*8RuGBU6NH1w$
z%X|+FQK`Yf9}-Hp8`~ORhrJMfybtVR=E9h~iMb?&{M>zMVTFxWs*8OP20UGz?QrK*
zec~xCKPtP)AM|!qY|NpJij_Bz7kg+><V$`8mQ54np@xZ$g%|Nct;bCbQaEV7_~#xW
z0u%b=3^|epc~iD7_vdkcBGchL5-Ab43K<`|WW|NqHM`MSAHV7$7;Dj|CvM7FuXoo9
zcyB|ZEwGbjXj%WH;y}MC@nn44I`aujmqY5HAd0_I&8WhFKuIM9rw_k+J3Cx00QOn=
z<H`~`<oL95lKtuu;6ul?w+$_GgayG66qW)y?r82LK7?iky)meI%ky@|dUVFDB1!a$
z`|3H#e^DuI2I2wmt^yGpAi4vwJXg!OaFJH-9VkdRnVC6JksxQ{|2zZfnh2+XQ>_#o
zGSc{kmyHWr)B^^tJ(Xdd#-1M<1DMBm3?h=Lz^z=tqX6BoJ^iU-C+gLsvQdDLi2bcp
z6m|l#^u;WU3y<hv-{x6q5{R>XN24z>cvRNK<3I)-=sL=yoYd<eEs*|KwQCW{%llu}
zKK|Cx|I3S1l{)$N71Q4i)Bnps`=3A4zt2JtT7WwO%7ciwrc(E-hN)U`$@#%wS4YsH
z^oj2$mMP0Y!?ea%iH&z=<B)v&hHKk7_mC@wMQu;nATP20JC4h@=Y-><tk(>~M$F|1
zb<aPZRImzBIAXV0D}ue%`N0!xk|u)EddnP@FYnkYd`U11?{PNyAoA6{qO({^$VFL=
zW_IF1Bb&*atoN&k?)~K985}V>s1NxH%P7DZlS-!)akccp!Gd^2veI#{eVd~ZK7A=4
zz+Uk(-Fih(kf~q!sO01_Uy?Fs0D!%G?HaFY1CO7MZsPqs$aov6yGnm^k55wo<|+8h
zZ<8z@8Ewt&HT5I;3*h_A^KWH*<W9Aql@em5N|}qP0ZP&yZ4vRKok}XVsl`QYL(Z43
zf->|wX78(A#9eOzSC6QNuA)Z!>hVogY4_7zvYY*E8O%;f(E7`cje&e(E%Be_K1X@K
z<hv%J>yLd}I-Or>p<Azb6Rj*oP$3?dbhP&~MUM^yUldJq+}ujrps;%Dmxsf`NV!6d
ztNUJ7GVILbFN(F&w>&Xk7NWY~VCYd%YTWW6zcTwGF$K<{QZ(Xtr8^yv#x23^FF?fn
zdY51AP$H-DmE!Sg2$z)z_Fi;cRGc9*81hBj(8o<9h#{?x#eK<;y<7a}LD=^BoaJ5f
znU@K`*WPcqiuuLg1DF=|{Plt0A~n857FMW8OR?o*X3V|L9ikJ>tJOiCkk_H;3Kf^E
zkJ#-ItFgetV3P6PL03SBJUOnG!P_>uf)y&nz$Vb7`yG+&5U-`gC=<ao9X%_G-%Mt*
z3fTjpy&k;@z^l3PN>NdT!8)QFH$r8q{LAJUlwPbnsJ1q&{@$p{bmVIyLvn%ER4&G|
z(cGW4-aR<Pz^@$h`A$eKCbIf6(ftaBjqNUTxJA0LfPsohbLn3Bky;hpV@p1ZXz>y}
zZ0zPGnzx%)fu}lr8R^?>boDY6eI`-fOLdt(xw54XR;XZ6pSiV`tD0Cw#fJ|)B&JzC
zrTN(@%zo~#B5$G-`}EqTg<4u)GA;DUg6Yzum!j{_#b?WBCB)ZA`8M^o;3nb|XP*gm
zjrj%I&h0m=)Ym;31^h^ixMnn0CDfR7IiX{EZ+~PL4}h9El&&K&8Eil$ce%8kl$Cte
zh8nMT%}RvcP){j@2s7iyD(8h1reh8&sYT3<2a%<)I9^`nzNqqEgc`#u44h?s7?1B`
z2<Ip-Oco}&_ylL89*S<0rdow3;w}R^7r0|Y%X2@4iDOXEhhx|Hed`r9QoBgeL$>)s
zf%E6y&2{}e+JubNLxQmk-y=ein{L>7VuZn<=&)-p^-0Nhe61+^Mp}MA6+jhnvJ1bw
zeE;mA6UybYomB1daLlySdk%klSTLuwa-cM+*nNoRi2D!icVKkQP+oHBW=UX5SJzjQ
zXhx2c61vsXUf#>x?G|uH%UD57BKF0YCK&DY@u`?viovSK%ygg;g-Eihnf_PoRPc`e
z3R-9tyFqiu1ExV^0_cT>Uo3l)!Cpm9IfYcx5LuR~02X#&?75#P``H!KhCX=rm+=`Z
zKhyNis44H=N*M8;z=o(eRjEN)A{|mX+Br56keC>vZtwGdoC^4BaL4=$)cl{wT<o`?
z_Wx#r_|H8*DL52h%FG!Nc#|={tv&PC1g{vg`23h@ao~4=*;;dBOT3iykEI1QbeUBu
zgMb1ew?t}V$~aVF01WjFIVuzVs)L|#(4xD8dz)3JGTU?u4)e-?Hh;GP3mT@w+f>^a
z-DJ7fs2A|AxIf+OBS`~{jCV8dr%|<T%Q~SKpQC*FXi;^a>BWaJM&UBL%ry16QO<pi
z)lgO&bDC<JLt=n<u=sR4PgP*<@oh6n=?UhTN}Q)tuNL)Ee{SdOMZisJ&8KhKNvFd}
z4)liTv2gW`r<>o@{b#nZW{8X6MQKPEhd{N8QJPerEI_@00BQ+jp@gniJH(Ig`9BwX
z9gOUa@)S+yept()2MC54do6O9KVfyoBp25rj!vuQLj`!aWR8z2>%a>*{e%8*40$9i
zI1*$u+96w0!R|`d`hPKZ-ce1p?V3*r(hNleOe8>%(2H~kHT2#?FVZ_mM^H3W1w#l`
zdXZiQ0YNE(Kmv$>6hXSu1O%jupzq{6XUaD-XU??moSDCpm1HG5d#!yx&%W>Lx_*wz
z^~m=v<V{hSmFLGwUuy}yOVaN(`zl!BDJm9MOGSDmC^*DHlb07}P>tyd{q%0}pfu1C
zXkJRwbX^56D4ssJe^P5U1nUdT6&*YKV;4N%g)SPgifK&F*u+P0B=aElJcecTy0VXl
zXynW-6B8uT=tp!&M|3X;@<J0y*{#$H`#x}%IZr_Cet--1W1)$fvUl@o?*Guua<(dz
z7^llfWr$OvcHQK{7Dejt2(hk_ry-f*>|ePt3dJ?$1<c2<@V+>#74&#>Z+SzE(vgAG
zz)qNbU9e`Qi@ygr+qXG=a&}EL#Fh0Z%imV935_XzKpy!(JT(EvxA-xt>y4$n!jjK3
zr2S@PSIC>stf*@*@#VIKrESdb<(x1ph3#d%zBbK%@9{n97|Ykp4@njIpp7&jFKo^6
zUvgl=*I(*C%CyTCbS#bVfSBMiz^$-@C#r*M+L6}=$)2|!3WowFRYh`D;_X%`KRtzv
z$GnikhLXGfL0>G3$h6%ftLs}Iy+`a4vs2KZeUou7$lW)=Sd?<2)>bxcSh>?E7#D17
z**G{Co=KHtE%rKxF7W3J5~vdJk%HT3MA17k89OzdhAyCnomA+9YzO3Y5B2G`IF!RD
z8XVLo=B2558|dq0wA;F-g!Y7mPlc=&xnv%M{At0o)x3HZ=;sl9HzG7V@*qV)TWRNv
zc}zPV0Z*=Y^MclHJ6z6wDb+`+OssPM>2N?F4E8Yean(H4dO#a>kY!e?T(Hjel`CJO
ztIZ7~9_5i@ml?>X2FcQ_V8?`r51fpe7<aBd8O^;bc5Th{aBCnS<r#BeJ;<xbOQRnX
zJ(Hf>>;^rwkJg$CGBUklN>*m^a^FHQp6%Y2nRd3hasH3ssp(3Kh@`%P%JvmAZDWEo
zR@x}ISLwK?Vr1*~hXnkC{^-fMVtMNxSr1BiodFvl_U#TCnRsX5aRri^U!Zq9uuJ|X
zAakC-ApYmMmiI`Oct@hbDo!rl=E5y&q1iRXIMPDDhd>QM`oAu_a$|7t>}#%(6Txd@
zE&q^2r{9SYK#?$wf{ewEQJ!WC*xW!nk*^WORJJdemM01qeo(Tv#JRj!M_o(Tigb9K
zYj|l4>XI-L0{jZE!g*;L0Bix-Z7f?KGy%7dUa4$*bsQGc#pav(L$*oMdG~^JY9W6(
z`pQ%yQxPc^W1{(^uASrq(RJ@nX}vF8R8dP{*WZtRn_v0F^@c|K+>lPulk7FeZ3T3w
zP(L+<e?k5x7E2#VA^mr?lf0Z%A4!>D1zZ2w;`J{!75?MU>3{b<$lvXq|DkfNLZOHU
zzh+ckdMfZu3`DR}-`Q;A!Yc;bU0NN!JL73N(QLC9nc!|q<A1fDef%ggirksBqmSd;
z7FZK-&~Ruqh;XtjG20Y$r6=T)eUH||fA~3lQCivd+2RxR^Vb?mK7$J~<IYuttM<<m
zXhvqC-vsa2WbN$U5}Y4wAUA%HAo4VylnR*OqLSsd0OWle;LSSDYT`J;y1p|}kvMG~
zmY;u!s!7XV8q^`ka_Ev1s{t-Bl9R~$&f;ZF|82YL6E#(XbM(;aJh93}-a<M)GSlTZ
zgn-w_`xbu7Ltr4nH5m7Zri!#Dts>7-44iAQ9VACFQ$o3;*Cs(~!h(OB&2)JEajwrP
zPt(M|DV1A=yUP3paA+=WrvYjSb8?l`J6iQX9o<sfUESWb{k-W}Mu0Ld&YYD;oa04k
zE|Nm#3z4p<0a=l-Rc3aX68w`t4yx4R?|-57%WsK`x0Hr|C<I=5B_`+SKX%o+2a3g&
zPEC82^1r`A`7@mKH}o3cx85_QA+iQXZ{>bakX^$>^pI}*MG+Q-+yU_ceg1%Nir!6Y
zF+qVtgF9x7#!htMm({NuwdyULKfY%D<J8OkRu{!6P<FRfMX2v?gW`5=wVNObHmc>F
zbFSo!bq!IN;ssI!Xra1WFmJsC%2HR@O1T85azC|>)Q|6{H^|*?@Szz2$x(2zm$v%N
zI|v0z!UI2QZ<FeG85>orY@flKTZ44~JDlx;rQ$8gAjc}igARj`Gt6K|_94Yr;0nEp
z-SM{}zJ;z|;Y`^{+0Im;m|#oOFX6EW$LBGfG+6Zr{um>KnQ_Kye%9!O7nm!8Gh4<&
zG1zkBLjCl`dOYR6=uSG?J^4&189%DSrAXQ3IoElg+<V}OeI2ptml?v={7A@LJ>Keo
zb8O3+?x{~i_Bqw;;z_+c6*lMt)16N0p+{Tht=jJyoS)QOOWQ1wOwfbgj_x6MTnnv{
zd-T~)3e#4L!1J$PuZ^T>0)N$hCLYrtWE5#|#xgh1HBc%rxE#7%Tt-k#ZYcPgnYHoG
z{AKv^sdIoXdu+Ma_UVmqiw)bTD|JGgh~~^*$H?pFray;?zS7|nK6r1LI-23eqxDtD
zrj+;as_s<FAmWph-cI7FFH0jXF65HmS0Y9FEB|Ne#aM#;<mJmFz>|nAV&rUl%T*>B
z`m40Bt(kucEWI5qCbJ%i4|k$C`2J|<d4GY{W9mGO+&L{ZLHbn4D#xnTY1WprdsFt^
z0*?KX-G%$7^&Hd=Do(W}67<q0hf1=5sW<DTUP|yoVK-}wyGtx%caCyBX)f9zU(?qP
z|JcP7*_zFhApHZ=uW-`GwPrmoQE5Cgcz=trH9q<IGwc^_s9#^vyL`=I?lzurJ2FZK
z;`oKR*J)i1%I*hMO40<O|M0VQEdJcRM=Dt;$!*AvV$BROiH(MOIo}b*>4EV+jNj8f
zD~Hezw@fFt_41Xp!`Tg-7ezf*u))M~J*a)7VQ{R${-nZ5xw2jK@=~ri1hkxsXD?oJ
zne0-03{}YWM0ikwmI}@SXX!s-IL*dJ?(OjjFzv13mZr+i{cXGN6$b^#A0(kPAG#00
z&M5M50-AP=GWX34mqa~*1;3-JdkRaF^gSe9CR;^eAokAm^GV#40~K$pOt>jEPYlUn
z07aPkW?F&$kRPn3>^kda&#$J**0{9s)Y&sEWU&F~_{chA@u=NTrMpJyVN8V-vK8zV
z(TV?!cH!@J4F9<2!XzQYKih!+$4ah$waM~7Zo*ujul8a9#b}eYDyaLL-t*hcMaIDA
zhAwO3lL#}$iOe}NLA6s8+w~xC#@_|jT$I2&Rh8punM@>1&Yey{RR$0R+#+BlsZ%1!
z)9pf;`vrq`nw-Z5dONCSv|RXY4zjuR{yinMApg)J&OoNG$v~-$Tt?JZJbB5N7;QN1
z+Mav5GummJlk4&Zeeu$<P{Vk*ky9w{8d1ssw^MzGi}lT?ID_@l%O1WvcCMeS9yGJ(
z`2O~EZB_|e3!o-wSHnt3$qnG6*(nBht1tj*YSHpxc2GDvKPA#pyQq^h7W_ggOe#y2
z15PG7|5$Cy-1nvH9C2MC&_=X~R{^^TU_Xu~#n-Bm;mHn-vDfx(b`%QD2n)^mnY2ak
zFTFE39~8`^VNQ?}$TqD#jv0*;P0ixE#RD08lUtIx$(pJ5q~{yGsUooErTR`&ssn;J
zay5YXsr4rFD_&QjbbchxaCy~wul#yuk0Sa|!f@pbo(1X8bEm5e(|SOY5IWFn9<UvW
zBvmxY7&h~Ot6_JyEYt>{41Z28lbxT#Gxwlj`--t1(dbPLxF{Q)TxdNd>$N9b!h}b^
zrZw%>1g{MZkv_&CF8w8?YoTzO0cd*<G_R1`NMeF4rqMq<o@l@=^B4z!j5(WP&ad{R
z6STH$<?*(f9aslbSF+bbr&4(^T38X>lqp22EbB!;dARfpRNfK_dgX~?4@oOoVAxY^
zm)*C1CYH!nAjke_k+~}C)9N~v9><%8^PbC^`t_vZVaJ++IxVQAD4)Pxlyur+_#+z^
zRpvAP_ku3)=_h_=ZgXyq_hiR(gXb0^isY+VBRF(X;#*e{xJ{AB!r9{r+rbKil5^wL
zOSN)MMlTh$w`n?{a)f8^OS@{`4aiBwmCt24Zpo{2&()5^k0s|f#NU-{nkGHmmHP@m
zt>P-cEtNcjNFq$e0AVAkIBKFUpv13n-->Vpd8gbc5K=hCX)DG+TnMiUt26UA7kIo*
zxF1&gite2z0T9A}bQ3lDiSV&?8MH9JRmiM&-~1}#*`YEobc@&(taN=!ik8))NUu5V
z6Lj4->UrS1YYPuUTUXAHx16jVsJ*Z&e-nH2v&!=1xutMJo$>ZS{a0>g5?vKirTBY`
zKG?@vd&WGp{nMAJhK7VK2ktMhu$?_08VMnN<2}C*V<ioPbIU#t*^gQt(S82>xp?W!
z|Dg-6U20%S|FsUuZz-LR#hyu0r}xUtt~2(_7%&xaDm{L?W&f%THrJL=(ycwEk4#N`
zFSbW&NM31nHx7?U6Y1?JmYV;mY32X@jzOUpiyD3mi&3m<hj#mQ&iT4Aoj;8ak}tB+
zp2C;R9t|qR6!T@Z-C()amcuBm^5=k!);7WP<1@Z5zc_XbfNTRV?e4m;uT$29DP_hB
z-3x5roDKXC$~eY4C%rNETP&Z^sNT^o(}G4fKc5BmHCvo2F`1Oso)2a(viZ;s=wR3R
zrs11O%|7J1gj%_6wq^B<i_TbtbpF6J^~>udI46ai;{=0VXl2wWYOI7b0K58t$lKN>
zNOmK2Ii*}m70aSv`s!=M?s#Z1h0O9+ii*xK-iWIU+3QP6;w$zC(4b_1Df-U2eO_>p
zh%F;7-0>3iR?5)?p1LtQ4aN1gTv8BV1&UrO7pM5vN$)WAZUKvr0#t~_tsNpy_Ppp&
ze==CMgC|caHZV7k12*}*8J(^frmPb+$6FR<!l!QMDEk<UVE3|!IK9F~b_BATm4|%z
zAU$@+<nSI7SWQRQQ1+kgX#b@F@(=Qt{oM`2zu|Z9qi()oG@Q%OoKweXTxpY0F_*fL
zrgxre7m<hiPIuy=%hK)B`WX*bOD^m_DUu#To{G6G1Q-SWO%lumD6OjXNUDhyxnkqH
zNAz~|zZdBD>Vxp7RK-h|6#U9<%5GY8rVC%3=J05L)tE}|%sAt{7TZL}nOiSu3x2d+
zX|g_|U>Voc8fJp67G~;DFSuZu+!DUukD43At{vf8Us)%ofA0Y`MCSHk1Lz-&_uokz
z30M;e52D&Jp*+W}NNjBxsS7=R8%)%VyR9gZj=J$Z-P8SZmlpfVr<ephqD~a;7I87H
z$xSA4L`okGt%opaKUa8hA^&y^S|PsJxoD$hZo%3ZxfWI%Hu2c(CBsmD_H0mh&op!L
zjrLV|DXwx-k|UD|mR!2d#`+iFg}!@oZ(KhZk6Bb}$(B7P2r8MDoDKyUy8v?{>38&x
zTwVLbLv{)SO*DUM&UU0D=Vv4-)+#uK9MAg?k~=!g%9Bl{=^2O|(%%nEh@!H6z@j(p
zLu6&4cGTJcb}YTw@vb)2gYlaFTgSbd6g4bPd?FE&XXKdq9;7VMCi%>fWn1xnF1ZZb
z(_q~1ZO@<B1i~em#PU*!1=l{q4ds3TM-}1iP8vYdb+P#t5sBX2++68H=H^6k8Vo&I
z&GYWx^WlCM(+Z3NzH?#SL83?-M?MwKg{uA+LH8<0@>XbvO#AbHNc{FP-o+n|=pc&r
zCvlrk9WBC$@Dm%r3pXal(W@ktsa;sTu<pl|P^TbWB!A*{yrK`c*ak-F=O$%WNX+zI
z-*A3mlEgSQ&2p|h`onua1iZ@474aoKW;#dG4JHOI4!FP3L4EwnKxxZWYZ1bzl}?yk
zKDSg1ryqs_6aXviSE#YI{wVNO!StyR+3I4twRcr68c^z;eYA=G-F0oznka!0>_oh8
zim<EzJ;DqTvjOFHLFAzvl<wHX+ivJEtrd1pOQx_AP(d|FlewxJYuJE@9!bph1LYc{
z=R5aXc9mE=hP3ZFXpAmgpqCkrcMWIEZ^&gdc7526Dn91|22Z&h)XA3RtK5}pSyH>b
zH>ZC{dCvUy-W&JwFW-bEe~R30&7SR?0j0K0q~Gi&Jc{>kAqsodE!cMzL$%?){z}=E
z+ovD%60?W~ubU@}Hrj5mjm?nN{q*Vm^*y}QEa{pL+uMC`Ivt>)&*aBm{nyLpp9!B-
zXznJ>v)(&~O)TQ(*iEk9po(J~q+5ub(fab+&_EfDMI{jeN7qNMI71!|)RE_lGb}6D
z{7Py``nX=o{h&Iq<Dw>#V<OtR;LcOw{+pSt126p&Q2IDI|JAoIY(|g7mj&Xtfr>}=
zbk)ILkG{x$N!khdSd-N=`kjQ8{2<i(JpQnZ7xsv1_oO1hK&WKK$y^EjAaI-nXUoLE
z_&4u9i2T$w%x^A4XS?Z4srv!nth<ZvmqsaexAa@SNvBTUo?W>~$a&i2ym(~uCiXU3
z8UCeF{=&lckYbz}wYBYyipM9AV2J^=puMUwz+}D$xDRo{JCS!8K@JY$2YhGjkN!#G
zEQY{n+zpiqyk^<UNE~^!Xo52Aq;dd0i!RhMF=<;M)?Yh>cx<8Q1H$l>k_#@CLXn$Y
z3NdALMr>8)@38s7KgY@aV)Cc}VW3ahA20K8l--e2hs<V;^wrzm6hz-73bm;N4cU;2
z!tM+JdOw|tmRAFI-#qd@$Fs_EfS}kR+5?;GNvs!S;%iry2{fP_Hzvc2eabP~mNPQ|
zG5-5h<bRw)`R|UG_BW4SM-=<1wkb~{#&Yp2WulS3-mBlwQu9Ge%vu}dqP=d|S4D#<
z0e{{0h$l+G-9JJ(UV{?4DkY-iFLyo3lkWLvKgS=F=Wk#WMgk9>sejSb?%moluZTM@
z^|?J<qJ8|eL4U@lWWM)zdm3Q`V_mX_jl6GeE#37ofQlQZwTi~n{1_B2L$Gj?WS;yC
z-yP_Tq$cd-f2V~3RsH6pXFri)08mnugCY*%7`lx{<Y=OqVEpIJztC&$3or(6S^V{F
zEfanBf=01hyLYMyftD*+KT{L)MgVz$car*p?l?XY@~RfEJI<#A%`0&bRUx{dSd4zX
z90i^z??ye6tLA!bx|%)ojhHFrXGI3k)Z*H38Qrg{s(=Kr-&zYK0%#nQ=n%4~cKBZa
zs=*INU|U<?CrrOyAkS(=1;{L<XclK=i4zT~*lz(BF~2x+qN<?g&a*NUp9^zff0$u|
zJMXJ>s0J0E{4&Q|3Lpqy^2HP%wmNvsl~99i75K|;)!|s70%nk_DHFBL?kaI8Bb2;(
z*K2*MGRV$Sb!SkAQ@35nP_grOzdE}$TsyQf=yfmo#YBEUamvHUTun_=^P);};0H3{
z-nVzT&93%vL96`=K+4%))B*te=BD}}_Hg!#$GZ8ViBlzW4}Tzc^snY|=JHylJ~0If
z$SNI2gEjgPFPT@Q#fs{ML`I`Ai=!KV0d`CT&p!&4t*5+?X@{JA0P!!p`}qF#bym%<
zIvZ^vtOSi~*$bDLg07~?A9Z?|x+(?%TqKOd_wh+c*kc&Bj_zUW&d6rHaTK5H66hfW
z9R72pz`3a$T^D5`CEg7*2ct=HhH{_nL6!~bnJa8Y*)`%4$NM-R0mrs$LIEq3gQiBp
zxSuE0puG0PIdkL6u%*DUzW_BkjNr;#ESG=h#*1yL`B&L_f`_nBa&vky3`n@`O|CO*
z+M#&-h-ZMP0QAdwC*cZEAxhx5sk6itA>^>Y=-txTthFIodi9e0D2ZIhefV^SrA{2;
zf5$H6FMxfdbnI7FMV5Dc7c3tf@7|UXS00&orEGYzt|OBgkWPOm+tR3Hk$bd2jy}V-
z+nBvwN;vcSl&}K&u7Z5^?72qwB=o!^){gyY<c}wYM{l^+yN&#phwHyRQ)SIGerT{%
zpi&cAP&L`9BBa-E7F5X=C2+Ue9=y*w&w7VpAOON#pccC=P<{6mlKWj<v7mSeW!p*Z
zlKk(J?p%^vdoA{4%i6;Kwy+D$Hn*K0Hk=r2D3rrSnb1l#LD(44v__o63OmDV#w94y
zW|ONL!V1?l%q+76Q`aA)YO8_S>3mc-lzC3LvlF~5sap<dt<qUMF65ZfIYhVeqxaFU
z+Cf!z>Xp?L!i(L*Rp1kmTI{OAv^BdV>kN7PTG2Dg9W@a9`58mfVDJpvSiPB5Oi8*t
z8b%hGzH7OWgnayKS!$jn_W~}}yl+x6)-t>?j($?j<;YB&id`z@4P1<&ukb=R5@m_S
zWgOy{i}9Rk^x1q|Nf1o`BO7m=3Unp(xHOSYREbo3+ZTYOo%%>}Pa&XEnu09$eA4JD
zX)=3TaFF0hevslIp^dZ)?Kv)^RC=p#Og2cvNa>VPkBZnbLkfxYe2~OyQo##jnSfWr
z&Z@>7GC4Ody~-R9Jt0MpCAWYkQ$Yr|k|+4~yj%rl0l}oKVk9pB7n5h0;fHSs#_?x>
z1CYfNAYD&ji|KzMJpJREH2<}U<=^OgOIZ^ljVabwI%E4@ZQas14O`be+5FU4d&ffh
z*2J_>d3FJ2@Fly9ORMWYxe>|kQ4TKK<WLIst|cXa4vXq-Um46?s}8(LLU#T1#*bEn
z{GLwND$SE|?|JPHS_vWTY_0E%aSk`9slXq$Rw_jMfB#CF#YFNsn@4Kl<Q_^D2x@dP
z(NQeG&d!*%)zi<t%8lCDcB5lwKT)&V;&L{nUPm&AL=963!=Z{s4nE8=(MPbfNN0RJ
z7Yzk9Ww{XC9|{K_8hL9{Mv^oy%#u1C>w}=`Vp=M$D+w@<nYnVja<+w9>h2^vA<ui$
z%UFi4RH-}DQ7%({5DEiFec95dEPb*n&@m+wyztv=h^ZNVt;BV$8kD-t@B6MJlS<t?
zFnx-B+FiXch^c#x9ItZG-9oUyeaw0Aj!~3C<yM0rLDWHl|2r`$Xt3i3klUE*oB(8h
zeNqMUUwDtftX}!a1a#Jm&v-)w2bNG`H^YmWO|3}{4^i^J0O8f;&d`^}g20}wKL)C1
zK_29|{<D&3^ZB4g+IElhLhn*Ic)2eYV_=)g>JvaGcS@Wnaht!1t#&Bos^`2WSd{G|
zIDTNtC#0GQXO|1BWMX}X*9uVd3Xs6n1<8#A4le846X1@H6D5c}^^4A<-trWPf0$!%
zDxUuZJ6T#?C6vy{+tErhJlUER^H!Ai#YCNoJfY-a2zihZ@)yl04MyZEc6Mi+=2ep%
z{^yc5>#HMTJ%}gwbAgVVEJ(g-3e9pz)xZ=~DxYv4-P`ZFHk=w8Zz_Jp65&sd^<XuC
zzn*zszL(`;MxD(sRuRGV>80<f=F86ugn{*5weeEia&@f|M~7`h&=+g!t1%M!Qx5QJ
zJXLN~Rd&(*FlMD<^a-QHUEi1wh`UeLU~5H_J60*z7~e>)9L<I{6kZO=9*N8{);xI4
z;HX?8HD>?HS{u&U;~S(>K~D3O?=aV(IGjs49<?E}@I6Ou7Hp2u9X3Bm9lx!%uM^lY
zauf!cylb{F&L#cz1~RD9pA=3M&yy3u9sf-+Z{1CCyRUTYM)oC-XvF?pEhDbP7Kj<-
zjm^!wGN%5AIOXg6bxOqX(9!qGLd0e&@r%t3>C@oP)_1&Bav{q;yDN>m*5f+TC0`U9
z4&|SQh7RqK<T(zFPM<^?c1@|i=040b(b7$59dG$C#%gQ*zN}9%Kj@bFI@E3xx^<Zx
z^oLE|B3ILX7XsJH58byPnX{XTM8C4scFD48i}3qQG}>{9s^FTJ%sWfeAq~N&L$9j@
z@U-NZS`g^MR+}2izqI%<3f6``YAFFeWiLBzxNkzP)0OchY;SowO0cZ?LhF*Nx)nbl
z0l19n-LZ%>fA+xeR%*EH6&;erp*>Aiq0*!!-xo%5@N0g-wneY@CO<URUcnKW=D)>v
zFx&TU(um>S4vzN_Qy;V%$v6p#)^w4jL=JVjLrBd-8_Q?WtJhrdq~#dJ7Vlz6^(ZH7
zGd(x;n%Mj61Gg7f;YF3Y5L_`wFbWRd-DG=X3fb%2T;Ge@T5yqX+S=Dnk}Jw%tF}eB
zD4Y~ih?(jjH_|!y$^S5Qo+;omat4u`xqwJfP*ErU$66LHg|8$Ax+s@INHqz-m}X={
z0hT3aFYp#36E{+tmW%2CAyGIrbEl}}m+_T{PxFKLNr7>KC4+X@6vK=G5aK$D9FP~+
zGxR~~rK|n>`QkkR+fes*l-x#63=ax>^*#wbcipiG?r7%qp@68=veW`5ag}uW0FoJH
zrvH__@ZYF1|KoqdDABq?LnRC0XeMx9DtZ5wb#|Rw!dJPk7|BbG)AB;dUTHG)I><wJ
zpxz+-``f#>MkBbNgov|ixQ+8LnWz+BWm)l6O!nGJVl|FqH4Bj#fqR6y+orZ`v>uE9
z1(<s>6!xkP*k31S4wu<;xV;NM{be*87Z7~?=&kJLTvd~GBg{#Q7la{gvG%3<&r*2G
z+Jdwo<{3d8vo}jv*2Cb~M=WyYRQ5hsD?V5G?m27kCiTNo-car4&VG88(V~thR@J<J
zTvz^{PTmw)7YtuajZP|@ZDdtFe3Voh8lXifRq892xwViMd6UB76*raOyL<-SWA8V$
z*9msRwQna&*}qobI`<G4TcC%tcb^3D$HmGAJ>0)lMN#LAD_`|o#b1`fNOM>_^QlBv
z?l#6h*;{`BW@<hHW6Be#zvzY6MwfbJ?1{WT#0I7ulmHoR^|}(X;U+P#5J`K<o-6rU
zhq!>QnlPc46!ehMhwf0}lNz&3S1?cL;-4`NT}Rcu5$z;Z<3a$(CbNT1junOZETw<T
z5i37o<y?`TBGu8C!314tR#-TNX|R&)6Hx>9DpuP!E-+|{(w|iyX%5RZMCD0NU=#a_
zeZg2$2COPLHUG!bUjSVu3KUr?u4hu4_OP+XA?SI&dPFY_r={o#uqOs;0$lJ$(8@-d
zL{?V@BoQ$g&I6>OCQx2TCa9Kr5dk4PNdP?J{u51DO2<^vy=1lD1UqmR2yx+@CbOO(
zf6OfTVneB)oFC@)=KdrZBe~-x4*7>2$e|nf^gg~uhoiqz@`{Lc#d%YY%g}(hkhHO{
z&}M95kuIQcNsUpO)khEzY)?C<QRVsZ!_5u1!PP9@Uo;zQ!vwYKqm&haTQ<Km`h}jd
zwp|hJd(Aab9>cHRQEBTnRbsbCgXFL&4R(F1P)j=!!6CBR6KHdzJZ;x-JeC#Zk~&r{
zeyWknppZRHq{Wp@s3Fgu(5G5e5jlyAmtF^28}s5iat(ARrgGDXyK9fVM?eChiU%fh
zi^7@1>lVhgsW|?`oG;;`N7PhAjDR$a>kwu70*O6bkJ<?mF#$yXaT5?l?waR~yvFJ#
zX`9cj<f^!I{;2yNVjEP<_}Vlw_M{=<R+H8%NgVgFNz$6ab$RKugSA~9D&8HNGr7Gy
zXKdOc0TN(|l;V=2x%_GzJhsH#doOLu>&-~H*8AK0T)Y<*4R$~GhNbw)>18TqnSQIi
zKj4j@L_aw<oqt6f8U>OR+Q!7!gCCUhE}kLQV;S$ysQ3h&i4L&Pr&7pNttw$=<i0Wb
zwqP>ZjOx9=orz0I-0cziyxL{TRb3kx*bx%<eP|sWa$IvmM*riUGqcXSn22AKdqs5G
zq)DpQRPL~Zg1)P9cL3XcVIG26p;-q%zWrkH1KN?8pfH`N@}4C)w}A<k{|8M)wh7zZ
zF}orF7(<S&n$SC8A3B!}0l-JN#dtXE;|eG}{pUt%MkxGXDFa9VjLM~to8BEW+5gUu
zbwU*vl#xgTrSM}w;F#o(nuswY!*{8JLo`743jDPSa*W5ex0^pJ2yj;QgE<m=N@`J7
z^*GZj@<E!4^5YaZY#v~$$wP0IV*TNOs2ZIhDj^CjZ$NaT5nB|WagZL2L-%3NaK!vc
z1s({0u<%e4aG`K@Rxd_#FVJLxP#v6bB`83H#+r>4_5yx0&)A?%C;+geZH5{KD+N*B
z%EO{3Jw7;FdMQ5kenJW_|7QoabXM9w85iUJrmXqzMCtz@zb2@sqElquCVfB>pTd=m
z2+clv>KCGKg+m1gAg1BGcH_W?_mXc~J}Brh6@ST$bZ_>)PoNLyw+26L-*w;CP(j6z
znmp7i7xk&R^W)E#Bg1DER|MY)JN2wF3ReCY(H%o1*NNl<FZx4CB=R`@LYw-}KJL*r
zc0!L96n=PGWw$S8nk>-$Io@Raow#=N;P+9%NMxIXw}$HW2zCpPBpP{_%vQdjz|I9G
zk0<QRCk?9VuF+-IHgMiBsdnsF?fk=>h9Mv1qQJ)i9s|M^e*0*IOUB9~LZNl*pbrX;
z=En<lbpXK=f>%i{nA$i-d?3NHFrm(Nl*TvRyHQ#E?bZi$*dmoXd4nwCxI#rPzd<_R
z1HO@cGgXUn&ho)u02zY<36h)pp>6Vu7Kxhc$(5Hr0^){5;UgJxz7=|#M!LmSu*x5<
z;dB%W&t2i1n94E2#Aj&DOAsT|y<zr&yjFeQ1y#7Y!~Qp=O!7hX+Vuv=3xNnB<#JIj
z(@swCd+g;0oB+}uoxoSSg^S%W8^%-%wNs{PE!ezZ|Cyg5ptHFS1^p-^rzt6l#vl<P
z6&)439et$Bh)^L<p_{g;kmbO?4>v|THiOAZqqQ~MN%W+Vl{3YyyhQtjyD(5;QM@*z
z__{R?wd$v!ijfd_`(axwmjXrNkGLUDH@g7)se$bYe>imU>efAur8`Den7M|^%B98L
zVl`)~??&XY_}7G}nmO_#-Ittq_ckFF&z}r&I#WX64S|M-db~?u&}#guQU)pN?dcJP
zsg?$t*FlwEReJL9=lLo6JLROP>oZsU?W_R3d{PJ-byDIP5F*=)_U}IKu`L$>&dtI(
zimP@v4-+5YR%mqWf(D<)5_I;>OMOKx;rT~6embJsn;GLau^RX@)<pln?}Exhxu0{a
z(q6A!%SW@c`S=7Z*#i113{~oXI?PyxCVd$Uz<}~!J*pRubM|+C=4H(dj(l|OmxaNI
z>ums8Cu3jkPUU##%lNSLkJ|o%N*4x?qz>O_!b*P_09<Sd&!k^~dozPG@P&^jn%5G1
ztOp%?Jb-T#TF3?yH0(rH^RJl=$a<FHJXf7~UFH`|$z~ou8*Q5QGx>9D4UvVOG^pMW
zhUxCY-Tgn03f4`$fPZ{(GXnocJI^|>w`xy8qimM()lFTGCj2Ioq(tFl%hN7Z6lZIe
zhT>F6!whP|W8!$H!`@UqiJx#yCWyYe!TT<Y_Y9Y}EKX_X=GSV4vl&pZ7?MqAXn>PZ
z&;7v9>oM4nKpMOJDKuS@K4JoG(;L03d3fptlHc^4Pf!kPnPiyfJ7Q8cyn!s%uze;n
z5FH9uI?89MF-zftj9P^%ohS^D#ywy4gEv3}7MXVVJFsJ93ASb-rBlxADkC~TK6=Mg
zydfxfCm;R51B2YcO<~OK#9UHMZ_|j=D=Kc0t?;=cez}}fkBd@*gea6^vcdCbfnyIl
zbG^<J_UMauO<^@n&On9h#)EqK^nY3bTJ2fyIU4wFR8k(UnP~|UH+3#m(9U=|lKY1}
z>OML;5zF4=SY-3$_hbw;(@%m)w0}X0Hz35|aW5}&%T(JE9;5RswCXvBGVh@jq725Y
z=n0veQJA=vu#<mU%)A++LB5twD#`^$F!QH_#0+eGM-acu{!;A=5WxJMsew2*TK-wU
z-9Q2#NC{>5NjN_VyV|O&dhV%mS~W=O{Mlp^3R^PR4VW<efjWlA#V(%Zx6(*bmw(+G
z^e_2^{-3^PsrALRgKW=7?_R|`JL`yISJzHnLyFE#?{Aho+Z*@%t^VwIs9{fv!O-~!
zd-JO6iF5MkkS+smG8(=zNuVUh!#95cXytmrFAG?AKZ9jtG}zz92ac2I>#!NGQkGXA
zEAT!h^J$M6JhIjT(b3mlzL<5sE6W9IG&1z|G%tTgA%1HmpH4$XZU83AMPFdX#nlj1
zvy^W;hHXNXIi9X^)LV^o1z)Y!r{umj;8F`?N7nvI-*3;!Sd&Pf$t_KOx?E%vqh*T=
z#syk3WV(eBU;dhwO{AX8KeBXLJj0w*lR9wXU*#Kb-@?}g^cz3X!!*PdkLe#6gO&Ep
zk-gs@wu;M(d{UIS<Vw}oe4O_rqeG0hO6AP^l9nlu<K@C0C1=rH-fcl)gldj4%bhoR
zFbWPMn+N_Z#ww~PLJtXT?;^yd)=t>J0SZ$+INmYHt|Cw2L?00)sckGAU4?+aCu_g?
z$2>tgB#AkF255}bPy`w`qRib?>8R)A%uY*Fq&ChIC<bTJbs>%wD@{#nB>C7xYWC*c
ze9LeR!6Ehv%uRD+vXTY5j`?3^rKt(iNa`7C<GubeV8VB+M*_0e)BsURMCt_oaTB{|
z827!cLJcnQc2Xi_hodNx1XE74lM^+$RDHfwqvrvIMWcuSY3xR(wlOo1aw=Gx$B0iv
zluq3C?L^-CtJRp^$dyns4DTKJ4Xcsp$d!giav`Y$>(%a=PZR;GO08i1;KKydJ_O6|
zu0?U0u_(lsL)1i-Ow9MD;upQfwLJy2mybM@`FSwM5>OMsyFBq?-WeI7R@)}d;upI$
zQ7%r+tpD7dv^@W`3)^HOxVAobNzeLLrDPZ7P0^+x`xKt<?=r(&8!19Y?9{p0I3&`M
zAn#J{HUxFBJKiZ2`)TSZ&3ESFy%IZ)o0inChHJ@NKPHz}rg1zh8Ubs=0{|6OLY+~E
zL1ky`8HqA3=v-Mgk38BT@N)P;&6x!wh2s%RFToP;opFQbb_Q4}T*Qd|(jvS2z2B@D
zR^YhgJB7=<q)`(_VN(bRnuw*^isz8Nft}u|b{6Q+w&22=yUK@=8Gg+7-#sZyK;O$!
zEg^)RRI-ULX?cz~y~29H(s%VZsn(?L4dWv@BCQ&tGeAcYkHT9;1=%>>hoS6^0TDZ9
zukz?*v;!{r04~S1H0nv#881OGIs-@qYtNAkg}+q*zm-~j-Kuu3d9o^Kh!+rvmPxHk
zWf@MOeRnc=^2@v#PDAcen60o^H~%?>kLfQ!3lSH^2US%!9jR~#rzKt<*QB}Kp#jRi
z!-kyIGHU;^B9G&^?|t#<!R~9EMB&<m^DQ_9E6!>%BOs{rrlti=1Tiv|0p>J>I4%Q1
zz9eCEzLsAdWlK6EwklGpQ;O3u;bNzz5?S0uu=kWnoJn0rG(I-A1^b7mB-N_0=$Uti
zqzF9?+V%K?P@7#q*w4m&H!{<v(xivT8%26qTr4WqsOGP<8B*^W@KS<`9v%aVL>=Uu
z%P{g{Sj{@^RZyxvqG~f;U1%v_E^uBFa2U@`6BIndWPqPVg4&oij1f?z|FNCN$R-mw
z@eYSgI3<GJTcqHyyQM~ZXh1AY7V^z|z0-(0?mJXfbJ*wwatl2)IJlP7<O0{qL_q1G
zFcQq@inx_J8V9U8BI@S6bGLu(uyQjtr5?Z)T2`(YY5GsxzZS5=^R#Eh#o%0kS6QWK
zZ$%Qh@c*GY@jp3`{yiTld}`3$tv~$#0=!iHlvZ@|cpqd}wKk(xl}A1<Ji$7Yyv**(
zyBD2AMpV?G_#4;C^j+~QBNY^*3d@27ossVM)wua@2sYq!Hs1|D0`;Z*48)a31K22z
zJZ_k?)R-)>x>PxRIU(YAqY?DNrVJ$IyyR*!TvKj>cBzI`SXJrtNnDR6$c0omK=Mp;
zx`WEQcS4yi>>`4PZZ=x2^72$SzK#tEA6~#_DY%zpGpM#XEywEWEJ4!KN29h7?qTjh
zI*MbFs;mq{=Z37WrOIiZ_Y8HwHo3|@`ePeZdM+wk?bH``ngh5BGsYPSv0na=O?)LR
zir?f;IBje2&~f!AS5KVF`LCFY=cx%RH9+6ZfDH_<S`)^-mk68A=8hPJ-toC`owl-9
z+R}2T#8g&x*)VFZm!X4zMB$+d@zE{jJjdig$kL6y-vXY~uA`O^*@X`nlEgku4W=oT
z_=5=3ncNxRk1F6oyX~ZY!nn>NT=|>|Auva@2*BtK`UH%WtrSy@?!i_83IlUfoaF&!
zuCO%L;<K__qDf)QLh~<CP9HQsu76HAV~>4Zn|#d}3dMj*z6)@Zi5nvYXW*p#<z|i6
zfCy02Nd=Q7YqUPQbac9<@(fvJIu5`_SzWV@k^7={TNSYL(+o;R7|5|bRID*K=7M8v
zVbxMH&x)RTna$Fbq47Lhs!l<M(l}2tg#FWJj&)-3pmf98S+F&0x5QH2U{d@mgbO8P
zIiKD;$#f@^Q#ZC(f#ff})p7`k4i}Mel@2_qykd?-hEgVQVW)Yr5WQBDUYoJ$-)XHA
zw%K}fW!HGq9`B_PvPrn*C)P4|iT1U`&D@gETfj4E#(Rrf`<B-DcM9YE7i`6!(0^=Y
z1@bJb-F-Lb5`dfXfOfFhsQgFvadDI@7diVh%eoLv<{)$xe+9`F?xw<3Y&XFGaSBtX
z#g*uxt3}PyX1UgV!zwxuV`-yhzt;r`4_le4*Tu*y_J%8yQ1;es{&W4;h9DmhX%WQ<
zF70Vo!%l0iQF<{A*0<;L(<b4`2IBJCqNiZ_6J$CFZWV4Vl#$DEb*8pc=dQETHZE}2
zgm^s^;7Hq_K46naQ!I&TTjuR3`cXj^C&()H?jRGoW%$%bvv0%HP{-ksZoKBVhaSd3
zD$qS|WZtmBlA{`yVUfO@#9HL;+*WgBU%fo3vwa`C;nxd-`S1KhzkHjQ02~e(B&`d(
z=DKY08ElnMMKNs=byAMjE9#vOoc3iN<eP8r2AgqrVlw-79dwR=O-<MeyoLg`4%!|S
z7t^?l)9fMk6pf7P4VX|_0(9fZu$6~o4ObPLDElb5I7It6{<IpLdgv#|!UK#@QC$Xb
zLBv(~Y$-rQkHhAb6AGGTOcBs`d0hL*-3^O*ya7lvf>hl!C(}srw`En?rmr_14$eH%
zB@5fURpM!vX>Q-|A-iS4{aylF>nA(NF<NURJxxROE+j={I-(Bb(%Y-gD6vzTpNxaC
z;k|!a1$Hm`aoIh)7Tp^9NANMj9OW<CnojY}JutedSUA8E{>wZO4R*ynbgq%D*;`=L
zVPDDszr2vh7*&M0FoRzlV(D7Bo_%KZl@;tAvvIn!fXz>xH6!aF6T=;U#79)(!`9HQ
zD@iEr$HLgJbvFJNc2<D3m81%KWOe=E^?pN5)^r1~)>ln(y6h?~Lj&6!RA(S7crB$K
zJ;sF5+|e=oHE|Q5`?v6>Ok3!H^s`nF!=V=`o|&W_`4>CiqR;<1LFHdf&igyV(!a;X
z9mxGg^4YcL;3h{vLlHsq*NxWJx2-We>gP9=R+k!Eo_u{~7N<XOi}sn*todI6W~p><
zjFp2<sQ-;v&Y?Tr<W7G(T(gg-F^XQK#20*ZT8MG{kkcXV&-6Fv#dlt*I%OIag7V_S
zeb3lWdaSB^zNs0)Szl-T1)%Q=zw=G7+6Hps^&&%EAJ@mqI&R*taWzL~S*Iy53&~Y!
z^O8k<qG34zDj#-M^O%!Wh%B}D_}65)2|K<o&~Fxz>*&PvdxKRL_M89E&(sX0h^n~k
zI9G_A%;Vr%T_@cU0)@m@+|oCAVde!jnjqRmvB}&xB$5k5r+MEz&W%bvsebg~+hkE5
z)N?6IR_*Wdt4kRf9G#oIc!&o(A-nESv)!yEpKkS_l35!;p<m0l;!+QgWt-rC9Ij~Q
zuQhcaz3f5DX&)DuDZBI2IA%_z<uN!S`Dk)>>Y(RUWw4}SgE)j;>3J^X8*^t}`YrZ2
zmy~kBEYBRZj1!^AT#sL$p&7~`URZ;dOa4g7V#dqMlKZQ(#^ff1@^_tyT$}Mb#8x})
z!3B`OZBwRSzfAmYrX`Kk*dj2mWl5KD*>_7CH}a6#b`XhSa?7ut&K?prbX@bqP&^z7
zT4(ESIpPupR&Z*Ct!z$Yud{H^(M8DvQ9w6=aI*eFX)H)zKIsQFTkp!a8$4eJ3vT9E
z6JWS-9pmDarNAJBu12@2$r$C<qv(+rqi+Y$6DV11p%!mdNd@xU3RI}Q?Fm&npnfN6
z+PB`bV<5E9+@gi$5P$9kA+BfnEoWC*gj)m1@r!v~a2_qkjXQGWAWUFyEnHIEMNHdT
zQ%_oV`d%5kmHn`25EFPRO)t~Ajv3f1B0mXCA9-i2&PC1ul&#x|`F@crrBA0BF`%b3
z0TC*1-honb6sY3$`{OdMunn#<0Rd2MNEK0)-sqq*2I2IqcTaoA48l|~JG7am1+8{!
z$y_MP+bJ~Qq^0dB39}2t@m-}`6R^XEQdXZ;mtq{N@OxwIk3SVOp&io<#Q|HnC=~wk
zwPFesxlu>-Pm+19EW@pJ_eD7kMw)J6bNy@TOU{s9-db4bFVn{N?COG<C~?3={wA|c
zxX?<FRbfX2(c3#QPvEMEmVK9EbrWxXTr))v%!MKkk(0;}pDW|nc`_f1){7ZPEuoQX
zg8u39cA-h&UVSJ#xMf0=DD{6zjib=qR=dRjiy7nP;_@0&{$j+kKIsXx!;@tmZwJrS
zmo|&pztkOB6vMUhCAkZb`$9OrenCG<hO^AQyLLqKkE3)GdMGC<?G>HeFHpj_kyz}?
zDRkegzC(?kZlvcy!^a<5L6qxir8+>j>?<LR(v&<Heh6E+RYA~~u;%N-tBuvW>cZlF
z93l(+{-RL^DqQWaJr-L@b7j<OZW2_tBzb`$EjW6HlrsH>-7XLVEkI)nv)MBXI-DG3
zLD9HY|6eYW*OEV*U8<9=@W#3bgc;WrR`bX2aTU>NV-iA6#<yXsievR2V$cO5RN=R`
z7rjso#4*?$M~$S72~ezZX5!;z?W3Dz_Hbb$lSm_p`G50&)L?ZpzvJm|puHiBr|;}C
z)QU{aSaatCP_lQo+D9)EDJSZ5*M>U6r;Z0ydj!^-$8;TS+<1mT?M(z}+-!v&MwEh1
zSs;x+e9M{bOW064u5-$?C{vr*NP%Z41cA{A@KnhU?E!G{u~U(^qlzh^U#?A-GB*XX
zGk|>f1Lm4bVb|?=R$f5EvzlU4vea_>X;dBAd>*gh7FxEL3_mf!o&m`CC&HEH|J1|!
zH$Un>)Q9?i+u&dPft4}y@j8`vYtKQyEIqDS;>^-%?MTS|?6)?0Q|cRi<i{V0jn<n{
zs)x2#r%nzMu|@Sx+jNMx1#tv7kwC6cryY%ci~qQ=U90`_t<cX#j1AxEH2CDKVcy>7
zX_T=@WksJ0BCLn1)V@2Lr+t|gL0|Kz><+8ce18&B0Vi1T1_!EI{Ehp)kB6J5nZ%rE
zyL-~~T^&vx6t<8OKG^c?ph@n3Fip)Nkq9)U0}#n4Pl8xR7hD<p3+VyoqM|Y9^#xtX
zYHE3k)#D1@17;-0XqomINB*^K%5qLd!nQT!TKZIBLWOB`nBbLDu2zd#ij_|6S*ZZ)
z-b=h(xMa_(ml66<rthZ}3GSTHh|O5+*XKu>Pq+~D4##7%TJ5~x2=cIET3PcUyEmIv
zfTN#NU;QBxw<#fG9M8PpSs(CNr565<s7?#&_jm075vb~TSKUH=uG^UW_lE4HgrRnT
zD&lFr2cNjss&%8`8veNfsp~H_uOw<+4!c5-tq}i~_#AOQ{}i@{yYpjLN9pG@6?tG9
zdH%I?bGKYg&hUN507VUHOE41?=i9g|NJ+q_c090k`e-I)qSOl_CQf#v(S1j!b>yvp
zgy?3WY=xw|1tO(mJXA7Hb7FAT@x~?pLFR+*z~~-Osy5o6#;$QY3`f~2kY?+NXk1Sz
zzrpamS$lhUnSV8q$mHL%8-4i7FwjJv?2=*OC@HcuyUow<HxLx9?R5RSJ0NC6j;_7j
z0?_>39N_YM&Pc%AeX-RJo5h>@(+mw2l_@33m7)_7U+{Zh9(7Mmir3a8n6?v`LYR3|
zJMUh_K6=ztahs!KxnMIL`ZYVAJNJ4^L2PvADo+7<l(jLQg4(4=`BPcU$3=BL$dMeq
zlLgCS!j$TS%p{136PqN1Xygzx)!vHMKH}HchzIQ*3{{;DKGf{#-A2kDSL!M}Io;z-
zprhLMWJqlX*As<f<POvTBX$&fB}P!DPk}d^EUu)y@QxERSEc##nw%8i?DG6Q_8O70
zOHdRo!~|OpEP4|qP&@e09I_T1ONjE?*3&e3lkd36rPP86(!KXhQx>t3)JEQI%U-;4
z7y*?+E1(4ZcmWMskg`66it9q)Bx%!8&6XdoebejnEJwb^VHM?at_Dsp0w~6r;`NSr
z);#;QSq2J7ULB>-(+mRa66+QBAC6#~MD31|1TXMpOIVuyo|~1HaehAgvQ6gRN+OrG
zsv9KD%4I9vuK(HSV9iL!V@()Me8YR-@LKT6nPmTH{K?~X8iX4>hK%sqidb%zcKn<R
z9NltzMBIn1;i|L_tC8$k1#8Spk1#s9Tw5|p_Z%*FgYP3oVf$P9xu{!sS;6me^!4sT
zAx)Qq!*@9DD|)2_oKZT*{1yci)5>=|OIw2Pi86pgh{bhBK??6iiZks1ir(7CySgi1
z{1(FBgJ~X}N)8u)2=u!l%UP8A(|DFC_6gxra3M*|T3=?cimx-IxNlxD@%>u1Q7ymX
zE3Lvua#>WJiq~)F2`|)@Zd^UwQ<_S^e{Lu-btETuz{=%Y_@42tzXF4Q7@67Z2N$c>
znHdy3y?(YqdAChBvGu9cqXo}XpTg)~Stcv+T^U4LaB5PpKF69YJU~$8B>DWan`gAv
z`#4#SdegMaH~3FKf`Uo>v6C(Dn=C@7S9K0Gfo3z%9rN`}t5eFUn|TI@yq#oURC{Wy
zV-9j_#z5M(@7?T<Da%F4R7|3Ean!v`b$F&>-JW09j0K%udIAq!0xM#(*kdP>KM!%l
z3t1nfLr9=p7oo+=8P3P#>9I)_$XXfG9RH{7D`^4p<|ZgHFItjW^>2!KRnw3EGZ3Q6
zf0DdQ{(J2H|5ttkxO`7Q*ie}6bnm@E%$_I}{{8HIOKQQpnR%Xe`72=!-2*KbkElAN
zE2Ub`$;)&D>J)cyik^)!<#D7{fpn|GM_$NxZTzRPZkxCsd&cdacPqzce>8mTK5X8x
zKY#UcPIux_tqG>!9<$cFYF|bpWox;}W~T&ktH`Ofcfy-oA%l|z&v<J?Yt*1!{qbiH
zN}Fj?Y_gP(@2x7|B2FGwuac<)(aqp%3ovs7e>FtnAV&uW9~-S1NStRewHLZ?@f>kI
z2B2VW)w9qMP1&V?SZqoOLJn|VA1u*?_)%5}RA*<*PqGE;deEj6h2JG5x$hkDpWMQ*
z>tU}rbgp~Lh){AT(A#juSO)+$yR2*<2{`k}C*_ML0bayV+T~9r{al4A57$#Y7jK&H
zg1GwmXB>D&XFk1!2{8NF-2$*F$;RukucRE*3N)*4Q;ZuS9Rhz&x;z2g3r;7pJ#2Mx
zQEN?g#ftWBrta}$L#`{NWmwyPP9!V^ThKiG&a+rY4KMVr%o@<`+@^SFzaVxgZ=R8+
zk?f3~Gcw`$IZhUp&1Z)2w>nBu+4iP>-peW)B~5CpH~s|(4$~oD1<zKM{hsf1YuYcQ
zTtzYGNH-476GUZ^<(_@g)2ko_n)E={Mkes@6=jsCNmnBoZ67U>44=dCtOMAi8tK34
z$1l=|j~|Y13u>b^ax)$Tu?(#hZ5gJowa-Er>4o!SyrPY(Nv)2+BgQUen<nOVPKjG9
z*h5kt<e*D(1}x5C)&-kIlGd9Ow7Ia%uJif3+g6d|;<<uCZb>WBqJXg#0TXW^UDIm;
z<nU3h>&x?IzBxmB6tX&}=soDYOZs80GUahGLrp57a>UyDj4>!I|DnA=`G-&MSj6b4
z*7!%S2$Pc0ASv&+L7VLFnyp825U#OXD4NN3a6o1F9dAtcx$=`Xpf=mLBbnRss<^i{
zXjv#hMftug6M#I^t`u){rXe7zqi<~&Js$j%#&Vbp2vzL)CeWF@Ar{pqJQY%Q%S`E=
zIsS#S^ik5CmJHJxE0G{-SZ;M6I~7uK)LR97<QPX%Qcp4^DA~pfVn%e>AgdI3`<Fb@
zfOe8=vh-sE`)zS+cr;)|dm;CM#Z5amn;nzXaduP0pBAc-thKf!c`Z_wHg)C(7xn<-
zQ)&AbfX*6zcwE`>OhJKk9-S-F31+Ha1!<LrXW^^9>P0VX3|Eo!QM?wN0m9!KxMjDQ
zzP2iVq5d=><x@3KQ+U+9Fk$qyKJwf_?B2TVKEfxd{&!COwgAsz0}nR9y7_SY*1-?L
zGf#%)olm4VC0M|N@5(mG&)$WVADwnoF2=LQU?Y#K(%(f!XKM5j8G^J%XSrslpD6GH
z;tTy$rTZAFV#!nYb16)sEcFtTY`we&dxbs|w~U9r{s-#bGpwmbTNh0T5J0*?DWM|}
z5Tuh(14s+KSC!sGq)8PFAc!%9j*6532^|%siYQ1&>4*r3^eP}t1%Y*^?)9zxt#jA9
z=bXFuS!eGb^T{Mk;$!BRW4xoiFGp{<sWwbQC$OT=r?1GHWs-0AvfTsxQ|GQa#0GT&
zg^EA-P!6kcsB2k=c;b@B=$4;NP;b|`rMBcbe@$i22DVqblkGclW;%)rir|qI1nVBn
zyYR`UM<u*vMEV=U7u;^rIOJ(`=)I8d*H6t<$Z=1meykrQ*JP^}vfc32$jaM2oN-PM
z{v3j4Jn1<>_!YGULyo-e8P!d_`yf<`gz^rjk|rQ$-Vn};2#xYRQ`CxC6J=kO*bt<=
zd+BY^$ib)t)w6akp`4jrvu=3#GB7u1hH`r3ki!YG&EQbb&3}Z?c8<TpN2p1yCZMNt
z-aq7{7}%gTJQGM6b_~#g-fRT*j~rMi@%XqZXPipMCDzTSqnR#Ms%_h+iS~B0%WMx&
z6DPdEeBX&~1&J;#A<OdI;D#<&^XQclt~gW5aCTCkN{NVfPcfXp@Sh@<`%g3+{<A*&
z|INNYC({y<jTi#Cqm8L`<-nhPpr+5iQkwRVG<~PA^|lACPt;YiH(pwt!wzk*cG+al
zeoI#Pbh4Hc@>uxZlp&DFP{Q{5Y5Nfwi+!Mw6Q<bJjnGLiK~typJMKV5S)jaAB<c%V
zds_c)#0B}#HmU9xvU;!15jv#WJMuL4)~BBpUXhNWw>v=f%UUPcY5sih+=<oL@~gPg
zF~;ywez-eSwZhEUSvkR!5VFr}W@jJg@dey_8|3kbqCgDvDQDDo@=kB)Eu|pcomj@O
z^;LaNl?PTmQ;~G3EOokqWqW0UfilgqD@udT!WuivV<dv`LG1F1D2osVzRAJ;s@6yP
z=Tl5lQ+3*>HJVm)x?EC3$l?3Zx?RCt<bZY8r*ihBv;6+H%W%#Iotm32i$R136=QLI
zP71|ia7jS8q&C3o%aq&Z{O0m*F?AG)NqC9l1~+<dze0NAVNObAIkjS3e#=-^eu>^W
z=`Yq|QmwkztFB9AJ5cVzZX8dF$D6A)EZxTGwZ$2k7MylU)1E_}J@<2gvrHoYp(0Bc
z>n&DDJ|F<}>A*D8&cnR2QTm|<;!9X%ToC7Tl6h*L#$^M~SBPGPaht)ehFV06Q0dQi
zrMLL4I1wI<f=P8x+#OR?jeHCfKlAU}!H&q2Af~qfxLOc@R$xULH7MJ`C*DaRgC#!Y
zs#pJEj<GC%t|%1vPAT7~TF?)5I>(iAqebmasWL*)OK|Y?ksLNC4LxB3kI5^{tb3bf
z)gPH`kI#8*nZwvv=9Dd$dRYhAC5Nr`yvmm>66_`!?S~}2c*qv`Y^$}!?_u%O8lSY8
zKn`znJ+XXv>ScVch&7(~Q4ak#IgrkmP2(lOM%B{nEtFpWc&8F0mAT{+I+eNYSxip$
zaQ&b>f;L2hmGNTQ5jHxw9l!h#-_g>lGDFyBo-#Ol6kgR`^GW!e_l5nlsmaKgh!c4(
zA5QmD2~RiLp0?glmLCE7F^^!UF<m}cUH-BrJMc5!LVBbAT0HusD9n;mmkQ5Y)2iC`
z?k3X)*Uku2>EV|eSXK_{aXPG0oh9El;mXI4Bu_YWKEDL_RGjj>%IKJt9{LqW=^6fo
zY^O67Y4x0Y;a;=A!;Beevz<5_mGv;0>dshJlG{#Hk`lL$ZR?$II+OmQl2P+hnf*zn
z;a6o#SsG?G0et}7H!h#%4etF&O#hJ*HL^NZ7}+WPcucGypf;J$B54wn$W{*?TrLC3
zR-Ecz2`htfOPBPKl&)|;c@^2Ph>2x^4z~&aS64l+e;8{#n4Zb<q<1JD3_rwG4v5uf
z!O!rWZmI>{ka#j_|MaRYUpy8i)_hE5_F@~h#49Osii00J5YZ|9ic5ybQ_<tPv7wjc
zTh$o5q0!^|c^YWqtXb#_bsEHeaS$2JzI$C#*r_6Se8Ge4;C?lZl`r#T_r>mkRs3^t
zKk|%sJzle-Q|(m^_~N^6S>aJrHEn<{xzJT+vNFcTYd&DherHm=Ox>B+TO@?`fGs-H
zq{q(f=POrW3#CwkPxNRdXz{w3Y|J2Ugx)o>7>k;>u*&YBbw)^1R-#NwwCCg?-6N;m
zQF`opQtE|Iyz_eWW!D0KCQihGPPYhW5>?#0vYGmIo$VEwX*}pGu{q~GpNx(&3YkJc
z<Ycwtn9OVmoI%X_+-FKw9%A}46w^Q0T%wkR;6YgFp7O_5wr*~LL1^aQf=A~f;Ph5@
zCcIZLd79MvzV(jpJq1He0KoyZhAn%O>wf{Ujy}8}n6sOgnY*b`<?UD(4|8Yg?V`rY
z^nT@_{XXD>e*%ozRY-7EJ#~4hXmZmkYJ6h@-ASP<cl;4PqStW_gp`cnG=%SwN~q;P
z(;1xRLHhsY2R;9+Py~$j6#kn4eYH!{xg(l;&G+yZ%F6f2#6-gLYs)4JI$RPW-?c%(
zJW7qtS(`LZ_Qt;y6VzvT!vY+y1)oS~L*GBJUrR1^*Z{jl7fm$c^nL{o7rMX^AKPRX
zFy$_qC#g^y7R~)h<o06YLuZi<l(K(>B4()|>Mp08tBAU4@VC`-uM-k^&R>k{rjm%^
zda#|j?zo^g=?vl0Q&H5i#I1NsOK;NA&M(@iR^*LB9u+k>*AZ033*4jy1*FDXc0cUM
z_fOZYck%5(w#!}I*J)m^%cf%)VF1}iky1EXtMg~ff+u_F-p{Ofh2$5Xj>Qe$5zq>;
z9nXxXi~a(tGNj>bPb+N_61rK5R5z)TF*vI`3HQ~+r%u-i*6lJLlU+q1IZ=oNhUd(7
z8GM}q1h1#It+^ar0qo0^r^m?kDV>cy&<53xOAQH#Q`At@>;S5KS_|B578`i5u6N#x
zA8A+ETe<=j{0r#4jmxVfHp53*j)4a)hb~XE(AB9;Joy-cK?mO#r<TKA!}B5E6s?Vv
zx`z>;`$tB$t0Mc%dxziXrD!eJf4Z@EXp?FXDU(x_nujEFW-NyE@CW4`BOFgxzrXC0
zW+3vGf4~tu`ra%+EWue;L5C5FX;pfJ_19fA<?4|NRnUDLVY(nlyl+ZZk$gU4!ELGZ
zZQ0rMEWR7djg>0`4KJ^ybO}|B^Yv6+_@Q$n7(LR$XT7@2O)_tC(){qwLq=J;-^9==
zv>~1U?m?8^y1h5aJ8NosEhhixQ~Hy}GNG44PIt{en|Q+m-7|Od+hFuPNz0kIcJ8-9
zSXukJ7t|F<)~MWqd&tihdJ(U`rWiM#Dd2<tyl1u0_<Gc1+}@7+l?!+&iPHO)+ee4A
z>+-haPpslY-HwB_ro6JYMPvK*-85x}UqiokXkVMHGG1d5$#B+1QvF!4#;bAFBv{Kj
z*5Gw0I-6IMI0DzrnO_+ObT+@C^E@)#BADdNX=S<&j!lJ3+#oWOUnKC#KIfh~w0ySq
zti6E&FUf)i5axR{j`;^>V?!isb8~u}f+(mc1P7Y#ZC(>b56yRL+lsY#Uy#0aSU<8>
z)Q-OOLg5%)?&py?K0{AHqdLH&&F8=Q-#tT<smKT*4Uyct=IXakGP<<cZNO$-#k7Z`
z^k{ZJhq})gEs?VfS*g|i8ee3;_^`SKz05TEmRyCD1{GVTcT-yan0SW3mu^~mQpd27
z>eGbjOIxH48s^tA)kkeIj1RgOtkUm`?>c>%59Q1ENwtGTZ>OJ^>Q!0@B~hB`^fq#I
zb4LUm`y4Ts1-y{z?OH<is3)PhEkPw-DhVpA-k2t~kfh0<mBun&6x$>7@hLSvjF{YI
z)R7oPd39#SgQAu0*Wt&<@dof1UX=m}=uF$`y*+Zcy^eHc#mhRqpZ#6Osd_Xj?ZOgG
zg)VC5YOV&VFS-?bU)ipm(P``T(fe4Gtu3xN@Lo1S@IwikVkSlJ>y^N)$%dC{&d(40
z5iy|pM$63p^|0-PgFxN7Nb^p?_%m`I1ZVu~Y+Aup93WB6mpA)d<ekgUu66Sa?{`hM
zzO$1oJaP5*)VQE7diS=sa4g)NOSz99=kZWtuC`5ThK&!<0vF9~;Ww9YSR}CAM->zV
zZePTP$JgthFQEq(e<5O%B!R#?^kqGsv${{luq@Yxb(CLzMBbQT`6A}jZ8m@L=Cchn
z-0dV|>bwbEPrUR3rA4>kSc(8CL3L*!g_KsF|A}YcH0K%=jt53==xWbT2NC-_c*7Id
zqBHF^c*YmhrG0NF|126E;V^vt$-jdTxyNRI(WQmzK(8Wg(S<G~jS;k0{v5wKnNxZy
zXOAR6%I|2I`C4lS6pi~U^<(2WkigD`jSG9=$CeI|R8F3fb=h>V+aiV<sh03eiF44f
zE>E)_v?I!K`plW3O_d;AOrrW73bOOh#GOwAJej8gjUxsjdaX-omG%x?O^I{RET>ve
z$Kn3uiUB8wfW(<>$uq-C*X0_DvXxCK%(NwbSHJ#QTl~Mm^4TA)`Ct5^e{0X%Sj=!;
zZG5Tys{f7h7*1vhrR0iRtSI^FV;@zxx_LvP+C4Gxqp{4bH(11v>>0<aihjNwj}9Jq
zLA3>|T&&)H3vI~EyCQcVb!#i~y%O#3s8{Pn>r@uo9#ixETY0VgQ|hqJW9-v|X4MtQ
zQ0<voBTj9evsu$Kg%yVSbay_mpVST{VKsFOz}?(Q!S)kV#kZ$Jar}8QFo|cbLCMiq
z8Ev{gK5YtM=IFYd^PZ%fmSX5uJrx(XrYg?3^5yjd5V{{EKh&gnKc2RUn+f`vt=}>2
z`eSx{(lSSJ8!;8k<p<o$=&{A<LA?o+GF35}EcqB*diM-Vr+3}>nhD?WAd1K`q%FMz
zamPTippB|xPbPXS;Q2uf-0_<CFIz@24h?nr^uKuI)~RVgy%J!^;E~EIWv)H-IxJLh
zqI4h_<vsxUfFE<K_q{E-37UswSAM5D%zv;iFOit7zXN?ov5bV`Vu}Z}KIB+x-xZpV
zv#5%1(_La4&#P)7iKjfTUP#9YCOF)gr1xDOx5_lo3%~wZk%(jy&D*@;HOFIL+TT8p
zqrP1Kb==DChJ@yHAG;euIp>6fEd*dFqW9M3{A_gJw86N_{|7$*Qo~8@{i}snK7$3c
zg|PT6P)gBs{k5BHGNNfGb6jq&oyI1MM*N3t?%RYap=)p+qa2~Hb*nW|s6N-1_4R4b
z^|r+S0%8$vD&6B{u$9{Nh)f~o9z%E?Exk*<vr=EQ(Vb2S6*y{JH-6`k^FH}bt*V*J
z4!<%yNA8Z-{1bU%9<!V0?ghc~NK3rmr}en(CiT0RXI0O9FLrCJFg068=`7iW(t>=c
z=<ehL%nWC=IYSPOlZq2bKb4JFjJK8jKPQOk%R5}Plxj&uxF|kjBt?!fhop-OR{PF-
z?#rKlin))Jem?UR7B%&)SfFpIR$*>^CsqO5*I}t>fqB^!?-#aeqA+I{QfvdT?zQpM
z96=y13PCwpQ0!}yUaYq4(tSEE`p+%8*X@Pz)O>;!Oc`#=YU33SydGOZ<yqa)1>g;%
zYme0q6Z|Ol)lXh%@)=n0IWH0+vG4q$^|j!$Z<Pg;WTG$oXbwFM-Zhg7w`MPWm-w_%
zlgQQua8sr}jP@^(?J}I-E)A)^{weO{ds*2dK7S48!8}muh&a!xj#U^R!8jsXE<pz?
zDzq5GekI7pS|*X59?n3jH`}tZv$H|@#tb!-Wwu(t)y2Rm_@FrSoi9*dpBPxqhG5yZ
zk{E${b>Z1hVFKCY*m!e8qh0zZphJsIOKj!iGm5QkPf%OQK4`hzh8}Hr=B^3*9xTn-
z)r#Lmq(GtvrpxRxRcfcS<r<SMReH(F7BQ1LIw(EFDu{e=gEBY2d#SROD_Kehz;ew`
z@2k&<(W547*x>#qkg3rjrI!x_v7SqBfsu5gHnCNuG|QRp){XS@Q3G-tZx@k2RlGTq
z^Mj7wLHCPk;(|_hD@H9r0z@VUt-?n&kNRL6yy}s~w{rQ@&nAAkl{F#1>{DkOL1%eO
zUZtM(%+E>M*6U^ErO#A5-}3~&4in`SJsi!myD|PV^z^Q;ax!l(_Wbz->(hv-)TC6&
z?GF?2^*BXavaGDr!97m5JBKI1D>JFz8l@@WLPmT8qd3!54g=><KzVJ6zhUzTkbbWY
zOA&dvs54Jz^P^$SNN4!sclE|#-PGOGfwyZuy#<oh6`&If=%t*PuITr4_gSvT*wt$#
z+|uaa<8w!Iz0F{M%Y27dmT~#O${H`Z*e_@nA1Ix=VIM?nzp^%W<-%1^qnN6R3g<vm
zj(!avFrN$1LE~?Wfuy^H=F0U?#&~~DMp&(;FJBbe?3^nuecPy6>gbui=|xd}>1~tO
zdK&S)_i4YN&Pb~=wl)RJGCz=Dl~p>j75-fgn}~<gHM1xGl&TieZvsVHG42=njSnyM
zCM?hctJ0Tx$7aC0)W>3HP-P(}D{effVid!8Gz?rsyeKjzQFNh(1A5bPTEsowHqYqi
zN0N(i(DZX(A?eGVA6pqxt~wZ{o8+x|j4Gs*JNliR4<YT1)|OYtXe$|BKNm*1VBwtx
zqZ5VE1Cw9>oO)D5uI3-kfc-0j-9HX$*Js%uJAeH~4tXKfj6HfHehYdzv)#s%B>(a<
zeS=qRasA7wplkV=_m8|dQ5<@{%u=*MOc)#~z3><j8%tRPtCc5{K70?bpDbQ=yH-xc
z$5(L%Ex#aU@s6siTm9Zd)B09i#JAic24ioc)QlUVhofxo$?XsII{ix$m)YA(#5Q<9
z&XZ5%8i(C?6!f1+=Dj#YE{WfiaGRD55cV%=fUpgGBBi{gc$kqd%3L-n*c_6lGJK>>
zS}kO-aKuFh+W2~bK5vaRpmf$t#}&Wg53N%}&sA{xxcn3pKYHdGSiQcfmif*R-WSk4
zxfFECFy$|x_SYFxI!Ly+{vXbQW>}Xg9#NRKxy&ZAub|jYH|SD1s04GD3kN+VXnYZ)
zR({Qk(Ujoo1U=pqgXTUABNIL?aK+B5nqVI2UZb1SkvzFKd@sh#TtD1O=sTa)gUVUR
zjrJzp5_9j)P(e37zU!FhS4obJG2(nXy9o^1*vIt&Zx$Rh8&up6N-Aw^Zl^ZB*@t9L
z-qES6wYJ+9pN~lKr?S7gQl*u6MxIdt=!WA+;vC;Dv*+{=^@l8mB06tj#&Mqwo{bD~
zQm1VjtF*Or6|g;&EC}8df~R)6s>E1%INVE+Q817mc<jZKu<(jMurd`}&4OhM!1d=_
zG=<P}JXMBdS8!L*vXSj5V)}<Zf0%fp;S9%JdKUgBB`E)9gasPsv-7FcmzM}k<k)W9
zPCeeC4)5+%=Nx8^Kc0BPxBOj)qz9xc4(Y;kFpksgJfpVm7i+Xxo~NvZ+YUM@&Rf^3
zX1yt`)(bqClCG~)S9)5Fc~*B2>etI1cV2qXb7VS~-n_O6ERbkP?NpW*$ylooadUMm
zRWxL=b(MY$R=YhSgx<6>d<coj0g5?Ktj*j{-%MSy4Hw7n+{(mAOw7vwByVTm<@j;;
zd(#wOG`n_C{}p-VgGe)f{Di4ye#VBi^XQ@FXZLVtRtjSq4%c{ft?5dKNfL{gE|=`{
z)THt2Z(>O1d0K*J9y-4IMDm1xYdKo0S;Jh@am{}a(<yc|c#tL+Bq~{y{LO^8FR!x{
zOz+~<KlxNKG8hICbGjHYdw+4klkJrMJDpRmgj@F6W=%mU7NdUwVN0j{TE}GxQETYi
z4Z$4!G~KQJ-sHH=E+<-Kr<mS{2nM3KD-zDEmZ8rf6ON-53S>72<143fHsL|*8^*T*
z&Vf_1`;0|oowK4%m+r^4?w6&W-Mr%z&~kb2wmt{D?<NO4Uu(;vnpNj^13MIy{Ccmn
z?wOt*NI6g@VnoY%^etZTYx1ldSO(jKWuGVI52v)o)s7dKrI^qoE^hYKDpIZK68FmD
zG7PypxKgBh)RtoIQeN=KY@~~%RLbb@A6mYFoEZ{isabYmw9H#7l+EzHmeR03aHXUc
z0Bq@}@-#M~WD1GnVp{<(=Z8afjgG+5o6GZ03ofKDPWlrj`(^Zn!t542CmOC<UA3o#
zTy#I~A}Ph{`_jDW-2&e7r!SvlKblkf3+UJ<<Kj+xwGO~2uMi?)7@2(qDaIznx&kN$
z2P3xfBd$MELKu-PC23SZh{RmM;~mI(FJ?AZeB#N=T@#NKJ&bH{kBfAQIPyw5O-Pzt
z5)y2aRl3xWgpc$%U)6K)ye4wkIY{@d%sWkZYwV_hQ_z-)T_xRVp%pfE9c)0?lV%H6
zSt(wR%mUwdcZ&qoJHw<%ZjB*VrGUF_v6nLN`4}xNNy(H=OLYH6+M4u-TJx8UG@qMv
zdeVz-RGqnFn%dVsq=RoSHTP$*%<Cu+Ks|Qhdi9mJ&CnyVNnE-6&bv+!H<fuNiRtNM
z8u)y5#g4?Y&WraQQo}$u${EgOKZdZHyxt{hdy2f%ac#_T^L$$VER7aYQfnVRD>TD{
zgzp_%GAw2yxtV;>*1{#YKtV6;Y+^C{hf*Q8kxL;cj#cy-YvCRCtjoyG@X|{(DvV+R
zeN)3*UxLsSIY^OO+xoh+^~eigU6Dg8zk{-kO+#9-!dN%1z(_jdW9r0PbeK>d?_wzu
ztS0tX;q9MCt^WcmDR2J7)c3cH@zSf3<&QtkygAj(?Lsig7B6`Jd_cINv_*#K8h>6U
ziYg>p!pnL1i}OfrLi2Oc#-zg{*ZNvez%Gbx<`zw9xkKFU1;{227ejR|%zW|MO?_{{
zy-&D~vMQmS>jLRND@7rz)pIfBVbM_%z>L}zj;&bn{IUHNlXOZ$LBgnb7rUx-t9q5Y
zSEwV1q_DaCw8QDL?I)i+Vdf6CR#vvK?d~q>XJuSH3Rlm%yVh<;ms~3k6Yvm5#aMZf
zxD%g9Wr*`Bha44ovpp&OWY;#^82sa6Ou>A5O4L<~kM0>F?-ZW7!6U4z1$3GMoI>gt
zq4SOv_~}b*PD~FXKIrq1VG1i%OxcQ2TUsY<113uH?VGUco+A4dZkc!)y^ha>$iXG{
zMv!!esLZ=r+7|i155`m@{UYH)GT@06ocHo&jG(#kY)eJ8H!EIWR5~8%|LK<4GfL~#
zS~gsTn_|hlS>H`}=a=xk9@VmOT5Mg-y+v>?S75zA!fjNT?i~>kt*3h2;dw-=o0$yi
z=>zGs#rp<BRXAPFpStVm`oj3*A!l%a@=<&8w=(A#m6+Flu%oxrRYLrN`jlam*Unp}
z=2t<)oz1$qWRR01>lQ85$cgPU{(*E~rBCF&r8)X-O6V$*+CIqrn7DYeCiy9$DKdoU
zYFE`u??)MI)_vq-a7!Xc?t1Mbacq;nI%n3I16+a=F|JX^KRQ$SWx2Jdj3|n-3=%qm
z^E!3LEWG-frK>RGECuV8schVh1vZ=^k2L=RQ<VwTm(${K!*)q(CX3Y(vfLX^=9^C;
zb(qt!?U5l6c}>2k*%V54=O&L$paoxL-udkQ#g@>Z&JT;tcYeHoP`Uipp^MT4<|CZq
z*U8lQZ2(hGd0jC4nMy!`vc5%q=u;n1`L}1<!MZ65Opkg!Cjui+PnYQV)n|ImnF!td
zNx0}bc*xmIg=NXC#|bg*(sCHc#BAkQ&P@qy;+UUx8?e{ADIP(e+_I;u&P}M--YL5M
zEQ^JfO9gNg!)vU)&-E1K(gNK)x*(6$G1&)4jYdtCMZJEFYbH;~ZpO>ur^KF~if`$l
z5Dfn~!bi>f2Fflt_WTo$8k%B!im|vP^<|eMicz-@SN_G}oHF2R>iFT$6b8WqYQ;qX
zgpg`?UIkTeq14P!YDdq<D1f*{fR8?Ibh&ho1bO#}<kE}z<~p4>`Su2VFQ^;2RA93k
z64wS$yU>)}vFUA^b=+)OE2-rZ@k$J&U~N$DDrr_?n>K|q5}m#c07MJ#TJOHYvV4E~
zk)wpP{<H?O*wbw)!vMPEQ47j(<qZ{~y49IoAT>-CNUbP!ndt{-g5m>=E!xh+b<iqt
z;{rdGVM<aP-?BQHkM*p~*K&5oDCB;HvRmNI>e}N+i{)u8UA*3}Xk(gaq_pLXipp#n
zUdl+FFpm?xTn)I+c)SR<ngON+j}~(Wi_V(L_{$!=Z&cAHw&XX|ny%@vO9q+MC!e9`
zGN2hsY>QBw#mw|Xclmb<-80T8%5Of2w8|KfN8V2?xai*FGKB|XS4-n|U5Szmzom6Q
zny2=mWOJEO(uWH_Orc>fM8jfUj?P_5N_-QHT8kJBt&32i*qQDTYF?O<y2beB<@T1O
zkWfv({(9fVOUc$E+eF4qRfo0^a_+TV(OJ!IDYchD#%l5-PPbdx(w?0;Z%coA!;uQ+
z$TH!06Wt(nVEt|7Y{-05$*f&a*jt-STiRIaYh7Mjj>j;^Q#<R5y9`hK+nFNDzsssm
zr#@Qq5kr9d)Qa)hqD0D`5^8}*+918h&8^T;OY%^<w;-xtZ>hp88<g_c7)<>@!y*<%
zWMx1oC#wP+BD#KiE-_;<xLaZvCgC`A%dnaDzc+0DXx#kQdHtJ4`=8e#V}TfQD#Fo7
zq3jx`riVw0i~3fijn@2K=W9+na&0A3BCOhj(QK)+-A<1#)j8Z7c&6PX>>KzRQ#<GJ
zaDPl+GJeqFb_Tth84>T0{?Ozp5I_p*W;><hh6{-l<eHdGzqthU*Md}RY&X;>MqW+M
zA&cFG#RHm?Kp_hF2?SwUt8t@$3{_=7)B0+(_6ED1>w(GRaAYMzgmSaim4>w5X=}Xy
zCDWAm&ED{Dm(QdM+p*Q<P;Zz7X&1DQPrfP(D4QfWY7T=pX)5393lhX{`j3lssrpPo
zt<%Jtb>6U9)tN}z$&PZi)Jw)e`QzNOAJkkVJQ(kgD9MH2<KjOUN*0P3ldA1IYEQ9=
z7WbG41{NpXJo{15g39y@hc{YI;q%@T?_jFiyF4JC*-2#IW5DG>P@s8kqYK+kkPSl3
zARTkPKNudQcXt;Q#`{UF7HO{EJKL}@Iz;n6a9JGKAmNRm6|3=i9I&2z<xR$9cVqXd
zymDh|vGqytLxp8Q2q0&9xNrA<{v4$*HCSj*ZI52tg_p|)`XRfCq4Pb>6#ZX7k$k*l
z^CT^)YYUL$&-S@zC3aDr(VNOqq7=i@Z^|i6Ze6+M6V$r^*JID0T_35v_*^b*;_XgS
zWdyS-Vx{rtQ<~9R?35!MLcY}(+m{1Y+LH3)`6%hBSoOLBoF`Y52P-+v?jEd!0kR!|
zp~WBFqjITr`IziMdVWG8&YveE1fpw$WifAGOxw1u6zGAY`Ybmm1GkwPC$BeOs&!pj
zOq06pPda_<omkKI(u7MB-8)aEvD0!=Tz8Ea>r2V{g1R+iCT5)Kd*$A1uS@5CUeqya
zfcR0XHkK}oIh{Ux))13(f&DxprdhlL#$%bFX@%`UT4@|dSYOP};K(?@V%r6E{M#cu
zfp6X}{mQ4lpA8BAMdy)7K=^L`E?)5M{ku#Y(9L8+i^k9k1Er*44?E@>*BtoffKSiW
zc$et@%5v1HG4ds)6R$iy-yCiHLt9t2)2q7-uYzak7%2`d(=2u!qUR<<0|v;_Q`9#b
zxFTjeVLvPSB!${|WzZk#9qNalyL}M6=oTvl;ql>OxpAr2PwyVRQxxKrB^guq-jG%G
zs_-SB*;YCj#LBI?A$<!Iu&V#Gx)#e!>oHG=u!x>?rGJQYfl|W9z#*!(`JHK*EmPNA
zrnuiSA&YsL4T*_GR-nbG3Qn9Pb;gUuFJ!{krWYG*cKfFqsd+*L*R4uP(w(}lY42`v
z`sx3g{rSB?@q0Y>kI^CktCHkEHRgY>)N(4@bX;yi6uc0ppNzpk?Wtj=5kvnILEXRq
zgg?8Af7SUPu=a0|7T6Jl+RPv~&ssDz-P1oA#EF_bAnVi6!p9^_gjm;xRRIdbvq-HY
z`H?VX%$U&7g{{3Fg`+nz;5Agg?yTecFRTnkLyjhVC=dJ%)m2AM(J5)~sl3M0vYjA7
zPl9(tF~9i8P3Ex(ri7CB7p(1s8vLKOG9Tn~9L0xMqB&AnK~pICRc4<LraJe|RMY94
z^|DOfjQR0i+wp?Seiy!WsXlctpGl6H_*SL#%Jo+|hzXsdTV+4|cD`FQ?4D|{oCn=l
zwfkVdm+JNXZ9s)V@H^spEf8;zomtozcs6m*eMGb2+6L0k_86g@@$gBJmr?WtUaHsh
zIH%j<xf5>o%|@2Vw3E17-1Lh}lvkfbUB5v^Zqw;|no<H)eSQA@b+(n$tM(o3CZ`Zc
zH}*9q!M)1&kC|M?vfnt^30myJx~Z^~o@9@=9G8rp0+oWyS4VWJGg5eRoPy;hTXU_^
zjqnQsbr%_eJ7pBoKdZ=J47YM(Qn|J%HcY8=4jYuiR!r%s49hbHt7UYe0?XT|0%^=Y
zmA6aR>z|`jSdO0~+qO%~`D#!GOj%rPWMC!w;z1R$OjT0C1lzh&dK79gG%CE*!;6&h
zMIw2YP0om4=Zd7JdZH)0S`p6Y09W$er)pFddDH=R0i;n4<QQVZT%>fXFw>W1Xj@Kp
zb{Gr<Fkzm)ZYi(@&-ID)?x`;RaV+gJ6#9BN<!;dx6xf~G*IjQ-x4N_rcBz$?K9Gw8
zAcVP``m%J8q~EO?>c@LhuG0`zxz64hHlN%dLvYA!Wd-xC=t$k-jBxxSrl12Od}7eN
zAe_YU5XPuTA!|m8CyBiK)DR3oeJiF;y&oXKm%7_6e#Cwfyu17&e5E`!Pvrx0V2o&c
z!4*$SF&PtU*RRnhzi&kM)}>G7KH>Gv3!l_6l2l~(v#0z*`joMjWm9T7p%r7(oMV1u
zy-!Zhw1$dRT=yOaE_VrwzEirC5i;bN^jVtiUew&BD`x7eXP>bQfM!e=uzMU|_AXtx
znVt7oBn3`W=v1)#S!K*<3%|GSwOBv$rI0`Itt(2f;W0S((U!Ejg;8nXm$OP-1MF+{
zzFmDZ>`quETxa&TrP+H1vejzE6+@T}?2SSk;@2GeKU=H%^XLf(mXMY9Z?h+VhA{S`
zL}%c6gmj-%wDcg~xjzxXVw4)v2m?+0`KtdG=S9t+h+A>N;{$Pz{T9M4vG1A~siW2h
z%pN!zh@e0@xNj0_Evv6-vqL~~DR&M%Ub;`7Sy;}J7ZtJ=5fR3TE|oH<LbYCPQ<rfk
z-F9E{i;k_?H(|W0bjszhbB;=6(bF7aQ+LGpb+PKnoevgaagOgouXkyTTLP`ImkuN}
zk9cEYgV^|v4U{+8$LBkvL%ym`+PliiAC#dL)4X5z4i^_v?F&9q9HgUGDspbwhg8fN
zTrJMM<|~LpF}+=@9lEJ7R#{nj!$JAu@R?k&j%%!O1RXA^bhSZScwZ^$vfI#0#S+y=
z^_zNJ160*r@*QE1?DBSP?~>c7@$~aZ2-){X@2ta{Ec1)4MKXF|XxxDP41c!w!tSF?
zI7Jjf+qO~unSuoUYagytEQ87Rgzz&)_A^iCL!`H?gWHdP8v3)rUSrBw0u48k`a7O~
z&i=@emgOs@y?z*JnW`-=1+aIrqKdw!QFIk-M!tW0gDcI51dhvgIaeQ(*losta^XtV
zm3nhQV9_>Qh>(|YDugmz$JltTJ-E*Sj|||Fd>;Y{0T@JN6zapQ*un#~D#Z2*(T^*u
zI1!NYqmq1AlNUCzdh?AbBtAeGMJC^;@I!zJ3v-u5d&>?Jm+sBOL8_42nX+?^idztR
z071o{ZsTlA+HP<6<5*xSAUELL&K2h=dwFn}a|tn3x%HH<o|#$b2@+KeYBP5|w+qV%
zrk)f2ISKuw)>$Jkblr~Wp^(D8qyyKqwpGWeS7MEH=3_!JO2Ivq4{J{~#Xa;Bx^9@A
z=O$R31`w`A4eO0`(@w>0*3VilZ(HJ$xO1f2a~oD2XBU>`%mXRj_ZQp<=_q+Po}S)k
zRftRd|A?!99abxXH4rHa@qZthe}zfP!hc(n|C`n)5r78Da5uBD6jnxE*w>lk*&jG+
zIXovOg%3p+WJJ@R0$oN^+U?rF;Uk+m=a%wbIr2#>e;(wa(h_{g6(IND;W7T5$Nb7$
zD1IIJXJz^Joej$*y3a~`#=P|0B{E&zj{50vq*PZ6HdWDkogm)fp?)I(&zK1?yfW{L
z+r3mSo}4sJOOMs83+M><y?q}=9%TpI*8{FYn<V*TF5}2k44Ssr#&@t|s_#E_EcD5@
zR|!`4ocE#2n}YV%&l+#62(aK!<OPEyH9AzQ64iwrzOJIracl8GkIOZctF$kjz`Y#+
zA$noj!w-DCZ{r{p0heACNvF^HrQN1K7!E%CaF#CoJ54*b++VFGi~QDr%ULK+H`KkY
zjxFdz-Yv33Zr$E_okch(0%Cq?(ttUJLvbd-$)t3~VlEU-_32&6cD#`2%vfoH-ikm9
z6lknNjBqE@tRZQ=UF??wzFd{rG97WgVd?pxL=c+XU;ei0UF&>(Jik`Its71fyJll`
zOHyx`4|}am&p&KajNDm5@2fpVB41ewPEOCBKi8ONe)FRpKx*z7N`5C>mEL|B%p6}=
zlV%4VcqD$a^V#E<7G;ilU!Kv_?}X5Ewil+SQ`q?l=hhpDqrS_t!7LO1x@h|=n*22%
z?tp>J40OD}(gp;tz6)}o2jrGM5I%CajH8uE$>&)m`Tpb^g0>`{eF@7EllMAFWUOl3
zPJVyx%^lE=?KigJQ$~^_ERWo75;(QebgP8F$UP2Z|5ily^Ep&%<9JbP%^V9spt@cU
zSL;%`nch~wg*pzi;GE8}7vj*r!E%7MgcKd-ijO(9zbH6?FiK+4-$1t);_N{{XYx-$
zj%Z3Tqz$A0>wn<C0VQa9GwAQgkxbm76W0aq<Uee(WUC_TNnC$5J`{eBMg%&RJq2A$
zjY{}t<-(1bm5Q)djCg)4@Iz>t;qo~`*os)KNW-s3%GqK9rQfN%ZE8_?&dpqDP|#ST
z_Nfe4H5(;1e0AvwrR%zRmgicaNtISmE-q}oSwS%5XFIcc!uh?1q3@I3eR*BNPp1#2
z<!LD5mnxpSONB3Gm*5OE>H}Rv{a3X5e@4v9gFT`vO-2X9U=x%oPCU{kGZ!6HvXgX-
z5j)Gp(@-C3*)nqaQ?f>PpV0UxVB|_yo8mr>^4#Cb?dI_kfV_^G#d)>jJQiKUXgRPW
zg?9)q=4lvmE}c+}6=0Eu6$<EcC1|U!c){!Wc2~8ro|yz%@{V!D$X)RB!H_=TIUu<;
z5jq@ZPehjZp<t}jHK5Pul8rxkt31!k<aa5e9FcJ-BT{DwRuds<h!({su>IB^^<0qm
z54Xa#R(NtQ9X_uF_c2#KO5GyQfJUXG0srRXrB>a5LmS~DZ^opWvTlJFr>?WFg$z=;
z#|A3NmQAVKYiS?r$hyyl5IndZYBGg9KL38h#HM*n^5$fH&t*1CXPXtVJHCS{@j~B<
z_sObW#lSEaMar+(K<%wt1>?zRQNJfwsZWuuG-v`h1^0=nxWa}E(CtpL9k7}|w(9@7
zGFfAWe)ETa{QvPv*&*@otSnL_;HQ5E82^twAy5&Ddf~gl8^Xwe!;d=OPBJq+%>1kt
zIJ6f=?|*-Gc}k8Dk%z!_Xa;%};<SE`i-B7KzTRP+d6O-OQF=F6uIE-5S3LVNMPcH}
zO3-wEN=xi5`XEbv2M))19L$aLvcJvXa4<AGg}tkmBE4A!jHZJ)aRzWK7e{&V1~Yok
z`vtb->=CJW1@e?eC1t>6lS@BeC!rTSVVyE*IK=NS1cB~TL*Cn4wYWXm`MDFz&vLjE
zX<1G)v%jG;T$M8z#v#{<xM>l=$e<_)l?!Tv=uwGO(R=558&OcHxb2sCj%918;7plj
z4Jn0|N6k0nzA%t>f0)O2?*W#1+b#Aij1(IYpvPzf<3)!NDV>yoBJ*&pG3^!_)di!W
zCAGOu<b>>#9qAVaDeb!8qquP-w<w=$EP@sskl%}CQEG~yb5c&6%LDI37pJg7eL&vq
z#d$SzABzV;LE13$U!Vc3O`VppgTTh7WfAs38Rpp-YQUOIDYCCgP-9uM(z3907*Qe>
zaOI!n!T(owVgJE36n|HN{N-*a{zV7X<vY}AX&HYvW<vS&DV;9pTOa0GG1`eyX_Q3@
zp!%R!Ww5i0aX$s~0+{cHgv^~VdhC<|W@!O^CjO7mK$E$1c9?km1wx9$9GtpkWU61L
zkl%@g-y6*vJ)ZJ&9(#z#pT?!a=8@gs0kO#4n9o&coj{);JS(#NfW$9aNYbkh1omC9
zr(4SA?jYy$?E`fQ4?1j-G{~b;aJj;*{W839kg>-a7(S|-nzL<4h1y>?^1VP!sMyl~
z3{780W8vS37gYAhRtL%InUYd6XSa#2x~ifO;XK_Dx!Zx#Ig!I)a!{Y7#y7c;<znx!
zEkm^I2w9vbIs=@VLqMGJ6nO%pmysUuLo{-%>$0zoW$Vr3&=&;NGO#mCDd{-boPa(G
zm}1|C!E3=1xhXgygX*9<8x%cb9OaEC2Ib(wF?fOwl@xsWHf#!ua7<co9k(#zJB`E8
zkSBMRu&j8qiL4Y_ZHaRrpx8u*z?$j$U_kbofWgs=k~{eS?Utuy;XoS3Epi!j)RNNr
z7@94EcvVqASSM59AEcar7oq<gt^dKfJ?8HW^<VC{{)`-;_6_y)FsgB=ai(!T7jr<r
zsHXeJ=t%2DJ*Xf>Y2L#Mvxf2c=k)aN&6}b2zFI|>Y32F)X}N!pgy0}0i*!`ib$c{|
z!~KfJMFRLhzYq2K`a3kL)ZnzClfHV`2;GcD%RX$0UF-93N+Q(0o^$bR-Y1`zSF_kc
z)SCu)VsFcdvTI72aIZGil>+p9^bZcRUE%Nrj|c6(EFaP*Qu3r;MhtQZJ^`vF8BF$+
za(I^MjA|EZFLVD$&daiSdstIOe<eEO5>?ew)qsPc)IKSSK-HCQb&PA^R31V{X^=mZ
zF~bcYHl4Un5S>>Uq;Tc-KIP<*G0(AXBqCA*OAuC!G!HFVxUs)sG|xfQys@DNW*Ez@
z2@#pjed;N)L!{)^r%nyXj|h3=P>ev&<hWoV367B?XQ_QdU|TOxr5|GZR?*bMCaQ=^
z>AeDD*=#K!5-I_#0PKY^zvCPqQ1k4NI+Navm`ksMKybf)CvonV;hANNf_|k-Z+^L#
zU$$m-^Ttwcjru2~T1GFpl}P38juc2MA)wzu_Q<)eoeRYCHid+}zjF`&yVGa?aDwa?
z<=3ANkN?yDE+-DP^w6Atew(Pde7*Vn)&6-cmWFK&B;1t0cYOWB1j*XG)n>aib~`P=
zLhOs-As~;dj|J|tM_9k8x~!W;%RwNpTJI`)D^t34a<varkrwT1X)b9?pN&?6v7gs9
z77J1KSDL#mmIzXrEArr2B$$w;nCrKcM*NvB2N~q-&t>bXm_n+t-r&vv{ez+W`@%8c
z6;<z`PMRew)OhsW%uiED4+>-o+*TBKhX^pUKda}`un%J-x)6*(eWDhlIi~!Y`>jja
zLEQs#TlXpVVL2=*qF@w+0F5xDR-xy$59mj(PCwdHPlB9Qacx*PKH<rj!UkysC4VJq
z#*LcgL5-D1Gyr9G;IAgP)2EYutbQJQ6l(&TWf8z~y~fjlk3W8wt84;8tDs^a$U2&K
zJfK5Sj+BOI6#ktGfDQC@F(6U$Z-L$|G?>%_oH}Ql=>z5kz%g2!#o>@X`jozbHZZGi
zFA5eV7r{UoFM-;7M+e6|EW?x!2$z4$$p8J^cn?(b@0I(1wp{$DivDl^_J3^xh1Oj3
z0Q|jl%~Y0okEr!#%a!1rf2B8v%L}<>2wfsx{P?q>%r@&vX2b}1%9JOTl$s$r+44=U
zQ-^u4UwR@(3fb?C*FTX(t73_?mdqcK0uL%)Xlj&UHt^dxuLFxkl|ys(Cn+yo3Wb;h
zlF5RKWhCSpBNYY6U$t3OWN~IB`kSh@azTeQ!^T*~t=fTFkW;#`;4qdePGbep;`Y77
zcOU+9n1ctr7WS<qzNLFrgO6qWaF}4sWMU7xKHmpf?Ir_sRqh0RYAg@?d@<rtBXZqn
zI=Y56pp~fkd?qlQG!-y_@rx>xiX4<aj*A%f6n-?|<8RRf#ZmHgs|1q;DM%l?E+gJi
z>yklIkg>clN+8rXEX$REb+1H#VhGWVC2FCrwNM7BF9@Z^WjwIvQJjbP5{1b4^~_`K
zF$}O4(T-n8`kVxW4uS9jivmstumK%W5YbE<xY1j`{MZIYhYEBKNq4;&$w@89)R_(=
znbR*}>CMgS9nDSoNdMz>tR6s{_`iyqewAv$2D%u)NQ-KJyQ2SV5fPIMlFHo5P9WWB
zrhwrCKEp;id@X=+G@JnCJ8ASimdA`={Gs;dn)t6l6WLN#aVbnb@GRAaVj0<<mXh{-
z1(0z1^*#c!EG6ak@{<U(lJzB0i0az&9D2xxfuLJ9KF`<-BvhqHZ;Y6=NeiFPW;1*s
zo)+nX1@}V(bZC5?Mpu2>6H;QfEPRuo5RuWrGh!sajZ8MFyEa>SQKjAog7p#j>h*~S
ztZAj6Md#UQ0|SkOxBmhfE0%TFSk;60!*QAisN&7;<tiABB4jkkNTe2upUa>hq=+;h
zA_U+ZO(D1FF8`1t@?y+lBTOOKmVR$NbCk+R_};31W6TDciIOlioW(H^fo}?3-O%ru
zp`$j+6ikDXsbU<1vayH(L(U*q5B-HhQwmSX_U#TnK@Ld0+#;m6UuQ0Y(|a9Ye%E3+
zhX9;{@(|#k7+^dNg)s@Dg#gpN#JLMT)FSqd!)EAHx<0>Q^%k0nqYytRtvo#FMWlj^
z;RDb`6j)Xq1B^b5gQGx)(Hm-L(a`#hNHe~8m-MTtXdX)bU$(3N(f)qh*)LoB>+w%K
z;6L(;|MB;JC8&RkvKDj507J4x0(2UC?&h-Git*Ta?-6kdTK4XKF_oj27DA@)hUs#@
z0^O&ohQ}kH<&_t5J7W^#1QWK*dqWtAUlC8|vpNLp&9G5k6bcIq+nQw_pg<!vQTjUt
z6jh~q&x&e67qgnAh80!)#dK4goWx>Q%^rep@-&MnApOFMDU(F`W=5%XJSg)Jwz~uN
zPQLYHK#49*$4lLwso-dp5l}!+2^h)t>VflkPq`#(=uvj55WFC`l(LrZBnZH?MGcJ2
ziaCaKLTgbrOZ_NvC)Y$wQl}n#cpfT{5r-cpJSgS|Ex6*$v5L*y5i?9x^cud0!6YfZ
zYct0PmBR4ulGD3RJ4)O7O(Me&=q%{;HuQ>Avah0Axy580K9Kp&op1bBnwybFrI_AT
z1&;Rhz`~9FU*(LL*fZH14pMO1WBw>J|5ZLAqsAp=kYZOKfHJ@O%cr#Y$emv7p~T@~
z_#oigfOn&7OaatwpdW{(Lu>}V+UFKm>;=&L->QFq!s!|YdZNt0Z~n(9_oo`%->&{6
zTb%ggm;WRb{tILtEWf23?3RCnXFqY^bkypWjPgP&95c>L=U74Fk*eaC_pZlam%V!`
z6D})l8x=_Po5F+3+^+RP<u92~x>Vktw#ZWzWfA2U00*QS+P+mZj4?@x)iXuT!(wiG
zzVhObebL6#YL#cWosHAKR~O}@re8Q4IB~{_QAamI=iGynnxB@!!pPF`jiCH@rVtq=
zPH(l*jgO812fU#_lN=~MawLGz9JLBixR2pa_ksBK$|$b;x`DTh;7qHUF?qMY!9a0@
zBlCqknECM#p>azC5b*&s2Bhk!dT|I2nrBh@1NxCny-}r5R2Q;1VM=y5HH@QQ6daV-
z0DIU1bLHS5&wM9QxYsj!%XZ7X3=zO5V?YWEk>;!@ir9ee?$TsoEZotRy_m6)MBV@f
z4CsCpR*3}Q+5R`E{u}I^li(u`QVg3-09_4oA(r*NT1IXu(X}Z^U&kK>+;ynEG!Pl(
z3e&P;;)T5fJ`1Gm6CqXfK{`kh@z>h=f27#-_npmuWSRdvS>}J>TE-t$D;f!XHrItb
zv%70<_aV9Or`s$xNOT%Q{YD4xJY+|hN9<RAcl3mV&1LJ19d<U1JU=H0LJEL7r)!Q?
zx8C?m&#`je=E1q*yU*zMV7HY+*yDLEOuLs03bkT=gi*y(eMkzu4mn1j4LsH7KEdx-
z53@Bz{sOY_h2_Ww{jib=Tc56S>}l)~`PzkfLQn<)dA;!u66i)xNhBwTTjOvT1bqS_
z^RYv+X=XU36FP&ksU>xzYi_4Vf3Af-_BtG4KC>}6%=3CUV}7KHOXElsEZZrI19!0#
z8M=luav<4G!h_oU+%a=G3cGOwwUYWI2yL5dEdq)U-XqSV1X7bx1B+;yh~TAke_j)x
ztBPd)r4*WhY{RA8`c%DfXcY*chlZOC%%Z79$t#HF6>!)u4BbZ&rwuv>;P2nanh4~2
zuwP)hCZmQPf$$aud;LOM2C4em5FjIjg%YVcgr&R+u@HTX_rI;Fnwt;1#GC>G)bC8K
zLl}Tjkl!EiKgHzw)7UeAO5FYkcK^~K_v<V8>p`(kxM<$M=X9g==5UvAF1X`mCe(+r
z>p5$nv~ePSLzO|h9}%e0N5S3yg%ixTjWOPO^g81D<;c96PWgWOM;hyB4nD>jY}Uk?
zyc-t>RImEYvQB{Eo_Qzx47b&^8>7?e>wOG5>BoD3@MV#{1(FGxe$b{G5jmWW)r}s_
zg<k2$vMc?xAlMYJ7oleIR7)LQCsI156n{;@N(_(%l8UAiHVAty5dSc;q=`n1e(E40
z${UFS^pBX3piuI{Ho-?FcoXq)8N?hh!v0l*9b^$UVC*G^!87I>i5SxeKLARxew$H<
z@zxW|&Yzz&%D{HbMi-5}->Ek2lR7B4;&d@#`>>I`8qic40$jqFkPZXg_<{&oZY0C`
z<ic;8f|v&_mturb#5ynbT!g6bubC<R--AzY@WX(5vu?!Y(T6aQ`CR%}avzAh^p|rX
z0q`eAn*s{~rqH~IPJm5)2aHJMrunj*Ck&LNuN(32>&}1V^gvbXceeMRP#pbt2=m8>
z{~vq>2eR?Hi99y4asIGwoqnRq3<nxBr)GX~y103ylMzdgfbF5coG2!Hl=aNEK8AWm
zH-cL5F@xR6mx;Mc3pele$kUtEwv}IS{Gi2IRm0C51I$4Vvsy!9J`5gO-)N(L>$I?K
z{c*I+9lCBQEaERx;*4f-6)8Xx2{QiPHZea2yC|@yKX5CJ=t$9aMwL2&55E=hWYB0b
zMwK<R_N<yfp#>cx981{KC>19<nmt%Ue?T|47dtfWU>JOBf;<qN;gnn@m)!YK^U39x
zO9>*XyIK$+tz;*FR?(2t0M}`3gwt>qe7jG0^J51ej8Fs+DfMws;Fli<7^0)fN~Z72
z-5z#Q6qLKOZahF14t#?>cPrC!8MR@yUxH~<2`TL%Qt^8u0kgmW124bOF3@Q=LqmOl
zs7AG+C*vInh{EC!UQ0mK8va#Ro(3*)F(=e;Qh^Yp-<5-3v5dG!rpN{cg}wfB_DJ3U
z|A@w45%wQQ`(OMDP7|d#uvpO1{jQB}ag9s2p|?x&|CFF@lL0714L^8zMec#zoQ4Pt
zs2^%{h~;@p1La`s1#e>bm$u=WN8j<`bI;DZo$`n60dB|e{1pUzL`&P-GGmp1DraSS
zF!O%d^|{JC**wL)o08s?()p=Lt%!2?)-a(Fij-p^D8-;@V@6PNG2tf}aVpDS$&@oo
zF(9EdX^mEB9b!F>Fv?v*hHy55JhN$9RC`FMjtg37I@Dz&5$<HU#mzuPi-5cbL|1(d
z%E18q_mY4qoVV*p6(76)fU&m*cL%*xc=6uCAf!4jTeFQD5w$97sAck$q_%hZ^B#!=
z9<(UpxJ6dTiKFY9z;bp84MzM<nbPHe_M4f(U*k~-U^B`<r~zUT0GKlxNrf@@wAqV(
zL1hUJ;0-gN=i){5_mTrn4R9bsbBkn(N5AD5e_7do`y=KpeZ-JSd}!~zH7|%Go|4j&
z@ZQ?%#1B=mdm&2--DjEwbYX=aciW&~;Lk9<C=~3|@<d9@Za*R?+cdlr!3ZWo-%NUF
zMqLd->vawX^f^Ix<F*_~`4YCSLLS+i;szJY>LIlj&bz>>Gl5Yd|GH0UmmrlFI550*
zE)E~%4aG2hBD(nNb-@B<2Y(KIz)62N9OUDs?N=?G3CdHeiQ_gBBmAJW0HZ0*T}9ZJ
zYbj?U%?2U;s$T4Hp19Oi{eIb4pn7E-;ks_*B0HK5GTfg_$$xX7LkLIP(*c-@Y8iS>
zTbZ5L-V@cbsz(XMX?pAL6@MpcnrV=T5VFcPJFuQj7j(P^aw@zJGo_$&1jLkq`?`*9
zgPDrTfy_BCkD7w@r?ap!ULd&u4fuW^J5Z$lWfq5K#@wRd4B{N{gPw2-KEMDi2cjQZ
z&t?GTB2G77Fs{i(0*J;4@GqJ}f2u6!t^z>kcN6qK08Ia{{e50f=%r3&PkAaMuSH21
zp#~hWvrtpj51K2z|JH3}=`SE#9UqCD5$548xrcI<HB+2uQ6w3f?FR^$BKNA^2C8)?
zP2p|Svp?1Z9p{lkT#Xo*``?*}?3B+04cJ$U2MxMZ<fJ!2c<re{%Yw)bh8$O%A%1(L
z`GPelVg$5`=hSLl7;IrIPGLmBK>K_FdQgnvGNoBw<C-^!$Cv>D3I--Y&yeA}IBJd~
zC|S~YSO-OdaEJFnO8qk0MT7=#WkNwtfvVodV89+!;t1M0LE|I+Y8h>vqE77_`V;AL
z=FAy|z&*9t3cyTNleKCMEcA&koT#F&BqG%k4g<)w{?4v{0nwacU_cvE#lD4UW&rVb
zhQUpZxVJU7(6oTxrx+gbj;;aC|33q^UEMgoEm63@cx|%C-U^Yq8VtbEgsMxWz{K(1
zaXAyO$tTcQBg#T?T*J+SPdq3IIO&X@kW1W!R(@Z0fe*MFYG!@)ZrRGC1|?sgO+76V
zW_w^+32-yP%Z6*Rp3Ax>eA*M@(&qqd*(dc}DqX_hnt5ZwwN&foIbo^sm;1y*&s&@|
z;VxA9{bc^RMX&F76;G0FkIP)rQ+V*b&qBKyOC%Zk=6zYBFClTh%7H&9lY_5-Q*!As
zzvB5z)oksx3<~Fbe(A${LdVf!asROiPkQDA&1*>bo547f_pG(D%&&`me^>nC(_pN4
zeSRy8-14Pr*1$U@mPnjunfTI!mBHNR!kxk{$<Ff<qLL?U0vL|Z%CyYS3b&tYF8OQ%
z=e;RkmM~3U%OJ7jxXh(leg^_rW*iC$)oEa2c%!Aopjix@e1LRTyd7A<b6i`>7Bz@(
z)#{&ciLY&H-NOYeHd6Ujyoi+=0hu=*&Ac~9dMks3!e@`n<9(nz?c)zkxOfRT2F<5o
zvTRlcs6)YMed!W#;BSDN74U&WikdT?x4JZ#Zv1EHFI~pJ*Hz>g`+^n6gMsCwl=Vg6
zLbTn>YhTviS=7b0U1{=K6W~(lWPvY#GTrY2*NDl!Tz%!DtAYHj*?&R;9a_EE@BIO8
z{cZoizgGU!Dd1v{?An9A?|@~jKv1Bof)KE*W>{GF0a(#T+WlMxZIi*L|CWLpjlkq9
zqao`HTqj)(EU3X_?$)5@d=OAI>stq)BNUgs2l8L#LdHy)%7NN|eH2(EW2fu?-vj_u
CmJyu*

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-21-Poster Gallery Event.jpg b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-21-Poster Gallery Event.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..4e9eb75831538d4dd6030c74fffa2f0840b7f5b4
GIT binary patch
literal 103761
zcmbTd1z1$w_clBTQW7Eq(x7xHU4n>6cT0B+2uPPODuOa}hteHGcS?76cQ?{8ya#-q
z-~0Rjuj{+6@B0S#IA_<{d!N1Uwbs4Xxt+LO06mr#ml6jdA%Q?hz#r&#8YBurM@2<L
zeTa^RhK7NGj)?`v#(MM!i}(pXE|{Ezl7gIsjEsur1wGYs7HTpw23|%MHg+y9E=qcS
zAwCYl7o1!icby<%U|?W9!Xm=PCgONT_Kf5I^XK+A2oD{Z5IGPT={e{D9uhJh(rpWf
z5*X)0r27x(pAXUlWR!=fXy_Q2kAMngk3kQRkdYstAU}MFf&$d`1j<1ucn_aEV;4ci
zS29F<ZU^T05}J%o{kEu)KzZ<hhSSLYD+VUvQzBv#S~_|LMkX$99$r3v0nvA2;u4Zl
z(kiNI>KgAgwTw+n&CD$zmJW_i&MvNQ?%v;ge82zjgN21hL`Fr&#Kxthrln_OW@YCT
zmz0*3S5#J2H#N7kwzYS3b`1@WjE;>@OinE>Ew8Mut#52@9UlETJ~=%*zqq`c7ZM2h
z@3esLzZ3gk^TGq>^#BD083pZbUPupIfP{>P^6(iu>Jt$qG($W5=Nw<q!EZy8iyASg
zIh79xjO+(732C?%X%FwFc0aTKcN6>i|7&Ldnb`lG*Axf~83}lJ$ao-O&?#J|B~Cur
zzWnUWOE&LI(}m3>O6af89^Ptehf!Z_CZcXZkT&Q@2lP~H$%_`+(QSPT((}6oCD%Dr
z&p$<`oF&*$X?m+9H?IQApi>H$N!~6`U>GbYIkg&CaiY-nzQEIZtgo%}ON`BU^DFMQ
z9;LxfhJBt=ZGF-avxdy!y8%AfJ`0+ZM#1vC1DTy~b_%-`t)Vh;Ysb5v1g+KzL(#9c
zM?9^P#c{qw9Jmp*^6}Mh=5s1fc!DET!K~m2mB&?SGYo0ZKR^9=lKSx^!(dSC>+%_{
z7B8-rDfs;h;lH^`|H(8=OKG&1YaR=19!pK}f7l7s1O5fUSf0|%2wBVsSqd-|=1Wz&
z57v2F3P=OFbM>XR`dY!@Zz_d4(e9Ub`D8$ME7Rj+f!o`P!0lG%j4lV)UcyDi2p@%A
z_-$V*U-)k;Dl3^hWpVT0mWZh@dkB87)05bvpg$CT_m!NM8i~e9|3_u~IJFnJ&K*<$
zu36l&Z}x|RxrOU4)!Z3YMS8j^ETJC9seKCjUXfa1L8@duW$O|^mGHjctNC>Gv{te#
z9U!ayuGMSdeJ|e}BN)HpMXYT<P@bH6|DEHSmf7Xg(_Q}wI(NhHXBly}shVxE0(72m
zmxE35Ngw!DP6>KPwo`TbqoMAS<n`dwvj$PsA~CWb{F5%bc)%FAJX2ooBYd-!l{&oR
zqw9yCp51~(C8mrJx1bHnKw7dNIy()gG0+B}@i6XPnJT-KLMYlRu755irVQ_@TD^wx
zKXxb)-DSH4L65l-A>XfneUx{}up-jei(4joa|;?6Jk7f6r~iIL16QiT^EcR(mVYa5
zu}eJ1akjY0p#%mKT-JD3f6STjzWK|)mxHI3!a(!hR-)9&q;<3CsfD{6TU_Z-0{xgN
zDcofy{>_BE9!I+yt7c_dD@8BbEAD@;CH@v$y@(1n^Nx>$T6y1%GVPx(j9@}>IL?rp
zV%)nil#ASt!4&MlMYc11WpZ~H$`AJq@_LjcN`QF@|E)84+Hp6q?v(pZ6aUsp-3@{E
zD-4Y3-nSnC+W#2_7Q1*J;qK*IoXv1*!9SUMIt{(p1Xg53P$d;2L#j9D_EvW1X1Lt$
z7&Vu7pRD~Ch+}tyx$Bcgu0-y({DGwGW5gbtP>!40&TAK|gly~OeyrIUmd9HL9qk}4
zj+a~N<%oIU3=0V#4(oIEztWx)?@Bui*GpWa1k+wi8QU+&qwP&3)(X8Y^Xj9y5_cD#
zhTnqLGZ6w7SJn;J$G4z%Ipd+hoq?NFZp5_h-;QMN2YCw$it9*E-x+Wy(cUe;1^pSm
z1(9=kmj9iO#r+ehm<I0sKYKG-x?fYP`-;%zjPU=o<&G4)e==VG-bdo!)>cg6_iHxx
zpD|HdSKNXU63;jDekm*64Z;6B@)ktRT5;n}kMKR|+cv+U!95jouIKS&zZSK%{S=UI
zJsM>yRKbgObYm4Uemq?o)4OWpT~a_zfr#8tj8hCe=F1g7a%R-BI}N^ER~5OKDwu+H
zx8FGAkl9*pisKq9Kk|bYP`R2gha?3Yh<T_*^C;ees+n7{J`A<|_8h>t)F_=Gn|KSI
zAZQGf?u@V0$YmLPlTwLOm;z$}0SW2V5T1Nm66&C|7%lrlu+p2mgdz5V@xJt~#$9@>
zBnAfg#<^w=8GR-N3fW~Jz!;K5q+nVMNTsEvF-Z?#(pm=Kh*HG|%F2UpzO~XZLM)K#
z7#Z8b!JwG5R)GMOM_54SdD`<Y*sZjDFll3au2N-1s#c=(wCy(-Fm@R+Hhgfzj<V4g
z3^7((5FI1Cd<sw%Tx#_BNmvxjfEHXD0a7-K@&*P6R(xO-4&GvagPjru14%R5i8CNE
zq_+|!p`-*T!3@AkVjw#HR4_0Yqp)~M3#5#ss$bgErQgiS(Xw;Vf-IxnjlY_|c?V_B
zj;K;=i=32Et+p0^6Pd{uKT!L9c&gUX<|zl!f&JuZKCsco`^t;7&GB_8IYc&6lWyeP
zR%{x7qWv0k+_x&~FJkfjRN_`!KF60KLf!cMLZPg2o;0W}mb#-tv(ZS^PL}=k5!f&~
z61A*~k)nCg(~~>*aq;5{r2v7;tFd!H5M^wIPv}ax*+_?Y+37W>ZiQ@}GTY%HH3YuO
z&Y8g`VHaZsft81piIjllMh3^Er+mf-0}Fh=U?4lnC(sqMvRhEWI{<~|ipp5uZZ%yC
zJ~>de5nq+F{v_FdO;bL9vej@&I?i7}d0Z$wNiZ)$FVA?&w^g1=7wD?ju3i>vq*_uv
z{io;({yy5>v^OAdy~VlkLdQPyFmp0EY8z2Cn6b^v^TOD8UHc3sFR`ee%Fy7LU`o4>
z8#(#FV0jfZo(0jPE;Q4|putlhLdN~g{aeA*G^_7nd<V=N6l1b^P7<v)u(wtRF~A~4
zPSk43GghMMg;bz9x(^tLOFWO}UW=nE$=`e@W`_}n)HWvgWmh*(>n0);)xM)WCv>RN
zTwKYsuX4nnyF|=1@$q|SXW;`9!$X2->vaUO%Fg;kzUvwHA2DOfCz{L8OoV+DAn>W#
z@&Rdz>6#(OwX#CS_Nq)VDk_-HNW}g6k%%)gj(k&m0PN_NyPX1TtosYl-4_2Rp|jub
z?8>yi`<)RS@tYw9hC;`%DI@g;Lne-0>dhl57$f9!1n?|;2W5a>fPD;Xzo-C3WC*)_
zD!7Fc9CP0oCaY2;B@2{<ea2+8$atV64PijK@BVRw@({2?1As2DQ=)-At*nyG_`@1p
znQ~V%33VwzC7b>3C^EEyc<&!N@DsSleO05ojW6xQAwI!JZ2X&|^fyd{%=-*%dJAfb
z3*B?_`#jN58*@tGeKCYz7(dU^`iCF!$6Z|*R-i9`aJ<>@;V7U6r{y$Xsyjhld{CO<
z&pf`RRL*t<FXn~Zv<k)7LSxUog$G_XmAO0{TBGFA6?8doa@x$CFGQBAm5Yn~M_~a&
zx`oJm$k|!@d)PJ49#yWRQA89zeENh}2$fy>&@CYOGk+)X(r2Q4<UKuOud)GGsCKku
z9nQC69C8niF%&$X*DA;K!Eom|r<@sAo;M*my~su8)HepHajjbGsqg0+v$SY?YkULS
ziFVa}+!TDT-#A*8&9&yG^En|lPYRS_s!`lwJXir7=t5$eC=sPfl1b@F$^*|TQ^7k*
zZ?Id5GL^o(!D_uj39|KowPENYRmE2X;S7McYP){`yv^6w8??ppUE_YzBmiFdvd65k
z#Csi3-f(|h#$IH4I2mX8v96i$kvX9q<ae=K;@R=%bn<gQheyxU2p{*Apv}8)v+lE;
zXlpK4iIv7+)n*TjiOqRCS;ZQ+9Pmm#Ur`^-HiuaBq+`E)Qg%SajO>ffCgwC~b!wzq
z7-h?}+^tM}$!)I{^wzjiDQ;EJI9n$3Jd9VViei={^DyraXHa(Rn@YIsiPhu@1J0VN
zYscb<I?H87h71=jC1sPCgC6-|Z4s!bizc}CNdgpemo;OE`?p+;zjnzOy^ungm_U(7
zN{&+4#JYqZw@9VrR$xL*R>LCg$fshjA*9@K1TjZ1jmsgQ&UJn!@}Im{^JtB>_=0*S
zFyW~c4YB1xBCFA8cv-Ks`8U$2X1oOE@|s%D*PXPgI12RK>v129cX>90zF}#276d^2
zj?<Nx)A)GJdf`u7@w$E_H_{_C*)P5iRo7Te*nIDp=XDYibM-Ja5J&MvSqK^(001Ly
zj*gc$vAd1j9k!P1qwxNxN(*<Ykcsm6tMv0A(yY;dukVE0GDA<`8>>=J?b%FEP%CLM
zL?+`y<Dyz3l*FXo;>FouzlMQK!GP*?FSt+{fm8GMpfLbP=>MiK51#>N92q?&0a6JZ
zKrt{nBQ`4-GzWoLv;xN;4>-(XU=^f$iGv}Ma(}RB?@n~eXHq~gNy&;r7~9k77?3Jc
z;-vubawp}KWbS^&07572fe}oL@$(dL^S8=I(O^J8!gTH+S`4^HOj@Q<*yksAViGv>
zPPFWIzzqmpb}4zF^ZTRCb-)>yiQRV+cNh^9vGW5b&(jjpEdA-5U<Jy^Qy-&JJE9gP
zY`;B^xURJNF0OCxk&a*3OJ6$C#}rkCEEv-l=5sEgrf99Q#2h7cQuRAbALNhAMLd$y
z(m|){3GCN860%<{*neS5UOe=qc~c4fs#U=#vK$N9j;|dq@&uVIabNXx<&j;YH0%iq
z2iDD+;Mf`uVS6l%QonrU2k~%y@pwL=oOr*MBZl>KZA`IiH@=0T%H6DrsDSX@4btSZ
zg0};#hl?G{PR){4wr!O^Tdaavc>}LL>uVkRTU_U=24Ceol#NYOTKR(vvE#z2(rxj?
zcBa5Md>JAh?|2c+Cr-aN&b##fb#MNRc=Jlcp30^slZp6TEKc2<J!Z*blGk6*xMeiL
zEJ|~~S9}c1d6MU$!M@M{W<8cMbi4)CD_xb-@8e3(9I_z91E~;<ID>K<3|l*Li<@*m
z#lK3e{Gl-n8_m_(|7OFx*^43AHs4pxB%_M0IRR_~#b=CmVqh#;<)r|nH)IkmIskae
zSZ$uF-U-vHSr3G81Cnlgz>CtA@uZ6SiW#};;x2*USYKi3HK%x-Ew`zqnY<15CeMY}
zk<)LT18nR^eO7kNv~XwjpyTXnr8n~X3b6rC;^POaR5VyaqnLZUBs%-VOkU30FsIY(
z8RirX>+ytU^GP|Ff84^bJ0lv8y_Wr^eeMfZ$0D44V>l0YcK^;tgh0|!Xn99>r9d5K
ztzKo-G%&E4{Hk9iSPHX{N%D0{1=lSIum6LZS<eq#EF2;)?!GGaa#C+eI--3Yfz<N#
zQj6EGj7eHK;j0afw)H919rca5P5T)=Sl=8TeS|VyRKF_s^KR?Odj;DlZ6K1f>@u6f
zJdWhEoFdTTjA!ULp6-??8~ZSr!d_(Kx~)t9LlV&!Okei#@@3Gleoe*jKI@b^+L^<#
zaG;A;V4g-4TXyw(ode`!%Plo9oH}sWu2x=N1o7khwn7Ev#<1N4R4Y-jD4~rTW<vGH
zmmGIs#Q7F<xNUb1)!I;&(<S0I&$@Z;W>AHV|JXS(-Laa|pRD6~%!PwFF{M*(%<%X9
z?^nJ_75!7=H<z))0sHpJyrl0>J%qGKKO=_}oGgs};3rs$a)<ZDJ1!E{YOe7JdJ)W@
zJG5YA>3YVJ9q@~9G55oLKWa!=Gi_;c!c)TQSnbK5iGf{`P(!8UTc3eJ0JN~9TO<v>
zL1h30`kj*d-$_IqKoxwz49~^}@xYY-Rf8q(j{1y}d|E3AtOV?(heRnbgJ<A~Em_59
zfA!KdE&wx>jp6}q;BiDurV*ef0M_aAa4?n)!&)@BGUHjP@)DpSumd_s%)L@8doTR&
z^<q*nfv~??G1v%D$5ZbV^t%EO9n+(#`hEyka}Fbw`^ZV)l2tIhv<VujXsO~UiH7sb
z2?g5L2u|r_-EkV6QLf-3*VSN<x|a`IxVVqsZxL_Bt++fb&%y+iSh@?t0H^kXqqJ2M
zOo53aJBQO(q5@x!I-K98=29wYo|Q-&!{~H>)M@Z{W^;Y3s#eL?eKD!OQtn@jt7Vgw
z6K(Y*eokv4(S2Q?FyjVG&g@c#6=y@DtK&h%Q0<;3;rn@uWr7Vos^0@Po#c;~YCHOt
zo@D(hUI`OWA1wOS=}<mjz_+RRjM=JzxRcvU#@Y9GC)LH9Ev8rOBoKtn(C@h77ow@z
z5L%i~?HN|$nuf4FeCjV_*?`h(X`s|1<K01^yfq~gJM>DQL%lzpN~^?c4AHl&Tl|&Z
zr6}a%LwDs0g0*_e1MXvu!TJ7|VXCY4`~^~aXo6$*k&`*<5@^dGgR|bnw)k-1!W|@c
z2K{)hH=B`WG?HEYn^WH_aVeB9vHSFk>N&U=x}^7Y3JCDH5oHo%w8Sy?)^2mXP@!k~
zeat<12Oc*KY17QNp!^?^;WLN5c1&3xD)_c0dM!3&i?s27&)8e0zY=fy=D8g|?~^YW
zuiB#Uq<~UuH@Ei~W3X&nk&H5~j_DU=HB;^!paAAj0V*fxE-fOSLpyq{0Lm--j`A|x
z8t0s{Owo4J;sx1b+g!h+JXD@aymXcqUa-~KYq$kHBlEyKW?*gt)ckD-KgsDOyguEW
zODn(w6D!t;i2fkwiK|<hc%ppdi)7(hVU8Oy5i?;YH^i!PX?4PobJ(1^IE8O+XvT~t
z*=Bl=OjdxTMs*g7JIQkWGe*tQD)ytBUs&Vmx|YrwvPD}wm0jNJt&PAYnPV7Qs4OdG
zYd!UUMu8lf*q5OZr{w;WFzF(6iB}rSa#WFVN|KmhW=oGi)5zFt0sk6X$Enq4H6VlE
z$b@?2qg5E3Uu?@sB`d9znHkIAP@ZX;1DAlR+=YnITe@6B2(&y@#3g`>EQ#x9-H1ko
zuh*JeWKB14#>Zdq>>xmVTn7e;w!jqk+#cg57G6@z%=a?-yfAKx9onsL7qWFmc&a4E
zly|!RD%I}Ba%)n{k}!;%Eh1$3lQQLs6`>Nsn{rusdPP&mAVhplVp$jGky9$0iieP&
zHETwB&Cyz5=qQdTmfEXNq^-icV`I_TwHww2-{bK_eG%;E!_S9|DxsyDfBcl>wRo<!
z&z099QzBi7O-8-9Aj&5iY72P<ey9?veB3>KF_qC&>oXc^i;QTeH`T@=@cvclk~-cE
z0WCR-Xc<X{0<x2bDPaKv4+f=V-k?L!GnMXioHS*X$3_8vtrfr^zSAfE8=ph~VTSY{
zlLZg3CjylITIl!C6rluT2kiQY(mN{#Bn#k>*aK3rSKyd?Ya-$=;@B{>3WS4yOWy;J
z@160%fW*i+k=Ba*1kh(x?im0;-?_6>fc7AsFhCbF0*U}Ix-;0H<twz7?8TuYT_uGv
z=W+i&_f?*n`Tc8m!9%roiY_8@<!wEKx7bi%?dMv+s($W1T8A%RJ(?e`HZpNha)<(*
z)z{IW&T6Bp`SPPv90hr<&bb#W(I}4Z_cZZCcVoW1^p}o<?Q^shM72)SK0a?#ZlE`6
z!P(P4UJ|(n#BCW>s5(&F?~aV2mU4PQX9+NH*04|GandcV*H|8(OxfvN&!PH6_<Ll?
z1{nHU!HHCQ+4quun68RlmZ@jqaOflJcB6%jXP4Z}BkE}MaZMi;?SBp)z}%u6Ki=><
z8G(N3HJ^2DmOHY;>LGK-DZQvEvOj%C=!H7GtB7F|rvG6<eKtSV)Tr|7EI#>RuS1yY
z(yWGMBX#IZLfPBpb`{E#kI!#GwU%znGx?h2lLkm@v9*|gVn0DV>E6~_AvSXCUHw%O
zg9Y@@F^5h=DND?={ZMh_ncx${1!&>+hV~v$IQ5KdPKc{x`$v{iOlwtYQ;SZ$EIl(r
zMsT*)8wsCceu~v&lYi4ErmldTCsSrCk9Nh~Ee6-0GVnA10WIZVR-SItsBtc7XSlJ9
ze0PQ;F|b{#k25uCsVGw|MWYfTwN&GEvg%F=qbjNUW23Btzx_LZZoG9$Xz+KH>g(WE
zTX`usj(ce2DX-59rqZX*XUOadqyW$Kdo;vK^qHMFqZm=Tou3#h9pjh2^Xk(kR`<EN
z%Mm^{W)|<9_#XC4jaRuFoO(K?W8pOC+eE?~u$n`3Xse7RbaPVpm^TmGOq2CQgocBI
z4>^*1QXDtz1<PvgOSkMtDEQj#u5^CGEA2h(y(Wwo^V_<*QN=HI>HJl`$%lS+d5Nvs
z<_F0tkxJLi#UEqDAyV&3^*;;!`8DiJwoY_E>lS39I((iXhl9;CZ(=XTQEu#Y-Y$AR
z>||m3b@@Y4@ng`1FQ<-e3n8`45E0p99TVrPGJ^TNJ^z#jH#3(mN8!iDJ3}`?JGY>2
z-Ua;k)eYZmc1Pf=Sy7bxUqUa&W8b^N)+T(S&$5K%(XXu<4sJogX<~S8-FCR5DDxf%
z+~3%7&9esuIow;;$`mj=$m-)?;OevHMpx>-ZL@u`sKtX;S>P&FD)jMTMTn+uczp0&
z@ks-&G*yJ2HcMgD#e1wn_06Wt#^gl7#k3Q_`6iY#f!w?vO?5g0q4NSr7~+*RM-!>P
zNdjR2Dq7a1MwG>r@_Sd`9qlN#3pDSE@zkwm>$<O(;!N4i@|yU{o<=fG>7r1~@@S3_
zaj_aQwj4_HsHve<v%t_|R3c*`OGXTt_wg9&#Ek@Ss~mXix6m!coAk$@(HDIn5HUy&
zN3F@pVC<AZPcxz_&bM{NUr}6~$>oHg43a5I<q`OLLG}wep7A<Cuq|nO7E^Vk!Sz=*
zG3BtxmZj0aha=YcdlcmIk0pg!4i6+o)DuE2FP$?_kE0l^m(kX-hqrY~8xBuil5aJ#
zgv~G&VGfkP5mfC;h{NF=SE;upVxZiHf4_bNa9v6j0dH<W(Yc1_x1f{lb{9(O?CZ^z
zU+|YXZwm5yPRb8cyaCjWT0Xo5ZI8$;n-EjlcmogSWIWPdKhu&x%AS2LaTMaejW3j|
zFrN8IiaED!mc7j@a$tJ4)jp|h{=561S0{`~jbB9`wJ~AywnX!ovGc#A;4?h)vG2!9
zE5LUhUv&=M=1<RK<!yO9lZ5@eqEaw83!WBg@}}#z_lyQv($Y>}R;QFM4xmwPF-a2x
zQ2Wg&=8m_dN&}2aOj#uv05k!}{wGnT{KLhvONt5H!TpY+7#rzb^}B+!RzSP_H3Z->
z=#JjJR|y#Z;Y+s|9#8$HKU)FA6YI|YR6!~Q7^i<=9w3flGL_!=D#1Me+OIHa16tZU
z<bMzr6=VTev;eirHVXN~nW-ylL+j5WOtY5%kUptbrEcWO)GBd)ahC8%8$bPA5u7F}
zBO=`Pt%aaahIXZ6nOt)+H|<<D#K1=cn`*<aGv9q%w|a!E{R6xrW8xN+>zFd!e8y{C
zy<0Co81(c|XghjJUy?d=a$2+Gk>a_(CphRwh`305!AZWp;-PP*2YdJ~8hvo6Rry#g
zr!m19W2a7tfEw4}2mCZluQF*)kHWR!cOT9EsMlUZ%<x?r{k-{^t1xPZ_%m)WcG%3E
zW=Y^MpzH&_c-UhPS)3lf`qS1Ratj*I#XC0^-hM%L3#w^#Y;@g})YRB#qtxP8tcv}X
zKwPY+?QtWg6)aj9oL-#>*Y%i|MBKC(BOc1wIz1dPM)}fo@;p8yzeBxg_Vo^fFy=t%
z5KFvZ`xhBXEm+xy?|X#tUzg|-t%xoRM9x(M4Xv0A7evohkB>Lyo2o*EzdK%tw3y;v
z(G}a&KDDKj{ZJ)5N4cm=j!3r66ff2xL~jRuiGyJq%T?ck)LaNXAAv00l%z`he>RRQ
znRn0Lf<TtZJb~HT>#H=l`_B+goAb<A*(mNXGo&rFC5BZT<L=~yQ_{-aqfY9Z*+9M3
z%$9=*5z-=aRZ#f0p6MxN`6tPW0EUS#??3Zx>*c3ZLvr7(=j`1v>d^%6FvJ<{q~4GT
zx8U7^2)HwEJpTG8nh|t*69hA^CCa7c<M7@5U6h;wX0*Mu65P%AS_$8x&sa{Q?P_cB
z@hQYyl(H?_W68=4-Chxm8Q)Nx-89}<anQT2nu#+tS8`Xf?6JW2#d_q3nLxAi1=7uL
zT!b83Go6Fn=->`sp6>5VVW%in6-*rH&A4rq`Y=`qU1WxgiO(~vWh*B%*d{k#>}LSI
zH5ixAyIpPNsY{1&Z%_;2D9Mi2(zXfhakk)-Xb1`qdY1GuOu15LJl?n=X0Gs%wl#k=
z@>@|*%aJh2o}<E#M6&>9oxG4UU$4{+tFB13=(z;NWHbV$@VC}N{no_|gP%m)xW|6R
z<YO+qzl3dZTR-1hq;gf24$Yj^uNB5T3idtv;^N$#rKFb#pXs%RK5C|>Mj9d6%UGq!
zvl~&8o9U?%hfNwgJsam&8H<{LChK@goWOZUt@9WBujHrg486I`v6#dM8w;c4UMrMQ
z8-z5td8L$|Mh%JUM32$gg!PkMg~BSL+z8y;)n&5PvER}<_l?Gj6U(U%tETnjvAr{=
zIw8;+fM#UgIOag4ccdyOpJohdnT1&qN3C-HK{|`xV)FOp>>;q9lfm*hd^;m!{pslK
zP5`dubXkMU_E>pkMeyzuM%8%N_7T;3i;LuZO*hV-hX`th!|N_L0u#Nap4#2lCqvt>
zpD2Yo*I;Zi9qPol``WO+uikn@BRU<b(RXS2LTy7&6K~~0$1(GrWH{pC``lB|{A)O7
z==k+o!K6$E3rx5i`H3shww&7A(+|hJiqMv*$HFx_-2qIV%-La6o}!XJ-fd`S3^xi(
zufH&KB@=rd>9ml&t2u0CltW*Mu~J?cB>5}#Avv~FoC_>~*9b$rjjwUXDm>l`AbA{B
zR&GHdNtZB(Z)SO|#FcfpI;A7Ym7pgC^|d5*dSd2TGn!jASu1VY5%jR_QeiNBIFIGy
zWTUun$M{1X&Y+@Kj7#`~@jkSm6|<-+`A|Ta-c0+~0U!b(;a~Lq*VpwQe-}Uzfrc2_
z6;eJE11>N0j61mg7pg(6v;Zmt489RS)&q`!ySmDFGJsw!BmN)PnHI=~0l@ov{}tVx
zzAgfjy=VL5rQTq3OYf_em10NDb&oJ^o(ScfGLu-Lzi^`URYk#1uwojD(5SYSW)D9L
z*etV}m0`C0-nALQr{7vL>aT#^>+rqSNa9T55rVGT$^)Hs1VyA(hUHK@V^dejQ>xW)
zryy^#B-@$_c3N#(m-9J`L#SHqH)vD!;mVnyR@2*CP`?x^+QO^R)efb~uO3Tffz`y)
zH}d8!lt+&#_h4P*%nJIziU(h#sGA=Qi*6Y80|FKIB!jZj(@x=M?DV#rZKYQv3tm5K
z>9A>9b<E0fuOI{vw|HikaWX%*JztOaRenGkaN+KrJzsjWqWv2dUqLozwytr?p!)GE
ze3K!2{WJR?4f4$Mo^C3c$_PdT?XGTA*fxuOCn>5pKZ=SU$3(rDmF6udORH1JN~{0o
z?PzS2hsyZgh~wcI<VV-|Z=S)gNTj*HtR(ewaGS~m&2uEuA<TAEGcJZ2BjeGT0VkXe
zwHIcBH$8Sr)bDqk3y`&?NSnESxC8|@=C2oCY9N_sH|J`$b3vKWkVa1PuMbi;<xzSH
z7O&V}2E2UHvBVH5a>joP!rXn67mqq>1cTgyVCL%^%zD*PKUSmifX5p14G_-AzUQBX
zm(oiCwZ!C(H7qO}8r*sX9B49c?fJ)O*Q({;5%J@IgWtVzy!~1h%5==|2@i1Teo{W+
z;<~YPE~}I&eJVvnq`n2ohNN1i-9#Bf_yybP6`D$RzF!KRU3p)Q*{{4>F3LTHR9K^*
z2GV-U$r;PmmWO`|VGA%oBlA8V=UnRL@Dy!2oi_)SI+Tm-|I$!-QRHdNhu2+)P8=i>
z3FkKqZi(Z2|Kt@!39)a+{iK04v&gQ3d%5b5=dAy<RI#J${7o_}@11|UlHO>}x!2MR
zxW0HUalTDrUB_qNhdQ$2Jx?2A*)fm)yGOf<#kjVNs4pg&=Mc8ANzyXJ@EFcqqrJ=B
zHKWCbd|uSPt~RXfDEO`+(6HN@xY%Ws-1akSdyP>##uP~Cay(;uowqYs`VSPPM6csd
zCAx9wQ{;LF1i`j@%#eA_QRckuYrY8k%xzuAL?#JtHRnEOL&W!|%Nne-QKXtv^d<%x
zD3ovoXv$3M2l#`F1EiMFBW(3=MqSHW!f@N3v;a39&FoA|KX*9xwJ|NmpHw1C7&)0>
zw}Y|3%)3knq_gjfs-=Th&9@+(Ku-B6N!!p=qfDq}^dp`n<@ljBX6d{aX<Z=>1F%o|
zMpdEXS%E*`rlSUxu_+@9n&MuXiiY3ElB$Q)MTJ`7Jr3`(CW$Y;FN*$@9(qV_iys0g
znJvUTthGZdodeCh$J}G>gu(DX#%$$PHiaGTH_Ypk7*apc(Cpy4uUdGW<&!5miFOpI
zH>`XKere7MD8+6G^n0_?zOs47)+3JstF!w4Q>1dJjDdG?kpo0-m4Da$GrA6QL%XNf
zN74Ji$#5aPVY#uTuhtwN!`i8wD;&IoEjI%t`#t;IRDKCz=SG<hE-*<xtA+voANpwW
zYi2=huY<+t!|eR!@GFX$AJaBceSCSbXqOG?R^YTUws4D~s-b`*+oDi&S#zVCRf?r-
zso-6alLra=G`#4CRq7xE*wB?zS?iUU8wf{on#t}0CbV(!z2+q~i+H=5ZA6GRaVy6Z
zuXf&JQDp6=+2wa_lS;HNhUni2-7vF-Or;iwi1eXnWcC*R`p~cCjSyM}uw6AJ<v+h_
zZ8CH2T(Zx=Gb)?ty#U3E3s!l27f=AGD|fz~{|BH3!UABRw~UpULnI);f136`kQxc_
zq2KYk|7pwk`MyUW7u_1XqYMZFm<r(4h27nOD`JaX7IjcYoZ<0|8k7YJdAs72%k>;J
z5(9xBs>0oqr$ZiVrczEvokif6lsWyuXLXRHugA@%sXSA-GW=#(&(mY+>5w2Vc3Fwh
znobzBnmH~l!pU5WkKZEb7G&=`h2F8lq;=qr?R<)@%-`DLa~802QsC(0-xTB?g3YAn
zwkJ?p#hTr-eG57QG_%jJZhCL6xLeTmH|WCi;{I9g>_kx#{geKajKu1BX~)Fv#BJG-
zC3;{Thm0j6t;P#n+_&CeSbPNK2|uHd-Qg$SI_dd5BdOrbjrObRx8T@QZeuKMF?WeC
zvx(xK?R=jw|9lV8NOgVeox*<-GAdywW1R69Z^xvzwZ;;+o^EOpM`81MPFcS?xBUEP
zA9nPkR@g>CL7=w!Ar=xjw!22_H9&j{e?W7y>OCINnqoO=l@Sw*r~htZQHCBu89DKQ
zd2&9ffMj48K^K*Zh{HTJ2QT^1*;)V-#HHLPX;5`EZTr=rqD7P+;ULrkIJfWUEruis
z;iY(WQX%`fsijHNz+`poS@|`}p+YBex-P_qzsIU}5N<RhLe03n;fP}jIu5AN8`e6A
zn$YZzA6++fOAYs0Gp%v7O3va;D~9q*r?pG$h>?C{N>Gh~l!=2sj7w!$Jq?+fLA7IQ
zLsAQmQ>_{};Sg(KHD?zrri_T2l(w_kT9aoFQ+H<PraZr(6wyqeZU~n@sH_YKE#ELl
zL#>7@G*<+Cy0Q;%6RsMklwKBufc+P00ynzUS6!(o%DCy$72a;PwxxV1O8z7oZP`jw
zG}|6Pw7R&RA|=QRFEnv5c82=&A#wki2uU@SLUAF0n=ZZT{=i%j=Uw7-y$$0wB@dcZ
z4yX{yIct7OxRo{y??Ew*7q|L0TKml0K1IfnXPE3jfFx1${5yA%Dr^&o;bN@P+ND0E
z@Xr&^&DOq25FIiRW_4s5Ol%8sQ~bs4&DZ|`GBjCx&?O>lArd+dcM&)fNEb=77@X1z
zF7AtdEW_p)LWUr)(yvGmlB^BoVBC;g7#mpimm=yrk}IxtiRSs(%!1DmBH#>n8eu6T
z<-Kwgf2xcWhS#QG&x`}0H04m5KSI#_GI(2!fj%2AT#IDvQdEL;W?DX)ZHLOu)9p0R
zpPTtp&TsFA5X-SpuJR*xzpg}vxGLkERyT$q#H?)W?|4)q)vLh<<+^bjU$W&JT106c
zdYwU9z*n4CV>KHMRxVLZi!Z<w8mYKhdCT}v2#V>mk^qu)ZdxN967$cxxsS3@p+81M
z$jXtpi*hw}H1#D*es}*#klfZ>NaTDbNw6lRnef%+on#O^q~)<YY(wxRSAW6eer$gq
z8eNgFTX@;~^#S#HAH#6OlSj`7iwj~fXzbK*{V<`Agw~c76Z-l_lMTQp>cptIU5>kA
z(KJ)?&HRGN!b2$y1|L4Od6;F%3XcM|rtTKTmK{G=cf~3Gv}A^4Uyq@VqitJK1aeNW
zZc|=+w$7B!L)>}}RHX|7hpyqhGVG#olm+jyAW=%=sUUOmrp_I6ZJlo0TuI{(_V&1<
z>egnZ4dE{ymbHBZ;&Kjhtt_eHxT9FZW2N}X#msY%vZX=Da1t3+l6Hr&XGA_A{@-LH
zUsJ!|NJFccq>ls=V(zrlyW|@Ja{`097$ws({!$Bf+G$kSUrym)cf&vbque3!eZ<UT
zz-yJ2gsKEYh_L}~^)LTMi9MvdgUnW1fU=NggxoRA_t9gr55n)<?REf_fx-iG`s-8!
z(F(jg`5G4g^s<YhSvxrK=3U}m+@X+SIP(Js?;xw`7trN7g)=$V`jo0jL|G$j!<|Sz
zlhr{u+~vdP#k3G4eMv1K7AsGG4|b8NjKp2X=Uxwu^kfI(_$UT}Sr%?}1jvl6o!o*h
z&~HJ%#Y_{B;JS{`mX^C%IJO|{4@O2(h_d=JaKl#O&9F-4&9<i{al@$aRYnMPW4^5k
zufq#ef?lyxUw;0ySO=Gn&}puL`cXo$EoOO72fc!W^Yvzf%MNI|8@uRnf%dsq<w14A
zoE22sLUyy)Y6_aApKe_BpcI~OD5>F?#kV(V5q9$OV3ckIu7S{Iyd)d;O~!xO5mqsX
z%}(~Tb*#<LqP}=M0pfl0<Yl@$Wy^V@;t;E3;PSihXw#E?y1vQRjkZO9j!xRONJzrC
zkDtW@_TR9GUOTNT;zx>*`e^)TC92K>oh!N8<}(LsPi%DJ;X6FVR>;m>P$MUUwv@fj
zD0uSlgF!R+JB<JJNV1)*sGAVOw0tXA2Zyp923@2n;al!d0@zA!hs%vykYDtwZi8Q$
zY4JE!dDJYe-=g|@)~gt(blb@BEZxzz(d<pa%Aa!4#{4Z#y8xSNvPgq;dNac*++&&f
zGl`SDBz`E|aX)!ZQ&T4_!6F2d@!IMqdxSX_o5-f_<FLpbLxwV|sC=6}mc8cbo{kA}
zY}4~?<;sz3ypQx4)%@XWN&zRimp_CpDSb@Nlc7riBP9b;#DF@TW7%r2lVktsRM6S<
zmG6983YB-C<wzigZDf!F{7s8@|MS|hU=cP@7*Du5;norx^&cJj49m(!el*m?+U$#}
zR;sF<`A4*U@kA`zj@KsRx-Rfptt~lXW)}K9do0)z;;HeDdd$W+_6>8&D2@|P{-u%}
zGY}is2@jMC3eA3QI@M=RW*(8X=V;|GLyRN1Vvp|HCeBP}hzKM;g_AO0<;w8Oa)kPl
zQAoJgYf3DdIM5$HXXX3Uzl)c};%gHfyaeAC67NIMYiFV0gS+J@p-s7sDMjJCgbwLF
zZ`N0~gfWHE3wo36_4)*2F<3%oOWIb6D3ZqN>I;YTX?R20U&s^68b%dO@ycZ4q|3YG
zDdSftz7?`eCwQ*<OH|_^uZ_o!%q42aJ*$(TaZ3*;Ff^^mmPrvhTDdGdlxVu_AIPj6
z_flwy@fq<}<`#2h(V<OfZcD?|V<sseWOi}${8EFrEFdx?C|X=;4C~Np+ge2idi+z@
zyTp0{!JWRSef6`>d2F`H?L#vk!45A8$(*)ZRG65Db?E`BoE@G;)TOz9Ud!Vc|1e$L
zMKu!lxtDKs<ydL6H;QL8+acxzqva=zXCsR~8kIw@2fq)mX^!AlzCH?0=Ts#M8Zb^#
zW8DXb)_&;v{ZRz2s<#;{txH1wG2N!Tuu<tNlQ`ue4@HfSzCeU>AN2^8rUo)jE!!=K
zBm@%L?R+%dQ^H2IKt@0*f9x>5grj{;t8M+(q9EO;|0f3hitVQIlo-U5=St%!gC3Pp
zJNWlVi1r(kptlXRZm`1Fk;)9C+{6UppiP*%g5fNjcq<FDE$I||C>P+h=@qecq#*g<
zSjaB-9PoE>z?>P`?^s)v$M+6;AZi4N<N5D;{{uGx>?Fzvy$kYz0fDRlf$-`sFi7m*
zNWyz;{TE;VMs$i1rBaOi6M#sZfppIl_zo{!E&Y@a{+@P9GNYa94^g<HtF=Ej6TciU
zoMp3ufGKj^HGba24PuxDbgd+4XRhk-`8Wq%b5*Gb-hx!UZHf%YK23XLUeXccSua2Q
zd?BHA5a>bQ!Y1_@<I!(&{sKqexo4Q<-g~fWrfEFg*)50a)z#`P6t2!Q3HKh437$nM
z+oWEIm87@w2ZpPJ$ai1*k>QpB)nwNd`n5(yl5U7yF_vLL8^Ny}=$)1c;twQt6}zb>
zCWHb(u2m%!R@oXHoVGS-WU#^SZ*dY?UMQdu_d3txUX#W3{F$G9VLjx$d^NeNmsdVz
z7FF0p6~s;*Ghn@Cxh&NYtEx0`QM{~h#kMvpfmTrFl0Z<woZM238mP?zw$p=WyE@2@
z!l#&XRaZbnSa^C~jUV=Ci`A9OcZ`*V9^#Ots3=odFOZ7}3B-++`r=_4aqqtm=G!2a
zIz|IB5^snVin0s4uZ+pTj^x?FSz65;?~al}V?KZWqn1_`Y>4|ji^?Icz}6vcGPL}?
z>dHz~XT}b?c|Z!jE5~_g{7)hervi>)YjXkX8aH|Ixyl0BQ5)-%U|c=OX?SkW)klY;
z!(V^2NNoL%SxF_ziX+t_DRKp?`Ql!s@=`Q>?HUe!jz2m_t-~SoP+5%(natlBj$OI^
z@+Yx5uF)cOfqJ9Z=^Y<ktlK2q6NJo~)~KHBJ)cCJ&@u-pS!_D~v>2CHLGFr0iyyVM
z-jO)d_;w}9sa6U}wdP<WmjWHe4cH*#4>-haYm))5)Wky_URQ9J4vEjH8iaV018&nQ
z9bxZ+r;3M!1&)b!Kae+jT?ja5>?VNy`?Zh0o$`niAYR5%0Q`+BycTOq5yqT9EVY@V
zDS0L@7zx1g7jA>|ALh!GKJHwUHI$;h#bbKuaAw7-isBmfF8SY>zAHGT=VjB6mP=HM
zbT4i}nv|63YDJVAPv=E$tcbm?JgpSWiFp(R!_);{%|0OQ^ee6pOk22+cgx$pdFcB+
zt1-K&`;kv0c|SKre(Otc?&FXAXat#txj7bR1v!KXQ>>|w?LJGA2xI5H?}Wd0qB4W@
z&RJauizC=}3dX9g0$*71m{yjBz71HnrHuDzf@tBC%RpRGh@tD@2~eg~k43AicOh~%
zbUy-YltPtuHWe0~xz@9B{d5jSqI#U(LNSZTN52NgJ%?f*1Ma4Wn<}Nrc#Dx91qxkN
zx(bca<?_9@R}*%>&H!n((I<pW@Sd~g+$O=~G%Q1XG`74TnW)z}T7b)?LUv4}sFRAG
zT^L)Zz1dZ;h7@muEODr`07F+SRtn9okzf$Lj%7Fb+mv?lrB7h%F9_KoM<iJoU&_n#
zgT$M~8_OfBvk;LdT~AzpTttcdLU4Zs_;CHniYU2o8`3YUQaNj3=b?f{9-Pz)t3MG{
zBsQ^t1j!EUx}MEd<C6Kwu<~;?iu@aD@UJnsuaUKi60d58l>@>Hf9Y5|NRva%oc)z6
zq<-@~LGlHEmn*BO!8LWSQVA#f#chJ;m$)qxe0(55WHaKyRTlK6-}6LJL+`ne{jp<9
zud2ZaZJFmlSC?n5Op6`T66u2bMX%;FFn(mO+t6UbH`C<N4TNAqXQOi%FJ(J1!l)*Y
zx-AO9IFekEFhcsHO?gpVSo$!zkntqHeQ{IxAf%wwWOOKe?VVbQzfk^V-`Mib=4lal
znonZ`O43t5yk|}PY2t^@#|c0ry(sEAfYwN%=DJvRC0}=Rtdf~%n5c$T^Q|n+#;V(0
zoh%n-N5%;mY7%)@I>IrY%GOmqiYkja?(9lDNc$-j_o)B17?lmF^bz{y@VYkJs^`P+
zs()TmkXAM?#1|J}F|y_%hCiB>#OT;8WQtQNNj(g(W^q^vrwK@NZYR(hMG*+kGs)76
z;pWjdft(4cp;9aD%BLxuSRJPq&>VmL8!UEDKK$$1dq4t&Q{2Uh0TH5i6vX3uszRFa
zKJc{iF2GDn`re`UzlF!WfG`3i3_9@g#GOkpBP`}lzy9YYf1}cX_aXqz8_>bCRw9i}
zv9HzWn5lJtO>_V9P6|&<e~SFBr?=_l62wRyB7WLmxT$Kpk431xv?j$?bR(x-F^j@9
zj@wnxvmOMgc~7_+`<w8{0E$t-%^DECuRGdSX4!SvLgK|H?K$69nfRE{3imvkN|d-8
zy=^(zL5JIva5Q#WimRMoNR7nWYx2z&e%z_^C{_71SyDdOc&=8)ridRabcX%pkuuNE
z{22!t6;ItFdDeDADMld$(J?1xvwCyR=Yf^0xfIq=`G7x8l=}Oa%Rk>V2zJxpUDZb7
z4K6F3RKw#uaiDMwPWng}u9fj;_~a$+g%$L~d|5PO21d<2q3v&+)t+T;rtWX01K!?W
zZiq6bsg17J=C#oqm52xjwpH=@@1OK-lPtQ8$x}NTyQAred!?KXF{RQ25v_zqM%`5<
z-tYMbmeB}R8m^AM+%RS;4H;g=eW1DpRlKmg$*T$7S)3S8T;j>P1#R_UoSR>c3)$uA
z>FG$ZGwF#&F?>%P%Y!zFU_x`siWSb0gvTOWgHFY#ae7Yi0FH4y+rc(ln(+h7?<SM}
zvT{%1DqAH#7A`HkJh$R~vnQMmNwwm5Ue{8A$Ly%4AA<lVZ7qH&E2=aDULp!Fhst7#
zHW+<A7|WaBeEzP!xSpxYqCCnf)@Ii<`X;j}xVer)7hks~q?1ef{h3Q9{kIddZ5oWr
zTaeak5qthcP4P*m8rR|Cw|tavjVqjpU-g-s9%)Wl3D~u^C(&KPvkHhh$xnE6Ln=zv
zi0xKFgV?~EcvHsK`WhT)4IAhd1Vp1qIH3}Mf#;*;*{ZJ}cok7z*8HHQ2&nAeR@E07
zqvE#~rh$TGEkCHW3V4;6ca~Pad6mrdqAqvpLB`f1Dw`-Qcy}s282faCeY*ppdVHuh
zFZJSCh`Zd=yHGYMcubr^vV-WMbzdNLS@Cp5Y~YNsFx)As0iUM*QamwqCRKy1x-Pz*
zm&7`)YRlL&^K#faY4{{iYiL-uA`U}ORx)oA<fWEoPPc1Mi*9Q??O1b|y*V()VolOj
zg*j`dAtq+~KwG;V#TXq1#{5Yz;6S$S=hU!s<2*N+8o2DLRyZrd(tN3|o=oxG#nCuQ
z{j0-QQejr%wj9!ya)W^2XTryHdDvcDaw?dWn?p4a6?yjZII=RcVHX}>AMU!q_Q@F?
zKM7LisIVz3%~&(Pko9w4W^?&C*AMwqjGCCA#c{_Ht(V-oKh*iY`i4eKjasI2Xq)|W
z#d*VYoBD>0(onUGP2p?V48>c<{&iikYc2AXX%bD=Og^fL*}Omx84pU-?f0>CnnoAW
z9%dOT@`PjtBYUoOiGF)<NzFG-df&)Mc1!jBc-ef!>Mo$`5!b<ewdL=-5`R9c@m7p7
z{h&dZwO{R#D6Z{VAvOxe7Vqyg+vXsHMg3_$y-ZIl-gFu4!TiO*|GeI<Y@~qoCtFYR
zbQYYiRx^h>_yv^q`yrhO{F#;#M?8__=`9H3ec3m=#^(fKG}ga^uGKt>NltzU_39q5
zuADg&j%z$|3ooVhr#NxfRZys`adjeP50QM*+L)i!J9o-&N?@haTuHfc=*iS#%!3cD
zWmaDn^*wyNId1VgAkXIGsJsX1Pf|wpHM+Mw><K5*X?oxIxU+7aY`GG**gr-wSvX>v
z4a&8J^1&`g-(^zCQKG0}Gkh9?j#Dc_YUkS#Cr@B5#sP7~Tz!7n!!?^{kQcZN^RDVT
zr^DLwM(-yvsQ0l{lwx1Thr;4-awV;zKhAO4?<7#U^R0Md6UI#|)>2$ja4z-Z%(v$2
z&BS!K9EA~!Tg4K33w8%<T{4}CR*cwWc)mWOk4a2GrKTEZ&O2wCbDZ`xGjzHIMZws0
z5M3M^{v*><(gIQxl5wA~KaXQF=O4%g@KjeuVT`FWsAdVF!6mXj3587vMuoX8IO+v3
zt$*Ip>er4Ues1Cv9MbfQk*}tdUscYcUu~4DyGn~c^+zX>ytD(XJ%S)qWZ_GHnWd!$
z=hPO%Ku5=KXRgESX`POzN@eODw;*jwEM|);nuIkDCEKD{hTfqYrk$r1gqPXxLUzoM
zB95@%hf8Vu!%sEvdV?4Gh`b0MX;xdJsvEE^uL@bL1w{IE(`bD??ep*zS19QUkS^qZ
z>y>!p?#E&-llqaT8~=dfwHODsuv1fyzMpP1MLc7igABy06DtoyH8M56%5*k!0%(fr
zsZ;TC@`~p9jH9a*A%E%h`|y^(VT1qDPxr#l8oVV9#2_jU%Dz>)dllkN^2uA=5mEm;
z*!sUBWRN5+k_H|qNyRbVd0Nr`k(U2R&VYe?aodNnyZv5kCd$Q%%*?)xr}Mq<60|8?
z)%VCM9Bf^QA3|Q3q^`{qYZXyl?U5~UUHti@aJ++RF7qUH1~}DZnuRBSn?&?M&hAyx
z_5KaJNNGd03TykGBD7n^d-z}}m-c4md-w2%)UtrHwzXV#SFh7k1&%!_N<=ludQG(U
zPY8J_b6H!YZL`daWCjFL{VMxDH|fL_sibk)m&z&sss@2g)><J5I_bC_oNsr@$BxXh
zEDfSC&^r>Gz2q`rmF-0HT5UR#Z~M!2PUfk64X?Jn@VxtRo#vw4TQi7~xJO*Kr*sqN
zA6>C?wp_(OPkBRIaUWS8Ia%Nz(qE2rE^Plf+c(xfQvqC&x-#2wmO#kbZ((^$v_tZ*
z$A3sSN-vC<O9%wP3YXLC!h88lO|DGc=WFo|3;H*f<p|~y`B32{JBe!=mO;0aS>xcV
zqt_2#z0)wJK5!1JGjh2Fx#i5fCK?7WvV<hssnQ-gVo*F&VyRF1lzMHM>zb$*W5oB9
z{OdbtTd*Uy!24rs0o)6h;MXuFCtsQ+24(i0+HuO8<bobA$rn(R=iyz4Kt#?_mm%Vh
z@ukY~+mlz+M0*d}6KJmbQn#!^5Ut~D!mmducZCF9wbh_?4v()f5T#ZVTmsH@CGr*Q
zxaS0Kr|N&z*`!`$8)bU$q2H`-Q0^4~LM1~VRqPhT`jXBz6TC|`P(MdCtbx!9KL$@+
z%NS@Ah2ZL_GB4Z+;>NGp=Heb?fB#lm9D_l1hApc6D5c9v%Q5ljAnEE*{mIgl{>dG&
zW+b=J0bTW($v#=j>Rc3(=ZvvgwnGfGpJb1~aY~zl_|*)Lb4noUoVTF7GCzR3)ZgiU
zJe3&v2=|mC`bt8tl(H7K9IQ(B8Nc-sC*CxbySJ_~NO8f`3V4muzaCPi`E*sO2;*e`
zeRT$$r@;7>IW(Y<dbN?R&b*mKYm?+5JWGe|jsDHnSlpJm(x$NvCh)?Fg^?YCy(02j
z6vEWj^OY9mOZ%MV`X`aT+|XU!;2&kNJKWPAPVZb3Xld~JWY`dqKeM`%I~|Q`d{V-_
z*Ir8Rrt*u4ZzuPvGgg?7v=&nyzO28*-G0A$Hhr_TlR9V=*5x#uuWa`+d-FZMMaAg{
zgmuY6LXwI4KsMoA21h3I^YTJ=m*K*+2u@dF9b!Sz_6n`=_xyF225P+mBf1+Twe$!r
zi6AJ61A<7z>)>KzzBq)JkUGmyiF>xDV&58k3o89iV6Hm+WbD$yKREJ7PA&wGa$8ty
z!DV7s?g2dFJ9{^c#Go&vX;S7>I6&V9Ve^03Jq%~K-s({&l<TZSK1@q_m9Tnn?xy8b
zj6XD>^3rX@<QC*Qj37@7)Be!`qOE+_Z?~=CgpI2RTg+f1d@I%Epj#LgkatBE?r-%L
z-pLHH>5_cr4jU~Qd$BaU`a<0x5A+1<P}Ajy`qaY@U!R6}s21LWI+&nx&6lI4aU<WR
z+(~)DH=_?b%PEUxRn`nUTGh)2(q(+A%Hv+eh|n{RALVH2qv{E-hGsxGrLd2PX7Z)_
zuqCK9R!tc*ZA{)A)@tm~h`-fO#UhajdP#FR)}ysuyT&|WTq!q!9l(|$XP&M*Q&>^W
zCX=A7C$Xs3H{Rm6s<3DtVpUI5HB_q&rKBY^Qq6887~V((KYHl9CRP~$oNoR~;rNe~
zkDpt7GR?|b@q4AgkpMyQ)?qE}J25A4*d#g;#@*Wd7QVwNe1_P(wt6juYDEd=9yATZ
zFm4jCXKuE3(tX=$N7ineyrPlziDSg3py0*Bmi^}ekJDCg%E|=b^(vSVOJx#naO9ih
z4(gz#Y{}Pv#B;7FIB^L&Xtu+0XxwNHJs){#ojx!5y8q+Y5#AXs@V4(9Cxkf_4Ln`K
zF&X=EB%3N|sVsRk9WlVB!w~m;f|x8gIp_Z{^_4+w{9U+EpcIM}cS3O~PH+hBQZzUe
z4-|KYwzw6i6n6{mS}5-BQWB)NyY%M&&Ye5=+s-5(cJ}Q4jy!U1eN}flrxN~HP<vZ#
zYeoyDedPTvS_AK{f;5xS7)@K<kuN}c4OJWZ`XVg<>>cXhulNN>bWHQGC4BJ(3>1X*
z%C+F1P*_=OXzqJ~`I}AT)9GdDc3cuPtdnX^euBjq#9_}Y5R#MlB6c5}!vFPB<Sf_-
zagOZ&leqss5aa)<X%r>U{>SJ^K0q)e5g79SIxI<qs{Q|G+AA?5+alD4yHW4c6107j
zBqCYZ_)XtIxVi?rzVW-n_Espv)^TXOO#27(2yw<%3xVU!aaU+PBz_@eLqw=K?;802
zC>$*hAm#d39+Xzmsz<gN>^XE4+90J41Su6T^(*j3RK`<z0l98mk9^sQw(FjBx+jPy
z7|=_CddrRcRTd(|O_N(G{X4}TW&rgGM-66+k;>-;#x5bw?<kQZb`f1lFSyEx7}5XO
zQ^t1p%MO$&+=jVJhdGz5&2a`n$nH<fO)D_(UyNOE%&^k%>o59F4qslC2XyVjux7ag
zITRhUccbH%y7s2D>>soNfiLd@1TYJjV)>YtSUOR2)a-ldGOSED6)%}56!#Gg4qvDM
z%laIpv(IF1(O8tWx?LI!6b={E&zj)jkISzB^^L#($Q7lDdGf?InBaNBninY|hrZz?
zd91GeojCzqb|17#_kd}1L!KM2*?L#>IZA~;G;aMD@w0fNl2eq{s~!ib<BvfED;*mw
z49uu@IBLkCzRiuYJRB+E;HU3j=es)~Zgumd*^vd_umCN6L%*pqil^YX@qOdQ;%Eoa
zQ_+f~Y&37<+LkZMKJSn;;#1W<Pv%d_srGUT4JY0t6iO&k@fuwqK(Qa19Tt{${SH`y
zcmox8S}QU!{$psm{e9t&702p^Ium-^3kdNItI*0xzkS{lrYbLia%Sc$5uMOjaBj&>
z$;if*dy{C6&e`~OTjoE+V7aX0j{`lThpH5%-rhOg{99q1S}^{!d8*?Q57qo8Ih=VE
zh|@4Y4cP{nzBC%Dqwgc&Dbi;{#-?vE$S5Jlio*}H8dB}d(z*NmeWah0oL?AsOZ+In
z4&#^vC#<egao(lbyQq(|G!Ge`QgiqVXn+sQpg%yGSaexHijdGp$sxX${9gh{o&`l9
zN-)R;7H#jd9e#8v^1g@0McQ)>-^s!+3W9h&qk~#Yh617S`yWA3RYM{lw1YaXS`&<7
z4sn%K76Ky!I0{OjeM5Mocp(NK5Ck%X*>N#J!m)F8>5CaNmf{ST;tXm03}-(~mtq15
zQWHk6=BCEP6+)kHhm8sc_S2OemsS|9t9!{5XI#7{h`UIuuloYyUpXHkQ@k!;Am5Aj
zkP;tYN(R7JL!b6brql%Ht~1!;rjPuMIO$SfP8fm#*}RwdY&AsIHWYBY9Q<X(J4f{2
zWU>}`{tt<O?hY&q8&%v{JZ4nLD!^m@fR1$HbYA6W+A|j?ChJQ`op2?1$ZmBYqHd#1
z(Ho;3V-`OUZHjlmf1*)@U+fZ2R#b=Jxp|z3bwe$y9|i!&x|!vw>tx1-mF{V6Vexz$
z#@7i_E{{XwMzwWyFXJ8LpI@9ZT6#pIc7e`;^Y^+<A#~D3c05d2ku88gdm-sm5|tUA
zj-v@qohhE9w$O0EhSf{s=!Q4(fV07Zd}zGIP*t<i-47S$Wp|oZvL4;7id<Ej-nLw7
zcLy7m)2ToY@df<5guoG(JN<3`7tA^Kn7<m<@}#;3MLq@pkZcA}IM*F2xu+J}<+rw&
zPTg0Bs_4Y(jTWOCB4?F?8V$I|a=bYub(6^(^hIY)@r41X^3l=*+@HVR&pDKBEZgC~
zu`z3pN3cGNwgh!W^rdbh<^L0Y-@h4tIWIxYT(KNqVJUEQFqrW+7Y<Eq^%!>l6O|5G
z5J=_72pBRRPprEh|73!DWf*kJY8%Ek9RFyJh-ZiK*BoQzGl+n%_mATE?Ta%~S8S{O
zf@iVUA{o=u*KbQxW${xrsHK`|p?U|YY4vFB4La%D7#6Uw-D(f#24iU6*XC#T?u}w2
z&IkKvdv^$bvsPMdr>;nyMId>p$^PPZ<9cPsExj|Be$6uCVP^=n$T`|^+JM*j2)*w5
zZMd{idC%LN^|k6JEQe~fyO1sW_HO)j<CS|?;(?E6_Mz>w)eZY8Of_Z-6E6L(N}0{I
zi)7G*%+DOP$*&||dd7X3dP@tHN2_^w!kL9gCk@~hEr|qu825{X{=zBMj>bP;eX}B^
zy3A<Ns&D1Znvbj3+56~dS4*1U^1QOyX-sS16sEz@QE)d%Gq2yk23<WKF_MqNvS9)!
zZ2<8V#c;e-52mpULg%3ybjinJ+85ZigFz5CZ?g;(f|Gk=T(VoDc-Fd&Psw3Jf94~O
zcZ@#{O@IG6D3~|!fv~UvnAhaAevi-4E7O;i<9AWnZYEc}np`&YCq~n7b&Y*Lkw;r$
zjPUD1)&A`zMRM2)UnUD>v&P+=e&KPM(s;#R-&fDmS4D*Ycg@9g-}nDDR0<F`1yzKn
zh;<rY-~SThe^*F|&WaadX^|oI%Y#N+-3>J;P#d5nL0}y-kI@L_M^b67sRFGMsXiI!
z$teiO(8u+JB020P0ml{LooE;uu6ps3I+l0wd4o@ywO6aM;np7a1;AeAb7@tL$98?a
zXP0L-arG$GV2fJ78Dq((i=nGFw&9(-oYGoqqj#l;<61c|-8xCksrY<^PUCNlEAKLk
zP&Ibiz{*i>lK(G{d+%~}SggrM<I`Q5Yt$)_^<;pJ&f^&R+#J3gu}e^8TVx>ARD873
zc;u~EUyR?=JdZs4Nt#&iFxxQhhmJp-Wqi2H)NrPVhKM+TMl<^Jx%SR^)mI!|e`wCh
zr3rC88#8KVPT*Cx-S!vPg1IT6!i`TLovnfbHrsbUPJ=vwekvhFJt%|QDihf=+c3G>
z;n1;SA^;y{QbofZTqj=&>K7ZtgX{@zBYesZb;w?r50GoAD(R@)Onei?FE7p9i-(!S
z6mRplj$odP0KDsE`Jt)7%^j^5pzM<i3?sRDHR_897MSb8KbYxlCS`_w&5)XNkP;X`
zuNvtuUp}@s*7YOu#E=Nn_&`9mcl5)m94t2}YEs<DzEz&?8mf*}{iC8%R&S7*^_PI1
zngPx*Au&vKyLOnWUWH+ea*sMY*{JV)ZS)nEgE@v6BwHEfyQ0MuIhf<uEdLDMlVoxD
z_k=or)Z3B@G#X+m5v+emIZ)PGT@eNPIBwbAUaYz=kIg~Cs;iM4q{yp{Y;9~*BYrMY
z9l_b{eu+YWXJ0T?L<xoEV~-Zu@bPug<|THWgT<6@(Di{LmaL@9rA@Z4UjQWUJF$A&
z&Yxf(>fSgr1&elh8lAOod(|THcT?Y5FadO=zpfB;+aE<CVHBjMoeg_u)N_;KsPQ}B
ziBWQHI=hlvzb3oH<0Z7XU1G&|fO@m=>2iA!L)xUxwRyK7J4s!4R`DA(4A7Q>haYKO
zzS*h-dwc8cP2tjv%%3oZ6a^X^`m0;<YmNoI-_C|)psTT<SPkLhwDb-uBgY%|LzS0}
zFTh`8-!hxPr+~AfQWLT9_gIeQZnf!_!Gf`%zNrzVQ0tyg`?vUY@P)Zt>t@c&?HJdf
zhk3q?#<4P5S*!OST=l$e3ReMqei?_K$6nu!nM-EB=BFuP<sB+UvRLCL1@vZ(TS7N#
z`TrqZ=^J_<$nWbWiUrEy(5xn}{DxGnb&P1r4SgMx*y6EzUc>a`g!+~QuL`rtpbrzI
zXqf<CXH}ugu@Xkz;D#rt<9s_58odvTa#iz7Fy5e`3MKr(lw08FyQtA8E7toPFQHE2
z2;D$gpD_dJA}==bv80OCp@0gFQ&NJ`F+XT_mkjPwN&r<Z1zg>CBTlJn!l}31v>Q@_
zB5Gn4A@~~#;(p7M(-j@9puctTH>%!Et(7K5Mp*(X4n;u=3L@IWLVO7>b}UUE9OZ`i
zMzt2p*#)UHVn2{_23mB^o)TGnsu>_6ne$n~h{2&;XWYuJ7O*fJDQ64l`dj<UuBAMl
zn%dB<-=}E3?sXz|>CbLXfXDnIKBSUjwux)Mc0Y>fvJ*=BPm=~$bhAKM7rorPsD=mO
zx94nh8cuVFt8lC=ZkD7F4@-wDR`^jWE-mhV1W2fE!zro3##qy3-@-*Rip!rl3{;n@
zd7Y0UI@oFx7|`VqofIG4sxmVNijuNPN{1bLTR)O8@9D*7xWVa6YY_6-rMJ@b+D@FS
zeW_EsQR#XtdQ^h=u?(xsV*?lA47rwqogCjRw%{x_7sq}oaq}&zu~gl+`(!RSaHdcZ
zKU79XV+l)_B>W!|d{_O}K99ES-2g14pPhk6&8ttiaXhZu0o6)H9Y0l5B-QDx9Q+WL
z?5HBp<o^#T03vDxf)&;ybmPhheK*j;zTky1D57db8#Wh!V~_;t*0L4@skheuaDV)s
zH#xrR7B&3yH+c+)z6E}n&`1V5`javz2(!qh%w%QAzibU@(>*h4fjgs{jn_50aVle^
zrcER{PGVa(^_u`BBkG~#ZoZ=WUHaZd71TUKT*PcHb#cXFbu6{i%;z;`_P4na&Fy+w
z25P@z|8{pu6Qy_XUD4g5uln6}X8G2?UWm6fO*$04c(_Eqg_S7`4dzwJReF^1R?c=f
z0o%XGByhb5uC)27N8MJA+8%Ihxi#DuWLy*qPP}=t+sKw*&4uT1X%L^_&)Ws4ZcUSY
z@nQ+3vBX)o%e*0%U7vkZHAZ0hrS1x7@muDn{q$dn%C|jPk}t(=aEkFmi$uq11M=nv
z?9&9m_b--`vBMK~B`Ng6pGR4F@Zrc|ywWB{E7Fc<Du1PJfKZ&KS-p0X)j>hs9ysCi
zReRJ_pqyH|AOa}WHn4dLD4AP0&fgc%7;zXiY*q8RKq_@`CxfM{qt;Ho8y=yyy@@vb
zOBt_hXI?D3zoH=0uG2SP4Xq~AG@sr(>88!K_sQ*~)mz3ng^`vP33mGXE@UW7oG@lr
zt)MNG(31$fUb&5_eJsvP`#r-)_D$9YPYj&RHX6uq05<T7b0o*W42xAnFYz6l>7rR%
zYHPZU3_q7!3)C4Z9}%XCi?J$Ow-?8+Ytt-VKek@)K_NU1U$I}ZBjF-w`7nawdtEsD
z!nUf814Ksa3%I;!bo5p`RhkFB?wmnQ`2C^4x7*^_puAjhzbvVQxo)8b1hek_v8RmI
z+u%6jdHuSP^U8<g)cE*>Hl@ATS=MHKRTcG*G64$;Wz-CBv?7@jJO4QDvF2j7&KllW
zrdh%l)+PRC5>+fP8Y!0uJ(a>0Fq-)vk~%;`D`L$attqR05XkY?T{G#xHX8DY%cu5T
z#F%oNyx^&RYPy5Wv8bhXQ{6_7`!4OOQC98+wn1G-7;K;TWbQ*=n29(@I7{atR=>fE
zEvsN(8DZV<mzf?p(V1;r4B1Ui_R~T3hZ*;pUc*oy^t1QFRRHi^teZ>ghoqzP9GGZr
zaT2*|c9KuovR=qdMLKL!bv$a)iP+Z6=240gfid)R0PTO4VYIj~`iy4IJ2k$Cj|@5`
z&+8KnO*)G6P5l~bpPbTR5vR2+U(%urAnph-68U^dC33;5YP(vl6hEn!Tp2zTua^ch
z$qvVGU<*(K6=^s{z0G6~89qU%W1uFs`>vz__K3q@rR2IGPMX;|0Ie9YY2;#iE#<rO
zP3Xro7=JBW;BkS37`g#WAe4#T?^1~pjs8yni><hf2d_6mgOCtxINotXr17L*F@D>K
z;d5I_b!X(v`=I@KOZyMjO^Nf4Tt~+ERc7aQXHcgO^~J6U_Gr>3W7$@eC1rwgJ6%%J
zzU)9EgMFFnyH=)dzF9#t-xnf`@3m~ftOCP=y6~lGmyB3@mRam0Q{f5+50sO*zKmk}
zwN|7|-P5p7euwN*qoPW|xYoNh^ic|ymPk7|vm1GeB6*IeTfgJbi-h&P_~F@p+E#B+
z>#p`QAPA|zcp*SbZAUMGf+p?H&2IK6sf14CHF~G^qfX0bG7_=Y(&El$InosM5<Vkg
z64yMVR`E5>r!e697j!3sN%Dp_&ND3NnQ_U(K-)JTkj=$FMQow-v3|4(#`JamLnR`(
zzKdrIjvgZEN-&{3v){E<g7$bxeXf*P;7?~Sx@{e8Dfw(QXsFq(lXtqnl3{diAr50K
zi1{jAff-NYn|?elT{@&@HP*=(-GfaN&!*r8f>MuP`x$%FK<gw|nGsx#I5rapWJU5B
zpR$WoGQJrKTLu)|k9Ofp9+5TrfvtokDhs5aicsdRipJXG)7xU+tbql^`US?tA!bA_
z1Hw^-U4S{GOP4vb%gp)Ev!bIcOSgot0}!_=So_h3wA!kzP9M=2`0I>Y-3>i<9+y?n
zMCITg!?f+f67dMT?I7GLQmh`KCvJIR9P3ZdUDGJmfAG;I$K3<b+v?jEVJnX-d^~td
z$eM#^JClaG2&#<$0?lnR#qpM~g?hMul6f9B`kFLuVN#&Iz4*z^*7=2}RaKyGktGZn
zF#&D45>E+vZgA#`S#ulUHR-AJR`gJ0-xD|4BE{0PE|>qKjsC*|Wd-!oX=J@(@GA9Z
zwl2_qSWwxE)n|XW$S_NBLU(%jNY(c$@NKh6J)p-$H>p=wd43xtg(fmu<K~miLtvQZ
zxTFMM?PQ+0Zsk8g@_k%vtPZ`Jo~L{^M0^oi@>|b9T;gBPwzpq@P%~ywS1PQthHPdx
z(wxn2r*C@1_<~!C)2zSlG{poG@ht!9d@p&Y*?{;fbv90h%FF#k0GhZdno<Jq=d2o@
zKrIs(tt=&Ld~fR{(fWaBQ#;=(0sqTexJVGD9nXn!;*rmDcnJ0!3+J-68Jq@j;^Y4Q
zg%gNC-2?u6XiZN{0uh60P9C-upM$X{xFl|>)@7BWPrw2RdoJEc9NdsM4~@q0zw&~1
zvRa;ajTfe)xL5-+01Y;DBwt@$dxQ4@2t1)mc1uv(e>P~7Eo%SOUdTcwA#R7uRnbvC
z2ttPs!q%_efZ)PFy->yw^8#^0z-=tV5hZu96ZmtZXg2=S<!GzSzOTPUw1>s1VFo^}
zfp9(=MH}W&${jQo_eG5KA5tS&m4W?D>1t#ti*0_J%B$~JMY&hGIE??0UO>D54Yl!e
zf)LWX*`N+PKG-)@FKE+*+uHkT>{<w+$|16+4+eWCxWx|rh2a+c<wwRjJO2SGG^*Zz
zb&_a0?C!)OqWis>vZt?M$h93bkb@eHhZYS-n7o4n4)S1d%AdD?jJ^5WrBePjPT!fW
zslcdOD=x$TP<qt?1Yh91l~wcA=HEO&{jWA-in^Foz*RbTP+GTMyr%7MNxuRfqZfI1
z{z<uBS1Bz2Iw=MQb^+jWI@Lo*(l?~tZR&HgjP;>r-y_02=Qgwlp_AJPR51!h^2qmX
zO(9TgfUR?76XREPP{fsKc=rXfL4f*IRnY^O{p`x3mpBtaVo*9T&8?=tevO$5YS+NI
z{t)Duggp06E21=8TQb#Iyf{I^j#t6aOpHN&BEu@?%H@6*uYT(v(%oI!zA^H?(L$&f
zDmaYExtjSN`P7)xE}t|xxgmL2D4tN?XtHW$obbbRrQKWPUm`!B?6VhM9MtKGWjzdT
zirgU3)!ziT>~PHy`A1dl>g#B|la8P53<*IU!i!cciVQ_pLgjMoohpW=_peO?0SmP-
zKnLg)451X3T`$Z>x5evv@vek#*)WYYw8dF50W0nLO&-WbetOm>l!x4GWT!A@bnk2U
z4WVCF7!?2XZZ@$n?3(;2Sn9qOT`KwKe)QQcGb!wghMjLV0j!hU&%xE%{Ngudu=lw6
zTa18;=??uZ2hCgUY+H_R-Q39Pq*bhk(hEly*3Ie2Pf9#&sfARh7Wo9Kj#|d7ZbNM2
zwvZL}5fe!kwnig-R%Hssz52Z|UdI96mFgu)m)DK<Sna(X!DiXm+7NaMbly!-CYqmW
z9X|+<y<oLYgweNaMXu@^25tU{dVep0t;>(I!7S<#^q2na?Y1SR#n|@LR*W;;DVdtq
z#t6y3+}G!6E%|>)G_Bp6L=^%z3~Mewuu{hk2XjlP-gQPZB%e=IF8_h$H0Ub+<&Y1+
z8W;3W3R+}!O#6^v!kK#1ksVegY2jv_<a1Vs%SlG}#V#%rG^=%BSC!RoU1=I_(n>&j
zg2xmucpnbR;#Wj4+`d#(rq1k@3carX1+WF3YHQI5KnGovmj@nfDNk0iA?F?zrevy#
zuI5G-=hY&}o;TwNxzeLt(tu%F%&(k<7W$bYw;rN_SsNqc1Z{^QIMHzq`s4%tpKYJ{
z9X#(qm=rfHF4T{tx1F&zmVFg#b<|S#do=iS<gge{xYmb^3Z6vV(h9{&<3ZYjlvGjI
zDqf9)rh4e(&{T`Mkq#Kp1vpuh(nypSap1S_XtV17qfeVi_L^(N72DX}E9K{i_wMgk
zp44(;6|X;{-Ka~*+8BGMsm^-HTeqWq4VV+E+#w?J%aCmqG1yZEjNA<Ust7aJj=`I$
zPqcNYCf6_2o5CBV1XGpy%e6S4%kr>V!h=4rC8ZffxtbVuPQFZ!n;#aryUSy(|MV35
zt$i0=yu2&&(UB6j1BbZ9L2FPryQI~Bi&FkhD`pYxx!xgLe|2ABr4RjCn+M<z2F?i2
zY4Y#3_(Yno<rsw8hy;FAlNZ%hzezsn8?<79cPj24xZ&;S4e>7WWiDzyzr7cI%|u95
zE~qIsuKUQ*aNxNba;NzZ$=be-T8B`(Ex}kKQ)znZJ6`q`8Q!4K&|y@hs92@q?TL0E
zkS`FYE2!Ih?=Op=9(w1J-U+3Zu0+Y<IGd5E&21eMXrtooAH^M-hI)Z%yR{&kQOY`_
z=7qFIV|2$|zKqcH?@oB|C0K!jmZ~$Ra<iDEP*t8d<zNqg9iSrUx*U;nX%PplOiX}5
zyxk*#MdV{Zbi&R$ry38ps(t>qqloeB{c&G%@7F}z{YX!|VA?Zn?te&x_E!jY6!rAY
z+xzT~4>5-q0g0ymQ5MD<g0DmbM8Wk;p`T3Z39bx&hzi(t`>|ga{J0_EIq~l8s&b{P
z7kz+=8rW-cpf$~A7kXCPnBwT+cyd2vq`0%8A$&`m0~@NjcI8pF-m1z`_!S7f<t9_{
z?6>m%DmiC8Uz9<SK&ch`2WS4^%f!aYE-;EgR!rg)Oud5r`_}#!JT7HWO4FlUCV9q7
zlv*8UlT4Sm!+gdSiONM6b|%}`vN78&v}Hflq2u9ZPp@oaHc3l0${|QSU$iy4F7>jU
z{W4?-KglueZTGQS6Pgr?-Z}~g{Jlk|;^77t+_^jRe%?GoB%ecYxx=d%H|3OD94ET*
zf;+E}mtyW~yJkQzp@*LQR>tWN>^o=Ue~#-g_!+(OJRG3#59#5$0#YDbV8{~NOlGAq
zOT}w=M+DYDei<Ya9Q*d7SM}LSWE$egqPhh2%Uv<~V68gn=<;<X*YxfF=mI}T%fKs1
zl&df*@FU!7rV>X2>U^x0Y_*M}YHL*$Qo{Mv&hju<R<KmE-iW9jf{K`To9l>{^*`sD
zwqxS<7QV~<TX0dvs~|jW)-oRKS@c$&=HVl9{x4o9zGf81H13y6Rs<HK)l+Oo6U!m$
z4hgeQBlD2bJtCnXEWfGQej23Bi7MW&6I}QG5d1=QaI8zN=5E2XWQNAh!0w1FQNU*%
z60NK{&H+K%Qd_~*P<dUX(H^pp{)P~F08K!!%rh8g_f?IkBpZz+?#P{>g@(XLl{N`)
zZELm=4X!36>|j~^YDj&dBLh)VyfbP5dlf1Pf0>u;P(;}EiY+~}3au`a`vK>(hgPym
zNd>r(U#?}Jp`SW9R|-C;BaxrOVQ+)B2n43>og}k34Me_S$KD~gP5WF++Fsd|B@G1F
z@qgCj#V*L6ClI_Q<WsV+bX0Zx8+5)Mv;mx`cN9d`?Mf?MU0ESasacIj(vj4Ua{T+3
zxiWn5c=4nnBcwy7`!~jus=XT<MQiR=RnQAQ)A5_9{qR0sf<F5w4r1QwZuo=gZLCZd
z#M<q{*j@$YR2C%fogE#y$K<mc5N;q%RC})`?q)JrHWaSf`a9;{x&y3U3vL`sXo3w!
z?e{)elg0<n@?>AkQ%Pyt(rM7v@^F%sb=T)1SdO49_UkBld!#5L-HpPG<I+twA(o=C
zc<UwvTMQxHV%0<@(tKNVLGWg8hYF3Q6B*+o=WATb&eByhQz#IY21WyB$-FVX6xxv|
zI%4;DkNytOx0u+SMD_fra6nbUgx=^7K4Ux3Ra0wt%#)o8y~~K&H4JM?dZuJvaZ9aG
z^{~Tzn14Fx>_5&6SsX*BBSnXLDcP-Nx_s^K^%eMyxCO${9QZR^iDSx$w?qRqegk(G
z!Ke2wNru7>vqlD|-{18|(k!M<|6Q9pR!~O%ZJtC&Sdv@FgB~5U;RTA7y<u|=w49uq
zPd!w;(<DQx5Al_0@L?_qeN|GNkbx>2!$tQ+7@%}=EdM}{P_}IiRb>I!SvTGkq`sgz
zx6rf<l}ja5C@yxIcSpO^(^IKo#ovUwo}P1z%-q2Eb+ZKg<FdH5Q--|wJJb;_^F$@j
zuBOiz6$FNWbKWOe_l)P*v4{1B^F9NHSZS^!*PwycV=MKWIA@8W1Gc7^l(f829kBp;
zgZR5N;}@czSc&p1%ts|&76wh57g%jiY^>auIky#h*F0&`28RaS^{p$3VQS)FG9t%C
z!!KL2$NcuYPMBnV1PI@8jhD2$C`)ulMD?wjhVcE8PrYGRGg|nt4iPrV^Wa>%W?nGf
z<iW=U%E5adVo<ot$GVRe6AvGr9&DmKn3Ya7L@YA#!0xA!B*aBhCh9n#&^TGkiecN&
zXXmLULC*=~VUIeggL_#mm2bzX7Z$Z=Hn=9n;K=doP%03tEE%npc#&-r9rDs>|AOC*
z<sEjjvHsq+I;Ea^LoTo}zpC(PY#l@1FiQ<-8Uv*=tacBu&vaguxUoRikgQlGTG@K2
zy?3^=I=m}M@5cGam}w^~;A-`HruK&?Xgc>ljrzIBVA06XSfOAK;jz@nE@?hEv_}Ui
z(?wO|9}@l#&?b?WDjS~lPd>hJ-7{I*j%@RCOZ461hPk6^hPN)3Wh_IRR5ttYTQ@|x
z6Rrl>x4#DB;CZp~_|hpr9z5pm8#-5(9}_*s!8y|1hB;iaofwpP;~yh}iU7Ce(q3*(
zZtufvjND?*)l(J!{?6cZH}jW2OX+HcVsuTNP3|zGx<6G+THg6p7>ZvzHPC>5`8-uD
zIr;0C$nx>8Kyx$XRr?o9pO_<`K&5y$V)8?7PxzU-8tyl#yHM@*&)z$?;f`C1^i~&l
zL%Q&&tL|?@YB?0tYB$?2MBP5QM#GLfnj+~p?=UYj%Fb@cpatAU{X0rk_fp((DTQlB
zhB9)uiW!RrMLSiwe-j<mPilrrejba%%s7s2xB-E@&#ZAJ2un()Qu_Z2qNzOMB&Mu`
z&qk1i+j`jBmPt}(Z@VoI)3Ag=|8XpQ($(+Ah)gm+haljn{edSKc=l)QV)X^Dp{%r?
zzv}?n$YQJ*&`r|axd(5rmONn`teN8GeFS;DL3D68D<2zsj;2>9Cipo~Bw8jD#S;)<
z(!r4lZlij~@&gB3$y?>7c$;@OiCjs)iIo?9o@CX!05zufmg;j0Ee1v!!_+;KbVBZi
z2z)us<H=5EmK|N${i%GHWvP5eYS-!$1oJ8qeM|FAvNItf<@A&0_qMDD<0Lzjz~Ziu
z(qTztB^oNIY=|WX>t)O}UlG1rn9QWXny}V!Eh9vCpC~xb&*{p>-k}wcjb(9Gxh~Vd
zu9+n4H`{c8ix>hcrJm>#LqC|M#$zFTk9kA}bJQE#TC66=l-)^T_3q;)s>-^oNsdkH
zvAO3a9z>ujC1vXfWw~}L4GdPc;5VNV)MSuc`lYR*l;X<QF)2?XIteqK=5p`kRWxl@
zGTkx|l*_3%`58(NQAi$|^Neu_)!S5};sEYUC0|1RPR^@3;A5ZPPeGEbD7}Q$B3IY}
zv!+uS&(d5Xr#QNFrZAka$?@1W+w6Bp*uyL=A#j2+AqEFhY&+-lAx~X8yRng3?wv+l
zzfp36!jUG^r#T!}0*^Oj8{8V|UL?y!Jxn`SP#~(SKo{+NuG<f7CUZ1vgcbe$_#Ge?
ze9mt(y-pHSvwd!)O%DD+`}&6vjmLFm0fwS+y^mmtW!#7<;pmeuBA8tV6A9&trRx>!
zt3y%01%WdLcf68%7EJ1~>7~PBhiX&+^_tMGaR{Lv*}bf|vc0R%gWi&8DUdo}&%p5g
zFRZ?J-y#Pu4?fKPkJd$V8P@HMF?bhpr02hYag53d^7jpoV})%5BcV`Zk}?w(3x{(y
z->47+=RZG4s6!xi@*k{{m84?+ARA+{u)R-1Ba#`|cH_%>AQw%@HlBp5{W4*U>)Q*_
z4z1(f(vM%L%l8WJJ4SBNAdm}k$5ADI`*T-^x`8hb?B-wg4DT24tzI(;P}T1G9x=bR
z%`(nnTcz#c$q_yJ(I+WrCL8!>sCVx#n$3z)zw6He8aNqsii4V%h?Y$4KO}oi9DM12
zNXV6{p616SC#$4lvY*RdQX;EB<G51`9wcq{ijRX?#`Nfh9X|R3_^(Ob4|S?_XB6N%
z9sofQa|MCEtPj-W2ajjV0PaG?`u@Vgi(Eg5FA7K9?xbj}wBobN+|JF!W9s;LMo63F
z*QiAVQPNWF$C4FOl0J)t**7bK7!P3CmKo~1(1A@ZIAN{mg3<5a7wawAVQbk9YuZ0;
z*^Z5Ni+o-a!jiS)x>*n_KVoyEv=mfd5%6I;`s9)$x$(2ISkp4DE)vGwk4qwEq+KbB
z7zxsEse}rW>=i~N>|n?KR8YA*)j7=Ey@Z@Y<1y8A`I&4=3n-8=J9x%kD^?xNPM+eL
zc~C79K?o@l$4Kzxdq@)R#d-A*2we90ik=Y$A^CJ4D()j*c+v09-uq~wb46Nepu;|!
zIg2_(a*7#Jr6DnF(#V{DZZQehbJz-?)z5~o6BSw{Dnf}nzS(eeXGwXm>7cuhfXH7<
zWmC@3JvMO%>d;JIZ9g_S$KPQC8{3HvopZ7z5FFEipum#9wr$v|ZxU!jG>~*Ckwmmp
zgGnbJ2U@pa3U7~OKA`JDjagqrT7H_Djra`pGfvTudz9>je5`O$AMU52^wYG-P??$H
z;#)CLLZv$Vef={MzUUa~$$asy<Eq+OjIHO|d-*y`if8H5dsf@d=r3#y@!MP+UIRX4
z2Q2aQ5vy>sk*DkZk7X;wp2Gl-aaKh_l@T>?`D|<6HFbNCn*(%JmM}dQZalj5G_HN>
z(e&kTD0P`Z<r!NM#+`%rpWYAnKUU2(;xi+7e@(Qih6gcr7ad82w0i+(0yqw4G^hBO
z#a~v6Gvu<Imm9mtm_!US!q$TN+V&3E__;4BgM1re1nS?9+82O7PB|6+9E;VJJo2gB
zXXkL3`%ojC!$oOc(%#nE-1a;-(Gk*91~%%7qP1jUB*jhFI4!N}Il1KB+a!;e9Wbcz
z&)K8|^Y79M4gpvFRhm%xNkZv<lPS_;ZgsTs#>U=*`R23YBHAmWvIK#1-tXZ3O>{Zk
z8N0eGn%=STTgKpE=yrU6YBejNEb301XAxRCh8V8DHG7_6bA=8v{r7bO!kBQxupwL{
zPrph|v7Ga(a}fD)xK?Taw%j6TZrnS4OU;7!18%wlc~%~_;~ths=;)s+mGd53K<h+i
zxOb_;FVE87KBwRBc-k4PLh9*rELtqBjqsR0X&C+mb1Cl@(3kSKhG!I+qo;tL-3n)|
z5=BBW=#VFoW?T|G(`VHdWk8lK&Fy_PZT{>1;FiG^dT2VZVm`T`Zm4yDQiI{;r%2tp
z-Z5Q8Uiof@Z@!QDLd<ziWUo$l4TA1*FQ0G+CUJtXD=mMyZ=dt@J$d1VwwXdU&8@l8
zSF5WL78jJ2a)dd(txT<puV+NwnnoCOCVMw|MLrTaf>>`%U)e1R$Hh_?xb~b-;lN{1
zX1ZMCMo#1?XujuIRp)k5OPzTeyxGx&?ofW=2CGAdOHVBd1a3%h#OEzh0C4GX#T#sK
znCAPo-wC}6!n(>VIIW1Tl>X~2eBZFNx^7G;N88RA0)DkaA4i#s;-ZyN--x1EW5JX$
z76<conoMJ39)bh&(=-v>;RVx#7Fcb0VL=&`&CQmB#YMqVBJl2MU-T{<Y&y|0Q76G#
zT;RQ++bbh6D2A=Fh>65<siS;kyn5skECfqZTR}DGDyGk7Y8`&XX9|^gVQHhXj10ou
zYoy}lxTgCM|6a9aNpNqWf+G@g6OtayA<UhhP3;yhz;$5GGMmQ9vIuFr9zV&Wl-kn6
z7eK2TL<ML5CB|Dm#B1zOY8^znu6i05_m&03;`}VWH*E2f<tt1OXBM;T{vky5F_6&O
z)yLxr4N1+rIPD{k9%cpqQPu9aB<P{!L8~c^=$h~AYckC@H$_!m(z@P7>vWl1zsBu-
zl-FvX?95N9gxEw#aFB}AH0FcLyOgN&;~7CGQF+8z=Qwqod#Z?yW0zBbL?o$S^Wz$>
zk?;^c2GL^Qgp+R>etb!aV`K0~DSACR>W*;CcxiO^gg?{n0X8dW@Ld$?g%mSwqAi5I
z!p!R$9YVBh>9=8Z;?xz=zn<Yf!4Ep8#F4bM?NR3bQ*K|EbU@)Hf=pHCMlED+y{fmo
z>Km>5Di@BIuaNXC$O<nVMNkQM2XNGo_W0(_BtS~Xq_YgelM`QGP*k7qMMu!5w8J~O
z^-_hdbItMw8Fl$elGK)V-lB;F*uFj1{FPUZXe$&%$oo5@Kc^lQgy2o?8)mc&Ah?kR
zP<m?59DKYX^xWMRm*F<en(gXWJLR%BZ^FdQk%264YH*NxO3kIQ*eK3Mkc9FTI~vvp
zM0VRD#yucfU)<ybf+GMII;B^&@O%fj(qL`ap_2gV3;)%#{ghP}F_Zt<Yx|K7X~IR{
z^|7hnbOppTp@#<0Z$s7#HZ9+ZdJD=d2Do)AkD#ZF$nORYh{A9UCXE3fzsKmS$f?Uz
zOEjGAK#P;m`t02pE`u@Q$aW^7Y+15(L`{)~r5ZAbT?MC1kHsaCF8E)#Bz6;FJZHjH
zJaTB#<ZBakf{p6Eg&kS>PU5ocDTAXrsT0?zpZG&Hc`%L*Z(XGs6B<9oT7fv3N;=&Z
z3MPk6&)Vbmo2&+fhe8(fwzcb3s^729;n?M*(ndRFR;-GrP*o1wCEnlGwo`k#!`ftQ
z-z>#65xNZ*vEx&p1ijZkE{8lD+<+br@*KS6r7un8?`PZaswq^RVS?dIb&DJcih%fS
zMQ^K!^L_Aaf16lETHNLC01q4Q3%)w8Y*|+>xqPcjLnjlx2yfL}Z4YPJBr`X?arpWN
zcYTDJL-F}b=7?mIC-pUUaiwOP7qA2Lwh+q@iGR)Q8cJ5Bi}6VgOD3EmT=o_?7}OgC
zdDq7;EC0CpY!{{;5&XQ$eb<bLbeR(Ej*YLNtaDFFm?Tj&RGvPTxX=2}711cDk1Y{N
z+4dJooE<NGT{R3J6;a-~X)$KhYIGP6!Ka)`=BnxK6+P>*OQ?Kjt3+8!70fOwS0j->
zKWGBT>?d#EKNax(hM5v5-dd#PD2zLhKh^HkCYK3_+h^2z%l*as>8>%T1$GBvo9LnH
zWBF-Zez(tXFzn~?N)JrIYdwEY-!Q>@a95<+p8dB}b9*_vK`IWGZWR+m`gAz7bf|uN
zsuNf@XHBtykgu0XfsTvqIn3|X4N_rfYF3hWbL^!CoQ4sDaFdS?h9L0@l0R<Gb~jmh
zVr%DZ>poNekceM{pp;vqyS|F85iwyy;>p=|*}*xz<pu?^_$6jstV^OgPz77ZON5D6
z3dQPUSdOX~HXkjzC)vIHp1yDFWe*A^jxan^H)grt##q8q^UZ`^pX=rdv}33_Mk+r2
zO&t268a17iP*>Vty20xTZitEYXY-N!A6Q~`iMAR$0~292$%VFw)c(>K6OL8tvr(bf
zf7Q>|xezN4|6|H%NvogC70AQ{p~>@wTUvFsQwM6dfb>BRbGxZ>@e`IR7Viy=GG>i&
z#FkfBb*ACyC(~oUrE^}UtoJRu;~?V8E>HXkxOW&;xe&$p_9*AscR0zNTYp`{9-ac0
zEC8~l<2R*)RnxOOL<>!sIqO7(O_;S`o3nb$$G~zQo7)o!AH~LchQ>nMY*yMjX_ui;
zEte15R*@%mg2xMjl)(tKzhkgWjuL)=w2Z!#Gpk0Xwi2u3eEIum<tRsppVqsEWGy!d
zWZ)m)zVYW;51Q@5$~QOFeil6s;4gMVuRA>wE<`f0X>?GxOJ1=ANlSfT@Nbn^%e3?=
z{enWl80bAA`=OtH<;A=LZ>Z2VKnuDw>QZSq_VxWcn@bQ}&v#_VF*#k2`O~F&o0#D^
zdGd!iZB#OpZiJ1m$IlA;1Oi&&>^`s+nc~Viu5hJpGmBxu^G~;HqAb$;_{aI_qUXl(
zhInA^O3Ci4@`x+_IE}*4`q|uZ2eL-L0w&aBYim0c0ns3DZJsLjoog&M>pew+(KfcB
zQ5zA3e%&1Tj(2U}z#rVcLoNqX-n)uhPky+I^}Rf}Sm`J9%XjsmZ1mY&aYX&bhlICE
zv~MC_(?-5NHcH?yso7~CiDrqaigzCr=}nujv0R|gwLK;4KHX2RNI^o@L&fISTc_#;
zdvkPxr-jr!daNOj6tALhZf1(aLRVz(EhiA)H`xWGv!J}CVzW225Vt?^og?8kfDnJt
zBi3ORUigsBc$S<Ni#2w0QPx8j%%*t=SYF6#p#+B>?2&igK6_NM&&@pJx+G2voXOr8
zt5Itc>WU_;6eTHk#Pugw;Nvgf<9JuooPUld%=jeF_7ata!{#_^Ja=^(UgqQELp#Rd
z88+#pWHfUkuFw^3N1r_~aiQo?^jfe5&82<cs5`tvOS}LItX@`OuC0GHn2ng|hKYKW
zo9ws6G>;O(7HHr*11Ft!3n6e-64MT@;lc<Getcsb@6(lVO@l8b1mCARz-7jVXDe#c
z$v)13CiX3}zfA**HuJA&OCc*>A*YRcC9~E3KO6lkKT8ZhfOS3<h&5J5qSmTW6tMKG
zl#9c)7cGXmm<pL6J|$r6{2F|E-HD<+TRHH<PPS4aJ^XCuF6lSK2d!;m`IL1`auD%Q
zS6AOa3u0cqDn$Vj5hbR%?sponK@q6OC&?>=L?C7d7Oq`Z!7sjF9l8R*+E6I*B@DBV
z(i7_4;1hpJr9W3n2bl!MR#O`FipiRURM94o3mLsa_nrCbKf~B&RQthbWsnN?$?!XG
zj=>c1_dJKPxq0~oCtB-`NS-(@S-qz2OZb`@-sO~zP8mYCl_lmADVhxEWzo_0B%Ec0
z$CxLR?+M^*d`FX}d7gb{?b#zD?3YpDL8LSBF9*)e=DI&*)JUpac{SJ@c5cb;2Ly>K
z_+z~lEWM?J8rI8lmc62HtB$p<UmB;STw?i(S|=mEm1wj?=k*O&Fz#^<9U7M%8l`4o
z>4MGuvgFolW6<Ca3+;E&D$<uGGN3;?DRP-V<r-!Y%;Q$V#%~*}GbGRzKwjz30byZ;
zxM>(9sZUNZgH<Cwk9znR30kjYIv@DnJ^22KwV_LFrba%E4dqyN{>#K})3+cOmg`Rj
ztKmeyOX99ZJ=oAHLavKJeSDKA#~2U)<)P%yDOEzo?MtT^{fzdLlkq1MCwhQMzTa>M
zotK@Er?SiUuJu!w<E+{C6S&c$5(tgcSo|Gw>14!{$~xUDqSfx_u%xWK646^y6tbdo
z+xDB!ZK-B=u<5H5O6Le#>6ciE>p&c>A2t3VIoSC`?TGw1S~=M1Zm3-FNJvMU5Wtz2
zmYiakabobq>&HlPrTP3_j4jTmQ3$kPR|-0YO7vQT#4E%9y6J1iK-^rfy>PS^E!%=o
z+O!8mGJ@@hr%HL&`dW|MI&y}kZyRX?5%wI4H};;Q8!DUs!(EyMTXA(9+*FNrFE}3$
z^2O<9NKQ@VbD%!qOHhT!Th%Kg?Z^^|P0xkve@K);N@4{#+P>P^+%qy#{9UiPm$Y%=
z4n(*QyC6v;{Cy>FV~*o4gqCulEKNT7Y8oM}`yUCV;75E4mBV1{m3{$t+t7iZc|~`e
zdrG{WG`rhjK4NBv6Z`HTl5deQuEr#}RsORq_PTy(0zxr^@f>6E*6#Qkh}!**{fBow
z)6#zdsfc~6`$A#Qhj6%@9SEt&xwm)BIYBh{#1ZlE-A_#-48KUpfOzMfkJz=#OwFSi
zb)o|0K|}}f`Ey@?3k;sxvEQ*HWO_w_JLT)We@I~a_(vNBe_5E15T5Y!yQmpz!j!J(
zr|`clhg)ydH`~%*`22cK(kCnK@+B`74)0*O_M7jTH#!CvjKDJfbmsJ!liZU5^UP;~
z8R&|*^W`3F(n*l(u*ZiOi$kE?xbJ3=PV~!*b-Th7ThU&G7nT>0`)ngMdc2K!(!k`C
zTZrv?_+$msAKqsOF>~_MLz3|AEAeiqFQG3-7CFMSuESK5RnnqF&RaoNgsT-n>#(c`
zaJOfE{U5_5vuP#hS*&}?ypvd=;mFmD^f*Jqr6fOOw-<zmaFO4ufS9kbXRYSk{x=ro
zyzv(t*(ag*>qb1oc9&8}#4^vo8!=ZF`h}~S!hk&WnUn^q37~s(f@HL;;I&20zB)PZ
z#JNp|?x46W`TTVXc?$1dcJ4=i)nZE`FQ@$3rZ24%*Z^%5I`u}=J8Y#k#ws;b-O($e
zrWfYA6{$fsKoQVil^6t{(G~BFwj-Gue(76~L>kApnbKPP{ZP;S`VKc2%5;u0#MNfG
z9h76Iv)~j#ZIZ(M5cT1Ngc%ph4*T|+@rgLI3qKj5knR5djAr~Yzd&&UQ4`NkJMN-!
zBvI42CNe4oTUnib1NFOcKiNrcy#>G^hA(KEKG}>;_nx6a<kBROn|FEY197G_EwNh;
z{Pb()h%p8E4^iG?B;4h0l#kC}`<!m8;HCwdK^BKqfdMkOC48>;XrpCY$3T~th@2GL
zeg{gL54MCjy)}sYPB62a8>SjSta@?h>fh<BNOa~-+Q=}GYC$XN7a`2`osY00go&{r
z<;q~S9_tjVmaAc#vW)`^P~Fu2xZPCm{!)xhLyaMKsJdrL=abbIK)r>+@#A`f6K?yh
zrxhj*1BJD|ksgDaWrW*a+?~Q75ASDc2>Vb#p2>!BEfps2fK5W5vm2oY4Kp?$>bWjS
zx+1+x_z~#~VYagv-FJk2A!G>?YNzl=hXTrI7)d8G66&z#1r1>ldml8CkgXC_>NJrR
zJc$tFMW`@DeeI#G?m<r>FLp)hN8UZg-JLsLq$)t1M6dGR<A=;-+aWmyywj{{1@(PB
zD}QC6p>tytG^vBAwjusy?UVPIsOqxd3(D&(1o>WkOk|V=@x6aUoe%^mol&Wc=+2)k
z1&>&Y5}2GhSPU}6&n*x@bhGUN?-iM<SQ%HATBv!SQ|QiXkgq0Kf@*e|L|g+r7n>M!
zJ{Lp~T$F`olEN6C${k0h4n-A9DU4k=XntekC-P2iI0h+|1O&WY^O0f0>k;eMIG@6X
z*=l1oFBATucBVQ^B#Ghp7CKTZ`g*t4gNZ!0fIrC~YfjvBi35+4d%}1Atv5ONJ^K4L
zU6T|qOwn=PQWP@Gb$ivSk98gF!N-GQ6;nmg1_SC^8Sb3ck(>h@5m$UY9xm7ov6K@n
zbd+;xg}~{a;Yr}zkQ;r8Q{zRW@?8vZYqy8VxRu|=NopBytTBV1)(A4^Jr_lJOJ8xi
zI~TRpVJ&7qsZxkqv_@i1l?^@FCz8xcClU2U`MDW&j8iGfmx~RE0MOT}M(r1ym;h|=
z&`fI1o`}i6+7UOqtPLFe3cc<3=2~o|3Kf0&x)x{Oboa@N%`VM>KBnJ%lCg@2!Z$%s
zZiRZw#oomQ;<O{*sw3xYKM0(BV?TW$K=2bo#c?M@Bb#l}i6K$YVTFZ^wAyZKw*Q6c
zi%3Ob_R7Hq8D{#D{{cE&=BHHbkFmQ2A$(Oq9xgV!+!%MDx$f#&8{OBO#+)5vYbbn`
zLdYR+?katcK&Fluy%@0$W^v=)d<QS(B3ENm_RM#53F_h<J-8_S<~jW$f((Gz*;jJ*
zJiNF)wD0&2X{Hlh<?J+kclP?tRe+*ChsDx%jfgx@Uh2-nBhL=kgJ{l+n@=T}(<npe
z%i!BB&rR5&Mo2vG;zp<L;>UQkS|57ns3T9e39*VV)Bb>}eQ~CyY*>FE8`C(=HnMSC
zZHefVA)iDJLkNxApzjZ^DB{b(V}~7RVKf((S0uQZbns9M)Q3%<Yo16#mx;q`1dgs|
zcQ@wWI9irR?2Qo?q0V)QYPHEXSzGBBby=lV$V=Nfvd{Kk6s8-saCC|wCKX}dW?GwP
zybB@bN{vzfuVpnm+s)hX2LDAc)HJq!!hE_={<}<Z`76m8yJ9_gWBb{iez!P!zzdtg
zvBr7n-m}U@6BkSU$@g3MUv713B2!ogBE_82v&l^UL;6->@O|flbI@9m6W(2Hn-s|l
zih*=*YIi^1;0u}>;&<I&7B0!p25B8)Sh|b;GQJ~`cd)zwdn1tV17Zf-lroir1u2(5
z8GdLK{Yx%|d#xZ|oSNtET3v33pa{#NytHZG8m#wEWT$r9hA1H_B?;I0>8i9sdB8X&
zMW<p3Lswk%P&2AVsWGMauG4kK&!nRtFAbZl_&)7Fx)O5Et8T}pE#LtygGHP-aq)ns
zrsy+5J^#Ts>@<$I>Q@FS?sFFXMesnumz0$(H${`guU7`2&T%qvM?0R0<38@%F!F_i
zyi{62V8olD9i49^po);W{`!e%D~;8k==n=d497M@nQm@QTR({e65b;gt&GRxZct}9
zv^>m3ZXHWpG^Ix0fh9bmQ%Q|E-0rmG^2*?N`#kWCG-l)U{jGJCpvm$8;u2F_yPV5=
zMEYz)gktv5q-E1f73BcpKl!d(Sr2>wxd`XZ?xLK--I&u0APzh0SQ<URPuPr_y6BME
zygccS71XyszOBjwNXj#}MqzA`rsLmg0S2L>-cpkwzPg+{BBPhF1-(B9N?koc4_Dnw
zzDYSb+D`vnx01TOi+{8K%N0Q&(j451<#Il=jN86O)G}MtElhj!3?PKY!zAqm?;9dw
ze_r@pxpqlKMGDIhjD;7z%OVJOSsxds^I2yV&+MAO6HaCqNzLh=z&s*<&$*%v!NL_o
zy)V!g(vF3d1n_@}r<a9?x%Vs(gLF$c!`*9w;PdJWIdnuL$EEvz3YP`NRkcNZxjyhS
zqTDv>jI0l^Cs{Ffs2J{(Z!ZW_NH}!N4MxQc@X8omb)fSuP#YYf%qen+wkLF?{T4`s
zzqa(8D?=xtCh^%>l|%B9^bqFfD%hM7UxPqodnLw4AhXR|hFuOVl!Qd68BIBFiTu)2
z!ZkAdn~2727CHVQg)8NpBQR85_Lt_$4TWg~Lq1yWAKdfuo$j~fC+Y7(+`m2Q;)Zi3
z!VTv>zB+JrMK@`5{^Gzml$imRWpl7Gs0-z=rZwaj(fQd5{TZOH-x+DuTp$1GuVV3C
z^Ji)bCr11-3X~XUHj&@LEBX+-#6h<06AF3KBEiy;eyub<M+X!b<38cryV-BlbWZmW
z$L?6bS#p02G;{FKK-c%{#xDj1Pn&x3pNu+Vvn6*SFV|PfSA;>9_Nupy5@KKeLx26A
zmHZ&mPO>^Q4lmb`im_kshLCSchQ7DPeA;@v5Slj%AVK)0$Uo8X3OtM}Y26`2YsTt2
z9krioiDuiWx%Js$KYwTPA#4C&mDw>vnjp9s1A)&+$5(t?TO!=QRYih+9a43u`@}pK
z<6Qv>yfgk@w?{?y`DVR2E6x_8wYUy?X{65v%zTQ>n*B!hJ_qU+-UnuSF(o(yJo^S8
z{9LOadrRG-)(xece#=`KE<J6D;?Q9UFSav1GJYSlvj7-reJ0Ajxb+oc&GB{^urJV}
z_H2+;{{*JsF`g#WT>)iI7jik76cAZ5eDg;`gnYu#G^k&O<|0Ju%@EZj)Z@JtC389C
zJ(DXpL;7Efr?Ose?g88>Esm=E`tUK2d$%~&$aCx_!PstAumXfv`55m;>mQQ;^iAkd
z{2jZMKtvwZd#8yXh%%nsCIaIL;`aWc-b{U;Fz0rh+RY}yq}H%6)4wLLk-$67<p0q0
z6;N$7@7GXDDQ$s5ad(&EZf$XQhZaw8w?ZfscPQ?zf#MD=?oM!b3GR~q_x+vkJ0~Y6
zo1J8m*`1k3?sM-%%vdzwC9QGGWnZ)1Pb*HDJ*(`_CKeyztQy_hhvyRwK!F0PrnKtM
z8Z*UpLFTU`#%UYDZ8f9R0eDDa*JF28TuVz`+{u2k?N%gGHpJZaU-M~ii+URAM*blk
zzY(9pItQ>A{xfY`JOQx-4Zu<>s)M*MTwoWULwqVcmF#0e#`?8aF)B|jehE_<E68!n
zc^%cnknD0dVVB=89J8f9p@gKv7fW8A4ds%B11ypjuj8t;?E@-cXi;-w?>os$WzA2k
z_Bo%AjsWus1rPh&D#Yxl)Br30&84V#*P>nTPj1<0qdA7%BJe8dH0#x%WjHmNH_mM5
zY_Uy>uc^p#as8+BQJi5SK$X0}1CJi9P<=9($A)Seo6UIhH$T&%&KbxZXVoyCD%2vB
zs8SBWbm!$ww6vdCyJZOJqJtoI9KG$cEf>FI!p={a(P`bFAoZK*Ij(Xo4V~(iHGCe)
z+po<IcNp$MZWmy0SAuFL&D76G-r*O|VAvuX`9^*)uU*@FmWd};&J80G$TYT;zVYbd
zhJ00>PIV<C&l?tQNo)G}<a$8!T20CyaJ&_#?8)np3Si$J;nz@{ZZaFz#u4x9l2k`J
zeb0kl$+oTBQj`V(6IdZe+;^35$ep}hao9Zb0wpD+<9g4dk*jbQJ{q;6<lWz6Bi+;)
zT5#Uiw~XAhb(hvwbEMq#x(5Aa+gT|0sEfQ!W*+fGd*Nt(<1k_OS+l_SmVSsDy=T5+
zd@-Sh;rH8Q=Db(x{=~J#Mm*d_j)>;mc6(ay$}FlTQ+7+{=ae(0S94==>(Le>*P<-K
zO3vk^fw_V_r*&9$BhFYkqDOPZ6f00g62p-V1ns^Gd(KcCI_*WGR(}=m4*!GiSgI@R
zRt-1Sy~=a;)b4XZG^wJg8r*QTm>1gHRwIWqv~7n*RxXs_A>a4AsA6TDRzlDJjY_>Y
zM>mU=0aS9{>{bFIG}1U_sz-tkt#kWR+4%Ro$G(^k{0He}(?29}{exm9HobAdE16Q0
z%6Yr~ytyEgW+Mgl#U8)2E8bHb1^d4uutZFOart%jHsr!X0&Y38iav7b;a6Y5hOy2a
zA#7Vn**3p1GM?i;_SYLX35yX(PN(NTv-tFwVAhLj!FL+d@Go+8{l~bYuK@(<&+BxD
zmw$`dTIHA(_3|Y%q6J5#hN}}dKFNf9m-v$riYA`Py@4ooU#zS4tyGUd`E9h)@7<aM
zN=_oiZ>wDrA<3m+;V^DzE)J-8$zSDIEB$t<iBatAU`E3Z8Pc^XI#&rW2%(=m?HBkK
zdv9;Hi$7}eBox2~jtGea`fR$N=mAkvbc?cerb{6N@9L4z^>t+<Sphdz?EnD-X<8Un
zk?E6K(zN;{t9f06^_D^sW`6T#3z>ioR?(8z`!CgAX7*cSENK0sof3`lB7I_$W3MDC
z_he%bboe17E|0lmAbEZrW{%t>*ea!2w?t>u#{&c<Lwb|WK1+eFN2!J7w~36|Z`<<d
zavuJUvbL8RLq;Q7Q*KF*5ApviA3s=|_YU-h11=6QR!6XjFwy_04C(%RHY{N`#ljr(
zLlkp909*7TMW?SLWL>LvyZ=BYf#Oz*w1j;Gawlzjd8r}@_(7BZkY2B*h+WG2Rq5+s
z+1QZZyO-RSIUPQ@MiU6TO#I$Vj0H;rTYq%*-r+2*H-0p91RFtLH%mkL9vQ8;oly(z
zB-~xnMYJxHN(KLH3L2e~!PX|8D6=VCdMqOD;|9(ji{={g6+P%6X$7F6-7p;;R$>s%
zyV2;PME{20x*RLP;(x&sY$39L{#*E-yw%dmUq_6DlD|j1RrrtVCCLF;tY?Dr(j?+)
z%>;-xBar2N<z*K#sp)wHD5DML@a%=NdGV(Bn7b)q7<~u1QMZXQMt^>c*=Q()EBJ~L
z7MPCY$6LGOaCpW1LlTMEQ%j|V17PWnG7NQ(K;?MZB^%7(W_}pE&a(w<t+dp>mvQ;H
zaWuQB^LCb`_)2B0$z!hiwrU3Q=aAqWqv>%m9J1!x+<&~Vy6d~Z8j#Et??jEz+MBTX
zXgInf^}R-L58Pl=diIzUY#6V6a>ZmwY8zHn%sgh1ysh@*$7<0u`{K<Y-G}XHbn<$=
z^`x!Q<+8Dw43vrRRx>ag8;la^x>th=uimmV9E)qw9ofsC+i-I3H0G%T*b9&WytaEI
z8ea|8jgr?%z7Kw;^(_ty7u7c7Zf$A--Y{E*ai>9g?VYBTS_@!GctVKx68co-TXTOm
zJNg6_KnS?-C>C@C?QyXq5s7>jKE+?`i|xxD*ZwneH8h7=OR^MpqPc)**pW8F6Kz_c
z@93NDXMjt2@?h+ex2{Io%#!k#Xh|)qrCS56dO`2!pFc#jFtVP;7rSeNp<FDH50)*$
zKXLS1ey>;YqPG8(GEGco#YNVKVkaFp<>2lMRzggsXK4uD!*M<Y#-;6Re$}>Y1+)#s
z&#2UInCzX&js60cJ5+ofup7!^Jc?EZ9n&*pTMZcj-<fykx!eF6nfopTG*DKoaIP4Z
zG-GDW4cs$FGk=9wFuym{@^M_FUz2#$1~a_`u;S^FnhiH97&X%Lv8aTkbF>ZmM~C9(
zLglX(S}C>8H`>8k!$<07^MEasVZq?e*d(b(CW7BH=08k@8lqi!K%={bEQ91^sGLb6
z-7qj>l#En;V$+K9L;g*7>Im2!4q;)`6T3GSCf<im5C8ZOk874@S7+whPtgbdqspAM
zU7#_OCsUmw6b$4lYh-Nfh~ia41552WjjjQm8!siqK^6ZwF**-PB8`Z)Gf(gzH#;IU
ze(fy;s#-&5Ue!}a_x;QwMIets6!oGP{8wuZtCH5aOmLmAxRM?lG>(=F`3|U@({^tk
z@vCWWw#C@=#fI!$a9@?<6T>n~M<(?Z$!5$WwG*?0uH@KgV)eS?1qVtjr)}$=KZ)0T
zCiRIuSz0Un&@IqAv>D8#EYByzf%zk>8g9Uz{_B~AqC0RW{S11HQIsc4tl&bRJWWnO
zz$LaR&3RzJGBC=ul<xYV8RS#->IV@pqn`r%AG?~29JKAIN0fi3%GtHLgu|~FxXp3T
z{s!BOf7kg@M1LagiSeb8H@X+^oUfYyAro)l0We(4Sh8`B8it6CSfvTq?M0Prx}l&+
z>6}$cWM7-CbMmreD6!;6H)EHq>tb44m$F*t`iRLxKjtRnyy*`VpS4*z+|En8F$?WT
zKMrOEW=!*p<1T$RBVHcr(jv5d6HjKprUip)6Ie20I*a`h=ufu$#LFzW0L7dJaAmO}
zPcP>bCFz?p-$uzGUf7fjT;pNSFZv`}{Ge_1ZwZWy%kF~O{Vg#HS=@Y}IM6u3Q~br4
z-%fvOCMo7Wfh07QX3a1aAP0Y#Kq<jpOJDr;N@QCd*=NFA(>&uE7YEY8h&&s(r4jRb
z4bp62UUGQ-V@pm0fi1kur_4w!axtut$a80=%k^SQ`23kUtJH<H!TD7vk}N_507?4R
zmefbq0VG)ZRVB*7lL13-&0TrZduALG^P{9(j(seDNle+HJ#*nXI9`_#+fHI|&FxYg
z_8MGnU5h7LyQTQ?+TJN&VV%sSExz3X5gLTfI{oPfUzw07LN|mbxTmMux)%3kaD6;Z
zP=1$W%Dm;V&@!U#D<vDhu`N7RtrRrWDZ8`%ht$ja?MHun{Wfvp(BL;l&$SWJq0M%e
z?i#K;=fB?@1VXi#qrq@gI&<(&J1V=uV%{YM!i$$9mBG4G-?AW^AIgp?cKx}-;eJ>A
zw2WUVrl~XYBVB)U!6LKBm=7Dn>G(P26XOd*jzV^{!p{v3_xqi<qf~M+PYo#hb^a+=
z6?uLx*X2-Bf6}oPQ5MunyV>Z+Wng9U&a?P4O&T7H9p2Bc9d~h?gXK|(n3@WCb<K@<
zrsZ>myyuxN^Gxenz%!Qd|K{=4p9m<<g`wS$!d$9`a4FW&n#;34@Crj|`uJ|$i}&yu
zUz4ev(pK8lbKiWK*=<T0W)hzC4j;0|PCJpV@T)HJ!cIwI-D!Q}))}&4DgAk;W&O7(
z3-Okr950WoJsszJbSpwZsI`a|^)jAyPs4VA=Y6Sk1@%%qUGLIoSK6E5?Ig<R^($Pq
zyw`=vtW%s@43U~1Eh~|6Veh|hCFpG#{Cp`<QQ}EUo;at1htBrC{a0#sS-O|GVX3xk
z*Ru-Lr4fg@C2vS4Bk{U2LZh=LrR1W(WCP6u+?xdJ9dNwBbe7TgP+F-~)=rFPS}Vxy
z3DDMHS_%^QQ(3&RMAm33`>An&3yTd_^ONtJ+4q6@!M%2nHNp8l=I-JL8Zj=zt6n!B
zYr5v~V`foXZ~OAT$wQXEZZC8+J1m?F&9`2)(_i*^5YT?G%_qMetPe`;xfnR(v#@O(
z?Y}6wnW$F4P~Xm?hB;h49%0+~@(4D3`qW5vlpE38(p&WdevQ|RW5~1fR+hUTFU$wE
zp^(RU{7r2?VU*V~^KI&fgU?FwD;O;eJ8DOILX*4?^`9Z#s{(DaJn&CG!@4HNB_wY+
zTdVH0qDXqYrJ=6-ivj^AtVwQrG))JFv(ZZiKA}0`0$Z69ZfY|cKnR&>*r1EXxk+p@
zcQ)#Z?c0u>a-eekndU>dk|p`u0*7P~7k!nDXQ4xDK+svobsYuPoT5b?OPKq`cKbKk
zku=j_Xe=@f>En#hj;~fG?Zdk$>+=eyfr>vtaKpy1C-v{V9u8nw-WT&h)g>qRR8iL9
zC1pfFSXO$=9Li=C7~~d~lg4PN8$HY3OsQl4M!xM{f08t1NcpE=!fe_@e~+k)`c#j$
z6I})a^It51hZ*g(0t8WKLzpE2-z{fFH16}1&+H1rpR>C_sQ^z4AGhzB`Ejx$$fbsD
zE^p^=rA6wa=FqGUR_o)7txRbIS6PaZg?)T-S-<^QkDT>ihhZj-<4QAy-^XQ!phd!J
zWJPVFcM(Aq6S}ChHzk2F`T+<B_AX1b*t#AkKYG|x6_>kkqB4#CW*rBf30Qx8p&&?~
z=1Jj+7t$NFI1{w@w%5{Add!o}GK(iN$rh)7s#?ERPE6AWE#y>jf`{FCaN<$>?~!3h
z2;H~uIa%@-sBV_3CiWO0vaqCGhj5iA^@q5BNJSW`o&q1wI<lK<-bws8P(C;J_ta4z
z?E6NY&}Ez7_23TV_0*Z-9n8Je;+oEXgvX4ioW2q1MV#fJWq421sqOHKmWs@bui_3`
zNWT5vU5LarM*B!>7-@G^E=(|^rNCtNNc!3Hv0glr;<lG6kv9=d;g>zik+II^BeH0P
zNrz-G;)Z4Vx-=g#oV<&-)4}F@Ba7WUYQ?ox-T3Y7RwjOkh%U00D?s^SEToHA^&Dfg
z{8KO;iZ$D~cNd74(YCE`rucP421I_ZvfiM;E!E0&%*%8c*5b~o<Ex^t^7f!b?-EWK
zMRySERhiIz&ehHC1Zykr{-oWeklYH2i+!p;Kv1N-roAV9T217-i-_rNu5}<<;dtCF
ze!Ey|pfu7+^L)8jbQvZhJu@Hs7$k1>pSGSymHr@oB3BS;_^G{xL#^Cn?X8j*tnGNw
zup30G?ZWeeBgmm{3F8eRdnUfc*oK;CpjvHfQ;m&U>rjHrd!aXbu095MQ*B4-Qn6dY
zDVxnHRjP*{lw+HNl)qTT=^GF94Gvs4wJ8)sTfEX6x6s~dLu;K}a3@PImIJsCjOB{g
zc*pXvq2c9c=*GxZ%2Q7}(erjFgoT1em}zo#9`U7*!skysznLyRJTI2=z;8TA@(1;)
zny6pC(tL>tHq2iZjDvtGpiT;UNSwE2{foikbN%<)mbFZ2BdjhgWGhGodvEP|>3qjN
z^kT~f!=$uKt75rf`7P(X+aLXI2B|bw)_^Fhx@T|~V(a+S0Xs3SHqy1yMRQt2r*uqV
z$-muS;6)y9PRA7P-m6=wUob15OCLi2hS8L@UPBe^Lx?kP{od?RHaW%|@%Xm}iJjVE
zHHsf@6Ox>g{g0Z6S|#5Cg-o&it7ie>x0W7C{V&(&T=S8fS;mi9w*y$5s01bWzs{*W
z=Yw&5FIB5?J5%wPf1iL1&MdZlFEz})!@GhJi=y}1!YOI7hwl9aUnZ~1#7ATrLYxsf
z!#6}V>)(sowt7@>_7f0Ku2+>^yAMS0Ro)1aU~a>X;yjE`Lkiy*m7dS1YLnPwE^(`I
zr<QlFvf(T#c@0YXn(7~OIFS6@A}S8Ki*jxfz}$wcc9FjZ0NQkTOh{pkNz%SO_Am7h
zxz|U!3>(l^g${*#y|6)HZ$!O`alYM1d%N&*D}EF%j4Bu^)S0mRa$LW71K#jZH_SRM
z>+aOjVttkLB@CnQd%=9MgTT`PTOA|YDMo+F@s9h9uU`yX`ixjLDho6^rhB>v->&3Y
z2E4@WA9Cw(ufuD_t$U(-zjCB8SZ4SmGLizE4S&PrMq2%Gd7(ZdU3Va?MRV0GRweOa
zPMAF3F%(btKL%X5LY~;&Qz`3E#QxyJh=Tr3PboN(ZSvR0vE3@sbEzI^aSRvX?<p+r
z<GrT%9e4Sq5JRoEnPRYw7vpbQu7N;uTUX|lVqrvp0cln(t{TWm#qA}^utW*28E<by
z{7DaW$<>Q?cRQ{z$2?u^8CQ(Od}6+|;+>kGkU!Q*X5?Wh6;hcCI}JMBaM@aFTYL1S
zsg`mZHM@$%l%c0XZ%knwU7q2W>-vB(_<c60A)Jd)x|s}<iFHt~QjJxr(C2M#>Z{!0
zl6w_3BLOQi3m{mAT<IpQEJNN@jL&fqFI%FQnA`<E_wXT6q2hP)yZefgfmJAPVRC<m
zH_GGO<EO4t4Nx$#zAm^FgfNNg`9_BoN)g$lX|gb*$qh5@OIA8Llf2AU1tACp>a&!3
zl2Rf+^tylJWN$M7!*~m|#$EC+E&-Njipv5{tkcdtB|UC+lp`bQtuM?f+D`}HQwICR
zGeth)HecaVQu9q({TijP3WW@Fs$0<qC?QF0_doyDCFlKOg1)*TvDqT@=lqwQcrbh3
zClo%U0v;!A{P%K25`DBgXtZt>&+ahXY5u;lwrEs75+(C5p^dU7`AEnUS~kOEYBMst
z6P)HaO(iw9!wZALS(8QnJj3?lJ1ON_#yz&b{k<tmFSV^*I)o@a<!|>{M&Vj%t6Z-M
z)r^z31pFp9(o=r)9lx7PmD#vYm3XxIF-=%e)}1w=9+);^Srv19z>nR!*zO>S>PmwB
z4@ptGE%->nHD<RZE_tdwP{t^YH|^mIs+NFr`J0bBlgX`9Q)+270ZHiqL3*9KWdaXU
za{+zil%+pSVl_#&nK8DLuOmBqbtBa{;ej!n^LZFZtl0czr;QhtSE>%ENr(s2f|MAV
zwjiAEcRD@xMXd>rX(62Hf?M_4s$=n=a1p1mAmdj}UlK&N(0J)#G96Ef*fJIUA|;*Y
z`(+gN2B)2PfAyCNhdVr2nQqhCKWs`};Xf3p4Pt{ZY7#}gYj2*!^)K&E!&cauFAG)W
zEcSiNgB@1mZA#<oLs5U)`O?1YC0);@F06Yb)uFQ|B+#PdH-jt16+8+Jx<)pt1RHz5
zDJV3zjHmmfHYln)+lQT2%cMKml10JUX!T7II})!9c~Q5qR9MDAJ`SEzp(K(C30cji
z>riWyFZ<zA=K;<6g(HPW_0w>OlpKq&xCUv*JrZTYqZFQ}Mj@z8#$^5z3EObnZ4YYW
z98beMRwnlbO;Ua1eN6gpftH2iC(`JdN`HYai`FC_!&Xep9}>%Q*Trl-w(Zet`jH%j
zoRQwMUT?qtM8Z;3Cvj&0g&<4pH5GUJ)OQ6h3u%7rdi`$Ww=c7`U7qHl?rw;w1HJL8
zW4qakwjFk3VysKduiX-wfrDBi38w_@EGHaz3ZINpalHbD+IPbmu3WAD=F+dJafBtG
zqh%{Behq)rvi0{ICoHd~L3&G$wGAe6(kFg>p_DDK;j`hbgT6H?rhp;opq4(^M8vA&
zznZutt(!qG_6nfkV3yrEtDlcU!AM1l4sLPe2HW?G38DXWAvY^LYP110EIw$(VIh-{
z`m!h}pYt^}(pz-KcJS@o6IR$!uZlOW%fzetBb^!*rEeINzkZn(PYIH+o*|7DJ*ufq
zWGQl)bUl<5wsUd$WR<lvmi<bO#EJ5&_C=mqp~b=%YALk|?J}K@T$04zn*0;2NgpVU
z<<l~VJ=CK6Qeqg+$r>K{m<4-X^x5m#%ATWiSWRM*1xLNLYm4sHTZAkLc4RAURL(~0
z8wzg<N8+uv4PANPN*fps9DnDxCBGc8pkQ{kDdp_XZebCZuHkb}b$aaIX)phh1%~yA
zj;IhaSN(LOF5})#g9KqiHVCI{a<XYP$$4!(h1JEc#){9X`-6El{+nefB*Gexd9gpo
zC6(A<IbNJ;pf@{u*F3>iF+(o{f2d&?%8{VFCpE1-eRb6EmCHpDL`{o2l(l|ag<r&6
zmaa2NiUSq1D)n2^w%*db=<8i4&Qj8g#Y%Kptf7nL<10da_vpVRuvzo4qnWl#v!v2&
zf28WuL{5bLDO<j~V-o825?$;fXD?76^#>9v5gABspbrg?16%7k*T*}1#L{q|Pe;3J
zRm+7S$JVkW8+G5djCdx|*uUNtwZrhMT6VIXLXQ>%lmMq&&Na)^1s$T+2_x-`vS_0l
zuekTP2g34RUKOI1%{+o*;GAXgC$f!=%spN|NiR>;eH+$+T(WivUjvs;ngb0~rM~oO
zL~v(0wX)bYkmfzOwwENT!as06+>4=|r)G=9pC@B)HX_StK&s+R>lazHB1Zh*n6Wtz
zYzobCV={XRea^3+4!sH<65NHRhJ+)22B~RQ_c`fvS<k%&mY(~WcYB3aOUu4l7Kub2
z95nQmneJbM-uB56vf30S*ErTIEH_;&sa=2wXfsn-4*PK@3yh9w83zPtc&=M!EG4P?
zNIwctIt6O<x|F?hFbr^Z<kT4scCa+cUx=fRVp4z0e!>^)Ss=u^LDop6MT8~__DPR8
zpc`S@$sz0mHw&dk<~mgee^dd}U0dWSMfJK<SQN^5fa%^z3R0Xge{cCBO|#v3iklI*
zhNmsy0PUOKe$%}C>g39{O(Tvgy7<)lI**spd7)cP&p=b(2uENmt|(=jejTYq>@RME
zx?xWbD&bNLEH)kH+qdHq>HA<6ClJ}k{)_6cwTY)tJ!0zPgtig3ADP&cfo#4hj^6wC
z9?mLLDJ`t#0+;DQLjfPb*$ZpTeFyvuD|>~4TOPFOCn_%=CgIkd;i%uE2(MC1DHGad
z5md@{Tyw5D-*fNoJ3|iijOD(f7-wKf%1=-c@+$#*_kRh{j%q0uMl9tnu=~WKaw$5k
zS;j1OKYeAoHTtmf9s&g@{K{D}$g1glzBEiE{*^92T%8_hTckvF4Blv{2MYA#{WRbD
zsD4xo&M}NEUXAA0I;EeU`g}LJv-l5bTo8y~Xj9NIX4M@CsuUVA*~MIQ0Q^fpzojw@
z{{0JK|3hC!pfRMTRB(o?-U;@CAbEkkd3#5a*5Z3Gp)8Y++n3yf_oYUSl$6c@pf{b6
z5Py=QD}x<R@~y*rij!GA4@?!V@b8m&G`k`*-@-4K-J#-j{A#415h!wdgU<l#%xN0H
zC+n5klO&>^WXczLK2;|+%}9tUvmtkr8gf4K)SWO=R5%m!E8aW2Cbn8|US&h&QL#Up
zXPUM(^_5~(4Ajsvk0+jpuD)ArJ!+I;VehfS;P(w4M>Y-nmkJ263fE_t^wXhXf`{Z#
zXm94g%X^NjZrqg@Lx*n(^i0jom;`v~cTf7FRa}g4IhDgfY@?v@1T%esOfLc8Q%>>w
z;>6uNDWeY0h2lFLM_ARZzfe;1fqTrm&i*gHIjc94O?I!f0kVzl9IKf7Cg(Hwz^qJJ
z8$>q)Zi^y%_pw^1Ig-LmEfwywLT853mS{F}eOoe=x#Tl5%vsu|{yWplRp{l%Q4&H+
zOr29CA#Ih=Jg>SiY)RU<Kjr$$xQ3L+ZO`Co?7D=3%4J?Xt)Ojys4u=%0Jk<#hupvk
zF2|nEvo8@=yA*y5=Ot0ti?dtv3WfUtoCMi$zQ-GMv$f~tOCx+<XZ$ti#h!w%K}g}r
z^r^IypVABCRK2T9(jF$&440+xI*vZTQo<Lvag0FfUm}{r_E}Pt==a~frnsn_V%p4n
zD@EOMH6U10$pN*~Wu0cO-Y+gK{8nrhll-MMiL2wYi&0dh5=JDp_`4G15=gymq`Evk
z2{jSqMhY-N(O;$E5L_bUqG@a$`+io?pMafYowV$$HflLpTO;J%bJQ}@g4cBGn_IFL
z-iA>UB{=@k|7!hJRm!rrqSu)SN}0CFE5Jp4rc!TE*Qzk^a-bq#p!?l>YivHjf+giq
z+&}h=)W4=IW8WKcoB&W3*SYcAIOVx%-(90ULQzy-6z8`F18C~Scst$Q1Q){miLVDw
zz!oe7xK4hW^M9fctq;$hMfCvuw<}tF9r6r5P3YpEe{9$~`wwG5=IH~#hu3)d%|r<{
zdEwBkwtzhsmW2}L{Opc9n(Hb-bkxB6ScT9v_MB^qAU6uaQ_IG4qc%<!3a-Cgl0cjw
zUME?>&5f-K<*{EQ%O*?Lb$8|V<!tl<9DkGcm!h6g_3y0g4IR^IW#f-)ZeBF)PTXJ}
zM}wDdiJV;$_s*aS5InHj!MdYf7#pCf%w5Q$Pq#v_E6YZ$op_Pka!a2|N@2~qKqYse
zJ9U_x{0&#~f@=9sH1}dWhB5+8?5nZL*$woUEiau*E;h5{_CKT=YuQ9(%78Uvo8)vY
zm_=d(*FB``b&1q!6XuuD;>EJjWVmT`-EYN=$ZT)I4D&q(-l6-4t;|02Qet1Xhh@eG
z;_vx4lR}D|f`bfGrNhju`IMDd-UFX2aNZi3W%*B>8>2ifIAi(kMynfX-tcuyQhx3E
ziuu#^3EWl7BdqYPC4l9%q%d_%-AA%M8%a|LQ^6(rYXMwc!~KTK8bPDBt8p`Z{O*yE
z(*XG0x(<aC-mqaR>fdhnUXuVlVkD92R>D^ap|hX8zM)eC<UB<cJv}?`ewJ*-8Qv}w
zy4_njWucG0*K2a4-}qfDuA#=bLM&aTd?QTQ0H+m0y8_V4ANWMr+yLIjqXc4!*h|;#
zTbib;%H*CmG-to|v0kw1NMrJ4FMo?HAAecl)fYn*p(ckksKtPCR;32Y=}hFs!|508
zVcM0V>|3@f-ZR!Ig7ohxJ_WaHz~8Ij#fD2cCzVv7sd^n5HLXRQ2>f2dTGbCMDL=m|
zdw-4REf&zM6gHzCD^Y}^OI+FPggX2e|2>CxZtDvj{(@*h4cqXFj^NzjDcDM*6b{oh
z-rj8oQ)Adb(~Pt)zZUWq22TU(5tg@M_l~GJpY=HJ9*mqC6nvyGNqH2x+p5I3b5dcJ
zrqbrUSt=Y>PLw5J>&Xr9H#t|_nQwIqL7tuT`|n~{7=ALmacZBTDCPyGUkt{<79s`8
zrNnQ`rkQ%4R`UeainT1o8FSy@m1&OciF?Vgv+R|lchrlCv(mq(uY-;MsyZ@R|2v!&
zQ&Qx;O`5K^N9&g|M_+WDZbQwLbXT;wdMSpb&GA$p^PiA<T?DPK^2v&&dmNtk`a1ER
zt?gcuHv921j6IXCP6?kJzdgFS9zU#Rv9JNMuv;cq=D&7<OK}D`OLJw|)`cM=v%e;E
zn(`OA?^S(>eZvT}B_P}MYq$LXc&pGz|JAov9gEwG|7eQ{C(QcgZL9$|*5j(E^fS<$
z**D_A!-{FI2idPY=16<9I^fzrrsvJEH<A~^&Hv#YWTmWI-bN3m8>aI)Rt8)Mm^92-
zR+#;OgL(5ixeZ26OVP6;o@p`89z%dpsX#B@#Qh8=DdFHH6a0C}Lc{K85NFttS>%;4
zfCZ+_YY0;-#E&{~6J=7yKRi+C##6f%#*x!KF*v+7WyAAjUbGH-UevyzpjFH*U5ZYc
zHhTu>0qYrO?S2f_r^GxQ09bu!Zoag5K=LEC_=!gC+b<(AI#VGJ!z9^VfVhNVgwEMC
z1lrK5fw%!nPj2-uQzYsn$Vxtm7pm`KV4nK6HQ;kt>Kdd-N_bBT-SQap?tr|#F_C_%
z3(j+gpV>fgWbjPFLZ$dgryR^CLHy!{W-e6o`F0-(t_qhCzh1iw=Ho6m7u>g7H(~X@
z)DVN{0}plra>f#bgZ{_WIzx2EEj)7Ab-oSx6%yjAP1Ay;nK}W4xJHs^+|2)bUEJ?L
zTkuoc)~%N(eUkEBI68S<sSRt+v9z%FjFjNfXLWfvG6Q*?x%Z5Z^&;~Zf#0v9x>8h$
zjq?0S3Dr;a?Pv3?b4*W6^!clx^t1Wki5JNx`sP8#T<r%-GCBFySGcbOmR!G<XUrf>
zCx1wzQc9Sk)ib0j056gF{e0AReKblxq8~_n(El>0gN#JwU44bedt3zio&E)MQ8Fq=
z^@x`e>BN&!eMO##3E!s>xdNZ;M1DJNIRP|+s;H3)GVD#piZ4QvckxL=?nk-fx8l*f
zZIn{EpF}y~dXKR>z7n-IE*MeJ<xBCCSwB-@O>*)$%lf7y!FQq44X`m!xOUxsT+oO;
ziu7P4`A_x5`QE}s9zLh<=@Bo-KiN$GVbSn*6J~ruBfE)+Fd{HWT8`~I4yGwF-fgU^
zxLUiDHkNw*UaHxG%;hMpx$r>23MAqJ_h@pyz+Ap5Fu?+q2fa@q6vR%r2)wGCHbbVK
zIk{@*d*GL2Uyn=<Fxk?G_G{DNWeGiXUBTC-()C!5iEBYY;LR?Bv^~@-;(L?S>b`Ep
z$m_YbGEMQsuMkl`22!~DH|f37a*O>!;UQ+C(%1Y<Zw(ZfrWt1#R+B3u4#wpVzSRfJ
z%Ks&lP!Tv)1qdc|MxZYC(ZiFW+p4Ha7SO&-Kh3JlZL;~J=-DXzEH@4$16q@#{75;X
zt8Yd)Abjkeb7%`Z;dJk=thc=azuHSxy1M^)QW4WbqB+^HDMB@sNPSV9?Xw4DQ#_{(
zyKAl`JB)4JX-__fp?SBJ(QczLW;h7%gW#W{ejA4m$<eslqJMTHUUyBn*|3OGlPIL(
zFM1N#^gWTn;DtRp+QU2&KkcQZxxXaAF8L0qq`xhPCkGLtpiBk7n3{Hx<Ut~q=a&17
zTmvb0C^Vx|n}_uj12r`j*7FZAjTHj2Xo%YRO;q7(djSHJh)Kx2Th`bE$5weLk9pi}
zo9_E8#?mQ%H38$6htFu~re{ljw}?vb(~czk@thS1%w9S#qcnW4bQfQE{Skx^PbC}*
z7_}GykbP&J#Qigpcp{ZIJLyM@$=Yh3x@DB?$|?+LRk)M9lVM?t#YoygN1@d0%CC=Y
zh=-^zX`25g?9txfLURn4!x~@BKi)cys2pe~tKd*tt@~)n7WxZlGU5W{RX2Tnk$8)%
zn}w12<jL5g7`nuoV!?ITqGek8AoO1!<U=0osSg|>&UG&~<K<|A_+|gfw1Z3yxUHr)
zqPS=T;o&3kAL{O7-wS)grojy%RC+N@c<2`=$oTN~aTn!3smaB(7*0D)FSk0q7t<EW
zTD3mK*QYw=H+`cXqDc@Kl}#8Wt?nW5i44YA!sBD!k;9>nHX1-->H}@t1wI?A-1?Uj
zs16<fVed<Y0ITv*K{S*0pMgk<ZK849l<Ak!=C8MG@UNhwd}EyU&4yX`6@=G>#nP<N
zju~HFd0Q<i^ij3kJjaB7Z|3GD@KH5L#>Dz*eeR{j!d!{DVNoZ-o8bCrA^N%^29M&d
z7?{N?(6dgWD9F#tC}I^B^=M@=2^HRB?_Ukh1`F+N)>X8hWGKDoB0(vSdRG_YS5@kd
zq<oHxUd)=JHQX+1X@`B^O`MV_HXes#v%F`o4)lJz1nOgFv82po5O219LNPH6oCrUj
ziP7JD0t`BeIl`;br0(dw*rQlh9d$cWm~RaQ^C!tMfl)h~QZD1xJWg@>T<lis<&<<v
z^Y8VX;J<8RA%DfsZ<+cq$7~i|0fQK)q`dDtaV<%6WL!;Vd#?|9_+QtiACwf{1+%?w
zL*Jg{J|VDwRY}FkJ=<7yw|TmEBbuP*PoGveeilblwWrPnZQnwTkds7T^%@2I{%QVU
zsyx+$et-H~ue1iw7LUoA$yl0Y1j3tRPe#NieE-Mhm}kXN1lRpm8jKt0U6kOmh=@}B
zViF>xT;UVY=<=(5^5lfZ8fNnAMwFQa1NC^5`Kem4vS|?Q>B?j*FK(UTH2m)n#_E2(
z8l6ol_PoE4<`Fo*-T?GXRr$Qv$&YfTP0|^TnQDFhd3ppvpT9V50(zSzIu@_p5b|tW
zlC7auaO2!SlSMD~qkQm0L~zrf^sSr&&4-ng-MpACF>2{|4aZn!O_T5g2p2(Jh|7H1
ztgaQ_%N9RGK+`kwlTqPNsSDa7TWfhEr4Ol2Zokvpz6w8ena_*aFecy=BEl&+)((_Z
z<`xec$F5j4Npy|e9?)|qBm}cbo#gXjh<?JOEVx2PJ;R*}kYUANcQ1_^5jc9#;on4e
zORxDl{pK_F5tT#AKcpaz3N_%TFLpN<dz9$vq1;5I<kM910?>GL<-k^oMQoJoO5)SM
zLMuH5saxMK<m|yM--Tww29qepVxVdWa}GPqy)yk3Jrj1jy=XPWU}@R}KloBu9Qi0I
zfwkebx@Rj_yGs7-x}${ci+)A59OD7C$HPRmD<lO^Ry4Jm>)st^bMU?_J|h>3q4f@8
zuIl{KEuHEf!?S+TjdpTWW7D!P(+<4ol;t{xMPKm97IlnuV_ROu1NuQB>lXJrRgfn_
zG&=k3J(ojVu+UufYe|g|E<>ozG8iUpsGTsTl1yalc2%+)pi5#~qWK8x-RWL9_??2e
zvLaiwtZ)-W#E_nhRt0q)Mpa_KUE|WZpz9?%Ke$!TaSM(0wQi_QGKeFQcElPJW%)Wz
zHr4m7^&*tQy=0JXwxJ|<d+Y+4rl~v$GfGSkJPT_<370H6fWA!%;NC$U6iZZI9opQt
z4;QH_EpM5f8T=S#_|sxrYmiT-xT^ya+jJ;AtAH+D2wM8mI1kvt-C2t^9&ef7tH}QX
zCELzlJX#5sH#YK}n#P6o)UdoGzk1fcFz__hO$U7&tXReT3AlkE0~<F2W@(xik($?N
zuNo>g0;am*F6_G^{x+x?)wCH2fLg$q<wQQy7}6LE>l>Ynsa6Ha&*d*?q4p?rJybfR
z9u@T=Z~|%Jukw34<Ao+uMfI_Ct&*uiNz^~U;}!Ch5GGZZ@cm4|O)7M`QlllMA(*zg
zL%v}d4j?xFqx4FoeC+l1JFWB&_UvS)Niqp{VFzlUwR1pqGe&<ki8xc}cZLY;cApnF
z&6+3w!sywCZ>mpWkOcI`|DvzzKxVu3Vftz}=8^f+0u6)vYCUHz@nlhPjXESWzD0+5
zynySAd9WJ&YL2FRnvKy?s@9n#z<~ijwPTwcc|RN=xS6byfS_|}IUl4h5-=1gf-bDk
zlU6qyT{Uerh0}<0WIPf>oy;eUBOF~?bIU;7tX+zkfA)B%L$_MuSC8F^Dy%09!<9bq
zfvTE*{c7O6CXqc(#Wt+PPRN>-;pNM9+FKpC-x9zx@WA^UwtZ8xt^H;2DCcQ1Eyj(c
z{B44>;(xE$4_|CuN`ul%`PCeo=|S9zE0SP#0*bWeZ||4wX^Eo6oDRXiWT%FzbA~y~
z=ROoz*iIne(uC1)BVFtAM>*SuOAGenD&b)fC{19(7lX-rjk+^18f&CxLY#8w78mEe
zPR=!NTH>M6>Sjm5?d$VwHk~RB)zG!ay2xEOR%LTzzq~w#sZ2eop##ta2@ljhZE9>&
zJG4pikFnfM`J!g$V#Dyq7b~s(On>#q!c}VK73H7yh$?PVI=v5qxew2`cbeP4P13zl
z;JM!Nl9~es6&qDC_0usMYFR(3!2TPL^;zrcYaa85G{|DrJ>>nv(y?ocQT^?WIfGg}
zYHR=Li%z0)`j71v5r~IM8HSmu4=Ru9CPNhZzF{IpPF0^8{vpk?ec)sm85c_dB*ma}
zJw)88b_wJ;b274ENIk<--otV$&Ykj>-uq=hklY3HxqJ98+z7p`f#PCCTxhox1OaOv
z2VIxC3*pbO$voA+%4?e0kk!lkdK!(UnATO8|EOGL&H<I3n!fh%k>W3*NpC3~)fX!4
zEPX1+49|uOtx8^}rb8BEu}=LoL$m@X%kjfa7PZ;}kGT1ip;)*2v4_=WC%k4;Q;5l`
zWfQ&BqK7oD_wO&5!$%0}Wu!j$Yx{ma;uX%YFJ0HY7FG9wwKDBCz*}8nVC7gL_*)1Q
z1H>J$*U!225*A(q!Nn1UDvjpya~Z`)hcHtJxBU^WqFM1cgE-Vl$SNdn8akptWt))@
zegz4ITu=le+5w>EXYcKDTV>`7@DS6!je6b8qT*ot#8&%{JkV>j4rapd00UhzNN?<;
zz&@(|ls1K7)l;9}YO!;`0pGf55*eQW-5LqkLv&x2n!=G=XNqXM@+RYp%sVwH3Ipg<
z*UhzX%sX&hlG7+hD!uN_;JVfiDGn$MVaZ`9w*6_5)$D5lzG``h7ISw~X)hZGR2yMQ
z4upRPBA9WVVnGovK@2GbyVs>mAQ35tUDKP|6P~=<SCjyJji~NN{=BN)n3MX{l-uDy
zByKE_*fxvZ8z!l!PjQi^S!SP_m^rVC)hFR)5N?9HWXI5S*ClLbQPdCIhF>NXJ@VZ&
zRs-c^8i05`>Gnfnf=XRfBVF6qEut5dL`DregNrY!eqR--s~&0k3_fq}+LSUTNi<<P
z$?eI%e%|tP9r`?@eiMH}I^N8Y&TzYQS@dz)c{$sgv2-ulv6bdyp9*K`6XOL9#l<Lu
zIX;~Ik7-_&6v{rc<TR9yjQ~kha5q+cg0U$eoUz#PohmBs8ze)uaK=K%cffP5zi9#>
z_AEhI_@Bh{)rL~xtCTmO0`&x?QBF=7d9`qR>(Lhs(g!+Ue=&_(qV>ws|2fh$v@&zi
zNN{zJIwG@Z9^hrY1&KmyN`>PbXJ4&*XEC+wRTO%-d|FeLbv<AUj~`tvu`jvchGo3T
zDynp|P@{dY4zsJ(UeXG)`$?d7sy3D1G1IeO{VAPVBZK@pMRr^t`Q>JV=g=7W7{b`X
zrB!#)NPRGoSivFF+qBf^kj=%trVNgLE2S<luCEyG#+hi@tedekv6!wM;3*sbZZPsy
z3H(|YF-FxKDqB8Plk&q~NZlUKflMbowfeH=8UCd4Q#R*y35XX%!ua)Bko!BgBTYHN
zQGV*`(y&r?^R-@^r=Q#XmR0kIRn{GPM&}ROo-}A__EJ{z75l?!m?LuaW&8$4VXsUZ
zklVop#1+*>ZO1vMhb#i`Rd{|z!Y=!D64X1oT`cEr*0o2p4|A^fpxS|&)(mN?{`Vn8
z-rDZcAUUF~LM#%aMZ+aDk%)%Hge7zdiSJ`|OQO;?{H7_)E1I)hQZJ+01uM3~%Ag>-
z-_5C|V)d-mHMHO#Epb{KGZq1}>#BeTpJwA5t#8XtN}ESRhGY82r11D|qBQeJQhb5k
z#>~Fd!W4bgDRNYo^fPBJELb3wOVXfN!R)tl=77ZHHelyq!J<##2@3gkU9bW-tXclC
zkk9iYSV+UeN8K82H*)&3kLqZalT;n@QpqT{M?K?rryrx}hG>=vqNPEhaBbGj%RS_#
zC@-^p=3F#EM(8}7f-0bmq|e(8fhL6ZH$tuA<rvzHTiUoQ@BH6nvrh?YiPsMwiZdVd
zFoP#lq@MXS8hTn4&m(=W*QYJ)L-Th`U`62<3a*&_tk3ObOvPz}A8CbEC?C}X{(ich
ztGae{|J}nLO^DJDu1V@O9Ii`w2oEN*w@NjWBVl#YIk_fclV1W5)sEj%Zh1Ao$w`jc
zE%=#5LEW_hS2$CcD=uEJ*9xnJ<&)22L=>NSykeycMW$7B;$Y}6I+ni&yEqqb7z-<~
zV*&B<K02}zp3D+jH5qTl|B1}LNQ(a<@m31=7gAl_qP`iK6dk+udo?))Su2HeEQIuH
z@uOMD6@R64%UWpm#Ye!2FfIp%qTN}LcQ(SLGY;wy6+H^<n9?#(7u^vz+~r8Oe4f|t
z)}!=TxjB0ilV54k!asp>He-KZ=lu~Ob_Y{-&-l5*ho3iO(bQ*rg1uwLGMmg!-+T>G
zpGK(!jsmvGWcK8{$>J2!VjQpY9s69AM?MecrM5(M&!}0VJgR#Xosj1N2kOXInZ5Ko
z*SOQvDDgvRuuT87bj8a}AZrwHKSg9FN(K>P?dqx1K*3VGpDta9?h4npbW(^r6c=Ls
z<5Ym_mQQ#jm7=T9#K`a}g7d8uy+pxk=PE^}@JBL*G|Owm+0*`NHgHT@^;_4^dQ{pR
zz`&_d1F9J6JH7!Ue%3_}CjSG)UH{j>mmMs6^n7TvHKR7vHDWjgK;|T$Z0;xbr2gl!
z6a#O@P7%k9N7O~!PZRHA-5+P)&WdScaDhL8DeC?LjS>(K1^lXzar38xiyD3N!fG{<
zpB_cLBed)CKcB%2sYs9Amt|^HMIZyxF06J%Pr|1|=+E<e3O?C!!qT=K20}p|0Rs)s
zy4cGjg~&HsCr_3)$?=jmMoZ{KqhCZUd?`n~4W}@BUrE`K(#f$D*p|v2M^9XEt4M8$
zKI-6#7?fK@;jBN}m4<|0*N7Rt*h1VxzXg>0)am@rHmh_ix+1F7K;Rhpws`t|_X!_w
zJ@0)k=+GKV`xg5S?lQ`>erSAvK9OzKLV7MiQRsDW7vlKJZ=f^Nr1spnxWoW`BVhD>
zhTnx<@x5jRp3a2)&$Z7rr*hFwhQ&8Gr4tP)odz+8dX6Vro$}jCp5Kt8{}?8+XKdW0
ze2t6E${4a3MLny;+Rov#h22s+l8hAnB<2+TcqRyZrK$6qFHifr%;ULYT~-BGg!v_-
zUX4$zHnsnd*ayek8Sf%Ixe-wmdn$)`t!Tef4^Vz2NbH4Qnw{eS`~7g6Yxddi(|<^N
zKfUt*UjqpjxLlTtG1!k9P&U!+2QryKfh83878E-wk7A7y4{hU$G+E+rut;@)!o;qw
z8UIZIApUCg#PE=PYxY!v7>90C=%gMzOZ$YQp@@#lUm|ZkD^j#l>`0y?ihN}5HU58#
zt?7DpOebUg?>=Ra>U-7ikg~X#go|8@YwvlnD()G%-N1oSFNY_FmfVx<M207Z#ozlH
z*<gGl18B&#S5}E9;Ry)MkUY4p;_gyM<V0mC0r8>T<niEM?KxBb8RhU&RP&u1TrMMH
zF0nECI)Jks!VG+wP(R=n52X*6U0DO2%$^w#9!*s)f2^y=FGp101MCm-=krfK72TAs
zaa=;?>T+A7U^${iDON8Aymk=`S;>XRag}6~HXAJ37~QZNxp8JsuxE&EKV;ch?iz2K
zp<ihH=}PiWW2t{}=?e{4(Ii~sT?a^C3G|y)q$LYV8!W>LK~^t5&E*6F3C<l`Q*Hj9
zTY3~1v*M>|u6`o0EyrP2FETNGwLhBbZE16k4{Z-wlSugZ(i@#~gI!pXM|wTm@yc?i
zhPNTS!_O`%{5mzS65J=F{k7*(R%eI9r;LY$WgeP?WUPkg8$5p}A2K6Pg)uCc_6{I5
z9jUzybq64f0Jmd?o<V_<f~s#3#r<JtCiC*AWmf-eNja$-?ppf19Geu4Q&}`v>dnzN
zm_^xk^4Hp9JyDRbmPW}!bR)WwP+=&=`6Zc{+zkP1D*;GK6)`v6Z_or3c&WglJdojS
zlT7k4-;^1P`H2FcTq}tiYh^`x?X!}d@m~vUlBVwLjd7k?rkihr?7fF9yw`Ace&)IA
zS7g%O8sZx?Q)o|}z4w#HWe^rjId@*`itIZ%SIGT8q=?G`F^0*I|ISX|Xo)9=(6$m^
z)kpp3-G__sAjHQK5IE2ehyZMas}FJZQ2!u%-z-su$(;g^%EN0JiF4ynWz;9H{P`J#
zHfj8^ojQ#BE?YM0v*>17*3XF!#>s`xY@4w@lgB_B{J)-sIl_!78z!Gj!0{_7nH8GH
z7yJSI9hlCd7*3a-m8<LDTgqhMH^5Z{Du6a_?r!=Kf8+ik?JwAjPPz8$Klo`rkT+yT
z-yNyOWy71$Z-Lo(T>7dO%U6A{qhaki(J{-}dvdo5Dke3rZ4@J^<c@n#0_uzcroC~I
z39gXusDc6t0vOWkqtTJ_BPA{lD7)+pd1j1)1Hm#%AG8qb(F#bkl&tkO0vUf!BO1hA
z6-Q#tlcrQT{qYR}f7~I~ru!R@!!*u^LTx)!mK?~YRe>M&f8RH<Yg@>c@U;V+m$1(>
zz3+`1-?b;cL=1lZ090bDorJp1@tprdLi*1aAZqfSY^mEZ3bL3#Cd+37Xv7~WMe~6(
zGv)>mf-p)7S(krEwK}xM=`GQk!tDK4?^?`Fj(D#V5G((X9+?}`#zJ1~)Z;-O-6)>4
z9EnPb#ansOB=hz?wtBo-U4$cUsQkO0e|?2)%_Ml1e*u|6>c`45wb=YIuI~XoHgz0F
zuM)hc=nDtzeT^a6wi#(i&<AS@sL2GoYx$@|za86CydA^sX=49W+Yt9<_^}A){G6ui
zh!tSe1wE#EW2-$zUa48&`@tzpBOdF`)e*dx%OjUV{KVf?9H@i#@OoBhwdt}>2%3MA
z65hhcw?@5*kjh{9=n!n$IP)B&p!C<ff89I1sLhMud{vy2)xw&80Q}$inXs~bmVv2C
z$(t77qS|CG{&D4Ld(deeieAdJHKv;~b#tw4*H-hFn)`=jrh^uF>=cz2N^yM&<cTT?
z(zule*xflc$%sL32Y8kGo0@^))D&OLB4^87{4IVB3_Yw;gQw3dEv%gF<-!6xG^c8%
z2?l^x=fEB}9l_n{D_<c?igUPx08d+e;(|!O@#5Iesu(z#Ipk00!!^^)l{Cc#K1}fD
zzYB;?^MOtuEgVMtD?4ufACk2--A6Y&69h1uj;6)tHdY^sDk1CQ&)(Y}>XsD{n#xCq
z5Y26{e&Y_%T`_y(#`Zx8I6M5myC%v^Gc|fkgUV#!im^>H=TiY2qR4BUDf>tx2H(1b
zi^Jg`5+Tt2?gCGwGP8Ym%2m^oMLwJcP5?h`q=3bVXyoM!qw`W5Za-b`o;B*%L3{N-
z?+Wjp8%IL+=^^k+@xo6Cx{2j)c{59hRq=<}9?Qtdue(BhFcF~<gJb<L2G|j>a><cb
zZOj+qu%~+JdN2P&y5SuH#FLK+gy!2m=Soyo?@z}*H5_Gi-obT*#zX!Nob3a&MB<Oc
zyS36FU3S;br3dEcHH^P^!`TN4z`DVn(&^FdZW1<rRcW4PZ(V~o*45vmot#{4Kp$v^
z9=qjTMcqPB8<8t%?3+t*m!%KsV3{g7v>EMdBq}ErDCMQqo!-J;3{v}%)|9`8r#<~F
zv!$*1z5B@6^}2b`r}oDz^cFmw;lZ0oUtX%)80X-_qZa*%<*Sa8&wD$4htf(JU8Ce}
zA022=;^LJkvtsN~TD~v*6MzHzvu|VyNNH7Bik~r$y^77UsVwfYT_|uf=>CVq0c3^O
zwB)_AtX6379W>N-W7GbAa26ChC}=?XdpFg&%(LVY8hQ%_MWOJ)c&2$}guh?oZz=Vw
zlAk81HtIXkr+J54qvL0xa{6cnRG6AZs!xW0<x9p@lRzcROY+BwRNsvEf1^B8_Y281
zJ}DeYUSD1xiHQls6v_yAk@Adrv8X`Xaiz15eg0VGX$O~v;{oE^CMLI|uJxDm*;@)T
z7vO(L*kK;T!^L>t;@Y%ikMovprHrx>BI4_Aq-HynR`f~1VUH!DdY_;F>OHLVJn;RR
z^ZuTt__yoCxCxq}O%eG@gr5oxq0ez$o+~I+Jy&udcbOmOKz<i0_zx*8kktE9y*Q>#
zauu#JYm;F1*ar}sn8@Mf?q70Okc-XvjAB3Z%ZvCxJ^1#H2!Qpp*>*B5_mUeh+J6FE
zWv67R55O?a6#$2~8lrX;STHO^yK{3vj)#@Lh|hPSc~CzBsJ+|=&Y$cF+Oa4y%nej3
z@L2lqS{VU1%}9S`OkwupH<>2}F31D{a36KPXr{DYkqR0aYeakqIn4u^+^(wuE&D5j
z3L$Gh43j|IQX%ecYiH?9M>)XB?f*{JL9RGJ;<wv6G-=#Y0mnx%QIw+J1%dXt66cwX
zCU??T6~K?AGK{t!#mBUC$J#Og;j-L0D1H_8a>XLnFG2EjP(+y?t`z67j6nN8p8h(l
zt>^m!g=uL^1u4bd-3!5`Kyh~n?h@RcwiI_S!QF!f2-e~b#R3Em?k>eXH{aj;-uqwj
zWS*Qe$;_F(*IsLFUNO0w&{iJbn|`TKR9G=I`7D#(k-dudC{Yt|I>7b58{*qGy<>pj
zH++?V=C45W4BhSBI8HqDVA|GKB2&ak>(rQJO;jCQk6ZE&Zkq9Y{tqq3XLsW|b00NA
z0p(0}G5;K#hcbJ3Dv<lV&IM9l7oTCOc-(tX&MmuypsL{nb1jcgC=T2I#_ph_7HRGO
zkN&oI|AdW_P6q&kCJ05UImtiSqwMq5q>Wo1*?vjvUZdD!dC#3xXAo3YkvD)6K8M_2
zXZ3F^bq*fe-wN7u(s}(Em)`xHmk2&h=#6|Z$$QvEol(jXSdG&UC@a1HJ;n4pgb|Ye
z8*SP&`n36P>LxR!BSiQ_V#83}w~Olk*ao2}%gOno|9j}c^Nb4~dvEGaTnBanpH7$`
zl)FmXL+*4@JcLQqAC9{IRY*@u)^kY4|AArC_b5Lv91!*{?oDQp${VB<w*mmgC+cbb
z|3*xqCX8^NA4N?!<a+<fJL2*KLK@cV7x8zRglf7y?@srYqE_qqU(qu`=j7va+0&&Q
zd@qFisYHAilOlrJ!&u_Gtq0OB^@=&9#2$5N)QO)ri@Fhz($_Pcfuu?~U(U1}Os4@}
z1Kqx<G$9$K0^SM?!W0p&GK)%^J#V#%Y<k#9c?jv*KkUya$48ZtuqK2Rs>y{*D#^$$
zU?9_308_T>ao+MK%4{b8eJcaTxJk1XrNMC5z-+UXTE4y0yjqLI*$bVuo_pS>WB#S*
zI|95zA`M3RB+>CLOfC&wzBt){U0U@L?_Fw(&OHScW71Ns5DYu6dF9aOe+0vKx4r)2
zX&Z(y?IQHiUS<TTL7<uFd5+B$Mq|U?&p@ez*oiWZI~3K3xOpJAEl)VBLQF-R?VHDr
z0AMaJ0{DI3gMg=t!a=(D41BpAnLh_hGMT2Ba8;uWzUIoKx~(dp!oKE3X$=Y<_av~P
zCeuA3q-nxj_86if*?q|sj-kpAhPxGzoGwa-16Lr|1X!HP;kiE8OA*SvKNc~Gy(@6j
za?KZ1^91_ec1PEJzB0|BIeP;U=||Bdb%Ja%E~#%4Pdq~GErh|gVBQH(DdkJJ7-}_k
zm5cwsFYf!fcBFPAJTfokI%yKAfcpvGpozTADC6fuUpxaQGP?hbzPSp?{NGLe&2Ull
zLHzQ8B;I{6pz0+ISuI9=qyDCq>FwP6P7YY&zm4Tx@!995po&gV2`aM+szH%_xE>Bs
zhntG{3wXpCDqju?xvprNo!1uky%k!6O4M*6*5GX~);X;HLwjX<i;60Mq3dFHA+JLI
z?{&uizl@gs9~x?0%CXC#@!K=PCb@S+PpAzB|KG&%fGAABEo2Qvj}z<U+L4^3+!b|R
zgC{_to=ks$tGwI)`#De-#rX~>_z#U8iJH;x``M=&i5=<P1owo969ecWcfb%Es#C^%
zo_!bYT(y@{K$OLoq*lvt)F#yPp5`%a^;qqAwAcl^3Gwi!=yD-KDjyw2^0IYA-f+Aa
zqTZ>gT_xBVH)u@Sn{eLts8+cK^xPF%VpnTZZ4j(ZNFY79X6IjQl5;{QZ(sZC3!K(U
zPnTK+K|5vCTm%z8_33(V7x~}MmoZ<mk?Ak2b`{1Q_~Yt74Av;1+iY-ym=sr}22c{U
zt4a$S$tFtH(=)0PE2CukO)(Zt|0oC53H>dw^240U_<`N>YH9OKok4n9gBm=eQwC?H
z0s|P)I-CKO=TXLo+F6_{C8-pC!$+n>D>A=W)||1IK@*8qWiI@Nhi?(8@Z~iF2Ll?)
zz6A|Gm6REU63L*k6c;9cBSeiR*<XE!l5fBK-}WtrxO6i;(|>sW2TAS<z<V_C&sA|j
z@}OeC!N~v6f-^rN)3<x{Uk;)N$zYA?KOkXNSwNy24NHQE%@?SqS7UkCQz13Z5plD}
zZb=AKh)6s{e^&f#Fd9LQ-Fa|!9t;;R(KNXiEm(L*cBt5hEVL_OVxVF|qzs3g2yC0G
zC(8wQ4nNPu&jyu=RkkFfYV0l}2`nh$_gb3R8-oY6mP4hRyqgeU&9=m?;YC@s1oKef
zloeZpOA{)dmqUnEa&ZJvCa|d8R$LSqCqEVYYuqI5YeY(lsfZjs@1ShRC{XX^5Evx_
zM}4<^zpa>Hk9*tLW)EMkijL8z6Y5+3cR1kPgN4w4iBF5M1W$`$2^=|{$~*nSOt#y?
zHb;e`l&L|*{@NyL6e>)q5*>EiR6N&IeJ=lqolpyE>VJ5fRJ&=UcP(d&6Kh_^(Lu!0
zj>EQW9!+aH#U>8~3F_%HuN<kecXpeN*|j#gT7UOyGaB|LjlQlrTt;)vlk(abKK2CO
zS&R;U6*!n*qV_`9u*&#j{$g70Y!RZQqcK2Ez3+3~5N(rFarl~|K`wzuJ2~9*EM6;>
z@t-54uLx2q>(?*bv=z;S5@YYZ+3D7r0g$Kj8k;CfRlXLz{8O3x2DCBv&)->GRy|)Q
zsmus~SbF_>QaYDM=TVJpkLOR4ML>n>t00VBgTZ$?SFHGDVu`JV1$BlGF|N1#J$Tt>
z{0_SdyO)nSzdHupwAcaq?e5W@+e9{zJPNuqs<5;Vm9DIUM<<LEeM}f{GUg8UPdXJE
zX$m1t;wHHp8?-WxMCD!G9@~Ch8cVTrD6NWJ+STuT_lDLI0#m&%=oEGA%E+q=tl_tZ
z3H~uEa~#+5%88WP8>!b?8ms_1l#3Os_BMfc%tA>&qa9-dFKYcttDv>+0+#<o!`;}J
z>Fn0$-{a7>?Q|tCYKV{14SWndJTzI=sLC5cBxsK6BkEq%Y|^O8jsBgYsOC}V5}Y$6
z9-^o$yJ`Ei<<hA99y2Lg5(0F>?9rLDfS%|tO!ZqI?vlF9_3MY~Kyzi{3_@GJ$mpEo
zS#--)&GYjhes;b~AKQ_ubpYB~#%d*Q%?~eWrK+Z}Qlgr9gcrFDNRXCy>GFvUY@BL<
z)%(crwUlnJ3ssb~v7!>P_;Nx>jUO#xr4hSO!mlxZ1EyxtC4-K*F+_Fw5aWBZ){PA_
zCL1Z?)Mn_{C>Mt`*;#Md)V&c@NWHsrlm7@SUr$z`(eqVyno5li&+-d;U2V9VM5nPl
z%iO+H!O0;aHY_>v5N&ik*aFa;)M)9@;^>H?#cr*#?%qYm&-U|K&M4r2EEk8q6=D*@
z5+WvN`LnXx;AK0X-|5*flf+?3KJIaGa!b%*uiDZBdhcFQU-j3vlR`EC9-LOL65_0U
z_;MuYt4ktCh8Vr|d-OmFld4fNt%jSo1zzk6d0Dmk{6w<+vX}gpE{w@~R<Rr@v1bmv
z-Kbh=qVE#W-#f;yntw^(o#>QD@FnD<yT7ww|EMMIKdl4Sc5)mKW6H9PtYblEYXy8S
z=EZ)G6x`Nq-RJQ^<gzoiNIHAM$t1jn<zJXqqeQ#lb(K7EqO02##IMF6Ww|f!Sz0ql
z#WnbIbGoq=zN~qjC&B6@3IeDQFNNiOGWSAr4?cA`K_R!e{*++?mOuIRBrZ|s2&?#@
z8_LYa@S;W}N4=L?$LM~i*1)J{HsBk|9=^)T$=d@t@;|8y<6{Mfc1(V;S@huxvp;W$
zAyy$n8oyWhikn`YnA&J7*Z--`+<Bvx@k%!}=^cbdSJ3EE<G@?t<r~TFQv<1?@<FAv
z#5d}$%xPbuTJeWU$fR;vE<XNk#&Ue6{xp*4RVsPQvRNa&{PjvhM!hGRx%7n${+z`m
zRJ)!s^_v$nU}fLrwc3#{087JW$rJXSmTCe<p*VV^r~K_R#20H;Q&YK&u!Us`9Ckv0
z&8<)puR)D0Pgb7BlLh(o2!Fau=+kZUjMre0;L%7)kW^@QcxTizE}y7Gufht^@Xu2`
z4b<6q5P6ft(WDnn=8d=zc^tpj<Ft+*mCcqRL#Io`zl=^}OJ9fYe35f$D}G`L`z8wh
zJ9W+1*oq|_9(zq(0UgIG(JJ5X9cwbv4|}EpmR>h7aBx~V4;7E=eUE=D5vBsRph%Ln
z&n)~#f$|Xx_O$s%#AlNwYll7?i1!~F?fw6qLImT!)F^~X{P!t%pVw3(>X|)(w&k37
zf9Qc-apbK%&p56m8Mg=#@m1+^%1uDX{Sm8g_`<hSefkr-E`0VRCR8iL`RGV#GAlm^
zk7M0$L*2Uo5~&=NDX)0I>ixUr$R)$NrLDn1we&*%W)!HPLG^U0b%7<M6@b3f$snA(
z7=08iLgr{)gWP=r$5q#))j1WS?#tmOICWnAa8Sc=GB17jNXxk&(9q2EEVlXQ@M0R8
zQ-#%o;Bsp&b$+upkw{M3ix{`}R^w&MVv~j=Pzv>o2mV1a;52#egTGEryQ-S%>Q#@z
zp^8ogWx?2#`o1@Ms5QpZxni4YPIeYCx5PqKh%frG`f^}Vi3CUkG&VTSxh*ht1^*Wo
zOQn+9TWB9q6Dx5$ZpYHyy=VVrY4~_%HNi>aptu)oJi=CJ|HX;_Bi{42A|D46)dfx{
zDn1q(7CP0E{dW&fJ?C{Ek5jp2!NJ+5zbyMB77UCxMpvNvynp6&wFDghgODI~=IuuD
zS<(y;!wuPa9>jaXlK-Lo@}#;Q%J=n=rQ;~=oqPb4HDXHcv5-UwL0qcg@fTK?!(Ji@
zlp~1;xasEU-_fYf7^`uKACy}}=B<*}J@kSZzX3-1DS%5DXO_=^0Sre=CiK-#ht^43
zt#pmf8kfTzPwli~Po4qJX}ESOS4Qu9!|*@9NxD()@76iTO*}8?$#PVsv9C=6(pz)3
zn8*?&6@A+rz#s#$=fjUX$$Tz`!d?YTOay=qF0Ud#w@vTIOa1m?v`?<W@BLM1G1(dt
zEREdy<q$#&c5{(CdhPr}4-`;nBll;L&tED=hd58PWp=*G)1!}j<XZANvn%<7!6Iex
zPNyE*$wC(X^D?6D?iw22PaGDhkfZqMw?BP;x6v!mx)xusCd3}0_q#9*|LYb+_!0E@
z#tgLRs{Tc^5s9*|9E8VgzAFwZ`khvm(kLJV8HrlTWTTj+qMJSDBO|eR_&Vt!BH8k7
zFnaH2%#B*}?#{){GhiHe;J&iRdeRrNLLh-C`ACdT#eNyRoi5H3SmF2^FCFS^-|R{0
zz)m<Bg+uPRe>bb-`c<Hz?>+hL0UINh;?AlBr@%kdp%iPP(k!!v+71OfAMJq;!Rfra
ze8)zkrScQ*%9-@=HmOOE-?u*iM)ji9l-Gt*&GJn!&Ql^!hI(?_yK$9jP`$w(k&j;E
zKks_TD`xTYBOc>l_6k#4!KU9knFT<(L7PFGB#*Wn<7YJZuVo^)a2Mus_(w*T#sUPv
zfMD#CI|wN%Zq!<BjdPr$#R#YJO{npoNWuq3gmYNqemkaI_ecTvbWxV*0|-6m?Web+
zc`s3|awDj-Z;FI!^F*r>#+m#Tb!0s*e%Kc{^ic%{foj3`A{LPoD78({)HIBS*Z|F*
z4nyo6WYEgzeGPfvM{dRJ`OZ|CLGWSyjN&J~HiqU@6{=sviE3`4nxE-#G9@2b>IUix
z)D?D__#Wq*?5N|=t(YevY)pN=59F3lmGk4~zB%<y?-Nc*w+2Pbx0Ig=Ju+`AGe~!G
zY^kFS6S8x^94iIz{1`F#HZjN8kq?-t2%!m6%HI0EpcfI^J77QZbz`sM1jQFbxi|Zz
z&-0967?&l<8?H8p3RyYTa3CL8E_X$gL;sN;K@UGrec0ES^z8vH;^1QcNOR=%Xd(=U
zx+ZHjDeFEIC5`iWbkkNzdUK}Mp`kBL=Ni6*SyLJ~#0$yvFD5W$Z|Sii-vI(TZPwIg
zR+7lAGgUm}2T62n1Seigd<g^O=)SdTjbC+_e_O^8&sO_R1?B-Lm<ccOGf|QzaK3i>
zgj^j)5_#~D=PE!J_UrTy&x_<OKEL3b`X1MJQzZb-2z{jR*%_5UaOqW#hf_cJYdLZ8
znNloQEiCh{4*0PDG>@pSm6=x3PLNG4dNXa9>k)$NR07VI5H^bPZ`>5K^n5?n1uWsZ
zf47bGJIKTg2qu{O{llpV%iWylR4F!RC92wm=l~A(&R}Jh?XpH-3!xusB0N+$!Yg`~
z$5*n;BAlEZ0rQb8JPMTV!g}^(pLlZ9w$jCEW;r0T!&&LwB*!NGwq-$$UzGMfGoZ6a
zv{s)J>j@m=?pm-^C}m<sMP;hKL)%5~^gE4tG!3aZoVW0!*AJPC)IUQzHpwiIZ6Mk8
z(v{Ef*54%9HN~seRj~#r`AYS=cO37xYOf=ULU@hD7%O1e;VB-Xq_HaavA+fPP2la#
z%!7hE9RXh({Ay9UGGfvjA<Gx&Wh-d5VyXdimiEGlyU`1icyEx!Tqkp+N>RGRmLz^;
z`2;ak(O00VDJLiQv8@ds&KD9nGMfP(vN{R>F1-^Unv8P$3w0Hsq-ukv0$MHnD<~>i
zHduuHPX;krU15io5+N6m8!SZ%-aqF`PGR06#+`=)fgF`<##IQDh)-oI%cNIqh5_xh
zn5Kr~E|EGu#SO0bvznnLy4~T?aV7?YX0w|*T=auGx5I#el~Mc_EkE}6;bN>T&N)px
z;k;2&iQED6G(}`jbh=>pKO^=sngpr28BOtN;VWUc*}@u2cpyoBe^pb1QN2Fx)@Buz
zVg*tHw>a8!oIs^mu}^^x6Yq$%EZj@4uFK$SyOspMzs`q6>L869!eoK1##nMxIfdP&
zwAgIF2ZeV{;;))48OdxJ)hFF~o4f<W1Uc1o;~=<@-qIK0!E=XI8=VqbV2KrUo`Gpu
zx6|mIK;r_?JsYkcukn8S9d%&qy*C8xonEI~U%lV+Y1=l#2)NApuc2?GW-1a1vG*8=
z+1}j&%=?Bj!v6Ai<2Ru7+L0rhgK>O$72rEvt#FRmIL9|bYv0$(A6aLQSZ3x^MTIs3
zq>D<Sm8};!k>S{<@n!$?7^;o;eOgYM5su#N#9?+1PrkLz=Y(n2Oh1$c@x6Nxy12CW
zlxrn^ala!xr|{=%7!_&Ea-yndAt&Q-ii<@`H#aYu#QcA*4ve{a2_PQYOqvxsaxXE~
z)ts`f0*Ul8G%rAhxsR2**vBVYxJcHVfu!9aLjZXC94oD+fezSbfhmO1sqe(e@fnx3
z{?jfA9r$;#ua^2b^zq}8{5x_g8H#bdQsgx&UQAd#|0=&%PX*K8_rY-8?pNfuwL!C@
zbQqymt?-_=pL8SH8Zlu^U7*O>K-v}!!f>g{xIuB~`!Q$C%X=(CXgw%SQH0+tEYF@P
zzsB^V!G4?7z{o;|7ZqQpyM409)i9MUys1g$v$3JN{>M+D>2%ZWejQvTi@lu%%S(Q%
z!lbGScA7D^;DKr36Q0E1tAhmo-9;qyK3njk`w?L84Ks&1_pacQ4#5$pp~d1qhDi||
zpqgfKqj<#BaSg!bh5fjt8@UFp`LDP>ffB!nKBt%aCb%~t;>Y)+r0bTeZ82&e7w>Gl
z`Gte?&<vCNf7K0P#H(1FJ}PvD(^^FfVe=$+vI!1*^0nKqSw^1iemn8XTx7B{7y4sB
zhB=66S9r!Zw7cQ(@_5OOo(**cCq#1sM5crX=n~1R%3kRyAXPjJBYJP@mk+d*t<=5i
zHmQu}nib`Dt~rGJMA$zTn%w{v9y!joZh${?84@cO5ig4*`a*_k#lr6fx>s~2f)70b
z2#(vx?Xz|02NzHo)i2gF)c|Cak`gwz9;`N~76>Bkye?{<%bXYx<29m+<$(8iHT}ee
z`Ut=PSx!|)t>)Y)yIA+x`{pX9$lAVGT}(6>dM&*2qtAONUQ{+%Nx>1Dhsk)cCgHWi
z0Q^}+ctcu-nz~|NYiYqq$+@yx;Y8b&m4mCdmSW>~uEqPVFX*RwGNfKYCrP8ap8tH<
ze1A*DD9k2<bo!e{llE}@cR|JHs)f_l{8<f^K9<w4zPMtu@^?&7*5+OBx274IN+6|}
zfh89_p(_Fph3S%6C;{~Cc4N2>31G^;z9f>2Y$SE?AL+?6$$lcFxtivust`N28oVy`
zC_ZuqHj(h^KQx;G6D3*8gto(R57KdH@=L<*^^|#N5U6~dT=$a#A6ZYW^|&8)CqZ+O
z3k%^NTft@MdvEJX2PNr0dE1UQ)%!Ogj<C1-#b(al=z;{(M!qT?7wfKS$~uQm1Whaa
zepFk2+<3FmGdUyyLL_iX7Gd_6)2nNq@{0@!9M1%6`}0!{{2D7#!FnWvC9d`MPOd-m
zb;W<`Lh|w*>Nk%(*lDnLG(ict5n(F2u{{u+JpB`|Tc#(<HLA-6%_u<>JYVAhu5SEg
zsU{Tq29>`!XE=_ncT6l^1G=x}M!m=A!c(GVi&7rt@GohCcjMFE4{lSddnkU!{sNKB
zHf0&7M;;BHx@f6>BKXJKeW*hHy%ifrtwzb-(Z+xwg;sDt;kxQ4<4XDw9f^R|S1VUP
zOT~tUxTOTB8ztkp<ITLy>g+3>y#RPb_~TcvUt^lFs-gKOY^9~2Y8WO1z!S0g5YO#}
zxIfp$%YEylaSD5q-DTwYsKnNZsp310d#_8GVr>0&sk4~<!b<p_$W(Qx`&aiof#B5G
zJ}S%ULXPxF2lYj=5LV7-+~jcfFUaB)5m}z^G93Y_IeRs+8(HMKf&MG089RexOM-hi
z(#G7qvo}5<4;fXXmU<VTx(eKzz`pm9wc~pdX|Ef6_k{JhIx#%NqDUg07x=P<1^<**
z3=M88ifiOPRTy`Em7gH-UjHNkOrU!x1Y=_fh5J$Lxx0T@-VbITNjgjyS<w#4tB^P*
zMZWICC?5VFvW<d*v2}#Q^WM7TIQ4Shu>T36Ga+$Tc4$|4b+6ZA`o3}!yc@W8*}i;Z
z&SzVUVr2cSc)ET(?4!%ISo)eU*(thg#OCy=D;Sz^6LK4Q-;#NJ{(L=$hdJho1_%K*
z$Mgcf{GMH=BYz!J0ocvM<ncfTSX^{u;3f~_319|jiPPOhpX$M_T5^W<_2XctGNSm}
z$4nlD>6AP%+0YMbk&TLbPDh22%)Mq$r~Xq@m|dSc+^ukl=S9?%=d;ei`yE8p;wccR
z^=<MabMWbn+m8-{OxIYK3W?Z90l!jH9*a0q>`GA9%n2!58uc|~9?1d=h)5bn?0UaA
zHWJUPGwt398sC&qbnAeZ=tRdfh$(%YH8=FU+)@|g9rsFBD;l*RonyR=e5UJnHKBnu
z%{2XNow59>{Pr2wXqi$FPEy}Sj&sA748fBvOmW=toB?vEX-sw+rCH2$2zXR2TYB>w
zR-CMscJwR_fSYEjO^n#bT)8_z)1pe&H=QDKe^0HfTJ2hf>jKMFh36SW=?ef8!o;@Y
z<D3zB29J{GuXttfCg%A!CQoqGdODdMfK~`@(tTX}i*M6xPdk)9I?D9ss`&y6TnYz@
zMmDzH(mf1>!=d7BOSRTEnX+_3|J?SYZ!DfxO~OxCd<=6QZF^B(hXvD390DH0Oee!=
zuPLwhr<F>4O;$Nr=mIj$jd=E6)V{m(s2VK1TT^Szi|qRj>?AXSGvt}%g6x#O8m;qm
zSD5Vd4{(AskH_j(<foUU&Z#B1Epvk^Ul;((B2SJzVNB_(f}3%5!H!$^o)8<V$N`09
z{yMb!0qOI{s-eCO29`@LAh}>RZ|u`b{N<a54khH<CPOL?AHQnh&{*x!3YFNWY|rOg
zRQaO5L#v3wQYu5kil+k;-)t9E*1gvC6$F-b$dUm4bNvEpS4|Z4$DaImlME?|&zmcX
z4sdO@x4zZkkden~15LxMa}vids<JU}A@PHMZt9!DH4V}fUSY1!H&oJJiBVZILMFfd
zK7Y<IGatT`E@!U{HrL?@X4<<Ij$Wb|Cd+33c_og7#ZYk0tHr;Dy#!^-UW5s082yJ9
z-Nc{{F8OI_Zh6T}++C$#Hf|#je(RTXTHor4Sxg`rsxQv$NRPfeeJ6}Gc;v98@5@+t
z!PpoGs$Q_KacF7$XLuPeo>mGFGDpbe@geL<1jwwQ$wD|oBa*c|b(x+j?t0dil=7Hj
zZ1tV9D1ViW8T<+Bhjuw2Vp<&cz`u$eks40m?9IA0k4>1+Sa#Yu?mCq!wq@rlZUD_X
zbZL~ei8B&1UkI2}iwv>L=+{b@WB$#WJGbXA5MCWjX+Hr^pd02#$8d}up0g4z?$J|s
z)2;x)_Jrg88^fkkBVoihfC7BY6;;|W0TI{N_Cay9smZ^&N(?SJI>d^MK<v_r!TKqy
zFp#>liJVA}@U@<0-1$dR(hdP1M#IdA`(G0;x!@&tPUIEh1$^qVB~IB@FNOfU4n!@a
zHCMOu@yhXwgXShxXW+kU1_#z}aMJ3iAfV=K%@~n$7OkJ=uM2jG{5{*CV>O;*AB48%
z^Y2h4i47vC{P7<g>RzE!b<?Hiv%dX{rR3O=4!1Rc#XIvAjMrHb%-7X(vRjciJQ|KC
zC%e(eS8Yjyzn;F-V&4_e+Xr`jVGW6j@W1+3TXTfGtfjwLr%>^8iSJNzsuE3aCY*Z8
zYKs3n_{i2=l8X||$RnGS%tI>sKj2+*@0)(vzc<_?)V1RT%Cwrr#&@y}h?4M~gA!wm
z`Ak%D@v(ESPki9Oow8CyhxafF6?9p6dadl=EIp^c<E6r;-8RKl-PHJ;ME{_O{^JX3
z5zo5sPZISe9R0>ElnHTM+HiOGewa5kw+ty7xUad8opE9x=}egJkm!G=>zaeI5c)WM
zOMJ0O+Ze|O;M8BlKZfQVE#<(^N?$yzLT7-!H-M<3-0>f+&qSLS{eEX2dB9A1)3O?;
zGPVR+<*fAGN<-f&<yo`m3Hz-m2*yd23A#U}gJB%yt<rSvj+YFK>Ej@sS>1KN`+sOS
zHdFcMG9CBr-|?xN%)=#v7i*67fGN6gE3nN_QkSYPWlyX)A<+e`ml4aw*9jHp{o2id
zU$J`9Xo8T9N2&X=Fit+0>fw)#zSuQi?19#*2buP$Or9MkHUA8$WS7P=uq;pLHDuEI
zgS(-0I&W&wmJGp2$sQxu%2xrN$yfI}E=>wzz4C@aLNt{Di`3BUV$1YhOhJIug*kpm
zTavz2%6Fr)GGhLTOjR8!UIBKimjVpo?}i`=8dER#n>{#nZ8QxgzX(F4r5jU#UG>fH
zhw)nNwQmXbL-09wradE?f6U2bhJrrFX3z5$5i1PW441tr87Hz(!?A1Vc6JWmM>F!v
zg|;Tic%d&X=O+sgTbn0>{%~|L+{I&wITp=Y>FaohQKl^g@}CFoREgfqUo?fe>SWb;
z&e(HmM=-Zv3b?PpGx@WSAxA?TF)}=3A_4OOMfNPk{Q`)<a!PdpN0LB)-E3ipVehu6
zSd#qM$jbwiJ^AjcK-=7rxqZQGI^iU>0H9x3JI%z;*|T3!H$&S?oWFG@A}oi_NP%YL
zhj1OrkK}AM70?9k@wq^zz4cZt0!-`&^UQK`<szQlM12RxhX8vfSgpA(>|({PauaY0
zeK&Yk7#IW#UL3&k5+b}K5xtKdv@EacZr{OfHIop&QlZ;$j@ih1#}r_dHswCfB-HN(
zHoI^pRlY&dOUN9i4fizPE}fo%6q{par0kd1Yl~WD4gMO+kO#f2L}qSq@KcENq3Rt2
zvnn56j?M#QS5LP`xk+j|86TGx)<g*_Z?S*U7h5F&M?O0(>?Kd%Fw8?{^bAQ}?PzLQ
zet%?V<MGs$x0Ok;3xORQ4J3K_SXK~#KesOlqDLPTfe-bQUe}p2H?RD;1drS<s20<a
zHI6{zNH4#@9~UicVuCkl<KGtUD7~9PNH<9c)fO^NnH$qDm>L!*jkSuj&4=H`blaC6
zsyI|XOOp?N&t<DxR7&G_@2Sc9oAQUsmWW6egDiu1nH$(<ifd%VpF>OgQmxb4*HC_j
z&oBZ81A8QWtNfO*Ye;lI8DSePpM3gh^QRX=#asg@JG%vL6m+7KNjFU47!xwO*VC}y
zI2Kk=-C9`Ra_d(q8B$Df4*yEgZ_qx=xgkqsZ6b#$qokGcch6+vgI4g|)n)*o$ng`s
z!;+EPT8YQA=rj_<T>JyUUA&%FeKQNmCb4}>MNGx%W@H1caiDbmv>lC})A`!5ZbEo@
z*Eh1gis*<hX@}E76by$SL!gnH%@Je;MrL!h5dwb?5y^&Yj=JR7et;6MqUyGl9($i;
zC*9tpfw$!<mj<c-{G1bn+GjW&)zaMFP4Ffe-^72Ccqx6;tiWlVLU^8%&bDtr$<|so
zv-u!8|9RY9u9l#WvB1NHUbCAwfu)6dQW_{6I5YteVsP^U;k~{ZtAZ*8&2(c-cWP}w
z(h5xMqI}%SV%mq+97FABFd!oHDaHp{YZDjC6w@NkOsnlw5xF#>UuT`^+p<Q!$+b57
zCoNIzr2@aFuJPLDqs&vMM@@8Qkn-!TKl%HJ(e9D3_MvnU68s-Ev9Yn*VAELH&P}$M
z<S>rr*KulQ%;zQruWlI%%w(5wP2xWtB)g0uD+nh1w1{S*a@_~6sP>0sS^8It9NXWc
z95)(Qi>5gSmpB;*(Ka0J4MQA2&FOB|b&DYm+bJ3`DZ+;Jr3i+b(gI}oSF<<60l3Du
zy$SCQZoq##U_o_q7bobi4}*JEveX*lH)@olL$}p=qfu#UtJ4lBz;`H96(=9^Rv22#
zSp6don1{D;Ehgu_e}SKp*kM`YI~WOA-0k4r3MaQEuy7$Vb_f6)MnrPSnY?yy>m?Vh
zS7q>+Sof<j%lNz_LML!^66c1Qyof>FeDYa1McWx=Z37^c;H$d#*BuN!f!NfEJVpur
zi7G}cUhe~=@_VKU)8QwCO!VJ~gZ)ZOYQ(*Z3K`?8R{gVc(~6o@$$Xvt#zFn>lzw1!
z9i4X{s;@m|sdae%uvj>F+f4wzy=dCsmY2r<RSj93UAFu*QC2p3A&|NjK#!|)?EDpH
z`=37Bu|l~+y^3@EbiL(m#^1S+78$G}#qz#dG2vO&?7|w@pF{U5y8O$>h3@@m+g}1s
zlYkMKO*RiVa#>oEUpT*z?c<yX4jq89Y|+sak?dhp{2%zoZlM;IJ@){TS!d;<9b4*b
z4$l-rR56MPuL3bmV4AT8@7Ps3_sRxWe_ZYx$u+~21FV_eRnGJV)3p2Ht62-P{lTy?
z+Wa?XzBlnHa8#=ZLqP_nd`^XrSTO`8zcaI@zM`wK_Z42%hZ6iMVmy;1-bArviG8OJ
zfpF4&j%1!iH%(uk{vHMR^gVrSE};z7L_3HjfIk_gBjjfc6-h*a*Z8GUn-$}F2FYJu
zIaiCt2|8m40+8;*c9X2*pZp?bXMUET%u>Z1*l{l{<7db6q@^??fqnf8<W@8EYwV7N
zy0Ljk3K>RZFU6sN9{kudQZgsXa*C*;@+aeJm@G#p=IDy5FMzPwx4-8b_tApGu(A01
zUHpe{8#>vz6Y|wF)kYxT{K<y)%I%j!Ltt#OJs4<QKx^&xBM1anbyM&Xvny}Y4ahmq
zz9{=`>X6`vfk7~0-^JD3W*xuh_nC6*OvQ5q`4zKFG}vofw@j0BMl@5Vtis%oNj!Bo
z=sz^>m-!suTP_O>Df}s+;Uj&?;Wq@dtr|n*v*@9dlJZ9N;~bXdA0I=cQG7%|<7TM&
z$H}Lrj7Lykt>NcmjQm>fy9X90=V`2>4>k?92PYCGzVs0uJlC})N?LOyxU@QAms;%>
zd!K{=m>75kw-qOm4|anNZ<>WeB0R`UsrFBnIZ=*s`#O)7p~wI@I@*vcoAjTX5W91-
z$rf>Svf$DxUpQRJ$@+0B+?$Ewz$95V$^>)Au)cyiagdsNeV4X&QU61hjmMmdt!nt{
zb`f<fC9h6E`^OnzZkT_IIK$bN2dzt*p8cQ+TTF)Z?6K^Ab?Fz8w3@ZIzLEAml*+qL
zq|%cQOz_Tlh2xzm%wEe1qtHVgRgr?Zv}xP%TO59V5pgl%nWGFh%YD5^71q%zMRl|n
zgA}aI*_m<UI39f7d03u9wW69WdWzzsR$ZQ%`-76kuLq-T=0%-+KEH||Ss}?)Q<DUD
zpII8O4Tcn;n13fy$)nwWCPH$&OqkDPO4IU{tSxo~7ejeIWF$q@LT!hAyg}pE1;}~K
znU$eG>Fj+^4h!|^t4ysqZ*{1cubD~=^W<hdGq@PC@agC`WA#keR~W^dNv@q#xe?Zp
zYxJgTbouvQl^LJC8Qc-49_YQfq{;g!+Os?SKnHFP5p2UnIsX$cE?k5|iv_Z0nVlzr
zeY46Ec0d0CX^LkAY7zZTP#q}qGH8xU(U{2yHswq+yU`pk|8|jG<<=+~^7XG&86E$l
z8om31oGn?SXaj~P9R}rGMcJK?WM^}jN?p8Nxa3I)=@zs`^RREe(E(SAt`{wdNt<$R
z-j_;kwwBARzVi#A^(Fo;JHFSrrO7AlV_co`o!kgD`@*LNuOBNh^;b1GM23j{E&@`o
zv_8$1U5_uSBw2^R29PjQXrRDNdqce%zxUVdcK`QhRJgvSyM}Xd>#_;<|K7R$dOwL1
zs*PMZ<@&QzrqF9rre%#(vT5?&`PuLFqB|~vdfsxK<n<8|5u`gs#P10->bcbJ<nX+z
zq9}<qBDg|L@`>xg<hlxpL&;H|rE<2c<YYd?DGaMAmy|V{2IjcevJ9qPso~Xhyt6Lf
ze=reP!H*Z}Ca%1Js~<M6nZr^XlCo?3N^(&>(0|gv97jpVG-g};IRahSGp1fkzmorn
zRhE4Zf7c>zO@YUMKX?LE(^_$KqMLD~ZHh^aa%CIt`rLK6BIGfpk77yGZ<t0ki0<1~
zcWqmSWqVNp$L~6sQ*`ROmqiODslxmllRd8lX~F4bWsj88e4{Q{($&TdWSMX9e9mg2
z{#u94?_HDMi2vvcJd>I0>!NIlr(yrKiC*H*m|`1vB>K0mtU`4DgX4jQF2`M{;e*#{
z`Wn0aUma%WLUgoH{Z;DkG;_w9wl<SAVGNDcW<)N3be*z#ov@<36(8$RjgH04^m|L4
zVc(2iPo|S}sRy}fkYJ5E#^Shx$h2X(N~6X+cw@4Tf&;E>0^W0R1q>K|j_$6$YC7}9
z=@+XnT+GV2L|iMyP<Y5AMXjB%&5wKW1kn^@+uP}eW2R*f<L#Rqin8$Iqhq8z^2>`?
zp0yv(b>p}qycPf}9Nu3BZ$|`C9O8N7x{{M+WS?%D0l&`=W<2TNO(_@*zZ$7BL;Ztw
zVz8R{r(~!DA!E#R(?vf9HVwLB|DDiTkJL%@?gKCPu-q!`!4}CDJ`8J5xx8O1+(&ab
zUJ}3xY+-%A2}<W&k$t*1gndhtN~pZ!@=+okO;3H!X~T<Tk$73|qSoZxxlBBUZSl*w
z;S%e{7mC-u>75mw{hQ30*|z0kAmZ87Ox0|Q1g$%nf_<>o@-V{|uZjE@BTA|HdK*D=
zcD?-C<fisPs8>1*3Aqo(o6g@oxty)@fdF<aW>9&s@ya;gA_r%LnulwnvUf`K<s_M}
z`}7S7J;-w{G#niqKGO$0hCpuSHT;s^3?PN|WXg?8wv&WNmWFElBI_@MwyV=KKFQ77
zmutkBT|r{{KmMHELbQ&1*tzw;O8*(gy(mNg*H`8AEKbc^mEB})9k9TMr)PLDWiYh0
zVEq6AwHoVl<X0$~b0o537Y`hmAy{eSW6EoEES@(2)d3f3+AtA0EhQu-e{KuUnNGM`
zi~oW9^sX>)A^Ca?;faUSnf$IQ7!x{u`l$5&P?ZklP`;$l1EYjSwootD6m+xups`V@
z+ZcFb^HZvVa?3iJgjoXGbDx|z!Qj}oSbmmQZq0r4*m?_kB<B)?%`*p|4fjVoO*l%H
zZBv%DQMoE*z>_^KEVCFIPiQMAM0{1tb*{7Qvr6BU%%GDn#`@j=^|8_Ij)J!^gBRli
zxa-Z7qZb*f5u8RY4Q62E@b=_%=WZ`BIK|<&ePdmO{W^jAXV9NVqV@epl?q0JX*lo0
zBE|*5l@m0qHlnF~Bg!qThl54CVOuIr<Y2UI2kHhY?Q1@W;_LkWP}t$oUmFmBSw-t2
zroh;S1v2=Z{0Iy@C8g-r@J~6_SVJ6u!+uFxsZ+`lfwwDysI(wp1>kO!;W8i5pSo_X
zA8ZR(hkLtc#av~^N|@(44f1mD)xHSr7Su}oKGUrPND;2w@=UyitSO(>Y}b5?-%(Hc
zK_Zo%7_if<mp*`#CgFSf$njK#70Piv+-@PM@bU(bbdICRvp<aPqQ@~rn<i>nzOP$|
z|4UHv+gk`*-`Yn2ha@JE?zs}7N34gI9s=5elqxU0l3}w=mMRg}E4T|$^s+k!tE~#I
z%zVRfxQH>umEDL~3@k<8-mUR3pP#!D<G<*RK**B~_z@ST+T`)dPE^}c8pq3Ss$}1d
zfOy#an0Z^VW&CYY3Jp=IRP?SLgRG7z>>7|(Dtr>K8_PG%f)O9y_-MIlL)?s;kmipU
z-R4$5vf(slN))J=$vHCY^k*GE5cgg$$AOY7_kNx5lQ2#@>>oi2<Umfn%jVUl7;7r-
z$m9dmhOVv#@(0S_7^sB9|E2hhSE;mHyuMrpd)L--e!9@Zv#;pOQPBH&(Ak=@Raf#2
zl2AR*$My7!{?!wPT&U8FWkf9NcGRiSO}l@K9w*J8uYxa|0=19?(@i!k&&_ISGJe;P
z@>^<;TNuFguNEJJmo*!0d_eRLAm;0fUmnI^qp{kp9(!7kO^%9EEib^$L!YmXrHtvc
zqc0YlM@fbthrK2YdTlvdzx*;VRhKQnmo|>DD#8>$J=|8NZ8I4QWNvA+3LBXTPohEv
z>LTMF-%?*urZplBej*ahS3LA<<I?Exe8$1)LLaOs9bSu7oM%h$^?9xm{2Hu!ZMrGN
z=A$7+m$rONESh5URRDzmPdYDInS^KhRhq25WNNjcTG?Z3$nhP>W0Moz7gF7BH{62C
zsxLD97QT`|x6kl6&{&D2_6p`{$COaKuo^=9o=tjP8;%HTb0DneO||g1jo!@YsJ`Lf
zHsoD)wo>9?xn(BP>h!hA%U7xPEkr)0SVx9r-!M&g_8Q2q$)dE>CeQ(8^ZK)%5*U?(
z%}D>jN)>B^Yj}hVGmDbegjc8sVF^bEopp*WkB`F^6iYS09=_;{dl?FBySjx7S5ML}
zon*fME&9U9GXsb3*>XEOH|W5uwn7VJ<;mYg^GhD{ue0fmFQj3qFT+j0ra$fIoa^?3
zXSpb@b=kp3;uH0ElIxpLiGDDt{d_ye1x=E>c+*_zKdY!55xHNZuyd`|jvssfP+aE#
zDmbblxYTd^x`#)=@UmsWe_q7B%8BMJ3;<gPDXFNT9{oO1U5r>^x5y@K%ZAUI-gQQ%
z++Ehz3)6YrG|%L75x>)FGToNyYPceS0BAxCyG4tQ1}oawu3&|hY>WOm!<mF+^hmX4
zgH@$wZoTNvqwor$<K+-w$yZ>2G%Y<YsI<vKNkP^`({=QSbqoynIg>BnH|F~SHZEB+
zh@DU-iu<QdXgd*8r+ZCWRYAr<#R(Z8KP^vR|C3vkTcb4r*f)DpoO|5IQ1UZq7(+P#
zuAAw^Sp(@w<U#!AZON}mAaJP53U8WmBLKV7Q7HM;a8)qzuqO|?8h>Xh#c@d9QPOFN
z8OGWTA<MlM-WLE_a4z9ih+18Qyq^S%UdV~BV7;Ud)oO1}6xC|`7(jZ|A+-69lS#?&
zhQygrEyVxw@%&UZYNVBVJvyp~SJ!Ifz5LB3=LzqiLoAHqknHR1^rd3BT-w)f<_!Vx
zq%_0CgCN(rEyZkD^#l`PPSn`5CXvm+Yd@RLiX0`~bWH_GR7a-TFS97iO}8IH(yJXM
zzamgYn`L?qZx>lH6;m8}y1BV1whKxb37y}qZA~o-CCly#XwN#>5wB7X?COg|2t=8O
ztNfc&{4kpn0onEKjDJaj&mp;{!8>i2`on2a@((@)`zTog)=qN!gjLM8II`B)c6~m_
zCIkFfgG<Nu(hKF`?*$4X>uIlPI&>vZ__Zrk4MJ3I$L~P7r&FD;IMR1THBW~3c#WD&
z=wb9OQHr+N-UNS_j0WA_g6R@h#HvPXq&!zv2lF&z3t*02dd?VBHFE6>+5tmbnkl(*
z{{5@6Qh|YOVS$z)Cpt&2(gLji(3}`*@%6bUAa3yy@XpE2RQ^U^#5m){ZH}-gA^G<m
zrRk2{2Q<NzURzjgkw!pn&IGsY$Wr~^+3LX2xGf481lq)ae)6n?ZWml>e-Sp(zM)bm
zf9%DCHr%@VSC97``^?0*a%1*~06D354t7Dwa&h{+X0gK}PiS}L{Z6JUqS{AGcB<Fi
zhplcMt~ITYC9Th=vi|U{Hnv_?9CmDs^nE#38V`E#%BG|@6W_mrxb)~H?=QAAe;0^Y
zoxXKZyv8EZPFMQyYo(!q+d}MLnT!%bs55rkr(oDOWg{ng|IL4BvQqRWK=Hl+o!=2Y
z_7!`2xs)&+B5n^n0VBQqCD{hai&$s!1mLAl#53+`w0GP`M2n-wtY<f%qsfN=Qtf9O
z>p6UtfNO+UW*o$Dr7VJ1?N22+CE_q$LTZuk<KzbPQVO?qnxEWsn&gW+;hqn4FWF^v
z$i5&;3MjKSD1=A5DG8l`w+;?O_Q{5oOy)Y(C>d(Y`xOOV#h9KqqPD*Yh96C48A5P5
z3WrAV-8St+Np}O;kY!UVPPRhL9No{y#)PT0G`Y)F<Y!Hqv<=+dnu377QLOZ+g1Zd0
zXsgJiHo?Xpk|;w>z9(6c^0cXL%+GHjI7plH|IqB4XK6K;zRL|lU4R0SM}AB0Dn@lI
z?CwiLTWp-#*vE+UB~|cxET2N&X)~K?w=k_kFxw9VQay2CY0J6D?$9Wsu6jHV-8c9~
znz4)_JK?3}DE+z!_8=lNq!Q>Ge5lTkhgX3MEs_5AZbIq-Q_m0SLWEe{(^M!!RI4|e
zHKN>@^ah>hHd2PWWWBc+wxdq$R5w7R-ocD*KWstyoD(aRHvgh=Za~7%NR|_Xyet81
zuv5$9avFWyuB0TYxrH&Rt`~ghnSef8ji~wC@#9rSWZ_CW(<<!kJ$xV!iC&7Y5|&AZ
z>TRpEB(;yY&xtkt0R4SL)-T}Z$MbwO@J^`T4Z#>kkLZ9O_sWq80QS7|@W5M;Tmeb^
zUeM-US1D|1@}qt)M7Z09T*(E!XsFZ5GX8g(2fV{#RzvHjHd&0ItW$%TtM;W~7t8E_
zXiZL@6(7>ATM&z4ha`GqQ6muJtl0O<(~o2|AWB`1F<124EkWX%8SnbceF@CsI8hD~
z4o08sZ?0JW_@t?X^(02ciWuzv^ErzMLtk5k2bxa$c*Vg#lW>@rOMkMs#ka?z)kar<
zmi#FoPLpg!QK2w}RZVNPAT0E<L+=;j?uTqp13#8$I%y9C`(QxbR+;tdQP`$I?51lq
zS&bKm^(QXgQEHOO6=029E!$&(PwuyXc_t)7dvmL46IxhZx8#;q8J4q*0VHBx-fXsM
zZ^N4`mwRE{jgoH4BKKX>eiZizPyF@JK`?j6-$$N}hbjZI<9>X4`d#;jd2{g=ry6@#
zhp&DDB63;pL@OW%E=fxTgB*%rluE{{L5hqu6b(Ex#dztp<1Tkn$lzhLeLUMJ7h{^4
zAbF_QL~KinASv?g7;?oi3u4hrNd?MN*U%@h-=$TVtlUNWmZmV5q1!`f@au;k59{wD
ztN|I3)_Aq-?l|R;uWX+m%fMR+J)WaTPDv;FqY5gmeZyv6qdU*6$P#PwxNbGz<WynW
z7P(tCp0Qq}WBOXJ3-fz_%V@V`)&2l}<n}_J8oon|kE+UIFZnk$#pIBW4ll*xT;(Z1
ziAwQ)6%;L;(shp@+gCS2n*zA=^EM}%1~F8?p(MpFoZvJoGai!SOaaD#Xz%GB=aX$A
zvh7`PXNe+RTU_VAa;2~74b@58OJu~}#SIdjMmJ*i9DO$;*YN^zMr_R+2KPUSd<NLw
z;#rEA5emN2PS0pQ&+kKVPvpu$9~><@Tb!nQ7GJcH9_QBm-40Kl9X!X*a4T>a7%_Nf
z^~GJ-W8VONrdF=D&Bk-0u*bR^DJt!O{4nL``BBig$Zn7z<Mmehbd;r_`TQ!3U)NSQ
z<3dcWo5<b1*@PO_n#v|)-~3tZ(!?BuXL6v?gEP*y$+TL#-`2kDP=$Xq>LmV2JqKQL
z&JY)t-by6%`6<K9>hsglZS^!u)8bX_PY%8s47rxZZ)HQ`HYmI5apz&Iw5!}86jUgF
zkn*QCi;pX^MOZbrISwa_+AMIuIqi@e)O-(5Pr$5z&C{c=mh$CX^QFlzNjI}Nk%u0&
zByu&>GM(3q`py-QEeKFTH+Gy92aY3?MDx5MDT?P5W21G;VVfl5pHO@VDZNw|k0QA4
z+-b2D87a;D!vHK!^VG_hvD#REK;1-nYd8LS97M!Wh6=$yZR>t!T~48<2XA}n#EUk5
z|2_<87q0-ldYvnor?`H-A{(&7_MSV^M{NIlMvy0|lwQStd{2`n74Br|@&LtfBqb=9
zK7H#_ku{~Bsbk+nC?JNAm6-J`lbm#;!?t!f;9<NnE}P&b?1M4z0P#9nfHi+N+PS0x
zdM5Sw`MMlrnC9N0q2wW4>;RM#M0T=CowYW7;}xl{{yZL^7IlU|z@1DdV66PP0($ia
zKHj?iM#-|nx2kXXjO@t)<DJ8lIynciu1dO;1yvy7uk59kb(G#d)mbYp$9N+Kk|di1
zX^iC))e-dG!<7X6vyWOK73Q2|uBPqa_Kk-G9!YNsP*$7Su5bB9Ycd`Tn^{?fGOEfU
z3D|q*4S92ad92xpc`U}lILnm7-~LG)sy@YH^a)S&x<Y+D`rCC`L4`CQSLU`?QkxT+
z4w0z#DdXK=stw}G3peRk+~fe&>?ECs*>jX6C0X;8vER59N~>W*7S9Tx|E~LUAWHF5
zzFz*_dx_8bWz>%lZZ{K@drRPa+1-Z`VP=wEjICMxfLQ;UYT;ncyi;t2T8?v^nB!`%
z&+s$8Xfm2#UgC3m{G_x8U{B>+jItHF=&eA@b^9%yw(n`0ILN(sSJek4^dLoD+Za=$
z6$eD|j6#~98nwT_Zk4apg~;o+_%A22$X|PGvreMupz>jY<Ly4eF?DAh5_XWqWiP+(
z%?~oAqE<}n43s8YD|jIKgNfzvqZoF*CE55(S^4MlDwH(o5OVArZ4vg(3`f#98)$Tc
zn_Vdn8)lne6_~+T;N;?%cM<Wnttjy>aj(vHoa8^p17`h)c17G=%7cPxJy&E^Xm8m1
zqIAFRE7Y3G-K1c;9oyY8!Rz{tCexV!)rR%sY(`gDN}8d4^}RmsFJO^ooF}Y!)rjhk
z-3)E-QXh{ZM5^NO+RRu6f(|`of2_J(Pldm!7_KqkO-moNH0NWrYzymAq8e+xhS2rj
z&$i{3(D<+`42xe+uSnaM7$^WbtPL_Mgdp$XD^Oz#L4nFlQ?ji5q8tSldS&CO8DGvd
z(%=Gj-+$f_SBE;l9;)Q+67`a<8+TA`g3`<t+lM%Dku5ONJS?6kF@*GTDU|*bA2#vp
z!0*xTMJNn=fJX?KoFjG7MCCU<ru4gI1fw8f!m|9<7)_`zMZ$~r`8s{yQJIup1V?5Y
zt=%iBFTE$5LJ$x#Y>Sc+&Oti^`D6|oHuFV~-U+jZT{MAM-89;4Q<dY$9!Fy@cr_|^
z+Q#L2S_->?94**+%ZJh1+s(O)Bjb2<*nN5mi9!r7FiLpGTzxGhNZoem{>>T`zZ!Mp
zblc$<Z=(9Gfl`Gj<o(i;68;@=>$Z5;HMK1$`&u>R{cRkc+DwN6GE3=u^Vj;<b$(l$
zR3lv`9N`4VztL+?@}aX9(56dz2DM+llP0{XI(}wIZJKeBq6JZ7rlhj8@4@augXX3p
z4#yl5`P=dO*;e42@!;oO`M;db(6Ts)wO};8*lXXkzNr->-Y)Jz!7GTJ!;<h;=PX3U
zqi}iuZ`EXdQoMldBHBIaL}%OY8TPSeUcSKX2n}OETGgU2@N7c6*N2+_FgrVT>$$Lz
zkj9OqCDB^nY}(1OUo+Wm2e1GB@9y#Y;41lNLAZremzCV}3xi9<Q|^v_NNb<2@!zL&
z$~1>;5pw5jJ?TXWJASs!2kej?BC6-ObXeZoNw@Mbb^=m8I%W*uzJ#62KdK{%qyPJ`
zl?uyYo>aWn#m}B5-frRJ96Ya0>Hh)wKnB0u^q27NqNC=qn18@(7SV3U-nEc_z-!y|
z>y1|TO@i?*ZKO$%H{HM#*>ClG1Zghqt*423CO5$Y>59qD#)>!C@aEEIUa&a-0D#v;
zu2_vv!CHNbK&EBO@5eEq#d<xTiuC<J?OQ@y(*V|2iJ(i{t7o@?lgvhpWMgUKu*5k!
zcZpHFU5_k_M|(TVbydU0Hu3yb*Vw|b+DyO^z&`cUUT9Irg7Jb^zAGN-1To8u42)Lv
zld$B`r=`i10Q9Q*&XHj?{2HX{Jo|8VA5&6kV1x(xS4U-}+UjvJx<bKE%Y$0WP0acp
z7p!UOby<mAmN}<rHj&$F_EMF=SwSb#y~=+B=ywutdv@G=hN{o-^F}NgM5;l^!&EsY
zD<3udO_8PXt?3|uFbC4O(~>LHelKW7!^9160Vv~XVmpfS0x)V;!#eK;_=Zbq#gxu=
zAGk^VE77$JcsxO)OJwpCXCEsL#=I$AqLEz*45uL1QKfj|>d6XC5Rm@>do|Hcs<$kL
zV(Pke&XK6gWpKlC9vE~Z*1Io-x_{fXn~yvnB_Sb*@1EbKay}u}f3~ld=V4M82DUsK
z<7xaU_QMQH(p*QdG5!PVSWef_Nb7zh+2#XzZyQBr8w-1MJO;;B1M;sdA+pSRXRU1N
zJ|omMtAN+@nG_5n{{RY)VcN3ikd-hf0dtalO-cq*f4!POd8bOda1T*T$IDa%p!!ne
zHzafGQK=ZgsbdPx6r5+hUCBD11^9jSjYBd<%@_yE9g9~?zX~R4CR>}N63BCu=V<h<
zhrrgBR@zidgl@)iPkPhV{7n^%Y=Tj{zAGlVo!O<Lj#)Hq2f~0MPdat#%sbXzx8sRK
zdo3`6x$hF|PkD6AkJh>Lg68BFRAye}^s6Afd9Gbuu`)<WHJDkPlS4$x*gvHlsHP#x
zfO5wbWpxLMcE&#wREtmzCNyvOZuP(6Bejy{iz2pm_RUb#E}r{ZmTBZIzFd-hGgV-n
zpp|4phF+A?a@odtqQP_3Y+#dK@dR3nuInpU!bA^D`&V4nu@jo|{R_rlVVp$v%C?6C
z<m_wFwC@w?H|nbu<U!Byw+6Z**DZ|gsi|QcYk3eHbKF+l-PABVYOWBYZaD8;#-Vgz
zj66&W4nYQ&!XiCaQkq>xRd~|@RJVH0QnIn4eM&zOyfJmE*`~2-rbzbl^sgz0O}LYV
zQ;}a+T+gIi=&x?m!l|_Uq}PqfHj{64A>SAqk3n2EaaKoCYHsb=#qjoxBHOm%hdnb>
zc*<w9@Yj_o8DqvPWBYGSiGOzPeKxIdo;KARQDlxJkVL&p3{s~VIbE96t4=ieQ#kdQ
z_7y0Vh~%1p3?3>}9M@Vn87jskIo=8MG^Gk05y7Um(e?Edfy;5bBB_XM@gF6IGwD@T
z_9h2<(IJcs52a>xH4J2nb0QCw*nTwgaV(LQcVZ7*)p9u$^aN8)><uB_TX`VhjP$0%
z3(Cx>rM8Tb?OOM+`BoOhfDX!E52kM<Y-9+{658P%>{QS##M+{h{2w+eL&Oop@WU#<
z?-we|>FH8w_UjI#b2d-Qzyhi2U%Zi+3UIWcayh-?rM{gk*5Xw>6O2~;ZFOg2pi0~h
zfa0rY4dx@jdV`T&0JZaAXx|yf6zya?-IP2rsIAwDAcFod@G-+@n)SVQT_(@NQJXYW
zA^u&fiqr7_0ET=o;q3+uLr}7S&QKP2P*~MZ8fkI(hTh6e2t@YSIYc<Y;;?aUYE74C
zvM?>RZ#iI6{k>}&#M;C*f<k%4Si8_~G+7`snDSSZR>@lAd|`6~G<Lv`G5J2#rS2B7
zm!^p|ySE-v5uUDi6|t^(b*(L9k?$?yP`n~_HIb%Rq%p|pETyr+sHin|k)n({Imh>n
z2u2j2E1q-jPE*AsqN7H|09#IYrb@V^jky)AZE0yZ0(N!J_c=9NqD%f5o*@y9;XivO
zMHy<-@fE<1)-!2!F&V=niZnes_d(R7p4xPl8Adjq4Rm_U^J*G3#1q;to41Aw$gJ;X
zX>AWNJIE(BPDW*unzkL6gWIiDloI(Ot&&E~kaJNh4wUu>H5M?`fRNKpdkR%F?$iMh
z>rO+>BMxW-1W*Lyr7}UDY07w|KX()`L>%U&h%+_-r^gzzsOg&DgF;cH$$TX_RVQg4
zl;alm6r`5tJ1AfYBNWKa0H?^s^O|A-wuQJ1BQ4E(7l9&qtRzU0noax#?_2;}wS5)v
zrpr&zGzi18{{U@XVUbvJih5$FsYhwyiwl^nR9quPv}A)`fAKF-xt$^X;afP^kr?X7
z)Yq<SvW+*x(zqlLyGwss@Gl%{e`%6CTXM|oxKp0B65Ob+rX1Slp>GT~6Wq4PKPb*{
zD%P9hYnQrIcP$w>=BR3VdOnjBOs*!3edg$Xm5-;`OtXe%APQ>M9;u$uWis7F8F>U!
zU+GuZkwXTSRY`JLSm0;YvNRdmJ9JF)E2NZtqS=%jZd_zm4tm(^QRY`TKNfga%TJ9X
z@)G9iR{izD^i$|7&!f=pB)DbT0wMdxx;;Z$ys@~r)25NQf17uDpGdiaNebK?#N0I`
z<rSz;+0CUAg#I0|k4k&DU^XU6Q`FXGi7qkEHMinxZ80>PcGIQEW+8@o{A&|PxA}57
z!Kzo}yE!p2TO+EL#Wiaa13NBy5!$e0@I}?N*pyDK8XWP|k4otD_TY2PZ6MytqX4%R
z$m>p<vOM=vQFcX5Hh3<)eWgg2R`AE==VA`0j<wh7wmM(gjm5>Dmwd$Xs~8RV@myw;
zr?tP2?a5(<R|JE`c&@Wumc}?E5Rh&O<gZLut0{B4opDxHDMufMe%3eWX&WdX>fevc
z6<huhog(tm=;@61#7Yk4K+FlwKso7JSK4i?kSkk+N!<LoIL&9+8Ej&@ibIDIj)#iI
zqveguO6M)C#i(c+%2_PJ;YtVdF}JU3wk=1A^jWO!Y~nY_cf9jHFusF|e~I-SF?GTH
zspm4hE3~IL>re2F@(J(EN)|1O7mjhwL}vLpnNp^c(DVNQ5O_;d@Z3?$d?NDa&chpL
z`d2qzv++ttpGeb{RI%LL0ramYDnY^PS59tmyC!kvb{0HuUEg;+*0j*UDM1W-SB$k|
z)!R8_W>`afxy~y{tFl|NEIyng87_Yc^`C~GD>l}4dPbLOBa${UT}*ng<B&Von%!}4
zp7^fI;VpoVRFhhoLmJu<wST{#{{U50c*R6`dCQpfPa8`fwP^9lAIizTB6!X##B~`W
zx477+1a_}N@%N4vTYx@Li=1sdit-DcL|$JRTcNHxYFnL?lx&haZ7OA+%|o$lbPRe`
z<%tBFhid2a%Yc^SwtH5RTssm0q~hBtO<5eCzT(?fnVAmB4nY;q-RI8SIxxts&k$au
z_XY_5eTSCoRA92YxJ;$1$fLe1t`NF7X4f`{sD9AL9}uhu{X(Pv0MWA7mP03&!G(H{
z?G?ww3kLrHs9b;gHd^v@ZZaz3$Y-zkN8%{5@SWzBdvwwHOTO5zQh&Ri-Ky@3;%m<k
z$sM)4MV^0^e91{9{#E2wDw58K=Lkpy*U}yd@GpmSE4zJ8+g4fJCPKCb59e9ck7H_6
zw&iPo2W!xwCfx=-TmJy9Q)y4EL2&IindP7>kl7XJ_mf9+Wh{305$|QdJB4NGNezvJ
zmluqPIud;<V+9>X>bYpl7S{}`<;@{JxvH|QoyhsXY|${b)F-*}VJc&Cx!a8WDwxye
zQ}UY9HN1&%FToU1HW%*pBeiuJU4gi>-nTPEcM<Y7E19&iae~f%mDp%*qR_{Yl{DMF
zq}sxp8~BIrwH9OPB4_&57S->pl&#Q5V0pshir#yOBN=&7eyl4l@5I_2u0_tJZn)|T
zR0#7Ai&pbr_;O3bZh#gWSx$K8+lu+#Ktm8~>VFe><G}a&WY!l~;iG=0B?SKfI{E9x
zQ21&l-J#xG%t_^Ch$tV9O$%|H$-xwgM|x)d)Z9}flW@;m(}EYq-n9lf;--!Eup^2F
zdcKSB-sfD<G<fapL{BQTvt2Okae@5n&o#Y0w9Q^y7iDQ9kgFBxn(wVXE8g39CJheB
ze3_#KT5x&W?Ot(nE6;jlW-P?=$GNE+E6y=11M5IVW$8<BrDP=c6xCuEtx^!pqc|0z
zr`SE)slW=Sty7H}S(OlFnBW0j=AEV(ZDLt=N3?Q#pRH0Qmb81R^!S}4A(g-ly0Wz)
zajM>sueKr7*8a<514nF3kKM7rsjO`6?SW}9amgpOE0mFqZQ<KUqVuG;GLg{9-|(z`
zQgd+rLdbS6{IZB)MQC`B#VaXmTT%P5#(is$Hx6_2U>>-tLS@#97?<~stNzOJYMk;$
z!)$Q{UsKf7Wyj-Dvu2xUlr;6Clf5lLLerFPU^9%GW@$m@fI11GirUxg;F1I6WOW9m
z(=_k4U9Qo>a(Jp+ZZ71viZm|nFo1P6?miCiis-sDM)DLFa{SIn$sW~B=rohu;8@<r
z3o0b-8jiz?@BSHDX_gu!x}LLc1<Z^{E}-FSUr}8;-rTk0uEpnPWA(2z@fVAX^E4KZ
zh(`bpm1={M_nnNVRVQfbX?WAdT0O?B$!DkLG~;nlGHa7QCtbkDXMjENSr-rXnG3!%
zRmuhLSv&<4?)CYZSxZ)RaCqwa1=|&zSpNWM=lWDSpNgf`EsS$m#2=<X{{ZV(I*bXY
z?y8PohFYlV4OqyU&S4>7m<044sxcIc&hNn1=xmB(LmQ4%S3{z@7OGow1(@gNAB_m#
zjaa_75ge%Et0y(i(@w^z+_M;#Slv{P2YS!sH#MORznk)aNj{ZQcv=aJZZJncX)%$X
zyef1|u4)208o#H-=SYd$aLqXGCTZ$WteSibyRf4NBB^Ns()cQ8k%9$uI>qC@ndIUj
z5F-Is2C+0ok}XMOMhe3`ntZ<PglO0a8&bH4Me@kG4tiA!^i;WM$0T*dZpHqHT4rH@
z4PcUFyDa0W%@pFH8xYo}zlSs_rVTi3793YgZ{giZ<_sew1C!5MgG7!<q8nHY*GYM*
zTv%yRI>-ZK0~M2*(4cbuDb_Vho6jcdQUqfHFnCc|w%U%NYmp7qv8n16h^m)2%{9Y2
zu`EtWG)Hi(ahgqy8&c}iEvR{?W@E|EB-b5zc=tM&pC=<cXVSVUiJHtRu5sSE_C!`-
z>GKb2sMwhsc3Q&53}FW&jw+s~D%{%c<8qp%AJ1@v5*MKYuUw+8ohAX#(yW6C##XDW
zZ1ROs$*Tn9Roy1pXSx~nsbh)K_-DaUYC&G|c2z&Zm9?&TTTjw0gWK-hy~(XzA|YjN
zA2<M3KZv!zIeer5l6%x9+^mkL2*#b-Ahy*aV3|*yI%c}~t`hdlNER`;e8V-#*h38A
zRiRvwT3UR|rd&Ky85RcYJ66)9+PXOvM4gToU(=4As>sDdL|bqG@ruW|n955W4?sIt
zdE$4|bsJU@O)AR0GJ~JixCOQ?C{{Z`INWM1$DsqBYCQ8>_g)&3D?@UZF}eYsc&r_y
zeQ76gwASHH6qq!$!~+|_BQ>M_nRk0@E$lG<=0Ci93Z)7(lPag)CyMOt#-VB9>#I39
zhDFG5cr-6DoI)CYeQG>l)5QWMMLRbR)!3_vd=)2_L1GR-u09vr^gU~((G$(nF5t<=
zI~vxW=2bR1HViTi3ZyPETJNGu<`Ni`?Vh#0;r{@KdcTPzD`=rre)N)XpnYmK)X?X2
zJt|#SRkyW;cRY><JuB*1bgeoo+X*62)7rYm%)Y+gm0<W!;jW$Gcs%K5TZ{Z<rRcGb
zYN@LD^2<fj@0UmjUKa}<e~6srzd=!}dKKz+ej~V(TD85gwtbd%=tT04tl!-q*1Xrl
zeiD-F#8&U9L?!ahRao#vdTyU>81QU1&_4Mmhk0-BvFdAL-%f_k*(TT)eSt}=>ZX;^
zr8cjr<K8scKC;%gQ7WpEs;D>v+PI1I>x+BU@*I`w1M(}?{9ECP<el|Jk0?H3!?kep
z;hT4HSW=ad-H41^O%Xw>n^?fOfuke%myl}O>ywo8VZD!F{{WU`b5UE$7!`B{NaR)%
zX;%|!?+Qoc!v6ro1sV~m*lx9Vr0T=WzWFELgq3=c?^zRC3m8~H<<#;Ct2)+&1-ji?
z2}zX>RFU_GV_6o`T{e_afoDQix@~(Ligs;1%J)*o%#3hx$oHq|SB6O$M+;S=Sm%;Y
zw4uOLQh0U`I_bd90HUOMV{<9gx@hdI9~iCZn<x!tSy_bun!huMU}oq5uPSzwk~pQS
zvM{_)bv2?3h@>eYYz7s|-uRyWL<qYhIOUXbYrXOH-JHG$vKH|o$|e2dW9HA+vV0?;
zXgA&-Yn?@W>$aC@UD(*Z_3OB*aaTJau3*LE?Q$E7dAGvG0fYuVKN^&H(^qv2?5t#R
z$K|LzX{1<bTD)*++1TrnyR(B<^=lh@3mrZUr_4w}lRw@)YGVk^Xk4V@xgGJ;_1WUQ
zxK;Z+XsXYg0h+mM;tfB;;zf#9yLkW&v|uhh4|>eLifJ^PM7C!uA;D04(qGsvk80MB
z0=&<H%y}TyMw*m4ZJ{n!mCemt#WU-67U`!W!c?8^dgI!-`Ls*&!f97(NPbx)I1TSw
z+GNt)Sv(QL<&d}%j+ytU;ne1q6Q^nf$cQ$mW6FIfjWr0_Y(8#havMJkCBulN)FF;m
z8C4vEOw_cPG%JXau1vEq&ea$IeQPFi*4GS*=j3h<Y1bE$-MUFD?qwLs>rFM#O*6fH
z8r<ki!Niwt1OEWJqpm8!y=y-T+g)0@M2J5F__|{?&ghzyw|5Xi(g5Tbv7W~j(|D%R
zJv+fs+r{@#g~;z$C(XGjTVoFY07ALc;EM3vj7qzJZ&TP+1@OM391nD`8DL2~wvl=U
zuJ=Z@5_oq>xRq4-3zAQ6oc@)i;q7Bg)Gakl7AZ=!vaFkk;DMa~06NBM%R_2!nc198
zzK?waD$5J*#&L|&-7Unb=$oU0KlRd%zd=v&2aDv>FJ`gPE}zREERvt%_8!%dAByFj
z77OTuTkZ_vJ_}>koFmnar1~Rl+SuAl_6rLr=aq)$cj&)UinkTT;zzXKEI=FuiGER8
zzwnS)-UAdaEuueoV+E@pSk%9N8bI4)Rl<O4Lj$}0qE~m1tVjJq<NpBBve%F)C@a{1
zXi=XZ*#7|7E<gPnEqMvX;yW5v(03$Dje{WbQ^TrV!asLAuhFW9LrxT!(X$_j^+>?k
zeLDRd*QI<d*R>r^>i*jH?n&Vgf)Z1>cds5^wd(%>1vKlsy<YN2_N}LtwpMQEupg~U
zS`@cEmNXJZtTCKqijFcFzVAa*>H2a<ESDRf%yrs9JXBG}W092hH4xm^MSuXTuMwN2
z&~Dn!?n`Nv3x`9Fm8vSPqZ-L!aE>yjG6=2WWY3zfyjiQ=F%#d<C)LTUnROZDB(suz
z%|UuX-O8X~1~{tu&uW1Zy~8(Fs9DLQY4oQEByYNe{uBWL>qg^>wlw>P{{WUuKD8q0
zY^O5K5`9lJ`B<)u{l=6NS|Zlbe)P=8(Nq5buT7BJqI{P5KCIMOE?0$$uprf&h5I~;
zSm$!?;;Ex^T3Vs`ZO|zDoVGcplCxsIs9XC>h^=jIq)bC_xsAPX*ZJ0eYV}xbtuF1f
zJr3q2Xri)fnRw?XAK_kMGOEoYuiXql`cf#{@OF`LtZQoxu?kdWox2M58!rG@7gKw4
zEz5Tq!q*k>whe;n=Nyt0AI`mE2~N>~Nv!23dmBOu*JeM7?eyIf!~XzgvbRXLoMlHf
z<T~cK@kDK4IA-c|&3B&?F6Z5EZmqOnlU_r5fi4>@xc4<t*qWMbRV1<XG}D@X>~s`_
z6UnPc$&JCJ#W>Pph5}Pbry7j)qypxg4Kp~YAx4%}jYe6H1ps>g0K*Rr8QKkQ<N*b^
z%ICSQ{{R&D>&S`4sm#jQ>r^!DMqMw$$!4c)aYxX1HRigF)6a13$2*Q|rV-^=W-^yH
zh|$#iM}4WW^JP0v@aD1iR3XhfbyqdPM#O~ikyYMC2Ba;<YP^nfQrOZg!r2ueYN;FG
z)Zwxzr=T^dD!nOlimY1{2{TWaRvUL2c=MW}3{LWGL}ot1wSox%4bYnQZvgmLOpeVb
z5UaZklEXEe<9$kt=y<lB1kzu}ZybUd9OHAG0rji?E%49wHNB<U-`m}ZvKYkK+D0qV
z{wH`^!rsO1t*w?hSDnf+kz9S3hW`MyJ|9mmTg{1?qZ@J#J?j~0%@OB+!&?3u)30@1
zX5P-gW_LUScq6@JW3jJ6@I{6C*e;=AXoh5R7I1Lmr%Dhq{{W1<Cvl=^e`>jnkOly8
z!8OVFPfnXy)yz@C?4fc>4DGJV#oDilZnRTpcGAd>*ky6J<JPh~AFj*bwz!@$H^>0{
zy+uA}VQ5LN>BC5LidMm4pO|8*cxu+(_WnUI-gfpho+a^w{vp(U*K@RuyH!`xo#0JU
z*2~0gadU1RLLZfm0s7N&ylfFxo!-Y=Bz6`ts`<MB=n1TCb5n(_Olcw%BdBg`q1J9R
z?+|QzOC*jpA2z|%*AJ{|*3kpC92(`_opRelo1Rg;;PFco*fhqrk8$ONT(qz<FbS3?
zpsQ@kDcsu9nO@%va9XJ9`dfu*5spP%wv5_Nt1b|)YS6!&Nov@LxW{U7W1LE!3ee!x
zB=avW65b{LChC5buj4BX2E#^^?Dz6qT%HwGFr(^oTx43u*qDU28@=kK{;NKq0>}cO
z=%TBYUgilRhf!NzA5{}>VgLu4#m!9|j)MrqeJQnaqU`Q^Hm9n28eZ5ATOF&6`%IEV
zUCvw{^?$?b{iAgatg?j?I8x4d6|3WK3%7-}Q3wj~&byGQ;;BY4wSrTW_aM@4-J=DM
zPfF04)^JF6+&YTq^sUJ3qmFuJtxr4K%3OA>;{DT}TaCH{aTt8oeCVYK+sN-)4S2Ue
zk-@6+AY~x;^r>Ydt?<kin!bbfYx%)1#?jbUA>!W;TIn}U_9;t7I)W;F8XvOW0vv$H
zy>8v<65O#8#9l7B2C`7Gw5oF}9%a&$b6sA!p+jkCBv{fjpQ$y<;|CO)u_@fr(%@O6
zm~9430EG7Utwy}Ni%yaioRkLxo+^fmV?FXo3|wy@Zau4J^3E7+Jh-IuA3rezicF+&
z*ev8=mL{cGWjVxc$F*P6V^gZAWZln9S8B#6qH<M7%g-GtH)7)sW6t9k$UI}Ube<ZK
zmPu2yCTpL#kUi|A9t&|>z8qk;WRr{`&1nW>CD80VJEommUbeJo&z9|%KkWCfSJPcC
z^ed&Yk)VlYD5!&k9-_HFht>~!E$ze@E+g`hy$g5!E7My|w$Xe$ExbWh7BiPWsWqIQ
zr6r-{-Y@Zs#b$KdOS0)2{`OEXWIy3vZ+7l9cV_$V^B=8Esyf|jZjhhdZy<dub3*X!
zz9rRd^yr7kPGmldS}hSTR(g-ZOWj9R(c?F1{)=j%BXiXIS6{DdM@+qiWl;9-&R6d(
zShTaX&@5uLwm}`bC|#g_wdQ^+@h_FC$z*<HM#@RuKl;_jh;x#>Rr~rE%;~G6r|~z6
ztY1NzJ9(ANg8@Z(NVrmPO>Es+!>K{$1`*79FzK4*FCx0LpJdT8u<kk<h_7`{F6o^#
zt45;tP5WaSuHr^2Ek{$bHqSEMG*cpwq<Yq5SArXJ_KoPRz%`exSWNN6v9aACFM-ej
z{cB28T<58*>Zrp*631J(lTtF>$>tV2ShuA>+S}ONNgQA@t8m`6W={{iF!}N^S3K>k
zhO&=&CC(4EcDOw(dHcJTZRdvaQ|GqRGvJZfS52nr)>?2f#VAnRZami_Eg?~nA+Cc+
z`wh*Zf_Y!ePLxSr7HA_B-lt=3`CM>u-Fg~j@ZW8>ILQ@(r`}^wTWIAaF^q%Owl2?>
z$+|`>yP@x1bHcS#nQUb$JhIT|yi+%mr^36`mVB7=+upYR9z;%sIboH1g&)qji=7TF
zOV7O;g0$@1L64YweJj!YAE(2mcvi$*y2m8585=&FV!A7)ppJ@GxrKS5Y4iBSF7NIY
zEz&?5G1mgQjZ*My7uPol#2c{~J#kz9E75N+d_jG6VQ%*je7od9kiBb!D|K$$UI`Qi
z$x^1Kl-i0&s*%;UY1&?0$7?;kzUH0=-5$Zntc#o7MrmEHT1R#{V&IZZcE1fvf5K+2
zQ1cUH5%jNEytC7$x0u~p!;{7t0ng)IP^R2&nT(}psq@W_uW@WdXsQ*?7!LI|uM<V6
zEzGLHWKhG7roCd*z#bgAxmGZQ!OzP4e=5!K-G#h*<&%qe%yD#$N6J>Sad*^eOG_R*
zGnr*)BdMk-BDx<DSZ=*H7LaX;{{Vr1hOinrBWyA<k=Tk`6}YjxB!QHWM{(M^2k`{A
zUL0*U;hE&~11qu570!XpO1&~^p)=V9<-V8T+{nT}umr$8Sc>vgzMcsk;FaTM$U9Cr
zq3`Zq-^epLh;k5~1y)~E)~WdkXej5C$){(EOwpQR5YeA{GCR;Q>r%##VEv&_{8#oL
z_6v{y07lDRLPySP*MDeYN001(>=z&Yjh4KO{p{5(gvi`s%^<0+5U$7U!l0>Y%%nYf
z*S>r;xBkoUJX5dBb8{(m$;ZoH7pL0Edwm70V=pU(1M6Q$t+H4_ZDSTTTSOzIG<KF(
zkxgzSEW5be2S92&w2c_ZGC}8xz|pRe4c)VC%O>Q{sQ&=<)rhW|WdNMkTBmeqo%Amx
z#kf_+)}Ykx7S~I<xN<QZWSsP=Ap5|3*E{hF<*j@rdmL(7TY=>wj-;BdW+soEZ#4(G
zx|UXsEVC2BQ5K+xyIRf%_bbgocV|7E#wpOFj-d4w1yXFz#;WQ7FYfIiQ|eS2Yic)4
zG3J#Xi^Wk5@`^WAb1_*HJg(>Gc5kVsWK?^NA2B$^A(G~r{Hdh!<UNjRc<e46N%EY~
zlMAAXa79fu%iYfy#xaG)YgkyIRWnBfcpX^a)y*GG((ZN3C<KLzNHP#{Rm$uurp~7J
z;97W+=~UpwrESNduQewm*L`s`dY_0qMSmQiTg7fue?Wb|O5r1q&bU-SerCWFianFz
zy_9zT9*$W~8dlwk@20)CwgraOTyRZsS`~(%){tAks|;wM4^vyx*dj$ENKCAt;J0eQ
zz0R1ek>(yQ)t^(<r<Zn69jo-N4suM)O?4W;**v4%*Do+4L!K*G>|;}LnZ-2bq)47a
zh|sb2txJCoUCNu~0yOvQROFWCCOt1|vw3W`(|Kyez0FtcM&%4@j~vv7m`^l-wQXp#
zADQu8r-OVsX?3l@T(boEtBtdh3@h3G8R+b7TT+!iRy$OmN^w_Zwv=@v@oX_zX>tTO
z2a58E<=n>}wd&syq=z0tum@>4uOW~S)zc@UIii)>GPO9Gt_?~L6$Osn#YFvS`KC1t
z5QD8svQ#3J9%&{rM|vV+O+@CO3w+f2h`fN}y{qBIpdQsAXZeTln(<U_I@h6i15!yY
zmKIPYj~H&`R*u}HEzd{s#kiYGl}us7##f%+_2!yxuG(&#EMu}eRY+!83YPagSEqQg
z<bPtB2P_ovUIB69?NT{z7ANwzWkFTs4?t_0O6IB9=5E?Edohe{jJeu9E7g1#e+`$0
z?csfai7a=(8}-e3WRW9HnAniql1F;>FAYcGtF02%Cb+wb;ZQ5#K^gq&ZQP?>Z>{I(
zZ2pJj{y^0m{Vz?_7Z+ABN(Vy~!6bf_t#9EyJ5YU=TC0=j@#Ff|-H*cIxHZM#k$n_m
zgpggHdH(<i$A>eIvD~5b7=P<iTlgDKyCrPabuGqBAb(o+O+Uc8U5N~_0^|6bn%s`Y
z-rNjhiZl`C-W~8NX!b%Zd8hrVHJ=B)#9z46;$nN}AJV-RYq;SbC<d^#9cool7AEJo
ztlkne9ra%^N^aJ<<&*d<#Mqw2a(y|fmmVCB)d!aVM*3H9Z)P%<X&WcjmPQvb{NOPj
zwEqCJ<ek*mp;}SvbA{2oBA3@qaeuTyA2{kwV%}?3Hgd@fR>6+*g~vf&#4R-FtUuB(
z9wOtFjAI{-c-O>3qd{<sq%6wo{<2m-dX!-(yECRuN;f%OZvNg@D;=<nkLg%NfvXR)
zQgYunsWk+M5qObU`U=p%Op0CDsKKWWXalJ5uAdH}aH(-}(8f<JtCB0X@urOc@cP`v
zt3C6=!{v3sRrTv!e}m#<Fl_Of>wG~3ml_qwjTyF%LY}nLdWSbdiPPjiYFu&%t2&d6
zkUG<}Z943!xbj=djA7dx1L;M|26iW{bU}Nj6MBsB=7V{zYDOz%V~$SInzyKFa_N_{
z+T0@~v78WVQ^DeETb7;~UN#-n;<P+ivfmH4OCw1tj59IGBD2=z>0_CS61yZ`Ks?t^
z75&AriA*M2Ns|mf&eL42yt`XyJR0pZIkxGo8-mH#8?jYkCUL$eyPd5-N7|tF7_K8F
zk35rImyAh}k^xAEHOIuhWT?KTv!3O|?IW5W5BPr3fIn!Q@A+#IJDZD$9TE1ZJBaqD
zYf^cdd>f?9kjT-HeFia7X~{fV9o^z!CPEzd>(aAjl6Y<iu6#uda@=`Hda$o$vG7)i
zma^R3%O&En;76Umjd%jx$d@8z;lao?(!t`5P2M=KE@lvRP<W-S#+aJFgrgoOn$Jp@
zJQ>I*_<g<W(6pb2vFN%ym#oiocRXM$VSefF-nm;HLOX3iFD&CTGn~3h(>}fH)_fgz
z7OQ;-y=hwKCBiBF(EKV?+L2Bxmgd*PjWF71Y|}&KNYawPj2<cvirTmKXN07U8xmX{
zqv=}r1^hp%NqX}av7CV<Wd8uGKA=~a{9o1L)b)F7OKDa}Vol6c@ss}m>Z?lZi`gD&
zr^HNQ*nH&ouX^}%pp6$oI)um;=HzFe;a=6|eh|<N_1fIdF>4cnjD7a(qP^nROx+SS
z=gdI)Vjpz}rYY2yL=atB&+6LQVIs#mlD$US@$G8zX)mOjOiG)M<J?!iYR2BrPn_+I
zBiM3!SAyzOMJ?;PGPZgZ@AahwHqj=He5~=p(&hqwQh$fr>0OlCbWE!i%K5M#y5p+X
zmP`$VpJ{`b82sz$?_Q1JJ$5^*18qBbg?a=1+Qt6neCd0yb^8ARnUjw$sI95!kd^xj
zFQ01Ta*_9=KBBQ;)851w<U4{KDL$38e$vO{GEg0+5)cmcfqkt)p!tpi9>=Y9RFqY$
zZAIO?lr`3kVctIxTov8VnK8xy9+kD?4RSdkFhJXwo=ELnn=@jjGj`N<8oq^-Aryjg
zjgZ*-RYJt~qbH7NbGe#3zYW^`nFZXjJG1hndR5(9Q;s>-Nw*>ZaJb}}+VDhv6u$7?
zu+%kkYk0X<LtA>cgM2ZlX>!X3vX>02@?m+;w=|Pm4p(}fS0vDC7q;ta9c~L@SPV96
zz0^Erwi<oCv4YBZBTyM6T$RU8-D`lgvt2XB5W^diu}m;psOySXSD!7rEu7G$?^&WX
zzK5)69zVEEKJV<>R0<yj)f*eXO4_#6biH3|tg3U#SN;=Tap2}<xwZ|3O@|e$q}a;E
zr&LFbpSo)K`F0#)ruAoGWp89WTLsm*gfvLVb}ly#D(<1FMJ4mu0rQ33_*WlkcLt5A
z{i^V!5SH7!u1z4-qr34VO=&93jSk(w*0krLGlIMHI|~p41B&N7Q!2}?GQI)w#y~uZ
z=roBIVYhH%4h}0H#JWX{+LO%Fc~b$6<kVG<JgkKsBdNt%!X(!rhs;GG_}*|0c3RGk
znuWl&hQb-{i)5|=C-JT(Ya1!`P%f?<s_+<e{A<7P>kSJ~hI=?9xS0Ul$L1_5B^II0
z*r>b8$0C{*n<F@q$s>5q9SY#7t2&p3EN(nFhfcGL?M|hG0nKz8)bQ&5CR@1e-rfoS
z0M-CHw|c*6Xx8YPkfbPbSo8vj`^w{zv$5kB-W|NsVFysRXk=lyD|Z!%n)DBdTKU$m
zW}kLYe(o`ziaJ-G^q>c3noktcX)<YCEE(sTHiJbiNk_2$(G8Cu*bHa>C2{`%=-F$?
z^2G2f*MDe#`5){*>=z&Yjh4KfYSAo#+D;MA-R(%VHQ3)U*oUCb2U9}YPk?;0f_SL8
zRy!Yux-{p-mbVka!YEYC3FvW(_Cc2=&m{9$o($4j!@}=#JicVIl||$3j&cX-Tet!`
zn9A|E>}O3oTj~)=hmpl?>FvEYdYZzxjJ(0I(zi6R`=Lic^)^so2KTIQ70Ygt>Ed|=
zY9-&ejP$M8mvl@$D-&IbCcC!t!g*>szhhZcsqEJ=SGK2=YnlXJE7#<`M_A#Lk1<9E
z*A?gbmY;D9^F)x74Y?q&AE~ct*RJ7*QU1=-?Di~d4pea_eXEt!E>`vl?W2TRvC2v1
zxBAiVL@LTo>{7GT^JSLTXx$rwjz~Re>phy0@;}s!)Hn9V(&eK)k56ibH4h+Cahm8-
zGqI=}O_B1?HUR8{{Ag>7IM2y!&*)w1J6k=o4eT-8RLx|J&O?0wrR_z^Ml~rA<`|-j
z+%G?!M=kZ#-|Hulho)(g+muj1Cj;g+2nCJ+C+Str-%zp?oYwyUgTjq%rEKCT9mYLI
zD<&N_@_+Sq?nlzMG|eji07>(2pK67PgD!fC5@WdW5x4LZvxW+9F0euVAiclw>d)}Z
z0)2YfPe9qJb!(zDT{^^l*!M_BxySfaz6(2iOKM5R8k5*-bKf+mRs~jXy|kLCJ<|Q2
zOnMrP?}SlG{k9R3YngpT<x-%Nn#NJGNa};TIDK5HxRtS-lU(qLX1X3{PfF>vD3K+9
zHM{f`&)i+DwA-SELG?APb}*^A&{;sR#J)^Qo}|)VY8IC2R!fb~=)Bi2KB;#&+R~7|
zf~jXTC`D_zjf+>eDRD7mLI<flnyX7mOrecUBA#gt0AJB8rPOseEg@1~Mgs!Am(rfw
zM$sX&*|lO!dK&rP!BAXWc(TGPXLNHQ`H<j&-oAv^^xZ-9nS^eW{G54%4f)kVagK~7
z3CVk>j(G1>k5bm%p<-2d=D5k6hOKQz*6ur*T3B2hp4AnUFgG^{Nv&k>v6_ooGcq>K
zPKJ{3D&DzWp-JEl)F(<vVw24@(zjYl05M6LcUobfVmacPjCXNL-73zT<q3zFpr3k8
z+fYjG#*Uq(USE(Qh>&}pmD%`vLYqv~5_gm52aqXrd!QpgxE{i{!v@2SwTrDSj;PR$
zu5>!=(_HE5utZ;saa;tN8swR5hEMwy-q_pP>QIHA_w4REA6mWt00_0w8MM|>hoNj$
zsiO%(%<{L;tj}9j&-=AKzM87*6et%b00CZ&FNSsG8B=dK_vbY}k>Sh#0JNEJH29Zq
z-NFG?%!uVC@ZOv(Et3q}k6hPtYUD;TYc}4?YbY@70<PT5w(;x(2BqpXp=MjaqZzC{
zM^-724OhCq<nzF;cKYbM6PntcG9@9`dX$ne`IuEvcQ0ueel<|ZlS&@Cl1Rm}@VIvS
z&QI2*jzQlQo~|lodTa~QM-|EykZ^04*E|z%s7A&zIqXGmB$%nvUwVgPwLB+U@HORu
zc8ljx+PP=9k_Rawl_S=^j@2!aXwFAk^FI=3QM$XR!!NaCI!km~lj?caDoDmT#S$S&
z3Lc=-)MSBJq*c#Z@MV^PXQo9isP416ZW|A3o_nX%CVNdZ2;$CnHzywT##kaPyl-@}
z$cj2C=N^^O+IXK%)8h$gV9A~dBa`(tQM7kqzQ=E-Sx2GxF8X`PFei|ZLgkvgrsS;G
zE#-ot+vNo0*Q#n)KW_M69p+h1^WU!(<?x-CDEmVdIRJ{$HOq8n*SvSy7lZX{Z9Qab
zP2t8y8?{-#(A-+d9mS2p5;~4WXWDrF_T3d4)o`O9yM4dXw7=nFG>eA&OlR4*Rv!J$
zecM>`Q)*(lD8Q*xj2^Yv=vLxI5$;i*&BbHtw-8?HhVCa~T;;O3t=%U17U~%Ajg#C~
zw=+vqiui|bbeBRl3L{_c^fkumkhHh)0oQeU2gJ*p6uS|sZk>lr@U@Zf-on#R@fyW=
zjLD8M*w#~acQuKRt?9B@T+8;UV>8S12*B;w)}xaL!^KBUtn!kl*1ey^{{Rnkj}_co
zi$Ubg5`|{}0A{?S$F^_b%NVpfhFM)sV|DDclxjuXxkaOgv&8eq6AoE`uHRMBQ|zi0
zafRU56{JNa#;a`<9LUlDwePoH2i2stQlc3S(U2Se0IgJ->PxxgdR_e1Gx<`sKt1c$
zd<m)}Yj%NH2V;R;7l^zcsakH5Yer0e67;Pvhdv+IZYKWJ4Ds4qFe=Baj5`WfL$T`K
zGPREX08hV~O+}Mx;y3`u&F*W-yglLDjdNNN%b4vD=6Q+XR=vYly3;ie53=emh|b$E
zI+pgY8u5OvETg;9^i>x2@%{Bq8c%as#&S={(~>SeXKmnwwAB1iVAB}3kE9GMANgx3
z{v-bYeAlPXFojF8;8&6S1i66dSJ7wp=4_Ge&3cBZ^FmWNC#5n^A^3-`Y7)sUyF14b
zKX)G~73N{)g@m#C^1Y3Er;KKX`oiK1k>y@n9swVCSD3?%*<28Mt!)*d65P8C@LfW~
z7~R9EsPrvDO*2zyf%)P&Uv;LmDYU#qtM>-5^*N@3@owQHI<83d6+K4vN3%(>^s9YR
z)R*#GcvI94;<!JEx*ThKmvIfS-Hq|E=o`4MgW>+Nw|i|RAV+e!P<jTf?Q=(qR`C7K
zoiglrN%G0<=xY@R2kEz`Rr1{!{4Dv_NZL0l!we5J!ZIsYRI|8&r29(Zcwftqe_G5H
z(Yd9_G0i!Yt|&Y;ERDTKsHiAFabCIbw?mgz(yqLj36l&}2>C`m>&S(BPr}_vw4V-5
za-n(L8$EIDLSkf-{4CTXy1CZxZefZjUw@UmmL2QMwRI1uO&}bToaVlRYs-CePnjT@
zW%HMA3CAY9e_!yN)|XC%Fzvgj{OPst7}TtxWXgIy+uOC1<)c;V$ax~QbX`*G%4pS;
z#!mx1DAPPKd2tj$Lj*y~6{&RJ4PQd<8IK`PUuu~pEiG~3t3q;VGaJO$R~I&-76Tq<
z092j_)4tmB2i!Jt3h~V){%mjAUNkJZAy{XM>%JUVMA`#fmQg2|Mmw6)j1!Vw4Qo%9
z_B$;i5fZ2h0q>6W=l=i@8&-XKbhZ!V4wy{-wduNi2XMt}dCLsmT&EF^yjGPJs$Ch=
zYnM~y)|TQakDBe1)Ef0a2YA;+h8Uo`wpb@#1d0W7zB%yDsXvLXZfvbg&`RGYmMe_%
z?ksOacQG_=8)21)N|iSftfjH^aJbX1Q_QxSJRW#8PWepsvp{6r9SG}QC;hNeUDoq7
zXZ@3kY4L`y1cWWoU^-;h(8R~8CRCc$7`Ll5H&VeNIgQA{sH3)?XxZb5omcM=I#kzp
zhW6%5iE-vR$s^XTX}a9nVmd+wACvD`d#(8wszy0h2Lv4Y8c_^~wO_x~4g9;zXouBD
zTB@>b1b(!dR|~QhiPUnYpB0_V%epvSho}`Y&T)gyU9#3DvW=sRoD-T!AiF&;_J{uf
zl7V6W0ARTP0Q79N<m+Cq`$PW#$w09G0I*zt`ZikfbsZ>M13KGl3t^<&%%C*Rxpgda
z_)=+B=6y*)1gJO&-n95`B>v5g1Z7rL$IV(E4vp@-U14nTua+bXNc0uTp04LZS6Uv&
zcN|t$78+b&4<<d*WBbSd0M%7w`<N8zT-;sDEQ6Lg%^@EyD@&4*U19Scuj#o|!Rt-3
zhs?ZHJv-Fec-&a~(4K>mHZ7PJboQ=K#`2}QLnEMK0V6)u(Ai6y_Frn|ej}TEcr7lj
zSIkI@A1gdRPPLV2^FqW)T*=VyqkCJs*%y7vrr1I1O?mz0)bP&2RoN>sY#y|?o-LB%
z_D?PpiY9H#6k`E>t20y77WQv2wj6fHdd`#_TfW4_JJ^Fzjtxhb0VnL(th1tApxz{p
zXz#kNBDPG7z~+eZ7%3#@pgk+8J0jc&t>Kwb<vR};&!r6^Br>?#YC{<%{$qpb#%d#K
zLxIt;-?c@9mR$`EG81zkMndX%aoCFL?X-JH6d2(}`~`8=Li2e@V{_Z&HNR<PugVkv
z(I^-N+P9+lR>pIU{EmSjOaMAjcWvg`O%TV-gkqwx)9&}|xV<dns;I4~?9>1m$u-r@
zbYp8CJ%78(wcXT5inHO%hPKyjq*0T*7^|Ku)0<DdjuJjolAhwA@U^AI&cAGJ?V5ir
z!!nMTu2-SD)b;C`y!|Py+7QwP+>hLPipsaspN;uZ>08$kN~179SmQfKYMKBhw<hKz
zZ5of6nx<_%jo_L*!^9B?^$8U@70h2-ox6$TS6AXGV0}(wYo90_DLw0$yZfgnG~=-q
z7N$#ZaY@#coRVoWDVYn!B?QxRKmn$c%_%%n37`)5;Wz`uMp6MW#7M7r)O8^ik1G-L
zV;HZRJRhxpVe9bRvBXXC$@H&qy4G#A9TDCcRq=zttSWAGQPo(*xK(&ta)X~*^Zj%P
zWhD>~pswBTA}NC7^R9bdwzvB<ZnAEb*yLk?DrvTz%_}6)z?Uy6H9CFTOQ=LwY^&0R
z;8%2A(dWG#fvG85no436Q%`z&(^zvr#u{vHQgtKNoYd8fIqQZUDLsL1cKS8OQF*Se
z39^E?jT8?paC%owV>bB&Y{7ZPYnExFx|GvK*^_V`DWXYG<rt5lu7gbQ-L2}4x66~-
zw-dlnvghq>{{Vc}l;)Du=d7;uIU5~IQ~N?i9n|9|vzqlSD(c``N9MV9$5UB)PlBPd
zy7QW2COQHuc1sB1UKoHX+l$!ACbumMoUT}6u=Q)z1mN>dp5-G=t2RiiOQtskn3||X
zTuqtt-YyAdthuf?pO&S*fP;{DtnAlhZDR&Z7}JAPIiqpSStXG5BFR+)^HM8PY-qA1
z=BAELYd_2arHW2^)HYHt$~U0TBfWAO?$~6N!tss)uD&cf?KREoQ07Mka;Bo?Sn+*H
zNWXKAr!_u_VA__e4X|Zh$EodCJWXo0_oD|n{VG2X!tJP|MsP)9)455Wu^)kNE$xsb
zUUK8CZJ*Ms%i)P*`|(_-)-jLgPPVz$L}0)jly_RXo+H=oMhTpIF(g!b#pr5k$qk>v
z)rs5|4YhN|PAkkTp=qxcHRaoYJ!{Z4yG>Wc8bz(!-oTK?2xO4$0P&Mt&W~$lrfbV3
z^QGJfK4B5a&*NJyB4qWDK8t-9-nD<{ROPmn2@MmE_zikAdY^^lPu<*IT9fG5AI_tY
zSx=v{YvlSYqj&Q)k2_nVPFtRL6ePbwKDDQ!p#Ip5u*gxG>8H}}JhD<-3y*!E8t0v5
z(}mT{ktBOp8AFj;MoE(6V}kMJ(YWyhhdEKuRX+_)J-y+U-dBm#edRc;?Na33>Jmy@
zIW^dL1535IFLQSxRaW6jWH;8blULNVj;71S`t7V>t?Ljww>7|c>sYwfwRO0-kz9qx
z$}4xoNvolf3rjfK5^^3f+PI1AH4Wdrwvc`m7LMr^c53)0TWfuJB)C^NQ@3Hk2ECfs
z#I}qT2Bm)q^kKMvI`GXIB)8QeW=2pCJR0;H8Eu1?mB+BAl4vf`+h1z-w%T0UrTzSu
zb`YJWBOcQ1dJewSnh(SaEmK7DEu$8&SgDd-gN$|q^{PJ*?clWdf1wyrN=q*G2cr@N
za2f%U-@@AL$`nR+q4m!-osoKx>wYV|)OGo8Qdd|J%!wI4D*hFfuIpEG>Wg)dBxL<P
zDvs6`mlp&aG1?7Ro@cnjumFX}6;3*#DQM4c_#3NQzMFSpu@>)tm>3RNSFYX->a05A
zzEt>kuKxgG_>vo!Vk1Wz@%`TQ^sbk#S!+?dTFN9;G^Bw$oG-*nSsD*LU=kJo0G62P
z?Osj~&yg8c&tqRf_=4ST>}Q5WA~sXdXPWRk=$g*{SRWvxV+2-|-PMSi*5!mHmkbFW
z;<2WW&A*xgI1$#}yY4~FQ@n^J*PaJe!89}pk$7%*x3^uShl)-J?Oxnx7n*gw$r%?B
zfal)4HpKZibEx~QLkjiJ3QzX$41JuOvJwZkrBqioi*jbPJm<#xTczBW8*;Ly$3N|l
z@y&VGF<#^1Yi~B%M3iA<UEA^ZSbzHK#O@R=#EPU47~qPCD|@{<dJ_k9RgiO<Z(4kw
zl^;V&Tbdz7d+)*PWPc4x@<y(QBjy>e0|O?$i}*_si@}P`z+;m_20`Nc7q(#9eX6K(
zLxfys-m^5H3*PHG2)~m4coaJ>(n|r1S7qW0k$DWU*vP_s@Wc65CXUyzq`EevsI81j
ztty?l+<SvfwxkwJr{s92OSTYN>M+X?Y_FJ@HI$S1vfgQAXf3B{4p`*#`d3W_)~N^w
zY<Eb0=_45xX?2^}(=uq}pY|HGL}}FW``rUr)b5P3Sdk}BlhU-b4JT9Z`hePf=_KUs
z#t-3|^fcBYkyOv5%o{y6=ASO95-DW2oqY$TH2GgL8&_5`G|v|OhC>zIh2W9L$gBtW
z)%4ZxZ`*VlWy6>IyRb9**B|0-Sa^d_w6%*ZJbWom575`9XmGu-v5G~*MgZ$ena#Gs
z$|}g`BG#|}0JIIfRst)Cn+@hRHkymX-V?RfZlbunp4u-rnO%<DpKdBWPTpqK^?Sm6
zx3-wE{{U%!$foO7<HWudk^md+2scLE)vHAaxaqkUX`Wx=zXZ*o=Hd&OE^W(vq9-MQ
z_u{zIxE@7m++J#sZiY#xU8e*RYjaP~-%z);6Gge@Z<yn?Vat7u9ISEqpc?75PYFwJ
zc{Db;W{m#;tM#sKSfzqOlA|LIp@&M6keQ^-H#ATK!)Jj{0f^vcqm0$dcQJ;@&S{|@
zulqxsd_b`O0I*zt`Zikfn7NT~JJ+iI(BnT4EII!Gm|TDQHd^y7G7q$B5JX*2GXc4}
z3TfE}?9^g@RuYZGebLty*L*UAcZ$5`JG{79{W?}O+7ibsvNhB%9DIDFpXps+fGyh7
zTbPt5eY+6Y;B>A<C3CNpq<RZP18!dZsf-CCr$S2Oy+^c}Du^_6i*Oy~eic-l)lEAd
zNo6?%@M>L7X0z~?qdGR%5fxMJYMzuzX^|;Bh31;rPjYKVKib4sDe-wc-9Ev0g*)4W
z-=%bREL&5}LF11ON#YnSRybNy89CeAII5SzDEvo&{f*Y==a7OwiG3-L60;m<Bh$Tm
z9iPI~zIAKIOK8BsRppP?wyk~@=!qL(yt0FVzlwz3#kP+LwzQet1c0z^oL5Dq_*zTJ
z!px>J#|nE_v%%mydww8|W8<kAspas>p%JtLfA``wYAd-M@1i)pFX0WG(WBm9a(OEl
z$gYYngq|CWW<fNh{{Ryj&}|0t)MnQ2?(>7zw5(fFjX;&l`e4y(Y{kue%&7hy=+^%L
zEv$_RJutNt-w&H7%De~t<*uzS@x{bUgm=YH_Q?9KSRUf3RFWaWEZ`;Z9;Sr(azfvU
z{{RZ7FNAf-hx(Oa{>xXUCG0OI!64u0MNL)hq%UU^$2Fe_#e1Yey0l9L(3I?u{q3T(
zyeHw^J4cDq84w8v%>Bs!01EUCTSTzdqgB0&e%^!}5nSZo4r~y!+Fo43#B|(9{&j`r
z&2yzn9I0DUo}o3hn&R1p@!hM4)-`LXW0TL6NO}w&1#}vxfwefpymzKxIl*I-T%?)}
z;+FHGl|bu}l4`ul=88ubcGAfy3JE8sDe-uI>gv)-+!YEl(z>7QRfO-`x7dzrLOn&T
zty&Xqj0ndaYSqkTB+n(jvujy7A1UdYsB5V41)GVCvLR61tzxx@m0;IWoM(hutC<uj
zrGTi*6G?+W3R^S*Mk#yH0*=+KrrqB_+pOnh&sEO`vTE*`yxt<9EJ^4n^$WCb!Zk_A
z%xrV$YhK$;yO;hxl!XJmY-rZ<$FR+BB7^F+qpQml8g$PZ{J>yS<VC5o%r&1Wbp}|6
z%DqifQ;|=cnP+!yq|+2)wMxb>01iR%zE&xur6(qgQxN5(ZnO$gGAV%*3TlivsR*W!
zcX3D!i#c8x_bINkM~X5&(LKh`Y<D%vS*GaJ5uR()G<%&EJ6NIAG-Q#-SqEC0k<()7
z$kVaVwPo8h5fj`MYU?!pXIZdO9p;}bia&^Tth*bp4T20eSGH%c4Z!_tqO+V!B7Kj<
zMnRvsD9%UcS#;GF-lstpsQ|QDB+O)tklm}9*E~##8;f}ZA7fVayPL$fDzHH}9gTUm
zqbrG9d_p$#2D4IYQ$+;LD@*yVo=GHsVOs&bs1#=;^{y{YcarfFaoe1l>1Dh?!FLS$
zS41Y{VK^v_y^+}tKmxL=<=nD16pRX`U2)jwV}Yf~%`h5TtB8JZX+v{OBcY@x6%CY-
ztm8EJo1V2&NBOB^ljapSxXrtFBvUmA(e2xC%|~d&_oUR_;<qH^14>A^w2v(Db*ifw
z6?q1!cve7{4hsClb*)bmJ4mmRY2E?w<=(R;#l^a*Shy-q4QICC_1NgGHCvl01Hmhy
z9)`O8JI9gi38+WrdYz!xJ3oc>C^Aj7pMcG0oi^=c2x4GK#~{?T84Wgz{{RwvTWHo+
zw(;1XvP=m_Q@5To$K_n7g3X4Zt*xg0st#B)V|erio$)Zm{i$oGz&=|@0v~qoTs5e;
zw3taB%EGheYeZF*^*)lHz`9K63{y)P^xd3(wT*S~{{RG-Z^<9+EqSJq;%#f~T;5I-
zZzFldbTN3JR%tMA<qQ7NG$k$58|Cb5TzFGawL&AE7<&>c4_%7mOz^$Pxh152oaX|k
zpTzpo0z~1*t}|KQFVyZP@VpXCgM5H)#atY^ktDhvW1O6t^v?%)p65Z)<AH5skr?hf
zzx`F_i_3xUUfZMVIucl0L2+yb!~m8+Y9FCUyBCh_ZU)<(8Zr-{AK_P1Uhurb_u5;=
zd+h?XboB6*+Jdp#mOiQlXt#v?J909SAkTDqi^s86W;_>O3YcK3f`8|#15+Ib!WYY!
ze1LsW?W;0;Jkn(Ql1iVBYLwp&Ax>evV13vB0IyHo=)+#c4~tMkZQyMhI8I`YP!#pz
zyyDAhd^y#w2LfA_QJ==U?~2y%Vc;zq(VuxqvAfr$aL*i*=^h{O>`Ve&A3kLRl1?%F
zjY>sdp^f4Qg@%WvX~1Gb7n>)pTmJynST37mVeMO9Ew~q6D!Eku09O-iPhdJ$UBcoo
z!nKaZa@?h+KFvsT!5B5`Uk?*m^W~D(bb`%))=1|VuN{H>tDye%-=7`LZQ<0?Z0#dY
zml90FCBF(!YXaQ%y-NB`L&INgwU9^$3{=;Yc(%lT=TMDsB^Y8(Ni}QXuZ>dKCD1S2
zc^6IlrYG*X?N?UW^<V8|Xag)CA_Lg-%_zGuy-p_9Ts|{{Q{UySOKt!U)~GmWW?<t5
zP6(?8<M%|c1ml2fRzfL6<z6;C9Ado-z;~>#EIIi}2E6)MrSfBy$IO249jkM~m(2#E
z6;BK~6jRbja@g&4yKAS`qYzD-X?d0==vTf!I`glHS`D6$C9L{*KWCH?^dleRUY)6s
z=?tyd^YlGylJWFWUHD{(mmg<sz<XCj;FMjFoNaT+w`H<uBQ3=yDMnO+D}>m+r|I)t
z-A0~M>@D*)I2H8AfGw4LJrrR^%mI&T^F0e)w$wZy919$4c&)Zl5DbCP{{TAme*)wC
z7BwA4&+AWN7H_n>NTy~)+D|+l_2)X}%!%TGadGo`XK7NrZLdt!C1;$HxE-sI*K|nr
z9YPZC<%y7{{{Tkq{b|W*aiYb%(j*~bw`Pra8&68R4xo|qBoit1#Zd6g(UVU|-M@Jm
zDE|OaT^u8E+l=O}GP<~$)P1$}yQpL4l^u5um0tEsJBZyNK=P1C1CQ3aSS+t$w&9e<
zN8R<WKJlylr%_7?WJvHnV5bE7;+5_j86Ft$#HU=j)NW!`5Df6y$v^(8?5!@p;%{!P
z!twZ4Mvq{+b%>5K=XuY}a%)NwR^f6v%~TUhQd>l~Uu(3|ukP&Z1?2Nx6~;SOQ(t(G
zNYbXgn?<r>a6E)Lar#$5d8;myD26Fd&Ucm0D!#9(+v$1(>WewJR=_d;02WPh%5%M-
zXya{J=i0x7wSN#<+q^b0#U!t}gK@VtxZVYq!@6ahvt5Z;uttqX1M#c2ej&QmG|6PP
zjntLIZ_tBAnR(+|i*`$$F531qJQsWu@6xZ^R$lbup^Ahq?YR3*4#n@|xQ$gC9G4Zq
zd`0lhw6{WdV+*t$<wbTE7uvp)e;aCc32y}K5;4CxZ>}ql@$KdHo2=10VaLq9Mk{E_
zGhD;FS{`b2s57)W=hQVd^fR||zaO1fmQvC)FUm>I1y3B3vS3K#+!{?HlVU!Hdu<9%
z(6Np~glv84?leD!Z+WLB)~hpHG`z-`?ONUj)ikTS-6r2sU|P|><ezoAa%-mXCb4be
zJyDw4>8<0p`4t0g1a?2AD9uN7YZ$9toY(CPGw}k${=sqo0O;9kfY5B#=2ur%IT%t0
zLtcaXLjM5B{{UhC0ARTP0Q79N2g0kpGSVC4s4n&;OlqmQv(HKzylg~WrE-$#cUJ!Z
zXDb}8yRaaYeq8oG_1XAN&smOZhq<;3Zwzb;V`v%lABA*ju3z0uBC^q>le)Fig#+Kc
zbk4e)cvfe>5&fahD;VKLbNe`>e`zP7f)p}?-k%g@r1z#n^B}8Mqx~Qb)P`!!VfLK{
zSd3`ud0_o3mw~oGK(5m9r?=A&lN!8b4)RVhTsGn&Gzn@+rE_}i>BV-sYKCUW2a4l#
zQJG{u_1S4(>lk}gkjt{$M=Wg{DcVL34P;zeUs?rAR#%90-Z@&`Bi@r7aA*<E%5{+<
zy1XSZgBd@qLoLPd1MOCbO8)>FIUmxt<+XNf?M4~TG^)Zi3p#>*cGD4&1?gwYa+u(r
ze>$-DG03CJXv3bHg=iaVc@*qWp!Z%YK3xq960)-%+q-@=fI)q7HmuOZ%bb1h{<Tjr
zj77XcK=fV>M+ToD{{UL5NbUw|S#0MjJgLfJfsjWeVnt)PXS1(AonJ}gbtPDP)@96E
zglr5%$UEfIqPUhd{p?}Aa5<vDYAY*rV1AUOaaH4zAUCR&&$T>Ej54eZAR>Em{-9KU
zVL~ueAFW&8$6Af<VvKHg0DWpg=3Uo^^!tE(+f*mi3>xR}d?TjYv6&dAJGUTKj=AGa
zKTkrdAa@;?n)B=L5#RWNVv6PqVbzJp6>8#kF}z(A6Tt9Vkp5pSC3%(8&v2_7u_&AY
zUG~3u65IWX%l%mU@7;}YZlDudBuSEO$n8uq5n82GiiM+6*aDq|XKXZWK9!^7EjP(p
zEHZ#oo|U=bdvudrfXv$v9OtD~NLMv-(L&CpbDZ|0lrDWQ;rT5lwvIJu<xnxtHAlxf
zew!DEZl-HUgJT&`1$mB#e{%s}E=F3t;=OwHv?qpZmMYx=J!vX!70iz<kb@&&ah@tX
z7VS&B=H1?;+(^pex(r4H#T*I=J@}@RKnhI(yHa49Hjeaw4trB_L8pJaN~xYtCYTy}
zY`?rkZU#mx*P+qmngn=ex05Ok19SYV$n-cq*Q!MWDaP^Ay+Pt=ur?F}fssw>kt;^a
za%ne_j%`UEtAkB|n@QG3jgYC&BNasI(^;R~PatnaY*aFMgH)M;mSG?r6~^IHW>RR?
z)b+2lN<68Xk3)*dxVU*nUCSSHN;Mc|Kj{__`<VV;<SG7cktbESi|O-!TIZcPbUGte
zJxZ3-Ja4%U4@&BMJ*SJ?ku<DZZ#9b*y^9>fcz%w!uD?KxL1OzISd-OjT5)kkbDEI4
zq;N#6I5o~THym`W4N2LjAeztbT~Ss?I{{7<+|q+hh;ZqOYYr*mk;fIAWurb*^BPFs
z1ac|2TpFY#!&Yv5rN$h`OJy!Uh*h0tMSBJLhHDbeQIS{YB1>|o2NlmOTfWCcaH*}%
z2VO;GVZT30?7j$u`yQkR-wreD-norpHRplFX?!}?Z9G3E?4}l#<zN^o`=gqC?xG@8
z)EVw$7{xM3B9MI1t9?atFnIS#lZh5s&$#~p>(-PWDADJ@OSKv7)ebFm3#Mmk{sYi8
zd5qUKL(M&1P6@0@J{0JO{Y%Lo;hOGJ_R?-+og3)YD#;N)D+5z@hoR>3{4G=;==a$6
zWW{D&{5sX)&z579f3j=WNncS(#xtDNbIA*p9vgGvy<W>Z?Ii$p$0E7k9?d*fdUdhF
zA&)GW!OeXiCe|1{*M$6Njlba_w2Z^FBs^oiTxWd=aXh};XWA6V4$yhUcF;?2J*bv4
z;Cc~UXbTz1MiqYBRhkIeC}biw>IkY#OzI$z_N`l6+nA1Ho<;gGsXQ~G+v?g(cN1PL
zQnCAnxBmd)2x2o0;<whHG<u56scYhmR@jZVvXSUpHNR)$tBw}rh8@l;7EcE1Xb!_0
zf#^^8RY&mduNPZKBmJIev>1EH(D<FH$E<imOOhj;U6nZeD>lnYmJbonsoapTX?CH$
zZZnR6eza<Ka*YE|g6Rw(>MQrh6&H?msN>b|?8NR8U=~F|$pf~1D=nRor%SWU+DR_2
zrk@0sVo9kV=8dz|3b7^mNSX^+)(D&L0oA^ysd<H@U`8`qt&HC0On`>ZrD&vqtplEw
zMsdpuSzl}spgdzHlF$Z;-EJ00*oIS;BeAcc{0*rcW5aU@)e?4$wafni7Vs;;ENslG
z(zo3mJ?paYwy&t@xA3-~Ay=2=Wjux+;-$s4a+9+l)?vAZ@#eUUp^%mt@9$Khx<7P*
z^{#`)k9BjY%5E-%v%>yglotdKQCxv+AL&$`(KgiA`#@kpInNa)oh)`YsX0Hp?~c`u
zCF9bbF81&aYLl=t)TGqmys-@wfyUoj$JQnndV9iz5Jn^w#@k;QlZgtpdm5HqRpec)
z*aMTdjmO@)y{c%++MLDQ3k!Ut<30OTa58=CX8H}ttl$mY@!G2CR;_WW!4d%9I6pAs
z9`(mK*_%b(9mj^Og|3ShczJ$vUgzN0VvoZyxNI>iyW6dC7WbYWzKJ5bu{N>*2bl*?
z%Zl_pF4h6z({E>SxDpDM`Eyuv_eJuS+Iu^_9F&m@r*e5U$!o6>vuOV8-+4LcM|$4y
z=8CFXE8BJ0qjxyLuRHja;(Ke0{{Za0Art|WmPH)5x6-tXt|qKS;H_LwsNLJi9!$--
zKE3PGY^{uwq6A<`uNu;kwAj?6v{UsZPa?Xl7hS)K`V;o)S$7PA#;s_H-1d9NHr6cY
zxd^$%c#Zw7uBYP&F7Ia936~1l;Mb|#>J2Pu4311Pt{95qJVoI4Xw9{@)WHt2H~7@X
z%yLZFx`;yIlc4E}&1=w?11FMdwdmBWw3P{VuPg%u512i2U+|FX5?!EljQre!wX|fK
zGilt|A8hd*<grHBxQb?uGUK2grm?l;*Q~BTvgKH$OlK*`C-Sb_;k+>FI=-%M0<lRl
z6c1d|`0_ZGZ?f6kq&Z+%vvR)Txz)C@(5K6}#&~1?69`Pg-%1l;a159W_*S!czgO_(
z+&22Fv?}LwspYEXouX<pm_$0t+m<==k+G3kpAoz%b2?kzUEeJ7D+P(vVB)RyPpOsD
z_mQ9DPai|B+}r6^u=$E6RuY~Y@~Jg@Q-5i?B@ZUwy4>cun6wwPhC8?|CYJMmC4j(R
zZfitqFKU5qV|b5DaaBfi){U6Xe9uG9HI!&?3O%8>kab?hslz#l@H1YZnoYNjtgpyp
z_KQ^w8TIS_73SC4RmF-4SxJboP<;sPM3+^uq+Q7t=@^1e*7d1w^*hUn70j6+V<6)-
zmmkh?-k!?Qu~IptQR~07C;X50ANC86{{TkITmJw8?GWj@g~KA2-k=gW9cu&jg#Q4N
zfnomuV7UJP^lY`%{0vY$JACXw0#V87-lkg>9nV+@r>+fH7Uag!upV14O3S;}H2W0Z
z^Q+0(7o65rw~r#2kYWptF`h+cifOWpwykM*Bup{1@k<B#(e<fyZC)Guknpd|jAyy1
ztUq}&@Osv4(QIzsY8L+h*;7Hk5(LH#aZ+&^uJ2cd+C4Sg#(|Fj<C@~GVRm1XaaN++
zM5!c+bTP~N*Gpt)EJOuE<M^wX(g}&BEHR8%QKVcW-4YK`RMm;OY~Ei%{<_m}^^E47
z9<6TY4opqx;}v+gI3l8&-V1?=VpjT!LL8DKjH?D7#+2=D2n2mAJ+!D$=H6)`K8kq!
zsy6=AxBHD9!umG`m>P<Ri-i~-l(-d;y1OG{>efiTz{snR-rGz*NtF9$mY`bVkdP?`
z2;k@GNw+7HK)~XoV5fosr#{%hW^4gm&bQ)!u|(qCH!$yt0Ns{YE!QqWk4neA@h+KU
z4rD-m&3Mm<JZY}nT)2`{w1jkKIVQNv{d~Hg-$`*H>hc~x0YikXa$LI}&8~b@)2xw%
zM9BS>dRLcgpAt1~U6}-?-W>3ewm&-J=D3n(EbL81LWgl(v(asDM7Bue?j&TAX<F^v
zYy^?$I#o>)*&4x2ybM&=Gs9|xf~)CTBnDooBO_<mwPL&Gt=vm3{M-y6>c^#1n5ONi
z%8vfELLq0xIwD!Qs7VE?SlbxI2nk!IGM?1RU_C1CoHM9GF`t-KDErpuhHQ=Iu@a7e
z=9AcH_MZ)D8f2Eq_KR5E$o}ZAAL8w;y_L<Z7LYQb1(^1)Pw@Vn(W;%mfGU^7T@5ua
z4BW`Ep^_!s3F}$HZ8D^^K5QyIC<~59T6+u<JJV~Zzzb)nq{`8XOi%-}NKGd`l$@Fd
zE^$s)$)<$QQ&S{aB7iy%2hH|x5ZcVUawH#nrF|&YcK52UaU4?;I$&bHU(;jqr%(@i
z@9cHGO42njUCO@Ojww`wl1&69X45@F=fT=F&p%}mpH$+q?tUHEK1>%fA@n0Z*16k%
z9_sLMAxVe(Lz>vN_=>H8b7n`n9M(Lw7RHy0DO`Lzy<C_sB9MFWSl6Bs)$D<1wJf8$
z9M^wq<6R!(0i|e|_HkPf>UI|+_g7IcJ-1QqCbt(XUdM|;8%HMBQlxewyL}CoJvfqa
zT}|ePrfLdV;EcKcCB|zG=R{jb40iG`Uqf2PqLzfXv|-*jdDw%+Q$1?L@tB;eb*ksB
zbghhnfk{i8icApYG%+|Lg{Ke*tl4PHx>9pljtFYrnk~TAWcI`k1!XmKX%}WT)=V(w
zuSs$eGIw^(WF65Q)^@R~rKOWQWVc~llBFx$>y232#Cq-2AnuMqgUKG1mEmntTWw-h
zP>!;Wj4~^nz12<FILhXkr)n>!TnVC3&D=MoZA~cdbJdqN$EnYBvvcIejsD2RLAtqk
zJX;)+D#>ocamGQ-bYmq!!NKRHZkl@-w8_$UjQozueT`j*TGVav<zCFb+s$PR(UY1i
zg?4oCc+**j0M4?H_Qq>Y4~Tao0(&@|dmMjC;lmnS)cZKTg>$reL_ZKT=fIlMR6eWC
zVrzCj5%E>u+O99|pr05F$0PaIBc5q@Qua%r{i8Nd!yOLm{yp{7e`ltjgmTC8TFq-P
z?el;2t0N#)h;<9AW0-CwPxn}gJ)7vo&Wlob3tzJzC7578xM~Hr*L2qe!*dy4z?@c%
zzl?ReYz4h$9*@mx!|@+c0155kly~j@DcW6v@g%bGylRS<)^f(cV6u$X&A*CtdxN!Z
zb}{V36_~y@(k{5Z(a`6q3Joc_@J09EwlJ~u82(k8kCAF#Wj~1X#V>^8x{gJVTiqj_
zr?)l7d_;l?=Csvq#$&mRF>Lj&yI;}tDSRWVCXsT_BSXK-Cp|O%HNr)E7OCJ!U~~KH
za8*arqh?j^jyg^OK9vmLAV$Y-YQ)jElqA}AXBo#CsO3=6jQUonhEkd#Btd}ylao+=
zo>p`i$UFinP)i+|<27>Guw1I{2si?juES$vLDLse)$Me_Czh;nyVAWr!@-vDc#hV8
zIDMWH3nt!puQl+C%ND<Fc;yvikY!l>#Cun(>Kf!4eY4EcI^bj}ertF}EqlgowXw~3
zpTb(b*NASlJ5MZzkh)>8Yt6MO%vywq@OeZWI)j`ydhV|NBV7Q(2!TDB&r0*_=X=YG
zi<kTIHskfEsR%EHjxv+n1FH<F%^{O#AqIVGJz0VIP7O_OB$G+yk(29K+_B9gWRuo`
zGZXDZst}#rVxc1=Am*t^Rxd#)no%1Jj@7r}n@1Xj#l(PogJPQIt(eC;xay}h-rGxM
zXW{6t8sHnboRbLbKD68B9juLObNj`wN7L>~X-I(d8Lu3-@hzIjJjHd#wrjAn@urMz
zmOr)ZIOxKm!GvUv%HLFL8wO^Yc4>(LM?gP1%kZax?639N^$Fk1Sov6+sVBW++jxS~
z;#7oR#v;!dJab)4HrkDhV^Y(nicq6DjmB|VwBpO%8U7^jgIbrku?9%T-i(e`xr;;P
zT&{AZO?KBFF&7qwcTJZnaKTRp@T_U$)3uns(`xG-(B?!uX0=R<8|PCmYah+fS5Kv0
z#jELt2f>~p-?*<jwn<$)u&u`gj@32Rt#RSJO=`^SN8TU9^{Hyx6j|52i(B~?3CI9$
zWnba0Iugxwxbx0=toXGpLg!L@lOT|}`NQ|Edo20DkSkclElk^HK=F<Dg1lLCacVcD
z$~VSO2Q`7>PaNHA*WYMkv>vJ}tGn=R--<79=C@3FN(Mms*O%&AO!{@(!78${oN_BJ
zrJZh(;{}8SxDpft18ZQ9rF7OFEuX|!mewL4GS<^AhdC!W{{RZ|B#H7dn(DkeboOFN
z;w2<egNl5yleD%Ix>_E<mvE4!?4(?OcDa3XOz`r`*H>~~+ld=Kqd!d6T6nthCFVeX
z3eL3gh28z_#CNf8hq3{XD<_uWW2_sCer8H@>XFfSd+Z(=YpaWGRw)GFZCOU#b^7|#
zQo`F>v@+eSb1br%2#vl_eXEMsq<KnQTH8q;TMd=SKT7K~I16Z2$qZ7a7?uQgHHB!^
zrv)Eras8W*Z-<&i&C)b;Ne<)44Vqhzg?6ba2L4}SS2_J_L+rBKI<(5b9)#CdZ*}Hc
zMY{xnisYSI(bY&%mqUyFp-=o=3jyEzE<gPnEq1>QH0?O}5L-uj9!rD1ZKnkfrEwp$
zI0xblfbad6AO4M&usjRmYh4=NST0MUcF1)#>$vkHWbAuX{u9*G{yna(<X+p8n!vp9
z7P~yAQ9jl`^UUp}(!6gJ^7(dpkC<1gv97ky#P<^b35n0w2BFhvzH^dK4)~tIK>4Im
z>N8I_y7ihBXc-4{x0>$%0JmpBm$YI%ROXa;j?MmAQJ2&*(&h3WG3NgO@RjOi{?B`F
zG?4?4+0XN)-FTAiHvN(YW$qu0SE5V*00{m60Q$(I$?g{hvhO@4rOpdkT?B9Lw@S47
z65BazFA+=$X`m&KQJyMC)~@7`IFQ5v$Ov&yyYSWRu1G-WJE6^IHN1#$%0U&ZVvO9G
z(OP)NP`3axiC6uuwYz8IYiWoVF|<e3c@^h!2T}5`H03NnBy&yEix)dRdJR^_=mQnX
zHhX5Ss{%M99@XOuAybe}YeLst)GbKzt{e|S*%c0tVwFzktdOK&^YyB8X_ix*v<e&5
zMh$WHem1#M1<Xq0)p#|~+4!GLx&Rq`wmqJq!bqhg%Lhx6FZlMnmOo}W6vvlVwHYZL
z!jD6PS`p72%ef?09>$z{RNQAXb*=^_ZlIPQsN%7&E^OwE`BKKlyBnCqidB>__pV=4
z&@86~jk>FUc}5K_0P$ZO*)fpK*A>9GTJ{eV_;Jz~@@8_s-EM2iZlP!=bZ(&4Au<s`
zG*cLwVmg~0RNHA`ckXO-tZA?1xSx9*k3&@9kf30B$i+S}&0J8MFSX2)#uV_rf~vca
zO+PqVg}ElFp(ZppKU$SZR>2rGui<SibsbCRUC6zUt#4lVGV=cbRY>h2!haj%fGRI$
zI~<Q%LMq;&WY!nb+dtln<36=X+XARak~7W)cm4pg4LeL%z6Ef0!;IIhcplr!vWVbi
zxu~AS$8*+nh_+g(K9yg^5KA|QuOf$;9WX0K*le~yMmVUo3x&0?o@N;cq}E8Y<lR!&
z?ANly*$#|B#b>c$_gnL>hs5)x=Dl@riLqpI!D|hWdRF&lO%Ms6zZB(>o1qz@lB=-T
z+l3s=EQ=eSoHN|iX(sNqAfoInhmT`cVmZZC6(lkNCJg{@X^=~EaH|Yu+pYz5OKW)q
zE9Toszfn+pJB?dXmPY;nE81a^CbwPcti3QsYNb}zM8=)lXN;HI)G+#rQ6TlNTe#6Q
ztGxM^ac9+33dp+fC4|76d0r;$4<eGPhTzXV5)WE($%B<_A7fn|-+?t4a$zydzQ>xx
zxY6$I2@_jLxbKS5Nj-^iWY)U9?XezR+^Rh{n$}MgT$S4`&~Ik0au_$t7m-^LXpmg5
z%sHz{<hNqOY6&|RX%{Ebo8}{QU}`D6G|{K-O;K$&`rn<01JbLRp=ixOd8dI`;`V4b
zl^c(0NAV4;L*^}?_h~sHq-_CGD9Em2PZ-+A_hXU2;5AMBa^=FqXCcpWD>pP!M{Fa_
z64*&1Wg}+#3glt&F0mw_$7BlnZLYsb@jcpw6Y0)_xdNfjv1%tfsaf1ar!ctuD>3xl
z3sJIIwOOZz<9AgYV!dH}Nv24cxL^;Xtyi9J3|#}}$86t40+&BVh0Er7BlsV}qvjga
zyL~ou{OY@SU&67U`2PUAka{YA_3P8FG>-<{9whQf^fgKR6QW#mXRAg%15&(u4$R>#
z?KCYohq16}=N%-uIRo(Kwcyugz!Tfs%k@AjdHx;T^|!mXkbk{UKg0cDdLlQ`s*`~&
zNUs&{k8y!>V$mP(MsrsaN6_yF`ZlNKG5#3^Rc{6BaSknueGO2#(e)cXC$yD)@tUn3
z%v$wE%$^IrE4tQLZWsNQtjYX8s@vy%oR}TJ%~iM5F6>wsq?R&0$gZbM_<?b6wmY;k
zFLTz1&V$`&B=*zC!@}$JT8M%>8ufTQRpI?XK%2`_dWTU`wwvLL@sPIXKi$Bo_MOoA
zJ2S}7r5}ZQgx(3zrvCs{DMEj`)kc4Z2;iGr&!AyX+QeSXo_J}wHP+nt16PEfEJq;r
zHIs4StzO?d>}1EN=C7JBsXVP2IrpF(RFc|ULQk0suhdjSKDeqvH8e>OYCc?_c4*oo
z_}7`++)H6~BteMU=jH91?vdIl71aF7ax0s@@cT`7Ez&t=b}h7VSxzmxml<heR`IPb
z{1I;*j7%QY_uR1<89x62g>llz81Y(<2B!^?vJE=glaml`3HKF1*-xA-5BXMFqf6Y+
zknQAGRiJoZRk_k0_A5s*ADFT3D<Ek%Pjzh*LPwm~K!1w9lNP5$@YHZ30+!LLGJ1@1
zDCTK}u6aJ4;Eh&EA#j^_jmp{WSY9f#lTOwoww6yeMI5zygX(W)>8HslODP6zqz9j&
zuQ2gpk+r#=LCHORYSV3!(n#l7N#xTujg3+<-SnjX165*7nMTLYr9Rr}V3&DPO*-Lu
zHAoyaX7nv;YD;x*a!Q!KW+Rhckw3w!sUo(YNxMlSnL%LZ8#7)`4qRYhX1;>(^J!CP
zc2YyFT-wTF8-dO<`OuZaW6d?M3`gO6*>wFy1e0tIBwmG2TzxAZ#>QLWHL}XAkbqT>
zaBI?jC1_7|p^a8ON9~f^apr^kKA)v|_k=Q9@PD#DtxdHxmXTT&o5R<LaHUVs)hn1L
zvXDnHD#T{Ht*kp&CE{>J`hU4pWM+v^W)*VZSiiJVw)axTr>I9GHI<4ey9*;&YZsuB
zXO}0h&UvdA{vy4%aLYS_J$bAkSac?rdk*yZn5>TLPxzCo*lybKIBubqrGJQbR}+aP
zf)kz?1Hm7aa2{dwU&@zw?t+#4g3r0$&EnlYW4=2B44w8K4PDdxM`<jW!>Pw{TyBe^
zuCf?Kbre$r#BOj+Yo7w^Q5>V8`Z=oR(?NCA_TPotx?C=&9BOy5Rv%7l&%Pqq#WuS!
z*f(zEf!3?&TE?~T?it!!2DwXsGcq^b_N-k?#_(!)O*GL+tlW`P6|LD#-Dp8)qsGiK
zqP8t`h)u#pj4Pd|iph(_+H`+05`I-8c*4i+F>FZ*+&fjamZC|OwaqPK)u)iFEPKcS
zTLX%@rRy<ih(cN+B;=mvy9=>pJfqEmHV@BAl1~cQN{ZfGU=DBvdDSH470jKPy`bHh
zlAbiNl%ct^KPv-(0j~E*y0Y;Fliye&fm4mLal7eUHQ$D`q{De<55U@bS5@KbD{E~f
z5;i+wIRKpIv5p#*Nhr6=xt&W!4pCPs`0^K%!ZW-@mS|WoDsXEn!WzB2nkpsLz&8oQ
zhCGVwrn$1cNzLP^grUlLV-@q{y0hC~-F=x<qeyUiWOl2D8WN`A8Q)vzM*7(F&)N<Y
zlgBnBj5qdT4F3SzS!>Cojrdhf#B{HF_`%`mbzd4<T+J&gt%4@e-x5fFt#cN7HI1MG
zC|4u79M`EBwt=&e@Sc@-7O0n!M!^8@UWTvV7(Ud+K%;?9!9A+fY)#A7+O_4jJiCb(
z9k(1-q+TeIur8pEQR-Kk=ad|bo;|A3g5N5B(8PZb+sLHifi`ro-styZoWSSPrCUus
zTMcV<6r<3dYn+2bituLE`ZjOw$?}@J7l*E5T%^W1hw$gG(9}4t<)+SxIGQnupp{4W
zkkoSNx^>Vyrz+p=uQiOij<=?ruFT3kd8<+QsU#b2?G?T8Q_C)c=3PR637H0Mt`Vy$
z=ffJLB;o+$)lF{4tLZWvsd!u3t*)kn{Y~&;=*F6q(5)75Gg;k0NRkI%sHk&;&3Z%X
zk+N;LjU9ckYK)dT75+esMCZ8TtyJ!baO`lv=eel?HPl>qH*)T?xkvN_)-~RNso4y@
zvoiXpBCSp=mllX^@2+i_7-n=o?3`BRpNub|08Fbgk6yLQvpNzTN|EX*7HV!WV&-V{
zNPJzV+$i&dMBe=>SG%*jLSdaBJ%O({ELdYB6;@L5o$<RV9l^n@rA2ftRDDjbUbGTG
z+-AHl#ael`zGue<yXpK%sauVve>F#E=D9t8QW}&@B!DaWt!2p3e94?S;L>9>`Bbam
z(xUXLNK8bItj8T#vap`=K^ze@j(Y)D?{v4*l~!gRY5oz~v|18nvhh%`C9o?>*2Y`w
zffPfN)YqnXW5C*cL1ep#Pa*#B<MOGLk}4|WejWHqX&{c_*-;ykPg7p5+H7{##bZ#T
z9dXI3ns0^eqE%=fNC@Z<@G8coYpL5rOgAYgAHw3YdY7@_K0JmvJWVnuTxF}0mjG7h
zimoTP@h#)r03;4U1EpceyQ@oRM^eq0E>TBwiuXST+MgobcKTO_>7|nLA5Fr(jPPs=
z<v_)k0B1R<nNd44zyJ=FmEtUo66Ew7NUPIcu1dh0+xy3WD>nY#OUp@?X$xh3=-_@;
znMcd_uFrKLW1pDSM(bOCCes^8)~B{*Av3uN?kg3mbY?`ttGezxYRRZb%*s9JTa1Z1
z;MAbvnJW2n5l&M@tRhg^?Mt*04K#7hOB&{Zop*w#owZN1#nFaO;a=ya34X>m4wd8I
z4Xh+Oo8A$Kg6+xfYuxNgECERCQ8rR55bM~|tjxVZ&0LhGa4Gii#{EWWE;6!Q6WG(;
zgP{)=@Ou$jD+FM0qMhWgr2ul5dL5nHWo;HV{_>1f7t%$T;!KZ9>#jDU;0ovOpDl{s
zn`To;q3uCXdWv-!ty?oliLIi4y&9jwnf;k$=jOGH{Zv()&=~quwlV>t>7?^#5B=~e
zWYM(c85VGl_yDOD&!tMPNa<O&T0`Krwv1sSRr(5!?PFCVXg`Hd9zCeJRb=GUHeHS@
zS%pd+qXxNoB4Nli+UlsdAXhCi0K`_%Gm)NE$Grf$o|yVoqJog9^sOvF>upBr*@Gj=
z^bK7`o#Sb3z!QnEJLfgYV+VuHN|zERqk9pWmlVdN(djn+KhxU*-GTQNr5}rQ+l9xP
zjqGd6lIGp`n$b_X@m3ZcB47FG5&Bks$rsMgPIIB(58m5bK7ZL6tjoU%cy{wXUSMzf
zW^0B1&jo<A)DBPkL{-Q%eP66MZhgbi%GS(xze7^%;lVjJnu;*&Bp9q~j|S^@St%cw
zJ!5LVx_60GVQwGmR*-m_*+ygzM_kiVlIl&DW0zs8*tg8L5##GpL*k8M*x_#`9?VIu
zj!j!%jACnLk$pPV39loZpS0+sC%UK=SH9?0w#-|9h+4ED2QkV1@U3faiKO6MS%N#2
zYUbp%(&gvuw=kb!nx`(8Y)|fP7<)S6hZsJCyq8nI{{V!?!`h1Nx`mTJ-ceL8G(Qb$
zzcrqsu{rEV6~jG*$;!Go_B8_uBRq^66*RVDa_)|{e*s>ATGHYP*V(zOd!G#I_JsMC
zQW5H-HA>r6y|g)o;zY-zS3_gt{ZiWkRuZWG^%j~Bb)4hdTt&me>yK5aNoDJiUX^F#
zjW+)P343Q4C#fJB)k}X2>H{L$-=AP9I<0Plkv*B`-VE^6`j?FK>-krGnq~9oR~#SC
zy5AM}p2-s8AvP6UqjUU1x}7o&FGGUit;)reECzV5o^?+*R`Ctoagt1uvjLtfFN#f?
zY^-khk6E`mZLO*RSRj1&2Dsf*Qj<}1EP+)9&;?r5V4O%^caMBTL{&{vzO#E%9_)PT
z7-F<q63pXH1LegdaZf?TGD;UqjMi}<HEUe1L9EtX$;Cv<iQQ<L7N4tlekOQA&B!t@
zT-R5nX>5>1WeEq%P8qs!S^gQYxU}&7zWAL>jr^~zdJdf?pJ(9<i`da*y<CYAy6yI>
zl$2v}MP62W9&N4amoQkhgx2XSEK5GgFd2`0Ru6_EXs&O8K%|8r4uh>z*YDEy@_*eG
z1pKEQinHMbAl@EH!v6qT!5tMQq;%suaz{1B__O{(N&e+_dF@<hi%0xT6W3s-nT?DJ
zT1qK^rjm*%0HD!D0686_b#!8`yoLt^S7)I3{_4yu8i+H(IN$t2xT;zcur!(Ox^}B&
zt6T52oh3&5$a?-FxxWzj2G;ns&Ys_AobprnPxx1w+235)PA0XPqH*0%TJQ8fh*3(b
zZ>uKL)6PzxjcBBvjE+{dM+K>AH~M6TE4W<`uVYnhf%`&#yer;khR0a33d<GEyN(Z9
z;Pr2Z(%aAHX^rMCbLF>MP65nxmnd9Wf#@rv5BudKJSH(%a-j=q2Lut2c&*jp@W?V$
zocmWCm8ihd_nR@bOSdvf2;eUx6%~f4@oIW}B>v`37<%-lYD4`dU`J8KVBA~_eN#^M
zAm+H}r#g*4GitVtKe+X)s~BgpWmHfI!N9Ik)4_folt^Z@jbC>>b*_%W@rB`moA+(V
zsV-~*n7nPbcTrw+T;Za2A+*PQNdx{8OL9hk(HH*!Lwe_}EiEpHPqcY59tQEj{A<zt
zS>dSltF*Wi80J`l42}rNKi0TQ-wf(jMCJn`58^|b`l!iT*D-1CHtWM$ov_{H`G|Q9
z8OSx5@W~Owqbc_lscEiix^VK=X%$ECKO(dTiDJ7Obqgrp{iOpnSCaD;k<AKR^IOtc
z=~tZEPvtrO7vibSq)ide1bWpeAz7K~dElDRw$<+~#?_Rv`ZqYL&u2RG<&r%`LP1^+
z6;@1FXz8uIPm-y10C>;d?rQ79pz14_=Mg#V+*cW%GAT3OrPEyoruv-)*N52-=w(?`
z*wtjw-b00xYkC^WTbZK!j_dR_VRbv80ckV!qn1H*UVS4`fMo+P^;1<(+K}Q<<LWB?
zkBKI?Z{B>%`PWNptZ90Jg_s~?>MC23-4$f^IZJDsxY!u3nNOiLwQsI!(2O#y%Ud#d
zdrP}q#eh$BHAZg>+(FH)$@&ve<rX_MMEb3r*v0mmGwZM#r7n@6U7W_|20g07L#$eH
zBnv7JYKYz1vBlkiL+iGMrojBlGWbg)Hn&m8Jqf|Ad+!h5z^%R)Bh+#$tBTu8xNJdk
z(Xs8ER)Xo5al~33L_hl^=Bu5da-+v@Y@G=V2>OgyKYMF{ep>cTO3L-OeWJ!G$EY0F
zF+Yc4yO8;ovs(`242pNStz*Y7tYngWMH@4E0b1H`h24Ob^}MzI;OkzqYv8CLhs?Hg
z$?oHtqpWF3VQS4QZ<LNP&`_d*+`zWhq0#Kkv=(rx;|0`VkJh;zV)S2KnFc`gt9p#V
zNzG%T`LfW`8f@x(9b@LnxVo-Sb6(M+Y3PWXMo+DHhM#Um3X%_~IIinQ)wL@WQ5D<m
z{_Aoo9X9qFnn$q2ffB3Vse5yQT#c`dF5>}bg(M!U!L3o_3kjfMHeopaE|r_7CD5fb
z&!4<|Xx6?gy98r-+$)&D&2@f0y^8zAR}(_}<G=vdFT0#pt72Z|n-%{6Nso6-iudmh
z_;@{%$d^+g+7AqI`B#D2<LwcX{o!9u_;e5KSP1T-v#868AU2xCu>IA<b13ZN6oXUL
zAv<og_8{<DGn(A!X~Q*@(RMsD$MGFO=N>^5S+~mMV6vXa@~<>4kCgQl?cOuG(xAT7
zVYrZsiB~vb#(Bkfz5B;;aL$p4!R);&XzXUn#+ZXMFV>fDy(~i$3aIWUu`TofsE~Cc
zs4HzaHL-HJwa0qOWd86XuBx*lo4O@d1XYO00;w)Q#ZMVH=CdsJ?*u^{dL^^)GPyO|
zrPxL5UTxr;vUFG@EsSwp&7>w=5_qg+^)yD5Q@pZq&TD$sB9V;ss#<-br_6C$V2@Eq
zV}&njK*Q8iv!6-?XU~n}Ju^_>SlY=Da6+1~b~rVGe{||L=Yd+phE%zUV`H_lDh=FI
zT3y{uLSGGx)pHZdSj{<FtM8|)W|NTlO9KbJNVpy91v#k!J?l3jk|x|h;-ivAY%V&}
zlxLx*t}-$zN-LcU?PHfCHCk^0tEpv~gI7;#*-?yEl4P$nYHbqIXO>;~I`Ryd*f6YX
zjVAWopE4H5sIO~iQHLU_PhlH#f%w*ntLjUFJYQf&#E8T2sgmB-Q-MCi=)%1!??Jbp
zJE337x$EBuMsm>trma;>mj-h`*)DmGXxx2j88q9Z{{WUm{S9bOpkCWC^2z)vsclBw
z^Sl99d+be$BHnakx;Gz%O&!J57%|H#{RtIiHJhlL4xxv*t4XdxPw#Dz{{X;68iKJ5
zdiJXj!raP7xhAYf;;mf{OreMSLay8Dx?^K>5s$*O;<(W!7-%9tfT(SCMI`z&Iv*Tf
zC;IDHB_B+GO1~G5tQ-A)nxoxtYGb8n7eBxg{nJr5gY=od)m*auO-pd>Ris^u#U35F
z`|+5`^-)&R<HL7cB=F?_0C-nFCxD6O3)DWFs)fga^=PtVNaY{wnn^|M!tb%zwu7VH
z50Jp$OjT)o6{pHRRbRl@4K9_eSsa^r(;e2MO=DKHI2SXovlCUw`Z04ZsOx9=e{R{>
z%sz&*<?sPh@=X5#jc3E-J!TwcedFG=Vfcl5pb4Oj$K^$)g?O@zz6QHrxi)^Ht2c%9
zdvlniJbDr<skiurX4qScR$q1Iwe9>>p<Qw31Shi!mpQG`N-=vJ14FGvZ7es>A%T|w
zmM5BnPSI^{tz&yw8|{#sJ1cU--n|cAlTWzNrjjd&$Q<Mv;rubEPTGadjfBz0T}yeT
zbJMr$Q7K<ik~r;iLevHH^Lbg`+1Ry*bhiT$&L1)SxIe?~UY8ncx1J%2Ic{Sx#&<aj
z+PLj^QcG)F#*<^qB&T2_C+kg3?8$LChfKZ&N(K(!O2}K;)%OO^v8jKw-*)CfpK8%b
z64NY7K4LpnTQ~*IqYNv_c>;=pd$}eg0kj`VxuT@MZ;D9KkCu0C1EHvszKCgCQ|p~N
z#t1a4Yi5lZV~j5&G_z=0T<Yr9agE~#XvS;BZ2W2B8)X1qGXdH8t;=7D+O$Lo;D%B8
ze@cf+Mf1e5;;)43a314IKRDzm>OaP~8*Li@0K?+;4MNSJol4<|;fFQqmY)?ZSP!*X
zOBwY{5n28>@lKiIFAt!!B+VRyJC_6xtxcqznA=Zd&wkX$u&ztQ(iwFXW7lA=m@Z9n
z-XdMPf{*qEX=I7Hkwp}=2udi;8K4F2NktR@QQC?q0L2thKpJ{Zy{Kr?hP0i6cZ{Eu
z{uSuj7mjSTFd?}D+Ti-1mA;0&nu=+(CX+q&mI=zViX09@3etgNoUDa`AY&EcIxma0
z4J4{FnXUf-xaX1dHR$?BiR?9a!MB^sn;gd68YdM|S(2|4OI)-_zI6M}4oz@+yJJ?h
z+HwL{e>fK@`|Rhl3gb1+F6IqFE0Gy{c;mr!t~yjDPPa4I+N9K}*zD{s%g-4<duXo0
z-b9)_w*-6FpTZPN3jjgb2q4#4Y;zFWPCm8c&2<vo^y}aC!~NQ>Ija}P6A$-luqU#g
z#=ZBr(N^zDvAr0c-5C1gn&+=P5pMZ5lN3Fbx>sF*dY{6Lpbj{yQfpy2rg??uhIK1E
zlL>Vn#GKZ8&v$Hg?sdmwUcZA>uXLL$;fshApHMJsRad$t)9iV)TC~V{1MuRnL#XMu
zUoG9Z1pfdS7&Wzd;FudNX)#asUb*Yv4C+>dpC`;w-8rjH4`MAOUTp@#>~6BW3V*uw
znRlRH+5+BJn4jK5nxV4h*}h=$k@!{XZFc_H{F9OgW6f2hwqm;KXF58ZGLU`6CNep#
zxA6p5JYLyFC;Lh;X$*Qb-}<Sfwqx1GMOQVqMA>vPhR`V7GsRuF(dLX7ibS42R5e7d
z+~<SoRGr1DF57B%mZW)C4!G<MZd!QG`Wy*WWge%ka(T~8(}6wBON3tNYE2%AYvUU!
zz!S#tpUhT@$){>7@;ptR)#c(sMmtoI%F&QfijnARH$`+URDDkV>%$iEWuqHUsH~|p
zJNs7M49~~CW?A^3QMJJHx2Wvg*6pv1;*$$?Z@2xWspXpUE1E2VJDpzG{Ojfc>sFIq
zR>ECbk@!}vwxgzB0kU=6dmbuzH25SNhST({+g(vfc4lOg>5mTVi2Vg{-X()7@(GZs
z_3QXoNv>K)l2LG1r=YJq)U@qd?q*v!-bO#f-33&9g#6A2S!l(<133r3db#1PA$2J?
zNc#t4TGM<x*5^KCuNL#zvHt)H+S0W7^axfv%SC9{t0y&bQcGe}i!|)K4<jgOXI2%U
zd@p}$o0$Po-!*4V*KDOCJ0>XI+0GPKLj}a!gS_c+=np~oR4S51awc$>g67yAw$c;p
zjw=%3rkFRH%zcka_9K67Alq?n2jNvNG+i3~8{|Mp>xzEa^%t}3eABCOe;}$I>vzT$
zvDtW*?%pQKBVbkr?rGlPV%@uKWj=>B@17a)hMWD5Zyf$)ECvbfUq8ffE5Fl}jXEsx
zkxP|JakkOzHu}z=a6ff?huGEV<!0p_9D5q@{z1q%HE!Eh)GWv_T}Zg?yNXVaW**Sm
z_^G3diy3cLG3P`B5<80V896x}E8f!feP_d0A8R5>Bt}e;*B}16@OhJDuDIkJQ59_l
z`<2dV@h{DqYj7$_qm~%qXp!G|%VBsGQL=YrvgD1J!0lZhjPy%=JHwh?)G7g$M&<*p
zW_W%SX-&?lYaxLL?$a0!-t_+f5ntbGkt`1(XoF=U?1RuzIdi=NG38pEplY5i%)xQi
znDDeswT2B|(~(W=JBCK_#TE;mo8hf4?%za>%wA?aI*Q+iRg%*I<CPE6wY)zIHjpG}
zn+)7zpcQ?fjQ#ZE+*dvI)Y#06#Ndp1<b7)FTH?rm*Z#E>x;CFacSgDP6;1plZz0Sx
zGJOqF<ssbYVblxb5@+$N@Z3n)!8OI759(HjFiuzxdVF_!rK!Y>!|EyWr?6b>Z=QcF
zkl(Fya+{ZP<~B#AIrUqokLP7SN@NA4`HpKyt0E-GSseRSIo4Rta%*SH=A)Y5a`dTb
z4K`)PBb;Q_$e8h(gUi@RJ*s5wP|8K6IH{EJP$wds2_0)TGRlw*NDh0|Wp8?rA9^k`
zLe5REjGEkl<O=2Dl&gx~w3Bcg)d8SIF_0Q?Clt6iphPVWdQ>u6f;muX=OT`@49A+l
zHgdH=^mLP|56Ze$P-&tuPV81W3!e+yOfq8``c@s+g8|8mkzST#1XOKotxZj#IHq|0
z$AzzAW3+A+pDvqw0r{d~k4pBZu~XO@r!JKofaL{fs`n+p@v$YuXB*@njZYq@c@g4f
z{Oi(gJTYq~a}fNiD(AtL?e_swRH{Xj$kEL~;%nHkmM0$dsc++H*Y5%<E1w3+neyNB
zthu~7eGl;Nr|vNKk=R>!&M80=F#KxiyV5lQ``BS@^*9ygl4<vG{pefps6>|#HwHyC
zdpPuA&ibB<ap7GS@Mb3RkNY)^b>KNhO|8N>^fk>#t=~cSW^cx?LE{VPx}D#RE?KRZ
zUN3Q%9u?J~C;c3-9n{uzx^47F4{ad-0D#v|ZR5EC9%^E>A@P-**b)W&MI6&z2WXrM
z+f6E%B{Cu~=cpBX!S=sn*Wx?KRt0hEUDVp9lXqn=%NFgY2LinR085y~;+s;Zk2f41
zDkS-p+9@j?HN@+r*lPNWryEyl=hvF>OZ(Tpx@lOP6TtMZL-?Jq6lKw1f8sJtgWs_J
zb>?7HMF4iDo|NNFH9#VaoL9emDDd5|@R_=~w?=!H$Sk?}dw)9cdsy08krZW_fED$p
zhV<d4_<qLF40&+?ezlyLQAG={1nGAm{{W+^6WuthE5C;k;Fu?MJ%JgoMo<PR{2CPG
zx{bviDSzOdO3)TUBm>im#x}ECTTL9%l{<%D#=ZV~c;r)&To1%OIx9^g31d(h<iV>|
z8_|&9k>-mZ&0MF77jCGd{efL_^{z|BL;fb9f3PXsMkN$c-hdK{T1o&~PP9=#1r$+0
z1r&FpfC^eDpaiGKBShijVy-$6a78wb^a0suo;<m<RfA9lc)D-?Azkf;r)j9e=2_0N
zD-KZq08w5bYI{4|n+t(Gw9Oli;Pt9fVsW|dVkjq(S&x+<;A8I9=ed&2RXnGBj;qM8
zIMMuf9K~VP5F>Q+RB(Q^+FM>T!W!1(G)Is@$gX+eDAadkzGQoq;R0dDJ8BG*PSkE7
zhT%k#1#O_<{Y_K*eXsoXTGN%jhPOqmcclcL)l>UI(0|Kyqx(|SbeU-7mtf{y%b!{@
zDu~rBJIpBl*0az0;fgsW*g2PS_CcoLXQfg)#gP91mb8ahvd&Dur9Me^4ruo$xUjXk
z1WyESpHW!1eh<^9$&FeQ{>?>o;>LpIk!?wfI1*>AXD^MW-Mj3rdFhTS)Fz1Liy*u3
zMbvpV(yW8gxHW}!qu*JR=Rm*?<C^X??-j>-Tu%!^7oqE#yC$!vIKySWqOLNiw?wrb
z=a&YOCd#ox`BF1(IV6+nYr4OKMY{y~WHIie70%q~(E>~o6YSNrUH3+9F6KAVj0(JT
znfn#|>A%?%_htO*>`ls>fTsdT&T7!orXR$#zuA+2d1$a)st<mqox9$r{>_{F!jt<t
zUr|MZ<V!1OAmbeft$PhiQjRiUmPb7TlaWwb>9L0maO98fiq`X?wu~fURC+B-it196
z=t~=1OCIa;tmpVvn<dIbyH@~zb!$H6{{Ui=?jv8+)*arg#y0X)kM@mWDzJyZjblo4
z_>G&5QaH#~kyM_8xu~O_8QGzceq+~nIj%6w^Ud?%`_`Ouv{KtP?BrsyoTV*pUn-7=
zOK0HtFQa#a`EISyRC4HgrkqKMos@bS(6;dkXoX%_%cR4ccCFh_6=?Us0XRlK!t^IA
zTr@cN@9vcBo!B4tg<XzW$jodHur=39VW;0FaT9~wVAf67hS4(i@-iPlX>%di`OC#p
zGkA*hzuxl*tWn9WFA*0y{pgV8gr_F6SA)f9iDbdBRD0Lb`X+;>U-)vw$pU4e2Ox7_
zGb%GWp4qRYJUeZ9{{RT>gtoKpQxL$-XDgKuz4(1@;I*vmhp=u%b2t7E)ok)aUTS)!
zcVkl2ZHN-WSPtT*kHmK8iGf4zC{vOL6ml92GeMx-H1V=|a%T(yf(L#0J9n=X)<kQo
zT=`#fc_O}%)vxU?bgPpSE&>wRubHn~b=;(MENY_fsG88MMRocrUX3~_Ah`iYL}kr!
z?0Bx*!;D)<Odf|7Nnb`L>|DE+?(Gq7TsF>_7!}Rx(!H1tm=Bx-U136Nmhn1;F|Tq-
zs!>RrwsZ1K^S0?ZH9fO=awCqQ=Bj~H$H5f9`U}B+CDZRTm~9!nsZ?{nfK7Fw5&r8d
z4`Z77`$;*q&2HN3T8)<$_mZIW+;LetT~U1f&tYpsCzKibQw5?9LgVzWKC<!dsctsR
z5_SIoYpriud_l950_xf0KC8&7bmWGnj+8@><6-#JZEw4VV8h*N8($IW7nt(y&=c9X
ztt2r@0ggps>}qV$MlH^ij^k=5`f)<o7*m1Pw^}f$Skobl%!CE$-mWqsqX@)Rxu<N%
zt$A$-jhU1HJJxUtcoa#XNXfg4Y28`oaF2@HzK<}F2Q|*k6K~{mS?*D-Zu^u~jAT^{
zQbLX~SCy$S4Y)M$JJ1ekaz}bY6mWR0n-Xv<6LWUvuUiYA3~~(m8l(qIpLA2}8E&u8
ze9<e9V^12ass6Ivg*yu7p*^W9J#}~q`GH@ksnY)4`4TNF46{L|EXdz=f&6L2=70=R
zVwQnG2xy?<ia;SiM@o&MQ`)7?2A#mF)@a>@K>Bi?!n8UHLV2Ze*u$GiM(Ts|toi&s
z1ewfh`Bzz-_M|AMsHUXFW6$n<BW)&e9zK<mKZ8_fX(GKvphoRcHJTqvrBREK9zi#S
zr;jB`HAY<)?myrry^>8m4@DJHO(h#YAT@r~lgN)4p4ROVlomp3A|rdH+#C7i9$X(j
zbICo0dvy8)Z`L9CR~_PC4qM(Q*tR)Ub!h~BNc5?cl(!mACyY-e=C`W6%&#rQ!{-2J
zB-XyYqT1*d$!jBdnt=ewLE$~C)V{-|cw*7-*4j8)B-sEeGrQKjXIh%#<5QLHNir76
zC%q)@D;d4>NNG(cYNiIihQb|o%(CTDK<qtnUrlLVEYmOILFS01$J}c9%fa?PX}^(x
zC6#cXdYbDUKF4&xzU+D)1qup5&12uv;wR|f)aq39VO|q$;!CSG0WV(zvo=L^c78jZ
zFeglpRW&Y?=st9Mp<XM8_?W?TOKsot)|S)9Hm-hocKaH}_=BxMspyvL41tQt&MJ9W
z`I9(w*u#P|Tz`s)I;g?^0b9t-8-i<^@c}1L8UE<1NupaasHCE(K}(uSC;+3q6i@+6
zNksq|qKYU0??n_)0@6~^KnY7pOF#xH-L9#9WQ8rRWQ`9vRye9=mox$O$Bpj%jb;_W
zIk!{C`^{X>_K*7~^P-C0GioMMO5z<$AHZo2rhmCb6njZ`5{eW1O^ExStta-I{{VK1
zDSJtGE0R5f`$|vl(tl{n=qRF-sV?K>k6}NwBqNY9N86?J6j4*{CER?7U$#r_O*fNc
zsG^Eq(p|^N5EpY1_k|y6pZmg!DLRtw3M;Ulbm#c!^Cmy?(uyj5q`Q^L9>Q;!{{YKF
zKr;UT&qGBNy`;N`DjoaJ`RHjz@zz5{6uqRohbktHCXv;A!_6kH-`S9+&zeX6Bif27
z-Mz|!S1<s1kDDuRW9!gVH}LF(b1@|J$7(33k<r}9Bt)lZ<oB!a@|J}2*ZNUKY`zno
zp|Rp4iz`#@T>fw~MHQ_-gvMKzt#w=5Tr?LFC$M8(7N6t0*oaG{6E95nqKa~gYfy`4
zjrh1nABis7FxZv6&zrVu3`w7AD6IMvO$)NfA35|D>7E|(-Svi<1*}WNLm4KDDQ-T8
zeWUoy>JcxU0o~B_t@KMv<@un&J@6=^vXZmVq|P(q6zQPpMJ<yC<w~(1=ia<JQ<I-s
zD6J!~NP(-i@RUy`l_3l;uilC(mgKWwf)6IS4-*n@&=bZeqO5}m4r*xn(M1DCTcHis
zgjSJ3MHNe7F}rXm0OPF`P$5A%t9IIr-K%B`nNuE&MHEoA1F-P+zp39ykV|p66O5Ym
zdwVGDtrQ=bv66jgqOqv0v7}C8SJWCyg9-w%sm48Og5*&}X37>pxjCq8^yHb$l3?>i
z6oy&7u!<<bPz7bL3`G=FjCmO5oTs%EPz154&1=Q65FNQcN+_xV%yOaNr{z`zak%~=
z_|Zis1W#rdfC``Yma5IAM!=A$53fonqTp3FPXqjuGW`iO;eBy$!F|K&MHC<`N2`)>
z(f(C-JEfDc6j4kG!3UaBJJCfZ0os!^Q9uT1gwaI+FG@mlMHM3xG<BkiU?VRXp>d9A
zqJR=YsT(m|;AXj9I#iY^ZzN2#tYrERN+_g+&L>qy@lS|^G7%lExGl4}uO;y%(p_t}
zEgX9h8)A>86jj8QWcQ^5EGVL=M@gcK+e;I1YdXec>+4UG`$dm4r`INmDy)L+g)DC6
za9-eJJ+oaD4$6Qr&lFKt1VouCxim~m+c5tCXi-H}wi4W^sa(H^M%_yv><TEXnPx~d
tz38Hl1tk<v0Ywy00ZT;`0F+Th02H)QKm{cfPytG4qJR$6QAGfM|Jj62GqC^w

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-22-Inference At-Scale is Extreme Computing.jpg b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-22-Inference At-Scale is Extreme Computing.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..9350383f4ef1a3fe39729414ab125039d80e1438
GIT binary patch
literal 40257
zcmeFZbzBwQ_clB<l7gUwfC$JzLP-UI10pSw(jbVmfOK=f06o$m-Q7qxsH7rYN_QjO
z_09oN^!C2L_b=Y(`RCEkFz3wdnX_Z<wXSvTwf5nc!(rg8gowBZfP@49NZ^0qun!Od
zFwxO5(9tk4Ffh)X!NkHL!o|VH#vvs<hfhR7Mny?McJbmRS{C|CmziiTUWD9WV7kuA
z!NEaA&&_v}jhBU;gAMT#q%&vE;9%pB;Np_7QD3BH`!D}Hd<PI<qEMswq99!ckO`1b
z2#^kI04lJaXh=u@fbaj1kWo<4&@nL2U}1v=3eEz^NGK@Cs3>S?sHk9RXYf9NN`OX4
z%_@j~PF5S^vN;i(n_ny@&F!4`#Byy*wCoQpo}R%ve}ROQjP43OgyAX&C)bUe+&n^e
zghfQf#3kev?kg%OtElQc($&*9Ff_8XvbM3cvv+v*{Dr&6%U5v!fWS9F!6Bhxaq$U>
zNy#axX}Nj%1%*Y$C8Zy#YijH28$Nz&@96C6?)mbycVu*Id}4BHdS-TcWp!<RV{>bJ
z2hlDh0Ohz@;NRnh{njo5uwBTgs3@oyh;|_%+kyuQ0V*0bD>|W|EQYrExyx*Bm_)bz
zVsqY~p<$O>B7SJmhIO8nV}x!Q(X^wM{kw)e{cpAGN5g)$s~5mQK>`O4g#ds88~bKz
z9p&5!(rL3rRQfs3%tBe}oXbKWBZBn)7!u>q5t}{ULm<}U5TMP1ZVgb8!^VB*sx}r6
zf%vg(UkJ+FA+V)Ug%6$9J_J58`W)O4-D4T@h+eyX2#mj}KLp6ZLNWN+hrsVIS}Jp)
zgtb;50{%)=d#05FajyJThro-zrPTv>sy+YWLtxAb_F-Ym{tyttKM+@kEthU1!-1Vc
z;NXIOb;}M3Y(--15b$a{1hDf)ruK25+jQoKK;7IpnZ%z<75!2Q>;F>S&3>!<|EtyC
zkMsY*z6zmwa0q;uKP_&*%f6GF@TDUe{rann{_@Z^y8p2t|5oUCLDq7Hfr5K_@TY&1
ze(M!9BBb?0;J5h{e{kV+xAZg+$^CH>w)}Y#I{h-6|9g}0f3fZ|7(Iu;ueI>`Ri8Y#
zBrEX8vH7JXe>XP2cKiSNvH5fRqEG3|f89Rde@|lmT&vSs{70>R>A*kCh<{fr*CVxk
zT5b_)`?U1Wjbo_-JG;LM_a6!|xczZToVEzyl=$92{!<p_FJjgH=XvwH@k;vl68gW>
zSAU-Kzcnx)X?^oQDu#d43*RT#|DRPqJ?uRVBnU&l)d%7U4~;{h2)0i};pFz<!JY|-
z1cb5<fxfB(AMZ+m1SDZ1neT@@5C?~V2Lm80OoTYzLE_-R_d|e4Rv7qxT*rdMx&Gx~
z6-bOhttHBrLH_>u$!q?6mVm^d5QQYhxe~%vAxNwu3<jsaLym7qoc#RXo>e7O|E`ed
zNyB82B*ldRW}?8Ok@^){F@ng-t7=8edT7`75NKNlrTWkHJ?@hK(mlC0u*(AT1OL@S
z$A#ruk;2#!m8D~*16T}C`dL*1f@BEx5Nccy9FRD<3IRJDF=VwwdO@y)o^qp}tw(*I
zABY$PNpS%*60jT35y`cKJ;6*JgA8XdKw<#j1H}1*55RGMG!-!!>V~#yc^3D}4uR<{
zP)&fUWXx>OpThQF;1F1I0?p*f@c+-w`GGRXZ6bzXdvJ;5fJD$~0ILc|j3HvYn2)Oz
zf@mi~@)#HlY5_W;;)EFFU^v(b2Jsv+NaB)+el1Q&K!!u&Le5BvK$^hsvI5vAvMi2h
zJCUpa8Y%dSBMJHbM;*}<L|_HPC65ab$%X+!h%4=6kQn43uv>7BrI+qhD+NGgeZU0*
zZ|WY{!q6cgTL0jZ5@=9=l_bQ}`5zuZ{@}Dqlnnp}E^Fxa(qJ@fxNPCJa^#{cyiUj$
zBbk^3hRvD$tjYK_r%CK{$B*>hq4h+{c=$xbqZMZFqwpme$zPZ4N~$c9EWD!QR;bTT
z)YaI++Ewi`%?gu(-gB+2A@G;=hPuB-nj(oO?(5y->@qcD$@JW4<0}Is&$(k1rv{98
z4MjqGIVHuI<Fw-Rnn`wLwQe$zF_w9ZM8#f7<_jz;TxK$$RVnn(N-kbYnuXymGQCJw
z8LW27YoO_mM-pEgf-_-Y!&TQL7hkNX8s@1Brwek{Fa~>=VsvoNtrH0@y-z6gl*|w$
z-pg5(d>9J7JGCQ&5!vC|q#7+9HMl<?33c(e*L7ZnuQv{1eWAiE^dXXk83+PzLhz$)
zGXc9g?s(!kRoDxwD@!Vp>5aNfw&G4{?4$>aoFAyLXCE&zXL=3P`sXlOP*ba5EX$yi
z2{OS|XlzhYvF<U1n`<5d#%6p$Zys_mL#2!JSW)Ohuhh{~7SpU|NsN66Dy_>-F$ycE
z`cim)i%{e_Vg2sci#js`lxokUz0X|n(|JWYP>dB%+Y@`^=^jt--gV)O3pxJh7_fw(
zty+o$MbE4T=#|<FOxV<(U5Fs6zxjU0)71dw<CVgoUPZWFFZYGC;`hXqj9&|&7+;ND
zXgb%WL>F+8iG|_)x*={K$HK;V%|;l_@G}d#UN>zR*7t`mQpezl&u3kJamD`(A^mRF
zCjqFCjGyL*Ff!vo@}+?{U7b;a+aUnD00p~>%eAE-k7NTm4YjWtU)4o+Wms8q9Rpgy
z&h0e}4&JS7H0J1Y*fzSyu&K%tuS*qbt<MCp!<lmnTa$kARQj#)8Jsu<yn$Q--((6S
z6V2PD1@4ifd=?b<+V!?aU)+Ao_v%u|TT0oSJWqx8UUk8u7I(2toUC;kn%)X|`K6W@
zd+d*UY&TZ=6IRh)$-ac}7sQShv?Y^CWe$W(a=ue2a9Vop7qL1c?7IBqd0SrChGRCa
zovM@}huGQ>%M`MbH3pLC<H-!8LA*A-_GIYS>t8vb92RwBQz$)ih=*`J_}9Yu<_6IH
zMnbG_a`?pwRnAheyYL|Gblvj87wF1=J*Q^E${f`!NY+s0$X^oo&aQCKTv{wl6f;ed
z^&McH?dVfYMwcs;d<f_%hwJ%l`Zo-VNvBYCm-pT7$YidhqYGpEXht-p-7HuyAs~!j
zEltp(yAhpN7fMQyH{xYc#O2?s&U=9%-%`XT_w6{@;+|BtoqK(KZe~QsH$`L;fQiJx
zWKk_BBkYEU{_>U7q}LUS_BmI@%9C%_-IBrZeY_aP8}|g@-Bl_VjGwVIE>wN`MToSd
zfN7bCq@|-fo~$+@ioCQNmTQ6<B*%97@z^uZNmt%$jl5HtH{V}Q(G$7PcLo(jbF1+D
z4YI*dm&Y+m#YJ@Q1fLD2(#`YJ<#%UfTQ$UZ*KXAHnMc^h;GaF4qZO;1GYyP)H;0Z$
z3El57%^tpgwhyJs{{2{ch2ms8&Da2i|JU2t^8TrHM(at*mkN5Y)T+b9NiJV@K45R4
zFhFSt|BzLAf$VGPOH-3L9E$p|Iurf{omH}SYfo!S0+iM4hwWLkRZ9g0UHzB=;?5;w
zUtN>=SXJlJ8m&ju7x0v0jTMUe`8CC9Dz5XA;quQ;sKgY8$yD4m5Tkk{#6<YcoJpFL
z4<(hVx#BbDw`U^*oE*%2`h?PjTIYDreH`2Fp;$IMxLrsO=&=YSU_{8twF#UNCdxlD
zr-4UC?HId&>ipQe{{S<RAkTpXA`H+#fQPz_0n!nS0ZjtcUm#HSUv&Gi9Rdw^KHv^V
zz>7rC{2aXr@iv6{ghRj=x}BJiKc2D0LBt@J`aU7fm5=>Hu#C_!_JqGdSNR~yb&QnE
zzOpUY2!Gqt!AqX1(d>jy6}L9BNpZ|QBOLU+79zfJuQve>YYtu^xywT2#c$gwp20M4
z-H*mKQVjEXF;C;JhQwS%SZ}*W3p=}+P0~VP&@Xyhw6zr@Z@}(pow0^>xJ(gC&b*@M
z!pC~k$<PsI%?=rGl+rX*5<78U5ia_QX7kO}rSuC9`>iEm6jZ%jo2uyS))4u+7p~zJ
zJb}7{ull)lPddpkin!zMCghQ1Kq>Fur;<7NijjINM!IqLAgTMx;sX=o7XOF2!Y0_(
zG@Z6t9tVV(S0xSBk<xobF@2Z`1Rf1|hh}3Ex%*O>K6BQ#9dk=DvX!JLev>pfM*eb|
zF*ASbjSlpsDtE@hXrUg%M#~suAFq;sn*e2gY0C?i#|6w+res)Ec?S*b>Y0b&<4Mbd
z1q6<aCK94=9}Lu&5V86c-CWC(@HRl{ep~=Wx98dn+KKEArPU&39)06#Im9SU$-8t=
za3wz3i2u=fcCS>(MPI02HVrr)^5V<%&pDViMmnDRzH5DK{N7*EVO4RF7ZwxOD@4&X
z&=Y*qHt5b2s2V(O#$R#ev%r5D##}oXi?e8JX2Sl>-Ol}@!#<<$a?#8A^~MyMw>NN6
z&lEW|i(AgY$8!y0@I?xj>wNIS<5U~Xc&l`v6*OMS6oSND6=VBsQiPNBcW(q#wBVR}
z-^Mpu<!uWC=6NYbBX0@jR~2<KPek2{LGS#=+Q1pddw+P&G2JkemuHzo&1HCq%h8&*
zCtA<5qnOgod6|q^UbHf&@~t76;%6L8az6I8IJ1{QN~$Jt>INSq`?TV?Uq1<{6WdE~
z$rCYD$7`ReZ~r*@WxdhS1fFvCLsMjR6{n@*)-xS*V<rb1e=YxEAAa$Rg(4OL6zMI~
zO}E?z8<)?0UZ$u_D<l!4W@QrI=3Wd-HyPVr$h5v$o3<UCYY!i(>WZFI*EF=07<Ra^
z$4umSbI^qBj5VagsGkdy@}S^DQnKawBu>nJx_1Ge(L?~KM4~X@AiBq#?q-^~?`LFo
z-{$qRzL`20R#O{4?X0R{v05=rg||MNi3?ZG+D6tDIIs{tdM~ZF&q#zs`rBu5g62+)
zoo<V*Py1Hnk@SropNf4O7Jb44{Lw5GWS{WesHWt<Ko(itP3zv<+ua|>=AAs4TQ0nO
zL7^*i^6jfQ?=Mw54Lvxs_*4=j(;s8-MycSMm!7smh*Tq8ahoV5b$Y^@JIXCHXB=KM
zji0-tIZ@Q$9jd<LBQa?yVt|qyT<<WSUNH4KbZ^DR+H5IhY&j|Kd>(&BKulSv4fj_+
zpF~U0!^pJLsS9JGq!PPk&6w^OQ#(G!O*{T#EV;lu>c%pMCT&+u_jIEf;r#6Zwf-Jf
z5Xgdl6&>?;MJ5X(TRH@AC6WW7{1J+k`Hm?;Y<S-PJHSjlLdJ%OJE{Qa03C6xUeTw$
z7|!+0UjaSADJ=z3x4-B#1n&LSpG)BQqtlWPqHF|aKcx;4D)BBT#Ht`v2jV>2z@Gv2
z=3iYvx=VP51__g{SgH~XuHSFFo^mh|a9``l!PEn_t3g7XFSalpGw5n2#GoDNThNs`
z`V!NA1nk`qa6j~CMS_m{Mgpt{!W%g9GC-@~3|r1S5XUPy1WXTs9e$o|^vcSuufKT3
z&yG8WG=T%*7k~qDVp)!zM#Ny89CBa@P^$+Xxx%0~!g}nlkp8U2k(FRT)W3-c$d?2C
zGOW9@k^*NyANNNg)Wn}|H2?wa130cfd~QU~y#u>K;HWE(eh48WBH#NA6bZ1|fvyaO
zkR;@G&>$izhkm*nCBP2&?un=#xlliDa>xptkpvwd(1!jG9pQXA&}~wMfK5aUBxob=
z9=TP=<`;C~QWC#FW)0cpdOiD@?>K}xgDz`4k*g{s@jlCY1wv^6NdPx7-6TmPrLnh}
zKPSv9Q%^HTj6corO2~WzBo&8==P7?&c-~-$d)vJ)hFoEQ1cOZ&;v`|yAts1$f{$GL
zP=sJ01{@T;rXOPjHc}XLEJ2Yub*O4xfgCdm3;>86;D8D7bS3su;hS^=6MK7Yb4S*Q
zJLkCzA3xA6psTMYE{>X1W4?XUq~`f;|5Q^9Ic2LPjBvT07{R5=NpTX%6k$R}zp_U9
ztI(I0a@il2yyeDJ-7l}$KY2(vs7*t|yDaRwnkMlrc%*Yu8>3HW^)sbS8x?6YYs5i;
zbj=_(8G1BD`vc~NYZDD+T!Ch$_C!b@kFd>YA^C|njs@q)(LeEue+=m<L1JJq2gTj_
zNZdgm{=2v%S62Nd?jULbnGkT`m_bdGkKhU5h|vT2qF*(@uip`>2ift#*0$>Nb<Qq3
znrh>0Bh!vxH8CX?g<*dOz?iXyOlZ2asrL2wb8Zo6O>%5<D^40D&KFI}*pfN%v+dc!
zuQXbp%p=I2!hyNqQPEcy4m8KiHsgtToTPe0cWUwj=5Woe6dZ4EFos6f?=hu=FkK_T
zu-*9~(a@H3CM|b(HJOg{IjZ*JFou;&llrDkx-pUmMIUUUm(VYV9|C7Eo{b*@DkC1!
zn^!n%WhMPE*l(GqY~jhS&e*oW%B~pR;Rix=O$$h*V@YeDtf9cUd8<Pfs&dLNFl_S*
z^SXqOB*Q+?#oUFOkEWZMv0`S?aOio9_Fo&f8GA?2cnDA)P<PO-kuTqcxtG?l<8;g8
zZ_pFhy3@qgiWRXZVM$%uVNEu)#g0#m9$9>KnUu`l7uInDJ#TU;sSM!Pdt=2qL&|xN
z&sf1DWF7m>j+oINKie{HC6`eV)zX!g)wm8^oR3y>4Y2OsCQ4`pDY1GyUObiRT-=u5
zC@LVybPj*V5R*H#zJ@FC;i^!FDWA9xQ8rzxqUgE&RzZq%a24-)`iCN+3zg^ZY!(F&
z>5nW-?W1NW9|G^*#fO(tT??(YoDpFxr6gXe{U+rBAC>=VDsRFj?H(4NHHSUGzYd!T
z9OJO8QBNiiwz^S?wM^{ov~YFUZBN!~Y%N1PQ?JM*Pl#5(tu=c!O^WZuLo$Z<mhBNl
zJMzf9vhWZQDP93-9Wksg@x;ar{DJngHZfSm@x+flI5Q+&h9Kj}!UO9J6LA4iVW`O!
z2vUCjL(r7LC3=?Dy^`WH1dW|m6Xdx1KZJ)vCA4%OdX83<!Z7X3s&}NiMsf&4;+RWq
z2AXeX6Z*RQg#bw0fK5VVU6<DaV{Nd*y@(*0YEt2dd&&X+qGpLk{d=OFERUz2f9<0w
z<NA2vQXRew1}xKDp(KeWNBU)N*nkkDAa?yle({%6IDFC-!q;kW?-|DVjXdABrF8Iq
za`PRP#CS^FunpBxP5~?@<c`g#sc0{k)3E-{i~-wP+ul7{;U_sFek*s3y%uJT(Z5@c
zQ>q8l#$w>iO#(IHi3(zHJ#r+zTf8HM`Qx+Lu`hu#xA?2^CPvV4Eg&5?bwbCH{i@1O
z&3l9{U=;x=!E;0p5#-<xmJl=%2n~qR;X-E2dY$LC8k+B<NFZfFv)!0FS#t_eFD<i?
zD)akXb^Qv>EiLG18r6DjdPom<&$X&KP=W9O%_llE9<&_jh6c3=JBQ%l65=^P+XhmV
zpd|wGf7mEtfSA_uBf)129)ba7xHlZ=&0jXH(s4siw<3aJb8Byt^}ZgxmocWhUhrnt
z>aw!C^eE%&#3sq-4+K*=Y@thjcJeYP3xgCZ7uOy2-o+Rk5O?A|=2T(+vL@~!F^ZH*
z1XmCG>Jwhlf6euqvRPrV`-GzjZ|BG1xj+(s!laS~D&^uFUy@`$*6DtwxEac;7YNdt
z-xXyti&&nsQ&d2G&Kb%7g2R3re?qeibtCvHx2ECB%=wONBq=^|UJ)toj<m3hjRc!)
z?XsoPn{*0FQ2P-@b>HNbB#a0SjP^JK#_ZBo-PcftjL-~9_D^9f=;wrGNtRU?AB!4g
zEjh}gaAa~kQ=&W<6<FAPZg7CEAYV^heHcQ7RcmalvdE%SROFTLrn&1rg>lEciB*e7
zsZyVrgu2nnwT4KWXu*9cB`=Ocz@yhTWY?54HP~&x#Y|fhmNI)mHF0b}qd`-Id#dPd
z>Q)7I?yI7dt*QH69O>cYNqBi5%d4!Z1}M8e>qoSQNhHQzD3<$<Ul3sC`uQJj>ya5b
zP4^>A_6g;G+E#*}15TjO_p$wsqJEkc3}O&o{)2!@upgNhP((lx2c_oNhMhhG?K0pE
zH(^K&-q;9i&r9+UP**MSvh_0EJSeML%?ciQRS#D>C@!#6o#Gi-+_!~I36OSz^+6b|
zW1s<IW&{(AxB!5pcFYm3lK3w6r;I-Y$-)4~5R!nJ${-)smfuPH@+k@YV{$yfpj-dK
z+95#Dbe?T$H7i?s*_;GtDAS(9(r+-k+D?gtBLkyYWy^o?3Ci`%J3+lOc2_MmDNNGD
zNm02o=kN(72}musTQQQQ69jpd;@)PLv-tR@K(Bh-Tb6l@VKif6ZNNfg0YPa7Z_N0o
ztM7OFFx{Dua&#0#oogj)tZ1bUz1MZI72~C(fx<9+Zeg;6mo6@`Hl40J-Xau#f5^<J
zqjQf%$y{NdF|eYY_IX6=XyRN<M^4iNNpojwx~9fpzh-ex@%UO3DI*b!tAV~c1u~%#
zilK^wO!sZn$sW?g1s>7r--&cX2m&tsfZhm2<a!E6Xc5Wjfy)Q&r)Kjn2=s`1VFp*q
ze;@aq-7$S|nZWX7nE?05qxt38zkTNku9g*`z<AD?-)bFev&1n}ri+<?SEbreS+c9K
zwn=WYoy)$^Y#wm8;1KY6lj5W541#8kd{@X{+>pOY8A9StR+(6ZFP$Kqi)4x7<}z~6
z1TKt44`vFRd$0Rv!b53e^wut9JU{y-vy8$<S!}zR(aYP+A&;Vt0cmze|JD0m(z&#}
zu8~O5%jIm?b+<7eD^9qV(b78Ax$?d7XMDkjt7F7NWXV8{raj{V!F65G&`3(f{p1q@
z60ozC7auX*XACUsh`MZ1@U26&)*`~yIJB$$ra$`CINuiXpnmTz5oIwx#-h$OQMd33
z&SrI0;)j??A)Z%m<4e5ke%?C9DR-xqmEec%K(I^gM>_aqA|Lw@->3g?GaF$USS61z
z@x8TQboO`1_y-S3{bb$nk9O{qTl8}n(TG5*jrAS~hrlJq4`U+5OI`DulvIULj+_{u
z{gw7d=!-Gnz_1P3-HTS)ik(iR@kYVs;kUcluHI>XPv}&pR!lp^dDjj@#9yAw=!SOE
zn^D&gHy~T1bN&MF<j||Y4z7rvMEYt+{j%bs3l`tJWYT@P#`hO94VCRA1#@#sOQD8Q
zgJPOoDsdXqf)l~*uDm`b<kE=_K6{J<goHRfH&&RM&!doFXwh6MA|_eF3pKX+V9)Z%
zn-RthAH(a*@fN)+gAp<cpDTCPNmib7zlAMs;*Ru0fFQtUBum5>;cWe@19a$JC4MZ^
z#kpSKi0LqhIrAn*jwxzgjUzS%Mes^JC|d8=Gh!wa#hs@~tIQl4pOTg0-gw}T4ipjB
zh;rTPYRJM|6rgNO*z%&o${1VC3gUiPBKQ=~_`~CMQfjUHUN#OlUcuie!9KU6yzR_4
z_;%K}yayv=%Q+qtwKgVeu`FMw4+&*C-jnR_xZ~bizR!M4#&sz*!+w~iz@fWjq~BCm
zV%VC3JJtfL?MY4}k5;F3EU$74v3M|gi2G?d`)=zIA_dAA=pr*DAbfR%O86(2<yhTI
zAmR;vQxSi0Q_%m>`8b)j$7c|HU{x5V4}Mi?F+?q+j;4G#mUY#O2&p{kT6cVCl4QoM
ztEsm{g=g*+EqfQ4;4F*U-TqwLcl8YF`lXF57>AxKPdN0VvAMX(#UgYAYAvT+)?&Px
zuI#f;0+n4|4-2Jp)fTRP!jshR?4d^5UrPDN@oo;o$NEt_f9=H=SLi1rtQkF#RECz`
z%)!1c=xl8BH&+|V_fV<U#Q9z*pwK%66j{UPg2Nlh<!!YU41V>Zerw3F`+T~mk11|u
zx?@enU;wU-ihz1M89hmE()S#rpFC~CeF4MwDJb_C8Wxp?%dQHdzYV&3|9LpYG->~g
z>R!<2m?Gk7GU=Bz#R8=6#x*)6^$y)RT?s``gvbOOBVG}Ast->VSDl@{l+KnZ8fTYs
z{k~rn&zx}0g(aO!<1!d8W)-DSJux{w*tB|5?D8a(C9iAZ+E?_VSwIBZB82JqQUhyF
zt9BO9f*g}JCpsQnMg?R+_8kQz8Ge}Q-#;VF_FrY-gqit|dgnV0^RwgVK|G46z{$Ed
zVc#K;MJ3_6o(z7-r1BDRXgvu5$p00AgIe^*Yd~rQ-QX9aqLEA#@<;T7?2k~W>g}>(
z7^cY{Dbq37*eqAAit8O>!(?h?&^s?Ik|SrrXV!eqOBxC2(JG<llKI}Pu0Sc7r&r8b
zCeBm4g%;uy%sI(_sbi|cEQ+BAg<El6SQfrxprLUwouT1UkACv(c}<qwgT~I#hvg`n
za#53s)10YOHIx3?M!izqUNE}Eb`xt}%FlelvT3xZ3^~AH5EpW+r2fdmooevu#tZ+w
zY5x%cfH3VM1_*d~suvMUFCYXv?nbZ+kAE65M2I_J%msonL!zac6K(Buo)v@k;Mc`3
z9+f(C#GZ+V{YF#89eIZkAo0k_L3{!2dNfHR&QlTldR3#;hX5&kdj)wlKWSd;W6_sR
zBFLAWTGfi=93MHfn^sFqX^bqM*>dLSGfr%KZ-18c#xqBhHD0WhXcCQj+fn0c9K(xZ
z2dY;gC@3?k4n8$}s#D62W%j%&T!CV@OxF3=8^mcOX~d?O>S^1>z4F=MkY9WEbWejC
z{>UVt8(M;GWs&0NCcB{|a`lr1CNJDO$d&Khz0&;Ux)6>`!5}_Gx<f!D;t-(9$vP*~
z@y)7nhM6VaV8V0wDTA*xUHM0jdvbTU6)C(NF7svANKt(Zc%-_X>*UqZj8Y)_Vej>p
z4@X>LX<=CNq@?{A_}GH3b^|A|3OK{^-`zb59XXkR|8ORW`-K!cb`Srp?<oOBn;g4;
z;J8RYI6%$DE{u{1ki?^xEnNF>K-J01f6agPK)ms#Q=%tMg9FmSz5FdR>&jt`VrVJz
z8MkWPs#3!*_|W%pWyD*K={$EoZH(7FA%ZeFy4{0$s1~nuQTB@J-M3QV_MxG%W<;u!
z)wo-U(W%`--L5KW$&p^7&aZ&)P#lfNNnfJeJ=+xnQCq<JD*MdS+3*YARrqYdH8c%F
zGDi)~fj*Hwcmnr!1m0*-)d=!i=gZueZ&>t;pVbZHOX92F5}W1E&%g*Dg)h=>>BETp
zJSvKmB?6cd&R(v6kSR=6ot{eEvf&lOB>lBceDxh^L)<%aFj``us`_;fp}kV~N=x7>
zHSmnYbi9-Q%2GkltC2>v5L3n3k;zB?${+jcAA<oC8M1<LuC&kgpX?d&_~WlvFQ-f&
zJ0u{{P8j5gKoN3eU}OrY+nW%O2@;2h$5HKC`sTA=l2NTaxvi<^;-pVP8Hn^o1V7Qn
zq3Wr;bbCVO)3v6F&p9N6gwF$J!oaS0v+<5otZ6o_y!G)e+<CX-?L{==8MZwRS9OSw
zZ16{<qD2q<HwV*;>SizVwd0KRy7X29Q>-5*-osCsH<&=V9Fd~&G=(+_9gV9DAG0ZT
zCMaOGXN4*FZG;dC9$$EWXVD{$tR`n{!H&IaTBTDjfg2<PXsNS&XDACk+4<BIMbT8S
zt8;x(7=?HU6Qh@84Hy?SnOjVeZlB|YWW>u8ZR$!$8oUmZfTUkKJ#T*h4Ek(8`EP_G
zCw};8#SuH@n@Iv|Be||JS+?+X(S$)YH7B9A=2(N&^A$$XRWHq_@MRY@Et#aTb9vtA
z-n{AnFH4y1;o*uWUPyRBE3`#0ZJfJI8EQQ0d}%9KOdt<(2;42wtl#az9<Z5K+kDeD
z6_QxXFg)s?;rfSpaoT?bKmWZ~^B4S#QSp~cKj96b+fnS&5$_7dC_!$5^goaDg<7w8
zL)P9}z))_+^hQ7(#$(0lEg#$x>$e^JEu=W_ZKtM8lV>#T!;r@1iz&UM&nEhxk)vQJ
zijt`l2mC%>vQC>BD~YWtEhV$#2cr{iSz%rm-06(MELWq#ncb8&XD+S#<kTR*!sl*m
zzh*)s^U5?ifA@|p0n<<~n-~i3^Zn0wd~YGeBsQAN?z^=%!NKR_dV4Xy640Q18Mhh>
zkPfInr>q_#@>1*VBi*wlkC?=phox6iIeKz^MsF76=R9p@G^u6{ST*mQEV9b)*c0n$
zw4m#J=q`k{pYx2veiroZDggV9vQb7a7jnDABIRBN()U6UQ!(}J`I%0(=Gu?b(ZkJ%
zds94H{Mj&e`3pLeLX!+FR3%LkRm6=hKHQ$z-uza_Iz(*he6`N8FLkm#gWiz-@<@Uf
zj``Rko<l1J^^KZauk@t1f^Rc#ybVLQxbu9SdqL(}4fe~}M;dIM_K)@heYUmmFFN!{
z??;bpb7C`}XJ%`QFDumZ9>*!xvZL)m8a)JZM6*7cXcL)No5o$1ah{}*x_~0=LTyAa
zAZ~t<fUzMbwOJaBg(Hj4w##+4_{0bz#XdpuP_7z$CWrMb3%C+OW{^P(hvl8{Y~KK!
z`k<Z!L-f*jgloOB5{XK^QcDV{T<9L3Q!r!~py=C@7F)&&-D6J44)4k^4LA1Lly(>|
zz-8H#DB;@dZddzs>t>xxRDmq5T|cj>Y>)4!C&Jdfw%(J*x;Z@y@m)-%E^98!7<n=n
zmxQ^>O3JB|jeQGxUStQ!dlq=kqrRT!GxjcjTl%)xfF;JCR4J`=xD`zmu}DB93rZdz
zL4sCFVn_slE}qm~@2+{1S2VeiF-;_ZK~KjO4Um=MU+BX&zIC?mdQQNqgR}7iVgJ?Y
z-qHt!(X0kY{r)s8{W}rnn&C;ts-*t&)pQj}yLGgod6O5N4*{d7F{L&ZX1$!!&V{Fq
zB;L|PrhKq+hYpli`O6BK$xZsHhQT)`C(U>WKUZVCeW31m-($I{0bP0Rky<TQUQ4rt
zca2S^vyf{01I?v5VMmMrJq?v-PhxOzx>^>paTm(<i;KXie6=I32qR2e=ao-gk8y?+
z%#x(o{XWBnO`sbIbbv4YLJd!6=|O@So!4cg+m{)dyC}F9HN!1a?KBxe<29Hk_IuA`
zV$IV>;A_jgPu((U3G+(q)7YE!T*i&kT$GlB6#Gy!eq$&e<D9qI<T)RkBABF7txM<G
zu)zQ29qZUuku~w;Af)u^re=wMJEx=-zq+I2i!o@T*k=$FxZ*7Tj(C6nE)G{ktVDqx
zl;qDiTU6qT5i<hG7$alq?S<%xF!r{fw+2LEl`rT`?lsoAki%Q+GiG4r?cWZxl%kn^
zbkxm>zuK|a`1aX{T}eX?(->+Hf+6wM>TV@hTiV&m8;D;sp>IO12!+)pa^>raTZ^C(
zQJzx847b|bZI2dLe^Yixz~E2UPKfH3lUP~ADl>ux{1G+^^3*>OG`J3nKqC*q_1y0(
zrF4K;o>)#u^;^#s1xox8=?n7DF|YVuj!1LAi7_K1D?qrtg26)TJe6+B4fSHOWfzWS
zF+6)iBSXZc0G9~qMz8LdvrW_j78lIlaa0+F)3b}&T5tPsf(aan$;P&&_p7D#Sw5;@
znbOdr%*-gz`XyL=s}1!Q=WAjEBS}Gu@cRVq_Nj~iW+VnZIv-sGZ-5Jl;K<Px6^FH3
zhYc#hg}HG&P?hv`$0Vgx2Ojgv8?eMr7a6c#g?T+$lfih9X?I1<*ldBBQai;k;gL8M
z)3g0p^#B%JqiIdrPA90<mAvrrgPY-j=HD1Iq9xk)%pY%-UTNf0$L&yI{m|g77(!_;
zKA54=E3NxvW0RFbF1DHxhd@RKVC-0fp&2UK^y=1R#Wxq)2A%hHx0zRPPzpg&3v!|9
z@>hFsb!^fN=lX<TFL_D~{#|L5E$8z5^Y3y|ue}o2i7N9j`q;@!pq*?;Rx$49zf9O&
zY>K?wc_Y`Zx4o`k(wgXngjdjrs*L$NE$$TNwM7!+FzXNDNy@pG{m)e1o|=IJU!T3-
zVQ%&#GRDdr4|;w5NxjS15C!Y~M_aZ!rW50xiDx0?FFnuW9uWI*ZhB@sJos#uA9tH8
zRSfBtQd>?#lKO+K=5fZRjixLCnM(lcLLEfFiYp4W!=$o}crBZw1v_6@9@Ew8@y@QC
z+8%eFyO`?a`lKBC)~5xWnnzmR=IR68v16EzuXs<YO)rS=&ltP|qMgjeg87+?y-90=
z+eK;c89sQj)}h}_!qC<qZo1s?5oc6|&X9-|NP7YOfN!qS>+?KcvVsCFHVXS?yCLyc
zfX#&0{oqZ28HU%j?AQ+8zAk?*yf{r%*upvG(!sne;go*0K_j_Fj$1K$7@oE$-tN8^
zXA)wf41Q<J|K6efWqQ*w0}yDW1HA_)39m}r4fk~=<cSMh0XNjWyQc1QR@4;cB`oEL
zpZx}+eMzPDt1Nv1Mm$zKx@(2O5JlxLPw`<6$?!EV2}rr+NMaXrAg*eYIj>H7%A%&l
zC&4=IIF?cWJaS>8`<TDOsDJbQcPi#gc6KEf3=C|Bo&+|7!ScWQg+CqS@7F`(5fnTe
zoGs^w@_!Oygn|e8&bXreoxZS4Dk0fTj=wypP}n1{qE5T9l5Y|FDK~;Z7K}q#Q!^2j
zTAqmeG8?6lmHYaosR!}{y)2sh?OAKDx0x0%vwrf3op!F37d7Z-Bh0`PM6bY*Dlb}|
z4CHVY4&u{8YfAih2n5Bz&cxvJrDl#3^ouM+roD@>o|ClK=kw|>>|qU=^n#a0)x~P!
zUguNT+7w+4d|v8X+^csL)z{Ms)tY}YHoX3Ap71zbGflA~oeztv)>MDz0eLG^!cw43
zFt(|gneS(}{xg^ut_9jo+;ORaY6c(d7seI*gugXaY!cpsAd|yha-DzSD{N0I@^JXm
zJKqEgD1YbLmd``x)`HCHdumhFxaC&0#**4`EomA<&OvBlC=(^C7Fk@6Ky=mXzI5P`
zBGGfsuobwZ5vA_>P2HkTaEvm^wdAv=-7KRIp1N|lVP(fv4#C$>;o{BG70UTw*p^9B
zpBgslW<6QFwtHJX4A)qBy7zpvqfzUZ_g8N+;C2QB+ZlqN7E<J^$;cm$n(%+(WF6@;
zV@qfG7TS^s=+-V{wNZPMhf4;DExnHqz)`+9ysH##d|{|pHM487g-MFqxiU2SUP&A8
zHI^67R)s-rAw^zuPb@NcwDc?N883#N#X0uRe-Bhaz>9x(Jhrpch!*IID|_i5TJ!2_
zaE0ks-)&dSf_;c-M>fA6_94JDRGbA-G8;CrK_i?diycTFbc(lK;=GgZ)KEMZfAd*4
zymy(!4eGIO&rF9}cW*j6FIz{sIPKo}W3Ue2lT^M(4}qk}f20`se~%18<jXw%C0|Cc
z_9Rv-avI6tw^i7Gntz}Z7(WBfi7i<70ea}*U+RK_pu~u2&xxDxNMQ&1Ve0DgK9g+|
zpg2hLv+JpjS1uCZH0JEHC0qA{RltYEYK`qI)q(}P#>#vqeZGB)43(BubzyJQ&MkW_
z_m(_=Ze;RKbzDG~q1)%}c2mVws;k$N%^P-Pr^HuXmMhIFRw-QyD2R~g!|9>7EPEz7
z(#_dca!VsjMqZ9}%*cXf*gpHkb|3bp{frcow5H{vRGcrCOJLy7x&E(6@IR5|HwiH>
z4SNUn$`}yLoF}Xui^k@Pd?LD0;6HhRPu)Q&QVRP$W9`*9R<~57brkb6?>W=Rxo-@-
zwClUsB0Hnu;c3<9tbf;|mPgggA7F{sOc^Wyy*Un-m6CUDf^)(MKIEU3bT9ngTFDWm
zhk6pmhX1<;?CBXIhl1(X(I@HGClKLpanYZ!64KHkkg<o$ULlUZ)AFuUGyffkFaErO
zV9SqR@>-+aw4Bjlj17e@ylCm>!d4Hi{MUg-9ed(V97W|2HosX25=-WIesR#CE+f-j
zS+{j!T${lgg&uN+xy#I9Zp5Q#5%?p4)>)8NWI1qY6%CQ%^DE!{pJ%||ly^h3uEbnM
zHVj@&9@1W$Yn%9#*{WY*p%ByVUz#Ipqc;W5$7tnzb&1qie|y;Fb8@1#QoJF%=$JG%
zzmJ9JMr7ExBFiq<1x;sOLbc|lPl=Ci-*=lg6kgNuFHC{MZ?!3i{or8#V0sV>T3~vP
zst_2s1e#Wadikq^{Ri&&DAw)2DyaCc_w|Pj1GlQWUC=}CBEunnivci<hf6x{cPy53
zT2z~SAZ1?NW5buuG~YbSS5V{Iz*Wksh|#G~YCRt25{uR^<?*T-Yi7@0pIoEQSn-{6
zw2UWrz5X`{X}v5Qmk#;2Rr(|O1b_R#cXk8mR!51><aSPonMpW4x&G`e_&l#}Qgz0R
z?^g0%^?C^M42FW4>ae8-%x&*>nDyLD(HCc)HG2z2E7aw%SJ(1izpnHgm!dPX%dTFr
zb5!vkT2!lQ0rj!HlvWqLvzXEQzYQEX#V^(#P5(eWL>l5zz~xU`|G@*NW3>u9&O#LY
zOG8ncPKNrQtO@_Msx2~Iek#P@Be}Q;Qq6xs9SGTqA1w2tI-oy5tLz}3EP2cC#GmL0
zA4zw7zf-g!`f?%3a`zSf8_4|q;uxGO!yV>ogUs!)oIO$7$MKuO<qbX$y&5vE{$m8r
zKk5FzyT>5NjcQF4hy|=g@{KLmKUb3qb?eHwV1?sQx}y{+d9Ip9^zs{P+UtB?8f^uJ
zYbJ8oeKyqbkNx&X`jzCzyjZaN?06-UuI+HP?yqDoK`U-=YP<$D;fFQ}VY>gU2|-PX
zNESTG{QJd)`%~s0X`J`k_t;mxK*V%JM4p0+oPX@>(~}vrci=>l_BfhV|5#e?nfF#L
z9TC!i-7~U7z-_I`#J)K15D+d|uYYL#g0puE*{bZIZE0_6Q)wyEb;H*xi+^@t!Bn@%
zS9|PX27XEmX3D>^$DXbK(MX&!BFOLsUfj&vWEvQ<w=&Go+sd}o3d|M8ZA5Sq+%Yb}
zr8MwZK6fskf5r7Iy-A-%3<EL{DlMeKH`iun%3Q8J>}Sc;CYm}^?LUvczP4xFoGLtI
z{?Rx_R+#wCiy!9kZ<c8S!MI_nlbLdouq$|i*MB4;9yJGy;zWS1qu^lB0Df1K|2TK3
z)}!5$<VSbGzE1jQn+bLY>V{Il%%-`98vn<*TW>0GF9cgY&}g)L(l_y@h+PXO?CEik
z$=^x($#n+MXTSnOfk8oFfgpi#sK5R2MNq1Kbjwe)fi6b!G47OVId;~MksTOv{<9$B
z;WNSv34bTme+pEQBLhR|!Jr`!&K)g0{k|IY*Oob5{J2G??_gy%QT$k+BK6=gZ1p{i
zU4TGV-ah9LXhGX+qO>}`bhb_29!#$PaS6&UaB>NCuZcb)dbJkD1Hj?IP14(=f%fT#
z0I!_u<%HDo&O;!IL3}cKZ$$#U9p3Z+yj^JlYe9{{v=o-m69TcZoDU~-3NC}Hpn$kR
z6yN+{dyHxVtc9F?Blw>9y_8jty%nF87|iKZr^Ow8stM7^gAcGF4kTh?NMu!U^k$P7
zt#9gO&P%pu+FcoC<wN^nSm5nwL)f?E{Z&Loof8j%Qm`D=UoJJoFI?LPD_JQFX3t7(
zBvXBe-UP47!K|T+e!{Nq@bCpT2m1XL$nM>!SBHQT9B}sqiyH;Bf%ipwAFWC6j?17D
zDR?eWqq=S3$ls1=MNe{zmCl}JG(<_ecwXNH9-o?NT!mu9z>^duFDs(H_*}=Vlk$!9
zhu#;J0qM+59qN}&F7cIY2kwkj*j}LI>rm|$)7h2$_@ZXsP4%9AGehjfyHU73vHr9H
zcSAUmjqtcRa<;B%`rAG?3_!n);(!B2IDXSwKJcY4W@qm76X%-vu-{e3-qXW-U&FFq
z)p|0T_B^9a_8TmTg$9f$OJUbBYj7(C%`JyXNETpz`Kfp0nYB#4EqiB*!ALW@&ypK8
z%w=Xfx#%`wIcav!L^}%>pfU!FSa%ef$X!K0K|Pi;Ln<#D<~7m`Dt~t8mVDO+i0|yk
zuz$X0(v;ZWJ?_rReOuH?f!ItYctI(zAFY?px0o`NQwfy}C^1QVFeo~yrXtN|)&Ei~
zoodO)2+YXFDLn+LL<%^}DCbo1A_}?msOZFLoa}kK7PnNRu0U7Xzrgya#qewo2nKWx
z+>~IO)9qkL4reCS_VYp5P`n1l9y9bDD4WKx-8FD&<VEtR+4h3jA>i@?&;kpxXTn-9
zuO94^b+qoCOPMY8@9kIXR}oPN;P8z=Q3UrHGTZ`JGaDVjrx~ShZ^gS<pXDrR{kp)t
zGCCgBiS%p~A9;@KEE_M>ppa^%m%x`lzQCfE9BN&4bq$|jPr9sA$G=a~XTESAlcm25
ze@30OG$dfRdv6+<Idi{bTehI86m~UW;T)_*WN(JQ?Z)1kS+grCIK9BjTsJnQC!}}p
z4z0FT@%+4pc!H}4acgw~oIYOLZByVx;3Hp+L4R!aE&7v}*M9e2>Y!B>;xXPC=v2Im
z6)@m~xad@LFz2FB`8XPJOPWi1dwM7mpbt6(2FyMMH^ROZO^AlmBdXxTCA4R<-HJ3(
z1^$j`F#RU}glNbiFl5#o@ENvPG$nu}@}NAyS(uK&hEF*<HK`RzAP!ssmz4nZi!eIK
zgZ}P^62j%h|0X99!OHy5@;?;iafBWs#Pd%y4Vi>0=%fUkEXV(bhQR2OziKmtZU$3`
z)LRi|5k1?(YOQm<QB53Owr`SjZb7pV{kgB|_N_Mx-dYL|nDFmfLseJs&wM1(q<?D|
z{qT&48s~zXTAis=>^WDw(On;?PohPS2_GJufx{l=y++Q*nVB^oe>UT*%4G@^ywT#c
z#RD3RzVgEEoV%2F=pqH1dxsf~%)%H#6%+#mg^3iO|E~YZT&Rk?r!;ci@8gqyiVfT(
zp5^gyU#pOp4Y()9F=wZ}KUUyR#V0U7;BMSt!jhO<3ZF#pV|q*~zMkm_y<mKvCt}C*
z26P6L^h~B0_dN(oB^7RdL(p)+MBjqeLj_si;+9M6`;6=l+BuA&XAKp*3s<S%1T@`-
z+KlZv8%KhH^}986EJTAi_gr+|I#m>}rP*pSbS<LAL`}iIVj5J+zNcu(yw0aDvs4+H
zQcYL%l__)erkGy7e1!n%tqNS-Yt@+)St^x%R@#rYX@)QEe5-?Et*$M*myqB6=rXGp
zcy|jWh#0y@??Sz+5RAO#;dk4Y$mHD`MG8v3nMbL1pFz=$bi3uy^GYa<Bsbqv?K_+s
zIe5)iT~l;pZbSbo|2iOH9_?QuC0)OhxgW??xWbo<`9VVHQG>H(Z))S%gR@fOi=9-P
zSMNUo7QCGeiYY3psu$2l{3lFVni5i1MCOT$^r;-F5{2xSrX&j5lMPw22p420L}^Xl
zO=H&2g^eya>12InGDe%bT9<fV3{`7YwsEw{RE^>Bkj$HyK>u0CNmthJ%o`l%0)#K&
zw1pk}EGU_Ou;L(IB>4gKe{5uN-v21EEhwM@3>Nur$*B>kI!8Ha-~u^f>xEwkO0s|2
znIiuvHi!-pc#{8*aPu@s{nKYeBo@B+h2ZBRI@9qSlWuK=xopw56Ub%{C}xWkDQVpY
z&k#Q>zNL#M*g*BEEZmE$L)FqgrIxN^qNTScToE_<MJ-_0al7HkCxsmXxHQvFPqC3E
zc{``G#I4say=uJg>snqJa8sfdpe&G>t9BtNu%~yXeqb)VQeG$XJi@%$@C%FG<Ohbf
z_q185WbAoQkUax5%TnyF33v!q8ZeXG^(%kP-e8enMH!N|!xEZ2Gf14<=|4cYVy9eQ
z>n&Xf{g9+eovBj&b;~*)n|ZBLx!EaUcj(oEMh(x4gr|KAJh4SZU!UPen7i#SO3x{G
z_sB@w=vYyg-r#e2qci`ZL+<rwIO#)CT(VLe{T!Xaw<#svNv*+G>P!o?we4X{%Lz#r
zpp0&Bqu;G(8OyXc#i$TOj_SB-aQPZnmFI>{$!&*}G^=<3(Pl<oYhO%FGuHa1u#Gy>
zZ#Lsk^`_x{yiAvs95&A%7>Dr?IhA$^AZ>Cax3d&@dZV<Yb=Y0m|2DI#oKV`DPK!fc
zvH_29<V0a?@{HfdTe<9_Qy0~qvir5HX3pzc)@X8p-0mCgPJ*Wl1r=lTO3OA$pWeGg
ztla9xrTz)9e+7u>2LH-W_>-nY07Njk53wx^n81R_ggE*DLPl`W3z4CP*dpw2QaOGs
zkzs+kmq)waNC1#pW>UnSIVFhiN6S-pTaPzKIgUd^Bof9UqHhtx{3EvN*XI1LF!A9k
z)V|{6xi_c5^<rfo*)ru`YU}G>-YO^&=k7Cr1g1?X-fP?R8Tna@xu>5n$1z(Nbb{vX
z(rg_R3vb+wHYqK#M^60kt&e(M#6F#j{<XaD(u=MaWjsTTH?8@Vb^C_6v;42U<hi5A
zn8)0w&S7{ls1NXB?efS3EDCq{tE^M6_+0DN4%1RkXuiGht-iNZ?Tc!QKu-RRR~By>
zABWL>@QVuJb187sA1!9))#p#W6lBa$6sx}Xp1hSzI9RkiG;?8*&K>WLi1uo<j`th(
zFXsKt1<^MMpUY3)TKWp6jXTx`-wC|2^Zo*kLxj1qO(|{RjkfR?de0-CX7FpTr!JBP
z-wOd;<QivO?TI6bIK;zy6%$z2bj!6@Z--M2q@PnPQ7m<P<Q&@?5!DqCH&AZEoa6UY
zg6%@i<>anNSbk<OQl;!6Fq>@5YQ@Hhzkn_7(fcU!?yEqidM1zLk^5-tpZpak@6&3H
zv`Ca>XANlT%G|~=k+aO#Nqn@Kd5-!UBdZOqzxb>a9g+OmKWUbKb?xuSpMVO`=|0Ku
zIB{f=Hxm#N^$grY2?>$c`xlk@XGRlIwiaBTMT9b{-UX!!v0D!NiSv7$DS8c*^4~EF
z=)qNh&L)_7@fQc~r$Yzef$5=vKuIEw5b_y}?r<<sd4WkJ)z~OF?Zbr4BT_sY7YfF>
z_HyY&q4=v01o1;@2-pH=9SIp<cN93rYiU1p=NM5UNuewDt6o&@gW-Ic%zeYJque>c
zQE(+!!-4!YE1_EBr?_+Vos@xd=tULF)@k=(R*@DCeodC+2ivrADsB`;w^AReJ>B~9
z+19)_nk9%nTrJYpN2|TR7G_9mY)M^R7rDQm?!I`>o>HVSN9UVifvln;(ZuI(VB2J=
zPx|4%c}BJc`DMfcc-VK=_#|lZ)ZjflCTPLEiH=vz5kaNDFVNxsB~BI@p?eTs>JgI>
z2<RbXCCLAjz5<iSk3<8p4HEY0`v2v^>6^cOM%(8uw*F>hAGknoOEPnxi5#!rCf)zd
ziu$ls0-LAw>Qh^))Z|%OQW@`Qh^wv#CvG2l@y+R*Ntelvoc#Yb+5DZf{<-4@+EK#y
z5g+(#ib_7H6$3#r{K1sEeW$bj^F~(rATJ4~w5o#pOC4v)9VfLTum~0;=9uX^YR3_t
z{z*N2-#zO$%HekveDeMLJnJNv`ZbE#rfR*moX#iG1xjyy>;qh%-0BRDGK!Hu$cO?i
z%8@jRQ=EDCX>%-5-m+ALd)8?DNqV2yuy5nE(Hqv2SN%`V=#W~F6hfp*9qkY%i`c6T
zkxh(<Rykt*!C1r}s~CwKa!39KVoSbX_qaORE$x?m29C2(kdJpS19b>`kf$?33)Sa<
zFP3=l!6y^(t1ckrBLdk2f5O`tGSv>=QKyo)?u>g03-W$59-|!$Sk~H+eKrGz!+_zA
z<kGP*$o`SfrVV-r-9gL96)nM409<U7%-@mC-yuV!gGURAbRW#b4bu^osqH3tCAWjc
zG%`;fknx%}_yT%w96+G_Q|P7?Ir(mW7K%aQ%Fu2S!k-HRbcqfDh87)h(2+AJ#!XDN
zm)`FX4MaThF7M%!N1GH^C)y`JU-TwVGV&^I@O)CzVpKkLh4ZUhMA4;oQq4huS62f(
zQ|DCHGkGr8yu+>WzB!{(c_+Fb`UYs2F+8{%-Oo{_AF!Jg@^U(r_Z6(z;H(7fc{?)C
zRq4wQzJ)!=YuvBCi<y$@(sFGRmr6f)*WLAUT;eWoRX@kmLHRv&SDNqNqV7};AQ&9p
zSI|;}721OZFpE}vTzp1+{NsLy08U&2cx@(O<<Y@R47#i|cwV5CKLo5=Q6S0N*Y<mP
zL!o67!)$OEqG|D;VBb2B0_FFT*T9bw$9-@Jl!;FiB?5>tgMo49`BIR1*riv(`5-IN
z?XIMf_rQ}6!#)J@T+v#5BjP#cTi}Veh%W^xFn^JGAF?vk?u(m{yln>lVA0x9Mf%!(
zm@AGRDg+-glhC@}CcV<v9-xEQ3G_1bk+*w!w7ZfE-_l--Hw2$(yVvW?01h)aw0%-n
zIzTxPX6XPW0hFC$4y|^Sd3-M#=o!xUPhp)_U}!(MOW!DTL(17?IpfWiaMsx;Fpy<K
z>`_PJ=OF@(1f(X$QZ9iL>RRx@$Gx<3j1d!Grm{I+^zAlnw`uq1Ozd6+E4{UwyplF5
zda&!F7tBVm8NM3#-r}8S^zdV6hC%6F=I#3r26cj<kyq4qhceG=TeQ8VxbHC{;Hh)-
z=FWYMh5a#bW%aQZYkl`?w8psWj#Qrlg`?oot@kNDLth?PnVGj8z3>q5?RQzIy80lm
z5Y`2qP(byEIal#K@dp_^X7Ym_4rLaNU3NU2yZA}HIOGnoRI>MPh{3$TkOsTXHsyhS
zssS}=`rQ<%OIOa~l}SNdb-s;eR*#tI-N)UyAj~(R75%x(Z-l$!fZr^GdY#gAY#R$*
zcUwH_Y4As(R;(`%@Md0CRdnh4RZu_k`P|VV-u7^}ZSb@6xB^uok`9qT)x1w##9QiV
zg#*q~>JBgfQZ}K_d{Bk7WtI5qfO<>~a(6$h142agxlQ{^{WFnLFh@+*n9)b3+{GH@
zYoLvYI$H#Rnp~qj_x{5CH)vV8+csAAhVxL30WMBeo{w~U<c2k06^>%?S5djnxGyl+
zS_}uf%con+*S-oKoZD86_Qep{XShSZ`!xYw|0}u(Veq_;sSUhi#V4D{{?X>X0XAt|
z{k|(-)3q-mE>oO|Ib{Uf?ZZ=xdagO)8<h5%P^<@UJ@<#Y^PkjLQAwy*rNl7lJ3r%7
zkPnuo;96eK#9i!%^VZLl`6MDe^w}`G2uUQ<w8!4Lzp$dEU4_N_(N-S@l|ZhA&S!71
zZppj*OW(3jzpa8HO1dNWDv|FI2O2#3%UJ2yQsO}apX**)Pc+Cv@pnd9MX$E*ww`A^
z1Rgo~w1TACqiau~SHqivFN#$!$2SE-=RnGdNoe1<!gVjTT0%1frH}Yp__e(?Xe50o
zczV2VKr%ERvg;?hamUF1ec~$ZxIIW#O^Qdadqrm=<IlfriQSR&y3A`uG|*19Z7>u`
z-_qeomC9j+o)j>W&`D=~?mcoHTNA@OV%Ys9Sno?aYg~vsxlrsEBA>^r>Wj2mem)ZH
z^|IS?dANAbB$qV$&y6hRe-thIRzIScRZj2-HMcVRvDZfe&x^ZCOc|mBHxv8cjZ-?C
zH!<Go$A~=VIZu*sP$%OcFWJCz3%@SFDH^1=(yCkS+T*CI!{if1_ut<gpx;~9-fB06
zA(%2oOxVUlyiaJ?HXhsU#?Q%4tRB2=pV$c{b8VGRsxM1&PC01uDIJ>=5267nG70QM
zz`2S{rxlu~b1<E7(Cky{%|oW1bHE;U_xcQti`6qhSl-y2rwdVs*7FF+McZVj?L$C$
zDDv88(IIedi|$7~_w;G^nIDIKVAxvI5ujR#h<30cAnl-8BO03jvMj%_rX$j_;WH(0
zmVyoHAU)quucOHI$g^Z`h6{i3q70g4QvKRy(jlN<hky5g*tl__EQ~j&KOica6XhyQ
zzkWu1Ka$d}Nqwb$GklpNO4a)e&2kKu{ym=#{>ktS)bv4BKhG!z-o$B=Ry34{&wNy+
z-`2ON@7!O-y7(x%IiSH4f3AsDxrr+^!YV2J(fpYm#n3__aDi1`DnT?0h9aQ+d6#F`
zeBthj&cb$g_Loum>^ap^vlpuSWHyXwaTco$PhuP$+KV$RuYV0qQjQa`)p1Q@lWtG$
z;_zsj^d?WGR*AGFsh$YfUldZ~34XP<KzJc{snb5hE7u5*ZEC-NjksEpBS5TOV*c9{
z(`O6uB;PE9bC|qh(UBbGmz>w3LMmT5^dg^5j4tcD6S*r_2+K_dM5{7gV6ku8Y2VJ-
zfhP)|#}3BH+41T2;p0n-=6JNzrd49u<kKlTCAzTPC2%HY*cQ~4L*b;~7<fC^Ra3(t
zZ`BJX>t`XWIvZ)_ZNg6{qS@Fx4+716c0Z&)YHPZM)`%{Qa?34YmB@2kFQ$nUeA<ka
z&(M}WB?SV0hWSQU#`(Tkr*ca%i2Fd-&nJxLk&==U_YV4G{r_w2J%gIs-o9aaQ$RFP
zx=2j|79b!9NRdDYQj$<ZktRYAq)QQ{i;+$!21E#f5FixkAc{!W(3>=oD%C=>pLcuC
zzdZLn^L}~e`H)E_lgVCt@2r(|{n}L|HSvf6vf%{GJ!|ui5GVg7L9PFf1l3kNbN}Q2
z_M+RTpe}|%C_r|XSaa(=*p;Szh8#R#6G+MdQP#xNC=4bJf|AFdm<DrZT-K@Y5fts`
zBO|Lff2~WOxp&4k5K}F7{OePXgdZw#i98w<i6?JX)6Gt8q$jGpDZJN0ue+N$h(_EG
zu&wWV{1BPj_j@<P<o9%H#8led%xuJk=2DgBs2_xT!q>L@UaXOR2W29d0~~_7#hifu
zW)>>1uWPQ)y>}`}hH!R9%69kQ&+w|oH=ZwM(*1I>g|@t8306l)0O6PPWS{l)NAsXb
zO)j0&ABB6#4<(u_rk5$vH4yRKq$8DmKYeN19|dgTXtz`DJqPPA8BKBkaWfg={SqMc
zNIm3-?2MOHhVz4eF-ZzztMqlcviN@msl)-dH}~31!M)d|0D;4}_#>z`&8O%$o0m92
z;grgY#_NOM0h~QTSi2FhEaiKBBlQ6XZdDm*`BiZ3$A?ja=5zPP<yO651cm6WiA!7W
zb{R}Rfx!o4JbsX3>U9oydzE^y{Ow1A$M2cuEt+j0Fg*BQObwM<$5Xa*lizE@-V_1<
zdyH$_v=>dpBKz!T$a^Pj)&HDb)vs3B&^T>nqhHPEe}2*Z`^;2cG^}d5T=_O~&->~n
zgy7Fjc@pI55z>nptly8Ob-r4^x2`|SfuqI+nEk-tT|d2I{HtEuEoHx=1ya2O5GCHg
z>1!_jOoB|xeFPbPQpo^LpY*!&DkbBn$yR{bC4c}Otk9;rq7kX~6Tj!OwKtr9CdnND
zVKTb|+Wk*U$-U=1#oRySv+#H1waoQ0c_;n`XB&6`L%46(qQ&O=iE?Rf^2g~+_dj1S
zDm*?&x$&FT^!IG@@8xTUjO*?Mg;@OK;I$uV{9k#`A8Zd?Ue*TQ#$f**oX=d~kz;=`
zMULF_aX1hFK5=~*5$h?2-#XOY!*SGyXg|>YNMZmt^7Wd{GdaLhK;xr_ncn$0Qu=3>
zeJ*$8|K{}_8($xC>FJZQi6Br#^lHk%`1>U&z_|^n<i4-~?y%P-;J(7O>vw?HFEZs0
z+TI=ZtXTY+ckAPoz)r*N8;^E<<tM`&Z5S}~SvEErbp)P?9!k>Rea*&>ZM)PrHEG{?
z;9Dct|03a|&7L{yqgs>y?fOLj%Uhp@yU_GDYhR9#oI1kdm3c(5TX7q0Zlo0okhOj5
z05ART=;(hr6#oll{fp^FRQ_8N0ubFQK;*9Ef0e024gaZ7{wEv!-^%6x$@_T^n-(dG
z5K(b2<Onfy=-9CC!m#bu-)qJHsF6>{{UNgduOE>>iUGjl{Oywb_jNE=2i7DufiV|?
zaKpkMh~@7G07aj6{OJWK5&v8s{y$OPF@Q7?FZ9*0lK=bre|m%<UzTL7Gy(f&Ucq8_
zKo4NR2c7y;;_3Wd^kIfgdHAnb3O3(lg>-426X7*gP)xLhg@q5aBM=%Om*TF-X~;(u
z%$x~})CEiUK)D7{<1g)W?XQE{pz`vHasLgZ`!m*ky$BjksqHHr44olOGu6cHG{fJ5
zg6s*ty`aQdtAY7}4yj@uy8;Sr@w!+@g{Q8m)lD~V5y-N@)$--?ZbMm`Ks3TDp@8<b
zYfe#Cl>n*qItqD7lVZyUHIC$W@^QWVZZ$;73(aNWftukic%6&{a&1`Q((?&yMWA2#
zd$TTi1xvumo&`(D2o_V<d^liBB0Fq>*ar+*b+WMolf~vF=u5~Z@)YQP24Q+fVC;$+
z4%GzTOp$-%Hcc%FAGg9J>I$mlt((e|P?InQFF6~|^F|MCYS~9?C@b-m#|PSv-eze7
zQRy-+?a&YL20U#hkc7-WYUdr=6+Uu9oLtagEo<<kUgWe8_10vYtK;+$&%4-6E!eGX
z&Y7ehFfQ~BBg5hABj>hkg_A}8W^UGGiaB)N)(Kg48Gc=+pz?|_$|4Fg-L+;<7LVP<
z3j6z`ci3|sV5_T&5|$SGt`mhVwdqqyuOtq^Lyq=6AUr{5rpwjQp`!E@J!~pbRy<QS
z_b}=}xs*)!{C_5S{Qv2cbRcZ0oMAQKq|T90zs`aA=yV3_05j7sFQckhxx;&*W=Aja
zY{rY9OR2k6YCk~gUgWa!l)P@>Qt$+AS+?J`mkm34C6!xZTsd(<ITq96qzb@Qy)3Di
zp`rk$OQhqs^qCQtk#9oScGs_#5$zrR%y6s|Ppfb!lHMr2OQOKO^cOIFlV5jeLV$xi
z``prG5;=6A;098emiaRMD$OfZt0v0SUb_X-75y<NhN>cf?SyWz&~ekDKeMNm31!T3
zEcC7~5TUNX_ntJ=7i%5wq~nu)-(sLW?-<ur^95#<XgVQ1SSzQt#H6RMB~yG5h`X_!
z!q6*S??g{`x4}LYLIQLh=N@L5ctlu!E?s&r-gIyC{+}3peXhY_qblIOxc&yKHs(J8
z^0a^?_&yhGJ|eUZ+U<Av1jDmpYbq#UqEawW#e9^*OLM=h6Kz4i5gz$rN<P}au-HT)
z?ZuqQ^Kr*?vfu+fK5lvKGd5UEXD^44QE4PY?bxNWFq5ubR@v(b-AJ`ts0us=oGsx*
zNC8{EQ#O6Q%!NX4BXx_4oolQ6+*Wi;TdW##6|5#kjN#~BGalixH|v*!I}!qZs?1>d
zD8z5|Ue1#F9@M(4ZM0&fkV?;Ml@>u_kz@v_OvzLFqfY^-8Kkr@iq9pA<?u^fU_cXH
zW03SnT`|wsiMt~WDGKzUashE(S=g6m7>dmN5#1}0q4tt46KmDt>`!OHzV#b<G~kui
zJ&2C7M-%)8E_f>H7ga{W(s}U!A$j7}s<JfxUR%1?<+r-ci5K-cT6%Ysa@yO)eoWG`
z-!Iv!n_0A+5~P+Z$qt`8gWfHaE6{W=HNH`OY*uYUzDTLuzq=;LiZ>u_DyZ_Am3Wd`
zfZg)d^bgmcD&-?!iD?W}no#)XpBo1CJdc)7hkYrE&%HB@JK^76$IY2TpHaDbX6^}b
zt-<phJ}|axx_n3Cvz=8Z=9z_cRcVEpg!!{V@HJNWC))ufPklp`IQ>odVx91LyEkdw
zr&yk7XTont+?c3MxUR-HKiD|kdJ@_Mpq6LIl8m^u`3f#cR<`9|c=psv1iUxEp15Mb
zv+eLL1${lmd0`pTQP5z9^7+-inyM<VF=`1S*YO%}o$;vVyj*{63xJbcI*R5!E0#Z#
z)@hE!dcP)q#crm))%ybAZ((Eb1uu4-Qp<`CJc#CYCZWq9Y?#z#git#abR`ixRo&c+
zEYJDE-uTvBw~i<?lM|E2fyOeP`LHn?Ezzi5Lj0|H=jBvB;8e3+Z~4g7>1Xz?8UQ<#
z{W39Y!{}|BOaYU(lP@M())(B`R`(sW7anU{WuF~T4L@+3=I)s&)wp$YEZe-T{?#jq
zS7%<9dZh>?(9reDkKdIpC%(92(chuiLHkaKRAeRix`Yp-d<nyN<kM=`W&`LWX>0;#
z+nL3Z;+<tyfG?=vFy0k7jJpucPnVD_v1A06TMQp@CZCkjf=u0ZZ8M4AE2)9J?ec~l
zGrDl@$_<{b>@!JLxdQ3OK7TY?%X29Vp0gV-H_?UR-&`?1F`uOhdrw>-Tvrd9%sn|f
z3aN$D&r6S6396_)^eufHOxox)Fni~L)EC-N##C=dp=n+0gLHivu2<#)+4(RpFT*Bv
zQOE}V=xQBZ#@U03HO4ZY%2OY)9hKG=Kf1YJR{Ls2T;9OYFJo#V=+#M0(t6iu5!Yp#
zw-4-r%u4w_$bZn!f1{xPJf|LSUsS&$y7U}o8FHAn95Yg2aaLEae$uoUiLmvMjdk5U
zjq-+qGT(gkivv+aZ-9su?JyfIJ)3<o7|h%Yg;^%0=2RFTHw#ll@d}k}?T06tmks9+
zXycNz+hp`BwwUMhY|>B#%o$fMhaI&dXx5BJPJ<KRXj|FQ7UqGOcCB?{(_*H9nTqMI
z2XjCl=$0JaxQ@Nl3^zitKW@!@`v$?hlZ9FHpahd#PjCVlf~wy};s82xQ~M7HCVn95
z{=Dt$(8W746Ft9t|5?lQMhrBebWdzvQ3!i)+LuuHQ0o&h81@t(a#5T~!Fegpr7`e}
zBdG8M|IYgpg@My1Mymotzd<1P#3muJ^}#H^I;#Q$3SYfs<^Xb$Tr4Ip93-ks?iRS;
z?`O2Kjp;Wqq+c0H>KU6fYly2{Dy=YDWqrkb6{0SgOY(0pke5->fF8A!5|pLfXKz_7
zPm3W~-b9-=N@sp&f0)j#rKE*#b{$&G9(2mpEq!X@=~!p?%tq3J%Ty5C=_!(K#&)~x
zn>s_YFTV&*8&9go6}YaX*)wU}E{y~wMf*dQZB47--zZFDD+}VDOmbqob`y6`wl>`l
zO^3XVx3u|kuY+Kow>*pXdzjUIayK8Ud$uQRD!1c11!dDNWO!&J%&;K|C8VLA?sL+;
zfD=p4dXT<2v8=-v8+BEJ^(Dht9=bkJP*K)*mMyNYcoWITYiAdf#wr&UNJG&_T&3co
zFWmWZ$?`C3$%(kkx^6*E^LCe6IxaAD5tX_TaN<d}cur*txDa(tIry%Q(ZM4_g>lfA
z2(rnXS{Hw?Y|1L)s75l3X+KEbz;Syg=Yf8_tVkG7V0OOC0^woUVxivv;yUKp(rLdB
zET?l;Gc9V`DaC9tX%kIWPoKrx*l=lb$W1&@Dk7cSz%b4FT}`Vc?TON0w^H@5KlMaU
z1*)75bC|V0>i#i2u@Ow2wy5@1oB_r6M(f;MEKI(g@VLStY;19Pu@(Bu(eE&;P2W0Q
zN=RZ97AmTZtD0|??^euit?nu|rviE=c}V}DIXIFfLk&bFvBbP1`FsguA`&T1!)Tuc
zo5-?rX1Lq|p-qcJVUzAwXM!I}Q77<{4^1n*rQ39ZZWF}Ol%jw{_o-Lv$(O`NjNhUo
zzbEeG`m=mzcG&y8w*(GAS`x!j#!GDXx!oLN$B$wko?IS@mha1Jqs+d;h_p6Eg=|3U
ze!Ax-TA-$FuEcA3>U~rz?Ujr~mSG*NBGpr?aJsrK;UfV?{hIST?HWu&f;7r1<%?*(
z;<xd0H!5`eXOD4$G&@YkdZLDY&HjRoDV{OePE3C2VDXD?@LtXdx<<O4)peV>>v-C;
z&&a1wKk<VHcc3bA1$+-!#qrlI=i<y^Or4@554dg;Ci32!$aw3U$;0)Jt7&nSZOtT^
z!1HfPsequ(J)(T|mU-06$Tq>PiyR~`a&(VbzQk<&4)eP0#jNwJC(XMRe$veZqG?>a
zKF^{jpts8>d}=<;u91r7^D3<iD{rb;qV6zQ4T`EWq8Qlb`=Vnm!Mu5+^P6D{$zIPx
z2$tlrIyp=|=tKrdzAv2kpX?hTSpsl?jQr^c^M@3K_O~Xmq-QGegO<F?qnx}=VRHCP
zNl!C-p780&X5I|P3@XO&&?=U=YlySP&|~xxtE;rAjQ)O>ic6~%c6OA7m1=|*l2xqq
zXid4dpd3By*sE?OOjfD2ye2|0@sq}=qN$6KY_9zYzZWeR$jQ(US~YJmD;#ZHSs+Lz
z@^<H0Fk2Nym>&fw>RRUBDa}3V`>+_aO9p8|McB&Yh>|@t#m(c?Sbj<QZ8CwBDRVIt
zD5?ZYS+`Oih5)ie=L#R8(@oodF_{!qWxr;kuG|dEmtTL9_(kyf2``^E!?*tc|AB{b
zMeX)C=G$(*5a6+JE1qAta{K%v4e|B`i<=fzY%%NT{Xzqzc>P*`d0y@g+ou^b-y?_<
zYGO!mSl<XZ?M6q`OODFA7?Tl@tmee;pus*V<VsGu(Wb*-Hpl3^iPw}{wt=#`;?c7P
zTI>0H1vfOK?D?qhZ?QeX-m;zusPUr@EZB^X7$<YJVln9)e!u+iQAL77ccR;Vc?Krz
z%ozw3rYs7PrP}#(LM_esFFj^iaW=qvlBb)G5Ta|#IZeLQQ2h*XL!<DC7dO27)ATQD
zH0sD-s(2ar>7}$z>Qh&hkh_-fwd(Pf>`Yg}l@%ra!-@LIPHXd$w-+v`LDVWOdf#-e
zWnkbH&Qqp{FvV_!>_~kS%Gll0F(mrCd&fY3e&l`yO*T}tRZ$@<9j|QUcyn`rQYFjV
z*hE=PCtL{Ud2J;@b9q!W!0$LNgt-)hDsPV5FE3dWk`rqed#Gv_=56=m#DTMk7gT4E
z^E3T=Tvd2el)WF)1f`3R_=^cfs3C^ljD#TxI{<9NlT3gzI#5<k$Dc(dBiE)}iWo8=
z)1ur~=C=h6oFF1`b_ysD#wK(?pMH<c)fFmvc|fTJkqsvBWX~BtU65Me&MCm-YIWrg
zHwjeU=(~|Xq&N0?Bv21a@W4EZtVABrI*sxI!Q*D!(DGUCz#Pf^U|U1oo?>s+CpRq?
z?9w*)c-?K;qFvlL`~BkO$E-+Q#oZU{U*6N{Zo6|9%!5CBUO6nRGG4aGThvXExb!sz
zKR|zc4Q-rS-OiL0!HMhX3RRnWHT~S=St8ZzgN(*)F(?pf+n=kS+)JAfkQE7Cx7--7
z4i>RA`fhC{lI6dW-gKhtR-;^~`hKaqRf1^Tfn){5mwWn^__$uEaj$;}cqYM@YKABk
zI6;DtpM^(Bh@|IY^e>|vib8sqG$$=+%?QOH)x8Mi?UN=_EhT3Cf<aWr^;;|-ks&+S
zG&@x@pR-aP!#XpQLgjkCb5b|M(xM!HLJ(N<t>hQ3r$m$=V)`UrO67a`Nhf=`C$;-1
z5;CyyBQ{elWiQ+v>mP!LVuYkWM{5jowJ71u3|t{URBt%U<j6^VHIppgquU+WF7m|)
zu0Cy<j7uyQ4$_)?lmplldVK$8hk?6rbQpj-a*E0S)fvES&ZLKCsg2c&M`B&flys<S
z9|_aD&tD1m9Cb8SS_|;+w01njyB)E*6<KCJqhauB)sd?NUT{!IVSjM5ReY7~qTVrC
zvOF@Bu8|04<B8?N+wvJGqvNX1HMU_sc%+I$<VY!L^Vzbr@!(o!)m>ddiX4f%LL{j{
z5GW0A03$1&4%pl)lx^4DHsxWovpvBJ+`i!Wh@Nm9vLxb{ereJNIDFM@H(8fdi-k{~
zu<&a3S1tvWsOsh16z7zrE20+klf&qa!WB!O_{wKI4^yYUPr3_dYpHI@no9&zXgJMA
zj;!zizROMk-g`-T!pH+qwnHj7BEtWqY@Y-+T>nbh=6n9^E5MaYr~Jp`MCiG#YYN-+
z6+sp3gZ88KTBAR~LcD*QGZOR1hYk7FjXa$s&+Rn1ONR+3RKj*8mn2-uQEgp;E)aO-
zT&FJLJl0@z;@SHL#;CMx-y&N1CN-%bOWWRR&vzX56T$<FYyJSeQ<S(`nd{vKB$%2A
zfDM90`8YHtU0zb^1svsrQ}aHt+u4PfAFVW_m2|hB3hf1bc`G!42sAG;6&S~}JwkUx
zeZ}(Q5*jX9EW}Iri1O{XWUIb(f$G({iP!7P@=I3O-=V)OJ#vE{Iz=<U8tp`Pd~@S5
z<>yGPp@`;%O)3+^B&vTx7fzsD?wP{gsP;1lt9L0-yyZ&d>CO?8P{N9o2;bOf58f}8
zq;v5YcO^H(aTt<5Cw1f7pm?Uc$2d|kEky^P%UhwNog}-o>2QoLcqOgJalu$Va8Neu
z*i%%IS}C_2UF?z-{>2N1H`A0Vqq{FTd>PwCc}3Z{TW*V<do6TY)v(P2_f8@C*ox8m
z2e0uW$2cQ9i(fi{4N6MO+pgQT86Cryg^)kx$$W+)_g5@}L?Va3>9B-ltm9lS)XiNy
zn`6_5d>vdYkngXkLtGMrUVU;-V=@DbYDd&%v=?#0zYa|Ht<w4PlKK+S2C;a9!!c`l
z1%+27Q2Gg0LZfuf`+JuXcl(@iV}-n_{ZvBOxlpp%GgA+<mRZ6|EQaPJ)@&$9Ij3O}
zXufF_x&3z2z>}$%g=pt;ED?iEf#;MGgN9sqd_^%lsg@mF9Nw}SY!+?6j)gv&kno`x
zo;m1kpl+zv?b&4;MnCtfz`F~VkXw~0DbwCpIc-rW-~Bzx;_^IG4_)nbbHw`7Umw@e
zYho}NE40tWAq7*}h$e<|kYuVZgE`)hK)op4oD*L|VIVEUGlc{z<W8Nu07$gzbJ*<~
zf_TtP;^Z>ylFD#Atq-%{adx)4yFXowT2s-Z?h;O_`8uY+u~YvXX6kv(si{BAuxYLS
z3}{cS5@&9D_tPooWUVHZ>)z=5oZvi>`HEM**72IbRqmNc4cQ0hyM4}PU+6{t-j*1n
zW>#;f&=|^t-@KG=C^oNEsnp}<`y9{feIvakJvAOM>N~91OlM8k7!#OP`n8m1B%M3p
zmEHhTfvz{@HtlCG!|=3CW75@KM+aOb*=Uc69I52d<&tgw??vi=Kc7Cam3qS3QD;g0
zwJWPizB*k?omo1STfD7&xV<0q>z#qD#k&}!Te-Ez#ZT({WeDz%mUj94nfNn8wMY>V
zSbidr)gH)(SrW^{d-kePq(DAo?CNk_EPzXJEBJeQYD}0O%sLy_*9?u9>LZ(daA}Vs
zylBoCYhs)~O>omR>CH_p>Sf*w6UXh-4{ct{qBYKqF@N`)uR@3z3iA0!$jjK!*n-Q+
zn^Mw~MKKkRXB$t*&ly-@=8|-=W*12jWx~6kMJtQ^grud`=6=n44k{~3lag#A{pLyd
zHmU;1{QgI(6o-cWC%nQ)%mCii%KoLxD_!AAe|*gXDX$kb29z^|<(6eDHek&Hip2k8
z%`zB)pne}pJVAYbwS*k(aJYGI^6!?AChbSrt$3i0-q#A0w%0O_3MRTr)@mLM;%b9C
z3phtgt)`~GSe_L-Ch2-cif-66;vO~8v|@z`Pi&*$3`1$J*a`{i-QegaZzeq>-oIua
zKIkdQBuOhAvMikV7Fa1~CLl6(XYseyr_)Z~YPKC?g8a&D-<sVd=|7p;d2)Ulb>DKI
z4cJYnp8$--ng<g~qSZe))~0Pm3e@(?eq>#kQErqI+AI60?jt`EXERii?v^E!d)IGl
zl>N0qt2On`Vc8p_b@cM2=I8WQ5AKpD_l~shl@9mk*Y(S%TT-FBs%+hQrU8lOZgOq<
zp%g0Yi?j2aw*^qCC=-TbouxpQ&)$d8AgX(N@q8Y^Xo-#s5V*N*kL^6@S9_?9n^yCX
z`)DE|{Xp>5VN3+9;)__ZBE~2TIb8tR13Tm)sajs-dc2Qj-Bd*a9!U<(gB>MZ_p~_;
z@m1<>@*Rt)*gAmdmNW@T7G?ET`b}4=%s^Mm`uqpX3ad;5OJ%AxK(?rSPnhjxXS8*i
z70-E-SP+XYU=c;zmJFS!pWV4&AGM9<<{G@#or}P40{GD5cJm|EOm3vf#?eI!4#ezQ
zJ!W)Fq?7lnRcFS{b{_7X2>Idm;fD`tTCWNEXPs|a#E6ehN{pX4`IgI2#*l7H`hq>w
z5ldz_Ct2Ndoo}GS&|lF?UWF%`1~~9aM(X7BXQ5-neDW#vO&uY;Ie)RSsNC1FU(k-c
z)jb{gw{O}`NmU~BT(2)AT6W*=zM!+m(DOG_8OQRn*LN(lJSK%3b|Va<FA>&=GQ5K9
zf(6(HQs&76W=?Z6GgJ<ovzFC7p95M?F5jA~$T=yFY}mG7eb=Uk+%_STgI2WKA>_*S
z3CZtPdR;m~i{xXOM*cm1l$ocnGPi*Ca;x26kDjA(7fDWyk>Kr3o6dzV^25F%H%`^=
z95+4pCSvB>sF2>$<xKnWI44u40la6$&!&q4yQfELXa<&cdHVH`7@#lM*z|Ik2WyN=
zw34#Xelc&9wa_&K7N=p1eByY5#1Fk1wxeMa#1F8PEPga-U76t_BFWsxQrep<O0cXR
zrDUXb?_91!BLXf)wByV@$yp?CriF3YEuMIy@HAK<&Sg1(H-8`el8;=-2?92Un#M$R
z9NT?ZhR|i=tf+AQSml?hLz@6>-I3$!<}+q`uSjJUVn`_Bd*UFRcxdvBaNT#{+_^WL
zkk`ysq>g}7q%;k=Qt(yZfOYF9*ybSp<JA^F%J`V*A6o2_%zWidZk=sL!@$xvILI{j
zEF+sof;IapVCTz@w{AN*BS03B|C6jzH_zWkKg>#C!;Ot{EY+QUlnXZUc9W8@`~{QD
zmaaJx<(SVye2)$|<KtsU)ol%c)rwbiKg=~Ye2_UD@^L=n@QR$o={0lIaI)^%J(Zm%
zN`q>PvFqd3l)lW2(k=XRFGCCF>cv{GmCt_5Wg}C)INgcFVSB~~%VBZJ2;t786BK`S
zmB`yexH}+kDP)EgSj~X{bRi-13x+z288Tq*>XQUzLtI!j-(GzFu^5tpBYsvmsmqU8
z=7$U^urhi(>-vD4UQE#H2?zvJT%oOJPCMRl6Z(p#|C<v_-~BPz{k-vOd-3y=UK004
z|7OlIS2Bq^OQg+?lJ)g>dpe!1KO)CrFG7D)TqjB`Tr<m9c$oTF;n<>xWD%x?HI8Oi
zuMK5`iCH`QR|+3S^tfD(Ej;ONsUL$g4Ev71eXT$+Mva)-u!(_Aj8rS^6t$%EfB5>|
z#NLMYaqTUp+B-dB_lv`aUtxnYFNTnGwZ4NYy<?Yq3(*b<2rWNb|F_2C{%T@fUR_ce
zp}WV!CB)*a+s3T>6=RnV;pLcONPx*q&H3yAISvx1=IG&3tTH1c<7tg#tb%XBlY(N8
zM+UaY?}WCJ`G;0++Ci;Ry)+fxD+AZghKluphmUGO(Lms_{3(x_02qOr+|+vltaSZT
z!D1o2Ak_;MuzXj?STgo>xGb3=1jpnNACEi*_*GPHWIe4!;Eea2PDNSm4fW`o2b#j`
zFUQTxs%nML^*>PuV=UAUXl|)la#|Y~vlE5)@L!BH9;7aDRM_c)-{fN-SKM7MTiM0n
zRw`Y4>?cL#PN|5EI*WB|bl6$FI$CvjA4Rvj^su%WW2z;uB)EG{&==DA-c`5^e&8DX
zJl5;Pi#aT|$5}ofiQcrj8u>}>px73*uMQqI<3!vsU7pP!8OP|${Qg*P?Ay=HO1BIR
z&aXe)B1Ejclz1rHnvodMOCEh5XFcemXgQU}@aSWI=KA2JiXC2=IghYX&M_A|p76Z?
zsP17>Prdb*PgAmWxbqjb0p%%)U@R-~^YxR%a#)jTO>&1+WPxU*HY(jHny=o1h8@Hw
zP1UT{et%6pVrMSnIW?+(Uvtcs+$=8XJy(4;rrVR-YJm`EzgK*guyL@NwOIXGZ~%cq
zl?6<Y&6-=azGG#)XM?E&w64CRt_`aL7oc^*@&o>@O@DO96ejt5uNu-Hu@5Xrt*78R
z5;=VNui!e?dLN)g%aYqCi?c^kF4krBw)mqn-?o*`M6oL3mwiqg4f$w&+Fa|R;&)Q9
zW`|?=q=70ORy~|tF*Y|+Bb<_33A3%F1aUD^)fm<c@Je@iVyHD%F#sWlhlwyzfPe*K
zCy3_Qr~cu!TURVM0>4?a1yv@(iy46jOrCFZfo;ar3)%apRgTQxhZ;3CHpRs&!=sp)
zevCSx)UjjO@lPH3>n~P0GbU18iurH*rJ?}=>D20@ks6|m7>-%lz|*6Y`E@Tm9>9C6
z!$<Q^9%pA&Uw637Xu%`7Z-TANcNW5qx;LC>N@p}{`g4PGHTBe-xOC+z`NN22YK?)9
zMVNd$1FKwOGa;9h9JJw9)5?kic&UlJ9@*5%81(==lDO=WC>R8qzH2ZXMKB+=+hQB(
zyn5F|`pF_7S1)r`h(gZ#8t}In5+<q?9xt@%c!QdX#K*Ixm?2bexHsJYLK7fF<rU$*
zY!uAgOnzK9TsOS6GIdThpI*0`;e7@)LR4XSH~qAU6ZF9E0lJOXV%@+i)D@<h3r>#e
z-qAU~K8T98DR#V{7r0lk-<qZ)k^)j$uDJWT%E0FPaoj9>^X==eZp2t3P`k>>erW6L
z1XA8k&KcxlI&p-j1J}j@5uNz;Jc-rdDN;oG2741_6yE!@m=yF{Tt}<S>ql4IRiyvd
z9<lP-mkUd%T$;n#uv7i%tx8o_jTLQ(?4o}2<+qBZZsQ)r%cnnEexhV$5T2~SYv54?
z?z)uh?5wOKq()<jPnpGZH>tyy5Y6Y_2$GL+7!@X<+i5m;GHp}dc$GX&f=oknn?{bC
zfHJ$6r^gC)7$Tllc_DNQY(lKXYyS{x>*x9~ER0ci>&!PPpkt0M4)ZX(nXe!s=(9iK
z;rqK!w-0shYaf1-Uw*KYIh)oM;qdQG=08ltX&gcA5tiE9I_viF^7}r9j;RNwqRcYW
z<WCk(Elaq=wi4HXh^FYI&ZI|m&Pt}Z)n;Qs<#i)YiG|TuLDI`la34DsBZ$Jr)`y^C
zSB!Dg3cF*@wrxOOFMhnj%(wSppBzgr%`PH+|NTJll1hVOe<1NYx9oVoMIG7^8F`#4
z8EvEvN1N_UFl&qq1BMmAVb}#A7=54-Ks*2ygk$g>$Mf!U7R$hvq_m)28ysW7HG`g+
z-cOnH!z=_mv2WrY->KPHJ~~<$6w=+H1C~Fwc0TJeW%Bt4Y#Fhbc00xO@@luS>wr*%
z#WL1A*RB6;H}5qFS4S;BzT)5wpP|a2f}Hf&!h>5iT1zYoG1H|x%(bYM`@E#s{n9Gj
zmsOb^^(UMJU1*6g>V2l?JKglqiq4>N9o3f%4A@PBja6kdzVw}PDo?-P;3hh>)h-c(
zTx(vNCzsN%Wll@VUQ`Ghxj$#Q-a8{GKAxv|-2ZTD%Vt)CQ1LEgi~(^TDU>3GJfNLr
z=0>Pn)O4XFdMlh!*eS02IPSu1&n_9h%{eC|b)}@iQ^}(bKAU01Or@WLA}JM=iguI+
zCMu&#Q@?Yu>;kbtN6}OSzPLOVFZM7UFWd}$>0f;mK(T6@02B`aY}Edwfa$QMvU964
z6`i%R`I%E1ybUk>+7*n!ll+`6`W6TvU$rq!oHP9%xfRfLmCE{VqI@-<sugBcS5j2{
z=o~^<;#(~yTCq#<8@TvZ7*hhxgZ%6>ffAEut!ESvpJZzNQFI)+<SBwrB)z~tMTq7`
z;r4v}0uHZr{KcdLI|-E?@n@!UFKaugt4mwCF6WURt(?b$@^$GDs})Ph?<J>ThXup)
zF^*1vX5<Wowb3H&{eU7GJ0$vfqOnN*TGJyZedwLSZPat$(}4n}Z>UcRdn5P1JT(Zl
zcy3OOI$uhK-2HJ6RxkMCDJvU1^z!%xxlvGY6J1@BO&m%25>a+1c~4Pr5U(!D&RzYC
zub$n=_hqqK>1J1_>8|HZ41iR1IVt)pj-(S{jm(fPP+bL!a60=O>^u$B0sSoYv~W+d
zl5{xUzHznHX{i*<Fjm$~WQ^r|p~ABy3fRIYH1cYyT$QUTEOc8_cA<%HO9=8knYPBh
z)paMjU^FLRWfOSC$O~UldP=d#bDz3t|02bO6MDpobe4!8L{`h0kHR&gS38;1OQ}~x
zDFPEM<utVbMafGLa#Q>{6Akqei!{U4h9O@sfN}UzARTuxopFe8Fpf>&!#~>?YA-#N
zyjr%SUZrdGy|E>We7WUsu<PM}z^?n(9Pj*Fo%DANd8G<^6softNg0it!FA+@wMA;y
zCXze_sUJBqqC@C1f-hpPKy?Q}i*-YMUK;Q%<!kyxyV;Mas$I)YK`Pg5^6cMfw!7Xo
z_ms-G>5Q-<uC;}!kZgijn%|v=@`CE>S0RVe-mDoY4^Tx03;MYDYWxGH1(FlqVSI{e
zmNiQj1jJ8@gnMG^l;ue{IsFe@=>A8)b%9JU=iWAvJrK~Ui!-{0t6vSD2w@W)d#EVp
zHS}sRRI>2Qsn{HfvgI{pE#5Qt!ZyD%GDnYO30vM=!Jk>VKWlw?TztdeCZRj%TfLLi
zLV5stshUhlyj~tXKN4L1I=G><^W^e(%Y*ud&fg3;af4QFA3RszA1wKGg@YVmek;}X
z<+r&E`t!A5jbV+-K3IljmE1{knWL5tFojkDt{+516KEPy(%uclyZCw`l{!T}*h}Yu
zxA195#r1PHf?3=N_Gk?2xWBT&FiGmB-!!FN<*lheUf>A<YtH(sWyno*Bs-E$*eK?r
z3&wgR^O;yU#}J;2mknG&np}TKWf%9z^cRMP4?FsHQem}$Y@_&<_@kYtQ6q_96oJ1q
zf$jL|1r>=};sHw?B`HBf@Er8H{r%s#yLxRlD|@38TL_iv)O{7uP!88>T`a=XxLF%V
zzte1ad9U0V+L1xDB(aqEE8&%2Qcq`*ycjh3k4;^iQlM#09PgDo!+@I25N|!iq{xw(
z3n%6jnoPGtfHmb*w+`dN(eb#9BNL5<rYFpDu4cVS&~^XOUD4LxBCu^smo>xr*L2;+
zbe2}#5KHBQ3F#CE9pU4N`M7@7P^6ibSa4&7x9190+z8S7jjMP*yZ+23(1Iqk#$?NU
z8j4CY7{&ITYnNe44WZtIhhD`K<%XFh6@UM_DwwjU{aB|aHI&Na^)!zPu2HC#IV@rv
zmMR*^7tJ6Q%vMLf&F?!VVh=_H6m!Ma<5wm#CCRQ)q}X&Xo~B2J#vAac2kz29&!kX#
zgE@wPLYw^YW@4E=09;L#CAmHfBE=(^NTS3jz($^P$iHA0{E5-KPLr`re1h+H&61m_
z=>MjtZ0YG*wreDz16a{2k0fTXST>cb8UE;pQLf#s$O5mwzqYe46V;H^B5Ixn_kI-#
z&36{#m0i7U&S8o#S(haxKi6&c6NGeOTc!KC>Bt51n7c<T9rUER1f7J}yD%B#eKz-D
z1bBf6R^U9ripHijG^rE|K^UqWiLuBy6Zf=egolxkg*BjE!xLZeJI1SDq&FM~Ci$51
zrxbhE-#`Y!A60=~C#M|g`_hu(&vb`dzo+hf_`135Z{jzEuAk<Bs+B&fHI*&W@|?&G
zV*x<8W`Y>W-p>RKS+^UppGoKWDp;c4M{$lZft&iwR=5lsq2xs(%{{1OAwG5sm*uU<
z>yUEUzJoQ-)3}Fy*OxytZf(hNma$wE1Wl*C9CY-IuPJL=I8I;({|V4b_Du9o_WV(U
zjxp||7hMDw+&__a6;K$TGim1WGm$tHq++%m3XUCzzGW!oTV`GfR=MCa9|?uO0S=4x
zXI|oX^0-Ka-;}uc7VJm!)_F?F6r$i0jG_o;N-Ys}H|vj8;9-91@ad(z=9~@!6c3n^
z{EPtFqv%ghKO%+{Jj5}KI0wWx@8g|8ZDmDrVv*VERG&pMy2~h%J@{o`c|r(2E<4>s
ztpOUlJW>uHkMyKag|AwRBy^UaH1zKOF(ydu2!3;azVhKpX^x1U(QgGTk|)%4u<hJW
zzQnuH8Nv4=f2-_8LJ-dRCRWePW<`TlZUhADejB@}k;vQo-NMpnH2n*!5;_yRjUJ=F
zG2X&o`nFMS7fB4Jos{%sh@WC9gWqs(kI$|bB-iM`O5RT-x}+I_PBI*pUavA61Q?;%
zrDuY5AfjXU<4Sl0Nz=Rr7mq>qY1;R-$|O9OWXtmEhJ?hGJQtO5zB6wJxn%kq{qj9O
zclo3rlfiE7j~->6t9J)}#0n!@m+Spkq-@Qybb%ImTvWR8D@g0{-dOJq=u3Y3RWQ36
zGtMA2!Pldw{;D;}B)aNtl(<^S7{$rLdsO9k5^!DM@d&Z?r1J$8_KS_q&h`hT3Dl2*
z>n56$Dvq`qg-PUW0;=N`584RDycuI6%d!Y$n^-dC0F8*?Y(rH-@Kv?am{i5-cxgX}
zva&>lSe0ZG)vWX;%D2Z;9RvuC*|Hk%^tKfGvOLUE)G~JH3ye|b^ieC^(qY_1sH228
z$ebu<TqDf<NvkYrGakKp#s2sOH8Ac<{<q2s%fR)ff~y1qr0Qq^0~DVX375<bWIA0~
zmJvkloU!IeBVNSq!;JIO9gH@B4RPj?pO6Wn=#Acg^fqQE`IJfDXO@I|I_O^inl24}
zE?$}nF6*K1eiEcS>}B8gmd$ONUSwqgLPZpB5;IRj*UiAX5SqRKJE*`t+mqp2+F0F5
zb*CDu`lWh=t7G%I4l3jBS7dHU@{w~1Y3K)P95F}MiuDVj@)Wi}=8UKbs<FFv$YP0&
z0OwWGNd9q3eV9a3XT6X}E+I31eEOM7v`&dK>)2!%mB(ui+$Ys^9YY^^pdH%iu}q3g
zBZalHaA`rXEh|pa4gRIGmv7lypa`=kV%Bl;ewp9Oo_(ggP+CxdHQAgG%YUw;dvG&f
z+00HM-{cZ^zu42GQS)^tT$$sjSNQcx%6-R5;a}f|NT0@)YgMEMj7K26_SV3n$zrHf
z-w3a;CKx8gT^YpZWp{Nn@yj`^pH|sJ_M;arS^dtwy<9pywO^^p&b9m8dpK~+K0T|u
zU}#9sloiPlT>3#?{L6qKxev|o?4t?3RBXl=%Bf`2<|?W`N9t5rkrQ1$4sDcgZGAJn
zYr(T72F*)L9y`!Tg0sl4E?3FDu2qYryrl6@B#s<-`n0Ej3NRxUwoFYpE-@OwVPOU?
zvUeo=htSWMTAo%g2h%JfFBsszc>2FEK(AZwoV{Kj@${Tl&lQ|8zg7C0mrf10d@{Q#
zaoGOLZKmRv1=wmoYr#3DS@V!>-Chbq&W-sA{?Z5<9ibCEYF)8M+wtvLHv1?HZ}rps
z@owk*E!>CKv4U%?1>lW^PXgtqJ+&SZ?4Cx4+-17#DSdgtrLcJ@OXVzRHu()~`EV<8
zAr)4%p#gNU-hZc{3YPaz>X+5%9#%IHlzc=2(nCnMZ<pPfOmTpiWoZZ<A)y>S)hoo>
zAw?vZ0f;r8bDn@YUsf#=BV!S%Uc{TPX!0N`N+}$Zofzc&mGs@Reu{%@qa#;xRaGp6
za`9No5-#bZ<V&XCna61+@~Y22L85X7Cko32oU+82OOY>C-dm=$3Nd}MW4)z9cP?TC
zwys{rMX1B)WGDT0c~0*2E?Da&qC-_S-uvbaW1q}=qex-B?azluT(3J;+PA#;^K~nq
zA8cb}XLYviD+tEQ3rkvF*%w}6OGZnc>y?q8v><>yjMZn1H!++e**p71(maC8tX36m
zIv07k8L|+{>U1^tNFFzch)E<lnH@>Yi^AR*C6ql5z;YZ`=_Q%nM)Pk@WE0%q8~hw^
zN#JG{CpLq*!%W87%5+Sg$H?fmq}I#Xa~rP~rhV;V8}m;063)!E(z!?nwOtw}tu*?@
zog4AsXbk+NI_-5mC;i(7cV&gD(Bz#OCnu-X$ATO>B8BvsHc7s#p$5O?#TFIStwaey
zzABJDb$sO0le3~Qw`9ub4XGO}<?&LVian1U75;GW*$>~Dn$Ihv-lh7iuhQ1008qqG
z&HvEqJ5%g-jkUWc?j#F@hmpK1WHDyNHXb?r&JJI1!u;0Kn{uVRzzTZW;`>LYk&$_B
zmR){d$Bvt}FBQ-?%nOR%jJL4|V?H7->v8v%OlHX3DAYB@b}12sOZx{FG)X8Q&(N|}
z|6{QjY!Z9|W97=j3A#;V@gtS_`rp=TV(mJ&;Ves-d`v$Em<&7yf5IGYiQV)2+f<Mq
z>GN!I^4h7T-Mc5fAR6CJ|LLH9bw<-Wn)g-=WrgpS;@eDgvk+)AT?lO5W`DBl6BCnb
z#=7m{)svV~e@^fuZg0JHU*w^_hUzYgyW8*TE`QjONtV1*9g?%R<J4xlY)+vzUsgN~
zFpDE(*bR3N=4NiOce@Gs=pK~D=9cNgmeSJ9YiTYzU0#<SXv|(Es;C8wkVVYYsrNfl
zdA)>+n<Q0x8TtX%PW9=_E629?Y1gh2k1m`pcK<XElkahU`>6SHU1;o4cgiDGMM1US
zme<<+EPZmT`Oo#x;BF(VT~Zf8s_D;iPM%$fy8aiF(SzcYChKW0%y!`Q8iI+c-OE6`
zwPY97((lRjF(hBtO*GF$<`fBzc)j(qMCIM<#DGmpUD?#t)|H2k+lE+-ZjSdpO7qu#
zjODWVjA?1%$M?q&vAI`HpM9OTYngB5Q<C-o-oI9k^AC%}#KVc11C*hjblx*S>gDW?
z1esuo>13WK`pl)iR`rwbYcXrl2qVp;>wn2oVI40Qvg_}N8ljxh=MOu)Fd8TLC1``k
zYG@+a&8EGbVd(#9P6wSZdnw$?&h#1;EWVUqPpKiyHni}0^L#mz^wtdTZPP6D>TVEA
zzDY<>K@qyRI?~Tz$;cR!YsVBj!h=QVM?%Qy6!+)psO~kU$N+`|=|cmj=pFz>j35Q7
zwHV0GBXg07u6fqO?@N~SxV3sBxK`ai7?qh$;adX*tYaANFK}yJCY@2zH}^__j8N+g
z^+x$b`(Y9a7MjChB1BG4c4s#5AX8i$8x)(CHjzefwArHsWmAq^6pXyjJae!I$O=YH
zm=<$O=YKJaoqcoxM>Bfjqa4#qWrWu&O|jN+5_)Uf-X1ZSyAMi!=W#73H711~KGaDy
z@%Ql@EKUQ@&0Jl}NI_LTy&&Qr{2goKZxEmZUPM)_p!?d8Vac<~rhIkn%{Om=<<g!k
zf{V31_6f&&UP_IS+WCkT7j#4y^Dh|i!EmeITJ4EvoYRaFEn{KC)niIw!Y|6GV&ddx
zE5apn`LuGyWSlRY03ENp<qYgb0jv61nNt9A4%4|}B1iHoaaw|V4Y9$^J>^vu+b5nU
z1=K7j<gqAem5V<)LL>?}2%-j(EF~^^mN>i!ajD)B)ubd7Cm#*6jd^8h2347zcyN%v
zsGr~&yD%1?^GapS<Z{fhFHqvv65;BE^6gnRpf3Tr_IZ{dK;|&}ym?HIX)iaEeV;tP
zZzVK-N>H%NP`dbm#AFrEaIum6Y%bnNiv4CXOo&T!%q_#vQJzqFX3WGUSOfvcmwWes
zFM$XZdKEB92ZCBjd1@4u7L&7`vPRoR1T5l;;Iimgte<%_0x2Rz`cR}++;4n^i!uOx
zqllhRfx8;My$AY>X*qY}-9gV^OolRdUfuo;kYQopZv3cgySALPz6H3?vQqXc)SvH0
zc#xk0AL7$ilGVQiAaNnRk;SHUXdL!y>T$Xh8W9*#AcCqxn>w%soxJyX?es{Ab_f~~
zp>q0t5m`eJ_vHIQMdcp)nnupOV?CuiW1|Rg*X3v)c8~?V8`TCKLpy9bAMYCdOxwA<
zP9|*K{}fp~UvwA10KIiYbjgIZdtAU~u#|~L|BGpY4zl`sYf(b_-hL7qP#kXNZ)G>}
z)xDn}K=nBpzst&!>(I6?zu|C}<UO=~FFQP%07bf(UqU00!m8IcNLe$#FXt2F=Zk;B
z?wwJT-L!Ng6M8_BClDa(jI-SU8um}_lpNqbZFk&5Be+<IL1aSd&KZ6z5<*TcfRqE~
z%AUj*I7sC))xVfzl`?^_G;7%Gl^29RA6zf0&UyTSOz77#;H01V;6WyR)fb}~;vl7V
zHOZj&2(Zg>0;Dh!^N-;!l`BkG_YmMo^OpoYHP8sBcAVt~gq*Mwm2nYw;^QzP4E`IA
zyf_bkg#hRMmSuBKMI-!-{p0@pSRrt<MI*CyF_cUg(PBbr3?pQjr*jeD<4nb39%SNe
k<~d*(A6$+Dm%+9sPV56Y@8Sv3Id-5SUioJh?Z4jse@yOSI{*Lx

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-23-NVIDIA GTC Event Scene.jpg b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-23-NVIDIA GTC Event Scene.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..c7a1a92c61eb2973eeb63ee239a0ec0b04e1f84d
GIT binary patch
literal 119359
zcmbTdbyOT%)IHd^lORoS_r{@dcL`48?oMzI0fKdKry;nzOCSVy_h7*Z8a$8?n9h6e
z`)1bfubC+ptW{lA_nv*u+54QjeR*Da-U7T-mRFJoARqt$2=E`k^BO<~fR2iahKhoY
zhK7cLfsTnyh=YxVg-wD_@Pd$nl!}sql$@NJo`Z>+mW_^_oLPW{jf<O)kB^E;NKBAN
zl!KR#=kFj07#JAXSlGlkIK(_O<TO10pO5Dr03JGGB8nvv0xbX$4*>}e;duZ+1-BCg
z;hzKW-+_RLgp7iUhK_-W1;3%?B>)it2?-Gy2?Yfi8Gd&#{5k*`4+WowTMCsx(*ljw
zoscIqsQ{f$x}g`SHG4tNYv~b&fl2g=n1qypk%^gwl@H7>ASfg(BP%Dbps1v*tpm~3
z(>E}*vbM3cvv+Xx^z!!c_45x1e;*MU6&(XjPDxEm&&bSz6&4kjl$MoOR5ms>x3spk
zcYNyW9~c}O9vK~*n_pO5T3-3Oy1lczw|{W>{pk4e>iXvP?&tl(ufMnu07(DBg8%&&
z*#ChG4~`2F85s!~?Jq6_L|^zX5*{)N4L2&jlqQ;mI{__EC_15ZQb9v61|6@~1<=xC
z7L$mcZ=2!rFSLJ<{l5bi_Wujn{{s8JajgQdkr3d)L&5_{0PZO4h62!{e$0*QeEBWb
zKg6JOWgS#OkCdh*Tv1uH!x^E7?D#q4Xw&S8v1@sk^%*c|W!vL<hfMW=ue?R%FGw;3
zV$pH<O47l18vN=RfQ8m~_+**)fC#@ow_EgL{?CSr#9g2I6JxiJN(@QsL7Uf~sjgfH
z&k;vGvHJTT{W7&B&wxbwXTXjl<9*CFL{PZwNoD*QFtD63_8y<xAVag&1C1|DUfV}(
z{E0~7{WIV@=oyfF^$fTKlYb!yqCs>^(PQoYVw3$0h_1s5)lX^Hazx~{p|+VqRiI1_
z)C<H={-M1#JQ#wUV`X@f@ZkOT#?pijrf8P#wMgL!_qW+~e=g1VrgVCsA6gb$zlh?k
z=3`0(61-rF>$$7a7I-6`YxY4L-4^rHrjj6W^WVpdo`{CSkcS9rcBB@9(_JMl#~y~J
z1ZkT$qrBIxxnBSIVL0|V@|-1T!e)=G>Euj3D`hO9JbPz3bY|-$=(piS$eprE!iQY6
z78`<-KrHNp8>Oib_!x%lj{4E!uVw4XMHdnk_)Ffn)_RPHe@CjTFD?-|){YhO3dqx@
z`tTMNQ)yX{B4n0v_ZdK5VSZn<wU#dTL4VzN>qX;)(4$tjdxp}LWhC*23h>VfH<^@J
zrHGxIu!ua3sQ{ZbWsdoxCw_h~<y+7_O;C^b;DjBv_%weALQ`H}k~o_mqasXhNlEVb
z?XckRlaLwMsJ>IlDg}#m{92&Ii<cq!dyRwh@RSYpW7ql3B!~IF*yR($y*wZ8Y6T!R
z;l?0d;m@T^kje$LhtUP{-mZYZ$@3WyuNQY@iP21^v?-UA%&*l!!Zg=09;g%Dbxu!o
z$m~mg#`I-dJyS^YhAc?y!Z8g^U&x~UMdReiGoYL0#h^M$^;?UjH|<lZ)!!cFg3f6B
zDZeH*Xz-(*<w-rvRkj-`zJ6;CXh6zIFcgXy3nmn2_7iMkUJ}ww7M~PQ|Gks)M3fQE
zn{bwtV@GA1O$YZ`UG}>)4!k0|ahU4++;*y`Pwec)T^Sl&c0P#Z!?hj`p4?YONBZIn
ze)4<uQF<?0RLG6Sd#El*-5%MV0cie#&wy5O)in>7(vxREklv*A2Xt!;W=Rc1gkvYf
zopU9niT9y1K2^%H-P$K4Z&~hH$$u<c?aq;?Ul}@^0fPv*2Lg5)ZixQL;VY4LfKB|{
z=A;ecDS3tVG7H{Qq)VngnJ3F{5A2-J00PPTv~60y#inO~>)hX@zlvyWVedrL|MZLW
z*h}U6Eh<uIZfY)cuY)g`%4zotjw!c3SkCswzS!)bu=E-5zF+EkfKEf3<~y?6<E1I~
z(wY%VqCyGlIK4Aw!^jWg^Dh?idg9T+x<i6pOYIt&Q*Z2B7oBT&uc>o{f1S}iKrehQ
zDXxtk*qO#-wOxXo0!w8rsCe#bfU;jzSAKHdE8gU_1%EiRIwPK%X8)4Qt-W!)#7}e(
zm^I)Yn(UME7!mY?Du&}3(1LRBJQ5PwNmf;3W;E9?OsFLUEObaN4M_i3cLZxTwMm;v
z6Z7GD25_;m%M6n8r}nzJ$y(n~8ns=acBv~b{qS;%3Vku2D^=<Ui~aR})9X+?e6G+_
zbIrp<X0;~BB7akS1Pqw`Zt4Cws1&&K@s+y9vfkLcn?BwUYNsCY)mid^ef1W_HvA1P
zo=zbO9w)HDnhvIiSfhIMTVRZ@cqQN&P>cW9!RYtd+o(rXhff=D_w9fNe$XOA^w||k
zDAy$KVt*#w8;HYi%Wr#9QGu(}oWQ^|I;V*l)!i99Sa_zCGpq&GMhE>{T5+};p{h;a
zN1o{Y)U4hwHin%1)zIn$azF1V(u60;lxILpU3T-)h{cJC&4*V=d}W53E48+PboVFy
z4nJGSL)I`P?qMIEh^Qh$zO(#~<n8-vRwRV#dk(j>mylisrk*FbQ@s@Bke9E3t0)89
zUWXS05?Guj+Rp%nefX)<0CjB2B*O|sCcdz0O=KnY>si7jsE_4mi*v|Y*Oy0CIk;vk
z^nSS^eg=#he7T1{9QX_1v(optIzFrj<;f?+Y`(A>stvgya(kjJGlToeBB|2-8DM(#
z*Hzc`Nw1J02`!u%y$2~3G-aOOjCR!Dr*0j8d*J+=yPA1WN?g-V!%r%za9`<7d#J=e
zRBAOaK?(P8@)W3`-B=Xfb&qL(CAGv1`WD+WVhOGmu1z7Az-xuKj%T&&I~9|K{#iFh
zL7Eqi!Dr?PzyFhO_@iRryni39%PW<tkA)!NZ45GK)*sr<DePo~!^4?4{iHkzpI6&x
zr!6d_w&lNv>pmvq4-+1-HGXEf4oeXae+EQ!Zn^!!c?RqiKLZ}+&~^?(qfFp-Ffjd%
z{~@n6fC-rAQ=o<d7D>p;(=d93TtF61u!Wb7$nt-)^*@xT248aa2|J;5E_OA_OaA67
zdteXh-=6YbbN^xVR%qu;;WxM#(x0{R)9l{(Eg~A#+P4QL33#?>mkoxXC{bm?mh_fS
z|AM|!2|nIv5u7LaT+w1t=6MuyZ}b)oo@|Hz0?|r<*C8?Rm;Yd=!1U~Ps(V2w2Th%?
zc*Wrv5K*_4_X{Uv@2^f$U9>zBJOiZu^KV_|mdin@GiI(2`NS_9aTY)D(|JSQzwRt?
zgNoy*f3CKA+OYixGRWa22aXc|vKk7f{ovGeLCCh#J=0UT*#k%bZnhc~P?Tunf4!fr
zOKnE@fd1Z&(DSeJ%`Td{sNnM^Jf{CsX`caoa~Jl4PhSt8KL10g1D`L`gbEzH$qv_w
zK@-2MgETJOkE%oVn&C!^!YfB82`QXh|0K*Lh-Dp6W3Q7rB*(-bo|PvFA8hO*;Sb7}
zD?>P$VBZLWs6Ts${5w+}fP-*>lUk@UHXA=%JlqVPdRC#;@Hm>z!(B^rpR&zBB3wWG
zC-9%{VlsulzujGvY?uyt(OBr~P5J%Dt?Oq1_kU)WNDy>U3LifM9@zgvHsc?rp{o()
zC93eShubXhM3fL7@|_#bO8D4>+m|A}houewo&m4Jac^!XIczy>gGt31?qzQlp8@}v
z`w>nxs=kmLAe?IcA@{I{172N7Ba0B+YuzDzqZb+fgX{m$nC0oKm!zqJTfemKVvP@H
zPIjkpgwIVBlm25NU;iaq-?5@_Df%;@^dAM=@mWnpWaCFbY&v(H-DeY-JtKbj`on7H
zRYZ0vJWKv*p7;a?II*b59W$Q+ZGVlqU_R%aEB42Nn$AhXWlsJ+Ya8XH3eJhYVWGay
z-nyRGgWK%@mxv3!4|FB`f`p3|aLd1N4%A_A?dtx$1|P;L==DWd@Y(<BAr>{dVC5M?
zrh5*=6F3q0a9_67yKL~E*1UrAlz7WY2yVhZ(sO(B#GC8b{;uyUpC=mkjUPN@j7L==
zdw+EbZAb6Df{Ag+mMHur=o`bVhGgZ?f&3J&Tz}>-qbH(}@TO+~&Hp3mW-nab|G+={
z8zJDev(2XzWvPwHSGcyp%;JoGlCg1S3BT?#;L1}hLGVZ}d_whKq(xZ<yw!9?M$V)Y
zJ*kvlz_Uo=`mZ?tMJ{ux(i>j;zk|AEg)UW&v#`0VHf-dnhV(67n7aRIflv9D%dA1F
z7vX<4%p~s4{>dONx+{?3m}aOZixU39bm8<s9tNk05nN^9{qK%F6@CzXfa8B9-xP3#
zx}}p?tFD~jL>pWrw*SO<FC~6gt?=j5Up><?yJ!g_Qj=&^3prVW%W{{Rk+*%!plwNI
zj3*SRw;)y|9!>>kMu6ktGXUW)qgkacU-iWbE{0s0!fDg>!rJ{7%(O})cgzxK%V|Fi
z?`I++ww>*MYbX5r33o|M<s6)pUJ5U&&7T3we-pq@doy1qOjwtqKkHypa3N*gu}D0D
zitv#*z)9j?QP6q;uM}e7|KVb`^eOqm#aLNI<y~yh=`SuguRl=2uV(xmz9I^qdw5Be
z*dfape|gZmr{f-On8^QKYErgx6iq~I?@{)m^7cP-VQ=aE6ulR}{9}8!U)SfWY#{7c
zjO81L$`tc5x+8gb|2rV)VvY1K(+O|xGqy3r4{Bfh>HLT3<FylKonT9>^l0y@1FHkO
z`LZ2>2tw=QFaOpk=|_c&>^~cN5_doTmMk+q@%%w978fw8!b2SST)j}!QNq3cTi}#L
zi^M+`{ADpxKk@Wk9@Xu?Pl$v#RM5dbqx|~xP92z1#WC<(iShtGR1ghG|M9)V?LYCC
zeuSrk*CJeET>mEImY#ibw^Xs>dw1Kq)y@~Iyx;LIsru|n;f(v2o;8<bebGFtwP^q8
z)s*dTt1X?<?-TDejunFrXW%mXNRbob{I6~@{nMC+%vizm>0b$FL?)j}VK&Fn6T$Tf
zru;YKjh_KqeDG*WaSkRR_qj8+G{eJN{5QP#6P->RcQm}VskUni#;3o;-g5Ynd~(Wy
zGgIjqa1Tukf?Q}m12UKYEkt_bHlpd1CJNYTYBF%iKZMuUC=;ju=4Of7`4&2C;s!ru
z{98>93a-hu_nO!#<;b_Eri-Qrp8<%RCcf~?f9op?+7J~&F6_sXvijc^VO*={_?~(W
z88pROD{gh%a^JEQc~k?Jp}!?f5ni^qZk9r>4B=Vdt!u!qbK>9j8Pwp}bZmBS(ES2l
zDSMs)J%4q`>QVE;*^0B;JY>0g_!(ebmx){GxF^8EW6_|oPmk+DB_{x%x1!&vUE=oe
zZ!MO*AKc=dH-QuVAHWac8qpX$Ee5ZEj(Tz|#=pvgOfOiDYD4~~MR*2;qCF0WTxo^C
zEiqPh!YtOjWqRazf$$8N`5$P^a9Z_l$-s-sx5v~xxYE?6w?c#5!+HW|=#I<bSojbB
zsMQ<6i!Rk~1|v#|i(Zna`Q4|_|MYE#A5k|TNTeGdLyZyi)oMN_WoN&>E57_0X)S1?
z&h*p{w{l?N%LVK{@F|Sy0Tup&-9^f8p9e0&InF_}htLm|emy<g4Z*E5QJ}gTf?tM-
zdT%$)Ydr%-@Ix-ad)q|zqo_^Af5wy4SGliwzuMeKY}=z+FT!h@>s8*L^dhquaeP-;
zYslH^U&-KjQtiR4Lt-u?X{|N(7CTUn>3$h)bL$~-_E&)l{%Jkn1&RBAx((C?=z{_9
z1EDIjSjBZrC+`u`rDsonZ3jHPQ{bH=VffCE(9A8TD7ZlV%>vLNVS`A$gDQN*A&;vg
zp+sSj3bpZ^beQU2^1OC~ZemKMFE#v6bC|*v&xTpzH9Sf`uNvl(rws24HZM5b|NQUx
zA@Fm~KWGyF21w_6=+v^<xQ%bv^BCS!ZKC|!Q~k|2O*0Oc!VeMCuJ=6%m)`l$fHLG~
zz-+Q!_Vn-8o;uC@8uXOGrRojwK6sx<mE5k-9Jg|5-1PREJN<OL&BGc1{oZ`UJ?vNl
zgt3KFTh;|7AwY9|XMmGL2=$K5vn-WI0od7&zHj7IzZUATHlj?i7FVSoCI&*X_OJ|o
z5^UMRaAH;EM|y+gc?oyJf*lKDa*5l>!+f}hj|^e4dG?JAYNovHmQB<hpwu+|xZeBo
z7gTetdcqc<VT~}eMn`;S4H=rl`kfjz+144_+CwDKFtjgVUH68K+4z+QBnr=!g{$V-
zuRSD6(TIofG9eL$_N2^8MO+<9bb<=VM06z%tD-*K!koC_`?lZ3jw?kkmDkS?iKis1
zc%rw=IHZY3qv(Vr;>i0NtTa1~0$*n9Pn}})?ID~P@EDV9{K!GV$0I`+2D+-$KUs>C
ztawcmm!}gK*V|kpj`SpB;naTFT`J4$Hsb;L6H!2tQZrpsQ83+8)?iDK^6`uYZ;u5e
z;xv+%g~`<!v15C!hFt>|WAK*8Tj?nVTrD^3)qY5|*w`|BJXOJ&thSj`J+way6Fw+*
zS}X2~#EQ4jp&m^50!erB>aZE8I2a*JGbK^jzO7Nxbn$MtK91zkTuXw@j6|xu|CB4Z
z6`Mp%#lao<OJ`}*ID@x2f1r?{FBhFeqDHSNkv@4OAI<kcB;`Ip=kC;ZU4<G^ECQ`n
z;*U35vrZ^|d%CU$=IT{(4kBDi7Fg5nN<RhXx3*dw2=EB!Hm|KkHO@1HD!pKf$UJNV
zPL3I5d-8i44zf>JZ}uO2a(H7BQ%)-V28Hi}#Y6aKWe06|I?0*h@WCL-P5HQ`nmwZV
z%4^EfX0Pmd%elP^NxGFKgNl67c8LLQX)MYZs~vPophGq_LPzKk>^q*8em@H`*9hHb
zf6&x87O-bsI>&d==Lvtw^q8pC%VNJ)hQN5Sg1)0rZH>&A>s=NSaM~2<!19xlH9igS
zgYT;;HIT63`RgpAyoiq2FVuLjTchB&Q)0}_7M-r#rkc1id%CfniCwUc(P2v=SOC#}
z2+x(0g1qzG<b=1hN)9;`(#h6do$RKI!PDH?H4pvly#I=^f;a4OVMkH}08$_;9A(V&
zw9I5&VTn)_qK$fAKT`b=fM=e(_bCx1Z2vP^^>v8PN@>PuX$G@1k?!FnaG_6@8yj}W
zzK_1ORF-3%Q1ki+%^=Lo;Tn}!XWxc%QqO?j8;m@U@4+0a%IRg8ylwe9e9~@QD3#Lj
z<H8xNJcF(H@Usg#$T(ftXVtO6LseB`iih>3Br)GgGG5t=5E#)cXk}8$V{i&Zfub`d
z2eJ}K#;r(C;W!$H?Ek|c5%slgwGt?E1hpi;L;Ap_@g>XMvYfv4qENVh2j49*No8X_
z>6ss~72o$fU&9eShRRc1ot-B8jEW+%h=ArRoHQw8MAkh?Md6t!BArj!&UU~lV`JAu
z=(h!ctmA?0>ux8-Vnc8jpJ$!XA1B{oChwhRK&SrOS7!Hl@DJ>U(ViFqAx%a->Q*rl
z0c|d*Uai%<3rn}r?4>REEB2E*8lK8}Oi+4xEeF~Y{bc1>tFkO#+!pLI;L8-m57?iv
z-?x+0jA-x~fX5ZwTa{PB;I(p4b_euIIl|Hrt01+MEMJv-f3pQW)t1kheBtsOfT>_k
z2FoRSjlC3?=CKI1wb?LXjtNRg?-;SxU!!fI{yb*Bq}9pFqf5SYs)|w8M81>DkpX^7
zR{V7}gD(lsWI|+3I-K~R$?$8v8mOe*CSAF9280We)4&$-kl9)a>u<N#=3rN*7-LzQ
zH{V*^+*R9+wRTrm^qW+Evp(lKETu6ZKqEXymPWxUw8rWr+OVMtik`9Kp=6P6<<;n=
zrf@uNOmrj(f&nR2TPUy8l*-nJJO?E;-<8I+d~kn_aAKIWHZ?*%@LN4d7bUe47Ax-X
zAmC|Q;Nt1Z{??_FTdANpYj~WD)ea2^yG|TnsfAtXTjSCJ>YVk2aN0il?0IyQMpz_8
zB}MKII`&l(zEDoO*(Ef!yeUs4wMSE|GWf~8XRZ4|Ua@kHS##15iNuBCTZ#VD6b+A@
zecwn;F6%(@(C8pPDn>NTAYYj%<cOL_Tt_EqE&9PiF3Pg{O$YHHoxx#>o}u526|@4p
zH9ankMd<3Hj18Tl2fcJMsFnQ?zSLyf%E>4-sLi^UlpkbS+mA(O*J5^YmzhFw<r%-&
zR<19FP9}*wulb39o7QAy(m}TJox4V~^i7F}oQ<Y_q(RcMEw4_3b|_>&>yvFZ#gy<8
zPO@J2$C+Jl7X6h#E$i(KbTVnQ^0-nDHp^g9$O*pNg#~wIn;jgqvGLJ(<6f!SZR-C?
z-gWydK!Gad&aaaQ0@oTCK^Kz2YX(gNLOq52$g<0IIk44vZ!QfM@HFwLV3qDHAqn9=
z;mp^HikHXwqyvC+!74o-{&fP)zRp1m14Qz;h?3O_M-~~Hos!7cb&N1cQ4Zm`H>63K
zP408Be)4&%1_?D!UCY$+6N9(z?9Gr&B+|(Drbd%>lV(PF!W`WCbJAaTs@H4?NGcq6
z>JQ$z(ZiAfNLI8J>uTHgd@HWvZkh8<_4;$4RvS|EBe(qTQR|G2QDd)-ZyJHwZ^VxC
zLn-*EM~Vp5323bsNFmc%?*jCs*fU|+3Cc!Xb_^`o{_s^C!%t1z9lz#jTW!HE`5mMU
zjLrCO8m`q6)CD)7)~&UI!$6!;WVR~aJxsku6k*7RK$kLD7cDjyi;%u*PRnFRLVo2t
z>zz*>%@@ahwQmD$!>oo$YUt>PvdqS*HR9-9dMiwN_@Gji%myUIRA9L<)*e<I?y;0X
zzNnW8HOiw&@YlbxHQgjR9`rK#0j>%I7JShbBCL;*VaFFsUD=W+`leK5axUw#1MbFP
zy)G;EvE&inLD{<SrRrgOrE#4`eZ(x&W)^zBNfm(V7qk{SqgRQ^f|Ymk+4l7g!;sjY
zfQ92;ZjR;wzbQ~|o*E28{PkJwyNwL8Hg}!#x+1Je!47uR;t98=uJ<tkIyj_8-6D`t
zH(=^1`I6I*v{Bj?J*-x-;?XT_N=EB-;W=wg97Fyq*;(^Nb_5byo<~xSGhX|Z6KE5c
zPR4#g4)I-^jBb`vj#Ytz(5a(bw&haw9a%BG7dYG3ZJ(dD&PR*nu1HSmUQ?}KJnFuU
zhLW{Kb93~?llbk>8XcvoPaZHeq|d~0IKM&t53cgg`=gIVH6A+mS=pwSAUe05ENXME
zMV<*lPlL8)`c{PEBv%&N0hZqri$mk)n3GLD&bBQ@uK`LGiE=j}b&Rhm`fZp~%I{RY
zd|#J}LYRwGzwW%>h+<ypQE|Y#4i8;`5Rf*yZp6*jBMBbDPObHmR0z?K1aI%E1CcPl
zsW{HQyGDd$*Nf-g)(E)I+i_@_Ggz*5RU=Jn8^#E$I^6l^{IIz>$nv#!vG&`DCxLF=
zTAgSrfQH4oKD0VV(g#>J+b{B*wMX0M@g(r2kUNLd=b0^4sUtFrK!!)Je&=axtUbhe
zn8e7@?^2*hCwTl2GHA@V4qwNN+OvmkeDEf%nNFWW8AqY31?i%;nlK8M#OXvZPp=E^
z*<Ax892-rI&peRwGL^o83z!{zlo0w^?2<%WHH1oBBN*#EzGU+nN%p;F<FU}|-tyGl
z$qkGq<Tevq_l#Gn{<#JoNGdXS#TB}J2HZkEi`j-b`6r%dHn8ejn?s72syL7N4+J8a
zuWTYR-XMi3?P<5Dr2Y2(+|q~-jiO0-eOoEOv(Cye-z4~3o;#t-?}rM&|9sP(gd^aE
zvM<)FGrSU|9704C@__S^;Uisd#le=;)~RkIbob?oL#78v4bRf_X{+;=*m}yVH)Z#z
zTrW<PYLGiVeM;6{EyAOQzcYQ2W+mw4SW?J6)+;^UtIR39yscDQi!)ttc{|M)PNpaZ
z63yi{0a;~*(v=7tDZgRiK|#cx*Y||E^O5684xkoG%eZUq<aYGr<4*T>6T-juD7>v1
zw?g-M27F#^YyQJS!NCL-{egz9-lBDHRZa}f+{I~5#&s%QFz0ss>69zludf@R?_!^2
zBBhz4Q)Y7NI1wwIq(h&F6RRhx{oP7z5dEdL{?<;W?MUU7YW=mItvU-^6fG<sjimf>
z@<gK(c%({G>`)xI44%2SlQB`Ybs*a_JgBziKwMTYI&O5ZPR!D+icK{w`r;m>S<I1n
zw4aw&1>pW_2-~dSDC0leR*=#^V_YnqOKG>)ZXXTM-yJ*1oUl%THb+Bv5Gs-hWEDHy
z^@>ticPcqI`Ko)>JT=GYTZj&<R->r`7C}|<T*C9G8<`M>g4bT(F~DZ0zdLm^GCET<
z6?M69Dy3~gns&sUguO+gfj&-+Qdk<pkwT8<8b&_0qgBu<QuAG~o#iixNJQ{gz-(aT
zZVXz9AlG+?25g07)=ov))WlP9qc?|wB`Rj=iR<Nr-_Lp8F#F;m$<w;ZiIE)ueaG}j
zEMOJ<E9B(`j*y6S=_+kQQ@lajaq;t;l|yuYur9FLbb-N6TR;A-GvvWlHXN}s`lp1l
z`wRhJ5Ge0n(Hz*coA3Z%!0d6%h}atH!~nVt!B<W3=~mmq+c$@aHk|V3<N2=jnQFXE
z$>(dqg0V!G=gzh<&V1IR*U7Bt!_!8uR;^ooIg!U(<wT(qiT(;Do@F!d2b0<R^7(5w
zP>fpL_(F|Z?-VugS%f^|?}T_AkJrQXsNe0vmOh8^F%eJ7A%@F*oXLTfe!U!Ir6DJs
zrNh!Oemp4Q2A;Ezk^r?2W#S!AuYu*u_}H-G-?7nZ;|mKHn_R9f<cWv*2Q7R*aE;f?
zU}HKEdC@hLQ+m&I3P-QbuS1UC?#P(ea!4!OOQtcVFbIWRT*LMXe~2AJI!R6p4(2pE
z$`#*ioQS-zvN=#tt|mksskB+a^iW=4M@}j)cBxEWuWTSGCAk|m;1Lmhm^S=823E64
zpsjo<V_9Q3`upSO<D5AH35trV*f#RllC(9l=nqN<AFaoZc@2|}@YT8lF3L(|$W{vW
zT~A)yFI?&|gejUi0F`aLh4_+b(rla2lGGxV7M!p1?9X5xqbX1gTo0C3B@a$Mc}XiM
zTgjDcea|~p`IJ**-x8Da2TTX!DtniWZ_MG2xj1$*9%7C)1J3{!?Ouv1i8F>5g!6c_
z!6k~vApWb}l-8z*^;kzuYWGRQ_E8!i(G=Yxk$4n4zAyZX;3^wDyfBAGl?M6B4lySY
z&31Hj3P+U>pQFsHRla^`5ZVb#k~iwWZbx1m30Le|&|NyAa|P!EEr|&`5{<)0=@_#{
z-{f1vx{5q*sscFT*v|_S>K`0E)!mI(XZR`xSnugX7bnfsJp|4rn2$_^i+yzc0ob@8
zN~Os;;iS>p%>E66fE>{_w)Yi+6*V^aoJ@SM&5vyOXb=%q-DVUG(w(Z{OrD#iV;$Jx
z`QepKkErgza)Cw#9eBd=MYpT4ZBuE>g3_zqHGZKA(MWpMYgnCS&AVVw+04!Grw#*R
zio)iN72BUtH^1{55cSBtz|;4UV}7*;9|M;Qji!Nd^?Kx?gH}#>!{szKz(v-#`-#Ta
z{7ePq40OPna)V5II^t?jp$=?MGO8CXi%AWnD`E}6)@3hQ&RA+L`i!Hjhbnx$$WJ;g
zN#_h1J+vc}(+)J??u5|=I-;k(ch}^p%uQX?Lq>w>ja@m(a(l31WD{O&!K^=YmT)H(
z0sO0cuH){3rXrTN9-9-z;b4xQ@d8r0E$yAK*Sjuet?1Fby2uSktBr>Z0u8xdedEc(
ziz;zKMdX-A$RpbE@P)!dKsn(q<4Wz6>9)0&ydO|Q+9ol;w&ftUgC6Sq^4%_U18iCA
zctq-_Q3L&c*@(}*+Sq(IgyQ6#kf(f*vJg3Cr!flqpqQ2EuFJVAa!*p#`ZAPKc`4aP
zrUS$MWpBB48jgNvM6m>O^@F+JQVBg0OoLe^M*y|4mdR#h8tkTmYDYE<H2!4lI(WDM
z6a;4lU5@d9JbtLiC$I`tgFav&P}>p86>7`Nlp5w#=o)U!SHfH+!8PNAM(M_j4z%{u
zbkL<X8#-9Jkxg2FmX<@9t!l?X4ZvM%(7NZM#hdTJJ-M_-)tibtbu4f`U*js&a97m<
zZ3B!gY@KAn(u>5mK64(o!7-VH#O^#i(!anzk+>F{G*_wmwh~T<S{BpS(-oyF6fE&;
z1Wcg@3J^?>Mcp6z2Cpy|I`s8t{og|+!6|fj+y_;IZ}#>mS*4SeeOXiVC=f^!r-*RM
zYHT<0hr<WC_tF{qk&-kqV5VH25TKoVp^;zD{wFQtN%CNph%9+-XoWYK;ECRXeI5JM
z&k;TakCP$4;`oUqSlrGVcW4dfOnVBE(4^v3f??R|ru;D%%XN>2rWeh2S``zd%}yje
zcfQ$0%m0M=AkOWLQKp$)I`rF0ZWy%IvLnInzB6fu%u@JIT*!?;9Z&pLO#NodF%=P4
zkg9XpQxJR=Unbz1#3d%N9++BGWf=&=d4p}9GN>DiaWHIH#FSYEEVDq6!*%4BcJ5B}
zH-E`0pBj3kEq7g_+kOrr+jy^7mYGIdslbc6H=l{`U(O&Bpj*ipZ>XQ^l#o$lYt}Tv
zUW{G&a*OhT97gdqp@m<LmdGOcxHzA({R9HEeHpOga+9>KoJrNCJx<VDy&y%gHN+1B
z(o?=$Y~OpO`B3+}%!ej}%4^FCtV3jE;8QMQgcI+0?xp{6UolrRmk`a+I^7L#FIuK_
z`x;m38NgUI?t13V{JNg&GGV9&nAr;))$ONNEe>H-U2!n3t^M#Og$DijD}vDDQR4b2
z_BVTTV25bz`Q4z>orBR&XG}C|L<MD+36WAo-*k&!#E5eKIo<_Tw)2_VB?!a2qXgx(
zIcwOI8O#R3(xsqbxxK6;Ou?$l0@(d<NBG5xR}LAGpJAj|{4nQ<xJnjJ#V6y<*RO?%
z)RfM#>o!emSA^T$UtLN32Fy4D4+Z&3S5&b?6f!t8MG)1IVA&%nQ%MwQckS8<a3CiY
zfv*Vk6x3O-(C=P;2P%pwF~L-_h)k53Z2)T@B3=6L+eyk+yL@!nJ?3Be#O2k=(;+=T
z0yFptj!usS20uiZ$xW*dqvn@2O!>j6Ij!0I50j3JJC{v%Wc{7<yHY4^dN~w=0+wmF
zZoyp?vk`I*ICL$1;c7yB^RPzb=^DUY{#-ut9FmMulTlTqL(`tDfVjwSh`+(>2~9*A
zQRXwlr9i7z#n81wass)74|L)d<ys3%8qJWnF9_1lfK?n}7MIL}&S2$Zp<9s{VCv(F
zpwL01D3!HykWerOw_t+L+cd3>$M(CFYl7t96V}{Ipc$JM=QQosuO%nIWRlj13T}(p
z`7Ic4X5V#h^cDG{|ITO?7T1~vUr$4UfP1O@E6W7}LDbT;57?L$qAvA0x-mp?I6@18
zLc}%S#FR0&3p)Mw0Ho_}9d>FhKw1^~rh0eHmU<g7gz=!drUz@OD66D^-rbP3Th%mj
z@;q-mLP>lv54=Kw<3;&$k=-I)U2H+X(sA2gOuo+Zg=Rf$@Jm36r-7%U^lfd`(CT7I
zZ@i#^L6jCKn%B+E%5Y5V!wL*|O+T(%txD*$22MyWf|@5w_oryga(a62jqT~G4on!w
zUTRmDjqfdztg$%^pbfWlFc!j8>mn*W)JERCAdKNS7_F+G6g2)>)d#pdXdD>hhIRmt
zqw7^|d)ei<W6vtv_}|meW-;8+PdQL&;<iufXrtOB?l_aqM$)x0R&*j!JAT0m`{-Cq
zJCa&$j5*S2=b*$`rz8l7U1T9K=qMECF4fZ*N>^0tbDU$Q*3N==2qIZAX`+kG76}2m
zZ9g<an`Z{x?sX20p=Fm}9wW$(H2q%N8AUI2^TT&x6a|Bnt-iY#dpIq=eOc}_+KY6q
zm-e$x_g<1W(EaJmu?;V8S2GW20uWhd_ja5p+ppanOfPs;^%!1igv}~n@fvG?EFD!4
zC^O_44~Kmp;6djKX9D6bygLL~)~z`D9LLtmJJPSWuoR^(lG+#dhw*BzuAdD#S(&9{
zMZeV&u<b}*QwLVY&3Jso{50~>iD&<@109I%Ya@v~GdvlTqPzsGmSWq!FI%e`8!Lao
zw^E(EvulYo8NeCY#g1j<pN!q+IQQ~^z=xa7t9@6U$5ipQh9yYK#l~&F6bs=ULZvDD
zb#q57_eI%U`<6*|AUW*F^dOqub54}TCU_^<Xe{on)HSb<rs)@^Q0I`Q33;&Xu<7l{
zBTn+G`5*0+4&H|=wx2Dpyjz=-b-x#Zr*%~~Pgh|r39#D}&EjJ{qH4joXe#By5*Y7D
z4JWx1R$#S>a@h|dq>EaKGu0D)Y4)my#Ww!P?h94@I0WM*QEh@LC#@yb(MkT;XjlDO
z$x3l^oJq3|Y5g1sTJ-It7G9OL><1NZx5#xAxsnQ9@}IRyHysR76OfUUSjf69HvWU<
zr!!8IRwIT;&*t)4M<*iVEvwanm+fZ;N(c+<W=0#T@5yl^>%JZ(n&kT$@3wff(zES`
zD4)=F{iY{N3<C)S#yNE)?69+vF)CSXaqsC0?*e`G7Hq!cfP!aN%j?%Bd2BlP@X%bH
zeE8ZTzX_SFR0~pJD9-V|26{L+xieXI=aWyJqrL*Gz7+8Qd7KZ0G-UB#psHH*cC{%l
zI&05l)m-p2e{caMq(Z*W3r^av@hJm(ijVc9K*SmbicBVbp9nFNEX%G6y~jdf!(CZB
z8J1T#f(x&WmuYf0VA4I8I<?LpQ&@Qol@F2LR3$d6<?*v9`%ruhwQ{3<qqBHzKfPMp
zDMPXabz3bOMz(G6bk-w7Dc6OFx2!o(sy4IYd8nHUF}A1p6@;RGO29f!l&diq6+)#C
zY7K<US8i8$?M|F}>rs*|-=c@h*_KB&jSxP`Hw}k9Dmf3SH_G>TNRQzJ?D6)yzf5KU
z&Rn4jRUn{!_O6@@<W*3m#Hu+DB_(Ue){0ja9DFlxrhxIL<;0AnAkO8CNh(IgW#pXO
z^py{p`-%S8+vT@mscgbdeOK17=sfNS-4&&ZU9B>hZUf_H5?Yp5bbxQ2>U>e;(pR7I
zX*X?CtAa7L3T&(UY~T%AB%i%SCsb*H8!~pdRJJCclN_u{r!>m%;p;<MGK3xAJ<sVZ
z`)wPN-mev^l&#hwduyK!JZtaSEi0j8ZQM@9`!44lsAM>BMRzd$(%(5&vLCmjPU3Th
zXQD9XZCxzU%vYz`2LMw}b`Iv1&@RJhHDPMn(5|h5Yoz?3)2hA**O0poTaO-a&hRy~
zu+Zg(H;Fz#1HcWWlcMBLnpAd^GHLGd<#%FuTU?d8-(;Gv>#|O~(`M6SIMPLJz0_bO
zFCzPWT{q%m8%zj@o}_Nr=_H)LwWxeY#)buny(#0;Ofalr|1sHHZh8XBSuh9<PzsZM
zv#3lKnQUxZuI{H!Qfl;C^QUc9Dx3Em)aP3DQz*uy&0qyZJ8HVhvb#q9e0#N_pA{C=
z+UK1o#40PR16+a?)CJ+9Z~n7(ZD=diR%2_0#s}_aP+-4hC_Ir(7#&n4Op@*N;5CSO
zW4%S{BtysVDO(ggY^A!FkTR&1=iC9QJg1K}KS(D5h|X!Y7B)bd2OR|PV6*TQ&3DwA
zUwk(zw%LjpBUiH6YFcn?nxm(~^*C%$++hQ0cOz;J^cb(o!UUqXaMLE&`^H(2N}Pv1
zlbT`jP{vU)C;d*skFl9CYAtnTWAW0k0#PY-G^mO^3zyJN#c@<H?$G8aF;Z*YpJZ+-
z<<XXfWG-NKi$icX9g(N;kIWCiC;gmVAmK#u9%hw$Kmya4qrHS5%MA-{*VTxg<3WXs
z$NE7lDOh`?(l_GeK_#25_Z+W6sDY7k!)Q&-aeoQ~+kKoHSV+q0fQK=Je(;IeB7Oti
z8FPHjr7H@V631|naWxaQF}+SYAR!kN7zzK@DUysh>0!`nIJn^w*436DkD~{YY4G`}
z9=FT_9Zl{{b)PgQ4edp~R99*7;GIi$K}fc+Z?_p#$0-zCcbv+<`~=8>O}#3`YhL8v
z?C&Vpr^QClP)GMZ(lOH>N6>B=<=WF~l4jm;=uK>~L{4T=*Wxv5`i6i9OtjUtRCOR4
zCK8znIiFQJr~&FS|Ez<$lZdJ~D?C2bJw@IQ1ZTWCg6{(uXe=7=c@X`R1aE+ALDRCL
zI}KG#fk?^+VjH>3XyiJxj}1FD>Z~d~N02PsO;%1X6_Y6Tt!T?40jVoT0tD)0M^R+K
zNicqTI77}kd=Hd>=uOpYsD~5dS+^xo4Jh0uGK*X1Fe}Rd(t21>iX9<TIZdNIXc(PT
ze3#(&%|RMS|5_>hW3g|grl5KY9e`v$^f=h@{DVY>Z^u3s1~pIa-p^7;2mB~&KszIE
zeAmsBH;%!|54Fn!S=ZlKgdzx%UDuPwzx7sKw%c^5L1)-6$UXl!agO`eZ}7V6GDuSR
z0omM}Es1?83OXc(kS}4iTK-vH51JE=i4z6&o@bC$e!FDwGeDoK?nw8C^W$&k!U!k{
z{aT({R=Lep%^8zC1M-`;RL`IBtaG&Lnllsga&Bb8(T1ue>Z;ux<(syh$vgHzBSG~)
z(!}2FQl&AcJq@+G%VWOFWD`P8(c*$_F3yBzWsp#C1!~aDZK(5nU1f71Zd2_IJr9J1
zEmVz7UG4A*dH$IRfW;sBjNY@3lZO6S%JU_6<9`XfmX7Q0UdU41m}g%y%GN)WTv|p$
z4j&m7lOQdqaQo7}z=2(<i=KvNwXisnS#l)1UleX``c-K9rn;?-l|!`YcbR#$XU<a4
zDy%%Mh1t~`OL|uRiX1tP(9SX88DQf1qwrf(@+@m05#nbi#YL}d7j#2)JAdytjResz
zw_>q96KWv2f7F7$V4I<ceO15Lt<;Q<%T!wyJ!@83-_|tx-dCw^<Lw+0j8xV^t{3pB
zJHw5i(`#)!L~G3bu}WIZvu|FZe)1}BJIP6|wmf`Xi!rJ1oqr8d86VeP0<1HuOQLL}
z%EUf-Sb&5p41-Ea|6rw^`McD2sWSsLRnk6|)Kll3&+`JFhqAlGVjx$+uMipUN>Z1u
zB>~(qh4ft%RY!lQK4NecXd~N5Cja8Gz`VQ7J<ZAI2{MUBGxD>hN-3h{<NC)<u@CnL
z^&j6kFVe+#F3iPYl{&ImxGos2TS!(+RQ7{&+qfHKoY-|T-UQ70YOQM|(Q(mZ&f*UE
zw4UCxu@0^)*1tppd*f+|vsOpj1{XGaG=d5y$t>shaBpW;^xKk>MYQ9hV<QK>bT#r@
zA3?Ahl~cKFAECf^79Olc>pV+SC2lcFhz+IhW9P$XK0+Hes0=GzKN_*_1+&;_VGvg~
z%72{#c|qA<Ifz>h<ONucXdcx!9BC;QkreK-53`Q6*rJOrV;0dbF{ci_0X1F_w|0DS
zlR%DtH?O?I^Mk#(E#W|`tksErMCsr&!SIO<POL3^<=$PLz{v<n=?(<?lLG}p@G@ZW
zL$pa#>_NqYdS{|zGDWqKQf7P$E&RQoI*PW~FPdEE_T|#UFRfyF4~JO};l<(v|DNKF
z_gZO+B!r6{%<VNvW$CYXnhxjnC1g~UxJ#j7@=3?T$%CHSQkLTjko?SDLV*?4RBe`}
zQUipY;$&=S_$c+9C4ETepk`2*<2f$(YkL8$*BnlMg6B)Sl#5Jp_lw29v>&O6CcVW|
zr^!95m5k;aOmL+?n{C0jCkL;Gd;*Pumb!6kUC+@x3Y(4I`PE8x({+sgFu>v1j;INV
z77pG>?_iiOxT2Q;VIH_}Akc|{BCA~(SL7!+@y1g0T}||_<h+)X%aVG5({%J1`QrQs
zP-h>I#7CN;7ve1~PTM5s&TnVTkgrf)A@Z35dTRcN4ET(e_`7n`#v<tK{X%T$S1D5=
zJR`u>tvgzEhuOpp8-B(f_w}Za<xNqdpTxOw0z5SJ)D+;_RPYEpNxbN_qsoz7M+@jg
ztz^d?G{>*6{o##-7ZZ;9OBXrWw4Vk!Z>aTy68>(*^0D+9#AEK|PzQyXl2K4I(nY!4
z;+j(8Dd_DGulI`|YDSx->J=*`s{Ls-@{i(|?iV$`AGY7~c;D52gD*q^>AuXvmU@zn
z&0B@_V8;Og0|T{Oj%gnY9Jr@IurVzjZTFdyw+tOQBj0?guzaSKzq{51wGW}lI5{#T
zvYb0iZ_JF2?Fqky*_`#%ysE!?Mcc}L)9XfJGp#()-p<MW`bMz)bML9tUIsB@QG)9A
zq2e#=n;J#LMkM%FB0biTk5Yv@A`&?FtV=RvW1(T!&=YSl{;|!`>GVpV-=K#uXDt5a
z3ziW*ib-3)szG1j_m-O^k}}I~0Ur%2-5U~oMb-Ht+?#V*yL<YfH8?H3s)J;dw={`^
z{n%PbY;_|3wh`@F%Lr4fEqm|VlwnJ<EZ5|uK1}WxIMdf2jz+NvvM(Rnq#*4zzD?1?
zQA3gyt`lswtFp$HE!8($DHv2GcAy9Lq}Ar+`z|3ma&2Ey#f1fq(}H^M^%Ce7b1e-C
zQX;puBQKDlX{iC<hsU=-LE8F!ayXUw<h4P}9%*T<wXttm-B{PGrL)uOrnw7a&XW<h
z?Vx4#@C0!c!Rw&f7hus=^Rz6nh0AI`G}u(&5@fqFr?J~Zi81rt`2FIVs*0sjFsPxQ
zRHwszVZM9pRf=XK_NA)6ToNd4%BkSufnz(S)&Un4RD3bcxyrBjrlWelkRxxvYtyH-
ze{7!U=yH`>HGng;bTKk{S66Ay{1HPZ9Qr*-45v82*vwXEXm+HA#V2~y90ZnXzb^Ia
zFw_+d-`N;}1(G@cYVj{w%07@w1Fi)rw;LtAWL!eAd~L1A1Y9M)gn4ZgX2t3K(C;C2
zewP!U3hpp%>6)Y4W1gOCIslCL4L8)J*4j#y<TV|)Ugbh}x)U0+r{;FkdBd!b@ows}
z_a5}Q$m8V#r{A>@E(C#HIwJSU$S!J)b=+*dEo_{MpiABKeqnu2M$EN}ER5@Cha`12
zvz+vuvu9;#KSc(rhrbaf`h_T?l>8=Sr@NXM&snTU7O_|B!IS(hqFc!utCPD~_{pWH
z?}=ND{*oLod~A67$kd7pfbUd$d6)0~;?;WN<5-kAc+5oJhaemxXNW#j)b$lvEkE3l
z|MxyMO|7dEr2sfYWig_wlK#j9SD0YTYiG<)JJ5PjuggBq#mgrk;`2s65*qaI7Nljv
z7XI11t%;%PW%f>A<@)4jHOIx8*yI<V97{`(q;9Ho+hemxLIwHm%e={9u^#>v5QG|K
zawdicFnwI=PCmE!rS?z<F_;ZATLrAIIK?`gT2!J=NE3nmy5Jxa)_fY>PE9)5{l3T=
z5(ob1kC?rJGiwR-z@bf-d1oKLKeh#pSHjFmf==ry31&tD7T#l^*pal=4;n$G3oDmU
z1qG59UCD|qQM57+OM8ly#aQ@Y3+b+1SbRa46S*5jR?WHt^ypE1@P$}%&!u{;*7s#r
zh>XnNzy|4;KzUY`c1_a8IxfPk#Uq-{U5?r(-QH^5PPW4nwf3~uB-q3?`dcUaK~j3B
z>f-r{Q#91_L4JobF2ZU?<$0nKh1KE(%->Uhs@6Mo>Zuoex$m?DJTc@kYV<jn(#49v
zt`sypSeTz^p<e?qqxfzR-|JqnjN5@LoVa4Q7JWLDP*GWNCd#N6&WZS3_u1ap*pBUI
z90--F_}s58RdrZ)Fy=tQ26&aVDiu6-%oS?XnWl<KOY`X0Zzdg~!r3BAE4)XVrd^E}
zJaSqpX>!B|wQ_G506K=N&_Tsh2G4feQhS>yq`aXvXB~vGIn$nMPxyBJUl^GvBcco6
z?<t%lG&7|*Q24P*Q!Q&i1?jGgS8GB$<*HuE{0M~?o!FS;I_{j*i_8&mFJ-u@w5DjI
zknbwX3zT7;8Y6k^AY(SWN%04+7pSmTguTeoU#S=4I*TSv2k~ZATA_fSU!YfwezlA6
zHk#%cFud9R%9e?K+5gh!-KBSJ$l;*GjSy(sbtU4#NvKBZTsZ}W4%W&buU6P`&<@&+
zKHszI-6@fDlCeD4*YvB7sqL6@u(9l?U$Q>+uY?l#@<kk3Z!MaaDjY6V8g(BGn%U_u
zkUGm8e89Ujm>UwX-YIVHCR0Q$&rUu>f)!_;nou#MCUfwTp&ib6SN+rkt(lDZg!6(}
z=<)$x<<8X;mpl?1-k^uYQB9(;`7@fUFZ6No@V&#K6&u-F0s7PR?7+KG$v<D$fl-%K
zW+OUFysitypE58=J0v8#=51o&{{UE;%;l@l92S@|4=(n)=b&qk$^Pj+n2{9NCRFg<
zp?i?!_Qd~OlNzeGqJPtK_zYNtfJH(XGSU(oIcD3wiKb{B-Bqr}j>UEx<5}p(;@*5}
zY<?r-LT=$nlc*Swi(<%7sG`N-<c}-0PAY#Yc~hmwrn_y3_ldcfc>0oHwW20%?&~Uj
zhw<V0ZEw}ZDur0S(R*KZaWysh*;vxo_RgCA85&)zgVw>r`x{}x^IJsM(j5EivK~N7
zw2hm}@*xqGu*nAG_ruLMOl?Pc-WYT$_Utu9i1cd*l&1qvEd&d56l2x4FFa}Yjm|^9
z8SDOxs6ORrA@lpO7vaJ##lzb=GvI+x{h{&hcxTssqa}mfs~Ys#$o^_qcPN-8Pyk%u
z5g%0s-{aP=OOVXCS(FbImk^$&dfCj9=LS1E>cH`rozEgWoSrMXPEx?T)}LlC5<B-$
zes89|vTQs9#%tbK6F;8=u*OY?H?y0G>u6Smyxr)129REP^5%X>C{aN<+hhMkvL~~K
zV^H0y@kF@F<HcTWuy`zvzQji)08{Osh?yd^h}z!FE<3?HVc(l39V`!xy}=K;J%Z`Q
zwPX`%@`dftELszO!*9)~h`u$U=M#AU^a~(N^#jRh9<uWQ0zK3%%;l{5Bpw}b<G;6v
zLe}9{?P!A4`Bn^v*kIRUn%0eT4GG{*-j>YGOuva%^KjSQwJOUwvYTGnd2JQ9m_*B+
z0^R6PT|vqxu0(xVlcMbz=`yAVs@0TtWU0l(#bF=FC&w)PChkzIIPcf{Y4OCU@V+|B
zlKP-}HMzaYs$*7;@dDLxzl)mxc(M^WY0xpQSFqZS{{{sV*Xd16_}xuep&23s*{HNX
zi%Ce*N<N01(k~<Gj)F~!^pJOw^;^N*#h6hr_LcN(kdkdg%%I&j+4=%{$h>c4Z}n&8
zEeXI<gL(zyn{20p-1+n)i2g!Sq5`-{E&;-+Tf@{*pE22%SOu|QEm0+}JS0pTV81I0
zE*}$pz(QE9mci4%atu`ArgNn$F@SMZy#tv>&=zaNP$64ZhuFplVx_3X_>jX+yXfrP
zeCb4c@I^=`I~$C*zp2?9ohND4MBa`9zf-czpIP8#zC+G+H=gRr-z~A@pPw;#jlt&Q
zfg-+2TQ^dJ6=h6XoPlv*3H#iFR62h;r`RaRbJYhnmjt5Z7UM~x*70=*STFNeWCwPY
z8m;DQhw4zyAB@ywaUoQGKCxFGQkP-WkKW0m=ss_GYu`r6V(~tVhqa?tb?g~ni4veg
zAWMq|T{B1Yst#P*98@rTzh-IQxsAeeGWKe&>V99@2_F?)vX!l*ZS*3(%E0U;F#Zd_
zs<(CkDZ_bAVeHR3$i4igTJhr{$W-IqSr7PF0+X<|C^;muHGX^MM>nHOMt?GXexe6x
z;IW^$&h7Ho`NiYA<=APvAvw?G`xq8gk4X}eO7wy5kTj!Yo-)+v0xeJd8pIvGDLw1~
zXdT0-W~i?92cW5<6i}%!siFXhwJC6EG1V5wl`JkyGOD0boFWv8KC8k@&P;K#(3}t%
zP>AR2Nw2Ip64n0bX~L?hqTw)Z#jgVCluxqS?-&J+IWEZ>^P?elPC8z(6QM!nFpqlC
zmb!igza@*wOcnw=vi7;GPsC$OOt5~-wb;jHk)2h0t9C1}BEWGl-6CgD-q-INP$a&+
z>Z&xUYJp3Yq#Y-|#j%Z)dg^X69rc#Xku(jqp(JbsiY>Ppt!7bT^2eOasZN*PL)N?|
zjZ{T-vN~Yd_peh^k9^fSJgF+rLJ`0c8~fCfARb;d$=5n=-<uIO;I3ydWP}*kCd9a~
z=+a00<ZKS7H2$|uJmO=2@w8=?tqs%7ZP}%X*<6pp64(?w0~VjH0QpU=?Wu@BhiVtc
z-ID*e^kL1pj*Zhs9<F^gQ0IJ|+LsS1#_3{4^)>cSB=D7rb+K{Ln$eM+2p>qw%2mvY
zGgCoHy)|##<Mn1+mqIanY#;Bt&5e_Ek;04;$a!=C@9fP76{l~Xn=3;H1qLXoT8M`1
z^&EgB4xiHYW3zYHd;c#0z(7C0yH{0l4!M71vPo|17hVNt%VR|()~6kHr!;Ce^gSu5
zrxl4`7|mP0y$c|SgOux$T3#KJE8R*YpBn+-d(-A-eQZ#+(k@>Q98P`lS}o!2Nue@r
zVm&cl)uw4yivR)@$I`UMoo|c?*B?r1GM1>-M%$k@iz(xuWQg1z;<_j_<(AwKpb#t8
zZ~Q%HE3+6^pK9c<G;?P=MFRY}r6DNWbIkAb;P)FGa7}4i_&?8s<xFwG#cFFBHPlb%
zsuG#W;<_ytP=weIF_l;h9Pv{rK7gXHspUGJl{S%fW0Z0HCa6syBZ})heW*ckbrevr
zV!6o`#YvDpwQE#Fm6-ULZ><Pzp5$S96^yAP9IbSkB%3zw;Ly=F88(3aL2O`(%xhz4
znKj+qT|{ERAaPudt17uFl&<=W$eQF4#Z>d~)n%>AkUN^4G+7;Y0aqIWMP!sQ=~`BI
zO&o(~3~HdZ5Rw~=Qml&{szoQb_GfEl;x7_d!~TJG$iA4(OgwSoiI}C`=_q>vipaIr
zqKe;Z3V`0F%jIfp_G?3-@}+diwR^UjHfCbZ-OXV_7@E|%Q0v#FRE{EK3cX3GO(b(k
z-RgP=gLEh^EDX{{8Qk}*zZq!JS==kcp-Jimb-oj_mfufZ&x4A@@uV-j$X_GUu!DT}
zIvV}n$DGR(ZmyHU+U4ezx)?zyPIlHLk|C>_9rQN(f|)V2`qxEGV)VI{CuuEC{k|ml
zgH23}B$htg!Odme{7=?(UC=ynz!+oY2CV8Drk>UWZ$e1mR}U+sla`CuwPiwXq*|10
zbk~m~yjiB2e0L0Ff0@|ilisA4K#oX>+fZ4_BCs8+poUDw1#5PWR?j=uJT_BvB9UCY
zwvs^KFt22~M3o3(T#m7(##E5CtSWS1q;obpgW7?IAXinTPM7R5cLUbAyQn;;z^mF7
z@w2()@J&?Unz|j2P=id3A}pX_isU>?2G$@7>a6vcrM3XD&MPNZM7sB`c-=^ra7u?b
zt5LvlSEaHD$BI;iv5Z#kLMc3ZMM4QDinnw&Da})X^2UV5HKb%=nw>9#V0Wfm$Gi**
zTTMCSa7f~v)r8C5U)m!ab*p-HkWxXZqkuyg1XGfAjOL>EMBe4~v{B7hx<m&YQYHT5
zfN7Ha=Q*j3@2IV)$Y4_0z@}X|i=|t(jMZI2FgdH{0uywqoSteJ^%W8UnxSw=<26Sl
zK0&6Va;$c-Uy`6NHDWu`4jQ>zJKdxPJl5JsuAqa~vTze6)GiAyR<UH2->qx123#7a
zBuE(19SJfek9TU%ngR|*Z%r5jBC0$=`&OxxjL4O$VvK6yTY*fQY;{-EWOmVokQT0r
z)?`$`70Q{2Y>L#gxypRi6OF;6eBBRPrFU>-7zV0IHhNTPA!g>XQ4%MCUw=c2zEkDR
zM-fF(O*!rrhSAoYhB_;8CVi^C&=H-ur(4~aoP*HSJwog=<aVcLaS%QiCbMQ^zaZ4I
z%<eeoY4E}sa>BKWu|#o7?BEkxuuJ7KlT=J9r*NmNnHZ-lF`a#->~9b`!KU0@0h}C~
z=V6)QT;`cQ^VU3?lWUdrQeNY)dP`iO1k_VXWN=MMoG8U@Ya*>;)5xqvCz6tKF;xL>
z;;cg^%1lgju!Ks99A^fZcW_C-=~Vpkt(p=9ZTSfCbmp_>i_6IEPm29Yg)K`wf<b{x
zs1$QWP32Kla6Pl)@yCm;5B)f&{*02icTn+u725n@Kk-*u5BhOW{TU^2EjdNSOqQc=
z%*(lmtfXR{4$vuXX54X0X#+ch+MdW)2}2e3s;voeTk=At9+jN?W6o+51*w>k`ESyq
zyP3A&RP#xfIPXmnE3R6t4`VOpW6fHyh<%`L=|ifABBhTAK^1RcZ0oHePbEsODvqOa
zJn3zC4GIZBJs5MJ<x|+*D!>aGt#uOLTs*1{)rhMR_~Nl!>Rc6>o-UT)Udo^@^hHp3
zCzH)gw^B8`K?0IlfOZ`!DB_M(wt^xz$U>jauUJcOVPPb)x||b)JQLfB(#F?jExhd(
zqV99$BM&eSO1*nMz2)4~#_aoJ`EmC_rWS~`%%3Wz!MT6E$){=i{{Xb)f;Clz&~eyN
zaU^syU0cm1rNS0u3JDnCkwmadIkfrC=a8-&qV%d3W;n&Ivrit_oV<f@;X%z+xbZZL
z6jrv#14LPjzhD0VRSGTaHqzW}-s3&UwnFG;OmWbI)~(!26}!mNIBd9eQR`WsZ7@W6
z%fHM`WZYgnj!sE6YM*m;Xsf-=8{J3FebS$ou&jx%GDwYiJ@HYJT=H{HSn*bnoSPsK
z^OoeAca{O^Q<VTzVOmEC7%a!8DvaHdBib{JQ@{frwRS5dKnt9=aZZxi3h*&jqH@Z7
z#T<c6`$<o_NT_6fN{-bNJ`M*arO0uCVW*Y46(3rX+T!vl72&u=VbcPsDwa7Wq~5U(
zywo*wWfXQgR-<z`@~-@{=cB82sqf@?zEY$U(;~QamUm!d%KO((q1{a@3v1a#u`u~b
z>ZY=lKB!*JJ&1^T4rxM_I5n{~ym0Y~%(zdVipKXjUDMQ0EIQMmh%A^jV$v+9H676M
zTOyV2>?3Z(DJzQJNRY*oj+M#jlQCdxY3`k4z%`Vksc^C;bd6ggn$n_-X0xQYk-O9k
z?!&34$QoZ!*VigDgIKcN7SA;6;_6Q(s4iIK*0G96O^%XNRHP<Dinim5h$sz{S^-W-
zh#9C`E6|$IotJI}QGS(iV@!at&sx7=rPvD3##*=ZOKtKgBCR5sziST2LB$&t+~%(`
ztZ?F~pe3p&J7`7hGFVq56(yzg_7A!j!KXZJjMOV`?%WE&&#0L-#;tR9;iY`kFK~A8
z#Y`+;t_?>mn}ALYT4{|LGtA7yRJJ;N*Gx=mTj^2DY~oIayUzw2J9|vbR5?BCMAIvC
zkeb>{SHZ|5)||S7#x~^FLE_f8I)eE-a7Q?<W@y)G=AuzTy@@}xx3<!1^lq%VtOZfK
zJ?hfT;|e-fa*tu&`<h|bcQ~gRRY<Jh<Z^RWZZ9^sT2^G*#^bj1;;0D!0DG1d9k!qu
zK+QUPfwbV!svhT2;mMIT5ElULu2;tAezhq*b6Or0ou63%p4FS<B7e3e`qxbrp>5tL
zG+`n=!o4TqIX~KmKi#i3^G?mR-~2YX`!(=<;9|C0lJ-3(;xwLLhg^?QUPP1miTGEc
zd`8xwlSlh9xH2*5E6lCs0WfQy5xFaJ3&KP3Rg!Y21Y)$zYb*NIOWSpgHx9LmlGt_-
zIFNBeMtap-SurOkiqMu+*~Jd&*l8QS6}c7{*7rp>2xJULsIQ<0j(k1#AGH4fX+wZM
z=Ha{Y>t8(RDAOj?>c;}TTSoX#WpMzy)TfutkY{QT0IjC&Zsox<&Ae;k6RYaCGaxGz
zu1YENt|x15;=OOjpAJ_>w>P$Ov%tMk`ik>KjZ1(9YffrQPK3%WF>GgOWKd0a8Usgr
zbsA1Gig~UX;|nORw?N#bSq~?Q<;7LyMMfvFu90aiqT)3PjsO+V=@Uk6))l}gF^c50
zpR`G6k-L+&x=kY8(&3~$3}Y3?O20JX(l_PzS-DN}(>dBQY1Fx|PR1h)XhsT*eJcmV
zUKFs`EM$$-WSIF~dm89-NN`0BCI^yu3&Oglm8{R_$NPxbuHriTiuH2}vTbgJVw@FM
zJ3th<#Y|&u#FdqfBUA7Voz45+NbevcgeUI(E6qGx;X$NoF?lC3OVd58+qI2SD;rj3
z8EkMX&rRfBC%jiHnA3ng>lrl{pfrq+3wU}P-A>&dcOsBTuV)sJ2z;>`g~l<8=JX#6
z{{UxBZiDSEKJ9c@7fEX#=}lY}mE<&zYf$ixlPk*KV~=z7IIkwvd^>lh_>e)TMEhLs
zTo1cm;b(N$)4tWh4)ta9%Xfb<qf-93sO7$>98)=60ri*`F><+FVXLlLj?Ckl7BoSC
z1vWycgqjj@MVZ(7hmZ(i_|{Z633D%FpIWu3C!P*ERt`<1{2XGlZMHLV^G=Ric3cie
zO5wFj0cc%9;A6FQ$5oA^1jsn+T(5{V1eIH9$j4ewawQ~rM!hz59C{j|G>TLaS~{ha
zw^uC4JJlhjPoJ0^R@xY{)|Cp%GQd`=#*lI_4Q50>#Go@%p7YNH16GyLSakY<Ew?74
zNWAlt-l>$!^Vc=GrrYk?NaChy$VhBjM2tf!<X1y!Xo+u!0323@h=?W#6-QXP7SX#X
ztW!E;1r^M3{veD;KkoW>tSmb)#%oUM@9k2N)}^tu4%uPewOYFv$@L#+V)8^cbv0+~
zZ4V<guMBAt00ljjSaK_-RQ=L9j(S&<Jc^RsvdFFnLt6scDIb-qsij28l^CumMaOX^
zb6ZUDPuXpPd1SsiRxZD-NvNxQyHBNWX`UCJ;yvo0PAdb%dQ|#k-@HN;o}h6`9Gy2e
zZd|&YYovoY%|joV_Js?a=C*#!(u2npYR67hxZKNIsJ382_A@*nu{|orn_@uadK%~!
z1ZcwIq%cEi8J0#0qu05rlpi5{+|I=@ZM0+#0LdqSDzocWR+$n?Nyb1yoc=Y*_>;s}
zR~HQ!kgQ#mdI4O-mkj4~I}`P(jV08+Q_`gIO^^!B44W8dIjq@r?K*i~Tu7?N02<+1
zY~u{r?lVYRCxS(4sl{{`Dmq*EY_4Sq1i!p)&C@?x!=Bz-S#ZFq2CFQR2V6D?=xe#q
z?Cg9`r~QZ)T~U;>=c5tWQk9^tTw{F^&Dd&Etbt1$S7ByN#36~#6~+r0t!~;mV`X$~
zFe4ZvsIH?<yI5mT#<HnyhEqkyv@A~?R5IF#$4b7Jakn6fhF20lwPv07Gt|YpwlXQe
ztk`UvNOCb<tX8qKeA63Gj2zR8Xnf}~EZdGNPSPP7@+$d(0mU*!R8!3lQ8#j(&Rc=f
zs{NUpoYjdX1n_B|ZqY)z1VSy!8nB~^tu5FU58JyAwOW*H#KBjsP``5BDiL_+flQRM
zE?S{2Nw%hYsbkGY_Iz_!1~bU0=8yr7m9@$%YzlHKLe^FaDu^JQ)}5BuTvWY;O7pm1
zYKbK-*v(ygeaJwp^nv5J=cOctqb)K5yo!kVYCBb_N~}32oK^+J$=*OT<EYUzvf+qY
zp>oVlYRm_J-lE_pFe;XSP*o<ZMEg6_a0NAo98=t*L1YDLXqiAYodIGhW4I0tX3;h;
z8OK0rsN^+Mh&wlPSK^6}1XD`DXxUl|k)HKiP}53Dz^N@KYiGq<n&8YbMK;PaBe72}
zaTQ)=SjGnitj}}h<W@wN4J5s2R|^Xyyb(|d4tmtmu4B)7tcYs&D#nsb8Zn-<$6(c2
zSglP5?;901u!!Fo$g9>0l8_pkEvN%ESsmbhD81H!xv6<>iauOcbh$;%PHyr6YOgHo
zB9T&)>I|<V?-f<*+Qq@D(nfM?MWEJ%0Jia3ap%hhvj#)ek#JRUM70ytx4w#{=b9;4
zT&(v`j5+@RgvQhUyc7QbMoC-|K<n>bjqz?4e-v9djhG8083RAY^}t7KaQQ0>pZE!)
zMM)VC0W;wAt(Yy<BLoVeBD&5)BLWX`S}?v;WD$>Q%2%<OE613Pb64vAVaH18T2bZT
z=CbFuX$fo`deIBqXy>0QGHFs$Mg@9Lg*+c=sl;C4LxWh}G4OI|mmY1a<|h6RO42e;
zT&426a~w>(Hfa)1oC<NvHrA&k19nAdBSsb_0LiUu7*&DYouqU0taOe<+m&DqY+A@7
zD9ojhADMkerDH7x7pY%OhB+;zxg;w_!4Udnnq*N4wD?qDv5+R?&r?y)=dNOb{HT~K
zHV6Agh^~dJTOthka_1d$)2(REl6%cPNrF5Kw3~B|xy4k^+1QjAkmMY86{T*|&wUNl
z=wpK2ix9_>M?ESF!x3AlqQS&C$UO-sBl%Fb4u)KzBZ;I{0iUU?iRSXHS;yXy@IIBT
zd;p6Bve!MRz9fz>?hbynw#dt=YwZmp{pw{_jkpy!IiTsi$xu|Ffl(>ql(!TNNguE^
zHMQJ!meR7O>xcPJo{BrwBH2Flg!77M!lbXEYAr%g!^{AWYPEN8BDO8vx>io%-=!qC
z4RIg`?ypLG#!5G1UA8a#Mx$O2s~Sc*eELuhKBl19b4j=5UQHk>zk8PSrWVKD9Qx9t
zcRZQ^nPzT-rE2NY6?Ja)k^vnBTeW5mFlaQ3)a~z_d2mUQhe1@;Jl>qsX5BuIZtKe<
z5PqChjXn}ETDht&Q<}20nQq?9qGZ(@xVK5S710(|inAU7^6vGlVJ&XRy0IOcA|=i$
zcep{+(Ce~116cQtz#eEy?3HsxWk+tcDP+eL&P8<S-A!0Jj@9JWjw3DI#w6`jO}5<P
zl{E!&0V1X|BXTL(p>AhPg-t?GlbXFQ3C%%}4O-X;#jf#CPieGttHN-Cpq}L!Pc=7S
zW(a_6V!AyRA~0*84h+0kU!z0{1KziY%U3K);+bg^vt;zE#>~j$ioX?_qKeL?jUx+{
zOiIhrp9~-#2jf=!q+YnBXGItll184*4f6d3DYo7^R84Xhy-OA9<Yd*P9Egl*DD9H9
zGU;M8J8}hIg5el-s|_j;1vDIp<}Wnj{N$27YZC6lRRnWg%&4vDRHn8@1dt6o5a4hI
zDNy4XuA5Bo)zsF%Xl3B@ihTBwqwZB16}@BPXrZ<8CWxsEfJaKNQf=JiZlKuAn|T$^
zUqb$A<BIC8CKBAdotWmc?juPF;<MR`$228qdy!5zrI#72mv$w-=&G%y%8QZ+s!HRr
z(D))xGg|sBMdKcIdA_x0z|a-e4u88<JY)X=A$h*0wx_WE$;;PIq0aX9Ei7$@70eOE
zbUJYV0Esk=J5fD?BpQaJEyI?UQpeoZa$c~0wF9woX{#CCSlJ54Nns$6XFSoU50bO3
zWq7awt20bwQ<}lX(z$D6FcPm)G_G(djrZzROp4avc0Lhcu!#@eQ=0Z|JK{!*4YI>~
zD@8I45w|(73DIU~Bl%5BIcY8n6U}Vmq>~bMc0CKn{{RqeHG3AZ)0K+1Sr}rxzTOk}
zjZZipyw!^+8eOQPEO-L3f^n9ElfLD>6GQ&eoVyIDJu7ok)8x@rCWnAKS3%*80$V72
z$vg9mRNf@D6I);r^sWl^6REDo$_c{d-v?{Sdk)zK*8``mbu;*i9VRm@$jun*wzyvd
z>Aq#o(bQLGuV@BcGDeRig~=YYttG4$gN?Rkw}-q-XW~eulF3{oOca+G=C>=0_-|m=
zdK9kX9(0?4$4cyF3}Rrdf=36^y*h2U-I%@3bHzS3()=wJE+5UfBP$9Xey7sBPsD!~
zwar#?wsU=s+;m9CC+cdC#5kVQUA%<cz0{@2F5Ht`A$Hry#ah%yP@Xo{W055qjQhuZ
z)z@i17B#3Y?f(F@Wiwg>^YO_Q<P9MbR+KlwNH#g9(gW$uKUlEwyasDB!WC>Xo}^ap
zo#CxFP9dOxDHZdFg8Wx;;k|C!XxROom@KGI1#9X^CXV71mL?4wjmk%HSt@BTAMI7I
zY-7HNB!qwtc&l_(w4Q)NZ*LvEK@mU#oh*Vlna@Be{p%B2zYw~?y9K#FN|`kn=mhq1
z$#7YSz|R#m%x$poMxN-_<8CTznH3;*V}J)!Stzbsm2(({0E1l4u);YGJJYo<5=Cz8
zpys)GwZngLjPY2db{y%FNh=5HaB7v>Ji}=3T55sR8VaBXBBoDM8E#?4rpAg)iZfI$
z#1WEC1}j?f<Ssy}I%R}<$A~QKrZ|dM`TfVGYa3eZX<tK$)^1h75#*n0rC}-iufaaG
z^}VKrrCC6*!Kd4-YtU>5`PD6R!n!`Mr^^)fFoU%1bWo*F;awMTiCm}5%@@oFt-U%x
zv4Ngyo#mmky_(UEOioumxT_X0HfuSxDBO!!+P9g!&@;tX*X57wtT&F7$u~r#j<xB3
z5Bxc%-RPqB^4%^bc09j3YdE!ZjbhtYK5`T7x<B2|THn*;+`|UGo|D5mEU`3grdt(m
zza@B|jyyGK;olN}pr@B_Fx(S7DXOV1Su2p?riM=P6DE;l-Y_ar5SB56+NHG9ST<Pk
zTe{YT%#?K?RFHBrTG~y*{h<V>03P&78b=x8vSeltn9ez<g#D_sE0>p3+Vq>NRkvIe
z0~L$n<g>iBV8Km!h}5s6U8_5R>}dYfyO3>pS%<l#u&o+8>ejI%M3CeG)1^QsA^Kvi
z!y8UAYQ5c~N0u3@on;5gj1s=2@LmORlU-Mb^eDVnEV10=T0)s(KfTyj2DXz(-!BI|
z3ihuF>4(E!5e;$0#KX*xpMHb&tsL(iOQ##lL&LmR;2WE5Mo8jt(FQw6?kky-!S|}Y
z4<6O)y2a6+_DKt5XNt}<Aw!S}u3u=+L)k>}i|aY8ZakS+2enrq_4KaG#g^h(Ji?tn
zi_*Ck0Y-D0=!?2JrmXBoy93{~Xz5yvwpY;HMCLb$f(Sh;EVTgh#WqSkqs01r7f{*i
z=&Bm_-6ec~e*-7;&2Tp&Q7KsSfn8nI;r{@HXGMd4WJo??oZxYf(yHn9X*=bHb6ioE
zE7U3_%wpL|EKU2&)~}i{4r^9@9yUy%<X1m;6qfSsImJF@C!v&)eRU5gV>GL)hB(h!
z$bH3XvD~dzh_TU0KIPq-p(V>RZ3d~ErxD{c`#d}4s9J727U6?=$);Ta64dfeu&))9
zd3YT4qgKMiZl+VkJ_~F}H&jsEs`aIo_i6cRwJ6m{BT=3y(n1|D1!Ti~?!XgT(cCYV
z2{kriDM@C)WLA98KKx+T_u5eUVyaIhd%IE0?jtM7V5f?)W4R;%nscx;)NC*!s`o*;
z&_?PLIIQdIl#G%()K7L*Fb_3CaPuiSsf<D>WyYe?Apr4Np^G+2rpijO28h@ZTBz8&
z78X*1o8}j8wFABmDo8L!O%@9i5sCu?#YXH&z^B{9&fJ4YRxZIG%bHgQJt}yRs`4t_
z7J^fnhukbjr9vc_0xM>FBN)gWQK#6L=LZ~DLoKqr9XnIK$770<D>xOTh=vb*Qr=ks
zCP1wDrFe!ZxQMNJ9tptBQI6D?&1%NWG9BG&yGpUS0)^ORJBSDXW}1-UI#lm3nE1s`
zkQQ9_rk#Mybft`#&gz=!N;Oqy$fDykBe?TB)K@!4Ip(UvCeuxxQpSXV2xQ&Tm<}4B
z9AvFQag<?94G739P|N_Rp_dC%x!x!dSVy^urD#v3T!s)wO12_Uyn#!YFJmLi_M)}C
zr1qkYVCFu;xU#poaPvZrz+)^k#Y6p(WI9_$Kj0#-8Y^qEnnq)28fy|-&LU6yBAfpJ
z2=<we`1FhZ`K?+?F2j`>4dJaRy4gkfQ(MB?OD@x87Cx1=MLUNoGVOF53o(m$6$iCJ
zec^30QU3ssn`M8kZP81u$89We?eN>fY)|}4<K~*b4E#2%2(es`dhDpDc26WuN?(VX
z49FF&1_z<6?N8y}iEX9bPaF-tIGNK2xE0@39bf)H*PMUL7XDP8yMl^7UV`37)1|y^
zf)yoBPa%OdU7?At8sNCtr8pgdIIU}|Ja}<r3AfIW4c>sU9M)}>v7YHsN!;#PmmQQ0
zez~mro12#L8{JMt+@jcR=dk+vn#|RTu7y6u3%=x>55liG5W#pYm~2h5XV?6ZSz5FI
z0L3(ndY0Try*0U|J*DVo+yL1m@CIv=yOYeicJ(#VYF8pV0!QAEV!38NJ!sBiXw6Qo
zimaxkR-qcESPxBRC#6TaoT8ZJD<D5F){`{Ge3MNt#TPK#9jU5#CYVVkoOl?dTt<^h
zpt0hkV^gTY`cfDL0-gc%#Q>he6r(-qmMAqmPlM8-095fZt8%9l%13G8i)Gcd9Y0NJ
ze6_ik%g>=W#d?~2CYcWxzomH}hWEC$ql<j`pKXtBKBB&~kNsNbt|}!Mz0s9;rz6V$
z0O3|#5s$Zil+XB7_Zj~HkN*JtcD-xxq`;}<hhraRk0gJDmku%gq0iE*x51fQVYLtZ
zcD<7nVye;X9EXaZf(@Vf2%r1rq__AV3eK-_dh$j;gbY`+Vw!qWR_q?l9&>Z>t3-Pv
z65H)yIAPYjW5ymIm%`eRh_Ps2?vr0sIpEjN-y5VKZM0F>ll-a6-a>IpW6o0HU%e!b
z1!uzC)a8p-HWh+NG6)8$9mLg>AIqAJP_e)i2E$^FjDrHZ-3}d)25z;@>DqHh>cm%P
zXAhSU6#1-a7?xGB%{A_V<daa`%n@)a8shAdMrwCAO2(YpfE^7~YvOy>OU}nNADG$e
zO2u5$d%h1f0KY2TYMEk3HC{uCp&c!*rhmO!3#nvvt|mFk9`&UK$s?@*bmI7)^c&oa
zX0cLJj<m*{gVw1M(X-|wo})C60+Eqe%W}c9n!g3+cqXXLpqkN2<Z)Q{Ke}UG6A<Z<
zSXb~d$;CvXO@l=c-s*8hAsb1q&%|0)ggP_GiWQV_Ys#K`iyM(FY*dQ9apF7eMgbJE
zot?!f`=Gqehru8=tk~?em*W`8)+WcPtzQ8ybyxoYcA)WGU-2`Yi0*58TB2Tv;>=hT
z(CLwX#ENt1D-D}0MRfXdf5d`saYbE<r@6)!+D>X%NGvI2x5+r78+QybShb*7(Nr4&
zrk1CoKF~2q<dSQhZZuS3^VGq%tt&%=nubC}YKCp;M6%>n!iA;V-lOp8R*Ra_mLRj1
zTIquKOyum!lG_lu$2D_AkuCKYUP1DMQUwmXPg;fT_OAz;&yrUTWY1Dx5L#Q=Gj0R{
z)7H7md)to@-~E;)F~`-L&{lVbbPJ73Ej-Lqve#*Eq{pGKxQt|Dn)BxfCez&MT+MkJ
zx(1CFiFmRrk{DsPS8h~1L}P+0%e7A##&K_H36gyC$4cuhd_q66(pi<z?a2gJO*pu%
zQJZnSk+r3&Mv}yX0Uw~N%tk)7iQ${r@AT<zqipYx=kTj`^4&X4EUzDu56BdA_}0rr
zOm#eq$J$M_8r<&b^T>B*yvqLoOGCM%?b^Lx#W2l(;xO{%;a;`R>-scLZkKUM98Ahi
z#pzS+EbMNnHm-Rc%nXckRl(YLt-JWJSg^sYhf!LlV`9y`<PcA4`p@Csp&kDKf%LXn
zgpQCZJ`X|%Lti7q%K?h&bdM2gdK{zsKJrKoISP0`g-ZkLjMCQ+@cYJ*c#};?E@mIv
zQLpb5@w?u;e9(Xmd4G)cQ69M4A3Fv(HR%`E0^Zh14;U5To+-K~Qkl0BOJ=gEt4N8n
zSv+lbYs4~f?@``(=JxtOE#<<V!nipuNj#HGS&KIYlBSH?XG<;DoCz<IY8Yh^NDgZy
zC2`Ja#&e#utV+=96I4+iH&joljD70n*5{6<tIKl4{HCMXrpmp|xvs>I)~2#&OQe=I
zA<*SW>zd}#<R?3-{hp+4XIUTasRYqDzFQ*UC3D=gT}Q+>c5$?jzySjc{Yd=lO8(~R
zJ7@C(sK+~NBg399(eHHV&)Z;)z~x=QBBAk5i*&nPK1Gi1DP(0J1Ym29Qj?`_XMV?W
zvX<H&C#t(k;tR%JhF1P{sbLlrXRT*jsGi`va?aVV!q-bhw+-JF(^5(?Na9J!-5G6e
zA2}7(ct+z`wqpjHwWB|IWFIYavxbUYm^Ik=D^a(#4HV=dW5G2Oi&0G0j;*7vifwfu
zX1H5Y-Mp}W#=OJFQB8S&6G%yX^P2T*ooh~l26wxJ06)Gf$-F_WTk3kFy}NFWcm!5+
zP1H?F=8|barmSS!z#?9qDrUJz$6AHi*?wLtKH!iD&o$8%DI=M?Y(DDvxyE>?;2vPe
ztk#NWkaZx|)s!V6!5r4Kz1b4=7|`aT5#g~`UBZ)^gUki^uIW7ttZeD=g-%5m?+8=U
zs{N<RkMDM@Tg#~?V}o8ila$*vS|g!~-7h>be{pLZg7Vdd*Nd*x)STy~R=)8@w-1Kx
z(i_y87|z)|;maRm-ly;eqjPDm`9TDh^F~DBx+?zwd-{Gf-w|9}KA|U-0t+by#6UP+
ze)sA6*IZ?Iq|S;ld!v*dEWA=g_VGCHgHlK0Yhu_DPEYqjlUF3rVvg<PCO<5oAdYiW
z+gjVi2H4ad+*He#vC|bU=RM*J^LcEdJ1LZ&a_UBFn2N&U@?EPCMLk@e7Q0<m32ttI
zkditKbONQi(+#{4rGjpd^B~4}s#E1!6YTk=c5u3;gK?%nmklIx!pCm(?0pSp!lkA~
z>y`q$e-v&SCeQ#^Wh4(!F;sjh;rF?eU(TPpU$_tP8nrt{?8>whC1h?*8w+?)54wR*
z;3``g3|w@rCbr1rR0h$NxExm{(>dF_HSML|ocFAaX4ErfM>T#I^3-RwRK2)Tq?(xS
zH?e^#d1=j6j4X{&>UY>BM^jX-Cw=_aS1y+#+8Xa{2<cU~c@0{2{{Xy9n#k20B!?9d
z)!3VjxVkRAYcb>{y3<-x+)}D;tyYDPR;#ww##*VcAkAK~yhI^*r7s~e$M$(coKuWt
zMl)ALp_esISwlA!36cnh1PZMr5^v(KBPyn9NK{DNRC8H_GUScXa78iz+m1zaYhono
zDX*s@bL&*9A#)g#MomS}-K}YDuz2R19f>WHwOq)2#w^-#lx`J4?Ieu!uE~`nk8TA~
zXybP|#R{m@naRkGy+NnK_!u>-szQKaMk_uDKshz1HPy;bLfy5wmAY2cI&nZ76$YB|
z`G6c(RIsDMG3i)Jb{WsKU9nfJlLT>6NdOH*2V|8?P&Q&fiViAoG;P5(6jBC`tKB(8
zBva*R23#;^I2Db39zi&(u}!^>dWx%dz~ogYsU{=HV$Lck8_kgJs}jOpkEIC!kD6l<
z)nhruScc^a5l}ks9chaTDXFk%Ex;17#Zi(1y{kuV-nA6CVN41LhMOuJ)cM0yo>+1!
z#)#nrM^$b{<67x%HsY$@TJ2nlo}gw1z{NO9MJq+dX{#Ps3ZOM@j$;OrX$as{w!v00
znt6>2b6H<fS)aO3dMi`Oii&q6`wY=RqPh)&iYTB0iYTB0iYTB0iYTB0p}0dOyr{U`
z%0SObnv#G%Xx15~iVIlxDTYRhR2>h^pX*urCAfRg<ov#2QIDXj`t8ICdv!gz%nxwe
zSRPm2pwl7yJ(ObH?>=VbC-{wK_ckfHa`!f|6THcmUfWMW{Qm$ti&qTV8BBc2NXNLV
z4$l?Y`AKOcQ^4i0dQ&cQKA$OYLEhO1w*rLqHKeYZ@;GbjgCub#e(2`2$mXZIQnyVX
zp{5av)tspaDe7u5PR#`pXOT{K+r>qijf*qTDQZ8xMovv3d~~23(h%`TO&zHTpkq%g
z1zbhI=bENI@T+^UyqpSXsE<EUNt5a-J;Sn}tpNW3uxKjetC7w#S1sIscQrsZIua`V
zmC#4TiVFJEDlb#E@Jqs)?S;dQjTOQ=lhYvA)QEQ~pHZ6m7CZE`NTds~gY%B{^k;xP
zQx?6Wq%R;hP$&)0-W`ogeFauMPR5K<Q>hq*6j4A0F^xRbPfZDoeuP)ge;aMxbqi^~
zgOOiBn(|+a+HjviGlk|enxQl2<ZK#qO@qZlk|_@+vlWYrDU$-XG@UTaLo(G3F3-+j
zab2y13k+k9Yc>g7n%2c3QNZG-nnj5_Qzf_&En;748O|D-M$16HyBR#zQ_Z-Vsd02!
zy5^x-i8SmxngO#*#%iibQu&oEqI`^EqLp|w&GZ+@pa=;0s(56<9MlfnRB1L1FgFr!
zmZ6evde(8f0ClL^>pkc|X{5P5YTRykBC+6?C#`8j!vdYfV`A2P@J|(K?Zm6dtZ3u_
zj8?^^(z@+EXt^#X9;>CRM%-Z6B+)&z+fP7i)2?AzqdZq3t5_9c!D;S8M@8`Agqoy-
z{hF7@D6!qh0OXpZ@YR_$iL=>i&y6k?Yso!wYicUU%0~)#YU%7BZh<$_xsou|(pcmE
z5&6E9s%&XbbC_FzSb}Q(n=87Y8DelN6pxtwYSop=wYrW|$WxP9y+HI>yfHDc6BQW7
zaacDHDzhjZE2oRb)?e9y0n3%fE0UV<O3cH#&0{+t*oVn1NCK){+OP!TwBVV0)X5s&
z+^jK-vF${69mw=SvN8={lH>_Utyb{d_7)~mqXVsTlblR>uC1a&T9=knxE$4kFe*8$
zQ#)h?tB@8W=BR|5c4W#a9gc<KB-2w22^G<<xgM<nC`cVKUUeE}YiCK6!mcw%u!DTV
z_R>nnL8e;UN3J7C7c4l<cejgfwhfTGam9FcxvxEy)NQzc4_cl-6<l9H5L`aeF^tw#
zBKfp5gGn8yg*;gXk>VS>IZyf&&%qrO*P-5B!Zg;F(m=}NBL~*JTGvHeh(zL29P`C`
zMw6D%?T&MZ%x*o$PwP`D^eU8W%sa<3-K<-JnGY;`3gk7pBWwQvvf4;wf+BL=vs*f}
zyQgK(IjppbB#hxe^)(i`+k0H%wQE9?l1IvVRxGwes}L)#)-Rx9Vo3Lq{8fgB%y6V&
z8tRNB(dW*j6WqkK;%}XJT5?<~+?L&eo-12g(|*UK3#d5^*kkEj!Zr?RwQa#P^+$2x
z-F96YTD7{imucKL4{G|h*5NMgVz`LqBv8tIjeJ*NUR$`MT$W}455~U8&@H61&@3&c
z7?LOz7<v#YdW@e@wii}1L{2g*=id<6&2Okp9EWxo;MdU;NU_Alx?;RP#S_PMs@xRD
zHyl=S+?gJKbUd(gRN%NF#%n`ULxX{u!%|hM*2Zlc;$_)Yp5TV-#X%IGCpBK;OdRH=
zB5Y}S%eU`TMs)|RWqql!fl)QX15cEz8_RT{b*9NWl{htsw*`+=Qtxspas`JxtR*{L
zhtSp7u313bSf6v6&y6!D%xeDF!e=y`bvFApHMIMJ^Cmdvy(dkUCbm+?Cl%x{T?pTU
zU0#!|Ttd;7g_#2aPqlN`h4m_fN!gx&d?%{v09-)?YK_R=*e0lI-X7NUiy1B@wpNXK
zCO63+m3n54tyt<>d{bM`AKe*U!z=Acu4)!m`c1=6EPG63V3EyRYuR4qM@eXW!+Cvk
zb9`6LeVOP9#ct`!Ry78&8KZ4ZU6|Xv<LR2{t;1{>6)jpeGN|t(drz^N{!wph3rjP0
z9RT;ODLx)}f!iY555`eizYOm!;kdejeXBd*qcQ3|E7R+04?%LH!|pskbEV26zJtqt
z#BvYN)NcZW!iw}?9E7>Fh6u3N0rzp#3>xJvJTt6cM$Zkn+B>^rKT7A-)MYs6aknr?
z9Pw24y0;>=^>J~g-o35lO%%)29^=$iD9E@t73j&g4Gb-2QJ!PdH2_`JwLX%bUhH#N
zvcK8gf$d&=p(yTAdryv7<{n#P%o`XE;F_VSMLmwQacMQfeU)3~4M5eSi8yREXzO2Q
z*EH)(>q{rVj7K!U=Pn01{6VJ+^*XTcp*o0O-5DE#qa4*)CkRTR=diAO`$=qv+4r&9
zcqW*2R&$a0)$*Ml(Hi%YmDtQibK0~m?_@{HqMgfwn!&S<>ixGZyw4h*Sx}K%F-FLC
zy0Wn97+}!VhfUp-wQCc550<OOdJ45?a~-X;a4!oQh5SWn!7^E@+%kq`VYNu=bJD2z
z_Qp*!SxF;-qKfV%m<(_nfLIU2ntZ&_Iq_ODNM>uPw#0K<pJy?k^96HW9Jy#_CQxwQ
z>!8$i6=16w=~&4mtaGidR=H3!gIHIrRa+*sq`TeLsN5)(PAG!0H#pnVnfa-0#sD;G
zv3YZ5qPCqv;F{{Ux;L@AZ#h`_HI=9_l0(H>icm)tQtig-#y=4$8STefk~iY3&f~Q*
zIS4hqv?|59pXK1yINgMx<n^gp!5GCp-q^bXLeUP!+!GT3=e004=ch*)5rIw+5J?q@
zEfG%47v(jpq!1Jr9M*9e>sF$d%T73{lDZMKE!suWsJ-!#xU9)0c^?_8_BLh4O;0LF
zhKmu(t=6uiAx<kU@O_-(s*OWv#%f$!*jBk>_?6BLW<@#kaB9=s35Pt^eZUAeEolX%
znMo4rO01!Qs?kCo5>~UPy>@M+*1nwEpv7w9;*Bk0lu|qwBcAoySlyPlA4=rzt;v)X
z9qXdf$ND%2(zBhK1X`9}aY+!#%~zWuO0jOh0h$(oX+*_TRCiJaLOat8m|hK6XUkTx
z)Cl5WjB+bJ{^JeBU6|uFlW;dVp~p}NpLnLq=cPIY+HgfnBs~r(2&S9!R^wLgD$Ew^
zjzvx7qSYh?DS#`E^_@Fx1XcT!hT^hr*zUoiz(8B(=B=Y)L8=|<(wwF#jL?o?R-n0<
zu*D=p3yjkxT=7Yv6<?)S+($KHL4i;akwO@&ddtOGhUl@yX0XFmyC4gUni@c8dCf&j
zv3+Q)u1(SQNuq;Abs7Z}Q9uP0Q9uP0Q9uP0Q9uPZtvZm<2hCU7eXYgy)uI+fNn~)R
z)6$)y+qKkDK)3)f2z>^5tuGkHmi{!?B24dPW>rzsE7q%cahSslrE;P0K;pBO=E%W9
z*BXn(xaJk!2=xU20EHouQ%ox(W<$=^Qb;-HHCt5G;n1$G9aNi%6ac=MC;V%gx$$13
zblLe4J1UB(#csr^IBJM5?N8fYP!1c^VyH<QjPY8jtqFLzL6hF5XknRmCI)>gZdCR$
za(B6bwZFP)L~<UAYf4Cp9!5v4Xj<rZ*Ot*u3MM9fk%GV$KT2Go%wPy4J*vz$QVqv$
zc&!PoC9=DFX_0)`_+T42H7O3T<8qApQObjvvzmB{IR~z3Z~&|KaR%g%o77f$IO|f?
zii@}tOeUYjHH9LCQ-&2~Lr8GE)lO>c1-4;$_n`zs$|I?y*u$ZzSYxTpHw4ov!#-eY
z&9tblJjKHIH3=%c`K65(R>K-&S{u^B*BWU^m^fdV2>w;p{4wzm(zWD~rPvUD^;rGo
z?~i)p^s6}#zm+yrkGM~I)zbtIF7}Kp>T4<8GghvBV3*eKVlM=$AlturJYt!rYPNc$
zMq4@7RR;$LkzNaD;v11@)`oXj@q&c#YrXhr`MbNspodlYLHf|7nT)B~T=bxFDQN{Q
zQJ9CNM8>3J#YD!M5YD96AMp;u?Y<hjj0}?*uDo@u?QQ`+ohlKWsTD{Mjh-To%jj`P
zk(O`=TGrNWe#@)fLyT>6MxAD4loBg8ByQ+dyJG~7)wu2>T;`c+0>J?KRXgdhqzay;
zrDCo1_a_ZlR~IFZT7A^SlbXzuPHEVo?AbY{hQ&f;rQgLSG+9}3PZt$Iq#~Q<npPdn
zF)%d$05c-97HXL#plOz5JXJ?>wKn{Uf>Dt`G6$Uc(^hkyO)^C}sQOh9%}aZXFy^%(
zxESkP)N&OydMlHPmWG+Uw^%)D)xG8%b6nrrkF8j@x+TXnin-s~OXox?uBB=kGI3Gp
zv+htUQu#rI(Q;ZdJP#0yTeukh3c~SK!;M;X&l`<&-Vt1D*B|xHxi1u)>eHY0jdVfi
zV<Qa8PI<1MO6S9~l6zMudRJGYupS?n8dKPC+~oV8tw^IInpXpReQIksTIT9FQ|~(f
zD<<qTIx9&Sg1M`!6p^pbn))lle+x7l9WEcY+Y76fKxAh;1MP~T;;)5zL+O)CrlUb{
zpq0VMKGhSF<>q5iZP@w#TaAE)Jk<Igul5~UIppO*=QUd9##rth9AJaes<b6(#=>W?
zT==5W_eyBvY?c-0T7=|X6&-U^XsUdSR2Pxr>6q5(XhroWwkn`*>T9OA(V9zPCgGfB
zxOuJ_cuv*SX`UjHtpq`SU@<~=dJU`YU5jdxy~SR!Aj-??D;^!qCgOQDr(~?RAm@TA
z?q$n%W%!>>GsGD|$Tg3qX%}VwRwK}2y+2B^g8Ftzz+gKX>@>{-OonA)0*C2b)n<{r
zX|}F;m95q0nF^)MFOJQM^p6Wnl4uVk#C*&cdv&h8w0j9+*(J1WJ;ieO+AZys$%9U}
z4{IRhbB(64X{}jN(duybyJXfU9g7@RR;LxjtSzmB5u7mtHMyy&(=R0=HG8=73c2}E
z``0HgiM&T^Gf54_p#=TSpZ$92p-KEqoJDxQbuyjqiFquI4YUs|k$vz5Wxk(#Zu=y+
zWN$_ou8zmzM7Eb%)wK0p+%&NY?yatLpAp#!V)EvUj-#sAP5Yd_%{6q-F}62TS;=EP
zn36dL0nbBR75#<Amwfiu5tL;-XSlCz)pRqay3G`X!cPt9^{#iso*t84vsq99cM$o1
z+a8rNjn&ZU$;MV^Kk(N?lV9<jj0%Lu8+o#yMIZjU`s)?r{{RB~D<+wx-Rk#{l(?Pz
zv<xspj=$2qhc$vaQC{K`C?mIe^M4lTa7X64#uWYRiuBfXP)Rkzc-rM&(m<pP4z-NZ
zzJs=hkY3xXA<tUoE^YS9z^<Nh@5N@#Y0ght(k4becCIRvyPd0QYf=}Asx2IxVyj@W
zP78AE1!^Xau9+g49kZ*BD|Xo#VdPZF_5^dUrwE^?6vsfT#co_%?`-Cxk4-bML{h~1
zQsx=UO*1QC3{bL4>&Z3I-S~D`*l&!C`iik@pax%<Q*ujkmZlzzf?N33PrI7-jXz1X
zlEF&EpklbqKg02ffQ$|PwXvw)-e@*k{LkGE4RTkDscu$uQM7k6b<-xBa^Gf=kY}Qj
zD;`}(P`tM*=19x+Ca7v&BmU8sBPZUwuMDM}x<WBUEJr!2j1*$Ike!^p(}L41nBL*C
zSe|RVwXxe8jCHCDWf<4o#ekXZT_lmLF@_D2D>}73>mxp1rQI_^M!SWbi21T`abA?M
zD%<&Cj@)CddG?+5?L|UbM~OQVP4O15<3A1QjWo9Q(p!!U$_Xj;=9`aHXsuz|jpe45
ztW9qu*erK^&0U{|_1!m7vP8GJk9=bcn}$Vv>2s)E>bGrkb0a*Cc{R79#Uyzs%nztN
zYN@YgXDXc99k;}}tnYOTWr>mGiAZw1_3d03nJs}Lrq#^bhu*BYB4&q@az%PD_)d8{
z$hO`g5`O4o(x_f1of|msR4sI?neNDjH<0I@qczm&UK7?eiQ3xU+@MdtB)lrtHKTHr
zdY*f842vN-;=6ARTwUDwKI2NXwYYnL#lc9)3_i8#`Uk`9A4@^@*kiuCCoLm`wSI!E
z_=8)v)BL?E&O3M#U{R*wcH^-3r5aq?7Z%{|eA#yd>vBY>>cI23cd2cmcRL49TIqaI
z4aL5xZF=!y-^|(Nu<E|2^s6@(wzmd3ZDLrQE*)2)KD1O^uE#|+%&vOh!%JjOhw$N4
zKbZdjHqcK~TtAFu{{V`f<(PqmPH~Ra=zai+qwow0qz2ynpQ)@V{48}(6UldY0k`=|
zMyKzPJNs2~Ip~Ru)Fj(7d@G?e;yqUV3dOq?v9RIW`^VcEuBXKs9j3RYC56Z$c)ob#
zAHv_@b6ODW^PWTkJ9}l?u`uI4-^!r8pUANc%0$;skgd)KY*$aSQHLqbDY?q*@<{BB
zl+r;mY?d}E%10oIhVhkhMmkre>lzeZB8g;1TWjRtOO70R8uG6aS!y~Z>9xOv#>eiz
zRex}M*O@vJjIYpa&YtY4I5fq+`FS-=A(66bV*-RU`B5fTr8k=9tJv7jdgWnKaZ=vL
zl51nam-hCB(o(9&xvrSK4H7fn-diKGP*nTYZPcZnw)|JA!9Bu=NF;S4xz%vvnmJYO
z79u2?a;_>*E1Zh49l37Q-h&@uY3Ir}bgqpw_~M5+=CW**!sCk5dzUMY)z3EDC6%1*
zd{m0xE@>T04cMqW%p3|<xP-WnAS6{qzUKtf?nz`kRy=`&bTy)mnuU$nW(?qp*tgUc
zHQU~~J2{9rHK=3-LC-Z4fh`wx8=p9EYcU~rZl;~)Zf>=5*sgh`mns2*CyhB3Lh4dM
z8Li2RnD8qO_AsEDaCcy1$@lYHnnPs(tS04+ZD`6^a4TuAbhd6R3g?==ZxD=NR%uxy
zaCxmOS1g$|%GHF1&N<F1FE?f?+<+R+xCL8^wW&=P7UOc$8eCO4q~n@NCaq%iB$`P}
z4z$?f4B0hB?lDT2P1>$V4NoOS540^;ir}#3l1Xz}2$^LI#%UTtM_Q%0mZ^NetIaSY
zl;w{#pK_s&aaQGgo+^y2O;Xrpb|6zkg=xq)KQ%K#xfB64v+f+!uDPg_YAq+5lS2^{
z>)N97{#vs5YBBQE>;`khdeb9jjkv3fH#R61ZJgqr${F^TqNV#WqNhPv`(V*aMQm7<
zQqe#OMJ*Hnlv2@(07@xwNs0s%l(duq;J!Q4ZY@3}Tru2Epo7XFWC6&oT7ME962@By
zRX)(~xer~3r}VEx_|dCd+cujOw1fLX7H9c-s5r)dBVG_m`(K|k24dMH^(Lu8`mwp_
zk~4KHnQ!$eC6&v$Jd;SU;C<R+zAl};>UWcHs)|H5G^oZl3P|LZ+~r9t=}{Ir;F^&e
z3zAJSBSzZcB?q2;4NNa3v&n{1ykoCVrDLMVtYnOEI^(rTmYs)jO)${dwvq`Oaz&Or
zmUEJ5xpAIU0qs=dK3D)AMGqlk%>ua;y!|US;WnI(m7wPzN~<W`2&s`vLZ<3MXd?!j
znu9@2U4cM|7GOQ9l}`c^GRKM#(O~Ty=QSB-ZUMljZ32!3GKPeu-?ZU+(leIeQYgWo
z4UHy$E@j@`PhU#kSfg|1ra{kY;}Sy=4i6%_yBnOqBt81nO<fwrnjxGr<o-42Ukolx
z9wtcHzDXl02fu3Jt)N?#+^0U(*Z45~m&8_0kNIk&^{k@pA<14RybhF74n--gj!})$
zqH2-4)NM>dY8#~A0}pDRk%m-?V0^*jtux5+ZO0f5%|l~uu>pZyKg8HPzZGPTtD5Gc
zkRYt(xk(zPKqLGs9{NCYM7O<xsuRvw6G*!m*GB}_WQUrwc`3=P=6sr=G3JyLQG-uX
zDKJ1mG|W`tL8bDuQ*x|V8O=_asbaM(dR5r$PC8L?lvz!4ibm;L2F!t+R4;5tYF8gC
zGhK5~vhi9kZhb1Vz<nvEONmn$rz;WOp3xE7o3M(aY&&_+TC;4&c&f^Tn!RfS7aUSx
zb-E*v1#VqSm`SW%E;AfpnzMaA*iSvGYz>!u9^tjSk~<}G9w<50Xa4|r*H7S9->Tie
z`xVQ0l;>2N{o`FR*uq8`>0K_EPxchQO6NL?=`^*@i7%y0_9`2k{>{d%T84sTm3U=2
z6>m(_+UbeM6@K=^?1%|aE1k(+#WiJf=${36v-@kqw$t39S%QUPIx+RAyldilG|f8}
z(FQVQLpN&jzXo{L+eowfCCe00at<m#7<k?-VN%}Lcb2C+k8@m4+sa<e{6C?(_G&!I
z>T<e-f=k9N%N|Lp5<(d8DeJmvcb@eui?;^5QnInnyEL@OJiC0=JKQv_fmZD9N0W-H
zE+mzPYpNS+XD!M`6+Nouh*UTNn9=POEx5r3o`TfcwL>F}S52Vk@@jg#7K+<<a?R)~
zma@1A!xh|kF7jXP)RGlb<)LW{Fi;na@@p!KO$(;g^*htxiyL^n%Qum36nv~sbM>gK
z^n2MrX=U==Pu&&N3%Cp>Z#g`%)w9Ji##OmiojHxq%6&(zb55F+lDVv8(i>#ANSi0Y
z1EHpC7xC$OO~vE%i8GH=S~bIbPSl2<;q(NIG=SsR8REBuEuoy{Wpm5*>${oJrJb=P
zr+enO`EE&*XgMCWcTtk&TXT1HA<J;9?^p(4JJ({-SmA2!<=KKthoJ|kHAcfyzwq7o
zxv`Og1M|h%g&~lTaA^`xw4sfF^HcQ{rKwSFJ092J?S9L}8cCG^Y>Z18>}wxUwwp)3
z2^l6P<ulxReQV8hEn<HS>haw|#9O(<soK4s?kIdgq6r{jmR<3%>}oG&Zql4hUkG@<
zI2t`Z=!J#OBWz%)^flgH-3a14SZ5qp&v4zDBas{AxP<aO#d=kyqc*GIc&=f8-zow}
zuc)l*!s|iO0M9@$zmwUH)o<@az{fihPBBlu(+&QfR%SUXoYoW?u%GYaaP_Nqo+Bw@
z(T=2G8su6V-X{ff0g88w{{RWaM-8yJx{f2jV}n*Elsv5D<eqA|pUZISa6#g<)aSX`
z&EXp}r?CKT3!K*!_A$ilzJ|8{0O2i}tqde{j1yQ=UWQ^%dXIVTRN8OdCbYGNOUTuS
z1+iW1x(%7rn`!`d@N3T_x(dO8!LEwmUbuU2EWa4*QtoL^-AswBb~^*u;<Wramhj#m
zFfK^rHJx{INjWv2CDW%W*dx6fg{;oc#S+^6jBO|zHN;7)$8NlHR4?@jB?ruqlj)kk
zxROZ;$4Y89+-`l2ir>Z0X?i3B<>+btBk^onm4Ua9lHF^OF*kZ+L~~lG#A<HVE!rsB
z4QRos-Ps+HO3H_|P_tIf(ch(AYf?xp_|-`wb?9{(CCjr1Y_lHqy>oXUKuWed@m&|f
zO%lrEOrH8^mPr-%Cho(U-|^0qX%3tAsN+;(+eibi`NeTmr2aHqdlh^WtXYW`H<~qO
zTnwJ|yW^YNJ6{Q33#ULNk7_F(Sm(8T?|*qUy~_xhmj@#U6`6Ue-rRsExspX*ftZ|D
z)S)QFpp=u;*MO=bj^es47V0wPS(Qht906Q*nk2f($s)GxwD}#L0IvRG;Ds4AJgb{i
zD?QDty+X$KaDrrVrx-kE>FZdtzU!Fa#y2n-^sZk1-t$grVCFl7Y%e`=?eEs0(zU75
z_Afn)M&|^cs%yE+-O!Z{PpI?_8&A_TC`3@9CNNou<&G-kQF&>EP`kMyYnSi_rFp98
zPHsUF#Qt1o`@nzttEJU1qtY~~uOu1TFpK@>>?;^2*K=t#(_=eV)Q!B$rdpHssTXvP
z27ILd029S=H+~nN#eOMh<&o0L#43eR{9oh8HPrZO)_*2lO7O9{oS7eYW7vHKYUq&p
zR&Oa*^DZQ3W9gHc-qw|ld3(&~HSY~tNU3Gy`G!dFBypaD^sX~Q@TRGGaV8=1;em=Y
zk_-cmI34TMwF{R;5?hkyR@jWZ?XGs~NxQweo$qyffdpfS;sHkQPL-sosoLg|s^OwK
zy&lK=8^aM=mstoT<P3GLH&yY)zLBil>F=anPEizz<LELzl{MdrqVVmkIyi~0HZJFp
zo1S^aQ#V%Hyx(n(B8ch%4c8-z<yeYwl%k%;MO-ad(^Y1)W}ctooi9<eiYUI(9BOw>
z=R!tLrhD^IYM0R8-v^3ak)rKP_Ns3MsGG@ajj#R1j*=T|D~TtL8|7wz10X1Pu4<T!
zYkuT3ICWbg*73Ag%QV-oBje>>i(9t|rfXJa(^7>djE~|Rsr3f2A-9KP$dide43Jce
zQnbZ79-Zs1jYm;hqO&wi<9tc*?(0VqUg?b2mH_7pGVzaaI*)qdXOM)zuWz)}ZV~dY
zh3Iq6YmE4X;pn`9u2@77OKrK02LPYqALqR()9Qz7o?&syl4~uPs~jAA)}_$G6Im_P
z(vHT25)#kPCY3TVOS9&umF-j_#0PU?x9u%5fr#R=ETO}KYpS-}_I!I*H79KeWi___
z=gKM12HM=v(g|dLGX;lZNv>POlLHVPIRd3vR?_AZ@fpokg;nJs)z*x-BNb6%F-xC%
zt6O0c%VeyToi&0IYff8@vDR#tSv5S&Z&JV5g7l^`I`LNHn{_?5k&{K(ijg5bYTQ@`
zplOji)oCw6o(&dkb~YM72U^I~CIlQBtk>+vlU3!E$;qpXEXI)rGS$&&gh$q}qD}G&
z=q+OM;|8vyR<O;+k|ypcqELg1$`X}oklYMnxw%Da7sbZrrIJ4|W~iitBCjKYD%OMC
zuF#bgR#ai0D^!t;nuvsMIHs8`7>tZfO%z~OjFyVSAXNtiTNR>}#7+nU0-lOmqk$Q@
zHD~~|SP>J(6lSWs^NP7QD^#{~PQ_SG2&m+XAmXOjeJOTvKr=8zM4c*jjj%YW_Knpk
zT&+nab7UGpQ%xD|T3#IR)}!K0L|EzZZ<LM2j{!%iH1-{gecaZywwWcxp_jHeuES9H
zIpQk_9^m;iMvJ+&Fv$Ef&0yPIC7dP+a;%vcslCck?sIP$j$9GQHEm==9uHcE@xxB;
zIuljH8g?YP#T8R?QAa4QeX3XkgGszqd!O}#=}_)D>T6{ZoQvCq8;7k@$@Qag^{2`%
zV(#JVM&VSqA6hrJtsJA~FK!f@s-E`sqkDSM${fYr!i?1|?dwauy=iiXF>^IjQNB$(
zO}V^~e2~V@N3I5GJjV5|C*q#1_74a&Ww34>DCe;2{OPFb9LI%tn^T)p)b1~?9JI4B
zIX#DAT(QZME^6K7-<dNOQpeDA6+&5$_W=4;wn<sk30RJqptU17Zlah?O~+x_qda1o
z4HT|B9S4W>_SEkqwOoMb=Hs<)T=-Y*lgzpzsYn45Gq~F9I)y)#V(FUnT3(SX7S`Ku
zWym)K^j|?+pA08=@iSV?#o>`llw-#4TDaS&naDFTO3}C>)ZmI-=C63ZKeKqQ`2YZU
zodsqi@k-z<hm2KcsaWLHQc`0@c{=8!BBhXgwGcH7pv_GY$mH=*kw7Ot)P`K$NNOPC
zrfJ)$m2vr_BNZ8HP1Iah9x~1abed3Whx;-fK+SWp9e}y~D_cjoHnP0g=NJ@RwXxV(
zz=-j(Pqp)gUc$W-!y0j)R@0=7vIL=+k8D?vL2)Fq2@7o*uXy-nqutxu9ZKyUHF1cM
zx{=)CqSulReps{92Lh0uDz}{3$7*)+MQLLTk0&OYXcQU-h}uA>2A-rc)mxM$ffV=&
z0|uqBo=@?5zzeG@wH<P#{#E8~2vc6&@lMoBpd{GlH?J58x%Qrw5_*>uP)HfyCakre
z%hIgJ7!OwpsY=Pn?WacQ<S*>FI2D5=Wf+R>FXIFpS2cGK+)Z3$XI7d<Z8=XgrFo|+
zXBBMbu{2!O_#xayRDvU(m9=LFBB7ea6WZBijw@0-5C`3>7IxzUiql9&Dmjjrz{PtZ
z=~dpqdRIX44Ae#u=|#%qImtBq=ZdQ)o!5%$S^#@gO>C#N7Y}A~Po|&l)F)0P^sc?F
z6!xSRDtlA84w22;Xw4&XD|XLA#y(oz)2tUGfm@N;qAqYMlQNtvbArf3oiSK?p&?jT
zU#S(1O>r8e*(@rN%=b0^9~|9YH@EoLFXBFRIltaD()a}Jn(y3KFX94!w59(5c-HaQ
z$(aJWjV*xDC0_WhU2CV(({__5(xzoYa^Ht!!r(4w@eRqqQVwfx!gi2(9DrJn6<S+}
zfdFo<MXgI3OW-)j5twwT3T^9BK*+pPZWs~8bU4`<ToP47PL^QH!Ky$r9x87ow)0ty
zT)AnIoK(qf{%LO26_Vgqn!2j<TFO?4bt?r7*dnE9Rbt(YR1G?bP6(;qK=$XJ)iGM!
zcMBO5$&A;hcsopvJ4e5FVDrXRK<F2W@;eqje--Xt7bu<|((;4u44=ZZmF%oS+@-5)
zkXjUli<T-5(eGXV0Ecc8<3_hALE52suOjg~qwA27!m=fL7J+t__7SX36amvU$v4ST
z=TuXaY<4x`-x76??N1iPq`H-~u^Zg?c0IpJ_3JCKa)jqN>s|-(7g1?^U8%?vDUE~!
zAH+sQbkcmz=QV8=j!#{`H?uiK+YD{B7O)BDHLrOIhfatdta43cFs`GNa5Y*<OgBj=
z>~Lyz>s4=8<{p(SrMaVZ0?8T2-Eom!f5R^lG)~$@)1E)ol6zMlV?UW^wT4P@RU&z<
zHG6sOn{1oFsgk-hrz<-im*b05r0X!>#0ZAuZIA)ReQTodRr_h$G=lpp8Ddm>R&=%(
znuV|$l##ju8Adu*q<U<MVUl?w@_4|`IHP5$Ygt_!uBGA)8ck+fdpoCD8IQ`t03S+<
z;_6i!S<XkTR``kGN4(Ud)U;^BOv5t9p1!q@ZGU)e1bT(Mkz7PDOQ{=$V&YVhq;4FO
z^HUw&x*DS$;<I%XaU={gSv?sE3cK;vffG0JR1;28n3rvyl?)5P0uD`Gg5^<hn#wbl
z9Moc7deoXh*webY7$-TbTZ^}1Ks9PZxjOSx_;bQ~kBRk0wX+JL2I(YjiYe$^lV%yq
z9QUi%8WsMcrR{9znL)uZp(49|Tj55nrWjfVTgctQx0Wzh@bs@~(6op&eInY<C{aAL
z0kArpa%fG-+9axW)t@=u_!nHUu{U$+(ySn4kTZ{{u66AB=Dxj_DCb6sMGTBE%0~oO
z9pW#CS{?R}I@($#t->i}kqPPtdZeVh%T`Ax@aN&ynSY@ssi>)yrq0CZ0IqxDKZT+2
z)~g7!C+ycMSrnX=Bd_zVzXJS7vCuT1?2TPrO}h}XB9_m!b6z{~oL()~Ab28Z?QMZr
z_jPRbG?PtTZViWnd}pY5Qg(_s*5cYy3&u_`eMNM-{{W0`JV6)@7=qn75$7bIdf;Fw
z_o<iqqQe=DTa#DGb*PlAR@7N#xp!Wbi*hh)PA2nLlTDV{SXHRm5zK4&K@ssA09lQD
zPldGGSoGPY5iguh3lYc_<=zX?cHG4=Z1d8+N(g7OR%ka2j(DuSim2JFXUdVnc;~^F
z8om5iR!S73VnRCX?s4s0wz2Tu-V4(mhN>Ng7_%=0kMgfi)GoCcFD-?$D#<K?2!0n8
z$N2KsQ?u7R#RdfnfXF^qHLRm3B#NiYJD!E$DPXej-L{)?Gz)bJA-0?b_oeY9QtEny
z5g(Sq*yV{h-rnA|<2E<?lyZ)(&m<b_thM{o8lw`*I)<dG*_P;B^l2oE`!S(`$Oq-f
zJpE~_z3jveW{TNL!x+cSCI=_<u2FR-omY~lsKs=)QvJ1{e=<feq1?aiR<tF}Cf`$@
ztu9Sa_b^3pP9=&vM8G{paZsy?V1x^W*(-UZH&+ym6RbW&vz_-6oTGD*oYj<pgwx$k
z<rGx%<5lROb^cY>+DPX|nE3MESvB!;tf6KY!uxSsT6`a7)9s@F0Czt1jpG~GPNQZr
z5m|~L_2#;ND93LGdXl2N8teG3);)}6OW^6o_kBpUNbT&k13bj6hvoA>x};~H#0rip
zYp=71h}#rp^JEIcb`K-HSi8E0=K5O~hvyk>>^L2|^zYKKF6?5M4BlMFDq=Z2p8Rm#
zI&u2fs<u3{cGk@;bou0sSR~Q!C)J4r)k7g;j*16UPSa;;EUyrkV;pL(&(}E^{VJ4}
zw^uTsF~o3=gVwpC-_~EE{K0Nm`*LS&e=!_!T2Z0Yw0r9r1{P>Y$@b)bD$9-SEq+i#
zA8Oap=2>NA9n{xEjS=BDHpV^iH{L>2{YMp%G$0z^*5uo)Y6?1iqCx)vj~c+9Op{qe
zY=91FQ8OSkv7vLotI%4Wq)^?7Zp5)+6cN_7tmMo!lFNgNw{IattYof<xohnY1ly5_
zHF#V!>I<Bj$yf6yT=cEDp;H$FrAycr#9uCIrN#$AQ$9g8R^^V|3WVLnR*``OR0(Az
z%aw@>A7NTnx>MXnT(&)`{);?1bn?Y90g2$6+B%e?&RXIrZ69lb54}{9?2apA#kcTH
zcB=^lj-*#OK66`gq1Z>6owJ%@$?sNH+?tszOB#A0C<G^^NFjW5t%$Vjaz$BdB?;2A
zbp>-K&JW&m*19B!2!|c3Eg})gn!b}|K&;!l0tu9<CZJwgw3;pJnuRTL)LaH2tI#(b
z(#2+RL5ZU{#U{ZIl>D4ld6AL&)#LYSgu|0sM`Bwp!8m2XHCk{y-YYe(j52kr33eZo
zM=hPl(AA6ui#1rtOrF&XU4WPdk|*8GIEb+Cfr^STxv3qAH7rC5rpI!?i~-W3l`twm
z`J|JTrEs}ZXEfrt6yRx+Ns15+*biFt--7z3g@&<vYjWun*9ttRV~q6qYs(D0(g__L
zIx$uUAcKM^ma9Rd>}lqPC?t|sRgF}ZEO-LGOz}nJ7ak$KlGu+V%-cxld8nn=^@*)M
z%O;^aLVtv}TFPkInv_#+@-5odLml#I0U4x`7!Cn70+tLx1RqMP647roR9lS{`9;co
zp>zJQeJUJPnSd@nl^)Srr=XhDii(?PqiCYyu?-bA(MHil!o*Z_QtcFN6kIGrMN70%
zv{7)e9e8iXon>d&t+c@=BDIUmkOTZjJbsn#!9cH{el|6=mF2puNVk`cWp_V#FG2i`
z7afl(xRsfSRaE+#rshN3AEk6>OSKUzE@UKq;%gnPVEb`La*>XtRW!tzM?RvO-78;L
z(WTR4j%Le4D9SgrW15DFT7Wd<8DUKCS~`7<mvSno#^ZrWD~*~~8a33KB-)!QECIGI
z?yP&_s_D9=&V{KZ^`<<<;|<cad`&dA$!n$wHbDXpkxx>4n&utJCavfq#;2)It7;P7
zTw~3U<m07Rjkv``r{}3Q?KLPFB}V;e<E1gFup(iRimpZtSv3m|Y8gmqJ*f{AxTK^3
zns8%^Z74JV?c7qYy)+E;r@{f5Rk<0(115<YR^#r9+tW15tNVn4&fZC+Cjn7&UYqcj
z!d@NmC5^zpfu8Q&!6SA7Q`7kx_T4i;()4(|y9*d$9dfJB=T*zxQg(Jc)4-n#TFywd
z9d$uv`J=Y%535(KC<>ue007_)f~46-+Ik{2WMl7CgNlOUL2iZ5L0q->jjZjQuKmP%
zR*<JD{3y<KBM*t4kZN^#yZlFiTm^~G;aax7F<XekgkTL^u+<{2(4mN@CuGjZfO}GH
z0OShhWARjE;go?|w%XmTz#qH=>sUH+Tcc$pX87LNU3hNhGCA9k^{)qbwz2lFpgco7
z66q5z^*K}CydLRx%;T^ov8b9gru86=G0i0Jv{Dzr#aEq)Q&=9XAG%Yyec2U}a|vwL
zxP_e4rL#LaRVHIKbCi-jrig&tD?;+y1mIOD(1+<-Uqg|tO&eHuV~X6fw#GQD>i{?g
zx=U1DqO+4XrxMk&Z5=A-YKAZX6)tNtsVfa?jMRrT!%pL{!%ZTbX(@$-z^AAll*)3N
zWV24hg=*1x!p2XvWm;z$qW0j&8RxZHIjXZOSiT(dTxI3QnIY!1HG9ml8LoYtvu3ri
z#LmmW=WLe;+PR&0=TVpa<6S3#^2X!oT;9F^03iu}rnQd5NXuI3bfQL+COs>e71U`b
zIy9e3QV5RIFXw~(Taihr-%l`OBNA$zgB;ZNku;0Iq1kFexsw#H=5?zM<%LABI=>**
zxb2vX;<9XFLfb&iNYk%MYsa^WNG#{OxJYf{d1YgTR2e7msk$BdBTq@Tmipo=YjiIx
zt+f<)HS1bO!VH+@)h~-KGSNgagZ1XP4HDN<@P4ynscL#`@kJbf{OCY6?u+A}4lbUz
zXH<jBZi~2X{JPSdlWAW<;*U7-x5Ef@n=iNNCTS5)B#4d2>M>jlI&Ivls~i$Ab_g43
z#(uT*wZ^MyB0&^##_e)HbO|3Y_N7Z3J3BT87?pnW5~HnW8rG9h)fVZiYI&81!LKgB
zNj{*$@UBXz`9bupDCPeEgm*%M8{|9f)GL(r0=*t7R!Bh|aniig#-Z*sYvz2cpz;Sw
zxz)5Uanh!pSjDcV3*rqzDevv%hC;|9RV0iYj<sgbSieX@L}V-512xrnd&AmvdKI0`
z&AQES>Absp*7d%hcW?l*vWX)d9mWM*XgS47Y%9(%t0=={%N`5WbEC*^Lq=m8nVe&a
z@xKsAb-xnb>Kk_3ysXi$u1{L^O?Ev;Owwf+4F)CoaTx9S*N$J_GRRd90649wQsnA!
z)}J<o9d(D78jdmAu?Hg+e)Y?bnB>-L%BpZW*2W^^4OFim4}(@b;MG$90GCobiceyr
zxiyTq59mc+@cXR(BDGclf}D_RGB1)N^sBxWKk+?RKf)?+V&bmPTD`t8TRRiNscM76
zHzDkW_1hU`l<pgk3OxX<j}YD}=#sc^n2ogUHH=zCvIGABEX6j<vD#^VDvo`5wBr(B
zrbA=BZ_cpF2$tFx_9!dIEvAy!#qr2V3hRJ<>(wHfNn=yr88r=>#b{N#(X?BXVJ?>t
zC-{>fisx@U7aJo>rOJL@Oi~_y3hRd`{?$cfF-%BoRJf^b4I|5M;F1a28C0x`!3L^E
z4r{yA^as@ZM{ba*Z?!N|M`K>27sI~~N2iNJVubC%l#{rhTI7}QWUeIx#PlBt>fR(W
zeS#6PKfNQI0DUSASHilciL2Y#-^a10U=h^iNIr(Xj?uJBEe}phD=7BHz0X!Yrnx_e
zIu56<+Q7PPvb?s^d7IgQJbF}5nijuPNW~hOcYrhtEiEl1vPqwA9#_uhKDAfDz7~HC
z>e{j*{{W&$>S1R4*yoDa@Qv;L_lIrd)Z#H-E>cBdgOSEfUDWl94Iv|Y`-FicZHmrt
zGg|V+r7eS7*u8;OH9bPxO|Y8c=46Q#Ny{8_TqlZtD_LobE%bnwlXJR2entNP8u9H*
zTff#W<+#1LcWD^0UB_tp3T}VOOVe{ec;i~N@dx&Vchboc%3We}@|7p0b~?Ytw3|kF
zEcEw|@<rNR+bX`b<uZ|)ry$*sI?{x68f}hSgCva1a>V4HdbbQSTodF&B%}<GicUW&
z$zahoNUx=S9O;%8{tdB`7~^-EF!DYDC5YsH6%}X5m4z5x>Uam*T>(>-BZ3cV%(;=I
zn<Vfn(>^h2)|MLeq}Ixa^Tx(iUYQuduP=7XR`lo34q-`KLq^tYEi2rWlwzq{7A>?^
zq;`TrJ!-B)JHLkaX6sl;9DJ%XUh5sQd1K`j;vWxUiqBb1!~#cJ_c)|hh!AtdX=^P4
zExj4Xc;e9$Olg<pWaUWgYlnaBZx#4X;!yy*dsY#J{vtg`sp7l89!!HpnRft4tbc}Z
zy7*e*$Ro_0?LNGks*3PUg*MdPk3Q8j@uxv*(IJLbj0q!?gOT2=THO_K<`S>#+Pa^L
zP`K5iWl+(_7z|ga`qu{x%0@SjYT;?7dQp;U=WS(lt$=!u*19b}QhRvbC6{8#N6b2d
zUU_MFzy-?Z*EPLka>6kzncR3m>OE^(7w00qxf$r`FPkZuStO1)@U4zXHBVT$`!1Ff
zXjx<!z&^a1=WO*SjFkkG?mJbDT6205;TV-sf`hlcb;?&(I23g}@5ZDJOF|jr&&ki@
zU8>$S?5`we_ffb=$Eo$M3&%~rRMC?^H<)u>y^5@M%AEqRuRk2^LPbyEHQnb~4*M9{
z&n197{<MoDGZi{)IRlVEAJ(Qz$N>c0$;Y)-n)RZ&EpIV!M^Y=wmLgDB_Ke2<W3DbF
zg4^tWWsU_r;d|FFb!DqZc_jAtz^-y5VZa`hxh(QeAbA@nrAZ_OoHp(;$UW<;EvV~N
zoSV5+-P<eaHxb{)(Og0zx<SvQ4^dk-P^5G3h~>660Pb<cbMI#M*NJ;=!Bg`usIJdN
zfhWF!&|w?r`f-}|WuiJDuFsxzcxH=GyZcORlNnsHu)zm4&&|u?y&vM`?VZPs?oF9e
z6;)&_-GJu2_{Y7gIO?tpxu-xGaf;Arb_`SWt8l6^dsLUwEN23<mF{NIl|RaJNV4P(
zY0|Ke8jcvS;GUH2pqeg1g@_<ln%uIc+KM0+EaSCTcjpzGeFRuDDLrZ#uvddsU5e(S
zH#h_uRvI-S)?&4XYn%`(nAEivySgrfsLyI`<lETP7PjwkF4P$v>!J}!T)W(iBgk@c
zea&39xAm>NeIsH5;;b%^Sp2*SB`fHKV<0Blnl{_ov>#6qk{X%zQPQ*Ku`Lo=te2CB
zp<J4t`qEoJmSroNyWzPZu+$4n_gG_^(D7x=H)|3=0}<4U6`1X%&MHRch@?5G-qJ-I
zit$x*wTPyY6Ezl0MmeH6hU%oU?p#u)?bSS@Hz1T^l6O;3!NOD*Wal8%*ktNM3afD!
z1d3!*l|0mvOT95vor1<4%vpMg6_<+8l|E{TBL+eBty9ntExfEZ5OG#h5vD6%D9~GU
z=qnQGh;xc#XnB+hXt*1(nxN93T4K2`LqwaAOP*=(Clv*xWt19qz$$77VK)km@lg4P
zG~#|*q%<ZusTLyL1u`SK@m(&JVZA}yl4z5$YBxFm04%A)3Qz$0*JS=0X~yup*Eg%_
zve-EcxE{4COJHzl-ta!3YkzqunHAh{0qsfg1H(~RvR%NTbN7I*Q%Bb)(l6F{n63{#
z^}Vn7v2~kOjhifMHwh}7$mmjor^@#@-hF7RK2Y?cx-N2`W8O$(kQ@>=_Nsqxj2=!t
zwW{bC@+!2J5XsdAXqxIvPoY#_Mt_J?zSy7M6&(635+U1_J+N!ewM*?+Ouv>ESv<8r
zD-dvM)tL@bTb`CK(Ek7sr57rD*OUJM!cBU-6HEU930>f)%8B-j^^deK_o;mK^%dnS
z;_IQ*REgsIl5vVTP<unv{Ppz|zH<7C^HlL%=Nwa?#qyy8ZcQ#h`$N#~u7nno%B#7N
z3k4nUE9Ng1UQO`_$85~4Ziv2GA?l!K{A<@&#nLz`Q1UTeBmJ)0Pl+bKjwO>U!)f=W
zWQvTgLpnB?X0VmFNf$=-6@=JwPf|}cXHe9nztkqWWC`XR?H#J1!jq1NwKg<t{{U=T
zPvN)I?@9Aw<`%|(3gxqt#ZPy_@!p#aq=b#w8SPT_Wi5&AExgv;!{rsy=~Gx~u}yz-
zD*2HA0I0VeUA=ylkYCA!BI2mI-o&*%g}D2xxo@r{xRtXcha~!YRaO{2^(Ri15y?5J
zV<P7@XFHI3)B%2Km3TO$HaK!IO(L8+(jIAuiK;go)Xpj?0mf=dLorPw6yS49ibEr(
zZKW$u9jE|Nfl3pN!>v2`YFHC++m42TrE}DN4(kI=@l~*9{ng_6Ezd*P{<ZX$@n0Tz
zeQquA(d0=B?ov96`ZCYO=6eVv@{Z;~pRH(>$*Sz`cN>Kp$F*^7;#tVZh-2K-Q^a>N
zzR-(Ll*^duHE9&txa+~M7M>TEQkFDAPU`fT?{21yh6{sPP})Y9zGlS?$CF(&EBhq$
zIqOpPtsIEbrAY$3e46WY-8o~o8@TqZJL`LNc*=lS(`TMEK%k7%sfu$}u~hKUrz@>U
zjih<%DNV3d;MGw$-PWGhA1(o`9NIT_C~9J33oiB`_RVpZRuT|fp!crE>O%Zxs+%(~
z=Dhm&sLEWWQ~0zvb7tW3DmS<F71~XvDvp(pb!rul7^rOZ={utqD`B3MJhtP@JXOe|
z!KX^2Z8SL}mb$atPZgZ@C0jVIrbyJBR8MTAbgN9qlI8>>$~CWTb^rpY+}o5SfmH)C
z9P>k01@4_xcLA}@Sy=%U%fos>!8Lv>;p<T1YZ{j}^O|E3R95wI)}8jXJ?U7!WLYFr
zNvJ&Vd((uV_ojm6nW-ZgAXEXxSb&1UsFuw*6A{)<uP)SXYiJO#=DB@#Q?ctvqmHXM
z%lXWg3^P?|kd~Q`y#lm3PWR#59&x$)S1sa5ysb`Q{?V?-;im@Z`&TRCvJR~``^K&;
zQd%7F>0M5R8IwzyN2PM(rFLEtQ1;TP=tUCPQ7Bp4GCw1V>U3=qO=|ipJ9P$0JD!8y
zsWrHa*Gb^bRxKZ1hURhmtQ2AgKzsg`6K|H`6|Ih${tVljT#NSe@zgKNn)A!e3hKj9
zp2WiPO98`qYER=|K~3U)9xGumy^2l4<w)2wAD|r7JvYg^kX@To3tSz{BuqEsn&PWh
z*|lwMZyJ2bpFCb@dX#Yesq8LR0sjCk8ZrmxU8lkHvR@F~iNgJ)#rvJ!o$>ltw##b_
z(HNdIWFrMg;=HfK9}Y&H9mb`jT}vF%lOm>i4?#+GEu@H0*68iLbheG){XpFW+9Nv)
ze|xq)>*mrha@DVUuWFjIDqh~pG7gHzflyoN7h02;tnKBVTxV=*O?E;&vAl?ryU?t4
zd$efwT}ljJaPIrRO6s&-e_inor)h0-sLdiH1`EI(eJho|&~*(p!rxj=Zd<3Agl4*b
zhtaHFB!?$}Kf;|jMpC&llSuaYF79o#){!FyK)h$BYlrbhp(FSz=H^x1FP00gI-gqf
zc8zWz5rM($Tpy1iw~tEHqLsu@`9No;Ijpe}gkZGlTxv~8Nj;7457@&7fv3xM!)Sp>
zQ}n5>yh9vP1d9O&7!~GvmyM-OF3t!FyxvNxsvLpEW!aw)-#U{v(8nhtyCRZSGn|`k
zzNca1U1hE<hd(Neit*{?%!KthuHVL2EoWgAPT7%$E6${p;GFYTj#)i!Htt=`^sMPu
z<_+spJMSkZqmnZuTpmRXXooncXK?Z=j?~S}q=r2ykv8daYA$G(Qqyq}`c>}=bErs1
zP_>;ae5SN~BtO%nJ-SknRL+mY@@>);LHq72X4GQF74$(|{{V{4Ep1cQQC%b>7V-Z8
zx+pB??k0cuOYNcu<lCR+UaMzx5W=U8%U)59-ZqS$f;0Uq(V;ByM!*xaa79ZlCqjxu
zjp)L%E&&%HA6mO<bG(Hokx|~qxx)^js6{d@67onqRc9JTWq&&xf7$h~UOg+u?6r$8
z5BRn#yZ74@e1M+B_x&r<HIEi)8cvfX^WQ+gCg{~%68@MS>z|n^F}1O_GmK~Pq*h!U
zFgW1*S1Y0Ti(A%wHTLnMn64Rf8oYr+`{4Gk7`oLwK{ttKvYO(1TdS$ak|1yaC%3gr
zscljV9+Tn^i7Vmn6VGcD3wLT1Z`jx&`}1CN;}05N_}@^swzsupi4G%$K4xR;YtYl-
zhL&{llFKxgL~}82t?OLh!`(j9NcfL&VR})fi5Vd$yJU3t>s<8eMp`1}7PmP4N5Y!!
zk!CKhwE1I%^=xNv*V4Cs9e7IH#Mc)WH>8_uau>^9H!=16tKBuhY}y^*ybI)cO}lqa
zmGj4fd|@Yq@23VMHI(P(KyXGn5m#ADm8g>&UsJL1_rtwD(?*k1($mO$ak<bRm6p7X
zMi^$jQ^h|K6JF9@#=-}RIe*qW_a2qzGo~g0bQJL1+^tA+weE=SqgIFjIj)n#9y8Xw
zIcC<jvZFwG2_VQ*?O5q;xdAnKbZfzF_K|5nk^cZaJhQj+r!^L=%$t?&iW=^zd#ztR
z=Aki`Vlk80dJ4#n)X4tTwIz#9EOACRJd71bsWs{v7r~IN1iGd1Bw))7V;_cVSjj~w
zf=%vu9CpC~$6rq7x_vjo9wEH6`&=4q-cT6@fdz-K?_S#f01x~)uLRKP@y8?wa<C_#
zt#q)25U4-`fq(@rcg@OIDz(p<W52r7E{WRl&l6y)3=#FNw@UbxeE$Hsc(O-Rn#=f`
zCA0YA=j_ac1W@~by^d?0(iayjee0r}n~E}=RnFU8*6y`Pw!Z<pSEhJs!F1mb*jkPX
z#vT5oWY?Bykbh|FwiZM9<jMLDYt!V_5;!$^7XUy4uj5x$?1GZro?GMXS9F?{&T^r)
zkIt%S`d*E#*g-VE=<=A?lyEY51f13vjjm7jQ9^!c<^vwRO=|ca-_3;#u?9uLsLfqC
zsc6tjPCBMt)jS$>`<&Zc`PQKP@BPvBsZ_5DnFyl`pFvi9Wq52Z($oNqMp+c_2cfQc
zHBrDP0<f}-nnt&jlIAy3;KuuV)%dT<Z3=OozSYj9!n+3DS0a~l4tb|>Sjh4Gu}iLK
zBoE^uo4s|&yA^;tl$?WJN8?7i8vf?<0{;NZBmNbu;HTA}R*cAQJggry$<U72uRk%2
z<xSdFUzwcl(dkrFw${>J%&|l=$F*C$)7Hw_3rw#g9*f$(dNgM!xuv2x?bM(?@Tpmz
z-b}IG6CeBLq8&%ptw|XqhUi6l`8M<U8d4r3E*K8uioo&4w{@cEmKOGtv@=dydoNw1
zBOl7T3q0UQo<{@eUS;tUQ5SwBXprVRWD$Yr*ctt6*r}?q)g2Bl=2w<xcVfkkNhhr}
zUvD(mIeKFPMM?&1>DMnb@xdS7b_zbGz2{H(J)}*eAk-zD?<7E3)PNL`&~aZqSjg7*
z5zL%CY#1MLUqfhr7xZV*V>jYh?<0&WAX0abI_9&Llhl1QJcq=d61ec@zdoAoB=Yc8
zhjl!U(zAZZP>hP~wcT`hgIb?ZkwS0b6!uZTu5SKS4TY(UxrmY=`>DyO<BUlB8fr%+
z!>n<uGr7X3>P>bD@bAQSdT-mMvOZon6b+UG>DHoAwxUsN=APAdas^>uqQ{&X-o3c;
zkdB0Qu3Glv%wh#qIJ<?450+}}JS(S1<QH%^8ssBPvgg*jeH6(Y03x21wB3<QMqJeb
zLA6(}wKq?F;|{ei*`DH3WUYH$IZ`ZuD+`9L+{U?xO5h^W!=le8%m)>#4Y)VzxZ^e4
zSZT1B2g)g2r4DV+Jw6_oChfHfSeRS)gE+5Kdl<IkXs%CNuqnCFaZDT%IXn2GNX{|H
zu10jsryjM?Y6eaCY}PXjG03V+$-9-&NHu!OKR)I-iN;MpK<!S2+8I_wJgLa1a7gR*
z9T_cbgweMuIj(k4Tzl4&>r>yrA;+<({>1Cni;bnw&W_FGBW+(zB1{aa=C`yxEYB$1
zyjNs2H1dWPmW-tvo@qCSnd8cJs>`4}V{zoyt1gg=nA=t7&>Bd|jAIo@e2DWmjHG2b
zthsHsX1m+13P8u@`qq1B>W2)yY1}zkz)5D?%_3Mx$BON4w1h>-TA<eH3LMks7a@^v
zF@S76MJ2?-L)27K!1q_1A_tS&y4^RyuO+vb;F3pr9hRfzZ)1zv%=`mW{hCs|gI#jy
z0tw2I`c>D_5XF!MPdX`6XP%w#zDVy~w}&+twy0t~^HE)Rf6R@rwas1W_j-JVp<)2-
zRq-HKgFS}ZQMB9l*Qc#vc%)j-Xw10IJ6D(uZvHpgS-7iGYu8glvCkN(RN8kb)J<5S
zIt7)n>rb<{GRiU9s<efelUjN-inILHv)IWZ@7Q0`irDjG_M)@7e5m@Ej%cMcR;EH!
z6IwxVq)QSo_Z4D_0Oqf}8K&Lkkvyk8*03&o5b)%tBwwdB=#+#ERjIT?rkUk0pa|P*
z##bJqm2^mlAPV&PZDE*v=%?_ki@y%XCR!IUpH9_kqGoQBTO450BgblQ_8euhaa(s9
zRsFVpP3!8lPju>V%0c>7>Clb0D87#x#>4@_lV3hv9rIl0s?5T^k_{srq;T9<&f0~s
zx776*oM4HM6*Dxa)W>ROYDXB&LTU{LvKdHPy&8FI!O8Aw2p5vn_kFYg$y%Y!BOID;
zX*MxQr8vbhot%n5GDXH3lQ=Zv%8}_z9Ew0o?@NkB<vx_~IH8RZNGdiNTvdq|iit)}
zDGaNORD+R7N6bY4ZE8auicm2|(#Hdw`d3Axcy3$S6{J!Zu%?y4nD*9FUAS1(;P=IL
znlFRokcM?UitDsb3P%W1$Sbw7)8c>(D62@7D;%zo;TYk#Uok#Y*WS93ro{pTk0Dop
zD_IgX1Ey&tRW)SE+{uwZO`@u<VtvCkrz~LAITHq%HY1Z#a50*rF0RqIJn>d0j2g<h
zhpkIxShXg;^2nr~l`?7qVacv)QL(wFMRl;_H8&a4`NOVh1=e`YVhi3enpC<Z)^(+5
zI|-v_e&($RF|<}3GiR-6#Wxl6xOClS*`^*hWx2wYu6p(`Nv(Nj7_7U4yEW`1(T0Xm
zU8bu~E(KkmfNLJ*`KMx>hBUu5I6g&F+;dW+QDG)5v4<6zJ+3o~)D29O0<`WDS2?-2
zMrt&?Wi@{4ER$K1L_y$HEleHJZEwixYE{%d>miYaAXm?Nc0%W7>gos9rc3_-dgr$?
zifOrFMT%7!)ur(DtG3sGxWTR}JGUeX-_h8-%2*OJ>xyb1>K$zNEgS&)*E6cjTrjU+
z&@|m6RMSPg(1OgkCwC&U^)H9;!0e!hjQz*;_BCyCoYI#u;Zj6H6HLYpdUf}LVTq0j
z=hxP`EoZ~iSOUOhdevL0mGw71AKeRaah~<dc#=^rrzsuHZTL759nY|?Ygl~V$@Qv8
zQhHdRql)!Eg?=6y<kE>;t-N3vHuX8}URr~U*Q<Od)|*MZE3mv%{HzC1dscOuP|&Js
z?C<<d@cT}SN0#QpbW^~)@J>SyO6EK{;7vzb)0X$mOL!z1k8sIh>s?2Rym@K;opE7l
z9ERpa*u~U<wYlKkX2$EoR&k`!qr(_SLckG<=Zxf`<XcMS4}&xTqxhEU*HTq$m5epH
z>KS{H`d4YM&TO<xo0PzKlX4U5T*j-cS>5>8PKpVJ=n=tnJQgHiXYj6q?olPIpJ;XR
z_MO|hRy8UmqgT14AlkZT6{Yy<{9YixWqWckb}u8|wYAR|Y00EaEoBnS=v7zKJ<UVl
z-9F8%9^^)@&m#a&I0B&Y-j{5ea^1#?l7<Vw#zCQ|N~bM~X{g-svk;0<53PG=!l>=P
zv91b6zHpP~d~=R*UNv-?m=9B3&x3BYT^ind>qva-WB^Q_zMs~+>RCkPhOG2Yh#GWP
zz7x9Ksk%R%SdK<3#q7kE8jLbQ_sakPuCK&CIk?xY{>2;~L?q?GIW6s2`X`eXyKeVb
z*u3ES(Mi4bCU!liOPWz;hC#Fh1n1VcPaWG0bHm!IhuFjdq<dz%8|`R+X9E!X!yI<5
ze(aX;z2R=94{DrB_iyGeBZ=_Nf{AMl&BxB$1~XkR+g95QvHt0JXB`Dy@Yahir45{A
z99xLNb{u{cXW~7iHaZGhTA)Jhj4yGD-<@8_O?$Uzj(DS1eNR(n-IPugRs@+Kd(^iQ
z1(~vW2B0z*#sz3|3~0tFs&Hx2@Gxqm@)V4aXt>h34eLf+?d#sF#4vMJ!6nH(>cYPj
zjqc8lTPqXI$QZ4U4no%RA2CX?VObWTrn-tT-K$0m=}xk-C<J+!rr1GQ8(u6qmrqP}
zdg<c-09Kz$<~&kd-P!KPGH?fK=<T0$Yno*kZgzOoU~nSm^sbiIU7kCpvV}JlUEG@I
zisQyiPd~Z;01B0+^88GwqXDD;01B2gb&%^bMJQ=4*n5iC{?~?5psNCXtC%RnWD{3(
z_*v!|W7d;pqpk4%kEiP%C!Xr+HJ9wssE#)13Ga`>w0<CXZ%muRuYA!ga#<CWFynxE
z7_5k_Z>$m>drT4=kF<TBXo8ZmN9&Jl4t?v>E^OhwwR>xr)<~RT)busy$_`U(()Q41
zk*HZ}I!(RZlcBbB1$LekW2JaU#GO_Nej%;qn&|Cp6f-YE!?*LVQ1I7+A@KgAs7kU(
zZRLO5MY!#aeKGk|x4s0?uQl5}N9^d03liu$N%gCBZ>6*sFH@aQiT0_biS8^eqnxh_
zP=zPh;=HcrU0+_;=hQ6i=6jcOCLmHuepU3ItEJgp=~oa>Z4*XgJZ&6tT>k*WT|Uy^
z!f?p~D?7VxlN`4+p+!O24pZhwjZLX|r(2pm9`54qSxML}*kJx66@K^Ow}^D>aXgk@
zYMwU2+sOO{drkGWmuKQ@8_6P7yqGj7!FuPP>08V|jOM8=*481dj~UW_6<=QIt3A!q
z+Q{pbh^9#T(s)ndpqIp#vFnSzD>62s@FmYf^y0mh2y_Hjmup@zzR<oW{hV0ICB4LJ
z5Razw$IK7;>qYdv%JMgLKZklF-C5k*Lbl5kpvZvyuD+k1E3!7W<^u_aKP-%G+A)gb
zylVQcsp07%(#V2Oyu_YxIlwgs!<}1P*R%;G)Z|cz#w2WE+Z-I!Q>_Pg4M!+7zK4`}
zrdT{X<GGgH0}K}d)dyjomF!lZ5xh4xnfCtx?HH4cm|2GKeKFM6n*2xjfBltx4ygsq
zvfJI<1eeVqva!khxHaBc_#;97!;aY4L~@uee(^rPT8j0fO-1z_DY;(8Hm~t;YBq9M
z=oS|*doU`EjFtBT6~SM4tHu^~<4?W2xwp#WYo^v=`B$QRIMHmh%gt&WER(@=v01+G
zPI3J!OX4NAo-}wbE|E7waD`jBKA!&o{c4$3yw;Z&FS>aPcwbpt5vW{3+hiNQWAh(!
zDjhFAcTR@AlV6_ReI@6HL}*zurB7<{+a}$qNDy^=4}NR62U2wt=T;{XPB6DC-1MIV
zSSmgCu_)pQ{J8$7zv)unT$_IjO({8h$;tc%MP0j({t^EG20>|`-%P$^{ZDV!xs7`3
z7J7Y}oP>p0y@>#t+D`H!D$zXm#PPNL?WK|&xXhR*{QB2j;O#dys3(d{uNYIw@BJ%-
z)GwKQaTI_P92iFW5zTt#giyl}nj<>K%jPZyPp7B7bx^gNF{yi)8up2)U&$_`9jhC6
zVyH`GfH)bheKd>EN=*!rFh3}CIB&+iV*5*m{{Tw2fZR(L%0C~ds3g<k(QMlOdxIic
z$DA<h#s~8ijOi^|q-6FyyL`6Od2%U3=xX#An=o@&cUsNcT*zi<r&*Z30Q<S@DbU?T
zIr$%Be{qjm!tEMZZ-|^+>$*TVBYk=-P^3c&p?-rE<`;ywh;*Re-|t?lit%%4K4_fv
zv}LV7f7;h%{!?~hD@R#l_Gp$@jpPS{qX!jJM%pz1Tl=R68NsW1zD0~nB&Jz6{o<Q=
z=CYw5_DR3%p$U7YC*z8XOuczhds+FG2P7ZwA?SaVNJdqMs5O<MhHKb~$zmjpv+Ue|
zD&Hs5pX6N?xzI^+wiY)x(*4*_pQ-38#B~|uxw@L-LzyLV?e!-$>K-w<CdxYq&kOU(
zj^`W-^81nd!VP-zcV|l2&k4?PLjbj804lWOnxso6gXUq1(DI~J+y*M9ix`^dD_5Z=
zhLTzWqqR%iEY2o5rY($`bH^(%CnmLLv0GWlBfVXUI0_7bQpIbNcp7VaPZsI3Uf@Eq
za#(N<4nJD@H&DK{veRX{xs?_LLdBSX2*rHAeI#&$wBU}ItSjw${^l<s?&f%h0ZW`z
zr7dmLtu|w|{YpE%TJl(aSfrWV7tj(&taV-OlT2V(<oByqkTi@j&{oMPp*MDDX_`Y_
z%%}K4uTIi*c%rocft*%9hODD1g9A0%$!O6-h{51i5|=TgQbt6YY9>nJi+e|7v}YBe
z3~pm>!<x5ZsE>!mB#PxlD0FhO2P2y3Ak0yLPcp(VIHw1VyV4p~27J{E>s6X2;<OnD
zYK_+`gGGU!TdnEM9L=>(E0?)|s~p#|Uum(-q?OMV=KdwJ`!s~A<C<u~P_fN)pwIyv
zkxIB{0+}Yqhv4%rKsDJ-VuBz@te*_oD=>cb*hyey3qma*(JewCAXi4cF;r~hTX?W(
z?WjP91;q&(BwNTGvrcR1V~B%*MOFJ$PZ=u0x!qRxYY+}IK-qHY_9v9%9Mv0}Lo)9`
zDxHnAmof*>$_;eU7+{D7#VeGxIP04!$`Q7!L!p_$^B1jlEj6@_!3Lt0;*A-X98%`6
za-7wVha-mYZI3OUmD}4v<U%8K!Nqf$R<09VRgr#1<35$yUdsyvU_m(TLw7@p>~T8s
z`7)UR$I_};T`cRc*50aNpDJ)`I@3=JAY@)CbStT1NL3;y*17FU+8Ggv12xiLsYr2L
z)!=4B&sx@=##J{s`Sjr>&eUE>r(Ae);yAp`yjM@A=$9`l+?bD-o}^b{d8bGHm%9TX
zRZ2}VBO9JAaivQXMe)F@F-T&N5OIq1Yx_8w%1m*^dED{snTNencP3G>bM5kanktVp
zRajSN+s29w6v+xGqJRo0qJRuiQqoWWR34)>T5AX<`_YX0)tX*tO`x)7JLu}H40!8b
zF!<&nYvWx)Ffse?N8l^#U@PTsi4lLrajCHD=YK(3DK@nyl_#OY&bwqHt2bJ^d^XL`
zaa0`A0$8L9rjg$@32mwk1+z-yu(_n9%_eDFW9c!2NC=>kcoYC`%V1Ma3`IQ?y*f}1
z)*b2CLr~z<sZffRE>E>f86%9Ls^DRTS!M$xHCXk<F_BI3%b!}7+R|Ic2@ogW6>8H@
zmr#{aM;*<2Z-x9OsH#eSVuXit3qbIDIahSa^)=~QPluA-7v&kP%|A#;Pym2q+O>oV
zi@>cGggs2y?bameP)~AU&1p)$m78;Kyc0l*qf<HSQ>FNE*0L@wijqcZ1eK802<S|^
zsi)?w*e>(IHEm@Cb)w)lRXwXV;9|7h!K}--z$T@Q8J7qMHIHyiXCT&v#m)&8lXW)i
z^I5XROQXA!SE0D~u6)WvRfsMtDxU})JTv>%=<aI*)>6w?1h_Th!%BtFm%U?A?lVxl
zpo*Z^6vnvXy$GH6A9E)Lv1e?WyF9rSpCRU~S0e)^o(3os<I;hlr14R^@lI-q`cN_n
z7kyWIa7|mJII1C|J*|DJ7Kd+Y(PkN_if%L$%4e829AcPkN$pzkTV(XBt7b9Cs!Ta9
zVB6`XoN--tm!psqj%qtwLA-HYrjKe4(~7j4IqF&_j)@Ccs*}xiF|*!Bg1;#pDz$}z
zxm=3rZS4ec000$oO2!dx=QFA3jWwIJV0oZ$eQTVXKugUT(skQ5)7HID$x|K(tZhe0
zY1E`=W_ZZ$S*Fr0q|Xe}^s}c+c!#Goz-s6|+aU+NeHr3E4cTda9Jrn+^Ee|i6Upme
zI_kXLx%aE3K6FJ$^0JZ-lNH|lK4Bf?Oy>%&2`0Ef_bapTmoPOGk20|7yE~m9i7w)~
z)ufUSxr}Glv+ZV(5*3+#hZNh$<lJzi{V8lzvB3l%dU1k;6nhaVIZ3k0v#W*-Lj#a=
z&TB$VTT!}zK`q>`7~^hg0{{Y@8ih5StoKDG(W#>AH@Z0@+^LPaqjab1TFus~nYdsP
ze(EnlS>WQCa^JXWIU{~+YF{(8j&9|Fxfu1YM(`(yEp*5ww7wtc^W)~maDD#(I`c_?
z<KTU3pwqd72b!vi=*|wz)A2+abQ<rQrc5M;PnnfR-8GW(qh7~@j8=nNEQ^vWpS;XB
zV5#X!pJ7$^u6Nc~?C^+X8;}kwLh+USIe1ZUJhR4YlF}|@l>FTQuBeUP9J(Cxq;W<e
zUY?!IDW@G7*LXt<;k#8+k`QjL6XI5?M6+PzLWD1|HP)u7Y2l9vTT3$mG?5G@d1H$5
zeRoth?Iias0-i{%DaWZ(m7=0~bI4hX9P)EdS+)+GRr~#B)G=7C!*h+qR$FR2j}fT+
zD^}7oNwRlf!*yrf9oPWW=HaCyAP=QR=%?n+O-pwvD-@kEf+@*@Dt1uHMk=VvwklqX
z)jOkKML=&JRv#=;mNdE)X6Ijo<2>%CX~WCXF6QaDga`Bg01CC?6wa*gkGizCWu>8~
z;xp!JmNE6fC;3-HY4=oDJE?y6#ZY(KANW^EY%m8D(2TGH_{E3)G5-Jx&}}5XrS{P0
zDy4SS7=}DzeSEL*u9^N>m>!gwOJW;hO6+d6ddn$s#Zyof@+$q2Q*ehPtxG8$&!Zy$
z0AkvFqnMPDk7}WP;y85w02A5iGX+(;jhS4Yj0ofPtmw7rwEqAMtD<?=0g6VXZ~*CE
zLE_8%{X+cS-ALkKeo{Ew^sHxogejxw(m-6A<+ROxuRKqw*h}TAS`-Pi@^hT#ymH&(
z$B1n-;bg`snMT!_!Q2PuT;-REbxS>2^*F9u?J^Q%C!^=qx$4Gq*;>Z2lvd}_zA?U7
zd?|iJ!5GJYLBZ-O--aQ#weZ%T6|f#pkfagcj<xf)v*S%`UW7q)BBU9~jRpgKYUYvS
zy>mvf`z5X4?m+of#&-QGsj9oraY|9y9^E#p3Gw85Y|S1;v63))?#TZD8r#%oTWvaN
zUBU%YcOKR9^~Se*KB9FAuB2<SbLQufSEKQMv#Q>~4c+{+Mi1R$G5S>~Jy&saqv+iV
z^>1{TB;FcLfIrv0bG|9Eg6G6~Rp?OiS{B?#p{lwQx7d`2BO|qG?NV}i&#iPSO5Cqv
zdEV%^d39-TV<gQYl?qNX$*(r>f5dAo67Ks=)gySIlHuls)MswuNd$g1*y^aCV{z?X
z1>zjXuDJt@)^WnZ3D~DvQg%HD;!lpPd_!jyhL{+^9HLg0l!8dk0Q~86zlv8Yqb0PK
ziq}ZHM7iMm;=IypuiXLd0PR2$zfjvu!z6J^R4K`O!&MsC=v%~^mYJ!`sM}q#T*}3y
zBco^9qm#uNw~2L&ajD%IB17`VI8j{u&eA_7q_$HW%InolIK~l@m5G#_Ry|lijixdO
zINQL_6^Y>OC~6)qwu2dsT)Uq@Kgg=q+OxHu!cQW)&j3QUmRhd0CO}p4WA`VM{HwNd
zPB%s|P0Gxd;uflBzA?nWq-Sm`pVVbCNgFUDF(>k@?Ox^Qxt2}&1murep89;+MCYit
zT>k*yHO!8NaCVBfy56Mcab=q;fzSh9#iX&1PE_;QM*BewI&qrv9|nUaxhlMy1;*o&
zI`f=Yvg!MbcJZvSd7H-MBhV3DlvSg1o_n1$K=MN#7_izoQU+_7_=P!#!%@Hq4K$%o
z(+0amU9liI7*W!=4~Y-HTMKY{D><y{KXsP{spb+}<nSs6w_(mJRpY_UMpC&oH!@*o
zZxCr}<eWbluVC+9OcNd_(#QKm*Q|H17dH6g=yKNFy`?!@(S(umI!D&7YcR<iQM24L
zs~#hKWoo{No3B`a$7&OW@9j?2ixC?&lfZNLn3I~y8erY}zw7#BeUmRZ1p8GOCyPt7
zeL_{?H*6o?VtB0x)69`m`^OcP<7kDgly>TVRrK|)tfgr$k)<6jV>QcPMDoaT?~-ed
z)g$t!Cmrjq($jsv;aEN*x7ta?dfiRaIpH8D6iFFnCaR%6ZD@bXI;18+XF0UGS01(L
zdN#Ebw!s*KkzQQ=O-*a4PilTfIHAViosRcik{!F38Lmd-Rd|U2)KcnGTrLSULTK3X
z)F{{)ESiL~{pyWl+%jr7W6NU|(CL~L&HE?_Leq9YlV)v}nJw(WV^T-0cls}bSz+Gk
zoR3Q1@ZW`!)fJs9v`ch}FrvBVCiF(Jg6eRV`ed4Q(uGru*JlFx&;Y=6rIOtwe3hxd
z5XNgXT2?aee7jhirfZM5*7n?$LyQ{S*5+vu!q*{fWYS(``N^%}9W^qkJ8WtH0BT%2
zt_i^)SFq^%1(NA-G|~C8NgA<YdJ;2UaUPh903ilI>s^h9j19J)kWFk}XxD0$I0qaG
z92M@-nyA{bpQ%WiZnG_x;zHqueF)AecZXcp8?0&<lj~Am+%{d?pzJ#j%DNps=uK`3
zJ*qieR;J2oMX8(RHN<#=*iSEFE4F4<1ZKB9H{shE?ON{c1(ltMP~Cvymajw-wXV+!
zxY72+Tn;NVSnO@bw`%sE8|W5RQ^h5$LN%0fgQjbRZ78ugUJtc08thf@{mF`8pc?dB
zM_D2Sisdw|97QhTF<o3hA^<7$8o5JSz56x072}HX-B-kSOK`y$@O^91yh@I?$8s{{
ze-OoaMb)!OERFA1N-A2DR(z=0(L7-@Od*wyNyjzZM{WJ38o1`XY+Jl{k+S3+)$P6z
zZPp39t~=AI9$kWz`N`t978c~5Fe``F{7~y~(L{eL@BBi+Y@csjSBu=+ytmHT;F_9H
z=6ae`mnyO~pw=$8hTL)WuA57~d(aW<j*0@9&2@epU*4(rttwMiA`^G9)>~+3%qH8&
zs$L+~mrS-Go<QQd=m=Xw>x%N996QT-uoH^rgl{Vw$?~h2mipz*_3_)BX1l#LoZG2-
z;Ji6&{*lNXYrfts;R7A2sz%R3X}+whs@|&nxvZ98$+&c?nyltqjt>;EG4d(FXeqn1
zs<GCr<I_Sr0N`V7CC;TBmRJXaTujllkA>jox&^Xi(*qKI?KvQeDe47Iogo9SO5tvF
z*%=y9T}w?YsA4B8o|T~Xkwv5yC^L@rbjX?Jo<zUhG*?ry4?#t1V=J@k14RakKon6$
z02EP002EP26aY|Y;*x*?UoU)7mN<NWsUhy*{W!0vJJ-!07@ElV+Tu5Wd8I)tr<!OF
zHNTuqbatG8F;%*nzPfA^x9)B>G3_A!wH3yhb!u|)?q1BCigybYNC8RosF|{JPjJJ6
z2>ObMsXa|50vDziH6V;rgnojM$U$?^RME#HcK}q$5%j03nAkQmj^4EFE0RM3-~+gt
ztiue*dm7Z6R2L3~qeKWWHr8#^tIl0I5l!qaq&dY%r2ha7F=Hp3U>@~q9f&e{q%jf#
z!!Bu7*v)VwkCUFX=9Q%3Mg?^~7SX)<Rz_Urm>nmCyf{3xET4^fmY=7j5s#M@Peap|
z2ovS5fMHh@?jRUZ#YFOAl37BEqb<PZnh`9Ld(}x?8inpE2b<okLd>CotgD!Dk_BEe
zgHXyt149{*WGKe0Lv}|Qs@E&Dnyj*IZfZc<^YS{?JC`oB$mIlMG_Qg&O5-puNep?c
zw<kEQ%h>wXGmJGuD5}bHOCJWNWdu}vaBC^-4QOjvoQk(0BB^Qqm3m?FSB*U;X9sDO
zUR-ym9&$U>Q$7i*l1N2*P}ua7(6rO%y+&LbrRQ@_S##dBu&!DUig%e+JkNSO&q|Wh
zEp8OX!Kg%;>rUUr1zZ}SkdP`ykW>;l^`?U3H*;1X0f?$4@l)H*15*TUK??E3S`iAN
zZ*UF<YfdA$P>O9NOKyQ!S52l&5DsgdL5^zFH)bZqc0xKHU1{B(p`%<Yg&D4q-()+0
zuP@PcgB<D!;Mbzt+^xl+IqE4+Bt@5EnO%M8lz|yOgEc|7Aj;CU!Dxu@StX%OoOg@-
zK(`uo&Y$HF-`@P|=RH&YKHuwJ`{JuGu+Kky8t@%Uo2UBLk&24Yj%O{(qwZH-;VFE$
z+>^y}JrcTa4(IH$Q;NKh`ZLtLJ8f&I4a^medK%T$d_QX(Mo5q=dshwNi<^k9_QX$K
zmFRK{yT}5SJt}b&WU5^kN~|0;M++(P*r_~@DUs#QMQCdpCEb}avKB&f!0A=2qR6b~
zoOd&nh~y<jRhm*_VOOsZ4h2BEea!F^94^D@L^VMf9MhlQ53O`Ma2`%;C3N{8R7-gQ
zOrCS;UXh{rN;|_I%=rt{`qr|GXi8Q&(v!}+V2Rt@3c|gxxLd^&#>vldUqISuc9yWJ
zEKA3=V|bH6ww+Q>EPSSvQrQHryFBkowDRq@S4C{1PY>Pla;j@W`$>-9P2U=U#b)U)
z8%exYJaP>x>eQJl;ymY9)o$*!m3!G3qTnKSRqQJV#P<*O!4e<c6v)SV)bWn5rbXfl
zs4c&Ek(>g)waH%U_SaCSQ6lgG^sTO}V`kekUM!M38mqCD_TZYj9692*G<`Kno2!K2
zeZ@5mT+%JA40&w?7I8BSNXME)x5P!r;0oTF&2A<_$Bo3}*0VJmg#g7E8$rPo0hB=N
zRi*=WYSRt<IQFOvU@$B?P|;C#Wz@P@^hCEjZhgeo$Ak*TZYFbpaG;vU)E#89gdz>O
z=Wk<HbgfD_nmC#U3cc64_o&&MZf!5`yj3X#VPmeE06+sZ$LZ7go+G(+&eFVQy32N|
zOia#%{{Y2g$G4UK71dpUA9tv(P6MA6$lbiJ@UF6do&;mp6qw>xQZbsA$+LQ%nX1Eu
zsceof5cbVUN3!X5kxQgPSwSRbxqlaUZVQW7XyY4zJt}J-5DR2WQgMM>!Nu*i;xZUi
zDf2rRw|8UayR9l{ZrvCWgG!c82i>nt@lKNr7mCWbEm#kyt4482=*E*c$*~_=s$_ON
zbgq)?N)Fh?J`D(C?$o&k$2GCL)r%O~JEV{fmC-hZ&lJYf{?FQyD#uTz__1v5Lc4So
zV0=M?emB<>JVVMnS2pV3YS=w%Xvvb|dfn%YBf7RKt(=PU%}{-!<)uC9dpma#4Cbbi
z*s#DAl&U+}sH2^n05MLrT;`<IEnXr{II7n2Y^(btu{??cRL}u{O;#<vt3uiaDOtOP
zjXOJeB~Yo=u%q#>O4ZT)HQ`$=Dm)o>Zj^el<kvIc9WG5vUx{Rli+f?_$j7H02kTm1
zHoyC3t08QKPK9e`^hhAJxrJe+O|RX_YY9kRIQP3ZJ;4682Z`*a(BYoS;ln&ouPfgo
zx?hJ-ne_|ldV;GSaqbWFtbdFR<ZBn0AZ94We*sE5vqz#huL#6e^3G%+vXk<+Y*({e
zp_b;<nBu_(R@!llpZ>jhCxij>ieXqO-Z|_3b6%YT#~e;1v~QXKREFu$S9L#x<(}n@
zQePE+YRGIgO*Je_e(f4$4UfdvE8<Bn<hqOdPU0zNMEmi$D}(MUdh15hrkch!w3zLO
zk{I%Mu4d}aC}on}LwRb)0gijtRg>j4gs#knMP(&fPtu?(SDqw~DvAfLDi%RphQ=u$
z@m1+#+}EmCm@;F=I$-*m^!o8LZ{kPL<gK~4qUot~ZubUviIn3iaZc21WBUw~3z=jw
zHZb&>MZ$fGOMl|sxQ|g%YO=>2gCNNBFaWJ#3SU&em*Ow7Vp{We5dQ#ZR!_t;g+E%?
zvi|^&*hl+yi}4$Pf8MIfehC#vW1Z0F%5A22f)MeN2Wo>v4Y+L?`d016k$HZ*BZ;tk
zkzTV}o80qcwLWp<y<9fuXG-)vKjGA}5YrRSYUv^PeQvP;Q#8~WE@<%QwLF@K$RO9R
zYM&1VOGA)riPd~Hb*DMpg_r46;?R`SFkpj@MLt+egd#3mu&a^V$VN61_*X^Y?GR0J
ztm~SGD;AZ=JUQU$E+koIQ-jTVmYJbJX&U^1V0u-ZKF&L6KngR8xxXDNo=vl&F-UsG
zv5Wytl0ZAtS<Wju=2isaq@wz`CYyC25fBY!i<U~Qd49qZLP2s1f{a^n6_WvsUv(JG
zX5Q+Ot2P0wL90t0#`B)F+ZgC@&R1uw2_ySAQPQg;$G?&*f?pLmP=h9>k6fP_+Hp-r
z#%$=dw281m8L2d8K29@Sw7P}W*}}ym4`G_!(dCjj{{VQ5r`%Lkj)t@zrtGpZaw}6s
z@k?oOv@*hEjGV3x2&^e4^9BW1$2qQRYIL(-Th-*&ZUedmjRqBcDuujYwMGsFO>W;k
zT2>^VZr*~od@CGtYKP6i+PP4DYb{hTsi5C)GR+GWb?8MVuCy9DZyMTL&*5vsA}-`m
zRk6_ISI(10%PSqd>({(Rs$O5)`7=rTzwWO9*DG(LB>5$4YFE2v6*Ng4Ah+Erv0nA)
zej1&U1p~D;yf%uvg4V8$Vz7<4r&Zkr7Orng;Tzp&PxF4#ke6JlvgbaP<X8G+)*6k)
zwDICdoT<R;?_Wb&YgSR%sFqcX#-I@1-j%`X_Hk<(t;OP|70(=X0An?cDO%R*U0c1+
zENGh_cD8&z?2`fST_x6li5nbtsybDQrPeXtx0Ad~;QiyQwrh#tDGY5RW1@m<h4DR{
z%Xs2wo;Mwsb6(Hkcw&yhh{p2V`qnRw^!RS1iS~`*2so~2T|Q%`a=*HHCW9W?`4!el
z7WnW_YRl8@1XoTm(9`dAG_;&65n9eSWK(uVb?t|jHtwL*Vlc6lt%RCALt?Hn%m6=H
z^w_)^r2hb7c`a<FR*NQH`?1!u)o6;9w>(zRDZEhKGhJ=&#nX0<;<<K*?Ap7-ocVGU
z&#n$Db5fC#!A&QwrAJGctz{Y&V0k8`*D{(x+JA<crb(k*FM8^{J>mFu%}P6Kyqk1Q
z?!Vvmrrm=}9x>-Xtrhh5{42i+{{YY$56!>EiqoE7%3)>P>D|Jd6HN1$)KyFNB6Y|2
zf2pdQkF9Q@b#o^>Gh5GJT0HditewZ!jGtP3g6B29(4MrOdivI0<4OsmkbLH+p1!o6
za{AV8O(A1PAak02a{AKw%jzpHaiF_V$Q<UUn!cjGYWT-%68P?ERzbPZO9R;RUqEkR
zUp@R_jz;m6tcY9pYrr2`Icy4AoG3sBK?mtouI?WgS7G?nW*PC2j;HBW<PwbTR{W|O
zFPh{o>{}$0O$LyY=xIK0Lr4kKj^?IW6-NU#P$Zp!rwHWkaX=PK=e7kx(v#HYo8^w|
zX;ot#NvCiO=9itzo|)-R3mYCA6s1a$o<@4m2Bx*P7K#LoRYLB_>T5MQHG5f}JBygw
zHVgs)aarSv5Et!XGtRN7>t4a(9V{eD#d}wq_)^8LZiA8ZuXE7sgf{3g+L#+Q(TL*|
zvdxNDV2O&&xt|&5ngk^GJ$bD8ZaAoCpRG`mb5tVR+|(^`%~5%(KQ^7fzvuhX8Tji|
zJi|wuMZlhHFwJF73bkGHGCI{unoMMIPD2iBK_v{eh|E>0<+RzrsTpGB11aLLZe!Zj
z(KpPslY162MJ6=N%u`6I2U;0;tlAkhl)EIstr=wnI@Sn~$0b=e1g~21>(lq{VI^tY
zj^Xmgsz})s>7SEP6OmnX{u9xIx+_R<X{#<f)1?(zjty#omjt;TX?N8nb59ab#+htB
zC~0`A-enohBCb88G{Ye@V~S&Spaf%@M93nP44Rn|m^}-2u0a*KX*W#P1b;1Ef_=EH
zDaTV9l{7j*D($FRQNOKct<N2367Fj2M-$ZEvzV&`n)F`|YCdI|LU~&9+gHIA)_8XC
z#c~jy8i_3go~NWFo8#-+o9k8WPEZ=MpMTo1XtR&;kC?h_q^HY+&3x^s{{Y9+{cGv(
z8!ThPS48#O#eBhk{{SCP^`b99HDV3FyRMhR!xpbt10GFuS{WZ;aw?+z<TkWtXW-|B
zZ;t$K&wBO!F=CMiLtj2=w+|J^nHvy6uUqhDp)J%wnTf|0(O=>)qoO;Dy*3M&3Niu>
za_!*w%%^9{E3Go&MrqNI$0E79S({2KM>}cY+eBc}D0A;yQRvpOL$M-J_*MPEMK$M8
zq|#0F1sJ2pz93mers|fHqTsXOfnJB<yX$eK#m3RJR~O@3t80yZ#yPRIU%hv_Wxc1^
z&?sDBR<eHXq(|a*G)AEYKKQI%TUUYZBeji#J06v$)|Th670+rA+S}@JNs+ra6%k71
zNxK(yU`CevhXHGkvw@@V{Ij+|xDLR35B~sNb(-D6u9V=OSYTH#;>~W;!`d_!&kMUj
zX_*3b8OJph({!wb_K%+Lnkid&Y_aQ_qa;ZnI3F;nFCbX%83cissA1ez--0|mo+0rh
zc9R$TI)ctu+OK^H<+CO5=Yn-zPTn0yYORreS&uc`Po-N!9@5+nFtyp=M`xsIOKlKX
zZK4<%I0Cr4?+|GsRf%p9<R<}8=QP?#mv+o8W=m~4-C8teoq-9S)yB^m5$+?Bc_+Pe
zI@{e}-I-#H`A9IlcC571F0T*+z|W;mGDWCJ#pasXuCm|3w-R8IaBEHv0ihr}6YWc#
z70AvfOq7{gCS0NDaniOD1kQGf>aM&g92T1*k7*o(T*T2&X(35e{c0{~i%^7*kOuEs
zzin{gwu73+SqU5(mMNVi3;{n%tA&delDg~H5=-)hUA5LN>~caCTRd@Gjv3{5BO8uQ
zS&DXy@OTuPxYmaIH~<XOVz}FIt>|kQ-+bJ#C+k=A{WDb7UuA`?vii7Fw0<-N&Yl?!
z#o|gEJ-Dw*(pA2~pGx!1J4w0H(IdNzhaE`dSD<Nkkefvthv!vmA~bB|{AU{p(XqvI
zE6Ueh;|GpZ8&4qDBOXr!twY>shBO9$o7S}!IKuD-YNU1-bI3fX9lh~g9fyUl?htvu
zAo^Brn{3Wny$oC+&P8Y4BD9zs*Q7z<h{BICi8VWTCfED5vW1GfvE)}){{XpTx3zM1
z=pR%nM|$@iU%{m<oW<#0D|rLh>+KT^Flv0ZLR+1D7SW4g#R~$1(xua&xV(uLD9O!r
z7Jdo6ln0$%N7EIDv$>}-x#qg$O0k@EHHBlM>Nn4edubaduHGx?OJ4!l<TSB|Bi6bb
zJp#(jK#mk#dJ5JtNop&$cy^8O&r-Q6*FU=l+Pm#1;mxI>QzDmP>t2YkMw|r#oxsmP
zD6$=na(i1}59t#KRT4=$oL7%{iuAmtvI!?7iu6Aj>h{vRMr8+Y8$qup)n)Ufas~nD
zDjB3v>7NOq4W(XO9;RXX16*Im83djvYjQGVR8T+QHRvA<E!xk)$j%ODm7kH=6aF>j
z{{R_o1b#Asi0QE7{sT@sibfuSt#5RJ<00caNC%qqt0`fTU@j*pLq>Q%QT(gVY<#Pr
zE}#V&N#BOaZhF^cr^;rwZz6ejpbij@aysLVd)I6<M>MxD$*BlF%4ME&wc0!d$;WQq
z)s1_Fx_zba-2CI7YfbJ9a=WmT5&<HHPJQwD)@GwBPkX*H`&ks_y7a8;Y+WtNF1bB1
zP_lDYo7_`aXSH)19Q!Z)R@!Lx{*~!?uQ!lm$9j1G0B8DFq}PR;e-b{2HEqeQZW`8c
zB7kw!9`s#ZNq08);~#ZLK~U0Ho9!jZ$$bp3(4NPO_<!E5U30=e+f(LZcITk1n@%ra
z&rRaJNFwzEwR@RA!7o!<dmMI^;HxVY8)6+gn%|2`f-%Am%CwFJCl%}#K$hr(g%qry
z4h2tvQ9oK}3hfd<P%9%*(5>#&hCp-eTbQK9GEN!%9c-lj?0!`}wt*eH0*ki028<ek
zq63^#aZIHqjDNDoi^nw)R~=Tj02KAJ^Li~|DjkjESiuBi1XK?XnfFwm!n%L#F()i>
zS~l8jHtGOCea%O*Db+Z1(XMU?2?+z#)be;LX`?xp2OTTC5vuf2PQ_Y;Q4VdMKdE>o
z>e(2W{KfVa!0OstK_=fVv!0l*rrsrSh5(AAE{9_??t5s-^&+)R7|Jc5Irx9VI+m-b
z0pvVzgZGH9Thl%s*~1$7pt<+1)*Uw9-2U!0U!bc&c&c+<1fkr;w(#AJx&=rOeiX9!
ze$GWdx>5L6%@sV&l%kf$7k%Ma)E0{)*jGC~p71$VQZembsK^))MNzrZ;hY`FGg9K2
zYE2$w@qo0;f4^OY{{V)Af@9*aTSvOKmm4<^rDovKYG_!qinOC5q_@-NlLKxmQVlBr
zZlt2v+>$v>QAxm1N%pBU%SlRdgjZU0xQQ82_|(zaq+@_9XvW)^P4hDi>=?vyDz&w%
zMJeLCmW_7f6-dInj}=mfG87*xxzFkfe8I(7wNd2?(w@y_>M8?hQE<FgYMVt)e8n5o
z1{eBQH(~z(AK3S;{Xk5yGKD8KS3=Nkr=QN1O0IaO;_YH!(viPsJg_cea-{lIZAwOx
z7iVJ3dz$DY($y0fs<+xdn+pMuYdF$r+}d-xJl+N$YL>X47Thx5fDS9tr||XFrNg?Z
zWi`d>9vHjU_0thk6lu#b6{3sgGL=Ze9L%kt-9MJ6oQxXuzxY^lMWmZ!Yz*Q(f=uz#
z8LmY<Epew5Nd9yqhQ(+>;i=~T09Z~BYKc;AMN_RA#^~mtb8)Hfa!WH7C*L*H-&wr&
zAyElGO4YFNq*n3=DbKxhQR&DODO#^$SGG94GenT87Z}HC>NM+FblbGKgk^xi2cZ?K
z9ikxNMNj1bI#qiZ^&{Fb{{Y)}KlAE8@2V-A549Binio4Xbr1OXU-y5hs<m$a0R4LZ
z0K5H7RmE!^h?e4Fknv6<0;|m~#WcwzE(HQXSyJAGJ!&zi4_YoWXU!DTD6FrxgWix`
zjP<2(v92V^sR69`rw`t)p~$8pKr%<YeBJRURl2zGwxFCx97G_%<k!*p#eDbidrNB%
z8MWRq71{>;d8I9ij_04X`vc38X}{VT>fe~E_YstDP-+Uw=7ouG3k(3il~*$pOloB-
zjFZhLy&-aGl(c|c&{~p=P%#OqqLHz+xfLBQXb~$7t)E(Qg3J_mrW2LTUeX{pH^{ii
z2Q<(gm*9OkDn`Utt6G(gAS;US<+s`GkmI#<ziGmXU|hJLt_@_|OPupkyoH8pjl*$F
z3Ny-bd8%?rQcQU@P1~9TDSA!S9%#)gg^2@FF{Xn-&MAy(kb_aX?o&>2k(#Q^MJs_6
zoEjpRYtl$^GgZrA&<5->hFXg4Ln*2@*Erysw$2?X0g~ekX~1Ms&M?H(X!xla46z;D
zQkdIjaaKSMYS)lFt}D;PO3cQqvCqy(G{tPyjY2)7)fnHJ(w4D1C`$1pahj~_R*A@{
zS$VBZnOkiksmk+AWu{9a4b4u3Rc1Ie^d^8(ERr!%6O&CZic~o?i@7vWmNjTZRcZFI
zgI1nDmbHX#V^U^uI5i|q%{E2(snCvVbgXkXa_Tn~ENA8w05}yaC+4d}n$U0sYw7m}
zIgzu{u_A5-UAL1CwL~7bq}?pG%5&6KnlLR~PJ^g<Xc3PGrF3@pp{4-$6_k-mNW<~1
z(K=-D6V+?yYw??w`q#gB!X|hnJ%}~ndV=h`ah~-Fm%LLWEBlJ*G(7(RXGl$86aJ4|
z`ZEvg*A;O1kUg1eN%^F2t$LS$N%I+hgjbj7<M*Ujr}!@J7$hjf0!?&R(nmcng!BvR
zg9W*Kbf@U|M&=OYa%#4rEOOcrk&IPc8u}=gX5qzQZ4Ga!)0G5NGeQhzm@lFu?+Rr1
z@hnVtR3yu~JkP{dDRJWaI2`avKgzrKwDAS12-tuHd6$TFXxGM8lPhqI&MVTbwTNc4
zTrfEuYgufJqP2G|#q*7%@+%tl(PY&VcOX@J?+~qp&m?WE8~*?qLT}<_VafHRmZNV=
z9fqlG6p+HQkCS-LE0y@9+HH(BvfU|Bcz(?$(UR-O9@VpFsJ^v(ZyZsxM6J2p4hQ30
zC&s-*Tn#c1IEw90*0Y<nk)=4@wpZ~7g)|0p0$K%F*J_nKj8y&w()5iC$@X&Q>V6A1
zOnOuro!qm65Pb4BKMK~gvKBU0%)_DU?@FEbHm;(yCe@ZZ_FGw(dPv|E^{bP36G1wy
zv=LY;G7r2em4O#tCbPF3{Ke1EfBNgMjzRwb2|}-`pXpl9W0nOk5a{}Dli@r0Beq4^
z2>|WpyvxJz+clI%P&Xbi?_Rm$wKtj_)so|M$Ux0_zLVxz+@un&8aBZd&W)MYG)RSZ
zt_3z&*tf|imVHGkT}LS@c=RTg<_C4$jm1$VIg;e52ID`4U|-moP9)mc_O0b|PR2hq
zK`I7)tT1X>NaN+vM(oDKdsO!N9MVXUf-=Vgis;tVZW$G+q1k<>T!{eT4u2|?*;Xvr
zd?KEBl1rUUBLrlqOq%L6?}dIIv?})=ZPSjs*kkentN8a`zwrK%Z>ZUYF|3|ks(a_B
z@~$!;i+5!{c!qwpw<(i$J#{=S;rNsU((S+<IIS3M?QNqG!4z>I?4uRpE%9dPoCw8R
zw)lssU0{SzDX4jio5=O6%UgL+?nOU^aJtrPr`v2cliIU?;WN}&V1=yT?aA)-XiVS*
z&o!iC*5Yj)HJ^trwPX@pxdYO=3m*sB+hDSWKJ{}-zqk7`o$J!CjZ)XNtDmhyz4Sn>
z)r$_7Zw@xbqwuR~3aH=;sx>=v{{Srq=T836fd2r?LHX3RB9leD3S0`PFW@|HADuW|
z#CkCN=~<5GE}~b3fgP*D^-TeFKZs8lA0mvLSGQf>#T*R9hB01Kr0RC(;uX^t1TetO
zX$7XHbKM>0gW<?5T^ykKM;}`1J9foXj^-~cFkxA`uC^_$pJOOE>rm5dy%A4P@ot@`
zUdwMR$gGD4CaJfNH0C%-)9^Lo-Zr~QuO3BmSe%odwSlKf*%@<>ttl%Yh2H1Uu=uvp
zbAc-Ub$3<QBe2oF(s?p3%kC@1ba_%K<C0L#8n7&&@<nx?C)UoTZ4Bvd_V#Dxk9R}#
ztkkY-;MT`Is%pmM%H|~nj~N`-KGw5bO9H6oR@w)?YD?+MxdS!3;ZY2ZhUk9nBn%k;
z013?}s~Xt#+bcz|(=Dvj0pvoloO*%J>s|-(+C82nw|>tOoc#c=pl;;?GV9TaBD^2t
z)()Yh9_AMQl+iC^%ItLutv-0>x0#iY?#E+YwYQILrdNC0NuszU5Z29w_uzwGe4yr}
zR|BnRrzq@4EMDiLYF<BOf)uecGASiI>=TZd;0n^xZ(mT;BD$1epE(u4q^onIq)^+&
zT^R0g4&W=X@O*+@4{7Aa<W#vzTb0U|#_3(lNE8FkX~Lw~dgM?H^ZjdBXnafdn|!2}
z-zd*HHMgYrkHosQ$%5UW-?Mn$a52Zfy<}^8H`_c}_B(PTX;*P4rh3$n_%~L!IZKFC
z`iVgPwVdcvsP8!3hOfEVn7n4G8wRm${YK&P{<RX#<2I3%E$ts^E1cjQdUIUJ@Xv@3
z-Md!$PCv%1+W14nvdpOWO%!LV`L!<xhyFxLf;u}LN5paK7Vuv|ZjralS~I%<el_p5
zE+^BVn12!j`d5hQT1sh9h(wPw^=Vx7HR_sHsT>{|N0ERjky=ut3VKskDI}2xh`dK{
zqm0Vn9QxNk55yZe58uUk--~s#tLu{d=gUKYD=s1ED@Qv!At>KgdmsEKHbryh56+=J
zIJIXABpD|FX1u750L^W9dqTXv)Z%ruk)j7Bh&ZIGH_)z6GuX7*p7J3lI3pso8WsYd
zrrDS+kx0e|O3?DfTagMTVnFPA8kuaf_p0zvJ5#E8nOvnrv58M3Cafwdi~t2bidSQ>
zl(bPuVMP>B0Ywy00ZEElC;_;n#Xgf10NM>MDF~(^r9%uFf$dR`-4$SvDKkwmXjK-d
zzr%`S$Fy)N;l)EdsSIV@@F}JR24kLSGghH{S@6O@#~IoULX+FvPSGIR<F~C+cO~dS
zBXQQM5=rS=5<<K2Q>C(P2NdsNTINV6(w89h6|Qa5&{S`1q;#ju9IVMO#K$ZvR?I~j
z05B>Cv*U_ncFwPynjWC8YXT2SQUU8!8QLM568I7GR9LH)B({yg1XUrVLFTjU89nOi
zT}J&4NEjaUU5ZgsTA6oRWNv{%;~dm*Y2giQ;2zWk9+d7132ag}pbiBmk&3)W6%oLq
z<FQ-H#W9C9XpHm}!D{Yv&{MdqSE8-|0B4`?QAaWrnCtKL>;CWcHCn9Sf3IKnf2pd}
z<FKW;jnc9833j2aX*yOGsBs%r5_4CV<zzh7bkqqwYKEaF?~PMQxvX2%()K!N?+G1h
zVRCrpu;7^Dr~5_+6-X|0);Bwwt#lUexkYh0Y~;yZb(zWv)1jMYjySJ0_|K$$ufs6k
zD&_6p41JC((z{k)h;+5qbPL-C88XH~{{X#?DFO0ZF6hc0qNuk7ir3U_p33fMBpYOn
zim<GgIVQ1Y<Yt>ndednDv{F*$fC^en(V9aRib^v;i4fOs;H@mlD3OM9Ty2yMadeTW
z&P{t)gY=;cC`#g~0n%IBh+t3$Y6;6#+0-O;K~7qz3HmK(T)!r-$k<BBxNc1d3UfAd
zRNU0^w>4GGAQN>cH5O?@Pz1o!!K&fu;phSExvI0L85L<-nIOnC0hq_NSC@*nDs5_k
z#zg>C5*0OW8<IvdRApQmjyVdoAT*^rg;Zm;s=_wqsHI-?n8!sYHLnlP1!Bd+jMn9v
z<~&!Kjnc*ywlMWrij(PBTd?N3?N$uLc&<Wq*(FvQS4Nm=>0-jRMJeP|F`g=H@m)u9
zV_4##cNDWR6;!z=6-iu)I}cUf)qWdNS2(J+i<cR$lG*@Z2Nlm=T&&`&RmGg`#AY*5
zM0u?pNdmqqgiFn7L*7P^s@gSd-me~3vn}{xT1(2;Y*mn??opV0)Uk?^W#*W?QxPRg
z3Bjl{Qbut=jVRxWw{HIcIIP5KyKLNwv`N(1O|-5ntFk4gfY%XaC+`!UE49*2Ob6K1
z%V7!Pq*JF!>H)8vwNd_?C)U0D#xt~b5|Pk@Up?wmhP;2RWVba>-5P(?;<xl@$+2#D
zu5ZjHI_UI5-(qj2Ts|}n=*=BB<&@R=wF{dW<B|eF%}~<;lIIn(cV-Hs9>iAImuVv!
z8pQ3i{Z{Jk%|oBzu2WpsH7zj7BrE_1w(X|-HJ~7LTJzr!YOi?m#0OUGQr(d3SWk$W
z*+1(=Xu;!MX7LIc1`nli0>Wb+;0Uen4;78EE;2o9CnwO>G}ZMVbv?wFUTmyPnd?_q
z#2S=Iu_qt_#Y3w+M&uO0^{Qpn_y&`1+7Fdnxh}JRc^OG&C*G?<tZq=Vlh1QaUy%vN
z6&RN?0u2iNNtKcGo|=(qo)3mdPz{#hjyjWy@L!0x#_{yixE#ohUegbWbem5JTD8U8
zL^Ze@17wqqn6C!$mY;cRC7VkOi3Ilnt=WeRywp9-pwf#+QKa9)=Qz4=xZDorx+|;M
zE*3Npc{cI<*>0^^x=)2X`5xl(MvbF9s-Cr{sXkOhgyfx~uAE)9BDB+b7kmi|UTe4d
zkr|2=^3?mE{{U5PT1a2TIVZ6Kt@vwBO)o(p0HywB_pF;aw)lly9t#oltCv$Kt61nY
zpuSXYK{z<YdH%Dbr`w~ujv|Ad!1u36)MMWdJmA+MuaJux4)uyPW)s>OBg`ZKJ5z1$
znkVw71P@bFTRB+@F~({0#H5hon2Ohy;En2VdV^J46I+I1hf|FE)$}1qiTP90H3@;>
zcR1e*bv~6WXn;zl%)5WA2Voxd)%ZV7F~cR(kD0g?$y&e!&QIOlo@>(dWsS6`8a!<)
zk&01Tjo!x>@qXiHg{`fJS!V=(0RI4uc-q3)?_R0#Kg`uN?LSL|6XhXx$G$5fKL$!s
zK?Hi%x3H94k3Bg@8Lp>CxQ}Q6im|PDNv&;Jz#xwG$=J;`rOwjaW}If5CUo3R?c`<T
zQ*5oSuJ5B|Q?wqn9favRsdgByy2Ad((mqNGsZPR;H`HzN-P&0=SxWr9jd_&1-mwM4
zs@=$N$Gv(Nh&5q7s|W^0E0^$=nI5aFNM>AsdK%B#G>i5ryBRCuZE7+zaQ^^}bUJpw
zsml;&oc?vz_>01}Nv1QbDy#<t3gI;CMjMbf0Mxp=73>sVrkwsH)L>zW+M5rH^_i|x
z2ppGVfGalk0~x_NCc6Is252#(E$qveBaHT>s&@xU`XqFEZi}nx7U17punaO(RyT-z
z7}``%s98G+kZ$L_b&~kAPtzq^d8S2>_RUt;yhCksrbr`T<(GgfeOZc0T^>mP01@?g
z<1ln9^5(Fv{8OvmIWKhJdS<F$!6cfbiX$prjySD*PYTH_LD`OdC~~&qj5&^S=4mHw
z(m7*RwBhrCQ)>D|mK=<cRdm)n>Rza|?z7PREvGiCeI2mkG4o32qOW?_@phwWdw6Ui
zAlusyE;Jng9A>h#OQ|h<D}3>vDa?u<L%}P9$MUXwPPj{}O-oQ$B~n2cW8IE=epSsq
z>~_*h*J9k;h)yGufBP+3Hutcul#xbAk((|LY;>+@T}=9<3hG!pV4q6qS4mraPTd*L
zl=6VzOxBc_R$*PGqCIBKrXC#Agv7Ls3X}N?@ehsKj8{G*vayVYYgj*ceF?$EdY6y<
zZDHZPJ?(V&N$+EiY5;Pvj-30~%(s`98kOX?cT%*I%Eg_Jb4@O!Hmzb2#TcavfldOg
zA_k4aqY?Bq+4u(QYu#D5alL=f<6MXUAttQpI*Vy~oHt9+P8fQM8U)W<QZs{73<lt2
zR93RVe{7dF%pNxx1a|hRf*!R69Hr6!0E>eO9i#r0)R2s%j4|{btCx{?{6max+xx!1
zg>`RbB#o0KME?MIaDSaJ9d0uCRW;IEqKi<?)DE@J!EZ90EUm|(6}=1&EkirAao&NH
znEwEzWct(mM|(A|hLK@748$MSjH64>YL8xDJHw8v&y^r^^y&R+y%vI6v&yEHPqc11
z$vm3Zw38?@b5LAFf%p{2$zBCyozZPso|oV)Hp=pIHNq^64gfXmHny-s7!k&c$6;SM
z==Yb_ZX~pkk-e+3)BJU-S~81=5)W}&rD&68dobWpTrIc6YXcB7<r^I0tKIxr(Jemv
zG5QKQ863#;Dl5zn#;pVnulX7i<5!2>uneD-9IRaE^!(D-1!wU?N4)<4R$HG@TUOpI
zvAP7Ko+#vHCUkkCx%vE6V{W;UObV9M#Fkf!n4|`dMlN)1=900mJV9$@h2?w-qif?$
zHtovAFeFm2?sW9Ekaf#on~U*G{{V!J$B*AFK1MENZBbc~YZlXe$pNb(_98f8OO=l3
zwMA4n(63hloR^Tv_go*wi!ixnkc`w#aEdZWtm*tkr`yUSmf|&Y&=#d;Gfkt-Rh~Ii
zW;6Izch{`ZHyKwST8Vr`r^>k#rarYw=vKK-?^U?7{{UGT$EdDj#hxOXJu)YZ;Ij@r
zt6N;ut*%pKGAkD2gI;&zJHMVASk6j-KNC%|ZDXynzPO9UdNg724b(Yt@3%FrJk4#b
z7g9i0Al4(Hx77ST?TyPC1OEVg*2b-mv|Knn8#SZ|nI!%o3qC#S^g8M?4r_(fZWbaO
zu;#19tRO-2kIu2?lQ&UEp~<Z(u5(dG;s~9wy0}R-gk|Bu{A#Rvnxp4;>q*W?Y7u=;
zO<i6xI@3nCY#V8C57xLQ)}s-9@zd6@Ce|~kA@hD*`qJl;-4vl0vpsU_QAUSw>FZb*
z8uSsVUo}H|W~wHnlIhvr4;ALx!Wp%7VIu*%v8%k14I|TG)$ccMMclti)Lnj9;@t7I
zWN34uY3Lk|1!%q047kXuQIleBD6J=t?Vy)ris1bXSsxHI<cu_uh5FV->{hLoDun$j
zj@DAxPa6EYLk!cjku9e5J$Fv=5B92qYYVa-j79}*MQtMu(jUNAE8)FsO0?6VM!SJd
zI&T%zF2AObKhojB@4QlPu$P&ju_}(0CNWgv)a@qwlg8ghs{(Y#-W3fpv?ZdV^Ox3&
zRtuFc{{Yvo`@huHYO{a-y?@>QrmEKQ*veatewBr)kCCf&x>hErKX%nfgU@wAiH&EW
z=Cn0lCN-1~HH%uB+e1nx#sygiIIP%TCl#XyIHrKq(*`6J+1MZ5isG&0@<=$XNW4iM
zumQpRt3>oOY256=;+jqm70fS;Y_ZGZ>rFm1u+RF`AB|E#^gMgxCYc3?irRPv-?Sii
zQR~fln;P{$icfQ@>WitvZf-0B1uml@Pd#y7XClB)%8ZB8HH7yyhN!A(wIPepns1iX
z7c6ZiY1=5-Kn%?so|N%`dQra}C;<X7Jt_WPI<Tg1KD6jnrkP_M%>p{_2<d)p!ppa*
z;Mcb3_M#XTxL*con<7F-Kr7NB#8Cl?uw)m^2NgjNH2cZ2#-fR`C;{@Hma}ISq~ju}
zTrLF&Moi}wP1~Bca&cMC+?oa{YEAVSYHn!(Fn(%4^;8;gd{70UCMYs-RrltaWyLTZ
zDGVyP=~6R-Di&ct73LL1&L4`oGm6fYzHHJNrEK{Er;uf8g`@LYc*@dXR09o~*wf|X
z2D06DnwHvsExOkZE*FW7Rdj3Kpm>dOm+@_o;<~1}-ySnu{qlxpHP3~-U5KHhGa}%M
znUBj+0kqSZhAYsq=|$*4Dd5x!xivd;O$%B@8BLa~ht4adfPn}V%-bENwd1+Oc+GL*
zRpfBiS7lvG4E$9%Q;|~K%f3@f3iqw>>d4ZXvLug(6{ir&R%qd?QrnfTv{NhGE-Jn`
ztr_CTsw}u_Y!J@$^f;#ClpIh6lxn+f*u`d{=C4BCDWNlR&AwoLE4b0-2g)7!t_sn(
z71-#+`LP;u*pfdQw(T-O+-AOfy*avnt$Y6fjLvk)kFl?xuDQB@tzx${UkVg|tFEs?
z8>|?2u2?P-y1fMLv^8+}kUxc*dPG>eu8Q&^V^9Zr!_!?><9BN5A)YCn6C*jR#Xosm
zcseqiU5n=2{ezV`+gydNh$Xp}Srd)iX1zdKDYE=4m%2f2t`t;CRzxKEta4hfkz~6_
z0=cKXRgjp@DgGzDk*^tC5C=-Yj$*`fN(oxyb8T4N^WIaqu`~(79!)_9G1L=7EQIaO
zD?~}uT1ym`{E&F8>2SAOSEg$+54FO(LmjoDV-w49x${$PM(tx}&B>Mpn3E83xD&t?
z*!*RZ2^Yg@Zb5`hHf`ySE0TDE!CT)E08JmkQIW_aIs7TqS_+%g($#epxA7*KrbQtV
zNg-)adVAKsodj2!tkKB1WN(yLpUHCfe;A9Ni78R+1$sw@Ksw#)<18AIDV>bt%F}j^
zFt`=x_xC?yb8(y$VO`#-bRx9ma@_@a-n*BzBdKPj-hj6~6w0?2Fw8j;AYoibiCv75
zs30=tx}7#n{u;4v>lg>}u3N-P7WHI32&_#GeI}AQRKHQ**0%62A{$r<J7>LPTspX1
z0awy5Hql*4487^05ZolY3b5HK@-yC_4A1svx=p1|%Oq#krjBV73v(ZvANPk*Q(bBC
zEu5DYvI4STZ1<$bjFlU)9@i@&*||qTYtnQJSuAvWdud0{674<nSlSMiC6q;H+Uocq
z5zyCB5I$Kxf~hMNeJpY?Y2xR^*SGUWkXvdK=qqOBVN7iUiketfDE?D|YP#FAhRsc`
zT51U5JYjy3S~B2Z*O6V!zGhavW5@Ob`z}Xcyu6C>d0dl<>5Vjzg<6hI$8(@SZY=j?
z=BeK$)OWj8+Zpw(j{w`ta|syYx{J>Zqud7D&2vskO2+Eaim_it(;DkeQy|GAwe$}U
z{{UxQys9yinzIOxOtHfpU{+Fi=E51wZr~BcLQSIOD8;Lt2Z$tVi(v>SkzA0`zRPU#
zjOVR&RyVfVs)<pQilwc}E#fh*Fl#HljTNP-mEkWAoo4;6E|i$i;10&U15ne`PSe?;
z0XB{*uY`nFdTJg4JetJu_l+%WEuPXj6v)G%HQ5+lSmTuWS;^mNaO#(a=2tt%LJeBe
z;DH=PB&UJECcO4f6J97~NiYpl8s*rONM<Ff6&a_iGg7p!&r`e5tf!Dlpl=<;QoU&`
zw#JLct}7SAJ|mv;`a5}hp0(L{jV<l;(>Z0zjGUUOMYeRSa`PjQ)UDq7)UjUF--o&c
z7y9cZ$jYZhJ?f(Pk`F1P$mX;>BYWiQsXQ%!Pc)U|xiV3b({r)-wEAy{JQ|QfsJ9mm
z6(byHgUxx^vX4sehMyBp3rjHbol(I%o00tL?~Ct`js7GUA1|lrkg<>soD38B;<kPg
zXf_&#m8j|$)`@W{-0g$RB>7-xrAt=`OO*5ZFGiPn{+kmf2y8IHt@yQ9)R)X4j^eVu
zB7r}TF0BX6`=9_Fjx$<54-wqxG06DdnMV97sl{HzRc>0dCsT>81;BigSCV`4TwJz>
zHy{oLdLF+dP(aG34<Y?4h`E(Fb*`B~buf!&cETvyY3(O98G6e^UZS@POvOFq+={ry
zDl$N%%0`Ztt>5VHy4GSBx*mqQNIoOZxby7eY<FHWTu&^0sli96sU6O#yhxAY5v)lG
z+p`4+THAx-29=-QLo$zQ;aq;_AM6UHvXzH()#CB~fsjj1zP~B0h&+Gc#<nPL-F=x2
zc!*AE!E#3w>?@wrY2sZv{z+cV+CdtYB>bTJRd{?;bAM%Z6uNiW;gUV8=6&Ym8sfY(
z$q4e>jJ9jJTNj=!@u6x`xlyy!=VeAM>q`__bzE{ybozIN?(bzA(5h#iE2xjbu-hWI
zOp(q_5Tz+1Csr|JULVk-`x>*SCz_|?9X2Rbl;aiBqcyZ1T8@IVFSPmZqGoJ`?^!-;
z*zD$mj)$H~{1pV6Wv-5O1}x)>v#8rGox>sH29r<KlGXP1s@0iY89JATM04yxjMhc=
zkk)aBT=8C~6j5qOBnk<~TIGCA0Ernk;;s)<DzWTC;b0|22d#Q0l%7^bYl-ljQN?Z@
zh^>q5X>6s!Fs&S#5=pBY`m@655zl{G*YNs793ZYM$aS9)PFONGO6hz#;z{PU864uP
zn&{7#%<H^ic8RCB3^R)1{68$h;5hra=BM!m?AI%?v&~u2EycZ_<{h(K)uqd;I`H)U
zq`6VEd8@iwum`nsk!v&g<9lUuRkd9}yt@$KXB88wsxCRm>sV97IlT`?zE$jCq|Zjt
zbvT|S`NnIjwvb4<2Q}kbZ`#$tS0O>KNYQlwU<%Ea0=pw7_dJQgMcErSn8ya0ryhFM
zEkf`r6I8VASb5t?s(pz_>#j%oJ9FB+XT+LS_0Ne?WOvw&o;p{oo6j;VXQ-^%EMt|+
zmC315xaB^_C3x~jrx3*FZBWw%%&}ks1$I|jT1vRvPO{UYfMXSLq@LwMw=3Ajh7Yi(
z+GS13qny_hG@shOD32VdeaGl4x$(uqTIk+Nw$lEU!+2uc#*$vjNp@|inwFL9iIlmu
zXQ1k%{Vz*zWve=r>*if4JmR3#Mt`!L_1d)#v^MIO1JyzO1zb#|ay}t;7WoW%R~*vL
z217P0w!XA`(x{-~qm#o-AmDcNsDw=<&OYAaV%*5pG}F4Scbe9R!{uecY-H8FN5hJi
zEXvt!wJ&k4jt1{pnm5OsY6sPw<IeNCl3fbs=Io*ZPHRfv!I$T5<RE=1O>=Bb+)LU{
zp?f914DYwoHDXzbY?G2Z)zs3)ooE%82Njy*l6`APJE2KfvbweGQH4u}RrIDEXHw*g
zm#pilJgE0mEN<3iVd+j%utqm7P2vqncsDJI!MxY*Oy4_}8RoPvB4Z0M9jlL>%S_qr
zNy_MUvpStWQfte|qe63@Ij=*W%JHlt13QT9Ysqv1@M`w+F!=*>UjG24OBKz$eGf{w
zMlK=D)70T-)3u8<6UT8X<D3F&yxuR@;fu*j=>|BjRMnw@tQkNV+g?Y1Xy4ieRZiMd
zf=@tNjQ;?Huf!kp5t@o$u^;XlDs(H^pGx2V0Iy&7f2pd~YX1QJdj9~s{Y_OBQP|2`
zh}|m}R39T&+jOjLPwq8RB=fyhNto7Z#ajBP#Kx#54P^H==tmrQYSOn{VymL_R^p~6
zTNv9=%!<l#DINB%YO7uX+fQ0j*t$yWr*&z#lC_C-Xv)O%U4&5yMsZcIY?o=`rZP0C
zPpHir11E%U;_{YEso}c}b^I%bzOuBryP4*NLT^?1Mlqf%(|kD*8cw2$GQt<Y_r-bL
z^DL2hfpLj<5${T_=!#o267Rzn;x>3>b#24}>;S4C@QpAMZn(igk~Y^-a)-%SV<#+g
zpHWS|Xx>jKFEOCpLFCswq}Imqj9%s|cuLkAlN`5lFcI#^7|HagHBS#(*jXd2j%DiL
zo`bb@cM{s$n_KePSfn9==OY5B>r%%(rlR2+Y@rzo4o4=HImyXfsnd#!vF8&YNea|;
zG^2Bz)J!p5EgXVY_l7j)yS-N{kPTs?7jV7JdcT4+byP+x??OO#It7q|**M1)t#dZT
z#Vj!hq5yG$S-11x9%_VV+|Ep-X0BTDwTLC(KjU2$gjqmofgw+pv#$6Cwxvy}SeLEI
zpbSf{rn6-0T5}AORAov`WkTH3cT=5tsEr^b-AWE>F-i_8fhK8^deVl-rnLY^=3|PD
z<fci%HCjn=nxaIWN~G<YStZG+iK%5G{gZQBag42V_Gjj<hToK_V<MGmjD)G;wPju_
zK6T*MRaMb5*kVp`)}fs4%}2Wx6U%^eTya)rFwu~>#Z;DEt%_Oh0{5)hCoJ{cmWNW2
zry1Q+ZQ`oiHgQ+6@>YnMFo<B)rOw)h73Qxjd5@)WR(|o%QR-%pOopw(IHodUL&aE)
za4VvQ#l`4G+%;)gu*GJ`K5DmU#A3P;Ow*A;O3#%*YP?%1RVC!rGEq^us7v!wO4!X*
zEzL;FakfoffvY+i(SUTSLT1gDT0|c8-)Qh0A;&>nE}FTWKDFt3G7lv(J5zfJE1dU@
zM%^Y)rF{K&{{SCP^{=3Oc-wT@MSS^ob8!CvTF9lbAYxEgQKWIFlkHrpebHS`mT{+%
z?Ntwr4g4&<XCpBode!?#?#28}xyI_u)7(ccO?H|YhIx}96Pni(6yz96(x)8`vO9?q
z$L1Zmu2nS%X1jQ$U>iN_wzz=>i6C?p;l3=qmruWEiHJL^DJ0`zDf{;~JYA<+O>AUL
zZuYM?5&3fM?V7bOh%W9U*z8EE%EjMtse*k<sMFOO7T@ZHN*tq(II8iIAOusbrxHHa
z>MKGK)mT|u&uU$<nxf?`uF9@4R9@=h-aJOcDXQW}cizO3YE|xBt;%iBcf#QGsJu_&
zORZsaXyytHtbtQ#?NwJUnKefFadBae^NP7@jH9DF{{Rly`Ti%4_FNfca^(Bhpm=6I
zkADEyKq$X*M_DjGTH$mnkiI0gh;i1n^zA{~{^B%|w)uqZ%_+2*QB9-JbvRaCJIo}E
z4z=f+%FBq#9y4B>6_CBs{FZV78O?GUo|WaqQ#-KS8p@-xv8^R{b7Mn>MDVq_m#ci=
zg>#zk?^#Lhz^>j%{EZeURdKQ~Gx%2*sV?*_=xR_ip14h@IK^n`N6fZ$^yZ+tk9Dv<
zl<g8v^phF>A&PxOUqw;~VZ|}7V$*`m=wwA~?FOcZZJTKv16B2OLuTj^gAj1o;2KhP
zDJz#3$ChdL?WFuGq0)8u^=&?BqKL*2frhUuire=wBXao3uS4)=mg}d^Sm9XosZwmF
zlyxrOUgKZ`sjYh?5<nP^)me0*EX%u~t#NE1hYQ-Op4yXAT+Ybh{B5Rr+FZd$C2PYY
z(MXr~gQ4cWg4gbs$#rru?_NW#PZVt8Jaw+PJI7Kd3u<k6a`M|tx7)(vv}f^DUST_i
zE6X2Nb#kGo`(%<1Pg;r7gq_+mx0&7C>vC$>Lf$j-p7o339}oSW)6Y^%=QW?D-56$9
z2as!|)Gx*Dfd?HiLZGy1id5XSxsBl6V&)s=wh}Qz*w?DQjV7lWyA$hPHQ`v#{3UV6
z?_W)6mdduN!0AyqD-^29K2&nric6*GE>j>XSI-)@p)J;>JhC}vE_&D0{vgxV?@yK?
z{6LENv&CK)mq?yTIU^+1-EyK*la<-cG_9Vs*7!~<2;}p%822IQ2(D{PwKtb)nB%>B
zm&3mbT1u^PcMyHQbxlm9<Ed&2S~H8*HJvuj;a<wg;{fC~!UbyCYq~#)Eq=#$F2YAS
zIL&%iyP|2=2x4n!_Wdgk%fZ?|%muoFM^RJln$)kV-Zo6}?Q6rUZKz1L4rGKL2sx)|
z3qGD?o?L{D3o-Pr`s+xGPt;|$11L^LYn1VHc5IENi?amfL-}K@nIj56Khm>Rd7YW7
zprH%g&G6OoSom{Qy^}3-eYj`aHR^u{mv4ZP$Qzz%7!O`edG^1jCXe8hQxJ*UY5?3f
zPI#$wPZ|FJVE8`QNrFw10L9#O=bk8>RCX0Ncd4JM0e|A%L03<bEl2GVG_NCY2Ouie
zSB388wvO*lky;lnPF!Q=9Y^!3H`=?;erAKtX^UjL9;eo;$Ee<1Y5{JXbuGZ^-lz4c
zgq_DUtUq19X(!1!A9Y8t?^rD$CzDg(&F5UVqMTJ+S4^baFp9DQ%j-=fP(Y@US+-ba
zjlz(FOzB7omkre7o)7`kG(d`ZH7k`~m1$^8C46kh`vR+CtUG*!{{XTowrK+w6*aPN
zoDS6ptM&<*20D|9q={ygmSeb9&l{`VycJ~?-I7Rfz>4r`T){b0)p)OK_*;MHX`xT>
z@l|V)bI`@47R%5Ir*U-=`2z~8;z{mO*EYkN^DEtRRkokzjgK|GI3~9_Yt?afwuh()
zVRPFw>xhwUSyvq^j?uMC>$vxrpBVJ5t9$8Om6aG{)K*RwlNBoNO(T=L@cUls4)V4a
zJu2JyM$}sniZhP2p{(C6sZxWJN#V=K)U^yq-?~n<gxZPf!8vNotuITv(~F1y09T#~
ztX~nq73|EB&bxr;n)R;~t-L-SnblMsxLjAyckLusQa1C~o@)p_M=13rj$7R#GP_Hs
zsI23tO@DocR;?{E{EMj4Z=NYQ=C9po-(}U~Wl!Bmat&yzUD%fkE@L+5OqHMvP?1}{
z6@&sJ?_HIaj|A2#8FFz{?er$I)I^bj26|O>Gi_T^OYJB;Van5jDp-&@g|41!Z!*Af
z&MTR`MusT|pf!d$K2*<3Dw0yM!e2fvAD;AE+)24Z1GbBJMb@Bv!^Y!VclHrMX}vpF
zJqi+QnI7&p8%{sFk}N@g3^u*DVx6IDa!skcLm@?TF{F|{0XVHaHrh)$%%JtH{<CLk
zA3s)%WvmZHx|B7(OLY}TPY7o%n#VV@OAY}z6^7dE)>jUtxD?}EN_rShlTbZIE7TGQ
z!wlBUOOyt@hr`|>Yu#icHyQP>T!GZvsRy-oCv|g@&1lBV%A%-=j^mEiJm9u!gz^hp
zIi_#nQ&oE*9(Us{WNI3U+bPBl&?>?-R+iAfqm)tk)*?bR4Q=jNf2$>_(cC<mnGA3@
zU}m$8_buC@=@-mi+ev<(D%4u@f5ggDp0Tg;6#KUS07TOB=qi_pX3nPg{{Wt2`BOx(
zH04HREnNdc8$-bDTq5e?)TlgSwr#vXvcf<);;AupGBvBUv%JEudao|7ZY@k@PH|PW
zdx1UP<BqhDC}N|rHRn{TE_)-;r%pV#X5WQ$B$e7{Op<%oXxdZ?nA$UngTv9s6{6!6
zuOqE?)6yv7sP7}rykTNufU*t+aDl@vGsv%0@o|l``7?~-yc*|KFy2Uj@EF#cYC?D1
z*41z=jt^RgL9-_e*}*lO*Z%-&+B1<|HjeQsqLMRFElne#vvH>@>1_KkfnHs8YUfaq
z5lQ*0-y^h+eI$X7SEX>{MS>go9n=i9I7gY-na<jnx;BpPsII*AuUFA*+6z@4g1M_f
zZ4`^Q99LmscMp^XMQiMo9nl`q&1zVd7Lp<fCb3SD5s}=EO>_q85U1u9gQ)88TNe3;
z=Tj|*7iK~IlAeN!q5l90EI-~KofV#jw`aEBf3IKnf2pdqZu|Xk{{VOTnx@PE=Bhgx
z%W)lmTEx{Q0UEB{-Gm34<u!dxKwui3>{MyF9PX_kGMb?q^HJU1d9ogA6n=QDuXbqF
zv^64Znz<OP`*V^jP9-N5Mr=t}DOr-j#qtGg$Ua<RpxUJLsGHE*g4CZ+&zFNwyj-O=
z0s-Qd<1Dq5S<^M4Ys1K8v(#cxNobis9Zp4gZQ74CsbZi_!Sp$=SMbuy7`qUFW++Mn
z-Lb`aW}q=Di4<U5mV9~)fA#9>bUC26Bn>H+6SOp+GZpETJby~9Zv?j&6I@D0S@tmO
zqx_n+h?4$G$Z`=N-^uINs|$%Gw({2ldloD@^H?)zy+ydUGU<;XI4_nXwLy7sA4rNu
zK%0P8=Z-4t{_?^oqTm(-*RN`@x>O4d?03vfym14Lm}8pFNk(eswsMQH=GU-(^ps@_
z^{n^Wy*aBFs*&6}M&zhGW~yepS;CDy4%M!;1Q^H$z2n0+A`4XGwRv}fG~Y5+kgjrT
z+N>fFz@r_hpk%jF1dh3#M&mi=we=bB4h?deg~ukCg3Y|koO{=Ar^W<B>0W=QTm+jY
zyBl3iRw2zGH15a>d9Hf%1k|^hs^E;)Jeq)G)}6;;WJ;+jRE=^Qy)eqGDFuph$5mKj
zv|j{OIaithuSEo6o0<SzkZDU~Q+m>Lri4W=dd#_O6Iya~HII0CGyzP?OJbx1;;Rq6
zRu`oqmn}Z{u9nbzmCV}lAg-Fs<pm*=$h=l<!tiTVhZRC$$rUqN6818@re-***HE&l
zIIYWggFZ1$)GbGna4XH{w5)SE+D8X_Ay&mzN6F@{>Z!HOW(UQ0!&seBdK-3UBv!UC
zmCsnu^MPBUKu}hZ2^KBWajlrGPnDX?)0cdLy6COPk<+z#n5vwzIIBv`<z<M84Lw%^
zuU*6zLsdxPyRgpiHiOWqAo;4rxWz#yT9yNYT_(K^0rzSNjs-kF6;|RvDUwv3vT6V_
z)Ur0_r$&U*D6t5}D@NRB6-p%OS~ly_sS?fIF>xZFdhczn#k>(?*0@bShFa_`fO}9+
zP-(r1D0t-yX)fozeEoO-03R*&uc3T%C^{Po`R?=nK3nTp#`e^x><QAky(=GKKT73e
z=qsqw&-xh^aQKmLW=fnl71nrN$J&=Cy>hCAky=_c%UkM52SRIXN5o@G;XR6RzQp6w
zyf?=-QW+#|y$);LEdKy~U<vLkf$@HlC5_k&=QWFEBg3OY%mrKsR}|-j!Ku7tW16=l
zK%gR;8)V7<03QDUg;I>-=OV90xQhmhTV<B*2dSn7;~;x~m{c*0wg*b+r_oDWe7!N6
ztDtG0X}e^9;h`-=*#vQsA4;RCsauUV-fHaiJsIudR*EJ(_7%$O&`Sl*mL-g#GMr|r
zOF>6-qS0h0#c?-f2D%F+RJ>^yjJ|7?(H#E(Z-@3Z(OFI!QZvp?XFbb_-$UcgCcwpK
zG{eqz2o!V8YzPI*x-jKmIIo%SZXJAU8x|*R$j9ejOvcVNCRG0bmW!H-y4bo}CQW;=
zw1B=}XA7Q{##{`nk(%q87^0tU?b0wgC#kMl{A|2&js;2?mQ!>^D=H}smHIL4e@fSn
zCR3jEPf@hq3jxTc$xPeAo3(ZOugI#tBbHl4F(4RoRkWQ#4=G@|o;c)>k-dP({A$L#
zd2fAl1W~%UP;%;W593oUi;0`1T1N7jCSWnp8uafDBCU(49dK)av$R%`6lbk^4vN7M
zlyC+pi01S)QXr?L7Y7kFIb;XDLw4XqYV2l@G4b5(1O?RMyl&>{?q+Padi2kUT7X!5
zr9E?ALX#gb*3r6+f@f2q_+sApd6PLO&{b`JON&jAEJWkpulQQ|*KjTev8tXcm_5il
z!9IejDW!IEEAwh%!!b_vrDu9%B?;?TfwC#qQ*65fJ?K(8Vs>5^(jELw70Av9TKX2u
zm9<}CUPa*DjVx`9n)W+zKF&QcS;^gsRMqZ^mp2&%9+l(Y6eLEsV7TdCm#favISOmY
ze0?Ly5oV<=8ZH{an4SsJMa0qn0C|ml2cT)+VAFnHTNUF!4s6~-9NFL+_Smk{2t2Ua
z7^tf*h0}$jey1aUCbOt(jTC9J-Fwv-?saP&abPG~6Txpv*1quovXWLs1*;MKS7~iv
z`ktX8#EI8ESo#XU=}O3(U$=35v$q2oW9Tc0@pEYyx6~Fr_a#0_Jw-01@fZFQJw9!g
zo=vMswLw2K4r`FrZe-Nv@?s<;5d|FjR9oI5&g(-zQt=Jmp$pqwZjuaxk3v1_oC0W_
zB~<waJLam~9i>!owI#jV+kC?ey}_*;cF@gQ`j_uzc6X5@+6c)2bgFnU&kOqC)}Px}
z>doQ8s}Yfo{?(m&8a9Cd<N=zP-s6_nE9!9w?_|K>oYgAW)}zGP{{UoGIj+eo9LNnJ
z#VsM?q+?EMGuEZ1HA@+85%Omgl6C1)N5m^ovB|A^5K8|5aQ^_hDhjaQalhRa0I5S9
zE1>Yjfz&mtOJUHqTk@<0>MPLx6WM*M#Intdh+!@KhxMXKxU{z>TNbr12!_0QKqM2=
zy3YtG(Gy|ede!|zh}pRBR4`rw!-~$AG$UzlXHE{v=T$$5Z08#qMbFl<E*{Ev=V{Gx
zww5<~hOW@XyJ$St<@bfJpomKxt&!Tbj8oS3G@V&RTbAhbEe_t$TB%T?lUWeK1GvDi
zI@7gnM#4c1rMT%=?zPi#2}z&kJ+n?qNT@n;w?YeOB-gc8h!f?<)Yn<2cys$C?g#Il
zYF`Cuaik`E0?u<?4y3_uV@!OiHyY!dz00zo+^T7@$9U@dV%u1$`@?e&Y*&lwlKI#3
zM!kuzL-8f|+x5w%2jyI%{vZCT^J`!mUwGs{dC2GMQBB`dqDXa$d6wjphK;f-)NJgR
zRL~)I{{UMM3=Mgl*3V_EOKf;o`GtDNh46IvBhN0F#SQz(jVr~X&YbS5st2*Hfd>3B
z6;1_9X^J)h2fb^<Dmw5%uBEZVCD4LNgiw_=fvX}tyRbd0S5{!4VTU!G_N_Dobp%&E
zc`2?=r=f#|T0gyOL(V+8ZDx5DNdV@exz%O38wkMkuA^A7`z!_V!RuUEiQaZ04hgIz
zr%hQi-l1BSE#6T!w0PE61d8g`(mjLa?Og7Q3r1IPuCJtjg>cSIy-s{YBMG$<xPcNT
zz^)HmDfYJ&-OC{`FdmiWy2x{VCQo|o!c$V!o@OR(Xol&tJ*E0fA5d%C{5z?As>wGV
zab68=ArgXnS8t+tjM~Hy6UBOwlv1(hNjC0!+p^=Ru1m(cf?HTD5jZ9JII1>YC41}W
z?UbH*Z>3>tv%aaWrL0*ae$n*rM5T40mzdo)5e1gx_vYvDsv3l9jLfZu71dnn2@E3)
zepLdv`|t#etY{K<XQ4qMmqgN8+i}`5e;Ug11<rLzdFZ40Rr??ZhxC%Cf-(BnG2&a)
zgI1q$J%{N+*llW2yF)BU`KavY^71^)QFk^hmuc;q<zv2+`$uMY&0)^&%~Vm-&mn0u
zoYlA`Dxl}3QBGA!t8t92amrVf&e*Ff8`eH3YgE{J3R%2*fr@YDx!I!v2VyIYnUD65
zUNc=Z>q^!+s!@&Zbsi=0l#^Ss1JqZWOCgp<bJe-7pHZ^&t#<*^xxoQzg^#&4(HS`-
z2}MPkdLEwlXLc)2?$-9!Rd{pqn(4eXqpUVc>@ik#Yk1Nk_~24fvj?%!csgsF%{fHi
zXBev9Bhw^V3nv+<ydSJvtVS^7BeiR4cS7K{25MWg&=OWScY@|77$&X5e{}+YN#dVz
zdlXZZekt4Hnlj6ZYEm7M44U23WCClF*7bXb-Ii+XA-7hFL$<iBTHU6WR8dLE-osHw
zFZP`O0Q1qPrvCtD&;8mfONz|<TK@q3aQ^^z`kKnRmtvaKzyAPSKi&SOu=N~>&0ID!
zdz`+ts(B&4YT)$^RpyY5)v4l{op)f@AsZPau4=M;);$VIC>PO-oRe0g9Mo__z^f{_
zHBc~_qh!2{*2HUpSvGa7t@75U42I?QgIUdYwD4->(aIXel?i&rq_3f+8S7(K*5iA1
ztt@Uz#j_htYexS7E-E5+JyEIQ<|%t1QUTgX&3TROlF6w}7W}guvkrh{*QMxyoA$?2
zq*t6=TKSr#;+aHjhbJf8@mD>O&uv)*(1WF1-V^(|WDt))2mb)BsH+x9WRCzK;|HM?
z3(q8xBr7X49%ya2<2mM_ylCNPQJ<MfAReBTlPwzdax7@Eu?%CMKcK~3)#hpR3#oP(
z%()?R&IMsh9FPNaCCor)W;>BuvpiC0Z3&kJVkaHJ$4blXrfi?O(d9Cd(lI`?_#!gQ
zhzC<kD&kij^{e6AU$klpNXQ1eZK=X~Z-X@NDikGa&>4hq{uPO#T8M2^jB!`*X4-^i
zs76MmKVEB=yqhHRTH1v9&o$0m$&zzG436NeoEp}G_D!8lbI8EWT@{Q<$<m@mkXL0}
zo0&<;ClyTGIPY7RHp{oAWyx+c(zE7f{Dcd1!@W+IW}!Cp2v||f#mI|-<1~!>g+Q^l
zrAm>p?Np>orbg7vRn@mAsHc69p4D8)hXzp#&S~2-S3bx`YEQF~+Nm@{izqy26_0$F
zCc0*X<E3KiF?Hgon^?dD=BbyZF^1Qt3X!7Kxx<599g}1V=OC@y7r+!CX1N(!p>QzO
zd3jo=aww9}mNL=5dsAMV!hV%bCfg{f?wc_mrFivYYKJV<nZj#B=QV|%YoOMLCa?<f
zYtg0folw}ZXxMREvCHxb!L}G-T9KZWvMHS=j&m~CaTxu_;apCHGa}b+gAo1|;$vUF
zdG)>{3iN!&v!A7EUXD#=NnWlMe(fDJ_A5UoogW68e)T;?bea;E!qppza&c44+g7t=
ze6<54UQJzzYLp{2elbi%h}N&bF^Z)hYP}C?XiV3#IAL9$ns-}(eQS%fJc{eIwjma&
z>>`(phIEMqcpc~be81Mc_r>QrOrJ{d8`J)j{{ULcpyE0%a4V_P2kt<wS`1`nyFUzD
zt;Nzt$Ad!L)-5M?4V678v|_rP9QA7Gb!|EeWF>K2eXZF3-hwgLeQ8nZjP9M<J?lwg
zH1*G=XKFC5%uWwAe#MIEs&V`^&%N_+bv2DgVj|Bb@qVB7OaA~g3}n_^OkD+ao-<K4
zPob_(*ky57P2CNa8;H23>CEQvA45{IWid{LR@`nKYQX9)waB5dC|l;nDjx`H3H_|i
zDFI)lad(rv(~fu*rDk3v41|UrlqMEE?pv!Twi}9Ide@eGK%NP;EgVAXK$WwD^saV&
zTTzg#ZE)d!wFaql(cJ0DwOp1hmd<-oC!tB*omPs={iIKDrnGdDTI9BUYA*xZM?Z?Z
zxmR)++mFh(ZM4<4yqtmZf^aG)xJ2?@VnY{;$@H8b*1o2;B1_9@Kfe$)^2dq-$Kq)U
zpZRDH>t9o7EGDtjCp{X~NhjzkCR_+_u2nUQXono~YX?#$Tgi5hlriVlwY8g@3r$5P
zxtKGvZHW~AwNF_q4k3YgJhN1xob2+5BvM!doM4``nx?N|W2H%VG>RAu1kWV>D~j=i
z7n-+;biE4JR*bkZJE`OjIX|6I@eSR?c9uRK&9u?1r58|B^GKt&TzXZLVV4PTUM)*f
zv1gL-X5D4nBaIL7HZj+Z^;_+c={GAqjnYXXxD&vHv~H)kIXENh-n7?J)GS}hy-zU!
z+qPBd^sIeQSV+En5iD~vfI;i{RW_|_6Rqx<?Oq=+T-rxA?XndIY4@(8#&m{A<70y%
zz^)&|=VBr-E44u8rt!wBE{mq=+MG-_#dM+Ydk||lZ>g;Q6VrUMwL?*qq(qb2q_Ng5
zH4Q#1sAN)(pn?r#>spLHLn^o=j+w0#UsEL4L&bg|-5GBP&#iC)a5q<D;`@2p?WJIL
z=ZfVdU)`F~y$X7f!+RtxlwzmaiLM@Y-0VrJZNa4ycB#1*CG)nNQpUw*4M_wZY@XG6
zOHcsXGHIkek4o?yjUh}QO7<A;{JVS;&MU?|23pxSNTg!AeRsv8&Oa_cyl9H%or|jN
z3!B=V<ZR@#3iD4Hl%5v~LB&CJ;tR>!Ilv~OzmncdGA5TUM?BTlr0!)(qUEu*;0YER
z9lTd_e)llxt#ueAV>quY@TRkGZK+$??gTSn^Iq9_@J*r>j0_d&Toojg`FfpEsI-ba
zqFr*@W|U6*AGl*)RpPyL>bL$>E`G}o%77jT^{(f}`f#_ixw=K$v~?Bbw)XN|O1n^%
z&m;<QNoqOCzjW#}@%DWt2*?>_E`6#yD}@UqmI0XcH5K*9L};S~`Dhb?R4wEzsGsd~
zQ){Ldv#^?+=_TPR004HXqEI_jmrADL&O6j$K&o33?{V=;`^La?TQkH!gMZ&36Il`b
ztf$_#?tkTr6UHiA)fW|`DeCSXQb$gej(XMWw=Q#3Pg?Ae%MmFtOGr&aC_;Fojd#8%
z#cTL)Pi;?GhS?V*Ydie_G?KdpReUOe=~aozt5e{+9@#jmxf$ZEl30JZ-|mX8D#L%O
zf1s-3r3{g4+I|UGXHV5Hi2KAuKcDok6&*8QLVO>LTlgd~BQr|P`4THg?o75N@dxhZ
zBi^aSA}yn5(zQHC7nvy|*17A2c<os8(zB`Y4x9H*tHAbf$t08D7ALKCx0bQIc-kw^
zJ{w#}Qc%aEn)EBF_My#X)YGBFc#gu}+S%nQGwWV2s%w%h>j<3TO?ofHe-J!2%@kzw
z#}(pi@=WEnvl4T_t)a0JX`bES4<46Qv~^;`10uZ_SiB;^=jhD172=-_tyOQKS%F4p
z$=oqs&vcghwcyiYoj0J#0P|e+)&1C_@bFM~Z1R0ZZzldY*z(ym$?Do|%y*w@jZOn+
zBEEr#;pUz8!*_N}(tij&1z>p7Lbb5do#KoDc&Sv}V{=|~+2oIM*RsPqkD4{XKDE~P
zb697F1Ve{~`5vOVJ7p2-DzY!`_jB~GR?>Voq)i%KLfaUwP7N<+=CmzIMe0=XP3wq~
zdv?Q-$Q6~Lc#7fW@}%57&0W=}(}mhw&oBpm)gbk))$qZzg=R4DMneHw#mPjDNXmD(
z$#ZqHFYjBnHe2HYxtpe%+^I##&2`=$n9Xh(g>u8*sj2K@rEEIo*sp!zXz!E<&OIuy
z@HLvI0@r8=1EnEq?&XhT!&Ro0lQ^XCR8gOlkyej|zD#a4)$SgYo4_23&QvMA(O+1p
z+~RJ0EMvD~7?X<fPY_u=TBF2J?k58k^fm3|2@7R_;=GSkFx>c^90e*HG}S1>;X?MV
zTa+}9hc`F2qE{sg41rsAUkxRLcIh*k^o=fSb+kdp-5gecniI&yYU3WpS7((=;q>sz
zPkAHd%57ZM2Z!LEYpL}GkAA~}^)=D_NYw<_X=w@jy>aVZ7l*W1w66+6B~j+czGD;b
z%_Nn@b0QaewJOoz`d16%9Xfk?JjhoB_O7;lQ7!KrD*yqkO=noPxeOhFIO4Ny-$QCp
zjkP;Z324o!_$N-el3j)sVn@)L^A8i3xz*(=M$sW3TJJ42S#<9PShc?9j!?=#`kLYO
z3wJDJAntRVRbNd^+FZqX_O+;7^jhYX5MO8Bx6QQc3l;~Za?Z1jL!riN8*XWRj>0S$
z)~-Z&suqC#opaX}c0QHH_d3(iZlNGsV_Y@dn`YndU52XPxg*-R>!jT>gIiNGn>S%`
zHl35{T*45#s^_3;>Gbp;VcY3k-lHFvfAWs?(+<ZqO;yiR(ryFTDySVQ)b`7DY|6tY
z6^Y@whuD-c=M}t@qLYkPYe^a0=Cpl2OFd2aAv0an5F?={9V;lbK<>cJPM7Vo%R!QO
ztG(FMvN)d>BmKW@1HWpi4aBzg_-y0~>~A#1*!MFIK+iSCJn>Jdc}hkBqIX*t3p8ER
z^%+^6Hl9UP!u`4Y#o*UZZDDU5JHQztxs7>VIZMaW+NH_!4O+#WmfnJj=DyK!??q|O
zBkT+B^~3$&>T4eTa~b+p#rOK<{{VOTn##QUhv{3xV;OFFPm81b)ydh%m#){vtB}>m
zS}q>B>wHIjKY-YVFceVVdX*dnsJDXkQ81CEXIdeug`nV7w_pW1Jq#qon1U-k!se!$
zTnf#e;~B0;s|qjPE+l{+4QN9!VeeefyTf&>uwCPl)uKHuEOpu=;`|>#O?kGsvNhe|
zQ@eW*#CFYhx*W<y#O!`p;$m^^E6;DP{M(6=5tn%mK^*|;{c7d1Fm}5kwT0!=;*Q-i
zzyf|!aC60HTw1G3cveMe5Ci}m@@iOTxQ<Y%BSgy(93H%yg5J%RQla;6lWQLT0AJR!
zV@89>iKSW0=cIug5%lJk{{R-6CDW^OGi7%ULY^v;+8JlPP{u@rkiLMC)|;x_O>?Hj
zB$(RZC_OWd^hP|>MLBZCoNVj+(gsa-{t43Aq*)nyn#$93v3Ych8g3`4uUzo%ge@)9
zmFE@M)wMX*#<j9}FoBMOvh^AI;MT>_5T$bW^W>UCF)!sgHHC36HLG^n&0<_0O#no)
z;!#~*l_umB#5|j1A6n|PNwNnu6WG?9)aa#M$yxG4lhU;S1u7Shn!&TJBQxyu;cw4M
zz9Sv!!ZB0KXrNPDVd+z)u=J||aZ)Iy%sxShY$|272Arm*Lq){kh<?ToYK^SDt4RnV
zr3w#fwI*dKBN6PlJXQv$XMj#CyD<VQ2UfKkO=_lLDrcKqrpG)~OIli_L0r~ib*nM4
zavIdMlLS^=Rc<LT!l?<JBrmxtJB7%otmNDUTy)CQWEof?>C><<`_!_>hN|;@-Yd?p
z4Q@o^bClJ`TEHvKbef{%wrieof@^wT38Xe30KpZ0Gm<MlGlN&4<(9T7oqmA7I@e{9
z<zw2o-5I>HE2s1G6?nL)w=>VEuOf}+Ijo6WlUi4AkZUSVTD^Qav@CSf*oXs~lRH+C
zMMZHSRU*0#3fD9Bs$usvL324R!K8tSBBY~M9AH)0`c)WDO1}usDv2#bI#sy%#YGxq
z3b2WaX@f?cpK9v#!@`Q>?9MS=Hk}~K(rjrB@nFuB<J!CjP#bR~9`*DeiAMb`g?J9G
zn{^i+rl+8iB8#9k(doC(V-T4$m9Bav;8xNmY)BrIiYK}8J;ma%IjX)NhDrQI1dgPQ
z)XN)1X8EhC(XFG3_9j3w4H~v9D;~oOEP7baA1!g0R|)1e4|?igx1Q?EDx73iNbq&p
zV%veqsH;uLQIba)s%cW{NX1Uou0CrCH0ivlKLcL-W#Kni6h1O5&%Pq~dGz>_;YR_v
ztSHW;YFVuhTBQs#!t+J@>0IHI7aR&~kg+%<inXQ<^8iL_&a}Q%ONGN%Yn7#A$mP=I
zSTuNK8<-Ml{z5|AHxI_T{{RnI!#<j?AsdM4SbieDeGc9QvP2VHOCf1U$=ak~56-1c
zUd3{~%vs?Zv&B=@;(zT8Fe>%w_2R8TtZP@(1X;TEI~RfKc&b|Npk&l^^Azsy0-xUy
zIc_-~)a5InjBL+R@LrjBYvQId+RgxtzHcn!wQs$x(en!0TpZ`5X1t#J##-aDn6-(f
z1Z9rUq#w$wKZ^C&LALf}J;-jfr6j>3*NS`_uC?s9(P@`&5j%+xw;!c@zlCNuz6R1*
z5(&0cVcZZ074zr(B$~tVHRRF(*_h(Gp9=g-zR}oP-!GeBTObd;AJV1jR*3Y=j}3-!
z-gE9##_n-cd{wX8X$-PlTtpXO!gY5(z;jssF!-IZBDV1SvA5b{5B8EW+>VMnAFX)(
z<odPYZSA>RG9B%b-{(E4SZ0@qJW~3Wu{GtXTXJIZ_J-$Z?V7=MK&VB~Sr@6!K_}9s
zXy$??4`~PPm;%}5k3D&)t!0qhNbuXlI6I3eBAAVvUl`t7BE@vj-$lseaz7fgrj_wW
zh+$Z5)*EOCnBX2rAO5=M?#0Bh@0DU*oP4N2$?ckEpQ>Hx`l8&yC=RCtj*cj8u_Ti|
zh0}y`CjIIUahm7;D#tr`Qr-wr-DR8t!=T{SuAG+Ig{(40-b}I}ZMownx1!ReyVB;<
zF7`_k{K!vLVcww{y>~oI`**~?7}DamX;?(V<<Dx>@P56hYS+xy*9`0FTRu3`JkJdh
z>-*Ra4<40=@bb%a26NQ(s#P4}s7i{BM3LC|g3cSOU=>G7@_kY<Yjp66^?gp@Mp;KC
zMR_i{DSbjmBOKP0_A{-dv@zyzrlAsZOEJl)m3gXU8g{c+MWn_qr%=NqHOoM7ab16g
z$Vn8RTBV`{uOyF2(ygF^-;uO|T+fLFa$hM{&1v6Vk!b!|!NqWw*Rw{Y<zt@JG_-uo
z(!Sh;x~`=aq(Kt}vCVRq8m#j%%bZkKmrXQ;lh&z|PIVlalwguH^ozE))-7fv@Z&Y@
z`nQQ6O4A{@&gcmnzJ|O4Hrnb(W197gnB~<x2fMBiSC@@kwQ1Dzv6V*QB+)mC^&LB0
z@TKqB=R+|~%AobHIn!)fD=0UD8ho(NW%aDPVCHz@^BGl`1B2SSeNOLv<c|vC7?og$
zBd7x#ze?z;tz?e+Z<|(g!JcVe)no~}OoDnEZNmMVFtJyiUzc9g%ZSQfZC>Xi6&=82
zxf##YiWb6qgv7DkO~zKGkbHpC5O$#s!p1ja9gS_@k1tPw{YEP$5&O-x&|O;_y(%b^
z?~au%+DWpOshrf!+uExdmT<`Ij4;Y@eX0{(jojoyVu}qRsAYwEpTQj+uXTM^?cm)6
zc20rF;4#KO9<}AsuJ=*uK(DBLF>hnxPXa*=ykQz>M3XV<%)|cxuT==P^d?Ousq<!{
zo<-cy{{V7EU&z%pQqBU5l5hvDXzOw8)-J|!46H%?YJw6aTy+Mitwde8vblmegs`%d
z3Rn@+v&CO|WR<S>yD=lV_o@JKP=-8mroNB(cc)Dcf@~XU8<4l>&3x-?5uSMA1D9~W
zt$k6Z-`eTA6`him{mcl5>J$T2&B{crZA?vFj8hQxjeRU_YQS~HTGuX(+{DMyvIH_q
zg+0x3)vI|C8i{CipAYT)yJmcS<5}MnyiYEjHJ+7ca$uTMzG)Y#CO`dE*LZT#Y;@H)
z;a73|vtAc}e<zCkcRZ3SF`DGWp3$yH^c7Il=}$pE!>#I8l4>I8ojktC<hsUO`wl9-
zzlU}Ct{H81$YLP6M3{Vg1Dw}E;y)1U78mx~WI9qcjfwd@wI^})HJNkbjcV&xx4XB~
z<+f#Ey9!hq>$0_uS1I3Bq2KryQLw($wGRzk+%?R?Aka%RUR;RS`I8tNgP+Q{Ul7Bs
zcqhdhnt4NR-4vwo<I<hty?^X}KGQr!WfMUwEPiku8L$EVwd;O7&?E7egrT~L0^E5^
zG-tTT&Ocg+_BNKfm%Iz(IJ{4#D?0&lgAy;jLF1+SMwZd^!Om;JJTc-szX^DR7u<ng
z%b5?>y?<ZU<MA!DHkxdKjET9(Jq9VtH%`GBTXW8?VzrgFB%{m+6?oigT7Hcyq}x>&
zilwM%LeYp)RmUejwOTD`O{Lse&fKpbTIE_Zq3v@!!_r>(gT*#5JD1F%kKxUITM{qX
zk|qFvpkUX}-v{*A=kXoI?%b>^h5FaO2|&ekxY;C(6V~T3t!eQ^bX6DResSqmbXYuu
z+uE((?6{QoD@C3ZU{^AYs$A@qR_OAYL!}hZc&5CYMRXiDAKtM%L93>hWhAWMbY`Z$
z)grWsncNHt@^2DrS3WG%29>8VE1WwDX`&pK#$D%*Z?$XYh8EiyIL&C=+kA^Fu`+ed
zBtHx<H02jdHtsT46*=D!*uw>Qp^ValR=c)PsN|1&*wZyj+l87*Bnuo$Nv=f9!mZrS
zZ1fk9u@5o89@Luzinb9+;y)Nhr!5$hd!Iln&^%SBi(5Y?BZG~g3g$cm5?R^ZYEy9X
ze5;>N@+sHaj9P^9JGd&m0a?_OjC31kA*tOMVrFBKde;wie)3F6V~%TU#Ttq&!$OUk
z<Q`y2tD_EB`@p2x?ixAs{vGLA=MLHY&1cMk<y?%_-w7W#;nto{X&ip0s@*r2FXCxb
z*m5AajZAw$tg)lUUv>el7L#$OBUdD)sh>M4{gfhrDa#20r*;LYRMvJc+sLJJXXh?4
zSl2o(<_8tjQwrvVp)RzUiEXEt<J*H&t~4Vw+sfBc02B}it5q5owPsa~yW5~q(yg(R
zJQG#|fk;-9kd%mvzRt9^mqsgvE_ls6rbR&Z+xy_tjO@zhE%=jJQ>Qd=^&^~Dp6KZ9
ze)7l;b6tFzf0!`DnvFE1hm`<T&aW`k?5tQ9U`7XO&(x;2cn<6nR?VxG#b;dUl1rMD
z(|U<dOBp_Gzoiv(`w8f+Igt60^*#B-%l_~6HII73%QdH}ND_7b0CW19=QSI!5c6G8
zc17~G&KJc`kk!fC51P09LvS3oHHB&StCn)Sj`&8<FA{duVIlJ>=FzsRlmWAf(kDF4
zD_K5KRwb0}st~p+$KD-kX3klWyB4Zf2uQ6l7aY}j;;fWHo{}*cNHsKUa5<=Mm?L%R
zPz#KAt)UaK&qKP=h>OEorNf*71CP?Y#^T}RnO-t;B)dpn2^?3U!y*3wg?)NgmXL(&
z>t1K5Nr&AS{m}cT)}37)jOn|pni8Td;$#Deh$rb!wv0ycO+U*SVEObJ{{ZV%P9%mh
z8B2)RkPdJ$-kmO`{*bZEp-QL)M?E>sU~Gt%^d+_49kU~yyGP|%*LPA)BvwnD2JPCm
zB4}F50Ko2PMo1mAR&;#@uJv;>DaLr>u8+hjzX{g(D@0i1M|I}CDkzdTv4A+NO(x6i
zkSGHf6@F{ItBUD4ih7#v2L`zN=-4r?mhSCOQ(XPz$a6>za_Amw7UzuC?c*sY6@hkh
zngGg~zG~>SDZcJab5nil*U@F#;8e?FN_(D#18$5O9P?G}B?ci+k*k(Rp%F_`hNw4F
zgH#%#aMdE!b!wSS1(OPqTNMauc%Up<N2?0;Nli?wb5xAvi-D^@QC-oRvaMC`PGhS^
z6GxtFNrq~}jC|G6>r0ku=h1N0(6%_`xoJ2RDxPXJ=}Ha_QX!ibGI9lNugsOqTFJGC
zHPBm2xhayy+$hCn+&BtrO6jnt70+Hzf_bbat_@uo8j}N>=j8jwwJ+t)Yax%!X+dZ>
z>^V<0p=xr=S*m%h3qD<bwWmR|uhT~hTgN_KWNA_E3tO^Bi0jC!FMQyi#AZ%-HJ<#n
zUb#5UQ&le512yZ>_)eHT07lz4V~<+Nzj6r`(8(Le0m#4|s^IX{V?z6F!kx|wWcC%;
z>?LhXop__onafB;S%ZQpmr9Ft`#$b?rH!$Q=IV8HHKA?=X<N2y9tX}VM&0p>pf;jB
zRN=X-_@wF0P9&iNG~keA3g|THer4vlIHbc0-qYpfd8Wc9_O<irhP*4pG3~x5-o4iR
z@6!!<$BE&^%QidIi(?uNK(4Prv-@<S40Wzf6SYNmo&g?au7ld9PRiijmCcp#fnU0~
ztCoHqlHOHg+Pl9bW1yt+m(W)ywvmgF{W9q-;#F><wUbhVAZM*&`FQP5jxc0Viob6m
zDResvS4TicO5%PdS}fikoPm}c*IR2Fh{h{7#F|@Q>61ir^DStqJ?wfalx=4t=id$>
zYtW23*6)d|R6vZQr&>!rC9E}(83%^Nc2`~=eO45SaEf}l=mjai-X@L(JuHqVLzeB-
zL1`3|NsbW|k}EsLx<;)MX-jiyB4#&y<2;?bSG{PO7N6mrERh&gQJu~Ao7|e<ykGGS
z;fq_@q$r9=4pb6<K9#&-t<5>DqdbN!FI0ls?Y_@2Qh;y|L;nEktc$2+j%#@2Mpq!<
z5zlJs?|e(COOy7NA3#6Cx$R2v?yl`;n&cT25xC=yn4(I<Qn@1O*Jl`s{{ZikQ!bIH
zo|f|e0N)0Ks$VxI;lE02Ufw_ayhwi<e5hRPu(~Fq!~H~`_ra&HhqW0$fDiZ1-{(}k
z`?7!5%lVpIT(>2qKZ&QxgPEImehQiNt65>bvs=~s=x);(_U5U+fvhMwywiqAZZ1^v
zI(PS~K2+zk=iZOAPJ18Dj#MsYT74f<bO|P-VxyemMLEx0^X*iQgLeZM;JmkyTd7tb
z<4+dTcgN>bMI4cwlD~nc%7dAZ4G&R&m8OZ5wn#23)chmx%TJMw{P06_Dy~vE?iG+9
zpyxl0d9%uQXL67D6>VsKFS+pi>m*l4VCubdOO_y|Bh!}IC330^6QRLEFhTULlS8{?
zkU@CAF#EE4*9!jt6Eq!c#3i<#8}dSl)O@Uc4;9#H?9M=t{K|V)HnF!g(Z_sHzJ|$e
zEdveGoPqVOXTmo>W3dWG-YU<=D>wfDgs)4K5@Vh`5$-WvZjIqMWzm&@<gRI`S!iFi
z_q8$BXl@<doMhLX_`PFWz|nW>UYTRy>(PBDm`|7dHO2fx(Hl%;kmr+E1kp8|UdNuf
z$;CMo;;d=bO?z>)bBeitVr-;TJ;i8|fl3u6#dTUV%K-)JCrQ)Z@>8@D1!-NtY}m%!
z5n4tmqFmfv(b9|m0JQ@e9@WNpmT3~~LP1cY^Qob}duW)ebDY*5r++o{`{wF8Rt-42
zBS$ATnMK<sm=82H2sx=Ju?$Z<fg>4X&{wkfV%}x&gIZh<pJ4*LcGBsr?p9?PE84wl
z!X6}#Rf(f3he61%J2FymR$3-=R=LC{gf)0I1-W}x`#L#d*ysf<{EaocPQWWn?IMBM
zbJO*%=J&@QY}c9+zyyqiLu02sYt3%%e8DmU^2FF*rFB%axmr5#^7k%PYriVmNWuWp
z5&PcYdJ3wue61T2!N0xO)MUJajFFsBk+$*jnyV`fy-O1eB9Bp3^Mh7yN6MJ%(yNd~
zN-2}W%!+HL)1(jblbxe+u38g=lhU^=<`%Y6O#NJNJ*p;L8G(MnOWBxrb5%`gHk~ur
z{kJL=&)q$1G@9y7TSJ|veMBacG=$Me39a`T&?1+8!)lJ^z2xdwDd1=mQXy`Hcq`~T
z1MiCPdq;RKW1Tw2z>4)R5!_FC;ah9?@)lJahrfE-o3^HNJo{L6n(3uq;_F$8aNzsZ
zyN+U0?^MSQJ&h?lv7*Rvna`-G0TnoX-)Jq4MryT8b{jW*B9P7EixilEoBse@8upf7
znB<<d;5IY8t>iZe!HvTT`ddYc-&oNtH3S?_7-RLvKdp0O6S`({rsuJX<pWYf3aqMo
zX1W&AV$VvUs#+zzvjkwS!0jiXtQ1>hdkL*r?O(=l=(=pGmgZsQ72c<z#xY(&;Vb)f
z*DkLP2E{I|=t&>rT_mj}Ivw}hgm@o3WFNe1&a{iQvy$?8kg7?-fIaKEMJrg@HtvsC
zZAU=V3rVTnH=q16LZlzYnq}~;FgcFuS*HFUHBJZRUU1soksV+1rT*Ep3J=eN?N`pp
z<TgBCd1oezwlcCxl7?3U7#@}DUI_8!zNeyTwi4P%l8BZf=Y`;7Kc#&AsozJaTlrS`
zEDmvwwdkG#mhSsU-xO+YEy!K0afQtZ>#18IzZd)^_AAk=S;vHs{_qc9TFLlvuiNRj
z^M7c`ux!GXIIh3qX0-Z-kr=j;HjW|^;d`s&^%dfmQf07D<y76B#F6QKEAeiZJnn6z
z3`oX7uQ;0N=DBx>oHbI$Ppw$D+N?8KD5ooy<)x2m_(?6jrk3HRPdY})1oK|C_KZMW
z`ewdRx4xdnRF(-IG7fk(?4BI)sMP#4;%5TlF|_m6x6z^_bF;C%^Dbm0@K}nyY)V}^
z9*2=!wv#sGQ=YunRS4b@*ODuhYb%{H_-twh;;8CV`4-IeWf_U&Rb5&=){pe9taC|d
zc?XI0ySwRL*4fJB<2AYP+rx=rGhEDf$lQ`^mepJA`mC5-fZ49k!WZ)1%43XRAQ`FZ
zPqVVQ=(?1UrHhk}7QBw_gqIQ!I4p5pmx<@NwzJ7%0UXzze`o?udgiO3-mJS623e9Y
zIVPxhmgLK*MPi%;!sFhyygeYe)RB)xH5R?2#5Kco*~o0vv7;kV)UK?og{&VcD&vaf
zS5&)&9B(9^^`+unW;mf>2RX%Y53ESU{Iz-$Vq2?euBK@oT(LD0X)-wqAChVx?J0Ae
zqPt&*`fF>tgEPnbw4rJ}k3sO&qgi+g$_`E>JpLxL^#shv>s_VYn6l7fg+Ks5O68}v
zdF5?`I5m}BAjKziWu!SZH<N)@*2Z!F04&Wr>~|mBHNe@8pJOn`^HcU?tz9~O#&fX#
zRM)bf{&|`%Cvuq{lx#I<S<n9fJkRA)eU5TCiI3q*=vtZkX+j@LyY?xESX=U^eVRf4
z04&?`qUdQdiHy>1tKL+A;KtvTF`<0@!}(EgX_a;yQRVwpuPOfkxPK}PPQ6tAR9qFx
z!aUPjF`QMMr=|@8E_xaVa<PbGif5DUSBj5AO&Ij2ap+U>52Y1*k4h-G9--o!(QSJg
zXBmhe)YlQH>Y%Cls`td}*0$Ge;|CeFQ~v;uy?N}{%;WD@RZ5)^?9-yTREFwzUTdCe
zoxHeiwFL6+H445CL99`2Xm6yzuUZR&de%bR5IWR?=Co2Ul{=d1;8m#P80%RU?$Wl@
z=C^FLTZ^20`1~rOoVGBXG`AD&3Zk@hOG{l^;h<(dY3<stTKF|&0Lv>MYU%VZ4O;29
z9&BST(<Zf4+SQ!;Uqj10U*XH0CjCTe%?zCg9Sw6P&gokQDL?O;`cF{PE$<Y0(W@2c
zO=h-(W_rZGm1_j76O*~+@4DOJ;}`i`&R@OtuROcAc_8wlAmDB+4}VJakBV07ZK7J)
zz_<)#b_2cuuPncm!7aR2%sk1L1Tg!bTEe%)ZAE*evD*l=m5^}9IUxT4I;9eQqB*Wy
zV5~=R^(P=!+?M`Ej}kF%gg?D!T0<n3_K~8Jk}-KOIVwNNtX8Jiv7@C}Job<&PrJ&G
zdh~4{MN49=7aVh0+6J2gLm!rmLXdJsE3}1DG#=HpDBDvylfHv?1xm}iiHRguoU@?s
zRHnF0V>PLn%wEGV&Iznbl$3qy>n^5?y<lF=A0vuFIh&HhHH~mdCbqBUL7W=Fo$`2~
z3Q~-kwWhwwMMBD0@G5Ia8D$2ODlW|JY-Y@3=~kWdSvCZO0<?E=T=GYCIcPW<l}%O+
z%}R}$$)lnyunkD2p<ZfK6paxwnw4rL=~68rlP_A8Y6Ueinxso56$Rn_)lR0XUZ368
zkvXPt`p4dC!C$>wy1C0WVGa*9ymmOJxi~yfO)wtRq}32j6XAz7wP`=fIjj^s)yO3x
zsFrG7Pn0#zT{&`jtvTf;Gg(A#Vk;V&Aijo8${uSi*9>c-xQFFDRu#hSkk)kNaY5XO
z4r@lle(`>_oTr-8u^+rz+o5dkv~~Nnxj6mZV(9%Awyt=D*Na#9r=LHF!n)+(b*-%r
zO9CT2%k&kPjS5Y^W5DfN(D;hhHbH~2dRNh4;}srh4y>igXrfJ5O?C2exH3OaL0t~J
zXy?P8LI4k!fr{ld9}}eaDI$!7sc!silG+IHNdpz#DzTpD6lqjW?H*lu6Tu-@9D~h5
zkI1bZTIDWfcMFV~&5d$Jd9q184`wa3c4*sm=Cq?dD>mPZRp{JODAA4b1z1+95w|>5
zg(T1g)Nb{)r%TH7STS>2))@>bgm*gm96p>yd3TB}{%7L7DhAzawz$s`+HT*)BvVJ7
zAnjg(@Z@J&Pxotwnm;a52(Ll-R|uP50QOo^jn$0as>iTw6l@i;ER)iMVIQS)dnRY>
z*^FZp_#+D_YSsG!dQuxDMI?GsblO)gl`G9AJvAsH0ZR;ue7EpV5dne7u3qOWaN|Ad
z)E_!6as6(0<vr(vrj^b|RfQMCD}mLkWn|U#%~HZ^Ne#xIEV#J0AZ|?e9@Pe;WF*#-
zL7Waw25N0XQiMsSt*q%RH&TU-hu%O3%nzqg!LIsuX-M%UNy4*BW6%75@dsR8a_YoM
z3fiNU5oe(K=Dgm0W_jk_GbRbn1$DkXA+;$E)y_{it{A8%ky|M{4pB*$q0}Jr51q>U
z4wW9IawNJ#7+s4Rh2o^M(-wPXzPWEI(HmgLSsTz)GtXr67T8BYfzuTC7KpVTrEjr8
ziOXZ04)rL%2kzR*{(lP2k~p@Bt>5MDzLn7Ucf+?@_?A_<j@Hr=1e3@z0X+a6&jyEZ
z(9ipHhwj=p;%PqDa(?Z%9_?Mrd^L(PM4l(L$T-5pSf8d1XX_pYYYj4c+bvaZMX=p6
z2+9z?qdjQUG&yfR@brZT<4NXTp3x7_{A&C@8`dX;O19)70hcX}z|xNlYTL?~&>RDk
zC<C8*E(TPS-J@-0k3PzO#+m2cHyghsG`hW&&YLm`9X!F#QNs_+RZs01)kisRQ_`LL
zg^7-LW=DMeF-(xDULA@2DP_3(N~tTghgyV?I`^T7)Y2tbZsM0};TSjX7yxVE^oz8-
zwu0pdB1H|6z%}!9MCY&FHSQk|Bx!s*6B##Q%7OjgYJ$;M;_~L}!}E9E!#|aJH-;1)
zA}sXUE6+YIjk;cua5?g)#dh8ez4NqqN&e`oUkMN5I&UQhAXkq3VT(43-iE!1$;NBP
zJ}q1;+lc#<P76|HvFCmaRWr(2a%ui7DsRvz$IDxu0n%1$d1WJ<)=!M!5o;v?=qp5o
zbpHSibfvkpmPcIkS>8Ug`zEe|dJ$b$!wFF|;-jr)d`cO<jlimp#bRaf+{o}YhYqi+
zDqJSy9M@OkuZQ|{lAp7nkB-%6;f;a_jmA00THe=h0?g-kO69KFo`+=wojp$i*ZeO&
zk-77fu60Spcm6okOsHdChPV;Zg|QMzJp(5-+59?o{@QrQb*?tMe}?)k)~Bk;HME-y
zLz7WjldDa^Zp><{#>BeayXpQU)GkkGaHrgnTw##>`2H>{)O=~+?OM-DpHePvfpBFi
zKH~F(k4p0RM(NQ<IW?SV%A8bZx-_Gt5+{Zu6gY0DnqKua+ktdr^c4u?(>5Y=xtqQX
zFaUDR_eE&wx;6f<dSbGHm=nvM6n#x}v-nyc4cywkqE_YH@}ur4{<PA&u&nKS9L}4h
z-fB}S!x0L{0hnM{SFLzv*G1D{ORKQgmji4m(0*Q(*t*#1`Z?FGf}}Ao?$B|$y9)A~
z-A?nwI^eyzV$!=}H0*=06|+%_?#!<#J#<Eftz$eEkXi&I%O5s68suk%qH?SVBE4#L
zwSvMJByjQ~Vc4Gi>xl6koJ^^61~3jB3Z)A~hdapSsX6UVbs?#_sVtT!Dt)WFvDQ*=
z0^C_hcRWwIeSxkE00lV*KAiydKnlOBTSb_8?{4S!b173=Q+n8mqA8h8h~wrBnxLoW
zA6maHyP`~o_<y0S@IGNgffg5&asKc1s=(u|S&ZP%)9(KOT7;+~r6Jt2Zeww^xHay-
z3$Csc!Hkm=<;61yiS)_Mcy60xbA5Xh7Pj(FBQW_R87K0urZnFV-$S5VTU%KecEq_t
zF^0!E{AtNuS&MCo@2w9ssBV>m;wj+Ot>%K_XGD%Y_>AG0<P3hbEWQo#C)*v#g;1UW
zasD+0*MfC;pqk?AY>31Hkv2#kwS;N4JByk1I4ySCDD>FObKFF+;O&!;YmK^*W!_cG
zWahmmRPfZAmAJI9^JJBd(;jj_9@Xa8_P^QMg!YGW$qSS_hdfrzGNSH5Zs8BkGwn~F
zRb>GN(dkuLikzNl1Mc}nP0BA?g^oEH+iPPh?_HmSe#3IpU0+^Y#(_43jN?CED~gQ|
zlnZ>yJ9<}Fr}%F2D^SmGaSBX<<1fH``ct#9Esng@ETe}~u(DZN8GvLmwpcJD{{XLC
z=+T~F3A}-1Jeb(vkJh^jABMgrzmzmKEgWy0Je&$f_&MWP<|SZ`LQgHcQ`e|yav#_?
zAmB}I-$?~Bdl_t9M7v30kX3;d+~0gF@oaIcL#8;w{NP9%arVV>_xfI|r^c2y_H(4+
z{#1C#rh>+0#K&Uvt<MVFTZ@Jh-55t)XRSjIhOTB%_fEF)_4&HiOt8gos5CK4<|ydE
z)XCpOIOy(su7!HC0kMNGKt*@@B<f#l<B?t+;H^Z9aT^nqIOe@$O}fZZ4<uCVZ@N2=
z-DkC9>(fOYgq-%Sa_&uL-JRo?aubj}E0fnXeOh=5NN_qFRVk$GVI*Q+{`z@j9ORnq
zJ{sDX;hI?nH#Zf>X?By{f~y-Ic{r}qO1XU=4UD83q|-BO(($~iZ3+Y0ytF9Xc&@i!
z)f!}GknxJ-ZLZ>;<sw{Vn-tiQ(rKzJCDYMcFFc^1rEPePK)H~Q^Tl%MKbhi-2vhFH
z;C_|Xc#vj!5Bcdy6weUx7&2T4$0ejA^{$gd_+$N{XtPXPEHlM(dhSzNfF7Q2^{=74
zI8}5=2vN!p<we0Oo?$1#%VZb<v-Pge!9E#-!?v;jK4v+|t?8vcVd+$FZk`)<+G_7)
zL1$H*OQvp9!pVxovUEwM-Ro1^NN4cdvmSi<pr7mHA4=w|+oa1+mE719LVJpO%Lk~e
zuGGWVt$DUD+j$#)Y#ySJy}9nSi^=a!!J@(Kyp5$c`R!M2zRXAPS1>X=nnNUmqY+Zj
z)n(Z0oo$aml^KfLA9X8~^X2~lo`#dpoBnz=PbmGm>~!rFw`E#y*{zT8t#dwnqpXIH
zwahv>{OILj?W5S~zRPW&xU|=_wIlAWb7Jmq@3kLlnEwD7rO3zaquA&Mooad5w5LwC
z{^+a`dn&K`!%Y6toBn!I_Hqwv4#xig_HDO0QB68+wm;RaV*dbWN=N$2YhTC)45pv6
zmvQ?@b~b;rZT|qcv{oP6-~M`<Df>Bh7qo|BPm5Xq0EC{`AM@nD`Wx4szUuW)iI$&e
z@eR9UrJ|4ged~vPEaRnm6Wr~mFL5K9aA~+TyC#@N@YNaYie~`Sm2!t_bZXAwMrd^)
z;}yT4=?^r4nNM1{LCKlUYAWp0@cxj`wV8U?py~Q*#-rt^w4F6!jYit&Vu&clE50d3
zSsrxe=ElbWP&liW%lpcY093aB0P86|iCdG*Dv|3~u0H6hN3BdY9M3uUtspjb5u*P0
z%m;U|HRV>e`?VR?b<E629)M%DcE1vDt}gYfq8XAa6%j<Z`_6Ooe=6dkX{5N4;!nPq
zBey5kx#~N}=z_FScT^7q7?Jp50o&Wsujo2vXE?|U5C9%|=QLbfE#1|mMF9>;f5Qg5
zO&d)}U{Vwe_4lO+l_p%%;TE>Raf*G#{>9+b@+Q>9W!yp<x)FnSDO~ET3By)R#;-1W
z)|9qrdet|wk3A>@B5g`$^{naUo=;lnTE;%O6$9JEorNGdc`YT7<mRIqfA_1Ql*YX=
zR3@G^?kNn<`zkMLVG4&MwHFtvpy1YA*QJTuK+cNN;0$wGYbM|^T!n?x7s0NU+Cs=H
zIisSSi#z$LqiU*8H7sq&tQtCE%>+Fv!VJ|&ja!V=GkCIP98<uisi_y5lE4a;O*9I4
z6-b#62CCm5-PM|@e1CRpSe(;1oml+MSb65Q^==uf3q03CIAysYG`XnrMrn{vty9L;
zQCg=);+PY=<YKEvxtA33)It8ZR&^EPOW2xgY{#5eFR4OOLUCQ+mKra@xvgH;c1RV)
zMt=2-p#9^UPrX{!3-hg0irDYuR;`>^k!!i^Zr+Dyqc2R>z0nH^&1Go=3<X`)9hL*Z
z>0TvY;+zurj&D)Cjsi(F6@)jMrVX@Bv)2`SM)17)_Mjx4NVikd*1dB|(5*E4b&VoW
z2eo>tvy5zwdD77Gw(zc^Au<qij+m?mhT(6;q=>=E$4dGb!3k2O1#_CGhHa*uZdC^L
z=7`syQvIY)6V<fI?5`RIT#&oJ3d})+UYp{pU~g7^gFab9UT*8QW*F~U!cD8QWa9QF
zimk+Iq;+y0wPUe%A=0d^Rz~So5b;IFV(bGXR@I;jio${L!nLiXJW~Utv~X7yovd2<
zh}a#fOG$_#uH6NAPaUa__dJ(av@uRd99L=Zp<DhE073o=%GY31yNa>kJxO$}V9H1X
z80MmF^5{*HdY?pL{b_LZ%0=TC-=S0Z)wJ<cP1Fz0xxJ*v%}cqyOQ<C06;f;ERA5L3
zv!?MRCK68r>seO!38-9>v#B1LqndJ0Luy{lNlN4s-6^<Y&IdlVb{p7|9Pb=d$3(Z0
zvcMDdt1;--%9si(&U7j#bK7{VJ4syO^-mL}maP*r40o(8HqD#I7J7_M1*OS(7A0(e
zMlyZ6)4m|-1}mkSAIh$LJhBU;-Q8S9467#CUAqo)2kBn5C2C6Njfklk*KRu;UyfgX
zrzh69#y#t}*W$IGSG;S-kztB9lL^&`BLcYMwr;#JQhiNab}*^AJ^b$08g;7i8biAt
ztZ|cB`!U8U#mg(KD;p2pF5iE~kV*&};RU@xs<8wKnD=@b>HII^chIAf87-o_vzUf>
zBqV&pIAQsp&bi>b*q7jYRLd2*@OK}=iv`a?lj3wZV4fYa!*X{sWd60AuKYu~)->rX
zVzRZeNw}4v&gUMSlf`m4x9uCBz|*!wdRxi)8g>DG*)H9`Xpjz=-gu^)rpGh6{{VrS
zQyfG7U8MYtCfM=+03OnQMvDc=Wsx2>1+sp%LwQ~?n%5DMIJ0y3QRI>T04{C$Qn2o2
z#_n4iPtvWFWn8k<#zcvLYkjA-YDdJ7lZ<zwz*I#$&M-mhGm7>vg{_@7<~`wvkxtRu
zuX^$5`tx3+@S@-g+q+_MxkHb`{{YuXl#Z+7MWDLSEmVx{xnJaKt?<sCw)$j141A)i
zYg$+Koun`v{IUkFj>Z9RZmH-hqVyt5-W<_<ro1=e$}(Lirfc3??waub0E^i3V)e~w
zPjV(h@Z~Y3NXOQ>UmUWwza|esUFU%91b!Sx{_xFtr;41vh;D{+hQO;4+WazhVCoMU
zslFt|wW2-qPxx7<%&^HbDFF1V9}#Tcd7xiINl7Pg<!xBp@DxVdK{9`{S-R!Hk=O&&
z)}DsVZQ*b;)K@)x`=m~J-CT2g(`@dHd1=_;d}(NHqK)79`d1TPh4CU?-(`>cqc!K<
z>sG9DfEDfk00lJj{hf1iN8W5^yh6T~_)BKCei4Ya0ems7Dd~1+H?libvqz1RL=21w
zWp0F5&z}<fKc;wV#F5FTW;B~DVLcb=?O#O6CI`ubUpV|+yf<Di*`6a#l;<90sN*X=
z4m#yku1w0nt7PDIsJzvu+9>lddJ*1_m(XUpB)N1qPUn5#+x2TSjStR;4T|afOQ$ZQ
zVHB=#SDe=o;U`F~n1S;b!8Or%w_6r|8xbpiq)+m%u<mMlo59&#oKK1MxiuN0v5Hb`
ztwz;QcxLWuEfU+7x+5VtQ}0;Fq>wt3U7A_7mX`!ze8qP+)Yn!X9P_*AapEdjU#lw0
zWtSz1=e<*S7^@*UR_ZH8Iiq2<xHL$Jyzpzi#WRDMoL&91TTQix2c=W*U3RT%mpXI0
zkDfk3_O44c!&V%!J1I+=AXgmXrnQ^Noh1J01d5GLI`pXwJAi1<;ZVDx+3C8~jfL04
z@9nEZUChBB9h<&?D)YTQ(rc|kIG~71`Q5Ob0tYpE-&ekm!_#RZR$FIrBSuFAkN*H&
zCWHvocY}}Jw>6}l^(7)DEY~-S_BfZ$1O?9#^PV}aPX>4&RPlzSE$t&KZin}?H$@*`
zTIc0<5@#nQ*V11Lt{~C;7zl;flrk|y&QI2}y^&o@Hkww0@bgXkHlGx7-<8AMN!ZsN
z;tv{LI4d5ZBglG{I0CtU6ZpGPywxsRSaO?=)xj7Q$VsbByCxtr^{o?DA*XYpn^x2&
zkh5Rhd;I3BKB=fFAYWV&{`suv?>yDX0cp#95}%$h$LmKjLP@e#y1X(8Qsz{UbY*NB
z%DA$gX<A7co!I2Fa!qQB`%*cHN8?Wy_L$`t{`#cl7E+5a8%>z>T4>WI9F(q%UfG_Z
zN8?IvtxrZz&X>9xoba-^2LVlLi;YN#{M)Hp%NRggg%xDnTlSGZI$^qme;R&uO2T(0
z8s4y@0{-9+K<1wwyQ!;lsNDYm-@{c6%m=Hl=Sk+;la_V-4LgfdtkS$|uGug#>N1h&
z$2qS?(fnI&;tO@Q*6pF0TaPp^%%|5i;XiIf&y>nB*!QU{yhm|sa2W_+p{C^>q$^8w
zbzc&E6RYSq2KqUqywYSjj#d5udmLArTY}d~&r@F0pnOvgXmq_-PD`sfS8ELOUTxyN
zHVrGp(xsvlwtP(*9;&P|2kTjB(AUkIT4XY5!B{XM`Qp6;!}`wsvAM$v^W$|KIy5uN
z;191grQnT4HQy4YoL_V<Nvv+!wbXY#V)w-s5f3EDo4_1qs9MWqs?D?IVtZ3=ejUR+
z%_}=@C)TFZycYUp$d)Nv=uK*^yE&cBIc==;xID}v0p7W*{c_HGfRT{LJ*%VC^eMF%
zJg0U8+OZ?>3dJV%EuXCpTIfxgm8;l&y2R`!k=nT3H%Dzg@=4@lh{48vYu6+2^r;ri
zlUyf?qWcBk*?)-gYOiog#a|C*O?n%L<aw3c_=INV^V9zTtyw-8@Wk?4THTOT7v6rA
zui^z~yeK-c0+K17W3T9|b9EGvj#a_0T+jn1jS?QA1!KqIONQEHIT^^Vng~A4Y7-p>
zD80mrGas1NW~CyfvE5haZ<?uI*~xnejy|TTu@LEVES?pekmqdGoF*bhW8Sqaw7Im;
z49^VRT3ywf6`a>nvO+RcWYjx2>JMU7m^XTpa{ALhvM)#Q8ei<Y(bh9uRVnN4nd&$)
z)58jY*j_LEvowO*@BVqUW$fe^ED|Z0sQ%4#f90D}h$kPw-<2m#g~x5B0AiWt&Hcvw
zsYG*saM8%Z;6OBi1tCd4x_>G*$OqjtxmfN6F;LGk!wGJtq;2E)Pvu#c?&^e<IQmnJ
zHPpIxa@5MX)h>$>9BfC@piM&T{pi?zYGu7#kWl_rO78rF`?%Qt72OpJY;7uW?rhrJ
z{JW)Z!n5@~W6Nws*Xvxp{-vqDRw&AkrB|_A>88xe$LmC+8(eX4Ox^z4yP~7}Gk?z`
z`B7NtY3)~I-TY&0Ce`9%IzR{hJk`&CX9L>0&l8{cnaBSCTu1Y2%8V(ZUlF_?x{Nt=
zwIKYpiKuB?K_FLl(W?%Xn|*Eyk&0;v$n*PM9LaIY_pbi{L(*0yQ?{zvSudInE3UAF
zDh?~Ql1Utu=G(Di-T;a!$l{bJ0+7|10TnH<{q04Xp4ac1m$264w><?>@BM1^$K9;i
zXGs3>#V8JEiFo(To5i>G`*6j#k4#`~{c~7$dUTHdXU@V$!2`ZAUB8bW&Go3R(*k22
z*7xgN?S<@O<y8(s^sHqcc-2ospwjfF7ckE%E<&7RoL5SUu*3lERdnW48n?Asorc^B
zxT^`fl`bw$O=nAV)pA4!tx}pLs}V{|rZrvedy`YlfL2x8ga(ifp8P25Shsq%GlNiF
z%uaA?E=6Z1kjGD|IXoJnE!?hpnw-I&w4Y`^lz^by-11EV0&7KWdFfLvr?oqUigvLS
zdg$#B$}2e_!)FzzYa3&LY9x&y?8_unk&bF;?In|<n$Wk=rhH^pE-dPdkya|V7$>JS
zuWO*O#^tSReFzMEl{}2qRY>P!iO)qfWi4bs!(CKbI*fd^Z8W7H!$-0k#3PVf84qfe
zY$fh1uU#=m@YI7(QT#PZk(<OEci11&sov@G7{~zEef9<Z?Lj`8tO(m$C|Jf-Zg`fl
zrp%>|4RX>%@i`1D-L*XlWDWAy5vzD-0f<V~MCNk4Jo_}8xvTfuWR~uJUIk{HgM&y!
zs@&Ab+*L5uDm^h4^O}+Y``U&+YUC+~29&lFHR1WAtn2G=+2XWq{^lwxvGUiQ6>5h%
ze(}yVx`ydj>?}*j3F%E}<ahntF6aG`n!9JGYjQ{ob`$OOC~LY;-8Xw34V9>m1Rh0d
zxwm8jTzySa)AZ~3*E7KCeZ@Zi08GBPjI0q7ezoFFIaN5_?rT}=RvL7BRg@oUnY?9c
zKjonO>(6d{BjQ_vS~$QS?NG<y9}~%rV;S{vUX&=i8>&a59~#<^`DiLRJZEa^K#+cQ
z#4p2N6E|0f-!4DKtVQs*#7)V$w;%8^{xx33kJ%z!b6ke$7%3dr4>=7nVO?GKfi-Is
zCTU?|?Bcn(>?Vd?i~&B?v?F6^MMY>phnlq+qALko_-fKv%Dq(9g=#u1nzs~W<BDun
z?g+}(jl2f~BB>%<7T(_{p{;vcLfGPqOL6I2)^_Tk5-O}s*$ftY6cb5#C`iaBrD)9}
zA|BPsYgg)u-!%-RU~5-Pmgc#r^#K&5gZWc6ZA8l{RW*=avTUnd>@B=Ns5zCvtI+tI
z=N@Ut*0>PoJ!$JBXM;wBI3v}q_3yRBA`)&Uv2C^cjW+g1Nn0C_8LV9j=GxW#$)s)A
z>??W*v?p&iUp`I8kOn`cOmt&$T@6+Ek$8#*Nu@s$?}+0yJ(M07^Oi5{$z)^Qn~J@E
zrTBQpQ~NW@JAlf!HCIBjFk!ycyjgZ*wYQRX9dI}m*lGGEtEc#KTUl6IT$#j&Jp7#T
zOK;+6d_Ner()8%#MBuk`TW3<6R?v>4GKDXc+B;%~)rx}mk094WOL?l4LR4F^Y;%E;
zSUL@)S4u>RzjzFu)zRy^jL|_Qgh3K1)!t?U=8%kF6X-I3I_ESge7Fk^er{<*bKLZ}
zej69@G<r-=6tT2IU$lk!c6$E+Dp-CWX7^Hxd@NRP<twV>%KYE~-=U?S$MenM+f6b!
zgmOX^T6I4&DD77DABi_tnx&28HqpeE=W|8WNZzOX_p7*QXP<`}q%Uk{vsFo)Au7R&
zXV=oDzVHOGU)-cE1a`5=V~$&y6+FT^<2cP-yZDWBCG2zC+iX>G?2K|4pXe(%_|>Mc
zOI!Uq-t)?4F}$ULT>S{m7Z<p+Ben1??C2fZ(%o6iarx4!`GkLWJ$|(;egf1LWP6is
zYaDa=1*LEX?{0bNOKanKVzRY{<4(1?lGFY@<#5@L_2!_w@wTgcEq>4<lkD?({Her^
z{?|114|KOb!`(tCu7b^I_cquvK#mIldLFeU&%=F6*Gzk<Wr1alH?$oNKDn%^JYA_t
zHl-^0QOT%CB$1RHt}}qV^yZ(d_|sI?tXkUPVp8A<BtSzxI%k|y)N7Ej;O`CCYl(d|
z^~*yAynBw(&pi!VkH9fI+Q&Al3{u|Y+8{#4MfE)K+PS?eUcS;HxrW)3%DGS_Mi~u?
z(2K_!-L0%}$1-9S*%K56ka`0~y#%>zao#M`B+|7BEa%(i!7E1FdSq5ySSUV~cVD@h
z<-F;bySwF>^(Lr5a-33PWpXyYJq>n05AW8;#IZBDRdp&!KH|9<#wE|KSkYOm{7YwY
zz_cb&xE`3OWhQ-94a6*p@wzx8s<1Vo9HEzr<TS6cJ@1hmkuKBns-AzHbuq5Nilnp@
znPr%5HR2x@!Fz~t>t51+>90BQt&|hWtu8n`W~wg4^0{b=z84K`;fTQ)#CiQI%C1-K
z-YAq2ozfrYUdOc|&`6AMBjfU~G4PFn)O=GTFeEFV=U2KV=_A^_A*RJ=rN*H^BvuEH
z?VRj*(6QaxySocx1+u6e1xI_O$9s=4LFTfzLq{!cjt(a=czscU1OZqOp}N%|ht;dN
z@fMyfEY8Kiu3N*fdEO(0V}<0_DmImlmn*{OE%9ql`!)5VsQwOrO7jO?99OS=WRM+R
z-Z9Au)AFw<`#BkBt(w&3OssM%(7ZSCO5;V-<Fb|l=z{>MuRfFSQ*lC*TLX%g=ek*Z
zW7A$X69-1eab8X0O<ZffA-TOw>~r$x(y-~#oJc9Tx1gg0nSKVtq4%dqyJcbMO-9*3
z7*&a|<z!xtxvc6VSR1|-m<N_3dB|$1;;Z9(tFkHiAR7nQy+fkTEpBCy{{YW3kF8PK
z(mOk6a~zt=#+UbOU-0Id+Mc~>YNH^w=Jo=;2V1rBUBFx~YKP&5lof9EM^H%p)Or0+
z=~^BkxmLI_ai3cBuxmzn*r{r8mr#&PuN7EM#BC><+q*;&whuMUI=aqy<2AKUbjqHn
z(}hHlvJ=AsF<foLCJUJ&BL!HB>@8I86^-Ic6K$yZn@-78Fh2e3p1fO)&FIR_qZ1SY
zROB2|_oVi&Q>3>I#G4rjB}lHrz_u3G5o(vWE4W(Q<rmzLKdo_*j3ENLFAra}j)$wD
z{{WV%7xfi=2wR$-9PotRBfpYWfrX4YX=TO$$87r7qv(Ds`!9vsD`<kp5om|00N{Tr
z^KS@vj`G%dY+{*(yvj=;=uSG;&XaVu{u^-U&AxYD2f3)5G>Wm$>)N#Uw{pnSDlX%|
zUQKh&BeCLDBmLUHsDRQ+NaJy=wOlp_N^4>zxiYkwA2Of9rV>n7ghB_kL;)1XyP0ya
zg;2fCHVB!ebjJAO=cfjjdv}UI$kk}>t|yJzod&^>2<uE5mBTnslj=n+0_?V2pZQ}S
z>rLgq<%(zVs>e{6F;-MKJ*vsMBHYOs8^4u301QqCFs(3@-M7k2)Nou*(<o-hHK0}i
zcM-{=;wtg~06Y`(sN7^=K%?=i-?<~Hs?y_k%4ysROoRKF{Am>cU`YLHNd`X}Vh(wz
zV@BqXZQ+;Am@$n;Pqjhf2yTqgUr9SpZ*V_#AsqnzAH(`nV>q;v{o0*%$u0apCYbQY
zG*aNM@yut{f6sa&u}sgnmR8c$7?Qc-wmuqaAKAV$vy(Uub{eawECWomL_axSn0^(L
zrA}=%ds&AYB?tAT5Rvvcxypm<%`cukDz2JE&Y5j6Io}$e(yoX-t4ks^8RrULI8(fj
zYCMWG0vYb2w}Iu5;ZPE5#P6<;h<sGehjKi-SLh9Thm9`RPw?f#AH3sYk8@ln!>u6Q
z>Wy&Am4s*UqQZKft!9ziSwjMh1VF!~a=O9Btr<V_&{tXI;MXgyf5=ro-xSv1&b3`O
zFHVA~-H=e=RO=boze=likFbRltTxO!$In_CP)wb|sLN?PH$zvfVUj<*4K|2G-Xa70
zDYlN{vV0~K-rVjP`3GOZwKcK-01}xq>MI|^TxwH+{{TG4^rd3Doqv@Vprgu*`=X)4
zQMJA3u*pmipWzhWvcdh)Q4({E(&V1>Spfe4vO)dPP5Trd-4xTi*Yl>kGK`b?QOblk
z*g^f#P5TAE_XR4JVVvY1lrH0%IZ$Xc>9*(iMIYIg=lBIbFGyMaXyrkn8PaW!@CuGi
z4$?t}jY#@cjnYxNN;wc{Q63r7{{ZKT{#1v;+Ii%{zm;AOC#^fpao(ROXk@p9G{)q>
zpOrOyAEzP8!lUr5k2&c)_oc{!$jko#gi_1?c`xNfYJH*TquH*(p-;vW`C7aqKk~qT
z=uKGg-Kp<a{C1@3u#x`&KI8uYLTcp_W>d{^%i=u<d?@MC;ZJ&s>BA*rE$%p{$$gc<
zY7++%{jBlFC(OWoO>}nJg{q*;$Uhq39#H44JRRd1Kb>z1uVbF2HM!`Y+SVhFv?u3K
z&#!5)b0x|T#<)`+P<A4+b>s=BmfiD`2U^#eocy|;p4#@Fn9ReGkZKn3hL>xf-ZLLz
zUUd4jQCTK>g##wJO;^Ne86iz6NG-01s_H)yEMo^`Zp3@yxQ%DxYcX#r6-T+RGQHO(
zxMHYHSA$QwzhKRrQc`PToNuEvb&nNKsZL)%H$hu|6SkV-MV3tST>Y+!-)TX&E1%B2
zM?uoXq)C;=1tjk7K3gMx-1#s8(*mp9-vuX{b<Cj?8LT<nzIm+#Pd2CrdZR9`J!-s=
zGgW7@cIXWtA2zB8>sdEf=1zvJOQ%fT6x3^@Oy{KoGTF<XX+nEe<X#<>yBgDj!z^)?
zG^`gnApv8+spGJBJSnc~-@^mCR;(TzPzT5;uw3)Vba`C;%D)$frF?K}(c#chaq^12
z7L1GhG+71DIfKIN#AR!0&%<GH@>g>nn2Y>1X)INH3U>u_n6}VSaq?EI8cHrcTH8x?
z6)=nr)g^N?Hai6Xe4?zSs*crc04T^5g5)9v9jW3m=}s+3Ujl%*n+K&KQRz)G(+so$
zCeck~Q&AadzIVL<Hfv>IcomC(rX-4fTHW(<DmfH7(@aesTdrtoLmjo}I<A`5@-YIv
z`%$r3RPkIEx1opK^3@3PVsXcM1LC%|9U0+}kfyPvw~`~sH5VI2m?j<S^izPsu*8K;
zPZZ?16x-02j>^CpcolMMCJUTYUK@|h!98oP7HcA7Xs-&jeoEFj+xLz^F0O3`P=)^h
zfQr+y)UT!?jLo*JUumi>rDYi)bgGtQMGC|@V_vjp%?q7L-5XF`OD_!M;-q;bjwfK`
zU{p3~wR!7SWKGeqJq>tV&+8{Q+Bxf;M)0_eW?(&ySd!*+wg=2`z;(?lTPV9+E=Fr;
zS)`Exup0N_syh<U=OWf`goYnEuzDIS^$Y(1wz9O+9zAPq^o4161OQa_`f4ouigW8t
zvea&4&lSzt`Ph&uynY??UnOg@ip@a#pjFsy5Ox%~jiXH?lZV4=x9(Jp;l%^)*KHgq
z2SH9Sp&bPr#d4#8Z374HQ-86_bXxA--90L_mdWW<suJlYa*%24t<toTCPn77Oe(a;
zPz5(oN{TtXQb$B=6JB$!O+1XjNv~1VU=k_fxl8ROSdvz!+7H;CUnCObmIpNnQY*N+
z(o_O=*FSq`5S$7VGjM3f0<PNHG^BA(wX%6;0~}Xrr0Cx&<!X$|dTxj2Y}~c1mT{|j
zajxPIYUyokBY{H^+M{TohEI`knwy2nP*}Vwvf~D+O!G~tsb@Pwaw}fuR|>0wImoKo
zmA955xK4$JO&}$lt1%>3Nn+bPEQ3EO$;NAyn6Oqg(OQLz!jUqMyrqfvpr~$nmcH4z
zg!-(5`Bo;5Gj9IGb6XnGC9MeV(vRg<{u$~TUY)B6wR>fr*f0lo@Set<?1-rKFX^5Z
z)vw`M(h&u-90~3l%R+sL>s|eygS<CsZ5(=}8i|%T!JgtYEf((hU@?!zwC@7F#r@3f
z9M;zZI%U^bA@o)QfO>VSaapvQZku~8#pl~qLAm=HZ;o@{oDqu6$+k_9wjT~WAF11k
ztfqP6?ov>3^{U<|_;;Xbeiy&Iwu(VCF&0KG-l8}5x<`p6)+BKp%%n%9*tYh5dcHCT
z<SV4{1@yX~!>vl@Ybk9Vpg*~n?+%q$x*d__{uA)_lY8M^OIp<h#Ghk4q)Y}!<ZF6A
z1^9mIdnAP1NByN}XSWhK`B-C)p7jraJRmhs56yXddo+4{nFbix4ditvis*Fh2SU`L
zhUUsGLRg^%AeSU<`f*#81$1TU-UZN7_RmPaNuN?SrhARD3@I4)_pLwpLVP~2WfWRe
z(?f8Cz0Uq3#yauuR5ZlU;nrTuQHtzpjWLW!?00NE0V1{hLucXN4#yN%5ZsX{I~62s
z41fCR>#<rG`iH~qB1>I4bcShs%Yd@nXK>krl5zM{9x3pSizbV4aigpWEu;MElLs!o
zzSXg3;ms33@YvO^1;p`@<|-Ko3J*bw!N2iOg+9e`4Yr9QOCk^$IiX#PL&tT*0tClR
z)s<}Am91@T?}-jNHBz(F+Dkd_gz+lGz<Er5X3wP$atLmh<qgvnXHJkl)G^595wl>=
zH5ALf1_RQeu)LTjmL(`x&~s46tbHNjn=2{cvc8oHUU@_0JP>i*S6VB@{u*k=^4D_6
z>|>NEEOXa2?HI`7syhl>jGgwxNUtgJ3>uEB;sk|35Gl#8S9IJ6?Npmih{?ap8@+0*
zP2WS2)R0){tQ)f8xsL~>y`H4fu){gdYtwJEguai<ah3F}_`E4^6N0OPDM~H98Kfr^
ztkKch+$6CAry{HZDvhPD+0$-n*rr2f7m7jq3Bb*Az8j5T)!JtOe6`wZA!N4Nd9F85
zjN9AD@o>O(tp3r}6?%3&<KiXoyzxZMoP_yBaCegA?G>}G%OhV*&T_?xCb`)hu_mpv
znJ$EMhMh(#MmH3lIj3}@fG<SCXf~W~6=K&6h6mw+%9B}9xkkt}b_s(x-PhKguB<fd
zYTDVlT%)+mdBYLuT|{0NwYe&`*FsioU@GSyQ(0EpRI=&5U~FfnHQ4wQLcF=XiCu_|
z4o|&DBEIFfD_+M}q-iHe(qpuSGqFZXW2x_47m3~DzAez^z3|z@w)=LD1}nn8AQ2w8
z(V)WDeiiD`=i(NM=QA9wG^(Db6}7GCKV{MW(iaDVn#$56^L0oR{{VWuFU6M1d@R5Z
z;H@h=SrbY+Gs$fy0hcDaJ8b}X!WOZPQ5@(uM#OQSO5<TAT!L%Tz8A*QYVt7T0aJcx
zJC)1JHDk)WL*ea9!y1!V>UQQi2P)sf<J2DYk-P(%`YYpN+pmYL{?Qn0%Z=FNaC_I!
z62^-m*mAYP)wMd)xjZ9uTZgT58cvgSsA+e}W{o7A9g3urSoX@M%}-1dT~?3c2k_sA
zrIyIz?&<ay#&Eyn3cF|}xl2IOwJkeXSuU(+3AC@=J#k%@oo#Vp;knl8-Q!~;72LSs
zlU#hBH`XRxJ==fZBm66%wef+~d_DGCqFUlJjozZMnq3Vb`<#vQC}|Y;Cz{PyMFZxm
zxAI}w=aOoQIb(x^R)}Q6c+c?)k~3^hU4f_CS=?XULuqLbnLN$46b`1n4&UIXir(E>
z;I~#`ou*aDqV^W2pQy9J`?S7QpZg!3dJB9P@lp)^n%%yWEkpkR3WvoV^!5J$zpGB@
zR%Z$1S@p_(bzPBGMhUdX_3K`Qei3+|AMy_$_w-b4@SnuX{{S%7KSvbz3p9E9Dg*KW
zr1vJJ@}ci0Pu9Cf_+8>fC;lZ<AEBsQ;g5-XX!F#MQ;smlgNZ*{X4FsP2l1}5UxxlA
zRX_11yC>NR{*}#Y8dcVpde)kSoR-t5$w?Hc$Kya0q`@6W=S+{@p2&lu(^Wt`RIs^x
zf5)SN=~7(jSF&4Myf$;VE0R_+MMDkW*}iR{<FT&)0899}ePv}Gyw+CItYZp70mTqQ
zx#qVw4<x9LyBa<SBC7z#<#qyFaKIhSb{;C#^xqQ))M2t)E9B-uAKj3DjdAfx%X1v5
z_tk-4tu{1$ec;5L_)ky!Ol2hyu0id^Z|tl;2wYs;_+L+!=|alTsW|#p?&D2~39^qa
zmwhr>#8AA4qJn4{<)0Mw4fnRXayQ-i+<!0UT~~ngf9&rMqq^cr{&V#0UTt(A#NIa~
z<f)q<fd2sXSGL=Qf(YVKfQlFLpp-nr#zk>Dz|OFP{+bHzjGrm4A68sz2;cP3Q$ms1
zq#wIqprNgSsZv3)euAC6QY%8Y*%#1Ki$FRGvE~Xq!9ZwX_=4R30A<Jk$s|@Tfox#Z
z<!8VKAW!LCR-?8{Cm612QyP+{NXmY6UdrKZO|)}1WE@5h9`%*tU0w96HjxyQw~E?8
zs{lYa0<ip8f%N71GP&d$%I&jDXmh%Dt$BSAb(a_!CAtbr?-|RdL`tcU0h0LORZA=P
zOCrkx?Pf9H3}Uf-N9DbUvWyM+-1t2Qr8L<l+x$dhXe5n;$a*F_)nnsLajf1~iX{MN
z03M&6a=JaWyb(OJ5TSZ*s(R+G(xb-!D+pd&`^Ku|*!15Dc*b2`!r>%ES>il;W7e*J
z!bLQDw@DDjcs1re0=Z)a&<t`$N$tn2S-F~9wwY8C%t+376eh;e+fC!<ieD{ljF|o*
zz@$GA<A`QkQU-CyHO1N67*ox;xZSaEs=U;(+*^xgc_SM}ah~R#*pA6QCD`u6+Q<j3
zTptj$tRIoiJuAwZLvX~X3Z(R@t&tW{mE)(@j%GU})ECG4L!1El`c%o|tqINyuBY8=
z$tHo~o!to^N`VV`MT>Ku2dzG4D<07wi?mrA3vf^2(x*=n=&o=tV+Y*VlIiFYEI1&!
z&ow-e!e>CZ8%;iDD<jrFx3rJ>{fGYg6jzyfG5-L0Xrq~ihpBkNJ^GYq{+JK_39FKp
z0nZiJ__^__L_g_({{YaMxwgYsEVnyg{nTMj3LYw($lkTLaR6?WMoU6RN}C!cQ;o?z
zYfjjVb5w=12I*Jefws{XW+}$#mRXfX1#?==jWl~lV_hp*y9%c^le~1Uh|1?2;Cbe!
zadOGANyloy8fDewyzU~sK3@-ckM}YwLrw79aX4cbtt@A%I2|v-fMCd+`d4LRqC;nF
z^7&&brMc<AuCX+@(2OAbs&BBUjkhjW2P^AI#1m(o=vI5(rI9!%<pg{7uFe=(Mh-gF
zs|^(+Sl7$IUe&U;BX3GkRxVFdk-D~#&jP8gog*HV-G64Q9z{8Hv<L3h-4b!pX+-r}
zwwf?M!}?cRntG4nsn*FyYF8bONpvMWP<~ZrJqbU#T}ZW2+N2ODqTyqmk48cKHF7;I
z7x-&rM53G&4%Ds|Gm^nq_-evhC><)+1uk()<FN|B0qIf*fTwPx%>XD+DR>mk)SJ1W
z2{%%1sLRs}Pz0r^rRpNo#(F?ZUZZI$7Lu4=fs(V-Z2VITR807w2^va_%TTlCnokq~
zU`<ji*{t&98U(mKXc2x)I@V?7ipmcHtt8p&QW6+b8r<SFEeT`<?XE)q0K=yz<*!_t
zC1J>{o0|l3c&udFIwF%tj?Llb2Zf}IKycvguTp&_3H!8zNKAvampJ{BIo%4x!ayUM
z>mrPW=|naQ5!@FBtpy--uRgvNRG%@;EH1Z3UB$ncj--9zisx+XXO8W|p(Iyk@Rl3{
znsP)(EQ2S$E3%%Ev7~6&%Yq@bPAcl#ZX6CO+QKvUMOcn7y{kWA4sKxjy1mTR($KIw
zYVz5HP!_F>dQ$Ec(4CQ@rdAffjzt39ROYM~6${D$>q)an#=}kpH_qB>7nk0vw4C*&
za?&&f*S#;>03B;3rN?@O=RUNqS1LAM^a0kY$*8CYCb1{EZ(7K@y^wb_Ty7~HG@6`a
z_=Q!IR*ZM9GHpe{BPOX!sXwWwVjD>8=G9_s^I6m0#MwC&$VsWcBXvYC<YSD}NS7mi
z>Qr!XSXVZ_Ya9&J@ksJ_HK7f-d}gU=X4T4?ZkO|ex0>#ByATj%aBCvQG>wL9s<DgC
zQL(XBwK9}MxVQOsk;koL&m2p`H!EFu(5@~M9%cdWP!9u3^Aj;Uy{YoE7S1+8E+al!
z`PZdl-fC|GBoeXv`N8d8m;V3=D`0-{hCM0=_-$)57L+qLsin%o=L0q4O%~P08>TC*
zbbD_K#T1dr6ULia9AJZ5BjL@Ic*%SNk<D<PGw~jwrt7!*Z=bmU20g>;k^HD@LZa2q
zPVHv6)lv}u04kOs9@*<z`YFUR<GC39Y8!24PwiEn<%ZsJK&Z64`+HF9F(4dc12iIK
zsn}`y?xm*STHZ?-{_g~SM!h#i@xO-u0I{u?R)T47RRYSxa0LDwSBW;cV!b!9^~Nbb
z;UKpi5zR}9otoJC65HY@gsi~(J%b?w0PM;9$g18V_?@KcS`FolHuD#rGJu`{{VTzj
z#5UvpSxA2xQ{p(gLnq?YD8Au&9>w549NXx+QPQvBEpL)l*Qn24E2YzXP2qhNURxHp
z#ttGscktrAd0!KS`?lxtYLosF*9(DeKRVk(NWO=pUHFnK&l`Vi7}_|zz{N9?0MGc=
zmyf(zXRo!PvfjQ>VB3eTKf=6#_@+$f?8!}k6U^W8?w_qy&|LQI3*sHRXsM=Z_J3)K
z6d)kuBerTiL&Sa$YbjC<00~)0Q@rqN#DC!>xg8=w`O+U0T;m>8f2}PC%xP;_Fl2vv
zx&HvOw32S~b|~$dTdi(usQk8#Kt7d0rDi$irLh~O(Ni0TPg<m?8ePi4Ti3N`2@kzb
zY|QciGx*XCk5Tw<_Dg%yXk;--a5tiZka5@P*1hh>_tvqpox>e#=g)?EOW$~kTbz*<
zq&rJ?-o$bG8uwdEzakZkumBFinz%Dt$v%{ZBk5GXv{OIpX~O+K=cuQ4D<apFeJJw%
zs<6FN(m-k7Ydy%Pb{0jCE|X`qKyLHgP%e+JT3UsXjjpBhFk5SPkYlxScbZncaSJcl
z-vo58M;Byqkw|Y2eQ9!<#;Z!l&YHKw&lFu;v&E*l6_ft}3cJO`ANZC%eLimi?nNQF
z=tEO8ZtmyI2jPE<hbK#OQJ;psECA<9m-4Tv4axrXAi6%HfgddY0K&TQRzKtuKmGD*
zCh#ALP~hnoANRqps|Cp)#3|otQaY*pC<EmY;4c#G$<n6-{lim5;BOJDDLPd6{{V2;
z)W&6D&fm(AOc#znDm4SbG_3<&MM&;6>D3q24SH{c?4+}kGD6Yu++w=FIC>Atn$ma3
zAB9b|xu>+!#fc<eExA1_#Jp{zYInNp$!%jisgJy<O?w}l-JE_@8Dt$9fA5;wok>C6
zBMH+}-0@Ed_+tM6`(+K)l+lIfE`(R1_@_yEbXSTbEZcZh8Lp%457P^uTv8b%VfUBv
zr#iBey@eW4im~%M_+wgG+>J8l8R{c7=>Gr=G>t~a`d7QMniX&`T}ZD@9%{CCAs&Tl
z!b-{seX5{j;8Jy3PeJ=6+B~1)%=7ElpV)TL5G>S7ET@sk<LTDCLhnksw3NonyPm7i
z*U`Q!xw7(R7K*W%fif2R%xlN4?VaUp5y7q(S@RwL09Rb9`<%GbZcT}GY^t1)D#XfD
zK(kVLF30)TU8dScbAM@TDM;XwRT49ussQBV{uQ0$*0lcFkXS5hW+rh6kM8XUj8^b&
zQM)jy6&GZ3CpDp?l4O2(?^Ka@99Eu*9z@5mq3lF=Ak;aK{c4(h>bZWvNJUePl*l=%
zM9A#^9<TgYS~vZ7Kl%x;t*hl9hH(kJf1|JcH7EZ79X0iZDHR=r9Vo9e_=)2kOGef$
z>@1`(!~l{<U%bPP2j^XnhWtlmuiI|4X-SP&f10=;k^0iNQJZv9(MSZMxxX6tj!z8e
zhUyrElSuwtdFT!^llfMEg1l!2x2MGw<=jV8XDZN-l%Bl@eg!){!0jvM?~WKgIRm(X
zbNLGTLcVMG*2Mfkl~3@%pZW-=4aD|mm^h{Z%}D2(V*Tt<BQz879Y&`jrksA_pizJ+
zB9T0K`#kySxBAw4FjrHN!3MjZhW3_s{w;>u`XMY1rz(5#UfkXZ@Sb?mqWq0jhHLyk
zy-i2KntaH>;vlE$IIg2$u5(RWO&-;4tYQ&DIw<HW@AjkT8*@VgRHbtMIMn|Dvh+zd
zxDO}FD@^LmoNPRM)l2Ie9cdTs(FaxNrMgfJ9B0D)9L+7pr!dbuP@k=OkCZDW$}4Ru
z*jw5nA`Xk1m|r>j%%kXN3mOd==D3Yuf5h1b{WKNS3&}Yk1|M3XHKY^FC6WSI9OpFA
zEnM74{{VKsK~D1OkiQ@W5w{eg{j>h1scKPd$5rlSOK6L^<EA}LMs)}63w>&w(wE6-
zoSveMK+V=QONbyMG-r^Jn8#dKHDRvYKZ$nS+Op*^syd3;xzHoKnXV?D>&;`FgOBM|
zQ^Hnab1=HOSqR4M!#~Q8CK}%7RcU(-<+k|PdJs=FmEwhG(~>oPg`8yjQt8@MI#sEP
z26rct&e<lbUt7<414iY_^cXzWZ9avjt*OOpo@|mwZDk>i2l~P~eQFIeLzhxB&*l*l
z;R7E2^$x3|_=`)pl<Dw`n^`-t<!a=5y~dxXMQ*V$bW+j+y-q0ROK|18(5I^DNnvfe
z+CeC82=}gX<3zlc)s|`D4CC&CIIGuMoyFyXGmU_;B?oRzX9*pDd${AiO;yt-#QqwN
zeLL+oaP0HiJO*ROTCs6sCA3AZ=M3_nl~CgqO4{SgypB&X0+zw&lUwaImFCUEI}ZSw
zXiUp7+zI1}a6@#*Oj2LM%`{epilF4M?rUHyUo%EV;m~H8=0?~uD()R9V2D1%s*$8)
zrw1amptFuO0D+%+u9uMcjHQ5O>zYrtD#s%kH{|er1prXg?qRpy4sxfAbu_wVqufdM
zo0$B#v6M`5ezgU(Eq`+NGk~$E#A@A1&sx+Mq7}oh6adSxO74hY{{Tv(H04Bj;F3A5
zNL?8+_``IiHn#FG%7O<<Vk!Bt`n?sQ_BcQ1n^8r?dT)%g{jU~3=YanJ(3-i-HFe%7
zgU!_<KlH>8{CTS!Sk`>EI-@%yC`4G)!qX$AYbBN{Z?b?Xau3=VLc=GeTZYF1w3gfh
zR-%M@Qcwp_%obkMzhU(PwuB=cDDsD;XqAlRE0~|z>z}$RXza1jR=1QXLIGEEI~1d{
zCZziz=xX4=rO2glE5~fB+NKc?N_OE!>IMQa?M~REwKIJt`T&yvQsh)y={Ha!ZNigq
zsCQCspk({$H`F_+H_!z8#U}cPc%<Jz6Bna>LB5lH0wym>zMwKwOVSxRdSQ~GFHABI
zS^${IQM1$yFTF6ylRy&}q~B16puQ*p?)a!#@@hAblSnzB2ZNJJdQvE-H%b7nBVg2i
zWfQh4ubIsPF00ju<n39?{pxt+rUlmIRY`|aRuQ)fj%4{wM51d>Rx_Q#o@t_C>M>E>
z<YuxYyC~Q-gH}4zxx6k0J5m{iV2k>2z0Z0>v9@kN;8T9n&18M6J?Q&Ky#Zuwi>i3K
ztTAwD;^*F&jjy$F)|zg;>m%(Pb*3AG>p&XKb?;T)>)x{(;QG`rJ0A1_qW5DRY6iO=
zwVv{vRd<xqDAPAtJ!u5NyNb#4$nQ$GI5g}#nsNX|WL`&*YRB5LF;%CW5NJpnFz#U_
zoK+bu$*ozOZm7TwR*YVz9G0z`SglAsD{0^dwKZVpr7>7#yf_1jy&G*f#SzDa=}!?F
z2Fnn+&2;)C<S+#BT;04pjMm+Q2&5HAmb9_xmQxagn$$^h22LxU(<I!3(zfDIM@rP>
zmW;9Hbor?_o`r=(%&I!`?M*&o9F7G9kC2}1K9%IZ7Q8JT+_u`4w1I9;Rg-Ra4*d47
zR%l(@CHVBkbN(lnO@~69U(Fmb$lF6RfJq*ir1k`St#cm92qYh+LI6E0(r^43;kfMN
zy%*A|bx^Dhe@fwol-E~MEt0W?I>_e$RPwY{%=`*nqZOz$h}C&{Bw^H!1tV!okCc#q
z-xT>pb1dXhzOGHC$rnZ^>r_IKAyxz*dRqY?aqCOw3Ouj{CeS~G{#3v>`_dPuZ5@>U
zRJc$%6c0i&{pcL`;+8-$^3uU;B&Q=AeNRdNGNZVodXv_+R>~HH2DL>$-UN*Pbd6<e
zDcOLz{^_S?E14UGb>0T>qxhcn)n!yjzGpcZ$FT2N(P>b|2OIJI<JPtG&3at|<UOPt
zNAcj`;+Df&p4X-5@aT4;3kzjLI4(z5Bf0mj1$pz#VxOg5#i(hPx3Q@Lc$Q3hWM-{-
zYt*T#xi%{OpsD%d#UE+|krN-Ft0pMabT~e=n-mTdVvCBz3w#N{g~#Di{j6i|H9O0Q
zj1;BvBN)O_aoB|3pg3U5_)ym%kPtEaDnV|UC71J|wy5GWns*h2S0zUzeQA8mWOMbV
zypVy1<LgMK0tZt-Sa@y^T4$KVa7g?pG5-J(5(lLq4b-t7*rMTK{$Ww`NzEqWPx`@{
zXKlxtg=JSK%MJNaa4c_dPF!M}_JtYCaZoUkWX{3|eAAUx)Sid9qTyn3aJ>UljmN!J
z*mHxx`cNZcd0~vvbQUdrr;c9~$tIAH6}a`NnE)JsMMonLF_55lrUbjE&-%ebOL>r0
z*Kc~H`h+p$HOi7H>!_oy5V7~i6s`rNo@Q*B6yl%e%A}pjN7l1N&n1#4C)Z)A1osY~
zEO^iRCV;VV=bNw@t1`|l{5^Li+vCh!DIKdZjQQQQzbsZ~j&((`w6w4!?|8$o`ijo0
zvNod|$n)((QkHZvO2yfD4eBc$2N?kSgH|qXWAhIqp0$yCstAtAvhH{Qde<6Sozjx(
zV`?jRCCr3O!FL=0dQxgTg^h}_$qIR`-A_opv(w;v$ih!FeqfC7+kJ8P)+VhRM{i^p
z5Oxz@gSE6g+dH<*_zqnCD|bSVHa8FNSa##*Z>4pb1;6}AE+qc|YO{M41*ywlscV%|
za0_6X>3m7x*fc*6*=mtp?`gLDxg6wYip0E$S=n2FXpR{rL`kQTL{GS^*$Y!BN>YnX
z%c!}Mx!8OoZQl@dob?Rf`U$VAE9B1uYF2s=jdc6zoBbXqJJ@!}BEFP|#=aYz0-D9A
zKC-C(wQ@`$s?cwUyc?wWnd6fA97`Vo<2X3<t$jaFgH5!G-U0H)fdddSKo}XtXGP-w
z01rx7F0p0uoE*%f`qab3`Vlx9#fkp_w(I^hwb*twXsplpNOW)d3R(XE-{t=R8h7^g
zk+*mDou)l}<^KR0Rss(Z_<qyGnqygA?gKlOl;Ep+)^~-x7iZzfHe_5#u3aT@^C>y+
z_}0MJG?p8NqiRR5nzVmzX+QK5wEqCVtNt}w+QQRwLlyHs#<P!zcPIXsNB;nziuxb^
z5)B{zf|j56`G3Z~arnV?ZGYpdiR~wjc#Ki5_}DPc(cDmzOdiK0;hzg$c(&$rx0PZ@
zMp&B4xwD&2)b1>%V9yJcBzslOI{yGt(WZH{yS9PdcD6f;qQ*v<<(<pTBNk>o&19of
zow+}Epq;EbVg8R$HyHX=nMe9Cs`88#`c{aPb$<=yXuM}?$h(g`eiifw+b3xVF%=cy
z9}TiRWo$sn0P*-&&_UhE+?#7fu-N8uz!D87oB<h(;+XNs@A5EFOXV|QIX_WO!nq<%
z2`3Ss#-?3|khrS8SWcNV_Q#iy#2-OLfR`|a<$?TaRWY7{PvcpF+%ew3^Xh73O@kee
ztspc6ss<Ebdr~yVv*7wwGO5^c?MwTkjo2TJ11t^PpD^V1r82l92c<#gL!5O!)OnGd
zj+6m6pE=+KBkNCDrS7Bis25-vQTosU>r4sE&C_K><s`^uBk4#PxB&jNA9c^;K!&gG
zmkLW`)|6aAz_Te#deVhloMZE)01>pPq%cvuWe8wuwbq$$a;MFO4t)nTKbMcV#ZRS2
zEy0f-U@Urkv@kKG@STxh!Ue~C(l>>)zq;1Rk9yokNrBrT$n8qe;AF@%?^9$wPI&k)
zNpcx&&|;Ci1*fqkK~Q}SbPnMVFmc5(FQZi@-#<grjXI#z=U2d1Xh`!P^QyNV0f#Y!
zmA+=jTI}uTTalQsK<WwRlIjU(^8CCm$J}sxP~#f~*~7{3?RTBCoYY6*)xcr4;1#b!
z49%6=;CK0H%+9I;Df~q~R2<CnnLGh{SQVc*>Frgf@J65k%z)RW8EzLPkZty+8^RcF
zha=ZCa-h3B%y>gs01ZL%zKjeoK7$nuz8KbXlBbVK^?xv9B0tE}5Tt{1E)IGcIZ&>7
zSNtQo*S!_%TOt1M=|vo<E??H;4SI+EnUCgbh=^8}uaC8-`-AzK&)x+}EKwK~te^^E
zlA2$NU?w@KqhVF^PFA1`pz%mrpb}E==71&LNxGpgNxpz4-$}Zm-$wcXn{_7ohkYjc
zKux}l^#<xq)B!&FP4y1yP4odVdQJ5SaZTSq6Yr$oP#GzvN&v84kiAwid((W{0JXlF
zWU9tmVU~a`87Zb(sAZ-ZXadoeqcYWFEi}nM6PL-Q4N$4gJ8%>MDSC~h?NPjdRAI7c
z0$_4#R9w_?tylvT0Am80$BI@p8R<+4cP+(HEzMrK99Cl-H3BUo@lqr6RS~$ShQX#I
zS_vxAP|I0RNs82g_bxF-hMAjr20`MvO-3d{NUr*LcM9h<TOG=9D>*{u(5YjM`$<!R
zY3q0IRdpCz2@e&XE{N+{IGqYdLbo9Isg_`S*E*MEcd63%r!=fSV|YvNP7<2OTjA?c
z3&HC}g>zTU<E<f+J?k^=gVv9>4_bB=%>wk&;;4PE-jnTF?@Gf=y6!PmWO|I;RBa|`
zv0TGl&#gur=9P|V1u<NZIU}tyQg)hMzzT{<R|lE_vYeUCEN#s;R~e|pz#g>8Mu5Q-
z<q8dFo3Nv;L~rnV&@*)k;-BUqtOdU$b)epp-kB|(8eFJ6Rm)qA(<l|oLvUNYbQ(ID
zCtT+q)X^=Tg`>0VU7+*a*GCeO%Q5;2#nNDms;Lc}eJgzs00{kSW0FqnP*HKkIJ#iu
z((UyEnCp>+Y<h|b7}qEySim_x+*gTwR=Hb$6h|vw`KXbSEei1y9DLsSuWDpGh3o6K
zyuafA0EdCGgTxS@^qAdXXo?ag2dCwa){`ka9$f@CdeU!cl`LaFI0u|mdY+{MIfBYC
zkS7Yc{%5^Qs!wsIX~M>J5Zq0NmNe+TgYeCBnJvvE?1An+OQ~cz-azye)ps0*KU!`*
zsc}G9u@&Q~!+gu{Qb`mS8(5v7^*)tP6!@H}$7*6CWD&^8*9L$`_i9O)B!J_BIr`Kr
z+nXbbMIq&Y{t-<iu+GtnYY~ysrhA3^FpMS})_@iWVU|3z5a9jXa79}aEDA6N@8wmZ
zK3q%d)YA#wl4ubl&nujlG|kQGX?uEm(|c0_#5c0UK+adt){@S*NV`B1DI0U%u?;>M
z3NYvKpbw_>h@?6WoYxJqe<2Gha5{9YGjM>7q>)^=!>x2`z7~Nd%S~*2reZk2>CfR^
zX8fP^OV50a8UUu(jAa3l#yVheQYFI3caRkN6I1^5AC)3S_h4uMob522b-<-yxQxKy
z41H<i?%=-D?M-V*Nd;w4r>MmuS`<9U?d*C}0#sHVToLrAe50RAu44xqN!_03r9aD6
z``9Pz)|i02CAlk)b5BVjCu*|f^c52{Dx-3uliM89I^sZak3)`>0Qn?^8w`GLK}}iX
zEN~m@MJQGK$DdPC2LUn^fK32Bu2*R#4hMRHW_B4!GN+*oF;i|(q~USg8f!_F#7Iy3
zq*4MICAdezz=eB~{V4lFh}ikim+ga`QjnYS6o%+`8gPOv{Hq>+*`Q*^;!%&ZGiSQ4
zDc@y5(s>)$ky0xz+yrhtDBzK|bqE;49DUTW6zJlJsRA_sbAv>TcCZ7ddaB=O+*&CJ
zL)Ae3wC*Bv6d>fng#9XIC<wx)K9x=&+ln>Jfx7XJ@TN-<G7Q{EeYpPs3INb8!OG+x
z%A-J791MZ|+R8Sdu~oaDEB??U`BM34R1<K_RP%#H$7225GEHYJaRMJ1Qhj>Yi+Hod
z7k4_li?UW&z)g%WR~%QcrOXVt+*I`IS$FzAgMT15mat7A{wB^(<ZC&@oYI|6PKShx
zi<|p_ZD|wFGoAtr*Qt0T;o4YSN2u$HCAz?9;OeRM^)=RM)|x(=rEIKWg!-!U`I@id
z4-(sH_5vs`5iZ>G>ZAN=D8>rqIZC6knXN+t-QCY}iudxlRorv3G0*|qj8~HQ<gfO`
zN}~WoI3Gb>%y;i|F6O&QGI`H6=l(O4N#Yp*ISQZy_*Qi8=G!%`WlcpH7SWLlOM{M;
z+vstD;Tao{3mpD+!wdfaF3el(=yRIyv;bSc?pbk?arxHLIpfsjH9@AO$w=jxfCnen
z@~r&Zo)&op7t6MCPpwdQD%=h#u4dKEI6y;`xIc)i@!ig&0(AVV4&H6gwA7QchZ{-9
zwL6QH-1}w7ITEIRl%r6(2Z@k=6@rq>xp_5zXe1NVQ&J9F8Xwv>o#ssbG=FJcbn{UD
zC;V#?;#XNn1b`{A%^{Es=hlv9Pa(Vgr+L%NPt5-SjVJb%-*!XzpYg2ypf>LHQfcH4
zKsW-QJ0B`F+fceAs{a7rNBnA(&pfA=U(Tu|u2>A_iKbZiG@Py+wj@4hLn6~c5_7y7
zswdvyRfOTH80=b<f1+g7dx63qYO!{4VhHuBvP_ajp?czy9geHvyKV7}x8wY)-w9^>
z*&@Dt@DqjcZJtg6Bz~3esRVgAG7rYIh?qRM1R#DYRAPfAj~vh<C2%Ew(wM?#7+Ej}
zT#ijphp)~{d5jeHG^PSue)3K+jMZ}_-EzEi80MTVT#!7r=e+<*126GYmQ1lybLwgj
zv@mV05$B=JG~C4upf=&2z-E9g`M@8Q4k^Z5{p9*o0_8!*IQJDIy0GVH{AmE6XaTZ#
z9S0RKelw1Kl?ZU2nEF(5-3<NVpFvD6Tvu-60-Ez+W09Ju*9->c&fj57Yn{ZQjmY%^
zfGmfXe^IuHXOJEcx6+YaN@Qn`UMZ!Kjuhu3wIPptsN)NjA&BqVnzv}HmnW}UYQ~Ge
z+6H;a%}8TkL5|c|2|m>du1g+iBa#-$Q;(_Up>3$AuO8W`Jl)QrP?CLA&;-+>$&#`n
zA5eLwshuOo%QBAO^GdBZnTLrLJ%vh-&qY-ftUHWJ5@jlcZXb9aqLr+od=<bxqMYjs
zf-)741cS{*x_fbezI0%E{M1{xU$ED)l;dpW06dU+HDVj<n|y}}H({O*D7U(X<Bhu;
z`;Eb;$dK;bW6!>6S#%xyj$Kk&4#BlsviGY=b#gJdsVA_k(2%*{F&ODkI?ryu=$9OW
z#BvOe&W%uL&F{82IBRdosRhbDLtDQ+u~_S^B08nwNp8e-##H__q=(H#cy2=}?!41h
z6VRC4MbJXv{VBg_jFK7?gWnY%Cq_AukNgIk^T?!c!2GG$S0v4^qkgnhA7>x)+<sz;
zEEhI)w#DLq*D?IfWf?0&#0`t&{{XH-`I^TsS))=@B^&cqi&6)m3tOpoVylOx-#`|8
z%24%FeI8{3EtjM(RlLeP$^fyxjrCj16rODWSuaRrs-{|Ll7KB4J?T8ktL9P}C<4)w
z-kN0hs-{|LmVhl8X$-Yc%S<xR1;Z^g%T&zX^wT%J09-QD47E(nOfwn)xMrrAs+pA2
zOoY${voF0TnV$7nF{glYOhmh~YDF2S)p@D93PT<a1xE5y9!i0qngEk_<5nVCtrsm<
zW55(JCQ*S-Eyr4n$N=k6G@^tAq~?;L^GB^HlpgfNHsN<IWy+s5YRJH^TB9fw#8v|o
z)@&M(ih^D#h_?itD^lJ}5zS%Sy=uVRP%~u+b*i^^qD4GYt>ndA05J8SE_wF1rR7+K
z=C~`{c_EaIq+-3g`oK&N70PNJ9$6Tjy=q)8X&Kn_HS-TZYSdQqFz9QukHdjm?tYb_
z7Jvf%%4&%HvB4OnLC7@Z4t;C4n?WDls1Aq`4i>A}qFrN*nnsKor~RSxV>Pv{*?B13
zSDszon66oBB~HUtE_KO#4|<tybKbbvwI6!Wi%}TsS-7)RGpJc|I@83S^@APwJ?c?@
zJ!))MF}1i+ya8C>+8*?WQ2=$K!{#+5oG9yAlivVOHCE$L1RiS^>i2OtG}K9y&4#|o
z`_v1Jp0&;klb*F^E3TZ;$|W>ynF$?fHj`DLoG={Lgcxd;i&D7MiHN5N9GcOJAaTH}
zNp865LK{UpXd8;|JUe39R^v6zM+sAqK9y}XtzOXWwV0vD18!>7mgZ8uv^{#p+0r$`
z4xKASV`WfT!6Ljsc=yF>L}@t;I2ewjKM*`=<*_r$4mx>U=klxPM>~r>)nmA9k_J0q
zQk9ewy+ZNV74v=Ox8i+3tnYVz@;6lj82p7Ku<NU6Cl?dVyB{c!lh3t7s};EU8T3mK
zA0k+@)9;Gp{vbS4_)_Gh#i6*jb)6$K0!du)jPusKNXxB75SmeRNn$n)*;<mu((>+2
z&SeRoo6OA~)pQzzF+54ANvUhM7g7KkR^Npj4E7b6F<O2mvU?p|?nXqBLm(ryWdl^5
z(3-I9&<!O5n1!Sy=9ZC;C>YC!A|OYtO9qXq-bS*)r`<~%eb-2d2l2&s{s{PUZQ_j`
zwH-ohh@vmHC5V0Obv-_n?0OE94uPZF>GtK`C|3wwK6CZrivjZ#o*LHUjih}h^-)Gy
zj4gmaD$Cr!?IhROFPRj8R4D`yR2<iw>fZ<SYxwTxw36a0*)r%d1Yx}~jN|d5!E?mf
zvVAEkTl*WWD*j6=*jg)yj@DKfsI!s41KxoF$m>RF4=0S#Oa}}efY5k7DU>r{PzSVp
z8IDP`T~is_CPCMy4PKxl^3(!LW7fEjg!ThU@M6g_vden@aTw=sZ|7a&N~AM<*d0bQ
zOht8!1tkXjo=Z|j6dk2DwlZqNURtA~Ic4)c>lMKIQ_4jl-I6iTia=+y@+|uS$OAYh
z8L5_OISRbgliKfK$i$P|AW*S<{4gAJ%>Y7OcVK{6b;0RLAYG?1hWu*4w?yDZpr1q5
zkXW$;D*S%542fL=1BE!^faxJQ&PQT6sZE=5IRN$@MKPgh&}=6l;O-O%VycE1QJ-T&
zl?}9lIHh>puM%u;K~5!7H4;dGo-%mmfFdfc!0o{w#omWp9INBnrZ`iO%1?SsBd+4R
zeP|1m*tl`GV>hWa8>G?<2|Tv{0A*_MSl^L?y{a!SYw$9s_)lNXiw@;&j~d~mc0T-K
zr4sp(j$47-rAP<g8-Yyp$0Ck^<ZT^=0vLp=cgJx`SybSSszy09g|~vcf2Bag@7PxZ
z&`<&y6LXX!aO15fnCe$>1bT{U#~D^p0|Dx3e2gNh?obX-J!xEH+dnZ-0H$qDNy4vl
zQV7S)MnL*hA~PF-iAeS1AIgD<%DaZ#bjYYAP0mT{^s7cKiWnCy++=f2ZTmPspK1h9
zm6klCI-$YkxUU)UMZT$LsLd_hi!^M+tD^!j+P$@{)>3@L4WCh2^XPhg!9IPeKh~31
z8fSpTta);&4#S>#qgK0Hy+Nf7oT%jeE8FDomW2GalNtOCQMm91gL2`Gn?`@wJt-lc
z9ON8l7|nVFI_;Ex8H&*f4~|83pYW{oG%X})F<=f9oPvKU@~vJ-?60S@WMpWZt_bv|
z&?jKMk_QLS_w=m)04%WMYXRP(^FtixBfT4x7RGt$O)^;`uGZl>snSU!7!l{|RD-vz
zJ9+gq0e8=kpY<P=9(;qWO;rS}KZw(W?fv6S3qE;0U?=dPP66TuAB8|CZ|_q1%m-Qo
zSo>G~Gk?mOXG7K&{Hg(PeQ6EDde8*MRL2pp{3^VmWXE1TsZ7jz(@dw<i-0OB@&-*x
zhn{M_^G*+g$*Ey$no_d0n*-QZRAUE<)Ub$OTt{oX29>so?ybHJUb1eNQH?Xm0A`4$
zGnnu@Z1HW0{{V0LSJ4}vaViUQ#zrg8JTvgx4F_0`^5*nSB65k0SD>&7C(Ky!>BVT3
zgvo~0QXKMWhiD%*@I7%&1V2U@_NQ$Hvdlj^Vk1_F<YBW)3U9y%1Ju$>5GeaG$mlxL
zA{!KMTpW5(1fEhEvJU`pxY9cA7~9XO?M*I)f(8dPqD561Vfgo;M2j9U4p@5Pq$m#?
z7oS>$<c-RD_B4g2f0xSye|VYzoW&l{DFksK;HW;d)ecvT5kSvfpo#}!?24=R^X=B6
zcqJQJCsjSc9cYot3<1gLM>QJFGlP&=4ufe1fdr{_kXH<I&JHM5nUBn*5$Gw#Sq28u
zzgl>Gy%!|<ng&A~HW--Oc6*9gr)HIqql^sXsmJG1mLw2CQ}xX-$tp^y%3P81kU0Ek
zxC`<TlP(8-Xk}o#l2D{}$mXPMl~Ltjp1e~|0~KJz_5@LIBWc-PcPL}q4gDyR?lR+d
zn7H&xP|*T+L>KX=8))ZU!bt(@3ge0Zfi+t>BxDNX2a~YWqfxfsgc1^ZVGSs^V!00L
zdVJU!{VETzU2e+H&$$$8Jq42X7ncoZa@pf>LO-Q7uBL?viq_%ObV4~lr8TWJP34yB
z4gUZ<#yAww2CW<AuQ>kzXaR~qPMV#*^orm#60+{wAiy7uN+pI#N-WWmqbHiFHND%W
zB)UfWfmQs5hk<a><nx?jjX=L~1;fU6%@dBhTLV9hVzg|5ztV&g4ycWl{OaH+vZ0oF
zO6LS)Dt|7Od@Y!Wh=fc}K_RJX<tJk<9c`@R0_D8mI<mJSwXF5K8@2gmbyn%-jiCJx
zdSSD+e2tL;MNywm1xVSAzjUbSLgzsFS+(Zb{{YWu{{ZjkqPY*Szx@5b<S3(_U4xQ6
z&qeVYV*Wq+<Ug6LQry<JiH<cG{{ZWV{${YtRFpiLVR}N<8#OT!ho|qVyXoQR0&Vo0
z>Js$A^Z{qgq%u`+GMZ#G0c6QZ=G9XrH_V_5Mp|i>s+lRKN<drlX{KtZWTu%Zfo#o8
zGW*q2EilVK7L301(=WYLGE+>H0cgwbO)~q{QuJ=8VO+E3Q%jRjgHkO3JQ7Vvpwkpo
z=mh{d6E!-fDlouMW#g>?Pmr}6$&U41ruV3tUTClqyXKe<O-37WsZ@8S1jyTYryG!?
ztyGpxqO$HUcI0NDX2ah90JTw@zk26Q@h$hM>vB(eq$6>z{pefJJJu7<eQKn)r903E
zSZ~*FT9552$E|V4RXN7$xo4;u4_ax7oj%}2K{4x5!6xMt`MFwTjDhg@t!sCzDBBNO
z*3XbADAh)-3u$ryHIp0gD$Fuq&<4)X;-Qk!TeT3$z^h<}6d@U=%?D~cg&nIw(yO?@
ztrHcBazdnZs<Oa=2*p~SO_?>HEzltIR7u77rXV7G4%On?qV2wZE86@>+v0lhooHh9
zswc5gGr_^B7G@plEYK?=i?QA??^1oay=sPOb56tNWz&5Aw8MPlRa$AKVCH1cbnV`t
zW+ddA4I!i#44+zhxfH=p6wsM|+HwzC+qAhD9M?A)#a)JCxT<kX6xurbdy#?7Xh(3o
zb6k`cM*^?KbWS;;Q7zY2I{Rr<`Wm|JI78$js3Saz=QP>LkY>8;E60UK7<p~MQklgn
zwCs%4Te7QJH1SHpaF+~)kbnkHp%smHr*4U!?sgX=9K?Fo?bfLPxp>|Xleqi%AO-XS
zp8{H4F^XduK)gtdGxWuAtqXeWW?9`bNg~D?Rdw?kMi>c>->qm{>b9>i#khd6=R6Ou
zHCppXw6_v8S4}Jfg999H_XoXQ5=U~8eTy<c0NWccAP;V|otwKFZFMv^Kpr(!R7rA3
zYy<V?q=?#xcPv|SNnGOudVyH?cLEq=j6?;-3~J4iSJtxBHO3W8%_%qpADEh(E1IVw
z_l|TMe-LOf$!@^vR{1CgJJ<WU72>&Q+@q;hQ-T<BE7`98(9){K=3#zZmIEfa&1b`Q
z`o3f?A-Wx0bGUost#27yLL6>+_#pH&?Wevf)z62uJ8257ypktC>W2oST_aFo%te3R
z;<ULIE0zO-MP1P}sddd#D@1LGPwyl>5K$I`a&q&XiaQRbx+@r^v9(C;muSXG1Co8|
zrh><}X*W7vk*C{f)@*#J6Kag|*zfhJX7Lm&hDaV>#4C;~#eDnV+r*5g*P4)C>ICjt
zTsNriRm_R8?2D`<gvQWqLNWoE3V79HiHK%JU*YF9;)d^0ELo&>Z&GPwz0{dXWyn2n
zX<RIIKNB?D9eT|#A-IJ#7%~(Ak2QS{ze@3?a*S2ff;b@duEJ04Ba9d0pgpTL^GKTT
zmw4aJ{_yWhQJA0u(Z4!49qQ9)I+`{X265^sMuV%I53)Dbn2Ke<?_Cdrd^X-9)uVaO
zmthM7EB^p{{gLla(tILbRg+MElz+=LJ$|OWGfs{eZKJn_)+C633}=D<G}04xJIHVB
zB2gR}NYDjE3&M{|68_k`Ch{@djAprbUP#m+MF4c>t;KdY1QKejE1d`0ZR8tC-T}_j
zRu*_0?ywtwhj&`%zSqhD7&-1vF;0fzL%O?(TpZ+Z0Q924bE6kf?*6%_3E(`3O#OP+
z8r&qQ$W>F^8bv6tys$e*QRzj3=IN0ceqyIRHi~0Hu0HgG9WZMqE0XAOCc)c1XpZH>
zF*3f<zzloQV7aO-<5gki$^kjuyOB--c7V4HjB-gCHJ2sxf}oSRy#_@wuh|!IVsp@K
zqQP@yl>`qomLrUjnhLq#vLCAEu+8$%^E!|Ru>{o8%qB%f1dQi7pe|@T#v7MTJ*kH6
ze~Smx0;zqmH*EPsbsY5+8;(H$W4=WoE&0WcL<euKar#i#Bn}{R^fgn?B#^C;Xj#}E
zSWq%{xIAJuQhl;&7nBkP=2M&;u4#=q>{pK2ro61<<lUc9){xS^!`zMtW?Xm2T8r%v
zqmo|(`P53%MhR%;!R$|ZkVy-u%B+6Od8xUgrz_gSzS|EuBOavD_Q-aE&Y`n_rH3^5
z)&}EZl6^%sTS!|3!iOCFDtYy>x7D4wt`bf2s+^MD*R>m)aM-yW^HED{Z6gBl0>ii_
zpA=BVfTtaRs=0!LdktwFTL}{}Jx^g#nQmE*Etn|oTvdjJSncze0qAi^EyFN7+W_&C
zOPH@^F2z{n46J;YSN`i9W`pM(4=Zkc^NP6k=*^QN7RMPh!vvc^SB%kcbfmf!_FNN!
zM;%5f>KH2mKBlB}oE5-a4!qPe&9*5wj1^O!bB-z4jkIP(--@)GBK~Bo84eE}D~j>A
zgB!$=j}YjNl7~QEHR{;!^{g)t*v&FeIGuJ9NL<%#@S9d^pAXGu%nRGM-S3JUu~12~
z#MURbGNiGxIN*jDBB9<5dQZfN?lpfG{f6EJjU$XPAu*GITs6*xbpsF-upX2W(!PZa
z;*H{w;FUOJAk%!a+!_Qwc%|MdEvAj8fF%wock$Mt+GxR`EK9ghSX5Xvhcp2`{{VVT
z)dw`AC)R)^3@IeZDh5e3)s5SrHR@jrG~E+YGp+rLOMPwgp**P>?mrr9P%8X8@X)im
zU3*#CZ)+d=uQ=`AeY0N0XMbm@GkuEk7HnjNIj<S`nXFx0Yssf<@?n5s5k>&1d=q&-
zldD5>Cown5K|ZxfrJ$atv-v?>dClfGP*rh?lpr|Vz-N#FrbhQN0V#zM2nBH9<Qi;|
zF?Em>Rvo)jxU4(^x&7Lx&r;oK7TmccxE|S{33>;&89mgK{OMX5w(VKt2R)Sk0F45$
zfk`-5#yXH{88?O>c!5)S66_(TbLvz9P@8N-Q_i1`bH-2UK&)4iNDyZYxSl|%aIU+8
zvnd>LQpXf12bj_lMnG(Tg+FXq`={3#rZT8cE;2;hJMqpb3?f`Px?p>AkJ7C?Hoqun
z#^e3`iejawm@>(n;B!b~`NA~{Tpv^3o9Bj%lQB-?pfzEji)q3uk?X;x2;(E7t7Czj
z;(-x0)GCVdN&r1Fd7#~ePn?~(;DMTV*;qDNl;_(yr!-qeK1Na3J*j~axCG@EMm>R3
znqVsNu`o>ih#l&5hA`#E21OD^9Y6{}^;19$+WSY9Z0K>&w?B;vXZyQxk5=ZI_R{|V
z3$q_U)Z(m;xe}5GIO#wVmY4>>$@lf9?_}U?4tOPj#(k-RQs~4Z{HN~iBQ!nCv2ET8
zj=N0)Ch}i+%&DAnflIbmW>lS!FK{Zq+ChAI$_eMF&MCp=49CoEr?(tXJC<3xE6Xt4
zFfoo#<w}vRFwH6Yk^U83o<cT>Np9S9r=`TW3;aXYffJbGIRzUeV>`3OMfMoe<wuYK
z{?=$WE%f)tT2HmO^v}A`JB(W=UQNWEc-@2jD$!I>zG#iT3l8-IUCu|!5s2-IX}XZM
z)$-dMlj-gCpk>x#7v)9#s*|cbo4lfg3~npMNNx$}0QJo$nzE)H2j@T$8Qw9CvC079
zm#qd{SpZpNMPvLgmCx%^s;C2OXij<OwJeZZ%A<Tr$~hDUgg#E6{p)}G>;C|+MM?I1
zPx<z0DFLzKqm4>G`r<$ICaePd*58XxHCTuJFdzC8S3Fv?EReNE%}p&)vu2nQZ>8T*
zZliSoOkSE^qAg7=KoXaxm#B+VOHu+-)Y8=vYE9GuCjMwGQRa}fFdSZ*UYJ^<CV(U_
zOfONErjtO2?>VD&N4kyFz>qaO8iX|)>4>lxREpJ8%%t<NNDToXr85EEvrWxL*96cz
znr7q<^&4Ghy=Iw7pfNq^*hYt*PkM5a#;V8GuEUA|nl-693TPt~$z;GZn;I)#Nrg4d
z-p_{XT6fn62b$*Yr7YDWC5~aclUfisVOVj=&1qZA1vJE8lNhXv*6UglTrS$hy__7-
zz|E3Y57xCbxsKt@VaVXUXz9{ng(bMz+}TO;ink;Dm4|0@z~;1k?a7SRmmomjJ!#uN
zO2^&vRr`18NDY*31y37b)d=3FN9LH#cqOeEq^vlktq5hH4M0Jtq+Sg+IWj6k$flT#
zd-OX_E1r{nO?B51ZU(WgEdVC8Oq(1|wxq<_uOipi7i9a_wQG?93s;VKk#TfSy-dc8
z5lfnFEn--?rOh^$n1@kGno&RvG?e^PaX<-96xvZu10_ng6;n>NYA&^Cg7j5-6Vj+e
zYV0SaZxb0Cnsb2TJu9bzX7b9XQ(UEw-WAZmizatFD8~#tRMuJw4$OV@DR&A6B*@ty
z=aY(>!FI!mo;8s0xI8iX)mD|`i<x(>equ*IN>b1~(J~S8<8TKnp7rEO+1Tk)FET*T
z4>}N7AZIbRQ~l9XLt+i7yG=k_C_MnrUey7C7t45E+Xo|OBz=8p5-rRnWPc%vB<BO@
zed<#wS(Y0s5=@sKVuOHyj-K@UYdu!znbv2I1O;t?jQ&*EtnI`F&BUei_jf4Aw@zzk
zPnvUW#Bx6w0I=iQt|>NcW{~!<W-<QbGWC&^a7{-gg}{)iEPRZH+4n0-DPmv*f=J{Z
z-{&<dmB~ArL5%dl1Nzq1Csbm8VO=pFzZ*K>Cx2Q|p?t^8BOmUH=m8#4beVRa?~at^
zc$@~w<lu2sk|nlsbLerbTOX3`^7IGmR=?pIwEzOS`uDBNp_#1_Kz;IH`wEfrNx&{a
z<R@wp)GwjT&EeZf)U!o}9qK>$M&QXIPTsr@E2LMEn4z+hBfn5SwBn^%Pub=Jr^+~|
zsI)n+_(qVw?$t5sY2(9?vH2B#mD08qKxL6s@IF&exs^!^8w39DCY^x5Zx2Q@@)~P+
zc}N`WA5OK>Mvo+FSzD8a+$zV}vC+D8;+hf44-f4ioM)zKKe2X(B^8M1GuFD7M^Fl~
z0iH{)Mkw-kF(Yo%)83dIr}iv?LkL2*QoVm#k#yjtN{KVqXzN{3h_(W4$8*+^VMJ~+
zao37=5zm_l*o=qEdghW18DnNSJ9Cgrb^ieCS4H-0^T;30g@H_;>drCLQwy15)G1xZ
zfG{#?!r535xH#bBgIb2yf?RI=DL%>-Nl;roGtg5e#%tRWperyQ{8Ig&J9kLj9suuG
z=CN6nhj~!rA18l$WD%lb66|CH0KZZwxLB$bqmo!0kK(GbIb-G`?%T%YIjvD?F*zy^
zJm;-T9kWKeQBaS1R~kskib*Glwue>+jEYqgE(D9Y`tAyUm29L(XxtPxT!BoQIHYZ_
zoRN+V08oo99^I@x*+>-Nu5+0%I&NNut|h9*p-~$EU~@>L%Q;kI*o<bFSgEl{!%Ery
z@x?Ec6rQc0;>}GwH)i932#5}>q@U+aFx;`?;ZS$jpW{m5VT__Orz{Vkr5jO+#tU=!
z(^}1lK4s<0=l$RCrVS=J3cE=#TyVR&&%GB53}_+ySh!<}2SUdfpxmiBjn+aqJ6pX-
zG`N;S`;EztIXj7@`w|EFEQ*2rK+?7P7aFpT%y7Jru1tLQCxAaXMx2GiE_ld2f0anq
zr*Ha(KIG=3F-T-NM+=N?VSp&*NN%j(Q5IKVFm~s-6=+-qUzsv}eQFf8jwtaN3On<~
z3L;#OJqiB+cpOr2i`;RqQaUC+Ny`iX7c|8z!<NoC$)E_jjo(lSrf%EL9lbEP%{3H-
zI@6ZymxdT8^`@P}0SN=p8iHHTE%pc-cV4uMd>wvOB208DO+5_tCuNcGkUq54iOJ;i
z{n~@=ZWsno4mx13^QlqgU>oMxdhKzVEQ3+cZzHJ+#Yyk!RdsUKx;?|ne}e;P<khE*
zjtXvL=*Jb8;({%-IpqE(Tnu{937$`=O}^SeyCnM7{{X^km9@9knn@##c9Mn8GQ*$g
zT(swXs~W%HZEDKa3#}^oQ^}dx%Q43xTLbl}X*FWuHwScC)I5E4a8^s`Ek`G7Mm}TP
zo@<%C@f%L~w@^16l4~mMlHOG)1FI59J*p;UpXQAMp6V!C1lyClE}O{-%-bX$!lzkn
zoq1KPkQ*F>j`Z>55!Hn|kz+xU+@6A)<v@A?RIvy5+Kfa006iLuj>X?51K3h|5PMZT
zNB;mlT9XO?06k3?3l}_yeW)<Oo`R|E2mV@`Qor=pi-n6tE!2I{RoT}+BtVLZh6mrx
z9%cpwCczUd>5PH2iuAvS9w5=|3~-xC1@*&uMquA5&q34Lys+&9E!MAS(jV;$Z{IX=
zte}!Rd(yqN8r0bFz;*G>>d366WFP`_R_&!JZ5uCQ4>g_Q%h<1cOwSQ4Q{-nSJMrGF
z#^2~e9dXSx?h;mZJ+DB$n^4hh<U)r4DarP&Qm&;yP!#>*Ymo2^vOk7cBjLB>k(%m2
znl%N~Ke#wGT?u5{l!hKxBi5r=X&Wk%FKlL$%$0HkOh@;(4k}2QnMQMw+|vLPlo(>o
zo|F>g;Z?AE=cO^OBT`g`-Tv=NY<Ceng#%#Yx$8iQMjY+uE9=sn6;N$C%`o-H10MA3
zKJS<DGysfHxK=`Q#_aT`pp8iaJ~{$vjJvpCNcEu@d6+rII0R5KR%A%?wYc;dr};#t
zSPVCQ^%hAauRMCwwt%3qU=LpSphA6}Ng2imZh5MAPc#z^wvRfVr5p@@ja?+?A(-*T
zX>#CjM@j)1=Kfzfac6K44x0(b=}I*iH|9v^O!sJ5Rlr!_g5Ql9B=OI$d{L<MD4kZ!
zzSD534+Jum{c3c$wlU%>sB!-Iq+&@eu}IJNM-;CFPN9rToOQ(-hJp=+!wZ;?9o$p5
zAH44w$4ng4Qr;Bg#<=u7C?WyCffV~^6b6Bq*~!A6%A^jvaI3rh-fANhCk$iD4nYSL
z;S4MZ34`bwi-7VNzF7$L27rfgEskn2YKn3hv-PQ)YHTkc1EyHh5fjNGDB6L(qopyj
z;aGrM)O4q;kxeryHu9ZFJXD@uF~2zNiU5d6akLyCr87GmkO@8UR)k8;fV_67+7JjQ
zo^hH0giG@gjCzAZ<<PEi?!9V9w*Vck!|>*zeep%PM3R5A(9i;TX~Sa=(>bS!SvIIf
zBh+@P&3a>E4Ya<%3VFV?Z<NZ&*yk!nDGasezxP^-qxP#W`Tc4r1ElebV^)j)xDWja
ztD7xd2aOIjh=1$cf9OqI(Q1TP^3>AQ+|vo52kxVFN18K04=qhCP0b|$IGS!~q@V!N
znkj{`MSyWM(%e%^RBZGB=58t?^wxTbnwW_TQ%lrk>7}RwP4u2+LRyn`0w?n+43!S*
zGfYIA%_j5fQPR)?<oeQ#&;>}VnqVMY)Ar(|RTMTT0Tk`2(ri^Xd{iwyJJMq{{?Wx(
zn&*zSm~QdjnAaH{YDO~hT<4m^xNd7k;!r`Xi-+q;jAxsJPfNXrtx$J4sL5h!0jDMQ
zM_SIfx-Fh*yB(>*)t|KhR18aIuG>gefu|*ddQ|IV%i4<pqic3XIjv}JvO3p3kup`N
zWM%4Up;+Eoa@BSTI#vub@;R+2CI+c6vAG<*D$H^U$&PN7VI}EQNwE~Qb}4=97AbmF
z*rlKixTWb=Ba<T)i4@g#IjMnt@I_|b4o)iK$Qf~(hG_S6rkET*h*7+z$EA4Ri3jgV
zKDF;!#gURW;=F&wno|PAFG_DvI4USAP>@ClqOmAiT+&h#Kn|q_m?_zyL$g7qgG*Eb
zP$)DGlz@8mt1%u$Ra&thYS9qO@g9|W4x+Q-Ju3VMrEL=_8&+LFu8PS6L_uoi?2pVV
zegzDe8TQ9obr-s3w<NeCNl1x!921TWMlC{svF!}!7(FUTtnL<2QJJ@LK@^7C_2pD0
zgDKnw-qqt&kGyV%!S<MPib~{T=I9UBue8!bX5MLH+kh&uGiM)8l`XZk*+}OM(m|4>
z75l$Y*A-@6I}N?%iI}cNW(wa;v?RM5(^{3L)gwIl1o@5rt8d-^01Do=)a{j4BREnQ
zAQCGGX*W{4I;^Q2hb2ho@U6(KH2ZW7CAMGq*@4J4a9xdM*_x2gVJmI>R9ng5ZyC?E
zIpbBh8(-w^2T#tUvQ0Kqx)|Zyqk-vG;<mSW8bJc>ZhPbT*4i^Sp<Y<#lkQz%4^Tk-
zs@!&R#cqeq0l?}<U&582X6?9$c45!yQna5kt07=Ub5xL<WKtsyQqc^me|B8)jCANK
z;E8_Xo_ictdMt0MO5!|uaR6AJdF}dD=mePgbBuA5(u53^VnhdTu1WW#>Tr3-J#c70
zX#@?6pYH?3DlG0!;&?n_tdWk<mkP_1)L>?Zf<mM$iIR8>xv9)VFe-2{$TaP)%anYO
zF~@U7g5@)6cY@hJL4ipnjBg@1FO}_{4OuZrpce-@=W*#y^4yVtq|>lms9-?cs{jUg
z=}lP@LBwZgX2vSnNip|F(wnkCerSLI@y}W;E0z4UMFVjQ(;ev=*W}_*uiO*GT4>8g
zM(wB7YBOr>F@8^AD6m|BMvma5gzf4VrA}=FrVj0=oEk^8bNnc$)}FSij8B?!PJZ<O
zHIYyN#l14T(s?0d<T1~BkoiJP8JBmad8e0Lj!7QNngD`G)BpsfKt8n1$c_8i;68_;
zt42NJAv2yi7^VwUT;c`ilaoLUETac_3*MJ#B$0#MVD_mRExZIn&tFP}+AB)37En{5
z8K4JkQl*sePB`X~tr9>y#LhYs#waPY<jW=x8$jSwyoA~VZejk>pa!+9PC<DB<J97u
z78um8ny24&FvV`I^2VV+>&c+YjuRVy-Jk_lw&)zOKGcq5Bjkow9^6n|I`VLPaf)dJ
z2XSscyFd>8=mTw`$E!Hvll>!p!yH>ruO^`p#^8}GtDjn9Kr#y%4nNwXP|%&#uoOBW
z_ELYXAW_~zev~SN8BlZSN=^ny=h}cGD4EH5G45%8&jRFx>&eM961c{HDg%;mRQ*Vx
zLqsrPytGlC;+wOOil7194z%)eImSJy#lBpF*Yu*pD!LbNp{7lzCjeo;N_oQZwEZez
zJq~HCg9K)P7<29VRAoaQ#yzBUH7P}0Ve%=(bH+)a3X&L^mn)oiJ?Y>k@3^DC2A?DZ
zu2hnJDFh%kdC45m0*6Dv!w>6Rw~j6ZS{$2lLHTfdS4?ft;BIlwaa@nYcJg#Mg6HOZ
zWd1ZUqspEC0MUx)gIvs;#I9F8YoL(g5&`MnvLd)h1i{p{<LSjn>{4<_89de98%&>A
z)Z($XbxEZArH%zunS_nP<C-CPV3B8ty0V<BudN}S4~RS;tax$+n*1-8?X(p=O>=v(
zU6#M&h4B}Ltn4nW++JIrW!=MZj+Mq^nr^}ueH*DZ=d~CB(ipqw-${y1v;gh&Z}+C{
zrQ1Lb3{L{K;_$Y;C9t?nHfD^j@WD?bu4@f&8FSM$>Du4K8+d#rWu@sd7r635OCcE8
zG03Kb&oFY^m^MKN2Avxb%91{mil$jY=Pbsp%L3U-VvvSm*A#|F8xuHYB$9g9POY0D
zJAquvl{139D||ot9y87<p)=J!8%?)BlP3erKi0c+nK~8#9_F}zh6P*0vl2#p%IzCz
zToxD|YSzTEWGcY2^gZc71byMV@~Zj30c1>iXRQd#Mn(u;FlZ5BP^MVm=e<Sb0_Dnu
zKC~>w*8uV;X&5g#CV&G1ILk36nG6dUZGZqydXq}5!~={PUp4pbA#vEy1cDY}fh!MM
zQEWLaE97^mviq2m#xMXBv6MhSCp}J006H*Hu!Og+;Zqi2lCdK;I2p!GMUdR7Iqyne
z10bKmfFuRVg6O5a6!fIt*(1qpdelX+fUI(TX~I&xGxOSjAGj~@kUCRCqLMJU?lVB0
zgJU3lXfn85mQTb`F~e&P7z$*0+;Bl(r!@ZnFcllrF+YVd<B7@4KzHjvhZe&T$KpEE
zLS%fzVDuEwfd*CCc)-O(T!KuKZvO5^N&vC4HBuRe<4Cb7L$QFzdSr8anI<<Q*z-;^
zE0O!4t=k5G9k4I~xg)<ysWdaoAk1+E2cw=3>sG+rerSte@q^NoylQgl<La~xGOF9m
zHW3s+_bAxM(xz2mjF|&{L8(l(>^71?_ZX<Q!N^&&?Ye}5<J8E__nYgAkSi}NMmrjb
zP@aW=$6V4fl|oFI`t+tEY=8zx=e0G85JnH>P@}0i^H7gtPi9Q>BIDT77@Jf8qd$!s
zV`VCQv-QO&Wqg3kKvluX8K4OM$q)A;{V1p9J-<3Bh_T~yjcOnI_h0=9tC=lbAC8+E
z)Ias?zxoqbFTS%zguAJv(>Kx<pb0ZZY8}+Or~*yYo2ot3ZlDL2q|G-uq%^>G>W!L^
znu(r(6`rFnO=C<Zfm~A5!f6SlCV>H@q$ZOzz*1?sq$ZG>1UoclnVJcpWAjc1q1{a~
zQUcInP7;AsOs1M<G+ZociN!JQ2d!qb=AmnY>q_IXeo68=)mbJUwNdU4I@L*T4i7Z0
zI~Jw63*MkNgVwXAoby$D);;N54R^WRDx{29)KL~SZa7KnKovZa#-@(Yn$e2a)K$o>
zhow6KpADC_Uy8tErCy2*cB_#@Jt~qVvW!}AJ*sh~f;v{TFpo;V93#@I!nw@0k^aq9
zmrW{o72FF@M?p}_V6C1hGzpw1kjQ#e@iAK8xzl>!R$P{i8+0`#4~}frsO9&p+!Zw}
za^s3=h}eo=m3BF69vLd^Z&V{zDR6q#xaRk)nBJ_Un5H9QIlb!IN*ldmB(-5D#RDx~
zL?lC8Cx~=$FmIPN+^oUZnyYtevnk@5b`w5(*EAP}+0}7e!zo7EMh$z;xuOXXu$AR{
z{)W&yI;rB6qtt2iIgHUk1x^oIOx9%!MrkOZ2MT>KQ^hnOq!hFYU@Fw{)FZ7;9a15e
zBCF6Im7f`_kv1_~MVZLlvTvAIS*NlE0gy304RN+lh85On<8qF1+a|7B#K~@N$tAQ_
zqDX@w&NhxnG`>_<dTJb}+6m8?UvAOfsu&%j%u+5#7$=cbBe1z8_LdT<`G-pKY9^#~
z#M`%wrI-_6Dz9L?9Mx$xNWp05(xp32eC0Xk*QILNtP<(*#eD%s10~4CMKtRZH}-r&
zSeu3*@mbv7DT`rnWHG5{Db$jrW7@URmRT^?Zt8gqI#o*|tcQSvb<Z63&1qXKf?UZy
z6CE-uYHLBw>M&``B!PZp+)Fbk{&lSkOA_s3Huk10kz;Dhmi5S?Wl1r)n>pgPNf6s)
zuLJ>0vVgtm1R*2Zh}h~m=ApTV?R!^q{Jeq=Iiee<wuGy@O2|HDatGr~L#zR3yqV+R
z$P_3!z!|L(7}zkltZg~29^6R_>_>9Ndgt-22%c8mynO``*iziGRnG-fr><$k3&0<R
zLKT3?p=5B!a<0zUJk?lNCfujBC}m!N{#4U)syR|W3Qx4BuOCVP8gk8rjflr4n;I1*
zwqTQ!^Ha>oe(Mj$kCDHKeg>Eb`}Xu&L%6O1T5(VZT>dn`qj4agr2sX605eDqJt%mP
zs3nO#h&0EE8z+%ai*??_Zvgwy8WZ_rIp^w44C;rVH3~!`QlZ_xr=?4`a*T4ry&(<r
zqE;>tvCa+!3wgas5taJ!PE-oG6omjIKa~R-E=l08J?Y+SZpZ*GKN<<=APS7gxZ|xc
z5(y4^b4n#_R6bxQVaRNEqvc_aXc;41o#1T*deW=&*N;k!tZE0!NcN_&h_4`kDFG=g
zc;I?uR1#bmy0VZzgbr!Mt^ow&-juQx+qWmwiU3HaM_v0!&#0woA_uMoF;uR8PynEi
zNaBDKD9_&mrbRvD4U!2Ig}LiaR@?_C@t_8IdB#b|pvL^2#EMdKbDoqT0f+~l;(-u_
zIKb+CMIl*9D#dpC0akKH(wJR$AC!t<RuQrS699cF%B4ujEuU_cFPfzBpTtuME=d%I
zBRdD$6C)jSO=rUJg^2X00L%PD4|-A$90Ct;X^23$=VvFsr3?>TiVG09Jt>9Q;|a&E
zX$(Tr5O7!68fq2}bC0L30gGoV)1@()cYN8+FeEGq>(6mqH^k>7M2DU{&**EjR+n+y
zRH^I*aGw*TCq;w|<9~7Wr1k`POF8n0&lR(wcz;mwCx`AWY#@k~oH>z>4}L#d=iX1<
z5niM4oCvggsc=Iym<RKzj^#4%g#I2!rP<9MuWfH~^5Czk`uDBo@MebERN8V`tZ_-s
zdxPo?Ydnk}K4yNE9GA%%3B6U{rs}dT&J+F={+49V+hz;casCv)@TauSbAK@W2l!WZ
zvuz+23~Byx+mF_ZAiF&A{txM(@u|!I0DRIPgLXZ&Ie+h(^fjF@bJx^#r<p*&CyFeB
z?DJFbYTI%D0Ew$(x64ic0EIUJB!6l!{{Vp3r3twsk_W9IlyFJF9m%4|F3&M<gJ3uO
zg$_U5q(26ZGySQ7{^fd@xJDxwKJ*)mXVd9Q$S%(-UxQLOBx*w)iAq~vgHwsr&!|RG
zTa^Qnwd$f|1Lwxx#2gV%GRDjDFmGeU7DKx^d+&!@4fJ-QU@$ef19W_E$E|X{HTZEf
z?3WreA%d^(7d)Ev0Wy$5+7H%{$@hI}*$V9WhD$4pDVjTo+Bp%nvarStX)Kww_r+}d
zLk$;+u9cfRu)~aSMRSV(0J!(8-iC<w4~5O24$L;>d6nLLt^6XmPlcHt8j$+S{x#c-
zlZ@cji(@yq0IbAddm4<Jm2ImU0iFmoDv)>_;*hrAya_)_0AjTK<}}R@G@EnfWd8uN
zYHW?bu5d?jON<Y#07M<%lDHVBDdgmgd(t@wz@9VGjo&uh3ILFDc<Drts|=Ov-!$G=
zrvjSKCgt0T0CGaP=OF!Q%^MtrVzkpKBW^Hh7JMD0Up}URi?{#*UT7#fo|M*=H}pLF
zRD@wT$;j_OhH!DUfv0DT8i`~JkkOU;cd2&=0QNKhm>9`9$0OR5%1Hn)9`rJS&T2D&
zH#bTEPyor@$vlkH%A*W3ei*1oT!J(HH1?QuQOy86DF=nf9)g=Of0t{3Gs(v^&G{U@
zDO2v_cOIv$04qw$cI{*C4Kbyan`s1r)0&$gaxiKV0Bn*ledrk=c43DZrU(_AJ2vC3
zMj}R#Fp-C~NYMo#g2&vRC;<#j=HxiX_j#uk00F)K01An>MsbXW?@Fg=z+x!46Dd^~
z+;Q}!4$RyL@H^tFmwffjA(BJW1L;M?Tivtns$})S#VWoJC<oBysW$VBlSvyn&gbL3
z7a67IkM91IRUD7+wG<Lu@%!!9pda+?zxoqbDdtyA@et!*gZ{l&{{TaJ<iX8CH75^9
zTQtn^MKB&3oDD_=NTPrP%>tc@Tv7lO5lhmeW}pVY2B2fjJ=&lqn3xkxCW2}*X^2v3
zyQvAL=71fVOw)5ongCL0CYzcm2we7~G};NEViQa>;%SC}7}Ud0G{#^mN*HPh8wQ;6
z3{^>G$)o`9Rov2+CXgv6fFNWnY0=vg+O9_dJ*wnTP=K!uueD!>-`b^)996jD#Zp3S
zjyQ*<SV-~OoU4kNQmVw<5h~0{NQqVvYOEr7g<gbJIK^9x;(#tkijaUuO02I^2`X7b
zW`SC=?rg!&6|fsM9EunoDFMgbTWn*+P$a8YQGISUo-3KVU5scMW(jk}Xhiv}2xh}|
ztym@p9MG7VsD`IT;;F{q;-?0vlG?pW9O9`f^HVEvObaV9Q`WD+GRU|+YaN>u_$MgB
zfHZEcR%AR^6|ZPZDlrRP<-DR*_oiLgiBR!E3m-V^niJc|&Z<Rog&9r{YWLl9!@^ZR
zAUUrv*7O4lk{4;Il0!`7I#4QEA}B~Am<35figh5Rst{6lrJ|UH6)Mz1q*`c2sLfi8
z)hO!JMzo0y8uo4T3hOlaF&+;hxa(HK3hK1x-M5^5Yge(4Q*JiiN`QSqt$445&={pf
zSr?L2b*eUceDeL^0LKQcHk@qPC6YxaKXg}>S^LLLG&o$zJ;Nf$gxk21dsHcXYXrez
zQXf2w@M^>n#rBCM1Q?GQV~kTlw~9vcupLg(k;W?{qANo5Hv&+h;sEt099E6J(a+2i
zZg};oQ94aG%2RGR1J<s?9@gnyP)2fP((C4~-Msh5N}ug8$M@MjqN^-8$tIzm)H-ma
zpKi5o<f|9f`C34NHwlg#98z5rHuIJWz#%-Eq>;{w00fM8?NQxZOl+Hbg)Ttij)UrK
z*kN?ba-a;Za4K;p86yY1WW<-M;wJw9QlJ1q=A@JNU}SxF8f#)+=8Tes!TE9ZsLjk{
z8?n!&XSSnj2q5C07Oiaj6gcd0PT^wf%#NdL;10hoYD9F~fQRy`(cfFha6c-QBu9~e
zR$O$?dSFTjJnf|bdJ2p?0)Ad8jVoj3QZeaBM8pBcDhVN0BMevQXi2=@K_CxNPLa@H
zw|W3)l*+#>ug^+R=Ym0XBiwUHWB_rTQ&v@fx=-Uk4<cOS3PJazX&N=?03As*!b<lh
zkb*}{gX>IWk<Gbs20`vAB;TBjfl#q!#@;@Z(<Ff8oQgn9j=<&4MLYLLC(J+(9cr(f
zU#BCzC@cNIXc1{6Skq`=*yu^9S!H(~RFMTAd>*u$x(oq9hBv|6^LrWqnj+gr6m3$+
zlb@#*2Hl5^!2M~)PzDBZ-hjC<g@WO*Pqi4@y(+PjEyFijkjac-5@-Ta7z~q|Vy^7v
zc%)fmarajg;UUHfkHF9aN)>;Xr@aigInGa|I7x%^FVmWiN5cXJK9m5VSks9ra542X
zETbF)O0q6FrUD5G>Hwo}eAA1@Pf<}BlsWm6XV!rV7p_RAF~H!AQZ%u+`DEmJQ<N(V
zW0OG0&&)X>k4hAk%I!3b0Z9vF;+lB=BS2gpKn@!skhVUR7;L@@lju!0StJ<&ay=*l
zT=i<NIRpc^gPzoHeYyQAysIOTjt5gft~H#7d}VTTxE{5|d`EVZNQiDM6|!rvc*{0H
zKT62)2ADM+DqC{DF&{6nq{>Y2r(hDh&jns;7J4fPapbe--!;qK_*++kQij=?M{qid
z=(PK*%L^Fomd%tX!6bF4S`_s<bF19ve6D>srmnci`6qB4GBa2|+7pm>!bL>aFSz0}
z%|2mR>CcM7$Twq-*r{8^X~P^E<BJw2_heLU8z12!j&S8V=ka~I$aV))-_oD|012F7
z2<80=t}NSzAH|wsu-*JjDCQ1Rv~L&Nk;x$aY9IJYEjI0WTdqOPagU`Fovg;9{>q#C
z#+NYcdIWwevsERgW*(WTlg4&xr^{w1(AS**0A}1TOw)yx(sP4ClMYkTSH;%uK2S;Y
zsbcXcZ0?Mz{duo7jvJWIda@dB<+D}HE>qFZiEVtdobMes3XA>{R5&C9iu3a{gOj^7
zpK6d}f^kPMxkmg#yoXS{hUpV)k+r?}u0>pw#cu&K3C#9u1+Oi3gkr$taad4U+{+@y
zA#s!GQuQqL&xco^X7J%cycax*?4#9T_h$C4OT+d;$4Z72ZZVeQy=_1MZU<hbv`Edp
zO`&!e1CqamNS8|4+Sxw!l3if{vm8|MJY`Ep0nbxT!nvX)CplqFS%aJw!5s}#Rw@Yw
zoQ@de@kN5=?f(ELE*OeIIRoa!Qy>=3NT&ifa4A?WTO>#`lk}#7pz;pttS&Z_)}`~Z
zp}@@+9mg_llsRnVepK=pIDCv#1c(N9l6~n`WnuI2=|zI#vo?7E^G|6Gc?1fCI4{7d
z1L1Q;fNz)@Uzih)=9gq{#H-`jQ%kSsQMUl?C1@EV5}cMHed<J5-7=(_iymZSa_|L4
zsL}rbt8$?Bqy(Nw87fK7T$*f<7l@#CQhScHV&IH!M*S(dk$>fpIrKCDsRWV4s$^#?
z>(-tXv$=^L)d`wF+d?|~;*YdoZIqvGD7aX$obW{<&Uxe7qDg^lWMFh8)7^(>O#Nxx
zEI6qLB;u6qVaY#AjK3Tl`-*CU{{VY9rE!vnUi{*a1uRHB)Fvj}NPH;lX;hqiywC&u
zmUH*O6uSVxJQ3cTxP;F%V45x~2w8_9=M>dDrDtNGo}f_Mx?uhl7UT{$2IJb5$70@p
z&M2t7)bygA#bWQoF`p1Y{{UXA{{W%Aa)4J^@d#&MgZ{l&{{TXI<v^)LfE1um1vm--
z0H=yUOF#~!p!BBa6aX_+PSiV8EY!tutkoH68LA@G#3^cFYH50DGzd~@GfA3hGywe3
zOwA_hLm!%MaZD{uFF+67L27`>O)}ANCoCz9{L}_tdX1&2xXD^duJY7xB|=*?Tw~fw
zi1SVhnw28YYCuGh7By-+dXhM~=~j_FsiYy1!|hh1i`tbItRmG|R}mwrm3W~=N{dxt
zTor0`N<><nc&A|kEli^n!A}$cGF0kuP^C$lOk|<4P7jk+%Tv(O8EIOj9EyPrOb-+R
zQt@)8xeZNl#=8r)`Au><smW?g5r!q&{cA?v<AH-%vLBq(@Jd$|2&1TiU~$b~N64;r
z)_$DUyfb79(J~q?hWV;=YNQ{UvW-+CRynA55Y-_g6$w1h2CbCD5zTKx!bBCz+r9{`
zyGikiLnOSjSy1s_d*Xc@ZDuR@fnJ_SDO}dQ3dw52p*1W_`P)~uFihNWS%SL%02W(_
z-H#j^<S4O0-j=3<+3p()(zN5y<YdUsYLXK%sO?v-wArA}RPj_uAmG!mg-}ZXD%x8%
zGHTYBr!=Q~3fOxciPEVeTQEGmwJc_=T*bH2s-gL+kZx&PHW*h)r#^AcE0uw;MRYoQ
z{G*!E`WU^>LDMd7O2(+F{)g75p6E|-5_Jm8&N^nYw0p_mWZJ60^v`P0p6254ktMpS
zA^X5`Ys#y+*GXtc_HF4Src(zX9+X+xy~O5ecNJds5(|ro6<xN%y$7vop_UlZGKwQ7
zs6A>SX7x6DEd^M~U|<-*>soN5la`Q^=qiHBkh?}fP)}O7Ze)^7C?S1FuBe#G<<U2k
zhk|iS42>ZKWM-z05r7zt*zZnVqtF`AfwC(QFn+w$S5f9mIF4}dpUSMR3-B{h%)|Rq
z-AE^D6OYP=u-4_X!=IQ_9$nA1l}b|iy#D~JKa~stJdVE9$s#t^&b&guT4}U|kTw7X
zS`4f51<$=6QjtK&R@xN%tAkGRH$Ft9Q`#Qku}=}>2RSqVsy5&j+-Y4w?@eUx4h<L}
zb<F}8=mO(CYCVLFx#`n2Cj9m_8@prflR(8QwRd2)Jt#!na@Yg=w8*X`+4IC!l+NC0
z0e)Hlcu}~X!kE%!u)Ncl;GcSl<c&G$nglx>@@OF!gOf^%gl;WP-hlIiK*)fNTLEwl
zJOvpTq1g{Ko??-KK#1KG{MjcIBIl54+mtEYz^1MbDtMq{TXt}AMK09?0lx}y1d5Et
z7p6%x00J|LF|tj>oO)CeM*G3tw2E*nua<B}r2ts-7!H)hn5SZMN*ze+NX(nSClmnf
z_~+J<pCgfqT*7iUWQv5%88|r@?nMG5QhI~M1@L|7R#^bs(wt-5edr5}EUZQa0a3~M
zN8?fman_B4v7iP7MEj@(C>h5jeJM^sqiMx3BY43-eT5?^0~?RlmCoL#qj?lAcTxen
zNK$ua=qa0tT=k(_a+0TtX;O2H&@neRJWyDk)QW`X1m>D!kPK#kBgq8(rlENh@N=59
z5aW|gC`kLXfXtE<k&ZyB(pkpD0HZ%j*=SDO;;Xzwt^mQL(9CIc*m@OQ{VKWAAaS28
z3f&gRIXs$kTXH=q4?~-M5->w!0-|jmK5MBqz>FT0!)Ce777LuQ(i0<YKPq4BQQH;M
zHK81UDFh9-?(;y7Yx^Ak0CZ9f8=C1#GLSsFLXG{yKpe|yn@>#CXHF#j+Ug8k^BMf9
zrZL(-(t(`0(~tb~%>zt7+^(nW+sCKjO16vMfH_m9409bP_G$tCub-uLjc9|MW|eKw
z{{RRSwF{$`O(`4xS&z!BMW)1<#3MgS=~mqV#?edmWgP9M7bsfn3ACXY?N<T@>A)3X
zU>sm#o+1GH3Z%)g5};A*^`@eMAvnf;I#rPs20Y*aPU5h^fO>=NQU_3QP*N(CBo(F}
zN#Kfi3lnYww-lwL$R)t22JB$d8ZuPv>qWxFqGOS`U@BEztAIfjL<dwKCQT~Mat|>8
zD7frhF=y*d^6<bMR6c7l$>Z^-ZeF|jphTq^2pHm*c6j_MFF0o&VI$t7GKC}zpP--%
zBmg+21d;2CtLCu&0%>=-#@N_r-heG3JwHl$K~!-tV%RzQ)S_9q<WL2H3G1K2o}+2?
ztl1{H^Ei<}^u;(yH~jP;l@}SHvPR8<Mn}CXh}?6E%n=rH#n0hQAo;sNf5w0`StB^e
z7^WL*W^LG9`<kvI0OYwo)hb4W@IP8s3xTz^T>kSPMyBnI3`Zd&y(_AxP$_rqUzJ4`
z3ypGs3_g8EDIL{UDvo}Fnr=WiEBa8=vv4|4JC9ApMk8!{)0=vN+Xg<h5ShTi%`cmk
zDo<Y2fOgrN<^e$Z(|m_uNpPn<g-9h-KnE0pZZpL@1;%}x{{VdcR8#!=D6p=7|Jii_
Baw7l$

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-24-Silhouette of Man Gazing at Earth.jpg b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-24-Silhouette of Man Gazing at Earth.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..2ed59561f0052bbf7c019a8e7e422c7b12f08d55
GIT binary patch
literal 170159
zcmd?Qby!>9vo{*NSSc<Af>X4(y96s1AW+<03beFn3KWV{yaacG7Pl5C7Tn$4rFik1
z?>XoFz2}_weeZMc{r9dsD^K>$tl2Yr&suwCKC_-?pH=}cR6!~r0165KfP(x0o)!S|
zfM=MPSeO{ku&}VOv7h1Kk>KOu;^I*f5fhNmPyuOasHmywn7CQ#7&sZJsb2}Raq{pA
z2nYaKMI}Y}B)Itn`2Jynf{l%hhl@vnk59ozPfgGF|GGW30|=j?F=E)Dp)deY2~p4p
zQJ%U0K%|@)DF4;~|ItuT(a<q4v7TY$;35g?UI0*0(9lrP(J(O3(UH{t$o~Q8gcwBh
zyt0_Y+7?(0?j(GHaXHTz<*I&@g2(<a@mqQXVdIdIQ&3Vdv#`EmV;2w<5*85^lUGm#
zDJiR{>gei0^bOt`T3OrJ+SxledcObQ_3@LpPw<zJ(63?P5%CF$Ny#bSQ(?Jz`2~eV
z#qg5qn%cVhhQ_Amj?S*`9z<_n|M<k@)bz~k-2B@5#^%=c&hFm+>Dl?k<<<4yo7;c%
zLII%tyIRQae^>0k=|zat3l$w54IS$ry--j;B0Cx(ItD#2CXuW*mW4Yp17F}X61ljX
zs^8d*{NO*NmL6j`WK05U%%}gT_HUZ~KT|B||C46_QtW@~H4nf;LqR?~G(vzh;6jt?
z-eA-ZyR5TdKN*%dG2q&OGhLO(JwDhdo}uCKwV}Wh`e$tU#S<Xgwdn~EK>q~TsA~@x
zTRGDzlRhK`K1L`14EQXS^#llw`SbMw?Ze33DfttCChw6-xC3~BKO=q8Wp?k?YF?17
zG_mq$to0vGUjJ}nKys>ub}D_6e++EidHDPF2@o?gD3FM9@dUUR`1nP7_hkiiB@Fua
z2>8DUaE?LJehYo168|5UkiPed{cFGS3_2=o`~+x2UgUKCCMfx{ROWvcjNsn|``4&{
z1hdG`CMbFWtmXM3Rg+ore7skD0wC=F`>@LI_DH(6{|#C6e^&cnWIz9p-2S;c|7WuQ
zJ-7cww*TLf73a45i$4MIU#=0{Vjg5&ufKj2SNm_rX1tb(I0Y}7E_Ut(?EZ%xwf&nN
zW&X>M|1rP1b2^e7$0YHHoe89o2N3=@(^UMc^cXmgG|k9=GtG5AU)?^}q50Zq-0<Gp
zHvwZ(gwp5F|HHu3rR~kIGhwa`|6$ol=jmRVbEWQv#PiJ-f!oYOS@N$DC%D4*opqIW
z=SUl%E{ctnB9}fVn1-GVn%#T+#N=R@U9Zg^pF0f^oYQ2FTpZTB(R^nX6F}t(3#dY}
zwM0ss#OLSu=ip-E5_)$IL^7$Qtslc?WV?x&tsm31+Nvl>7&Rjt;&iE(1W8BE<7Ihu
z>LRCuHgY<AaFq_9m&o9(qrVK7{@Z*$-~y!R0QOFox5hL9xusE_0Mqbfli--^yTMGM
z(%GYgb+QyzHMNs&;wM04DcgpLWRGI`$-|x5BYTsRKV#tU2Pg1~DsJpIf{w<0i$8I5
z(m#vWood`A^lWz`eJi{5p8yf1*p&+^<G8VRo6u-m`6870N=3`OzfjeU^jBPQwT{y^
zT~ihTaRYw?9|aj!KubiLz0hd6<aRIkG~u4{nbxiwrLJ|*n&zK|Ee#^H+3{!XN18Yo
z)`yNw&7mh&YA_8fLyIIO4SV*h#rSVOXw)ITL6Rjb36lGXl+SZ_jrg-Kr9*g@K;po0
zcuO&ISrCgH1lYvV29@i8TuTMi7p-anbSL~Nq(3|X*t2V%=YS;b9b(?`O+LgEI1Z7v
zM7M=J0SMKu60gffH`57&Pc#;lbZ)c{$5itKq((ENZ*-_`Ne;5cYitti2U^EY-kzDg
zVgm6=dg|jz^AcC~yU}O>`0Gv&0v`oB%NFcVtfgh7dzu<DVojk*^j?4$tNt7|A+b8F
z;VJU@VpBi%;~(Yk9i@-%%x-q1AI^}ZmAnJQ2}3B@ZfOyfCGv3Tw^{Oqk4trujEN6`
zCjeE#o#g^$SJoSX(+V%~j}~#1h+l>gvm2?Xcdto_a#W~5<shdgfQw;FtGU#7;0Bnb
zfFziMy73wSHSAtM$L}&)SV@48Z2(+nGb6+%Rinfhl_ygmPPntZcd@t7XwYrJPpI$5
zO%5SVA=wZB0oWnjvdrV`5f==XKO);=t;!dS^t>kukiU26)D3S|<b48sjy)}rd$kVa
zl-X#ZqTRB3Qxk$VW`E`GOTSb;m-CRFb>8EKe8iHjQ*B%6!TVT$XT+sy`+12luPq%b
z7fx(huh&oxgKwwG7#;5@n@=?cbjpR5#e$^SgIr992`=NU&MGt@4wy3z6xXkrb=e~-
z=44~d_6!ji<Sh&a$@NMu&nunWvtHGpOrAap2vs_l*M{@&A&m>sVf(37C*)!nLsd-<
zmrT(^>S|5?cgJ10<x3+P4@X|%`<ie5GRRx%<XGQ}ZQ1^O)7{u<$>e7#)ndG))^>(K
zLrqc)1c1^`9l%7WG?{d1ahWnkBmODATT|uPB>)-?{1dnLFo&1{ZWzPD$wL$Qg5$GY
zhm^SP@lfuV=wh}w6oU${SP%G&GQv)2f?trd5YM_GFPH9km2Z6vG=@gM)AapbL+wOG
zi~GEeE2@(H(0(d!gnPB>9)qY|k>iWIdJ9eZGTp=~p!UnoU8D4L?i1ikW~b{aGvmY9
zqhL(4|IfR3(PtMlSX+?Q2|A^vt=IRsu<o%O((<9il3!&=<NpF1+;A4=%2EJsKrE&$
zvW|@wttN|+LKKcFfCh^ttH7XA9Oungh+txl>O8}YG{ltZi)bgN&h9Ld2s01crGzH-
z$B<n<*_gO0p@&bE^ai*l*=#9k#C1JqB353};|VZ7aTj}oV^&*qZFEt#D{<7;%GUA_
zlf+9zI9>3YA)f1@0L!-Ed}6uUtH0V0L3gWD5VNkkKs`X-WDE=F`-rALqUj^+PPwac
z3qiH7uCeu(^P;>f@d`GqlKa*}NDcs})75`O&(bwIpBWwZ&yn13VLASLtHmHWq{L1W
z{)n8D^2Q}mU%akR^JXznBk8Kxhs*f%QfAjvhRx))#;G`ix*k35#&(K+>3ZkIp74wm
zDAbho2S9W(qu7c+;4<7a%Fh177auYY=*z$HJWyf>vbl|Dg7S{AcO6?7V;b|#v3!h+
zMYXMt*dAu?i|^!osLBW=JT+%E>+tEe6drwUsU$8h1hEpaJm1XE<@SndJB^shE6o#+
zl{DgsWxkS{e2c}-d}ry(Xr2DC`}KUnUHPq^OVQ+5T&C>pb{0D>!)TNIJ=cv+SBWoG
z{vn|XDx4)3?@_IfO1SYrU8l7e0$M&j0iEh81XHhPQUnM-r?>RqSdQLUE)6|MkHDrl
zPz>ru9wiJJ<}r7<#~6to=CPCrF7;^4j_FTD8y3#mM`sE8@8R|4u?8A%9B6kaH#V6p
zB@32ap9&mqDm|N9aPJeWeV4>sO+SnapN;&!kRu>CsmeDLvAH_sTGYqE4y`7>olg2S
zX$`m<PuPFwscK+H(|tteQr^+nABq@H8K&%+eqjId5iI_>zFTK1hF!%b38cj$eq3Q^
zeJEu=zqP{SJK;AqB5!a~Tt9sihR7~EXt|<$4O0WIfx6$z<Fio=5MoqKrjGff>)>yq
zJsJ`WH-*709_y*$PXOlxLu{s80HbEs=<7>?B3UIk@U2@;$;{Qk)DwVSZkdDnS;6fp
zG+G<^Mx=U6-E@Q?1wF1QWEzvB6aLm7b`p`*Fs`C5Rb@Y%bJ18bE+s?v)paSGD>bjN
z`%~c|9@)zzrOH9vWAHvdW`0`*=1_>T00&SV7#LKBr*bMRBV;}tXx%AzR$c0@7pbeV
z8sC5`@7f6t41RAkm>Smv=w*B;&CU8*<_nn1u}ECXjh3uYJ+m`tIBj_Wr$_kVLB)KQ
z@~EBNFHsvWr(8E>ievI7xuj?;&t}(xl_j6SlX0NdW^X4C=C=hXodfqBN`29&IjryW
zxj&qBrU`J(*62zv2y;FG{7JIb6w4Tcx*E#kYP!bM;B(#wQRmuqn;esmdPCjr0>Rf`
z)+?0gv~W7GF9nuqwf|-eX0qHdzIEHM>QK2{P<6{O`$^%is7<aAm_&Dr14$M#%VOLc
zvg<!7Q#vxKwdrn+UO-_&z|nxi*=dILL1tX>VCWnmcIRzM3ZyS^gtmy(<n>WiAO-EJ
zzM>epzWvZl@{Dlq6hlf<gt??La6`wxTKc$c%edu$uxQB^tx3@2a&qahSxyplI!h;E
z4&PGa=L$$V5c$v^1y+upwKYEhz9AQyEgfCtGLH$=*3Wiez8iE<!^u0PVxO5^B0mML
zL6I*H@uR9N<PSZJ&&8WmiJ;k4yt^6B4Ccux<yto@v~Md(>`QsHgpZA+Zvc7M)!hCe
zycK!CkF2yoRfz?!*LpU<vGcZpjk0s_a$g+0Dux=vV-S!D>k)klCE0&57l#qlvfNwg
zpgB0Bw!2BG`z_X3C;Cu+=Az8@P9YDU4R`ma&PE+;6t&NcT%KEmf~e5Lq<sb$;9mca
z?;?C>NN}tQMR^oNod^A_Q?2UB3n59%56u%Y4b>J<V+cYyT(Zyq`T%|ufVlbNNZCB(
zwQc4YKxf&dA6{~KV~ZjH=K7WYHMk1;78IfS3UH!GqJv_eUyzNS8(|1wW3$gjjd=Bc
z(+zoLFi5hsBOCzV3%a@IjrEFg)-9uSIuhpd4OET{LEqCDP}5()YLmMzNgc&yeAooX
z@Wic~NQh7o1qNzwVB-;kw|cwIxKI?qB{lT9^b#g(gu|#yY22I_LjzZB`AVnZ)%+`G
z3+a&^(`X4IH67Te?|Es#>YP{uhV}EjbndtM+Ag`pJv!&W2gkYEaS|&WtO?+TiBN&M
zqsIUto3qC>jC-5_?f${Zb_OJ2Ax#Z@{PltCR<^xYI>}MC0H8E*OYo<{=ld+eQq+!X
z*l|JW_wesq=w+$lips|EBlV0TCJf7QG~&0+UEPizqTUGylY~l(;znr;>B*K;ydRbR
zdjI&Lil*3f%7z}T&ij%VY^PvPS!ED7Uyg9ZlGP`p6W8gO;Vh|t-xH47f#vuOgyonJ
zsLuDQ?0BvuNG=35B~V+SEd(@vw;cmP3?_GN%Si4;vmJHI7>v8p)~PaVTZe@2J4E?I
z4XubTO18CzW&K_q!0L!z{<u!XeD~3xEqBc;9z@_6^EQRTRH;s$>g(d*Z<)(-UA;O!
zkB_6C%7fiCSr%I79GPv=JWZ^Y8J!YwFkSx`ZJ7~xIk+nN_>x7g3J8<IXBSr<dgv}$
zw&X~TYmhFo(E52UZYQEy$aZGzH_ff`J}!tbbZrrq!`#)lI4-3AI@tyz7%!$tl0CmH
zCuX~kHmQs*EIq%Q+bn)1wJ?P>3Y=%-k^Kb7>iPZ`{L<m~6F@4d+63=t@>4n-K#OIi
zp=FD7PCh*W-s|Emc*_7TBprE^MTf`sp%1z@z8C}5&U!uVFPm6l@uEW9&<yQ!J#tjV
zrAPn0l3|s&(dLa(JCY{ui0#*DGj1u2G)+a`GdS6K1UXND%W2D@F@4;u<Jc#Fp6Fb4
zz?;B*mApB6cnye6^EH1~z{+^Ox*U3+!EBb!$Yogp*ETAMzy@Kq1$Gnfk8Z!EW4(6}
zQ#l3~PxnNcE%I$K0-)Y^;K=GcK8=7dk+Sx`t838Z1ND#3JObR0KNTE8x_$MVJk;gn
zW}~rb%e97zdpj|((cr_<<%C?F0Bv;l%)f{Ot>HM(4JUKLUDJ9AZ^)4)Gu!+%A!U(7
z5mq6l=2_1D7Eqvt{GqU$S7F?4TbE+ZisHe+qCTnGPCK(RV1GhE?u|VzQ=s--&AqG&
zFqLGzRUblmYj>mV&dK{qKWW3_{*{t+f60K)aJCEu$|N!!F$`zr`f?b#tY&OJ@~&H4
zsR1~i^Yat^0!5N;;I+Knp94K2h}WDz6iCbyY00Id3#eaR+FZ-T9&JOLXv+#tI2fAu
zL1y0=6nsgItKb_kZvhfS;^KZQBM~v0EEs_5oZ)w2{5NBGZyFm7Om#=teIIL=%0FZ$
zo!A;0aWolSg9K^%J)j*q_AX^MT?oI7P$fe@Sl_2NP#YN26QIzKV1zX5Y7a(Nwa^We
z_77FLA9};6eUi(qfor*DP{B<k`u&R}PLY}8{7^wj*xK*J*Uxwpj2Dv|4kPUF#$p0M
z)c%<4(<!(-OvX1_HU8V}9sy18QgxA)G)s8j^0c5uO9YE;^Gi)*Z2ntFIuTPZQwSjH
z+O@ETc|4omRGQoSt32H>R5b(k$gKCaoWXQWH=ZNLk?-%@84Tv8VqD^Optjb?OTy%=
zelso6LIoy5{BiF?pL!m4(be-Oz*cRT(w|DyD%BBB{rYZ)_l?K-8``PgpOXk-ZK>JW
z_}i}XMCZ{UgY?T1^6F2$@ea$P{AU?+g`G6x!=3`dY?<0hgB*oNJ&QA@p@ytgWhq1g
zCsYGONBemR`c`-{%u6*#x@3Y4kW{XC`WO{znAOU0EXTXJsP_~@9*v%UEd7whsd-6)
z9rZ!krgo{i;gRAIqAi<D=S<Xcb(=CHH9on~H`WqF`kx(s3XC`Y%608ouMUojci2|c
zPF~OU*vQe6jMi;z4h5iXRvn8$RH;Yg)nF{vh~<s>By0TfV#LR1idJG6j8Spg0~HRZ
zG@<5*hd`KQVrDoNpAjrA1fyk|bhtUr!W@$D?nd?eE%|&!ZcQ*<vfv@5d)9buD3RwG
ziyo0U7EJJNxb4j(zCY^avQl+|vC`GANspRR{GlEK5%~Iy>so@h%%@HcJJ{~+mpIxv
z8oZwUZJFs^z<!g+{obBcvD<6r^)oSyVGbf7k?>NSm(R1mk9D?c2VWIG^+t~@aX&zD
zG@_OFaxp}XjZ@TM5KOf_OrMIQCiohxXN0|)7Xf(<+hP9MY816-5{S^FM2y4L+<v$+
z=n#9vfY7MMEEbcBUN=e>)GIk~*Vs|4zrVHp$N3xJOl_z?&pTe|_7uvpRl!w9_u!T~
zXq|8J8Z-3voEPh0qOgwS%=Xvxkt%;Cj#Zl=eDO=qP362^PR&C9BbSj;q7|oPQ-#n-
zXSCSOLhqN){ru;`e<2UeT)%!8gnfw_r|Al)8!*j~a&w1)H0D!mf7J&Dsjz>QByZc&
zJrOMRRnmF_@K}t}%HHZZ-DH0wSZ0Wqvc*0J7FY__m41VWVvj)lwlg>-OsiRRoUAmU
zgzW`yjD`dLEJW$Co(c}%m(b~q3L6Ib8URr!da$%>1TJbCtowV88YZm-C*flevngy+
z`Cq%qm1W;Yx@8|gxcn5jDF-9QvMHCMf{*k9`s3KXEpYo{ZkMckKf|OeCRoz>3^fes
zPfQN`s$Ef-n90D~3w=LCN$q;0;i%>UnLpqXrwH3ir=B7|U-GI|L8y0%lpH<7@+*L%
z$mQXBF)j$W^%Zx9@D3kJ&ja)#{cV@!<l{4MdIg8r0uz#$2o&L8MoW$q81Ek(nM0$?
za9<3Enn2Kp=WzYWij5CYwTPYKj(VJ4`wE{1{?%y+G2PiycsClB;mz08oFJEG8K{3+
z=3U{+;@PZZ?!A!7?y$*tT*^=Nm7I|vy0vS@M9e*=UUW-Txr%7;kn(7K<T|a~OhM7O
z`U$YYkX`>=hWmHgk8TGgj^`yoRd5z3b&~l_`u6au1DU3C9?&J?PR~Ov%smw~t4L7g
z<Ot<PC(B)jCZM<QXW!6d*>|I!ShOPJDWT>z&$=C#)}uF>yUIKf*>`&S4()dtzOZqU
z_}!@dA+#nXa+FvfKPX3OA92;;AP<KinPyTdHe;5fQDiB6i}UUIoDx9KSLi~)(?};L
zQY+?FpMh|{Pi9AnTJg{96mR~ADG}6~)wW6MuxqP^{@n6>6rJ~9SZB&D4jHjNHW^QR
z>x%dCALFo_tW$fr#AxR%`^#W+jL>Bv&vNA}sW)AdXIz8ipV}g(7L2r61Ez1(1GY?B
zQfIU(_l_ZtrSCs7y^A#WjWMhoau(WNn~l9L5r`o{v-b0edn+G*KV%H#AHNc{BPSxR
zv;KBFLAIi;)8vx14{5<*C)o({aiJ{Us{KgGH`qDhMmkv)?qJQV@=>%=U&|KfXlrMx
zRAYGvF|>2@wav$8R*j8CB+|Ey)Pn46S+ej|qAzW&Ms-T3<;F`_dA@u)GDW7_F*Fb}
zMo{*#%n(~crnj(=$dUfhkuE(St)@8#n>t9WYJX0$MWFOMD(U0h6CmWx*!lTzQ=w83
z!+mf0-#YP+DZgVe8=1>~_2_doP-(H^Ha$ja%xW%!ZmB#5Jbd^9cNLYXJb08@XLUt~
z#b?JjoV8)-0i-h0s)e_n(x-ujWnXxgpRweffdcfLZ(;i(kmM*)?`BGZe6(p}uzUf!
zbMnex$oK-;=40&>peB2D;4g~qsk;4~YS5uhL!BaZ2&p^ai{KWiIXKxokC@#Oe1OC$
zs*$u?hZOV3)6C8_NFe`=!4^?K=bJDtsD12c7WW*t##d`lc};V}fUV<J!LPK*q<qH%
zFX0t!MC}9)=2~Qcz|LEWi;Yn#nH;QFSQ{qpKCV{Gw4I-OS6{q3yNkP-h`Tno3Iwm(
z;UP0*r0M$}u<pWIMsNm6kmDO65jvPjWNng`LyHW>yi)ZHhOt8a5e>dMY+ByTBZpII
zR0mBpF7z3u&*o%AdHSIq?fryp-#mYUCIQ)2MQ*9SI_~t(1^QcLa+A%aZDUDv#B4|L
zgJd^N+_~`4%O?OcPUquqWcqh^&Ixfa^8~Ozxq0OSeF(~X0*qD9d>cj8RwMy{#}ol1
z+W)hA8SZ?k^_T7-gAFCur|=Iod}!5Yl>CInNZK<7W6z)P;Q(kWlG6R>Atd1OF>|6Q
zaG+X5!HX9-#^68=T*Fs58}4cmsq|d)MQUK5>C@afZbiK)SSr_Cv{}TYd$)1S2oug>
zL9p{z?rmqU%qdrKX~(Ir8k~wwhPzu|ktt5G3kUNztfss?7C$USjHka)8GYl+gY6x?
z=lyH|bUrnLG>dGYogrW5GuHMKMNNGYI=<B96_NCen+MDF<+aY{NzyxiDsopqqFbN-
z2^~xqQ~>Yt&fuBsFAOP!Mbn4s<DpGi=a=Q51pGGG{-G#n82<}oLxvAqrk!V%QWfUL
z_QpHq7jcMw4hTL!TF!%$D+iCbUVc5`{R77kJj!`51dW|bQs%A=i6I$QD%xW?Hdmp{
z=Rf0!*Gm(#lBq~u^@1nUiR)&g$ePzhCfM%7<mFH_+DVBuur#Oh`0WbSsmo(ixgs$p
zbzOucTk9|lE;kO8{fEF|O=;8<KGqNHd}o9m8wau$3j&=i8W@HO(!3ss6DpG>k-}BH
zgaoaDcZ`S9RQZ)Z(&{${+wY5{LwGk|iL}#R>Qyi&giz2<K~%hFKZ^t19_t*aKpw@-
zWSeo`oSSzz6>0gbuI`!Mg`A<B;hG|A<hN5FzENUJbNk*x#=csyGRlkRqgmjH{4Qv=
zkC(vP886P?jSe$t*@5qY7hA*tgH)zBM@lTke#-~6VH8+QAvC^V6(;4P0gHsmgpu=-
z@K9q?rU&SQo^T4ayRD4(t{AN7rKCbVlOig^@>@S-YMlgBf$*q4*HH?yLLv3a++3Xq
zi`jB-$TEg~WmH6s?D*U`eC89YT3o-if}wo73Tc}I3(=~6?reEqXl!Jx(%7TxK8*DQ
zFs%@DnM_f+Vt0ul!CCn!a=G_c&(nq2QiX=`q)t=N>5w<yObET`Zxt*tKLBK_2+|JO
zNVuV@@OAF)^B;uMhi&Fn0X{HFZ)n9wwC#sWhEtS_d^eG8p67~5C-V%99e@>|@%7am
zbG4srRX~$mD24O*5+Pf16NkTX$Y&^#NsAZ|z0C8s;z2y@vvqp-tV8UXe7Y3`>+CJ^
z)biKktrNY3F&qYcl#Nxn?>{`#w|Klw5BzJJADC}^qn+v---&jkXUFcob<FsXGjaxp
za5PbS$OX0oAFFi7e<U4CRvz0jzhFR_bF_}Rl@IE&`ZKbpo#s8o7c!ZdqmOji#oSWd
zi3H+rS`F?HUK0=OX0PX}93Na&m%&j2d6FH_7)N4v5{sY3D2#t2c5ZbE1QYIiC}&?w
z^V_kczfL06pp%`GS%emVgAci_@!j1$+J1fyoYT+RboiT^dzSNA>3}IXYwOM91V*c#
zgQPcmZXWE2Irib5P9|fN)n&<6iuq69h~CjxL>iy=bE@v6d6t=6nkgRLAjo+MrsQ(3
zTTg-3*d`2w6%#VK@BA&0K%y<RDf5h`pSk^dUb9f%Jzp8l$58>V@JN!N@@h6Hrv~{K
z;HBP`h&;Z(i;RyVn<YamGk*dWsQJvl%CBt!(kaV*E~S*5sJtkSGIe05wcE+DiamG}
zO3dp`CBxrC@OL|trKW)~V2=hGq92iFq*%(~-`x;2&oVgC6-A)1IhE2J8xr*9_OrKi
zh>h_wb5}OQjUxf0J+ODO%EUjzlf-fH;fnf^WJ~>*>1tteSiHBFGCy_H;3vFxG&O#S
zcnWSB#+M#a&KqY#>ZDUm>NDipfe)kEzrc6QwXu&eXT4uVxhNk*a)tKGE!ybM7E4?L
zk7tWF*Z~xebp?e_06TeC+I<7>yD+14pUXl6`|4WG+)-4-X1wCAR8qOyT5tKrHqY5d
zCfgt7hVjM?LPZ({Cl<6f<AQh0t@_j?#-}%WY1S?Ad`FBd-s~iH=f%_0w`_7oOzw(H
zu_E^(rTWt;1h$NKMyLU&x(AP>-E2w<<&}f`5y^*1OyN47t$>4H-MTH)oLq&<$u<tu
ztLUO=`%Vl%0%O&#EgZY_P2eOXXZ-L8T~S~{px7h-$Lj6Gy8`mk#uHJlGCRkFedTR>
zoJ7VGChNz>l4h6s9O^=?Gs7I9Kv~lR{`-$LCd~B~f%A~v5~YEgDZb|N0j2F{>lPy^
zEhkXbanfG{Z|Qv{-QX|xlgC~s4tT!rEENV!zyFx*By?Ft>yCtaNC?Uen#Rkur<m|b
zC(ir&W1T0zEf^W(Nknd^n;#0gUpb1IX*rsxm~6GNH;`+;?J1&vae41JUO174S?A|}
zy^lC6TLAq?g%KCDBKFTvXYbu1rY`(%2HkuA*kx2HB}+%!2ws7?j69l+mGCFaz45!^
zGxfZv38vHQ@!_xMTSpm9(-`D<FNgG7r{)S`d_N}O@RV|LX8R^AXIK==*^m>N@EZ%O
zeF`P2-GasPjYTf~O66>&St2+-mah-c`(_R`%<NRFs{2x~sjVV%6Gku^keG1LYV8{C
zM(6iJ1Rc%za;%w>ucdG!eZv)+BqCR*I3Q{OP9%fVgii_FiRfSZqCra(Uq(Lg8i)=5
znE(9ZA!!ZAGv(k05|AeND}DLHAjo|blM>P9vtQ<Ru}ADumB6$a^ksEY%<)T8lhHW_
ztAOY9H^&;8Wd)lCTEDKHKP>V4F6uUS5~ue&QHKYAXAC;dRFsmWW)a3khTE6E12ukQ
z2&wg-e!&GM>=pS}3d8Ii9_jItrC+?)J(LDXJtN>;ixWI{&T*qhl#hA>J|8xZ;wTUL
zteyZfrB$E2wq?(MI^53aONuzLRM?chGD=GNan>ODnWa|ZM=zP31;t%<`g#MGGsdrm
zZ`QF66fW?-d;2^5_$R;s4dS7~DcK-#Ii!@kh>_E=LjRqcdYx-`#mqI-+9}L4jyiY?
zYr6Se99;*)>rwE1a0Qed+_hxb{xhnPSPvtJ;%LJvBVrNf2h4YaPq|6beaMjS)!zN?
zV!j=nzY{s@m_e&$sl)!yP|>S=HLd4D3AdBusz|WgG;dGObe#`6-Rr)~o;NtS7`Ypf
z_h9g-yN-RB4WVvW3t01fJS`r-QlUUSRQe%k+M%iKs~erHjz~5P&tW`{SJx#+e{Xfs
zEn4|jYindf?#s8P^)49ph^UrS5@;(3wM^Fe{SeXc8Sp3KPsyFN((py!<#w|LW&>|x
zid@ZzC<P_j7&&mfup!19BxNqSKoXPC#GJo!h{-FL-~NJ0;TE>*rjB=;Ow~7OO=f!~
zNZk28@0c&PoN%EZ=&8E$hnC&;8<hCb<?T`>UoFuzHf~g0;LI;a(pbCUz-U_~F{Nv3
ztX=l@R>oogf#Gnz4XeinQ+URAyw`mfq-boL$)1;j5P$XXE>(&<yh){_3IBBlGqAgc
z!2F7=XhraL+=~sLU~Lv=*4Kz)lEV2hkg09l-KuW=xzclqMg-05bPE^W?Y<^jvB{4G
zWyD>VPIvA38!83%yl>dWwv*gUE>%Od1jjfP1N=ebi)sxsOgKY|#}`08fgL+ba*tRU
z_Qd!bp!X1S(VYHk=82s#kmEyn^sm8?Z{pOKaaG_&hm#*>so&<!7F@-nI%6an&s0iz
zj24Z1P4eQbj<#u?ENO&9e)#o{-o7@hxq79B#hiXiw*K?Bao;^)Ur5(TQQTjW2U~9C
z4|}~XD^3{7h2vXoz{6<>BW)pEt$5ZbBMx-daL0&tUSaAz^-<-AT8clay+Um8!gyJ(
zQ3y)*N4gIT#VTd_bS^O>BRQK>lx~;4+Z+_U-TRpQCbT_eQ<;&IDjnQ+HQsf&Mpofb
zUaL{jf6*t&sp_hgwmHOO7W66a4*<J0%8xF6+{<Nif=u%!3$N&B>Gl%Zi>UE&3pb_R
zbgZM@jt(S0*MftOF)SUM|1>5ti6`@jq4WvBvllf(<NXIRzZN*i=W{i^WKdr&;rJwv
zFT3P8xUX84l$ui1_s)!iIO+*NJbkZ8AH_KMg+QY=w?`|x`gFw|o*O#&V`Q+iI);O4
z_Pd&H>uO=T$@kfas@aybMZNssm;kdKojedRcAY=Gd>bzv&u9B*bJD)bJUb%incR%C
zPzga2wgAFgDE@heBs^$c$-nqZY=64>@<*vdWL}tR{KeKIJyD9#H-3{HFA-?k45gs$
zyiHHX3F9?99fYl&bc>TrNX0Gtz~MMW6dKm^B1I@lJ37k~Xc&@O6a8DMPKBXLG+w>L
z2SpiAEl5*iQ~x_$xA@pcJDsj<smrA5ewg4q+oaTg)?gGdY$>0S!K<3Q_^^(ZT~Rz%
zfN^r{sawt_iRB#+JkGu!qNlb=O}i)x>!1xj-wrkQaF5l|Iim6^BFfF3+U#xkEZuU5
zsV-{qvcdcb&>pR<`i-ZZz|aB4+p~%o^)!4n>C+dXQ`r2R(fvjPa6$3{Wdv(J?(JN_
z@z{y-A<3Caw<e!P*Kq~th^<`&ZB+M1$U$R*_RVHg2u|xI_KSW5%HLyt$ew4ZpjBGt
zc=Jc@pMhA~dNfn%_j#zWarBo~D%ckSL85A3-4cC1lorV9OzObde&HMGq*;p~kii;P
zt6#`S+j(xmv6uXs(%?$%$NNMMf;$YQCqSM}C9u-$zhXrAXgI2duK>9b|A(F&0Z=vM
zRYT%FiP_-wbPU6=3Sp9LouKUk<+r8E6RjQ2U$`W#SnG^pMl<VN#WfxGib4~ciMF-W
zysXB{5DvW?f(4{;lHyal0^1^crqR@BzNxCYMm6l>rdXt2FNv1O8jjxE`B~f6ySxWc
z^gcq@Op_#-teOUN$dbdhU1}RVq`frPjD(tn<@%*jOe8Df8UU|$_Kdvd)!fgrrfZW_
zb%#|TaLE|c36N<o6yRjL0z#vVy+DQoCY)6I8qz${9d#}j?Yw7!$a9x7q{jaBBo4w&
zBZhm7)sJQmR)*8JT0J<AAAaG7Vlh-G*<)Fl+88_8DZHZi;}Fq^gntZq4L)O$=6*xb
zLDmZy^LGh-kPB4jk~w7Wm&4E?O9?bScF7>j|Mr`r2m>{)K<~OZYUf9R?Z8iMDVain
zl3)8xwvwL;-TKyHpVRM%YBw*6s|WohhcG^049Ro0pbVs6q1HzEQZ`H_kZB*=6J)Mr
zfL9nQ&ImT%5c@6Ue?!@2e@K-YBd7Wx8?Pul%-uvy;FEv$nwigk*b&V`m+&msu}*bU
ztT4*iq*{}t`b||#V_EfJiOM3ubS^nN0{u13eC6z7mW#EC?=)QrDq;_b0hAn0yzqXL
zb=4eDr&keqU%V0&rAz;4)gpQe4J+SJ?a?T>W{um@Ozb5X9p{8o{poanJTY{lNb>ef
zkjv(1^o!iT^n$Qzo#SG*TZ$*VS$;OFJW{Br8btS<g7xAtaqNYMSDvV(>L2M0?3}sS
zu&}XKKf7wAM}1C6(#j)t22$4~%@$oQ$s0rBHiiW+jJm$M8~aW+fwqdpNs<auJzk>y
zz$`N3p<DhetiGM7?$Y>7!8}t~Pz0N1m=!Gb_1@mCzf=3i6M(_LC7AJfr}TqQhU+pN
z`QfnUL<Ib*t)`z$Z=<1YoBd>-ndjIbMpAqltXU!$X+pugmJ~CkXEAZVT?F2|-wKng
zpOVq7-~4_|qfhcTb1PQ9rVXGgQV|-Luy1%{a0t$h>GFK@Nd-M#_i9A&1yOLD#YUSB
zxG0UAQiitW3DA){y>I$}lL`JJZtne3;sUs)%k8F^hWbM`eFH7wz7*Pr)AsXQ)5Wf|
zYPows<WP`FRZnyy`^NU|si9n%+ljLRT<F(Q|ERpDFGb35jO5~HctUJXVVW8ddqQpV
z1?&BK?bqW(_DaBq5mMsZfk~tTCGEtqWFIXVuLe#tG%!>!Ro>7Lb>$HA2TzmWlkkZg
zH0d+c+SbKLh#7KzmF}7?%P`Ul(eE`9jt7eZ-nAurnvm#=??2j-nz0{hn^-R`Ru6sL
z>d_#_jos^pq{<m15uP)~sicM2-l?t$t^&nmm5%tIkB7yiUNdsyYVc$pABvT7FR?`U
zQO+QIGIK}#3VY{UEm?Jm7X&L7K`P)Q*)wiPh9_x+b~B^tW(RfE4WHM;dTFgavCn>B
zR928|fy?n+&l5ImFkK6&a_?Ym`n_mqT(oSGw*XwzlM_>ATrAPNGY;^s=uj8e^rj)|
zi$se}YP-E0T6PdlKExa20}Xmb9k)L?Rm3pxkL^A9q+h-}rYcuX(T-nw6JTuf^<^0A
ztu6;ttjXfF)GC!v0W2qGw^l>yFsx~0(p^uZixq!6c(ej~dpSnYy&})DwOI3zBP5T-
ze7E(fK)8V)=}0OKJd(=%Kzk{3-9B=bEy`paFTRRgIrbmYeF;anw}J)xzfmb|#3jT%
zID~o|Z}zG@0i;!9bSN#hN>O4ydX8+#y)eLZe*Og55t!7gG;d+ma|krodnevtHaRJ?
zcGKgz@&uRyks8-8?MnaZfvRSb`}$8XxxbM96&yPW_900cqLJ#^UTcuwI-*gdeoU=M
z)A)M$7NUHerHO<&J*Jz}deFY#&!G&fbi}sfj6Tjar{cwWx;T^P=Gvs4SBevA<X`yG
zT!>ngEFOX(whJL>G#_;kFtboRNeoX&@@?HXZdidWR?&A<yNimLUgKxd<3u8}UePtM
zGbdSj+td}z<=uKL>h%~&e3_a&At`fzipk#z*^Gk26QH2gJDkvWs2==(b+fY!i;BAi
zis9JQ>9p^lNrY2TKjM0%Yyeq?awPqfI$Tk%7llSSwe`5a=S4g1F3ZvuiZZ5FlU%$$
zyr$dvLz-{C#f83Qxm;@HB3RnTLMFpUolgDW6xR?h1JW)uei%##_SZ8{9dCj{a_bu9
ze_LDi-cnUMQ*nN&OKOvmraH+k(7;#ThJ(o$tDaZZb45FC1@=sqobRu8b-eTnZ~M7P
zgp8XwKK1zZ((um^trvz)&#ADXSo-#MS7}~5EcdwnG!0LE0xZmgzlcx<D}Q(2Mmj&L
zaHe_diu~VVZSS&CZmAX?2dX*W<}M<tByei*%Lt>G*z@)@=O<#SAkQ6?5#8Z9S63-4
z7QG@O_nu%%L8mXBOwTfs5Xf+#Zi%On+MgZB3Do&JSpq+BYtt5{Pky0-lU3K7z_tfW
z=3(D!BqT^=c%4mAvcS7Qf*7fQQuP(EdI^d$TdKH51=Cs}vP(YqM1Lmn$55^cl}Zvr
zP+gGvC@CoY;_BTn8Hyr?BpJWUj_pX@_EuFbROeZK^J(FBQoO3MqU;BqRUh?j0_>ek
zn@<k$o6fihD_-e<H@b6|?7TtTm{IQC^q+oVZRraC1~LyIs}!HLc}S1PS}*sc@3|T#
zecRb8i8rUdL4PFaEasJ<XZb!O>~d{oE|vA*IL#B!pE!ELC&!cg_cp>xAov8-bgS#a
z+<SLO;tPv&Lzm~&y`4@kceXBU{+3lMjO+UBngY%cbU=BQ3k-DtzGdYgVY=Hc9`gP`
zzt&G+0m&0Ch-U#uOty|0M@0u;l$<Z94xB5O9*P#u_k-{%Iiq|4&!sa=KIQkGt=d{m
zNWz6y`*fOOraw~Ns1e@i2}gWj`muLnbmHWv#D%jnIrXwsMK|D4kKLE+y-xYZW@dyu
z=`k~U2(&+ow0!cbrx41qx*@~-tgDu=j~xr_Ln;H1tNB6wy{Ag0JLOxhISGizkDeQ|
z3zF-a2q|leEV-!+mP&7FYKGhAY-2JrB1FsVJAd`d<-bf<d$Fm$w!G(}wj<2h8P)4<
zZ~z(d{)O3;XO!m<Bzs-@G_nxw4BWIWkq(I-9K)CwE1V1UFfl?jOZBifnwHKN*{-y^
zUA&2ohMDj6Bg#1yTB&q7#qF~C3rPh@k}g1$D$N*7x9j<#v+)v$&8uz)6&DWo#<*R!
zSf>v^*x8jHr@aNojw&>n!>%~dJbDOPsBp@6v0tQyN%Jyc09B**&d3I8M6U%cM-($v
zq-Q7+DhFWUs%$0$+HX_1eo9ba_16;&;#wB@QZD<^8$S;RGJJchh-b5v?EYf^XuNdM
z@%H^Q@X+zws(V&@LBtTm<J#m=mieW#o2(@na7D&CF;l}w_v1&Nx1d3!5C3YNXO5*Y
z@|WqYEqlUn-d)ZRbG2D2dQOyG#U8$3irPAy{_cHJZgd~*2?QgRiUJ`M84op#@MR=z
z?y3J+fhZ-LC)m<)I9)dFt2qJ-EgR&_bL7NoCNr(S$%2SJejw#2d7XSP>K+U~p)d?c
z!EuS#eQ(u=?kb((!t_UBjSTy_PmM0Iu>_yDhXyt)kc}jTpb51r=hIfK&RdO3lTBUg
zyj)K8j}ByNOy+lWcE9!$zMuJrx@(umWBbjR@&3YIuRu7CQ!7K5CGHF1pbSBehddkp
zkH6aIICu`(7l~DP0BTGIyXesAg7`U-=y=zSzlx$dQKdWxo#tH6FB`e!Qq9Sb(WHmN
z31$Cb4Bk;CmPsY)<8mffElj*a=)5Rgv8(G33Qb43yJ0@fiKkPC2@W!K*BI9r#r_1S
z^)4!}4GS<II>a}DFbng{T?)Q51*M}k-o6%uRT^sak?qO*MxhN*p2e;^RKCjyzh`I5
z&s=*)(j%#|ou}+eW_ydQn$y?M+!Q~oCsGSnUZ9n^&V6O=A*_s;rAq75;(JGsBT&VZ
zR?|*9RTE#A%S@yA!5)FeI0=iFY`3z%cThzOIvGz=u=zuhaPaoHPAJN`+hACvz37JV
zZYax26E#EI(*|9R0j+4;QMkcY)O&$8$$s2i2W$^6BGd6TAi+Og$-t%U>QdE(eu{A%
z00B>M$T(4wnVwHBrt!WP93xF}mm41Zd-TRBUTRm5Hvc^`bfG9Voum2fyy|tNE^?{R
zA2ojc789f2f{D{Nqmk57L^T`Yw=rs2pjE;HAZf~9kvGtem^u~!mCk>QaA){F)XnI`
zWEA|M`X~T4f+Ct9rH3Pijv2Sj=EWaXNx%LJlhUtz{4cwULIbfCxkvzswc5yvwtw{q
zz^j5h<k`l8?pLI$bS!K#MJTFdwOXV-NC+y)!d8;K%PaqqwAMkmid#`p&R2KORa0Ak
zqwa##l|xQ*X}iV2e6!b+f1~cIRC~dy&PldNxy$eCS-Fu5%`ji^X{AOCpyR^^G3HA;
z#PM`SYf5A6H`rde0GRj8ZqKNGUh26J;a_N2MYl$VAiP_LY&lNU$pw$vn%ZCbcB;-H
zk6{BhtEV~Agc{F6X_LcpMP=2m=(4QD$^xIk$}wRneW^a`xs=Wg^!C7XMoCfnJv6JM
znL?nOqMu;k2~cjRWq`5EF<2h!1~0Rx@VYfa+hT&GQ@sOr-o!rEIVsr#_8?$@xPFEX
z$=nnUrXNK0R~vgHa^pm)oP<utdK0r=O`!mo-azIEjE<VsURe8C*QCaV<SPbA$mbKS
z+SW^Al|v{Mi4hi4B>w9H1>**vFcC)auRH4e&m$8~=F4Tia>S=+UJ~~gzf&HPv)(tA
zy&yFn#x;L|RcUr$*h9{rIL@iYLAus>CHQ=gnO^G!78oR5Ab8yICo;=}y{Rcch0boG
z+<`*e*^aIB*c62rXPjucC$Et+*qx5RcykJ?<^8Vv%_Kh4IL#sdUUO|Ut8cZ9o?&ms
z@dO>QX1L#|^_u=v4D`*kgXKu(<I01T2DkoKbN@&rKxe0^j+b~j*}&++`o8V8#b@@)
zbd?R@*C#;5_XTBf)fykRK46jn8r6xP)m{GieaR%4xyss(kyCTy39w(><1Z9z==6rN
z)fg=^7@53OwF`(UIvui4kfY6q@6Ji$s}sJOW8qo}0WpRlnzo`<4!dmgv<!{`UuXzq
z@Aq9i;;VRX(l19UZ-zvAc#}saqjZT(%ZxeL+((}PxBFzUeYfwTlqZksI7AniV=kK!
zq@8N#&=1~^pggh2&vJexV(v5NC6P9q(My55%E*`(GNECRc3uAaP()B&*7X=S^)T@D
zmPJRN=Y+_Er}kp%CL?e0g`TK%f310aSVqa6uGc}<4kVt!DuJHlmWYED!t2ARr~x*t
zArdeB-Y)ZHqo`lx!GXy)*-UtwlK`+2u}8=n5GZ=cc4SBK+nGpoK-b@v?a=<mnZE{C
z<uOBwJ2b1%2<x81vJ(uB;6_V$0!U&rK^EpaxpBKHTGy+K#w@+D<~9I!+mv)r_6E}=
zMcXpXDmd2rW0Q#exvefu+y+0KTIyhAPA9u8Y0Q-W4(|0j_uSyR)Zb2Aj+IZ8k>cQO
zPZYa2NU^y(=sIp%qLhkXB8KFH2;!nh(H)oNZ)Y#Q2fTP?UQEdwO||S3(Q1I+#Qb7e
z^8W86CH2x_$x^Xe6G8tWw&@)&Cf`j$SDt?F9wB1gnA+mQ6rTPFg8u$S;BakcUX;~o
z$&66)OpbgL=hx5J2Y;#hpJU(kj;p$@S%XcM7Qc{bg&Z6D1x7g3O)j<it1#+JD!u^1
zOAiQRm<=Y`E(N0PSw!Ptnpd*zdGpM5ZG6AdeA6G{)_qQF5y!`n<Bw$bJRBUd_GPYJ
z*L(xSz(l1@;+E6yk491^IjDhJN@%~<K8hy=tRhewLb)dwnc6BF`wiUuRbC8n6>QHA
zb`yZha9~X&j=WV1_DAzs5~wzvNAsehg(~kDW7*C(icQr$L`@7?<seh>;z=TNafgmV
zCYwQWJ2T}9DWj@QF*3YUJ`G!X6((C+7IiSlQBwzwd+@K!AWsui+nR|20(u;?=*>&P
z4A0Wv0Vj6PU~=t2de6{KyT#Onu8zr2=clo;Z!*63cJ3;d3L(p#%Ao%9(De^=#5ekH
z{L}R|j|Z)bxX8jbfJ#lFcKWrcGZM~p?w7?W8Zr83b9SL}@6Za@{+^l!o%YI@anM0Y
zqID|-9tK*m`>D@2i#efU2QiYrh8--3X4kkmU7a=T8W``2B!JUtf?d^YZ_UvppMiPr
z53*ZQFXotECWAq5xixlxGGY+p`OSodx)uZ_UI3Up>DF5RgIGdw!dBCOn0sjS>=1q2
z$9KP~;<C2cot)mf87H-CPsW}(3O2KG?~eJH2ajBqs^O`Sr*alo3%{ZM@gP#Z#S)he
zws~vyDa|^vBTE)io_i-BjE6Dng(jUX=yn8w41{n=G#=Di-ArD=60c4zpP`}+drkAf
zg=xrl-|G~;-0v0=PT@!6#KpO`l_`-{9cysn5@Hc5ZqPS7ANxE{P-nepV!SA1n~^r#
z08Al$7NG=Wukl9_9NudxRoR=PQB~#M-P<}v|I=RnD$tton0^@wRP9aaqWV(pN{-3<
zFxd_qE-B0sKmYOSy1kTe@5>XQEYY7FHY{K-@5|d<Z5vY2n1;HD;FVm`fPOEnC)~SE
zP`OeYXyY#>>ULth6C$C!iJghv(?K13r96pog-oXO6ueSf9d&Fm%CHpRq0?^~7H_eh
za*75GIB0X0`7>@@mSH?!iU~-(jFICpAaF*;#s{eumKh5#yZR0zqdjfQ{7Uf$5ebZT
z(!+6EcmR8@MCgo|wNQ+*C}nB5ed#%W)B}4K)0?zXuKr?j(bzM+^|EJb0F$h}iCdl1
zhU4Vh30`_pU@F{o8*=>SM^7G8>@dtaHZFENmoR?L(%=^7Q*5UGAA#~ESkDu{#=xVu
z=y*M`N>ZI3@SYSeHHQPX-#~5PGai^3TDlsORiK<7(^T?<!6fMWKE9*@SUmPP;es;1
z(!J$Hh-}}Gv`^r4+#h(nTtJeXQSom&qS?|Y<1i29=J7j}V~1R8vkmlHoFQUz*Ux(2
zA5YNNYu_K*9SM%sSGPRO{*g3<?G`;)?@NY&N(`WcS0oQnQu`%$39v{5jXYv&#%#NL
zepM#DCqS~QRBfy78D42Rfowz=snSgr>j5b0t6}>!zxj>!BfVpd;NfP_Tk;u^asVdE
z!*ggyYNPn-XYvCLel=^`eeSaUB#D|-nl#!=$Kf81ZxlbDNiQ%8I`0LoZh0}>W;&Kt
z85xRm5^_ehbw&P`+J;YqjjMbTe4SkI!vuQcgs}+`m5$bb77(2hjI>j*8RYf~#uXB_
zhe?cRjpWlF00-08CfxcaU8am3MmKxd7<vk1l%}*<=dr!Lq{dMnuf^qv5pW$Z2Td~k
zRKCD|H2`d44u_Yog+A**xHS5F*?deYl3=Kq8hn}HL!pV8^WNRv8~vI00>#eFBtd}^
ziF5x5Bkj(w5Bx^zJP(T~QjMg5swAJ1mVggsyoO$EO3k9L4q1~;!oEB|{DfKwwf;@<
z1W-xwe%wdyBH;QN9BQ7qsI%D+RgAVJ*|%L`&?lUun%e);$>8~BtotD~RF(J$3H_CX
z3ZONYy9`)%hesic9w+1WK3i<3$BW}Mghkg0Mw8jj&ksLyn0qG{&tb?|i}JEn)0zSv
zPw^Wkk9E21ODcbDg`{W17ThRx-yWW?>+AiU%=QDt{*WHA#up)l{PW?72gf@ZVe+JT
z%}P}GNU<Vehl{h9jsi1lzHBiU0wW0R`njZ%VbFn2ow7vZnv}%>V`ft72dG4aG6n5t
zh;vK6b0h15;1r&)Pz`T}!j;hTa&+uuP|`09y_7ED^VZq=_FtG7T4cxfe<H-|Uam!1
z3Oc-;$*u^IgY9`)!6myAme?ap_iO;0+@Fdmn3P0W4>Xl4iYN?zuy^c|d#qJOU6p9O
z7;7O&`W0uwePk(`_2~jzN2&N_xI~NE2ib?6o9|OofAWW0@^MEj9WRr^TpAg8{P_(g
zD`h#B4^8{^Cu4dfwO@R<QN*82+Ae>HxYClE_{b4;fd%ZZTMMU)BGUV`uYn;iR8XXt
zas3DL;yHFD_ooy#->Q53bcVbpWrr#`P_Izm%=_r9@j^9Gy97R|^FtAmuIbt@ave8n
z#7imy;pN?I3yw8yt%GQa2d%N&wt1v*&%<wBUkCkw6%M5@LCO+=6YmbR+0yT4xWkIl
zKju3v=-oBNJv0?isGPuS9lG}~nE6b4L#4T2&D^zbjtdkH@p5!hW!=~xMGXA>*^<RU
zCE+x|P>d*0;<j$#d*e@$4ms`YSw8<!<TTF`=@e%)3}(Y?zu;(xlN+^ob^IZaA%mCP
z062wuTR-De;R!2FEh+yVW-m}psx$k<%v@E3uCthNjVE_Y1~*jBrMKMK)0<pOk6t#+
zd{9>*Q4NmD@-(gxJGf^2B&X0q3x4hutD0e{N1c8L`#k(&gW>xj6D1|r<to@A`LJH!
zru>wx9a$-*ej|bE@GUQ<=&aN+8)q1zsHkeR%R?uT#B?|L+5CM$L2*-cgdBJ*f{lbk
zTTKRAktFmpns$v&IO=x;VuYXyQ9Bjbp$RoeT^ukzwD*Py23`^3*ErCaMm=h{_pRKx
z-z`8^q=VaH&vUDM1J7Uox5B+%j(-aGR&HKFfLA!k6g+6aR8}VF|KjSc;-dQAxY40R
zLXhqpx}-yd0i>IOp%v+l0cl}CKmqAy=+2?LL<NQh=|<^BNkQQEZvW@vyyx7`#eDW&
zd+)WL=UdPJ>;CBnkwZ7q$)_;59Rayr35mJezh+3sc!Uwhks8ZdNE^mcT~Z;VWE!{3
zP*q6nuNr5SWL94#v~)4%pyHYhM|M96gJ2+X0z^HYoY?b3OE(HjzYc&cxESB_y3MPs
z$nzj*R~o-ly*Gl?Ue-c$@dZt@Q-u;u!N}IB%ve`b2TeIP_(e_OwDN$g0`4Y2^$2gC
z#7{M+ni`~iWUDf$s2^E!SoVpny1`#*`96+2?04~~LnDY2WT|s#TIU!l_y2fyYG@Zf
zS}K2X*UxR8@~2_i{Y_EpUJ^PPtkB9_ht>QlZU$qjtD|jhJVRIb=X3~~X}q@IrfLCp
z5kfS}rD=qH*aGl8rqUkI@pG)On$@YuNvSHT&9k0Uh=$`u`+&+vd&17kmn`&=hAvel
z^+Fyp`yVXS!`o%JKkFM5a&o9n<X)`gt{4z|Mgfl;rX~Q$aBYb7dr@GmMkxc;cDB%f
zB&VtsZWp_XOqw_X!a#jnBYg2Nvw<YD4E3r&s@Sj06a06Tl%3~9c#oS+*C0}nZ1BVA
zw`Z)NXk}b;EZAUj{fjfFttvJtp5i>jnPZX$x&MIBffsDex)nc!SRZIlD&4y-!N2;Q
zX?<5d3ZEk5({Lf`QDyeH+r5`NRWyQGKFJpxMJ$ckAYPc((=Bw`S|39Z!x)PVJq^L%
zXF9ujAyYYRFh(F-<8U_gO4Y#sV_+cSwsP&g`c|;VYi!6T8vrkjeVR$&Z*uh?h@;e1
zPxm;QLho<@k)wDmL3$hdXY+P4rPDaTm!Gmd*5A1B<^KE)Z2@<T5Dj~`8fN;i4_jwB
zR_;u$W*eKNl5AJrj#CkN__B?aU2G3*cRuf-TgK+b%sD2v4GZXD6~&V@(gw)d-*BrB
z_$n8tPRJ)YEl2Te%E`W2(u@i8>NhvzX38w)3;PpDJe5h1A*cGoVDq$Y_XetdZ4Dag
zl)<b4-8+jf`zRHsZ9WW!+_g;<#vn}J9lO$7bYUkh*Iras;Vj0~C$!dh;)tn#;dxR&
zyj%HOg@5gu;ds*Pz_p2w1%{jdZ!xOK+h;L^2Ma;LKYrw)7+-3!-Yo0C2*+Y7G5^4A
z#bRjl;e}Tle$+6JcwEdBiR<bSA5szf1Ah78WZ2!gsd#6RZqguXj~s^Esn1$0FikRx
z#u5u&%)=?c51WnCIjd2R)0X``tCK22U`wI`ikT{iugB>YfzA0nmh?$pd0Ro!n)5C6
ze#J=o(}7!Y2cd29#52K1Lf3F4<G}(;-(beAK{`<si6eDoTp2}r*DF=<d-{q)FcHsB
zMq3}noF;jJBA1Ww4o6}e7{HZiyjhCfSf$qF`RpA}h`^t0ohD^9N#pwu6zI-cEz|du
zLxb{`_OnCLoy?HI>F-pr$Ji|c`~`XRlw#w?%|{Xt+a$$S?Cr?cTHd61ZXrTe^awJ6
zO@nj={kQX^YievC3qYXHsgBCkmQ*x}(BzbqLUUtF7Mkq4u8=aC+aFV{0;Gagr>P7o
z+pwL6?gU<WIN9;$uBmeF!7P>zCFt++qn{6A>HJr|V%@FE4Jpg>zsCreU5=T!PL1oG
zpQ=-Awq$&e#0eb;PPI~FR1one=UQ>4o;Wn=;FnQ{SzSGw@L-K0nT^BYky?@vWP6~<
zBU|K6mB2JHs<~QGxu{4wq15`#g^=TZ?qjIx<e2`VX~1V|*8f{hIUZEUda3HQGq)vi
z=39K0huu-fD`YrTT@=6Gpyl-<{BFO}OCuA7mCJv&4pkG~o9&xhw#x8kCX|>fBV`Nk
zTMotAxhOFGxxpL~8`rG`UmEMFFI(f^5^m~ic`Sd9ank*`szhh0$A~|G1p0dH6}X<L
zi<KK)BUw5e(H6fYvrG}{z9HRcz0;HGGllWttzJ_w%^1Kn;VD%)7H+^iR;m46445=G
z$%9NQ1D?$UFHz1Sh5a3$=P!&0q)Tl?@z0PkdzMSFJQBGv5-GP3Z!R6-Z*D=WfEc#T
z<F5i>gG(BR)CHX;n|^~*M%y3TDO&4NV9S?+x1)3oOckbPYe%boR#AVr5@Yfzz^v_0
z<Wc<3Xn7sT!zEXabJoji2CN?&DJn%m)_5Lm{+WGz@k#Skh>C5iDMn3f@k3=rZNQb3
z5Sf1P{vaE4P<wD?carQu%!h&UKt3%ZB_JEHVt$n@hzf=+U+6+gz}(gcvY+n*mW=ly
z5ysoPcI>55tas~NvUhXu_eroa*{qKQAtmOoHd}C~fvrG3kDdqt*gL(3o7H5-4+2=~
zO-;Yb8i&f3A-xhO1t7!^&2qMOZrZq0*|L`CKZppW+~d?SIE{{VJV4FVDkz|{?N??h
zv+pMIEOpo}2>t+RLofliFK$~LFNpH>#bb6aAzRa1mTQ`MKz7gNWTHrmrlkRb41i=R
z*0tp0lnnQX|G7e|^h%!-&t-(l_XeStstE&VhoNFIYEJ_ZdBfSp@tsXUPCzJ(yk1i;
zqnd1pp?ND`^A4%38v<Wzt&IZH-OUH*T8u+#Yv)4}H}Q|$%rcBn&B50?H}^c;ZnKXh
zh{sd276cN(@0|#r230n$d(8xk5jb&aW7+&Q{9Xp;)@Gj?=>+ZM^`5j}SD#81OFag1
z6(FXmYzEtffQYvVuJt8xVxi4`xi=9({2%C*-1sg;s{bYbLHSSJK>R3yUH41F{Yy*W
zHcBhHkL<bQGQb|TG=M1KK8J0kvK@C}dMobaXQN1A?Heklxv~iR$al$7vhSOA;HDzt
z%c~?`Tp4;4V_v=;;8`l>c#&_1){J&xKkqQ&oPkxaw}7|LRTx00#^bJapC-#0^hRWV
z6xHRwHhTow>!0|m>ExFmo6<E^Z2eCH@H)07I@lzp_+o*F{%2#mcu%q2i5eBAaMhxo
z2aoaS4`O~R{R1P85^+yg!m60tY@|vv0ktE;(8aMyM?wIL<VYa?+<35a&PyyNZv#Wu
z{?!I44L{o)^zZhs4=^|W=O$S(thrl=%gO`C7C<#noy>U{9q+20b)9pU_<G!%GJ1fP
zZt)kp@l{+VJ@MC;<0PX<ZV1;A6=p8&!0N9&>D+}e6EYDG@_3Y`1sQj(kGN=wy5OG@
zPt^nfxvzqi4(j>a>2g0_l6VnoGEWtmxr|jWvtYzeE1Vryp*=ju#P$hHh8cFyHyeT7
z-(Dkk`^Jze%a<+2x}{fU0<$bkCn5GsIOeKW+kmgxM{1*Zt$#?XQ;^hLBykUD1KBFW
zNCu8ir?TsXF&Z5h+sd=HT&EJ_o#5|J;T__$37IGK4+mls6}#lKX1mm$LKpoeRQSP%
zUVGddQ1s6J-XpcD?iR(@+_AB2AY1<`q237^JI&4c==UZjk5#ju(eGrmOmME{I^q`Y
zQV^Y*EiCG2up)%1XENF2K+^WfCfBBuVUbr{N5?~u2sJ*T<sQsFYJ}g`ocGu$L0U?m
zSqqM{dWy}-rI446@LKcY$Ot%o5W!OmR>;OmyApftID57nDgVcSzzhE@TCG-D^r%VM
zEoem6OkE`B(_yq$qO$VbN|0Kayt^;rYlXoCe6HoFiR~k)db?~5qC`u*{=*Tud5du2
z^y~BZj9M>K!w#_~`ude`DCbD(-}Hg$>!F4T)EgW=5#&Df7_Ys}-?k_XJl~7PqZJS$
zIz?lm`T)-YNj~HIDjkG1-EoZAxBoy59-nhwUVW;HPoQ}JOcf2uv6@w@T3RcOlHEQG
z!{*IAG20^+iwdfxX0fz&s94Z=W-**6_9;nSBoFE@2D?BrH%eeV1Q5<$luw(Etw5oB
zUah1fzL~W<x!&}No%q~|ug!`u>@8`TP9YpEY|UnqEY9((yC=^AzBm8cPGTN?aa&)j
zHedF5u{JTrq2)q|Z{y>*@Y*<iZe(f$;kLMG@D>T0B0r5X?LUx2TG!jEIvm@TdQcCl
zA3od1iHa@4VW1PToYJWIn`wj8fok(yP-245I5&-UI^JW1@wh!4#LQw<GV~E<-{SWh
zROnmX_g(Ob_27<r2H|MdDU!P}GpXkbxUst@`e3chE<0NV+q2~bM7`oSDHaPPI-7@d
zTA(SoBAJJ_W{Rtw`(cizueY!!iJDWF1@vP?4@6Jwd&#edmEm(av^Q_k4q?05j3S23
zZ*tRZ-B3ef!jcraEyl=9Cagp=QH7Q1sDrP~wrqWGDeR=~wY;>mBtAWZ?i3o~cB={*
zFVuT!s3mG7s#;A!x1hQhn$|k~f)z6R`8JwZ9*zn>EIn}O47^1zF>AJp6~P22j>{r5
zGvWBwg5>5t^)$LqgrW+zF{_%2bDQB>QA1#>`3ITg-w$u0CiF}HGcfVyn$^iV+!rDK
zuSf)(fd4@M|8|J`F;@|JTRwJ4Nk4UI0-i>+E_W}i{ILUhTUj_qY1~S(>A;gCjw3lL
zjuKUxPT1hF3Qbkw(k=dBNq9<>CqVgJRwbJLc#EQTF{uwV^;wd)l7vLoLO)oneDyA1
zSd678l2Ag?1&OVGpzP3)AwEeEiPr%(WVfZgVvN+ye}XLFyWpNS&4vlZ?vr~_BEd<*
zAAgOxnK~3`zo^d(*hjtf#yyD(if~<aG{y>xA84$I38yIZ3O*}6+Btsfm3a1G@zAl@
zG9?tB5?_Nry%oPT2HC3oBPdW@E<jKMj=y*P@ugS<7SXZ>7PX$~q~iis*zH`kVP_yL
z1!#A6X8NTVJb-YAK`#1WZ>N7fPg8xU4uN@6`Qj|CIID3;1tx~NiGin*!nIt`Qmjc?
zC&SP$9OY@&>!C^=&rvwiJ~JNbG%GRl(X8HMbnJ*bqWAXitmiI`6*&}7p6wY#y#&L{
zm-E@Fs<Cx4jL{13Np{>fWW*NMqnChuO*37$V|t)?`y+*^iEYZeBC7zT)dyQTaxO>?
z*bO`Laqnf7o@%CAlW4|w;YFWI*2+#1Pa1;&EPd`ZjYgjG{k&g~s#d^>ZCLS!8!gc@
z17;5Dm=zdo6BS!iI&8K+<=C@=+sYEe-^is0_3;&ID^5*4opi**rnElN)yc#PAz6K;
znE%mi)Qe3!a@4*60$P38mNta0*u0&q<k=E8N%Q--GKkf4`p~V+u_9++cblvw|7ay?
zH0V59*>?5(UDZQxKU7tWhHbPVXjXr}pEYyk1p06N=gVj|n0S;IPx`h1TTOMaOPmIf
z4fet?%Aa(^!tU#7&iTV2bF!u*1rrG~lR4Sl0dphu5GX|E_r1f1N137T!tc}ySIvkO
zwQrzoS!ZKBD}9UXFTOta6y#ABpA?{!%)-j)v&$#4gQB^a3K6#lhUKWp1s!IAX!W?8
z7f?lp;Gp8%U79Kaxcg(6@tQK{pWiV1G<i=SQjz;<^m&z0fN>hCf-{dT4*ZPS;slVt
zyfl2@^e)l{bjfB7DS?^YfR@-`;6E*!xB712b5z%Q6A&D+(Tj0cA$e$@KRtB_J<^vv
z6cviO_|dGjJCOIh^wcnA^P-x-acQ+x*;B`edGmHU+-}1#F;BJ(q@Rit<U?C|Tu=)y
z-`|t<?^?fN?cJ$d9-SxMA@KL#!ySf@jR}wDr&>QQ*HKC5Xibe)#7-A_<Nc=X!8_$x
zNAYuQBE0L;k|MP?ylD&@Z=U=5Go@I%ca@2$tt(B5<rg=dL#>(SK_r&DJ9kR1NE{@`
zc3~lND8WUjU}T7Mm8s;p!CSAYYwUx=5zW1~jgDJErD|$};~vV8=NhpZI#JiSiD>ha
zjVwBoVvTgN?04m1wTEg~3zNq-s?#-nQk(~H6VElRMI@)g($>{2YIZbo((G9RBy!6J
zmRak@{wA$Qof{%@DVFQ@DfQgMDjve-_<qbZ!E^}B*VvjCRt&GfyWME4phg?UI<D?}
zM6awqWlz$`_8tO+T#U|2hFk{R81U)oUnN43GfgD#(Dl?5v4P%vp5+;ZEq?g&kP@%r
zgHCWkvlgw^^Y^+UBDo=Ty_KP|)?oDzM1xnfi_d!_;Tzi#!r;p|;-6E+aYIvbS~+cc
z)5E&7Rjct(fh`SJFDIhDb(WI_jwT}<dHQE1B2J1}p2P)Wbgjt0uuP$u_=mO{e^Z^8
zwr@4SKk?X@FU3-QE7^<`=0I#Y=r!N3@dHgs3uNsJpWCG>A-0a*cy3BvHXss$^Xbp(
z9q*zJG-q=ARhz1I?1*3Jg1mZ!+FF8(q6fR`@^reOZia7tKzN{C&ay`x*CIEFv%bKm
z&IGVX)y%f(Ia~S<vBrY8Z{V*)dDTW<#qdl;M`dVDJ1Ni6DQfsd^3iQSL2D)&+Wsa)
z+QdGY%bny@9e!$bPJxq>u6_EqYBK+4@T5E_SW?W_b*tRa#3}}X_lfO6g|&lyBv6f)
ze%QQnKk<vVWsMwrx9&l4&FV+2bx9PzxQrl6+`xV${o~PW;{59VI&&tWFH&0}RFIH<
z)w*v~JYll=hF&qIO=hib?~T)%9j1~FcD~OHu^@%v5eH5C?uDu9k$4P2Qq`9+^&28L
zuyA71v&@NZtDh7HoRL+}K3aW2I$D2`r~OMier6Rdf-j((opPizP2o~BD(eZlsDO%E
zbl~8Xzb}K9HrP6#Gz83;eE_s$9{R~)@_YzLQkmuL`97wy`(6_LQ)z1~h5MU=L?qcf
z)>KHOve5Kgu}kZ(WCe6<!@2e?-nUmzClcU^$k^27Qow|QP7}#>VCMRPp^&Ja=b6>F
znbv!|QJ6p~ScYt5>&ebLKZPy0{oRc}KQ>jW7b^|tCbj2GJ^}VYOLC0kO91DXv7GfY
z$G2&<VgWP+d2^^WQ+#e#H3H&}48}4*!U$vQd>rgg9%uuj%h3r|2)4hAt|CZF5UG;9
z!2S;u`&J>Wc?&@Qu9S}?SS>Dv(q$GdDuz#(M>ip>6i^&r^VGBC>AUEL<ifl9So92_
zT)^XhD`w_o8mBE-5qiM$YOUFL5OgyxQ*M$|2i7FkH*Q0E8MihumSG(N3sl6-q-j?`
zQop^B=j2CH{_|0AsyJQpo}@N0VqYaY5Wy3<m8&iDd8n8@knmmw&>6=WsEBra0w)DL
zcq_wvIFla`w3Bkg=7_w3)V??LG51bI0)|f<tUu}MFz0<O)xae3#drvAwo}Ut-l)6>
z0lhvrXajwYnkfNO*=VyWZkJSElMY}k#GzMyz`T*l5H>|%k-nzp{$R9%<d}x(=+hYZ
zEHt~ZCHx1fP+}}YcCmQN>0%-lDHK*~wr<`v!x+@6m|Qc>hSW$_eqm;Bo>e<>TPVP^
zxAxtpY_t5X-BM=T-&5Kc`g+~>Q{NptirQiqU{749S0q9})V-@cvHc|@RTeNznow1^
z92bfkzWC!-?*aiY&KLpxsBJ=SWS5tk%w^-iyT2P$9dVcR&ts96C|BD=K$lt^4XV`j
z>5jUI<mbrjF<zvaW{*FwnmcxM2sJOr@V@bMe!i>UmHAkhM>!zpr^=sM0ut{a?hoJJ
zwM`hoh9I%}rQ1wFi!8;p4sPya)v83;g`(Hg)@l?}D?hjVvnGjBTGr^IDb~H%;?Na*
zh=I~TNq&RDdgXH5^?>c&Z+C(#`&ZtiUHuX<sK1TP!Cgp;rqR#BN@TvHvB?G;GvR)e
z;>6yZzV4|?(9FxMf(9J{>gChNK<8dlBTBZ)exR9Wt$7H=d>Nt4P^678eJeq>VjIOA
zn4Gt3z+B(b^42aeYTRG94fn=y<H`QnGQc7D50&UIe*3A2&NXXj)W9}odF>egYd{$B
zJYu&yF~rR9W8Q|8STS)rdWiylCsZp&F<zMPj4=PUeyI8<$9hMNOL9xKZIeDXzZb{%
z<!)obk{%Oztht6KcV0t%F{g25p?Z9`BR$N~Yt&xX#WWl(Z;LMjaGP2p_g=Ky{?z_{
zf6}bIF`ICA2G4e5truX+H1nRl>+*TojNq}qV`GGF;244btiRBs7kjmFqFHIN@!U)U
z!Y3NW*Y`$*C@+Fki4Y>1)F|{oVxH1*E+HW?mAFWTS@}7#4C|hBF}>xQMoh1FKDpD%
z+Yv?7H^^#UsT?+ETHsY($*u1>8U&_hD)D-B`>_8x5KMo0RZ%2&L=l>Di(!Vwr9PBV
zy^1~3f|uWfM;KzwznC&x=$;=1b8@z$2>g;*9xBM=^<gJsQTYiju}n-~pEwmi&^n}Z
zp={9T!p;^ZcZLKzlt3spQNxQ5Kq?+JW@S$&;)Nx+C63$tjqqh<!|N5rZ2`B(Dc;f@
z!9Z?AE&pox!OOzuEFN_nVBNN>a!50*<nISZNQ74?a{RsCv-KoL^cz*oCf8$g;X1C&
zePeBskA31>w|gdkl`8@nC+nA=d3GV~ubd&oYz-2BRm94k)PpE}ye_J2NyrkLjF7)Q
z!kS2ywUJIoqaQV*Svuq-FUy8y&Cwx6?G(}pI)jzC*BLvRtW}n#%GP_$g%#Y+V5#xp
z?~~)XFQ4vg0k$#c+|JG!i3ByF-H>l6?*Z(@U#vryFQzS2qI&!v>+%Np4I8X?#qdKB
zc*9@krxXpjW*ItT2w_!$fy<un_U{H{LibG{Ue&Q%VqyJ>4@g_1;7>K*?BVsd5~xXy
zj^*TE%#8Yd-f2Avht-PFyotxBeL0EoibOes!eFVJ@MHch3|1FaDr+K8R7IkPKl!=q
z!~UT|24$U-Y0B_;Dc3zN#gu#*8@SZ8<{Nda2af8pfo(iRj`_>vhVKk1d*%G9)}gvv
zGbmQ(t>_A|Av<n-5yn3ZJXKA(9ts{RrV+UO{X9dm#_6<%o+iX~#nIx#-4jkMx{pNE
zL^Gf`lyifx$KL6{leLz`j4QmLkuhy{y;%7aEEvid6orls(Q4hpUxl9o%sP+vC;y$|
zGtfTL&7lO7!ZcNPdXAnpc*W37sr>zxeqXVEfL^HX(J;FSo){M#h9Ol!B__b-nD$aX
zv|Ju-nm{{NuoCQ0dP37L;0T(Iwv^n5A}z_MNk|eqXGqmf4QafV^8M<Unm#FZrkW?O
zQ{eGPCpkG<i<v7g?!Uqx(B73VL!iSg;?G5)`<s+P@wMloM%WJ=PA#%d|KEP^$-jON
zu+;xwxfO%;TFO8A`nky4N(c-Kd849rc?=@5noZ*7b5onR)y+t^42*~No)~Mm<T_m#
zHhc0a1P~8&?)|XkAM`rWjhhL8wV|RmDNydE(oCIZhDZ@c)mv)-m3-Yy->qWkWzes{
zDT5Q%BG^t*>s-`m%^mt@UdOR8vFS(#G2yh@{2k52btm-7s6>rkq+c6>H)^sMl_0)*
z7`@i?U4@C|F8)Gn%5)!_D4f`3uDd7Yk>tcY(@*o%M(ieKr|gm{slTt781&D9;~5B~
zoC+Br55{bDz4%oWYP8V^BH|rJ#kuT%pdSj;LR;U?g&Xon<4>xBj(EId@XvQ6T@E8K
zt9<}jAHh=!E_Em@0J-bsvS%<w`;=(r4nwzlxK_Q2{kzPbZZcg3bvmPsb{VpkeG%eQ
z-qZ)+pp}#v*Qg@Judro)H7QP%q7C*82HF!x=G_1jD^mr^A1d5weV(h<TXJqdsN61F
z8tN8&fr_u;u7wj~k-R@XR{l$wY}$>r>t+!mjkMNCP!L3W`jzWsd9F)aB03<q8zq8@
z83QsC0F_@k<i`K{E8FlRs^pdLI~+&#y_dV9(>%(Lv7{>9g*W+NPBQ`;sh{HCRrNXl
zY2nFkCF(nWKs<lr+MC^we*hd6^RV4EUHrmdfvpzXreBdgkx^RRi<0e1*wVqAFAPM?
zs~BlAgF-6lX0<(t>-u?DqzT_L4YwMkj&>J#*Uaj3q4M6%stLSUp<ybkk-X;tdB{sz
z@As>VcK{8VOb8ps4Xm6iX=`EI&iZdb-c{7UYRPp+b-`0-zU-_#)M~~4?jGPr7m-3>
zL4v&V$ysR?4<nmIHis@8`@<w$^7%BVpjYdjT!n$Q*<-<;Vp>04B8IR)5HIh6Q=+li
z%WuOsjDR=c(4Z27SqVP^pw|v*vxceJG1Fwoi66RUc>}-R@YUA>mJ+Dfv}cMm>$3(m
zMn)?I?<F11i*nl>VN$O5|AD$=9#TD>jjfqSJhwaVW)+<Ont6O(61IU1^yTd;KI3mD
zPk)w}2WQK*o5O)m(*HBL?Buz{D5m55zIzcpK}^=z)W0~v{2r(Y?WQghellNe$2nKR
z-?b<|bw(bo3N}9dqK}n7VS$o|mjxB=<mK;0p%0XlTP>+ZQ;wK`j9?+%?jv7PGU_z_
zJtELuRgw_WS4BUCc7}FoNld6N7SY-CuP-*{=l8X947MCJl#X~Qdb*XNU@fBx^^k3=
z^pG20woU-~@sS%2^P^tHm?s5*-%QwjB=xr;3iZH|b7K?6aChH{D^MZ0nSn31W(3O_
z5Y^^7@mA!wBuFehmAEF$o{G`;F-_Sz_RYU)XzxhqI{QLZF5ebEUfA`1fGft~e2B9O
zg7u5SjZ5Ge|7e`y8rI;D6!^T{*HMtyKe0IGIXr1SqY~=d>K3WZv%aH0ZMa1BOwxpo
zp7VyH$lF)+Hwi<B{9_uauVH_Pnhj+XB-gJ=RA{Wvs?{ZeIYn=ps+PMZ_=Y3ejidN<
z=CY4=$7Ey>gL)mYMdfu|xoq+88fzf4eVyb%#?!$ga4-KYv>Qv5pIz+7hwy;un!;qA
zW@7($*2~wdp8&yGIcleUW*dXm@6E|nJwg0<M4%M^=UVxFZ>shZM>s{!w{I@F@9rhA
z+U|w5++H#kaV)Ycs_D23CVc)NWDH+5UQl6ORt-(B3hlk?ciz8^YHKA`h!+S>{q|b8
zRoKFRUa9zKv78@{XJYTe=ILvF*6$V2l4!*lTjZRQkqzc6PD0Sn+~!vJ(nlB0l+!2K
z058l8W#NRO=e%%NLjYfv!e4lFv|tWoO`<H(E5-iA?DW~P;}=q}x1WtS4L)7+W&i8N
zATS0N+taus388zxQu*y(aaLAkNlZbnKgf5DN#gljJ>CC-QmwhwHRpt4bbq^&suGBd
zNmS)Rc$%W+fQWhZak7T{m1jV9@sN9$+C+^LJ>6>RXj=ci+ooQV8o=mI5hRdfTTD>E
zFl*&-)F!$GRP&)OYBa?jqiAsHbNtwm_U*W!{XSicW5eq3OYSkc$}~I9rOIQz0D!e=
zS`&LwH!+vMMZd|UJ}1&3S!sEbyW{gMSL6@kc7HHZ+x!Qy1;7<qym<@`)q6Y}z*V{1
zj{LfK!f|Fq5}a}orTgw1{8BV4l7U+>ET4jC*WgWBHG<)@x+dkm+UGdK<WbxbUJ(_`
zWit97NNtgj54pk)5S@RNmiopv8TDbP@(<~0nr@!1Bp<0ty|&dv%i`B+`wu~tcmgo_
zUVz@ofhBFTK#gM_C^Eg@^{cHY<kbTFNo$!>i}mwLu0}7v-t0Du-Fv6>rBD~ZJkWys
z$Iu|1OIwBQTC%_noOlN?SeNVcGKm9+t69#xB<Ev!SNdXx@b2~@Ao1z8qW)Fz5#G~4
zH~>kObF>Ti)I1HezH?N5BIr%=iDbE8tNf1m4{hg@o}Xuh<(I%NYucFaw<#Uzn6(GL
zce>T#3){hDzx({Pv`k1B{;XIp|0dFUUwvJ&cR1et%!ztno6a+60<x*?VB=Ozj>vP`
z4m=qD^Z^{>b&Jg9HvYkyt<Tz`#C(QcnK|b8vi}gAD(t&J!i7tduz7dSO>1D$f#9jM
zT?xMa*Z-BO%9`&&Q0gB&+oRZ0u7F%1gPC`X#>B%F=`_7}f6AABTmN7{1C-e1p{-6K
z%NYOIOAnzh90h@qMMJ?5{QUWo#57x7ng2lduv~97H#%xSawdBT&tJ?wD5-D0s+9~r
z)|Sx{n#SU1zEkFj=#rRc6HX&oCIFTOg;9KC?cG1Vc86pu!gWq+-){T#7Oa))_WcMj
zst``A&_>~pff+La)NHU$WhiGG{6~)8kS%=W$en+X$y*&GeyR+~z1G)UpgF<!n`x!a
z`s=X^hN0*&&%q1L;sLWipAd1*3QJR(Ax631AU}<4qQ}_*JzN4Q?&_GOKAF1@?<G65
zvy<1K#H30BNoyqtl46^cf|^AtLbt7OPeMa<+N(s!JU$-DyH0n7dj_YPYDtbz4zVGF
z|8PblgSIYt<`!a=Q(e!RD%!kB@~sf`Fq7HSs5l&lB5;LE{T;?e3;#tMKmWHbxMFtz
z;jGzM@DnNOe)l$_txFVGeEV<HGOPMJWtixHAbe9d6HcSd&-*2Bf1CBYJsK+q4S@Rn
zFDK$IAKkcaL_ZBoY<p;iG6bJ(4|R67C0r@~2u>CAJbHx)D6Wp>w&H%NTGZAvJG??|
z3H`GP-+N-aVj)jI$dOo@*-4U^XK74azM?8#D5xVRa`Rh{pv8#Mz|%kEew%*oqK>5W
zz4zAm+7xF_OS?k?VdC`dY}sFiVt+fm6KyRI(v`J=lHFWY78!#clg~Ng3~p=K($)g^
z$d||{+w-iB^cBes)>Ndll)xqpoNiE>VSz%~;_2gc7sG=o#N$KrZ_bV82_a+;!-f$t
z5?+=_5`4xJsRvl?EEp#s{4eZTcsu(;neW+{M}jiqy&%TjL7z_|#faim?$OHh&!$#r
zNmk(Bi>l97Nw5*M7Rbo0p>Vc!@mqf99X*jR1fU+%#6=Y`oPpxAJb^VDn|DC&)Hw<^
zeO#!pPXk|#DlfKG5K7RI<5q^dE5X}Z-jsgw1^c)1h2(mm#aQY-orr$i`(y@R=>9U2
zQ*~;@Qr8+^gc;;z#HVl8s5%)N7r;*{bWY9^WV|&O6Y#<%e={B`$aB<cIJb*IYsg>*
z6rhfum+FUTaIvqHs<#cRn`vXY_Uu-d7Zxkd?X2Te<<0*(0g(h|Dx5Ef^>2+{lDA4|
zZuljw(FfSZ0#Du6q~>(hf3=;iD!^-dO0C7q;JSx_M2YV-m%ft^e|=qw^H&AS)MQv1
z(r{u8A4I;`%(WP$pe>_A@p#6KgF5g?<$iFU31x9gdt^_oaGP$Vqq@@a^)ybRRh{qM
zbB;F0nuRt_78T5<i}p_gl#*Vd*YWzMYM!b~la%h}^!Qs9kri~sZz~OsJ*h<ptzuN@
zLC-4V4~<wFjpNj?mZi$m{C$74d|$vYEYjNKBi?*%$XcRZUG6!w$g-SOXwBG6-f4Yv
z)l?H`m%{~9pw;0=EFS8z4|5K=#pw8Y8S9sERw|9FIV_S_@O=!-j}01oT5TCZy1Sq!
zup{N8cj8F7YW#5O#dOMu<6Hi>#bs01Grgn6%(?u{kJhn0DKWzx<vbi~0QTwbtw>vt
zYe$dk2q?pKhd4M{j8iTx^|fPIPvT~2#2oP`s#JSFV@<-+Fa@Ea6Z@J}LgjxKMc;2}
z`Y00x1@Rh<UQ2968!E+TPO^ZQse4c5<-$P0<a_B>Z?XXp^g5CTUs%hgb@Dq`zY|YF
z7qToUpgsmG?Fh$a-C3B_I^1g#YKrC!xyHuI&NDrXB@l3=KSzz7^tCB{?Wf(Uk{Dh8
zsfu9%4NTTbyOdvO=Lok0^9dOwYe223%L;@$xk}S_`JA4K@P{}_*`NcQo+G7L?K+ku
zB}@5xt%oWJe<Ewll!>00y^m(mYB+)>1;7#pGO=G$xLQ#RN%7{8XvS(g>85moN(L#C
zZAnr@3!f)@h;~=Jiuq)jUxV|at~71JiR_IC{86#tglSYm0KO*4T;)88gJ8*+{)*RJ
zvC(w}oFL5$>D*Cf`f(f+X~&>?x6f7Qk}gGatYxWtU&!pKC2|}&(JWuJWwit3Hz`Y1
zj`zH;{`h1}s0SXxlU$b*OULx*JpT8CU9_3dCj;E|oA2gRe=_FKV~8eWU<yqbpniA*
zjI6kDY2LDY63BFnN0s>-6F6sQ1pb$w{?@Q(c3wHAG&M4%nY);9)`{10f9!SKLM~{h
zR{qUIe0sd;CD-=Yi9L5or$|xDe!uyL(e@vP+of^+A5=CUwA@V{G7oa@d1p()!YQ`k
zumR=gio5(xKFN+;h^NkO(~2}Snt)F$@D;gju*E+?32ONj^Oerzze7vSs7%cPK8#ZD
z`6%XCL?6R)hk@#RMNcw(ehQp^6yKNknXP#s&mNkcmiHGJ{-vgSzw3n;1dS5BVo_m%
z==?%`3KAvsK$tE>4-(CKN_$8fr5aIhd4D6amw!`Kch7U=QxFL2k0hF9mg9}~&U*e+
zi4`ZDXqIOH*9igg(v$gGrtQqz;yOZoqW*{*#ls2Z$xgSq#`;}3CMDYpFJ9a6tWN7+
z6!;I+*$+$lky~2P1*id|N>Q6i;9Qs)U(@0qB2{5JFmJA^DMkk|mukRh9=a!qN+A{A
zaq&+U{j=e_MM!L#L~$dJcQaku9xZg<qjPPT97HM_LwROh5H09GBE~mQK>0{cHY^!7
z=UBGEb@i-9=-x?{1!kSy=qn~5W8>7)r1;1zNoBNXUG%pzy)~b3(7{wlQC+Dt#`Jml
zZXj4mi{Ip_!*@T6;VKPp(gEM&mnZ(kIjtw0+gN`x0QVQ;Px9^Xh;E<^FkQ<L;~(YG
zLVX;0SK||gu2K0j^Yvt$f{<d%@(?+~%Xw|~KTO;yVqEAC0HV&-tlLt?xjUSgb<EKI
zYyjy#C;ks)Tp5wM3<1#cYNu@!s`K-y{To~x{jpbG4p9x#uOVHVcS-_&-&UiU*h;E1
zlM-pnXzXM|m<|n1N0|wSSsCwj4vh-h#P=hy)phCy?;RN*Wv8c(wD!QE2c1_+JdV$V
zo5ZiiW`=co<SNFZhudO(@(;5S5wcj=)>}96QzglIs!#E#lKlP^Db?HDttUujAq{Bj
zVo7X0sd5qZ^~2krjx0Nla%lNz+u4l~Mn!Ga-CW$W>dUU~j-dK7til@H%c>ZA_Mj*?
z?kv`I52o(n&~*xuh|FJkzAuh}w{q4(`~=kVmXz#(?v9&trsV85p(MCQTZ<iUU7@{b
zX8H-C{gWiQy}$==!@$}#;hVvX2OJtmiM>jN`AQXGUmJZA{N8bY*ZepZ!{9^?42dG2
zrJ_2;o86gWcLXChUXye+_}g=qm^gD~lt(XuLEbWlTCSQxIFCO={VVjSNxqT%nNAJ<
zLMt<BA5!RQ=1=dt^h9pXvlU|Nja7OE9HEORhO2l2`L{N9^_;Ug*%36iUU_phDP{bL
z6yV1vXgY#;7Qa|Ch*#~I*z<fPS(}(3pBUm9n5D;qRrPW@SUO(vp4<G?@}ZUC(G-SL
zY4J6?iHoUnONcuFXiBtwDaA?BHSXwb|KYk1V_$TPvICUY-yT~zN$my}8>NBi?YC72
zB!upi#2#H*_}wH;#+}`OSIM<)2fz4Y#h0mTaHEck&RJtMQRvKPN_Q9)k5XLUI7gKl
zpjqUGnBtr%HyqvQ?9^y}{DYHT35IjDTes@t4eR;ZRq?MLRTI$V2Rv0Tn=aAduP`84
z)gp9xq$u8t^#?f+TO8%no~Up?i%Sj3C|_yOzW*EVm4rZ9H25~y1S+}ewYpcDE;Gci
zCtB}C5<~QLlKUD*$k?l&E@KU-t?cdz8B{l+J3|SRBKhNg<#nx>I4Kdx_s2H*^m?!(
zG6ydYjSXVSFO3i%FR#<_lUuG7#eJq#ICJ3mFGhtqI#S>l=Cj2~CR_JY_dR+8LXpYm
z6odhaP;K@$e*v~}grDEUG)1#3ekrBslFTE}JuiMU`19p`(7;U11z6k|W|BOf7`c-8
zQxA8#+YQZX)=NSLA_{@SzB7R^0eHW%Q>s?hbN74BZ}ZB%GWPE5bE?FbLPt6jqI%zO
zZ`;1({smLe0*a%%hbBtCmAL<v^xCHydkU%D8f?FN@41U)#>9-R%gZhq4#dSxW36y&
z4^`=8gl?g!*g(@$Y49=*qo64vTn=68WDb%l{(_aQ?|ZNHa;7Bz?iR`v;HK?g%oZ4&
zVvJ)?UB0?dJEA)35BOS?k~@i~P>LV=bYI$L0kN<ZU&a&}lvLZm99iTPA^9?(l7-ze
z%n~SQ^P<>SR|@>Qyi;^r$@de)?*WKWFrIhU*#$Q8V&@1Z-@FoKdxmpUlP2xRIvcd!
z1A-^CCQcQ0=S0IHxfy@{2PVayk|Yd21{Bfe+$&MqeT}O_<9>|)fgUOguaz2`du2aw
zP1`8k_sRl46&Mspd#;G%{$0NhIE;|YZp_Zm@i^*Z@saJ?s8o$v8N|4fL~#}AW+dKR
zG2J`43}&gu37gFWs)scZ4aFE+x&xbI_PVINH;CH{QBTSdP}?zp$i1$n79geupO>lF
zvp@uQXEs`PH7e4<HbVJmmj~c)x+&te32&tKgb@SP%lm(r(+4k@9y-1+m3QOb-0>ny
zf)gbo1a{s%_mNtn`URj_u!ZA7O|tjFfaudR`#%sB)>N6&>H*^UPL7()*w4oWBqHBE
za8YV82Ezr9{3d?F+ys1l@2c2VazCJqy~H8oPQ^)a3%Ed3FMeq4(>#6POgt!GI}qEe
zHon3IB%Wr<S;}szb!=~hZnu!3nY*5m!!l~X2Bwc(JFs0*P|p3B_q#IJKA|6cHsdQJ
zVya}}I_P@IA^x<_cja{w?ymy$Wx;86itGDzA8Fw7BA~fO?Qe2D5juykQF!k{V2JS*
z;OaWWpVj}|H@b5Ct8huNRoD*d^Vb@)7Pp}Ro#+CXfyP(n<h^aat)$40OXtnyt0BE@
zRd{Ky6YC(U0E5;!nK7eLT6*S08}aR&(4*{)8PinFjnAJ)JI6MN6PEqk`KMEZ)2?bX
zH@#ngD>tmBq>889iG8qK0bbezC(9XER0Qo*a&wLA%Ikhg!zEGQqoUf)epza7?i3BU
zM?%>(*(noRES@|}D`wl;@MLVLtbgMrT^h^oyEh;~-1F)j8nYE6eglmSu^Q9;=zg~o
zp>N_(*n5y!tt*=3K=qpBEOZ&Q6*I(B(s9jy9X}l%EfegkkXBb1dgnTSGg&^f-7q=s
z&AK=jLGrZ<pK`N`ktbqozeS;R-!q`lI(qY@dAXG@)?-md8^8}U+-+W-*~=EsPK|7L
zWhU2Jmv_&wb<mG)5ry>Np4WJ8j|{>}2xZ$JQq9JZ7CivmoHvlQT`mPqzNoo1fQfMH
zWCV&je~sXrze6IW(_@~5Ao9lZmFPYLxW#=y`;+WxkHp4c;6<F$VlS7M4X>zPLsO-N
zE9VYFz9va`4lU&8Bodp`Bfv(e3q0yaIqv~Eo*5liU3v9x4{sXGQRSzKLYdyd;@E`M
znOZnMi;Nmg1*)lxkf2DSuBLL0I`qa8AGg_zgz|^%_dVbZdtIL<tY$(*FWkMDY3cHY
zsjVeW99UvhmR}Z2$s4nM1vI%vCKKaMsz9L|%T4#;2QRPZ*4n(D3u$6oPsR>4{l5iW
zZca{d`Oq+j>UNK6Bt%FA&Z$2~%6!oBl6qDCNQPKv*T7PZqx;;p&5rlGt_Sxu6<qFv
z+C<hqy+7LnEM4sQ@`Q5fdv)Q2IRpBlCfdVi`X!zkI6v?Usq63uPAvFNV=ae-qOx0z
z|1nABa7%gSXQU(kh5TCiinAk#*SXYH^Vhf<=dXTquEUcesbL`Z@3}Efu^^u_O`_b1
zUuDt(nTFJdHOT}-gD@h;i<p0V=Dk_ruP^ug(q0!Rf*^Oz251FYW`MPH)Sc5q^;~Ct
zWyOBOGjo%b;TSXDnQY>1lR9H;w#Eu{iFr%1{@j;E3}g8d4@j!(m!CJLBy^e;_s8#(
zD=T=l3Myr%jf>)Y6s<_b5|WouP7bmRpOYN6(;yrmPhVi<qW9c$QA!}7M(E@3&nOFj
ztB+B(x`>YEAv59WBxF141&<EW#YL!EtwC%Bu}DqcV|aSmfao<WUvqL9*<QxP^?^*4
z(`@7A38q87#qXNy6&VJ!S{)dwEdu+J>xLJ2B!v4(Ujw3ISml0mNDLVz)>p+g<?)>7
z7q22=IYZ?t1;gqBv@Ga#xX#daW_(4tNuYq&WmWF$ARg5p=36nd=jBBRTdGNvyKNdF
z8e%%5dd1KBQw1}pQ!IREYs~WTH!G<y!LQjcDQgUWDKYOzG)MjEC9fYli961O5<Rj*
zt<^?z$+Uq+dtaP;=n5qxODymr0oVqW%2alClw-<|6HRqk6?0Qz_E%5kg9^EAzbqMH
zHq?v^(Xmp}b>aujZmO}UMqN9FsBPJ1UJF%~X`wVrsydlJ4DdRP48{CKqWGuP*UWj_
z0-`mN*+&>od;+jwJ@Z#C=%=^Iui&2ox=lVMEjq+L-c<dt3-(qK8?tUT#yB*-rb?E6
z>xp|E0K*g5dHMY_?UE?nY$8vE!`slW@!ezc?1O9}-_ENcvc9i<H<$9Lhk((C_t9pF
z6G0?3N!;#TB1S)QjOfozNP3k;Oa&F-Qw`;b)dJ2hJrMXE>0$|ao%Az_!+5*V8#$um
z8RG+=0Z;~|1j5Fzduk*yxhNfrE)i?BD?^hHm``ciV03FKUq1%MF4Hmx!h9Odcg2eR
z0}__^o-N7mBb_JErpm3%@ZNG77%{&oJ7c)`ZD`J?V;JYYR?=kwGr835lxWsG$yNYz
zqP_ib|BFeB!!c*-S4#t)If;G;(jRRhrha*2AY3W2AqySJOiGcw5~syitBPUo<O~}M
z99C%tx>qyX>9OCk?Uei#UsLunAk)Ww*Z*-6R(`5c-v4G()C{Si(C5;73_@m{x`hN&
zyk^~Q7-?gi6(Y-h%IADL|KcR`Q<b=r>64a0snhvGCCbdd!Zusy6Prq2GUI#ixPB4G
z)zQ53wvqb}l;L7sb}yRNb-S)@FUfq*yAaH~{~yTtcTjc4ASIU+po2&<lC~|36Aar&
zUx;1a1ku93ef2!@&&UR*pIF6N%`2}+2d7S&IE0g&F<FNJA<8XCDajkPyMO3!yK8Z1
zd<rmRlQ$q^P~Mc2%$vu}E3HEk+s6LxZ}dv@lrjb=*y5+z)sn;OD1cI%{?Lapcy~Bl
z8}BleOOI}u7R1G6igo-_RxZ_h&#NsBV*pjD5lI_m>XR-m<Ku9lFt4iAKn#_=F#-C$
z{hq@`_L`1t%Jrd8oYEIV)LZAU;x5Ryesyi7R_e6HS=ry1`GIw^dzH_mUL@)4>WVI2
z-18cLKe6UHEpXCELZ?+8OLQAK2Jzsg%N+VmOKn59)3W9vD7mTK&u8U?nfsd0F7KUf
zu_SntGKsAmi<9T?9#Srh6D2y!CXv?W6>lgc8FO^D4Z0G{+FuB|y+Vf`Lh%Yhj+KNZ
zHetj$f|7%bc@G`+0A%rUun!PeL`Sh-Wmc0R@Sk>$dhta7#~|iETzr2Uj2#EbxE8Y%
zCyamw?Z2Pn%VfyJJJI<w<HaBAPs8)%8+O`Np^6X(t6rWqPkpNHjri0f>)DQtQao0U
z*OqZxGi}$;vg*0=9%BI*5l_zS-O~h%UCTQ$`uE>$u~j>lCu3%WwcH(9mdUiZ_Y-?j
zELs*;>=Kr>GFQdo{qEcShtm)g&qBY;OY>2a&uz_5`dY^o8yfn;3f=w{Qz|)3sic&g
z6_O9I@6_VeO|LC>thQPMK8q-oLe&SNt1f6tDV3N6c_2A@taiP^)aZ7x*Zz-#LR)WJ
zA61Ih7P8N@l$`sLj?{y({ztz?sBsK(5*)8zRvJ!r+M;y;&O;A{6P|H(!L;TT0#Wx=
zm&P_PX=l8M5Uv-OG0t_$UJ8k`9kvY&`39M)`D9GI=CL~;Kb1qMtDwDbwss@Rt>jiC
zK@)&2K}98pEl+5%%7CD)`~H$N!Yf@iJ8!Pg@z<_22Kr^R6V3aidRDT#SBS*wrQ-sp
zk<rvORzb`4xD~jjaH_>6d?0sg_NBjP=&ZpoqKh23luCtB;w4U)TRU*?#g4wLFlpkB
znJ_6;GyfBne?&5>4=q%1qXR9vdt#WF#2p#CP^Ni4CcAc7U`;<fKzTfU6Mbkf72gqO
zuh&{7phW1?@G<i`aZy>xp?J=<Ma4RCG7W@3V1+MS{E1#A-wN;ki7t=YmqErZWS;dz
zC%3`YA_Mze$9qe9u;0V47Y5IQ{5?KWD_(Na-1Y0Wq)ja%{9UMXkE1pI&bBXsO)!b@
z<MIkB46Kmq5aCr5F`sYZ1;4?f4ZDS{BR64Cc2tp+^QZDn+bvEx2q~|uY6-#a<F2OH
z$|`@N>u_c-6x1|>P2&pW9-13tQ*UDQ&z}8?WV>OLpLT!wXVy7K*|XF5aVWjZp~=}R
z(p>e%wsFuF#;qZ$C6n$8eJtt8!!yCN^`Fp9YG>h;m8PgXTZXFPvvtjpIJv>0dmcyk
zg6KV&%BL!H+iaWrW9l8?F=<MVPq`#glDD%9O<8{M9%l5MHll>AO8eUFLGiVoq3V!L
zx_$zQ=o#VN6iEb=eDstVFu%n%Tb+r1f*U(NABDvXJKNL+9ko#~t}akp{WEP@^Pu*c
zUVfT8ns~*fx}&!1Z+wf1V;;9goza@sSs#=8xx6CW4<e2Ws2-q^>LGCSeC?qg59(y#
zcrupkPeu$;*!-EOy2;>R??uI3-71mn=ZDIO_cfmK=&45SBdJ#rF)7So*Sji(<v@B*
z6_kDiqan?c*54>+W2hhqy>C35q<Zx2TZM29u2byytj{-h2SfC5z4~MGiX4=KULsV$
zB6-0oE9tHlvs#08mt9_r2CHJ?&<qIqo5sOC)E<96Ev$nD3Y?x~KJW~x5K)woyc83B
zN90$|s8tjKp$!>c9I^zog}G+&nXHGZZNTRVRPP5I$#K9JYPrsMAwIrE>%@&KVs%r}
z@do-7otz*uW|Xvt{wjdGX^?wQ@N*0M*2b{DbgfScEI)3riL78%UB$qf7keQ>^%{>n
znF2j_9t5ymn{SUek`?uymhs8|Yx^pj8h(Gdiw7#x#!o#uDPb}lKqQGK`xob^K?|iZ
zhy9fZY1&wLoXCyWJr74}<cLkMn7li)&ZYB21!k4`L1+N!*#4O0ci#rZj>@G*sJO5M
z^XA=O*x<&?{ToB}a1{Kb4?%8-^&KyqfdY37sJbr?c>4PnIy^f7?(+~(N@D*Wz;(HY
z+|H=MBgQ@c*M;ZE9Gp>vLi8TQo`z@f=&OF%a~=Oa9t3cOc?rfgC!7p74<D*e?AhwA
zZ>C#f?6EFt+FB{BGpjOdc@@PALxLQEB(q4mabnAfKeIztoD~B>kb7_HWn5{I6X1iG
zRTC=|fzLEz<9|wj^N&QG)qfWz$s7!HvLntn7?L`G%e@wWiPh-Xm_~sOO#i6((t1}z
zF}7aR8j!jJ9zCq~8>4tA4*`KUK0~T+Fhw~A)>8Y<%&WxjkJ|wyRjd2PgSR7zH4QLb
zMV+h`Xf_WGps#AiRsSbItwyHAlIpSNZo@q2&Z>6^MDDggz;l5?cP>OC6r^6{e%>_v
zDV|u)LaQd-3N$8*`ddaKJ5V2T6S*>Y3iojgB34|(*??t9LG{E8KmxRp_HTKyiOlBf
zs$o;l+;;o=3ISsdKsK9$gKT+8xXpeVQR#n{^BGv~^bCARS=OK%$>@twP!4SGy=#Py
z&pmhGCK}>oSk6T}A8K#w>T($o5eA~Q2{CSs%vo1lpHTUDX&d?`wlkDOGzOp9w<QAu
zF~;Pte3PKR%(&3Mr9B{Ela`w(jYp7BtUDfukymb{!@s}%$$ltJ4%5EI6}=^36W@Tk
z3t&lT)xSrS0CkGxvzXKv1235_`J&clLY?1(!U&8wo{nWr|0RQfTnNgYdf#W%ypwf)
z3H9?`U$xLQh0r{Gfz-PTtmug}ikI(w1LJ`I`4YACDSi<4S5m{%f2)PFZN@eS7#6u`
zA>Yq)Fs&4d$@a!~G5Iz+N_278#WExJTi&5*OApD6o8VU*rH6}bggWQ*r?1ZyVw{Hl
zmU{ZPLYrF2tXDf`>pc^eso$vh)5Wg*z~AS)V<$wg_fLs_YygDDrt9A*1sMh;Qa@gQ
zr1)YanBVlA<wNG~FNb+DAvoSj;6Hd5_4w}jH|ZhkxM(0NcF)<KmV=Tyf!Gw~#iJlZ
zpO|*Vz)O5AHMYd{xoSFYm#~L6Cr(@8Y7@Ziw6z|Iy1Xa?*VVk=(8vNtxP?sU?*r4_
z0=YIh-yMsV)ww@(yIvw=oxY0ZUnxBn4b&H(UD@*4Y5Ccx;k_YdF<jOZ(${YMVG{sc
z=c*VLC$2M9>S|0=vvaH0$Y*?%-}a`mXMqA}$4SXp44^9i!~<qpC8t4CQXT=%oSKPJ
zNkQtH3-}a%N>oSN9Jc-Bqg^?vc9QnI4eUb?e+@g92fC@wfzNlQs#!&6s(t(QUocQ`
zjS3Z3xL!k>P<wuu)s@8rk&_@9US%DwcjJDybFkwJy<fG|6RY?V^@YNzS~MctWp!+4
z=7ZKGE#GH0F$>bQnyfR6mmnS8j)gzacu8u6&Ih}${HV=Wn66i;3?~1Fqq7cc^6la{
z2nf<3laP{-R_SI4(#;r+(nxnphjfQ@Z@?HZ8VQja-CZInARsOIdmrC_xGvZ(wx{m<
zob&yh?@44BYurwm{itmBf%N>DuCd$`LO)B(85DYlZX53=CZZ(5>WmQ8fDUP}p}6LG
zwT3I@PriyF(#Ip7-ZX$H*RXXeD@%D3AeOz=NF=YceE)1oi|T=|BS`r-kAyh2Ibd^f
zAps!gA0EaU6ETuB;C5^IOzCW^U&hk*xjKj+_4nv>4wveGI3Dl|z|o-mOz1{k^Gayz
zf*I-EEt3A|#T^c(z7a3EYD}*OkGes4V_j{=GXih7&Qxrnxjh=+xQ;sB?3t9Gq@Tu^
zwHDmem_-=5c{8tm;qV@gSojrZN}gn&R_er+9ZRZ}38fd+Ci*j1FIaGXTQh?;g`^nq
ztfamhKTR6z>%d`ce;&Dqc}a~l!|OAl?sjrJk~jY`#>ak2k^kiex*AM~DN_h~Ke4Yf
zN#VL#rb@AqPoe1ozK7<dkMfv7eGjxl`h@tXP9T*rW2&W*oGG?r?>_2ZR>)K6zDJZ3
ze5A_9VP_LHz|M|o1v*!zdh>OZHS_OJ4DxAW{8yE#>CgjWsH#y7EugPAmR#JUI<@;!
ztH*qv+I-4myv(0Jv_w|UdR&aplk>P37>k<HKf0a%9gok|*mFMGX2z0C_O_Ib{^E5s
z&PY?=W9XAE>I0qgAH?FEqG?%T>mHzVe1Rfj-wqXoc4^r#T|)Rs#^sR7XZ1!J33p)z
zUP;7jNMrUQzhpO4NSCBNm+H(rZ<ea8U1~wsqESkAlyVJsn!$Wi?mTS@G@z2hW7uc@
zUY}>*ZnbP_5Pw5j>8dOjr7aB_DiioUdTn9<MS})+Ie`QA-1RCwC{JhB=~Je-{?TPs
zO_LI17u&)6a1LeVE0Jw&j>VFI(b}I1doqnJdsHtgZJX*<;#YRQ`U7rJghNCYx~}jN
z>$DkorTmK&_XpTQ@<B|S1!!1kuT$%neQ`p+ps{0xTph_z5Sm-tkHw=uzR>~g!(w#}
zSeb32Qe9pxBI{!OUhipP2mEk<RHSR+B5O88h$$;^nAD;LaS&)DvKpyz%Qezvf~L|A
z$D~6kwon#FwqCAUEdX>#p`%12jicStu9&&gRS_F;B^X~3xp0~Z?b>7(EMtFpL9ugK
zL~+w=AzsG$O*x{GT_WXYT_>znQbC{K<^0<hzg<HN&OUs`;4aV<dDIbQTAeDfw_)fd
z7JWgP7u>AC-1!_t!^kG3r8myfWS@3x;e^R1;RPzQKn#-ni1oSHY09AP^M@%{Iz!5v
zBY7juGA;y*@UKf9Rbz&0=NNN?C&I6onvutjKF@<|#45A>N}6(F4f#fNU4x}G)l_+A
z{V~;4qKu9@1JjvCsYM8hT$`Ewk)OGkuI@Qa+RzY1IP+0VvPLzI71QSP3}mJQzSOs|
z7!UA%M$Gr4kFNB*wYRz*1na4nR@DDtga~RkO*L&Y&YM&&Mb{+%5dn0WX|sBQ2|Wa%
zQ9L^uwLMefhs+YX`G{dAeTQS)W7XXFk+p@c(ld&<yVcH|Hoiz2L03yBr>`h|2*EC6
z1-cd8MVmb2f%#~VTAa76OXb%9K%2>$$o2<T^pd#L0_A%|hD)1`U|n?Lk10K~yeK!c
zIKG*iERJI{s2kQe)@<*DpH+^&xxD9OelhO%E1n;h&nrzw?ZpKcDKq6)aCWWpQd$E$
zFulsudP{W*Ywrd^7=H86NS3<t&`6*JB(l&)M%>hIeD8s%;JGq^4VKhGc?cU@Gq7aW
zsM_L5xLyOYV<VYyjyq;*!CYAsc^3*xl3yn-B5Erz-EaBI#v`wFR{&NOlTbC&IP_EN
zv3Pd-P)ylk{Y91hw^TF5qU%K2{B)wyah~rQZ?;IX7Pd&{TCL>T2J>7iGot2%ReQtZ
zWfC_WFtwD}GmpV}551-viLag+lTX|HjTS-T@sucbX=0pX=sNblM8zg&KeNq)TAY%4
z3hWidyR_JTs1@n6RknyHR_daw3{`Z({J3e#KXY~WD{gt#ff!$mC<YUMM`UIsC>A#c
zVoy`RC;x-ZO9a7Qg^1*A{mns7ct5v5qASq4dPV$BJ7ZO%iJdaP?CYFM9luH~ueBua
zRAV)BlU$EeOKKhQ`FEo8+PZJ)AHVE>^C9V)n<$@J8S^;0<a26heJYx4l@x@33FD@u
z*T|^CppzaIlpCELHk7vXw-WJwU-LKF1gE3&EqRsD{uipPP<z`M7bT^YA&RuTxkzlU
zdCl6SUECs59IodD!ggIBBxh`H=Gyf4h22w*V5EL-B6kP6RB>eCoGo-1RlCtDCeH=q
zNm6*%r*}WfI+7J!j@f3485Z&lznY~}?9=a<`48h0<C_+9ANDR_^pCKno$#CAF^ih?
z@d6Qv+Yq3J*K8kOZa8RM<m^<ZIBdgvMsk&ws;vTBF$j~Ge}0?BiBW}!@+6?16Uh2B
zz4WT&yv)%^SB3}n$b1#^_D50mxQ%d?W%ix=dmkiA-hh)}D=6HhdY0}j`n-JWTY`R6
z3T?CXAh=8z8s5`9T2HFDa&#vA^hU?f>Z^tqVY0IvHKS>u=PVUuYgci{tpLnrd3mDZ
zP7{$J)e7b014yrmqL3}cqoba$7xDZd*E*0NoTE%~%;gNPm?3xjvFi91?9V3>H1@Ph
zIK+P&xhCXfrZBrQ_t=FLjS&nMOf#idEe&SnZ2*jf4cql>ES7kKQ|<M~$D&kN7dure
z21+hJBt{!9Hj$S5Zo}yvL=;csZ?aIpRG|1swn9c=i#9Sn<r2_T$Zs3C7X?{4I3|T{
z7n!YuXmeH)vSaOOaYpaQ#4$j`#GmYl!%Pb=aSJA9ek@Mb5^%gKDP9lJYn5ub8vhG1
zva6v2)))i6j%>xsrlz@dhiJ+_)Ckf(7Ia)Vord63A&pOg0yVz3$@tZMM;Z{NGyc4`
zHYUAfiw$Ap8F?8rw_DJ7QRRjvF(sfHo&YuuWZ;CLa`>QG`Lk#8T3uiyTfQGg$?2#(
zYupvqDO|p6d3%t)eahBTKxZTR@s8vmg5U`=PXQW8IyBzt&~Acvm-3MrROstFdukO_
zWoabUFh=<o`iAWWhqJCbyEPwJeXt06&)}>xGQVFORi0dgC31;4!Jyo(B#ZQ>qDH<`
ztH|iHfaXzb$a0Yq+f|O9Z8E`H1BpdIN~HDPaBO6`(m|2u7rv`|yEY7BJI_R{!h6mq
z%O6EWC^i?dn1^}02Je7Cm8oCH{qEb%tQy<Ot<LU0rKoZVt66jq$&$@#C%#Q#4VDQK
zi?p_)M(;v<Z+*Sx?#eYCv1}=Qq=I$a+DyZ>H8!DYr}@mQFYfH5>y<H+!s%CSPX!T_
zeE!r|WCDq|i(dI%Wa^<^Y$K!vZomhY(E&dGI;p@YcTWcy3O7+ix<40CgV`UMZlwg&
zcffR`J>~Fr%VrXIL*P$J+$1TW-d6k_@=_!g_3)C7Vtx9hZSk|@<u=aSouUy8TC*R2
z1VPiPA9mBVg1!PoMP+Ftl;u<JgXiS1l{>-e0>Y!2_#0;uycRH=s;3!qTjd3)j0-&j
zrb=|icd7Jro^FH%I1?Z-=F$-22FzkfF{|mnk!5iK_nqs&CWHKVWMRzc6kuF%pkKF!
z5E?yFaQSxcsxAHJ8Ge*310?mHV~p5vK(jm}YE7;=hjm96Z7QeS<l@LJO20MdlHgWY
zd2PS?W%^HP@ci@pNN{&6?FV@ec)-N9Whj%ITR<=%NQN5&_H;qxQ`HJ~SIlJcpr8&w
zoUG_iC6wg{?z+a;ws^m;7+BWIOVVjkkbmDELc`0(St8XH6tBYVh59x`z#t8rS<dR8
zgIza}o&C>4HcIBB!{UJrvgX)fR9N$XWwTw?M_lP3&SdGLIWHPmC{=eHVZm6+j$FKY
z5KyawisqTCW~1BNS(_>V-?Q>?+AZVK;t2l~{RpfA_}>|R@PJARZmXb)Y(v(XH+>kO
zXVvJLPhO?+j6?)KJnQGGIPG!IK21)4s$Uu}uv|d*Ri~ua>G85XG+u++BE{BO`8$W1
zLylfZKJG7jp&M&-4qHZ*!ca-0GnG7Se}^x(s9tdNch?i=mmfDJAM+Lz_Gxv@#r6h{
zx^BZ;x8|^~<PuDVg<F9`*Ktkd!i;1&r=5T2f-<asV*Y&cS%$BQ(~7!Z>iFN8kbFoz
zI1-Q#1v|6xeN(>{-;nbKDJw4O$}l_e_XEWMbuEALRHIBDZdlN!W>~dR$j#Ksdu~@>
zS4VEYPH?Ywl+#PK==R-%#BDvEPf}BxBObbU2N|9(D1Ga#o}EX>(v2ipq8oT0Uh&`U
z`#8Q9q{NP<rQa2)9-8hELX~?*@0hJ7OkP_zlCw5H*Iq4{;9L*l+^)!){?KC>uNCxh
zW4dP~w-fi<HOPAYT{BN>&$l{2qxXa@j0Ar4dhMF6WTC&=T_H8Zm2>-cTqV0wE2d43
zizW22zF8B&{=(n`)Xp}|N@noIIW~J$Y@Q#1+J4IGtch~0#Qr*~6S|q;;C;$T`H%XB
z=?sF=o*DCEN}jUTc#2vig<G>6pLB=&yVTsKj8|4W*Ob@_ffB=X?F3sYi6~y@XQb1g
zG{zc;YrlI&GPhK#yPHe!J?8kSz%<Sb+&=}^nCxGM+vacYuh{fTs?>5iPU!`%%d)|(
zK3Y+JU{UjEL@>tNF=`}e6|g`+#wUe4rEMoVseOE*Db!!EdsbnQnEM;+pNy{ysa`@g
zu$R6uC4P+CQbE=M7E7g;v=habFKr9PabMfHtle;N4-UfD9FbQs^}`=?R9|B>I^KXy
zHBt*cp$iu`f6u>fmnX`8rk~S)*=qCYlw|eY!owLY1eA*+)MKvZ^i}&FxB-^-1()fj
zvzorMV`hVi&Ge4B=N(e;Z4R9d@^LZ9+YQ?5QhT<<F#0pa6-*)QN%u*WXnF{g_3uW+
zgT$hF;9uk9Gn`C(xevP@pv(BS@^}5@X*u<V$tDWhquWYkS>tcp*iHadlZSps24<!I
z^FNGy-^xELtA?ofN0#(5FZCZp5x+9$Ey&69!@&1;twXwvlLAvlh|GwxDrW9qc(j-y
z+WkZF(C=6iJN3m=hLo>eIh$|AzujDz4ix&@QZp~LW^35ES12zdi1T+egS<Zj`)BiM
zdGO4UWfy5z!S8Cd56xtK&vxTDE<x<+E7k(1^Rtz-GhXj>Ts}Ny3LTPT;HQ*a$aZI9
z2~ikB*X~l(yfFKmvwd!8r?Guk%Q$!(Go-F9TBgnC6(az#)Oz%T{i>Yx>nr@;+#sJB
z{1o0*{v)ZpO4D4AYM+Tv?~JOW(A4;*clcipN0l-Alq-~Vn|1^>QP0@dAyKets%IO;
zqSpN!zq<&t^{E+-rWcKkQhHk|vN8k*%eT{HpZ&JH(R*6sld`Tpfey!7%cCK$;bO9b
z#<O~P7$$Up>iGKQk0HjRlV4{k{f$k7JUptMj9Ovl;~e92HMaAj9%pP`a{HyO?;GC4
z#I$=$Tt#0djGNEqha+BRc{29<VCBx+F(r(3VLRv0>J`}0<aTe4#)pRg!nH#H(>|U+
z>_>PH)nU(&{z84Uz|aFFn(U_1f+g2JiQYnqRNdVZtBe9-p64T}RGWp>k2bvXtyAP#
zqxbFJxVf4ja2}^*%BFAZ<a}KG+R-`hG%U_<Q#k&pS>PK9Uxcmqv-9`qImO&sKTCH7
zmyGO4(KJ;S@J6%f3iemZ_OgZ)n{1=P<-dwj=0D=*e?cJI`yvO~kP38NEw1-m+9F9c
z%z|4pIqJX9%~Kb)YN`xvrSwM?91BO8x2hle&s$u2tagFKq%q(ZgY1h>FFaNkb1dN3
zcoeUd7ovq?$R%`w&08vU-2L)+Lu0VIDgg$=*1aCXW3ZysQ){@q5~tLg%@=K_WunS8
zr!_GFWpR&@830OBv<hv_ySijvae5L5@~kqYrA@SS8q&5%#`ndU)G)sCT~My;la9|E
zYFx=mZe1?zIz*kaEh$p40`6|Xb;4OC4EIcMgtxXDVhR1+z5I$f|7WVVD7wteFTbAK
zp|6V|UszAc75|X+gK3rcA;GQcqj_qr3H<Zghf(nX_jnZp+LvX4PP^7t^b1s#ToR_V
zp=w^o>jPf*XV9HLX|C@^9=jgC@8$I%uM=6t&umkms%ruak()dKbJ=jcuB)Pku%|BJ
z+I4x75))fsX)fC_e%<K2Y`>fm<(4$8o!rE3q(Z40P1t2}f%5M9Y_{T+n#WK8f6RRI
zO#Au$Oc=q;Jdq+)L6uHOjrC%zKqOqzb@j6<bkOrVO=A7Zqt#Q+wl#x*FVR+n_h?X<
zPm^}&<Ny<+mmn#e`cAPz4Q=g#`rEDlm_@D28yESZ@g(jk$LlZGzwC#zeQ{67al}MT
z{t%ezP7Ut~qEh;GRBv#VzN)OgdLGV**v0lI2bX~|*Ug&0&tU=4ZPixLynJ!z`*t0>
zA+8b|l)Ad6+J*cK>L`i9LA%OSr_^1meIP7V%j^7UjQVdMV{QIo!c?8DcFC5?L{YX1
zL4c~=Qm!+iEN!QwJgZDG=G|Ai+eeH7SX4+EFzxK?3pwU&Pa|$6DZk_!9irDTyT?hJ
z-ww2>ahvyy`m<t_#gzks_%*Yn(#cY%&&#t_FYbXjqB4Xiwc+#3L*r9L64x7@mm2V&
zF=p;Sq8o#~k~TQcP$q9F^({ZByTlgwH>yAOZh!)*9J!OCKK<r7ER%WuqC8u6-}Udb
z@FO4e9?&nFl6jb%s1EK<A`iL&CMjsd;JT(L*KCd&h0a3jb{_y`;9zD*nYEuMy(D^D
zT&8);-tdQtCf49IZHk-<sIRPrO4RwNeDI#*rEiU%?NbHn2M{FHc)Ef^oQG^0U+cX?
z(l9-t3nLcQ8sKO`W7Rp$6lo)=@`uQ{33a+D_Z%wyOZsJ%#N6dwJ>fimg(IUUr|kh#
z`!na{R-jc`3!>Q18^Kaws>a!#dX^XEM|{4U@?24ct`IXdS68j+LO_YNNQ*Jw*IVth
zU+gtC*sy8aG%=3Elry5Ug6AZNM_Ha2%k)g|XM(`<FQFQub`=$`V~;4fFS(3*T&AdL
z$)BtXgFL$8q+E#T?ZIRixK~kSrz`oE&fWECIo=DCaxb1ysB1|}73vT<O)Kht9F`AI
zGr-qlX_Z=m(EE~pLhYUa5u#GtFJUwDrbz5%3dPu8h4>15ksFNCzmzIRgBSx~YcdO)
zwRfX7#(zUM9_cJ{Ht|UeJ|?oI5oEc&8%S4_d(OK3<gCH=aIVtCs1&u~oA>tUx$~)D
zCR=nB%_2rpY$R<V_9561WlPjC<2uN?*Xrh;w}7=ksGHyKalgm)Dek`1rqpC;)U#}%
zl{6ZbrLd+s7MN9mgtg5w5g%XbC*IY6xcGc>Xh<$0)MINI?~knoY^rPGd}b`CNr~;4
zt9m14)9;V9jeY&@qP7#JuxO~YiO@UdZij!T1eVl_Yj58v<yWCu9$q5)1^$xaG~d4K
z*vg~^=LxOHwp>c^hMz+bTAharpT!+5a%b7Z(s!0Mt)l%%JM63)XRMn^qqJ9XbywWv
zoD}fiwP`*2=ar=o8+>q$Ik>!G@B5gbr+hfrF%orNo~*3I>u~WTM9=Z?5D8>r-TeE$
zg0J`wZf2anAO77)%`Gdj(27}n8ZGbt&zhrjfH^KOU01Mc48Z156|;%zL9}y@Ua#)^
zUL>l{Sjn9JsQH&~oZ)^76e-UOkq87b6;cz)NME>w1;c0H*j7GmZJxkM@do#f0llW2
z)$%(Q?kPfvkJX=;((BjaX>;;oRG*O19_wu_nhIbm{YrOa0-^sGq~1kr1?40gR=Tc!
zDHY5crll=7+vga@J{9I^2r7^@bXh)JCj>00`m16+2i8-Mm7ysMliIEC$2D-N*LG*4
zk#dbXA0U4r$Qk0tU_vPRg(griYO#Z++E|I%GKI+~0F@;C6m~cFP}{QM&Sy1mpUn<R
z6eve4l~riPI7F302m5rre)HeVA_{re%8QRuclyEjFDlz;n^8`)1f>4Z-Bj}v=!OGe
z)}J0i?GPxK*0D#!Lxx>#d^UY|3n^xYOF+FnaTx>kE2maK)VmkRwAVmS9kaZDEh0i<
zj`eWDA#~9hSQLs<EMAC81cFH8OC8t`9s=xPc_1Q#@cmW?<LP2+)83O`K+xXYYVqDK
zzLehZ(c$!5;kTKRChS*F{<S#kLexut$Hb*Ed#QMG(I&|x8lqD+a8mh1lRNla@9lv!
zT|Yxp{u1LHOE4|PSRxApb6>hfCV{N{b_@+N)^=W1Fu=Lt4-Uh=#0Ub+(k#ng{hzU|
z7FQ4TWqBmT4AgE?O+4$kwQyEbSF(3{yLl&{PXM|~-ISxm`8lw{=CTZ&gP;po$pDS9
zLID7*+nSyIM_$~j`|W2pa}HOJWP^v#v7tse{i&h*k|CgcR?kn>KL5nfgX(nRs@)1B
zR57=u_lgq6eNaErSBC0A=Xv5MAPGjMn5>A{crA$kKkyEYfM8hs06@l6+r`>&h@L#_
z$aD|cQV&l*2~bqQJ6}fRJ{x3f0`~&GOTSJZCpk&h=LR;y?P=tLO@XFcuY$RN+<@5%
zsXnDO)ot)knpU!-G5!TWTmLY9C*fFoHng5UMC8HWIRi+Qg;;{Ls=sp*Zu<4V)+MZ$
zDDzE{O4fa8Dt-P(giy}?CVsoGYU4GBOzI@&_^#2Fw{n!ivHoU)#(A|H!53up@UX+n
ztnneLxYs+JfA-p%s&)21$Q7Y15E*f=7cHf6&2k^o4sy1wSWgiTlfWgMCR$%mjZ5DB
ztBF6<YCw1D)|HPX3=m7XwsJ$4sM1Q2{`pqkS*)f32-a;c!yn{xMK>(|M*)wygyvO!
zbNO*LYc;`z$OWDecCxqQx8R4b&@w#4yC`)d)HePFc2EIQ&szKM!#_SAVlsA8J)Mpl
z*9<(h^{g$YWLYv6GaD#a?&rhCnMPhY85IlQn&J;-GrT$C!&ct{E<W@J)K^5)B>JbG
zNIA^6Ota4D_Z6D$477-^ov`CpS%z|Tb~t=YQQ`a^NHab3n)UiJFi@|r7ItrDp807k
z8F_fsnG!2G*jyks<y+&uA0;Qsj)BD>9;uBN1Y>LRCjBYil)fz4G66w1v+)7&cIBz2
zfv(>gFB_{b+|9?ay<Ii9Tu(94oBHm9-k&x_nU^Kzt#BllC$=g?I+EW~x=N4-F`OU?
zjHKOu^Cmh!)FPS;jgnMDC~?32hhePu7QW{)nD{0V<G%0s8miaVkH<09xhq!d`<sk(
zD}Oa8&wj}#aJ`&WC{g#oBt9emDYi7K#@R66rXl#}r4wDe&#b%r4;}$eZZVatEL|~*
zj{vK1N%i1^v@)_ceH1b9yCmCulyxX@M}kcaop_+j9BpA-J6Q9o(Ln9t<Su?4`KO57
zovC0oo&MtKI5xHKkyg;+>Qs*VP6kkTAhEjbFEPT)eMahJai>l5r8`?MwT_|VC8YI)
zbhU11_UL)5D1p9V#7?8%XyzMqoUiN2&Bj+R6z7u>McgJ%)(BxUJ>Lsj{PQ=bB}8V=
zlSPybm2%%qIZ=Oo^Uv0HqT$a>9jOTkps?;&cQ`_+s4-UjF|+ffnWPP-Sg-o+VK6Cw
zCg#tfvspsfEV{v<ce)QJSc2lq{JD?EI}G?9gWI%!9P+{iTMHh`fE3JroLAdutF6iZ
zxoU{vFO9_0ceYwRRug{Vf|A$h<Wh4q`_M|WI}c(EQFtB9aSH{Ckjn$3XK;qok%F`H
zirH6IjHo3^&Kph-O^%VFupJRlPQ@Y-YsZjtlm+*37afA$*P=r^Cg<(Zs+#@EP(qoE
zsb6j7Wf}ClP#J0>7{^|15y1X@=VCK?hBCeiVR$hxKAapFqHq%=QSXE<sr%$4YTUZs
zEahjxd^Ibsy;axpFzz{RL{&EU(>)r3H+}XvWKaka-BD)ApT^N8SO6b5U*6@;Hk8Cn
z0<+_w%a<tzi)k4D;Y^bO**JQ>w55_eYudT!=lEmB#BC@tb5Z$HQd)S}u3E!Q`VmqV
zzN!-0>XVFXHTcl5Rh&^ZsqAd@w7>SvDmB{=is~M0ncM_}L@E&HcYH#e<ooWKr{Ae9
z9#BeDOX~dk6>=SD;g<~@zR4r5ZQulVND)4U*1uWH2inL=_^NU;&zLV2(l}YCqM?z}
z*1^#f5B_BpZCv1&EyBA7Co4bHANtrV!{=?K(@1pHC1_@@b6ZGKrZg4v`Q>l~yR0Rn
zvWwQ+E^64jqu)wY?`Op_J@TS?)tE|41*)|$*LC=mnyPAFRt^)qk%0EEDp`AuuH(yT
zsu^sgv9me(<4<IdMu|{WUDfk8d7YWeT=Q7FjgDQ(wZ3vZo+cj{PKXg11)2cOLG8Ay
z5Su??gNXj6ec4ma*RAhuhvDy^UBkz}T?>{PMvnEnwKvO4oG^_U9QLrE0}Vy3AI|+X
z*!_~{&#NPsmE;_ce($a|hI7!G;!xdaXK-b{6O_5B4^QpkR|WgJ6$Mb}O8$tnHo%Lr
z^vgca3ZTT=gU+ouugC{BA|)IZ_iZG&S$x0x=w6Snf{JW^D#Z7w3j5=qgW_G|Fb_3U
z9L}lW-2EjKE^kD0z(njXa<(<z8qM9vRkCB^ZW<Ceh749bV<Z9fK%R0Ojg@Q0dA-wG
zQlPq)28s1)bN=HnTbn%CO9dem>l`2Z)P`z3N^PJFg3RP4F;%DFtduTxSc$t>%C?Me
zpnWDIW<I}m)U5wBy%uBl=7Dq)`_`PGg^<f_rC};oQ+{c7)zp@i+`D-<#=*oy<2eRs
zZalMrTsC$vXZ`RFdFA(jQLR)6){9QV!kaYT7fRocWA=(dQoPL(hL9=tNtYK4{GUY+
zw8XbQAx1SRQ8uExYmuGWZ;1TxQ{^C&L|<7dh`U~wnXcGbPids(1z!r5_#i}{XGNH;
z7&bFwB)Xe4Ff%mRXmv(poUqh$koK;4vOq;86kOSP(-sq|?CO1+PHGK6Pg`)27A7Ms
z*n|(B%jywA=L+2WqdW$FoA1;4qR65*U)DOQD0&YvT1#A%=ccTx;fK-AdvNqWryX<L
z9|&`gn_c#jzyOSZ4XY<XTac3U&F{EW2)`m>_o8W!3MZ?_R=j;HjkX$Pdr9(c%L9kT
zGc+CD0lO^z+4axL3CItPA#iBh57}b!P+gRrKULZD;?s?{_ecB&l&>Fg#9QEeKEX2V
zewfnwjFSlCpyyJOH{{9RsU~;*Tdi6Ykf`w&2w0hf01n16=-hr%R{})q>LcIBB>Hy8
z6c|_wq?j5M$M2m-A8Z;G{<@ya=WXo>6XZVPH#inlsT^$jsc?&Roju}PzoOevvBr^`
zZgVW4ewx1psFKPg*PthXuwq-@e2oJW-jJ~^<tc`<?C4TJ{FL@jocdzyH&=-*q&Veg
zaSjs*Cw9M?dHuTOA2>Wq?Ew5lKpz=L6NW9H!<^aRz@jr(K75k`eyWv8UviGn0u376
zYh2&S$$!9&vjNJ3G-mG0V4(gy>{kE)SWyTq);jZDIzaS{Yq`AVXr<ab$GV}hb*?$k
zEmpkfcOPE|cg?mq?j-F9hy!kJ`<z_*KgK_-R!9b#^BSS>WI3z@R)yfo-AHwl_&vzZ
zO60tntxnUCLLld<?Ld^urxCx@RGp<AMH}81obcQvS8c)bfn|#*QRZV>^H!@v)|vgp
z`b3!_7BAUtg7$NsIpkZfqaQA0D+!_X-g1wqcT#tmliaWIYhISUkqO0{HU0z-0;em~
zx${7`1*$LF6tCV@O$|>lVa?V5Zpg^rS}_sg0}S@jn=y$h(dNlf(x<$Gp9t~4xmNW(
zxfQI;iA_AJU?i#d#hGgYcFX*6?|`oycp-DxH`|nhv9drXLYqC-858ghC%V1dsO<tA
zQZ=w?;M}{E0C=}QO_%8^u9*jw&pQhY(xn%DtRLxJ*S-uKg*67;kSw{w@_U=IRsYB}
z)`&>;oWqrTALlW3O$kg3tA+-p%lg{{2vnYY@U`+Qr^VF!{WFHFBa2@4N6eV|LALsX
zimc*g42n<UG<X586FK+!P0wxj@{hW(lpy?yfJ(IWhG-MItt4L>W_#t;OmBHPBJ`Tb
zWwT~lu%JHkwP3^Ry!Z10W@k3B9>2_S|GwSH*<F@RCoh!BszT(cZy1Cw$Z?;LwC@*U
z{ml(b`&DW%kg`o^N^Fh=&I6ktdSBr-7%{n)3mi=@0f4SpN}$$-poUf*DjsJJ?ozc6
zo;~iq$2f+lxH~0N6^8f1Z{wQ<Q!+H8RYMt#&r(zvc8#VZ^5zP%B9zWog7>}#{KnT_
zFhJ+Vx4i1P(VcDVeI|53lvfMbm6<`kcxfM6;gy&Rf$60`#2WI$Wmji;6jWRVK65Wz
z(gyKD7mg%y3%X_!7WQs*SW*ujg7BHz@YOm7wS10mrlWzuaQ(&7L1UciK)awUHud;F
z!f;;ARKxh8p(sRBVN=b0?;*&LbRc13RbfxV1bGZ>c^5NgEEX993=j?N<Xl3VKM2d>
z4_wS_7{KFvQ~rcJq5al8XD5jdXo=ewO3DWW5O9RDT9_*?C&{M(H9Z^S%R5(faizl>
z9m}U(;|GR)WPv>f!ydp4(5@N%<Q7fWeRoKecp@|S!$S*VVu`raMJjD&=B?ZS9F*in
zBagcr)09+sSI+xy^VJy<a^b_>1Q6Egy9ZDlY_T{ZoHS(q|9VsZWU$D;pbCQi|3N7-
ziw^60w-%ek*0R%oL-IN27HD+m;k%Au+;JRF6HK8xN*(QsMVRs3$LuC0pjHREWcrE9
zSyxtaAZzUWpz#B(;@ox1Ku<UQU~0CrN{55zmSi{3zSWPa>5VTf8a@He1Oher-vHf!
zrR{|e?So*R<Nzd-`9!cxM94-o!+XnZ<rX+WmARYD;%Ow^#gs!vctst6wpv~4&V^1H
z3ci__35(@(QzQM1RnGvko9!H3WF+~Qtk*3M>s@b+Z$lIUljGh+Bwn8jmKH8e465;r
zaxH(yCX^+W{C4lz_kLBfw>Q3*eitYb7}8W-W#Zzz=`7gN4O(QC!)Xc)P^_*JWS`da
z&s~T~a2hrTNn?yrcZk59J<a)>_p-B)dCY6Qz(gmQ4&^T{q`;V?RvS!=aqaM*_l~jd
z`d5<@q7VSqJE+#3693F7kEaFvGLO_h%tL*HBZ4maT;}1FTuq)+xk$^{v-jU=j(nfo
z0h*RlO@`U&E8H4}sT|36vrY$E;=(wf(x=ZA9?ASdQiFwLR|`*m3B(~)Hc+gGfpYxz
zhw~H7r+gouqSd2y)4+7e(w{EVc$--Bw7R1mE8e`I(05B>D1d(LE;CTDw5RGrB>7rX
zb=v+}?M?v8YT~3=oXQHc94%r5n%DF=sb*oQ+#zJmjD72XhCZg2T@&d>U#guSPSlyN
z?`Qk;6}K4qId0qyV`;Wpah)qb%4)h4xoD#L0R>3cgJ(<)XSSR%%@JCFd~7%zKWwfl
zikewGCuG5evt-p|g{;As3vj|vzFSc)e!;=$InFQ@HC^#C)fTG(I^fLO8)s0Yh&~Yp
zPt`F%P%`h7r@-Z14-L&iPN&zFM^`}J?YGCvPP;n;aEkLa+GKDLLUcM)R>*&ndDot#
zcV=!<B7u%4>oo9;EM`uH3$N=5{xSMTU}F(ZmSvX+!|q!222(~<nOd_K+RzY9Q<Eh;
ztKE=dPRmV3NMAK;C{AJZYb@{!);XNDLYGnb={)Ys_R4C$)r_sp+S|i;%403M&(h+$
zmSV0sJ88K#M{#o{-Q^;-w422hg4({cuL!Mi=*A5_><kQ9l&{*8Nv98)UC2Q{ev2Y9
zmSn0zb!jhg%ODTactU-RipO!OH`6~=mKS-sQ?6~AT<<ye{f+FonDqtL`i4j4=g?cM
zu*?R{YBl$-5luB!ot8{P%MHpuc<HzFG>CJPs+n}+{E5{lpPfY99}a4m>1*{)!(Y4W
z+G?kjb{r<~NC-OH5fg~hubc*nWsr~<53QqOSa83wUF*rQj>Z=bE1G=1>gS@r?R&N#
z!Lu%n4((0+Wj_`1N$x`gZMDE=s~-=)dOg<27jf^whxCtjmqJ5A@(Y&`<6`@`$In(v
zE$-f>J_sUUM{O==%OblG%po_rp0(90vrZ2d@oE9no`M9i-PojcVgDx$KK}ON^?meM
zA_Z5FreVVr1)D`vTs9@;j=DT~IP^^rni6|{_8~xp(;V`h+aKQ~MRZIiaSkE(^g6h<
zJ0Y)LBjd!JRa*3B?p3VQgg1{GI4W~E0T`Y<4n%c`{bV^ZzM-~pDlC!8sgdav+PrV8
zhj$ex#ler5*zdSt`5;!m?2PIkZN*H&DJx{#FI*RD|8dc1+K@nNQOPu&{VKeb6@Q(|
zgFE03McA-{EW>}|v{B=amEb2AUP!8O6+d3(iZol$R^AT0>!FYBQ@Bif`yJ~SpB=fg
zjzUA|<m>iaVm=h1UnA!;W^Rx|qvovz?=sEVzMcNY*Mba}%71LS6A_O}g#8`oHattm
z^v$ST`<w52?&p0X%Pi7?f5LwAY3!+ay2eMdOI6v6qg(Uz#P?Mwv|kJ^giUysSLcHm
z3$g%rc!)`s&SN&VTDF(Pwia>ZFEH<KruF=?#%kJzlBiT#lG9KK*Jb%%)IEup(0Cix
z?E&YnxB%)tuP66AAw-^ZGlL0M#o0lY#{ucsBGe*gZv24I?7KX~p~!EuBWd6oY_#%{
z9Mt61B^QZW9h54a)>-iu&`ev4cmeZ0vnplur*914Mj}(Um%>`d1+nY;F?Ci841+UO
z>9Qp2?Da-j5i|%ILphVo<Ov%~CxvRisSIwuO|06=e9xik9n+FMO#vjA*$;xlnHf&U
ztYI>aU+*dV)ceH83lG(wu#`%a25{C<KiZ&DWLSGyu&oNLn+zXI7W>6YJ~lPCac{hF
z?YEU!NZa%ohuIYdTjI$U=rTV7#?8G)UTe<i{$3K~RCyOIF|Kagb+VLhhA+a9z_EbU
zA!}bWQ8VM@A~rcl{V4maD&Vc4!O_Aw6|8tMUG*Jv*|1R;Sc+pqH5W&ua&AattS42s
z0#E{UO1G-T1=6yLOBYDyvWK&Mu%`~oTtOq^fM(y(XZR?-bJqB`ad{QvTcENZOw&ZF
zeONZulUB;uwUJz8u~y?y@{!`cgjoCYBL7@|lU+%f@p6oe3;Sh?*+5M3s{0yD2g3ty
z9hWMbYN7N3uaM@AQVE8qKqQsuvC32ecmPI;wtM0p!?MCbz5mkMserwdWB{9?0zSm5
z%@fTGwyQjGV)HaUP-^tssN}0%(P`$u3%9s8)6!BNjB{QIY;@C4&wO0@WmDQ`5NW}+
zZ@H&{QkLaJnQoCNn|&Q%(sj5*gxTV5F~nQ1{Ip~#mzr&$TPs!O6em?VqeWO2_=SXr
zD0N}Y%r2x22um30K<%^4qm?XL{B%z;nqDAZ>FSw3!N%OTd*V#b{C!k0nRTWW@(TR5
zB&Pm81DBO5bs>9ph|8VcKr#;9>4lSnMc*jns9Ny#TfD=#1$pQ@)8-OE_odLfVHBA>
zxXpyZm*tYLVw5aZ!l7-&Nh&?n>vl}$kbc(XyF{)zV%U-Ce$%93O2a+huSBGLlnSj}
ze`zCGE|hpbeXV;pu<L4xzW^Ihp~q1+w-V`-688#(Kgyd(A7UZp;Imtqba1fo)U#wO
zgncY<1ueJ{Nvx{M6UHf&8P(P+8T&@{diOc?Sd^7x7CryABp9JQ8Md?&!;_!<=WoUz
zsa%Z@YyV;VnlG;Yt1YteXSDbo#@lZgL7g*t=#3A8w%>%W^S4>;T;D5(nK-;>+`QL+
zu&#^y{Nn;iLMHS&$tICKh+iMcHho?r6Yi`=@9BNpuMFU!W5qV-_rRJ!?Y<vm7+)Z%
zc+XY#u74|1_V{MT>hq_-wC;z3!v8R^RBc3nH%z|E7$ji$6e#!{Tmv)=?UyfJ9~N}y
zqypJMq}_~S%VAG5kZv86atECJow2&t*a_-|DD7edN(U)7lG5uxjZ2(LLLC<L2&|%i
zT$B$J0?=v-=(kF4f*%ljUi7^Y(Z$Aa3Ha7uyylMu)T@>4MUON#f_kBDDO>Mvjkd^p
zN#q794v+tAUp)$n;LY{V9$4Lr`5@ZWuTLVaA^0lhqa8wZK`bkcBEvYz=Y`Kb#|Oin
z650%{xZ2IrK6BsEBw05xkBu+-sB!Io!EOb&gkSn$sr`6>tvjPN_mh1WehslI-sNjj
z=6Z$=^oL#joT!UCcQqFJFZY}eHFRGImWJIuYowb$G#M+xMaf{e=ZG%W`|NfA5#0x2
z=t|8FE3jp_F%t$TN(466IE&X2<Sb^0baeygC%DRPa$E1id=XMCb20<zXtKL{=^M^_
zKXIfE#_DryFHgpO+Reg@<xh-TTkT|`?f6!AYKka{V>dbDCcDiZ)>~cu^9#`aZn^G{
zzl$Jl6gXX3BX3G(Y>L$p%R$?_7=wA3i7_szt78Z48B^4V`Zn3OGvfk5_)4_AR6o^9
z|HGgL^WN=~kEpAl#t{HqD#)@gSru<KjI$c;A0PySGS-py!da_9fzA#(GEee)jK{wU
z-qyYoD!ltTQ}!i}aPtJ_BuN5X^?8b^x&~;pds`cK!)aXv-y5w3T9R$m)de6KXJ;!o
zyP?rt^Pxs>LM)qbh0wHE87u{FvoUNA(f`WB+S~?UUIul}DTUL!5(Z_pQXTU}nsTgM
zz~DZI+0^3B?z>4zN|0fN==+6x4h3CXR!eE+dQ(71jsYn=D&z?ZNxhzI;f!DT*TYmV
zub7w1J_s%VVr)cvVJ=}{+FZJZYG68bn*T$?CaFV~rKuaAR2KX?_-gkD5LN3KdI0WR
z=nIPRhG!y>>!6GH5A_ZS?usBZc3|3PDfpjJ-MD&U<b`MjU*T5zJtwV$lzmE);^E)T
zJ5Dy2Zy%f=Q04GW9jcWek_S}P;Ok)_42DGD!y6(v6r<Ic?wVB#*BR#TI2>lH8Q3t0
z?}8$9o9g{P6EE!kD?(H!j13RRVGx5EPRev$VO7nXxvaw8wMkvE6Mzq|UC*OuFe8@|
zHlQ_lzWeIlK4Ls8FGfg?Qqw5c=1;|>B7H#~hjDIjkRgRth)AWgv{vn(7<r%aWz1S$
z?LiK??yv%9U|f$b;hGZ*QGu#<{DM$M#6t2H%iW6#18LgL^RlSm4%|I;hk_4twaySI
ziYAU8M_(&s^ldt13_Si*@k%*%#^yj)En@1)3W@Sy>zBvC10OK^QxuRBtD>tdtR(<I
z>Yzj}_kxqj;7C7?5vN0>YEc(5Ql-$O@pm@wNGIJ9vG4l;tFN|^+sl+3CJa(ODx-5q
z5KBGMz%sod(FPvmjE?3w)1<@0<x|0sod)E{mrL9`B174omt<Zc-`OPQri+`cIT62X
z1xHKVpm|@{tqU{msVHJrH9ZJ5fQk%)f0+>j#IyP(#-SPSsnu8h*5jEVv2-<T*l<Qh
zEdOI}pRHWzPE+&0KHC#P`5~_25UcbO**iwsf~gt;5y$?W1o_Kj1D(u{)>6tgf5K-?
zQ?<_}y1;D!toXDnz2&)M&*&0w!CX4|#zmZ~HPz>z+CA_p)x{R9*(RVFkMlE^)6jG=
zf3@0ta;GhGh=$?}Mv#^P!tK)vwLb9r6JVh<JY7Wl@~S{nELIm2_?0u1OczP1VOP|<
zr^roh4x@^+;^k8&HKC0|%tvpjkGA5bw@#~APJ37qa930rMrQqE4+dX-il2HC)bbgA
zU?irVD1<c-%)4)t8zeSXdd)m43^(6s%`1-kTUGO#B!_Jv>$d$r4DPvHA@{pZV?50u
zf51(7qNl8%!budYjJmXfE>$XY_<Hh-NRmxn*w}x$oG^Z=dRnQl$h3KZ;0nNL>59(k
za8Wby+0;)s#iLWv<x+2UZ+GRxn>p1<uxA&UcWf-oHReuc{$cz<sWI@~`9_u86DrLv
zzhs^EU&yzLD;ZK-8(-$7jOCRq@g;E~CQ{=nat0KzlFq6QmKeBsXMhs0v_su9MB=Fm
zJ^&4ll~2IAfF0X4MZUT(de_i=N3GLXnu&OqrC=&2ETjM|&K2b=Ww*&-JRS440XvQ`
z=qZ`D1IunofSrC(oYb{?K)uq~5~_UJP24AanKMrk2Qclr3f`QV8t3U~U_@Eu$COZ4
zYL63-ZqM-rg^7a4P}-My_-Sb#auu(x2p{8h7H$-(Ec<LNQ@CloI3MFoA1k65-oDRQ
z((%$%w=*)ZVh2w?jO7OtZqzK4(P?G;UNEY_Ph7>3$|@ht`YM{^id#(#M(T;BC08#X
z&l0w_vd0Sy=IU>AK28Q0>xmU<0|!@kog>W9=;c5pB$8kur?uaks=~Tmmc3zLK669P
zZ`{$Fy*iYUe^)5U94-COT6y`Np~dFR%GzArZ7UTp3JBZLLqd+&@_t;oiizIIQ9f~?
z+Kt<&dwqPgt%mA5qpvzl+|v!JCnt;0YMa@-<LDmMwEi&jPv5oE`8D-d6HYz6Ve|U(
z$q~y-gHw$^aPS;bwy^2#$HmT8hD{T0Bl%}6_e2J#39Dn$mm<~C=35PhAVO|>m~}x3
zUhSH8qFLO7XDcCZcUH<<D!PzLHU88_gT!fpV{Qxr9Nd|NpmbO0PQ?lT$7vPwnPx2u
z2fVSMc6l5*imKdn;@<x-h-BLz_g`R5B<pJOs#9zFr5c>d<7GkAR#@}BH?2pmUKShq
zphw22vRQzhchZ5?#WStDQ(DknOJz*mw5$kxwDP5XA#Da4P|@b$6%ocRBZ07zXWuFK
z-x&W36ZVB#bR1V*e|@{R6JE>|YmYVWZH~^1iT}2zb)0kxY$2(}!^{u+Or5(7o3cau
zg%Vj(!MRXQ8*YTMhW4bK73&I#!%pEDv%Zpkv*`L$Xx!oQFhjaBvv063n`ucg5bYcQ
z;{aXDhvaTmIPSi^se9#zRd9m%n1K0og(>l<%u3;@Qg{E~3wK~mM<g$^1PN3X`sqpP
z3%4gky@D2rw#R@o@Zu8xLf$`UwpcD`xNF>Ru1mK;ZhOs(+Z$}6l2nq!=Ov&ZF5c0x
zCBB^ZfwxyaHV-EtUd<7HMv|F~f3*>nMW*x+48B|!1qP(jWfrTGoBKtL%7Sgt2>fVa
z?eU_IFEppM(jB}+TS@?Q{Q8_gOCpu195pg$HnV3#892O^17o;w@us~y7PZPozt(Ym
zhl>%d*~|k)3-?d$gw3scy8YMvROyMgg`V($Y;t*N46iDy==zzaYNUp&B(t@{p~xl3
zY@6&f`pgeCsv&;F#10e!y&IVp8L1rrEWz&6{waU_6QLQ^-4!%XiU!iSsR>gSw1Y%r
zyN1e3!Agn0jQvbRit0=a?3I0vV-WZ<0sqA*O8l6)N04u0Tj)@CurlXM?h$$dxT1UV
zJp0{EtZc({YVQbvg-dFtG??F@e1U<#QSt~wtrGlHq28OO@0C%V!7CZm_wjA$duy*T
zjcMRaSt}jiOqGj{aX~2(IMd-;3#zGe@aAUnQ+13A<`62&twuvRycSv=WiMU%^EacN
zw!fMB%ik1d<i*&6(vSQ&SgJzPv@zT@2$bTq&dbUkWxzI{QnVC@DVp!33go7$GzH`H
ztHf!3#1y+M?PC@a%hh(K8uNj1g-}rolwjLX#J)UALwnMF_yf0ANimF>a{R?-n-g}b
z1j5REowgm|F0Y@<j^Q^c2>VQULe%#3H_5c?oh=MUGU%Ms4FT%+xhx|in=U}Q43)(G
zji>O<?3UZEi!Voms4aFJxkZlkq#ZtW0X8lEo=$p^$d4P&T#DIg#?TD`Rm}bi49IL`
zHyYbZ5L-DmnJKh8MQQrEAO4ZuEzM+Fc6%1i>aARNh=KOXN-MWIZsYsBB8z>yq6pee
zdzw91aYj#$bA{3P3#Bs_@LRP=gVizf7yeK6vZ)*=BoZ5fyed^*FFhv{nx+4XglJgG
z>aO@LjSF<OZ$oa2Yl5tolAf6KdJC#Akv%`UJ-isT4OQGtv>PkU_T$?~#!b^PdsKM~
zCCK{Jp2!;rt64F6GEb<Fxj@rfpu)v0U<<^9mBuw*YVvaf!|mFq<}a<;QtU9{&w7+z
zjF&kt8-TQ@U;QXka<rvQO|jGiMtjU3UPF_|f4Antxcw}?-i0w}X$=<hGVtXBw5n?}
zK3F;8aLj+s9>kUQ=hs$$S~5F#t02w@PJf>?ZZ%hp5KG+p6agdVh&j@{vF*jrF=7=m
zV726o{T&9gN6zxJH{j^d&hg1qZMp^9SA$kc-19wrP2!@@f7UZv&N(#g2=AG6_c_I8
zGMAazz3}E|@p<3hSZ2~}Av&c3ky^5f`qUNUuO4?>e>3}p3dM$$r$}A<Dw*w<<uBhL
ziT)n<yjz#W<9_!c&W`gnW~c-uJZ%1|;D)!nCb1WxmwgtLbv*e%8$gB|{Uu)h4R|-|
z!MZl<{{Ku6sAi)H3ljU#lBjVkX!=ZQ^B0ld!pDbww#=xYcFPDf>aHSUyn-Q5{=>|J
z&7B-SqX%GZ(El|}^_57=xYmuf%|u|qx@}p4Si#&E{in<42u0apvYCRBX@W<9Rbcq$
z|HUzZVDUdiiM#i5;uvjFv^EzHk;Sipgk|@H;xg8m8weSF!mYgD?3QcWrAK>PN{bVg
z572c1ls-2^*{hg8025(nu}1zR>+L>ZR(ny|)!;+N%TKDVzJ~kD&P0U>(wZ@$n6=Wv
zT)rugoUVI48+A?%s-6`7VwRyA`71g9o3{O{OZLO<h3bg5i0|l4b&zNSMaAiUBnyg}
zfsf}QxQX{h$7*IkpAi76nh&(j@&T#_`}X16rjc9L3RUjay>00|SXq;RmRO^fVN=iX
zJa+Jpmjh(=ls&Bkgy7_LTcq&)4Sw-JQR3c&!E)pN0Gjyz^Dk+bK-}(xDgJci+}esc
zyH-HgPAfb%bQ$9Fv-E0Whvz&N5tbLqyZ;xdC_v!Rqdv-&*cF&wd5YOJ7DVIp`-1tr
z+SlAp#gV8)p6rZVq$EO!DO_to2T^;!PSQ;AJ?;chUD7GzavvJUUw(LPMob9{GK`LW
z`ViDz6_B;yEUx2+0$B?*He=?s?@3Y?mb<Hrh*}PD5qw)Uet>d&-5T)`Zq|-*dbg&?
zMqpA-=-4n?xG*RiPx)t3c|PZ?;U2+l20h-wO|Y%!#rh{_{Aw#mz23az(nm}CXTRC*
z2r{hiqRoz^jHkds@2R%7;lUZ^P_~1M&tWM~b_u$+<~-^%Ean*!|3ZDMvz6ZP0YREn
z8fShf;RDd2u^%r5tq6w)L<@7A-*XBl?FK9Tf3}D5`UUuHwtc5O#`v~wGEuSs61Y!l
z{^}6B`5x>6N{Au+G+LA;06YlCTR6u(7zb=V8q}C*91yi387w3Y|6xSK6~>)`KUZ^Z
zEMZ-B0oaC!{$~slIDpJej^&38nksN+VX$9pRGPd`f<I5(mA#%P$Dw^ae<%0)(yiWV
zEFhR-D$Zn!ZR9*UY0Yyc_bl}nm$%9!<%=z9i)FwN+3qM0hOyj~&Jgc}#xN$tN0Y@(
zXVB10^aNB8Hr4B3VSyYN=?lsvb=YBwf9Z(9G^Z=MS-;rJi$$rwvI|nCjSgFqe407Q
z>k)a-S<J-@yMd@Lk<VT*a`Fc&>?!s#j{luDRP`tMH0$-)dr8cD&#-JI<CaXtWo(_}
zdj(Q!u}*0aIFF5NNlfoQ3mkaiEt-q|ld_<#Tpz77zGmYW;RekijMYhj?;vE~Ah!vM
z@Gs|O13EOdi+6@AwB#sRzY(OS{smCH+~(hlY$1Sk6I6gim<`?uF0YUX$t7&Qz7$-l
z=oioJ1kA=#ALAxT{sqDnC`7E}6TCp1<nL_sVb<G~zn44p@n4U-L@x$_tNAN5R-WG>
z!<H~N^&b4Cs&%D3huK^q;M=_g<oya~0ml=O10Z*ahAr883lmd^z59$1K{G^EN3nNH
zjLYW#<D+a%t&?zr3U{j448B;9$;9X<ER3I5$e^v)4d0!%958#`#VhTu;_x}^(6<Q2
zRVuY1<8_$Q^LHGpBm9{|hcx|Cg8G{d&p)m+2vm)(Y$nd=cxApf&wAN9CiV!hVp*gb
zN;q91BYmJ-U?{5ES1(=7LAiu8RVSnDdEy9(w?y{ho&v+}zJ4L6F13=q!|<%O9^0SX
z>XrzuSXZDn56q$h!6_&y$s=ziBHWXAh0m#~Z6~$Tw}v5Zx^i3<FI&Ep;-PA8yQ>#%
z<D|)@PF6U!9^@N&8f<KZRfi~VQK5h(FSx$P`I!M!$8Qem>Kd~h_46%{CFEJsvXN;M
zIuJuE7r#s}Zk`xH>Qnq4cleCKebk}xu!`(D;UotAZGH!{y_KA5T*lYpuX$^Qa{KmC
zO?$;D(`@GFji?l(9X4*?L4>ead}PKu)iuk%*XD0ifzYw)E#kc~CUG7$c4EG-SOHx5
z6OB>EtLe<N`;Gr`bk$)^zF&WoC@3XE8l+olNDolDVbloe&P_l-QcxT@QbxysjqX%I
zrMr=q6eN@s1b*-HegEaUU=Q36=RW6rsx#--Ij3Ap?`-Rs8NhGuwl0h;#kH--J>SQ7
zEHu<ytIhtT<CL#|3ab6@@VBQN-|JM4_ZIk0HHT|$H}Mr_sQeGKpvjfXG(@1pIuDt6
zSFAjwS_pC16&^?l)rURU*5B$|^4_^b1vu2V@XhH^7QF$Kh6xpr95r%?P~RKQD4>g%
zt!%z{N-wVS^y%+-mn*Z9^1un^PZKX^a%m|RHQ(|&d&hUVT$&~{e|R3|H6#XI9=Ls5
zJbt?CwQg0%-2tp*ti5HFBPJbME=PQ4E8Gy@cFT16R#YjuF;KL8(*^M0sHXcQ8U*rR
z6W@S25928tdK+YJd8G{vHGKMq=Y~8#B^QisBdw|t8DAUV7%}zcC#(1`#nrmXe)#Wj
z9(J<*ki`6~N`6+l<Orv%&pVYP`M)cgF<ym+LY2ceN@Mz6jPKr|F7Q%h#lg=*7>+c8
z*j)FaH)<KuoDp<)89r+ARDYOa>)WSr@30u+^j$RDH7%)fDiV=A`?O)IN&g#NeiNRq
zy#uzPW%~*gIhBR|9|-*_i^S!(_g(-MY(~rIeS2ITGtFg=yk1ybqz-1n(N`;arv=`6
zZwFaK=C0{&6*0OMB&1AOhiqt9L!bnNxXlTeHl}B~iP%XvMM5nj1SO0+I;0bOHI9Sx
z4`)5kjW5|(_ly;T%adcS8{oY;rK#TEc%~*81LvB@2j2KIWdB1atPU1xVv`S@n1NN`
z!~DT|gCPDm*J;Y5r<V|NU4ChC2{z@vzh*F33-dfL@6mYco=1aByyFBWWiy<niyeNq
zKY?@z_?Z63k3<50)X%!1Ri5yl=d&;5*qzTDFrzl3l-3rFp(UMYm1UnACPB7zHXKkv
zIwfxvgBTV{Q;xxM&#I3OtNCaK%@7aX@2LY7z8;ynr~<H~H^PRPp9O-F!oqXaT)O{7
zCj}czdyAT1%>+5ZNOJ2AdZ={|b=4*>G>OZ<Wv;>gEIpP}GYRkXkX&)*T-vFAVD@OJ
zKWI9HIXvb?JwhfOo+<UcQhiLa^x5|iQ>U#fvEzdc^VAN%R09SMCoY!xLtts0>*t?r
zV)&^H0;?Uo2u_4oX?wkn>%$C(zQ?a`Ii+TT!akQ*p3o+e?_Y+bqCy)p{-juF=PLv6
z9w1<+ZG0@}`Z6HQ98`o;1a6=?Gn1#x1H5Y_4sff>;&`<;|9Y##T`kqH#x$D0tdP;w
z{wi9%sY^YCc50f3e%egZaU((n{!7ahoEKA%(OZi@@e()gmE)rucigN)nE(=c`T4zF
zq-<tt8^Abr<KWSWdUi=x7KFPgS}uBTLGEkLnx1+GGsefAC}`+8STh7{vy&<&qH8)H
z?)cTEQp8EV89AxVPjo+(;=el@$YwWC!DRjbucw%Q<K9B@iS}W4l?&Y3VoWbCwO-Kj
zy@O1kKyeX39yWDQ^jzf=-qUj*Fufa4t!rZG7RkkuwWo?4IAMZe`MwKl>;1b!MW_l9
zUU6tQQaU9C-fkn+EtSG&grT@q*Cj1>&l^D!R%@VyH)UTENt*6PcC*BoI;T8K@l_De
zXXk2j64D1Q@ZN%#mG1Ung(k-6y$(;bzUT3Sk_U}ny;4s|*o@)C0kmIfUGPz%zewUz
znSbNX+VUo%rRf)!Q1o4o$hXDLAVJLq2d7}QfR!b(gJP4h!T}?JjBlQ5D{0+&=GIBe
zkYIYPGXp{FfGSx!|4eWip_n|O`?S<Sw;dq0I<Pw3&g7_1R~ub;rO~t85n)}7vND<&
z^$^T`Z?0pso<<hHZ{?s==CBZNGzp?Lnm~cX)cCL^g!aie1q%LpjfXg*UnV`n@s~dy
zPS0?CPuuGi8P3vNPSIdJWf1o*mK^!l-z5Yjf$&T$Me0v$navZXUex8gTetnvVo>Tu
z>be1r*Hs)#DbFQXIt6xq<52`$t=A*E{LZ_8O^=kcS`akX7!w~Tzc4bLn>>zfWf2(m
zjgo<*sR)eBaxH1Lie$@w7+sXG8^{_>D6h9Ym6M{X1;axk%Dk1%&afG;Y067lCJS41
zGMugI6m)~7-K8!{{H80$L^SG(y~R<!A*rw(11RG}x_K!nIA0P6y4e8fR|Sg(|8yHH
zsx&cw)3U<(r|fAeJ^Se8DG|^yn{0N(5%Y8XBkTRt*-G5#i6>Q#Pqp?f<8R=H#T%BJ
zE-CIj;RW9Kz6Txbc4VoGn2n690HBET6IOQPo;|d4%o@Xb3CUNrrFm5B1(*(OIUcBv
zSTo7h&p{o6w!dgC*7=x9V>69HUSLefD3vHY5@C*84p<XStA(sJ!?$6fB*+Wd6wchb
z78_~&g$++6)h06r)w}agd1gkmWCyd7$I^||WEjM!HtKd*y1AGH`lQ9jfD6I#hLjni
zpS40u$BV(P=v^y+0nH8;>L?AYuh!!QP~~>3lP$RmB;2qyhI3(GSs|hten5Z}?;Kv+
zQi3$yJrUNy4`n(89Z@Wa8vdPC7%h8@j%ub24y+D1zdCUIHoP(a$5`FBo}HN5di+ay
zMMH+k;sl+yO9nD#8HM#7Beq-w`|G$pe8_GU9^6)?7vQ{Z@O@vfG+rh*-d$^Ozv2AC
ziE9Hw`r%|#^YP-YMV*91%-D<IrP?M6@h|OVU|p;2=$!8`b7XGY3pjW4@@+K-Fp(B%
zzpftd4r}~s-x1Zg8c_)j^_MzV_giZe`>WNX?<4U)kQxMx{5l>hDd^g##PmOqilo`_
zTwn$7_WwW<bEQ?porxhmJB*bt&bq>X>RSEbTs#GoMf7!yjpk!lkyFqW_Z@~L1Yl#>
zS`&EpGxFiUw{SXO@B_>_#j=6HH~*XQJ(jvFBRY0J^yQq98ihuHx@TBgcJ}|19zR!v
zecsT_fWEv{GBHoIA5>zvpVD65$Iz=QJF5A-lEa2lkMb1n*n;po!qmCR`)RfTn|>q%
zL_Ds6*|9o~XVP?;Yct+o$QNn|!^TF@KVAq~Ltf2X`n%*tc?#Z>?vuIR?H$<3GT9=O
z7$u-s9c+llvL!t;13!sw@RAkAl<>C@WeDhR>G-d7V2#XhtBHc93xjgnY6%<x{cCk#
zE1n%T*ZV*8@0J`~d!)n6yjT=RzFXnkN*iYn<QG#|@v=lm-6d|4^F^z)9P6rUpfbYh
zm7`7qXRo>^8sqUWYL&Wjja2(9g4;Wo?BIdx=nXF#(U_bIq+}kvz+ntT@YkgOW$av*
zMfSWS<z#clY9jJ-+^cH`z|s)kT8hS#fUq>&eK8eKBIHHb|3Kvx6E&cmuym{6zHK*d
zdpm_(x6lpq!Ts_9VRG)eDIlZIBF<Ol8b_)So-Qv1^#4V(l1r}fH_)-VGWtFc9q*sg
z#)_$=$$U12cRx@py(#m--wL*3Zv<4j)dxw}pkGpngOf%Jl6Mlze&d!iZe|Kj#G3;f
z{Kk=n758_d!pYwG)a(N7q~s~D!k;6|Cs=$@c5uc9FT?GN+xEBX8@8OEKLZd|8Y^J7
z`>+(DvI8()$<or#q<nPAV&a&ACl}IAk;wlF-Ov?l5M7#QOR$dNh`-OHkL&T^w_v~q
zkoww40Ib78@wYx%k>~VPGE9Q=CMrMM7VasQ<o`0f1Djy>{eiecx^WA!`O$wF=yw?Y
z4K}IS$Hg{SK+TY-=l37!tg86q_iO<7c$cu4RM1^P&Xg>X_M#6uTB;#c4F<mBYCSK*
zqr>kq3D?69dlqlrO;#-j2#bMR8O%}eEAk44RY?TUPsQn8`>#m=jikonM9MmL%N}s7
z$6wlnAi@oeKeV(M=6|WNv{)lVgv)xn-=$^F0)H%eBE2&o9$CSvv^;e=lO*&KaAeV#
zP#%@AIxb%+dv2Tj@0F6_c$kT&$i(VdX@wV<_(CAZF)V%fh{wa9R_9PQu+(b_2|R$<
zKnI{^%jfP&xOe;V5<c;8G_R=t77oZz#XYe1kx`+4U^V_GOKRalrosB$!`aGC#Q)};
zgygjLcXFLVIPF<3jDElR|0#M(qci&A+MVex-3k@dSkvEEhN!H`iDyetI1VmYFSE7e
zE7mtzWCmjxQ(V1m$8qgjCUk{3R}2VNL_c5JDUiNxYINIm;1#>L&~5x3KK8@B<Ev%{
zdp^*mR+$|MKY4UVH?E_A<uj+YNAZB@%J3S+CY2zbf-2z<Ih2Q(e@!C+qJ4M@*jDV{
zwQ2*rAiu!|+_uz)XpR;y5=q&xPJ0bEZ)rw29w~tJp@o&}(_5|y1Iq4F$9sHf$;yiJ
zmAoJG0{O7b7vzA4gjvRRNZFp!DHkyNceoI{vE9dx*`)vM#b8+irMC=6e(E|1T7IT}
zUUC-5z<C1pKbxhD9Un>*mkoQH{V192a#fVA3*e7)8oJXAy(Bgrk9|y(^Cy4UR9Fo$
z!^E?}!eIK(s-yjzlM3H0nDm-I<AmX^naau=lqYpnMY_p-0CK)!Y)=XD>PYD8c!-)Q
z?}76T$N+LPKkYV9BC&wjsJK8+-aFx;|A9&>r1vQ~&uBBej}YQRoUCi{1lEw`G%1HP
zHYbK^tr@JY1(S+^-hM-wo1vu$XAEr!Ulml)m8k*PRn}0Yu}o>GBmzUx84mtiRM01C
zc`;G&D}GN8F3~KmX`ZouxH9@gJivVJrg+5RQyI%Y>IaR9Z;C$?{oXE1=^MV;AK;p#
z$bR2-MfQ^L`=f`N%&+#y$?&k<DXYbLZeCvJQ;BR1?Kkaf$#NW<Gap`hxb};FPgz~@
zn{4L9Oc)2tI|j#_Fx}YENl`P0HzG(Nu{DOrJr+a>(t=A^KjHLL+SYVz_~j0((v6_N
zzi$`5yy<p6%vvD;#bLMN{bta53yp^UDniU~(OhZjUbWSbsEiyksete!y-^v9yWr<v
zg>i^*ino%#ZC*h0aVr|M$B+DOm8Pl+BU{wCsC)KSgFcJFFAUU?f(%}{$S&S1M_9m>
z4mls86bL!M07X|fS@8WT%&c$VYMJt~jk^#N)LQ-K*Q4)Joc!H}K!(fZ+5=9m=7+vV
zzMNYNt+FOuHt=axJ!rbi(|Prwv{7e8vcEV=I^zCP<P<P%glE!3J$re^_Cr@fnd)Zp
zX$M60Je6<o%~{`H)Q*<Xbnr)FDt*ojiP{&w>br(bt)A%i7w56`IPUw#+lYdT^|oIJ
zTGC~rTrJ`R*L)fS)hL6s<zzfJ7*}_08y18m{|R)w)oA~_UaKTo5o<1=cg=BL_&rY1
zFBucTLn*p8^}m<=6#ot3xWk{Xh09JFM4Oa7L5pH#UJLYo+4Jx%xcepYP~80$CMY~6
z;y+R4&*u6li8cc1-JF^Fox^yt^;Fd4-NP6W6CB0K-L1f<AMb2ZXL^Sc5T>XqUu2&F
zh6%1QFI;6L`Ic}`#21FY`Qk~vdOu7^t_JIV{fEE9AIISm!q-<uTLt+VuY8wi8e`QQ
zOkIW}{w-cg9rYi7FK-rqlwq3Qr~3^J4|l|v-Eq@+aadkayQoU_0~SWuc-|RnGcwfQ
z8}}?_?QQy(C$^v}ZEKOqVQ<*d*S`sHH$zh42!Z02dkA!O=$QVNMSHq{+xRC9<2jsA
zODl;%h%@ebbTLndayCym?Rr%6oK}>ixxBA!M7q2x*6X9AvT%RgR-{^J@QmluXqeZx
zU{)ZKbiKh;CP3{REFa6EpRU9@eN$rkp0>~*$=AcdLnHtbzVD9RN^Vwc#T{~H1oQ^f
zY#2!8w<46U)|=uEzs;fb++P0=lp;Cy1NG*gtV*ERVjfV==HQfU-^YVIvsm5%Csu5U
z<Gjqx+`U!xEIBy*@co6M?bLf6zObCsoUo#bC2~1aK6C9S7X}mp7La?@i_YtDi}XZ)
zD(J@d={;gR&!6v{V1v{x$kj^><7Y2g%n8Nu!6Jai@4@GHJkk=f_}lQwW+NUwW!^mj
zvn4f6Tn2}wx-!DjwAv|w73}FvqK-sOv@|zG`-1Csb&Us>vftT_D9Sn8jfKs`m#*xW
z%e;85;|$yTgTEp$%req%qdU3TCPKYxusIXxg$4FF9j5P>u6Fiv*{LB>C{3#CPE5)V
zwDAnCdAyl`oy^0dPV3<KdEN@i0!5d=d}4N+0m7Z(@R2vcdR<`ZQ$!43iZ%x?!@zmD
z;&^Kp@f1fcs7t5r6i1K{<QElU<ddn*oKnNT-~Va+YlPJ8ofuC9J&?Z2b4JRorkH*|
z;bTJ=D{z;%wYfRu8HFCgEv6}C6x(p<xc`B`&TFg@(-T&gN)L)^t76(ab$9I<!_Iq-
z+gRMC66(GhaZlFnN&MssdMi^cJz1Vx=|70&7hI|mb2`+8SRjB!=>XHP=V^s#H#!w_
zW}oJO>(LWIUT7A3#uMm6wZKwj&qkbA$|}H)ybM^{v<i*FHKX-NJuo{vwish&K%h$7
z7{OOm<R*ofCt8|n8t@YSqM0EPr3A4qv7mT8d*uRV9%D{OUm7u>Wxw7a-G!HzBq=s?
zm`&M-Cf`{ahCbAqBU7V#lLU`$eAPuO&_J1fkJcOc&%%pFzj31ms`V--4@Ej#aVb*y
zR75~k<)ga`R}@5GWjIZf^CdK0!62_VKUmdBotX@+#8MGeWj4N#CI7{Ke1kKEoR+;&
z^Rr4UKJ@R+39S9d&oBN!*ePV+qqeb^caC<g>lBOE`_?p!Li9cUS2H53&>wN1u|fB-
zT%>hlolz4;<|Zn>t*GCkn@yUdp<43iA&+>!rp;GK=`dKc8(&vv)%cYx*!d%wgqO9e
zc3v|&ONeT5Q<dJw#)I)prO>(Ag!RUwq+^{oMHEkp+iug<#Ad!rW@nzmzU#~@g*aC^
zI(Ir-)FnTv1-lA=EM-XZ?(?%iFLP*V%doSG>0=I8V9tV^V!I>3A`f=QH;q)cXEbeN
zyH!oI4bb;YLWh@6Fy9Ou)2`>iH9jSpT&%v{a%5#%R5MXIJGK2nd8Q{K($5BXT7*g)
zqw%V(Iaj7yZkdSq{4|RBUvNf~%4BQOJUX$O@ZiA;qqq)9?8|f6MNRV4p8`YHBuof_
zyUg0G4!Xs=x>A#Ma)arogq`o`TW~-5<y?(Fwh{Z@QMJ9Pf5yN1SRd<cW09QD<O}*`
z^$l0AqFKF19S3J_vZ|IkUa`zPA-YEu2(k9@@;Ygk;-YwiYT`_5{!)#c1HbndD1~(=
zVFQhmq~bSos_-12J1pM`RRPdty|yDJ#b`6d4E%^|?lnhIrQe`#N8+=$cbfLk?x5re
zJ=poz2;g+4`-cV9%JP%tMYC9AFNFskf@sNAF&}u#38bGaAjz}>9$INoGsdbX5Cmt5
zF`D1`*W1}PZ8fWL%1M_|=25uwk9Adq`Fd6K=!8+=2}O86;o>dH)Xj$K>l>eS?U}qZ
zMOvhdWZ(HWnZE0g8oQhAYS+AA>c5OXJH7oXf%0baYxSnI+A%rgei-=F9P%&rij|f7
z_WW5Ka^M=cxz{loz@E|E$T2bEwsA5v-1wHGeNv`xhv@S!U1!qxH-AyyYOer&3>s(O
zl821laK6}~l@m6f{PZnce>^<0Sg~ZbgpsNF{v^pcJx^o7lyJe8!@!v*ruS8>x|gnl
zickOOR8{(Iz`H;;5g6la+;D6Z#ocp=C=osFT12qR?`r;;oj?~){^Kg*Ae$Fw3Fuu6
z73B}2--LO|o$m^X{@^+biZML{!qoV<;QEHgN9fC`_2`GAP_1MUeXZ0oD^%v=@51U-
z<xP4nyz!W<TV&)7e-S&S%vi0Yy6$k<h%mK@{ZcUHWGReH?zVBqwisXzngpih-67qA
zdpuSn<19hLj@5S!7_>u|9IpROMmsCqmO(ha;SqWpM<zuq*>{WW5x`(s0NQgy`O1dD
z4)yiNFr#|gb(%!2eQcA(V{>OE2vROU+4t33+VC1z{=Uw)<YeF!_^ZOP8prDNtkXXo
z2IxtDjaVi=&Nn^-i|4+hUrKP03)%Qn&P`OthPCmFgz=`sHsr66#&;G40yN$nGRF)B
z16#Id+K<^0mQ(q^%LEu?6rf{GRw$O@t^b0W2dcQaS|s8v1+W#Ot1_%ZJ@*R;ISrs=
zvsItA`x&6`OM~RY69t0)VG!qhmrQL4^D87O>oM!sV<08~fHq?^86N>Z1<w4ffXl#d
zDhd0LCNA>EeZWNZ;L1cZ%y}*BZA09)bCm^{FsL3mwq+&{@C%H8=mO*n##|H4{cr)q
zhhkb&)Y1;`<$q#E6k+upsFo=gh4l3v#}62=Kd@-tG^!^J{q(s?5o(NzymPTUw~K0M
zO47M))EZLKTRZ*}gKzjY#J&?4c4pgKaZ#(Qrbp>>@^^woibv~Tv@*<_-R~D_WV$8_
zNB-Z?F=txs{kl;;f3{6m<xke=J~ePd``i6&8{GfWq<R-UATjcoUjAz53N=3^T&%*<
zoN>{Eth16*6D2KRTk~)i+<N=u!&9P_4i6Qp&hjlRB%~qCqw&4eo5dzu8+Y3_;)|pI
zra-kF*vTE*m@y+i6T4-Jumgq<d0i)$j3{#_aL^;8&r)b9VecZY{z3gx5N_?}tQ)<>
zCmTb2+c{&tmN@%F{7UH)`pqpww}!XVD<h!LVa$LOn&`T@?UQ-*NJ87#b0|9*3|^F{
z0a|=9)0(3P*urm~`=rB4yA}a;Ht^fi-a8Wm&d?1LpKD#;yNQGZEdSB{#4JJ{$#An6
z3D0c3`4nH_zpmZ%LV$jSn3pU0D<t8(+~vc^i6H&|_(Z5w!%vSY8HPG{aDan70SaGP
zTOCm6)B6z)E2jThIVOwn+8Y7|orG;aW(+U{rg=yiU9K;TaIfHOh}zskzKVyl-=Xit
zA8-Rn;>-i2lx6jd-K`{kMKA=cZ&p`j-(36p{Z?mLMGA#tI{chc?7f?LVz)%n_;kjt
z=B3vGdEM<(-lQG4=<XV&c!2VrbTz4nCQ_nK9U~=bG^u7}LZM)uzsIll4k=1`Tz+wM
zh59+axB+sc{9$+twzIM5Hz3yji_r%|>Urm@;%_9h=yu!PSdxl%u00H1#M#o^Rbn}r
zJ1Zl%y+d5`F9+t=O{=5zF5pnlBL!)~vV|*3;;3_8aI4-NMiB--37>7Wx?4=T^*$se
zsB+4;U)gnZVxH)hwn_{T)ha58Lwnn>x&!B`J=M`COMP7T>okVHImm$He9DxW|7`&r
zIlXOO$;`JQ?*r5{48J2yy<YB`Dol#2=j{;R7PZ8iNFTK#_!SJj*Zn;lw&eXbVn}PY
zP{Y(B`?V*QQ$*mRe1~RfVom=4a9Z&9!L7{%g~)+hSiwONslH`{__>8t(2Kq4bE|DU
z_ZOuOaG3X3PUv7<bTrLmE$Ecl89TL>Xc738RqXmX<GyLU|Kk-Ml(vGF@wPmUEdS`K
ze*esk;^^Lk;RbC!1@leHY12kQY9|_g^o_YMRBK|H*6&cjDsn;{JYe<^h*_JIG&yvl
zZIvc_tEQMU!&FgLn|j0U<)eRsX~4N>R?`V0YHui^gShUZxUv)P`8xTOV9d*zOo%R(
zmT<>&%$L(W)QXi3tzQRAxYk_Mx1yv>)*Y}g>X{c6ivApb1vAS`6vr_Do;s1{THZ#D
zVDtoSQPT{1W#qnLPF>(n(7<-NTf0-^-8r+zrWO?XS@Bcf{rMf7c~%xg#mz<ZPw=yJ
zYU@7Y>+6=Oc`|b9KP*)d-PLy1ZGdgq$U~7KyVl^u{Lxa>#8tohuwkVbi3ynkfBh)>
z_#o2C+s8FmYOkyJ(P5-PCsN8cAnD}DxT+idOzng55(cGibC9~LCA`EEe<_49ervz-
z9UG@+61w%}pYRJ)qJqB5tEmer33z+Mcj^I_`F<~lcw0h!+=!kMQ9<c@5OEzSWW6Y)
zHR4BiWfi~p$N5D2@MwY~ld`O7JGG5NJ^qxXhIsb>99H2Of(%@b^OM{sRMjo01&8d3
zW7~#5KW(uy?FFq7oK_Gnx&sJ3G#8dG>T5nRT+*$cPUCHSkuwvUA|E>O7d4u=+<CBM
z8@%3VWKhg<gLkf~UGGTrPvjQDjTJyL1N}K!N~Ppa*>3T5K|xJX92v;@@GCrV)Sl5@
zRl}tgh(SX7=JTzpBB{IId$$)p8|!5-y(1dpWGg$Vn6Rv;%#t|Nr4g$3?G$F6vL@7;
z5ET*TMfaoMhJw~(U;0BO@<OGn+JtFs8(fadIAZ8~+zyr-MHA#czba(SiMv1o2`=@`
zgKw~KVu2mW8GX@*Ib<W#K1dhZW)89f7j^>uB#%>>atd;qK;}?)jZKY9PM)`oG8vpJ
z4f8oF3Ia-CAdZNjQ~Ht?rn-$xO*I_6!f1m@e($-0D7D_M%d43;lbCQQiCa;6PHD>}
zWgROvrui?8nm5i=Y7-dw!ssec(Fl0M#tH4F-_f)FVPEr^!Ke0bIa6edrl)#4eMexU
zmrT;vBxEt|CKdi-xx@3<e3ODIJ_5%Vjn6om(^!_O)L?X6t)#0})*c^vgY&=Ohe!A>
z9YDd`SnER*I8}V;oUdREFZ+5$!thGt8Yyw^O2vqR!4MBvs-_%|+LB3Q&Q0EoQey#?
zG1=a+?m7p1)0>d8<?3$n?@3s+x93Is)-{*ft6g3y_wYxl$#4Qv%`?-y9u`oE0HvMw
z0%3Pw1s`_>%{@qv84+zUDiBPQjh@g;bK94U)N$C=>Pu{T=!nr|jGLZHv;QDn#*eq>
zzLUcrm1`j8=Em<z;93G;N)P+6W+~L1jz`kFBNj!N01g8qQz!2C<EbpIV-*my<fk73
zZ;q5a3?up=x#IlxCdVr?CDtotbQ}rAg_J_w>hKVuSkREmILxz^Gtb@pSoYYx^wRJv
zxavJeQheQZ*<HB_wvQT0-e;TB_(cURSSCMXwI%&JmW+f)Y%-&5srseLJ#s*uev0Ey
zY-M2akWtoGS<3NeM13vCQEF8?`pw`{>iiezldwMOcjt^TubNy6rOxy~+a*Sp%>q%y
zf{uX5sy3CDK6s^+acEf_i|V*&RE-arrb%DW9HWH{mJdj?o@s>?^6@j)@y2hUIu+@>
z_8LX1UNyO<(mCr6cbnCgV_q7Bh0dRqJ3b7ugQZ4}1#kOjFE(m&z@+6}!29Ec!<WY5
zIc*$Pt<$D%49d%izJl4G+Wx5m!W3S;2hP2jG%|~vd<uS+?f&s{X{`Z@W!T`oG`@-)
zF>lW*x@@0>zO(X@h7~RR!3!%hW0p?d5)0NdC*jVq4zdV2w0Wnt-i}H^-a95Athjcx
z(MrjjnVtO$@{eky&y3~mC6Wa54OKh85Pdn;m#M_hrmGfWW&Pd=0q&+nb@!2nBzhSJ
z?3)dg&rI1rh`(t<xHJ8#5p+inD3JIebvsy0QPXXY(m*C%=OY@6w7w)pExGpy?04Em
zwB=)|GB&_*Z?;ADdc&|Bu^%>553JM*w;TUCjJ&*{lsq&mGKFk%o2Nq|!5=)HJ&Wo<
zh~=$ZCu)0L&9uI3b`5M}IE94hOdg8R4+x6BQ1P%XikgLHDPMa8r|(}Hrpubm<b;l<
zyr>{%X)vE!2r^2eY)xEmAJN)%b^@Y#tJEoSk|I>R`?xSa%WMqI(DCJ^r=pGj%vLX+
zQu<jpC1!s}qk5Rwil=_=wR+*o#zHuIn9p^=p0#$I_Hy8tRV!u`UR)XjVWFREM$uos
zzOt`v;^$5vzjLYX0B=uNqMJP6%D6Qdb-(bCw**HjMwL<Clgegs<El(j{T==G1^M^3
zy+A;c=B28>hEBRWpL7KP5ygzCKYp^N`4!irdq9w7k<9-<%ruZzzx=-!FJ2ry#Ue>Q
z{wE7Fv)o|f_ipOfB52v)y9YgjICmHK<_ubl74(CT?A*W5a)$MxZE~=trea1<)9V=N
z6uTHdQ=onSin9p=hIo@4&qeXH;rWKjPFFYlLl1d>|CAorMl>>-G^z{9f4%))(T{&a
z24al}j}etQKwnOxJ8Gcm$U&pbZzCJD&0uUd;9Q`EvaC79Cf;X`xe-`@?sp5xDaq(X
z$2n><5Eb6IyZ%^0%y9IiPF=#*JXu#09Qd>OVyR)iq-z45m6~1sYzabhWW^w04l6jO
z8~88e_ZQ>iJ7>=Rf@-pK8PE0B^1q;S^OHrPV^~#M?{BP1*Y5rCfqlEM{VdVWGe>EM
zUrE8QR1FtT%Q`qHfbhT4)+b+5lZ*jXU1^PQTtMvZ2NxpfTX#Yjg$6JVelr3UPbAgS
z#`j4xjBWIIrpK@PDUb1j!oWf<|L{s@+eI2`fig>>e~io7kD-sXOqsn!$bDrL&v-MN
zf;O+nUMnvae7QQ&=Hv?1({HQHX{syJP9GGLk0RYL;<ETP^-Ck+<L_dgM%##pdjP}H
zIA4I)A+TWHb|W%UA07RS`L^+Lle&!9xqhpC6P<*sEXrB_Qe~oRZi(}a$%;zS6L*j1
z8oV@-{*OlZ{eGqqiP1dJ|LIMR*(c`hpmry7{AG4=CV?z8Ud(6L?mnGjx3pLjN?LEO
zHD4&>j`tNHbz(+G@FgFx0CzSb-DH6C557Sry}3r;UDG;aKY1o;G_@H@))`w@O$(zg
zOUp@t$~ugO*xtgHw~A=oh>uzGXDc3o&c}W{>sQ*`%-5MB0C^)XXX_HsX=T$*Om%(4
zly;`DHH3$x&bL1iP_mq%CTU)XctoM0_;<l+^p%NrTso=y=B>Zp`oAHY7x}NJO&zU<
zI-(R_;S&T!oMm7g^^k*SPzBPD)?L7%l@~HS8aMG6+EnF~QOp8{ukJD#3r3!z_q;jx
zBlBm=wS7f{*m8|RN(1*uYy19A@nkt9A!XQdUw%o5w>rYv+=fv;JMH^BC+06V@VHm$
zbO*q+;DPXHA-$8xvtO5}-d2oE{)IbXl8#x`yV8wz`KuFsdkrO0?svPlV2NSNEuH)_
zU@3}!>?^nNr$VY5ZovE_1Ylj6SCzDX_=XXb;byP%3`SZuzi?@YPbYJPs;D31<*2BJ
zSUFi+2X5T2AIiK~UffvPZpF87`5S8qRmtBu_ARu2FQ1~pHd=G%pFmK^j1mA7nJ{e4
zZyu72+2sE)$u!b-;a;bKeuDO9a+Oq?N!lOwOjmP#xD*xa4>|2Stt@M4k55`o{%__X
zf+tmv38X(iKKZY?A2P4u@sY9;`zfx@_MvKROHZ~Wo+oW3aa%vx@Iw1zQX%OT3iWC@
zAsM9@;dfnulae7Bw$1Seg(nzF)kqey2}Iva<X~FYA5QDV!5J2;Kei@+{MKsnvtsoa
zQk_xb|Jb!K?Rl_7l*HwB^Zv_4%U9i&PR@O1o3}+JIm2TaP8xmxF{WfUaH#E!cRGBC
zKEsTR-;3;|pqo4H7B-LA!S)K8>@dop`+^agKCfqN6JD?GjjkF4vM{^B#cg!eBw+Y{
z_?S2IzTeKYJ+`$&jGbf#v}cIW-_i!xq<wg9!ZP4#kF(Y;6DoR|Ih+Yaa4&_+8)*su
z<n?cp3_Mv5$G3zFg)=9bL9q(e+Y$K234Y!ixNWLVBy;}XGsk#}r>y#$ZuW1H{@Wk=
z`<9viXqKlAO;6CZTxgLGb3FTQ2D~2nA+%8sKdAvkE!{^XuQ0o?D?*89)(d%@NUppO
zW5?CuVcX3~&rRRn1E0_v$fb~oUukZC6VpMi+CnF5zIyrloyeQNP=k2vdokt~l8%#k
z7wH>q=+1XHO;oLiOC77F{}0p-=)gFSQ45y%)K#Ku_XYE%2EefE<g6lj0n7%KEVHz1
z@#~F@p?s%Pf7ya`3=hOie)n>sn=dxJG?^1qpDu@}{Gi*3M*ej!ThJ=L$a{;Tev4ju
zE$+Q}KzvGw&6wG-lCQ)qQ3B@wQe(Qu<^vr_*6qdsKIS#dAX4*RDf%tu!>V&*<GLX5
zJGI`ykNCar^E4g#3z$ZFSy?|LJRZDvfO*R?M-29S(&Wa_frMNn{|Iy(ltQnvax1m%
zX#z#qG}_dOz?Q&a3DaB`&5Us8_geWu*0}X(B6t>2G5n9N0F8OsznPwG(020n)q4c3
zX&Si?8F3W1DhpwR0HnF0L67R;p06hEx~nd#;Ql#QM&^MaC5PIkohqy~h5p^qJ>=0d
zP02FX|F8J4@$W^~lb{i!Dwe)aJ?2}OjT<XV<2s0ROEPkLrVnihOnrsIKbBxrpGu~5
zha7oQmUv#aSf5C<PS<Ikr!ArU7CGv9Ken6%lsenZw6eo~g+RU#zjrje?T6IV2T1Ig
zJsI$n9pZdi%SDFY^)BOQ%=ixl|LbMR_Hp+R;r?Z@uhq*&z`J<5;zfa_>Uc8gWDOm=
z?*k5gkUwEjdzOQhHwe?+B4vYqE-puOLK7NM@?}FV2xoh|33|KamZ_qm(${t9J~jL8
zw9UxE+R~k$_YclXewKLn%{*Ba4HfjA!U$Zq!?zfP$jhir^Zz(FCP|h2+`{2z21loE
zmmD3!h%R0Uk}ea{$bS($(x_;Lfad<?$QJr!l&FMrO1HPlpDfo!SozTdu@)w3!lz<Y
zrlO{wis3Hkzmgvw|5n@hmB$}PoB5!3ytoxWut1<OqRFOILp54h>ERcy4Xj?Dy9)yj
z3}WF=iH|2RM_T7r!DVSFcIoTb2^MMNsE`pG*S8Q)OLhiCSOn&!7rj?qIk*h!5M!5}
z`DrkLrmsJM_htcc==bI#Ng4G?NkOT!kIGbdrEv6@v01d)c**Q!V!^}Pk;g6RYUa!o
zGi8bVl}e|DFsB<Mj6_f8SfW-EP-o$#i9Mu3JxQ}zH;r8sk(|G0D1X~PTDh^ch`K}%
zAr)Q2%DUzqm4v23ZoKA2z1x5%N|e?<$A!K|^yTKNqX9|-*u{xKo-9!K(r&C&HI;jJ
z8i)1b1~(K>Lp17V<fsaSCqP$ZwdMZ<>Gyu%hRKEegMIEyP4@kCCS0GQZU3B}o+lq|
zNJ2h-|7vn$I)AjmsYv(hET%U*66Gzk`A0RvK+UZOm({10u>8J9&Wa>ppohN1Ko%1!
z%9QA~o{a+a5V1|>JW$8@@+$0k5=Tto#q>tlSuj>pNL6+gO^nVYUDpUm%K4iPa-rc{
z%>*peJtRw;s&)NC3BepVa7#Vgrc81_@0+sdcfqmAvIJFuh|oPp9i&xy#nXcFiH_DS
z+BH5bvl;pHX;CGuAzB0BW*$h`1=AZ2S%XE}e=w-~Wkvxz6UPnDpsmyL-bs!LPy6>+
zQ^)M8jc&IWzt?__kmn4p$MExJIv5MNltXj1q?rjcEZb<YaHC)_BQ<I!S(h>6j@s^I
zk?L~ST8Q!CmTGK@5=R5a%x}LI_F%K(ckx?<_LKSOLdgUWSsbQ&`T(={bZJpL5M0Ar
z4E`DoI#is#w2j^f6D-ZieTtu6anlT9&aF;mHjDs&*uhmyx&`VKTz=u+2UW)u8q*OA
zw=7f)crj5quI}H1RP@Nm<)mP}I0g+ZL-UrE5q{Gcu8yzK`q@h+xW=Cu9Gee+-m7#;
z-10FIUgw6!CZ_!uQt;;1^9{iqD|2NmzOl_q&%=bg8QsWhtLiWb0BJ}QVKsi=PfaFq
ztdMR_Y$4w>YL0VwU5wS{&bHEQ8w0zOsFJ!n-nbhmdgc#7((rQ2;39bX<7PU%mSgHK
zi>sI+KA&XF0-9Ct*#S{4*v8fVRjiA3UlUb%TMg$^xu1!;A}-l-zQxlsaT-PzGMCwH
z3If$lUII&f%%C(DKQqbx_XDY0L=l1$sa84ty|RP7dCRf-^rzqv4|sGO13BHy*a~EF
zjEj1aS#&uueJtEXJ8TQ<*ZA^*#kiZI+anXHs)wonEK=+~`xylFSZl{5$0&VOENw2T
zk7D=&Rw+34GaAkC5a4?sd<I?>_!G>9=uNe(50#QShQ;j6HrvrS&|mM)MlIXvzRP)8
zwEmMvO$ofM=Z%<PnLwe$t54@ec!i&kwvE`kX9S%0&@3oy0<mu)IMvj8@s*}@L7UOn
z{XgdO&K7~t_LjmCv-F=y%D-d#V)lE*F8%_wrU}d&GsH##rvtI&vxk3jts(pT$7v5(
ze}BsC`bZYWPIT}mC44Ix@W^0z8)iT`1+G}9&Q(zazI1j5Ns~(4I05e(+%n1tJPA$s
z+M=X%?e^TJ^F~*rbzeLzUEVL_{Q8%=;JxQ>rQgdx*)@$;R#$LW!oMM6xaJ=$letZg
zFGH%*MoD+?5S><#y<y>}@&lIGg;*Gi`mTBN_dsn^g;>?inR|y3(pF(<DZ|GpRKQL>
zZt${JPk**Cnr3OU!g@%9x-L*g=EmK;YM}e|f9jbt{Hq`L271HEJR2&t0LlHyi|16u
zKEaM1GmowXIx~5THbapxr?w!?ZeTlx2KQfv)9qZl&j`8?ozDfl=SnQuO4Kh^RkI||
zxHKF0ho<v=Nqv)X#(V8bAd&jkr)#E)Ac5@o&uz85KX2+Ks)5$EQ>`=jj}qv9bJ!b6
zA2%kVGF#{kEZfr+{ox4_*VTz0ie(3R^8a3KMa^u%It05t;_Ih;->INgE}zhXUKT=g
z_h=62c^ARTxma(2p7hjX@M{}%XR@jC<?&~^NWeM7ue5sjW-oEbPN+)i$4ZS{rMu=D
z8L~DZ6jTWau*BG#r&&C*cnz1cN8RH+V-JtG@>I}7jsD*5&EVr$;-sY<TjR9OuR{rh
z>UjnJ*A;4`Q?@%-bK34Xda^IErdE>-F3y|`^7&ZH3_HfPaQMs7y3#v>3LnG<AW@ym
z-&ae(Xi@GFEwF)8(w0F9zIZ$gV&l<-KIb2mJ;iT%eJ2&yz-TV0&1dy(81+#ZrUaEA
z%$NkSHl{2`9#`w{=vJe7Zp?S{S@xncN&Uz#a{&BCQN3U2TbOj^fX~AbY8C9JVlFh-
zOD}iW9aiV>q`JAG*lBnk`)+t7Nl8%T_?$^Utt~_E2QtzEhw$cFQ6f`JpJHSlyrGbp
z*$$93YfqB4(GPP^Siv!~Z)_{R0b~3hk(o;NwT=CqaV<RAUgh*r%oX_YPTPX8e6mq9
zW8EV=LZ2*{!lSf~6{bCx*v3=mRYlFUoX%TI4=LmxOU~H=j*AgBo7wTuT|3i)@ew>q
zm0IZQ33z0vTJ5-*oH|bw2xG{tuo)0XcgCC!?3`ALJ!T68PrU2y5o{1>eHX%6`SeeI
zR`ySzhr>5Kflv$DN_XwXo7(ql?CD=#O?xk0^nLOurGM3vb5i-;E^E^>#qR(UY#W|`
z+XSN_6oq0nqS0N@bkEthW_$2K%KxnWs!WBe(dI#Zn~6IB#KIA!IWLep)>h>|Y2O$N
z8TsZHB@v|-o^EGkm>56FJUJsw`tj&PVHr9R8mWvE?)>+iu=jQA|3LQvznBVgbIEz7
z!{TuVXqCHmg}RsLa}BBuBAN9zN6aMO&$sOZ=%uQUsOw`n*1x=%o|MheZ(rTt@J99V
zp3xq0t&V*B&>?n&`q}uA_VLOkH2?36j9R=8ZvdHi`6-<CWdgYD=JfBtPY@uYmp4_B
zWcVqEG%b2(za~N=tGdv(aato@&0)e7Xk1LsDgL)61J*na4F4|XebgV?%ROJpn`Czm
z_NX0(MBd(s{Q-;TSyup{L_@ghf)oe5e+p%57MT<3!3Imbb(XfS3m~dFt`Hrdeb7tU
z)&tKpilPtfjHvqw0@#}|ueAP{37DodI4kCs^|J}zIax}E_BI}djYsea(uC@oFk*YU
zzp1D|zgtmGn`DP7S}eXsU+m5E;1Pk_S=3sy@5y(Qg7NqB+xPku!nHm=`1mm;_TZq4
zv$dkKf>?=$mS6#|F#I|JU=Gg8ALr#h2%<S-f^@$R)B-B2%Qb2^(;$ex(i?ab7lzxH
zztXhd-Hf{^76TOyhUqhiKT@Hhh)5kfsYdz6G%byKTR&h5@rQ|PF!AP@r{1`I_SO&~
z_EV1vZk7#8zt8C15cYK}*Wu0l{f*<QSjlBM-S|4DeC7s(J1<|)_m0mTKj>y=V;ekV
zFGDadX0sJbv!ng$g!DaUA%~@7XwQy!%|MGis;gp>#xjvYsY+NX?d=nkF0ktwkUR_~
z2)NqL7AdA6d!GiRI9DMJ-TOz0z6!nj)3>Yt!Rl9_rZ<(cx8iT2ZM#c9i%v-HR-IPU
zOp%9o?T70*k)2i``YM1p&gU>W=7PR#(Jf=PPC)&>D{TPt^uC?RWxneLmzn$?Z;7`D
zJ$D7CxTFL50A75+A929=mVAm6&<Gg~;4JvRGx<RGQF#k~yi4(sr-e2G2M<1ZiI}xa
z*xu(#4}`YeX)+a!ivhrBLcf*F8h9@<Ew8e*M>y7zc*ZiTr&6^p-_F$8H#Q)LaU@jA
za)3x%FpZ_%WJ){8Q>SLU@`=cyvvoNbN~7zcOd!~9IHI`HOKvL_0nm3X)=tZe@WHCY
z4qg`4+bBX(m0$uRrySqAS5xq%M=QZoU5l%bj2LQpca%2rta7MI*7A(Ns)seG7oqA=
z%Tw$|_y*IeTh+p2sE>%Pi<$)|n3Yv&GN`WEhKgw_d|_*U`qb0JAXEG)RA3e-^>N#I
zLI0VOc!TXjQv*KcuqOE3zq`Quf;OFjQOv|I%ujN1r@H@{TWIhuMt=%J$WpA1Hd*20
zQzNam+t%rYB2XNx#^Yq|)M;4PB0=f$6`i-%M(Z<Q<YP<DiGUiREz&qfH=n-gV?$#9
zeWht;Co71;L4hzb#iO~YrN#Wte7d+S*?txMWQ+LpPU)7hv%_u+V#u#qxsjq6@CjJa
zPII2`#Pm&zNZvqxD^V=v+{fq&+{%?X$NJ^CfD<&3)h`<%(QPjTT~rFFNBCKz(274t
z6kD^#VHx+hJ@X!|6nNN#sglk?iX-%SBJ-6<;N=t1wd1KBg3pKq4%i8P3VbPN!L7mx
zNDILty4fmZ0{vD-jI2s=sfJnO)%t93O|dpERUs6GMCv}Ed91}pSkjkw{#EW5fC?m9
zt4WXlXh6-SH#x><TsYP5Q3NtR^QRH9h_N53C@@C<Ke^YuMHW!AQg5lZ0E?fdw+utR
z>9A(mjq)$B+%AG8w1u(9J<i(q@B92PJ2ZkrNy%cIH^o2<dB7|o_wXcPDDdz4%XBYB
zHl%^q$avgy0lS;(Y0-yJXB%vK8C1<RG~AUq-=ogbs9t*`pebTA637vD5Cq+UNVscf
z@RgT63K-e?*XduDgtVIci&-ub78mXABKl~k$e&_yH^G#?Z{33=ru>RgcHCNT<b5Cg
z2oFLucvd7Ech7)7N20~^<ocK0-6L~73X0)LaU(MoNsnD!UfK&Zty3(RI8zI+h19f;
z{{SY>E3FujA|*FpKMu&vosSvQKNi?S3vAYM{hM7G$~0A1IOk4OIZ6qJRS5>*{~lj4
ziksWNqm@h1<R`+7h&d1R@|l3_>a>r`I2nqSre6hs*%84rYT0>bLelbev^g(ZdGrVr
z`1d|F5|U!&5da&)eAsAQE&K*H)dPZZ<UDvz;r1mxB307pzR^RiE`I6KIxasAI7YL_
z=y`obAJ6)$Qg5+5n9E9)uRh3_QM50A2mbRyelHEusop2zOJHc67&0TZ$f~FlvR$gy
z^~(zU^Gq!bFa61a&X)wRq1b6FqtRbxsD8@Cf-3S*{!0rB$qHW2-cEwcFwNV{3Ih8I
z+D+%EE|>+z8ooYpR+>di(L|j|BvX;VFXbXI@tz;7wVU+`Cati0e^O@gjRqReA4FkU
z6)Y)wjp^S=f8lv)-zb=o#H3Ys24PEQ@GN<S&&-sdv$q`5oBpMZHL<GmLE02Wr?d-*
zP>+9PsqS4e1DhV&5z)~d@$W0|!VO26efi%)QmluO2NwL2H|sm}O>OA1Wp{+tkt6c%
zE%R*AQc#1JuSuUOF3&MWgY4BQSd|^)HvC3_62afX@X5n`z)<`7;ft3NznzF!V)P%h
zmpoH&r!S_$Dd<<3%D$10;k>VLUK!*hOxOE6Nu+Y>(hTJ$TDN$daf<)b7!w{eJt-S|
zySJ8i+NR4CO3rEjTa<5+6@kQ5*H?y%FudPP;ZI#^Z@pV`KiJ67D{C+SUi6(BpF+x0
z7*rVV)O|%@!jS^o1{j#7OFGAIYX6*8z?!D@1hmfiR&7)YKTv2MnO9ZxRyC4k8?|6;
z7hyGRc&d3JQ3-7hAR^r+U0PY)IL~U}JDsI*!Z=9LU1Pg78EpF4LveO+d)xU~Dn8I#
zFknh255nr%kv(rRmO{Yl#&F;xf|&S3+2r~iu9W=tB~wxj#CxsMU49m1>e-&#EMNXi
z;*_2l=tnX2A`^+*saERrWN&y%rNk6I=gQ;nF?2(s&`Y)*!{rJi2B}6VG66(84lVBB
zJGXQc^)F~3KE-uTUk0ft_GD+7TR;!cjq$~8<=)lR+gY0LO+rbm5`Cl|(;FywREzq;
z_w4v_3X*_$f{gjE`_wJz|3HOJv_N-Mu1~p8{_`mS*Epjt0orm;W`zP{IN>SZt7x%l
z&V_q7<G|pP0&W;Zo<SOFnx7<t#2r}kO6#Yo$HU%!WTd=s-7f#Qtw?{t>>Do7Sxy~{
zJT12)ikz)-P|U~bY~c*xcgyv8a%d^_Cjkl<(WzuFJ7T2ADI{YC&D@Y?1qz3k96y3e
z*oI7Prw&Wokcjfgz5!yaQ5x&{5Oq5P21OWipfuQv@XIG4f7kTHuaCAD0c=C;p6Oz~
zkg*n*whC#G68(bZUnKlG1u7YAq-#K$EkQlu_5)ygP|{5M@t`+`D1-N>gf?gOYEFzz
zmwh%@9DP3<)<qXF+Lsf?do^442K}JCXh>%SO)v1NRdUO>Vvcv|zfX%{R0DzZn*|Y5
z`qb5z&?+!Dy|4;(+IRTMtad!zkFcmlLRHVU-ODL&k&Q@SdP>h(?IGd)4tt}oi@-$}
zWrVAkU~+pvSBW{i-1b7}P@e1w^dx3jk*2cgkTsR<5>jzxa*xfS=AVO1O+3o0;m*lL
zn@8fEbZ)G7ZSvuH>UTSHjOSw*ZqqZ7FBxJ778E<@Bw=_3T>(AGqG$eo+jZn)WjZF0
z$>kgX#SGV=FNo-u>A^vI5YeCNPfo<X<yw{1y^9M6oboq*W(*nJ>)BjIkUnUY!^)l}
zs~V8qkmDc_|EtrjD5Rp&<v;C=&#Qa?zW(8;uWsV`kbL(Vpp+XPveXtPZF@{%W9p~Z
zaj|pH+_h(+0xi4%lMq+ca=$Sl@(em#R~7N#V=Zv}4U*9U{Cyj@k~_M>RE35gEsDGY
zU*pxFWCj5VeMtZ*tj3_=I8{XBXw-wrWR6p(=k9%V<G#P91|{1Ev{rb&ih3`7Q?YGH
zh0y-W{zF<p2^|8?90yEqV9?f55btC)+@f<7M4YeZF$r_f<Go+T-=B@tS>;IGjc^|h
zI1UOIvsI9}ZE7iVO%XNCcUS%CH=>PSf-jb#ec~zg{s&4&%4;DuquSaFT~D;1<&%TL
zb9NR{S*+q>Z2h_Yz#u(i`s!=SQA&8UN!kmsJL`BkzFrSEVThQ%(fUd^nH_;*N#5rV
z_@|f#V%~vgyRBrHhdvbA`Pp;Kl(PlNeKd{lGZE54_ipVQ;_dT#6OEd8pz<lY{3*)u
zr(Ip86e0Pur5GLxn*f3_xmP34E81#{0d(+eu8_%m+p*VV9&7+o@D0bR087C$GV~9-
zcro5TVAd~`BT2&smD<doE&=bv;yYcSu(bY-Re%iE_jmR-8!I{RNh62-jLYS6*2G<n
zY`@$X8KBC9__Hx&=5v9(c_1E;XLfVApKmp%(qHkAiwYlkk(~&YExYe0*L>727ddwf
z8Lr^1N?3;0o5k&)&$f{<8ZW*vw%DC=r>PKs@F~LYigB`O>h%SQ8Tq12b>ifJtuo*|
zSPgH*k}o1l)5(wOY=(3aXJoAMa(}5vXUcTl@SBLw6A@N%*{O%mcDAQ8&E)=$vZRh6
zRn9Lc7kM7v`eF{^8<{9(f{o9UNWwn1!D_lXYEw!xX`Xcz+LCo110EFqMGi35+skr#
zm#Gu*Wa;;JkMo6Gh!IfPQej4m2(l8&Bl{+6<vnQT->LOW%0Y@yJr5H@Y$5CDerQ!8
zihVRJQvI*d805QA?PD^zoTP1l*X4c8<l*Ujg=zo~>2;QyoL2{Ig*jJy7qg_w{2)0P
zj-T``#(BbG3f~Ij5z7*9EUUO!p1RDN@U~cHwI!H}omPP@4=ZC|9@N1Xp5JS9T1xy{
zwyX6wX(yAc7$*%(&+WgwT&QhT)&P0z*&GDt{=%E}IrmatY{BMj`pYStuoMr%;Q8Dq
zuH@RNp~&$L#`3FS1A_CY7DS*83aT}ft=ZA?@}&4{+of@$VpG7}SENqY08h{D9-(eP
zh%9yD4zGfR!h5|Ag?%+a4~-(j>GF+Jh)wU1!T-_p)^AaM?-%b-(kU%H<Pg#&jdXV_
z9W!(ah=igt^w8ZgbT^80H$x+m(n?Cc&-3}7bN+$(VXl4c=iY1G>$SeM^RIrJ$xAPn
z{biAwOYfKdOo4aEYTe?prf~K}uxjt?`ax-O6A?{AE^dA0KYgR_7mkieg)O;}AMSHC
z>L{woaoq=|Hl(#wZ}5s@G7G?KuTo7-?+EZNvdi=~RBU6ctD@sYPtlY98NRe_#T4$A
z?cf6EB-rX>1Yk6aom8{tTH=@jsIh&<QAA8yujuxCJ$)BHfeOj9VzhXJc-PP?WIdR3
zyb4$PGvw`TW72$c-EI#BU6LD}L9|bplF-=56Wy$u-}8{qWm6+GcXMN(=n}YSDZL_g
zh}|L2EKEO~pMvN2DwUnM)OfL*M=uS4s^}L9C(WKAP-dof?|iKIX*A=)IPuS5OFZ`x
zXe5#U>C)atAP<GJ8Tk&A<4`?-pSO<C$)_pb%dv?D3@$&U`mQwfwO!0Ns+ICFPcaHz
z>IIYFETn%$!%O6ZRa0FYbNBhg;X*4Uq7%H4G;PX~n8tx2+^DP<qVvl*s;3uTEA(}`
zv%cqUo_$rgK{XCLO?)-nK*x{1ikPQ1QZFg9w-aSg#L^Pe$RImKF$Ht0oS+<1X6^`&
z!``>j?QI|Naki0ss8sUu%cE$1a&ry8jl=hvP$@YO9N_Gj-+{9pQe-9Fp+4l4O0?;l
zop&WpV!<ZL6#YD7y_iDEA_2ov{nEZbTPk6O4wmVW>DWJKdi&}Z*4O(2G^vFbSSW(3
z1N=yzn_@5?cd!<mvyi}+TCWFWByDHj4j0vMFr1=s{cEY0<<<*%Dl>p<Wa^x9!qOa3
z<2hM-?qZxH6R-Ma8d-2zJ@_96KnHgwufT`qv0Fu&vkYy(-IKERFF*}331%I~7qjLz
zUu!~|b*q*H&Ucu<Q0s-idp~UykDkmakAMxiF@!xlKhl6lPrfaY=RH>z$QzBMync?b
zNVUg}5!hZS3fzj2x}>nuOd|Xtc_aMY&UjB7+OGdE15ew6g-b*jd}@D>vRW9A9T}AE
z0L+$JbD>_U({hZJ1`fjSXgWKv3Pil31jl@;1RM8o&x1>Yvcm(QtC;ZZN2nYa41CAf
z0|f&yOyg=KD>3w$H}<dBdf|~uL&&|R!jI$kJBk11r|1Ou{NZUP`SU>;-YUDbNWeo|
zkO#MAZpVa4q5-UVy;BSXnNVY=Bj8opa12`u%>!1t5ez>=?8R@WLX-z?;11iPgm{&e
z`RSJG=wQrfupRIuH84}+U5hNWsS6O_>(GF4q7#-A1!qo73YP>_3hVh8n=^QSwpx03
zdpTf<>my+l$MRhc)|sUh8-`DPx0OfuNp~~Z@@~^e%GWKJlupQ8)Vsx4$R&=?i~zy#
zk$ULBim<ezp`m{i^GjW28YwRMKAM;1`ou(Y%=q8k5)PVu_)ymBX|qUc!>V0=XL}qE
z_xJH&ys3`)RO)vM>tPkB)P^^0sanf+xzLFx#2bFFP43PXB8F+!wTw%|R}{s`m-t5W
zi!@a!<Zh){R``8hO=z{9i~l0}pEKJT4$Xi^m^&;ois+q8ipa|e`ys-b(OIpF6Q=zG
zRrc4IspyS)x^WWtYE4P2ELkDJWTs8<J}*YdM?eIsrVuNv=X1`~($b551rq83M$lS~
z$9z_;&79_e=++B-wN%!dDGK2<xqMx<hkC2GM#>Cphx)gy9DBO|>zSw?kl6f8{l8@0
zQBun<Md9@SK=w|uB`!nd=M<rq^OIj}i%i<*m6*M9`WNz-=q{@?V0BAqpF<#bGN)I4
zlKxJwoxC?C4rX%(R2aNAihopP@(OT1%N)YUj4J8b$~3`GB}l(~IOuFNv~OeD7LoF{
z$9tb@!jYaQyvwjayLo3gs-(ziRjFx>Exh+0Z>qaX)nw1Q=@%7;t%E})Tk^SSm|U6S
zMVL3}vZ|!Z#gi%l`j~Y*k{CWEe_-?`J6U*bD^oi_m{Nqi$`kUk>1BC&adPJ-*FYfr
z)9U<+(J!3)0-@OAQ}oIrEE?j>_id{&_6zTc(j{sYlF4G@MT=Kc#$r7W^Z8cXk83A#
zevVc`>RiJ=>gcf_*RvW0i}QXyQn!fb1Ff|4o@xDL!v0skWKev*_I}MapY;1W%}}!;
zOLe&)L&=UuHeea}m+(}4;tPGQr@W!-kzukZ4aKdInxy#3P}ro`IlUniD}I}x<KFm<
z&6eCS!L0w2w<^N|0~KRn`u*Ijm^;RCb(VkgNX+Rq?`?!o6WWA0u1_*Gqj_<Cyf{;O
z<4q+MqNIXg+#6ed!V%S?R2C3O9EWR|#M+K|DdNnJ@gf;-ydk4Z?(8{w;0QI+X~bIS
zA6|y?>G<JCbusvhV5xo2_|xrj5&a%Pu<#ecQ|Q`GAA>=X5k}L;mkie@C+0)H8nC-3
zaB9$8u{Hyc1H&6sNRbS3{byrbdI!dReT*9;G7HID9kfb~T0jVdUePDBny~l#y7CaR
zyoRq>^B1tT2>(>$yi(7t+(_0|zRtiz@r<gy)XXx?*e+Z@D-xm5*;aXzR4*y)^rr3I
zXbqu_bY|Cm&QHd5in$3oxlJ@(-U2cYytbN5zd*g1g7NV-l=!pV7b@MFez<HpkPSf#
zRBdxuPIw}2<@I&_Ykm^q-cqBYP7^!B+#xRB>YX^L;W4M~xAik8Ha4tZ2P%UU@x;U*
zDsbJmjCyG9^xs8|m~j&?EAt&scFk?IG4TY;of)#vocz)^I5QsU`bv;ARif85uP?HL
zW~A*W`dXWRZO<d$G#i}=TAY^HQv{{oxZ*3S>_U))OLxQ2gVUV)7+|Opt>!a2Bi5wp
zYew8*hd&cVi4p(*l3ok%FK)8X)&D@#EAZPj<&^(3#O6x=yi{oY3a|$Sa-|9$CX8BJ
z1ijZ~QYtGgZda0BgK)lF2tz6eLL>bKOOVAe-8nm}EUI12J%D|;Gz2J7DVgb(_fO4|
z4aW&pzf}I=l`&`9jjVjjUWn-Xep$|z<}AKdgELv!hQcK~57pD95o5sqU-^P?`WirP
zHsrjLjr16E8?Rk@w-%HuQ<^zhIb`t9&|9lDem66`gah&JZh^CfgPW`?=RO#qK_6kz
z0N-OWjojc56h?a^z5C}<s6S;sxQ53(4NcYIF+qO~%+1wap#xD7OWNEyEhlufxP?oR
zki9spUJ&RKJ!+w~6RnpD_4>~cVRmqKOuT`SyB}3@%2$F9jN3-*CD}Wt7=J0CvqO_M
zYbLThc4s<1_N%jO&b%BQNr)xs+Zy=j0B-^TdI;2+7eN8QBJdhyr_8sjzxvF$`so)I
zRIbT=n=h&3!ViIzjQ`S&JTg`0)11}UdmWGliY*9ZjC86vbEk^8)K8clxeypaRTr|9
z?t|k?{JG`L=#2f?{CP+M+_AUS{DSFl<iM8|VjT%`#xgP=AGkB-MTDl+rsh#ib+Z+x
zLy|KQ({o)50ZzPO(%AoK_s{%THp9lrA7PSvyXo$%A>tKq2Ia9($hGq?J1qae1@2L$
z=9J<OvgY62i2ss4g-U+L>4ypm4Beg>>)p^-jyyoh_`XicI5gYb1Ofy=VgKn<R}X1y
z%mvdT4F@t!Pp>(Olyc}xp@c8cM_7vD$}8TuFMLM+v^AC7E&Z&-08|Mjk^r9-lYaCu
zV08mieh7thdf;I55Xnw;``4IzHAt-QoDQE<%_kxx?u@Uh$0eb^SP1&Pz4DHf^IXW!
zI$SWlURL@&9Na~2q<P@8Rms?|W03K4!%K8r_%uX)73k{sy5X%WGa24Ll6^6}7{`r;
z(;W2`D&jv7DgrPxO1p=HqZj{yaKr(Ji>0GLo!^{pHoNqSOuX2!my6>!bZCMypoRED
z=-oVb2bZDvl%;Jt^(jbsG6W=|)xuhZ!`hL6x!S}~MqSe0hTsw{9vzqc>JQu_Yq6i)
zhW^0wao6*HLy|ozvALaNU#YomCl<FyPui`IlytT?CAhV;;^`Q(I+m*--qD9Z{?#Wa
z?v4J!wwct@Og88w^M(%d@-mz(fSKhFy`G-6K38at`Eac@ahAZ<A(MH8uXUs0%L~tG
z`nNDPJi&pS@HVUr6fUtVB|om2zL#e2<+{18n8+m|2`zD1Cnd1(X%69sR3qbX#uIw_
zFwW>uR)Yn5+E(X7vi-`ymaF$@akJy0-Y2bhAGH`}+hY6<h4dB626&1fqAvmZN1~A{
z=^5(?hx6qicR}lyF-x@Ye<%^BkwV9&MbYh(>XdheAfS>GFCRcDlZ#XLRN}Plbsdbf
zB9|%h;U9&!UKz9(vl<5o*L|`Mc!V}ZC!wmI>+y4xT~&U~Y&RSPU?GF)V_`v0&Gu!r
z7v*dYdV{j+%dZj^;0QOPk)t#CL|eQ4utB^&aB8Qs#%(&W8DpJBW5t)*DP)TB#!ZY~
z`SE8RI}Xv^Af66Y1_PxQ6$xxt=9SOGULlmVL`T;t6p(mD`R0v0qCapUW>fwg<VKa_
z$C}Iz-sGtu&*}u}S5M7(<<RruT&s>0`J0Re$cwD<eA`6O*$KRiBZr^R+nBl|cjy+C
zP+U7coTJhp%!~InW^I%%_bY#>WcCX}t`!{-%r9Z2fsfpj7bYzlHdq+~agl#~loNQ(
zy;%L{EQci<Nw5rxk9RJuqKqhxTSdVg!N{&YH@=N2c4Z(EWxk>;HDVhZ?~Yqlt#E#2
z!&cVRtS=6t4Ba=nd}r#AEZiW*?gEH%=0E22V>bp9%jX)zzBeT<dalQN!Bg?06-ss!
z4etahsL*FACi;6?OO*tBmW2lmo{@*ls<1csZjbr-Xb1SXOKeH?qh0ots<B>>5kykW
zgbo%3j}*N?EyRR`i*x*`@EHp6{T4D7t%|nAN@I6bWhl}~UdFCn*VBrZsMOZFkr)Tv
zNwQe_7)HKbBZ&en@?MVkkGOeTwORFC+|3W())o^?`~Cj@RBzs)?_m`Q_{KW=7O=6b
z=+;z~{?J~D>J;XrRK^^=XzkuFp5?(HYzpqGqkc%)V<~%M`8LOCrb;Ha{%k`n2G7v6
zL5qZR54|Up+q6ut!%SW#i~tWIQDn@?xGx=81C6cyqU!<s%^gX)IV>leqn9+M4et-S
zoAC-@PA^0*mDP$En@w9!@Pm9Jlwj)5o0o}Px(UUtZ9C&Z*T_L~JNT%TBjpQbPp>s#
zRnSx;;pk_cxp$dN=?sz~^2#-r)0)^E&X++qH@02v;HCw_nv&NK6FAXL1p`c%gi2Yq
zYd9@oG##4mgligp6o~skSG|{QvorC))Z`6&+t&samuC6F18M-YZ=C#l(qoOq2uyMI
zV#EQf#hi07poTkPp&7%g@+(_nD$dj^@(bgksGV~h=Nk$7dbk!FOGfO#v^+RF+$#BC
zG-cPo0Cz%rCQ94Xv4hFwTAPJ2NChpx7?nq`Ni0fji&46v<*H0IhW8O;rQV~ogQ_Ay
zLDLQiL_*c$p@+ep6vy+@`^Zk}7-dT2`atRHl2dTJbSp>=$&>3CEf}e|gr?71m@!^^
z(dv3#<MCPh_@`f?pl{_1rw+uHI1QDQ1JF=jWQ67^X=nj@l`)A8RY_d3mEyc&DJ))B
z@fwsWPj9I8(yOzZ5OG+NaffE#RaAX5kI78$)%s1O=FYaCP1^EDrr5}WS7b-VeyWqB
z#4NDuYCl|mD1c58JB&McRG@)n#{Kx)S5i3;i0efzq^;`$dl<J^Fa@)PJ1^x*xP#I`
zS3)E@knSvxR}TA|MCn_Ym%=gmnYC9K<m;lllT>eyKZy3YMA^l1(2wPkl+r`i#x8uZ
z8mdsA{p>}2x1LF=wx)W<RkcR2Wq#kU?utVVEwzaDA_7%%l6)iXrQMvbO3c`pbTM<8
zcFv<2PL5ZVNRD(g)(;|M0aW8IY~xivt=B>m)OcmTyDK@(L^@A1JkkCGNgvgxnv5(x
zlSxs^HwzHX54K;_k~~)*-`6#nF2TsikZO#)-0OH@?H?1D(zpIrSn?zFD&z}@z_>ZL
z>wwZ86b$^vVqr6l+8g$SOdSK{phdMT&5`M~<h+TQ>o&!^pG-7U6ax^S=tkv3y<pNq
zf+P1QONXUDSf1ve8XoKIg1u;wBlsWlX1lT6$&`5Hdai100|y2Rm<3rqKZbcNUe$E*
zWV=^6m`kDNXJ$_K+T-`4$MkwAKD;)_+5LJdWK`JR+R*4i&=V$<3(Ic%%c91$R1yvx
zn@7VG8p9+nxx+zxV_yRebiReW(Yw&QO3HJ7+{Bo<i{6hYWS<v#L)EM}M*~9q5f(K0
zZs+T_zwz#{H!7-eenPn}OqL#DMY-^PgseHzd;IqYga2EJZ04I`_yw%_UeYjbLAnyg
zd_F6K{Pp5srGgge>i2XHpSVW0QYGjf=VAcjnE66yBSO5VEe7%*s1XsG<3vGPw-h7r
zzYd|A^brj^8urhl_C{EZQ_U8Q%C_yUcm-ZuE`t3b;*~32{$5QED&K*;eD*golYT!@
z(n3C;soR_CuSBW?_GYX#;Xt}?sr8MdwMo)jpXp)?Of=P5V)NLq7$Qb{%=Jl@qhey-
z^)@3S81++%I?6oVT&A1=d$izHVzi%6d&hi%0)UW~+I@p%oVyRog(8wattibf(H|PU
zhYz&o<V5-WUrV&ncWEQ-S+x>~6=s?DTJ>)s(;MCBDCJvz`Cq{Mwx&2Zs^b}YS?kAf
z=4`SMFB6L6D;8LuoGK+74aQ&LbE9Ye;b%`uny3mL{FoqkRACR;6S=2ZhQ@54(n|2x
zKsYjFsJxV=7?ujYDDCcd>kmPSBc)>?dRAA&LfL$3GKCq;=XK-C+e?Ook{+v_nXnE9
z4UB&a<<wO|!416|g-BMqIkF3%=d?*z72%7a`p}_Fc=4vS?!kaBpSaONYJ^bix!;`u
zYjPRd9{|PIc(_RHJ&JIP@dYj1Yh1z6XZanar$pRi5bafVI)!X$FaaL53ZI{fAZoh%
zS*t@`U>k@_W+B!GB4f{+AZhJa12<e<n|xns=l)aI;xk~s4I#V+*w#<_O>pTH{eu!$
z8k&xx)NZLTP#x5TIvhR#GSf%BP&fEFEmXB2fG%nE_<6G9p)N_Nq}%5dI=rHn-1`!M
zP_d1}7*=*(+0wR#zDZmrLRLQS8VgpSTJn6}aDGp9poeel@-f45d-|_A!PE@P%d>0)
zF^Uf#ZpzH}3_^%<4PU#p{?Rame3}Hu%j`A%2++*NoAP2&pN#!?r$-}}ug*o(@oX7e
z+6A-71Av>{CU>1v4nZBdcPkp{<HOe@&CPMUH9UuRd}Yne^wb}Qs_{Kp8JRZc1E}g&
zY8+(KL~?R26+7zcid99!yv~f%hTmk#*C^i)B&Z0yR`ZYVZB&V-i6XVgvo-H9CaP){
zy6XoQtXN9DdB=9=PvPS5!dv`q5nT4I%uiDDfL1y1hZJh!WI0^URwkk`=Y`0NIFXmg
z61JJwJf>a;W}&O~5${ne*qU+8X<ijHU;!jV#{du<yW+qX?XJPbmvvF6PLhvt4Q^KE
zf`{9yA}L-~ZZS!|(GN#yZhH1^`PsoJzmrj5PVqPRQEUS_$x?jVmU`hFa+Ldc;KA0_
zp(Es79CGeux!b+m8uH61{@xHV#XG_l1)lb$SUe^R0%PlS4@skjSn2Z24U;C`r`~o$
zY7xug`Yyj?;)sYTx)Uj-`+hLR<CtRnzcl;eKSCaV{5}TV{(oqDKq>!Fdm#;fiy1;1
zs>|#S%sX|m8C3`DJ26kqcBUb%>at6W<ES9IYygrzqb_sknxSFw9Ha9Aj*nHIYh6^k
z2W<i*ch>mX7G2jg;b=0A@I_!!)B>xo8t!~}mg$)J>slFyeu||`pqTWb-|5IgSt_@b
z@Pg3DG->W<X6z~c`~0oKK!Vtz9j;}P8f~9{sO;`x@82KCK<@7W$e&A%Kteu1df01o
z3919nv83XNWv6hgGX63zUw)(PZsH$hS=D$wEZz3hTxL`9bvV`L<0`zBKm+|Ot=4A3
z=-a$WGG>q+OTm2d<C3d$0rmYXM_UK}c}+-tW`y|o7vHjYP59>p`mfA_LuHJ=ELx1I
z(RNu|E$vYT$u3}3r78Va78ozt{LAY0ntw&v=vMH{(vqX~Jf$#E(+nM0Qa~i!{d)0O
zu1cH2v6Q4o2Z?2?9Y*{e#j)YK#XAyOEIT*vNeG=z1=SWg{**;J(RoS-mb16RmsO21
zA7K?F8n1n{ei~bBByjSC=GY(7BAFs>u{|!}1;OQw0n`uNWB^JMlo0q3T2QkhZqeD8
zSsl#HVlh^lBr860`D4I-%#(^aP^OtYO;BBj1AC*mwa!J`ltg+UsQ#06v$z8XM*$g6
zD;Y>IG@-J7waRRSAQaeMXSS*!-p(|-UmDy#g*xcpyRwn$;SQqhFZ~BnG$|5T;k#9(
zKGyjMj}uc>RzG!L!z=OutKahU-}wyKIElG`hR@7v+z;j|$WsH8I;~L4-qevX<=XR$
zgiumrThiBp{V($|GFJ{E!)gAf!ziZ8DMoYe)=3a(-re4DSOufSM~hTd+be!BI)IGF
zQaIde?@wr?kKsd0VmsS++V9V@F9;{)%;y^CcJR};tc(7olbWelS;rdE#Z<Zpx34oB
z>P->}x|naMc-M1V2h$!_H~lU(*b@*x%FV0h$$V$TKK*)!;T^T!DJ*5{O62a_7jE|4
z8I=wf1*du`piTm;pU_~@fRwh}YVG&595xviOu3(Jq$AF+3D(aQ>*OR_DiZGjR88ag
zL&>=DNnPFfiS`!K)bXs<c?>wf19HW93WY303~DLc?XnLK8M`kCCmggeeF<pKy07e+
zLUn{xn7fY$zC>zsi=E$4$^RA<((jG2M_Z#~=!ULQDi{$9oa@F!(y+pFHlrh3KW#7k
zO)^slWJSr;uG>r!W*0oPn>ac0BYf<{@dl0W^v^bx6#k5&?rTc*$a29kMl^mJ-QNr`
zf8bDWONdMs?qo*Q3Yrfupw5aTC|aU={5MaIW$}v2mW9U&V)}`6%qLn+auxbhrI+JE
zb9^&hP3grM@}4@p-;7dPeDcsYaokPz`axTc-fXL@A_wpz9b>^h3D~ISM1>me!D?O|
z{bXNK-Tm)J21Ee<WwM*=Asn#vYy90)!m<t2WB_@ct2A<CpRokTmj9|WX+Twl0y9P>
zsH8lL`s9DIQ{}7DK-rAa(VpDzqZM7lv8`S_!32x1ne4bytrk8{WB-Et8YiZ%%g9~s
zAupKwSx-+l^3su8t<F!j=0KXt84eV%aeRnu-*0G&<^eH09?7^+9thS`DE@Q0Lh@0F
z2lhD9lQ>c6oWR(6d-|VAlZW0R=e`(fmQ<%-wx|~I$Qb-X5tXoIYnyw|sjidP)ui6h
z<gT%O>lfeIW^dp9bFwh-BRDFe^uymtonKbu9E@<y-iFi}W%BsFq+L1EVC&GU!>1hj
zRb`vVr^zp88qDDHnut~TmM^I?HdofNy-l;I4bB_tB#ctIYN+itOo^tC=*)l8fyb5C
za`?P^j7Wom`VnS~+PZ$?F@Ft?@#XjrR0XZ642r)mPm4JZL~m+>9k|bpL}GgO%Q#Z+
zHI(m;j4y6jx|WQ_z}AUOS;fRml+7#(FTzb+CrWD88+aD63nRoU13I#ZMYIxiyKvJz
zxl?m3OnmAZ8Ft9954q;{D_^Kidh32Tn48#=ZQu^<ai>p4={&HTBw2byELf>%^=AiP
zR(-T#+n}KMdKSiQyQtZrim9;H$9U5?@(^oKq=0YaubyLe#l7-aW;CxgF-Bt<gcf;S
zlc%#bd+VhjPj5PFcA(>d!z-4;cq6y-#NNV7$+>+i5dVf7(QUs_RKK8{$F~zrxiJ2P
zy~v5McbhR%jmwEzA9Sjvn|s3abxX4)gory1KO<|jLVMtInls)I{)v%8l9vnr^M?Iq
zj@2Ry?{hca)kM<^&BZTa{x<`@b43BjNHvb~%*ekltXs2HcP<(!G?z3uvDTNrl`&2>
zom5Fs>&vuPs~&&y@*iPX_}&~V;+#aQpIg-f7e7&6+q@Y8j;&Ffd$c%?(B*(>?x66P
z1o$Ac)<cGMRM|gnA6NrbL}a$j2U^8N40p00pn-hJm-nN`ckJWMD=G8orP>yGj|Q<=
z2I0#Ajy|g*LnCKzR7^xODN(-!GU2c<HlK!zhf*$7J*5HGhl-ECF`F$_B?+h^=6S$t
zb+_MRolef9$5K~3FqUndR>Xl)KXcEiIC?AMm$<R*WDqBER_c5Pi(y|l#RR=O69G|l
zaT0z(#$4ys!%~<#i0}84Kz%k8M;gneJytiSTsG3c`31J!2UbI6x9(9dt53~2sZ0%#
zd_gCJklBta{Jh@s{B!E28jF>p5V;J|p=tlEtS>^-<W<eWiUJb$L#UK!1~oJ#M>Xj=
z>$6zw0-!;#TKXZehEJ*|Cjwoqw7i9=B(bFxqK!rY9<F52@<Ht`e;VY7lUW7q9!SXU
ze0(@&xaz5#uq5sB^AoEY)Ap3*fO5R<XF-`fRbustcbP>Fg#B}8fw=}}*?0%MTLS%P
zN7}{RnY*uNwYATg5F&6sEIZ9_?++tWykS8{&e~pP*Pg7cyv&xIzeAudlOruK@%5$Y
zmT)o=JaP04KN@=ny-CPQSP^>qrk_YeQuhQ;wOw3itA?8DJ6bbhaU*KRI0(L~J6qdE
zT{%WRleLLXpdSp=t*s{1d_1b8&3ZaEF=;*mx8}D|QtXO^17=3h#>}!xM#RQCWIDn$
zIT=r;S)>gwA8p#Nq|I)(g~sr1kvq%vx1JiEdu90u)?A(xS+`dlH_tyH*C!quUm6IE
zP2Ve4e-LDt2o4W%FlCmOnA(tV2LYEOs@6E$X0%Bh;^X5yG=w|~u!Bwh3PIn#GfwvA
zq3pCz%vD@uN6I^~3lfDwnu&6R$mC>e|IOyT%-<e|A5cjcVm~~(q=iCFRaql1L8!u|
z^i@7J;D5iXRA1DJ^CM&z06N;;tL!Sdl*Sa(>zlKGML{yo;LD#C(vAAREWwxCT0e`6
zy4|6f9XPLsN8!~3?G>PmL~PtmMlFnTokg*5aDMF7UlEe6YumSxCJ2QI!tz_KiUS5D
zU065`%QyO{2er9#jFQ>%57jITCOtA1;40uIjUEmR5hca?NgTa-0IX%D^EH<>)(*qw
z@)VXAA>`l7GEM?4TCj9O4Z0-a*w460#=ID&>uCffud3-^8JT8)ef#Zd0w*k@`wnML
zF=K9yj82<|dD;bcr*5y1eq3YgBD&drqKwAP?Q+!RdUMo_s7k9tPkA){$I~UC9I!nj
zV>xbd8)&Iu>k3dO$g%_9&-y;P@JJaK`W27lnI;IV;kN_<8@Ck&RP4XT_y>#<s8YH{
zNEr2E3==yBarAX&I}FLpX)Z*~A}A1^rilDI)MJ&!FkXpah?39sz?g$F%(0hdr%k)B
z+s<UZ!}YM5iCNj}9|{4&hL&OAEGA_WzkTX{HN~?;&pnc}Go?Vts>5{~lv%m^*)`Xt
zpK>RYBo-)RdT`+-*{I4;Uii%oxw{#&ivgN%lwJG><-ldtK2%OHp;igm{bralRe-%=
zO6upF>hal_hA`O`5!tlPG%#bNjroRHdU-z4qsl+jiux>Z#%F0@`KEYl>ym}&cP2Bb
z6z2oh8&d-ec%?grs=yqoiN8Wn%X{L`0~687LZVFc+B);Y)+;nQ&u#p<Me-459->(l
zRD)0K3A<(`+aCl%ecR7CG{L(+51Q-|`|Qf*OjC?>8$hGgn=rDp&nM=I?qMS2ZmN!=
zFwNNh1HA;?byqC{Cyp_FooYuN=Z29<@*upUGGT9V(ebt`f?<v4O~LbJhS8o%`f4{w
zKG%Hwu$cY76dy%mqGh(3l%_B!W|P?oCpqK^R|K9Y7|MWKR%v%`$bFnWhNuU)S3EGd
zMuia!|HywQ=CpL_6Z@AP+jS3|n9ugt4@e)`2rbrlnIDu{vc51%rt<@eFYxK?iTTUv
zKSMXWKMmE5%%P&%r6XVXkqY-vH;)18B?FcTt)}->!hi`-e`Ya>yGnK&cE$A9oXANa
zoLrzXfW2VSD>$`)YC3LmV`Bn6J5^eu8k>>hbl5wH&4J{XS~B5AQHhr0cxOgX?$xKc
zptS|zrk5-!jNf9x*Vw|lnK*H}WE;gO*Kw&{tC695BZYmVxP^#;i+bsJbqXr!@OeGS
z(5BHDM8S8wIL3@9TNwYF5gw2`cj9bub34gHc4LT;{(*3Y<w2v>PX9aOA63_FpV#(W
zz7x!_SgMM-Lx`J=Va_^&vgsiQ3IZ0NipP|HkA57%Z@OeP)WJ>oaGT^&rfx?=Vnc3M
zhhC{h*QhEcfH7OGQdi?VXeMVmy!x9HfpYo5qbz->VY+1Px=GaRoV;sM?YK8L-Dw5&
zTq%v}P@^wZk||z*F%ow5P28)yV*gVyKN8^;TrOZ<HsO$9Zy%d@eehRU^psYFzQd$I
zy=ni2Qnnx0Am6$0ua3sK1!J`wcwEMW!(rxC*Xe8Z<v~F$pESw&#styGAunCE05q*t
zwWN8}pI);I4Id8k!{L_Jd&{l{MjJ!-X3<owax{igr0VXZ*6SC9R*9vFIm`BqT*Klr
z3(rs8)k@E%47Aq=tfK0szeu4<vLTy%8_l_4?bR?!<{oO0p`m+EEGMsZxR}7(!3K}L
z_zCN<U{VtiTm$BSnC)f<sTU2al@Q%~O>dap(gUW?W;HPHFX}u}&+Gpq^#Au#hw%!C
zF#*i}3+lY>sf8z}T8)2Rm#;H_K7?{e1=`(a4k314Vlbuw8dmMURAY;O+i(72{G4Bu
z@Dd!9V5&b!fX(z7>_tex44X1U1`Fyv+o!%kn{Y*TilpNE;%AFmnqf$>R@^+Dr*79M
z@Mr$0^YE)0qzIPtsm+Tile#}-C?2A3y+}3IG$Kz`y|pAYpi?EtZV_H2a;}V5Nfz=9
z>N4l?rYJ|LRbefSe>I}=bEv+2MK$-h_d7<NKO*v{f0iXU>VR^qlhVKv8c%Y+11m@x
zr2R`%XML-KeT~@Y&;JoFW}o3GgE3?`#H-Yrzw%7KoMO$*2I>W&Vwus&gu8<w+{8Be
zMV&J*?p1%7xkI7m4M_ggoYSDhT&`4F-v)k!w|C&6i|~o4uuYiNl);ahQq-Jn3;+Xx
zF2r)4_jr~bYGf+%@={9Cp@-tlz3wT{<pkd5s%fn73pNhXfC0`z@6nG*cMBR>Jw@o{
zV}Y#8_zB;-7W4<=1aWVwnH4Kpj9%gM)C!&J92uz47M>==m%1dD%O{OoS1bl}%3EeX
ziA*O2fvLEmLsmaY2)qbFfU3Ouni5WY)yI$t(XIW_XDSYNWQ0C9Ci<4D3OoO6MgOTt
z<ZV=?7W{$cy6l1?_x*BK+1nCr-mEi;!C=Gk0&NxZGh=vz1pUqxD^M@iCu{zVfqJ2p
zAVHkYwo-+8Xf!|X;!KfhY8(KO2x{x-&#49tp0{ju8s3LSY9)sg``=~OETYK~Z05<s
z9hb{6tDKz5pQUjJA5$F@g4G}D9{w?wNF;FeoB6DTE8xHTawe8~Nr#ub!K{lUi?@kz
zIhw&6jvw>e&DxW0N1mLl2)-RPwwrFJCZ7_{4w*kiCkoBcp$jn4X%P{>lGrNMTGcB-
zV&)zBB(di9*j-lo`x~flCVRLOQ<S-s6~7HE3X~;+%uYz@-|AMl4{>1JneZGPIA`_7
zn>{yQrr!PuCLkK3uB?|5jA#H>K8|#8_)2Jk!^AIzFI!t%^=GyATIWqLb8doi>W!D5
zcaaFXD%}QWCt&Gybu_`(R)?5|{<@WOv>}YGRaHZ<X&#|rv8R@|s{X{)E_hb<<NF2;
zxTkL{j9VL&KFe;U)aUh4M7b1A`GHwgO)<t2ye!;s<XfENq=kS<s8Vp^I#`~L@Pc%3
zQdaUHRt3x1kKa=tWks-j%vRsDbW!*!6h}hDxKF1MVb%VU^Kb~ntK<LIY&p&L+)`G-
z2ZcO{3X&&Dwt7G)t37fX?hdbyueYauzADMgh%p{M*4fAy!Z<Ln{9$8XHjzHTbZp+h
z-ho);Vw-KeF|^i_WajyM=6qdN8@g{AEFtE9DQsZepcL5--~Xbt`T!9aF!}y@J%NQ~
z=c;!$L+=@&e98VP{h}hp&+(_4-1Ri-r?TM6S`35>6aovHU1CCOmr23Oe#^P^>_f`*
z(sFX2xWof2i`0C`2u~>s=J{285NbDcE4<~&l|E9-+u7OJ&5ifn`~wzCd^H!+4o%hT
z=x$aB1ffj6v;;`8u3B-4Jphlci2IfAv+A#{-Y5U`r6BSva<Y*wl!;_o8LKSoQ8*(f
zne}wW>S#;UPZSCk7KuK|YvVd}*?8Z)oSy9`2HZGG;cZxO3vqV)DWwwC|02~30aZL7
z5K|Io++WF$*F)@ik+WGa22S!rg0r@9m_1F2+Qdt!)%p5-q7{`I`tT=&YUHkK4DPkx
zy|hPA&o?qqN4!JU^6j*Hv*r}D{;7|X)q71FXxBzU{01~!bLgq7HH93~e?K`bDJ>e%
z9wRdRn)-fxiS-fkkXoOzCIML0Ul4&z9oR&_UeTSyT4t5{Q(@8vreh)V^pW1S%*T&A
zmtsYFI_nO0q!;My@((T-%S8iUlHzVfKKPrOaN|nZXQNr>BCAJ4-Kw`)>sON}VUm^$
zZ#$l6GZ%p^u;%%8G+djYo~Cvba~7+y+}bPkyJ3@5NZ|>{g71kWbsoCQs~~`h5M61Q
zbiAcISNF@LS_?X<lj5rBhV`NBRfurFj*9<zBwczE-Q&B;ppe+Kv<`fV*BGC@5HQCV
z8W!&wM)CdFV)eVbc+o6OSzUDSJkjAZhTfL-OA>*8shbUb7>-ISMP<~L(f21cpw)RI
zZkZuvw%4r<BRm<CLOl=M+AfsjE8^mtc#}o3C-hn@mt7Gy-vs-AsmQ&W?RoZ#hA_qv
z+2_OhanyM<e1w%Cb0(awKM+Ul!OPU>ePW}d+QsN^4(DH=9xA7*t>0?lGMiv^;-T8Y
z6!1Ut)W)H)qKvvz#?y$U=eek#Fei1k2V6es!uQ%!)Wo=j<((Ybqt^sHlty~0aSEG^
zH+_+qS~0BZ(i1xL1sFaIA&nN3B{z=qMayLUaIa=L^I$q|a)U^kH6M5_lczvtEt6^5
z`?=x1`_8t9N`^OfW+T<4W|=NaO`V`i@(SkrqF3EmO5ia82J;4$qY2a2CR;Idxhs+B
zOY@Au<4n#H{Pb<=D?50t1m!smIaO9G816T4*YoYo87e<hD|NyPd?F{5l$k!TaojTf
zd%vqK0avP6d*|xOw^cN9j`Ey>eo2%&DeY~b)A=ujo$QygTU?71@0bi&`+R(r-1EX}
zO1>aq7SxiXtCq_xt9E{SA}dneAZ(6X6EhF4V9$PpmUo9}99DzoZl>Zews<vnj>1-d
zMT5tbO%KJy8;JLAT-8c)w$XC!ZrvDN-ei#)YXbf7aBf+*e#^p#ncfr=`XD-^RL6HC
zF8Cqh6qB2%m~}Pj7%lau*InmDVCTaiU=v`nW5FHF^2!<4Zeh|>HpewfoI&w4kR!7t
z6~&nja=&6SF-PJQSNr7j>U&twbnxhJ$Y$`Ua4)R3KUC(69wewosMM7-k@iuNe9XPF
zF%_7EA*xNdtXzE!BH&zWugA0GM6%eEd<1SwA>YD`*AS4M@FWd_jQhSM1KI}oG*Vu}
zn^0zeXA6HJULX1&NPd8mnmpEYR9pMF2?3NSMkbC7slz#U;$uM4J|?(7_OiHciNq`Q
zXM17gQv!B0E?6QpdY_+J$fSHMe-$0}bzl`>BUc*3e7AZ0i8b+7mx|l71g~Q|$;Nr+
z_e=-3f@AV_jhS`$2@@J>UBkFonq#!~WGDL;o1JmVt)G9?lkin4SySD%x3tEaTA<h<
z`?~Xd9{!y*;|(>&nbAZ2Lb`~iaDZKE#gNEj>>k~>J=rh+j3Y~931ClE&tw*AaNoea
zREs<RqB_{#xY0mdNZ8X8&nNyFZei*TC<O?qgvTyeoSb&opXes<)EIb0K~+iqwu(U6
zaKhyV9E5N9#BMvOrtuJ~C(pgR;*9~#R*&-)w7<BvP*^iK&+7;EZ)o;3r^L&qASVi!
z<RR*{ouoyI*viLL`>_#zu3^I|_QFheAgbt6ektm<W%$)P*JY3-Klx2?l4WXQg%0pN
zIPgh{eP@&ue_$RE)KyC=I$N{mH|TR&Vu5Qm-vIDVrjz+*!nYWiPwjI91$%5r{2#e9
z<8DUmcEdijRc9@^d%TsgutT!$10kOgj3F+9s{9bxY5@f`XXDgfSB;hAw*pDb=N<XS
zA1RED6Z?b_s{NsXv4U#+=*S)l{K<RK>+5PTW{Z-#)~Vuk#0zokBUP*7Lx9E&G=8B=
zFtT#fnx3#GemfYN6KVNGV8ruoq!MLJW;xbGg6$ppXypG>ZJmU5GZ)bHkBlQz)Agc7
zK@YNn^++?eA`!!7I!aqybS5Glg8^UTzr_$DTn}g&fdd;g9q^@Brum|Naj3noC2pF<
zvmNHFOR|&ej8Q+phjs=?5m!eT1<YG-(-`+}XWgZvC@?>T`R^E7x6#M~6)x2ZUoH6*
zh3(yc$b5gQ7|H>;3ITMD)__;f!*CzCS;x<(dZuLeyM5=h2ZdaySfbKW-Yp&mKKZ#*
zXV*O*fLFyU*v#sIxxMnbo`R`SKOOA2Zp@E6q2lGkn2Cn%{vr7X%gN4yOTh4&6Mz&N
z&(E4SvVaaR!?&c1r~$CW9p`+S=g0eTFEb+cIP@QX!>8f<4~oHV{GT~-12A~xhbgl8
z)r-g3^gUxUX1<kS)UWzae%IW-EC(mjTF<=74SX46^3uiE7DOhKf^_pWeQ4*Hraig)
z-Z(>r9bz^UxaoHr-z+b@`(+&uQn<r@>$oBfN!cCOl#5#adZ^_@8{jybljyI8rcl8j
zq66p=MfD9H;=}(E0O72R{%@2#zv{u|=0f>Z+X4<A_<BmD@>8{Qk@)<_phlRz-q2@V
z;{2-R{04o^NJWM~z%BIg{wd+Gvi>TwyR14f{{1j(+GC-3)nisfr(@T{3ae5erq}AL
z0a_<II%5LLM1<xA*7by6W>{>s>V5Qy<pXU<)9l$TP}y)*eW0@*Ab=zeWHpWZl}gNx
zg;NyU`*p`*az8+3uX+**BjF_((uPL6GIfHY7vW$>u>w|vr7WS~r_1vGsxpsUg_{9k
zOLO%STez}J(}kCd2N7GMovSC2j}gqp_T`6?@~!4JhPPQ@hJWHk_qg_M(}O)kJ9`<w
zej_$VWHjtIO)SXeS&qU@jjImSN3!NhOKT>f((DeKsYBInW~RlY&!n2omvDBGNtQT;
zM*}|URr>`UpX|!jk6H;lxdkm&4aDQ27xP;Mske@{#f}*;*JyA1kbHlNVy^Pa;fcx9
z;qO@vOh_k=*~I1N`%)pnMlm&0>%bNp+@Hs4zV^mNiG4H(UwSP@;CXhi5srw&PUpG8
zX8aa=Q7TuiL!2Ob{f_}RmnX*NRu+A;9Wb)`XJZ+?CL((y@>L|l=As~IXujZWqa<6y
z=K=qC_wr)S0Y{O{rpP?(mC_V@cn<r_t_h`qvd?baRCz@;d6;jlK}UV$s&fouZ~KXf
zCVYc_riMPArdB(bS3^0DX4*^KAJa>fr2Yh6@0;allbvV&iH`Qvf(A{FtC-GkIA*(!
zLdug<;yvw)I?M7ZXzv&#rbfw3HE|b&*3yKcUJFxU=xt1%{r!w#FY$-9TIC@7QvS<L
zZcUf0I3s{AUS?NT^?tY{>R`Y@@_@Ub!mY9Wk1h2Bn{8P+5LGK^rU+J)XNYwVvj(k&
z_QX=0FZ>iSlNAjnU&v3Kde@-#+#rVO2<Ntadk?yYVn--U_Q(5Jy@VGDLTBv53ekXH
z5V0BIft^==Fsp^(ov4dS9gben4+V~qfUNHcXy367?hP}1qOCnwE>#B0?1Y+6w9nJ8
z;`ZEyhF5QEjr?}vDsJX|`_`J=xCdy@;PnBA75O}$Hsm>;m{0nLLgihDh(7D+aJV2|
zS5StPl&DK`HxfcM^rn9cc75<0uk^s#P2U$WzBg%Vidk`qYWojFJ~jUci7Tpn18pS7
z>gxLQvFt#v&vsb(sjO9aTkXLpZ`fVUMeBVp4sE~%yTr)IO-+{8+(S>NVMWk6q$Q&?
zu!cba=UBX^0yAzI1TtZN`TW|}SGQyVv9h9q7lZb1q2c$()?KqXs0PW=!;xr++^|m<
z+EuNHe)jtE>IoRj9%cnqkg5nd8*BtLXpIS`JA2wO#9!SVAkY};PP=;@vkffKplaG|
zlJ%w}Z$v2V1a7fMrLoLoC@e!}PPGh`O~F8O0C)5aYfR4fuSJO?%NWSf=9lYM6|v>=
zGVK%}1O1UniNHHm&+_dFHi6Io_%M?Wf$5zj*ggaPdih0_5>UfEmP{9RZw*o6_EMw~
z{g++!A#7JWj+J5yr`7hsnV%dKtG<a}^mMT$#PN^fpSo4~r&>h(F_z}Qimy&|1^$^R
z+Sm~`*<|m=TYvv$x=^0qEF5FmB4pc;^Y?r+7=SFAMQZ}#Nlf{LM_9l|n%-nfZwr>X
zGrs4+Ox|+9=$|R#q_^yBSwIaPl&&smbjS*w&xLj`{7Ja=N+2hS4%cmb#t31o6=Ca;
ze~>Q*ZbTeF6h9P2nWwkERm#8T#(l{MMcy!7KEiCpU8}wagbT0Z(lF^OVfKRHBY3TU
zYH&rMD}%2-m<`_%!BVR&PA`vr=gQna2`u$|?-p?PSq?+eN~pVSn8^0gZsK*(@;rRX
z_Gi6N-3r9%<$L8s1N6kM&i_pGg{Z&?tK^1fJ6r!SOURl}M+n0)cnWMUt(IluT>hH3
z?LZ=ew?()ua(*Z>1hsEd#2mgw7TefKx2O|D7EApBjvJnFr+vI_zfp)b)S_|>2Ci2{
zC|*_p3me&_O^`hI&>R=)c9<JZHez;rY>4BoFYoOI+_#mRj^)L>9**!ZNJB!`#n1;R
zZfzLrGZ3-PQ(Ltm-*|g<yO6mG>BZ^ZSg5aKW38XRF}DY`5k2ls-ei7T*C&i-eA&v-
zt5}B#&-3Tas`MR;Mi4QS@^j=2KF`JaNQW`chmY`9+a1v<ffSvMAK*Kb_vt}r?HiZ^
zK0TZ*D^i-=j=h5&VJu{_wiL@VD?R)X<6jgjU|!`3yS<USLNBmrS}9M!!tVk3A-`mB
z4&v3mxf&aD@`nZghF3Fef&QnoRN6Uu3gR%vvUTB^VuA8{TdQ23tW{~QDPo~0<#{C3
zysp7$W#W<Bk_5<>m)luIYx5AkyGTmvlon?rm)e=N*2mLdI(s<8qY^I_PG@}Th&&~I
zH#~*P|C*JdV^2R|{>4}$%~mBnb<*b~^EELzJ`Ll*c$WN)T&ad<qSrhC$X%S}G(P2i
zADzmIraO4xOEi8=|LF4Pl}>7+@?;<RL4TxZQ6TIX;_pvmF=oU30}UHVkx~BRI(1C_
zxTsK>__7+8lKY*8xS-g*8>*-Y_GO19A7GhU{Ajx$9#oSiaL6`mO(X1V`t%=&Mi!N7
zT2ph*k)aUk%`b3^TG&>idtbM{hH}cG+Z@8{`tnVjvDyRo=Z0#pUSspHKEA36C{lWO
z>aw(}IG%60XR2U~_RDcr4f=2=l~j0ymWzCVgZ&ouHiOMwlDU{$Gjrf?T6e_Q{W9>{
zIrYS?zRC#zRahB@oGw?j`*Bi)hA?5wRkNB8bV?2;4uk1ZS0rjA>vF8jMf77Rl7wHL
zVR~VL+}-;ZxPi(~7FM@df&E?diuE;}5PwP(dc`}ULnWB$a+d1Y@W2kZ#4*3TFIYgn
zee#4L^H^Ei#tHXE4m-*8hBhXe$>}p^MhDvblWhlnaR}VR*>0Xxcc8T2fovFKY&9<V
zV7`Q6d|ErXgcmRM%u|<AtN&)u%N#GBC8B@7?l(kV9Z_JoT~`u2ig3`yb~W~cioF=1
zL>6D!re}eukl;u#9Z2o4-`n|T+pe~fpy&G<)0n?+^pVEJw+;of+c-52<;y9GXB<mt
zxlqwIZ-qkZC&$FJebU!mKzVim`7Nt++Gva19K(M8jmYXSLc=HJaJ`8O8W1sHYZAJl
z>RItj4e9o2;Qf&J`jp~qA`gYrMNP3774J|(yv<6LCjIB(>%X^nzoX&moM6lne?npF
z^Qwtsh_GNM<!W;X5!dx!!R+Df-&kzxql);lnPI*d66|>vVB_PO(S{6j#VLk`H$G@K
z*AeaX7>4NQYIL7|O!?>!;3@B!8TjNL3t35Zb!NQHvSH7qQi@yp;xiYAr9qSy!v7yg
zwFAK!+R2DHvsY|@AGN1y`(_9}jX0OE-e@T86$kogvrE{DwZP;z+_7Ssb&<saTuk;&
zpXwiBlUE@&FKcoH2eCX-48ypa;<Y;$@T1rN^yuJ~VSU-xk0&_L?H?no5ZbOJ({fX&
z;_RGQPt?z@;8uC<(;>Z3q+IvIJ%4)-(wSNCt-<9CA<p|oAUpL#X(yqq&PR>NhOaei
zzhF7@oAbGUYcM~UCq>fiGv>hX4vk*KZ#hA<1sWx_C`a-?(U@tVg<(URLtu3E^<dsO
z0mI9*+*kHyXa^&EHIuW$ZSnYrsx^3VZ)R^KH`CZ+I$u#&6*(n5^O=$m9!%9h$oa)e
z|25`w2gk8gp?SQ4Ak-@a!LC6F*t?B47eatjcHIsiC3{ZLhXgKy3S?*n=pPqVt-8fW
zwoTH(12U(iwWpL?kLP{p?B_iM{uSOkCWox;IUO_?X87-(u_o@^ND<E#&y{49kUGWf
z6?f$n8hjnI4$ZyHq(f+Zb1{VMgY4%=zB{hcwu&USk=SLzJ^(?E`)L9MmspYSUYnn!
zN&%bqJPoO`21t5BWCy2R3U4Y^f^QFm4nE7h(u=)$o)XO)=sp$Bu2Uyse30u+$+6OX
z;O+)CjR1kJOIK7eTydLCzE{Jji`xqole*LEOd<4rX90Hb_SP|NZD*HfGL{PxG}-4v
z4B7f99o-pMv#2qI>Q<D0`FeP!Dvco)jvCTIk?98}F*L1+yFe-9D@Tb6;g5|#M<8+3
z{EdpfLI4dr40JsJEqOsQ*Up)d6;30<QYWVd3gNQD&L=Nr(zbl^OLFekBvcMY+Ov_O
zWWp{c)NEWagZI|P1NU0!?YzR!$WijG&OH>Z%{PJi_3@3U8>Tq%vR87{6n^9i>6jo$
zL*yrGGA+EBc0A?n#U!(_w{m+87nFOy!tjWWQG}am<2>pWcOdT2<3mB96vr$xf=4$g
zq5X8Bnuhf_4l-T7zC5v}Lq5mj0IvxIF!D#Jy5LYQa9Ao!JNE%Y@Q|wZCh^8z>WW5|
zg8w(%!_eVcZNnrDeXv+_+|UWXlIy6RSOD)zyPK`PB^v9Sw+;$IMtsFi@w@_#(n|Uu
zH*xHTC*cD<y#PUkyP{@3o!<jMzGM2V_BjCSt$}Ws{3Ni-*6aqo@qxJG;nqaGg6f;F
zSa@}!-GpERdQEFnwKS#lfVa+U&FVjI9#EB8XEth0)OH0_6k|f+st=u!MCt}~a(x|+
zfhc1m=|at=vWe3X(4T2-n`EI=v!#^Qe5NsZCEgvWk`j3QkdHT^0>B(sjguy|iKd6|
z$@nq+#5lmlQ)s|R;;n6Am3RfP0kBwsP}d;o=9<;iuw%uGj`Ko&t=V>U-y-JD1IV#Q
z`or2YJ>+nN5HL~6cu1(MgF>KD?t>z~0@7^hFn~e4s;hZzw(<EA@l&&w_jyJXWQZZ7
ztOq}K61xRft&u_($EW!jr#Bk_Wuqdax2=a6fc5d98imVkAT@L~M|&)PUIXJ21Dn=Z
zEf<cDjnRD&9_XOUc6xZ^X4fe8x%guDTlUdN+l=i36pI({eyN;tgRQ^%!eHE8)+ZIM
zP5iQIY=WIynRj9OhA&XWee}w@Pva99aLyJj%mXckX?K4}$a2Xfml(|~7L4hi+~$V(
zxCNs9gs7J5VE)bgUbg<#W^fbt>d5#()r-kE{ks&wA8tH=-|T)>^ZUDt_VMI%m#hG>
znGtHep>7Q)`&O<_uj}%Ys_mpxg%=wwb{+6p&==^Y&y$bkTpFZ_sBI|AjHJ&&R;ANl
zd$_b-<ek4IxqN)kT-&0p=GQ#dAQM^78?lSV1YL$JU%OWq8VXQ|i#eO<<Bv7qXjss?
z);F@;j?#2uOkGs{C{klLB{TGssD4XiK6o?nmHL>DF=(SQ9vr})`F{0<3FXZHL(*Be
zHNm)Fe}JS&gLHREcX#(jE7FVxX+=U1Mvs!w%^0IQB&55$q#G#_P@Z?+-}?{j+O@pz
z`<(MRdXbZ@$!N<a8O_{LI_kI=@{jW^{^F_Y{KI`JQmLl?G1DC0r*A)$m!?Y1`z>oy
z2y{y!c4{xl8id_@rZDF25aQ6Z%q;c#NKMb*h%z2lycB=dYw&S7on~fNVYY__-<oMs
zsj?5S-2(1AUpwI`mb3k_)Z6@KWsHcgHZ`xQ(=l7<!>Y&!qv<tnoD|_n%nt&!-osVa
zlEo$lzNwZ}eSmzVm#JyWg0_m#fps~a#9dX$3bWtp_-DK>zZbKSPqT6nZK#|+??e3f
z#fG@A#dKNTS}I5f$<}Y6+r;8XpN=Ts%Gz>n#sTcrRi$`&*b~guO*!l|?!p3lh>rIN
z&L*rynURi70$-ZiP+7`OPIBu)QbAhB%7^Pl%4L<Wv!%5VGesA<8&j6Ad@Hl1pI$CL
ze)Qhnb~-losgN_&Aql4(smOD|MI*Cq+Y-qus~odcTOWc78a^2A<rp>Z>5k*dMP$<m
zGr32FHZDdus_u`e3*u5r+*RAX>q<!nE;-*?95qQ-FoM>9`1zWapKDnL+tEz~n|)|>
zrv;Xlrb=`~=zO_ZL>%TUmMr$E^R%gV0W-!~0JH*k<Y!zg5H_zpP*iTo{l{wWQ^Nrl
zDi$_G%?zKN*#Zh^3l~kd=!6`#4rMJzPyO)Ner=15{2(TUPt5LP_Oy_trA#!?S9gn5
zL_H6hu?e&299cjZ+rf>$1h56#C^oq4u2yPyq=#$J7Z`|Y@{gdQBV|4M#K!$jz$W%B
zSaVV}gr3yo-QNbX4@cxLskz-5IcI<3D89>1dA=&@46eROy^(%jVmSV%2cuFI`gxu}
z;`zo@x{J}M-##(;b9i;+pb<CN+k-K58<hlhK_sVs>`xXe_wjzG7@2T1c$gWJUe<SV
zwSS`VP6sx%Zua*Z$1emk(IJLRKrfkq3FW)PXVIg<8IU^rV{H_4or1C9UPAOmy>^HI
zb`%|!J~^w`g<Bo=F{BM|fcg+%*DWGebU6<er+U@i_ssxTUKuvuP^Uug*E>{jP<J6J
z5>-dTCD(@iuwXi0lI#&6LI3UWx@upqWXU#d_x1W2K`}m0lue~v_dHNK0W2T~!vBn6
z72opgIf{XHp(`c6Ehc#nH{(Q_dlGXLiNAd`58?}7Cg5&_#U0`(qDl|_&GLiWTs<7T
z3P?T^TS$39I)pnM;#^&-_py}o`<i{p(*lpwt5p@=^2rf?i)5GbHYZsh^VtuRc=WdV
z?e{LFEcvYiqDwL7*OneQD~JI;>4JzFu}i%ZrG>`R=TEk?yl7O@Z9$NzYb5ctbzuco
z1ZWDoJFR}tDpBEI8Isp(q06b4P*raI&EDvrxYN}8u_8?S!`Nriyt2I7#wxM~X$GXT
zaw%IUgv0Ba;inZXC{;8UhN;3-H;K*O=3xEitFfx?-E_I9O~#&Zea2}c@z4^am4B8c
zX2JSDzzS8xj$;mVROz>24y=C0svU=kSgAaM6tkPuYA$`N(;c%c+Tpp}%K$!_dPLyL
z5i;ymsaf6jAzNF7K9p_>sp#vAk7u;Gf$=%;pgK1Y$wb1TWjT@aSM0jkmuhVbGGCVf
z>>=hHS`vA3UOmuRZ{u3By@D+_#z^wKYLB9emN(XF@`(Qcw_eww+<8OG5pcgzi+yO0
z;K=796#MH(T)}dKY$&a|_UOnAPE6sFAZKAKF-(JqzO&&;07BM`;d7qT!z~e-?7M;m
zXTlaUJ%Mbs#Y-}?iX={GUS0ZH(f<Jq5*J<)^>c0mg5YVTlIE}2F#X>`)ikbAz?q%8
zYLCv`Dc-ZQU{sC>wXo{$a2;;{&+(IAYH%}NGcu{)^uefa<fFQ*j#jYBZ0vZv<Hv~2
zlDRzlN!%BY_MfAi8h@(2Oq2$izd<#E?6{U1xqrKXLG`JuJHj3be~D@x*br4-<yTZ4
z<TQ}xea6s=(3Cs+$KyO}$Tm_Z&L}U4EgMcwn&IOm(A7%L6_0Tvexl06vqt$CX;Gv^
zG}^N(aW|oHqj4GW@Yf|wIu|iC{W;3n;y7`SG$;7Rkc;zVOzR0VO__>??+<8QKqdz8
zf^e|Bu{Hs)%}|Z9{1!)<04n7HJd;Rk@xleY)DuN_XHvjtsig>kVpNn1&)#si<pzQG
zdD1naWIb_Mky&p(S66V2K5Ze@hJPJzaIl5LmfXi1$eJV0Fl+*s@r{hopaZ{1nrdIK
zOQpU&hEyOtxTMeYF~2`+NZe0o{i<O4xDh#R2Sa?W_?Lh~`6?09bk0KaMx-=WRv7lN
z-Zkq?U8<W~Oe~_4fV;TUyZf>PIHgLb%eS0cv_e*qb)sJigsg-=n4oZTpQ3ejn34XY
zX?eq~9)@Z@=uh*!_pb?Fn3<qL$>4r3Hv=n&1dVY!%#j}YI|8sYF_%!P<pajYMC&A_
z4SDX0u@J$3YdN9$qh&c`{tw(rgciPF9#8t|ui*QG=C7j79l{ouMO@8k<8665d4KUr
zW$IVCqGw64{W-`TKY6oBlhP!?j}3brXwU4EM|kKzuT+1#VGI5uO7ZW96pOrsbcqLQ
z>r1e#tBu}Nme~`|>t9Uxo=UA{pOR0PY>x+Xj%3mf@!Od5J|x>Wmt`g{b~gv9H94-2
z<$O57G)XmYi5fTHe#mPbCKm}->9}GyPkN_lYOEd(!1oHtf#rb>H`YI<W~`DNyYnb{
z@H+?zK2-vCuMw|>yV^0jGtRiV-tf5<<Is9Z*#q?@HU!*@SKA&W^Mx%4K#8#@F04<<
zPM7p;qRv_!fmWY*<jC#m^Zw3lUURBXZe>;NYl_>0^I#du$==izvOa-j8mu1GmJfIZ
zEqs1rc2q;}A>U)3gc+H?5*SHZ#TKs6hGa$S0}PqC#Yr@ufd(2Wayx4=N3vW8K&b4X
zV(V|poq7|uhp2NtdK2IqUnap=F)T@5shw(zA@W8CX6c+e$q{*r2ucHSe~$TurUw-C
z=-gs*jmfa=-Y(1=3W+<>6~)=J&o>GzGPfq(Q_$~H&Vn)9+YlB(Vus*dPzUX?>4pdJ
zIzcC-(AVciAbL|^sO>)hd*#Wqt$;@C=1}Ssxqr`tVa2L=fL$c)+`te5mCW`@|ElZ~
zLLJGPQgCbdPuGl>*yjxQPNF1Z@33ayWG_Sbx$)`}2J%_REb-?)dA*&RGRW##rcmZW
zF;Me;Nk}GM3SAHTr^WBOHN8?h#S4^Y)XJo;=W3*$^Sj=;?t&IS7kb&+fxT&qF>Q`J
zMy>omu*lk<9=Z4bjwJv-;JrA!c&#7DsYXnUwwyDjOSFpw+8K*th5=op;;w$QgU8uk
zLt`XK2Vl+v=mqe`)bmMl>K4gvaEP5hn)|B6yUwdK@3yN*+xkaJvo0B!44-f|pQ(?C
zD+nE-&ptCk9?_XqJv`opMxeO|(z$8C=O^3;Rhvz*5NQ1V-)Oy4?~ug${xkJ0lQUA!
ze4`6bY<$PCE$|c-7dc(hb{@a-^hp2K9KH+?_>8wivBnoc|82nGtxLKVA7%Sw0USe}
zh~UgSe&L)(-}#(qB5Wv!V1BNwB$da#2fNg*zmN=FRaGliQH@RMO?Fn~U;&z8I-YPV
zUadcIDrDk&M}&N`mN*I;j>ExWXD*W74^_C~zM!1);Zc)u?~#?|AsFo$@mV63ru{dq
zIpCU+$kxLMoY%J3p$V>orU!{7>vyTm@JsZR;#2<e)?d5O<@@TI-oQdvSo^&%FQW?8
zPF7oiDepyB;rj_qg@g~)vZuJ3EIEM9vDgsmfbXNPY#27~#jQ*wvX@}sn0pq{SFtL2
zs_U5@8E=H}{74Xyp+u}H3-?18x+)kt;z|i}(*!(=s+MKtq)@&*HOOcedezBMi(HTu
z7di}Bo^Fdkk1DlAoOuJ!OB=q*8A!^GIXx~|4wttpeDyNCaLEw6ei=@spBx|xmb<9R
zymC%3_uRvyz-bZRHM?JI3HU7f<ChfYyXU44lxArujd-KoP(@P7EHZHgsrlLT{Pu`q
z(0othEOU_M9xVfS_7gp3JhW0)6VV>Z*s@JxnUgd74vkes<H@x9VZfcc-lu7RQdRAc
zCxjy1CHIoGo?+WSfjn++#P`j`&T4r9%GuoP&=`Ga1l+Ze+3oTiDCxryESn0wTR2Y_
zt*$!!?cq7Rw>xV>xJ8(~Mh-8xSX*n}X=5puM5;HYhP?Tecu<t2dt=Gn6TXC6`cx3U
zeCAr2JktwJ4m`<H|6DvEFZNLB+tDmCUFvf*g*%ZEf8XhyHr}?x>|<MrvB+cqxeJ5$
z>CnS{)n#ME5MvaBMZ%rNOmh?mYNu1j`puEWVkLLjQ<_RSsOrGBmoWN<!4UMKrh#>D
zUP3ye;@eGFAO>oSE>b9}tk)IXl?gFcd9N?YvDs+AHgU`MFjO~msGHKOG!QFyJKvXR
zLXBYUDCwcalk}s`i{iS_7=CFm<i{dGIrP6BP&;%|k1WM}rU6%&Q`+~~nh4_DJ7(-q
z5<uDe7bOhg)$qDinr9{jhi%s9r~%b~8p^Ii@kKhm7NF?PV0<=K^TxIWO-lJN#A}1$
znM+d^x%6zhdB`>a1=0%a-rzB(+q<O{l-?w49~CaWadV;Trd#vUU5v&)%j@+E4vXH_
zRu{7z!r97%?ta`y&?E$A^^X8_b}MFa!jsZ5N_9_Fu54@G;*N3q+yqUmR1Dz82It<1
ztTnyN_tl*XQJJMU0qcA56>@r_(|($Nu_P^@%|hWq7cN8Ml4`|%nIXeqY|xM?lZWZ5
zm&s+6K9=$H8jo;X*R>aq5T@CUza)~_TVK}bUJVqQ9hq_{Di!<9&c{+}zH9ceHBwN<
zi$_^4rYC-_?*iqc{SR<nPV^!|1a*2d`Td$?BzN>e^O-(<NJ?lwK#IxG>NILz=cml{
zf=I2}=}>TKc|4I0THp!zFEsf}6np1`dIm@x)ijoKH&3)SX{BVHSwL2+!5{0IaD_JG
z4f>nKk=%iWA?nD?^zboE9Zo)b=-^SNC6zYc$@pN!(H-oW$v3lp8AXTC&Erzr=uWQE
zRW^W0>WKaNF5iib9wW|S--Nr$V{~n;iiX=3YSBdZ>swe@UU0b8MpLSl*m0cSk?M!v
zDRF`1EO-FA6IV6C8@qD$F`>aC+PWb+*W^Wqu(zt{!wfPlA3+!8p}z)wdY(+>5HD_m
z#zzk5`w*{CaH>=b&7*_~{#k5B%p<AA-iCOBZ{%?<Ud`T)M&8S46Pj|BmoJ0d>S}b_
z1{{op(;7wMi^(k8I-&{F(NoR;1FS-+BEGx`0r@qu2d#{+-Ta#yuy$;2Q409`;|dAn
z9MWCMZ%k`iUW_*Q!LLAWqe(A>!`#MjUb7kWp4vzs&DBR@-ZE%*(r#DUceWm`I^?r!
z^hC|PAB2+n`7etTu~@?g9EPeaRXc>Z(A#pIteV?$Geol{1yg3LGss6RiKUL!mGWvT
zFH?FjJc41vuG#*|?P{ALc+uOJ@?s_-3lsoa4A?!_ECi&U%_Vj*w!<uE8+?0EVrFu!
z>JV$Lj+MjjD1(LYwn@<Wauf+sgYBDguc_BnxGieNy|xS2b9REh<5N5+T>bsNV&Hpg
z!p#9n`iw$eH_OaTA>Yk*3bA9BogQ0a^!>j2INpX{3y&$uO(@p$Z!?;`SXl#0q7-7b
z!9p_UO^d(FCt&F<{_*e^T0H0{K_!y{m@15A7bK|`^i4mhsNdn6chIJGb39|so5*1e
z|MH6te!lttKIlJD;JLS+H?mTw^e=wR>$L&)8nRUFCKUiCo#y(&$c9AnZhHI&toAo_
zTFIvZ4fLUtou7MPt=VzwdGAuE9lw7?(``2lRZm4-G{+KrQmW^zoKOUS%1TZDj#^xf
zW!Mzdc3e}&M9nx6MQk`8gsStclzGgGj!@n10l7RjK@XZQfw8hvr<!>vy9yW=KhV9L
zgX2nsf?w@&6ov+_!&k|Rl)KX{g)<KjgxU&ld*{3d8&Y6VR+N{xrX2rS6v`db>Raof
z8#E2rw-|iKERbAAoA{%Y57~heSxc-uUpJ^fC-Rj2%`Pfl0U#akkl;P}@w%=kA$@!;
z^K+Llh3||nP$eP4YCG7rTq<WrD5b=EZ?9JW+cSGX^lAuPKuGgs+%*vKCPay*gZR)9
z&A^?$iLa?xXDyrU)6-&9V)W8$R~!d7pP}07xRK_$rLidd20Oq_xEZj2kp4`ZpUiUM
zo2%n=%_t=Aki5LyWiDy6$cAAzlsm*-Rwd7GEU4ZOkcSBt8787494;;(9{_dc#T=Jw
z@|nMt6&d!?`=ra`e1$T@WZ2~Gp@X^Zq+@UB>eCgE2z2Fesx7fhSI!7D|DF<VviYBZ
zyR!W?a?DoD*&p7q5@@3Sf#3C<On8WKp0WV7pA4DLgBDnxh5AXr+1%EZYvzLk*qi>_
z#_?q7dly{#=_}0Z4Q7&#1d~IEJrl9v>o!+c`ON2F4PlV`*-rCA*^j6r0dG*gF^$q-
z0byTudSgTz*E@4((ZVdEH+YuSXb5x`T4|~oSp`wkbJ~Y63XdMVz?+iz&J*VN|KX%T
zdjE7ut<ju@m+64AME3ck<uqbp-JEx<2lcE$)Vj%-MtT5B_L?9Am*ySUOg^SVm`{X4
ziA8H`;_4Rbug$-(y*rv%KitknG=opv6PsoCH)&CNGk?{Y8xFEZl*q0F`CunMX7&~?
zP?q6|qGcpoNs5oT!rjPoI)UC9Hpdl8EXUoL4wb-4Ws<H#`FSoi?<DEk@$Fyc<mC4i
z`v{|YCT!o;FeITa#xN$<+rwj%+?E&2Om?Y{s6G^#W-K(yM~Jsk-1M_r@yo8dzZ0)p
zd)RkDMUnD-8uwFo@N-^e8}I+ovSI+Q%CDK*PL>SCqQu76LTJyWO`MuBJyy+M0Cw|B
z%_C+EqFM5NpGBQHkFc+6q>ur8iLFN3KB7hvsHd1^Ku{K?!|=J3kTKrJ`_GbefD}m`
z=Wgxa3YX@q{6pZ!IgU_yJRdhbvm5Qq)`t!Zy|Xo?!_9Q$q8Hhy#^o%+%F2UACET=)
zsuEH8>KWMhe)#0<2YJyK*!09Ck8ep+gv1<Pp~8u`HjBn6Xr1%jWnHz^=B6&E>ifj<
zM3kHH$M3j`ud7Z##lOT?W+ug)9nEjRhZh6*6avVZl;&aYu{^M5HAr*?=WwYO&XHh2
zmr`qZ3LDN4NE)*zEVX(q-ap`kX>S2NEEsXRV{dY|W(g0lX?p~zBHJ~3vjgbb$g9|+
z$wwFok=$^%xTt%Fgr3~J9Ej4<k33hI%}?b#M3i?sW#M!|9P&|iXXglh=@jdiyU%43
zDf&J>;70#i!i*DN-tr0z04Qoq!{FdO<?kw<sCdEa#GT+e=5{V?gqzM;77{ZzNBx5#
z|D}<Ti$ngXXI2`)sGvEqwut@vo*`7)%we8{ZG&kn*cLvU8hoNJ)nW(Y*i>|2`xIs6
zvJ)*+XM!qcAFr;hNth)*69loeHsw?47lwj46z^~r&s?(q>>JG_n?5b5?HVR1Y$cc6
zzSaB-Zy|M$;ngsE<X2VcsKqZN?;v<3F$ZDx$@Xu(UkhMv?^k>#KS1{6naSAz5?89U
zk!sSol4+UpeO;Bh>^xoe4P&gyYmw7Vd=^@{#r|ipU-CsW_D?&O;?HAW)*X>KHpmTB
zywjoIZdd;|t@|O))e|gM!23xU>QZ>%qYzV5V1=TGyRvr816BWy^YUdZGF&7+z{^?_
zuBdaI;FYHQS86hgwy1y!4ja9*#NR2@=e&5OEo8jha4ntr#**meq4W7-#pshI+JqI<
zsg()PQv#cmm}8Mn3ikH@^JTjo*ZHK)Eol}R_iczBK3D<4AT?Yk6p4yeczcivN#*A&
zEtF}`7Cws-zKk@O5<Y*};`mjus;1FAD7Fh9aMF~iZ;O$i&$+Ttf*t9UJ*KM7jCqgH
z`uzuxggdq3UMoXCVFgvPa~3mF)$1FyvX>=f&>M-59BCk}Kzr={Biox?F@ik?KKjQN
z#K-<UxEk0qUfkWwdu@K{E%qO%ME!W#(-N-5WaWpe4&|k(mE@G^Z$^?;QnrIpUJK3r
z8<u_}3cKFlh%pCGe48M!{&()i>lZ(X0J4}ir4+Ynok%{7!lpz4x_OE_2}H~Txhj1S
zAx6^2g$lkLu|u~fZ<W8xyL(m!T+3wK)S>GHu2~I6?9%Gw*<MLJbOUvN7K^v%>GgJJ
z8^0joLZ+Omj*+Ntb8Aa4g&ia-n#;boN@X*i7!NC&rN}XGE4&9z39%bb;nyS=cTZC4
zJgt|{yacIa3M(_-ymLN<G<>QO!XoB;++LK87kazVG_d9&xy^tI;`tku&3m%sl~kXT
z>OU#gytWVdB{7LZHZZr7(0SlKu}nIP%!t5wz!SW!EDC7%s@+TSMA<}f{{!&HP+zwB
zlk5jFguy?;&Hk>S061TYUTuJl#`2A=uJhWdOUp{|veknFt?uCDk|X8Yc94nT4q`$u
zO3jlj-+nYU*ONB%BC?02dtrmal@rr;H0X|;i3M2}Q)}!Du?*xK0dsGEz6J>VJvOtC
zAEQJmV_!EzjLvSb&TfDnWfVWM034f@+>aR3^+%TRHYTsdy)4)*Up#{B?^BqApgR4*
zj<q#S*z@*g$T{%s#0TSoy}RW>KcnT9R8#ZAm(=mU(HoKdUp(w0LTu}9H~6JpD2&do
z?Q-%kEn63iBs-J!E<LtNB?rXE&{R9#s%DR6#}wNV1F?+;>v!9rz8MBTmI|t#j#ky*
z9FDNid-dA@{alN_TWBdhqnhR(Po0gl*oE`TmF0@v-Q6_&go5!wyzOb3*oPyirJudw
zAo^m9|KYE$*rMdc0S@Ig3Sx{fGl~a}q?^mWdTGuN-TgpZeQET{L*+h!;&^YU9%4x+
z$73TimvKvp$ecNE@Z=+8fgHe%_(2-0L@rjt0VHA@18qk<TBLMc&BS`2T-m8~GnCQo
zJuR{)^R~}*p5Ofg`y}-7_fK$fKsS3FvqX$#oDT8IZx8}2^{VYk!k3Ul>1@{kb|c}{
zLiv5}jnS0VqH1=#DGx5T+GtV!u++8u=Pt{R3=FCqF^O#u7)&xrNK1HgY@rUbNZ|(-
z5(}|}XE5k2rniy&E%+r3EB=j~Xc;jGNkw6v5Xt061ir^8HYeD(9YUyt%1YofjK&L0
z?gK)MD&z4nj0^g5SE^`g;qz%FCYk@tWfnukGjsfqLB+hS=nd8GD5o3Br3S=GSQGM4
zQ``9=A7#J3Tk!D-&7%GXZ*>S>_?gnRkN#r&&U}Di@JW1W?A}KoOe>9A!TD!VcRsQ^
zN>mC*t2yI}+1?#{e$Efqz|oQ^Ry^hL^Ihead+AmTDx~!O3wQPPPY78gq*{|9%2jWz
zo^82o90lJh(S-aefn*iD=|Q2R8;Z;V>Lec**GD|;=Z=hp)w*o)KWU;aH75F!9^^pv
zS~$a)ao@ZxNAlkoZwnrh^eo~R^L#XteL28b@}Cl(vrt~)TZBH`C0^rWbxEo|Zd;38
z;+@l|@yI`J=~$(*g@0Uc&j3?R=_dCzO0#@@W<x!+=z%pt&6*Yt4ob_C2OSeq&pX@d
z80D0Ed_KF3>%fGg5!DkvB5uD;0`O8sp|D9+Rk~%MZshc0Sr1~dQ!0U@SeDWn(P(l#
z9vL1Eq(+rAK{pr5riRD?s|=w+&hg742AwdoG<Suf0-Vja4?gQo<hH+qHVtWsu<rO~
zVK-Jku%1d4BJ2H-JF6NaC!-@?VNkxX0U4`@uaxhNSYHK3sBTa{&9SLA(PSQaY9R(X
z{K&tJ@KNl2{4>;L`Xq|{9%%3>WT7O(g{ZCX3HUnvf;M6+!OFA2UVDV1076y2eZi8b
z%DQUrMzu#Z1%@q(HpSrY-HXaJWW6TdmAfM_GMfGlbk}(q{@ZVj-Xs{WzkA*jv@ye{
zU_5y31755P`f&f<2;u&=RGl1e-G|&j=dkXG=R4krCL$*_qgl;AlkKk}L=5-$LG|Y5
z34>FAEdS<SHKxmoMPozto{5id6f)O{FQbs*1^s4|C{MLt!LDxWg;z$Oi=rd8bHy9a
zkLgS%T=eP4AQDy`j4yOizP`$=;~`7dVkH+g3lQOTnTbqM>-<`B)}xs^BPkP>%?@&8
zA#MO^fJH~S$UA3xA83<~Em9#;MEiaAm5j%71PL}0Y<3*Jk8cT^nzIjMR0_JSh7D@`
zv|jUl>+T|PlmH(Pha;UxEPIb!rOg(orF~+yNe4{k{q7RQRIM10zOifrf6E!`roep}
zbS+aXnhW)fnsKrtYzG)E7IrSZwe-qK?=8FogMHD`6DLtN=UB#+RQmU{wjC_2w~>P0
z&GqUPfqLXEzb10D2GRqrKW~A#z7wRE{X(Y23+QL1{0G1Q^BkORt&aZNItWgC#ys-Q
zC!wtF^1yyqU-KNj@I%_>8ugT?c3fEcDW3D~-~D@a8g(dx@y<H4=C^Y&y%@)zdh$d)
zeUZvuMTrSX7AuF?M+_bLkfdYl7J=6_lI-bryCU3&sMBD9L!$nBqy6_{tS;fHpbUd<
z?nr}53R%>Fbhkc}g*aI*x;`z_s3@C(3~!`s?FdWA)pl}rl9f=H{i4856tgVjI;X?U
zaEZN|#`UF=&fFnGUkRxd5X^B==8n^~JhJ~}zM8#a@_}lnj=zLYP_c*BP7(z<iO<Bh
zYxy_M694AKKX8d=(>0bQ%D=o|VH5}HVE5?|`LMyN*IOoSa2<GVdP%*ADQKC)`9Cg>
zDt={w$Ww0j7b0(qT9@B5?oh{@y}^%7#;8PYF!a8L<C-7uWQ5pdgz?=*OUBm>luq7B
z<TUn*<({KuAGnuC-=Mi4J}W8#XNj3$xUgMEHIGh+PawpjVNAN?7k?6&&q91Kl|_6z
z&}5DT|GtdJYi&?;p-N)Z2$c3U5AdmzXS9(%?BZnKjPdoisGAVBq*Z1Aq;YJR3$pP?
z2-E+WP^V@0$5S|5A}^)L#V5{W$v3vp?31Uc8sQpq$83(}XBM*NAqhPT+G(_@bI;P~
zBlv+{IydKLIcYtm<QuLXP@#@~?nKjtR?TICYGTXv`eH{@pSGx|>2hed1wJT@M!(GM
zFvt@^)yv?qc8sO&59PH|iKJSWFtRltgk~qY0w-FG#mCx;Hmxfo{F8hzf$JVCabl$N
z=-jX#n)^&63OSSmG6B>%|AJ-gOIQdd#-ky%X|RX5AzMIQ!|!ZM$`KPP47kj5)5HmN
z+}qLRL1_Z+PU!20GN>BIA4O5yz7_j4nNqvh;QjVzzd1a^@=ICsv`Wb*#QWq`p&{t<
z)O%RD|M*u=#Z%aFS4ZQEDy>5GP{}G(DCzLtPR6entEFV0!#^I(+Ngs<>Pig#RG0m_
z$2o$1z#(^#d;irflze*JsI?N+&B9*ts{3Ml&H&vD?QeG<Qk7~*`48$?e<~>iWxT$p
zSC{KCskIc=5Q}_VXlz~&MD?h-@hT-N-Q51qsw7-hl<;1+nJ*!6S_sXvueqohM@V66
zHiNPmZRrmFEy?h$wN|3eWt1oxhaNy4$sLami*GOYoGpTFf4PvC`jX9mOoDQzCUs)(
zn+LpJapUAT&A+N}YI9*-E@yp&O|^l{1qfxYP+upLWBziPlkZ<{P8y2ck}_q(j}2LG
z5J8zL-9=Xhee{w66(jc(7O27e=Yjjw@oG!GB}?u|OY4KC^S$_39;CQbZdOw4>iUh5
zp0n9}&KdS;qy<s&F!sgc2LQ+@Jv|QMp3XkEpN}P38(E_VKBE{X!cN-`C3mwNYk75@
zq-76s<?R+{^sl1RM(U=^ddLu&+Pi7~p3tPvv1c6i;r>gZ6-En?jnb4E!}}R1I(~BM
zoQs#+lw!TDVRs}^<+7Jy3)ED-1I)Ly_{u4;9@dsN)Mofld!r1LJkI>86YMJa!u4!(
zBYwpFCE*JRZ&U9Dp&C=A=82mUc6eXGNm}I}W;msNCh|%aWk!9b=Q1<cWoOzm*+x{(
z7wZr5%)&8a=-UwDzGJNAHoU<$w%=gx6NB_t97{5xYF#)MJev|_>$%Cx2Ws(XRIL92
zXm$`fK!*AJn^VvMgOl`&(y66V#b&;>94ya|)U8cz+26;juUmUmd;bU0#va8_$oMPY
zmyenG?J3Kj&<X@u?WMlJ%%(4yH>qq^OO9Os$jKa2E879Gp6DNZPuJ<r8XpV|L>QM&
zTrh`Kx%}197cF&hpi9#NqS?q@owyP>yn1`E-nq&LvG^Q47ufoJ^_pH|(%T|IsKlMT
zh&yW6UjS2;ZBA>`%mcM_AvezvG!m=Q_#l0l=ay~iJ}81C+GQ@Bx$Z(i)WKp$F*>d2
z32!WFIk(Q8!GOnNlj^O2z1<xZxiBQL)F>7o=}AJe*I|dSEvkQ#COKq_-3A0!_|=jy
zk>O@hUiaUU(}m{@)|LbUe7sQP>zC`EnihlWjv{V*PO}B=ZF<^7pSj~+;Su+E8UxdV
z_;@RyH!4{$L%x)3Ms^N<3#ZNr!7v4UFenTyfg#;))<;1yszlGc1mKw!3_IW9kW?7^
zU7dGgCbip-h}mJlEoJ3pxr+M8TwD2DD@lbqIDJ|De}E=R`Q&1W)7fg`Y*U@ARz6%`
zuX@UJCgsTcHPPVBNf&@?7Djgg270!mRSoxR(PFCi_lg`>C|%zfQvTwOHF}+qYQXF#
zsAyfC*JUj-F@5;rUWy{hGPWcDmvW@+rMle>F|0EM;Df32n(X1ch`bsES>{AA0ZNC-
z7C+)mG>>B06vN^IWlwMqdw<Y|7*l{`F`WwwWd?d9_3?|l3^F|Vg*2(ER^F5v&qFF^
zeaI>~b6;u|_>n8^8bRc+$3I~@bnT92Yp0wp!ewgv*IW56R9*4qQFS0^ZlX8s_V`Xq
zqM6>j^<oQb-{zIJ$Nh(<=Ewuzq+*?ybnjYnR(ue4AC8ulRQj5;cQ+t=0cEKt!&t|Q
zT0Ky{p(WJ6=CW;Yp$QW{9gvq4GQBrgP|NKO)FWK_%i}Xixf73RXlSuqr9d$VMzy8)
zR0lUnHmcqJbT>O>-Nh!GR=OAIqgNhylL5a^)U|ba|Lmbp_HUOKR&^Ps<nsw`s3)$u
zG$&Fe<nJN8T6EJeO{#HG)q2ETn9?~>7yrf=NVy*HCJSJd$0K!d+z(0d<3P%(*@dBr
z6wRzVEOXvgLgM}GwJudeCQ*#5$z#EhgDkRX1^JM%$DA4F0cQcg;j#H^y;Mm$>`+&Y
z0gWup{)KE4H5$hE`R}w4GFr^S8Uf<g6RY)$px7%silJ&SpW2~89s}PV&evLof8a%t
zs#{?{{w6N4DT48OC;PKZ*sFJQkO!?7I-NfMqi&fC^g4M)XINhoEYpG#ns!IG+LcT`
z4583*?T%e*EI8f4XDeo`-cR*{C*br2m;$vX|8Cs6-?JZWrtkTndFYn~+?97(&vwhC
zC|_ok9qv0{O-=N5rJ82Rl1vUbRui(HCz4Ec@50y2Fznr)>bp?xYi%FI{*TnWU6h(-
zp~tEkUBuS<jZ2|Y+8%gLPq~ey#=}r3N=pPL{(DU1D7$_Or<AT053%>2At~&rHW8`1
z0GqF8UHZc@u~8R4nz0Hy{j8;=;GQoUTRcj9yLWW1uT3>!c61Gr@%Rl+HK*p>+`gNG
z)y46ic3RS>t{aBM_yjy!E{kj6!B&oGQ@XOZ%1%5~I4`_&XctZq*$vOh_PA6}2$c7^
z^C)ET$bq`u>WDRSe@kSDJ{Qw=bGXGQp{g>n4W*1vhQz_=gTk9bAXSs)`zN33O!dBU
zks^JKETf$J4V!PKQy?D{cjIITM-zl5MkxkoLr~-<;|&((7Y|ABgWQD&Lm|)1ZwN<w
z*fw+sy`^eb?LR<>Xr_}lt>J^$YQj)elErUMJpsUd)yYWKbYxETgh+zHhY6a1W-RO`
ziR3U0sLQV!=_K<0E#pc(uIs|Fm%C8zg!Ar;<qWni9-Tx9QM5>ZZC^v`O8)c2lB%kd
zNmeG@jYU`rF6$BD5_zau>Xb*Pf4MrvR(n}T&_%VArZv^vV1?Ibt)io+T1ph|zJKxA
z4yw5Wr}3NG7(p_j;%hW%^t5*)_m!qN@SeSVi<LmD2=Z4(&*S-_Ka&QV<Cj2ooN`e(
z?<IKEE$k~NemG&YJcv%K+SSYFsp5mFc#B?*T~q?oM?P#M+M3bsr&v0p4pwUYa@N_-
z)rrpY5pm(>;>}luPd`Lw@N!m#IcTU_+^TzOw4x<t8fG(;GkT~HV!>|r?$_0?7h7fp
z=P62RH>3u&Dh}H!76*5(5~tp3Rww>YbnK&Sz0m!T0iy+7<zWRc(dk%moq6iTm-sx2
z<u(JG9mZNP>t;J#>F8I74iqzFC+y4>ITvZed#0G%V~XAL1zDGJ<B;t4QWeJ5G0)R*
zPMw7$NlIJ9OERG>hWx>@Ya#*xOmDfjUzOU(uE~{t6jbFmH748$(tq1&toEw#@-=^v
zk!AzXJhvu;*5$0Vm3t@-anK*ct)!6g`{+usUGKht>IxZl=^4vgWb?ZwoyG8H4&zDe
zRA@78T*Fi4H!5GhJEdW(mBy=~+kG?2O8jPts`{HzbH!o0uA6n<vir@RqmkrGSOni&
z%6rnbm?HpOrlOh*_sz>B1y>GZhnDxRTKDeJQJstT=0ffv!!YZ&mRX&RY(l}Xju+GB
z<&Ub9X3wHYZse3AG1e!t3Rw)&=;6zt>Kw~`ODcF1LZpeNIgqmNwDG=Y!f2)n6{+j7
zce(@x^ERZ=euSNVKrT`+i?c|atLks`&8)Lrj-CyP)escMvir%Zi?Wvo@};>u`lw?j
zf|09J{6(_}VcK7q>Y_Q<$&R4i#V@H1sidAJDY@Jel0t3UHzq5;4_%Nh$Z9h;6Y0=&
zz$^#LKVwrJ$BYAi$5*IA_|%a~HYwQg+i50FW7tGjlPqB1gHqA*MAi$m>A6(Kg&5wq
znqK{!cd|U7Emh1xO3mA2Q|^?+pRVauEcsr3SWRr*tzR%V6_HeKyLI(9IC})?lOqy&
zdlV;x08=Sw#icveTx`Sp(h0a0KEyu{X+4?x^HiI&m&#FAvnrn;Ym=1*uUcZbx?XH8
zIS^o)6^E3*E-zeD<KjuN=4<aU?BYr6Y;M8d)Y{G~YnT2C1^KN--HB$h)${D88Y-`!
zNF`+#&IIZSzm7%{<s{qxU#(125o3}@xM{%#D#}UCGg)<Mq(6~s0D`Dzf7F+};zRwT
z&%sa~q@GqEL1)Vx0LP9uv87*Qk&vVZ-~X+Unfta6%N|2AkjHg=Wc1g<ogMO%;i{*v
zqs3PheaS0!Mk0G&-{}7w6dR^a230TAg)_cS#6AWwzt20oDT$bF8`-Jub#%yj9~&S{
zf0uTUtj53RoOs9xDoxX+<bB}AR@|%^adNT4>x0t7l|8LV@u?mtyN+LWebq>dOoCT)
zfetNLilJ*zw%#;~Y=N~m?{k_Q-fI7bcl&p+&|!fmCU!S+Q`CrM0hQJG@A!S5vqX-E
z(l;)2_I>2}Sm@9=mdIr&rdR;Q`S0~xnyuFk<hIdyY;kR)yvda1T8m0S&GUwkkc2q>
zmT={<w)}2UTglw+09QAKyO)}xr|x)_s8~y?fmxARm=$U@5gp**K$uFgjLoFk*P8s>
zt0#HR*#=hB7>_*3c637NO9(LehE{4{^=F|vEkXH9WUurlR~h(mKJ(5u?=`n+&4i?5
zrXe|oyFokERf7E`HXZjeR|c#tubp_l=p8bb2F+rw5N#g92S|K^Non{rF;^8+Xqif7
z*Gg52EVI*G%MGb-S|G8rj=dcC!JHFj5z--k>)V=K&o}sZx~$bLT-MzzE;ZZQM#BUP
zyWwWDXMQeQ7#xhKwiBAQUgonPQ;Z@;%1T_WjeAYm+E?5rywxVB*2_(-^*RDmQMbe8
zJ>hb0p(uR{55=r6c{88?tD-DTEk9835we!?$inYY(y~;bUMu+GDaB+53Xpt=JsqAp
z1$GBX|BW&G4^S`vc=vwPTt%i&=Eq;g9LS2IsyS7gq;##ErPvPo8ympX5x8SR`unh9
z(qTSoull7qIW50!UalC#Dkz>tj(ZuVYZ0ln<D()p#PxaeZ~kS@XQ`-_*D=p-er|?L
zLA06vwjod#3ITo3anRWKM8_GbB?@K2v}n&LT>@NfvB#Os$qP<x^O!UHgz=k%VEp63
zOXqdLS)YoY%dJF{eWadmnOlk0;JL;A3!W(bKG~gx+6y7yD+u2|n$l@q7S8EG*O9Ma
zg96xcWi_fesz>r#J_*I$`<iT{1^eB`R@HjyN)Y9-FK<7mE8IgQu<w{F*5B?W6JA%w
z`DF?8)c$7J2JdPk*nvhfG=jPZ4CxpQ#*rp9orCVBwZ*6jDL8{pG2LISfb_29x`pIA
zcW4emvL6iHA8+Jh^>H5_rhg!(QKH<-p9i8Y`Ra7&HMOXlkKqV?@BHBv(qw%96&~|e
zo_sP&K5TQv5L~VB3Ar&OO>CViMD4&PzqI8P5`v$MQ{73)Qs4A?QtQ>F9BAn4Ypq+F
z#46&o{U%Q>FKM2%&phxwpKUVI<dBfT+pgNUmxi;sL!gcIZ5l&#Yvhir#4qgPTYPlQ
zh$;ydEOty8c$GPh&2M}|D!yBShxEN0ZHOO%YOnaUs`Zg_(&kndDcuC%owai-C$dXQ
zH)%<-7t%ORhs%y7?<CjC$-R_{Qy~H0(0a}nQ!BM2ESeSUK6MM*0L_h<OGLiXuaxTt
zpnc9}4UMkU^`V7UR(91v+QIt9RG@^jXqk-WVJ&s2tS%7h;$h5z_dN{H;Hu;2x71|-
zSTmv|kWT;MwmJ>U_T7#z%j8<(uD3jPH#UIWFmVsnloB9_f5}^kt(UHASR#p*jq*TH
zA8Vp+IAt!SBe}}bVO`Of8vo<y^{$;JHocvl^a&WQtd#N)t-%jsWHR+sgbaEJE-w;$
z`bb!qk$Lnn-lHBM`r_XK4U=@&p8>OWB}&|lz-MyQ3%~ejeK^HUPx#Mgtr#{A@5w6=
zN&%2o+hA?;o#w1K?C8k3MC;4TA^yi*+Unw=kU+ML5}t0VphQp&h36yG11u>U#tG`S
zrdX~|k$xP<_8n$#*OfZZ{&wFzT3i;gC?ocY<7IL&{GiF5sW~Q!-})<j+f+1wqH%o_
z0(Dr5vTmVwDZ1vI$|&YLk;3DMJLjp>G`TSCQsrxO!Op}>m)|@T9j&@`GVWGF9>+e|
zn$7X?<*s`H<*8FXT)w%l|8DX*aQ^r^5Q_-?5w?}ZW<O3Q+9AS}VCW^N=bU^ubPQxN
zzyCNj)Pfq*t73Alt-`J9K_R(ZN6Kv9l8FRluYjpq5M~W3j&9MCl;Y3C;N+t7o^4~G
zePbIx?ujvE!gscsRVywGlifd_kJHzXOUy#^6;vn?E1h_#wmbtP6}aCf*=J-L{Az_F
z9OG2&q@)G!tB_z>*N%o)S$>1<foc{T<6XsgRUn3_*=Qux_qL2?quWnjs!6|2X1JEG
z_p^|mE^7;M-`Bi!CD#W+x_>BXFm5fD@WpiqXu4?c->#&Irn7bDqM^`B0=cI6CFqux
ziuvQV(Gb|){hDjY^9Htpve<{3^gNoHw&^<iZW;$?)mc)`KO_!Jy<bf>*O)ZJK%u^6
zlR3vwzG}F0H3k=6`D$HY9Cf9*Fp_su1Oq^N0zPhb^8wG8ggHS~ovgIIrGF}#Fd*$F
z4<>?43>M=vS4&dQO&PxoX4$&%ZgYy;rEVhMf7?bgmb~Q_I8i5y<LX0KxP;W!g^!d1
z&4&IMs|-w{FY;~K{zlQwj}1mz@~T|+!=C2%Y&J0YqD>*B@%fpnIenbZj*@UTFR~kR
zQ=w>^(nMiXvc3L|I3pc~i(gz3MiLf46G1=$+6lO134MJV1)$<Nit$*3X@#*LvWV1?
zM(F=EPu|k!{dWD`a2?igsL}tioPL4em4^}3j{p4aj#6*ZEIf`p=I^ezTvK)7+OzrY
z`fMX7*<q?lrD#Ep@%%(<p!?5$=j`vO98z|yb*%~QBSAjWQ{Rc_iU{9#9fk#CR=7@o
zW7+4OSSEy;h%ZYUi$71~E5cgbQrA@X`%8kMO&#r&X_?&E-??!`d2~DY22mUwI&*Dp
z;<KHmw&dRfp+V-ca$!I(W~ZKnjV}2Sq!aXKCOZi>f}T6aA|auwV^xwhbDn^EE<F|+
zGraxnyAHeP?_or<qiGv)1o7)?mxEjDp#vPqBZk3RgGhg}?=qiqhecXdGv7&}wTkUt
z0iAz}iTk*qfSGo~V;<NwCIBPZ^b}V5(rR#MgbDXz>$%eF?RkXd`fBtEP}+j;?31s~
zLI$YLMy7S;D-sl>0~)`7ZTRrT?}fM3z{Utj+A+xNmh~5Bxi-vHDfg|3sq1U=U#*TD
z@xe=~#V!Q(K`p%+LwI_w_`JO;Rl6JoSWUd5=I`HS#R=X?R=2NTh{aCm4rratE&x^B
z7~}A;Erw^$L9WqnQWJwgZP1Xkhu$9qpC`FeEMNMu^2@s7$eFdmv^UeoN>#jns>x5y
zB6#I|>4xOfX*##k(byZS&UL(P;1iDj2H>R^M$zk8N}Ri>w!tOKjN`p9|9P+ex}3Zw
z9=gNC^eD~suRvAj7b4eA;h<UKB#T6mA#@~XPt6<RcSR0AkA3A_a2wGER9U_lneCJh
z7<jR!Wl8pKo4nsWXM;Dr^B*CPmyWfYztJNmY8x;oKKS}Tv{XJZUD3<xXhoQoh}~sk
zjK?Ki54Jo_j%2+u*Etook*sc2ZM2hQy?wLh*_w^^{hijQRZ2@wt9e*(3D3QzNG2x!
z+IkqaozYhJo=DehHY<+!IPM)~<rL~<_NsgA6w=}|cqP*sHsr%y9F$z1hPx`YShqAk
zs>a$vcu230-2}{~2XWy0o?FJzx~;1SpPHKLImXZ-Cj3Gi=%cx_Q$~K2>v}V46xj}~
zcDQq>TUy#U88Ebx%VmKxdg^pwdDkb~YJHTFXSzO%{aVHQmNaw4DB9wPjA8S<QfPW1
znJ%xnTZL?cxs=swkJ1eVwl<EY55$}%YdQJB*H^$@&1<CjjHY-SzSxYKFI3kI%{%3B
z_MDuo<t0(i-Xq?20yy2l&YGE2!wzE~TNHR<K$@C*#FhD4XBQXi(?}ItN9uX}7l5qm
z?2qZxq)y+_Vk2>Cpx>T5{T*5?Os6P97K|z9YM&>2vZKL*!60}`-eA>1k$X>1J{@`k
z2m$hx!a)7@Q3z6Pzc=ggocEP*(dkSQJCyN&=~JJ6p@pSp7@CP)2a3)67}b~*ToJ&~
z*N%uQ(wmP*dC&vd9EIF^<(lTSiY*$b24ug?okQ92HvmUqS!E+tUt0g;yzB(6=DGUR
zR!;i#IDZvAuabO=RyHo{tdZ8i;o2gc5r5XYGR@a{FFo<TA0Sp&M?x|jZ6c5_onP<M
zw8}Lh>O+#Nr!xdgJX>v>t{nC<Qr5pq;T088Mhjst7DN5_c<tz$a#B<I<cv16NJhNQ
zBh>9Iv1Y{{^2rn4`|a`A+rYf%FYJBfP8N;7l=8h|;Vc0o8<|=Gb56uVH28K9IOcp(
zE&?h&Z;I<DRX4a$VGyv8wudYdsF~LpXa3o+Sid?j7|?vO3Z;nu`M*6ugu-LbBR;>c
zBVEtL=i2&Por|^rS~$jPBl6s6!Ta^gON+jVZ$2G>-<2dd`)yAGj*{Ew<Z=t+A7iOZ
z??b`gdbiHaSUXK!85Pqdd&!SLt8_W$?-}GumLw~1q8lq}f0}GREjGHU|AerASY61x
z-6CCY;LIRP6p+SSc`d#g&DxU2E3em-{oCyFH{6gUacr}lMxJ|i=6zD_fDg#aVo)lV
z>>=+`sq6OA#nuXXfoZD<e`_U10l<bMLylm;-edq+I`D;8E<EMmt`-5e6jGgaJ+WMM
z>t71ie}JwVr{_lz<Hl&h(!L+%6aTjij>50HjjN?uCPUe{<XD?|prON^g!h}RLDoOW
z?6zR%-`T%U5nJ9(t-LOOy0j878tVEK`tJFhP`SVVKLCZ&VAUBq+%^OacHFpu$65IF
z7S0$gI3q=B_B-l)Em#6{M=8o8)6i_4JB4a~MojRL)(a<OR86;ikD4EF$AJh0AF|H9
zZ`a7grCblLtDITW(!eiO|E}ty?CMrY?V|pKh=+|@rGR)qLXrn=RSMx-9==-5QvzqP
z^9|IsmVqnyZ!JD?n=KgFs_{J!PuTCfe;xZYY=ntN0x<8W!$8gWP4V6WL5lvjRPaK~
zHW`Ak6jKt>TdKRBDh|UlD;vXfpNF+1#b;HeA?G2CYs3;QT}8R<<SXEEfDL}#o&2tr
zP&-*hi58BeBo(Tjx^ZV*?jnHxP=2wBuY%=}@gJaK7_Co{{@`xU_&~=BNgU@h#Jcwg
z<yMG^1Q+tHr#xdJaY|HPvQ!>6e;!O{QMCf#{^hp1u!yAK+xLe8KMAQy=5Y?8`Tn5}
z#j&!#IeKLx-<e7^Oc#WjH79s7ZWTOON0tRXd82-=D_C#5+hQ^1>lh}Hjdg1%ld0tr
zI$S2zY8ZnAdm6Gx|7C2RC8llaoqjfo$_BD);hLPbT*fd`suCd94ncQrZOtGe?n_ck
z23w)L&4!xRDH1GD8u<jnoD0be>*9J;$dA}?V@oQxQqBW)shxKfE&aIH;B?{|{9*HK
z)X4hf;J%^%pnpxl5URoJRdR|$(iM^ZT}9Z&!q**D38A5Tz{bBb{KZi&V*ioQ5$1t|
z(KU5LRFjva)h{%;R<gwa-wa3j*b-XQxO?@_1#!pfuW!Y$SQ={{gU$F!msxc>9s3&L
z{R)Nuo8Z!@sNV08_8XqMAxBb2P7_x12ysn%{{!FhPECL2-a!N)q+BFmI0IfNk<LQF
ze=mQrQknQ9_!IXJ{p%?GQ!68jBR}>pFym?OKOl$si?1{qQ;SutlDy;cTH%Z?`;)Vq
ze~^sOg>MrrMO>A-@<!elp9k}7%%)gL|A4ZUh6O?m|17+WfGodCy(6!38oy;W+*f@0
zZH-&<?x6X08Mb#Bsy@G{n)8xrEcx}3e5vQ^1}i5^q7dLR(rhW%+{0DTHK305H(DC>
zr}|Hzv93|5P7A`e5t3yhQw5a8t#F)YPVgU8#Hi8Qk3X!J%CYO<{+<Kzk{8l7Z)k`o
z+3+^(<!Wb*V)~?kSRbHA8z4<Xx_+^v8wi|H-ymnz0rb$h%3i$GA*vlJQ#E%<T<65&
z5yy7dM!iSzJy-w0LUzU(J(bhzT&#^*j~F0<db)lSi8b#Qzk**YPsNevT6$8jgguj8
zsz+P6)fTTEhUBAhJZ&@ELVSQj>;?MYuBrD18ZR{Ht*S3N7wt}}lCA|_ozBl%u?=jr
zq5AH@5+mg8MGG}W5+}Oz!T4R>vDt250Vz^g3EhDNMpDJlbp_wf8>UbBZ|p3bt6u{c
z7TeFM!Na4(J~a5a6f_Lt)4&MYYK7+y%e#k%jA*yzW8V07P*l7_w|Vm00IN~Pvbd1b
z4g9PqDF8QF)?2rUFvzbXH?nrZo!6Bthy^`eD+iIDNYv35_ldXqkBUw4Q(L*YusX35
zn-xmn43e=wkE1_?z=c~C;2j+B-b#zXzF@7rDYTRkC90&i>6CNh@rqXYR=~9Yij3?%
z8Z{yF1c$e-5q5j4`B|;Q1H^|OGh}UiLDc@g>&)SH@&9y<+FDhmzi~e9e5)7nj$~r%
zSO{<pI(#LP=shFg4WyLbI8lZ+r667L=hVu_Iltx>_`#P4Jbr4hB`wxnG}$YVNTTo7
z4uHOleP+Tld(7hsVZRGzYKJ>FIsO}LaQ8s}ioY2FeWjtdyN~k2)_xz!E{zfzYU|yp
z0vphT_yLpQzeWDVi)j15ahIJq_O#7V`I77tdW7`*!mEIm1m2Yq^kD54k{>7X(vw>9
z?ttv}4;W{1OF55B%8ZA(E2G@^rH&gz*vE<>-*_V7#Ue}=TeOj?0BRqPjh8qAtz{a2
zB*?N`4+_$Tf8faH5+|&b4Tnq(lG)D=P9&zQW=;Rh$0~)W4hA@FL1um^nS8Y#6XZtu
z8D;Xd#C`%;ow|&nx3L;jIMUlU`kLck+_0|@doHBo*$lk+KNv&Pb(AG+y%g>z+{$(e
zY>eMB2g3|27o#NDZ5w?(o));*r1{OB{k#Xa+HwD$G>y-)s%-y101rX%zKYdJy^P#a
z+^KMj8j!7qJ?bbDC}Sk~lDY0dt5()xb@OH*XR*ah@>^Pf7X`WuRXP2XN{3cajt7&H
zxE}ui{;IN(%%cbf-#{wt6Gp%s<oa_~Hvlr&0<)DzwT&Z98S5OrV8}T9YfMb2fM%+^
zo7)Np=}%jBW0G(yIcvG1R@krt$TE4Q5hytzQZLFX8Kybfyw*uKqA9eC40f-}P^^qH
zSemNSi1~Aq>BT9L<c}((XSG)$JjAbbr{x4^-lm0y%;!H!qZ}^Zcw_Ucffh8!6iFqZ
z)xn&T#%bvI7|-ifWR#D)`c-LeQZ8kb{RU`IxH(w8b1YG(%tlXYs0LU_QwS=dx`so%
zD}7p|NlnWI94M_6IZ-_KEj7WFKt&)_4IE(ZBQ5V&BZMm9N9j^5N}RSyJ*s(<*nGD$
zgbeNhIA1|pv5AU+fe=zMs*T<KDXSq~wK9{C(y=*L3(3i>>8@i|A;~_%td^2&jo=SK
zS+{a6v+W$8VNRTG>?zAaXTL;TBzQjcTuNM-B{)&<QKRoUD1RK(Hx`jxP99RkFYxDz
z*+nBZ+bU`cCCFypQW4JXYAqVgnO;a-H#pq=KU&w8F+5@~D{^C^)r)IFr~rsYqp+<#
zt)XK-XLoZR?%r?=mp25c{t=8C&GUrvtZ_y<<AGg$#gg16*I=kBtPsNt;wX`L?}{N=
zSRE&E63Bg+Mu3JRuQZUy9-O6AZjkk3TS7Ed?e(mSwvW#xaKu(Io13w#ib~`%OOv>!
z;(c*ZwWO1P#R4y&sXpBr97v^)qSMRX&5tV3s&*{Zs!b5=%FS(U2<8zf_dI_($G@}t
zM7z>3o{QSL7LCz>lN*m*R8nctpP$Sw=lDiH!nB0cUCiYRs~mjrT|<rIAf5&*Urw=&
zQD&6ohefRyw2c(J!<FX)6_Xs(T->t9x;Te==;w2eh8(=C){^a`UP7w&{{T6vkxeDt
z#@v#=)oR~Gf>rZwB$3ajBDAe-VvOP_zyh&zgjSoIC`wz8w6+j{NX1+wc9Xb$Dh7$z
z^x~e0wAU=1^|-4~m02NHGbc4>I5UAyi3#n2Q}BYkyiP60L@YiRo8FKr2*m}!sNO&Y
zK!x487!~2x#Xf69^<hmUTvM8YNCQe3^(LoI7MNIx25Zy7b6;}`$va$90*cMlF2qnV
z?^dp6RUJla7UT)#1A+y6RAF~^Wm2MABO2wUxqdOWrnFUogAk;Ow$?J9R18ukn=3Y1
z@rv$sBWoP$61~l9R#t<|Z~-+|J72ckHe3V-qWd(b<TAE9;;-4;tO`Isi8aja8??=p
z<)cF+)7Bw`V}a>W$7-^jg>oucQdwUMFjXCKP7W<VRm(B!OPSk!N#>2gbl4TRi9z~R
zgtI^}pi`rpcU2_RqHb_gZDlD;xXuq^291@1p#W6N5XUDpff`vekC)b`RSD=T3YFs>
zI+UAz2(lwm5r%y#b;$#80Gg}hlPQ#zC$iO$2wqRjYmXTysNHT=CgjI9HXd=uTBzw9
zaqiq()YYOgm^GPmA>=+l_NRg7lND(wgwlTOlsMwK^0OJqRNQLx*Ge+E;-iVrP;e{U
zrnyngDJc*&)R2rg3VkZwjl;8KuoaJVjV;c1lUHroU{YL~(otNbsXLtt-6&idV3H{f
zb293?CddVs)7G{0>%^4|lf)oV({*#oi;B6tYV$i2+)Er_kTLFRlT0S#J4dZi)-Pds
z$CEbY9-S*bJy}%#@Dc~5Z3->M=5wg8V{xtpyi9YP3g)h_TIN!qahiS3q|+;Ggzfb;
zR?=igCI0}GbW^9xtK8?D@1Z13JZA`4A*&B^@uoKO>S`G;H$TWImQstk#%k?-(KoPy
zLnDI5wQV9ZU<$)oRKDimR?Uu~Zde4}Q&BXuE)8E(Ry#nQ6cbkMt$f$Ssy5bl_NfiE
zB4h7b_7b}QS~3Z)DxB$EoiTB}k!CvxlkO%5dM+YgB&w*ZB1suY^6}|PB4VH#<mQ$A
z<7KXi7>Q;#XJF6LtgXBDP(FgR3`(byPbvVd9ahAmjBA7|!35QK?IT0x4ZF{5R=moD
z5^A&&rt`&X8R%yyd&FrB?UE2<-ms>#j%(K36gWJZ>xT=p3d_FJt=Kcl<#XH`Db=&o
zbBeJZpQj=zV!+i6UU^`*l*NSrb?;YgirYoD7Rq{)O}c3AVljxz6V|kgeD`{g+HtZt
zSaliXmlC_P6UQ~zM4F4+Cg~zr@%KRI6x7k6QMkqfcBEJ}2wb#LZcf=X(Nd&m@aSa~
zDDHLoGVRh}7{}iK0MLyTx;c>PP?<mv^JEYAjTPfm_}{7BAB7%k@i}*Rme>K4_BHMP
z+t(`vqjhdQ1$Ms>&>s;%$CLI&ANc#%J!fqt%%M?Fxy5}}4yP^_9*2vFSFIv6v-v@G
z#(F5^nzsrqvBE+(_br2p+KWt%$|F3|e(?R#nxxSAl4NpEVTzw_ru>1y$8n1a2=~h&
zEP24s6wnhtDEvwP0P9t>vMMs;9)lE(77jD~#ZNj15*+6M4E|L#QJm$t_Q9#5fHA>g
z`GZe*mNUW09>Sr`Y=>fGc;b&IuVIoY1g{~^0*_pSP>0#hKRk+-E%P=zeQOr2t1U~R
zDr_0s8Dr~;k~kNBT>R&@PZXtMhl7m$1w!+&;t~*dY#i2ly^R%?<d=}CU4hjX_?Y6U
zA1>eJg-bE&+f6)!A<T|WJzM-}2nQe!(zS}RvlO+}A~7Q`E>Gf3IV29laR7Q`Q%p|H
zm&%W!6yVC8F`r%E<5cWMsg{fW=&VbO@J=chXziiFW4!m~pf@|dRXO|ts2&MseD?Yp
zQHOE4k-UOO>&M~!MM{pV_f%uoAN_i%Jc8ei*>6q8slCaQ@3+h8#dIihEeyG=&BK0U
zTqAAzWL9nFp}656EPLnw0IgZ_PFw^<!1_}84Z$PyG~-4w)rrnh&_?H$VUzTx?IiKr
zy-1KWjmZFgMMXX3je`+!a*9W8r}V8H)OQktU_k?q=4wdcXFT+(E8?9I-v;AuJCthC
zvDGZK2PtbV@}nn=e=%8mc)b%e_DyQZmehOxU;TP`w^ipqsTC^_yaAK#{{ZW#BxmRW
z=j%dklG;MEg&1B>;ZA`bL&B5v6&z6)Ab(oewzp*f3<dANr8y{}Ek(ABFBm!eYeFHM
zDlP|pl-S|R;1ANTs1Yxz{A-4!?sP&Tn2C=Ya6X-CFDbBaa0k><OK`+vf%#Q@$tF~O
zJb(4-BNx=s&2%7X8cDftlpJF<yJG_RVBi9Nm5dW)fB<;<)`V9@6y>^f8K+e?tc6M0
z-H+5>8*#CIXFYhVd>LQ=0Iq7&DV{>|DFd*_{{UX67S4;i%i6yA6yVeqx{gWB`4HQ}
zsCgM4oK?@ZG(!=pui^gy*Qjt*a(`Nq2ogcL*a7c@Q!71LQPV_A8_#vbk~TdCMO^zT
zss&M#-zJ}70_2=wN3~vZsyO1gXHw3{>4Yw>%E=s1Al$%X&{j^Tsr=qmxF8O#gHq}j
zYG2Ajli#IKTWGVoQ}cRawWS5|NXo3=!x7dkDRSFMW89NlDGu?6BB)!2bG9_Xj{Me?
zP>?|+`;uyFOH!#V3F5X$*X08q!kH}lTVOkJ)YMm3URel->S};9&cpy!JF)6(DAR9Q
z6IP@6AWtpjwl*`i&*Iz3YQ?#^5=!1wWG`-&dV5v~N#RF&rS>;-@~_M5#dT7QBdN_Q
zQtCku$(Aa2el;YL%P0ZM6&<t3@~Mm~0_B(U6$48ot+h_k?V8%@>K18OSln&_j~<*>
zf+=7Mjic#RA%ZYQLpxT2M8_X4KPt+kk+nFCb|4%A$MLEoPoDO2WFceE<6Eg}0t}vM
zepr_Z3H<97R^JJ?vcBVOB8J8tiHfOzdn1jJ4Ckrj0a8g6lVzBNLDwd@ZAVwSYxYYc
zltX|Ra8IuWu8l8gEA<sg@~a&L#bQmwZf~#u09vWF-PSV@NXMxF)oV-3$yfa<P|kma
z7XW^hCD|bcNcS99N`;-7&naJGE4#UFaI(tm2VsyZ7+geh1~KnMM9ASnfIFVGXhFU}
z7bo+rbc(T^n|B`_(o2OXS&!1B`y)(nqX*bljjo*z(9%eef$C~>c+~lJ#5b#8Rt}=S
zx?i)t=46^}y`{O9clo;tj?(BPL`H`mrySLb=!}!3OvTAPFn`9hBeGb~1p(jCQ0A0<
z?L(69Lbb1+?YTlA>yo_x06KZFlJarBMqoaot)wl{z#iOIm84O|Gsb<Z8P(<08bY1)
zV{B}a(GJmqYeq1~uSya=a(YzN!8y4*v$8Qs5x#J7R7mnkcW$+QMpeKh4Acz*x!gwY
ztxBk)xt&RLiApQKHcS9Wsh(#lL})YHH0fG6o6z^5PC>|s0qV!CZFKcW!<nrl%70^?
zM%?F<=~D|LsfH)>t6|y3<|-)PxZra`sU~d*qP$i~)TsPwbhiq47^&1@d80Wso113J
zDGlKTSC!cPJ?hZ_eQAXQFeZ{?Xo@(C4B$~TF>U$zt5^Va#Z{6oF^|p1wKXfSwuWTV
zGd{>c0D5Mi{?7B58A<;DKZR?oDG2G!Chgo~6|$>ugogz8D??`$xc%74{3%&kj!8dC
zbgUy74bRrI=D86ZmL&cZ<9TXJYC0N`L{B}bC4Vdv*Vt8iONnL!f}*X-32*>44O!}1
zcUl$JcV)>0RSUbRSQLR=x2OiSS|milBQ+9Rs0674@~VuYwXrTOl`NqlL7k5O077eB
z1bD!~tZ71qW9G3wgEZB@^02G8nkN@MP(`TdZabuENX2K%eYYejHC3+Jzt$-O&~sGo
zXKkeY#rMT1QtlF;VQ#fajzQXs{(Y*VT_l8-+TUDOZN<V$cE^_WBmV%`PKo6En-~v#
z*J`GcFmi30Yc}TTpFp*-V;S<p5Jr7-Sa2|p8**FM{EE;?u8M#Z<KGpHMST%)eNCe}
zAmgn<(zEl@sYG9R4mtL%7L_23VK*A*apg8rxh1+5<kXJ>vH6MoGfakZ>No(N)jm~v
zuqLu?+@-MrjUorjLQmGSE?{FRnob9yt!I)}KOt2WQgG<ooO#6d>?=q%n5318k%Hsp
zTn}7S5=3KTBRd>+t48acr2uZisOm4}fYLYs_TsmUTV_(Vi_kRAxk9R^x$9RC-2gUC
zV%X{t$l^YBiq_sFz<~}snu)=usZf$=W82(IAOVq6y<3XPIEZcAnwSKIcBVIalTn@U
zU`aCWH4g7Y%F$|EZJ=Y5R3@~JOpV(!)QXDpP_wgyv(LUx$_-@2tO+tqZb|<DKDDJf
zQ?=0(oOWg7XK!vxA>6~cs<T|rCP9>{`%_KeCnPpcYPW9!%z@obdjng1I>^TS+C+%~
z5qzg7)YO)c$_XtmCanu!FyYr~(<CrjoGwl(dGDetmfEo-vW>FN>}wMK?#j|djyx78
z+O1#S&ol-&0o-`{R%{v!Y(v}`B$Kat+MH6>Y{sOd-Jp%@X)W3nCg2i#X0)u+EAsLy
zCd*HX2HZ{uU`=#(>Z=d}xob4GH>8`~PcI9TRkn@zUQTMo%islGric^_R~<@@5V@UH
zs!c$d2E+rsM=9fqd!3^-U7sh~zHb#*TQkz93oQmJvp+p5U~$r#9Xrw~4EP-@hCc4b
zj_k4y22EF%Offri#}#8AEkQFXq0d_SEEUt(;KbhAGb-{@7lW2HHI26Dx5zS0RJwts
zmm!E1sc!Md3a0FkE8LT`ERK9U9q%Ds6ea?Shsxt504iB0jy_n5sWs>*O6L`vRGHM;
z5oF&XR6=pwRcoicGKk=fg7+q@Sl(e+w-qYfM|pANEQ+M^PI;?x<khW=X48$6A7(dU
zTO()Q_o-$frNm@qdW>^ZhPJj{yOn<)wL$KMtlMSVzC(~jaZ#)7YBq>;oDxj3>LZLi
zgKyHRwbC|7#TODRstl8GJ5~f&CT(CxljSMuGtGC?r_7sUsMJ=6VFUi{bHJsXJcI-|
z9nEI6@<$>^0pRrw(x!&y;hzRCsqJ2MOgy7LbSGJI@-p%+0NhD5{=KQOwnsS6r73U^
zHRn`Plho^jjAAL|;<^2H^g%Mhzun2jXkTAV7%6WFE#2Fou2T6Xo<^Ec$vm3%a{MHe
zx#n`>Dye(1B56Y%#p=Wg@}Xc((cZH13C1uz>qgzvV#FUA>x%Z|th6~|^&^dx+-(51
zD7s%cw(<wHXxrMs2qk$Zy$wCAZbK$dt!K}!hN?PhRJO5#0<yajdf?S9V*InLXv83^
z*LsvicEW(x1>3CB7ITBx3euEZrOhH{(pE&0YADcoNfLwIk6N!7SphAa`&11dATKo}
zXJ-bwIZ|2~UA@Pbk<P)>(x#5baLYd0WO6FDMhP{328r>%twh^f4J61?&_D~4NEHRd
zqE0&s)t*K2_Nw))i-ltRE(J^--k~Ix!~~3B3eeM+X*pV|ihvAqYoXFCJjle3!;{jA
zvr&lPuFV?@25_!M0rsuvU<d{U5JVO=P&-wTgdEq8Qmd0a7)3=27m8~!QSz>771~am
zEjXron&PR5P}6biCGL=&go5aIQnHf2dZpT+bNbY6woW@yOA#uL$q?e>)X$lY4mrn4
zNMW39Wl%}&R$QR@LTBEx^=(p15{`?XY~WX;9%*S4noZo>RCSN%z&-0HT$U?qUCcpt
zI8mNWXB|pQn?hP<-oraVta;$oZzV=%`B$cDso~#0H05BaQcYSY*|D>GtUCgU*A=lO
z5L-jL&{P(2ymo3F{J?WfxRyJB0bQ!2oSwAhCn;&Mq*o%fjEkFzB)JV6HqdJHH=bz`
zhTMCPO2*YMq*gIo#sKNN6-LP4Td`<}+<KE;KFgXnGv?)Irda;~$DDtU^P;NgFD#lZ
zyH0Z<-MEkUjTPk0T1_3%cS)Roj&0?+@dODPXZ;y+c;n`3%(b-^m}yt#UdlSxUE({)
zt+fclCRoG{eX?toym>FB2LU4;2NmvNrzuj5c1N97F^t^0jd`B_ZN&L-r`MXYvaP&i
zK^bR1#NYm^WwpF<sQF93(BiMGWrxgh?UE|zD6Kjfq~5(sP{Q(j(l&o1ODZZKln_4=
zRvdGHa0h-Ww4^EHC-9`5*rcq8%d&z2{eQ-yIVU|&&{My8A;RbN6=o<E7jv-BrbS)S
zGfBv;9lWjc5wv{>tBaKw679!q{{Z!<+@rB4>HZZW%N$5qfoANdBBD*RNWmhr0L{q<
z--<#{L{rDHr{Sey%s?KTRMFY)UBGecfk!f1mCD}5LK%n$aXy(fF3pR{A54mzsz46o
zf_ngJtf8cAm%{pP{{R{jxLU&C$av%M{{RD3E>)EL(sAest8m)9=LmMF>fBVbM{8pV
zC-;*coE|Cjr0j|1ZC#lxOfl|d#zz?=pVFvHb2IQ83+z9_r@Of_oV>q5x~dPG?ygU+
z1$Dt`c3~&2kqa|tzv4|dX=8$OR?^Mb^gn<#b{jyvo-yzKHBzdO<4wKFklMK%Ml<+T
zsBGImF#Rg>g+#!|<BCw3<S6`wbIPk`$|)R=jP-G&>FW)<l$uVY9#mJ5Uh5Ow%FOb!
zl6sR}Kg1i?eP-?=ct+YWTnikU^D$Lj>~_+EO6BCckbK!VuKxhQo+h<|LuGIRyrcw^
z(E1wlM1IvZw8k0L)Zl}~b3&_xxsjylsm90AWNvH>XYi*Oly(e$pZ$8z@V(@k#))rn
zC@Ch;8$ZSG_}4=ns)5MK{0)0bs&P#oQ-h0Xk=enP1-M^)iqdCN!6WE8o+>1WuK*GF
z8ki<JAJ6{))mcs5+_<YEc+ieUKS~O@JfG)D7ze9o@~KrabB;chj>fA}CsL`#Nj~PI
zS9SSEU%=JeWZ`=LG=?bS8In$Y0Tgo;$=Ir}wtnf)(yR!i1E>^>DwFal`r@vQu|v42
zEPI^P%1o%FEKtP~hHsg_3Wj;it&VUy3{zTZAL;d^-{tbd^c4y^-IXbHL}gu%BLnfP
z5TM3z2=ykYwC?hf0rnWHOKm*yW!->1vPD$1T9Frhi4LT~Pbw@Nbt4o#<0_KubJzfC
zl#VQ)%7qo&^<sKeSsqq!T!P2YQ;j6`2T`rbOR;jq<36UXTU)fpjAOYts3eJP<5!YJ
z+<GV{HM6G0DTQ8KC_TH<t2G$i4xAg7q}JBE0L5D>ag5@bG|L*{FilstneHXQ2LsR=
z;(XHgnb*x2`>2)eLmZw>G=Ph>Q*(VP%&xG+WRb9=-m)7~50M@{x>JIbf=)3bylspG
zq~!kq2+c9B{FDWdBIAHhCZUxKa{2Qdzh$WQHPnHhAa)rw)S|7a%;fK(46h~p#Qy*f
zU@=zh^!<sr-~m=)v_xFz@-;V<WEjTOA4*cI(QHzs)s>@}V?6*Ljapl{w&bwSpfyrx
zqlYYb9<`Y*>1Np%PhM##DTALOuJ_=`5;525Q<iO<kUeWI2&HfJY6<SlYI}hqTQq7n
zIT+&<oE7YfQ+B&C^{*6KTE`{4O!Cdsj)2!CV>Pbkl6k*;#GRw1Cbw-ZoxzQiZ*EU~
zRysi=HhO+F>`<Wv4LY1PDoM*zv$namL6GA<!kaXWG29%1^)=2}Ln}%E;0~s@1FU22
zJCWD}#VJxzdI?VZlSajR{$y3VR&gL;p}!CCteb0zZZ3})MeUPY33?*|c8{qdvYcAb
zsL4G`>XJ&~ov=LyYIk{o*%K;zo}=`viS-A@*pTG+0<Bn!nMmP@Je=mSaI(88Pg^4L
zT65-0Cg%0Pt1-+X`6D<cqmtL<{rt>0`=HZpV^nfNXCAn$o~YGbGfvjtNsd^MJ?lyv
zRgC1EnyYIhjzXf~dg87;Qn0{pt#H(ny{>ev71FsgN{PWaK7yk!GlSAG^vS3|@{U-8
z>?tL<O_^pR(O0ct<0kDB7g@iHK_n$)T!QD+nvzR~QG@_DziNPQU<n0t&>ppFI8jr3
z{<Pd9yojZFH)4>pcW*J6mOSQ_-J$*x<aa%)+dDBNjgb$`)H8t50EvN|<GHI<F6>)^
z`z3X2iJ0#BR;@!DgMbD-YFl{UW?uu^l53QNa6vxQ+?#et=!|()*)}jaG@O%FlHsHu
zbdPgVN4%aoR&F-j(L3x<vXPeqs1)!>6&sB5d8rv6C9%mBA$3tv4aD>SR8np&wLz=3
z#d0~MF61plj?tVRNvTd@1hK_cc?_R*2`9O&qL#!m&e(~|b@w$^<!v*$oDw<#O-o#5
zpCtWg@(iCWYxvViC%G=~p;{Z#vK^>M>^Q5fe8N4<0*aO^M1n3xTByFB_bzua3-zkJ
zB*keUOZg=~BxS!klu3CYAca9v!xT27%0$a|I2AIfZdq|s<hmiKzO2la791%A{uK;X
za_`(&0a_Eb);a#QN=xX|fyt|jlUfqeB`zUSK-}J>Rz2;(l~_5*J-Mjo)sjaj1_pYZ
ze~nao$afG4KTOu}rq-r%n%ELWkA#UwzZB-UX&W1NA7CoKm>lxhU-Ru!K{S4FKyow9
zZDJEOty$3l*ax`=uL)hq$-w&6XTG*bg09i;#VmI*g!wsRT+KJFjT1=I1yOxl-xTD5
zr1_daqOjz>5g*=4bLmr?$MS{<9{H(sq*t^?tkR{j6S<F}=8J2P<EhE@u72-T*q{Qe
zeN9H1oR|d}cY4(<J7`|nCUw%xk;jtNk9T)*Jc1|=(0kxkL+W=d<L3?Q?OH$DV8w+$
zH?Aqhi-(w<Wg^TL@!GJGX`SEDR%WX|pEEIuim%-q)XS(897H51x$RY@xL0hr`~VfC
zBGj(MDJHBzrCMBFNMC74$E|girLE%;<x~#1tg8#$sE!+UKIGQ8fx_>8KBls-CnsiI
zG?Ka|Hy_+w`_?`5cegUO$4L0V&nBbPul%F3Ilw;0nu|;mOL68(r*C52O(;|4T*93B
zpD9(eHv}}-4D5M4Rm*)eeb6}ft@O7Njm!Y2rJ^Heno`8KqhnN2Lf*nCc_^j5aaNHA
z?mGVfDtyu`d8%J-c0ap^Aa^FR_ou0T>~t?VNYu2BD>6k}i4MWIdh=9n&CT7?`K4AR
z>Y&!0wav6j0d!n+=CtH+SKX1#%<MKTI|nBKRI`nd?Ttq2va&p<<-kMV)}}C^#!u&2
zIlJmwinfMzm7_7;Aj!>bB85T4LYq|JQ{G*q3={OM=O;EjAg)Dp<ZT$nY4KnIimv&V
zO~;_Al%CbiiTEsXQ=c_nVe;~|R#pnWm2sCVn$Nnod6#cN-o9fM7Nv99rDwSqbSDMs
z{0cBJR2C>L*X{ztxvLOPAJ|ttDJaV9)}p%5y5|eUR+25uq>P%hFhI>I#_IZvBhu%a
zQWurkpDHSFMN+%DXrX3E`Ne8VsLhj{)^+?3Bzq$uA5&hXHk(%_TWE8#J?!pX@&N74
zSDNx+9?UTV&{s_!oE9Kl=RNUNZ|tP<w!pwQ(z_#8E!xK{p!Ye*?q?$zVVbpX8e7V@
z5Xk;`Iow!rNNnC01<vepMre{ti^dVh3L-D}M_S#q_SoiW-&0Z@YV?w?98$6SryV~k
zWVXgK*SAwMIppVnK9tK_NuoiQRX*mS)?QyJQ_c(zP%D}=pr`I6u5>o}Z!Jc?p(N4>
z?ZIF=oK~fqED9xf5FdJjNrnWqjBd=Qk^rs5SPKLYmuz?GO043vNT@!ojfPpL`Qs6R
z>xzn2xs8jN`gRqgxgw0@B9B2?b2N`Ge}H>qHOmI1_9{(uC5up*$NHbd)aLS3UDA|A
z{{UoWv7|RL++Z+N^c`u}&m>mhZQOn8{;vkrkx^|TJzG-q6KqVtcRec*O)E$N<$Vn{
z;^*eW_4cMibg{PLxjyE*;ZKq_Nad81cP+K6Pv`*lr$!-w;NY;NT}bR9V;S|TWnNZ2
za%rU}qYW0Q(w9;IVHAE9n{Z^585j^MXzbZWTO3puvJWR{I27Wdo`ESoq%hAESuVSe
zy-}USvX%n^qIc&2)XM{G+}%AZp(M32a=wEWO_dwDbHV1FAmjisL`XM$#;eRchr<~>
zm&H!9ZEg)Q-ZeO0YBxFiqM_@!_AdRmXvQ*W@gcZwP673*FheYl#AMc_5Xue;;QCf_
zw00bB$D0IPd2N&JT?UbA%E&pROS3=$c=BtZf;3EFK&}e)^yND!(dx<3c8Z0=w4F}T
zRvFcPzLdlaK`b$oUR_$ei_GYhIrJ4*0+i;8jipe<3t-om%I5Sox`Nbk+T(6BQIsLR
zQN<`Khwo!FzGxi*B=@e2JgUKa$cZ>NqZ+|kc7e~*vNcN~Ay8K}w#0$=vG`L#_uNOV
zc2dRr-st57)}}?Knvs<zAJVPM3XFd5ABA0M2p=ybRBJ4SNs)LpQ^kAsdxEF#-5HNL
zKf6x7I#oIC<X%R8m9HFeEQNqvlS?d#kT|ZW)V9dalKY(bj5_&Z47aUC{h08b+m3xP
zT_Fm~h=P}<$7OKmGrE!30a~if66vDOjHNV~RQBEf0HGQx-MnHb6$e3|=S6W%-c6dN
zWn-D~GLxuAK<CN>ueq#swkN5{`ikf^==Wd7cVqWM*VNS{R0E8ka%<D2Q<j=Isz&o=
zXe~~1M;}2%@~kVz^{WyWakWPug;w&Eec_h+8no{2#N%xdMcP^4C9uC*iP1M;4Ex|!
z`4A%f#1F=^r<E6l!ThVD8th>>rMV{cjXggCDhIgjoc&Mu)ng;~{5U_-q>2}q^4R*5
zTJoi<BJJ#0N8i^O{3=z#wpf0Km=-98)NRar@M=YgN6g$0Ty?D5MJtl4%OJvxDDRrH
z8ZI|YE(fOum?UP1?fDQ7e44Kuk*hS4oSw=EHI1%nor&dZX!6mcNdBxbiqDsOw&@>Y
zXP`AVoUY~A0KJ9<QMs7P_!-CJTEZkvriaa`M+|;kBPZ8`S;d}TnnuY!)bS2ZPCq)4
zBFhh#C+I7oD92+hSzGMI&s-0ws}WnOfCu!e3k#42Fh3fdA`9O?jZCUBsH8G0ag6Xk
z3b3(-=da>v%A*-0f$dPqDajox8@6k7koG7#o_#Y=JnA?DpP;6(EO1ZjO18!Nezi#@
zxs#K79xd@66Ay?dZMYK!arlq^v91``y8KA+vft=uQi;EPW`wfv11?5?E^EUbaM-Ue
z7QOqek3xgIY%o-?sCNL=c&Q>gPHU9h^zQ=r%JKEvJs8{Wv~&@Czj;_>@6V^TdkkP>
zsORZkMevR}P4=ZILFEY5OKtuldIR~_u-ig#Sc>%MU)d(lKDC`oAxa+0pTeIMQcBzd
zf%U0)#?g;{m1-go0nvVyQkzH=6J=+OqFlEF>rnaIjsYK`r(e#}w$wOL^{UZ8_}l>}
z-kesKWXbDjmlEPQe)dZqz#582GB)GD^r*~US=}KSKD0f;B5|Dk4K)?eP4s1}ZKh1@
z7#~WtG{M*}Kr0Ym5s(k-OXkS^`9DfdlfBp~sVgH^OMs(l44=lUm3dp{VV_Pa2vPS8
zpU~FLv~jAAk0;i%lTg^w3D0pYtPv0~Otn5@=rN3bb$TqSlK83`jnW9pAO(+qO6QEF
zIUP<aF*2TLmQq==e;R~D*K>S;etjt#B2GX#KU%kK=ESFJfIG1@*!|U^$d@zJAk*WD
zP*?_j=N&6@Ie<~}vw99{t(-o1ECvU!t!hPXk%7lG#agA_r(GynXi|<Dt|s3w2^i?3
zy<Yv?5t0B=?N5+}LdSpwW8Kdd(U}Z~&>jV3uQASE&(wCO=3K#z!B?pntXS0N<s<>$
zH7QvqbB;;;g*`!w<?4O2U2t5HvC8i^c1PtGeD(L@uUguVywwPQTAn7)85sO3XC~E+
z;S`y9r-I%v2?N+wDYYn%8^HD_nxlJiOoAw|TAN{L(a2?+=X2Aq6qO{E*yT~TWLzr@
z%em8kpg5{)ZwH=TlY!AxR*6<TwgB`PsQl=oY;7kUfTtGv64L4_G`n#edso!vn<SCI
zrKOQa9@R5lZ%iy(KD7Y0TY`5k?E27`aktpy^(a#QcQ7N!=cd)oLv5hStCvCv>$@Vm
z$n93vGqDDJ6b@>g^|X@40+Ex~1EqCC7jJcJa@C5CuXCP<!*k7%3oCk+IRd7?(@mzD
zEj;M0-H*=X<eJ*FwwWLn=_!pnh3i+L(Cv$dk#~{Zxu}*Ur+GaLqe69cM;)X1erAl7
zEwKLp6ATkt{{Ywt66QxF`V7}zkRqs100Yoea$6%FdR8*V%5u5du*xy9$qN+o07#2t
z*A<~|moadWq65_8w*|aw&<bRr0fB*1@f_M%YLbdGE<RPqS3UWw7J6$mVdZYT;-pJ&
zF~K~6?OHp+ARd*R>NKqrNX0!^*yC82fGH+_m+#})QZ$md-~?Y&)|fn)`8am<Jl89h
zy~wFMt0KEf&y^<w+NOpgK-vNh?0V4<S)8(`Bf0HMDM-#8i#K6b<$rd@5s%t>k`Wwz
zK6dpr6WyYJtUH)=RTT`EkXxp1Cq?$iu5VHCC9d{JIU|piYg%+AQ%f2)*1H?8JKRb#
z!~y&QrZW{I_hpa0WaxK5TQu?=(l<X!rF*FA6Ha`h%9-N=wp4ZHTO#8n7~JZimPtPN
zRUU$!CzOD(1B%VkpkZzrXJ>QjYeBrY@Lku~S3Hu8tc}yU)TZq{#sp-d=dLSK*$PG%
zt~;7U3xM6Id+T_C-6{-w)JjfTBs8p8ViaW6SteCd%-cm}-0ICRWr7)8o`(Pmf*m^Q
z<-E&=Aa+uERVp@Dld+qq+q6-w46Q2?szQHwny^BF@{F2f5S37+jsWRWx5}p#4eOz-
zQ?{mbu=$q*%qM8=Q#nOlv8`9Q-lVWQnD(L-lZJ9WgB7K;xjjk5auM?Y2iBYlMlh-~
zNacv<BBYKia%x*D!vaYm&q^JV5r%$hStSv#Oq$D+GD=+Y?M^AknM&Ia4<j)uKomW|
zjd8dZ{3-{zaCWH0K_>SZ2uZD!dywB^we7@*<yB@s?24`}nW5bwE1%)!v{Q6ZlHo!8
zD<<l4Sp4OQ^sS?JqBDMGcA*S$sZ>9itdKBIHKlU}#HwU)5eKO?lO(w4YqpwpIi%9m
znWi!02Z~s(+>e)!ahlJOiR#qYoU3tLaw{1+hSJD(Z)rMvnuzKWu6CX(jH@hh?`|r$
zp1>UB{c}R5n7yH@Z#?D!$S2p1D%dfg9$cl{^cBsCn>o!{fw!DAgY==(4s%qbmlpsu
zyc2*1YF$RwOL&nKa^CdIWRfOXAs{zmYQx$~bte0Zvd!5=X5E=@VtWfjir9IMpq@`6
ztVs!&c~D>s^1`BPLXZKR40km(yq{)+83Ydbted{5t6OtI7+|%x34%^OW;v=?4zAl`
zP!x4Fjd!bD+(=`KZU>;E4Kq-hKQc+&C!nUOTUjwWoZ3YiQR*)gfl;sl>Hx($^HI3D
zI5IxZt}8kXuuJo9C#Fqm$E8hr1g$AZ{**~VF6?Q_O31Bc0=>rP1+nX0WthT@CQ0sU
zj-O*_x!EU}SFLKH!2k>j<gHViM08PwwJxS{lT4Yr1B$IZ>_|4527RiWm%)&#F#4M2
zjW+c+brR5zQM`s2$lOc%3a4v$t8QhL_K!-+)NkU`^51BVY03M&aaa@TmsgT?0B53#
z^l9Pm6N+`MBc`~&xxABQyk%ql_IWimmY+8N0GsAH>JD*PI#sR3#DId$iu4N`Q4PAF
zP#YZ9b?Pcg(JqV~M|M`XhDgB1aw^!3m}SQ`Wnv04Yco^TVzr6FuxA5+4|?HJbCr?P
zB^WPxk7?t#Z<;_)rfR}F&Y4gEJ?om$tgde)lIG)uV~`DXFvI1bUc#!Xj5NNaLi1ik
zZk|}c88rCR(!SMfA;~>zR2UsA&cxK{O*%`TKs_o6js^!>or%X43u8SpYs1AoEP4<s
zv>~}{(!~JJ915FbG3isHZ572%gPYq!S5c%aYqWJHlY^2#_NU{Di_6TJ$-wPi?ixyx
zIO_8~hBiYCE@&w2)j$<7UAZgPtC{y5p#0g!E7GS|nm03cj*Of{Hh@P1r7~EeIV6Ff
zYI$ZLgu!omgh@A<vCt9Rj)J%<W87tErp?tP(T9Ix-eWnzkJNOiqw*k(;HW;i6>D77
zlETofzR9I?jlDvO!?uQNloCp(EPGeKg>@=Y=Bc6PRj8p-(bSR|7UJc+!hNw<j+B=l
zIN%P(rnl3gMph^z1G_gSt-Qe$h?jWv9V<yx*W4-#OU%WF;M(48@?5CncWT_SktPi!
zj6m$5R!z%GI_z92CbcxnV-2_uC_ciXwVZDEDiKn4=tX}qVY1pM4gKOOnj3-swTSxH
zM!{7$8Twa0tY60q2+ntU3W_fN>P1QshPNe(TXbx+fSPr~t;(H%;CHTaDIRIK2cDI;
z15B|H6OU6{PM<5eDy8%=uB=*1qEwuo)dc!%sf>fobe2}du1l~K`}i{`#t+lAXsfjO
zNOY4|GA#7B^20s=_p35T92^BweQJ3bV~ggH@H$moG{-7<?Ms=--HO)H5KJW4Sg8WC
z<b|g=IqO?;+T1$)&GOS=vQ_1pt}{sz>9)-1wB%IJmAR@p;ds~PObX~?jF!OQ3Ut<@
zRv#g1pKY$CdmS`5)`CeN0ZuAUvN{ay$*$TxC^CPm3rQxJr~o3L*4D)=Ge;PjY>qcF
z<JzvSl^8?_&e9&Bi~(IY_IV4tAEi;cfslnKgXu!9<<!n}Y*V$gVA}%o>MLs3M*)Me
z&$U|9tb)S0UbUj%yJb<-*DYG@yCb3$)FXKn$&S@|z^ay7u)Du#Q1HIgx{dX`JCLWD
zF&F}~G`l%0<TC@g+moJ^FoKj@dx=(*rDd_z3>G*%)3NVVpqe#|$s~%bdW`g`WxI|T
z%e!q}&0ZyFRh34p&Zx>ZyJXTxBNW9k$k_mH9qNbnm}bSgnLSw3?ll7p1^lH14y4kC
z0}$nXyoz;cv|Dny+rtt1QZ(?wftip4Sys26ax{!a=Je@V+JZYVWb0m>a0*t8nabwZ
zypgFlh;8kGHvxzDKpDuU$EcgNEdw%!=OlElW*Zlk{K@1jLFjp{%VBeKh!qth=t|dL
z)oD^!h@mQy_=^x-O=|91LvmZF$Qx-IN$yE=xaY7u3b$>h+gdiojhWk?rmX#y5N-!&
zbIo(kr6|hjYE+c%YnbLqE!YCA38FdPXC&YNdz#R`A&@E}zo|W|Fx^_)NUJ1@t)IJH
z6y)U_xawy4qV;+kR*`@=f(={*_2RRlzm9M`g)9fQ1zwCuS94%{SDR5*l&>uj)fp>k
zsbLOK8YoY=D5_f)VQW#DH5l>#06d33iKwH11>}=j8j2^{)<--901SJY$h*2?Hlu7)
z^{)DNlu||#N-efB@?yWcj~kDn6<LtNfVug-0L@pDXyM5Xmi5h4d)&54<b5l)6rHp=
z=TUVXb90h&k@d}H%_}kWJ-Ml7c9pY?esv@kb4YTd^{%L>!D@2K@_H5Fw`L%*8TwWD
zt<;<bVtukI#Cma2`^N<OaA@-dxY-!zxy5HHoZA{k7TlFA!l^hLzq`RF^QhX<h8|{B
z^j<ScuRC%H1pCuo+@4tE_a_Fj*7~ya=!B9@z#?!vo@uUtCjg&PfBN*9jviZ|!kI1M
zDYXU%*A;1YA+^-0FU^n#@~GA}9R?~<x!XNY)~v?|Lf9wiT60+tuF8VkvCA?1YRqwr
zVL<&Ve=K9BKRO9j9G}!wIo!KgV2dCAs#joxgG_0GI0KJdQWY=SmAi`lh}p|@#y<*R
z;Nu7AD!~yVlIJJb(^SO2Hv`hC8M4Ab`>paY9@wUrMf<p{-B(()(ySit@>Px~#~JF!
z(0ZEk9}@gXzSUKrvkhx(MhI5<o9b&R%|Tvl)|_1QiMjDx#gR#A7K>pz$Q`%bvJgfG
zMdRO-^cCcU<kO{*rE<(kH63}CYIDlxp$KxT3tKuThP8cp@uyk5sI9f6=!$*G;<40>
z^U}J12l%@4!&kETB_7^<d67RtM^1YlO+_^qFMDCl$w%GX_5T0>_)g=)Hgl!T!p$`7
z3oLospno&XcV&V`2O~YXu4BU<EYkcyp)K3Wx&tk5CO3UYsIG!X!O!$H>7^Sb9gYod
z+_x+$XOe#kd4<^JxKF~JXslOpJ$sW&c_v2C-(G4PeAY#zt#(wnl@s@ICQo)X6mrN;
zWMTm9C=r6)Gx!RW$*~Hme8;)1G)l&Lw{nE{OC+3h9XeAM7oETZub`>?ji)_Z>sKux
zWhO&`@5Ni1iqMWnC#gy8zR!TiE%l%<1K0AabIBVq+KkWYbHzgxZtegF^`xZQ)H!VQ
zB(+H<kRq-Jb6apiE$|eQ$Em1n?R=!(_y^q7@F{sqjudyUO0(vA9h9NVxa;YBh%jH1
zSWd;8JApo&RJxp!TwLu0h}Y|rS~^{%Nf!5A%zbL3YH+(8uToYkT3R=jWpDucQ|;k5
z4q5ZC90AD9T-2u#LFLA!owy3M6@h5TGOjV$3XXX=xet~p*w%_AiXa96rDjwGn1PR4
zVU)-+2Gt&>vhQSb^7(<Y*jFrK<tsBu)a6<Wd#R}bcI7+v&1dhD?tI`PdJfcr(cWG1
zFu>@zshNae;|e`%u|_dgiO**zc?!siFbF@DL*<3!<0sOmfn~TEKmz)cR^YY6<-Tlp
zIH_{wHBsg%#ct&8Acg#DJGNv5A+4Ddk-(}lN3fQDPo*eI?(B1om5hrUcUO62UQg1r
z(q;#Q{CTJ)oDMkpRdh1lT}K+ZQJz4>Y}Yod$!VfDBZ$bEVa+O7BxJjQPvKUh0w}_-
zT20d&<{^&U^IV+op{$Zfp&%u*uzfLBV?JD4f*;1EL{am3e>v=Flf=b7cO;(Os%2U?
z<!3GD6y!MoG3DDQsi>Rg1tCBOcEvGw50Gc_HDPdz`^U$y>sjcX?q?Y}?na6r`?2nC
zT6msTI2c-)6+-T8fPHBIMw2SJ`U-U_sH?MXS!kl{F=LV2mpH2)Ul=5scof-XSdg<C
z^JR#sIa()FXvPZi8RV0}Vh6QC?QIKf+FkuQHCeCZxH}>k9-vg{s|<O^J;|=hbZYNW
zlDQ@Dq0y)Vi~&(ia~wlzhLQagW~kiWNhF&iCj+i3K=V9d6~tq?Tx8d3q}Hs?RW#*^
zGKn2`PQ?N2TbhRESgq4~2Yh<x6!@T6`6DO$&&j2j7aMnB2U11_2_()|t-j_n>z5&j
ziB(6i6<zfQJhb4*dnqLTm2T?F8?w;b&R$;lUzKTWbX#pbF)O1=ewEavNh{k@;Td(<
z!<svb$u>r=#QkWG!grYt;TJvK`hJzv6*hTs<;D*}#AdktcU7L^<i`!ex{tlIoL02w
zI*!oM4qS;{>TgH(Jtov7w^1_=p-43l)Z@5tkp^ITU{@Zt_Y=sg$z#&G{TD`P*;-T2
zT6HPHn&y+c3Uid*lF-<KIhjTY9@#ZzBMNs*hGEcVuR(06y#-75bk1>JWU8jl<qH&_
z%(-2xHlXx9X@Uep^28hKSK1iK`I!APPV$o&1B#A&70OZ#j;P;&sZ|RwB%FFxj0NBi
z(xZ{~bR5#=zQeVNMgZ+iW;o)iwCp(~0rjOxw}L>;E>;&ABoavf0C?ljQ<fthFevj}
z9&iON{lok!?!!T+8?x>OK9u8m8V(IY<RQy*S+lvhm?GdPJq1)@&ABdCE!|(Lp<tw%
zt!~oX4c~McvkjUm?vMfptyZ4?D5b*v(da8!#`;AW$=g{L7SCzk#1r^a{I_6mzzV9G
zpp<)i(KXV?9^!GDIVaRPqtK~$<`PtA9=SD_G>HH?IW-ogsy24VSaZoUf=M|w-A<FX
zr!7jV`VwB=G~}lL0GHCJmGtXMB4T=)w-v4zbCLPiTC`P>hO#JmM4y-+r9WoGEu4K#
zPjM>7NB|n4ER5&o{Hm4NoRUJ}r6iJ1)|gYAQ-q8Y0FWv@{VAeGl_jtS1!&oXTr76a
zB%`h~RPq!CBvq?DQSEnmOcb8@r8~8t;?jDW5=!>?`$9Br*-bGoLqEva9<@q#xW1Fm
zmCI+jH7&G5c32VzrAI1DQn{OY7Nom&aHdk<ja-uBZLY*dVn<+V)sB%Az&nMFPjk&)
zdp$Pa0y!F42VOX=B~~}GHjE_oWjz|tY({BN20b!4ttmgWE)=5498mTc89${e%^XqW
zMov9x&^_JQCK!NG-2VXj>z-0=^D|hhD+y_&uKcoz4tY4O$AuQ(%W?AKrD2Pk^|}y=
z0{Y-ow~uiejqJpqTFP;hn!7YjMQDkd?%u&jiZG+SV(Pvtn80DS3aohCIi|}bGG$$S
z$M+)@Mra_1l2du?4@%yhC?|O<nND)HjL_30Wz*VQnE`&h^{fp-_U7rDDAcNFlbW{v
zXpbPBzKfn}TMG#;vP>?E{pKBObfXsJ%wIH>k<CSB?{E_#a(O1YqiJUax<wSI@*EGA
zria6RY~yz;+~&7n(Jig8QWWF9Dr(|l?Wt7g$!lWfi)j_Tsw#p`IW@3kNS7pmSucE+
zv2s-ubu|=vyfd6YlF9G3yvfs)-!amw#e1<Y$#V!+dCQ+fTBRHj+|9jg#ArXfIW=+s
z&xUA<k5;MVkyLO+Lib*Us(jkWSd}9f0~IqLmx{z`U9U6e{JoG0*M>k;WYU}()YVBn
z0VDvBM>QZhsNF#%<a7Dc$I1ZBdAOL_-4ji;?8I(+(kx&c&{yWoEqLuGJINh=G#|w#
zX*vpL-|1S;t+Y!~Buku%X$L$UPzD7qc+G1Wy)H{gh>d{diTc$!E+UFm2)pF#f!eLf
zFiuLd1I7TT);Rvtkr+}&PZjE6;@bC?ha~x2teHG+vL@m-k<?Xr?HWj%_m0^)<ndF;
zz%M~Z@Q#04B?V3MM?$95z1C)bV}}`(raKCU`#EixGPr#I01a!jS^4wQqK+Y*?a4L0
z3`FI-(8<z@wuOJOB+I%{)1U^d3ndZ!$7mh9RMDr+y#5tSTvGab$C5Yk!K|f-oa!oZ
zWw<2=Hi{Q>TCK{*9LUTD2vgFhfNf<bCp`eHt8FqEVcoQ6)S911n-|Xa5)?%kP~9uh
zlzCz9yV&N7e|gYGvdQx}+P#*s?sPGGc+)vJ&M{lwVzO^su<cGGf!eq!)|@4Gq1EhT
zFEa)7$Sjj`gPN8djDQuZw-%+_b7X<rHI~<L+ReI5gdWw|3A&4Wu{5H`-CK>L3{ZPh
zQLU}v#^TM2r+KVJa=~HAUvY}3<}d}1KGn2o$**{qDBnWhXysyd@$XVb6foEYQjTU}
z&<dR<SWfmM6>cwL6GiFEnDKxGQf1hBXX#d<yZcBbM*^gR(&9^i<~$~PlUaN_np>M<
zJ7{N=j6}*k>slz11^K$wsG|xxQb`ys&2!49GdGMZLL}Y7iayL_U|F;6Pbd?Uz^03o
zQ-V+7O3$E5QI6!24YA`Dp4Mx1AS?$4tXw&fepVnKT1$1>2hE>)sHT<4a#CfLRfPZ;
z;;CL;2!3tAdz!e+tM_ngBT=<`x5AtZaw$@2&e9^PZD?gR$Z5RxjfxZZy=zY1WRPwu
zc8<r4)mU_q6NZ(GZRj(=sV*Ab7v_^@I|}WWE7B%0i%U|q<dX>*)qX+H3dx^V2MZ?y
zu+2+%s7oTWFprm}YHc?|H&J<#$DH>yvQdO@GC6sjqD2<J95G=_40}{-t_!I)%EgmC
zDtpZ>V2$F2-*NTDP}B4?ytT@(=Ydp}Cb@&(*y-$}65Dx$<x|jATa3ovFDA7t?e@U2
zrwTY3s~_2_4o@by-9;HYohl8aSJQ10RNo@x*2Hi}5cyOJY)G-kfGCn-8WK-FmBEO_
zsNKovZwPclfWxyK4ApaPiz#yCgU$~$itfYBk(CqQy)r`AL<Kt|ADON^H0oBLI#xof
z1eLdB&k8@?!5;Nr>^35AGwgA1{`(47QEsQ4)NxH5gri6dpTe!cuJ;!d<#x_~X5^yP
zi*bmMpDk5Ku%}5l0{{|gl23i}B+(%L=}u|iW|7WbY#Q@w;wsJZ(~0Otlwt8SX~1_v
zrx@$U<3%O12<_EF7RPhmitDDDf=_!GyI(^iS}pdaRmb|UbNHIUkz5j36Yt2a9}?di
zYxG4xSi}xU_chI#?k;5kosN0{E84?TZklHWYKxk~r*~tVW9n&;!RDWvr?x9eES=W`
z;Qlps-qUXwz#ihZb(B?+lBDGB%;@YCVC*^ft1bJKz+gWbzSiT{^r)T%1ADgLsWp$a
z=G@s+w#I7*VbtLJibX)DC!fNncT%LHmL8^{IYlny4`3@q?q=1C5zG~_kJh8RoeG7F
zf_-u-jJJ|H?NPBkfz37)E^*E(l{;$0=g|l)*@<Rhk8wz`25tc$eQN64f-%~jv7~v%
zDf>cH2&0G~>4WvBkO1bHB*A-*J?f0NJn(Zui;y;=T9RNmADvcd3-{yeRg1{y8NjEZ
z!3sG(=Cx3<lby+s64)Jo3c3&?W&Z${DPmZmh!z2!t6kg%QZfgi6&lIdc1c{XJehI_
zO3c;uYke0>n)>MFBOfY`tlfaCm@IO5AB}n6#arPWwS|(Al3G^h(}DcWX;Mm@8x$kY
zG><&jwd?JE{jRSiCzG-;eptt#6_uJ((vrLx$;sWGs!1y$dW_OzB9(iOY8IqoRFN*{
z+I#e*DhSA=$pjJBm>ZE?O>D_Mw2d6G{K(31MSK4MgY|aT{5@rTFEX$zCI?mr2EKZ;
zm`H=Bb6(N#rOIe`R={OqpK|*KAL0#lP?o1Pb*0ZpGlW1782Z+HvowxzoPBBT<2;O?
zY}1DeoB)2c)fASd4csACDn{j8^(PfHcJZ$y?))mTP~4tzQ%2#J2s(NSQn^vFD;VSB
z`qXCRHdi=N+lrV%(kWB}cd4j8!pi%10)DkCm#E)2LMNGW6;m}lPRZ2mC)%yUYaAnU
z?JZR1PdZ{$6VG8!nLPr{YF~-W=NpMp)aI1kgg#tqHup6QQA-2_mI%J*nuNyJ1S*e{
zJetduH{@%1CFVG&o^Y{5F`Tm+yLE7u@T^g=3`bE>OCXNl?Dnb)k%Hcp9iEz1)us8H
zuS!nav8(Kf0KPy$zafTVyNm5p&QDYM)rjK*rzWh)5qvJ-qtcYbk*^$|TE*14s)dC6
zJ}_O0_8lsm@~L7YKu1i}lBse=Pta4Kv^#Ry1GidhO<6AQL{rNXfP|Cur$eWQefJBy
z(Q5MrkN*JIP2Jxgr9OAiYCXx(5flYbpmym`8x(RyR^0gDQ<gSvN&Ra#9_ERTc>(Au
zoyJO*VgRdc8n3ymO=4Y%fWQv*r6}Fm8P%1Q*#xI?J34nH)r~mBk{2vE@0!6E6Uy5n
zTn^-uSK>y6H@oEa72PU+?U~6Mmv=fvxk7R}dg84ltjqG_+cnI?4dvm<b%r2#+($LH
z9D*oT-Z$Lmg7~f)wA6Ms_O91u*yIQAFh2Dz6^BgKQL;QPMOjA3>BV^1m1$hM6Xy3=
z-!CVC0Hev{1CM%;(iYp-@~(A=o$QUB7;eUxOMUkwdQ^%6j0$0WqbzAdI}ECTJ<U{{
z<?#f0Be1UOgOiGdk~ce;?)sW*gjU@v?md92lbgw(Y%#1+{{VTqpTJjk8j@QWRH-h-
zt?>+m13#rwx*O1zxK&Zt0)(@Sw(GfMk%vVY3rf~YE4LU^{3E4zD<`8Pnxk5ynpV8M
zozl^qMVxO7jMn9iobf8FF>G~a>sk;bR^&#D`3kb*<-i#F3c9$SmMWb!ZCPK-agITu
z{Gx<P0sd74^O(U@Qs?Vg7gq){T7Q&wQHoUH=1i1g?vbk3Q9`>d(LweVi+rHDo@v6r
zuI`ncKCa7=3}1<=(7RqqiDP*Q=oFD%l<0EmV=41!#$3EJOP7`9_a`+yve^aWYWoqA
zYew6{@gLsZZdLx^tDa7oZUMv*sQxD)nyFTf(YWJD?#zhnrIvlr5{uceYoxHXo-jUb
z=esp#UF&v=1XgSvyOmnEXRHm1rz7*tV^`WrI~!Bvi`?iDmNogXO$O)_wQDw8<txs9
zl*r|2TLL|+>T8eL^=D5%V^??_=O(2R0J$e0jb`symxalyGA-51W9C%PsidjjsNAe-
z-0BfW^2Sx1_6DH|G{bW+8R!6|w6Tue0~Fl;^*bAv;X)w%>0K>@UD;isRUbPNe;SR0
z<7kke_Nz{;h)DsOvm{+YcgbktPe3wi<Ebs%p+D{yhhoR-D$<lF0xl~z%SgGBUCb)f
zEai7^2)^}Fh$#|00F1tIRb;-lw>wc(5!BOe?@%F*IRm-lBDrhu>P{PPJ$u&FX!CqV
zbt+q9YUf^!fdPl%Sa+I&GV${J)=c*=5cv*Iy;FIlm9r$D%DoD76m~eORc~{44MPKD
zWbQrjPPn<2H3ZAOy)t;LSZ*RLHy)mXv^?8ni_9sz&=c0F!p~w<?uxslySfT_JvbZ+
z(VI;H09MbhN~SeygO!FD;$QYbs3g0%azjelJ+nhnenA;V*A_()N%y)_9^khDjz1cJ
z!z70b$@<jkYOyZokvD&LHKvH0x3VFXM%<j|>r{%I{{TwT+GO@$T2!=-SJ}N$d$Ss9
zRx^^jGQc47(vn2U2dA}d$*1Y@ugh>`e?_W^Y$cc?A^d5nr>MDI>`>aOIS2AI-b)NF
zIjx(WJM8Eg<H0_)o{O?f?I#_n#%b&+MW<$J>9&UDm&_m_6{9V#*TgW5i{ApN+TKi5
z1c^~cT;{JN*LQ!qMk75=2*q<v%J(`UYZh$Yd#N@s!Y^g5`+Iodk9Nh~?^HCaNUVk)
zV(#5}u7p{~ur~nun&7QbCvJybIB9bN>dyY;9llyGxvH?(UYR_je(0SEO4q!Bk-kQ0
z8`C@rY<q3j%(xg)+cebQE`Z{$M3&lakUY~glFE9PIV9FrsXfM_mySk;A<%a<p?`gC
zcNkS@;*1_iJk}1Qf2Y9%2%bq_pdG7PFm2uLWmZbozJ*9$7)fi%oltbfNi^thwCQfu
zV~w3b>gN^B+}%w%0}OeqwiZO;n>qHb=Sd}Y&NxlCXrr^AT#nrlE$!hhdUwTa*+V_V
zOC`Zo$j;H)u(X?dc+@$!X&iJURjaF`gNd7WWK&*!NGADWcg9U>&FO9}ZIkAaBgJJM
zSl!*Ny_e22^EWuGRMV!rkTj%Y{id##!7Z)OLlB5ReYnkL;TmhZ8kDMOvKH_qyb99<
zVmo!sMQN+4ArdIidsUmOZ?xe^$n~n@OpYI&SLUdTgN>v<M;CaG)b*9OhY^y_eFbx}
zUfkWC%`>U&g0*hqx+C{-sP}5dTWKY^C}l)`?Vgp<MleXqtftv^)?3J*bfHyy6V|t_
z?|_63OP=+`>Q->UA_?_U?Vq>~YogQ94YDjGw;fFtVHU0w<twyq!8m*`@%z=Z1of&G
zw(f*6Y?{$hLh><QHZGn16M8Xme(<D<XEh)I&~aWY=}GF@+L;p*j8LZonsFI4NSTa*
z#zk}TO72~Xxfr>Ow$O5FP;xjNR%CX<-O1ibHKQA4K&ivxB<E?DQW0MX9D{cR^r$z8
zS)2!EJ?iexr#)(n_eBXpnD?)x!q1*IJlVxUS7o$;HiF!-=O&yX1CTlQs+RW*K`hMP
zf~^UNOzl5YS=7VM`m;pgYuI~d9ch6*fE47x8OY5e$gzx*pQUl7QZCUo_gcFh(0wYU
z)w9mLk)L|Ag(D@8z7I-n+?=jT)zYY_%H2gMbFFqVPMX*(Nx-T%7gqLs%oy{~3h9{{
zml*(8HLuv26bR1ja&S6VvqGwyw2o@9<c;EJ+iLL4v7&Lf^e3fhmQ%wp!LKSwp4(7X
zV0NQt1HEb8_^SDjmu|u+@qxxq=TnQyWmZYkW>m4MT}d6C?xkmGx;A3cW1y~H_Vp(O
zC^+w$$hMwYXUnlH$0VL>X)J`R$j|9rR4}o_t3AS1WmTD9Yk1Ds)qfh*(~+**GhmNF
zRAsO&Hr2}3?u}#ib;)ej^<<Q8f}CCK%STN@y#TD~^l2o>R%};8xjWSH>|wyJC0bF`
z>U5&cddl7HHpbmau9h){9+gT<b!(+=nC(~BkTKG;tv+o^gn37908=+JAG)~xY3Hs5
zG_Fq^SC5FVQZn~VqLU-IAyj2p=hC6Vg$=Z4-mE(`Yn2)G%{5d#dK4--LhQlCIWh?p
z++j{Ok4ly}(lx*pDOEvG5(Dlhiq$*licv^e6k{ftkcdbFG)m1f{^+hf>nc{e^Y)T9
zXPj1$hcGu`m$#FsViW}xj}py$bTju!t?6yP(wj*jRQ8q;TaCk#E2cFg2<f@cC^<X5
zi7hmkLITJ$^sN<*V^XL90;9K>K1OkhpKv+AuRg6;e|ek3m8-<gxr~)82Q{9sJ2yRR
zae}xj(wHsLPhKlXVj_?@T!Pxr#=+V{$7;4;E0q}@^o+R}&lLs2iMFa-c|m%CTzI<G
zId4r}mkTLcPRNk7uHP%FtwzzJHs=i?_dHSuiWJLFzaL7+)I30z@|2AghC0?bOf_1v
zyyN$UOhh51S*Iki$lyBxj*ID1sZ|^r<6_mk``}3@p2D{zxRONzGDp38PYmH?bHcKE
zniI$vW4&jsoRdmf-;D9aItxkUVC>A*s}vG0K0pO0B~4i|wB@aaTU)l=7h(r<Ru&_i
zE^+IMmNa}F#{;kxCeR0Z;gg$tml)k@Ix)2XqLqH=qLR@X9G8ls-Koas7!ZNm)vFE-
z<^KS5fOgIWbRH&sx`beik0^KdHJfQ9YTLHs9>TqvGHQxE`iXl+TeY{G0MfqE^)+#1
zP%sbUnxwZ9Oi2l~2X^A36TGtRQ}T~`hZil)6q4A|$YbsFs4gSkL1Bd*0jI{?cF(D(
zZf7IqUQI+(zJ<1|K`8`aa0jWVb|&1g1bgCxyqvRh^`u}~d*ZiR9PO3NYF~2!k4#hi
z)y4<tYByG9!XYQ=OpgLyM)n<tL0WD@b}fk9jt2+76c7<`IX_Bryp4>2KN@6%w%^jD
zsaMdeEPi3-zbdZrM4W;N{3?5iINAo$RS6wQ{cEBL*v3po_7yZp6oSP1;;NaDd!MBt
zozFp9IJ*#y312Ic*d2yyi<KnfnsP>2cS^+i4AQJ&n+mj|k}2vWQ5WblUP1A0U-+r5
z;28bgs^tAytK1=sZ3qDTtHORPNE^oUMhE(+V?*!8@BNy&F;y=Hj*L8QE1WlKZ9BCg
zuO#jP#T1mZ0N`lqw3MUn(*nhmg=X8?xUXOMW2msamcSqN@EJc8Ab;$}yk$<;1a>v(
zeh9xdUMbQf&krGpk5KAI^TlgMR*{`Wc(dFRGrs_I>&00S$lNG6{Au>ld4qcp0jo^g
zM#bSpcFKC#<%~4BS(D@n*u_eM7|?N?_86#~kGw%YohpLF5<-uyEy_%~hh!!8ZC}=^
z3)0L=Mn}1;FEExd9^O5w31f*PKQParsES=mlYI#zlkHz3=iRucx<_jnWm0kN){9n1
zq4f7Al6&|*?$0ofrYUOOlF+4OuHL0lGferDf!K3bM21*=n|x&ONUWLeR#y2}=Ij)4
zTRL+zHo$BEo=K-tHjToZuIx($326xj1&>owM=FEIQ&CF(ZWJHZriRmL+)huWbG@%4
zWZmqxCOa3LF(#sw!zsf6dsKH9YZL4romN>yuYr^AN;KQlnMq#Aw`~%EmykPqRjCft
zz!Z^06$S+ou0h=3W3@wfW0U2HO{Gvz%aT25qT?q8N8w7*Zu`6sdTNGK^7ZwtIih*4
zy+p^CkPP`?eP~;z91-}_N=qT<pL0>Vs&GhS=qODwJViyV#Gc@=`ChOt;aMi#BbGjy
z70~%?$;ed|N%Z8on+8p&I}Y{HMxu)))SXAEl@umJwk6N76@EQBa90Vry@BGkqPMoP
zgakz%{<S*HS})zMGyF%TDdJn%9jXwD_nxM7c2OYArJ4ORz@;*vJ7Z8i>0U$<74tVA
zY}ByYnI9zKYd&tWGHz8DED<fdX(HzsIqO%|aJ*Gguv;l?WYZRODhn5E{{RTDKM_UM
z)g2UnbE8_9H?Lv|sLN#Ju1!L2nMNao0q;rYG=ndN9)hx`gq(F|(wmVfbp){mi0#^t
zNhE{rk?l}Pausl(0Z|P?IET+7uhzQO9dBbhYi7&9c}uylSnvf^y1Gke#EeUkovJff
z+J?Ui9gsV;fbc-#r?cHC-5|>_`I)&jx}xH*B3!QdVoM#=lTE-Vo}?OE-9|W5Z$bU{
zeYESF>sur^UCoYwX1L8)P>%iCiDKFLK<F!aRK29O(8{Htx4Sw4uiNfe<Ck&IRmE+^
zbiZZuWPI_O^J`0KUO|9**G#V<fJKb)_eKqCTMZ2o3RNFeO?9ov(lA9Jb_x$QjdgJI
z9LU6<LTgEuVHpv|s7UL9SyNh07?vcl^v!8XFk1winF^-yx!qMqZYovPCA1rDV?cdM
z^HN1%NXwjlG}$c_Hq}tym1^8xjL+Uhce~X!2gA=NKf(zE^s7*5Z4d7+TPywD*(R=9
z*+{rxxo=@sj+b$A+>Sj?YdKX*MWQM&Z+%REl53!%HHrXvDh5cc+h(+f0^ZoU{_|p{
zi$iiSNv&&5COAOI=DDiZg||8(N=T^%w6_uma1?q9){4+7{KxRAg2xcY0~CzKm*wCd
z=D4LdBcUXS%y5H%GH45fg+Wm>!)$W${KvU93Dn@_QbF!Xp+Zk$RQs1*glV|db9Mrj
z2Ls-+u5~+b`+V;)y$3Y5##@Ko<hIXoTB<fzkeu%HE&a4e<SMgcziNhQXKaYjXWtbx
z*D%^gx?_)J6@#mIkt2r?1y*jEZ=3S1DbsR(>Lzs~1@AF$Bc9xOv)n3YqK-eUWXY+>
z?Xe_gA5&R3H*IuxyOwWyjyNTl{J9nA!i|@_amuaVx@k#wBttDYT=vanTwk$cwYPhk
zNo|OiZc8xw)SubTKs_^C#xaS6r6-|Jd64Et#VL)S?gD-5b{!foAU4uZa(Jn2^naUy
z`C^l;6duY<$F_jRGRmcotyzM_=94Z41$41#F)VlrcOK+)qDyG)23f;5psXEq-iGRr
zbDp{j5AN16oK+M!lXHVx)4{(oNC01Y%(_K<Y*heyVyY6pgvm5L5J)l!8T6|6F{C{*
zSo_f!kYgMVZ~p*YTT3>aWwZL#T`k3{Gh$gKaG>?=#ce^Q#To-}nf9q{G;${lNKifN
zO5)mfV30?+cWTO|RNa#tY1v(vvs*%>`AD&?KF(`fDLlr@w`>Di@1!cm9&8r$;}qzu
ztq^X1EqyqsbrVH$>T{P@7aFbj5yJa>16wwF1ChFDLa*yq;SmYRxBK7T?NDkLS3vAp
zna_L!f%;JADOxemYAI_iO#pQLI^6BGjJWDZ2D6t|gu511Pe7|!@-s-~caq)trMFOr
zYZPWD*QE-QTC!bc-Im3dlIG_1Wb=%0sRsZW*q_7-fJTm3^y0JUhzmloFlQqjsyhua
zf^U_9W9iKeLF*!vq_jr2_Of{${K6{+`b&$FKrDSK{OFd^ZgwN{sN;2L$r&W{q6tS-
zf>LtPvp8F_AoBpFTPW_7kCXxEDa~a)%%qiKD^kl&bWn@6b6U!Ls`oRDF7_~H)8mgK
zHTkOckz|XRE+hyCVsTv&(Jk%Q&7R;f>x#$Jq_9tsT)TP<)@rx3_fey#$*U!sUAKV@
zP&%A(@`}ugNp58<fb;E9TIsKIFew=T*GXrmn{k3M^`|EaYfZ$I=eb_m)<;mMIX_y}
zw9{7D?*r#O$*Y$3*c=R0?+8(n#<;3hyRp{_c2{Idsv9yt6!|Wq=&ifxDkBR|luie&
zSdIwoV<7TtCvK*S=P9e-%jP~El}ACGX1O_Tr<L=ymnZYC=Ict5`s}e$w?4IY4H5{*
zFB-WX-7C5nige?#$2v2p_c>iJ!k0Hs9o5SPi-y{HCc74RtzuL}01gFRzzMVfJ%tHr
z8=cI#KK0925b8U~-V{_7qCVA0j5BaeSasZ(4Uc*icKs?TWNhsMxf{E=q~xO=M@CN|
zoYR=%krxY-){)x0JY7hp+BTw}D!2xxXNr$F>q;AOz^*7&X;{|7B-%MEnyCh*zU;zc
zDhEdFYWXNhkG?w9DBzgN*;O8t=ZC2lnlz^<H11vuA0SjSMvWdD93HhQ4=pgvGf>=2
zv8H&hUjrHMBa*X<D~8x`gEcgAl5qH@!~>y_;<MCC_LgpOUbVT5;`B9~Mmg#D)l)yt
zRy70;^qxtR210S^M3X~qhX_t7D6dhn#i?@d<^i<ScQ?LK#BP}M6`0o&&RC7nuhz3}
zXObX(UzhcwI4H`eJ2~Z6X;|9+)GTmV3{}KIExB@o3_JQ)9~qkBP**CT<onlL*D)*`
z%&UU9RTS|sbnL0E!koG9%+7yO(jq_|S1e9zn7XuaFUq|uzGgF~00)Za^$0>s+cn>Y
zsV$j|=__2X;r%i0C-Ws7Ep?+#Kr27P(QJj8xXG@7G25IBS2ilNx%4_{!YU>avI0_B
zNFB3Q;fHGFcolrAx#V$1(VSz7%i77UO``;6Zf2JoPBYe~Yv`?p9hH8yE#WB%^1#h;
z`h@H+0hcESrEN-@s%KJu%<Us0RS(xSBDvgo`A2HUx7A~KlmW3o>T1GX#f{4#BiA*B
zN-}Ap)Z)!D>J%|JryMGi+Oi<kt?n*FD%-trS`9Kd#yI-d1n^dxx*Dl<poUP&d8b=G
zNhDxZVK8RdfEU)Re53%i*~p@-ku=lYld`EKmZ+T(*BH%8g9}Y}L<Eum_o+s<L?Jw}
zwMGRwqZ@b})d_VXX9*YtXOmVw);5aO!dr`(3*~{yqE`_^xUN^)oF!7ZCbRDDmJ}x(
z(~MhYb9P0WS>k6Uh>QXJM;WP}{>V03>30v|2Q|-&w3KD(@w_C07e3~uwgwel=W{4k
za8`-5Zv6KjX5jZ`9Ac~_p|~R~I-b>r&dhNcAa})R!*WCdJ)m)dYF-&aDMbWoNy_&u
z$fdA6!T1`^yHy=qnzCJ0ep;a*c`iX?^7>ZP<6+GvP`gPCMNpn;mU>diyQLW?*0;jI
z2RmvBZlH;R?onGRvbCa!RACo(Lv5wRl4L56psh5tjCM6%3zcTVa($~tB|CRX!R#xO
z6J66+lQx1)+9ZgIiZ}wFybh#Q5N;&6Ae=@$y49smTJj-}l~?XW>u^!sl5QBz>SpFA
z+uoF^Jm!TprApNj>}0iMsrN+`tM^3})eT~SoR^9tFRI0s3Z6*s{?k@$ZyF7%xyP`r
zy>{GBtHxw~v8*GE^*frYEwq2aK3~GUdQ(cAQNuVlHp<Y3xIa1B810U=IaN`%G5XXp
z;UCy`0+nQzUKizG#+%nrRzT#Q80XuAQTcAifydIVBnYD<{&=R(G;tx?0OEx%h#Kn3
z?8$DWq;8$EYd%Z!Bj690>rh=y=C%VLr!>Hbsg`=`jWo4qG^#hECpT9Tua<;Hz3@3T
zV%+&DfHF@~d(}APRX-|c+|f1ZQIF-tHw);Hl=`zv?Lkzt@%YtAwIzJ2W9wOMG?Qm7
z$JVR6;NTKZtz2j;>L*c`q?`<rYO6exw%GE28fw7g<?;u;PL~N6?&JH!a%)>#VmI7K
z?HPa8V?W)_YIT9h9BmaW7P3ma%WVhqsdH~=b0ZdR!n2gwYB~{!+zg%<+?sl1@PK31
zl_h(La@;3j(yiejUGMk|)>4&=Ne+rHDm~4~ubuuUN#=O}08u`kSpNXXYhOmg6t_#}
zIM{==eADp(%$_~gNjb&F(ewZT`U>L2O7XGNLvxw!L86M_I>L%5phAw64u*k8tpF`_
zx^2m~mcr{Kc~eCB`Z)gp>(?{ZwxVzNlY{72pZFDA9hoxN`h{kG5kHu%duvc)1(z&&
z<W^RX8p{Q|g~2Tvuo=&4*Pe42+O^qH-$<PF)s@*5#Bs)U<C>)~V0b^ROAK#285r#z
zrks%%pOf;A^e1h^*D)+Hx0SRElho8RTgY4mjQgBciq5eq#wstg79`^}3R1o7YT+AL
zqa+iM2R!zvqtl5^toYBRS!MuakPS%;iaKSFsix{m+5&`csa7p11fVGC)ZkU?gjkR&
z@l!_Ne9gsDo<l6e<AKt$=9J#1jYca%NP?l<#2?0>xVpG`3PKLi)QW~nlN)0hKaE$q
z)Fct@3>14-k*3?Zl%}m<k|t&uJf69&TMKnw2RQ0$8%;*Mx%skGb*`NPTg9AU4?#-2
zxmPHt#e7V3uCb;w^L9~Cq&Zx_28hw5kjm$;LFrPEJ7m|BTD_ktFPGYT&1gXTSAqGO
ziwvq;jD0HR&EI$mLmDXQMLa@E)-skIy-GP|8D=WA41qUfDf*hXBPQ*ka%mVeg9NBw
zYV3si*y5BH*SQ2@GBYMmqKcHw6f2cQQ~A;e!Qg)?JcVAPCauj}app@xyp#E;S=Tu4
znrv?*h{4aw2THer{{SrzoOE8*S>TppP5>X>6{4J8fa2u$DnZ1g?ZD4mRqyQ;i{(^i
zH5b|4bCG~OsS+n+(+lcrNpj0`wwvUQlPpHET^;faFQ#h4DueQ^HZoE^2kTWXugn<=
zrJAsDl%9poYAWnYsh%V!pdCr9Ro5kwUoCJ3dginBeMb7>m~1H*Obl~W?No8NoSxV<
z-%f?0c^sbE%32)*+(|LOe2>DaUdF2z3QHdNs|M!Y)({3W^{jjCLF6Tuh3(MQQ;Tmx
z=QS0nG)3*=-Uid2rlT74(77M$SnvjGAbqOf;hDDPwXD|C)dMswB%`^lr3kI{F^r`x
zv@MaT$!jIV^Tlr)j#rJuRXsY!DPMaWu6kmhbv?!L3R7fbu{EP<Bv#P{2&9jvHJ#jJ
zrsk?Cvgox#50`5R40^XT`+EnrUzq&IsV0aoCt!TF!1fhlIA)udE%@fST%@-;Qcq$R
zDU5McWhxKJ5pR4}*tJDHGJdqL2Ia=k1tn1-xHe!%6tjN`13reW#cdR4EI$%z<HhB#
z0<&(XW#EJK0M)5E>_;yy=BzW@$HqZFg;@U3wU3hMKM`D%(#*pMt&>S@r^x>RJd88w
zO*e;&)v)%`y^=c!^=o%HL%912wk38Paa`4{wZum;p!$(l_g;BtEK7D(7_28oDd@}g
zjjc^URalohnDhd(wcTXtHtNm*XZwS#RB3gX)NE*?Us5t_D*H>l)T9#K&eE_LPzEvj
zRa2uLbmrBJXE~_a3sSoHjyV;K*4}idqcOl06|6Tm@)d+I$>$lstxXrhFv8|*#SVXk
z3E)>pHQkPvY)JCc1BG7o(Ner3`DrV%DbSN#)frmDN`p_g4K53wq|`dUi0pKgRFipj
zA1bI7%WD29ySS4OF+dL+MPhk(T7=$Y&eBMGvF4mGa+Bw(!g!>;+DNyl_>Oz&a}sP`
z!>O#rSC#iLEXS}FdGwj0#^5vPIjvnP(o1I&stw(KWzBZ;!km4>o04;vyil>xuV-M*
zZtEZSm|%XjwwAG5jjMv)`c{cc%fLL@im2=d6+AX5gk+QTCb;Kaz0Ro8wusBM(w13w
zY!$H{nF=Q2tDkXJm1B&2pbD=ng^w89T+*p2Gj#~X5ha>T*kX2r&{l*|L2j4`KN_tA
zs&U3mKJIAZgp$W6u+2oAr0i0%S1Ib6lu$-hNFKPwa<>=HaO8$K^{aZ6ue%EaF+I&>
z$YoKP08#11chRJhIO|QfVsAB=A2LS3_o!L+@_8Mqv(LYUT-3JKw>K^Vr~d$2x8=61
z$x8Ym=_|3oPz7ItQb+~Dk8D$uPmuxK-1n-N5Sw6SEZEIO)U+Fuj;BdrAppC|Sk|J-
zihza)o~E)in@68W`&^e1!y5uYY;>#}l)BVpXsx9(C_i`{E-RT+jO5k!1&EYZ+nuDB
zmTWex>f{c9=Cg4dv6a&+o|VQAKTf*xh+^Ze+UYEs^6fzKwnjRWoYguCnz~^Lxjj*N
zq>f>LiyDr@9Mv1YF(V^()IOc+(UJ&U#N5bzO;f(LCOy%&nCGH{kSK<X)>pBGad;8-
zAS2Y)rk@p?g<wm+eDPGF(QfZ<l^i0m{VRUs!>eIvra4PV=qq}Yg0yd`jW|u-O=v}U
z(MK4}v7jBda%(z0PWg_=QC2bhezkTR3r1!8RBa@_nK%`+))37IjyS|%dR8uRj*VQ`
zl2Yqq9^Iz6KfG3y{Wuk%x_KWvDN*TL7B&|4u;6^n?^1{fa?-Nx>?@vC)$})w7i~-l
zQbr;;w}I0*tMTdL3vncpu_Kz&+X(5mKGj20c?2gX<voQ@v~p=8`4m;zk9}|^{n`?7
z)~GHN;bIQ;xocq)TbGfDC$Ox$&nHhUD`y>tdg+9h!j5?-Zf0H6CU|q_0HpK)R{R#t
zBMBY2^sYw2?n}8=NbQMGdbM>1^_DH54cM-F@psVHjFVcLjPXRgu&Qlvv&<Dw$}2VA
zNe)@5B${h<%t^Vu>lI4grmm^GzBtz>0;<bAQb-1KisdfvH5nXvju3h+U(;clatpI!
zuj>4(nX)~zld?wo?SHw)(yXG8Fa<>f0x^MBkXJO{W1=bb5n=%3@@YvVoDKy!nNV^@
zdkSDDZcke0t2Y&NCvAq7Z$K#m7C9z@!1Xlb$v)M`Ql#3{n8q$c@y04PN|Kt$8>uzH
zS{%z`sc1*R<253#4r!|rCQd&SQB621RTzF1cuXYb?$H%0D3s-$;E|s>P{iV>&#zA@
zDGWk9@w+)ScI5-bw0=0O$t{8%!-6^*`f7Bkw7HSRX+>^N2$CqnIVANZj&f<&5<6oj
zJanx2B%0b-<dRgBXCVRU^{opa_c@k80b^UZ@~&oc{{R+Tu^$A|5wr@M5(8G&-6LG>
z0MmEIyb>#&$v2`q;|^73$Vy9`v;4l546-h9k(#?820jf(4ZLckw0S<Jg(bTiMkKSz
zEy#v5k5gI#!Y~1m!K&Ag`4Y6qFnub#cN5$Xm|#~$n^%s88YgBp@=Q(TKn6RIDc@%D
zqurmI6!>EeH(-0z_i%1d6|+wEvL@HNE5jtAP6;bnvP&D>;oh|*cDJ)-9+k@p6>b@u
zo@;thz1f`Q%Vc%dH;^C*Gg}{MK!6TO?OdI!r<3Lu0<2r#2bAr8o$Cse6L&=_jV%qS
zwE+yF2;|kcoVxCAE1jBngv#to8nC+JZP<}9?ODo;vgJmUsx|R5R_5w72Oyf}?=3~$
z$(a1AJ5~0$HvpIUMP=OF%+eU5JbL1^qX!+g3X<mBW#nw}`EmX=3~eM381szvty>#?
ziMnH!HBROd)0R=iZlt~w2}h}(tt2nKK?b&LuV-jUBlD>(wCA}4a2rKxMWzUswgqQa
ztTua^Q>7)X%!IkQGUWZ*=qz6`Zf>;*wu$&S7^kYo5eTiC=BXt$WR8eM#J=r>&0^{e
zEZ9`&Pc^9SHgamCD06_njb}^UcPe`5Lk+q|5E#p2tvJNsaJ*H8g<%D^X0!DTN=N_^
zfOA?V<n$rhD^k&bnE59@m5r)qDDu^EEm3Abyzf10FIwJE5_qj?MoLy@RV18rDcch?
zs-WN#T^w3+gc)k*bd9Frb6u25tb+!t5hoX9MHnZ!LP*vQoYW%WgLBfYUBmMhEHPPE
z5`|I)L_OqG{nltL>SLv6TxuuIAOHmx%jO|99GZNxF~I9uMlnxPTa#K1`(w+(8dz-R
zo?y+=tyyVCE?kV()vcPY7@Ufk)r>X>Q|9=F*;yFy*})Zc!pMGY*&T;^mtfn4ZfYR$
zhS<dJuO}5!GFO(TOd}}2aDSP!V`0T2F_4l^9fb@A+#;WPMTxVL!A5!t=Zxv{dz*vi
za<kPA0}acQ?NVl=aE@?E{3)!8eq68~g1J;GxqJH>^F}M(EvMWRQbms~ang$Pp`=h4
zn$i}&Om>WCpL1CfT{&|cT#kp4TUyeVxLj^IKrlY0s@qzsC@em2O!TitoRWgM%{aF$
z3NhHb5YN-;)~=)qqmDm1v``+u%9CzAsC68HK_Zl+Xg}jv*J{#}{D94FPV2}gKaFHh
za}u$@$sa>q6mDZxB8S+S6dvccDmf$a*K_ew%YJ_FPzSiGGfej%Gru00uGpzP&RKHo
zhDkBb5}+;Jsp>a$>FY@C8t`%WR?5iE!;{RGJ{Jl)(x_A;02BGtOEj*#BMbrb%}S9J
z>T*wdPeH9m7HLk^QcV%SB0HpDJ*q_;J783!5)4HNBz0!ZLziN#INm&q<-?FYPAL+|
zJBCzgB>wRn3bPt~pvc=)b`@bf)?Kk73EYv^v2*3v(MJ1`#RCS~NK@R^#ey<HB(^)6
zv1@G{N@S5sHA<1RtXPZ>YUZ6wvuM-MjzVQY8Uv4N`G?2Qn0#@pDFlC{o)2Dt*VM8~
zurJGiYv(VEwoh;4X)ah2mysl@eZbmB>H5|cF5u0fWh)#Bq@dAUXFyR!6bM==DQE#j
zYQWjiWFC$EMP$~Esm_^jJsE$Prh%VLcwbX5;Qbw<hy5Z;R18V<7|-cjFDpi%%D}Pg
zF<kG0Hy;P-P1g_s(;W$}jV;<~a^1b_z9}S`$9C9}%FIDw^8G3D+~kD-f#?NUF+~yi
zhU40!h6MABjmhjW(v{=AinCf=V3tz25$zu4nX*=F=C82_k~&fZXXr2~Dchl3w<3-c
z)w<OCf(#0V<-`f^P)1pZBplMSmZRoTb}laYTL99$WdZgTYSJ^ab9FS^sKZ7_t!2;e
zSkbR`<^#?V*_`p(s>^W^eeKBf$rU~2nwd7E5Jz70+f5ywKz{apb6v^7E4Fd_&Dk4T
zI|jGk<p|XNX0#=hT!a`Wy;my?5G+zT&N?kX(%T~N*dFJa;FNjWX48{V<+-Sgp?Nfp
z>__hZ05e%Iy1bZ-x%b6iPqYz$qw3Yk^+?6tiZ$gW%Wt@FjzV(M5`6)q%aMsWIQmrR
zj5?f}aaJP*@I9$dO%bQDOsKZwoyQ*a6oDf+R%86C%fg3^#F}rAr;W$(tBmcrjHo+W
zC~RR!&ftU8o=r$1M*jd;l7GBus|ZX2ndh!*aUy|@r}C_7&R=A@bk@@%@>@J~_oZbK
zu33Nrr7lSMRQ@$yWm36+nY&hW{iL6~X)1AF30<Z04iY?%Q%*<&Hs}1RKbQ;x1xkRC
z^BVLLNoY+tE8UW?8*n(Ri`Z3|kmj|C0dNLQL-t3PIRFZ%OP5nxl=+p8XZt;+Y_lDs
z*A<(45=2QtIPG0^)uP0Qb6|aInADOOkIVBD+o`VVHF=rII!X&e8c#Y?lIQUzqQa^9
z-zU?pTX-&BGRYp*^{K2pJtf<QmO=sauFiPHU9+7<$=M<cc?-7K;@)dgEk5!=xS&Dp
z*18K#BF|2Y9lM*<;;gOGmkAtWKDEI-P2aeVxKOvm%qVne$qf6p`__aybbT@T*0DR+
zZ}O=lw-~G?UQcs%Mk`{xa7PkhK&e7AbQl$BVO6OB1E8*VGh~X(Y*ggtn<Px!3c43G
z@S>-kj>ySvK1o*_g8S4%Mo@YAkEyN9Qeago(nRv3AvAQ(PZc`p*71DAXX{s4fCm_?
ztwQOQaHsOCjHfqiidKpyp5ofsNp?h0>P28(c(%?t86jf$?xM0aAwATmB<=JjvYOB<
zV!aADSZ^nDj-`2C$s4kGpu2FNok{(%aUjHJ8T1vKX<-tsOks)c)qKEJaTo;q3er%f
zv`EcLZ&t}hqZO<~-CVJA{56HCU%_*gwS~){;%d=4Q^<F+7i0CUohLx~M3TlAJ*s`B
zI)3vGN|hbD9F2~Ldvr(c$R4d-HLr$bjRxs<9{A05QCY_b7z2uXpvF!smaaNdc1J`o
zv5w{pdPEQo?%u3(QVSIwg=sRV<eXJGuGTU_oSMx}QZ2?PXO-ozK~b}!0$xCXR1)1g
z^*A3|&zEHKg*ju`X10tQ+=o8I)9PqRSlpk^pc1^t=a8!XYUEY|F~mbZN>{OWKQX|o
zycWczC%FW2p!s9@kEyLIYz5rP9lw<_9Xc_~%Yo@mommvDBr5uv%2HC%7L!_(?uedZ
zxaZroV(PYNHjLnRHLOZNa?BX_=~*|IOLcZ4Rq0(6uAYWfTDGNBwy=pfXOa8X=9z66
zwl1lR_o!pi;baA*5sY^0MAOY{Zeq7TyB*J3bC*7elNj>q$nWP%Y_psKde=Xx>H_Bx
z$C948rrfl*j(qv>qN<qUi2R3l;axQ8sOtAQYDvq`yY`9Ywu%>X<wh_R9xF>vlgp1P
zxChg{Vn$_=!mN1)yKOU1NbM2kL&(V<l{KWIwH*jH^fMxjT2m~bDD}l|+T2@5ZcK2y
zoOT^)(%f3E5({$2JxDcrB?|~+fXA?|8kH`!M{FZ)namqTn)R+O<9MR$RwRNugSNxW
z3H(QsR&_QA16;OOJSfE$I?VVH!C<k#Ka85bX*G03qNQd!#?7stb0Hq)tz1nL5x5pT
zu}dZA+6L4o+|%vjVbL@0YbM*)Mye}hQI5@;LnoKCdy2M)$`}U~a!vB4)L;*-Wla{z
zzI%XuaY;*?ak%pAS^G;zmN_D!lTnIH`I2A`z|=QaFo>`kvyi6k{1vN>H1#u;Mzk!o
z^T@<Szi97@ic6=9F66QIr#7b&j0`CD6-s+My+h}YO_BEXHLPN~=w&HBnz5GGdXA&0
zc_LMgF1a3+Yf-jXSy0R7G3(7mYp0tWv$-VH>t`j@!PH<5^-ZhYY$&O6>$!f+1%*@%
zpjDv}mxKrFPqVOK0A|f=M+im2isPwKC!y6&n`=`wY(#0f$tJV!uOqfx9Fy1z=^iYP
znASz+oNi?WMpRO#Q8(`uI&R+S%t9_T3)TJERn2ymcD_=m^c4-3o*``FwPQe{m3qor
zM_{8zmshyu019v-nJL16JJVz1abiA|%cZW(B~sF`NCEk=pL&W`W<aUOsiC9E-dVGp
z;+2_?-Cijt2|Jj%Cf_!MaoP+LNhj8)h!svwaY~Q4Z2<jh3!BS(NdEwO;YYo3<EyBv
zHf=(Zle`frn;oekm`cacRtMYUzrIv~$csOnbTGssO7Un;ty+mKk>6UEvR?M%CHcT5
z_OJJ91_%cgFUZmslc?w^#ZiV3V!oo1<%&n03rV(7VT_ZERb%tF-NJgB(UR3j`IyuL
z4=0wSkhRqrBO39Z#4+jVaB@&=9r4z$Lu?`-0fiJs$2eSoDsuk-CR>WmbCb~0gd(G$
z%ZCLviq97N<pkt`S6gG`^{VIOInNZ}?5vGslP#(STyz4Xo>2;%cB<y#aDHmWztl+#
zh~JG=DN0P4R7nusYNBbG2?0ew)9y?w;8u8norx#$rD%4Z2{q`daatpV&QDfbhG_(!
zDa~D5sd549S@to^T%3R_Ln#j~!!;91<tE5A0W({YSm2J8%Su=|>s>YN@<@dggIG-w
zl5ha;ThY;KVOLk7b4iMO$(A-akG*v#O^OuxKwo;PrrUj*HEeTMr;=G*C=HC)Em^rs
zO^%9Cv~?;SFf@glQ;Lwm3<IrdTUrOk;Z`QJh!46e7hhX5bx%v9C3YBz#Z`hhjlpJR
z7_B*C1xNz|vaYN^Uyzb})xoAjlS6e4Mkr3ya8I>GXL8q4g&iv*;?#+aZRj>EWZc{e
z-cgJpa|Go%*yyceF`%a2T$rO{&IMT;VoptSdY+}`O3?%I^sX9lbD7yWazv{(y(Z!!
zAB{vcxlr$HlU35xO5Y&wS_ewo4&p1ds&UbyjXIL*ShDc~%bzohdYaH0q&`=fy>a!d
z6w=J?jl2rcZ8{{hF@yl)t!Fq=zJ}19OKL-L;y8gTl1H^bnw%G8cFD&zk$0w)ejhaJ
zO*PraTHD!EQMxd7YBy$dJ7R%6z*jwM7gM^H<n06H6}Bvy&?Y-|HA?qSF|YuG^sMR1
zDq5E$>}KiA@yrehHP+iq-d<ZOJ?kS*jKeNWd9AYw-6-=00Q9J@B-vDxu~J4eOM#Lq
zWz$w{Wopb8$c_LNd<Bhj>0I-xZ6a?NE!moyc#nk@ayw-NaZ|3>k9qlX(=-C3_{DJ4
z$3Z(csiLRVAdV&E;2L2L4nV?G>zr^#4Iu;%QR!Uk60del>0J#%t+?Z!^-AfaiT5iF
zwQ^Xz)Z4tE?}~zZWESnWB!R~@<l|iGH_EJz$`*~2WEQvPehXr>Fg6~4TIQ@b!1=lZ
zac%&vmNE=r_O5&k+n&0cV(F+oHW?Ps#X-r%Nt|*>1Ky(Zl}Xs6>s0P0;IiSLwtZ{g
z`mE};DLWo?W}vK%Xn)kNIqOA3r%5!n5xu}sDb7Ol>T&u}T?umN%TDU#cc6KokUs5G
z%CCRcmsYqj-XvfWN(1_utLB9nX2;`QP=n=6&Qn(;d3z4Og+n8@-~P2hE&ND$89#+q
zmhj3jI3G&rjW^iFQ(eYgT;m`fO=p-9mvgpB`cve%j5iCD_=<)}u$$yKUc)_WvN36B
zbGDx3Q(B=J&V7L5t1J+qCPpOoP)MlmubJ0uYk}VYRYsMSa{Ldeu9(JF)aR7adKM;h
zT<q)EW~qXO%RfHV8JXs6Cj-``irg_7B%i{yw<<Dna(Wk{!5=DwUvW<}q7VVx$I_&Z
z50~c7Juz2ptQfDEutvVEn&y<^w>D9e(Gc5NwaMKkLiQD}6{WlhmjMuaa%hfqkL8U=
zAH;D%l}qk_ox5?IS1jcz9TALU>P+y%fgnzu0jNyUOCU|z_86$9xpz1Kf$PmA69grP
zC+kT?+ftmB^e@XNlB&B)A3!MkV|ja2Z8bp2G}0XKJq9Tp%7f(}fCiVdT|=Fg9u|L|
zM*w@8@{f$xNpWMRUPN~^60}Zn*@j2zzpZ*Z#djlR%VXWEBg9$()_gyAV2TW~CSxRz
zzBwPLt8~+gO_Le5B+@=<JQ^v|t0b(BrCCV@Ph;s#uPLog@hGB-KosQwlgJ!*q@Yj%
zSFKxZjl!SeWKsE({VJ?zWRX!uS&jgyu*eKR<Q4>h>M}p6rjRr0e*?sa!J0Y@WZQyI
z=Uo{w+XI8o*0{d`Tr&74N(imJqQNKq<6TIB$loD3_chp~qPsbHyA63+-#yPxYV>Lr
z9zJOeQQe0DPt?_glyn@`Nok;=xjYcIb0G{*VOM1R)I*MH3v7eAhJC6VyQY?L8jt|2
z8giA6gw$e1FpgFvjl^^Un;dcp01<(oQCA_3G~^tbmCB&p04-0R+9Fjxtg#r|7*Xlg
zv$Y9I6Z3^p?@1-Z#~?r8qNvSnEX#)Z0pyZ-G*hQ%c`;O-)si5M(njhr>PW3fq*YJ{
z=qijFd`jTEmd9?@cp-KR6ksUhHLXV$L?a}M*F=_PS1Oq0jZwBC=Kb7E<eUOYt@$hj
zskEFArAcpT95_@RJDP=FDmEI!zH713Ah)*#@w>PcG9Bs&1ZJGdtT0Y#82MmfGCiw~
zQo6ajT)u;gZQu;k3$}Xo>?uhY;2KEOf=N8rFEf*{H+_b(lg9(zoUwp7H2tHwr)5V$
zTPBf8HW~&y(e$QCC|=yu5>CNB@`30NHA_-uIIRh!eXHtft4K4GnvD6fakwa{qJb21
z$@Mi}&f2yL@*!RF9EHI5sl-frwMo;UsTGw+CaKEX4J3q)AP+S!(yGmS9BN5m0Qamb
z?-6-N<QW6?ry5hKu%%T**VJxpt)MMA0Y_5R#ou^^JjM{jiyx>NCa7xql=`H=$acoR
zbr+>&>@36Dy*xGzL0)^FeQNGcL!`1JQvv0a#|Z7~T?{i@z=0qc$DpnaE?y-HhPQO9
zy|MoBzGKjub*Q^vp;W4+p}#HKftg<vT9GsEK*4=T#Zr>u+SCcA*w5G+ttP)bjfjvc
z_5!)pIW_L1quM3AI&^5_>UpWs<}>_4xrh?#{{S9qGN*iTTh>-Ez<^^X+}1TI#yh=D
zp*Jp?7uC!3=~D&uG}TZC0-inVnVO0{sno*YR4pk7gGnoiyA}z>F`H<pe8$dO81$%K
zd>)lb4U=%WnN<kRJ!=x?bU6vh_2RG1Dz{#0n_-Uvx~WA)8BMpMF{Xl9Sl}E{2AJ<C
zEDz&d1U9?zmHg`bR%o4tYb;MLgepAF?8i+x3V_|JRkc``<clZVR?n7;+L}P^SbKKO
zeUe36SR`Tdph5Jl5LFifq0b#@fDUn4OWrLjXp0Qw44hR-W@0nio_Om~I|?HdgvwLR
zCq0Ewl3<x2WvboOyFoRPGqK6Y8LrxKIp)UAG_tS(vCU{%T6ttSJDk@)CBcRF1Clxl
z)YI?hmNqgDPu<(aZ8$z%3>8T89V~FSlv%M@l5hJ<ZE*b6`+IhrVo6_V>N0CWD_eVY
z$WSrd*B3H_eNMG`tL$WtFed3Rpj8RAIGK!LvPT?MeScPsS<xg`Zh$Gxa<PksY@=<>
zc2c9vxuv1aR<|s<QPN3w6Unp;lTsZy6nT;`QhMU3SwRK6td|pl!;&iX#p7NKMna(J
zlTJyeXo)obA>V1Ufp(}a{<WQXbLNe!_fKk)D|0NHdi^T&dTdBCS0~<;;}#Z_myypc
zlS<r-3bHiL0NM>~rGaTO2OgE97M}RaFBIio!i^jBGA(T&fk0vN{RLc-YlmI2D?eZd
zO0yld`HG0h_pOUtF%s}U6IfKLmaNtkn=`Cz<}rtz0{6hJ6>y)xPCco{?i7&5NaLv|
zileD&s}9)h$~=wORvz@;#@37$<xNV`Z9?TqO_3+-Qv(D@BQcl9@QNjSgthY~nN;KM
zsH|`8$!ve+ha~lC+A)-smqRH^F?VLc$vIfIFQqzrnan#;)d#LBgX=zJxMpF!hHyJq
zKYOW2j(0ZiYPeC9o}|vQj>k^7=H4O!F5S&#wD)&1HqE0w&0t5W-Om165ERvkW}X}c
zB$L@|bwic;m^$3c$gyxISKGMB>yDLr-^{x~3PuJ8CacFLplv=_LMAyq{{Wp+OWELK
zha)|4PnF4NO0sum`siQ`vnQ=yv~@BF6bvsJtgB67q(z92sm*U`u|&M8lE=Mr)pAST
zI;p6)?vooRpO#$I@!H0t00H!?0z8hC_@WAOYmL-rT7p9sFqI&1qk&Rj4%7fMS+{cS
zVzi4S!vSz9QayuiDssS51Gx03eFDO&VxB1g#W;+N1B#Fs%aSqHkVb*Y$26bn$yMah
z+yZ*nJzZZZmDTTI+;^y0?vN)Uq-6yBxu$t%In8GdT5{EsQ<_>NSlYM%ewCZ5eVroR
zBtC0)0A$th4nFlYlxJ{V&D%AWBK6lK5z|V1kC~V{G<PQAN$xE^%?gi@H&ggl$TG?@
zaG>-Q>0{-09Qx*-Tm|BtJUYXxLvk?{y}a9&i?K+l^ERHfIDaRBjQW~p8KevbG3!uH
z(l&B12YU5k?<ASSPH~0H4K!zhcQK`o73+*t5GOecR>GWfM6}Tzk=0#`!tem7<T>k0
zGlYok8ETH&CuQ9s=91dwc@6UY@l|d>L?yF<-lmdA7X)JpJJoCU^AI37&wAPk-5JTN
z8CMqsf+7q@t}8#vc_cg<>7lm?ZG})t?^v3O&uAK5pegpQs&h@*7*0A}lwG{H3Ec5o
zEpH4q!HVUv)Yf&3$vnWiWwZHK#rDOu`@=ZkRnF<8Wfq!j%QFr@z!g!|q;tu|Ot$hr
zAX8f2SivNKD`jM5CfJeMZW*mRJvSsa+RwH}mStVX8Rol4);O)zQyYM;di7j%HKR>S
zQoMHC0LZANJ6nz@y197A&OrKBOxF@hPBH~!2sf)Xl+<)ajGBpzVGd0?JxR75<C@I0
zw`Y9hpIX#gAX6k$lwh<7%1=?hY!aL?#WF<_1GM6ymd%0rGf>I8-ZCA?&#g5T(3v;X
zNUR}itjRDw*{zt~-q~=hE0I=Xa!gD~^{tyY+?DfANvo?3HDuGDWNFCKTxVtin!?rX
zR?ghWd17m)P>C4M1z>B;lcL5Bd90|*-m=)zs$92wn7V!AnE)%^y9hv<B@NJu=XC1;
zBvMCw*F_^3;{rA3+O)(p<)NJf(z_<a7VChZRV$g2T%z$+riyv`vkI!H_RLuG^{nGh
zt@SQ*ds{-(T0+Q6Hce0VHBa5fFy6It!eJyiH8BHrMMSDf_GLy9wb792Ett%bmd|Q|
zXY-{1gId=X>oCij%KJZ;KgrE$2AbD%Ii{Y5tQPCW1z0gSz+ROdlNDUOX$`(!c&=)b
zac4v#nkj|Z*R4Jv(y`A9JJimpjIxY+(xC)rqKfkB<J6zCg4LQTZuff?W?PwN1LR0o
zxjdSc5)d!|ayy!oAbdVEo<?cP0nStmR%;I!`_hfsPOPP((Flif@GvP!$iV#Q+%t@d
zt$33>VPMBSPHURHoi)snP+ZzvNiQv7aFR^Bk44Q&L6JUO0BV)KlN4vnbyk$}Sd7*9
zq9{o$O>srlt1C%p&7~S~_!&*~wUNU#hlA->B-<P!FyEal)3O`^RlsT6`q#09z(SYr
z8N-Oh%3k8shUb*R5`Be3Z)G#etj7vFR)X57lj&1|v$(HQ+r>vlX9&0P6T+b(RUHKs
z=+00RMPYmDbS;ccVC}y{jQ;F@Gg%YJ<ZuZ;jc9m=Ws3bb9De9__cfFD<-rIEKZvhR
zj9(&lIVv^G(Moo7B(^<=6-H^_2P6UXt2cKtN^qbP^{m<B^2TLg4`47&dKBZ_<D2X#
znpqCm!xQWcHPMh3o@58I@5!nYPE=qyMfT$~$a5(;3`h5gu8vNo4rI?hN!mXiDXN=}
z=jNx1(cI*K2jN$(^wTluRef<vQ;bHVDH-amBW#UwPZf4Mb+uf{^GJFOgI5TG#eBHF
zX%A9OS5)0L@=M5n99B+z-i4^xMUcY5-E#egD(Xo)fYLDo)0!5{DH6&u--S!JJf5FQ
z%2G_yDXqmvW5;h?(maTV`ten6F9>fgKEB4Kvax9!&77ZMQsR=kDK_1aV`-5vGOP5V
zcA(n7sjCGL9jY<-RM1(pq+w1!8p+Kq%TaGcRfI_+gp6eR)uRx%z-(?cZQ}bf@WD<x
z)<^t&T#^ZXdg7)ppU|ecH0o)^AD_THcRbXF+BE8Nezi5S#|!{uZX&B)Pqns#^*O8n
zwLnV0uH3ARY?8Y^ZuqO9E{Wqg<b(ljdOpyY=m|eC{Q3NAhp%t=)UZjQ*h(T_I9%-#
zciXkHKb3fmb5@TmjcLm9xG>;SQ}L9~r82TCS_Kpe0I_B>bsspxXEcUf&dvt~_hPJR
zR#M+xG*KyLSY(jnuv9Eh<SL)>RrD2)r@k2<wRk5@bvX*Gxg*hyb+fDP$3-1UuRr)V
zc;~>=B9#IQh5-8z5BS$lCFRY;gevizWY=XCDXW~bY8n&W+!Z1?@woM?R-2R#=A*T=
z;ACabQfkR27YGm3nz=P@R7_(2CQ8%I_hSb>!jcPFH<yrLpIWzXDv^QuRL;PR4z<qa
z)`=Y|DeBo*Zqv(j_ohh{laG~%Ur|+VreSa+kLEe&6|ZiRJYX@v$4VsJRl+NqLbbKO
zm;EZkTOs+J6YW+)1>g!@xU3yU*|LIK6&f+XRN5+dBIlFGr8{XYlTxn&rc!$pm4V1n
z(>}tOf!O7jYWh=}WRLG2eFY(xE1Y0dYD?9R_7v6+yM`F1i4HSOGLuV{idzF6gbe*^
zBQDp%=bqH96P%S`3GIq>QEkI8`Kc;VPUkhJDO+ScOoU{Nel#(_<*CoSugk%z#@w;_
z+||WJn>N;oTx+T`aHWkZ+n%_om1B%>KROyiw2(OZRk?IRPBGR)Jdh4^Lr96#img4v
zD&)2grBD}3B$&=kTwvs`C0;GsDAIY!;eVAzT;nX&QKTU8Ni>X+Zt}~wU@FuKxfY>v
zk;HSy)Ym6-E6pL=I5oWXcem$!;bDw)8Rn|pTH0BzUVNWHU38pdrtIdc7cE}K6tIL`
z^)(nP8kRW4Gf=%!<VG+mj4Wo(@^+6(^dkn<*}*AU*%l|%1~D3i_supIl2f?Lf$5sA
z6(pC1F~&NxR;88Zi)IOtp5j1w3OK8hQCcgBE@$sD-G-SZ!v{N#dz$F2^!RO5JCM!k
zS+MGNSBMhFPx9BXYS6aQFJvL^u7aQLD6R^!e`(n5r3Aheb5<y(n`!d`C!jT@3~L|p
z7CxlaJ9|$dMj4on<khrBJhOfk=gr@#-4$e6^F1ib8fxuPNYeUNHtbm9a5<=2U=IeP
zk=^(mDh7?3w2W6$TOBppkK!4sZ*{oitvuS2a!o2*eBC&$mnt)S%tc3#4l3Lhs-r9h
zY0;=1YC_>_IZ3?{QAn_%6i{4xiqDqpjsU1W*x9I5o78S;8d5$5LFbWGJm--6RMCY8
zo@)6mxVf&$gBI&f2b@$*AkF}#5(ODFtUHo9z~-pWFkJIYyS)ql0PCzvokNq(Yid-R
zF{x1^Ys;`R&1Fw|rGEWCXWGVj=hBpD?0M($uE?mzbCyn0_)KRqOCcklPHRg^S&ia(
zibP|ntvIx(V2Hep$gI1)S{rsKnK<;T=k}iLQJ=Hq_oU9M?^v|3i{;$yj(}Gqs_WNx
ztjeND;`TVrS6xy`4t$}v)S8Ow?IlgPBzp=}u<8!&U5>4HHKVZGHnc3wB0IOPc&kFs
z&wnr}Nc(29U}+h^NcOM2Z8g(~g0~|b1#L9b(8?BTQk~pr09dofb5<;DZdn1t?axZP
zXKXH6Nm6~QeA+xvjsW(qdX>3-)1ox5sRo~Hune%~t;hp&n#a4iksE?Q_M+cV-1}Rg
zu6IsP-ZfK8-84y<AD4=iE{to3Bix$DxYpGeswPjVHAZb#NkLa!4?)dRqbY8Qb)y}b
zxpA)BTW1Uj_U5u>*RO6LG0N(n-Cipmea^&$V57OB+VBZNxx#0h3h0g=5m&X$C5V%D
zy^e+n=ero03NN;DYALkYo?Y=uQAa!q+0x;TSOnXCUfC5xQ`Zt5(LjKnnXYv?Ia&zW
z#VFoPqb<yqxo2Y|4(w|R{{Bn3w>hM})Y*ww<&9=E%;zLvS9Lm8)tr?o-$ZF!Nikuu
zOZ!%k(`24AB<ca|D-s*26AKw2pGxU;%|7TAo_W}V&eKs@@@uhlmo}S}Z7iBOS<Gy!
z+aj;4*~X=v%Q)x&tJkqS>Z=&}bImy+g(C9SHQkTAYo1kkmD#$7E{MW2T;57!k9l6o
zD`wBb@OeIE>0sxginVPerk;LxP|aGgT-#0t(YX57bt_8Nin2AQN;lV5VOnT=t_hDQ
zpzuv~HddnAAPa6jwCG__Gk`voHryKIt69%Rbi$Nju=-up3R1Zo3c%EYNw9D_(^JfT
zbBdlg0+L&rd2pv{j%u#D3dLm-89E$#)s<2y!#(NU1xt4Ut-{j}?)lt#^`$OY_Qf&s
z%1(MzyX<8-UttJf3xoB|A|B*^bs$W}H~t_~Bz=sa@(oO>^DPY8arc=0!ktW2?@#Gm
z5?Y-xZL6^u<AKSfX90GD%_eq|YBzOr>5p3NqXlgYr9PcT$V!}&Skif<jAEQ)VhI%t
zYlk@%ud`26j(q9*ip<`;Rau;~1<x6)jmhD1D!$Zt)E?b&TGP{W7Z&7^W)=VnnX*R|
zA}%roPNM^*M5U?gMOhVKgzhZoCZv(J@G5*$3WD7!b6x6EE36^TO;o(GGO!@<I||hR
z3P!*b)kdArnoP!Fa|&Tp04tu>TH<zC-ch%>uA2HnRH!(vGg2+~qw^94cVU&?&P+qH
zu;fp(MU~{^sH!tuxqPudoi^t6k|4F8=1D7Ok}J`KI<tavTO(mFB#k$2<I<uxvRs{@
zAHu1tZWuMQq{SKKfvJ*=RqQxkPQ&ek!x&{>o9S2WuP$B4X2oj6mX8=g5YMTorn8Cx
zm0&a4xSdqpnmZLHmD4MfX*pn8qixUf1;uDavb29Hj8r8y6UQ|wLvb5!MY0|JX^VH}
z-0cs?rDy6dAPmDe70=pUT#K^X2=_I-DD$TyIacLq9)Kkgj-s>gV{4=H46RF~MAO@e
zCmAQ8t)T>EHtYabB&Mmz=uvZt%-h;Vr{qEnXe<R6ccp0?G)`BVsdMrS4z&HRJJ4Rw
zm1<>4c*at!eo;s*P0`*uR8m>U?oQ#!t*bz>TkY?P(o#`c8OA)%QjBULAZMj$K;^l{
zY6iD5NKHzy$r|BE0<)7$xTcw7G4sBv-pOnuz)YHr)!!jolT7;)V=^%&lwy;+W0P%J
zBD!7_ZK^hkwl38MS*sr8l$?d=Dbb{p@!Gl^6IVHu<g`Y_R}oyKr*nL&PoS!)l^fZC
z{A#OMNdEvRVyoV->Dox$nHaaVX4GJtxIz<?C%0#ma0nHBc~GsIu^b5!;0lSFG-7jH
zvYMAewL_I^$MEa4a0g>f00rCaP=dD#!Zste;Z4{rw=+w-j)$#yH7PZSydrc(#lu!y
zOl=g&M&<&r?saLcfM5na4O!FmHN8U2Ky2d`?Np;tQ|3n$t3%;5f+~)c8MsW~8j-)%
zp4?Uy!$$<mx>3t?&szCxZF-S<9+n=IWUP(lIT@ua6l9u)-I>r5Ffmgy1{fnXwK+LM
znmdx!otYCxk~T@H6%|Jn8B@ChfIHP`9f&a}m`inhbQQiHb*jEsv5eI^e)m$_JZcGM
z10MBK-%?wPqY@?;v8)^G*zGTV%*=O?3EkSP!z@<mx+lZ8y?ZghN7>%@zQ-G{ChoMc
z)W&ldqN{0=Ji2^OA<G@vKZ&BHLBVpqhg@aMl)Ie2i;gu&kNq$mzuIcSW^KH-2cQII
zw|rd$vg+|NugD-7Iq$iv0M6z?6e_I#y+E&b5Bw;eZEYs*GD*yFlDSjsn#<cg#QS4H
z?%n!<SFRyD{{Ve1>~#v%=Q2D-D=2oa@i}3d>x<=D9P(G(r#6}+AHI+l?i5s(kOw<Q
z%8UBcmRfYz5|lr5bt9VITUae4z*XPwYAROc()S!G-&<IM-o<bvkcC0fPC2B%o<{xE
zvS4&13LT}9v66Gp0xHZF{!?y|GJPwZyF0UO)sarmP8stjEXUKDy}CH~01rSaS28fb
z0T<9_qA@T8@II!Y$;s+ck1oP74a<+96-waABM72Q1K%IvS7L`GobGSJru!kzR04aP
zbf%=DCl@4Aj?y?W$Y<|Y0+ARb<NDI&AwN5Qrl<Q{3mA9X>=@KaO_vy?KHA-JxToSp
zTWgT1!vz3#tnatUaHkv~^c4mrl=Z@XHJ`I@;xzV&D@0l3p7og#u%4vnH8d8ULSyqJ
zQ4+H89ZlrOdgT5UZQDdbi`|e*a>?=_{Aw_+$1R`6v?8%mcR2kjR<{hpJq0d!t%u0o
ztntr`kV<qLIhda;T?GTSN;mjdi4k8+d|yj-_-%c<C3i_8F|q26ybO<g5<eRGp!3ag
z*L=?BMKxt%!<bvvqNna4U{gpV9`%W!cA|<}1bPR;LtzJrFK+c&5j6NLCHq4@aka3R
z<JWd8h-HQ4k)sT;?j;oRK<q2hJ{0H?>iR#5WRe@Hh_qOiD@nY$B*`tb9+*2o=ZeRR
z;kLefK?a*WgqEo&^Gh?Vo>Y6W^D^*T+w`i8Ti6>(T=f3{g!);v@G8n!8E<820*~QA
z@{ImO{x#SjNZ$p4BBIjt*tE?q4L;qNM-*Z;8RrAmv@NVrTo%DT{cFB9gl%($r#W2G
zuz{LA+2qpQS^&Q;OCI%l4WU2-pzTXDDye4R3gdMjHO|!q%VRz$jA@SbDq6esI26RZ
zi89V{^{Q8%AxM;n)SsZM<*6s4Ch&^X(vI2)TR0i@HEm{$3<F%mdW6>sBxNcOKx)EW
zvi0NfqEsaJV~tq!H~i3gQjeOl;J#9D22XREwk{dEU<$%eXw^+J;7}=9f{c?;sU%ae
z+|*d1jNtMVeN95{d(uyIiN;2LwN0*IR^0Mr`U=(%Y|c_h&`@!cQh*0qqZQ1O{{X9q
z?e%Jxb;04vf#@kp49(QO$gpGpe4{lE>D-;T9{8kKna|ARf!I{T<rq;}zjTEeN&DIl
zjTu+xea41vFgnyyOSE!8tn1BED^(@mnuMh%p>mvI9ZPaP4<|KB?^J@-et8t1LTj4U
zyh2tMF-ey_05!>6YSY{~XMStbp@5Xt<azSMM*1C{=Cdus<yb6zvEHCvQh3+|j0Qj6
zB-SR4X+8A8$va1LUFD{qZ*LHGMcwK}ZBvquyK9<KQmLxYZHal+T0zgPUYbZ^Uz?NZ
zRb|v7kL3;1u&iB6QYIEF^8HAzSkskBb~>EY5Y1;=R8oleK7zRWok+VJHc!^0yOhf@
z8?s63QmwX|Zo8(HrGM_IuVRfD(uw9&t167E6mM|bi*f5$4AEO5P=KEKrn9rhm?30N
z)g`urd#H3xi|W;^no9C^L`65GRoRnuc{S5)94PE6-kV_NMRKI`#dZ3Bf+2=6B;}pD
z`&OKKWxc)vr~p?y@vuvl2GPRH;+dOcX?Q@y#x?e>$Rm!~HyN5qJxy1*yn@;-p@w}0
zW{pLO`Bb;m*Bq3pYIP~7Xly>ED!5cue{eXf@J}PC>sa<aeZ+%!3ci3>K?FfZ-K;9|
z$3tpu%TejQy42oLBds|=1EoB@ayc8=gvYm~Ln*-HtxoJsR*;3{)kI8cgN&ZE*<|v^
zTCXkFW&TxM?snY7*2*1Olb2%G+6Pi;jdXntS0^1Qhnlq%OOqve3sRuxCYYcTik(v&
z;+xP&k#o>gi^o$?`KuTt)k}-~XKCi8MZJe~jVE<Q$voC=-k=Z=4l0?w%Vpa>+*Wnl
zH015iK9#LHTIy#ynrJP>`^dxt#Xi!-?#|<#x$9Nz^vRil+Rd8ZF4nfYPXrDC6}3qy
z=>r(W$=*cE4W*^FHjTh_HB<XW7?qoPlju3DYlXkQVz9+4FR7|CsjwR-;r%m8G*jK`
zIaO<Ap#4u<mQu*1s`TQp7|P_3r=I4lO?aejR0E$%WKy(@20#_v2q-NP#W^`WSv{Da
zc=Mb0WB7AcZtfajBZ3uG_8n?9Xox$e09ALr3UMC*A4*ocxbJ0SM#{o@TrNV^q_z>-
zfMlB|(2B>k*8a%3NJF{qXlwZ{Wb<Y@K7zB9YB%IssRXUm=`^VBB)DHGg0H=A$rC65
zzVqLj<@Ae|Y@LifE1-zpz6&5o{rcAhc)nw@l#`BzUZNvAkP=_ovLm&fbKmJ*iMNVX
zBLRI_(?k}~p$fs<+KAWXRtZw(cV{HFk&;!5G^eobTJ|=HVHszSe21K{=~kgzdr6u@
z4(2tFtZP^D+<6v}A}>NuYSWrkA1c^}qfK)?$gZ!_=J?yW3O|SnhVnZ*V7^>miSJp#
zA5C+0bPUorU^~<k>Z0yV(tLn)9+lFm{{Sw>GpW_?bjQRpC6AE=O1~~MR5blQOQ$l;
z(DW5wPr9<+HzP<#YUyCrt=1kEIET6Bu$}4ML2hjePR>l{^(_|Ncg*rIJ(LQiW2H%X
zotr|hQpXjqsOoxq?giRLK7z4!T;2_~aYz%?R@B_wb$0b8N*vlDo@91<kd0L&DtRFB
zU1gr5CDM@LQ2^*Go44@3q{K2ts(oD5xiqax%nv%?H?m|>sHx7%`h_=AH+Im_zPn{4
z#tBe6RC;CYtg^AalgmNS4yLLJCze06#Dgb-O<99P^3#0yX7tTNgj8(HQj?X@r6t~w
za?rxgf4tqQ3v1|Ln91e^9hWtmJnI{IN}*JDsAJRG>A{Tgo=KuKqL!?uR!&~(J4;PQ
z;^jleSIhOqYsD!bZfu&xw25u45+RNUClzi5WAh5(sR;BtVJB@(Q6SDUQf>fM2$jo>
z)v%=3G@_BJVo50{3sNLtbB<|NAUUZx6)pA{0Z3U+S2;eE)+GB=N`O?T!OvR5+OBR<
zJB=zgU~oNY=(thqP9SGE1k_ukInD)bxe6&elJQV5Ss$DLDf_Y1)Kko?n+GKNQ%Up+
zmbRq9KpY&>o_kbC3#h;-xTnV7Dd#oGQj(42!V<lZgl^)S<!6J<IJP^1LvA?R$Em2p
z&T@J!0(9fM+y~v{(6Z#<C?8sDNEd}0nw5Fwv7c({sVgEmuIz+i!N+=nIER`*?bOwV
z9A`XJE%|3S<20x@X3X4EsEJW_@ly(JaZECRD^1R#QfZ4IX29)LCb)8>Mwx15q<2bL
zr3y3CnyyVQ#eGc!Om3AMI}Y_$dzFbxJAge+5rboLv0GI6B0E7WYmU5k^L7z}YoOF7
zy14`FY`aHuT$KKI+L+4uVd-9`7M+%-or#^^fh<Zs_zhD-EPFh?pbw=o8(A(-88xXE
zjKVDA=B}B_D@M#A88>u_@aeH#AKVg8y=cXy%?jWgeJX1Ub7{dGn%{yT${5!jTFrVL
zROu(`V<KECfT(`78*8bY9CY`thiYPxLT&&G=l1?a{>RL%94{TX40**sp-DNdJC(!@
zk4nOpZzrk2G^yT0ouXCL#_Xz!!%JBVm|o_#qz!U*q2$%u8y_GN${DMzPuaxg<mZuN
zONhm6h)*C^t`0b=kw(TqcHmXv(zq(SyPdFBRv~gwRz$){raqOj<0l4~QZyMj6heHW
zlzEIfx4;3}xYDGu?cB?>R-CI0hdY7CrBHBYki{QPmC+epYK&zYY&sjYlOagWJi{!<
zCQ_^DDXFIUV}pb3R+1J~!O5s?bQ({n>v+`<si$0g!vdoFl`1lo&w7TnxuWc68xYd&
zVVb=Knkf6ARIz}~(yU+#B~iTv8f$VB0)TKSV`YF6+)*UUw5p$)s7V~sXLF2tRHb#O
z<oR|q;g`>hxI7cZV_dAp?1I6@cuLc>#1>!|UNU;sVKDOyfj}m(q0j9l*v6{niY>s>
z2*Q}QaoVId@dPIsW7L|imqd<FH0dT|7EcwYv*mhdRA&{VFg!p4sw$32tNKor9B@Y?
z51jK&mfz2mGacA9u^TExI{+)9q}ryUiHsvDIWk5W7;Iw|&T4v0w|a~X0uL=)b1^+D
zppArtk;wI@;11REINA!V?2ktcUDNlXGBqg>2e7AZ80$#xFnO#t6E)0?5t=Y~=ZfvZ
zVAR&G);OzTIb@PF<hXr>lqnsDb5!Qm?d;><df#XC-QVd^+_bi~VsfW<Vc1ul_^VaB
zx|TJW_+E-D*Tdkc*7sJ&C2H;(r>VbxrfQxb)jzbY5mMZ!Sj(Jl1HLPE*G8TNUp=A$
zM<+QZxK9sHs@>f~0KK?a0sEnd7_Uu&1&u~>=hU3m^_1wPPU_2JIy9AA$(j}l63R6g
zz|T*qqMvGWZlsKL<ME=r`Fu?D;H?yq%=n(n-0D%1&9FiS(e-M^`!sN=2&xaTHPY*-
z&w79kJh7Abn#htA10KHB=~0{ZX&jYcoSQl8i+LoM8;SH#aaL_?oUSEu6S4v;OJe70
zD9>}6f0eOGBv(tS+OdkJlerXsx*l9H^NzTqW)D9zpRGnF%${6oOB0R-X+;9UnLN3y
zr1^I(E^P{F8>?<78TYA6C|{Hoe_U0W6z$+{Z$N4#wS47<DtVLDmC0>}DwIr~Th!*N
zv$ILGzDYd+t8*dyqbDB5qJr9aSotAW{kA<SqSdZUli0EfLm$k4mo)=3PS`_%?Nz3=
zb3gh;(Qv(X)r5vgaF+3uPV7Z1C9T5k=qg)oaID<-0Q9R(r`xLYjQW$BQEV;L0Ct~W
zTACYT=Q$_bn$A<}b4b%&Q5;rjxL{-oe5MG$)(ipLrCM|_#KdQ%V*P@9$xFB)bNp1H
zX=>hsm%E}x$gX6Rkql~y{o_(RrZxWadhtXy<rE-2D$3b{xpw?0ZYhF{njwOAkcB;c
zaZ}1dj4nz1X`xaU0aTJ{E=0vYc0#x3QtaM^B+@vqidNIyd^gqd0)-L2JK#v9*UU$)
zeP7~D4(n3z)~9bPk|ef}0>t&&ar)xEP-@PyT3MG*VJUJ>Gf6<Ma>A5#q^Bt6m>&1=
zKHcs7GktQa&Be~$#CBC5)SC2Zu0Vac=hnF|hW4jV@D`g2jLUGQb_4yQNc}NgU)W41
zbfYeRO75nVVy<#c$-M?FnftlP?^d9WV0S(heN9zqqPIL{r1TXRpLHiY2p+6>tr~A(
zEjKq(@F3cpnsJo4%#IJB70fj48(_#8y{lJEQ*!%Num@9FPLhh|HiceiV%+xI*K=Td
zX0k4R$s6o{oxK1Uu8Mf$iZ7Uxk5gQ=(u<3-Q}Ps1e8R1vZYZ6|DgpNNp`##@@^tJ4
zM;)}Pn@rnNxD^%CL2faIW<9G#tFklMU61>E#&*U@KGkjuw^ANPIP|P&3rRjyVQXC^
ziZBb6C*09eDQFOFyO+kJD-Yeo+kHr==DxUOKQf@I(p}4PJh+D+?24gr2apTQ?8mMv
z7}JZ~)>C~6CAekFNg*TH)Ry{!DwbG70o9weV>SA(EW;gzQ<GDgQ`7|X71XHR7&?hF
zu!~vWg<igjD%3N}HcK6Y-niH`hk-VtrsLlgpqi@30BNQS?at9zPY-R7rHHcJ>BZv4
z4qtXV3PE`+iez_4V;|mOn&afw=YAsEtMsbchP2W_<!uTv$<9frSV=c)8A}k_ve4Mo
zJU~O3tr=v;S3HlxxtqJWC35r3UA+maPjt*MynQOWM(vZD^r+#XPh*}{8{Biq^U1MK
z2eoV1_-=cGtQ4N-uoVV_rrccJ21v3OoVQBr*52$ei_XB$At_g?<L<?qP^ZnTk#A43
zhfTK%LbRTOoi)?oy~tSO9R_))wVaSen8`98>~mO`I$ooBDc-K*)by?hsL9?;?UmxK
z6js0SByq7zbWjI!Yn{E+=eqtZFST?}pj+A|`M@kW`Hf-T***-RHm7beUWE^2z7vYC
zw0{wm98D|W4CcBU9U?aiy^t~O)YW|tLz_`^CiX~y#z3y~PSEVEfFVo2_nVqntW06<
zr>J4*IqKGh8$AsIsVR^>YhF8bwoHWp3Vr6IX<;5+&>u?UwQmy7aLpWTvM$)_Yl0E0
zUHKielqoMWq`cOlh9JC>dSexXHm5Yw9f^Thv0U$Lvl4yIYhvCLC>s%ud*ZrP7}7BI
zlBh-@X-_>(Y1wJ)SY>#twpwsN3-zt2VMy1Yu4=f8XpO1R>d0;F{GbA*TU8))NYkSC
zsEy(QlEW3o`J{BKB4SAGO)`b+RA<yv_)dP6N$(xc9971XWXh^Wq_=9Lj<uaV%Q-a|
z+~X{2H+5d7wTu!ol-oj}ILWDa$0oC9z6p?~s+;)_af;bflQQQ>*(@`FMGcH{YY}g@
z9Fj9pORBRRWL0}966zy$W<@=DqFd0b!2-F{sjwV!YP^@yImxP28+wV>v9EEcVM*Ot
z@!dVdgaU9o=Cb6LM?8~O?PL)k&pEBtH56d#IWt9GFu_hwty`A*-qtROoK{Q7@~~Kt
zl6?hNxs9N~oE~}uOOZFJZhWff)lE+F;ed&PNB+pI19JODS0~ig4W6ozFdkR{3}%y2
z)!I+>3<n)*Wl6bNAXQRVY?oKpbqM70Eu2Jva#V6_nw_MPyvb!UIqptPJ-pfF%Q<3u
znzSR175TpPbixs)v_~|i=I+^><w)Ft!S$fVRO30VWVV)aHX|_h6kO?&Lxyk%pv_mb
zSFoI2u2;5OXrkRJmTyXh(WG+e6DoZw#8LTgxs)&+jZG}G+^*GCL>+*odoev#im|}Q
z<|~2qs}Q+~!Ppz?Q^jj02JGY46*!7D2OOH2O$kAp8f!{n^9q6KQ^~BfO|{8C%Cj`s
z=enFk(=>3eTvn~kj+Ynu*_nv!4RK9Jn#}EoHMBM~)LY0z(h@=F2TGp(($dkHBLf4V
ztPMX?Gu;bIRx!jo`&Qk=7NG~)t_dEQu1UqldYw>`anR)3RlAl#sSq2F8Kr2=lxFJi
zhW;&p^{cnDY4JH0>6YjYdRADmx4MwM<>A|(xD9qj*1fEbSEJtS%+z(^e!@Q?VTg4-
zO+FYjo0z<-c;u2|KJgvvNqjkNB<kWULO;CSYhQJ(oL*hEyh)DZ6{M=gB%qlpl$*TH
zehm^UKwf)|ne?jnGg-!ri0vcx?^?G~SV_&nGCyD{m}p~d(OWOK6;YFV$Wn@0BQnx1
zce?!nuA;)?`GQ3hNgQLj6_*>t^RJzS!RRYe>sYt3w;L3bkEKmk=IvtXS_=0zktP2C
zmXiThWRfP3$GkUUYnOiztFHN^*^|QOCX&kTT}DDJ<V79JRID_XtfyWtL~Y$YwV=cc
zmp$oWx|Ca-A!a?zQWkQofEj$}KAkIi4L)X!008>b$;K;PN{2L=&#i>llO4;0>09<1
z8zP2gAbJYeu&_&X%K%u_#+Ec3kSm(5Do@>s(@um|tfw80034dR6bg%sR8A(i1IUy{
zKfR3AxM4A%4CT*qYnF0$)te-c<&1h$!qb4FvAI_gn%ta&PA3%;5={vRK*WzyY2i-o
z#OKgZiU({^?x?vYl8U~FNp~HPDmfSxz%|e6ULaVR;)F9W?~1jfNj255noz*EV_hD?
zQI9hvRg0G@FPPbv1M{Vh+XYTBkJha!;8HxBPCA;&&4i;J*&8V>jNxel>>nV`dghwX
zAvoGFPbb=kxIu+nlk6)eX>RUHX}gHTsml(11v$QW{`NCYRm$X!ed*ywIjt3~p-wIC
zK&gSy)Nd$KK+bC61GPr+s}9+s(Qi{3(sr~NM6)sE=C0ceLJ99oOLQE#$*G3}1EpM=
zwUDs%Wf#pMuJv8ZV~Vqk(iEhfj;2tH%o38=#a~RY>rF9%Pf>-ZDO^!jA(46OS+|y-
zX&YOW^sQo}y)l(fYN$_?nMat&`xy}VY4Y({cRn84cL!&3YqIjerkF>iZ45-B^f8qM
zEzB)9PLA3T9A&FP%yF)ERkH{KII5RLm3~;sqo1BvW8~yo42mIe`?la#q;V>s6;9Mi
zuw`&+%#7-tYdVd$V@PPOGHDe!QOWeFq8}(Ys`18H?m0CwOiSzor9_sNMWHVnWLY(U
z&^6t_IQc=XJzUA;a6lQS*lZD~0B}0iuzZl_Msi%zu^EA3h+#2`wQ50+IK?IOvIw@t
z9^z^C>Jr=+A2u>-9Gi{VNm=MAVp{^AyJ-21bN9NzNm*hCuUai<n(LM=&#h_f9j?gs
z%JxRDm?pW}8>gi{?$6GPXwH7LmUfE|&()1wX5#{~l&t;I(z?{jNIZnuik{jO3{MqX
zP-o>-5^EJT3#~brh|IgaPfFcFQ(7|@H3zBHxmBh#fG-t;XMLz&&YO{ALV6EM=~fj~
z85NY_?DS@_lAfr}Ad}5Y8n*x;t9TujoC(iPDqO~(Bxn?KP|W`TKGiil0^{X0-zYC9
z8K_TNvY5b#2SHr_0Ej05q)9qQp1(FTTDq8Khhn(}x^3%TbFIfUrTRH$AU1w#?ZQ&$
zmF{uks@gV3Z>PY|0tN>d?^jKs$ID#qlj0?~Ws4($T~(~fEJgcttno5*ed*{`2N|nJ
zQ$5Q?G;t7e#}%?v81anYR&~T?OSEB?RUn*-(OD3X1F81Sd048ln~b5ctth1Aq(HXZ
z?mTC;PqY!YZxrK$%_bW?Ym#`X-wQU4C?%lbfG`IY3r>9BEJo-3tZ`EcY?34~w30AX
zQIbz;#i`3g%`TSYQ~5EWd87!wtZ`A>i&+zVGI@!fpyXFI;vW%cvc{20^U49p@|1!3
zn#yk)+S}L*T`t;HAYe3@<KN!BidYKLq`7XJ`;Rhss%opzG<6;$)L@3it+xiAPr9SG
zy?J)06C1@6bI+|<GTl3ynM<=COE-F;_p2tM8J7yXhE038EGN~Y%AL*%)ty=MHDkBZ
zpX^Yhq#&FO04uDql1ZcAB5eAK;qEoNYdb}f*5Mv?185x87`#ubUpCn;a0$i`VzH}-
zsaI8@s;|kR>lSh>w!xI-ZegFHBl=NP{67mpp<71hECUjLtWWi#yt%7Mqt>T>MRJzA
zDy8BnJebEHiL8l2sLMBA*sYCkKW$B@3mC`DdkmV-ib!E#7%ND7k&|8YouI5^J!I}y
zjw6iVs{MM@7jl;y6rawu<#Z@X>FR4K_OT=`N3CrMUsh!`Wn?=}v)sk;fIFJH7j(r`
zoDTIA7l=?p3N(+<?OM~ffnrV451jV&tm;kP?7DGQvKWJC_xjKw407Dm`3=*7^`>09
zLvBkP3dZfTTO?=ST*nF&j19-oR%|!3wjqsko~%h2s9xvoSDr<*V`x7!ky{X01&=u(
zck9h{S~TPD9Jh0o(A#(bIgo~LO0hl2vrt)bNx)DlHI_J7u^m0?q=HMk)tSf<r`=vE
zIeDGl#*SR7$k&b*m@Km>1dbQdttrO?1M#fUa?8hG!kH!dTao5D+<F07x^0*35;ZOu
zZN~(ft1B4d<FC@2Z7G!RkQGzvY1eW@>ww!wwMvbhhbdiLq_@hmY%B+<Cl#VD5=io`
z^7@llraO4aeT1J@s?%Syx0e=J`U>cDl(sNcTz53CFABaR<oeZ^uOfon$us5s0Oqr8
zp*uH8%O2cuQer&zBzDCqLOT^1y~wWa<h+hXl(cXFNzWWt$oC#txR6A5Mi}il#zuIr
zqP`{T-`KtnxdBO*^ER=8#y10#_yB)O`NY;3hLTZ6lvCBPqKYe&+$!FkWiF$rTUkK6
zrJhxd2e~+^g1gUzb^`au_Krq=%#S`jz`*@Ts*1Z4K9SJ$Xmq<MApm~nHI03M7$3^4
zUyzYIp1rDcCMY*QTF;xzxyu##2Ta!SyOr53B^x6yHV_jdV6o?#WUq5}HpGm;^&@~N
zxJ`^+MgR_#VjWW6-rOi8p8oaL+ubXix@_HwF=_L>n{m#1*4?VMo`fzp9;DWH_S&X=
zwN?Igp7$5}gok1=Q`3qZXFrQX5tL)_>dmXm){qqrUC&|ARzH~0NO|YKH6(gv+Ad_1
zVDtu|xCsD1Hcz>y1r?$cn|iWIE~F{J#br-=i20H7)XC*CXXigkTRT|Y!xY?e)Yn8}
zqOQy&+?|ncPBPrL$`}J(92!Ce4DI-nP+HAvY@>{jI||L#HR(ByAD8j2NpsYdqoLB2
zAsfq6Pf*qEw7C4JHnhHjwQ`f*+}*ina&y|CP4^P-a!Dq%9w7y@NZ1$^(F#$g=FFv0
z&0nEFTD#=Cst;B*6p9z+Mi1^Pq?ZpghmV%7!E+Q*f#l`CyiIgC$sG4gY9kTSo=V4(
zN9j)cPUFD9sBUIK9tJXLB-;z5h|Svr^56=oB!%3UZfT{ra4E?HNOO#P*6Jx3w%+1K
z8b%6(B>GoHVd0r&Rg!JQo^jf$>E;V*2GXr3=UrW$#nsy=RBgV)70+I*qwt&2rx`s<
zRvJshfmOl}YTLK5jyw^TZ&GP(;aFlD`q3@w$HI@sym`)ZdLEkOr5#D!#SqJtA6m`6
zz7G>54j0wWL0S5yw_|Liw)v+cgk07m#i?s57+X9s9?WrC(!+hJ>FRUO66E<{GWvUX
z$#=Q)pF9E0W+m0d+}mUgC>;<ED_8yzp#piA5-2{I=~pdm<yiLF#Do2|;=6sMBDB=Q
zlB0h1gY^5mw2Ve#NMc{kt7{s&1q&6%Ki#TY)N@)cXS@!__!QSP_YEOAr%Hro`NFMd
z70OLL>6Obn7U#V{XK7z*ia?R$F5LQ4Ovr=eTvuvIY;s+_&1(dXDFe%f$75Y}h1?<?
z<bm|BI!mSpB$HPcQ=G<75*E4ZP;=^ZQmmkNKid$jnKA&Q)}oulu@(y%-Sid3#$Hp&
zHLGkQh-83GVDQk6=Bm7<vA6xJET<qJ#+9z5lLeat&>GKMxbs8Z0x-24osnGLW{;hk
zRhR>lSj~7x@gKsWmh^vmnxxr0$3rFZqV}xYokS3M{c8?O;>6>nR+94^V3S(Hf<(%;
zhLhfIJ%3t_?v+MzD=Ds7hfGv^!5=dk=v2{%v}n5}@h!y(J0F<zs$zK1eZo(@NA|X6
z`HlysD)~H!bs3~*=dB}NC>#!IhuYCcOq#FfyT3z1rYAOQMZRO4;;wwLuO~G^)g=p-
zBo9ilv7dpTtwffk#p!ZSx6KoN=<VaJSC!_N`I56S^)+fZ6?tye1=ZYJb|A_2q^*4s
zPix7Q3-f?^r~Q@LLmbjWv0HH!r5(^^3xQQBHL(#%?qw42cEv_68DtN^Am@=<7e{_@
zxva?|a7P%bj=PZbX4D=apBr0hE<c1-d2b%(T$W-z>pC>cR;8`DU=K=%7)MgMr7Z+d
z?ZD|;mYX3@nFAksp3>SROdq^z+;-OE=5zU1H0mdzyeTpn=X-?m!m6*Zs-L@szHkrL
zv}K88;v6XTHIZ|tFPK^7W;ChU=sCr$OGjBmOaiDq0IH_qTj#`K$UfCwEPTn85eXUV
zU6z|^6|76Z2OgAElqsvFsZ{x@JxW?;p7yK1VFdRzYU1|N1tH@zNsr349trMO<Y0&^
z3gW_9CSU_G^#ZwLB{^P4Q-g~4PImTk(w5j1dJ2s!H5<h;LN*}oYo@l);8x#ug^!`F
zXO7+rL$oYujw_+!6m*I(jvo5R;Ubdu8Fo!OHaljvZLKDn4>W)m)s0ZpE^T6$G03dM
z^MP6xI_<k#3utYpmP5g9yjGLuak@moMLRY_Zr0M=n8aWa{6?(HX6(R3ppRaa8fo`I
zi>xdej(say)Us`kOa>K{rEOC*jC+}pXp%`bSgQNhe~9hiwuNI7?t18TtI=g<Ok@|w
zKx@zM@7`U_DCE}IbveFnhE<#(xlxgF@%fnKpRHTd?ixIlBo6qj*$I*URjpk%(pj*9
z4oR;@R#DXBO6=$~-ELUq3z3gpS7oPa3vtLSaqV38pQb}($n6K1*y)VdTVn!C5ND6d
z{{UoHjf#{vNc8ANYpDMKw#a1KBl&;5nzaf=H%t@U)7H&E`A6qd!wSSPfGf|G<8O5B
zj9*dl#22MZDF;ep$On4Ea>thflYLf_;{&Bf9Q)5&r3Y(@=(O?y)}!;6I29X4WIuS(
z9lF9x79{(cEUX%q1Cvq8yTKIiH5Ey!@Lc)xkfVV@PjohC%cKR%sNTf)6{~3piWO1-
zz^TILtveLuR#H}EC?xKHoC<_|(iZLOOCzG6ov<l|%!`QlQ{2`wi;}VlZb{Wi9MKwV
z89bVDs6_w{1q7UMDMFHhvLBleGZV_<k=p~3XeWW3@l4yjvJc8DImTPumoA6_-PqHD
z_v!Sd912iD`d25lcd}(DE!fgCo=$0FVo+zTCQI;xkMC59fj|PgXsM;|hL_MNr*TP&
z)MH4^F5W4?QqgcDD@`kkl;WC3X{H21l&)#udr^va0iX(wNY%R2@_UNSztmFMgn9Yf
zpcPPyld=?=OHyy2%m5xLetk1ktV6tpS7LL}8r1`es-Eky5m#3u949<gb&?g3kaEVX
zxm+5nl+Ow(W2slM4crF!s_rVF)u=4i6c{9tOi7S9T#VJt>KBtvQj%8a2`$QZPvs_S
zA?|LbVv5*9=qp<7(o7&y)Un#4fI^DW5>Z!ZnMKLy%&2tFIOUeMEvzDi00O0q1r;Mm
zs-%;}MC!^~4ls;G+Msl(WB~BAZxa32#W_=I^~tR5U{dDTr*W|(CCCHR*Bz{D7Ev)&
zol9q&bBgM9D|v1pbWk}M<ku6ZXp3k2$&m>?>(Ro-58`JoCCc9FIz1Ct)9xK2iT6p4
zO?1sFh3j5Xq+i8ht8NRC(}B{v!FX>Ge7OqeuoSU4drdX5l?+o#&vRJLPu*P86wK{|
zz^N@^+Y0XF`qhx2R|}F_BhZc7yCX#^yqcwZHa<|pj%wq8&UYSzrDsWOC34;K(w#P(
zwK1yX*DOgQ-*#2l02FbG%GRtc3Ny~2kSluKL{Z?@7QLIJ<wkLirnaRo-f6Kjf>761
zaFE@>W2id_!yr8~itMbl+dG&SG5JHFK-J4#=t_=QNLh_br)c*gSlFX%2Q}zoXi&sM
z-#q#?D^Z`gdJmj#5GxRopH8(ba6lvsiZVOZduWJN^Em);DtzV0L4#gBT52$HhKHjT
z{weBO00GBJ0pOfdW6Gcma(!v-j8};$K5N|TPeHr5&2!!&zr~wChwpXwt-Fb#w}qsY
zwxAr7T=cirTAaW_nN>WN7|nWE8Y#=2tJvYiRF}Y+=lY$c)yoa7@{ZM8PKZN(i6$@)
zIj>L__Tf*+gC5n%-RSX8dh#(Ug!UEmbnz-nmFRIx4C80HHlVWKTdWq4hREcvYNP)E
z2%7m{y+$%)xvkwcYb`Z=wU;FN*8EDB5pNh}J?j@*RP>I<%9LjA_dJ_X(QYikWf@w7
zPqVq2WdWFE*Q?y=G03F2TpwDF&%*Z6$g}x}gPovpT77va>Py02S{u3)EpMXRMC@6W
zPD%QjD&@EW1p}a>yjebJHhPg(Nf?^wX1qlWwS2LXKBlsSQAF5{NpsYmwY9BCsdAYa
zI|uVMjGV|{9GdQ;-y%7uZer!NsAIZPHjdR=?S%6fqri=NnzmUYhbNO&;)$j?-~-z<
z*7soh5?RKUvEn{YbAd^5a>0V9E`6$5BUq3D$*SU5B5m@Jpn3`wo47p{i<YrB4I`ZT
zW~pkHjej6tHG&V}QaPy-NpD;jk<uQ;xXoKCu&+OzB-~|wqq1?aLdwD$6yZnUDtD3C
zo^ZW|JBKB)!1k<ri>a<}e$Q@7BK_t7){#zb?9NR^Sr?|*qjPe7Gf^wM_5gMqREcel
zOBN&4)HgG=umu1u+cj%l5id<y9o(&KfbIE@Op11&Xx9@7XKc4zdR0Y=OPNI1G7@_M
z&{c^w53~O25J~8IiqWTQM{^|A?)EQVO5R|%wo=X9gVLk>J0=XI6X{Xft<2=M?SS<o
ztxqIT#;0*E-u0Km?wYTAQnlBRv7eN?_5+}$v5FX1bKn!#6(U<JCiVb(VyfK8G3CY7
z@l>^3s7-SF#+Aj?QbpxKz&%?umiCLVC|sWAps}$a0_XLuh1m*Z;<22RG>Nn#<*bh(
z_~#T6_-4TxbXnH#a>Rb~jielXGAqE(TJ*n-x{$o_q*mzrmfG1t9*o43`faZ?u3E10
zHjctl(M4uZ3ic0zHct!cdaleIExI`$@FxEN*=x!)`#E(B`+GP*^JkDox#^N|Ur1<L
zOnMfHZ>HL**%0}hj2Rg9V_i6UT+Zymtoc=u)HbBcgCv2^VVZ23lgY<#L0H~grMDcM
z*4~|`k1KnwSo-#^sm2gjW-*lJ?2NmZ<eAI23I|H9Y#?_gW^4|Mz3W?4L`b}}#^cnA
zt!;4~q#(g%<~ojD^VY3NxacPp&8evkouoFxX+VuX+BIHXZpI9VvcP%@=XFg=_fT*p
zaFLFRwOZcIu6|I&{yizj4|RF4b*-ckqj};tmn#wlA4;OJ8<FPEDJ1k-V`;@@3WFy-
zaa|Ubql^cXes!d!PLzGqB&SkZnXuV{pasCKOMN-Q0k>$YbNNxe5RNJq)y1eh2X58Q
z=Q-?dp$KkNzl>U@GtN3!I?*-6#h8ItFYe~Nl)G`B!lH&I{A;F~agMu~&8a^kXrd7h
zldr8+)EZYC2_#m8Q9AO+9@PcR4DFLdUZQc*#z2f9=~1@h+XA${$j6XBI&avSx{BRN
z88{RR5V#c&lPrgt-nY_PL!Q;3G-OoyhG{zSh$=2eD3ERKlT$};G|~vr5ua-5S4>sn
zIQcbx%S;x{=Sl!0)}~mbk!uXu29M#ChzFEqk3831Zm?TK5pV#mV*A7q+A9d~&Dyzp
zy=PIpW4hsyGxt>Dxg8p~hj}|Ap;o6wStGXBd`oYquay|{B|V2~<sZZs*AL4qNP8&e
zu|a8HC5b+y=BDz3<8x=}T~zS!q^-L-D%F)&bELGq40nWG!@CUCtBqQ9ivm!eO6En=
zMz}+?3W=_Zwq1#&=<_?V!hD(|UR$p*gGniWUTR5oy@(Ppa0Owt;wcJ%vGk~=GDv=L
zx7w*uPjR}>p(WkwPa`zhV~zl<xu<i)X@T1{eQj`?kLGG7^0Vt(#>-=!ruAl8t<;an
z#aa6-fM!BTt3G5=9Ove!-hVLUn!am_!&2OXR#ONnDBI@epQTPAl0))F?erBb_bSYh
zW-7c?i!-sP#iXEo;~!d+A|=2XHJi6VtCI#eq-%|Xtx<WTJ;<oZZlu!X?pHrz)7-Ok
zsCVvfnABtIOSmuAostJ8$1vm4pmiN{PCMM-aZdX%11!}@lCjA=Q*uXIn5GXD-zPnK
z)uLKuca)w5KvqUQ4QWGY^0pCw8qgYI#U5mAx1~2$F(p%M!Hy=#$g458l-b*wouK*g
zPfJ510h%1wQF51UWNU>04l3i6ficEvtZ<uT02)A#Bjn`QGqZk1>A0(PBe<4HMh60_
zEN9ZRo)eBvDvYueVxZN<_99Vt)D$TD=Z`^8Rt#{2DD|p^i%<}fIjXRY2b@HhPnnN;
zg<+CzU8ss2dz!lqyp7o6p}tY5xd|PzB6H1HgsE&U0QIGKNF17g<pvg__cTh|8i6B0
zyUojbVw6hkFiEV-bz=Fgs1a5ilDn%ZE>mdTiXDo8qZK4peqqVxr?S)Dciw*OYMUVx
zWRr|m5~!Al+BDnMl%YuBTr6Oo=BG=DbBuy(7gN?FwnmC60dvP4t1{l^QUh<nHEM&B
zyCv08e5mfc@Q`jU0Q9WMwL79Q0;uPMio}hsrC_Ktp60b<V{H*>agka36&>|2+PQfR
zlG^e}{QJw{8ui*Mp4PQv_J1ZRi}ucGy0n*fu3KXWf#W?Z4tq&o<xaKRMv~r4<f~Qe
zh%N3ja=vdXo@>0a@eQnT0D>sM7#OY!TST=?$sjI!3Wga7JXb|pF{+Gd)s-{TB)q@9
zLnKV85FKlu`*e$TSIjQJ@<FWFE-r2&*k@%=Kx##aEziotv95SgP`WmiS3OHNmom?l
z=ju&kT-rAUh^-+q41%oB>?$~*YlqB)sI6h{n9JT|8hwf!yY#IcIBnE{!7+})wJmMz
z(haE_yJM|r=-MkyGf2o$Gu&1+YpXk()1xNUjjI_%hyq3c$6B)+uiAiY;CfTyh8s{2
zRmjpj{Hg)<uO4$+yB?%s*5tv#914nAl@H8uOt`sAU<N^B+N<no&gaG}D8sARw=RUg
zY%lVqK=);237nHvbt{Ckiz|ZOg0QV`uBW~MkSbS1DDx|$8P&6~*9Au$^G{V&=m4tr
zpq0s~SqVAjv1?l!C)AuU6v>Mf^s3SpfNmzU<!h_iLaVx`wK&thqH?x{fhnG20_WU{
z)3vsa)d?L>QfZc!DFTDlyPCFFoROM}lTS$O2|d`-e~A79os+kvHPd%|QY)}HW5r<`
zuuY~^xr$jN0dbD`s}RD<2IkE<q($c((;%H@CvQM;TV1%=c1e~gxukglDJ1YK7ENth
zVu+8&@nec1PEyz<H66`MiNq<B`Be|MI=Cu_X*|^_FB)e9*0n9|ODNx3N|a+8Ou@;`
z`=y~O76=YW>?!_RH{KvGprwu^h;RU*qyY7<NYR8{;*G4@_lI;C6lBzU^GTCh*rIIE
zSPF<5Yc(qc$xNy#zHldstm@1UIH%jgx4AWZsUmLfPn^@mH*P6v3Ko-fG_duiD01B6
z6j%aTQ3uUg^WDG>L_wR>in%;xt1@_7l2qcir5N=yn|%rF?vdQ?A$_Yy%mp&0ur2K5
zk+&y7>sqLcA=ppNPOKw+84;YVu>GvW0^NHGSs)5HsTD*>D!tYG7V(oTih~`^X0G0a
zMk*@o=Wgzr()-LOAR5!MzLQY|p}-w$27A~qbqp?DJ%x0-Vx({YiL`wyvZ_&ny41!C
znYDcju%^L`Wct+S3b`}}0CQ2zBJAfi!+W!*NTWXcQSw+Ka!oQDqjbS=NF8du<;|>5
zxsxWDW2%Xz*pL+-wbY^R-6IZeXJ*aNrH4Q$l0||NN#F`<ToO8SRjwhLU`sFy>0Ieu
z>TP6}g?RN8k=t`{D}?d3tRCfIfxhVZt7BeSU{BmRQ{NT9-$yKy7Gg^uTJ><0BhAiv
zxT@0S<QrqD8(FuI3HPq=LDt2~s;~-u1$pciZzP~sqWEJ+Snbw!12xl&<Wajh@TzWF
z9mG>FlpD4w-hO&1HJugQVZ6P{3ii!R`h-z%WI%qk;W}>n9>bQKlDw`_jsOCod6qc7
zLzbatfrd<(2e34)9CNNB826zoZbV}(?p6C^ju?_prA0nujN&ts+=|kM%pl}s)RM*)
zGI7$c+C@DJ<ZWtmk!j5DxyOF>uNAxz!I91>(8__ZL2qGJ_D8pfk2I@dIdqYfV4Kj-
z+a%`*#Z-5zw$PYk#&hmzc7Q%nk7{^t-JhjrDXFbCH04QMk@=^tF;Pi>6nPAOZ$V3j
zX!>zfniZDhs9scaS;mDqJx*0prR{SET$<wSH_XB@&fe9^#i>1{tN}IY7nZR{Xzbf~
z8Rop!;@n)^F$W8i&{wg9aB=0fhB%6DEj#LT8hymKp>o8N+P9?A=4cLAj8{9MPA%@D
ziz5TpyR?~POjbCFI7{7H9XNEQ9ZqR1Z0&(*;|0Cy+*gRO0USqfttPBf?FhVmD%`$W
zSmAc$uK-lJT_*aEkzLrMeW@AK$%Gxpjw^b~Bo>IJ$vEb@TT4lxlrck$@=bKG$!;S5
z09l9hsIL@~Q4|}#rlccmN;8~MNo>Kb)Ps@F^P;#~vDqDwm8+vkcB-q^F_ZY3s}`Ku
z$sh{Wy&y_Iy|?^pK4)ZBIpfsVR3$D{k({Fx?#$gu(Is1Wa?jlJ#agqB<2$oiFE;7U
z&Rm>ln%sg&;<pGG7VdLh6HP@U7&PSA+sUD}h`g=%RzgAc*%nfyMh-%e)}Mafe86nn
z7uK%XM$(VFfIX^`<c-N~&Q>g>zD#*?00XC`XC=|Pxn?I31IImT-Sa_dZe*29p2MDN
zn44Ih=3x{Og!TtGr$(PW+Cr;QLq>Fayyplo7KaeVe7Jzg>Oib$W0^=S#hCp#sjlx+
zPlF>3A@=W7>1$+4sioPYdw7<X-~s_YwU~(42hDTW?v5&zv(2ep2`2<Zy!0Zr<hr%D
zP6%el3!1K9XQI`TrO&I_p(*nC11IPzT{_uJ#z_WG((Qd^SXEos=mta-P(<03gwov`
zL0Y7xdlMohY`R-Q5ZQExbjPN<1nHFSl5UW0xC_sD&wJi;zI(s-xzBgw$M<7B?7bOl
z^cZu@x#pT9Phiqq=JJl>P)c4A*y~Y7iJO&-^!@}o{cLsC@#nE6O{@&X+A5@q<kfoB
z3kibBhFA_^oahIM;)n<wJHrC$HE)O5VWtI}arDH=mf+Z$Ylt(3_#!AYDo4xyLP@ev
zJWe!P9Xqgt|Lymj*=g_KShlwGnreCijImAi!u$J^PO|73MY1S3^CSpsH|zuIfZc{N
zSH0ZnrAOujI2X)a0zzsKib0Mc-a=r}T0p@@{-l7mwzJeAwWv(aD2HIwm9rG@tH7Wh
zeYJuj?G4By$721hM15&5)uMNRD%=&jSY@oRoEC4X(nB=;*ihgH)~fb?A90JOM=^XO
zby~USz2TNYM}IoJ)*opYKE%w?@9o8xE2dz=Y7n4_tJWyzn7>AppB2-6fIV22yRB=S
zH~r1U{z6XT?!h#=zgE}+{$mOZ!b*H%*bQj%d6|7x4HtDXA}2FksqSI%JldP%{CD<4
zE@V_;DjG3u15u3MTZ;30F@)JfsbV`+)>3olgq9*_XU-pHmgOHgy{1dPmn!eMVIo-)
zpSBY_B(HE1NNcu*AfN55u2q&OXCZs8#Q1(%)+)OP7wD0~2Af>_o=xb)HWQ(OjvZ9$
z{Kcm7CnM$rr4tf2Ie(<|51Rwl#)8ZTI28m{VB($NDxYA6k#v)9JY>Z8A@(-%P57Q(
zCeW!jx=7=qZh6o?v7r9@R0b5veVpVcvLqwyg>Ga@G!rguuJ+hu`_-^~K2OujDw4=L
zBJ3s|=V1j=eN*%<2%%v?oQZJa1)5Gd15{hw5L`=KlEpx0^>}gThoaq_5FLF^FmdSH
z8X)xDOLYu7E;kM$1zmtg*cqKl91-!J8Q5W(!sZX}Q5BUlig)kla2@8@-DS1x?c92x
z$8OF|R<o|45kEr52j8b!khu@h>Q9Wx!+XKw__{Io@icBD5#g5CdxmKVZ;(44e_Oh^
z&{2E6iq|Xg4WM%_-V@@G*ZVJ01BRl$z&Q<Ed|#j4Wmk?9!~?mu*PC2<%{Jl<vlwjS
z^U?YA9$GIy_av9qw2@)DK$pl@*G7vaim}E&$txBnt5_GZKg?6XGS|ZvA>Dnt%bo9-
zQd*%k)S+Ip4UUwourIdEax>TYUaF~sGx@Oy{7Q{;55CUyKCp9t2zH!HY7n;bMzkU0
z5zu%OC&eMffBE5JT&Z!!jJ8C@z1Y&><AOA)pD|H#??Xb@Q0?uZc9~!9sr6&osHwDz
z5{jvqiQNZUQw9l3{nT$ntF|NET7>ksr-<Qbkjw8_L0=FCSW^ES<r}TbyOh3O+tt(_
zELXL+;~GpyDAyDRAy23^%7^th7RYS*8R}N?$E-sg2J?Tg@y6&n2B4=G(X7<c7HDa3
zQ!+WE#EtgILY|5QeS~B&-4)Ef*O(tMMLm%k9OcF;j{LD#>bW6TtF(pT;JeR_c`Fr5
z)-x0LF<q)KRHAwwNh#%(Jog+8yj%{V<4zKmQK}@sjiHK0vH?1Y51BCz*>>DNgowka
zo?MjnDp%D-IZzbmz^q-?UT}#RX(sMN7Vw9$G7P4r8S=kdt<l^GpC0*~%-EU#SdP_P
z@mXaB(*$f_Kh1|<zAvAfY^q<mtb(~SJ5pFpp=9{`{;Y5#M3-K)O}y2p-AGKb{z3Bn
zsKrgSuJQ^djslx~!5(|0K4<+Jg<OMnKBxT7N&FAHj7n67@jv3x$vKaoWJay>Fn%S<
zJ<NGtY`+9Na`2Z8M!|^6qtC(~gAa_YNha$}jsLKI0JYP9g9IONY@u;lC|Qo^eg2vt
zN4le0L_`g7<-|LbQenK*c(;6uLoD7m(z3iBoL?VzSsXA799;G}Ti!y&CUkv#ac888
zAyh_xjqV_vqGcPM?rG;@rL1$1lhms-y~hi48k6mf>uSyoezA*2$@qN)2>;EAOzXRX
z2*0{Ur*)0NX3@(**1XS=2+vCK<sb?E^0dq*sDbhKj&=oD9VVGSk1*tc1MeIYa$$y@
zL<J(qXo9EI{zR?3QZA}Tf_Re>(l_@hA|b5+_OW2K8Cy=X{RtHs^<*kXa+!e);!Aa@
z+X9A$2liX~HB^J{JhC<w8qvi|(UK@EhVZh**+eQiXB!RC2wg-#g2W4ZI_9{GmChV^
z@(oDk<9?>7RE0Bo`D!jLdNL_Ab3D>lgq^013uq6z-}Sn>N#$KMqpDfDE@v!DS_O=v
zj8<)?GF0;3DCHp|e6;xIW%L`OAJonrMRu-qmHZ=fYHY1W{)sc2y)8<Ske!4>+P1fk
zD$Z?j2Yl4V$iLDxg?vl~&LTdikt++z1<ru$U667rh{A9}Ddy@}*Tl|J$jmZ{f1XlH
z=F3xsHd<mw{7Q<l<yqhJYw)(>+m40S3W4vc9(*QrZIhc_3>`{|64Y^%@!*1<Rq7JT
zk8&!_)B2L`zJt+nqnBUYigw=ff?kfkK4Iy#JT9g^u<1T0EY4aR!|qUvil)xl)_V8|
z+VM@sLOk>v<JFYGybhMAo(AsEW+UE-HY+HrFt|>ycXM6298`I{g0GY%;0SLWUa^<#
z7*SkS{hIN`P3FETjUaMH*xqBli%;~A=cLNYQNBmk%R*A^9tgaTMn3~KACyFL&CS#@
zL5Rz#D(j_urn_qsk3LMBn{I)WpK91}J$5o91kPe5G?SwzETDgFj8Wg77<oS?5o|L>
zmDsq-Cze5lft`q|qZICf5rA2oG4DejDc`FDbDr>sNfvX$0x=rP#Aj~#MGS){QnIJT
zP-}~I?h#>*n4xQpPWdgxee-IUYlwE6HuoF5vu~1JTynwtTo9xxA}$)wZDDV4U($M|
z!h4YO8q|?%J?SOU#vhse2q{3BXMjcX^<CNgclS;7O=#Bb-{&KYUse-8fL4#>BU0zc
zb<n?!*ol@0hBWMgR>9x2VR(3KPZ+*8^W9&lM|Tv{Q0IF{7?U9-o;KJ}{#2n^tXlWl
zF5|8xs%6~W+#y-w+<<39V=hSOAA!^DqDxLpjeT>r`4(Ik;<F$qT!xzp1y-7Y#KvJ(
zaG$xAMlkgFnnxjb&Ivf5m=}{mZno?Us@bF2S^I=+$wm>A26&NDiRzWXB;5;oUDq(<
zf+;beXN3||b9KsdIC^;aXr^#nU-#~J$2?2cc8Ee?NI1hII)XHnR}c8ol{LfYU#^@a
zWQ)Sy;m&%}Qj`;_yykh%W22H%ZqO`2tEaRbCKhfZFb~bGQ;8%lqe4HA+|eJ8SAopb
zsZzTRd}=k9eq=t9K;aY;G@_Iq)s*uz#Mu70F^LJ3<O7q~cN=(9E~5EEISP~mW{+Ir
zY8xn4r+he09V!zUffX~tJ+8hRCxc_7_M&DlQcW1gTd#m#T*1bf;5&>bqCBtXEh{GH
z$H5fe7VN1+0#W+-dcfOtTlP&<MF#Y~2Gse7YG;*tzuQf8eNQVj^TM=zqQD$!mbdO0
zJkV?Xp*PW4l}|7Av$^skR6&!>s8)Sn!~MHFs;KX!CDeA(v$}KIV9uXrX0FRSwKebK
zSBTAPS@?1I24q)GpKWTohMbuz`##&J?{D6(njtYKkCp84qJ7)*lzzZgnA~_TbA<rh
zHvWx(-n;vWwtu?1lU1AAAu%1RjS8gc+w8LO;TwAKoux$MQ9|P4o^bM7teX4z-Qh9E
z1^06phY{LGtGutP9e7Ac@Sazcs`WqcP(EF}#|1`4i8tRJ%zSLn<vCPuqm&qJI*BXU
zQjaQRRlZ1{_%#9{^H3Iy^O=ObY>co~aaF!rQDJ!i=S}})7iSKCxtm&;hU26dIHn?y
zYQLR#xWe9$_9Hv%Vdp}P6~3dAr1VA*j6H0<I$7Kt3y1iN{rR4dw#<h;1h<_Lq8tVM
zO$UvSU2V`j6-N93))&_K#fIF;F&H$WCa7#Z{vgo_aaR6$M_~Bui_2cXD0q3x&n{#u
zCw{9By52OOtA1c)ppdRu^AsUu$Gcx`j7grDg^xg?YfT8CPiff0kka3CBGJ^>DK60G
zD<uc(v~Oy+f|)cVi0llWuJ!U!txCgJzgO#3sfsYwo3591;9AJh_c5#lU&uN6*RVJ{
zkJ%YyYlx9{nv}Vq$BR(J*_-BqiSvuR2+U(R0vulCn|{l>hr`3pic)VtIns0TZn475
z<0L=2D!w^d&R=tcyG(q|mkD7njFK4HvvDxpYIBk14K6URrOiFz;Z6OX62vo<S*@Ku
zd=eS-vDpUF=4nFjw%8!>5nF_W$Sz!{!T^N)*7N#8UK8T($E;$nc#4<2EdlSr(n%T~
z<94wkUt*>E8ndazcRa^p-adnHi5Yye?a#lYszM?GUF#~-n23EOO~^F9h}2Lg2FWl%
zadMgY47?Pjp@Abh-Ep6P<b!lRN$WH8$qW$}ayr}Dt>gu60S6N2ec0+3;&c%9Dbi@l
z49@$HL$f~bc=PrHQ%jw9i&KY&;YJk0pV>rJ_?xLh5y_<iAWsub2_obDpu`bhEB4u0
zPBjF~MKOz3N;)J9Ki@&mGRW#gtPqS@^M<V|G{TG|Enjm#RMZ8_*~`UavmA@0DqqoE
zzcXVv$A&uUj%5~qBOE?E#JnQj`lWz<urReP`5}fItHSn~HPHC7&+PtEZMEntG15XX
zx<Jgh$fZ^5%XR!8kDd6q@>ttKn(n{S7+2P!xX;;{0_Tu%g7tgQQQ34JLL#W%jR%_&
zy3DY7JQQ`?BoOJCWP?MR9l$a_a9!)FNN1oPG7G%=@UVMAPy4ucL=029bIeuyL(L-F
zR({xn6Bej(uL(xfh|Ef3g51X;x%wEIy8){cKW3~I9*z{pxLJF<L!n0m`#zMk=_rs6
z7*1-)Q3kOHGGF^V#9wHhmg!#mq&fb_pcFy*^N(5wGrU$F668gQhWnI-m(Oc7)QCst
z-fKPySUoM>jUV-=+d*x!($3(qPPdZWu6Q|;k+{s&w3=ZKbB=Jfiy=6xK~j^jqAYdt
z!>2gxKx~UT73ecs-hhM>BelB|B`=VZ$cC(+b{{x!u3Chs%!b-M@=Sjg^3qCkSmoM<
zlfB3el191Rg8M-UcY&*MxnpVcz{@0(K-7$<xUzDSKe>;l38e`hp%r`VBb~Qn@^TiU
zs~-Yv(QesqK*3O&$3ak1&3yM2Q>L~8TC!Ap)(>F^fwq;(^3)dn99WrLoK^Ch&*Zn^
zyp`on$_7poB!OI$F9YJX$(n-dbH0t4uRJ4#c7zdVYwZ&!yA06B@@usl?TVFXp-i%k
z%(Ktya%-=0bPS8$b;|ZmA)lnJoe7d?%*QcB2#3{o`?`8tgWXWog2_Du2(v6!x~Ak`
zIzX~;Q1NWy+RPXqkQbz;Kdshl<!;(uOwL}eZk&u)p=_Sk(n830OtE)>Su&TamLbHx
zno^Xl6M;BqdO6uU20^3zju59b+`Ygh^w!}t(Fc}2)@WVyxwzp{DSZ?RUtD7GBp}VD
zi=Y!~objz6N^F|bKoMu)MCDT+^%K_^Jvp}&cpx}V5xS|>Y5Qg|d_&lp+_H(qYKjjQ
zXN+ji>0FojWQdjcz_{D$u?Es3Dg|!6$@1Eu&z(?c#8Vj)SG-WMqD_?{&BX7+%`h+<
zYc0_TnYY&tP_AmNYMP0VDk^tm?7^hMgC?<gx;YU0)rNXu5;@qqnz&B`C5ZFHeM*5+
zd?+Kd5y|f`&l>(ZgGv^4GIfC_QX=1kN8Lh`IKwZmM%G(D0ug@cH%8oRuX4;XDT>R1
zLNc<lz$zCMGLq;+#2a@KWXy3-4uzZITsfnnqTJWI1#F_QW0Z#aC5%VKR$d~zn8`;M
z?VvzJK|wXVe{Cti)(;(~c!z982}@H+3Vbx}nXqiN9YU|uZk*Mm-UQ+^VKMPqu+CN2
zdAsvaT1jhX{xKbtepcVXDC)Aufs=oYk3PP(?tqd~j`^L+Zh`CBboO%>WNVmbQ=(Hr
zu2sqKs`bia$onO@3(f9eBE?fj@KYAk)r=SRt@@vznm@b?!(D~Pj+-~Z!!QgZmI}ef
z6EGgl+|V6vG6ct$Cr02@h9o1Nd-8JAE!hqBS(8-lCiD>~4>O~<5|@uf*^Dt2xPMq}
zDu@w<cnRx`firqeo>f;|u$$>(xG14#1kuflhAb^z4DSho+StX)O0eELSYx=D&4?I(
zGpr`)8_cYz(DTTH_v2necl0!e@^k8F#}P%MA4BMj(o`)$*%X$&+cN6K9tkFV>Z;<S
zK{H?*^~$j~_~~|RJ+rD5OT)BCQEz_4$*DLPNUExc-0@j)9`cnI^eF1g8$EWxqqI_x
zv}eYVOmlvww4Fy!A+PbVu`@fXN<_iPE=&bUDSjkR3q1WP2Gd#YOb-!rrdcNXth{PC
z#-}SQ-)Pc^-r|#K_#9-Q*@OrkIh)i+%z8orH)TQNM6VbYpi*e<7fYs<`%>xQ_A?6G
zyjKq~UVxMAtc$~vhv3p{v_|DL)7^9*%NBB+9#6kZr@mW8CYr>6XPGtat7cEP??#^?
zIZ2N8bVFbJ2J~KCxEU|vxWHP%b(P{FyT%xyZOKDDiYq$Q!B`nJ>{C?{?lyWAo9~aq
z2MB~nEqKxE-y5u?Q2bCVOlEzBoP!e;XrGJxss(6&XkBOiS#H^0w=d%rTtC#W4;D1K
z_@-oLMQEkcbT~S!YfaeFS%u@X5U)IbH9aRS1TU2|TN*t4Nkq;A*zA#uamT3-qW}8d
zN__5TF#_aDC_On|UM+qR=UgP#vU~&|7IZjVK4R)~njaX=tuF5SbN?q^66s$yIK#$W
zale|N;*+dYZrjphf2yjczKUEZ+SW}pekJsj-5Gt|ltWAYEb>*MPJ3KeS^hD?Sn`F7
zW`hMuk`b!~0rl|6QB{1wk|@SxR?*MBz>k`e4MG|VZOESXtKenj!aEm<kuRBMf;e}c
zIDacZY6MoWTC>t574R<+?)czIX+6TP3wdSsxeFG20TQ6sMCRoATnohY122KH*VYXe
z|9~O98(5_?+Ef2PK1>y~x>ezwi*x|qFtHZ4Be-v#n==!rT3ugRBuoy)`;bvF+$5V6
zySc<o+1*vfeMNR(MF+4E#fdI`QDqd39<r!hd$~29HbYIQw|zxN`uWKA%PIM~Q0gi>
z?W24nNvSwzg28ybbjZs_J##qLyl^g32XeNQ1F;thh5u<>pdC&XIVSgE0kh$W2C?R*
zZpM<n<RI5wR@K9*Fr&)PjcAj8ItRnFYp^SXAq{deK1#rdQg#HxYdvGl(!d-~K}=aF
ztk~erQ4Sio%dBe9K1lj?sf9IOIlrKIs~D!Xwv|%8&geXcELmtRxOdvHX*)w`g=IZ%
zgBYID6lOJ8A`(&gI68_iFEO&7V1M?4U?lK(`ipdwNr#Gh1anco919)2qqn>d3Owcz
zK_|K2KS<XtpFTog-9-P`5jnpS?2{*Z5sl7GRuJHnE-j%>6x5L0y4+pCTK5yndGUog
z|IvVS#taPaK?$2Gg!&kH>J?P^%wrXD$PrJQr@2ShWJlcPjJY>4bDtD4f%S;oqnNxB
z+)_%$iOmY19Y~+$)OpZOfY`%XWOhsGk54^&!fAVDsNui&RIJ>l4>BM@kN?v*uFK^f
zVw=#CUx!WF5bEfGQamueT2#odG$O52!L#^6R-(Qe&#Diy|B2#Yj0k;=5tpmU<01yV
z*QG7&K{qx5@w#o`Qf<{Ys?=0-!gbyC38~>Ze6o;dGx3T~s52z3^BOw~s8dGCe{$y{
z`lG+;KoO7nPJD3~XtJJ*8fU#T=Rj>2lIg%HY(%tIhZcrWk}})K&~`j6hOAGau<$Mv
zGcMD$utibT&?@uRvGgiolXIbas2r|Dn7-%Inr29Q@77~UulQUPX!ztKFG>@F-Q^j#
z8ebjjj*h=?^D$KZO>&!HBY)Y6szI}klF38a9*Hbs2o;m8HIJPwTEN9f=&o{sxx)D4
z77#rfDK@m1N3_J6?u?R8;c2{Hnqm1MeTxvm-D*DFAL_x3<nq8a4E`yc&*E0W`BsyM
zd)?MOPw7x?=abJ6-<=PFnF3a+gI&J_v6y`Q*>ayG&ey0Lb1b2oN8%aA5M+E!#i5NR
zp&&s|{sgI@M@b{gWPG`~R_6HSVY#x~)rMO&SesidKrhSLbj%MqYzx(iGu)n!WAHUz
zR3N+6U=c+2VLNeI*jBLB?ku8x0ox{*u}m;T2FP%a{2KlCf-);t6R5(uzho&K^X{}w
zZCU3SboL2rInVYISJ^zoyM2HcK(62eE<vM)_Ydo-9j;6|Gny#mCKL{TR<x99-eQvO
zU=Zt9Nk&pFKyzL`)CeaMVCmz_OHsvoWcCAPQ`?@?-?~z0px``I+SW^dk_D-o6dEy|
zE40drV$}$iv81wKb}rhjh~8FF*`u(jLVby8SllWfpKU!jJ?JBzGn>|5dL7QvF_{a~
zuw~60<6h0z+c^I|^~~&x`40PRW`CwJ!*ECI_(7PBW?4zB2wjQu7dLD6=u&w9IGmS>
zZ@m}4Jp*Zjd&#na20R=63K2%Y8bW(-`h1L$Ka%78qcp>p5|=S?b7fJY19@DD{haoC
zTlsoE1=bueU(aQ$F)m0O)ylbisnD?vznN%Hi>X*YS8R7`g^yjjVvrI0b&v#PN>biy
z#W}v5oYo}^&$=dm(lm^LIytvtBASjhfE0F!k!Pfa`dO)XN|=Z!b*J5VP3;RKcJRo~
z3D*pUINMAxdvU=G;+fxFO&V}Q8kBvGXPb^48V9s(C&7aR!U_~6R}ORbn{_lc#c{A8
zj)*G_MfRyP`@RE`%%Z@uq)B9wG{}eZxvgSae1gNwoL6iz3#$>~<V8-EcS5gqoky=)
zy{<k-hf{<7jr9k`R?MFrfisLgxRv&X@JZ9v)Mh@K?3w#HZODi`aqk=I=?%y;j&3DU
zZoIw7t8S50QN&4^cx5hj4%H}K$hGkeP%t{2$K|RznA7!MqjrT~4P5prMv0=J(>pSP
z{la&+FUz1=<k4Jc!EL#H6ophQ?sTPQPw0Sty$#fKwX7>E_D`3?oYs%BN&>6UNF`mk
zWU`Jj<GI#Fnpzm2W5*1UPY;oKzxG}&tj>A!;p1V>Bcx7VW$o@)rozi-9<f}qZ;lY^
zA7ve1yOPDDA{S`S#8R-*Z=)1(T+j>VR4vAh@-NgrFL<xdh`7soU<WZ5ZQ3SM3?&y%
z%vzVe)A@pk1`%Jd14|7n8sC<xa#)|rkfIPr6FO50nD&7hbf>erwqOoxRVasvykfD=
zW#5F0FR+Qf08ac)xg-AWK~UXc);mG2%njSeK1XyCkM(Ju1`lS?=?Ma7i+fsHgRbb5
zE2m$uHl8bSpD+sMFBfaI7rs+E;$witQC<c1cyaCMI7%F1-s?5)r7+^mrWk`P`qy@2
z-GxO*F`y31;R5dx-rM<*tl$4d57yqrmK>xS@UlvUj=-770S9hrT$Wnx96^br00*78
ze>^C0q%(+(Nv?JCNJQ(Z7a-itUzAv$p5dbpJas}%`RU_PIYameIJlnb&E?#cg{i7K
zL*Biq`xNJ6Su&i!L(Yi$m6l=g$EHEW1$vEVe!XgmORdq=jOvQAl->KXgSE6mY3SjM
zt&SDzB^0RjYgI0JO}x$fHy~TvEOp~8OYx<{{KAq}le??H{v>WmR%dhUfVknVvXUhN
zG;pm6`d*oiim+4^g(clc!n`^w&?FIzlU|@n_-4~oS9$$x#Q&4QD<LE?Xr7+cMPkH-
z7gewctMV><KhE_$5pEJK{BTw7tS<`&lidAe*tkW@tm{eH6|j((5~b2&++J0%6j{a<
zpW!AAHVko58qhD2V}k)>he!J2IyB@}Xb?BVdnpw0#GqCLTO?{zq$SPxTke54nKbYg
zr;lN0b`F2qU{T-;Y8zuEc@;*#ZdN7DBq%6oii#gNTw7G?i~u>+o1_UL#7XvzfWJKN
zqj;}0TjXZl(6Zk%=V4~-NXr&fuv?m_t}HaeiNfkrHwd&2ZQTlu7%4Y2m>v`%Q0u=p
zmQ!H8v7G4!hs|sckD1D=ZS@JMFu3x#a6QJa$jY<Q_U1Nj+vhUqRZ#I$Y3p3oL4%G&
z%ZMu>PnaL&>1E_6v55oadw45Gr9Esl!KGU|=<@(Dk;w8S_m0O@vBlLkS+yW2$g$P%
zKgJKpb&i`Z`nkl}s@_OppTVGMoPR`QSzyu8G{nn4_6)C!da%Y{n(%x7-SPXxlli3#
z*a>j10%7Gnaxq)InL65w<R63!D|w%t`5wl)yu>gmMZ72?H+@*vxfG_{B6HUzZXS3E
z!Jsy&N9ReA5^>InszaDa2|KmG49<1t5HzHiNh1xmueKHG7ojOTfrOY~F0W?vk4-5L
zaKA@xg<vr^{k|BfH+_`z<I6U+9&P&`>q<=|7+jF~I6nQbAKScexmkQabhx-z^Bn}i
zgOPg!DyfGdq6OaT5!Yhx&_4g9{`GjrIb7xF@bOzG^(CD%qB!#v0rnC9B&xfUv5d3H
z3WG1mk#ijG<R^P{K3~k>devip1ERAMMFag%?&WGJMIpDO)88s1RcK2}>12JV80<Xd
z{{{|5nh+$3BrKh#(zOn~0lm}%Jsgy1*Bm3tpygAqGYz#~>~O5h7L|Q7YFndYF0G-C
zjTeBlt4uvilu*35sR*Vlmg%#O>}?2R;R1`KO<O@lv=yu8ex_?!zAcAknRQxLOEb#6
zv{HRuG1UoXogxJ(IC%#}GMPn%y-t<KUxeo~1U_F5UKJ)(n>Qx(j#>y`6D|V!Tjzy*
zEB^4V7y4=Vbu~GakI!;6NJnu66`5-ha~uUyXa;({EP{KSbFcFo#17|)nvBEv<fCHj
zSE8tN;}+byu!U!QxjI$gkJ+Pb74%~7aa?^?GUyc+yy%F&OzUITDSeP53RS5XHZP+^
z4X90>_90SXs0e01+;A!gGaC7X2Gy5C=q2~sDdu$rWXQ&D2){F1Zp^7f&M!|#N$`lX
zoL0q96d^!a;f4fcPF1JECEHx1-hJIbQpz0qyi{P4+72^$ot2#mN%vle?dZ#N@_w8a
zG@`vRxx!;pj9fsUQ**&fr#_90hFo1++nH%i$rW4z-^@@@V9CKx3#-N?T8%4ECEr;o
z-w7oY_5kI66*BcHlw|8a$awI^@6oEK0`SbxAc$@&<nwtzoEmcNyDBhn!Yl!eNsfw|
z3@5YX_z(waSsTV>@<}V@*Tj<-bU5$WM{D1inCa;vMc|?YJ1-Z0UY4Y{$&JLQtq)Kh
zVmvf*fQB59EGbzL%Q(z1cn5WT1ed?p9edWXh%rt$0>|H8Y{O9{%FEu(dzmJBE#6uo
zHNtIRYTv7^QN5^1gz{#jTy5(|huyR@dRs}Yi=T=*QB8OgJQ7dd29hEp$sEb9OS4i}
zJwp*#WKV=XBBkcBWSCYKQgZ{!rQutvA2!?4qk0cIChoP7=#q_mN>6Feww&sXtAkuf
zRn4c^QZyra+@Gw>iwlv`7-h0(ZZ!>y)Vm~000I)duK%fjRjhgqy_MGRT2qA6Mk(Ab
zOF=VYfFx#8)4E`xkJ5I`IfBz(C-q5aBhK34Qy0g5a>3cET)cjbrs}w5(U<57@pK*8
zO-c*aHG$hRSL2hug`hFn`Fj36%EwyZaWs%Jj}*3zJqdZ_mX(%UeZ#~eD1Jnjp7NnM
z+=ptpr@doJ6h~<@GC+S%9y_X+Q!0BA-=@{6;02GHM4FvN?O-PH%Moxa)iM_t#y3u6
z^*Zfcrj)0+8Z*r9ISB3<8p~!$cRyePNew-Osg1$7_G4AMkV+Z00n$A-r*sE&ZjNe@
zjryc_7LwdxfK!4GwSm<TOlAFfa1UxdUEo~wv2}~*QBD}wYuDEpq20QrOoy2f$Xlm}
zz={jpEy(F$w`!C7`Rlgj&ckeTMBE{c3h0G%;+(Xa?wM-5U4~D<L-li&%TCS({h<;C
z?u#VMnCe%WBaQ=y$C!5soKdtwYaTOqp(^3p?@O(`sr_1>ZuPi4^F1AQ{SSTU>>O-M
zFS7XFR$9I(blo4975_5#lHLM;3KN(zt44eOu+coCKZKXO$Pz;&OeAr<;*!|{p+OWT
zb$UMo$B>N9&NJf2qe9+_k#C)~b1c+<H{=#@k0d5~au-Q(1wohwGT;Fow3FD&pjt`3
zT(iweVMO+D%-qSLF}(~xPa_i4+-cRYmS{!yl#$ld3T4#PKR`%zP_N6kw27hN=b_$-
zBzu+DkrqpV>p=2SiCsSt3(Wo~HCJ-^3vwpCTv*M${a!B{m3xiZy3)Q>8HOF1CwCA*
zQY~!`WHeI*o0_KQZo}#Z)_hjlfgk$sf7PF!$$P2BJKw^EHd#*xt|p5NA{@q9c8RY@
z$evYidMBdF;9SX-vod61{)|Bh^FU*C@=2$CP^UK<WXSCkGXv8%xSf@}f1Nx|QMC2}
z@2+IOmi`>u$3F0+nwqJgO?!q$SQ~`g95-Lo^Ko^auIBe#Tbz4_?=aQZ;f=NR<%vSr
zrnQ!+&^^kzaGeW$3tm;MJNy2TAEZ#?hOngKc-!nY_PZlC%KETAn_nJVjgb?ZK(|K+
z8Ft#7!(dUqya(pS!g>`VA`9dz9^OCDqkHM1!tbQvYt!U1=YJg~>bieEGF97J>n)6d
zEMB0XA^#X}6`YpRQ|tG^tA<j9vZn^0uF%l--0gE^#hC|HR+6+LwvNoMko@EurWjAM
z+~-U0!&PT>bK)^qJ+(Q>%9WKxc@iwM?u%~q2F)zqq5CoFb}|vhO%cV(j`VF?LqR%7
zVrlelDN&&r{U?xaJ-TZ6@M<1vcS^H#wk%&;(^A0>s<W7HzZhWi$vOmb>C#cJvkJWb
zYg}xEIeDf@EdjU#q31m)y5tbbyYlQu$q_;7#s=3X^*p?-CsSPq8U+{*RPiC2T^O20
zeHl*IT`%gt-++vnn#0a{{FD9rAoiOqf=~!$J*vUPdj3_)%KK&T*S&<QO_{U+Xi;kV
zQ1$l?v(Cp_UD&mEIc8oSKh3M~QDbAaQg#*5DV0QYhihI{PL`c@w?}{{&|#J}&hg=2
zyvw1)ZR!2r@W(-r@6vZ#dwVLqMIYLuym^_|)9`h=cd|6&NiVGcC;MOmoy<#CncVRH
z4O_E!hB29q$qv9lJm>zn*sW!&^?F8xj^Q?4>DbUxVa&$?4^iK7eN*b6WJ{t-rHq%l
zSg5x7Zt_CTXGdS|AqbL3l4nf*`O)JWkfi>8`dfCI3<3#0Ip7U*Dz9-dy#QP2vIU;8
zA(O*<&$zWO>T?8vdW~)DYGalnELRiVqY>s`R>*RtU9#TI8#2##i}HPNzj~0J!^=$?
znLI_ExqEeQK-<7#L24vn_$%rf|Jj0+&jE$<nKLd*bvB979g&g#3$F*RR~N5qnOiVG
z_?}nMq@Wwnkh)3d;PD1zGMb(4oWWb3VBCz<P;9vt55<aaPX!C;%;Bn2Q;?iweZKr5
zoaMTl`gjL{hoV%EGPI3#4N1%Y;Jr`!u8!ud&10)w;i5IxbJcb+_2E7($%E?~Q03{6
zdwDt0>cy)~fuo6rwxkNY(k(Y13NJ|KuCh7g&Zn6o>lUlG<O!;B=9MR6*HbS}2i;*X
z(t|6z8<6{#OW25G{=mbC8upEC&fa*Z{rFNMK=%q~*go0~KCXdR#W{=DuU^F5fC{#+
zIeb-yB{~~wsK>rr?BzNpzPI<zE<?l~4YTryRb4G^04u|^b8%;POkM);F@dXBHz13>
z48qaudI<fu8<5%DC5+hq95-kD0*uxm0R5z)9H;Eii81;0)%DCsaqza(?&UrAz4Ytp
z5%F&$%vLv`w}AX~rSy@c?>N2-D&wO}#(OWuo$g*(DD&Cz%-sTK0KkIn#|b+Eo50}L
z7G1voP;o1JxPdxrG}EfuK0vjNbZWBU3YFRY=X2oy5hmwV>$!98KcsFzfl>)w{Egw=
zf#*xWgv%r_@yW1|*;jq-w_{c)r1`E*cJ*?JcJzI>RI)RMcUJ<^E63QLZ{*WIa)%Bm
zOQkR|hRsc!J*jBK)W1wuRyrdxCvpH2gihrZpT|kJkCvD{c)p(^x@75uHmoQ@wcs2s
zYK*yl$-HPL)y!t*=RJzB{wXoE!S}#fxv-TPYo_U|RpO}4@Jn;~L-I@d<^!oPp3&jW
z?@tLNBlO+C=^K-xb%n=T3imTWq4&7lJARC2MrS#N#S&X4@5P-3QiZ+1dRoG=)@3Q8
zPFRqf=D(S87~9ZRqr$IZoW`6-pQL@yjA8pkitcWEzTWJHN*4WNf``sy-M-4hvKkj@
zM*!@Xs|@$}tD4ncZj_4uIm?NvE0UHE`_Q$JB0nKTwI97$-zNjuFtTs55}FG`xqiFT
zuzTPh$OStOS<lwG0nHuXfCwiR(@ZD~i@u*!AMMpwmRDl8Aa;XBLR}D&4_PbuYR9^z
z@;CBM?0^QXRqlJ46~#Hl-LMy?Zf~})A$^2DWwtd(m6k@r`P0fCYdzjasXQAggy_1{
z%Fr*1j2<bk=geYdGy|riK5omDpq8)eT;+Fh57cO-I;NC2Hg_|@sQ6j@NMd&#TKKZr
z!s7)${bJ0~l`iv<bNTrVsMdP%e5lV40w7>b5WWE+CtaElC@Z)SwlR`#bS{N{W3&7k
znSd$FyX5HuK0q-!Z+6>OIlVG}dufcPITEp#s~!A{xKS}JJ%#>S#R-2NXISU6*9vYj
zbeD-*@gUZ-yd}>CVgqN`*y6hN4QNr?%|Ru67Z%-n1PGgBw_C%gP|-dTXzRskZ^>7x
zxqQ?u*&DD;4L|F<&{H5MoqXYba&>EnylnTrqp_=Ni@ki~g)}r5g6|)r71y@;l!+dH
z<lYdm_1afgqFTVQ2k#q=lw%KGuenbd0=l;xEf*S6tiJ&@`U2mSSz+eK_ufrACux2&
zJWvV1#lY^AlXkWJN;Vq4vvKZmuGw%pcmryZC~)t8FAv<51>Cfnpw902jeMJ>iK4R+
zIY(>rQDb^3D)1t4`-25WgSMxt4dk=SKp^EwXU|Ss@y)cPT~(_$#3B~E5|)(W6WfO-
zEB&Pya;e1^<il(Nur$Y_d-w1}B&NZ25udmXM82I6!1l`{OFrmzd|S<D4el|?*Ns=s
z$-{q%E_2|(m)W=A@QJa}0S_@ZvoCf!JVr`z_(`isLo55(&*lb{qUviHFlzCHbEiv*
ztW2!Py=ioiGQz21tmR2Jizb$PJ#^qw_~+E6uaer(byepLsAbH1AkG9&PP>WvYb($*
zkEIJVjCABqCVNfgzYEuXicvCo)v@#Xp+JV?1A>gBoY`a2BEN0=J&fjn4<?;98}DFa
zLm!@>a+239%5!h=`mqQ|o?QcbN14(iJ>}qh=O+uK-uk)&8|mjrcRrpgn^=7Q01n(g
z_l`OC1Qc6G7ci(+J=t_#$859KdRjk^uX``r0gWVT`^wmNVb?q9TH72+V73z2p3DQt
zr9G+<y)^&?zx>ZHL3RXal@oK9bgX+XnoQzh%r~G9q?h!omxIb~y28gs=V;fs?mofN
zA~&F2z@2?~UFCl!6KyEC{{Y%<__&^kFk3tWpq^gi27A9uc%^s)GT*(%**%47V+kBQ
z3UQw*y#?D9bz65a#tJ2U9SrAxK$P%G_VRA{C7t6321ho5v(G?|^cZyaah;1}7pn-d
zCSMOe)#S%)<DcUOhMo7oRO9_6lK@)InFa8<(E<2=md9ZjZ1#LVNv3(v_uKos(vm>U
z7$^HPuX8W0@w31ZrNA|E=QVgg)2R1N=7f~+hDk#(31+#k?E^Rat1uq7hCJ-srVwRz
z*}9B%Jmk!JjQxsdsE~tEX#zyM&1}PbT2|ksf2iK|*S;GNwgUAw3D)e-@k^!~&;|NW
zqJcQ%)&9K?0~M&nFML<!H=>_69Lq!Hulu!e!+1Lla@uASp`=%FUk!T+l9}AdncL?u
z!uQo--p*&nH=tIfB3GxM;iR)u8^AYHr5g}cVH~?CtU4w*_sL?R7tnA<!})95IFNe;
zuJH=JO0U13kRENBENcy$L&*7a1W0&s9^M(7ds|8hj25Q{Kl-yw=EAovZa`y&Q6~z9
z9{e6vr+xF)<`}`1*ojzS0&U6Ri)f$b!kA^Rib)r>(WMCreEj0rY*YJSRi~xNwXQ{T
zdShL0ujx`{;Wa=x(@hUZdDw8N?D*ZN7uq&LJ^uRm@HB5eN_MtA`~4*N2DFg(s(Ycq
zi}CxauN>npP<JfkHL{DmDYnzkx5|AabIczG*nH;4uyk?rhXyHNbZu3}I@L_XQOEdv
zL`7Zg<9?cZc0d&kiOYu+o8M28(ztZ~8P9r$1?KAf3ZN_Gu(#UG#za;z+{s`340z=?
zZxwSOE|N2$-HgGdY!3gDoySmvPvQo&9p}EMY~Q?S;bS)AFb)$EOTX2xYF}&`!~&ZW
zF@YYTSbbOqm>KVrvXzBFPWZ;aExJv%#YKlt=HJh@AygLUOF#wDzq#5o5chf5YP?!R
z%4Tl<bZ&kef2(wu#eF>tAd#5_U`Pul)fvGDw9M6h-S?JrB>-qFA!Q{>$3rTlb@^eC
z;*Ln>2I)`6kLRN}Hz2&jFB2nKC0~_^U-<}()|qe^=HmM`&r>O-G4`c|FIIjsH6>Cv
z#@n^bxhRj6SN<~ni2|!}M8jf|^^LyPsXNwqt5t|Qq!6W-05Sc=!63sx-|YeEHdbat
zPYoqdPVXS{g8N7ZV_$5eWk?YSC2JPAoOQWpxL(AuOU3R098Fz*7)X&%AUyhf1IqMQ
zi9YrpxL9*Yc9G2dYTZka(pmq_xcJcTDz%K)D(&s+O!%d7($4`X^A(as!){q&yp5>w
z!_@(W5B-xo?mdJjd$wQ(_cDI(Y!su)9~W$-n{T-c0|xBL*HJEB8&MYo14o3+NnArD
z-Ggf=N<I-vpUSz{#a`PTtQhq|s4DIjRv+qK_fMkJpok0$Z~&=4NOtnc>ksb5yVqaB
zFHKfm2MvP^arr;GPhyC-cc;!K<t68;l9F(Aw#{uxB@1kp0N&&%W0b2*QK4T&UA=>`
z*DWK`WbE*9qYFlTI&V7tfPa&8m!=S>7o0UpC069Qd+y$zk30FObp7Q=t_|go8xXW=
zu8h++I9z<#W=9bq`DP%l_q+5=98EeR*ro3DAbs|o{$OE6P-E8VaMT=08NDTrQRNcW
zF~D9UyQuMnI<#p?wfa!0p-ePHuf>`2*lkHjUijjbF~)W2>-xS6w&#V32cj_USh0cj
zWB35_WerKPY;E#&Io2hIcJvKM@M+)0W%<EZqu%G!=hWAP)Z&|0A6=5pHzE~QkG+dy
z?KA!Dla41$8f_%vjLUYYa}J5KwlOk=@KyVF@z2jTufe7t25PuS_mS)SuIzxr!yrt?
zoKv+ZYf)FJhZUR2z{$v_4fDXz+AO@TQF`U$5PZJXF#nd%FrYt%R5)ppUTQmeCJ6!H
z!AUC9@|))susWRvQvH*+{3`(iR*9>4?NdV52H}FSK)RMCzXAE>`5yZY#mv|7SfiCU
z-KOvxP#n9`$^<Qi8)ie9N=!Ykz-?JSc1hcNA!d9b!^>xrIJZuJ4Zampq>FFEeUgk8
zAE%!JWd8!Ffc&xqwx1FN!%odgcYy>xuIjlGFk-{1cI@8}G@!NU?#s2=J9h)pd*i$4
zll}(llKk1?;N}gexR9V13@h6<3Ef(B89%9NFftJzLuppPbk@SUrYbGG=4o}FxNfus
zhKXeNW9Xjd!0BM1gvbnQ*Zn;9QFDHFivAd&sW4w}JAhm1$wJSb7x_@v6>yHgrfS?u
zz-S(xvQg}p<{>vM<%-h*zS6tb?PBkyzq>b;eL430+V(^=@Iz_%6@43!pDDGiX9DHD
z#*bO|b`C4_2L`Ug7ta+f_<1#FG&lst<&w?WkG<S89FL7MwzH-S-#_WsKTV>KFNl4_
zzyCzVjGtwL)B0|(bon!T-S+dbxPiDz|9r~#WVj@84&ujHr$)ps_}4u}#~tq1ba{Py
zt8XJ&;@rF~u6_^&ciTDf5g@9UOuB+)zbqE|Ye_bl>U6Xz%u#&M9}&NXoX&D%5X*2Q
zUE@^*lO}^#ozfsL-s#oWoYpQ}RHJmd;}J*AfUcF?o2K@-eY?Y?B+&9S3f$kQqQ%hx
z`<i0n$xg&<lfZUI-1}R7qvY2R;}5Kko}&ESSxFa$bC=3aGhp+2vEfKj41H&xhIZ0N
zQ<(z>SxIgM0>>~3{uig8G{g0>4z9azKzqt71gTk*eJ;Th?It9_W_#gU6){~EP$#{O
z;M;+3%$@LPv(BPuXc%k9_jc6iDHRbg<C&e`S}YG11Dvcqe{1UaDUloL4G5mf3_Q*e
zqt6=uAbXqC;|<{-X0t4h<+j{Xehz6QwY<eDt5;d!T8wgkVcnjPW?E49eqF@S^~nt=
zOeEz7G}V3`90u>Ktu1|>pR)9}O#KGr|MA@oNC!w(ho<FA%9}}L?=K_hu`W;n%4r6L
zWXZ1v;v{K3s#C+@ASk;CB{Cj|ya))#5Ke<%oyHMS)<TfRAuo8>s23*!^y>$Zya*+T
z5l3DSL)4ho2+63I5~opfKtcrcG7L_GWR#wfj2tj1FX(f78!Apj8Au-ZA0tkLp$9Hp
zl1Gl!MnVJ!WC(zWqcKCD=93+z)C?ifq^E|U0yuwNl#DpP5uwD9LlQMg4QYbY^n!41
z+4{io31E|!CK)w76%L|Fg$w@rSpneY7H!!-KK!Cd$#~0XgdFlMcfbdL6#zzFLJA;b
z7zVIIlZ*_Pgx>vyqAWrVDUK%9^Hx$hB#~cNga?!+JsCAMEXo6&CiS<A{nzb(;1WT>
z<G3X%Y7FqyO9k8v0#pa!y}f7weWb$g{K9|B{ogMXbXr;?P%50}k%GJk$}JK8ucy>E
zAPRpVdsGHrky7IP#kQb*=1KNz$p^kyUTHU=fs(P1v4ZP?q<uM4fh{oUbzoH8rx+iA
z<CuS_6GMcO5rpG#tFAN-Ipjfr2}VjBbR8T8h5ly%<zFU4;Q+oNN&S)yumaPqG`Ak{
z%dmgwkjW@L)dO?jR?!i^jQg8vX*PxJlI@a@lJ5ZM0AVCSP)VrdZ<hI8D)d`Drl&@E
zJpMyDlC-~><JKg9nB{kO`9<hf8$=%LAT^pJzFb+lXHE$~k!T=$lx;-iL9)Pt7S-eC
zz$B2*7Bu`1d;R*$k_xB22YAM<cl^_|Qh*Bp`bS2GO45Kb05SeBC}4A+-#yO@VD8;-
zrvDu!B_lEb_&Y#^+;czyp8g_~zj>Mu;DdK>l>;bF1R3z|TV4Kv+0*~lBY%nZ+h3%k
zlWziN6hMt!=e~AEllCL&GK?7OdRE}jH9`(8<S$07cR3CKg4*X#!Hd(v2w1L>_BZ4F
z$tMAIgJ^C8?|0=2{Zj_T-y#xla}dq1fCPLM2=d!lyuBwC_(1zNg?Qj7kd&cgK|zwV
z#<ZA#9&cUvmv{cs8erU8<^JOm1mf&p1O+K53<CNCq7O%2O7Q+anNa|x)f2DnzCnib
z*#6Q}$bAt;oJIhb@IT`~VL-46kmFA>{EK;SLzCrC5$So0pCvU44x$AVa~n#(8zJK#
z?)dA++kgD+;`n<&{vM=oO&2+21;rw_2l)J-JoxK>#iZ}6f5s&KsYuG|b>eTfQ_XR-
zcs0s|yQnl^ySYAs%n+@T1Drd+h3d)GNlmhn>)wPhk97{V6}ZG}1t!e{A|TSAUZ=v>
zK3Z5eAk;ngJ&yl|_;>Un_Md9(uMnhv(fUWne}#B3|KAXQ_QL;H`tUmaSG!>R7ue-L
z$MJWF|D2D1$4~z|vj6|fbkvv6zCOBL;sgq-Z?<nQrT?6Q2Y?g|42-}wFlKLoHRb*r
z&`&KqV4f)U=bK!Cn{eci|CFkM)xnnA72f~S?0$>%FC)Y)dw(JOzlQjIl=+*?%zu{W
zRtbNXXW(y20IHY25dV*4{u`}-N58;o)?YLZ5Nr6;*!UO8{}0RcAIkn$c9Q<Wp1dI1
zU$y#o(f<#D{1@5tKa|_O>Hcle!U2TxFPHq?R7!sY$KU<pe}d<a@c1*He+JnvJb$A_
z4Fux<F0H@v{J%l#Z~XjgV)(at{u`eEK(2oW=5IRuU*Q2#T+6L3{s{xrnNR+2@%#s^
zf8lx9??)eoXsu#1l&w&cF+k9L?e~mp;nR27?JRH&x()7rUgCMHp=M_;pwh-~IE@3Q
zp+FOBo@UZRCS%f5l;3jl^I2d)I>iQ<4L1G;gL3_77t_7JI^F#T=C91|d#ZQs(@TB>
z0_g$^E=H*yPXGuYz4uoFbLM}*IKI91sR!0v{s9AFWZ1U7P%1B}_%u1gUP7aH&p$le
QgNrE4oe-Fb3fxTm4>0bR`v3p{

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-25-Virtual me.jpg b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-25-Virtual me.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..cbe445fc27c2aafb70667ee0980df9617f8e2661
GIT binary patch
literal 5141
zcmbW52T)YomiJH7<RHN&N>Irl86?vv(4>nb$&x`pBuR#Dl9!xCq6$csc*#L>PD&#g
zBsM`npj%P{4GiA*eQ&0w=1tAaI<@wx9cr)htF!mN_FmVs*DC;(2233WfIt8Mx_N->
z1waWPCL|;xBp@atA|fFnCMAbZkdu*-Gt%6qgs?ENv9d5RGvDP9<i30V0Xs7@k0kE{
zVG(h0aW-ygc_~pjK{0XB-;;nyNJz-Z$QdXo7)0+e-xK{`+jS>EO$_LQ?7*P=03J06
zObxp31=w!BlK}L$0sqfHcwl@2LLy=kQnH%?^;7^J2n@!<2NMwB<KK)%-1GzZ)C4s5
zL>>{|*0m<O?*S1FP5wyC{<yk}R&N~5A!hR`jD(bqo`I2xlZ%^&mrq>cp`?_wjFPen
zOjS)?L;tCPp^>qPsjZ#;a|cJK7oJ|;KE8hb0k8iIkBE$lj(L;vHZ?6hBQq;6zo4+F
zxa3o5O>JF$Lt|5OOLtFiU;n`1(D1j3$*Jj?*}3`EHPrgX=GKqx9n7!8qvMlP?AiHm
zE)W3z2i8sb53v8lMSa7ChmQ}&C;H6=!t=dxFf~5GJrP2hN4iAT9=Gp{h7v;_Cx5K&
zB4HQPL(|&48YiXW5MSlQ{6_nm?0*Ip_J1P#C)mGp%>(3M(9O>SQv*=o^qeOzg!G@D
zFAnIcC&N?#LB}s#DvY@Vc`5EC8_f{}iw{a-cLpFJ0oqVslpDEmwOM?iwknJM9;tB<
zV_AS?)X@h72SV^fwlFGWQ!I%Bc=3ClRYfwGlPF)?=0}I($IshZB9??jEsRK^Vv2NP
zU+y$lQW|1Eud)c&6n#8t23B3(HbK$%26mqbmSIkw4{w_)>Lzx$;}SdVbm-(4#KXhl
zvWeQ@wI%Rp7{t{EQ&fZgJi)9g%6QoYqa77ZCRiNgIhg2qh}Ds0Gu1BJZkW4(eRQUi
zIZNR~9ZIO+Y*!1UTmrRlf=Sl^yQPFFTozNA_c2|qRcHASlW`3kJuqym>Jp-V0?Oid
z_WW_kAAH}DjP;N^0WL%*={(JR4fuFNhjUZbxc|)S-}9NserKGsVIh+P;FM<<ON_Y!
z)~g4$4XrP8j)TQc&-;?JjeEABQMsx`V;IY>hX*xUE@E-Gq`{s;GJ|(0`Y?kirZQoc
zzSbO^mV5q5Q1f?5XI<NNs>x;aSjX|5t*d4vk)whLmg7B(?m)*}!8NevtgnuZUNwKU
zCm?=lA?@H94vR-tpL{3qpAQ=Q%jM4TkYu2;h`HqJE2?b^y2%N>H=CLZC5IdIIv>TB
zS-t=P!qRz3<a$Vu3Pk5$`1D;obszu<u7x?%>thVV^FKLX>diBIL?k_Ls?bM8MwG`2
z6!_9tb}Zg`dc_qY4;8mF3R%X%r?_0QTvPC^PT!`x^$^j<Ey-e&*XWZ4Sby+d-EqXD
zW$h)usskP6k1+8H?&Jo%H<Y*rVsWxX9{%Mf-HWd^#LkRDC;>POgKxDIJ7Bnnc(q*V
zY3Le6vFP-W&2>g%M3&5p-Q#ZK%B=t-QOPpg79IYM)@+X3?cAR6?v*_MhgR%GVgG1D
zmey#lm#-BFCo>rU?cBrrHGQY2{QF|p{Rn+JWTkw7k&!(*vTIta<3f0JQB1tN=NC7G
z{P0~>qUq#l_k>1$d?1Y`(--Y%D7AN*wGF4ee8nD26%}(@#zy*s$>~dWyfxV4kb{(D
z;E9L+j%j=5$N96FQ+Lzu{P>?l>pave>iKZv>91!TQ&b{f=Qc$`v8-X`U1;sTfY3v?
zW1f4-)t}+vW83DHpD+VGK7R~3Q1tEc4h%p1bbk9;-@(8|1KSUo2YkWXpHpzvicBrO
zogW0p+sDgZy!jd>`Xk>ac|TzKXE0SOcvaS5;$@|+aUKVLeO%KRJlR5JO(<rG69daW
zA!l!FOtMjKR60z29I)18sHzmHSB#9i*%Qi(IB)bisa9M4Vow0ULeAG}!FFiT#EBMd
zqiv$h6EUn&%)FVVzb{K2z-Vt(Di)Wu@1j6~ZU4!S$XXJYU$T-q&ZVGGMWsg_2&^Z}
zlR1m_+(8jUoj-5gJk)8O<Px(m*YaTZ_Ghk!eh7FA1$n!?+xL!DBhr7%%~oNzb47(V
zid^RnTyxqlwrr!w`vgs7*1@-+!D?0b6?MxikFXTJk6ibc76h$_@P8Ap3Jqeb1s&fh
zi*4AKe5re8#3<As_?hA%g-}n{OP>a$>PG(|n+Wz`JNuIV_J#Hucbw&^{)?0%cSGj>
zoG1neXrHVAOVs^()UU1#1}0S3*gv<Ma_)#(BAI|qwVNOaT2&&qE%b|VG#HibWv}Uz
zki&Gu7i_3GOM2%mF+_#kH88<|!5u0lgtp80*=f*Pf979oFv{D`3U4nfHd~%oxbR2H
zNIs!}zgt_R>49P7T41T30`uM74}H5vPQk2^G3P1WOwQY^G~a%5;H%TNL=x4qs^Nxm
zU(V;H#o$A9RRD;d?r(wQeWL|Y61p#RF-idZ7GL|ZH43f;1)uzv8S9&m3_4bY(5Hy!
zV^>$Cz~UF$sO$$wmTti+NA>NCF2l8Huer$mgT00AySWskd=lB*7d80^1}49|NW5{F
z<E|nB#N#H=O)z`ESbfBup40g__qs7RYVY`f6icBU1sRNQv@5yRC-c92hI?Fo1+fW=
zD%2mxRTq?u4}KhvU{o8tUvqQ~kUM5+^*l4)_Cfx!Xns4VX9Ar|`Q9rhTtRS#S(CGP
zE_sm4thh^|c&Uv{1xr@kX{cqZo3#--lt4ut6e$f&ru}J?79w52-Pz7Co@_V<t0(Um
z;Pa0^YtZsii;1Cq%9jvAZj++|aKAuXCd#bl==_CTvogH5rIBBW>b}aX^7l1H-6)=p
zI`>~y85Qs`R=BOIw4=p=Ke<=~hcr6|NbC<$MYi9bfF-Y*i*|ZPEJAYh6YA@=3`lct
zh3J=niTatY0UWymW80LnjcT}piaZ%>W>p4stpFQd_1=GG##Pf6%AvV8OL|^xIbPBF
zDBs*E-Rexg=$ooeAk$fg-Z<O<UHeSZCt;V+J)K94Irc|S<5^cO^@1ZC=p*r)-ImzT
z-ogvks>tfE!Q@7WVz?+eBCDf${A2Rxy1s(3%OkZ)+wL5uqYqj%3ucx-FDkRG&hl(=
z1819UqGLL>llN)n7M0|Js+-(46ln!;vU#SSZuzsy2)#KF4r6c(CBg=qM8COEt4ne3
z$1oUO1MLwMF4L}!RZdH+e+4dTY*<IbVA>B5z=0yG*xEtpFVlj?cD9zo`#Q!8Puvwx
z+%UM^6!caf<!wJLi&2gAB(A4Q-s!}MsJmB;edd^|-b>qldWR?9(##O@36n8`b{QAR
zxNv7b?UnfbVpqZA-G~|(qZ$>Mdoug=ajpYzDR!i<U3!vkY)>?Wx7R0az$VAF85%7y
zg$-OWEc9<Mcg4I!L4OSkWsa@+u_c$b3t@FX`6<lRS8(e%?d@IpNX>C5&AcAlws?(B
z8Aw;){p+3fWQP1@E?Zl_T<=fqHo)bFB{@zYx0JzavMEz>bOzeWalV3vg3RF_1&-7Z
zz63xwgtyZJ#zRH@EV5Udwkljsz~fb%!VJ%^y_w7WW%RDOXHq`L%B}ie2ffz-ZE&~2
z+DQa&$i$x6a8yo<|3(SkK{p%e(3%h=_=N?(x|1Wk-*@PcV}~&CJnQ_acO|s@%W5JC
z_SJ%R!_-fWynTPUjnTx#L<vn3Y{#nB-I@V!&Y!s`mliw9Pg1$Ja7X3l!M!co5#^@4
z`Ymd2Z&5MV27)X&t8hNkLg2pqxjtLQ!9xxOyBu94<={-_3)70LDlb>>JI${4&^~qt
zHf`<h(AjfM4Q$`4fO^A_H|IOA%X6zBn{rFI8QS~3eY*a|Be1O1<K8R3s*LiNg5Lat
zdjjk<Pqs)uhpk_#_XQ|qq9uDJL*%CxQ_KGlOSQd+YhtSaeCV$MHt~!{7li2^?g%^g
zkf4ZWgc54HO^n*Uc+RX}mEg53<$%;Bf6+t`Xj`ZBgQh`Cll9EtBZf;~BeP<h06OA*
zSBkp&Gjg}gxx|h4L2p5;l58}s9%W+qllu=-P6bwV6I}^|O-r(j;*aabQp*<kgU8gF
zUta?Vrt|Cx*u;Z$x_Lx7bpLVgRag~3fY<!1zPQ_s;d=?UrtpPEClk^#EJ)Y}>ifL;
z_+9a~rIxPZK79BZz;CsPWHnE*y{OF&)+qEq$My^JvOl3&aiDIJIF@I~6@=%>37{^h
zf0^u{QHgK#peawC%dn^F?g}#%_t>Rg?TcVH+iME=%7qo#kukuTwE`#hWE5|{aJXc5
z)9fDZmSMfil{B^#bTL@&FmSrYenxGntX(ww43Dd(A&K?#n&H?c|HEKnKOfZP^H`gp
zr0}b!#J>We^LPgHLS9nePlZRH2IbDE+G56fByWB4q}ZsoA=HQf?>GmcR^46;GSvP^
z=4UPB@Hls%)f4)Y^;QH%kl@c^>%sU!PRf~%T}76{!o{}B0wcq3Bvz?P><NFezI~e9
zn+&V&jfu)9EfogxLb&oFx;Gkr<3xoJCIHpWwVVG4ErII_$@0FCQ<55Ty#-y7O<c7=
zpy?lT9#aGu$m3JrMxNT9+hR&PSS5;@r|R}d@yv!TWt73PnN5}h5xCtc99f=FB#y0k
zc7=#KGAT5!dL2oKo1tFl{`Q4WmFaTJhm>eCYwG|WylRFo;88hm<^5}6^cp~V8sBUq
zIcTL{Vvmz^Ug~ob$&p*=B1IWMn-(=~NeH*~S=V%+D7^-POePbD)Wyk<V-Mo9sp|}d
zM?8I0ACb!kALQ|;P6x?2HKtX#(MM+OaIdCqcgF<*hdRbVW2X;7c9<r0tC^$N1ro<-
zCrsev=uwc?<c#kF5nLb$$3sDx<E=RoxcAsB)=a!M`l~YWLfDl=?aBuu^NCg!=gZiw
zA$B#eVkRF-E=<ODsXeh8>$b{IM@bj!`c+2mHCGE6La=|7ves0IzU3}qNOLGEk!cPq
zrh4(m$maKv)G#WKrt_3pqp@s<=yqPe^pWoqBGL=*Rq!0D&ems2;V;mYg%#T;zUN*v
z&+hyYeLv2=A$!HQigLn!rmien{|SA=p)j6GG=n4@Pvkh4GQX93g$3L>ZL_(iX4eWn
zP4~s;u{`xe>i<6dX44{jIDBDOE5ReOx=q2$s$jOq&Rwurl$MWGg>~82QIYic?kf(A
zxnMk6wRdL2^conPKyl}Y^oX!_d7dK)ESccOlQ<K5t`D>|CbP|Fsm8Sr<+YguZ;rTP
zJ@hBR&eQvAj@Fs@?qzZGEDNluQ-02?l#yOEDcX!3Ef(;h$YIJ7(}Qmk%A}>Vik*NJ
zDd4`XJ0j;HO2VnUv|!}XkNP3M^UTVobr&TN-Zv1|w^#6nW15~sLFX{R=sX5rsITKj
zSh^)wed`-j=ubQQSSk5BdY9AL^!T^zk>2X!lGAC^uxgWs;<*k)GusEI^fD3kr~@iv
zv+wF#i|P$aa$ew>^PED2R_>370bHTZ1$|6)!u^naU|)VHH;|3fDTsNxzWC`x-N?JR
zBfCF@E|2^wuK^V-{TkVni3I<<K;pp-&rK;D5nBb~HcP8;<!rv%KpqbSM~b&KYDv@1
z(zB8wKKF7fZB6>LphgPdC$~Ku!j)y9Ptx;WXbYXRw`7@eJxl=)TcUM4an3tA5bX1j
zzATO`7xX<6@`N_s$j49_%;)70nbN_ao-&hGTj;J5e^5va-WIp#$`^6kbX81HraSTA
zp>Ov!aI@%52OBYxQR14>)^*c@^tMSFn$1t72EY1Mj$h$pKRlsZ>$~iYJde47z?U<v
zG%y?=D9O+v2&9Z_7pgHZY7YBBZZ}4!j*F_y9ykeUGSo%n!A5Y}kXd##`}vH50x`DZ
z%Kv5=EFb4zK@wxHfvwc4%bTdcQ9Klt6Cs$e5LM+u`3e(ZiA*^+LgYEmyG6ZJ*-ZCI
z7iN_dd_;tNJy`Xj5X*~##MLaAHM7t<C~9vyPqp91^6R4$a{Mn#205GEmDLu)Ks%}s
z;v>_4W(96C1j09!+u(2McriR6VV=VOkTXbdqGRAl{Ynj~WmDwS7{*A{PaQ;f-*Fbg
zV$%qpZZUG#1MrKF{a13>VOP$xT$9nCVoB5r`%vZ}@1qhO030G?6py1t`xNHwFs0>}
z&Z#?db-7U`yQ^_OP;DIMpDO`<cJk0v0l0Yj1Rww?=CRoC%6#Ha^#0;T5yB@XEe3E@
zlp!^*tJA@=T}q4L0ZLoK-^#?to%oWqFrq}7PVQIeQD*^%2ZT7j2{>nkdMW2<x;|h?
zwFAVlUIWiOEW!wRz>qpXR|NvRb6og4*xx0u$4yH{F1g<LKQ#FNYw>^eX1|=c8JyD}
UOzQnF@7Mq8-u>UU6J5{!8`>*_P5=M^

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-26-Server Rack Hardware.jpg b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-26-Server Rack Hardware.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..3fd03fa7fa0af662f77ae0e6a580214c15b275ae
GIT binary patch
literal 16078
zcmeIZRa9Kj^DfwU2o@|jjWlk-g3~~P1qkjMAZT#ch7f|gg~r_>1a}DT!QI{68fb3+
z?wvJv&Hp~!nR%PFX7@V%();Y*bxzf;s_(0MnSWUay!j*}F9SeA0sxQ@AHd5J-~-?l
zIyweA+A9nU3{1>dud#`6u(7bP$p{GXh^WYc)Kuh@lr$htCK@_+dP+)W0T%Xm+<bg|
zKqetEK^{>~UOt}xEP{lIiHVJcO^Sm<%0o*@%k%$uymSKaUjastEK!i?0Lb`ADELS(
zJpdqLpJ+(`eE|NCfrN~LiiVEy3iCA<VnW>;05TE^3Nk7R8X77pVzwXRcK|9r8UZc0
zBs!t$7YsTlBA&pwoLBTx)m_AD6XzgaQ|IrPuiui8l94koGBLBT^6|eH5EK&r@KIVu
zR!;ttx`w8fwvMiznfX@>ODk&|7gslT4^J=epdZ0MLqfyC;}a5-l2d-ALUZ%-3kr*h
zOG^LL)YjEEG&VK=?e6LA>mL{#nw*-RnVp+oSlrm$+TPjS+dnwGxV*Z)xxKr8fc-}<
zBmm0)5DW4BKLq<Pa^WN7LPkYJLB;rwTu8_shzkWD6^)h~oj_6*<BJm^9Z%pZBB{8X
z>Ml%rUbS;#Q|F1-Z$W$;3>W_q?Y~R*e^0RQ|F0zbKLz`raxDU|QIHTX4+S3p2Hg2P
z9{KTpZt7@F7_O@e+fBVqs3RiiM@b04`?T=_*l>RmeF5ZzyZ}Iz;QJL<YLOQ}yw|4j
zBbp&(zpyHl8Rh5&aBtXw2j2hk0vKeAfeXk!aju1AUB7z)Y$x@<04S<rnX~b#{+FeI
z=Pmx!kbm8X^|XOc_U#h60pcAmfZ(O`EBH^~Q+(qKV9OQq_vGH|1@Hk6E^h$2XnsHr
z2f$tca1w{^aTqD&^3&D}AZp?TfYq?E_lymGU~qZ?^c`)#{{MIN|M6$VA1?D)T@8C3
z_pLImptT4NutGVC`QNBnd`C@{NN4v^uc);^zU5H=(<@aI@jw4NjgofNubCSLY86G{
z`d-oD6^OhOFZ<u!V_>C}X$k!P0=PNY`Vi@s8uL%p0%N-4|EkdcWxK|loDqP>aoQ)@
zd-XZ_I;sx>ThhOPD*r{n!T-hHe7m31Y!|`P(+&mt0usa5HtZO)dQ81s==U)?LGqJs
zS+&N>EyEGVHH;^vI+p{0b;7~iR+RPA^jKe=33FZfrM;(o$P^}XKE?$6zgRBY$qRrA
zVX~qZT+iPtJFeBWdx!w4(uhl~p!V_wQ1(;y1>h!M#=YNMUUcVex8+CUaGw2|PixXs
zwuc8hitZRsTd8BLynh``ApZh*_uO%&7zCTDK}pYT-fyQky7b$ri+O$sxgOO~{;5|Y
z7=Jp7QEUO8jMgF%gtGl3*>GL<g4P;6(lR~7X{m4cA?#hZbZG7LFUAeugHEMa9q}Q{
z`J9~Q!|54WTX^78X%7VNnsj_Dg~!jL|B}f0UDNio_HU-|Ph!BQ?mI{uTh@^})6ZJL
z(4~SU;9ZKxRnfrTy~v5#w%^vm=9b(CvtjUKHaIbJG->A&r4`1V3f_(^jll(9eWr2~
zb`<<DL5omsI_vb{P8L4jaIalmn~m3|N+wBlftYpq<9xT8X=Q5fNd}yum`OOB1~){0
zHaEVgQuI>w{tZ+Que@`t(p87Uh#pi7*0sBuOCDFH{LEhfNNQEz&tldZ8;lFLp4qDH
zqyUgvu8mQt#YB|*uqPZg8lj|feZ-5njLG+c*U_ARqdzkeg3$nH>$7y~jJNtX!F^@z
z)%cG^;Lnhxx1lyF#+bTXt5EkR33%egMum`fdDM+}^>eZDDLr9EBOoD5(X_0-`s#SG
zr6wvr0755Cj-K}d`0YA#VE0fBo=vpYdL>vNb73$eF#F;CKMkNMIESydBVHcc?6Kev
zFP!??5Gj}a#O$&D0`DGBz(O9=obAW0OJJ-R6_XZ=>mCa>(BN77L|Wo>{~I_x;aFX(
z%e_Rj#=||4=${nI<PPOui|x;pJUIqe@aTdtc2=UFxL*LTwXrDdL=~RQu8O0Ubwp=D
z@$bN%F$kAnSb~DWZV=tRHW?8)FK`~6A0Ac5EW08E4!NIIOkIif95;nz7cXB8TVBEQ
z)f&l*)Tof1y)`T~=%a$b23n48SBcw>;G)@IBSEOt?LQ!r((@!snl7EM!9aMM>~jt;
z%1;#Pq>lr<U4nOvv7gYlj-)&59ZtdRvKy-W(^Z49aLBWFz<>Zjw%I-l`qiCg%w#Ne
z$hn>@Btj40f(dMO2s!wXsOC!){pG^;0|#L+&}xuo>-l4%3dRgI?RT~;9Gl;t(>9aG
z%-xtM5_3@fHP?qXfOs;_P^HFO6a5G1ode;rU&3GS(LuvirN~P&!Lc{chk_?B+Q(!G
zKM&wO>*ky)Z&{4=BrSk3!KCq&V-7r2-j7ymAdSibKSX*e3xrS^X1*mQImEm9qPf&3
z{3C%~GEY{h^HoU0G)&WlR_D5laq6-fV}43cF}-^5j(_L!zDj)%{X_=$T_eV|9^xTm
z;udlDFIEQJAWMM@DEHaD>*3v^J{k^=#XJkDhn`goS(<I25U;cqxbZV)DH-RkF>^xH
zano>-voKP;wM%q=g?NEghxac2O_J<QF;H)6u3}kse*vz!8^fC4YuG3F;Cm8st*-gw
zPwO%IWvbxcp=CeM@f}$~o$LM!+{`vk-fJ0z4pcCO9Vebo0`0OkZO1CHywZ^YC~%!(
zDlvoIG}^`Az?Nk7yF9XOcPeX_-_>g!5#>qMKgaWkjSp=wE?g~7^|`5gvbO7nMxE`7
zK%Zo|{|;zeU%ysTYamVW{4iD8&+;svml_=1Z2b23z#Ft%zwU?4vW9Rb>seY#tCN3j
zCs}8N24#hmO%e9WTHpDfb;C;HKa!jy1rDwg0ss1Nfh#yIL?|XblaJZ5gc+8mzk2us
zkd?IIYwby7No)J13*h_x@|KA2Bl|TtO<n5r5C&r8tQ8(2K_<A@fb5}F3yO-(-DLaZ
z9m?|#_(@ZiYI~|*MDCus({UIM(lV`e0<Xl7o)OtTjoIkiX2%-*{)W>XJKVp`Er+?=
z`Zbo_g#{JaxvS{~5WoU=O;C7$mf%GS$EWx2U@nbUlv`=7_uAE^xF*drPq^eT9NhPf
zUxN{<pw{qxU*@*NXjcc0#vEvI83~RA9HRvQG6LY{1Yp)u*T=gEOfya~-vYfh#;g)~
zmM?^?as6jf6DG|4ESCoCKlUbNz=JLiYBIQ&y2eF@e<12wKf{WfM4swi0Nz>-N1v&w
zvV^=gfO1z)2Md8($YGXDSb<zpM7TlKg3mUMNm`1hs>f82SiSie$t5zGW}3Gvm)S&D
zIUjr8HfDrme}k~Hv;8WRUC9{f7K46x`psgNh?Q*m>UrT1ub~8?6ASRaf2dT`o_873
z`O5f&<cO#fbvRwB==R)6vdn>-)`h;$vtO>wp3z)4hZejgft$HmJ2XHi*?+1gLT>Te
zP~Pe>ygcgF>lo})`Af=ppME(1w4Lg|*GhSOI=EIkMsYn95MtnDI^WV}XDqsyKK}&y
zCw2^R*N8$OU)Xn-XeBXM9{=lm7}E>DsQz(Ef%&l0pYJ$eh@A36`6O^aJw>J-=-J}W
zUo@9l8zPpNRq$3q)sS^Y8CL!*UxJqO=lVPNaa%K^Qg+#)FCd<}7yz5de#4GW`(UPe
zP1HgnhOwiiwrGuuj|IGyu}*paX93Np;vbve8n^o?%(8+lXZ~26Am+Yl5&T^L0+`^E
z=G`Frt#I){{<08Pdu#xB)Axzxop{hi$5W^{{TO(g#AObAHQ2_s#s6v|mKaYgUgjCc
zFLmp?Y=EeojLUP1%M`qc-&c)st&8Saca(<X$D-`%zzd+^D{y3bf5YL+F^}g^;J;hS
zS<erP;2{D?YQ+gf_h<>-XNR1IhiKx>E<u>O-0Otp6AR>T&YnE@Fy>KhS;GY+%zjOR
zhAaLBu7HU!uCgJaZ8{UkzEojMrye5S*7tB@c>(w$Jw<7=5s#5xjEzB#7Gw|m(ysza
zF-YkJnVX)_yovlV|7|_aj=ccR<dpQ3vG=PTo6SK!+b;k;AyR{@rL>AE(z|v1sS&oP
zV8rnr`=(U6cy;e;)VtK$T@|>pppWbQEAa*J>3209UNUnctQ6@fSX`xP2g|`p09Hmu
znz=bm2usi+k(>RhLa5Zd9vxZ+LozBz_y@J_qGH~`%7icmRmgKHm6cmQPJMf30dKsS
z`I-RIE27d<+k2RU1Rg?!zi3_;4F$V|8zWMiVTED07l1qE3xHdT?%ZM!KTRd}M5r?q
z>FKEKoA+yLd#}xC4UzQw^Mc%DE;skb=74$NY@8@dfsDMBd1BTXB9YN+co0M4>jP0z
z<GhvPnUb8`daTFCD;~coNl~teNvsR@4`p58Cu18sAcm|8X1{tWp2n%peI`=Z@rk=G
zZ0oV{io=@-=39}FB_M#T<gTNdH5F!xO!-fS1dwKZQDdk(-g-B`JOEyZin%0eiaj0(
zD;{HkCXN>Tu)T-Q`MZ0S${a>~Zj4b+(puf5$xq_>)b-{K@8CDn6do)dbwxA1ExA8h
zSX`mkNoG&nt?|G?wNz1Rs#?>UqnZ}nTncphD+^-r3B06VI{}4nZ~4`=W==K-r|6UA
z=8}`wk@_D?KZAwK@@(!%8l2e=gYiA=R3k50uF#?+ND(e4yYD&p+q`G;;^{6a`;$OX
z<t<jSd=aF}!`ZLw^X*<Qi}QrFKk#q##XhavQx`vO-m$oP47dFBAEYz6>acwLejeVe
zjSmT0PYQ?}ln@-UJA2b5>hyt*u2+yP*<MfrKuUJZ_Un9FnK6e|dial>ikLIE(&r7c
zMrCwc6AJ|)dg_{_h!=nqT`Jel$k$4<IfatZIcIqw|JO?2JY6=Phe^-sRvbP}{;feF
z-lA{n_ltDjIyz8ayJzbf<V!I0yqp6i)Gz+Se*r`js*chwQ2RhU%*@^obT(~?Y@u@P
zb^<5!C%MWUNQd3yCGDf?B27eGw*awVy_&6`=dJIX?W#fwl6ODy@Q)7XC~e0A$htZK
zw`Z$=T7|zUm1o(@Lzf#ye#cS>k{-S~(nzzC)kJNlif8#6j&<<S#B!wRC-yTEYS!Np
z@v^VZ!{`~gK>lbH1;<I?<Bt1ov%YaCHRa?9e6;AEabO2v&1rE(cFvt}Iip_{K3C1>
z@FizI`CH`sTCF0-XD8J&;+#F<bZADw_H9jTwK8F%C+r)2ab=!t<6J>1JD(i6bt-Db
zA0m%yCXl%{u;h?%?NC6wfrpF<s^x`He?kIhh~5GH+>Id*zJpnbq5emi&EF#`g!g`E
z`bxQ~%ggu5n`nJqc#E4VdG3!peUNn;(<UzBd(~?(T#6M1wVz6#^|QE+kC=WvBFB&Q
zR~aDP@JGEbf_Mj3a-JgoG8JS2x2Qf%PwIp06kV4@>QPui&gB93d4<10+X{2=CV6Sz
zbuXsPpIJ94FMyAO(z;BO{(@SN5I9H!wR-Y20Hs76k-5Y|%DZSRXF}ncw`<YpzDS#h
zs8gjS>zQb^?!v^dh;~A`77+%2B?8<A*(S0^N_H`m_3x#VABl=)U9j{`Ho9+FtW7pa
zQh=S9Cd_S)d^z*2<4cr&{ko{F`f{XA)iZkJa};5KeWv_DuO9Y8fD~|I_Qd$-wWgOg
zAXcbrw_H|*XU&!Hn&{ov$02Po9&UrQL-KH=idOPO_hOamc#FT0?qfJKUQ8eZ&r+W5
zbcsJg&wvs)0`dq;ZD>?}l=3(o&5fDCllMn$nyfn8lpwO_nFxS?Ff?DBltDo{`$)}c
z)|x)%x>vSd+L>3&cIlN2q?TilDrmP1VsAZk?-Lnwi^SjMnQC8KRu^XKW8xBQN}API
zbZ%o{18pm4jDHW+&yT_$Y(fGdC7p_uJSvpsIA=t*(@gcls)X80!LaG+nbq~p#lO4i
z@S(j2i#7r-G=qa7|GCXJ&K|QY##vIQ`vk@0{_b~doH-ZdyXw(e6uq5KZ?yau4e<?%
zHw0`UetaTH)PH2=pQTN0{24R*B&imqu`(s_x8X^v#>(gIXv4O`!P{+;BctgqYsjsT
zJ`b4YX<^p<kzk#KjD-P#JZRngLaK!E20d=#K(BQ%F`Q5(dXjN~XEZjCx)F6w@@*1Y
zC-y3Bvb(71<d`lbcaCYD%F9>4&7qV(*YFh<d}qn(Tclgp&8Rmhi^@#^Kf;h+`G=t3
zGTB8W4F6+#GdCM??s=qh>7T{><TLQfAAG#gUlZV<ufZRvP&C5if&9HamXTL~qr0Ic
z;J&Q4p9zOD7jecL@Fm(iPAq=AfkUYUroY6#FY?!R2Ro+;ZarrEOxJPlFt$*BJuUEg
zTf&FMts(y@u+|mhz-VDz8GE?ID$19uHccnlU24wVmiHV(svqED3~u3WVedIz8}r`d
z-*0yKS!d@oYl{}y6FJbEMY%Oq<)q1`ucjS$T-dGn$Lux>xb#=(fddsELZf71Y~+dm
zCSsiI@Xq`qP&5*JF@xOb=}%@WCAhkKI!i3&LC~KwUQAtQ;>+#=aG#l#DF19G8B^%&
zXDia#BDW1^I3lOcpH<n9H&7r_qL;g3T&{WlSp@EuwBbWovcL}=$7zcH5XKZs#|aRv
zKA241qQYI1@l0MlC}LPJ$9dui@Dn?15ACsbL7E$Zf3FR$$l-FC_7&Jzdwmes>s9I5
zG1R2yf)@0aeritzqC8fyR`fSZr~ta9-{#-p`2u*~RmGaI^5t9H3&8KSYfSpCCUrk}
zLpf1ae)9$J=3eFA-jAspsx*x*ubQ8^)3;gn&xCO8z`*0Dxkg7)DoQ{qt2cgJuUf0=
z$85@{zeVQ{y(0(+W*iny@cX^DR@w#6l|)^#7>U9Zd(wQ<Vhp_{b!Go$LCby3=0jIs
zsVORCSWv~ku@YSuBYxg!WeGf#KKUkZhe|kUR0N4D^hv$KHdfR-xya2md?Se=HVI=I
zH?@2PDQ3|gahM=L&<d><Ap!#4s~DR!sa@Mh-0ICha<$gbAlj6;Y5dhN!{72>UjXgF
zg4QWl%-lN5jRQNTW@~fAe!gs#ikODNDq=dNF96<82e|z#j=euT$I)Vrv}-f@23@jl
zvNn|F`1GGimpHD`x%hZ#2WWr#m8o~ZL~NCAi4#8>rZy0dOW=LttZ=L^pz0pmcdEU+
zBPJd;=OTRwxvKgUu~7$204=7y(_pASF+iHW>*a5y-MHWR8fOoZtFMk74Cs6TxCV{N
z)`b~FUJ6wwA7%7EK$n|MffS(+ezrWY6`E;IGbu#{wo=0BfF2a1s*S?>hJW-KC$sW;
z76wW5F97N;V6aBPP$j6+tLJSBZ%?LX>mO{qCNl6)>Dq$f!mGv2RjUszcAUW;j=Yi2
zwhMJW<A0Wb4EWCBk_X?FMKi&;I8MfIxX69<Nq^ySe044*J$JA4j@eNqPjRP+iUW56
zARCqk`8Q^WSaN_zRrwyY)Xr#a32(uB3SuBG!I-3e{{o1^>M_2>Zn}N}WGWpQlRL1@
zN_E_xN5GJbzur$<cKXwij=2tJa%Vl5uas?l`vW0ldcqZa0VMIENNU4Dkg`uNfMMd9
zdtE0>#~i0Hq`q0BRYXj=GyHRXh+=;1>;;e=e(1{*!@7+t^jX{ia;C}AW1m!PVI2F6
zcUkt)NktL2JG`1`W9D0}@*BN1o43Z_8g%CQgixGl0;j1%FwQGx@B6>l5vBpLq|!cP
zq`GANW3IIEVdkeY?OWZs{lMJ){@CohECRULiTU0NX0Jg0Rp=~`r2qZNk+<uPcvw3n
zO<iYo5lf)2!g9pCeu}SH!XRiz1US=CV7lsScwskfT@NGukd9AWZq{_8W?M~-KgBUb
z>bhi2kz+|?;wJ~XE%lz%*%vm+^dX%lj7omGioBumxh<d0o4_4!+9vO-C_cOsch7SH
zoeGm|0VOBP_t`*co1ujCg0GPdm620=Ji@#@cLfz~(gEI3QGWK=)$-VYNl@_so|NQf
zgFgQBLC(2lsJ)uz+ruB3SaNs{-)7SxxHn-SOX%h*|JQysC)n%LYmqjm8y<cUE4rZJ
zb-HN0;mp)=p+jj`5(2$s<@Ym%U+(0B{K3>SV}}DXlGLBqa4g^CwdYdO&~L{CEmhhE
zT;L{ACwc71vLvAX95<VT&DDEOd^_c^lO7#jD7++opWZ<qiTwgdFk-8!_|v2>Pc8SO
z+~Zvr=%%cQ@s3WO-m>%Gg2BpCcQH>zncV6Z->uV&sm#Wzum4(kHx!N>g!@)!t+woP
zTC4V#@2ZH-HL80(uoUd=Rpb_aP?9`&Yd7D^IL;Cr|4vYrc>3rF{^8LHE?^za&9;)=
zxHoa8ZKw&SS?eYPML)koWCPzXe%3hI&$-t_Kc<Ez5w6EgUq!W*O+W=RWn7$i-@C+!
zRX?B@xokd*7&OP9Gi+PioLn+*u`N@+9^yPxOWlNJk@xlkFaOQe-Xkj+=mpxkU~AFs
zdxaiiS`PVGlHL(-E*7(u8w5?uN&7H$pS)d!Eh<Ure$}N(XAK5n`&LXl<N6(WJ)t`-
z-z<f7hC*`Ny2e+KAh%`)DbbmIe!~9_(S0;@;S!CeqtWT+-f+!-O70WVvGG8wDJO8I
zEnbga)OTGFG@q8xpZ-dl$(=W@L2wIP;Uepz<;fHdAHJ1?_k4Ya71EVJ#)Kj!c9<Di
z4s#tS)k#@LiuWY0+Dbc8xc}lKm}IK^%N{Fg+1oVtoUa1s$v%8!n6^_j-rs0uj^y-L
zTi*-7^e_cqAgRdky{wg9Z9>=L)0XqRaM1G|%JrD-TwkHuA*opaZ9LCBl(Jq%*bZ#e
zG4;#$0|ex_%*<Ntmu|_HgyE4*5eSRaGFnI(h{2f?<tnw-Qd=>U`Tp(@cXo_d!}tAn
zg*_=pGKujbx)vb0+~t9MivujF6aP=p6`oOU;~5@R!>O`~u%EOo=KIP4n~|GPadK-J
zkbrQ0wp^3pSV^oO60!4MC!BJM#v+N_Ql~rW@*OsB;JD)B>o%gbi;b{+dXvAc!8JGR
z@4&A;LeuV?k=-rkojdV|y@5#`87@~tkI)5bmn}m9nfi(GdAr<b(}_mc1X1c&;4OoW
z;LoGFuTW$6Wzgjxg5AV<W8cRU3BSVvB1?;nXLnYrck2o#qsy~r+mSJ4&a`q3S#pd+
z9{rcD8=_Y<h_OFbe{H)6dOG4Vo@S86FFP@=W0pXoxtL<bm8}L${oI)`Gv-M86jV2%
z;k5isaNzDhgTH9xxGNULIs0_@?Yh(D%?lvV#bDS)eH>2n>C#}y0cD5Bgov%-6gCB?
zY%=`(9;f!{>2&Eyyb*Dvd#<B+yi#fP`jN$6DePVX2g=cR$S_fY#lL)B&4cb6ck?{T
z7A$=7ANF5rF!MToCEi2{7kpyFH7&e6iA)8zJg({h18EZOwF>f1YdXGMVb{Mh-D_|P
zx{tPH)eSc^co&E6?#c@0orY@$=4{W6wx}iE@glrzf7!IF;qb<h%)A6|!x{1$S*H7%
zXSQL^PjyF#kOQ>U!G8ed1Xq^_XtG<3uTVbqw;#i^w)Cgx$3&p8rClC{_wQ*KKJ$({
zgX4fvPVK@X$y2C6sFc42_-|(2tj(!nh$V&%r>uCZxidJ)DN~5Oa0*Z|5)v!>^@g#g
z=z^}Gy82uI{^@h-3&5`9T4CbzJw?I=y%K19(^UDn+J-HE04Cd)=Mg9>CFVLDHwC^N
zZ1Jdyx+N0q0?KX0JX{%@-Os^4g7KZQ?vo8JA`$L}u`25OMj$@%3!t94qm0}NlU$n8
z>(~#vjv!QtC-0R4ALUS8)w{V*eFW&5TpYc<TKwAoVeIENb78hyW_Y0dy6UbzgU`*D
z*wdHv53vdy+)sxTNHcxL^R6a^rYy9sh*d5muQ{#`PGh@QhIGg8AC-Tr=1D~+#^Iq}
z682r)YN+^P?8W9(ND+`Jk>or20`PDk8?SSl)%KQe(<#ry=S3F`4qZ1B6TGg}dxUoG
z=ab-O=NABuLi=yZ!T5DgdKPvhC%g`npGX2@zG*)A?y8txMtC<e5vP=|80zZqwfNqy
z5`nC=zdM~xRk#$C<cVhWtT_lUoF#I4s=T@>g;Fbyl=jMh?Z#d4Dl?*MZf;HS>#h0Q
z2tvo0qdJU^@BQjaN&Sj{hAPr%uX!KF(3etDH{G1DY_FEjYgS@xfIwlI$?9IMFSNyd
zpae*Qp4s9iqw}Gyb{-|=>mfbNofmOS^rV!QtIZ*eUjZQ8heMCR@a^Q?fx)?*DbACP
z_y-NvYHqT2$*er>i2F(f7EW%{VtTE;;eC1H!}fR3k%guAIp0nmyQ@uouWD}&miV_|
zBgvO<-_P#8`qQWd%KTYZ7@AtLo;E#o!{$>WX|<8&gGL5IIx{-TIh?S$P+)(1DMcKx
z`;IpWqnPw;iho_4&}$M#Xj6KJ?6gzn$}tb@YwM8oSyq0|uP#fWcwZuFM?HU(d3}V7
zemwEClL?bnarrHb^i%_z%eb$r>-Xu^rHvlop6@4PiT2uCZRvZPGaM>me^M=3iP5u&
zR?#~%bDhGIanb>Z<U|(}D`U1-7mZLCn%)zFa~&9^Y@q)p0Hp|25&gBgmBCc;|1u~@
z<8ocaKclIwk)heZ{0-%h+o)h&A&QgD8fPQaAT{qYf>U4Yx1-ajtMWQe^j>)?qg6=4
zPSEo%TK^UCm}j&6)aMAlNbS+x^L8WTr=m=k>nB^a4<h}K^;!<M3)L}ytLv7QMumIi
z>UVb*hJwT7Iu}3t!2Iimk_$&Js)$n;7s!1+)-l@COLw9WjbjpUk^q3K*Wb2^>XbH*
zmdchqR}TrXFrBO81`t@~k*33I{M!K1Vv2G0&*End;3PNM4Q`*z(Z*gc``4s#xnP#i
zT<Q#|^sK$LIuS#cW?dw<2uFdEF>(9A5c+-3Qsz~|m7*atbUOdza6FX96-d?wG{G=Q
zOBcj03lpT6B0HLL-1d7_X<yinw7FSTkjM71H`ho*Ks0){Nel%JUUpk|6+C4txiE8>
zdUJ~HTd=n$wCzFTpER`pG2(Wd3FRUDpy)hR!DVr)QTr{DacmyzoVdxe=aVckW8=oh
zfMCU?nARqY%+9Bxqps3077o*&YVK7l*1nzMtpG6gG<1X29DvHW;$4K1_2DwBN^kej
z`rn4H8Mhs`=KLE}UwdQ!zfBIf09f=pefB&gmrOsAIi)T17eJVm;i1IkWy|zdmB~8<
z_I03I{Ph>wY7>oRBurZg{9{Z%a~K_5XNJtbp^;8k0(;7T0c7cwl+}oJ+ff7=1Sqrn
zP$D;i1Iv<C>Sl&k*n&d=0O!&LjNdWfs!#eWG|M%L3y>^N_DH9bvE`UbTPO@Vf7wC4
zZ7dtufOM7Ab#%k;vhe`6N99GS9@F+m0AkRBEluu2Zq{H7+iR7M-UBUB+{(G)h>l&<
zHz8F0Im8n$0M3#2iG8h#md|Y<ZcwJ&7z8Eg+4jBCpjbC$;jW_p`A*0>4}|>CT^id*
z1LP${e`gD4EVgNUyPzgF0DqwJ56~9iu86^j{n@r2`4AG**Y=_NU)ySeEqVO}MY3I|
z%N6x6wS_8<$e&FZC?R7I@|!I5c-QPw%)MBw2A6pgys>81mXAXeP;IDHv-6liaUV|+
z3Q!Hl>n>V0#mkzU^b&u3hzK{^eXGv<3oY3nV!TGp7r?(T{#|M@J6J)7&;vy~Bx0Y9
zRe6=uhYGLr9I|0<o$j86NGd9oq(#<aQ8q20;zp?VW8l36*WBi~1o5bghNn;?dPFio
z(2}`!{U5ZRK@tD49I}M;G(WeHDS$|0FnS=jSWO6zoT+qROcG2sj)1meYhcx-QVdt0
z(!GNHT6c^mq#f?n4AzEPYJP=19{a@T?TP*^I!l7dA%Jatf07j8N&!pm-;dic?<xJz
zld#P^mtKm-;(Uk1XEsSv*g~X!=U24}%y;W<Y?-n<dQh?549*&4-FdkmXFb6l_=93X
zr@WanDP?c!t3_PpFa6WXav}_;I5~5F3OVaUa$^&j6RuJJY$~(2Mk#WlXT-jgJ*LEl
zCnZ$Ky1E{`9fGXA#o&DW%{y*zTV{tELw5PAgzDC!#!c{a{ddx)2h;@p-#yB8uM5Yh
z?yfjZeOqwS8I!I~C9VkNGn<H_U=loQww52kOz{3})i8)@&Uf2dt#RFY+(o!2*qnwt
z!r*5L_TSeNcDW$A`%-$P3N3q3|GKVtu-}c6p>w~LHa@id{%>-KN@iwC)i!MC+L9Gr
zQq0j0&wpl_jFIKBag#d#`#fB8m}4|9wZf*v)`Fo`Cd%VYQ#a)nxci!aJCkvmewu-U
zlvXnYWF|y>D9)I?D<<Gr6Mb@bo~exzG!D769cq=b*V7Vs0}`$Lmxt13{kccc7;BWH
z?ON?`rg;g^AEvv|eYQncC7IKcO7uLcTK1~YY58~=F&@98o>sxiyXt<*p90n@Y|*9i
z>vMnhXRoZsU2Y><BC`1JaE=>Mrb@u@_QWGpoG`Vnd<(1Ae)@!4cZWIBDzOW1-3+OX
z!kGf~^aw}Heqc(+mf<oqk+oMeTL(L~<=56enlm-XkJd6%eiGl&|FRx)Uj#wY|Gi_C
zO*j;MwB0JixFp{9f8(<A+mQb>Z8YRA9O?4mXn;Ptt!%tbDymp+;`^KRVzHlsRg&jM
z*>+!&X)W&1wL`yZ)4IeZbXDw}lU0msvn!g24aP+Olqf2C6f8G>qra?dPB3(wcQ(vz
zx@;1SdDm-XMKbh|e~DoXmB<SIa<qS7f|GR2UG35=o8Z}pM<&#7vlG2La(PC)Fm7#=
zWz{HvJ9)WRDS<fTr>TiRhJ}<&XW|!3C^0t5Z_X~kUhWObyPO9^+tfI+8}*v$ByQ4p
z!#t-bF`sYdfIoUqebCAYmY2I3N>Rvj@IX$r5|*UHLJuJiH)Y;Qi8Uj~46hZXc<W{i
zO!i9mV!o+AiHFWM>2#amrP^IAJ=fIwQ)(qneq%2Pe<Z_K-VWmLTP-}W^5Tm6V(Y^b
z?Li!go$SuEOSJ?naDvf-znNkPQX-uhj`wJd@c1q~$hw1jz-<Q9F<G?@23rlY%_U&h
zKA+5^?C#q}%|blUu&6RRk#AesitGN2bryl@?)yCu4Y~e9`SL6rdmoNq!;2?eYDFKr
z_1DuWckBzQBu_|maC7K(!t}y7uaF*|+=Wh>fQxItwbk27k?wwy?5H(A|AW0Mo1=ER
z!REIQ4Za6201g3&&%8Em_ST8*+Mdz<nW1Yt3Yo8Lv(*$zQ6-SdQ#TC3A(}lvGo2m_
zEj~<@M8KL#p?odJL~PzqW%TXfv-w{6_XLa#Qj~7orIzqV&>a2pQqESpkkE|j!5u{*
zxZO{%j2b7#@7nhFJ2F95ijEw*QqPqJn~U_I$C?3}7XaDyX1S+)tg&=!_8<)j)|^;_
z6ZFWqoBL6=GWB~O@mJMxN!FkTx&+v)MMLAFJ*zT(e9X~dKTLD5a#F;%cAe(vahJyb
zRknX!T-hj5@-eaFz&xmjB&!4j-PTXz?W^dRjVXq^9Z?gY9$+=0FpK*Bh<=_Au3~H$
zh;xaH7k;*#a+M#=OtYc`JmfK~GCU|}GgY{0&i7Gd@C=lW5eM9AslsT$W39veN*P7~
zd8T2ebObdCyIO1!$&gw%_%&(4vKx#fZz3ZE<ixnFB<wvkpNUI#{HOy!##pr(i@%FV
z`*#G#w1mGk%8KeS^<9Tdy+7(D>OjE)hSq~D(HO^gV{Yu`UI10nu6c}p#9NSuH=>9#
zDU<(D4Ko);JTAY15caHH+Y@DqjCQ083hE$*CNZZM0DD@Subz2Wv~Oeo6IwdFu;i7%
z37n%tMiZ`Cu`$S9E`4Rm+I>d2wEE}AqwH`jctJz?qHK|)`+bc=DrsaUc5ufJIMM8;
zNX4^Pp@^dm$Mcn<m$>>-bdo9a5e~xD?4DgA7{`t;F1)LHq<kR_ktYu`M8p)z7sSBN
zZAVO6ezOF4vhb{D@7adA6V8I~e6?{487kG0l#V=3gJQO?2PQFeK7MPAcf@m8ZMf#o
zDAmueCzMA0D@2Md9F&Pyq5rl}Zs_|#T-P$utbLwC{n)ysFjmwL7B4K5TS3qZfOSV7
zS~Jdng!iY~#rcXGevUBmS<S%SE=2fVTi3WFJ2Dr>`?X#3MAzMt5RTrQR~@l@)5gL#
zFx%64-tRh5h@8lgQ8dSt!~aj7VL~}xVszh}6?`#afE(jflvYL*J_B7p(ej9F92;{)
zae2_rE?wcF{A7keHCgx0Y3BH@EvmWQ%7)7*P`JYi?H;9M<d04ve_Q)|NCZeYcYWM{
zAiw`fnKju4Hq>uoC*!D07+V&y7{l-v_D|X+zp3kCA9Z?{*gyuj7@w?6<zd@b9CmLZ
zrGE&ki!sZrJ8DL)DW4PfyJ!^x9$o}*ubaok47K{mAXR>EkUGTMGwLeP{ZQB%VM!?)
zK;fMHWp1Xut+ez9&fYKl9@MPc?V|@21B`I$rN>X}I2^la)(n5-9)l2g@?winmBaXu
zFj5y90RC}~VN=X@0IJ{-E&mm>F^ST@V?$R`B#C~c4tW1~5EJKly{_%H@ydShr>cXn
z>>I1d(utI1p@RTOfg>z0)d4D%qreQpUDp1xA<y-eOng*SRraxiuX#HzXevm5c%4^2
zvxI6i5`Via61O;l6d1^#P{IGR#Ijzpng84A74H}x25?KysjYrQj=?NuJ(Lme35z&*
zv#C5fx$uxJh&0v&ooozm12)I!@!p5pVbilbr$M8JEszG41!P9)lA!S<_{b^A<K+oy
zJLnbBfA<S74&?*&PUpAnbH76{9xuma;!2BW-&jZR{|M+;HrA=9iK*=Y53R|jU=k78
zL$*(r+$}6-z(<Cym}^C7&xAc~^eU~0??^!IAXc(?Bd!Fn!k~3Jw>EWai8UkB1OTFm
zLFD??LY0hdTW-~zz90Q2<gW-XV>aF4v@2ylCc#@f&DT`obqn{Kmm*7c`wyG}Cp^4n
zamyDE+EjT}Fh?1K?-KNLafpMIknGgQ<L4Da=HJSDI0nHd?IlX)3VE;_Jx(tDIE5P5
zh0Sh7A-;j$l2jCt4*lR2^@j&RfZ27y4CvjO0U-CC2^lHAWmOIh{AW|T{is9EpzntS
zUtL@s66FUg<HwZ&V1ctYaw?Z9k~I4v&)#dHQ$IGJ-WtB-iv(Jyq`qB_`9}zA_xS}P
z%FjoXJ7<<GN5k{t4Ee4D6Wi(MuUq~p&rg>hhhy=4x-1^2L|b|R%$2$vjuZ0PRLguU
zc%`AqAUhWadsJtyd0*^IZdm*-pD!Cxd{|dI>w5fF>Xl}1H?<C<ctB80xA@Fhd{e;~
zMek%eEZf=X2Mx|r%@y@c&UzD+rQmCl*@z-0dv;b@_A<`b`-})1S=8SPb0bVmH@mg1
zWK7AI>2Z$<1I~>PEwMPR;EmMhyg#y#W2T+Xp%(yzbi85s8LT(d!dyQm%W@aCXCfwE
zblq8jw)b(R7Qe~gBtN=ibqxGzq&<z?ZEgI!!u8j#t$B#37Mt_JUMOUeeoquOmvgXz
z)}EDa&kSzHQ~r`Q)_U?v0Dp`0w(8?l1C|eoiaWb)V=+4h)j1L{!%o|jMz{Il24gum
zCT-9}pAxs_H$-@|RXOHFJu3TE=VRHSpI~L~DSVc#(2Mg6lEH5>HRW{=d;|9uFPzo<
zGnBVV+32E{*CmA+{Y*J)Pp`Y~gNx!xL>T%c2A-F$5j1Fc$hzNP#HLmPIwm1zpwL06
zxp<=1K+pjmf*BtKUobs?KmAYPY&XJ@&n;663Eul{sw0T!va0`hgEy*hXX{XJO6C^;
zfEAv=$gl6xa({6bR({dnu#Tqt+t+w0W9@RnCt($e(tIU6MRthC12rm-$GRl%gA`p8
zd(ZmG$4_~8qXJpz#~0#~PFfnrZH8MMu609-fs?h@&uTCQeb<oBiG8Kv=6k5-EMge;
z-n0BlG;Z>@JOOe;>oFTjFMtwat%r(&+IRx<S3|NUtY4^FaBAeSeSW?hPk@mZd7+gq
zj^KYMh!n`zITUj;80rhbsMKB3=Q<6tAKXb38sE^VFCvV|slbuvP^n5n5C^iW^g**V
z6$lNi+A`#xAIwZGIGi;$tFFH?C$Q5HQDDYE0bQcGc6^EVj2_*N-a&%9^;r|FK0|wY
zt*WKtQo~F4u+cr<fU|6lRV#k^-#&Pl)kZ$Ig;jd(U-L`j7%iS+5tx`xCaZ|f0?b6O
z`)#i591TJoY6l{FTt6?*<sMcq8tAslv*myYw8T=o#_POh>%QU?i>q^s-Tek#U6&Oq
zh6{fITJ06eK!g!Y5!Rq-&8KAimZym1q``5HF@Uju-Oi%ZlDL1?SeuzrTYXb%UQH9T
zR8ajp75uSx0O}h}cOu-3-it8j(2|AZclrKal}tSyizjZZ-F))6T~}`hnL3ouE5nt9
zcO@!P%tfCD;~@mfmzBmnEXCbyy~sUuuW%1QWaIuk;G{38l~%W+XKGpse=D84B$&=C
zTmHJgG0KluELTJ#b9|KjFc*XXw5D~TN1RJbR>PJ;6(?xre=W{NL1@g?^~>qht>gy~
z%=qP-{I=#maRoUU^!LA)l{ZJ&*mP#T)>rcyo@y)uq_NT;?Op)n3pKVO#@9ZAa{U)5
zH1vmZ<yCK@<aB@xUvxbp*@#ty;ou5q#>#KEqQgBYe{Ts8{yvs!boxT$NmR#Jw)VHU
z>3Ws%-%8JTwjQawcn9`%mOU!G3e|tOT$>^a{x_Z&sBr%O9*KL$dVyMMmyM((9w%Ee
zSAL;Al`Q@}X>nAyID$w=h{hCyKa6|-Q2ev1$LV2$7dtX3u<ePM(s)@#vCWcZ{|nzT
z?jY7bB=cr?dU~t%^F}$n$W<b+Z*<wC6PV<pCyD$-%^kNKz1eI`IM_VK1F|p-LR&}^
zjlS>SF&ImB@#jrQrV`I>wtiw%TfQmYjymIz68P09YHtm>76(&LLv!$r4a~hH{tDxh
zxI8ZhUGrm|UC|_lMOsJoMx>if4@k{$sB2G6?pi*6lOscpqbL@_5ThReN4eym+Pb7)
z*q;6rZK2kVJza@$W+Uw0j#6XiWw}yEb)%f=cyo9=H;{{b`oX!U{vAfs;E^uWuv>3@
zFB>h-q?15axrl!Xb^4q6YEjuDx1COi+6#b78|@J$AE}86qEn9j6UduT_Zwp!2^hDx
z*m%&YUOdoQ+z^?`LyHZ0KUn^lp$6Lq3SW9q|NIa$pk<SAs4c`5mL{CWVxq%E54vNl
zxVKde`mF5}Mn*hkwWyy7S*W!Ckc_cdLHh!bjjr37>@n8QaLr`-qu_$AGRlpOdn+Be
z_k3Jkp0-A?tc)GoPtX&OK0c;%H4U>oFaI*rUfX{(cdzss|HH1iW4xu*XC-~8H6@xC
zRR9e@CtXtxGRN_GJ#*zS3?0l;dg*u8sreJby7bgp3E<7tW&FU}j5i5+#%Cb%Mc~`<
zW!cY&I?4$GRSBS?=Mh}~EDUl??Dhi4g|>rUk9VSV@ESXK{tH}Jev{m{c08QE_n%@#
zM~4b^xSr*LWMROlg8WjxqImY}I)^X9qZIZ3hy!=p4rOL?j9Vxg=E5T$zYGJanaNIF
zlqH0@c%jzbArQXF8z~CMrJPtF&0!JS;fPn%@>4^LEkqx6)~VCErrInJehHLyif9rt
z{F9|BY|e&XA5HTL`!qWaQCMDJrc#^{Dd0ZAjK=Ww6o4Ny0IlG^X&pEsVm;K@!)x3^
z^lFiD+?KerzuFs$jC<J3ZBE9CME*1!jr9(mT4~2=;|LwB)wtY{OCd$Ez`QLN1kZ6;
z+YspSBsJ83-S!=k7Za~bC4tSr<`ms|EWL8qK7Bi(iTE6E@=7Zf7r+std}J81@P(z`
z%QS>OhUXh_gqkgEl7p+V_Q--TrsgN9GDrHl(DFOP2|C};kOAE_cQtVSJdd&6qeZy(
zK`zlvha>*4T?(CeY7$Yp%kvq$&8x5QHye<3SANNXeQWK|wqv?3gE%{$#j=5QZN(xM
z(NL8KtZ;<(?q<DPu%y6Um?tv38r9^3g=_I1M>BwxkBmxk+YXn(smSvmO${95_U6-(
zos872oLFGmig4EHG10>Bc(5I0l!sX5BW=MZLK3s7+g^~UvFHMr&l&--7tu9w5m?VU
z%UvpYnkr?Zdc76T?0;g5ZJN2E_$}RgGm?F4Ee}kxQ1s;IF0d~UTDHj9!K&9W5N7WD
z@^9|L#){F}r)U}IN+D-BiM48^PZEMuN))q|A$&}PY1J#~L>#%)Wc4>hL)^Xvt?K3@
zBzgz_G}v^ZRmDteul2^~13}RtIz+E;lzW^gk**mpHR;U0s5!;;YLLyHv$rEd|6c}u
zdszP0j|40hW&voH3U{UY>X-7GrpnTd7w;2)zPFuqdGlBbN<#pAK33(3);2PId6sxA
zAxxGUA)P?#bxUwqC3nn#e`am|tWCPA!AMJ~ZHjO>>4Fq9eI9|+L4wA&U*(aKG=W{j
zC@%nF1?#)4=f&EJYS7fk<@ZUsF{hbd33B}v+)W?)tatP$e-Y=40xOhk??A=o1M9Hq
z*&x=f*#M#&;|iQRC8cW5t%CPb$d?k?uN|iSSf_29QE!P=$8<K!%Y$hp&|M_(Fu%)-
z*$4#y;%3v^eM2zG#<Pi84;q}GcW8XlRnY#Uk2=;W)OF4r#4|yB*}yN*--yP9od)h~
z?4Wm|02?kwU5XtkmnGr}EL$rXce<F{4%iLFn%+n5-Kq&MxCYX+FG+o>IGfeyAx#Zs
zL@GUp$y^4+xFNN?ugdKuZy4RXM3nU;6Oc2b?2rGKULxXKMC~M^1u)Yy1>U7?3}Y$V
zd<|gE4F?>cY@?h=+5`fbJ0w5pl}ns-`;=6OiOBmz(Xni2IuV}z{i&%UWK<C1o0$|n
zI_*QA`x){&tSpLmB1LcNc-kI1NB=na5OOJD6SWpmj%1gXPCX%6>;KIKri}xY5!Lb^
zVsNRERiBMN!FJOB!}X|Ud5v7X^#ai8(4(lpyqi1Hiq|Jt8P%9}Fss*hZONdeqSt+8
z<X4K^8wQG3c2Pu+oC3J?YWUZEg=tzINf78$D%@+f&Ip2M{fTY)0LRlj*G0)FC6pRG
zf?{I462#+r9hlFP&#b|ET5PXP1K2H~$AIl=klY8q(^@{u-GjkVfF$j(M*W)mr{F%)
z>Dhdop6ks35O<Rr_XAX&te@$+!1l*D8CX)0H+e%XfF{u-(?&tLeeDw};n*6xd6oq0
zN_&z!CZi}acf3<LK*mjd80mi6PS_m;C(fY`Si7855l^2fzE;q9T>ABRosDZZ7}u_1
zV{28w+J)ah9Yj1`kW~92R0Yo;lEI_DB&dz<*(bs>ewmHUH^ue!Fdxq)X0n{|d;ha}
zwx3WL&(Uny-CJ4lZsd~TO)_OzF}~mYZUAS0?h>bfy+ehLzKE6Z$3Q>*tUZHkXx(v}
z1*;g5X{qQRIp@<6zcDM6l6cq{evq)!f)`v<P04w|e^Uhhy$QyQqNU_+@dD5$;F^P$
zFy?tM>Hfl#-YlJvcs(}eJfiam{e)-|mAGek0WkPTA%NkSXQudYaZJdd(Z7xp#M_hK
zMzn`!U93GNj1#;7=2;P@Db4RIY3y)+2AALapPq&$8#$br$_hn~@p%%`%(7ETWHxXu
zNVIA51KW8mu++^Y3tC35Xu2EMtSYy{f<)++Z`>+gTU6+GfT1e!HZY$vFJ4;aS^G%o
zuu6h}H(ItpV#UTZud29MKS%;E<k@mVjo5-yXs=L7nq=*X)r+!tiwKaZ3ySxSR5yGl
zeA~-6wAU`4_*eeWMFOWxZi7xuk}s|^GBDcKbV{+o9Ib(x_q%5{HbgWbSo!EPrVIC9
zTJcV81*(i@zj^HoGPs){02?V#f^x)LY`HaQ=@bIHapu7JM|H)F5flhr?$zpOwDnY=
zQSbLQW9!ddEaGTF^nFYYEplJ}{dI@9eQdbGsEJ1I4dhSVXN52XoUY5(F@vaEsEogy
zL<-5|?>B*DmpUKS%e^wZ^dkX|HH9;y*em0Ua}&K5o8K)NE?<*J0FCZ=9|4-LnUUq0
zlGRf|9xni|8r2DD0FmnddU<1XaXqjtl03IU4nz}G&lTXGZi8O{4nUYP0};~8!hZwk
C<Jm+2

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-27-NVIDIA RTX 4090.jpg b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-27-NVIDIA RTX 4090.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..acca9c880eafe6e798f5facd015bb898ccdad17e
GIT binary patch
literal 11813
zcmeHtXH-*ByXK)6K}6{-3MkU0*AP+ZO*(>r^d{0pKnO)eX`x6J2|e^8y-AfOReDEy
zFQJE&$#=hdznL{_e%zULf6cll*(YnAb8^;x_PgKmJbUA&am&Chb!9bWfPer12=E^O
zHwQcg$Vo}bNJ+@a$jB%t$SJAlsHtw;pkls#hlY-w1;oM5!p3%&TZrc_rvMil+e0Z{
zfkz_Z;^H748L+gdypWi<=s#XUKtVx4b%TnDnwm-U9@{<9|LX(S2GEiNeFSzy1e^dN
zEddcN0j>)G;rmHK@NWn3?*{=P5itoV894>z4g3Q&w*W!{A|gU!A`%i}V*JyA`1=4c
zEy?YBB8sGUbgjrZJ?KP3;<CuOo>aEe>x~|9i&=YyQcyB5GBLB<f57vQmrq<mQc7Az
z_USVvWffI5b$tUvBV&^nrZ%>A_709t&R*U=Z++kS`G<Y@_$mDJmx%a;uZc;?DXD4M
zIk|cHh=RhRA63;gwRQCkjUAm`zq)&R`}+TkjZaKYP0!5!U0GdQ-`L#R-Z@5|oSvOu
zTwbC6fr|hj`X?;>`Jcf4H(a!MT!h5LM8stOz(qjli*H1<#3c7bNN+3Zl397&;S>!a
zr+X5YRoPC#C8l>oZ|yls$-piC_x|xep#2-N{~WN;|0iVs0`@;~%>q<J1bE{S(E<?Q
z6cVW*G2Tq}*UVgBBlM5cdW*(evt0Y<dF($Vf26OIK~0Z`FC7n=pd(UGaX{-G=<)0!
z4sblY;z@&IKHA`bQN5`FI)XjW(dgnM9FX}Y90vqFzyYh(&`y<io!F2@5a#k54v3k8
zjXvgR#{tyrt28LmE$GFH8&*yQE$$ly*<#JY0ZU(6FZbVJ{`*z`Jy!ppOa_oK8gvOO
zdH)zYgPp9c4Bt~wNj`t(GlT=gWabAk?PKg)Wsq|_9FU5@E<ny}=m<uFMwgH};yB=%
zvIhrb=ar}MZ{vVjIjq_S90ypL;DA$uniCR$PFLx_yanKZz2Eq*>0lb6`_2zBsn884
z98jl&DOCczLDjzKgh2?lqY?*f6}oItqM+w7I3V5+fdi(EAQ*bV_wA2K=yd-N&G;$e
zo!s-LsFxP5WBVRW1L;;N{zX0z{gA`QY-g?}@2pV=5*hBbZ@X+Y6cnv?ipMej0THum
z)#fzOl1ux>Pq7w=&Rc;7-j)`k(Ako?LA{-GWxsWM0Z+fo8zaARx1R+j5%@^sfTRmb
zR;0E8bhT$>N`tHm>?(d@tyOGB8yXEj%1xK$H_q}HZ{PedLK;)-Kz}XXNA<j6ty--*
zh)<ep-fK5)V>494Pg1oWthlFAAW_GV#Yvmt+<7BlE8>;yNyX`K!KpaGfUdEd__p8|
zyWh&P>7K2Y$3+H!t`gmUwh`b1XO%E|5OR(;YE41Tf0^mu9)Vjw<kZ}nRgugSZ1$y=
z&$%y^=|h2;CuNIK8<uV>X~Gzt=*6}S?9Ir`jnH(oMD_$xRZMu7(p%eAPuv}|QcA(}
z0gol?(b869OLdWpFU*~$;$JMbjl5L3h--a9^MuA)T0C}!oGvOqFUlTq>wvDyA%mK4
zqEOJRqG*Fr|4%R#rMGS2N-USZK_TsFCN<Oj7vloyQug$zg-%vX)pz+<<y4eW0oR6G
zTz5BWO7`yPJ6ZAEE)hDe1T!liZa-$Dr>_h|2$cPKLMS3LH>z_970$Dj6@P6wUVJk%
z0#JXL9ZdP3XkZ-hzYc29K<f$KndT7K$?RZR(5w_zZ9n{9NlUsMKY1P7;o-HQb9xvK
zP|~mzam^%MiPEoBen^m#Lx<Ll0PG+Bg3zVluSUFm_zRHy&cb|Owa4f#O?T9D(VL3x
znKb$GuHJV{ZxyaQ)FoSgsa@*oP%<0ovd&}wJ~aVj%QH9bU$}hD;lerGJ-ot8w^U(<
z2{AcOCSnb5_2e6y4;Y`WiX0c;{m!|j<W&=g117ZLo{IZhfr=a7slu|#iX39zaV)-@
zGyxrQd81%Y4`2Smras8f9I4WBz#Oi?X2Q?5(S`A&PJ|VCl3NQO?SFZ@li!7z*4BkJ
zWIp>e>eZHiMfv@4<|3g;Tfyum_#vStfoU3rU_r{)Si8E6`(WhgBTylI<i?#-Y-0J}
zBpeX&O_TWOO^y+Y0l<DGh$r0|L1k|ui!LPN=7rciWgqQ8h7ri(K4#hiuEc(LTO5X$
zQlBWLp(cK&;*!t*(Uvpi&ixQuy^_qZahBf3KZ}nns2XF`eL*^wCuf;dJO46b4rwrz
zo^{5pH22Sc8gIl|C(}!RO8)&z$d*6xd^94ZRJ@dtP+m{JH-9CiD?6F)Yum%T9J>GT
zAkaTOC=ZkR3G(;hzoHbR`uT9@HO+qn&(yb5WAJL};a~yC9xn(Rk@VAX?lG-vj;mU2
zbTt9P!(adQ%YnDBE2|@+ylzCoKP+vXK>vVOa)d~cuPs!OEmY1}EpK<dqy62Ilv3;k
z3I{}c;im?{LTcbPaebVb$4idP<tY)wPB}oUsi8E&v5NyHOFz{sM<u>eWV30xH@{=n
zF{_P0JSfaJ6KszH)hM#kB|>K@a|t0-lh%&@&&r;C+h5`TnrLs65Z7~e`3zmmuRdAk
z-8AaqAg3bWkj}EdoYwP8b?gOssgItRU@?2;%j@zB(_oo|zk@QhSH4J3g7uMAuB>Hf
zoT1%F)~6@%+2FX{H_#Lt(_{uMR#igTYKPm;R;ig!xlj{&U%T|MzmkhAO)7AJ(|4UU
zqjE=-;kfLt++o3@PP&49z5ynH9IS8*`6y=hpdUy(|J8i89_<O^|530*SIKoMq1vJH
zT*=$?W)}PRIdgO6s$VWQhODg;9snIDV+rXf$_1TB2GKS1OBL<Z0IHj0EBUbtFnP!N
z?dR1#+d8W-;>9TQcaVObW}%x9!J1U?RERLsm9F`$LseMFm6)yvhnpXQ`^u+719LEV
zh66x2z})&bRcx=G5?^PHf7P}E9UP-v-5Utvy2`}*2(|`S3+i0BtrRmES9~o~89B&a
z_G9?tw8H7qIu*p|A}dio=ZX(;C88c4Ru5x?xXRbl){NLV64MdZX1t{h;3B))^WsAC
z!ViW~#kbd<GhoLLdDx3^K%%CIL4ZcY`W<$W__AuBJ1PeGa$oxm?3`D5u5bXjh{5uB
z_^i|*Ldm+igYT{Gyhjuq;T#>pJghsl<MOOqDMAF}bnQ2X9kD#lWs5=`U=59#=IztT
z{DIY-21Llzh}R{HG0`Fpun&P<szdh2aDa=hHYN=}oq6!EmGDV_T;GgfG-xDDfdHR#
zD{`SIKGUmm*FeE*MXF269&CrlKQr+{bz7t>tMf}e>tN0~<=JGqu?PU>%IefLrj|*J
zzwkusffgV%t5yAmGx`*8&7IR;<n_!CX0FYRaJmQKT^%{iA)3UygBACQ_Byxp{x}R#
zaE>los9F8R*{IM*cDHc%fM1MBhK=R>OSSekXs^^I$R9X$g>*?aB30aqR0Yq7S*?B&
zm0yeAT!}x?PGSust|TuLslO}pg6typf`0ROz~Ju}Vm1eaLip0v)Qg<U)S#ipw<V?E
ze9st~VTv<-RSHd8cO{<WebbY+EZyA1`=7M$HS2zao?Bj*8m`qkP8S!Fes9a8yoH1v
z&duNDz&`sBlxZw^Q`w~=RQNJwI&8Fz>*=XIIaIk!Nc4TpSz9h~^j+NqL)(`2wrp!v
z38ls{!uDpb>F2_%_2{Ddjqee_Smk8do~^Kx7q`H?<mBJ*`YkBS#EaKwV_zcXEHhwe
zQ4kb5wfnO2rFWrj46k&4N!xT<w~Jboez#%k(*qiR&mJsv7zdQ)kJYS+M1l=9Cov3`
ztFU7n0Eu>b>6D?V;Xxc4V6<)rgLksST5&*8GwL*t+Nhvkw=!Wpz#A=s1r4QGpJU<J
zEK?3`QE65`g-Gm!l#zsx>iGGh3>>g8RpZI`VSd1|@s$Huq#N31AP8E`AcaIu2N-?p
zlB~L|zDd&5aLO@3)G?Q;O+;{#(F-PVWeL+9^j^-$k(S1CZGnp@7+LE)8Ivx+A04Y5
z*7;h+-d74|o)ry+cy^|&Y(blsHm{71Q&qEftG_Q8Z$Q1Kp>Y4;DEeWm4bV0QBHP6M
zGFL0TZkT6`8EZLI*sm6$rt<>i*i*-I1?z9*JTT?dg$YkNL3`jwbPqQ~b`YqDc%?bP
zw!_=5!y_MaqrC((u}3&yCffY8o;vCcvIPm>JVB_07U*ajTtm~bUng(?%*P5XjK){H
zrU?Gz?<zV!bLPsC4?eYBz-B65y-VR>3j7K}M=L?j-I*<Kt3p1TZtln*Vk^;(MKPVS
zG_yq5XL6uxihowi=^~b@?}Kna-0gq)$0nO0Frcq0A%xG~#;;KZwrLH)0eVd1NF_i&
zx7eNprO!g;n@M?^$ff*SH+>aB2aG8_aH7a0jL<nrP=j{|GxAjC-Bc3WRdyuQy)Wm^
znK`_!&YC_#^6TrP&Wvg5sUwB#+!s_T)ZbeI-N7maMT+%(8~JMPk7l^!Z3+~!W7!|T
z%C+(nm~Tjwgx!9EE~eadEh}BCJ$YrH(dDB*P`iZIn@YPko!8!P!^KW>spph7v6%e!
z$FF;ANRoRT-=LtGQoVx*x0Pe!b0a*-ji@pF5v^f+vw7?F+w@&=u=dZ`#Hq`mmESMp
zN-g$Z>#gt-SBkDvAm^xlhD-E1yU9!mPwt4YcWMvq+*F+RiVX<MpvlVDH5@l&&e@d6
z_M^8j7$g+yd^Ogo*K8u*_CcTUxwEZq#K+qunLRok!7SUq%>VfOZee-dHTT!%qyt?H
z4Jo=@g>@9GHy^9sL@iYBTg>e<P|+s{-p}z_z^GiE7Yr8P?ls%6YIMMEoq{&Y|J17r
zaaX6>e~f56y(oYBha3B+LQM6W6?HOX2^@ZPQO*N;BEGtBla;8NSH%0x3#nR(?pY6o
zC}Ivz&I&mC+<UdHU>k`&$90)y$$K$o(u960L2*2%IDl(5<#o<9#ml*_AVV&UjX(Tk
z-$Jj;425ki)oh3{(ooZ8;z2!IeeE)4?SJiYMOkvr+vH~EVwJ>$HHF{+%PYz~Go9Eb
zVY5_~p`Kh9EVOf%Xgf|8FlKPiP~7Fm6C%t0+89CMUDQ?Js-E<VeY;z3e5Nb=6_HC$
z@<9%u;ESR`m)a{Ekhqak%UmTFd;+$9T6Ul%tK{X`*LYx6%hYxqe1U?G1il-FD?Z>t
zv~>=|9yY+)Xs{JqV6}^~#&^?uIH3H})-<*Khp5wr5uU~T`5V{~1J#3Y>5=z48;#P!
z1n#-Lk&+BbpE4ARWFI_rUEd!oF$O@Z;N&H+4i0!}r2E6WYFxsvom%oV46Oam9&2-Q
zTGqQ_BfMKYcQjwapW+A^xvvn9Ksx`R%soHA0Y0m&KZ6q?nT0}o89k~s(c@prEC=~x
zo~%+TG$&j}_)O%68P$#@b2w*rL6>-VkOC@y&Ahrz%OMRnH|w!Ol%sIEXFXqCUa7Pm
zDq;=vutT0DQ$fN$*ZF3iVq2QyMn{*1{VGbwrw(nkkn=nLtgK~LenwwjiY=Q7iQ#}d
z_>%1(L^fa4V`&V%Q9!zqz!so?JluMP`oke39|#?CB>0H~Hqlt|)B}jR2MP)=%)gVc
z0~LErt__Ajj&iwSx+uN$>(yP@pVW{!Q1Bpd4+0yp&w0ff4>`=yyQT9SdMCmPfO-d2
zza&?8_!;=sz+RHQ0=zRs!S=>#kCzf!b(LmJn7TU&>nN#y|4KAukB>od)K}y@ds*yE
zJkUw~#~Bl9Oq)zU?G<~_*AFKlihU^mKex#UgBd-@Vyg3oB*Xev#fO`wO7AY;xugUt
z65<|=4!m3ASk_<t!tpHrUV{{MzkjI#8!zOef{cX#9k--c+GFqMP2B6TaTTsi#lzgD
zAJnLK>AaafZ7Z8X>_J^W7gXGyeskRAzV|f>2QaZm`^p-B$eOGs^00AdITzK8ts+38
zV8<8e6W96g+Cq*SRq2Y}Sudk|cRb_Etr7M4KQ?OYlxt~hpae;CZ#8ZAZQTy<VHq$t
zWk{<IN;!TpSc>g42))f~W8#B0u3nm*g1_t<GCvSM(0{ih#%{)iCr>PIhTTqP3v4M9
zIivJz{h@GEk;mlF;ff+;++u!QXcQdjVyr%5>R#vDZzOi2Lc6oLIfuR;AMyy@i2bH!
zp6G2(>8iIP>2Ab1ZF$~`n%H?;duw)1iB1H&0ZNkSS#q;HIo&s`rk3M#ct!8=v8{XJ
zKm|!ZQo?h$D7edt%+}KK1mm)HA|Ftyp!7q=LAQ69q18`q?L-W=#=A0qph9tCbE^k4
zx{D2}$-Zlzvwol8%D4$`3XS#bgveYUVn(<4`_H3>HjHOTCm#n{{OH@=<7JsqHFm@*
ztvn3gJ;eIsi#NCXZ$phQYz`0?u)@ra_LJzbI>i|!j?s?;M%8v+!7Llvh#xd3OXw7q
zHhPzL+KeSX;-=8&AdLUgHN<399)1>YU_Y%YUw}0+K9nlQ0TzXZjzV5~+oSX4Um1T_
zMV86d)s0_3FwR*Xc|Gs3K3&cNf7?_mJL5)dMxbZKWdT+mNP-^=va45t&LxxZ*H8iK
zq~o(5L}uyVFD~V0SUX-eIj2vn&t-r04!Aq?>Z5fqhnZODQ<Egq016*!XRBZ-CAW-C
zCVMm)NH36oR9GMyUF^z){Hxms>Zpk;ossD8LA<#89O}z*PBe}KM1%5MSeUvo_-Zp0
z|8-*iF1$BNT<o^ulBCBOw;yLVUY@3d{qV4?czHiv_O)!@$5vFqZ4%-b6YNoZU|%2F
zu{^hP(y*{7vJ@{5Wee@BDu7Rx&4jNhROTSae$%U|auC9D#KTev?a$gwZ7Tx5O#Sye
zt8O+|cQ7Q*3!k37TRs9)^lUwx4X_O)<+Ebu$T^yO90>*>ifQ5Ec+R((Pcvd4ieTI1
z*eFTC=xi+gRlf%g!2v%#P-)4!l<QgzTLdT}C(1ihkVwjUYwR)T2(L0z>b}-df?OP;
z#v2QSo==ORA%!`=-?X<9|8flcUOBV}{YfIVx1)1(2YZ~iAKMT?DjIO-%t{N1`5LHJ
z3i)vdO?LD-O`*555_AOAD9n(FBpJ}GD4x>M2`HS@RhUj(<D*p_4uI0>Yh{6-!b^%(
zY83};Szo7L>A}l&)^#PSQ~SG$z|+uZS5}>Km6cVLzE)aXzX}crgdb-aD-OJ>wgshz
z{~c86z$|LLsfk!!S0%XU!@inOsfbflcufgrg#0z-8@1UGljJDxImt)%gq+gbtvn8L
z^4gOw_$-L*3TN-7FG}oI4j>rO%V45W_t4=#wDGmt*3unX9noi&ztd7&Rn8;bQ|gUU
zsFNs(l&CI&#TbKO<u#rf=x68j0(vR)12<`;3*zsn)SF7Ct`<M3^WtWyC%!6qbbog$
zL+<UK|7n>hs^hxz;!nG{39)Ou3?nZmigq5#Dcw#Vf^dG5$0XV3zsymyH0_eK$Q`ky
zIT7_df!Dr?|HOOyG7hzdn$%2)glp;FS#WYjJ`VGq{IH>_;@P^WGwypPp7eN!*@Sl2
z{7p@!`DM^PPpF=CpQ8{bw*zq$Ogk}JUeYu&RnMgQdiD3Z&di2Fz2%wfDJyiLI9fZN
zCE4py!j=O3PmXWf1z2Q!GW?vOZ2o=?UPL=H>rE3mdo_*s=VCY2imK7Jh9pO~8pvPX
zPoHSq{pA8hbH+0gW#c~hrOd}0+sYb;Ck@=+C<rMdr=~CVR-A#Ogo6+<G-mluqRxWn
zUoQO2D#-k35Mztqa~zSDalSrq!9KT?wbo*g+ot)4=X?c}k`G@3kdM%=ss0V-D1;DR
zi|vHAOK(a&Fpik9iPklEZ2=G+f{s9&Ehe{)eA%MVYf#!#dMoQ5%VZ)lPzRW-MYHmj
zGC+Kj%oen2!Aqh`yD+UF1CG^i&YP81u(VnjG^H&YZJ(L;wb7n_>OByS)O}1ZpHH1`
zuRrouS8eU=nLPaGnVW;b)4uCLEk2rq)xQC0K!G)td_C3x<k#X9&6x7O`pU*4zf>)X
ze03YWBcu9kx<w9d3LrTBK0LkE0Xs<xT_aYcdI}p)t2a?$COVWdEw1Ncra3xAjgY*^
zF>|DHiQfMW*MD*RxRN_rQ^B_%QE>ph)3fZn-g!WbnvnYva)Tw-fOC~&8MNc#Xr7f*
zb*VGhT@T$2$Bt)bUaENha1Odx%Wkb<1Ti{!hk=;#@BcWRWMRbC$nl~dLVFAsmLu=t
ziR(SO9sF5fy&OKt6+_TdG0VT@79H8tUTcFFa=(PW9Y$BhH}krFS<6E8Lh&k{X%c6-
zKnbs$XlQ3bx7b#WN1=Soe#pT-mOeY_x|{TZ=m!;nUTMM8z8DB%U}^KXOvajgLriZz
z4*99)nvX8X`>;yL{Vma!n$4AWsm~9=zG&FBUM<<WzKZM6#QTh0LZ~IS#zx?ILzGW-
z(C@owLYm31rb6!Tn^A8BpnMAqcRfe5uluhsBwFk_qUcXXmMGg0#*=Lmd6R}H`ieJM
ztVf@PcbvLMLOxl8GjuWhS=WRJQ2}1Oc)?bQZZtSHkrZPYgqf_;!UiVY7=&z6&E+5U
zK3+NqcYZfUb0Ko}fo8)cUy_gJQ1cZI7*k7uqkSV1z1!wLN7A^wfgI*beCt+N*^trM
zn}`0!3!1$)s6T-p$@GeG0FllXf7vx9V(|f_q_TXApiplx#qI`vA<in-ZH+`{iph)3
zVLAcp4_#fwk8G}_8s1?bNKPE^@ojf|>t|KSq7dX;gxhp71PVIGs}QxLXCoWZVb(O7
zplc^~k?KDxR+n5*(}S4w!I4TF5R!mbuAO=Qq@3vml|YJF@?t<T?HalL1|R%Xu9L2?
zS|(GCS_6JpW#ng)C6H2o?=(%zg(%Q@1XM}F)STK*kIEKicQ?q-bSp0f*`kcF>EoE?
z=C1q3<?qUw>Btki+5a#s|8Fq=s2f^nA6{jpx+7Hy=_^kBIcCaC<@KfSbTJ2#Lcgoq
z{Um>2LQ4#8P1cLxl85W7carGW?|^sqYWJDC7_N0LW<nrCMReCPzi-*@k-7QrMI}r(
z!4{vzOGCU4u<z&#Z3=Gn$FoT@FJL92FRXjsLJ(J2LoP}AC7&DU){cbeQ_?bj!MX_h
zNR`HlH1SmX=S4_B-6mgbKkjl$SiXUK(%V1s!FrIfm(8?(#yZ=pM<osHXPg6RbW)52
zfm*&n9JMu6<=&mYwHY9mUN7&L&cEGbyJf;Q8Rfr|$;2)TIyvw<E7LTWP2~E`PX5&l
zTsw(cd`y_w!^B>{rI1*9bBbC2Faf>Wix%?@gvx$?{uxOIek40pG+q3QeBN&#zG=z(
zC39;yv5G=@s5`VL>eZ_=;QT`2bicR`-h`?wpt^p?Q@*Ql9tG&UTsD^B-sJQ2^BVEj
zS0m3QN&;&crESxG2xv<Tv3rSpylYUyZb2<N>X81ur2XCQu&J|P(_Qh%;3fl%){`-k
z`(*l)1vO~*nU;3<(IQ5wn~EG0k=d6YeUwFd`|H%zX5h^Y%P@p`p0>7-nq#<4c9NUm
zjhn51ikthn9BhI~)yf!uaR|#Q)W#!^etph(6m$s*INdxdW%qsY<^6q$vyz{$1%f|W
zWP(hWb`k~2T<=$0S$x`A5E$IxB8^dOp(&7n6}r?;Hnx-{auG;OE4&z1W+z+i<=Ci)
zg=6^!%JZCWvxza*d7-(}6HyNEp$hbSH{)NPI()J!9~qEuU&)1?p_TmUJnPO7$~k`q
z%N4pKl3VQkwOfjy_Ku9k!RW0NO&sv<2%`UTGfcv!aI1sVddldjOQ@e?Uw_?Ch3#{~
zoQxeEwo9dZ5hknSHg--#?)UG~4(EGKO_jf#qR%t8xOC|vKY$S*OHQdUEu*fDjaZ2o
z!@o-%Bd(yD1)U2ng@+K}AbO)^^~IN7(b)nNjWo@Ot|^pwuX=0!m;{@_%y783p$h%T
z<k!%X@9Vuk7Zz;X68_arT}Td^^yzqd?y{|^`M%4^9_WoWK5%NTl{3c-`|?w`ov+IW
zSz??oXd)gC|1Ex%N5B~2x$sk^{DFo~Tm^A5&HPO|DBR0J$j&&a%0ihQ)a+1NZ&TgW
z-+9T!Mssp$_@P!L3VT4Xe<F2-c2PB>(^*oFMO<+0;?=2=PRDnSuK0>^?8Weo9QH|b
zs<Bu@GJSGtXhk!8zu&zT1D!0nVHL+ZptetU0}D-b{A}$odw72wJ|FceC>>j4tH|x~
zH;rEv2Q&sVK>k!D+T*$IF7m;Kv&mQ1=9DbZV#<Nr@ARNVQL~Z-`RjyvSR4d`ZLx@0
z08x`vY2g4Z2Z-=)&$eD;*>WADAeT4oV~FM%*6>?F$2u(#Ry;QspxgvM!2!EzUtgpu
zxN$m>nNQJF1if@PD?V=Le(I@2pN0ecuAs;0K?*j}O4=TY-I$Uda!4lHOMl=WeL17m
zmJY4$U4OnbUmeMf#h2`{Gsmf%hM>j96nvn24?8LzzRsNk_dkK3bkEal;-&q(7_N)I
zRR*Aw*|jx{A2u|xt&sYsvegL_bgY_y40Gya8)BRqr4HS$-rK(trguuU3oMtv@PvBa
z`-lV1f($UxZ$yKJZ6PzPYiJyRI(<o5=o;6+X$@(v-Dbj9yWhkQ6e%_VXwznu)LJlQ
zs-eSGPN*3i<s|nPnwcm18Z-BDIYYkqSvQnLTha3lk<EQu&|!3IaqDS5dE5~F*ShT3
zp3|pBnsTJ)pP0xl%5Gjj!twd@;{%@#zYD;Z=XVqoUMgfyOv;|KAu2rOi~}C=L4GLl
zm>*t-p`%}1(T0Xc$!sMZAGlp_;XAyI<RVB7j(U5tCbV?Xi_K1)W=5JQcRCpv;s9TI
zxZmI1fchxy%&a{GGis$SPD5yGv>!ikA-99zt6ED9wOq`s*Oi4_CvHc@(P~NykDBDG
zOfP-jh2)Ke_Chw}*s%8X{DTS`-ESjSi0Hx!yxYrjQqSE7A_58Kp_-J%P&+p$O>%+R
zQ_i<9#zoMiqWlw`4idcEy5>O-DoZ9e2TNH=hnT-@YjsZoNUsEoU8xXx8R;cV8W-8+
zhq6p8GbGP$_~`eORI@%Q_cA}b*jGUU)c&!<j}E=3eq$-JOYiiK5@jmnzzf}u=o$Xp
zq``~(@>50dPqOY_Yl{}5%WJpm*=)+d6eZU<AY7f(!^wmDLLf*nxCrdEfB4IlYL1%6
z?p{%)JO*fg&?roO`6kfR{UGlZTY{0Byf8;<(e^n%Z$sMhM<NivLZIya_S9)<ug}Df
z#+E;ZGnzV;@_9sq!~|0X50bbTdB-r_b-U{o>c$q^TP$`TlOmniY^<B!=kPGM4UuR_
zeJ<geP)-{Q@u*OX>GBT@n94A}{KDdAUH>INW5_|tb2IcN1xM;H#<ZSf5ANHYbXYUH
z7oS9F?jDcCs;D0Y<;chlzqRT`efM4zjbZoK;4k)#nF^sElD0n_egf$zSlFE{{nRS4
znw6koXE2Mn_ZTbu+)w_rL`Fh}%Yf*P*)UT)M4V84EtGYNiX1Jbqk&BN?d7cA1+wYV
zevjx@rpW^0PPuBeBdM7%8A;G7Wd(gpqlU(Dp#;5(Z-TdBLXW2H6c$<&6(8hga8-X1
zV%{&~?0skql5#gVg>0tf(f2R7xwzkJQWDS&+AETgW>2{p*mkxPSzxvRB->bRRTZp5
zx&nd>CiuBai)PL&H{_@*#(k(|HKN4~!z4W`k*R7AceiM4me^Q^$GtVKUG=~=O6fzN
zAGw~K>>n^*FKN?gQ#%JXYP_(R+}BeKiS;wq?^Rfiy5+=e;{cj1W$JU(W~b=;oY6DR
z(Q~A5t*jT-ke$?278M|RV@^x%*Lmc5{K(?n6@%-U3$nvN8ikcYC(tYhvyDwqwhIq8
zcX9tCunL%_0Nhe+^?@bxHg_cT(ow%QQ2<_Pq@QbLXC=*?TdQjMEReGnFGEHh(*=b)
z)2;Vz&mQkj_>-L0Jp~yYMYnX8Wo0!gO3QuVUXen9{wgdeBxbn;a%4Hr+E>205jd$f
z9tM9p|LBZK{3<6w1LRaKct1gsLsCX00ndb<F6KdhxG?OncStkEy!HZJ3+}WQ?8t?#
z>*+=4`)W8$kX)xgrlk}>O#!8nDoMkKw}Q}+L;v#D4Kn6G4KVFviIj+A$$_x-I0baj
z?ha%IlC|;K?ZA63$HlLKJ8D_MQw0HTXU9-8o>Oj3q27`AO8utvCc56n4j1fCA+*>w
zd3ku8yaRiDy~ct_oa#&+r?Ttsjbq@yQx*1t{hDD<$L=B_e0(|~7p1-&^=$9^)*RSx
zz8^lyZW-WD$W6x+?NC?tn7S2FfecWc(Z@U-pz)F~)NlH1Q{h<%*>^rOWk|>)olD9y
z8a8O}O$h4J5<^nl?*?5(LJG>$1{aRsB2~bapKIK1K_tG{Lbsa{DEPLXynC_rhJ6Np
z_nJUXFK7j-KH7YZz$|SWRMT9d;Fx}-aG>TFBYv1LQ_K)Z^Ziot<)3F2$v8l{E}&55
z1@{_F*AZ`8`GRGs(=5L9=A7Hs4-_I%(+5eMEn%uY<AZBFeF_34*l5}XUC%jE#o8Cn
z;h%GcpteoZ>QD_q)vtq#Bkf{^xLe>AJ)l^8z8XKMq9fh$uKnyCBYy`=7)^!+3;oP4
z*nu7&Up~Jk@Fc<~pWD|K-yIUrI;Xi`6<O^M{+8L|fDA|XR($_Q;8^*)_{FCuKfK+p
zD0?nPE-Dy$W-|odCmCT=+9BbW<GLxt-&|k0q&D^O+=Z%3#1x+u`#YdRhB4j}a-Yi|
z^$bG2@%(l8A?z&g^U(3eEO&J<>@0d5R<8d72O!aqUHsZ=Y3V7%6eyx@{9Vhmi1b2h
zibD9}?e3Dc*7xMnf{<jpI-`(ra|}b3Q0wYCwt6wx@!8mK=4){$7q^k#cf+gW<BH2M
zkCTqSrS@GPh>GpixZ&Rob8MZrTsJ(mZ1uuR*R7>eEuSP`(H;IwY5t!5bZp0;rX$v`
zs>^J>w&om9F}n+fu`Sq|yb{bb1phZxCGP~`b(3yi&?@8|4hYU~_%xj!Cywb`H%2?V
ziebUR&;`rg7o*T}os003%p001y5QB@W{H~UK`dbo>%nv-r?kzE2eROl<Lm*R%-mxR
zs-DCFvA3a9_Sh$p1g1{SlO}>A`#h8_8X*0{=L@2<-6LG2c#D;K>~4X>ca6kbugGao
z8~DUcQSuwMf|`soowl<=^iZ&*|NfSwtnnTP5N0s9a)ce1J=Ok`w%UWVz*8}mswi{S
z00uTrtRSq7<*){JWrbG_N1<DU72fbO|BLJM)_&7d_p>}EZ40C8g=o%&)J?`x&Ua}6
zwj>!&?!dv|*ww_+?csA_rlmQ4dv3dD3Rwoir+JZB^_WEbBE|U<ie(ZS*}CQk-{Ifl
z&EsuXz@y{xDYp3Z9W$qxvxU3^6WJu%qQn7u6AIrv?ZS1n=D|6Ary{Xe=)~|97pX1~
zlK;{TGY7*k>u*_lUSr#*EK&D&*d_L^nwOTR&7NokD%*(+Q+>0G4$HaO<;i!RzkL&N
z_XF`KTeVfiQNwX*%g(nD%1!aZ%QMS7mmT;q2EVP%;ugLa>IT^eE0a;R=mXe8o7BBW
zI{_&#Dpb%UGalHh(}KMk<sT_x<==>+6O`aT!wXOsWR<|Uzp<7Mwi!R+N0JJlzh!&k
z<g!dAn~cXK$Rc>9dV-Hz(WlX$*4?^jjq+0^qQUFBk-Op~Ew&##;6=wcfB>>L0XD`M
z;ho5W0taNZ$aO9unV_iCM*L<~n&&H}gA*i?EN?5<>XO}w<0_{67ua<SA**v?x|Yvo
zm5?<}$+fBPdtc(!aE_k&TZ$L-annXa_zkL@Kk-W$=4H_H?;L~5rmuflZ_)0a^AkdQ
z)?Q)KFWzi$o$dTY`>yh9PH<O!Cq*`C8@4t=JK&knUM0wq<)&dx`4x>b<m^ls`^ia}
z^5EOF;K&6{SW@kAUzxe-zG|6#R0j<T!D0Ux2ROv4tj~!Xx`iwqAC^Fy-0-CPVYww4
P)Vh50Dy`E7H}gLL?A(n9

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-28-Photo of a laptop workspace.jpg b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-28-Photo of a laptop workspace.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..19415cf1e3b23aa42966caf1452de58f80c87b99
GIT binary patch
literal 11910
zcmbVybzD?mxA#FBK|tvmkxr$XL6KCt2LUCdMY<UQ0T~+Ulx~oc4rytI?(XiMdB@-L
z+~@t=_pkTfGoP8+=bRnuyVqKKt-aPpP9c{7B1KsRSpW?U0MJk$067at12|Y%*jSi2
z*x1;(xHx$DBn0>mAL3I!enLn>O9i5%rJ|vE%E-;~^cg1u4GpUh8|Moietv!si-?3U
zuQ)d!Kkwg8&~R~a@gL$-5D-xC($moM{*NzYD?p3`{6YJGj`j?AK#Yb?jE3w0Kqxvf
z(f+xBe_v=1&@nKvuyJtl9-=B#69Es<(9s`YpkrcUV4!Myquv7;#F&rid0t{YQTu@X
z%$|hTH!1^%;Z^x>QuUD|Mm}Q)KU_RAatcZ+CT12^Hg<jiK_OugQR&w*vU2hYiW-_)
z+B&*=5EE0gkLDJZR*p{2F0O9w9{yhg0)xH<!=k^(#Ky%ZBqn8MW#{DP<rfrIR9030
zs;RB3Z)@-9?CS3M(+eLR8=sh*nx0u+SzTM-*xcIQIX*c(JHNQRy1w~~3k^X37cA88
zzkvNexQJ1>9$;XgV_^Tqh4#P|^+hMfz@+EFdi+ui`-A<HXS}{RB(I_}%75cB@Tnh>
z8as^OkumZwGadhh_7AfEKVW|UD`fux_J48B0Ql%=DCVIP17P6L%XM{Lx@~4oP&*PL
zDpAq@wzp%g@=?F=wT$~j(eYtNoYb|Ts5IzeB@zj+v8#mF<Suqy$ct^~Lr)m1SL#!L
zC$>-l=bqph>du<S0p4P-ffRfEmOF<AF>r|Je#gtTs?nDWS0+#dceDK{cy-yQdfP?i
z*N95BB}pPzS`bU;fEi6h#WoVS+(!ae^>%k$`z8o)r^DL|ByeZoPK)@Vz7#sHR*<ft
zSEaUx1deK)Bd*U!k-*_B5;%5h`S176s|*^FRm%nG5a7b-N<XRP?&d#TgO_c0kih9~
z9uiorK>{ngT}Ys6s01_<H1S0u9znKHh6E(*q4&2aS|hIXJ^tOc9W{*es?kjIS<6hz
zzS?_<@Bh6js^!GrmNU@%qrW7(4PBJoYK|5~Erg)$gN}Yx+g)G$B{v8)<aYZ?SE&bN
z3i@vX7{=ewRoCRr9j?Jm6gP9zVf8(ff-azcO~tpncjG~K^?&LAhlbWUBTS8Vxkbg_
zm?<PI-rDM3I39cIfKL7cXov4ONRO85zvj-({Nk4Qced!M$0+0Flj8^o=wv(h-`Kao
z%MRAi)BoJ>wm)k0w$w3XJpVxm9c|{^nbhH+`8DIF?on)q1Ue^;$V2QHr53bW?oSq1
zjRY-bns>k2EcqLjn-m1rNH<iQ362iKaRmw{tt17<_CI_KeE6!>zK#M3?2Wf89p`mK
zm4l4owdXJugowtX5l2UB(kYjc--05xQpX6^!ZLqcx5pxl*IV#<w*nGqQHLJ)+TA?|
zKY<Q~M<D?pQzWn&yP<qe>@n7V{`|@?jTs4~(=s6L{vd&Fw(aBgj(+HBw>+vPFRJCq
zkLx0rwa4ty%x}*_>_UAQ5`RuWbZ=x>kN`OZB~?$V|M;AjreDeaBVbx-e1`^@-|5(|
z)zbMSsGfhLDvC&2=#%VOywg$^cP&W2{$Pm&yo8Vd={r*iObCQCsDCip2(%Lw&V>?3
z5<3KYCG%B!iLAW70r)uVuMBtAiBq-L-FC%B9t@^7bMLMgw3v+ABY}6>f2B^lZ$-P(
z0qfQp?d)&u!jo<!U}QiRKdi2RZgZG>j3}Zq)t}y+r$z#>;^1bsUHfKC6tyT}y)!T~
zfEI!kH$JHxT3BM}i!EM3APaN%@hT|ff7vv~>!mZPYHykMZ}|!beb%z9r{eV6+u@ev
zyMmG9{eq}b9+ITr892`ncF;;|20+|w#v@c=?bqdH51WtxM6!C+&ExzBp2AbjDy^YU
zNZ@NU^q~D3be!3^dHVsnnL|nyBr0+kQPj}w!h*;^ac67Vy30<7biai*Ykt*}0STy%
zA%T(T$xtiH8UdGKSNc)tKUz-~bWh+DyK!T8=k<J|iE1cW=0-b`Sx%&Y`%?s|hIzHs
zqFnvbvDR0~ajr+}5@};g&Et+e7da>1`9DiFX7}ZFX3E^@#=O&KLI@KwYG%Tk$Dw<O
zu@>{pwz|~HnaEsE?fB`Y0-u3>8NUrL6BDNrPp+3wmxD;LQBTY4x)qg$sA7Z5&cD5)
z%}ZM6PMIHSs&^svxS{!2INM!!ot<TzQc64%-NdGpaaodJThYWWZN0B$%<bqf``!Ue
z6+k~TEk3b7-i)?V`5G+2@o0Tsi1lUZq{>9UJ%&pcM|5QfptWBDOO)Zw;-IBHX!PR?
z`ctaznVY2TI0t_lsv@oaGS^_}@|m&3wyYpcj(2ZPaPB98ie}m|YJ@JLnx>w1PQ1~}
zQ_G>kJu0C@+jgy8GsJcZW*2GV!yari@hhHUqn;W!xYJ?Sl-PhQWu9#=nO3X37q7PZ
z)p+wu9nwx!*rlAmt`5tFK()g(RynuiaW)@Q%j!zK#Pc7e_AQf>GC66OjF0(ChYnQW
zb)MgE7rW{`D{sG_l|nY}U00<^-bml;7LGazyoVN%LVN;!6LeDgv74MlWzx3D%M{m3
zTUOV>3uW@dHq#}<C?m~a_bO<LfE0fJ4GB2FIF<Sd!~QgMxtJp|P+FPASVlha1emP3
zvv_yaHH!GX{m(P9Npd{Pv*!ih^Pt_WH?TA7N47fKhW4lxxeTOc7?uY*bH35|B46N0
z_ECT$u(ZD}a`cr3V=?_-F({l;G>Add`14PBp;u59(}-gxMtWb{Mg8j!yaknNI+bdD
z+&2|p*xe<^{?IQS>s)9ss>BRqbLDr3j=vE;eOjWV<T3sR<9?}tb-E^KZCgD-E=RXU
zB|4i;Qz6)$u-C2Fm;6vvN5-Rtt=LRuL6vtuMg$!O*H@oIQ`LR`pk7IE-qe{<y}Ip!
zZQ9LyGm`H)>5Qczl`x298{(nlm)gSQBIwdv2&l5ps=j7i>u2>6qlnm0OV2UgNdw7f
zUt_Nueq&H=;$YAYdyQ|e$Y(npuBu=_M_stxHnI1m7ONuX%O^lbYekmO<H5y%V@ZTC
z9%D6zG!2UzMM)pYjEq_^-_w;}C9CL`1?4&d`&TcuV~$l{WxX%LV~f_R+p;EGEhuUD
z^1_;Iv)~6Y%3Sa6X2NgqHjVDRoghZ@B$3k@u8915j)YnyU~o05<c`Rn<g-UK9Org~
zF#Kix*}qut_&b~Lu@`mi>FDROcf+)pg=pciYvkrn3eE%;uk5rzA7vbSNFwDAd>|a;
zx5i)y>(l<LUhqm;6^e@(e^p;6#Cp-WXhxEc#;ti2(f9-j$SN3el>O2ixlr;*xB%^T
zkLhGu=H1i!#BOT;bC<FG_bz7XG4uDsBq=u9W=AQjOgY~-uunS%V>m8s_HXCk)PJFc
zsj@W`NULJ#)L5EWjn-G9eIfNI7YEpxyxp4*gYv+vcIQRIq5jue-cB2XXuFQ&hyVk;
zP~Y?%YvrWW1M+fM<*qq~#p9IH<>1M@GI(Gzgq`n)Jeoo4_3r58w!wprplV^+y4&i!
z@zptQ`%B2D>dz#<f<%LaH8#q?ie+Sph5GU@;bwD>a4d(78-7!*9>AiErN?D0ZW=v<
z_(Uky#z#K$YlAONVote#LN{<0uO7!v6%(f~8};VuyCH$vmRN96cf-R<-#7x}5B^!g
zNT4RBnBz7NUiwuij#rM&VA*S2+;K~yXo_qGeDHi->AU>s!8`s7?USDrSn};eU}6nU
z(O;n?4Ou-Oj$f;m$|Mtkw|^i3yzMg(k(E#+|Ai=hnt=D$<N(9ZgwXubWpQve&+6L>
z)Ihlp5u`q|idDZNOv!$BBo2;AWq|`&muEbFI-Ky@G+M7blzE5*a1!ipeO^MM?i416
z?Uzt)i$4w$Xe(p-YL3u*zOJpIj8gVKrn`cABF~>nC9sFbppNi5BaAwlljox~EY<2w
z$2GwRSx>J7hKU|2oj6GlI9cb(AOZ3ClY)4qujc_^cEwP#e(LXA?n-Nh3{8o-lGKUb
z_O5i8>WJRSHD`wQ(<f;_eMr(p!01yXkj8ec>92(H)lda>r`0)uJ-0az=r<jFaUl`V
z`6aE2z(GNd{(X_gFt_bqWCX8SD&rJx*Jshma=9Ex`R@S9+ETj}vP2R?w29RBs@ijr
zF1N76S8Sj7(@mIPkeECT?{F>fEz}-JwgB%&L${t4b7;SMhBDrrwc<$=wc=DgDJK@_
zOsJ((F6Vya-6~4HOM~8SvC&t)IznvSb0nr9ZjVc&|5Z*vl~IZ$eSlX2me!V=BUN8I
zvczwzM*@Z@o4Qs0*q^j-9&{FPGx;Io1u<Iz_0;GsPiE<LpA1JPxAxT}^CBgL@Fpk^
z5gOg71MzO1EcJ3t?>!!f-b8%($JbsJ4Q)8p8lISmwSi7X<d?l14d<HNHuN+@H0pSp
zPE~^xKjRW6sWOU>Vzf_G9vryzyB8t>Te_+PnXoc(5BT-!M7iYb;hT$*U75D7;S`V2
zMkL_TNuGAL?0SfL(vzU^wXHm0vPo>;@a!F@-ni*wIjiOxHRzVsj2uC^Mk1w(4eWH9
z<utcaZRqA5_=ePVeHywRf_PT*<B~SSrJ1Mt$YwfeP^{ebB+&A;u|(sEV$Hj;OCwtT
zT@f|tGEMmE=i3p3BD5jsJnXa#Br5LmK+8;x;S;+^H(hnl*O6;1&qHH+mG%0cC3mvD
zZ=~m-%RZKEQt3w_&)**0s-vb~D#J(8a=!t=W=0{rvF&~dVsayCqvyk+oZ-C78N<4h
zVovfXgICnawLsgYEN{`FZERz!Aj@|V&^jgP%!4+;?z?9>l|y|F*@SlvjV194JzbHK
zKK_J52$@3W!T#BwCvzqU2u|HyW534Oz*z7e=x8_&bjAioV3Z*NV!1nhreF$`OQie~
z3D|KUfexMEJ~PWtno9N#4RxTc9q5Hez>i-%{`jYSn~@`!ptRMy{IP2DLWy4R%!B@#
zJJ_ko!aDQ{mW-f!(1!>xM*^)V2dYEoYheHdNmVJ|e9Q6=&Xz6h??~W*9BM%M7SKLP
z`c*EI$a$S1__+6|(96i@i^Q^z<V;lhmCV||+iOg&&KC)SmnkE?KmBcHNEf}o!`^0)
zU&27qG!<cP7opt=gSPPrZ&C;Jpj=S4-Q&Ue>39V3rXlX126QA~TE;MX@U*rOMwzF}
z;20QH&t<t|zkMO-r*Esy5zkHDXHeHIex!0Oz?+Jrq~S1r4IcX7X#LR}JL4*FQ6J7#
z&0{m1{B?2tNow<Sr|F%1(~~=ii4j$_3vEQK{%^*<Wdeb2*>9kU2->#ABVX&F^s6(+
z8};uxVw&VkgT_P5@Hr$fikjFnV(l*i+O7T{th{Ye>>kF{$I$+E3X7-ZVD`zaJ`knq
zNpC{uO-I=?D)V{LA@I%3meWu@8$Iv-=1taFsg>RNVwh8W(52k=yRnwt7AhNJyDLo1
z+AXWaBfJ9pVK}9)GosPkIuFjoK~!qIdGB_Ea*9rg@}p}Px`t+yNFlJHs3>E?8LC%l
z;GdhIV~z-v>FP5S5l<fEONX4d%!nZrNrUeFvQSp8VlqNI!o;{U{pQ$UAPbsFnDaR<
z?+I+5EB&6xn|+Dd#7cv-Rv_)8vB%g=@W7wqE|ZP(f*t;lG)GnD532rMmd6E=U&P=I
z51)Pb?7gE^%hDvD^cv2*{`6M!@zfCRb#&NE-Jg{ogHpoJwS>@4A6Z1zc5(#A7c(zH
zKjN<Lqs;r3)*c$RJ5WYaA)H2bRu^)ebU3lQs}FCGk(qVK>v;W`JH=1BPoXz=^-|7i
zC21s8F_DSBiHlI6Zsl5tE34?*=AqZz%_HGb-6~ji$guq|7WAli$4hFy>)or!pIT9g
zEx~$tv3EPn`)3)6sUdu1ECnq5d4>1vKnqv3Ut4ifXv9+n2MQeYNo;XMdcdpgkAh$8
z6MgNHouuA-+^-HebCG4j4@H|U<hxcsc}5-T6)pD!F<bk0$=VJQ?kb=q*zP4hWa{6u
zZ?%xZKAyA8kfOlQUK%!8$QrDh@eDDBme3DpvaF{qh4Uanp<M|SwRD-Ggok+3qL0w-
z_wGMqPY+3^ZZnNM#(}sq)#~aLQF}RVPc{K2`=A9-$(zTIl$X_dh(w4hd0jYPKsl2V
zWl8V=7tvFlmWpH`r0?+~@cOdVw=JL8yoWC@+%DhbV$JZ<iM;U<erLWdMOncT&p^*U
zt3as{>4S0<N+)g~F~Ltns7>NoKw8DW&~)?Px6)wI5;g(e0!QbWbQo|UR+b*x`vHa3
zYoa^wWUQL3P4=2M2X^ae?2$`CR@JlI<CJ~`?nKNgLL8;J!%D^rc^(mUC&IJdQZklS
z*=IE&s1**9>ihx<t79AJdODrjVjhHw1z3(G|7hH(*NhN~*@2vaJ^bY6aEpaMCJ6Nt
zSiSDd+DPpfhuI;T>j{JoV4Jh|&{YGh<VzWxw>551C!g4XUa0rgq@0IbjC-k-^zC6+
zGRd2kR`#6VOXJ0Neg$(s@!Yfdu+|WF-quj1?>4XMcKz$^VUv|iAF^Q|yJs*-<2M9I
z&PYRAsvv<^K_Aj@Fi}fPmRT9dd8PyJ0z5<Sc#PGG1jg9G_tac&XYGXN`8MUYNMI6g
zm&@p$0{@~^@ky|Zli;Z_kwjr8vqsCieqAkeijRLv9!4Y%Xgu}rDKMi)vA$p*uQ*G9
zj4&g6%Mxu0!h3C!Be<1;o#W6lLoT>v>mb)eP&Bx@QMB=TYB+^iMX~U=W2Y8*@=(A1
zd2Uk|p}I=-8`j}av^5ii4+Eka9w?bx$05?#^^I<l7`3h4#R%EruoA;fOd7mQ>t}Vb
z9r*I>F<tt+I91;IK*YI_@E~-Jk{D5KV&FEt?|S``cluO_bbHYb9BcZ9t5|K_xID4`
z!|T?2_otegSH2_%OqOQXeqoIS<%K@)U32La@7c`k83W?@LqW@LmwZf<l7x@YB<%G<
z=VeEv9Wl_$#IjdMub_jLZAvsW*Y+kqQ48Lkl0<RhY#80N3d6(Ci{njU!n(p<sbq7P
z-7^%>y)j^@%3}GFtEpxMjsybeK85a|N<RpNK9mPvK*|KaJB#P6RKYNX+c@jcj~U0L
zWtvSotalOR(5^2maklLI>Tx5z9z>-}h#wl-w+c8ymdg4PUME;!_Mls;+eRzNQa0sa
zFD$QWB+%Rm=+sB!=4#ksM<;a6PyZQ$K)5+KDpO5TrHqB}Ux@pF6j{;aq|Zv+%s6a`
zP7k_!g~{aGkC^I;eTVPawHoSP<J3ICqycDFzVK%^YP}U$Z=Lt`H}#LW-Kn66Gge_d
zRgTtUvW3eJdh2c^O3|$@buqLhS#bL3o``fiYB%a}A7byKOW3UcRSFX~ZSQ8PpValT
z?9j(=_1kXpSxSo2Z*WUp&L#L;Tu(%HowX|~nH&)zgoqGG%2%y*8DqixiHnJRG01Nu
zkQrC;TwL}zTBKx1KzDmBPC%j{^FTnOr<6>E7-jm}EYoKP+f!hc<^19GZ`L1g3gnm<
z73N<DxL4H|HJCn8@6I124=k#C#F9O?v$Y#Go@6&x16hS%81oKVi8$-Lytk-jbb(u0
zJ)th*-PF`bPpV@XXY%2-6yN+1-4)vvRbOLhx{BH~3*sio!E3E)s`?Br;?lR4k}Tdr
zqgjjeEpk4*OTO?AfkxP<+`mHEIFua;H;}72Dzm#fraPq31Kk9oT)?<SYxM{V0p>s(
z^GA}^1sEx4deVOEci7w#JCTV_U66ziB1OmD3Beb|7Kgcdb5A01v%B7r^?RUSYXrmu
zW%AsyM(D?i%I4-75i7Tx{9!XdQ(RT5Ww(FmqlF<V&|g%S#u{N383}!<&#~fOffm3q
zR|O@o)UedPe5^04w~DVo0^gVp<4-Hx9DK4ZG;w0%X})GkO6^amDu-1i;LYEiyB+<~
zqSt5e?Owjm#p-3z?4j+xZ4L|xydBL>>LGg~6yuePeid^|hfCw5mFl`4Vx3%+!1ICU
zl!>TRPxHCV(A%3y@m*P7h05VPznEn<Icw*6YlPf4-4t8!*#h`Jsa`92TXi>1lv8ci
zXv<OM!a6wK>513C6U;x<Klv`pNBsy5t2Gr2s?vgznLY~X^lxCOW=BuW{gzYF(5=B;
z@7FLc08BXoK?x<6AqtLw7PrIH1A1;Z#P;snq=g-o7zj^9sL)i0DdJUTUdKZdQP$&A
zA;WQSj^afPG4nOoy3D!hQ%$*QsezAU8`@%3SAnCU6!nga5mq+!#U)Q{D+76DA6`qX
zo|0x+(#{XWI7kc@O=dQJ#TTj|?w&~J3YaTzl(p4bwQCOBh)TJnGXUNr0gJg+%8*j%
z7|WH~eU5XaBbij|eJ?b?0tpy*Hc)@^+`P2wMo4EPy8PEy)@~xWu8}|w6aoy1#{M}Z
zzrRvB%DPot^W!52pZx~66+_L}709T9yESSe?y-FHTo6NJj-v;cD229o5EZ+b@`oPt
z+ujet9($D>Ys>d08`7ML3bPw*7%S0VNSwfmifY66Y^*>gj1?VzC+1u!U1jK|nEbAB
z@rTvJv|n(-JEuvp90QWk_o^OT3Izt_@Y1ogpSAY{#uIs2l%DAfY2(hAU!_tzi$OPR
z)+tFYiGL&{I5Nhaj(KPMJ!eo3a%NoJ9}^xC4Sl-Ly{vi9_<oV7qFas0v9b|_{&oy!
zGgi;SN+PxvGr40Aopu-WO{$?6lPaRJt?1*{b<ObOZA`@06fh%M!l&BbKT9xs8B5BE
zpbqNe%)<JL&1GDhXx%c(v&Myrs(yT7fWeSaI;!ZKHs{SA#aZ1+f&?lQWF+K;B>D92
zv%1J4w%_|BfoBSaTHaZlU)FTWz4VblROuw5Q3DA`M>nplV(9Q^57u_-u4%OIHYAN#
zAML!San$)vU8Fq~mKkH(wG!I07a8>vz54UpWV?0g>2LSe<ECaai;5@7-E0NQefOu@
z$)*a7wy0>(m~(bi)vcpQ#36fB)Rp?&m62Z6P<rk>v)HvM5@1hm7fR~-?uk`o+#8@Q
z&(&V`SuV#Loe;*)Wv=wrDsE!5=SxgftLdlJq}rl$`UVhRby3%nXhq7|2iWEAyqb*{
zDaOlh?p$rhV`df&Bca)E1UduOOPA|n{OqrEcvezh(xK7F5q}Z%ox*Ettdr=t6gx`r
zv2<*TGSN(YUfsu~-L4nTVX-V9mieWhh{z=$LFb<)79Q(EVAwm;Gp)S5#u34a|9ubJ
z<5b^U@ug(X_!@X#RiSiKu_kF_-n1bqOPi7y-9N(P^qB9v$DSwu&+<G%=Y!8aTnS>*
zc(TvrbLW4W_{oWfH(|cVCGbF*m#_S@dAtdbw<kISpITBKT@eJ;>P&hNI8Qsh-HRG{
z!%=O%EFN#&hOxuWIJ-#O;Qga#=J$K1T{QT2*-^7IIYK=9=zIA*2voKwjB)GNWwfk8
z0t4@XA@07snXEdMLXU*3b*Vy)le>~b15ZVN1?xk+?(l3r8pOveiRM^lR1_gMJxA8k
zq5R#J4Q7_^YdSZbXu+yh8q*62)-+v)i09&B@0J4MUBGDH_3)ie+D&z&T>D|(;OQGU
z`iBLvbi0M;S8Bc84!^11Ghh(Up^Q|UAAd9O^d>#6XrmkZ(p6;twi6YB$ya7WjWO1h
zK<&qqR_Bu*O94Ng1?!;R^fTJmNM4iRadtbLt<3Qz8{-iV@=YG+7r>@ec~oddK0XK!
z+E!40IJpqtCt0QILMfy8l%+{*uLG5@*p?U3D>vchT&43%_vE(W#`5S`?9FfM5+0Yp
zHjH^!C-~j*4*ObjYFqtM`BZ6`zGb*-JN4yrb3()yOc^0xE;E~i_>)rqc1F-cOQZ8`
z5W<gr|9*3db74)EaY|M-#q?uFB}tWVqBy1%cs+W|a;eWvrH`Ua37!WRXs{EUS3Z(-
z>!ba1zIk4>I5k0l1UQosH~a>HLEqEyi@X}#3Z5NlK5{UjEYqZVl%8^}gao{kQu(b(
zX=E2Kr!!9o2wCHQ3ob*)VX(!vDE*e+A39}%VWz8?)QB4a&>ce@##(mz<viU{)9BFt
zS^jF53?vE8K!;Yk<mS>2SGhfiy5lk4c~w>DNsH=@(CMUrpD}Jra^ZYzI|<TBMD3|{
zJ49eOBY730LUE8Px2z6{F7m@+D9;&U6r!k-xgg$_dABG7wtVJJth2Jj(y3jGN*tk<
zhvBs{{zfR5LqGYBb=B3TnI}sKS82xBKr!)l52eU&Nz;_$b5N{%T7;dmy+sWHdyETH
zVxV4K7q16ljt;w>`gcnU-O$E5i^26Ft<7sqznufN#!9@xO}rDy*2TB5@o@K}D6>~*
z0Ggf;eRGl}xFYr??+3jmzVMhj^{En%Z<j)F<)7VnB4&&+-cz&#s**%8Q*R2C>=<Dk
zu@Bz5o^_uWIK7>*rV1-Gd+_w+w|MN3QMbQ=%t8)>Mfq%D;Tj-SQjkAgGZoCyKw}UY
zdr(q!9%h2i6Wxu6{ch6JJlnF~JADYVX;+B*1V6o90-Wl8Hal32VWIewA!_yxHW#Hg
zR+juMLTY?Shd{gHk~Yfe`05>JiGd*EG%N04W@dovY}YixRVEA&UiI@x@2czjGlQx3
z3CC?hIaL<hsQr%M)n&x{uWWOQQPJ+L6o~40*L><C-PJAJ-$P@Q&vIDb#HQ_wo)v0n
zvF%+5y`OxBOBu|dk;0=knSNA)R{E7<4l24n5LPU>m#^FKh$byCKdb*elqW$k51<RI
zNyE(Yi*r@XS^TtVAoMMTFz&6700j5BKzg-A9X{6&_ce1HOfAa0p&SQSuIJw=zkO%$
zUh>pZO@jHM6H%8vOXcJ=zF$?Wt4gtbb11fU^}*G?Fj=iYwqM6lI3R+l?d<H&uGSuc
z+Q6XQ<k?~u<|yfkpm9rsr7&Q6)KZpX&n1~fy<SSGPjS0Mqk%bovfnu<ct0mEe52!)
zoBXbxj#0CDv~F?kj=S*}-0mD}>^+;g{aVG|hx9~p@o>qjr5g?UD@%#a&NH5!Uk6+a
zatl#)+MG1LqY<_4lGVSHlUK5-L;W0NkNvzY^pn@;f2~qd*a)wA!Z+WQIAf&qdW+H4
zUfH?9EiK|Na;hmHnsc+SFoBfs=f(Oe1b<u$WsJE$yt)K`oNo{o>G~|f0Q>#KkjD5!
zw@Rwp4+YnTXEH<i&Y66QWN~G+1+r>(sf$NqP14Ib6KVBXk{M4PV&c1?78Y<1Xmow)
zvJmpzmu2Gl!sLGWD{aQ_E~u@Bx1Vpo_Mc4&j+k4eYc52zj}P^w|HjSffWXH_>DUyu
z?G6~b#4eXo=2Fae9XneWB*0e@w7lQ{a~sZeUn>N6w|XSoURA?F7osueB~<roxLQK#
zoZ5x#ah1|zEU}9ijKD7JMOy1`PYeOH<bW;l&Xv?ngQbFG)Qp^O#O4fmZkZR<5eBlj
zHfq=UDiuF->G$6>y72Z0XQwt`ev_Q+_ShmeZxDX?<ptlLeLd;}?7J$X+ilAQvu<~C
z#0^B^K)bBW-XPT{YUxk4yv@4)mI=8Kos>E*yMy}~Lj)vU>*#Hg*8Y8^Q8#^+ssfJe
z;e61Y=t^xzZ9{0FLR+K*jx$AG)BIlX5Yvdur(!r8%kF@{uiVNQePz5E>)k~J8eH$n
z!8%otx}(njvho|5pv?=$Rj}ebYLjM{pDkL{=WZ2|*HzksYscph2fX*xNeeD5kK#q;
z-K~|$g&LzAM0UJ7H_!9L#2kuTPe~Zzmb+zh4YZm*l=a@E0(PSGHp&#H2O!D8gl;2`
z-U(Zoua{(hgcG$?4j-(FYf=0dXAb3ecaj(@AlV$P)^lva?fKn@r>-y?tE(Cld!0H2
zIf@@xmf+k(7>xPE+Pzb|j}ThE+bIjcd%0Xh!T6pL_O!Te%j%#c`0S6#w?GFpbjjEO
z?%a`Sn!|uM(kpJX3KW4F-CnZY*DLi66599YVuXU;7n2UxFExpJUwy)sOfjJ-)o&}N
z?igMQr%y%#GSzkvR2Kf=3v_!c{qF1d*JSzTJcYvkVcn2q{Y2jdlcy<bQISykn+Xl8
z%P%i(r4J})hcvFu7k=Hnp>rB8|FQD<a~7yg#$mTVBYY133mQh$cK7u?tAA{@agD?E
zL>XU{7{-uB_Za%wy@hD!MXSv8{O}iSji^J|K$vEFt%4Vkw|xYn=6WNWe*CA;$rt+r
zk@HP)&=9<Ej}sM9nbj%yo%9wx#d)?>JiWVR8v?-`n8+(sz_0nl5YG1$&)tR;y{6eZ
zxwq{lIwf`u;DJb3sRv>HY0<5{ZG;e4*@yCuxG+~S9(&&*K%<XO=I2{YHaP137)l<9
zf*g~|66xk4E{iOw>~ZHnDD<YF<w>BID0Y*?qg^c)k=xhz(1lE{fNw{vdHZx#TCh%|
zkSN9lrWzfCUK>qRU;^Faq=-~-Ti_QCQGdH7Vp|0JL}1s5)MRnR(<J@c!4L`TH@O#I
z9QQHssGX$#*i8Dh{}eV16I5e9_~M!`{<UsAYywxypwNEoQoxyWdDY1Z6<Ht$59Umn
zBwK~DZ7VfA>f}fj6XG$FJ{h2x`Ca=cuN)EUoOw#GZK3COTP$~$A*AF);$JP&dS1eU
zbFum~)B|R3n@d1*IK`FKr0*BhPkFej{g&vlGWBUeb{N$w5%JF!C#?lx3S5b)iZ7BI
zVCF)lukfQ1{s5*#?mfj%@cjg7PooT)1~La`1r(~L#_%KH-z^&|Gar5S3w4nbp$Vtg
zic<KX{?MHX_%<Y&Ss$V#30J^d<rX7`Sm$;%5owQ{nlr{V(Aaor_|XO^*xNCF=7Bxu
zRc;q9tuT<7@+xF6hns`jz@iNqdTCJR?>>8a%baU#scnh(!O+P+-FG-T8DVs*w^^ro
z1poZy90ca25|G`M;-e#ONEx;uFxKaIAL=Nh9IsBJ3}H#)t!qEPVXtp!=fZU}*KS8I
zJ%bwEmq+Y^?kWiOo1k40d)5f>XF`hg$vf-eKwszk&b#e)sRqOf!pXC#U1JallndY!
z&V`HF86D>!+Q)EK012#fBtUhJ+sNc?hw+5RH_mMCL9_hL7(@GH`n<~RPC7g3^v2>8
zBzU!_^}>1g8XktNE@9h>T}lh>YGQTsxEui=7TP4y&Pkb(tgZUXM3xQ-(}Bh+5kK&c
zQ+G#Cb5MS@r#daYp{UocVKo24#e=d<WjatJV&^YS-G_9jBP%!unIxzL$tLwA|Ju<+
z{ubWs145C7Mnv_tfBPhK-e|A{ViB*}r50<S5^ixRy&(S6O-GLrwQqam5xtAxzq(^7
zK~Jy1r)z06Ixd44u-o4;oEBikgD>Sa<r?O6qFUWtWykri7pRk=XXcw?WBYc7r~@Qz
z_4auO5*#*`s2qkfR5X@<+IL-UQ_Jo0$=eL9BrUAba1I82A;CBY+qsGdBBV2Nmd`?o
z*jtb0>YEy2q%X2ubZ<132P`zX)AFLPpdFUkyDb*u7=C;tMNLF0aj&pJ8U~~_5ml^*
zHXBLqjYZnrQ8^8!<py<}p6}CmuEviuXBz|b+<>&^vEYoEcp07tRJHmlj%Bf#w)!h+
zz6DZ|{-Uhj`w7V#OQBAe17<bhXUuB#%hxn3*wiX?^TH)!5rldjzF$pB38e2stWlZE
zfQPY<24W(@&(M7@5@p4%35Rc2OIVLL0s=Lht|V}3-g`G_E$+Qhxn5&~mUHnTven!|
zViOmSQno~T8k|3g5J`e#t*`7>1Osxdx{O4!!(Uq@;3Udp6kwP_E8$sG0zZ&I9LKfR
zy;%E&&f{7OO-zG%*7`?=>qA6W>GH=~O-<PveR$aY$ywN+&#+zl&VQGPv0=n1W&;SD
zQdx%=15pE}135D@jh@c{o^HhkQ$acZsi>P_zpilX{LGB`^UMVQm0;9aqNG`0BtVCP
zl+onAfGaD!(}AeoG9sntbxWG|?Y^OkxbxoqYHIpUJ7R^zhqwTA&`#yuFOAnOLXn#Y
zbs@`{-*_>gIrGc^)l?VR@_ft}?JAWRTRp|KlrdF6Ov^W{wo@@Sa?h;f8@KM-qqa1s
zVL6P6Zx2$0xAnv-b>GDF*n;~g*TzMPr@O{5bQB-d^tQvw>~TVm*qBFL)#VttQuniy
z_oXZewLZlxR=N2jyq8g-j4-ENO3M%$t(+Qccu``aFb#A@TpD%Q4t3IQQ8s>`jvnRD
zyFm}L3=CRzNuI!pF0zLdMH0DLHxZ*N&##vW@6X>{L=Z!VC|X3f0^m@W)QcFzzSdN6
zxZ^$@11hil0^!tRdCYQm5^`D^`Htn%;#Lvr67sV`<hSFB(e*0%{kih3PB3&c)aY{D
z$;c|=Hq+OY&S#$kRRalBU&VuVj8Rk;$SekfH)D)0M@muI@3wuzxlzfnyeo?a+Ngkw
zmd7Udn&8WkY#~GDF0XGbC}M$nwL5+!@XI$MF8m`0Lo#_Y6N(nqznD^<H>#kdF5_;%
z32K8%wi5^&%G}RzxAkmdUZS{&8YD4me}NTMT@AV@TW{}5j-uJrXg+g~Gu*<+Eeqi;
zgYx01jB2j_tGFGoW;CDY{fqvN<e;r*16(DJih78D_&d46R&*SHC*kkF^+q+)_q|ci
zpMl#IQGI!EERuklXuzq?Hw1_x+Uz!Cblymp8;wZW-bV{r0v>RSWd$_DLK*(~&O8%B
zR%YQ{|F`PmJvYt;5OIYR7Xhk_M|tqda#!ZM_ru}o9)-rm3cYBD@(e>(oaFSK-0UWF
zVj3>DYVT_Ys<U!v%LIYj^oau7B5h>`cZo?7U22e*5I+r+{5(&(6?_QVRO`R(hwdfC
zF?1_$B(Y?0t5lQJU1TN%`>@csMK2;6CsBbMkEOg%9F14$NPvN>=H9&w5qRD@bZM1$
z{35W^wyn6W9hS3D@>{-vil>J3g^#F~+l^*hBq5>lq8g0#fzsKvJ*T)cDW(EQ_D0>p
z-o*sM7(9-9{cS*zfywpJ*gI(V478SA6Lq|8T!1vp^4CPJ#5TRMw>3{TWeLaOIXKLu
z29lrH=K$~JQGN_7tlAmwuik*WH;z3>5go?pQf6!ZMDSu%1tL$j?hhvMTlpcu=3nw`
z<g-#*3?=Ta)@X_RJlkWoc#<Lk9V@MD-krWq{(eWb=ZYrIg|EzV5{AtS`(EZ^AlwIZ
z1J&h=5$9Hm`T3C}<86!eDnAN@j;tENJ33qJ%Hyx28XQ&QH&V{gowK`w#rwxbe#vOk
zT6Gw(p>fb?%G4Era-=+laeQ`2k1S(U(eL`Bw3k0|h<ooeU@H<Onmd#9vVB8N{~xd7
B?sxzI

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-29-Automotive X-Ray Visualization.jpg b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-29-Automotive X-Ray Visualization.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..522704b972c7ce3ca85d20cc0e5683c0995a0af6
GIT binary patch
literal 11353
zcmeHtbx<7NnsyHZ!9#EfFt|g4J3|C_cL;95gC!vYAt7Oc1P=t)K?Z^hP9V4hcTHe$
zC%DeX-Mh8>ySMhM-EV9E`f5+tJJnU))zi=Eb6$C#7c+(V4ct>zR8a&#AOHZ}9sp(*
zcmm+vxr2KL2M-q)7at#wfQW*ah>(zomW-T)f`Jag$UsL=&%`Fc$;86PN>9%v&dv8w
zP((xo!YL^$AtWOpEF$!`hk)?$@rekDXo!hvgqZ1>h5nxhrUf9y1A0LAU=Ry{MG69w
zf-vm><n}#rK>sp;e;pt!FgDH|Ts(XN!rL2A_W&#q7>tDt#=*hHzP&r>_Bwz~ibKXM
z_~;I~jx{ce7llwrOcoyN<MJPry2JZy!ZzM-@d>D?X=v%#IXJnvc|=6T#3dx9o;+1h
zR8m$^)zddHG%_|ZwY9T%aCCBZ@p<9v=N}OGGW6a1un!-@;jwY?35iKxl2fvCa`W;F
z5QRk*l~t(fn%cVh*0%PJ&aUpB-jUI<@rlW)>6yhP^zzE;+WN-k!JosU<CD{~^NYXX
z0s-K^!@B+bJFtJkMS6=13mY4Zjr%uTAT0k|1CwIoFbm!xd!&PF?M2Qa6oN<bI3}z7
z2R^H??mnfB_b>q!o5&*j!QY_$3$p(ju($s$Wd8>2-*L?VL}1YE#{-iBP+;rk;cKM{
zIS2-@h1ty-_n+)Re_onO+d3vixY^&FZ>5i~LiUFj9%6t@_YWB04F?85qna-@U_X%<
zzyo%v*oYM@8+t=0-3d7&9>M^7?Z2-4qR*W6XkbI)PcT3;IqYEO;DQT01zpT(w8jAP
z^CUM{8W^C<2?K;h9elV3zkpsIh+_bTGD!CSKI(tx>i>(yunm2;AUf6<xM+sd(|<cc
zyVUf`*G%7DH;c5wUzmPn5T?re^*R-{obCcSp^U=-3JMB<4+f~3yz2dRa(a8>+QRz_
z12~tRCp7QuVF0JeU~P~B#s9eBj$(ky=&QK?CpWDXuyq6?=fn#G#0DZ@Q-)gCl#~>p
zkiYEp@368==wIGx@CeXRp!kbPNh}!Q!A+v&xj-m3Z8gDGX3^mdIr=Cy6L*19rjG?z
z$L<;Xq&?6uS(o__)6YxE0)CrVXg;cy4h#D1bw)q_$Jap<Ijdvjw8lCjkoydaOv_%k
z6J@*ac4>T#JfH~d+9SxiN)9O<Zq!2bVr8KS=B(YcN%|-)$~@-QcKC#+^|`Kj#-2S}
z`xq26=xm9vq3A`p>Gim4EbB(g!mZ#(pX4H$_(y9d4B+K+RcT_grkyBHu2ZYXNnh8s
zHd7@^?5eXrIQ@FZ(8OJS!N$<=Blkuu{+#kvA>vVSwuR|%Yy`5*X6cG?IR56)(&uIq
zc3cEI(|<!NFTQ1@v{6xat=B<y(f-S$DtxFYS`1hNLi#{+UJI2<AJLrbdYpCU6CO|U
z`FkwVDz13;J(3PxlbD;Pp{<F~_lzW*&{==ByR|VS8*nsrd+uFq+Z(Xi3}5B1toqu-
znTauQxV`if(kXvvu!w@BG_!t6!Tp}ETl*P5gffyW(gd$}5-dI5Gv0f<B;xims6<ow
zqa1WEPT%g}%ByXekk@2h@s}(bs3tKd$(I`EZuIx(Thd!*LEk5PSfn&$a9NoA>W`_@
zi{^cV3|mi~@5TvQ@{*hNe8S?iW!=s%PV;~``NP@k!T1bBPtl|tG-WZ<i66O>!lG$w
z?!Gbk=i0@oF~D$HeZmj<qt{JBk|9tc>rc~r97CxlSec%HN65tpQvga<bnJ+I%JJ6M
z7m;1vKaj$*71M*&dESA^7_R(^v`=4LHqMHqSyn7=z2=JUNW+JdT&`C5NyYh%Es8?1
z0+Lj8PfZm%e~hE81eL~06?}3jC79r+kTZ3@l^Xp&miSWCaKj&0!ZGI)mc@5tN~XWn
z)<l^IXP~fN|2UR`41B^@t6LT^QYbt#bk(-6`m6=9$h~U2f~l@0o6r<vl}Npnr1(Sz
z=gP$TzZgjY25^L&bEbT_es6~XhIMq5w$T`X?NA#7d@ISg;Njr{gHKX0K(g7*0tPsV
ze2oFD<ll^19rD6vf87k1Wvm0)aISx~y8MklF4QUnp*>yT*dQEH#Mg=j=IZKK$zr9H
zN(;6_M*adJ_F2yNx;acl@mp9xJ=(9D3o35j9CMB`59cX|=2mj`<~}EA4^mk-JAV^$
z(lOljF(E^84(&CFHsyVyR5vK#QtkQj4Q!uazkQFsBi!LRms~FWXwJv|+C8ImZuX%5
z#3MAy<fA5Np7lNWvNLP*c|wdOK&1|Q@uqq0e7wJ*j_47>HcD6g*;SW>sEm!gqK@(@
z&5iyjd9<#GmVj>VzDsF=1N*y*C<PZadcKgMZ*dY_fi%a1NBJMs;ri)<3fok5Ydg}W
zn}jTay19;bs;?f|I<mj7F3uO2$^$t(8j+Na&f0{M&QzcpsH>ap3ELQXv*J|fpzn~S
z0;T$>vA0$gVdwDR#~II5JYZTno~LnjgBA!?ep#3h|AV%Z;q_RT`n=wDpuedOD$;c&
zt6^<!)$hfz`Z?8;!m~&g*ycg?Z`bI0_(`;YloS|(8Qwpo%hxq~I+7;Iu_Eq&PDQj`
zWSkx!&Kk5TX{%Fo-gwVzYbwZDNPnB@K+o3fi0^!7OYJ1=xTx+lNA8HI%H24E3To<N
z-WPgEa=BTQgqS*vQ6|IyZpnc?9dfdkOVmWMLf>|YwG{zj#y0R=N<<2<oz$L4EoGCF
zRo$!^$2kW(O{y7tV-SLn(%=waCGAywBJfZN!HTkXD6K$sCPE5pf(ouDmft*u3=~~;
zy2uSWW~nOAi2b<QNU))ee;vo|6ul~!Ad>PtnV68ZwT)-xZFClA7D9|`So4Koonfa^
z4i;2U<3C)(|CRNdah>11YKQ@9ny+&#L6#WcFaG~F*CXJ{4kj=#v;nY34AY~jGkmKe
zf^h(+fLE<XFOQG>)_cER#zla7*iNu&2E*Qe{lZ^hgr_WY&-<6wBeNTN1(eBmz3<8?
zB3-&#5VS^ufUd#AT)Vgaxp^P{>={)I^%;o=MLZpLd~*8eLi}tzVRYG&;M+whEWxdl
zCfEe4d=u17Y5nM^P~_p8?z2T|=pN}+2d`=WGUdG*PF(tfUj;RXrBTv>?ARsjZzEEP
zmQt)~ArD-zecmoOJd63k+S^4)qe}>RKBAECa%#l*)bq`eZxm@`bm2O0c6xs)%b(al
z=D4Cpw=g}!Dhrl#H}~gO#>R`uf%Cw5(<k2oN^c&m1oM_g!o`oK44Na-b<5_(?43k`
z$6$D$g(+T1!t@tSmDU6zk^(Oawi|F=eTI<L%z5CziU~e6&t>im+?JS5>%6<xKrQ%s
zhwC!;uI4xsd57uypLrGvmR)$m994Yk1d)iJiXEF2<iTEBSMQ$%w63b4Hmu)OK5@q;
zjTtadoV$@2L|gD9Prhbt{`qBkKBCCVGKTX*kriCHE>SADW4d|19BV|-AN#sO`Kl;)
zB$`J!H%}^kM6F=e;i3Ij>Ps{{#sv3KZIJ65Syt8hFG`RZ@dyE#j`Qd;re}u7&A~gW
zxL-=1`2|+M4t^b!L?H*nsI`071J=7=MXQEwKHzx{s>7T6zSL0HD4AvQ=TzHkI@cwV
z|FtwLpQT$ltF#Yu%T>Q&M5K+U)_t5gG4%Cf$|tX5(OoJS$x&E!l)qRWgFm<Osn>D8
z2?ls4-S#;;g&nG(bIoHaqVfI1+ufX0ztyGzE8+kZMaB-RO$rzjuhd%Gcj6zj&kkx%
zb84T#(zz)D2{W}r{d<i(<uJfax%RSAp81(=+t23u!0JLae2Bl57aTtM<HBHeJ4(&h
zLxqDkV<5!*u(W9_dp|7IH|TMY1gx)}F9&=UJlA}-4?ZXzdo5TkYhPn^>7;dpL~^zX
zuY1vK`zkXjO1i~hX^q9iX$lN1k44J_`pLWvg6LM(+Pg}}18DyH08AC-8t6-oC-W{K
z`l3BjFk=+?%JeB3>O7X{;YBrig#q&HHWLFC11z}*<hBsF$4d#lmF3HHRW5(3hVT8Z
zHZDTb-<>ZOXlR%%<`QTu+$Kn*eRhXrMGphmY>c*7<l4FtMfQX$JEjj?pq-=wBn2O=
z==3jM(>-M>Zk<mTgLW^&c<y)}8HVNM$z^c%F{O~7S|~yVP5vP@107+2e~wiDS^Bw7
zGUIw<?{WDG1I&mXUIP?53IJtc_OCW;Pt$<;n0@gF23OJ(7HSloVz{(jWiG(+o$-<q
zBr^9>QP<#*6s<c4j%s5~Sw9-2G+sbBBX=H{UG~Srx@e$Z%BT}Jf4}GEeZDE!At>N5
zkD80O9SAJaoTVKgFw0qBo8VV}*Og~dQ0Wf+IXY?7veeoQo8>vbF!G!_q>Vr7DUEBZ
zUyZS~XEQn>;rp=L9a}+qu~fugQ<tFJNm~EOv3hE2G*OT}FSA#0iFANs?1Yda(a7Jk
zgKps|w4MMx1|FIWE%+qhR(fh8I_8=Y=i65eC0eSVr(UAU%bOYu<hy4H^pIoWv44F2
zJ34a*o_89<RqW=PR=N2yuJ67mnld_jTjwgcuo-nsa(?b*ZvKm^MAs<13LBe<ES7ui
zyAbNl;F4?<B8z220HhPT(u%A(z`fA7sIhf7=3409Vx9D5v&i064|2g*+XSI&{b8c2
zf_y%qdj@WM9V7V6f!d74Eb(2dIHuKOJ9eYH4u{V^%SS%=5|JC3!&zX-<&~rzk=6Lz
z^WsCOJ(&cmUJsAeMq-(yY|)fTiqCI9T9CS*b(N)_U(Sp-mz<W&o)e_2bItqAIgy&G
zLWN$B4K74!#dKp+s23mZn+5(@Ka^E(F2nUp$5{M3Eh^-VV_n2cB~A$1;;{3xvY}Fd
zv9HR#T}VC&WB{?CRA5dVXQ3K=dN1_0a?r1>+U_%8<vQeVA`yp?Y;1eSTBs^H#@il(
z&nGCabfzr0&78A%e8OIbS|-4LPs6Wsw8r@7HC6Y#?t4v^L6A1{PDZ2c6O+yMP?Mp1
zK`)Q<7uoAsC^z~ogd-~t?&RewclK^7XFK$K^3(fsgUY@UY4+`56Za&cm~Q0urMPQ5
zEnK)k5ATA=YglWz?{^P(M?^JJvSRDkqUuT<sk0rr4`i<fs~Ek~QM3odqXKHBK|-z+
zWKlGXj|M3@Sc879Wf-7E!lsc_O(L;HH3R|B=$B<2NZ(!A&4gO4P1&-}gE3o~v0<x)
z_Dr^~pZ%D`xET5pZ#c%0UMrTW)R(!-Zw#^^Q7HSxRmF?UlB%)3)Is;q>rAf;`qg~3
zelf+i4(jnZ2x9OkyS1(&U9!=m@c;w-qClf1zxc33XTyJ*NfX9hRt1xsn0Z}uk2oc2
zK5Q7e6h9k&wkjn}{CG{TT>SC+Q!*_+3C)*|2ztZxq)ZpO<!$~w+ge|UuylFLRiyoy
z_YY0@iJ*F!umu_Qcd;lK!FuC^qS={+Is8>){vn>u4>i!jW6@axQfKk8KfJasin==M
zKN%kPZnmzPIWJe6u(BK9e}@6+C!TIRtZ_C}o_>PEY)*a=#4Ui<c(p{_uC2D(COZuj
z-jI#!?qUEVxC4AZ*a@!O&RZGnw+SP2#edARX2&z;XW`~)A#U*9N`O#0+@OK)Hb+)%
zYZ@)(Gsj2U&1sIjLL;plCd`Cn+baF}IiUlUrHo4kjITTPH9<C>uO>VayPgK_AxrdG
zaZ`BISNvjbHjWUR#E<_q8~-25Ug$IFcO_boI@tsDBBt5(Rs5_^d!=$fsgTwRef!{J
z(W#C4?EA0!rH)Oq(<!Zzin?>~+T?OV&$RF0z{_TI%<dbf&p9?9A+@#<YO%CYL3kS`
zD%dAm6eG-}jTy|xUBuVCSsyFip0@msJ0rajRStJ|9L#M&)ETxMi>mH+N(`IIa7wTp
zTHqWCnMgMVfMcRw-m-57Hs%#`W)&r$W}CrVPvnz5o`kA|Eu5_Bd~WC>y~k6y`eanD
zE$;00%QA^{4*7oB9qJQNS!*qb{(>dE7qPZqO0|*&AK`V%Bm2JeM=CT*9w54~Jua?y
z&rhVr8*IRJr6&r*rnHx9XGE2-#VM~K6$Z#$E^gi#dQN}OG+a#W^a(kYhni1Bh4Oi|
zF0w7FYSJ7=80J;UG1Q=9>|)UaNe?J{TOou~pxW09xkuNo35g@*yyqmsU8z{MU<}}p
z9~YK;SX86AzB_6XM$FX4)*UfPG@IO|&eh=~Cfs$MEY>q@-0-$x-&6JGLrNz%g}tG{
zmr|eL+xn@@;&tM8Dhq=9pJ>;D<nNhss|J&d;(A^O71hlpr)JTq6*n+AiwGINr+ygz
zv}H#K@QOmstxLT>My2M?e;@i3yyp4aXQHupQibjvb=(*1bX{s`V{YtQ|MUZz#F+3k
zcU~>mRqXKIW_dS05s6lwGu=dukYGCHz*XG%i<{)JfW!8SoU@|erY^eYE(k&LXW%Nk
zX9gC$#s_S>Z=aggHh)yd`Yaobdp;>4O2VAc7wO%_9&J9}Agk5ymf<_NPjzm#ksemZ
z$+kSbIT{*4VK%kPq}$VEAMTftE*4LgVT$64S|mS>!OEd!ONWAvO9fz6Q|EN=%N?rS
z2{3>tbZuzjh$cbTNqD(-u5lSXbUBoJmztw?*z(2K?gaIB_NuXxSH-tw<-1qL6TWJ%
zEQ;BGenNqMSL4%MTpHO^c1_=Sxb)Ob*wu{luPH=UOGw+%>V>MJSNI<7tF<5AW2<)c
zgDx<KV1V!5N=w{HQ0zt%Jc7hw)ko{G0x*_GrAt~2mYXwH)7h`Su!Hj#d7`seJ+HRn
zJwB%Mjc_={>BZXVy)8=u&qj{3r*8iux-ux}jTHOzg3_3*Rg4wsZImcHHDFyArktip
zBec{cwTHF}PZ>~y&2jtAHc{|KXVEZCW~h`}p|)%8?(izBFi(G6OWk+=*f*7XRdx<{
zmqZ>N5DzVzbi($UH(eb@&0>`ePVi>ymk%^sya=MY2y!#5O~ocIdcfNU7T=EW+Krs4
zKRRg2jaR`Y9UzyYCR(I-%U=IFJ&!&XF&2n2QyY1$I+ND;slbJ}>NhF)8F&(<1POhu
zx?H&-jwmQy?_E1Ao%q#m=;1>qy0Gd1*c19><nf$^DuelDI2mej{}c>;RZ3aq3_Id?
zRh@jkOZ>JorZ+b!4VU)R<*f&?tGGA`hmCqU`<tN>=wnwzXeXU&Z%oNglP>_JmMPqW
z(YZIv8Wm`qY9Eh)gi~0l5yr|~&1+gTG9yaW%%9?p58m{d)PMNkj+D2<(p6NB)FfGi
z@9@30d$91-Oe8%1cbFswAW$nV4p&)ahir46#VN!wYzMw#WqtNm`cT6<^td$Iyqpw~
z?5+GfqqAIKh?OXa$CO(LMWLf?eajL4=bYZ)&A(F;z<)^Toz=!@J!`EI*hNmbe#yCB
z%b?3QI#a&o%~XFdZ0QcJq)SeauW)zIch5&v0n^KMa4xqz*gOXV>)<?p=tYFVS!t_E
z4AW(VTpG`0B){9@_sT>ZJckf*E(XsW;+r7e6h7}3f03aSDd|r~DLqU6*lzBP6M|D_
z_qF=3M^ndTcTgcmnaZA$1zyHg69-C+CpERRsrI$`jfrTF3qg-~TLBlVowTPLThH7X
zkovo%g1w<fGWsWU3CQwz3+JJ^U5z5m6`ml)5$<V!Veb?T6ztK9G|fLFzk6&wYH_4v
zJ}cLrV%sFDZJDs~d%4oscrTa<LH4h?FE~m>`dubAn6Jmk&cA9&O41Jg7Ssz!By{cf
z4m^5K;>_w1sUO+G=&58W^@h^<y9JS55~?bpwC2I1qBDE9cW!waY~S;5eOh_ZPLb1A
ztJ5$BXvy`t`dFe;)zIfOp@Lixb$=fwtU{-(h;P*;;?q||Vof{>3oNSNX{y>=**IC{
z1PkuQ(Z6yp6xAYaD|Fs)y_@Xe{>0OUIBus$6z-NAs4V?vH$c=;89t2)h&__1CJy)8
zmzN<wrY-b|@oF2b57J?~P|ULVCX=`wF6E(8{`vPQ?hzt=PIZZoXP~g*C%xTT76za@
zdd1aTCBhp`qJCLg)kBoHe47B+{lP88ztv{mdrFOIIKsR@G|!Zl<)MovX`Cj%!<omk
z>xTEJzveQ7cBG;tx-Z*Ux8O~=Z5{<r_|tm25~p?NjyIu$NG~yJZ!@b7A9Cv{TntbR
ze|aMV>8!65varJCp=5LaLPLA;hGJMq#IZKafY*cSa8nV-@Plfc&bj*Qj9uglDZ`jG
zmP*g>ZKFt6VkPC_oD^Dtomh)p9M09jAs>C#_EMB<18?|FR$8(Fyf_`7cFTl6na%B|
z&m`M%=|rErYhQ%`Uv+Uv<RljB*_{CxPh9(j(T5ka0om{7zGgxLh@K%%276(u&2~FJ
z8C#xf%Sr@A%l2lwC;5U7k{l@3%F49Xyw-elNNn5T@92p#s{m6C+0Q{mw6vZ2Pk6d-
z`Ed~2O#(eKrM_IVKXrOeYFV4%!vSOfl{;Fd{>90lj}cdEXc(5=pD$ypt-?Q}f47Kr
z0JM>=DC@Lh|4MoLXPMxwC)OGpGA8YfxHvR)f3bmF<?^d=yIb*K-d+~3Xo-5tZuSp2
zBK_Tnb9Q|8_^@bnAME){h@jS%hCdI*E4#63>&U^>;RCXyLD>(GQXFzcf<nAD9_dS+
zA(hLHVzz0Y=WWuVcWiei&k3}<X!p#%Q;raiomLJ+4R^S)3f%ElO`y3lHner7Yn!)z
zUMf?j7!h(+lv1Tbnj|u_tzgX+s-r7mLQ&XdBS|@J3iiQkIj^(oqP<D@nQ?bBD`sLU
z5}9tIbST=Ce_h`#ZLatcq}S$HI|xZ*(|bxc{!L8%WmMf&bGs2Q@-cIwJ_D7e+&glM
z<EHqT`D7N?fS9nkI@Xw&xRBA6(kC6J)}!>Ts&$66b~e2}aj6+)8wOk|N-3S5#rRq=
zvN}J96)0nd{#JViK`$jRK#$BAbeos+1`dZq|B;H7r^f(0q8LD^=DO+jjBcOcR!8|u
z3H$r+LPb%Brt1^UF@@@>6}GloD!?(~53dv)7#;V06=~_}BZ$MFWfq_)_|7sTTF)T=
z+z&0c1%Jy;q}2$D8I>(0B=dH{dh_^CPKKAxdj>U7)O5d?3Z0QaSKPXw25mksRj`)c
z#gI_yHXjfB=eu<f)fCRhzdhs%QuQ7?>9B~?{y3#{c`%<ve7mn~6nSV8X}^TWGeJ9v
z`3x&mGAg=_!L7AL>b)w@`<0LRbvN<0V>cEkR%{MEaj&qKGHiV*^M1!3YQ0^dSo~Z%
z1f%RaEO9Q`15*dUPX-imlqljlh1i}umiNm!C{=zkG!*5aN}4Gd>7sorkVRQpb9lSy
z9nzk2)HV^Q5T=q(B6ZZJN#~Od4kuY5z11>;Y}~#tIDDTv_4F~OVu0gKyIogJ0Zx-e
z2C%`nh+3rgfIaz!$?N6=MciA*DkPWj-lwnNL3pDP#hukBC!G>*jh$1ABs5!{N{Ee-
z`V7K=i@`QI$i#~Px0#JSe;(Dl<JymCB`+pfMacQ|7R-`r-m^WbO{;b2(UpxNepHyi
zUvgo8RUNnXv${?&qwF@+FkA4w(p^%gJSV76xFRuK*|l6$?D?a(V*mQM_|)`k@%OHk
zB?C^mw<&X4wsmS>le=P1$!L0}DCCrQw9v+;$j*^X#0Ss27RJl33@yUS_-X`;%h^+5
zw=`M4G-4d<zMA8dSXe-OHSTv|v&ZyZ{4PaQBdczaBc|pZ{$Qz}+QGlq9F#bcsmdLT
zQR8XH%h5!c=US3%?QOfM=zWRfL6`NP)z#H8&ry|r2@hL1xo2^sa$!<s0@1nVe0r!V
zuVj+@M%aEWEs`5Mrk9fJF9wVZQ`1tPU#6BY-u>SA`4d?Zw$DcktLQWQlG&a6I+b5K
zyvU2o_P;URpw?>`@kf7rx}-Z<lI%X8c(jsmtpy1#by=D<sj^W-@|0P#(nAK}z1qqP
zY0et!qgS*)&9n-gD@&?(L^KPSvY;cV5|qb|bPwCOU94Kz^F8OgOLA#jR;mq6hOa*L
zi_Kh&gLIb|GR2=)gcx`{*tQ>Q{I%_<e2Le?LxN5*<L_-2K}Gj7JPZ=pY&S9O9(mdq
zrc+SJyA{^MQrxkqL2G9s;8w=2u)WLDas(>BAaGBTJE=DQVVvA)@R<X*mU51N`{8v@
z)(7wzV6|eQ8ZFe|h+WRugTnUS%iG9<Y|GKxdN2~k=IaLa(7(|){Uu-2=aFaDIUMC*
z#33tp(65F@s+7ub3n_X3T+(Mwj>478uY(fLZ<1|DRemkBvwyF-67$_$D5_bt_XV2P
zB#q*L(q1ds#MQQZ{21x_coZ$<g!tuTQ@o;yjI8Zue$>VG#vl{};NNNT%gY|#my2-4
z-kNFGEhbjoTb2a6EnqCJPFLC!tWgq1r0B2&>R7qd=#k3nSuyW+WUQ@yT!%l^s@+Jc
zq9mLA_+XlqeoW0neaH?D?bW7*ZF`c3x9+ON2A?a(`VcpJunfA)w18)R<2`3XWvWSE
z3r}wW+slw2d!bJvUfv}~Og6juiL*2$$iyyZ@&3^Jl|Elo^C`hf{qkvvdX$avAJ{L>
z3xjKJeztEhXx~G$qX8LtVyAph7v#Mcb$wIEH3IH^w?~}&2u*`@smd%HTWeF)MQm3K
zBeLOWS@~Oa3A}*;rn_!bR&Rs6wF&e{Uti~+94FB77mnWwI@$c!bnx%OL7uY7q$lOQ
z;%~8~<liz0zWn%+%Th9*X_DmOON;2;Hw|XV%awJ?#7cx4(Dnm_4Kj4Gk}DBcB}zj}
zDY@>eX*AfW<18lD0_?bc<`8Wky^`|&Hf-CYA4OI|*P~~8Pf}mE(Amwb2BRY0Dn8<D
zX30TCDxASrwfG@nz6?BgyR>p!G24OpYMvuf4WL?oiZ4qg10U4QR8RrWQxx6g#OKcM
zt3}mf0NLWgNx81V4NDfWi5{}2`;A`hVu+a%;oDjV>uT$P3Z3jptT0~KqNaa=fyX`)
zhSx#9sW)q3(dFSGL(G{zU+oS1s-GB`qPiP?pFS8(ThPz#59a)~(gx!xFP`i0D(Yk7
z3MWe|{)RJHScLfcMfK{f3M*rVD$tbwgV&;ir<evEqxMZN7_{2(^kbdv{hUHcY>8z<
z>JI{(_1{uvB<}EM2NE)^)W>ABhh)5LYkt2}Z}6GYgGUYz1K1hq#=g@tojbIrH9#!Q
zBM)Uswg)z`B2o{c#)Eu8`7`o;sM336tg@1vaXY^ts(;Qn>foGFl4-WE#-jE+7o$t*
zOLM!C^IDf2AFMR)DdChg@#a+39mwVQBU*>MN6c{<jX9a<4?>0vT{>2k?HUrM4|}oX
zapw&9h0Hceb*(Cu^&`m2Z|X3>*4Si?xLY81;;`}n*aJ_Q-Z7>BO1!S|w$MvV6wOKz
zqzF%bNX|;sMjx%}s>EyB)Kcx71?EqZ1W$&3mc20G#m|!S418TJNJ+SQD^U=eE-jXb
zI1?4P_NE)nF;Pgag-lXvtL!S6sPc0mr>^f`iY<wrFNJ5itvEcpE4lj;13+D7V6;x2
zyn$-MwP?^|$3xMzh(zKHo*RSXJ3_G595HPnv1z;H2Fe-1^AuEgtf8WA%VS+{x6K#z
zdy$qmW2Q>E4%1&~Wje{+yDpocQhlh&5|Me13qoF%ShFg;**Qv`&jD!J;?&ykOo$9M
z&CSU^?na6+XGP=_HO5t$wDxjHZ>4V@r=R<`7wG%^p*s&Eq~dmY8Y?Sb7vT+}q|9o6
z=4FRd$?Ox@-PGl)cnOmkKBgWHxG{(sx4AwpIZYB<UEuu8M@od?{2UCKsD7<dR6epe
znl>U9A6^>sdBq$Q{5`bE+u4VYyyT$Vgkt%jOz3fLLu1OtVnJ=fa>DmR!5(O&X`$WD
z*pH#c?1k>x`i9E49lh!TR7<)`ln#0{1D;)wzJ<C~R(HXuqY<C2N0Ny6)JW%1?Z-L_
zlpG=djlvK17dK!DlE<OYktb*l2y)pD#{YD;6%mE<6x$6#fGWk#A6@9yUj^&QZYs$T
z+=J&n8_|n?sd|UvxU=&(AJLP?KrAR&^;<c&LqZ!IN{7Q`4i_6@_6t?FE5xOs*9N)y
zi>4+=!qacUO3YoU^=1`3YWci&I~PcPdb@m0Sa;!3pyGF1Zm2c3!7e{4EVGkeWn(HL
z&O{?1!7}NAMf>yp?os8E+Gye^^vIW7!R5m}dAbzF@>kgd?$1{Q8?c(BLMJ{&K0efG
z3}o|5G%;hdl@v8Gi3har$rjnw5~gC+(MX`-4GqS9u`+WLWAW5h^L=h%3;{DPR!1^B
z3&S<d{o42})?E~VUg<3(wcF39%r~hni4!yJjJv%^pBJ)@zr0->?r!dMhJpNH#>+eC
zqoNzrTfOW8j_*L<04Xd8!s$b{zhAD5NoKXT9eY?@xpk2?Mrx+=;x*#?lCWp<qnS!L
ziK;VAp4Xp(I%!oxk3cZAl!q|9qET>5S*b~ZOClTnEyE?AC@?zuu{RIP@AUXcja-9p
z@q;Mtyf3Hu!^$=~Y6<{5#Wp?NV=fR^HXQhyUBLdSTj$LH^pBP($t6J#2FT9N4!$K4
z{+a<(-gXlGwZ-V~od|`x>H@c&3s}!y>NXr`hh?S?VXeO3(#WF#SyO=2v0|(u=sZPs
zHG)G_)RZX9{V2q6DKbaBlvD+HN$w;wujA^;%Q{mh`)tS$v&=@;xuYmzc9vfh^9pDV
zE2CxZW`FMe(w$qtNcVXNr$NQ%kGSQyQ&CE<u1@IPY~-g1xQ$c!3b!nG7~cyUZtVGW
zVX%CtP{^c6;Ie0*h7gf1H7*i>4m?p83LT>J=u3~cyZbhnT5?C-#!ItbG@61aJW5HV
zKR=gGP=j9?8_(I#w&{L9hf1bxb%>(AU;gh=_<{P9P^<z`Vzpo#MJJmlPT6pUzb$l#
z*3Cc8RrEi`Ol@4~KM3EqCB<JGI|6Y2MGyO1UGi`CyYs680QD8vwCBpi-OWS^!2ydg
z?&Z-}BS=8jiilV;chiN37@+OW?Z=910;G{V>D)L>nfPGcT|@^zAnhw1fN0PiV$nGI
yx)JZ6iR&Rk#in-~W1~9bPz;g4?W8+p+J4fhzx@|(m&Z=I|0ePOSBP=U^#1|UWbAYR

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-3-EINFRASTRU.jpg b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-3-EINFRASTRU.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..c5066b45f49a83c79afd51066d03535b12057b7c
GIT binary patch
literal 2512
zcmbW!c{CL49tZGe%rItbktsBctwm!u#YjeC%y`ojWjBf<ykaa<_K0XKlS-Ddl&pyq
zWlbSNLLwSPSt6rlhAfq4UiIE{?>YDWbMO5<=llHg{LXWJpYs#E61)TJtcheIfIt9%
ztQ{bD4fX<25fQkEuqYf3M<7Iz;<6IrVq)U*GV7&e6%{Z_iVA47vby$GWmQczG<ut%
zhNi9_4u`{R#qT!KH_<l0>Hqo!f<Pd|#l+<#B;@o}&?@@>a|s>+X;H8bq(LF7Ku8(_
zm4*n~0cLGZVaV?S|0swM6ecVJ7eye&)*5Qp0U-z!Dg=WH3&UV*-BD}r046OgqoTJ*
zWc|UTa8;VDer)=6Q8n}G$0*x=uDXFoP#gleVWXV9!sabow`pw0?bvB(gg4%6VM(+i
zk*)0x9kzFHbaM7QcHGPRgpY4<NGSc(>9Fv#@d@V=lg=|PUb>udB{M5K=SJbpqT-U$
zvhut4YHII4sH<;iZEJth!RqXK`eI=4<<Rge_Q?3e<kb7=nGdrZ-u%MX#iiwyZ{L5p
zAOQL|Ywi9U_HQofHJ1<!28F?YxgbKP)&iA=39IOd$m}@?KT2D#svj#VYo30+`Y}Sy
zz?O^h2<k^}P{)mL=KZ4mmi>3Ixc^J`PuRa)BS0JqSz8`d8W6xYJ_Ebga)3}9ihAH<
zQhG*5Gpn~<(FS<;Q=1D<pCZPwK7G$^uFNi;T(+S<Dan7MWAsyFliP~ZkynWpIdear
zxz&F^_8gvmkjkV@5`?YremWv$l<$7n7~bLC`Kha-)p`xwVBAdsfN}{u4p>mY_E$#Q
zy(4FZnaby(e@?a#e(Z3)GaN1N^7&$v%)Gr?g4T0>2;}{^{5kVWUu6?W9MLLDvKtpR
zto7s84-(T%%^W`Gyp)sQMi)QcWD*npN+!k{@ED-adP$KOllaz4%3Iw*W<9^G5SzXz
zRNB!ZDev_8<7Zpf$Xotu>tYP7C#$E$)?=(`v5B_Wp`!r+n~=Qk;RR2XEJ=cM#^)y3
zT`2;oQG<E)3?aQJuzIp0!Ke14q0B1wLU56LIc7qVjk$fy)dwTFC@a#s#P2=u7WZf4
zU4ru|>FFAW;K@FS<@i+>ExY|qKd9NKO|1xFj-l`cRGS^BBCQaPqNZ<`H9y)5+xdEG
z%phY%wP~zbY&^bW3?pqViNY;w^;H*0x<4`g`8KJR{YBgL)98I87Ls8Mb{!n=Q5bd^
z^r*>M^iPQ|^+H2mb1M?NNmG(jgI9RZ98E0B;BgYbrhL{ReCKtoj42y*^|jzP;fx|`
zOX2R!c7GI3!teOQ2Pf<9Jv0e>$Y8B5R&M#yYB%dJ&wkrsd-^I&i9eCS^2`KzXL9ne
z_+wLXHySJkHt5ZF5VqgRaZT+7vh{H+qx)iS6w);_tgPp>zCty?)X-vn{3qgoscwXQ
z&@EKmpo__p7()F>b*p2(W#xbwSGZ@~sVX*3>AKa}4z`oi?2?>rYqnzNZOayS=jpPf
zOE0z!>ALN^nvY<+j7VuL)uFYH_|g%wX5gl09`;VoxVlMRbTc-0usHsWzq;;z8pl`T
zshgF0ns&sY`KPh5*M9ot)u-Hy?|4Eo(dRKc8g82<*b*UI=PRSXCZrGx{O9tf8$F&m
z4fx*ciQ=9dJCzw;#IsE-zor#d6t4C<i;pC0lcmZ+zK;9#&e@tbQXp2EOVR3a+Ev9}
ztbQ9>=vXB7f&iR!AE`8SWs~J#p%Z6}l3pff$jzP28Dtm@U<?P5J=s%?35$0q595eo
zhwCSH=Gpq1DmUmkF|T&*U1$)1ef*HD9v$Qdg|wE)LW-R@Ew_)(^0n9<?2>1~lguxr
zj_mQ#Xl$rucIPa}$)tb4Ug2TdcjXcxMIU%EULX2b%U}eo(V_>QkQ>D12&p`aV3y%3
zHX6V3_DO;>%Wh-o$Y?LQrE(?A^Tn8Tj<sXCiq)z6Unm{8iD@5N#Yi<dY>~?JVeSdc
zpLD9LE;ilNIgn7+Tf~Cr1Vx(gh=CghV_t^{fWqAt36noMsIR>1vtm-cKQgAbDUxO~
zpOBSqMg{KnWv}>6p!it(@B3ONZA<}ApR1gZSkukNMJP{iCzpy$>A~zRM~Bey1ikmy
z7Gj;3qs4h9ehGJNDKU6LN4e!Y9qCTe1s5XWbsdFQqCkhMWjA`|CU1b4b@q6=cIr}!
z!j*1uhY!{C&$L{!9q5b|tMSwATB_2^+m~9;p}B1Kkg^zl`KKw;XUJt|*XI5!l&Wq%
z>iuC(o*qr-40-hF*d&H4TZO%4j^vnPI9kOkl?c!6n~$BC)Ec18x;Ag$MI7&E+`+@p
z(q@Y8Ni_krob^=aqg1=*f`H3s-=ccojJh@X`P0-sQN{!2+!QmJU;IDjj7&f6{X&?3
z;n*Pnee!+HuI@<}<R`)+cNCKtAh7#l8;5uTdae-dT^l~Us!0HsyH9WX!ZK2mU*(iA
ziODhV+%OI=YM6I42aNp>=slvAl+Bqb1qX!Dkl%cQHEA=u?9D}@<7!l1Y8So_6>AFD
zta5&c=Ax#n{~SqO?JD*m=?^=gMV1Z@=C@XmOHXUJ2Kx)={(MFX^cIK21R9W#h+AWe
zE<c(CVAyMIh3Tt%N=s)BG^z0$4OfQR!v)|>n%Jy!7U7GI0H7Rh@8~<1LK(q*qF_eV
zgTL*-O3q+(&R1nb|1nn_5O#IdS7(JBS_}l>gq!kGc1uU&Y}0Y>5DVkMtyq>202@b7
z0WdGO;bGhQJE?CU(@k6V)Am0K@~iL-27Tq!IsvHs#K(1oZesHfUF7{-##goylI;Vp
zvEGfMmDnkm*~68lI-LC!c8I^~Af0_85tGw@1n-V@t~Wm)P}*5i+IGRuu8k@-TpLA}
z59w;E%i6Hu;K9eUP;^Q%RV`2b{8TK8;&}8Bp#Wtcpg1<FvC%lK_`o6qPsc`)@CC&D
zc9*$L5~c%fbVF>Yrao>sxN5HoI1(Xoqlr^N9o^Jja;?CI^*QY&HA`6bpxN(4gjS3x
z^_yaR2;7Utqngm(`_-v;-TG|D-bmI?;FhnDY15>>nj<Iij|wEuK8e;Jj66(N@KC<T
YO!8O#=9v-&m#++BYy&s`Gf)BhFC$cV82|tP

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-30-Growth Over Time.jpg b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-30-Growth Over Time.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..d3a4405b97f5e361933d40ee37161899fa33bbb1
GIT binary patch
literal 14649
zcmeHu2UJsAx9*N~>Ae?01ZheWK_DWBE+W#TtB7=v9%>Mjrhp<vqY$bADT)&5MT$`o
z>7ew4-ifpTA$jpX4bC}toOk~>?iueN*UgxWwKl8Fw$`5OTNC0J;yA#hudSyIfIt8M
zBK-iwAwUzLrlh2zq@bpvqN1UpK1|0(Pe)5j$IZgZ$i~kjD8SFd$0u}DModUpN`#M3
zT<N&fNm&I21wk=owbOE{GV%&?-v<HF(9qD)(s9w#bIBdyJ0kbreu#|#GxZ^ZLmXrv
zVc-xmh>RITYykvGd{Th^^#H#-phINj6qHodG>2(P4UkO0ArKkaA#ySb3UYE%>oC&a
z0di&vmLswnl&r>Asf4}R<ZeC4rWQF@_Llup*XmLEYd(=QhdDU8xOqg6iHRSVP*6Oj
zbXr+O^CvBB9bG+r6H_yDi_4Z)4%Z!TI61qx`uh0?1VVy>qi)}cj){$nPkxw^nwI|P
zF)SxHFaH^$pz!&t*X77J6_r)hP0cN>?@;eQeC+P&?du=-@^ui6nV6iKo|&DS$9`K|
z-`L#3ZSQ=S3j~n;EEeha&w~9yE@qNkhsepv$f>@|1v(T+A~I%jiX*a=EE>jCSG`$<
z<!({4oqLd7_LfFO{?aP@HJ`4-97h$<qS)`E{Y$d{JHaCVEy;cp?02~a0Xi}e$#`VU
z02tWX5zmP@{J(`(;dgr=h-UR;FZ-lb&4SZZQoG-!$;t~iv5BkBJpC5TfL!jwG?WYO
zG#rKw>_QjIK}%w%CrTjjxX=@rUH?8s4{OY=mzhj!Lsr(hUE1#{P1#3fpE~4*83x;o
zp6c?zJ96GRn&!1+=^*!<I?guRAZ#TEwkF6qPXws(o}L^0CMIcTb}w6v%J04(oBF_e
z@t%O*ym~ok5HF6^A_B1l{-OEm;i!(d$%JJt3Kj_{_tK(K*$ai<dXa@eBG9tJX!y)#
z#0qjF%us5ay48G9DsEbyVSJfvZUvT`jhbj+!qZoD`?*=l97*2MrKK|UdUeO7oI^yy
z<|SUXyATJPXiekkxaGdAD&p}>J;R6cu^WHm)tl%EbmBzfxyj6$xGaW=Ruy<G{wg-W
zi`*r6eTO|EwGw7o633#iFUiNG0S=|R&OkGr)rB|27?I-|Y**9ri}gxl{XTfPBc8Gf
z`6oflKZxCD<W{3p>8Tf*Bd}FrDU(7<7b@(yu;=?@zqPp*Ukt5OzB=oZ6*UBF!g)Nq
zJc{>#E&Nnl)2A@RtG%n8>u10{={Tq-)>{SyAK&RDC-7hyY8=DH6RsJtjn2zKqNjCV
zEIOqq7#D;(vf^Z)5(HBF=6I${u$-8mUe8(GX-C{%H~-Q>mcrS+@lMB#0ADeuN>boI
zjA}_EaIBgqc~HeEy5D{BsEyf$EDS?=^D*}<RU6#chLD?YISYFcub_t<s*^dvI9Dk1
zfG<#82d;d!6^nQ8nCm#bcoMW;$KC<qAZ(eg%EW~gq$xcd6#4k+<mHJK!GalVY4kt5
zm<mc|u9V+xuY4?=bb5H{7R)fOv@xw<-byCDm|8m@F*q6|U424bXqT~|L(`Bj(hZ#z
zaU%jyEy1B`qdjsD=*n#IUfqdl`(RGF<tsLjbJiVkX_;b=zM{Mw+&=*E;4%H>e4|HW
zBgR`gRVB15WDpCJI=8klMwi#aWy9Td)oBj%kQr<d5%_Jq+}%JuB9N8vVsDQvB-s8_
z{W@P;l@Ik1<Sn6!IN|7%>>>&0p5OWc>MpW#;qlD%b@L5z@bFg4U8zXE+^k@D-zRTf
znGBIHzi$|*=Nx#Q8A${ha+16Zw$n$W9tZLk;h;JL7+qwTT>l2s6gie^Xk9E{FMoFM
zMx5KGtxVJ4N4iNA`BjiQg5OZ-ZwBM1yqiDd>g#&bWwUJTv#j*TmK+_vo7UWFR8wY1
zds=6esa^|}(j><qRS}w_t3@aIy&nz@BK}gHxkKFq$E~bs+qU^^Hi-x}IzZ*HRmZ-j
zdXy!I;ZHB$hL9&KY3Y!|*j+uo>V={GY;xiyjqk7-pQZRG$T$2n5qRK71O^-l$ZiXz
ziKJ~#qrCw81)HFl-4Y}1p9ma5`E17al-_@0#}lGS(7tPg6C^~qF;u7?Ap#;=2s|SZ
zIIGwbNd$rr1kvqO#yA0l7MsOb##=46i=cmkY{nA7leXZEuh0^|)OOqiL92%d*rx9c
z2wWvBm~=e=-^p|#arE}7#vi${&SWC#BBzHyMe<vo=8_I-==&}gB0xq2I_dq!8%9ax
zxNt{Jj80*f7W>xBO=B%K;Gdv<X0a7LU@_DqXm#)UbtAMB%vg(k)rskk?3mBo22VPd
z6M<VqV3zXbf^U=HHw7zbBN139vps!c3kJp5KfZ{2Fz;uq6}COhW~>GL6U4sXFnaq;
z<~=RAj8x-h#aT|L7;A-cxBQVC_9`^vHjgxT9J&K4RvBK6!6$IQSHXM0zy;d9X*e!@
z+Eo2$a0ba`!vp{1vj0;n>VQpttfC*Q=*KGhH@;v0VXH_)?s?iZfG^odKasX5<o<b9
zlsF$NZ!~J^EK8TMkw3*t%Ako@0Z<?<{Bxc;U3N+&qfp{HP;M$aGGrjB#ouBiyf<k<
zo>YL)Q<asIO3smgDt-ef+uX>a5zmuiW6=ftkKJ+fA1>w!j)DPJe|0pQ#(NV1;W;8u
z+P3GGSL%fl{3Zk6S#0R9Tw~m_%Dfkcms-;o&#9-w{OM%3Z{zIe-~S~?P!QIP@CIuV
zf-Gtm;>BMyoQaGV&pPz~NQ_*#J?ZXd^!rk=%9!Tvk(6F5hRTl<>J2jAs0wy0_z^nj
zA;x$D*IjgGcA&~9T*IY~*KO}dG8&zxhK-(4Dwozw+)4N{5Gr3hJokFuiX!FqsC5f1
zXzfrS<4xIzD6SQojH%7k38(<%YAqSMaD7f{nLOR%xcf_S+mAj&G+cm^SgChA5J-^4
zxuBnvxEW)?_d+%O+%wL`A9rLf7F;ak4@;rjm^bu=)A-ftw2XqVr|vS86j-^O@Db@*
zMva+GzT{ri9=?_MtP0MyU|t>5T4xUBa;YxO&%dm{YWa0Al6A`cP!Jy<i+3+ve-W7!
zcf24}y5FKHSZ(wE<_+5GCe-(yzt=r>GH(K8r1lyHOw@*;?HO<!9z0`B!6n0^($*>F
zy7{B1#5~4o0|(k+*8Ufe#kpii+dG|ijKZTR#7}-FEgKnMLW@v>(1D~nGd#rvBQ->>
zn>S8Xti*P~(N}G)sWecaMs7?TFBdZK0<VQt;1Rr&T_0s=-EOx)gZQbFhWq*zb<Y@H
zU%2nB(FoNsQ!E1lQ^MLzAX6H1^nV=<WwQT_4vlRjmn<X5SSS;OK`VA6=r84W!zjCl
zG}A_HRj6BTma|Y@qT1Cg+)ziNt%yLx)GFdO9voJzB|Qr_Gw5Jei8><mjm#mrC|zJG
zsh|`!K51P40<*g(F=!2?AF+MsH+5b7cEr%f<Fm^4odH>lmviF9fj`ndU#`|a;O0pu
ziGY9M?0a}qhXN^59{()#$G!*SwyXUIBB1J<_A3gc6Lf=IHddr}HYa{}tx`NE9{Bg^
zu~Z?QkyH$Iyk$}ro03Ok82eo!K;s!h1i)=XAXEuwe6VT(9w3RZh7Fs|glwHEJanrQ
zv|j9mGw=g%6YO`<4NXb=%cWO|zzk-$(-&2R)Vf9lnyj;lK*u*CFh);cgC3}b`I2I9
zFz0Agrds=RNlpUG2qOWSPQZDs=I$>qJc4fHNQW`(vd0x30JuVDegZFAEr=%qC-zpy
z&^iYyzp|=4F+7-421QGElGxdXu0#`o!&G+_&Yk6K7Tfz?QLiEi48Oag(IGJ1$7XCx
zaUk~k&)C_`6pgmYN1+3x@W0d0`Z)}NkMsgBM3DmLV>vGx_sBO@JxLql=fppGD?*2W
zRL^;GA!*MQT6?^tadS{Sr$I;UK)e4KkCu2=NCbqQbnJ{1fgPG6e-l$8aNlrd?<RDQ
zyw?mTn3ai2ART|UyBhx(nzPLkfqukp(+@@bP{c0*@DD}&P{ct%;fF{3@Q5EC@#FLP
zBaZkHQ2mH3e}vdS&KlpLhaZQoUoe>e6^f8d!nPBEdrP^mDptcEdw5GNo4Xao@Lu7s
zx4E}9^V9*M_{Cf-F0Z_@=V-TRe~*4mFH^IZ_@krQbtd=qb}mw7;sQ|uvfb*!mN?CK
z_rHAF!g5P5OH-a&ZE@-iy{AHkGljh=!FpZnR|GHGN;DhxEIy6Z8s%O#^%I(mdazD*
zy4{BZW;#lNTgYnmE*4}q3=>SbQ7!tcf<E<gAm5en+t|@^q!%Y73S$)KZ^SSgjC^({
z>uXi?^fyZ&`D!wPFX}S`fZ{hgokeR-1h_UlEE=sm`cgBBt(G<msxLc{H{Cm{enVyb
zDr%s_FPsBAn(gL`NsxcXY85mpNOLqjZQkr?Lb}KlxU~miGqE5IZ(5->8h2Jza|#j>
zMK)Gj@4BS7TSur9w9lSyL_JeSPE{wxjQ57>6gyj)O>O2PE|Wnq{Q4N%Zd+A-{U)ve
zE}@V#)g?C20+b%FgAwE$vU96WIcYV=s&8Q!q5abx(C*^bnVvDY>+-@|yex(Yu)BO1
zZ@;i$jD+hBEL*kvRhF15mY*HsbYQrkMtHjM0`k|0_j6bHH=0@!-cCZ=vS1Yl03$8?
zTRSw1kP*_&V+P-!Zn}TLhRT0A{=kMAJxJ)~x^L$JWc~os`OgFTRWCRpjAyas%sRz`
zuRkz^7UuXQ9}A8MNpgVAIcG5lHo<A|lH+?nxvGSfcaIhvIac*B=$-&WCqR}cf3M#W
z)d(lIwQ2Jft(!}>koi(2lI-KwJ)6bg)@(=Btty&pI~S~66-oQdDL|fOzV+Ockwb(8
zlpb<MYc=!XsVC2@naP(sWK%23^X~DtY)r(D=0uzh<3)q-tgCtQU+R~vaC34(R=~z<
zPc4q<AD<1cD#iQ-a{L_)J^<a7^ck8EG?d^QZ%KFFti~4O;gKN%N~8>c8J#~}-kanS
z0W0{*VGkAXMj>JKSq0gUb58so-}<5b_a9Xae9-sR(1ll|#&eQSuqgap1fk}{MyYD^
zUOysN7)q<!O#%v|PDk$V^}T#BOCsiA!ol2IXe}vKfd&6DrX|UQ<Q*%Y$G=PSGd1?s
z+9O;7zgZ6J1UM#f%QjgC0ULN{vhesRC>q>Ff@Kr72xKtuzA`XhP-;P7-4i50#-QWM
zxxW{)7)&npBXu_n-uGOrGPN9*h+_bTU0-Z2mk<FB-WR(#*MyDvVOLK1JSE<vsTsb^
zvwDj59pJSl=<cQ)=J`dGZ_RP9Y46I<(-pt>aVCuPHOz|mlhTUluW!!~AVx$Wyj>uO
z2xPL7@aoql8=+8_@FQ(tdF$Ok(!P<EFtCSLfO^i4tut4Xa(bd)g{~0+RWVZWMv^KC
z<)$G5D_?WxafEKXW?J}-|Hf20eb~KxT#OXH-D_#Ynh>dEzqQ)6S5pM-)LtMEcs{Ik
z;8)><J(%k66BbSE8ekbLw_#&L)fIc>o((H#QU=qnY$`sSfp4S1d%FrjzX~R3f!a*R
z@V#DBd#I77w=Svd7!brGWcg_Fp_O8bGeNOOs{F3COLpCw$URAqhzGD5(lr1fi6o#`
z!z$mv*NcXi;?p*DYywoCOQsTm+eAQzq$s5^9E0<LnwxQk8T&^P@DC;VW(V&Io=O3_
zuMFxlwt0aU+X3UT^+cf2S7%@OEWep)A9#|LWC0sNl3^7|IUv8Y(92n`(v5godFM#|
z*wOPvPkehLB_t%@=82Uxc3u1n^V!pG&{^Pjq28?@WLkPn)qk_AP9}7Q#QxS|*Ut@Z
z`WTccvNQhn_E*h?X|fXm^|4{T<V8a*&0pXCuFs3D(2j~Ns-rcm#(y=xPOq%}+S1<J
z@3a51ix&OHrn1bb>WAbwD)4-}VnnMw&TColXpO*(mQTYfd`@uf-7XOTwF|DoNgaQw
zgrNuhO)Vt%YlO6jepgQ?mD#^~|K8(3ci`_j@5^b?+&^wVIIh+jF<-6m=1uh4r#1F^
zXKF6?wuIY=n5WlD2ama8okagaIiXHJOOGOn_4n%eA2rUwjH0Ts-&Se~m~p<$rFx`p
zq(w>nlIQ0yajJ!a{naNQNu76Vx)k-w4e{9cc2!zT*?;Y^_O1c^f8*_!tBvBN6pIiQ
z$iyjI)*!hSQwJe`ymJ=)^S`<w|Nr2fDhksOt7?lreYIcV?gH2PE9_7?i$=Ys2uIs>
z>^+bj3?adY41%H>w#8l&fiK#Od$5|iaQYh)8fhmOM}`LHb(~Tan>@96qZjW9d}RX}
zphQ||(FQe1bi>;!`IT$ACM*pws?qZ&RUh;WAD;FMmmp;bHx(qca-c6{tK4-i(Ggp6
zN_eykY70p!@q}DxMsZa1RK)uyoZ9(<icRk3zxU$7hix6M_Mp+nXntj|^OH6v!9|WY
zGneBBz%|y<;(1GReXrD`x+BiC*|Rs3ZiQ&)+9%qBsW;qij|s^}_yi5I$R=~%dg@;q
zrHwt7fZ<m}(n}gg&iBzU3ZFW4<@z#J>O_BS^0b=g!o+f|->#v+^781%Bkr)GO4Hcq
zlc;h5p9|rL(b6w-6$GYwY<e7C(<|pxhT47Wk`w1sGpy_Yy5cPQw~4-ci<pQry6VRv
z!ZRkeDkqq&6x-BW(UGjPd<hLD9<G_ky8NskEg{t|jCQ*SyBOc_sM4BB3@d8FdkG-H
zO%$~cwN~Ff%u&%0&0~_U>m2@Q;dVvlrk)zM`c0?~!kQHAiZvS;UXb-A-|-H5u+74r
z1Xa(vFL$Ps>cwpJ@)L}-vOoQ?C7BZLc$$k$H2lHwT?JB$B?`OVUXE_`<suLGWN#be
z7$k!K@-A6|x1uufb6|O#Xw~H}t-NpgZlHk7X0>_O>pePNwCxIUe7dyqH2@pKWM&Fz
zawo5WeZAz+LQ7!qy9Ca!*WBX#%G?j%w$tCv&_gv$*u|m4oFPd~JDz2e+sD39q@bQI
z9rcl)gRQN^)>FU6GDH>Ok_9<k_1rhdTy!bEgdF=41)Mm~Utf2@bu`9zf{_KUxZ1Z8
z?O8q|>_98p;;WG&fw;B^@G+*q-$f{di!Ou<t(KI+G5j({O6QRo7ACL1rKHE+SE3XV
zO3VmJ(lo2}ng}WL$aV>5s!TL=u=5LX35dCzHQ&t?;xN!vCz;i$P!eEE`K|e#MSx05
zI^Fy54uKX~b}|<(zP**twF~3$7!MCppulQVn>=ioKcfEFx#v`9fu^ib@O2_!Z*rD@
z6M-dbB5=Z_<*l)FwBfNi=d*8!@n04?;yb|SU-D*P{Z1G7O=7OQLVKpuVC~zfrMahj
zkez|JP~|sR#R&)u(`>jpHT9`F?*nA8=)(*dsx2bVeR5(<JvBhm3wM^l-R@92w_{!j
z%Y0p7^t$3{UA6o-wi?D1Nl9q3Gg-GEIJTYzE086nP~u5@_jN`Y`*rEWnm`b|sn|9A
z^y=p%#bK3bq??y?wuZ_X{`WSH+GmoLF|~K!J%B{^v}RI0v3#?-m(no!prkg~jtD54
z_)N-Pp&UJndE=Ksb-usB8O;8n&{8u%+9L~+n?aU!Emp}xl{FD=1#B!B6r3nV*Sxu}
zM~*FiP&xZiTLYh9XqYIDjuVb!7dgvrto=P_;EPGYf&1lOBgImAOib*CAT3VDP)8rq
zy*{kP<{?ZeD1QaJUi!JpOK`SYy#d|&vVTMK*^uHV_lLzr+-sn1Q;vya5wh;(9q~nB
z?pyUjo!5~pg^xwvT>12vH{wk2gyO6}I#X@67fSE$9%_JI3Nf`kYm4I5@DFgbe(8H(
zV}THYsp()QCCD-@Z<r{>AnPRBjATo{cxK6<%hs+hsm&frE5Rf<G>x$?x^K9pK5Vx7
zxNTnQV79A>5<GrIPD8z6bW>pg&N@Fh(0aO7E!(D8#V%Daqu6Mw$kSo#8hKRI`b^q-
zVQpZx-gCTYeUx3Y@&@l25kJo(wpm6z9K-by_jNj96YCyo>tkQr%=)ASEP9b=EImt?
zxu%9+Gqq&a%0Nv<BhF0Wa>vvApsy`j%x}zue+nH^3if(8){jII0k+w2PNYGG+okBw
z$_%VQqEC0lKY$}%@V{K0iS<vq{iZsUCon3f+f%A9ZCP*9k~xv_5$Xon@<NB5WWdh+
za)<dU;*LY-dWn5&K=qaTWA?hC1*Y_QQ5C*UE^2Co2!R;%3dgLvM6{)!;RW8-*jqy9
zi;e|5>XL_>T>!`0v81_iT^sN?nzmz1|LVAC-nF5#jeMcQ*RgiK<9)pz4bJqJ_;q%r
zWybVIyam#@G;91IpO*t2xYak58jTp{Sa6pnEZ{~JF#J42k!o4AbCZVz8@%R&SmHWp
zvG;GXdapy0nysAT%UgRkoUPm(QymY#Vmp(5T3OJlpA0x`B@PrrYUT5rF@?4I_h0rM
ztJsxno95&C#&Bwe-_+Nd?IM*t#tY;uAXOE)V*KWTmk_T*bwz4UszuMud6kU~1(;4V
z5ul%~Hr#yTfryE@c&Q@c%wqxXd!e5$gk)w&B61>B2`8e|=@LhE1wPM1EcJ5?14XDc
zR2R9ojT)?G$C`M~%<pIy^sj8z3A55a*-p59u0~hnw5q^H&3~O|$<E$htCZF~WYd!T
zR)Q^AiQD|rNe%v111%t^3nw!EP<^G$Hde`VSG?xo$BrK5J+}rVGV)!wr1j-XypW4W
zy|bF0Cjy6_k^U*_eV3|yJ}%fp+g61mVS_fx_omgkp*%I+jtg}ZZe3^jZXj1{nt7&+
zP9dc0+L6OVU}5w#I(w~Q6d3ROKoG!PgC0H+ZEc{{-Bpq2+9KDmwdHiCY5_J!IvERe
zpp|YfiN1j^rn3$YT}WphHu75$y1tuxbgwHjgWm5{ICuAAs1EeSP-9!cSWbRR^f^rm
zfI)>JDxWm-ffSqlsm)GqFpkF<H5pqa^KyeCJ!SE2E|F|<AI8cO9&xhU-Qi3)P2E1B
zUXj<Cm=GTxkpIo@;-CDE81aQn*HnvV9Ui=sP+$0L#AQp@Zgl!sv>AD%Sv2+gxwp@E
z%wrI<JA5jNdB9~&?zn6B(|IrWFa&R?xoO7(<6yKQL}`hl9_1%}cRTu%?T1Mx<=w}7
zlGZIy#!xj(kknKiGWqyoPg|s$<$0O7y-tgY3fFlOu3&!-7l!VjpD!w$3oxV~uQ)Yr
yA}Q-HU77Y_DsDNbM35fmWU%_|(O|#>GEMjH@_egvGrkUDVzZKVf6m(?e*HgI=P5$~

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-31-Financial Returns by Period.jpg b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-31-Financial Returns by Period.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..79eff1cda895c535c3ea0b0e7031ad63c8c9fc23
GIT binary patch
literal 25606
zcmeHv2Ut{1n(jf61{K;sj!F<DDnT-hfh<WSM+HSda*j<9kt`sf<e+3|keqXt9GaXn
z0^P(0n(o{G%+3t{JF`1;@7=w3cDH#BoTAS;b*jFvzVOytg&o7r0aq1d<YfRnJOIGM
z{Q%fW;1NJXNC+alNCX0bh>3|VT_Gd6a{2NV>gzYaWb`zQ4D>W~bT?Ue*lsd$G1Jkp
z3*F(mdrv?>fRRl^LYPmShhKp2w};>n6BA##e1(dHgo^JL-7UU<_=9Z#t`S{uyda2=
z#{^ushKGL*58DDT;@<Nj-XA`|zkKj6;1gUV1Q8Kmx{SM^^eS)x4<G*m0sh5{1O&LN
zJ#pUy1lKNJzjf~c;SIGHASPQfKA(tGBIbuhjpR=U5G?#J?R<$ZQBYD*)3DxVW52^8
zAb4L$SVZ*EV`&*#IeCR=&($?FwX}7NO<uh=ePd>B@8Ia<?BeR?_s;))z=yz~$f!@z
zF|nV&#HFQw{g#oLm7VjwxTLhKyrQzIskx=Kt-YhOYj9|IWE4I&J~6+rxU{^oy0*T7
z+}+zhI6OifpZwM?JOKZX&BFcuW5a&eu4}k<T_7O9CjkA{F1!oQxC8$h!Nptm2(Ld-
z1HG`l!Nli7MD{QuwWyJpng1z*{H5K%B?=aSc~<0aP5VR3{=SC!{%^JH&kg%ayC#4u
z_;@(s;a>wFz|jeNfki8ZH@HbnN1i)<D){{?JUyN%<H?zVM3Lu_A?o95!STystBTUD
z0caizl@ojwEC3BaY1+=`JBrJuNoTj?OMT}DLdKa1!s`7kG%ss>a?QvKPQ3I{Gg5F3
zMve+t;H8E(O$>Q(&(~Ty?AMgYsIk21VC1_l&!HksuKOIx+X8zpbYF9Zy|#FCUwiqQ
zLVt=zNRrE~=YHODy${;WSNSA*gZ7};HZB-`z)-vq*E_tcClglnGViN_Z;Rh9x+Y9y
zzo7a7@^#>XX^j%ozMe$<hiyvZTcKetx4icu(SW6zf$^dtm6<3O@GV&FM;kbNE2{~k
zwq6V}BCkBgQ;SNr;`~~JjPal6y<+C9v;DmyZss1{H|?akEo!3_id7NGFDu@nIh@U<
zj32I{0v0LX#Wu$sw8T9@`d9egVGuB#IwlRETcnr$=EnA+juoZYRE`B+jFg%L?EoeB
z+IIQyhn)ItQT-rYX?rYyh)3CDt~nu@HX`nS{7P6M{dz+FvTuqNh{ZOj9U8(wp!86T
z8P>WYUw(zz(@%o$)J9_0WhV&OX773F65cvN`R*rk&1fmnR_dn($;%}HXVI$iFgCas
z)1w7&5W^J)YIp&oQrxSs4Wh3uBjH~L`WMCBf`B7Y&M<i09h6wJPQ2MfQbD#;@+NZ_
zTa;-rIRXCGXq5!B*3iM$eQsIB>adML!%8mGa2ro>QOf0EHEDqCKj|P}o~6bDi+yrf
zpdb<pu)@^xLY<p+3_lE#4bPcrTvxD+h^20GV>DlD8VTjdu^Xr9kMozl?J;C<jHt&v
zR)icaV}br2UNk5860|QQ8Fdx+G<}Mwui9&IZdzk9#^nzcvR{sMb}qrKglLs(CABgu
zhXPxg@<d*`^o4A1<w4C1N%f|uq^${@%nh{lIAAwO<>#Ky($(muZOo9B^*h9$ddjL+
zRfooK$`gE(>eH`WiUjDDE&6NZ5tB_b+{19SQHR5dDy?@9TDFtfS$zC&ItxtW&xiY=
z1wG2EUWZ=SXS>5yF!<fQV8O<-)m4^wC5fdtN*Ps*=xVb*C>vFMhy`};+{6MLsf+Xq
z*8a2CY7}kX=9SId8ZwZ(A4V~U1t{kx!_h>VW#$Ig1{|%gj#-q)<ljy=0?I$hHL$Vl
zgFumPL*nvtwV+nm>yzmZmG|H3+^CJUvQ3x^@hh?MWXEr<(VVYG$v|G8Nsd0AbhLFO
zA8B*j@kn5_sg|9W$tmOW&_<BCVS!H$u%8y5X^RYMmf<0*;q~SFFk2+$dj}Y~nc;X`
zZDrDsTW6sd+YeE@uM7u|S{T7-p#@8hKIP$`;vH{4vKDhjy9@(&spu8~$Nd!WZTNiu
zi?cM3yHzw3x7A6yCN2`O93wy0m|D#a7I|=jK3HLHxwMS&1~95phTW!_dpYURjs-M;
z^&tp?=1_@wUe>QfY?5}8gsa`rWO?E9kL7ZPtv*PoSWEpSH0wg`;|<Z6gxR-7_}v8g
z)E*AgVZ=w9QVb95=i{*e*n<w45KHqu%F)8r8Na1UZ$&Q6mWSRIpRws)pTYoACBVVm
zaJ*cp&QGaKv7Twv*rq7_ZuR$V)~bYU$dYEBG-9&};i6$p(wf0x7FFn)u1zHnLUglu
z)m8+*R<9P}6qx1ml=sTiMDhAP7Td3q78l6xm9K!rjhs`!mq&C)SKE>=V}bdbZ)W8!
zX~xPYz}wwh5O;CM@r2XYB_77$fO*u;+<Y2qoZPDqQ~4>Xm3xwUTZ>K*x|g-4+9>FJ
zt^0%T1EnO8A0<W7VZ#ANNOl0A6<H&+hm$9NL$e@WhuRxEntqF}{2tpIWXvBk+s>Bc
zMk?y%fVTq2P>wpx(xPIYA~L?sCu;L#nDK1!eqoSPyxvM=1#~j+fW4xp(bPzK*ar`a
zwn@2?!HLoN)EL^wlQ+sn!~%w|B}5J7>%hIhDE=1FuT{}2aqEu!R?#V6(n+T~fknx)
z%}fLq2ylR1UYE~UI}Efm&(nRw5@S3Z>B{EQxt~I!z@FxP=|Anro7UAW8Hl-EwRi8%
zEhio~=*b4h^HAYRrSV($WAX;mDw9#l4&jQ)r-zWXvi+@x^iMmj@{e4f$kDzBgUF+~
z)M>siXR?faiW-kugRvvSTfjFU;hK$JB;QNi_dh5~w8EvkwiiDFK$z=hh<g1cRQSS0
zSRkW3GA7vi@D}msjhG6pG~mYGJu%xxs=2UQ&Xn{acG&%)Iv%rF=+#n*3+{<LBs`<n
zSVW@?vgG55cYVDK7pwwM7M1nzl2D#5vB@)KoCKt<*emko)Vb2iizC;iXvoy*`L%}x
zbB%4k%}yFLkzStcqQhUa?H^Ixp>(l-Qb(bAvYlw@_)+|em7134192|_ykeZgZUs|r
zGBCo?x2(S!<Y}Bl&&JwZ;0(OsVC?&#{fe6#JVkHQO(}X`L&z=h6Q#Xzm#_ASiAMrS
zj<SlltrX>2-t5)co^L4Y=fm7hU-B(k<L)jp+odu~j*~CafLg%8Nz4PfI)f$pG#j1N
zpOB@21}S$w(f~(soWUsPMU=SpysMyms_vb9lY9ENpb>JwHUSnO1$!l&Sy(G0tpgn0
zn@uw<;ykDOAXV?@wZlZ`@Oyx_1KP1(%mZAnE8g#D75eI$fW__f(n=I;eH#+I?L<$4
zykZO1MW?I#zHMlf7u{;Ext{AUi4s>O^e0#7(;hsamFM~C$SIclCh)ov!N%HWY7rxw
zyCPZ8d6xeA;`ixirJ0`Z>SK7khLbd~!1i`8|CSVugF3CJg<?%@QtzZ%N!-SiRUFld
z#+&w2DFz5lro{plAeq^Kj2~7V#tY61Uv0MwX*mJFx4rLY!R|1K)fJ;=bJpTwaxd2T
zSiEMveE0El%ZP+nW(lpM9fR<17H$TWRzvGLq4_@*oQiQ`yR$F6{#)OQ!KhKMyU=6P
z7AGb`Qd@7nR!Mbv67><5z#PTs?|0118t6{ygxnAqBv5v<b4j`UT*Dx0LE?tNj6kAJ
z?|%DHYfaa(R|*3Mw`}VS-Jtcwr1S!_!*X%24U112)CUAeDOv$_-B5+L!G_tX8QtdB
zWcQNfFJyopRV1iOaJHOKR5Q1Kv!D?AezTk9Ms6WP1xPrB#QZ;Em@Z&$L9+_6fGZaG
zi1U1<`Gm82avH9$LLSRA7>M)@yK6E?hHSoAR;I1rV=}84XHYaqo$EWMF#5wS`^?Yl
z=Yb(Cu)49iXNbr@<5UWlFI1G%pS~J-c~Ly!5XQ^dojac^GOVLBc|tvy$zEODQ)4<u
z&)do%tlLA`Dl3b8Y(p4v)3aCAhRVC~)0_`HVxn>j@)T+P4#T45!rM|cxH<8<h*)Me
zv8#aEK57sDqaB|NINzD!E=oStrCfuivZ7|FR2+a)SdrBc;u*>6*+vAJzN@>s=0!2u
zR&wNAmGm{`!%B^fM@@(cAi5Y5X|YDqC(<u|c|N{AoPh~())q^<?lkHv#~l)Op^Qlc
zBm!}*KFX(8lq*C+wn)x=^4nL;bUb~7#boTVY-!4b#do!^K!ay)InuOAg0fZT7%n-T
zWi}C<BF|d<i3fe<f*n}6VJ_?w7PyXP8>mqvO=Kx|E~^TCM@-;+xQoY`6GAd&=aztQ
zO#w@kmjyRq0lHFpq2^03i(?fcwJp_yIfMffT_9T=5tyUY4D@XT+j|e=IZs6mB!SEZ
z#ywj@H}i8qFhJ**fZzExZh!V7ntz~%($?Ocpj>Dov}-G7d#hP;YRSi^L6~~Ob2DjJ
z5`T?S=!joyBQ7J}!eKnAcS4of+K6cVr+pBxgyA<^pC3Vx#{|%JaV^`L(S@1tG^TU#
zDJv^OKDO$jq;6Ir4{I=-@{DbT9dbe}SBv(oxf}@Gp~O^+g0tp~mjyUap`?>}<uQmg
z-ntQ{kM!+!MKfC0T@A)I%-hNln~I|zhQ<s2RW(H;+;<6L@=_E)QghjT)C_YA-hv*l
zumF=}Jr*$93_qh7*)t3fwEiFpYN`%Zc~n^*{y;H6{!&{$AHNaBl8p%6VUMSLju~>J
zN@*pLU$oWna>LJeR(L)HAxA5PH6n8oY|UQRlAF~8j@&#}RPO3Ub2YXR&EcJ>g5IG5
zlvJ)@`cBLS4+ty6b?fC}x7A7*BkG;QU;0UIn2&y&gI({Vh~V)->`GkU?J|iJ8*`Lf
zGLxcSjfiRxIXQvnnPCCqeNJA`jEjy%{N^;@f}x1UJlp}iNv%$GuroV6Y88#pRUSIv
z<jhUJx*6L)ChV?jR$vnmF_gLA3fPvr5ymbUP8dEd99_IVc@`t$;k*1e>}EJHw-*u>
zZk{YX^cH>R^x^c{3DMp4BN}(=t&w03MqVe8BjD63=cMml8q##@TE5nFr>iC9ICBhV
z{OhrfO){;Uiwvdf2E-`CbQH(#s_OfN4J@EmsUPm>)KK`;PO4$YClY6$zz`I#fSLyl
z@{xE@Doe#{mVJhY2L*yyU}+p@KnqtfT^1v+P~ds^NC6M?u%IxPmB}9K(86afrCz7~
z-l@Yg3;DXMZ!G7e5#f`ijD`8L6D`$4Kc+*B#cacHF>3%)#oqx75O`2j440UEapYE*
znGxG;iw>46P>&CpyPzygPvT%ei&C2l?ju4u9V)(zRU)HgG!I&iSpJyxk`J7{c2`Ci
z_NWSRm<*jyPcdjc45sk09M{`@4&ZgHxqz5!UAK}O^a&?+3FEa!w%>9u?Y%6DG-3vc
z`~<E0?MTtJ&c5I8yMY-zNes&eO>i@pYKKUFAbqUnlVBfak9uB5>f7Fk1?X#ZGsaio
zvVO{DGdEk_;k~r;beS4E6x^Vg!5^~pfZ8vTRaBjNAdb0-U+wyCsn1#V+N9S?GdB0I
zdRXMRq%K#+tUfKfUp!gO8(o-_-GDD~)p`33ep4x}KCcEsqc|JoKEHVTOO-rfv3nMn
zj}NT=taCNQ<iuXr*?<P_VTdqp)TD7yTrG-J;p=jBA|4h|r)Dw5b6UJPm!N43Zm_)0
zo>?rqQZ`}Y|K+V$KY@9RO^Y!>7*WSh{y2CoN;-80rKr$PvXV+Q_$6s@TSO{a@t$$Q
z6$X_ImrW@;&^tkHA!(E!Nm=@w3}U-lB0X64z4JXtSNpcZDuF56N6FGo7e>WlaoO|@
zc>dfQw4%ME%_cW`!nXx^Pt}HOmsD5e=n!U(m~B$xe~2X0Ihe`M-Z*)8NrRa8+Z1yL
z^M*3<PMDiI_oKP62+42Gj^8$Q>LSP&DJsf}KXX|oRZy*W&MnzX(Fx3gYs@?mcHMH7
z{?a4wGhPMt>V9hJC#RJ%8aw?lMosS(4e{p{=(({V8E##G0#NSHD+p;7gDnDf$HVC|
zZ0r+E*<j4IZZfHeT&ZDkM&tRiIE*kC<Bzfm?L7{m0=f425Yn+6QE=mykUWy4pd6aF
zQPnz~+EYLIda5X?9UeBdIN>e95X7Ex;qN@aw^0#D1y8=cXNWqV480k1HSL;Mp?h+w
zI(MGzP*Jl!0Erui9hlCqwsa>N$n7h+%hVLsmVcMWjNH~|4dL-<d+Sk2x3t9I+VcYa
z1VMgcA$k;4BUYe0*~b%y1tv6}?)H)P<d^$36VOX7Ic9m>SeU&knQJ!3NdDmMi{br`
zZ?`SqQ$2nuW<Q2b3G?<9>nHR@zk-(r@@%7d=i(C;<x1>ec7xHT?Q8(PUzly@lEx02
z>ooLPLs=a&qCKF%(QK*mRQ!-#8AbF|p7r^X=Zr1-QKrJ82X`h~1qC&Ap06e$Y&-19
zaJ@Cm@|nwa3D80}EQZX59BgXVn?mlonCiLG-Z{iD7Kstcov~l2%SH~hxUqbc&2hQl
zE|d^)z0YRNq>bO(cr^>XIVxCxl?2pOyy>i=d7bLTb-@xM{UbV$`Y%g|)PhS%r2cj6
zXw7=0<JxrkTJNpGz$*SLTf*q6(`eXB_(3->$(p8HUCOeh<ums!YPLfBsYu|YAM^>*
zR)5v3P-mkG?o+@mAeNyT%k)wg^wCw7RQ4v_>)ObP1<q<MD<d1kk6@;|+h0u>yK4Ac
zYF;4g#B2_W*1WFWASNH%j`6IdW~e>Ac(PF2)jP^b%g%k1_JyxtASf-X;p`%yBu%D@
z_y6z!ee#e(DNlSG&0XNee_mTOyv?m|S{AUPTOUg+8e-J|%GwDkMx4$Y_4DS7%jTIo
zyM+~UYY30p`j}q=RPF42qBp~8G&9wt7?iR-Xom}UVPVOOJqAN6b#_A&m1fSSS<^Kp
z#$mF`l?98<Uf>}#=e%0Vy8kG5ewAsXvlA7MCoXciwDu;2RCa#V=Ou#B-!?<q1MX`P
zWn=Qj_gb`i8y~d#1TK(Fc+KNp!5i2DZ6Kw3MUXw`gD8qNZf_y`gi{CDvovpUx7oR*
zB2#Pn+VU1pD=KFFY%=$e=WYN?1NkP6WA4~`OiZMnM04XMnIZY3uN(lEXD`3To4<QB
z{=K92@4l|WFwl!>L|n`?v-8{32OTqdz0V`x0jdoWXY~~bb^Q|kHz-^i^06R~?0Igh
zygsx+sF{@`n?DQ-_<vdGJ0a%9;N#$qmH{kqnZGr8|GFU>6pjS~3uJ;$Ah~K7=_6+N
zp#T<$_H5Vx-6iQ53e#Z78cRJ2%!mbU=!KGb>V)s|R)UH$(Yf2AJ1FfWE-a9O!_(%(
zp=c#WM6tLw7I?sllamV;K*cS+N#7WTMtF8eghG}LZQ;<SA4t<Pf><now}=H6-u&(j
z;mp#E8tLfZ?FT<`0Sm`zSoN><%c8mZD4_lFPy_=6bGwp;{iKv}$<PjLta7Y5<v9EM
z+WY%!To)xYb;^p$>PjNbwEPvb)QyD+(5-~q)44tc@$*OMa5v2}2kSGuTn>~Q$EP^o
z@qMOz8gr7Y{P33u=m*}?cf&sqTrB5C9J-6GZDLN#$ZztAZm(X+tWPb7sR-Udee_T-
ztYzfRsDJx5WB>HAwoB&`yFT>N*5-2G)whu>at5-`rI(87@U#u+kn{mT0`G=Pb{8m|
zmA)GZbF?Z;u~BnIY#BU2HrdSZBSvDXZJj~>Ec$Q~LK{Qd=>$_2lG;EZLBq7kkQ8OU
z^K8(Oo4M6)+#D(1wyGjaUGd=7*xl(MV`dQCPm1w@p25TfIi=9u=IYEZH}x=%cW-&$
z^abAxLaNZBIOkWQ3iQpr1mLAY6~o<~R^R#WNs0Q81^9df#PNb^PbC$zI_EDV#iQhL
zNRIA}J4-y0MiPX!TM7Lj*ma;&_(F>B;o$lg%k9)Ju{%UdS7hPjOHevT+S6PtaK+_e
z@A_8SsMR}X(g0c?2WikGmpnsLW&MX)Fqaqgn-k|iG^eY(rMsm=L}jG@WFx_9W>zCT
zkpSMl1o<<?8qB~T7p!dS^a=6(S*0#ghz|ROX)-mbi~o^_P5t$sDYeBzEgM=~VKT(@
z{?6)c=m%IJT#@l;^7zu?502sV_t6S=W(B#jmHeO5X<NsWjL-aEU;*)X%&7qMg%-5$
zHWsMsc{5;m=M454+II|{Q$hcbEHylyoiY8(_l#p2jC-B+JH<KzYJa(|c~cz=B%ZA}
zACd>4cdbu<4*dDqg6YzX6UPB)ED(#qVH*D#PqcD@$QPF*_1_h>J<2U3U4XtDQ5ZwO
z&>^FSJB()pqhlU$deQ!nT=@+6glAikV0>}ZX>a)g!xzc)xzjIs0q7?JD@qUhkM>@Q
zc{8eB!U*ytF78~~ptxUtd4YsSs3KJF5$n>6;X;rZb+2n1=eIT)utK*X$s3Nw*vCVU
z@IOlDn0Q4WvOQ??kVSr~qZxi{G>qmv%bu?sj?Yc>)er5Zd_ntwjzL94c-`R6e6EYf
zqXLuy@8z|ld*=5wVS;BHvZdnnVs<8BlFt_t9NPsC0)Y^kz5xM6Ua*<%`h**wZn{|3
z>nXb*T6+h#y~V3rX34~bNQ+!ET<RNzLPqljCIt?Q`c|?xWPVzL@KZ(dc;7o$#roDz
zF4U9Ph1v;pS~0oPOMK3~%UcrNAr5TthdIIP$u&0cP6ije#rYTRj(A9?xri+=#D05X
zGPFc_Lp!88ZAar-Lnn~hN59G0&L9R27IjLVhhABW3!h-Al(%AVY0yFtZ4fWAu_QPg
z!P4$r$XWwVR4-cI?{V1T8En<Hn|%1uZ-ZP4^GQ929Y_oMk39;67QkpX957Hf+oAbN
z&$@*XwO@n<JnKKgAh<lsKDm2O#?gz==DC`*he#WlCiwy*gRZvns2en%yX9$C^Z=d|
zzDIYT*R0O?AX@vId7NkKl08-Al+~A4R3;2xoza{*S{%rX9N}unCh|^`yxvq=#Q>67
zfzM>Z@UrEkSHCeWG#LvRRIRavtq`sHH@7mq*PthoAd!A6sB`}?qO@gUbm^1E4VPkN
z24*D^g711o6Z!yqCc#|7s<@lRR9J+}px8xef?@`5(t{h{gmu5@oTQlLx2x%yBwu&<
z8eLPZJ8q;gVXD<OI}F!+<xZGtN<N+EEB8vjtEr%XqLl30Q|{YB6y;nR?f%fE*Wa-K
z&V8-jF4{D1s^8_;hSos$Z>SJskYM%WcU~-RwPb3BDfEs1*`e5ZxfFC&%zl6%*Nri!
z&|3yx7MN8?>`KT6`pR5ZS`f-UWH<kr%xH}WD?G}Yyfw6S>1p1V<8n|JOz%KAU%i^)
zPQPP5->i}@iME{UO8|WLeP?IGDl^?lP=J2F$D>SQlCrNnc`Man((>PXVHK7VVEmB1
zeuw-X{HCKSdvnV2IN!2Nx3APM^*;3JdCQ6~mYbi@l&+tWKYgk!pDXA&Qf`<$XEjlJ
zlF)5YZZTKsAlq*hsbzGBB`n@pRkWyM^UQoCHjq{h1<h!_?3bmt69%*Zey+4(Zg@Ky
z1>z!$mp5MzSslb{es?-vYMkj#Slq^Z$%iAX0wof^mG-25)@faCYm<2v_BHXVqxi6T
z%L`+&OjB2TN!_|6r_Fw4wGErYvN9T>ko~){2&L0v)}Dq><b3qUoqhDVBk~$g63Cem
zt+qmjq<OmfrEwEP&z?x1p-H&>6DyY(yDQdp?A9ix;*zpf)l>@gbj39gl-AQls(5X8
z#r6;K?nR{s+C(O0TR;tYs?M6?pO$4XWWzFYFSZAu?`05=KFKR)x)^Hb%3Qu+i-K#<
z_uMJbCmd~@5|7B{Y0i*mS==j7e1gaf-nV#NK6Kzt^z!wLOwTyv>AS;%A=v;mKcz4U
zjRmpb2IXUBDgx86<}$J8i~7PthYltQ)}E7=M{ZsZ6Z1_B^20A-fsUS67$k05QptGq
z7sah8Oy0SAVEE-8Dq>?_P1?)b`9IW~{xwf+TYnY0IM{x6h<RAevFL@Hc5MF^e!7MB
zcRhxkCSVNX_;V5bzG*?6^SyU}Z{GgRwpHEzW82jJr)__&-~Uhl_s=Rfa{mP=)f)qF
zv0|dt8F$RX$7a60OO8!pD)4Xi3;?P)4OJzaS73e9PsiDYyNnN{+HN&Cb)y_a-KPWW
zD{zJ*A+2Cyl)~vx(Tp_dIiTcf+u(293Sq`aJ!UB5Hc`qDuBFNW-k5pgn{x3AH75I0
znGv%|395u!<P96i)HUF*8`dxG=L{;+zKuxn|0*qkF}e%A0yoVtchYG~BuvemYPU5L
z-44_0eFWZ{@a7)SYY(csiLz*f(dqQ2FeRx^eU$N^f)#)sY@5xHBX<HkUbE70qhhpV
zO#J)Pvkn?JBw7K7lE1>1AU_|u{>%+U`C$Qu7|2ffF8S(8{kHwF*PC8gL+_;^c36OL
z)9)drGI35Uz$_Shic1k62!`u2kYj;}xb8DtewGrq)&#A2G~)G2c0o3GK$`pnZ|eUh
zUBhLy6-KgY=h7{O)JRN+TIp!r?)(W%$zRbGbM3VsqqC$g(46o4P{YWRnreo*i5Su~
z@3iF|vtCk(NX%e;upXK3PvGY(rkUxo-Q7O0N#m72f4Rf7y!`3y!IfJSPwn?iL#G(t
zg<Ojmt*LLE0V54VW1H;_8_iy&tW!oQN9N+Q<h`ESAe2AtE^(k*jRUL?VQA)AI&me*
z<W!-cAFbsq_hQ_gSSY9`WI@a5%B?2|R?KZwY`#qJ*A0A?3YY!Tr}^M3lZ8^JnfM!S
zq?}pSmt0O8>h8k@p~Pcj8>6B%8Jc0P7rtL_Ewt<IFLq$LrddOY*fFd|f<Ac2F5a^y
z=`DJ5Xle1bVM`Xc$8w$Ug13moo)m-ooJEg$-~7)(Gehu}pgZ@V;Mvy9C|~$?+S0vC
z73)d%2Fr-a7B|g6G_9rUS1sAhW?BJ09hnp^p1X2Xz_kvMBbdlg32)HMl>sXc?zAzp
z@)LUj-<jjD>TgCmI~!m4b&C7>x{nql&%tO=wDYwYU*<W3T^%c}m0CCH<1c(_RNoU`
zG`EN615T0xC51y<IDP>$j>NTDRYGeVCcH@a^y}PS$^MCEH2QwElICJYc9tHFT(PZ`
zP5h0Fqt_+{3lPy0E;jVqiNRA`G7JODL_-r-18xmj|7^iC{r;H%%1;;B`d-G(C=AU|
z8ZZwgL{&dSMdPL@+Jomyi{hxBsOn4>zFk(Z_q73xhohpT7;67oto4t?L+oim!1;so
zTx6$pP&99NOr2Lh134is2w^*Ik<eUu{vQzM*?Dmxd+Oh9Z*8r7kD2@7-zbYuCA_0|
zgyzu&pAhI_f!WrA&qkZQ9BN_j2bzZ?t8^IRp9E2*gvgSa(OmhMl|t&7+XJ1q8-w;U
ztzt0TjEKs&khN<#;un+xwm}uXj1D@<w_cXGAGF7d(ko-!C#u8(^}({|o}d1Q%ltM<
z>p$&JaQ>+O>kkXhdI^c$1?P-no(;W$@!?>aZd~ds6`XvEDuFgF<7Qk_r2Ed$I+Cd$
zFoqqHxw^+HN@+FS7)tJdvkN@XorRHL-e3)Q`2{L*NRFNe!Ld`&_xiKFi1x*2T;wj&
zU1|fDwA_j`-|XvfvNhM;DnZ_l6ud0F8u%D?<>S;%Z6=48d3kukA`GSZdKq}qw{AUP
z@diCLr&a8>IMv$D+h(dL|M-g4zd0SODog0i_NVaSAIxHYXG+P>DM6mwx%?L{bK`7*
zA$N}ha$UjzXGHr+=l)dV|KVT!E=jI+IORk^QonywL&MS{Dz^_>$Xm;dOT=<V>uy5Z
z&yvsVAiWhQNTj$@Xp_3bo!#Ab3mA&|<jmY)$<oBGevEP^0;f06p+<&ovbc;*Q(f8^
zQ}G%yeOf;kaQF?%9F1wH+YiT_q@P|m9fX{2ROPT^0X=@k?Xy|LqtmDL5nZ_H%Rk<$
zcIM-`&Ukj9uTBOnpbkIs+Ckkq%Qoy-{?j{U{mZioa)Kc6EA6NC&giR{Vc622Uqc;^
z78ta$6gMXO{%&%qL-_4sR&E+X1s#He^YmtqH9omy(tpUN;a@IEOiIR8FH>>`x8T>6
z!J(1hmL3Z^2zNoz^^KV3!cQ-5<4>VOQE^+FfvBMTOx<<KJ0BSNAJ=HVZdjU>-&KGx
zfzgE3(vA+KU&&v5lzqrKaSi9Ou6t-M+^K<Py0ASQP93CJneC0)l_n^AM4ytBz(&=`
za*$I`%!T%RWtrMlURGX5QCZG2(DksioaKc}r^srB_<p`&;G_AO$^}JBaLcZ|MNWRD
zi&f*U`tx0~%420^+eTpZql%>AoMNZA$U-0CZNCB~$FrOZ8#*pgcG9soeL?uk$CXRQ
z5+s0|6>J_01nIQp=jfLQaXTmyQN;_V97pt<__hOK_afa_Lo|{blc~*<?jgRlR8@18
zJ2~IR7tJyhuq3z+qFya8buG(WC`Uyt)T$_rptZpP9`{V|gc{9U+kU?wcECn0(m_o}
zb0Be99|7_cr>~YD;g$)vWDnC$HNMAJ?#w~VWqabLijQ{AMD1w|=W*5C%bGNcv+z62
ztyxjGa=$j@6PhU^KBvh#H+#(`_aO?#=5sLpO0a?fpQ*0|6j)|WE#YSKpik8-naqpD
zAR{vk1#Ldb6MZZCtxB&uM{)OOVCSU=;xHi6ZNH6Eb3P+#PU5l}WW0{0Y_vw&<*U5i
z-g}&02Kp8#gQ&%$+I4^fo%2b6(=Tw_-k#x+2)bUtRCCVsqBNOibHa<?+xuVRlJ;LS
z1cw)pnOht6eCbH$k+rm-GhqAw7AZ^^{DBddV4337H+-)^vijFz9U~4l_eehIU&uxl
zrUiK$NLed={^*$^!+IyoDJlfx*bwD@RYjWY>7N0dg5XBT?!C-2d+4&>mV*H?F4hW#
zY~pBy9GeZ$+GhvSj}~Op496xn+#GxS2d&F11Jj~C)!!4LL+vSW*(w)nnTsRr>Q?!y
zJ2%WD$(j}~X{OQ{GenQ68M--Bc`+m2`!7^bNSHqH{h7ifWb^2@C)HKiA;E|_>i`;F
zKQ8Vc8cu^7+0@$BzVyBFTaix4cJlE7DLRMbOEn|{Fs>xJ5>qFxmYAiaS{!Uoie{yV
zy8kJT{`;5`M-K~7Mm=oAP&$OWzAYWG)1*^8S&Ip<6w_^pK~iw<%G5i`N)VbkBnQ;p
z=r3h2rRRTKURE6}#`<tv&lmh`P03+c74M(SV}tOJ_!!7fEU+1Yacqab_@&gmlDrdz
zsiISty#Lar{AuN&hoG~wSxXnWdQoDf5&sE1dA*GCBrGLz92L=XI?i%B@$4v=uEli=
zBkd+r?`fU+rks*e17;8Ci7TXj2h**Vy1ve;qlnY}lBb{Y=r!!powtEUjGtB~8Ahg~
zrw47-rguzE-*jgdji8#<Mg>kum^ydff$b)F3KnRknDG%CDpt{PyVEZ2EjrJ2yy|%}
zVxL}&p@{M#lsXXZRhEoa)U2qEmqs*MfJMh7pZw&H#5cOJQ_T3~>u`M$w_`plnvJ=1
zHV&VF>%n?>?PjlMZcZpU6^Eq(8vb1m<~ggvG&neunc@;}Kyy1u{M(*&0XWu@h?=Xt
zP6C9|plqJZf9QJPQcC;fbqqDRTtxRp$bH*mb=_`WvT%yN+}qJ4V<DfnJjON6Z@b*I
zqFX$U%bts$mYLNaeHAl)vBD|xz^60x{qBXmK9PfUJ=^9cVUad&A(P3f+MV))YUXG=
z{(Pio^mK1H%VAZ>=<5*%<7E@-yS2mwFH;fZJ*~6;X>lvAw?B2v)r4pr90;;Z^kh`e
zohfhk{n&kXJ+rq$1UJ;+IkTkoOR52ws!sG~bhhk8b|njHUi~kSmp?W(&$%g0F?~v3
z=#sI@$qE+eD*VI1eB8Vsn}JJ#jxuf3q{)Ck9h$UA5JrLvI%~be`TdvpBN;byUfH*N
zoGx0AFU-N7R!6t^uZ+^UAY)YGt&1i`#)9`K9OG+|{zt4anlX?8hO>ujpkFHeQ|12~
zfAJbTq;Rtwr;w8+Xrk@G*e@l-apvg~jvgOCt`hp8i|T5_RhOGbdCw6ApW>R$FZ9k5
z-t}c<b$Z|HeCDn(P2PT~*#B6+K*92@v_uJ|>SwE4VOrtOBOc+SXkcdP>t)xexw*Jg
z?9pm1c<7BSat=GiXo-t9Imof`=2cgXLbgOq`CB8`<Q=yI2~YD@vM389&Q@cyi^aOl
z76dku&W|I!^OGv^gFI_XC?bgRQ^KekJLLM=(f*3kLU$y_F8*RXS1rzqPZ|GgBRPkI
z@j5OLW{1^^`JT^t&%vhp(dWR98Z`W@7s}g1J%XZcRFfu0tWy2HfBy||Sf5Je=z|;V
zM;2P{z>PhvUh3CM&%eMwcutDH0765@aoWp_-V85jK3{?b^gw3W&K!huJl^7xo4t--
zG;FQr1}?Lwfx?9_>b-F3x#VN2AxvfcZb1#`bOiGJxg?95B@W1T`xP5J*CqcfxE&pi
zFpR<i#W>ZKJ%%&t2mDer1jj+^R8H1xpQFZba$Ws+9>O3WaACv9;JkQ&H99x(oOjlD
z0UzafWo3ED?N8ta@BXh5#eexwhO_VHFWK_>;q{AktU@sEJU>%YMMbRRuqn^=UjU+i
zN@U80@hW5y(}$^KT-Eb*I$!XRG{YQ2Hd9-lE#l%+%_OPw214`P0CTG1#ZBFIv?U+(
z;Aj<&bC8+rleAPM^U#~Lpwpp>UwZaDTsMB+o%HoUr&f2-1Br${3FNqON^0x>du;c-
z%V78w$QyWvo5KpoL3f3>glpnZ_I><csy+V-|LFOg<hjK3=lKH4W9V!b3V#%o+17-!
zyyD*H^W$@a>u-j>|D8N6PMQX;c<1w+^HE3T#Ch`#_r?NlnHxa?E#XQyVeTmZf<XKd
zcl`UaxBnmD9^NP)EWmgOJ?OyVNbQ@2zZU2BRE|2afIcZlGA+)d)$Cq4?=ycHTlS^r
z4LA%BbD%Op4i039$BoaK#K!Zz`(HHoz<D#*rC(<E{*B1U;GZHgO0B9cD=LlL*j?as
zcWE=wPGDj`U_o%0A9pXX1&hlsgle`<2o|K0ybn!lnXxPzs9WQ_D84A6?B-3#j=$Fb
z0Py?hKA;Eo=EfmGv-)GGw3R_D@Z>S!=z*Lz6~eZJRED^B`vIMaCIsoXpoDox`v~zP
z^emh1<-*}Snb7#ljs}qqf=JOr=3!M3OwHgyo;d@59qK_kDoOz!GwALqQLr<eesNn;
zRf_Qre(L_FzGjoBsVWlGoG<otghyv(SL2g-9>8|}E<HdGq>zpVbt2h5ycOq8nKnNO
ziMQN>3p2V-euq_xYesvpBin<-RggC{OX06wwpt@9gF4cDNLNBKg!`tgFeP|f4!;|&
ze~MoI+qx;vRanqH4>9;ElJy7WbzPTu<p;I$yD=+LP9Mnwe#nTl5zp-zK7?OeguQoT
z49P3_YQgE^7|1+HemF?2@^Vscx}9#tTRgXkW+s0gN{I@7glPK)2^2sHtR#(Jrk46d
z&~~r=N~^N4pr2s-hmvqSR1k?~qg(Q%<Lm2&7MiT@C2geIdI>#Gl2c&mHA3?wmz!dG
zC_*zD-<aV4a3m;R90`*@d0ir?#M7-aWI9wz>sV2ea53^W3n6u%wGBId$3BVjk=j|p
zf!6kZCs%sO;F2%MiEWFBx$m<uZar(gLM@`cWdh>wb>$7bYGkgY%ylJDFa5q&$10Vo
zij>75q0hGhpR;$|SIxZS%TFbhXL+e66IKuM)@wlXfoKS!A5X+(GpAkZmt|a&>b<ym
zG_-8J8?amd0WQfjTI2b$dtU#M4x%@KIf=+fLu)(n<NXye91)SK-FU--w~>K$^fn5a
zV<7b2>Se_+vz%4FcJJG$BkhQ=8QCr|a1H0$hZkWpMDu}8?KJ-C^xjk#iY;q|zG`nC
z>1@>o$!1SybZ+B`CA!RoETS}bQ%H3F#;UJ>2v_^B7L4MC{o_I*Nmgyi5nIX=(a@qg
z&@;W*!v|O(`Lyr!Sg-g;A=%RW({v^4?V>%k)2HzMlS@IzN2fRrMc>)#89M#XXW5vM
zZs_VJj&5ss93TN+MT1kaV9C($U>tpL20GgX`O8_U-7Ie32>?NfdC~Xi7z^O9ad58A
z{>04{LynS<cEkU2wxw5&@v28(!~&n~`!Udlzg2nqsU|n>m0>tCFLZ@&ACioa^i8Yt
z#B@OR{;<3b%6|Uzue>NdBG#XIgm*Pa-%!h&OV>}wpoGhnUg3aYWE?G7S7nKtcX~W*
z^{Qf6z@n4eB*v6$w@n$95Y^drcXgub&geHC@qPWp^%n-b^Ukt{(&PaPP|CF=@X+X<
zPOYxXbXi-fqIkf-b317C8^UGs6-h!=XDTXYx#V=SVyl$c%0%(`n=ce{M_xZoB89Gn
z@rkVKRKZ$d#A`FRVjtF2Cm2d|v~(5nv%hX5baN)dn;MX|!R^0LInQ|6+&a_HpqqQj
z^t!C&H7M7~z4hd`E8b!`oHv>!xduE8GikRdkXB3@lT07g7p-NUb>vq8|NVkyyp<VI
z9K7uV-Sou*{CYhOzZN|hj4=n#hH=O_j{d_L@=L0KOB?X>5g@d`RsCiF<_E|04q8r<
zQ)>nsGt@$nF=(h#A{`r&Z08S0kUwi++$FEV<?oEAck}BR-yG@G`!9)_Ta9qN3Onp@
z=4+euM$2d-Va1)$Y06yDH8h)wfg;kcDQ+b**9F=_BbgAFHMqnr=x4M;8yx`35^ls#
zO3-}qVqr^WdwXWa8e|cZrg>>d;np~VTT~#w&wd^*a9x+YUs*L&3IT0o(~cMMt?yke
z>f2WFBE2g|-$n#`KD-+aLKQb#WKU?Ls+&j%`f~K-Ej&41F-0sb6WuhqbJMwT^+FXm
z+^Gz)A$dKHok{*x9rWG^V7eliS!<7BL|BK2dlWv%W(|!AHqF!1Q(ha7$l&urKEL2b
z=hN@JQcJtg?t2hUsWJ~AG!AU_?^cB17~gm93`uycr-0=ng4%u%$`QZ=(0D^zf@08X
z7DA&)J;NUNqHodoSBa)<lfH1-Z~7Sc2`~skZg8&ztz4VGcI|qLlQr*hdD%{Fd96)^
z3+DpJTl`Uu(%iek`oU6a@xJ1z!e`eynSC`g<T}K|(!8k=yF?|>@H*bXw^tv%>=#H<
zu*q@0MMYm!>wN+*hsUA$5ES_-=5DY+aYcKwiIprb#}CWKPo1wNePN>`1=I|pacjPQ
z0c!pm;Wpxv?S{K|dCzPNS1i61#Gfm`{C+@Za@-QsC2#Y|Kc$+G*H<HZ^(72o$fz_#
zsq90yV8xyVkfLM5%|pmZ&se+i=N+B8J44%oDkL-G6IcM|NGoGoeT5XazeCO7<!TAZ
z1u;vD=E3&s+OF5x!>=f#k82i_#`|!L!YiyC!^?N{>$>0v!&%Y-?pN%-4saET)>!f7
zW!?-|drn%NLGr>Ox%5sQGt<pHchiEq!VIOsuCVnJi2oL8kWWv??oT6Cc`g-OxF38r
zXr-j*wk7idLlpgwHr>h;vu(Nr^iP()U2-y;d!J12l;tJHYFgpm@AD^Kr`|mcBt>)@
zIpvWBZDCi+#n0h-mz<(u>v0p6L)$S=lU;4p1Lj-{AabRCny84pPS5MT+>Kg;4=S!)
zO_@7|it<>d4oY&YZ@!{wrvE`5arK4rBfkbL;J}!#+o)EY>D-&%vt0U9Qo8(Ee=bBF
zE-+0YJgZuz^*DfdH--%X#1*-_6DGgnp6-74o^`4P3nY~;VOWFq)CYB2$|uvcGqv(>
zLYgV4R*~&{hj})_(jSs{=+nz{e+IsDP0EDj5~?;VU5ijuYsB%akkAT9w7ed#9clSF
zO9XoellY7M;_T1;`Q7kHdZV`rLWF}LH{wDc%QX_EJ`lNi#a{UwG39@p#NTuhd|^c-
zxV7%$ZkA1rPO{t6?`4N3Hw~QaJTzUiJB=mdFB^1c#yh{<^rN;iEa1m+$<^JW`Mbh<
z_MCXXgjOSaCHU86D5-zm(96aJLAnI5y89PzqMR-6$G;#ynC_a=ZF?T?glDH!P7Q)H
z`oHc*91OLL=90x)XSlk?%x5TV%nIR$B|Def8$?K((e>S+n7x05el#IBf51(tJ1DMl
zzdZE;d6!<nc#0D~J^ygn9F13SnuQPs$F+FprynHd9C-iHg}cIYVJ*ncong3zv|{_P
z&GPr!e6O;fblamMR3)LhE%$}WBw41fNSc>cdZ(~lIcW2&8oghOSZmG99%QYlN_HU>
z$xuqQab1(h9azg$xtFi3=^we(PcD<>PeS`7Ty8M+d+3s5$c?H;F)RrQ$!)L!X<KDw
zJG+>l0okJ{e9Xgg!-Hll@S1#0eYFn2ZJCe{KeNFC<Nj{so?(iZwOVbs>^u%|sePt;
z4!FbrZwl6c;$1c|GPo$X;4-?$UU2A_62dk7bVTJ@P-aV05PJdNF8~z|tonD1!R{}{
z;5@ARKQ8g#bcs0d!}gc?o8Qn7$KUC)>y9^MiPI5B*?=6rFz`1tjl=>~yc&)JsE0UE
z`uXsAy!(GF?%%Yy|87{0b8CGbcv#?;F6?9;H~n^LpW{?K_H4kdxFEa<Cm6Sk)N}aj
z-^-=I-T2RrXQoFkP|02Irn%A2kM~r=Aa}lpQzuTu@v@=FqJEC^_c<>@Z=SO<IL7M*
zj-BZnUWN<X`hGx;5E_i=n_jdyZY9nr*TXOZ&?eA){Rs$sigQ_uQnbmIrMPtaGjwMz
zeXFc~Zx4KiCJ(?-Z5iL=)+*6Kc5pC2C?moLWsUJ^#$f7kdjfJVx-LW+JdI2T-*VLe
zRTfyd;U<N=9M|h{S6N_u(to=O2aTSu#(;sDMLnl0Qv$Y(+Y+Pgxz&#S4`<j>z^cpv
z27%rjs-MS4%%0%~oSi|D>6oh!65Q$&VdyLz3(&Nm8HS_LXvkdDPw~EcGxal!iL~(3
z<~^7)&Iy8>q5GtaM+aD-EgU6<7Q(SfaXJGvM8ClTnmFbj1Oi6g`scZ?*S^8NnIYTG
z;JNCHjUOQ7r5((q1+Eo$aa_zsEyF)b;ji{@8<^z4Tp`l={ySIo(7r#*UhQzw@c1|Y
zgSmwB(0{wPEV9z=|0H}e&p+!Bj*$De<pNBdTEft1+;gE98UL(9d63_W;e4&$LXv-J
zkL;u+bajRC6vYYtRpO9ym8OtF+l!l7&r-vl8!?GYG#nMk{vFzOoAb8%rUL9w+UA<L
z?Hcx*qOJWwecYV?jRBzr&BZbEl9L0_*F6Kitcd-lYU%${<?Oj(F!1{!vVn%KuHuxB
zK;r++Z3O|1_R@?WB9b1fEtj);Z|PhA+REf}+A~_hC#{fYZa>p|3T@;Nc)Mfo{Ev$N
zNa-I}vp4wv`C6t24KFZ?9PMBkD5Ebf_4&#9>{n$|!Rf0Y&TQc1i8C7($>fhV$zCZO
zR`P}O6|Lz0z0!B7|Fihp$6S+)YoRp|QK8=qoI&F673I7VVPNeTFE2*Kqkop0;E0-{
z%s{R$U)5FHSrVYc1+)LUJAbpnf9y{4brXd|xxVDrNwWx<tnrzZoj;9v_P-d97r!_p
z#ou+8`^w7dU%Tm7|04UVuH)6j-c^`1juWz$Hd0d5I<fXIv1HoW(zx&Sd{SY1j|$<H
zQTA^veJ(_+!=_y9<xU;z!d-I;ZSqO7x;f?|+sBL#ve1+ZSsteI@t#&Q6N+zEOx5T@
zh-tN8YWpdqzCmyOTb>xJ_To)^ox3q+T52~#jI5Eo8>|}oGg)QWVbky8$fq#+kB1@+
z9m32A0lbj`z2tzJw@Iu><>GH+TKrmOZ<#zFckg!cI;gh`A6NES+v>l<ZDlL-21pAT
z_#0anJi8tJ!hhNBAydrT3(BCvO(}3%O(TY9MxvxDI@#x-I+TK`6(&cdkiG1CEs_xI
zHMLN^1=9VFWC%3NT_2<@tyEf*Yo!0cJbd-Ri7H_zdAG}I8~0oy-|VxfCy~1?y+wMR
zbn!}6N#P-MVbik02e}Mv$oGl!$wb`?cl1=Omvg0x%ES+?E67eyPE7hikEB%xtP32u
zDF#n=JI4CNU&@r3&KURIyy4S(FG+Y^bM3dL#Qm~p=6vMLo>mE^MfE~1j%n+aCE7w+
zmj@?W2?#)34G|#+>)~zQqCuR#gOaz*Pm*93uY`OAC)qP>LhVIgFf-)0E9~Gps*;<x
zo!EJ?R<=oVl*HKmt*?c%nKSn=bjE;CxSj53|63LEJ8#QnL!z-U!R5w)zM2HZQp;y$
zGNkg0VWQzWz$W|G9&TKx$MOG-4*%DCNRS;^ALGwL;Wf#)g+AapO>|_a5T>dR3#8N3
z67J$V8rxb?-HEv`rSdjJQvz|?RP4gvcv!`9ByZ2c%S^4N;8z*!0MP;3OHiSCdK-n>
z_1@wS2<)B|(FQUdU%e699_E*C2c>v>zzah8GE$(dOng1{NxwJ+c=vWW$w{<{o@5;e
zZbf&XA0Qks{6hk#ay*M=_sa*SDIB>g*qP}(-{AWoqf2m`Le|l&8PE>$u=#pEM82r4
zDSi6dPR8U;nBom@vALH;&8_oi7BaO6{p1h|>(Z~zh}p@mmq|C8DLUGq?Gm|g5Bs?_
zv}u~G>0x<sO<AIqCC^8bR*qE=eLJLk@cVx4<pqMc(oYk!L2sp_b9Y?cayymwQ8mZV
zfiu?|0lNB7S${_`&2)3F`OK{mE2dC#hr~PdF~f_IPPS2vORMm*yEPI88&7d_*9XDV
z8?+AD)Z7e+=*mE_w3Qvv<WSM=YEuMTPzjX6LNwFAbn~)><x4fe7U!5Ynb6~9TX^<n
zSSe{dB4<wp0S|V_7W`Hjt8dh_BG>Use5sILo=sepAo+?otI(lU)IyJn-Y^c*jAvzH
zi$5Z!WxteaJIo`}rx&;1)r}babVB)Fpy#%{hGubD7-57AKDjC%XkO>jpXs^h30i8>
zvf?rpu1wknOdHSTK2KHB%eV&ta~@t^w`$AMK>^$jfdcR{jw>OvW+I01Z%!*WgSrta
zfkypx;5BC&!ocj!OVp_`mmPj&-_}kH<KNw0|0(@s<|^t7$=A47^<mtsMV?(eR^0Y>
zIiAOzM}5osv3?$$7IS@9Cf3R#1#(HXmu>x+qatl5*Vlu9-hl&I<aT(D*$LeLfSzOg
z<KuzZjG?<mcA8;hbcZaOF)04#stnko1LA$TQ>-Y&FT*Td<#=0bg?lE2)OO6o8J1!Z
z(JxLf8M;`14duVR7%8FKHGV0ZP{NNcX&-NSqAuTZ0s3L)Ryp!2lBDg+w=V8{uKmwT
zCQtdOXHD&7WZ@HKXmF0f#2SWYXy<^$RJq@hOfoUsT=lyWffd!&%V7#1??QOes^}FP
zCNRkhlUU#?N=&<?IO^%;!%4+4#g?D7bk{m0p!}ObNsA2=y_Iv8x{q))hl#@-HKR=~
z8-lPYUut#DY`v^rm1QXgiG|CF%+d(7=&HXJT9+r+ngzEzK$8OZYG>n=ZU`OXUf-j*
zE%7&kDpx%;5Oq<ex%y^>8#-zh@5?{>-dKG-Ica-2<giD7#EaGi-jYN~Lt45JjAwBn
z#m6#VZtv0@{;frC{)QdDi7M9`uq|5)7>xR8(8e_QQ)gg)%vnyMutTEmXkCgP6yQK4
zj@x17+oayKp7gbsELBlIJ}yOdHXP*Z{Eh9_Dy#z~sYlT=ab$5fw1X4H)D)W!%Z!rQ
zh1d9G+=8|(5|CbgxfU_F9bd<)_D`g@O46P?(56S7eW9$t0>T1#turpk?UF>eU8ztC
zuLcje8J||_KH~mrN!zeB<TvcR(;&g=tcS$pf3*<0Pl34zcO*(RqS%<=!tIr|MCZPU
z$ZJ7)E`(pTaI;(u6@O&mY?|?d=T`A|zn3+BsV}84wI{D@@8k9~SxAbv!7vWhIA`7}
z9xYLg6*Hl_eY*`6zn+x5LwXRLLAyijacdOq%o5D|!Led=E3?g`h#8NHp^MQ;!ez@K
zePN4K<vL2`=|Ebdk$cCJmon6sJ66e+A)v`V#0HpXgU_{y`<;`WB2_y_3P|tdDp3j;
z{Kj$-QKOR-<6(v2*&VcXGy2@l5^&Myr|K?fezdxta)U-WKNDqyO4l6OVyi6H4RnwY
z720ESQk6GKw`uHX+?PCX>TaC9_ICf&lY*C8t2IN{KTPaX@$Ds<TFT_uly;rk1w;JJ
za)!IbNX_>L!4{qhoGL{>$_sboZ?LQ`uett&Z~#kn)Ei2#kdSBn0?54PG{wxb99ku<
zyOC^H(mAN2N|w%`m+}z-%|c!rgO&%=hAlL?8OdJK-}0OZZmao4-L|i0S!D3r-4Yi;
z;1bax4^N?>14}!Jhbt=`lRt97G33E_XbD|Z$-qzT+($E;lR<rR;aBcQNlZB_TNzmM
Y33A*WTLj@W%klTz%>PfzjM(x21$Wp(P5=M^

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-32-TENCH COXE.jpg b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-32-TENCH COXE.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..977c45692fd63ec7b7576b2533ec2304846e37d4
GIT binary patch
literal 1151
zcmex=<NpH&0WUXCHwH#V1_nkTWcYuZ!I^=Bjg6g+m4ls~os*M;i${c)hnt&6Qb?Fz
zL{>^(PF6}rMnOeST|r4lSw=>~TvNxu(8R<<Uft5x!pKI?*u)5A2qPyaCl5D|1TU|I
zk)n*E5y{~H0R}-11`7slW=16jCP7AKLB{__803NOWMu>c1}I=;VrF4wW9Q)H;sz?%
zD!{<R$jr>d!pzFb!U9xX3zTPI5o8roG<0MW4oqZMDikqloVbuf*=gfJ(V&YTRE(2~
znmD<{#3dx9RMpfqG__1j&CD$<t(;w4-P}Dqy@EqR!@?sXqmoln)6z3Cvx-Yf%gQS%
ztD0L{+uA!iyCzMZGIiSY88c@sTD)ZGvgIpQuG+MD%hqk%ckJAC=<t!F$Bv&kdFs;T
zD_5^wzj5={!$*&wJbm{3#miS8KYjl4_1pI!KYxMz#mK-6@fMJTcnr;7f<S*Uv9K_+
zu!H=?$W#u*%z`YeiiT`Lj)Clng~CckjT|CQ6Blkg$f;}`^g%SK=pvVxipfLOk07ss
zeMX$en#l4Q++zrT-D2QjW&}navmk>#!}nhrYj)3ddX{~B)8*veCH-<Gm!79ozA&)b
zzSZTGhW1AD<e-%=zxS7aTl;GDlRGxfvImZvM!%8T`Q&wk-L=*I&m(X7&Rg=IA@9@I
zWI4Sjy#M-^7d}?M{W9j$dQ*#a?$@{foOFBNabMTe+UBtT3=3}lXE+eD_>I)|zij9K
zF)ht}oBpT&KZELj2E)7GOtaMwH^{1Z)L%Pk(y#e0y7K&|wOPk2)@_-+bNSZBbve&-
zKRLDJ_nr@n`O3cI>!S6$Ev{_qdi{Re{`N=w)w4yXFRDM|{%`-%e^YqtuK!rDH~5aU
zr;)waxl5(9GxpuxWxaUcJ9p{aIUfqIGdI7DI4|gZ%k{I~qM~qjZ`X9^brHTsho5Z;
z+RnAv?c(Gwci6Jsb}bAN4)5OSxqL&Qt7tOU>5KNyl>altU;5ABb!E+7;eSc?U;pZV
zS)=|ZqUOkV*VnTn^c6Dnlp>WAPi<Id_4-IuUuUV>EXC;7hKH#|<wo<|YCkyq(cUsE
z<L$%Dv{H`?sWbZ+L=WG4ackYqO0}i=+bq;Adt)BFm0|8LF#d5}Ea{cXT<*_5%l<R8
zD=qzZ?s<7+yPL}7zbjYtd=uvXu&C=xx}Win?yN`kN%MbkWyOF0QQw-LX%#sA?fs92
z`+c_;>7Ue)JZ5QAx~S{fJh}N>y0#a^gkD@UOLXPLxM$Jbo0e<orRpvC&#?RQm$g2D
Rt|f=&D1KNiGRgh_O#lyn=coVx

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-33-Tench Coxe.jpg b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-33-Tench Coxe.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..ded182cdf92268b278423305884e4b38aafbcc53
GIT binary patch
literal 1501
zcmbW!do<K(7zgm*Z)VKJ3>ijlGt7mIOVk)LiizCYvdO5%IkkpOv9YpDw6YZIvKT~i
zYDrBlJ1*m{QZ7xc%j$>*qdgKM8;WEalhf>|y_~au?e6zE&->5wocFw+^D4)b&j2l7
zPajVJ1OWh46`-5|_5esY906BDA`l1^3aO64X<*Q3jDfb!CLF=g#F$`+#}iF$%!y=c
z3La10VPU;(JDpB9F=seC(stR{(P<l(fG89SgU0A<Xz0^OcoOYDN7)Hrk$@fG0tLwc
z1Pem3pz=OoqI#zq_%XmA0U=PB8XSQ{siRd3%~}8ighC-OsG1rKrrJ(a%>fuzO`Ejc
z6|Qq27(tH4(USA7At`RcE?xhjB~v@j=@gXuW<7laL$fXBR0~VGy~7SihSMH*4^J;|
zAK!xktiVHukFY~RzdRmx;$(QtH?eWtGw})MFQle@pPrGKUvROo=u+|JlJe^}_%|ym
ztEw9so0?l%+uCn+_uLmfc=&T~-{awtC*skuamm#4=^5$li@D!kF27lMyDEDpUsG(j
zKmhuQr8+;s{^7!^To4!x3PWtTKnPdWP%KQ1v>mSPdH@j|twW|IBXMqd*Mwatik<(G
zF6Z=+`esx5l-cqI?W649!BYO0>@V2gE(w5vf~wDhVgV-bPC*p}CAG|hwSls|LH?p(
zZx(kO!l;;+FkL2iaj@`4;e^idC%TtIqGNQ|OA=>N!mw+?&-6~l4kC%syy#&u|IWx`
zNo;G5L1g6NNUS@2_p0d<LY!Y?d^D_LEwz6nkP|N5;$0`0ZK4q>U$J<l`#P7-H9J(q
zoADdsk#*7ZES&4DNasiOKxudGDa}JRlSxnYJS0|T0(<XinyC8DB_J#`uQI!%9_}@2
z&-J?<^d1>m=)0DcUm^E%V>*!n-$=tBDHc#g5$XoDbdKyN;8u&~0}8&H05T+9>2rQ;
zNf9eeuW%5H6S{N@o34@v6CJFw`l)7ZrFJ`g^h1hv3JX?6VMlxqW~M3Tr4<E}Z*?Z!
z5}g>ew)_#BZ<}~!nT`i~;v=qH$$MHV^~^gTU#+JEj>*c6oZ}Xan3yDX_SUlDU9QO1
zG{@lEsXReAE@}_&jBM)~D`F!3m2GIrAi>opI0Wq%rQOitl!EHv)X&cNbPRJ>hLhSq
zq>K%VFPOV`tSn2{wvLYC&oM+EF{kXsxnKQ47IBd|Ebg2s^qP!8Sr#-}=kz=9HLFhN
z5uP&}Es2zNU?n%<URAGgIlZ6N)59eeCgbVhJ7VOE>vOTX`%l^rS;bDSj~$&33cOon
zhl{ho&4di(Phlcncl9bbO-=6u8tT)=jm~&Hm|pj)VrEqC&){o$$ztnVcy;oC1azy6
zJ<&c;R4ZOo0-&SGO)GYIbY;iQnu@5N-YA8}QANgcC}~KVNtN>Y0v)g<4z9HL+1cZ%
z;$W6~i&HxA#U|lBc_3d`P}P5R&}PzhzHQ-kOo=#_6>*}L+;CT$-PZ__4PJ+)^-^*#
zmOL3EMkE^l8ma`?^Rqr5RtOJQ?GfpdhMaCz-#$w(lDoBAnDy7r$tKy%_vbpfZAzf?
z2vc72BI^gM_JI8H_@p3mT#;aysO4$^Zzotz305sAKT2MD2tAwAMQCpZC#G{+Iv!Ly
zAv11e%F*UZK!?>d(Kb8!Y5;9pu*-)Omcc_DyO^_kvGom~{dtwYruLzGb*t687bK0=
zO5l`83AnIxKR}rB0K<R*MaNoDMDep?)3SavaWcDR<g7(awbk|UeZ7pmQMSB=?o4V;
OpE|YtyFZ($9RD46X@+J1

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-34-Financial_.jpg b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-34-Financial_.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..738935ef2be9ed13771762ad2a33cb727b97710d
GIT binary patch
literal 1467
zcmex=<NpH&0WUXCHwH#V1_nkTWcYuZ!I^=Bjg6g+m4ls~os*M;i${c)hnt&6Qb?Fz
zL{>^(PF6}rMnOeST|r4lSw=>~TvNxu(8R<<Uft5x!pKI?*u)5A2qPyaCl5D|1TU|I
zk)n*E5y{~H0R}-125SZbW=16jCP7AKLB{__803NOWMu>c1}I=;VrF4wW9Q)H;sz?%
zD!{<R$jr>d!pzFb!U9xX3zTPI5o8roG<0MW4oqZMDikqloVbuf*=gfJ(V&YTRE(2~
znmD<{#3dx9RMpfqG__1j&CD$<t(;w4-P}Dqy@EqR!@?sXqmoln)6z3Cvx-Yf%gQS%
ztD0L{+uA!iyCzMZGIiSY88c@sTD)ZGvgIpQuG+MD%hqk%ckJAC=<t!F$Bv&kdFs;T
zD_5^wzj5={!$*&wJbm{3#miS8KYjl4_1pI!KYxMz#mK-6@fMJTcnr;7f<S*Uv9K_+
zu!H=?$W#u*%z`YeiiT`Lj)Clng~CckjT|CQ6Blkg$f;}`^g%SK=pvVxipfLOk07ss
zeMX$en#l4Q++zrT-D2QjW&}navmk>#!}nhriyFAr@;>sdF3u5Y+kSh;y!L|gqF#k^
zy(-_6Jm>03ux^!kH|0M=`DMGgT4sB%=p4Qm^D<zKZ?k4o>?IA^69?}0C&ye`f9le-
zY4_L7`gVJ#&9SSZZs#uYUYXT?ORm_eUuW{CCAALBU(d#^eW<Ql*4DIe*Y@8bYWh|g
zJI}qCpIujKns(>ay6O4ZnW?&WHm=AlGg{&EMN)n8+u)$Up4xv4ZoP6`8SR;#pIj(E
zw`g0?OclOzYfTp6cW%W$LTA7Alh|@~p8oyW4Pq>Tla&PztQHHO7=LTcM>Z}`)|kX8
z%}pF%*>>JlcE6IlRok&Z<+ttfnOnAWohqKNJEX|M_VuK^!0emaE5E+owEyl;p)a>r
zuFhX#aB0ojlwCVIAM|KTsNA01e{HL1*@BqKjXjf3t_r`^e^a%KV?lNI%%UI_g#xQd
z{tU%_8?LavpDpe5A;!sJn)<PDo92lJ*{^MHUdmbIUc2w<_qfAhen(F|)7vWX*3^6D
zn*7AOn%p+Uj>@d1(nVbTeui&jd7mD-73p8}pP@`eubwf~#G~%?;@c`cHrL{f{OUXV
z9{-v(>*cvD!LrwNcdgfc<;;4M=3Xtjylvf*jk`WCcR#afOKREf4X1N$+lqe#Z{=3K
zq+@qKx4h`O;8c~9hKXh#5(*#BRR?7W`DU;0c)Rw|4ym4KNtGPEU`zGpKPp^Zx=P>f
zxlS$lo&ITG#^dUnk^%o2HZ3jC?g}q&-5Qni<#Y7AS+CqDCP(aUx*yz?k#|Y^#$v6D
zd;DIVxbxtxj7-nvFV-{E_w1Uu?ppTELz`E*oLJR;fVtrL`uM8yb~W>|?^07%33=}<
zXH|c<s&_$M`{$LWVbQhDzWaC#HqB5u_)lEoKf{HlYa4fOQ+jpw-mN!Z_WiznqW+%A
z^Cs;XQIZpE@(fPh<pnyarP|{^!-CTNe?LZ*gqOSwp1o(${1e+I-+B7>T>tVP^PV<G
z-O}BoEy3FKF73(u0||AeoB!@yT7SXo^1uHK`aiC2YZ6O}Qc?M;>Z*Qo!GDH%g8v!r
zGi_Y%w$$W`)YjX#|8Y#pPM&>9$E5o9T`zs5ThCMOC3zU!43|7s+vl3Su5rm~wpcp`
k#}kTGp<lWzPHIZ6w7)B{{GvCvpW&88v%j#4^#8vJ05vRl{Qv*}

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-35-Governance.jpg b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-35-Governance.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..fc40ee5057dd17e22d5e786196d6e31d5913924b
GIT binary patch
literal 1445
zcmex=<NpH&0WUXCHwH#V1_nkTWcYuZ!I^=Bjg6g+m4ls~os*M;i${c)hnt&6Qb?Fz
zL{>^(PF6}rMnOeST|r4lSw=>~TvNxu(8R<<Uft5x!pKI?*u)5A2qPyaCl5D|1TU|I
zk)n*E5y{~H0R}-11`7rwW=16jCP7AKLB{__803NOWMu>c1}I=;VrF4wW9Q)H;sz?%
zD!{<R$jr>d!pzFb!U9xX3zTPI5o8roG<0MW4oqZMDikqloVbuf*=gfJ(V&YTRE(2~
znmD<{#3dx9RMpfqG__1j&CD$<t(;w4-P}Dqy@EqR!@?sXqmoln)6z3Cvx-Yf%gQS%
ztD0L{+uA!iyCzMZGIiSY88c@sTD)ZGvgIpQuG+MD%hqk%ckJAC=<t!F$Bv&kdFs;T
zD_5^wzj5={!$*&wJbm{3#miS8KYjl4_1pI!KYxMz#mK-6@fMJTcnr;7f<S*Uv9K_+
zu!H=?$W#u*%z`YeiiT`Lj)Clng~CckjT|CQ6Blkg$f;}`^g%SK=pvVxipfLOk07ss
zeMX$en#l4Q++zrT-D2QjW&}navmk>#!}nhriyFAJna=xd+c!I4*3)G=+w&H5-gO9I
zPjGl2*4Mn8_2lORUw?<p{}Wn#Y^kUAiq%#B84jquowX$_@<PeOo}Z6xc<y@sXE+)X
zRl6zj_4Tk1Tjqt|d|bO;*<N*y@JYL-`CDd93i6J(|G`+6bJ10Fr=zRr+`?6Fc4bF<
zN9H|q;A!Lt_4&fud8~Goy2Zgbr@W&QIc!T)S4B&j<?TzJySrW5kK>)i%b=Kw%JhqC
zxBO?=GXIWDTMCc#`p`cWUk<Fg5IuWle$c&l|Bii_tQ~FXlk!EmdFqKbncvLAtNs+4
z6#Hi9izIj}F-Un9o{(g3{PX%;|E6h^dT;wyt^V~gZ~I26GW9DpcH2Kh9{n~wFlV+=
zcwypkyR*mRi-Vp2Gbo#0|6AqypJAbG@ZQe1Dt#<hwt9EZWYp$yvw3`F(hlZ3mtN-R
zZZ#9%pX<Hzf|m3&w=nL>t*H{{)tkfSh=yj|yc_#x&GdB(m!1U%@?K$wHMv?9YxDAR
zo|pDLxMQ=x@c4{1MG{pXk3WpI)t>8}eYWaqUdpudC(4sWif&c5=y|ZK?rzYYwR_T(
z7}0zC%i}Lh-`BcWr+lAs<JuV(TRV?j(pP?VOx$jdaMZ<P6BRrzX!RXP2s2T7@40Jp
zlV|R%OXY@dyY8R5aYLotwjeuio_t)o>ihWkopsYVX8g-3i&LJvE<)+9OOvE@<J5EE
zc6*vVSNn@zJvwy`-=>(q3sn!z`I)s`wST!xoyo~*@56TQX|l|nc8Oi^?X>%6@7-Ye
zE^DMEzHQHiwNcMBbN)<8H99W3pl8z)rXuMLYCD%|7M)am7yEj7ZPh>fM*E2u1Kp#v
zFPdm%2ixxJEm!e6t3EB%smafu;p5j;+jbqBot??MOS*TXg5$q#^~C;n7hNkW&iK3t
z`(9nQ=3G(c)Y9I#OV9n4?!=fL$=h_q?ySOTO?LV6SN2jbY_5K)xmWh~?&Udwt~PQ?
zp-U~jH~n=I+MRB{_|>;*w<><S-x7Nio|!72HsRrn$^E;($hSuAx@K~FwddM9cXFq4
z$$yEo?x`>9((bbOHL<C6>b8GdmFM0%R=d12we1|ol1)1@g-pZpb$2QhRRy|=YD>pz
L7jw^Z|9=wzk9KF+

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-36-JOHN O. DA.jpg b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-36-JOHN O. DA.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..2b19b63483421082c7d824de71768939d6d7f1ae
GIT binary patch
literal 1389
zcmex=<NpH&0WUXCHwH#V1_nkTWcYuZ!I^=Bjg6g+m4ls~os*M;i${c)hnt&6Qb?Fz
zL{>^(PF6}rMnOeST|r4lSw=>~TvNxu(8R<<Uft5x!pKI?*u)5A2qPyaCl5D|1TU|I
zk)n*E5y{~H0R}-125SawW=16jCP7AKLB{__803NOWMu>c1}I=;VrF4wW9Q)H;sz?%
zD!{<R$jr>d!pzFb!U9xX3zTPI5o8roG<0MW4oqZMDikqloVbuf*=gfJ(V&YTRE(2~
znmD<{#3dx9RMpfqG__1j&CD$<t(;w4-P}Dqy@EqR!@?sXqmoln)6z3Cvx-Yf%gQS%
ztD0L{+uA!iyCzMZGIiSY88c@sTD)ZGvgIpQuG+MD%hqk%ckJAC=<t!F$Bv&kdFs;T
zD_5^wzj5={!$*&wJbm{3#miS8KYjl4_1pI!KYxMz#mK-6@fMJTcnr;7f<S*Uv9K_+
zu!H=?$W#u*%z`YeiiT`Lj)Clng~CckjT|CQ6Blkg$f;}`^g%SK=pvVxipfLOk07ss
zeMX$en#l4Q++zrT-D2QjW&}navmk>#!}nipuio7|C9Heqq!8bms=v0G+pkZ&5qYvu
z&BO6f-x_}g{-TOiWmd%|i~chN9+|%O)XJxc@^=IOoUb}nTytl_{ZGQR0=%h9p56D^
zH`CgFnt=SWN4)a4H@G<L*}iKtd+%rWPxbem73xe^dYqE<+Q1^mVf(Tu^#1%0m;d}{
z5ZL^V<FyjI8_yae4okLa8`Zjhv&C<Xev<j-{{HqYk^fA;$SwZ3c7vm&OjpS(%Q&O3
z3}K_Kg3n(|rEV^2oL45d)PebH&Ogx=XI3no(HdanX~7T{x2UE!-e*^yz~%$TFIPzX
z4dFkw<w<X9=i|burCRPAS1$i}e(!$<7uDSglm4AkojC86fO72n&poYQk3aR@dgaY}
z#mK~+y;D0R?ly70;CRKqHSMKU?b5fc8+UE*^PX*PD5gAT;Vt9W2iWIlP5UIV<a$m*
zpNX`0tXHUmdd97te<J>c&RQLM)Zg2>>h(Xz@|~-7JZ<zvnv1NaCcffLdr{8v;@fNO
z)W>%P?RH13|FTwdsfS|a66-*b&GHV~*3R3N-M43kv`>)q_;Tmy{<WF<kG0F{XUPXW
zeY>RmT2Zw3+;vuctEvUx@tgV`516PL&FjutVd4H_bK~9Gzphzfb=#Tz7vGsCZ&Nrk
zIq_<wo1=WkqBSw~m9p0#?O)sSdy%&Om)x>{w-=pRS=9Xc)Am=3KQB7a`L)*T!~97`
z+fMi=EY|(C{bi*8%Dc92dmnD@m9ywNA@xdCZw;f2@NosHCd+s7-p&4#7{neu4SSUF
zPVn>IlgeC0#wXT^c660_zPKG_Ki%K_yWp8@Z_VpV#Xh9}wv;yZy_IC&SnIy>k9Pi2
zQ^90cmw;7^85kQ_t@cWl+{xFp-u}1tSSM@P73Ip3+bbT&p8K$Ch3rYTH5bEG&&-lM
zdg7AJOXjG%DyO-G+Ags_;N5vzW}d5Oit3JO77w@WNR)k&=AK=#IOO)pbBE6d#+qK6
zn_Bhide}yvQwH1%EJRhet`VD98Fpbw;B)JMgtR>`9;BWx*R@|aTk@0j<Um)^ms0Zo
GZvp@~)kuN>

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-37-John O. Da.jpg b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-37-John O. Da.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..5507a00c63ea5d76215a7896638af232878bf84a
GIT binary patch
literal 1483
zcmbW!do<K(7zgn8H}^3t<I<WjavP0=HDl=FGH0q~sECln$e^el&M=#FSxcpet;mWt
zQbP^tL^DlBwrnvHZN}X=6+*U%+{T<TJGMQ$=j>m*`+d&){_{TPInU?3>R$CLpy%W1
z?Fk?V07z3ntpJ+<28BYSkQg)?jm2WLv<-E%aX4*)zJacxDbZ}DDUn1nCp%EgE$ysG
zB%8IX?Hs9eI^B%2-hCa-&B2LITOI;ou~==Kwy}<mG0lQxLHo~9KLmITa0QNV$P&Qt
z5F8Jw9|JSZo=E7AfIkDl;0PoNjlpW+G!0@s0E6Ig7y^z&A`qJHW14q>z$5i7s7#cB
ze<a$HXGlvsUy8BXSlwV0&^|?W;v}YHwN`v-OdwjXqS&mqr8~Q<UAKP2rp;e_da=BH
zb_50m?+n=$8WkP0cVBGW{v`gl2a^w_96o;HWX7q}nOV7c7xI5BxL8<p^_rlp{Q3=H
zMa><N_^#w$t@M{ij~kn0%}-k79i3g>J-vPXgG0lwM@GlqjQ=+MVP<x2enGjYT6RGI
z{+Xq@Kg0gv!fRYG1OkpgFS{UEvgW|?2&4rSrO)(7NAe6TX=xb4jps|N8?aVR0aHet
z#CEL}Wcr}>^fK)a*}sFO|1a5Ju)kgXKpPHeJ`auu46vZGDStwIYS6T3`%2g#LuJ4#
z>T`x7`eaGOn#wUqI>lPbFLtn&=h}NPoVH89x!8HGEb3i&J$mbcAVYN^_=lF!M!TZ}
zH}yRmh6hq)%;O*5UV4iwjPPBO?hb#TpORB#d#fa7-Xy`UWro$t_9lI3JzSDd7Fso=
z@D}e4&=Mv`FZgClB#vBT1rF%;n0HB=6Z90qIAs0P&^6oxS4!&8>nOK)#mdHgp?ta6
zb5)N&nHM$0aN(VfA7Wk0tC8k?DA_u8wv5=BKDwLhq8B<i;_b^ADOv*yQSl$DI{QaN
z5~<y^BBvvg?UrnwPF)NNN4=O0dl}BoO!o2L-dbUzr5iI$aBg#UNZnIVXP?l&AYH1<
zeSd^#A3br@;X6fQ1;&FFdFOh$ld4PFR@)twKFYEb*Ve{<PrIn6S2%_yM-ShwyxT)%
z@Al%sC$pIO&K<t|fuA^YtDT=8k;+V5ZwGGQLUn_}4&7(Xj>@e%`5m#$>@dR5k%S3J
z-JZF&cxBp|xU210-DKN`)HkwGHIOl@j3g%mZ88BIaE)?eeMF0#iI~ONk9hm=!ku}d
z>)WbpYN?MBZyr@PQ#dyU{e-`UZr&xTXLt98xA7AAB<^Jijh6j-<-LilmeZ`EW2W@Q
z@*{*ZUi2h8t}(}FPqC6dPN{9bR^VUPF*$P1p~0;OGvf3d)T4M|#R~SpBC)u;MNw7N
zt_G}2bJhhrwrx<&yi1nyGu<xr?JbGRoPwS~%|qf@=XCc~HWQOkwSo3h)-xt&i&<xf
zs1hNPSC#U2ST^Bu*W0BqgwE_%oSz<B0bpU416NFG9>GgKsl+#B*p3VPJnCH|B3cDS
zT?Jo>6x_{T^Cy!=^qT`b19W{K2Sq5o-nqv=n6mX-vK7Y}qXIC^ZuszkQXjt}|7|Lx
zmTZQO0N+0lRyoacr6ruJ?){?c3B~=6vOA;9aBV-gQFxw_LI9Jbm9m*euTN=$)aNdW
zrB7Lm+w`+4lp^(Ib;!p25czy?@La0L3Bd#>Bfl)<<@muK^1yq(i5kcSgQw8SdS(@l
zyP`!t9?#jewL&W+<?@s+ySz%FV8&rGUXZgK6OB+nxPLrS*hIY_)KlPpLy)TO`yC6m
Bgunm*

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-38-Jen-Hsun H.jpg b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-38-Jen-Hsun H.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..b68aa306b5e5d1e4f4c198cc8bbfb1bc9a023b17
GIT binary patch
literal 1561
zcmbW!c{tR090%~<n0t&EOpGIU#88Gr1`Q3S6*+d~+9y}Dh>bAPPSQq^oS}ve$5Ld<
zZKUmRC5sS)k%?SG$&o~u9ktKy^Xy-{`~E!N??2zq^Lak6=PMWxya6N*SyQY55C{N3
z!U6<bzzRUXU~m`|0f)npNCXNkEru2qMdKu;#HAJGly)e}DJUqb>uD;h;?)!swD#@7
z@6k6jG*r?wF*7C*^$ZLNTSGudBoZx(mK76|C8#K<5dL!nPXG)8Fad~QkSZX80f8|f
zK@*@P+!G4=8sN`>M8FUz430peM1>925`YK@3>JZap->1!*v$~W0}u>UQbnHxlXCQi
ztA<JwV$<>vYL?|su}<Cd>IObx=aH!GGO{>1jh&iWyR;4W8tpSS*>81_Y;9vpIppl}
zJ=OK7o4c={|8d%n0fDE&BO>Whr=x$l5Ep;(QbJ;S#?{QM>}%JV`2~f)78T#QTT)S3
zRb5kC$F6_Y*woz8`n>H$Pw%U~e$K$)(CFCP@rlW)Y5vT@;?l?EPb;5S*S1_B0Q`+5
zyuZQz;lc=AA`l1|0^f3hMCif;#z3Gd`Y=h7BiuVwN|g|ckhV<AD}RbqGjN*6`h<0(
zwyPVCYAkHgzRLa`?EL?d{RR8mH3Xo+AmQhMF@OcIvZj@P4yDb?i)J!%I$wAuX{#<r
z5&`p~2lvZ9cycvfb?u$#mB`}jC(1s-ndr3puxDLAMQhME&oIW>NBPsN<1ISVZ*ROC
zPYVh58`LeV#QA2NJ4+?9NCH4^q`V<{v(xli1-8|y&%si>j_6$A<<ebhF}pZ}a>YB6
zv1}4q`UuSaeo77BQ~>lbN^h;y81ecGIO0Q^)fI`{&br{9Qe={~ZXFH{T5k603w~4A
zd)y-dZCen-+~4Aw+Q?6w+8%WIV*J`hgbsxXocC}+C$l?kflSSwhIe*sg}n9tn8*}{
znI28o(8zEnhEdX1){u~Qvg=E)3Zv2VvIHTjb=2YIf&h?Gd_1$s-O1~<U<HXy)>X^w
ztFdyt&QwnKd~J>OJ#cp3Q>4j{<5<jX4Dd!9y{}hhi{;LBnXI2;?&+CIPg&$GaD&ZG
zVCeX6GIp8?J$5+4yg;$z#V{qf$RmDrQ~<acjTG)^Z!sS4@0b(-<qi`Y0zkLsEk}Xs
zU)}tu_<~CA?I@>iio*xRM;21eVI2C;WrJ?D8<BH%Nq)V|iL&=|S!1tvyHwfL2Jco5
zX)HY%g<IFT-FsitpxrxK+RG9QBgJKkTZ3!!uo?cM{Q9_@Vg3g>+YvkbO1$GXk}=8#
z*P=aFvSh>JcLbn1EVA{+cUSIOTsAga@C>(zPzvbh@1<4Ney7KpX@7o+e>cdvA#;b0
z{6U-gI=K9*3#l)M%YAgrC`VnALJJJh`>j>3DrqHH0@sF0Y}jTN<ZPdQnn;f1q~fI*
zObcB|&gS8cn<q`jN_b6c$;IKiC%o40S>Y3+yqAnSdw?li@eh5jRg9rSug&mlr86~f
zR^bD$uHqpskCE?jgW&HpLMM<O=5>X3nP<LSz84$%Q^Y7mWAVZfc^Zs3e+`29?2Dz_
z@isDPleC!BoXXiMSE}ORo#ODG7*4j&m^&*_0NCH`AMqelCVJIVZOuDD=~6cap3bnR
zlF8v!)apAWC0%O*;G7XFj8NgZ8kim3F??xeR%Y<oXzcSgZD4)&lznBLj3keT{o-<4
zi)?Z<HT=k#wG4L`YWRZ^$;phz%aa3FPtXFX&J?_Bja?}nc0g>!&$-XxquCX2HQk55
z`_=d33$v`##w6hKDV}?r5Ulz{?a`|f9Wu0y$e<;-d~S2rtx$Rh{?o8c(Q1*K+&DDd
d$38MnQHGeyv4_F5@~a9+PE_|RI!c1UKLB`*tu+7u

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-39-Mr. Huang .jpg b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-39-Mr. Huang .jpg
new file mode 100644
index 0000000000000000000000000000000000000000..9aca0e9ffb6d3b4c04adf5ce84409d6dab4da576
GIT binary patch
literal 1353
zcmex=<NpH&0WUXCHwH#V1_nkTWcYuZ!I^=Bjg6g+m4ls~os*M;i${c)hnt&6Qb?Fz
zL{>^(PF6}rMnOeST|r4lSw=>~TvNxu(8R<<Uft5x!pKI?*u)5A2qPyaCl5D|1TU|I
zk)n*E5y{~H0R}-121^EAW=16jCP7AKLB{__803NOWMu>c1}I=;VrF4wW9Q)H;sz?%
zD!{<R$jr>d!pzFb!U9xX3zTPI5o8roG<0MW4oqZMDikqloVbuf*=gfJ(V&YTRE(2~
znmD<{#3dx9RMpfqG__1j&CD$<t(;w4-P}Dqy@EqR!@?sXqmoln)6z3Cvx-Yf%gQS%
ztD0L{+uA!iyCzMZGIiSY88c@sTD)ZGvgIpQuG+MD%hqk%ckJAC=<t!F$Bv&kdFs;T
zD_5^wzj5={!$*&wJbm{3#miS8KYjl4_1pI!KYxMz#mK-6@fMJTcnr;7f<S*Uv9K_+
zu!H=?$W#u*%z`YeiiT`Lj)Clng~CckjT|CQ6Blkg$f;}`^g%SK=pvVxipfLOk07ss
zeMX$en#l4Q++zrT-D2QjW&}navmk>#!}nhrYdV+A4%<EL(!H>@bHdvy10K%Zzhn6}
z>-mQ^uMD18o}Xx*boSil<+n~h^(<Nzc+KKqnS4`Imi!M7lLroyJQL4XE-aCsDY1In
zwz6x19BUVPOupzIzkaQcLxLki^A)M?u&TTIlj~RUy7akBGgQf2*Lxz>l5K9JxK!~C
z<G4)kjqPW3S3Fde{b1j^m*Y>i+of09w>{n^TJ||koVWPK@2gIW^Cx+o|NMpJm*K45
zlbbK+<+(>JN|z6?Se99~=)BMN<{wQ=&#(5Y{7bo%Ens@Cx0;J*v(rKMmB&R*=e#aW
zWj!RbX5wo8BSHTerr-K@`Tg}Td`rGc`HM_CDdf?sQgLs=lXX>T8&fwnJ&)S6We4xJ
zj7yJ{);PM!D+|6qH2+xlTeH*Nm!9nElD!_N$f+$qckT|Bc~2%s?z+5r>eQ+4*XK_^
z6Q1@p`R0jfR?8M=`Q4Z~sYGt}!Mnd!+V^JMyxkqGp?mQBRH<dP1=>0e`d?3fJAYcp
zRm}bSzBKz^0?R{pA6&ZjKZ6_p!tD_oJWRY7XIkD)HlDV9%9ozWliDxOn?E%-ShdUY
zQN~i&iW`Yj+Z;ugdRRsUUR?j`aK_my{}~EbWNvR>Fy+9126vhI#|JY@<L}?gyjD9e
z-}FDjUB~%<xpR}x8!wx?B9oi<&iQ;b-Fp_@tq1rT<|iM&v_@^o^RVihTV8*4*)F)?
zw{@wy?w=`jqK96)ZWmvAYyWAt{rpF|XWi;sq;u%7(9i3WK8h%>v|E1Bz1aV9&c4HG
z%IWuw4JSp~?|VKeYgseX)~5Iq%(1cSXREZYw`r9-kdU->^`=S1TO&(vmc>8+TXpGr
zz@jegqCV%KX%g@C7tPU{zAMb%Ofxc~GRs2qzG>XO=;-PlH(MAUOc1*FyzuchKkMtx
zkMw`CyZ&d0H~7!+B58sDPf4Bs46pCSKb!ja>Y}T8v)9eNzusAGtA0k;$%PTCSB42F
YDD(&(jbGIDb)lTcif<-S%KvWy07WiD-2eap

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-4-ENERGY --_.jpg b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-4-ENERGY --_.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..19b02a9c776babc8724fae99bd17b6982659ba33
GIT binary patch
literal 3155
zcmbW3XEfZ~8pi))Mjax0Ct5^jbcT_lB#4$X7%fVo1ra5>B!WbA(S-=Z2u6<*$vL{j
zQHCKhNSKKpWulFK<+Quj{dDhr_Imc0_g#Cvzy0pD_dc08nE}pT)4!?@fIt8MIvv2t
zBybs^qoJXtp{ApyrKP8*V_;-wVuV5&d05$)*#&ro1O<5c`Ok^TNt_dr5#{H<pe8A!
zps1{@EF__!tqz0BDJjE#E&`&br)PvRax*b;!-V;TVgIvEegjzO08hXl3=#pTSU_MF
z&`B2{bXq4h=nnyZ2}A{kP}9)T(KA3#6B^F~R3I>z3Ie94hCoiUBTnN0goT<_Sn(na
zo4FIMh#x!bVQLYb=%w0r4h!6dn3D6oNAwJwT--do;^!qUNJ=TIsH&-JXkNaer*B|*
z^_u04UyxSTHYgX@TescZJv{vb0)y@chlEByj){$X@-#jz{dq=aR(4MAtKt%LX&I*c
zbzOZ!<C~`Dme!8WuI`@Rz7HQqM)70gpC&#NW{IS4bMp&}OUvXRn_JsEyOh2CpIjgS
z{3q7w{3qCdaIu_nQ9&SJ2<=ZU5Y_!tgIOTd!iqGk7tLv%{MbZb59!!1r54q;(~Bxu
zY;ZW=!!dA*DbI?Nf1>?C_TPa$`oGBj0sA)>0bm4!PMZg20T966ar}jsRDW1fSLQcR
zS||g+VZ;wgH$6RrSMC^Kr9U6CY!C@wJId_G?-1r~6r3Na_H-R@-i`WDHh_qscc1KR
zf^s8PSZCw~n<uZ4YKdYj<5~P*2OMYO#_}$!_88u_*}dfEWE4L`>~2Q^_@2r88Yc#I
zlcLT2csWk^-9WT6lvUFT?dbr<1sV<q`y!ETV45$p;q{UyfLre7<N>q_wqvW+hvFf6
zV-plEmWnj8o9j~lWm=RpzM-EF0Sbm`-`*!kCwf^J6M8Rv>=fF4vOc+44Qpu*tH_Z^
z=lkZ|3kIKmAcBo+*VOWQFE{%AhAX`I{;<E@cIdC|Ubo`x-r-T_UA#R9c)*EMQQJ!j
zS`m(2R=keM;V(4JWUE}xazELl14D#9RxYEi=McBlT0LcWQyjmbYWEzcy;5UP#2w<k
z@p`lO)WP_d{A8bg5mp{kh?UIi&$*Z>k_r=ziH=)BInxwNUnTS%jO$XjH6p0`UZ%HF
z7hR1f=G?oUiM6a^p`94NNQsSDbeU28_aQOszEm!$j(oQX6G4=ZoO07wrr+bu=0esT
zVoJrcx+8?0-n!3_nO>cB0}FcY3{`v1%eG0DQ)0=)N8>l2?dJ8XgQv#lD=;2W%;A~=
zRlFBfo9;*ZYiKAuoCp=n7=EJBO|d6_!hh)wXi+=eZPag%ML($+*lY+rX}EB{V5hz7
z?3+)iI=38qF!sS&sCPGgRJ3yFxOqa?jyWB^PEUFIP1l>C^9&AbQs!<1A?%14gDjlI
zbx|%>x+IsWphC|JRGQ(YbHAs#Xj$`z5_9x`(5$Ch2g!WygrKG}<CrTV%ypb|3<+m-
zng>E2*L;9fv182fGv)lz_O!8ZmvV}yxxm{B!rN#u7-M-=R6HlrY$fyl4zy0-(r3Bw
zI{%s)Nb>jt^#HznhOKH4rGwN_uF|GZS?-^#Xj`gvoH0LKq5K+y&d#S6SgFUswXt?-
z<RvSgFlQx8;o@<L5!ps9Croe{jBvCNSE1XB(HUdPkFj;ZDt1b)*f{Xx+8j%!BCz8<
zL{^=Rn|C{h<5ve02zZ*=O7y4-xPRSox-a6LbS7HoR#D|G7fvgPk2*oq!kRL&a5c$L
z{$g{Te?w2?kLudjx%u~ztZ*(C82ik=m2|oN)9XsP9cj;9Z{)fY$gZI!1peHn*zNK%
zoZr)z5PIPq^;HM)fD+^G>{|G@ZIvYl!7(41@QYqdwT@DAU9gU+it?3Io3ES!P<yuS
z^iG#M=bG$`eOq{{FUid_&U$;7w6(?)IAp~VICR&%8p$-JU$};Uon@=hv8x026AHVA
zj)q<?{HQzuVsQrYT})!vK<1M06QI>ID-jh$F2L?G+7OoYhcGgJNKu-9u7)!u#0SdC
zvZ^Ll)^8dUT$K`ghtHTUN?Z17c7^`><l6z_Fw9nDvO8%x+9!%1+1df;nYHwTt&TOa
zPx_R_#_Oz8$jL5tdTo&rcyqShDLK=Ym&{g_kl6#~GmEk$`v|Dsi#Ms&b_;y9sL;`s
z{g{UR_j#55ez!!qbW8=!v^nDLAfuAx3Pw75J8>DRJGEVrmiZ|!5LNy`n%iIEO$I6x
z+3W7=&e?@3Y+-zDIh+u0RFq$suls-wy4F`v(nM{&2baSX9cCIm617ap-Zg2x{q<vp
zQ{GMC>HJZ&MLY8?pW%q=u6eZ)d2npIpv|fo$?rvAaw5_wpmF@N32TCZW?=z>%wdEa
zd4>|uAGuL5Hq`IOH9b_!JgYKL$Q&F?x}Q<}1s472ib4EJxadqZi|rQ!<z2D|a!of)
zy6CtzLN!eiv&%6U*1l7>ET}zNWpAkXVP3sgm)e#xT`s%uOjXKToFjWdyBWKSjJvWi
zJy`5tqA$2};{eVoJca4a+z(KhY27JOEq?t$<_8ZCkR0Tn(uRC$ZCq9Q)uhx@!9lm%
zHKvnFx}1{ay%rdzeQlZwI%z$3i&ova7%|wqxbu`NGRQ4I6dBw2I?B_&_*KZ=PTp=-
zH+3@wM1~?ygSj5Sfv3=3iSX)H#kkmrBxK$4i33s)a4T7d1fR8Vw%G`(6TsNaWY$9>
zODOCp;fQ%jm!8B-=cU#khW!vCFxmAvlVgR~4GbQ>D?Q{Sep{awqM(62uprMrS3cOr
z1?1eRR)Me#uBy&KQw+@?Ch1~9RvAN=!pvx2FSlwB*3af?`x*z}t4MYZ250w(I`39;
zj2v}1GLjZ;pCoS%cn52B9xK&k3K$tTq|p^p>{99^iUd}0Yll2SPa8;qF0KIwV|=BJ
z$27h-RGyD6+Jz4ZJiiM0IIN|Q`@v&+*&drmIssNqv;)>zjil<BY8-X%E*<YyFWK#&
z(bLwB+Ar`X><>uu0$%6$CmGICscvHus){ACrE9gA;Qo%wt7a>#(@R-!y?brN2SS%u
z?MT4~_92i&m{QW?@)Lk}Vq^X3w-NLK)1jjmZf@`V!xj=gY$SN}HzYwWC3h_+z-<(Z
zKI-eeP$t2&riok}$j73I+Lp*W)AmYd-WpKVVP0iF`ujnCn|y{+b}g&(>qY`4X{@An
zlQCtgXCjz;p&(8)-A<bww3rsIn6wQc$hCO+@f~%ie?ttm+D6fNAkG{r9#vo`5{;}p
zg4($?5}DzJAKQYU{du>U7}p*LNO?`bS%_~PS>0j5M%LLUfV;Z9Tc9)*bjOl%`+>TB
zSP$<T^lO>X!9G%I&CG=@L40PUJbslMj(S|%TGKu~U{tl}>rr9iRNgM$xa_JVbyykU
zw`A>IIxydqF2hEe6Sgh<m~JI7<beyfFQIgr9uJWf41Ke`V^?0@{%%@?HR=}Rd%H2c
z_~tEN#<BanP~a!L6&s{UmDY8muJj%>2>aELjJHHZxq3~sjo3NyA=;v+gsu(r%t>;y
zOv=>1`mWyBhx#5VE*7LiKPs#LW2sh5Y)jn#ND7@5Tl$8KOdH1%GSfp8+{=<nr`Q@>
zXOfpJ4xL&I*RSVOIcq#C%uC=WZK;?e+2GHMez|&PgzqIyahX$i+nUzqt{))}X=tv;
z4*YG);#6X)tG?9oJ#N8^r8r%I!Bn!;5ANe3EJ3frHl|~*bHUMA4Q<^-K2E8-?F(J{
zU5omX;{K;Xb6vqiiDzwUeiHq&m}2CzXft%rmA969=z%;-?xq3WyF_3nTXp>~sI8~;
zNuk{30^OI)zPR@y6x+@qq0js06C>GYvNGzdkL|3of}5<<QTT<H7pbn976)7u{a~Rg
q7wPw-n@tP9(0}+)LY*!0Fj~28M*gOTFB<tOdOZ8@|B=wi=YIin;LHC2

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-40-Mr. Huang .jpg b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-40-Mr. Huang .jpg
new file mode 100644
index 0000000000000000000000000000000000000000..b31831ae043266aabea485ab57b3e1a58e047efb
GIT binary patch
literal 1192
zcmex=<NpH&0WUXCHwH#V1_nkTWcYuZ!I^=Bjg6g+m4ls~os*M;i${c)hnt&6Qb?Fz
zL{>^(PF6}rMnOeST|r4lSw=>~TvNxu(8R<<Uft5x!pKI?*u)5A2qPyaCl5D|1TU|I
zk)n*E5y{~H0R}-11{(%FW=16jCP7AKLB{__803NOWMu>c1}I=;VrF4wW9Q)H;sz?%
zD!{<R$jr>d!pzFb!U9xX3zTPI5o8roG<0MW4oqZMDikqloVbuf*=gfJ(V&YTRE(2~
znmD<{#3dx9RMpfqG__1j&CD$<t(;w4-P}Dqy@EqR!@?sXqmoln)6z3Cvx-Yf%gQS%
ztD0L{+uA!iyCzMZGIiSY88c@sTD)ZGvgIpQuG+MD%hqk%ckJAC=<t!F$Bv&kdFs;T
zD_5^wzj5={!$*&wJbm{3#miS8KYjl4_1pI!KYxMz#mK-6@fMJTcnr;7f<S*Uv9K_+
zu!H=?$W#u*%z`YeiiT`Lj)Clng~CckjT|CQ6Blkg$f;}`^g%SK=pvVxipfLOk07ss
zeMX$en#l4Q++zrT-D2QjW&}navmk>#!}nhrYhLdSI9mM8+PiGm?qkm!ZigAZI(z%&
zwME4}qEFP`WL(XbK3L1_wIV>LUyk$q-6Z2*p|-z%K0kTcedEOQU)H>p+`4|F=ab_J
z;peAY-~BxIxh=cTb?YPlK5AP>e)%G9w%pe>HShX=hUe2}|7WO||D*MG<{m@&ZELvI
z-q}p@IR5zl+FY(Z=dRTkT-K4BI{D#M-le*ii%l<Yxn#al<v|@Y)7I5|+>HyoRo7n7
zPI?!|`Ejc6aaHNdlM1r5wsK9Jv+eqmyZaw>zIc}x7T5TnLE&fp>u33YC9bAq&8n0X
zzjj3aSI+*&k-Ov;rpop-zIzb-t+P+c!9uU_-m*}|x5=w+{%b5PF6-)(?#L4_F<R14
z?#BKzWa_0^Rg0P?G#qGRWM5&jC75aD<s8nFo3^R{+o}H}EUkU{P0wV-Y7dFOixQ{x
z$T80;TYKyD1^XxR`hRQA{%2S$wR5ST+$}5J`7eB@9(wJxwf^4CMK|y2-<c)2eSU$3
z@{KFMVqf2nWS`39*ONTc-QiV1J>P$Z-WV0FX(|ksD&N+uW%;@7d$>cA_3Y`>>`Nao
z|9E@;vAa%Us77Y>{XhR1{AWa+caGZhaee)HU-N%ICjZF}>bh0%?A7%Jw{}kNt^Ze*
zx&Ql-`Hv%S8C<J7sy^u(W8Fo)^2N`s&sE9ITsLh+#>b8|cSGh#KDGJ1)AX#C{NDaO
z-)d_)w=FHdod5pVS+9?F=l=vmD?0o;b7XRVV%Jrdh>L+DS}P7PBry6d+NJ1aa5ew?
Kl&SsyZvp_D)cbk>

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-41-Industry &.jpg b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-41-Industry &.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..1d3480773345f97b75c5a8bd561b8d06a025a8a3
GIT binary patch
literal 1485
zcmbW!do<K(7zglo?iWMGt-&yE5r#6xqLL8ODQz|)tVYueiV~V!h8<mOPQqZ4O%kP2
z$~5lVE-E!PU4~qXB)4{Qr;z#Ws6D&q>|eY4ea`#-^FHS}&*!{QC-ep=Z*}u<127l>
zFnIx}2e<$%8jV4tuow&mhr{9tYKjB}1%jrE>IyX-EsCy=7MZMPWND&jKs6+jSKFFW
z*ILo(bc%_+gB@*yr8S+lJOqZr;Rp%@lA<Dsrcc(V{pUdSfQSWa!A1nk0Kkbb1Q7;3
z02KM2DA<>PKLdj!kSH_;i^D6(8!D6m9EL!^kq8tDiIjJ9<?jGVM5*XoIiXc|GB5^_
zYBXMEA=c2jyg}XT#e|V{@R4L3USlOmQ)`v6$!b$Gy3IGXcJ}LBHoLmHZ}Hgr-7asR
z-M)T%_A&Rf*dd`|QPD9+Imcq-j-NPrD&@!1sr;<$9KpHV^LdwximzNPxpw`A@UEz$
zvZ}hKw(<UhhfR+ji<>2_Z7<t9I=j02-wwPR92y=OeLp!hJu^G^@zeamvI_<fUs>||
zE9@UGqTB^XA`wW;vI_?1$Pa>uMCn_hRh)KW7?G+5G#*yXIkT|50cU9KHK87S<ON>C
zh~B?ya+&r;_U~ZH|4a54>~B{$ARu7!&qEM_Blx)B?40ZYl!gT5dA$z1_td6JV+C_O
z_@=~BmL}Cb$>~#jjPU?7rw0Nls;ov~b#sQ(n4(4Sj!>nnB(@D7>lOR+d4{LD5Qou$
zkv??a>I>RVp7iT#5(YLaBn%Ixx%(W9pFBH@ugDtqIWRoR2&yS`W!C=gbB(3i)4NZQ
z(mW-mNH1JW6fL%FOKNnqEDDLrt<q;apBWxW%5jX~Cx}bUKc_@(u0`YhTy&3bXe~8!
zToL+<Th}GOLB_d@o`LCQV?`4sBf>51(+$)#)5`opKW%>VS~u?eqyEidJI=d>bxc<W
z&eBUU-U7QAhdJRZ_c%jcc1}dAxv?jLH)Chta>(cV^u_tx<4MD!L1hTsDOkPak{Dyt
zVM|>Z)Y!+#xKegfTeE$@n>RjG9iN`N>2}!jrV{digQs=d%bH^UHAHG_#+_I7<whx&
zVuFum_2|j6myVI7`|2oh66Q}bxRN#mbc~DY^4`nl-Zpic+v}y$r#C*o!efaa>DE)4
zYPzGBS_Y##E~ax63LfW+=w)SZ?pDQ)8R4|f@RLgJu|p@Rx;jx@-N&z)0^d&V%V2-Z
zgpH?;(payzV14+SxFt!WThEO6ZGKFwg)GCuc$fd_GMQL!+rX*ch#&5-CriwPb=d=K
z_Wr&@pR|;gn#+3wU9qRS#}=iXjn<=2r_2`6BZ<X6L+Nut(l(8gPZ+sY8Onn~j>fZu
zq1!wjPa+gSV210zQzU&-Wjez+4uN#j&+q#^Bo`vax$8zdO1Z!4ZG9ri-ol8~=(7&(
zsk<7_Dwl@OmMW0Ky(}C~97t<oiyfZ5zEx`;EAiszbcb9mV+I&kM21sUoJtO6;%&zZ
z3Q4jL?)@RmK=KZ2jDSP+<sk5mu9W=HzTzq0fK`<nhSG9qhhc`PPb<RrNF>_PtrnFJ
zc$kHty;e)j!-v1USz=yiB7p#Zc2QiB-;y_EX|YE2VcjhxfxznbVwu@0D`)-?TTjUk
z<CgkC;L`po843b(>X>uaUxih2Xk88X`}YEFE}r($u@Z5BOl^1Mjmvz_c87v_WQ9pz
z83djwu9rc;5dx~-Oi_Drn~K!pOhh^9Y*)ZLl@%Z3_sU}GT*J-CJz@w1=}#3vU4H<7
CjE)xo

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-42-Financial_.jpg b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-42-Financial_.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..55d523bca1cf1b88918a0a30296f139bcb70afde
GIT binary patch
literal 1471
zcmex=<NpH&0WUXCHwH#V1_nkTWcYuZ!I^=Bjg6g+m4ls~os*M;i${c)hnt&6Qb?Fz
zL{>^(PF6}rMnOeST|r4lSw=>~TvNxu(8R<<Uft5x!pKI?*u)5A2qPyaCl5D|1TU|I
zk)n*E5y{~H0R}-11{($gW=16jCP7AKLB{__803NOWMu>c1}I=;VrF4wW9Q)H;sz?%
zD!{<R$jr>d!pzFb!U9xX3zTPI5o8roG<0MW4oqZMDikqloVbuf*=gfJ(V&YTRE(2~
znmD<{#3dx9RMpfqG__1j&CD$<t(;w4-P}Dqy@EqR!@?sXqmoln)6z3Cvx-Yf%gQS%
ztD0L{+uA!iyCzMZGIiSY88c@sTD)ZGvgIpQuG+MD%hqk%ckJAC=<t!F$Bv&kdFs;T
zD_5^wzj5={!$*&wJbm{3#miS8KYjl4_1pI!KYxMz#mK-6@fMJTcnr;7f<S*Uv9K_+
zu!H=?$W#u*%z`YeiiT`Lj)Clng~CckjT|CQ6Blkg$f;}`^g%SK=pvVxipfLOk07ss
zeMX$en#l4Q++zrT-D2QjW&}navmk>#!}nhrODq*0Jot5i>9W!+%L{w_WSvD-s+ybZ
zt<Lv-i?usDJA9I<#&4mJ{|wU>Z{)H(zv0V@FS}o}oL$0e<n`v$nsUJ@X(x3GCm3Jb
z@a^L>&)xBh@61b%>sq<I`!cufM@Qvt52Z?a%3{9Tea+k2vvca(q^4E(YIk#fQ_kbJ
z-t*ypn_<|hDZlp3&n?n@wx?6o;%DTp^y`;Du3YhG@q6n!rc}!fHomFf*6#Ri%u&Dl
z*^|8E`|Q_RAE~zAJb|Zn$yxcEAHQ#ZCu`61PgHMj{<mJSCyU-qGch{i9-8_@@O|Vi
z)zhzj?b$wgjgLZWkg=p{=!{8)6D*Gz$CSn{dr>;?{O8|mm!D|guV0+z|CWE7{*>Ih
z)5qQ(-2VIV*63B!tCsdQuZoRz7dBUn_}m}AG}1j%Fjm6I;6y?Z$GQ_cKAX(F|0GH_
z=HAUW5B6`YHOii;r!sMpOF)pr@!sP$$;<7gu3sH1t*iE|^!Kaw^xwxDe@zT|yT^E$
zd$y2o)_Sc4d{6t&6rOw?^P}TbabVlax~j62Q*U2bd9EutYwo|PLuLCW)>iMy+ZBr<
zz8_$?Fx{%P_w63@OU^dtI)N&^Tp~5XO-4n0yeX2pZ;$K>wmnjAR?e%t+L_xckY8bf
zRsW2xs#jim$$PIZo3nQRudUIV%DoXEcXpn)dHiu*{2G;O+qUjnt(`aj@#SqtK8xQu
zy*%ss=Dj`NJ&QyZA6nRP=)uD0jrT9l+PNs|bo$ccBBunu8&@VgQPA;-KWwq)ufEIX
z-Io{b-n%VQPtVwRv+y6630A)ZgI`WqHg`>2gv)NliDHjb&lUdB{nhyM+Le&S7U#U(
ztFyO$z3%$6H}1RMt1$UnW~ce*e0V!C<xYc~<B8Yr`%kU@&yW`XpW#B*^M8Nc|1%u9
zwp8@Gmcf*rbKk$Z{^ax~gDuwOR@0W2>%6sQ7kjO|f~8gF3qz^JA8r4jE#kj&kFEqJ
z&W%&$j&J<)YSxdci^iL>kFa(NOxI)cJo!MX{2TB7KYxLyKZyR%&|4Jztk*v6(cJg7
z@$nP2vqiqFuD*R&?_S}W7_}z{9YyLjWdy%h3uHZ!^4a)GFwS>{ul2Dt4MrLgwpENT
rwC?uySk>-q;{DAn_VdQZldn&%Hr*;?Q>lEu?CP$)#}+SJ{{JQb?j?z$

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-43-Community .jpg b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-43-Community .jpg
new file mode 100644
index 0000000000000000000000000000000000000000..269eb9e74b315b057cc7f1d339f365f52d100eb1
GIT binary patch
literal 1494
zcmbW#c~DbF7y$5nc{vCKF+fx>G!PO&ydVSwfku==Y_&x(TIi@ixICbNAXha?IW1Ts
zaugIaQ~{|X3J8ecfyQDL6*NNBs3@04K_HPp^7_!W&h)Rg-_Gvr?0&Pezi$_Lh&%-|
zS9|$*0SE#BLK{G2U?tGO;|X}24uL=*5_NP*#`+{ZJ(7u`k%6(9DeW^eQ!3S*vDnI-
zzR;3NwO%@Zp{*U8&8As7yE(C37u&O0(}zGrB9Wv=nxn5jhh;&vVEyMnE&;L*a0X5=
zL<bl$1d}184baeg;-C)!{tO5MV{v$b4pCPRO{kj*Fc1u5urLmX#iH4}(S3j=;|wkA
z-0?=ffdo3=n6*!IOviFX&1K5EyTc6opy*_x?yT8!OiY>ctgPqTupJziIyo;}>EY?+
zy~=0xdcO_ajhnvl59Wo0hJ{CLixI@`ii=N3{2?VZEj=T1|H0ftdHDr}KNpG1emQ=k
zyrS~t*>kmZ_2(NJo331KyLMf2<G1#Eon7}INFR3hJbT{z;$>g|z~IoxyV0?6rRx2J
zdfEj6_#+D)Kf?auBBL%077Jqu(=G@Thjy5Z#aY<l4c&bSfqWx6YoCts3emBe%S222
zb;FdP=)1bJ80=@vk!jio*}sD&|1a6!uurZYK!PFk@nACG0F~M%tuA3vTEU_=Cgpw(
zY~G%A#)NYuR2cC{cqhpV0WHGGW&M?z+0M~!+AUQcjf~d<zl|=May|mw6?3%{2zWi9
z?QB56QDrs)zDIyEmiBFW)HPvYOqp2RC|9`rq&5hbt2z)6=B+#;(GY5*Ci@X^uIyEg
z;(hh#3;}u`yXRWhdKq*wqJZvm&+!0d;>=ni%}!i<e6z!n$Wp0$<vc;;kMz7)Qh7z7
zXp{dA^5R^<Af-YS8QRln-NT7boaAbF;WZM+BYbMb>Fiiro2%y9VP$0%#YQwHJX+LM
z-qfp245wAUzx&tZL923YF#?uPel_{7_1V{t2DxI)PJs+xoJF*Rgtq!yhsO<DhY)b1
zgc}x#@=A&bue9t>Gt@2XP{ZM+)d(PaD|gB@(AX9!0y2J02<z5zUMyfG1%wkam+(o!
zJ7$Vfsnk~b{(PC%E8wkKl|FHiB2V}6lwFwW<~uAXt-G+@V21oLJuSZfaD|(F^Z4oH
z#+v~(Q739KGR2aZB-a&Ymm=pD9`3Klg=G{h%)MAEJo*J+l`l<<Jgm;>dc!PXj+*fT
zU*2%p+t4ecw47>$gH25O8hM@7#^RRZghkCf<MRh6NWo@K*H?X(Qq=i-k+K+OWJh7M
zJg*qEEN4(UBE22*h_#P%Wgc%w<Mveeh7_;a+^!x9h-W@#?0IB6u)3tz)h{u1tcq`z
zn!&x0+s91fGTunkGsa$BoJUlM575RE%=@0KlGv3Fxp^n<DlXTgSw+xpH5I-s3UUtB
z?iFC_HIpi)s`{o>OWRF2-R3BN$C3-B&74~UVmVqD1bi%v;PcsN*&UsV@@{+Y4BY;_
zo)?ngNffEtzvJa7u_Kq<+_slh+mFOeWfgEd5OBvcIy5%VlwWx>$w9LR>$hv8+ib;y
z($R5(W{R>e_{5;fzrNfkKi4obN8$pdo4C%GJi#}sn>ru_NHlUyH0^eSbss07S~n(H
zE-ka);M}vuj5B4~6E!u8{tpZf0naNCkdm|p{R1(=r(c#%ZP@0!S$ZE`q)&>@+q_<X
m_MU>R5-G|;A^^$XD`@%cWw}G)Rfo7WDO*obc<Z<vr27x$QJob4

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-44-Emerging T.jpg b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-44-Emerging T.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..ee4b6ee53ad7cc14e47703738e89818087133756
GIT binary patch
literal 1442
zcmex=<NpH&0WUXCHwH#V1_nkTWcYuZ!I^=Bjg6g+m4ls~os*M;i${c)hnt&6Qb?Fz
zL{>^(PF6}rMnOeST|r4lSw=>~TvNxu(8R<<Uft5x!pKI?*u)5A2qPyaCl5D|1TU|I
zk)n*E5y{~H0R}-11_uURW=16jCP7AKLB{__803NOWMu>c1}I=;VrF4wW9Q)H;sz?%
zD!{<R$jr>d!pzFb!U9xX3zTPI5o8roG<0MW4oqZMDikqloVbuf*=gfJ(V&YTRE(2~
znmD<{#3dx9RMpfqG__1j&CD$<t(;w4-P}Dqy@EqR!@?sXqmoln)6z3Cvx-Yf%gQS%
ztD0L{+uA!iyCzMZGIiSY88c@sTD)ZGvgIpQuG+MD%hqk%ckJAC=<t!F$Bv&kdFs;T
zD_5^wzj5={!$*&wJbm{3#miS8KYjl4_1pI!KYxMz#mK-6@fMJTcnr;7f<S*Uv9K_+
zu!H=?$W#u*%z`YeiiT`Lj)Clng~CckjT|CQ6Blkg$f;}`^g%SK=pvVxipfLOk07ss
zeMX$en#l4Q++zrT-D2QjW&}navmk>#!}ni(m5;VHKAU;Sty$;z0+DYCU6FkZlBTDZ
zt<GP0ckS6nG2Icj%|38vN?5*m<8bhs>}syBSFN>QecP#f<8pU=SH-l5oKjBZ#Hp#<
zRRsP2-ID*pccuP=%%v9`A77YxygGGAfosD-(WSw@p;JWWY>#b>U2JBXrM9C@e9NAe
zQ?~_|wr8lbJhpFKt99n;{>RU~{xhsU_@80Xy)Ca^TE+!V-n;)qM%VLywrT$v3inS9
zyIB8(b@_jW>wD^dajZ7C|M=ScckiFoig_tpK7@n|Oi<}N8R;o`@RnAVr_*xd7xQ1J
zy*Zv8wdLAJf3|rG-!1AmsXTu-SL2-d#W#W<Zocxg$&zogg3iK?-zt9hFAeQ>+~0L5
z+x5!An+ExYz1t#Bm#Vyba_x)fQ>Tf~twZ!`3nPPDy(Sl}n)PY_Py3^tYWJ4;+_L?8
z*y&QXkTCbp&fhH$H@GifXxjTI);;{f*$w@{Mn7+F-o+wu%y#eVP3x2&@!z|=Z&Ll6
zt!>Ht$!&AJa+fa;zpMA;N?3Qsn|1Y%ujPN2{uw6opW%~2|F4hne_6twp8r#I_TS@r
zt*2?%Og=w2zlnRv=YPjmZl3e*mc`nS#Xb3F-oD#^VWrW(#mj#F`nvc0t+$VFKTR@E
zl7E_17dY?d(TqEppU+x*%$j>g>#m?#Laot~YiUcf6V>+Tt6YC6di>qCL&+@LuBjw^
zJNanKI+NYeowp*@cZTIH)Qfe0!pG{PSm}51^`HAse=<e){5!StKf{8v-~T!PXLyu7
z<KrWV$Cm|{WOA)(*qyBVz0zXc^xtBq|JCK&e=zd@r?qpv?6HmROOLg7tvbP&rsIG2
zm4DRJGYOAd=3d?Q>VD{*uI@YOrIGU#|1(Ui`p@uh$JWfNzJ3?iZ#g|XBw?+VD9abg
z^<i6LR-V+om9{=fx>xSrtDpLEo>Q-<pIY0RyJX_T{$T(4ZkO}YGM8^^@|1pWte|qm
z;(Gnw<@NXV|C#K7u}oW6zOKrTSIoQ-|HJ)D|1b9F`uiJWj`u5h1p9QUa7yWPtzu`W
z*?KuS_TRU;{~2ob|G4J1_2J*}7z4@YoBB`Q?QPt7&bDsq>E5Mp4L-GMRqZbEUZs@v
JF;n^fO#s>_kaqw8

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-45-Marketing,.jpg b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-45-Marketing,.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..781841b00e47da431e0165bb0a309fd218b2dd4e
GIT binary patch
literal 1490
zcmbW!X;70_6b9h$%bpOdiD4006NDhhl#oCmhy`T{3`!J&qT(nZMN2UW0*c7uLW$5e
zh^Qc8i!8E<f-FfvErtqi$PxuvMM2sUb`T6{&`vwkUv1wr_x`zO&YWki@}+VRSnJ`+
zbOk^V06<j%%3fd_fI=XU2sjFfM556s43?mdRa3*R$FKW>pr>P?ucxD{YiMj~YDlyo
z>FSbg%`CpOqEe{_rgmHC6bDOdDrI#Dh(@EaYFKS`b#01~t`X%wM|lsxp#TP84F!n+
z1P4NKpt2b-Q0)l^KLz+RAOs47BakRGMoraFvlf7WP$&cjg~MSmRd=lF9f0BBcq1z(
z#5&d?B#}d)Bna|QB<HI88oSyjjja!J6VVt=E$#I>8%<2fW}B!q8(X@a{kH8cu5Rv3
zkKI1LY`;Bw{R4x7kA!?3dXyJ&A~Gua<f*gg&R<CSE}5TpDgAQBm8;h>^9w{b3X6(M
zZr;9AU30g#uD;>H&&>~|Ex$Z!ebLd`)h&DZs%L2U&B)t#qhs&Kr>19S=jIm{KP;`f
zKmhugrMf@E{^7!@To4!x3PY~CKuDD8Kyfg*kre{(#6lk8tRqqqPy}Z|Ue$dx$$HnM
z#$j$dM$?!&v~g;c_DS~dV2S@r_807LR}X-Nf~wDh;()Ed!V)<@9%GI>RM*&5Ls)5V
zNTeUoz!P)1{GHx0nK{eE@Fna~gM}AyQ?$f#vw-&4n23&g+i4oPtm(JprZKDHxB;dT
zXzsA+jtS#>`bmVtTkoKe*ZmA9NVoLU6=jz^STzbHFMv-jzd&I5$Z3pYrtTw_GxXMn
zcrEUh;|!lx7GIM6V}LYHKzkw;t4kVvDyGh#7W~jxS>(ZfF$c}Nkt<d#Ug9_g4puN<
ziRFQMiklmFwC=nZ%bYW}m`3ch{^3sfeln}`dwP-oxGYl?Ik~r*^R%R4g6-9|foqc>
zcx1RR=qJp!JrguBaap)DD|=S?_?go}5Br8=RtU_m*$Y4HX4zKv2E1)YcNm<Lvq`Y%
zYYBG5huqjRJYV_7P79J>j$iz@3>N$G9jjTu#>-9gG`OqZv$W9G3+2N1+>PF}hD+IT
zYQ89XQ;Bg$Ltn+kPHO#gmW#$%COqi<TSWa$i@If}Aah~i<^t{cr*dgcsj$H_^~lK-
zHoH<!QjYhSk%S9U28-Vd?dL1L*;Z@rUp@c9QD)*I9!?7AfbCiSs{f!~eh)7vtd}GA
z*POrQkA_*D!!z7pPBf2XHdlM5>JJ;(w04o|)3;BHo{>h*rex@*Ov!$Vpn6wd7j@Sz
zS07M7Oqk?GGyO<PckaH?!YIAP1?j+p)QCJ!+Wy$$KDUuKl?SsXd#`ueCui-FWJ=8$
zp=qy4)=x-AY&%k@w>!OM)R(PRPN2<Z*p!tf80UnhF(G(RI<zQr7!4-(_KC%^9SZx1
zsE^6vyuy6Gc{`QZkR29wq%Ka3*V-EYByg-JBkP!`SJaT2n_lt3nlj4MYiTMemwLDQ
z#v9Hd3YIrFeVn|wvZ#?VWJ@F0<gYXtQRTc1{++YGW}BS2$f~wB#Jj@UvRk9Dym9lR
z{U_?~@*|eh3^}tTYEE#i5)k6z1|TAghI2fi3y{y56uvd7IVgLFX1u=FK6ilb!sE~s
zx0#&d(_trl*5>}ce`c&;ru51wp&%-RCLU*J1v@7#w7m}Ou2f_UtVFvgfzuerws0lj
zKvV*a@DLr}z%`zg^-ADsT4dEu7m1cXO;k3%uMN|(#eHxkpD(F$Ex_=RxdirPN`Z#v
L#PjYJ<*Ppc-ZPB+

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-46-Financial .jpg b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-46-Financial .jpg
new file mode 100644
index 0000000000000000000000000000000000000000..844a272ffa0291999ba22e00df382282dd6e9318
GIT binary patch
literal 1194
zcmex=<NpH&0WUXCHwH#V1_nkTWcYuZ!I^=Bjg6g+m4ls~os*M;i${c)hnt&6Qb?Fz
zL{>^(PF6}rMnOeST|r4lSw=>~TvNxu(8R<<Uft5x!pKI?*u)5A2qPyaCl5D|1TU|I
zk)n*E5y{~H0R}-125SagW=16jCP7AKLB{__803NOWMu>c1}I=;VrF4wW9Q)H;sz?%
zD!{<R$jr>d!pzFb!U9xX3zTPI5o8roG<0MW4oqZMDikqloVbuf*=gfJ(V&YTRE(2~
znmD<{#3dx9RMpfqG__1j&CD$<t(;w4-P}Dqy@EqR!@?sXqmoln)6z3Cvx-Yf%gQS%
ztD0L{+uA!iyCzMZGIiSY88c@sTD)ZGvgIpQuG+MD%hqk%ckJAC=<t!F$Bv&kdFs;T
zD_5^wzj5={!$*&wJbm{3#miS8KYjl4_1pI!KYxMz#mK-6@fMJTcnr;7f<S*Uv9K_+
zu!H=?$W#u*%z`YeiiT`Lj)Clng~CckjT|CQ6Blkg$f;}`^g%SK=pvVxipfLOk07ss
zeMX$en#l4Q++zrT-D2QjW&}navmk>#!}nhrYhLdSI9mM8+PiGm?qkm!ZigAZI(z%&
zwME4}qEFP`WL(XbK3L1_wIV>LUyk$q-6Z2*p|-z%K0kTcedEOQU)H>p+`4|F=ab_J
z;peAY-~BxIxh=cTb?YPlK5AP>e)%G9w%pe>HShX=hUe2}|7WO||D*MG<{m@&ZEKi(
z?^LQx>_5Ig>XvBb+%^9mE{m|$RzJK-+ADh5v+U)WOY(y}5By<c%?^_hXLgw89lapz
z=$$>nkF{p^d6_R)d2l5(OH|o1cm2uT^#_G7-np}8FY`agPyZRNpSl0baMg*cCZCM-
z*LK){xmkZ~bBV3fDQijQy9buP6_zn+D2REy*JqXUt>dAa|1!OL_EuEJT;Pu0i&RgB
zcRl={R%$Ob`RdB5$k@oj#2=8Ev5Yl%*$v^zsX6|Ci{d}5Im_?AY0@#LZxalEyByY)
zuwl1&8@+Y<g8CD7@xOioz366I>@~-BOG&i-h1uGz*IKjwGwj{$x_MXpP7~#Py9WjC
z8&`hWeSP01el3={6331D8m~O~C;Oj4YKKRtjt4`L=iA6A{`a}>)-@<u&z?TbzVrd}
zkH_}CG8<b%7A}2X|M{<7;^qt2*6hi?|M{}-e};W3K&@96ZJT4cYwHWMb*Ycz|1->+
zmH+pn`j2a6J*M-4F|)TJev9|q7eCK^p4YxCdnrmdt)3QAUoCp(TWu}pw#D+k`}a$m
wY9IM+|Isn0mHD@^ke_XvcBo*ot4qMD#SDxMtX5qwTQv@c?!OllX8->t05^Q{xc~qF

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-47-Ms. Hudson.jpg b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-47-Ms. Hudson.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..c973bef18fa40f732314a57f50cfc0bd08140a26
GIT binary patch
literal 1502
zcmex=<NpH&0WUXCHwH#V1_nkTWcYuZ!I^=Bjg6g+m4ls~os*M;i${c)hnt&6Qb?Fz
zL{>^(PF6}rMnOeST|r4lSw=>~TvNxu(8R<<Uft5x!pKI?*u)5A2qPyaCl5D|1TU|I
zk)n*E5y{~H0R}-124e<0W=16jCP7AKLB{__803NOWMu>c1}I=;VrF4wW9Q)H;sz?%
zD!{<R$jr>d!pzFb!U9xX3zTPI5o8roG<0MW4oqZMDikqloVbuf*=gfJ(V&YTRE(2~
znmD<{#3dx9RMpfqG__1j&CD$<t(;w4-P}Dqy@EqR!@?sXqmoln)6z3Cvx-Yf%gQS%
ztD0L{+uA!iyCzMZGIiSY88c@sTD)ZGvgIpQuG+MD%hqk%ckJAC=<t!F$Bv&kdFs;T
zD_5^wzj5={!$*&wJbm{3#miS8KYjl4_1pI!KYxMz#mK-6@fMJTcnr;7f<S*Uv9K_+
zu!H=?$W#u*%z`YeiiT`Lj)Clng~CckjT|CQ6Blkg$f;}`^g%SK=pvVxipfLOk07ss
zeMX$en#l4Q++zrT-D2QjW&}navmk>#!}nhrYx<482k)M%yRPnZHuH?`Rcw_qrLPY#
zFZViEYN@;Qws4v0i#59=-@Ppr-MD9Jy3oRkbnY#4lC=&L&T~AmT71_OGgZN9o@tZc
zISaij`(tZ+RyE3IoxgWE_jHXlN3Mmcdc4<pr}O9VR=EH!;Tx%*2Y+4d_4>GGEziW|
zGqpDz7ZUD0cbxgd;@i$sPyMcsX1$o#b;7Lbko$AJWt;pgKShZO%ICl5Uzhc@_166x
zM~hYkS3LC(Rc^9p;uTnZ=4Vvq&;JYucBn<JNysaiy}EbXrkGp)ic@_o^rht%G`YD|
zo>)8Uz~wKeZ9`(R#LHeA`&-XAUFP~T{6B-^`NxshpXF)Ei+`=_3HqcPt$Oy`lIhn4
zO!pWp)-l{EeKIF?wycE&Q#XTj>{Z#HQ++aazLmS+X1BcjX@InLu6pFAN!L`nv>QHn
zh%dCbv;P;Te6Mlvj%`-WwtKb*#ygmqOt@{b%2D#x0Uo)XUq#!^mG*oOx*q%G<#zuQ
zbGMt8N<5tIyVJX;QqAoCyu-3t9ou*8|L}C;J+Zeznp5X5``CQ``mbx*cWv*92TgnD
zU217?c=?I0AOAjDs#J&dtu!hBW@g}2?pmu=^4PF{&c9~)UcNP1#oni`?OXqD|LH5`
zJDy$DpJlIQt5&+prsmDQp!u;kpVUdN-c`E%hRKiI?eA0Mjq58rPukBk4gV*2SE2vM
z$L_C7FU0QObnWg*qiAb~oBtV79@NcPo4NAXqHnWr-j4TI-T%V0`j!9cn61kums&B!
zCR-QScQ5#x)!MglY2=OQ+uY3^i$nf1g#39>tDV<%E#%qr^J3e!UH=<!t9<9VY^$>^
zzbXxU&f4frcC%S7spWXw->3iB`WFoQ=H$%~xL&m9xn0Yj{Xbra>{HnJTd%$7_95f-
z)7JPq9nY)hdH!M9!L=C|qK|WBnH^LPSp2<tfyBC$D}}sQCf&Zg`g6)#-N@B3wY^Wo
ztd8HzyE)0$#$%#v%k%1#64~kUbMxyDIWDQc;C1`oKdzO@E24ZKd0xBrOf%>aYw^a-
zZO;8q+@HEuIu$jyTz&ug*LM$<%UNf({%7FioBp4{p7%dP-TXgV+a_1C+`6`4+nXp&
zCm+5;3(U;62fkVUaqTJX#W$}M`2|H)*6i*(qp_&#&O#2BgoaEr_3z=I7IiUz>7`r?
To@mIoiUcNzb!jZ%|9=wz9G#9<

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-48-Financial_.jpg b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-48-Financial_.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..6a664709a578a6ecb24150ba4c34ad1b7728458e
GIT binary patch
literal 1587
zcmbW!dpOit7zgn4o2$V*8pfoO%NV(fF>a+Kv8hF(-13AXmog|R?d&9_qTMn>mQW`5
zlC6x9eY!|UZFvm2=9XM*XNe&ib9U4|yU*@l?Y`$Z=bv+)?>V3Mz)m;-mThx(aRvwi
z03sUz_5ep9hr{7<SUEf%Paw$2E0T$d3JQuVlvR|-t5<4jtX`?Eu0=D|)1n&dsH^K+
z8yK6JGZ+j_J=+a7bURZE27M_6ArJ_P3W{n(q8eRWU7P-&3qArQIbaKH(FhfwNC=vQ
zz$ZXc_D(GFxxk-=pwJjB4lhTLSCAdxF9Rq9jYeV6SS$u3JI#{q0}KhPtZnXqQ}GDG
zQ)9^V#I$@loz1svRd=>b(ky~wPZ8uP%hgt_)Lo;eZ(zu<w6eCbUFW#P$@!bDF55i4
zcJ21|@%7ucKP2=(Sa`(YBXLLLj~!1)I(;Vj?78zP9Bz8X<;<V5vU%4F3X6(MO3Uut
zt>jk;s_)f2u6t77(D=0JnXt9(ReMKgSNGtXp|`^$qhsR}Qy->h#ItiB=NFb-2ta>f
z$<{Bhf4N997Yc(xWAIBZ1QjovXc7jiZH`lR@W2Pfs8H#Na^%fv`L}BcIu<)8RfA(&
z<S8`9pzhQX?X&FbV5k0<>@V2gu5O@+Mr5CdCINde7uoaa&_-R(@H3;T`o|QSxB+a;
z@RTZ>SW6RJAvh^yPg$DY*gtpaNpSTC+9`KS|G=nCI{6FjUMl^$)czec9TZH4S5A)s
z$a_`q$M<n9sO%4!?%SH&9eP$m^J7Y8u0VhkK=39Eg43z8$UH84fN@pg8UjJY+C`!n
z1OxPz#gd0Jj5^tU&wW_2tPbgR2%1uJA=o=PQvCHXt-LlxVS&fTyfyKGWxTHAYqA?$
z$FgNn?0K_Mc8A3F2J@EBp4W{`^@@?E-2D8wmpFIY?jH`%QaUmd?mmxajieH~NL#ey
zL-2O&`wQL<0mmY^IsV!27UNjVwvwv3ReB4>5FBZDPS0FBn2JOi$21M=y`V;^H5NHV
zHc3k%=(Xe)1~`Tc`maCVb1)n=dVxEJzi)VXHZ`luR~n`<ByBE-pjn(LMO#Cl>aoYF
zI4n^V7qCuM4>Tb=+~0^9>z+oQ<K4S+uX6fF>hY6xnr?*JS<CA*k7s~m8EuOsN9?k3
zTg!2iR!AN<y$@uEHACQty9mK|N>bAT!NV+3uxI)BPSgO|Y5q!H(&#%s2=?(IxEjX(
zy|bi<LODd@*mx9Nq8)SKG!~f|vMvnWxSUrZsSouQvWMn&Lr_t%Sd>xfo8T__exhG2
zhM-c&H#%rvJI%ggxSq&e^n{=$64lr4UqJ}(+vLgEPJVhbTCEh1f9Ee!aDEi0l`_oe
z!QZbDw2F<KNaM5D$fjx*=4y5)3~t7Fk9zP$*^-*BnP28rOkOCQkK!K{2q-E&)NeV@
zX`h^}at5Q_Ty)C!v@zc%a)d&2llOJ{#iDDX-`?B%rR*h!E2;3hwiKqHe58Icp|mi<
zFDLup`Xd#Lh6kSZ-Kw$P!*&`uDXA}s4MiU&_&qH~%xb>>#c9(SrM`e>lVR>OtssQ=
z{V4jQi=?a}_mD|%^K9XSYFe_%Aag$WECit&ATab~m8B)|-m*J{>@%8CuO5yOA>g{W
z*`;jvwJFau7KjDC5D*VstNBNREVd?(Ys^NLU`*_!!9|mutGwbgx3%8N*|3=RV5xD~
zVBNgiOx6iI&7hEKZZv)QYcc=>2}<o%V`Zf-ZXHK|wmfXKQA;Yyf`H{BB`<2c6upRg
p&=&Y>>xxaMIk*Jz+~`!fq2WFU0|Tqxq;!2=N@tK0c?TYL{Q+R4!<+yB

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-49-Company Bo.jpg b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-49-Company Bo.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..8c741f0eebc00e105ccda66539d8aecdee4836d4
GIT binary patch
literal 1479
zcmbW!X;70_6b9h?WnTad5Vm3i1e-u810hJFU`rGNSj4a>i^xFOQB-Pz!J!H&RhDrQ
zBnVcmK@13LsU(OxjEEa3D2reMB19Ge*%buTG-#)t>94l$nS1}-GiS~-SMyxc2Uhxc
zdV2y00szt$&~$?h0E0rIQAi9LjmBazI2}V>9XwvgRNr8Q;VLuI*Q?CT%`L3$DHc|C
zWOH+>i;bOwBZI*pQCMzFx~shtgT6cj!eX&HcpVd6T@$*cxh4HSM{^qxFn|S|;E)x7
z5g<4L(%c0k?Vd>JbHJa0U~mKyg~niUcx{7xC4fP2I1B+tA`u8}ce?f+AP7i(OGkH<
z0XGtDwbziIAv%vCv#aWf{;gBiPEjeDSe%iuiK*G@Zzxn7TZZ!*7ba`%hK(Mc94~L5
zfWV-w+k!(vdC@Vkaq$U>KknlTQuhnf4j(z1_4Bdg+2Z_@1(L#3Ma9yR3#AujW#yNC
zzg8_*)LgH<ai`(#z55RyHa4}jcRcItdahLUt6vQa4h_E^8J(V)efw^1{{6z@vI_$6
zFD&i-1@;dYLF<Ac5O4%~*#*H;wFgc>AT1qH`tDqG<X!_SdIrXjEjnLSk0m?#PZ6V1
zT5(3!jQ-Wr%e2q3e+SF_U$Vbof4fvb2M%dJ4^9Bzf%!$M^bk3r-_v$R`r9ZTB&>h7
zTLawG8c=tS$4Q8^uc-7(N8YSV;S?4@Dp&bLTHsK7gZgRs>2zk;S@A+b&Fqz!(Bvil
zn6kUdCALs?Sp$Y|Ma(~!S+_p)@+KVnGzJe5E8qWwDUpQjVv+M9QxVwtw*F$Ms#~>R
zvQd%A+@dVEa>ikMh3a$iV)5pe6b%6O&Bavd4IGYI*?orHf7Ptz4nh(Qnr7B?oN$9~
zTj!5(S!J{;m#A9;QN)fUL3`XIu~)rn4`-sQbo0J-JlVJBiX8BiVr$*m$wpR-W6#_r
zSld^5Ty@9g9r)U=lt$#EH-+)=TtX&_dC$o=Yb+>x-GK(%u#h2&WmENx4Vh)$x8m`+
z#J-#y!JeC`A1322o_;w)9*FOWH%eV2n7hy<>Mq|%?I|E5NM%xIygGJ^15%u!0qMmh
z=`v-#t3aZdH+bPynt8gG$mL8sKJgpg#511rSWLgt%5yO}o=m<jG<IX3={b>@>LZ=^
ze->WxLDH!w+u&iiO&U+kwl8UO-t<I4vd7ExAFxRFf}^&6y!)I^MTK4`J}<Cm`x*AA
zNp6eC+CwlNP~%!Y>V73{yw~<S<98!HMMAx$AJXb7Vmsp=*T`eV-nSRLZ3C%pivu5N
z@n9{kp*HK4&w;RvvT)xOXRDgT1>N$x?NcS^t!k*hz8Gwt=6{mEAvjJ9nk857mTg_K
zds^vhVLGGqCa*s<F*eTajc~6t*;#4sw=^IQ2`I=5I?Nx*&xQPK_Le6WW*2rDO@+NV
zh7o*d&TIbV@F<dVForJ+-js?e6_US4WVzVL53wxzIXk;tdlq71CX&*x4(~e14*%pi
zZrH&W5jzHhqe+RhrwsB<A@5pIKYQj#RQ5UrlPHqy@a4(ER2mQ+k#B~KBC_0`^uD{S
zqS>^ih{b}XBb_x4d|KmVb$3qWg@`N>#y^Oe{9rOot=M&zQ+<4pEk23tm}3qER&#Ni
z=_$#5k{Z@W`ow69@~+Bv*4OSTtpJ-_MOo@SMLHUqA0P=<xwOh*l{k@nE$KZmiOV(9
w&lLu~sEZh&35#wxUeDnuvWHCdgWDr@P<!;yuaU%3k0eZrhv$+mjigcj0oF`;6951J

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-5-__details_.jpg b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-5-__details_.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..b0ef30775fcd9701ebfe50413da36cd9ec8fbc3a
GIT binary patch
literal 3730
zcmbW2XHe72-pBtT^dbZZB|zv+iiZ*q4d9W35D+wUNB|L}2c=0UB7*cLprCM+UZe|#
zE*^>?N+%Sl5(Fs%2~Bz~-h1cVnfvNK&v)muZ}vC8+0X3mEOmnV72q(qhPnoTKmY(b
z8vu0*&;c0f=^5zh7#SECn3x!uS-II*Sy)*4Il0)mg<!&PA()_`h=iiFh?u;%prDMp
zto(0Es;a8O(i)l<m63`ns>;8bfS8z=SXo&4*x2}#MFmBb|IeZR1wa@9SKv=DNDQEX
zfWQzCwG$9N+b139p8@_I5Dl1?j-G*$iJ9fBfWQIJfWTlHS}+|QE$vzLgR^yj7DC4<
zs`NWO7utbA%$r;JQA#eO_|-RUP?I6DgvxE7a3*FRUOs-9q?ELb?0Hp$n)*eJOFDn(
zUenV@8JL=xTUc6I+c-MiadvTabNBW0zaM}P42pOh85JE98<(2)^jUhw^B0+U`2~eV
z#U-yxYii#T>gpRBo7y`%KXi3}?D;f2LL40%pZGF4Pg?l4xb%H_WtFnEy|cUbbN}G*
zmlp^C|4Zv^{+HN)c|p#+XlQA{v<$zzKr{hofFZPWqDu6fzoQu(yt%}bA2D)YP04-J
z#w4y{LWbV<8Di#<P@R{g{8Ia;+5aXM{{J%jTkJnxlK?9ibar@P2%rrdoW{xI(EN?;
zy$5W7;av~SkstMu-|p)2myO#AjFsneVplTIqWsg8Cvro6atFuKWdB`06V>K-@4g5?
zwz&Zp;g`RE&E{DRm7sWDGA{EOa0_ZhTk^MQvH^iOD1lS~$8mLzk8z5caz_jLLlYyG
zT|qK=aln6b9upi`xxvYTpG0BT&CsbvMn!HJnO*s8kqHWj&I$tLny+22D0#D;jh7b%
z&n3l<JpI_IacTzYTCqR((b{Pge$Dks%M(n(f#XTtsqm*d1fOajFDm+GeA~@w8z}$F
zrERtBz3P1E?QWA6B2r4KF+||Nc1eHVED9;;IOly_mNs~7cnRO`RWmWC6y+MM442^_
zw90C(Q1W+eQOUEOXcU!f{1nw)j3f@NH9L0i6-QNES?3l=K8?nn*0etaXZg7?j$E(?
zkPgCpAE`iC=6nfcZ42Mnt2EU^dZ#&`ENN!#B)fO8ve&9;=w{*?f-ZhxwrFULo7y>8
z>vqjy_ta7fEOM(vS{4|}{Y)JQSZjSXtMFEz3JiN4tAs|EKHuY_0?9B6vkZ6|qeHHb
z!#z$cz+f()e0e*SGncu3O8DL?M`qiMe)0WL;%MCN6GeXQS)sBtYo{BH;ui)<%@^2@
z4afW}^f!3qj&7+v-{94-zdpzS)eSPv%~=lB2shGccg6W5Y)9NYeVb>s?Th64i^4I1
zulOCEQqJ*P`LF?cy4*KGzrf7G$e{#MbMCne=Pkv1!zo+R#4)y@@hC*%4V`_xU_^xH
zwu=nEp1AlcSFnA14L;znjGC4E^-l(>lp%;C)^5=0>S1<Q^-gy5xRxvhTMw%%gA%WI
zq2LVDTkKaZTPhSx^xRu=I+*aW+U*ONg{Qi1&ZoA8W50<=&yCeQGgM9$YZ)V~$wa=2
z&-r3y-Oj3Cf8}jLab=Kyc~+ombL{lY<m7}0r)-i&j^`EB#_Zz<9)m3&B-{H_roq7w
zCVdV$VLAEk_d(m)Tx;wkBN_p>io7HLmVy`gwgpv!utL@L4n+LP`H?Q(`^s2dsjQOr
zG9Plan1;r|qrE<t>ElZnKjr$EoowmS`ahNRMi3v3T$DNQ-Po=u6Q<qIFng=c6NKxe
zoNG4w(>xWc#WlnoGOJM2uN~<-aI$ORSH*%i+N4>vQ;2nF8_3|%INYdo-|lGo5T4#V
z;^lxQwm4Zh(E8`F>l2ZPukSRWli$r!rH*R4;by0Zq`gzxg*zJsT5l}ngou=Tsnzfo
zr0l(zZ+GXeHtZU+0e;SNZ5K&LH-+~;J@cERH{kWE58&6Ht6Mo7mpRfADtNY@i39GZ
zxJ^o>1VBfl<0PZ}I=V&bwU5n%gx+_uvm5%mD$185<gy~SHYGWJIPZw3t$KVA%^0Xt
zO9F{3No}wfnk`})#KJDK!}q-uRLpTY29Z?Y%|@#$Mo@GkdfNM7T*x*c8i^}g>BUW&
zHP&@qSE>AlD8`lGRXVo`b%n)3JWD!Twiv<g=99wi8(m?@!?<N6W?qg8Fs|Mn+vL<0
z+l=x%s<}{785+jC<DgnM$FS}Yht(WiNWLIgN3(Oh*6%UfqV7;+6(an0oM7f=(l;|K
z)6X9ZPS{R*^%T^-@2sB5b?=rFuKCWz1;hkC=!+<Y?&<rsrSPuCIfy$?_2krkbcYh^
zt~(W2`|3O`umi2i#m5bA$rMMKqk<!_Bk{(IMXswV0_!GAxB9j<M8*(%8A5F*-|$|;
z()3Mq1XNp!arfqmd1im0A}6<P|9AI=#&T1l3qy&k$u&dV_LWn~RXHDuzmQAYp5xW@
zuUM;EfzS9PzVCdV0m~k5;M|y!g!|*KCCRig1`GH-jY`A5hT+Y=4`l?xw2Pa=apGNm
zM8k^?q2SJ-kX9?A7y8kX?1Ru}#li`XQvyRp$bE%m;jKZ@L@J==QAljLQ~3$fYZGjc
zy)~NCbGHids1(2X!BSk=h!I>8C(k^JQuZ|8YEi11_8d{QHDF>#3+A?;3h3TiJ2Xm4
z!{gQo5Wgv(Hd6uipQr(w%%7c;FSia<X5ONePDptRh%Dbg;q+UCWKWmP%RU3Ur4Z(c
znTwy=L=TzK#j`w<3WWnjlVO+7CFm^}bA2inyT-6~oyjPY<bzujCc_*E4PYtW?n>Fv
zFWyu@Gkd$hqdAIC`ArUsS`e;xq>G7Xxv#$O$vS!$u>uQCbNJe)rfI{bKsf4Q=()JW
zn6(m-wm<#?<F2k&Sf{n<5M}WVR$GLRFdf=x9dhs^*ZGFwk4wOV1UKaG3)$f5&kvnG
z`xofn;Y+Bz?bWeTzgu;F*<%6;rtsR2hgjo^Rs+yIxO<6Qve&)(0xe$i#hW)JC=S+C
zPp$L;W>wa$@4U&ECMP&Q{bcpg1fbtWR}Y!hW3<@q-1b(MuoL~*ye)(3g##E+{B><z
zO~6n=1(Sw*MoMcg8diF=|9z*F*N!jEc(gJpvUCb7VeHGLHiq6%v4XXEU>+zkag?XD
z3%*{cq5`GmR<5S_sLSgH0wta#Js`GVl1byQfq8uw6ni`ZcV1Fmt#2`zv|3E5oN8;8
ztQjXfwrWV>XziGTE~es5KQ!H`$`*RrSyw>?6h!F;PZ8STRh3j=Ufi2g-jbdd?7om4
z6m5Jt>Blb0B@k&>JB3<Qf3aA^&VpK4*ZxsEHK#Z;5?%{j+-5L6jN8JnbF3=ur%Q0A
zWu>$oj#ut)qvsr6=d)4)=l&Wk266)x_~9NX6#g9~-yi`kpNh$QLIwPeOw%j~P1u4k
zb=#txXDJ1&#+D76C^^v8U};TjtKhi4#+obBYOp5hEaL^G-WK24($9)f7&h_zfRh>5
zO7WLGjZ`2#KGQS35B6PTi~?h%0vQP>x6hs=(b))O%yj=yFL}*OJUg$6F1uq{BT7&E
zx|s>q)oD?|S(tp`l<=F9ta;pT4n*HR*BesLKgZ-fyD?4$D$InPL$5E)hFz+nF${RH
zZ~}3ZsBXGWCqy4uzRA}qN{K3i?O>vygCXZ5*IOKLW%`e8tWWnWf0SO%Ts+n(VYBR1
z|G7}Gtr7?HR(_tJi@iPQAM4Qa@@q}Y4Mmh`xl3&*KcZ{s3j9NP$c0u4yjUs^X<CFW
z&zF_Dx)|)8`I#bN0cRw~49f4uY$8xgoc%Zo0a#WUco$gm>JA@g1H9KQp|@KerByIU
z-<KWlzedl7E5%Azd&xDBFT@v)ADf=tQnC$C6TL(eWIe^|XTQg1_r2s0zdpOM-JlMU
zP|XrBVF-CaBAchM`Z<Y3AVPi%@|UiLRDKpoVsL-Tf(V<v{7&njrLm%5nUWN-)>HYu
z%XB~D<_PTQkGgsfArldaruY-b!`Ir0f!I*4amm)WA-|R0nrfCULEkIz2;qohagq?s
zo?~KlJ<pm6Su6B$8hQdE<=lw2@M^9I@hxiFn@K)BpG6T{8tHf?G!nvoCqnZ5=BE9a
zPLj64Hb^zUAVC{u0VX={J3jcvuYg1q+iEPQWIsRAD1X0i-YVbxwBUZLi)RU`p^&&~
zDd1Jew-Qyxu^(*}wxn=vUMpEQ?1$vO5@{K2z0TpatnO=L@emYZ<W2Kgb!_ZlRj3i#
zQJjd>k6<aEd31WBs~xwymK#g(D28udKeu83NJ~5>d#70nKJ4?5d1$DW_FeB?sr*Vz
zyJ>o&rKH|#jVhT3_UN?D+5U%Loty2?{w@lFxT|@dwExFl96zKmjX%`;cp04Au>XL3
zWcVVFh`b@LysMNF*PpsD?-eVnmR^6@x%SgSkA+|RncHj#m`HkTd^imfcysk3mWU2f
z8$oh+n2+z4Y0S#2s)a>P&(sbW0L>H?o8&*p#30?oKY6a6Kzq^W%mR9jJvz%Ce#j(`
z`&*<dcR{5+)Gf5$f2x)N^5Xsm?4eJwtIaLWaKx{`eZ;-Ygt3;6>|O66C($1pwrtE7
zrF19fk}J4xGQ6_4n|4>PnVB&d9+2}2aO^?Y{ih93Xz6t8;|KkXb252hstXi&Ew`PG
gyCq0deUxdVxXEX`cS~v2x>lDP1m#9w5vG3m2a8euvH$=8

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-50-Other Curr.jpg b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-50-Other Curr.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..4f3337ff80f33574392ced20fdbf8e511299a187
GIT binary patch
literal 1544
zcmex=<NpH&0WUXCHwH#V1_nkTWcYuZ!I^=Bjg6g+m4ls~os*M;i${c)hnt&6Qb?Fz
zL{>^(PF6}rMnOeST|r4lSw=>~TvNxu(8R<<Uft5x!pKI?*u)5A2qPyaCl5D|1TU|I
zk)n*E5y{~H0R}-125SaOW=16jCP7AKLB{__803NOWMu>c1}I=;VrF4wW9Q)H;sz?%
zD!{<R$jr>d!pzFb!U9xX3zTPI5o8roG<0MW4oqZMDikqloVbuf*=gfJ(V&YTRE(2~
znmD<{#3dx9RMpfqG__1j&CD$<t(;w4-P}Dqy@EqR!@?sXqmoln)6z3Cvx-Yf%gQS%
ztD0L{+uA!iyCzMZGIiSY88c@sTD)ZGvgIpQuG+MD%hqk%ckJAC=<t!F$Bv&kdFs;T
zD_5^wzj5={!$*&wJbm{3#miS8KYjl4_1pI!KYxMz#mK-6@fMJTcnr;7f<S*Uv9K_+
zu!H=?$W#u*%z`YeiiT`Lj)Clng~CckjT|CQ6Blkg$f;}`^g%SK=pvVxipfLOk07ss
zeMX$en#l4Q++zrT-D2QjW&}navmk>#!}nhriyF8RXQ|fqDzVvi^IVI4GWnHMcjmQA
zTMS(mu1ockp4YK_qw=I|wrA(=nOxCR+O|<3(sSdYS+<wF8#q-@o=~?57tIN7+t_>k
zXa4v4!!hmJvTH?KM88-jRNQmBoR-il)8pCL@5K2$uR?ii-gQ^2Ip2LF*S~(JY27Lk
z7}cY(XyV*})EOFI)kPSmE}bxI-CE)LHJ`8fubRS8uN+zASh}+E*Ostf)s=bw{AY5D
z7qm2Zp0h4I8gupgw$&*m*W%x@h28P|$)mjPPuV%c_aVYQ5dkhG(iaXlDD73Xw>>OB
zwbC^2KSO!;lKZvyR;PU1Ir&Y-YjN$$hrvp<ub1?=v6m$o*xNsio_hLbv}f+B8wcyT
z4(F{nc1~o%uEpPZ{KF1D-X0U~vq{-7v{a>(;d-2uU+%dmTk*T=Uw;=DuXPV}6}=Yd
z9kRDtJ0Q_f^~gG<R(_}F*KZX0U)u0~%Lcuix6dlx<>z&a?bsFjqS4JG<b>>xKiR<{
zO19x1Q~xtu?VQW`CCy1};WaVu-#50LSh#ia_q1|zjtD&tW(j5X^-tsK6g58=XQxey
zFaA@u-><Fc+EZD3zhu#)M;p5C{ks*`x@S#C`Y}GPZ?F5Tq+Xc(zOsK~*VB-74?k<Z
zT4SO7LE);d;642<FFzg4m%g>>fy2^})jZ8j{xw&5ZB0Gbu20!G?PBh-9Wxhy7VH*?
z=xO3J40ipkDi>OP?`3)X)%gWcId&mZPlDs_vgKMaon_%DNY$P{W8S_UqVuztAGnlx
z)^zW@(+|9Ar}`8*mAzvzu*`RUA9c<AWcq^_>q2-A=JziD{UDkBA8V-MwjCGWt$p`&
z>*a~*Q<Ekf7H0Fk*D{B3PMC2^%0sjDC9~_+f4ZxBxzM!Q*y~Vrcl5K%dQXjI=cVpB
zd-aNp!2P#;b_=epO}Q`dPw~>l$`YXyH{R?n{Bz>Z>ZrX^;xQNBy#1m6Yr5Rg>f09U
z-^$&~d7Ibj$2IXne?j*A`Tjejn^nI~J^HwnLoZj4ODynmQA)yJ?G=lr=GbWM-us_n
z-GfIn&qTj0H#(`XZQHCvnp0FR`&&*5i+7b&tp4O*_2NO3b%t`2D7Q?OXh<2;l0|c6
zY%+8I)*e_iv2n$V&;0gpE_QcExAB`UoN%l>-FjlXU$eqhwaZ5is8pFPN@0=z(tSuk
z@WS)L^G{<_MW=iSdGh|3`p;$REa@+A)lB>3U0SX&>r)PUszhku#gM9cs|$;|Ubcvc
LYiVlB|Gx<U+?15>

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-51-Financial .jpg b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-51-Financial .jpg
new file mode 100644
index 0000000000000000000000000000000000000000..0215b4ed33f5aafdec3456e86d8c49b1241e378f
GIT binary patch
literal 1353
zcmex=<NpH&0WUXCHwH#V1_nkTWcYuZ!I^=Bjg6g+m4ls~os*M;i${c)hnt&6Qb?Fz
zL{>^(PF6}rMnOeST|r4lSw=>~TvNxu(8R<<Uft5x!pKI?*u)5A2qPyaCl5D|1TU|I
zk)n*E5y{~H0R}-120I2_W=16jCP7AKLB{__803NOWMu>c1}I=;VrF4wW9Q)H;sz?%
zD!{<R$jr>d!pzFb!U9xX3zTPI5o8roG<0MW4oqZMDikqloVbuf*=gfJ(V&YTRE(2~
znmD<{#3dx9RMpfqG__1j&CD$<t(;w4-P}Dqy@EqR!@?sXqmoln)6z3Cvx-Yf%gQS%
ztD0L{+uA!iyCzMZGIiSY88c@sTD)ZGvgIpQuG+MD%hqk%ckJAC=<t!F$Bv&kdFs;T
zD_5^wzj5={!$*&wJbm{3#miS8KYjl4_1pI!KYxMz#mK-6@fMJTcnr;7f<S*Uv9K_+
zu!H=?$W#u*%z`YeiiT`Lj)Clng~CckjT|CQ6Blkg$f;}`^g%SK=pvVxipfLOk07ss
zeMX$en#l4Q++zrT-D2QjW&}navmk>#!}nhrYi{5Ex$lxrj$qu2-gEE2E5?U?wQE{b
z91xzAcWk<s!>PL*_Rf*n3vQqO9Dh>x&E7L-%K8`av0Co2T`CuJRw?g1r^exr5^H|0
zwhalt|DS=eZP{GWo=<TZ`)w}my*K}l-(jOewtjY>{w=<@O?2uNqY0<n9A!CHx4LRC
zTXWsPr|((m)~(YX{(IvQ^Oxal@WtF&(yX)M^786yjqA5m9>2iDe`tDaSS{P%@bwe^
zGn`s?=(URAuG(t>?w3WauU%jC=Rd>4{Q|G-x{gotb;@=6c8Pmwo5wb9z8431mIyY#
z-62=?InYLYSMHu$Q;#ir^N?q<lZeDg=7yb5s;aN-aSs(wt=?-@bM#D}QCrX&MwW!;
zdz-d2e~Z-na;eTcolWOI!+A4F<`0(gt?`>b?>owVOS<G=)X#Q_pBvAnoRyg__4ody
z!c82`wMEZ=N`=PGQJc2^gWUWEyPi9#;cjk{VG;`8MW-(D%Jt4Po`3Il|6Sq#47y7H
zgzV<>U)s8A>9_g3f3jpYd9;@lEj+CFm2JyP$yh(>^+$Qvtyo+AuYcW*m@kpdw=IA5
zp8mD+&x>pS8EU3YbDqEDjz;3YLx0Zx(zBO3w|j4<Np{Q5Y4+Q1_(-paeaew=pnCo1
z)k?pvy^i;+yC^<6H+QP)@q5MpxPM(&UM*SdXy0|eueXk;`-^GbyN4UMR(IacQuyP)
z;rpsxu6s5f)IEFZ?ap2Grq_QrFIxYA;cwQyxr|qNs@C4rk$AtY<?oH_8;_SM&-r#X
z=en!)m8`|Lm;e0FF#T&*)GLud*AkJU^03#c@0PsIf9CmZsbqA>jK`<r-wQVSY~Os>
zsxxQy>F3s8UIdi9b5sdCw))|3U)LztE|Fb2YoBe(JIC>$??GeN^4y0Ju8&Ta%g#Qw
z!l6%ti^<Q@GI>t&*Y!#jSzYTU?%Vt2{>I7OJC`r4Kf&z(pJ9E;Kc_946I~{_OmtbO
Y>>wIa!Zbf_sl}&*?wd@al>grZ0MGkO^8f$<

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-52-Mr. Jones .jpg b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-52-Mr. Jones .jpg
new file mode 100644
index 0000000000000000000000000000000000000000..69cbd6f904fdb8a419f6ea929c7d7baf9c508011
GIT binary patch
literal 1184
zcmex=<NpH&0WUXCHwH#V1_nkTWcYuZ!I^=Bjg6g+m4ls~os*M;i${c)hnt&6Qb?Fz
zL{>^(PF6}rMnOeST|r4lSw=>~TvNxu(8R<<Uft5x!pKI?*u)5A2qPyaCl5D|1TU|I
zk)n*E5y{~H0R}-120I2lW=16jCP7AKLB{__803NOWMu>c1}I=;VrF4wW9Q)H;sz?%
zD!{<R$jr>d!pzFb!U9xX3zTPI5o8roG<0MW4oqZMDikqloVbuf*=gfJ(V&YTRE(2~
znmD<{#3dx9RMpfqG__1j&CD$<t(;w4-P}Dqy@EqR!@?sXqmoln)6z3Cvx-Yf%gQS%
ztD0L{+uA!iyCzMZGIiSY88c@sTD)ZGvgIpQuG+MD%hqk%ckJAC=<t!F$Bv&kdFs;T
zD_5^wzj5={!$*&wJbm{3#miS8KYjl4_1pI!KYxMz#mK-6@fMJTcnr;7f<S*Uv9K_+
zu!H=?$W#u*%z`YeiiT`Lj)Clng~CckjT|CQ6Blkg$f;}`^g%SK=pvVxipfLOk07ss
zeMX$en#l4Q++zrT-D2QjW&}navmk>#!}nhrYj*cKJ<Hy{>2h-Klm5RYm!7AjU+(k#
zwqmX;Ynj@ctWaCCkLz>ig$FE6on*uBnq<E;?6=saN~=B2H=_9eX>Hz;?Hl-JiDA~n
zWBY0rH0MaqeXhQ~IOfxO`%KXj-)i^lIk|h^abMTe+V05z3=59b|KPCyv1)g^=$Sy#
zT|1-O?@l;mJ40^9$+ZiEg31cB-~E-=v{yR#GSW_l;l+g0*F0w~nebgF;<^3l4{NiI
z%GI?O>M2aBwF)=l*T~C=_~dr)^}LFgfuWzy8CPqs_r4u}z~8+%YttA0pX{gqGsGL$
zzc{w!KSN8u*ZUIpjh)B8tobV)dpTj#M3tSljy(!vPL|`IWE~cCB=FnDn%C)9E4gRJ
z7cX73GAiqu__^e5yLz9<ADm<Uq;mDv>ypQ^K9;*KFId#2)u65K@SkBq&Hk^S&Hwde
zU0Ji2`Jdyb{|wj9-2Y{`nzLTYuK$bhosIR&Zod-Dom!~$S!VU&g>M{Je5qcUm(z7e
zAWvc9!YO^N)Av6zsF&KUv+*GJY3-I?w#d#0T<0!Ky>%&jdC>gqxywUso#wEff57-B
z(`0Ju>D_*hUS);Ff2&*hpTTjb{Rb)g4{N=&BQFQv`_G_u{fXJS)c*|WujYS|p8TJI
zaq)i!u5%aHY-Qgx;rMEs>~EcJ7nx*$(K7M=+LEoTYuA(&N<2Du>CJO>n~f^}mTjnr
z*ts(HcKnt<dybx7>5{Rpcy*Te<hWK#!5!RkwO)<qA4hEoj6O6c@x#I;6aU`?0E6oD
Ao&W#<

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-53-Industry &.jpg b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-53-Industry &.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..e5b071636be5382d2d3b6bb60d6afc545112df57
GIT binary patch
literal 1482
zcmbW!c{tR090%~<Z+<i8FdgH{Xe39*Aj=#fSCnI@bw#e~DNz(1L!@mjE$!N{gPAhV
z#=1H%o<|eL*^*LPavviml_44;3^Ha%?X&wl``7NizsEn{&-ZveU)g}{6|mXWiS7h|
zAOL{!2FQkhy#Pu<0jYpMA(2Ql8im2CY``iiV)07Kn^ZJ4w6<w#5D44#Oo-ccjCBbF
z19OtGsTq|@)goHjSdgtvC{*(LAs`x!#wudfH*8QRYZJ7||2eYX02~T11*{=Z2Y}%~
z2nWiV0WJAE5#Z+le+Gm>aD)O9g~lk#3o14PFc5-Za0r2b!{yai<m&(&hfvZsvsX~|
zJciUcuR=~>=Am>Q${SU^IzQ-9j$cSbW7M{&<282Z6Aeg)RN5|c3(MVm_c=N_yU<;|
z5Bm5X^79V}J`oan@>EzjBP#l0Ozfq&tKTOjU;E+5l#I+Q7W>A{Y)*bbVbSe7ckdP7
z=RK&Xtm0SKG(Bp5{G{dSv(~Qep5DIxfkDCO>o;%5MB@|hCTHh9&Mz!VmX=r6T_6B`
zVaew&uz$F4au*B^hv3L{7YK`y4+sZGXqzc0*?S_7ombW&C!kaun0e)mXkCie2i4;j
zIx%W`)X^QY>$K0Ze+NtaU$Vbof4c+#76Rp;2jKuaK(b;`YGveI+PFAXJw8a%Hwb1i
zJsAlSmuEAX{_PPo^^!{cwpJsP#@iJ=q1{E<<M!&DEetk>j-byZ?*7zWM#GPY#neyH
z9KTu7GhJ~SISzJ?ZrfDko4!+6RM#Y8sj_QQhf8N$?gh4JxHKxo2HlUefnXqh;Z8Wu
zy`isl#NE*Cj$sIt<$<=4h?hFWZ(4<sx4ub~@BE2TL}T$@4h#ozn_Z7ec$Ctc<5+Zy
z?Ep8>|8Z}jImUE{<2f5L<!jZgH;h>~i7(mJ>0-SueYT)$rO5@V)ZuugqKT}hNL|aa
z<mu4}V-Y{TR%wgfcWu6%+|&l<nG8^*GP11IEHsnSOQ)Q?IoCBgeKMdwzQg@cUZCTt
zvJifq`Om{a4ZZPttL1mwRbmz_XWTpS9>TyX<)WVJuNJh^4oc0^Td!$_%<Ap8aN}bL
z@mDrFPXx{tQyvI-(qiF(cqYeUI=B{B3pB??J)L0qkuF<BXPj-QKiglknpA$ddH=%!
z-lINxIl*oCmmIUDk4s)tB#dCMbye7DV-pQh?yqNXS0_<zp~Z*8hGxdQ#`v)wRoS#x
z7ad!yoJ{R79sKC}zWJrB<TL}p#0nv`WOZmR??rBQMalijdda(`h=?W$S=9Hf5LdzP
zi5iLxieS5h8vkyU1jnB2=S=GEOVdj;g&BZ*-XokD5t?nK9j04PI9yBjOyTCY_iH%v
z=xgPNo@YwOmfa_f!acJL10uy-som%kR!#wJAku{T2vMhSd^(}W)SG7+S-A14Rw{8Z
zxj+W&q04}o)uXFEVVwc4nGA;4>1nBlnA;wFxUT0wMo_AW-w}bmPVE6aRLpFAvAu8c
z*6GEayGDlU&L`Q96V@u+5BnD;4(e30qdqxUmu#a{T$*-1M-mFUWk83P$Ey5>*Cjb5
zZ!U>mmH$riz8)PwaqK*i%1ri2fXAhbMG<>;=DfXS>z0XEE1ohmQM0~&fgz;vq+B~G
zxUi|!Zq2ZuYyY_C!x&!92tLInKj_N)V>QYX1|`qEN(q6!58c0_NrSd=mEuo@+sz|#
z*JQwBdG|4L>g67pdfqkQY%KEeWs$2Po2~uC*|Nlx!H$UAqWO6lpgp&oD;xX+qzjLf

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-54-Financial_.jpg b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-54-Financial_.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..041d96a534b3ea596658646b7b5a2bc20eeff2d6
GIT binary patch
literal 1454
zcmbW!do&bS90%|_=FMmg<GJ#h@eEsI3L$TrEZf8o>2y%&q1Gs`>a-|HSy3}YDI&$p
zoYjLSSrR6;*NkT)&oX9W2B}elogKAj_niG}cfY@L??3l<e&_c&S23U%1sYrY$bJ9<
z0RW;bpcn++0EIvx5pWa|iA1AOsu-L)MokT)uc`G7Znc52(P{%jLlc6%rHPp>-q6s>
z(b{(HIueOwZ0YRgM0B-xAQ4xFK+tG3Mh&B<uC7NkH8dsu=O|hL76n{@9TZ{)RIm^z
z7NTea#>ze6kS_s$2BHFm!4XIlT2)Qia8CoMK%h_+7!(eN!Ia&{mG1zCg=?Cw^F(M-
zqL5~ZIATUYISTJp_egsiZ<gQ?P0K{9>gej}8<<;IT3OqW)^Biha^C3e<Ll?YnY<-9
zgc=&QJv<_2_nz3e_`Um*4j)NQNli=7I(aJlbk3RF!V4GajH2R8B^B2zt8P@^yj64i
z&fR<U4fi<@S|7KycW|F{cJaG=di(kZUJ1s=-@Kg=PKw0u=HAbL_$XWW^jW^*f&l1O
zmh%1z`-cmwbg95#P#AK>1yM;+9w-(DH(iI&^rRr861B{T87Q1rL3!OHG~Qv`tadbw
zr>a9BjhWA_(7wq29W3*I$^L@<?GgYC6r%h*C>FSb1-VtFiH4^r9<r~AK0e&Sub`{p
zxmoX+{vVi<NnfAa4f6*l=w})-N{u2`aSloIgQs#e<-&IUnnA0C@k=sh-wcO3pa2>z
z9Y36i5X!{lq`f2TUmLZa9^g?)i`W=7Yr2r(H$q^iC4b~bNkXSm>w5)vtZY~l=O3cf
zpS8Ip{az8sk@wa-DT>^aR-%TUtk1~(ji?Q<{or!FTg{pvY+iN0Tx8KtX~<i?!rZYd
zfWs;=zT<lOs;v~JHJu(O4q!J6VghYUBF0B=If)Gru)3xD3$>1O>cKu`F3A{s(@o*i
zG@?!RshH#16Yag9E;{%XRF|4HCKjeqx-B@dRWGJ1nqGaBjLeAN1q=^8bGG#<I-4Y`
zts2Z9VitSnQ$nXUOi~Xw77F-XI~sDJ)_zoUnMbGV<>cDru*6*v=55XcpU1LMCZm~d
zp6ueF(hKKOtk=_`Jz!;k?Z4=2Mjox}sn99HJlB_0eP<*MdW|uvJl7{}a`C?Y9Ph-~
zYMQ?+bn&0BWr(%!-Q9`@1=oBhf6-&s`u1KW>|{Qaf8eo43hZ_cw3noo2J$7g_ThGx
z=RM*gvsG(S^+n{!ki3JWyrA}k*kUeC=xkEx_4!-!Ylm*V$*GVnk(<hI#?OU&CPCc=
zo(!)H@0g!FT%|+azDLU++gHdmx_E4Tf#mIv9FgNHI`@UFWRO+H7_!^Y-Mo|BOzGcv
zG5G<#hoSpY7~0lptGPCe(qM8^CYD4z(27uixU}Sc1nuYH{dAjv3-@Q!k5r3Zo((h;
zSVjpC3@<5w7VX5g{kq$Go5zfMt1g8dOUYqzV<WTV2`uL;u-cw<w*|g@;rOxBvx`qf
zQl?}k8XMVK*s)5&COU*Dz?c!=U9|d;0vrpyqCH|m63$pvzqhM=9^>7}x4qG0uB*dn
zC3jUGZ5`9i;Bq>b_6NP8@}vn>nSp*UD|0B#=}jmuYu6&lc)r7Z@hwFb?>>3*#6k<x
zns*CDvtWrwgoKh%=VfF7|Ippk-AC8#C4Ap8jWfJ`Ic{$1Q(w^%Uf{kAWhuZ+F3)Fk
a2bSu8O|P07+{!<P+k+FlhvNzqul@jYsf3#V

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-55-Governance.jpg b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-55-Governance.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..1e1bdfe5f6bef75adb2c6834cd886a476649ae3e
GIT binary patch
literal 1520
zcmbW#do<Kp902h9GjB6C!wj;<c%<=)43$u`vXai04NXMHib~`--i7rGn>JQnX|}Nv
z!boM6N3u1_E7|cVg;623s~CnN&Fi<L_OyHUuigFLbMHU*d%pL6zV{+S$QV%HzSVsz
zfFJ-M<p9VCZ~=HM7Kg>)aX1`-fLA3^)JQ}kX{Cnd3JOh^u20j|(=%9Q#V|0kG}hBI
z-C$<9*2d1xj?UP)$)4$CWoyS=E&>q<1QL;?qo$_AG}JR>{^vki02vSLfjtT`0xDz(
zMTU?zKv&)q1APeaXFw__GzN>q6I6-HgnD(L0-;bUXcPv6Mk}+wRqg{c8KYrn<BZkZ
z6^Jv6q%c!*OYp{9YVS}z`^Bql_eZ4?RJF8qR_dCpW|*3p+pSx_!G5EI%a^WO-L|=J
z_wwG&-s9uDHz@eP!9yX3L!)D2<KmAVOGx|fMEc3^Pi5rgpD8%Y`SBdLwCrMeMJ2E5
z(zWY#^$m?Tnr_~0ZENr7yw`RA!NY+^j|Yc_h2zgBUcCJ6_sLhU=jPwMU08g#^j@;;
zf&l6xOSyi8{li68x>V3;6dJeef>h#_6GcX23~jI)&bx4dk(x%#6g*{1Zb|JOg0Zcq
zn7TizUsY?B-MGozGVO!x-@#J<m+TYlFP9LIP>}NRP-MUY?=rh@90}(>kF(Gn)1c&c
zwTvZl%jNt7@@~EilaGK?)qAsY1}x7H-Rqw*cj2K^@y0a|YQz1$&g%%P&I<K;U>59>
z8RKL@?R|RHVIlNxd1+m}B<Wq=ykWz+lE2p}lO}gdIq(vZfdEZkSZIa-7n4o}l&vtz
z7EusTk~e_>(1`%DKLY$YZ>(h;1mtTwD){3950TV*W*-8^EQ@73=p%~(Pnr?X;>%j%
zb}RZlBrC00ViG(@fkP_gBo2KE%Ua5SKb80_UJkc%Gi!$GYCDqqD%|kpqNmP`<4jko
z^O0Gr`t<syffr{j0?fxy8fu-4v=oJa`siep=iw&nsT#JoUt$q0=oP`@RlEhM)J$z)
z#Q*AavUqXUkD7hagVs<G>m+EfpJ5!_eB9BiD&p|xi|~a_U7Oph5zrUN605^=yQ#k>
zocIYFmK9|>q0_yN*CG#5jBxGzGK<!SSPo^6YI}O?pEwhRIU;uB@qREH@W^d`-vo0t
z+^3`I!ZJmAW`GP!pKx2`^~$oe_)8>K$IbBSNtSudvDk<pToH?ya{<b0dkf;%X|(p3
z&m_Pjqq3Z++XxtZ=G}mR+_O@}t#L(!tJdf|a}*x@g(aB0B1Qml0WLIOT^{{d+#WqX
zHFd1QhwXQ2z)>AI_Baf>_}8&*iw@EpMBn5M2Xo(`*5tUW>X1)gk+6NLD{0n=HMiUD
z#kR|PN`i$+cYDYN!)rQ)xtxfo>Osb{`dRC}&x9t|GDVs@=37sDy%r3qa-`NC2q-27
zNay+EK9Zo&9AY7H+qBTacUZe8POVPX-KW1c%+dRzXhZxOtNMhbTdtR$aHjW2_DEv9
zx{rzkPZ&$`zBuEDH>xfNay*;&?G&jRA)xazY4eyux?+~z=Uuok`+lMl9vwu$^N`UR
zxR>UrQ1F$1ZKq9Y=zX^65Fehp+MNAG<8n_B@UbaY#bHS|vji_E8@((;GJdXQ#Web-
zOu5GN@mF6G@&yI7EQhY*uWp5VhK+<f8#0Y59;YRP-XuxBD|NS7N9p!`PC{8qb>`xx
zLyFWnc+5a~c9k%>C^{@LGB)z)^}5$3sqNPbCKJwgWSFz{2~}a0g)lFwY-fh)m2}E3
JR{$f!e*oXBuv`ED

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-56-Emerging T.jpg b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-56-Emerging T.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..529bce7e39033e1ecd5aa3e8f2265c65393da480
GIT binary patch
literal 1441
zcmex=<NpH&0WUXCHwH#V1_nkTWcYuZ!I^=Bjg6g+m4ls~os*M;i${c)hnt&6Qb?Fz
zL{>^(PF6}rMnOeST|r4lSw=>~TvNxu(8R<<Uft5x!pKI?*u)5A2qPyaCl5D|1TU|I
zk)n*E5y{~H0R}-11`7rQW=16jCP7AKLB{__803NOWMu>c1}I=;VrF4wW9Q)H;sz?%
zD!{<R$jr>d!pzFb!U9xX3zTPI5o8roG<0MW4oqZMDikqloVbuf*=gfJ(V&YTRE(2~
znmD<{#3dx9RMpfqG__1j&CD$<t(;w4-P}Dqy@EqR!@?sXqmoln)6z3Cvx-Yf%gQS%
ztD0L{+uA!iyCzMZGIiSY88c@sTD)ZGvgIpQuG+MD%hqk%ckJAC=<t!F$Bv&kdFs;T
zD_5^wzj5={!$*&wJbm{3#miS8KYjl4_1pI!KYxMz#mK-6@fMJTcnr;7f<S*Uv9K_+
zu!H=?$W#u*%z`YeiiT`Lj)Clng~CckjT|CQ6Blkg$f;}`^g%SK=pvVxipfLOk07ss
zeMX$en#l4Q++zrT-D2QjW&}navmk>#!}nhriyD-EhwlILz5Cy9k=j-F|5YFT&rsX-
z{L5-zF<GW#*|)1zGX;1*D?RPM@^vj|j){b7mu9ZXmr21LR~I`(zl_<i*3#A6Z*KLU
zPTyJbS=;|J%==h>KWSdyB)umIhp)(7OWbh5^}<%OX-p5>9*R$!-SI1M!Lf<a_uQql
zl<s+nh9ofVUa-2?vv|es(wnV!&qisiX}OaBzT0zo)S=ud6E>Y!j5n6`YT%c9wyso}
zTg~iE$c9U~U*maSuD15rt@Pm74HdyAyOyxtd)?WU#VnU3MUF7Fh8;-YbFlAN<G<<l
z(Pc5d*{ny`K5f?C!}jn714o|aL6)>Fxm&(nEsuL8S5!IwRYGK>&6c-wm((0z`Db<0
zq;4;n&fWUHCfEJ7qmJlZ)7{sf^J~#7mXpt#`0n1<OyFRb+o3jd(SL^3`~EYmzq$X5
z*6GRqU5{Qxn7q!Eak`x{EBj<9bA3s|B>%M;8Rw>*Rh#qe*sapPFXIhPY+|ZRI6nD&
z%(W>`_O2@PuKTrrr{dbP;jte#J(pxj2~(T9D(dAl!-y;)-8J7%Kb@$~c;JE2ya(5o
zEiBR5^16HSe+He!X>!kH>bA~jn^^MgqsgzW-)Du0Gc03Ho>Q}RZMuHO-gz(U_@C|O
zz4wd%vT=ER<%-Ij30^Bj9Ivw;dam1i<K5$zQCBBsKfjr6pEB)TcE_^jGd*W}+Jf7d
z8Ojo)&KwNcEW=>r8z=jFTJ_!g*9-cNsV;pZWwTvu`a1<)<I^JR51m+3Uixz4oTMe&
zW@J@eii>W_&3%}0WJ!X@8Mne$Z1?tk<!xPhZfVl=$ywnOfBu}{Hrs5~B(J`ZZ$~|X
z9{XH*(;Oe;&wALzM@{?FHlrm8{7&{#&${R9<n2AHyY<id^)I~saBh7%%iCgc*FDdx
z%bm53_q<^*eC57CzE}R%=lTos0sk5H1^;L0TGVx`Fe}gV*1!2rg72&@EG{msUw&F{
zW~H>V`I$?s$Bwa>yV)K8u=>}9xm&WAZ0ntu?$ovV`aI4*y&{1Ual*T+{xeK%)IIev
zE6AD4WtQ0jK@kn<;06B~8bfn~-o5&CLB-1V)0s&s6Q^-Dgf{;BekIT~UE@^X)1tDU
L^%LeD|9=wz!0&Qf

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-57-### A. BRO.jpg b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-57-### A. BRO.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..accd6859e6d435e81953b7a3029eaabfa9b2ee16
GIT binary patch
literal 1561
zcmbW!c{tR090%~<n0t&EOpGIU#8Ad0GH7Tpt;n$>*FL$LMQntTc9J%V<P0@*IF=$)
zZX<1nD_Mk`BNMrXk|T*QJ8GZZ=h?q@_x*Xk-+#WJ=kt7C&sQ)YcmqfrvZ7i6AP@k6
zgart=fF*!{!Qe0`0uF~Gkq8u8S_~~JipEJwiAyWWDeX{{Q&3P=*V9y1#j7bOXzkmD
z-=j|?5|uQKO^pa7Jp&?PYX}I5M50B}vSMPg1Qi7p!heq734lQWCIATxQUydXATS0b
zXatmmdqP291N<3~2p9r|!4XK5sIZ|*0uTX#!6Fba6bgX|yP3jw0D^%^s_2tpQVw2l
z)evbyOlmGd&7$ln*0F0|-M~BaJQB5CMiwWhu~SoPmo{;);XWhd{gwwQR@OGuLr%`$
z(_D_ay7~C}9jE{3A8;xxJc1E<I_j4Tv2hnK#V4etU(LwOx^|tFmtXK}VbPtt#pM;1
zRn;}MoVsTXjZMuh&s$$~_q^)u>mL{#8XbE(J~25p&7WCVT>7~DY31|k+Lj9hfWNVX
z_cz!-To|EC1Ofp=;9D+`2t#<l7zk8FA0|n5fO~~VsS;uk(iW+?Wlxc629EPs@6ayP
zc6H*Y#=;iutL)#w&i^mjU$DPjLjW2K5`G>S1DFFVYg&2dP}=O=C>Arj<Aq0}w(4>O
z2{0>saKH3}2Up`&=iZ4PiA=tJg6tEVu}+&eXV&FYlm=t-40D`wlt0Zr-mEkI_Qt#M
z)ZifBLEVB1oKO0>vosQ$ECA$2%IcFgJ4~*XV_PhH?JdM>Nly8m&Rr$uvx_q*7rX-n
z%OO*wkHGBiCs*@L1VAsd<km{HA+ImLUwlZjsyu<)Q5)1<f=sm1t;L~1%T1oWL2qh%
zj=RUBZStd8`<q=-8u$rQ+XF9Oj9c3X*P*h2^X|^*Bu<A7kfGUK|IU`9kh|U&9g)m5
z)uZbY4T(E3%;MJ4`uN<FonLxXm<=YEB?yr%qxLTs1b~#{<C#tFPF{~WJ5X%0wn}DS
zwWY&#mU5cMYb&hJfwS`-B8|TN4n^Dse=oG*`#NQgSk7Fh@%ky&p6;o%<VD^BH^}q^
zhJo**V5eEoV~4}d@)g@(3{!&&-Q!kA1%RvJNWqS_W~1@G_DKOyW<RkZ0CcP0_AAi*
zs+t}ZT~Nun9qHIbwf~^_$Xu!^w4d>F>7Z-PM#P+LqHhmtqV)Y-=Gg1q&Xu+`LA#ZM
z8%j<_;?{L;_uSVsX!DAa_Ot-Q$gvsXR^XakY`UK)zb-a=nEye}X2cf166dguY=pAL
zHEYimFIlts?f$5C^DMpb-4(kQmyJvpJi^SwmHhkod+8N5-|4Yu+MZwH-wkxC&)A_O
zf6%(F7B0W)OzzF*avvQt%vP7A(gT9^eru7dOk4?)z_p?h>bIE&I@zV2CQ%~#Q}9wu
zmboq@d-HJn&66f$#k|I~q@pn06Q1k$Eb;M?UQ0$D-M|#C=!agHO6Jg^*QWTjl9_5a
zyWoLmXVDOs$INrTLGW`NVGzg<b2~#i%`#pt--`+PDSVWwv3TK#JRL@wzXrj4_Q5i2
zc^et@NqTfjcExO^3r%tGPElBQbbprjm>WAl0NCB^8*!&lCwkOVY|J`9X;L=^p3ZQl
zk|<%7w5mJB#hq&c;G7{llu+)m8juy$K746rR%Y<oXw36gZD4)&lwC!wj3keT{o;IE
zi(-5<CG5zVwRAUUTG)eP$;tG`%aa3FPtXHsPE@>0wQUIlc0g>!*QwY3qv;hdHQk55
z`_}d03o@-z$0XqL$sT(g5$w7I?a`|f?K1R@h`=Sdd`?s5tq?{q{?o8^;cB6)+&DDN
d+b$wjQHGS$ZwG^E<yGdB9cgY?bd&^xe*lAbtv3Jw

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-58-Senior Lea.jpg b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-58-Senior Lea.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..7496c1b1b46367ee5b4c140043f4b0b378a1f75a
GIT binary patch
literal 1464
zcmex=<NpH&0WUXCHwH#V1_nkTWcYuZ!I^=Bjg6g+m4ls~os*M;i${c)hnt&6Qb?Fz
zL{>^(PF6}rMnOeST|r4lSw=>~TvNxu(8R<<Uft5x!pKI?*u)5A2qPyaCl5D|1TU|I
zk)n*E5y{~H0R}-11_K5=W=16jCP7AKLB{__803NOWMu>c1}I=;VrF4wW9Q)H;sz?%
zD!{<R$jr>d!pzFb!U9xX3zTPI5o8roG<0MW4oqZMDikqloVbuf*=gfJ(V&YTRE(2~
znmD<{#3dx9RMpfqG__1j&CD$<t(;w4-P}Dqy@EqR!@?sXqmoln)6z3Cvx-Yf%gQS%
ztD0L{+uA!iyCzMZGIiSY88c@sTD)ZGvgIpQuG+MD%hqk%ckJAC=<t!F$Bv&kdFs;T
zD_5^wzj5={!$*&wJbm{3#miS8KYjl4_1pI!KYxMz#mK-6@fMJTcnr;7f<S*Uv9K_+
zu!H=?$W#u*%z`YeiiT`Lj)Clng~CckjT|CQ6Blkg$f;}`^g%SK=pvVxipfLOk07ss
zeMX$en#l4Q++zrT-D2QjW&}navmk>#!}njD3@LL0BMKsqu8EC3U$d{I(C5NYZuyB$
zA3SAG+U>hK*K@~~MeA<NHrH5_kr=BT*>vm9hON8Y?K~|7H$8Y-d_kZp<a_ybw$E?O
z1dn}g<yV;`yh))dU1n0PmT1c4XHm<u^Vd&^xwL5G)16mMu6%y?r+aniGiNT561g2J
zPq=1>?VOmSEOse3duEX8l;SOhzYl+S>3@5v*saWUjm7TD7AMZ?rfhFFd9N*a?BY2~
zajxfQcwg_{8*%a7l0BCe%u3>E5lylZTGCW6lh$!%y1CBPUGM8Jmb2VDvp44H(>q~O
za}P(xX?Y!yd@zZ9qIp6QS0A6@tQVbJOC~p1s%<tAi1su0F}Pl|=lKi&)BhRz8Utf3
zPZ{*}SO2Oqy%TiZY1>2-^Q!K%ruXMpKYbYBba74Q#JLN1eeRjR)IaTY{`&ZXnzz2Q
zs&&kN9I((s-pM|yZ29kAZ{Iy{R1NGe9+&^|A!>D5`qig9nyk4a7i^!NFe!4TbOFO8
z13tq!rEByazWcl6&)3V(e!qU=cWmDBQqg5|O(s2PS{hot(}tCKr>W=L1<i*(I<DB+
ztJG#%9`iIJnI(CL#j1kL>EAAM9&KH-Y5CpE^(hn9UoQF>e74LqVoM44_P0WuOX3}x
zRqF3YyIO`6?Vfb)ns?k<z0+&k>z=AzU0(60{i<lvF`kpD8dLgDGyJ~pynOAZm){;;
zX1jk{E>iZojMV1HD)Dz~mv6GoO|Llqd*_|~i@7e%QT1CCRK9=x-PQG%q{32r!>l{E
zte&wpMDm_d_vF4kp&ogr77BeL7q6&fiPm45zChy3+A8hLpglXM%=*1Q<k+?CmT#kS
z{hoWzmG+5f>V4$DW#x^KckIizW@H4~RN3$={C#tC=6{BJ#k+r9Tz9<CZlaCZMUzRM
zEm}*Mw@lo<^2=GnQt6`si(Pgx@Gw4e|IctV+^TDN>?z;9)|Ef?Up;xNJ!|Tz$m6w{
z>+h`*>n@a$jJST5bAw0uy#3Q3M*U~FRlffV>+b&y`zQWq_!ug>aL@F(?CF=EZEy3g
z?Tfwebjs5z;TyBGEv`<{Elt1qZ`JJ^a@*8?=dJ$F;86OX;lR@W3|wjRWxs#hdiBh=
lrhA%;eHu0D=N1_s-zYydJ23jUc*&jF+n4_o%{Tsk696Y^f0+OP

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-59-Financial_.jpg b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-59-Financial_.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..0611900d4ef770cb26eb265099e6ca8df94995c5
GIT binary patch
literal 1462
zcmex=<NpH&0WUXCHwH#V1_nkTWcYuZ!I^=Bjg6g+m4ls~os*M;i${c)hnt&6Qb?Fz
zL{>^(PF6}rMnOeST|r4lSw=>~TvNxu(8R<<Uft5x!pKI?*u)5A2qPyaCl5D|1TU|I
zk)n*E5y{~H0R}-125SZbW=16jCP7AKLB{__803NOWMu>c1}I=;VrF4wW9Q)H;sz?%
zD!{<R$jr>d!pzFb!U9xX3zTPI5o8roG<0MW4oqZMDikqloVbuf*=gfJ(V&YTRE(2~
znmD<{#3dx9RMpfqG__1j&CD$<t(;w4-P}Dqy@EqR!@?sXqmoln)6z3Cvx-Yf%gQS%
ztD0L{+uA!iyCzMZGIiSY88c@sTD)ZGvgIpQuG+MD%hqk%ckJAC=<t!F$Bv&kdFs;T
zD_5^wzj5={!$*&wJbm{3#miS8KYjl4_1pI!KYxMz#mK-6@fMJTcnr;7f<S*Uv9K_+
zu!H=?$W#u*%z`YeiiT`Lj)Clng~CckjT|CQ6Blkg$f;}`^g%SK=pvVxipfLOk07ss
zeMX$en#l4Q++zrT-D2QjW&}navmk>#!}nhriyFAvq*pATR`FP6i~hzRFADfSDXrMD
zeo5`3=-rETH}5c5$#O#CKLf+pZ~qxyhZtrRM)`b-$-HisS@2-XrG#~F7|avq?qyh4
z8Sc5{%lp42KPR8b4Gekn_FeM4N7=Lc4NlzfxZdI_Yxw?E*3(?ETf4(FSslwoK09x_
z_vH4z;{6GEwgy>M=XYPzU8~2#nm)}{dTwIJzJsrBybKNs=&Ajl`knLk%HSa0OuOl&
z<%-iJR1!^=7BHqB+Q_`%ynJuub@et|xsnO_#tXYFj;r2mV-U?QvFe-W<Fm=xCWZM%
zllGho3$LVJ(K-62sN>Dso9;6i9V8wU6n`$T`WQ1+y7@`ls@n2xr=KrdvezWmcm2lu
z(%B(>e-2zcvRXk<`<(*MoLLuFmG7D(W~Ab`>7;Q}m`1YR5x(WjTRqb&S-;4Y@I)4c
zG#P~SEoi=Q-AC3`o#pFS&8TlW;g-7Zzojj&`1UC>M)xqA)^~4dw+E~W&$r8;+n)DM
z?9#dH_TL*7i+}K3tDCsYVOHqQ9osvfmwr}BbMQ?2+5dUX>y>_90%h6J-(LQ>+ZDB2
zX-n{2^TQpw%bO~11vFmVEVX<8_QYND3%2iaXnVPpQ*W`6lCR9F#nv5?F^oOJmsZ~G
zSo76;t??V980WgxI)%=yw;UAvRT#gATsACcjPAbe8}v*&|DKY!N<>V#wO>Tnqf)8w
zp?~k1?47!6->=B8N>A@PJ&DLxd#9P3Qr6<CA{3*Ow?n1L`0L9rtEJ?wMX&7n_Q}^~
zU-l9qcEKkMZ0<FDTg5u_S--B?)$&1k>z%VoKRY-%FS^?u2)?E9<v)X9v`OHa!q`I>
z4FVhY)+N*{UEO23Znb^u-re!u{~2PB?Ve>mZDM?sXRbxENHdSfgU7E!_HW4j&+z=!
ze}?}IO!xm}2X(!fD^*-RX}9i@bM?Mky6gq+p4fEiWv<krWtrZ8&VDvCs(756x7qDf
z=u8h~7U7Vk7fnt+txVn6`lNVTTAb&y{|tw0m(*Xdy8rLT8qMI9o)*WnuGhx@<W%d~
zEA83lUAdro_JMDgO;l7*uQ>3ufbsEDr7hDPw?;mia=KjE<>BQsJJJ~Xld|qEZC%<>
dx^=sU^QVJs#$g$YTU!#QELzv-s=D(3O#su)Z}|WK

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-6-CHATBOTS E.jpg b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-6-CHATBOTS E.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..7c82da17afa70bd550be5babdf4de4d96b4cd6d7
GIT binary patch
literal 4146
zcmbW4XHe7Yw#NS<6d@oYy-P0w0)iANA_7tcq$Yy&A|lPut4LQ6=|Or4y|@ikr38rJ
z1~HT%H3?l2g0vv*viG@j&&)mN&fI&SHP8EDy=&fCzgb__dp3232QC@t>gxg^5CDMA
z12~%jw1ErM)HKvo7ief`XlXCd(X%knLm>2=mzfz^c)9rbc)56Zt_aJBT@jQL;^7fj
zl8};>Q&3Rg7gJGJmRFOxt|0%{BOqE@T6zdQ2Ll6#ya11Y{Qp^J-2l@Cz#pgrg9HHz
zCJ>kjbk+y(pZ7@x`dh$%3Pb^>q@t#|KuZTXFF;)aC_rE^1tpk@ijwlYI^z5upk$)D
zEFh;v&1~jKBk0E>ACq2kLFjgK53BiClJIpW|7WyxZ0sDITq2@k;u4YyiZ_&$RaCX_
z=;-R*)i=0rVQFP;V+(b5admU|@O%{T6do8991<G)JT5*VF)8_VMrKxaPHrBew5+_M
z5?NJU^Y)K-sFv2Y_Kse3U;hB+)8G(xY<yx8H}!3rKwMl}URhmR|GxceXLoP^fPDD-
zFD?)O{s-3i`46!F#>I5bML|gkrlk3c3q%ogZZH!im4F=eWi2xrM?Ypk`IrkVx6@0S
zduWBOo0C|b{J+w%2`dmpw*Nx=o9urF_U!*f_FrKC<eCQP!JzZuftdhJ;P5nAyqMzO
z8W6_A8)mdgg83E`;fA3It6be>#?!Zsr$c7|6d*=R`GQ32dMY2<-4%L<_2k*N6vp|4
z5xW@I>!jaHSNznP3>k0<*!yX*K#WS(6?(R!e1k-9h99M-ITqqt&BjK#+HKsA*Rbub
zx$k+9z5IL<J7C?gEW|qA*w4rz{6lQNHrwn4Q-4t5MRG=UaQ0yxJjGCKthB}beR}C(
zp6<=n`DiuWWK`9McZe+Xw-Q6QSGk#ckm;IHkPeIKzc*`;-dN=XDhvjJ&q@8FG`q!H
z6sG`FhuraD`{D5x^lJ*LWLtE!pmpLUy7b*%@T0f3W!6&2Mc-h^2Gvu0wYJoUZ2cv7
ze(b9Y3eZuWlJIAMWIb)XI7o;EWWS(?N@3jh8{@=4-*t!}pl?cxmhZu^-^{y3m02a3
z)pV4O6Ho$g2Fg6$S_Pb5I9!Z)X-hgSF65uY9t_IQbZ|5Xoc`kL8ftvRmfhUPYV8F+
zsO63S8Z*e!XGm;>h!*%zqbjb?dgO%nOYjUtwaxDh;gG@XW;=?yB-Bm<7Ovy+E5B6#
zTLLn4=fv4KM{iPQ_b_2gdP%Mo??LgB#q1W<zu2lUj&New7n*Fdp8Z8(7zd8yLynqK
zyM}i4*zs~(bWJu0MzmNhmp%67I5?3Q3l7sJv6gYxN43KH?Eb6?U}!(!S>0g`BQz!{
zN(V05!9K@Xgx#<qYN50P0aGd_Vwf?+7&V?+L_fBWjR<iw{&T}Oc>jm?vB_6ANEdov
z=H#=kMU-mtqHgPWIEav+Cqmea9F|;trChBcPiEF7g^a=U^)H!l2fKYS3JV*h91Xui
z+L`4PA&nHgi27m_Ww7>C^AZ`>*V+WrE789EX&$ELAHb>3Xt4N^F_>L{yI`f{qz)Sr
z_^H#9o9E51D9P#*L?JslJ)&afZsZr1xH6URAYx2LaM3*k#;ODL6y)%#YVV2_FDh$z
zqhGrCwL4Fi&T!Bfz`W_8`U#=f{XWhGfPZQHVPY)n8OY_`H6nB*-jU~|>^avQeXn?R
zr<hSQ8DrYCt$}buAvo2R#d#cxDq!SJ@BOI6oHIaXGLx1glo_$Bu6qV(VfnauBi$1R
z`E#Wwf>53N4s)IR4cx?cqN`?OdsUT3#;CbAh`;8Gw1<%%;4k8($&@S(i^`=Rf^NT$
zAH&aWR(n-UrPPL%YYV4u&Y=TvjVz$$$qvhtgX7R|!%9bq#ySD+e(t`L2Xboijq`dO
zf*tVf)nugOl08R`GVNtTWY#)DX-3iTF3Q-jCwpO9ivsm?=5bQ=ny=o&fvoQBd<M1y
zQ-_w83=>T8OWJw{Z8TS58qd9|DZ|HaSKV{V-B~wq^+a#&d#^mW3Q`{QMum7fvdJRb
zR8;DQ1JE562MN2MBiw#-+ZIb<2jN#{^)XM>C1Jd2Twz+V{ZB{3HB#?Epk6rWT>Tqs
zDNA#+)WXAtmYJRoL5}Ov166+%6uPz!rMKMNs|;@FhK7rM{aLQd$h#DyP4CyQ(2EhO
zAhRt%3+i`=pFnD#3m{mHE*E@SedBkCgGabGdKU7lipB04rUb+CQ;5&6r=kNjP%8-P
zc0YpgBXz40;gGVUP7Fl>k&%}i+h=`WA6{kD^r<h=tf@wwN>=f)8WXW?HTy6y<W+V0
zM8)T(Elg+^el%%O_uX?McLj5w9>){(p5lE1=j%mG)15yz8zIkV#ni7NlcdzZE{b7m
zpMMOMLt#qC%_g$LTkGUe%FxQ308hfO$%uk$Hrhg1RAcS&tElbiB{k2*pN9P;7;Iq%
z!wvJj%d^r+AWn?$mJu!9rS7YgT=Kf%fZyVWW02d{3e#z^Pb#i0+fCQ{n>Oa1P|3<`
z@CR=nGs6Ro7!=s=vi7!2a;(RaCt&p<s55}GK*z}=`(6&`pyi%u%N@RpAw5><(QB6(
z%1==!#-#TuNWHh8(N6A=_^<>*7riMsJW9~6GAWRn&+t~A7JiXKXs6+i-q!ul<<uOO
z)Y<@d(2FJ&Wx&-Y)K@m5c0^5|n6$TE>XlfM<Y?D~p~DOQwrot0UL~(gQhR@VB!8`0
zc_ms_O)K(uLuW*Ygz(^1o<g*`<U+hm4s>km{WafijAULtXWDFLApe8YEM#@CH9C9e
z!8(@Q!ZPmc#4mTc6;%0iVnna(yFL5F#@07B4<>ZoXu&7+k6WqUU(3?dd+3prTvuzz
zDU}!`xr2BYU^{Slpp%;W#7_tChku9q43fa+K3faLCw%W)K0pEH{ou@)&)>B*GfZii
z2(WKb@J?IDBsU+$0PY5@Mr(40I_6m9t)AfLrFV~dSnx7o)`(!vE8ezHLUK(9KDB)~
z^h=*%7N0oWM#)KJaMMfTZ8{@5S18A(EzS^`_jpPjV=&l;@<gVWziOY2JZwlKplNVR
z0vGx_&j5pRONgf0rsDIt*V2Ms4AeNIuNgL-<L=K?QYTWU!ZG6(_BU_bCqs0PgaZ;0
zR<6vvBccAmtQ9p){EYSEG5v!*bzhjpH5qorIA?jIPb7)EB84!%6d9zibp4grwndwz
zGWxY$q*}$3A$PX@<b|Cb8T297W;jTpIloQlOI`r8!vSSzBz)!f-Y{mrU^H*(Rb9DD
z228Xsu#k@A_5r`Z^KE|aHrG_&%FW!=wV6tlx&p)A`D@#88@O7>>rx{w*+d63+Fd?0
zVwU86+E~8EJYU4D?Nw3r0Id+|%+S5d9j|KX?L}lvcrH3;bp}|!B4LMR`i|N8Cksm@
z$j)f%Q0n>{b56aUY}6qeW(S9fa#?EIrr%Ymv+8XbtkF+~67sxrH)V^oe{PwrA#&p0
zLE86(BK%Zm1!y0o>=dh8=AQxeRtk))Ylz5ZFE7F{i;fzW^2l<w&=EKSBw{|>dE%x6
z;yU6=0zQeA@RjCs-@E#F7Bt{*a&<~AVEZyJzd0&-M+fyG+2Upv?qad?u~)h#ivq;o
zeylg06Ewu>^64R(rMqwRn7@`BkJmxo!Y=(finKfs?PTp7J>{{3dS+*c>~~2O+s&qR
z((OuWYGT{G9}<0%;I=V_&F*v=E!?hCrR|D^+E4%J%#P?uVIC~jT}YL>n762IK9x$j
zVLj`f{E$AlVGE5LGLexgT1HHpSmHjwHCZ;!fOpcn4_RRi4qYhA^aQOd;MhYPBGp73
zJf<N9;jXm<-yiE*oFq~+{f^`IWgJtmQhMRX9{*m>`~6}14BJ!nq?uC|QyNbD9?F*N
z1wgugs9E3Va0aKWxVZNtG~z>iBgtwKyK4Ka$MK`IK&Hz<H&`%QF8n6^kzxwlA9OM0
zrngS7)x$L}FQ<n`1b1#n%c@^hLL&*A`875$804q5Sx6?WzmSebvBMdl8q{}F+Q*Wd
zUtJ$xpw_K1@oW5*?>&_&Ki-iPLME0WV#Hr9d)R$ABx(6D9*meK@yDU0xx!NBphR)b
zE7D8VgWv^h8@HXoqIu`*n^!$$cyo`NWxOPAua%E1K4{0Fe`v3OKQ0k72K+cQm_2B~
zBAKfir8VT7KgS|@*Y&HQxfNmY-f81>l^Rkyd~vQ7gOxL?FmcmgFK1Knmi;zH^`s%M
zs&G^Kbp7RA-W;J=?E9_z<AvV0mk*quzVP*$K9(SI*BeNiujR)z!E~L4FmYcvroDPM
zi<36_T}LHt_G)h5ERcj35%^G2GfG#>4KXTc=R>X?qcnpplQj+2`8#hVUT!%Ffg8X$
zir|{t>}lH2d9Eb)ZJGQ_P8CSAB7;x$X>_-qgj-hj(o!MK(v2?WFY+GDXb3Kd6C5b6
z&^&f)<64irGPpuMu=Sovn0^2z;}rki&-mibmrAy2<KoYRYnK?NU64=Bqgaf;UoF9Y
zWD5>mzHgJ$m%WbEJxo`oYMyCiUCcZmhh1klW@f#O7_Hiv*fCd#B39=czce4<pX+09
z<6UboNCqV4oev}J7ynS1DZFl68ZF}qja`RUppGAL;(hUa39Q)QSfX{}-qAWzDSldl
z_GFv~VDQ^DrGcF{!>t+L&?ws8>b2Y!-RB&%_{QR(hzX@%e4`^&s}j1)G+jyi8$nzv
z?GAfx&uZ*N7)c6hc(iB|0~z`?65`-DCfekqri1r^T+1T-RQ{e*RzHWkTI6^J;2Ids
zw)x6x)&p;_n{UPs8tCjQ<4-L!47$U_Vo)dd`a+|UkRRS$YU#8R;kZLH8p*n(VL1HM
zInL+>jE?;cP9NXM5!EZEzLn>-pDTlxQ>C7cY_Ag8c4_Jrz&^&0jdc#R2mUTPMae3;
zzC$p^?m!alRhZ4p;yHxk8#Nn^Mwjhi-Su9zc6YL0+l9O~7LKuDDlE#YQOeP{Ksp09
zH|iFwJ9&~^GDEaU;G&Ue6}xNb>4vuun{S3v&Rcg`em<;j$hjM<MJgvAn2j5cAo=CA
zJ)bqV9vKfiJ^Cm+spxT>Bz6g!*69OG#gghS`}=!POqRj-XAT=8edgty+m<Gv|I^Rw
bpLrS|A1Rr|)-kpF9;MNA;{R&Rvv2<a@O#IX

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-60-Governance.jpg b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-60-Governance.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..732c9c9de114e72bce10d09db2f3f1fb3e15e775
GIT binary patch
literal 1446
zcmbW#do<K(7zgn8XYMX-!zkAVVG=5gODRLs45Qo5$fY_bJ95b=ZG~#unsjs7ZX}hq
zW)-D~kVLgctBXamGD8?8rI0Dg42GF^NA1}?XaCyW?|a_&pZ7WMc|PZT;B(jwrUx=v
zOn@K&Ale0BC!hm77K_7T@HiZfK)~zjlMM9r^z=;)jlLmSnvrK&nps#_+0LU_**ML%
zu$bfN;IzPnN~Mx13zvAgE}rK`b)9+yArJ`qdio{?1}3i77S^u+IZy<Mc;Ew^QHTxD
zAtERu0_y--+b0J367Xjb9TXaa#o-CMdfI}D=|BfTp>)tF3<izXR`1o`12hq1Xzk*M
zHDYsdHrq(9$r-u$*-J}njXBLjwr&yI4-j-`%rr4Iv$LnnahOYW_we*uxQM=t!SoMc
z1qQ7N4haogyKZA-RCLUySl*6=#H5|OcJmJ&I(#H0H7z~!RMzS2GiT4`T)Lc>f8}by
zwd-Z&w<>N|-l?j7@N3<}M~|P>|Msj!B5iGZ-rn)5=k=T3x9|G;2Zld=9#JSq$HrAt
zE(D;yvb5({*gsrEtxE@uMxk+2E<|UicB6=BjI|5a(2tGdZZooRO~#X!X5^OE5@x$`
zhKwV&H|x%@rM|Koo}zt`{X5u!|0Vki_P478=%Wzr=b?yz21ZrPD27v`v2VR?H$ty|
zbo4`QFq1_Ay1fc-q5Oi!r*JO@mo%@rc#t}X)cX8*@!);#hO)d{Ql+MvaMv7yjwJHu
zi7gNaLMJzAT5duh?A$t`s(H=s=vOkI8E%%>&$%~FZ|Ubi5EBN0_(F|Z6+V=^s40AP
zox7!RZ_&px^RtngV|W1s^<4hr>=$|hVytF`%j0U(@={;1Y~)7z^&MHo`PG6;f&%;K
zu@nvCJp`&A$?&EA_5PE~w=5EfjUmvDNfo>auYsW0d6l%pzO1FPlUd?j#xU8KT$PHV
zU5E<GSd(?7B=X)wT8HZ7Ky@QOEWkSD=^bz1qZVk6FXjX{6GM}mwM~w#g`k@aL64(D
zg4%!3d2_<>+oriJ_Xe4x+jP;XqkF#h4rK?iB!%{!v9b9#URJmLe7gOx6JL^Z?EcH=
za$M%|^ZTCd?y6J^l{~+~u7`<s_oaCO1L?0DvTj;sle@@WH*(%3&L5xF1i^-3K_7>6
z&6G2GnNrvm|Kg(W2z4<X0vk01>TSIE3J7Lp3l-xy%@Kze)(~XyA<*2Z@Gp9DEN+vr
zM0ndzM3bi{Rtm>L2Mh<66&48|EDJkFD<2j1th}4V-#hrBkYf<nxYfDHBT_Ca`6)^4
z&Q6$U?x82e2Mta%?B2KMow>^~;m#8G_~p)wyy%r{Gg!9s+kfxoM_<tm$<FLjgbz{C
zo@O6MZ+)ETh2T*EZ=ptZX34&$nVQ3P;S<xYLg1GTfhh92*@?*%yLz#T8m=Opb`R<e
zT^T1W7MFk5G#+t$SB?XFgNI2J_auWmkP{+|v&_4#{FY&LZ$CCbMEfB`9XXcPxQ@31
z_ypH+HhMj6#gX$9A}-Hd#mQ`+#tMt*^BP8^i${7J20#6>wW`v*yrm|v)c$x`fLQrn
zA!9v|EkN}-QZz;g1U?jv1_DI^1cyWdaT)|QHELdO@KB&~&s~M=yhx&XxLSqh(Z)zp
zI@_epjyxitqA(yJ?AMO2k#>#+DyhEb)es4#ikP}To!YT}iJovZ|6FUXBlA?NX75?g
ISt+pn4+o`&fdBvi

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-61-Company Bo.jpg b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-61-Company Bo.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..192b617ec30d742a08e2f937a4a6eda10d1e8654
GIT binary patch
literal 1474
zcmex=<NpH&0WUXCHwH#V1_nkTWcYuZ!I^=Bjg6g+m4ls~os*M;i${c)hnt&6Qb?Fz
zL{>^(PF6}rMnOeST|r4lSw=>~TvNxu(8R<<Uft5x!pKI?*u)5A2qPyaCl5D|1TU|I
zk)n*E5y{~H0R}-125SaGW=16jCP7AKLB{__803NOWMu>c1}I=;VrF4wW9Q)H;sz?%
zD!{<R$jr>d!pzFb!U9xX3zTPI5o8roG<0MW4oqZMDikqloVbuf*=gfJ(V&YTRE(2~
znmD<{#3dx9RMpfqG__1j&CD$<t(;w4-P}Dqy@EqR!@?sXqmoln)6z3Cvx-Yf%gQS%
ztD0L{+uA!iyCzMZGIiSY88c@sTD)ZGvgIpQuG+MD%hqk%ckJAC=<t!F$Bv&kdFs;T
zD_5^wzj5={!$*&wJbm{3#miS8KYjl4_1pI!KYxMz#mK-6@fMJTcnr;7f<S*Uv9K_+
zu!H=?$W#u*%z`YeiiT`Lj)Clng~CckjT|CQ6Blkg$f;}`^g%SK=pvVxipfLOk07ss
zeMX$en#l4Q++zrT-D2QjW&}navmk>#!}nhrtD<&lFN&Y4BABnpQufo==jmy2y#uGW
zgy~4>O-pDv(Ie-=lJ@Xma{u>L!3#4T4~gVHNzuP0Z}BT{&6HPLtM&K)V>C}&D>}tQ
zS7WC`Pef__7CZNUwtgRe>MpoBO=a#}&y%k*k1g5xGi7@0+;7__y|dnZ<MN^|?Znog
zYxPgqSJYqMGXEFn>b}=f#=BWVB~`vKZA{y@>q^d3fy{i}IVZxaeU!_C45tR!>pa@H
z-eSd$ubJQLC(M>L>lRydP268wvCHHELvfQt!n}6n6>o!1E;_2VZPv`G&3b%i_!bCW
zUm;<ut#f9YS=g<)Td#hZ;I7e^p;~m*UCS{(pfE}x^LlvU?Af<Z??|2S?o;BFRmZIL
zcYd|odXhigJe7N|+<%7R{a>%NreBzJ+qLU<`0Rklh%K}C#W42XIOiXHxuGiPNBKVo
zvHExQ!I5zx--YbIRcD0@DvKKJeLroDd%zx<zg1z|x^?7}#5TIC_~(?_1kKqrZ_m63
z-%LYfY8O2Xi~4?bckXvSvz<#_MZzmneS>bkH(9;9;+$N>%<xyPq1&#Pyx+uZdZg@<
z+m1<+(%Fi#8?P<9rkA?)a!Q7@@Xm-w7U$0#Vf^zs^tSu1a=u$z);wM;UC}B3<84vs
zl&k)CSMSc=K6lr8quBQg-pU#4l$YxZdc4cCxpDCr-vtJiz9VnXW*MBCI47la&0VwT
zDf{+p+_fX~mhL2XWv!JOhi@<*WLp<^XYJgc@4A;XZvJObj0!9aS%2&M@2{*Ir!L77
z+a@M>BhFWL>(NbbN~boxJN}X9EBjjCWjpp<)%(iPD0Z$>B*)F>?9$G}x95!C1{_@)
zf9KX=)oUvirz}Vd&KKnJc*3*RH|u&>)q%}BcUN~TYuJ<XVwJPzlbQu(%AeL%<z-Lw
zH5J`<cg_0Mf3^$ln{K*dQP+E&6W62yE0<5*I<F#m;?hE)rXn`+m9ppRxhDTk{Lk=0
zbj5#$`&<7rJX-D7b^NCH%u_~N|FS0YSw7ow{p~uTL+?ZkZGyI}U^vdRm-8L}^Dxt|
z(|m1}`Z&|VXR@r8IC+E5|I_iuQB#7x$vs(g|A=0!PFj7A{a>c7^1r|A{}URrYxlfY
v-ws7=xqYP~{pZZb3^@s*yMH(T2>U9s)Ga8i=#N0;zJ+H+0%KX_|K9`v3Eg}u

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-62-AARTI SHAH.jpg b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-62-AARTI SHAH.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..6e5cc1860f5eb3a31d69dcbd928815a40bb44158
GIT binary patch
literal 1601
zcmbW!c{tR090%~<m|+a#VT^I@$T5ULn{mrDsSuqb#+7!R4H1J`*Gg25F;awt9OK?7
z_f=7j5!u}2Zr%5Nq}A-GeRiK`|JvR6=lOpB`F@_y^LagA)&Of95HK+`HUvN*006NI
zU=0DM0B$ZWC>JL;6bgmGxOw10d~jY~xR@Z4Ur0h+@{oi$8Z9MzL|#fp8G}YEXelZm
zRaIA4mz3ARYvc5esHx))hJau&7@QX_%Eu>)lSWJ9{&QIM0D>FP05riM8Gr);0wX}I
zMnICiCnxA@fIkD`07E#rpxiJXUUoyd0KfqPgE=5zPEH7f-5tb!2OtPeL1|TeE+o+o
zDnk*%g*?dM#+)pEjWX?Al~uF%3Wf0qi-?Me%N>?iP{gWhXliNe=$<-lU}$v4*yOUA
zImyD(%G$xv$@v=D#nsz~`jfApf57cKcf-OXB5AR4591ROA0<7`WMpOM<mTlUl$4g0
zS5#J2*Su+HY-(n<ylw63?&<C8ANVl%@wbV|sp*;7x%svAjm@p?o!w7+2QCl*{>Eb8
z-(df6A=oYs2m}m)9=JdpzU%`=KscpUxdiozP&*1z1{cCDbn-z)@oN}H&2$xI@72j8
zEUW%eZtZ~fRrc>-q5n(v7wm7>AOHu0*q;YR00dxXPa*S`m~wFg(pafLhF+>#k4k0%
zFjV9xh6v7x1>gloJ_PHTxeN4`=f_fNx>^b%-WxrnPwtH)m@l1NK~250aZ7cB$FJ@2
z$JaU!^Hnk1?p3#YS~T|1rtcO81`O?$tW2KH+LOR%PnB;TcQ1R3^=W+)-mz!46`9|#
zpRzW;2E<C6*O<@AAVV)!{i<JBGoP!YIf3ur@`_s)A{w|J&7{4r>RVKqCc_Jr+jbaX
zn)hRhIw(Zl2ca)g?+n`9x6&@{TUl~EcC*9a-DwseFo+5tH(IbHj?V2QSco7Okf*3h
zXF4;7OCp*tbcQg`nJ?5P2L+p!7l#>3ua~N|m@%<WLM$-HX9mnaI{cD8P!nI9yE9q-
zi8*<K5bqytlHG%!&G~(&zh=k*zm2uM8hx>W<f%A9$-^2#r(W!H@%d2OO`_6W@Bd&s
zqVeX6VwkZk*y~Vwo`gs-c(4o_QMPLIsJk(o(FQI^YowDlvCS%<UF1}RU)kRD-PaXL
zt<)grFrG$8h~l2NNKGOPd=su+S38HPEUolL_j~!<G0m<BzQeB)tQq;%`gRg@(BY_a
z@G<hbmSf7#*|ZJ%jQkvFE8(+7Q&{@geBrdr<^5htB_X8AwAaHu&4xBOLkzUURN|26
zX8dB~kB-!O$QO+nd$h-K_vP3+cgf+AmC-)6MB=tEZ@!CZ))!BMr0A3`N0Z3rF4#;_
zz;+YaMJvWT*Q2`ru`oG@dA`;2;za-2)BW#=6=$OjQFU6v9ZN}av8I!XXnNX7g0*vM
z7Vm=2jj1Q=NMB4V=AQEjRE!vSNGPv$xG15h9UpisxWS(zD6(u<_C-aUC6(V_SG9t_
zC6aK5{~07LfRSUj;+6mo*eH44BRp|)tai*-Y@}PFz^Uha+U;r6QQO|kprkNQ^Dnc6
zmR_sx-IO19U3Yi2i4=AeWDF<5bHm2>y?051DI%CxZ?(oOp1n5;R)N)Y)XA>--Pp~L
zb2}nbBQ=M<MGu+f)?t>T4!tB(+jcj1ErS^uv82VUafQ8!!!#<^K0^zw=YiVS*om%|
zColS3h*Wk*)5JvW9@0aVcmjE&vG_g<hsBBI28zfdkpWG8W~DmuYM2ay;x!)?E9sGA
zoCit1R4v$)66H66$RI3voehFD-EiQbVe`7_4%Aw4lA1?Zc2(LEX+xvD@2KM?QSD79
zJ;@oX)uL>FC7a|nztAne!V?agZ2|<W!qe-fF}f9rqwSg27MgBuQr+XKZ$y`mr4CP}
VzBFDYXVMnvW){k%yJ@Tse*n?_#SQ=f

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-63-Aarti Shah.jpg b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-63-Aarti Shah.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..250345f2b2b085b8d242f7603d75771a65b56181
GIT binary patch
literal 1350
zcmex=<NpH&0WUXCHwH#V1_nkTWcYuZ!I^=Bjg6g+m4ls~os*M;i${c)hnt&6Qb?Fz
zL{>^(PF6}rMnOeST|r4lSw=>~TvNxu(8R<<Uft5x!pKI?*u)5A2qPyaCl5D|1TU|I
zk)n*E5y{~H0R}-11`7sVW=16jCP7AKLB{__803NOWMu>c1}I=;VrF4wW9Q)H;sz?%
zD!{<R$jr>d!pzFb!U9xX3zTPI5o8roG<0MW4oqZMDikqloVbuf*=gfJ(V&YTRE(2~
znmD<{#3dx9RMpfqG__1j&CD$<t(;w4-P}Dqy@EqR!@?sXqmoln)6z3Cvx-Yf%gQS%
ztD0L{+uA!iyCzMZGIiSY88c@sTD)ZGvgIpQuG+MD%hqk%ckJAC=<t!F$Bv&kdFs;T
zD_5^wzj5={!$*&wJbm{3#miS8KYjl4_1pI!KYxMz#mK-6@fMJTcnr;7f<S*Uv9K_+
zu!H=?$W#u*%z`YeiiT`Lj)Clng~CckjT|CQ6Blkg$f;}`^g%SK=pvVxipfLOk07ss
zeMX$en#l4Q++zrT-D2QjW&}navmk>#!}niJ?>=!$@LU&Sjd@V6Q_WyKYsLgdl?PlW
zE+_xHxWj78W33`xfiEuqzF*z-*Dx|<wy&G@{#TFkH+(E!efQ6`ZyRp8R7o$2JpYHa
zs!nany4~_h-kkp#Zfabd{Nu@g2CXZLrf+<&ULSusVdMPFRckK)o%T$8>+WMNK{D-f
zs}8rV<yu{zEVeKwX|mRVcYUtEPu!g$AJy%(d(yM3lO8aZGS67XyfE=jwP5p)i;`YO
zPv-5N|MO?lo5L{^7hPCCw<3}G!LP!ww~r%o7j@dbQV9IQG_x{K@6GaUc`O?@34fJX
z^~?6+uFFdLM=thjrM_FYNB-lVj9c6GhCliG=R&D;;Tp%h%gwxpfAWdN>ze1XmgoIS
zTD1MzymY;5;+z==wuDPaXjx5@4XLWSwEdTPXUG@t(?xdc+U-yFKlQslqgV6og@^AV
zbFa(4m65+}+Os_9(tPv7wYuNy#C}dL-&u95bl29dhs-QfnO7t>HyNKz@wAS7eSJ5Z
z%SNXs)qfuUWQ_LcmdWZeSY^PzV9j0w?%TUxe`4$k7j&r&H8TFOF>BY#?Hu>xfAIhL
z&mg$3ZENb?TQO00w=G=0qO5@B+mi=g>`we?@@umKqeGT0TXXE{8SCFW)|LFW4U=ii
zFIaQ1P14a?M({?@{8MXU|1&JfzGn6}jHS9=?mt6m{p`BX-cr%ir&k{onbcjGe&eHS
z?z1^tvOHfIy6$?V^zvzR_t9w{*Njzm)iH3-Dc;?;Y|r&5zp%nr>$ko9^>vf+&Xp#Y
zUkiC=XZVC=9aY<TUcYbE{1e-sMqM~6Bd{b;!{Y*Ls4Ro1yF<V();9JCk@+hnO&7;r
zQLb1u>F)ZMN{{boEb6+mc*eDo*DHF@o;sde$g+7!n|bTq$*oRqmyCPTRz^no>i$w)
zx^|I)Te9&jpGGU5nzJV@|7tASQ*~v*M#HYx>mQw2GTpRqz5h0|sM4*g4U&1XS{q(B
Tc5QYQeSJ(z)3wCZ{{Kw?i=RX^

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-64-Dr. Shah b.jpg b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-64-Dr. Shah b.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..9b8987d5bb025db90bee55b90d7eeed620a53e91
GIT binary patch
literal 1457
zcmex=<NpH&0WUXCHwH#V1_nkTWcYuZ!I^=Bjg6g+m4ls~os*M;i${c)hnt&6Qb?Fz
zL{>^(PF6}rMnOeST|r4lSw=>~TvNxu(8R<<Uft5x!pKI?*u)5A2qPyaCl5D|1TU|I
zk)n*E5y{~H0R}-120aElW=16jCP7AKLB{__803NOWMu>c1}I=;VrF4wW9Q)H;sz?%
zD!{<R$jr>d!pzFb!U9xX3zTPI5o8roG<0MW4oqZMDikqloVbuf*=gfJ(V&YTRE(2~
znmD<{#3dx9RMpfqG__1j&CD$<t(;w4-P}Dqy@EqR!@?sXqmoln)6z3Cvx-Yf%gQS%
ztD0L{+uA!iyCzMZGIiSY88c@sTD)ZGvgIpQuG+MD%hqk%ckJAC=<t!F$Bv&kdFs;T
zD_5^wzj5={!$*&wJbm{3#miS8KYjl4_1pI!KYxMz#mK-6@fMJTcnr;7f<S*Uv9K_+
zu!H=?$W#u*%z`YeiiT`Lj)Clng~CckjT|CQ6Blkg$f;}`^g%SK=pvVxipfLOk07ss
zeMX$en#l4Q++zrT-D2QjW&}navmk>#!}njD3@LL0BMKsqu8EC3U$d{I(C5NYZuyB$
zA3SAG+U>hK*K@~~MeA<NHrH5_kr=BT*>vm9hON8Y?K~|7H$8Y-d_kZp<a_ybw$E?O
z1dn}g<yV;`yh))dU1n0PmT1c4XHm<u^Vd&^xwL5G)16mMu6%y?r+aniGiNT561g2J
zPq=1>?VOmSEOse3duEX8l;SOhzYl+S>3@5v*saWUjm7TD7AMZ?rfhFFd9N*a?BY2~
zajxfQcwg_{8*%a7l0BCe%u3>E5lylZTGCW6lh$!%y1CBPUGM8Jmb2VDvp44H(>q~O
za}P(xX?Y!yd@zZ9qIp6QS0A6@tQVbJOC~p1s%<tAi1su0F}Pl|=lKi&)BhRz8Utf3
zPZ{*}SO2Oqy%TiZY1>2-^Q!K%ruXMpKYbYBba74Q#JLN1eeRjR)IaTY{`&ZXnzz2Q
zs&&kN9I((s-pM|yZ29kAZ{Iy{R1NGe9+&^|A!>D5`qig9nyk4a7i^!NFe!4TbOFO8
z13tq!rEByazWcl6&)3V(e!qU=cWmDBQqg5|O(s2PS{hot(}tCKr>W=L1<i*(I<DB+
ztJG#%9`iIJnI(CL#j1kL>EAAM9&KH-Y5CpE^(hn9UoQF>e74LqVoM44_P0WuOX3}x
zRqF3YyIO`6?Vfb)ns?k<z0+&k>z=AzU0(60{i<lvF`kpD8dLgDGyJ~pynOAZm){;;
zX1jk{E>iZojMV1HD)Dz~mv6GoO|Llqd*_|~i@7e%QT1CCRK9=x-PQG%q{32r!>l{E
zte&wpMDm_d_vF4kp&ogr77BeL7q6&fiPm45zChy3+A8hLpglXM%=*1Q<k+?CmT#kS
z{hoWzmG+5f>V4$DW#x^KckIizW@H4~RN3$={C#tC=6{BJ#k+r9trxk|ozH(qcsE~|
z+3o8r4fQ_Pyng)l59QK%=fKQRv;T2SUdf9`(ks=g>(*~ldg&cj`t?-g@!HJw_tuDY
z7s^ORTtCaX!J~ZM{^<{W{xh^TCjMuzn{NN({g2CEYU}QYeKa=R6Ld^v+pUKmPX<q@
z_@*{B>Pxnt%%*Gq8LqwF+j!Efw}0EK{a@JQ|8T{BSeE(metmXq%=rx6N3%>$2(|yb
cu542+_%m#)=*>5=my7c5&3_WR=luVh0IeN<0{{R3

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-65-Industry &.jpg b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-65-Industry &.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..f3a246d36597a67fb0fe46e3ebf118b9e49fc4ec
GIT binary patch
literal 1432
zcmex=<NpH&0WUXCHwH#V1_nkTWcYuZ!I^=Bjg6g+m4ls~os*M;i${c)hnt&6Qb?Fz
zL{>^(PF6}rMnOeST|r4lSw=>~TvNxu(8R<<Uft5x!pKI?*u)5A2qPyaCl5D|1TU|I
zk)n*E5y{~H0R}-11`7rQW=16jCP7AKLB{__803NOWMu>c1}I=;VrF4wW9Q)H;sz?%
zD!{<R$jr>d!pzFb!U9xX3zTPI5o8roG<0MW4oqZMDikqloVbuf*=gfJ(V&YTRE(2~
znmD<{#3dx9RMpfqG__1j&CD$<t(;w4-P}Dqy@EqR!@?sXqmoln)6z3Cvx-Yf%gQS%
ztD0L{+uA!iyCzMZGIiSY88c@sTD)ZGvgIpQuG+MD%hqk%ckJAC=<t!F$Bv&kdFs;T
zD_5^wzj5={!$*&wJbm{3#miS8KYjl4_1pI!KYxMz#mK-6@fMJTcnr;7f<S*Uv9K_+
zu!H=?$W#u*%z`YeiiT`Lj)Clng~CckjT|CQ6Blkg$f;}`^g%SK=pvVxipfLOk07ss
zeMX$en#l4Q++zrT-D2QjW&}navmk>#!}nhrE1u1hF1c^AQYc+|Zd1=cli8lJ4Y#XT
z=rzw!3IB9w@#7y6rEH6~%zETK`{+!r<1!1AtP6LRHP5f}Tot})N%4`AtL<;6KhK|k
zwQPmT#^W*kFMW142VKs+_sQ1Dd%Z^fB*}>m1y*krc;wIRjLp=&`m=o7{i|CqJ-KtW
z?-gfW>h?a@%p`_g{SVLkT)FCWFW2mnXv!oGvB%#J7`N(0&-r|9{dHH%*sQC6+L~tS
z82Zgt?Ny0+&bOeeHhIsl-mibJm=zz+m0ii<eSFV}Bh0T1EJarNx~g1#e?eO1s;;bJ
z)2ow#X`56p*(64K9M<3F{yOx%DgRsR>}+fCfbSnCo%5?%@xffC>T_fGme=REzs$CI
zwZiY|1m;gqJ=xhWcOAQ+V{$v!y>#2s++vl&85fmZgL|4MIsV*Ly3VS1r~A!6#`mMk
zZePt@$bWj}KAqf}6^k>J3x!&JUvV<jW*tq9y%XoZs<!D|#Dkjx(>!C%=Xo+PPJB_6
z6|42Gx^+j_^Tc_#f`vEnXn){PD0}c_-Hfa4_F8e_Uo=gtr9@AAY?oTIzB)6}NTp@r
zH0k@==R#GO+-z4Dht2cOReKdNb(W(fhe*mh8~!U-xn<-1H*MIyEq==*jjQ&LulW_&
z-(6FvCp2rhWn|P}yXZehwd2mLHlDdfyIW;b2J4)SYp$L6ecE-xarS*~^-;B7@6E5<
z7VxrPWV^SKNu0+sRhB$;SvDhsEMe`eI5lSfT|2h-d6>rt3cCID<o<sAcl^@$>F&Gx
zB%|(!?G_eQE!y~Co5lIlF&l$t)vS7*{c_W-TkHC_J$dy_J6>|D_D|oXQ<lDsKKa`x
z+)2%bDSY9HXKOPq)y~T-d8u=DOV^^DnR^bad9rpMkLg;vFx#x`mrq@>-{li$Rn}~K
z=UApP&*6_f*R)(O&aZo|s#AC9PHXcy@cPq+2T%IWus;v=TVi|bRMxxeQKdiQ{o@*D
z-FxorDiXdbD`Cm^uv=%p9)3AJnEkeluiTxSz;}mNs$5<Fwz~fpbNoNg{|rY1T?>|K
z+|{(bpSNGhOme}RkH^bpwp}_XKJPr&$)2})9uMZVo33{iz3gPO<%(C7^8cFvff;2F

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-66-Governance.jpg b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-66-Governance.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..0b949b8d1b36b5087adada9af3d7950124d6beaa
GIT binary patch
literal 1580
zcmbV}do<K(7{}kA8D<8v8I9bH%Y<B#nIS5-5jDDO<Whq!3PZ&rglZBdIU=K`HoM6!
zmsTCdwe}qMvPrUL+{>ksN-krF!TfgAo^8+mwY%T<yze>h`+lG2d_U)bd*NZA;Nnbk
z1`q@QBv}9+0FD4HBZHEWMx#(D3<fPLkH^Z($;qoKu3dxIR3m6<s%dCw6E_-Y>ze3k
zXc%tZV6w@aLZJ{0tZl4F+cuIZq}3)627{58lUKoFRY*D-I;8(BxE|opzyeqzAYCAZ
zgAh0fZUzKNPHE_iz@LJo5J+hm6dEHdCoxni04WH8kU}D)rIAR9`<&z-AaT-)I_3^C
zYh90`bi?qZ_>3I19<{7N$*psmNcIcAh>=~VtfH#6Uf;lQgAv8Ta<i577RT*Q&O3I}
zT=u(rczPW;NI!PmKOm416dZ9nGAjB^Ol(4866;d(<rH@2wd<T4H-Eg9o0ng3x3H+V
zq?}t(Syf$A`>?U8x#jVb*597~-o@j0_w@GlkBq*4^LFgr`1=ntf?46*{O5&5(JB`N
z5MQw*=U1?QaN#6eQb;5MiCX1?q@pDofkR5`n9C?SxT21Rt<@#Pqw&;?oU#Ut9@%YL
z$uGQ9b{&y2vVLY2?F-qz1H1UY$o>NR#?=qx5s+kf2pq5jpX2T=?J}(ku1(Qg92nc=
zGkOmOA@A*kij^>^%PsjhJ?LCqJa7}kO`*E^o2V$*tf}1oZXb)tjuA2(Q`1TMKH^h8
z9>%=XLATBrW`l2tV`eRLDVhd@JJ%nqtl*j7nsIIUVK8vOqQr}K%N~T_8i|LM0E4sH
zVk54I|Gn8G7*r{fDKMx$oh`!9VKCIWV}3GIQe%90Nn}j^<V6rFykJgAURw5#as)xh
zutSV+>+zz*%!QD<Wfoc~L(woesqw74iZ>BTG#~J7BFD3fhOgQ%e)(BV{ZU&}v5&gH
zEZaLVNmh8ikO+gQl<^$5NS$_~yEo%S5AzLF#O#rz(4$2nXZyXAwYk@lRF$=_T79|@
z6gjjAf(dhzFlgnmUo{*pY@tk0M?9#h9O4f^bI)#`FD+uLu~~b<;B#>Y&u*NME6HyP
zgXS)+Zh=V*Csr}=?nL@~y5+43WiLV?qp<p?`)||E%yYEzx(jQ|Dt<KzIhAws!OK|%
zOS>)Y`x0NrhQOfbPVN5QX2E^CcSH8e9Sa^==rQl!HphIU+4kD4qNvgPOuwMRLTrU(
zR>ord<-mf2zKwcSm8=ng?tmI=TSR)}HO5}jo`ESCT+k@RF$e-|sAwSz2F@1vzh9KP
zSYr8eIM+VK6LkW>v-|iG1{p<WBUx=-4|I|{<~;{H%{<*|h;gZ7r5|3<BJvM8$WF3%
z9&`^>C3@OiDf#HtLpnUL#k9QOVau5C2<eGY*r1oK?qs16y`ofbYARrNb=iq$H$3<z
zZ+GoV)~O7LVxR6ka9!IFb$fZm=p0pi%&JQ`tv18*ZGBo__bQa>@Tw%(mcUKlTf=^?
zpEgD@Q^%+*H)Zga+&TTFpPF%lPPwgZMl5;#)Z@p}<~BUXHpXr)<qvT<^pi;?ovGr^
zY)2U^Ex#r?T^N_-!_A)DL}(e0<Cl`2hFZ+Y4cqn^*6+>5Pb7%4=|Oco^(jX9?TBYH
zFt}nipH=_^ds^MpGV`^EvXZHH(8*eVF?|txfU;&$rh4V<9vI}QrJTQvoEJs4C8xSk
z%B`vO!(_HKfo`1l-K_%rl5So(<wS?+Hs6RN?8jA|)-i{i0}O~|9Wd~o&P@?;Q|1h7
zT(Y=5Lef3`Qokq52GN0HpW)^9&;^$W+xT_%kS5=Lf_&A^$JHsq|4a$L%(B>c90t@N
UT5WKMtCN!OlD(@F9)kP+0E{2LdjJ3c

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-67-Emerging T.jpg b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-67-Emerging T.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..c444bb104c22d23882d2471d7dda9f9dc031819c
GIT binary patch
literal 1449
zcmbW!X;70#7zglu$sIyVxWPaGBe&Rugi{Sl6Nq%`1QZl&DF_0BwJ3tdVv1G;wF=@%
z1r$L=IpmNdU?WOVEEpj~NW!5YN`%NEhk(i3pgm^#sqKH~*)RLd?(>_4yWnR)cMY4v
z1`q@Qq*(x#10R4zqcLa{7K6dya9BLSK!>2MO)%Bd|J1<TjBH_UMj}~KoNX<wofeZw
zc5e1gpHb;_I@#7^g*$DzvkRTJa0!IN;RxCU6CE8Bnia{4_MZda1w<@Z1)LF(HP9kL
z2qFYG0<vaK6!anBk3d=oBnpke;_%v<hTFP83ql~YkO&kCiPUr_Yt8|Zh|;s7u0rc`
z!!XwI2DFrn%h<)M%Nh&=+Quj@;X4oD@J7Zare;fQZ0+nF=nPjkcMngW&sl6=KhB!K
zb?bwIH*5^q5)rvIDmrG{u7ur*NqhG44*q!P@R8KCqo*=YpE-N({DrK%EBOUiuU#*^
zQC?AbyQ;dTR&eir<F8E*9yUK}7k5aWc6Lc+&-({n48D9dq<B3(@pf`*dgk5i+=2@N
zh>tAI{t@;M7g6KVLLw1J%z_KjO41a9h(uXY(R!=6n6P+#Yg!7{V0FgjvIg8@mw++D
z@SSaVBMSZblJN!F2id=a9r$0ezhHm6WPpHxG@pkc0w$Q5V@I-_S`59LDbFAuLDTU!
z4eQw)TYw*&^2$|ayH13<v%(CV+e$|0BT&Q2V>t)!gneC}Un!YZ3vhLdU?58*zn$L>
z1Ag%PXtnqj407c==I4Y1T$y5;-L4m>Y__YP^${xqU=Xzd2BK`CYA$r_vS(}P+D3-C
z;b75d`J(d?aZ%g+a4HAhgR{Nbd}56H3+e-bX+@d0sC%;b=#5>cO9}-1JpOf?t?!Pg
zS;H`x>+cxPQ*82m@4wxXFEWGyJ}Q;}B2);2lBHitN^Q!;)pB;JS2@dMOG<4jf|(r|
zn6d8k)zXOi`83&F`fEW8Z-bxJk;gS&-p5JE0B_XEuu~|e(ya6SyNxh-#)Uz@qkV$P
zcVuZ?!uZQp2M*)6Zbuj0yP3!LediU-4dis(w2{Ze6cqOfIxn4(9&+M!Wc_rfuS<zJ
zb>ip!?R$HwRk_pK2G2}&R8Pn@%USyQ{+857U+Hoz4z^du(wMWRZ<xc6nJS&v7tK9v
z@~3!8x%gpXg>fTuVp$&yI*qOlhmI>^U=W(l9}3UzC(jy}!eIE=I$lfa)2fusocRb6
zLfutZTn~eLLau+IUP&1YaK!KkwWyb$=Bkt`W-0{5evDFTebp^#X7$cr;^oUFEb*vs
znvS$~ZN=!)!P(J^aZRqtz4ek>r`tvu7Z_VvlyqT~Pl_VzynRTBf0BfM_la(Itgu%s
z96bjEGrtPW6O1OF>V#%+#s2$+FnAIv95c1IhCxQwfGu+<9tJ}@)<^B>VUz~dt!z!X
z;=~o{vm6|o?h}e=*rFAIYsAVem1lb&Ve^gCL9+>F^k`p^DjfH!^5n>P8s)^EL1~Ti
z>RYy%lg04{19on)WzEq+n=uxap4W0N)+Xl!x6Zf@B=V9JL6o+q98-1A{<<{xO@~1;
z%1tS|rh-IjWC8hG33KQZ{@4;n%5_KCvf$(bVfV5GW?7*6fZ0hkib3(Qu&E(Wz9Op+
zPYVC+wXdS~a&C(D?uwn>9j(W(_~!fcmVL?5Gah-Da#XodJ?Lzm5WBoOZM<FH4-3VF
GrN0CG(1RBM

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-68-Marketing,.jpg b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-68-Marketing,.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..ed8e8d704272601ad3b5f1990da3db827e350089
GIT binary patch
literal 1443
zcmex=<NpH&0WUXCHwH#V1_nkTWcYuZ!I^=Bjg6g+m4ls~os*M;i${c)hnt&6Qb?Fz
zL{>^(PF6}rMnOeST|r4lSw=>~TvNxu(8R<<Uft5x!pKI?*u)5A2qPyaCl5D|1TU|I
zk)n*E5y{~H0R}-121^D5W=16jCP7AKLB{__803NOWMu>c1}I=;VrF4wW9Q)H;sz?%
zD!{<R$jr>d!pzFb!U9xX3zTPI5o8roG<0MW4oqZMDikqloVbuf*=gfJ(V&YTRE(2~
znmD<{#3dx9RMpfqG__1j&CD$<t(;w4-P}Dqy@EqR!@?sXqmoln)6z3Cvx-Yf%gQS%
ztD0L{+uA!iyCzMZGIiSY88c@sTD)ZGvgIpQuG+MD%hqk%ckJAC=<t!F$Bv&kdFs;T
zD_5^wzj5={!$*&wJbm{3#miS8KYjl4_1pI!KYxMz#mK-6@fMJTcnr;7f<S*Uv9K_+
zu!H=?$W#u*%z`YeiiT`Lj)Clng~CckjT|CQ6Blkg$f;}`^g%SK=pvVxipfLOk07ss
zeMX$en#l4Q++zrT-D2QjW&}navmk>#!}nhriyD-EhwlILz5Cy9k=j-F|5YFT&rsX-
z{L5-zF<GW#*|)1zGX;1*D?RPM@^vj|j){b7mu9ZXmr21LR~I`(zl_<i*3#A6Z*KLU
zPTyJbS=;|J%==h>KWSdyB)umIhp)(7OWbh5^}<%OX-p5>9*R$!-SI1M!Lf<a_uQql
zl<s+nh9ofVUa-2?vv|es(wnV!&qisiX}OaBzT0zo)S=ud6E>Y!j5n6`YT%c9wyso}
zTg~iE$c9U~U*maSuD15rt@Pm74HdyAyOyxtd)?WU#VnU3MUF7Fh8;-YbFlAN<G<<l
z(Pc5d*{ny`K5f?C!}jn714o|aL6)>Fxm&(nEsuL8S5!IwRYGK>&6c-wm((0z`Db<0
zq;4;n&fWUHCfEJ7qmJlZ)7{sf^J~#7mXpt#`0n1<OyFRb+o3jd(SL^3`~EYmzq$X5
z*6GRqU5{Qxn7q!Eak`x{EBj<9bA3s|B>%M;8Rw>*Rh#qe*sapPFXIhPY+|ZRI6nD&
z%(W>`_O2@PuKTrrr{dbP;jte#J(pxj2~(T9D(dAl!-y;)-8J7%Kb@$~c;JE2ya(5o
zEiBR5^16HSe+He!X>!kH>bA~jn^^MgqsgzW-)Du0Gc03Ho>Q}RZMuHO-gz(U_@C|O
zz4wd%vT=ER<%-Ij30^Bj9Ivw;dam1i<K5$zQCBBsKfjr6pEB)TcE_^jGd*W}+Jf7d
z8Ojo)&KwNcEW=>r8z=jFTJ_!g*9-cNsV;pZWwTvu`a1<)<I^JR51m+3Uixz4oTMe&
zW@J@eii>W_&3%}0WJ!X@8Mne$Z1?tk<!xPhZfVl=$ywnOfBu}{Hrs5~B(J`ZZ$~|X
z9{XH*(;Oe;&wALzM@{?FHlrm8{7&{#&${R9<n2AHyY<id^)I~saBh7%%iCgc*FDdx
z%bm53_q<^*eC57CzE}R%=lTos0sk5H1^;L0TI;2~@>0z^udw|K%dS1+J$m-+)qnGK
zs#2fi^4vG}5SNw^xGV8n{?Pi@PGuL@O}b@PIhRXoeO!h5C)2tvum0UCPyW9Dv|&w(
z>q<`^O`(ii4K4u-a{ZeBv4(E--o5&?!-SXSr;R)&xkackhOz&?9~jFjveYT4yL<Nb
N(|;O|FFpVNCIEpMay|e6

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-69-Committees.jpg b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-69-Committees.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..382c6f9ac4c1ff763a94a0ce2820e5b2efe7591a
GIT binary patch
literal 1352
zcmex=<NpH&0WUXCHwH#V1_nkTWcYuZ!I^=Bjg6g+m4ls~os*M;i${c)hnt&6Qb?Fz
zL{>^(PF6}rMnOeST|r4lSw=>~TvNxu(8R<<Uft5x!pKI?*u)5A2qPyaCl5D|1TU|I
zk)n*E5y{~H0R}-11`7rQW=16jCP7AKLB{__803NOWMu>c1}I=;VrF4wW9Q)H;sz?%
zD!{<R$jr>d!pzFb!U9xX3zTPI5o8roG<0MW4oqZMDikqloVbuf*=gfJ(V&YTRE(2~
znmD<{#3dx9RMpfqG__1j&CD$<t(;w4-P}Dqy@EqR!@?sXqmoln)6z3Cvx-Yf%gQS%
ztD0L{+uA!iyCzMZGIiSY88c@sTD)ZGvgIpQuG+MD%hqk%ckJAC=<t!F$Bv&kdFs;T
zD_5^wzj5={!$*&wJbm{3#miS8KYjl4_1pI!KYxMz#mK-6@fMJTcnr;7f<S*Uv9K_+
zu!H=?$W#u*%z`YeiiT`Lj)Clng~CckjT|CQ6Blkg$f;}`^g%SK=pvVxipfLOk07ss
zeMX$en#l4Q++zrT-D2QjW&}navmk>#!}ni(j~+=!$Ynl>c<eYW&4z2z#)tlIYdzno
z{#>h@qRA!Kukia^Z9#>+bL5rTy;I7Qa*FO}h3_}*o#o8=Qun69_8pGrpSfBbU$<Q8
z(INkDK7RYxJ^r&gsH;Ee{!#V%9Xe@_t3`Ks=Q`cF<@cP!JFn0A#oE_z3bOqc?%LY+
z>E?sE%*P(H$bY`JGSm3XTD$p0PoHm77LwcKR`<HLs`;Hp&r(i}lXq?BzxdCv{)gHv
zW2Z1p?j5gI`37DHP-{-^^LAS2zcSDNRkllmBm2TNYdQC<cE5b*-?y`8T;yI~<$tu}
z&&tzY7xOp&wO>D>R43+D;qCJ(c0Qj@O<XfO$!F4%iN|d>hALc_dX`$DqnENde~RDg
zbMO8$Xg+7Yeno21e}=#E5trBP(w?@h_}_<9|5pFH+UxiHO;qgJLw}$2Og;X6cioOP
zOEvHLo;qb0Z<ytsSuXo_|9pYm)|rmV>o_HU6^1O6i|<?;Q9A9KYyJ;zP5CqbO7s1;
ziba*~-TvouZ^-XC#lNmv7k@i15EG+s7<K$xscrY<o%?k(R?VK=BeGBJ`p*s3%3+(=
zzgcF^S(|ifd&X|B?RTfv@2X$;Hp(RIa?`BM(%}a0*SRfU7;{o4SN7~`c0>Dn?oQJ3
zeOBMkdagLN{jkq==P5g<rrNz&T>ts@&#Tt&w;W#=w{^|BhTBI{T(*DqezN1`#2ca7
z9{LNW-9A0-heYzHWc}qIR(bqq$i7h=m-FiM%%iLCyKi@YeKqFn=Aw6>9=&?x&1?O%
z<iM;ae{XEQQMJupYj1j{Xz!}%LmV!${wnjH{GPS&;nT!rCsGnVnVva%U*b;r#QB%D
zuHM%4%xlf|`lh%4YEMVK5(#uI5h?!lY;MWf(n_Y==h|3#SvGDKyAkoR$u?V#J8aUs
zySi)M^7Q=K9O=`@!183$jkm6%Pm)%;hIjqT|NJ6VW#`0enPo*0H!F=!tXC{AOOcRF
Y(>?Gf>#0ciYK|4It~tFy8~@(~0Bj;uga7~l

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-7-ROBOTAXI S.jpg b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-7-ROBOTAXI S.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..a90a72c202511c532bdcc974ea3573879c6e806b
GIT binary patch
literal 3244
zcmbW%XH=6*9tQ9?gb+#)5KyT>dX0z_;nJ0ULsdF*1r#X?p-2@hfOG_eNXLTIfYPNz
zq!*<n1Pv%5l+Yzgi3nuz-aWf}cE9ZIf6g;srkwemnKSf{bP~X6YG`5zfIt8MI%)uY
z3b+6;GciG#Ak0uGl!b+v6~@C3V`GEy9p~oY5#omn3-JpIiijhmL`3Dq1O=tlWaJgk
zDl03)rPQ^~D`_ImDJ%Wj1jNF^0%L=nVrM_4bXxGV(*Ioa4uFdp2nPJYAW?vU3k2o@
z(Ypco(K#WYKMVMKff&Gy5GE)y3oF~vga%H40R#p!FoGcvM#iJrcaFvZMlQ(l(`WUV
zxUH^2MNvFT_tKv-i|N09$7?;dDSpl^;64lMiIb=J_$4Hzq-A84RaDi^t7}}iXkch$
zY+`D2>9Vbzy@R8>$F=L8H@v(9gMx2|gocGbh>4AR7@v@sk@+|)8~r3F_u2CoB`-_M
z$}4K?>KhuHn%}f^c6Imk_Vo`8j^pqXgvpPeh_mFm`GrNw(((%R+xM;Qon6|Gy<aX6
z0RD@0)c*zhHy78Di-D05%n1GE0x^Uf1<b_=IenJtxSkdCDvDcF=^itWe)`kb?^wjn
zS#R>X1&pzt5Lcd+p#Gx$Df{nW_x~^1KVbiK5djz&baZ)OE<gwPahNDw%<wD8*Y7H!
zoLa7@Nc0O>*1^3IOj6k&hh>_@8p4Ynwh5FN!H7i(CEw(qk<YjG&&=A15U_#*FYDgo
z_||6@95NutB6IIcHLupfAiRW7N+&8bU{4@Ldv09=Nk%uKv05C>{nh4WdImg}puYl`
zbgb$^c%x=6P9QoI?JY#Km@n9Tm@T+94OY$bzq^M4uJ!7sn=I$<aKx=&AHLkl*F06&
z*%oIk5gVT&rLVE!Z1<GL|M{k-RCQ?Te1-z2(JgFs;K;HAK26zC7V&=dP((oQ`qRd*
z!=Meho|^m<A|V)do9^9~Mx6gb{HZEKxAly$64PT`bu6Z98(Vyt-BA#H5KCBlEgdkc
z*BVTYbH&?1TsZCrpDhWk9`-z+Fpy}mYw?5E#(u1{mdd-B$Aehsd7sGRDW*~`iR5j+
zNqWom85r|YgIE~K-LuiTt7)BV_miJAH_8euE>)sikcWAaLqjH4{frz-bs@Lu07uYg
zO%*y2uVTMHg;W5?$M>g?=the<8-z!9v3X2x2}N}IE>oOEhZqV=&^mLvJPjks!V-9d
zkT1d@wn$FUlD!#j<vbYL*X<>Os`_#ZsyXQMn>DVwzChncpg%dVv&R8>srcCVBw6b_
zLvC-;wTj;GgJ+6PhkJ|d0@g`g0sE4;xkp0B6l_sy8+}iT?}l&9E!M#5;w>Uz$gyeg
zkI9OCM<s*O8yf5ljs2Jjg7m1zBh|Y%z*!U80;?w)dw0#xdS?q=+`+V_p@?tneQ#AG
zvI)}SUIQJvZHw*jcSP-)Sr7i<at!vNC;s9wkGzivqwm!%Lu9p>h639~)jEFU{Bo^=
z-Jn3-ijm*&Bf%2|qzHDt<8+{BFT<f%+oL{aBWDDcY)c1{H2qu599H<53Sbv3n`}=i
zl__}yLuYb3sOYW{E{7pW422H(I`jwb^yi^;tcVpWuP}X`2f|C`-xW4IVknKMLmp60
z8Ev<lSUiQQoL&>+a*l<^TBdd9;^krCCF74m7{s-F5Q%@>4!1~ch)7EJshGZl{bJ3V
zy-GQ}BPZ3%e-oQYPMR{iJjL)v8v9^8XBH`Y)4e<U_G@s;&w^Ij)EBsY_cEh$TAfwP
zy(WE}V)9;fXfaH7bWFu3g~PrPuTYR->@4^oIh9<uRLtQ|g~t`sGG7$<U6fN;k=z9R
z$ccE)Vb!a{PgN&n6GP%ciRzZKS#iuNHM42F-cj5W?pWMQS-l^bI&x_juDnCd7I2fd
zW1>#iN}1s=#I_n*HR=bLf63A02fq11L!-Vs5sDQ>>`w=KT@Q@WD_m^PB$p;W-|TJj
zmiK*@XB}#R4wN2wTnZ1_s!^e;zCq*!6bj%J#Bp0wUU3VkhXwb3e%Lz<ZlY$8oM}nM
zPl6&C{ob=)P`97Ow^@`6B$bP|ya~*IJ*=Ho8BKCAB}~50ovz58rd`{)UFbHbiRZJq
zk`tnYsXVS$t$1fO0~4knS<Y|BQdtNsq1Cu<-u#qESlG|<)vC*Xx-U2W{DCnoi^LXN
z&$(=85>%@M0l{L_;3;8!X;1GfSUF0tdhmG&rMTc=k0M3!o(Y3ZQ{?$zL9Jke?{Ycq
zLaFZE+I$n5XQO<#e+v}YwiT@8u=LR&5F)0Ytgk=!l6W+G+0aB~1<Og*qh^(F?k4(T
zKY6BQ(*fH0h#S&`4Cj#QVhheQPuUPA9d9Xyqbv+uFMKVW&_C;!4CmNa-19KUkl77%
z#tSU=Ba99@?pSQqXq0b=7jA?hB;+?J^4;^fckdr#2Y9SpPTp4@a<S<iRiO6dvw9YN
zwxa_CX@;Gw*`%8~2Ckf;F>8&{wC(z(UFhDKx9y%QQHm31=I^<o*RlzHsymyJ<-!{7
zGhZ@$4khw>_~+5ds!pW?e$31K$L`uffbgAI^3k_JBYp^aD;TwLps27dAxH;0Qk-Z5
zvpyd)4e`EW5v|M$j23~X`bjW;>L31kHK;b~;?Wagp&9Odl-~;?L?L_Xin99I_O@R@
z(M!aG;j{qBCSNswpVC$u8l_M@Qiq_<gn+j&%WW#8nfRq!`)apy&8w%|lbc!lh_4j1
z*+U<%Waw4M-&XbiE-{t=Qmfrt!dxljMu}wOd8C<Dkxg4f!c<UdSdH1HUmT(#?V;V~
zmG|=U!Yk_9V~QOe?D<i_LM!_^o3^%}%-@zv0R#6q{YsT*j)xXm5)OHLRB%;M!9Q4F
z?%pw$p<rCPZT&|>yM*8aF_Wa9Cp(9~If`_n+52+8V7JRjZ}|@@e-{>-d`OgsFBnFl
z)}njcu#L)I1R2Z1-iNQm#!G3}<5v7?%^@}RL$E_$3ikAv#Q4S)8J=5LVuD25YYeHv
z`FqY@JC9s%sqTIVLw5_jldKwaI~#ii^!2MVzEn;1g_k%c$Y14Cq<SOL$PSBBgJf?E
z8k413Jvent=e#3+YfWNnuEt!uQJT;sR{oBuB{@m1#MvlXqU1eNaIA6C@RZ1;ofpaM
zXQhsYfZI@N^QxV1<gJzke86hB3#Mlh_$*DNtoEs_+15H8BxtsUMS!fPct2dJEA<gG
z)-(PwbI2v+xU#+OTP2x&Sx2d2tL75AqiL58K&vn+$QF;ClM)5h#~6CUi$*V>;iJu2
zjxMUUNDMl~@uiOj7GcabR~?(FX|bBf;*}<A=g%W2^Z2rwxRWXHCm64RL7DpBvkFoj
zf1?A8w2Sh&;YiF%I;m<rGF@gHoKM)vqLO!_HE`W6k!p?H`ATK)td>)^=Y~@RYR{j3
zOnN}fb37j5GTAl46x#WIMVn^=J0KQt^QEB7)@qLjZKwk)I^HJq+~FXBViqVixEVQk
zt_ixOLTQ2J#uF6C;|uACYyL^ENV(fcSMp-}tRI(lc8btM`!i-2r{rc*{&!trHF2ej
z#u=*C8uM=P^EakseTZ=K+XvhIrmKf1^*`(;d!M3Ap09BArD+9Kef2Esh>)GzzX49(
z3{oTRCMq9j;||<SS)^VGA-yC2uyqw2$*BAm%k^MacgccK9o^|U8_lMP7UsZF)P_rJ
z$xC#g5;_{9LP1YXYGlnfg#^^s4fYg#oX<4vk{dJN>9)A(KdNnHy1c&cRi@`NUxHf$
zpZXA>Y>l!&ed$>}&^H@!$Vob(ndyjSoJ@<`zv^Db9sghr{h7m&BK=aVkycVHnKZ{j
zX?XVvO9zabP^0A(cv-b%dtg_<@(iaYlnyX2J`E5f1kL81&~njf-LK53rG-@uRD{_*
z67Z3pI_F~2DVzE>1@MkM(^QY!I1_16&Y8Uz={Yd1y;b^BN6Z=VJVLUhZ2HR3VQm;&
z6MoWa4jI)MEoCr@9vZLe9Sslr@HqvA2doTu{v))P87#K;1sMkFwl??KZ@AKu>?cII
XT)ow}dv)TB#H|c~>;JM0ME~?Rhpi6y

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-70-#### Indep.jpg b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-70-#### Indep.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..46db6f4f3393f956d662c5a5e6432c578b2c6366
GIT binary patch
literal 1166
zcmex=<NpH&0WUXCHwH#V1_nkTWcYuZ!I^=Bjg6g+m4ls~os*M;i${c)hnt&6Qb?Fz
zL{>^(PF6}rMnOeST|r4lSw=>~TvNxu(8R<<Uft5x!pKI?*u)5A2qPyaCl5D|1TU|I
zk)n*E5y{~H0R}-11`7sVW=16jCP7AKLB{__803NOWMu>c1}I=;VrF4wW9Q)H;sz?%
zD!{<R$jr>d!pzFb!U9xX3zTPI5o8roG<0MW4oqZMDikqloVbuf*=gfJ(V&YTRE(2~
znmD<{#3dx9RMpfqG__1j&CD$<t(;w4-P}Dqy@EqR!@?sXqmoln)6z3Cvx-Yf%gQS%
ztD0L{+uA!iyCzMZGIiSY88c@sTD)ZGvgIpQuG+MD%hqk%ckJAC=<t!F$Bv&kdFs;T
zD_5^wzj5={!$*&wJbm{3#miS8KYjl4_1pI!KYxMz#mK-6@fMJTcnr;7f<S*Uv9K_+
zu!H=?$W#u*%z`YeiiT`Lj)Clng~CckjT|CQ6Blkg$f;}`^g%SK=pvVxipfLOk07ss
zeMX$en#l4Q++zrT-D2QjW&}navmk>#!}nhrYhvzXha0Ua7m9xQVP}7dJHIjCe)ClJ
zKC5e`T1AnnWk>Gzt~z%yZBn(ST)5t$N1-gg*cJFsE&k8YQtb0yWXZ4Do%TO~3byFl
z0abV`(NUjTG4nX%30dCaQ>A~`)Lz~E>d&6e-8(M_M#g{WeOdqcnE&tp4C?<GM8k95
zEZER-G;hs{=t9=h#a~r^g?%WE{yxe3+JA;cnlT%y!ou55NXZy}spxiBcqd_aE<0?~
zIvu^W?^X6(mNU5Y*>ulNPQ`y8l;3UtymG~yv{kCrv9;g+GbmKwxw>XA^FPN={~4~I
zx&O;>rQO}t<rmv(*G>PUZSS_{%A`|{a#Nq_-%?fiyU^YGocqIwQ+sOH#Lhdv_|qr#
znK3Uj*35sqe0!->Z_l=j<4i#ZAD`dNH@`QVdE&&_fR&Pe?603#a+ynG(VE1_D)v9k
zPyaKlpSk}_a@f+;7xJI@r~liR_MhQmZ-n=ci(l#&%zHLv;*yIdMH(fAZ9zsHYtC}c
z)K%Y-rlYH#A=)3bn6=)C{b88?SL<9m`?=fC+;QhBdRNP^?4{VGTQ`LZ`?vTi`)bHC
z8@~L(!+&UUR_JuSm)6}Y>o)yocqntp{`oQcGyfTSMZz{O<@}RrAGl@S!~YB%_a^>l
zurvIZ{wLeo?ZTFmZ<bW%3eJe}S}>`KU7`HTqOPaY<odUEJ&CsKJ~1z}ws*C!-m#<I
eQMZl?%dHWge|~NBqOR9H%B&fyl`d`ke-i)^u;Ug0

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-71-Mr. Steven.jpg b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-71-Mr. Steven.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..06873f275050d3d223ba3be10b427d799acba2ed
GIT binary patch
literal 1504
zcmex=<NpH&0WUXCHwH#V1_nkTWcYuZ!I^=Bjg6g+m4ls~os*M;i${c)hnt&6Qb?Fz
zL{>^(PF6}rMnOeST|r4lSw=>~TvNxu(8R<<Uft5x!pKI?*u)5A2qPyaCl5D|1TU|I
zk)n*E5y{~H0R}-124e<0W=16jCP7AKLB{__803NOWMu>c1}I=;VrF4wW9Q)H;sz?%
zD!{<R$jr>d!pzFb!U9xX3zTPI5o8roG<0MW4oqZMDikqloVbuf*=gfJ(V&YTRE(2~
znmD<{#3dx9RMpfqG__1j&CD$<t(;w4-P}Dqy@EqR!@?sXqmoln)6z3Cvx-Yf%gQS%
ztD0L{+uA!iyCzMZGIiSY88c@sTD)ZGvgIpQuG+MD%hqk%ckJAC=<t!F$Bv&kdFs;T
zD_5^wzj5={!$*&wJbm{3#miS8KYjl4_1pI!KYxMz#mK-6@fMJTcnr;7f<S*Uv9K_+
zu!H=?$W#u*%z`YeiiT`Lj)Clng~CckjT|CQ6Blkg$f;}`^g%SK=pvVxipfLOk07ss
zeMX$en#l4Q++zrT-D2QjW&}navmk>#!}nipkKWz7$b9F#h*p)Pj9$Iftc_c4DDB?6
zZ}$$@NhLcn!Yj^C>+WHEId6Y&YEZ7J#JeLmSMz*~aZ_mvnaJ<v#v*?tWNQDD<H?US
z#BMt2Uhzxot&ogK-1z#OmiO%L-MhbU+&D2&P$ToX_KtN`TFu7_&-r^zjXL>RH+b9J
zs((&9SGp$q%Pn2zay{^#XSGOj$%HejB-R%#VLZQa`K#|txmwI3OA~iZQ^^#0(2`_S
zyUF5DM(JCzTbpB<XYANDwfj!(+<e_LH;+$Kk>31eb*PuGx_`C(rr8lK76%v|j_<JB
z_vI{Krk+W5rE1aJrrqa1GI+3mWRNPHbLFRcZs?bPdydWCJ9A;o(<i&PT6da!xgu1e
zWVvK}ubjC8^NHjuOqT0f?<V)o?GtrW`5ji))cbeJ<Q+$*>s;RchvP}zj1}wUGc_(p
zmHyuU@ThKy)=PegE3xT)-``$x-+gvhsAPaUm&gO2c~f<Ym(5;#SM@Z<qdlpUG^Ja0
zL^Ok{<rw9oCWrk!dTnl%mAn0v=YOY5*U!7P?tb3YrF%S{ZjJVMYREF{{+YWCMs*+F
zPy7)kb@)!yNn4vQuYbJ06P*!r<*P*Q+DOrs=|W8#4lUPtQ&sr#eZX1Kz3pv}x9xQ{
z@f317(X86fW%z#9`us)rZi;0`mb{qLw=%V<UiQk>-MJwdCmyhu8J}6au_vMb_nZDx
zbC#Rem8M;t^m4WL^IhEgmWKUKKK{hZbo<s9$)6VUxGyXy{+qq<^3$eTyL-{8x0&6z
z^bEHoFO6KYSNywnWlH_iTMwK1zezuf|I01kn&~%x<BF;8>tFvlHg#rt@b+o%eRphY
zys9#li!HC&M*gyCn8nu}k0UO;To}T@cKzkgYimWftkm?L_117p@vkjWdv=AMy5pI!
zk>m7cjhdd~iSLhQWK1yK*PpYgeog9UmH!Nt`;vdnicP!r=)3o{Tldp`a<Eqma6J(+
zVti%sCreRp8yoA~{(mgy{}}{hUUAJ$H!okhYu}Pv=bkMs`nIk7Lq&I>S$}TJ!O$7z
zTu(M0v%huzY1F*3o&Oo^%Itp#-2dZhbnSkS)%n|cN!xmP<bpYt>iAo-PnG-6FjsVK
zSiq(#yR*#Kj?B1Tzjt~4ef@tX)6B|0W)<JPYr9RYH)M_Cu9X%xzlEcwguUw8mAlvG
U)P_J;(G7>XG!`&HG5`OY08=xO+5i9m

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-72-Financial_.jpg b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-72-Financial_.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..df281edd82fe1208dc01e5922a33fe9f10edf0d9
GIT binary patch
literal 1496
zcmex=<NpH&0WUXCHwH#V1_nkTWcYuZ!I^=Bjg6g+m4ls~os*M;i${c)hnt&6Qb?Fz
zL{>^(PF6}rMnOeST|r4lSw=>~TvNxu(8R<<Uft5x!pKI?*u)5A2qPyaCl5D|1TU|I
zk)n*E5y{~H0R}-11{(%rW=16jCP7AKLB{__803NOWMu>c1}I=;VrF4wW9Q)H;sz?%
zD!{<R$jr>d!pzFb!U9xX3zTPI5o8roG<0MW4oqZMDikqloVbuf*=gfJ(V&YTRE(2~
znmD<{#3dx9RMpfqG__1j&CD$<t(;w4-P}Dqy@EqR!@?sXqmoln)6z3Cvx-Yf%gQS%
ztD0L{+uA!iyCzMZGIiSY88c@sTD)ZGvgIpQuG+MD%hqk%ckJAC=<t!F$Bv&kdFs;T
zD_5^wzj5={!$*&wJbm{3#miS8KYjl4_1pI!KYxMz#mK-6@fMJTcnr;7f<S*Uv9K_+
zu!H=?$W#u*%z`YeiiT`Lj)Clng~CckjT|CQ6Blkg$f;}`^g%SK=pvVxipfLOk07ss
zeMX$en#l4Q++zrT-D2QjW&}navmk>#!}nhriyFAvq-QLjmhm_#O8my35)1a9f+0PZ
zGVL>`eS6`V5g}1ztf2Du4Bx)1EK*CiZh7}P;_l7vnT$r~_G{)a7&n!Dku8k*v~IHJ
z%X|MBt`}AIuF{%2M?BN^$o1g1dpG)2ey>=({89DQQ@4zY!n2MlEb7u~(Bj_lF11B>
z?V*Ee#XA?@Gkn?8HE+eeY%w$A%HT6DGwy^2&RFr)f}QzwU{F9$?f2BziPoi>S=MXU
zmCSsfBIGL4qdGb7DqlF)kuu50A6G}c+2Fo7X3YVEi98u|y*ElQR6kpDYQy~-Rx3S|
zW*ITQk`RnJ*K&RPtk$kLwV+dX+YOE0)`_IdlXxKKS{OQAWsdTCyZcRbyRyGe`f_>a
z?r*s+x1-jCujE$oQsw3Qd$w_2k+$2axL0Mf>JAnv^89Bg74<g!!=Scw>+Ys+tn=<U
zs^nhifBH7IpybM&;OkreGdNA%rnaa{JFqp;Wb?~ebKi7k<V|`xb?V|$o+TQwYbRMe
zUcWczj?cDhm(D%sloGdhFpjtt)}E?2ljr-ifYZeWpHs>mJax+JW5RVyHN6bmUdLbF
zeDBHWYQ@CLE%|)M7A99uo1CR!ue5tVvt4ufOK<I0Rq;~`iz}uFm~>5AK1E>J<A#ua
zCwI2Z@5Ijg@7Z%Hj&slKwUciz-IO}D;Ym-)!GO$V&w@^>ExR@4+PCLtxW5TYs1$L}
z`P{d6b?4Qm--Ea7&3-ZK{njs=Z|5C}xxCltW_EmjAODuc2NYA>0$w<(D+n3!)qBl$
zZFBKn`7E^eUAoavuY=oo7*EQcGs>DbefiC-i+8fZ!#4WlrKR;Q@tM&4H2y;R$CXK2
zo4r2rc;<3Bvp!KRTX5iByTU)0f1z6}cTSDpbZ^%8OTSCMzB0XY8yIjGO|;{0u3MO_
zyLk5^FSE^R#{I`u_R5tq@Fx9Xy!<!*KZ9`8mayQ(ocq%EuNL;4AyvD${*Y(Er&!-2
zT}8pR*?G?P>JrQw<mcw?(wVr);?xF({=mrd3vQmY*_^jCeCl?))9nHN7o_~(aQpv!
zUHPA(v8cYc_)_q)IU&KjYvX^Gsm4m~(wl32(?tH(^ogch)-t->Y~1p(XZ<qX3|_%m
zkM3n|)jruH#3>lF%=q%AU&3K)N^aL$pZ#QW=9IH#CHJJNQq!WjGA5xWOLu*)HDi@E
N<<eNRo7?{XO#rCVe5(Ke

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-73-Compensation Structure Breakdown.jpg b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-73-Compensation Structure Breakdown.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..4ac15ff1308820090cdfe68989bd1c8cc69c1e65
GIT binary patch
literal 14399
zcmeHtcUV)~w(mj^1O%jaf`EcVK$>(SAksD<N|UMr(hR+X8W52xRY5=qBGP;By$K>6
zlum;5l1K|Jx!L>dbI#uHyXSrPop=AbcdvXSYmK$m9BYm_#~5?Y-<bGs_(kA~<~@yj
z01*)Y5D|U=eg;qhE|HRwkzTw+Mn*<Xeu?5T1Jz|p%FC>D^fU~dY#=U9HVzJMK4E@t
zo}0WJ90F1|Zr&1=kdOfJ%P2^T$qS21i2W*rh@71KGUa6!Dk>JSs~lIw{+|zg8$f#r
zh$1c`CgK4u&=L{T65+c55TTwIiGDkP-w&b-#3UC<$u5yoP!e9Kz5-kzA|}2-LVWQe
z2?^ot0K#*Cg!UrcRZ%5Udc7xPJgy94!SNq1@hX?MGd>tW^NBxodqGaY#LU9VcI`U9
zzzsnO$=g!WGO{XnRqv^(YiK^yH!w6Zeq>^0ZS&05&fdY@!_&(f=HnakGW1ngctm7E
z;+wZg$?sB9vp!~j%E`^kFQ}-js;;T6t8eJ&?CS36?fcw6IyOErIrZ)P^b!)a{9|Qx
zZG8jtb8r9P@CbW+@~d7%0P)|{BK-eNvHwFaT7q5|NJxlD$bQv}=z=$ah-pbKUKJ&!
zQ_>@Q;!4jW7JP|8IsQX=J2|iT12p4Pw-E{^K8dAkm|s=<O|$=+VlVzJ&Hka-KlPdh
zE)x?GI**tZfB;7)0@+s88VaxMi0n!narEiDqbS^YEGEBL-ZIBxt{Zv@@g=^dWVvl<
z)hr71DzPH9ULLdKJfeR9)#L=JHI46xJ*f&_b!k?=uhHAeh-@%=t#}hVJq@+$Ok#t!
zysHpXW8c1s-A<C>UkEn0;o4U9VaK9+$Ic|1CVO6{1{UTFq@e0*p~+W*yv1&Czi8Ig
z3vvmNga!&uYoH^VEcufU>rg)}h{m?fFQA4K*w4rAaK);+E>L;GX<;E9_cw4nrm!E4
za@(j^Jny2)W%v_6pFFKEjpBk}m|uDh((4TKR>dD&8K^;ueGlj_Aet4O3{o(OM9;KF
zAZVMIT^(Ify42tCfXxtpl64KQi(;4DWfVV&drWmXDmEf@Jdl5^NocWAUD%WTn;~2=
zP#=7u6Npn>o7FhWBc9AF<r(qU!l<cZv|ptlp%g;O{g^VRoA*I{))%_pEE2`3bK8~|
zgF#%5%peYtrmH+N@MlWo9z5bJwgZMgDmQwo0bg^*l?4`m&q6G-+L%*SXpNYenS}Fd
zkMUz+SUcnF{HBT1TStbIoDcTa2}G~zQmjZ&HQIokp22fTFz17XZMJ|P&9kh%DI~#D
zkoyi30E3<?fwbehTq`po$tBV%8i~dYEf3ET=Ms3J#lbYdVtT{#mBQ(abYF=b%H^kn
zXlf&W3iDb~E8PaYy(05OH9NE=p!j{IT9dVtKA*L(wNZ*cH?}k%Hf7W@dQe@h6&kMn
z{IPOykhF`Nj;<hFc0=Hh4g96$mcM!<`dUmn(;J}$y~g-=5#tp_nljQPZW=5nY=aX`
zeyB?=w01bLv4kFtwClLrL2oI{@@$UlfFK%+`t3Vht*SmPt(XU+y-WIB;EJEq8wX5s
zcAz+Z2#j{E?)kaGW)50mzA+D`(|_8fMd82<UU~N+I`cKn90{FIFaKuDIMIlng%SpY
zq>1tn31@@9I+MEiX2{3sHJdJ%mim`Y)>!}~Pyohg_26hHw}hGkKA0#y@jW#}&J?&2
z$y{zjamTlJ1Ab7(Wkq3Z1TqZ)(pVfK`EIJPe2L93Dw@OpLyXuR;DU_I=Rylcj8vDO
zC9}#0Sf!Fyl+PHfwNf|f>c$u9S!*i}uCrmX0zC`+#a%8(w%u+B9o7v44UI`#IVP3v
zgD2hj$S;o$5WuFP2CX_2uc9YnQfqoRHJ>IPk0eRYheXrHund!Z8hLb*)R=8I1F4qO
z0t?{*_igbazm^pFi8Q$xbLH<&&r6=v2jjNN>O3LJ(wXFIS&@LiuT*sI_^5i=<Fh2?
zka(Xm(a$OV#Nci>Jb<n~lUet}1A%JT$%n-{)T3V4A4Z#}$wh(@=%Z+fA$nbT6Bxon
zkhN)irX4j|KNJ-R#?XXFuxnf1)iQdi`@{SuhPmy@&-fRjeY_Y(m-o*~nLQ-NjMP4i
z80#YaB+(ieY2Gcwlhenn+m&95&4npg8<db~mm*Cah9+XAysB3GP4F8Zbz0a>EzquY
zAft)`b>!DE&vVctTXS)Pie~E{p;en#Ela2r%^fvEb02wvB^(27sboW#PiHaM;fovK
zAPiG3lDx@wsdm`2SyDnSgx#!Xue)JMYwySEwTdSHoJJ}wvr!KlmHZ7aFD2aWw5{<`
zfS6Av<-XzVk3~vSp^}_hn$53VIg2V(<*6%#e<&;U^~q0>qYIHVhp{hA?_-`d+a+uJ
z@aZ*wiSMje&Tr!&9{;r~&Aht;0yovM(ELqVA!Ift8%l!Nc73rSCLRa7o`a^YRs4kB
z)R>g?tG54CE2b--c0T|q=1VjhB-;R%(!nrA6!wqUH#EOqjuiXs?2>RrF=#SA^Fky>
zt~4T00uvh{QZ*FT;92>|xaPYEKd`$T<kkgHQ<L!pr%s}cVw$Y*0C^PbVULOMOj7KZ
zn4L+U`<Lk`-}Y}ybJIq1(Ug%D>OJxei;z&b?n?Tx$oSEhP9C|aH}`ngv@K&+$crbD
zH$K8xy~!DaA1JtwF%StcCORTxX%^-KV#dtIoP;%c6B$RvSJ$W=hpO=at0S9tFO>I=
z`CXN)LC2LLdcljQ6?9s(@keTb<3t<#hJk4%>ul}u9)l11_j`}Jn>Md6l#qAZ-6v9I
z_?>KPDjkaSk5kCVeteLOGV)YiNRkE#5ki(Kj5>ngpRtkEgur#DY}ARV$2`IL&dUqN
zBJ-|@20P+~yi#E-9K-);Qr^gCNrchf<-6nUJ~I}@O)HWYVm_T0E=lt=4&VWLI}`K1
znsLc=#ZmXZ7{537&LRc@hY>xYE*d9cCcEhija|XP4_fNiBfnN+6od2T&JzYq$4Z<a
zt8b*#w~vWafyt}_2euMKb{qe=b8*oUKhe%L<0;4kyRidph+*yNy>vfkZ)(>S)BXzK
z05K}SG^@Up3tIyr!D?=r*vTJXDRNbPPwFMjs+c}B+SEcre`Z@hLf=(pKm9z_KR)VZ
zwR-!r=;#;BUZ`H_uXe<9c160>o8D}Q(Cun-i}wA9X|b_(H?L#ZhR+&}g+l<OtAVM|
z1-id&tK0bQ^1H=)HRnDyU_7g-V70qp7GA|z`YLJv_0{d8>ei$t#EmqW9^c^kW=cJR
zX=Q7cJD4<wzK<5mcXf$RP<%N|n$BqKz;v&7d%-be%g@^f_xLAfvr)SHj^{Rq1_h^K
zmwcbawNquA@e3LpKX1_}juU-QHL4uHdB74~W8`Ai!)_1bqbAz#Q}D@|b}*C;j(aq3
zI{Pk$@28E?w*YDyPAb48D^dXXcPM87myZYLBsSF8<CDjqCVr!#Rd9URiTEjM44=|7
zB}A#xTs)BZ5`MIW2VR?w$<s@|`sD28tk<Q(ZWkSmtHz9reKB+B(P6vZP`W3>t7G(S
z{eYc4K=+r1vIg_XBT)&lXp~@E$O#(;3<{l>LoYwT10D1zE$^{M-%+o>1?j5vOqyX{
zz}79M3f5~*dJ;Wz=3d<<lzRY$=8{;2e4C0>LVNef@@UvB?Q#t{=7`gk-|_?_KJ*0i
zfVW~QotHo{lDaIWj%;e-SrG?Rl3i|nc|g3WTU?uKoc{jeN>h&I1tQElEUgHKU4nVk
z7&Yp3#v^}tbJd$czu3;wFs~M(vIc`jznRk>8h5wNS}*Y+QXMkB1HP3^=P<Y0?ru!)
zVS>+75s|G7jiHm`lsQE2C%{`&mE%gb9#6L22Lt`b0vrIiT@j+K&>DSqRiQ}Hv&*_k
z4<7I`Tp7n7d9<<U?}=WqWWgpYO(Z_hG8kQ^wzAVYM#$EhMF%YS0((QWCjP%*b2&3&
z;Y)QMP(_)pQQhnJE|J(KCI;yOMh{VtP=14ns$!MSY4qs909gN(!j@7zFT2WRw@YLs
zi!rLc-9Du;ij0Fu5Um<go6;PiK1q8)A}XN>XzRHI?j_4pd_&Yd2SXsGIz_Imi^6gr
z)J#+jtl#Dgq7S<BoU@=k=&?_qq_Z}U$aJ9|wO5Kz_%C>XdFKk|m~EsCD_OW9dytfi
zf-q_o_F69?Yl+I#xfc^)ti;kBCzGqOI3|%ONk^!+<^<oUXQL;D@D(}^>Xdd8+Ki92
z3`7Hgqt9u=_66G6r?>koR+sU>X6)C>76Gig5grH)u_-l&Ic;{C&`t9_og{ND3*`=}
zyyhcU8O^pPfe4X(I~5L<bY{h7KpnT9v$4C^<#R7vm#=4JQU^Ht^>C43xC)VcQ}Qy%
z&0;ZE<~Nf+ZIHzEdhahUT0h<!1l%o2OV9YGaixyg_P$B61+rvG9UE?Id6z)KE^g$w
ztBAB1@b}HH{#5AEz0Q_v&6wMb#WjUR=4wBfX}1kHtWVzyaF&5b@_zHIJSRMW`U*c;
zS?JHn(Pm8|=Ow%NCi>h#@cQB?smlah6%WJ}LC_-04!dW(3GktQJg^}7v{%(ntLpui
zB4+uEy?T+yzX+Q~hQc)Ok4R2<AKbeCw$I-g5AZOD!?)O7@j%vei!H%HU=Q!2b7PC&
zY=!A1jUG9B@W&2n#kLuZPw%99B4{>bpZ4=eC5_(U1E)8>DREsWb~$nG$gaj3c`r6L
zEAflV^(8BFHgd%Ed##oew@M!LtR}%4R53fHC}##zx^-Wn)M?|gACIDf>wIGm!f+(u
zsX(UhGaC@neLryCq^Zxgb)>#i^ru<cV*{w%l8JpQ#cmTP)k#3se&wLgGTOL|dwa;{
zzU-92;sT9Ss6TJ+nzNg*$p}S?GL$MwXpEoJj(8Pu3Clg_Z<*M^T>DxvF>6-K>#9{}
z&_iOb+~uL+sqx2;pVleRFU>aSc2k-5Q04RG!`ZoOt}Nzg!kK(dThce1GHEgtg)J=Y
z@c@TE#5?EFdBq94u?c%195!$Ljzj;XCJaM{Y$^ZLUTUXjmum1nblJ^CU3xA^gKzP%
z3z_`X2Uy6`mxhI|W>EJ)KHrVpA_r*nwW#f95I^~VU7d-A`(z2&p{0PGeAF`xbEyB_
zRKprfh{P{l)<m@~;64)I5_gDks&kZoz#=?c782%f>F1n3?GO{+%lDYBG41iy7x_!&
zacY`tO-AUX6FkuU0Grmy#alOWz}j;iBx<<+{)!t>+v4)G59p%~Dph$SdnAMjn_&KI
z=gX_wSTct)nFksQM5_R`9WnD#JuPln@%HPlQ%__J6x8?P@PM9LuNbHYM;f7HeX1m<
zW?>x*>Tl3xJG+)>h7rI>g?Z+CKpzKP^B{Zv^0F=W3u<WvrC!bArPz?8r1={mU4b_-
zBn@*1<)m}Qw<n$qC-m}@#Q_|9cQ~A5&*Taoojn+r9JK5(%D6sK!mD?ooiFI#?Y!ko
zJ}atr7MVdWOOo9)A)%I1$4nE4+ss-52`l}FPjQxfR2iLdZsKiUVTJR2SU9o~K|kwg
z!H)Sf7+in96zXz0Jjlx;lN#I0DnBt4hM=}Vd#>abY?u@}_|{~(OUw{Hkr?Bq!JoJ#
zok@KXDL|NR31m`3klttEQ}BaP$oXZXkg1V*!Qq826Ow5Moid5&;^t%*7ViC0MM9*I
z@x%j4;qcvdJizwT^_y?Cpu3W}@p7rogSVsXXm6adZ|=FP?)fD`&v)L@rN?SL9GSg5
z+cv-o=|H`KgaD4b?G~5PI+BgtHGGpVco+~_fulK2rfkgXG~IGF?rA-A5Oobr`I!al
zSV1k0E0Sq1Ob_KpiSV88g1yj?-O5^Y={*cCeGw1Pz*IVLY?H|G(rdMXLeHyKI?Zmi
zJ?+e4$!PUkk=`|_!2@JMkFh!PBFz2JraiYBMO_W`%|-<&x;d~4Qlv92mc`QEw<fue
zQ_5h>R8;e!TYQ|F&P&?e$p&p*u1eZ<2+Ns}@Y|&{JaAdnRq)>Ak(j9c+joVxX}GVr
z#yX5dbr@zyV$YH0V7&~Fa^)$pUdnB;x8DlLPg)$SYq6@uW-vlkg=>*L<C2uDlNu_f
zOPb&ddGC0gG43(v3cge{OIr<)t~smj?Y!*#yt^Y&PpB!ZKYZQVJ5rDvCPTnBwW>!H
zZ=Okw-F%xgJ=GV<J($3t-J|Q9)-$v?sD)HT!aL+jV2DSNv>b;uB|VqIdq4E?wkVn*
zOm@zU(1(_Eu-#4^pSdcx`L&T~QqCUj3g^xESe;j82fCpq`-+m|@+wP~41@(fr+T7W
zEcH)v8R;#bWslxsz@?QkJ82Syy#6j}%y{}!^w*m<0V|~JK@a@msL6LDlL@Wg38KO_
zwkM~?R5Db~N_MuhK1z{~W7N4rmY6go!$Gm@4@M_AQ<-C5J)2_N-#COiSs1r?KHJ#x
z_Mc5~L{wt0A<Zd&aWp6ErJIflQk}l^o%STih$POn_aKv6yz{7*f6+O{BmcVC%r~<R
zZoXBbY*ykKFrsS|R(ZdHV1|#-yQ<MThslw<61O-cx~+-yeG%^#eUZ%;LrYXG2z2Lt
z^xKjTQRzxa8oL%Ze}vpvav!4%5}!>q*Ii<4DMTNsp|_@^)Zp1Kprxo-mZusrX8ZEq
zU+-knfLlgNw-1V$_0VCRLs#sQ4IjQrQlnG9W)@R_rgT6uH99rGmkRCgMu>iRT(|k2
z!|1(TE6tfx>W|kuji{NZG{@_+Wu`d`Qr|1v$y$^kI@KEtL`Zn02O*qvh!?B8J=L6l
z<+;O<Nr~u^+O+6%e%`(Ntz`^o{Kogw`}L{Ms<WAkPpROP;^p~Xq+Ggl`#f*j-PE<D
zRK{6mzU9UI^$ZuK!g(sJ*7Yc)I8v9^(cRIcjpW{Ldik=I3}2G;q6hJ4kTfCGF&1OP
zERxmHVd3(6?l+59=5BuB2|fONj{_zDdj7qu9+q^-3<GK_rMH_lt5E1L558=Q*7T2F
zqp2f{b>B4iOm1(zvR0dXm<ozsE*sv>7P<+hwwZ>tDb}G}x*f27OMDH?FRBqVYDmiP
zX&n5vT%nC<69EOt2z=~1^vg<+eBdz5Ry9Pc7GoJK*?is4=ZaRoihQ`ulkvBYfrDcm
z7_uRjbDfFnCiXPbeynfziH{Y%_`NRXJA6*fKE$j?#ha}!xkRUgiuar0z4tcNLnoTb
z$%S3pmXCVfbW!Ga7cTE%cvUf~Et%z}_DT8AlV0&?34Y8wuEY&*PY1~#Zgw7WT{zG5
zm$F|vNSK`bd2R2Bm^g7=L)mA(_%>;U%{AF2c_s9rxieBH3fVpWfMHBee}<*Px>NM@
zJ8IY0t7IpLLLloml0I&o`i#TiJT{%NCt>H9vrWByDIeCR16IECY2zxj7=5^c&LkPT
z9r3f4M_AWv?3n)KnHC<n6j<$;!?J2wb)E??8qlZ(@p^RndY0xFb_oTN!J>X?X|5mj
z_Y_7P)>HNgEqcs-=H`G%f6ly&ASS>XFL5$v#;{r&Ty<WXmjn3?8?%zF#o%`Gm=Koz
zqSJ3p%*B?DV{3sl1PtL?l95Or>pL~d_zA+w;A|GhxXyJ2tDMRl4(ei?uXQip_{2*0
zD40m>cH#h?4moj#_-J|6ZiwR5k=HxPpRl7^x-|3ZCU$h7`M10zwwcm^wN<XpI8i@L
zw$}m!**Yj%H!(}lcBRfTlvY`+x^r)v<xE3*7dt8RGJ|m>djyG53qEM3Lr&ja$m^Dm
zv~iJnT0}}3==^5cD)OM2X6af_Ec)~zx&s!8ydk{vy5D^ILv(I`VfCxscm7R3#Z!A5
zu}a9@E7yv{BK%#ZQuXP`Xm3K~9$V$_zVMORyu*?F+8MsYjh%Cc27I){hUk_B-(?F(
zyQ2ASqSp1R*mpipWKAIZdTL8D#(YO&m(t+`6ju7!CY3VVExg^08VPBV9y$sy>Fq{P
ztd7eoIU+?UH$}2GhVPbDKA)`+EEz!r)N!^0hKLvbAfyn@gU0bDCFDT5iQh}|<%=^E
zs1NPC`^5R1ci85o&~sstXZ${&HjF^eg4<kO<K%N5#?4}4EuT*%%)(TVh+q#^Cy!XB
znK}DZ|LX=X-^a5>qf4@_h%=o(`L0HvU9&}5Qfq&lAGj&F#d$6KXN)X|2k$pLaIpEs
zbnz&Lt8Hx;Luxomar}&@^b34$rZGp(mH`;l>NR1GR=hkjk8RzKm#?+7y|rFky^<o+
z|H8GFgpNHZ0Amq=yjwjgIYhM~3wkN3dzrDG{d!}3rR$5jW78b*A^DwBi^)KWZ*wqa
z?O};QWi8Wm#b<Rf+f&{tyaC8IE7rCi*~gwmb1I7q5%PBqr7XBHA1y3QG;?l2TfOpR
zxB;~<>Kv!unG{oqpPpWp2kUsCimm*>25nf4;`Gv%>M+3rk-J>xl>;0_S3{4<tf=px
zqA|T3MmgH(!$&PbN+{=T2HI|#w}-mm#M27G+RcBz<S9)Ej%TDgKn+Jb#HyI~$$^eJ
z^(wXXeT_wq16J-^?U~f<ZBtS-Xt~}bH@V~6%Pc6X^t6W9VIxzt)zW;t_tKn5_tB86
zdtU219xDDFl&TQZTr-xev>3VuCtJ9Sc8>5@;3}&SE>TMcD}CYi=$qRE^*4$TW9`pC
zi<?vzcS6TZBE-dV+GetC*Aru#W191byPIT+K%ot-v1bb6TQMwbySj5{+9RSnDmm~u
z$u$shlcI-ZnAg#R5@Amns+q(o`y~iw1c7DrY3+t=IfsMjsubipE2{@j6Yc#!vtPVZ
zI=*~)oBi|Qg_h{5n#lgIl*SBvw|dHZK2`(=L9X7R*HdKx{udBYaxT_gb+q()W7%j?
zamh2j&l2|w8kd)U1Pz&t{~e$G>-;yI`XB8O7gwOcP4xMC5K|<^6FcTz;BQcY#=WNc
zxK=S+Txr%9ZSnBzmzTEyUzY&CiPkG;cQBqq5&o(+OE8J9O7t?9=ZpoZkW7!dna3Jj
zxM`TIWW>VL8)G;+w4|LI^&|Ab%1^PR!_dkW7tJ`x_lp`snFl4Y?NS+6$Nj~j0Z8NG
z%+@-t$1mn@E75@(*lz|pt&T}=-{E9r(7SW-e=@=FK+i5mx*(+`g{j$jjJdW_Lz4}k
zij#4E52=Q<Oz-0W$8TU+!VLICxKMT|Z=H!bp<wHgFf`#F<rGjR?*^9zjth1z&=zk|
z3m3IMSUQjFzZ*B3W#KfgIlS4$_?cg3(I^)dyR<)b<eMAeA;Ji^TA!YHCz~+voYO+6
z{w6th>A=2xhEKP>Bm7d;YXZ7`uNKM~nw}nh0jelR^4;|_<n|>_OrHYSsyBnK0TUR)
z6>3{_{jI|ns*X=Bhi^%5g{-jO3v4Ds678){9~#eKW8`kvp?5+Azu6^C$qRLDX|Zz9
zxR?bmIP8-)BRVp~Fk-MBT{3LLg6^r+G-Vxs`CKjMMDUr<;cn_AhO83`Hb#>u($_qz
zcroK>(*M!*^%O*u!&c_`x%NXeqVrr=8>8RCj}fkugzC>k89(Bt<+I=HeTd^Pu_GS-
zE%lQ1p{}W>io!{lC(L_pk3$$PtDRlamKyo#ygUa!tUQIom10N!a6Rtl0RPg0F=w_b
zu$*DDJtq-@?`{xqPtYG3u4%-cNRx0>m4V3iYjNBQrq-hacu(vfuc5lf$@9#r(}Kx|
zJt>5BE2ZV>Nh?b2PfShj*}yJk);6QosTBck%M2|&Kexnu{1Y?t5NC4~I^y*&D?GAI
zKySrPJJuRiAK<=?LDsH1;sLnPncbh5!*M*260qc9o|O-OZjac%LdYt#7UCrS#Qdf@
zx<PnEzqLkU=;RV%XkC~fEVdzk;uNYOE0(ao8tAVE`mbA%uY;jjbgwrtbqXD^+V5sR
z!ALd(g|DuNoNnnI&R8BFN8wHxem6n>tjtqr>DgH~9ten3oFP~=L=?X8H1=;^b$4GM
z1SJ?S;$7=*x!OO3{M`{UB15)oTKD#t&kqIuDdl&wr60K;P&0)Kd`if>cmF}k@0Icu
zq^X(414CadkG_5Uhm^m2kFKiHKWh3<DZfX9h_$>w)byWHe)nL7ztsKT(YyLmY&|J<
z46_bQ<)rH^24=Wtv5wm3pMDGCgf!{PWEDcF?<Sz`{MZpf5?MHmFgirhoL$nz<ZfS`
zl}UDg5cz+9?c=mcoxAYLC&uJI7ypQ(GpE6YFoCdF5Gb{(FqakcK~1p8pYERVHGs}Z
zZ$i*lAw9A7)JtC)Q{Na`{_$?fwe#%qq6l|NUceya#U+LHeEv$3v2W#O+6!k%=~B2h
zcRaART++GiwXioYa=K;&^6>Vz7~AQ+J@8SR{TIbWE5R$-`(Nb@E^p`M1x`WnfC7@>
zYoQ=V0xFt;Aq*+XLDzrHQ<i{{%qQuP^Hn_X-Ld*l+}FX@+0~zCBk7jG?}Zo)`6CYY
zhb1}%h;}~72_ZM@TicAf$8rTL@4uLMA7TET-NQ(9F~I4_VwAtG#oC_EEvR4{<$%~!
zi}t_o!7dp&<+$)gEb^Y0z(yAwF<N_)Zs~mBiJ^(#b4yoX?39XfUP5!$6m&?n)W2)X
zbz<PCl|B(N8#xFtndz#qOYK6>iiQkneAKQxAUilK_z_&l^10C--swjZpAKdGZ10Qv
zP>N0UEVI_;n)=~GVckF9yKqe7yXi<VZljtv<YzfHo>W|?r^*=q;&;URSJeCen;NKS
zaPkZ1duO5U2g7!7%nBaZMJ(UQ`dFW<%Gh~!7t;wd>6bHyJWnk`x!o}Dkl-|nZ9`!c
z3VkJPO&s1!J&Q2^wj)sD*LKo8-?&7{sd@ai<k><~!8V5+QSUItk3e33)jITfzkTYB
z*QHm;g{`gU%WtgJ9ms%ki|uvE4L{i`%at}N<<)Ev_DZczuSOocB<#tu$!QYZ@SSx{
zs*4vZ|Dm72oNIV4*c&Qu6tKEE4G+%^8u)li%)F=3U@SxZ099Ko6_S^~hvW3F#-V?B
z)z6NYslD)5D#jL^oa(>1*7Ay@*Pb~^s!z>re&Nfhk@F+NPl6AZlaLPWstkt8e}~Ba
zTh1s&Zg_qf9`GTg@Jhbc4TXa?o<rv0%i!k_3@xJ~lgqfCS?^&+ae?KmN-j%Q4Dk!I
z3%b&~2+hMAqn;vAx}7I1GMoyGUyV1Xz>NDw<@t40%HJ)Bt)fA_3<J=I4<a4Oow6g<
zMRYC*F6RE?j-6~Z$SbWqUJsx=6q9uT)9pR1Pcw?u8SCG%cor8O%2*?7D4w&J7@+Rz
zFhx+Xk`Mg7O7|F8UpUxg#=QXdIDX&%13NaLD8p%N{@piHpwxPsf=o}9IPXL7_YuMp
z--r=Id9H)N?csr~>glOJa;wi4cHEBx?Y@?_eWli563DoBT0jZPEETN6+)IHYZyda~
zS?0R`-Nq@;nEQZ`fEhofICx6LA|F{Y9gudzvZ75)6jx-_|3s8wE&oP$&3=Pd#pcM4
z`#lXOpQ#|vQ*9CD@h5N8$5dN39ZD}=$lE+9s*{|PU70Z+mz1&4Hu=dP$v~S>euD)7
zjjbO@uC;KYyKBR?a%$)TatGbI(*bGj%K_4bwI`CF4iT=7%iYZBtlFC_{mWK7&E!_-
z{-))u?d#R8x{Xg~QD44_bkrPjT}N9U^2PEDKA(T$X<66(E}yIES-vA%z+g^^#7uy)
zxr#|kv<lys+u=|4cRv#+t|Lr#J%pGPC^fYNtoJBZ#ohol8uI7j233}qyR#SO76x37
zyleS|#PdjK?m&i=^bWB1iZ!}VYoWs1XI19Ug+0B#igoHuR5c6Yw67IgjaAkA*T&o(
z`1-y5X#gHb<}4i9KP`vnnwl4E(|1)s6)MCdSDgK+4x<WND>o`<jOR60%uEU{u&l~+
zV1}wa4bf_jP{t;$8tFJ5nmeQypTra^7d;H?USF==*>%;<Ef-=S>|lHM--+57DSf~L
zy@Whd3p}nQ@Sj0NLf;!y;!wWk%ej&(DE_I+=1{~?A#Bxx-Wh4mv#Et4{Zu%sB^53y
zkRkBquBP(K#{vqiZ2^vJ8oV0!v%^cm3d;H<6AQ6!od%=ATO?Q755vC%Iw&_LDs=lw
z-_#bok>9;BnZJMfI%`yZrc+U_dKkx0R-=}1GH_)2DDeJIxwkSqx5&@HaSapu;)|w@
zuC9_p;UcRVJ2|j$j@w=#YmkRnqXw8?CzCH}Flpk;diBrOHF#LvjN{|C-|G|Xz%wko
z%66=y*S3D5>DveMPO@Bwt=yQ-o~rcp_oaTgq?zJZ*(L6&PAR$AqxR{WhepXv-VN&N
zSq=I>`1G|q$@12ZjX2@il0A(9O9PzBexrkj#qN5Ki5{oO0f(Pa^5tA_w~|hj%F+A2
z=5KH+y-rt6L!+&)eDFr)zy@uxrtOo8EMvk#dea-GIYO@TA6F6;Vr%*LBwx$B<$f6(
z#cdqVAJuA)?ob%Y?`dP;;T~}6^#){dBrISjurJk@|7*CIcw;`~#&Slh$)UquUm#<)
zy9!je)?GN_V(&EXSgL5yeCS@^nS$f+CWogcz5VFky0g~t(bGiT$61l!prEXOb2rd`
zR<1-GNp_M(bA&ji*xHQ72IF!%&sTBEHJx~XmiFP2?PbTvv27<$?R$qS{irRi*0}8D
zl}3{`L??xlg`d`EsMh<6Qr#8se5ZaiL!y`Simj%mRK3dG;D`F-5(A&;n!>&N$v<-v
zW(RiT&tJvF$(et4<)IV03O>>;ZIM0)J8F(x9i96@Cs8TgsXqT^cPli&@>JQ!#85AM
zIGUt5<GSKV<GOP*F0`RA^=P=QJQ6p$qXjm4E!@;9>%+$$q2PsU{o26EbY3kaDa?1j
zG@&>qg^>yuJtc*3tZDSKPq{5)@O8;Z;*@27Q=%q3q3|<*zG8K{Z`Fn}9&psfLeS*-
z(*05!gdJAk@GkJ5B5%*1*<S;(@4t$~lE`hQJ>!@WC?k1vIdm|l4i8YQ+ZDMo@LHth
zD!lu|c<q@_^4V3{p|ia(9F79AL_P^$eGfT88|92x*d8)5H=g2wMOHtS3>!j%N2d}G
z$S)CA@h@Vr%ASbhRhsiN#`P+_^U%;893H?DZ9V;$($xMgjI2Cj#S;B;6SDUebcz)q
z%ue|q5&FS}FiUH<NK*xUGq%{>#REZHJ^U%~4*DX(%19c%yZ8}zCEXV1L+F3_MPDcb
z{K*r))>a(wSIz!vvp-qw|6DsOhKh8uy)AC!%V&A|eQ9sH(N_T1*>MDipAi*^s)5f#
z1I`JETT33UqXoACUoe=^(><l9T0O!8ZJ^5k^tsyMb@rj(d~J}U^pNrB=ppXp<0-}I
zDFNOKFft(c;yY)^uTCc6*80t8VNUmSBX$eCyOVo<U~a$wfBK~9Z(ct_*md^A67C7v
zEr67jwl*M+COq}^&Ldv!{Te;U{`&ZzyXCKD590c7Gq_dxM~msUMllmm-k0wNnC7@S
zT?r9UU+lRANUU`M4*)uEOv;zw=t6&O!r%pM-Nk;yF*--IuD-54#{-NzZwv`oz_@?k
zNfiwxVW*8L()k!g01)8apg$BT^~j3d+E9FQV8_Kw7(r{h7WR5(2(}*ySu(_?;b1fH
z1&qbIDu^Jcb7NRu<PTq9fOiyQq|Pt|B%&4BJQ@k9%sUR7$b?y*2`<pXhuED@ao~}v
zA)1BhbwjV81>`)zv}MQ30;CNaU|$wvJ!o%!_KkaNAK&A8ntt_aeYlmyZ;rOMRuZD}
Thr8yhzquvnZy8o1{P+I=pQ3%U

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-74-Compensation Structure Breakdown.jpg b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-74-Compensation Structure Breakdown.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..5327928c14deb997592d56944f9d42dc78b27eee
GIT binary patch
literal 14293
zcmeHu2Ut_vw(f!;y@>RVf&$W%-h-kP5fG5xL_nH|NDDO-r56Q(ElQEzd+#-fNbemI
zIsyqbKp;2nbM`ss?)QE7op;~+-hJh)d?Pb!t+~dU|Cn=*Im!%n3cCbceWa|W4B+7b
z03PlGU}pg(fS8bwi0}$A5fKpy2{9=-Ed@Cl89CE68Y)^gW)5~XW>!{CZXq7d8v<Oc
zth|zZ0(b6;iHULWNXtu!$O(yxiTq-MM?ykEPDaj1LBS|;o%OoN|L}or1E`6C7*IY4
z?*@QRjR&H}!*&52xOQH_`~3j^df?%M2(Azk5tERT;VM*L1@Q4eAbbMQl`8}UxY~ZW
z`v3v;m221U-Xo;Zwj{dYLMsyZ;VUuM{qlA?ona)m=<_#0B&75Vj7-coZ}IT*-4+v<
zkd%^^QF`!DSw&Utk?vDHeFH-yV=HT$7q)ix4z6zQ9-a^{@8GxZLPEpBBjVyeCL|{P
z_9;0dGb=kMH!r`SqOz*GrnauWp`){_8`kr!_xs4`*!aZc)bz|U9I>*xw!X2sh1x$j
zJUTu>pPv1~g$IEC0t@&37hr$FMUBISPe1@7Ao_(158o3<AZmgu*Y6TuyQfWL=|Xcu
zB#@Z){)eyS?Ic{HI!L<bZ-z<fxy6=mqJBa99oatzEa*Rl>~FySj%x-W2jSs54@3=s
zfs-@di~v$T5qbMJ@^(PRhfmt-ckvW^xsg}AQZrGAc6x?Ehgt?t9~S$>8H(Pt=c<Ea
zPl$4cO|7v2ZId9?I|Pc^tWP2NfS6g;Qeaq`X=ZyI%HgbSMxeks%7dIi2MQ&f-<iG0
z9gxFg7g1wx8N<tc_zbPveP$7LxaoWtTP0rg#>-?iEN2a-DLTnSr{29tEeBqTj5Ku5
zw^gavhhXv|SMc#RkJ2eiB9^M0qf$vG#fg799Vv%+845gKqmQ~PPl$l|=TtYDp+KDr
zBr(D}krkDXMcJBE&6U~fe##H<f^swJgvl|M$k+&X?$KhQ+}g&EaNb?`^csiaJuZdm
zey4kgXnF)J9-=9I>vH^^WCLT&oD;=K%iAYJDi2*-1W`57OP|$!QeLR(@Q0JT{Du&E
zL+E30zlaS)`PTXg{_sOuK>H6;woAv4$Srj6m=XHmnZF<^SY4zckZr)t%Ou6N&C;PD
zJJjS%H<m20uXe1jmtY<Bm8CK`csBU-36c6=UKPIdS=J}T!82Nj`!1~fs|PoEDv{;I
zLtBS58jN)2MuT~|*UgcsEysohy;^QR7B(s@U>+bV!!K-rqWqiz@i%*Oyd?P6C7e9+
z;1v;z%l4NjKl>I|6h%^mm|eA#l*X}IICa(VN5SAAMfu9K?*Za@CBofc+9uJZ3q$+l
zrW2Ak&y5sg@DcXhlqy3b5LbBZTRGi4p|sqsht3=qrlMWLNm#%wmE?H94pf~{w@8oC
zLiPmh>W@Bc{IJKQ<d?c2zngx@lg<&Ig-q%eCPNSWoZd`&qv93Rv9Kl|)8@`U#*r?a
zPB{><E+))s*K%XhU7kZL?nTq6S=^G`L&fV6U)V9h%FT#qhR)=L&sh#4k88anuhf!I
zKT~^_$y3Yyt5ay7;Qc$I`vhn6?&)M^gO%rt7H79C-u)m+T^|&qkoANxg>KCS<Ar36
zyZw1PuN~}FYysNuEt#;O-FT0FjSf8GhyF}SwVesJQQd?|^T=71K+-9^`TH`_7fW8k
z1cWB&p)X!LPWyfk*>bdjHk>NVoDDhgDR;|Y^5t=IAQn(goF@-N4?uQ;71=cC^s&H`
zV2zPocb2%0g$4TL`<dLgqf!-uDlx+F6w&T8@NrJuzI^F#!)p(CJ;`l@kJ2d$eoetY
z2sah&z8%p5RobQlp@?RxE_Ti_F@C-m%<n?>6!@O=MHg2gCW$yw0Jkv%X?QEkMhkhw
z@R65|uE*+i)l8uu%A##&u>%dXP8%!)*0w}>=|tKOuS?<h8SpGQbJ#D))ikGR*3<_&
zaZ}gTk&<xRM$v4V*#NW#Hxa@do0nuwBTl7GLbgtilvtJ7>U2nB-l&{}KHA3VhI;-z
zjwwUm`{l@&iAjP!UL3#03oQyNGad{;1CC2-a1aV+LNaZ$rZoJZE^N(3WDRQ8Qlz~2
z{dB862rLlTy%@i4@!LVHoN-E;c_U7inf46{iRHQX^6XFU&KYYqW+sZh@5CIZleuX>
z1Zee~?xVzZB(}~TzEHO_f1$T^KS-4$!4k~{^DvhgO4Bc|NnM~zN#|3Lv<6(;<$OB=
zWQ_k1;vXeHO}E1B5e!>aw3dO_wW;srFT{jAuc|KjQMe#65F~3wf%wJPy%@>n!X>}g
z6o9uG-Iau$noJvt)i0<)Cy~$?!`a(yCxp4UDb4#=TE&>5h&o$H3`5F2`s6a*Jdio3
zjNXW{6K;Kr5Cvhhdbf9+{e-8k$%3j2t%3H-1FDSos)IGIifpU2PZ=idtt?$3TSlDW
z+0U9)pJ;I;09p@S6^Ky9Nim0N;_57pk&w)kbbf{TX@C`}#UbuC_IK6thl=@AscVA;
zo?-zd&75zdG<cJQ@l#ZEA`1TJ{_eTUldf=<t7c&bD&8e-X1d^g%0?{EDtJkknZ9Wp
zC3EyKZfY(=AfQt00l>e6JS->}YBJwGkb0gnya0*UO4CQS6y};psqGfu43XdgM6ZKR
zCkNTDq6{$nPPf*TP?7;_2|s>}m{utXQ8CIUkrPUBB9hO*dY40&y$v!3A1=~wI9G<Z
zPg$_O>X9mCsYK@^irL2x_pYKTFV8NFLet1!=5ul{S!#cbnI=j;AFbPvW3XA`U_vwK
zk2cBXMyi`MWv>XeHb)OUD({u2;t!5ds77R*bW2Ro_+B^ct&7(ouD~rs1p{#K91m66
z<H-VFDr9P9MzpKZ_)pDLcWK&AyS}Q7pstkG4uzM17yPRqjUKqF!=Y27@v{G1L1A*G
zHX*GN!BQU6^n@rE?R>8a*%SJ*%I9X6METqK7_){-jyG?h%&6E{o!NE-lt|sH_Geyq
z&O$v4L6`|w9n5i&zuR9F;;B99>$uG2lr?W*l(|!Hmu~w|_lB(tC@>1QY^lT7YM11F
z9*q{uaXC8*6}<{!{{ExO<ErxLepFodYw1m6bJ=0{9iko?qR3ZOeByml0$*d`Y}p;(
z^7MkAvA*%dR~9uN%!crHGT;1GKkCL$=J@Wsq6dGELut%_1Cd4pIqA6M3p&soCM;ea
z6sDl4vhHhafs5QDc&!Mdk{cot&w`vUuSZ}ka-uCdc5=3c>(q^2+$)pjvU93i=X_Sy
zcAPx|UD<NCI6DTP-Q;JnaHjD!M=6Aqq3>_2)K<ic%+D2)^WE0^q37+iME)gt9yJjT
z*CN4aNA@%jCfq7?60;O?g6sUCoPT>2Pl^+tn25l27w{iR+ZWtOJ3?cDvnw1|<-Fiz
zP_`L}f%-%d2J9dhr_$P>sC2D<>mJ||xR>h4Vg{whyqIuHk;mM1&$O3_JB{yu!_p$j
zT2Z1Y1yEwn-4<z9XW?WJcjr*8l8sHmsXZt4Pr=?cgik@KRHp0ld7uomlNY@2gKzS2
zd6uJu_Itt7A{%{M`F3KUXOf7kZmsbQ85^8TnC*m^H!-Lh+B?*uQh#L?GlQ%#s;Gl4
zky(+u&Pw(BGy}9a^+RWl1upNMfRB1x6Abf&^-^KWPp`owa4peyZw(bz<|*&qb>8C`
zsB)9w(N$DC&pp-CDx1dwgH?+s?Zp(#6L7(Y?5f-kXS{4U-Abd|b@R%vI>`^e)ooxx
zaa^jEhGBu99Fmtoj%^B8%?Fn`=r;^JsiGyjwAGyAhg2)*KwFH$OGk%1vBkN~XlUuI
zaVPg^pVe&@S_h+)h%W$<t~nSB5DOLiAwgPE_LHx-8}!DKo+u8B^ao%6Mi#YCY`I-!
zFv~^=hB@|PjNtudPG7KqE&9c{-nR`KFFHfNH*L^aQS*dshz=E#FKDDH+#}q)n|(nE
z3ka+-%|O2%->PS^xZ+5^h%bIxA|SMeBCLL0OQW<>{#)SfB|4bv$>+-}=H<w>5qQt?
z!aGM#g7>Bm?FzYd^7VB$?yWo_8kBKb55u_9hazFC-0$4Ba~a||n##YnQCu#~5#`TX
z=u8>TZYKLRM`zvV_km3C4!P-p0D})`h6m#>FXhmcI`yNkmdjK5-b#wx?_+)2$HZb7
z#g2z5oaP0smxfDv+r;h=Wz20W7#zEKlrv#API49(+)Y^zV#X6tMB2#Oa5>B6FkcV>
z&l8i_1vT53mIS*xDIuzztcbvchE^7|&Yl_iD5KvcW6s<zXF;s)V_QEJyDj-tPquf>
zhh;F;#<i*j&1frIesZSk@ASeB=O+T>)Vn2Sa)T5^EYJl9ojQ)mW;1I%#D>a`^0tHM
zlI&TJ#fKoGFbgVQ14P~{qR@d)aQQ|~ulHA;<84+U{6%{KMAUI%%S}{T7ZnNQ`{pVV
z;mFSZ!R4iZ)yur27kFW>x~PL^>3$d)qhsMJ-6<?xaggVT2W6v=ow#dBpMIl`bmx4<
z{pGb3EuPOZ5hh`g13KB&dM2NT?!*E&t=gbR3*ZaZY7^}Wlu8E{2%l*Ut7<0nvsE4M
zYb?SGzu(^!Ty-r=!sSB{Rq2C@N|Z{saJaWZbN&X+#*9MT_bncBvIM6omH+{DtMoR|
zWFA2(FX|+`nkrl-DfFeBdM@O}K%1palODSZ<JOPd_%DHNZF}ai$gS<JNpJ3AxO%_H
zX`)WeiO03V@b{ihna-nZv7F2Ydtssvc_K?jyDZ3g#s%@;RgVcUYl$ezR&w@W2=?zT
zlwe4P#G`MU`R}i5HjavYuBV-zF{5dERx2eXho33Mgy98E+hs%myf}(jzm#97tnhPG
zUZMd3B7Oz22|Sns=kHCAzl*r*CEe%Nu)VCh;EzF%V*&1X(=*&)&Wvm1e_-=5QHM}A
zV%1;B(A)t^E*>dMW>ivQP5m;2R%j>u$rrrdB^tA7Z-=0I?J3j_1FV&DM}bZyYs=Ww
zQ|4QBoJ4m-qR6#bt>08$#<+G1eOfA|-fFEJot>S1Jj!OUgEV0cO#}k{wU7Gn7Fpft
zh9x`kihaq-!rcPx;j)Iw?(;-RVo^*j$_O6*QF)Y!e)35d%i!CgzMM_hdvMuXS4~xX
zUiNVh=V1XO#+UeAR`Oo+J7$?uh0bA@Otr}V(h!Wn64TCd3~h+MYEazMXLaB7iMZrl
z_jG-2k{*0s#sa}BNI0xPUE_MKAq-$-Vw78#9`G7)SPb*OfiCP;U}!-8Orxx(Yi^9}
z^<w5D<$^-^H071G*sCS-k!dDrONj~DH~1ZmefK<%Uw6J=*^OfV9Kd;Tj}~w1QWOis
z`IKORDG}%ey<?Z0D1t(z9a@QQ9T}z=n<<<vifMdnWV+kqy1!&QQRNN}YmuGw6_yN1
zYD<3Wo$!OhCV8d%)*N;9Z+uS(mAz{S9n(WQja!5K$(6EsLIp8O9{WtrMPGKw>Q;81
zh;+ZsjKM?z*-IBzJxRt3zo8(Loii83?G)|~Hy^~^glPg#rniTzxIUOqTky|qh&aw1
z$H}oQ$y;@vl$#PI!(YVrX)041TDtUZDI^@>Y{*}BB#s~kUDMVUEOYNXKz*?R&}q7!
z(-EAiHoyWc(Vnf;Zt}+GFiDyj`=s~|t0<xfdK)S2Inq_|GUFr`*dWV;F5#r`&Ug0)
zjk}HYiS1`?1rMK-5H$t55jE*s146C45&KjODmZm4*)z}3#dqFFVS9CsJ>YJab6Spe
ztIRP6Wj8lF^9VeFS^C<9xV2?a7Vozkb$d~lbf3E}36g$3k(+rJRp|QaL%z`bCq>p&
zN|&uGK8KeC-gl>2OKLeVJm4zvkWbNP(9jH;$1>4NA>hx9W3k5?CMdnhF1?8(KB`DD
z4k|-MwaO5+%pcoRaa)>xu7Rn+&1UGE%PCr#qvB3J=0T9^X#JHWhPw&xZydx?aS0e+
z0Hxw1Zjn2ZrW5HX;m!+{E}7N-P8P>pN=xqbIR8!4gEUR4LZ%tJMVg~|i=~pr;-(Kh
zMVqh6$=*i4KDF+2lCvdOd91e>ayHlnrC-=I-u>$0NELD{qE0_{%``#T3_<qcyp2ka
z)pM^GV%0Hok=Cxow3);#e&{)B%9DUs>ofxB-c%Op3?6BAUUo{DNI?!htZJ@FoLQ6l
zBBy)ZK({%TbDtL!i&le|QlsNL6}ZwQT(>0l-&PrfTgJNRM$gh(zo?J)=>}6b3Fh9a
zh9cyzIR<hbxIumhZIQt45UR2vq0Eu(mkcPg)($8$Zo#QN_KxlvX0(dC6~3zI|GFOb
zrk>RsUO(+7?M{U+l$7l&KK6Cu`cui|sB-BS?Mzd|1BQseA=_<5HWirDb0=F3v|o{N
z8^MX)E3UT(2W8<wm$r1SUF=-wOysT~*aStHZIx%ABpS9>9U_h|a?k1046zhNaQx_(
zaSIl-YnP`#E!vUtQ<k~9pY5xl2m2-`BF_a#z>VM5r8ewSMaG*fQ5s^4<SI+sI|4m#
zD&_`dYPz41uDd+JkN)8k590+Hn0^w1+Lw}RF@0BiUXnY;xO(Gj3ks*~F=hxs6RjbP
zMmEIx@u>A(f!b(B`)@a05AZcrd7_?KiDwr;Jar?F1CjG9%zkspPQ?)qCZE&aE#dn3
zW~xmtcA%c6l{D=Nde+#<wQW*?YoydhWP0#b(So6Xrh<9sT07A>&P2|{+(Iqn!quw%
zXiSr5*0o1g0JB*un-1%!D3>vJ#&0*uTJ8F#C+`o7eVZ$i^n5w8bTmVVcYIojCf!t^
zGi(zqt)@e&V7P?&f5y7joMsLv>(w(NYUK;Gq7;Z5QMvD|%)|)CUfLX_-*;Ifw@i``
zUy98JoOuF#MOs*x8II+@R_^;|_+~FaU^`O-yQka91NF$A#UNjhOD=?Rfv(}cng6Ub
zC(X%cK^SDS<Kzs<hqCAy-sF1ZjJHKm6o&cgzN%JLbGP-yV9%ZvG8;AV0Y#>V23xV`
zlzQcpl?$#`XITD_)f{S<dQQaysypllY#bD1P_=>88X^c?lt*l7y9=+$XMSB4F{`MH
zaRSfw%?~5B{#=mruB*QHYLGPvMbl{iv9^llixGUr_gXr{peVQPRL4P#%2$ozO=DMx
z?Q%_awvw|*WOy=<m(6n-@~8wxX?YQqM~7+QqZ~W4cGa;s19y|`6~6gQk|;m>^t}XN
zJ$O=j&;e*(o*kq&MXPshmO3&kS6Z=s?3g)&>Ai4W{StH)FSdkI#iidXx6=n2R?7}*
z{@l@!k{yy_FBkWIBS&pzDm&nN+0vE6m5I{MJ&LWqB1oyuXcdKu>QIST{nwCzZ5J=r
zyct4e!<D;(FA?I?zDy(Hg8a)KnYK9hTt7+JRaQW>>)Q(B5I!E$76tIimm8I`9^J%p
zJpWL4r)IReX&|ynRgs*9t<Ewn+cRMW3jl6@>dHuuOv3!!d85Z?!7|xDG+5~Nhph2s
ztU10nKmSY2V{ig8Isk6szn`}?+?06JO8Lc{ly)+(b|RUN*|xgJU3Ds-bT(l-wF_Ne
zusC0us0k-87hAA?^$ElhB8s!gu)y&<+#2POc7z2OE`yHNl4D~rvM$JBG3}+CbGxz_
zs#-bX0#;sjyJw=4Y2HW9G0Em%i+sWAP7*NqzKajbsXmI~<&~FTDCZ&&I~aF_8}g+B
zbL?_SM)ynlF0I?DPnRWL@vp{~h@yuGaZwBd)6q+U87$Bt?4G-@1(nTDe9SHV{Luky
ziApIjesl8U7><WC$U(+wARB(cVG-mdF*j|(IGxFAyPL<=LiIQ%!59lHuSZr{1o2t2
zHSL=Y=3i9o!{&Bf7!qmm8TQ_!zZV_z*5?Tq<E!pxZ$tk+V0xT+8EC{b_rG_!F|kBM
zUDL{E;{^@1aG_7S=&`_6L0`daM+xsMg^CruP`7{(Zkn+m0Kq1+o;-()4fEB?vGd-|
zhHF@;P8{|T8{0Vx+|u_VErDlo0+e%0>tn7)tu$-SJF|vI&`_;Xdosdn$7A)M43C)p
zHuhGUh?Y{c3?_V^ymWKi0d<~*e7;%qWFc|j805SF)DT;xwjsoTnieV4UYM9;>$OgV
zAeDNI$R1@p*8{e3AD}JOn>^L8a7uv{Qjc+5>N7L8OXN@KC*Ml*^giO63Zg=oQ)h1W
zE*DFfaaf=Yyb2spvcx4HxcP*%m~InuddH0KU0xYQj5hH&<frF^?5`QU)Ymv?MQZxB
z5wYcgzANz98`r!;nfJg{6#ZNu8NO%KBP+P0Qzyr2bv=-asZd5Z)}I|x3X^d@E)8MP
znBaPySn(tH#lG^82jWW%8Krz-CaN_;&S%+~uG`b{YqUk@3jxMrt6Pda`OklO(k`_`
zler|t9M>?WD37<p5an%^nzG+LW2%o8@dtFK2xq`HUXg7v<^>7?3H?6Wq?8Hqd0-fP
zbNokmi}Eg`6u0XpjK~yam<mEIRKf*?yU*zB-JPH=xyFyIT58E^^g8*@)A41lDsDJ_
zLD469TA>_`T2bKOYVb89Qy0q>{)*eEDvGApQk;j|5zWZO&gA)!YJ~kO+*r?1@yzW#
zh7hPc6O7|hin@ynwE^bnySK_2+WU<T8F#YAx(`$D&((|#d^?Cg9FQSD5|1o~jP_iT
z#`HaHMTJBbRK>lk8(F?9dQ17WN1hadiKs+o%-HrF#xM<VmzS8;XsvB_((O+i&#+E3
zln_$X?PcoGtP>9`wtKU!aJ9M`dD3b22(~trX>P7Y(-c=jJQEQ0Uahz1F)4u4Y8+QF
z>KTx<PLE6Wnau)YA`_KptxsHW`EklB+-_XiDsT-Yc<eg`HnpNHndZu^JBuLR5XSk3
zjkg1+zDZM^Ng79XH&B+kqNtX~$C%AlYL4H}l7;IK@{>@K%(=YlY4#zk&AwM+=Q*SI
z?T6%RIl-L|QL!$Q$aE?Z)MA&DhMeHCB(iCnKDV@&DVDdiS`{cE=8~OPS#liT8ByKI
zP|G^7d5X8v#u6hf#U^SYj^P}xrZ9ku(I>}yB`(m$SU=n<y#678<7D(M76^zqd-3;J
z?H^&rKbLp^6ruZDa^QdR`g2?q67+{r`_Gn)84<j|KSSNL+KN~Hk)EMD6`N2(L1*qU
z<t|x2M)>^-7G(q2RLEs69K9oe6%5f5KNa4luJKI&&GGK8RGaRxbi((?h%#2xpstzC
zpJVj@ub*3?<GYzv-d5#|Revsbe#P<}X_V61kp4#FjWGjkk#Kva$k@$*L89_;`wdC$
zmj+ft)-+M)@Bn%G2)M60O1IOTetc2ADQ?R#@1q=i0>l}pdB^m43oNtoxyx7w{SqCp
z&~uT<d9E@;bpN*jKi63{*KWW;+i-yqB_A5;_HJBktd2fvm3l2K2jkAko+)QLHPQb!
z7wDfIE&sRGbG;NE!HDMBtwCwq9ggWk`wxUP32dj1)&pZM_&epy{OnP-T{D`|OT~;?
z^dcOx+E<Aao*+_*Nbjf)av!oc*Y*^%bjch?W=(A*G8laD+Pm4ISP!GUGPpJ#n+Yj}
zQwHXA=Gv!`Uz?fX1fHreohamvB?EHza?qij{sO4-;7-qm=GO4y$NH1>g>?_QAHBZ}
zpa;LlNS*hce7-;8OXBBuY{sBuA#2tUwfiIF{=y@~-c=Jjko3#c$mA1nSVL}@K$E}_
z#PM-M<G3@}Etb^UBuK%Qr+gi>m^$9Jy-4CLwit}E_kId?oY2{oJ)h5At9w>N8g&Hn
z1hr7%(hBQ=zBup6`+BAwzj)zPN8`)&x3G@u0gRN04~wnM9tkVvG&K{x8Yp{=g-iN^
z-Hcz$7s31HLOpR>mK!2o$8_6O|J@A3|0@0UU&sgVM`y8lYgb<idBa7BJfBd4N7QME
zzK-i=;7Ef5+zAV;)Zik%Q-s17?Blb4N-p9QmuXsbHCZEZQFL}^hiS`BC=-mosDvNR
zaFznTSjPg>j)VO-d6#d&e;#6nQ_OA**j`?fx4I0%#SIppLOWE7phL>g^R0^Qm=<(o
zj`4i&mFDXHsj%ghFpAdDV&4>o$dZ|y+1gJ(>Qj3%aJJ<i55%HXk7Cb=2eE*k0h=>?
z=N96Ayur1Kd(<;qeFuderryc0Son+IMoK^1c+rx-zG*|?=aRN++>xl@xw<ymAI(=e
z(z?tw0p8#OUmU4mxV?KW2yAgtkHXmTCT;s1zXYxb$LZZk-@7Iy@V@QCLS~6(`{JqQ
zF&4!BR8~H3r?QIaga&*}KJ!g&Aw#oc%0IBcMXTP%8e)O;C@gR?{>E51Y^Qp&M1O#(
z={FYplmO!O*)Qi4{SP12CBIqylI&lk(fi8b?~?cjVESfs97e^My}jpae*Id12ds?+
zNZ8A<z&$1`uvgHR5nD8I>3LH2|5GKsND8Qa+!?pe=_j=n`XZU?94zqdKF3LGHu!g8
zl;<m~+h64RU;(g*zZ=wk0T<Nzk(TnbM7<k))vc7wEc;{mpu6`L%eTOLx2Yb-K?bv(
z9zl{TR^NX1FB&)d>B%wU*?Mrmv#xTSvWLO+o=#FMJBN8|MF_1_#7OT5bLqfX0tlC6
zmV#$TBfhnuyEA6z`{=TxkA7;i%At5kj+o>X>WUKtTt5e`H5{;Id58X$&+s3Oa))&y
z<|(11eQ>%@m%Y?88wMv47|Xj`Z)D+_$di~I@p;{I2@|q;1ysgCM$D$fY5rC<J&b#0
zu4++V7_!q^wFg~a(;A4~kzG7JjXx++-iArsfs{~DDqZOwKMW8(<)nM-UC$FEjcInw
zELu09Cis#yel-7X+WB1b<kH_7vvE1vj0Ms@fo1X^s!TXSWzVNd`k;S;J^qOItlxPZ
z>O)qs_}?JViBPCCIbB@n_*wf0s(%pmAH%Xy5DWYv|39Rv$D6q=-kNgpQ|N#H8wcV>
z)@-Yzla;w+G&I)xE)MhrS`h=nCl20+UyXBbpQJ4~q`pn{ZCw=e+Q$OElWYjBuw===
z?uspZ``o%-Rlzm^S}1idBNHxjKW@xC80l6F>a;I$5UJ8HiTD;^GgtQQiEJ9OxYWFN
ze!J{QhC{((FInys+T!@#Z7(MI$~@+(nf*-kN70(8-J1{jj-=!jJ{4mD8q7mn&Zwl}
zv5fm=zW?=u)sXM<FkURsH2#V)LCC=8ELOMnVD<7eb1><At^R_)yFs~h*%B@#Bw-Ji
z@M6}k>Z#o$WY6SSeu7r&p12elwHXsAdbP8ouf(kOx}e3L?a@*y(dnj9y@6WILhAFe
z%_dxv?0#{~+sHc}2Y<R)exvnAQypY@|8?p2PWvyH1TKV0i>@@UM9E(?w-mb4^4+4N
zs{`RTziHx!LHDH`phuHuqz=_uYf!Iu9%F9&RMgx21rj;pOx@cZoc6W8usd%UHsg~w
zngrp^-UnU!Wu^|bA`fOOism>zCc_<l+FSR<rm;X97C59a87h?2=c{eFlPm37to7`2
z2)8F9Efl9I{`zC<-S`;2e%!q2_wswB3?HVD1%zs)Qt^lvVU@K>Ia?ye{7#a1v{WS|
zmyps-d9Lx+Dj_Vej!VPHfdBRjQSHobFY_YOGGCde>2jFUsQuNaINi<QQ6}Jg?2-}X
zo)$i`d84+js<G;I5`8UyHG)S9BLz+X+%0Appa)1SkV5pNu?OP|UN=pQMaZ&wc1bp9
zrZ~IYseqf55yhweMkFn_;`Y-qYe(%Tk?liTUEtrDBh~-zY@ok&ZhaqTnOFpV5p-$j
zi4aR6g!>2zbqk3znXE?;BO6f|!!5tiO|t~A7dW%G^Fc%E+M;@GoY!DK_m85^d@0!w
z(NxE^*R=UspT->3jU*khKqo6wZDCzy$(c$kXOjUu^CZuwhy2+yVm(kDMvE>GA#b1`
zulZRk>A|@~8f&}G5+9dCS`u4`V^&QPOww3mBb7znWVrU{IuOFTyZhSPN<1>JG)BBx
zZqq=<rb)YnAf6D!$%+LaXC8F3_ch>V4kf~R$2A9LSm0VF%519Q%w~=%-O*b>NjqX<
zNYQHUYFYbfh<|R(REfX6I2muLSX356!^eJC54s9L_{w|L<6ecSqf(`s%KD)uLALCV
z77h(Tf_e3TXe#EoxBvOZC3T${jgH^F_VH@odFu}`9=7S<PF4_SI@wV{Iv;23Wrg-k
zawctB78J7@qLGu~VxLuustSE%`+U6ARE1tdT}e6rau#n^>@}VmS+bxIo@=(*F+(9_
zw&$`&cnx@ShiIgkzRs0+R9BO7XW?wIB<9jl=T^cYZsS)S@!xiT{W+5G>-_JlzFwiR
zGv@7eEZ}qYgv>R+#H1S+N({jWi^-&BlWXPe+`waf_M`J_`%n4alANYkm;w_@Z?Ox!
z(=4eTa!gD|fWJJJOE#|#>b&M(y%?CQnQihkA)#^R(m*moV@rMMoWh{1^(qI<)7xwG
zXAm{%o%VRXGCzp);3!=yyxGJMc{oTJxNO}N1c|EDV6|l#xHngzU=?s%9v=(9S<l9s
zj3<(;oO9n_zARr#IMrMLrNO&xHS#dJqq%jp%w{p^MJwH}(}Bzy!sVVZ|67gRU$)Ka
zjJV_0Mi!cfO)8U+X`$d{F0@sl;pPeHOw!E6i$K^=w#xVV6PEg;Grf5W-HEE^SF_#T
zu*78FiNqJ*2d2KWmE61@@*4csnfn6RGlO<IlUSe~zMri>wLW*p1TKh46BD|`N%abN
z`{+4>DI69!QM21EH>&pqit0vpn8qsy$zQ9UoFU4Jvm=9xb#|oq&l<Cm&1<T6%1#re
zf1nMz=*_PsUasqukGWHr>u`_lehm|u36UmNlXsn5j2ZtaVesC8{)xGXDtD0EHDyG@
zhY#jP`DmZ68K;v7fvO8`i<#|RGoc6HTQuQaAw;7tn8M*E$?TTM<$kcnht6JS{LHcq
zlNR|((@&ul$$HO^{QU%Hvr`jq>CcU2MDYLM{FV0pk7%(13&cvb&KIzAqpl>qJLFF>
zzCh9PcLe{4o>r+B_wT!ugJS`Ya*WwBg(NKbsj)}i2^oQI_*mPr$!mS{EcQFFW(U@m
zJq6e|q%fmBLqlxvEflN?3!p^D_P9*!BwenwFb2l@QgzNHZ}{JxTUSQP$v#HX3Lw8?
z0mJ)UcaPe+P=)3qXf`LO41TncaLEys^t~9Lx3iT*Jny9kWG7&a$dtu4W4)MAE|miN
zii-kpm6U8sfKX#V+p4mxZ)>y<X)}L^>8#}bP-7-;6KiXX+?`|Q*f0!F&aJ4MWV9{;
zgG8*rY|I4A$H&FEp(PDYCd|@@08?zL7fo-SIdrd{c1VOJm=(Fsl2XCF^%d%Kd^OR5
z&W>MkTL%-9tm6s?-xS^Ha{1!?+&dN6UTEg(y0a|<4ocEOR)02KR3SBPQ!hAu#K6+~
zTtty0m7nR+-PK2v-tum>3tS!9j-TZTg+UsgD^pXA=G(PbQ{ZxCU5YV`u^+9zy2b>H
zZ>N%=*1|pIlR|c?qLozo%X}Dj;l!0)M0(QeoHVJJ10z0UfeG{-!<m3)bjjk+y1GxZ
zd*6!~Z|!Lk59aeUKU}^b>t<ezZUPr<%kYjkRq=x>S91(RTSn@i$WXeX-Np569~H4T
zTI}t;s`d6JTrbgnNVgjH9}S8B>^=UDCY*1`6_Seu%%JI|?xm!tG)xS0+J*aN&=*Z#
zm5!*}3rJ^7v;-6hz95*OaE3@;Dt`u}IdHp}GN~|zXPK#Ku$W-@+#o||v62;aGhDgn
ztBa{bQW2z219`LPn4P7}iI5niwqA1lo4Y;fE)l`X;ih>xJcUF~eYtV|=3<{{?za_N
z$KV9;<3Mve!IoPlkk@E!F&~xM{phl$YeK#mcPBk_nP4un;)gwX7GvBksFL{QGzL2f
zbwSuCS*Dldfv!RIq*@%EryL#ijpy?|YGX&xLv8y~NW%E_Dm5kXCM9VP%c0cZQF2II
zsTMLP5FG4FpLjQS*4fG+Ax?sn`~5)`O%!D?&!~9hG8Lf%m1lwDB@f`pund1l&S(Nt
zmVzm}v>k%xh6uqyO%}_G<n|LY))Jmrz&a6nTf^*Ym#C)q!5746i>!O8$&NX<92>kZ
z8h^Ci)t-+nivi{_*46e^(_7dS({l)KuC3-NV@sjcevDt&8g{#%E@Yf%%|G~JW{0=L
z*PLUU*5=W1>uEgi0Y5v>su~uMTf96K^U{G1O5$924WAc8*^KN7aA@K7rN2K1^08m&
zC%FI9w1a+}zZ|dfYiA7fd}XrcnYVV}rpj4M>-sMng+Tsawf@hLgudIx3iDeqm*1Y2
z!?7IIqdW3AKgeJbgTa88Ldy=MG>R`qPqnLC8=$v$H*zlm{@UtRo3+=UP0n-oGaaFB
zmwNNVD#y6xHw|aNUOhIqCHcL+MD2;zs@Xg(^qKJKDH_^N^{;1s$-vSGbSzaTf7_Qs
z$#~2_=ev&nI!@L}->sL<nD6*eIBIL1^FhJCCW-XpFC0qBR9}l7crU+O4B|vcsmnt&
zG#tF)XdD5qNIJOWKq`IgZ9f!ycE&uB5&JV6g9UIsuqyJ}kAhJlq&hG2U#$M?Wo6ES
z;I(mP*n03_g~|J!LQqRsR@))%gnrU2uHQe6We*g)t`6RCK1J|c>^pk44}EXpt-8en
zT3^Y(+${ZCCVz#IJ*XtrtXEvfsVNE(QmMJl_7C$bfo?NJh2<YF(Bi>%oOjc{2NlQS
RW-V@~IQg&t4NzgH{|!Q>iWdL?

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-75-Executive Compensation Timeline.jpg b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-75-Executive Compensation Timeline.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..dc054b86ec55ef6b9ec1c3a42c1d367c68888d02
GIT binary patch
literal 64047
zcmeFZbyVBUzBif>AW*EhOMwDKi@TL#rD$6yP@u)7xNC5C3KX|e9E!U;E$$A%Jwa3S
z&9l#W&fd?y_v~}dyY3(NuJ``3CYh|vnwih{JM-0<Jj^|;0Up1SQ<MV$fdBvy`2svF
z0%QOf=;&Z{Gz>5pjERZy2%8888w(4YoPZFIh?;_yhMIzkijI+!nU0>Ffr^Sn@EQAa
zZazLfT4rH!As#VKUOt{bIssy0Vq#-qli}cy@jRh=!t+0V9y$Q{7(i0AR1lCJfPxPM
z;R7Ff0JO+?q5=Q*0RH^}qJU7*(7_m(kFbypY99kofFKYGDhLe?6&2aq8~Hl`6(5b@
z3AZ#lq53B<y*&|+UtA6b!;8vJVvTVaBd?)@KjtG6QZjOir%cQ&&sh2R1q6kJMPy#e
z%E>DzzIyZaou<}%Z5<<H6H_yD3rj~QXBSsDcaMO;px}_uu<-bVFNsOXUsF<Z^S<SO
zFDNW3uBxu7t*dWnZ0hRn>Fw(u7#y0IoSL4Qots}+hi+_cZSU;v?ZZ#c&Mz*n5Wlbg
zzy$<={tXuL{ojE76E1utE)-N$5Gwc&TtF08WC7u$qCMe8Cy-VLf3hc}=kdcJdJ&gX
z*@?-(s{tc6bQpg`!pOJ&6#fUazajhY0rUUgLiQiP{*G$_fDHm7nFqoLNCK{|S#o_J
z{XbSJ$PhsrG30YzuWMlK!KSruoKg5J_+B~excC@N<^w#%iPw|w#SnRGg8o;%P0ESe
z@y7&;9GCu$=d5m$>H+%wCS`k93q%xCuH5;7V_|_4Ki<7#5KHLD#(Bg>`5JB;;#~5*
zc9MTs;&jb%OUABr?gBs~t2@n~!TYlAMy04wXa0o>Xz5iU<~jMkIm!ib*0+OHm1djC
zJ(0w+!&i30wk+NSV;lMJro29_x6+>-dPKJt=qz1@TYb@_Ra2#n0$8iRW1i-_v6ei#
zBApr6{zzM+$W!VjjtjLPHdEe^#9CaIwH6F@s!9Dw!6&Gg1kO2FtuF)EsK1}h<bZ8w
z6mkR|Hy7wG*KuRlvy_d#_IDe$gHU-Xm%7=?OfZi-V{$O29_H1!i6-0F4`k!L%Wb^j
zB15=XedXJzuoy0^D*h@lk@j=rJMZjb+2<7l9gCR?XK!bm+9vFlY6X0)eN`f$IB~)^
zM4t5QH@EW)!@kRx<i`HaE}&V!4$TE$>TwLtugi)3x@Yz_Y1?7tkNK4P*?D7ysj_qc
zW4YPYt+i7e8v8@rlxeOv@!fPzHcR-O<>3B%2KaDhtx2AnjPzMl*Rj>_1Sd=P-;S}Q
z0B4)lAb<x4@x}@vA`H4H8TuF@+Bc(_yS?QqBi;ZA@Rzewpj(UXp@`5$#6j;MeY2Sq
zFr29ByTCZ{sWqxtJ5@#iZ@+^%Xuh!GDNM2_=CNcHBg{7H^T+z>M+w+tkzk?a0DtL$
zP5iy^i1%==UT>|Q)S%?xbBxl@rHfckp)9<(b~4<ZBa$Hnj#4!3vhMv|?V%naky;v)
zwIxDF7kd0%Kew>iBI72RQ6D>wu+H|<hE^i*WTh=Dhf9|2t+7r4)Ox-<pbN<;fNPBw
zEv&!i>YfWGTUS}c&gRG%&xY}~cwHCduk1nuP?!Dx%m0)HT7ih_dllR6_KP8|&5Psd
zZ5m;Oygl>*K++GzQYBQ%SEXVjz$lC0iOZA;BZ{s8I&N4G*S2>Jt8-Gzyf#w!a$&ZD
zN9)Vf;@Uf_HReSRLyx|9t8Y3pNn*J__f<T_c3p3veRVEs;QQ0LP{tl=OR}%CsZJGY
ztdVm0G$UH#Yx!v30|1Y2l)}wpRmoLA*<89Nl^8tO(I)^;>=W9^&c*}J)I7^ed({ks
zbdM65Uk9b<thhf(?D2IK9>Mi~F3dl%e~IsQcImH7*+XOWUT2|5*Ln+hH|HR<X`GPm
z*z44!+NDY;UplvZAR#$rQ+8;Khpk>6EOeA)h%OHf=qIk&Xb)0?X4v3B6sNbxFACps
zWj$sTqQ*mgY~Lrnx8VD<2H}~5Kyw~_Y>wrOy*;FywCym?G(8G9btm7<vV>)!&s$vA
zB^2sgt~`Q+Lr*wOKXQG(?W#;SE57)gp1xD-S>Sh1x$5Ss(K^jPN}z8gm>l<8gP|H@
z==`^zQNxB`X5#QLOzHh37iUP2n1y@3#jJ|<ksQ2!k+s`(69-^_IkRw_bt8#LP?;&U
zEhE5ch$_~9F`f~*uRs~{`T-zf{Q&4*Mp<2>l3;$Uu+YuuNEyHeAq-lq7wW_NZZ*S*
zFg*3*PVTILVx{QFY2KLh_?Z5B{+ZQ=Okc$2M6>*!#=B(Q*a!1|YO#tj;wZ~(#HHc$
z;qp;Ts}zl-GwcEI!ob%GnjEY(lR@I>Fv%@8SZ}kmL3TMTzj2UK(T46uq8o-aU~J6U
z&-{p7eizM?5y?=olOT(=tfSY~L54SG^LMl^E;hFk7e)uP;AAZrQ^0!2EVfm?!iWu8
z`Rk6IsOEe9w(q_|Sz(gcUfk;y!D?0%A2ehOr9KV!XZ|u>j@%^l+kXyz)sF}%GdQS&
z;2l;>93NvvkQJn^tfp{MWfXv#9}7JIJetYxQTLN4b?5eJ1X>%%th2av21>QHZt^&4
zsO-~yi09m9*Im+}tqdx)b&UzHn<l27CiW;b8~RFU@L*EmI$-btH>xa1UD}?HIjds0
zfqGJ()MdzyW?+|>H<Akr_fz^E>4;PWTes-l$XTX}pHIr0(6c9$D%T8<@I7(dOZR!V
zgm7H94L$TyGAp%e6Q1G+nPssOoBj6NC#$Bxvyb++vYA|;o%eaR?6!EL<(fqva|ki(
zTm8c6dc5=9=Lq0TK@x)0Y!s`ClMLoZbf|KrTcLxDr|$b!VTc&GfC1*pg1HVy$YpS=
z2QZu=zS7_Bo8KVgIhD87_`y#vE11tlZzlHxATWBimtfB^bo{ZbrFLv#A9Cx)4EfT*
z1iPc$TQtS2HmtVNv=(pD%m?VHA|2$ZQ0&0eXYV1PSG^k*6w=R7c1A`fXHn!w_hp^h
zC=uFF9K0R@kHpm;4pnvk<ty=TMReM77@fbqxt{aWhPUA<7rJE{;3JHB2zNaqfAhM3
zJaX`eee2J=<bVTkY~y4TJmOyO@eN?K@7=aOx*C-XvT#d-YK7iPLp>`nZY8U<8hpPr
zOfmK`baoSu0ziE#j&qtjeiB5?K^KiJ(j}H>Ruog&eq!0aDQlUEj2n>&leLZkYn=Jk
zMJomtD`L$*Jd4Oz4=*DF{S`aeo{#WKQG)|+pMtv}m<JRqMNYE|0ev=HjFD8-jiOp&
znTnei!|rJHkxn?qZpl6ROl@YfC)Or)lVv2N#&sIsum!j??SE%p9Iap@JR$3og-rEO
z&n)~!{g;(@nU_o~4a{P^4Z_!&nH8{`Zk?nkcN5!O3jxOuFW~t-F8IfxalYLE2ayXR
zVDBwp_WY&-tvn1n+O~9lD@EWjvG&M{2gT8?Z7Cw)<#=u*Y&())x9=;1lw;S&tp<r~
zA7@fuF&wKkWuVjUR`C92H8~f_+{;rGMZl?IpJ(d+E+`Pj71m->ZYijSNbUwH)<@Hg
zD}cO?Vz~#!OPX`T0WANA6xcMPcSBs>V480jugm2+WX{xW@h9hd7Q^gJPiVau7d%{d
zl%Riolz8`zxyP3t_NRk$haM<oD7<s0IF1hhG|A0;x7GWm`uiwL)rH4$sr`Xl0Vp>k
zcKJS+ASOv2z?GSE6jn2u`c#7NGlG|ipuYWm51#Y@1A*JOvmCWC;YYb{5$dhAunT|A
z-6K**ULu@y2Oh;f1tF9)*y@KLV-l?L-x2x`0JSFA#kq1DTknEQAV>N~Y=4n8J9E&U
zuxa>X?5b}c(@}n*D@(Ll!wdpRH<*gb4>F%lbA==bCZgI2QS!zEmM|Wn3lUEvswOoN
z?_idmlzJ}Pr|vc+80F+HWcbyIDvDH~)poLMJY&L_6JG-hjj6t1^GH7O_Ocgod-bzh
z^Ex`Q?7#q)^hELf*UR3PtgoQRNROR#&sj4#v(^;<9pU=)?*=!n@(t^WoQ0QZajy0!
z!vJsk>X)Z{R`k3TD{38a7da+To8~hw%?w&{{22DxwrN8pP#*w6wq?6K2#EF+!GZcJ
zQS~4lHYF=2n$+6yuH!|C1P{!?iv=zi%&$!Nwly9K{j4%6^m~A<Ih&RZT^P&<-1A|C
z&s68%ej01x{*2UL)fGl^U-;a;;^#X@X`Qt4<@q#{@CTybuGjq#lDIfK>Gft(cHM{$
z$nST4n$uJl&C6$o?OVM=gBaF;%LgT|T}62b7a}~>Tg+{ro^FS`qW-|n@mm1U1@FqE
z`%1*dzeH-N{cw?LD&VWq@|?tgXPb{5aJ*VKtgV#c%)L<>qrKOeImmr{Jl2VmdMug@
z^7BVmQ53o?YY*_45}?Jmy_L*0(ARTwfr68k^f+ha)Nt*`XtFoRp}rC!xovs~`?ZJ|
zTD=3!WRL0P@5yFP#^xWz1{nx|!W+JAcUF75^pAD>AH~14BqE$zGxQZp)<!f!$-QJD
z`EFXBvm)Vh0`psOAE+JxO<=&<26NV{T`@HHi=TZIDtY$qmQFv*p4+s9Ejkph-FB?e
z^wUMNG4vUbe5;%_fz1Z;6-?J2{<hiw)=!8#M^#CE4Lq1>Tr>dgx8WnSH#l^)Q*_@?
zb3_bNnbGqPG7<<e9t-yq0nKl%;7pbL)BQm$#NwC9pL_U@TEjr?L(g%A`}yY)O3>gG
zXcne{m6DYhuf@Ldaw;D8lwVvuXd4WsdXxuyMsE=0g8rOm^0fi=qWb~Duwgaetn(9`
zu-}24gbhP``D;3B@zByeh!6PbUeK*v=^1}B1ZBX9$S5t?^(K2m)PK$A<)e$NM~L{*
z-ZrY5nbLO?ltIGsHv=7OMc4TH(iMm^eMEY)4;hRz`~fguwau3C!oJoeVYCW_sH6^Z
z))Gu=N0T7ZT@=gR|Lw}iKt?b!Z*;DH8`28k>WPUY$wZs7KL4rvbjtRtZK|Z`#~{_$
z=`^YZ`5xlmRxPUi9h$x7rs3%u4E(2NVP)seFd~mH3(J`W(2Q4iHe6zj0WAve+VsT-
zM%%!a*D>8X8PR3yH=-F5$83eDmca^Xc1r+Mvjt!N!ha!e&sGudwc25gTAh-H^*2vK
z+ZT9NOucgNM4ZXWueH~GL3~AI%z$QK)<}y?#gTs2#WCdk>#XF4k|f%Go9J|w+KiWS
z`O=Q1u0_)R1HjZ~ud#tu6abzY15bS1G<N!~$fs`fD~`~<W2wV<b|ee?!fO7W)a^tm
z)je}%XnMHmmydZj!=|VAcz?N-WM?~eS&IQ|=)_>E*6KuJnn{=CU4QapDcxA<5fu-7
zDOy!^1K~Z9;md*>-UBOFd&V*gA%AAmr~WpPep#PWcYoI3^7I|`yUsQ3WL-=FkNBxv
zAOHGQsYIE0)A=50e{@5WRVAx^VrYt>SWz^>GKKMIE0eU`_sV(kc$L(`(3ZZt^BC-X
z4}p@k2LM8mV^dr1CQ9yUw6KSFSF7|6-6bFJl9>2xwU^Rc<}G3}=e@<%sFC<lyv$CH
zu&l#+=q+Z+y#zv=G{lEk@h;8X+1ar`k8+azn=NYxn_u)2`Yj7+*}Njt%M7aM1<7{9
zlCJ)8SMb&({=j1E)%{@t;zTmY8)#)sosmxRBdSt{qAy@vs^k7Ga4VAzQCYzpZtKML
z2qCxgCcX#iZmdNcswPAenCbaw9^nmtfk!S=*bOmU(9ioGHT%5T<VB?alCK=bCQV}2
z1|$L`H?!KENj|Zv1;_kNuCAyM^MT5t$4qDqPiLpb7R5@R3ML<UD_=3xzNnKQ*$a&f
z*z(7sitAH66e7#U+(b-6aZImI?(y-!%0(8JWg!jLhwnYs<;f3)`DYOf(BLfS9m@S(
z8B=ZZ<d@p%>|c@Sm_utO)&AU(+m#Ohv-2<?@)A1Ag;R}9XXfbkV763*8KY(vrI(F*
zlITl9-t_gin9_rH<|wX+d1y(R#f7(M$HZVxM-SieXgX++9Ua^bCSHVe{i<n1=-F@R
zQp(T;NmyyqTHumB)99f6utVI92!RSz!+{lETx&Sw+jU>~v_vBFERSq3slU*;i)D86
zH`~J&)hF&T^bo4b#?4b(Jr!r4wH)?;5oOMik@wk4k!!Y-i<x;_QBN0iE5Gn`*K%^`
z-L7i5K$Z7rn{~2UjFOkFYHhCe6b)O~W~}o%4htQ86N^Xt3YKDw=w6e=SXdR^+sn5Y
zr|19remM>uJYt`4Qd=^AO9_1mw+%eMv!*|d`sMC+mQjw04X%^U###6;B4T1!(E1*>
z)sRaH=ibD`)=9mg-7dopPJo!vf$lvz{Iw4cEGnt0uyT-v4H^9+kg}7%xV8HA05I>x
z`?OyBDbcDP)dx$v4QF<8-L!rK4|lbVBRj03RED;_|B?6r+XKKW6|e$V?JLQkh0-Ie
zR3?vX=oF#;+MA|J)S=6f_I>sj#D}kk!nNmEqZOF}TKy+^OS(VTIeZY6tuq(QjfTr(
z3SVyrjS%6Ncu`jCizQ`DvmfBN`8L@}B6@)@<T4<w(SFq(9GM7ebI@#Fl5m2T24lqC
zmN3!v?|}7-B@u9+vP8d>p6TqXHjNnD;%r4KYomBle;yv3_f@dr)hG#WxB8b9wY^b(
z4e?eLjJFeLUaa@lQnX6(fI%UY6r%Ch&AD-mA2wJz!eLyYnpzreX<d@o*3N99PI;(S
z>?yzVHzVtWgs?jH67(v9B=8p9czf0Nn<QEbIljhxu5&oDMfzhk9l&TrpW})z`5G6E
z<vksIHJmR)@hB+i>){iYGzF9w?cAeckIs9X<3M@nZ^nuS_|Le4#qg{*D#G<SE8E+e
z>MMh{wVy`M`=_X;z6gkw12gA4wS(h#x*>!uO6wREPqUQkw9IE@#uI&UqJ3kRHp&2=
za`h!LIp)c!-{8vZn&T-HLTc4@qCkCtRmv94I?2V5jw&3G>-Fi$m1E?|VoX2Tu&2q<
zQCkL5)-09a)L<CL%k37UD^@(3^)i9dMm%3~v+eX?lgSfBZD?<xlvZ;*S6>COdl!Pn
z`BlS3IMZO)i@l3a<0*fjwbn_wCZy+__u;D6+VyYPhL>`zP1iy|O6XytIMpRWqN*>*
zB57?>O1UC@s8t`iNp@0Td>zJVnZPt=04^o6+at2NT8*HAYP5k13p^D`b-vk$7z{R&
zRBEU`Y=|_YY&Vha9ukr_`&NZVBt>Mbm<)(Tu<dt|gkA@MRSNziHm$09cu1hh#Ni1U
zyJOUlR%XMe5oCq{qo@T4JreAE0D$<8RCP?v1LOO#U-6vQT|RkB+rRf-^%Hb7s%a#{
z)4KqNw(Bz9J&yF|G$1lA^L;FLIvUM6aM|l6BGG+qSohUr%^mjsEQLQWJ!2p@oi6~W
zC_MZIcG43=hU9M5k9LG-;ofESV4YGCiC!hPvv4HdOtF^=EGEKPl>*`V9@bhzK#4IF
z#uWFW=Qkq>>M3`0N@<!cwU-o3E2?Igx$nrr)1*k~WfH1%JtODaLjAx<e-Sls<9{cp
zrHL2Czt_UOcBiCMAH<Y2!Erzp7-S>0L#wk=&IO&ljUR^GxAxx$)&NsrB~Zs(sTj5J
z(-|z?MU7I1urM6*lhGX7!tb~55IM}<@PbYgE41aUnH}TAP>g^`_&y}A;t5Pf(9byw
z?3VnL@5q$7wwXEG_IVNW1Axl5W75lEc*FAnK!zxdU+_uZ(w@)k`R!}$Lm6|6p#~nm
z$DhfElLpod8@k0mv!x@bF;|&p{xNLzw1=me(NXTO-Tj>(!-2ls>3inGlYFMU3e`NB
zr{64@{akr7eg06Ob{N+i{2L+-<6dHXt-4(}(DycZUu;|2f{emtB5#A-Z*kqS@hS@|
zGVj?lWYiJK>lmLo7e<aRhZ(fLJOD~~cv0lnl+E21UuCT`cP&PUQ@(3S-FVyjE@}S-
zsF2mwn&G?4ojV`!7)wl<?PXO?oJaPjID}T3rH{yrwS=I>3SsCX(g6AJg1R$?E56k2
z^R?fH;|Lhdw9^r-Ru!Bk&#VNWx@WR{hAJ{P&mT`*QSwzcA|OXH)JM`{fx9(z>4T13
zyefJ3(ZXWoA|r~pa5i2pL+Ud>ZiQ%I=R(KYWY{B2aWMZ`4Gk?VwuG>`j%k>;)1^pw
zb|UjfC3N<0Q~*2%hG@3kVgNj1G&1vP+Z5Mqw*+QmYh|TF{4i_VvG`lOFB|ntO{17z
z>Ju%BYl|n3mtM{=sDO`Rt8M0_1{T~#Je_vJx4quL4KE)6T1~KiU#H}$TCuNN%~)SI
z#4%|a?#~_zoqV`2Thkpy@xqujYRxd7vi%;c8%I8ry^_u8c{O;IjRS<&_lg7(?l(#L
z<!8P0i{6`0PsjZh`&|4Q+MK}#^+_zgm28B65ST@?mL^=FTcuavK7}vFI_{|;bcsOg
z0-?nvTeUfyq6A7dqX+tqFj|e;@$+^v{gu~GCd*6}$wy^Dkn>)EHY93=wZ1Aww+Y4<
zx6AW<QR0gBnHcq!{q@J$oC8|?b8ChUHMg3ur*)080<cJM++yyH5tz9S$33_n3L&^P
z3RcBKsLBeY0%O^)W*N*s;>xK?&mEETllGN8b~9T)33L*o8YV6+4GQhM#G0kqOa&~|
zAi6gQE|crC@Q&N7%9q$x0deU8leC<a(dpQ;)xC5{M6qlv$V^5b#;Bnv1x(!M3c3?e
z<0hu;USe_dF$lB=%S{YYK`BB5Q=`iep6Ji6x0;B_u9u0vSGcWoNBLPTyr8h@<DQN4
z>c3FUe@kY;E6{I0H_qOAh>0U@qPnr4jB&DjpXWIn7jV7pAQYExCfbB*CO9d6_Ru{2
z!Oq2}tRn139ouYtk4<`!jaPW<3T?P0U#A>4iDOI>W8~)UaAgKScoCY+T@|z|ZVv#3
z_LkOa|LL*<eAX^SRN@g8tI=Dda(TFF4-N4cyRLIwJw+7k&6UrGM2R&N$+dTq9VvA6
zFxqf^=tU`=;>b-t9hrRcRj~A?8n}rv^ko+zpW&NvES%LuMFU#P1=qj_K&7p%)6Y>N
z%cd#?V~Uvh7rNfZ<%&x}Cz-XoG*7DA;gG}Mc?YLI8JjXwQm`9EGoSZTGB<X-L8yVp
z__RhPc;Sp~l4D|M+4Dm_lf^uP&NZj`5EsQ;*Q~BK-`cw9krAx-a&tLRM$)_4A0e!O
z)6vIX?`IQw1)E5Nycisd1`X}Ss@P(BSg7z`sEP-DzLh}afFpCJKDAd`bE!|t9emZR
z%8`?{kzzn~z<V_cZ}0WXv$9<u#on_mK?L4L7JmCCUydtm$eV5lE^}NE^y9C<bz|uB
zVVK=AI4aZVGla`YpLU`}D{L@cQems1o_blr(W|{(9{?C30pF);ZZx}>1TNXd?eZco
zsZtMa@!>M6a34R2&rE{O^4^fn{+Ov82zASjXTFoH&+$Dn0&xAZ9eX+!=g9q;gGfTZ
zK{xTR7jHb9YE+vb%TMZD%#;zkV$|%-`x>C=?PvJA;hO8Vj5Q16u{A>qSF;h|W)cXr
z8W4U?EeMr}g1|0r4WSC`P?_x>JG~E7pJ~3ub6*heWIjPemEKBOtzscSa_(jMIK(4)
zEDO!L{_-Z^OjV>rmfmQ`l=Qm?$mh93E!q~Tl6jaPX@@c5ee#uj1gNF$%Ocg&eE?W3
zxIMCPQbrJz2s4^dJ^$eIb=Z?B(Z^Ywbq2Apq?59N`?29gyqu~jIHv-oE(Y3`47>i>
zBS29bRi0>O8ZY~a;u(YyuSNO=CPTuR>n+=y1dUtKt=U>LhoN~ATgWoiP?oDlI)QkM
zL7%Tk>c849&oDcfC-Tl_$Hu_Hi??iuxLmgw&1o@FC=Shl!LQ?a7gLt^KTydOz?svv
z>#KntJu9pMJ(<F@$(k*7PjZ6Uzo0tsC{Te$#`01xV#K|1Xgsbd0B3lVx5Bf>Vn(Eq
zUgSlcW+fOsj`EVrUf9NV(gSP$qGtSgYu<QJDvIg8ybT<m1y2k5IrdL#TH-N}Q0~b`
zJx*FK&iULAcFjS(Y3o@rVzg!Zga|zCni$n~?_r!iLFNy3L(+XJ7&{A1ZxPO=R+2d7
zUZT)e?}`h|Z)bT8ed{*eu|PT!YR9Y(*jl-Nbo4iX;qwU54UXFUx-inPQjYTj@8V?q
zA1nAC*oR9#A-gJUxrhMRnJ(P=B$$)qq%`HcZrS;1r}?h}7DZ$VI-?+(Z9?qNd5!uo
zyMf-pzvpFtu&5_dXUgDJWNCEK=tz|0oEE+*C}%<Bui<F*T~Sb_TK9f=(PbKMP}9sQ
z&35Hdbia2He$MqLsZQHNkr@jaXcqOnTY&sD`ypC>Q>lZf<kzYqQ&hk=BSzPYwHcFw
zZb>S)wB7}mqK#Ia5i4ckZh7K19)xfQPzn&sqso7Hk0kpalLKziFeB`tX<U>`i0Y1}
z{My=KD0F*e4V%C|-2|DZrLhmt!}F~%pnkt(pzqeLAAEL1=k5~6!bW}p25?dP_WRT#
zV=@0uuPiTi7<$Q?yK~*tF?&Ag8GD>}%KQ)Xlh#K0!oAdU%ZO0}8Trh%U|%t&{&m5g
z3@l_|KpCrtg8y4`m9QE6NUst}=Q3vhy54G#7ypK7{q*M+*D`I(B*CQn*Y=Cp#3M3<
zH#LXe2hB+CjPF$BWaHshBkbXlod?eO2-O}EdBu#M&ys<YVrJMO7X4Ssw&qzF$2F=U
zI>!mrw}e(rJ)WkG4qg1`AJ*!Gg@ty+*`{v)<WDyrZE!ouE${azNjbP&n1v-(ds3tA
z*9+n2g!%y{Yhkq~k977{@p0N}y-`QGQm~^VMnT7cNByr3|6}P5+*-q!6{h$?4PjA1
zNm*V@IE?kAgv8uyn-Egre#`SwTyqi$^0Bg-R*B`0!A}QeO+Pi9_H&Ff^XDM3<RNJz
zMKG@ZCoxfL-s&TH<nXH84tQ%0JXe<m5dA|T-qdG8cyH)(Q7j>{Iz9H;la=apJ^MLo
zXo{NyP#VcWkuDYL-mi$_VoOsrq&sLg6z___SB$qIh%s=wmjuG9%tD{F8SWb4OlHfU
zGF8kj7C6w!xQ4y<5%3)CqmCCZB5Xa%^R2<7gQUk6O<(d?ETlL~5+eNrgUQ8lJOwYm
z(Jm#N(r(EAS&^dAUB?T&UJVhGgdPb%@B5(2`h>(a#V514yi8g#Ey%Q=9;sgoei70Z
zC>ssoGOLL{RTt6<n(IG{#E#Ftb1Uz@(ZD-a{EY|C`?HdbCkQL(DmfBe_o-axFg%|6
z31L%6(5V(Fz^cg@DkwfL*Q5=C5HiE2GKm^zYj$gds*I$1euoIZ8&K|absSZd(ck(L
z_4uEaG4K~F2u5v`%(`pHIZH(usn+=N(&ORH!N#zTr;eHO>Id2)vt6rU`rP%^$vqU8
z$&54ccuY%MZ@J*y&uCZHTyAAOZU035clcB^&9E!YX$jU{iD&-M!Ou>JxTjIeJ&|wg
zTztPl9`DP#TwiP_nB^@|+Z-<}biI8(a7BQsL53fhxoH-j{3qhltjBxTwBa@Fhs&lT
zx@pQ#Rd!+3uTER<kuDJwf+8kJy&84Fp~q-(e#b5*5dTBS)WJ^9!>dse#(FLBgHK71
zushY#;#xLjp5tvigY;D9W<tF8um!|Y`fgD2$vqzsnzt_BqsQBOUEZ2~&?Nq?zFJ{%
zIVH<T;E;O!F`i1|qMJ;2n^?3JLd?GWy=AKNaAnY^da7V%)U4$SvVjA=g8wUW8g47t
zB2?9Xr==QZ+G^@llFVKrAz1J^c1TL-7*D8d75kQ{b<B$rO6l&5VIw9}CIug~(+;$V
zbz6?=k5?4BWt(WPrMutEihTf3Nd89+0O!KH<wjJlTcKBtdnxDY=vJqY6D9q8jP5W-
zIH#5K9^u)SOapA0sLdkCwVG%qtHpZK#YIMIuWFQzeKyn7exxAT$h;}p7xQPuS4`)s
zBa8GRiXE93hm&Mpt9L0r^Qz7kGd^5d4clp~(1TTkSl>QdPopN8Ur;!DV-XjORVi!~
zJ<m8j`e!G9?~QZ(?f>n(n`Jfbrvh%`ePnLU|D%F(M6C2DlmEWHv1;D&P35=~qYNg|
zVf)?lJN(nJs?viy(?ykxPbp7L*_v5^WP{YBwE+7p;uf@GxBXRxnAZ)}f%7U8gO|xB
z19VOcWur9HDRB99j?rj-W!49PYGX}(649y6uijup=Kx!fFayUdbx8{{SNpyH-u(k)
zmF=Dn()GsZ0U%Z`d6I}EKVU=588&ib&<4vH&#&?ymHkN0?4qGY)S*}GU{_GiTHnJJ
z(#AB^V)Y5Sin+Qd3$cA1ncq)opD8B|eiBMI>;3@1RF1hlZFm5*Y2BLtWhCHss$@4F
zc~)quRz!<*nZ;H0OGk%d?N?FX(4-ze12IgtPn{rCJ1EKn;G#VePn#O5JUNsg@o}Q$
zq>jOqerjM)CI8G{rz^Ss3>l8h)S|r_dH_TL91IBVsSMn{KLAu_op4@=Qah?b1rwfp
z0L2Y}QK>HJwsT=IA@@wQg!0916+N*LLa{m3b&oV{3m*|Vj(A)`o4F9LK0|gA`|nQM
zH{@@h3P_#}ZQTDhfM?^Xc4Pvky|_2B2&`P|Ni=jVZH6DcIMkDNSbfe4Si5A3!9i;G
z@iw-Dwr33uRaVr}A7rU)`riF~hMc%4P2jBdzaoroe-qkCxEOJf`GVJ2ucK3V@fr79
zvX3eXsOL0^TMNwHSrKhilMItiF+{s{b#d`ODK<}46bF41^lSfBw*v<d+zVSWFX6iJ
zTcu)Y&URadSIL!}Z(LM>lv+{WK>a%(f=0XB!>=z>@Iv^r9?#)W@Dz`fHKu44yu_Y6
zXY`yce*pYtdHfT--FISq@C^?1$zaDp$atZU^?CMs+uULEAZYvdyDCN0tTJhEU>ko&
zWnUZjcoHM<Me(`%oDZ~>?Vccw_V<=OGGtkS82>8-P&)i1xW%kkxnLEc)nhsY9rL=Z
zqON?ky0S)<IrmY1qET6NJu6B~5qc!43qLNiVi)lQ2d}J>8{$fJr~wAZ#S+5LPyRDL
z;xw@l{;R=l!h8O*X8*d}0E@Yme<cAe?91E(V3aN9W((5iE3jLt`oBN2F;6K>p2wd=
z78`ir&#Rh^63+7X(uj=tm}}`X!Ssvrv=y;kN$pYPzQ+0<gX4kXt!(mI(?{o4vW<<3
z+T=YS<$%I;nVTM(T(`_k2DdjWkX5V)K(88@!4>xX@@8#0E3hE*=Z((ruOB1ik<#@E
zvo?psh9YVbL@SH8<jGwm3G+A_?j#mFE}sY`V5*{ykpM7t334d}UMW2QvOGs`)**;u
z$#wCG2f)tC**(JGp4C^FmcWaB>Y^e@hdG3yrB3<Ht4E#nf{9N6{=AV_YtY6rt99F+
zRWb_!*ulbmQs1y|eZBCzzUSKE^0Q>1fYk!XoByK!b^<Sv>5CX@gw}`p#!6j1CZTwz
zxFu2I&l%azz;OB|16nr$JSv2aHN9d>m@DSTH1fHP@ACG8-~&bE0y|EA07zVAU3EPG
z;BO&ap7}_oweH-(+Hc<h+_y8<Mk6uUol;ufSy+A7t~$yDC9|}Gm(Usx`)O*&SG^>r
zkK4E{+PHL^1%A}}8O7;+eci+G?8%FxeQ#MOT3F^D<m?0~`MkIu0L1ctB|17@xEHYa
z077(*N2L2f`)N}8V<oESF1dxCKjvNGz&3V_zgd?gG=MwsB4IAB*U{i#b_f1qPK(*b
z;`Z)1O$JUAW^tK>u0ft&#~ZCfxNp@yF2(>YlkcXOiP|_aoYhd;!o*sLHY5|4+@DN8
zVyJk9T&n+yhhkl`>#M!qAmy~~Ca%!WxKU3&mJin^>Q=mEZ#+l6(Y(54#mbOe=RXOm
z`MKyabz-7e&S}aXSBZ@)gt`Xw>)+Cg`3rdUe<nO|yGgQpHIf2788<B-Q6XDb9U@Bq
zA>DZM^dsY`=d4i$0;B;C>5kB&?4kI=RUzdy?n$sE)}bQQ1$(;&V>7!aT;{s>K9M{L
zdH_HR{|OA>jB+&uLX12Gg&t6W2=2b2VA4AdB(ZB1p<{=vFs!r|$W4@;i&Km$)u8Gw
zyr^XIh(+h|J|O(po$i~L>;Av8MTwQd^wC9{Tw|T$JK|r)3IJgMP0#fh+F#FR7joIe
z_w_-K)%t|!E#7l!5E*Z*h6A!{-Ccd}$qdX%?w{4nY*%G2Y74!qcQGV7895qy?(=Dq
zAE{Tc<X<9pyPnMbUBLr@RQ{HOn(*G+8SmyY>sAl&(TfYA>WXyqJTv5=6VUyAN&4k%
z(<cl&!b6b+_LJhQw3xR{Q|Ij=_l&TWB5%{D(*{l&3)Moefl-Tzp3%!C$PE~jmkSv!
z&v^j&Og;c2^6p8Z!;qV_Ddg@(^`6sLY<qDX(lg(}%^bw(d?c{?GD_FjVlZ~cPUD3Q
zR&zquz<I?>*h-w$8YGzHS}?rg9Fg-fo_vefkZI+Y9TqSlV3Ozrp(Db4d%aJ4btH*s
z8iM0Rcu_;kxNZcsCoU-eW?O%f_%xXqi?pqGvi=L(x@GkxydY3a`1|*)Zx*CUNyUoz
z-z)~j2f2{uHPX!K8XuS3nN@oLv|AuW?HD*KCWsc_X_R!o=`x^v_cDHEn8DV?)H`zV
zhwDozaS<)+bv#_esc^*_ysz<7vBj)FA93)K16eu&#HGcEp-kt$qK*)oLGUVp7peGG
zRsjD2Z~liy6K!~_sBy3cu;0$T*9Kv>&VL-Rw)%MS=N~6vsV%|LO8&nXUI+9Y+K9y~
zB0X&IUl>XYt8r5OeK93@vH*cQ0e3QK5k_#Mt{EJYTtwQ-ntC%Ho@X3L8+9w2`A7LB
z9=cWPRd@3$p4;ME|I_>Rxw7dW(C5$9HY`su#M>#-{>sXjzpw#tHj8kF8}DYp!XaHU
z1=M)9iR~_wL-)rnw*7V9)!`STU^m0X&K1(?aqDk9rGVrwk)#d|{nU-627l>Ca@~A4
z>+GNqvRZ=_2D_m8+=jmn^#9QYjmw}u57*F&%!vugZ*lZI2|R^lsJOq}H??G?a3Bq<
zGVfRy@A|GOiloqp)TR9Y(MI_1)bj&Qvhrm$I<H12eA$sXF6@6iyw`y=+hbB7tCAzR
zMK+Qf+Xh#oXN84;+;EovX+hD2Abv;O!EX<IesDYhHnzF0`p?R)|8i82Ee@`F8@TZR
zC}%*P_q9AI`RjK;Pwo#f*%JN5<@b9cY7sXtey4qok1S=$W8ZYWB-Y~))B3)=sNgJg
z5#buk2y1PU8Yn0!0;hXW0QPpv4b-Oit>5(Unm6(P(p0pf7<6`lW0H~F6c)RU2s2J+
z@NnVJ?YEmwapq2yGDiMr!Y}0_j9F*J#gNEWL%$<N+uEwjvUobZG>DBK*%ECBD1V~`
z_pa@>u;0_FVys&2ijKjO)2COlqn49bkp;NC)zr^}a&WzB(DiH%CagNamn9s!@m7#h
zpxLgzSS8hd?`Ej1*#~`=vSDQX#Z>Fl+(yAhIAD*ZG=sT^grY3sgRGsTGeyf*T-+N5
z<|I&bEp=7|pVCd?(OS#XEuqjB&WI-u0F$qPRljVUVm6wqUJ<4Yu~@x*ZdrC424lM8
zB{``+;kD>5^_ff)?40@wp4FFueY-|s%fHFV-l1lSi>RTu5(nP%jFGGe_dWo=#y|VC
z_41S$u$J`bTZKeJku$Z5K;@67>Z!G0%81ZulV{tQ@7e=B2oDx~1z1YcRtYUAyniLt
zle#s;Q06FPtj5I!sVQzul)gU@amo8QJ5#T4IT(BF(2TK9Mn&A;3eeB3{CumOYp^VD
zi?+`7tVed;NgMBmy#xIgN4XFYp)^shxp2G{)XfPeQWvYJp9)0vJ2nStgm1U-mey62
z90YL&^`>j|a18VjzcSu{Uz8{PlVhCgD-Ke50K}RU+}W$%p}tEkD}W5}Ox`yX-21Z*
z|0Pi7up*9ZNJM*a+J23tl`)&^c6BeM2AM^AjJq8A+GUnT3KQR3o^A60@FiP%*6@BI
zbtqe!fc~=^!3DVr8yoKC!z>d6F3IKPjMXTm!u_W3@(d$uY`cBe>?8u}0|1EK?I3yz
z*e?5#qdxSI^JBuz3vm^6yXu!P#@FGHFa_~e9NRIVtT7(p?ly!)AFsXo*XiQV<-K-F
zh)yM>bk3rRQHvL!Ewa?UZ-SeqK}|(`7v+vv);U8MDcI`ECMfkfy?)VP3UyLT4{J2S
zRg#iO9T)Zb**YHG7XNC7DNy02tD!Fw2Yq+*r`D3?$?xiSs$2P7Fl1es?z~e7UYe%1
z?V<eyyDL<J*&M%gYfy-OR0&MS{%D{62(Z6f?y+!8cJ%pvuvD4RK`(Uvc&u8%{t8{H
zzuc!b$FqEI!MlI{m|4PQxtAg88>_g2nw>-qFi-Z4wN9tg>JgzU=^Q*uPz-W?S3+>p
zW4ENgr?z*c@?EJ`+sG}2JT_q7SLlieI63~G+>+7Cb;G)sLYn@wKOwtp`mXw6Yh1s9
zst*7Iq|nGN132^jW5hEJ%JrMX+2Hyt?ExUgpRe6U{{V<Hd-njS5N<yQNzqFFXT$s#
zxqRT_EpoWH)SdelWXf6Q)kV{(YEb(r?+4_((jdDQ`t|>ZN!~Na<6o&-kxt?|dx0);
z!q&!#ZHJ%dSQQU(xl`v`;3Ub$mjhS!gHL}&P^ovhRuis*(miJaFJa44un#g+<3inx
z;pFc<1KzTWiRM{2rj$B0E4iyuZiJ%W?t*ZKj&W%F7kWr1zJb&gzSp_qPJ5Tsej!})
z(A>9LaBAwZuv=oERVI%uHFz#dyTVXVXW4t7VpJ@>xjNtJNG6QMiVnDrJpXQSEtm1F
zZ+!1k;Ieqtb10JYq+DbSoi_SaesBu=Dtw0~59>q17?VfVXK0Drf~R033~C!yPN@+F
z?L<8~_Q_x?YEK%W#QZizL0t35Yf?bK`f8LoA=l!btf9^-gTAY$=PB4j*YB)?E;4!^
z>ihhNep)r^_C-=^P)6y<xR7p|5rdeg5UWfDU<dyF!`_kgnkr${zQEOy!^BYEjCf&;
zFS*o`H}6c-o&3v*3-7E23h&l&)h3fjZdw`5k2UqRb-Gq=^x<ffFBN=QXuc8w2N6l1
z++j12%GdGG1^N~3<<r~d>X^?{f=%A{c?A}G&QOl095m*cOTFf5)z8pg&^|xwV=Jqf
zs5t;Vss2%0cLtepe_m{Rz2-PmvVd@ut!%l`L+1W)`VF|BsL4-G!m_dTP!>qwvth?N
z{Jd;Z;hPS?7{*6F2^6%UKJ;G-SLo{0mOEG-B&GG(UB+bis^w8F*n7yS)zBT#(N(?h
zbO;tOju{&i7_{>NiuBpoYfgjv_EJ>+0cB97RYIP=?7AX4A!<1=ZPD#PI?{iLqm<JB
zS(XhNbFa`(#Hk_KmO;huF>yF0l4_p26599PfAW2f9lwLUERehXYg}luWt(FIww>dM
zIVfwwPzFxe!;?s3*!el9asW+5ewQtC#^}pD;#ky9>MYyk5pUl#r~NsYe|OLt)s^4_
zBYx?GFJqh<x}Aveg-{NM^+vn}0Y>6B-O!LP`Sa(3G`AjOU~<ob)qN3{%w&D~361gX
zu%lm^L0CMoZ=amui5Zsfs!~bt!5Ou%OPm>c;KxE7B)_mdL8)`Ku<ZyV_seEI))C6+
zHp3U$F$D$d8kQnV$t6T0!CBT$Z;n%pu;r22Q1P|j*5BcH;l|Z0pR8)SnP0d#$Zw<`
zvSL|LDv7U})CS|s;cUr~3XzfbXG05+p&eFoE)Hl@@Qh-d*;npp9(OyDjXf#Ce-Ku{
zT?*IR01nB6aL6uw>9n=zy>wF6MX%&JzNYy<T4bOk_{ptrHc}8KJ^;paT3q`c4|0Wk
zbBk^CSJ+_{i7myvW1DO7d;rj~NFHoK&Pggnv$0Q(j<{|_j~)Ov0f#rPHY<|s9ygi-
zdEVGM$6;lPO`_z6Zm;7xmxDUkn#Fm;{|Fs;%H60gK&p<!4tHGRTfKd1J<RDFf^t$B
z;|0i!ol$8!#?VB|Y*lN`@ypdWGrHvBs1JK?a91vv%B$L<JbsuBKNouKJc7&G+Lo4U
zAsC0j!NE~(HV|V881{<?uj_mP2Ic8lgsrnN#Ve3Ze|l-XX^qn-J?b@Mng1L9y|8XJ
zY35W+ova5&%IOQi`y~VxE}J`#qOfYOmo+gx3zlqstKo{<ay@mmpcnkDxW3MA3GJrM
z5EPRSuwN*PNn9^8m2a<a79_P#LB*_9uV-N(7dtPnyGM<XZt}<IDqa-HW!XE;M0?%j
z9X}r-TjQ&X8~fYH?8EuqOz9X{@RJx10#j31ectI5LlZTUi8bitHgtjZ&Z*|!uqhOo
z(j!fTR@O%4qZu0qN!xh@^wZ~CiJJP+S-HLDj@94^u-y0#{;Y=171qA7A@czE5eXTX
zamk`V`oWm!4N0>zNvCPPTV}q^Jl2#7q9MdHKT&zV@bppz3#<f9QJ3wD<7l={@Es{8
zR(#IRNDi`iOdv@C*fgnCqEr^qw#{y?wthd%7soj_mL6%u3=nL!bc@$DooNyCiz}Cy
zBex&K3dritcak)!yJ4R986};+JUXqz`Fh^}s?0if&&BOVBFl<~Oo;9Az^5_fvE4hQ
zYw?GBfkvc3Kt!MdKpxi7VP*3SwOLa<+SI1EPjnVW&;NUHvX!vI;1nh6z72U$L0adm
z>0A{E8F&P_{%w1QW)3R)NB^O86(2HCU5wPM>8sbkGS*=@>1~8a#hv>wQsGkoe&2_)
zy0MoZzpZU8ohaNliu^&F2#}U#V`CsTVeR(E=p>fB^gfB(xr^Tz>hl_9KkA<)0_y*F
z9G`z^gS)zJdmA|`d9l5EO`%mb8}Ic`>K|bBHxEm5^;mFh`qdv!3+g|nUjI9FVs=`u
zJ66^tyf&XNKttr<pJa*Dfd5|5(fV(_e%}AScP3V{e*n<(AhRWq4EKwZNL#0qaQoeQ
zN=OxxKOatwsc@FdQkG0jIN*e()Rx!^0*gVo?Efb9?m!WBLk1hz?DEd|Gu9!5?(KMo
zwaY%oEGco3r?JEiRD~V1QqNgH#krN|6-2w&(~~;$dfW|fSGSZ=V;c=l0Q;CU(4x_e
zRqVy%)gogC;<!A2dHl6R(V-%&0kL#7u%fKvDPpxdcA2Aj-zv#OmEXuElzSK3_cJ(d
zYR0D(DxHhiPzpZ28JIM#O4)pE<{7Nk03c9h2B?8Q$(mTuFih0;r;1|bo_5Cwkkh+;
zdwu?t3KZk@PBexJ;jnP5WZ_K3r@A#r-_0OP>A~mc0=nP>j*V;UWQ93dlP5Y;zo7IU
zC;!qY#DYN%-j}DjK)ruHR(8n2MRVh%<(u}2O67!w+9lV2H6MA8Ui(_5zQ8J0Y{7XT
z(a1XfnWntlxyeTiNp-ohvb_cBCe^~FQr4qN^od_byT#c_lG0KXM4I9;;e6Jw7WO@L
zhku$2szecfi;Fb-@{#hqT(tY1sTL{6ZMGU_oiT2kPni0KFy`sqrm#tW3lEMs$O1f+
z|6_mrxljJ>lK^Qy_Wv?CiP_P;@Uum7mK)M0nem7D|99pCKg5JXHkoPf>}jtFwe<e+
zn;IBgVdW7OUHjc4)wzaX(5uR8k^qGmu(?r(35}oCnr6S)bt*Hlrae;UOS&Q{9>6qc
zDJ@mO#dS;_g}<z~bDQk0n%9j8Q|H7CvC}xHbpVQ)QS)jV)=%+|5-wP3i8#%WXmTr5
zmUTai*Rl`jiU)vJeA&98)V6PGvffMvCsW7s{(k;}gy&bW0<#?*r=5Lg!3v^lbJ3jF
zLi3s3!Vl}pfkl@eYVP8`!lOS*BP4PAzv(J|a$K9MRh(WOXnq@5TCB+6ZulrJod)mK
zYQuQBWUUzQ)7r@Ay7T0(;awe!q6q-p6!LQ-VB7{5LV;4MN_X_IL;sXG(eMm|W816M
z{`7p<dUgN$d))VqWNz&xOIKHvl?5R|c6Wvn!UR8mWku+)$ibUQj-2X<UvXSd5`)*C
z7q2A@p6A0Q(p)`>qn7>IlU+#J?BaN>2_heBiAUoR0Y6wS^d%S1EgY~Jv6GG%Mq9}`
zoo@EM_+jXPi$`})j27KmVc9f%k)Ie9zo@NGW|HapsZmZyjW?;!W6dc)Ra~h@r!DDp
z&vEZklh^yZT%*$}gYS#tAftZa!IC!0$?{T8{_l+uKS@Ob6JEN48ZpSkXhdAIACX*-
zhSpjQYf_6)ixB;2bbFcn=xBQ*yMuvdXEk4|4$d4}D~_UUGcnOcMkmLGdNaTE?CSCd
z9m@cnF->B{`mo4xm$yZ^;c4$k4&%62$MFkvJaBZz{`atN2HFUc4dqOnWSeB5(Mo}6
z1o0-7W88`_*I=QgM|4WTviaB|OH-u6=`w-lQ?{(8=kM?7i}o_<T0NKFsI=cuC2OjM
zO;~;S?eGj-$QUb4Qyb%$v-&hSB>v`AntEkz&1v~(!#IbkwNIh!#BhI+scV5Ccl7$=
z<^DXG@AFG@q1pbtWTJkOZqNEQW+zvCNfvu(m|I{&2!By)evTdq`#QUAMIyYf!6T$X
zLS+1T&QQ^`BBy3$3Nq!H9Ponc(vC6rM+d3R^mHToWR;1Ej|g{~WJXb2*?<>@OL!x1
zBh7^FtR%#l-%db&I17D_`Zbe8KXE+GsD_}UDq^;vi%!}0<=1^Tb?(ip);#;9&h5zP
zj3ITB^(pdZiWR}z9qNJYY7;naV}Z7Gu_c3&m7wui*&4@oSE&@(UdWJ#=Q-=vp-4zL
zpSVV!w{Xp_X@p5*gEJ4W^H0`zzyS4`wt$Chvv<<+Et)m;L?YoReb*C!v&ly#+D~=9
zqVC@nI5smz7^1K$FG2i6(q)MF137CKN^3D~B3^m(&fD!s2i)5=0^vSMiv4oyiR}q1
z)Ags3efGO@Y?0s|5&6LF2}-4?-rDM(dgRp(Y0@NMH}TDU|7YhDDN^}xF6QxbUMp*m
zrAO5k@gTk&;3xNqujsopYu&e1v(`0#+xzCjw)U2#zE!9162p!LgiG}#RoWz|VBgD(
zzzfVj0(R=zi3TalaVOjc)*@%(I|~om=&Pofek7~Z{!qj=T#p@Oj21Z8kOFv~NnsZ6
zw=qtBK6ZXas2ILN@T;!;{UANw<te~WxDSVCe~+uhXkE9V6O+HTCmc`h(X&!w*wIuf
z$MlyKk{h{3dWDLj4=py4Dt7z55oXlr=;9^Wb>kHqQ!O04(t(xL@oWLDK5{JCxGkr6
zug5^_wZop;q*@}jmm2-pqXhHAEx#63BusIFn5n$JH_iRzQy593^3`@sr+qz(Rf_y)
z6OIWzx95XJb?Z1sC4EF$>ki24vO@c8KPGY->nA?1w<HWVMiXlr2rqRwI7*TJ8OS`x
z`3E!EvMvK@_5M`7hGt!3l<@uI-*o_g{v{A(=5?jMAgcW$e#s8s*t+C`d7+iJzx@;?
z;J!@@Y1LSsauMq2tyox57xOiwP`rP4Np1w*R&zU$dMsOFDc~`kADnynhGXnw)MxTn
z&&fMc(_?&CA~dEi6w9-ebXktdw#?s^6Q|^x97N*Rm_=V?phusS?YU}-pzO`mopL9p
z{nVypl~d4gyLBA?P)!l+dzDo3UD*@0x@Alelzr1Ls%uZyiM%JPHOtg~KMC86u%cM0
z9>RY8`<>xeVTM9#E4f9DDeH@dn&sCz?F;l4Pm-3k<+O@p6)z4_mC}@7oV*z;->jE?
zPEN7L=o@;)1pYucny=((WX~0L-rN%-0F!4OxCt40k8MBW%gf>1X|{fqi6x|A!Iinf
zlCY)euxXst%~aN3yf5GpmEV?o$t&;D$LFawWaMRxf+-B9b}QY69c`{qoif%%9n-ga
z=KIT`ndogEF~<#v?{B9WeO`#<!V5C0#NVtrEwvn4uCr#$svrVdPU<ngn&RYAXGrbb
zRE%?s7DhFjGAtP^+ehPDd>OtVE_Y1G7yRM3UE$@3;wH9f-gJ#<bD28@8twd*C(g+)
zFn4;i=#C%a&BYz<5k*;MuG8)XS#DHr(!76yzXQ3eecYWn5N?%hrwFld<M`HCUnj_|
zi2gz$PwcTGoxiwc+QIdb2$9ZV(j~-*wfu5TFr{YASinBhG17<Ma8^aWdP=z>1Uea+
zbVT*?P@9pF2IGS-Z}fS6s@`E6iXQ)y;kCLbvDWSrY-2N_qXQ}21kLF~lgi9%Hpwcz
zp-M6+&h|^)<IRNNtF<>f(-p_HR%sl<rRz#+x!UD^*1zOj3Q=A59W@T>NClHTyj<WX
z=H=^geMpt&E;eJb9YtN&?CENsQ(k2IzgT<Apf=m}?Ke0SEACcOXp0ngZ}C!G1BK$!
z;4Z~lpg5sGaVYK<f<tllV8Pwp^?9?_U)HnM%$|Ao?9G=zW)d=)`?{~|JdfXToF27P
z2}BtzXy~8ARxZ~9UZ!?aaP7n!KBllV*ENCk&2(PsK`^!MgSb;NjF71w_NCFk6IH=(
zT;IabFn^>L09Qj--n2}|i6PLP40fOED>*PHl&x7%YCAfsq6yJq+R1m33sQ{lt}Tgg
zvCZcB|H6C4%9;Y`ZKUpfU{&0xjY+-|IJ+)cw>+J}I{un4!}1q^!*@9EL=e22Y1;`e
ztH?SfYb~*{v>yXO38@tdJK3?Bod8d6)k|Msq1N0=<0m*+W<-ZbJU0{WrsAPelcZL!
zBFq$-D9~WW^x?{PUFfQ);<9ACSWj<vOlIp0^QYKchZ${}8>Ki~2Kd>U5rLiLjl75L
zFqQsWE6-V8e=of%Vexv(@(^*6L$^hijqdwj>;|uC9B=gw*QvI%ccqB+_L8dhCT&u(
z>Uh{0tfQ?_w9QAb8RLT_YBlIoL2&3CKb!TJ#NlAdEWahYtWnXL0M*aIx-66BFHemT
zL;gGY-C1wz{nqAsL@tWS84!1$;vb{=8dwtftydfLpT8d*p{jP~&iKWL;?cfvqx@0w
z0_oJ_1tlb`Hi<?_cEWU$6stYs2^z4lSnJnn|5dFcMN5i@0HmT?k%%nSb()X<y><fZ
zS^v%4%O==me8#@lcDXJ16kw-R<170Y;KfMEUw}_8{yUffV$Xo*Ebn(40?JxE)EZ&%
zrGaTL#=6=rr`!)(jv}Y<t;&ROuFr7V@TDdrLH*RjHUy3hZ{W7<8}8exehrbW0DPX!
z+9-RR3JqauZ2e#B$pS%g$C_Ggb(fN`$C5+H@nU*Y^m4w486rRYs#AGtC2@2pgVZRV
z*J;ZtNb0b?z~9RH$szr*vdwbDx9xTFkhfXB-wqm!m+$=#mRDg$5n$;6-dzK^LDgy)
z%;((s+>rGbF={c9>IVqYu4cJFnX>i{wYo#^Ku4I-ec0~9bV_Y)j`)FlP5bi@*#r<C
zmP{_%tr}`N!Q0wF)DOq4^M~YRkq&f@^5wj@+RA?77L&k6cay_6ov1NuW;2q~4}0B9
z#XpMYhAs7f*SwFS3c(G8uP?Ktm)MfG*}_zW5@B@?+|Jm8@%2xJgdG7dMLwn_t*f{<
z3(|bEbi_(zcwDfeI!+0nl!x8F+_;|Xe_s1bt{w2Q@kIRW&ErV^jG(F;MOa=P%>P$s
zvRIeoBEZpKWB@c99qNM)sWDV`gy8?#3>Z;Frba1(3ucEMJbWS=II`W|M+y8O@TuBB
z>DKnV=xGccOj#3kXJ{eFP8JUl;%7-5h+vj4YKa<=oA5yYyrZ=7lu+?lU~x6b?BPZ?
z+-1WE*?F%NBI#0yQFW1p_ZQ&co~A`&Z>`^c-Oi1`_l(NOB{&Gs{;(@qwGKJ{sF3S|
zvG92?&BE#WF95st7Ccdu=B9!_*o%GaFiO))%2`~h{ozenbcq8&Fdt9+RsA(b8&*!F
zpv3ZY040J?eNS*)EauA2I`X%4WF;f`;f#&Cj`I@a<ts`0s`oIOT=+)PiMKAZ>#KI?
ze|HG}y#o42*MP3AWBHb<+<$+#?SiiYQ~|s}_63;vM<2cFo<b7#T>&%qQ5XCgWo-)%
z*~LHqu_t5y&*uGq`}jsr;`UBU`yWO2E7We}|Lpi%eUFD5b90;Yc>b_I%x^^IhQu0g
zGF2C=btgGes6=zaN3=u70zW1FtMJwWDVsMz4#8`nWK!m#=U5hWDE7H{V_4}sjcH55
zQ>6x5EYTbU#Mfb+fTgo6|36Y3H{m_Fk`HV#7=yH@(s<s9=82xyy;RGLI!<wMO?2Jf
z2LkS}9y1ImH&t5y>-V@@+<PE8)rP{JRFg)p$?k;8YQ~~EqPIyw&T<Q8WdLXYIfI{1
z9OLEu#zZ#Gh6cBgcMcBLrVuT*kc~di4f^!rwxF_AWCM-?^oV%6JG&lQKlU9Ge!y_^
zHV)-8B3ir{=A0N`_?$u+1QF-mJ=A5ahQb0@f~G06orlJIDYZ?PJ!3_-+sXi5T{@@o
z_u>h9aI}0XY_yx2v`3d={ib?o#2R66Zi_1ov>)ApRhkJm+E11FwEX;Dr1xI(Uh=^G
zFM#P>&B2n!t&g7oGKQ(J917;VMK#);jxUVtLXR!^EOaX;j~3WlnMI(h@!9EAX3F&n
z--#eWsNvPuBZae0pKYM7<Z1+1$078S`pkuoGDfss`FefT%ipF7j)z+@slwZ+Ev(Ap
zt}W!`5g#TGOUFm_-ccI$F4Ni8j(!)D^eXgg-IlFPJQj_tKuu(YpZ4F4VKHIGp-Tvy
zxTT%-`m$dne{dmN9XLSw(|_PuHu_u-H<Q%nn)+*<!{@SYhZo(Xr(Pv|?<1ocunK8|
zjo1u8{BREy2b}sSC14)rr6wE=juzOh3%>yK8hrl@Kj0`|*GwRhqp`W9+LfYgrJOpp
zuT3{ohG$m^!sK{g4u>(l#3Mk#0&?|!NGU35Mt(u0e6K60bQTW^!WT2YlR$W|?q%%?
zCSB7-<zNDL;HZ{d;6^U@cl5h7H@^KxfkEwBJ0qD1+(Mdo+CDm${a`8D8Znm#!*6rd
zRl&+`EwAS}1u(DooHRU19zA}v9q>z@8SFrZnN`NihNvx&@AiJ9^uOM%Xax$Z<w^DN
z%;sr;sB)klyG%ukWO@Tq{<b1e!z++Z_(CbGnhfDJy#5vfxfMtG729qAskWCx+2`h<
z5yf@o<W9=ptXq!FX@s^_|6JSupSu~n5~+4hg@`@kY(etkeG+>{Kqpr8<C{h2Csyzq
zKbet{tDbAk`q_z>QS}3HlRiN*EA*HupKad0Eb**SRTg%=w?60^HxLVdQaAsyZo_B=
zSfK`77_f~<uF_Q+hvJm{be|&bGR)g`*($;4Yaa!;_9~4x{sjmRHX4H-N+s3Ae-wmt
zLdb0-)CA26saQ!-#)eCvpI+5Ypuf@Zu}bT2ih~9s4|*krvaRtpxxPv@;oZK445|s=
z0O^GucnNehJK}8qUFWl%zZ>@motYA*xe{}4Ayr~8)-$~QUZI%@|8CxzBT+dG33GkK
zT$c;l%?;O%8^ify82P(ugMO>@#-a1h9_p4{tMGMJS0h7cLI?Ps_kp=ecz-%T6u~xR
zzg_QuwlJ64;AB%;maCaG_>CCPWtr-c4b&yV5gKy%<<f|Sq2`mU8!>MV?MP|6zHw%%
z@UawKHyM&+G?OmBxd(;ZDIz8)%jOSu*<RF;39;IsuVck{SEl%tx2-*D%xi`j8tjgD
z(zQUp{iI2H8Fu7jK89r>i-Z-gzEr>c;VWsu9>m5=HXO#O_`Pot%J3mN<I-JR!LvYp
zj5#b0&&l7~=#@C7Z*k}oM$^-67QsmP*`okaIcUk)_{R2LvoU2&8<dyAy$R@glW$1Y
zgEZ7;o$d)%-hkfEh{5lre=cUnC%-q_)Oq7Iihe!}a5D%gpZ4BLD8Sa9zUjkFyl>JK
z7u_l}ym_ajz{0_q#olTItWmCeUgs>Zoqe&Zuj~CXI%d6%0GU_Du@*nNh{_PpBysYo
zcZPlnzMn|m7#-t;zaXPGMb!b3XQZWng>uJ#3Cqhd_@v)64pM$@JsyCeTlok0tR-dj
zfwf?l+Bgt=X+t_MI=kib&2oXFfj)FsFXg8@!Y?m6C)d;aseQcx$%j)A6rN$4V1I6|
zvB#><BGk;ubG$ZqZ?N4ZE`vDJA5L>uYm%ld4U!u~f#lK>cou<FpwrDZZUwePUeh9O
zxyDwt&Po<FiOdZv1lDLZznh=t<N_-^i@wlBx;Oedza!!POw>u2BVIEizR!a%;FC$v
z?P9Z9CR>~QLO*9pVx0Uc_Pj~L(mnHo>!B3=50?^YyOKGZatKugxm?sw{2UYX?X>HQ
zlFL7P2(qZ{$Yu$LFG(X!A(o9sy<3hEJ3b6bN8qw-C@gvj9f#DemeidTg#)=m(g*$>
zk<giJ+n_?SYKBPhU7F1D-|z}y2l~GNea{H*ZjB!?N=Ej_#r`fG(VXV++<aQe`3XK<
z4czcu3lMq67B}M>Ax@!e^syaJw^EVnJeY1`Gk_`P)JlBMNX;e*(OlJ<;8DEL6<$WY
zJ`gGv(=3Jl#Der0vIW;D7d^1LkN+U|<GfwMp1bBLrab_<t;89u?Ygx+*B8Sxn4XwF
zR0(ePpp^O=jC_p&Tim#-4~L7KNMa6E%GqXm<WR4xo+&`{L8#ZZ%*w~fgW|hIhMX6E
zSK)~2GJ+BnX;eMjOV7x|KOEj5Dh)gY67}ifkpy^d7w{((1+qr+{nFc{UveDG$U!ai
z^nW+$54#Mxf3t-+d@sp;`&G@)&l;`rcYRZf-~ilVdkQLi2~3n3H|!V~rZ)TjOpmO$
z){R<g`kGoB3WGFPQug%5Lb_bHkqk$|Re`tL_lb*HFhV<Y6rvo$r0o&_pp6INHkm9(
z&2H228hVbo_BT7Y;U$KTr}8J!#4K?-drw99;DQ~Drzq6JRLN3-Tv8hcQo6u(IC8(!
zly&r|cv&8}W+d_2u-yu1iaMkyHUDwp4$bIeT+X~rT(a8W%dP>uNkwLEm;L@f53f*C
zMrt^d#nW3_B0j0Q4i!ecC|INt%Xt084PRr;Imw$gG44C-kRW%fYCh>!jhO0H+u<<Q
zfrLCltl!=1cJ5kqJ!Pi)Y5L6S34TxRbl+Bee6cNBh&uf9Yylz9cQp)VCQM;rOxT8N
zN7r^5=r1nc2+DEG%sBQki+9&0R}MAU^LPr0txPq6O6Wwyl@AR3rc*r=qu$P0P|Edu
zwE)D;OazGRu_aG53l<pe3V1k|)Lw+e^Uu0$C5k;BtJ?n@)^;6SG}X&gZkj4LmDPzf
z`=6_a52dQyRwdU);}g4#Olbr(&CNuz%z7px*}?&J@A&|oY|G6LqGcypVonP2(=^@e
z|J7bl{(~{`TJ&ZOXxqS$eDtk*3WB1*{|=GpIE1xr=ui3Yk2pL6rV}i0BA#T^b)TBI
zkhL2=!1phJtTLE-&<*d4WBFe0JqgGlqsqgg*wEmQHV2a#^?U-&vuI&Dq<uJ0*8XKz
zibLq(5&LL@_|OQwHUk%K<SX&Usrs0C(EGMztp)M^aJe3_KiKUO4{HI!;cTT<aLa~M
z+A9(aJ7RO=ngkjEAg;H9&NeUov8TwUsNH={0kW7Er9c@KNIAbNMSDp$ZfLxqXHBhM
z>%gK&t};=08-_p0Z;!xsqiJC|+hyh%BrW6A4Sk(PjJ1D}MW7VEhrgjI?M9znI=}e-
zv@VG<>MZ8rrE?A$`t|v&wTSK<O+Q37-Zfmp6wP%s58wjVRpsx7dPm0>F1^^Y^P8xY
z`ubJMRP>4;|FpGnvfy(OXpf79s_{6|st_F&Ya&2+ug1#a<@rDr4;rb;>jhQmnbY#<
z3FUeHL&gSp8CY|}xT-jjozPMZyZ@Rmkz~-U)Q&vyxEgysc?v*FgnWG=Q?&NaevvM9
z+*ge0+hbb%P5BGMK95BlgSQY|7Ai*Xa8PQ)MY`a}=$>~tDGVZt&wWR_GH@;^kq0(D
zU48qw!HS(36>6-8P~T!qlrLN(;-}gdEpqGXaEq!2lWF9R@%)fR6A%Y=?|Frm`a3Oi
zpJETW-6JAP3Jqu9SM@r?)xW`O_#@0(1~4^xM@#Z+E!|2AWhn=6s{U#aWzWe-Wq7zY
z^GA7PIiqErb~rfoo4vMIw<cWnV%lk#<FMrc_Z7V}u@TOJGYVh~)4s@@?@`H4+j)%#
zbB#L#rPvLz=P2voRrCqL=Rq9~HvMMRF9Tr5a(SpR1o4WJn<|q)RJ{TJlUyL`|L;W7
zC&iPxCpo*!yK{#}e75Nwl!|Mb9osz6KMB!);+oI@1`_<e@A?1uyH=&&`9)#zKPoFV
zjPO^#1Hb=G<)WluI6Z%RzkNGHA<(jhyG&v0O&(8>Nvz*X8nU-*^k=DIzE;nCd%=X@
z5@G1yJJfcZxoy~*khcW#T<@ZetUQD^h0lGCcN86Xjo*W8oLr#9<#~p7H|{M<+u7wA
zEbP|sw+xN|T~pK%T$E&#y}%5lt3~w`v!dcgqgQQ$y-eq9b;t!bnJ@`O;~gylDDDsC
zzQ&ENQp==$v(&ZYt(`|vzZjOI=-79_iRX@|*vt#Dx22#PtM{-LB;8jFYp#dfe++TO
zf5XfD?m7s@o8EvtM+wBN(J4O>C;Lj4z%s>p<`20R^g^^51)f#caARc}j7<2-BJ-(b
z;&rNE6C7(la@9%qnfW$xu+X_?g?fdzCvwKb#GSCBnWoB`1qq_^a47=hS~dC%D;XQJ
z#WH*{(ozs7_VIpsp4@!*vtlJ#laSP@*7GXbAbFWrsLFmWS~FrC1-9OFdG#45uN`WI
z=K$MIjLx&nl$6Ddx<B}_ACx7&m$qi|McCTsG*sc0Kxui99}L}X-|*biPB*xNp0cKS
zVygvKZS^!h`8oNW0)cyGGg;+Fr;JMn*%SDBk4<6wYCROp1ij^Gu02bX=?)zH#tPwG
zxY!uOn5Xma7HR!?cljOmtI=lR#6XE*G=-lvedSQY=?}tIsM*2KV|AHu5Dd2EH?nf?
zP6!JjGfcGH1_H3CHd4ad#Z*>D@s+b#V(7Zu$NOoiV-RtsL}%|r;+vlnGNPrql^O|l
zLiRE+PQL!;>vNMfiMFUpayZWM4bt_X2}QRI5P9S^hW|dLwod8PQ+?TmFJ3zwW}yj<
z8W<Rw6$?(A7EcOq1{Hf+t{c}vCw|w#&J}~ynY_BpkKVldj6`U#;t<dW!F&Uj;%lAO
zXTh>Rm^%!W;($ZFh0nfM)*q>^s+>H97S28hHB8uZTp5dbC{;OVLJl^)uxK}s+MMQ1
zU6;D2_ggX=adB7oIc5WabH^8^n1{FX87@(6Q8s&@Ucl|e-n$w-pOrb8FYE4}I<eHo
zzt+}P0H#@0kZG!o@e4l@vxL&Y4i)rei9(0e&p8*O=6cPRijf?Jp066BdpTr%=F1V-
zEL<T-?yMcjOb|#h29FTh0${#Ye&8(6aOFY{8m)0%7cby1OAHS-0%sJezER43^(D{v
zZt71lSYdC$uA>Lj+|cPThS6w2Mys#x5FQ*Ff9fw!42k=H5SQiYt3KctTURU!9KWrn
zHYsnF4{x<D*PZUBGs7<;4wY9g5JtK57VGbb!>$WA$XFpxv)5U8lEnTFf?Y9$wK=<K
zz0P2<sraJ<qxlo>JJY6nRp=w+EsQd1WPFQK8mFn1cZ4nZlpwX3vo34jz%OP#Drk^)
zdhkuphDcxnyVOc_a(T*xjTJOp|1blgYY62W=qAj5qaYcWMPR4fc4|@B(iC6~n~o(v
zGi~G?6+#nUphO@29IXA;7wmZ_8B*a|f}NLS5G(g0xer^31n!RR(krbOcjLaJSR`9`
zBY&@}m*Mq6Bz>?ONJE((x&<DDnr-4DpnS)8dslbzfrlH=t`x(~W2|49O*E8N6=HFd
zd?;lOWp*hZKT2KGom_8o;Kc77#33SIT&do)|JsiJ#?X;fJtL-E@mPK@7x5uRCB!O(
zw2{EPVb<~ECL<&8xe&jP;Y5Xln9*v}4%0H&@;rIjkp_(g3w`5!SKokZMvT?LEk{0U
z!IsGHw<3GFNg_9uuIX&N3u--UA!Y!}&8Ne+!S7?JqEgOQ!$}~yeG57cKjhkwW*RoB
zdp4WkYY$0_bDfWv-HUBl75QvFe++bTay-oqY~$EH{B2U?p0x+!Z3JP96WC<1OkPUf
zD7dOPs8rp1%=&I5&ROU!l!jw!RiQ<?vIKBHD6>>iL_RQY$l3_xk1Z5!CX&6><#;?G
z{Fo2pd-TzPp0Zh|oK(B}=rjgx4O5X8r}0!*2{8+gST|O}YYEA39CYlkf@nPLF$S8$
zKCthh1_!xJ!ffuMqdYv;2Wd_TzG!~TSkm_(Oh`^bqZ*a+QN#Qo@#d5~J7=(BHa|MW
zI}}1AJa~K7lY8DQKpKmKW>Y?>41X~NEm4sJyw~MsFD6vO9$_24IL7VG+09XEyzzG^
zHh!=Fq7?@#L1g35%2M>_dc}aZZoWP!uPpMpyaQRIT;O|dzpnM)CqfKLfQEnZ6Vn)N
z55C<`H&1SD|K4<TmUxY1yVLwHyZm=ljNJb1Pbpf<f-KxaIXXGS(^k*btD#R{m_W`X
zX=EnSTiMW)^z@QF9-5Mdd^i)4p(0xlC`gb%NbFIFR=Wjc2%DhB&W-koNDb1V@o`;b
zUN1sp1c)o5CR?oG+Wk60tl_3&L5<Gk-2;`%d7Btx<*~A}a0q^U@fCgyZ8fg(%RHDr
z6FltUO*51HuG?}l)dD9+WlN0!rK00FxDnC7O;8D>(P^Eri~HBvcq&KvLvkF<crl`{
ztfj)Xv&D`8SHNerMV^V1AK<?yQ*cWn`hTCBhA(k-_c$R*xi%rBVTmp#gb6xLp__4c
zcJ%OmoG+dX<>z`-aTcCgq*>9vE`K^bzHL8v3!;|{)Hh9hf!4D>7P+Bg{)rcwzEKzY
z5uOWYHU(BauSf}w`LzjKj|<MQ^}kVeZO>9HmCQ&y>EHYi{R_gnKpH}IpaS4|`z*)S
z-5Xia`1p8PcXgeSY6F6>5ye>k6=*5lC)c6n8&Akt7V>J7z*O}#p(tHq7EcqpkA(L!
zu=wuj-*!$;p9>N53qlI^1>e~1RX=W&``DwF+Dg0#>Uq$6XXD}LRWoD_RwIs>tuh6S
z&hVjxt~n64+pO&HmAqm}d<&B?rn2(w!{sF!@rKx`i?P!mA(Rhw?(S%G2{D>C1xg6M
zhZnNTe@XH2toxus4AxPV5GvasQl-fU{y4*=a_LpS(PTaaml%QM#Y3{~@F%|oZF$P{
zGSdeaF^gAY0IcV2xD58L8&kwW?7E}Ob(pQOu_@QZA8pICS1%jk{!sASa@YHb4A3Cv
z1W<j9r;>5KD!1hnsM8pkNPa~zbIr}@l{iHj*1iiF!c@&FXbUT&P>4}~{)sE@p*GM&
z!p3*qe)*FG^2{R;mjl{4{lE;-FGzprKVkuovUx+eBmx}Ya4>YjMCiINrcG65Ah$8i
zK@>%ZW=9^y-j;VZYo7L;`87$ZZMDtOBs}w@)W-=}u81y%e7m=upI$e^-SB0WwtCgw
zD28c2n5b2<V3PHT5#5YoT%S}$`-Dth`W#B&Ch@4C(>zNQS4z~-$~4n)co4Po`)u>Y
zsv%sNhk9ufI8^w@Of=dh<91*BfZvDBn!lvs_=p}?xlZ3;1@FBS!yB{W^WLx4q1~`i
z@oFQRyQoMHc4C~P>}S!vS$(Ej8S?>I7<DJ5b|nUTbtwslhnKLG7$#XmqDZhdfZ)L;
zWywNUPL4{4lJS}>)MKp#<fr4uNh3Pnv?EjV&Vf?$HPwhBfUt<pb}Oa~WT&Qd0vuPw
z3wfQDF3?Xy(B=OfU^RauGqKd+Cwf?SwmbQL99I#j5f|igmfjR1YMv5ejLEUtj7*-c
zDO~JCW0NU0Gy1N;m|iSM&mEtUpFeGxfV`s@PRMJ;9eEU*qM5#sllS%;4bKWcT3eb?
zg};3oa36hHsx(OB)}xFUx5Fz%u{L263aX#d-r!x3iLHhR1mwmAMs8;sbe_JkiQSvN
z*4400B)OH9eS{F_xjdDflwDF8_tb(P6bp<DZBAv5I@O|b>*5^-=DmxKXy)mPt){`u
zQ!JBnzZCJ?5HEdw<MN&QFISLRu*076AEH&v^x@3Wy9b;QAq~)<`6FyBm)JkFF3~|y
z)04QMm(WlUJZDmE6HGP+rWzT$_xOG_Oms6c3}Fkcgqu!oniTl~8Q(iQ5*qzs&;aC1
zdwxEhuCz=~M9@i4VY9neaKy)CW#Nm1Wa_3erY-9mU=6jVpEDLa8aGU$rO_FjbPu!b
ze5_Y(Hq+xAEs|(b7gkU*J1P&GK^Xl(ss}9^Y|0_HWRriyV59E>x&tI~pY8lp&_o;K
zJHEv<@Sh<?mcz38#fZPb%KwJEVR5W4-=at(Z5_yz(yUs~<46;qOng;5r{?b&k_jll
zsCDuG;FEda#7D|h8a;Yz4WGY3q+?revhc=NyCDj)(>Y!)c4%1POBzkmbb`-OzWAg-
z{IFr!;+y$7Zk98Y=hGbDBrs8Kf3B?8m!{4hLvhnZw5H3;H|p#4%<JkA?}Fil0J2_#
zDz;DiDVLi+b<gMY^)Yk=ZU~txM>Pllq$uvVqHpnbYi{ja*fo^Q-;fS$rbYrVeLNoa
z2(foL@@+m$bd9UHF#YW5{b{^v{71_h+>-|`T;8cM!c8{&ref#Bb0*!_xn54_ol^qZ
z^QKRF%)fgastX(ZW%xG!HS1CFI`erJzU~R4D4BzwZBSW%7MgfUHXlD@^G0cV7JhAj
zk#^@+n<l6H*|xoG<J)QubNz@5GQ%yse9!r@bzb$}bMiA6O+;#BK)Xvou__>5^TsQ<
zpBH4ejBxj))PDwzt82n@LJk8EuM3^v_{gEOcD1*6#&1r@q$ZFtF9rBYU&}PMW~8Bf
z!+CVLq@$B4l<uw|U&wg19;xk5Y-nh+YgO3IRw{5_*dXO;Js+fSwKDmj=*1`Es&nN`
z+Sr_6@;#||yM!<cGk_fYOp|Zeu4D<(D@qP|IlInUJ~5#5ME13#hfbh}M%3}WIwyrw
zzr<G2!rt0|lNDL|<w0LyX1|o9DDjX~e>dv`&>c-qq=*OC%`y7fYFr(dF?bSv3?pyy
zvyssy<Am2J_P27m#jNc~;RoB=r7)IOyM5*P2(~0O2%o4zEJ3mky1Dn1=&(ED{9Q}K
zyF!EZ=Z1!*qPVEu`Q9<7CD-1K`u$|h?nxdljSh3DXx}e^u~^$u&yjvzK}%PkD4~8~
zP~tLQcVOH+<3^fUU7lSbB3oXH+i<I-RKCztUONLmj91yyx3g{@Cv@QS`1-^%V~I`F
z%M#kEtfOrV<9j#Qzs{OIJL=3WMO|m`MbP8Q1Hu=iEN2<{no=}`z_a9w;A_pXNS)V6
zE`L=(p(|?B-?9e0c(y%6yO#3wx)xQ@tfn<(gyqe(Qx~2YovLB1xD+4Cn;Um*=pcyA
zr>P#lh~;%$&uZE>GbMAzH_b9W{_r#9!NG=#a{9NduI*A<VzFdWw9~oHz;R$)rMV-O
zo-5;Zx#=`p8;Oz8f@0w!La&oo8eIqCWdS?UPc7Q61sKM3ep2FqdY7H)u~~o<egb&Y
zvrn5GV7B^DVmF-fLw=ePfqKBlsxM3@T!cdfSajXwTuauci>dotja88j;fg$yuX>p(
zB^>N8W}6jp4MDw5W`5R5_|;Takr<ZZSm?2;^`wA^RXfs&g2_bXK)iFW1LdIhYC;Y1
zrs+lVh5hkPACA11gw2i00E>H(*EktcFT=L!LhN{rr`GRTqWoz_Y4LqiXYAOBLIx7{
zXKIlyFddchHqz_Uxlt=GE52fbw@^mZ4{q(~=Lb#(@PGC*{(m--1tCvoL<Ym<RJ1A_
z-%IOE%tlS-BsN{3nH|+qKxE%~ni_qm2iOSpiEWB%>{GrN5iygP%fjYx69`&7%nxEq
zbq7BgCewi6&!tJL?MPatN(X7x^NKJjwdf*7{G45uQ^4g(FS~0Dn@>Q0Xe@7kMb>2j
zNR;>@LRvw3OH{a=r!V@RfiFitOX1bQ^I`CmTXJ4Da^Q3Khq+OIZ;QNxL_0@jEeT&a
zmIXq<oe#WD#3pEAly0%C<Mp#8<+LJ+F0@;%{j3osxod%{g+3IJM{KC@j))1#jtT&j
zsun_rs~ose*QioW9@RgPzTlioq<>~7sOp0;<io^;UnNidP$<s*unR+IO_q)V<3PQ*
z;J7UyU?~k%F%Qh*U)%10+bNv+2<p1k+@FcN8AHp5uR~swbBIh({QSK5j^qXt_;yu$
z8##qx0x>s*3JSrN5=Q<MZBImUDYAPc#^3t;nYzT?24;5hbB(d0lJHOE(tC%5DKgQV
zUoeaWFj6<Kmf=K`laK$J(&wT2=u*#6Q7fUMFAE(rm~FRZ0Vwq8L3q>fyH>PvI_o}p
z%x$C~*mBZg$E+jEAGt@rq!iiYkGflm=7b3OPxrs>sHmGk1aPE#A++l4*vvcwP#oV`
zMTb)L_?>D`>eR<*B|hp%@@UMDm8%E4QC{RWOl;Pj>05+YTY`(&KPbiT_MtO$lnI7%
zYHT1{rhXe);o>TI2<8j*idV}5bf|N37Wf3FPkyX&RWp78_(aAJvs0H3YQY+yA$za-
zxo=YgKU`rbtRu>Hso(3W8`C5+>V~r-qBji$(0#iIrlg@~5@R}hb6w9U6XK7ps!#i~
zaO7&-9*fAHW*_=OX4mJxsYe0;;%{)-cE8v^O%iAOa&@9b%MqRzL)DOF8)2TRpV!OB
zgCvdOl0IoBOso&u-mlOUYm;+ZA$xip8|P}wJp)Ry0Qv^3=&VV5ewC{>i#lisf_Qb7
z$&y|ELn2GfP8L2|>7u_~x}rP#kh2yVG|~*+D*w&Ta$v&3i!9TR@DZ%aVV-|YdO3U|
zM=C_aE=Upy{1+fQ&wJ5}_1~C}EX;qx9SPv4bw7Od1m%vs7Nyu%Xko}C$Tz3_-S8!H
z=)~uV!%b`AeGMC&1`8q6@LwI<ktuCfYlBUagtkdfERzhXsmef=&CTCwW=y}$B7<YO
zXHRSkI)3Cxpu?*BC<HWB99$SqfkARWqMKl~2Za{clo(F={Ordh5}RWZBU!5cNVbw#
z{}sj*bfUdBqVg}8B?NKV^7eyU`I+q1sgQIjP6??l_ilG;mGeDsm9m4xc!bz^sGZl0
zU5`)D>*>1bI%-4RQ&lRc=eLqq4oUXBX^*d`DXtpxA_ZZ*xmS~%JDcxfI}rhlaJOM*
z1<y&1DfZG7)p|~QVxDD{F3W0P?urFF>X<OI^i?iBV=pcqJWKKLIaaaDeZ41=8YtWs
zw2qrDv&0rLd;GoewvRFw1@jN@7;XHqq3i@p`YIvayp5>F%)PS^wl1QC>J^nU@Ar+E
z&r<ZgW^4Eqnhid7_@6qCT<=e%oudaY0b5luF|Mwst_a$?MDA{~!n8&HHI%lmlk}oQ
zk(Uo_sK=eHFPc+jxpp$>C!X3pXya7vJiEKhjv49I`q(mfbtn`k&2M^LXjA-hn5_p{
zroSt2Y}3NHXO;p)#orlBK!2H~s>2Ts*5Z%EyY?v^vRPAp+6u6A8RHJRSW10%d}+)c
zoxGT)o5o{1BS~6&1)Xqhx~{FOi^gcHw|@AQtSAbQTS?nEohaP*<}Av2;6F{8H><7<
z*>g=<njSEFA*IY{f}`D|Fv7hQAg-`?XU!X2Xn^JrBYHh}-+UtI(z~wy4%yEaJkx70
z(Np%KSDw%7;ERZEP;+JrJ5368EyG&nETc~~!*6P7meG#`Kr~ytEcbeWY4Pfw=bepO
z^mHfi=lZhPMjsLQ<K@$@ZgtV4Kd#Ooh4_7Z7sV-yL=I7{>SoB>%O4Jo5YoGVk8fH+
zie6LyZ2WoWs|GUSb86NMA`|NUrMl>wk*Ty*yH8`pyG9WVtb&El<=UlsoT+i{bm>2H
znk6!X74xpV{ecGb?^^pPe?P8<Rs3!ZpL$&#EJF9GLwU1Lpx-$}I=bzZFw%DqQkh`V
zuN9Y>9$*n7bm8g2xxff3C+YPTNYA~&9I&GiGD+##nmXK!0=PPGOAGJE$7dP@J-UG^
zBD|C4T!%%~d{iVDYVsaC<zDEpx-eqT0V7FzrKRX&z&>_fwsksnT%%t)+4wXtWyGav
zby?RkY4!DYco%j=%2U0(@J@P8dwB+-eBlL5ALR`;_=j2b$9-R~>Az*JuBw7Nfa^ed
zA4g(KcuIR;>e{acc^-opNcoJ&C)*R9rLFAjudWjZZO0ikP#m8{x>1hO!%=p%6C{5?
zaV>w?^A8KKq(16F4k`SF)>$*;*t9Mx_-~AV@6>%oO+I2jET>*uTeVNo!uv=UGNCGk
zDRiAhD4Vi{YiHSz;kgz_;iAm^T}@n3%(TR&aU`jfxiz^+f2o+38<uYV%<n2b{Iou=
zt@$K0h&}O@1BW?$JBq3KXRao@#Y2KS3Ua<(aN4s2=J94ZF@2jdiR2ucR@u_=A(-xm
zW8}0YDcwQC)c~XyxiYm&<RvVN@AfiEf^C`+*P}r;Hhv7u%5U#857O1DZwO(ru*3xh
zDyqZJXFVzyPkItc_x=J9G(*SuaDP>-$89w?w0!1OP#ml~il$`v%57kfA274Td_oYn
zhMMF+m$tTp$sW)1g5KL6J-};UiarzU=HP`oYA2@IvFxsp#*>*%t5u7UmtOY07^FY{
z4s4(4{7UUb#TWsGsuYGY*0Q8h_&)<X0D4Fd9i@(ZI1R`c-?%PR2XpG1{K1;p+0m1J
zk5dM3<f*}h8di)i`%M)~iKE!twQBHXpI$d@b@`}Rv;fy3<Kx#BzmVppwStaczQ#Dy
ze2%cY2i#a`1gF$asSnq|a^O0;r7zn}8UNv*lgtQZ(7u{rJn3XqzNygc?Jn!n_scz$
zgP%w*zRCY;J0Ei@JQE!#7Ohk0U=XBAKznpO`XatQF0hh8>9G92!$T_g8YkWGmDlo1
zVbt(D5KFqfe)bOr&xHlLKWhPk7n0BST<p$wL=K}`TJEGc%^(vRr^@v1Y38Wd615d9
zEjis^*@07~8YgME?)B0vegfP4?XnJqo_0NTYQu#BRet_?gFs!L{5g}eTigKmL*Nx!
zO5N{WYL3y4_lavui(OY7;$25sRY~YIiTm|}UuUxjw(ixdCK=B!aR+@ATw-{<v?(N#
zSs?Qol`S=biFL3^M1W$-YwcLGiXj5FfXPe2=BktKCTpiX#PyYRJ)s*{6w|x!?27mh
z&mCTEzGY}<(ajZNjfTxi0GB;hU)VZf$YGSxS&p|G;B9CS6?q=U)KUkrROOO`6q&Xy
z{Sg=6XVXJEm24~ud+m@)Tb_dhFao??<T#LfmON^^&4*7tDt}|bFD@~`UEH5Xr851;
z(vo}o*sb>iLE5t@DERpUH7B_2ijH@b7fjQ<n7r6jez>@UdK9xtC#pBb@s=f1Eu8H}
zXKia_>Fj--yCYSrlqY)pAN~nj2bQ?iTY_JSPW+8;I+6%CJF=d0seTTR=#V^P*=f7n
zq<9Ko6I?TXh#xk7YAARLfufA57R}DFI5>d81HD_4$vlO)lOC-3p2Hl`d1l3++dIF_
zmIdM7Wc1?w%n!ka;H6BvLSOBP?uFMpojFwMv=$y-zp&^|<Fy^8pqZ36SvF2#1}fNw
zU&2hNq)lkhT3?~To|eXu13M&Z{sPpNew|PA%RI!{vYNDaNg07nA2IaY<tMPchq=Sl
z7TAb_aLE_rcLTM2`LlKe>Cq=9K%)AL5bP~4N<3&NdX;@soyV|xy@s#LTCF<7RUv@k
z`Yb@yzjod){?Ok#;$Yt6cD`r0wW-l;DcPkES@A!X@0~5-enHz-epBo+xy4G>fs>;e
z&@=~sdnLE9-MV0Qz81C`e&5|nRNE?>I4w>)isy`1^b3QkeI*u((wM<Yk-;;0@hGu3
zz5TJiI?;uloq@9yfIOC6=H=TuD;CuD6!3ooUxofK!0BY7smx)$X^}5;!M8B8I!zox
z$kJ*I<_%1;n*ctZpfGwc-|F&;u{oV|C>V<ZPjTeh+uIx3k>C+@hA-m24q7wCUe0MY
za`U-f*R9tuz(v`=%*H_T#hyrddaB|zM%O--L%zbWGx7tKLOWMeBWM)BdBNI2lnCH6
z83E}}qC|-F)d&#inB246?#49bO0@gC?-ZT}ey|DE4k2>x+<{4BUE}hVPgwq}lmka6
z7-*H|^W28>80>oQUf<jhg21?+P+^p1__0>s7Rqe^TDmEwp=+~H(N5$l_>LlvHtSk+
zS@^s4Ci%Di^6!4@L`_vZ4ZNHW*#G#hT96*pYWM*^n~Rf~57-T`4<s%re30%|NOGSr
z@GIhcVF%7@-gMMND;oWvOXlW)AJdgXo=N?l6Z+%Rkx&R4nF&!C-7Pb}@%t2^C(L6H
zwUYcH9M<gH5J?fhQL0+CEK+J&)OpXt#8ZfuWnQ@*cdP+gX!k%J1@pPcAn&mY$a^f=
z=3yRUpQ4SB{n+drocb{?gZbL{i?!6}1#<%NlF36bM=2PBm{?--BsuCPM%TVW`ICiH
zh~)4Sm!Bj|k-2{UBFm+?{~KuZPgd&rwoMQ3JpXEnf43@;r~DemQPlcP0{fB0BHlP_
zKWYY9?4|XH@DYK}hHj%S_j(MP%~z3e>Yhj6hDi>vYtHuf7WqQ)UjK4z!0wAg;Z?=#
zIP-8>yy#G-z#ZwM*O%uN!Oa$>56Fw*Bs7w2UXkNIA~2B%)zejcUA$M#Wts62AN|y@
zo%Tcl()l7(UT&aLEC_q=6{^yPFB0ft68a0UABJqor8MsS#}ff!>!1vAww^}I65kFs
z%v#9o$g=ZmTvS2&IW(#QySl3-mXnbhvz!l{n+i^i49S$22ujC~SW-SS8Uy8ddZ-13
z%#0H+fYwB0+VWC4r~yJ?moAY{6)U}yUpSdFo{nAyvGHwbf0a19H1y6?YL26PdNG@`
z(rCRwa=e9Nq!!K}+eh>+qZEtvv|tR2Bli_D=qz}RIWUuDKJx~r+*n)G_wCv`w37Od
zsJwrQ1lxF~1}sK9;)A86Z6ZrDg-yGfl-Lu0>N>79XEU#JlCF&nD%Ad5B=H$p`;Nq~
zEId_`{S^DAtlqrcB<=;{#X;g;2dcrIcc{v5wf|rVck47o>Uqv<`W$-u(Tmpq_GH22
zS9CAOX5W*OK8%~LJ9w~IwQH)PgOylY#jaRwu>0{ymE4Wg<l1m$PnExjG8cO9#;JGz
z3O#cmKqyLMy36yeZgUOX-VMdg3kTu_2ON~=uzd%_I2lny2T;Gv5Va*o<|edu+uBGl
zP4MT%+SJ7jm@<g@DDlL&nP4+~H>_%f!OO_^Mn1C>DCkllm;L_HE3}_e^9rF|x*CMf
zRkLk5sJ$XL$zT7WeGWty5OLCy4|kIrW6w*xd-Wpa@i0}J3%^xuWKJOSr@ff@sZp`v
z>>dRLdGYu#M+rv4v+d8!%oVi;<~lNwSw)lxc~X>ZglpySDT#_Te`=JzZ0Tw_ZFZy}
z!y8gHi5Bnh@sq1Ot9-k=rBol0`Nf4j4j_?Ydx9Pw*=2dRy1LBo@9JYH0k5smhRZpu
z8poP77=Pqh*H#GUs6+PhZ~z`FI!Qm=S_HccRA8yOM%^A>ZcZdXC%WP1I(Yh_Co2Ru
z<x7QSmp{GxCx2ozd-|TCnz5ysXCmR6U4VbbpHr${36;vx2lR;>j~KF>T>r@~$ve(E
zH+;ECrD~tS-Dw)n(}r1EyflJ@WQ%oG0$ah?V7roeu@T2YMUCDubG#HlFw$laH;P1K
zj~9^HPVt5#sT;c<)Me#4YZ2-6uFZ+Yz+VaGa>4{nV~Kqita%>PbzyvEc=C@qp0RwH
zPF(t_JH<GX3GxNV0;P#&*vbWeG;S~`m+$MQp7~cTlo3N4uDKhQiEAauntNsH;Ysr@
zOrGY4QzV{+vU?t^x_-Kuxx&^d$FD?B-dgL#H%p+WEsW~HuBy7F4*q4m3HnnRJ^0mn
zHtD?GJ*eOQMP0JFkBwM^)M(%A$Sbtb7a|{XvOu$oo~;kJeX$Z5B}56Jz#5Yn$99H1
zFwn6g@^ZEyYAe7-t>kyq(Ej;`iJMS)^E=9)1I*G)E3om*kxVIi@M9TfoSF3#!>RI8
z43E(IM7e;%rXrvKAhP0p(e16m^^SPJf`~Ep(lO^B>+c_~bgV3!<ug2F(o{K8NzDqc
z(T4uLrT@=}2V|;h{5o<6C+V3shyck8eouaHD%5+|;RQa7EIB>9>aF14eWFKV0&7v!
z__|8<Bp@Y;$f!j<cjk#w+eYo^x_s3FTY-Kj8<9hZAT7}&p`(xPD8&^$(+&PwRiVw6
z@-g0$#I%kW*Ap@e&RvQ(<oGrmaQ891|780IA99##<zA!qpTs5gzMb(px6iXN=iPQ{
z|Dh;&vHqx4<cq>wJ0kwAUQ6`L{523SGvDP?-M{G$UU`cP<mA<ciwevk+=(t@YFMl}
z%Qpr~r>tN-V_WCvZPuAC0;(329Wi<O(ND|B7yx)r9%B&hM7%U_Ok9{D&vsQAjRU#0
zpi3#&UMv;ms`N`|f9e+g&5HT8$<5pRWNKNB26RqdWMz@8@<F9=pZ-Oy=F7a=q<GSA
z&tIA-)A|r3s47p134EfH*O?|i*I*Q|z^^9ud9jX0U%Lb#1pol9sEGl>;wJhAH^sd=
zaCMak5aooWN<VFKAL}Gz8Z|ph4cynV&Ra;QE_x2KXPtz7pn%|A2;ZA~_gV)K45xlC
z8}(o7G*F7@6QbA8OuRIQd+0mODcQh{<ASY0nz5bENDNUO5b0OQU8#FK!`e2&%&D+R
z`4B;Oi0EaG{PxT!?6M=shH2)aDM~_lr-JD4_g?_L6^8gd?zmeuO#Z9l<MK~)i~H{s
zg8(7?&jPp5%`2_2+9**g;aDef<v0oOJtIp7Uew+G-C=JMN_zhEW|*we>IgPkxr?Hm
z8^&R^;k;xrZe$5SPJUgA@`($@m)RHa2Rn=K=6SJqbkUpr7d?LZuBqBEePWrS<R5!z
z5>mZ&{CRF`WduEY%6928LR*omV<9U~+U_)i_%dTgvSK9j<*L81nVe>j93-EtvDB#x
zaPmW>w7%v2hyZ~qTE%3Zt*yayrpGFIWstVdT-NiK$gCVa27pP0dW^wTO!pmLJiBsX
zZz4E5oJ$6o70Xa&Lz5~CCtj$=ZD8iip-rIsXpM%$6z8i=ivDzB-Hmg-^t<w+rxrHW
z+UvI_S|V(UPYTnEaTFGN^ON1>=Cb@~>uhQ0z5Pp~+iL7d@!1Qq*Wm(=o22zSUCysi
zTT{Vw8OdNUuEKaPb#XE#Wu#N4_cmX;#$;#w(r!xWZ}?;OR*)hJ&KvGgtbF-AH|R{%
zOQY%+^%tL00NeJyAMN?lm5!C_yfo&pk{k!zg^vT_hx>XWc|*Fm`PDZ;MjtgjaCzjI
ziLw^q->I-F`zxf8R~7(eRs(25$wZ{f%4*#WaGp8L?<`#s^WJEbT}4<BlM)REb^_M%
zce}NG_M=o)##oyWM{cs}j4HonX#&2uj~W~-z1r+erfwCnr|Omn5PtN3diRxH^5Wtz
zz#U3?(0@ln{$JS}*+#!|+GcQ#HwzPFuUe>bE*T441|7#Two_`he{5=6pXcAvdXCK)
z8H@-Jst7eEf*v#2h)#lAi%?@~4M_U_0@(OzJ*5-2*?qz|rC4pvS$Q;mBJoF~2<|iE
z7%pXg)V)sDZKU6y-<=%)O7oyF`QVr5RK2VdD31X1A_Fc9iZds(4-~MR{v$xnK>ObU
z=J-%n+)s1sxaFA-<Qz+v0y1i6cdz6|jTP3%Culqu0^N9p*}2;_(;Fl@>WiJ+O;Ajw
zc5rs3Xkf-*yVnp=>{?u7v3PP^5y6T9XI@S5+(d)2qRA`;dy4>QV!XtPNKo^6-{Eva
zt^2#5rUh_XHAPk+1j(BJ&KQwA*eyST<`gL7=65Ede)6IL&1by1Jjnoq4h2%!DY*OI
z$1VEaFh?um2gd9gwj5B9Pn3E96JM3{%&kO*D_e7N>X?5^uj-koUkrr0W#LEIT;k@p
z#j%$iGef|WAUqgNX0nuUZ++2AsGV|)z}m=y-qL_xs+VzKbf!;Sh8(`hFV+z3a;0i{
zCMH_?`h9g?a$prOV=F*Jxb*#%E@TNAcsqCYJ~h!|p?Em6DFjG+uWjU-S!=U!Q4>;A
z5VR#~=amoa=3)_pdDAlF>0}W=F5=g_wx2#RKgkpXcE#FWjT^{&2sQCwGYDJsQvsfT
zWc!(iUW87JjXeH%AAt%F4>|HDv#Wn>6TiW4@252n0S2nHvObYm3I7F1>V7h<E(aHU
zXG;7UpMN1*tuXSY1>g!>ADZDGbn8v!a{=0=*@G7`%p?;07&2SuCJ*-L)n+lIcN}fg
zRqzMfNyoE{mkM=|5eF`TQqTVv_f`$3Vll0fJL5uM)rt><PnI3#H^%m&Qkdk0(Fa4U
zQQ!P+DANBM8dqyBsK`<XU>+|;J5qA;7oZc-n!}RA(R_6cIc1;r;E}TU3*hq^@aR3A
zAGi9*CNoKpo<Ap#UqWmo4Boh8|ENrIY<NM>H+9LT&o9o<arSBV*#WVcdlBDW0Y*-Q
zP2b8oJ5I@6MYvVn6o+dRtCG*-M^A}~Q$?;o#t5OIsNmoXE)+3pbajXC86-9|<hnTa
z!wqG`XW9Xo*Jx(+i)<A^*kJH_UEPltA^g~JSsjIR0J33y&+ZHkQ#$z%J{+1#0Sn4@
z+c@M3R}d;%lvqc3>0m@P%^LrM0e;&LmXo2l9b$AIL%&k0IK9BOf%$=rzW|=Z!rcH@
zk%C}o6i8hpvc%27vyT~KCtAdT&|>Jgr?h7<NbKz}AV@D*(lgktdYN}D_#C2dek*f^
zBOb7e?2oVaq<n8#N<kEaA_hOe^Yu86zQXCIep!h1T}3rqnMGf|T#j@|?G}8ZpKxXN
z@v@<HhC&R(OrNa_b3kK#04Ss4+*0JFV)(ypt`o0c)y3Bq4MRP2tB2_tcF)+V(C)Nb
z%sLtcT3ql)vTYBYp8brrE`U%x^N#8pa5~g-U8d;wu_?~I6CW~wB}!#}jOr?#qtb}_
zW3tq&?Rx57W>K^|jra=?nxq=6p41oQS@HfJ$joF2HnhTuRmj5U(CiS=DRIIdDsjVD
z;J#IKvvC9R96as1F;?DfC5SO)=LbssxOy=yh~MgFW7u34tIWIYB#f3eZP?0#q)z3F
zcDyA595`LiGR&(Nu}u*Jl)m$dqe6eMvc<HKM_e)k+b6&&#z=Pl!aJ4>V9;H+6=H8N
zNTyHpxil6j$~02Th_1?0&Npt~)*s0JB!18U2ogr8&+^EH^ZDTG&{#W|oSVUtS;HJG
z5WCl^=vMTh;him~qO+|Dxx3V6#(RP~9j<}fM7in!%xz~vXDmRxdO<W~Vp3mZI{jtT
zRXlcvo#!SA4zojJ-z*h+q%$Tyz*W#&CF=4q>T-zY=!<^J;&tV$9#{-5xVPLkt(A1#
zvJzfuUOf!U<IXq~n|WMMBX&uPX%wQQ)ut0QKE=BhutZAo$n=()M&>Wm*CnE|ak1t`
zC4omc-L4lX@|xoZ{86F@6enKOO$jgui%kW#KE@NN;*`<v7sJkLG$jccY<;Aq9y)b|
z=*0!aM>06{JuvGmJfF9?*3;D5BdK)1Ac%u_XIA%w0-#BfC9vu)Wym;`p5|;?`0(iH
zcMSap55Y-=N|PY5O3>zxh@XhAt}Fm6&#UcQD=mTnPoBI6>}BT$ggoX`zBT`0rO8Zo
zPDaV*o9nhstDCDXMWvfTGx7F9@51ZA>>geEy*i8L;QX~xTu`oea7wV^Nk&r6GXI6K
zU46^z&4`HkB2GHZ`(nd1!aRF*DcY9a&c6VJ3#y{O%GZKchvE_MeAwO3s`d={O$x+s
zwqOkJCo`TpZV-j_m2%Nj3E^Q=0qDqihk!kyvS<I~`~gKK_uISb|D^Y`aLKk9h+3)b
zGI&n$sH2nDnDaa7ivNrSA+rfE&6+kDT}>pPUEIB*T9G`-en4JJ@0z|k|JO)_&{Ky;
zg2UTEWPG`9o0hI1m;Su6i_4pL=t`dyfnVMfZa{pV0Z!Or0-soG>mY0Ey+N-`HIA8^
zv$f@c5K!PJ{oET}%~Su#W#w`E4Y;1<aG{WeT5t^akAAdCu?(S6vR(Q&r<Qf6F<rqO
z8Kk-q@1tt?4xar0NbUnKr02Zjj|0R@+P~sXJP>B*rx(aK%;P&bc5Wv>s@7#4-i~3y
zV$1|mbM)s7mj?a#h~9_~%`U%2E9$+yWGyp7c542WT-}fkYNw~4;U_7yCD%}N?PKP7
z39s6em;PoVI-~M0&$pAeZ}e9-JM|>fV3j&1mp`JZwE#QoR+6y?abWdsA}(Haq*&=8
zbLGWCSDKGy(cp?C;UM3)`H@OR*5sGJjTB%<w<8~<VV76k);Gb1p`CYDh|O@t#SOjB
zL6R-(k&eZ@`miMyIOA050sk<SD>BKK7&g)E%BrzqW#(G~U6;s0X7wNHc2Zkb@V9jJ
zi&2p8X}msU^`z6fG|Z;;(frcP`rBsT9X2hivhhh}kjf}Ud%K8L_%=q|YhSCD@cI7q
zu@^@{2(^!>jE5rs?2k==`L9WvzKedUyvEb?`U$?&7Lf_iemaQZ|4??8QEhhnwhu*%
zLvb$zXmNKf#hv2r5Q4i~3oUL1ibHV;6b&xLN+}MZxI=*=!Hd23+54Px&%4jL`YFj6
z8Ts%edDdF<Kj-|}wBQoLDVaZ=7UGv@gO;0{n`UZ`E^bI|B1HzYUz<q3pct0OXD4_h
zBp|SxTrv$wAF*+`Y6~5wxMY-ElD!wH!C6t%ZU<;!CLwQB$oR__&D6YNihX#moKaH}
zW$Dr<?`3?Gda1UGNv)g)NJSXKS<?F56D(v~Ta-58(>5tg=$~2;>JbVWyosKk{&Zzc
zmy&!lhBIYfdftyWe?nn&WzVI#M5FuMMy>f?jHF$?^U5X6Ch)Wx_Je%JRi6#t-7vAM
zUN_C+&Mh3aJI|PUu(_tI`cjSWQ{1<PD1wxwBBm~opY(!|^kQXI0R4VS-<3~VkO!St
zyaR2}mO!ye165OY;oAp3CHan#)^iF`RLWrsr@c!}N=*RU-b9T@yrtc(q+@5eqpJhU
z&9L8)>Al^pvGC8n6jW+T;8(h{FTL_<ZB^!at-Vyaju9-REZU3O;)sG7-h{&Sn*7Pq
zkMq#Mt4gV{9?^;P4mb0k!_CgarG|r5nw4OX*#vPvI49{xTrREy?S#|Uq#?xQK2<5A
z9KxB0_yp8q$$XV-t8cWTSf*yejLjZ3ozFjBaJ%P2Ag*aRzO2M#GsP$I`X&@FKZ^x@
zxR*LTe98ocEFxZwUGe*IC)cc~40kw6T<tHB7FXOrRpvNgF0PzEIm@KRz&Z`e_!uY#
znC@GvZJg|;NP&Fuc?Or~CGx7lOG2N8Od<(>bXx9J_R_K!b|E>ppng;uF(nDFf^_xU
zQ%zFPJjiwo#0@i;a&3@>IAQ?qJcR4P2a6&7B$AK1@)(?<h!=m%p%IARB@W1q8{|_x
zjbV+C!;f)S1<ij#p?`s3D?Pqm1zqD}`X)EK6v6zJ2aP{fNyjr;)BS9Zg_&&eDclwC
zWlxNaF`9#5Pg!&1^S}NGN1RQtWqhK$!({(?ekeoUjK?*qXX4ZKevIs#bHIYvtbtpu
zkMfp|JsruJp4)z?9=5@$a2g<M(=}uNyo7e@Yda18!nfMDhO^D=qMYk90`GgWom0nn
zVqf$=p0DTT_o5nINpYq+3Vu3iLNv_^e7awN4SbdNVKY+c#*pnh8U)F$tK)~z4Qpiw
zG1m*vyGZyt$(}Lw>b*(ij~HinGnj08@TDm3j>;->L8{Uu(4+`gH6+X4LqE}p&*r?+
zB;<}RxT78=R({#>#4_)vB0O32_$ke1bF(H%6M2hRXo{r|``x$D$q#l!jPk?dKV*CN
z!coRRCes46+^_R(9BFI!P|C75eKR1S{S0djX_dlNl+*JOp+m^y1Uq?<tPca6BM_cJ
z?HYzXIDK+_63Ri^J+nBp%gInZy!({2ClJfd5<_vFfR-IP9GJJ8v$2z;nK{zY)fPMc
zQqgd<1&6?$Uxq5>7nLpl{*0najKHsK>NmT>$CKe$hZ7*5F^B;vYd;>AQJUkt?`<Ka
zx|->?nWxg7q0V%HiRolrq^otC!2Z*Zd<MtHao*reMorzFBnqeRd!(llM!0wtdn)`C
zBd_E@KXa8n!wiUP^A9DSDSFWR*x3(-+!>h2{O{@nFrOo-zZxgScS^gJ?`K!e*eC8g
zK%$Rz*}2v}zMYG>Xa6C+A$J3ReD8a|1E3zN*D4ALPypSSU~}!3cIiA52>cg6l1Rse
z{ql1g2UtX1x1A=NnS&-#ol*p+9zhAlzGn`tZ+CgqhBN7;lV*X{cD@iZ{-(bl9vBu=
zbb2qgo&S86w6h`ky%o*7Ez1#6H&gH1J$f~OWtm^O{uc;SzWiYR#6ujOwQWn%f_X!7
zeJR;EGrI#!TMgXSJG3hgWVr<Q=l9Z1aNGl{3M}+bCOzh7UVv&92c^%RB|Ww#Jv^<h
z{rjs5)EFf0dG8mZTH}4PHYw+6wAJA+W`BXW=ieFzO2^c4F(A>~ojjbRE#HpAyIyOz
zlCt7reph1p0^@`#_M{EyXAkDVN>5`k!k5gH-auHzXOEoehGXlX8%IX9mrETBE)ruZ
zQ&tI#_De+A{b(uQw!JRbwb1FC{WBkl(2&$nEM^lAcjv+O0JTEfNRJM%A6f{z%AG;a
ztPd@_+6*h1x*sqvY(495V5QK*j86^BZdqg=Ipw~hyXl^}qHlB?S?B=VFb?!ldTo=<
z)DZ6kMGa^Gx3f$47zbayZWa$8Do6=9zsG`#-7tVZ3(I%v!#@9F&5wh;@k}Xgo)p|P
zf#G6^qyf|<RHt`WK&#OtBFCZRP?(P6z3FV|2rk6=6vxrl;bkh8cx?P$?!^(JNkX%9
z0_N{|uF>K@4f%);d5X=`dmaw7FnpSqkSo7=+usP$CnJZ$(_RxZ3%M3iH<DR`P-~rb
zc5`YV*+Y3XCWf^YQ-(OopU+>3@ocwetnYRC5>+atXzFR<Svw&fpC{?4uF!2RItF*8
z8krGSX?V36DaZngw3)EsOf#oP#-4KP%w;M3x%{lG(bj~xAu)x0()+bD79*gCmHRQ?
ziNhOae>Wg>JJiInPF64BZnDHL%{|*lD2^Xly|^C=K0PULC{Zk5g`BV}W3{Ff`}@(P
zi=YvuT^2s=6bAZnEMj{Ocj+I<4Lao{PC3w^8SV15nmGay!u7w&!$vRHr#8l@wp5~z
zgZ8IGUR~Kp_77pnc!XEyyQAwNnu7jF$U|z378fnB3LWv9XQPBty}C3IeZTz+aaZUE
z=E({DBUc1Pn(4pD?wPE9ezA<57LB?CCi<xx=7i+FXMDOTgdkLD*<4?U^FGUx8A03f
zRXWDH)jPBxa2oTgU0EH4>^kYk;X<AX{rsR$0Zvq8DyVx>*An9yi~~eoxSJl{1CbYB
z*QNM9%Ha(el4BniIiLznU`%M+u%_kJRltDLG08f**0O`-H^Da=(T{7J+R?Ya%+hBF
zGKDjUvV!}r!?zgr%GkEs>B?<<$_|X(7E0S&8ckF`Fnh+a#nV)S++}G8r8TAnqmeey
z>@;JA1V<OdD!D!HeQ%;l!pfQdtrn^jqtFC~882D{SP^9V7pTT~2+7g~)cOz=8SM-2
zX}9%-FE3HN^Jn7D*h_Lc2!2yC0sF=Gb4dci-sz0{F6wJ5YoXM~H6q8x1NX&cLuDG{
z^pBrS0>Ixa6!d#p(X=q^i|nc)<}B(?Ga6JiZuTwHjNdE4wlv3P%Y-3ps<amBvzOFk
zw`M~HHLyxtxHh_9(k!8pRd#bl-=?7tQBdg^!~<u5OqD%@t*ZYfrT5XgXr?K__{4&0
z9Db#gE$$1CUR=lu$Msa@MP*H#1)YEZlU-72*gU{TDWZz|8g@p3lzw;@b|qiI(X>Y5
zABZv2)HGAafm#m_ilGz!@GP$eB#J6oZP6dd(JuLM%_+~Jt39ih%T_yzE9k`qYAk30
zu#x;narnQw_hoB;s#o0v>CC|P&RE);Gq85|uARTjxQedl&ffmr*N+(v9M%4ISkV3p
zgiSx#b0H4j;|9*A<`429e}elLVSqt!@^~#50IYe?6G@PVtXIF-n7y}lJ9g#K8B}|h
zj(H+v0`eFN%+JG@+}gAl7^O#n<eLU@`DD#M&@D;4c)YviJ_y9$b}zu|rd+#8(gpgD
z)`rE8S@PZ?t{M|9rj~uRhvsg5*TW5Op00;@DaKk5S}c!2AORFahG7#{i;9@#@X!#k
zyC`7D@!#?X;}T32^jG8ncZT%0`QP~<A8+1jX6j8I*A&_s*@0eq%B;T~M*-sUVFrkr
zW*D)V*!cMI@qyu$LXVw0X$P-82sdzUf^!4u8b<<ae?7CUFID0)=ABY$IH#!vsu|7W
zgWStQE7(8xlXj-?jI3lZp?M^(Hle()K7fk_`|-nLU}VR9KQfd)=tfLwBDWL&kUDMY
z&er)zvMdgHw<KOom8HaDyqw&2=n=Wtt?ny=5;`_IB4x{mXwC4B&)fPY^p@uH+wKol
z=H=VoYERcvZoY)rx@?1TGsFXEyf?$2X|{JaBXP6Uch(lCV1olXO-}Jr&ZOcpm}jtq
z?`ax2kHp$lnDMV#qG^czTvu{0_HSkv1y=@-)9?lthZ;ql|5!#b@PgvcBSAo~nXM*%
zX~|9WwKjZ4qX>PGfkl+mHqLQ~C-Ci&zIO+VU$3p(;)}9N;4iWR>JL{P+%lThV&@ti
zaTYDJ%=uqcp&byJzd(wu*3pd8?K0c+fdVk0dnY(mOW7pnKt0DxTuQbN_yMeyV<5{9
zb@yAq+FS5#rRPX=?|0A2?cUC<feVQ;t}=-enSfSRap4nS&k5)T@5=8qy+aijBof-h
z;jR;9yf+9K$RmSlCnLQMI<*q8l>dv6DPk?*?IaavQ(H4sny|U6V?nmUne33w8C<aw
zdxf?MzkmrrY31}<(~DpFiDdAUY~vMr4V$yA7NK1WJ(F|sM9ehYr&eG>ZnZE)S!%Bq
z-4+BV@R#KsD~J{2oa;g2r=FM_gBr#x$l6bnq&#_|KY{{Xz74(PVnpg4<z^5MmMJjH
zQ7_jd`b!W$qYb0VIFW6O@Lss6EG7>OHdl!`Z_#CVf-g$TFM}B;wVU=A$ciEi_NHxa
zH^k`*v1h8z@T$);p;%3&b$oMNbnnZcF_mw9)d5+W(<s!<1;U!0+`BW{`b(L?61(0%
zdm>N3di?9-+_(+#HyhrhS3+N$K(h_}f*)A|tTS|qy;BI%y9PCl+VOK((u!pr*sI%Z
z^9sCe(<1WwMPO|If@u0j9UJ?U1Uk^63XBI2cX}>J>%{+y#t+!xk+gp6@R&;rLMP*>
zo_Jis6*E-{_g#yXYF^7uArVZ{qgk#0>utku^#xKPa|4gq#XzrMG)m+(O($$Y*N+vL
zO!^lRpdy98t~h)R1TWUYwzg<HZBS%CHYF_Rx^5Q$sUp&tQ)nO6ZpS7x#C3W%L|n5z
zliNR+lE8mnf+i8)6C|-$v^wpbL>TOY)J6!tWiE(5qN(vHS|>PWt)>$O7GFbyDJtJQ
zhZ4x7A><0Vv?vq76w4c4e1Bbt^RGjJ|4yBu0~K=>Ua+*|$$KY=>jiQDKId?f@q>Kg
z+YZCW7r7p@WW61{jotT|_?=ca#yq-QT+DT|CG%ASQ!XXxdpO%@ai8<z50^}#3fMCT
zTBXAqs&Y37ZZ_@F%uBvOu+w`<lyRroz#nhc4hZ}cznGWx@0{5T38mz>4)UpvNv$cg
zere|ae%3CX`-_CecSz&KldEPAEA*Y#?BOFWmrX8X1yj7@sNu^oA@&!)eP|U#jN-Y=
zmBB&nQFfRZg<YM~f}&O#4($=eF-(^A)d8O<9<MRa%Y>RqGOyD<<=Lc8!9Ht8>biX0
zyPbT(nb7zXg2(h}aA3Tl%@u@;IjMV_{?WHutoywHFV|~>7sm@1;M_{gB~tmiqmr4X
zJ0r%FsE!U5K8*DNIy{q>?wKZ}_|o#K3OFIfWtFFjkN2E*Smag<4gSnncH@D$y!lQo
z$`-q3M;C87Uz8=;v1LB6G(5swJg6dgH=g!K>$r^Mt%ngjvwj)ULiVkeZpBoT!E&d8
z*MJGJ740H8Eo|k2600Xd9l<Jcj|VallU}rJ!}~mDvokcU$m_tcl`C{CdNruyU(>XN
zqnJNwrs<gvSz}`Rya&Q1nxH+P9M4GpZq?eE{xkH5@(CKCVsG!AJ}J2~i@Ho`GHB35
zLwwgZ7wLbmwvB6RIf>T&{7j9?D4gfR;*K0m$~oPOY43WW96@A5>g7PBK-5#zGF2hK
zaWZ#uRHr}2X_G>{O3zJf!<sfhVz{~lXr0RCD^0+R=BbWh^kzalO?-TO&?GucRU>vB
zM|@x459i$WOU~*>uSCzMduVTJy{p+@FwatUE-7a|;0aqc(w~HNtTyh7Ip(7&bCtws
zo|M>u;CI#e($5U+=AU<%#F>2hWJLO8h46_L({ai~=mjtXkbSS-oaLS6^OTD`NXV28
z_Y`CGFOadazzfE?Pbv+=PAzLrjxm3FhnFYj<L9&k?1F4u@RnzmMx8rQha&oGJ%Q$I
zCvlfohzafV;zWnW41S#IFRQwVnuVf!Bq*eV;{}o(Sihylc$jR!@x6%~aQYn`rz>}3
zr%E)o*LF<cXZcEKvwk?G!>(UfO|o{ag)(I#Fnd^8&#D_OAejw)LGG?({!@AzuhDJU
zc(9yLrLjR%UlPar2Qm>c&{nXgi_P;5Ur%Xz<I$PorddH&-4-4N&TW@CcDh$-xidX2
zmUQ3(Eg~hC-Q`k$T#{OX7AJP`Q9Nlah@~*!t4XooUqx?u7`!E4JQ1zgOjBy=XpsZF
zZC1JWE4q(NfAr&x1)JKNT1H4xVR@|(9X>x*R(DBJk$bj`xT?W&%8X5x3>K6*MF`1`
z=Je;8%jf80{brc{wJE7O?{~NNnAQYPihN2=rfXeIRMIq4*Pyr=?2JI$tm|gmL66Tv
ze#VZ=F;{ukhkh|MJ$kj=g6|bt|FmDY{Y#C@;fU0K4OV~z{}G{ZSRTBJGqM_&7<gHr
z7O(&I-w1$oUK>e-@F)phmyHKS#W@qbdJL=$ctfgu8z`?P6{Qi)CRIVS+V5-vD37EI
z1EdZs|67;G{EV|MprPCNTaBTc?noadCFqR3<8uU^J45IEr8J3uBsET}3-i?C*D;5v
zRFk*S)_qvZ7)q#2K#?jW^DG!UNh9(5PMt!YYxIJ(4a@o)CRhHHw}XM4Bq&2So8OO5
z6eo2S5s-XN{b^+~kx>#oiTYs~@$8}Zrs@QnJ+VM)sv~t=HAv=s$)t1j4VuVu1&-zU
zxVS+nLNEU<dL~ecZ^xWcHcJdnp{CYVz@j(-h(Hs^VH*q`afA6UrheDKjFB$uO$zT|
z{ezSPscdwz40(m|NL_A$J9Rm|)1#sH4x47O>$4lF$Jg3-+C&xO3JW|^r3R?90d=;Y
z0Z=iX(TeO=5{0R{i-7yGy0cZvWK=TN7vHqLzOC5ZlZ!n0dub#K^UQI!>S#37j<B9T
ziBmz#W_Oz|{Xka>Gt>XAoRWlM2~@1KrRvsd8ZqrRvuc;RDkJygkZ4tRJMlf5-Vu|=
zl++;XK+NsEPxVfa2g>7Qs?L1<C0iW7YwtC%L!bOrNWk23C)r(H!umFBgC)|fS%Is@
zb$ajjl<a-bK))jZa}T_zGX|F5|6L>Me{VnqB17221MReklu8A2#Ex(4n@G`b47ZU0
zW#t8G!D-lA?*g=6)n)r0bfJ*);D9vYYWi(4>|g&r*5u*(56`xE=Pc`FDEPqO?APMp
zO7mbmQAvirCf~8nK%^q=;naV;uQtdOsTUpPfnJibVz#D%Bky4MG(%r|uKs6GD$u8d
zlpEaytn&R{&=M$7n8VtjM8?e5s~MHI;+@^HteEk1v)S@V@41_o$Qr&N@dh$}+n?8g
z+lfqCX>8ScpN;dN)W*ppeG(hPSn^%!Y6Q_V`G3Pt19bSp0s<J4imF5D5gSPSB)VcW
zO%m7R2-~4heYSseGEU@5USH*kU6?brBh;pA$h5MyT3)8@q`!Q(6mMI9St;-!tvxM3
zfbKL6nfDB{R|NZIj1ciFG&~V@KJZ9XG^M(vQgEp-jC2Pq-0lWc@46X~d(p?g1rE>4
zjsHB_Ew|JWAKUIngCd4?c+(<Gy2V=ZPkI-}x|;YjB{F_g(x@1Hx&?^}!pfY84%)qi
z>*XbsUx2~;^+Uk!u3fJkv~ko4^&rbcZ!V9LkQdy1RbMq~Ii+BT>v<H85rpvBi*DwW
z-nh)m`FbrD-(Dh|$?h6;)u={UpV;enRi_O6d`)n~-`!+YuS#}SyWWPhg9ot`EXR_m
zi<lDGaR#X5o68ejo7IhJb@$;dQ&r256Y1j;waD7%;$LJbL<E0bXkliX`g^Wvot9Nf
zy)8Y^UX~o-=e~NEO5Q=lV->+f28xf!HF#sQc_YZ)0W~q>*5g+S3uSKf&-iJR_j?_6
zKZ>Ot_%+3xmrsT=IL&8L`4&l*6{ELCLsjjw<QN#D7oVDU?LTjqdWN)b6DorEBgArs
zJ<#X68h@aoEow(Tk=;t<HR~cl*;!1?taJk2mRKUNRFbBj&C=4uOE2=-MN0)=RwCDD
zFwhy*r4t%&B{N)3%1naNf71<(Lej?j%{ZMp;<*lP&ycBQUAxl^;Y7g8#1TSqrRubM
z@!+QEX7(U)n5h2zk+njqO?}_ah;!P#q=Mp;u4e|b#ZwnSV=B51i3pbTbg^U%cQ&Ya
zdRINXU7oE`p#c;at`G*a@w(ag0cYBv-;4-10Aps0b)UrXC+EJ?WocgYNLP<5SRD4N
zePt|tIYYB}*v{Q5q9n+V!qSL@Y*@Q@eI8;}2^f196>*U{ka!NeBu8uUx{5uRSs^~T
zYHQnEH;Yg;U0x7=wm>7U!Ly|%YlU-^U%f=X@t+PsErxC-SL-+KAsfcG)BeXtQ;DeU
zG)EJy-)a+ML7N4eILc1e0FA6=vEG!kB*VFi{-OM?$ZJjVW&3aA+PqrFM>aDt)w0+*
zm=BJL=Bik=6`bLbLwNrmS9`?d=6i^RR#Wqox7n-L5X?naZq7xljieq9Q8yWO7;u~U
zKUtl_zspjhS;lU4vY(Fj=Mw^##Y}7^VQlmn<;UYYF}jNUx1xKsBDLTD?Pm3V!@BO(
z)^XNY@~<q*yI~!IYl##$flY<R*Nf-PT`dLv%)ym<aFlrpiOseZW0Bf!2FI)GsygSE
zh7oKfzA{Tik>gjh7>nPRHep|ym9|nY_Ni=TBl3Em$ecvn0zAv;Vrz2&@{FBr>xyot
zoe%2~6D*$#Or~MAgC)0lxdyBeBxzMW+Zxb}Q?7*aW*DMeutsO)q1`?8TTwO-&H77e
zzqTzz<%;S<`NoRQ7SJJ;N0##<YxUqbSmK=n7s*S}Z(FQqh4@#{>L8cykO6I1w1i`F
z2HgDa$fBmXrlp(h)CsNTR;9l{2!S{3?{3$TrrfF7CFW05r}mhJer)`~`w&5S`HS8D
z7O}dtNtU!NM`OJ^y(t=5@kAa(hy@@(ntI6g7c+`OAXjmQW1X86IY(^4_u-z!2OdLE
zg+t@%8dtK_6P-qQR=Xm{K~2~bXx?defvtqxrreck$dm<l=3Vpm(4#<)!PkrW#pSC`
zGfVsJ_KlDLag|Nw7PU^xqVLHvN8bwZCkbU3A_-o-R0aWfuM?wux{jvq(}(oIcorP{
zc(f0fY98>@LHnC4Ma`$<q*+X<hQ(PCLrh$#0L`i%S_8?P$8&>JESjqI1d5dFTiu|_
zuhx}8&T0(W6H1$su5}>kPj8<%@fPpDa9(jfN`Z~LERei>llb%M$WV&7vAHMCsI@Ed
z<?&8Ww&;%vil{eH=0P?zT9~@mJg+~TsZ%i}SN!P3U@fF;MlY)?Tl;aka6pzxT)wJg
zZ(w&D4jrchx1EOMrI7^*B0=!?`Cm>LKp|qW`@xD1E;iNv_Cc!tg(+?bLcr*g@^Qx>
znCy6y8za(f+*_^#)AKsVrbQj}Y;K+@`}la!6<Lw6%=U}A@&8D}m!YJ_L<Zd%@co~z
zT}9MN=~dBsP8@|A*$;=OL<gUesKaozFwK0b_kma_d0<p&=ft&5hMm4!Axnk7n|^_A
zeOLbPA&Iz=B6J0iya;7Y9oE94MSsn*`O=`|a{IffaXXn|M-jcf7T!V61Brt7aQ&+w
z<Auvc91Ks=Vm_3}<#jp~0hE2;!0xOHCFFvWP$nPis-e9B(*a5)wRXM2;&sNs;C&~h
zF702SmBabPHf8S+r!Adndn)@Bt1Hp|fQ)Mn!{JC^qc<c=+qjsu5kjrmF)tw-<^v@i
zKpuF474-0SwlLWU<kEngv=|inN8(6kRoQ`t?97Uic|@;Qx^rShknvE=Wc49NkX;Dq
zSk8aq1IT^BdxHHIfJjNdiTU6weaq=|5+l&TPXAt&xvR-z)HQjOCbrl=Wc1vjRzp(&
z<)`_9keIWz>fvaRu1)yNcfw~k**;xIrEB*=W^%&c>90L8{%Fb#JMA1<$6jyJo-Cz+
z{hh6Zsu{jv51g<O1h3m?70N<fkOTv~MpcYh3>-1N`l76ft33$-f%)G-v4I$W2fhfJ
z{0k)bpPQ*IAMR*6>bXuAf><}sY}FF&ZZgqWMGEZS-G%sh1f&c9{z3l*8_bWc^FszO
zaV>U{|D6hh?4d||`0!!i1Gp`QRdo1x6nAeiT=4na#ZtnmMiGQ%8fAem_gOCuRkq2f
zAx?~|RXk9W(@HJ74@5|VO&qMy%RWu@ljy*Hvy%;CE3JIng5T)m3C(CDclJA@Se0Om
zc8RiWo~oX*fEIT73$>_iw#Ipi?%-+_Ev$W7rHXn#ZA^&^Huj~BoQMMJTc-a~Qk}}z
zwshNh7Whn4P*6^_zcx5K;0f3%Ko1q|@m1SNUNG&Zq2cRD@rEZd1D|PXU+vM@hl`iY
z{$_3$s$Vma>^&s@UOK#yJ4anWv|xPbzCXbMl5jm?*TBqBkkXOV2!ZksWRSI(Q^8Xg
zv9?kH`xdJn%Ex0=(d#kgFbAhck(vIbS6@|);xJ_VXzEyJCo%4?uY3`Q9+JyMKpsai
znXRBm5KK;J_KF3bE&ACti5deFFeh6u&)m$)yE#DI85-W;`Vo`pjuNVbm*;~jxH$zS
z#g&nGONuVejbBUTq0cQ7rgDzsZM85E^_w^*E^N1|)Jw{4oLd}B#O#EM6_|qcs9Bs_
zz6al)-dCq1>GH}3*OhVIU&Ya|O^Jo$`~M07T94<ofgv@Wd)T}nP{Ct9eYr@v-I+Q^
z%3`aZs21;l>LE$JSQ7W<Oa2b5sJkWA=a5*X^!-Ne{4?*4PI_1+*g?-~_`%!wCz3M(
zmY7qn3`O&hAW#0VK=P!pg+L0ZM0Rkg82k0K)<%8yUbAW+X};7~!lAQWk*X}`uCxcb
zHBjfi&HM}GJx{x#E^Uw|(~v>yHUbxABxqo=bQPse5<r<Q9XwcF>=Rx9`Kzjs$#wV-
zuV7Z)%`EB9q#pi;g*m|~hd<hDEnEzF8Tl2QN$hw21scs=8-sHHHlUJ95z{RFd64bS
z&Hf|xC?yk|DoX(l0@AtjrmH4K^1Cah@@N4=`=&4M#|T%JOidm>Q-3IVOL<PzXYs?s
z^f$(uHZoG8f{tWn+C(?m7H>Ee<s=>(Ud@sYq-tLOEUETlV_zC_2PY?kB;PxMW}0Vz
zbC)<Cal^`e?nX(f20|68Aja>mv!kogI(&_nv9@~qh9(2<4-2};Q=ov=`lpfM?)p$1
zT1Rf>o8(X}-s$FGX&|$dL>M*?{K_ZEfI{iNSuL^u4wHobqm26RYGfgP**|LT+bpPV
zP!*6XT_wg9S;h!;<Oq(7OG(1$1w)9U(?LZcHi9aoEZqt{A)(V3K&&Zk##_E1wFhP)
z|2G`vJq=APoVlgQJ0S>6&R4Wk_F{m3sHj;ts8wIH)l4pge+&vGpa0??z4bl&wc~P$
zQ+aq-I2{l~`o!tVm0Q|Ltk$1bUu1KuBiT7MvE9kX(Kht8L?|@9jw4le18RfH7cft-
zN4f>J0nLs2LN-qC&r@d}N($`{w0MROvq8O3>cQ}FMB@iVBU}f!J!Q`HS;Cs>C3PD0
zYqKo|`k{7Op{q>`3Jp4aTN}2ItnA_V7-BXNdIB9;wHtGY0CV{u{p4uTKM@oHC~0`<
zD}CB{HPd92)J&{Q^RbCaC9!~T)u4or{iTmS%4KcBgFM>%W5NQH)pM6}%IB?Pke^4b
zty8S+%(b}0c>{JiuD%6fPN1E#`p%YkWyu=k^IsE`T4B$W|LZ3&#y)-pcdiA5dF>5+
zAK_qlGF&9h`^!oEF6;B@aT<vy9}`D>p9X*QmH<lZ<oC1y&Sy3MyeuKSI?IMDixto~
zqYeFEw(%7JI&n16rM3zB$0i_mk)Ee+jcJ$iHbRe%v~{L-wf{|PItga>(-{bpq*v<G
zF_1klT^)OxEv~%!{2ofl{%7{qK24~^{smYsQONx(U*89MzXPZ>$sJv#1L<nH_qC&q
zUNqKOb*`1C((i!Y(iXq>15~rx;*413&vlbgE(bwY@(xYoaBb6}eIg%i%EKk!K!U*7
z)$xN9zXe!Xj++H1j?EcNlFo=FNiV=GuY2IWe&pb#kEk7dx~bx5C6(;mH(wgpkYVs0
z0B-TXEwgx`u&cIZKa=~wW>DXu>fwIXSi@Qp%}0J-oBhPXe6l<<Cx-J{MN@wxob|Ly
zjCo}c(Z;9A-mXqlG?yq#t?2~X`}Mz21pfcZICTG+>5=_Akn;cKxlZ5p#PsKXS`B5$
z08Ije<looHe?0zYDqQ;g*HI+XVCr{%0aX_g+e^dm&mxYpkN>A;@W%MGYh|dRef51+
znEipdR<!kLjCCF+1K+l%IH4nIVUQ|>%ck9*5&Gd{jps-7WV%ASV!>T=oYU>aq)4ix
zOPI#0Ec5U}24d&4(wCzV?fz6xjo-HhW+nb%`bh><wQaDRr4L)Y{pg+MYP@e}k48BB
z4+8ai2>iqDF#D@Z9;zq$lK*s@uXPW$+g?n-KweL42P<#LWxEi~OL?NliYM~PjL<Sl
z3bXJp+qOsa>HJ?8JL5LT<WyQ(=eB3Ed(B=6$|ox&QbQJPsbdR5FGIOeS0M;7@+<pl
z;<f#!U<mkXusF-~3_BVvM7Fx!FRIQ8NwaudT+KN*dlfxboVYfcfblz_hnImsF4Zgd
zst{lG&cw9!l>8mId5$IV@%CPpxj%0p(w1KMx<1@J1U--iz^$d&TBhlA_4r!vLPt=A
zG_AsUB&+e4`sf{|B&5p#ilFP`w+@p6{*mFF$YEFE;GUpbO_jO%f;ajz7+K&C#<$Pi
z$p|-!CdMfW+Ig3~a#0ZBU?fY~tuP=qs4(L(H+OsszX0P)8=vdXaWPCipRIAbH}I)L
zS2nV3ZWTJ`?X&%9U};K>LUB7^ZLuI*3ArW{W^c#&uqcXI!GzH^Dv3FONH&3N4d`!a
z!r9358vX()+nRqctk-x;xg<k*T^$AsmV5jmmUon2@bEE{uix!uLYx~D%6s<tR387T
z(dspS<E=qo#^cRfJh2gO7xm?6#aDd|rAc60)G?o!B4=c9`}Lw%_lS!`LLSc@Fyz~a
z*9+(rbiEy~uUr}1U2-B*cH!*F2-P!N5XEF=xEKU^QROF98v0{znZ*qR*3U&1EYc~o
z**qg|V`I9j5*6u1^DwxC9<oe(Kd(BxjVjM^u0<fk?+-H;MSoa!V@mSQ!#vw(C#54C
zW{!g0NFQ?Kw-*hEvEwQUUMD2_(a<>TU?xHv-Ef^C9wi6uc9&f(MK0yA+^H2AyM+0-
z3m+q~E`gD;GEyFqg&C*wQjj{%MQni!hEb8oV)or%{L#9NlJZC&u=DGDIVBzHApdY_
zQ;j3tB$41b#KP>Ut9Y&J=@E{#+44L1`ISkR(_bKiS&gEHO4oYR!nc+va;QyDG<e)G
z&BcHn2}~XJhAc#Ceh6u?&}6P&8t-1wo_wM7bI+r1C{)WIAZ0e21sYv)K2z!FnETu)
zW^8UMltYssFzycGq~NHYO&fwBq?o#<T{;!6{sJw|i@B6$F2b1S7}Cvbw@FqQ(BI3A
zLqj!j&9{_hn+|{eZib2rHiwCE^Syk7%GOKh&&2T7;HU|DSB-NQ5~i&>*Cj_SheoHX
z{gUFjr>gB<r2xwCVK;53#e4GhoWsSE`7^_;@^e=lIR?8??#ydl%UsJRBDLp0H(*MT
z8bC!;>bXEM?R><WKar4TeP1h~_;mWd?xn2>|5dc9m0nKhG$v&)+E%kK8Cj3@3=AfG
za>l51ZA0AxQ2AC~ppMsF!gQpuZdP~2_Ypzr>Ra%TJ>D0*>jbhR_Xmg`yRZ!y)w~7Z
zG1}`+^beg(GbM|*^Ti(Bd6=U?hVvTFOJUt9#BAaT-^saMbuF3x$=3+3Nf-C%*uCrW
z6hjnzXd*azK-&+4oJskw{W!Z08N!=ks+Dv^b^04?=PA&Lw6)89J$w$k?S%t*qfb3+
z^yBbf|KYp%=i}eqVE@${7LAnb^dr04+<Kk)Cc<_!fY>GDSt4Zs+9Mj($mwGoV6qUM
zvjn=;YBpOOb<KqK%X}F!oEvFCplw8c8_eAJP)JNY&ZwXBhuib~b7qh!Uf~nI<=ZLu
z$LB7@mn`ZcrVQeCW{;*RN83l^x&Vel5KuSG_%I^Jxw(W=O4wUlj1rZ%ZxI&v&liQW
zSdSgfz}835t1OAs;mWgf_(e?}`tkvpIbKtHcMxw`zuhkDN7(MV*SLn5L#grueDlrc
zzd&v{X41dSEefur3&zjd_d<P-heeiTsFA+{y)72*IFS$e*o*f^cV84{*77C2R72d#
z<s|~Uj%S0wA&rg6O!{{Vd-QpBrZ>?CXIEeQ<&>zP)o#sA^9&zjnc{;BBb8ap<li8l
z9qjdqT?97iccd==@iHMMlTA8KRY?Ir(r}iDl9dDYsz10~CeVO-wO{nK!srabn|L~D
z{kL>Q6{{cYTVq4|k5Y`yMhLC@rNt^y!J$5Qi9Lc3b1gZ=iX@}1F;`2Kd^T}OtvsO)
z514^t4K7xl&`m?{BFFGfJn+2A56t5mttti0Zbwvqe_t%01g>4gi$eI!Mk-jIGnK-I
zVn6ZEVfK70JR0b#4f>E_Xsc73$VWjp_d|YjA9ewhGCs~pt(7l_q;Ezgj@XJUHRa2Q
zzc>GQm}g-zrL%Z$kff3NU0Fvos;a${IuT`*nBs|oKM9Kcu*@XP$1d?DOZLIk>y$pp
z+0;09PZT|CnUgW)${RPue3OJ%TjMQUS#ADY=A<byk31!)gAS#$zUJcdu4Q0F{2bhb
zBpK7}%CL%?)Vr_3fjK7ohYpg}t<BW;JMoo$Yk4K>dldJMs3l3t(_9xF6jqT!4H2n9
zR@8)riF(lll0lc%27x}X`-}-Mva6Pl>Q9#y=4nv-_UZz6Tm-ADU0C}UHF8_loLlRS
zj7?I5TZ{ETsVHcv8lZ159NNH3x4Nd4*T%{|=<vnQ+4GE|&r-hqgFsvk0~xjfK?yG}
zfvqFoBhep+E<Rx8m&ZoB;ZE~cLg~&KIw5(C>Vk$#c{}<H3QrG#WC@i0>n)<KZfVKs
z*@Dp$WO}%ud&s~|OALKHFn2mwM!5eg`R-I9Q2+<)IjZZ@@X9bC?t;nasF2J%V>|I@
z9eJO(7nfCuRp+TA0sS22A1qyJ0zjVYjTAV_?IF)a*_01wkvHBoUe!*<n9=&1x9l%X
zKNK~_E_pr~>%}!Gcg>If2o3Dc3A3WBxpfBOTpxsuqV=P`ZHa$6rm>OG!idU@x)^0|
zt<^Oh1B;%8&Uk@8bFICwmZ`o1F5uhc<|cEawvS^kmo@ezHCYq$s`J(T4Ch?AEtFmO
za7>J{(eKQ60~SKBc={bDD0h<q0X&afE#vDnf5pKwYVTMBaVDSfvjI<;zWw=F&}{pR
zx6<Pb#PdVBp(nFKdPH8!d7}Ti@1QzocV>-|DMYiupOKwpial93p71FqQ?uu7@!`wO
z9^C#a98r?x4lttX8~;vjr9SKV7)$Ey=uOVR<i7Q|AbISB;B;eTaP!wF9Z6BqLOcs%
zW0O%Ir+IVw_MT{g=dK((OB{-Kt+=pANrDZn8&!oMbxobw==?>WuCK!+WYdJUi*2J)
zPq)*S)AYR`ymWhJ>NZu`!;a!!cE&KCV|~cSat}P}8yCB(C_-GC5D+dvva9!JV87gx
z94V=UwR8CzX(GjuGPLrtK*KLNp~)y8cqWzcRe&dkhBWqG(OmP2ebD?=re^dw!al-y
z-)zyrqAQ`qg>p+`PTlje5OL2QP+8;a9KErJA)_z7a(?bdg0e7Wm`w)@fOTe8J10Zb
zc%8=ya)j^ve^vhy%U&uZkoi|OQuV(k<o~6CoCcm0wvCSY5M1{dIk!udnmOa3?U)&$
z7J%O;cV~+<FZkC0dPb2QU9k;k$r$4>LqEk5WVp-`H7;>zSg)hGWkz5Gwn&+(ywmzg
zIwRJrS>Z||*SoiNaHGDlBTeh$Fz)o{p|j3UX!vi_5_j8FM_p)}U8H9E5ntjCgQ6gI
z&1zW1^#0=b_<@$&bB96HE^dQjHQDhmy=b$PEMv9X$k|if{YMJ%OcKa7XI<q_A^M71
zFy`id#a-^AMFn|zy38UhF7MV1P+H5rC9nce9OWjyEp_;5ByY2+uBzC=jh8-HHC{jT
z^XzA8xmy`j++^m09jZIslw-J!kmLS1$z}Hn>(9!t=D;MTMHs}v$JVM#PpCIqJhy^E
z6kslp;>|^8)q*{hh&_nJ!Ld5n`8Re9kIfVQk=~gDzGUPXjTVZu^`DFf+K5MT?HY$b
zXy*n3m^04|TVpxd%-9}2qr-lpD{6(FMTu)7!UbKM#Hm}?4UF`T=ACth`D<b&h2N&#
zWT#FjH`GTOe*W+!C(Br$YuY2}Q;Tx>0YPxa)}7RglDtp2KL*$mx3|(RNHguKEfi~O
z(<=mXVH^rdJ1yw$vO7k~Qr%6Uzd$#yFWyqdY-B6(yz0FsrkIglF<lQOZHgr#C9%@A
zByiew_Av|6hqvZWvt#K{+QtWb|82*nw1wt!dp@QTtaA2CU)UG%-HqFpa2N;vy$;}=
z7WNh5z^PnQNb4K&NEtg@*Xm2Gc2zWv@x5lfNj-1J5ogQHn;5ae#AkytY@YbCN2WtH
ziw#cgB!S`0DO8t6ws3t@8agcSW5AIaT|HpPQU!w7*ML<_RsaP;2T=VI>!=ecHDu|H
z>!9cv>2ByBsh=mM#|njN0{;|sFLR7+RaN<E2kS7;O#SWagkh#r=SLrnTZkYx<^Ft8
z(gNp+)F{^PA0(M>6R1E`XuxE_bdB@icj_j(qg?f#qsTV~8edwd;Jt8h=Y%VjuEC$x
zDXu&ltNb#apF?5Tl~pPd{57-|&@hLUgiNPmaWLvmaL|RIUq8ajIY+O{)O?L_NAtch
z>E_KTZOE@DE^joaOO>dQh=tF8tkUgy8iFv;LiI>n(u$T1H65NN?!GjX7~9LD&1obX
z_qv%QAkUHYE6Vu`#QM7jD&>%i@xxitYf!t*1zX)s8L$BQn}mEZtxR5cfjaUix#T~L
z2p6)Q@y6rZd|KzKYpT$<nQ?}U!wn>J1^kW1LR0%!qaH!1LzV8U&W!<C`XWP~8kib$
zKa@C|#{6^&jHm6}jkfXdCgJBPHp43?a1skVnj3bb9QkAlX6k%FFq$jhlY$Pw6#9cu
zK^DztOi0uw3w4mOoi4tdVb&Lj(`}GHc+!7weW2IN(Ku~MCv6Q^_3;3!GWRhG{Q0!K
zRi}aBhzkGQcyT=^F|Ue*fP-WcgMurh29>4rp|Ac8#rFTAdi}?y^S^L`o2vhg4R%D`
zyPY-*e9%_7`4QWpZ$q2~y1<J^c*cLBD}%cUJkV>-8h?kl(Keu@V25YzrzD1{fPOU3
z);iBk3+X4yWhUz4*MztSO^;Tts{4`7jNbjM-`SAS9ah7&Zep0UxpOUc^YgSZ5m?)O
z@r{WoHv~@}FS@{kdF-pICt%XT$<#ZijOj(C@sc57>~4!ZT^VLs7_l~Slng}9bP3^9
z!rpx*Uj)37r}(;;G;{mT&c_1#ZXCFW+k7$BpQ1%1u^8|l=L83%v#i*F&6@W-vuw&1
zdjp?>M<ky|fi?i#Hspa&`E+#*K9>&@ddY-ec>HZ6n%}6=$-rxsd1-vr)5eB-6iy35
zjW8~jfr}j>@?9xyqMtE*d_dV-$}XJRXF=+*wv+WK``S`}x_v>*e<Fi+JGXs0LdjE@
z7DM$ykMgkuH@lj1c19MLSjy%d5k>D7D@&98%n{3UX?LT^r~3@8eNnttx_5-=>Ouvj
zM%40csr!qY;N(AcikSr!d;2n!m6fYZOYItZuzB0pC}&BUp<M^cmvNOxtGIF`o?$hF
zUn_eKWOkcOlx7&_6fy;_x!uQ_R6b#qJS<1@1v#V`zIi>V3Ff>`i7luQDa82;v;@C1
z*h~7MMWVjLofWa<%dg#qD1uak)GutdCkN!jMzjhCd-qlA{M<(n$-rTr*UuEdjKoDY
znC03d_tkPbGpXlBk=!D2{xv#^$=u?g-;(MetCmXNGnGecj11|QR|8epx0VF+FwT~0
zA1G#Wndoy&cjeCp*dYpvq%KW&>^b5wHHc$jILd+p!+X>9WEl#nIp5R$u+zl-KPF>2
zrDvxGqTj~-0S;HsqF=${le-C)ZEsJMVT%3fEQsVRIR;c`)v4OH>bRE)^Uqw4;YA~f
zby$nK_`}XyY{F26ZJ^pi@+C|VdZ*i#qAzZc%y(+$j)i%?3mnlXbtraht!T1-4!Hk3
zj7@}7tsMpGN4a&f=5SQDUX60f1-X<ibzZGo$V&uZPam;u2Z69AfGLDdr9E~bunVRA
zWoK($Q));<sDM>j^Rerp9mAHBEqrv=YgWJK%C2)hurt$--=!%ylY-+f5HEdJAubiW
zeh~Z1rZ(;xwf*gHm0&Nz<$rwJcK<YR{r{M_bgSL|3F!g>n%R?o(YXJvcmMC6XApFU
zrj!1&6cSVqNOnAb_wqm4dX%yQ=5c?4#P%+^$sM!R4~<sLMBC)?k$rC9AwfwT=QnWV
zp!ffzcwt|Wd)(w0cAO%*EHnA|s1Mn{;YOHpp?v>hhh{UYh1&UM>yDO5v9WXJ*s>K`
zY0aBP-7X-1Rsa1ORpMFh73`OUa)~MAjZ;iuwH*qha;ZW*m-H&=n)K_T*u>RvzY=#z
zOXSkGIY#Bqw|8}^?vz06%KH*lN3V&tsFCiqJIs|wR_S`}TtkT#aPadewF#xU?50C*
zu8wSc8reO0V8)dF^f@1Q)rod%2){!4=Fu~yPN;at(A}#FzeEb~r=ju==Qm9u9)_zz
z+0=0-IQ>vY$vY<xRjgMy0W!2l!>3!7`-+jJ(RiwZJj?COr?cA`T6?(G49;%X9x`Nt
zuz&*X(~@knUqPI&POF=2Nz)}-MD7P&x*M$*-`(08u+2}&?{+HTkkG~v@<>Iu_E3DB
zrT;3|5BHsn@xdfCeI1b^?Yr>_rB5=9s(Jl$w&<LMa0pdx-BZZw`kv2)ORj3#h~$SO
z8KN7LP5e*Yq+ddyx_(_RLZ`Tsk1JGZ-0XC!hs09MqKjaVcKuxL6E~*Vx%w8hz0g2(
z)C|@yq~C7X7Ew+k1&Fv7TpS!I?glbP1e3~D>VMt~w|Bd9WC-b;(Wl$-Zc5}2SCF8r
z?MpFF`?PIG4*hCEf+le5C3HYRNACENNW(``B#IPS=j>(m4iR9mOb{pmRWuM5pY>KW
zXC{Wl<Wnb3rPmfkZ`AtIq`#{`^{aQys+GqskE|&xc$Bb4ig!&(d$Z;)!&^LLsI%u|
zy#r1JVg!_R*cUEe5bFmC#VRve%MM+le?)$(t<y!C#}%)Jq@Eph&%gs>DZp9jA%={3
z#mn>JNQ~XV<9l}ctY^zDFr2}rNMApurSg5<CV!vCEqYQ#yQ=*wube(6MIT2y-#E*k
zy)ooFLyDTlpd+B6_0_)CLG&Y&jX0a42)L5N9g|jcD?i;rVK!L2*3{H&9}nWi!QEiA
z8JDbiXSjD-i(@#=2)_y8;H(4)d#g~7Zzs+<OghsQwy0iy6QP#}_3|`CU~R?{$0t=4
zy{MDepozJA+0tLu+($TdoV#FoDkf#7lzFEY9ARuOnK1$havE(tEnNoi7PN7dh9*Nw
z@sHuXTlJ(--6B$4qMdecq%taPEsCCx_*jI#Crz(-(T&uM*T_XnNg$CEO-gq7^F`#K
z&k?mP({N^es;7CUP4COuyH#I&A-eYz6M=gY%3GuA1cuYj(}v$o)zGIL!PY4x9F$61
zqQiC5^@1>+Z^1YT-7}Qu-Zw=u)EU7bT>|a51!_Ro+O`r`Cy~T>{nyMYDg_a}A8HuD
z##oF}!l<a<!NpIiFuBi@X5g%v!7>-F#hVnUd7~=8{aYRp)@1WI;rlc7$Stoio^1<!
zhhiwj5k0SieE(KQmUaMRbECfhB|Dwse2VrB(sekdlO0U1e^p;|RyF2DlnVY>K9bTF
zAQ3TP4BEe_BZi30jM1h~@qI;ACaIUuD7;`cMNJB}t|(8u7rIt{av&Y5`O=<8>AAx=
z5A)KON1ymBcuOdY*ibcW|2or`D)@&pj8jcVnP@M!!y{#w_An2r{s;>>9jiNbyMRhc
z?Si2})F#&B3k*^C7NEp(oFP0=pn2UU9=9A3-mAmWfEc3JAEuRV4x35Hq|+_^a|X30
z)@cp&Cf$&nt$M2@)dNc(3BUI<tY4F&=f;o^qCpYZGry)_Iif&R&y>4IP8IoNOQY?S
z`@{6KY5<EY)k=UN2es$AkoXpG$f&t@DKuR%S*R__Dide&jY5dhPua59Cr!@Fn<@@q
z*}Ux~;!vt!$e#a>&D%))g5sifHJtfBCBMTb|Jfh;&#B9k|Jbp$(USnK2@UDnP3a4k
z+V+2W2{^?Dv^(ptH8*Z9gK%jNgaqp0)}-IiLhzm5M>hq<`OaM#j+Q~@W%U=wjZjI%
zmF#=LT%IBmPKOo1G(irqCT|pPbSbI_d8-=0?~H#WCjBHtSr!r9)^lHFprZnI%VBrK
za(>$(nMa{cAqB2NC*ywJd#=m#P<fCick${ks*Jn}L*uS{9>X}w&4hH@UWWH(1E}Nv
zW9n5278a*1^==QT2$%pfr*($jIepS*-(pW5<bMs;mZ1p;47pJr<xW(j+0lm6t5;)`
zx+(>$Xt}O$(sIv@#ia85pquJ}$Br$seqc@<S4?-^zIB?!5NKfHN0fnOe+RA379>p&
z*-I|B)Pt$K2!by!DTig0h6RPn1jC*!_LYtlYg$oe3wPuPFtI&J9$-N*Hz=B7|9(-3
zZykcYdp;1joLV+2z9Pw)YSw$dCgeZv|E&tW^Hnh0EogG*&S{C-3RsM``Hq%aX_p!l
zoqcK-V?pc3_xyZ=g{#ZIkO!}(zZtI>2@P5G{>k)MRARV3G0xV=A<qnBu8V#?E%((X
z=0k#A8pAeW7RZ72u;Oz#p9H6!N7;>qdSge@XlpdO@-uf4Y3)JQ*cw+sZX72e-;_U@
z&tB;ZEMsWSB29p7n&_rFzKhLQq|q>qrU$A#+aQ;asG1!?{k9%0zj{-M%Fq6Fe`kr7
z70!V}>_4{N3tv))C2wknVnOE@r@zJYcJBQ`iPf#_TLWOnHcFp15`Cr4u=-BMAm+c|
zDTa>lcHc}FbVMF+R?`g)`tu0fs-LJ5d(-U){Mn$b<1|CWz1(MWJVvN0`^$yxyVof(
zPhTkbR?}f>zRCZX0j>EJcntSml$iH5fIm@6=uF8(W1wXFAtL>0Smn24AwI^Q45ECR
z`*`(dT+ZD^YyOaExP64XMAsiwFmAqws#}rLBjZ$^_X%!Ux*e1~E9<^Az2Tj0lua^0
zo5V%!RV--R8KZI|i@Rn<v2~Vnw=F0R;*!ssu*Yo5|AZ&#Tyw4o+U2Enx_uj6fHUlR
zrtC-liI#~u)Vy_NTnzi*S0TQa+>Bcjr~dBO7xCHPETDHLeyLtsz@L>lDBc^eO}_Zo
zkmLV5q6jDyEbMNdbY+-H$qx{!opT2;G{1=fq+FNV-|au=?Vvq@r38f`5g5a1v583}
z3cC*(=vWDpCDq@DmfEzVyQv-^)=ZYYPM9+n){bAlL^DtZ{$?X~HKt)ur!lvyp#7uH
zI8_e@j&R#;xLRr$cATPES&|KHCmo6Vl42G^$9q0uUsh4UdGF8RJc8oT!w~BwqsGQN
zRV>_ROYgCJpC#+&KgGzh!zilskCfCu{`Rxq4M(2Dbt7+-DAl8v#z0<od$uS}|E-2y
z+IY55iXlo9`jFSS7eMrN@XsFKJ)_oSTRDam=lF~@h`eF5yiLia^T>w+L0dZu;)OL6
z$I5cUVcZXj-)Pd}$$)zjqJ8lNDt&*3un?8)<nnNXLR)(8GQsyBN)kc(5>#}hnD3ib
zzHl$qaAkX-iu~!b|2CnP4E>DoK`q@UHyEWzDOB%!I^?v>z1vUoX=n#83AkrDT{vYA
z6_+Yyo3<bja7Jad<A@|QcT_sey$O}o*`lBXu49T!@6=ZZ#UdjN5gLuH*&BBJ#$9d7
zlqCG9U5W}@_0@pGb=7e(+tFC91*^K+=ym-O2aj$o0&S1R=bmjKo1|sx7oqX+E_2?{
zp8|LKub#`7BZ5<nE(&h4*}K2*m4PT-r4M9d#5PjxcUbcf|G3z*Y*5E$5PO26Olxy<
z(vPg~E@r(BxKFo{#s@sH1X^q*etzm6ZZsMAabWrFko6BacjdI9pKG-+xZ29q!@^3$
zWE%R>M*`qP;T=l90?&=7O!`5L6gKg69VEDqdVrt#tx!>|p}9sXMB#QJhez4@pw!^5
zrY7)iPCNwvMEk8t#uaIUi@Kf;VPC8Z1@3@HDzvKRNc;`-a7AHxfY4Zt5sl{fkL<*u
z3?=V@)br>*=frmtzLh&M1N%GwqrK~jifY-m4G4%N2~AE47)X+H6bTI?LCGK>8EkS6
zHi96MgMbnxb^|tu(17HeB-1n*L2{N15`5cp&$$=RyXoV8yfNPWVD#RDu}9UeT2;07
zT64|G#8+M9za19q)>&3hGBygcZY@yE*xsdwcJ@Lz=z}`9!j^%RV=h0GPV8b>Xe?|j
zpl%~v#?ODgbN_6nK$!+SG@$VF69oibPR9o16@jB_f9K2hD<f$mSzd(avH;`9$Y<Cx
zr!1q|1%Y7PU&XO)f054a#}9!2r3|iGl>l{|8?O-sqV*e{qN$KObh<3|J#0~~@sc|j
zNRn4n+;Nt`i|y5W9&HC2jn}QHOwmtx6}`cCDHxDmC5uXLDzNnwUW0m@yI%{FNH9_@
zi-~}<vbctIX9Wn;8A3%=D$B!GcpP~2J!yiV3J=qBh~l-T>QV}f+4qtniK3``g1W4p
zG?*{2Mmc{02ODVGCu!!GwnJH4Kv57D9d{hKG#aZIVLUN@l=P6luGLp3((C5pEnd<0
zND@GtAm6~2irVI_+1n(i$P)$~w~w8YeOyJ4l_cIqYuUcW8kk(YeHQ5pbuB<`bmv}~
z^OnV0CcrM;w+BQ)xW=g`S<53CW+Hf3#ol-M@d@s>Ux}epyh5-N=PXNisCzKzRpJ<D
zG(iwsu_1*g&?YcmdM5``yvZK1z@%d-x=N5YWmubwF5dy)p?LkImY;(IG+8BV@X^pn
zXwPG?oxEMpg_B}uJE1{rt^)jYO~=`ulZ~RQe8Y;nyC6r<nh}N*l@Q34BkpSApnltu
zj4ZyI&3dN*jrGabU9>dTVjE|QdiF_VY6#<@Lz|32q-AN%05{UInrhduI#u#%W3y``
z2qQ&_HORihC_ca~WM;<T{M9Q#PeRz61#w)upPQlcF&<c!`me$aS;+-%cS7HpZm&&$
zD!7HCrJADeHpMfwU~1+qxe?wK*nG)4Xs~RqPVZWp!+uU(nax`*Jd)lAq9@G@?U+wt
zx3GP0Q_-JzGt81}TS*7d4JT=!%!<C69DR2(J67)&SsIFxvgcdRQIqBz>|E&BpaG@M
z!@jSgK(>a)@=U?7r+u$-y}EcvSt!!&g)daRR~!M9SFA#PXWkX(Aqi{l^BIJ&d8<!A
z+F2L?o(<MI1OV=lb6rS*cEw5Lo{-khP~3Cei$?zMT>mfKh6_U6SkM1PLG@(y8BISb
zKM|@5DXmISycE|&Xg(z6Y^eLY(l+`LmcHQ0t##Zm1KDyj5C2p}$=bRUpC{R<fxT)@
z2sgLjgoLjxgkPTWO6W0-m<F%i1|?Qfo|ogjfjsZBDURMj-Pv>+Z3xp_###jWR3yv(
zA=`L*g0&|H5ogb3E1V(e^x=F!zv#U8<MmN`2|t6>iRjxf7v~5#^Bo3fRqn`~5lv%N
z`%6h=xAhji8r|>__z1lBnzC2rEbXCI+$`lGoTgVo%_BHKK9SiGE_Nb=Wyfw?>q{l&
z_E)QMOJ4bXkRYyX<Cvnv%E(<d&<Tx7ew+riVpuqR6PWlt76VrkZ<By<lXp!)bGa;n
zpJ+rGCbF611G1YvlvuIWvnHe~$0s+!%?Nndx+aP|NnXM=CkAtdCB?GV9HR4AJdzxO
zuI%2UdA^cfd4LqZg`GLLw`&c4TT(7u0_JOaVjL>han1R8&>#}n&9u;EkrMh9RNoUK
zYbRyrxduW&-y`<mqqgPZ+6dIp1`8^HA#^t4`qBtatwB}*UwqSJ2GzGk)bc|$W6#M&
z#$IpY7kO=c!IU{XeYyoDMh@ptOkBkZ(QCfRC@QH9*z0RL>9=;}pB>@)E#<ip*rMQj
z3UvpQq)AfSn7o>jGBort=3tyN#q(r9<@xJ#Ja|@sKv^x0@_>0PK#_qNusAutFX!p6
z?t>(KAt~a>HQ1VI+qH|$CS#@khAA5^Z}><9mr+S^NXS>a9Q~BLDD$!QjR;<oJfCNj
zF*ZJG<!{_Z-9FzdajbQ?X2M;)Q`vZGcSeat+>?e}s2|%zW~MU)Ep$CkVwrdHnn9yA
z{~;C6&uG?P|BRx;VDmSb&zzaRQ|KCBywku>_ev|v-zSuin4q6}FlVluC_KlZq_#;w
z7~n-K6r59&i2T|k#kDZBkzGomV6(${tPooone#jqC%_(w-ox@oG$STVCP$}RX~TP7
za5~&|4SauD5-prgQHt_cly~<O9Di}0^A)?3s*~buJAMWn;I3GxpJn`D@{*wNwZ|}d
zi&5^1>tZ2pM`ItztzBgRK%|ES8TXfM$R?G>KM;v)j-#@b)(|mA(B1?OGLnxTxt@^v
z)mxp&j8)7#PDEIX0y&Ff-`PT61lJ{95vmH|%jDCm*F_Kwmly&si_VkD(&&6w%ZuIS
z=;Z|Oyz`gVxr*(PIm!RXqwn1wk~EZSZDuW-A(GxZ)(kyUyhWXiGM^2F3Iz`@)zwtj
zlL@M^waQwG&e<VwXy#~EeTHF76A<rN`Zuh>3)XShN+{!$-h5iwkfnXb*8g5oCM&Nb
zPtg?3of}!#&#;xkg@Z44T$;YG1)yQ=kBW7vzY}AMiL;f6$T-_rUw|*Ay>DJ*+i$m9
ze)$5U55*j6*VmMmJAE7PerU>?_mxs$u3Sy8_S<1vJ_IqkDq`S{E+DrGVC8z}Hd&No
z;nR<Q&6B4z*Gn8w6)NTiG@X>Wvu$5@e-LB7W!geAV{ur>Ynwz>Rh}XpIqTcQn=|WR
zVVgC<b~9uWC$2rSSHKwZZ6l|OAz2$eBBI%$T2`uZKczIS;echY0rZe-k3N)VHhs+q
zeTRzZShGWuI*)&Xk{ZyMSgMi9oLH?|tnh@f?Q)kRzD_d>C6I-XtYh>0xbGE(w<Zm(
z)KQ{~HuT<aH+k@$lY8|6AatY%BuF)Gf5w|;+DND+r9<=yh{cpdv`|;4f7;+P)R`uZ
zRwFxeS#C|1hKh+~U^b+8ktRpA<DkP~P=2w)C#~mH_7D%DXPfx!#)x|-Dpa8#_31?L
zY6nF5^(`?RbbKl%p(1#C3i%c4sFm0?6{PUA_Z^WNZc~V<6hXejsVE!Ts{RAIXm9OR
zgMK$Xtz|nX!ID)JAgPT4_$-(&AH7sleRW@lF2ZR-SugP(*9#tXBWtj4%VUO;!KDGi
z2fI+Ksv1MXS6MMH-!d>xM0ww2^clG~O)=CPbR)KIMu98K)@qvQqx8(go7he^l3`!1
zLDONTPPjMaxDj`Y?`2xERGb(9!X?(XKB0!wE`HCz==wPQ=neg^cRfC7Tq$9y+ke>n
zjCsgC`+ZM={6SOI>+QC<lIzzpW*J}gJw}Zft?(M#9T>#d1lsei(dE-W*bYh;n818e
zC-w5#RNwIa3P=a@Lr}EMp~KGCtwXTTfW?*F!lsw_to;pz$td{j>wHN(eoQuokG~iE
zv1H!GYi76qq2PkCMB8^Qz2*32%!so}+`Y{=DK;JK;Hb;{(x^emEIsMEFI1YqfxD+{
z+E4fLOb7cC59AWLi)*Z^<E+<+4r<s@h<@Vpno}c_R#>IkPlaGo_*^om@!Qf%w+$P6
z0lS#9_mL`IbNYI*SEo){OO}ca;EwErUc&9V<egkq+<O6WEu{@bn$P!-VF{k%kK^%T
z8M_Q?B6xV1W>1?)Xrq*AaKgIN$J?8wnbL<%YigoA<H^_*bv^vz>Tk`sqR-v1z&Z63
z(n5)=BHXrl0AQ5m+hB(X#SstwoUxRtmw<vlVY3dV6r0C{zb8J9=AiFG!zt&pza-{>
z@VpexFI6Q-IIM$z=)4ks9>~%2o8$ZkHul#Vl4!4w-cJU}MRRQG2Amm4ucv}_o-!~^
zXGHpvUH}m+BzNoV+ENp^L%F*pTn6s)FHQNk1M5dpK1<J5r(8f!;XwDq;#QL|Yd3Cv
zIC?u3T|sBzQxREgS{3)uF0n-7ZX6|v%V;l&li2%{aC?6(f9dJAtw;5V5-(gF5&~tz
zTp(SDJ_i^3l4!LMZUcV>19fp5%ndEYe#%typ9;sIreX8JJaj8i?Cq2D?QY@x4I*cp
z{<Id5dhv~tmLYiH{)x*+S?(eg1$yZ@@`VSJfj(AM)oDbXh)#cdgwfb%{ugiVU44lI
zCn6!OM8r2?Zs$E7C2;U7Y~N*nGE?rgtbDMQ4C=(}g{!ebg0#vMRgZE*QzF~_-kQ=o
zZ<5%KM}@=H=X`|{$Mmf$5+QhVyS%LFr~x~13-Pp<ql>mwQe9(rv5u8l5z+}v+1bsA
zKHT;UXQ(sYT{VXWUVOy-Ri#;3hD}74BY9rxxWx!Yr#!6Fo*rQoAK6VC;)ExG_T6V>
zRvuvw?D8d)BS*b=sVa$#Ca$<N<0dp<Z1cpMr84Ybk#N*}r?m^pwYJ<42_MOYIOZrZ
z=C)AlQcR!0rR^U~De?v2VFRklB=(QLZKhezoP>v7&FyNUg%f!~Qmvi0GJMv#VROBt
z-xuq<O4z?88|l*%rfHoUvhc<v%2f<4PQ*uzA&>f%=-LE=K}07S`1me6u%>HBaBM<7
ziUtoq_M{a_Y!4|NFe|D55Yg(9q{-S%v-z5@8BeA)!v_N+(XUH$e`1l*^{G;XM4q@Y
z9Is(6Pr(RXHtMeG7UB`B%?^>fi`A7H^=@013djs;{Qzwy&(#1dE(D|pxJhI6AJ02`
zCHn-r+vd_!t&tv2GhgQ~D{>UQh0EvK_K(T-4&1w}HBZsmCyIj!;NKjppA{K;%?BFm
zX?G~pQ*7dvrp+)MC|Y=<+&i9D{qm{xwU0p5)T7;QoqfnGN&BUyReW#AjaQGz%0k*)
z+g#g`R-LmIUKS|hCudJBI_&+joqP~3xdEp(*zZf^io8+{CgY`E2tx#&$vrx{pKUW9
z0VuOXajWpGDaFT&^pH2C9Moc$W}p%7w0nnzA_heKosL59cl81B*##voQJI^E%BFH)
z`Xi6qd&kHkN1mlPeX55NqLW49V33(}RDcG)B)J5!uTosQV&&jmvMXU(M0T$hJTUWB
zA8jYHm=p-cnzu0TAIa?D<}1C_F|0PMo>JW0^tJv%<{y?Fm7*<s>a&e09$WbU5YVdA
zD;sReafYyhW=KR=T0uq^5^<nEk>k{C)>1T>>|ke{*8!g%at5GPn+phj&Wnk9dzC-s
z@dG4rWiWTpx~fQf>O_On4->p$l$PBp+4l29n~b|ggRu7|h@x<P%yl&fYbuW<Zd#^C
zJ@KRNjm_rM0bK8$Y{wI;%mam$Gf84UbOoxUrw1fwTl)%P#-j>vD^&-RU5AEYTg<Uw
zMPO`(d0c(Ewa2$Ty1K>I(q%X-BTvgo7Qk##3S(?8M1|4vvUK*Y!ugpd5U)jjsEVLg
z#Wbxbt8_vpcFuRZwU36IHG%w@ynMH5u<!d?XE^JLh-W5_tbZ^B1nmrc*?gmRHz8~Q
zK}S(rCU`uwza^8L9pBW*+(DqfA2-}XJn@w`;pxa#nQ@InmT%3+bXKVHDX8EAj_@|l
z4T)+O7!R&$rf84`^np?!z1N{bw9{t`|6wf`AB<Y}mb)w04ns|Z-nk$aGJ9HqBtwvF
zI-I^dhBq}+B8l0Pg<NbAZi}KfwraAy8KN#>7ar<#udq5b)&0z#WAF?*V{@Y{aFGf+
z8go_dz*H`4>tWmi@<54!Y$AF}iOH#ENsKMdRhG^mvghnDbb3HJ#qzVaW+lCs)LG$O
z{KQR(HQy<%X`m8yQjV_VvJy*B8CJAii@%3eP1H6NY5qxR+TtF|r#6z=RM&M}G52Qt
zlmk_ILzoyX+eBsD<wHq-T+rhn?b`6Bh!ruSBu=_i5^Bc>ud862ZZ~RFmytZym6o<s
zdgY*AEYMtha(gLyzN{i{viZ_C<;Dot+pMgWjd*F$0vhu~0`AP@aiwW9zX15KvKVt3
z$U%V{)r-t7sR~<NSJAO0yF4kdv&3StpSP0ydc+4gjBJ2#wYY#QID~m7W1k=Ch#Zu%
z@7H!ym47=+T@)RDAVZOw(VK-rvjb!ui$Zrd-{<g(HWM+O?_m`}eVu{&u2j$H#n3GB
z));B|N)jnNQkBa2QN2+G`+`REI^2Xt#VJ;%`Cu`|5~Bswdg6!4mat$4)}1d-VmM-R
zJB4I+%>dDbyEX1$6CZ`L9+>H^7Qa*^2r4i12H<W@QNLkHCDD8J#ja>C7NbDV!@z^N
zM+5t8wJ|;OS)CNT3nc5#%Tk46?vOace5zZz8+>oxYV(30h-2*`ki{0Lici7dE0Zir
zTqLsi016Y3?A`HtGN@2_ZQS#&lQ@W1TvrG^d;--{^%bx?I5@nzIbFyfU$)o5686qp
z@HaK--#^%~CQi8lTzc}-c@03=Bd@YwwWA(fzawA-1i(^Y%eIdzWQk#wU*xqpCjP?5
z@-tKr_(zWC-~Ihf;8EeX`kDYPpk<<qj30mFwa&_S_?@5wf%pYVesTBtC)e19e-$wM
z0KC;72=!n1MgCRk{+v6EOn<pTr+kEL5+c>_$bK!_+of{GcNYTp3L`v|D?5hrtUF?R
zhZ7It^3)YPih+r@ZY%89r2u+O#>RdhIE?W9EN(m^ZtwRUO8-7$yp2h?ktFG<322lX
zsS`RVOoOy1McMXSK_(x!qcRX*xO3BL_XfQq86pzrbJ)nGJ(dN+cxsGsODdgnS6vMz
z`1Fgi1HA2{;E6=Co3cVC4a)hM#{3A};!Q}q>mu11XKDsOTCG?gud&TgJ_4(abPInJ
zX>rK{mnGk$k5=*uXk+VC-rU^QR&>`vZBe=hT;=HfQD7$;E+&dF+rF;G*a5wx6}C8~
zojg3tWPV!|*Qr(c)IOmkL2%TMzHpi`k!-Y#{Qk4``(46`QqS82jB`V(^HwVa<ls~6
zBXRF)VonDl4yHwKP6%QJ1Fki>@#=Ri!U_91KK{k^ra~qh2BIJ|iMV^AI4qRwsozaY
zfA-;p@%tWkE!2j(TSE!U+$EpgEj^{q*PmG4$Wjw;&u?WrL1w%>>2{5pV^}QNn>$b^
zJd)9Vt2Z{*cdgQtpOyHNe1@s-Nk2XmzP3F*h04KDV+3C8Voxc8EH~wEvqs-vL}bv7
zd8@gVi-)gtv>Ke5F)24TI#h?91h?w@JE~!_tB2gGM>pZV))F%k1N^-F%>mvksUzUL
zy7W4#sCJEQ%l-GSsK=IuWW&239;$FW<?*lT$9F||g-y3D66!&Vii_aUJ<3o@zOl2f
z5D;k_($*)(Cx>5L&e>sGy7PKvw0Zuy(kcPCdo^)fD0n)BvZ{4D-kbPc7-1VnIGZ^$
zCpA4}PIP8?i@>hJAbeG$$0s?mwyZ10gw5<;Ly_|Fvxh-#3LrN$5TE|T&Hj78|GEzR
zk7c${;|riEZ^^7J!1kz$`O)N?s<c{ddS5@8y@->GsXHoG+uk}2cn1Ut6M!J0K}~$i
zcuulnkh3R&=B@G2Zhp!*JoO>5cSI?pTV;f4;*T&zMe~)FdKMLx<MKgh1PI)2P{R3m
zEqQ<8weBvUJc+9#d_>Cnp-+nh1Xfb2|Awml`e6J+9eV!SvjOSFr|DgM!OSY9jA!*P
zPu21xRpc&F=iUgkW@f!wY1wBkOR-Wxmr$M!%j$9Cv5X=ULbiPF#AhXqs+3xdLOKG<
z5he#IYlr;PtUP8;b@y{JstO~bdtabi#-mEUa%%G%80vfTDa&E&Tq<e*u<~fH_F=Q-
zEZQAv<|uR>$4X=3+RcwVynJi2j0u~WR2gugg<frKxp6V}Xa%O6bWTF~n&HhY_fSVG
zvipVf_nwPf7P-x0{)xeQI&Zja<MD|$s^(*2<HkGVfmRo0`o8U1pH#QK0w2<Y`cw9*
z;_;p+KI)7G{PUHG3Yj7sY!jmLvctoh8dD5B_q&i-^t%o7C8LUy8;3<eP4B<8#r-Fp
zEos<4**yPQZ*czosB#<aUHn{~9g~xKB#1u@76-63oZ0+#i%qK_(+S%=FY~^0_5~C0
zfB5dVgDPdd{t#vm$7boG+)jxl1RQ%!7mhn3!sw&pq_f@ARgO<W3C(@1T;8~^n0fc}
z`~%m{y<v0BfZLA(Tdz}_?0yES@R{e7MtSO&lFlV%+5$K=b)Gf4{{TtWZ_l0!{`Y~u
zKT50@KqgG|oG;RaZNA}PKQmi1q`c_BfOJ{EW*if=1B3@k=P!mwbR~*cl9DPq*=r>F
z?@^{TxW=#gFXIH&4vcTLh&#ZSa18|$?pwOnd*Kv6eNr|k_{yU#EPOc|8zu8WNah$Q
z59|m(7lfJG!FD$Qzla*B5)yv9pvcDWZNEqsIl8oqG+8HBKliWSx&8wb$vjGzae4xq
zSNH*<19h|TUJGE^$BSiEj$yMwWPgmff<A8mK!HnuXLbF~(ZJdB{2!pcit~FW+wX|R
z#Utnj|M9;OU!&M380><?nj$pJLc7@cGGm<RZTglB>Mt~TvCCLVY_=RvW5MVHvsje^
zM5gv##4@M>48PE5_6ZJ<*UWG{4XvM(r7hD*I>3Yf07-v2CWEy_UwA8!)qsJ?KWZjL
z!S>?lTzrFmJSaH#|4Ms|9>0*J;J$`}BWoOZSI7%V@BUOCzmVnnrNCv$ePx<wsAyk`
z;}+M~T?_r@*vdQfdY-IkUD_X@%OTakfXN(#WsV9!EqPUJ;izGKe;Ny&t<&ptTc<}q
zK=Y3P`hEleK$15GhMM^_EaOxgWESwd?qN9~Byn{Fwggz~bztbhO20maLmmd0%Ed>S
zzlGY@?*f{UvB1oQy(3cLbUY^`_B{84?Qp=h9|6&nBEY1g&lS|qIRf}@A?uIs34J-<
z2CNt`wN}kP_c-hSeFy$@oPKirWx#Z;XBow}?hob$?%d%}Os%93az-gV@h1j34k-L>
z*ZC#wk4ezPKo_d}QG_<senW;3Iv&~2U>2ebAJFk;*a~bG3!pQ{k=c=iooX|G3pmO+
zf1Yv7Bm>NrSOI4)FxmJmKR|m#z=Q#l_H#mUzQVra!REby`kVsLBBChi{3<gA;FJjf
zSzW+vew$O$SAg~_V2-hXVSGj4BxhBb9Lf5r{{YGMoklbNW>+lIH-CWMS)VIK|Fjzt
zyZ?6O=W6?pkILYmvh7RHu)npHWUZ9~<-^bJb3Yvj+132m`g#tO-Y}B&x3uHM6y$%e
M|KsC=|6}Zb0KF#!^Z)<=

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-76-NVIDIA Salary Percentiles.jpg b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-76-NVIDIA Salary Percentiles.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..eb9fa7f4275228c2559ec2b499942ac1b953a27c
GIT binary patch
literal 20189
zcmeIa2Urx{mM&aPlcVHJqoAM!MUs+(BoPTJIfy9Gw17xzVj~Dh4hkqyBui3>l94Qu
zljNLpZlGyy>6!10_|5ar%>B<dXYRezJi9tn)vj85ueJ7C?|O@q?<W($nVX6#iU0%x
z01)sGI2i`y0YZFy0(?9|0s;aeB0^$P8ZuH65>iGgY6==wCKwwl6AKGFCqEbaIbIGH
z7H-jtyjKK-goI#R*CnrAmEac?y85FN2oVtxDG4b985zUXvn*$?{-<9jH2@_cWCZ60
z6mky0p@cvwAt&_!47^V~$j=w>FE0oV6c-PlfRKoo1U#VV41fcHLUC}RczC$D;L#r7
zegKyekLs*|EIzfSDZx2Anyb$uk_kEFKGxD|b!~78K6vU)L`+A|z{qs|0vGqiOG3gT
zqSvmA$=^^=R8m&CdFSpuZ5>@beY1y;%q=Y8R`w2#PR>XdSD)v;e*P~40wZ6(ii(bT
z{U-KZN@`kqMrPLgPX&cV#U-Vm%f8grH#9aiw|wpH>Fw(u_&zu^IW;{qJ2$_uxU{*o
zy|cTwk3Km3Ar}OI{!J`!`!~UUlZz6R3kMe$ic9cAE(ne@*r1fScxMIhsbn<?Ozo)8
zU42GKBNvhUv6hHKP-}zs!P72cI!>X<^P4|J`zhIfOfc{NEy?~a*uTm(1du`@;N(Fm
z0cl|WkULMkfoT?V#|Z9frT8iBdCVPkjx(A7$4t|v27#W!{l$Ty?>%dt!|5p_@(foB
zuZEN`GB&j}OMQN?mWvpA)c34!HOI5f?P?9(Xq@}4QNcutDsE`@yU!2%DilztOojB?
zbQii3eA4!IhH%L0Znju@Q6_xv(D9u?Eq}gi11*%2D*S3&Vkr%zQ`2xZwBWtLa`>YD
z2wn1;X5tt^Ygjk`yt0jb;KBm%E|B}bUCZNX?0Bba?ynK5oFCb)R9rfHubrYL+-3gb
z?tWf>_Sm3oroJk|o&lMvmFmpM(7YoAse|i}#2Qr<@a2vSg(kpl!l=JB6n{m2XD*#f
z?aCK&8y;3YHZfEkReP~@e@2N!^pT<CYU~<Eu^*4)vvaa%7zPW?wo>V$zsk~W;#|jN
ze@o7#=~J8Qm{m0T?ZX&vPCJ{9qE6FY;}akP^S)3=)TwxkroYHUwAH^Y)J2!-o}npY
zHL1N3Cc1cAtm4CswMxcts!NIrj+eeNs^e0ITSCL5vBM^t#i0&^3iaAVLNC9@zhBb;
zI`V11_dcm5D_iyB3~`;LfgIj_1@TF?qCaeiA0Xoucw8FEo=qunu_+g!#QL?FG=^|_
zgmCk4?gNJU1Yk!b9UjM>0CIVeUc}t*yofL5Ww^(hM>(S|6)0JgeEV9dtZ|!Q)>u6Q
zS=V@&UO<=oC~e44R`|8U2bH)Bmxc1yO2@-pnr`<(R_^L><XIUDS<8_a5hxWZ$3l2Z
zL_a-}cb1{qWve^^h}*g)Z1a|-s4B}ob)75i&*cxv3FmwrCOPtO=Gg+pv<%xb1(&@y
z(-ddEBg@8RHr3L+i~7ntXo_z&S!&e#;U<1X9qz`_he?=b!s(6A_w3|~9ubemA83`k
ztOf0d$~G+?bP{BB>6LkA3Wrh1W_{;wYb%ZBd|5ylPBC4ZFTP0-;*OfkWPhpAy>rEe
zlTv|2VRW?83$+~~!<MVyf=!z`0jSjShLQI2Ju7kAsy9ljA}7P5h}fx82qcwvm!yi4
zC)VjqmYMw0QV`m9`b$Ih6j$U_RA_cg<By!zxS=2Zn^*xfZbKdOEDyE3XM0Rsc609E
zn&wMOT1w<Gj-34+_Ehx^6Cut*L7{iaXF~h7i<9jqGr1!7>qN_<;~e+ySz1RVJsoj*
zEs!W?J)e)(>2{14Qj<U^>Ci3i70^eOL(}b(@+$!s=|GGbia#xVL994iB*=P?Fs;|z
z``jZJJ;+0b8FIUWdC5z&9YGH2r0$|o6=&+F7OlT^H#!qBs_;8gyq@$-kQ6Zfw71bb
zoX9X(dD9y%)rLP>b<52@-kPBeaMAI~mta5Kc|6q6|8YvZ_o3j(mkCH=^u6X927>&>
zcpZV96X1(@`uAlq<2O@$a7e^-n8KA$e&HL}n?^g#yzRy+cdaKBNy8g+#Lm2Bl1JF|
z1bm}p^j9G!tJ{1_E?&n}RPDEO0+1nfG*n*R`CK^io_h9<cfCLd?)|{l;xH_gN$`HY
z^Y*ai74G8Too!|U=K)Tv>Y{PDnc|aKnhy*0Pq``IeSV}sI;zYP3v4Z~-X5>5reEJx
zGyCR$yLYAUTq$L=#@91vo>1&l%w1~on!}EveWui@^_$px%x{!<D`{1kLS#9l*F4`<
zvRR%jReO0Ol55{c7M6RRL%H+ZrT3vYnKd-P(hmduZ_ut+<DLM`O!L@k^An&mJ2lU?
zR(cEn^9hhYSiN&;@#k6q4d|~r+mwQ!XL5t*UVQ$n;uii>$YPjl@(DnqfB6ts`uGHZ
zVbq=`UIX1>tL6#dg4)5$bM=xG#L^X->=2@ku+r#Q=}Cmb2_WNt0#r|*00H@e@BS+e
zkn-v*(#&1xKMee0N^NsMV$;ZwZ}O!O5w}5)3D8F!7oGrJAx7r`8cl_Ndb9T=Isw9k
zJB~fuPJm<`6~l3F)C`&Z31CuyTDaG(0a2jQAn->|W0m-nj%UH?qWiqG;BI#Ua73qI
zw@!cs62sj;3E^hzRXuaF=LA^Izy@0_^8EJ@Tz9A`V5f~vcdE2BtldJxZ1iiE#K%2o
zEHL;kE5SgW$$9Tth5yRyj)V$p%o3ldardsX!-vX1XW8g`6VH}?hP;F<bArNXETd!m
zx;<{<#<S3JttH91QZ(ipjSuM#F=uDLnDR2)4<2FJY03rk-WBYO+TQBhKla|b_|*gS
z2hz|sOAP|iiKGLl;R!IXGJZ(w5Y>j}!paOt?;eR_eg8!zkf>1UnWw#|F_U8mA~Dau
z3AT0JN_zb=)~l%F=Y0H_lRp|kF`5K>BUc(bgj#6Ki~L*-K{ZEZoB+e>#|(Xco4!8|
z{V#hrBri%|(l^esb0JHmFW!&&piJcP37_;z{2o`}dUjO5gn$cQk0Ctv)yBbqKr1gV
zG?P6n!P%ivFcjSYT<tyq>N+NugMxCU#INz?1;h^Bz|EQ1gJ#XWL6EIw<dM0p;C~q!
z8|<bHhw#>il0Z5s<h3ts7;3>)%wx85#t}ykV@Q)@RRnrNqde=Bdvk624HBHD*4PQJ
zR4BjQT;hgud@1ut=<s^gM*5WbRn(jl5H0@tVUn@*&4%vR<4qIgZXf65JUfR?!W*vA
zOWz`1V6NR(e5pT(&=Dzf_@+Aap65PWvhEh1apgusT6^3hxGiUN*aO+(Si$YHunx%u
z9KUQDrz(lg^Cb!@Tq@HsmW{K-gdNjHMyBv8*2wX@Owq}it(ive8Kx~{f|wFZHOI$F
zETOM997mok>TtIRNL$Cf@_p^GuECQUx_12`Vb&F{a=9hxs{*>lKWtU<@3ty~N24jj
z2Ad8$U@3y_$AFGbe?B{Tvk4QbA9mDw0=(t3?*%j!Xnt*w)hZm&WAdn<0L4j%0zaH@
zjmg$|_zAEF+N+|l!>eD9{%3uLoHmQ!oz(vb{y#JRf3~VCv#QdPib5g<o73Ln1akju
z<fp?RaMk=Z4hOj31p*r<01K*lHuD6is6NCQkTjzBb*cD!Pk;1CVSPH{u=hM|`+qv&
zj}!mW_e_M2y{=_RjML_NEW?{F<qr0Hhxs1oziA7qz==DaWZtqXuqO2olwqL@KJ?wo
z+!rzC2t<^4kB&aNH+VsH?H0M>xQ)wx?x?<pTx)}?jG8RA#f68%;IUD5k&?T`OT%1@
zYWCQeg2m);wui#BPwP1tugv7@f@sz-vvIb*0fctU)#XH%hzBm(M22nWvd(&Hw(QJ#
z3B=t=oYwA*MA4E7KPb0+@I2LG7O?M-RI{=gh<z^oeMmS8Eh^ejGWH60MKiL-p`}eB
z(^$Vw^0>0;`P%tNMe&Dz-<1nyo;3K&?=Idw*Db8Zb!%hwNWaBiD*hq$aMSiRrJY@N
zr?+I{E=7FQ^~L(uV{iBON*1sNU%e!3e7GWdAC$eHF?CBigU(j3V)E!qi%yJW9nf5X
zvo>BKc)Ocd=Jltz`A%(rmPpjom2K$WV5!O*rLi6SGUZi{K$)d&DsiFqx~&UdT<-$8
zp>>$k0h@!=Z&CB_S%GB9=|uqyQ+|yy{%KhR!`TpXxEyyxjrRTP>=r;$J=WpyZ^rXO
zWB*?<pnvffe;DaMU2LADO_Sgqb^OJtd7VmSCYdjU&Ai<oSOFm3p=Ci(h82&t0exr6
z!oNao@<14`Do{K~RlRV0c(OzWXLf_Im3!u)dFm&0@+6s(a&M7=(cQ}ESPoGwW*35(
zitq~BmKK6^OAsCTj4*joMN_fS*Yx5+UpU-p+lA`(W|`+Uuu80`Qb+EcvN2GfPmC-+
z&T$C2rQ$^M!B06><i1$c2tJA!ShmbLMi}<Ei>I|_Sq;Dua5_=tgC$phfb)oWeup9e
zOS#EgLJ2R+bh#gpj+_bT3gm8Kr)($45Q2QyH1+_K&hp9qV*+(7j@k)Ouj6RpjGt^~
z>-P9)b&W&s!DGtLx(`{{T$zBx-{$6zIr>Mw|Fh@2qI$~z`L2<wez&{AySDrLW$uEP
zzpsb2UJ8Gz)9a<4VV20#%M-d;Qa4ON--5S4l+WvEpghR8mV5sD_v;4+q47zcYQU2d
zfXK1g<W50nkqPPG;L=me4=uK+Gunvk`)~QzCL%hF>nUrpt4XXUZC}8sCM?YaP?q%)
zpHgf@)rLwu*)T#y8-cP}V}^!f2y64`Eft~iZal#J8k#{v5#NoxuYB?ZAkanH8w@xa
zsH{Cq(o3*Nc=YH}FbNAk!0tYuC7B8Bs3O$WUxHB-l_RoM-7-T91Sr)R95|Ket_ery
z=F4xEe;JUv+OzWbA@Y%5^J08Tarc#(NaW~YnCm)U6_^E%ovGXy8naUDU)mUZ^St(v
z3ZZ80Jt&NO!UvO;2t(gVUl?QeF|6#{wKm5N-W;w<wwojTBoHnz@N%4Grww?FT)(ri
z7cr@~UZIMh9ew^d?LP9k?+o_L+Y^A^*v;Nh-A_o;x#0vj!&_mS4L`FG>zG!cU}5>h
z{EeP24u+IeU^%pob=i1%V$R=XvNeRtNcEn`_7ZG}6l+CKQJB~1WM)Hg%VI2N0Y;MR
zE}c7U6@h+PuVZba`+|QRT7RHbeRY*_IVqC{@)cR9UcA{<e?);hI8;X-m(E?;_b~8E
z+M#tA$Dr2<@GNO<;8PQmJe2~|CB;D6dx`+`Ep5l5G5LpX3B4R-DC3&(`dz{cD#Wj3
zDn%xs!=Ht_{+^!xl{x1>F_p&Ca}+1!w4ALh2~}9i<;L}7Oh-M2C+(am0+FUxtnl0z
z513@d?*Bwg6wGwm`a3S&$>QebV^$K+=_v|(fc@Shy>J$B0-$0rmcM>MG+BaRWXTfh
z9DRw$|MzhzN1hp5?0f4US4@VPERJ#cQ0pKd69W773v!hPW!sCr!8W=l8FXZJ3rq@q
z^N+D6n<>A3$!C2RwtAS<>@!@|R4gx~LrG*B!5LC^mBk0$vrPR3w#B1|syP96L~_dx
z#b{Y?YGxj$Vz=M%FJ5^U$fM~CW}!ba(SJzO>JwJAW^2e>d*h8mgU4uY)(IKu8*17-
z?^~Rbp@h311m{W&vAxI<AbaqH!XypQ?3OTMUES6<);And;ap|G*Ddy|IZB<ujP-f8
z){E>9)eq?wm-|g|UZoatljnZ?&_0sPUf(9={lZ~jlWYHg_JDqzf#7?Z@SAqqkRIA(
zZnI6|6|QkHrPkeX8S1ua1BNj(+JxhV98ztA%=@EM5d-mixg?-fF77co(C4fRIbS=&
z$@6)Z>#e398)f9EC+vpd+Z%zJ{BEpm@mN})cYa~mGts3}(mUbhWe?|VcNzdEF^d4c
zBA)(_ZisU64{`OPnk(ienk{XQ2l#T&jEQedHH8UiPo_3$lp{Ne?Tyrc-_u{i44<?F
zq3j6O>etoQadTq?n>s2i1%+Oc#SLr2wGDv!Uya$hs0W?^Gv;7b21H#cb^8jYst*|R
ze*jjv+QOcwpc4R@wR8dq`k7FJk>%%>U&BkuJE!!ie#0LV*l)5SeN2{ZQw2J0?5aA3
zXG=VJ<1MILso>@xR~md@78(bCKO~&H!o$ngPQf7cHq<XyQ-)>j<;1b{tqMdsg+wcl
z1RqC%%l#wjfw7{-I4fc8-Y>8sAt@E>CT78Svkd(b1;BovjkL?g=HZ)(h#R?8%F|I%
zEQe9}g|>x8(waTpjdO!)WoE7S4xG%M6@my<Akfl{xt;;1u52i@86X!a{M2mpaq(rR
zb`c1y{`0^<f>-E#tRiCk2W%uu8)6`J+F{M3tM>yF^S7@(+WcYT@!`MB1GG=#><MtL
zC<a4u0?1np=cp5+nsXnW08kJf9x7g5-$1SPf(4aojxrcAIQ3;Wf1Uq-^yfb%MW?gq
zzZDby(ga8%qXD%g2$p5RoSZPnYH-s86Fg82;<es9Ox4oh3SMz{7xkv@ascQk4QGD!
zmTXy*6bH09)f1>gX6?}jNO`OR;xZbB_3JA!LHV2jP8nF*1J+KohNc2-H@G>4<ozSD
zxqmv|2AMsrfZ83WJ<I|2^6^wgHm04?{T2v>%ya%gL;h&HzbWA973&BCJ1Uai$ZuZr
z|Kc6UofipiegQsG(wFx1%SPfZy4PAi+3Vg=WF;ruKkRE;kPbkJ0gf~l92{xv>@U5^
zxgnORoRG*Tc<02F%Om<?`fgi7dhfV5W7^^dQ2X|6V*kIh;{W$lStkJlFYeE)Aedd~
z8da{g3La~MCkd=>40|<kC4dD%(t&q6;?sQ6^{#%wL6aU@JY;egqt(aRFJ2AJY{K<I
z&bXRY0?3jtvm3gbsfw){eT5;)M&H;AUPT$auJ*o8)I5U!RIp_~$D*L~j?O0E2@vQm
zI)w-qcJmX}wrnL8plcpcfnMi47BKSnbElsgr$QzUYYxPye=6)Q$_{EglkF1uO-~iC
z15@xdm}O@-FQ{Hjx<R$CuQ14M6@Ol}SF|yPnnQ_K;99LAB=pVvoOCD7TE^57E3`)c
ze8%$vH<v8A=rSSB**GuJDmU)sL=4-m@5ar><y!+7TQd)*0cQ<kxybf<>?XL9mToWE
z>wmz|bdKNdny#qsts2PC3wjjWkK$%25I=K8xy5O{hgPW$Mj~uWY~{(-n{#>FMNAA%
z##d|Cd=380kdDAsVpj;Lrj=NAZXBc9upeo|f0L=gSrSBTebsm7qEx)-eBzgaRR;r<
zzX_9r8i!2u6f2K@QMkI*R*c3HgCFC16f8g22I*gez0_aWLAFeiImi{XV{QQ_l)5n}
zkq-?8R!5F4J1dx{D%G1bkR^@uOb*U;+N*d`xi8G`@)Gh6f(!rt^}PnbrKG-%`pX!#
z=o7t$DMpD~7eXzI;ImTt(f7Y!4!_38Dww#tqaE5K6>xumI(3^F`R%3R(@!E@(FCPj
zv0JOCIuvb%eA+15>2SNQdvQSBzlv~~E2jJjvrLTy`FNP?&M~#B8ns-{PU#Gss(tJl
z?Qk}phTx$F-r@gFbvuyxwGGpwfPDs&)^M}6Vo1}B(!4H~pMG_6urX=w&C~LFY4>zb
z>ne1fL7kbL*l>{QayC!0<LgPM`{rQ}FgeWL&NlnU+|aJfe37`LD@%v<Wkprl7g~!U
ztMzdl!H^dAXUqC!FKgY$Si1_3vJ~TxtZ%yIKX=iewI4{dmtjq#Z8{%`v}hPID)RYS
z?CO2<lgt*KM)Oq$i)!KToqviEklfEwMz*A<f6_B<g=xx={NEVvRn$#g$j^df&-(F*
zFTdardEa0bp2=lz-_)sd9)u1=K<6OqHhzR12Z=ui3P>1+b7=k;ZymLMgbIOeyhJ4J
z(1YP=^(s~fvi?fv85oYJ<)J!__pxAdh3@(*daxTOx6RunBcC&9ePa<}bJH)X^^8b9
z%YfPG#ONwKrNmDqJ;E$dn0KuSA~O@|M(kmZ3{zFJt<z78;l#=r4Yd%(9L2o~#?nCQ
zYB#ID2qKer##b5oo4%UxZ>BuS<)0#s52a_mJ>4X{5JMl`AFVZJcq?L9fiYs%Z0r5A
zNc+XWgA%6oXXlZQAtdqxJ3)LR!{4^zF7?kj3p5MXK3H+7oo1UWOJYVY%WkrL&Oqu<
z-!T%b%Ocf@4Gt!L)BC>S3AbiVtrqHV#LG4M<+LQ!U}I-!H|j9qD$W;!0L>JVLLB>2
z=!o`(h)uUzv9Wx%Hx}8b)SE}=woQ@!iYpKfM#+NUffvJ8{T)Y=2r=t~8o`G5yf5qD
zVm=Dyb-Ue<I_9ZHH(6xpW6pLZe&sf^yiiQ1#sCB-AEmm6qDVUlKDF{bk=wqt%%Yr@
z@O^@tB~sngP$8xf1|45oOs~xe6H(flj+k@|8BT{%hShHxR9)!KlaQULR8<Moq-~px
zyOGo6)!=qy;bTlP)l#9B;m#IT7n|=h)icpECTuO6A;;>oVW!y^>cXBV>e@+Ah>V-E
z^_Af8<Q2A7P8;iNWOxT>lwB}@h9%FH6iT|?+Pn}&mytS})|dK*csasb%$tJ!h-t3K
z4MoWxkTH%%sCCWvKPtXa9-|@0klya)O>|IB9XOB0VR*OUlxBIa`;hgvN%2{zRf{i!
zp<OTp?K4aRS?c|b{-N3TQZur)`qNyXc-sBexx9N`5?MPPxpsSpHU+s>RD6B$bP@7d
zxxJrU;^LmZBg<-%f7Vf5<lL)4An76<Fcmw;Aaul&X_$1uMAW=N^382~v^H`hcP}Y*
zq0N+6%ZkZN-1@1UGHjjS%}vJ)Ok?O`J#(|regpUVawiKz+gR^=Uzhlz=SM=_ljg7k
zrbYQaxqRu}HpT|XRNLZjSDT5B`nsAd5Y+ymLo{|>QNXzm75@eUP(u1wzJiYYsp@p*
z?=(;7usa@@OK2yZ0M^nwW<U5Rr>G;Rl0WEIcO8&;BE0^yxE<J-n?wuph}ztK@=(rw
z%-+VB95txx9K>HmzXl`bcI96pX2??F84!}uZ^aUTJeMNtey-=zGuod(bPMFLSQ|L*
zqowz)P?IJRqZGa%kYRKl-260LHl<B@tRhl+xeK);ns=$(BoMYGSbG8(gIR8JrQO}%
z!*Iy5G)eW0aT&;FN&(T9TxZ%k3_o~f*JW%~7}mRJ<TN&R&yi1TK&OY_VR_+saf!g|
zSvkAU>LzJYOMCr|XZc3!H56}mc9&|Xr>osL0iFll0K2RV!{S~>cM`l&*tpPiWcRML
zZx>#OR}!K%n0LU-8rOQwWY>&6*gg``)8W7K;5~WN!{NK^d^V|G_&^J*7Y@kQB%%xW
z;XYv)LJ$bTQt?q^z4xTiXR4=V7+j_6Oeid|bX6Nmb?5s+wgqq75U)R;hCY42LD;+_
z9F&fs?R@M=A|8~WuG?$9Vkns#HQS7Qz>)El#$ji1Id-*r@?4kn!eujXWJ$0>s4oid
zK)2g;0^rbNETLi)c<@eS`Q1(S#Lc`S9y@CxK6c7WUMaHxKEVvj{O7y}!xPcZXjdrg
zvzA5sMYayQ;QKlT6WZ;rW=YHA!Xu}<`+Y!!r%e3BP%j)y`Z@ZA6ZrRZ>$Qq}`x_#Z
zWMm0;YW8yTiIDO)H;hA$-=uLS8eET5F}LpEiO2bdTp^ITG>+la=Q_q)L2aBxHHM*;
z3)K%vzMlXSav-Dzz`O3QI$DeE-Jwl8F5H5YKh(-*ah+iLeA>1Df`PG|rcvpfPV|3r
zEFhEE(^a@K*s0p?pZaDSp16EK1(L^(K(<B-(+_IqY1=t<2HTxqL7B&=vVD^zkgPg(
z$+i01WK8`RFeiE{_e)MharakD=HuyPKffB({c=zji7}xI?%ZGsw)kW7GZ)*EK5ZNK
zhA<kS<|k4d?wA~tEeHORb^R>^qtHVef!4n}aO?p)#zU0m!6uzCK?5ecJE$Gnys1+O
z)wLwBb3Ox*I5h-XET6H8aS3Rc3fZW`Ba>si?3PoW;)k1o7N9{T<hWJ63qnzcR0H`s
z;TQq%cG67_cTvYgh=D&jqd%O}e}n=1KW^?n<K_scPt6riKb9NSTx1Kf3=yD1D{}cW
z7t#quikgAPU@J{Pa=HHQ(iY55dP}Gk^t<_>-{o`tGwJXTHsznt($l8+)BXOXjK=?Z
zbQIeBV>~+uj$JQf{dOC45T}-`Q)cu7ev`B~WoD%)-|?->MyLTWEbi1U|5se)hh0y3
z{x(yt;|&xCbh#(M@+xYFE}!#HMor!^8HNeD3L0uQXsD{jmB#WLO<2V@sO3Jegm6CJ
z`1doophAGAp&&X*uXimcPpF)sA!S5`MNZ{|jYx_G2aJ1KT7$=YyT0R5vaFj_oP=`>
z72$&dGe0<mY|?G9P6AnlryWy#2CAh+*x{c0e*JT@XJUy;TpqjP!}`l&f#3P-pMN7C
z|GXOtic_q)zRuHx*S{l8e|WmR@l!NQ(7m7b%%@J+`YlYcI0YACz;YjU^G+Yug0$)a
zsKfS=e<<>gch`*5VM@TSfT0JL;&><ttux~+KPjs~qoV?D{-)j$ryXzJz?45Gcmp-?
z4xABN!+U=s?7DV*SwEo9t6p9J58yFs0IRd7gP2puBc%Rk_g3TBssS*Lu-dx0Tm74J
zKD8A62&Gt)>R<;<kHDx14B<MXD_tx6e^Zmwr<}cpd+4gwCBp`n(8n$5cV;rqmx^bb
zGZB_pO_ayAjWhEYi3m$>;2jECoqP6fX@52?uvP1LW>TQ)3ew#(YIqEZx>a4_z2v5>
zulxGr1!3_m!n%h~uXpqkcW#+&Rpj%zS6B~*3M>W!(-NjxgI0TV`ZfuUw0(UIy^pl$
z$-Kl~hI*G<Wm%^!?rAadJ+^*p-<J|_H>sYuM24j(Js^KEdX>yC`QeN179N)fy6fg0
zTUk{tQ{#t3i`8iI@o6Jg8c4gx%ZBP5>K@bvYjtDTCu9lM+tn5eEkO?`DF7~wX&dYJ
z`W%V!^Bj3h#I#7PL%b#+$ColNm&(@<iNJMkoXj{4JkIu)AC!Li{1@(gDrW3EWzBIr
zuyNo{59W12i36!R=gW2vHG?CrAk+d^Iv5s-qe2`UGzhNmsndb;sSdItYMf30CaM3-
z7}zI0+_XK$-5JLa*lwn*B!c+d+e9!t^;*RWcXi3I;O%=mR?2OuX6^Dwi^!2!2Y4+8
z`e142K))i(qkgp4x6rG@`QaK|lnc*EozsoY9*j!1?}42}WgH(_NlzMERqy<Wm#VFe
zLliErU@l{hOrBK6|2qf52GJ%5dsP#Ab}KF&7@jsAthaX3{wm11^L2R-%6hX0dtBry
zOoOtRM9mK!`3yFFoCo1$VUt55ebjhy%IO=_JWldG0g@1F6c%hvT&5|=B(+bW-Q(c6
zW^Vr+*CZ3yg5L&lVIi-yL4mvJp>fl{Grl$RzYe(4paiHlvXY`F0Av`0NO|XVz2g_P
z>-y7W-cm^QSCHi*2C|*qvIY-=7=j-Mc-3&80C)7pH{P#TFPsOLXm?@PC>qFY^)Elb
ze);?t?rgBEV%Q{qX0_L^pAZ(kKF7N8@p=tgRbSel1tGUTr9MKxnqHY0H#Gi~=E8o_
zyS&gq;NKa=Yn6yPsdEE4-TnJ_K5q5PvJa9#!wGlyg~1XHao!QAA1A<molX`=#s<g#
zUw_g3^~+zs+am=@uh*HcHX5B_ex6%nJ>W$x`w4J!?3C#L5u**u7)E=Ge;D%JeN~LU
zuAF>naJAhs_s@k`oa<xCtFy>=+Yj%a=NK(<X@W`?7+d7It8MD|t<de?L%Vm%bn_}J
zex#0ZT1dX9!nFVrgW4X3VW}yCyA2HO)6v=tv%2Myy(yQPj{8_#Dc5C~#0Elzvtg9_
zmii{X%y+6|ZW|n!9l6TSWIgqL+UnyoE_tZ^T<TI)!A2$a<CGe$gC3v!Cj;S?r*FK|
zCyV^>Rhpssv>{X0P?<h=hk_Ag*}h7jbiwlrW9^&PqwmIaS--an4u97XO#e7g!8~0F
z(=1~<`>`vydaz`l{pPnZRahnFRtCEASU`rgvLkeL4(;eT<#A=W#g5j07%#h-A(<yU
zk7mYIJN?;|8<}z4Z7LHzvYT_=7st9T7%k~RS@@mJVz&{@k~kEDhlkUuezlj=JDY~t
zMlQepMxB73zusZunv#!3D0N~Pk>WZ%4rsn2p|TI*V~SokS0?C2MsKSuSVF&7$i8Q#
zsEdt$f0mkA9L_}<JzQ<|GI(#%5C<Gv;o@huQ<AE+;zAcWR1)WgHB?wR9-CHF;JEHg
zfv5uv)grM8JNB`W-qFjK=#=1^hS9i-bvv|HpZTu8Krf=<7dqDY=9{=Ip>Dhd11|W?
zqv{kZ)7V(QTY^^mn0P9cj75UkHchZMlrpjCsp_z<d$q_M%{D|}?TP5b!|8!gL>-@y
z3%`WRRQYuw@R_&K<KQ}5QrDe!CZ0!OM6)5OkkHio^UIneXy<R;Qp^jk3CDS9@CzwV
zybUf6P9rJKLMNyMqNGMN2ufOV7X@_rFtG`ddIB}2i070qdzcGC8#6+&?TE|84bIRZ
zYrgp$uk>-FQ32ySS(a67Md-@Zg|f7SS7NwK5|Qw|m)vx7Gp*a0j9I=Ct|Y6J=_3!E
zo-ZQW#<Xsb)V3+^0j&@l=9RDYRN8W%zrP^~$0uNTOJVY{Z)fy2S9G05VR@(&>*|~y
z&atw@UDWWQ^w8N7Z2!mYd7uF{MD5^n91)-NrK0+FCx5PlxowIqF}wzDpVr_P@?<z8
zIRERc2&B#|c5c<3?;Wa6q^i(ifjoQWO~az*JP+@%A}kXCu3Q5z*XM4RwkXBhBSbVC
z)>f&fmoCVyE5g4brOwzvd%pj(2U`)Z_U8B2bpF=^@N1>`is5YdHBU7{ops`u4{!TO
z*I$N=F70XKOWyqITp2w{!@EVO1AmI-y4HwL+!D9+yxd9~+gO}6v9GJm`<RgPi*FM{
zBdES8AB?teHDnRX(U;iYx=Pq_@$x63x~Qe5(1bPzI(^^7G#h?in~5^7cp~<2v6s69
zwA+=RMhwwrla6ssrhLzn5N33#E76~BF|1IXp~$Lf;+(2vt`R%m9ye`dGowDa?B<d?
zrB^u0<n$;|!&8U*F5cJq41Hkd{U0TmNsQShTTiVgSC`PJ-0(4lCfS_PdQ*fqaNe%D
zh4K1?j-9dTw2?@UF1mcuNbHa{wtrr|DpYy6^djbX0s4NEATTr_4{d*2^<IKwke`3s
zw!o~{+Zj@p-M!R}upn5yJwhZ#<U#w<%}Rt`GL`LDFl6<4R%aiU<|5#sqlosO7$>kA
zdpNCHZSkSf_Q2Mv^*O<DTJ0UIeJ6VR-pk2>P_9iD%8xz<J)9+vG$Zz!{T^^F5t_7n
zi3nc~q#Cl6y40V$6BXNfqeAssd`DPe)vOK{_UfYPa+1~ODRmaBLksX>G6KcUbG>Wp
zxl9WL<!5|>t*f%MUy-eK^L4NSkH$DIjQe}p^Q~;TJng{;k_Vigv}rkGL*L!4HVXG+
zt_*(>g3Ct2ak#l8J7^%~@6c;|>QwTR>r@L=mSrK`f<vN1bVwVKt(t3%4CHnvK!1Cf
zZ^hj)j$Yv-?ZPu;7miozh(ujVvHU);+lYuwsch3JR6rtG&yH%QZF<idXGMABU|kNS
zFO;<I*~><$MDTeuiZe=+2#SEi)@jG$j{+g;o61O8^hX*<A6%Ns+R^020G7r;D`MDR
z*;aH$o!9i%3w*J>^*i0=u?LMvca_O;!UZuOv?6wFUA{srq&<amvm~BVx{~zmS{+Wx
zcj7~~uUlktjbmGbb+vX(t;`ft+KdESLJ-McaIv4L>XRx7bQt|J#}MNFxn?!%%;r`h
ztoiuayP15!EXOOmtUP7;yy&phVMH~R1aq2EaILd#W<7S$KXacIr1Gv|)TfwjNs$kZ
z3`!x>#V^X<UfX8acu(<}-BVbpw(4?NJ(j3wleJe9zS%ZMuM@+=pu-bcPjPGD&4P0Y
z_DV%3hB`~}s6v!8a%rVz^;M0NjNpiftW;^6egBwy5+N35K>7Ibg}z4yz7<ZY&ZZo%
z^ptT|xr87)3Vs=;@8!&U)^qcw2=G>C^=M$Xyb-TAt3y}a#V3t)G`jP4j@lG!E-c@<
z^5AoX#@fB>FxOJ0t|Ft$nwxAX>8+FHB+n)fqIOovo%q|l&0@@JAS}UQ%erhAdMYSj
zH9XAaoIQRYI)|g8uU1>S1egd3zyzi}WhcxQW!R?S@2v#UZ*mezWHXKfEcED}m|vxW
z;0cD8uIupaww+ts&B-lNy_nY{{x)=yae(#d+qsIyb&Znls*8w$eNBn}JuD@a3KNT9
z<`ZRtVh==Uua>x~3GR}%zJ*`mtGGKwZg+cT;g^X8W|Yy)euQN4TMB^N@mNXfcLLGa
zgs4(Q!a0PmT8^U3bqN-y><CqsP2P`UEzBWbm!2}X`WS0Yc91TBt51V8Of`G4e}C*o
ze+$(JyQ9ozLOryG%W^)SHh07D6Pj|hL?Ccj<Fg<8ZKt=M1WT6Cu0L{Wp6E^b0O3|L
zeO5uajrzl!b)s06nb)$oh<Gy>T)I8l-hl*UN2C68Pagj-V#3&@wA*{tR%N~G->sjK
zSVL&S8IQI>%mJWQ+7w1j5)TNMhp_2h-qE{7@9OsLTKJhOoPf8KP3bDSZ<M)y>~eLl
z^}Ff~9{8SC(wGse_C@!P!9E{I6YDl}lr}n^=Xx?B^c||s>+#v1r?%2BNsJV~rFVOd
zgZ-hG!1{9ABV%#2dV?{&7%X^~)#B*(0bkx@n|1A3eY)jK&-QV4r^D)mAR~jwZKcXh
z<CJ8Q7n(WUT=ZmOk6)J_Wp{8o2y53h3BVZ8NjLi}K7Rbvtv_g*sCUEd+sEj$K`a)b
z0*0XxlVI#P<ZiJ^n>&_}R>z{f_foHk*D~3J(OkxDo>jargu2dEq;fN?DRODZv1mV>
zw_mt4SS)YB<(h=WEX&?o3T;2jyt69F5u5>yvkv#=DKwPyCmdm{$QS5=dmC#$lSs!4
zJt=`I=iPSw&)p!s#<Qkm+y|?Tm_^EK6l#qrq~|)~65n=Wzb^xOlS64cWe^sUc$tm4
z>O*0;fxb)Q7G3z2twsT#CRbq1ooCvzLKZ(g*7qfx$uEjM^l-@K-g7-hQkExoy<GM%
z2-jAf9!G9AH&(gsB?c@e{8nD}F8ikO`Dt4s6SUjyPf41+Z+mSV+nfmc%uDe}%!zYn
z8;_pexIfRexTs(3O4b(>u)c1FB7rX-2Z<Rj9ty3N-K!lu8~m1qO;CodfIKT><n{-7
z4{OeEi4PhhvmPXk0c?pot!jvy)t@7WI_?yFPL!^u5zPMNA#<H}N`wto1U_SG;TGbi
zTGUu%fB(jS&jl0iW@x75EA~bLQ=@*LG<UHgTZ$35+07u$t?Eu=BDq$9i|wl!{C4qc
zZGh8LgzH@~@5QYpC%EhPVVj=J@cDH5>skCoYEn(8q4nHcOd&be;eDLWwU(9%i{OFw
zA-WK$l8t?h*ga_?C1;^+=1SE&pB*Z_J?5ju$-A%B5a4>KIoVm#4OKT<i}lnC7%bUZ
zPg<tFL~fsp);z0)<{*_a=isQagmw#?P%p+>_^mmDKG6<AqkfJdUF*W7)K%?vqHDsj
z*elqs4VnHO*oQXPz0KRjC8EmSlIVknk1?q@C`w~HeE;->%Twu*yl36`q_jVOD&Z!s
zz4)ws2KL26p!?1H!38jvF9@kWyd^^9B9-va)_8<}|H<NyxRr0<$JMPdcbqTRr*E{@
z0wqRgZNCMoc+AO^ga2d!!{aJxdoxbMT8i&>+q#Z;ZolJIQpd0J!n67nF;6f`{b?U~
zFH_f&cRoHEu5&NlZ|8~W#)yj~Pe_s@=r+s~o;>tZ7FH~Gtk~Yik!OwncpdMlQiiMy
zOrcAr{rd8spOUB58o%|iu&S)8q|lG2yt3Nz%^Ca{%P(t^8)Em$xS?G78;!nGXBqm1
zvQ>LvBk&YbodwsxqKrj-&zBF1#XREainHV8NlkSUD~LZU01ph1;&o1N7uGy~Q)1)v
z)>ol;_o6%)Al{c|8-vn~zRQ~0ncDKDeU_)W%)sp{wMOvRDSJl)S4ZT7@lY$mo=Oe3
zSxb53k&$vOt}{(^@dw=@1q6av-j*0Q^jae=%@cstR}H+%G8^T_{tJGN(!L#pcuNX{
z-h~%*&>l&<Rqas!G|}&}J-K%G?JaR-2+0MuP|jgDJKuQ;I)+g!vauH%c$nNSt_&cb
z)te?OJPcF+5(y(;C_WUl+*s6xr++w`dxK}T*h7awI70z2gR@a>?0H{c(hjqL&*u%^
z(gch=h?c{wJ_xa%cQ9Eo&Cm}Kv>E^8V%FMdA5tl{tuLg3Z=N!_%B=e-uvN2rm47w4
zDT<~G|87l9qpMvL%?C6}sU-TkX^*v*@~T3tSR+K2K)DvXUIf>aVH8A~$t5YMF&SNG
z+vz=uPN$sB=bRyL;@sKI60!yFovp-DC`4rFE0=h}{b2s-C3RF|VdlRg!0%PlbvrVL
zm#Bv1_M?|tNmsloOsh5simgUzAh(xq_N?cv+N|YF#7=bu8ML0m>7wq<T2)L=gCD+^
zi}ig)uS)vPvfr`}*RIRY^+&oA2xMn27V8%UN9%{=h-!Z_a~EWP^!SXT>^{)PcjrqP
z{%5cdUM3l}3=(tTlRB5Gd?d4t1A&h2LRJp>fN3yGQl;_KHTaTMzWl6Bp36_@VoKt5
zp*T_1pl9}13oqS>3=JL2UDxjgC!el!bg0$Zo=O$B*(_3&QAg{FENd;zu(-IjR6CFA
zH4g8g^TRBfd9(y?S$)<24Gq@zxY{^}?Z>()KP)dAow?Oa(okwzoH)p8)kg!-BD>l+
zw70ZHa*d;`e0VP)0)RV#qc@I|O+jv%as%7IbT4VoLV6+b=7D?s@mPY(VSgG8<Yfxd
zOnzfYxlAew@$mc!plcd@(Kc(zDtv?Dxi%ue-(RS09|%w%9GJtM*$kB?URZcbEdBiu
zUKzRb-5@UO{*mBUGrZW#Yt*A2*;jjNJgGlE=&xeyd1rR6C91^G?@km)4?*mL<y+$D
zp+_MJqkW@AsRD*ZQHTId0DdzVr>P2$KPg>zQF|3X2~L*7JEy1|&duu@Pd*2dtp6yd
z<2?Wi@f&kRE_;=CZhWZtJVf7?i04$Za8<z?)Fy2yhR(uPo**99b6>~$=Z_r(YLYpp
zVOJU{Xz^c8bdXu<ggB=yM2p05QqDCHl0udst7z?68c0+Y+CskHX0p7uFit%CwcTtR
z@7aVWPp`P{&gIIc>kf?@8P~!|b#&Z3yRNd6@pt)-xJ^8{1nQV}-K~$^Q;|F*%GN27
zic$TX#Eiq)EY4De;fv8ChartAWT_Y3p1v=*oe6EGF_mXS)7k_A`5vb5ticuw4{O@C
z!W0UcW=35%AH5-+=M|F44HB;AVHQ>;B*nJ;?4&^p>ROW7=7B&iJVQ?xzGw<ZkcwEQ
z(c#LRxws_I!_sg5W@4Odp=1@6zThNMq80&4rOmhu8h8o!TT+sIT%_^-J#0@|r_e#Z
zs*Ruov8rg+uGCx+{+kEF>Z<~9!s;#eu)@d8n2LED*J+8V+%6fK)tzh-gP_l=D-)rJ
zMzW_%UW_jo@G6nJIp5uBCxhJF%8?FaV%Ka%f?o8G%C#2G*f7-A&Xr`oC5ETLH<wI?
zE?VG>9h@8QAQU~gKX3k{*MhSfO1`VRwyVkxWK!Z2!}YB=-pogJok#u0KkEXJlfnN5
DxWw|h

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-77-NVIDIA vs Percentile Data.jpg b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-77-NVIDIA vs Percentile Data.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..05cd0a1494f1dbd6981d74b1e95d9058efcaced6
GIT binary patch
literal 21654
zcmeIa1zc2HyFb2RgrSjckWi48?hq*f5tS|#ka9q}9YR3q5Kxrv9EqVzK}wMh>FyeG
zsF~k*-uK*B&-umu-_L!|eLw$u2iELav-j-1*R$4o;`@BpMvtLqfy=j5)Kvg1EC9g5
z`~m0*KncLZ#RcQy;DNzle0)3tB1&Q+LP8=satcyPCVCcTCVEE3D;)fsSJ-&j85z06
zuk#At5D^h!;gpn>5R%~+77_Y!5-fatd?G?3T4G{aAy!6Kq5sb>bPGU+hqZ+L4ur)9
zV3T2i$gt3D01M_maj<@S0e^pCVS_H=;DYh+2?#L<z%K*XSRfGgB@hnIrAwHj{V@B1
zOJq3YtTz;KDRdrz*_<ea0%9}p*l(77q`KF?%OU*OIS`+KnueB+{^~VOuIt<)qGI9_
zl2S^ylvPyK)NkK^psS~EU}$7vY4ya~#@5co)y>_*)5|;PMQ}*y%U5A>@vjpSlis{d
z&dkcr$<50zC@in2gjZG9)Yg4!ZTsBb(b?5KFgP?kGCKBsd~SYWacOyFb!{E7w|{VW
zbc{SX{n0Kg0Q9$JVc!4Nus^hm4AU;`OP4^Gz(3lBh3$bUAhJt1tT%AU6?MRmoG93Y
z0`Mqr#%7d##Ag@2w@dZdxu1ZVLuBqM;z!edYuUfAVS)dlmi=49{?V>+fCz+z={yh_
zAP*d$a%K7x{GSR>chl8#jmG{`$8*`a3pv|EE<T)|&*L?^l{ZyL@T8;J2X{!|6?wi2
z!~DKC3hij*h=((VDp$zhfvix;Xjfm~7B>knXvAN-o2RET?NxFO;!a8iGV7D`Dy(2-
z(>Xj=@UgTYVDaH_(a9`c0f%Y@;rpPh0hvY<^psDouUSgN`|79cml0nxoc1jMir8;{
zJUnK|y!mKSB@YjuU6kj+nFr5NUbC(q!-u?WkA-M&;LwPt8=e-PTopUV#M9<DyJqz5
zh($=n{zE3Y!3(<Y@io8{SjQ~6IyO?m?CUM36FK`hPo0QlpiJ3|7THmx{Yb3YcDAUX
zL4YXO2n}p;b8wRozC^r#E^%BM-^MI6#22q_PK31EG4;EH<wRLH{eb(0rGqmbaa0E-
z)})S!M}Um0@1u)6d$(MTT)Sk;OrCmuzd7}9cu$EgM$U`M(y_z1{`wO8QkUa^G1+KQ
z=1Dn2qs-LR!PQy$aq0<=>5eb;juPo4h12sq^){tf{1CST`pY5$g@`pwR0A^ypOk&i
zTd&5}uT-w7B7u5blXN4JkUUs8DDJt#C!o;`uO7&4)UtAj6RSy9B{)By2xrP>u>%eY
zd3f52*XAPCI_ja{XBfO!sJd2LTl>vy=N}Bs);~@)Ny1f*QkR&uoZVMo4pMe<KXo;`
zK6)53G;MpO;*Ie~?C#E@fG^Lymn*V|9V>fD?TuXZ?};Q<heIxHJFiFi`6=|u9bm0i
z>f@KJe(=<5pV1q9Qe*t)iQ)~fw=dT3;61#<Q_sW&WX4}{V~cDZx{KYfOo=roPgCN1
z-KE5CP`Pw+t?6pu$6I{`*O|u21z)^(koedl3oJy5%CR6%H9+(BP%>l`pQ`%6wO0>^
zyPd9Gv^suCnF7O}t9|xB@$KFTUtp5c@KYI}kkpDbJyG~VBYC2Z(tSSI>U}jT?o_ub
z-iql(+6G@D)flQiL=Z|3?AFSC$vZdL4ep5!*AAcd8W(09^lI-n20dea$w>YTT7Tj#
z5OHqh2A$)(BLL#9OD&-47<+Oi^3-T3X5!r?XO#ggrcTizTRD>5>0sAUBfVD^w$Buq
zpWgK!lMPtM(c6UuhlV=1y{n4DeRsb>oTO^^L?<0Y0CcS|#!tp8Ff-+tYGs_O>{>O#
zUWgj2R#qp<v&~}heUW&$&+;{X6%6-~znpMxfsk*V#*GbIbLzOr^2O>%#@!S^Nk=1D
z;NCCl^wQ+=aC1Zx8j?oV^%z1T=-9#edh5dRYOawY>#cfXVrXETO`glt%i`<zi>WE6
zEd^#T#Ii{EoMwM}hK|ESU0qrL)TeLET%D<LH7~fdboA`zUW){L{JUpZ%pIqwo*DR4
zJ0rccV#9Y@ce)9`JXWI3i;#+wVx*5gqtTGcmP$MFtDcyP?uuIJW`4{m&*hNr?0K9{
z`u-472M&Oz&}br~^QLT^Dzc4yovzo$hFe?9Y;|=#>M%E2a}%JqLs9IG1~sr)x!C5|
z(HL1ePtMFdtIAhw`MBWG?Hx2`kt+M>oMO&P^nRgSK%OYVZ`s13J{;<kXZ{>6S1@Nz
zx{<`=Qn*@0Q&ITTke_dOj9<N7Z7mKe1uQ+MUTb0)gt)P6MqlnIUH1^;9gm!i5te3}
zaK@5g@nMYbT5iOx5J@Aksl$K0Mz5Rl>K(QcgrK9DuKk&0yY`BaE1;uH`Ii?xvFZyr
z!)LiSAG8UIct-}9aw_^ljt)waxj>=2(+P#$5K%+6sw%;?BFNM1L?K3OIz*q3TLD~J
zp4>C=vuk~i+`zb)o6r>RSq)fHxn1#e)Jhq6<kx&ZO?TM!%&|PW;!~s}JNAq)sCD-2
zxq;|AAFFv{-*F>z17pL9Rw*ssFJgOVK3pAi$E7vg1sq&BQR<))KES#6QHjm?@ZofV
zJ<b+<AD^Bx>5I)I5k>qEeSj~ghuhqR3Qt#->FrZ!WuoTm$bfFx;5kOU`%9eFvyj=Z
zK^_$t85<dK6kTmA5ZmXU?v}Qmt|#D1Co${BbCB^Ud6lV--HHp!mzX^ry_u+2R^z#q
zp~^&O0fc=Tlwb56g>D2l?}-lF#Zsoc3zjWK7Px9GR*8i``a>r<CMF|XkBXa-2I^=)
zVFV2{&s;=WBacx^F=$}44h^honUwhEiVJ_f*LLS};;SR`MdxqXuah;mo97;JUVw~I
zXaIU70{!$!`xLkO0#n<x56-NGR^3SJMGEY3j`!A1{k+o#4FtbPJ0NyEyFdeDqlC&V
z6STc6=QJl^c$y35azE|tM+1cT@~iYS$7g7utdu%T{_iIxwU=9Q`(<YqikckSC)&Jo
zj0P-B_$Z-IE#%X7%@>(R{CW-gL_d~Jd=ab`JaMeXIkt{CB^WJLnnMHUK@MnO;{)nu
z-RWsDj^S`?yNk!u^&p4qA2P#uiqkX0FxvLNwt(LK+<p4uxzNs&QcSlHLKp3`e>1tH
zQiz@NP*yYm!w94=xz=dC!3Pbnc0xC%pa<7V^_pme(11_Dy3+&X8y#h;PYORxN~~2D
zQZ%s0;DH8AL-(jgM_G5#07|hMdN>AUHTCoRrjJ@9)gIc)+r5GjNCQSH|09t9Qh}7}
zx20aKgZtDo2@Pl01d{O%(hz(I^qf5u9o8qFUll1>Y4(KUL)_F#hScfB`h~3h6<Ne&
z^Fi)R&WOs1f}DPbf$gb42CG&_&J4X()q<_N6P_WbvU(#OdIQhf9gguh)Z6?&&|R5z
z(sku?OHb3S8akA4fD~s(S~Onaf-G#mcZ%^WUYj+Q|D4QGR3uk8(Aobo_u29lRsMSK
z=MS((Hl!-0_>+(0dF1dOM9S@#t>RcI&l{ilY#4|}G8I3rcVZMOo>yQz(Cg3~cBGw}
zm|PPZy{lQFWR>4GiYr|IWIz$T7ORDTY?Wp(M_XGvQSN_%Qe?KxMfJb0W~xmmJWge6
zfav+js}1xVB(`{M58@5uFLH4f<b-}sj7*=h^SImvGLj7QabHSQaH{lPjP23s<1g8i
zQJ!b8ugwb4uchFM4cxvd!7gi`+K9WOj9|`kAWAGL;0WuMu)4obwk}DDH3$n6*s`kf
zGgkJI)=0vO$8X)_%$<wk$uAXeH;PQnN;e+=KKWVZ*rknCZH(OOo0DnGngZkWTQtDF
zT#p7!_|QOXX<V(nfINz#(Xnf9e^D{z<UlT=FK<HT<1($7$2f@%_Gd~R1!lK}nG+Hv
zG+?%Y1~NpQ;lrMP(7OCqsN?%X^92Y&%=~-d|I_>f^~tfIfljd<R6Xe;5A2WX?Cd@4
zVt_fVU_yIVQJGTT>k&rp|Iqz^Susp*4|-HG@n(BAqDioP6K8PM{!SQBK%Ml6INngz
z3VT9)`lX6k^^iw?aV4LC*6T0Uj~t0!Sa@Fnvl#Vd`U|^mG4pT<usbnkZhIsvlliBK
z;fn2#5uLstEUuIlxbvpx$MJcQtNtv#a2p*3O2-3;_<bw;2`)~nIm143aIW1~y{cVf
zLYs`pD<GT52RI$M+(uj=sX@horw-5i?emP4#g7LB@lL&;Q)OZN=$^H-Jvsa4!%s6O
z^lLo7Xx+aV&6Gd%jhmS)8i-kxKiqCUrO@XwCwvQS#7ve#Urnyeu(>OkH{kbjKpKh$
z_J}cKqqOyeU}GZ&2}J`}CYnz-<zq^lnpSwwfNN;py89sVGDbsB8~mi9|8n=~@7Mls
zE)OBwtiWrD`VW-pcssEDS(Nq5nu2u7!?wR4D|3f1XR%Ajg{1PAj9U=&lD&3QSnya<
zAn#ZEN~LiFAW@esyjoZNgrK5LeHK_q29m?V>|gS=2x~Du+$H=#cfPKm1Sno&et`+!
zbX46OMIssRw{17-nvioF0m}!yCoG~fr*n?yk**2949VXNFX-E^w!IF<jL`wkET_lj
z7x+a9u;8!F)9c>vb>*&6>L@>p!Mp*#7jJMY8aTn7!uSr4&V$_!JALIb!xu7h;m*>j
zZ*K0AfClQ61`nle&+#zBc8B-(vHMqTdEyX$ulHwckF_oMGxAzE_DeDsx7n8<jR;eS
z#fDyTL%Fh3j@hjcQ7a#>p*M@*Ce<r_VENgMEOq)0JAMdkx{KN~>aLogFk965G0RB)
zx{-U-GBHnUVmn0ddP4HHOd2OR(PP^iVI(CG3OD3qYiLO3a-h&WyIQPPoGYjwxVT^A
zft@o@38l0-_0`iWx5?z#zNhuoPkq}4<kIH!MLYyfn-Q6vur;MiX&I;b$Rsye1R}O@
z=gcvrl-Kgft*~v~g`TbV%tH1V<m*XBRWMtsfer#?mhVes*4;5tik&CXN(XEO+F71K
z`aTAt_K~trXA`U}p2C{$HDdLGcGC$?9p2f(kl`jZ!>ly&*6)o!#X0AvyE7j~%YHp|
z3_aZ99=D~Ybxg!F=6JK<(jA0k`BrCm0D0VMP~X(IQt{m@B$?sEm_CT%b%~HXo>wYM
zQ$<7FjE|2%8s8^=?5-FUaC*mnIuRNmU-gEDR=$I1X!sjX8EG?f+;pCOe|fsLbkVi+
zjwz}6a3s8{!p-7{mcx)`bA4i&r%%k2CD`pX))zw)MaPB4r#&K0K}59EE!IIBrj#Bd
zaW!h&=^nCFmY0%04MH)&hWy`xjfelEIRD3x{5LlwPN-|6a5B-Olw1xQNV=hQsw%h2
zLW`!yaXQJTu(lwbktEG}pA-(!P4H7&qAW|)y7m=6yJUN#sgR;akYZy)Fa2*8DsXo`
z1`COYQ&0k6ZMC?^$AJFYn^7~JWIeYiu7LJqhrn`ZwP>TzUXNS7#tn!ESFk1A{Tin%
z$Qm}Mz@$ahV`6XAxDE5L$e1t^`aY{AIw5$k&Dt(FS9Ko29N_2UWoJ=e{`w<dU6sqV
zXM%nt&=kOpQlIl$J<L{Re8sT5!kBK+U~HnE=0&yE_gNIx$X)QSacHTdCdTF6H^ulj
z)EIj-s;+?ZU*p~4vV=7lXCtN6QT@ZqmapEc(yP>`s>*-L8VxeZ3uxk7OTFGmuRE`0
zRoKNled}I}j+L_eI9At5VDuZOPKhEY#knN-WwA(tsoliwVLsSBQ`v323692iFib)Q
zG??@3IS3(EpN@Q|HX!;%OK5%KenV3jVGRw1D%abFZ_S^~tE9-*!hi!u;&aWubDjC?
zmD0413k@OH5}Nt}W$tXED3?k15=Sb}YV}?B_=~KfuU!lhQ6iBZGNsU9RhQ4t+;0hN
z2^YjEfNs%oZZO%L-|6E&*UGaw?Fij2ep27Rqul1y!+mm}F*?cJ>3#6J>ir(T7U?qY
z9z3t{ebXWg)qYBg=?Sam>b-1NCPNi9`Bd8`CS=~+4!K-r)rJq`BE`YML2Hsh?8^Ex
zeEA%&lO}{%24doqHf+pr%rvKA3=V(SV;OC+SWhA;*>Y4egO^|)-6X}Upaa3@H~`t*
z#Z8EA?<JUC7aQpzDX=FVN;RQL605%w`>LhYGVQCMlj+6bVb!}wPJUk8tq?~Bb>7JS
z2So8^3<!6==M45ts`ncQ9c5UU^C)A+4P)XdR~&n)!Anzp$LEb{I-{=j#A18v+sgv{
zBa^){UO2<pD+wEeEGd9fvST}p&`v6)BrTy}yu*Vt$<f0FQch<qLHjg*bO>|Vs_GI0
zq>oDNu-o+)dWl_)6SW6`2gfeB0LBil9F^nm%AV4;hGZb6x@WZ^cvpIyDy}>vp>$*N
z?`0?w@0b?rck5-CvN_%QT6M}F#$xp$cxEf<;blSyEneOzY@r2QfwXROm*ef@J4}(d
z&1cPfSu?|U>2V%AXN@S#%ygGVud)&8<e1m8>A-90_MY;}b&n?|%%Rb@59$9c2>8!(
zq<CH+-r2ZlyD{~?g%o_oezP=r_jdLHIO}nJT|xd@Rb5V&vFR-)h9+FqzN2&!{=v5U
zYer^`GUCqbdU}rZ-+Lt|4c`S4LN8y6-n0AmN-Wl?U}Acme$zXuc!pQK9-mA$7OFXF
zabzPC0FGyQEp_c<^<HjCLZ+Z4JlMb)F9Mqjlz`AZpihisT8bAztks2yw&+SS$Q_&2
zbmpHc6&Y-7Wv`u@cAIJ*mv!Ir-BkXj;q6wMr#+bU!Pvj}+bD&|fG{AW%>-rws6@ov
ztG@Q&RNfHwn}11}R>}p69~5QKB5d>Cs>+j^pj)B2+>l4Gu4=JmP<>e|f0Z6p1fggk
zpD9KVJ*;D0@;_KP5M3P{pO^yp`Q~2>Tu}=sI~gi0ETnpX0|KyG(n;9cPN&mgYt-ZJ
zZ=I{f^<6ruL>BYG93Qr#y|=-)19_wkIBZ#~Lc|>#I{hgQ+49m!jJlpUGHpE9%ulNg
zl8$%xl$)=kj9OJAN+K)wz-Gfg_t0bhL!AFxno(w>qj`@p6xBG225#Cd*%$r+lS7((
zx!BGt_<VmJ6Nu~M{~U#b(|_^AO+tV5(~l+1&$4CZ?^mU@1cq^y?tS`urj1CR5~-?!
zh)S+9>VYM{oLF#s3}f&vB1!A6jlSf2t^fSGr>JC*>3VFJK)g&`#moM;RkMt~6KY+D
z-=s#Z3O2@{MD&+txPPF-;vy*fCUwAksDz@3CdNRBI`TUc7!(#DN2+R|fftE8ZQ(?b
z1(QY$s&cjjT^+QWo{XcSb2A}goO6A<GcS2ZyW`e1;DM6i43EFM=f_8s7krc@l`YD_
z{C1%gdO)dtc7z7zRL?n?8PGs_CUmA64G;i1bJ`&&#$CU~>bj>C>OS0?;^IPY83od1
z!HRkvfg%E1DHadnzUQPFyioKkm*iUWzY#Twb?5(n&gIP}d{6!_Iw6}zQ<@)|kR>a%
z*01ik9Q$10%N<tx>>eu&i9#&y*MwNO6ipBsmtVai@{p^ADT>UiNPhRdrz0xx6&iRx
zbI$eaWfT~T&9NKEE)}pDn}w(lHLqz6>1Uc4E4w)Il9%3lz%{lJC}>aftMpiYIUn{+
zsElkL()d=8+927$0QqN7t;PNgi>~8qaC>RZQP(NUZjrN`_n#w?_insj$UhRz`pts=
zu%iFW@@LGdQ5dD#<AJI%#$Z{dSAPp0y+)&<i;|=lJ}}ga;qFo0KR{NywMl1F+V{iq
z+At%tlpOn~L@=qsFE~f-A5f5O=jLNI@8@|C`2b8KO_zfI-dbiWgfU94viFz+WpCzT
z_Uh-_pTxl&y_<FMq~stR4Oqi&!$grfs0zJPWi(JRn)8={UH_`C5csXH9vX-)5x(e>
zPaaJf&HSa>_p=82@fn=;W7HcK`LUsa?;8U}J<lnj#luap(9OfO2mb^RO4*G<+g3zv
ziLU>(1d3cmSb?r&9&**~QQo^TnNQi<`}$brxYLbZYg_u9Lz@tXd*kzaczN**>|Vf=
zu9lY5(f2tY`ctL(>{~w>dp@1AikmFjF`YeWeA%&LjN;OebVUQCQ{(NyMyF${{4?*q
ze7s`09|mkJB}%Y*S-Gk8Q9rTp2e!3z!p-|v64*lTSH`JI>rz{Bq$voi&l7r;p3CMN
zPq2FB1jJG@TE?36z&nn3Y!~kDHo}W}y9lPTR5qg{u*c{ak9z<&kGiIm-13sGP3p}V
zSG8FRr0&aY*5pYOWf4bwh8JNi1<bXj`Zp`8h8i#+^t&<kRD<nH_{;f_e6V6_LhrP&
z;c6<|Afzj5*o`t$S9?-lUXXe6c_r2=b=`E5&ojuD8=-A3OG_NK_TUI?lx~4Z=!<3_
zWP20xIM7FZUa-NADpaCf)o8Qh_8;IQOth{FjyfzqI|(6z+?<L|FAb3%vy5Roc`GYS
zfprqAK>fod+5Z(nDlPiekj=RW9M`4hQE9)zOivSzpS2Nlz%R)n=Rc&9CYPYwF$WiS
z#-Z34B2N96-`O}aU*@aN{cO{=)z3#7wi_vauKkI!Bg-<UdfH>WMuX}#OE9zld9MHG
z^G)80Jhm}o`<gLSx`@dSeB87>xC^G>42D-XQ0E!Bmy4C)r)1!21&4Ot@#28ez#%h8
zcj*#w&9XoXB0Y-F+)EzRcz7K;qa#(T=|rrK`BUqs4cE4pdBk5))96ktHA#;797!H`
z*cDDQ3=8B`X&D>Rh$ZgvW^z=My`}SZkSt9N16CZ)W&N0oobqi>-&FXd%OI!8*vc4j
znL`p;@Qos|ceH9#)feksc#khVO4eL?cJL7twrZ13V&G|UuRd->*4*&SG^OGd^;Lh?
zn5cJAUZuHVT>p|8M9|kJ9%#qNThwA&kNvleez~7&tAEV7g8EVaP)54T%>?ozb~9?t
zN8Sg8|LNZK|ISPQ7er<E1;S<!hq=&N&V8f(x&!T>Yk!i-0W_FpL)0<b{7lwc*9-P3
z`Y^eAK;R;^k^4{c?e|IgpShL%)v0jtwmy$e-nn>IjZ&$*{oBp{j}H1bx2Zx#sZb7+
z$Xq9D=kR<0xj)F^FTC~5{!ab|MY!L!`TLf~g*4063iwVlL8D>7(!pC96*v301MA&~
zbaVTC#6|EJ#*8DD6x*Ks^~5IO@(*z~%-vg-R?5*t8TvA5B~Hqf?L*5@;+(G@%bw4B
z7;n$wv`jNH-*}G(PK(NihNGiJsK?bV_r^zozbMe0s}^--**>;mGjy<ueH6fu;l7qO
zQl2v;x<#=4`OrArxL%_m5xkc<_V~%FYCb0V^SG$ZVn~t0&+!wus~5*s^W^&|sF^q!
zR%B1z#FL~sc#y&Swc1u@^Rd<C%oRxvw`G5Uu6%o=rV2mX>|RG($H%uEdCPWe86#rA
z54oujke=$$Lps=%h;=dHi?^}D<*J+ns@2E`dZ!7^!3~PV*YY_+2)lyYDDb`~>`9t|
zbqvdGtLxH2;f=Q$43$jH_`Y5)pPRaT*iqBFq(Fac6#cT2vZ`sApN}8H5o?huk;(mN
zYLXdwT-sEl<zfOyXazUL=W+~~YKuJ4y&-f$K%)LwMWS@mHJ#*-0GA2;wYEUiVPkw3
zHEYl|j^ylVkST$2cN86r^O<~b;6v1HV!$91qkRARgw4OQYG92Tq0LKn)l|QMtI|8&
z(sIFV$CXYn;x71|H<Pcehc!{fz3Ykm#Y1qPZt_0}rGJ+GA9L;hMKL(35V8afuozjN
z#X&`3(y&{<RR83lkgEP1o#-e3;&JEy(dzv(>i>Ow0Uq|Y=T`@1__DR~*Y6jq(kB`m
z=X>F8`p3p^86EDUfp$O819Qq5`%xp2@zR)6^LR%N2eq>J`UIxBH0^gocfqxvi`E8h
zo5yd=jKdR!94>WRfG#%YGlJT@nZB;!G*#qj2*2lWnqn7bQNUVmFdAneU2i68u(p_;
z;(Smw%yGl7=ysZu=QqSL1!n~A@dESfUJSPK(9^o@IZL=H(nT)Z=^3KKwm^1JZfzIW
z(3@X<Z9<j{G~sZrlsRTvlCunZ<mf!sCTx-^*?R}S$E3Ets-nvNUD3<*09+$O6YhX*
zZL0Y+%5%x|)x^_=k!f(#&^8>;Y*|akbc)YXaxv8@Xx}1l&SbjL{Wz5#X_3{OQfjD0
z(ZyF%pCEoG8z&+@0<xsODP#j$O_A3dbhAk|6+?~eiAp@FerpMwlH(UR>_A-4+-n+Z
zL&kB=2DGjyv)uE9aUz|(vTd8BoBDHi?LDncQpeQD93slJF3UE*U_SR|wy#F?hPtM>
zD4(emWcL<gg7W2g1~tovRuAR2v0AP3M6hZtiq`5<>L(5CsH^XCPRHRV3_s6i=FUfG
zhrR;r#|=5FC)m*dJ%R;P$nvs@J6yYe1ruhx%aUr%{7NeW3kU@wywSjniAS+1TdT${
zEVObWn&$jQ!<kgmmlWM?I+GhNfsbihK%n>5lvoFcl$};lp6rR&h#B%NAN64v;Bx-~
zpQpIQ(Y&m$#7Ltc=C)46-Ie8-fI)w!wPav8vwX8bDc5|h+`QF|E`(}IO!y75tFztD
z=K(cJpwD63qB=-NHBpZsjI5S3eNBPERZlN(UW;8d;c-)=TF#@GH@r^k3ScS+;@jQJ
zty_JQZ6oy>UiD3P!6v77aSD0pzkK$-mgUI@al@N_GWQ^`zUf5-{rCTkIr{&-LWJ=n
zQ|4Hx%sUF~j7X}5CweU(rm4je7Db;v0jtPso-KqO(sO}&TuDRedm__b3czG;ug&w>
z-WA;{X4L~4v4ckYQc0v9?(05AI?eak8xJ_hJev3MIb-5}BqL}%v1x1S6u1KFvxY%U
zMhh{_EbCIF_&n8Cdk(~6!9czo_65Y$Q}~uug_bLu<jq3$N)O-4Cn#sD98*Q#;ggEt
zO0X@TqvcCMcb6ohrWY4ZgUJVVnA<tf4jn&5hU~XZvyEmpjMDd%@QzP2#ZCm0FjU=9
z-<mw!vNI?2oI#P9%8ksl`-r|XOjUO<0{SNlIPE^LvxB172AK{iu~wKFkv^r$^Wn`D
z$fP!WkD@M{k;E-qJmmmw1W^RJG?7L8`w_jY-N6p2!{k-(naIa=eGPqkWOkSK{J#Tf
zsM@Vjs*TroFX`>7+C!)sG^!+G*hm#{aWwt|^lW{W`5tbh$>avL*{!0Bw5tvMU)8wZ
z$94Kad%ZV#(h#Jf4EOg-i?>&*8^pFq$U?dv1nqs0yI2LWP2VrF9j|&Ll3hN+QDKtO
z^6GUd<u-OMeMs5d!3X-3;DE9xQ8Rw^<cK&y{LYVS<CP*9g0HHhqq75yKd-*-g)+z4
zQ8^bQPKTnVHi0_t(N_KjO;Vq+L>w0f0q$I186zA}ntN^Nt28gUcy};7gLz@-3L|Nb
zi&W^gNE-RL(w-62w!L28AB+9j(JD`Q({BH}dr5ac43)Z`y&B@3zKdhoaZ_<;N4t8r
zDUBpl?lsD?f0BG(o!x4xSNhfAEQZ~fvhapAsP&mTkxiVj$t_5C1f^sLh8Pi)<8l{y
z>+Mz~s>I9B(eC41pb5?;SH9@Rur(V{V)+}Tg+|94ohKorHNo}ts}}X-5;{a1satf|
zAAY9$y#9f*VXgeiDl^sp1$_OqY`)_rdxtxX0u!LssQnzJ$%206GcW!^4}{frqk$>b
zwbPVJ)Flih$RqK0UXWMPXGi4ep!{U~Nr~5#H|Ni_e<Kh5ez3RvPr+lu=ug<pFTgCL
zb=!by@chS)(|gcWJ~QRU<_4(LVehM%J)X~Kz#Ky}PltO^0sKcO#QEy<%(Q&URZ5_K
z;;dso%LnR-a(#Uld&hBy<y+*|#lp#ejsoFtClIebj$Tn$2Ha*y4AN*+<FvQUo8dl8
zo-?h{Ck$Db+_S)W(f42Z$?5NjQeW%8_BBMfm*s9qS%(}<oSAa--JCY$Y_7el0?1#P
zYT=|kEk8&n)zc%&cpXT3CF%galt$D%C#FqU*yWeKP7ghL3dyaNHoGoHT&70pH@vF8
za{9>L`?yUTq@B4=Kl8F!U>ddcC`mPHN|C^O^C6bRTG~CSK5&hWiFunjoyJ_`HEAt=
z`AYlav#fG|q6H8iJLz`*O4?F#=WcHO0x5+rQ_zFKZN6&=qGe^n(g$n+ht)Sq3szM|
zixGcW{xHOaa2vDW?o8Vjd#lvUOFq%DL$0?uYUu{kW5FCOuSq0!hO7fjSHdgN0F`;G
zT@%g7)<G@Vn{R^?#r5sDK&M292-bj(8T%XyEwZcO{yg<CywlB;u=Qx5ak6i`gZ>L!
z0qcWc@RblW(B$`73AYv@t+T6%k_$2^5A3Jbcrnn_oukRs##lzTiofyRgA!}|wVr&i
z+b}{PxN^$MVh=Tn-PuXvUai6sfLrye_%Q*{&tB|*AMbM>#R=_%(Omd(q5_8(bvK$R
zniuuMQBCn^K+$fG`%ehX#&bq!=M>9@6LiU}%S?QC0j08vS(t!HYH%O@4I=p+m*V-_
z#A`k=kppiknLTlfygC>2ZZ-a^kKr?gS?8<_PIfsYOe<G|UW?*0TZrnt;=CGJ8_+Tu
z2#sB@(;3Dr5FlEkk8FHl#)38C`Z!5ELxo;+<=Iqx$J2vOD$YPSk1YQwpM9Gd8RALV
zyuM$Lmu!aTyyU_|4hs-tY{ygmezC+D1H+Hj_T--(v3Z?T8mSaoK)VI`piZ~uOP-sa
z^~MOksGKZ~qnBoQ)Jq&*tkoY+F5|RtHc6!wlsYOWwWH{f#BAfn-;#t)yu@N!pP~WV
z>YLk^PiVhsTZ~<{U*+ZkwaL*=+jz^B*gKNGkkPs*^Vu`8JB=)T{#dB3OrASV+GS9(
zv<XVPo;=g)NM@JleHE3GZ~O|fHJd=&xdnG(i@^4BkU-HN5MY9D8H(AZpxNpp?zWL*
z@0=I8v)wtyJqdUx0W1Cr=R83b2(hvpUx6B=pZE)S?x^qEr!hHYg5~w%J@sQZR`Ddh
z*{@1*fl_z*U&)8ckY?M88=NUO){y%<gHjEw$KrT0e&YE4-a$Wa|C<1Z63u_m?A|+V
zJ1120m?bIMn0&HPL)f2uZmF42mOXJ*3|Zd%M88}=@>~K#AgYr;#r&qbG47Ych0c}p
zzhtk{c<geEe8}f!WMo!YVKLfILmEl-o}Z3kVgXEG^;zFz!SRFwE^thPNx)OhRbpXM
z*q{1GperLCD5N8bJNgfYlPLr4XkfR}E$!s645Rrlsp&Ax5~8RIG$2<cf7}X1=(g!7
zFg2g^F<GPho<esp>Ty0FlNQe^MgzSi(HFZj=ekaqyqV(<C&dsAq#3iE%{3zn<>zcR
z<o7o$(15QvMkAYGZ2IarXPd14y^+n$-0Dh$mDlW)dY$0GWtavGyqk6&nQVUH%jfg?
zPsa8)qZ`(}PN&ALq6jW=MsW{qL*T?xpQM)tx3(Kv`6jp|#wG4*gXG}g;Kim7edOEr
z$kKz=O+DpkK%D}oOEW5qxuFmINckB8`bpJe?g)Xs!EBN%R->Uv@aBlbeFdgCQrF0K
zZs)C>vuoPqdwa<bpE3HIzmUkk91HoM0c!nohpnIt1P!pc=b$h{di7?5SmT%WnLSQB
z^KAjt3!YY+pY7t0&mikh&^<9*=;1DWhiVo@ftd~!7%CSm80PsW9O(yGOe8>NDq0iF
z+5hhDhiAS6FF9-`%DzXX9(H?L-}ad=v9^{?$*wbxb>RrpwSFDppfj^!7Nep<EX0)+
zNEt%;Ad-?hGXe*cj_ogDBPx4yuobN6M|}aO3NCq_ZTPAjkGMJahUt^g$Ky{ztt=O5
zLayqu=Q{On7*XEE<=Y8?2*5b&#l>T^<a)Lo#lCJ`!s>9at3GEPnK_^uk>9;hl$Gf(
z*^5*vX<p?ihR#~(paDF$>I)pV=yM{w)zx$oJx46tBobzyp4)mLpz+&6blU^yZfT|C
z$qr^=1m^#AcvR=^+Q<6JU`uEDUv>;ZKh^a&uQZ~83p9W+k@}{}0#@25`jgbE7}$Vd
zLj?__9-{%wKN=`eJ?AN5K>5sIbOdHu8{BP3XR`ofQqKZA7ol^eHZ%Lvn6G~vdH7>y
zyJbOpebB(!k1s|_>%wFc<d@8!88SxydKQ*n?gw+Ds^xj-McahzZ$ewf{mK&p(ZGY3
z6mjIMrBK#;&`(U5VW4P=Q3oLUIw|e}bwi>R`8kp*j0;?f(K`W=s=tWs4dco`>X@5)
zAvJ*ttm{DGin_Yq1xx-c$6wB3%0!9PZGr@8G;lkV9$xRh802f;^b_J{LF##v9>e5!
zFzy7wCMHuTjiO2oy4dJFJH@#2f6-38i57a(w-)vu1&Z|y4Mi!n9i=$hKR4yakZ?g=
z-f%o6*kD1@V*2<Osd0fY>4|?xf@L?<7}}?AfCgIHOQSG3(_bX<t33TBeWJ0~j-6g^
zJ07aXFmA=Ie&{X5E1cOaK494~gU<A$sK)vg7(LE;WWi^nX~#cOWq-lG*DRzWK8C&%
zK9M)+fcDjuai}2o=s!CC|2cpD<HA~gva6iXrbRg(Rl)%|j@|A8uj3V_{RK__zlrz-
zlte_$(vU6jgyVjK)f;Tmvd<<z_xS&N?Duxe@p$H_;}#T^=@ExCa4>p@t^S{${_*?w
z`#a&x*G7GB<gQkDLWw<G3OH~n=&Mt63^o^?;(*SNFh!U=GR0BmxQS4(l_OC8vT^<9
zJ@@=?>K%$Z3RJ$@2yBh$kSaNj-KE~xtDh$?*I4S=?2UPj30@%^Jftdk1Y389Qo&hB
z>^!iIdFn+P2KMPoTk@X1iovo-_3Fj0Aq_L57&<T>bjfJhTdn(iAZ&&qtTcotJUs~m
zE3`@;pYv28^XxsW9J7$snpHmG7bKgKVS*YOm(n=GJLV3S{n_deci>(y<cOBsrfQB2
zy}c?e8M|Y{m`Rly=TbY~+F)4ckgwsqPc*J4t}&m9k)701+cT3Xzhp_d-Hi_sZU>+3
zSG|cx5_T;f7-v5j7Uf|mnkcJYw#`v_YB5Ay6m7TY#v-k?%kpWXc60kXuK;WE9D6`Y
z{{zb<g&x4QuC!=DK6LN9ozZkP1ZER&lGE6KMnCbzv0+wfYc}Gr7vtPH*p8!eoDd#{
zec3g{xf8bi+LY3i5O;P?cOmc7QNH;SXYE%bRjKrSu90^YMThQ9&zO!^-cTZE>cFWh
zYiTKJ_Y#4IH}Q;cz*Dwn`xe}I=;SQ;Nro5VCn&MZ+tSEHO@-%g-5oE-_<F*5Jvga_
zXO#1Xtq|$57@DPTq-LZ>hu*u50xis9Bfeli%F)vYIvbmg+mC9hTm)k~A0_r)dgS9|
zmaw~GP(R{Jn%9%xDk8qi`Mp%nihE*ksaGx?gzN+B{=RC`%xOUk5fxxjxRKQ^rk8Aq
zl^r%!`Pm(Wyzk_oE<tw;Q-w(*ma@l>qkLJ?wTPm#8wRGQ=G0Yfl5P|+zxn1V>!LuX
z-^7kc_`&cb?Dff?Fx)U|%3>7iy;_$Lavk(xvVq8-GBq`!&(nLy5Uw$GUl$P^(wIA8
zTrXnem%OdVxWd&I@2@g_Qj{tWp_aWiVCth#GrVb0tM`aV&Zb&|{i_xDsu#Pz_bA<*
z!9k<ad?kHe;6XvLtHCC->`h&`z2`OO=gPWQtO79Tn!lI~K0;2O!Y=95ZBiJ+d#rpC
z^0mX7EkED^)jsVm>|>|I)@KXk{rQsIcNRr?FZtaVx=Ic;{0Eeu?v+$x`I~OyQa*E<
zu9U$kR89BHYD;AvDuG>TY#!z3FEN;q3{#uL#(O3fMR_Pn6R>$Td~PO^J#l!z5O#=7
zm35_);Gxru2-ez&e&T85YnrOK;*r7ja%HvyEA}hVpBi9_HHejP#|Cx2qzJYTL3f6?
zc{8g0gsv+-kmolJ>I;}en0mC*<^;{<22dgzoOAMtqVU+`KjPNNgONCH8)$&W#C+Z8
zD76G;%Kg#SwNI6soMgV{q~g7G-(6fxFx<p#l!iYsg?s^R>n~j@r#>PRDRJSjw8~Qa
zCa7AyW{T6?rcG+%3B5bwdomxS#p=kKjH{l`5rKPC_!~4W=b0SeZew%MxyD>kk0hK}
zK%o+z{C&F;>3duq8@2V7&LHOdM~Pl4ZJj}gC@D5_!EliOaO>Xu5$zS*ovmAs7cBUR
z?DDf`8Oc>K50z1S&WY6Xlhzr+uolZcaF?5ikdUi9Rv<&{zYmlsI1qSA&)n?dWKUsg
zIQfxuoSEUwJs`q-zt3S7*61Q9F;J@CGEGreKDbm9q|#W?P*V{g)I%=t75kW7Ru1lb
z+%}Rb-v`GaM@L3MJ^XLE3A-SgH$opOguBdca~#obD9{u?zm9x@LQPLg3Rr}!n_nA0
zvRBpcnvozVCyPk)eUJ=mn;}_~%2|H1e7cP4_fH-l>0ffgQF55Iu({;2V`h<~h<UDs
zkwAzWvHj=VEqc71f&1FZ#@3q725o|2s-|rVh|=SaiE+vZrH*5A<2v5*alA##D-vYy
zXOEZtc|1qw;i>Otx!}E|>PK%&+aab~DOn7rx@~XT2ZTI1TsHLK=5z+@$xjlzEQ-w6
zZpf7p7YNyI)y=)^O@RBe8nZ8Nh0Wo<Dlk3AK_~||Mr=8|8CphR(M@(%u#*?f_-j-3
zdG?xCAwr_(-j%Qsj;hJ1+gvq-n2Bj(t6zx<Voyyyz$(KmkN83we*WCe?^fyC91RDH
zeeEu6+OaCRY`v&R1W)Vfbe`iQnu(H}dYlsaz5Y3k7+k1(+e1W;*LMBfg}#A#*in^U
zg~%v{p*q19`!_ssLG%0m-X8PC7^my|^J}9rvLO3u?je5OQu0+}t%tE4Hmky~jJr)p
ziatvA06xmUvwWS+Dcp+C0Li)ZFx-^i31_RW-6AHlYO*`b^P%Ew@`il~vh~uaJOR8D
zGVf(&6>g`J^9FSyg{45<#DXk4SDMW~B-R??ITPBoWA!(U>o|S|3WyCkSgwVJG|3P9
z>dc#ycNN}Y9e^xogi9<&-tP_$e-v)P$&Ix*q90bN<^H8jAjc*~jaSCv(hbw@FeiJq
zhqqBdu3o(by*Y+ZVw0|U?U&vvNp=WT{#Out>yNrml`6SpF;5qOeZZ_SNx6xd9v5$n
z;wkWbXWv!A#JA!*%Uw&`b^KYY_*`xGD7^Sfj^=0*jUbm#TDeifm#29#mfR8xsfWw-
z52T(~XRSVGXdY=W8g;59>&oFz4XY}Bvsm`>5oJ{UtBwUzlK9frSpizls!@{<Lxk%d
z?R(wEKB{j_vPj5oM`h)bGWK1PV?>xv9S8D?67G;s8jDP`iy^*!@M?GEb#Fy=$DW&(
znWk1FI2HTgJn!(6?$##uE1AM`-gPIoL<DZ)f*D5>Y{%VB&n5aE`-#ot>$hKLS6pIj
zuaDM=3L4FU*pF}LVN7k3#;_ZcbNem#aLqy2FJ$4JN9V;>W8ZsyV{ia(<^lw`)krxt
z$;<7zR#Se&k+U*|#B1&#f8g641yJdo>nM6ed-VLfq9SPlxT238NW<O>q{LmYI-%`|
zsxI+*9*}3sp#4Ha^!?20o*A7|8`R@sYSO9CLiBqFL<rSKKKat}vUtd+x9%x9s6L5a
z&3S)W+~4`uwP=7+Y2GKhvTAo~Dkb_Y>zVE(;v|~fBJ!o@V{OJXRJEd+EyBWd$n``-
zi+==ibKujdA@Rj>8lk#~6Bi5jEK^Rn+tFzss6l?-)VsIsImhlctiaf=H`kD`W+&7C
z)`Qq%CVhWQfRrk9e!bAMqs{2~TX&Rve`e~o=vxf<Tz1Qfz^h%{I?q?HBLF7DR_BLG
zn44nIVX3h#RqiRuPBMKda83M1?@fgj_%ky$jDIJuyZhB!KiHSu$6_8PBwwMDNJ@D$
z0KSxz#02zSjfOEPfSq9H_d}JD!Pc2?9Ebxy3ygPvSKIUQ_iZwh+dGXRR+=Yeilmu0
zi?Xh5q}LjWur`*Md*WqfE&a^j+Fjbc1Cv3bHPJ}-y}6tAQk2l=?b9n2HPy8>RRKBp
z>|E_PBmA{AxKRDb@9B0iA9;-A0=MHTZ{hGRMlAZ~fiqT;f%Wqn^IM#stB%Rn;%;+P
z#dp^PdPX>ZnvTfJ!^GwTwT^V_saNCYnS<tf2u<i8c#KqNaD)s<o@mCll0J1SXyAm1
z$Wxzt@hGt=ag}o|sp+$^zh@4qka3wikx@k0w^A=-p0+i!sn4)oY<WY9ksNoIM0jx8
zpBJ-EZN&G+0uPMTvtGZlxzbc*{d#^eHg2SDRRZR@15VM7W?~19ugq9R4yAqYnx-Ip
zW7qn(x0oqw0qf(ZDx{2~0`oh;RU=Ix1kkU1lu<JEDWFt<pJ=fA6<e)>cD|XvO9$NA
zmgT$IwUKjqhw<Yu*!J(*N%e<zV)#uvVX))6pn3g}Qn$HG<4F^(=lrSt3mP7B#zl~;
zQGztG7lj{?WpjGXXHvcHBPfsWsA)cv@mIo;O;2u&Hfwu#BYko-N6h53ua<1{A5IKK
z>EFzG9Z(rGY4wWbzF`v>5u6rsem&Ro{@uRA`=v%*i?R`V%GE4_X@WOCQLVVUphU2~
zZ={il@Db|9YrZy{n!XvR@p2Pl=EzEVbIH?8@-WZ*{MK%JN{(&v`_rhWaK0I<M2YV~
z33Tj$CG%LjONY^ZcussPvm8QceSEq$ODX?b5_QFx;j64#)0&AizD}#PC~n=|12Mwg
zX&yp|))sC7-xt1fR;zH2p8a52GcQW4skIsMbNK?*{HHX#lLoi0B@g(Bt2dM@Ocq3Z
z=wgz!r)WU~6#AdV^b?OWJsn?EGe0OZRAX0*A<r&baF@1**}<J4g2)qF=MP<r82X2h
zNXDJ1Y4>N^nrC|A{)Zd`Pu*q+%*Urc7B+5emK7PxC$1_!{D`Q&L?XHDPc2VwE{Jq~
zdUzIjb4I5=g`eMug=32An>goFW_g0OL+w{6#sN4_(RKPGXj#=n*A|4?pd>o0hL(0`
zq+zG^h~`!1`BlBj6eGg=c&;0<OM%7=H4BKss#uJ-EHTa25AU&W^L8Dj870435*hY2
zslTf~HUbjY8k9(Tz6zS&Dt*`p4_hDCO~j8;XME{Qr`E~7TVT)dDcMp=JXoYhZf46&
zlX^X$zlA(tlmrY!EKpVak_G&kEB^2OjQcZu{_pzy8S_k&u-`+v-?uk@B({IojDOgI
LeotmX(ck|U$)Z1F

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-78-NEO CAP versus TSR.jpg b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-78-NEO CAP versus TSR.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..6dbc0031d55d84f398f699aca6d438fe15438ea9
GIT binary patch
literal 62737
zcmeFZ1ytMLnl2oQySo-C6p9x2(&EM4TPPZ&SaE_BC~gH>+&#E^aY}J_2<{HSZ+gyr
zbN=l)GvAprGxwf#?}W9pvPtq=d6T{0{XEb6?ENtPunfSFlaiGJz`+3kaIinX!yMox
z00jvN83_>u85tQB6$K50022cp9fK4PADe)ZjGBs)jDmuOo{f=)_8A=o1ry)XXB?c|
z+}zZR0wVle!femExqe;*4iyy@1090|6O)ANF~wu9|M2ah4S<URkBguU4@V1lgbN3c
z3-{0opoV=;M7TfQ0RM7>djyYwh=h!SiiQq*K{XEG5ga`HBLsLvL<9ubtG!^)0}yZ#
z@g8%&K*Cpfi%e@zz~vjAfkG!y{*6#|<cR*cv4bBf8WAxGDH+2PMy99C+&sK|`~re6
zUr9<y%gD;9scUFzY3t~kyfZa3x3IKwbaMXS;_Bw^|1lsi=u>b=Ozh{l_=GQC6Em~2
zb8_?Y3koYLtEy{i>*^cYJ370%dwTo6kB*H`OioSD%&tII*VZ>Sx3+hVPfpLyFD{{1
z*FWQe1Hk_|EZF^@1N$v5Tv%L>5D?%IkblMn_s9j-U|$d7V@@Qz7b?ha?eS^3d{GD_
zqBF|Bq0&89Jt8!A7(pYV=U!nr{u$bzBK!LS^ZSP)``5t!64xvM10D|c<H6$s!~mDq
zOqo7t|Jq6uZ`D>6?Ak$;JmC_v@<rjIBbhfEB_}2)I&{bp{_!NDb?52WIZUNQ&>{$S
zt)Zt#>&Q8(WXk!*{&26lOit#C&vmr_SmFS*X2|&%Br%#dRl*%E3hDCPUadQs5Owo5
z>8149@DVu(Ica?a<&zn!J}%r|6m6Ii?G4}1y91kwlgc3amG?M^#`U?nC`^j-?lhE?
z7VOqel2KOOD}Zyd_V=UrqtIex=wqjqk%zgp0xea6M(CnXExpOowCg9hDc>M|)UVNf
zLZ9E0ff=^yN1h9u<&lS;fuEeJe8wj%#uoA&4^Zv7QbufG**rvnDrrL-EuA4CTxg_n
zji2nSke;6OY(8?jFyMK_SAP1$GozqX(qp3lvvF(Z6e|%W8O(dXQ6cW{&zD5tC@bDe
zlcZyvgj`iZf<k$Ahp3m9EVQ1Nq^*GH71nztNHP3{e0EPMn=aH0X9{<5tsVdv&X~sC
zQrZXH!REoAR}wh!1SnC&^3$<WL#}$-3<2YwM$4f62LSZ-xd(aK33H@Kn3Y-v<9nVh
zBLrcsLf4{ij-sWUb#;~X9H?`LGL0I6hpJps-k;&NKWnjoRtLlsj`t%!mVj-u8d@TM
z_$>#V=mo9{3_4^x?MCWGtU{<_ZC2$=F@?3LoKp%K8yniMIHZW}=N(f6JU}?<SPda3
zn$Y9i+o@=%onGuK9pResk97SMtD<Rvj{64e!QM=+pbi`h7cD8b;`0DYntI<C8j>h3
zyfPvb@8P)NW=9Mysk@uunx5K2P@g%Yq|0Xj5!lJDV(Sgs@&`F1u8IuFpaod<5ELi*
z2LRU2wd8s`vH!j@WeKw3dz9-{sx!DPZY}l|c8cwLj^;^LYjDY1FJ^m$?)T}>O#`(M
zj!&rSiorsVNng;4mr*A+=6Z8#0!N@mG(ls1_amPk0eUQ%bgYYzQ%t&59`JqMTN{s+
z6rfV=I0Zw_co|*{{_yeKy!pvS<GzQS;6{L3E_wl2bc|F<6hBDG{!pBZTkFUDvm=ee
zAWx5#R_vFMW-|+CbB!3S6o2Ui^fsi1AyP}-*7l)5_pn68<^sbZ4`%{9M<LVwG0d2}
z8bu_pE%-U6(iCnG(zbhik_l+#Fa(b=m;tx(*`=?yNqB#)(22lq^6Fwu3omaG%8_X5
zb=9`LJ<B&od#l%?Ce%zsv)GifJ<R}*aKh8l@Uw7}73>S!%53P6a#M_+FZql?U!6=H
zeN6o~Lk`zfI;57MfFEVjk5zL%^I}^M!*6AV0GR$SZ7iKm9_R*Y7a_+v0edVw)!kp$
z`^lY5SpYoy6FS^COr`IdBL)}P*2oQ=gI|`d`c3z3i7^AN^o)k9?T}qhUmi7&m-5CU
z<tFGlg$ZWI&<J1OX3<SCHaoYHB)w7!yM}iSm$!WM&3iP<g{8&lz;nTVwE1LLsiN66
z^<Z#uWko2{(pZbhb=`q~OVC~2C6PBF|2sp=nDxOs^eW*amM9S}X+;b8ffnlBR`iUC
zoRM1!`oK$7eZkMkhbYAh?|MlPo1g0^bl4G2-!ivO-ZDUzcsoN&Mad(drs%(6^Hx?w
z(V$tK%JE34@z0vkXYI<3H9_c4sgSe{>7YYKz&OjZ668%N%FNBloi$|k8nJ)WSGyf$
zFHS`#T14Ds6fTH47(h^ADM&Sw+vxhefO+obgiFE)TSQ6jV!%boMz3QwKCzgvWZ%?>
zb5BQZ^Sofs>4ueSUT<1gZ?+xl)q5#i5DoJHz?Hgv=u@JYZxu@^x@&pv7<+Mve)y44
zAab&2dh(`dC$7JNX+pQWftuto8`vgCzbDU<6CZIe8==n8CpaQKo-V?*+df$fln(_-
zO|0qgus-QN9)GI~S)ivorp*!5OrCtywtbO1U?1v;c4gAK(9HzDDTWM{hA=z;{LWFi
zx118nk8v#7sE#9(m)FealFP0)YFo&GYM}Pw<AebAliCKJ>d}vkQDKqMP=31~T8&*8
z?<Jx-$fWU@)L$tRif;iZ5j71M6=d_iI^9UdugLv?5MnZkyrgizZU%T>9u2Lii*g>l
za=8?xnP7bzV@c;B@A8NX?o8P6tkmVGHQ=lj#UgrJ@bwcRCx+?rewm&k&I4EKC@_n>
zkRA#G(TCx=c2rt^6O{UEv{WDAyw!*VZg;i>$Q<DVKw-FK)H?ENLmTu29g45t8d#<9
zvP%rx(+yG%pCWC<6{_9Cy8d{u>%8y#1E3AjWBll)Bm6geJbC;uVFxDDw_7iEW$kPb
zvr!SNI6KfVp4sPX7^PF70j|tnHV>OZJ>vySJ6Scm9#uJ79M2KMZ!n@y`%i(LQiVsX
zt!bbt*&RYl+T=kRF&5vynz+#j7i@Q!5FV(yn!iYV0PK%iG&n9CENoU65)YN^ne#Yo
zDpfSakg^r;Z^pnkJc(y8Azh85fA2~uf(UpoM#_52!}oEY_Ly*BA=$`EsZw88Lci+?
zN*^Wfaw@;D{eatM;H_5SwiqrqC5!BF=i;-m!))An`m#FC$HK`iO7N`T?x}!VdPx@S
ztc!~~D4PM@WCF@uWtYhQ>Q#r>77ee!Y)RSLI=vkj7Z=;4bUTOuS34h1(<~@_SE^w3
zF~z8^0_%1R!^zjMBwa-$WK~j`A!MGUWzNi@qtNb`oyG?&$gQdyi(I4Kw}froNaU37
zMSxqt6m*&9mWb<J`HIv7Ve3>qCv$zL4%}$9jy&zT9<CRrc6f^Nas_z#QK>m)0=E|M
z8*d>VL#Rqw)Tp=O^~V@?T(27RCkJ`+#Othm@8&V6TubwV<i1xP4f^LTcop`)8UvSz
zZ5H$9hl$}l*R6tsEaA7VRYT$L8yWAz370%2j|uYvo9OI4Kw0udx<V*9wHm5lM3zK|
zBkF{s4G6BC!v}t7J)fED7Z&b%7R|!tawSVj9iZ)`gBv~0RrXDl3nd*pp~;4?9laH8
z$bKb%-Cxfum&8OTaIEefhg~em(95%;C7gY`(k8m2_A$NZ=mi~J0^am!-89eBAhXhj
z=Z9skY8^GT#ygnEuS1q8f>lR(-gr46S)EU&n0g+IETlAdNVrIu2J2_6Mo0I&7#sBw
zb(n0z&b;M-rlc<{iC->~)xUvX;C;=7#WfAULDl?55q8|=#hlIMhxK9&SJ_Zo$BGlB
z6iibeuJ>Mc6$|eC8>Jf$7p*i|CUYSZoQ4#D%Fl;Vl0X^m|M^CW+)Myak^FCNQd0Jb
zOn}Ug-&$DMs_=+7B7w^P{^ph!;`z3C+ncVTvbs((P^9riup(FbIo)D2TOBp7E8dOH
zl&#%LL#@pET!7aMiLwy36`*q22-iw?y=%wlN5wOl9Nu*OcgbhhTAW3?3abx*(1x@i
z_H&k98*=H&2&KwdIpfpp_j!&~(1mLZXP#+SvG!U+iq!1`#y}OWd@4iNZ=zX?mBO;i
z;g0wC@Q_xNotjDA&%@{*b#`>@7(1MP_Aw}J)IQsT;sQgYu4Xsi#L$FQD5z*!8>?J=
z_f}IPZd5kXnW+V6Hs{U-a*obDpH00~A1e`7V#~_YZXPf2qI1Lg@YbhyGak|)G!%5t
zIO$1PYMD3{ta_?4VfaL)EY#yo1o$JR8~j`?rEK%cK73CNpXP__?&chWtz+qRc{{=a
zEhiLp%;{@oWa{N5gw{?a)JVcz_xlna;ALDo&?6?;rg}!5`P$U+>~^;jDhVNf0N}c!
zk)F%Go{Asq1Jd^tCt+iF9f=QlYEtHPJOC(MZ6`M+k6MHG-VU$3SOknC3|W(`eWby0
zKj+^}WvM^13$XDdUkNoJnw0u186RUt!X-peX;M2jj0QNR#&GqxCjxgjm+UsQ<cAVv
zFyzElgTIBdj)>FvMznI=Mz~MCge0XXwSiFIl_h8=sZVUuc8{)4Sx1~uz>UXfxZpTW
ztDCoZvmYIR3uTv^KeW#&j^_ctvX*ABuE{L9W&k#i&)}0)4Q^RlCx?ReZlz25i!2-7
z$IEB1aP`}>oP9%ntQF>%+EN8r3gDZXB!Vqh{>~opX(}UT4D@F7eHi`@(W&lhur)Kl
zjVR75Tkn?N#=!G!ksh?3UR0r2E5aoTs;owda`^y2y9no7F=!3+w6Q6Mn!Tzj1M0Ar
z+L*@3V$`p3JX7*&0#zRBQe%5l>$!?`)LgifX&YE^^d4Sx`q+N64&x++_y~HT0sGUi
zw<~v^t}pfh$>*PN)<~q6_1HS<{+v!4%_++$%D%~)v|tTj<A*vF0^hLnbhKeZ1^TTp
zDb&pni1#xq_mI}WTY<dAev`X;Z`RF*k1L}bT91{CU9kIi4Sw))Npsbk(oh_0dkY=e
z-7;L;q}Mb9F%{caY>P`KT-+S6RpzP09-pOSA$J;5i=p!<VFSsqiVB*WC$lKy_H!n_
z#XZp)8t@-J0#P^}J_&#rQ4Sq@XqF`@glDMxD49)Ng^beGUgirD(ZwKxttFS0h=A7z
z32v(f4&56=@?Z2{SiVJ7d6tzWK;x}{NnuvH<SNujw1k^?EahLQBTaZ_|I)+G1s}hh
z1FKyqO6W2ji?*jzly<nu{upod)d=l)rr!!1TPiT}*{e?_@3ZRZ81LZ^4JaP~T@L`R
zv5xJmY2BoK!|?^`+J$1AxpW2@a}mY$H-b*!By9MFSpz7<tT7<ylk|Z&@}&`7>A(ZP
z>qE)g791<y2D>2B%DPcDXN4!T@;b)jHeofDSwj4)`84$p01<J9*j3?Zs4=FblX~Jg
zkA2R9-plutva^a?$r!x$Jy(n)w<2yuMiwLbKzC!y+8=se6|Wgkp7;FV7a%DivkRO}
z*$Bv*QxXkFT*$4Y%Hb@pIH7%~zXCAKHiwJg-`(-z^$~T3Dy%9f$yAVeHwu^LSZ$b&
z9jrSn8nhpo(4P&FT=o=nu`EcK94WP(EG#aetWT`zeSI9)G#U9LmWC>OHE+c*F6Z{i
zE2y5>M;_o8v#+^sEA_!j2id|!7^giTWtl>*+ozLSZKCAE`#gI5hiAZxCj16YDWR_k
z@KnWu*UCr+;rF2{LyugOx~K^1rWQ9A5o@Vue{`}4F<}%+)4wB=UkW<0gt2C&(EVFk
zFsNOU@YA^NdP$#_P2<dmYZJPwYb{Hg6(ho3BC^!DRaUe18-=E7i#S%++gj<~$EOj~
zx5wIep2ElHlOJ0M8;(tVkDwYKzsL9Nv!ZMT)run<4f-%gh9xGq&P>K9e)xJ(JNCFK
zRYBs)CSJ=KAzNoT`Q`z@d=6$i0PZtS?m*`D#uV@xJ2svrp;Gd(W1bUkiav$f7cGIC
z<D(w{C}*?kyq1<2f;kaaHhy8YvIMsD=bP|6;})r;tw)y~`As6G`OgxLbcIz6WKc9d
z^dVCuKNZFnXM+FEgH5y(ddzTZouCA}&P05E1B(>J-qWg}SV|6(gQ2=oiAHFI6WFNh
z16fM)`xLSPI~$#MjQc9lJ+@eoqNP}E&Rh7Sts~!xIC)^;yuas@So4%|-XE)^t9eT9
zN%~L)4+v8e*VJ{gm_?Z{D-WOe(smSG5#0He>}LH%I*J*zzDT62CJmUq9c@M1E!6)F
zl#fCe`2#M7hc$el`g7Xr@mgw<yd?Rf>dEMIp0(@kx=*@aFRC1+t0e-v(c*3MC>%9!
zm5!E_8;?KU(~cko2raZl&Fk*+23m~g0|ZSn+Tf{{;;Nxu9(P&GjWzXSBUMjQ4&rCW
z#bddBrBsN0FWt7&Y(K+ce`<1sfU#z0mc&QFOM7V+b$p4%_9genQqSY*rZNUJ?Lvv&
zQ&U#5k2V5p-D~P8VpyBT_GE~-UdBvs##uXULsebVR!T~XTxTBux)lv0YqjI7F$>)}
zR%RaJ1Z-Q<uP-+#V)Z9WSG4b`wnT9fLHIp6yMm7MFDN&s7lCegQZCGG*a?9>A`V_$
z06~;{j(J^e*Hi;L@f*s)k8eNC^*FW;#!E;&4@2x7bX%S{MDvtynh@5oO9v9^I;kz{
zRb7m3PxU*b=l4nXNVPE@l@Nbx!A<MA21U$ns<}bNOK5I*^KEXc6Sey}-=r<9VYpN4
zp0Ojl^688^=d?^LA2nGLJmC*a$o;ftCTzzh&TJngzP#b{yydZiN2%wFqfI}$aW-qG
zo9Uc}CJ(LYlfuBqeD0n>rx%2cE0J(%$h(dU+Q6y9?0&4tv4f=njaV^HPGS2ws;0AV
zt9FQnyR#7qB^K^6+p`B>^m-FtEm3^xKqPT@KHqWO3`>K)@&ti^Mg2vtg>(BZAIt{P
zf$F9;pE$3Qk7K4;{liWK+PVPtx_qHLN>Cl%#pkIzN>FKMu#~|Qrv8*qAq20WTU;Gt
zM?~jEsUkMCtE+OeuA%ykW8CH0&q9votBjf#?Z-qa=c<8=w+Kh4PzCEfjr7S;`Z>?B
zUabL=`8mEf@Ix=Ufgjj|P8VHwraE<ZEibnc<#ZI#JDRxL)_UPFOiEk1;Zlx(YE3P*
z$B1>~w&$!wqc{Cy>}-AJ(E`2mZZw{)X|{1YgcKYvZO}RpWC`Rr@<RxvhtXpGr1)|k
z-YVo+ZoG<Lbt+E*<FV<9ea|bKa@v=j6avP%>A1ML()b>#E^KQO_x9Oa;s**a+M<f7
z49MD<SXvOgup#h}8rBf!zn)^&PP6<l#h%r=q0|hb>uF(Ia`hX65C<f6RLIzw)TTPu
zVoChK-!P?XQOAvRkD2O($zRZvm84MFbt1l5*7hM=dODNal{laK$Gc}dbGwGP_2c)n
zt{$Dy^PN$a_CI1?wH<ivi1*l@N9NtKg-Sz9JoWOF2sBlD9><Sa_QrifD7B`lyPi^!
zrp|LMc>r`!qc`cKFU-rcRc0GB2Q*gV(*+0PmWjx&PkX@W63u!o1$onY@{hc0Oqt=n
ziL46z98DiU`6bouD!ALLD1AzlIJf**w4>|MHs1H=1hpSNQVcv3zp~lx`7W@B4YmeS
z!9HILohzub{O9M38lZ?O6H0D~;+$&+xV8G-5)+3V+-kYFfp;})d1nVYaYVo?;vrbl
z6qh_-^Px$)<D!JKJs{At+F830d?k+@V=z}?3_9*qiOA9Ofe%E~*tc#O3%l^Ij(L;J
zEej0$Kg@w&$2@kNjvmL*NLu=s<cXXIbx|BA7{ba;3?G<iPaa&x>4E3p0bEd8JZkMm
zPf^lo8oedW&==O4LS;Q0AdjQvAE|jtSIH|qj<zRC35~tSYlXK=%&OV-Cyuk<VNi;z
zJf{<rV0m=7A{qIq$)spEmD#i<VzpnM<Z-;r?Wb{EKlQNKZ)bx*`8IFlq_#`<iR$Jb
zc9{$FsC)Y-UCaC(kCY5~!yW*Y;uOT4tw^($Ep)?AYR1o<1s5wGHyG9MPH0(2`9s~4
zRiTF+u~5@9N)hr-msA|Bc==;<&KSqX)NByWle2En>|w~67@4cwX6JQK5F6`(aexz8
zlARv!k$hovTaWkCMb?ofEjJHy&`P*B3!|^jyUK=8Cw%jI8gse_z(j-t+y=+eR`5}O
zw||E>?c@{f6-^@Iy;t#`5$dUK0$cXbllN6%)%Hm{)LK8-3Tg-qfw&SYm%Guseu$&8
zUH*;)cgasGQfcTTN(^)l$O~b21{)3<*y-2EThDd&Bgo}|@Gqrp7fyB6Zu#qLlG=6S
zBb|Z3B8##f8;5li`8q$J9s42S<+MX;E5MoV&zed`AyDu`D4Ih40z;GSoJN{(Y8|9>
zoR6sH(uxRzlB?{1@QDN-Iu>4fXw3uMakyB*YvQzb<bHCMftyMn&qbtksRV_TKnK_O
zI!bX2^yI_^6*{APgOKmka9$Mgwh#<kADGnz$yMu^2{@>|zlB@&CMghpk;7ZMVxuPG
z8$;As5kJdIw=S`zPJz|IlcOd30KgRc>bQ18EKJw2$UVN_LcFs`Ib|Nlwm$l<dDM1h
z(Cm|++`(?WjF^w8zsRj2(-gN6oU20B4LNyam1Q~iRAPL3nbb$AJY>da3Vb@y*NIad
ztSlX|^X(0}UrC5AL-H)dI<dX7z0;{CwA7$R#eI$|jg2fRWIGD%@(QBzUaAW@{>%c=
z#5YU&PK424dZ432%L8H>L2|x!CDlk{3uX=IcIf#C^|9102-HKV0<B`5cQ2KW^mZ;A
zc#3N)48h@_Kk#h}^Qm&s<Lstn`G4E=-R%+)S_y2;a^<xl8&er6$&OX?=!v-Qltt*(
z5Z6@28bulEKP%*Y03h+;r(4Og<(Zfl%p1J`S;ccy%+AT;yy3`8#@VbTflVJF5$R6i
zG%D_wrQ4j_m(km*z68XN)Z@GzP(&geIJ`u5HN`?2s?&m<`Z0l0V_@((d22=ShwB&x
zdw8PRTuH+j7*q{ifqFoimAdSA?;lTDW44WLl+T%<Gk&JjMpAW8E*FNBJ01GF?@>>y
zD7mCd5=DDaw#7`2!~^3r=U+#-u})(ppF@0j4!xfO2WRgyGNHyS1L%_RGK}>xTXc=-
zS0N>WSlDAH1;QpSd?DT#jKT3cm#^z1hW2~owHS~foYkL5O*d!Dn^cw~@u7Ad_nh~=
zlhz3xQ@i#cVZ3%-X9kC@yj&DG2agW}P7OrCe4kq2wJnCfNA<hp(90cQ5k!wed^nmU
zi>)?SB7L0ZSfxCGDNZxG^M)*G+$>U!pKR;tBfMLxV<GY>(ktx2nf|hqJmhn%FXbCz
z`^Fhho9eT|zv`RMvr`*cySNW^^i|sdEClJ@{pPG1nDv^$kSFT$c!+}{SYipImBvtD
zF*HawR{gje40PQ#VU4Te<s^{l4ADqqgqHQx=H)WMhmThcXtgh4aYugQy?-*vI7xpa
zGSTTcpAe{?fNVDOqRzWz`p}!(V1T&YOJZYD=W$dO0vD$yX|zX37i=NW^2)KiC!G|Q
zH5UuC&XGdJtk+o&$NnDX4mVfO)51~>^<S~PeY@P)j5g{DUjLfKLhlm?r_X1X18|(W
z7dl344WT=#2}pmLzYxyLQvPg8R5xE3Z-!c2WI#hH^i&`EQmMIW1fya9BHgL8?6l19
zZCK0$V4;J3b1G~~HqTXbV+isrl>zuA5ouJlqYrQ}U!3QX%U>cV_E8sH8)OnPrd1QF
zT{)SiQTZi<^Y)um4<+cMqrW(*pi8hbrqC)<W3g+R0ujD8)IK|Y5%pu?iXj&owdZQ;
zd2NQLL37K*nJW(~pF-f24v1}hb_ZR!to+7Log!?_-Q=u*^_~=%nA=*k)50{dx9O!O
z>m~ZCA~;Gy{;6vH4$}PT{Maqa(V@Wz4<^51UckG`u_@GNWN(O{M{xwqN5=Vno9FVb
z0`#`9SdH$!?4Ul1WIE<=y%C!Gs@JE@dvJQWnk&#P=&dmaO>2+$epVhhdA)Ig5TeAv
zlf3bS5#ddmBJiV9!0fH=nm3EV2Yg6mEoqJe`QE;*)Dj)#dqB6>oo}f&Y1@!4;0P4Z
zLKv%hbdUidai&yMF#Eo<LC)<_Vf-wg*H&#Rz62zdCRIrk3GveFCc_Rv95f$ioHu4|
z%o8A&=~0QyFMW3;=6C4HvSJ`D8>?a@y0c@sT32gmya+%*BI)h+V)-(DPkk#sbq0b;
z^P~}2CXfj@pR#%XSh8}~>>aW`5*UJ5z<)V5T?(38eNvAdBK)$za@Ji}d~(2&+n>u?
zu{W<qN$yY-V~4CHV}+%*wZ5^TQhpm>vA$_2iM6hKRCet&)jO+NyB2B(cbr;Xu=s_|
zY2c+|M3>EitTS3jc8u5O6BZcrqa43|x-ycvLwvm0WygXptB%u-=RjCF?>JUVnGav^
zS3=(J!rnhoKevxeE`VOrSwti7MV^W{N@0G6ibVc0fCG{BzefKBh|?jwQwG2T-l#|d
z2>z%26MqN#e4na4`l{=l*2mwDt=7g*cT>VyhH@}eC`q1CB@ZJzO1|m8tC$sLWh*eT
z*y$Yl5L_<@LWQeCI8Hv+Zas?H;jkpzWw_O9earcYJ%$Huy*x_%N>QZQ0=_P@et_se
zFSM4i^P(X{D!U0+JVd(X1tVb+tl;*Ey^6HyB~k`~3gD#c-5b?h9>zf1dK#+FFc*SG
z)lE4lPtTxmAHTB#@vL_cR^0q&8AOEL(0+)f|8gH)byFRlQGM8596S+jrH_6T76&Q~
zRbAVzL7ZzsCnaTUw{9SK1*ZO5_7})rkQ`R+M%RB1&cx-Frg`_6Zfu7Me%Mx&!Bugo
zqYT(O+s6>snW`>DZ{`x)@DculcUB#Yc@iJz2Cbr$kjpe!QqA}cVMJFsNGaOK(Y0Xn
z^g#JKdkl_DZ;eIJWhTMrs5XzCHHb#%!>BotRTU3rL~f>@X6{}`erz&Yom<f4p5!^J
z@)N&y{h@TJqGmygyz%;+Uk&QxfwA~(<jt`{Yhdab2skhGPTpBcj0v%x=FR);<wVe@
zTcs?h((C(?$x@=(IoB}W(XKBSXmE_J>qcTwN1gIY=+_k+)eRBVRn2-n>;eVWEEZYr
zf@%r)Tl8cPjKoL?dob;>%+$fTo`@oy1!7IO?PM`+m|JLzxoy&yN66``i$0?9dS7(M
z4cvSr)P5|^1L_79-R<>l(~j-FHKdkfCD|3Ueicqt$7{kWm%HkoaNwM*a#A9+n4%&t
zOO%iE&8~Qk4h*C3=0<q#W*#G|>K(T+$;W;yaVT3CUDb@-p6GQ{Usa7qQ(y07jQpKn
zToELCO9r_3)iw1;2i1S%ac*xHof(?8kBrJ9tZ?SGkx;mEU6VsNPgWhXAWWac_nP_s
zluAcnA=xptdPINGinoPh46HC)9S4!~^u<BsrMYLzV@w@~8y?Yr0E9RPJN51@`$1SN
z*>ad|8A!FGFe=}ii~1FA&(2BaTDb)21Zjp$($PX56NHE}Vj!DDU@^fLX4dtUR^L6B
zs+}rvM#&3ks!jYMURW3*jke&xB{(s|=4@bM&{|p6s)z1@6QVCs!5z^d)&(maZ08q)
zFn6@b!aw%A;_qwLV%xCLv{ydeL9U~%`K=)Jhjpt&tjp$uDenAMxuLGxk=yepqf1^c
zbV%phJrt(~0SNHpW<COxTvMteXY34T&JBUUV9Mgo@2_$Bn6rd=MXUNTd9SFon<HNZ
zGO=lL5~Z-@;}Pz3V&pU4UQd}w0vtGI7IwU8%bM<cY`Dl@MadoXH7NA^q_Zmvu1#3j
zocCj64XpH@<$ew6!_YF;!2N9OZ8G=*aMokBzm<*_&zm-Lt<aoqv-paI>QEoUtfGmD
z>ZXHNi|_foEO$s(^5B&iCslRR17K%v3yA*B=!9{5>45M4qXoPzlO~Nsg24T0{JmNB
zKZym0CHmN<BN7YRHM*)?9=TsQ@&L##SzagfW&RKyCC)PRdQF2oE%>5lN=@8p=1ce9
z$6#cB{<Hkn6{}g$FdOIwD%S49#|ZUWkxzNVie-Q`zCFU}x}vOJL{&^eIU_RYU^Nva
z{5aiJ4%K-0Y`S<-6(d0Yxu~G&ml*fd^B)g@_KB(oKssz-Uc&Gl^-;Br*cP$a-7WQs
zIAvUSXr2L($i3>K@bbcH*N&5sGl=AkKo4z7ktMI-##i2?0zGh7@-ix|vA8vkw4%GO
zzR@kKp3*hq&;tO33{`mmplgoZ`#L@VmcHE+z>OO~)n2wVhn#FGMaX{w>kiOAo53lg
z$us=OdAmzQ{qY{DHdO#}bl%WUjx2>IhCtzeSs3~6T@YqMO9TB9fD13N#Enu-qXttY
zY(-(rm9iHn`p=lHn4hwaO3e?@i0ys<E=FUe%LJd+YRT%Uk?|7a6eaIQ`b(hZn>l6N
zC?%^!uQ_rvK9jJsfj2u3fD?XK$8A{LnO#l<aGPW~DfeLSi%M5_`f<ZKDks|v!rI8i
zz+I?wN#?F%BM5g(>+$Po-7c;nHfh8txE@0p@E*n{#pp2d;}3Q`y~XD;XKQX%b5lrD
z1DG33%TWtlSlBDFcd;HNR)TSB7v_o)khYo3-nPbafyHlLf?E2YqSIe#Xiz>1Lvse$
zYvBOhbA#;C6>@m$sq`HeNC|q%QP$r($hNH#I%kbLDS(t4Ysa!%s#{Q2zdK`+7p@}U
z@rzcEtB8}dkdBoUKVzeB){swX{L1z&Tv38Z%tZuBSp9bv&8Hp!noBRW4bdI|(PD}Z
z0Q=T6I=#|+a7$oW6AT>CdZ*m4g0`f5`2Ja3aaWt_4}hrZ!#fwy9m<4UZ6T;v_wv56
z_5Pz(&M(-6@bI1r7L?uV2SBNI>lv;goZ$mt<?xE=Z0Pzt^a1dK050c0X|O;RD|!I*
zuB;5@4Bdwk4r~3|{fGP;@J4rfUYKuPS?*um3Eg!+0EWYDTd!-b$=Z*!ZiBB~Zo(e`
z8DxN^e-e@dznP+TFEQ16zVHAzqtjqsEO-Ds1}<G6JOHk73qSwj-Oy@<dfZDkKfiA_
zhJ_{Ris<nG2x?u^8xz}|WWPgDMvD7SS}iE<OCJDqK|!JkV%N{KUg-bY{fAr}n4oi;
zGoFCu(kuM4!%LWjK!T^?Z>(G1Ax!Cy{s|g(s<YA+I&7Rzx%?bC>P7B(w*jS~-NpyN
zmQ>-d1M;`oK)C$-gb^oG|9knO8hx~Jc(%i%eEQgJLm+$PA!OXdC7vKeYmTxJz~|B?
z;^?dITI~Gnc}Rhm2kz7S19uyO>7^gx`j7Yk?=2^$wSV*YzzzMHq6vTN|3?f#4wtE1
zewgBth&c;gRkqv0BQK-SB0iiB3JoKxNSZ9T2J*i~2by@en|*rSY98tnl)+FYhE+8J
z2^YE{zEQr)6uH;>tah1dW?yM{nGbIj(ld7Zl5qV2Fl|=VP|@)26i?_gyn948j?C(4
zq3kL-_o=D8(6+U)LyVy`4yPX$>TV2jJ^|eDUr*w>QzAVOCkYqVy0#NdNaz2|Z$tt$
zgGp|-Jwo+&G4Bxpf|brT4*k-h&YfSQBI6m>lWs+;0}5O#^a}33rFWXA)SdeDQop!U
zBIJ!-A&juA*%|dJ+>U@0JEY%Sr;RpkLpC)PQwfcl8rV<GY;CsjMcz(&8qv7*RgOK6
z%7V5+OH1XN-HuLQv{YL>iSYIZKFj9f-&($S<3>0E0JM=1R6CUsK(2N?Mq$ZJu|rv}
zS!WOm(rP4DwGf<RngGW-d`FsS3QCWYHknC)DwPwCXi9(LW|#!ialW>3M%OyEJ{UI5
zh`lbL;5wrj6Ba3{DI%DxEekc!{qgCLwK669%voe4h#7>HK4ot<@k{DcSJlf7uTNA4
z%|w6p4)o#V0bNlD3!K3W93#fH**4LY%PHx}Sh@8Ja)hDXqLj0P4s6~x@ehD_lkurn
z>wcW#=q5gjaALZE6{iKD(M0KLb5(p-N1M@}#}`23v7ckd4W!nVhf->;tA>bea^w5)
zJLU|m^J$+GNB_RF5^2>M;N6Q+F)V%EodM+UZ{ajd7scF~aH9_&0J|j>2ZQ^!3h9a_
zmUt++_;Sc_A%N%S+;Fun&Y0oZwOV*6E5Y(YRPFU(p)O)oJ)n!rMJ7SHMhug?=%i{J
zU;XNKqVqU$Dobs^O2Qtxr4vNPEc6E+S9Dc$bejM_%zKoD<y$<j1mU+WQHkGSkOVQl
ziMx0&%?NPfhBH>sG8%Kbu`#}umwmSW?i9QlR`jYw9D&!3juzYxD%wdLI8ROBsV?Rf
z(pZb<+K{H>ho=K*n$9OiRA=gLNy{|VCVz>6SgNB$EBndSc-tnUHPAN>^X#jdjg=hi
z+kIsS-&b?fME5Ix-ZSaLBP>$bU${NM&<UjcfiH|-=(Vu(-hO|yx(K^{l8@Kj`ovIr
zUCG6fp<gn2Z{FQoqW0gWYo&sXHzKJS7b)ZhGAgEZ(HV8(noj{&fmkTWB=;Iy)nA=g
z?$|EwS!VXq-D2ru$x^OJuIe^nVx|a>(Y_5;FUYDVXGsBVu+4_i5;@(r^AxJZZb#dd
zIX&=L%Wuf=$CSyzcP@}S2#;l$of|BsjKcm5ygAc;6&*NtHXu{;q2KaCqxO^Ds@-QC
z>z-UeWn{iWCCmpv7&rgkx@;=R0ew_=+n%O4lFT_zTCNq5<`O0wYhEgMDidR%jJ8j^
zgtiG)9&IDK2v?8d!i5k&>!sHrGe`Y3B<V?HZoezrT3HRy$8n=dPEWKx9i>V;+rQ%j
zu3XMLd38<X{KwLSUzfY<sc^?Gq;U<x{YG)Tj~@VL4SatCd5V+Ulgfx%(WcI6r)@FI
z{lB-U{viPZO5|0K-_>eSzZo{R+_V*5=0Y9@sdYI*IJvi226iqCj5437s?5(%RL`+e
zu}<NcNr-AE#M>QFo&R`7HWa#sr>KyclpH|ab#{L_eyl4f{ZWJA#um&tTk_?AxrZ6M
zwcw5=9{}gW!4f+?*#$IO2s!~T72Tm$CUli6DU4d5C4rbHX<8Q@`}xKvW|>N*aKdP_
z2;YUu%^{lW0~?&HPjuy-@p@+#5=bP3sO3gV#p=qE<m;mP%z^oO&lR59KpmQF`}U-v
zQ&0GCRm0T$&b?Y7=1*#bEUQ^q+(uDLGG&brRg&U|;0cq!TdIqOx;qWleKtk9DFt-!
z6&Ar)nNe7U?h!lhr9Ibor6#?^UN+SDnrPL1V*k#^ynI`KMmW54ovf>v#5xw<B}FLx
zK?G6IHL1RScBHa3Rtu5!K<CDwu7Rk<!7IJwklke<QeVZ<#m<~K$&pKv%D#RMo~L7*
z_(KsSR4<ra)9rv(6zF5W!P%y=hlHqkj0CnR?s0xvk5+~gU*;GuK%RV0+T|e6Ef<!T
zbFf!BV|0BwoCeGpJlRw)tB8_zbiq)RS}vL9KQ926q&I$4uw#}d<;Mu3txuXG2g_?H
z$hDJ`7r9iUq*)=9E)I(K=#Cw&pSdKyrJZHbijWFl{RC(X()V_rkjEF$d>>OWIk$T{
zo%3WNR7<xz#gspA<Ah{QtbL&O`dW3UXnV2*&tsa-Ou6m3Z<IUPYI?}E*5pBEZF!tY
zUF^V(YP=adR64!O%8Ix~X~mTXH%~7qc*Hn>jKQYZ0YFNLgj(Xdn#c5Am&K|iwQp`i
zNk~vgZw@&9BfheS3%=^J0AT$5Yx=f)*0%lJ`*&i(#X{w~_tXKFQ(3YD-vmR33No9k
z1@4UQrLnQR*g$96C4Tk4^r}dfScQk4TP%gy_VAzO!62kG2CiNwT_ATjl8ibD#fjB_
za9$(*HFR3|D_G7A*ZQ9%bN^Ltd*mU(KZ0(J=06goUzdnd(9z{>sJr={JIwW&9&&^R
zGv8u^dTVn*Q^iKtDCwBY|GJ^{k8)^kW449CG;@9*{W6?5R`Gz5LB$AU!T!lRy7gc;
zvj+g&p>|?I$VNjQFByiE+nhfy7xLIG3?@ad5JVXLgh?g)KVed#*Xj6u+@=z-V1?6B
z;obTODCxPQoy^yMyJBc_X99-x+5EaX2<PHw`Y<p{%AVO)cGHYT{3)fj<d*mV+A?c8
zmRDp?`%V?kL3wYxQGw$yC1>~9PdSGrC9R!^YY|y0k)NbIh9D|{el>mn5UM39X{s3@
z*vA}lfgj@WnT^{+KFLFy6s^a4=a`w|O{rX9zdWZ^L-_coMm97XRTpy$;Tz}eecdWm
zr>FH#^)&7^Z@)NXMvsEAvM7(jP_raLBalQ>tBfpp-C?#=1ss&=K5@9^O|U^`!AS0y
zrlv<gbez}9jnH<y@##0_+<{@)vbZyD#-J+b{{Gunrt+4aYaI@H<JXg5LTb${7dDL#
zZ0aV4u4e5Q8?rNbVg2{j#!-cR=Y&?P(v@|!)wS<f2rG*^^X>fvHLjl)^Duy%fpu5P
zDw2d{gCH%K*wE3DCZBdk#FAd}Yxf@_hyOF~|FWU_X~{O(^F~BT(q}yYw6$t>!T}fi
z3rwUZiDt_KVZLV%0Q|qPFrM$Sl0BOj-IlpBHq>ct^O)j_za9#mmwn$oq%f!<eT;2q
zQ~;^sjzq~;y{pxX-FLBeAvB3YUJ_B-Hjp79A?(`&8dsMdbX;i}X<g%+vxgeTC*|mD
zYu+nlzmPuWTu<7u+9%M;LXpB%38|0@)_ao~!tC?^CuVM*{{hT5p#9eUhc=!99{@#m
z8O7{~px(4RP~FlsE_mv1f~&K?m(Tw<zs~dYkE)&CgxDG@Obaqt`YErd{^dvinf!ju
zh^2tvQYK*ZFG3iwH~O*5o5C!HFaMGj4J$@62RaTu|Cu}@H^1ExWl20)-6O+L;2!vv
zM1h?LO=Y&BYkx}6YCVzm$DiNO>DUp>ZXTd@$QF7#la%ECYEa(Byz2y&O?zg${(JiU
z<2@l5@toXl&`6E5Tbq4F0K%uziL5V52XHWf%b@(Ko+qATUPjw9SRC?(8IlBAI&c5Z
z<>_}#QRI&jV=LXKRdbps82PIL?63rtO*OqJSnTq!L`;r95jU_wC?+?%by(ng0Laay
zsgK*-YMAEr#xI#P>X4!=Y_N49Y$iL4#Q|(b)OloictW^GA-*{-9l~q-;a=|r#9n9v
zA)!Sm&Yve}{bbK3q!w(VD(r5ukm)I48#)?T5(I1NbNfx$z=YA&jd5?^+L8!ATXGTL
zr<+W5Hn3A`X;q*SqOYy^+^)OE$<>QY^Ck>y9By<(XO<|RCxr@q=~?$s)NyP|F)D($
zah1hiZ@2o_>Q>;!0s1SgRPm6(azBqs9Kh`WKtYm@t1#XSPFhuoAe2_nPD@j5o+1R`
zOyK+Z><x&_GM<wrtRYB*SomHY@YmvX?O$uE0K1XDQy~9MnfgW1{4aP8?sV`M$u!RH
z7kT@ae894FD*}_`7r#CL49h`Vv`vqiVJ_XJ6V~mt^IhV5KPGs&KWUKGG4wJ+bj+Dy
z@g_cq4!V&cn@vBVfP(P<H|SZ?aD($+7}{x7?A+mU#YAjul$PpPjF`Fc$w~L)oebQ=
zFV=sq`Kgw~uZP1(L?JeWs-t!Mc>5=dP<`q>Q`mRWSR?ewBu?!xHMhZs<0psE{K+9A
zPfA)!&luzSA=7zzmYRtgb%CQa{?Mc%&hsZFDw6ITAKwy^6wzD6`GqhQ{ySsfSDcie
z{jt#&Uncdtlvtd+B*0Pkvy>PK)P<{YP5%zUe>Z(m65fwsTvYF~Y);DK|Hlb4tc;wn
z)P>od!8lzdbVI3={yiJ*JCVWa#ym%k{ZfweRQ!|@Bn|uZvCyZ?WChyN@5Rc_A{9W;
z_sGH18uqWXwzrNEbwfF#KKyqk`pqrnzScI*By_;M!0n76r~INRlI`U4{I#;$abcDM
z%S6Sm9yU)kV)^U|EWdDwxt<GqS5M8&y#x}+ApptV)eyKa(%(C?0_>-zDxr}#T-}(w
z7swGi0wsp7a?f4}&@mRAb%~Ci*kLYN4eMK8R)V|6^ym8QP@_bbMGXaUq}_M((=m+D
zwDm3Tsr<;ZXM~=A-@Y6Dp(sYDr~dD3QgnmWw4JWBbQ2G56yxtlbyz2n!fV~cIk1u(
zCtAVoh>q@y{ssE;N#SB@@tpK!mEUNCaplT{5*Wiw_zyz>`TiY_uEwZrPttA#7ac#@
zQr05(-OaJ9MRX(%-1jvkNlq<xC??Jh9!Xy4@sgPM@$oLf3L@6B%NsW$`9W&YY>(?b
z@=`LjP8n>$RYxomA}s1ay-&8zGuf5|C~FZ2;h8k&B)j4yv&v&t17=J{9pIdW0rDg_
z^dLL{m(&Y>{(W`pDxk>Aw#r>%&V=!t5WTc&JeQ&ZV-62E-!3Q3S;UzM*28lJ<;CW*
zw~wAZVo>csNXCy1DO|*>*Ryom^)l0TD$ohlLs73NqKMNP0-VnJ@N$O+v)ziB+CTjf
zGe=i{&L9P3`IeyEvqCANb0onlg?$-rm(4k+Q;f?ty&6Vanhp=p<nwD?QyOcXx4T0b
zMw(ZX=6J$8D0r;;-?~&9x~(1tW3TkrbKB4<*0oMd&g=IoW3!?3BlhF(CVSKRh+u_4
zh#};CE3!OJM=dpWboDon$HL1`g@3FHm4~O)x*scVE#bXuZkli!Q0mYP4=m4{y(`^g
zdUeR{i5*qK<sjbEYFGugIAZ9P<0;>e(5Y)1T>{m;krYg~E9>Vjgh(L0Zv&{G@SoF`
zLT@0V3CrXjYR&`+T3W21_A}p*TkNc*`twt*-C4j_WESky##&x$3@kK%uC06(5Hm}G
z9CeK`$>{58N*#U%Opy>mwGMBdn{869Gn+5WP8D11ffcbuevv+Z9mmwdJ836Guq;;s
z(;hR(3N+7uDR2A=tA9;~ENv`HPEYaJ(YH%ssc=?Gp0f?!A{|q%f8tNDaPTGv#+H66
zQ9s!dEJZfg-5~j+E3mvbn`^rU1s9w}qV!<EaDmZJT!7QVoVO&R;5ODZSd}8o-0J3J
zwDDtpZuE(j?ye|%l)O{-7z|M&A7j5=+HpNAX;d5qa~FZ0{5kc(<dZhe(U3W8{{Y4z
z#sR*G`;@3vgz6obk;*y#A8}JTUbo&xP*GgNJONwf28h3Pe<_0gy_e^K`TlE%CyD<u
z#wU0G3RR|K{@2)b{>Wwj@c0-zjQS|_0buuiitjo#x)hxOcV6<d-;T)Y8Y49)Md|{w
zKH9}~M$y(J*}ngb74J4Trhgzs7{!r?Q#v+wEi|iS3xr)QpW$^^5N@<bW>(;gs(c*x
z?A_amGU8KP$1u%JALmx2>4lxywU(!KQ`Hw$&y5VoWu<!6OC+8w65usqE4FEsB*~kg
zwc9{A85b1%Ew0h%s%ip4CGGGyNf?x2HlMc18~G+^>53kVsJn*TbXE*Fvd9Bnbtb>_
zQB<s9enB|C?=7|?pL4C}ru5J}X8$-VlytRXv=0v=XRTsh&VEYL*X^Es;>L3p*OF#x
zN!Mp%iNN*%aLWpNYFC2HBOEQwY#mKFH4+G0<z~%8(;FuComeGi_MEq^1J>g8n!17=
z!`yrTiojSXB@7A-!p8jD-LyL-!LuP|F}{J5sUO{ZtI4oh79@h^m3`qO2Z^wE*Z=;J
zHh*V9T@H>Oz@_v;s!hAxmoYhL4KCSz>g`HnXe2S0rQfwiRn>eXsXoE9_&4hK=hGYY
z-rP6d-7a@5&9&u5=sMc2741YE3P6&{$NJ^2N7%_(H@&j-ScOXOSvoJC_h>q^-Nnxx
z+MMm(e3=<o%9z`pHTW~G#`zaq{kb<M!Zk)a#gI?=`;G$%)kkVMFONTi3A%U11X@Jb
zi$$P9>hk7dW76z!n&?mFZTD;*7nfjGBejXDi?Rfp3Q3`CRVjxb6r21aoWA-%YK3l9
z*%{|@ie1Od%t9-L5Aj?)v9F$}M42MM4pEBpX`ySj!`4=e?u0GYBvCjL{&ldOIn1*q
z%mg|8Ec>9b!wJkj*1^J%O&ezgxqfX0F-;B`hT!Z7?H81A^tfk8`Qbo=G=*5502|2|
zPFf^nd-3;*K*osN_`&N1Jq;kN`sz+BD1^qGY1DnKJkIgTj9Q5DxRz(ga&|Gt%iivB
z)0m2x^<8ul7XI$8u6mc6f5_shgUl{diJ5_tX7f1v>e%8eNpZyFsV~FO83ozYNHz7o
z!4vfMMqP0iro9*6?$x)A->Q0s4sDv7+kJWZWX~uwge5)wFLdcwi1mm6!>3I=0M_0g
zZH{g}03<`USbppOn{WIRo-0A`Ny9m~<;<V6XyEmAE(Q`SU-eN~eV~0;qR6F0bKEo8
zIBVO9NBXGb1i%_0L)oe(PQ`MUcf5G|yeG?YGT#js9|u;uPEH%l4uV8R2(vIpQo2e>
zR`g<eylY~t|7I%o8mvCy{nRyt6}kJmm`kq<GdDfaHn9=T;tL*WB*nUv+mPr)&e5sn
zu|{6RK@%MWEbII#?X}*T8Q|*O{`V6k=^rnUhuw#f%YLT-e~UE#Z}q}3r-EG=0wX=#
zaMb8=ghR+P9?Oyz#eIb+T@mpZU7sa90K~cBHXZ;+RXn9v7v&Ft7MLR;B<r3iu=)WY
zIw^M90Xo*`91*9iy=BD&-g^~;4g((mko*TgKn55zR2_MDv~;Us&#jDX19N`8)O`S?
z0jY0RTA_tvD;7Yb(|wZ%fG3PS66z}uz|Dc$hbLP%XM66UcK6JYP+hXA+Z%0|Qw&x(
z>e9lO1h`C!;W>w<NX#zm@A>sJXW@h=;~`%bjqh%P>F!@@ik%-*-+yG;(*1?Q{81kH
zyD|@<_asB@r}-ZOJ>QvGgx<1{(nEN5Q_toa{p}g4?Y+0|t2ZF@$2_87g{>CGYxhb4
zkD)kRc@~AoA9g@;m(2jAqscEQ2;?%~kncte;eR(hY)LWyS-jEik8Eprg+f<TH?f~#
zRF6Rh?zB%o)4&d(@_EnVs8|;Ix>C==v_6_3h798J_3GT5K5Y=JqK=FVmbm2Gr?`ek
zPvAm`!HTgzsqvCl)783mzS+{{#wPE#$LzFW6PN{vDAf{<e^&h#;@3YMJsRJ1p3r@2
zYebxpRyp5)<5^2Q8<=Vn;>L+2y^zMiAyVE$6SA2#>Wp&Bmm?GZ!`8Y40}QuZHm?NL
zdP~{FDgUgzyYM8+z-Rpv326aPc15J5nxUlV(6Y3l*OqvGJu~D|Zz`iHu^T7^bTvRu
z=J@dgWgB`QC&e=Xb|Q6x%Xxi*H&VQNUtC17DHdF^7!u^8c$l)Vc&K1!ck-fd!}uBT
zQ>#SAnP8t8Yd)Q;mnOEHk=^yJdyNH7yEd%c(t#%eFMtE-?8t|<hi4`CA<pk{3xKU`
zNgw9=y}q??J}%Mjb{5DcV_h4S@j-nPyB4(yZQEk8>zKr|Or&fsp2o|6w)}xUHgd9>
z3H)^Bv0_nSt+#w>`Z%5o><Gn%kiVRx_y>6Kn-u=<l^}kVkbZmP&x;G=cT*8TElpOF
zg3lv~<Sm}m5o_tHTa7-BE$CDJu*v8@^us=E%3wLE6bVR;dk%JdHMKroE#GK**WX1O
z>Z<kTP0r_cM001`hR#_AP~=y~hp@8*>?rtLSo39u_509YC&_cN_+XLX4^cK;UkCZ}
z*ac2qj~}}VqVu1_+3KnxCUts(`%~p2_y{3BB51!khyG6szdEV(FfH3e17@6)1)ag`
zI{%h|mbrf;J^G_!Ydo;rVT21qq!KLwrKwesSD3I|G1UpW#wpGCH`SiM$3CWBbHvk`
zfec?D>X-G({Cx;lPmWRC<oEfPq<6bstNPkauQIIETLf&@H||i9!I|@>YdZvbUG411
zly`-31e(*H!WL@Ekpq`rJtQYZzj@BIe10>f*{b~KJb{D+(Lyzv5SgCLfSw&pfU(sd
zou+m|F!j!^Aw5?AActIfl^W~d>soL9%{SM(>9a=-j0`HDR6DU7gl?3P$$=09tBVVk
zMjOs|6)||*kA4WZH(nfWhuxUfm`xng9E;?BWhj=I-8RVjEF*tgh}zqY%t#3gYK-Y(
zH#l>3rW8}*h>0&}@q4n!PnSFIO*pkge+U`ElBG9iA-I35(jMdAI_bl{o7lK*ub0zA
zZPD29`6Ys6jh{!12b_itPh&67%RC_O(aWbFhX~39-Z>jJ2>|?9#5Bi=9soCdI<Vtk
zUAb>2<v*U>JCn@n!RHf9#d#_~_&3XRFmsxdN2(6VX%p;yvS{!ls^A!J>95Pj6l=J9
zK^2aTc8Q)30CxVRFq0+HqAB<Fwd+L7S)L~R{x$SqhLrE!A>Lcdc(Ns~R=%D@p29Y^
zpz7PSio2vf+h#u7Zr;`8jZ&DqK=kqH;p7WTkuVk1QC?>)MHGGn*a0$_1K3(#3T(!8
zwM3Wk6<_kgcvn)>{kJ5orUX`;V?3IT)H(VH_-X;|^ajP>i^8Wx;7TI?Dpd&6bs5r+
zvNh=yShkSCQUrv&Uq@-KWcG*Hp{!8DQ^w>IC3<SGQyMzY9lY8^>7L0^KyBcyq$L%j
zFO9m{r|8rV{$cyQqUopl^De2(P$fty&L?43d+@d{c;<hR_ug?$CF<625Ebc)Af2Fq
zAXSjw83hESORoyjd+$LQdItgNNRb+l-a&frz4zXGC<)(o=FA*r&Y3&so^#*(ec$^>
zemfWvOm_BD)>_YcD!rXu$JN6v#B-b$Z(_xe8k^70BrK3Z79M0R)>w<VK6(NbPA|!I
z_n}x`@<5tnlDlo)Dh@jCxE8^P{-8iKw*5o@)^{8JCyn*L<!Ytp5P=X5QbN=Kc7uJG
zh9mlZ0!zxnkj()tIH(WB{aRUtWc?Bl><)*(T||K%9_{==t<$w|@nakRT`>GF<&1cC
zJ-0wp5)Dige47{|k652nbS_oZHg%|HFD?idmOXnZ;52LFq<~@<)>+U=RzlUZZTUp!
z>lWWFVdeR!2VNV)u;sew@FUzuBl#9Ud0hPE8olsW8QFiHrmm;5KTTT{2ahg9C)lw$
z^tz`{RynhP^Zu~3*t>^<1hqs0pNlfQX(?Qqa%kvBkmUDsX{E_J$Sa)Lo5t>$_x!Wy
z&E=gDQM%Q~O3MT&edo4$rPaL)h=jQSn9ch|zPG26FAUu}Ol3+BelqK!a7$v!PzCjj
zxNz*VY^v3k5Axb)Oe#z8)Kp_!wi3QokZyCrz$z)5<GbHVWLCmE^LStKGgNP6S?-P+
zmF`p;$25ud(@W#Fx_MF<;T7n4A|O?BivyC#W(`a--G#GYpKquZd-Rx8<Z`^Q9dF=n
z&V!>)jHdV{n$6jCkTc%5Z>mM1v1(5S)T^Mp$g{07_Re-%J41mqlV{(_QQk)NMbn*V
zr(DZf2P4ID7V#XaO3&4xj5jk+tvIRqm<36N$42uW44Wnnv=N+2ZDFKqU1W0-Y<BB3
zFT|bnyD4uk4}oR4UE~;DG6ZJN-)3v5ZQdZIZImq;V$4k~zP)TpaGx^ftD;GuI|}ci
zQa*I0s((vw(8h0DD$XH-AwD~EfHv4}E^PLQ70C$mxxye@r-pz+BKpVtdtLIv_X2as
z+i&Xb2OkTwLGEfA3_5s>Z{zeMx09x}Nbnj-iMi}qU>kj@Ga9`V&6vId=})UnD5s^z
zF5h@olsAQxIBl(RvYl->Lm1bXG<Iq=Z4!PbLzqm0?!GreA}1dWazRO@#5N0Yc|9uc
zBVm*;6l@XS%aPMFCWtYKCi*`zd)x{PoAPSbfw7NkHE=r<QW1*G>yo=J3X(G5k;vY8
zkCadZUtzf15dWtI`S->7zj~kUSyR#hy;0rqIupX(SPJlt1MrC!0E^cI2D#U6yYt@u
z?!vwS+((ZUz4Xq7Y%U1E?<n<^9FBwm((xSdIV=RA0r8F){wa?2XY8RSO|0P!nk7Ue
zOL(Aq+EysXTM0ECOKRRn@J0BO)94!__gb5b*JsizBTW|`^pin+htUrA_8nrAR5FXT
z(BQ6G&pGq-yBhpy@?Z9S`vm?f<?`QGs$u=86!@2f1LXpK_@(Sc24Pwbe7rBpI56)r
z#(8D(2$`2pTW=3kbpUu(Ndly?QmV`~Lv+uUF?__{OFwwbG?eaMx!c;FWn#(TCG)6F
zjeL{R({UHxE6~qY!o~U=Zi>^3PM9%cHCEVK^SO5W_D#J6uxM4E2J|<E8HUje#xcVz
zO*kwPH>@lZK{o(BJhIUKV?I6WMY<eR8^FFK>~7f|;_j*PwbY=hOys(6(8A{rBJbWN
z7s3ZbDb}U_9xeZG%4AQa@*P0!9N4XwcZQ~v)mA;9AtK*yP<hJLRKy{iYx}Q2H`pTR
zp{!n$fH1E!>B3Y?ug-_`a@JgUsQqGR`ZkUjWqia?zcAj0iP3Mc?sduj{|jbZWTrLL
z#wH|eZCNcQ8`77;MJBRSvmSrWXNH|w(u2`=a5!imS9)`_+O~6E4#}Vhr(8<z+56fG
z58BjN5#|%~=ol=8IFf!SbZ=c(P1^ggmeFK5e^lo$DH|3)*<z2YK*&?j0LNxK9Bnd|
zMpl98Hx4+6pGpV3_I4Oh$z8oIQ-#V1<7(69I?We{8P50moMY}0F;*Dn8V`s}?(p~J
zKLj_IAf1V>03PE*YkwOtJR1}n<TYLhA%j)P?s=ygCpVHFKDQ+1L85p<&a44FB*BqF
zp<JwS(tlr!4PIC6I)vpn*;OV4sC@_~D2j}*3Z1odzD?>p%8_+RzR!xFA1>);YAG}f
zg7CaloZ$%E?(N7`@ZQ2Y9&iBHYf|sc6!FcJEfPbG#<#m9%$cq5I-krQG82BK*iXhn
zT#J(bm-K>p*3I0ThI`P+MAdUQTqY`{MFIJV;u5GPDY3M%-_st4pl7FXmvq<-=PyR@
zmsVxH%X`d|f_X`P1;U3pD<uWwaJ9e5taIGCU^?8=e>__m@_2|UEH5pno=gpog0Frh
z`$ribU11Q7tVhPJ6b8!3P(Z$w3`G22tI$7^NI!D!?yQ-AHkX>|)pdIv`l8JY?`F`0
z`SK@}w_87v2VM|G{h`nJ>xCh7Rol0x6)lzWLIycAj~{UL!{^B2CE`6W?0s;2XG8bh
zY?<3koww_z)Tu@lQ88dS_!*vOpri7b>8amq4xu(KR-`InYtQB|_JCU(DjlQGdQWtV
zr#J|$gorD3f=l?KYAhy_PVBPYoX~mucHUEY;k&_o_}&AkJgoeeA@dAX#*c?7`qNw=
zDkH8yJxCp%9`nqD`*|r(a16qg$5^<%<#;>?el;vsZw-M~b6C#PMeo1e88GeWn&Wvw
z&nd$mDn_|Tc04#5bqOi1tc2<9n&r0NT9WI*zxepB{iKrtWF0%|!;fW<c(-7m@?5eh
zs%!%@S9bc<yU?(3<`r$7TB%!_FbR%E4Qb7&#YS$)nS@-mrq<5Ngt20MP-N#9zM8W<
zi2Uf0mM<{oUyYi+_F(JWF6p8@*+4u^8}IGUWOr^n<>P{G@&rh#ox~j4*xsf?NAW-F
zx4>{`i9eq!WV%F|aOeB{w=V%U%RY506NZDmTKRxWz{O^O-IHgkE$MhZ3Y|~eN%vLB
z?!fZXV7n@Duf7Z(qZ_^{<G8h>a3hpZ2^quj%*)X(WU)qIzBTw#%lL7SJ>*tP@>bcM
z_quX~h1JLE5uRb2!45~eH!kG{FD;?c8LEc(rB=db`Yh_V&;;M9TR2?;6|vLrHT~au
zxc}`rwCm+u@#gpCo&oY#gKJksMH-~ds1;EQ7>f0IxuR?F8G;Xp0K_^UI73GdwSMaR
zgWOhDeX7~el&Wb5ho)skXCi%Foj=Q#!~ZyPAU8gMK<eEG8_r$$EvtnBvKDT-_O)nx
zxY?_8T`I5Y8OD(~nJT$T7nFM~P8?;&0+IG0(9_$uo*Nos2IboIkt;6}$jbNs+;~Ay
zM(xO_c6bG1tS6Wp`ZM_17WcOl`|bGeq*(=9_9_k9{aifNJ;4>wG)A1%6oNBH0dq)B
zTAx*>XXK!gC9Na*V>`)H6c15Nz)js8dxM5o45OBOAL4t&;F9*%FdxsKkax7}-OH~b
zW>fm^60URuyh4~Gk^7wu-M90zs)@1^R*Rj(wTT~nMe_t<U9Kh?gJog1i@kR@o*7h*
z6un_j9Qi_7>072lAC{Kak;?1n9+BvDuYHy8q-bt4=y@wY{wR65A49QjBpFA${Y;z)
zkDCqBBKpFMk=5Z6xYc2cP)ePy*pUmgH0ch70oNjR-JDbGQ9eoQ{AM@Lt5LQjA|u7v
zC&jnXomHw!tKK5vfKutl0G6#)%35l3zAnI&!4``0(}+!ZHBU}2Wg+@U<z7(4ZuX)F
zbE`o5<NUoM4I+deBzeQhs4;cDe_ZYHC)8++iq7qNLaxp2Z9#zKxRW-ryhmxC$2M6d
z{jk`$>#Suq$g8Nw>3BPMERT3W7@8LiaXP7G8Z~#(u;wm}%NXy0SfCR86!4XxSN(n~
zO1SIo*;g=kldT7vO+@AsIzu<3B{54MsHrpRfU+9(?I}n_**ew%Q`k$}Pn+j0Icb}!
zMBQ2H)x8YOMPlS~O<q%?$cY~Ae9{sZS|^gxllv#L5Bd9p6ZQJ5j=R;ePv~r7T?@5d
zhHK=CQ#-WaB_UfPf1zf3`^Tv7|1!<4qi2ophUaDTHz||T2eU-xy`8hzR{`<5NFkw4
zXlrSlL4I;ykq_R-UnpYzFwrVVro=aspl>y3pmbUqeFJ%UoTLB;P)59#@q9n(KT_wc
zx3AC@JAB*{i3q@H=;I3LzWMH;F^@P<$^3+qfBdA5-tmGL$Z%T#wxG&t=_50COqh(#
zRXl6_$q>K$ejGZfSX*@G!&u}{V9~_VNcE|VLqIdT>F1Z!-XkLr_ID`Sj8(7oM{Dc|
z2wIJVg@t~WN$tasK|y*@Vu<ZND;)Y|_$HI_iKI^#qt$Jc46eLc$@kkfIXsU1moh2r
zd_TDxwMNCAZWCAPlMH75N*3N<SoJfnrkgWl!{lR_QA~KKTOQISBGMy7dah)zskMJV
zs1Gx0$1taGEu<*HjkwhOfHYtL-t$`9V`xc$d+PA+XGKCMXxiI)uz2)K4A*@cJ>{#C
zBqAh@HwVb(p-ayx%L#7IEzKz<Ot|&VV8-^KYD&uRwB&wOXOa_`&hu$V0vMLLZA)8M
zhTWi!mj3sw_0gE4?kVm(zkqJbE;_agn}$bW^Tu?}A7@;&2>ma^mK_P-^v<luZsfS{
zuX<f-xn@spCSs2wn(c4iz%P!5zy8XsEhR*F=DP$4beNA5j2B6`r;nVZeON1sml8%s
z#0c$q-vkdpoVX}Ry-Xay@~{x+++J{?jWIeMKn`#*bVRZ2s3ZFk2byh9R4~EB5$xl7
zsMQp2tmbsO6?$9|Dwa}`=nK0+AD`zN$v8N_GCwX*H9aJ8!c0r*_UY?GDY>po{9h+F
z|EIwL<ywkSdEo*oi%~gC9EkiD9e2qaaV%@Qmy&6DUAwrOEX4sS>*LN@2o=ER;0|9M
zxKFXgD^)mUee=eAx_PV;;t=Ac2UC0Q{BlyZ_Evr#zfM&)GF;ke-8ckY+?M({wo|Ea
ztFHU_(UY=YzyZO&KT94zAQ%5m?htm&Z+`nCRuPp%;tEu#6u)b}3+{2}4^62xpP8Kz
zNFbiPXgy5EPNT_>J1sj6Srs`!>|d@SucOhez_;OxXZ<yG)evsb`A`05b<Pk6gzXvx
z&5y$=QA~gm($$CZ`5IFDP22kKO<upY?!_#|<~>N0X-Q8M)y__~rA+il%cq7Xn|%)W
zI>K(*_16DXHki<tPu`dvyHrrX3uIrZ6v)ewrx7Q~r2eI<0+d8cIQ;Sb(EBM@I<s19
zz*aB`6-Mr0uCf=@WH~F8DH2Ywi;>=fI`y@nb-I-R%$%QWYRkue@|-mNxOnIGLcyy%
z!Q-#2NM_$^xg4#H2NUn&rl;E|ytw1_Bl<wxu|>)Vs?ws$fuEJ4J^Bb`nweWW$px4I
z4czUpg&aPq`Ry30vhpc}x>ZYuuEJ5<W^hV+Kr^>ZDMxft-OH`E`}ARW?|P-M*}PI_
zH;CMdFe9f*%Pgm-)yc!;P5e8<)d*V#{Y8rX&o0$W*@o=0sG0=3si!rOR>RgqTHLvL
zFx@6)D((uKIuqZOT8GBqA3n<NT*PF2qI*+=_ntsB)qr3(8po>#*>5*r5Aq7>yy5>G
z`?FH}WBhjIiAOo1A~UTSY!c#$69Qflxq1G8DKHmar5~ypb}g{3YpAfA>VrqR)twzW
z?7y4p7_In*fW3>4Lho)G5@<Vl7Au;25-mB1N~7Wm+p(jI3thC94*miWipXKd`eu}l
zGQe+%{kO~#t{1I;`1ya3ICzq``E5W%fsisDM02Ay6>>Y~9o2B-o4YnUtzXEFI}F(G
zZ=S~)SNbEiICd!bIM-p=Lqk&U_7f|XKj{u^2aBy&0V+d?kVdsEB{QXL=4(N`*I1x@
zM(}ot<LusIS={bgB_WgRY%(B$t9dR1U|N5LyZkK>Ut<~ny7dK_@xB&ZFXEf@LpPr@
zUlf*)C=xsWH5y#AbMV>AK=2<6oUeip*;XTgD;=`9D-XOU%PY_`L9&E@Fn(}-)ZkyS
zFHv6&tj0@+t-kV<9!^|-<Nby^&K}L)l&(i;5yLn&k8Z&`e*sF|&}lu-Lt*WphyFy_
zWh9s{SAzDG3%Ou(z@1C2&b=0Ca6573<O(EH`u?`6O5UQdRu-MVv^No?vF2GTektPa
z5YukHSHRi8%lc3E&iq2L`Xdsm0|WJ{BYFp_<<pGp5sdrZpU;nLs`E`Vre4VM_GK7(
zFI!0Oxqq&iog48>A9vv!uq8G|ci7EK=67vKKBPSBy;Zpg6s9!D{on9iTDo7CE3M#0
z;S=auhJG^;q7d5~iAj~9EG_NN&Fgx;z5F_<5<6Xk+cW|_bfn;EC09INTSTDsrXrxm
z-WCuXD9%z<BPRG1=8c}&-uhXRMGJFnaMra{gMB&=bxJ*7ena#pV>y42@gMY*|A(h^
z@P452*)p!t{DNf2*S;gSx_{8|oNZns^8Q}kF1m<jN#|^!C$DEvmQq^|2G0u39zd~i
zH=!AVrFJpK>oA$>4=90fS6VHMH44$9*{7I}PrHIf!CRwozVQWkfO=>BBq`clQJ=c&
zO!iay`WHjRdlO$dHC3vL>>ua#3p?GtJ~;57z5MWe79bDS5cdj$H<c=wQIk5oS%2E4
zbD|BF)P|WaWcVBdtwDEYOe|dvk3xA(@x20vdSo6Ee#;1V(ahsytPTGqhT6w4%}rp7
z4yD@oeaX_Kt)7FQI$B;mnZPHcUI8!3+nD>!kc=Q^LfdW4`GTr6B+YHj`rDUj+O@G|
z&-+kxge_vFfhkZ_W2c0?q<5AMhtn@90&G*W!=0=|ZrQ4?RAo3=zf5{PY^FFfaF>JY
z=79qUsh#p98Iy=Ea<8?C0lPVRU~CMYM_j&m-;qOc`#!5<%Y5RUyzJl467T3j-FY`P
zz|XX6T55)TA6R~5U~91Fr7vAKAjdrdE5^NaeF)quQ0q*_6-a#%q36!W{To*H-SOXH
zF^bsW5XrrsApV@}sXGi0NlID7_;9h7&J`0JvA1s#C!wzmb`rN|G-jo0&|ZP;jggXu
zT!D1gu-Z6t4;J=G)hOCY9iLgFp-`AhBZ7wF^D@^>n-<G3b@K*3{KhCZsu4zBh6VJ=
z08WMN&x2+@Q?839*+Pv^(7uxBCrUbz#Vlx{ccwpQOv*6~(4`<#77N3}CuI&RBTLBX
za>2HKlkL{0Njb!NBPbp2V^Y{4V0WO$8y1YE%-rj8Uyy9{+BNgP?cbE!ivwvZ$Ofc0
zX?5pFQ0}gM>dOG4e7F;kGm?owdqmf?1dP{knbBU=?`gT>U*??@-HLLar>^f>GcgRX
z?sTs!?l3+oE(>>@qO=U^YW<Q&+k#rH1&!NGr^`@_7bQe6nQuU77n&ES(B;x|m&>B#
zjviT+23W0n9mVA3sc8(=8ZPssC~gVVAjpPC<$#627)X6`BV#6jQfEnvWBQatrz01@
zUCe;V+FzW0{<A|;!LXRm${R!>K6+#nW&O6D#y+lGd3U+RUlPAZ3GVEz<qlKdt>49&
zZO;;#uYwhipBR*$%4ke5QYyR46o@;2!4PQAmmTHhNrgpqsTy;;;D=^S<<K5v43Q<n
zX`_Fx#!q$NcojVQs@U)G!7z2jxF0pS>k9uWH7QpzHtn9hzsV(dueDhfx}02%+$7(M
zSJ6Tln(J^ge$GP5HAg~X0NiBHJ?iTsx?p;b&3XEfF#*(MRV29Mfqay86}^ZU@0@k-
zD<}HIJ9}Ldx|JreY&j|tR%S~-XH5*=^H`n5Ba4}1LNhpJu*_Ifv=Hwve$|m6TTW{|
zL<BlSXOP$0BX;;{1{;5U;v~YESMf&6ox3K_-AM^>x<llHEn9hwTnvXyOMoFGh~CD7
zaA;x$hLRZpx8PUKCU-Irusmmnwa%v&r{7ixuy)2w!*>raq>cCjG$*JH2!fo>d5v2p
z$LK=oYQ(N0&)KG4#i+!`M`=5+#)1yv$f~0@A^vuWB$fNTniNGt^fU8IcT?DkXeeEK
zT1k-MyS*cH=z@FtKD<nng$9+9HSytryuPS!`B=m_PuA6b{U(0vP*&>ju0SJ(0%DL8
z@k9S3h(BOU!<v*<cR}UY{A26&V-ck3sQF!u#EP^&bWO&FD=Ygl;@P{$clglsu9@zP
zdpy+Rlwpxhw~h_(sAb;UjiGU4wDfA>7t+A>dLgAE!H6YD*aqw(qs9;X9D7C;AYSFl
zmNHdH>#<}$S<Pr&HVHMHH9lz0EKSN-ADEqLB?y<vE6CM8YByUQDEBj`FCNDn@yzXh
z&}sFyI1bx;7Lj2{h?hnGfV!C|)i^p_g{tYP1dihhmCIvn3PM^3V7aYLndU<^N!p1G
zHM+?13QJr?FTv1??KN)OqqHxh6V9h!hUj&_RNiy!$lKUhpYkTLTvyM<m(NQ|F|rSr
zV2I57^a$GI9`!Uno5$ICBywwSvzGQ}!@~52$*~^FaQ2QHi)haVS&@tp_itZtoVX8|
zNkvqFO{OYZEUWZ2Dt0xv3oB9N(7v=$l;?qr*(v7x2VZr<KP?e!6+$|-p7B_gLG6iL
zq;JO=W5n}Xq?8Q-ReAGuL6X9d%_g6kbZnzcY4FO3?IfifMh;quFvt;@fh=0}&?`5T
z*^tTNI!LV`7A@;aLzGNA=r^b`{mi<klQPawZDRkjDasK$hZ)#vCO-LhR{1w-<zHf#
zM{R-#r#*h1nbbGrM#MlHc`IF~<SB8g<?ysEWc?$K=H^aG`fexSX^zSi)lQ#ClrysH
z*hiAP=zq2_B6ii6sH%3BFct4H{?N0glb|w6mW?G0(oD&c%r%TUD3;$~4->C*B(qfn
z%SfsQE3f#y^BZ1#Q=uUxM3xLpXk?@38DeetWve^`JV-2ljyM}W|BvW2{wJUp^?d)5
z82h}SjCXmfXX^P1C}l$kk1tJ1L1<=HfTy3U--izh9o!{TGfzhF#R{zG7fiZo)+~qM
ze0-92>~^7J6QZVO?{xyTu{U4akUn6*msVE7eC9GxcNzji8_u=(Kt()~v)>7!8b`ag
zaSEKxDv94t>9-@l<BtR5&>v^Ser#QxgZ(nkRIw7kkqM>!fq;{juCtPlQo*{w!R>Es
zgag1v+!G|On@Bopy#kQ|kwg{_%;Ua-?C&B<^koH!1pbqc5bq1b;M6jg>*JpLPa^mL
z8$_Gezr?lw$(RO!%zr*F_8QSugy_4l4^1){FLLW2<hq1!7($aPK++gi?pDZ|CT_M2
zxS&BIf)hNsk1Ye7&FsVurh~e7TX9x7h0z4W!~H=4Tcrp{(vt8hq*v0@esv`M8XNSj
z)%s_*f2l9B1mjin<v2vwvnU(PiE$=!>6WoLzFlCWX5QIO#O9A&g<y&Lm|ngkjRa;M
zc5O5iHzdYPJ9=K>WZF%m)&pK;N`vlB3pJ2tH-gfAy&!mkrLC=zqHye!ZQZf`$^-1W
zzAMmEOe?p$Fzs`Z^4OWOoEamfk)o+M;jq>y4^fkLcm50Hh#glikj2v!nBL&Rkt&O8
zFpv2oPQ^!}QP3JGK29BATUbLShnE|HgHqE3!<W*Lx8Xgq*2D=1MR_YIiB^!tbf=Os
zch+)q7ir!D32U&g9Xy-xDV`w4)AChVo%q);FfL<r+YBgR&0b<EAu*VaGhsN2gUvwT
zI(7bj{r&o&KWMR9Y(D6x*=7XYs4duMJztqMi`BZ*<>5FEb$5wSr#@M{PP)^qSN;~8
z^bNyPC(^3t@2HX=^pO?JnWDCDiEy9fYTb3=EFUQ$UZ2}HE7LJ{yD_cO$_N|NxyiU&
zerJnwb<n@BaE~-G&N;RH4FqDYpFY8tt&-LxN~8U?YBA@XUoRBoP#ciiJg4zYw0a+S
zPs%zKsEp8)xdDo3D&?jOcTO_cX|pS}rU?MJ4(u3^0}IWd8{9AMpRH$1br3v54kbMQ
zvNW3ZM;`E6LH!4w@E<*Xt(E<^73(fTOml-KX_e(BkFc8(zd8?m_#pqGRHz_nfx(hh
z?MA0}MTBp}?9c^T`n(2~#5+@|3kGM)Lzih8@P@I#i^4dqp;?U~_qz|_U8aK}YXb60
zdi#7m`OhXC6lZuEGE8DWj6VoXgi*vOJ5iJ6()E18_s=@^yQG`f%J2OY@4DL6^ZCnh
z-Cf4mm5DpLiM#qSUg|%qFFwv;^jsiKg#?<N>Lir1&*_ihQiJ`n`KcuED$aH@JZ01@
z()UaB)K9k)FBQi&A~J+KuzJrYyR1zau;N|~r4DURDEJ$w5TvH%6ldW{Vc(n7P@icu
z#w{X#O)m~|>3w&cOH)FscOhC;R>I^Q5JIUzj`qr7DFm{gv4%}aMiX^&P;;8UC$mi*
zOpi2l4kTUfCFS+@!9b^-?ak87QLUjwyDdX(JesPq(m07)uT=}b6>`E=@JNF7!pDX3
z@?do0xR2YxkE7VmUI&+8g(poUQVy{ZRy@cvP1f33%sRgU1<4E?^GH4(RW7a#6&0AE
zv<T#~5NzRdax1PaP@!Drc|4sEEqw@auSl|n7FYS75Ab9X+sH94v-vRvJbKO=Hl`tA
zh`tp*FF1io?Y;AM@JNHDW8Gg}-Nzs_Ye_e$(Sv)GR+Xc_<aUHSdtq@`t2AgX{-{;!
z3Zy^~Xe%s^6HsKdYr2(Cay;o)|D=kJ6ng6Ws5JHt!}jN@M2E}amp*$=;YK}?*^N1B
z)nToa=ENVDf`z;lNpn6_eGr2hLit)x6zOsOUh4n@6ezsf&Lc^lYNy;DbdGI|V)z7H
z(R@9SUN#$MTWa4Wb4kd}r2N_BMfPQ#Hntzentya{Rm%Qd?)3{7z2zi*`5w?s&IrJ7
zDg|FpW%$>_>~!fBC`7q#8jnF382TbBfK<}{I+1m#^?l*&B+v{wj+F)^+~L&=ze5JU
zq}?L{FM<72AS;dn{){pCy!p>z0ImpjN`hO5oW+8UHm<dl-=6fRGUs1j^&dRx5C4w(
zwS8UKnxD~Q!~9Fwt>KpVV89wg?s@s-!4Y{VwyYp2?tM|~o7N5U3t`Vwv3|Z6Y9zkk
z0>+ATOfQMI$9GOE3D|xR&O?J@&X}+#ZDBc(soKfBSDK(5(MhDS0X3z_Ntn@GX+z03
zkwHo6SN9wjn(xImv|RtRP*x)rW$-GnL!5DLD#BA`B=(hRwCCs19jf?^eB3g03o30L
zS~VmQ3lxH8kbUnT+_H;Vb7Gimh<UOsS0qh>$Bt=HbCYgsOo{^b0%QwR+CiZ`NMPn<
ztf-1@rIuKcAh#1G^QSQ&N_t0<z+hviCn+EA<7Up;PJCUcHeLW<1}kap0MhwnG!Rg}
z%<BS+hMm+Qvk{_~^dZ=gUWt&41LKypWNcj^<AnkK*6RS^>m~`_E9B(^wrDX5?6&6<
zr?~S)ARdVN)UBqs!p~SC4Q+t&*ircvsP1vKnLp?RSiMLF6hDd4;M1jkU^I}TarSUv
z5pfy2UrB?!#z3K5JhJ6BuBYByp3zgzh35u5)4T5A$rWg_5h%U4{(K_zoBs2^y8Uag
zMMg751pC-1KiuopDuHOMR2y-DzSvEp((t=>qAbsn1PPS%^BrPI&71Bii$voyXE3Ww
z<gLHE0vVIyf_Irg*c}xH$*+AUQ2o0(I?!C_q>;%Gk?Xafy}rGjNKOadtUSt@<(_q7
zWI{XMh~srlj<P83vcjSh=dI&1`-v5fRlBvj4n`Mh!2+<C(~rK$+;n0~O`=5Vdv!@D
zU538pG^&KlJlPQ1NF<5_%JwZsLlFe6OHtB>zXVx{WpnEly~!2j8B<T|#OTF{lNON^
zx@6%#%{Qep2nsk>J!zOgAmcTOZ#ajt@P8l`Y0^Z0=4i$ka#_HV2aMjVa%D(38zOJT
zt`N-TjfNth4}5qXnfO(L#1Q9Z5FW0L0>O><M5q|=ak&T>f~6P5ND8_M!l{*>_kUOd
zw|t70DfC!o_*`8U?8v_)O^z`uC?)woP%2E6Y}+@dd}*7Y{Wx>Es5DlHvULCDVk-9y
z(M5UL=l(|Bpca32TRUO;I-9Vz^Vg>Dj1C=pP0=ObhXf2~Lq~F!0n<phBYo<bD)Ye#
zq{x|X&IcERIYTK8GCfl=zv6B@Imns%^H~o0AHE^^Is=d;Okki)b05%-KdQE>2@wNk
zNZ3N)&Onu(><_BARs`JMF1vJUMyzES(V4@J1K|B~ztj~dv6o6$AeA&YFsL$4*F)Ej
zpt}O)4!8k|^sUI%U!bMm{d|-@T>{_dkQ!-3MeAj^<FXUDAqjRd1at)P-?&o1$MDDB
z|As_dbEW?8yHqRc<-dd2E_G(i!ef>FI=Ib(Wkf|t+-?`IC1V*k5@Ak<gt=x)5iO~R
z8ihSFy+>YO&&9>H`x8ti2$f!VWzyFyXb2xI$?_D3vzO0Og8>)G(=cVWGp8}j=rpvK
zs**(r_a3hBbR%;+WjJTH)?UDd#aMUR#704Dy125bfi*1!$p;k9R_bt`Q6*uJ5N5Sq
z)DzRYO_n0}P?C{v6kGy$%WsPS{-KxBXu#!jVA!K$6W#{&Q%IWqnoRrH2vNHH({J*x
zTOh0JNQ*Oeqt+RKDsKa8dD89hS})mvr%NMdz~@SDe(c|_Lk554=f6rb4lSg6%!u{2
zaqhGx=Qx%X5P+-W&LCcvqb(xwHSzeY7fhoCI0?n7g`6gCS}b#0LX$Q0WuNdnOJ%YJ
z0`OD~ml6uMTeZ2-f(yN|6m&EE?OpN5wN?*tJe}IA(!y=4aHPb_Ln07+`Jd>njYJ>W
zv2y17SCSPhfNxAG8zi?|yb}#adfdpXec7JmhCQ!oy0@T(X_)vdh|z{my79a?T$8H8
zFl2m5;q5CE>qA^*vUuwry0J@z`SMHo6!!SjQM*@^DmvvQp{c1^ZTyR4-?|vfM0}VE
zUtS@bIgT+tcl^lURGhLpZL6Oc=0jxIN0P8HI1O@h>@A4TsXZ`K9;_j0V~exc>^y76
z+kd#Y>uj^(>X0wAujOrSt3|3|bO2+~!ZYmtJn2h`pQNYw&`SBPRny_YVvUXHTq7n|
zG3TXLHnsPJ<m#(C89|e!yPJWBgEM6%`A8f1_I~_+3)Aw#zG~?Or2#li_e5?F>m0<}
z<09$L=cT3?@!u+lZak6J(e~<7<$3V5_CUi*j5=J(^};3}eK7Kv53If~l0O%b|AGyb
zvU-TB?rF6_noC$FS3_``(_(VI$$%Tl<eK6+W@${W(Swt7^+E}HV`}_d7<D%?=xFY3
zp*iB7Yl_BC6Rl0>Q2_k)EN16uEK<CPx$~Azhv&MdAn8sJ#5CK$4*$d%(P?cK-dwk9
z`tGLwES^)2;R*Y>UV`ZxLvXaIDNZAfK97P3=+aB&cf#b)!`d~9wlxh{7eUmDs96Lq
z3t@+4XR?SZ5V<k<{1ljZ0rpW?eaEQW0PbT>{w<mfDbDV1;$Nhs|MGXS*}kWNl~R8Q
zazEzUA8WP4jvs5eWNfK_keL4q|A$#h+9+xeMz{fzL7uFOx!LGfXu|xUzplD37It@;
zz53R6ye$+iAzwOBe8!ZQWI_Y@d+@oFwkM;1P~@GVEb@6-G{jpmrD=Ls&=({4Wg9_{
zfT{*h(_PJ}ZezCU6D669*naiQn;EC?Zvu{Hn*J-JEs9=>^SR~`()MFzP=b5MElx`q
zr_DAA20tW?fACIzdmQO6dcysGEsiOB42YdwWWg6zhM{P(tC?FrPl#{5e_aGh4tGYY
zB8`1f`)&{<P$gwJS0on-I<VJyoff%l+S3#}x6<?$fo(;K7(Ch%US=p3_REj)ZWE32
z4CWpdr^%ZjaI&H3lvF$4P=A~H<(s`}=P$!r0>2Jx)xs+$5l(L2)!0B;8anL*cLB2U
zC$tk<(8Psp+2s)&6Kn=_9f?VwasfKscza~_aPWxL_17mA047ZNWonRK>AwDxP4lz$
zbE4)HclO$8pgZ9ccrI8|Mu|jCJvPF?EpVKL*h|Lp_}fMC|F<hGGfmB7wkn)WOC%6L
zBKy34QG<qlbZBj?HSwKNUo--;Zj{c{=yS$is>}Kh6ZRPT{td%FIJ3|ocg1e-5x|RH
zjN+&%LnVZ7HF&oj3Jlw6LsW-{SBDsP)5|OS^OlOr+~eN;RP{V^MWmf1aL&ofI34kI
z;0jbCP|V+ql2k@`FiO~CZ*wtooYs+-u6!d++k^9wJMT%)W@qu9?edVMxhax^s@R<g
z36UFRU#R(v5P&njL*hI=slGw6U)aR6P{P`cCHs@SlH6_0(JiR?{cl$DGT*G`<y4hb
z#zb_AO1!60+m%CUsDU#|yD3)?Js)V--%BiY(*N~~2S*GNGO^R@qpAR1gY7q>7ai{4
zJlb0WHp|r)s$**C@vGhU7`M(>@vMGqO#h^X{HxHvLtT@=8A)E<6cB&~@wV|6u0VkM
z%#u~*705~e4w6A(xK?SReEGgsQHOkA$NZr{{JpsR2gTz*d`wZ=FFjZQ(@1<LTemdq
zE_2HYtswGD<|aQwX@QQZZk=%zwSmI&>x(b|daAGOXOq}wyigipBqSqtr1ZZx=0$1Q
zhiz6;FHh{~%*(wJJy)Z(_B^pPI3o#K%$`lQ?8)&Cyc+Aha3WT#aCX1XK6|TcOT~}!
zl=Z{9cFnG_#-YTXrY|mAbqQcrs$}__W9hAFFygr#`1tUfoy%BGs}1A~a||-t_08Jh
z?eB^3TfVxH06qsQW(RpgpoxS^pL&68zCjk>ZhtnkdCl_mgpV2_I3jSo3r2X*wbG3p
zC7mHF1L#9F1hB+L|M0gL{OyI!CLyi4T08zxDZc|9zx+W!I{9}%qXzt)^x?+>^M^Wr
zH1Wqa0OVwgD~AJWUl&9d7B#oT9Im#1aFF(;<I}(k?T!w|oA-uZfB61H{^vS^@4qpB
zS-!j3jCcrC7|XVZCCE7_-yk0!<^ya*iX6QN1Nx{N?p#LKE*U<b`TR?N$jROnXrKyh
z5dmB_Z5e<A8#bIyRCUCb&Q-5dY=C~-%q;I=)O`2QHjXF}u4Z<il|-QB7+^4<w{hNG
z8$slUTs?ri+!9b;Dv&OeA-SMbEt@sA{&Z4%c{`sn>~M0~;DcL<bkn{{^-0g^O3(4V
z%g>XcjU=9le04-C%|i*?QZlo>=d%SYrVQwciBzQ(gG)&r@ttT{QFwv7t9|yksZAq6
zZ!j0srrSw!J8lSv-#K2%bkLWrh?NK+O!uFE=tZa(B-kQ4&AG$vhTDs+3DJi=lBm{g
z($(gZa)2BAC(@>U&|(h~KZnq1>OSEZs=*JSe=L!4Pd#Hi!sY!U=zS=k)1myBgZHdV
z<x60l=udN@1HvUv`gz8*v*La(4=t&d+x*p*?@L-Va<<=uBsrNTES;!sd!=!g4{4Xn
zk%GWgU*`gC(n%y8%DF>;)%IG(v!$b0hKAM<`C;f$=Az-x!3XSPi$V6!lHSOw7>`7U
zsWanD)_j?!xBfgL6u62Pm)mX*Aq~!WmpLg+i4%7Jl|`_$?78AA>s|&#g)Pr>`_fk3
zB>mp#h+w46uPDda(7-ITQbo)4b>ms*-Q_P_#oZSWJQa0m3_bMB)P&Mz)`B-A7bGLw
zj%`eMQNFv`!cGA!cttWu(oI&DgRw_%21>rZrB#$$T{mxb<UqK#qH>f2X?~6950cG4
z^jm@TxPT`wA>~P)((8SPXRZMvzSHVu#9uo?GV%{{=@tz8f&hoA?(_RkXm-puxS@%W
zC~@{rg)Zra<JRcHowtpf!&%vBOj$4I)2NAkDt3>+L2855R1CnTL$gsmV9|vObR2mD
zlDtsaw)iqkj_tKD0a_{uZSll*AJTOCa5CrEl@GNzz1Fv*znV)Ym7F;vhM(Us-WukF
z7SROxlL_>ybvZAZ10j_M;o@!IWH7}9-(6!!_SZ_8{U3r}=5LkcFUJf~M2Wx*?t~3w
zQyvaDSpN2*{cCQOKSCP&9p8sNnj6d4K6v8NzjXka(7MGDrc+^wU&7dbP9LiIZr}S<
zskpRXal%z<@<sT(caG&}<kd&oru8K5ZYFS)fg1J-2*G+SO|=A12>QmzNyH=%Yw4)$
zj`#A*7J~QXI*Ez34eq=-_2(aCU6}Wg4Q80?Y7<Ebz+2<bQRzRAd-T_#81S+0ajvBA
z-9mgokoP~T-Iop=lux|7c{`l~T`dO9r6Yz=8<n#+8QP2FfYMZISz8Bz80+Lnq>5&Y
z140=AeHmQu59}<91~*+@y);7V6WK<qML%gel*#pXe-7Z7c!cN;YKmxM_PFpyA=f8y
zb^=*xGVQgbeul*f@AbT26u?#AnD9IcKRbW_#N6yz^g}_uU@pY{4Z0y-t@)3(8Z4+g
zE)uzhcMbb_I@y9oBWo;J21rQe7$Ns%*Awqm7QvG89I_W2C_PRl=$v&44<DiBl#?-g
zDDe_y<iNC=op#@|!SBlsZ!Oo<mJ8^{$fO9HSKJY4@Q^~rm^%hMZj)}AvIWFRN^8~*
zvq>bd@5qxSJoscWQ1>Ah;$Yn(Ed^S0%^BVZ_R9#O{%P=N`OYn9vBhNqzXEbdNB%Fp
z<i8`?y;jK}30v1vjhJnv`$!kO^lEOBYhUSVqNNRt*9o7AR5w;__VL;=H#gO0smC?N
z$X<>z9oyjcc-9TFeXYozz+XaD&(WJsY>Q$)9@FUw+gG7mz_eSHh*K{vDMWOKSm!dT
zb%(Q2GbFn2IW&W8|JZ<)Z13pQ45m~D@T>Qu;`9Hkt0?++^HCtT{9Bco0+igfs^uJh
zw#<No$xShK_p=iGoe<#lnw^A2s<Y?G6PjJrCdTJ|OJk4r8BCS<^rl!=Cu8#Xrk{Fc
zNIhCegFCl4)LF+Ag5<w~8zwE;fi<|nw?1kgb;6Et9m>H~i{#*VRdh=h7LKwg{|$nT
z?L!+;d@%B00o_3s7lbtoDywLfmr^4ZE@AI9z2koDOFjX?isZwijh8F@sgUB}?E!BH
z12447&Xm}4Jw)7N^i@HjowM=FH+FM{<hP;yk_`->M;Z%Wua`a^-TFL$O~G|=Sy0Ab
zo-sK-sruq=nFnVop8_t($mt2Kh15D)TRK))hFb4xqmEg4@N;_Ydq+n(#j;XQ0~Jzo
zS-(l?WPXcLe>}=Rj-_*mRY_A`lnw8)xb=8INt?fj&D5z?G=u|3PmW(XB1&M6Z}av=
zGlyzqeL)|&A<3RTMMinA(2mha#QdG)=xwJ|__viJ1j|B~PDxP5gXW&1rG}i-h;c|v
z5|7i1?t8{=Oxgnx?><L_0v@^WxXppe1SXNffrsP9cQHh}DXhAW*^)uXH~dGuv2d5S
zDbF&d5eYs7R5?=so3%y%uS-}e1ung}1U6T`S&I}X1+M`vT*QD%E&t=U;Zx1#A1lCL
z8_myysaGJ?q+K-7+HVxvU!U>$KhMcAc?B0tZJ2D~*@>{YK{cH<dK+geGF^25pgR+J
z2r-Cqc`V%%Qd|!-)$)hAv^2=}+fO0AuP@gwUV#sX1-Khh+&SF-(r*nYFH!5{=;UGY
z7unR+F!d=${#SyM-%9hpa<t}WVqY27sTrWGDr2s=-%=Hb9n6A44%RYi={Fr)kM-rY
zh4%#aJue;k$^PYH6tjnQu+MCXeO|yLVDMa#fIRrlr+YfWFJ!V)K}cV5k($OPCVCgt
z2#fhxRyuA53s>8FrHI_J$nhLnNiD6a9CV@P@X;M)(vneLDhtu2Y?=3KyuBU>{^pf(
zBRI}zgqsSQ8mdWb8{~V8?x{kC;VrTkmDsTI`WErBOgWhOSaogo5Bpg`rp?46SnHa=
zqFDzl0dl&Qf3*llkt`1f{~Wz9*lfo1m|Z4ph_|cY3HYb8OS*w==wfk+_XOS~E)9h+
zsXM`q>bi!y^{n}tr&c+xmYL!L<9;{t5dySe7^V}T$e?Z>W4pg_rZ)mDi3`DYWM60-
zTWTgg%UUr<hWXCic5K&b{4~hAjobuApQ_Jyh)^8Z$|F<q=4kG`wYs(Sl+gXAwtlV9
zdJq%XLAp8m)LP4c=;G{toNdIb#HagNVhWz0dI=~jN%tJrZmcI^y9g!2oD7OX@b1{g
z<($-2RX7VXOLcKc*1WcFJ6-$?;*>@;vQnwvN5e$hITah+Hn|yP=aieSR~GT6)4ge%
z5MiwBMqFE5Ho|+)IxWavdYFkZRYT-dCd{j5BHkQL>|s$4e`+1u2Ky{J6WincTf6>j
zCDlVE0YZAZC7zux@7@(bv5u6V%&1ZFnUD6%5B7VrfPH^b!(f7Szx(D>Rg>`N1P!-M
z_FG8-b5sLliA8#)A_tZU9s;J%44HydYIu6lovU{22;>c6ol9m2)&wjMVBcn&V%@$l
z6q>SSq0ZjZwx>C611Gr|XO-{G22d6b%YpH$IquKEQ#zyzbM8F4nMCz|gWI}(agcm?
zZ`Ok?4niQ{Uo8!No@pdueDac_)UzX)<}hMMO6;;%^C{BIcNORNZR6kX%V^9@DytQr
z%G1jRZ$YA=R`^6GSqp>{gD<@1JyWMRP{3OA2-{BI=E2mR8r>5KyH}sX%AgL3oiA_m
zo}Fr>JRjU}RwUsT$zO0(Tvd#O<{p0V5<w+vEE_shBjWHfWi6zRgFoKQ3Ts7k^*M%~
zuPPgrM|b<#g&gD$A7A<{TfzKGxn1+(%*ac;bfjP#uI;;unJG1QnuV>JRftsUg>e;r
z`OhkT@A)>8@FU{_a=^S+z2g6X8RU}!@W2ws8^AD<`I}*6jsK6h&aZW~<lo9{q`tp>
zYX6c7{0Gz^pX3^&=+1cUOdwVLE{^z@lzDQxSV!J3NHrkbh8$nE#x`i5@jgeWQp1m)
zV0KX;RGC&4vtBz3!<%WXTu}`&F{h9bs&3w)GxhKV2wI7EE~4?mJ97x~4&Lm)<3<MW
ze!dAtbZa`8&tHKI5O~JI`#~c<E{gZ>Q<m#{`Ov5K9g`X>Ytwb6*GN)$<uFF^)%u&5
zQTb64HqyLFa<a9IpZ~7LyX_r)ntqNpkUPz^D{+KpCtS{OQ9+?_WY7tQ-;uff`1{Fn
z!Iz+jJ|&JURG&Z>o|Q@te9j3kh`V#_n%?+QUCev3!7BcQHDtih?dRE7h`xg>kn0Iw
z-Tvt^d-r6)DA;}`e-;+i)36S$29}WP2p*styh>C}^zvO-w{$$Z%UC=uK5_+;_U@`S
z<kn$6OR{*%3z+22YhbRF*+L+XW75wa4A9e@;wz!R7578&AbtffncE)_l!I>uq4_UD
zSnWmcQodAK;(zb7l9aJIqUu|YzEaQdrK?~4VNjnA7x~F)p7R#_1Y^y7fNr#Hv8B35
zcm)B=U2M%5YBsEzxCDsW1yhgw3*88PJ^Gg@v$#lQC;><9D}Htwq8Pn}bTQ=b{6)5q
z72%fL%gx2JSPXI~B91y`FBPPz>NQcy>+^<ea6!e_V5fhU+W;c-FB$0r<_?epE)7Tp
z7~xJgLH7f2lZ>VMJrR_IAz~Qy)H3m?!^W(?EiWTXRz9Zwz}%GY#jYt<+1K+AP6B>r
zGsmQ+iqj19AA@74rsiyKZh`lRj@~a!V_bnc4?=QH5qM1wYOl(MOcc+T?QyzN1m*$e
z4&}w5^kt>!`Dl!go;d$uNDlzx$GfJNu>1J4J|C0`*}n-9ci4X%C`uFv_RB?1UiU$0
zC?U=T7A5(~26`_6kaTey!B%$xITg5ffe?Mk1}8rng4Pj&GBC}>DT2g%0mGPl*eJaV
z*JtpVb|Yc}yr0HTGzeLZ_e9(_SZRgOyPYD09M4D%hK~jZWr_t(#vv{7Y&^&V=KzB_
zsc;1%T9o!WIvnf<?+GAESYfJPuRtV=h?@cp(ZwxSAWF9@5DdBcg7iyW5g+56z)9b0
zKVBA$w9Lk#r)>2}XexHGmave$9J^YS!gAlbi9Fm@WI#jXMK%eT6!J$SZe4*uO#H0|
zfS){(>SC`uL!CFm66g|eAq}V@71=!*W$gg&n7T<&cLtb-L@*s-8QSrn(E(WT&yVI@
zr>!gmrUWh(z<WMMbf>mw_2*B4>MIMbk2ey6c;(g2*!o5oc(px$W4Z>Iw+o~iVEyz`
z5%==%0*W4&i?$<IvpQ9#U9A<8fh{{+B{2N`g6&1+oPY}PB@Lo=-v~bamg3m@3e+@k
zzN}gN4hH#nHmma`r5q41>=I-y%DXR4K@?KAYS}cSzkurnV6pr)jKvwJOov#I$KPJB
zsHO7?#6WHW8RdtFbHK(S%O5adtq4|E2qHlmc$Zfo4-&+y%>%ml5nc^b-Ia-Uw^2K(
zzO0U{(^g=FzWdm@#{5FKRIQ|WkxLA3g*lSn)ALLTP~IC)yb$k)$#w7CIZJm{S~<s_
zwp2eVh}@43!t03I-azai(w=lUF`z$iBdQxQdvL0i&~U6~%SrA8DddkIRScV0FLe+O
zMt6v&CIRsoKOU9cr;nDU>h*zYzyF95X3MZFYK7lPc&?YfY4O}TRlU)YyZ$~SMy`V<
zfaMh?5)l}P%P2*bIoBzw`ukVXj=_>7>uQ{pS7j#M1LH%U1&@<e;OWh(4esnLmw3$a
z_TOf#k|yBfU8qn~*|DkliC|};u<Cstg`cj_AsxXG9n-x3pw0B6-_YHv;)7@F-BtrF
z3WnCImm@~g2*`?f9Fy<@l*mwyW)}%qF2-BBl$eki-K@%bpI1)vmd)E--qN{XY@>$f
znGV*{g&(GrrzU^}SL(*$R$^^tt55@n_mE;+9zGoMyOI~1KFA54WeY;^C-j;R2TjMt
z)FkXDx7`HXtvhD)4m2lgLaT8y%bwJA@nY6i4-+%t7%H7UnweQ6l%B>&w|8ZsjrLci
z+N&9^DWcwSDbf9jU#Q$d)F>w}PRBesK#QsS;)R=Hm+K6mz!#sWrA?!HXNqIqvom4*
zc}C|$tX?jHrhhw+(!;o>u%%hWrIeFm4{ETa@>cBbGRbZE4NNQi2NS^`E7Rd6%K=T)
zhOz7#O{*}mE!UjP!5z2p3^nzw@s*bRvO$V;L+^Y!Ym2PZ^$dyADmV%u`&K90pU;+R
zq$mDixbz2r?Vqy>PeNE_;b-?CGukvrM?fPtl5x?HDVA#(3MhGoOz*?jhajpzDnnKD
z#PHWrEcr^Y(?)!zkS*{0SnlV<w(Ye%MJ-<hZa`i(F}zJz;DSLedZEml;-XMP0<na0
zzEG^J+G`+CUh-4w1^xC~K2P)_mUrDot}V)WHWQ*-1{~m_1v}n59-2KF1h-2XeBtyt
z5kD`{Y(@QkgPo9lrn<UjFUL3`kr<(Wd_o0RtGG{Z6(2eB2F-b-LQQlx_Qv4myF=j#
z+NjMD1W16ET{CGB`5<*8YR2-Sam+saqO(|msc4$4XmL#vtn&fB=?ynHuc4|DK7D#3
zqt@+4H8m)ayz$kIP3eM{tgztniAWN@oer#j>r1Co(4}X%{{`edeVMFC#T3CgvgUiB
zejr<CG2E|rXz6)L@%rqbevdg+@MK-n=Hy=F87k(6G33?WTL&weV^?v!A)A;!-o4f;
z+hh~)Q>0F&Qy;Tb-jQrhHfg)rMTBs=kIW{dX$RcuMk0OYYjy>)!xtFHscVwP&KJ{%
zoW2nl$yamGX$)^989BF2E8zAPMRw43yh*kI&G0!gK<q^73T%4-LHC^t?K)Ep;f#+y
zjO5}{q91>!(P{SO5M*muqn3JoyvYvV^msxbE3cll^A2J;vhWI2g%h$apDUZ(&=PPY
zLv!-+-3b_25eRZQf<*6gYQa<hRoBp(J@ysIRG?mx>5|&1scyrC*$RShz7#nlD_Z(#
zAbO#B`w4`4p$8p-)B8XSk<-Xnx7$n&H2TpO)~#~DM0P*9boRZ=8KD0=?|Lvax<EF;
zM;<IiSLc8KMWRAbuGo9ekLPamhCt+oWpSu=DhqA<)}_QA8UIa~(SKaq7cwPa4j(=x
z(+8C9K(x-P8vzVp`9ngMKGf}b!4|ZRXBgfAbfTfa`S7}p>~Z^%m`iAF0i&O5>(8*(
zMxxT-5y%Ah(&+Y6*Yxq8F4Nu_>O9e9^|~?C&1c|-8u{;-E78%MBM9(WK7{K5RsfHZ
zPMqxR(urK2!{QNaX8zK|z7PW~m7L4wH#*p<;Fb?6_3+-IVSidO+NullU8>Pc#NfjR
zU$D>go;1wdy8_WiA7s&F*=F-CAr3UeYIC*ynFrV|bMzZ$&<CquM9WE2_Vt=6B!{!`
zi*T*pwBjVOVT<?<X2_x)#@m`n&K5K2hT^Nl8v6{`Di6#mzPD$|pDLG1G;!RhP0dck
zerrz)9Z52DWGEiJo6~88&}FgFHPP|l6TNA}w^37C^I2m9M@7gHz3b!L%M3f~hQl7_
zZt(!a;!>)|C#;#-1sjUbG}v;LN_Q<PFmXE4Tez3>*}x|~F(<PH@Y>03uE}M`R6AGZ
z&23T2Dipdc&6I4-jVL0!*-}j*B=bs2i?m^1J^ux~SVEkaWA8Kw?ur)R#;YoozSlPn
zNy)CyQl3`ltEt(pE_y5>N|N1G&dCMZ?|#8nLqFphYV=^%pl6n;o3J-ybRy}Omp5OB
zIB6wAX}bpyM|DD~3XlF&=*%oIkJDdQ!asXLz@f8aLTs<kQ!vQ(cC&GUZ@Y6!!*JxF
z3pTYALye4=Aq<jn#eWqcrNOuLiQV6-0B>GeJw)nr+LwVXn{rh;V&ypzE^W_Uu=NbI
zUy#tk!CJJm=0ca-wo(dfZr%wnH^y!#xkm2&K~DYM<Ns6qczfDGihhfw6tk5PogHhO
zooEJ(0wLT4*ihtOZl>nb>?H+9zk2h=DGVM#70`leL!BsUsSyslXbb{O;k)?1)WMV_
zU*S3MSj`T~8@|bIo@kX2w(eXE!Qzk<6CL3I52R}mz+5YhLJ?fxfui#og%ho*wi5+`
zNO;RKUTE!;J~e`2sN-=cT9}J)3Wua>>n|1PP^AL?IK-kR{({Ix0dJ%@<DxPl=3J_7
zQI0YF?X2C&6r4(HKWiy`O`2{?6>9nn!54DTdan3r>g%kXLvO#Asi6tfWQ_c>HDg}9
zOL&5&8`u3ejPUzoU_I&w@wd;(*DgdL+~NLDD5JjOk?aXuqc^h9wJc)fvfRm{`II*N
zk)V_xe~{i>bA=Phv_1tx>;Oi};<y?=;y1W0xv2?IDF&B?ONmN@q_o}4%fSz0C|{H1
zTB<Z+i=#&|i<y_n(xex%%<r{?+!~l_)k_iPi3Ylwp&OP;K|uv|YK!1=@r)=i_0G9Y
zx)6I!>Ll>l51Z(;p6=X*sP@LSAP7BoHx+&0t+SU!s`B+|P&79u#&lZgG)aX)`u?4G
z!HUY(g!oXnljkv;VsB%tf>&F4Sur}zT62Kux$eGlk&EPBt_B+lkbeu10qc(cr@XI>
zifh}_EdmK7SRl9)G-yI_D<oKOcPGJ85WLVrLLgWn0fM^)OMn7`li(V(65QPi*UH=H
zy*~GzbGrL>-|@y9uV23(jFP?Cwf9<UuDRBn-~2v~H}m9vV)Qe?X!A2G&Fdd}k=*Z7
z1NtE~+?F4~RUYJYl%qTqscXgpd{1V6yu^T)fR+%ty7wOjlFEZH133rNmT#AZk)?9a
zbkDY-rN&^3*5_~6(c;&Pz>b+1d?;-s%au;;60AROWAs(Wl>3Y><uAoPCPLRN^h7-M
zbqC{`wnZrqfSZCp{+OEIN?gI8_Rae?qPZv@{hH3q(_;OL1gCmQuQPk)2Xw_{um3u(
zoYr9_by;=*_{Kr9U(A1Vc+Kt-A%M~`k0i9d-8ABvYKpCgiTapjF+7(7UsMC8+R`W2
zcBcj&&C37cbVcglc*Ma(Et>*i{pzEsTsib#)yKy=%P`S~5!`P~ZO{uhU-!@Pgucgw
z!WUIU-}uKx8{F>@m2XWH=K#b9Bnl}ZchIl{%+!c0?(2b{Cn7l=2N!WQ=E6VEszjFO
z8o4pMGFh5OzyI7^*V1^+1E4>56x)Wk4Nl2EnK>lAHj$?j${-C|X83fc@yeI%AhRs)
zhjF7_^5|`-wbr~%`T+$&BXw(@+xK(_l)Hawlzrv)u<NXkUkN)UYzi%rbz=s{g6RTH
zCgbx2MeMv(7Xm&3GO^KKHG1Yo$__49;iudA<TJ0$f3%2a-MmC#!4$gD!S7*T>6g4)
zk>{zJnT^bDH*#JznkQ4h=DQbrl4XSDP?+~z-wW`r-NWHd%qP@$(GYcj)y3-?(c0*I
z<_X_$Y{-RIT7lCJ$tNAogwN5`c1mZdyT3qlu`p?Uh6C&{vS;{K!#!7H;A4SN?Y#dL
zmk*1qKu=%wdTh1UbagJM<H?@6J6fa9xvvLJBfp7~fVYkz66(dZKopi^BDeZ?x7PgA
zjFVazJU-P<e-#&`y+9D06!CU?CNk?cWkGU)3-8}n7R<-^LnH;mth>N1?{^3a5KPj8
z$hl|X$OVj~U<t<6wz(wKU|er@@u;$l+Y9czJ1!@qrQFjSRU#X;Jt7`ow&8MXw0(Vd
zofc#0N$O~YnCzsVtXDCA{Lkq@d(OgNAXYOAyr3XTVJ7S>zlnZ`uZB6vjJ?;vw8A|p
zBn~Rx*g}|c*w3SU^=&G|KDT8pCMv;h)2>2D9mRtv>BsME61AFAWh83nTD7&orfwFa
zn{d=X3fK!=9GA0FKb{=9YZJd4jvq@vPH#j<<zP}VAJD#IlM#~}(R(mgHMJK_yWR0H
z_OpV9D<7fet|6KerTN{;VAslUuV=3B=QNcqbsAlMAP19-YspUh`1AMa7i8<Ia&Dr-
z;m+JA?EJGL+_%3;ulEZ~C&us(iFCIfmqV!5PWROfo#SU;Fb6_b=Ay*z+a*%U-*Ya`
z5X>7Gs{Ot46+!whpnb=Ozk!GT2~=yv`r`h~xa4PGCp_^@-|gUR&w(E3o>K?V7Q#`#
zWt3;vI=Rm~$A-Y?mIBP-s8l$2#Mu&V@O{y42})vW+<Qj7Hg)alHhv?SxasBjX>Ljx
z@;YrX@p;2#h{<4O5QMSyi0w;5<|JP<9-nILz4hX5>1kBOjDVdCan$_Dwp(GeVi&hk
z?4TnFnAqCbZj>yk{bvd}rK|CpWZ{>ze#4siyEBHSc09?ky<ZT-cO-v-u!OX{F)_Ez
zVlU;Yx8t@t^RJ%Et^~!^IVo+%G)>xM;(bcp=oOea{zNH0=5Uli<XmJvSyK@4#%OIL
zd9HHJgtOBKZ5}ji;-9<UxpR8?N;JQ}sEaLPA@K7P(1AMbjacf>a~Q%;g3J7Il2{3u
zVozIi{e?oE`oP4E^4H1K(2Ex3w0^N9DL6}6BW}<SloI)ynjc)d5UZyjjc0IU+tIc#
zJ>j*&0w1^h9AC)!1CCGcMf~w7t(6I>w&jNe-c-aMVo)uw^`)cc1*B`rh5dNQ=WWAH
zAxGlZ_*YE>9^1PSd&%+$QzujX^{4&Vv3-g^>llu^5!P^wO&Jq!<lAv@%IQ;~z3SsG
zm{GA+PQkQZ-O%j4XuC}>L@Q>+!2p~m4J$t02FmnuxP)eM^`*TOCIco2Bal<A>2z<;
zRl@K;s<n9Y??vSP(f9ucqIIbo%ra$s_@WW^HG6L}5b~9w;$lUeOVpgDJ)s>&Z=TAR
zFx-CjIaY!8Flrr*Y4&!G?7MMAg5$aTZA+-HGJ5o2FMX3Yk-Ol$UST>j1+O)tny{<!
z`2_Og>`aPN*>v-O;DJ}zbVV}ZV%&{`-~l*{y5d9Yn+ou$!%SU$#MYe1f<H<zC-L(*
zRXp6;(0%}YN;jE%rLvaRCQ0Lz#MP>lb?v}<?!CA+#E=q@K($p|_*oY@4TIh^tFPHU
zoX0;V+dM7!jbUuEIBhXA!bjbw^>hSwp1Ko+6^qleEx&+6Nh$F$iLc@670jUYy8He-
z9)IOxQ!~95033T!DmZ_ai{~MafN~AP@?J?r3!-ND{1m)Tzo~n&qi{sHEdcwl0AAD#
z{RPrrqAvIas)gMo(jSxxVEy(*e@<p=BajxTMiz_!d!1h(p@r5SNrZmuig(d9C+vRF
zWh<pA+{}jlN`n3%=)4^~aoz>%GE_LJRL+H0Ol~`W!Jc&R_U}1TKbHkE(Qcg)vn}=j
z=6(q%hl{>egzuflPc-87bYFCvCCky9Wa+f5&>JMbIHR+_Nkqwj8_T9zfQa58`xUrT
z_!kI}Pf_ue8%B$Aj&9^_JC`w?VNcQ@R@NV>KV3?P9d-dnJBPQ}(WB>i^roy6D1aa7
z;ySaLCqlBeb$upa|C|wUY4t73gWyGm^F;c&gOgJ0%m?6JAc*m%Zs``R?4ZoHwg15{
z5K8{Hf2t;^K`x^$ck`~pFB&ybXW`|D*4p7>U{z#)8<U7c0ql`bDCR1O*oZ9mQ)$+)
z9D(F$@!i#Ey?lUlc3F%j*gL7@;ZGB>b#B_fFV>QmQ^r>pa9c!LVErw&4yAX^;_mDs
zU50+Gf~v#vqrRCM<iIF2ywQlg^NP2Vv$EOS@fD%-EKCll4P;ur$~wP5X~`2_A0~Dm
zYMQ|T<l}73ACQl2#|!{1Vp+=<mV++N6@^LqXUPEU_*~CuV)#1XykYZb+;aM&SrQyF
z<x4ZOg^bT!)zt@QI*vNR)0X5z$SSxczpH-2quXF2(Z>QkjZt9B%#d(Yv~tnq4_ipS
zAf=jEJwVGT1`tD?#GM^~!sb2@uG}^Upo*c4-Pg)^VH4}X;&bOmX=+{6u|M6CnD>i#
z`+RA3WxIhlj2qpwrP?YJTqn_zoZFOdY7Yq$1G~qGeoVTRN35>B&qyIIF+xIq4287^
zP=)N-)!N>ie}jonoV!DK=5N%}Z0WCJ+0imNV@<M!TMf~x(eKf(CT;G1Dzal^3YpI-
z766lO8p)U3$?#&1bdj9r;(8WRzu+po#mTmte_=Y!cqPBH?`E&5VX1?$ahu!CC^_a>
zl?Uypl({%}3u~7Iub&7!C-B|a<eN8ybg(IsnXlO0W25a5|5?e<BN1*&9^&V_#DCIL
z`fF}Yn(bfdEBzU|cEatbAM$L>rnz44g%+u%Xf<7MQ{A7yZO3p@|B$OY&b#ckNl4ed
zLwQ4y#pcgOTF<qWc3l?|;#G=rq4B4u7rV~xr5}_P(I$aTy3^NO3NjK7s^CsyGxcI=
zo<tY?&i9s6_uFTWzJtV&yo=LkVI7{64Q3^7{t*7ri;+Iu+tOzy@uFFq`^JJonm?gq
z9muCnhf5KxkdFq-b~~I6<v5R&XE!}seQBQ-kj!Q9BAX*?Gugk0W|Sut<f~eqHeC>m
zV$UcDGq{)1F{30Z!x*9qWcf$wlURg>_mp-x6JmTh;S}~lRC;+HC5=5@ihF!tu_P3G
zs9h2+bk*-mmsg~HG;>JR3j1QC?RFX}sbcwdT$i?5=TptB;;f-$nn#`Ka~+1Y%A%xM
zzv1UCUy>%fl*73**W^HD?5~Ye*LSbYT`vbKQrvP)j8$JlXBmXecB9-ECJT~ks^(;i
zOl2&_sR$)<uw9FXB+q=h4&q_<^INIczd-!^V#XbW*VWN3Z8u<EpS2>KE@BU+y6w8S
zH&*YBQ}6mg7-D>T+`U)F7!vy9Hx#oETw<Gjk;aZ3YM)do`xHsvUxxHl(z@AA(Pi@>
zI7=aNdz3M$f#H$1IVNrwr<KN|RPvub+vgHJw~A`Auz1wg)BQ?!X+tJmJEFEF!1NbL
zAO{-Z60E173!u2~_WkDn{t5K;iK_`z{$Y~UNlQ=G#>(=*g}j`%++PZnmUhOdJiWx1
zzWxA*GeQVe#<>cNiw8a~1}l(_G#j%ag-@?Ji|apS!sv$3D#3HAk2}{PVqOo%BoX6W
znt6@698GV?EkvyDh+N;6Y}m4z$r#<V_O_z-s#B&@ze%i?HD%$aZm%etF~u1gIkNQx
z_*h&v=MVzEBy_A_(#*%4E6b;_lx-1OQVeeCL_=<q&BPH!F$rFE0nNMBo1e`My_#dh
zzCGBYl8>}>bSpA_T>s@o6l4vjmx8yOCc%&j8FsBeko-}ZvAR*nDVq0v%-CZ*!H=jY
zLUk2nzNRLPan#JXUZr`<3dgQ;3RB?t@h0S?pIg~zEKMV*T)afC?8O8#)<UAhC*QMj
zXRM#Y5Jwo3v9hDRM6a)-H`GSG$Z0;&gI_C?L%XO4d9v|H&lUdY-^ec``mBEIoBu3O
z-3v?@u$FTI2SSk*RE=3-t!^5Z-GHwI#9aTlR{`GtCG%S#MS}(+<V;~<lF8spE`4c}
zKY#o)8tN~Z`+toW)AgO+hKP>rRje80s5k9Ok+GMl(szmmd={JTS`!N#tP;}G+9I5z
z#5~+p5{j&`<Dp}#_y63Q%-sKgVx$>2C;~JEJAoVvg#J;*s=kB&SuhS~teoXJC;Hiq
z*bR`~`yLH){--Old~AckD<<lfTYywWE~=n>cbv>j<-yF){GW}%GmEpn{=VZaK$JGl
z1-uQcFGO3*Hj|Bl+fIGn*J`(|CcbylJAJWltdYec$7=uFq*`TFoRT08AZ(0~IMy0;
z$n`Ze`1n}DRO~3r?8I1Qtb9+LdWj;RKyP%*oAILO8#9b|vVjl}>aeVqBq6Ku#onp2
zs_pYG=vjs*YW!*<4UB)2pfphyFwuA=z3PAUq}pe>(7V%fnCP~Mk*WUmgF;=a{GBVB
zq)OWd&<D?2#n9g~O{DA6A<PNg&-V})bo7Mty);YM1{7s)mhC%jXQ9Tsl9bgWEy%i^
zo$|E{@7X$u>TYwRYTq2CV&!6%!RvBculv!Ewxx$pjxaO7P;MHkm9Z{+RXeY`+dk^j
zYy8<dNOLC@ve0;NJUOXfOHQnk>-(i2XC1p3y9Gwj8trgCtoHfym2ThWRMc5~5Z_#w
zH4V1J)66F^ANDxSz<162PBk4wN4`{5c|davZV~GjsyRRuzBM!-nY0O<8B@o5b$sXK
zE7{7aUuvLxNH?LR3_081ge7$i)p(DsU0<d7Sl6WL=GF8+<!4tZ9T^%KUN$920dg1J
zfLs^ny}nT~Ty}28;pBT*CMRta<+J}1nA1;YP0xrSZwc*V&&`+q%i#Zg<BrYc2QINo
zu2Nlm2VttIXDJ-pJHyc&7F*)Dt8!*yak8-f)EQNIeefN;e>{IJ=kBh7MMN3!_3crg
zq2K3qZ<`%#nuSakWI6PRKa)mU5?;F5keNdAKvd3!VpaUd8RN;TU8c=WUpY5d=!0*E
z+qlJo8FxHuH)^k=I)W);QYa)Ek$Pk`_VZcRJ_1a*M>NM-Q-X6$ROkf3<VNk!?^Y4b
zY1T5gDw$|@Y4lj(r4Bx@ASdD>>US?%#|t!FAa^Zkpr%9F0m7T}qs^Q;06k{8xO4I5
z!4N9?V>d(4W?YO!sm$agE~njYd5)rGlqJ!fTM=X18k)*U`|97Unwz{Kj=w-{;{9!B
zmrfZ=yJpnB#*M~LA!Jlb5}5|i`uX2vC5xw@4Zeb2F5xzU2~3Qi$A7&nV_}xRZQ%Aj
zVmnQ7Y|gPab@D08j+NNkZa#L3_G{tdX_+y)(aDLj+{Z@3&<8Z~-*V_P9$7JLeN2Ll
zei9vV(?-{dv{Ea(c@;X`Ep+tpBkFY8_Qu?`b&}lkDd|#JHm1W(5^16?5ZB~aI`z;f
zbA>LXUoC^9MSp?5Qr#)?apvW(XQ>yjPLG~9p@UKVh+toM_wXGllN2dXc8i&Pt182w
z;dwf&^62UN<(}NIf4EX|OZnG?wtvbwhWD&B{dw&KR4`ULzHolYOorm{jxqf_lbU6R
z6?;crTUkzUdLp_pO3^AjfyOShAyMP08pGpu5ZuS;5sqq}NZW8ZhRiX@|B+ob&HxdA
zuq+ihEk*J0y7vEzl>&dr@sz&(L#SmOWBRYCshonF&4A#VQX%E5(VN@$8vh|Y-7V`N
z71;kwnZLY}I&^{8Kp<(=QMMG_EiU>9LZZznNKb955}kkJ!0V1tQgiK~wrqSOj^@PO
z+B|#OiTqM7V!YBypU?j}k7a!xKQwoxY+&1@EPoUSY>DBI>EBzNT<Ud7d%u7b8#N<l
z9`W;@#f6bzblVFdPkr+Bl1B`OPt(%!BcMUV%z^PUbltSARHiKD$VHPSnGmwEvJ^Dh
zIAlLPAh9tYYOXr6?!EAae`i2Xp8362z(y}v<*Z0`(UjP?t0BIfN*=N!biZt_z%3Yd
z50oYYFj2g5RMW>ExMH>lL5j&)+G#;U6h|Os)ZYqaahPD!Oq9KBMa!m83JSo56Q0(#
z0#Vt1*n+!92NeDl&4fghc-$U+_E1jq(@fWoHp~j3RKPBq5MWUVg)Nz19GG9Bvz8UE
zIe&qOe}RU9EaChyfS)-92wXbBi{|IaXg_iw8B%mU@(XkiNK>{REwrB9fV-M2B0wlW
zRvgU&sKMU`7-2Tiz#gy_#e03udjp`hP?e5=UbZ%x^cUzIY`q<}e+i4GKd8J`1`ss3
zzd*3DYsV>oeMaJY%`lPOrPY++yS3QPI^5!J^RAjYXb3uV`4=cC4rwU|a=B`f1|A96
zC%5%%%q|gLlEcw=6ih>b=HEkM-{1m^8BC@;uW;~&8Tg!%){{g7o4&Dw{+O5k8ZRb#
z4$%6_f&Kz5*m(TVl%fgPzYqJ~1Uujpt#gD`PIqXWzp7PpJN>a;kQ?|IhCuuRU6L6C
z7tG7MG6wjaa$d9^h>Fhr<yhIQaaVE!eZoynwz!$6r`4{paF-9Ei)pBhV<ydK6n5O{
z81J6YtHWtpmvqz)J0?)AA6i6zgRufM6YyB?^3Y`Iuw(25pk3i;Rs?L(c*Cp?c6JO4
zr9UV?<~44;x&(g><ZE5D2cAvJ8@zuG#3Jnea*=ZLbG=LQ^7)$^`b9&Z?$B$d964&U
z8Pj(!#4PKg&-$PGJj6%>t7U9pfdAojKBn4!>-FFqZ)%Q#@T!}<uj1oMCibDEz%M~>
z0XK}8Y9Rdk4@ps)AJhPkkS(5db`3)TJw66U2Oh%af!^tuti0y*$DQ0qqu~d6XwsI@
zZGa#Grf{x-MdbzO@vx11Rl^qBg<*M`NHILF7k14oI(&oc40Q85G^z8mgO;ppWv(Q7
z$Y`<N5xqF!*V<ytRAB6f83Nq^pezrbfWN}e6+N;p$$)G==7Vcapvy!m|M(62UrtYR
zd$EL1wq@MRv9ML^DiW_Mx~HO;A|k0$RCh(#ZPCZ6AdjNUDo=SBG{@NkL;jp$jDf=D
zWQQcWq<2(78h^RkfAHgvP}>bN`EL%!R($5VICK9pWd6}``q+>$A1;8;u{QvHos&r(
z{-il-cLrw&Otl3>xBrXSDRtEW_#HQI`JP%jg)B#J-LP~z&2qVC+TTrc`%`Y9@Xg=N
z&E4s5##!+dpdLK?n^BMa%{m+Jv17vjX43M1v&|j$Yy$A#ESjS=ob(&)t2k5yu$P|g
z%73D1|I+N@4%=-l%wL)^U5Yp^s-7+n%SNSNj)VX8wDf<Y)jexnpl>JpaNV-Wp2(Lp
z?z%)RST#EQXBvq5f4>(pBejvs@3hfGg<|qgPk(FzzIN&t=mwV?Fwc?66Mz}$rX1J|
zey^H8r=_L;%dvGco>4!!CC{2ixi?umi$`h2)1EuN@aJo=KROU3Vnm7#;7a<V7lHrD
zfe7rnYhXwG$%_E<$R8YtuPF(}Qr4fk>$hp~?|#e-DF=cAG2cHsv$=z{kR|ThPO^4r
zuXO!_0mmrY`MGAn|E)p!pKtTkU7l;{R|Z)GWV3)@{2YP!LrXdXE~(zsS`)>S;N_N=
zCd`dBJu{P^GWUUozz06rU>Hncq9`R(<ibWlyLn6$7a~RH64{LLENSe=mX8hDi*dzz
zZo-uGTYR{-&Cchp1}iAmmK8|c6t>2!C&l?S2kczt*nF24aT6_QeWM^I1mH;011LJp
z#{DD;9ICmHNkOZ+Q?!P$iN`F8J=u8scOZg3c?xhwgvbE1`=huhUyq9T90Ve`?<e<e
zu0c+erKUWn<j+N||A0Q_PsOjmd6-W-j6Q#F5-M?6q8I*YtmLxlG~Mcu5Vf!@T;cT%
z&4zNSN%fd%A*rbwb0%Ur>MEp-7o@~~*`5$AJZN_<y}mg74*N#d34Cl=1`7+I&g}ly
zz>|+=nAnR~6@185!J>`l8>dEc8#^W>6*M#ErwO<goQamoiW&O`ySNl3@?K`Cw+tAp
zQf!z-<DTXGll;B>!@K<B5UMu(d4~tQiEz`Oolvv5JDHMnP}b9Z!`jikUE5~CL73f3
zL~KnIh0^y&U5}N9O?;JD3-07(8<?1HHbB2~i7RKwFRRp9+PgOje<<nYpa}Gdd5^JM
z+i)7^U({P{<dCHOQ!a~dNn|2V#iJiH=zM|`PHJCu?xi!~?t8_pup>CC^6Wur#i~r(
z6D^l?eat1o`{#UMJcqLY>d~6Ujg<z(+fzM+bJZiZ)wlzYMaI{o_@|R!`jtboIs@3_
z=QYOmbCSP$VHA#W4K_E5W`?XmRxr=1=V^;Er^LldTM&z;PYsfYsAs1XUXOGq1ou&6
zBFkOjC|twO@qPOS2X8I|;NI@Fy|2$4#^g;Fl{=$~!P*hX1Jk}A*IeKC^0CUORQMj#
zzW#g*mgo({z_hcWEmvw2*XB!hgMBl1U)2c5B~jbXzTxe%2?%3eco`_>I83vJr0Obq
zvDk`NTS=CL)}7gfe!^tsvyQs&bzk&&t<W5Z?`P7DdVulm$VKzE<N~8t?iYM9d3$6M
zQWK1WNwf52m=Kz!cpzB4bR*W`CG*wZ!w`WBd!oknRto1)_W+a$v)OG@l4abFaRH8R
zukM;k(=gjPJ5X2mI0ZjntRIif%c4K(cz6Y4BUL}9g4cc4ea4R51<?Azsvm>Qs0<mp
zrcqckz?~j7*hYJppDUH|gNdN8H?<v}^qjgXK<n<U-dWRYqgJHXG`YzNzZO`e4?{Cd
z`aSWRnqA?lnw>Fu%AcUlc(0%r6K?r~zMMB$fDnHxfVFm<_gb%EKjOu^cv75R(uTNX
zg9H!(Mn9dJ#0KWXA3;CAz2~4VZS<u!<Z)V$!C^8T<|-rA@rn1*!{3kSNRGE}xLq=V
zz!~~^PjcE9fOD(9Siwa1^!sW<{MeCRnp<=%4OHbzv?%FnNcopvAS+2%g|js7O<?Ge
zpUzb-ffK%c@{egdnW%gSe*6nm_=JY+7s&flOHe8NpsS>;Hm_VY7plgs=Bs@1ibp`~
z#^CO{-Eb3(<B(wDYs}YXr>2lLN$M<}@oQb5RCJ|995jB1+R;$gDglqcfRrtL;pn>t
zc8-B#GM|I!d#d+>da;JGcv0KXiatXjVUJ}C>>LRN0WTGR9sPw3gjc(|*<grfTCECl
zxsa~^9{P5u>#D>2LHUVTZ&}$KzL5XGYyK89a)v}&eFocU2~J@LeSOq<<nz%xp&w^^
za}>3;zn80Mv11WFI#BGtr3hMQDggNkz{B|=YJ0}Y_(ok@OFT9axNkhoi?JWZ&vzKH
z%;ir(S}H9C4s8T#yl_VGJT9b%N!!k?4bS~1FQ0ED365>+)e?-zIy?BSaMBM|$Q-CM
zagS&DEF|cLXiDPOSEb3+#X1TOxzBQR#v9AoGQO!wVynlpaAE@lUn{@PF{gEq`&{!)
z=gX>$uT;sr$=J$KTizekMEV&n(Mn!k@DJmt`oFLWT5Cw!wIKFu3=hBWwcxd!$&vN#
zwS3WX0C>$Z3*hd0zUHU8OwH}s+0Yt>XeFk_mHEtx`|TEy1d22H_JL>iW>9Z7!N=vL
z#|<H}@NZKp4Vigm#?-~-nVL9n87K1H(k)P3t_q|1pHRDloiPa7?y!nwpv{9JJlMoF
zY3OC9s9Qx9E?xL;u3Mt?Z?C-;X9L(2#knQlPI(}vO1(9!dYffwTw;aUN(OCBq1`)F
z@aSu=ybhi+JzQmKkqpHcZ@0HhUv#+v+Gfv7{b&INlt4?!5+NZi$JQZs=16X%@tat-
zIV~v)3&PPa!^GQXuHDWh=V9$$qMm8AU%!!+&|a4BR;*3YJ46Ml@im4^w3ql1`7fr;
z6La5m13a>I*P2{-5p%{5WdfaEyp^ce>^3VxRk(GhBEvjZ;o2kO(#3O*rM?)o-wSN*
zGM{;9l{<Y~T_9Gcxv|3>h1DSD@%<V))JyF{3iIsA_jBowCrPiq-2kcE7CCo4s?f|5
zTiVso0e!(yy!_9PUx33)apUutu$$eGXcG0>-V!@6)%-0rFGUp3h7;k9KxE+jKAsRD
zk)Wgh#CfTNi-+kmO5)>YGQl)cgWjyY$ZoCrBHLAE$Y$#1Wz?UU$vNRD+sG4c!VXcM
zcLjDM4*EX113k<Qhqo>)9t@5B$m(mncLZpFk2<uHG!fa;p3H`b>(6frMv*=1aDXxs
z4Lupl$tHLwF1@5^fq<yXjP2NDUUEXBKR&u6IJBmv^Wv?rbZ>cyxI(V%M|?h0t9ITW
zf!s!`SZ^{zoZM0u{hSMW^EWdIY7#V>$0_|(9lDlK-xOWVOF(#p1ujz)Ybk)@s;e^f
zF0KKeL%Dc^U{TShCVQ0-PHGR!Or6~>2|LVb55oI)Q>q<$moeqm_WZ3|%k}loUS8hv
z&eK93`&0L$$0lBtHO-&E?CTBA{Q0~qxs><s*=KU2lCRk`jLRp+OITW`E#_Vz4%>9Y
z7mh_J%-oLiQFMqx*jG)~%s4wAi6$eRTe#)wYWC}2-UU4rj!nF37EDh^MSza+%{vJ#
zm$LBeJyCKJEmgJy?MF2V6tDGZXx1vAaQ$)qNMU1@5!;E1_4m(WyOsph?#}GFlFExN
zk2Zz1zttxHD$R4#%UT%rdQ}P!blUaA^sHl;!USrpK4w|-C3pxTzuhBL-DS$Hfmgjt
z4~=;&s(}e<VdgGxX=-5_%~Ea}u~b?QWqnW<{tNUv55%X`*51wRyI4C1o+#gU&sn0!
zRVpyps^%g?KHPoD$rP2_lYJ{6EnETC`1IWa9u~k6@=dg9jsaQ06tQ-?rrKrr#)$&-
z7zE-3<!u_7v7%nWmp}MD$%h84?<S8rBq6mrBHWxwY~5<o{ptZ4LF%dbn3Gu=2O(gO
z8)hQ;uBb=Pv4m$*#8hD}?jcj+@rvzK14O+e)iYtS7U{(7T;;9IY^gBFx**6Av(piX
z-Rv!~9(im|zD<=;7b*Unf0lUkWFb;9l+tKZ<K`m$*7JDDjqc~0h-onK79Ho92e;6(
zstJBv3Sv`9vgZ4b-WT6&KhloRUQ}>uw!<ttaDIm!+4RV^0$09<oK<?|>E5F%d9`}_
z*<rPlMl-JiE#vib7rSJ=cUX_Omaq-IC^1rHI->CFtrYy01vdV~YV<!VKJ^8bvq<_E
z2?;9-@FV7W&WNVVxOtQAx&?Y!0EoLy$00O-*UJNOqS6Mk@$$DTTdiQteJLvYB|`FV
zj=nA>P+Rq?7+l*VA&BAg>L^QtL=5TmHHjz2eCKIOV>>(flL8WwUmZUrPOvme-DR+~
zXLh38<4i!Qhpl}_Q=L~1A_Yu!1})C7{63=1NN#37imqp6S19XHL85P>0p!;y+&<uv
zw8r)4b}ctEAA<>;`}_=x#}4zyKBAmgxmvmLMt*eiC#uS@P)BcAh4{5SE0RCW|A~hP
zLQHsvp4utXgQ(WWvO2^}%=+V|dIeP37^Rl%T)5$C=S-UaR7SOiT+&$>%hF381M5^E
zr(%1KD)`$s`|KZflT)g*tNq=@TYAo?j<%Y;x?<k0Y6Mct(}4uYPBZ=xg#(*R#!<R4
zt#DNmhmk%i!TE<d7s+D+t)=rV$@#Np-L@`12VJI+U8H+FUAvs$`JQ>ZnW({f%o1jq
zK`(XtD~oq$qQskYY8Y)2-V_qsGk%aI)`OxD4{j&nXQM`4crKZtDZv#k(_BxbD5<=n
zPjpc%ZzGq$1TdT45(TE8J;{-;%dAZY$^!*sMfN!PuhqwGM%PgIMWJk2-|jbJ`teM>
zfKJrbL=sVQ;7DBQnZMb)7OQa7G@U>HEYM17GOa|~fHNfw31Q^<%=%aun@dfRG_mNs
zT6q+WJ9DnKI|n9`bCgVXALfo4<RsIbs$ZdPTXB)1i~I=9GrH1kGNU;dPi^9x=0;Af
zd?7nXbZ+?AK|7!zyi7@&I!}DPe{WN?B`X)m7!(7+AlpdtdV>^J>O-MeX;6`Qz(nts
z8Ef)$K!u$MRtYCC{ILnFeISj|xawSKQisd0?tj1(Ynbf31{1;-Z;ucO;MViw8t+Wc
z{;Y|tHF?ac1nLX<QUzTB1lp#hCIn{X)~SZWU{$2IE^K!JYHnMRtGp-|<YXOZe+%90
zS3j51pHMHIrtv18B$w6{m!|`9rev#3o-5H!nLfzke^aOcJHy^g3}x1Oy6FzbnNoLj
z^yV%~VJ&9j>Uphp&!4lT3i-l!*Gxi*tDL(GOJR^aV&#tN;2PnDZAja&=AifbH!%Ki
zKx##H1G@5MoFh`Cx-L<VQm`KUm_uEHP=X_~&eqcR<F#s-c1!%%iHe#@Ax@{4Iu?P!
zJ)(tDL(ptOlQEA$HiNfH?t^MWr@}+D<?DvGZeBwRH!soAr6$UEGCuy8Qzg9Y+1(?S
zS1-nnKq*H*KhhraGc2%wvXPoGX1Aoit9s{0$Mbif$F0m{ob`c(zd*(nqXP3`<<5AS
zG-JCwC(5ck_78(6$HQ<+j^tN(Z-0iTm9QaW3HHW-<=M^E55uifa`JZ>-{oFMEz<^Q
zxOLi|D|944<2<Sb8f0%WN@wghKP5C<GvT?-tTnwH)&e5a+6T0Qi9=!3(a-TGMO7o^
zCmj}o<NFNKPdTK9?(UkU9Ms>>eB1+&&F5ZSl!FYAe%4F)eCwL={q0Aln+>jesawW~
zz@A%s*2MR{Kw>L4QQA&uMuCo0xuP)scLJue+EwJ6xC0CZ7Qz=9;ld)qZP;-p0j<mU
zVjX7elkVXA=gC*((x20I%585wPCAFTm`M?g4^z;}+0~Zhp4%=7CRd1;Ko(2)2@4Vv
ze`qo4DG6~Tz>_(nUIvPC64K3>ZW{H%2+i=_l;W)FM{`}6k^(eJW9|_R?YzcVo^a2i
z+TvX@IHo7EV^VC${J962<(XUpNYf9PF=`?fS5Ut8uIESHMk)_|#Y(t#jxP%Ihz2$q
zDQ}+Nnr&D@h;y^OJ@J=0)Ld%a-6x$hRJt|L(-WIR$w_Q++XUEKXXBSY?QWQ>VH|fK
z#vXRb9t0=S{%Dd*8S|Wf{7hkXxYU*g>1!@1O%`OifUCH(?}3A6G-_zaZy4mwOt|}G
zHT<aV<@_t_xt7?lfkUPvDPjmUYD{=7kpADvqyC;x{byc5QcPGj8X!!}0ul{OI`);Q
zE>s@lR#`T@@4W(5_v#ys4_)7dyGJwRK=PlS#d#|ebNLJ21_kJpkhm1<MC(emfh;i8
za|0h>QnYm!uq9KVZ(o;;YhW_Jee^u#p#q0%!Fw8d2e*fHa~c7;Nf98Y4p4Mt$hcJy
z6=rM%;in?azvqWYL)pS_Ia0mBdic|Ra!ENQMrqFb9(aLCAcZi(NdPyc+^Aclx~^VF
z+4sY;9yBrp@xcwQ8LL1usaEp<F@y-JWdFiarM`ayDM6H-!_`OdT-5djR_3?3c98>_
z&Sx5)Cu|_EhgGdrz@q>9a%He^v%4_GmUo|-{&)%iGG-TImkMxg=A7fI#UJ&>JC;ln
zt1@{f3vtg>XDVW5N&mRFF}D!;z=cMg@$jt7F?z5|indyRm>Mxb;Y(Rug2)@W`@-73
za7w}c1%$M@N%k&@BB_oqh8|~fLZ{Ou-c*gC+B<uXm04Nd`Fl8c@&tTOFR3=;CZFlc
zCR)ZSxI7nN;*KZ{D^W6YEHxK!K9Vf~lBk&cHM$?()ws2-SJK+YNt1xWa~0b~7)kI_
z0U;kNSrVtAxZLW)PMuo;HC#^^t>PXgiCB@~WoZK)av$_G@Qyv6o!aw9;O8DBpza6}
zrY8-Yj9d9O0Xn(-Iygi!1h<0PfDXXNiEt&AJ|!8!dT9MP;>n|hmXXGz5`ZBR0D9w8
zaA!Bw#m}u#tOd(Wp?Y!>!*Z}gOnSe2m=mCnzUklcW$Yd0WflV+zg1I#?WI>1PL0)1
z()!5}B;U)Ct8+|Cp$0#+y@&k;Two)&{4({%l)rIu%t)f2qYIZl&FLn4-FY#!PdA7B
z<xssv>7W@W05k1h+szelhdnUZ8f#7={<)=z*Kg_G$SS>sEpLAMK5pMwx8KqHXTwk(
zB-g=6XL{N_sqSMt<-KB-JP)z=QOi;K(l4AQ1&O2uW{|8b?U}BPKYVIIlxLkLHU+-!
zk24;9o$2@R*f7lfG7WoBQEvUQKVNQ5$@&a0Z}t5`=3}>z7|C2jO}UJOzH)6#xFuVZ
zFkNQefw)$*V*g816#*lqFQtal`}*cV00VUC<9jN%q=6Kfy<IjI16?+aHs1Z3Ty0`X
zYy}QJFcr{A*562?%9-s})pV*tLUv{4s2du)qI&z{v*V77Mx^c{<Rvu$f!h~)SAB%z
zS|d_8MEZNh^wO$|R?$C4nf08Tbfws~f!?HE?ScitIJ};-XJY|KYY^Rd%^xi1cN`ES
z=mc~F+zKdA9;c^xC73e!omKSL^uRs>j_2$c@p3f9T8b0j0nG@!2s(;<ct3O`;p#U_
z&yoYNc6JFy`Lq8^qMRKgmmiyvgx*roGQ5xF31ciC_7orXByb*o?vq|!wiyj;nb3QW
zv?pBJe;YtC>`PK{xw$bBdA9)V;=ePb{Na5d#&?Y4Jcpyh7$4LmFb~*hblysgV2)NA
zB9bCue)4Q!q$}KDHKLeO^7xV+;~k#nx{YFE%yK9u+hjV37DNf;ov5s3Ts4(0wZt`h
zDWjM5WUsmSz#RT0pb;u8U@*trS`LzWrXBn7e@-fRhgL^T`;WwDtOG{U{q2wcjmG-D
z(f$v-(m;}bS~sEmMBltZc?02Itfc6?WsuvLKp3Q$C!siO1Tp6Qpt(lL@sS~wjR=+v
zUUc5!zFEjkvXg*YNySOMT~l)Vg{gE;&k0>k(xqHz`7ttfT0Wr<^b+UJlgxA%Wa^4L
z^RBI<&}C-F(|ek0YpS!{{D@KIkN$P$nML?Z0uyui4yV6B3b7^ca_W+YRX@pP=D4M2
z=HJ}*6n$CxpwrgYwbiyIp7618(u`-!)3|Pjad)Nr`4MGB!2lkfErI+4^Wm6JbWUwl
z&}Ql=i3#&c=DNTu8%HgjRa|37^D0y4Y4dZyQl7!v={Ri}Fn!(gB=ZBoTAbCROwbxf
zik0CHNvKlWarQyJD}|bI21QmG#s^#j??Q<mi(E9z!xGJNGuW^z9dRE-MB5p18#^B;
z1xU-0=&j@Y1-0<|Si<NxejnN0@O3Ev-76~(iXjafLF@p>1m9^>mcg~4iuz}@cQ}<!
zdz6mA<GbL;CnuGPSt@l|+O^{ZC-rrDaxa8u%EyI@_mytqECj&27!dL)&)wNiKI;;q
zS4ifK=f;wiC<!0oON~jTW@1NW`y!n)Qy&MbErQ`?a{{r7Njsjq=CYq$RFIWCh-OKO
z8Uw1+J|#n5sz+E5gv<NepOHC|ftN@vtLS_~N|J_kN1~qLoctK}Mbppn#b1U<EMC^Q
zr>*G&*?fQ#gDF+GzVoX|-D^GlY0n#<QpfMheos93eNLOI?cWaFKK$7prx^Ci;`VZd
zg1Aek-T6Hsc)JhOFIe^y_V-4jOTEFpjN2y}gVlS{PWrDZ$w)uAZ^P9%pbRlnbHa>L
zaq>At3Kn-j1!|FR66cWDrhOe&%X(=_hIRDUN!%X$u(tRJ_KJ|<e^hY#U+Y-m-Q1@X
z&)%(t&S-lv_$-eGe!6@VH%L<cu>0ZX=vrZHF*S_#YaDR2WT3-zD9OtYM{-2c%;BL!
z6L>E5mxS6<EdF65f0&5=odNdyK>Kh1s*g>08a)@c<gcJU=RsLXMG@h@NMi#cpQmo6
z+UI;<H70=TEifxMX9&SU(mNs=?tTgIBQx{I=@MN)O4!vRhYuz2NS1MWH(_4>W%-qt
z<~`j99jOl6qg+NY1@^8;Y%-)=Ye0+9ir}7*EgO<PRF)<wPGbDB&k+^k#bYa<Xc_I5
z(M+hGUG7MWZP+vsHC0yo`I~b9Phha%Kn0U7)`Jn~b$h8#Ou~|c%-p)Vzf8xEA;qT@
z1}eqsvuzhXE~#retNnGp_LnBd>){2v0TQE)Eu|yH+ZzDhg#BfZpX^e9DQDWdmUdeR
zb-qTQhM1(<lFkasFd6sB!FqTZbA7ya{tycyRldIv<UzR~Bk#ZM>3;{^ucdrL?Cas?
zRD0OzUZ(r?X0q=nZnSuA!|Sw#rUjuVWRz6?8f&!c&BHqk^tqwf<vNSpP6#CW7GIuO
z#zG#8vuA&`s+-XHeDl!9uM4xAlSpQZLE>I`@traqy#sDUjRxCH^ex`+cshugN{Bjv
vr>kEh0N7QD{U?%ne@*WFxA~mcO!B|vHx%u11Id7O=WlDz|6l(IfBpO)RXo-2

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-79-NEO CAP vs Income.jpg b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-79-NEO CAP vs Income.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..21eb14b43b21a3adecaa0db0a4eaac255bb27218
GIT binary patch
literal 76940
zcmeFZ1yEaW*e@8Q1b6o$g<{1uSSeNt6iR`jZGj>oxCE!PXmJX(xO<?uyS5a!l3)qN
zEulz?F8}ZD-cM%s&fU8^`+YmJC-cP4nK$Qm&ig+4dvg2hb`3!JR6|<>fP(`7;M_d`
zw+Mh5fRKOyNN|r32m}%l5fYQql97^-kTOxzP|&h5bFi~9v$AsXi12Z8330Qs^2<CF
z5*3q_l;q%(Q<N14iAYF_|1$^<5fKq72`M8P8Kd}p*8AfBm$%y<02Lt~4Zb@b4i^BI
z3I~r0=XL<Vad)2gaQ<Zj{O=nME*}0p0w5s~G0EKljg$af96UT+e7t-2@bT}C4!YY9
zz^A%LeP2wKfX3hrkjtG`{C!eBA@}3jUOK}mG>^nvk1!%)dIm-&X5I&U{0{{rrKDwK
z<>b|#sB36yX+M2o^wQYG^p%;7t=&6&2S+DQFK-`TsGt9bkKqxKQPDBUDW6l*(!YGo
zC@3r{E-5W5uc)hUXl!b3X>IH49~c}O9{K)bdS-TRe&N?59En>0y|KBqy|ars{&RAA
zc8>jf@eeK>0N#Itb@%+=fc*ztRCl;=@$vESf&bvb!S%fpJSzNq_r(aPRSke|+-bPP
z-xJb4PRg(CCE}JaMAN<Xm?Ea<kwo%h{(<%{$o}Vmh5auf`|rU16&D;piidM|^YEwu
z%7F6={(?~A|1LGe*h&nAHQIHMO-@L}Hb_orJp(L6mK=9XaFFN|-&vahI5!jgq4W^D
zf>fg4x#2>074zU8?sC>^#vz_|8EwgO#!~GHBn;M2LnEIh^!i*#*9gb9eRbGOQc;LL
z4&{p<OxRLkA654Yj$2!eO3Ro_9nW8%>!^>h^E((Y{qvmNq}1K?Vl_I@a=j)h{e}je
zR@9~&@in!*lO+8e5SY^)5K16Vt)B;MFtB3sg+UQW<*0^Q6r1OzZ~yu6UwxtI$S6$8
z1ZSvcY@&*y;L_#0P-4M;$Z0q8)k};9j3UyzH-B5+Imd8}d1FJ4lQmvjmX8TQ>Mb<~
z<yt^J_=Eyy^9{TxsVN{lS1*?kXls5hcAns-Ixf2zs>l_CagDQ*Tae5)>{mmN%}y>C
zcceE%2=SwOWXClD_dG&~PrC16!$B|Ct|eYQma%wDnioR)A(G>KQWB?AJ@9C4QHdLh
zIrVb}Ih}!R+&A!3ah9{z^UkWbkeacl%i!k=AUTvq3`9pWeN;vafFCOH5C|YAMyoIp
zgeoe<^vwspDS(C;&oqqb?c}x1THBS0iJ3Tu53PyHahD(I&0d)oIx?T-7Fb!-?aIHu
z1!#tI*$a=0Ycb;0@J(JkCs?N2x~LgSz~5o6$_RwV){WBar>=!(Q^pet$=@)+4s?c<
z*rppuggv$ltoIQMrfWHp_T)c_@Bq|GJ9{&%lR$NK4`XW@5O3LoO5U!jID*glho$_z
zwA3oS!($^oL!JoOJ4X&?5M9-7t>dKi7;U|*RtAdTi4O=TXYqUx;D3)U+6J}EVu+DC
zkA%5=JyoDxb*G9BH5kTFeK?O)Gk66>sC3VI2M|7r%q=32S+RBgM2R1!Ly3b2ECzVd
znq>83Mtf3raVMQ#aMeQ?C|pLVlr3y2JOrm+rp}6gv*YIckf;t2ru%~md^H!SfJt~+
zH~+{svmbSO5F;LIPPQsYO8)D&zx{MO1v@tV<xCeZmaAWH);6a9`4^I?b<V0EmYPbx
zByo1VOt?|q(N>IT$PY88X4qNt^S%|rpYaT{>+i7{kmi9~0FfosYJI?9Hw5#j$vfV2
zLmK-v3LuV?qrEpBsz59_c*7Rx@WHsd?Hh(YuiLSu!_;dwW-j8?=6!Nuyw;voYvoh4
z!@|syLEHEh4P&+_L)AQz&n78Xf|!9Lbk{9lz)E1Y_^Yt1rIoMl;0vm?HyZlFJ1Y&F
zSmc_P>;2}N+0=oUDmxut{>%uC_1LW(=z1r>Uzjes2HLKMo{!CFDlgNd%ldMh?XhVQ
z8<%IB6%Vb-B@Wa_H^<gk4L|L4_o*;d1=%ru_7=>cn32mPABtJ??vBkNnQU~FL}Y7d
z+ebG&g&^%se|h7_6R|JC5V@>SpM|~;0|#Z5+gmOo+#10;5IhGaAc!iSA1}Y4<FAqw
zmhRMRW~gG(hggJE=sy0LaJ*8d;;s%wY%uYx_sP`3skDSPUn(n%gfRP0C|*F$M~n*F
z0o^FJ9z_ueV%T_4>u=~6vAq^eGSa_*mv=5(9>}+zjW^VEJX)~g2P48YwSAoYz~7dA
zWt}TjUS1Gy=%Vp3d@bABXr_?b5@B9HM0^Oi1q866#Y2eE3L#9`(x-Lk!)}VW@tT10
zrTt8G0mi)LSgIU}ST}}bu?)b4ON`)9uq<?VfSqOzBoF63NhAtfNaM^;vn&>6^kvN*
z4^_;F`NKhpz1rizckOtQXDJ1P7rox+Y@qgwV$)yKpQQ|#pZ|bDSjr%M5>OP>PF!NV
zMXr*^9^=1#0JbUH_W(YhO~{a|pSmb8(q$Qt)T^ZB5qD~fCpLd53Ua=lf#zTVDBq7)
zQstIA@RFi89gT6e(2jJT2ta5NDb2_l$A$`9(A^c%L;)i^ocWlg5TI`W+Xy56T?(}i
zvq6GodAKph6VY9g3$PCDBJ88SI99W+BD~Jg(7+;|_pxEX<+pm|fOXjOTfj$a)NsU+
z(2?XVfTlExt{8W7dXF&QKP633!S?mBtR&99k+D@LOdWX(AX^19yvA>6c6=o<`@ZkP
zp_?)@<`(cFmoiYb99t2@J#cRL10MdZtya8@jfh7C__$RWO$<1HDv$#!H{ZTc-z@e*
zKn~tG7AgIZu)2>fL@7r}DYFJe4y21qHPzxxysiV#J*{`^2wD<Mz!K(B1Qc}Su17{S
zj^WOzTGAM%4e7L}$7m+7#)?QJ9a)@5*C_D@J_?&L@5TssHJ5hw^$T|-t;^wG*t(S_
z`mcXbVgIA9=IGI!_S};5{)0H%=l-D@Auwpi4JRgjpqphEt{i^qUa;Nv;;-Q{*T!$>
z)N%i;RA+!n&sGNDY*%mqcBQ(`5z!?(?d3}Av~D)lXn&mFX4gNoNRoBBR`;7)gMxJ-
zsOE0%<VKtdb}AUn#>%ACRwXbb|4!_oq<tS2{H90wN2vUTU>Z7oK$#r6SdyU8@h*p|
zO^f$&JVVJod*RMZ%=dXE38>(cIop}iS>7}Ub6c1ziM&RC8ISjHlLKCNLF<^>a1P51
zNYSol$?2)r=psEoUmR1v82<ZEaiu+bMX?VrtAcs4ItI*@2&a+B9Vhl(k67;K+IaX0
znMv^yIkPzP237&ZS59cX%8J3#{xV(K6j`mJoICBy2e5An!dPr21d9z8Ku4d>NM@_v
z>+D3RS5+d!`12>(isGTG=bry!mSqw;%!{CrJ@d>>sq2Dc#A7vA`2qJjkj1a#KKC6s
z`%dTyep~3`go67_FgtB4rDp+!kh4%yJwytRJttMN5oSJAK0`1Oojb5f3LQVw5q@y2
z->6Z1^|g@yXJI*8!k>za^T8t^)bmx4z~%F#Y8yzspJ;uR=2X<tzC;Y*u&j!M96F(j
zv2Cv1PVd`atgHH2TUWN6^*Rw}d}g|pB3|kKT!+lssLmMsg^ogGw-#IrlU&TYp6jM8
z062jQrp<wT^RREpL=*!IE+rQd{gUc6ezG`)4I~n>Ii*K*31W2y{kzYsG6Oi<oxe;w
z#Q3%RKHx)SxjEo96|}6<1sb4hJ{*O|mj`bC!O0-x78l2xY?9@8>}h7^8h52o33alj
zgzvhCyn9TMEw~X_ARhrt^kelM8S+$NyGOUx<~r1kx9eYEs$Q;5GlJkwgEDcy^$#2_
zU5{D9FeF?_A$1=MvVjdQg^v5|Ro?pCBM1o92sQ-lI^dNQbR18tyS{hXKde@6WT&W)
z8<NYn^Tl6tW<A{cb_Ipi5MDh-AH~J)6k00i0+xBihYb2omhZFxKVEr3$1T7ZJGGY0
z@iIj(*C6fHTS#(ehtT#%H`O-_?2FY1-Px+sIC(NP{T7{1+6#dm`N+t>2k=l~19e)!
ze}<UEKuhLHj^H-^XXyq)-*k($S(92u?8KIE$pS3xbdfOj^#S7>&a@$!Imo)$pojL-
zrwGO&_o>Wgf56`mlyqtZmRzA5SnJq8QdvAJ`Iq&2iNG-L;;M&gpThs3OHSPt#6f{<
z`#cDFaGIvl<NTNt|MyAHSb$z9GMizLz7_#C3p7c3ayhA;)L0uEMkqzly0%IIO=i(*
zj1w1ZIlwWcTa4&&BNx>?*W6HH1-|#vkLaSuFfTjgh%ls|6P=kNb8a5W(A!<+8?h|{
zf~6vnidGXn-7Fw$dlb?14@Kj5EzK=o4q_vcvOSgo_a_v^TWX%xVJ+8S@)slsUECGH
zOh0<lBJ#h+K+fZp#!?gqp#!@>H23^T%Og;C%ORon8L6ns*%$zN3m6It(Z#?PBCmvz
zh!JnWMOT@6vz8<pZii8Fh2$W>X6FWjtyAkbfnW~$JoHKo`6?rbMKcWU!zf{wjoD_3
z<_r=n%%i}^%G5Y^k<5X#k-3yBYNeLNn<wB>s={@FV4LCBnq?r9V#igQK#59dK@d>C
zE#T{$k3Y}FME2bB?7G|n+$Z$hv*wN{u@rqb0$=Uty`UoY2JfX`aj=Jf4%3{^ErxRR
zn?3mIUFrybLVvd4{^bxirR^m*zC=n(EX`^s04n{V5}R&`DUG_aF2-t~BFt|A;)62Z
zYi&LeOJDok1MUWaORz-cD~|FJjcYJthNiY=*G6^x$W4ni`J1v3YVfZUONwXc!>qR8
z6nnPfg4#FC_DrCZ2`TFvDodIhYHO@kL@wjp*@2Ae7cmx}wb(Vx@KeCwJ!E<$$fUYC
zilx7cPab5jeDD>Q+Lq6UqKN<uS7N_XXhsV$BzK;)MU)03537GOF2`o!B>N|8^CW{q
z)X+n5$XXA{0K$WNqkmJJd5&DIv`=A9fIs^2>>NSnJ+5W&ut#3e>PyeMq5Mb;_D%Pi
z)OV=B<`GIJuCazGYEd^Lttm|)B*G_Zi{r8FEud>Kpa`w*?JC@XsY?72&c^8WLxWH`
z+<x1NZ5kx;cHT@X*2m}Ieo_*V+*<%&vcAflTKn6KL^)AIC0;gs7`S1ZhOKCtk3#h5
zBt!)WJp8y>DIQb!cdiT5TmskVQ=BqjO{I9dH_kHj1E1kj-+Lwkx47p!OO5VkUZ=fb
z(Bn&$=76s(o^29CtQUzzxIvgP$5pICe_KwpYoX<i^ic^y6bkuF`-GD!kv8GQ-$~#@
zR4x!|Jb|=a$vCplhbwld);v+6{-Gwa@9{fnru=)2Xzl>>`TK(thR)e5K@{Wx5w(J8
zp6TxlUXoCg4boCpm#wUKU9p`r&W&vHx=LsBf}gY*Z2AQbjXBgTx^mH_z06jHY}YlB
zYvxf1e+J*ghirt#Z<U_{{@em6oGyZ+FP~s*Pt8Z14FfDR&PBKl-Dzz2;zM)$>aG|>
zQcxT;R|d%eCm*ys<5gUVaEzsWasFQI{pwI%qaeYS94n03Yej5siqh(|CPlGD8;UD6
zDrK*&k~@l9c19$Cfe0?jC4rjnTsWb{`i#TQ&w&$lR(ndM=(wu198Pp@REHvd1$t43
z8B~-u?n6gPuC1ue5gx={Xf0BnzjG1R_r|=^VT+1mZ7IJNYfm>ijE?MaU-{IC-st|q
z;xq62F!!7UGTbC)Sy53C{v7vxC{R^}{oX$=mMOLwr8xj&z7FwL$gT#8wIm+6A5vg_
zs~`74JVx()LXcREi2dX#e%M2zON>Ohg@3G<(ns>Slc8KBj6-Lx#@k$w5!uxx*ZNia
zXQbQ~A6wAF^c%X#MqQ^F)6SVUnFjToy>1>%q8{?>Zb1%seIm+@ud(MS3G({l9hsl4
z5kZEcBU6cAjQB!**3krQw}1#G`j61`0kgRA_WV6Z-;eE0bt*Qm)LckS7>8GS+5TAG
z0-`#|kTvum53v6;8N(szs#aS!MVW^{_BpT$x+@wPpwT$xwe5`ZOh4`w+PW^0<HJbe
ztXtzB1}fT@Ln9DI>AGRJfJ-eBqc;9Jdm%uAuiUsS8^#I&y9JEk8QcPDUWJ^{n4T+>
zU-9}@S2v49yIvR66Af(t{5V3cMp=aGAu+Pqrd<$^BD$Zdrpfi$PO+DfD^$rHU2~O5
z5q%5T!*pj!HI_Rv2U^!Hc@$@nJX%EN{v?#~i?AEDuXfYAaJQ<3tksa4LH*ZNnx_kN
z1vbvdoSB+h*R!^i`xMS9#j!T(nf*5X)2145E%jJ)yQTwtN{OsfyiP#iEdcc(MnU<b
zulx{;x(@W?kiln0vBTwq28tf$Gu}B6RR9W)J;}RJ7bV^B2ExO_bhfr87_SHg%AUd6
zbBP^fx;Q>PZk^%Gd=~y#(`79&)J@bsOi^{r2z?aV@d&9C*)ru71u1oJ7;U}N+9cE}
z7teu7SB$eAd?i>J%O(sDJdk14DdoUm<$xMwPHRIp>cR1T>2g81SktY$J~x`JpG0%+
zt@LI4)l>vGBJbjZ)n(<C1lpy&T)MDq+xU1{Zs}N1GGL<e9w*Hq*!ZaLg6%9+^5Mw{
z`R9C<MuS=cat++|Zb=+e2(?!`iT>hwU!AHWsRu=!(y0o|BNB<M%N$)(?DrDWofT5_
zoBGBGf*9z!MjUQpI}SJZ65eUe+u1<Ad?z?t)2EP9O{Gj{N;Q|CJr4%qo#aqf!##HT
zDXB{xbITX{@tY*Z6vPsugepDU!0Aws@?bYy^k$0T5qo**PI70}yB}MIv68BRjrgQ!
zqSsiZR<^wotaskCTpB5ek3Q{oM)nNiuZ+)y10u}l%{SQ_cCDkMj1yNXs6zjZP`u=w
z1$DWqIdxeyv3~tS6%QfV#fFY}kJKtkcrtUp{*TzE_(nEnMra^ev0jB$X4sW_H-`fa
z`^*gKH>=Kfd!4fZ{2ATMgNIPg!Ko3Ng`HT3w~gnbD2T!SR^7DUzT`03#cSt#bnh{^
z3hw*IN6OWdG+J`&EeNp>8`Vb~&fT0CR%--s*c@4m=c03a;C2ge$d!VVEgNXl&nTqF
zBI)8ezA|BrH=7P}Iqs&iyeZ$??N}};OH8#LNBb0DkEzx{p~)~3$PrFT*Kew~fa+S4
zQU@jasX#H>DTgLOd)A-KPc+{a#bbFwgFj!t=r>cUFEh2?l@?pFG*$iz=B6gqP4o~A
zGV(sjqsUR>caXUSkeAFINDlDzD{;TPUPbqcw**qC^$u4gD@VYfi&|JmbYDQRaM5u6
zK_GR<$DxolF8%qguz4?Ci2-@=&P8LEuTQ)h<L{kB4?^z5;8Yf@r)Ii}F0rLNkz_-x
zM$@#&2C=;N$?2X7J0B+E7N9cc639mpUM(adW!+el>`YwG<=#NuspR~cL(R<54jgc4
zxI$9K{YCw4U7q&{DVGYlqMy`u219=WA=c#<Z~!-s#%EAduzTmoByqhwaBwAP0Fo*k
zM#+Ixn#AJFw62<3zb}~pY?y{s6rKZ9q5dl@kKiE#q6m#|190fuC{b}kdOr5wDP|YV
z@0IRbfz#7{tP}&laxUyzkhA8)$=drNID@`ZP_Sm?fG0LgfpNh&M~pR{Gy7)?9^<&Y
zz}bOW0}irFxm}+)&>y`JEhYTDL>uzE;ZmE}ZF@ECR9WrSDnm`f;{DtKGmZfw_FXkv
z_nju0bq9;rO;mM?;AN>Gnr939W~0WnVaJQ{fvqW=90uD#gPzjXL?EI!ULyC=2lZN|
zoX?H~60js<9K`^?i9ubLv&$YUN_2MQSI=^%v$NwLp&QGOMQ|q0?^M%1^Crl|4+Y~e
zygMD2EA|T^dB&JIHal`2b!7n#J(&b7T@W2#xR+dqs%!Q4(kJljHb1v<?VsQ<Q35wv
z8$_qs+zCY4YKC{FQOBsQKAi;>xV9E1?>S2hIIfAy;k$JG;1$Q9@vfx>Lz~o~!(s9%
z40uHpLowd*XE1UQZWkGG`s(giLBT9k!)%kEW!;DmC{AC892M?aKki?1B~$e)wHz*1
z-`c5-+FxpKPR>gP;ICIQ&&^4;vw?Lp^=2W-o73*mT*0vtIV)?=fl*hUvu_syW!A<t
z`gChop4o-p0@_=RVlQKFQfv5nkEpN_yNiJ~>)MUNN<{d%cJbov6AQ9zLvDIRJ67*y
z?tEPL5>v-|M=HgfoQ;FGBG{;ulz7kiHhF-vdyyEAdzq06osk#7i*D@}K-$<&fr~vK
zgaf0h-_C5bv{9={^*d|gWF>q-i&quduXOHy1F5a$l3}X~!Di1GJUIJ)cvJ&RHaOQ2
zk~qIZXrwYJ*s!;NK4yx@>cZ}1`0wwa`GZbM`p3a<dix4#5}c%1I_XExa&jQ<2kXuB
zBV5T_IP})MKFRucT|`GQr>o>x!TucD6))WfB-%VIR;p<piZWt+?29$ZUDzO{R!q0y
ztalupONXMnZEduz9o&M89H8)i1T;xN)-a!ua6soS6K)%(rIGz8SGbxK!uMIjLsnTV
zA=lb}BbZgBC{U~t-ixxPaMYTSUoqePR-PI$NyOVKIBQco0Slr*P7q)N`m_bM{cWWq
zEd1h$>|e{{{?s0B0xK9}->i*!-Z_Q00M+K?9mJhiINWjZ%@9XvGZdsV2xpvB0yxf3
z?Vhz2ceJf#FdanyqAN(**h*9-OFFX3M>S0;u?C7HZ}#`Y1Cgkhr9mFSCd1_o*-`S+
zoRYS^BLb+W!6fWN2gbGBFzQRK?wnV^4bae-R_+LqpPZG<Bs14ZdDh(!kNTlbh#nCy
zBF{|&O5z-!4+M;vZT0!HwnbDTo8!J(&G&1mu;VYz=H!tRNG$AFt_}qRN%s%k;CJM#
zz*&4d?b|;O;kHHJ=V=`V+1GUXq62x+!ktxVJ4l2LYb;Z9d%gS2rf{O-`$5;eE|#ed
z-M3Bt<GEzNi4m!`K!G4t)`Xr(V8Ru&Wm+Vdbw|HI*GBluoG4iew+72-U_yHATrSHZ
z!un>~in_Ty{K3axg0$|5PaF2dmGYQR)X-afnvWBn$P4L~49c}=F>7*aX^`0a_y^2q
zPee2XOi;r27U;#kSC|cN^#2pa{&6F4ztTl?0{o0&kbAiYns?q{{gWi3DyH9rVl96?
zW3vMIuPSMf?`n~&<a<hwnlN7TY4A)->9bCQue9__c{v?_;{URNmmZ+!6WmdPA(T2c
zEW1sZFQ`_Y!<YS}HnQ7eh)%zdSk&Car^Br_><gRfK2f0~uE2Vn6)W<?)rWYDL;7Zb
z;!7oMut@2;oX`uq%%y=z5wRxm=>x`#w+-D6tAF{<l+UR3uNioquGrBomB?&m<5};P
z!sb~i@OugK`}j`^-SOgaMw{6p1e+H+<cgp<--S*yX*-&=@he%90j~)s@O>VHf&x(C
zRSaFySbMN1^C*5Dmo^J&gdxV3!>Jy_JPn^%Hwm?C3X`?ce#ttN?~B6;U=5%aoO8Vr
zE^zXNdmn7(vMw+?k~!Xg_wxy*#=n@fQYUuisZ&eiVWY0vcrb#d4gQXYaolr=Tt5B;
zXFZsxV_I?|j$KCSLC*Nf!ImeOcTXTes8!Z*$s=5uI0cop!rqP5_PQatq^kR5q!x5W
zORW4U4M2J|DC+MuOt-6aAI%Vc^-|sfEDvIkD1-Bka<5O;C2C#FT`TvSiKG@ZCD@gi
ztCz~&KRCm!$!V`YuRqEFU>-%cm40x!q1Z8Qdvf8N9@=~606F_=v%WRLTI1%qx>AI>
z_sQbQ7z?(q?Bh+p6vuIAEtE_0O-b~>>g!b2`zI?P_`*_SqW|o>M_eb<*DP-T@V6?;
zs)G=#J1f<_AS_i`$+$7=yx>fe?8&%QDtj0r4>(qQp*^#4T_)L*Gmb~|>hI4?f_d-w
zXJYJy4p-s4srBYJQ(X@ub=4y@r%elnq~kVa<L`0_;9Qvh9u};bKHv_0zi%VoVDQ(`
zGo?j@a7ZHl<Jr*@E9NOAhIWNBen@KWUBYPc7N4gG;BH@xf=?brW*3`C!42gc<TXYn
z(yPqM#C$a9pFk8&;IWjt3(P0ztU<CzNpj%yg4tn^3iIz0V`PK1ywXjwTP>Ww{WDrC
zt{$PS8q1aPgYpoavvIA<OzSH_T6YTPbjH-w%+W{em8rQp1WbGo&;MDV><l+lXzD*H
zLG_=J6#M_uZ<;Wnju=;<0md=YD{vyJHR_ZHp2<HIIGpzP-ebDMPc2=|A~uKaLDQCP
zct#i!e+FEu15D91agV$YZ1z17s?2`RE(^y!#CC)BWQP6cn*-J%G`;fl#n)-)lbvI8
zyLt9n3$i3R9}iq-R!Y$J;ocAytIL=Bgh_rvt<-`Z?mK#z;qcSN4*f!Gdp|DR@`ave
zgpPR{ynbMDjeWqybpnBpi$4vrL0T#dh%aHYcH7JxQ*>N;`%s%qeKd(Gy;cgjdIWOo
zUF^HQO58zA)k^$U*@pIic%}pMd?CCsG}|vj%npPPy6%I|+P2O%x^hd+EF7m1W;;`|
zNk6NKfQ~@barp~3`7Dlm+g1wb!Rqwaf!xUBrk_+t9UFhn=oR8M1F89O;5yJkluK!~
zH5^;9r8d3qYV~89M7CGNgvnQqX<T)<btm3mIYNnhuF*j%o5M0yL`s<Y6vor44u4?f
zQ;XLPJgG9b1P&|V&z*im4`r6_UT741Ew~q*v%f%SEvtTKVw1Pe+p*;6uOYI=x{Mlj
z%-hF6Y>eB%?e!E(kNx>ihxE7NXK}{Hyiv*=fhr3PK{5j`wlnm?HwK30aMB!2*|qm^
zjISbD7c@(k_PR*W?_hqYF~e0udR%SDA(c-@();7eSQ~d)R{NS4rp+tt7~gP^d*$8@
zZEgLW&}m|vrz7a*#V}Wx3;~GhyK?k;s8dNRG9-#!7(LdNR6SuE9aJvV95x$%DO{1Y
z55yus@!ejwS(7;EPlIOHhlOPhIS;dccPA4zDrf|kFwxplync$=)i3r;yU2}dd>Cj~
zmK!C$qp3YBV$;<4MPua0$5cj}8LU6YP@4wUrUL6b<PVIJ)HOGl%UJ%&@TuHVP#i%O
zd%tJRE?&`HA3f1$DR-Jcxyvpv1#>BGo#Sn(f0x*N_%)gdu->hv!WP+o;Qwdf25;K?
z6LwCdnoH@mLFm(3%O0Qcr5mXkBR5sLDym+5ZCbH1qc~cDGByBSUO7LY%%w#137ZO^
z>}E;Dc@k(cTs5U#66cjS!#ljU$KYISHmdzDX~wl@SZ5?ty>qYCJ+XTDh-wu;gEdAi
z>al4Xga&~nP{5D30Hh>3Xg)qgh=J7Dl-ISb?%~Kp?eAbooL*>r|1diMjmDTmf2<oN
z&lQ3ZEK!lkyFY0^p7g$%VfFVa_tuXw`^`alvZtU3G|GIIHdS=V<90uJk28sjW_)Tm
zcqrX;TIm6FK{KIWelFr`sj0&7+45t-xC8NW;BOTVB2IR9Eb%<XBqC7Few__(AegbX
zvCC5a`+ml>-&J8l7!E0PJ4D|f@ME^av0}TM@s!13-y32~KV9h1fOyfO@z-!%RhHG(
ze)j!J^Y9>y*_y-=-U&-R7#uHjgFsHUC;i66uQxzzIKxV)(&;OOieb##yUKR6s3u$X
zcnaG$1Sii^CT+%(wLew?w*cZ4>$@VQagVMY*wgP#rG+I6u$8}=a)gqS$GUBm7vM{Q
z0qZwSHfACY9^8zdYeJ2W^uO>YJ*mPKmFs2Qx&_QjOhZiu`UlMdo2Pbs&!kbh-!ex!
z>g8WkaU~pPEqqzJl9@f~0HOrV^+`;(;c0nid!!G`LHi@gf*fMMQrCfu7d~5yu(zU%
zy;K0&IHUIn+)$8p|0=b&t_&)ty#$={T_jw(lsC2G*alLSA3r!@$7z%M>`dy#OH5?c
z8*I?}r|na4YFizK24Vh`@g4t%GPvS5aK%h8i%!rTVPGz&lN9U-Th08WP4z+CW6=6n
znC5Zy+f}4*Oab;~4K~;=EJ*K<k@=UUaWR3ouW$7q`=m@r;xr<4_4v)sUnQUvSECAM
zoQqmpzBz=&-s4L-rF-#YCeRmkH}+k4V$mhpQrpq`im&lo7~L_IQDQ}Zm;3BijU4O%
zPZwi!JX!)~r<rV67C40K1eEXdusa%lBnMjQ@0nh>q+rzgZrDSJcAA)9ZWI7x7L34g
z5t489UQzJG=7g@VgbHnkFpeEXHc)zjJ9R8)xsr0=KLrw&YYi7|R+)NgG$y@0tGCg+
z1bt_{MI+#Vk&af%5Am9%`A1d;6@ic1XF8<v9qDhFW;!(4vL0<|EyOv>enq$o^t`Xn
ziIhSFN=-I)lR<?{_YD1-A3O5IP|1A#J>=e`xK%B8wizm06P2U5AUVPIaB3svlB0hQ
zKckIL8?=Ducnb(kO7H+rM#ed7#=b`H^>a0jB_Lqc-`S1Im&pGP=}(&E?sNmC$jtTT
zYC!7MPR8;%Fi`Rme9@vNv7aZ;z2R^u$lv|>t};d7n-KILmFAZb9MleD!WCM4i~%N(
zBR5Zpje>!9HBHm5N559gOq;R`oJ^WCKGwmqi&T9_S?$Rl%Jo&N;oR($PGCN0G@y5#
z7U&tKXlFGteVs-?2uC;VC5aILdo~z2s7xZlo!;*&Z=6n0>soAj9TB9YQ|N5Rnz*~p
zsPHv<Ok6*bIctS+=6)mkIwIYx?Zo6<dUB<s|GP@R(72vCkdc+W>#oW>iXlKdrpZu3
zB?hRMR+yyWnQn2+<-7Y(i@PkPu`+{~4N@V<NrC0Bh{z+dkNzG*pg(T%B@*%Lx$Z;I
ziV!N07>dn)kQuUEozph-iLG5zBm@4zjQ?}W<q-D~Db=tdnfs?THtW6|%EtDN&S}YI
z9eoT=XT5o5tocu-=lDy0OpB}E<c6Q)Y|C2@LgbH(x@Q`N`3$E;ye@&=Z46O)To3W^
zfINvkvE&YS4k*IOEbXhSZ{BW(T~n3T%;90GkDhy?tei!x&4Scc#><@Y^`oejhY=U+
zx__!cN|0x5UJ<7E-`VmP-=&+;+QTge=2m1_zcN#>yzJ~1L#c`+idk3x((Dy!eBlOk
z9Z2kf!x<YS{~Y)dqdeeWok|~F=-^r0R18~zRamq|9Gisx#5wx&Xm6GFfTC|jY%)+C
zEQoDAjk`Y;{##}z8qa1!EGg$Y8ZZ7YDkN%!dKRSVSiI^`uf|?mxC~n^%e}VvXd@6L
z@&2z(mpTbacMQWt#?s18+q-l-2!1%s*zRlfZ^SWR@h^eO7I*pHFT8ZjqXEUY!>ADW
zL8&{^^1&gQ!gGUjW^KGf&zmFtiUhM?*z~g9{$VS+DQA$H(kE~k&rKjE>3st((FFT)
zz`Ss2FUwvHf#q=d-bI#w=h0VBcSpLu>(oOcULCTI6N{{Cfzyfp1J{9OE1=SYZ(#vJ
z;wz?7k}^!oLzH3UdOqc{M=H#B(^<8OgLSWqu4{pN;lMdh8#zlyr^Uzg*d)yF^oHhy
zJ@=J7Lxh(#DMGR9Q%SEKOQQ7;D~tHAd@0zB`8!Ste;)CIe0X+7yM@Iddv7vRM2JWO
z!qRZ)lnQoOaHq_?2!7wNId$ddIkshj(xumath2x75j`1{&_~awmrA;lb-j!I{d7w>
zW5bo^Kqz_R)c2~p`uF9+v8;9M3g^NJO9**$qzjMEXq?IuE)~M8HOOOyFla@(HKpCc
z(GACnBZG&zTA8)>z3Yk`wK9vL)yH~@s=!XKU}f}pF^bHj@5K(LP_txr%5o{qttHNs
zTC;q;*t4y>Z?C0Ga7T%E%7;vHnWS>h<MN3Id39me;mz8`f`P_eondg4MF*yOaH42<
zu03Oaskm8+`!GfZA1_qTlr;7ha8aLBbEP-$+{Nu^%<Pj;w(Mxw%l%ihFLt5--9|E(
zA6%BNRL#`mN@&hmO4slg^o9O{@X;e?=%cOK-=XR(ls+9!s?Poi3&q|y0_dhrN0cim
z_=e$IL)*<rW55d=;ogJ|JGkg@HIAa++H-={fxFYt!`fFm`55Zh`?1xvi7HDvzk*);
ziRrhFw$ZFdZ>CG9mpj3m@(X*RVRLGdRVJGgAg_0P#a>EM)83D$1LbEWM>ylWS=#Na
z`A4KHH?&zgzxh>>3HHJ}OXE5oR_M?^UeKMS?puq-;d)KTN&b&ASI2m&E77#fZ`F5&
zIXqJ8x$sl5mtjjJUBl##oLADXQp48oVr(^w$x{fO*Q`mBOFl|viC=@2o)3@J`(iz|
z4Qqqae!U<98LY6Tpo+8C*XH^0tiqi5*JaV+wP1+p6v%%42naSaZZF+|%ca^#YqM?|
zi*pkw{BmztXZ4UcP+^v57}yJXVcsz9O-5ogwbd0@TnnDXaiJwmB;0l%SH4*6|FmBH
z<-)tG;)ZSBX4*FWd)moRF?TR@?P|$$c-Kis7;h-}0me7-RGG$c-psE0W3qUZ2tLe{
zo8KZfXl{*_V{b^|N*cq2<$xgHxB|~Atp5JYaYHowDF>83=EwUs70mZ*m$`8>vwTNB
zB3iNYYqvr0d*2@UW;U^%{UCv^ub6k^H-B_5HNq=QcQT4@0rs`CB2-U2S}*fLJtX1<
z9?@V~3>I#<b;{zBc2cmxmQtHbGCc9NH|#}k!adn(vEXu3CwcXz(zP*3*vB8oyQRjd
z9b=^e-zh=TZhnkPA0%-OP7KrmboT}~U?r;!Oa0{g2Y*;a+!vV2_hep9O2RyU+)UTS
zZ~d4^?^YIZ&&gGN$!>m$AeZhcl2#I!^yZM*Z-dqUg)}xRtpwG_UaQ*$>dn?jCPXri
z-Q>ERoj)Hak$Zkz)E2Ld>nNnejD0sSqMKsD0O_CbKqy9t4eDbko^)auLjNgVJPBz3
zGG}A*Ixlh8KlioMZiV*ELAzh-i{zV)39)q4J6HhP)%cH#T`fj0t?33FEBKwI4e~ia
zyjj`eoNn2vo2qcy6(R{1<}jE)wRx8=F=!k5S4(9h`p|P`$v<YJBM6;yIlxXgwK4tC
z9o*FPd~uoYYoiPION(+v@_8nX>o;cUD{L6o$Uui1Ui4wEV+F~wlAw9!t7?2*nmmB0
zO)m%kHJFQ}nS)VM>qMCQWpizJo9<KOf$<7|Z-(4wio|Naw_14Y1&tuV^*vXrRVRP%
z`Apv;CuWbT6vWCJWvn<0cQZBy<+U1NcKVT>&QG^vK@^-&v8%vA!hYQ$;=lH2%Thh}
z<0Jh+Wood@H;oI8($Zn4?v4#~86%|}-Uk&Hb{<SzL<&;T+@!Xxp)>i%(g=6FoqG$q
z{Tq~tt7DmF;Ov4R6{V|#3S{;vEa$Qqbo8eZe#%yq$A+$wCog3`T^d7o_lsgfOs7vi
z;m?ehI=@afdgtmb%X0!+z$wS-3}2LfJh<WuL1q&l?I(T$L*7&~h;jDZQ~mqCFI0=I
z?K$ubMsOe_t~tW1l7hmL?`*yu<ObKpb7P3Ge=#u{OL`&Y6ex)i>f%RBrEVZ-LI@x=
zGTzjs__-dUt8pIb9Ar}2o`cL_C;8Oz>{5p|3*#meX73(tD@dLKX_yhaW;wt}KIDDJ
zE95;)aBjZV!n}VG&i<iGwb9dNvTz@lEaaE1uDLv7f8d>cJ3=KdTa0h@wKXnXK*Dlc
zc%mLGa2&BKuW3$KV{`tznhh4!&Fe+&#SsiC3cGv|nJzxZi50`kx=FpuHLryqG=C80
zo<6<SvosqWZ3&w;55E-9PqfHG93Pv0$b~^HuH@4PIjCmLF&ZhZ(is;|+(A|$ORf0S
z1k*%#n@l?@%pAmlIu(0v;3nqmEB~+4HE|vCu@1Bre6k>S1jvWG=Edg)C2s8d^=?YX
zjF70($&+ld>D6m0oMcBm5ABnC`a8pBC!Ks6GhQtBYNxC6>zfR<;_2Yx{wcdbV}1v#
zksWW4kC^wEx59;-8_n5li_+;mCpJKaWy+#9Lw9BEogoL@l27YnFZx2zX*){%*{6;m
z5Lbr6mr0(K!3Uy*J4vnjD1TH_Lru)Q@5M@{jd#9Nn|D{`P_Cahqv@9H$gmvK$ndQH
z0t<?Rc#k=x{}#ZC%^aw4y{@k;Qpj(X)8f{AUYWDSc*hvglnQw^39>_F=H9zY-~BRu
zwIhE&;=l!&8(>NI@?rRHCxPnu87)rhqak5==^TutrJ*G*Np8JP71yI=SfV(AhY648
z#mmKDJ~#!F1@!HL#_W+RX9ka-a3KYAVd%41Rip+oYa!>?)q~lS?>y5F(DB)oh|GfT
z6}lCp)PH&3_dh9Bs9hrOYTWK(L^s|fVekes8frD!((;-{-}UyhYGmqZ8jLG7;Fz7G
ziu~W@RhB{R%^IfRNBcGgIh4`evOq_LCd|Ujan)TMWfCQ##J}or?7&=TO1S={@t9Jv
zRVeT0R&{^Y={7j28~bWqS6?pxy!-&ZZWMns9`rWIAiJ8zcUfzKXrX*qFLm4Zf+5B$
zHzu8(cdFr1_wlenQw-cYdHn|zHz{qa22VK-U~dY&>F<|j=bdxeoPV?yX$^j$y=?uR
zCx@E}34Al(?3EBhZ_?H|pINcP93Ksmh6EP;#XWlO-^@k`!0ZPJ-kpUjN-z#+)u6>G
zzJkrXd`kI_QPlQ0h@#QUN(ilc)`=mLk`@~*YKm0+IFrtjl%*xnJV`(hDv%K8qXTvg
zQjYL$@!I?T(b(6OdH+jFeCvAa(d7KrAk6p{@Z=wB&kUJOYj$T0Y_*ZK`#D0ft#t(+
zJpHun<VuXS@24ok`d>`18b%1do2h<QKN0q$s0LjI1af+)2ZRhP<KFo&92AX;9M7Hv
zjDBE9t469K1jK${KFlK>y#++;6znqle3XRfyqpv9`c*>(F_OOe&H86}nJ2>t+gi~4
z(ZoX9x6h|TnxvGlH)|=xjr8(E?%tqqLb#Nc65kGdKS}e9Q4;@~&x#Duhhz;!v6WUj
ztUU@UxtG~)+sK?<6K!o;AEE7$GCV|^G@11rXxmM5Ane7aZ!~|RYpx|9z}3JY>M5wa
zOx3KRw7A|)+xBQ+M2hTH158J4_5^&^1g?bEP*Nz;Qv2ju;0@PSWe2EYY7#*AL%@}$
zJ8kN-o`deCJt<$cZFhOz3{f}-OOA$+WBUhg#2OZ^G)rIYIF`K9z1KmxL}cd2V^|!`
z#*p=A;x0+y9Kw1sW8+vpid=RQet^>FJ1F7h=h@m|y;@cXxG)}1!RY9>x6cVnK}7Cu
zLdy({>?CO=?_M6`D5>vn_alpjT=I^`t3Z$fG9RA<ZY-Y;x7U}25N$qPBwIqxH{P*-
zZvihb6!E8-lQy69yC%(gABYgWYK~yCYC(lcdb!5<z;jAV%&i>cOTI!XsU`Q?i!D>K
zY{@A`lVbfh+b=K)1c8dPLQ*h}OZ{Gd@0OWw(@xg#=@DCR4#8nY*%ygK_%=J!ojL!e
z8Ry?N=KL3XUs<-3Cf}L4xGU{uiBMjNf%cbQk(m{QN}ObqXivU&kj$2zAL5g<YmR!b
zzUw~U@ZTGZ{-49a*-_Ux3*l+#Y>L^0t47Ayl2*wdQxFuz@UKO4MbmMs6Gs)|sB8mH
zN~cur(Hi_W!MA;VQV;_etVc&ioE&KFN}JJVyZR*uVqvMKG_zqqj&R7GPe%Ly%YU(J
zU{Mp(IEpaI)ti}@{PIe1W{jJvkwAln%`8;DLXb|R@lWYf7X3zs@0?GR+>f*M@46KN
z@Md5}A1r2JjVztYFXG2G<HxF}bs&g4N^eir2NgD9x^ah#i0-oD;-8g8u#S<sI_~eA
z0-_UoUpK#A*T8mVWQH}H>n^3TU^p_o&CmAE!`9#Li~+o6Uy?Dr(6!fU?ta40YxO+q
z;I*6PCYklW#LWN1&Hw3Ad!>yE66|X;f=5((vuY)^7pc#J1~q*0cwB5IDg1xcuwqA%
zkjKY=JJcM~7{0-`&&71@y|51HU>cB3y9g5dey;~uI*78Q4q|GIIt4$NNen#a@;+Yp
z)#OIO9pmx|6+|)cSbsmrc=}}Ue4a^-?jpXR<Gh#BLH;y7>I9r{5AJx8T{ZRH@AV;1
zgtl}F%foFTu$1+D?DckYGSm}wJ)Vz(2+XJm=6~n$xo{(+EsOM&pt}(gbWcFCF9Oag
z$ISI+4k3`5N3esf_7IU3Ia}iCW>$VheeP12uD7?V4On<?3DfIJou2&4R3MK{n=h{>
z<5A$NlD)1+=<`pfif?&a<vXBtq*~wV)rJn`-Uizw+%$UMF-7f*u?YsVAgKq{X=Ya0
z&VTfi)mE1FAIPRBw2>2?g8Z2QXO}wd;7hIQ{jK-_KNByHf!@^NGH#fy{<<}(xzp<6
zi#>RtFQSQ&*_)K*vNVUH*=z`_QwF!blAJQ0_x_Af`KFt&mI!!y?Z=VrcbCDET$UN8
zaSCQYYla`tDIv1etWt4{#0l<wv_BGCXJm_Bzau;x&Kem{Ugyj+`lcUGKG@v-#rVD4
z0Z<Ub|9?~B{ZNhXw{q0ud04*wTEkJHHZb+KjyZuDpP6fk&}wl|5#ak3I><5M&0-ER
z+AijEGU^;5Zuj<%YauSs2@9LjPJnemCQmdigeR7cminh2fW1)#+-Bpb49^9t+D#m3
zak8>{4f#(J#L;Dz?7>}Nf`g9kZAL5^G8!7g)r{l<x;mz{(^Sl7?i^p-Vrc8d&H&U7
zxTkd4km{XuAL><gpIrM$C9t%~8@4D=OoBe<L28A?-G$im8uS$aIfqA<EfIte1Lg{9
z?J)16$q?p>$B`z##%f~({pp7$Lzv+}Zmxf^mx3#+W{yoBma7(n5D4Sws6_Zn_TLMc
zyVe|mRBzngMwsvIvobU_{|%85%s2qOL@G)Q$vZO#SJ!n`nUKiE%OE<+IB_*)|F*xr
zT#%i{a`fdqoB;_!^361T{b<J86kc-iJlETLD=|JTF`;+o`6pozz06g6r0Kr$0b)He
zi3cxk0l0=e!Ll_PVNjPm?Sl>NH%V$dN#E>V2ZYJTpo=gQ?*r{oBtZ{u0X-ubkkj7A
z#yQeAB;R}R1oCQlyxwYPs0VOFbST;(Epb;hW`34TFSRC&L4M*XC`s&_CKLm}|FJe~
z!nU5`G+$S|nIhC<uAmByG1cTd*OSA`|Bh;Bwyo6!J)$kEVF|0M5+_uQ19&ilj(5)F
zKbMTY$kcXBh2$scJT22;UCTyzVs9F)wHlgkmRr-cW?a^1*vFEQJQ}JJXCxh4vJ;KI
zM$dsc*J*uVn3$I^^YM=x!H<rX`L<L;N@yRD42Q*hYTQ*0OXkalw%U%=;`U_JV&2EL
z9~_C|@>EBb;j}n$NFAb+RkBwIi|WNtd+(c_cftw%QtXl5zU3l$e=J8pnLBwZF`@V`
z-d{<zTijKEZUM8qw}3OcmRrDN8J>%5He*_jHn8yC`Y~?to$2QPFCc=^nAQF`<skzd
zpSlUhD&eX$^isc=O3#Oni2&aR`rJ&tQm`uM@YBhou3_jq>H~^n&7==T%1B#m$mN3a
z`Q9DTS%nT3OpEnFsB}z^u8y476)iB-c&$44F({ZrPre_-JB3hONlkgN8A5aqz1hqz
zOrLQ$%!z=`OebEl;w1F{o$3C!qiJ3V<x<=N{I_ndLr%AGH(_hm6nhNvUVnb6vzS_t
zL=A{l0N*SQDcPM>!qX#8;*6(vSGM$<l^x>>lhvbrkr6~>@g1jC*4S4{95<&E*B5tG
z>Zw}*3Ey2@y3%?J=(fK02LvipNGd?DloCIEv?LmZAGpcX4n4~XT=nudrVgY=FX;=a
zm4OrgR@-{VTsjE(XW^Jzqw4~dulI5<Pj3MWg*Wv2k+*<O&s#un_r(d$oViNVe64w*
zgpd{`y&Mltygp3FBJ$q?+4EJO-#^`xX{!@wOjcuBX^{hP?DFG1{l8;n3zGSKek|P;
z9iMm4GN;7=`sb^wPZnlKW%T+`H~c*0WvUwE{y00vAay%}{JbT&#S*N+0|1)myeEh6
zeU4iWt*pKS@y0<p#dvwSh+)3Y++v`vpR=EvoG_1E<j3))-h5!E;rx#c-dSTRkV-`S
z3+mUQ0gz$+5T}I&<=+tW!nN1k%%1XokcniI(CrFn)JPi0%=^QZ`GZBJ=erz;-T#h$
zI`hliVi{qn!@dLi#Awa~SrQHIcn*|8SsD{bX*FclC@I{-HBZyByjs;7nuH#P2=vTU
z!?q@`6v-)4>0!}$_eqk+O=<`_rR(FvOS1WQ;+$abw3S}*tfgdqm}SiXjLu0XusNuU
z@*KN>etIu9*eER)eJQ+pQZJ%vy}u<!GvjmPeiYLUMvlq%x-i3WXLOn3iZV1jOfFmb
zID-WEJA_}u6;s2f{UYW<d<7)9A1eAJdH~l|Skt4<LLgvO_cI&ebh!I@@Hr+pbrM^O
zXE;eJd#MQ@AM5lvP^dkaZiF?EiO=_e84rwlm7e8)x4D1HbL^ye$FZ{d>LmhM^AxY1
z_2aeYS7dOP%_9$ZM!$u8hB&j?uV<JzKVA;{6SH$7d<#G)ICi}YoTwXYSM>b$u0jVX
zOb;%}KA;%Cu^Hld!y;4uZ0+V{0{{>2y$Xps?Q<L}RSb8(l1RePCzLhuFZEy-ui=@J
zxG#A02dko^<O4QKp7Wi-9j+*D?5BYcTCWL$or`@qZ)}ss?=h;^cFs-yl;+{A_Op}s
z6hb0y?l;XSacpbMKjIoXZ6te&v<3cfLpBAVeSX{X_!FNK9|v(D$(u{SKFl9iDZO=C
zVAb4T4}O~<_>J+)f0llT^^)5AAGh9_C?l0m<-4!LU6fA*wgvCV<QLi2H+{_<7j$>M
z@c%_Z6zI`F?q3#)Yd8Hpi*WB-0CmW3XXVpgWthjm2WJAix{JG$-mTwsv)nPnpB_Iw
z?G9f(7Fr5fSP$7IQekWSKSH$s#aGtzn6~YZGx`sIrM#pj{&ks}sQqj7_aBG$Qy!ck
zbYyNkh;N2LdrxGA3y<@4GwUut(LZNo`^BAiLuFNK#e(6u<i25ecem_`60Sbo0$wZW
zf6Wyf8@2aQJlnd#%i+iEet#ug=#;}%*E$`{Z?)^OIG#@SZhPC#=(QGnBAHxNkHYM{
z;_vD|{07OuCusXC!K3<HfWviX@YEUW-(cg7@xx`AEw=icxs(5K@JTm;)xXxOxl=&q
z3D?AJ#9LQ<H>D=GfN!wjoAA2^)c*+ZKj|~O0*3EK<IZ+i&|ECsw+#6=Q{>;pm2`U{
zB;CJX-RZ-cp*w3&-I3hsiuAquB*SrvUA@444ut%(YX7H&?kVDBU3+IsLl~0Xfsi~u
z(mlgb=G*?FPfWNAY~=;DK8=>dXL2IOvyun-cEaDA;}3z^{sVQm{pfLrdJ^$5x>t=P
zJa21!aqF@uZ2=$t&W;MXGGtVjfb88sHhbz{UL_P%BCO4<=;@oEkDDC%84?UH&?Y<4
zyIXv66j{?o6zOu3hLAUSw8MMfy(%ck*(5QIZKlyAwW%EG)!cM^lf&}m<F}{DL;muj
zuS2NRv#SLetpxV+Zvnr|D1OgPE-0d^+c>Vn^KNu4$vFS@KUw~L%0wKbUp0z6BDdQ8
z_Un5PZyf>sR5J6kL{U+SYJZ;^F-&PZOp1+9JJJ;E=UXut;LsdwWiI{mRl3XCSF+<R
zZZ_~thrx9dNDdk(%O&5%u#a+vj3cwQ652EVu&uInZ{;N10usB2Ld65gP}wv(7`oJ^
zBy``oZrZU|Gx$5x(m-_&O=~(Q>F;BClg@>d?E_5Ko(~7ScE?8V@=1u(@m1%FF|wOc
z(LLkzf9$ONJB8-;?`L+X{QnvJ|F^#f`J(i%;v#Qa_)e=I-!;iaD<4a9T&(5Jw-Wz5
zS5$ERh9P96-u)I}9d`@J<Mre9U+p{kOYfq5*OPXFpGOY=pY>YGoG!+4BHuNel(-5P
znWnx8-|+E~1qk43EA`bZ$gNYH%FA3w2#1`=19A-=JJgUYwIx9XE8s7dZ!e!b!uyac
z`m)DvoWfvovjg$ugWl9>yJ=%K@opdLAu>+nO{PHI{tXv}hVorgkh#>Jf9glGl5EA;
z1Fk`FS{oL~n-i(wSAj|?moI+KHiFyRWqIRGxqLV}_*?E>yU*-c{&JcMm($Q&y<-5>
zyeNs&8WPq{dXVkthzS{O{;1K+3?3Dk4z{<KlRK4)MCpnzsLx6MI`Dch{lBsIo?%g~
zTeff^3X(<1Sph+coF#*jB}$GWD9NJ8845{C77$Q!5CO?KCy|_UPDKs{6gif6?S1yy
zNA0uw`?^ox+xK~H|Bzy>qKaa<-Z{q{bIkD~Qb*{4YgZX>Y`f(*e{fj%D50gOA8wNW
zaYa`;r+gv{-I8HVRC2XA!Y3ZCLqEcYkU4L|dYl8{!enrqnN>0rdHhsaeZ!^!HdaH7
zJy-)dJU}%Zkhbe#ygP}V@=nT<ajMs|Z+qV3%x=FUW4ARuK2+<tclCA;ZlO*u|FY=q
z+c}LQ>ivgXz5I}C<d<rYg0jB*l|D_y3lO@sltR7_@zjXbd^my74r;Cs@m!AFyoDa*
zLe#wIPT+0Lq@7F{!9R7mdw!4VEIp2Y{$rQrAX~&YB@T+a1E!n`!3ifJ=|l@=cI$43
zG^6@*1C9vO#lGAEW9ijR8>SQlYrB2Pa;Ud)zH<%CPY>_;{L_*0ka}eg&3iLSKE=z=
z67fIhsO+thTEAs054kYpUVX$+p;j~@zlpXjF0_8$!|^HaaNH<tW4`by6hd=6-I&s|
zw%vpjYh1JzHFjz(8mc=En^>G*rHm+?#i+P^0HKLo+P$@YERpHkPSi~zfAbselDP4J
zyH-X1!nESi@Lb=jm(XgnNUj^ApXEc_@TT~;^U(-=z%&6g`^3h)uD<r!@Jye5Z@Axt
zgRaImDOF3+(fot@3-Z1^1H+W=RoNfHl*8PQ0Sv9{uV9G-N}w$8q<Jc=zOBg7)ll2%
zRB&Iy>EWi(61B&8xXOYO_n5F7yBK#jw!ydi{+;~uTv&9RJ$0de{pB77#h-MxrZn5)
za+=pBXP9+O=enz|5opqdORQUWHqcA%<$i5fEEzA;PpEy%_E@W8Y`D8d5S@!$?0KkJ
zB}23X`5et&MHm!r$nM&}>D3^&19vLDkPvgjzZpSe*|(DfB<J9>_7;khuUK{38LgS8
zvYLLX9urzqmh4n{_HmRt5rTX81dk32GqV2)A@gnY^6BUG;mo=Nj1MKdVUmnQDRs64
zD|0^l>v^>igd1ANwua^KGHu#T&mx1)EguZms|UyKt4Urj_-07K%PlFqRm`UChD{5>
zpuzMKR!@~rn*#C>sQr@ytWc3x$<JtK8E}V;T~p+S3zDbc>p`ZVj@$fpWa4vlRDevh
z_}7X#*O@${D&T&==#mp|UKX9-j27uH6?N*rPAvVa#MJMvM{oCL0LFeNU|YU0y=8FW
zY4mpxy$LYxh;?QC?q?eHCsd#v^(&SHA+rB}k^<mF<eT#(N>mF;<2kjXQ=e<gl`;^n
zO+t*X@Bv4mf6}FRxJ&Fb@Ex?xhPiLGZk>$OHY7lO9e~|02=u{z5X5U=795^8STPQ|
z8uqb;T@x4b`U&9teK`;>!tNZ^s@%LZ8RY9=gOziHMTQ%SLs_by73BK`KD6Pw6g%39
zS)wKU4yrul2(Hl%@)TaoMQG`4<7#6F(#U-vF{xw`(?U;Nt6CblwiAYoHPqHG8jkQS
z7dCOSqq^_XH*vyA8PPdl&bOtxd@la2pJJ0@HXsIIDWry`;BdjrYNt3tdd?etrsyE5
zBZN`$zXip1LcIY!6yL_<HCH};_Navk&Ap0>D!8`)5Ol5$(Q&T~;GNZ5u`%MIx)|xa
z$MYaka@|&TZAA6Dp7hqH5TS>nwW9F)it8x314WfM7g;mi!SGnMk|Kg|1H}@2nqhQS
z(J$PL%4?HrLeE}$STF^}-MFJGY4K|GUS(%U_e-rOM=j{d9wQa*Bnc*#e0e0fD=I01
z582JWgIp7VH7v%m-w2mnM$BJj62w(r)UDA>w9*jo*X4WkPd8pDz=T~+T-&^gwYNpM
zK5dN4J3wD~PBat7MW%FPUZh3`bJTGG>q^DJ?v>{x=r&R0J2}h~A9`Li?WXC*MS|kl
zMDGI|SZ#grxrR4s?BfV+94Ld|h5Awq_-fa|kczV%iv0+iMJAY7QwD@yl*a++ZF5F}
zy8;a4`!rRI8GGSkJoGkEogCETk+MHpP5({U`|mZt|9K2<&>y-IF34-RlM6UZc^KE(
zT{;cl26ZlI_oWaPjvFDpT3TJ!rX}y)#HPxg!jSk5dTpM3G#t<(@;Ff|mOo8;)LC}W
zQJZJs<}Q5ig|F2;Nlv^n`4e9=1m@lqmm#02x=6HL{kFN_ekTyZSg`&?g2D2JlsMO;
z2sFW0ayb^M_~ze+Y8&2C%*nMM=TQ|Kz(~{hGT~g_p5m^&z4Nao_g`Ji%Gm9O!hhs)
z8Zw}EPA07Ul}gsa1W}r*(<%eUsrXDS_LiN6LhadB{Bifa*>*y_uRO~;ATu_7Dh1-$
zlfbY&if>>g+_HU2PcuejxF{eZA}&+2bf7$BR-^li;;VPfo|TU}!(PXX@u^BO1)x&L
zcG5CC-SRE9yYGF`<qdcru5Z5-49bBELpVR|lzT~8K-3i8lBfqGwgS#RTxg3$ZJJ6A
zZ@)<1xw%_TPXwiZ{-R>pM@3axoMmRzQAuI#8>dyQ!z5~z-~oMgSR(jNRLgaTfv3B?
zUMf$ApOd<1b!O`uU?Em~xo;5;+)`F{>tB>0rZ1<!4B?&Df0%W_cxWGVH%iNv9Q3S(
zVc|H3&th5=`Jy0#cPKMzimxZ=&iey=MC$E_O<U@+nN}s6=zyjGQnzJ6&6ZIS7M#Jk
z67I${m8Qg_Qxl;ycH83l=#o!6w+cDdy*r7w9;yosVDMedu7=#t&CoOKxoci|OSszH
zU(UAaPQQ&PSmwCXlPhQA>4b{CX;nf;Rj}^IZy(hk*}Kw(j|#i0du&0Z45g6bWj0g%
zx_6~+Q>QpGi=?<Gi&APej=b98%T168?uiQro0+VNaaEUYtTUtEo>l?I2yQCD$)PrF
z+0Ua^7<E5fpOVKW6>P&0aw+ImsPUMk>DrM%@4s%(FRCjk-d8=i*!vQX-;iVqHR@Q&
znl{JJ!|=*p!@+MP^kV#}HIzE@6aOHtEH<l!s83TWmIaVySim8<9)h8jJgvCT7V5%@
zykBM(;-02uPHq{KmMMw1QiR4D(L{B8Fi;>A8PKOIUX(v`6D?v!pI91q49b*CAAMyc
zdsmZW5$m}-h^N;=J92#<7e#J)z7nvLlJ_aD;)Jl<CS^*kVT1U!TA9-_K6w1!PqqcH
zudq!g*ah|sY+ZBUC&~!4{(l2k{@Z6j&i_z0ZJ~Zh`#=A2h5Dy}$;iFl_A74zluyiZ
z%rE?akFeE0Nzs1>g1<k9)s$Y>-s;WNfV`gt+z^d{_*dUSY`tAHTr=i?pt4bNx154I
z7tB`E(Dr_#y7q3v1Hg|m*y+(C3^!?gl2m}jmA<O~1$Do--+bv_dqAEi*Jrl!nxOly
zc!!J5K0((pP2?A$IJ&O-N+ib%BD;Pf%MN!@KF-ATdRqB3#xE2XjUy7+Go@|hAZGzY
zY6hQwWiT**EcAau&;!5z=--bqY#Ix6Poa-$#yBqfOQy0dMapL;81ONdj3k#3){EYa
zPM<dC7z|arot~BGyU`WyxHNF1Z6%Fv(1?%nQPZ}-tcMR7$3|bOIhb|VIto6dbLhD1
zL7QpIpF)PBG;X=Q>CROeOT7Q>>Ba_KD8Zt7^%BD|tpaFGgnJ$X7*b*x5-*9?K@DEK
z5`S?Z06B08t3K`nuYW-bH-^#@Ko}z~a9U(l8)tBF@O-5Y!aqD0Ku?iSa*y*rqSn^h
z>rFzH1OE}`^S$+-%GXY;>nqTc9V#uw)>1blC^h~aBJ*cb;D6{YG-=}1WOk(CPI(UO
zE5~AJC$E2I>sJ~g7tk?!^(9!3_l1_0vB1Pol7N62Q;5h@kHSsZUWn_nkJS5>0?e-H
zRhYo-zejTg4G?)?z6jxcbn~`B2U@cILx+uROcSNOIRCs$wk$Wb=Ze)Jo*BY!TFG_H
zOh>+atHG6HjRxADni%5hyOpZ|s<r>{cbxI#<9~*OePKmIHo#};IV<~kxR3#L)%rya
z#tqi0djn@Lgew`htGWtHjZVu3@vb&jRY%;DZQFfM=r`d=p98p?JQ=PNPha2Ge=@|%
z`r(LwtdsmZs9hqTWiN@T&FJ2+CwOn{tX!b_jaq%w*csD(dGpx^s*1%72x`%$Lg$}L
zj9=Lqpy~A!$kUemwbIH)|9`KNs#|Ik<EU*M5nm+T>w8i6emmK<f96Ql!y|d#D1I=5
zrDVl;?~j<uiG-}?WCL?)z<t{7aCcJloB7UpwrKIp@rI#*zX-kMB1HW8bNx<<gSB>6
zFU<5{sNW^6^`bQ{uA&z+jpykWs^idj&5#YESEk_=!|~>TJ@au~Y2f?^HEH6GXMZoO
zetrBYn*Kzn{?oebx0e&I%#(O>Eh41!sf{kaZ7ud{5pzj8(tf;CgSgJsrb36TTI1W~
zTNEdLHn82mW)UA3(mv%#o)>DQ@Q{r%$4247j5g~-Y8b962JE$nz``^K;RXQ=d5!v|
zwY=0u#Z7WkdEEwsYbr>p1=D1=!nEAhLs8j<(0Ej0{A12A`2tfCfBhN1)g8)*^ysVY
zM&PNRQ{vx>b+eLoTou-W;x?aBVX7N6p9av^|EPHXheiEk9fSLUp%cm+sBB;zKLtd_
zv_#ibeDg|!rhVl2{BSIcTr-XpwiuG7)H{iXj0<JofdXlbd~d)Kx*~i(o(EMpD!J{Y
z0xeVmyh(+ozm7d*P=YaEU7i8~MSB1yzC4fN%0K<}SUNGN9P7>Q>UYqj_Vn3z5c}tf
zd_As+lFYp$fD>Jy(8!KDc09iP8q8eq=y$Rx52F3;+&R*oZH-%`s#9lNShkVR8-<!z
zD)UJAc<mm_?401KkrJHDNz`T)PkrnTuC`w2E!+x$YtBpaS$u1z#hMSMlJH)l++BDQ
z<A;QkYb{;yj`CdicW549XnwKk9dK+L0$jtWTWVH50OMOCS~1Q;4l#n&xx&_)diCW1
zHYy|gK{|r=Q)kTJhn^YlU)q3b`(8e+9pDuYjTg&;3quiL%;Aboi>Gc8tG0!H`$c`O
z{m;F?bGbcY45tlB!p6gw;_0q7fOH>k#^`y-TfaQD<)z`l2vrQ8IUlYv4r))vy79v;
zL!Oq%M=-t~yJ<Pzj$yL^pQlxh&Fy>$Vz?e=C|?p~YrIj+QpAmoc*_w+EOR&OYXy_s
zTpg@JkpsTmcpi{{vzm!pP7yo)1*LrOjlj<11Y75i2TjqmEul{E+Tb;jr{;P6=Jr#L
zgPrJ8b@qB4Zy4Tro6#rD7P+S0JY3J;Jp^axT}nGJR(?cPC)}3GxSnR(vD>-)vb5|B
zdsFZ2piLpWW5;%iM_t&xv!%~%BGC~F$y;A*GFJjq&8o}vyU&)Q%p|_Dy%pQd>31J5
z@-qx2v%!zUy~bU96)VssV1v~rnvI?~V8a@v#Dl1e-*!>=Z!xIzC1+@7;b~qin3#}<
z%a`ld=3aEfgR9vPV_3ngl7g7%Ibui8A@oM0G(&jm9%$B3?kD{qD7SjOpa{DMJn1Sj
zf1^^MMK-y6dpxS_v>LC56k4ZEMK~W1s$En(I}*p!otdfFcx&d2LTZ6i+KIKlmb67$
zEhcGv2U!`|DvJk~^BQvTLhj8qQ&k1I*>hC~b&7xFi(Ayma4om*$b*%$Kcp9Lm7vD%
z2)8ZB^9r{d84bI&qNZ_y`!xIaoBMwclek)Ey5z;w9BWs9P&;dYK~ga&W4Q8++m-qa
zx!57v(4c|L8>C80d}ZLyk!}HCY;~%xxXu_91E0a*6n}fCiGC_h>NIol%0+|1HbS+i
z+Eve03pLTYCX*V~+1b&=w8x7!t!981(F&L_8e2J6Bx_|siDw#=%2!$w819JKUMoHl
zOVw6`tK7CsCK`M(>STGDYtdnZp*wM?N!@=+0UArsp0uhMKc{Xe#5l0FdsQhPb5_B<
zL*>43m<Pi;-I7BlRw6A!oTGH!-^uK`&s}?B>WA7$#gG3LWBhOoI86OWe-<?U&~^G*
z5&l!#+(_Q2a<3L8oe*(;3B5vN20V=ascP`xJBZ?R2o6qLoF~9Y(EPCN5|IKHeRE-S
z)fiirqmWnq+)&8IrbC6owQCLG*Wyi$$DhSD$q;$4;(>m(`*eD1*tppn*RO@-rLJ6p
z`UmfGsLHYS^nATQvk}gl7XCoDj+Cc~-sd*8ut{U+)47_isdAk*v98!zW7sK13=2bj
zl4v7mdNBB1({JS<OLAt8zNHq#!Tv(S7PQ$u@YKmrYg(?<Iwbb^F}1-t_KM>b|3RyE
z%hOTrSVh#ATef8G1i;%?6$@sOd$6z^z}_U>Q?CfIW8E(FH1^~;!fnlJgSp&7ahP1G
zoKbj#g9X`m1=FP;E9nieWH+IEIlc{{V7V8dNe03Nfs=orfQ=}zvp-MQCGR#~qP6k=
zMgZ3Y|5Q#&b>ZWn9r2b^HWR(!xXpF+0>g*XQ@u+$5FH&LxpahRPjVFvMlr%N3^p-%
zINoPqC7MNn)`~jw8t*g{LDIP&2gAyrk!zw~jOOQ7E3qsFL`(<H$4{89QMZe_A|%M-
z0Ts(zhLIhT9UNUmSX;XVgLw7TR8iYbZpTKSd~Rh;=2c2i*~J~|;*xrH;@414Vx@M`
znsKI2Ewq;mHyy!>7m&)9K42r1F#<LhFvgOz!)w3@p&(1g*HT1naYLQS0`Arm{zdLd
z`|Ic_9~^|XdV)R#EEhiA6MUETz+i`^T7(%r@#KqatBd8!J<&wtsV!Glf60hgozOS^
zhE=O6PCV=0tTiJ{6;-i)`?Exf*Iz1yS1-Kor>{4y4^N|)hu<hlp`Eg{XA4Fhe$A~E
z_VR%H2vI6&Kdl&B7&>xA$XACYW93%@g4mV2_0_$KxmK0Mn-x>aaYT47tPq~ghr;v{
zc8U1%Ou@YZ(7e;AZq<s?T74xU@}xN(1#<E@Gz}Vg_{aOH^V34GAg#WQJo8d(w`=Xy
zaN&I%=6>qzYqChq(SU|Dj5O;zR{UWU=~CYq=FDg5MIzjbY8nc&toUuMxhBat$kOE@
zRc_EwpXnOEEghFJfvN7z_}23GU9S;Sa}Tsld*~mU`gLrz=UW)g3IvslvQsJwSEW~c
z=ocydYKj#=$04e$Vg=Gf;#b>cDi-ML=_c_B2z_0tTMLu#Hcu6~6TAswSKsfW{7|~m
zOVLq%NKbz@P6%~#Fj;(1CwxD_{rqjXq8Szz^I{NM%V8VAhGA@+)tH`iOvXE-o44=D
z+JC`3OvQ2h9gd3M@)U=M3AYQu!bO<OY0^aa+s0OV&r6o~F=V_?Oy5at^}3h42?QN=
zzduDTBDi<8y@VA42WIZ=Vn=sOkK?LPy$*-rD}l_KO_utD#J~dup0a7}=^H}Q9W`{m
z`QU3eL3g5)QXN6pymF_vI)N=o0u{yI(%g)e8T0I1uDcK!<Ln|gVlum4L{tCpuw&hN
zZ2jMj_Wx}Z6u7$qY<X_jm-T5T;<jx1*74p9r8qa|7B|t|ku@K=4ouN=8t{lU(>EH5
zArY0V1W~;<ocEwJ$h~WWQC!t3rV=!dfZbzGC`dvIn)CC+v+!fG^p&WN6-ayLvO{p+
ze3n@;IBs#u=eRi|4L2s<Kye}kg32D(RaU~bukQD)5KIof+hKQzYL@Rngd#(=VOg$s
zTHK*;`hsX8EspJ3utw92=S!AwQCal77X;|8+KTnz`|T~~UiCe0ldQJPFFNQJuCR#E
zmgjHtVX<=@8tQsJ&DwG&J+9-{Uq5apK0S2mw7G)SYl<;gow&CZ!qM|iU5p^&N)^e|
ziu>C^6}R7M7MR(~($3OR;RC2+@)Yx{yLWa?OxBz2yLDP~B@FZ{P)%yIb1lSdX8l#-
zSe)&rv4gwv_v~VvL?vn7qqTX8AOTZB-#Ru^+aX;er598r$0t^VJ0jU5JgJ>sRAw|w
z@tvoDsEbh+u5#t2_Z{@Wx}Ju1==zjri*m(n%g&X_%2=LjOEz}~o}sBvSyFffAXZi~
z6FFz*xXXL8eRw~a--z%uLph>3|B&jg{qp^PAoW25PdN2lWp+G1W&{$|J|B{6)|C0S
zspO{QJS7&wU%j_!ZS9sCt}*g0xU}N7Ix$AeQU98@GRsp1<&JEI<!Dh#StLzdL6CIV
zjJk-;rYSy-iB8xA=1!s+t<(eYMW%u9v}0O?wMx0o<jPrwaJ^W=Xw#|v{<z9G37fW*
zZ{Ma&-98jDaf`q9;~n&p1s^ZaQ2}(jGGlSG%Q3+u^C}B={1)dpDfuN&=utm4tgUto
z8y{lStq2(dB(KvpPF{NKS{wVK8S3M_^|a>4VV5MWsP)J_{dJbv@*dLI4Lb<85>99y
zpc*&XmUer;XC+kmO;mMb!14r-I#KNDCS3``3!=SLCx(<PvGOrj(x(yXdpjg;I7}6Q
zurPS$xoFGvnDf=@&Bc)iIZOp{XCIZLLhl$E2icxBw)nhrs>O{sw`p8@YU~;zGmI;B
zqF&+OmG+J&v?TcrP4ZEz>zl{JPAQ~1r#3ChWtHJ~k897;12ij~B_#SEUdd)^)mBy~
zz%eR#z3vaI6HZGL<v4?Mlm|dhj+>5m_1X#KCub4f$sy{aWMcK~?yOS{Nzkk?Dg7<S
z(r4IxW|a8u&rULwM-Q)zNa9rL0#}F@Lm^37^FwuoO2h0>Ptr64T|KdMK-dxH^8A!C
z+`&iamUy9ZdHJH-3M{B{VhHd^q>od<ADblac+tX1h2FU|^nR~6^o9AC#)S);2dcr!
z{np75(!|ZD(`_Y_%DmKAPtNO>?=thOm=9kSu8dV%s>kTse``ymnteA<={jU>{d(~V
z#Cu-WZpv#arsY9!+!$lw%G7M<YBgD4^EO2z@ujYcFi+p8c+bhFJr&=Ky=6Q%*RNh$
zb{}6b3G<9fqRi`^j_R$7{k_5fA{o%4;#p~^8TBR48r%K`bk=@{5&fe_ArOk5{)gQ(
zx4B09&vu`TmDfT@hI`)c#59h6BVdK4o)mb<4ca($H|JSDVxDP1TbH#F=BR|NwFG_Z
zRGd&9gYGES0-QJ_8-%)T!(C}Uh(jhn&rE;qgwyf5mw4^vR=K8z>KBkICqVau(0n*=
zuvrJT$oP9y)^4_wWd}GUa{_aV8L)}x<KID#3c{-!DcpjxHip|F4z?BNF?B<XWo%%7
zt<Jj|x9toWsTsK+s=r{P!~n%Gxcm8va~YsYJ)E*nZG`jr!4u!22)HOngH6a7Xk&a#
zI;d+rv|IwiqUYps1;&fz;Hr?!1<n~;Hx!-F1&XirDQTynS_R7aqW0aIr4E9*Kt;L|
zDr{78VTNp{{KESANeMwhVtnCeR(beMSn*nQ@)$3)yklE|tDUUhb0p8&iX+Yiax^#X
zv~wBIUp)0Pcma`THsUGjP@w2x&mnVmE6<+=v5mQCs2Ot@?P?ERYmVDSnVisR4zykv
zE?MUmO18Q1W*6YGzKH&cC<HuJDi4@pJg)=WxHgm<8>63&Akvb-)oB+LO2-}szI{!%
zRf>9_9Z*U?l<A$!cTw5DltzezZw9YyL$>)0@nolVm%>M<VISGYAI;ne_f1&D(WOz$
zf7F{e)$zo6102gJdC|U)aw@a4f4@jf%?K=c*cqMzg2YpE{1G6~ETiqrO)KzdHFOle
zz>&O+uc1J&K9{C~(BESz3#;xRo3X`ESpZ!=IQ(1p7|&6cFfvdxkU%u2NRqe=3zsX;
zjt=`v1_(RqXH^}r7aRBdDcarAGUO|Pr$z`48&=T4AXf832KFJ@M;lG>dZRjexOesE
zQ{g4CutK9L$|E7~Nk~`3I~&^qe`InUt#aKSTFBms!KrShYpJp!SOJN9p4qbjg^Hek
z?Y{GH3ZJ-5=%`sN<}l2SCJZ_LwWh7w<g>m-O{l}1f$Vh~<YQvp56nz>iDu&kf75Cj
zw1;`RWSrhn4&K$Y{J6&W%$I0ppD=VOm8@gaI_pcE(2Fp{X!+>qCmt0mou+*{Q*yyh
zgF_K~3-oq?lYyQtsf#&>?QI?*RA$|7YtM+<6A`SbPkB1j4ztt0X%o9O!u#IgwNQpB
z>dY2j%>N4PqH&sFX96$0Ga;SD5byl@^VxonKJLN0Ozo@TM8`f!zFyZy?I`9k5$R8s
z-kif_XO1a^)18c8@+20R8O+R<sT@W2@!bb7ODBz{H~C3UDx$F13g~s8+uoeX<0cSm
z%gTm8o)wn`4vjGe&k+%}Q-t0CR@?El&p$KB|J{r+df$#W^HuVWg?NdJn@wj*nW>;4
z3Ly<laTudgzk|-W0G;VLdJZ7D(K<lYHlqBk@<Hyhmu#?ezwe-B;L@A^bYKLP{x5yn
z=yletSFKWc?PO_x0ONEbVg{`ZMsYUR-~$X+Uxv5?6DGiCO~nROQ2(@qW&V%og}}{1
z)ZvW_xe3CjlNqEvn_bhoWcQx=Z5dhrR4+ehQ)b_?`#fC3W<hhkXox+2A1+_W?x#TS
zw#-gQo=};C89fudrNKvwerl~yscW;tccVyv@XI9DWIDHSfGQF0evk0Di$VWe@!`6s
zi@mJ&xvcU2Emt4ntbi*juL{h1Swr(iYdzbNr!sf#A*Rh!HpR|yFBNkYV<Nf^UajnR
zGo7epf6?~Fs|?1&?|<SWdm~_TrnD?^&t9JFET~QRdCk-Vnfk|34PP~1mQ^QUyfKFs
z8d^VC^(t893x87C{W|oS_q9?d<LetWpEK{Lt<6o&bfvxUkiTr?M2kr9o2pS@G1anj
zQRz_l6kTI3HitI^E4nwBuDehfbUEUh38sVX+U$5Y4rrXy2D0*EChI#VdnAOqRg!W;
zBas7l^!Zv`=i7QS1qaJ)&BvI&`uMrTBqzF<PIxoTE7+8qZ^KXKQCPOeF|_wQf|g*E
zVoA({ywW^dcNWDYYrFcDg)37LBcmzTT_1Rg;}{!9iscLTMBS<F?pGyn*z_3oBwR>K
z&9D**IyiDWb1?;8p-N!yk+Sb0G?cINRjloI`rw8}e5hBF=<g{OfQ|(`iN8?@U?#(H
zz*yR_|4q_&5RgcjX3nu+Ho|Z6>U-KT4oA$kUa6G7urQ)c-r2e^)$56F?4?q=6!VW*
z2Kx~PC8QL!Y_S)9^76d6$H?TZv%@1jV8f?aoM-LkZ2BS1q)ph&nZ~!4>Ul8OQ;dR$
z-ePlZH`g>&LltN}3;<t<&=fVwt82@#ES<+n!5H`$lI^Alohg|&URP<v#~DI4uUGb$
z9=9oSbutaC(eD++2e0J>`fsvCH6*)xeXIJs<1lpU>=L4*QLQQDm-}GKTY`Y@eEI2N
zFIc;X^YOVqo+Vjx5FNH$dp=Z6y~y$X`<P)PX#IB(KUIiBj2QVydS!x2`A8)1hE7yI
zjiKZwS}uIbl~2)7jMO2EF-@NSL3=7=@yNM{)+|wmUlxJymQCS{;Q<A#SN17;p;l5o
z8zDKV!#L*9xC2C=U3|S$x<RW4@oKak)$LFBFm$!;OTtsaYzC#81{J!lgzDMKYccO}
zn(SQ`Tf|j_IW=q|Kd!{tU@VPCD2xsxyj!#M^_K4tS^2;Ak)w()m9|zPP)<+=zj*#$
zePXTduae({$zQ1YZ{XSQ?6gQV))tiuxV&rHm$X3>v-XiQdbo@<k_TcL58UPIP7rK&
zq#U8)|9a%L1dV)#r_^bXSAmY6u`7nYzWfe-xQ8E6Mwe6*k3&29{d)Uo`}2st*gsh`
z5o5SOOPUj0cvhK~OxMCWzDt(+k~Hf2?N{yKD4r9^cB-{x>!%8P$9{H5^p^2hBi3Ok
z8!tpqZ&F9vfwIdCTQdRMjnYkYU-X8(*xex!;V+jCW6zLtY0J7-@%M}7?N-`kM$Z&s
z1V}2oDEZxf^F<D9PxfIEMN5~(Ua3AqEm4$$Y>r!={U?4>yZ$aEkh|BfQZWbA9RRce
zGO7u!rSBlA0^eVAiz=q%UtGVx3kLp`N6dbTl*<69_!a;>*JZwp=BuEjDpQVTzk?3x
zH7$PP0t!<_!~t|V7xx`x6bW0u)&TqUj1RBHAFZn2*6ok~{tHzhtBw(e-$9gHQ*U&(
zhp2_<r|H~Eyi4c+d&qHF)|~4ctf3^l>OJj6RM9{e_jNk#R2s7TQoVFj<$fBSsN}~G
zAMfC<#sHAxZv+gW*w7BUwBeQDt!MSh&`H70&H$pGfB3csLHkxFi+V1*PTWleXe_-a
zbjdU$^3w)=KM)$fWY4acr?oqazJYtqE=1gbJqKIGryU%HgqD_4&uO{)cogrz2y%gt
z_j&NdYO4D8XLyo;XF^X*XHe+#l?B1&rpjV%alI$N$F_dhMtJOqf;L_Pmm3`Vw`!sV
zN$@s(aB)B5ntnSigLm@U<-rpq>Dyril~Vl({&Pux37$&P{zGE@mN_cdRn*9+eC+w7
zD)2$+%*A&Q%fS|$N!`1J0O{mK{~d(c(WegC|Mv3r;$-~Ng}%;x#Y*8w+EdZ~##F>*
zO$~EFq8JU)-EM+}&3R{y=jnOA!OZzxKT)H9SKIvY`0oj2fBDfr-)65d$eX4Z+1Qp(
z*>XZkU>+vySn7-Agu6|Mwj}Ddw$U!OVWftPP~2ndpRn;%%vH+VwD_d2XqCD00#lF$
zt;;Ww=HadcjRQQwzlQdWh}&X4xs&1~#OaO2+b*|(3JI+Z-%mx`LNwMx4R}UYoJw#Q
z?%aI+r5^Qq;2c~^o<%XN?wFD%e3Gx#Q%oG!v7dBeChIL9o3U=JrtiSav`~6&QtA@5
zTbq1Sq0QcI0B-~i<EAD5oLpU%bx_G9V}uDH1^S1A#q~|Ar8mU}iphMeOutv#s9M^R
zzPu{ZIa`&~nGCIo3Z&wFn1VgOn4AeWi<TaQ^5(mbk}m~s!ewSM<sjA12{6+@CkQp`
z`0-1yc<5B)+wy#t)h(q_$RK2AQKF5TSQ6On@zhpEvJH<tAP?xQ_nh{BI*pJSDu6i7
zvdoUbH_fok7<Fzi+!lZP%q-Dt0JG+Y&fo9ty`S`9|0hQZJ&`{FPrVTUAc5V!gAC_^
z_{OL8XK?=g);LFR`3~A=+khQykfMCRYv(_oU`Chug+lr}rSu=5l71XM{5M?`m3HpN
z%X^h1s>QlTq~Tw=h5UG~Gk6hyY{Xu_7ep6uFHEW}m{`LZ-3OcqsDOtrp=ml!;l1}q
zUQm}{#?Wrjr<~$BjsO?ju7Mv};_7|Z<k|J}x+TIkj9m^<Eb9K$UA?DSfL0=WMG7Ap
zd(U;ctvfY!xNL!GbnR<8^X$r68h!O4?Q$y+M#N%!^R}4!$Jn{QRnIQ36^c%ri2IyC
zeMN}xC(&EGPaYfvb;1&NIM)g<apo%}4M!a{b12jRu?`S9&@FqV#QJCj=25^$A#QU3
zv}h7H92)K+>4qBzwtZqz%GX{eeLSLR@XbJy2H|A@3ayQ%ZWvSde&}}pf!HY18&7`T
z?YX%WA(XPBfH2QE=J?2Xl3v}G(m+e2uJhpmk3A4UB3c?K`Jq>7*(v;}N42XDCsS6v
zwmzo^Z>32Q-R-<?@JH+j{8g#(>+yd^xv@xlXXg+P2Pka6xJKO=;XN5XuFsHObu;D(
zu+LgCiE{08WuoTUrePY{ErS6Qa}+ko=K;&i6kv_(AMqucnwZj<_6h}%Od)&~5pvZD
zi_qip*52T5uBgeR{E1ou=2dPPPJF?OS!T3zfry4Xb6c?_H8zo!)R*Ig?XQ4bK>V%<
z`;lq5UBA^)7g7|nl_J0Wt>XmasYtx1y`fCL+c9^e`3)a#^DeUK@$3zw$-jy29g+oL
zM6#(Ed;Y53U);L)d$gf(ecnj)p&FrOG5U?poKq`7+SZUoA9l@#8MDdS6=<~ZaDl`4
zsk<ts09+o$mZX$ESXR&OCD=mB^I_lk`ECch;B0NV;vzYU1qcg|ED7G0^>WY4oYk#X
za_tzuM>OHXLa1|tfbml)f^&{YK&bExSby>Bo&<|kuSASr*f)~iF*XC1;_XFy+P*H%
zjWq$4`T;;-W%^q!R`66CiJ$KDkhLsV16rzr>mbjN;KH+i3zz2Rrgd%sPAdm+>sY_s
zp{xZr^FBfVzfnkJze}4ga<`udZLl+EbI5Y6ACeJM`!TrAq3c>p=)T-?xM0&4OL$g!
z*{E`sRq@P5tw0_}wb}fMbCmEH*I2o}A&zpO<xUzYPuFMU0tZV|)(WG<MLT_>MkPtS
z*RKB&7;@8KW+pJ)GTwDYo(BUns>y6o1^s*gqr|!<KWR2<^W5>4qz7HFK;ZK>0r~)2
zS(w_Rt(yGV(e)wTb@R%Sci(n-Tc3oB?WckckN9L&NAoWg9X{z<=JG~Kdr<dWq`$cJ
z#q8a;@cJBHgdPE&Qm*di18#+rC<6(S`zG8CH>V`pJXA52K5eR5og3C)vS{8nK!|Dp
zjM+83m##mI=w|K(yg#NPE%jZ&budYKcVyV3gTCvh37B(4&=hF7NM7aGHL1cvW`OsS
zmZq}5%eZO@WC7S+^}ket{wu)lx7YsP4(>Kn2-xAnm&Dm~%F`y5$+`yTEN%WMUmw0p
zaa0mKf^ah{MmJ+PO?>-XZ36A_kT&fe#YQe>vvbsxtE|d}6nt|LZ?;L)b5f_{JLvQv
z@>B~J=4nk3h-fV@y0aOLD}8hAr8^Hya;_lhp+;1wR_1RZnBLQRNvBR2R9bq?OV8vj
zoNBvY#^myidlnFZyI=5FPi^pQ9waTucfJt?{4h|44;rxc%*Iae;CL_|tKp>068q=<
z4yf_{g7X?HjWFh#-@<RyK7Zl}{r2JkY+T|W5N@UJ5nMJHx?Rsq4oyU`)@>itd<S)X
zEIbW1uR?VWHpe3R#v%!3j%iRpXa3EbI$@G9f`q%b=j6oP2%sh?w?h7WOZffu0cS;c
z9F%eGjJ#qQL6}UvH)Z+YIK-E+!CSXq*kJ+|1|5`k9?ZbzRP`-kV~BYN#Q*HCe~~o*
zo;<Gwvpk@WNqE2|8J-}SiYxw)xu==x>cGA!#gHHpLDS!zgn%u%Gh&P%b8y*R<ziAw
zppGnEgNMd0q^c|GYV>u?K;$2Mh?WV*=c!b07;?1Myv*@p{AB+=+Izw!mm{9vFY=wJ
z3bkv$yHk5enTPeqyHSh%?=Ki4O<smk4iu5)QG$CPJsErA9;|EF%Aa23){$w*$aS9#
zy^YJqZdc<rn=%Z0>#44aHOWVY(#B}!`>Lr)EiMwu_}q9P=czYuc@cc+@|otbFJ`H1
z(;`25*`^|QwH&WxhBeDb`5myHGlVYq-rT$?;%CtQh9OXe=*ea#`bKQ8O@aMa5qoiw
zm-(*tI?>ul98Brgg;F_vXkHn%G-s(e<8#bIWfwVYpW|hs=x`ehp1?U_brSH;fS75T
z(%NmMYNk@8srZ3&bYmCh{gOJCfjo-cWDU*{a~>#am#n`6jM+TTo}1w|iS4*i7lvwZ
za0FmJ>OI=z^r_#In&Gv2#Y`PK!4DnSANtcUBh@xgjKh53%nDy!l9z@ZQQro4jWs*S
z3k1G-;Fsr>ENyoK{u*)@jUK0s3hS40s+%Y(!gnt(Y_zGJA;OLL@6m?;fPQGy-@eYx
z>3+CfoMw-y4(jzh@<7f#@V;v~m04niTvyX8bK$>!|3&m#%Z=Iatv=b=!gOn3Fz?h)
zX>aWt<lcFURPE@cB3|^Xzz5jvR7|dn?;o(b!JeSSgSx6ubKI8t$xcm`_wpMG&8b|z
zoJ_w}-P<t;#8&A7y;>WqpR0S?(n#S{Z)!03Dy11dHm#Xt8ocuPSzbcXwtqHWWilGV
zX#8(U(e^ut`14+CqyKGV5?#YN%Us6~;iE;Umz0>h9Ay3OJ1h_L7po(>lbKhZtXXH9
zq@<-1B$ZEy;hcIr74q5%$o=?Dt;@68AXEsG>MY6jYk32W@#TYrb_!2#iXlFIFP*dG
z$I-P!w6&1Qo;RlsQxzhHO9**Sh|^*t_Nmacc5O+R-l}f;42H%n3@#rubcUlPD$PR7
zE$@eQNa;@$?XOuKYcb|m4O>Yl#NS2wRUHY^hJoDke?wHVe0ADr*R#p!-xwU5bnr0}
z{VAmTAGH04bpfKx-u%?%{`;)8Q75xv;J)X4#DsdJ3l3tsR<PmC8KO{C8cf!6Lh=&6
z%G*4>+L3en&NgY^#wJ+7F-vU<d*$oxgfg`)8Xja)V<6j&`YPS>2imuq#Qhy-=H~qB
zUz{>EN4MM0-9zHP95okv&X9PfyCZv2Ukkf`3U02%*glQ;rkn8eV_nBmG)mVa@@iKS
z5Ht<se$JE|49S$=8byV4OgU(bGl;zc=n42k-(cnqi5vD5yKk9lYf$Zj_6OC|47rzL
zskEyePo47Jmo#dDv)tP=irmRu^O!|Pe3fYy{O61XBWG)N7oBp;7X*?<FBD2!<%iM{
z#C46*sF#px;m1I!eG1T%NPwQ4Q;Zn!(CQ`9_F_@Zym1rEpeGNe1CoT~?-2c0Ht3%m
z{~)xtF_?bjW^;T($Xe9F+0jB5-16g$DrZ?gmZhHIVVs==h0;YjyKY@t87^-0y4y*+
zl_%=<z>bX(T%VX7QQzc@-9C~nC>{e*lOV4N^!se(%TcbEOBOgWNtVHUctcL`IGf$`
z;mdQc%&;=G=If+bVjzYUW!JTwjc7pN6VHr(@1li5EW>eJK+7ca8G1=A`z6fv8rr3m
z$1H);2wPfZb(u^!?UAH?p!kVgGjW<U$b8zu9g^u^!8s+vw$lG0EOtIc-HneVWwD+~
zvFbuPGgaOhf#27s;g0uhX)j;zAG+v5p)pSZ`+0KSB>TSO4q3jCDWj=gx`QXK&#~F<
z9fqf=&kCgrNl$Yu;le6!&q?0`>h6o$t!^+h-ccRN$-2<ig^79nAO#MXIHOZ4?ukc4
zKixYCWPe4cg!5<=Z(A>_s{8&Gkm&m#3X*NQZ5T@cHW%}^yzd%qX_3Uuf#S!;tlusr
zFXVj)!U6SmY;#+W{rTC@o1CV1@4&tSTl2MCiSTVZ4}Q*A<33YQ`tr!+?erzRU$n26
zb;(}lNo!D@yftl5S-ub+-R{A1z`Lq5<r$OCiwT6T5zC(TH+1B^i*Lz<wZq%$uBQH_
zjlIm+)pMCTcOsh)ua$c~FhM@2y{*>?hv+M%$WdONE^6R<KdmGSrL70H!P|KM%S_FG
z;~WjGh!t#~xDFWW-UUWwDRQ;S#m}(kVB;=;-%FV0&mFX1TR~^2U(fu@%^?<?kk{AF
ztJhgJhGXQJTdg$cR?nXE@4S!;hTQ?Qf%;7-{1GQ5?`gF_bm}tgo5Kb?w*0rICAN}b
zdTo`JFQGy<2KzwL>i<D>39g2dP>6LU7v>)93weFXppml%n9|5;0CTNTy_O~lZ6+$c
zMT8sWp?WO})G0{Zx_Lf2R_*HOMaoEUM_Gt)KDm2${;X1Cw4hGj)iH?*K9AB@8X!DE
z?H&}w$qpjQtR-=AVnyoS<fa@<)m4uqb1Nq?S+LE+7|%=jXAbr826+`BBm>g7X2Gz$
z_u)FgUY-a&M>V4`A-gQ%KVu6^+n)uux|uoo@^R+R*Z!Y?L;N4R)jv`BfBn+m#&(L~
zO8V`buELU|;gPp3`(bwWAMsCT_kAC33lWa2Wx5}^skBj}w?rqfS*s$!t{$2J6lCnC
zxCj;(!(bOGvwb0(hg%Y46e^*0(w|SY7t0T<l<e>`JQ(x$RSvrOHxztz4)(*77qn}}
z`)P6N_!fnC2`&4X!um?Z;-AC{IXq&(p)_~akaKH3D@wKJwqAGtlXYIHQ$&(}Z6K^w
zR5I7lvC(z8sm>qib97g-eMys-HhAt9lD!loI&+g-$xUpR4X^AiK2h;<HZ@uy`*=Am
zmaD^3L9KWQBx3|p0D*Ju`t_0Q77M<h$9&yP-X_~148?M7Tnx;C>nn=mZ;ZX$EP?JD
ziSj;f!B+H~mJw66Kp$TJg#rKX8{QCe{e^+c|9P4IY!Bdt2JBIKMsf()_5uD^62u2r
zznmdL%lM0a1ZMap(6)&z0t^7Jqslw9jem58`s24~2$14jJ1_ooQFetI%(FhOs?s4H
z?Uz*3pDzAm*-6*e^0*D#x4$E>sy5VQk?}WVQ86k!G?F=p|6F~yQTv?k|7(D>D%=!M
zNSl>>;^Hl-daM@vQV^s%TmB4O(-yh|XvyT6K-h36JOw~|-2P<fgfS{*{)sEDs7ht(
zu2Nk?9nuR~G<-mk>`%@}zw42*F5a<KHp@S)P^xcjHkA>jq9yjZu3AB7!(MVK9tZ&f
zQTsbRh5hLhHZhs{mL%3tn}+SR+?1!<+3EGnQk=n|no+z8Q$XHl`3E^h^In~5VJRQv
zIS&Q4^}1z^VpXiZG=Gt{SyVp5rE56-Mfw$b%iE7192%3|=(|q}F4`$lf*m<-yGp^?
zytIbZ8!Ad_N&+W6D;NWh@h4yL+l9B(+oRY9JfVfw@}D-nDF&e&Ock}^crpSSQUQzK
z{AoY%nu1(}BMhjHDZYbz`9i`tnn<)V*%PGd%A<C)Y^&wI2AU+RJZjeiEnli3udS}N
zxv#vR<ALH$Y}m8ampLDMd-UJOU-P`??8~*$u^Ycretn#;5PN-G&n0Xd!Rl}H0+mZ$
zlk?H8g<W}MEqiIN4Sf4Ms3jS^Hy>Q5=&^W((V|<51Zmy(2nfrczkaK^VLwW~sQ{)9
z>@m{~#W_`ZR8dhe`s(n2t@S8()=f<jEVhu9MrRh$KjtGW?mu^T)T!IhhVtt1W<{*P
zXB<(vZ+8$_eeSk)?cxYc=v%*U6qX}=S;!H+`w7>{i_61ru(76^<&vzF*oB%GDnG0?
zwL@O(Z{cYH=F#xK?qJ<hRMc7RxzCeyMfNP5tKY$3tbS3PZ01t20ZDL4U*lY9^(Asb
z*30>t1c>}D&-g=;^Hm>F%BGsn8TqI5awFwBm$h3Vw)<hV4xKHg6*2@%hIr-{Pp#r8
z`08p#Kk>)=p|45e>^?pV=k!4OosNb5n?aV}!t{TN3r)F=;b)F4d|ZcgXk`yR_Z|&G
z*--|1l1lassTe#<Nh`E-(HTsdU}5g&5(K%Azdmh;8^1n6*wr;+^upyK(VZ7+jHDI}
zmsQszqul6JG0a2Cjo+l~CAccDeT~-DDKCfjdN@G{gBgQ#Rp`;#n%9LF#_KJ_m<K&o
zt`A$(_-jXgZDz1&rj#ddr_+vfy}!0-9LmS@snP%5FyE8gu_vI&`xtUs{RR%cH{6c{
z7LzDjRJ-xRvRYmM``Jr}2tLQ)>HV9_t+v3D7ffSs&WGbLj09q|)u)5%z4hEVaiu|3
zg^ap(T;9MXA{CkH+jh|$En&m<v9~qxblN_Pj0zd)H{-M=L1i8yqUHfD?8sVV9@9+=
zm^#W=jAf&Us@_l7iLNZPifb05uWm#_V#-pmNu^}xlO*)E_lrW^&lJbAjE+=Lq#PlK
zEyrG_i=(?!q`m_m2~~!fXT0wRAWvEeNMRYS9$(SrWEbX)0`FpGvlG!?tTenwLpW-(
z(ah}(OBYu(R$VA9tKL%)xIDB?<?&{^U+^=R_v;*KZt9N$Y7Ml3Uz;}ng~w<IZNMP*
zUH$&^9bl^~!Y}34PXV{L{Ix3=*wxKZy+0G>Z*5xeIspM77OKnyLiZ=*b5LQ*)-PvL
z@hJYHv-j`2rltK6+O?GvzsSpg)iX#1x^Mk{E<#dudb(5~Nr2T2beujn`|)z4+Oz|+
z+@Rn~480V43{&nbP^`_VYs4`K04BkYfyH7+)%=sD2iyrBZJ?Y1)-z@2+B*h$=amn~
zXSbs*!9~JuYr#{b@#Y#~7`h)8u;Dg<?(~H>1mg1O^W%Bp6!?i4$~SVk9+`g@&bDW%
zCcqF;k7AlGcXrm&I`{gbKP_{cmkMou<^tGBvbe8XLGe2XaC3fr_R-VZ?-eWC;q>E*
z3Z>%0Rh68RTutfnkn4>kN)ER^_}bOkN}^*X*Bu^bb$_wkQy5h8fKr8w8mZpA1lRCn
zl1;HOl<_K&tbd8fnUH-|N#F(w2q(U5_Vo%=f;!-hNa?$&>-5XWbmSAkXQM~hgDk#O
z>czxFe=(SC!4Z(yLE}B+0II8t$8m(L3}$jVH^jp@Eb%mtanjvcaP+73C%UH%WVyq!
zWH5<|+zV3J`X`s_U$6G@v-%_sBJO6?jIf6Q<$})F;3YBodBX{du@c=`B^!iYS(&m%
zWEry6t?-f|e(ef_1CY4h{SIpL5j_sx<2aS)>p#Z@3@sNPeFufn?nPOr9FjExf~PmY
zq!H+33f$DV$S^Lx&IJQ55dn%9_Eo+BHt_sA2=K|Ky|h4|w<rYmG4cPc9iIveVxg{!
zpAG^O*Y^RTgCqbkE^oq+sRUl>bvUToN)9MLQh>|7^&PZiXx`Fmtlo&EiZq;`HIQNZ
z=&K0k>|0s8K7g4$_-{9g{!dIhqV;+{Qv4`JeHs8kClB+Vz!?e461?Ow*liZhCs7GJ
z_oR6B4(C1IamPpmPw$Mqj?+dc?Gx>cTV%InBscNgv??#ePZhOB7-}nGPm~YHN*~#D
znPN_GCwlQjSb;iEGsTjekg`okOBJH{8JEtr4|1%<yHe;&>+Q*tg|7-on_*aW0t+Ff
zUN1{$jS(!B0#C@_(bP(SaL<oU3O4^}lNRv68%kYLFL}o}^2{s>q!{GyB@)eT`uj~R
zhBKoV=qI>*Op}LOYJb7J@n%tdyr*WZMbMLRZ(If0my~B*P);#DQ)@%XbJw``^*c$E
zP9{OI^23)w?&q<7S;lhL>U+x^IH}QIT>lOd0@eQp>*RKdGlYvY)quQwEjHWQ*)rRr
zGB!f+^^3PT?+%R}5E8_BB7kj~kbi~qNhI%Ei6@*_YvjUSc3P=pj$0oK?)vUOV5q#_
z^~LQ871cPUHS4)n&dTPL;d>-w4<Xiqh|~p023z(!=u5c~x<KfW#l5M*`>|gLB%|ay
zQ}Og+ch=*y37au8uSaz_r-SX4#7@5H$t2jb73?ks+i?3YM-&Ko^Yu5g7cS;P*oC*e
zg!DxR^`b#gE-W&<=;jl6zN-;4Q-qPVzpNV{`4D93p;{<9A{ewWIHWTsH^I%>Rg&l{
zD*fz7W7UL(moN9c!r{syP1UG%XY|9*u14B&N46FFa^k>Hq<YoG+_EaBqO>ek!S*9b
z2Gh~tgR?v8e^bBy1rGjK+BW~iEgLNC%pefHJYUbFrSBjDm3;ohcz<Ij=O^}riBZ^o
zp?0tPY#p?-M%a!Xl=t2<Xr?a1E}0<#J%9Y%`vYxXT@PgnPO8USM=x{vz&Z3P4mR>w
zr97Ut?bv>!xufyG4D6tJ?>EvEcJVGVhY-cKIhrA8Sj=jAj&0RkE~Qw{`MaCM_tTbW
z2{u%)jjYt#UcObLA^gBiwcwi?-c}-Fil4?G?LEacG(=hft#s?Y7~)6z3ik1w<ce$_
zPnmyBz}d2Xc2I`{v0+s0UA-;4{)kW$n`nis+{>^Mh%{Mn!J!cOlVR8?rt#;~2>DS2
zQ%zBwZYuDc-UYccGI_x{`_-j>n(^eUk-imId3`E|8@aBOx!@*dmX+VvDZZ>gM|}vl
zeENmKWRzi#fWorp1a;HKA@Q3<jdCDfg|u1P7ki~3<m==xdOWWj+E_$m1p1ad!1}wz
zBJVtVjk+)U-pC;X{R#{d48^WqB;qxblVj0j*plbgB$sDdz|moj@7#7*zTIRfbq9f8
zS9vM4z-fZ)3KIm>h`J%iAeq6ks|7a^n)xMzzUsm$YX_LMk;s;FrCok`aacw3wZ!Pe
zXQj4EP%0vGzHV=Q_mllAJS}nsg=v~K=|`3h)GMC^)Xcj+l02T_w3U&OwTiD>&9nQB
zRs3r^FwNGlP04xg*i}-R3>n1EK=GBrDg|GBrlKW!;}O)RZ_aV1co}^v#KYO;;PXlZ
z9R*N(F;NgY=G0c!UJ=%P%3+s-j-uZFL7lS5nYhhAC&)R>NnE;FEk8+TGgag(&hPl-
zHr5(VOes;#o2iB2yu%H4$frnoxg8QtokSV}PnR!H24}7h@D>I4%1n2G7QuT7kCS)g
zMt4Y7-YK-Ol3FFApT;A<sO3h)XP14hoi`Tt*5<Mtaap&R+N40ll;}^NibgSzX;S!W
zW@K$rw9a-0Ur1Tsthlr0mCvv?jMMu{of9`xu0w>-Xh<GRZ`v2%T=r&v_pk%{OvBkS
zBO156-WzHVo)VN_c&punF|4SpBw&}1ItQl&uj!fR<S|)JLUYCE^&3^yB>KwFZYP?(
zvlYCk^LEX5D+{qK$Sc5KvF3cNkcHz5TH7zAh{gWmzt|P!toZWss1j0`-=jet&$SCV
z%qQtqsfg`IR5D{X-!h0ZJqZ^wy`O(-tyERyyQ=thh@|>`2i>DcvcsGsQH*KL>R`9b
zs&Kj2np|Qt=6heXlc}aZmzU?AaF<18*u=luZud?S&4rl?IT=ddu*hfIfH>A}YsR}2
z$2m|9pQdP8D+#eZB1~^glpw4S!ads1Aj*r!55Q%yF$Vyy8wT;)hja%6X5LO?My@tf
zoBN8N07Yx8>h(tRI15-Ik^Ewq=r$YTPVZa&VvCiqy@li~zFv_V<`2Y9F3pnT-JBX4
z9#@GfLn!pE>pi?`CT1wvy07biE7M+ue+R)Wrvd_!Dt%dZ>4F7!-ap=AiTF_5=5`6F
z&^BIqid&i;boBG}lz#4HsPg(&m^G9uy-0a8GxTG@r$GL>*j;whr-!ZL*<&kKowIxm
z<1P*J@9c#sv*p7SZRJ*zq=^v;R2;1wXP`*{nf9Z)MpuXdEJ)P2jBXCN?}}f5wcr07
ziVd?`XwN7Z0nb`(fOU+mszHd60mycc<H{Y7!Iz<JmHon(5~-=lgELGZ%kNCT#GpQ@
zV$lBJE#B)IukA93uHQ+98ug0>N5Bv7mwC#>?Ynv-dB1+$&gv{%tO;E>U*bheqe3d|
zv)YiSL&7ol644_%BKkfRitQ~9!N)&pK@`3&&zRh;Vij3jDbPHKOk6%c{9o+7XH-;e
zwk=$UieyBP3`!ORB#C4J$pV6slS&Rn&Z!Uulqet|IcJJOaz-+U1W6@1X9_4{0Y!PY
zcE4|{eY)@IzUSQgoiV;2j@m`gA?*FEwdR~_&Z9y{HTn#D_ab8*>v$FmC%A)3ss0VI
zi!`+#sl*=P<bE;m2$^l4VTr?kW0s^^T@j*?rAs9fzv|hEd#|YJy48)E(TdJE#b;%;
z__$Hkd|BLXONSkRs!^LN&*}~;PDN|~QM6ku4|BDDc5x=T>g7Qq{+WEMYXb{b6-k6j
zRz?@gqOCLyV9C8V!|a%1J^~ZAI9|wpqqKJlwV}3bS#1K>jPf&FZryZJ+B+Ja2$WXN
zSQ2s2VK}{^U~agboy33`n3J#jidb@LdI)Ii`w;Q{Pr&IOp-Ah>>GF~O<bz?Q*=fy-
zF(-J)%c$vv9&k1sEOy<v&9Pgm27FfaGQd6Zo!<lO4zIk(=h2YhnVTV$Gm6HlDVijt
zI`8g*h$`of=tal2nkXa#fL#%sk>twks#%+pkG*lCRi3`pE(6w}Q=SK-2-kDcUafNG
z$?5j8-0k$MgJ%(GfyOW#6c~9;XUOFoyVco)Q~fK8zIl_It0plU_mi$cyF<iS<HBEB
ztW~tlybCfuko({k_r$0j-Zj45y?O(ohmj8fAE4uKz$#+i_{yx!-MGuAHV*YqFNQ4#
zL_6Sq>{lDE1bK#~mG}1AA9?!N`0YL==1TuG=d$R>G4KjaoC7SPoSL$A4H?g-N0|(D
z_s=g^KcYo|O!q{!>GDun?agG{EY;1(&b0Y6+o&UU<p(=kBK89r&Ict)b2zVDtXy~(
z-hd}m^h67uMVP;xr?3R_VxuYdobS^we(yUTP3yJz+OSl9ey(6@SQ0)Mk{AM7*=nFO
zv&pag96e>gDAI7Xm!B^~-Csdm0kN)!$es{KA4gJISp;{-umz;PM_VJvumZvJ;vzE(
zxXRO?s}OZp%xf$n7)8h*ud6ohR;78n3buIXQ$r3n?L`^;FuQa%b|IjUi3u7}O9W!^
zY8!Rn13D1-oBv121^=}&L(co*+?BHwVj(b^*)A+Cs!LiEv@cQRnjR9g9$th7GogaK
zmo(zGK5H6~Dm!`NFoiuenSpwUt_FX1v`?LAgk$buj4?fiECw9?6zXoZ>d9HV<tZaR
zgg|iZ$qsk1vp_H(S?pWkW6%pd3a`uY-g%Q>)hu(z#zz;z6(0r4;mGXhJ$dYEE$Tg>
z5{zKUt*5Mucx{iC&)zVu*Zi<gS*3b(y9N*Ep>wp?E{DuK^kz^deUG8*bwU@aH>6hw
z4;Nv!T9sst#aq$dkd$vAUgzH07uhI&=`TF8%drXi{&>aF3jL3~O_Q}!b8^Nv2AL^J
zPd;Raa)h@(3zq3H$PCtSis!eRTV>sz$&e*`LJBCOS3?^NE#?g+KgR%?lq&%sPm>K_
zGR;=f<af_Y#??b(%EUGo!dqJwvZljuU!1_nf&KyWqkqs7Nft@z%sV=_hfHigc}RX5
zD1L8?ckqeksBq^iLlJub$CcZQ&i)IG3s9l2SMb=2u8%<-#wBl?6luBINQcp`Y`slV
zGz_n<_6}~{%_{QJOei587fXUPqE%FC>Yk`EP6pCmr`w2ikbZ}B(&Q|X$%bfS9x$&K
zR}tm0#r%#E{ASqhWgZNc)oyC87~0BdXs!ir>6`I!7I=l?J;gjksQtDX){ylrK~6Vs
z^Z3tU-9oSAI9E*0vOynDuYS*x3(ZB<w@oxcr~A{2b*J<v*lpfus8`)^a_TAtB1o=>
zE<y-UL5EuhDb_>V%Tlb&koPY}{Jnr&C;Kl3bv_EarZKl~EvN`*n_nqprD9HgUT4J;
zL7A#+s3CAE;r$#touYUkNF-#nB9azmY&4>;Hgwo4T2zX=7j<ImI+@mpGOwfl6TF%C
zy9MdKJb-C}9BIMWVcIAF!MQ;rd3pkv7U?zom6HDhxcQ|NR(8OxcDpcgZy=k1uJwQ=
zo!Bt*@0YQ#|K@@W^_82j>BW6oUFWU)-Y4cp&*OvQ$iE4P)-18#mhWPqu7v^<&=LBF
z6h%&%l&|^kg+HN<`M8*uFEJ{RN;~>2U`MTV1iUb8m-6+^O)h3B%w9qNm8HYOlH3r`
zDnnbf7R94!%XoDeMt!b|sHqIoDDCakD>p)3Tj|BcSkh0d_2nDRGRJG&W+KQ7qLg&K
zzk}E@1eSFAssf92r;NUVOs%i)P8ungxh699U8|m9m)cpgdf8gGzMj{cHO;K8<tV`1
z9~f<B5>ta6wQq_v6eq*#O~dW+w8@vq@S?{cqZ-y?tXm&%U%Gg}097LjEi~NFa@XrX
zG!&RCcaS&8$^Z_eWnPg|hJ=69evC6KWLYu0KDe)&5COuj6<jr9Mvc!CUP{Eb$s2`X
zeGF>1GdOFWMwj^()sDH;2sV<QDb-r&@Z9iVw(KS#e{nGk*h1-eih8_A99;J*G3_Py
z0YcsDJr6j_yer-0oXUCq{&gS0#T^E;4Dtb!(lDZ;kF;}-2LaNdx@*^aldFgMf`lgh
zN@G)#FOc4Pg63Ql*H%W#h5MT1djxCfGM@KeHFXnna<1kXF>ea^3!#^A`$G$UpFk+B
zLQcxmUv4^yhW$k!_#HIIDB*`^wV8@a-#`xCwP<2&WI8TS1O6Pt>r;o(8x;Xk{CD&>
z8K#BJo@XZ$2;DfJvq{`#c*X6*xj639hu>-Ao1<G#C!-Y4$!wN&qCi{Z^!PUKnlEPq
z%H1qm2SuzH`QR&<ewvv(JZ1a-lv<N>)MSq5cFv`^v@_+k*{}6l-bGe48WBt_&&y~_
zw-oRoAn!q(%HM&}|Dk%D<34J2;y{5D{Y;(CuHE~V*c5Hl;Z-rar-sjwpY)mI<I75^
zM1io|dvqwl&ueMdcU-xAa2t3EbE8~tTpyMviOSj+nxEEAfmSn7bq>P?2iLFacI-O!
zxr$nqfNA8lYJ<pbZ$s&IK*9s84N6^x)q}1{o<O>Xuj*PaOY)<2cjXnTNAa`Q9AA|C
z^PVrhobeZT*F|MGT0yO=sD%P|Ts;o_i835%i>Ny~9k4D|fh42ytQp9mnZsyN=j^rW
zx}wbj&dHW*m!f<c>@GS-3$L#mJu7ZX#PB2M;bO|Z^GU(Zv|4d5V(ppmq{~4PzHPLQ
zDP3a~#q+xdn9I9#@Q_0;`L^LU!gej#b0}%qwSdp_szaa14p$wwEU~}(aKUCbkE%&$
zQGUmA9?2YCE>e617EE+S6zvQoxx;8hw%`LEVndt6cO-ANqp7r50@WUV=vVB%cTC=e
z!s#safG8uyXEKU5sDlHG?U_Q=nrpP8<)+_$BI3I*3XvEujwBhk1cI5b`zT<z#smpD
z)tajU7QP^sJjQ(U$(HhkIix<O6Wf0gyd@Y;J%O>oFT!OtsH_}9MDwr7T54nOI_+yV
zp}g(y7IC$IO_i-oT$C_<i@g_<ss{Opx04U-@2vV5E^JETtz%5z$L-zs33d3ps!2@Y
zQ8&<92T5RMX?V-PI7P2>nkGx$i;`~@O6<%4fKkae`&{j>#IElVk-0IuVV7Y9JpT5%
z5dL322hY)dvI-37>-9YV%KyOr7Kd^)%^@W7pMdh;MNb^dmFf7a20kAm?u%~{$T5=L
z?30Y%Ku7UKht$)6tyUuWWU6isjK!_&c<g1+Jg0S>Npg0x5Y=7|bD^))tF@e8)w8Z*
z@{3w)?u*WxT=}j!T}!<5O9~2%`B#GW9Vm?qEyNQd#zr37h{&mIcaKsbow@rp_t{$}
z`;zUHe$JP>gj?7B1S*FGfggg^*zs}s2Jgh|#9KKnE3vO3-#{)tpKuW`2H{Xtd>gfP
zs7p-l#?gw7&>NB>a?2?fGp39sxbWOg;Dmf&<@HgzZ5~&aXnSB+H36MJ{na09(NXIp
z(n){JUzivlNCB|&>gtdw(!VdD!_By#zSr6J@^fn-t!pPv3CBQ?fb!0Dk9s*Ixap<+
zJOW?kMMv0EEb)mta*Y;w{FhN_ZNhzSa7m&A{2EtOPQ;>JJ)@%co7Yq7)r3vSql7f`
zJV8L1-{hn6Gf0x1Qz*+Mp9|9^wTn*&aS~;6ZDt94_$~5n{AhMdGIA#k5H&Hq`#cg>
zM3lmmi}$dj?}#JUW+_Wj{H|?=TQ3Pmuz>U4hBIQP<+DahzVy2maU>jK++#yK<7BmG
zSgy~xD*P4FSsff8z*D^$@1!pPg?4_J$&OGG$^Qs)TO9Hi8&;?pZD4_U2)p`Hw1G_u
zE>)D<uuBec;d9LGh&xBsL^NO|CJj`BcZ=G*h+y^wZAY642&wBu?oMXP4v-pRwJyQQ
zKSyjFe55kw{$0o+U@}%#=_%{g{L5_qx03k%xYquqzbN6ZR|}Hd69A|bBN!kL;sSXg
z{<+%iKO60Zb&pE0-6LsX;3b-;Ni<x=ZaY4*T=%*5KnByYaeK)6VIP-ZAI_tp?AT1@
zUiTN-QqdXj!Xo<{7-#1pp-r?KDg~Akc99F-4o=s-9anGAja+*RnPvm*ibW*b)2^ZA
zkb>{18G@jTU%))iynD9qenO@@C|)WhFD1Hz??rvIadI{<8NPL3PqA5N*KFaQyP>z8
z%^ZXiSQ@eQRc0_khhULG>GbknhD~U`)lpqZn&UIy3j;O|LBb|>VR`vQ0*`RQ)XpSY
z2-}0@kmh-L`oaS-)qavBy=m>*`g3Z5i9#>(;*O~DnnqSMVD64#fnsmdT?YK}X6g(7
zRHFfB&tI;8W*Gm0OL%(F-pqpcYsOe3eRo{Gi2M#25acorQ0CWu6RrF)*8iWpo-F>t
zJ68U(9QF$(PL2@LW-vwR3idlLtwCA+-mWz0HM$!KqX5{w_|)_fWVYi8(AVZ;=Y4@T
zb!B|jH=$Rla9kY5yCe_Ju&VN^?9aQDt?2HQU#39jL~-xbcQH+G5Cj6P-LkyU*qLVL
z&e-E@b+JFqH9L&gI9K-3@Xif*jC#PrCw}sr#fhyLA_mLH^%otF0k4xr=Tu-VSAT)w
zj6mgk#1qI4np379>RSC;x{>M1-N?2amcCf%LgBQ&j7Y(!H;?Y%ObUvVf&4Fl*g-@f
zvI=eSg@NniD1Fs^Ge+eCERy@g+`ek*^p%fZ<*`r}RXusWwDqzh^>+DgNy<v^8}96j
zQXsL~LkWK`IOjYA?)0W!Fq%bz^>g_r_sPkcdHLt^PeqA4V_N;LHNagNP)cIz2`q1e
ztE(J8(!HVc-;%s$lwjzb?122cIsok00Xmpp(^pDSZ}B}U{P`Z@`b$!;E(VD*lMcKD
zmZNf<pF66jM^`Q#8S3)Ivw!7^zPP{baiABlvb;@`O5&ntI^3{RJ22?=#5IlqpBn-;
zoPh-F8LzN+>Gyv3!Ko?zehb2$pup~Q)xm7q1d4U$lnh(xnAm04b$V=oe7=}=xI5cp
ziQR}9etA~rCxf>9<HCkD1T^-?n}7SG(*g5#WMvmX_f~QWMJ!GMe$x9?bK}Rb^nY<s
zDhaCnIY`Fx&nNSbC-kqc7fN#S_18rV$FkhcxS-Fia_nW*W6(u?#2qTCJM*frMH=u;
zF#XJuyk-22GG!_k!|{t2J9ietLbiP@vQ=On{5nI3*ZbRG=7`(L7f>fsr^$H80bC!Y
z-ITN!S-bY(#cb7a-87!*apNh>6XR6aZ>2h&M8XCyB{9&W;#S*%h*lbuwqiuv;}q)7
z_2*L?t5))l8>{9M#EA&KD}BxiJVF4~NCcW8(?g>lveifJnyNb^o?)Vqg0%#?hApmm
z;g4D3KhP6i`2I0~;KltpJmnwxY6C;&&?e7ZIFLqWV4aJ-<Y_@XVqt%#?;Po)9pWPq
zFI$1kX>b?Gdm~_|Tk>3ubzjtOvPT8kQ_sY*CkJ^2lL_-4YtEgrJ|&+HEXk5c5kn%B
z^Ci$0Bao;r$FYVkRh0cg%H#GK$eY8O+_DcN&l)e&JcW8PJ2DnopyVzOZ%7>pU|nR#
zTt^KoU|Bi43n-?m<a=sgD~BZ-@P6F7S7OIQs4Usaih4b<0-RpBJbiB5enZk>O4{bL
z4~YjRLk@eyuC1cw>X8D+>_^oiy2GjPXFZo*u(^3XH6ibUwB{f=*81ijAf1TusN6jz
z&FDQ;&W`L(j|aYUxXDOnxX4ZjR8U-587Vs&HbGvok;qv0f|KyG;<`UBL#$VGn>Y0O
zPRm^<OCh0{uR)GU@M*rg3&6Hi0OYnN*rF|!D`bTjB`YRxZ(>4THpvw`njgh9afeEW
zV3l%irErZNH0r~jV|gTE{95;-P@j82xwPc4(AC=en5!>BKzj+%pJp}SfSs(#qRu=9
zp6pxFU8XOC>sT(@*t7mM<n(T<0_!j|yE4A7+9NhIMtCNhfc7k8f0hKr)H$)RLH!uj
zI$a^Uj_VrT<AYjcX5doz$P{J~azMz}O2?^GF$_KSyk44pbz4|eQ#uTD!Jq5*S?=F_
z|1Sw#;DV89^O!*UZy?EQ>rsA}E#I7D!I)qM4JQZo*puHt1Nyxtk;gYYC6AOq2+Qx1
zm}DS>brujJe0>hMt#W3SIJZJJeE<c-vo}97{vtv+u{-=Y%XX_0Et21G8(h5z+FL!v
zni`e<8$d<_6an2IMW8)i<H8MpdV|xn`{Fk5cGF(%2u{mmNF&M26-{p<5XlZWKaTkJ
zFMxrB;pS;1aQd@-j#dCp|9f*p?GYc{7~a4hmh|-B^Qd!~Z3HN|Uvx1J$t{nj4W-QN
zjwwiQJKpFqQMVQeuZp*X3u%C*2Hj28aG;L6le4J)0|SHY>Y+vZC>*4(xLTv*f}>Gi
zp$lAKruWb{iZr%DKRGW%Fv<JeT>0R25C^HCNk5MBx<Ny9L%(6a3b4dP!j(~uWNfjg
z?jqGs*EH^|)w}c6*nC<kGSS}sl)IaW#`+kjIQ95{Zv7ubVgc;S1+`O@{Zi%1;jd*N
z@3#XH`|-nXphw?8I}oMDCoThr#F*oQqLJ?_Hdw7_4WNDyrk(o$NlZ{9btBlXjp(m^
z#DouEfE1N!e0m5u$F&J98J>?shXYDPcoAT7p?sgd{y!k@|BavyECU$O_lX)4Z-^Xa
z&7Vs?iR+xs!FR;F4$jJ5$PU>kN<)VC`-_RYK3m|@purbio47E**ZKL%s-0Kb$H7aG
zV7QlC!CWt)zUmjK%ljR&+Nvr|EQRNd(qRV&C7Ct$xTyG#brK1A9`^D`mh6pJGIrtj
ztmqOVa6qQfGqF>@O3i-!m&gMbdW(8hZkkqjGCk(Iz1N<U$R0WKRNU*)<%PPMPj{Y0
z^AUN{S=of_dUx?FRVAJcQ1RPWy$x98qbs{L7xpryWobl4vw5h(o+P#*aYbK0CjgiG
z%JcfFuvFeo=OKU5Le8lAfaA7!5yRGv>Ub+hmpJ&<DT!t9$;msD<(AAL{GF=<1=DnT
zdtaW`MNdqKy5kj<qu!gW^rREj{ay|<)9^R=t()j78fsb+UUI(WjV{)fjNsSw`6cI;
z&|-Eo(LA27!`GXPsJB*gKz&n>d|8qVSZWpqI6$M>Gv0Kf9n3XiV#uJ@>^`7AdN#jv
ziZ_WdZvc9VV|&y?F>yd>q!0Q0U33&2+`PtVf0DQhEU`>C&)?ZSKEDM12I7}Tv(f|G
znd#8x6`NMebYeF^0MOPpdq7@|?qk?}@8OLJsQLy<fZ=BPOS~FBv?0_qEVj!^F}cC3
z+CDn5KO1O_Tr7aVpJ3z~@qRTp_yc_X7hnH1(YDuu-`>tg;L&lSsOdVZ>X1Cj@uc%w
zi9egYic%MqN>{mg`k`9=^m01U*pI?I0MunDlK4CbP_+$`)`{$oA`RmMi_tP-ONtJs
z4XszOmiyb${@d0WxT;FL+P3)}J>zr?A!uzgAW39EnAAYx0SR_*+8U0tL2#fCr}qMv
zf=5;dsM{c@s>-oblvI>`OY~4;^)H`N{(jD3GYJ#g+b)Iyh=%%C_YL23k$Sd!^9$?4
z?lIGUf12q|be7v>=_TaZemIMYY*<Af=L_zT=&zMJ11GKD_6^A6HBJhJL2g(54@EW!
z&!@VuUAk-|+9vl)XysT9Fs(u5Xo{pCPKur;wd6su-V31}BbDGDOUY5`dsE_#ji-qS
zlW@jxlW^(GFu*qYLNYKW+_^+vLW56@+qiV>tFuV|_}8xa*UZ9_=zyQQo<^pRkUdZg
zritc+%d^o--XFL-vDnUig!c46>%R|GBg2v-l4r9+FikrCbD*F!o^u@jIKLd4e<8ND
zi+(%weiiDwr4c}uEaNeafHF^7Z(*|nWdejMK4?A!2=Y_XL7b8=|AI))(q<y#3y`Xb
zq)2?O{;Ho(5!l#D1U7JL4T<)RV*nA9LU~=K5RIv&VQ}nO#Zzsz*d<3eb7FiuhBZcB
zGvpIl>Jr$~eW_SI4iC45HrfGa%wI&0Gp%XlP&C}}Aca|9Zm^Xl)jRO^Wi>nyQ|h6K
z)To`{rTXf|kb66}D|<OtS4|w>wuu43m|rt%UliKZ<#e2_bDGgrX7^nP4SYT<a=!iQ
zsat*~QhcRUVA7YB-K4heMP6(P5F%Ox79%j-zW4}7SJsKoBllSKrFvC!b&!hOXqL_^
z=2uCd=hXm%=!(SD@?2}TJJx{rT^v4~mvfTyR>VV7>}V%KkP9G+{P7DQpO?IbsJMoV
zmyPM<4;suK{`9&%+ty(qpha~qdoc=5-`P0PkhL(AGuJ5k=mRx8n8py!7HU>mVcXJB
z+C{~b-g9p*rVk{WrGvh%;?z<RKipgq*lrFtYwu{7ZZpTSy_W0>Gk{_3sus<OrcqcO
z31P5e+9ryW%5-}8yFZ!Ya2{8^b-FhfU^Dw2OZ;`VFBB=<P_c&Q^x*YJP!_i>M|qcc
zTa3Zf@6(#U1o954E1PmW?Js5O^*9G=D1S1X6rS_Rs)iXITH6z-xm&>WdpYEfHeU!3
zWvA4%P@!dA0nmYajCuv;npaXlp3~Tv+$;Ltl-u0(tcH?C&Qe9v@XNN~m4g~6Hy4c6
z>Pzn1jKIkfIimT*4fb>b1imt+^9#6G=p>vpWniN{8lqvt(|R<hOkXl2MN@s0^Rf2^
z+m5y}Ao+at4KxDWkw@eJPdb>7?Ih}PlevSyQte{l3nP7`8b&4#a)<yNU#SnR_tHWj
zd$i?%cEkSs{U8qRZ&ey656$rn6iKIysmt3FT+>`_#%o^e0{ViI0(7_+`7bR1AQt|&
z-v3La^5FoX-*Nj`SAO*_BK?$#4iK(>{oYgV%I^po${BB4ow_!k?_ZO|jDA0NIq^Fr
zZhdbT?YOUa&N5PBeUBFtS9x;tR*xJ9B7)b+O==;HY#c}$6QaQJ*@+?mp@)PH=yPir
zE_eV2?}bJlX*y5b&Xk`|np1rKDE!nLB!}a7=-i5-Xhh28im5I58yXXWt=m8m?Gc|u
ziO$uUb?3QRkbnv|zX1qX*EU_H6$8lE8SmyVbfnRlKiF5MEMRVbwE|?zOD*UeWE|N%
zWo_~!$GPb|n6_JZ3ZytEQZ<*m<m|(e5iD}j3>%PG<@p_gl4QS0FQ3ihr4N7ujN0QJ
zBUgh5n<`)0(92)E+|BJ&>L0w6+8s%=#EgvLCL;Tn<(JrMkB<<Bnq=Bq48(XO%fV=h
zl}}+$G{57<wetUot)agdrC$2wVBPonxw)*s8vgCP!z##y<U@{|bBzA4VgdQtRRQMH
zw|VPLsLU?sWcmxkuIWqRuZ5HGW<jh!@)crXIKGaiJ{VfHEDqcRuS~raYngI}M@(<>
z{Nxu4+V|xcH*RM?y_@7~u7RQo&61~<S}s|7sw!l`Obp4<9c>VYwPYD%IorD(^D{@k
zMtuFW>d+;;CeAyk?GYtUBg)7TFZ%vPco$_48iX!5!0Nf)IEa?zI$y4UI~q>PMJrq3
zg3Gue!TFbCRO)JmFCD?$pE-mU7&9{KoGi-h72QL`pgUYg$;Ni4JpEj(G5WzOZTFrH
zo?BwSD{H9TovKU8o-jkSByK2&T2#NT>t=Y1OLs-0Qu*O9tbw09*4NQWuoYiEV4e%^
z{h;sWTL+N{$F3aribpuu-nknhy?|Kp`eWJnY8y*d8hUlA9%i?G4=B~P1@by9yO`P+
z(Qr5BJkyi=Ij{fy8|(v*V<zf;%1VOKqF&eKy=r1x_Y-}oko06Y`twBp2Z9Q=mDP+c
zLU^8fr_HEfGlF4DbZ09(ZNf<AJpOa%EI*E&^W;4kQ(XgU+Qf!sbaKr>zda{APVSB7
z{cT0DN0)6eH%26QP`zzTD!b>S;Sn)z+$B70TiCZai0(-2Jd9SPkKL)<hreiI_K`;#
zheB-`ufyH08stsp28~PK7Hu+VI1O8@MHox}2aP!(*!kl$`~6J(yPXj2cj)hk>2lh+
zH)N}`QLiCyAq^dT`x|Hzm{ZLKuv&kcm$BBrfqpp&J$G7RDC9`<W+8;hDDc;=;Xi=f
ze@=D#N7w(#YHy>>{L*Xip;gMLZppJq0!RP2w><lo8{+E4DcY|mQUr3_ZxgMvHP`NC
z;w0d8Ki)eL7W^wLdhdIi37k4;-8?`kDRfPttbd&3BXnOBBDG-?y4xIVC#F^iX;oWz
zL;jL(Y^=nA_iNO+{Il7D<BWO4h0S&$U~l2==AzSwzQ%eY-pR=A)9=S%y2~GfbHgzt
zQ-p;@)=AzEkf7|QlH6g5#GI19n1@U$mn1a1F^`(L%yuqwyk`=Z$4S(adm5tq8U$?f
zYU6&kKiLI90sww)3Utz&ePiBGgZcDDb)9C}b7YR#fMHXYqAtAigM+Qh)ayD$o`;cZ
zk}0<9b*9v|G)y$f=f~puK*Mchx-me(rW#ry(%T#j3?1J$da0=|zcI^_Y0QbxuVxU-
z38rtGJQ<r!BSs&povmpRlFur=V{ehh>$x7S)V(Hk(UkV3vU<xm5Iyo6s7^9gQIFs|
zH2<G=S5(+#K>GucoUkB_vXQ+})SToAND&ZH5~Ab$MZA6+Q3M74I)abN|7|Y+aX0<9
zOEUkhwYW!c!6$<UbTXRJY_YcyGj8D`rJ8Kmd$3r++1JPP_u%Rc8t~mU-m2x{ib3Hn
zm5$dv-$0hDUkTvwCjkHAA-ah3>PF45m|&)d{i6>d3k#wio$Yv3U%6LA%e?kH1-A~u
zTI6*6`6I0UA)@=EXZxr83+E@lTL2*9G=OPrJ~A<a8a@8G1p>|gPP80+1N}T&HXP4u
zqdhi^4@V`VVAB71HT&n;<bQKboGSS9mVS}m&vu|con-R2k*yLY19@HrO$$4(XqXO5
zLUgQDoW+@@0lj^abXaz6YG}<_@7rsp_WKseZbh@i0%-_B^D8`A{2icZt&7W2w-pAe
z)Rdrv*^Wd>Nh9zItGjMvi9U=IGn6u&#WQ-BrW{8W>ijB|Vue(r-FG(6Ey0KkRqi{+
ze7hh5qIc?#rhr8+Y!&`M*`3WT&c1i=v;|UwDNoEIt|TfNaIp8VRXRVOn)V2po19qT
z6qFQA1@7zJ><c^X@xr1Rr80mb>J3J7NPkk+=0Y3ZMcK7Wp7E)|<5tSZ_!FMby}GAY
z$8}ns+1-5MAR03oSx_XPZuIUZrK}uB4|UE{U~kud<|Rga5n!Pq9MM^SyZkZi{}Z<T
zPo>uP-z?{l7!IJ%!j;^dZ;pm1!LvPxG51L!@HPlbI#KFxzbHbLKc_?WKPJW>Rph^e
zguOtl^vksIlkV$3O=rZx3iT}$#a9YEI>6AIR@oeU4q5l;50{u0+2IJ*;Yv>Y0lZ0T
zw>^A9v+)EuoEci4mFzwFu}0(eL_UwuHodrrJ<7o4`c`IaQCwPD_m&nI?g)kyEjQXA
zOdnrp9Y;EDxm$hY+n~dB3meP1!sLa&&Z(~@_O-Uu+ep?A3j+i?HhKs&h5-Y_IlJDb
z@f$&wa!?*Jxy@uFrV+*(@cy{S1;C3cxMhMLB>^TKkV-MFiTPw2iT5O$FP+=XflrYQ
z>Pzv@%jJK@t@qbw`hUn+)6bDzolX};h(HWg=E%7kriTU!t4y$$ZRgj&_ZQ#DnpWhu
zt$vI_W^kD%R8Il$s*7fYtn5TO7Q&FBHsk!n4<Fsv?5=z^0F=o9t&kq6*;_NSIr`Yx
zfQ`3TWuE4YZKo@Xkmntk<p*Gf!?!<OYVOt!g%?Y}?DN*|ZtI8zvEYSxvN7a1KPkdf
zcS<Ug1LqWR&l<PnO(vMzLR{swBmzpo2<`?c2W}WYU1nM|@9a88;EaxMQL~2PG}Vn>
zgFAs?5F)Y;!b=B%XhEC<VQk?(hnfWkhUnS&sFdVGZ(Ld{0vlRua<Zpb6ToW0dUkY~
zAb?c=h_|H~gmg7Pwj-A{o;dt*^_QpZfA)A%Lb1^Nrcw>xLjxbm{h&H}VNcY`o}TB9
zUg!AdB<}<4G~*n1&3;s$kMsmPFswU`weHO+<=W_f*&CohvNO+J>oVd^1ntiT)y0*@
zY46D|obziBKUeNaoqZ1dtl?R9^#(S|cn3Y@gQDYP`#8fr=6aUGfM_NIXEmhCTDjy6
zn_TjT9Qv7qda))`t?h#`q;MXw$My^S>0j5XszQCQ-H6qhuJ2{P(jq@C?Y0ylP2d=&
zJL<!`NK7uDV_7Xh^yNUIct^{91i>bq@g(igQsP<i@y7jr_6usS-RVVklb>(HyDode
zcEnO70m*)-x1Ak@V^3?qWyhW_sC)H<e8`RuTdtlSD#`_6&Js3bg#X~Zk~GQ3TOX;O
z6UpaTSW8fjRPu!B8Pz*p=*hA=^}c=El!2v<-xSgBw@$lQdQfz%;Zb)q(BTF(1A|B!
zyaYZd2ETjvEdHcPgJ@O>wB$!^J;OC7W(Ae^Uf@Ca;;8hM)|@dr6b~bh-6BGRcBZ`G
zP;IW=&9)&A<By5vv5pto+^MhEXg(c}dc(Zr3Uu{&8$TL~f8)pn6(dZHh8iR-xhs98
zCq9unK*e6TGe~Xt23o>j`DkE10o_C8GXVCsTg;?m>BvRQ7^lT;R?pf&=7bmg#S`0%
zhFq2PMU%LsXLRg^d=p+S_D`lvN-ZtoNGg4S#aDo}+8zyKDAp67^l>+v<?|*m5uW8I
zK5rMYlb5{jZ2ah__TZ-hN7md%q-N;ZOK|;^fq@cZ5ZMholMOYH<5+oxF^SQXuEIo6
z+HEyjo;&YJOx|Ab=w9<!M<jyQ*^3GJ4MttbE0fNyblBX}x<*rR?{UA|A^KK~N5r0T
zQTxzAP-9TvXJ;jI+;}=oDIDfUII@2?OldzHxiRYUl?U3hmuvWuK5K-*!J`<4`!fv<
z7^?qQAJLBuhXgF#@Ir9SP5f~RaxRiw5yr_N1O5H3(Z7O9=_bNo3-n!pBdEiN9uQBf
zmS9@E5*<ThDm1?ifye173V=rPukju>A~yN+i^BF&ir${wSrA9Ax-wbju#eRS*HSHm
z`WTnceH%9AUms^d-C<^@M<U|ytTr__$4P8!>V=)lB$X=3uC_|34-{-_e9_fx|6~(u
zMc;cm@@DK^JjWL|JoX$-3vgjhWO|ADkhVFaMqzo?=*2WCZKl$R`fXaqQ}bkalynYP
z7Q+tpT%2gi-h5X7*@3a-9{*}n)QE3RMqqn6n9iTA5sVTQDamnMoqTa5tS3yC9Cj#!
zD!|z<(NZ+hn%dHVXX<rMxWC!5cpzypY8!X!3hnJLgxzYR_>m}3v6enZrKatJ68M9P
z;k@+5B)dJ45cbSQlSe<Hq}X1>sN=}<FX%$0h(E7>^k4rUpO4bo=*85zA*(-h_$7RG
zvmi*f-YTXBveoJ@9_esMW=Ee{yTOi~(fzl}DREhv;QSJ=5YU=CvAW#+24`xfzX)xl
zy0Wf_J=!PjSZ$vidjBWyxL?$CTGOK=*R{$Frn*10QBG}7gVJ&HOCS%CZfOO^Jy!97
zpOc>Mo0#p(4SICX?GF#*G)gRXOlVfNf2dbAd4sOCP|(c`Z^Xw60ZnI?9Ws#Ute15V
z1nK6*x@X@-CeXr;OGPzPgdSInLM4VRSW(C1!WYS(jgWX=_UHPdQ{8lH*w!wm+F1;W
z!!K~Byx4e$<X(Zjm`tAT<m5v$tELhD3-<#jq{4PDfvmsiYGIg$xdqNbXT`e6KeR7s
za(qdX&PxXN)y;z6xSUHPxE>D#S&>yJi*Yf$$8jCd0|<n_0_QMJ6m*dbP|6Rtxf_v7
zur#NLEmdOE>j;Aa$depf)<p0Qm3C*}cvY^1BSU5Db}L_1&)mGuVqVP~AEEHZ)<O89
zPkZt~S0hMfE{z0Yh6?#aC^>gH6LVBBgv;~(Qzw}@=!1D^dcQ(9t#*TU%o;`*74HfC
zs&7qyN#91egek%k=!NRSN(rXD2@(%~%|rNO&TB<V4PT0_8P#$P?x(T4*?mWXh_ZCa
z%VMTBjnFVYs`z<xP2+IlkXEf>{bx2uY%A<&c{`iI*92FXZX5{`=44;LyLqYM8I!>r
zv2!A5E*i`?0cQ4af6|b;H9!lt8!CTEAxD%K`0@04g-gowuC^hYyNSuIGta!aS~;=L
zM(m!zpl*!pqrDvLCL=F;GP2~K>XL^XFk6se1<y_DLd9;Gk*%4$4R$IP#(G~mFej_M
zTi0(gimqkS#EjI;XWjNYK5MPBUPb@R*wQ!_&qpRP+lqpvn@8aBKL4dy7QG;{+<5dh
zH$tF1-@q!7ZaTarZh^Aea~}*YjfucIkw;%y&7)2wQ&H32mB=DWK@xH=UJ?r(sUj55
zywuCI$ESARF>1t%kmpTYDo?yhZH%-HX9{mITgYCki-ZYj-l`mS9Cjvhpv0qN7xuEj
zBva33V!CjxDzUR@iL%(O_Qh2!95>!z+q1A$xIe)x7AkQC@>+;mD{vuchtv`fCqf;W
z6C-5g@7%*u200E-u1Lgo$}aX9tZSVX``sNeMcT$=9$SXJuj)jDJMS)1u8Jdfj3UkE
z(ynb{_<{cGW&7PzyNJ^Dz40#k)a4l&#<Fb_L`~Gdv%})cDDa}E4;{mcnXa~;yzI${
z!r~b#!?W^gs_Dsf;4byDXa}qAD4<-S#^av{4Q1@#FUbUiDNr$_I7kw?_WCNfSMfHt
zgVogQ_a27lPU}++J%6;sNozOZxmYr>om+v7Oevn2?8`~IYD4R#Z;&NQbs--jK$M;`
z%|H2asJ0$L;4#qdCom`oA)Qzk@ojo-2;Wle-!BL84#>_q9&V<B#Fc&<VK4mhz8A@w
zcQ<l=5+OZv^LFV2-6sbF1xIucym>TBp-uH^uNr-At`YMNjlpEq)vEU+(eGC|j~zFJ
zq3eV1=2pF#ZSYjpowmHp$XCJ_7_M&IO&lw?DViA9w<;I2dA?gjfq%Xt7T`tTUNWmX
zMta=#$c7+E6Y*;MWp!^f&Zg``v4Wz~lv}dY@3h}@*Dg{u@L{-Aq({Nn6x5KnS9pUa
z{QPP+XVIL6qiFRb@a0bnojgL1Mxy+>>_?(M5viSV5Gm%}7FZZk5eKhzaqy{5rf`w3
z-ddzHKw&F2%15Z^Yt-E>V7h^q=M8eWw|2?6Y@|Ud)1$0SVXX2>C5^8vZ3kZ~ljXFW
z!p9BC&ZO2pBZL(sr5Z<C2@oWGM66{7IF8kZNoUm6RhLzJhZX>tmsA!}0WVOAiw*Kf
zHkBdMyI$4+Ts0e0!7R_7HyAZ?Mm$uC@L^bxq%vSR4uLUOR`xGds8SLid-04c!JphI
znL0G)KpSTYg%b+rZiNEzlHQG~TkEMLWzie+HD}6f*i*L<+f&|85_#IRYU?n=NW;n5
z>1tNGrTin4*|j?om6Pit+$ouQ_+XK-drUhOPF*9Z+2_{hPd;$q#|4z_0M*J!#`T>x
z7mNMplL?GKs776cAYLf{_vmF)q~^w0-p}qs-C>AIvJVI39k-ZE#{0j%D=bD-J^|jl
ziGo6#R_=$c5fXaSa+Xcp!8v|if@{*4wcIA30C>x+V&r^|heQCCtLCi3JjEcjR$~PD
zEifemf;x{mlGD!Zw(ojH9G<4}T@Hg8Wrc5`mXly62+2CLr@l*=&e^bKX5*C(Sv`*K
z;ioYD#Dn!y0wKJluX6s_!^}jLOR<}<<})I$xYpHU#rJPE?r@51E4`~VOlg$mdM(f!
zF1z}SqwO}!q;po<+cS&&T*D3OoVOI$a!OzIRDZe{*EN>EzRNpGsxPWI_aLfa2u)Zs
z?^jXP38|ndLfqY3@Euo+UzXb9><IUYhz_4{_u7D~aW<<NKJ-ip$K`=-+jBoJBjM10
z${R0iqFu~Gh)Ise%P@Q~cW}{BS1<W0{yM`JMOc5c7xrGaFAcdws@V|qHkjpAT*7N}
zoL6jbB?od`HJ}=TONHWsP3NO^R;c4!cXJ8|M=>9)Zu5$aSH#>Mc`~I2UstOcwKLlD
zKrB@T-6NWY6NV$!IBdK<nc>?d7U2P%88?|7BT(N!;v27yGRKb2`iD*H_WRdTt~pR4
z5Pc@<@GygSX`Emi-`F$G4M0jGVQOi#L7|SX?4iNr?l={#?l>~^b=HvP<hH$*q~K$(
z2G2I)&hn0w<=CbKr)O5FvkuXM%l_iL2Ssk2;w$AW=(s&8lF(k+x6dMl`#BXfp&W(B
zs++2D%kVt!a3SaFzkzE%;cSi0-&?(ZB^U1hfh5DV31C~_R>IF6fJzYPq&bGd#z@1B
z58D9Vh74=%$#0~z!7yZT=^Lm9@*YZc-D$QiTF_W7too2VCHEVs3jn8qzlB$C1nV;@
z!Gbu`vrMiRaA3!$dW<$&sc4V|TX<#|OwJmF+PH(L6tS(kTUKYumH*@rt1SXJ^XYLH
zbr~Il<f#C4#5EJ|{B^y7c(0@Q(kW|BthcN^7lWAF^80ziu)izgsvl3GvJi=`@iA7p
zw{vMi<Cd41b}kytBnal@dT1*S!OZHaE7b(kTuhfvWI#_%&#s|{dgkda=+es%-?VVj
zeKWv}5x|mHQGhnMLa;tcK6`baSmWi5MPyc6`NzcS*DU+$;29Jn?^E(L%PE|KKATxf
z5u+S3-s$l!#@4%?PEzV?SA;ucoaZ-%ZNawCg@~CM{8#Te@?3=%Q}aev11zycTZd%G
zsMk_rbp@#=z~}E4FP=Rw^`Se1YRmF3YpIAlyNp@wXNyDuf!pE7K?lA{n+PGdt3A9Q
zxw@w#4d@}%smF4|l{A)!lH!GE_U6$N-tskhwO0RoYFEj?HoCEQz*%wK23L<g?3_=v
z<rm}?1tCPt52;N&8{JX?r}fC;99w<M3D=a+aVZN@eZ>^y;?4cd)aG#6Je0TM&?^79
zt~^<`iJ#&PFM^oJR)2vt0P+2S`gUU&*Ng-hNDc<BqJ)$~bfH`50t?SaxO{zkeB}iG
zSA^*sJt%=xk=fTyoAjKhgj^5OUY&Tw58g7aj<+8Ky+cnq$axqgbTKC{_;XpFc6I8y
z)?Ya^Cbn|4>T{%?R-|EFdR;mrzoT};;sZ<vb}?RdOya6XSDUdZl4UF>&l>)G%v*8q
z9*fjdK6#`C)5WW6HZyB~r!V=VZT|lH-^5`&_%4rYD4z#RzdVc}aCLN%w=SHkLMM}-
zxvZDpHiS~!x%P-0SS??USPU~riJJIg<eZJF;*wE~R=m9(ICZDE?Ec&28u8&&DMX(#
zPH1u77uHd&nJsy;CdJpC1c5b+pfup&@bG#wF(X^|SanSNa>(348mUadtfC1^&S=U6
zTf(vd>rn47WA>QfnJ?X3U`Fc7##|H`3HPe4tE5tziG-c9HID_ioxZg@nfApdwh9$$
zU!{$ijW0LB;j~}CPBSmZl5$b0G-n58iJ$g9Ej-{Mo$9Loj6IZAT40VS^%fqlw{<_z
zPE=VeqRe^UW#%iM%~Pgav+&v4ueN0NL854=v)Ds=VRBtcmm6U(0nhV`$*}=Xmg!8x
zmDn@OZ~QSA{QR0%<Xe5lv3e$aGkX8oUNoepYY-l<x0V<OU9g;CAZp7|vGFB<Ut<or
zsC3oIpT}_48+i&Z8G3p_RRk_eE0dk5?5yW%aIH+Nx4ntBrg2md%YJSxySC<2n_snu
zsvLfqgOIDZ$m!T&Y3(rU5SsCe+)=qzG0X|NZ~sW<nXfQyn%+8M2VqxY2c3H_R#n23
za$k~(oB->%4I4F*Idj#??t$X!yRW7bLg0SKw1=thW>`LP@agdwVvu!x*=aJLAFCj3
z>B%8iSi@;<vI>rf9pWy>PpOIk9(<$KLNDycFf_dkB#q@QmT@0=#<f&l7h<)rg+-;N
zY*uF`bqs7}S2w4e+X)#N3Sb%rxGHxoUNi2>zB7AieO)ME1OFDDe~tO4Z5$lo>7FBK
zsIrQCy9Cd0C0I=f^SNSJ{fOx^UA7w~Vlr>p&@QhC@VpCm%{P>{C)w_b_62RImBK_D
zkR{Cvlkvl77Bl8M7B<t}ckUk!$eyd^*yD~tJ#|@1>h;b5j;mbfQ;u>ycimC#xJPKG
zh<s3{q-~mS3zfb{lZ9mPvu&H8eKBJs`3FiM+k>W=>9g_5H&Eu-aj+k?j@1zUw2>Nu
zbI<)68*k8I%URbHMsvy^^pWyH`B6na1lL&^uvenp&D*sG{-tQ)9U>1-`Q4$*Rl$9A
zU470x+<s}(3`%SH`P@6;;%9u*52J2ucQM369Y+h7rZyxSR^LsfEcI;A6xDmPKdk0w
zR*zf&vKQ>o#*W^+m4m>TAh}w^gFQvOVa4Uc<O;b{2ZzyXZ!R;r91Yl~!-N-8<a>i6
z`FAR`2VmX30B=T=muNWAc?=gK{dCculW(zxIqH%4-h+CsED*#aBvONNq~y`HN*32g
zYWHyqE8;GV`g~1r_5?H3!#)f1Ac;KbzvDSS^<IO(?fmq+B#RtzT@pDD2yPAH0aqBW
zqfiFaE}*L|QAP)X9u^j*6kb+U#d)j@2p6A#3G6wPy76<}VkUu{g+w)n|LI8mrVk*6
zzi9(I1&+URyrm-OE)F`dq<J$K^O+rcF#oT`;*STv_U9g8H0I}bBmaigAxJyH=izQw
zaD)5;At`R<xB!H-r}j3hKk4Tzt^h1bs(vDQ<_Mc%n+`vwDV4dMP-^*bm`g3}z_t90
zU%;BOg;hT)73<^$Ri|e<&RR3^K^mdQzFbU4Do^d0V1bZC5@Gk#jQA$qq~zomQQbQs
zM_wmq>PTB-3NhDt9UsxGnf64pg{i3-1ICxsmo?;`yv6CA+H*9%{|^A<zk<ns2k!pv
zp878<WhOl&PU-mDPN9cw;GkK)+9S=LybYz8wNu(UO!^UZy}825gVy#X(*nec*0aS;
z1G?rni?3R;RIqGBlk!(<%_Mn4_$b4?u2nGD!lAuI9uW25Pl;!$sr+bCg;#!Zby-SK
zssbgR<#T>lRhOlthpS>&3#S_w*6rQtmdkXR3pe~J)v$Y+T{|I41=%*i_jmm=+@gx3
zt8$nfi|B<&M9!X4Z&l=1q)2?>+G44~E5u^&jqh@jf2^gN_H_5XN=o?yeZPTQN^yss
zB4=YU?T=U8BO+#lPvSW~tbD(E@oDYa`lhdQ(d?#!(T1c2OS`cXWqdSfC!`3bZ124g
z&Uk#LxV6R2rK`2gUwSBv_4>p)s?T*NTle-gu1YAhAzH3y<u-n&ykmrXC5h#cy454A
zA?cXO)(q*-8RZe^<LnP4k5}Q<D$w<3-Z}-&J`s#0f`$wRWwoO-DiZysHZ~_sw)7rs
zs9-77P>c9c&LSbDa>0bL*exdB3gc+O$*`CWh^n|vQ%L^=jeWVSJ*iZHSmk{RoXMQK
zaMiL8(?`k*H>Qsp@>^FoLm>JQRYpm!T96e<yUO9y%1DW!N*jD)kTo@Us)ud^H}fu{
zElwC4upm3PK7d?kV`&buT}V*sE@hS4xF@FRDFBtQiE`!&FYgy7tx(e6@3e7NUgw!V
zw-Gs9R2Su%9#7FLw2`f^1>DTFZ@vCaQ}rX)MN?c~<E7jX_aSHWgS#IDU=i6^$;8fs
znxB@@vfn`0AS6~23`Wlg&ojJ4J=O2*jQ~<^*5Pd?Yf$Yx*Ii$s`=N+*h@~OF;mlQF
zxXKoN?@Mu0zAR)avzCDrEj8pLp*M5)47|J8{c1PwJQs1Wbf!6+Clb9JP|rc~ZaOof
zMAsyMHBR^Xy%96OSA;$rp0=4rI=T%h_u;jk2;Zd3yq}#e@zH742xqLEanMJ5aa?QB
zum&uu+`m+%9w1-#4Wxy><V6%b-^bH7Hlvzi{UI7imf{9J3@GF4YS{--=j(3zKI6??
zBF5KY)iSS#Fm$t<LMBg;fd?_4Jg*m?<76=Ti^uQ7WXsE{h7r*dLs#YkFOxGFU_Bo7
z?%mYC^04}Gw&F$?Y|y>L3zeW^WY^;p%~zoH7*%y!)4P7t=EoN(h<?~SI4sdy?Wj%+
z>x4^}dD7%1ZVu1V;fxGTcu08n1di2v?00+ajn>e&1LLKUa+e4!o{-*NJnQ)Igcf~_
zl3wkA>%HoPOO<;9M?$Z*Q7Q^?D4+-Upr1Z-EtwG;VmL8{4u4Hs<1DPKs4jaY1ICl3
z#E?@K6cpp<pM2n3@vRCuaXkrU!Eh;X*&>RckxaBk$%(Re0hI^XLE2H2)wQ+!-za~7
zki>tg<Gf`f(H{B`I15I)!Kg8_3nRwWya`CUZr;E4y9%`t2kqU3S;J_u$p3luLz?Wd
z)1G!hLwxR_wrLOu@PMR{C0ohE7D=enZ)@~FsYGBxu%9Jd_vyrc)ALa${<-#=^@sfR
zhfIiwVj&*wZwt_ktKUFo)_Wm`kPzcNtnXs$wDZ`aPrs-?Kqb{58TPK%0Y4vxvpXe9
ze_<px|H??<{etSTr{gF7ARLGR!r`yn!}rU7$USJw{9}oQr$sw44JwzIavUYua&&#)
z`kKCPrmh|62DchEGw2SV;=rRzUMZex?Z&ts1M0}m_yyuCz7aDv%Es(diZ_Vb%gq#o
z32K<Co$p_@v_eL3J#P`D6nK3wP{B6wit&yQw9SuqmI|g1WBW3P>aUxAF=|&)H5}Lu
zvA)7I^?XWb5g$$k)A{GJs^7Pm{==nK*e%p|^s86$^awx#!o4az)jA|kh;)HLyBhP^
z68qK9!`63PL%A)LAXGm#Cwl)=kPucD{{Ed!f9DQ24Ij}#hV2d!Nc}BLZHe5(0e24A
z4DXH=BcJq|A5sGgd&-pI8%WcwO&z}Qh<SJvIdzK}BUiJIB=-t03{je{JVT7YN=D-l
z31vQfUnaK=W?*PSHB9d#h9IqVOqNz{BnCvh$5_=of3qp_+%5J7y6Yf^p7Ry0vK7bq
z70G%1lA9qjSw;nz{G9N_GdTwI4UueP<j#VA;87d#(gCEEbKz_A2r4!SQwIQ<=U!_u
z9U|VYy73!Xr_?E8GP#oI2JmSXB+!O-FS&Vn$ru{+A$%J?6`_B|*){0fXEdW$gpD2w
zLq7;cfr0z7Sq9Bns$#6>7ylN+6}kF2XS5;BX@T|ho?wGBrLq~$o~*AqaQFIlT|NJ>
z_*HVu@@UVOLh=-Uv`CW5qiIlL2d{_y-atHA+OXjG1!9@Rp`kiu6hv=$^N#nhapXyG
zRp`u>dC0t_bt$9^{;DKqWXB9+rPNGmJF>7SS08qa)q?SWDP@~#Q<`1$x+-7Q*0_$j
z?Kc#^=f{Rc(Q%H2IWNgz7!#1}DV#DUL-Vi-85qc8(1hpwhEEc;QiM(?@h!fAyvQYo
z3VP>_iTjQZRK(KMZT&G%)dvE-J78&O&`LU{_w4gp6C+B)z(o5#WHLk+W23czObg06
ztDAlceD|Z~{*3sKM%UwaEXNklhkDWBk7MTJ1DV(J>KKkJAR7S5U<&C&;cSb217Uk{
zLFAIowV;66_V(0GOr?`(k!R5JR6qyo`l5u@_*D~4%y#7#Wc#yZVPXMW%k+)pj{Mo1
zh<X!<lze%ccrLsbbETHOxdOBJrS6N76`&(d)M;LXw^yrs`E7jz$&o=?8<677XfM>K
z)d>HFQ1tsRTkPV67y|KFi5N81x{G!K5JJj{#3MeGV2gMN@za*<Q(<_9%CbLprO^d6
zss{ZKK{8)09_uJHq}#8>B~hH~^&`a_SW|H9T#tC=Vela_*+%?L)6ty1Y?%b=F|lGD
zW4V(waY;`jo5d5fu2`=b?DJr^$;ky0k^-^P$rf>l(v}3h$Ms%~Va74R*UQN<RaaOf
zSvx=%<TdVnq`Sju5fI4E5o_kU3?Hlx4r3Y+%6oevn0DRgepLFGc`&~sn~iFFK-+X(
zS|*0Iu9?sSTVZ#*r^>ek<z&ao-~!m1i16$mm*n0XVjsKrMV;)KrW}aAHNA0!OJL1s
zvUZ3CQM2dwvY^EJYp+zN#1;fP{%*70sY~|UPPY&qe^lqgs$V+<C~Pf(uWEFH({nbD
zvfiyDO!}~9?z+Ac@e)~Z8%=%8cV47l@0}2dE+=q2V1q4(AXD#Z8gpM4o3Z}^VbeAo
zqZGEqbbSjRf-7i*oCiPsD42_C6}v9gkMW^Sh;0_hy*~ZO49UUgbxAflTsKK3ftn`5
zL4cQ->>%-F|GC-cGcftyH_)A>rm~TsiJ_VPtArJ|$V^a=o&$-!JBlo(mcT@I2bik-
z|FvDi|G)PARR8|#Y9E<kFHN|bbaQECy|-v+sC$U$yZ*KJ0oVj2P9ldez|b~Ocv0>2
z)<oJW@O0C`tV-<mJGI=5B!<yUEENcMUt2iu=bEqS_T6HuDB=}%?BFj=WT<)-_-&pN
zKSpZ`w<Gw~UY7a<M~<QkPgbPw-0zYZYjmnjBSVc1x7Ni4n>d1R4_O~ePcYG7l}2Yd
z4%okUDM|bXtE}0~9C6P<wBKW{zUamo-53_cABS?mZbs{LQ|glKED9UYJ8BqidKtdj
zyfl5@z*qgi6C`<V4Ql?oiOyHoQ0CSpg>I&dV&eZpk<MjI0)E&0`k}WAmvfFG*F+#~
z#WRIi2xYI|J(zUuD0r?az-;<XGWM0%rZr5$4DU;vKjP7-Hfn(i-d-T~<3QJ$1;yrC
zO?cL)-UPp^imheO%8UtnN`SS6)A;O7a)#n3LbjEMDRF_5T-LXshO6>#7Q;lh4K9ew
zl5Fy--B$0l5l|GmDi+$NWt7HgC?)s`&Zul(j<XL$9~6o??nJJum-mX**<Lv1d|Ota
z`Nk7Zw0ho1sY`Pyv=M_aM9d=P47R(cny*)F1Xc_?)+}CarHq7{y{UK;H&+#hd{5yV
z@IuYtf3^4BK~4Q{x<R@$QF<2;REkPRsv=D~N)1&y5s)UGP^5Q|pmgaiAiab1COwAU
zdkMV>A>QN8Z+HEEclXZD?Cj3HbMGHa4wC~p=RKdipSL{k^Oyx9tM>%&!}|BE!Cv4s
zU6X_P#0-*;ic3>;%bLM!FDeEi(>*9#?mEA|o=dLu%(Wjd*32y)DRVH(Gx}a0#d~z?
zTiPyxQF?umlirs9IgP`LU(2wFf2~yLpmA;8m1H4=vL^G~Q6c}kwkQE;2c;fy;c6pn
zY}kWaB&m({qkJ}bG1a=Cs>-8mT4?Ks7})rgP+}9%saT@a0>TilhtO}(%VoH}yMxZ%
z!P070GX{H$;Z?|+s;ZWF3^RcA-Tf{+71c}+%sv=f-ATvvA9^!ypX%l?p)%I191cq)
zG-*T7KsN$z7)1fK$~`~;A$4u*cZrM?k$qGdWe28KUj7%zkr4A@6acja=aZqmt@+7b
z9X~qO-?h%(PMqk_Lyti-os_agaSu-$QdRP2<$OY=hAH1jG1@#jhb>9XOGD#I6XO_6
zKa%h9YpsrR179pXGaxM9f02KwvFjLNTX@-n{-p2oeG+Z_1-P?EDQZ_5UonZcQnzew
zU(d-cU~rb8X?$uVn`76gr&yTH8FW!eI>{(=ZYAecMeV5ow6<&&>IwMWb99vZ{_ff@
zkd7;GON}goA}o;sBu+=}WJ(V8f@3}m%v<WrSXs^vMQY4we5u}WiIyi0ic*TuWTN5n
zNeu%xG;0Gw>TthIDdzc5_RnOgiY8<H%Vy07l5oIUK28-E1p{k9v@f<DU9>)iL}}T>
zmp;E<B?P#L4h!}LiFo)x=lnf4v5o=}*Z7{t%oGF5IF5|R#j_7BSq5wPhYboa9~(GB
z(60(#BnQpqB|Q};NLWzL@gF&)6+uG?*0mriW7%q2=pp3k^RsBxK1OcLLxii1N==~U
zM)~I+wM{8H*g#vJP0J6sp#-8Q-alIE4gy0{n9200ChSe%%Y$9VGFhc5U=(^(uq;=y
zV&~CWbMpswvw<u2eGbnJu{g&WWNkEl+VQf*(3OkvqhscKr?5OR_vm4@Ix3{l?dlxv
z0j>_}fmqQV@s(y55~zJLbSCYrt<ra$W@XDjVig8UiXYD19=0D~FCFPm<yuL_-We;K
zowN1KvKbcoEN~VenEWCJ^zyngeeQ7Ipvti_M%<_@>*dY?a)I^rd_JI&6}x@*d>hB*
zdDpu|tC-x^trM6oM{cEjBh{~dV+wKTBFTKXg}a$n_<-!^eez6yD;5Pg87j_5GG(m{
zazp)D_Ol(hPqc!WDZ9+YkqE#a5CV5NEmXRhmumwaIK@<rlmg><2!LjTOW`fbD(qfb
zDKHG%MYonRag;Ax`oiTZVju+)p;dde^UwstRNaR=M;&6BuJhHei{0|I$jn4)dP=j;
zwj%Euol&D5#gVO$1`fFr7Zpo9|FE|!nk&tc(th;{ifWqJf8&#lX(kOH?kqPjY;zDy
z{82WIXX>GYwc}JrLu>Y<iZ3}6(JSU%0xiNJbw4>jDZOlbC%B=_x8Wtl+jlZjr`X&M
z0JWEg|C7TYK!MI^)C?FyqFOlZgT|Io{|W0>$2s|1qtoHpzfLUuIlc5xiQs>%RuJ@;
z5njqa$wMH6JAcknjNq&N^LX7qUh(oiW4`<r@J{qB*vi;uzTV%`Dfr#<!VdZyM{cw6
z-!kLBj%@r<rsazNOJ1Bw_WW;Y+>P~=Um#}A>kf1mL|gS=kJbOT<RbEvov*|T>4U9P
z%>2=upp_%G<NQ@C+I2swKLU*#|2QVtyGu<q)~<Nt#eIcsz9+_FJIvTCV*oM3hV41I
z`@3%{$U<jlVmsmtNeVo+z#!D@#AxD@6h(q6qJ?X6tL1*9wZMz9bg+euvSZaxd-&vm
z6pPph-ol3#Qg_V`opJOthtk>YWzJ(B!q0RZt`g5Qj!mL_3V@XPvp|~mk1A-8_N4{p
z+IB(RHGZ1bxq|c4-h6hRe3`nM?WO&{A1!==PcbUVHdX3<;1Q6ONe|pX>1-3thzJsi
z+VQ^f<|{=S10(GBB1nXF$hW8O)e*YlC_27fEa9WTa{neG0Wt2-eqUQy+UG{>)W`8f
zK$Di@PL&DnC6?xtyCjVuRb72kV?!9bB1^PQ1V~F7w{A6h{)gp$J2FY<)iC26Dt{U}
z(PJm{BdJEA$2b=xzv$*6e)o-Ggqdfd)EwzIUq3ApwpU3C39kZt*tB9>zK9ncOvAJ_
zXKz7@s;UCI$GE`Oo$oroXvmwsQpY1h-^0fEB~M_mG7d|byGL!A?jlfo+*NkU?C*9Z
zEh@276ZUtE;IbfhYBZbv#`TRyt@|C&Am)Q8Kr)G-1xRp7FqHei5UfA6T@cVnV!gtk
zg)cOIfe4U5SwT8t|LS02$>{38{`VfnL7KlnvNd(lJ93Btg{9yDOYt|g76^Uw2OL2~
z4e5iH3Z?VmDjX%>mUzk}`)+oT1{FW_kLDgyL&C(mf(E*lP%1R1TowV4hOFG@57=St
z6(Tge%0|8@Y8|NPdCl94%Qq!Zn>v+@Nza;DGiEc9uJ?#nk!+Oa0Z0+uGOF9kMofqm
z&O$J^WdaJgzmfVv=pu=mi{{z8>Jln>>TCF;Yb;kN8b@kHd$;<mmaO#!()X<yRR|hV
zm{nr=r=7DgxBUUzs6c*!K*JZvQwpp=VDFa(xLP=>0d;9Bv~BZ3lpQzg?YXVw67qy9
zfts0TlBvmC#mt?aH{B!DqDS}WZpDWQKiu0S=mE4w7Y-^;q<*e>{Q~)h06OIIXzpe*
zjEB)L&;sBty0pkHw2%NDHboK!9dnqCp#&!Qae)}2l?`nTL~?&U8MrZ`M=}8YyH4x*
zCiGBC=Fih@#bSbyRInohgB>{<Gs9u_(4ry<Ma~<30zkNAu?aoyKgV2?VIIa@=y@`u
zkD7m1KYoG2OZmpzjv=*<0MFFGgK=zZj%+u=7jZs!mG_|M(bOZ!TT)9pV8Ec7##cvD
z-F|>lSNp)oFVIHf{`Dm@T8sIwclY`)XUF_`Z<!=Ghx1{DB4I#+pzGa+`_)O}Fu6h8
z*d7lru6PC0EOmJbmOc=FN|k%o)$B3Uo<jE+Un<H~@-_5$5c*JCr;Y~T#R2@fbQ-V^
zU_mcWGXC=G>4*nlo?$_B!BIA58T0zv>IU+pIHhjSVnk3Vk-x73U)*gY`FAnRrw-_t
z0${R(J3uW`u^`GzsTFpHB&fC%Jkalb*yBhF>Wiw=VLYoL6Bo8^&EC=1ZX{}s3?C++
z5xC9KXX>!m!1VfBR@s!MW^9(*bbbdW41-$G$-yaPJ02_D9Tq=dk*pTL+#TmNCzA>}
zr8RJ|Dkqj-hy3HZ{&AIsUiXd8FtH`k_Qn*t!_<kqAw`PJ=S%=%bda0rUPZJND+#{V
zYv57aSor_MHe^m@MjspZf0PS%B7b&9X;5_jb;zF4vVU5Jor&%TtMiWpwVP^d+EPpR
znNM(#tp~(_aGHb0^YHKrX%paysY`7V!l8?_fPUKFPEjT!Y#I?Pj@SuHkZ+w~k6aN#
zrQXSS8Hgc=J7fH*7tWVj+ndkAL4YcoT=noJjxls07^vDvEzto2Y~((`qNYc4EdT^Y
zz+(LX0n)8Z+4JiQhlA|@>OUxZQG>`2N7Bs5{y1lSn5xf|spBjQa)eHg0gI6u&|3K>
z11P^i0CrbtLx7M5i|k^;=D+`a=TY}h><alWkQEfzm|$pk#$R0n1c1l40fxwgj@;1)
zE|LGYINcw{pU?6W59y}zOm8ernNgwFB=>lk(NtsN#IO55@3Q~8Ww>H!gr_B8XA@6_
z3Jm&<SF71g{G@U{T`91-eu4h9^5`F~)G+tI`R(s|?jL5l`!6{v<DI*J${!ujKKRoW
z|7YyI-#sC0ba$KwwOeKQTHM(|(xMQXUg7+-l>WcEME}cc9KKJaXX`0=GHz%+9j6mv
zGWE7|gJq&@RGPu~tg7_{_qUU}^;-h*&qXgd4TLZM-S4NRHykJ%o)}uuJ9Yuv6dkZz
z{N3&=r-m;L-)txZGqSyo=tsQyJP*+<D&iyLJcJLEclbCiUG-KWEgH>#3e}8x(1Om`
zEvp}vX4~9DeW*D!RD!U@z^q%2l0i#NPX$tZJdy?wE;HGVH6m-=Q~>daMqe+dsDqKL
zQvMdz<?x3+!I_%G>IWaj*_Y+;SWDWTAAh5V$PIKf<XmQ}6wPOMkSxz;^$-|~cG`Za
zOz`i1vTL)^K^G}BLFWo9iQP)5yhH!2LE%TsQL$A%XRRk_YQ#RbWrUkIPZXw0o_d+;
z1d;nvRUO_xM6WBy8gzr@4Esjjzv;@{)bB3D3(K0{u2o`tW`#Y>5_zNRwfW+0(G_Hq
zT4yV@B#nE^n3#|Avmd1}K4rVrtcE)i#1#Qzjti7~NqlW2B^7hxHuj<V@*n+*GMyB~
z%_x^JoEKRQm^^RMMJ~v_xTA{giMwpkPiFJ>uL&@q1M3@Q{^EKE8On!(kx$7&PIXVk
z>f@*BBNBBc4T2axla3Cv6E8Pon#z^{bvp5TOA(>__O2-;#-02^Dg(1@cFxm+L(T~k
zg=a%tKmOWo`&%0E7ieB7wgPZbs8rzwhY#NJjyC+a5^~5XL`1}YriDr+x}C240^y$Q
zleY#4fa|I^*~W0<6W+Xi=7bXyw{E}Z<f)Edu+{J}>By)AMy(w%z4S%9P95hP)>Y?5
zq9_oF`xEmKupx9p1}%8udG4hnw%YGEFn91esn1C$biygsVs)JZC$PtgjJIua+>JY@
zCDM~!=tJ`=AuFc76Ss11i)dS4dRWo+eiI+TZw|))g1;qg;)I3I2pKf5I$#bI7<_Xs
zpBjuAuu2~4P=7Pll}ZSjeK*D8fJ$ByAn1-c<ZN3o9X~-ml#rwC9MRi;<jj8f6Z~;7
z5nFVXJT>)F9Up%2sx$VY?75*fk()oA9_!@losUjAhdbfz2uaSZWY?}GA2$6YwTe$|
z&V{lzDej*bn4IhUJY&gL)X|IpmdcCz+Sd@exltk^V<1J&D=6{M5TZ6JE{Hp>uhw93
zWw_TaZ06W$t>&wkN!qG=xR;S<t6@{~o-VrF`+z6`FNGkshkWz9A_#jXb&M=DnLC|E
z#fe})U%u{&r7C<jB}Pi*DEz%cVNWaTS8q}0{LKX_Z#@S`aiP&Uy-7vWbrGzkXb!n)
zHFZ)he8s~6cW2c@p)xaK9X6dq{u!G*Me#cG_aIuL_s;?p_hSIPRczTqWJd8Y6e5xS
zC3k*O<}3{5ur!I$IiIk(8^Tx=opC6v(%d?}n4yS#3y3!2XzL`wzT8cVnF9s0Q=ww{
zU!$cM^Ad$Bmr+)oLY_5cXRH%9x{?NJYGb%H1#wcX>bD)oTP!1-<|PpVcFx8~mjNXa
zPNinC7d2`6YWx_zsuEQt;sd}GfQn%8-%@HUSqq3H>v+`@IzxqFXW?7=(!q*(lHq{~
zr<-DNddyP|`(eIzZ*<07x_^N_x#qOCe)Lqjf7QB|e|=(o1Mr>U0EED%fw9<jI+?M8
zU8RQJ`4>pVVzYHGvbOr&800yWa$ySMDOtH}D6eEawOH;i+4Xj)F~OEUpr`EnPf>iD
zGR?2!yC;nzySqGDH8qi@tYJ3_(6}B(DW+u$-g<`{XH2ztpUX?U_l3S2czphV>ee-*
zkutba$N#d`a58aTbGDyls}14#QqMOl_r*-??59eAuebN)2|V^&{O>h8&?L<P)Y&uK
z95@QNKV1l!IOx@IKiV)G-06ObBnuvsx@mhU+h`5L)@Z6s7BiH8iI_HTaE*As^+sea
z)%;HC9ciY8IxAY*lk9hMk&%}=vF_L}4_v#$0Do}HXxqd+df8;mP~xXvULE^72Yo$b
z%}OkOnRraZzMZ`bqfS?{+-HcDxM$drD_5GPT#F5rI)TDrkOB4)?3<CJG}A`@MLeTS
zmuGhXY%hK*47({Os%*WG4SR<2mC<1i9Y;Zf`BOP~k<m{{ude)=kfU)C+%OiWXWwWA
zW0uN(a!UejgEAi}AS<jE?(%)y!t?+LjCACh#;a!h-}3TSbDh(hXp0ch-4<^3RlSe>
zQZ0<`=7r^eK?F*N&`Wp<g<}1X62{So_c&u7hv7KJS5_&<{a6LD-da;%)jGES*5pe0
ztoC3xp&xS@#OZXl(){lHseR0ngw@h4>@vV$OXxhQ(9!p(m}^#vnfSX1PL1y;I3w8L
zYsm7-_Q>~Is%iNUOW5h+-5QdsL_!985%!y)nQ`BHTNBe!K_!=}mHD!TLIYgIGbVAW
zo#r5!+k}jKco6C?-+LoDEp?4aFAgcl@_J2ue7h%1`~ru+s~Y0J(@L5|cru_?($wT8
znq=TMumc&^Ih*NwCEG*nY^yf9sg-`do7nh=6s>pcb#xE9%Oz7*AYd;suv_?ss>U6{
zRZXS4(3adf18nprc6MN=CoBTT2{H;_|Fq2{VcE^6W3y=)YM#&BS#NAu{R3<Wo}ZC-
zhKM`2vF<6dne=xc$lHpT=+o?*cyeZW%BHlz_YHv5ZJ0%!F(X8+z0%(M{+SM+@rC84
zjhkxMS}j)tauKL^Gt(<#j!Z5$azQQ#9Z|F8YH;t#oac|KG{vFG&Zq{Wz+WKc+(qH5
zd=iu)<6kRe!|s(`$obm=Z5!oHP4Sm&b|%52T4^~fv5z}Fb!3bnhfZRja}VBXyAe6K
zT%uVYBugv{O;5h5r)@(?)0exC9f64k5`b&C)s5T^GL6R}6Iv(wfHkBrr1n)1Nd@v#
zz&SZD<GqN3l-exdpDv)HEG3>V4%nN)=uI8Uy)S|v6At@An7j3#GgG+7=+@Pac|WtG
zaD)Y&%GEZE2gt`4B5wE|Y&uzEPb=ZlvSaN(Gs$N6lTdMAWj=_x81HWMmK(l?HQa*_
zCE0j6_1^5wX-ufIcl^f5c`~S0%1magwzNQMQxm&$*kg9Dt13CTqz|$dJOwkM|8DXO
zWadY<h_z|NcE~QtK&JtlTgQwdzKoBXVw)+ZJ{dL*FE4|@(iz9@A<C%S!fqBs6MT;s
zd(vK1u&pS#G_CTz(p~16|C-|6szbEU+42K@g)tT<O4|B|!VGt&n<KjCAH=j_=#ySs
z<96n~2qsYaK*p8|(mi2Rlnn6W+MJj8`a@7GN@%Y`V|3rNR@g{2mmso<Ww9YvfyHgT
zGV=nS-H$wONhx`jGyC#xh<5UXU1hllzG$zeJC47u=H}7%v_oihl#J2%soHG=>m(r<
z($gjUO^w|1_nCc`_sWmyzATeK6q~QpN_OG)i^<!|-D6|)E+*zSZPKqF83g1XWs+`y
z53fsOiVSsSvms9trn36n?nM>2d?1elw3T~AXyMml`s1gDq$HNeC6y1O9s~T|nY;j?
zM%g*_r0X5sMEIlXsP{l_s_$Ezzxh>9hQaMJan`T@`%ZjpA&V8G?g_dQ+^JomXMKqu
zRHeeEi9kP$!)wY=eZXe$Fd?+o9-Fv>Tizc3l{Di-kT^KceL%IYbxe8Cj${Cw6eqN2
z0a_(Kxf{$Mhyquy8xy$V)j=t~38XaMZ>=fiV6uH!L^Um5O4z|G%7`Z~xK;H}_`5$b
zdD_OIr!#=Cn(wh*W3(P1R_c`_O~uCI7>^ItM*t$(!|3?oThNK$B$F^djxliuNw_nP
zS-a<T75`n=`nupJH1tZuv8%_Cq)+3(m)cp=ums!_q#G5<!_}ENP=)-^;|}y`sa1!*
zTPRB4iBNG_n~&x6J92Q(o4ZfaG6Qs<4B^SEo~}<DCGb`+E?}1@DIti3oEtYU6IWz5
z)}P}<M6Q;p%83F(=DpYgegS->@^E*}Z91beKtb>JGHul`8KCZ~Z!0wHJ=SRvB`i;q
zBHpc6$0%|(=t6hoF4i$mT{l*h2)Xi_)24rAN?OoI@k*pu+dG4ok0M@l2+BexGjUo_
z#Z0=eLq@MgnM%UXdW#5`_M4zYX)a}V1YW_nE@IfuyJxFKiE}d}IsspO1Y20P$Yo5e
zAlHE#)vyeg@eYPGei$}MU@tZ!*R)H@q{{-9?!xSCmYQ+4<mY$_TA_C?Z-TnYFVgZ1
z=O<-_5=thgxA{U#%1TksWyCTXux1tJW>_rK3ed{qZym}OYsadi<QPT!jpnAn_~CfW
z?zeSs>$G5XIZw+@T?Bdob(*uvJUyF(*?aRDS#3{0>p#Q5^WHdt(<w+#IsK}m9?2d|
zg!5E`>v&4JPnCKaqOGvLsy=I54S33Qf`!;N5+8qyI_cxKdvxlC$l}-U%5Q5<evHNK
zB(2fA?VSGO23meJCg_p4wB0^ZjLRS5Y&nAENRgZPo`REhfb_K8-Ky(pOb8ku@Ma`a
zL|i`Fm@%b5*Fwb#dTTeJ{-e!K?hk%-VfH-Yn+|gPqJ>Q8SR;DxScgN1#JO3Qq<%Vk
z4Md8-n%Fer#>}=rjCV=A)MjWC1`*s%1w#b%&-ymf)4LlU9vjlXLY!oT3F(6l`7Z*x
zFNgHjZkJdp$tj!GvM_U5(Fkt6{x?e*Sk_pbDu+x`sAeUl@&jaJL0|sMyXi^_+2+J@
z@;dk@rGYBQb;P6ixf8qRqxz%v-ZLMtw8DBmDsXNvDwGKyoMkL?EihfIRjGKA2niz8
zUsg<p4Wy;sQX<xZyDM^b8sC}u1+wK$rEl-gLM_;~cgxZDp-wZ&UK5kPd)9*&)gjV5
zoa-JOQrqsC2+#4PjHIic|NM@7AJ}5@qt{j<e79Idh8$y6J)~e|epMNGP_qjMqXbRk
z3k6=GrX;-Urk$`U)r(2{pY^>n(H)1NQ+UVw*~rtbH(QeIA=-ze^*Q$%dpKeb+2fz!
zD6VrH0!pgE5bByr8|@aJ(W)6Reu|cMz@?AITI<K3Ik#TX5c&CP_7E9;SzP$}0D23$
zvpft)S*hcd)~}@aFl+e;k<jb@;57|Z5gA7XhQ@BtvPY|uf`(s)uPh4%G5P0iBipwx
zY)drzkx0hz?;ZP~CNq0dr*~YOo%4@c8V<E4f&_fzRmVuG2+ot!cA`f2X|=)#u~HaT
zQ*U-(;YBSyqC!h3fqNI^g6U_h_nEZJZBnrZNU_Wsf2!kK<+=X?y=)D94T<nV32i9F
z3^i6Y2fi)%)N6tz=HK%cQ;nB+NY$h9qoisljZJrK9(~8+-u2fg-pBlYG7JpPf#K`>
zXjxO!L$Ki?u`2Idmki?2y<|LM@fD#{<&#<M`~v_WNVSu!7TP2W--2+12J)?IUKM+A
z??m=?t}Wnag0Q9Og)?rS?08-E^0-7nG-}H~cDQ+1*sROkiD|0uWsknVr=03uR`@X?
zrh9{rKq_v_2tOOFWV#sTi&3MSx6x1k?D2lUf}%IH0-v4mR%EZi<rxcUBFc!qr2&C{
zlxsZSwPrXwEz8{(Y4=`Qp~qeYWc#P%{SS_@)U*KbRvPQEawD<b-jcP&<h%D@+uBgb
zrVR{G*ZlSibUdsMyk=mkJrgOgHt3Ao$nb6Gs?&3AliHWZ%+q-$Xz3FJi6fo(xJEbs
zCRF)1BEsJorGNP;Gs~aaf`!?bLP+2hR&O6?zA#8l#p=;i(arMXw>mhBaD_PANhVsb
zQ)_-MWpk$}sbF3)jRr5kh1Cv_Avsej7C;R{8(DcMpwa%t9Cb|W+yl4OkfynW28m1L
zbU9LGWKDwQopL#K;Rr(ND|ipvOfH?<2eep@LcGl-M+SsdG>(bORa+Yv--?VTWR?L_
zsN;HZ(W^Y21yAXB*n!@(i>R}%rY87rdz5?@Ctp&`^{_ZV#vX}LSwckm-gw44f)VO?
zs`*P%M0x=Pt~^Zrdm?yu^}c8y^<*7>JIkMScYe`0o;kiJ5JC7hQ#5!Eh3KK(Ix3`L
zRNK&ZQOA?W4-ywMsf4Eo<;_HdM)DKDHN1O=wce6GI}v1T4M0D#ai;8Q4RI;R59{b*
zfA3h#1}MK^2awqRgGBc?Vwf_;xj5(PTq!J$mLpjxacGwy*0Jtdjq;<na}I!A`^hSQ
z#XF8kTB}WJeE)QX=6p-9zlyE#sp*F@4I^>~C3I_!!~BB2O^uV`f<c#^-K~KEt{^QY
zK!5GJ7*J<h8v%fJsuHeZy{#TBr@=s7|BEDkRyF?fs>-3}WgnR<)#Zir&?AmXo@?=f
zdeARWm78$0%X^*Jg~<*Nd&OXL(hrfh$*PU{nj1bjDJ7*(+d=uFqm~AxUhpa15U)*u
zmNnHu`8-<Zoo6OZNWW=Un`BVxtC$uTOm&D4n|#R&8tMMVkj^K8C0J?aNI6%c^SEX+
zS9)_kGcx?s5Z_diX3$I9<EU03E8^3KlV(`ic{sb_mOL?-vpZgYfweaMxH0CH|F=QC
ztdibhjubPVrKb2H{CaDZ`p?<8-(Rfed7_3zwq6Si6S}*}HA4pZUyP%8b#GY&&uM-2
z^pjpWfCJ(JOpk8<)(zeswXPv7fN|Sv&&ljbs5(x}XG8HWER_Z#>cyq<B)WQ8ZRmaw
zCP+B<i0<!zKdR%pm+-JOr5|zWYHlyyPqvU|lFq(Kb1H&L{!-u$?zpTTZ9urFJl$LL
z%hN-}P5O_RM<Sakus(^4W%0&OD~xf=rLMxNZ`}_~ub+vuOfg$ZBT^aP7~idmpyA%b
zx+BAIlS*BVz%(W$M*l~a-(yr0?UI++r&7Bnv0RzobBSzKQNJe>{oAs3+FEFv5v^7B
zRU|@?_L;~r@Pju#iangO$TbQOmcKtx9KiM3AyQEtQc~KnF15>{anF_RU+^z=zT!7H
zm>A6JpUz8ecA2S%deNK&n@wC#plP&`*~L6TYeC7K7IjS@vsgsh{b6RixEAvl6Uvnc
z*bJZIZT^yDcI5$DqbckR=*uB3Q|7QVii5=MnRuQ#<5lC)CfWQQU-S1vhjSg6mZ2qL
z=jYIAnIVbpXS*s8od;z={3=m2zjZM8v(HOt+ze_<Ye?iWbN{qQCe|wu3^3T7=7t8U
zw}7`2L+|`#6|z9pVMop9m@q$kos<5(-(>?B#w<0=s(b~mszdOeT<P2~((h?rVIV%E
zZ?O9L>cmHr$4V*q?B0FmyKxQK*a7*QvNs*=`w|~gvN73k@klZ1%o_t#k&yw#bGmv9
z;v{YmVw3|5?9M~HCv}?x=^?XP;rDMeqoVQvF`gvk*V!3K;VwRWxi%bgCJ`3q_Da`B
z1Q*VF&EP>Lnen|nIs6pChRRz{&Etkwz^~Quv<sKg$iUGwrz))dhb+r?1s=}eXZ9|7
zy>e*cTDn%9pPs*x{aP1{ctfySt65GaOSAY+1nzksThxVwkyT+FAekRqG-M5>!2RSB
zOZ={50<Kc9<>^}nIkS7&KYz6F&f($m<DIyX#q(mo%c!O;`CuzFT&bpHZJjxzxYlQ8
zScS+mV)?_(CCLxgT1s4XT_hyMj%Hd$YPOl(N`aMKW1UG19wu;ys5i#%olB4N@|uf!
zSXRkdN{F(XBh%6nOEYX3a}%4i&qgEJHCVJXCj3Mw0sUQEcp^M0?F?+4dAw$mdo;rP
zlT2G=TMZ6CI{r=U^qTtp`{|$@SS{?(0Nnfd@TGrZ$QS&;SEJIzx@NjBxadLyPz3lO
zmu?9zj{SBcMxa#owPEDsrybAnYCCeLhWm8-NzW2kKphY4?(o8n#u}BQ$0*=ZbwoYD
zcw9>}<b|+VQX`YkZi!9i@f%O875rLj7&)I~R@SONndQgFgXUSfQgW-U9d)_*;_f@N
z3ERY$kAKf3O3S`@E|`UUKWzRsd7jPI>?racUi+u+S(k2+E)`jj>9fT$BCvtHBYud$
zr@XMh9#*|>T3v<!QV|wJatN@w6dS|Ova@W?bs&){z(aQ&XOD)`O#z>H%1pB9*%{YY
zXnjT<L$@neSF3ol40!4q4ol6X<7(;c3-VvXhZff%F161XGWPG&NQfbUHc(QIJ49xL
zI7DIW?XGf$_e^^Mcv}|O*Z)#4_&t&N`$xNWd>6%8mp+Z8v8XpWZnCD#HSN}o&fih-
z;cEvM+UHc%daOtE!sJ4!fM}>r&Gl?cdoz>R=TW;a(<pEHj?(B`?mY(6oB&+8o;>MA
zFAY1uhI-qBMKjhga^rIL*?SEkecR5_`N$eTJ3#QjD){!gSK<NY6G!U0&ecPUAsOeM
z0{m?*O(G&CNO8m`9@B8I_&g5{kj=|TlAacPh93ZIhv}-_ml3hg1jw8|AGa?xrq4_N
z!8n7B%^rCIdR?|Ocw2?RhAc-nO@JXn?XGvGb81jGRv$+daGk}*#GBgs1`QT9ab}bs
z7Iy5$a0xlDIv6m5l=*>ZK~q=89~mJhjb5SAt1zw?+OM_=Xep~@L1sqoN*xW+c@2qs
zA^EdLg*a+F4V8z$gK-2){27q^4<3tJ*Ff8$MIIa2SCSGrsotN(TJ<-aotI9j>3pu!
zv-8@_ha#SuJ@E*9NW%o?EMyLH)1iAg2%p{#dk}4HW}S-Ln@A=iB{K+g=0EVuV17_9
zn1qM`z|Gp#xzxQLWejD{Q+_C!TUp`mX!mGT{l2}HtNE#pG1s}_cSh$|c5<i4eHDai
zngiMA+dXf;SM=-L{d6*2zp{`#ec*#8Te5q??837a8mlbynE*R+SYud!(?~F0C<;Mg
z@;XLC3op)uYE-tw9cUWH0Qd%ROk$4BOa6`KA&=#)*O>)%)%HWz%<J>52i>^Q!xsu@
z!*w&uUSX>|@$BTr#WbMz7QB^i>E<C%dot^I`KHvCj$8PB?culfX~-I(_-4H&$n2-N
zub}7jJeQI#{EK1v3x9GS5DmrFxMSKv#`2zuxAH@cHE@eD8YYA`UIm7XwKx8afB8qW
zi}igT+9x|+d%f^g2|#c**IAvE5TZ85%cxf55W9ON=W{Rb)+rY;V6(#TQ_lw9Cr8KE
zp2Mgi4}zD6G&kFv69IYh$?#l{#cQf7O{J-~S-eEF6pwBv%!aQP%GsaoW8}+2x-|o0
z#KvKRdQ$8AI}JYHn^jM2wbO4mlY2aeOlFv17z&rGy=99BZE^>$Khw|7(c*CSsy%L3
zb^4w?LYiI&SA5IENwus%9#k3f!3>Lr_{IafT|2vb>0ozl;k5Jqj*A%tGCcKk0(vBx
z&JnTZ-AZz@RovXN5_0ezS<~_a0`U?%(J6mzS?5<wJ^Ov==jrL`a*a222B%)nWh+V%
z-Q?0O4~V}u-;0#<u+P$pMlByT?V9@|92aobzl@&LRoU^<-~Uvn412%5tEwoaX=^k3
zk-d>C`Hf>NoKT?JySQbd@zJO(<(S9sSm9sj@Bgnk=8$uYi<^f1Yv%Dk_(lJhZ0G;v
z&s@!^udhE;t#rKknO?Dy(1A?E#!$(MsR_%_&Z&>FD<slYcllvd;S77t(bM<<h3+x3
zb+WN?IMi+8<URWB`$hQG5W2w!U=;evgOS7YhdTR|5QU-@GTz4DC;mE2SKyqqKx0Iz
zQzPNCJ-1hdA1bI|k5+WdmnZIz?P7S@L660rmd}uWii`XVhj^x*P3RkzP}B27%o9E%
zN4bfON3PY=pcddR`X7@w<Bz6En8x-9yC>I<+fB%0(iAohPzJG@Ydfv!jVH~+Mpav0
z0AyZ!A~=JzwmQR*uDK~3pg&0ROi#?3+E$J0v$f}FihSTfVM3BmLo2?j^(LvJ4}Rga
zccc^x8<42(Ff}*W0L4Wv`K_lhhg3_@3V0P$h952W&%rl>GORw8I3Ja71@25IX1A29
zSas^BJ|I4t2{oyXLbqpHf#MJ_wp{S~ydnlxJ9qg>cKjtG8Im`#zA<_}vt~y!OtMW@
z<nGjdCi9s+)IqXDg!34$nv1JL-)qa4;cG?g8-->1o@^!sbRS%QC*N0gusMe9P9G|N
j7en9ZX)Fx{q~D+aJ4n)hMwI^lS3s)t|8e_}{hIn;<vzgn

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-8-ENTERPRISE.jpg b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-8-ENTERPRISE.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..7483d3d7ef252867610ffc155d291ed35dbba6f6
GIT binary patch
literal 3405
zcmbW32{hZ=x5s}G1T_>fPelwh)=;XAsj7opf2E30T4QOb#Bj}0YA97hR4%HGDphKz
zxkafVw6s-XC=o-rhL8xQjiK`N-goa?|NmQWt@r=$v%Y7ov(8z2ozK~4@3mQ9STn$3
ztFsr*0w53ofDQ)0A^{cv7bho#lY<KafpBwk@$f?Vcn=-ol@JmZfXYb9$;wDdOCN!0
zsT@(zP?VNdH9V?uOh;c|Urxoy_=GN8OHW_-rxOr2H#hGgUU5D?ab0<7dEI~8SZ@JA
zE+7HGf<X!Zn;-}*2x4^uatHV10R3UWe;bGm%+A3H;o{~wba0^IFu(=^gW1@@931TI
z2d85W_5pT54k39Rb53DfcZdQSsvDQ}giG;sO^1lxAOoi75fsnOBPu2?A*rOSqIy(K
z|G0tS38Rx1XDrX2JAc9Ivi%hYM<;}{r<b?S4PU>T!6Bi)hJ{B&-bqMIO1_(tip_qI
zgZnKvFTdz%amlmN=Vj%!b@dI6O|M=zcXo9XdV1fz?;9cxkBp9e8K0P?%+3G4u(-5L
zUElb+x%KTkb9?6}7YG3ViFGjl3HC2sf(Kk|?CfB6$WJa1TiAiXg6tgfI-El0wh(u;
zu!3$J7xZ-2lbQ~0MLj!)h)2*Mk0?xkR%!hw+8<>9Kd|`!i0p5$|KXYdc)_59;DH4J
zQ(${PRke`q|J2dJ=YAqKr_BmE2i@M!4X`bb#_|#uhiJ6X`IBeZFclB7K83GbZAy*i
zY7=H8;X|X(kKCHXWtdWjJ<}q;nn^1`ZOu6TNlSAPUQTm%pL#*(?2t9}Ok~AFbZFVO
zb7=byLw}<k9$-$js>O|oDf5#=57Wj2^=DAT-aVB`N5#J#@ql2U;W4y3W1w4y>|`B`
zlqBdlg76Rsqe|*Y^<{=i_ro>aG4m09=9aHS{24D(IL6|RnJgjdM_e(LgPz#7i@@2@
zl;K$NPL!kEy2bgSH5s_|3#waaf*^ZS)7`~^;5AZV)wNy>f2&OlWt;9#lb{72TU}AM
zH8wZ7bG)0`Zku)?u*m6sbC-?l?K_!kd)7NVoF4rV;J(#HbU6;D6)9k)mILKdElLIc
z)C1m3Rq*FMZTG-gynvkWHG-7u2h3*?7I2%tI-_5tXT_OJfBn2aA_5JoT4X+iJEG_M
z5hQa)Y+eAjpI4on!j{ho0&3z@Vwta4XaD8Ka4nuBuBoKkr?eAeH3QV0B{dm(%aSP@
z-ifb)$IJ@TyRtGihnRi4*7r=z0@l4S+{^Z~5b`e;!<(djlF{|_3nG*o;=FnjE%*$6
zY<SP8CA=YD*i6>Z5_$>rQ?B?fF3nrfR~1?_d*w10!>L>Zbk0)yp;b!!wA)zKg9uRv
z|0lT^;gEfMQ0443Iiz!SO7&)7y%=#zh^i2b*ET+e?9)=zx%yrz)Zxe&f<dv&=*gNq
z)<=+fhv9WR8mjUzR0BU1<jba}T6CM|FI_^t-5s(uldYZ$IK99J?vx~y@i0j0XVIV2
z90e&DF{-TEsORunf``+vT6sDkGO=txo6}A#>d`H|H1sIJHv7ZfuEL#wAIN?gNkgwt
zwLX+N%}nM-%3f4Cvtw1h#c3{`1QOC2UjKMA+Fd9^)FmPr|B}#K>imw0neBfRMfjDg
zMy?JPw~)EXbCTGmgiNVsF6>i<a|K(U-`%Hf7V=yDkt>%<(xE~z94?JR4ToN1rJ{_A
zu@;F}EItC4t1bP~?=f8E-ys^1wd4q$=PY2gECh4M4c3~kJZz_FLcXi?EbyV6m5G|A
zkgL<g@;|bdMi1W$FG-sZl#4Pg0lfG0YzzrPXE-n7u&Q&VR`W_6KB&l~<CA*|DPHT%
zxR|(rdHFX2B7|xA^!*V3c_WCaGf@3k+$^1HYhDlE8XEm1mLGP)-W-d3c`Y$=qdNnR
zyHs;TKhQuT_9+z9HRwiU0X%(uoye$DAB7_Bsrodh&m<UaQks4DrNd7Tb+>=>udOY3
z88$GFMp)G=td3i0K31B2bbTop_v&j=(p6n+v8i)1;*nd`HjL?b_^EZ7wFbQqJBqYK
zbn%3A!G<F|q<msAc~4IV;n25Tln@*soeN%e!pT92oqlM)*#UtL?*-I`73opU3c+6a
zSykM#`v|Q<qCY(Z&*?ll>DtGuJ8jh>szev7UZgp_+|zQ^9ivUDjaG*21{tcICCy_B
zDX$;d^h8#bDb`n&SJ=>pqn|FR3sE*Gw2><12%a>pxdH*JTAScThE3Ofl`h=Qn_bsQ
zmjT&zSh8R5Eu)HO^-K%2w^FxX8O*9fqDQxQb8QuA(ai!p+L`Kw)*%Qsg~EKDmO$yW
z*eeS=zvfRVwKOum-4V`3eD8-pW#7e{nN|W}q7#dqKR|mc>IizCBRIsYW-plFNo^O~
zil_;g-95ia@_J_>PF6OZqGTh8d!SjFm&J9+d@PD8<$q*%t15V3IHJ-^vt&6kCZiP<
zKaGciJ~M-+d#AL=Xmsn5_0w<R8#)s&rc*c7*Vv2`#+tp`?)mI^4}63@!%Uf+DkN=e
z8L#xhm?@Mz#Vr2H6Z{5y6=xxZo8{JX+JeUTaVe+PV;EE)+Dtb4FeC8xnopF=Vz!-N
z08V*3M{mTOj(iuW#Wylf%*xQ|w})XbsKAE)EC2@|3KGVkhY>aQ%qu$LLjAm=f1?+F
zm&@^9UKV-N^liUZcF9^xF`*6Kc@i6Q(qTGIV;;l7Z2mn9C(>|eLBK7%gfW`!UdHs+
zf}0I+J_?XOs&NB*DlOKYcSpVBH&l3X2ktklrFgQt;PZI^BJ%F0WUjfIVsxHD>uy)O
z=#im?W@6>2i>5|l>VO}4ey5IK*G6RUnmSb!KjG}fxJo+DIVXI>^YI8FrHGubpOE6u
zm-r#<$#~nuD=*+i(AR?4oDOE4%i!$m9I-Ck#>L{KN2KhvG+X5t=u#^BV!Fp;F$waQ
zsG;yu%j8S19xsp_iD^MbsOV0e$7Hpo-UoI@k4`QSue6J1BS<d2YB^IW_e*OkB#L}}
z!XK6wNK!*+Dpo|gD0Kx9f5jG?8H6cuX7nakMxT2@zS*3HzwvqX({755!=^1Ag?#>D
zsg;j%&(}nH#W}XcM_WVl+nd%~Xq-PoVD{>2+wmr1eg6wn0hb0W88wf38+qf6N(S5_
zAPl8{UzWXL==v!fOuRp8OvDTXD|lRQYY9OAN#`!70^dvptYtG80$1{eBk~h_GxMm(
z-1V5&eC;ItH%7U!`^U3y;>}sWSS8ub+<is>vXregUix6N_B%l9LFO?t6j=ZgVKx(w
zyKA*0%mS!|{JJd}No_}54G}R0v^e70SbvTaL%?%u<*Kn-jRSiq6hv#z==$hlU-z|g
znkIZy!O(NhBt1&<_Y$VfoWxUkfA<dK5*D!HP~A!U$3l!SL39INeYk-y0lt_&)4=EG
zQrqekwOr(37~v<s9aC=aZ}4%c?J%?Umkb!mTnf{qWm*ymFrs7m8Ek$#D`(a;zvR6Q
z%(4fMja7!njWlq+5^k99xfI;``V;bVbRflOt36p(%CAahaeF8TlU6k;gb}t^90<Me
z^wo%#_gxRe%pBPfyHr)6=wDQ|Hp>DMDvrD4Zt>lm>Gh~}w>^6?A#|WnIySV^u`t|u
z-6no56|3};e+Cn7$^z;RGO3E0J!?{3c~GX_qrP@E>W9DOx*f7M)Ve~UXDPL(v^P9$
zNuu`bi8h5dbI7zi&&VgzZwaXm*R@;+xr*J}($5R|p};07V<4xF+E<xF|KI?Ep|-9n
zi5m3}Ga9c_`_}ksxee5>zoe^z%bA7|zfU6#eC@4`v!Ue43>M&ul5C9%B-h4z*r>pE
z^J)46Vob-b$RcW_Ny@27k)H9z?aO1*!RG5tiPfW)!*E3&x{*WbML`yj{uzQlCuKEj
zdqHKWg#|#JMHwo|MUBbm`z4NFj0XBg^N<u9p5^&B_Y*&`2d9fS)dX6N47O=?mG<6h
zItdjMfVMQ%1-+mVfQaCp^@5YScyww&<aBrCFXx6^H3MRN;p5dlUlsihLlR9}3JTJZ
z@BjCESCTm?=U3N?9DYoug0-uiRSUTkb0^$B>hnBb@A-8m<a<TY1z0xLx9GM|eSIE+
z<AbM^n_lL@QqT9GnNlNE+@zC|P{o6mfa`FTcYtosWTWR57*F5doz`C+S1Q07|1S?=
BLH+;$

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-80-Effect of .jpg b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-80-Effect of .jpg
new file mode 100644
index 0000000000000000000000000000000000000000..40e944682f3652b5442e06c0342230f087c9b703
GIT binary patch
literal 8185
zcmbVQ2UwHamJJ{vMGy%Jp((v7Ep!l30RaI+mm<<T(!l^CDuR(BARrL|385#{(2G)~
zcd*c_gd)95=I37Dy?Ec7`DW(NxAUEoob2qi*4g_M!e_z+=&ZVmnhJ=B2m~SmULe9Z
z&<)UOGBR>9($nPR<P;RADXGC{sHv!^na<JEf>|N#Y^)F#mWy0hcrS7Yak8-RN%0Gb
zh(e)Ic3v3;X)*aL;!v?;Cqxt!6x3AIjAza;id|y4B=&!P2p>Rnr$OGtVkATyAYwWq
z5;`J6BZwV{la%O>2lVS9A|^RSN=AN~f|3dtfIAB!CL$prK1D)Gdg>G~IuQ6Cbc&Aj
z+$B*ZGJ2Q=Ifpw~EI9i8Y0m3~9~pFdSGmM3J)Tfdp1;7z1mWi4<>MECN=Qmc%gEli
zsjQ-UOHEx@Pv5}M=&rGqwT-Qvy@R8tm$#3v-$VG*XCco+!(Jd_VqeF_C%j2SrlHc&
z8JStxIYq@KxYDxnipu(i#-`?$Ppxfz{R4wT!=Jx=ot&DUnVp;ezJOm_-`L#R-r3#T
zKgLA_BKZ>*@ct*Tf8e46a1oz6MRJP#7#9(-FJL5er${e}lATk6kz2UabBG0>249bU
zU-*%NQ(R}2!P29b@;n!Gl6&nK+8@aNcfg+fzmWX}>~CCOLDVEffOsTyAVtuQf9|5w
z<rMo^+r#BOwXUlv#+aWK83a&w_mTAY<lQ4a0w}?Jm;I>SbUC2QB56wGb0X}Cfx+0%
z*cIQNdKI(;XVK9}f6)9q0mSlP6%DlO=BNK?W5wdjhtEz`HY<7(K;qijx+`5R2cDV)
zP)f?7dtH6h@~G6&qoB2B0*G?j9`)0rDM;wi{E^ju+|?iZd#owjbMFWsMaA9epb*~e
zxwrpnyO;QWw<my%+=JTLD+r)BwV4`KN42UpCxTYpUO6%R5jZGM8e14OLI8CH>11p_
z0GubBaLE1*`QY%70Gf_CVrcGF-ETk~8U5@&Y{2V{brL}4zrjPDh`$`K&VF_(W=QlP
zWiNEVV)Py0^sk78|7^1#NAF&u1H@Zs{%5>_>M1@x=HHOMhlfGHUxI^N9mY4-2%t!*
zT|;JN_QmspdsaJ&8??uCwI6tD0dz$j(-nK*`xkZPc)kGT7aEg)V7iLdu99P4?)-~P
z#WJt)y*&b`h51l00)<oDdI{bR2bjITs@FIA?($Cf<{62>D?biPU7xnTB7nGa>Q)Qo
z1qmP}^TUJ$0_a7)$Xd(cBa@$k@%d%#_X~~u29qPU<=Y6Ls<`MM?7xpi9i8V53HlEF
zI%b^!T9cUAGz=PW*s*2nO$IPg(bv~)G7vzm4}*4*ij$UphDT58_JoBAAo_c>%8FV2
zD+EyfD}NRLmO~+JN&=|I5C~_M0Ga{>4tX(Yz7KphQ(bqc>8Ah=R7vsq-*{z*WsZiH
z*i{GBH?8LXBn?`>XMV&JwQH0N#F3hRq|r_QH4Z<8sSaEU{QNUh#lQPd$efa%0J`)G
z{l6hPMBb)tj{VTT($ux`=jeX~`f^hH??9#0?<sXV2Ej4|$G6rYZ}G>_%qfF@L-z6{
zGO2rTAQ*>n-=6`&otp~tN9To45DNVbMl}Rsu7h?lIjX(x%^LOaA0z?N1e}zSEG-I{
zL=9iX$ATs;cmJkd^&ezAeaxE1KFr(_Fc_>`ocYD^h5D4glr#S)dv@{=a+z*Nb67~e
zkD~pzo}H9kquLYv_5#vhI3fM2Bj0|U+)5+<YG^e9^gjyY8RdAJsPF9uU0lD_yj{&P
z{A?i0e+hT&n7$rJ`&WM{N!N1w4%`!9@S6`eEP3OP0p;D>`RrRij^`Nw_9XpI9}5)L
z)M;S|HZr7P6|H@@A3)+sJ^qbEwx9Oz?>k8N1Js<$cKJ`F|CT#sXcQiLP_P}o^N%_A
zXXt;Y!z!F_KjP|=0!m@}_Z$KwZ~S}aR<j|lqO|`N>B*e<M<(Wzr$qq?bu9PqnfC8;
zfB*l6$p0(Np@z?n=j@IZ0P_bps6GFXmH@KB`cw*^=+s^AN;&Y>PMC@Eqzbae{B#8C
z^mE5qhF3r1V~KI<%GA;gC>&XcHDJ}pdNXS%C8A-Q5*_$Q+{igymkfU1_Z+C=Rovj@
zxv`GV@~<@g^@{LrQ4)5x9+k^gHwP1%kZ=~28RUxqb4Ts&R{{f9&-YESG^=f8n=~Mu
zsG$#YYv~*;U0`_bvaro>PZ(@IUd3fZ#$1_k`>+q0cdcf3;)r!_mR!C|jVueD8DUC)
zS%>4lzq%DSu|?}5z2fU-U=WS{hA#+yR}`7!WL%x31wk|2eRn6x8v85_A&6YrwvpVY
zQU>24`qN<6J4Afw>6(kJ(>S@@FO()M=8=li>*GJa&gNzvms2G?smIoS?M=+nh;H)p
zHLHM=Z!*^reCfX&+#!ak$~2KPO`)q&7qVsyqw7_w-fUxNmzW74p<DWTaC*bTOQ&?k
zi={~uQlWkYqe|INnBqC)yz-gpB4RL0y~7a6%nln3^w<rGxc(Vd&GT@xK>|n;PXk9(
zT`jQbjsFtWp=kVhHQmJ}Qxoo4Lh~9wmD3+GTmD`n`TNYu<(bmNw8U%HSvfx&FBnHG
z^*1of(kBfPQ&yb19|@^iEf4Fu;N0xy?n5bHT~ZNE)k4Mi)81b$Z0el65O^ooFHFXG
zVq)h~TAr$vuRy{rrq{I9vX*bR<>JEHEUYg0WNzg+tdAs6+?#<uVnRnibW24{7IbkT
zUvJEn2ywC+zp&)TeD+X_C@n#*E(I&W;}5hd`?slHgK8Xh)knIs<L9Y5**IdRVS~3t
zvOU=u8RoRv1GKp}RaFaju7pDb)b7WRX~t$7ZbGA#g=WG~Tr{{v*?~RXite@*@rAzh
zC*&1w(ZS{Y>BZ$CzSTnX2ZR0%@txke9MlsmYo_Jlw;lRCUP8m!CBlTEZ`(;#%NY$8
z^q$LfdL@fgi;Z#D`h{5*oa>vq^)gTS)h0(#!_;2ZhFYZ8vfz14iOJ%pvSw8KA~GGX
z|AqazE@C-vaI=nDKI&CtVE=&OIZtR~mQaT$qMQ6>oLZ{_0;3Tx>ne#Tf-V;2O^qTV
z(|t0O9X#D=W9gi|iK~V<XtTpDxNtY2IFW*?`=84!FZ}S=yE@vWFWZ~-vsX>c6%12$
zz6DbTgHBorOc~_AgHW99KO!f9iiYLPE&!e3U!AXY99@dz_<%aD!1HuRvq5Ipl8CiI
z9!`j%EwwGD$;>bGv-77Sx2mQz2%v(6yqwR`y9^rjNV_=K2e#&8t^E@H&oWsQgk3mg
zV?0v?pwK{?ag7%q?=v`K{0#~hN+Xllv@yIv@C{MvilKM=%=Jn4^H?@pz$_$jbK%pA
z8cTw)iAbXx!#<*FTn<nhn`@u!g}~>uz}{HnjV2z2+e+jek0%a>ADxSEI9UB|qjSet
zECYw?Odol9K>e)i7DKN+GRHCAqWHyy=L~_-4=xi|9u^7TFx4!+8ZyOsL6C$k8MnA0
zq|eLb8fp7ZM$p+;?@qcbIr-C0l75!qt}YtkxD{W1htv`sSpQftk$w7(VjN3cH{8XD
zG%a=<O5@=mkxELQ{F-_Ptj~we5|3KLRb!yyD(E;>o{F=c_izf;z9J<$SprVM!vTs{
zQuvW)Z}X<01Lu^GA9eL?x8%cZD5N^V)%nHuVCHt`k(Khj_UY(O=nB=HGz1?AFe35r
z-p}`~k&2Ybz0?V>vKg5}H1G21dhiS8(iT-GXjb3Vy%>oas%kpm4clz!DP)hvdYbo|
zaj9Wc-!M`K8yxbJHibt?d=jlEzwR`*wyMvOd&9HzSyJE^XHTh87Yn#c3h$Z6PNkyn
zq#7(tm+xNSDd6=Ql)ocsff^mc?v^ec&3!bd6g9F`K-+-ZG6tBT)iMGt=n<J~^yCg(
zSS#&97ju*7YxQK@wQ+qN*-n!-k&>Xe*_?zYjg}7wjl`peicpZ(6JN_EnADd-b$|u<
zMIIzDsx9l9o7}*WaK$Z`%ga5a(#(&uOFFMgA1XtO${i>^F(gdgis&i=mxGdsl=-!E
zO}@+A<+U<b-Vi#J<7|Jz=$@k9S~0AH|FE!nlWaPY)P8Z}r2-kV{U;hj<m{$TgttA!
z)VW(?@cOe6ZW*Qlq~^`<)&-jEs!?s>3LOnh3fVgexfYY-#kVKtUU{+RjE7BB$8-6M
zu!+g}V6RUN-HcI`G+U={i|tDb;n&k_P0-K!!m1sD376F?vzz5|3*@f^*J~Q9o@OSW
zgD1cez3R?zxfhTreahH1hL-kaz9|rzSob&NR@Zgugz%(=NB9Lf_$9Q31!RUJsxVw|
zo;UGsAf8v&b#OGg+TAZK(NuD7Vz7?RxYHj~FM3e;G{q5LqoE>P_%_^E*hGc><H|6*
zxK(ye@>$$EX1+$Al$;E;MuwsGfh}xDd;rNXpus%d^>|AHDE?_IvNb11Ksal<-7^I-
zvIsvAZ4E2ya9qiEFV-*X&r|t4@Yvlz9#W|4?t>1tdY6&WUoxXjcdM`5PCi&y$1|#;
z$5BA1igV4S!Q}2oM`oc3k~_u@g$u@tU+1E{)@ff`p_QgMn2mIWo>DfD^p#1JuUsiH
z@w9wj8jQTOe2KAHK?TDv^%?Et=T!r-tMK-H!y=4Up4js8e;HX=daKiO$ER4xAIp8!
zPV?C??7ptn>f1t#xq_+6+`gpyF?buMvD+A_FcdC+j^Ucd3}mLYy%?U<(`Dl^6VSMB
zpYKHad|R~66Nyok1d5sOn-DPU8tDl;URcTN{8E84OzPJ7aXC{MEHtD2ySmBO1<;vC
z&r|O19Rekd45C=By+1M)ptT&B`|SfQrHZnT<R{LOkZa9gYC|UX4ZjBR45zY|m0{N0
zOpzV?X2C+Jud}Qj@^mwmFV??Fd`yYBCgVB*L<jDs@e6stc_7hl3F}GTYAf0ixZ1~q
z&Cw~Ay**hNSz^VDpx`{UxvVD<s0MA9^iizloMmW#-k_Df=WIIP&YXCUe<;3>(}BcR
zg(doK^7-EI^|#;R+MWW%rn_Hge%Sj4=e(_lTK>%^;IfcQ*NC$g%$34&wJC0VQT1`Z
zekHx)g*4-b`faRsv%wdU5x(YnF{ivP4{dGrk84Ii&WXp!unM-eJC>OwRP-B5Ms%Lx
z3BoxPUiBw3$nY^T>#<JlwD!|m>3Nl0fqCI^8QtP7AzkSxU286q@q;R9J28I@Z|G59
zkhR{;fO_yS@F#lKv@!Sm$O=Q-cX17}_kKO^ZCkN%)-jp_4^7#n91aEh^Pi!ZvYK42
zATf8!`!Q<nS<FscG<t`PePfQpvR*mEuwXiAE(6skj~sq*1yxhbl^hzs-!zRL$JlHc
z3*>}6pTA-<Qu8oC_qNnfs;rg7yUa!3{kW=576IbzoJxPWT^(iT37Ru^dT|E*&<c}Q
z;n)EmY~@351%0fYK%eXxVUq*r9}h&niEU#LvxicaWf#O8ZLf8-$f-Kw#gmY0#Sqa<
zXsUNlg5*>`_Y0oz7QQn~TbZyXH{EPL?L_e4rnK-`Kez@H^)}v^{<9C(Z><TwpdTZt
z24;{y>(pJXk@@ZOs4Y3U`vD5~=xMZVQC>|_lpsSW!dHc9LT62_TOHO{i&GGKxWt!+
zI0ejA5Rdpc(nAjAc8l|U#&nE--$taPb?lB!LBG(M>pL<BH$Z%WD%<)3b`ONhbLta_
z3;oocEH(-)qbGyJcm)QEG`RX6#@;fkqQAYknW|qY5=f+0WLH_?*QhDZ2pq7H&QkQ>
z4u|>}y94wB5TZ|`HSj&SJSkoe@0yCcw{yiGCYQ97Bh}<vS&Fx<VDm$fhnwjIC4Ds^
zT}x_08zV$>ZRV`vu%}Ps78g|?@%wT1<(x$r*qe447xg*%PB@#yQ<C2vw2l7K(ext7
z*x{f8%@VwzQ}B8^=Z41v4>ecbH?)#Ei=QDzD_BdFn{jcp7I)T?`DT(34`?+7jlgJk
z{Y33IjG<fEom*d;U6~?9W54DmxvLTtehm%HtYU}e@y`}%8Es|Pj{5X6YBoH)k+z*B
zLawejHUV3@q|j3_Ha%6294!XtJ=@nET3@ym+gsv3+IEBp*gQ+$vUl`g=jwKw=xBO-
z(43*Ebp-vw(4OPf>{!9e2oB_nXG_A^6vV0B^onT}CyQ<uS#fB_Pu*PqdZWN6t2}im
zxsCOXC$u3SZp@c^6DTORi4lCMCyf+Xhe^h(VJ%;@4+x-x%bp*WXMC|wn-tf-EBF#X
zOSo<?<HIN^0w^e@eO<N3B6eGFAMY;v;o!mxj>PgYr;_lMU=}Y<iO${n#`XuSQ<0W4
zQzg}kk0e+xGb_rv8C0&pws-ZVH#unI(TQjwHBTxPJSCf8_f`#?3(v-~$c$>z6TzOU
z`(9bt%TtxXsfkKD(pcvzmhbH`{^IJJueU`uwdtDNZI$~$Ymo|zi31OKhP`1B>x?B3
z-{7X;JJ}yQN=V6ra%^n<{>75eW%2wU?5PU5<Jr1rLPK$xRnmP~v+b87%y>051zPVA
z)l~50(?z|lVWpwyJT+IVdckZs`ypF|G~W`dn^V$S_<_)n(E41Z)}8{X+t=#lJf{UG
z_6|;k+@5xR=%{LuXrspaK0i1;Su`Yi7}=XxYSKCqcM*2VlFI8D%}c~1@*ABVmW~^S
zo+_`RR+c=H*^0`G2CwkE6Dguc;33e{pY)tx-S7Xz_?>UMyo-ORMaxr12?A4Zk#fi|
zwTGix8OL2NwPt(!%?~rUyw`~)iA9cg-TKs};NT`+4x+`Gv{Yq#)2CsqIOaYXf9Gkw
zs9}|rBTJUtZXtmg3GzpKRgmK@krXu97pq72dUN+`CS@er1g1M`A;cY<D^owdX3<%F
zwA#r6x2zDA4mBHHaXP*J+#@jS1NlXrE%H*qq~SxAc)lK!SAEH1a{3bm`l9-m8QwDp
zsvxVlh7Xn4-Z4GrfcR`Ko3iw)$zy~%?sj7&@3J{i7m3<g4fJcX&DE*5t$(tx#8gZT
z=i%jEeq!262Yb&P>3Pr9RE>MSb+=DLTsy88++f%Zm+!=VI(<3=vQ%oy;92i15tNMl
zX6hzdfs|&ON-pX-#T6U6jNar#4DagbraBeFoj}LhXlK_g>0Xc1GT67xhAs?o)u+`w
zAG_ZplM;C+(3ZqBtp4ORvz>%{+UPgsngqA4dvVGP>28m0UNphkkn(jjQeO)^l3cOp
z1s~4USlPY}a}_A4cs7Ub;_pK^HV%KiJoeT#fu44>#x7Eu#h|PBVYb>SpR%X+_g?B5
z-mdbyIR>M^`wzRa)1&7)=BbttNwyg{Ts$5ImL3}w*C|beqpm77izDkM-x?$snT=k^
z#|dc(2*f5aqBJXCh$X*AjV#z_%(F|Ob!Il21yO5EDR%}t^C+z;dJGskUvGP!#&QZQ
z_vlTmMQ4+CwPmYqc%%`#kv&>K<+lS1K&aa4z<SixS+~d5!Wdh%%n=QLF(tbClurh|
zEq$*?bU!C3r^7lK>=()`C0{AO>Hi^x*2lil(=~iqk(Aa`^18&Jbim|=GFYeXT5Vdd
zGT8fg3;s_d0u%!MaeI;ZA8#)>fXm-MPfRrQyBhm=Rd?c%Z`D`C7`?D;Otz~-MeRHR
z35w4Jt6NzGp68;Ka!g)(GapEy4a{H6*6=Si86-$mzjV`N=%C`#tYA)-(?eZ!?<?nX
zm0+hHc^!9mdBaROvd#*gd(czFJ}F_8RI0YoKS(M&3LKCeF1BYm!~2Uw<R}@QdW4tn
z_f5JFJo28GHZW#Bc-J^zrY^e{>Bxj#UVepZM5Ou;OXc|Gxri9?`?!+O4EBe%<A;3V
zoHF|18nqll{n}+BCZ&5x_os3CtEDkLPyIa<;fLXaF3b)6rXy6})-~u~WmJKP`IK2G
zSDFkWAqhpn5wafHR~(#y`Rk{%tJRWIbRNN%{fj{UZ&~{k$}D$i$k)?`;#y-1yLVA{
z10_Wtu%EjnJ51Im*LF|0BEsuPdTxdI(UD+0XYk1I!WS|KvVs4jV>d0+RfosZTsvq~
z_B@7R)7?Oo@#HD?Uu_+o-kX&q*CDz)#a|H&Y%1%+b?S-jai+pO3jwT7b7r{SgX|{f
z=Ap{u3aHNG`YU=6ZQ2j<5P3vXK#S=X)>ET8X1tNBy?OiNzG1UrrtFptSE+)u=5_un
z>B(HRRVJ~HYLTKl*EX}|*`3$#Rp)4N&J5-=nh33w!Ol+5G-Lc6&X23a*toHV$`5N-
zu_#`~abI6|ox7Lm&4!w?Zzwp835V27g(h^C;7WAPPRqd|&1I#}H_Sh}N?E7Cze}(R
z!VJ%ubg<j+k((OI&oWBqzAm-GWj8$!Id`7T-PEc^Y2v`86xhuKPSFCFUYc2I9vrp2
zo!v~>j48j(ACv+gCT=&(eZ<&Zho!%U$1*i*ExlBIGvXA}0-4F?s<HFSm|uo>*k@h|
zbyc?Cz0<^yRL1=wE>tEj3-x5W@$m&}D(l$KLtYMA=Ug@gbmodxm9j?K(Yx++Nqdpi
zknBmO_sC}dhi|3Cg6I}C*Y0mLx-)_FNbJcmHZ>8=DGGVp50W06kmbY)_Ico&_#dsB
zDGNib++FV?`L&tyMEff1z<4^-yWg@%x=7}*x{QZTqiq8yt&W+zammO04zlhV_t40Z
z55S%Y^xv5=U)p1ZgC_R%1p<hK0Q%ze4*T+CFaJ|<{?5X;<CS=_1jQU=9Kt`1<`HjV
z8=P&?%Diqk5IOZ#uzb5MIJ6w=y76)Cg0TH8GsasQwTAsFjW4PEZY3)kEA5GLipQ**
ziqm2)6%Ehs-F)^)Vq{B!k8{CnQ98leX3J(|Ds8nC<@RCBG~WF7&{4|dq9D<$;5S=5
zIAs?2Tt)7jzN3A~6=}cJiTlDz>VD}zROE)=@t4(RDwhCBp)LrmdIID|#vhk>Kyf!I
zS9lUR0MjRR`B>81v^#yI=+cez7#uimT|SCyH^lFqsm)|&BNN^Y2bkH$dH_3>TNc1^
z=i=`rO5N;cQ|dVyrH|=pZv`#Qai)>-J1s+R%-SCaX~6sKfo<yfY;rmLEmvNP=W$`1
zomB3!SDNAmweLI1%6U)Mu+^W7Ktf^zwPH0QX_p+hLxz`wmc26^WU<+2rqaWG?BZSH
z9!K^b;?<8791Uv9?N`mC)HeiX9d%roa}L8kuPHA{`L@qmb&$j}JhP1(cKXyv(~SJ0
zC@KT>YF;_x(^H@0J_}D&_q7_jYsIL>q?!sHv^5yXy8#C{u~Fxj?By?MsqR--iZQU1
zweI_w7GTxo9Ox)3@QzVk;1jb|;%JxIOLn-rI)4*)8ZFE|4dM7xjgl|z&B;^X$@Z@k
zA?nCXaUuxVyA8n1qwUOp6z@H{wa>!4ny@th(76ul0ZNwSX+9R1@@XZ6s4|!u`1CA5
zE&pSnvOESl$Mca<;TZ}C){UG=I=-V_q1|zcPec4P=OBQ*UQA5Yh1DbY^6lq<XdeFu
z3r+=uy6z9irk(m(#|p`pzRhuIpm!V!Q<ppQvM+Wk4MBDp4Abu+21=&JH9%V3Yk<Sw
RcA~&nzx9uIrc8t{{{_>e;?)2E

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-81-### Delinq.jpg b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-81-### Delinq.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..92bbb3390722a2c3454bde8b01d4be09dbe23c75
GIT binary patch
literal 4973
zcmb`KcTiJpo5oKFB=jbs34|sh0hC@O5EKYtL5k9g6p<H$1yB%300l8LK@=$hQUnVG
zklqC(2%>Z(^aP{{B#IJRviQB<?#}GYx3jym_nGVY=iKwm{X1u#Yp#d+l{pLWTbfyz
z0U!_nfDRsjIRTso*dY)ogpC~vg>rDPb8-vuaC32SiwPd$6Ot5%OG%1LNJz`89+j3=
zmXnZB)H$YnLQPXs6Mj?=sjF_Fs-da=XA=+y2M0G7w<r&fsJe`VjQan&m~DUnJ75R$
z1%qS(76A}g0L1JB;0JTEf&NjzKMTYHW@Upw**Q454jQWY0TvJ#%)$z0V`F7K=#Dse
z53mZb3CgG$Lk?MAhRWU)Qjbb`!7g{I;yuh}fGV%yc`KTOQ&>b)O#Fz#QN?3Qnp)aA
zx_bJjO-#+u<`$N=b{8+%J2*OddHY=Pz3TT@U{LVwJ0YQW@7<4yeGvB$pZYlM$<y>_
z8JYP7g+(umOJ2RMd{<RnQ(ITx(B9Gcp^Mo4v1f2-cw}_!>o{qSOqpN!wz#ysLi_P^
z^Vjb!`u5HrE)W3z8|z^G8|=Su2^?^-u(E<#p?|nQEO!nB7GPzQQG*B?TSG73JS3|g
z#V&Lz<weDN4mk}QD$MiN0H?6L=G+n5AGCjv{m;On|4(H90rsC<B!C+XI{0~D0l)~@
z+EL7p<os7U#sPSzm`gerfHyUPm4EM2SE}w?sD3Sy6GFBgZUnht-_YFK_1&R1&goDP
zri+2&O#@ASOBlni7{N=^%7>~R!UtZ4gXz5f>CN;-a(s*|>Es#PuW!RDm_Wn@=%8a^
z_b<W|1$qI+xruTq8#gA;wfDM7e=F&iLZ^OCtsYd=(Ob6<T=6RhU3&OI3E>Ij3r%4G
zExs3@16ec}B0j*%PpNnQ&Yb3$?RHVrWZy}@#RNjI!G|Z`i*@wi@6MJJ(tYW7D2@3q
zBMjHi22FQTeiku-7%R#tjs0x&epMb{iQzbg2_Pv<pe4pq(#i}<Bc$8T@g;hT?Q$O9
z9Rj(+?=b}FugBbK8(Qji*_zZ5^>~+ek%3iSqmhP@`I+~?Qqj**Y(m!mLN?-n)3N(I
znSHG^-jtUz{!^ADiC`Y-FAJlQT2~3kVXQjcti#ZCc+5BNhg|o*d71r%{XCgVh~lNB
zSzal>iZA_qt0<}QbIa2$H|prU6xXxr<HoFd-4N1LcJl60&R-87lW}qRtlFirIars|
zdle|SrB#XJ1dDG&><Rt#N1W}=^r$&kB!1HW_KUX9{o`6>{yjNbS((k5SDv8yshc-k
zqPE3nD))2O9iI?_>qhQYn(|tGv)at_y&Os-v|oB_qZi<7Sn+|l=pcftV#Dh>yNdfk
zuY{t$%;5(s=!fPSZ}S8O<8IxIE*i1lbYWBvI_#-Yu{n24^E>;dif-fjvoFZ?mKo~P
zW0$)t1~JwrCCk1WxnQ3-giy#y^-s&AgA?Dy#17yx#0Wl_ly*aj)2+Lz-2{0h>C4;P
zqsYY%OaSWm3W41^9A+#WxJ`~USb=lw*^Rw4YZ~5A@wyf;6ZA2e&Pi_8X_tc4QX?8a
z;@+OS6CvHv8>mMr7_iGRdVb4kjF@=B!LkAQq+_yNDftBFn~kW^rqkA=T9R&ai>*yL
zb5pf&wU1)ICE37+we_@1F;|MpwEWH6Rx_ZRZ=I9zSl(Lr4^h0;&NmHrC9k9KCr-)d
zTAyLpdlrbhYHEx$&?an==+5)u@L>nlbqT&Fj@sU1nX5Q4gNv`t$)p8km5(QFSjE7#
zpKb*@2v4)nF3v(E1=pgOfH&Vae_I9&jhBl&7tB+g?aP|=u$_Vj+M_2r-Bjuk@QG?Y
z`^WX9vsn4D%Y}P_G$ccu`rb<n-gQT39`S}sOf)!7UF<ma64^7e!q)rcw@J@BvR0~%
zvuC8m@UK80%~I9rDJ$CfE;C}y2}N+;5SGP{KP>`n-B2g@8hzh(ALq2Rh7}JHG4Dmj
zH0lHfs@>dH`w-IEf}lSnJBrEH4U4(wPkdO2M1lbLXdFW_WY>`iB){>`=hJJ*euT3{
zNzr)5qBWn6g9g^JjDCF9bjfYAx4>xX@XOcykWV?$Qz;RRn0G%!N83;nJGFPRoVN$d
zs404$BGWDR=_gtH_w*|@d<6}XMUm;c43B<jSngeojWeb!<<_P`fVG7wpdyqel?GJV
z2ATz;c=NNeg9{EU>6pfuf1Wr`JfN752a-Zlr^OUfqKV>9uOK7mGpRHDdm)V?8WT&I
z;Y#=k8}e<HI^VK^1Z?oSt;u5(nmJhR)g@>h(!USGV5bMDTqG!@lCPc-7XFTM3p=!o
zlF|#K<ciUs+Q+%Ob{}RqkYq%6Fk+=V8guA`;BnTm3;P*Xj>nJ8Cwr*l4D1K>vGFhc
zZpMAT<`IRWcmg>6)+m$|vM`)=NCs4mIZs~r`TUV$0^hal#m%xWR&>8PNzK>?=!cWs
z*VCRJ{i(Z;C?hF;0PJc8t9G@xFkTpT_|MPM)$hZ-Xvz&D_hYIHOJO75qqTx`l?onz
z34j=hZ)R@SQiO{Ynkiqa-dKO*@{l&Q-756z-uV`Zej9!SPs73;EW$KXKdLU;tflfl
zuFZXksFzfVefW}CxK!g5j=MDtOTdC*FYrM03K?<IFF?T~#Uy4b*#oh7Tzt=Uq`L7H
zMl)2r*NXe1qtU1((&D>e?(+zaQa>g@YCtZ;?&n^ODd1T$Uv*b5YToK-740JBq)T?7
z=3k#}m5(1%!tDpKs4TVe>^YNPiWvD`rC_lGA@jc5xr2>sI<u_O0mIeBp6JPF2`}2w
z9sAI^<8gPPcn_1BI_Iz^0OKR$Y<RC?4^aj$1wxBz+h#aXyM<xf$pt-m*m$!7D!P3v
zCFQSxxAWjwG<R#9T<+&))dWgE@5{*gpL`D)hv@Mg>W8zucO&v8+a2t`xdiqwfmr`L
z?{mex2TzUr|32lAz97Oc?I^O+1m3Z~OxcL9aT3WWzB+MSi-p}!;~9A;XYs3jqMwu)
zjW6k!UU5~8x@Lltb1X>CCSnK65|tA}wn`SXd<p0M`t0BsKixtFz)hh$V*;?`Btz+`
z>#{%AoZoccHi0e~DGvn`0DA8G_4KVvvgWcL(?Q<m_oNC+;MQ&v)Gx%}Im#9OM{ARY
zF4S7L$cx&;r`@S*C<*L6s?ZaQ;594m&=XDxOn|buhZxkvJurj~m|?0)ys;ZPpRE>&
z%dX}^`B5%Oy0TF$rv=Rl=+-EhyLD^r;O6p1fQ$SInLA!fN^{F@M`^?lUAkoINWtDZ
zYx)r@<8j=<hoxAQgrA|uas~7a&nOZFO!(lBx*}FrTn&39b*ySDYh5dhMHA8Gutg(i
z)1m#C{6tS0bb?@~&Z3v3(G9m9qY(~FSh;GcX?3DRr2zgxISRds5?)T2u&eL@#6B(|
zzEp1{w1^Dq5HXsW_bG`rt3U3o6Tv_FLZR`7h}CHYvzo-1n5<yD@WO+}gFv9&u$~@<
zF!g`s)F+z_v#`tU)e7*hQyB~TNfecwiiDSjUzGTX+9f|VpV{r{gb&uNX%b-m*IIq6
zM^vA5oxa>7!33&8@@^YGZ=o&5Y>ub|mXZLYx(Oz*DKVy25`LXplraIFP@Nc6jCAj;
zfcG>J&e1i<yK@<(d6jNmp;6sCs{Um|48Y^XaPSMpp!0`EI6?G}Jje{AUp>I5yuVAW
zqt9rQYu`V!i9SW1NS(HRS8Ed@&}ji)vDze94>36D=lj<)5%EunhS##ODEl*Bv+mq}
zZCn`fk+AtP+;bMg>xM{LOTLAx({Hz%yCuX;p@Fv{%aIe>mB!0)Gr5B;uj9{_M|vU<
zLGbTgZ0BVYxLK`}jZy32`N7xWW^EZ-dB)wJtQat9T5)oz{)%`SZli;NaKD&lJ7T<p
zPkg(UyYc=|#07C+J86spPbhtI+O5M-Kf{wXw-@%xpElD;gKx&W8v1P7`RMJeYi*>`
zap-4ojk8tPn845xCcycrfgUk;W+-Fx<R!hMGUltBd3?$ben&UD|7u{h!8P8pX97N2
z@BC?7=o^M3Mbjo>+dl5_4A|i0o-Fm+Y}CtV@0ftWB%YWxYajC!yAnocR6-bO?ERJW
zzS-Ss$eE98fus;C_||9t{C6}$>_(gR&QwNs_ms5NJ{RoUmeITY`0R<*$7V(iRLK6F
zi;#n4VzT<q<vua@*|Rvg17lt)lRS-p*r>DX^}*8T)&${vS4VfQ3HGX=symMGuK1N7
zsa4S@T9hBj&uuec3J6)70=C1y*sGdVS9Sv9*2sR&OA!A>_t@KlbOJeaL={N!xZRi%
z$57sDEkg`2v{!S-TX=*8T8^})p(AgcI{wLO2}-fv<L}44YdWS-qy)>{{!tHa)5k(0
zm+r>tN(~2;xsxGpUR|B$Yi=C89IDy|sH<A?uF>uLZ2YGYqYG+UjH25cU(%bi4#tN&
zOs$ZD;}m}EkS2MpvXsh<G+fZ}23FLKi$mTuBfk!xNh3n|rW<lHT<i4+hsx<UDJtiT
z&nYbPQ@OWMIQ^yXShkR)1)<5waZ;+@B@BJ9M6BI^U|Bo!l|I|%m~ivODNglWd($}r
zK1Z&<%*!!g`u8V(aj~S3-^e$u2RZM12f}Ujke=ufPZT&T&{g$0)xX^-{FTOp#jWM;
zpM~;=*7YxloD>>WW&-5}qY7!pSE<Si^SY!$7LDz(d-R{=sc(&P%b6UhT(Y+_P_h>9
zi09iIa}%F#;i&i8Yw+#U$I|=kBt;~!u-R#eG53y!&bw)s%3aQg$_V>(+phj%0^-2t
z49lK)<{tW0NP75%8c9sxPhBS9-)~<PRY(s!3shIfq@5PK!X6oME_?$=%l(iZXCwBa
z+V)X+T^9~as(%vSIeolow;{I3=+ybewmiNowAv5*Y?^PHjV!O%y7VN9M&vfygr(kP
zz}|-oRW)Q0;|&z2?M~EYw%q_N@%YiN&j!4?`%$}IfBf`tXRb!dK7zETH-|yA?}Sth
zu8kfsX#C}CSh$tP^I|aiCQ2068*b7t{M`T+5n5>J)p*Z4lHmFxc4J7BeV8WIh?$#$
zY}hqQqXS|hj~>pd+_z{Wq-bHxHk?OPf1P~(MZU~+0?PH6IOpn{h?SoX=`by?NY&s=
z({b@CO#Vt4Y<8ae(lLQ>2R{prH+hONHF+$T+|b&NjAI1xd3AWuh!59F<*FaJG?~kR
ztXZ=aC4pk6<s2ni5W`!0CuTeFo(#7w4apWEQ+N=(bCRV~XDpM@P?<8mXU4x38tUfE
zA1PmbT~L{DLB#MJ?P$kZV0$LArr<SE$j=~O8b61x;Q%P(=e(9OA;n}whhNcz=1;as
zlr*4`WHD<$lA}Q##v-VFqfb8xqCxqAd#ZZyIr`XV{RbWHqJFlOiLxsmygC!dZlLE-
zE=h}RZYTP$BrR9@mkyMB^b;~cQjLMmJGidnu&ZSlf=9IbaeyfA=6rm#zOE`+e0fFq
zB+`wa7sXC4aa&@@WX|`7T@L?Q_t8(zvyT*s4CtWj9R`Mj9KpDurl@z@<c2VKq7;7v
zNufS-B&({t21<q?7Tv$A*fXNWjJB2r_G4Z%fqwl}#=bbP(?jgS9v*g3DXYCKm-BG3
z<a)1OY2AW_o%#tMB)cArmNHQ75QQsuRRqg#d)pKCIK)X)({Foq2S0fbp7BmG#`Dm1
z1Ajv3Kjrxtqap-6EBLcUdJLTT+gtwli;z^BoxP2w_G8QV`ax|UsX|U*dyHJVnRASu
zg2^X6Z-+Shv@Lx%qwKv|;yHRg-f|FgO&XQ*UNArM1cWVoo7&YyaiW)R)hd0*WI8TP
zp3E+R(k^e?54x6svMdVCpQ`<kExS7#{7NwoLQWT|y1)XuXS{qcfT^ay<f;BXaf`zV
z>bl)>{rLGJy5sC}z}ZF9`)aHhn^R0+Mw;BHqzKNgri#S8oixzr&5^vT7G(i{2y2!Q
z=nzd(9N`bTC<;4ZniRir5Tuowf4#LIwI!Wx%+JwIB$miQ-X2_HsYvi_S1~jp^_<D6
zpsdiQw$t<7pl+A2Ekf8u5+DI0rSbY*1@iHVpgK*=x96sSju58U8pY1`XIKGq2#@~X
rG5t?e|L;_Mz1Y#QPkD6oQHOHtsw6+ljE(+Ck76DR{{K&W%<+E%8;MR^

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-82-ANNUAL REP.jpg b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-82-ANNUAL REP.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..859e487a093b53a67b99772858516f9ec38c5262
GIT binary patch
literal 2618
zcmbW1XHe5?7RLV}gitRaL4l!2M^KcGh;l`#%B2a?l_nBUq<2w3M2bjn3Lyvq5{z_+
z6cJ+RC58?Hp-9yT7;4C(_s;Il?ta+a=gfJ(oM)bSfA2eU=%e%*fXh(VKo<ak004AU
z0DS_u0x&Z%L75=TP$-mzg_)Hd#=*|U#?F6?hZ80wAR;UzASifJLSFi$*lBS=K^e7E
zr_U)UD=UjgpTDTCs41_ctoSno#KOYD&c@Ei!NI2}Dk!S>Ka2hz;ARGFfJb1E7{I^{
z0&|1t?SRP9Jt3f90{#++0n7+tf-<wPvK<*}xBvza7|g&3hCmn@kKEx$bAXW>a!gd=
zG82!fBUH>AruaCyfLUC-qLtTdkRqYv<P*uldi(?*zksBaw9F}4WffI5_4686uIlLO
z=^GfD->|T}X=QEW?BaUI?XElA*Uvv7Feo@AD*8#x)7WQmDXD4c8JStxImp7-Ma8I+
z(z42`>YCcR`Uc#Gws!nSLPuv8@e^ricw}^Je3m>nzp(gaX?f-Q#^%-!>h{j=-cK$N
z0R9u}==>AxU%0rBxEL52!Hm$KTp)(PqXu&`LPQmqj$Jl|I(qYnDL!U~X(ty{w6cgR
znNfJ1d<I#MODNAue*cN~i|oGxi~PUH{tosJu5o}J3_AKeFgKtDZ12e+AF;~3MnDk6
zJ6RiIQ5g(Hof1sP3&`m3OH1!(=0h!vcZ}Axa1pYL2iMqB;eCSzu0MEV2MqIrnX%dJ
zcdW8*z%K|AOC|c~z#&hl@z=Tqy#py~{*+f&BPGGqu3x<!8D5=qg$_i2{<L4dYf1-L
zno!%e8(2+bCbjS6#ebU>9H9GU3isW(gva#?=)earciQklnSPj?hjJ$$^t3mzk&IcU
z1K;TYbe~*}$|XxGXAN1~QQ<OWH}}$;q9qp}G)G<ZSoxyf>TB@IXtcHm=JJx2KngQ(
zyUi>wM1%MUw8YDM3F1BR;+ihPMoI>hq2Xe(ZDcq97wJ;0@Ecc+l=(Jv7A|r582(Fw
zmwZ+^##Qfauh~TTw9s^8>w#Qd)qo#O<6Kycgum0N`zlkaJ@+<El1ByltlV2dny#^>
z(~6y!$J6t2J>TA%>l5;6D2I`hJ^G-T{bi5seozxt-}#ILv<JHtd#KK}2_%+Gme`6+
zVP3&WTPC;@O7_2foNEhl-N;A)jQv%5;14+)syQS$7Ei8QQ*(w3i>{vteS}Jbe^vH6
zHnDPBPn7M{TIiri8M$dp-kM=PdC})8rNSCkDvZo^D8vN$jF=_h5Z0mRuop<xom&%8
zf@R*Ldn4Hi-7Ah$+q%BRWHV%(T%Qta6^afJ4n)4im0SAJfgL&!Mf+|ua404)xkU@K
zHj<j~Ug)3VUCfCo@-CU=m-M;3q=XNVj`N$YTTZMFTiygaICMF`h-x)=`0Q&|R)Rd_
zf%kqUIL{_=Jky?<#C8u^;_S_>Y6fQr-R~;nu(S4;y_DOvANujB^zIP5^uM<6N($go
ztvscxku_&$pA2f#0Xve)vxEA0i1ZT&Sz1!mn>SnrzM^)UQN34Y#%>#3&ai;weoY;3
z5>IUO!@N~@jf+QHOqwJqzEdAnDXC`BiH=XdMSfG<N1Zl#WWd8@?r@Kc-DTGz7EwM{
zj{8q%tnZ^%b8h%@y4sEz&%)r=W3S#|5jHDabscCa_1g*#_xu^h?Z5v%>Z-}*Q8m(N
z^+Gg;^wsAQW!=v3%*VpO$C=5!j@f^ttw`#Td3AFKzG<Gp=5Fn4POriqgnPK%AkL8P
zWlNa8d=M`C^r^B0aecd<>CSw<VN$!Wc)am5WNb{<^C|Rjbi=upbtbg_J|TZa)yOf3
zQUQe~SQw@R=aKKE=t^cS7HSF#?6PL~+`k~0AlsKu2Sg|l&9XJtZ|OkNj@GnD-z!e?
zN!z@RB_YG)7aqNh7RZ|Pu{@Pa=7%v&@@2P1@!_6>hKNYHb?+UWSk!%#%Un;A5`~Hx
zzqc`exc;0OdzrLWFziP}#B_8eJNRRkHr)fSv*w>YZ&{wizVl+@Ty2BbR37Lex~+AD
zYBY;p>v5C|tvq)pZce|Y6=KZ^9d6>(9w{K*<F$U2#hE1#fGQmKFoBw>Imhtg?eE&;
zrJoPF!V8UT9Ikj`2b(OwSgp-$jk?7dAN(P*Z1w0x(5ih?-ZLh&XO)AY<-?~J;qwlB
z#52#AT`dXQvAmt;AhYUS>h(;c&Pg(+y1QK0q@qwT&uRp5cMnpV%9U}Q-#dj+qodkT
z<gTz5<t~nJ@JJg9GY%|q<w{GS3auj9IHQJ|-C+%mD}EYuAa1VCGIAj1;ghHE+1J6?
z`)aCR0#x7x{YFv|NZeBx<Iyx2rr?D_1j96&Q8n7ASVG?hQLMU5Nu=$Nr_(kbzjx*?
z{4-Y_&Wt+Oox1e~0Td2c$gSHDKPVErKwJGPt28|h!_3pY!D8vz3%Hn6|Kbiy7xgvx
z8LdOD89ESV+1x@FFRgek$#C|TO~)rXFn7qgP1wX{y>usVrK=V65EloIb{VpHZT-~r
zGG+SxU>9Qkfk%H$5}VzqLJH*Ui8}b!xCgSn4bW?P;6#CaXS3%&7MZ+&bBpy-t{rW!
z<eXI*9@}aDu)xrB)idO)imwT!H<4=ad-;mos|L#HID<&fq$~K~vgb-1ufylv+zC#3
zSnAlf99ytx^p;Ezh7P=4RTG3|Hy7hVFItXVjkcaj=x81*o&Kl+4<FLn#yc$yX4FW#
zjanK9_y&CDCf(=bKhX_+$GWsd2bgSaUu@QHTnH$u3R+Rfmtv;{VbJ;f(?-dB+)2(?
zT^|=>+t2z)BXl!r71r%z3yD?V8jVq7k(vYROB})YkLX~Zh+w6M{?}6o5~)9m%rz<(
zUSoc%b1ox=xqGX-)Y`|dc;wXM@|L%I#TB+yIC$qR@k1EeqU$NOdW%<oy>W!bKP|C?
zRSm6nZQHzF9oWq!w;)p;7?38MR&91Wm=L>_JCSJdSuW63yo5KI_M|kTACsRR@<}$e
zE2%3no;J99Gs;#Db-qE>X<4dY^6&$x<;$>fSJK*<Ylq=32k7D2v)g(L1{D!FE!pmU
zu}tq!Sg;!Pco7}ARQd2mgd_ac=Bo69L(MOP(a$_nTJp8}|Lm&z<zo1ms7KY2pItMZ
ypB}ZzJlN~py+O5+LS(+JvegG37~n%P@P|tWC9Ew|BI$ODIi@Lr5CakV*xvxNSO6UW

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-83-NVIDIA Stock Growth.jpg b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-83-NVIDIA Stock Growth.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..ab78679d5f4e2e1d7a6d23956e4662a85202474a
GIT binary patch
literal 56955
zcmeEv2Urwox^58!Q4xtsY?6W?A_$_S7LhC>IfIBOK|mzOMi7A}gMfh0<QybtS~5t^
z86@YNng+UWIlFuA?3{7W**!CJpL=$ir|3{sUG=9gz3=xmb{P8&xFjnnBMIQ(000j7
z2Vlnlao{Wg0U^PevxJ0%L_}xLU7#SoaQ^%SYBF*X3VIp{13e8L9V6>aHb&+fEOd12
z0@rWc;^E`tgRtEbxyvhj^EMyv_b<UAA|kqQ{=yYv;w!vNbWFVe^aJ|^AU%t_b|w@L
zhZ(>n#la)R!8QO8@IKGr{PY0+`oO`(!#_hnc$VngdGLVZO8_no9v&_}-kCG__~6m5
z;C=v~^b8pjj~D^Dq5&bZ6$S6xkc6`=5Atg%m3p>VZ$EqEL3EDl@)c^DtJm1ruXFJ6
z-x0WbPf+}!grt<TjI6SXs+zinrk3GzqZcoYO-!wAZ0+nF9GyJhdA;}c@r8$meF%?;
z{1_FTn3SB7nwFlCSx{J1TvA$AUQt)y(Ad=6()zWxuYX{0Xn16FdS-TReqnKGd1ZTN
zcW?jT5Osw9-Yy&f?=Q^)|No_7zi1aJ*e+ard^~)@@9o0DwFfsmQv5SaJOpH7ii8GM
z<jlNp&r&=HNyx7yV!5rfMfvPa&p9eqzUiym-<$SR%l>-}^Z1uq_8$%VzwH_YF5uyS
zgNH{7Kmp{jEUcwE0SgR`VSy#eRktfxAVfhD3*=pa?r9B$y7eM<xQ$`^2Uq}o#%bz3
zbWXVkx!Oc>N>zlDB|-57=g;kT>jT0LQFd@NN;SdJSjGZ-hKf>f=$!c=Y!wYVz0&`L
zQ2u{3c$5nm0W9z?j##Z;(Oi4YNyjNC`;wLxk6Ntemlsjhg6>H{TEHHhJv}$qpr9yv
zWk!tdRzj$h2<81&KAfA5%}zuB*<)Z+$KHL~d9G%g{~PY1da!gz*sl1iyS^f2M?sY;
zqPO1KBB@aJ^^ry~kIFPRED|oLD9n3}<^*O%w9;?ir%zUv5VV9p46*i4!o99L$aiy%
zQi?VI3*{pEy>FU>P~#+BWw$v?-%S6_=%$_XRt48pl6XUt0>0$wRrQaSAk1fie8r^)
z438g28KiM_7g-;dU$y6;9!h%34WPRTZ9-Yo83feDdp^w3*uGZNGEaMlxvII0e#qP>
zKk({BsGKy)*T_GYUOh4Nif54QrZJERXa95iZTbLj0YL$48OsJm%N{5^c+!&^Av<?g
zq5G#$jK3*6Ug~KIbWX1u3#_h#bNk#r@&c?SEeST{4?%O8wL(o4jxHBL(Z{e;+-l2u
z$j<epsr^|(jGq=TkSj2w&%p56a${xiB^F@evQrJ3(ZzT0dlcB3dx7?*LD?j^J-U?G
z|G8}wJKnRhJm2{7B`QH>+3wMm=nqu(yw__<d0MI0KjEN;6timi2mN4{ucYI&9m$06
zh(1fc=xnWNS9958_RB#W!(gF9hB=+`J;Sn!x4Q%@XIU7#39rwR5E|=|Z#9e_daw1#
z_3up-)C*q_m)ivtkB;hJ(k<qgneLEov(+Aw-Ru$^+z@r<dHBlheVXU=etvnWtAfs8
zv6=HrGI2B4*EwXLk5fF-Z%Uar40a-?SGh?wo6n3XPz1MJ^O%{G53QR`;<ST)jK2V-
ziycLJ&O%&P*}piSo#K1olIL%4I_`*OHM%|ZssnL)R&|22Hdw>7XQgyBHzjN8ffr*a
zMuHh|T2oa8Li%U<U+QmFr&e<nx0YAtBa0{I^fX(@R0uP7&T=@kFm@9>F0gk|-KxvG
z5n=CN-%alcjkQyKn}B*eCQ%ck7;$i@)SoIwt2-r4U56J7r#Pe9br-jE3CPrn2sg=k
z7@{ZH=`;3$kh5!A-8lZDzS34)ka@~P7k#BKi`Rrqco35e{i?p$y)8@}Y<U72oWYMc
z!dZdrud`u1Ohxc866->k>b|3MK+m7+?|&?Re!q41gTcX#D8vGcBI20pWGv7vFBK0O
z6lt)b3K)};8FUA)AG$iKaEjmWM0nyiYJcjSwnKrF^rzMEKeifvXY1hCO}jH(FERI>
zyic8Fut0ot(0$N6aefS%CpMS|$%C*t!gSbB5duw=zDEK|?@jcf!W=uEB%D1S_s{Jg
z^Z_S}_E3D!>^Z5Z*Rz~gL<lnuvRBo-uH5UllU53aSMo3A-9t1+SLJHH)bKu3B!KEf
zm#3jRH?HGOadbiKo=|%4@z0Bk)P2>-UF{sba^n$g{)D2U_PB(-Mc9|=S*vgZrJ>K!
zrmKeW?1}KF6p9kSFE^LInV=(DTLc<|zygx|6b?xk$%&U3WEvLe36KD6ri#+Q#S1xg
zMPlCSl}-m8QS4cww>`0dM2;id`gJV8eBg}*^ew?jp`L>>#7KzHVyd2kC!5`;Df-*>
zREV6-uFgf6SfAH@m@xP5?oGH8nV|b?6K=~KzA>4bo4E!hrT#|qQFR=rGBfTs6g8uz
zeD-u*pPRF&7S`-wP##a`-QwSHm@BCF*=UQ~X6kE?jCls}I^yEG5;#Qzl@f}*#W~zM
z#R7tA3FgkgU2aSE*CYwe;_B(&O}am&)c;uG{L<G09uvqriY7Q59`5RtvsRLccpDt4
zr%bKbX*t1C9%o8V6W(xhSC5pVmEdIIyiS<p4{1<u-zL^hf52Uh1r+*c8%2V@vM1I&
zpA#a%*W+=Hxpq&-F;hecvcQ?2%lYLX+rq-4<%m-Fv#SgvVh$>}ZnnYulFc(nAh!CZ
z(_QCd{@00c&i*^+*c07<xrv%=OPvH%be+N!us{+GTv!n_6fHnKrQZj-xlM`gf|jGo
zpxr@&shPq8_w%&3nor<P0;dkOSRiq*D(v9HcgZFWO14r^r*RIR@PKnXE&vPY-GVI@
z#}jMqLVRc_hYkW`bM;LN+e6H#d|$pmus*r|nurB8zT3JasGg=yyUiVRak%u**6cR;
zZ4vH59Pc+)XgTlYZqTvbN|Iq=czeH<pOZI{>czQCUYWaqI{h}8h@8q+)g31h{|f)h
zk)(bJ<{Sifj>gC2E{VRv8L9?ufARO|mA6!ixNFNz+Bw7{!Q#Ha2(^Qgu${%ZyU!QL
z=E0>fL*ivKR-~CdaMNP+GPPO=<pVOISu5u9YMA~I3EYKwwpRUMVbU?;EW^sUWBI#)
zc<(P?7C+hKhUtVSpuE0~jlH{dqeo}#^9#aP{_t8Nx|j1TQxw1yrB-b!s=iJuCHp#Y
zLuroD?WTlBA;PchN(9|iNSEcVRtcsxF37cn8t<)NH7b=Mn3rJ<e*cujg`GM>_*L6Y
z<hRv_jGd#OKQgZ7v$!@d@j?YDz4Dp_$Sx)BN+?pn0+K#N;EfXyxU-a%c*~+nQ$;?>
z0R4MMgY$;84+Chgt1;R#@=)hamUU=G!2Cq%-}6$huic#gKr*d1oT-p14Gp)m0Td;a
z`m<@D_>yv4n9G*fYuEI;1^_f&C+_<s=z}mUAjZ$|_Pel(1qX8Z#LI9+4-!Gov7?-`
z@&^Cym|;iwtLxvkdy7v*d8XH)h$DN2`TH~~f0JK-KL5SmP&3~seQCrNN}X0NeAa+A
z2HKl>iqIHvERQ@E9mWD}?19e>HYT#79n#ZU<*nrkPW9S$nL1t-b4{74sd3NWj(RD4
z_8ILbM4Dw&rlHn=V0fQ-kio93)E>q*!7ycHxz*2DRb$_}O`w0^E5cAMZ`;Ud#4XQ$
z=kuG=?c1Ww5(S?vdGEG|F+A#x?Nk^lomO!Xn{F6@^)edJ_xeBIvs!XJU3G$IeiS56
zS<`XtwwW2?3gSjQ7+`#pV<_aDcp36B%L(RXOWR5qOI_kuDKoT1Z`Na+caxfcUUox1
zw~6yS?S^`Ofww}Doblzean&;W{LkQ=WBw{i{;HvZN+mv^HjV$K;Q9XkcNab#gL`ti
zZjCoKMpXmY0$&?Gy*T%@K3({^S~vxcvTBjJxKwq4<hh|s!eTM;H<GQ7`UNk3h-P@3
zwyaogTlALcBFxXY$xIRsWZ0%^PU((J=zL*~>u8VIkfFVjq2wUECB2X|u%|1e*Eia%
zQY05+$5c`xhHt|dD8>-Kkk@nniXgYAjR@}c<_+`b0<S8G8yg$KS}q?a#QNe5tHxT_
zM=SVzgL5f$%g^6I#p))7-q}}IqK4sV6+Iyk^`16|)W=zyl%!lmFxd2d-D$ffXfz(d
zGIlrTuO{L-tskye88Dd8Lh=NZ$|le~a>XUc4!6nF{syAu2|)mb;{7v!ZvVFrC?8+}
zjl#Yb8J();jruF&i(8qZYI#{$AlEug3-V1oO2avBphNhPN;zYB3b?MGi$_;SWS6?;
zjB3ivdGw9PQJs}sU_+}a6s(~01j1b3e_zs99zSQ9s8kCNj50}+DjB_$e7Y!H=qj(B
zaX`tjs<}L3zUz#vbtL43kt(&x7xg8LnBk^6m8wCN2XlHPZ0blo=HUg`S&PIZC{!<i
zs|Wb6wxhJaiy8gBP6w8eKMWG>DEtHU?#^%ggKMY!Xo9Ik|8P<Q#yt`gpyv5=Q&iN^
zsWl;rm{ASn8TdGp-<gzd+H4VdImE(gqP-e6p@#()Qw-Ee&sjz~+G&F-*z$o+Xm>BN
zf1PjmQ0FTJqQW!6GCq4^v?lLRtk0apy1gBGpjB#+IHoDHm~ZBnbeQ&W9!VnGn|&It
zHPz^nRdA|*q&)!djhLq;zSi{^zm~xW>ZC3di=?TRpzJwkmBygK$s8*85OjAm>i!82
zlqA~a7xrS%--j~eFUI_13o(!NA4E5e@zj2BGk?mye@%v~nPUnqjTqmG>*$tFc-++9
z-b>F=qnPawcz&%{{e|z-Oidr)jm)}6pV=E-*}+j^s7dhaJ^@m;*{Q8m;+u!62G{bq
zBMB8>o_`Aa667@U{z}e_MnZsLfD?y5j?Peyw&fe>5op76$JIz9ob;sIO1r~TFAIKZ
zI+(MW6n%*1dS!@*3+HrFF_6(Ze=?P|q6F6l8=~d^U&*&$+yDE?ysD`tEU*<;n>lRC
zmE{^F7o=M3ab8Z6qc7|3g+76_Clpqz_ZdPYC<A6(ukC901jd>;ndA4ymxah&FzD*c
zlzJdVeHc&tJo>t3#6884i&r>tRgU{we*%H@Ue0u#Uy36y>fMK49BxcAZFR-JMEfdB
zhu}4h00zYw*6H-3*u?;M)s1Uw)B9%Iov7D^;}Z|E?<3mI7i-h2bA<}cxC=?A!fmD~
ze3=)iCGnLivyF9!IRa%2-8sAViOC;t+51)9vyUH@N^4Bl<qw#nntiU6A!&3~iuSEu
zwPQxHx#(CUgzSAtX7fQTZ~bHK1mnfSH?kWlxAP>w=;7?gUtDIDc_M6)>z#DHg>U6s
zcF~vu(TQwf-=2>|YE0&E2Wv#gHd!0Bj$obyD-R(<_+<BYfA`OT*FPD&OQ@*y_=?Bh
zkVR)$3E7SAtQxHAe6_b!GvqkVJsva>a5dLQ&&obi?w~R*GwoEz?JH-5hPObgnC{^c
zvg3$5*5^%42-ET7l$`AsG+$fx%dC!@A!~tCTD^UHmAd?AJ)p5QCjmeC1RNRD{YG5^
z9XB`kbfH-u0kM<W;CfoR@oS6fzx&zmwfM{eP?62v*|f(M#ZjOQ+ol_Ch>8?rVD4in
zF!Lm6`)DEXZUU22Z%9pV1qX)H7vnh19NFR|0<ZK}R??lp3zb(J_!hk?fh;XyRp6@f
zWuS%dC=rU3XI~elsX)}PDqJv)JTx?~QXE&XWV|?U6%s+n7&2~spQ1_#zlLjw&@V5^
z=<_>1C;m!*0}^5(l1%|i33PwO@=guA!(++m=N>zZu+h<gpzgkeEpqXBuWftyIjMk*
zgNE~O$8dQX&CM|M1>2OLp6C{B%iw!x+%%sXxp7mFx6}~*ga8uwcwN7CJE+F?!&8xW
zmeEY2>P<q$7Q&}wyiuDaFS;=AI5xt+wcOx0-q&7NR~pz%cn~ZDV-5jC>^L&rrB|$?
z3-eHVeR>h2bK?`kQ==O@+&AWkIPeA>@hOF$UoysH(-f-VKpCh<$O$zWEM2TcbXIbF
z={{jIPn?oZZ*z9eFjZy@$lXl7FpbmMcn&vn@e_{r9-zu4d;Vxf;&YX@I&s7cA5p1P
zV%<ddd*-tB`tlsxse_53On8xErb(|y-`pN8K7k@oQbi{}x%^72f1(yYixpCa!?Lr<
zPXjwyY@J~9(R&JZB3XjP2C~9^u%X~jp#zb*o91hbw{^be$8R_v<4opbff>VGEZ|nJ
z06jba?WlsF-3|qlq}z|VZDk}nhPLuf3jIc;_H*Eia~b+tacj=DZh3q90^NT1EE73L
zhQ~DSGnM!niVe{#l#8r1QmCsuODunu9YFSDhx^x@@E?8lyF2H<5{>+RFV}w^3!}VN
z_yh3lJ`LZ$QN)RoVo2>^cy|$g0}Hs;VFAIqZPA)hQ?8s0+y$}Fsd4@7+;cJvCKp15
zgi5b|oQvMJI%>bwcko)L!*YafpXc1gmi=^#r)AV04)YA@)5vg988Y@!8EQp}=Y@0t
zXUj~qG%J||i{xt0hi~vzK9i}2!XvHlTBEn(XDQ6dU`3PFNWrf2v91Qkq6)6-xrm`j
z_GkBsN>Y<1C(Qy4`uwy<@VqNo&YT9rwE92y<rEDIXBi(XMi{p7>|e`HykSgA!IAz2
zc#0#ZS9}9{qdIwFeyTK77b?22a%W%zbU$n;z<+-qKKmEn{~=J#FYZn0*P%TQ`5%IT
z?tI2SaIycpn)v^x<8~pJq<dF~{3jm9NOiyF<Si9erGt)H%UDd;;&qJmKvHj`)aczD
z{rv)&O%7pE^ZjaJ=Z3c010X);c36OvLn@tdP{NjhxKB^J&u!(QB5t~Zov<6o!O+ux
ztjhD`$p&IvP^LVKzJo$hKc3;^Zy0O9*;V*CrA+bfVL+U|AJhMe=MX;z1p(8)#6<4=
zv<m4JFHyZPbSKQ<16DX`A8lKD+r~5%_VHJXZp>SMOej;c5DdndbLEsgK=;WPg>Il1
zXw4j&^fW&)=k>?2<2F)8B|8L33=K;5@@oria&P)vyQscG$eh~0?<ycsB%qbDUmaU^
zcb6@gk*)h>M*R6AReDaX-u*UZ>l9O}q0e|82Rq&Xn$Cvb=_j1%Pf7d(K_qsUT7(_Q
z=8QQGP@7(}NgJd2q+ln=U4V{$bx3ZuTOAwraqZHKbI1v7Ef0kS!ivq!iDN6o@C{hR
z+|O9ulOsENx_&Va8M?E9*;uf*9(z_@6J})o^i>3<vG(Tsx$=F{eNWqOevWj-IeiTz
zTY?*S+by}d@XTR45##jEb8Qxg;Q7a7YR2<9!sO=U?<>k3-7#l$<4+ygj@0ET6l=*E
z$v7mF&Sl;@BMQ$JB@3k2`tXYMoxxT-2m>a6{sBAXU!n8;eiWKK9@N_eU6}Fm==?#J
za4S{5afF@8js$Kb5DE?G5{~msak8~SlA*TN{b2TLh0r5vW4wag+cWo%CBu@JI~7JY
z_sz_ly}G9S^RFu8k8&2gP<hZ^t12nO2ArG0Fw0-*DKeMQ)fydBFN&R44kxO#SVOzi
zM+1H{lCdU6(>NJgTJ>iJBZbMeWysF(%t+v0u)!xgn}&+MQmpU8K+%^wtC`(kFYw}L
zxM3<Pi5XUhta*2fSEuS$T~b!1bQ#`Y(ojnw%J18;ue3&-P?m0U>VX7@XqrhpfkWmX
zu|N|8*#MV;w8hnGv+HsE=brn{8W!jG<HiTcYI02vh;sAlJq(jdGvVZ_kQU&OVSRTS
zaGt*3Av60z(-sR5YB3Sm4ZN!*)b*v^fQp42b!T(A@stI7U5@7PDLgT!Oa9F8?G_&n
zePfZJdSf-u+Ke<oT3Tl*=ao@b;}O|>ybK(l4!iv()Aqs>&8;<_;4Vu8`y27Fb0v*R
zuDoI=S%n}KgCim(tt5erd2)Po{nbXPYw|G-@B>y_bAOe{4MEkpH0=RaBD|937>;4(
z+SwE{l#5~gC=9x@f%xjqm;S$A-35LC-nkR80k+pZUyZiB)IK<v+q0Z*#W(B8eayMO
ziIEZRMZKTT;nGQsrEb{GJ1K@v=v%^e?3vyRIVfFu!fJdgQ%IfMl47mqB64y^Pj^Zg
z8r03`!Kp#^*PSXK6m@-Bvjae`Q0gzK2EWDo-<L3@SuyErmN%RdJ0_c-yxn=>70$T-
z6<b1ocyFRRhiOSby76I&bgkA5q0eobGamwBf@!G^ZoO@F5jBu9iHhR)1Lm<tI=;Y_
zdkp(|5`eX!Wjz)kHc{W29Mfp&yKha1u)fhoatvR4fWa-^cfI_0sOTVnfQxKl!pA%(
zSd9KGOR!Y>y{x?_1Q-3jO_1ELa&Dv5Bp$n2Z)Ii0x^o7z^zzyL1Im{=TMJ<`cbWZE
zipU-1YuMC{=K`u#``_z-8O));2}(d|OKmNF8a2<5dD$GxS5Q^Z8W?4N)#sp-^VwfW
z!GE%7e&!kfl_IBcS-CA&SHvskL!tl7!Zgh9)C+@L<nF(@(4RXd+c%yL+1`CEC<(0)
z={h<XC@Om2G{W`met!HHhML96vgFBYk4aHfn?I>d-S(-PwGw(uOUi5_{Ig_yS5zsv
zDAb?HaI)M_gkN|64Gq7a16IGY5%`~gF&sHCqam09Ogho)g)Lo6>IQk>eaO{+TVimw
zs}jb<f*>*tvX?>dJgn&YitCE5wvw}MM2X*mzCwe{Y0v5G8izc$yu9GJN0XfI#pM(c
zU1VK3N2jXMnn@*h(Xk`90E#<=xLj04E^Symb(E_L?`<2;N^?2CDV#I)l0S12<#V{~
z*A~#LO7Qv}VR8r`>hGw748KTVxlb?f59xw>GXF58rJEq<2RBbq{OgqRupdpecw(9#
zL~4E%Ir{(R^Q25u#pRO9uaV)M!-@2|)f~=kWv|TjX6(jjE+CZGL{@Lh6-Do?9&4Ri
zabD1_gUyG+d~;3rjcjER4OrmJ)JY{Wip<ie{7zVEb;)sC6PbQjdjL2Gd)7FW;G9}2
zNwOR~*IC1Z6(uO+{~1^nRP6tN1pDjz{un4WYf4{hIpVh7WEXvP5r>}4^Si1H`_IZD
zJ_pvi4$7TyCO$j$CzA>|Px135r=uKa(}dAa@X;@WPDC<SE{%v=SzQ={Y_A_=$vo8#
zI;8F=K-=b+o9XtsKn)K%9?yvpJ@wm(cxl+9djG2L9&XiY0|S4zi!DJ&!qR2pI|;Uq
z7q+WH_#R9cK5ZX)&HMUn-QvC6AYDahBgr{&#tAyRL+i}Aw{`J^D>%?tz;vmGr)Phx
zxu7IshPGef)|l>?489k%it<a#A*E>Lj5%k0NS!V9$n#iuJ-#Ae!B?p#>G5GlYLEa5
z@fihzNydh(%qs#HD;d~Y(66B!Oo{?cLM6c#chEPUfuXmHN7{Cxl@fsYk{)|+mBeDo
zyB)`aIij3JujvTkz41UC0KJz3pXKML!U9x#)WPOvIf5(HXEBT^)Yf~f7~7FQL9?Gv
z@)%ZM3UgL}N(!ToaX^|n^!578`Gq21pT2m@sTLCSAf!$N*_C3TS6V1@)lnpJzptD(
zyjr3pVE=faCRVy{+H%j~BP`o;6S0i3MoRnSCnmD1D!K#T&S}}OAM<T&vQ=(k0ld$W
z-#M@)?0-ba?Dqo5j6wg26OM`ox^0duR1va%N^keC;<2<4w;D`{jVct|75Qf_DfaVz
zuEl>&dY=KdeOaZ4+vW0svrwgW?1Ps<$Je=%)q^|AUKt<k@T>@_29ZDFLtJr?(&%T^
z$Wc)+5ng-kv%|dJx<;h)qC$@3f-#NinC>$ATCB;N2_ugYQsk}M>Ki%co91z&8)wrz
z#Ju4u7qUgp3ex~HC#tSySq^D+PDTL@>H<6~5c6<@*ONLjv_>)XI5&VUE!+8i8iB_2
zT+0+WXIDAdV`1KwG1Zj72V=YrowSVV3Mor8qVIG0VmZDx$Q)uiaGNVv-*zaZo0JF^
zXKAh6Q9HC-d-JT!M=)%U52s~ZcWf0xx%cjKw9wmBjd78_hT4eR*9Ih5ZP@T<M=Rke
zsmnAL0k6#WsznFClD#o3^)<vt2NP;l-an(%A74}EOI5dTu5(8-n(>I?BflLSm@npn
z{sr=y{S)%Sk)VvqT2U~~Ff*+&0@D(2$Sh-e4k%-_@>4F~BPt3XA;_@jpC3Aq@O-95
zUG@Ri#)<{Vwd^8-hew+&an}O~2$AK7>3r4vd}F#XRjr>kqLl~62J_TZuFG!ZDEMN|
zmmVF$n4cjU4#5>!A@@g_41a=JKL~05Hkiwgv709oy5cXv=xCWn_w(rQxjMslnEH#a
z6pe}Vxfh0&+-+93_@Zjg@;Ks}^J*^*+D*Hce=RY-&-_KdMN^)OmjjqV^A6-y@?*9S
zp^Ia0%CAcdh31Gv)*;mw#|rju>+LQWNKmL7#Q#p7-_O0kzrFs`8~h)qVE!{PXB_%L
zzL$326F`J<G%h7Myx-H6O*Z)~uwlq@YE3dDI<+|H=L=~N2zZG{n)YA{`2n(@4SnYf
zL&#1B^1=B7`Om>`WfB7Fmyi3AWyqbE7`bgX?Zs^*Q@^5wUG%?3r~B8b)PJ1+M~SO9
z+Uj^UTBmMEk=>E$;`zk5cY*PAG;(9B@^^aWDpx<6=gd+&zIY8sDmlcTr%-zlG9z+X
zUz1jP;MHaovWD^FJ^ge#c#QJE-UL<mglXj9f!(*+_PG1*2(h?S_nSQ`HaTW;LtOHm
z;py6XUoM^>`$~tmWYs;e@)K+M-<v6{#*kopC(UkD-ZLB|ctDhczCk7!7EcZ{_(dL=
z+yo;TbQ5K#bFm5f%A4v%r=s+CdY--`pZK_Mw;^xUAC|`^3pqD|@!MZ7Iesy9yI?qU
zaFCYsdFfkRNl!qfUs2Zz4lfw)d-^+uy#6Nae);^n3O`kOWyO+SzRDcQ?K<tThrKP$
z-4_NbW<=St-z*85S5G%ZiDsD7A9WIjYNLXlY8&(6XiqogC+jua+MsI?qR7mz7P;oL
z<&vRSo5+Om5Fuc8V~5tZFsUi*k_%_*L}JH_3~RgYvadxxnU_MQXniTQXC%XuH657c
zvdrYnw8sPjibfa%6bH@gpQVa8J+;fCnJq4D;3k+DpT^JE8N1Cu_^~DX^7g3JeWIBx
z4Zf)>4st5RUQA^X``M`u{nta;0s;q{pPcg$x&FM=TLo3s>PRNf5SyG`vdlQ1!5Vt0
z9cR-EkDo0d%4q0>-uNB$m>M}gy&bD%*(rh4;)Bn{sHT|*6ne&)%w5|>Z$iH~yMO7%
zx2Nh})~DKQF7#!ji9-mEXB!%aBpGouTudfl;U62K&f@Lbep&yyNnE7bYrNp?3C9?v
z%w8+uPHrcN<$~o0;zr*|`#IX06&F@a9E7d8rUSpuRp5juZS4gwtB1y#sRXlL9Aj|F
zGEl%b{9lOTaB`~lC&M3p{){VkB*hStcNiV1GC(uY+u4CXv~$|9=6T$)u4Lk*wY*(e
z8D)_olp0k5Qnt>`WhkjWUsiI<D-GQ}@i8y`>b)HO%E`Q3;+l-kMughR`l`BdVg=LL
zJ~){D^w;Q*;U8t+{`@+Bh^_0f(>eB}Frstk>|#ljtPF);xduan%H9(~o-`Mct)@sA
z@qA6(Iv?RJ$3x!s&xixcVXu=juT0T5WAjYb4KuZ_c2r&((`NJ#yd=dK^u$_yDgFZe
z<=P5{w+@F9cM51rbl=a+%*f20Kke>pc)P~YSw7vt*6><_D#Q5NPK?Xr+@4lir>u+%
z$hSFK?069It&*VWu6speN}*jrf+j|eMq%{48*-%UpVS)v0z&*-(v%DK<yFQ6N43~u
zVcg^XHj1YUdlb=e>D%o$Zd{Ugn@!tlfL0CMj7mw3^Iuyq%W#Z%vC@qG+eCM^0E6bx
zwk@WTiNtG>DLEd(q0m@+?%R)?!j?p`B;lNiv3J3_uI9xWS^!SJY|sw>&(O~w@Y(N+
zTK=E`|31@+BO)WCK1Gwip(@VDGYcZ?+sQYxDDeE<sO(y$gkt~(nLgDbH!f`KBt<<+
zh{Et|5zC?n>g(-!NtYH0SA>SVZZajO7!eG?P=vP|C65{MG!D_pz2mV$a=3DNM<&;g
zgM*Ye*EI$O4-#_E?#&smFFbW=b9dwb(Lh)iWxs}o_VQred7IH{84(S1n4Xugc$3uO
z&7KuBntR~1DO0a+df4w#A9J4plT7GKp_Hha-DohkY3%VQlSWC7R+|6Elk+<)|K|k#
zdBpd(eqE+dt8;th_1NNEAlL9A>*CS5jV$<fb-H$pS-ezdD(~$sI#2XaSZszcUAc4C
z$7kGYosZ${dA`Csjb8Oy`eU8mXIKgM7ph-WRZ8T$imQ20Qa`Evgl1pGKmwcsT-8Y=
zWj~FLu1w`E*-a}Kf`YEbXXWSG_W#A}KSaZ`XGW(cStgsPYX$U~dyHNS@A^y~Pf(jR
zJiapI^!&DEWs!<wH&Y#9=XeQESYT9#RE}ANrT3cKNXEDi(+yHLrS>%^j&%HdQFnFz
zZ{^Q=i;iV%9ffnu8VXw-4A~pPN?$*E`?lm3;oVJzp$`h%;&s6-0#fwV<11<LuhVhR
z?h1?dX)3t=ZCvfP*K$(I-tUvQ-x;#&6=PD^JoB1Yq){Ok6(hSf_c~V6PLu7~=UNK+
z8wDZ#9PF$ZRqt7eOQ^8gQXd|UmG{K;xy`;iqMt~<`l!fn2d*d62Gsan@q^aas7(ar
z_S~m+x(w&bBXwLh5RP*#$2D`Db}$MO5nyq@FIvs{tgJ&`0@+wi@SIj_^>M}f2T-5u
zk~*hEVD+!>#S|$1Es*-aaBr)OaZ}~uxL`?&8SMhzjJ2AyljA}DEXh!il&-7E8!8bX
zrB1cuCv+Fn=Yj?7czRri4=5>fJ!u`oR-Wrl$d)~uvL#Fevy{ryOd`;)u0A`HZ1Ft&
z=%r}#!01;#dZ{jby|zRwAh38yB#CaB$vdIsZP9A7c`ibx>;YxK0x4>qwbA~8_+1xd
z#y7@c0B22N*?g$M)thGg^R5>r8HmTbdTpG|nQ?<XI;Y$uSEf!aO}i7}``7!t?xu@r
zvOEt}69aRq|D}Ax-x4+YUD2Tr+n9iCv(c;7fuRwh*DC_$(sPZB2Q@xyj0C4;;0fD+
zR8nBal2l>VdIm{UgtqXcSheOI<It0Bk@1<kw^NHp&l6`Bzb%XfM)Y{L0t++vo@l4X
z_0Bw<stlC5WZp*ilu8NbZf>u(nd3ZM^C?`0=~<6Z{8geWR}~Bc?<Q9imsXcJo0T!g
z5fLz4f5Q8Dk8#Tw&u?3GKR0IvL9`qpK&ms|obFnp>Q(P(#cCe$$_D>4o`}g%<P+m5
zs>Je|aIW=zF3z>BHWqWWh<oQ>wa(ss^;TCjGTs<XQ`T#f#YxIGb<B63VKbMIUo;_g
zcx5ohEPX_KVl2NEKEt@8(A`bQVr6fc?V{dGR%g6H5M}uKP=TC4qdi8IBBc8hd64M_
zM?_4rNd<p?Y46^#HoHt~;N(?*@|FAart1KuoKkQ0zHun$u)j}0`Tb{Q(6?DdPYAg(
z9Hb;ld-K@f-Ps{uHqtt*Jt#sZ!3rqA)&U~u=ulz)e@8l$VwV+VHW%N{4XgCl7yR0a
z{p)+f;*aEntmx$0?(N~Gi>2zAT5~Pr0;>1m?T~Phv3@LoFkQ&f&2Sc!-8s3OcVyA>
zX0Yvz@C3?dyJkpke`z;p3AwmjYH3NFef|PzwpIEU)r|XJzAQ_q(wrlSd%WX}?6K1m
z_czZP2Upm5eBy6YRr8+-E&u4)-;dt>gGT=EWevXb!Vd-LLXC0EIG+rhL}3~YA)}Tt
zD8dOaOD?l&G@vu*ww4LuD_JY9X*!TdkJ#PR5_F5POsz9~EAwK0&O);*gTHB|vvNLh
zouL2=+{9EmMNPCxpU%4qNgoS0?d&KNO+htj6P?+A;@%{NvnvJNAT?pl_JFhJ5d0XI
z`n_?lU;q9;bCdq-k|zH>bz5LroC3FgX-HaG4gG?&6&XIrUK#MZ+97c2NYu*JR$6*6
zYFi$?aNlp(-f)S~sg-J|Vw=Q)VMt-6<lFQdWSyZNEayF>cBAOo%`+P*Y@?P!FE^yt
zlF)<I*2ni|__LB>k;uFw*F)w`eX4q<_nZz9?21bKSI#8?%1enAy)v3KAaeBRUm<M$
z-sk)=gfRH^0_hORUg;H|_=p#G0jIG07ZdaMx~LrNHLINEZ)^8$Y^dLZ(|W!5vT~m=
zWH0CZpQzJ+qWS(3Tltmu{1b)`HfmKaL>RiW4-=|fwl6ujMV)J;(QPk+@vJs#&6Tld
z5lb42iKOFOZ;(M9W^nQGllxUaP<FH*`Q+k@Ss7w!5R6+t0~1ATx#>Hx#9;v<{f>Uy
zNhT7*r%o*n5n^jXBu<0*ed|R_V8*5gxAjC&hR8|>rOoFR-o>zmNPD!MejiOhu`@`D
z)jjh^qox0GJxV={l(#~8#BFcss1LJu8EKBDbT3D{WiX$QdiU7A+52woI?5&|z4st5
z;($LzVN^)3xtBt{4Pj9US}7S=U~@WYeF(O@4?R8MAJ`{6X_o4rvR)D7Y^$LVe|@d2
zyevZM_5(Y@XRi~yh0(ic_4FZ1>2#S!p-+Wy|4+)Gk00;;E2{hVwG*;~NSAm}VX`zf
zyH#o(e3rcFSU?Lt!h<mMry0tu2uw0dULK<H+G`^&uApYMTLR)Qa?cP4yt|{tN=5a#
zF`HiUOkdT9bIb3~YzM;0?VLf%S1ncAHep?b`RI*7(?|jH^Zr@V@B||I?XnOh2W5qd
zfnsW5gY3GV37xdav{9tCoMB4~=6K)oi;{z{S6&0+?1c1#MrK`Y3lV{W>x%nA@_@wu
zPdJzi&7`i@_hhCp6Vc{Tcj6x==jQKoU#$9`(4;l+d<0BrD*IYOu_Y;}hV*U{7D?L$
z&5-4jbUfMLER@9w)vghA3$c2QSjAme$oK{ekdTFcqMI-1mmksnU>iiCZ4!EgSwZxh
zEikRV;_8}(hauOMa&w6>M^22wn#!A=wQKsaehPK&Rc}=9<WYU;&=zhdh2Yq=lrrot
zf>DgEDBU1u3wiDE<gsc{{{BG@dV5Qn(bGeaR1bupW5uOC9IsGY6`!`uLW8spcKp9O
z#Pnuub6JirC1`fZSeSr3=8agUAB4ichdBR!<26Yt^;!t`XmT&)S>yB?5Y~0H;=CGi
zEX?9Qd=zuS=|>%u^bT$-;7YY%%OOb{yG}XZvl^XjS#7yNgau66NLsda)!xn^N@YtT
z6V&XcS?LHx-`VlEdUd9&M|(czI%K}$(>lDoln6f{uKQ^aB!4PkWP7dfrm%SGSWPVy
z!S>wUl5J<EFheW$s$(nDy{qLJ@}Upk-)0R=_srt?LK$$-@d69@$?+HZfb=5mylNCT
zsxN74PpK?Yu`C)b*2#KTY)?_c^_ey10{6n6{vyhyb-{A_flMB4<gMj9c@DFlY!d-)
z$@|H=WX_9ZtCvOH?on+U8S1Z?y|~-UN<_oK_zkR$^f+my(`hJDAfjz!b+_z|{!ITX
zE2#@+bkgbYTa=POnxceliaDvlf9k^TT}mmtsL^+0;nsxdonTo4SvkQhk}uI@Wm@y2
zoB|j!dUA{>4Ge>yhUx)j`bA%`c4q(-3*aiBnC#Tl&$|Y2aPm2LOR(W-^nnvr|2l?0
zMO@y3m=83Gnf^np{vcQ2Z~GY}X7cDAA|-}4atz`ig+#Qi?ToSUA^yi|+$UVz6tJ#F
z<S9yPXuBl#V4>!@PRE5E!DIhVLA%R(W_ocn6q(|xnIh*%)9#uU3qes@dSI#p!Vh-5
zRa`y|rE>_=9x`9wxXE<P{V`GZb2=-z|I3rTyjyv4TV9`>6!UkZl%%3qKjb&vqjSSU
z_xO4VzV0!tC#8A)-cQZxlu~TJgBgm<)Z{)MIt$HF4{H>K_`8fw#-el*Fp^dC)S}*m
zoNH!1I(u<~TMaO0%~I&bJTf?QeVew<WJpbU&jT!7ThOPHisr5UG$m=vr_L}%E)4$K
z$Bl*Z7)<$C={|0-i*z64R4po74h!h4-##@trit}lOB-G@&K1Xyms))k=9(cA=}0Bq
z<*T0+F+dJD+*W~Z#v*!yjG!yEYsq#h>U6>iGa1kU2M)!}t1CgL5uVwo8HIhfD@8$=
z3f&CML&Y_O?P2_ZWyNvNaF5Q*F;OPyMDLz4aw;Tf$MnvLcvyDy4gHNQ$f8u?uGrd1
z&q$AsW?v1X%#cnW7%a0Jhb$CLp`=bM+0au|P0-cY%%Ei{W{eS-dK~<QdqF?wh`yMz
z0anK{qX`{E)oo%%0+3(BFqcGR74|2&2T49h<)19gdG8Y5fPLIx&!xpsRzT6~&dQOe
z%L=GoSY37x;?(9)2@6y+VF8+ZCWj}`Z(a#gTUfxuE>urj0#h(Ufdw4DWOn76kixPD
zUMZihzJm;wC!=(y8&@fsF@zX?15r8$E9m?{%;^ltUSj_-a&>_!Z6Z2ort4z!VR1DS
zgZDb^h$a&w^s`Y)O>;jHfykW&)piJm(m<FgflUtoqytj9OEPg3B^cBIJuhQmeZeX2
zh~b**dHheIB(B8^qKq~912-aD$clRCGIj!a#=p-d!>TPzq<NZ7D{*30^5d`e0{D2F
zI`S$U56F~cPQg-Ngw#zpm))RSB<xvE=3%Cnx3zD+Ze9@e8}COiAWma5T50?rVgX^8
z_}EsiU!9YEi1AP;Nt^}wh!hGj$Jv*qDH$oan!luynWPY9D}q;>o^Pr^1EiPC0YZRU
zrRmHG3l?B9fvtiyb-N=fWw(QVNJ0Ny1A{_3-9=MmCPAqyg9|e~BbrIO)VyLX^U@-&
zt6-7SIpyh~cZRlBsqLE5jK%x4i`!09f30p>uMAc<eJ1|umB-m7F**+su@3!2_ggml
z1WQh5W+yd9TP#NGX#M<r*@C$b#f8WSKW7Opdh;PjYbmr+;$yy=ZwppRv6`>sCi7wl
zijCthxRTV3LcN6-`pjkJM1_}A!sjC%*|e44kSej#{;Mqdt@4yOgnVa<!4wdshgMAX
zjAZxm*xt70>SL(XK|1NuwJ8({8%SJMy&|iBu3Yh5N`c^4&QL7i6*&z>6P04{TCqSw
zFBYi#x`jB!2R%icIk0GtX?1|YJj_b(E9`4$0lc}VN-^2t?VLRCQoAAbtA^E}<0TSB
zZAxOkwHA}K7ylt=DfP^bg<$(bPny?yaa35h?}Sm0-gIfgtQmJ8dh_F$1E7I2F0F6i
z6VZEW+y^J%T{P#0xpF5wA5PombIsF_In|3bw-9*|V~_FFJbe>`vN$C_SvPQ&=pIeX
zcWce-z!WN#cw)-MK~wiZ(($<keH3cY645VN$AeZ}UxB`lIT~>*J;96GlWb*@)NmJ(
zSB+HZ`-TNHoh{P3TW%kzl1{tc`qUow*wrXJXeUe2xZ*kVP16N*0Rc3JZaA{&S&ccy
zZ})sxzV3-aGSleI($Yj0$nqobmyrT5V*y2jba~7i9ZYaoI?3l5p9%w<=W)`=jNYzX
zFLYs8%e7s9-4&EKf^>_R3h9iKrDFx3=f@FL!JzjoBM0LcO$^HFI8lXsL*Acv)%2Tp
z2vn%HHn@E3(|pu(8k-}7DbzkELN)@6HCL1xU_ShSIIRK;@Oy^X!yNrieeI@J`78S{
z3sgZUDOKd4sZ-dg#a)bQu>?dZVL*SN6zyH;>xTu-Hu@g->OznEXufV!d8Z98yS=*3
z81;!G;*C^Br$Rjc&=B`*f1JWa^WxxUX!N;T`=jG-d?}IBspUFU32X6t`HiQsr)oik
z$jqU$E@D}@VwJC@6pLV9kgebq<Sr;~4_iQj5OhEXx;J%1iv^5w7wr%1_qA4C?j@L%
zqBTPo##?z?R7wsQyz>w9E;BF=_<pH^9nZnMobBDoriBIkGA@Kg`Mz-`%W9sMJH{jS
za#`0q-9Kqx^a!BWgkeZ^S&A!3l5;S8usW{Pi@vwekEUj|Ra9N2h_Qg^(74aR>$PX#
zY~?W+*^ufr1QpiVfzQXK_HCH8g%abW6%E*&*xKxHBRFIZB;{GAV3$}zPEGaKINu)H
zW^H43e>zG<$c_7?ex#uZ)7(!uF?195O`4eP;KgU8y`CkCvH-EFt)jRusLPE7-pYZ;
z<t-OpUUS;n8+Zyk%=v;*anxhcixhOm0#*Ld@b9C=(hI7NFNhU7zslowT@0&UzDXWt
z*$SKj>OPlqV_so_jgFwj?_c_|HyKGXK*$!u11l;{IUc2Q9b7iX4EJB&T(W059U=yg
zS>wpbL{>oO=<<+rU{ft0iyj1|!@d}HK(<2IkI{OmNNpIV8oX?N9u|N?@#zXSzW0cn
zspx+33aG(wQozP1J%Tu<>K`VUjwA-X1noWq*bz9OHlsqozBDm#^aN=ah~`64%HF<v
zhF~$vBn--OE9Y7KK5%N1dZkOF8*GjQU0L2@5C#_u95EIh=T%~eqJ?FWAxCZs$DoMt
zy6fOA1Kl~jys92hM3~KkKmn;SLdt`q<XGTUBY5gU&^Q)o7XfSSM{MgAn_H(fo4<S=
zO6b!1`G6kh1Qu>JFoLQWJzLW}UrY1S%`Tq$xVZh5!baY_p5$%zJb2dnRsO@<=RRB&
zu={G0+3rs*bK#;GeSr2bVnY9GfbZ$RNmk^kUe?J{P-e}drR7ZZy_`gD&L}wUN(fKA
zVMuQ>*a^PRu|Sad9gL;bMZ!g8hu2~8qjO>PBwu)PWYK4P8%D0H=!1q@%u6NZ6>#m+
zn_BJ*-tvbznKbXv^&IFrEuPvXSemAx%xA`7cXBeXpQ<7Q-@t_2WC+>p3`vN`q-*mm
zEb>Tn<gSk$o$D(tEGg10*^;`11q|+kP^yUniEK<2bKX?mR9QcBiI@b1TI1iW&A)$E
zqB`IIc0c}1VuEv<@%!gxUWCVw&!~jy^~`{hD@!A9aGG#GHO%>9M>PK&gnVza$W-96
zG1QS@Vsf<z#=V^<9@(Tv>%F<ECUrU@4&#^>7Mn4@xT#tm!krXB4N#wJAT7chEl$pS
zAS-iQ*3>FAR4PJIX*^rTnz@!O>a1b@XGtlG;!D(b>CHwTuPkOql}-l;tw#q(H9hmZ
z;5zmhgY<HR=n*H4x1}zx;+hELFbT!_JBvXBobGR1`hZ=m`Yo#u3+Ud&h4JTcUP@82
zUtS3kMDi`V#ifH5r0{Co?GJ9Nbv#nwG2Gz9x}hv_*g!<mmJC`_Lo!jwFg1qOLwzTn
z@5W*0SNLo@?9vOmj(9Q5N{hm3wB><*5GxewV}nAj#->{?upgKm1;4quw3ZIqrleg|
zvQXDq0e$1_OK$P-mnTfom53>aHdW|;*BnMNQ2IO0iV<stES!MfJO`b|)g-v-A~!=+
z9k2-b3RYh{*Z0uycr{km621IJVTa;P{SgwF_lA90or}2p{&~nHr$QW6*1@85P~h6h
zVD?s^IZvCnhU$C|iw1+y)eVTA%yu{2ttx$cDR)pBv`@A7n7U3)U;%tCh00^(w}`oI
zeeXnwXlWX_o-8PlA(^2LhjrVh>(9tBD}^v7b(XC(@5C#*<lrw;ywzrcrf2aiRjBB%
z?0wHQvO5Fm4VpOe-Z*I|620o6D!P%_3wh|Fuu^>a<VH1R*M@oVb+AwJp@S8unLs9=
z*@q19c;%&P(Jn9%(EYNvWitk+859gItdJ!P&Cmi`bNgf&xfQi~5oY~uLIu=H3Smd^
zwe+NDNE^zV5B6ae3rw?Yze29KT&c%Y=rdxTD#MC}otchYMAATks(aHDb}jcS{NB(`
zUh_$PER5p>);@c9@*pNz>jGqx&l?h9f;2$AWjZQ$W#&dN5?L-3k0?qN?TD=lhcv?s
z96I&)Yq;Q0^x`w`lj|h!T*TSXn>3RM^r8j%5x<>^;=0lNA>%<%+lEx2-jV<j%!;mJ
zFo8)^Q|{;^muLSFWzMp<9Fphy3*Yy1FIJ>nF#OAC#EDlPbQLrQmL$ukNSCK9`lv&!
z`JjTwfwL!QHI$3E|InTGL9Z8Sxy_vMCWgw$F?P|1hSuL^MLkc@>Sk#ueaSGz61bd5
z%TDHJUIE6CxP5}R;9$L6_Q~eqLkPz;>_Oaf)^B4T48ry&pnFWRHOxve^G@fAP43mG
zC-gOcgPw0bv~eIgZj3pKE{4225xI0^BM-%#vB)`Te5I%%80PxOaell@o=_@i!{iPp
zX1#!9S<SGZ*!xtq=sITYsmh*8$#5>{+b1*rO4#k^upMqLcw>w)U1-ptK@;WO$x}{r
z7k;VLds+4U)fV-D+6heSaXr{-f8%_~{P=Tl;E529UY3M%jFqA@^QRaYI{kOBIWF$g
z*HARskck8(tJe>F;y*5N;}<vZ8yUnLE3h3R(00lt`ToOHM|}-6umiW$X#%FmMFmSm
z6l7Un!W8kdBX%I9CR3JuR}vSD-E0o`A>lR#naB553kB-?=MZ7S=y288y7a3bzu}Dc
zsx^70>FJE0X7-C6d)#`_IgVinU+t77HIMr=mzdk7fP$G(g*LI-JkkzbdyMm}4Y9kf
z`wqj@n}c#59!5(=VpJC@UWCucD=pR2p|uLY(wMPV0^^;Whr~&|g<le)bJS(LG3DBz
zN;b-i%R09cWA#C4V*{-I0=?bx$%xJExsCo-@X^%vVya%((xl!1=qj2HErKFAZA=?)
z($OBa#Q)BQgcdou&0l~8Dv44N=TWtoL%;i=I3dUIBL+C+W^)cX-2yPI$83YJp>fMo
zPi@4hTXt~ZDn83moH3|1Er?*V8#@P!{W3hwbDVLa#M?rk19`a=g9~2hMJfVkHR$j}
z7xa@$uY#UJI;JZgb5DPu72`zs*;~^MHfL*PEGS=dXG9!KN2W!_nU3<Ol+|5fVeosa
zBXz=A{qR#M{2EkF0&>hR>>^Z&;U*hLq*RcsYKs#~B5IA6kl%=vJw`wY6WBgAk~dlD
z?)sdPdcbCX)!7myP5j1idK}p}!`Zjzd*-f-ApMD02JDL+$+FfP@gpQ}x#3CkBim{o
zr%4GET_1^$P0Fer6yNZa6QS>&E{F=!fozPQ!Gtqz;j`rVR6T&LA7X+0qzFg{itvVW
z40J2h1W|vxwD-<;6L*?9A8PY>N;=><tPaoE?VvPIU=Yj_1ufycqQ1jodfl2*?-TZU
z?_D>Xwu_+n28}VIGx^6QLjim5dQPjnH<r<!u8iPMS`L11HO1+2F%^2E7_yZsEbO*t
zFTY;_+fIr=!0It)wdk<`3F;d1U<^^2VhZusNR531rqbN1Ou!tRF@n_<Z{;5kk_ikh
zC}23^L}^ivVC`TS)fa}!{EL?HN|-pE+LCM5{{U+j@jmWjPlb?43yw61mKt-Ep&X|r
zmXq0LZ+L@)mqF-Wb+ek!0ZL_fYFsS33C=7JFh&8MeIJ$Jt?ewf-_Jrxy=_b{8Hd!B
z<=)Q1t7V|pi{{UpN$zX*bh%T_r_J5OXnZ>L(QUIm(Z%r6s%Yp>2WH3GH{OYikfAG$
zHpaa_RZ%HJB0dapS|NOQB3R8Q0^KfEKIMcoGC+EAidv$Hnd`3I1~j>X>C7#~q&80K
z58Yk{ICuytW)uyENwHeHG_brhvj+n)U-KRe@M(i}1vI{u!tc3{dtJf{8QWggbM>IL
zxajn(T8CftuBMF$4JE~_QFmWAbBU|`)yio08NbETS)8&1It<Lqsnc^t&RLr+khYrt
zZE)$PCF#Z2Lgan$xuP7h!Li4_H_a15p9$QvxgaJ|zLz^yFG}0JvDeBlD^n2it^v3E
zrj^%0F3rAylD+-iRh4)1Ic;q-_LdcBZCCET6I0cpjhKzbr&DquLxjfJfxBLQNTTqB
zrSah;{#K=JPYxKQtOqmuD>vGa_6v_Hn&PMInkJAFm9pWs^eTJ3lr@oZn(JG;bpb=t
z3U!)<m<~n6`$=*Uz5=A&&xSYS5N3Zuu6`_~vYA*q{Tewfbr6v<B^kCAWyXS`M80nx
z_n3!Hl!NmLLpkX$I){eCD((8;^lhSGwdci=)1Wyrgy~0aCUu~s*)fAvn@QuC3!LDo
zr|!qmxkZSLNyJtX=F(m7@ok7t*y-3NrYTSZCh(2!^CpT03yfW6$qjKt0mhio54OFQ
zpvSeV3E6triL`EXV}fkzZeTvZ>LBTP<J)$hp_8xs!IkJ40c|(K0v3k3k?BFl2B4{t
zbnGO0aCvr>5G?dl0G*~7y1e1gbONhB2d;<!hbXtj05-^`M$^>bcbkp(1lDqo<zy=A
zr!|Fi)~?-u_dWDWjBwbH8f4Lg42yE>SI%CwJS-Z<0!=|{K{VV7<fF*rK@Mm*o!?R9
zEJmya8RZ6@18<^E!eFWsq7eXkPs`PF!LH9Nx3YuQumBymyyYX%pOeO@xW+VRfguoa
z*kNKYj6)<E^PJAFf*-VoSbLAhZ=su}rscq^Ukd}>E&U^6WL^Hj$$kCVt=ZFubwL8n
zNt>D|S1d5$D7Bk3auk2yW<0{c+#7UK9dta6tcwNDB#3~`ufsMYK(SJHtPs#V*;540
zZaX_jXW05A55&2i#u^mXc1cG){}Cnazyj;*+!z@74ip^jgGlhwzDJ<&fE_C|nhn*e
zbz#;|#E;<65|@Wa*cVR>o+~NlgY$Jq*HzG8MRHeDL&>Oybo;m(ll^WC9#7Z>r9pfM
zs@_yvH)suJf|6jjii<y0z>u89VtGjjrnO72H7RYWCs`aiarJ6Aq%@ZkNia__&E39M
zS5iHwn5AX=myn^G;VwjMd_ZeiScD+KgjQE9ji{=}D<tLo+r3pRu#y{HIOl0*otRzz
zY*fUr9vv5Jkf1eMwM^|#IpX<c+zPE0dBRGgfdwLqu|SRX31?`}+_p=!3e>2V&kEAv
zT^8aC<ynOz51@2yhsj%Oc$lb07RX>#(94Ous+}XDA`5Ul#ZzEi;IP-wo?J(QV+!2`
zg?RAT3FqZw@+LBHAjmXp!7z5wzU88<FlQbTjRmeuK+yB1A)qTN7Yc1hLUt}noV0C&
zZw)bI^8cs3w~mWr&DMn*NpK4mTmuA6aF--_aHnwy8r&^SAZTy`1QOh(Ap~h$g1cMe
z?(Ujfd*;lUz31#Xch0@{%$@sv`wyV1tEzv+TdS5n>sin4rc)YYV3&Z#MI#Ko$#lDZ
z1-w?cNk9M@6-8)su$u@*Sql?eGT2hOZ@kf{2K)+GI3(d$n!oU#u0kRXYeK}QSVPCh
zD(B^WdB5RBRn+>p4v-SoP+T9?l{)hd#kud-qCJ!jGP$Yc0qV5A@({s))8D`gKG~NE
zu)n$h7B!(6c;#LJ`lNuP9qW;3u={ZN?fa4h4y;XwpP-`QiZjv7X|CJCRZZULpP<6Z
zAh8QN#HhJ*<C`X~5GsOVAo!2+MqB#{a(E7a8?7KqM%IsjJR2<N?5QvBj6lhGm_WvD
zQ;73R*s_CZdn5CgJEcH&={uM3yc6!G8A_2acZR{V;a&}Grl$;bwM-jP$M=wR@}qmh
zzNPxXkaCv*#elmjBnY*YRLT*${aJEJJP`0235Z=|xf7`D2}e6$(S-m`gnb8)5rH0=
zNCJ-{eei_#lLw1l+`Xu<g%6Mmc|{CJAkU17bY)`VYye!0qlVn@mZgR9*5@)#H*WIn
z5+oy!qg4d|UUzm|4NxBPX@`h)%uMH_`;-&D0}7&Kz@mZ`J#mU=W$#F#?Tdz(FE3nd
zobT_!S8@7S1cH@RaFg>mU!8cWAnwPF>mT!QAmt1|#^L%brLwWcA$q3uQAD-6c)Cy4
zNCQz#1h_RZ@%roJb6Jq|j9;JgkM~=9%B%Cci3}GONgkz&H<Dp<9ZmHC2d1?@L1#@J
zWx~(%?#fm1`TLZOqw3tK02Xsy2#TRhc+`^u&BxT`PGSei1-U+Ab)#&r@f6-VwSOdf
zo2EGbx#Y76xfQ=FU!XgwBE{>TGeID{U&0#`+o*)yoi5xexW)H4|2>!dw+Vy)^`7j1
z<a_?V<^G>opYG(p8@1vltGWv5t|RG?;?i5VrD+0OIY4bdZkRzw3f`}6*tD}{d}<;$
zn<*Qb#J2Qv<4tPaQV6R%7CAS@qjYx}4+;1lwa~-9BooaCcW*l0UtF~-0hZAI4k$#f
zQr-8|GEcfvXHCuLSnxB&3)B6k7ScY#jk8+>OWPB*TYU=aotY&+6OFIbTmNk-`EN_h
zzuH$nqY$J}oHI^J(a_^(5*KKpXgMqTr2G)&mR1mQdtL)5L%=|UmZ&t6boe-w2gThm
zb#5ed&8=^cd3oK=iAZ{B5IPhv8O+It&)VDN{>^1j5h2Ck*Dy<Ci#HbR^3jS8C`Ka8
zYlO)Eh^+kO9P)*aY<BGLI#(rF>)ba?h&ty^ONiS<$(x!+7Hk6tzYq_k)!5BRE6JU0
zGiNZ8Jf+QIBuW-F8FA@8^OYkL@|c%$PC(6$&MGKXjgn~ydlJFQu7UeNnZ^!u%aS)F
zOk<V41GH#hkJv3-$e~<k3xB%>pCZ=EE#QOU-C)zVl7^P!Ra`Ep*}<=1k?LlSb<C~E
zKAn|7HQ$+h>31v6zgpdY(c}NTUMd~ZgV2gnY-zMHi#M@uESPw&MtYx8yvX!dTGKu2
zc#&xz?ruvxYkR8QrgKkmT(#>9FbT~J)vM%qd>oWVTRqw9!Uqpxw6c0`)sQ11oNa*#
zJFKnQ?%6iEsNs{ku49~dw-R!k8=JDXJHOEFGNu0~qpie#!_k-Yr}^Q41po$!|Nm<S
z!haW>_n!sJC2XD7m&o$b4O_ofhrz}wO3PbWBPw;ZSJ}!L!<W84a3|DK9)0U-qggrj
z7P`MTwc758>&m!ki4;>^2b&OO*+Mhsc1L<$R_&b^8o+9<P#7k&sfgBD=}suGFv2}Y
zIyJN9<qQ2pzuIa4r~~bc8oScX4?U;AN>jH&mT=d=gw9T-x&&v@dXE4h0MOIsz%Nnh
zd%%mn9P%MaPp$g%_QctLI6VB@v;W^Zqg`n!<%zJGm049bxZ7^Ocb$)(QeeQw@E*4x
z<=!Xi?jCYfRBlzu&}5$<N<gn%@#c9q{TY-L1USqexFmoo5n#9=X}7;*fqu1X;}!PD
z8UG6FVME*6D){=Ic6^V%l7Y+-=ToDpPhBG8*OPv?$`lKLptCZ6fjdm|pckI*RHsEg
z^nl~?B{$X8vDn4cFJbbpcVPMHm{h<1;E$vKU8{l3(mGEvV!vBLUsK86?M!d&)A3l@
zgPe5ow{MyCenf6#k`1>KZB4BECqfD&%J?kt$6|*;mSQKXkb{$-ARvYDs~vllKaT!&
zY5q4?gS;_oiQ>`1>$+qi&hOF~wP`#9sH)OlQPPLG5$;(!vkI2FI<%VRCwgWvyEZuu
zeskJ-;GzedZCz-4F=6IOmJ@<+Dzl!M2R#c6e)(RU1oG<#^~Y2D=d6aAM`Ej>Vp?Xm
zqm8wy@+OjJxCbl3woPU6p0k24Sl(M^ReL%K?2OG%{fA=wt5x{FXb7-bG!6&iYzw!Z
zy|mU83e_>AG^J?9ygt$e;EKOeboyi5ll5cVJMl5<x?Ka!Q4KMXEK+{YAWN7-kd3aN
zpaq~TMJo22y?Fq-_b+~&gun_@_7Ns6lLn<9&}a4EKPdhmVL10^*^&R4w3kuqFCX%J
z<5eu;@J8;U0LewJwPvj07K|uHU%~Q(Mnae#B}!ycWGCoQD%5o8fXX9HX>`RbkZpG=
z(P?-0Wo%z(tn6ws=v2_3tk))KBM5CJ7VL(`Nrz}^!ijLoPdzfH*KT3OGuB7Mq>}9>
z;zz>M@9}6r^Dv{anuB7#ls<9f+fDB}dFkpG=_PT}L`vqvv)pX%od|b@pwq9usq)!c
zgSlt}zC{MrANz@0-Vq#rg4^Yt(_y^okgA)qs4@KtD-sY*xz-F0VB?`VJa}Evlwipb
zk@{n=FJ_e@d*jlt(_q<8@IhmR_vCkQKItB=P&55QNwuN)ZIlKj1IMLO932n)<(z(K
zQnFN>q>e?ZCq}n$kZGd1h-|wT*E0>)P7r3SB_ct6Rl>22%tl0sv4#~bCI<D}J$knR
zEafp_rF1L4P^<hMUEiGEmA7iMna>9m(TbxG3K}ZL>R&7#j2}>H1Gvl7r^ixa2l0cq
z=y{{{bXk^g{i88DSc7+P?DF~k{u74Rv5LDJe*B%U(Lq}p@c`lR8#?NMXi2l)<t7{n
zAcbt+U$RxUU|~NE-$L3LwR29hUKM5o(5<)BO${HqqT4BEYu#@5wGm8-4W>Fo%5=R@
zKAc*;qtKZe%meqpc$rViJ1}JFa&>xL=i<H&p_t1c(JyK$q=os2<r`K8CcyIa^h+fC
zSw2~;l!Df4O0nQd%L^ZLedGIYheg_}gLEbn-)O<5e1EKnp5e49P)Uu}6GTsIgInIk
zNm9nIN)bt>Im~>E^mX0?WP#Lw;(Fv#&XzsB8c!fniCO%H+*K_y7+zpQ`f|tX`RH0h
zP30rolk7_0$R5$-pk18Tk&b$utqP)(a-xji$^wlm1GHo4BD|RJazO4be>0TsPto!t
zQ1_yWjwsEL$q_}E_UxQqtECy1u-oxlt`eNCHs^|qPCexZH}W$IFK|SAw#h!b6Q0mS
z3$Bvm#mthXR;L9f9O+)FuFs=R@SBY7594_;hiZdZ?AzhxmW>2s9470oA=wyrTi`Vy
zPV&VQCrwDKf=&DcSyog>dbo35#e93y#ZM>NhNpAh2*~Sxrpt}KvqI`AxhLKnov3#>
zQgVUql6GRV!{wV2Mt?5rZ}O~|gxz93{u0~HX$2(~omB=TWrrV<***|GEuwxk$_Dkn
z%P{YnQpfr16}JUEoy=ZVhZo2Fw9=%Aef!N1D6>=JQ*u2LUrgkBxHOpmIM=>1gH_8u
z#?eC>ov$e+>$nJA(kH#x2)a>;;K09pgBrf3l+T(KW*>EWBf{A!JH87whSisiK@$Xw
z!)Z|W@#3PEXlj*F+?BxwU;{LTilaW-=yrw<6r0FG-_9JZi8KCFee4^xFZ;U9$1ywa
zn{Sl}BbK1p%ahH|tqvT{FD{gY%LlSp<Kz>}ul*NtK$dBQ9v;?d)4_V9jSF@5(~V=P
z<_8Kjz-z0Mq$2+uJ>4wU0aQX|c(@ScBX&4(Jh0s}vs-ok0S(i%&(qPb`D`9ce%4(m
zN>9A86cv2BCp)XR&~IwtJwOsbIFEJ#3b-6XF*ROJ!`X&GE%J7}T*pT?p0zkd&bls=
zj--0n8hP$Nk;w?R^Q1Q_%o>Xusg4Rs7ELi;v^pp*hVGTPlvA{4M|a?5GVcsU`h|yU
z-q$Q$3M)NKp;*n^jUIq;fo*&AjL2EM5hXf(lpmyUwCOTbk1)g+O)YRkd~HjJUNk9V
z=`@WMyA(;)j@h&Au}ucB9wVz<Ca(x<y)m_4UO;0{w8a!`X&5jPhn_3v_0L5uZA~_~
z2u20jy4vIESi}0*X}^a~kjdh5n@G`JeEkW+MM4_oMu5DY;O@7cowf1`gzi!=Hq;kU
zqYNz`TJJf;%;-uS`ST1fMbg%qrYOJ2P>*fxo<$*Ryl7;p``vL0s2izd+LYd*s!XP2
zsj`om^Uvr{2_%HIo=FQo%Kp}s5i2vr`Ar0sF24laX+TmrSy8jkgSJm!RZ*EN`CV&<
zAlCMYe)G*#C+JAa2jeG*mgqfD?74)TB8Zc@^F7mn_c}XszC@NYkfndioWCu*C;Mc)
zUNdN0XC-o$;e_QII`LRs2TS77G~XehcV3=YPlm(--yn>C5&JF-<rckCSYoLcg7+k_
zVK#VIa}q<iYDPjnB7INuC&-MP+#8syU>H)N;FztzqE*&td4D~l#~S!9ofPJqud|f^
zb%nS;fY$nMSwz!D6$on)F4wV;L5MD8UFs~2C$RRN5g*up4-~cAh2SVQY{AEfYNOhH
zX?rzaB@Bp&%I+?GHs`CJM<S=hc(C=$`=yh!<E071P{^^?OdKv~<*DeURyzo2H!w%f
z`Rtc&76-2uv76|9eHpjp$z7f4f4|#L0e_L<Gvn}Kt$8O1!{5fR6IKprkmdRDGS7TL
z?U|L5E5+G+P~4^R!@J70%C%$zu%0wq#m9yxQV(=|B~A;8D4B+Mz`*pwvj)LmrXL#B
zNZSb>Vp})nEqU<Zpi3@I?Nh@0RhiOy$?IjL)Ha)q?rgqZ2Ip+K={`)OOnGB(UxYD5
zH*!DtSXzfKe6RCxZ!UEz9s78Fd%kCS-!3l<m5#*ojl(a}-(0Ax72;y++;`tS{<ajL
zyk*PNLBDhGD6wxplrHq>{h=!YXRT6|73mxL)*~~VK3(k&s&agNWE)YExXgiWU8Q*h
zp5x7~auSvys8?k{ghpmjQ@vG2F@zLoZ)rxj=FfxS;L?XWtEgE=-2GhIqdY~<jyc;z
zux|mt#KmGis+R#Rg{1$v<nz3zsLZB%Os7xzc$p<vU>up5P?l9VrP;CWz#A~vP%VSu
zQ*P<;N_io|cet|yW&77=Cz?<WHdhSw+V3?%>+=$y5{R*(r*r|@BbSg@-zQ4zB@2XA
z6$G>2*={K$Y(C`8mF_`Xy-sdBBn9(@)GIk>F=HX>EZ+!(m@s~3e`0ym!4)Zu93W0H
z_cyq-KUFy-+<mR`S~m>lBy5Qm>(--bS5HYq`jreUj?`Lt%eRP=&t@-(@qe7}*kCm6
zLz_I_hvnbX4aoL`yxvH-dfJ+WT&Q)Tchj~7Ng+9xHLL6^S$}mYkp|M;p-pXA`10hf
zc~aLY&3kqGuW*)u3VE|7Qugm@7xScItK{*T>X9=H@RUT0x2L8!PDab(IF@uPZ!IjO
zxDvchjHmNz2P->-^f?{g%>X0>;r&)}b0mBOCmgRN3e%BrlziKt5IsAAQgM-g?xNvH
zoWh`>#7dA{mc6I|uATLjMX#@HUvye{{EN_x{)=(;;u7N;SoE7GfvrWpsEd<`3?r=X
z7<W`JQ}#>}v}x{p6E5?kx-m`)i57WxS6#O>ebCNjeH4~$QZT6xZ@){fR?y+rFDWGt
zuY~)~#<XxF%;?X}OzC#Jx(hpi+xUcIpJ}M<D-aXAO(c}MIy(~ZZq_C1kpH5p4gu9s
zdi%Q6g#){k_WDr4L2T=Tn2^O(Rm<f>Zo^U?1b5b|$u_zn<?Fh8#hV9=Z;jo(5uL+8
zWjP)JQj<t2j2hn?kAbA`be;|`AnXNa6k1BddkPbIzP1)1{uA~m+LNM5j8Ml$>hkZf
z%fKa-9B?~!zFB+;CMv-f@ejPWZgVh_gOMC>ZJwx)aXF_?9f^{1I?j)}GUDlDW}N+g
z8B_>zO}2yP+3+@5jdJXj8Vv~ddTL4z=1T0SSl8Z1WfW3?HNKZU@*S-Bv%u=LR0hag
z!pvEX<vq?sI8B{m@-<>sT;XllmnK|b&3S^dD8sSJFW(YjT7epvM**u+Mej*Bs+^Qc
zERjqmw&%~M*=-raJm^VeO&oe!$M9M*xA);aNFsA>nuq=fv0A9<aekb>N`xIA=uC7I
zx0>7)>cf)9(AtjYk3UhLRAGOfi~MTAedjvaMkz3Qs@i%ZCZked82e83HbnVe0Me|C
zVk;?)d^p=2H`5c_N*g3gXVlYtN*$S*{k!%B{lrigtS4bFGKQz%AlFJB`@jlyH4r8C
zUA#$sui;^TNzzIw=JtU|`+Syr(Ko9NpDV{JRXkGcu&kL<uTwb4AKYtcmtL9RF|zDC
zul~B3YY%{-A2L@JlxzX=$WT-;J(cy9rY6aB*7v(-F@?}QBh@1w`ISCW$=azG-kznQ
z^kRNfEK*|V(^QY<cM{**vopR5BTRnwW1fe+&|(Y-LMF-^D#zGVw|myfzPOXf8ar$+
zyx`}CX}L`(lkD%)`s0do$}Oosa(Jjzuv|U(pw*r@yk498llG}=G9lXIHi#9v&s@5L
zSTO&A`mJQ?COkN5_cTIYv#etD)E}k>?f)UgP$RY-ZAT|0-RIi_xM^ef^I+X>WOw{d
z{8_O?^g58)Tm1Li4rsT`+N-jrI&`is#_?|iki7!*zNQ`VU#1X1ycS-Tb5bdZ+Mz7t
zDczlkQ()&6ZPl{D;I8t&FgG>FE^CD2Z=#7<UBAmQEz*Tfq<GuA+jSy>J&_8;RCLNc
z3<gfx#by%Q^ts)ZF)W{mccajkvqM6wNzRKY&@r?{nQcC1wZ-VLeR^?a{5Wb)GL#&f
z@9oZ|xu0N!RvRhr2i$EqG(IZnLUdHHvu-P{U$3&Rs<BG`i+o54HSpetwie+iOFyh0
zMAy;XZe%_(FYvY}Z13|5p33x8=1Y7;ds~$1mq33#ddrBcYZxi4m90zLYL+{{&yQ<t
zYK40M7cv8+H~sH~MNlqod9<W#30(cPUaSnS4bk`kt9d+Nb}9SiHr~v9Lu<FAx4ZkJ
zI0jipH|J(@)7%Hfml9@%A7J$|Y?$srU9w+4ni%%(%-Aad_DB{0@ict^;NX_SkV9ht
zW<m&7RwC@f8$>Q(<zzC8<;5(<d4amk(o_F@8G;1ARFaYJ7tlAY3={fzu$$}gNFg0}
z<ipI@vyB~tBG3nL=edJFMON?e5zLOiLr59<)9=I`goq2eB0JM;V_0q>6pN3LXbU#w
z&XDF)obd;3xK;Xw>M}IqrI}<F!!Iao27P#zb~vzZ)oUutxnxExi&#$vX*?OD`<!+=
z3;5G<r1Oc6rw<IeEyCw$(I|0SoeJm?r8B7SHAI|5(Ev*k(E(fLUA5*55&{5YuW7FE
zDcgd?B0z7q4H$-8yg$Ll&Qe4N+}BL2YhIa%I4H@D=$LxE>ZRqDbVtENkJ(9++c;f7
z-O@Gl3co18I=v{D73uFElao~&R&+itTtpZRYd=KXJLJu_ZN++CQWE)<tg=yY7E=Co
z1@0$^v;sj32w08)78MCVt}GXsz}GQ)E%$9LB0cE!yIB=Uw7vZKY3t)!?w=fLB>JCz
zY8?I0L1qRnY8y$`&h&AjRQ`apGf1&B0mUjS4=lbdEhl)$!9vCx)A7862?1;E`#dxz
z^|{MYk|sr~qqsO*)a#gj^>Jaz%uQR;?b^zSkFpmJ`gTa{(;2?q0^mG+Lt>9$ec^WU
zkGWu~bCdNKq9tvRX6w7C54&uYwrc8i+6N^EYqMsl)UQ?i5IbrHdjzi6{dgCvgSL@V
z=PlQRBx>j*0$6^L>~antjio)_ySMh0{etk_72JN8klWM6uajJhFA1TrF!NCY_OQfb
z9{<u=GG)&%V$<{3&pUM?t$P@+8!jPl9KB8LokjCVs_SDdTPylj<Em2|9K|WRX#A-C
zaj3((MVSu|$HmIAYw~=X+!o4x3xxaUzc_!r(GpqYFX4DcrDyfgot^{vLi5>xsCk5@
zlscV=%;V0Hxc^CLl#acgLG0FXRNUSswWTa$JkJ-%NLF>$;XNT0<<1+wXhYWTq#8S;
zO`mAD5v_sn_GVJ(@IZ6qOxC_q#}$m`+OMl5u&264sZC=*7iB5%*g&a<8)0Es@;Bry
z|E(nW0ITHh5W)QQGcB@ANVn>d;hnb*WRpWbUM)cGd(}Am8B@lLr(1qpcXi4V7c6|y
zlrcRW8?uZXB^qj<`Jzpsc<xCW#VfOY03Wx2zL4V5H#DU~L}!L8{gpW`P-O~R38_-T
zF-KS5y2|TQm+pGMp13<X`ymp!%fLe}ElZ>?^`ky)E56ulQtJ}~=M&m|FWrv(j!N~4
z(vnbbpGis{Zl510AF`*2tPTo)c9BgxkOP`%IwzSC`lZEMl`!=5<Y~UA^5;4o!&}{1
z9b`HSEXV!tKbPb_HmUOGr;eZt<3SGzKoH*q?J^<7MBU2+tv=_7hIi!F2T>fk<%cPK
zym`cleN~#5JB@1PVt(}Zgx|S~Xo{;!XnukeEg#e*I{pM{lDW-VP<XF!C&CqSvs_Ib
zodV~3>;)03{iv+;Vix?phLBEY9=kMfPW+fPA+t=Nr|fyI_pY4oa>XF7HKC;SRhfgU
z)zHeoyUaPI?fF?PS3Rd&wnKle&%5j^C**agXF@p-Lc94NnfUS4t5~gjuxOQ6g=0?1
zlRKsZ0iYi!--j<BEY`ZmdDE{%<FYxOCJZVI-`EP!)s>2Rld-kj(Lyip(C**M)#K!K
zJ0N>!^UyG;kvMr-+UDs52~}V0F#8(V{p|(=^$Y~l#E<sUo7>Cc#~l0iSsQLnx#9sM
zf^s>p(xSE4FDa*#H$H|1ZNoFvPqW}M&(}J<`dV)eW`^HYj%>q;zLZ#wSdj*Pi~S*9
zIFwak3i5xb?vH|$V^rFTgU-MUH^g)S^d=OjwNa#FH&!noLb{~e7tYBNe}cs2b~Row
zsSIIaJ8Q7I6tQv2*RU=f!;hUE1!fhmP(i6m<Ot2ne(ZloN)bA4xqpIUoG$Kvz|yV-
z3Y7quW!q%?JmpaEb7?wjpquk^bvRYgH?c#~&5C~JUg;`tZ&aVpsai>ij&JKy`aBs6
zxMQ|>V{Ev#dxH1keni(LFs`b~fLs6yIna2e4I9quFDheCp6j+oaf%04t-g;137egj
zXmwsQ1TzM?QsH{?p2OoS9xl(Q1-^J)lC|0zDI<(Y9+14d&$d(xi=AJlPasjx>ez`l
z^70o7TZ1-|UK&iSKh^B<qzi0qwdI-pE`g67Xll+Z#?FMq*XEAT>4BlvNU4T#sn8;f
z>`7xhnAhj1CHmx>FN#uyT2hHCSY}0W_f<xu7)ZgDG&Si>vDJyTHSh4OZr`(`>P4Uh
z;({<D$Aeg6ga`FtDQMk0|Gl<ZU0ni%o-%{44CB&SoY2P>(A#7w_^lti#yF4@k?udg
zJZba|MHeI8kwwprMSLHtB+mTBiZ=?%P|~Ha>OkgV(uw{dh@XN}hWti-vdY1lmup&|
z#@lnna#gwA{pn*mYJdLIbZq8!rKtKB$;IhuSX;4a-#WYu6#2QR)D1pvJ6R95Wzr6v
z&cK#g^bJO=z~A$u5tU%vWw)${AD$OGYR}VKKP#-w83K7BtZT{N#hAE2b`xQbrmhTR
zgUmS}zBWZJqrU^9IOjA1dX>Wi^^Xn<4s=0J_IC%;f#Q<A&IDALCtWndN3lzpIWxQ>
z(nDQkHm<q2Uu@|h*kxvueYvV8elK#ztfoG}a#1utvJIy<Z0HCj@DxHIflS(7K1flY
z`c{H5mbNt9f~k4vq5TIJq3WFKBkXDb^5#btCqVS=Oj~PfEOi}vS=y$Mp)E=Am3Bk3
z0Ydv@Qf!A_WH2*-HBAos=J2G|%XgPAVPf*5Fgpc?wH7-9W#I_!yAK*E?k&0~p&W~i
z<7`h7)=~Q$yD4Ue;#HlbyMFjlEE!^#23Jh#<njqdj3ynF%oLBL=1pPyxgo-A(uQyG
zGc5U*FO>YZ7}2#j4F{Q8c8=>}uC*k@{{sB`^<R=kKtsjYX#50~3P4Vg)PI{X0w)q3
z>4W9%IS<0rnRa41vyCE|g~(WZd4J4zjEJ$r=Xt{DXBEehKxW4fQqcNav1P|2MwNz}
zA<OgLH+XyN-NDiK=(w8e4JEoB?$T+h4W?@y&+@a_=u!y@-02UQ_4(u~MpTz<aZBMA
z-l6i(O$IvYSAiTmb6$urN7iK~D)j_gs>j~yi3yr;455#yfYd`jE+4v#xpubB5Z87T
zy)n>iQdebg;g2T8><gZvQV)pC5ms_b5j=aiZQew5IRYPNSxXf?Eu*-XBRG|8^uV~j
zs;XXR$zc<$TH}CvrWqY@N?S`d!_R~9ba!7P8EvSOwkZCIObZDz-X$sM<RECCe6*vW
z&?9$(<P|ZiZ8525s+J}0VwX<0m=I=^5sM7~K@aV0i(qf_8L}eU^L@6r-e?;B4#~45
zb7TaAjNg{cL>sy!LGD;8sr>ALgiVgF&NkoVVFoc@age(?qmY*Md%&oOSR%^b+~{*C
zrCy)E34$YY%F<C1psxvY7`v8Q=XH>_v5|EJa@WbC@P4COp}Y4IQ`>yTk~zsu!Pk}y
z-m0yvsjhI-v}}u_lo22=Kq+l7&TADz@7Uh4@*$C-yJvt&{{&epBO5$1wm-sendGD>
zdtM8h^|H5YQ90x1_SpJRTl&G4VBKQE^b_??CEiD>^p%s6IIUssJ#Qr&EX8p<wr;G7
zSoCk3EkUSsW8@QV5sUrAFB|zLhV>M@)Ov}D-8q$LOE1)GgrrCOh}+-M+M@qp+Fc?R
ztlYUGA_AbUIyC#fgwpiaYV|Bj<A>+TJKP-`Dz(lcXEUzJYGXGDL)gt~t_u$=De0U1
zZ`3Oiz@O=!chb8%ztE8FrlLbvplT5$3V6ria>*X+kmLO1_BfofiKT`r2c*NN%NSxY
z#%;9%Yp~%1=CD@>J0M5&xP5D({NSj!@d3IteCxbSfg^wA5@PJ{3RC-3m2_bzdA~{h
zaAt-F2KC^2HCg)Td><{VL2`;6YDbAC_Y>su9arXDps1GNeXfUF7u?FN2>EsU>^|$r
z^X<MqS<`(55CBsBtH<+~Z7qr;`TJKG2iH3&_mOhD)~N+KIySoAQ`@*#69eks?O0;7
zpRMA0y%#4&kz4g41hgtkzjK>yS5y77nY3$ToUZC~w)%UX@$Sb7j1i&e+v<ypCkGm*
z{k)UXqim-;Ot*D5E_fX^j3DpS3WUVvCOqCiV*)pak14umw;wU|eu9dlFGRz#Vtt>^
z6CQ3~dMmgln>y#u38Y@{)%F83sr@!ljGopW_*dXOGHmfJ)RkxJ!~47vD^!!goV^+q
z6UY#?n1UhEL|p4bEX%K26MOF|g<}{$8#Ur5ut%jZS}(g|k1tyamhg2pc1Sp{nv|iJ
zp=LsTBek+lzg9LwC>CS{8@{L6@nVQYv|_O$?46OmFM+$6pyzMaeL||xT!$^r5gXRY
z_x5_40*ejPgyA69L27kS>AlIv8}M7N4TImpC*>=&>D(6R?AVX_E|NaScFrb)+J>8!
z?N{#XHH3k5Tk@Nly}E-Q>1B0DvyEw+?j0=X)YE?drA+gOAmp|6=)?T18iwL6FNNHw
zx98`U8uUr)PJP<tbwnnz7d-N9lmx@|%2lmem7e!KYfDcZ=_MbB<9{+1C#a`O*PHqn
zVWGpqP?x{7ukA#mv=k^dt#b7>InVOP!U}eFEN<?OOkn2V(c73-)2-@vuI@^QD8bxy
zm-bM$Qle#|*}yZhB#`L#2rdLq>udpY%YaS>Qeiut<ChTRkz<(?l3J%PLwAynDYTA%
zYdAs|zHej8yeunzkGucg`K;x(;GSiig9qcX{z*oUX;ZDjMIz9^#IAXV0co5gcqdY1
z`r@!7ZfW@W=%OR{DoI|lW`d5)R?TeeyQFptLm$Dz#;iiUZFeF*s<*X9qq2l|ZQfmv
z$ywfy!u@zp`#DEnj8KoBULt~Lq=Bi1YEf$2N^09SeW$%Z1!GH)y^cL&v0qo=rK)FM
zO|`7iRJuQ&^Z{3;I`(|!W-?V!MH4oCcdn$c&GQGhGX>@Yf~I}uod)B1+|Oqv=s8O^
zS5?Eg!u_9FB1K*5L!3Pq71#w%d%tk|PtZroCZT?{z3Hupiz>n4nI5+l{V^#w3f*PR
zJcin?;I)1EXsgmpLLYZIp8Th|Y=29yy5eI6^!!i-i0v{%PUR=n@(o&Zw_tpeSXE>m
z$y%a4oRE0V3%T!Oc5h4AGftj-PaJ^Rw!QTs97IV)+ezlpXP?v=WgIQlNQFCANoulG
zTkv;XD?jA(E6%Mv%xP#JSw2y=XsjO8KTestML;?%yl0!Rr>_ZUB_;Uc>b=HBzY=4C
zBK7I!TxIr-rC0+sLmiZEgfOMWRRD|;8h{ol73xpxk<IvJ>X<a9vNdC3<25gOD?e=f
zn5A<Gkq&tME$S^U`$I)}%AC&^^v4R0X;`PWbjpWob7y-I(1`+fPsh9TleUt3qnM!9
zm}Vq$Ev<}8L)pWn&s)*6Qsx~$LA?7q<&mFHNXjNFRmN@+miDxildr)xA$E*F&rncB
zT>^sG&C=tC*JtUNgTWDmDX<WzZ8l(%cp~$db-u2tAo_3T-4wP5>K`K8I%mz<lt0C{
z;Zt(s8k4**p}P1{x&f9=-}<(Rl`#WmYfK%g5LKtoB?u?S8&FgdvEGAL@M=cGXVPVi
zB_nyLexw_rgEs2*OJ}#X?6WPmzwgwBKD7>x0i0-p!TX-5zD3R8pi>Nctj(jTnR1yc
zP9>q^lb+e~vNMJP8%m_Z{RW_m&DxsCS>zyr_Qa$<neLm@L%imKQzcZ(M#`Gl6@{R6
z0eXe-Hx0?g;TzeJ%`Q9QB$TMeM0G1<()>xTrq9(TO*;aWh8FMDJv;+D+e(S`q+Uvs
z>Vgv}_zIuXZS$dzP1KWR?!bzCT``Xg3OylK6*aMFBx1F4crj;1*P@|$mZTnKqimY<
zp!N{tGIJ4~&#~HRs?Or%C4WE8GW1~GbNTpQ*hohb2@Ov<nhv82<UIPV<jp&xO9_%b
zH)6-DNc|69DI@-Et6$Nc>l4LgX>WRYlzoeogdtZ=n|mrM876g$K|$tOmKM#J=ZFu6
zu>u}9KbF9IxwE(P`Vz8%6I_b|=krW6juNU}v8T#qF1qD9ESlx|g7yLP-c$!VmO1@J
zpgV+jprI_vdPhS87eJr@W2BoA{fK^#<gps)v|IfSw7M7pt!cv@b<DYcKNdwuTG3b3
zXZfKu3I;mPW((Q&f}L4E(B4DSepGNPaIz7<EE}b{N%%%De!b`f!S5GR9)a>mSJ+f=
zoXbuu(^S82kO0LjkQ@Lpc<>SO@ntI*f;J`7ojbEs`Q;P;;xQZ0W$W4Wamd%E^cj45
zD;MukrxhmHr^0{`v<W)j)9dwlb{MB5y!>N}K2<8=C1sA&`;<u8=4kYV;R<;y#IEVB
z;htz>j!=tO)42Q5GLc$yKc>xNOOC~^>=8}mVbba3XAg0u1HJ}~HaZ{ZT?AH|4>h7s
zZ#yF@G<+16^ZM3(+_`cbHd1|QwPf=p>4^<V>{GpNwqh-(ocf4KHe92oTo!lb;kP^@
zqAVDnA;Tsfb0#k<-@QN&$8LV#smO$w_rWD$SePYms<&^4=xXL>1lG54f6Y*KtCp{C
z<CS?SCY6+#ppH{8mv>t`leUBc_+}EDoHpepsyj=tz)~JE=nEUN7*|)uB%#iHJ?Vx9
zhwli00-E*GuS!d&;QT=tG|%Eppi(OS{Jpjz7GuOc*=7@eAMd?-l9*$3bn~@Q*z~Zl
zQ0}E0n(-)YGIu<TKVe-bl)qDlB;=Nb;bv(e=-|MjCU#<(qoV321bXl!?CGG>W--A=
z6Zu6t`U2(@6`F#3G;Q@5`-YSVItdtMD-3Fq*Evt4psB1BblR;nWh%nKNKO(}$RT+q
zz%$vMJ=L966>A&+mJ}Z$h*KH0t7903?6{>j2Eh=f0jME0`9ev<nM(>>K$L!-pAe|p
zL9v&1J@B=#tx3W73cmiY2x#w|yb;|3&I+6GxE1gf54kTA5;Uva6NIP~6XtoOWdpFn
zvYoqED0aRJiUe3LOh1}oouJf;HU6B0#PHl-JN8}ndKs%I#ihMsqyN5;?3%avoLwTH
zQ$IP%INsFzD<Dhvq)ujHn7j4Srw5%Gojh#6?F;(n_2B%AHX;4PEo%RQ_y5Pk`xksD
z|ENIyKlt#J>nAF9P^KMS!d42y%cztE)ru><u_UTy^s<^RJh84QZK#S>H&)lR_FSDj
zv%K}{{>liZ>10!Dvva&@<J1IKX=W!yL>1NH?-Icg{e+MushXx)UNxqs6e~rngfz=)
zjMhVg5QTJ?(Wx7!G{#n`FF1eSW5^3%LXK%f?Go*b5ht=Nj=Gesh^-6kX0~rCZ$+JX
z=(A$EG8uk)k?(3qY~>}D&Al~o4K8JRZCX*5yjb{1oUvCeQesD(tU^;WVp)X6fD0)0
za}VJ%_*<rum<}p*Ek3(mhFaC8<U%d&-ez;Yp!a|gvYgNn8VBrSfxwyN#XNI->SH_@
zWI{O!8%ojAPJVc6Wh6)ohd^@?Q;FS0ryyJWT6@#A>)<rlwy!FIbC4XR+Fg<wZ`SPq
zJmH>jaqch&e;qf|m$4Fqt?}uUdI)*!H?=kuS!ZOfmjvY<v3+uF;fo}wBs9|R5QLSH
zD>MxEFd%zMyK{r*X^exN2{UdM_VXQFsnh+szgx0K3}fNdhrABb3X}gT_*|0`>>zD0
zhL9r(5Uof9-tOSS{YwZyhw(^+@&4UU&@mZ6`2w;Y{tq#_Grq^o%P?6ttQX7kL{Hh~
zs?xZ>(U9YsX;81!khFtbPBnceV0k*03-D3B_a-X(W*ThOyu5oLv$z<)hl<uBRBc3p
z(<y9$ZE7<y>oarWhh0gVa^Fx;%C^KwKWRS9S;1nFAE#1C;z29PiZFAj_?En4UF9Gf
zAw$w~TR0!JOu=QK)7awBPmjzx)QjIvZ+1ExiG+C*1{%vOKTEOhl_(>2?`Mk0*8cPo
zqi1*50i=NpROP|)M{KF3F1Cx6<FpPrFnz1?=FfmrHH3L%?#F9c;&#z-%@#O&C^u<W
z)&G5cnM}YeXs&@$QZ<X>YNe4yUUj14j!}X5!u>JKDU*vdiS)&S3vK?B&|OeE7CH-^
z%n@Z8RDq`+ah)t*+={JaZyrrUNeaIB2q%BJa`V?*R)5~EDO#ZNa8_(c9@xKHNhM<1
zv|R<#$O}9Gcd22Z*e3nIQJ3m6Yfw$Uxp{hS0hV+EAeVT;T&~W9^~C$fJxh3!^-1Q8
zAYb^l^&2$lWle%CrhWe~rULrE27gJcp_odn!Kh(6QRxJrYv#zPVr`pibs&T703(VE
z&-TMhb#TI=-YCo4`bEI4e-ZFk^d2AoEZ~FH+z57m@{F0Yz2b{&v#+gX6vpuAzcY;f
zD5FvIf}o{i{27j_QF?}<z}^F%x%s@emr0hYLk2<zl}oCQxPnFO<pWel*Er#N?3=R%
zdf_V>pvd?b#>fi(l2nG+%@*=T`FUt|&@}x3Z<5;{`O()!%2R|96&-kEjcF#hlV_zn
zDXlk%$;8SmzU(V7_wB2ii|@NuJ)OX;*Ky)4=CJC(j09RwvKT))x(uL)5}5k;cSQfc
z{`o&?#>RjB#(rre{>@Jk>#%r6P7Ix@W1`VRt23<roQ72sq0g%7C=Qw=BxiTlZ~E=s
z9feLw?lRs0ji3M<%f%U_BWe$W<LVan6Vz06&trIl0_5z{Pyq%9v2QM=SBC-jS0&!d
zb<zirRi&m??faqcz~NrV&2`g?jseXiUBxKQ)IOc(st`ezzq-5F#zYAaDQy{^ETP<;
zXj8HbL-$TE_gVL1pGAf8Vmf%?U;YFMu63%nx8exUS8dJ#h)QOGd|t=Z1o~K6VSv;=
ztHQ1%Tw`qY89()?WodAe+JFe1<RneQC|&IOGJVQBEzBh+X-G$fSOsg-#__`aed*<-
z$Wp|k34LlMPwQCW5*>`l7pGKR6NBg2@j%NfE@Xk{LR)ru<HaK@>x8|9V-Y5S>fGP_
zAJXT6iMRJa#I`UF^ih=F1pxFaAE+++sip+AZZ9Q%f_x?=kMy%HnvPi(j=3d}&B((}
zL~P`0>W}Wr^SAsUHdYC4i9`+c18;Ef&Rx5%7tc%OLCk&+L5t`e<-_}Ix5fqA`$uHn
zMV2&@$omg4Hs~IA_C4=+B{I^no`4@jR$$2u#bI8H^n$z!PUs%U>`HWr$weuRYyHr*
z4|_{bZlx+RUI_7e`h7F&{-KWbTyOxxs3>iJsqU;4cMWv4zkt!jxsJwMCEV85FV$-!
z(h7hd_`nxJPgCT`LY6B-0>^0Iu6qoBh<V>>L2(4Y&l0_Jct0)~qE5>>JMegGr8G6L
zaB-#GY$i_wQV?4J0iK|T*y-E&jAaqp6)k;MaJ~Gwf)rWa2^z^OMrtEU&*C|G`6B|#
zXNkJQ=_C8J$=z&89PHVlpNh)OY$LvlT7x*oB#-2!VnA4;Uz}p`ZsnjPf10DHdRUc5
z^zraSd2Hh+NXy3A_bFv{@@t&7BV8}Wk43%9M3b&pZ`=Fa*5Pn?SGn|~GR!`GKi0PQ
zQ=kXtQ4bAzm+JJfx8<cPY!&5;#(VMT88l;*5$jjuk;ySFprALKZUH~8VZo(u;xXa%
z_O=DM&Ff3uNdRo*J+V@oR*sBZ+peIWf)i<HD-_X}`OR>JK8w=W<RjfVN$Z%;YpNuQ
zYa~e278K?BE(XT$g%=ymhwGnq4G45rf}E+a@udA+YM$}+MX?6g2?-G~E-<8(%<5T<
zY>__nV=I2rlpy{D*Z-STnEteypLVR^QCzBZd_vN46V^<3j^&}1RxRZ7o)yn{UyMj?
z8Czw%3d~Qo19cf{xJf#yvpE^P(BcW*3LhBJ<4B}vcBL8HLor%4T3oRl@JvSmF0M*h
zb{ld9pN*;7ymYm7T`gAR{iZ2}ahz74jf>)ywRq*DP_lKdJH8Jicc_p0!oP=alUdHx
z>$})V(zP-*5gC`WeIZH{r$4b$0gJb7?6tMAVUfd=e`s#OTtol9`7uai5Pgel(}1*M
z)Xsn}nc^myR_<$!9VY^yOp`~S9Jz<Eoym9cOubEjpD$x*Yxa}N&^e)eR^nfwV#gur
z*A`_OtBjy(RoQ|P#-CS^WGBV-5p91=LNC~MZXSfbxwO126rwN}VZh>Cp7&KflxFL1
z?U>kG|0bXuQSZLpn0i*p_@R`0kFIq^Iu(rvivTyxs;AR|#H|Yr6hEl!;2;Uo9w~LT
z6>8f{--hkvXHNue!*{y1zuFoVhZC=fdCE{@pGmhIUw+Xa-K{K|v*Ta#q~djiGfYaF
zt0dgCL~_M+mO&{P<;VAZUNY1{JFV=QXM7Xj6BC-BXcI8|1~i;xk^G*4ic$$jEQW4*
zta4}T?YV_6xL?H!IL(?N0n-NAmeX)$v#PTAkIoYT@EMd|5S)!fjrqYyyGwQ}TH4@&
zP@7G@HGIQ=f6tZS`^`(C!Vn^ba3gcZ)OyD-jl+X5)?2Xx54Vm5>1X<$H?Ab?<N}X~
z1U%X-*iKA^$`;_2JZvZ$H;lpNqY+;dYbD4st7BpXBtklxpQ%dgMJ4#LL#*|sSJZOq
z-$S+JZ)C5e<gdOsr{!61n2h;o_%4MCgY64j$PK`AFLS<VJg;DhB}_ZmXBPAaG3L0m
zN>@XO0ajueV_e=Z=ThO%*_!%hy-gn<Ou}nchlDk((&d+I40l^|zt`hgb8v;4zAtb2
zXpZ6MfPE-P3aTvFA#Kbk_V5~%s*mi!QXBv$z43Sz9)@gYixPf2wGrt>TC=pXr^*IV
z8>$4iH`-WcRtIgqqBEDC<^5ht@<54>oHXqo?~3;5VW_*^(MJ)%0kCSZ;z^y6o?~Q)
zbH9RZwh~S_$C;Z)e?xorGg^Q5hf+?mk2^$-=K+^2^UqVnn2GDEB6=Fy<XZFD5eRwI
z6XnZNH50(vDKoKcPL@DHTNg4oMs;zha=xQ<bscbjj~;MCrU2L~CJ124$|@GFj)U*7
z($VhcfE2ixGGw8}z%&1wt?J$<|6B{|$l!IJd5Ec1)5#jn-H9G$`bWwfS5hW*ov%z3
zehhvrKvfE1E6uI~_`ZCxgT<`9iL{e5l)GC(lylxMfR#}Oj0g9>UoVb-S37$D4giWY
z`KM6y;qy-AMoeKYY2#}&{pCgqY)^0GWig|{on$fo>ZW0UoAl?z3(^xMUdAYTJJlKr
zDVw0-1D=D2o8PRo8cC}g%gdD5>|MG|oi+uZhlYK7>x$$qP_nMPhhJ>>=tVXQVHZkS
zr`OttRFO!0Yg-qz)efSYJ<bl4nqcFNDN&J4L=J*&FT1iu%L6t$dS{oT?%dD#E>Qr&
z!02hGP-3*BAGTvyaEp7CBX3^O&S<+WH0ja6_Sn*+si&g4>`MK0jz-fPZYXj|^>m)O
zn_lF)>W72A*{?^VD&Npmvp<$WQ<k&vq+VRkH@H-56U+;-^-<u~RcJWNV(v6v7iwq5
zJfW{cVCRabc~*Zm2*OU(@nu{#uPm1xE4}T-FuXhtH8jUe^JZm{e;J@WR<G~AOqRlF
z%Q;;<GV<6C{p$NtFR@W}AQC_5>)Dnrua`)B)5kLr{do@B{RvbR^^}(A8iAF^S3v^M
zTF`pEtwn)>m8Rh|Z-KKbc82{kY2S~5Z)26x4<fCqNE=~R%lzEFuH09m(@4FxBC)j~
zHL{ra(A{Q#9Mg8|odkHwK<dL7cZ$kgC)UvQ@J?!!Pd-irk(>gA@y5A3Ucn)Il@WFr
zWIW%4WT1O{7FNAnE6(KvdJfef?2Tkl(c+kn4~~01()z4H64$Lx^6T}o(_GFiLoA|~
z)xP__n$t(RAG0pgWUHD+Tt1(6zqQLrkYO)jbn!N(VQucf4Q?@w`s_X4yMUqe@MA`6
zwmk6+x0Dp@M)8FlBEcII1Ul+eaek2q5b**>+Z;`z|Mi<5STznF)j)0XdPP5%R^1WR
z`FbT`PSMM^6B83v<=itbpP8FG6?MbYLHuVW34VVWV*RwYXzQEYutGjun)WNFa1ZLW
zzg5~yvh>}9w~#{`v5ulS5AchIn%MOXxyl49Z2dV-?J=>#z)PEZzbeSZeucpxwD&@|
zci~r;MD6v{-TPOGUE-##s6&=84kzyr0P6RHIjX;22M{_(0c@9FZ`I33_t|aFzF_p~
z02G0)4l#1YPNF+TRElB<29Aa==RAm86M5srYc(p^XbB%leKw<akghI$SUqCTR+%@V
zOKS(zmZ<L;1|Eu5ZW&v5sI2K@--^goAD0B{AO7g*yfIM#E7w*9vPn&8T4~4&9Qb?V
zj77<v0kndDy-97jp<e}t2q%1gL!qiV1s9FMrQ2;EA_(|FsD?pJn-~^9LGO0LDrMAD
z<_6@-KdiYsU7WAS0P}aiRJW)~M_D({G62OcH0mCi@p7E%^2IN>OmVQ-&4u(W%{x-y
z5L?>aO)<cIX#ud)sm`dB)kk;Qc-srTuP#<C!WD7A(kY%3YrU3=6H+qHYq4cv|8Z1;
zMuI|>4rLD2y~f@11swcr>cZNzTYrG&8Q^f)WPqykMOU_eI?O=Gj)=w|r8n^to^0N@
z$CDR9i0aMSsrnXhH^sq=(<Os)cPg^u+|p0$L3)%~7u4UrwnU82z8ZCLaDo>TEt*-u
zR?qtV5^=KCD~^ua%?ha-O^hY~u?sy?v^e#RrbwE9rS?5}NuaB{m1s6hYPG8+oQq1R
zAHG7;>LTozdWt|9zwDdJGU_rVY-+mvxYTDXf&YWh;v0pQ;CKKBZM3nYGPo>Ml!j}q
z=`PAqet3I+!N6ie7D9J-YJ~M2pXR}Z+1<!<-J;yfIQ1j!kC1%bEjOZM=dKP^b^{Bi
z;do?xQon~@?-~lO8(?AfruCx>@<aA}jI(7*+=EmJdAXNiqRS$mE#Q7sP($mJ9WR6T
zxeM)9+~>!7v-7M7U9Xs{B~8Sid}(w*@yb}rcV&Tu=<brH!1cQlcr%3pL!|WiWFva`
zy9CIM$lVIE4+n~}O9I@pWbNJEb9KHvHK~iq1c!7Pyadf?6CgWST^qbFQ7GQ=N-bmi
zilSN`31@=RTkzhv1Hrh)+(r3UZ0AmLKNIWwr*V>rgNBq=?iW^0p$wl25cf45a?~Gk
zJ_K#VdbvRFUhHU(*XxKz<XW4)hJCM!v|86D(xLanuvMv}1`)({cousK3oIAZGol2k
zj=rjd!H(7Ep0ouIsJ{`GUW>@yTiqAFK7%$$zn<9jQDA^&zI@}x4voe5Vp9O8R4&uf
zLS2}r_7@RIe{dL-RWz>zh1=l2<engIvXG^XGBP_Je%~paG7Y_{BLlC6>(8|Fhe@!S
zNMaIpN|Eey>E-#2T=C!#KrHJy++3+gJO!q*TS)*H!H>UtCvtrHJRMuD*{rm6=8@os
zPf<6QXNh^Qq7I)GG0{|b>NIpq(cim{dKk)lk^H6Y!DYC<3<cYizM!{kg_<&`re)~>
zzh!C5=P77Z@$>c&L;7fSJhh3(ag|Xu3g`f-sS+fQK~k@_I7%}M`JNY-c3>M~am-Nq
zg4aj24x{6al6HPoZV|$zx<g8_J!?f8^zq!SZWJ$5n_Vwc0iWrCJ4h}qUWQ-fDV!m(
zAjR%NZ$cAJR<I=R0flB;5iyM=to4+vKWP9xCO{be3&!OCz~BF?=-~g#{i~TpFob5s
zyv)MnjA<d*X0pD1#(%SbZ1<@$zNe6C@e`#Op3>+oK}^qgLq&R|H1_9y?{aJ5Ed4rC
zSW0Pew~Z@Q#)=o;!V1F(#Wj#X*nX<Rl3r3R|C9VWvNBl0Iy~V}8oj*yTLdCd(v6E;
zJywwa54ptO!T&t*T(a5uxDy%+cK9wcfM7m=HkjiI%;*OESk%ajpCA!v(?KqP!nXuS
zWTXNAD|KSwVia=31OMOPhBQ)Gk{75qMF{~@zIFKYG_rKq@K7(RcLcUs82;6bG!6`a
z{Zy$l|MTJ1h)mFQe_692)D_P!KE)vjZp|bnf?q+LzRbFRldt*P{LTO3{{Q&|)qef+
zk~zo^#;kYyRF_8qWx(p%9Ebx0#s&dO<2lG6KZFh#PxJ3v2tz6WVCsBt^7bV7SZqc5
z-?zjm9{h31A1n5U!2I#P{Gl%XqBsB0mVX$Ff47i-*vfx%8vaSH0ww-()D@X)+Vy=J
jFj|m@aPTrqzZUQyVLErSVn=skrhsEfHXjE1IsHEXI}3T#

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-9-AI AGENTS .jpg b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/images/image-9-AI AGENTS .jpg
new file mode 100644
index 0000000000000000000000000000000000000000..089cdc6c2989fedcc789689debb879c881cd5f7d
GIT binary patch
literal 3464
zcmbW$cTm$yy9e-JNT{J|qV(Q7NbjI@fdeW?5tQDmk%SJ15|F?Vq)6{giXvT#K_C<X
z=>iG_q==xQw+Jtux6RzY?!C{>cmLUEcJ?#7d-3UF37|L7(boY$AOHYe4&Y)QxCu~@
zk&%;;Qjn9AQ&Lh;QNw7cp-^h3D_7}YY|I?&Y|N~zoV?-!oZO;3tgM3aLZXsVGBPq8
z0*a~%(kkLNWTby@0-~g(q=r&6($FwUbFp$s|DWsP9l$^V_yPf75H~==00J|BE_wit
z%X5-~{x0BO1tI}MNXf`4D5;>A4UO~w2?z`(fq+R#A&|@N(93lI!a#b3OG=aMs_7$g
zZa<iG<g-Ew9<A3{xY-zi_lCWH6eZQQ>x@jyeEb4}Lc%h#a`Fm_N;hw5>*(s~8{D~j
z&)nj^rImxDle3Gfn|r`x#FIcID(KJXnAkXUd_qd<^R)Dg%okZj#U-U><rS4x^=}#)
zo0?l%+q&QP^!DNU2L{I{Ca0!nKF!YImsh^7uB~r;+uYgR+dnuwIzBo5?E(Sdf3hy;
zf5QHUi{a8m0)c=b<iA}YlEBM=86c!wQe;;&P01hmUFDXJq=0EXD}0Tm<hfx+fZO|z
zQC;Je!Sn6>ru{AZ-@&5(U$Xze{_C0psKKDi%L6k2>cGi)f{2M8;jpI8z+rrgzxC0~
zkj-+$4Z+&6Fc@+S4c5+dT*>-z0pKYKcJGJPpo`aTAGM_xIMr)VnD486B#&n-0rRo!
zmd(5x-3it}wRaug6lI@a@%{8A`E0EMS^Q2es4po`h>&UOCiq1*9Tk0qYjOn-xt6Q=
zuslZyzgvnDY5+_v_H$YOn2|^sHEu$!1w_CepUzae<%8M8+JDk}q|c#vqV2LzmLpVx
z680~E>mfqSq0xco%pFEnb21lz-tOp!5`@BjofK!3CL>Qp0i-BF5cr+CLQ#p5<3K{&
z;O4mAa@G%3>;*9A?H}r^P?z_8K_(xXkG6yEztrx!Hz_vN<Nk|++LZ*?E#`4&vTRzm
zL)WsSt*IW9qb;Nym>1--&_ZKA7tVxyUCV6glD?+ntPv2y2AqOy8wo$LL0xews<p04
z&xM)S<dCJtnk$U8hWO-XMaO&2h0(&c^ux2QC4Ih~LWD^rl`=-I0BDQ|kA$$_NI3Jv
zvE?$V!3Q?yHX{&<8IWxE3^SusIhWn&qOawgRxzs=^_MNp6j81sVRR^5pMkFii9bhh
zuvqrGu_o4_TD55JX^yyp=T!pTmXfJI&!WzmqIP$8`fuH3Q{+8Q>mFKOjGeG;tRRFq
zYb?ulN4Cb}%4>pjd%9>pFD|$SK1ts-;#J1mcXd;Hg4E;TdlvwaQ%$&G%IZ$hLfB>~
zHtj}^TzIJz`&3}XMi{)l?Ws0_=!;_&5u2=f0<#BE87qEGAYd%4rrVt=h7f@&wa=mk
zi}~zLKT;iyUi%hzpTIV$?jSeQ{KRyyrxw~q+OKwe$Ce3C$7+jITfEzt1WEJZl7jmk
zS(k+i19f;Bt39Kc>eV;xuB)_x#d2^Qf~fsi9j+n)j~T8*KRyc}O)8O>x#cjF!Sv{4
ztp#eyx+yuRb^&D7y!)ATsQy%qw`nQ_T4b$HY2Elx_oEQx{4r?xxv4e)y9|6B8GvIx
zie;B7`|=z^d&_HZZzf^w+g*Izbc9+oVYKh*(`+<XJGw9CjnK%i*)64q=5ZLJc+Hbe
zuJI#%(h*)K=n>0wyP?Kk;-#L(QtcKUi#7{ZNa>mWyjxnl;#Ei<zX~Uw5yaU`j1HbI
zXQWr_m1%<uV=tnU?x_($H&&K|epux?GrC*UAzw7dFW+j}hj-<PiRxxwRAsosOV@ga
z&NU7t>LUb}NT6YOIH;80r_MyVO7G5Y<JnWSy{cR0!Eg6;K`u>>&DrV5O!FKuY$6rw
zUtR3WXB^Bt`m9+G$F@13+J)s{b_zzk+TnW_XmR4r$3$ITA<%4<VR3AYU%c)fu(-k8
z^CZ@8p<T3~Tvbo;JPi+5v1tB-zrU7Od*8el2zLIHaMYc5t<&hH`Si-9x7VV-Rd*}o
za8zY_p`37Z?>M_gyt0aGY`-Gat3hEX?SLoIrN$n~w_it1lzZBnZsoqP3H58*w2YGy
z-*O74n%&7rmJQBEhG2}9+2jycsz26R&M?i-?+{(VgCQuwX*i{a^T@bGM?}QEDM{VN
z0EUgMl410gfWtYy_E#9^ag@i{n;vvU%Uu@z?xY;&rtJ`uD%t7W(3i**%dOHj23@xL
zm0%avy?4U^^6T`Q`45EQtGsC6L0!(V2l9ztE+&lbg(Lbc&O|z%eVISV1+-y*kYO;h
z@ndiHgdi5<^73w#M9B&7BHYjGj&UuV9GfDmOL~g%pLVo9WF3V1Q>?W2{_L&(;+7GU
z4I}>8B=*CvzjBLlAF6d%@5-FLjcbkHYVB+cmy^n~)HOYEZV0(ao)#)nCT9S7dAzH;
z=8>B)Irkweck2CIH_K75VxZdl@f7e)T##107vhZ5YRK%tIvBlrE=$DL%D#S^aOgvd
zY}T6eTq7J-I;_rpRz&h=q+Jclzn#Bs^W!xkwbw8}b+{>GO_MiqU{ww|YMUz@jhccx
zUjQa=C&csS4!<nDprum4R!xHTXRu>VeuNj>2s%+snPi4Nr7QZl?>21J^3(pC3($^6
z8*7=2Yb+xQ0}8B<g^iTo-_ctH$re=Om)dla*^-u!)h{{)?H1g8S!%cy5l@lCOrNHl
zDhD>H0ir8YkJaXkm0InQx$CRjr5SEa^PdtnxdUY5VupKK&$RapmV!=VTLrfy4xq(o
zJ~uwTcwv;PQIKp`Ok=2(1m$}-N37V9zD%MdJtZY?7Q`O;$tIa;GqRX7zUB0x!+tM(
z3i+cC)$UTE4|~;im7S5j>#da_7$;bi0Eo04+pUlilH;SBA=x6&R*gHF@($jQX>jNw
zzjw>kmCw7MdPXe|>dW^f+=%fuQOlW0M5a)R|4hswbjxTc(MEu5-xFAR<e8f=f%xya
z<6_ODEbKbns5>W<^5?AMg*!iLP-!U>Mv0$QZuxa_2on1%nbsumi(7__NnJ1Xoz{RI
zE1kDFh3mYI_H9Ni4|d3Bi9ach(>J%bXVzY|;hX4wB<4&Tzr+s*_Qf1zyV@@MGvx+v
zlP3m)B5nFI5gas|(`|q8&)w(i|LluY;5nH9PZmt?hbKs4SbF|~O3?Q)-t<M2EvrYL
z!&mdT2wSJ{0muunp?c9w9OqJ$GCNI>OOKHfW$EjkunZQB39ZyOMN6n+rt^lj?fT<X
zO^;qEM(2Y~@}WyI)u+=KhvNxw3<1|;<k3Ct<>2*o*nYcpd(CLj=&@;t+axzlv(`9v
z>z0PYew}1dBzsp05z&=kl$Dh2`tgAM_CtmZ5#=5`md0Q1gN7pa3tvYLkPmHIOf;e}
zFp&QP^HVqKWZ%^!#ZkQWouUXT!QZJ(#i}v1?c}3*CdB549+Z}3FnyAm*(;#4_?1KL
z=2xxr+2r+oi8B@RMU0ozgbbVWk?9*lyQVKOG@i3=u*YBC?Zf3`9$x@ZBHx+y7xx-O
z*v2(yXhbm&xNf|BM<Ri!zU&c47}CF@9q9c=J0K@g2#5$(6_R?<3EK(F#=CBpw#BD(
zuT7qqB<8-`rJEsZ_vw`ytwVOqjmV1x3n5c$KN=xo)(J$D0_0PJ^yOJcv8zJZ<X@!<
z8{suR8*`3I&#Xh)u?-teX7zTTbNVgX%FDtUQh^=wa+o@mosk)@p#xjB8ErBrIQ;8P
zy6%c&3B-Ej{)V$%%A9rD<wtbHah)SDJL2cFwVo<s_+^@0G=)L4v_a6hBLCX~899O-
zcD30MB`)iM9vxyF87Joa0&!<@C>z6U^sfJiRXBAnE+2yZ)o*s!(Qi@`TXu)uR2v5T
zI~Fw|(5aPi#ED_Mo;U?MLt&+k16{{gYVOEc$(ghqq4xav^%4smy$#z<lS!V&Rsc1Y
z|5l)Ig-|EPL3=RFFTl6$?EDpFmZI_f+x;Mc<bz)f5lLI4<Vcs34ESd&qV|N(Hq^b7
z1DUxlJ+HnnTG7id{eZ4FPjn)6YY#`W-7XAV=XtVNSUMeIT5V_D{A0UDo>=|JCo@?S
zM^aVxa_Ov;Dl5Izi{U#<foGU<CB|nd*4&|Has8|hggaN&kL+HY&HO5FI@CB;&lL3M
z1G-of48r3;?kFohQTm0=;9bys{$OK4*KugEL8=MgVL5lsi8e{)>8^*t$_g!-Yj=BJ
zF{FXB#MXOC;ai^a9Sskn10g>Z5B0KL#moC;PAc41#<WKT=j_=+G|3?h2eo@R4%mS@
v^QXDlA@B58)}04;J=fW8^!ix@)-Uw)X1hHs^e4M<TRZ6Q*IN{!elhzGclm$G

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/manifest.json b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/manifest.json
new file mode 100644
index 000000000..92cacacd0
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/manifest.json
@@ -0,0 +1,467 @@
+{
+  "version": "2.0",
+  "job_id": "job_98d80fe7d16a",
+  "data_id": null,
+  "source_file_name": "2026-Annual-Report-Web.pdf",
+  "processing_date": "2026-06-16T03:29:27.750103Z",
+  "processing": {
+    "page_count": 175,
+    "billing_status": "charged",
+    "cost": {
+      "micro_dollars": 262500,
+      "credits": 0.2625
+    },
+    "timing": {
+      "started_at": "2026-06-16T03:21:53.245268+00:00",
+      "completed_at": "2026-06-16T03:29:27.675571+00:00",
+      "duration_ms": 454430
+    },
+    "stages": {
+      "timing_ms": {
+        "document.profile": 6845,
+        "pdf.extract.standard": 344218,
+        "toc.detect_range_llm": 1383,
+        "heading.hierarchy_llm_call": 30236,
+        "toc.parse_hierarchy_llm": 3726,
+        "md.detect_toc": 5177,
+        "heading.merge_pre_pass_llm": 3380,
+        "heading.hierarchy_llm": 26567,
+        "md.predict_headings": 32743,
+        "md.deferred_summaries": 62600,
+        "md.build_dataframe": 27,
+        "pdf.parse_md": 102662,
+        "document.cleanup_unreferenced_images": 3,
+        "document.compress_images": 302,
+        "worker.parse.document": 454038
+      },
+      "token_usage": {
+        "prompt_tokens": 19598,
+        "completion_tokens": 6361,
+        "total_tokens": 25959
+      }
+    }
+  },
+  "statistics": {
+    "total_chunks": 551,
+    "text_chunks": 349,
+    "image_chunks": 86,
+    "table_chunks": 116,
+    "total_pages": null
+  },
+  "HIERARCHY": {
+    "Root": {},
+    "BUSINESS OVERVIEW": {
+      "Fiscal 2026 Reportable Segments": {},
+      "Fiscal 2026 Market Platforms": {},
+      "Business Highlights": {},
+      "Fiscal 2026 Shareholder Returns": {}
+    },
+    "PROXY SUMMARY": {
+      "Voting Matters and Board Recommendations": {},
+      "Election of Directors (Proposal 1)": {
+        "Recent Refreshment and Nominee Qualifications": {},
+        "Corporate Governance Highlights": {}
+      },
+      "Advisory Approval of Executive Compensation for Fiscal 2026 (Proposal 2)": {
+        "Executive Compensation Highlights": {},
+        "Financial Performance and Link to Executive Pay": {}
+      },
+      "Stockholder Proposal 4": {},
+      "Stockholder Proposal 5": {},
+      "Stockholder Proposal 6": {},
+      "Stockholder Proposal 7": {}
+    },
+    "IN MEMORIAM ROBERT K. BURGESS": {},
+    "Information About the 2026 Meeting": {
+      "Virtual Meeting Philosophy and Benefits": {},
+      "Meeting Attendance": {},
+      "Asking Questions": {},
+      "Quorum and Voting": {
+        "Stockholder of Record": {},
+        "Street Name Holder": {},
+        "Vote Count": {},
+        "Vote Results": {}
+      },
+      "Proxy Materials": {},
+      "Director Nominations Under Our Proxy Access Bylaw": {},
+      "Other Director Nominations and Proposals": {},
+      "Additional Requirements and Information": {},
+      "Recommendation of the Board": {},
+      "Director Qualifications and Nomination of Directors": {},
+      "Our Director Nominees": {
+        "JEN-HSUN HUANG": {},
+        "DAWN HUDSON": {},
+        "HARVEY C. JONES": {},
+        "MELISSA B. LORA": {},
+        "STEPHEN C. NEAL": {},
+        "A. BROOKE SEAWELL": {},
+        "MARK A. STEVENS": {
+          "Other Current Public Company Boards: None": {},
+          "Independent Director": {}
+        }
+      }
+    },
+    "Information About the Board of Directors and Corporate Governance": {
+      "Independence of the Members of the Board of Directors": {},
+      "Board Leadership Structure": {
+        "Our Lead Director": {},
+        "Duties of Our Lead Director": {}
+      },
+      "Committees of the Board of Directors": {
+        "AC Members as of our 2026 Meeting": {},
+        "CC Members as of our 2026 Meeting": {},
+        "NCGC Members as of our 2026 Meeting": {}
+      },
+      "Compensation Committee Interlocks and Insider Participation": {},
+      "Role of the Board in Risk Oversight": {},
+      "Corporate Governance": {
+        "Board Refreshment": {},
+        "Corporate Governance Policies": {},
+        "Executive Sessions of the Board": {},
+        "Director Attendance at Annual Meeting": {},
+        "Board Self-Assessments": {},
+        "Director Orientation and Continuing Education": {},
+        "Director Time Commitment and Outside Board Memberships": {},
+        "Director Stock Ownership Guidelines": {},
+        "Senior Management Development": {},
+        "Outside Advisors": {},
+        "Code of Conduct": {},
+        "Insider Trading Policy": {},
+        "Corporate Hotline": {}
+      },
+      "Stockholder Communications with the Board of Directors": {},
+      "Majority Vote Standard": {},
+      "Stockholder Special Meeting Right": {},
+      "Board Meeting Information": {},
+      "Corporate Sustainability": {},
+      "Public Policy Engagement and Accountability": {},
+      "Director Compensation": {
+        "Roles of the Board, the Compensation Committee, and Compensation Consultant": {},
+        "New Directors": {},
+        "Deferred Compensation Program": {},
+        "Other Compensation∕Benefits": {}
+      },
+      "Review of Transactions with Related Persons": {},
+      "Security Ownership of Certain Beneficial Owners and Management": {},
+      "Proposal 2—Advisory Approval of Executive Compensation": {}
+    },
+    "Executive Compensation": {
+      "Compensation Discussion and Analysis": {
+        "Fiscal 2026 Executive Compensation Summary": {
+          "Continued Focus on Pay for Performance": {},
+          "Executive Pay Heavily Weighted Towards Equity Awards": {}
+        },
+        "Key NEO Compensation Actions for Fiscal 2026": {},
+        "Our Compensation Philosophy and Practices": {
+          "What We Do": {},
+          "What We Don't Do": {}
+        },
+        "Roles of the Compensation Committee, Compensation Consultant, and Management": {},
+        "Peer Companies and Market Compensation Data": {},
+        "Factors Used in Determining Executive Compensation": {},
+        "Fiscal 2026 Compensation Actions and Achievements": {
+          "Stockholder Outreach and Feedback": {},
+          "Total Target Compensation Approach": {},
+          "Components of Pay": {
+            "Pay Mix Considerations": {},
+            "Setting Executive Compensation Values": {},
+            "Determining Equity Award Amounts": {}
+          },
+          "Performance Metrics and Goals for Executive Compensation": {},
+          "Fiscal 2026 Performance Achievement": {},
+          "Fiscal 2026 Target Compensation Actions and Performance-Based Payouts": {}
+        },
+        "Additional Executive Compensation Practices, Policies, and Procedures": {
+          "Other Compensation and Benefits": {},
+          "Equity Grant Timing Practices": {},
+          "Stock Ownership Guidelines": {},
+          "Compensation Recovery Policy": {},
+          "Tax and Accounting Implications": {},
+          "Reconciliation of Non-GAAP Financial Measures": {}
+        }
+      },
+      "Compensation Committee Report": {},
+      "Risk Analysis of Our Compensation Plans": {},
+      "Summary Compensation Table for Fiscal 2026, 2025, and 2024": {},
+      "Grants of Plan-Based Awards for Fiscal 2026": {},
+      "Option Exercises and Stock Vested in Fiscal 2026": {},
+      "Employment, Severance, and Change-in-Control Arrangements": {},
+      "Pay Ratio": {},
+      "Pay Versus Performance": {
+        "Most Important Financial Performance Measures": {},
+        "Relationships Between Compensation Actually Paid and Financial Performance": {}
+      },
+      "Recommendation of the Board": {},
+      "Fees Billed by the Independent Registered Public Accounting Firm": {},
+      "Report of the Audit Committee of the Board of Directors": {},
+      "Stockholder Proposals": {
+        "Proposal 4—Stockholder Proposal: Simple Majority Vote Standard": {
+          "Stockholder Proposal and Supporting Statement": {},
+          "Proposal 4 – Majority Vote Standard": {},
+          "Majority Vote Standard – Proposal 4": {
+            "Opposing Statement of the Board": {},
+            "Recommendation of the Board": {}
+          },
+          "Stockholder Proposal and Supporting Statement_2": {},
+          "Proposal 5 – Report on Faith-Based Community Resource Groups": {
+            "Opposing Statement of the Board": {},
+            "Recommendation of the Board": {}
+          },
+          "Stockholder Proposal and Supporting Statement_3": {},
+          "Proposal 6 – Report on Respecting Workforce Civil Liberties": {
+            "Opposing Statement of the Board": {},
+            "Recommendation of the Board": {}
+          },
+          "Stockholder Proposal and Supporting Statement_4": {},
+          "Proposal 7 – Greenhouse Gas Emissions Disclosure": {
+            "Opposing Statement of the Board": {},
+            "Recommendation of the Board": {}
+          }
+        }
+      },
+      "Equity Compensation Plan Information": {},
+      "Additional Information": {
+        "Delinquent Section 16(a) Reports": {},
+        "Other Matters": {}
+      },
+      "By Order of the Board of Directors": {}
+    },
+    "FORM 10-K": {
+      "NVIDIA CORPORATION": {},
+      "DOCUMENTS INCORPORATED BY REFERENCE": {}
+    },
+    "Part I": {},
+    "Part II": {},
+    "Part III": {},
+    "Part IV": {
+      "Where You Can Find More Information": {},
+      "Forward-Looking Statements": {}
+    },
+    "Part I_2": {
+      "Item 1. Business": {
+        "Our Company": {},
+        "Our Businesses": {
+          "Our Markets": {
+            "Data Center": {},
+            "Gaming": {},
+            "Professional Visualization": {},
+            "Automotive": {}
+          }
+        },
+        "Business Strategies": {},
+        "Sales and Marketing": {},
+        "Seasonality": {},
+        "Manufacturing": {},
+        "Competition": {},
+        "Patents and Proprietary Rights": {},
+        "Government Regulations": {},
+        "Human Capital Management": {},
+        "Information About Our Executive Officers": {},
+        "Available Information": {}
+      },
+      "Item 1A. Risk Factors": {
+        "Risk Factors Summary": {
+          "Risks Related to Our Industry and Markets": {},
+          "Risks Related to Demand, Supply, and Manufacturing": {},
+          "Risks Related to Our Global Operating Business": {},
+          "Risks Related to Regulatory, Legal, Our Stock, and Other Matters": {}
+        },
+        "Risk Factors": {
+          "Risks Related to Our Industry and Markets": {},
+          "Risks Related to Demand, Supply, and Manufacturing": {},
+          "Risks Related to Our Global Operating Business": {},
+          "Risks Related to Regulatory, Legal, Our Stock and Other Matters": {}
+        }
+      },
+      "Item 1B. Unresolved Staff Comments": {},
+      "Item 1C. Cybersecurity": {
+        "Risk management and strategy": {},
+        "Governance": {}
+      },
+      "Item 2. Properties": {},
+      "Item 3. Legal Proceedings": {},
+      "Item 4. Mine Safety Disclosures": {}
+    },
+    "Part II_2": {
+      "Issuer Purchases of Equity Securities": {},
+      "Recent Sales of Unregistered Securities and Use of Proceeds": {},
+      "Stock Performance Graphs": {
+        "Overview": {
+          "Our Company and Our Businesses": {},
+          "Recent Developments, Future Objectives and Challenges": {},
+          "Critical Accounting Estimates": {
+            "Inventories": {},
+            "Income Taxes": {},
+            "Non-Marketable Equity Securities": {},
+            "Revenue Recognition": {
+              "Revenue Allowances": {},
+              "Contracts with Multiple Performance Obligations": {}
+            }
+          },
+          "Results of Operations": {
+            "Reportable Segments": {
+              "Revenue by Reportable Segments": {},
+              "Operating Income by Reportable Segments": {},
+              "Concentration of Revenue": {}
+            },
+            "Gross Profit and Gross Margin": {},
+            "Income Taxes": {},
+            "Liquidity": {
+              "Capital Return to Shareholders": {},
+              "Outstanding Indebtedness and Commercial Paper Program": {},
+              "Material Cash Requirements and Other Obligations": {}
+            },
+            "Adoption of New and Recently Issued Accounting Pronouncements": {}
+          }
+        }
+      },
+      "Item 7A. Quantitative and Qualitative Disclosures about Market Risk": {
+        "Investment and Interest Rate Risk": {},
+        "Foreign Exchange Rate Risk": {}
+      },
+      "Item 8. Financial Statements and Supplementary Data": {},
+      "Item 9A. Controls and Procedures": {
+        "Controls and Procedures": {
+          "Disclosure Controls and Procedures": {},
+          "Management's Annual Report on Internal Control Over Financial Reporting": {},
+          "Changes in Internal Control Over Financial Reporting": {},
+          "Inherent Limitations on Effectiveness of Controls": {}
+        }
+      },
+      "Item 9B. Other Information": {},
+      "Item 9C. Disclosure Regarding Foreign Jurisdictions that Prevent Inspections": {}
+    },
+    "Part III_2": {
+      "Item 10. Directors, Executive Officers and Corporate Governance": {
+        "Identification of Directors": {},
+        "Identification of Executive Officers": {},
+        "Identification of Audit Committee and Financial Experts": {},
+        "Material Changes to Procedures for Recommending Directors": {},
+        "Delinquent Section 16(a) Reports": {},
+        "Code of Conduct": {},
+        "Insider Trading Policy": {}
+      },
+      "Item 11. Executive Compensation": {
+        "Ownership of NVIDIA Securities": {},
+        "Equity Compensation Plan Information": {}
+      },
+      "Item 13. Certain Relationships and Related Transactions, and Director Independence": {},
+      "Item 14. Principal Accountant Fees and Services": {},
+      "Item 15. Exhibits and Financial Statement Schedules": {
+        "(a) 1. Financial Statements": {},
+        "2. Financial Statement Schedule": {},
+        "3. Exhibits": {},
+        "Report of Independent Registered Public Accounting Firm": {
+          "Basis for Opinions": {},
+          "Definition and Limitations of Internal Control over Financial Reporting": {},
+          "Critical Audit Matters": {}
+        },
+        "NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements": {
+          "Note 1 - Organization and Summary of Significant Accounting Policies": {
+            "Our Company": {},
+            "Fiscal Year": {},
+            "Principles of Consolidation": {},
+            "Use of Estimates": {},
+            "Revenue Recognition": {
+              "Product Sales Revenue": {},
+              "Contracts with Multiple Performance Obligations": {},
+              "Product Warranties": {}
+            },
+            "Stock-based Compensation": {},
+            "Litigation, Investigation and Settlement Costs": {},
+            "Foreign Currency Remeasurement": {},
+            "Income Taxes": {},
+            "Net Income Per Share": {},
+            "Cash and Cash Equivalents and Marketable Securities": {},
+            "Fair Value of Financial Instruments": {},
+            "Concentration of Credit Risk": {},
+            "Inventories": {},
+            "Property and Equipment": {},
+            "Leases": {},
+            "Goodwill": {},
+            "Intangible Assets and Other Long-Lived Assets": {},
+            "Business Combination": {},
+            "Non-Marketable Equity Securities": {},
+            "Recently Issued Accounting Pronouncements": {}
+          },
+          "Note 2 - Groq": {},
+          "Note 3 - Stock-Based Compensation": {},
+          "NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements": {
+            "Equity Incentive Program": {
+              "Amended and Restated 2007 Equity Incentive Plan": {},
+              "Amended and Restated 2012 Employee Stock Purchase Plan": {}
+            }
+          },
+          "NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements_2": {},
+          "Note 4 - Net Income Per Share": {},
+          "Note 5 - Goodwill": {},
+          "NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements_3": {},
+          "Note 6 - Amortizable Intangible Assets": {},
+          "NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements_4": {},
+          "Note 7 - Cash Equivalents and Marketable Securities": {},
+          "NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements_5": {},
+          "Note 8 - Non-marketable Equity Securities": {},
+          "NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements (Continued)": {},
+          "Note 9 - Balance Sheet Components": {},
+          "NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements (Continued)_2": {},
+          "NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements_6": {},
+          "Note 10 - Derivative Financial Instruments": {
+            "Foreign Currency Derivatives": {},
+            "Facility Lease Guarantees": {}
+          },
+          "NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements_7": {},
+          "Note 12 - Commitments and Contingencies": {
+            "Commitments": {},
+            "Accrual for Product Warranty Liabilities": {},
+            "Litigation": {},
+            "NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements": {}
+          },
+          "Note 13 - Income Taxes": {},
+          "NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements_8": {},
+          "NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements_9": {},
+          "NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements_10": {},
+          "Note 14 - Shareholders' Equity": {},
+          "Note 15 - Employee Retirement Plans": {},
+          "Note 16 - Segment Information": {},
+          "NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements_11": {},
+          "NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements_12": {},
+          "NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements_13": {},
+          "Note 17 - Leases": {},
+          "NVIDIA Corporation and Subsidiaries Notes to the Consolidated Financial Statements_14": {}
+        }
+      },
+      "Item 16. Form 10-K Summary": {},
+      "Signatures": {}
+    },
+    "Corporate Information": {
+      "Board of Directors": {
+        "Jensen Huang": {},
+        "Tench Coxe": {},
+        "John O. Dabiri": {},
+        "Dawn Hudson": {},
+        "Harvey C. Jones": {},
+        "Melissa B. Lora": {},
+        "Stephen C. Neal (Lead Director)": {},
+        "A. Brooke Seawell": {},
+        "Aarti Shah": {},
+        "Mark A. Stevens": {}
+      },
+      "Founders": {
+        "Jensen Huang": {},
+        "Chris A. Malachowsky": {}
+      },
+      "Executive Team": {
+        "Colette M. Kress": {},
+        "Jay Puri": {},
+        "Debora Shoquist": {},
+        "Timothy S. Teter": {}
+      },
+      "Independent Accountants": {},
+      "General Legal Counsel": {},
+      "Transfer Agent and Registrar": {},
+      "Annual Meeting": {},
+      "Form 10-K": {},
+      "Investor Relations": {}
+    }
+  }
+}
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-0 GPU Cloud Growth.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-0 GPU Cloud Growth.html
new file mode 100644
index 000000000..60149a437
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-0 GPU Cloud Growth.html	
@@ -0,0 +1,51 @@
+<table border='1' border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>Month</th>
+      <th>NVIDIA</th>
+      <th>Alibaba Cloud</th>
+      <th>Hugging Face</th>
+      <th>Ai2</th>
+      <th>Meta</th>
+      <th>Google</th>
+      <th>IBM</th>
+      <th>ByteDance</th>
+      <th>Baidu</th>
+      <th>Tencent</th>
+      <th>Microsoft</th>
+      <th>Zai</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>Jan 2025</td>
+      <td>~10</td>
+      <td>~10</td>
+      <td>~10</td>
+      <td>~10</td>
+      <td>~10</td>
+      <td>~10</td>
+      <td>~10</td>
+      <td>~10</td>
+      <td>~10</td>
+      <td>~10</td>
+      <td>~10</td>
+      <td>~10</td>
+    </tr>
+    <tr>
+      <td>Feb 2026</td>
+      <td>~450</td>
+      <td>~350</td>
+      <td>~200</td>
+      <td>~180</td>
+      <td>~150</td>
+      <td>~130</td>
+      <td>~120</td>
+      <td>~110</td>
+      <td>~100</td>
+      <td>~90</td>
+      <td>~80</td>
+      <td>~70</td>
+    </tr>
+  </tbody>
+</table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-1 NVIDIA Definitions.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-1 NVIDIA Definitions.html
new file mode 100644
index 000000000..086d709da
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-1 NVIDIA Definitions.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td>2007 Plan</td><td>NVIDIA Corporation Amended and Restated 2007 Equity Incentive Plan</td></tr><tr><td>AC</td><td>Audit Committee of the Board</td></tr><tr><td>ASC 718</td><td>Financial Accounting Standards Board Accounting Standards Codification Topic 718: Compensation - Stock Compensation</td></tr><tr><td>Base Compensation Plan</td><td>Performance goal necessary to earn the target award under the Variable Cash Plan and for the target numbers of SY PSUs and MY PSUs to become eligible to vest</td></tr><tr><td>Board</td><td>The Company&#x27;s board of directors</td></tr><tr><td>Bylaws</td><td>The Company&#x27;s Amended and Restated Bylaws</td></tr><tr><td>CAP</td><td>&quot;Compensation actually paid,&quot; as defined under Item 402(v) of Regulation S-K</td></tr><tr><td>CC</td><td>Compensation Committee of the Board</td></tr><tr><td>CD&amp;A</td><td>Compensation Discussion and Analysis</td></tr><tr><td>CEO</td><td>Chief Executive Officer</td></tr><tr><td>CFO</td><td>Chief Financial Officer</td></tr><tr><td>Charter</td><td>The Company&#x27;s Restated Certificate of Incorporation</td></tr><tr><td>Control Number</td><td>Identification number for each stockholder included in Notice or proxy card</td></tr><tr><td>CS</td><td>Corporate Sustainability</td></tr><tr><td>CSSC</td><td>Corporate Sustainability Steering Committee</td></tr><tr><td>DEI</td><td>Diversity, Equity, and Inclusion</td></tr><tr><td>ERM</td><td>Enterprise Risk Management</td></tr><tr><td>ESPP</td><td>NVIDIA Corporation Amended and Restated 2012 Employee Stock Purchase Plan</td></tr><tr><td>EVP</td><td>Executive Vice President</td></tr><tr><td>Exchange Act</td><td>Securities Exchange Act of 1934, as amended</td></tr><tr><td>Fiscal 20__</td><td>The Company&#x27;s fiscal year ended on the last Sunday in January of the stated year</td></tr><tr><td>Form 10-K</td><td>The Company&#x27;s Annual Report on Form 10-K for Fiscal 2026 filed with the SEC on February 25, 2026</td></tr><tr><td>GAAP</td><td>Generally accepted accounting principles in the United States</td></tr><tr><td>GHG</td><td>Greenhouse gas</td></tr><tr><td>Internal Revenue Code</td><td>U.S. Internal Revenue Code of 1986, as amended</td></tr><tr><td>Lead Director</td><td>Lead independent director</td></tr><tr><td>Meeting</td><td>Annual Meeting of Stockholders</td></tr><tr><td>MY PSUs</td><td>Multi-year PSUs based on 3-year TSR relative to the S&amp;P 500 with a three-year performance metric, vesting after three years</td></tr><tr><td>Nasdaq</td><td>The Nasdaq Stock Market LLC</td></tr><tr><td>NCGC</td><td>Nominating and Corporate Governance Committee of the Board</td></tr><tr><td>NEOs</td><td>Named Executive Officers consisting of our CEO, our CFO, and our other three most highly compensated executive officers as of the end of Fiscal 2026</td></tr><tr><td>Non-GAAP Operating Income</td><td>GAAP operating income, as the Company reports in its SEC filings, excluding stock-based compensation expense, acquisition-related and other costs, and other. Please see Reconciliation of Non-GAAP Financial Measures in our CD&amp;A for a reconciliation between the non-GAAP financial measures and GAAP results</td></tr><tr><td>Notice</td><td>Notice of Internet Availability of Proxy Materials</td></tr><tr><td>NVIDIA, Company, we, us, our</td><td>NVIDIA Corporation, a Delaware corporation</td></tr><tr><td>NYSE</td><td>New York Stock Exchange</td></tr><tr><td>PSU</td><td>Performance stock unit</td></tr><tr><td>PwC</td><td>PricewaterhouseCoopers LLP</td></tr><tr><td>RSU</td><td>Restricted stock unit</td></tr><tr><td>S&amp;P 500</td><td>Standard &amp; Poor&#x27;s 500 Composite Index</td></tr><tr><td>SEC</td><td>U.S. Securities and Exchange Commission</td></tr><tr><td>Section 162(m)</td><td>Section 162(m) of the Internal Revenue Code</td></tr><tr><td>Securities Act</td><td>Securities Act of 1933, as amended</td></tr><tr><td>Stretch Compensation Plan</td><td>Performance goal necessary to earn the maximum award under the Variable Cash Plan and for the maximum numbers of SY PSUs and MY PSUs to become eligible to vest</td></tr><tr><td>SY PSUs</td><td>PSUs based on annual Non-GAAP Operating Income performance with a single-year performance metric, vesting over four years</td></tr><tr><td>Threshold</td><td>Minimum performance goal necessary to earn an award under the Variable Cash Plan and for SY PSUs and MY PSUs to become eligible to vest</td></tr><tr><td>TSR</td><td>Total shareholder return</td></tr><tr><td>Variable Cash Plan</td><td>The Company&#x27;s variable cash compensation plan</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-10 Performance Payouts.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-10 Performance Payouts.html
new file mode 100644
index 000000000..104bad91e
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-10 Performance Payouts.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td colspan="4">PERFORMANCE ACHIEVEMENT AND PAYOUTS</td></tr><tr><td></td><td>Variable Cash Plan</td><td>SY PSUs</td><td>MY PSUs</td></tr><tr><td>Performance Achievement for Period Ended Fiscal 2026 (3)</td><td>$215.9 billion revenue</td><td>$137.3 billion Non-GAAP Operating Income (1)</td><td>100th percentile 3-year TSR relative to S&amp;P 500 (1,055%)</td></tr><tr><td>Payout as % of Target Opportunity</td><td>200%</td><td>CEO 150% Other NEOs 200%</td><td>CEO 150% Other NEOs 200%</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-100 Income Before Tax.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-100 Income Before Tax.html
new file mode 100644
index 000000000..7d09ab988
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-100 Income Before Tax.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="3"></td><td colspan="3">Year Ended</td></tr><tr><td>Jan 25, 2026</td><td>Jan 26, 2025</td><td>Jan 28, 2024</td></tr><tr><td colspan="3">(In millions)</td></tr><tr><td>U.S.</td><td>$ 123,181</td><td>$ 77,456</td><td>$ 29,495</td></tr><tr><td>Foreign</td><td>18,269</td><td>6,570</td><td>4,323</td></tr><tr><td>Income before income tax</td><td>$ 141,450</td><td>$ 84,026</td><td>$ 33,818</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-101 Tax Rate Breakdown.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-101 Tax Rate Breakdown.html
new file mode 100644
index 000000000..17dc4c296
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-101 Tax Rate Breakdown.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="3"></td><td colspan="2">Year Ended</td></tr><tr><td colspan="2">Jan 25, 2026</td></tr><tr><td colspan="2">(In millions, except percentages)</td></tr><tr><td>US Federal Statutory Tax Rate</td><td>$ 29,704</td><td>21.0 %</td></tr><tr><td>State and Local Income Taxes, Net of Federal Income Tax Effect (1)</td><td>258</td><td>0.2 %</td></tr><tr><td>Foreign tax effects</td><td></td><td></td></tr><tr><td>Israel</td><td></td><td></td></tr><tr><td>Reduced statutory tax rate on qualifying income</td><td>(3,064)</td><td>(2.2)%</td></tr><tr><td>Other</td><td>1,606</td><td>1.2 %</td></tr><tr><td>Other foreign jurisdictions</td><td>741</td><td>0.5 %</td></tr><tr><td>Effect of cross-border tax laws</td><td></td><td></td></tr><tr><td>Foreign-derived deduction eligible income</td><td>(4,208)</td><td>(3.0)%</td></tr><tr><td>Other</td><td>(142)</td><td>(0.1)%</td></tr><tr><td>Tax credits</td><td>(1,933)</td><td>(1.4)%</td></tr><tr><td>Nontaxable or nondeductible items</td><td></td><td></td></tr><tr><td>Stock-based compensation</td><td>(1,475)</td><td>(1.0)%</td></tr><tr><td>Other</td><td>29</td><td>— %</td></tr><tr><td>Other (2)</td><td>(133)</td><td>(0.1)%</td></tr><tr><td>Income tax expense</td><td>$ 21,383</td><td>15.1 %</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-102 Tax Rate Analysis.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-102 Tax Rate Analysis.html
new file mode 100644
index 000000000..2b9c6c79d
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-102 Tax Rate Analysis.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="3"></td><td colspan="4">Year Ended</td></tr><tr><td colspan="2">Jan 26, 2025</td><td colspan="2">Jan 28, 2024</td></tr><tr><td colspan="4">(In millions, except percentages)</td></tr><tr><td>Tax expense computed at federal statutory rate</td><td>$ 17,645</td><td>21.0 %</td><td>$ 7,102</td><td>21.0 %</td></tr><tr><td>Expense (benefit) resulting from:</td><td></td><td></td><td></td><td></td></tr><tr><td>State income taxes, net of federal tax effect</td><td>554</td><td>0.7 %</td><td>120</td><td>0.4 %</td></tr><tr><td>Foreign-derived deduction eligible income</td><td>(2,976)</td><td>(3.5)%</td><td>(1,408)</td><td>(4.2)%</td></tr><tr><td>Stock-based compensation</td><td>(2,097)</td><td>(2.5)%</td><td>(741)</td><td>(2.2)%</td></tr><tr><td>U.S. federal research and development tax credit</td><td>(990)</td><td>(1.2)%</td><td>(431)</td><td>(1.3)%</td></tr><tr><td>Foreign tax rate differential</td><td>(984)</td><td>(1.2)%</td><td>(467)</td><td>(1.4)%</td></tr><tr><td>Other</td><td>(6)</td><td>— %</td><td>(117)</td><td>(0.3)%</td></tr><tr><td>Income tax expense</td><td>$ 11,146</td><td>13.3 %</td><td>$ 4,058</td><td>12.0 %</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-103 Income Tax Paid.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-103 Income Tax Paid.html
new file mode 100644
index 000000000..d65faaa5e
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-103 Income Tax Paid.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="3"></td><td>Year Ended</td></tr><tr><td>Jan 25, 2026</td></tr><tr><td>(In millions)</td></tr><tr><td>Federal</td><td>$ 16,755</td></tr><tr><td>State</td><td></td></tr><tr><td>California</td><td>1,049</td></tr><tr><td>Other</td><td>1,041</td></tr><tr><td>Foreign</td><td></td></tr><tr><td>Israel</td><td>1,287</td></tr><tr><td>Other</td><td>156</td></tr><tr><td>Total income taxes paid, net of refunds</td><td>$ 20,288</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-104 Deferred Tax Assets.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-104 Deferred Tax Assets.html
new file mode 100644
index 000000000..63dddfd7e
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-104 Deferred Tax Assets.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="2"></td><td>Jan 25, 2026</td><td>Jan 26, 2025</td></tr><tr><td colspan="2">(In millions)</td></tr><tr><td>Deferred tax assets:</td><td></td><td></td></tr><tr><td>Capitalized research and development expenditure</td><td>$ 5,436</td><td>$ 6,256</td></tr><tr><td>Net controlled foreign corporation tested income deferred tax assets</td><td>5,389</td><td>2,820</td></tr><tr><td>Accruals and reserves, not currently deductible for tax purposes</td><td>3,644</td><td>2,058</td></tr><tr><td>Research and other tax credit carryforwards</td><td>718</td><td>759</td></tr><tr><td>Operating lease liabilities</td><td>554</td><td>299</td></tr><tr><td>Net operating loss and capital loss carryforwards</td><td>443</td><td>456</td></tr><tr><td>Other deferred tax assets</td><td>679</td><td>566</td></tr><tr><td>Gross deferred tax assets</td><td>16,863</td><td>13,214</td></tr><tr><td>Less valuation allowance</td><td>(768)</td><td>(1,610)</td></tr><tr><td>Total deferred tax assets</td><td>16,095</td><td>11,604</td></tr><tr><td>Deferred tax liabilities:</td><td></td><td></td></tr><tr><td>Equity investments</td><td>(2,227)</td><td>(264)</td></tr><tr><td>Unremitted earnings of foreign subsidiaries</td><td>(1,813)</td><td>(891)</td></tr><tr><td>Operating lease assets</td><td>(533)</td><td>(286)</td></tr><tr><td>Acquired intangibles</td><td>(38)</td><td>(70)</td></tr><tr><td>Gross deferred tax liabilities</td><td>(4,611)</td><td>(1,511)</td></tr><tr><td>Net deferred tax asset (1)</td><td>$ 11,484</td><td>$ 10,093</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-105 Tax Positions.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-105 Tax Positions.html
new file mode 100644
index 000000000..848b426a0
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-105 Tax Positions.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="2"></td><td>Jan 25, 2026</td><td>Jan 26, 2025</td><td>Jan 28, 2024</td></tr><tr><td colspan="3">(In millions)</td></tr><tr><td>Balance at beginning of period</td><td>$ 2,861</td><td>$ 1,670</td><td>$ 1,238</td></tr><tr><td>Increases in tax positions for current year</td><td>1,959</td><td>1,268</td><td>616</td></tr><tr><td>Increases in tax positions for prior years</td><td>57</td><td>48</td><td>87</td></tr><tr><td>Lapse in statute of limitations</td><td>(224)</td><td>(27)</td><td>(19)</td></tr><tr><td>Decreases in tax positions for prior years</td><td>(157)</td><td>(88)</td><td>(148)</td></tr><tr><td>Settlements</td><td>(76)</td><td>(10)</td><td>(104)</td></tr><tr><td>Balance at end of period</td><td>$ 4,420</td><td>$ 2,861</td><td>$ 1,670</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-106 Segment Revenue.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-106 Segment Revenue.html
new file mode 100644
index 000000000..2e6eedd6b
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-106 Segment Revenue.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="2"></td><td>Compute &amp; Networking</td><td>Graphics</td><td>Total</td></tr><tr><td colspan="3">(In millions)</td></tr><tr><td colspan="4">Year Ended Jan 25, 2026</td></tr><tr><td>Revenue</td><td>$ 193,479</td><td>$ 22,459</td><td>$ 215,938</td></tr><tr><td>Other segment items (1)</td><td>63,338</td><td>13,303</td><td>76,641</td></tr><tr><td>Operating income</td><td>$ 130,141</td><td>$ 9,156</td><td>$ 139,297</td></tr><tr><td colspan="4">Year Ended Jan 26, 2025</td></tr><tr><td>Revenue</td><td>$ 116,193</td><td>$ 14,304</td><td>$ 130,497</td></tr><tr><td>Other segment items (1)</td><td>33,318</td><td>9,219</td><td>42,537</td></tr><tr><td>Operating income</td><td>$ 82,875</td><td>$ 5,085</td><td>$ 87,960</td></tr><tr><td colspan="4">Year Ended Jan 28, 2024</td></tr><tr><td>Revenue</td><td>$ 47,405</td><td>$ 13,517</td><td>$ 60,922</td></tr><tr><td>Other segment items (1)</td><td>15,389</td><td>7,671</td><td>23,060</td></tr><tr><td>Operating income</td><td>$ 32,016</td><td>$ 5,846</td><td>$ 37,862</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-107 Income Breakdown.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-107 Income Breakdown.html
new file mode 100644
index 000000000..2eec26623
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-107 Income Breakdown.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="3"></td><td colspan="3">Year Ended</td></tr><tr><td>Jan 25, 2026</td><td>Jan 26, 2025</td><td>Jan 28, 2024</td></tr><tr><td colspan="3">(In millions)</td></tr><tr><td>Segment operating income</td><td>$ 139,297</td><td>$ 87,960</td><td>$ 37,862</td></tr><tr><td>Stock-based compensation expense</td><td>(6,386)</td><td>(4,737)</td><td>(3,549)</td></tr><tr><td>Unallocated operating expenses</td><td>(1,997)</td><td>(1,171)</td><td>(728)</td></tr><tr><td>Acquisition-related and other costs</td><td>(527)</td><td>(599)</td><td>(613)</td></tr><tr><td>Interest income</td><td>2,300</td><td>1,786</td><td>866</td></tr><tr><td>Interest expense</td><td>(259)</td><td>(247)</td><td>(257)</td></tr><tr><td>Other income, net</td><td>9,022</td><td>1,034</td><td>237</td></tr><tr><td>Consolidated income before income tax</td><td>$ 141,450</td><td>$ 84,026</td><td>$ 33,818</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-108 Revenue by Region.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-108 Revenue by Region.html
new file mode 100644
index 000000000..7fcebafe1
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-108 Revenue by Region.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="2" colspan="2"></td><td colspan="3">Year Ended</td></tr><tr><td>Jan 25, 2026</td><td>Jan 26, 2025</td><td>Jan 28, 2024</td></tr><tr><td>Geographic Location (1):</td><td>Revenue based upon Customer Headquarters</td><td colspan="3">(In millions)</td></tr><tr><td>United States</td><td>$</td><td>149,617</td><td>$ 77,482</td><td>$ 31,533</td></tr><tr><td>Taiwan (2)</td><td></td><td>42,345</td><td>23,600</td><td>14,912</td></tr><tr><td>China (including Hong Kong)</td><td></td><td>19,677</td><td>25,048</td><td>12,330</td></tr><tr><td>Other</td><td></td><td>4,299</td><td>4,367</td><td>2,147</td></tr><tr><td>Total revenue</td><td>$</td><td>215,938</td><td>$ 130,497</td><td>$ 60,922</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-109 NVIDIA Revenue.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-109 NVIDIA Revenue.html
new file mode 100644
index 000000000..a43a841d4
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-109 NVIDIA Revenue.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="2"></td><td colspan="3">Year Ended</td></tr><tr><td>Jan 25, 2026</td><td>Jan 26, 2025</td><td>Jan 28, 2024</td></tr><tr><td>Revenue by End Market:</td><td colspan="3">(In millions)</td></tr><tr><td>Data Center</td><td>$ 193,737</td><td>$ 115,186</td><td>$ 47,525</td></tr><tr><td>Compute</td><td>162,361</td><td>102,196</td><td>38,950</td></tr><tr><td>Networking</td><td>31,376</td><td>12,990</td><td>8,575</td></tr><tr><td>Gaming</td><td>16,042</td><td>11,350</td><td>10,447</td></tr><tr><td>Professional Visualization</td><td>3,191</td><td>1,878</td><td>1,553</td></tr><tr><td>Automotive</td><td>2,349</td><td>1,694</td><td>1,091</td></tr><tr><td>OEM and Other</td><td>619</td><td>389</td><td>306</td></tr><tr><td>Total revenue</td><td>$ 215,938</td><td>$ 130,497</td><td>$ 60,922</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-11 Proxy Voting.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-11 Proxy Voting.html
new file mode 100644
index 000000000..8ab1b2e34
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-11 Proxy Voting.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td></td><td>Vote</td><td>Change Your Vote</td><td>Revoke Your Proxy</td></tr><tr><td>Virtually attend and vote at the 2026 Meeting</td><td>√</td><td>√</td><td></td></tr><tr><td>Via mail, by signing and mailing your proxy card to us before the 2026 Meeting</td><td>√</td><td></td><td></td></tr><tr><td>By telephone or online, by following the instructions provided in the Notice or your proxy materials</td><td>√</td><td>√</td><td></td></tr><tr><td>Submit another properly completed proxy card with a later date</td><td></td><td>√</td><td></td></tr><tr><td>Send a written notice that you are revoking your proxy to NVIDIA Corporation, 2788 San Tomas Expressway, Santa Clara, California 95051, Attention: Timothy S. Teter, Secretary, or via email to shareholdermeeting@nvidia.com</td><td></td><td></td><td>√</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-110 Long-lived assets.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-110 Long-lived assets.html
new file mode 100644
index 000000000..d41fe63db
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-110 Long-lived assets.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td></td><td>Jan 25, 2026</td><td>Jan 26, 2025</td></tr><tr><td>Long-lived assets:</td><td colspan="2">(In millions)</td></tr><tr><td>United States</td><td>$ 5,125</td><td>$ 3,626</td></tr><tr><td>Taiwan</td><td>3,219</td><td>1,481</td></tr><tr><td>Israel</td><td>1,471</td><td>840</td></tr><tr><td>Other</td><td>568</td><td>336</td></tr><tr><td>Total long-lived assets</td><td>$ 10,383</td><td>$ 6,283</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-111 Lease Obligations.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-111 Lease Obligations.html
new file mode 100644
index 000000000..832076797
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-111 Lease Obligations.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="2"></td><td>Operating Lease Obligations</td></tr><tr><td>(In millions)</td></tr><tr><td colspan="2">Fiscal Year:</td></tr><tr><td>2027</td><td>$ 493</td></tr><tr><td>2028</td><td>485</td></tr><tr><td>2029</td><td>457</td></tr><tr><td>2030</td><td>381</td></tr><tr><td>2031</td><td>314</td></tr><tr><td>2032 and thereafter</td><td>1,494</td></tr><tr><td>Total</td><td>3,624</td></tr><tr><td>Less imputed interest</td><td>680</td></tr><tr><td>Present value of net future minimum lease payments</td><td>2,944</td></tr><tr><td>Less short-term operating lease liabilities</td><td>372</td></tr><tr><td>Long-term operating lease liabilities</td><td>$ 2,572</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-112 Lease Cash Flows.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-112 Lease Cash Flows.html
new file mode 100644
index 000000000..303622922
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-112 Lease Cash Flows.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="3"></td><td colspan="3">Year Ended</td></tr><tr><td>Jan 25, 2026</td><td>Jan 26, 2025</td><td>Jan 28, 2024</td></tr><tr><td colspan="3">(In millions)</td></tr><tr><td colspan="4">Supplemental cash flows information</td></tr><tr><td>Operating cash flow used for operating leases</td><td>$ 428</td><td>$ 313</td><td>$ 286</td></tr><tr><td>Operating lease assets obtained in exchange for lease obligations</td><td>$ 1,439</td><td>$ 877</td><td>$ 531</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-113 Allowance Changes.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-113 Allowance Changes.html
new file mode 100644
index 000000000..0b3ee6294
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-113 Allowance Changes.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td>Description</td><td>Balance at Beginning of Period</td><td>Additions</td><td>Deductions</td><td>Balance at End of Period</td></tr><tr><td></td><td colspan="4">(In millions)</td></tr><tr><td colspan="5">Fiscal year 2026</td></tr><tr><td>Allowance for doubtful accounts</td><td>$ 4</td><td>$ — (1)</td><td>$ — (1)</td><td>$ 4</td></tr><tr><td>Sales return allowance</td><td>$ 82</td><td>$ 188 (2)</td><td>$ (100) (4)</td><td>$ 170</td></tr><tr><td>Deferred tax valuation allowance</td><td>$ 1,610</td><td>$ 31 (3)</td><td>$ (873) (3)</td><td>$ 768</td></tr><tr><td colspan="5">Fiscal year 2025</td></tr><tr><td>Allowance for doubtful accounts</td><td>$ 4</td><td>$ — (1)</td><td>$ — (1)</td><td>$ 4</td></tr><tr><td>Sales return allowance</td><td>$ 109</td><td>$ 151 (2)</td><td>$ (178) (4)</td><td>$ 82</td></tr><tr><td>Deferred tax valuation allowance</td><td>$ 1,552</td><td>$ 58 (3)</td><td>$ — (3)</td><td>$ 1,610</td></tr><tr><td colspan="5">Fiscal year 2024</td></tr><tr><td>Allowance for doubtful accounts</td><td>$ 4</td><td>$ — (1)</td><td>$ — (1)</td><td>$ 4</td></tr><tr><td>Sales return allowance</td><td>$ 26</td><td>$ 213 (2)</td><td>$ (130) (4)</td><td>$ 109</td></tr><tr><td>Deferred tax valuation allowance</td><td>$ 1,484</td><td>$ 162 (3)</td><td>$ (94) (3)</td><td>$ 1,552</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-114 Exhibit Index.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-114 Exhibit Index.html
new file mode 100644
index 000000000..2424c862b
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-114 Exhibit Index.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="2">Exhibit No.</td><td rowspan="2">Exhibit Description</td><td colspan="2">Incorporated by Reference</td><td rowspan="2">Filing Date</td></tr><tr><td>Schedule/Form</td><td>Exhibit</td></tr><tr><td>3.1</td><td>Restated Certificate of Incorporation</td><td>10-K</td><td>3.1</td><td>3/18/2022</td></tr><tr><td>3.2</td><td>Amendment to Restated Certificate of Incorporation of NVIDIA Corporation</td><td>8-K</td><td>3.1</td><td>6/6/2022</td></tr><tr><td>3.3</td><td>Amendment to Restated Certificate of Incorporation of NVIDIA Corporation</td><td>8-K</td><td>3.1</td><td>6/7/2024</td></tr><tr><td>3.4</td><td>Bylaws of NVIDIA Corporation, Amended and Restated as of March 12, 2024</td><td>8-K</td><td>3.1</td><td>3/14/2024</td></tr><tr><td>4.1</td><td>Reference is made to Exhibits 3.1, 3.2, 3.3 and 3.4</td><td></td><td></td><td></td></tr><tr><td>4.2</td><td>Specimen Stock Certificate</td><td>S-1/A</td><td>4.2</td><td>4/24/1998</td></tr><tr><td>4.3</td><td>Indenture, dated as of September 16, 2016, by and between the Company and Computershare Trust Company, N.A., as successor to Wells Fargo Bank, National Association, as Trustee</td><td>8-K</td><td>4.1</td><td>9/16/2016</td></tr><tr><td>4.4</td><td>Officers' Certificate, dated as of September 16, 2016</td><td>8-K</td><td>4.2</td><td>9/16/2016</td></tr><tr><td>4.5</td><td>Form of 2026 Note</td><td>8-K</td><td>Annex B-1 to Exhibit 4.2</td><td>9/16/2016</td></tr><tr><td>4.6</td><td>Description of Securities</td><td>10-K</td><td>4.6</td><td>2/26/2025</td></tr><tr><td>4.7</td><td>Officers' Certificate, dated as of March 31, 2020</td><td>8-K</td><td>4.2</td><td>3/31/2020</td></tr><tr><td>4.8</td><td>Form of 2030 Note</td><td>8-K</td><td>Annex A-1 to Exhibit 4.2</td><td>3/31/2020</td></tr><tr><td>4.9</td><td>Form of 2040 Note</td><td>8-K</td><td>Annex B-1 to Exhibit 4.2</td><td>3/31/2020</td></tr><tr><td>4.10</td><td>Form of 2050 Note</td><td>8-K</td><td>Annex C-1 to Exhibit 4.2</td><td>3/31/2020</td></tr><tr><td>4.11</td><td>Form of 2060 Note</td><td>8-K</td><td>Annex D-1 to Exhibit 4.2</td><td>3/31/2020</td></tr><tr><td>4.12</td><td>Officers' Certificate, dated as of June 16, 2021</td><td>8-K</td><td>4.2</td><td>6/16/2021</td></tr><tr><td>4.13</td><td>Form of 2028 Note</td><td>8-K</td><td>Annex C-1 to Exhibit 4.2</td><td>6/16/2021</td></tr><tr><td>4.14</td><td>Form of 2031 Note</td><td>8-K</td><td>Annex D-1 to Exhibit 4.2</td><td>6/16/2021</td></tr><tr><td>10.1</td><td>Form of Indemnity Agreement between NVIDIA Corporation and each of its directors and officers</td><td>8-K</td><td>10.1</td><td>3/7/2006</td></tr><tr><td>10.2+</td><td>Amended and Restated 2007 Equity Incentive Plan</td><td>10-Q</td><td>10.1</td><td>8/28/2024</td></tr><tr><td>10.3+</td><td>Amended and Restated 2007 Equity Incentive Plan - Non-Employee Director Deferred Restricted Stock Unit Grant Notice and Deferred Restricted Stock Unit Agreement (2016)</td><td>10-K</td><td>10.26</td><td>3/12/2015</td></tr><tr><td>10.4+</td><td>Amended and Restated 2007 Equity Incentive Plan - Non-Employee Director Restricted Stock Unit Grant Notice and Restricted Stock Unit Agreement (2016)</td><td>10-K</td><td>10.27</td><td>3/12/2015</td></tr><tr><td>10.5+</td><td>Amended and Restated 2007 Equity Incentive Plan - Global Performance-Based Restricted Stock Unit Grant Notice and Performance-Based Restricted Stock Unit Agreement (2019)</td><td>8-K</td><td>10.1</td><td>3/11/2019</td></tr><tr><td>10.6+</td><td>Amended and Restated 2007 Equity Incentive Plan - Global Restricted Stock Unit Grant Notice and Global Restricted Stock Unit Agreement (2021)</td><td>10-Q</td><td>10.2</td><td>5/26/2021</td></tr><tr><td>10.7+</td><td>Amended and Restated 2007 Equity Incentive Plan - Global Restricted Stock Unit Grant Notice and Global Restricted Stock Unit Agreement (2022)</td><td>10-K</td><td>10.16</td><td>3/18/2022</td></tr><tr><td>10.8+</td><td>Amended and Restated 2007 Equity Incentive Plan - Global Restricted Stock Unit Grant Notice and Global Restricted Stock Unit Agreement (2023)</td><td>10-K</td><td>10.14</td><td>2/24/2023</td></tr><tr><td>10.9+</td><td>Amended and Restated 2007 Equity Incentive Plan - Global Restricted Stock Unit Grant Notice and Global Restricted Stock Unit Agreement (2024) (version 1)</td><td>10-Q</td><td>10.2</td><td>5/29/2024</td></tr><tr><td>10.10+</td><td>Amended and Restated 2007 Equity Incentive Plan - Global Performance-Based Restricted Stock Unit Grant Notice and Performance-Based Restricted Stock Unit Agreement (2024)</td><td>10-Q</td><td>10.3</td><td>5/29/2024</td></tr><tr><td>10.11+</td><td>Amended and Restated 2007 Equity Incentive Plan - Global Restricted Stock Unit Grant Notice and Global Restricted Stock Unit Agreement (2024) (version 2)</td><td>10-Q</td><td>10.1</td><td>11/20/2024</td></tr><tr><td>10.12+</td><td>Amended and Restated 2007 Equity Incentive Plan - Global Restricted Stock Unit Grant Notice and Global Restricted Stock Unit Agreement (2025)</td><td>10-K</td><td>10.13</td><td>2/26/2025</td></tr><tr><td>10.13+</td><td>Amended and Restated 2007 Equity Incentive Plan - Global Performance-Based Restricted Stock Unit Grant Notice and Performance-Based Restricted Stock Unit Agreement (2025)</td><td>10-K</td><td>10.14</td><td>2/26/2025</td></tr><tr><td>10.14+</td><td>Amended and Restated 2007 Equity Incentive Plan - Non-Employee Director Deferred Restricted Stock Unit Grant Notice and Deferred Restricted Stock Unit Agreement (2025)</td><td>10-Q</td><td>10.1</td><td>8/27/2025</td></tr><tr><td>10.15+</td><td>Amended and Restated 2007 Equity Incentive Plan - Non-Employee Director Restricted Stock Unit Grant Notice and Restricted Stock Unit Agreement (2025)</td><td>10-Q</td><td>10.2</td><td>8/27/2025</td></tr><tr><td>10.16+</td><td>Amended and Restated 2012 Employee Stock Purchase Plan</td><td>10-K</td><td>10.15</td><td>2/26/2025</td></tr><tr><td>10.17+</td><td>Variable Compensation Plan - Fiscal Year 2025</td><td>8-K</td><td>10.1</td><td>3/14/2024</td></tr><tr><td>10.18+</td><td>Variable Compensation Plan - Fiscal Year 2026</td><td>8-K</td><td>10.1</td><td>3/7/2025</td></tr><tr><td>19.1*</td><td>NVIDIA Corporation Insider Trading Policy</td><td></td><td></td><td></td></tr><tr><td>21.1*</td><td>Subsidiaries of Registrant</td><td></td><td></td><td></td></tr><tr><td>23.1*</td><td>Consent of PricewaterhouseCoopers LLP</td><td></td><td></td><td></td></tr><tr><td>24.1*</td><td>Power of Attorney (included in signature page)</td><td></td><td></td><td></td></tr><tr><td>31.1*</td><td>Certification of Chief Executive Officer as required by Rule 13a-14(a) of the Securities Exchange Act of 1934</td><td></td><td></td><td></td></tr><tr><td>31.2*</td><td>Certification of Chief Financial Officer as required by Rule 13a-14(a) of the Securities Exchange Act of 1934</td><td></td><td></td><td></td></tr><tr><td>32.1#*</td><td>Certification of Chief Executive Officer as required by Rule 13a-14(b) of the Securities Exchange Act of 1934</td><td></td><td></td><td></td></tr><tr><td>32.2#*</td><td>Certification of Chief Financial Officer as required by Rule 13a-14(b) of the Securities Exchange Act of 1934</td><td></td><td></td><td></td></tr><tr><td>97.1+</td><td>Compensation Recovery Policy, as amended and restated November 30, 2023</td><td>10-K</td><td>97.1</td><td>2/21/2024</td></tr><tr><td>101.INS*</td><td>XBRL Instance Document</td><td></td><td></td><td></td></tr><tr><td>101.SCH*</td><td>XBRL Taxonomy Extension Schema Document</td><td></td><td></td><td></td></tr><tr><td>101.CAL*</td><td>XBRL Taxonomy Extension Calculation Linkbase Document</td><td></td><td></td><td></td></tr><tr><td>101.DEF*</td><td>XBRL Taxonomy Extension Definition Linkbase Document</td><td></td><td></td><td></td></tr><tr><td>101.LAB*</td><td>XBRL Taxonomy Extension Labels Linkbase Document</td><td></td><td></td><td></td></tr><tr><td>101.PRE*</td><td>XBRL Taxonomy Extension Presentation Linkbase Document</td><td></td><td></td><td></td></tr><tr><td>104</td><td>Cover Page Interactive Data File - the cover page interactive data file does not appear in the Interactive Data File because its XBRL tags are embedded within the Inline XBRL document</td><td></td><td></td><td></td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-115 Signatures.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-115 Signatures.html
new file mode 100644
index 000000000..7f644d48f
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-115 Signatures.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td>Signature</td><td>Title</td><td>Date</td></tr><tr><td>/s/ JEN-HSUN HUANG</td><td>President, Chief Executive Officer and Director (Principal Executive Officer)</td><td>February 25, 2026</td></tr><tr><td>Jen-Hsun Huang</td><td></td><td></td></tr><tr><td>/s/ COLETTE M. KRESS</td><td>Executive Vice President and Chief Financial Officer (Principal Financial Officer)</td><td>February 25, 2026</td></tr><tr><td>Colette M. Kress</td><td></td><td></td></tr><tr><td>/s/ DONALD ROBERTSON</td><td>Vice President and Chief Accounting Officer (Principal Accounting Officer)</td><td>February 25, 2026</td></tr><tr><td>Donald Robertson</td><td></td><td></td></tr><tr><td>/s/ TENCH COXE</td><td>Director</td><td>February 25, 2026</td></tr><tr><td>Tench Coxe</td><td></td><td></td></tr><tr><td>/s/ JOHN O. DABIRI</td><td>Director</td><td>February 25, 2026</td></tr><tr><td>John O. Dabiri</td><td></td><td></td></tr><tr><td>/s/ DAWN HUDSON</td><td>Director</td><td>February 25, 2026</td></tr><tr><td>Dawn Hudson</td><td></td><td></td></tr><tr><td>/s/ HARVEY C. JONES</td><td>Director</td><td>February 25, 2026</td></tr><tr><td>Harvey C. Jones</td><td></td><td></td></tr><tr><td>/s/ MELISSA B. LORA</td><td>Director</td><td>February 25, 2026</td></tr><tr><td>Melissa B. Lora</td><td></td><td></td></tr><tr><td>/s/ STEPHEN C. NEAL</td><td>Director</td><td>February 25, 2026</td></tr><tr><td>Stephen C. Neal</td><td></td><td></td></tr><tr><td>/s/ A. BROOKE SEAWELL</td><td>Director</td><td>February 25, 2026</td></tr><tr><td>A. Brooke Seawell</td><td></td><td></td></tr><tr><td>/s/ AARTI SHAH</td><td>Director</td><td>February 25, 2026</td></tr><tr><td>Aarti Shah</td><td></td><td></td></tr><tr><td>/s/ MARK A. STEVENS</td><td>Director</td><td>February 25, 2026</td></tr><tr><td>Mark A. Stevens</td><td></td><td></td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-12 Proposal Voting.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-12 Proposal Voting.html
new file mode 100644
index 000000000..41f136734
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-12 Proposal Voting.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td>Proposal Number</td><td>Proposal Description</td><td>Vote Required for Approval</td><td>Effect of Abstentions</td><td>Broker Non-Votes</td></tr><tr><td>1</td><td>Election of ten directors</td><td>More FOR than AGAINST votes</td><td>None</td><td>None</td></tr><tr><td>2</td><td>Advisory approval of our executive compensation</td><td>Majority of shares present, in person or represented by proxy, and entitled to vote on this matter</td><td>Against</td><td>None</td></tr><tr><td>3</td><td>Ratification of the selection of PwC as our independent registered public accounting firm for Fiscal 2027</td><td>Majority of shares present, in person or represented by proxy, and entitled to vote on this matter</td><td>Against</td><td>N/A*</td></tr><tr><td>4</td><td>Stockholder Proposal: Simple Majority Vote Standard</td><td>Majority of shares present, in person or represented by proxy, and entitled to vote on this matter</td><td>Against</td><td>None</td></tr><tr><td>5</td><td>Stockholder Proposal: Report on Faith-Based Community Resource Groups</td><td>Majority of shares present, in person or represented by proxy, and entitled to vote on this matter</td><td>Against</td><td>None</td></tr><tr><td>6</td><td>Stockholder Proposal: Report on Workforce Civil Liberties</td><td>Majority of shares present, in person or represented by proxy, and entitled to vote on this matter</td><td>Against</td><td>None</td></tr><tr><td>7</td><td>Stockholder Proposal: Greenhouse Gas Emissions Disclosure</td><td>Majority of shares present, in person or represented by proxy, and entitled to vote on this matter</td><td>Against</td><td>None</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-13 NVIDIA Board.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-13 NVIDIA Board.html
new file mode 100644
index 000000000..7f62c4c95
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-13 NVIDIA Board.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td>Name</td><td>Age</td><td>Director Since</td><td>Occupation</td><td>Independent</td><td>Financial Expert (1)</td><td>Committee Membership</td><td>Number of Other Public Company Boards</td></tr><tr><td>Tench Coxe</td><td>68</td><td>1993</td><td>Former Managing Director, Sutter Hill Ventures</td><td>√</td><td></td><td>AC, CC</td><td></td></tr><tr><td>John O. Dabiri</td><td>46</td><td>2020</td><td>Centennial Professor of Aeronautics and Mechanical Engineering, California Institute of Technology</td><td>√</td><td></td><td>CC, NCGC</td><td></td></tr><tr><td>Jen-Hsun Huang</td><td>63</td><td>1993</td><td>President &amp; CEO, NVIDIA Corporation</td><td></td><td></td><td></td><td></td></tr><tr><td>Dawn Hudson</td><td>68</td><td>2013</td><td>Former Chief Marketing Officer, National Football League &amp; Former CEO Pepsi-Cola North America</td><td>√</td><td>√</td><td>CC Chairperson</td><td></td></tr><tr><td>Harvey C. Jones</td><td>73</td><td>1993</td><td>Managing Partner, Square Wave Ventures</td><td>√</td><td>√</td><td>AC, NCGC</td><td></td></tr><tr><td>Melissa B. Lora</td><td>63</td><td>2023</td><td>Former President, Taco Bell International</td><td>√</td><td>√</td><td>AC, NCGC</td><td>1</td></tr><tr><td>Stephen C. Neal (Lead Director)</td><td>77</td><td>2019</td><td>Chairman Emeritus &amp; Senior Counsel, Cooley LLP</td><td>√</td><td></td><td>NCGC Chairperson</td><td></td></tr><tr><td>A. Brooke Seawell</td><td>78</td><td>1997</td><td>Venture Partner, New Enterprise Associates</td><td>√</td><td>√</td><td>AC Chairperson</td><td>1</td></tr><tr><td>Aarti Shah</td><td>61</td><td>2020</td><td>Former Senior Vice President &amp; Chief Information and Digital Officer, Eli Lilly and Company</td><td>√</td><td></td><td>AC, CC</td><td>1</td></tr><tr><td>Mark A. Stevens</td><td>66</td><td>2008 (2)</td><td>Managing Partner, S-Cubed Capital</td><td>√</td><td></td><td>CC, NCGC</td><td></td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-14 Board Skills Matrix.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-14 Board Skills Matrix.html
new file mode 100644
index 000000000..a366964fb
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-14 Board Skills Matrix.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td><img src="images/55bb1d604c4abe8901abf33e687a219522bb96a6c0baf5f70fd7093ed1806a13.jpg"/></td><td>Senior Leadership &amp; Operations Experience</td><td>Directors with senior leadership and operations experience provide informed oversight of our business, and unique experiences and perspectives. They are uniquely positioned to contribute practical insight into business strategy and operations, driving growth, building and strengthening corporate culture, and supporting the achievement of strategic priorities and objectives.</td></tr><tr><td><img src="images/fe24939dfe8b00e8f0ce7841210dd22a8a4f5fbcd2da907aec1f1c56bf200a70.jpg"/></td><td>Industry &amp; Technical</td><td>Directors with industry experience and technical backgrounds facilitate within the Board a deeper understanding of innovations and a technical assessment of our products and services.</td></tr><tr><td><img src="images/b1be6fe4290f3f3211f7255e511220b82e5d7591b082634a4530f992257892e7.jpg"/></td><td>Financial/Financial Community</td><td>Experience in financial matters and the financial community assists our Board with review of our operations and finances, including overseeing our financial statements, capital structure and internal controls. Those with a venture capital background also offer valuable stockholder perspectives.</td></tr><tr><td><img src="images/1ba61e8cb26c5b40ed8dd2cb10a4326ab0794341eeb0b0b66b8d4603fce631b6.jpg"/></td><td>Governance &amp; Public Company Board</td><td>Directors with experience in corporate governance, such as service on boards and board committees, or as executives of other large, public companies, are familiar with the dynamics and operation of a board of directors and the impact that governance policies have on a company. This experience supports our goals of strong Board and management accountability, transparency, and protection of stockholder interests. Public company board experience also helps our directors identify challenges and risks we face as a public company, including oversight of strategic, operational, and compliance-related matters, and stockholder relations.</td></tr><tr><td><img src="images/894a7c6174aeef9f3d90a6811c5e38fbb4cba2ba7a6cddcc573a3dd66a57704a.jpg"/></td><td>Emerging Technologies &amp; Business Models</td><td>Experience in emerging technologies and business models is integral to our growth strategies given our unique business model and provides important insights as our business expands into new areas.</td></tr><tr><td><img src="images/b1824ad6f2f15e11af92b76f55f1831c96cd14a447897691de09af032fb11766.jpg"/></td><td>Marketing, Communications &amp; Brand Management</td><td>Directors with experience in marketing, communications, and brand management offer guidance on our products directly marketed to consumers, important perspectives on expanding our market share, and expertise in communicating with our customers and other stakeholders.</td></tr><tr><td><img src="images/66dd26348f21d240dd0a1af7f3645bf45448e298d5b8eb73c2303785283805a5.jpg"/></td><td>Regulatory, Legal &amp; Risk Management</td><td>Our business requires compliance with a variety of regulatory requirements in different jurisdictions. We face new regulatory matters and regulations as our business grows. We are also subject to multiple lawsuits. Directors with experience in governmental, public policy, legal, and risk management areas, including cybersecurity, help provide valuable insights and oversight for our Company.</td></tr><tr><td><img src="images/78b2d015de19861065c995202874809391f46c655f3b9dbf86197333c3f08cbb.jpg"/></td><td>Human Capital Management Experience</td><td>Our people are critical to our success. Directors with experience in organizational management, talent development, and developing values and culture in a large global workforce provide key insights. Human capital management experience also assists our Board in overseeing executive and employee compensation, development, and engagement.</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-15 Director Profile.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-15 Director Profile.html
new file mode 100644
index 000000000..31d49cef1
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-15 Director Profile.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td>Age: 68</td><td>Director Since: 1993</td><td>Committees: AC, CC</td></tr><tr><td>Other Current Public Company Boards: None</td><td>Independent Director</td><td></td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-16 Director Profile.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-16 Director Profile.html
new file mode 100644
index 000000000..674d8e921
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-16 Director Profile.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td>Age: 46</td><td>Director Since: 2020</td><td>Committees: CC, NCGC</td></tr><tr><td>Other Current Public Company Boards: None</td><td>Independent Director</td><td></td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-17 Director Profile.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-17 Director Profile.html
new file mode 100644
index 000000000..4b0fd0d21
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-17 Director Profile.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td>Age: 63</td><td>Director Since: 2023</td><td>Committees: AC, NCGC</td></tr><tr><td>Other Current Public Company Boards: Conagra Brands, Inc. (since 2019)</td><td>Independent Director</td><td>Financial Expert</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-18 Leadership & Operations.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-18 Leadership & Operations.html
new file mode 100644
index 000000000..dd59b3b3b
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-18 Leadership & Operations.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td><img src="images/ed7e81c964d3a2906938e354de1d1586f0f6b1e0222841f96d2b3d2f06f35026.jpg"/></td><td>Senior Leadership &amp; Operations Experience</td><td><img src="images/da273439138ef5b0c995f08da833f094f2d584ae182b11b557ab7776586decad.jpg"/></td><td>Financial/Financial Community</td><td><img src="images/6af44adc8d0c4a1415d7434e2742c8227c926c4cde8500b1cbf4b9fbbcda015e.jpg"/></td><td>Governance &amp; Public Company Board</td></tr><tr><td><img src="images/2b10be42a6f5c7afa70c9398e9cea786612465e90aa25f4d8b6af9eff8e3775d.jpg"/></td><td>Emerging Technologies &amp; Business Models</td><td><img src="images/569f150ed39faded97cbbfb64ffa2845ce19f4fe52e6ac1b9207d8ca155f64f2.jpg"/></td><td>Marketing, Communications &amp; Brand Management</td><td><img src="images/af6074c5acdec11977c76bc2e1cc647dff52363bdb86b6674502ea1eecba7346.jpg"/></td><td>Human Capital Management Experience</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-19 Director Profile.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-19 Director Profile.html
new file mode 100644
index 000000000..2510f83d9
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-19 Director Profile.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td>Age: 77</td><td>Director Since: 2019</td><td>Committees: NCGC</td></tr><tr><td>Other Current Public Company Boards: None</td><td>Independent Director</td><td>Lead Director</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-2 Revenue Growth.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-2 Revenue Growth.html
new file mode 100644
index 000000000..7275ba1a7
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-2 Revenue Growth.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td>Revenue</td><td>Gross Margin</td><td>Operating Income</td><td>Diluted Earnings Per Share</td></tr><tr><td>$215.9 billion</td><td>71.1%</td><td>$130.4 billion</td><td>$4.90</td></tr><tr><td>up 65% year on year</td><td>down 3.9 points year on year</td><td>up 60% year on year</td><td>up 67% year on year</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-20 Leadership & Governance.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-20 Leadership & Governance.html
new file mode 100644
index 000000000..332f03d89
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-20 Leadership & Governance.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td><img src="images/ebb8ba629a76f4476589ffe5202d63d6e14ae8505e322c95d60830bb1f6016d5.jpg"/></td><td>Senior Leadership &amp; Operations Experience</td><td><img src="images/c7dd316521521af5f9bcf0ecf3181bc1cd4ef6fe87fd76c2ab293a069e4b5307.jpg"/></td><td>Governance &amp; Public Company Board</td><td><img src="images/e682c559c6d213173e0738069582f83787560fae922184940c131d5415f7677b.jpg"/></td><td>Marketing, Communications &amp; Brand Management</td></tr><tr><td><img src="images/7c56e4492360e687d4eb36065045ad279e5b5487c65782758cb46f81ec518c87.jpg"/></td><td>Regulatory, Legal &amp; Risk Management</td><td><img src="images/3e560f0e1f9b028d3e59ef1e9401d7deace6992e2e6c511e57b32f547eb33491.jpg"/></td><td>Human Capital Management Experience</td><td></td><td></td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-21 Director Profile.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-21 Director Profile.html
new file mode 100644
index 000000000..02b8b2357
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-21 Director Profile.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td>Age: 78</td><td>Director Since: 1997</td><td>Committees: AC</td></tr><tr><td>Other Current Public Company Boards: Tenable Holdings, Inc. (since 2017)</td><td>Independent Director</td><td>Financial Expert</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-22 Director Profile.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-22 Director Profile.html
new file mode 100644
index 000000000..c987bfbfd
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-22 Director Profile.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td>Age: 61</td><td>Director Since: 2020</td><td>Committees: AC, CC</td></tr><tr><td>Other Current Public Company Boards: Sandoz Group AG (since 2023)</td><td>Independent Director</td><td></td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-23 Board Risk Oversight.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-23 Board Risk Oversight.html
new file mode 100644
index 000000000..db1ec2fd6
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-23 Board Risk Oversight.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td colspan="3">Board of Directors</td></tr><tr><td colspan="3">Oversees management of major risks, including:</td></tr><tr><td>√ Business model, including AI</td><td>√ Strategic execution</td><td>√ Product quality and safety</td></tr><tr><td>√ Operational, including supply chain and sourcing</td><td>√ Regulatory, public policy, legal, intellectual property, and compliance</td><td>√ Financial and macroeconomic</td></tr><tr><td>√ Information security, including cybersecurity</td><td>√ Brand and reputation</td><td>√ Business continuity</td></tr><tr><td>√ Corporate development, acquisitions, and investments</td><td>√ Management development</td><td>√ Enterprise resource planning</td></tr><tr><td>√ ERM</td><td></td><td></td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-24 Board Oversight.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-24 Board Oversight.html
new file mode 100644
index 000000000..663bc4ea7
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-24 Board Oversight.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td>AC</td><td>CC</td><td>NCGC</td></tr><tr><td>√ Financial statement and earnings materials integrity and reporting√ Financial risk exposures, including investments, cash management, foreign exchange management and insurance coverage√ Disclosure controls and procedures√ Information security and cybersecurity policies and practices and the internal controls regarding information security risks√ Internal audit performance, including auditor functions, performance, and independence√ Accounting and audit principles and policies, and regulatory and accounting initiatives√ Legal and regulatory compliance, particularly as related to the above matters√ ERM</td><td>√ Compensation policies, plans, practices and programs for directors, executives, and employees√ Human capital management, including recruiting, retention, development, and other workforce matters</td><td>√ Governance structure, processes and policies, including regulatory changes and other developments√ Stockholder concerns and communications√ Compliance program and effectiveness of our anonymous tip process√ CS, including environmental, social, and corporate governance matters√ Trade compliance and non-financial regulatory matters√ Board and committee composition and board evaluation√ Related party transactions√ Policies and practices related to government relations, public policy, and related expenditures</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-25 Director Compensation.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-25 Director Compensation.html
new file mode 100644
index 000000000..ab648d1f5
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-25 Director Compensation.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td>Name</td><td>Fees Earned or Paid in Cash ($)</td><td>Stock Awards ($) (1)</td><td>Total ($)</td></tr><tr><td>Robert K. Burgess (2)</td><td>63,750</td><td>278,809</td><td>342,559</td></tr><tr><td>Tench Coxe</td><td>85,000</td><td>278,809</td><td>363,809</td></tr><tr><td>John O. Dabiri</td><td>85,000</td><td>278,809</td><td>363,809</td></tr><tr><td>Persis S. Drell</td><td>85,000</td><td>278,809</td><td>363,809</td></tr><tr><td>Dawn Hudson</td><td>85,000</td><td>278,809</td><td>363,809</td></tr><tr><td>Harvey C. Jones</td><td>85,000</td><td>278,809</td><td>363,809</td></tr><tr><td>Melissa B. Lora</td><td>85,000</td><td>278,809</td><td>363,809</td></tr><tr><td>Stephen C. Neal</td><td>85,000</td><td>278,809</td><td>363,809</td></tr><tr><td>Ellen Ochoa (3)</td><td>42,500</td><td>278,809</td><td>321,309</td></tr><tr><td>A. Brooke Seawell</td><td>85,000</td><td>278,809</td><td>363,809</td></tr><tr><td>Aarti Shah</td><td>85,000</td><td>278,809</td><td>363,809</td></tr><tr><td>Mark A. Stevens</td><td>85,000</td><td>278,809</td><td>363,809</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-26 RSU Holdings Table.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-26 RSU Holdings Table.html
new file mode 100644
index 000000000..3640f0bea
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-26 RSU Holdings Table.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td>Name</td><td>RSUs</td><td>Name</td><td>RSUs</td></tr><tr><td>Robert K. Burgess (1)</td><td>—</td><td>Melissa B. Lora (3)</td><td>1,880</td></tr><tr><td>Tench Coxe</td><td>900</td><td>Stephen C. Neal</td><td>900</td></tr><tr><td>John O. Dabiri</td><td>900</td><td>Ellen Ochoa (4)</td><td>—</td></tr><tr><td>Persis S. Drell (2)</td><td>—</td><td>A. Brooke Seawell</td><td>900</td></tr><tr><td>Dawn Hudson</td><td>900</td><td>Aarti Shah</td><td>900</td></tr><tr><td>Harvey C. Jones</td><td>900</td><td>Mark A. Stevens</td><td>900</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-27 Beneficial Ownership.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-27 Beneficial Ownership.html
new file mode 100644
index 000000000..063dd776f
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-27 Beneficial Ownership.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td>Name of Beneficial Owner</td><td>Shares Owned</td><td>Shares Issuable Within 60 Days</td><td>Total Shares Beneficially Owned</td><td>Percent</td></tr><tr><td colspan="5">NEOs:</td></tr><tr><td>Jen-Hsun Huang</td><td>870,604,104 (1)</td><td>—</td><td>870,604,104</td><td>3.58%</td></tr><tr><td>Colette M. Kress</td><td>4,443,523 (2)</td><td>—</td><td>4,443,523</td><td>*</td></tr><tr><td>Ajay K. Puri</td><td>3,266,897 (3)</td><td>—</td><td>3,266,897</td><td>*</td></tr><tr><td>Debora Shoquist</td><td>1,580,729 (4)</td><td>—</td><td>1,580,729</td><td>*</td></tr><tr><td>Timothy S. Teter</td><td>2,687,197 (5)</td><td>—</td><td>2,687,197</td><td>*</td></tr><tr><td colspan="5">Directors, not including Mr. Huang:</td></tr><tr><td>Tench Coxe</td><td>30,555,240 (6)</td><td>—</td><td>30,555,240</td><td>*</td></tr><tr><td>John O. Dabiri</td><td>13,888</td><td>900</td><td>14,788</td><td>*</td></tr><tr><td>Dawn Hudson</td><td>367,987</td><td>900</td><td>368,887</td><td>*</td></tr><tr><td>Harvey C. Jones</td><td>7,002,787 (7)</td><td>900</td><td>7,003,687</td><td>*</td></tr><tr><td>Melissa B. Lora</td><td>899 (8)</td><td>900</td><td>1,799</td><td>*</td></tr><tr><td>Stephen C. Neal</td><td>183,967 (9)</td><td>900</td><td>184,867</td><td>*</td></tr><tr><td>A. Brooke Seawell</td><td>2,505,707 (10)</td><td>900</td><td>2,506,607</td><td>*</td></tr><tr><td>Aarti Shah</td><td>25,620 (11)</td><td>—</td><td>25,620</td><td>*</td></tr><tr><td>Mark A. Stevens</td><td>34,068,672 (12)</td><td>900</td><td>34,069,572</td><td>*</td></tr><tr><td>Directors and executive officers as a group (14 persons)</td><td>957,307,217 (13)</td><td>6,300</td><td>957,313,517</td><td>3.94%</td></tr><tr><td colspan="5">5% Stockholders:</td></tr><tr><td>BlackRock, Inc.</td><td>1,805,935,550 (14)</td><td>—</td><td>1,805,935,550</td><td>7.43%</td></tr><tr><td>Vanguard Capital Management</td><td>1,777,408,252 (15)</td><td>—</td><td>1,777,408,252</td><td>7.31%</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-28 Compensation Breakdown.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-28 Compensation Breakdown.html
new file mode 100644
index 000000000..cc48a057f
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-28 Compensation Breakdown.html	
@@ -0,0 +1,26 @@
+<table border='1' border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>Category</th>
+      <th>Percentage (%)</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>SY PSUs</td>
+      <td>44</td>
+    </tr>
+    <tr>
+      <td>MY PSUs</td>
+      <td>44</td>
+    </tr>
+    <tr>
+      <td>Variable Cash</td>
+      <td>8</td>
+    </tr>
+    <tr>
+      <td>Base Salary</td>
+      <td>4</td>
+    </tr>
+  </tbody>
+</table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-29 Compensation Mix.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-29 Compensation Mix.html
new file mode 100644
index 000000000..c9cb3b57f
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-29 Compensation Mix.html	
@@ -0,0 +1,30 @@
+<table border='1' border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>Category</th>
+      <th>Percentage (%)</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>SY PSUs</td>
+      <td>23</td>
+    </tr>
+    <tr>
+      <td>MY PSUs</td>
+      <td>23</td>
+    </tr>
+    <tr>
+      <td>RSUs</td>
+      <td>46</td>
+    </tr>
+    <tr>
+      <td>Variable Cash</td>
+      <td>6</td>
+    </tr>
+    <tr>
+      <td>Base Salary</td>
+      <td>2</td>
+    </tr>
+  </tbody>
+</table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-3 NVIDIA Revenue.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-3 NVIDIA Revenue.html
new file mode 100644
index 000000000..1e73e8d2d
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-3 NVIDIA Revenue.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td></td><td>Compute &amp; Networking</td><td>Graphics</td><td>Total</td></tr><tr><td rowspan="2">Revenue</td><td>$193.5 billion (1)</td><td>$22.5 billion (1)</td><td>$215.9 billion</td></tr><tr><td>up 67% year on year</td><td>up 57% year on year</td><td>up 65% year on year</td></tr><tr><td rowspan="2">Operating Income (2)</td><td>$130.1 billion</td><td>$9.2 billion</td><td>$139.3 billion</td></tr><tr><td>up 57% year on year</td><td>up 80% year on year</td><td>up 58% year on year</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-30 Fiscal 2026 Goals.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-30 Fiscal 2026 Goals.html
new file mode 100644
index 000000000..a53b8fd54
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-30 Fiscal 2026 Goals.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td></td><td>Fiscal 2026 Revenue</td><td>Fiscal 2026 Non-GAAP Operating Income (1)</td><td>3-Year TSR Relative to S&amp;P 500 (Fiscal 2024 to 2026) (2)</td></tr><tr><td>Stretch Compensation Plan Goal</td><td>$160.0 billion (3)</td><td>$96.0 billion (3)</td><td>75th percentile</td></tr><tr><td>Performance Achievement for Period Ended Fiscal 2026</td><td>$215.9 billion</td><td>$137.3 billion</td><td>100th Percentile (1,055%)</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-31 Tech Companies.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-31 Tech Companies.html
new file mode 100644
index 000000000..18f7eb1ab
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-31 Tech Companies.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td>Alphabet Inc. (GOOG)</td><td>Meta Platforms, Inc. (META)</td></tr><tr><td>Amazon.com, Inc. (AMZN)</td><td>Microsoft Corporation (MSFT)</td></tr><tr><td>Apple Inc. (AAPL)</td><td>Netflix, Inc. (NFLX)</td></tr><tr><td>Broadcom Inc. (AVGO)</td><td>Oracle Corporation (ORCL)</td></tr><tr><td>Cisco Systems, Inc. (CSCO)</td><td>Qualcomm Incorporated (QCOM)</td></tr><tr><td>International Business Machines Corporation (IBM)</td><td>Salesforce, Inc. (CRM)</td></tr><tr><td>Intel Corporation (INTC)</td><td>Visa Inc. (V)</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-32 Percentile Values.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-32 Percentile Values.html
new file mode 100644
index 000000000..0e082677a
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-32 Percentile Values.html	
@@ -0,0 +1,26 @@
+<table border='1' border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>Category</th>
+      <th>Value ($)</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>75th Percentile</td>
+      <td>229.70</td>
+    </tr>
+    <tr>
+      <td>NVIDIA</td>
+      <td>113.27</td>
+    </tr>
+    <tr>
+      <td>Median</td>
+      <td>54.03</td>
+    </tr>
+    <tr>
+      <td>25th Percentile</td>
+      <td>40.93</td>
+    </tr>
+  </tbody>
+</table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-33 NVIDIA Value Data.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-33 NVIDIA Value Data.html
new file mode 100644
index 000000000..f9f0fbc7f
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-33 NVIDIA Value Data.html	
@@ -0,0 +1,26 @@
+<table border='1' border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>Category</th>
+      <th>Value ($)</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>NVIDIA</td>
+      <td>3,471.92</td>
+    </tr>
+    <tr>
+      <td>75th Percentile</td>
+      <td>1,913.24</td>
+    </tr>
+    <tr>
+      <td>Median</td>
+      <td>536.35</td>
+    </tr>
+    <tr>
+      <td>25th Percentile</td>
+      <td>242.70</td>
+    </tr>
+  </tbody>
+</table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-34 NEO Compensation.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-34 NEO Compensation.html
new file mode 100644
index 000000000..27afa6fd4
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-34 NEO Compensation.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="2"></td><td>Fixed Compensation</td><td colspan="4">At-Risk Compensation</td></tr><tr><td>Base Salary</td><td>Variable Cash</td><td>SY PSUs</td><td>MY PSUs</td><td>RSUs (1)</td></tr><tr><td>Form</td><td>Cash</td><td>Cash</td><td>Equity</td><td>Equity</td><td>Equity</td></tr><tr><td>Who Receives</td><td>NEOs</td><td>NEOs</td><td>NEOs</td><td>NEOs</td><td>NEOs (except our CEO, whose equity awards are solely PSUs)</td></tr><tr><td>Performance Measure</td><td>N/A</td><td>Revenue (determines cash payout)</td><td>Non-GAAP Operating Income (determines number of shares eligible to vest)</td><td>TSR relative to the S&amp;P 500 (determines number of shares eligible to vest)</td><td>N/A</td></tr><tr><td>Performance Period</td><td>N/A</td><td>1 year</td><td>1 year</td><td>3 years</td><td>N/A</td></tr><tr><td>Vesting Period</td><td>N/A</td><td>N/A</td><td>4 years from grant</td><td>3 years from grant</td><td>4 years from grant</td></tr><tr><td>Vesting Terms</td><td>N/A</td><td>N/A</td><td>If at least Threshold goal achieved, 25% on approximately the 1-year anniversary of the grant date; 6.25% quarterly thereafter</td><td>If at least Threshold goal achieved, 100% on approximately the 3-year anniversary of the grant period</td><td>6.25% vests quarterly from the grant date (2)</td></tr><tr><td>Timeframe Emphasized</td><td>Annual</td><td>Annual</td><td>Long-term</td><td>Long-term</td><td>Long-term</td></tr><tr><td>Purpose</td><td>Compensate for expected day-to-day performance</td><td>Reward for annual corporate financial performance</td><td>Align with stockholder interests by linking NEO pay to annual operational performance and ongoing stock price performance during the vesting period</td><td>Align with long-term stockholder interests by linking NEO pay to multi-year relative shareholder return and ongoing stock price performance during the vesting period</td><td>Align with stockholder interests by linking NEO pay to ongoing stock price performance</td></tr><tr><td>Maximum Amount That Can Be Earned</td><td>N/A</td><td>200% of target opportunity under our Variable Cash Plan</td><td>150% of Mr. Huang&#x27;s SY PSU target opportunity and 200% of our other NEOs&#x27; respective SY PSU target opportunityUltimate value delivered depends on stock price on date earned shares vest</td><td>150% of Mr. Huang&#x27;s MY PSU target opportunity and 200% of our other NEOs&#x27; respective MY PSU target opportunityUltimate value delivered depends on stock price on date earned shares vest</td><td>100% of grantUltimate value delivered depends on stock price on date shares vest</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-35 Compensation Plans.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-35 Compensation Plans.html
new file mode 100644
index 000000000..869f0aeea
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-35 Compensation Plans.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td></td><td>Variable Cash Plan</td><td>SY PSUs</td><td>MY PSUs</td></tr><tr><td>Metric</td><td>Revenue</td><td>Non-GAAP Operating Income</td><td>TSR relative to the S&amp;P 500</td></tr><tr><td>Timeframe</td><td>1 year</td><td>1 year</td><td>3 years</td></tr><tr><td rowspan="3">CC&#x27;s Rationale for Metric</td><td>Drives value, contributes to Company&#x27;s long-term success</td><td>Drives value, contributes to Company&#x27;s long-term success</td><td>Aligns directly with long-term shareholder value creation</td></tr><tr><td>Focuses on growth in new and existing markets</td><td>Reflects our annual revenue generation and effective operating expense management</td><td>Provides comparison of our stock price performance, including dividends, against a capital market index in which we compete</td></tr><tr><td>Distinct, separate metric from Non-GAAP Operating Income</td><td>Distinct, separate metrics from revenue</td><td>Relative performance goal accounts for macroeconomic factors impacting the market</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-36 Compensation Plan.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-36 Compensation Plan.html
new file mode 100644
index 000000000..f15fb6797
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-36 Compensation Plan.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="2"></td><td colspan="2">Variable Cash Plan</td><td colspan="2">SY PSUs</td><td colspan="2">MY PSUs</td></tr><tr><td>Fiscal 2026 Revenue</td><td>Payout as a % of Target Opportunity (1)</td><td>Fiscal 2026 Non-GAAP Operating Income (2)</td><td>Shares Eligible to Vest as a % of Target Opportunity (1)</td><td>Fiscal 2026 to 2028 3-Year Relative TSR (3)</td><td>Shares Eligible to Vest as a % of Target Opportunity (1)</td></tr><tr><td>Threshold</td><td>$100.0 billion</td><td>50%</td><td>$46.0 billion</td><td>50%</td><td>25th percentile</td><td>25%</td></tr><tr><td>Base Compensation Plan</td><td>$130.0 billion</td><td>100%</td><td>$71.0 billion</td><td>100%</td><td>50th percentile</td><td>100%</td></tr><tr><td>Stretch Compensation Plan</td><td>$160.0 billion (4)</td><td>200%</td><td>$96.0 billion (4)</td><td>CEO 150% Other NEOs 200%</td><td>75th percentile</td><td>CEO 150% Other NEOs 200%</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-37 Performance Payouts.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-37 Performance Payouts.html
new file mode 100644
index 000000000..dcd93df80
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-37 Performance Payouts.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td colspan="4">PERFORMANCE ACHIEVEMENT AND PAYOUTS</td></tr><tr><td></td><td>Variable Cash Plan</td><td>SY PSUs</td><td>MY PSUs (1)</td></tr><tr><td>Performance Achievement for Period Ended Fiscal 2026 (2)</td><td>$215.9 billion revenue</td><td>$137.3 billion Non-GAAP Operating Income (3)</td><td>100th percentile 3-year TSR relative to S&amp;P 500 (1,055%)</td></tr><tr><td>Payout as % of Target Opportunity</td><td>200%</td><td>CEO 150% Other NEOs 200% (4)</td><td>CEO 150% Other NEOs 200% (5)</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-38 CEO Pay Summary.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-38 CEO Pay Summary.html
new file mode 100644
index 000000000..686185d9a
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-38 CEO Pay Summary.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td>President &amp; CEO</td><td>Target Pay ($)</td><td>Fiscal 2026 Compensation Actions</td><td>Fiscal 2026 Performance-Based Payouts</td></tr><tr><td>Base Salary</td><td>1,500,000</td><td>Flat with Fiscal 2025</td><td></td></tr><tr><td>Variable Cash</td><td>3,000,000</td><td>Flat with Fiscal 2025</td><td>Fiscal 2026 revenue exceeded Stretch Compensation Plan goal, resulting in 200% payout under Variable Cash Plan ($6,000,000)</td></tr><tr><td>Cash</td><td>4,500,000</td><td>Flat with Fiscal 2025</td><td></td></tr><tr><td>SY PSUs</td><td>15,500,000</td><td>Up $1.8 million, or 13%, from Fiscal 2025 target, resulting in 119,607 shares target opportunity granted in Fiscal 2026</td><td>Fiscal 2026 Non-GAAP Operating Income exceeded Stretch Compensation Plan goal, resulting in 150% of target opportunity (179,411 shares) becoming eligible to vest</td></tr><tr><td>MY PSUs</td><td>15,500,000</td><td>Up $1.8 million, or 13%, from Fiscal 2025 target, resulting in 119,607 shares target opportunity granted in Fiscal 2026</td><td>Fiscal 2024 to Fiscal 2026 3-Year Relative TSR for MY PSUs granted in Fiscal 2024 achieved at Stretch Compensation Plan level, resulting in 150% of target opportunity (757,360 shares) becoming eligible to vest</td></tr><tr><td>Equity</td><td>31,000,000</td><td>Up $3.5 million, or 13%, from Fiscal 2025 target</td><td></td></tr><tr><td>TOTAL</td><td>35,500,000</td><td>Up $3.5 million, or 11%, from Fiscal 2025 target</td><td></td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-39 EVP CFO Pay.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-39 EVP CFO Pay.html
new file mode 100644
index 000000000..0af75399d
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-39 EVP CFO Pay.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td>EVP &amp; CFO</td><td>Target Pay ($)</td><td>Fiscal 2026 Compensation Actions</td><td>Fiscal 2026 Performance-Based Payouts</td></tr><tr><td>Base Salary</td><td>900,000</td><td>Flat with Fiscal 2025</td><td></td></tr><tr><td>Variable Cash</td><td>300,000</td><td>Flat with Fiscal 2025</td><td>Fiscal 2026 revenue exceeded Stretch Compensation Plan goal, resulting in 200% payout under Variable Cash Plan ($600,000)</td></tr><tr><td>Cash</td><td>1,200,000</td><td>Flat with Fiscal 2025</td><td></td></tr><tr><td>SY PSUs</td><td>3,699,807</td><td>Up $0.2 million, or 7%, from Fiscal 2025 target, resulting in 28,550 shares target opportunity granted in Fiscal 2026</td><td>Fiscal 2026 Non-GAAP Operating Income exceeded Stretch Compensation Plan goal, resulting in 200% of target opportunity (57,100 shares) becoming eligible to vest</td></tr><tr><td>MY PSUs</td><td>3,699,807</td><td>Up $0.2 million, or 7%, from Fiscal 2025 target, resulting in 28,550 shares target opportunity granted in Fiscal 2026</td><td>Fiscal 2024 to Fiscal 2026 3-Year Relative TSR for MY PSUs granted in Fiscal 2024 achieved at Stretch Compensation Plan level, resulting in 200% of target opportunity (49,560 shares) becoming eligible to vest</td></tr><tr><td>RSUs</td><td>7,400,386</td><td>Up $0.5 million, or 7%, from Fiscal 2025, resulting in 57,106 shares granted in Fiscal 2026</td><td></td></tr><tr><td>Equity</td><td>14,800,000</td><td>Up $1.0 million, or 7%, from Fiscal 2025 target</td><td></td></tr><tr><td>TOTAL</td><td>16,000,000</td><td>Up $1.0 million, or 7%, from Fiscal 2025 target</td><td></td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-4 Returns by Period.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-4 Returns by Period.html
new file mode 100644
index 000000000..5a5c3725e
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-4 Returns by Period.html	
@@ -0,0 +1,22 @@
+<table border='1' border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>Period</th>
+      <th>Value (%)</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>1-Year</td>
+      <td>32</td>
+    </tr>
+    <tr>
+      <td>3-Year</td>
+      <td>822</td>
+    </tr>
+    <tr>
+      <td>5-Year</td>
+      <td>1,349</td>
+    </tr>
+  </tbody>
+</table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-40 EVP Compensation.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-40 EVP Compensation.html
new file mode 100644
index 000000000..7141a3f84
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-40 EVP Compensation.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td>EVP, Worldwide Field Operations</td><td>Target Pay ($)</td><td>Fiscal 2026 Compensation Actions</td><td>Fiscal 2026 Performance-Based Payouts</td></tr><tr><td>Base Salary</td><td>950,000</td><td>Flat with Fiscal 2025</td><td></td></tr><tr><td>Variable Cash</td><td>650,000</td><td>Flat with Fiscal 2025</td><td>Fiscal 2026 revenue exceeded Stretch Compensation Plan goal, resulting in 200% payout under Variable Cash Plan ($1,300,000)</td></tr><tr><td>Cash</td><td>1,600,000</td><td>Flat with Fiscal 2025</td><td></td></tr><tr><td>SY PSUs</td><td>3,600,000</td><td>Up $0.3 million, or 7%, from Fiscal 2025 target, resulting in 27,779 shares target opportunity granted in Fiscal 2026</td><td>Fiscal 2026 Non-GAAP Operating Income exceeded Stretch Compensation Plan goal, resulting in 200% of target opportunity (55,558 shares) becoming eligible to vest</td></tr><tr><td>MY PSUs</td><td>3,600,000</td><td>Up $0.3 million, or 7%, from Fiscal 2025 target, resulting in 27,779 shares target opportunity granted in Fiscal 2026</td><td>Fiscal 2024 to Fiscal 2026 3-Year Relative TSR for MY PSUs granted in Fiscal 2024 achieved at Stretch Compensation Plan level, resulting in 200% of target opportunity (47,720 shares) becoming eligible to vest</td></tr><tr><td>RSUs</td><td>7,200,000</td><td>Up $0.5 million, or 7%, from Fiscal 2025, resulting in 55,559 shares granted in Fiscal 2026</td><td></td></tr><tr><td>Equity</td><td>14,400,000</td><td>Up $1.0 million, or 7%, from Fiscal 2025 target</td><td></td></tr><tr><td>TOTAL</td><td>16,000,000</td><td>Up $1.0 million, or 7%, from Fiscal 2025 target</td><td></td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-41 EVP Compensation.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-41 EVP Compensation.html
new file mode 100644
index 000000000..37127ee19
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-41 EVP Compensation.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td>EVP, Operations</td><td>Target Pay ($)</td><td>Fiscal 2026 Compensation Actions</td><td>Fiscal 2026 Performance-Based Payouts</td></tr><tr><td>Base Salary</td><td>850,000</td><td>Flat with Fiscal 2025</td><td></td></tr><tr><td>Variable Cash</td><td>250,000</td><td>Flat with Fiscal 2025</td><td>Fiscal 2026 revenue exceeded Stretch Compensation Plan goal, resulting in 200% payout under Variable Cash Plan ($500,000)</td></tr><tr><td>Cash</td><td>1,100,000</td><td>Flat with Fiscal 2025</td><td></td></tr><tr><td>SY PSUs</td><td>3,725,000</td><td>Up $0.6 million, or 20%, from Fiscal 2025 target, resulting in 28,744 shares target opportunity granted in Fiscal 2026</td><td>Fiscal 2026 Non-GAAP Operating Income exceeded Stretch Compensation Plan goal, resulting in 200% of target opportunity (57,488 shares) becoming eligible to vest</td></tr><tr><td>MY PSUs</td><td>3,725,000</td><td>Up $0.6 million, or 20%, from Fiscal 2025 target, resulting in 28,744 shares target opportunity granted in Fiscal 2026</td><td>Fiscal 2024 to Fiscal 2026 3-Year Relative TSR for MY PSUs granted in Fiscal 2024 achieved at Stretch Compensation Plan level, resulting in 200% of target opportunity (40,840 shares) becoming eligible to vest</td></tr><tr><td>RSUs</td><td>7,450,000</td><td>Up $1.3 million, or 20%, from Fiscal 2025, resulting in 57,489 shares granted in Fiscal 2025</td><td></td></tr><tr><td>Equity</td><td>14,900,000</td><td>Up $2.5 million, or 20%, from Fiscal 2025 target</td><td></td></tr><tr><td>TOTAL</td><td>16,000,000</td><td>Up $2.5 million, or 19%, from Fiscal 2025 target</td><td></td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-42 Executive Pay.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-42 Executive Pay.html
new file mode 100644
index 000000000..ce1413191
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-42 Executive Pay.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td>EVP, General Counsel &amp; Secretary</td><td>Target Pay ($)</td><td>Fiscal 2026 Compensation Actions</td><td>Fiscal 2026 Performance-Based Payouts</td></tr><tr><td>Base Salary</td><td>850,000</td><td>Flat with Fiscal 2025</td><td></td></tr><tr><td>Variable Cash</td><td>250,000</td><td>Flat with Fiscal 2025</td><td>Fiscal 2026 revenue exceeded Stretch Compensation Plan goal, resulting in 200% payout under Variable Cash Plan ($500,000)</td></tr><tr><td>Cash</td><td>1,100,000</td><td>Flat with Fiscal 2025</td><td></td></tr><tr><td>SY PSUs</td><td>3,725,000</td><td>Up $0.6 million, or 20%, from Fiscal 2025 target, resulting in 28,744 shares target opportunity granted in Fiscal 2026</td><td>Fiscal 2026 Non-GAAP Operating Income exceeded Stretch Compensation Plan goal, resulting in 200% of target opportunity (57,488 shares) becoming eligible to vest</td></tr><tr><td>MY PSUs</td><td>3,725,000</td><td>Up $0.6 million, or 20%, from Fiscal 2025 target, resulting in 28,744 shares target opportunity granted in Fiscal 2026</td><td>Fiscal 2024 to Fiscal 2026 3-Year Relative TSR for MY PSUs granted in Fiscal 2024 achieved at Stretch Compensation Plan level, resulting in 200% of target opportunity (40,840 shares) becoming eligible to vest</td></tr><tr><td>RSUs</td><td>7,450,000</td><td>Up $1.3 million, or 20%, from Fiscal 2025, resulting in 57,489 shares granted in Fiscal 2025</td><td></td></tr><tr><td>Equity</td><td>14,900,000</td><td>Up $2.5 million, or 20%, from Fiscal 2025 target</td><td></td></tr><tr><td>TOTAL</td><td>16,000,000</td><td>Up $2.5 million, or 19%, from Fiscal 2025 target</td><td></td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-43 Non-GAAP Income.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-43 Non-GAAP Income.html
new file mode 100644
index 000000000..c4779819f
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-43 Non-GAAP Income.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td></td><td>Fiscal 2026</td><td>Fiscal 2025</td></tr><tr><td>GAAP operating income</td><td>$130,387</td><td>$81,453</td></tr><tr><td>Stock-based compensation expense</td><td>6,386</td><td>4,737</td></tr><tr><td>Acquisition-related and other costs</td><td>471</td><td>602</td></tr><tr><td>Other</td><td>56</td><td>(3)</td></tr><tr><td>Non-GAAP Operating Income</td><td>$137,300</td><td>$86,789</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-44 Executive Compensation.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-44 Executive Compensation.html
new file mode 100644
index 000000000..48409b695
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-44 Executive Compensation.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td>Name and Principal Position</td><td>Fiscal Year</td><td>Salary ($)</td><td>Stock Awards ($) (1)</td><td>Non-Equity Incentive Plan Compensation ($) (2)</td><td>All Other Compensation ($)</td><td>Total ($) (3)</td></tr><tr><td rowspan="3">Jen-Hsun HuangPresident and CEO</td><td>2026</td><td>1,497,627</td><td>24,800,511</td><td>6,000,000</td><td>4,045,691 (4)</td><td>36,343,830</td></tr><tr><td>2025</td><td>1,486,199</td><td>38,811,306</td><td>6,000,000</td><td>3,568,746</td><td>49,866,251</td></tr><tr><td>2024</td><td>996,514</td><td>26,676,415</td><td>4,000,000</td><td>2,494,973</td><td>34,167,902</td></tr><tr><td rowspan="3">Colette M. KressEVP and CFO</td><td>2026</td><td>898,577</td><td>12,825,872</td><td>600,000</td><td>16,402 (5)</td><td>14,340,850</td></tr><tr><td>2025</td><td>893,739</td><td>19,849,891</td><td>600,000</td><td>18,902</td><td>21,362,532</td></tr><tr><td>2024</td><td>896,863</td><td>11,756,027</td><td>600,000</td><td>13,902</td><td>13,266,792</td></tr><tr><td rowspan="3">Ajay K. PuriEVP, Worldwide Field Operations</td><td>2026</td><td>948,497</td><td>12,478,989</td><td>1,300,000</td><td>49,840 (5)</td><td>14,777,327</td></tr><tr><td>2025</td><td>943,391</td><td>19,277,046</td><td>1,300,000</td><td>70,460</td><td>21,590,897</td></tr><tr><td>2024</td><td>946,689</td><td>11,320,353</td><td>1,300,000</td><td>48,408</td><td>13,615,450</td></tr><tr><td rowspan="3">Debora ShoquistEVP, Operations</td><td>2026</td><td>848,656</td><td>12,912,487</td><td>500,000</td><td>33,567 (5)</td><td>14,294,710</td></tr><tr><td>2025</td><td>844,087</td><td>17,838,832</td><td>500,000</td><td>34,984</td><td>19,217,903</td></tr><tr><td>2024</td><td>847,037</td><td>9,687,599</td><td>500,000</td><td>24,229</td><td>11,058,865</td></tr><tr><td rowspan="3">Timothy S. TeterEVP, General Counsel and Secretary</td><td>2026</td><td>848,656</td><td>12,912,487</td><td>500,000</td><td>15,240 (5)</td><td>14,276,382</td></tr><tr><td>2025</td><td>844,087</td><td>17,838,832</td><td>500,000</td><td>18,902</td><td>19,201,821</td></tr><tr><td>2024</td><td>847,037</td><td>9,687,599</td><td>500,000</td><td>13,902</td><td>11,048,538</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-45 PSU Awards Table.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-45 PSU Awards Table.html
new file mode 100644
index 000000000..ed9d5cf0b
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-45 PSU Awards Table.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="2">Fiscal Year</td><td colspan="2">Jen-Hsun Huang</td><td colspan="2">Colette M. Kress</td><td colspan="2">Ajay K. Puri</td><td colspan="2">Debora Shoquist</td><td colspan="2">Timothy S. Teter</td></tr><tr><td>SY PSU ($)</td><td>MY PSU ($)</td><td>SY PSU ($)</td><td>MY PSU ($)</td><td>SY PSU ($)</td><td>MY PSU ($)</td><td>SY PSU ($)</td><td>MY PSU ($)</td><td>SY PSU ($)</td><td>MY PSU ($)</td></tr><tr><td>2026</td><td>19,166,424</td><td>18,034,343</td><td>6,099,993</td><td>7,350,483</td><td>5,935,261</td><td>7,151,981</td><td>6,141,443</td><td>7,400,430</td><td>6,141,443</td><td>7,400,430</td></tr><tr><td>2025</td><td>25,046,748</td><td>33,170,211</td><td>8,377,781</td><td>14,564,690</td><td>8,136,366</td><td>14,144,993</td><td>7,529,332</td><td>13,089,669</td><td>7,529,332</td><td>13,089,669</td></tr><tr><td>2024</td><td>23,130,937</td><td>22,666,270</td><td>15,613,188</td><td>1,937,350</td><td>15,034,811</td><td>1,865,423</td><td>12,866,300</td><td>1,596,476</td><td>12,866,300</td><td>1,596,476</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-46 Executive Compensation.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-46 Executive Compensation.html
new file mode 100644
index 000000000..7b8650146
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-46 Executive Compensation.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="2">Name</td><td rowspan="2">Type of Award</td><td rowspan="2">Grant Date</td><td colspan="3">Estimated Possible Payouts Under Non-Equity Incentive Plan Awards (1)</td><td colspan="3">Estimated Future Payouts Under Equity Incentive Plan Awards (2)</td><td rowspan="2">All Other Stock Awards: Number of Shares of Stock or Units (#) (3)</td><td rowspan="2">Grant Date Fair Value of Stock Awards ($) (4)</td></tr><tr><td>Threshold ($)</td><td>Target ($)</td><td>Maximum ($)</td><td>Threshold (#)</td><td>Target (#)</td><td>Maximum (#)</td></tr><tr><td rowspan="3">Jen-Hsun Huang</td><td>SY PSU</td><td>3/10/25</td><td></td><td>—</td><td></td><td>59,804</td><td>119,607</td><td>179,411</td><td>—</td><td>12,777,616</td></tr><tr><td>MY PSU</td><td>3/10/25</td><td></td><td>—</td><td></td><td>29,902</td><td>119,607</td><td>179,411</td><td>—</td><td>12,022,896</td></tr><tr><td>Variable Cash Plan</td><td>3/3/25</td><td>1,500,000</td><td>3,000,000</td><td>6,000,000</td><td></td><td>—</td><td></td><td>—</td><td>—</td></tr><tr><td rowspan="4">Colette M. Kress</td><td>SY PSU</td><td>3/10/25</td><td></td><td>—</td><td></td><td>14,275</td><td>28,550</td><td>57,100</td><td>—</td><td>3,049,997</td></tr><tr><td>MY PSU</td><td>3/10/25</td><td></td><td>—</td><td></td><td>7,138</td><td>28,550</td><td>57,100</td><td>—</td><td>3,675,242</td></tr><tr><td>RSU</td><td>3/10/25</td><td></td><td>—</td><td></td><td></td><td>—</td><td></td><td>57,106</td><td>6,100,634</td></tr><tr><td>Variable Cash Plan</td><td>3/3/25</td><td>150,000</td><td>300,000</td><td>600,000</td><td></td><td>—</td><td></td><td>—</td><td>—</td></tr><tr><td rowspan="4">Ajay K. Puri</td><td>SY PSU</td><td>3/10/25</td><td></td><td>—</td><td></td><td>13,890</td><td>27,779</td><td>55,558</td><td>—</td><td>2,967,631</td></tr><tr><td>MY PSU</td><td>3/10/25</td><td></td><td>—</td><td></td><td>6,945</td><td>27,779</td><td>55,558</td><td>—</td><td>3,575,991</td></tr><tr><td>RSU</td><td>3/10/25</td><td></td><td>—</td><td></td><td></td><td>—</td><td></td><td>55,559</td><td>5,935,368</td></tr><tr><td>Variable Cash Plan</td><td>3/3/25</td><td>325,000</td><td>650,000</td><td>1,300,000</td><td></td><td>—</td><td></td><td>—</td><td>—</td></tr><tr><td rowspan="4">Debora Shoquist</td><td>SY PSU</td><td>3/10/25</td><td></td><td>—</td><td></td><td>14,372</td><td>28,744</td><td>57,488</td><td>—</td><td>3,070,722</td></tr><tr><td>MY PSU</td><td>3/10/25</td><td></td><td>—</td><td></td><td>7,186</td><td>28,744</td><td>57,488</td><td>—</td><td>3,700,215</td></tr><tr><td>RSU</td><td>3/10/25</td><td></td><td>—</td><td></td><td></td><td>—</td><td></td><td>57,489</td><td>6,141,550</td></tr><tr><td>Variable Cash Plan</td><td>3/3/25</td><td>125,000</td><td>250,000</td><td>500,000</td><td></td><td>—</td><td></td><td>—</td><td>—</td></tr><tr><td rowspan="2">Timothy S. Teter</td><td>SY PSU</td><td>3/10/25</td><td></td><td>—</td><td></td><td>14,372</td><td>28,744</td><td>57,488</td><td>—</td><td>3,070,722</td></tr><tr><td>MY PSU</td><td>3/10/25</td><td></td><td>—</td><td></td><td>7,186</td><td>28,744</td><td>57,488</td><td>—</td><td>3,700,215</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-47 Stock Awards.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-47 Stock Awards.html
new file mode 100644
index 000000000..5b52d80cd
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-47 Stock Awards.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="2">Name</td><td colspan="4">Stock Awards</td></tr><tr><td>Number of Units of Stock That Have Not Vested (#)</td><td>Market Value of Units of Stock That Have Not Vested ($) (1)</td><td>Equity Incentive Plan Awards: Number of Unearned Shares That Have Not Vested (#)</td><td>Equity Incentive Plan Awards: Market Value of Unearned Shares That Have Not Vested ($) (1)</td></tr><tr><td rowspan="6">Jen-Hsun Huang</td><td>315,570 (2)</td><td>59,223,022</td><td>—</td><td>—</td></tr><tr><td>757,360 (3)</td><td>142,133,751</td><td>—</td><td>—</td></tr><tr><td>161,085 (4)</td><td>30,230,822</td><td>—</td><td>—</td></tr><tr><td>179,411 (5)</td><td>33,670,062</td><td>—</td><td>—</td></tr><tr><td>—</td><td>—</td><td>286,350 (6)</td><td>53,739,305</td></tr><tr><td>—</td><td>—</td><td>179,411 (7)</td><td>33,670,062</td></tr><tr><td rowspan="10">Colette M. Kress</td><td>10,970 (8)</td><td>2,058,740</td><td>—</td><td>—</td></tr><tr><td>61,970 (9)</td><td>11,629,910</td><td>—</td><td>—</td></tr><tr><td>213,010 (2)</td><td>39,975,587</td><td>—</td><td>—</td></tr><tr><td>49,560 (3)</td><td>9,300,925</td><td>—</td><td>—</td></tr><tr><td>53,890 (10)</td><td>10,113,536</td><td>—</td><td>—</td></tr><tr><td>53,880 (4)</td><td>10,111,660</td><td>—</td><td>—</td></tr><tr><td>46,399 (11)</td><td>8,707,700</td><td>—</td><td>—</td></tr><tr><td>57,100 (5)</td><td>10,715,957</td><td>—</td><td>—</td></tr><tr><td>—</td><td>—</td><td>95,780 (6)</td><td>17,975,033</td></tr><tr><td>—</td><td>—</td><td>57,100 (7)</td><td>10,715,957</td></tr><tr><td rowspan="10">Ajay K. Puri</td><td>10,560 (8)</td><td>1,981,795</td><td>—</td><td>—</td></tr><tr><td>59,670 (9)</td><td>11,198,269</td><td>—</td><td>—</td></tr><tr><td>205,120 (2)</td><td>38,494,870</td><td>—</td><td>—</td></tr><tr><td>47,720 (3)</td><td>8,955,612</td><td>—</td><td>—</td></tr><tr><td>52,330 (10)</td><td>9,820,771</td><td>—</td><td>—</td></tr><tr><td>52,340 (4)</td><td>9,822,648</td><td>—</td><td>—</td></tr><tr><td>45,142 (11)</td><td>8,471,799</td><td>—</td><td>—</td></tr><tr><td>55,558 (5)</td><td>10,426,570</td><td>—</td><td>—</td></tr><tr><td>—</td><td>—</td><td>93,020 (6)</td><td>17,457,063</td></tr><tr><td>—</td><td>—</td><td>55,558 (7)</td><td>10,426,570</td></tr><tr><td rowspan="10">Debora Shoquist</td><td>9,040 (8)</td><td>1,696,537</td><td>—</td><td>—</td></tr><tr><td>51,070 (9)</td><td>9,584,307</td><td>—</td><td>—</td></tr><tr><td>175,540 (2)</td><td>32,943,592</td><td>—</td><td>—</td></tr><tr><td>40,840 (3)</td><td>7,664,443</td><td>—</td><td>—</td></tr><tr><td>48,420 (10)</td><td>9,086,981</td><td>—</td><td>—</td></tr><tr><td>48,420 (4)</td><td>9,086,981</td><td>—</td><td>—</td></tr><tr><td>46,710 (11)</td><td>8,766,066</td><td>—</td><td>—</td></tr><tr><td>57,488 (5)</td><td>10,788,773</td><td>—</td><td>—</td></tr><tr><td>—</td><td>—</td><td>86,080 (6)</td><td>16,154,634</td></tr><tr><td>—</td><td>—</td><td>57,488 (7)</td><td>10,788,773</td></tr><tr><td rowspan="10">Timothy S. Teter</td><td>9,040 (8)</td><td>1,696,537</td><td>—</td><td>—</td></tr><tr><td>51,070 (9)</td><td>9,584,307</td><td>—</td><td>—</td></tr><tr><td>175,540 (2)</td><td>32,943,592</td><td>—</td><td>—</td></tr><tr><td>40,840 (3)</td><td>7,664, 443</td><td>—</td><td>—</td></tr><tr><td>48,420 (10)</td><td>9,086,981</td><td>—</td><td>—</td></tr><tr><td>48,420 (4)</td><td>9,086,981</td><td>—</td><td>—</td></tr><tr><td>46,710 (11)</td><td>8,766,066</td><td>—</td><td>—</td></tr><tr><td>57,48B (5)</td><td>10,788,773</td><td>—</td><td>—</td></tr><tr><td>—</td><td>—</td><td>86,080 (6)</td><td>16,154,634</td></tr><tr><td>—</td><td>—</td><td>57,488 (7)</td><td>10,788,773</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-48 Stock Vesting Data.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-48 Stock Vesting Data.html
new file mode 100644
index 000000000..8310247ed
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-48 Stock Vesting Data.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td>Name</td><td>Number of Shares Acquired on Vesting (#) (1)</td><td>Value Realized on Vesting ($) (2)</td></tr><tr><td>Jen-Hsun Huang</td><td>1,113,555 (3)</td><td>141,311,217</td></tr><tr><td>Colette M. Kress</td><td>442,087 (4)</td><td>63,881,560</td></tr><tr><td>Ajay K. Puri</td><td>425,837 (5)</td><td>61,550,468</td></tr><tr><td>Debora Shoquist</td><td>368,879 (6)</td><td>53,412,792</td></tr><tr><td>Timothy S. Teter</td><td>368,879 (7)</td><td>53,412,792</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-49 Unvested RSUs_PSUs.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-49 Unvested RSUs_PSUs.html
new file mode 100644
index 000000000..b4c86b4d3
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-49 Unvested RSUs_PSUs.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td>Name</td><td>Unvested RSUs and PSUs at January 25, 2026 (#) (1)</td><td>Total Estimated Benefit ($) (1)</td></tr><tr><td>Jen-Hsun Huang</td><td>1,411,679</td><td>264,929,798</td></tr><tr><td>Colette M. Kress</td><td>569,889</td><td>106,951,069</td></tr><tr><td>Ajay K. Puri</td><td>551,090</td><td>103,423,060</td></tr><tr><td>Debora Shoquist</td><td>500,148</td><td>93,862,775</td></tr><tr><td>Timothy S. Teter</td><td>500,148</td><td>93,862,775</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-5 Dividend & Buyback.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-5 Dividend & Buyback.html
new file mode 100644
index 000000000..b39ef4584
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-5 Dividend & Buyback.html	
@@ -0,0 +1,26 @@
+<table border='1' border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>Maturity</th>
+      <th>Dividends ($)</th>
+      <th>Stock Repurchases ($)</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>1-Year</td>
+      <td>0</td>
+      <td>40.4</td>
+    </tr>
+    <tr>
+      <td>3-Year</td>
+      <td>2.2</td>
+      <td>84.1</td>
+    </tr>
+    <tr>
+      <td>5-Year</td>
+      <td>3.0</td>
+      <td>94.2</td>
+    </tr>
+  </tbody>
+</table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-50 SY PSU Grants.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-50 SY PSU Grants.html
new file mode 100644
index 000000000..3399d8d5f
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-50 SY PSU Grants.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td>Name</td><td>Estimated SY PSUs Granted in Fiscal 2026 at Base Compensation Plan Performance (#)</td><td>Value of Estimated SY PSUs Granted in Fiscal 2026 at Base Compensation Plan Performance ($)</td><td>Actual SY PSUs Granted in Fiscal 2026 Eligible to Vest (#)</td><td>Value of Actual SY PSUs Granted in Fiscal 2026 Eligible to Vest ($)</td></tr><tr><td>Jen-Hsun Huang</td><td>119,607</td><td>22,446,646</td><td>179,411</td><td>33,670,062</td></tr><tr><td>Colette M. Kress</td><td>28,550</td><td>5,357,979</td><td>57,100</td><td>10,715,957</td></tr><tr><td>Ajay K. Puri</td><td>27,779</td><td>5,213,285</td><td>55,558</td><td>10,426,570</td></tr><tr><td>Debora Shoquist</td><td>28,744</td><td>5,394,386</td><td>57,488</td><td>10,788,773</td></tr><tr><td>Timothy S. Teter</td><td>28,744</td><td>5,394,386</td><td>57,488</td><td>10,788,773</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-51 MY PSU Grants 2024.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-51 MY PSU Grants 2024.html
new file mode 100644
index 000000000..e8b357639
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-51 MY PSU Grants 2024.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td>Name</td><td>Estimated MY PSUs Granted in Fiscal 2024 at Base Compensation Plan Performance (#)</td><td>Value of Estimated MY PSUs Granted in Fiscal 2024 at Base Compensation Plan Performance ($)</td><td>Actual MY PSUs Granted in Fiscal 2024 Eligible to Vest (#)</td><td>Value of Actual MY PSUs Granted in Fiscal 2024 Eligible to Vest ($)</td></tr><tr><td>Jen-Hsun Huang</td><td>504,910</td><td>94,756,460</td><td>757,360</td><td>142,133,751</td></tr><tr><td>Colette M. Kress</td><td>24,780</td><td>4,650,463</td><td>49,560</td><td>9,300,925</td></tr><tr><td>Ajay K. Puri</td><td>23,860</td><td>4,477,806</td><td>47,720</td><td>8,955,612</td></tr><tr><td>Debora Shoquist</td><td>20,420</td><td>3,832,221</td><td>40,840</td><td>7,664,443</td></tr><tr><td>Timothy S. Teter</td><td>20,420</td><td>3,832,221</td><td>40,840</td><td>7,664,443</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-52 CEO Pay & Performance.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-52 CEO Pay & Performance.html
new file mode 100644
index 000000000..dade7591f
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-52 CEO Pay & Performance.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="2">Fiscal Year</td><td rowspan="2">Summary Compensation Table Total for CEO ($) (1) (2)</td><td rowspan="2">Compensation Actually Paid to CEO ($) (1) (3)</td><td rowspan="2">Average Summary Compensation Table Total for Non-CEO NEOs ($) (4) (5)</td><td rowspan="2">Average Compensation Actually Paid to Non-CEO NEOs ($) (4) (6)</td><td colspan="2">Value of Initial Fixed $100 Investment Based on (7):</td><td rowspan="2">Net Income (in millions) ($)</td><td rowspan="2">Non-GAAP Operating Income (in millions) ($) (9)</td></tr><tr><td>Total Shareholder Return ($)</td><td>Peer Group Total Shareholder Return ($) (8)</td></tr><tr><td>2026</td><td>36,343,830</td><td>162,180,936</td><td>14,422,317</td><td>57,721,552</td><td>1,445.67</td><td>198.10</td><td>120,067</td><td>137,300</td></tr><tr><td>2025</td><td>49,866,251</td><td>344,188,027</td><td>20,343,288</td><td>125,583,913</td><td>1,100.69</td><td>168.46</td><td>72,880</td><td>86,789</td></tr><tr><td>2024</td><td>34,167,902</td><td>234,132,305</td><td>12,247,411</td><td>85,558,057</td><td>470.88</td><td>134.78</td><td>29,760</td><td>37,134</td></tr><tr><td>2023</td><td>21,356,924</td><td>(4,118,947)</td><td>9,941,838</td><td>(1,364,661)</td><td>157.05</td><td>94.13</td><td>4,368</td><td>9,040</td></tr><tr><td>2022</td><td>23,737,661</td><td>105,543,768</td><td>8,910,802</td><td>38,453,071</td><td>175.98</td><td>111.83</td><td>9,752</td><td>12,690</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-53 CEO Compensation.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-53 CEO Compensation.html
new file mode 100644
index 000000000..f8a9c013b
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-53 CEO Compensation.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="3">Fiscal Year</td><td rowspan="3">Summary Compensation Table Total for CEO ($)</td><td rowspan="2">(Deduct):</td><td colspan="3">Equity Award Adjustments</td><td rowspan="3">Total Equity Award Adjustments ($) (b) (c)</td><td rowspan="3">Compensation Actually Paid to CEO ($)</td></tr><tr><td>Add:</td><td>Add/(Deduct):</td><td>Add/(Deduct):</td></tr><tr><td>Value of Equity Awards Reported in Summary Compensation Table ($) (a)</td><td>Year End Fair Value of Awards Granted During the Year which were Unvested at Year End ($) (b)</td><td>Year Over Year Change in Fair Value of Outstanding and Unvested Awards ($) (b)</td><td>Change in Fair Value of Awards Granted in Prior Years which Vested During the Year ($) (b)</td></tr><tr><td>2026</td><td>36,343,830</td><td>(24,800,511)</td><td>60,909,207</td><td>105,767,276</td><td>(16,038,866)</td><td>150,637,617</td><td>162,180,936</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-54 Non-CEO NEO Pay.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-54 Non-CEO NEO Pay.html
new file mode 100644
index 000000000..a7436feee
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-54 Non-CEO NEO Pay.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="3">Fiscal Year</td><td rowspan="3">Average Summary Compensation Table Total for Non-CEO NEOs ($)</td><td rowspan="2">(Deduct):</td><td colspan="4">Equity Award Adjustments</td><td rowspan="3">Total Equity Award Adjustments ($) (b) (c)</td><td rowspan="3">Average Compensation Actually Paid to Non-CEO NEOs ($)</td></tr><tr><td>Add:</td><td>Add/(Deduct):</td><td>Add:</td><td>Add/(Deduct):</td></tr><tr><td>Value of Equity Awards Reported in Summary Compensation Table ($) (a)</td><td>Year End Fair Value of Awards Granted During the Year which were Unvested at Year End ($) (b)</td><td>Year Over Year Change in Fair Value of Outstanding and Unvested Awards ($) (b)</td><td>Vesting Date Fair Value of Awards Granted and Vested During the Year ($) (b)</td><td>Change in Fair Value of Awards Granted in Prior Years which Vested During the Year ($) (b)</td></tr><tr><td>2026</td><td>14,422,317</td><td>(12,782,459)</td><td>27,759,180</td><td>25,940,053</td><td>1,776,820</td><td>605,640</td><td>56,081,694</td><td>57,721,552</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-55 Financial Metrics.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-55 Financial Metrics.html
new file mode 100644
index 000000000..f80c519c7
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-55 Financial Metrics.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td>Revenue</td></tr><tr><td>Non-GAAP Operating Income</td></tr><tr><td>3-Year TSR relative to the S&amp;P 500</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-56 NVIDIA CEO Pay.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-56 NVIDIA CEO Pay.html
new file mode 100644
index 000000000..468737678
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-56 NVIDIA CEO Pay.html	
@@ -0,0 +1,48 @@
+<table border='1' border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>Fiscal Year</th>
+      <th>CEO CAP ($ in millions)</th>
+      <th>Other NEOs Average CAP ($ in millions)</th>
+      <th>NVIDIA TSR ($)</th>
+      <th>Nasdaq100 Index TSR ($)</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>Fiscal 2022</td>
+      <td>105.5</td>
+      <td></td>
+      <td>38.5</td>
+      <td>111.83</td>
+    </tr>
+    <tr>
+      <td>Fiscal 2023</td>
+      <td>(4.1)</td>
+      <td></td>
+      <td>157.05</td>
+      <td>94.13</td>
+    </tr>
+    <tr>
+      <td>Fiscal 2024</td>
+      <td>234.1</td>
+      <td>85.6</td>
+      <td>470.88</td>
+      <td>134.78</td>
+    </tr>
+    <tr>
+      <td>Fiscal 2025</td>
+      <td>344.2</td>
+      <td>125.6</td>
+      <td>1,100.69</td>
+      <td>168.46</td>
+    </tr>
+    <tr>
+      <td>Fiscal 2026</td>
+      <td>162.2</td>
+      <td>57.7</td>
+      <td>1,445.67</td>
+      <td>198.10</td>
+    </tr>
+  </tbody>
+</table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-57 CEO Pay & Income.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-57 CEO Pay & Income.html
new file mode 100644
index 000000000..f15ca8fc6
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-57 CEO Pay & Income.html	
@@ -0,0 +1,48 @@
+<table border='1' border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>Fiscal Year</th>
+      <th>CEO CAP ($ million)</th>
+      <th>Other NEOs Average CAP ($ million)</th>
+      <th>Net Income ($ million)</th>
+      <th>Non-GAAP Operating Income ($ million)</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>Fiscal 2022</td>
+      <td>105.5</td>
+      <td>38.5</td>
+      <td>9,752</td>
+      <td>12,690</td>
+    </tr>
+    <tr>
+      <td>Fiscal 2023</td>
+      <td>(4.1)</td>
+      <td>(4.1)</td>
+      <td>4,368</td>
+      <td>9,040</td>
+    </tr>
+    <tr>
+      <td>Fiscal 2024</td>
+      <td>234.1</td>
+      <td>85.6</td>
+      <td>29,760</td>
+      <td>37,134</td>
+    </tr>
+    <tr>
+      <td>Fiscal 2025</td>
+      <td>344.2</td>
+      <td>125.6</td>
+      <td>72,880</td>
+      <td>86,789</td>
+    </tr>
+    <tr>
+      <td>Fiscal 2026</td>
+      <td>162.2</td>
+      <td>57.7</td>
+      <td>120,067</td>
+      <td>137,300</td>
+    </tr>
+  </tbody>
+</table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-58 Fee Breakdown.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-58 Fee Breakdown.html
new file mode 100644
index 000000000..f1ff442bd
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-58 Fee Breakdown.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td></td><td>Fiscal 2026</td><td>Fiscal 2025</td></tr><tr><td>Audit Fees (1)</td><td>$ 10,166,400</td><td>$ 8,067,106</td></tr><tr><td>Audit Related Fees (2)</td><td>1,716,820</td><td>724,806</td></tr><tr><td>Tax Fees (3)</td><td>1,076,103</td><td>856,439</td></tr><tr><td>All Other Fees (4)</td><td>401,999</td><td>354,000</td></tr><tr><td>Total Fees</td><td>$ 13,361,322</td><td>$ 10,002,351</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-59 Equity Plan Table.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-59 Equity Plan Table.html
new file mode 100644
index 000000000..9b5132ae5
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-59 Equity Plan Table.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td>Plan Category</td><td>Number of securities to be issued upon exercise of outstanding options, warrants, and rights (a)</td><td>Weighted-average exercise price of outstanding options, warrants, and rights (b)</td><td>Number of securities remaining available for future issuance under equity compensation plans (excluding securities reflected in column (a)) (c)</td></tr><tr><td>Equity compensation plans approved by security holders (1)</td><td>192,391,765</td><td>—</td><td>3,551,257,925 (2)</td></tr><tr><td>Equity compensation plans not approved by security holders</td><td>—</td><td>—</td><td>—</td></tr><tr><td>Total</td><td>192,391,765</td><td></td><td>3,551,257,925</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-6 Proxy Voting Items.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-6 Proxy Voting Items.html
new file mode 100644
index 000000000..830179b80
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-6 Proxy Voting Items.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td colspan="2">Matter</td><td>Page</td><td>Board Recommends</td><td>Vote Required for Approval</td><td>Effect of Abstentions</td><td>Effect of Broker Non-Votes</td></tr><tr><td colspan="7">Management Proposals:</td></tr><tr><td>1</td><td>Election of Ten Directors</td><td>14</td><td>FOR each director nominee</td><td>More FOR than AGAINST votes</td><td>None</td><td>None</td></tr><tr><td>2</td><td>Advisory Approval of Our Executive Compensation</td><td>37</td><td>FOR</td><td>Majority of shares present, in person or represented by proxy, and entitled to vote on this matter</td><td>Against</td><td>None</td></tr><tr><td>3</td><td>Ratification of the Selection of PwC as Our Independent Registered Public Accounting Firm for Fiscal 2027</td><td>58</td><td>FOR</td><td>Majority of shares present, in person or represented by proxy, and entitled to vote on this matter</td><td>Against</td><td>N/A*</td></tr><tr><td colspan="7">Stockholder Proposals:</td></tr><tr><td>4</td><td>Simple Majority Vote Standard</td><td>61</td><td>AGAINST</td><td>Majority of shares present, in person or represented by proxy, and entitled to vote on this matter</td><td>Against</td><td>None</td></tr><tr><td>5</td><td>Report on Faith-Based Community Resource Groups</td><td>63</td><td>AGAINST</td><td>Majority of shares present, in person or represented by proxy, and entitled to vote on this matter</td><td>Against</td><td>None</td></tr><tr><td>6</td><td>Report on Workforce Civil Liberties</td><td>65</td><td>AGAINST</td><td>Majority of shares present, in person or represented by proxy, and entitled to vote on this matter</td><td>Against</td><td>None</td></tr><tr><td>7</td><td>Greenhouse Gas Emissions Disclosure</td><td>67</td><td>AGAINST</td><td>Majority of shares present, in person or represented by proxy, and entitled to vote on this matter</td><td>Against</td><td>None</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-60 Nvidia Executives.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-60 Nvidia Executives.html
new file mode 100644
index 000000000..99a557db5
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-60 Nvidia Executives.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td>Name</td><td>Age</td><td>Position</td></tr><tr><td>Jen-Hsun Huang</td><td>63</td><td>President and Chief Executive Officer</td></tr><tr><td>Colette M. Kress</td><td>58</td><td>Executive Vice President and Chief Financial Officer</td></tr><tr><td>Ajay K. Puri</td><td>71</td><td>Executive Vice President, Worldwide Field Operations</td></tr><tr><td>Debora Shoquist</td><td>71</td><td>Executive Vice President, Operations</td></tr><tr><td>Timothy S. Teter</td><td>59</td><td>Executive Vice President and General Counsel</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-61 Stock Buyback.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-61 Stock Buyback.html
new file mode 100644
index 000000000..42af2e3e5
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-61 Stock Buyback.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td>Period</td><td>Total Number of Shares Purchased (In millions)</td><td>Average Price Paid per Share (1)</td><td>Total Number of Shares Purchased as Part of Publicly Announced Program (In millions)</td><td>Approximate Dollar Value of Shares that May Yet Be Purchased Under the Program (In billions)</td></tr><tr><td>October 27, 2025 - November 23, 2025</td><td>5.6</td><td>$ 198.89</td><td>5.6</td><td>$ 61.1</td></tr><tr><td>November 24, 2025 - December 21, 2025</td><td>6.6</td><td>$ 179.41</td><td>6.6</td><td>$ 59.9</td></tr><tr><td>December 22, 2025 - January 25, 2026</td><td>7.3</td><td>$ 186.52</td><td>7.3</td><td>$ 58.5</td></tr><tr><td>Total</td><td>19.5</td><td></td><td>19.5</td><td></td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-62 NVIDIA Stock Growth.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-62 NVIDIA Stock Growth.html
new file mode 100644
index 000000000..232e42596
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-62 NVIDIA Stock Growth.html	
@@ -0,0 +1,48 @@
+<table border='1' border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>Date</th>
+      <th>NVIDIA Corporation</th>
+      <th>S&amp;P 500</th>
+      <th>Nasdaq 100</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>1/31/2021</td>
+      <td>100</td>
+      <td>80</td>
+      <td>100</td>
+    </tr>
+    <tr>
+      <td>1/30/2022</td>
+      <td>180</td>
+      <td>100</td>
+      <td>120</td>
+    </tr>
+    <tr>
+      <td>1/29/2023</td>
+      <td>160</td>
+      <td>90</td>
+      <td>90</td>
+    </tr>
+    <tr>
+      <td>1/28/2024</td>
+      <td>470</td>
+      <td>120</td>
+      <td>150</td>
+    </tr>
+    <tr>
+      <td>1/26/2025</td>
+      <td>1100</td>
+      <td>170</td>
+      <td>180</td>
+    </tr>
+    <tr>
+      <td>1/25/2026</td>
+      <td>1450</td>
+      <td>200</td>
+      <td>210</td>
+    </tr>
+  </tbody>
+</table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-63 Stock Performance.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-63 Stock Performance.html
new file mode 100644
index 000000000..a95ffbad5
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-63 Stock Performance.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td></td><td>1/31/2021</td><td>1/30/2022</td><td>1/29/2023</td><td>1/28/2024</td><td>1/26/2025</td><td>1/25/2026</td></tr><tr><td>NVIDIA Corporation</td><td>$ 100.00</td><td>$ 175.98</td><td>$ 157.05</td><td>$ 470.88</td><td>$ 1,100.68</td><td>$ 1,448.75</td></tr><tr><td>S&amp;P 500</td><td>$ 100.00</td><td>$ 121.00</td><td>$ 112.98</td><td>$ 137.98</td><td>$ 174.50</td><td>$ 200.33</td></tr><tr><td>Nasdaq 100</td><td>$ 100.00</td><td>$ 112.60</td><td>$ 95.60</td><td>$ 138.07</td><td>$ 173.95</td><td>$ 206.01</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-64 Financial Results.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-64 Financial Results.html
new file mode 100644
index 000000000..a6c4df1cb
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-64 Financial Results.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="3"></td><td colspan="3">Year Ended</td></tr><tr><td>Jan 25, 2026</td><td>Jan 26, 2025</td><td>Change</td></tr><tr><td colspan="3">($ in millions, except per share data)</td></tr><tr><td>Revenue</td><td>$ 215,938</td><td>$ 130,497</td><td>Up 65%</td></tr><tr><td>Gross margin</td><td>71.1 %</td><td>75.0 %</td><td>-3.9 pts</td></tr><tr><td>Operating expenses</td><td>$ 23,076</td><td>$ 16,405</td><td>Up 41%</td></tr><tr><td>Operating income</td><td>$ 130,387</td><td>$ 81,453</td><td>Up 60%</td></tr><tr><td>Net income</td><td>$ 120,067</td><td>$ 72,880</td><td>Up 65%</td></tr><tr><td>Net income per diluted share</td><td>$ 4.90</td><td>$ 2.94</td><td>Up 67%</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-65 Income Statement.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-65 Income Statement.html
new file mode 100644
index 000000000..df076e78f
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-65 Income Statement.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="2"></td><td colspan="2">Year Ended</td></tr><tr><td>Jan 25, 2026</td><td>Jan 26, 2025</td></tr><tr><td>Revenue</td><td>100.0 %</td><td>100.0 %</td></tr><tr><td>Cost of revenue</td><td>28.9</td><td>25.0</td></tr><tr><td>Gross profit</td><td>71.1</td><td>75.0</td></tr><tr><td>Operating expenses</td><td></td><td></td></tr><tr><td>Research and development</td><td>8.6</td><td>9.9</td></tr><tr><td>Sales, general and administrative</td><td>2.1</td><td>2.7</td></tr><tr><td>Total operating expenses</td><td>10.7</td><td>12.6</td></tr><tr><td>Operating income</td><td>60.4</td><td>62.4</td></tr><tr><td>Interest income</td><td>1.1</td><td>1.4</td></tr><tr><td>Interest expense</td><td>(0.1)</td><td>(0.2)</td></tr><tr><td>Other income, net</td><td>4.2</td><td>0.8</td></tr><tr><td>Total other income, net</td><td>5.2</td><td>2.0</td></tr><tr><td>Income before income tax</td><td>65.5</td><td>64.4</td></tr><tr><td>Income tax expense</td><td>9.9</td><td>8.6</td></tr><tr><td>Net income</td><td>55.6 %</td><td>55.8 %</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-66 Revenue Growth.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-66 Revenue Growth.html
new file mode 100644
index 000000000..6ab2c2c4f
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-66 Revenue Growth.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="3"></td><td colspan="4">Year Ended</td></tr><tr><td>Jan 25, 2026</td><td>Jan 26, 2025</td><td>$ Change</td><td>% Change</td></tr><tr><td colspan="4">($ in millions)</td></tr><tr><td>Compute &amp; Networking</td><td>$ 193,479</td><td>$ 116,193</td><td>$ 77,286</td><td>67 %</td></tr><tr><td>Graphics</td><td>22,459</td><td>14,304</td><td>8,155</td><td>57 %</td></tr><tr><td>Total</td><td>$ 215,938</td><td>$ 130,497</td><td>$ 85,441</td><td>65 %</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-67 Revenue Growth.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-67 Revenue Growth.html
new file mode 100644
index 000000000..7c7deb20b
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-67 Revenue Growth.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="3"></td><td colspan="4">Year Ended</td></tr><tr><td>Jan 25, 2026</td><td>Jan 26, 2025</td><td>$ Change</td><td>% Change</td></tr><tr><td colspan="4">($ in millions)</td></tr><tr><td>Compute &amp; Networking</td><td>$ 130,141</td><td>$ 82,875</td><td>$ 47,266</td><td>57 %</td></tr><tr><td>Graphics</td><td>9,156</td><td>5,085</td><td>4,071</td><td>80 %</td></tr><tr><td>Total</td><td>$ 139,297</td><td>$ 87,960</td><td>$ 51,337</td><td>58 %</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-68 Operating Expenses.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-68 Operating Expenses.html
new file mode 100644
index 000000000..59f87cd37
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-68 Operating Expenses.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="3"></td><td colspan="4">Year Ended</td></tr><tr><td>Jan 25, 2026</td><td>Jan 26, 2025</td><td>$ Change</td><td>% Change</td></tr><tr><td colspan="4">($ in millions)</td></tr><tr><td>Research and development</td><td>$ 18,497</td><td>$ 12,914</td><td>$ 5,583</td><td>43 %</td></tr><tr><td>Sales, general and administrative</td><td>4,579</td><td>3,491</td><td>1,088</td><td>31 %</td></tr><tr><td>Total operating expenses</td><td>$ 23,076</td><td>$ 16,405</td><td>$ 6,671</td><td>41 %</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-69 Other Income.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-69 Other Income.html
new file mode 100644
index 000000000..889910828
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-69 Other Income.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="3"></td><td colspan="3">Year Ended</td></tr><tr><td>Jan 25, 2026</td><td>Jan 26, 2025</td><td>$ Change</td></tr><tr><td colspan="3">($ in millions)</td></tr><tr><td>Interest income</td><td>$ 2,300</td><td>$ 1,786</td><td>$ 514</td></tr><tr><td>Interest expense</td><td>(259)</td><td>(247)</td><td>(12)</td></tr><tr><td>Other income, net</td><td>9,022</td><td>1,034</td><td>7,988</td></tr><tr><td>Total other income, net</td><td>$ 11,063</td><td>$ 2,573</td><td>$ 8,490</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-7 Board of Directors.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-7 Board of Directors.html
new file mode 100644
index 000000000..31cce88b8
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-7 Board of Directors.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td>Name</td><td>Age</td><td>Director Since</td><td>Independent</td><td>Financial Expert (1)</td><td>Committee Membership</td><td>Number of Other Public Company Boards</td></tr><tr><td>Tench Coxe</td><td>68</td><td>1993</td><td>√</td><td></td><td>AC, CC</td><td></td></tr><tr><td>John O. Dabiri</td><td>46</td><td>2020</td><td>√</td><td></td><td>CC, NCGC</td><td></td></tr><tr><td>Jen-Hsun Huang</td><td>63</td><td>1993</td><td></td><td></td><td></td><td></td></tr><tr><td>Dawn Hudson</td><td>68</td><td>2013</td><td>√</td><td>√</td><td>CC Chairperson</td><td></td></tr><tr><td>Harvey C. Jones</td><td>73</td><td>1993</td><td>√</td><td>√</td><td>AC, NCGC</td><td></td></tr><tr><td>Melissa B. Lora</td><td>63</td><td>2023</td><td>√</td><td>√</td><td>AC, NCGC</td><td>1</td></tr><tr><td>Stephen C. Neal(Lead Director)</td><td>77</td><td>2019</td><td>√</td><td></td><td>NCGC Chairperson</td><td></td></tr><tr><td>A. Brooke Seawell</td><td>78</td><td>1997</td><td>√</td><td>√</td><td>AC Chairperson</td><td>1</td></tr><tr><td>Aarti Shah</td><td>61</td><td>2020</td><td>√</td><td></td><td>AC, CC</td><td>1</td></tr><tr><td>Mark A. Stevens</td><td>66</td><td>2008 (2)</td><td>√</td><td></td><td>CC, NCGC</td><td></td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-70 Cash & Securities.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-70 Cash & Securities.html
new file mode 100644
index 000000000..9b55e29fc
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-70 Cash & Securities.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="2"></td><td>Jan 25, 2026</td><td>Jan 26, 2025</td></tr><tr><td colspan="2">(In millions)</td></tr><tr><td>Cash and cash equivalents</td><td>$ 10,605</td><td>$ 8,589</td></tr><tr><td>Marketable securities</td><td>51,951</td><td>34,621</td></tr><tr><td>Cash, cash equivalents, and marketable securities</td><td>$ 62,556</td><td>$ 43,210</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-71 Cash Flow Table.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-71 Cash Flow Table.html
new file mode 100644
index 000000000..1cb228c9b
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-71 Cash Flow Table.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td></td><td>Jan 25, 2026</td><td>Jan 26, 2025</td></tr><tr><td></td><td colspan="2">(In millions)</td></tr><tr><td>Net cash provided by operating activities</td><td>$ 102,718</td><td>$ 64,089</td></tr><tr><td>Net cash used in investing activities</td><td>$ (52,228)</td><td>$ (20,421)</td></tr><tr><td>Net cash used in financing activities</td><td>$ (48,474)</td><td>$ (42,359)</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-72 Debt Maturity.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-72 Debt Maturity.html
new file mode 100644
index 000000000..8a19d7f34
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-72 Debt Maturity.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="2"></td><td>Jan 25, 2026</td></tr><tr><td>(In millions)</td></tr><tr><td>Due in one year</td><td>$ 1,000</td></tr><tr><td>Due in one to five years</td><td>2,750</td></tr><tr><td>Due in five to ten years</td><td>1,250</td></tr><tr><td>Due in greater than ten years</td><td>3,500</td></tr><tr><td>Unamortized debt discount and issuance costs</td><td>(32)</td></tr><tr><td>Net carrying amount</td><td>$ 8,468</td></tr><tr><td>Less short-term portion</td><td>999</td></tr><tr><td>Total long-term portion</td><td>$ 7,469</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-73 Stock Sale Plans.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-73 Stock Sale Plans.html
new file mode 100644
index 000000000..add2e5878
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-73 Stock Sale Plans.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td>Name</td><td>Title of Director or Officer</td><td>Action</td><td>Date</td><td>Total Shares of Common Stock to be Sold</td><td>Expiration Date</td></tr><tr><td>John O. Dabiri</td><td>Director</td><td>Adoption</td><td>12/10/2025</td><td>3,984*</td><td>12/7/2026</td></tr><tr><td>Colette M. Kress</td><td>Executive Vice President and Chief Financial Officer</td><td>Adoption</td><td>12/18/2025</td><td>500,000</td><td>3/23/2027</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-74 Income Statement.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-74 Income Statement.html
new file mode 100644
index 000000000..7622071f0
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-74 Income Statement.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td></td><td colspan="3">Year Ended</td></tr><tr><td></td><td>Jan 25, 2026</td><td>Jan 26, 2025</td><td>Jan 28, 2024</td></tr><tr><td>Revenue</td><td>$ 215,938</td><td>$ 130,497</td><td>$ 60,922</td></tr><tr><td>Cost of revenue</td><td>62,475</td><td>32,639</td><td>16,621</td></tr><tr><td>Gross profit</td><td>153,463</td><td>97,858</td><td>44,301</td></tr><tr><td>Operating expenses</td><td></td><td></td><td></td></tr><tr><td>Research and development</td><td>18,497</td><td>12,914</td><td>8,675</td></tr><tr><td>Sales, general and administrative</td><td>4,579</td><td>3,491</td><td>2,654</td></tr><tr><td>Total operating expenses</td><td>23,076</td><td>16,405</td><td>11,329</td></tr><tr><td>Operating income</td><td>130,387</td><td>81,453</td><td>32,972</td></tr><tr><td>Interest income</td><td>2,300</td><td>1,786</td><td>866</td></tr><tr><td>Interest expense</td><td>(259)</td><td>(247)</td><td>(257)</td></tr><tr><td>Other income, net</td><td>9,022</td><td>1,034</td><td>237</td></tr><tr><td>Total other income, net</td><td>11,063</td><td>2,573</td><td>846</td></tr><tr><td>Income before income tax</td><td>141,450</td><td>84,026</td><td>33,818</td></tr><tr><td>Income tax expense</td><td>21,383</td><td>11,146</td><td>4,058</td></tr><tr><td>Net income</td><td>$ 120,067</td><td>$ 72,880</td><td>$ 29,760</td></tr><tr><td>Net income per share:</td><td></td><td></td><td></td></tr><tr><td>Basic</td><td>$ 4.93</td><td>$ 2.97</td><td>$ 1.21</td></tr><tr><td>Diluted</td><td>$ 4.90</td><td>$ 2.94</td><td>$ 1.19</td></tr><tr><td>Weighted average shares used in per share computation:</td><td></td><td></td><td></td></tr><tr><td>Basic</td><td>24,359</td><td>24,555</td><td>24,690</td></tr><tr><td>Diluted</td><td>24,514</td><td>24,804</td><td>24,940</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-75 Comprehensive Income.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-75 Comprehensive Income.html
new file mode 100644
index 000000000..cf0893a97
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-75 Comprehensive Income.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td></td><td colspan="3">Year Ended</td></tr><tr><td></td><td>Jan 25, 2026</td><td>Jan 26, 2025</td><td>Jan 28, 2024</td></tr><tr><td>Net income</td><td>$ 120,067</td><td>$ 72,880</td><td>$ 29,760</td></tr><tr><td>Other comprehensive income, net of tax</td><td></td><td></td><td></td></tr><tr><td>Available-for-sale securities:</td><td></td><td></td><td></td></tr><tr><td>Net change in unrealized gain</td><td>107</td><td>1</td><td>80</td></tr><tr><td>Cash flow hedges:</td><td></td><td></td><td></td></tr><tr><td>Net change in unrealized gain (loss)</td><td>43</td><td>—</td><td>(10)</td></tr><tr><td>Other comprehensive income, net of tax</td><td>150</td><td>1</td><td>70</td></tr><tr><td>Total comprehensive income</td><td>$ 120,217</td><td>$ 72,881</td><td>$ 29,830</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-76 Balance Sheet.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-76 Balance Sheet.html
new file mode 100644
index 000000000..d2f8722f0
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-76 Balance Sheet.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td></td><td>Jan 25, 2026</td><td>Jan 26, 2025</td></tr><tr><td colspan="3">Assets</td></tr><tr><td colspan="3">Current assets:</td></tr><tr><td>Cash and cash equivalents</td><td>$ 10,605</td><td>$ 8,589</td></tr><tr><td>Marketable securities</td><td>51,951</td><td>34,621</td></tr><tr><td>Accounts receivable, net</td><td>38,466</td><td>23,065</td></tr><tr><td>Inventories</td><td>21,403</td><td>10,080</td></tr><tr><td>Prepaid expenses and other current assets</td><td>3,180</td><td>3,771</td></tr><tr><td>Total current assets</td><td>125,605</td><td>80,126</td></tr><tr><td>Property and equipment, net</td><td>10,383</td><td>6,283</td></tr><tr><td>Operating lease assets</td><td>2,867</td><td>1,793</td></tr><tr><td>Goodwill</td><td>20,832</td><td>5,188</td></tr><tr><td>Intangible assets, net</td><td>3,306</td><td>807</td></tr><tr><td>Deferred income tax assets</td><td>13,258</td><td>10,979</td></tr><tr><td>Non-marketable equity securities</td><td>22,251</td><td>3,387</td></tr><tr><td>Other assets</td><td>8,301</td><td>3,038</td></tr><tr><td>Total assets</td><td>$ 206,803</td><td>$ 111,601</td></tr><tr><td colspan="3">Liabilities and Shareholders&#x27; Equity</td></tr><tr><td colspan="3">Current liabilities:</td></tr><tr><td>Accounts payable</td><td>$ 9,812</td><td>$ 6,310</td></tr><tr><td>Accrued and other current liabilities</td><td>21,352</td><td>11,737</td></tr><tr><td>Short-term debt</td><td>999</td><td>—</td></tr><tr><td>Total current liabilities</td><td>32,163</td><td>18,047</td></tr><tr><td>Long-term debt</td><td>7,469</td><td>8,463</td></tr><tr><td>Long-term operating lease liabilities</td><td>2,572</td><td>1,519</td></tr><tr><td>Other long-term liabilities</td><td>7,306</td><td>4,245</td></tr><tr><td>Total liabilities</td><td>49,510</td><td>32,274</td></tr><tr><td>Commitments and contingencies - see Note 12</td><td>—</td><td>—</td></tr><tr><td colspan="3">Shareholders&#x27; equity:</td></tr><tr><td>Preferred stock, $0.001 par value; 2 shares authorized; none issued</td><td>—</td><td>—</td></tr><tr><td>Common stock, $0.001 par value; 80,000 shares authorized; 24,304 shares issued and outstanding as of January 25, 2026; 24,477 shares issued and outstanding as of January 26, 2025</td><td>24</td><td>24</td></tr><tr><td>Additional paid-in capital</td><td>10,118</td><td>11,237</td></tr><tr><td>Accumulated other comprehensive income</td><td>178</td><td>28</td></tr><tr><td>Retained earnings</td><td>146,973</td><td>68,038</td></tr><tr><td>Total shareholders&#x27; equity</td><td>157,293</td><td>79,327</td></tr><tr><td>Total liabilities and shareholders&#x27; equity</td><td>$ 206,803</td><td>$ 111,601</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-77 Equity Changes.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-77 Equity Changes.html
new file mode 100644
index 000000000..d973992f6
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-77 Equity Changes.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="2"></td><td colspan="2">Common Stock Outstanding</td><td rowspan="2">Additional Paid-in Capital</td><td rowspan="2">Accumulated Other Comprehensive Income (Loss)</td><td rowspan="2">Retained Earnings</td><td rowspan="2">Total Shareholders&#x27; Equity</td></tr><tr><td>Shares</td><td>Amount</td></tr><tr><td colspan="7">(In millions, except per share data)</td></tr><tr><td>Balances as of Jan 29, 2023</td><td>24,661</td><td>$ 25</td><td>$ 11,948</td><td>$ (43)</td><td>$ 10,171</td><td>$ 22,101</td></tr><tr><td>Net income</td><td>—</td><td>—</td><td>—</td><td>—</td><td>29,760</td><td>29,760</td></tr><tr><td>Other comprehensive income</td><td>—</td><td>—</td><td>—</td><td>70</td><td>—</td><td>70</td></tr><tr><td>Issuance of common stock</td><td>265</td><td>—</td><td>403</td><td>—</td><td>—</td><td>403</td></tr><tr><td>Tax withholding related to common stock</td><td>(72)</td><td>—</td><td>(2,783)</td><td>—</td><td>—</td><td>(2,783)</td></tr><tr><td>Shares repurchased</td><td>(211)</td><td>—</td><td>(27)</td><td>—</td><td>(9,719)</td><td>(9,746)</td></tr><tr><td>Cash dividends declared and paid ($0.016 per common share)</td><td>—</td><td>—</td><td>—</td><td>—</td><td>(395)</td><td>(395)</td></tr><tr><td>Stock-based compensation</td><td>—</td><td>—</td><td>3,568</td><td>—</td><td>—</td><td>3,568</td></tr><tr><td>Balances as of Jan 28, 2024</td><td>24,643</td><td>25</td><td>13,109</td><td>27</td><td>29,817</td><td>42,978</td></tr><tr><td>Net income</td><td>—</td><td>—</td><td>—</td><td>—</td><td>72,880</td><td>72,880</td></tr><tr><td>Other comprehensive income</td><td>—</td><td>—</td><td>—</td><td>1</td><td>—</td><td>1</td></tr><tr><td>Issuance of common stock</td><td>203</td><td>—</td><td>490</td><td>—</td><td>—</td><td>490</td></tr><tr><td>Tax withholding related to common stock</td><td>(59)</td><td>—</td><td>(6,930)</td><td>—</td><td>—</td><td>(6,930)</td></tr><tr><td>Shares repurchased</td><td>(310)</td><td>(1)</td><td>(189)</td><td>—</td><td>(33,825)</td><td>(34,015)</td></tr><tr><td>Cash dividends declared and paid ($0.034 per common share)</td><td>—</td><td>—</td><td>—</td><td>—</td><td>(834)</td><td>(834)</td></tr><tr><td>Stock-based compensation</td><td>—</td><td>—</td><td>4,757</td><td>—</td><td>—</td><td>4,757</td></tr><tr><td>Balances as of Jan 26, 2025</td><td>24,477</td><td>24</td><td>11,237</td><td>28</td><td>68,038</td><td>79,327</td></tr><tr><td>Net income</td><td>—</td><td>—</td><td>—</td><td>—</td><td>120,067</td><td>120,067</td></tr><tr><td>Other comprehensive income</td><td>—</td><td>—</td><td>—</td><td>150</td><td>—</td><td>150</td></tr><tr><td>Issuance of common stock</td><td>160</td><td>—</td><td>644</td><td>—</td><td>—</td><td>644</td></tr><tr><td>Tax withholding related to common stock</td><td>(51)</td><td>—</td><td>(7,948)</td><td>—</td><td>—</td><td>(7,948)</td></tr><tr><td>Shares repurchased</td><td>(282)</td><td>—</td><td>(230)</td><td>—</td><td>(40,158)</td><td>(40,388)</td></tr><tr><td>Cash dividends declared and paid ($0.04 per common share)</td><td>—</td><td>—</td><td>—</td><td>—</td><td>(974)</td><td>(974)</td></tr><tr><td>Fair value of partially vested equity awards assumed in connection with acquisitions</td><td>—</td><td>—</td><td>28</td><td>—</td><td>—</td><td>28</td></tr><tr><td>Stock-based compensation</td><td>—</td><td>—</td><td>6,387</td><td>—</td><td>—</td><td>6,387</td></tr><tr><td>Balances as of Jan 25, 2026</td><td>24,304</td><td>$ 24</td><td>$ 10,118</td><td>$ 178</td><td>$ 146,973</td><td>$ 157,293</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-78 Cash Flow Statement.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-78 Cash Flow Statement.html
new file mode 100644
index 000000000..6a8fa4bd9
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-78 Cash Flow Statement.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td></td><td colspan="3">Year Ended</td></tr><tr><td></td><td>Jan 25, 2026</td><td>Jan 26, 2025</td><td>Jan 28, 2024</td></tr><tr><td>Cash flows from operating activities:</td><td></td><td></td><td></td></tr><tr><td>Net income</td><td>$120,067</td><td>$72,880</td><td>$29,760</td></tr><tr><td>Adjustments to reconcile net income to net cash provided by operating activities:</td><td></td><td></td><td></td></tr><tr><td>Stock-based compensation expense</td><td>6,386</td><td>4,737</td><td>3,549</td></tr><tr><td>Depreciation and amortization</td><td>2,843</td><td>1,864</td><td>1,508</td></tr><tr><td>Gains on non-marketable equity securities and publicly-held equity securities, net</td><td>(8,918)</td><td>(1,030)</td><td>(238)</td></tr><tr><td>Deferred income taxes</td><td>(1,424)</td><td>(4,477)</td><td>(2,489)</td></tr><tr><td>Other</td><td>(287)</td><td>(502)</td><td>(278)</td></tr><tr><td>Changes in operating assets and liabilities, net of acquisitions:</td><td></td><td></td><td></td></tr><tr><td>Accounts receivable</td><td>(15,399)</td><td>(13,063)</td><td>(6,172)</td></tr><tr><td>Inventories</td><td>(11,324)</td><td>(4,781)</td><td>(98)</td></tr><tr><td>Prepaid expenses and other assets</td><td>577</td><td>(395)</td><td>(1,522)</td></tr><tr><td>Accounts payable</td><td>3,096</td><td>3,357</td><td>1,531</td></tr><tr><td>Accrued and other current liabilities</td><td>5,257</td><td>4,278</td><td>2,025</td></tr><tr><td>Other long-term liabilities</td><td>1,844</td><td>1,221</td><td>514</td></tr><tr><td>Net cash provided by operating activities</td><td>102,718</td><td>64,089</td><td>28,090</td></tr><tr><td>Cash flows from investing activities:</td><td></td><td></td><td></td></tr><tr><td>Proceeds from sales of marketable securities</td><td>15,157</td><td>495</td><td>50</td></tr><tr><td>Proceeds from maturities of marketable securities</td><td>11,226</td><td>11,195</td><td>9,732</td></tr><tr><td>Proceeds from sales of non-marketable equity securities</td><td>84</td><td>171</td><td>1</td></tr><tr><td>Purchases of marketable securities</td><td>(40,616)</td><td>(26,575)</td><td>(18,211)</td></tr><tr><td>Purchases of non-marketable equity securities</td><td>(17,502)</td><td>(1,486)</td><td>(862)</td></tr><tr><td>Groq, Inc.</td><td>(13,000)</td><td>—</td><td>—</td></tr><tr><td>Purchases related to property and equipment and intangible assets</td><td>(6,042)</td><td>(3,236)</td><td>(1,069)</td></tr><tr><td>Acquisitions, net of cash acquired</td><td>(1,535)</td><td>(1,007)</td><td>(83)</td></tr><tr><td>Other</td><td>—</td><td>22</td><td>(124)</td></tr><tr><td>Net cash used in investing activities</td><td>(52,228)</td><td>(20,421)</td><td>(10,566)</td></tr><tr><td>Cash flows from financing activities:</td><td></td><td></td><td></td></tr><tr><td>Proceeds related to employee stock plans</td><td>644</td><td>490</td><td>403</td></tr><tr><td>Payments related to repurchases of common stock</td><td>(40,086)</td><td>(33,706)</td><td>(9,533)</td></tr><tr><td>Payments related to employee stock plan taxes</td><td>(7,948)</td><td>(6,930)</td><td>(2,783)</td></tr><tr><td>Dividends paid</td><td>(974)</td><td>(834)</td><td>(395)</td></tr><tr><td>Principal payments on property and equipment and intangible assets</td><td>(101)</td><td>(129)</td><td>(74)</td></tr><tr><td>Repayment of debt</td><td>—</td><td>(1,250)</td><td>(1,250)</td></tr><tr><td>Other</td><td>(9)</td><td>—</td><td>(1)</td></tr><tr><td>Net cash used in financing activities</td><td>(48,474)</td><td>(42,359)</td><td>(13,633)</td></tr><tr><td>Change in cash and cash equivalents</td><td>2,016</td><td>1,309</td><td>3,891</td></tr><tr><td>Cash and cash equivalents at beginning of period</td><td>8,589</td><td>7,280</td><td>3,389</td></tr><tr><td>Cash and cash equivalents at end of period</td><td>$10,605</td><td>$8,589</td><td>$7,280</td></tr><tr><td>Supplemental disclosures of cash flow information:</td><td></td><td></td><td></td></tr><tr><td>Cash paid for income taxes, net</td><td>$20,288</td><td>$15,118</td><td>$6,549</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-79 Cost Breakdown.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-79 Cost Breakdown.html
new file mode 100644
index 000000000..44100c859
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-79 Cost Breakdown.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="3"></td><td colspan="3">Year Ended</td></tr><tr><td>Jan 25, 2026</td><td>Jan 26, 2025</td><td>Jan 28, 2024</td></tr><tr><td colspan="3">(In millions)</td></tr><tr><td>Cost of revenue</td><td>$ 261</td><td>$ 178</td><td>$ 141</td></tr><tr><td>Research and development</td><td>4,676</td><td>3,423</td><td>2,532</td></tr><tr><td>Sales, general and administrative</td><td>1,449</td><td>1,136</td><td>876</td></tr><tr><td>Total</td><td>$ 6,386</td><td>$ 4,737</td><td>$ 3,549</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-8 Board Skills Matrix.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-8 Board Skills Matrix.html
new file mode 100644
index 000000000..4f1f5b6b8
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-8 Board Skills Matrix.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="2"></td><td>Senior Leadership &amp; Operations Experience</td><td>Industry &amp; Technical</td><td>Financial / Financial Community</td><td>Governance &amp; Public Company Board</td><td>Emerging Technologies &amp; Business Models</td><td>Marketing, Communications &amp; Brand Management</td><td>Regulatory, Legal &amp; Risk Management</td><td>Human Capital Management Experience</td></tr><tr><td><img src="images/cac6ffee41c16ab861b2d95f423bb3cd8f1dcac17151443c72a322fb32917a9a.jpg"/></td><td><img src="images/ebacaa48c1cd0cc0836cc49f5d9894c60beb143845ffbdc3f327a64b315dea2f.jpg"/></td><td><img src="images/8d0df654677b7e40959b995e0cda0a09acafaa1787afd2d6c040e9584adce574.jpg"/></td><td><img src="images/15cd51fb55fea955ea909287decc5b387894a77f6b93ecf55e1589a4447b436e.jpg"/></td><td><img src="images/e71b799979f5624830f6a93486cd9fa5b81bb5d37158f08d81aee0d94d2034c0.jpg"/></td><td><img src="images/d4d1f4f1e4a5a09c088b337717d0d417014293da7d8701e330085d6db7567a9e.jpg"/></td><td><img src="images/d42e0ff0fdba02a2e44121db6ee66c26f536402a92ee632b4a7e31dadcc2c513.jpg"/></td><td><img src="images/be39594199efc4f8860742898b41f4bbd81c04e9a88f58a1e566dfdb88e4d6c1.jpg"/></td></tr><tr><td>Coxe</td><td></td><td></td><td>✓</td><td>✓</td><td>✓</td><td></td><td></td><td>✓</td></tr><tr><td>Dabiri</td><td></td><td>✓</td><td></td><td></td><td>✓</td><td></td><td></td><td></td></tr><tr><td>Huang</td><td>✓</td><td>✓</td><td>✓</td><td>✓</td><td>✓</td><td>✓</td><td>✓</td><td>✓</td></tr><tr><td>Hudson</td><td>✓</td><td></td><td>✓</td><td>✓</td><td></td><td>✓</td><td></td><td>✓</td></tr><tr><td>Jones</td><td>✓</td><td>✓</td><td>✓</td><td>✓</td><td>✓</td><td>✓</td><td></td><td>✓</td></tr><tr><td>Lora</td><td>✓</td><td></td><td>✓</td><td>✓</td><td>✓</td><td>✓</td><td></td><td>✓</td></tr><tr><td>Neal</td><td>✓</td><td></td><td></td><td>✓</td><td></td><td>✓</td><td>✓</td><td>✓</td></tr><tr><td>Seawell</td><td>✓</td><td></td><td>✓</td><td>✓</td><td>✓</td><td></td><td>✓</td><td>✓</td></tr><tr><td>Shah</td><td>✓</td><td>✓</td><td></td><td>✓</td><td>✓</td><td>✓</td><td>✓</td><td>✓</td></tr><tr><td>Stevens</td><td></td><td>✓</td><td>✓</td><td>✓</td><td>✓</td><td></td><td></td><td></td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-80 Equity Awards.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-80 Equity Awards.html
new file mode 100644
index 000000000..156060fba
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-80 Equity Awards.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="3"></td><td colspan="3">Year Ended</td></tr><tr><td>Jan 25, 2026</td><td>Jan 26, 2025</td><td>Jan 28, 2024</td></tr><tr><td colspan="3">(In millions, except per share data)</td></tr><tr><td colspan="4">RSUs, PSUs and Market-based PSUs</td></tr><tr><td>Awards granted</td><td>70</td><td>89</td><td>140</td></tr><tr><td>Estimated total grant-date fair value</td><td>$ 9,389</td><td>$ 7,834</td><td>$ 5,316</td></tr><tr><td>Weighted average grant-date fair value per share</td><td>$ 133.97</td><td>$ 87.99</td><td>$ 37.41</td></tr><tr><td colspan="4">ESPP</td></tr><tr><td>Shares purchased</td><td>13</td><td>30</td><td>30</td></tr><tr><td>Weighted average price per share</td><td>$ 49.13</td><td>$ 17.74</td><td>$ 15.81</td></tr><tr><td>Weighted average grant-date fair value per share</td><td>$ 20.75</td><td>$ 8.61</td><td>$ 6.99</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-81 ESPP Option Data.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-81 ESPP Option Data.html
new file mode 100644
index 000000000..faad93d37
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-81 ESPP Option Data.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="3"></td><td colspan="3">Year Ended</td></tr><tr><td>Jan 25, 2026</td><td>Jan 26, 2025</td><td>Jan 28, 2024</td></tr><tr><td colspan="3">(Using the Black-Scholes model)</td></tr><tr><td colspan="4">ESPP</td></tr><tr><td>Weighted average expected life (in years)</td><td>0.1-2.0</td><td>0.1-2.0</td><td>0.1-2.0</td></tr><tr><td>Risk-free interest rate</td><td>3.5%-4.3%</td><td>3.6%-5.4%</td><td>3.9%-5.5%</td></tr><tr><td>Volatility</td><td>26%-96%</td><td>31%-75%</td><td>31%-67%</td></tr><tr><td>Dividend yield</td><td>0.03%</td><td>0.03%</td><td>0.06%</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-82 RSU_PSU Activity.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-82 RSU_PSU Activity.html
new file mode 100644
index 000000000..e6da0eb97
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-82 RSU_PSU Activity.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="3"></td><td colspan="2">RSUs, PSUs and Market-based PSUs Outstanding</td></tr><tr><td>Number of Shares</td><td>Weighted Average Grant-Date Fair Value Per Share</td></tr><tr><td colspan="2">(In millions, except per share data)</td></tr><tr><td>Balance as of Jan 26, 2025</td><td>274</td><td>$ 44.75</td></tr><tr><td>Granted</td><td>70</td><td>$ 133.97</td></tr><tr><td>Vested</td><td>(146)</td><td>$ 39.14</td></tr><tr><td>Canceled and forfeited</td><td>(9)</td><td>$ 59.29</td></tr><tr><td>Balance as of Jan 25, 2026</td><td>189</td><td>$ 81.51</td></tr><tr><td>Vested and expected to vest after Jan 25, 2026</td><td>188</td><td>$ 81.15</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-83 EPS Data.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-83 EPS Data.html
new file mode 100644
index 000000000..c29780a69
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-83 EPS Data.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="3"></td><td colspan="3">Year Ended</td></tr><tr><td>Jan 25, 2026</td><td>Jan 26, 2025</td><td>Jan 28, 2024</td></tr><tr><td colspan="3">(In millions, except per share data)</td></tr><tr><td colspan="4">Numerator:</td></tr><tr><td>Net income</td><td>$ 120,067</td><td>$ 72,880</td><td>$ 29,760</td></tr><tr><td colspan="4">Denominator:</td></tr><tr><td>Basic weighted average shares</td><td>24,359</td><td>24,555</td><td>24,690</td></tr><tr><td>Dilutive impact of outstanding equity awards</td><td>155</td><td>249</td><td>250</td></tr><tr><td>Diluted weighted average shares</td><td>24,514</td><td>24,804</td><td>24,940</td></tr><tr><td colspan="4">Net income per share:</td></tr><tr><td>Basic (1)</td><td>$ 4.93</td><td>$ 2.97</td><td>$ 1.21</td></tr><tr><td>Diluted (2)</td><td>$ 4.90</td><td>$ 2.94</td><td>$ 1.19</td></tr><tr><td>Anti-dilutive equity awards excluded from diluted net income per share</td><td>41</td><td>51</td><td>150</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-84 Intangible Assets.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-84 Intangible Assets.html
new file mode 100644
index 000000000..5453d1f41
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-84 Intangible Assets.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="3"></td><td colspan="3">Jan 25, 2026</td><td colspan="3">Jan 26, 2025</td></tr><tr><td>Gross Carrying Amount</td><td>Accumulated Amortization</td><td>Net Carrying Amount</td><td>Gross Carrying Amount</td><td>Accumulated Amortization</td><td>Net Carrying Amount</td></tr><tr><td colspan="6">(In millions)</td></tr><tr><td>Acquisition-related intangible assets</td><td>$ 5,656</td><td>$ (2,580)</td><td>$ 3,076</td><td>$ 2,900</td><td>$ (2,264)</td><td>$ 636</td></tr><tr><td>Patents and licensed technology</td><td>528</td><td>(298)</td><td>230</td><td>449</td><td>(278)</td><td>171</td></tr><tr><td>Total intangible assets</td><td>$ 6,184</td><td>$ (2,878)</td><td>$ 3,306</td><td>$ 3,349</td><td>$ (2,542)</td><td>$ 807</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-85 Amortization Expense.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-85 Amortization Expense.html
new file mode 100644
index 000000000..f5f13809d
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-85 Amortization Expense.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td></td><td>Future Amortization Expense(In millions)</td></tr><tr><td colspan="2">Fiscal Year:</td></tr><tr><td>2027</td><td>$ 923</td></tr><tr><td>2028</td><td>729</td></tr><tr><td>2029</td><td>592</td></tr><tr><td>2030</td><td>511</td></tr><tr><td>2031</td><td>468</td></tr><tr><td>2032 and thereafter</td><td>83</td></tr><tr><td>Total</td><td>$ 3,306</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-86 Debt Securities.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-86 Debt Securities.html
new file mode 100644
index 000000000..09e883ed5
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-86 Debt Securities.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="3"></td><td rowspan="2">Pricing Category</td><td rowspan="2">Cost or Amortized Cost</td><td rowspan="2">Unrealized Gain</td><td rowspan="2">Unrealized Loss</td><td rowspan="2">Estimated Fair Value</td><td colspan="3">Reported as</td></tr><tr><td>Cash Equivalents</td><td>Marketable Securities</td><td>Other Assets</td></tr><tr><td colspan="8">(In millions)</td></tr><tr><td>Debt securities issued by the U.S. Treasury</td><td>Level 2</td><td>$ 21,635</td><td>$ 77</td><td>$ (3)</td><td>$ 21,709</td><td>$ —</td><td>$ 21,709</td><td>$ —</td></tr><tr><td>Corporate debt securities</td><td>Level 2</td><td>15,410</td><td>92</td><td>(3)</td><td>15,499</td><td>345</td><td>15,154</td><td>—</td></tr><tr><td>Debt securities issued by U.S. government agencies</td><td>Level 2</td><td>2,157</td><td>4</td><td>—</td><td>2,161</td><td>—</td><td>2,161</td><td>—</td></tr><tr><td>Certificates of deposit</td><td>Level 2</td><td>110</td><td>—</td><td>—</td><td>110</td><td>110</td><td>—</td><td>—</td></tr><tr><td>Foreign government bonds</td><td>Level 2</td><td>40</td><td>1</td><td>—</td><td>41</td><td>—</td><td>41</td><td>—</td></tr><tr><td>Money market funds</td><td>Level 1</td><td>7,830</td><td>—</td><td>—</td><td>7,830</td><td>7,830</td><td>—</td><td>—</td></tr><tr><td>Publicly-held equity securities (1) (2)</td><td>Level 1</td><td></td><td></td><td></td><td>17,726</td><td>—</td><td>12,886</td><td>4,840</td></tr><tr><td>Total</td><td></td><td>$ 47,182</td><td>$ 174</td><td>$ (6)</td><td>$ 65,076</td><td>$ 8,285</td><td>$ 51,951</td><td>$ 4,840</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-87 Fair Value Table.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-87 Fair Value Table.html
new file mode 100644
index 000000000..799b0a6d3
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-87 Fair Value Table.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="3"></td><td rowspan="2">Pricing Category</td><td rowspan="2">Cost or Amortized Cost</td><td rowspan="2">Unrealized Gain</td><td rowspan="2">Unrealized Loss</td><td rowspan="2">Estimated Fair Value</td><td colspan="2">Reported as</td></tr><tr><td>Cash Equivalents</td><td>Marketable Securities</td></tr><tr><td colspan="7">(In millions)</td></tr><tr><td>Corporate debt securities</td><td>Level 2</td><td>$ 18,504</td><td>$ 51</td><td>$ (29)</td><td>$ 18,526</td><td>$ 2,071</td><td>$ 16,455</td></tr><tr><td>Debt securities issued by the U.S. Treasury</td><td>Level 2</td><td>16,749</td><td>42</td><td>(22)</td><td>16,769</td><td>1,801</td><td>14,968</td></tr><tr><td>Debt securities issued by U.S. government agencies</td><td>Level 2</td><td>2,775</td><td>7</td><td>(5)</td><td>2,777</td><td>—</td><td>2,777</td></tr><tr><td>Foreign government bonds</td><td>Level 2</td><td>177</td><td>—</td><td>—</td><td>177</td><td>137</td><td>40</td></tr><tr><td>Certificates of deposit</td><td>Level 2</td><td>97</td><td>—</td><td>—</td><td>97</td><td>97</td><td>—</td></tr><tr><td>Money market funds</td><td>Level 1</td><td>3,760</td><td>—</td><td>—</td><td>3,760</td><td>3,760</td><td>—</td></tr><tr><td>Publicly-held equity securities</td><td>Level 1</td><td></td><td></td><td></td><td>381</td><td>—</td><td>381</td></tr><tr><td>Total</td><td></td><td>$ 42,062</td><td>$ 100</td><td>$ (56)</td><td>$ 42,487</td><td>$ 7,866</td><td>$ 34,621</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-88 Debt Securities.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-88 Debt Securities.html
new file mode 100644
index 000000000..595aa1278
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-88 Debt Securities.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="4"></td><td colspan="2">Jan 25, 2026</td><td colspan="2">Jan 26, 2025</td></tr><tr><td colspan="2">Less than 12 Months</td><td colspan="2">Less than 12 Months</td></tr><tr><td>Estimated Fair Value</td><td>Gross Unrealized Loss</td><td>Estimated Fair Value</td><td>Gross Unrealized Loss</td></tr><tr><td colspan="4">(In millions)</td></tr><tr><td>Debt securities issued by the U.S. Treasury</td><td>$ 10,666</td><td>$ (3)</td><td>$ 6,315</td><td>$ (22)</td></tr><tr><td>Corporate debt securities</td><td>1,332</td><td>(3)</td><td>5,291</td><td>(29)</td></tr><tr><td>Debt securities issued by U.S. government agencies</td><td>1,134</td><td>—</td><td>816</td><td>(5)</td></tr><tr><td>Total</td><td>$ 13,132</td><td>$ (6)</td><td>$ 12,422</td><td>$ (56)</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-89 Debt Maturity.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-89 Debt Maturity.html
new file mode 100644
index 000000000..969981dd4
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-89 Debt Maturity.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td></td><td>Jan 25, 2026</td></tr><tr><td></td><td>(In millions)</td></tr><tr><td>Less than one year</td><td>$ 20,427</td></tr><tr><td>Due in 1 - 5 years</td><td>19,093</td></tr><tr><td>Total</td><td>$ 39,520</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-9 Performance Goals.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-9 Performance Goals.html
new file mode 100644
index 000000000..3cb2557a7
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-9 Performance Goals.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td colspan="7">PERFORMANCE GOALS</td></tr><tr><td rowspan="2"></td><td colspan="2">Variable Cash Plan</td><td colspan="2">SY PSUs</td><td colspan="2">MY PSUs</td></tr><tr><td>Fiscal 2026 Revenue</td><td>Payout as a % of Target Opportunity</td><td>Fiscal 2026 Non-GAAP Operating Income (1)</td><td>Shares Eligible to Vest as a % of Target Opportunity</td><td>Fiscal 2024 to 2026 3-Year Relative TSR</td><td>Shares Eligible to Vest as a % of Target Opportunity</td></tr><tr><td>Threshold</td><td>$100.0 billion</td><td>50%</td><td>$46.0 billion</td><td>50%</td><td>25th percentile</td><td>25%</td></tr><tr><td>Base Compensation Plan</td><td>$130.0 billion</td><td>100%</td><td>$71.0 billion</td><td>100%</td><td>50th percentile</td><td>100%</td></tr><tr><td>Stretch Compensation Plan</td><td>$160.0 billion (2)</td><td>200%</td><td>$96.0 billion (2)</td><td>CEO 150%Other NEOs 200%</td><td>75th percentile</td><td>CEO 150%Other NEOs 200%</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-90 Equity Securities.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-90 Equity Securities.html
new file mode 100644
index 000000000..5237a004a
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-90 Equity Securities.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="3"></td><td colspan="2">Year Ended</td></tr><tr><td>Jan 25, 2026</td><td>Jan 26, 2025</td></tr><tr><td colspan="2">(In millions)</td></tr><tr><td>Balance at beginning of period</td><td>$ 3,387</td><td>$ 1,321</td></tr><tr><td>Adjustments related to non-marketable equity securities:</td><td></td><td></td></tr><tr><td>Net additions</td><td>17,444</td><td>1,309</td></tr><tr><td>Unrealized gains</td><td>2,369</td><td>816</td></tr><tr><td>Reclassification (1)</td><td>(848)</td><td>—</td></tr><tr><td>Impairments and unrealized losses</td><td>(101)</td><td>(59)</td></tr><tr><td>Balance at end of period</td><td>$ 22,251</td><td>$ 3,387</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-91 Inventory Data.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-91 Inventory Data.html
new file mode 100644
index 000000000..841eb2a36
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-91 Inventory Data.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td></td><td>Jan 25, 2026</td><td>Jan 26, 2025</td></tr><tr><td>Inventories:</td><td colspan="2">(In millions)</td></tr><tr><td>Raw materials</td><td>$ 3,807</td><td>$ 3,408</td></tr><tr><td>Work in process</td><td>8,822</td><td>3,399</td></tr><tr><td>Finished goods</td><td>8,774</td><td>3,273</td></tr><tr><td>Total inventories (1)</td><td>$ 21,403</td><td>$ 10,080</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-92 Property & Equipment.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-92 Property & Equipment.html
new file mode 100644
index 000000000..7513453af
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-92 Property & Equipment.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td></td><td>Jan 25, 2026</td><td>Jan 26, 2025</td><td>EstimatedUseful Life</td></tr><tr><td>Property and Equipment:</td><td colspan="2">(In millions)</td><td>(In years)</td></tr><tr><td>Land</td><td>$ 777</td><td>$ 511</td><td>(A)</td></tr><tr><td>Buildings, leasehold improvements, and furniture</td><td>2,891</td><td>2,076</td><td>(B)</td></tr><tr><td>Equipment, compute hardware, and software</td><td>12,619</td><td>7,568</td><td>2-7</td></tr><tr><td>Construction in process</td><td>683</td><td>529</td><td>(C)</td></tr><tr><td>Total property and equipment, gross</td><td>16,970</td><td>10,684</td><td></td></tr><tr><td>Accumulated depreciation and amortization</td><td>(6,587)</td><td>(4,401)</td><td></td></tr><tr><td>Total property and equipment, net</td><td>$ 10,383</td><td>$ 6,283</td><td></td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-93 Current Liabilities.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-93 Current Liabilities.html
new file mode 100644
index 000000000..31b850e6c
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-93 Current Liabilities.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td></td><td>Jan 25, 2026</td><td>Jan 26, 2025</td></tr><tr><td>Accrued and Other Current Liabilities:</td><td colspan="2">(In millions)</td></tr><tr><td>Customer program accruals</td><td>$ 5,318</td><td>$ 4,880</td></tr><tr><td>Accrued purchase consideration</td><td>3,921</td><td>9</td></tr><tr><td>Product warranty</td><td>2,807</td><td>1,290</td></tr><tr><td>Excess inventory purchase obligations (1)</td><td>2,739</td><td>2,095</td></tr><tr><td>Taxes payable</td><td>2,669</td><td>881</td></tr><tr><td>Deferred revenue (2)</td><td>1,379</td><td>837</td></tr><tr><td>Accrued payroll and related expenses</td><td>1,146</td><td>848</td></tr><tr><td>Other</td><td>1,373</td><td>897</td></tr><tr><td>Total accrued and other current liabilities</td><td>$ 21,352</td><td>$ 11,737</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-94 Long-Term Liabilities.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-94 Long-Term Liabilities.html
new file mode 100644
index 000000000..4688e62d8
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-94 Long-Term Liabilities.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td></td><td>Jan 25, 2026</td><td>Jan 26, 2025</td></tr><tr><td>Other Long-Term Liabilities:</td><td colspan="2">(In millions)</td></tr><tr><td>Income tax payable (1)</td><td>$ 3,958</td><td>$ 2,188</td></tr><tr><td>Deferred income tax</td><td>1,774</td><td>886</td></tr><tr><td>Deferred revenue (2)</td><td>1,193</td><td>976</td></tr><tr><td>Other</td><td>381</td><td>195</td></tr><tr><td>Total other long-term liabilities</td><td>$ 7,306</td><td>$ 4,245</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-95 Deferred Revenue.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-95 Deferred Revenue.html
new file mode 100644
index 000000000..3f096bb92
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-95 Deferred Revenue.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="2"></td><td>Jan 25, 2026</td><td>Jan 26, 2025</td></tr><tr><td colspan="2">(In millions)</td></tr><tr><td>Balance at beginning of period</td><td>$ 1,813</td><td>$ 1,337</td></tr><tr><td>Deferred revenue additions (1)</td><td>11,137</td><td>5,083</td></tr><tr><td>Revenue recognized (2)</td><td>(10,378)</td><td>(4,607)</td></tr><tr><td>Balance at end of period</td><td>$ 2,572</td><td>$ 1,813</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-96 Hedge Values.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-96 Hedge Values.html
new file mode 100644
index 000000000..431d5b689
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-96 Hedge Values.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="2"></td><td>Jan 25, 2026</td><td>Jan 26, 2025</td></tr><tr><td colspan="2">(In millions)</td></tr><tr><td>Designated as accounting hedges</td><td>$ 1,765</td><td>$ 1,424</td></tr><tr><td>Not designated as accounting hedges</td><td>$ 2,332</td><td>$ 1,297</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-97 Debt Notes Table.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-97 Debt Notes Table.html
new file mode 100644
index 000000000..054601c5d
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-97 Debt Notes Table.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="2"></td><td rowspan="2">Expected Remaining Term (years)</td><td rowspan="2">Effective Interest Rate</td><td>Jan 25, 2026</td><td>Jan 26, 2025</td></tr><tr><td colspan="2">(In millions)</td></tr><tr><td>3.20% Notes Due 2026</td><td>0.6</td><td>3.31%</td><td>1,000</td><td>1,000</td></tr><tr><td>1.55% Notes Due 2028</td><td>2.4</td><td>1.64%</td><td>1,250</td><td>1,250</td></tr><tr><td>2.85% Notes Due 2030</td><td>4.2</td><td>2.93%</td><td>1,500</td><td>1,500</td></tr><tr><td>2.00% Notes Due 2031</td><td>5.4</td><td>2.09%</td><td>1,250</td><td>1,250</td></tr><tr><td>3.50% Notes Due 2040</td><td>14.2</td><td>3.54%</td><td>1,000</td><td>1,000</td></tr><tr><td>3.50% Notes Due 2050</td><td>24.2</td><td>3.54%</td><td>2,000</td><td>2,000</td></tr><tr><td>3.70% Notes Due 2060</td><td>34.2</td><td>3.73%</td><td>500</td><td>500</td></tr><tr><td>Unamortized debt discount and issuance costs</td><td></td><td></td><td>(32)</td><td>(37)</td></tr><tr><td>Net carrying amount</td><td></td><td></td><td>8,468</td><td>8,463</td></tr><tr><td>Less short-term portion</td><td></td><td></td><td>(999)</td><td>—</td></tr><tr><td>Total long-term portion</td><td></td><td></td><td>$ 7,469</td><td>$ 8,463</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-98 Restructuring Reserve.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-98 Restructuring Reserve.html
new file mode 100644
index 000000000..df6cda560
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-98 Restructuring Reserve.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="3"></td><td colspan="3">Year Ended</td></tr><tr><td>Jan 25, 2026</td><td>Jan 26, 2025</td><td>Jan 28, 2024</td></tr><tr><td colspan="3">(In millions)</td></tr><tr><td>Balance at beginning of period</td><td>$ 1,290</td><td>$ 306</td><td>$ 82</td></tr><tr><td>Additions</td><td>2,474</td><td>1,203</td><td>278</td></tr><tr><td>Utilization</td><td>(957)</td><td>(219)</td><td>(54)</td></tr><tr><td>Balance at end of period</td><td>$ 2,807</td><td>$ 1,290</td><td>$ 306</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-99 Income Tax Expense.html b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-99 Income Tax Expense.html
new file mode 100644
index 000000000..54f7b77f4
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/tables/table-99 Income Tax Expense.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="3"></td><td colspan="3">Year Ended</td></tr><tr><td>Jan 25, 2026</td><td>Jan 26, 2025</td><td>Jan 28, 2024</td></tr><tr><td colspan="3">(In millions)</td></tr><tr><td colspan="4">Current income taxes:</td></tr><tr><td>Federal</td><td>$ 19,039</td><td>$ 14,032</td><td>$ 5,710</td></tr><tr><td>State</td><td>1,218</td><td>892</td><td>335</td></tr><tr><td>Foreign</td><td>2,550</td><td>699</td><td>502</td></tr><tr><td>Total current</td><td>22,807</td><td>15,623</td><td>6,547</td></tr><tr><td colspan="4">Deferred income taxes:</td></tr><tr><td>Federal</td><td>(1,364)</td><td>(4,515)</td><td>(2,499)</td></tr><tr><td>State</td><td>(885)</td><td>(242)</td><td>(206)</td></tr><tr><td>Foreign</td><td>825</td><td>280</td><td>216</td></tr><tr><td>Total deferred</td><td>(1,424)</td><td>(4,477)</td><td>(2,489)</td></tr><tr><td>Income tax expense</td><td>$ 21,383</td><td>$ 11,146</td><td>$ 4,058</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/toc_hierarchies.json b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/toc_hierarchies.json
new file mode 100644
index 000000000..b6dc0e2d3
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-fy26-annual-report/toc_hierarchies.json
@@ -0,0 +1,64 @@
+[
+  {
+    "toc_range": [
+      370,
+      416
+    ],
+    "scan_range": [
+      370,
+      531
+    ],
+    "toc_with_level": "| id | heading                                                                                                      | level |\n|----|--------------------------------------------------------------------------------------------------------------|-------|\n| 1  | Page                                                                                                         | 1     |\n| 2  | DEFINITIONS 3                                                                                                | 1     |\n| 3  | BUSINESS OVERVIEW 4                                                                                          | 1     |\n| 4  | PROXY SUMMARY 6                                                                                              | 1     |\n| 5  | PROXY STATEMENT 10                                                                                           | 1     |\n| 6  | Information About the 2026 Meeting 10                                                                        | 2     |\n| 7  | Proposal 1—Election of Directors 14                                                                          | 2     |\n| 8  | Director Qualifications and Nomination of Directors 15                                                       | 2     |\n| 9  | Our Director Nominees 17                                                                                     | 2     |\n| 10 | Information About the Board of Directors and Corporate Governance 23                                         | 1     |\n| 11 | Independence of the Members of the Board of Directors 23                                                     | 2     |\n| 12 | Board Leadership Structure 23                                                                                | 2     |\n| 13 | Committees of the Board of Directors 25                                                                      | 2     |\n| 14 | Compensation Committee Interlocks and Insider Participation 26                                               | 2     |\n| 15 | Role of the Board in Risk Oversight 27                                                                       | 2     |\n| 16 | Corporate Governance 28                                                                                      | 2     |\n| 17 | Stockholder Communications with the Board of Directors 30                                                    | 2     |\n| 18 | Majority Vote Standard 30                                                                                    | 2     |\n| 19 | Stockholder Special Meeting Right 31                                                                         | 2     |\n| 20 | Board Meeting Information 31                                                                                 | 2     |\n| 21 | Corporate Sustainability 31                                                                                  | 2     |\n| 22 | Public Policy Engagement and Accountability 31                                                               | 2     |\n| 23 | Director Compensation 32                                                                                     | 2     |\n| 24 | Review of Transactions with Related Persons 34                                                               | 2     |\n| 25 | Security Ownership of Certain Beneficial Owners and Management 35                                            | 2     |\n| 26 | Proposal 2—Advisory Approval of Executive Compensation 37                                                    | 2     |\n| 27 | Executive Compensation 38                                                                                    | 1     |\n| 28 | Compensation Discussion and Analysis 38                                                                      | 2     |\n| 29 | Compensation Committee Report 49                                                                             | 2     |\n| 30 | Risk Analysis of Our Compensation Plans 49                                                                   | 2     |\n| 31 | Summary Compensation Table for Fiscal 2026, 2025, and 2024 50                                                | 2     |\n| 32 | Grants of Plan-Based Awards for Fiscal 2026 51                                                               | 2     |\n| 33 | Outstanding Equity Awards as of January 25, 2026 52                                                          | 2     |\n| 34 | Option Exercises and Stock Vested in Fiscal 2026 53                                                          | 2     |\n| 35 | Employment, Severance, and Change-in-Control Arrangements 53                                                 | 2     |\n| 36 | Potential Payments Upon Termination or Change-in-Control 54                                                  | 2     |\n| 37 | Pay Ratio 54                                                                                                 | 2     |\n| 38 | Pay Versus Performance 55                                                                                    | 2     |\n| 39 | Proposal 3—Ratification of the Selection of Independent Registered Public Accounting Firm for Fiscal 2027 58 | 2     |\n| 40 | Fees Billed by the Independent Registered Public Accounting Firm 59                                          | 2     |\n| 41 | Report of the Audit Committee of the Board of Directors 60                                                   | 2     |\n| 42 | Stockholder Proposals 61                                                                                     | 2     |\n| 43 | Equity Compensation Plan Information 69                                                                      | 2     |\n| 44 | Additional Information 69                                                                                    | 2     |\n| 45 | Delinquent Section 16(a) Reports 69                                                                          | 2     |\n| 46 | Other Matters 69                                                                                             | 2     |",
+    "toc_tree": {
+      "Page": {},
+      "DEFINITIONS 3": {},
+      "BUSINESS OVERVIEW 4": {},
+      "PROXY SUMMARY 6": {},
+      "PROXY STATEMENT 10": {
+        "Information About the 2026 Meeting 10": {},
+        "Proposal 1—Election of Directors 14": {},
+        "Director Qualifications and Nomination of Directors 15": {},
+        "Our Director Nominees 17": {}
+      },
+      "Information About the Board of Directors and Corporate Governance 23": {
+        "Independence of the Members of the Board of Directors 23": {},
+        "Board Leadership Structure 23": {},
+        "Committees of the Board of Directors 25": {},
+        "Compensation Committee Interlocks and Insider Participation 26": {},
+        "Role of the Board in Risk Oversight 27": {},
+        "Corporate Governance 28": {},
+        "Stockholder Communications with the Board of Directors 30": {},
+        "Majority Vote Standard 30": {},
+        "Stockholder Special Meeting Right 31": {},
+        "Board Meeting Information 31": {},
+        "Corporate Sustainability 31": {},
+        "Public Policy Engagement and Accountability 31": {},
+        "Director Compensation 32": {},
+        "Review of Transactions with Related Persons 34": {},
+        "Security Ownership of Certain Beneficial Owners and Management 35": {},
+        "Proposal 2—Advisory Approval of Executive Compensation 37": {}
+      },
+      "Executive Compensation 38": {
+        "Compensation Discussion and Analysis 38": {},
+        "Compensation Committee Report 49": {},
+        "Risk Analysis of Our Compensation Plans 49": {},
+        "Summary Compensation Table for Fiscal 2026, 2025, and 2024 50": {},
+        "Grants of Plan-Based Awards for Fiscal 2026 51": {},
+        "Outstanding Equity Awards as of January 25, 2026 52": {},
+        "Option Exercises and Stock Vested in Fiscal 2026 53": {},
+        "Employment, Severance, and Change-in-Control Arrangements 53": {},
+        "Potential Payments Upon Termination or Change-in-Control 54": {},
+        "Pay Ratio 54": {},
+        "Pay Versus Performance 55": {},
+        "Proposal 3—Ratification of the Selection of Independent Registered Public Accounting Firm for Fiscal 2027 58": {},
+        "Fees Billed by the Independent Registered Public Accounting Firm 59": {},
+        "Report of the Audit Committee of the Board of Directors 60": {},
+        "Stockholder Proposals 61": {},
+        "Equity Compensation Plan Information 69": {},
+        "Additional Information 69": {},
+        "Delinquent Section 16(a) Reports 69": {},
+        "Other Matters 69": {}
+      }
+    }
+  }
+]
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-cfo-commentary/chunks.json b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-cfo-commentary/chunks.json
new file mode 100644
index 000000000..3c23587c3
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-cfo-commentary/chunks.json
@@ -0,0 +1,1151 @@
+{
+  "chunks": [
+    {
+      "chunk_id": "76e4a0ad-c01f-55c9-b259-e9c1d1b2ad04",
+      "type": "text",
+      "content": "",
+      "path": "Q1FY27-CFO-Commentary.pdf/CFO Commentary on First Quarter Fiscal 2027 Results",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CFO Commentary on First Quarter Fiscal 2027 Results, NVIDIA CORPORATION",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "07632b9b-0809-5a76-b2a7-97dd194211e7",
+      "type": "table",
+      "content": "<table><tr><td>($ in millions, except earnings per share)</td><td>Q1 FY27</td><td>Q4 FY26</td><td>Q1 FY26</td><td>Q/Q</td><td>Y/Y</td></tr><tr><td>Revenue</td><td>$81,615</td><td>$68,127</td><td>$44,062</td><td>20 %</td><td>85 %</td></tr><tr><td>Gross margin</td><td>74.9 %</td><td>75.0 %</td><td>60.5 %</td><td>(0.1) pts</td><td>14.4 pts</td></tr><tr><td>Operating expenses</td><td>$7,621</td><td>$6,794</td><td>$5,030</td><td>12 %</td><td>52 %</td></tr><tr><td>Operating income</td><td>$53,536</td><td>$44,299</td><td>$21,638</td><td>21 %</td><td>147 %</td></tr><tr><td>Net income</td><td>$58,321</td><td>$42,960</td><td>$18,775</td><td>36 %</td><td>211 %</td></tr><tr><td>Diluted earnings per share</td><td>$2.39</td><td>$1.76</td><td>$0.76</td><td>36 %</td><td>214 %</td></tr></table>",
+      "path": "tables/table-0 Q1 FY27 Results.html",
+      "metadata": {
+        "length": 788,
+        "summary": "table-1\nThe table shows Q1 FY27 financial results with revenue of $81,615M, net income of $58,321M, and diluted EPS of $2.39, reflecting strong Q/Q and Y/Y growth.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CFO Commentary on First Quarter Fiscal 2027 Results, NVIDIA CORPORATION",
+        "file_path": "tables/table-0 Q1 FY27 Results.html",
+        "keywords": [
+          "Revenue",
+          "Net Income",
+          "EPS"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "308faa82-fa7a-5390-b7ac-a34e2a0abfb6",
+      "type": "table",
+      "content": "<table><tr><td>($ in millions, except earnings per share)</td><td>Q1 FY27</td><td>Q4 FY26</td><td>Q1 FY26</td><td>Q/Q</td><td>Y/Y</td></tr><tr><td>Revenue</td><td>$81,615</td><td>$68,127</td><td>$44,062</td><td>20 %</td><td>85 %</td></tr><tr><td>Gross margin</td><td>75.0 %</td><td>75.1 %</td><td>60.8 %</td><td>(0.1) pts</td><td>14.2 pts</td></tr><tr><td>Operating expenses</td><td>$7,449</td><td>$6,666</td><td>$4,993</td><td>12 %</td><td>49 %</td></tr><tr><td>Operating income</td><td>$53,783</td><td>$44,474</td><td>$21,801</td><td>21 %</td><td>147 %</td></tr><tr><td>Net income</td><td>$45,548</td><td>$38,969</td><td>$19,094</td><td>17 %</td><td>139 %</td></tr><tr><td>Diluted earnings per share</td><td>$1.87</td><td>$1.59</td><td>$0.78</td><td>18 %</td><td>140 %</td></tr></table>",
+      "path": "tables/table-1 Q1 FY27 Results.html",
+      "metadata": {
+        "length": 788,
+        "summary": "table-2\nThe table shows Q1 FY27 financial results with revenue of $81,615M, gross margin 75.0%, operating income $53,783M, net income $45,548M, and diluted EPS $1.87, with strong Q/Q and Y/Y growth.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CFO Commentary on First Quarter Fiscal 2027 Results, NVIDIA CORPORATION",
+        "file_path": "tables/table-1 Q1 FY27 Results.html",
+        "keywords": [
+          "Revenue",
+          "Gross Margin",
+          "Earnings"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "1d52513f-325a-58af-b998-bd0745d212aa",
+      "type": "table",
+      "content": "<table><tr><td>($ in millions)</td><td>Q1 FY27</td><td>Q4 FY26</td><td>Q1 FY26</td><td>Q/Q</td><td>Y/Y</td></tr><tr><td>Compute &amp; Networking</td><td>$74,550</td><td>$61,651</td><td>$39,589</td><td>21 %</td><td>88 %</td></tr><tr><td>Graphics</td><td>7,065</td><td>6,476</td><td>4,473</td><td>9 %</td><td>58 %</td></tr><tr><td>Total</td><td>$81,615</td><td>$68,127</td><td>$44,062</td><td>20 %</td><td>85 %</td></tr></table>",
+      "path": "tables/table-2 Revenue Growth.html",
+      "metadata": {
+        "length": 426,
+        "summary": "table-3\nCompute & Networking revenue grew 21% Q/Q and 88% Y/Y to $74,550M. Graphics rose 9% Q/Q and 58% Y/Y to $7,065M. Total revenue increased 20% Q/Q and 85% Y/Y to $81,615M.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CFO Commentary on First Quarter Fiscal 2027 Results, NVIDIA CORPORATION",
+        "file_path": "tables/table-2 Revenue Growth.html",
+        "keywords": [
+          "Revenue",
+          "Growth",
+          "Segments"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "69b041b5-9e8f-5237-808b-455e174816d7",
+      "type": "table",
+      "content": "<table><tr><td>($ in millions)</td><td>Q1 FY27</td><td>Q4 FY26</td><td>Q1 FY26</td><td>Q/Q</td><td>Y/Y</td></tr><tr><td>Data Center</td><td>$75,246</td><td>$62,314</td><td>$39,112</td><td>21 %</td><td>92 %</td></tr><tr><td>Hyperscale</td><td>37,869</td><td>33,814</td><td>17,599</td><td>12 %</td><td>115 %</td></tr><tr><td>AI Clouds, Industrial, &amp; Enterprise</td><td>37,377</td><td>28,500</td><td>21,513</td><td>31 %</td><td>74 %</td></tr><tr><td>Edge Computing</td><td>6,369</td><td>5,813</td><td>4,950</td><td>10 %</td><td>29 %</td></tr><tr><td>Total</td><td>$81,615</td><td>$68,127</td><td>$44,062</td><td>20 %</td><td>85 %</td></tr></table>",
+      "path": "tables/table-3 Data Center Revenue.html",
+      "metadata": {
+        "length": 648,
+        "summary": "table-4\nData Center revenue reached $75,246M in Q1 FY27, up 21% Q/Q and 92% Y/Y, driven by Hyperscale and AI Clouds segments. Total revenue was $81,615M.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CFO Commentary on First Quarter Fiscal 2027 Results, NVIDIA CORPORATION",
+        "file_path": "tables/table-3 Data Center Revenue.html",
+        "keywords": [
+          "Data Center",
+          "Revenue",
+          "Growth"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "11f56754-6357-53f3-b87a-ebbaa7e9f5f4",
+      "type": "text",
+      "content": "GAAP\n\n[tables/table-0 Q1 FY27 Results.html]\n\nNon-GAAP\n\n[tables/table-1 Q1 FY27 Results.html]\n\nRevenue by Reportable Segments\n\n[tables/table-2 Revenue Growth.html]\n\nRevenue by Market Platform\n\n[tables/table-3 Data Center Revenue.html]\n\nWe specialize in markets where our computing platforms can provide tremendous acceleration for applications. These platforms incorporate processors, interconnects, software, algorithms, systems, and services to deliver unique value.\nFollowing the rapid evolution in our businesses, we are transitioning to a new reporting framework that better reflects our current and future growth drivers.\nWe will have two market platforms – Data Center and Edge Computing.\nWithin Data Center, we will report two sub-markets, Hyperscale and ACIE which incorporates AI Clouds, Industrial, and Enterprise. Hyperscale will include revenue from the public clouds and the world's largest consumer internet companies, while ACIE addresses our growth opportunity in diverse AI purpose-built data centers and AI factories across industries and countries.\nEdge Computing highlights devices for agentic and physical AI including PCs, game consoles, workstations, AI-RAN base stations, robotics and automotive.",
+      "path": "Q1FY27-CFO-Commentary.pdf/CFO Commentary on First Quarter Fiscal 2027 Results/Q1 Fiscal 2027 Summary",
+      "metadata": {
+        "length": 1361,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CFO Commentary on First Quarter Fiscal 2027 Results, NVIDIA CORPORATION",
+        "tokens": [
+          "GAAP",
+          "Non",
+          "Revenue",
+          "Reportable",
+          "Segments",
+          "Market",
+          "Platform",
+          "We",
+          "specialize",
+          "markets",
+          "computing",
+          "platforms",
+          "provide",
+          "tremendous",
+          "acceleration",
+          "applications",
+          "These",
+          "incorporate",
+          "processors",
+          "interconnects",
+          "software",
+          "algorithms",
+          "systems",
+          "services",
+          "deliver",
+          "unique",
+          "Following",
+          "rapid",
+          "evolution",
+          "businesses",
+          "transitioning",
+          "reporting",
+          "framework",
+          "reflects",
+          "current",
+          "future",
+          "growth",
+          "drivers",
+          "market",
+          "Data",
+          "Center",
+          "Edge",
+          "Computing",
+          "Within",
+          "report",
+          "Hyperscale",
+          "ACIE",
+          "incorporates",
+          "AI",
+          "Clouds",
+          "Industrial",
+          "Enterprise",
+          "include",
+          "revenue",
+          "public",
+          "clouds",
+          "world",
+          "largest",
+          "consumer",
+          "internet",
+          "companies",
+          "addresses",
+          "opportunity",
+          "diverse",
+          "purpose",
+          "built",
+          "data",
+          "centers",
+          "factories",
+          "industries",
+          "countries",
+          "highlights",
+          "devices",
+          "agentic",
+          "physical",
+          "including",
+          "PCs",
+          "game",
+          "consoles",
+          "workstations",
+          "RAN",
+          "base",
+          "stations",
+          "robotics",
+          "automotive"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "07632b9b-0809-5a76-b2a7-97dd194211e7",
+            "relation": "embeds",
+            "ref": "[tables/table-0 Q1 FY27 Results.html]",
+            "position": {
+              "start": 6,
+              "end": 43
+            }
+          },
+          {
+            "target": "308faa82-fa7a-5390-b7ac-a34e2a0abfb6",
+            "relation": "embeds",
+            "ref": "[tables/table-1 Q1 FY27 Results.html]",
+            "position": {
+              "start": 55,
+              "end": 92
+            }
+          },
+          {
+            "target": "1d52513f-325a-58af-b998-bd0745d212aa",
+            "relation": "embeds",
+            "ref": "[tables/table-2 Revenue Growth.html]",
+            "position": {
+              "start": 126,
+              "end": 162
+            }
+          },
+          {
+            "target": "69b041b5-9e8f-5237-808b-455e174816d7",
+            "relation": "embeds",
+            "ref": "[tables/table-3 Data Center Revenue.html]",
+            "position": {
+              "start": 192,
+              "end": 233
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "b0cd400a-f2ee-560d-8e11-fdaafe5ddda5",
+      "type": "text",
+      "content": "Revenue for the first quarter was a record \\$81.6 billion, up 85% from a year ago and up 20% sequentially.\nData Center revenue for the first quarter was a record \\$75.2 billion, up 92% from a year ago and up 21% sequentially, driven by the ramp of our Blackwell 300 products and demand for our InfiniBand, Spectrum-X™ Ethernet, and NVLink™ solutions. Hyperscale revenue increased sequentially and remained at approximately 50% of Data Center revenue, while the remaining 50% came from a continued diversification of customers, including AI Clouds, industrial, enterprise, and sovereign customers. No shipments of Data Center Hopper products to China occurred during the quarter, compared with \\$4.6 billion in the first quarter of fiscal year 2026.\nUnder the previous sub-markets, Data Center compute revenue was a record \\$60.4 billion, up 77% from a year ago and up 18% sequentially. Data Center networking revenue was a record \\$14.8 billion, up 199% from a year ago and up 35% sequentially.\nEdge Computing revenue for the first quarter was \\$6.4 billion, up 29% from a year ago and up 10% sequentially. The increases were driven by robust Blackwell workstation demand, partially offset by slower consumer PC demand that was tempered by elevated memory and systems prices.",
+      "path": "Q1FY27-CFO-Commentary.pdf/CFO Commentary on First Quarter Fiscal 2027 Results/Q1 Fiscal 2027 Summary/Revenue",
+      "metadata": {
+        "length": 1275,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CFO Commentary on First Quarter Fiscal 2027 Results, NVIDIA CORPORATION",
+        "tokens": [
+          "Revenue",
+          "quarter",
+          "record",
+          "81.6",
+          "billion",
+          "85%",
+          "year",
+          "ago",
+          "20%",
+          "sequentially",
+          "Data",
+          "Center",
+          "revenue",
+          "75.2",
+          "92%",
+          "21%",
+          "driven",
+          "ramp",
+          "Blackwell",
+          "300",
+          "products",
+          "demand",
+          "InfiniBand",
+          "Spectrum",
+          "Ethernet",
+          "NVLink",
+          "solutions",
+          "Hyperscale",
+          "increased",
+          "remained",
+          "approximately",
+          "50%",
+          "remaining",
+          "continued",
+          "diversification",
+          "customers",
+          "including",
+          "AI",
+          "Clouds",
+          "industrial",
+          "enterprise",
+          "sovereign",
+          "No",
+          "shipments",
+          "Hopper",
+          "China",
+          "occurred",
+          "compared",
+          "4.6",
+          "fiscal",
+          "2026",
+          "Under",
+          "previous",
+          "markets",
+          "compute",
+          "60.4",
+          "77%",
+          "18%",
+          "networking",
+          "14.8",
+          "199%",
+          "35%",
+          "Edge",
+          "Computing",
+          "6.4",
+          "29%",
+          "10%",
+          "The",
+          "increases",
+          "robust",
+          "workstation",
+          "partially",
+          "offset",
+          "slower",
+          "consumer",
+          "PC",
+          "tempered",
+          "elevated",
+          "memory",
+          "systems",
+          "prices"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "b8b5e430-e545-52ef-a3c6-d90afd13bb93",
+      "type": "text",
+      "content": "GAAP and non-GAAP gross margins for the first quarter increased from a year ago on lower inventory provisions, primarily due to the prior year's \\$4.5 billion charge associated with H2O excess inventory and purchase obligations. GAAP and non-GAAP gross margins were approximately flat sequentially as our Blackwell architecture remains the majority of our revenue.",
+      "path": "Q1FY27-CFO-Commentary.pdf/CFO Commentary on First Quarter Fiscal 2027 Results/Q1 Fiscal 2027 Summary/Gross Margin",
+      "metadata": {
+        "length": 364,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CFO Commentary on First Quarter Fiscal 2027 Results, NVIDIA CORPORATION",
+        "tokens": [
+          "GAAP",
+          "gross",
+          "margins",
+          "quarter",
+          "increased",
+          "year",
+          "ago",
+          "lower",
+          "inventory",
+          "provisions",
+          "primarily",
+          "due",
+          "prior",
+          "4.5",
+          "billion",
+          "charge",
+          "H2O",
+          "excess",
+          "purchase",
+          "obligations",
+          "approximately",
+          "flat",
+          "sequentially",
+          "Blackwell",
+          "architecture",
+          "remains",
+          "majority",
+          "revenue"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "8b09f7d4-92c7-504a-88e2-a50142c44373",
+      "type": "text",
+      "content": "GAAP operating expenses for the first quarter were up 52% from a year ago and up 12% sequentially, and non-GAAP operating expenses were up 49% from a year ago and up 12% sequentially. These increases were driven by higher compensation and benefits expense due to employee growth and compensation increases, compute and infrastructure costs, and engineering development materials for new product developments.",
+      "path": "Q1FY27-CFO-Commentary.pdf/CFO Commentary on First Quarter Fiscal 2027 Results/Q1 Fiscal 2027 Summary/Expenses",
+      "metadata": {
+        "length": 408,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CFO Commentary on First Quarter Fiscal 2027 Results, NVIDIA CORPORATION",
+        "tokens": [
+          "GAAP",
+          "operating",
+          "expenses",
+          "quarter",
+          "52%",
+          "year",
+          "ago",
+          "12%",
+          "sequentially",
+          "49%",
+          "These",
+          "increases",
+          "driven",
+          "higher",
+          "compensation",
+          "benefits",
+          "expense",
+          "due",
+          "employee",
+          "growth",
+          "compute",
+          "infrastructure",
+          "costs",
+          "engineering",
+          "development",
+          "materials",
+          "product",
+          "developments"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "d68604c8-ade4-54ab-a564-cb4ca52fd4d1",
+      "type": "text",
+      "content": "GAAP other income and expense (OI&E) includes interest income, interest expense, and equity securities gains or losses. Non-GAAP OI&E excludes equity securities gains or losses.\nInterest income for the first quarter was \\$540 million, up slightly from a year ago and down slightly sequentially. Net gains from equity securities for the first quarter was \\$15.9 billion, driven by unrealized gains in publicly-held and non-marketable equity securities.\nGAAP effective tax rate for the first quarter was 16.6%, an increase from a year ago, primarily due to a lower impact from stock-based compensation tax benefits. Non-GAAP effective tax rate for the first quarter was 16.0%.",
+      "path": "Q1FY27-CFO-Commentary.pdf/CFO Commentary on First Quarter Fiscal 2027 Results/Q1 Fiscal 2027 Summary/Other Income & Expense and Income Tax",
+      "metadata": {
+        "length": 674,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CFO Commentary on First Quarter Fiscal 2027 Results, NVIDIA CORPORATION",
+        "tokens": [
+          "GAAP",
+          "income",
+          "expense",
+          "OI",
+          "includes",
+          "interest",
+          "equity",
+          "securities",
+          "gains",
+          "losses",
+          "Non",
+          "excludes",
+          "Interest",
+          "quarter",
+          "540",
+          "million",
+          "slightly",
+          "year",
+          "ago",
+          "sequentially",
+          "Net",
+          "15.9",
+          "billion",
+          "driven",
+          "unrealized",
+          "publicly",
+          "held",
+          "marketable",
+          "effective",
+          "tax",
+          "rate",
+          "16.6%",
+          "increase",
+          "primarily",
+          "due",
+          "lower",
+          "impact",
+          "stock",
+          "based",
+          "compensation",
+          "benefits",
+          "16.0%"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "6f03e055-b7b8-5515-8611-20d16d739a0a",
+      "type": "text",
+      "content": "Cash, cash equivalents, and marketable debt securities were \\$50.3 billion, down from \\$52.4 billion a year ago and up from \\$49.7 billion a quarter ago. These changes primarily reflect higher revenue, offset by outlays for stock repurchases and strategic investments.\nAccounts receivable was \\$40.7 billion with 45 days sales outstanding (DSO), down from 51 days sequentially, driven by timing of cash collections and customer payments received prior to next quarter's invoice due dates. We expect our DSO to return to more normal levels next quarter.\nInventory was \\$25.8 billion, up from \\$21.4 billion sequentially, and total supply-related commitments were \\$119.0 billion. We have strategically secured inventory and capacity to meet demand beyond the next several quarters.\nMulti-year cloud service commitments were \\$30.0 billion, up from \\$27.0 billion sequentially, to support the growing needs of our research and development efforts.\nCash flow from operating activities was \\$50.3 billion, up from \\$27.4 billion a year ago and up from \\$36.2 billion a quarter ago. The year-on-year increase reflects growth in revenue, while the sequential increase was driven by higher revenue and lower cash taxes. We expect a substantial increase in cash taxes in the second quarter related to estimated federal and state cash tax payments.\nWe returned a record level of approximately \\$20.0 billion to shareholders in the first quarter through share repurchases and cash dividends.\nOn May 18, 2026, our Board of Directors approved an increase to our quarterly dividend from \\$0.01 per share to \\$0.25 per share and an additional \\$80.0 billion to our share repurchase authorization, without expiration.",
+      "path": "Q1FY27-CFO-Commentary.pdf/CFO Commentary on First Quarter Fiscal 2027 Results/Q1 Fiscal 2027 Summary/Balance Sheet and Cash Flow",
+      "metadata": {
+        "length": 1702,
+        "summary": "Cash, cash equivalents, and marketable debt securities were $50.3 billion, down from $52.4 billion a year ago and up from $49.7 billion a quarter ago. Accounts receivable was $40.7 billion with DSO down to 45 days from 51 days sequentially. Inventory rose to $25.8 billion from $21.4 billion sequentially. Multi-year cloud commitments increased to $30.0 billion. Operating cash flow was $50.3 billion, up from $27.4 billion a year ago. The company returned approximately $20.0 billion to shareholders via repurchases and dividends. The Board approved a dividend increase to $0.25 per share and an additional $80.0 billion for share repurchases.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CFO Commentary on First Quarter Fiscal 2027 Results, NVIDIA CORPORATION",
+        "tokens": [
+          "Cash",
+          "cash",
+          "equivalents",
+          "marketable",
+          "debt",
+          "securities",
+          "50.3",
+          "billion",
+          "52.4",
+          "year",
+          "ago",
+          "49.7",
+          "quarter",
+          "These",
+          "primarily",
+          "reflect",
+          "higher",
+          "revenue",
+          "offset",
+          "outlays",
+          "stock",
+          "repurchases",
+          "strategic",
+          "investments",
+          "Accounts",
+          "receivable",
+          "40.7",
+          "45",
+          "days",
+          "sales",
+          "outstanding",
+          "DSO",
+          "51",
+          "sequentially",
+          "driven",
+          "timing",
+          "collections",
+          "customer",
+          "payments",
+          "received",
+          "prior",
+          "invoice",
+          "due",
+          "dates",
+          "We",
+          "expect",
+          "return",
+          "normal",
+          "levels",
+          "Inventory",
+          "25.8",
+          "21.4",
+          "total",
+          "supply",
+          "related",
+          "commitments",
+          "119.0",
+          "strategically",
+          "secured",
+          "inventory",
+          "capacity",
+          "meet",
+          "demand",
+          "quarters",
+          "Multi",
+          "cloud",
+          "service",
+          "30.0",
+          "27.0",
+          "support",
+          "growing",
+          "research",
+          "development",
+          "efforts",
+          "flow",
+          "operating",
+          "activities",
+          "27.4",
+          "36.2",
+          "The",
+          "increase",
+          "reflects",
+          "growth",
+          "sequential",
+          "lower",
+          "taxes",
+          "substantial",
+          "estimated",
+          "federal",
+          "state",
+          "tax",
+          "returned",
+          "record",
+          "level",
+          "approximately",
+          "20.0",
+          "shareholders",
+          "share",
+          "dividends",
+          "On",
+          "May",
+          "18",
+          "2026",
+          "Board",
+          "Directors",
+          "approved",
+          "quarterly",
+          "dividend",
+          "0.01",
+          "0.25",
+          "additional",
+          "80.0",
+          "repurchase",
+          "authorization",
+          "expiration"
+        ],
+        "keywords": [
+          "Cash",
+          "Revenue",
+          "Shareholder Returns"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "5ed0d14d-8600-5fe5-94f3-b8547da170db",
+      "type": "text",
+      "content": "Outlook for the second quarter of fiscal 2027 is as follows:\n• Revenue is expected to be \\$91.0 billion, plus or minus 2%. We are not assuming any Data Center compute revenue from China in our outlook.\n- GAAP and non-GAAP gross margins are expected to be 74.9% and 75.0%, respectively, plus or minus 50 basis points.\n\\- GAAP and non-GAAP operating expenses are expected to be approximately \\$8.5 billion and \\$8.3 billion, respectively.\nFor the full year fiscal 2027, we expect GAAP and non-GAAP tax rates to be between 16.0% and 18.0%, excluding any discrete items and material changes to our tax environment.\nFor further information, contact:\nToshiya Hari\nInvestor Relations\nNVIDIA Corporation\ntoshiyah@nvidia.com\nMylene Mangalindan\nCorporate Communications\nNVIDIA Corporation\npress@nvidia.com",
+      "path": "Q1FY27-CFO-Commentary.pdf/CFO Commentary on First Quarter Fiscal 2027 Results/Outlook",
+      "metadata": {
+        "length": 795,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CFO Commentary on First Quarter Fiscal 2027 Results, NVIDIA CORPORATION",
+        "tokens": [
+          "Outlook",
+          "quarter",
+          "fiscal",
+          "2027",
+          "Revenue",
+          "expected",
+          "91.0",
+          "billion",
+          "minus",
+          "2%",
+          "We",
+          "assuming",
+          "Data",
+          "Center",
+          "compute",
+          "revenue",
+          "China",
+          "outlook",
+          "GAAP",
+          "gross",
+          "margins",
+          "74.9%",
+          "75.0%",
+          "50",
+          "basis",
+          "points",
+          "operating",
+          "expenses",
+          "approximately",
+          "8.5",
+          "8.3",
+          "For",
+          "full",
+          "year",
+          "expect",
+          "tax",
+          "rates",
+          "16.0%",
+          "18.0%",
+          "excluding",
+          "discrete",
+          "items",
+          "material",
+          "environment",
+          "information",
+          "contact",
+          "Toshiya",
+          "Hari",
+          "Investor",
+          "Relations",
+          "NVIDIA",
+          "Corporation",
+          "toshiyah",
+          "nvidia",
+          "Mylene",
+          "Mangalindan",
+          "Corporate",
+          "Communications",
+          "press"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "35b72c32-0b98-5e6e-9dba-8a4a5be3c032",
+      "type": "text",
+      "content": "To supplement NVIDIA's condensed consolidated financial statements presented in accordance with GAAP, the company uses non-GAAP measures of certain components of financial performance. These non-GAAP measures include non-GAAP gross profit, non-GAAP gross margin, non-GAAP operating expenses, non-GAAP operating income, non-GAAP other income (expense), net, non-GAAP net income, non-GAAP net income, or earnings, per diluted share, and free cash flow. For NVIDIA's investors to be better able to compare its current results with those of previous periods, the company has shown a reconciliation of GAAP to non-GAAP financial measures. These reconciliations adjust the related GAAP financial measures to exclude acquisition-related and other costs, other, gains/losses from equity securities, net, certain other income and expense, and the associated tax impact of these items where applicable. Beginning in the first quarter of fiscal 2027, NVIDIA's non-GAAP financial measures no longer exclude stock-based compensation expense. The historical non-GAAP financial information presented has been updated to include stock-based compensation expense. Free cash flow is calculated as GAAP net cash provided by operating activities less both purchases related to property and equipment and intangible assets and principal payments on property and equipment and intangible assets. NVIDIA believes the presentation of its non-GAAP financial measures enhances the users' overall understanding of the company's historical financial performance. The presentation of the company's non-GAAP financial measures is not meant to be considered in isolation or as a substitute for the company's financial results prepared in accordance with GAAP, and the company's non-GAAP measures may be different from non-GAAP measures used by other companies.\nCertain statements in this CFO Commentary including, but not limited to, statements as to: expectations with respect to growth, performance and benefits of our products, services, and technologies, including Blackwell, and related trends and drivers; expectations with respect to supply and demand for our products, services, and technologies, including Blackwell, and related matters including inventory, production and distribution; expectations with respect to our third party arrangements, including with its collaborators and partners; expectations with respect to technology developments, and related trends and drivers; our future cash dividends or other returns to stockholders, our financial and business outlook for the second quarter of fiscal 2027 and beyond; projected market growth and trends; expectations with respect to AI and related industries; and other statements that are not historical facts are forward-looking statements within the meaning of Section 27A of the Securities Act of 1933, as amended, and Section 21E of the Securities Exchange Act of 1934, as amended, which are subject to the “safe harbor” created by those sections based on management’s beliefs and assumptions and on information currently available to management and are subject to risks and uncertainties that could cause results to be materially different than expectations. Important factors that could cause actual results to differ materially include: global economic and political conditions; our reliance on third parties to manufacture, assemble, package and test our products; the impact of technological development and competition; development of new products and technologies or enhancements to our existing products and technologies; market acceptance of our products or our partners’ products; design, manufacturing or software defects; changes in consumer preferences or demands; changes in industry standards and interfaces; unexpected loss of performance of our products or technologies when integrated into systems; our ability to realize the potential benefits of business investments or acquisitions; and changes in applicable laws and regulations, as well as other factors detailed from time to time in the most recent reports NVIDIA files with the Securities and Exchange Commission, or SEC, including, but not limited to, its Annual Report on Form 10-K and Quarterly Reports on Form 10-Q. Copies of reports filed with the SEC are posted on the company's website and are available from NVIDIA without charge. These forward-looking statements are not guarantees of future performance and speak only as of the date hereof, and, except as required by law, NVIDIA disclaims any obligation to update these forward-looking statements to reflect future events or circumstances.",
+      "path": "Q1FY27-CFO-Commentary.pdf/CFO Commentary on First Quarter Fiscal 2027 Results/Non-GAAP Measures",
+      "metadata": {
+        "length": 4614,
+        "summary": "NVIDIA uses non-GAAP financial measures like non-GAAP gross profit, margin, operating income, net income, and free cash flow to supplement GAAP results. These measures exclude acquisition-related costs, equity securities gains/losses, and other items. Starting fiscal 2027, stock-based compensation is no longer excluded. Free cash flow is calculated from GAAP operating cash flow minus property, equipment, and intangible asset purchases. The document also includes forward-looking statements about products like Blackwell, market trends, and risks such as global conditions, third-party reliance, and competition.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CFO Commentary on First Quarter Fiscal 2027 Results, NVIDIA CORPORATION",
+        "tokens": [
+          "To",
+          "supplement",
+          "NVIDIA",
+          "condensed",
+          "consolidated",
+          "financial",
+          "statements",
+          "presented",
+          "accordance",
+          "GAAP",
+          "company",
+          "measures",
+          "components",
+          "performance",
+          "These",
+          "include",
+          "gross",
+          "profit",
+          "margin",
+          "operating",
+          "expenses",
+          "income",
+          "expense",
+          "net",
+          "earnings",
+          "diluted",
+          "share",
+          "free",
+          "cash",
+          "flow",
+          "For",
+          "investors",
+          "compare",
+          "current",
+          "results",
+          "previous",
+          "periods",
+          "shown",
+          "reconciliation",
+          "reconciliations",
+          "adjust",
+          "related",
+          "exclude",
+          "acquisition",
+          "costs",
+          "gains",
+          "losses",
+          "equity",
+          "securities",
+          "tax",
+          "impact",
+          "items",
+          "applicable",
+          "Beginning",
+          "quarter",
+          "fiscal",
+          "2027",
+          "longer",
+          "stock",
+          "based",
+          "compensation",
+          "The",
+          "historical",
+          "information",
+          "updated",
+          "Free",
+          "calculated",
+          "provided",
+          "activities",
+          "purchases",
+          "property",
+          "equipment",
+          "intangible",
+          "assets",
+          "principal",
+          "payments",
+          "believes",
+          "presentation",
+          "enhances",
+          "users",
+          "understanding",
+          "meant",
+          "considered",
+          "isolation",
+          "substitute",
+          "prepared",
+          "companies",
+          "Certain",
+          "CFO",
+          "Commentary",
+          "including",
+          "limited",
+          "expectations",
+          "respect",
+          "growth",
+          "benefits",
+          "products",
+          "services",
+          "technologies",
+          "Blackwell",
+          "trends",
+          "drivers",
+          "supply",
+          "demand",
+          "matters",
+          "inventory",
+          "production",
+          "distribution",
+          "party",
+          "arrangements",
+          "collaborators",
+          "partners",
+          "technology",
+          "developments",
+          "future",
+          "dividends",
+          "returns",
+          "stockholders",
+          "business",
+          "outlook",
+          "projected",
+          "market",
+          "AI",
+          "industries",
+          "facts",
+          "forward",
+          "meaning",
+          "Section",
+          "27A",
+          "Securities",
+          "Act",
+          "1933",
+          "amended",
+          "21E",
+          "Exchange",
+          "1934",
+          "subject",
+          "safe",
+          "harbor",
+          "created",
+          "sections",
+          "management",
+          "beliefs",
+          "assumptions",
+          "risks",
+          "uncertainties",
+          "materially",
+          "Important",
+          "factors",
+          "actual",
+          "differ",
+          "global",
+          "economic",
+          "political",
+          "conditions",
+          "reliance",
+          "parties",
+          "manufacture",
+          "assemble",
+          "package",
+          "test",
+          "technological",
+          "development",
+          "competition",
+          "enhancements",
+          "existing",
+          "acceptance",
+          "design",
+          "manufacturing",
+          "software",
+          "defects",
+          "consumer",
+          "preferences",
+          "demands",
+          "industry",
+          "standards",
+          "interfaces",
+          "unexpected",
+          "loss",
+          "integrated",
+          "systems",
+          "ability",
+          "realize",
+          "potential",
+          "investments",
+          "acquisitions",
+          "laws",
+          "regulations",
+          "detailed",
+          "time",
+          "recent",
+          "reports",
+          "files",
+          "Commission",
+          "SEC",
+          "Annual",
+          "Report",
+          "Form",
+          "10",
+          "Quarterly",
+          "Reports",
+          "Copies",
+          "filed",
+          "posted",
+          "website",
+          "charge",
+          "guarantees",
+          "speak",
+          "date",
+          "hereof",
+          "required",
+          "law",
+          "disclaims",
+          "obligation",
+          "update",
+          "reflect",
+          "events",
+          "circumstances"
+        ],
+        "keywords": [
+          "Non-GAAP",
+          "Financial Measures",
+          "Forward-looking"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "3f5f3829-3a53-5a3e-8765-76c4701c0307",
+      "type": "text",
+      "content": "© 2026 NVIDIA Corporation. All rights reserved. NVIDIA, the NVIDIA logo, Spectrum-X, and NVLink are trademarks and/or registered trademarks of NVIDIA Corporation in the U.S. and/or other countries. Other company and product names may be trademarks of the respective companies with which they are associated. Features, pricing, availability, and specifications are subject to change without notice.",
+      "path": "Q1FY27-CFO-Commentary.pdf/CFO Commentary on First Quarter Fiscal 2027 Results/Non-GAAP Measures/",
+      "metadata": {
+        "length": 397,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CFO Commentary on First Quarter Fiscal 2027 Results, NVIDIA CORPORATION",
+        "tokens": [
+          "2026",
+          "NVIDIA",
+          "Corporation",
+          "All",
+          "rights",
+          "reserved",
+          "logo",
+          "Spectrum",
+          "NVLink",
+          "trademarks",
+          "registered",
+          "countries",
+          "Other",
+          "company",
+          "product",
+          "names",
+          "respective",
+          "companies",
+          "Features",
+          "pricing",
+          "availability",
+          "specifications",
+          "subject",
+          "change",
+          "notice"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "11b6d289-eac3-547a-80db-f8572c6de8b3",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"2\"></td><td colspan=\"3\">Three Months Ended</td></tr><tr><td>April 26, 2026</td><td>January 25, 2026</td><td>April 27, 2025</td></tr><tr><td>GAAP cost of revenue</td><td>$ 20,458</td><td>$ 17,034</td><td>$ 17,394</td></tr><tr><td>GAAP gross profit</td><td>$ 61,157</td><td>$ 51,093</td><td>$ 26,668</td></tr><tr><td>GAAP gross margin</td><td>74.9 %</td><td>75.0 %</td><td>60.5 %</td></tr><tr><td>Acquisition-related and other costs (A)</td><td>47</td><td>48</td><td>123</td></tr><tr><td>Other</td><td>28</td><td>(1)</td><td>3</td></tr><tr><td>Non-GAAP cost of revenue</td><td>$ 20,383</td><td>$ 16,987</td><td>$ 17,268</td></tr><tr><td>Non-GAAP gross profit</td><td>$ 61,232</td><td>$ 51,140</td><td>$ 26,794</td></tr><tr><td>Non-GAAP gross margin*</td><td>75.0 %</td><td>75.1 %</td><td>60.8 %</td></tr><tr><td>GAAP operating expenses</td><td>$ 7,621</td><td>$ 6,794</td><td>$ 5,030</td></tr><tr><td>Acquisition-related and other costs (A)</td><td>(172)</td><td>(90)</td><td>(37)</td></tr><tr><td>Other</td><td>—</td><td>(38)</td><td>—</td></tr><tr><td>Non-GAAP operating expenses</td><td>$ 7,449</td><td>$ 6,666</td><td>$ 4,993</td></tr><tr><td>GAAP operating income</td><td>$ 53,536</td><td>$ 44,299</td><td>$ 21,638</td></tr><tr><td>Total impact of non-GAAP adjustments to operating income</td><td>247</td><td>175</td><td>163</td></tr><tr><td>Non-GAAP operating income*</td><td>$ 53,783</td><td>$ 44,474</td><td>$ 21,801</td></tr><tr><td>GAAP total other income, net</td><td>$ 16,367</td><td>$ 6,098</td><td>$ 272</td></tr><tr><td>(Gains) losses from equity securities, net</td><td>(15,936)</td><td>(5,491)</td><td>175</td></tr><tr><td>Other (B)</td><td>26</td><td>13</td><td>1</td></tr><tr><td>Non-GAAP total other income, net</td><td>$ 457</td><td>$ 620</td><td>$ 448</td></tr><tr><td>GAAP net income</td><td>$ 58,321</td><td>$ 42,960</td><td>$ 18,775</td></tr><tr><td>Total pre-tax impact of non-GAAP adjustments</td><td>(15,663)</td><td>(5,303)</td><td>339</td></tr><tr><td>Income tax impact of non-GAAP adjustments</td><td>2,890</td><td>1,312</td><td>(20)</td></tr><tr><td>Non-GAAP net income*</td><td>$ 45,548</td><td>$ 38,969</td><td>$ 19,094</td></tr></table>",
+      "path": "tables/table-4 Non-GAAP Financials.html",
+      "metadata": {
+        "length": 2193,
+        "summary": "table-5\nThe table compares GAAP and Non-GAAP financial metrics for three fiscal quarters, showing cost of revenue, gross profit, operating income, and net income with adjustments.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CFO Commentary on First Quarter Fiscal 2027 Results, NVIDIA CORPORATION",
+        "file_path": "tables/table-4 Non-GAAP Financials.html",
+        "keywords": [
+          "GAAP",
+          "Non-GAAP",
+          "Gross Margin"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "c82b7b61-7c8f-56b7-bab5-d7454fc2bf3e",
+      "type": "table",
+      "content": "<table><tr><td colspan=\"5\">Diluted net income per share</td></tr><tr><td>GAAP</td><td>$ 2.39</td><td>$ 1.76</td><td>$ 0.76</td><td></td></tr><tr><td>Non-GAAP*</td><td>$ 1.87</td><td>$ 1.59</td><td>$ 0.78</td><td></td></tr><tr><td>Weighted average shares used in diluted net income per share computation</td><td>24,391</td><td>24,432</td><td>24,611</td><td></td></tr><tr><td>GAAP net cash provided by operating activities</td><td>$ 50,344</td><td>$ 36,190</td><td>$ 27,414</td><td></td></tr><tr><td>Purchases related to property and equipment and intangible assets</td><td>(1,757)</td><td>(1,284)</td><td>(1,227)</td><td></td></tr><tr><td>Principal payments on property and equipment and intangible assets</td><td>(33)</td><td>(4)</td><td>(52)</td><td></td></tr><tr><td>Free cash flow</td><td>$ 48,554</td><td>$ 34,902</td><td>$ 26,135</td><td></td></tr></table>",
+      "path": "tables/table-5 Financial Data.html",
+      "metadata": {
+        "length": 861,
+        "summary": "table-6\nTable shows diluted net income per share (GAAP & Non-GAAP), weighted average shares, and free cash flow for three periods.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CFO Commentary on First Quarter Fiscal 2027 Results, NVIDIA CORPORATION",
+        "file_path": "tables/table-5 Financial Data.html",
+        "keywords": [
+          "GAAP",
+          "Non-GAAP",
+          "Free Cash Flow"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "b9ae4fd5-a302-5899-8910-8803075fbdb9",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"2\"></td><td colspan=\"3\">Three Months Ended</td></tr><tr><td>April 26,2026</td><td>January 25,2026</td><td>April 27,2025</td></tr><tr><td>Cost of revenue</td><td>$ 47</td><td>$ 48</td><td>$ 123</td></tr><tr><td>Research and development</td><td>$ 167</td><td>$ 83</td><td>$ 28</td></tr><tr><td>Sales, general and administrative</td><td>$ 5</td><td>$ 7</td><td>$ 9</td></tr></table>",
+      "path": "tables/table-6 Cost Data Table.html",
+      "metadata": {
+        "length": 403,
+        "summary": "table-7\nThe table shows cost of revenue, R&D, and SG&A expenses for three months ending April 26, 2026, January 25, 2026, and April 27, 2025.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CFO Commentary on First Quarter Fiscal 2027 Results, NVIDIA CORPORATION",
+        "file_path": "tables/table-6 Cost Data Table.html",
+        "keywords": [
+          "cost",
+          "revenue",
+          "expenses"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "66080d3d-b6bd-515b-994a-2105c6e2759c",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"2\"></td><td>Q2 FY2027 Outlook</td></tr><tr><td>($ in millions)</td></tr><tr><td>GAAP gross margin</td><td>74.9 %</td></tr><tr><td>Impact of acquisition-related costs and other costs</td><td>0.1 %</td></tr><tr><td>Non-GAAP gross margin</td><td>75.0 %</td></tr><tr><td>GAAP operating expenses</td><td>$ 8,500</td></tr><tr><td>Acquisition-related costs and other costs</td><td>(200)</td></tr><tr><td>Non-GAAP operating expenses</td><td>$ 8,300</td></tr></table>",
+      "path": "tables/table-7 Q2 FY27 Outlook.html",
+      "metadata": {
+        "length": 482,
+        "summary": "table-8\nThe table shows Q2 FY2027 outlook with GAAP gross margin at 74.9%, Non-GAAP at 75.0%. GAAP operating expenses are $8,500M, Non-GAAP $8,300M after acquisition-related cost adjustments.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CFO Commentary on First Quarter Fiscal 2027 Results, NVIDIA CORPORATION",
+        "file_path": "tables/table-7 Q2 FY27 Outlook.html",
+        "keywords": [
+          "gross margin",
+          "operating expenses",
+          "Non-GAAP"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "178629b5-a569-5b2f-bfb5-86cc63cfac55",
+      "type": "text",
+      "content": "RECONCILIATION OF GAAP TO NON-GAAP FINANCIAL MEASURES\n(\\$ In millions, except per share data)\n(Unaudited)\n\n[tables/table-4 Non-GAAP Financials.html]\n\n\n[tables/table-5 Financial Data.html]\n\n\\*Includes H20 charges/(releases), net, which was \\$4.5 billion for the first quarter of fiscal 2026, insignificant for the fourth quarter of fiscal 2026, and none for the first quarter of fiscal 2027.\n(A) Acquisition-related and other costs are comprised of amortization of intangible assets, transaction costs, and certain compensation charges and are included in the following line items:\n\n[tables/table-6 Cost Data Table.html]\n\n(B) Comprised of interest expense related to acquisition consideration discount to be paid in the future, dividend income on equity securities, share of net (earnings)/losses related to equity method investments, and amortization of debt discount.\nNVIDIA CORPORATION\nRECONCILIATION OF GAAP TO NON-GAAP OUTLOOK\n\n[tables/table-7 Q2 FY27 Outlook.html]",
+      "path": "Q1FY27-CFO-Commentary.pdf/NVIDIA CORPORATION",
+      "metadata": {
+        "length": 982,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CFO Commentary on First Quarter Fiscal 2027 Results, NVIDIA CORPORATION",
+        "tokens": [
+          "RECONCILIATION",
+          "OF",
+          "GAAP",
+          "TO",
+          "NON",
+          "FINANCIAL",
+          "MEASURES",
+          "In",
+          "millions",
+          "share",
+          "data",
+          "Unaudited",
+          "Includes",
+          "H20",
+          "charges",
+          "releases",
+          "net",
+          "4.5",
+          "billion",
+          "quarter",
+          "fiscal",
+          "2026",
+          "insignificant",
+          "fourth",
+          "2027",
+          "Acquisition",
+          "related",
+          "costs",
+          "comprised",
+          "amortization",
+          "intangible",
+          "assets",
+          "transaction",
+          "compensation",
+          "included",
+          "line",
+          "items",
+          "Comprised",
+          "interest",
+          "expense",
+          "acquisition",
+          "consideration",
+          "discount",
+          "paid",
+          "future",
+          "dividend",
+          "income",
+          "equity",
+          "securities",
+          "earnings",
+          "losses",
+          "method",
+          "investments",
+          "debt",
+          "NVIDIA",
+          "CORPORATION",
+          "OUTLOOK"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "11b6d289-eac3-547a-80db-f8572c6de8b3",
+            "relation": "embeds",
+            "ref": "[tables/table-4 Non-GAAP Financials.html]",
+            "position": {
+              "start": 107,
+              "end": 148
+            }
+          },
+          {
+            "target": "c82b7b61-7c8f-56b7-bab5-d7454fc2bf3e",
+            "relation": "embeds",
+            "ref": "[tables/table-5 Financial Data.html]",
+            "position": {
+              "start": 151,
+              "end": 187
+            }
+          },
+          {
+            "target": "b9ae4fd5-a302-5899-8910-8803075fbdb9",
+            "relation": "embeds",
+            "ref": "[tables/table-6 Cost Data Table.html]",
+            "position": {
+              "start": 582,
+              "end": 619
+            }
+          },
+          {
+            "target": "66080d3d-b6bd-515b-994a-2105c6e2759c",
+            "relation": "embeds",
+            "ref": "[tables/table-7 Q2 FY27 Outlook.html]",
+            "position": {
+              "start": 932,
+              "end": 969
+            }
+          }
+        ]
+      }
+    }
+  ]
+}
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-cfo-commentary/doc_nav.json b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-cfo-commentary/doc_nav.json
new file mode 100644
index 000000000..f89d82302
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-cfo-commentary/doc_nav.json
@@ -0,0 +1,132 @@
+{
+  "version": "1.0",
+  "file_name": "NVIDIA Q1 FY27 CFO Commentary.pdf",
+  "stats": {
+    "total_chunks": 19,
+    "text_chunks": 11,
+    "image_chunks": 0,
+    "table_chunks": 8,
+    "max_depth": 3
+  },
+  "sections": [
+    {
+      "title": "CFO Commentary on First Quarter Fiscal 2027 Results",
+      "path": "Q1FY27-CFO-Commentary.pdf/CFO Commentary on First Quarter Fiscal 2027 Results",
+      "level": 1,
+      "summary": "",
+      "chunk_count": 10,
+      "children": [
+        {
+          "title": "Q1 Fiscal 2027 Summary",
+          "path": "Q1FY27-CFO-Commentary.pdf/CFO Commentary on First Quarter Fiscal 2027 Results/Q1 Fiscal 2027 Summary",
+          "level": 2,
+          "summary": "GAAP [tables/table-0 Q1 FY27 Results.html] Non-GAAP [tables/table-1 Q1 FY27 Results.html] Revenue by Reportable Segments [tables/table-2 Revenue Growth.html] Revenue by Market Platform [tables/table-3 Data Center Revenue.html] We specialize in markets where our computing platforms can provide tremendous acceleration for applications. These platforms incorporate processors, interconnects, software, algorithms, systems, and services to deliver unique value. Following the rapid evolution in our businesses, we are transitioning to a new reporting framework that better reflects our current and future growth drivers. We will have two market platforms – Data Center and Edge Computing. Within Data Center, we will report two sub-markets, Hyperscale and ACIE which incorporates AI Clouds, Industrial, and Enterprise. Hyperscale will include revenue from the public clouds and the world's largest consumer internet companies, while ACIE addresses our growth opportunity in diverse AI purpose-built data centers and AI factories across industries and countries. Edge Computing highlights devices for agentic and physical AI including PCs, game consoles, workstations, AI-RAN base stations, robotics and automotive.",
+          "chunk_count": 6,
+          "children": [
+            {
+              "title": "Revenue",
+              "path": "Q1FY27-CFO-Commentary.pdf/CFO Commentary on First Quarter Fiscal 2027 Results/Q1 Fiscal 2027 Summary/Revenue",
+              "level": 3,
+              "summary": "Revenue for the first quarter was a record \\$81.6 billion, up 85% from a year ago and up 20% sequentially. Data Center revenue for the first quarter was a record \\$75.2 billion, up 92% from a year ago and up 21% sequentially, driven by the ramp of our Blackwell 300 products and demand for our InfiniBand, Spectrum-X™ Ethernet, and NVLink™ solutions. Hyperscale revenue increased sequentially and remained at approximately 50% of Data Center revenue, while the remaining 50% came from a continued diversification of customers, including AI Clouds, industrial, enterprise, and sovereign customers. No shipments of Data Center Hopper products to China occurred during the quarter, compared with \\$4.6 billion in the first quarter of fiscal year 2026. Under the previous sub-markets, Data Center compute revenue was a record \\$60.4 billion, up 77% from a year ago and up 18% sequentially. Data Center networking revenue was a record \\$14.8 billion, up 199% from a year ago and up 35% sequentially. Edge Computing revenue for the first quarter was \\$6.4 billion, up 29% from a year ago and up 10% sequentially. The increases were driven by robust Blackwell workstation demand, partially offset by slower consumer PC demand that was tempered by elevated memory and systems prices.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Gross Margin",
+              "path": "Q1FY27-CFO-Commentary.pdf/CFO Commentary on First Quarter Fiscal 2027 Results/Q1 Fiscal 2027 Summary/Gross Margin",
+              "level": 3,
+              "summary": "GAAP and non-GAAP gross margins for the first quarter increased from a year ago on lower inventory provisions, primarily due to the prior year's \\$4.5 billion charge associated with H2O excess inventory and purchase obligations. GAAP and non-GAAP gross margins were approximately flat sequentially as our Blackwell architecture remains the majority of our revenue.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Expenses",
+              "path": "Q1FY27-CFO-Commentary.pdf/CFO Commentary on First Quarter Fiscal 2027 Results/Q1 Fiscal 2027 Summary/Expenses",
+              "level": 3,
+              "summary": "GAAP operating expenses for the first quarter were up 52% from a year ago and up 12% sequentially, and non-GAAP operating expenses were up 49% from a year ago and up 12% sequentially. These increases were driven by higher compensation and benefits expense due to employee growth and compensation increases, compute and infrastructure costs, and engineering development materials for new product developments.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Other Income & Expense and Income Tax",
+              "path": "Q1FY27-CFO-Commentary.pdf/CFO Commentary on First Quarter Fiscal 2027 Results/Q1 Fiscal 2027 Summary/Other Income & Expense and Income Tax",
+              "level": 3,
+              "summary": "GAAP other income and expense (OI&E) includes interest income, interest expense, and equity securities gains or losses. Non-GAAP OI&E excludes equity securities gains or losses. Interest income for the first quarter was \\$540 million, up slightly from a year ago and down slightly sequentially. Net gains from equity securities for the first quarter was \\$15.9 billion, driven by unrealized gains in publicly-held and non-marketable equity securities. GAAP effective tax rate for the first quarter was 16.6%, an increase from a year ago, primarily due to a lower impact from stock-based compensation tax benefits. Non-GAAP effective tax rate for the first quarter was 16.0%.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Balance Sheet and Cash Flow",
+              "path": "Q1FY27-CFO-Commentary.pdf/CFO Commentary on First Quarter Fiscal 2027 Results/Q1 Fiscal 2027 Summary/Balance Sheet and Cash Flow",
+              "level": 3,
+              "summary": "Cash, cash equivalents, and marketable debt securities were $50.3 billion, down from $52.4 billion a year ago and up from $49.7 billion a quarter ago. Accounts receivable was $40.7 billion with DSO down to 45 days from 51 days sequentially. Inventory rose to $25.8 billion from $21.4 billion sequentially. Multi-year cloud commitments increased to $30.0 billion. Operating cash flow was $50.3 billion, up from $27.4 billion a year ago. The company returned approximately $20.0 billion to shareholders via repurchases and dividends. The Board approved a dividend increase to $0.25 per share and an additional $80.0 billion for share repurchases.",
+              "chunk_count": 1,
+              "children": []
+            }
+          ]
+        },
+        {
+          "title": "Outlook",
+          "path": "Q1FY27-CFO-Commentary.pdf/CFO Commentary on First Quarter Fiscal 2027 Results/Outlook",
+          "level": 2,
+          "summary": "Outlook for the second quarter of fiscal 2027 is as follows: • Revenue is expected to be \\$91.0 billion, plus or minus 2%. We are not assuming any Data Center compute revenue from China in our outlook. - GAAP and non-GAAP gross margins are expected to be 74.9% and 75.0%, respectively, plus or minus 50 basis points. \\- GAAP and non-GAAP operating expenses are expected to be approximately \\$8.5 billion and \\$8.3 billion, respectively. For the full year fiscal 2027, we expect GAAP and non-GAAP tax rates to be between 16.0% and 18.0%, excluding any discrete items and material changes to our tax environment. For further information, contact: Toshiya Hari Investor Relations NVIDIA Corporation toshiyah@nvidia.com Mylene Mangalindan Corporate Communications NVIDIA Corporation press@nvidia.com",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Non-GAAP Measures",
+          "path": "Q1FY27-CFO-Commentary.pdf/CFO Commentary on First Quarter Fiscal 2027 Results/Non-GAAP Measures",
+          "level": 2,
+          "summary": "NVIDIA uses non-GAAP financial measures like non-GAAP gross profit, margin, operating income, net income, and free cash flow to supplement GAAP results. These measures exclude acquisition-related costs, equity securities gains/losses, and other items. Starting fiscal 2027, stock-based compensation is no longer excluded. Free cash flow is calculated from GAAP operating cash flow minus property, equipment, and intangible asset purchases. The document also includes forward-looking statements about products like Blackwell, market trends, and risks such as global conditions, third-party reliance, and competition.",
+          "chunk_count": 2,
+          "children": []
+        }
+      ]
+    },
+    {
+      "title": "NVIDIA CORPORATION",
+      "path": "Q1FY27-CFO-Commentary.pdf/NVIDIA CORPORATION",
+      "level": 1,
+      "summary": "RECONCILIATION OF GAAP TO NON-GAAP FINANCIAL MEASURES (\\$ In millions, except per share data) (Unaudited) [tables/table-4 Non-GAAP Financials.html] [tables/table-5 Financial Data.html] \\*Includes H20 charges/(releases), net, which was \\$4.5 billion for the first quarter of fiscal 2026, insignificant for the fourth quarter of fiscal 2026, and none for the first quarter of fiscal 2027. (A) Acquisition-related and other costs are comprised of amortization of intangible assets, transaction costs, and certain compensation charges and are included in the following line items: [tables/table-6 Cost Data Table.html] (B) Comprised of interest expense related to acquisition consideration discount to be paid in the future, dividend income on equity securities, share of net (earnings)/losses related to equity method investments, and amortization of debt discount. NVIDIA CORPORATION RECONCILIATION OF GAAP TO NON-GAAP OUTLOOK [tables/table-7 Q2 FY27 Outlook.html]",
+      "chunk_count": 1,
+      "children": []
+    }
+  ],
+  "resources": {
+    "images": [],
+    "tables": [
+      {
+        "path": "tables/table-0 Q1 FY27 Results.html",
+        "summary": "table-1 The table shows Q1 FY27 financial results with revenue of $81,615M, net income of $58,321M, and diluted EPS of $2.39, reflecting strong Q/Q and Y/Y growth."
+      },
+      {
+        "path": "tables/table-1 Q1 FY27 Results.html",
+        "summary": "table-2 The table shows Q1 FY27 financial results with revenue of $81,615M, gross margin 75.0%, operating income $53,783M, net income $45,548M, and diluted EPS $1.87, with strong Q/Q and Y/Y growth."
+      },
+      {
+        "path": "tables/table-2 Revenue Growth.html",
+        "summary": "table-3 Compute & Networking revenue grew 21% Q/Q and 88% Y/Y to $74,550M. Graphics rose 9% Q/Q and 58% Y/Y to $7,065M. Total revenue increased 20% Q/Q and 85% Y/Y to $81,615M."
+      },
+      {
+        "path": "tables/table-3 Data Center Revenue.html",
+        "summary": "table-4 Data Center revenue reached $75,246M in Q1 FY27, up 21% Q/Q and 92% Y/Y, driven by Hyperscale and AI Clouds segments. Total revenue was $81,615M."
+      },
+      {
+        "path": "tables/table-4 Non-GAAP Financials.html",
+        "summary": "table-5 The table compares GAAP and Non-GAAP financial metrics for three fiscal quarters, showing cost of revenue, gross profit, operating income, and net income with adjustments."
+      },
+      {
+        "path": "tables/table-5 Financial Data.html",
+        "summary": "table-6 Table shows diluted net income per share (GAAP & Non-GAAP), weighted average shares, and free cash flow for three periods."
+      },
+      {
+        "path": "tables/table-6 Cost Data Table.html",
+        "summary": "table-7 The table shows cost of revenue, R&D, and SG&A expenses for three months ending April 26, 2026, January 25, 2026, and April 27, 2025."
+      },
+      {
+        "path": "tables/table-7 Q2 FY27 Outlook.html",
+        "summary": "table-8 The table shows Q2 FY2027 outlook with GAAP gross margin at 74.9%, Non-GAAP at 75.0%. GAAP operating expenses are $8,500M, Non-GAAP $8,300M after acquisition-related cost adjustments."
+      }
+    ]
+  }
+}
diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-cfo-commentary/full.md b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-cfo-commentary/full.md
new file mode 100644
index 000000000..b86e59705
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-cfo-commentary/full.md
@@ -0,0 +1,135 @@
+## CFO Commentary on First Quarter Fiscal 2027 Results
+
+## Q1 Fiscal 2027 Summary
+
+GAAP
+
+<table><tr><td>($ in millions, except earnings per share)</td><td>Q1 FY27</td><td>Q4 FY26</td><td>Q1 FY26</td><td>Q/Q</td><td>Y/Y</td></tr><tr><td>Revenue</td><td>$81,615</td><td>$68,127</td><td>$44,062</td><td>20 %</td><td>85 %</td></tr><tr><td>Gross margin</td><td>74.9 %</td><td>75.0 %</td><td>60.5 %</td><td>(0.1) pts</td><td>14.4 pts</td></tr><tr><td>Operating expenses</td><td>$7,621</td><td>$6,794</td><td>$5,030</td><td>12 %</td><td>52 %</td></tr><tr><td>Operating income</td><td>$53,536</td><td>$44,299</td><td>$21,638</td><td>21 %</td><td>147 %</td></tr><tr><td>Net income</td><td>$58,321</td><td>$42,960</td><td>$18,775</td><td>36 %</td><td>211 %</td></tr><tr><td>Diluted earnings per share</td><td>$2.39</td><td>$1.76</td><td>$0.76</td><td>36 %</td><td>214 %</td></tr></table>
+
+Non-GAAP
+
+<table><tr><td>($ in millions, except earnings per share)</td><td>Q1 FY27</td><td>Q4 FY26</td><td>Q1 FY26</td><td>Q/Q</td><td>Y/Y</td></tr><tr><td>Revenue</td><td>$81,615</td><td>$68,127</td><td>$44,062</td><td>20 %</td><td>85 %</td></tr><tr><td>Gross margin</td><td>75.0 %</td><td>75.1 %</td><td>60.8 %</td><td>(0.1) pts</td><td>14.2 pts</td></tr><tr><td>Operating expenses</td><td>$7,449</td><td>$6,666</td><td>$4,993</td><td>12 %</td><td>49 %</td></tr><tr><td>Operating income</td><td>$53,783</td><td>$44,474</td><td>$21,801</td><td>21 %</td><td>147 %</td></tr><tr><td>Net income</td><td>$45,548</td><td>$38,969</td><td>$19,094</td><td>17 %</td><td>139 %</td></tr><tr><td>Diluted earnings per share</td><td>$1.87</td><td>$1.59</td><td>$0.78</td><td>18 %</td><td>140 %</td></tr></table>
+
+Revenue by Reportable Segments
+
+<table><tr><td>($ in millions)</td><td>Q1 FY27</td><td>Q4 FY26</td><td>Q1 FY26</td><td>Q/Q</td><td>Y/Y</td></tr><tr><td>Compute &amp; Networking</td><td>$74,550</td><td>$61,651</td><td>$39,589</td><td>21 %</td><td>88 %</td></tr><tr><td>Graphics</td><td>7,065</td><td>6,476</td><td>4,473</td><td>9 %</td><td>58 %</td></tr><tr><td>Total</td><td>$81,615</td><td>$68,127</td><td>$44,062</td><td>20 %</td><td>85 %</td></tr></table>
+
+Revenue by Market Platform
+
+<table><tr><td>($ in millions)</td><td>Q1 FY27</td><td>Q4 FY26</td><td>Q1 FY26</td><td>Q/Q</td><td>Y/Y</td></tr><tr><td>Data Center</td><td>$75,246</td><td>$62,314</td><td>$39,112</td><td>21 %</td><td>92 %</td></tr><tr><td>Hyperscale</td><td>37,869</td><td>33,814</td><td>17,599</td><td>12 %</td><td>115 %</td></tr><tr><td>AI Clouds, Industrial, &amp; Enterprise</td><td>37,377</td><td>28,500</td><td>21,513</td><td>31 %</td><td>74 %</td></tr><tr><td>Edge Computing</td><td>6,369</td><td>5,813</td><td>4,950</td><td>10 %</td><td>29 %</td></tr><tr><td>Total</td><td>$81,615</td><td>$68,127</td><td>$44,062</td><td>20 %</td><td>85 %</td></tr></table>
+
+We specialize in markets where our computing platforms can provide tremendous acceleration for applications. These platforms incorporate processors, interconnects, software, algorithms, systems, and services to deliver unique value.
+
+Following the rapid evolution in our businesses, we are transitioning to a new reporting framework that better reflects our current and future growth drivers.
+
+We will have two market platforms – Data Center and Edge Computing.
+
+Within Data Center, we will report two sub-markets, Hyperscale and ACIE which incorporates AI Clouds, Industrial, and Enterprise. Hyperscale will include revenue from the public clouds and the world's largest consumer internet companies, while ACIE addresses our growth opportunity in diverse AI purpose-built data centers and AI factories across industries and countries.
+
+Edge Computing highlights devices for agentic and physical AI including PCs, game consoles, workstations, AI-RAN base stations, robotics and automotive.
+
+## Revenue
+
+Revenue for the first quarter was a record \$81.6 billion, up 85% from a year ago and up 20% sequentially.
+
+Data Center revenue for the first quarter was a record \$75.2 billion, up 92% from a year ago and up 21% sequentially, driven by the ramp of our Blackwell 300 products and demand for our InfiniBand, Spectrum-X™ Ethernet, and NVLink™ solutions. Hyperscale revenue increased sequentially and remained at approximately 50% of Data Center revenue, while the remaining 50% came from a continued diversification of customers, including AI Clouds, industrial, enterprise, and sovereign customers. No shipments of Data Center Hopper products to China occurred during the quarter, compared with \$4.6 billion in the first quarter of fiscal year 2026.
+
+Under the previous sub-markets, Data Center compute revenue was a record \$60.4 billion, up 77% from a year ago and up 18% sequentially. Data Center networking revenue was a record \$14.8 billion, up 199% from a year ago and up 35% sequentially.
+
+Edge Computing revenue for the first quarter was \$6.4 billion, up 29% from a year ago and up 10% sequentially. The increases were driven by robust Blackwell workstation demand, partially offset by slower consumer PC demand that was tempered by elevated memory and systems prices.
+
+## Gross Margin
+
+GAAP and non-GAAP gross margins for the first quarter increased from a year ago on lower inventory provisions, primarily due to the prior year's \$4.5 billion charge associated with H2O excess inventory and purchase obligations. GAAP and non-GAAP gross margins were approximately flat sequentially as our Blackwell architecture remains the majority of our revenue.
+
+## Expenses
+
+GAAP operating expenses for the first quarter were up 52% from a year ago and up 12% sequentially, and non-GAAP operating expenses were up 49% from a year ago and up 12% sequentially. These increases were driven by higher compensation and benefits expense due to employee growth and compensation increases, compute and infrastructure costs, and engineering development materials for new product developments.
+
+## Other Income & Expense and Income Tax
+
+GAAP other income and expense (OI&E) includes interest income, interest expense, and equity securities gains or losses. Non-GAAP OI&E excludes equity securities gains or losses.
+
+Interest income for the first quarter was \$540 million, up slightly from a year ago and down slightly sequentially. Net gains from equity securities for the first quarter was \$15.9 billion, driven by unrealized gains in publicly-held and non-marketable equity securities.
+
+GAAP effective tax rate for the first quarter was 16.6%, an increase from a year ago, primarily due to a lower impact from stock-based compensation tax benefits. Non-GAAP effective tax rate for the first quarter was 16.0%.
+
+## Balance Sheet and Cash Flow
+
+Cash, cash equivalents, and marketable debt securities were \$50.3 billion, down from \$52.4 billion a year ago and up from \$49.7 billion a quarter ago. These changes primarily reflect higher revenue, offset by outlays for stock repurchases and strategic investments.
+
+Accounts receivable was \$40.7 billion with 45 days sales outstanding (DSO), down from 51 days sequentially, driven by timing of cash collections and customer payments received prior to next quarter's invoice due dates. We expect our DSO to return to more normal levels next quarter.
+
+Inventory was \$25.8 billion, up from \$21.4 billion sequentially, and total supply-related commitments were \$119.0 billion. We have strategically secured inventory and capacity to meet demand beyond the next several quarters.
+
+Multi-year cloud service commitments were \$30.0 billion, up from \$27.0 billion sequentially, to support the growing needs of our research and development efforts.
+
+Cash flow from operating activities was \$50.3 billion, up from \$27.4 billion a year ago and up from \$36.2 billion a quarter ago. The year-on-year increase reflects growth in revenue, while the sequential increase was driven by higher revenue and lower cash taxes. We expect a substantial increase in cash taxes in the second quarter related to estimated federal and state cash tax payments.
+
+We returned a record level of approximately \$20.0 billion to shareholders in the first quarter through share repurchases and cash dividends.
+
+On May 18, 2026, our Board of Directors approved an increase to our quarterly dividend from \$0.01 per share to \$0.25 per share and an additional \$80.0 billion to our share repurchase authorization, without expiration.
+
+## Outlook
+
+Outlook for the second quarter of fiscal 2027 is as follows:
+
+• Revenue is expected to be \$91.0 billion, plus or minus 2%. We are not assuming any Data Center compute revenue from China in our outlook.  
+- GAAP and non-GAAP gross margins are expected to be 74.9% and 75.0%, respectively, plus or minus 50 basis points.
+
+\- GAAP and non-GAAP operating expenses are expected to be approximately \$8.5 billion and \$8.3 billion, respectively.
+
+For the full year fiscal 2027, we expect GAAP and non-GAAP tax rates to be between 16.0% and 18.0%, excluding any discrete items and material changes to our tax environment.
+
+For further information, contact:
+
+Toshiya Hari
+
+Investor Relations
+
+NVIDIA Corporation
+
+toshiyah@nvidia.com
+
+Mylene Mangalindan
+
+Corporate Communications
+
+NVIDIA Corporation
+
+press@nvidia.com
+
+## Non-GAAP Measures
+
+To supplement NVIDIA's condensed consolidated financial statements presented in accordance with GAAP, the company uses non-GAAP measures of certain components of financial performance. These non-GAAP measures include non-GAAP gross profit, non-GAAP gross margin, non-GAAP operating expenses, non-GAAP operating income, non-GAAP other income (expense), net, non-GAAP net income, non-GAAP net income, or earnings, per diluted share, and free cash flow. For NVIDIA's investors to be better able to compare its current results with those of previous periods, the company has shown a reconciliation of GAAP to non-GAAP financial measures. These reconciliations adjust the related GAAP financial measures to exclude acquisition-related and other costs, other, gains/losses from equity securities, net, certain other income and expense, and the associated tax impact of these items where applicable. Beginning in the first quarter of fiscal 2027, NVIDIA's non-GAAP financial measures no longer exclude stock-based compensation expense. The historical non-GAAP financial information presented has been updated to include stock-based compensation expense. Free cash flow is calculated as GAAP net cash provided by operating activities less both purchases related to property and equipment and intangible assets and principal payments on property and equipment and intangible assets. NVIDIA believes the presentation of its non-GAAP financial measures enhances the users' overall understanding of the company's historical financial performance. The presentation of the company's non-GAAP financial measures is not meant to be considered in isolation or as a substitute for the company's financial results prepared in accordance with GAAP, and the company's non-GAAP measures may be different from non-GAAP measures used by other companies.
+
+Certain statements in this CFO Commentary including, but not limited to, statements as to: expectations with respect to growth, performance and benefits of our products, services, and technologies, including Blackwell, and related trends and drivers; expectations with respect to supply and demand for our products, services, and technologies, including Blackwell, and related matters including inventory, production and distribution; expectations with respect to our third party arrangements, including with its collaborators and partners; expectations with respect to technology developments, and related trends and drivers; our future cash dividends or other returns to stockholders, our financial and business outlook for the second quarter of fiscal 2027 and beyond; projected market growth and trends; expectations with respect to AI and related industries; and other statements that are not historical facts are forward-looking statements within the meaning of Section 27A of the Securities Act of 1933, as amended, and Section 21E of the Securities Exchange Act of 1934, as amended, which are subject to the “safe harbor” created by those sections based on management’s beliefs and assumptions and on information currently available to management and are subject to risks and uncertainties that could cause results to be materially different than expectations. Important factors that could cause actual results to differ materially include: global economic and political conditions; our reliance on third parties to manufacture, assemble, package and test our products; the impact of technological development and competition; development of new products and technologies or enhancements to our existing products and technologies; market acceptance of our products or our partners’ products; design, manufacturing or software defects; changes in consumer preferences or demands; changes in industry standards and interfaces; unexpected loss of performance of our products or technologies when integrated into systems; our ability to realize the potential benefits of business investments or acquisitions; and changes in applicable laws and regulations, as well as other factors detailed from time to time in the most recent reports NVIDIA files with the Securities and Exchange Commission, or SEC, including, but not limited to, its Annual Report on Form 10-K and Quarterly Reports on Form 10-Q. Copies of reports filed with the SEC are posted on the company's website and are available from NVIDIA without charge. These forward-looking statements are not guarantees of future performance and speak only as of the date hereof, and, except as required by law, NVIDIA disclaims any obligation to update these forward-looking statements to reflect future events or circumstances.
+
+## ###
+
+© 2026 NVIDIA Corporation. All rights reserved. NVIDIA, the NVIDIA logo, Spectrum-X, and NVLink are trademarks and/or registered trademarks of NVIDIA Corporation in the U.S. and/or other countries. Other company and product names may be trademarks of the respective companies with which they are associated. Features, pricing, availability, and specifications are subject to change without notice.
+
+## NVIDIA CORPORATION
+
+## RECONCILIATION OF GAAP TO NON-GAAP FINANCIAL MEASURES
+
+(\$ In millions, except per share data)
+
+(Unaudited)
+
+<table><tr><td rowspan="2"></td><td colspan="3">Three Months Ended</td></tr><tr><td>April 26, 2026</td><td>January 25, 2026</td><td>April 27, 2025</td></tr><tr><td>GAAP cost of revenue</td><td>$ 20,458</td><td>$ 17,034</td><td>$ 17,394</td></tr><tr><td>GAAP gross profit</td><td>$ 61,157</td><td>$ 51,093</td><td>$ 26,668</td></tr><tr><td>GAAP gross margin</td><td>74.9 %</td><td>75.0 %</td><td>60.5 %</td></tr><tr><td>Acquisition-related and other costs (A)</td><td>47</td><td>48</td><td>123</td></tr><tr><td>Other</td><td>28</td><td>(1)</td><td>3</td></tr><tr><td>Non-GAAP cost of revenue</td><td>$ 20,383</td><td>$ 16,987</td><td>$ 17,268</td></tr><tr><td>Non-GAAP gross profit</td><td>$ 61,232</td><td>$ 51,140</td><td>$ 26,794</td></tr><tr><td>Non-GAAP gross margin*</td><td>75.0 %</td><td>75.1 %</td><td>60.8 %</td></tr><tr><td>GAAP operating expenses</td><td>$ 7,621</td><td>$ 6,794</td><td>$ 5,030</td></tr><tr><td>Acquisition-related and other costs (A)</td><td>(172)</td><td>(90)</td><td>(37)</td></tr><tr><td>Other</td><td>—</td><td>(38)</td><td>—</td></tr><tr><td>Non-GAAP operating expenses</td><td>$ 7,449</td><td>$ 6,666</td><td>$ 4,993</td></tr><tr><td>GAAP operating income</td><td>$ 53,536</td><td>$ 44,299</td><td>$ 21,638</td></tr><tr><td>Total impact of non-GAAP adjustments to operating income</td><td>247</td><td>175</td><td>163</td></tr><tr><td>Non-GAAP operating income*</td><td>$ 53,783</td><td>$ 44,474</td><td>$ 21,801</td></tr><tr><td>GAAP total other income, net</td><td>$ 16,367</td><td>$ 6,098</td><td>$ 272</td></tr><tr><td>(Gains) losses from equity securities, net</td><td>(15,936)</td><td>(5,491)</td><td>175</td></tr><tr><td>Other (B)</td><td>26</td><td>13</td><td>1</td></tr><tr><td>Non-GAAP total other income, net</td><td>$ 457</td><td>$ 620</td><td>$ 448</td></tr><tr><td>GAAP net income</td><td>$ 58,321</td><td>$ 42,960</td><td>$ 18,775</td></tr><tr><td>Total pre-tax impact of non-GAAP adjustments</td><td>(15,663)</td><td>(5,303)</td><td>339</td></tr><tr><td>Income tax impact of non-GAAP adjustments</td><td>2,890</td><td>1,312</td><td>(20)</td></tr><tr><td>Non-GAAP net income*</td><td>$ 45,548</td><td>$ 38,969</td><td>$ 19,094</td></tr></table>
+
+<table><tr><td colspan="5">Diluted net income per share</td></tr><tr><td>GAAP</td><td>$ 2.39</td><td>$ 1.76</td><td>$ 0.76</td><td></td></tr><tr><td>Non-GAAP*</td><td>$ 1.87</td><td>$ 1.59</td><td>$ 0.78</td><td></td></tr><tr><td>Weighted average shares used in diluted net income per share computation</td><td>24,391</td><td>24,432</td><td>24,611</td><td></td></tr><tr><td>GAAP net cash provided by operating activities</td><td>$ 50,344</td><td>$ 36,190</td><td>$ 27,414</td><td></td></tr><tr><td>Purchases related to property and equipment and intangible assets</td><td>(1,757)</td><td>(1,284)</td><td>(1,227)</td><td></td></tr><tr><td>Principal payments on property and equipment and intangible assets</td><td>(33)</td><td>(4)</td><td>(52)</td><td></td></tr><tr><td>Free cash flow</td><td>$ 48,554</td><td>$ 34,902</td><td>$ 26,135</td><td></td></tr></table>
+
+\*Includes H20 charges/(releases), net, which was \$4.5 billion for the first quarter of fiscal 2026, insignificant for the fourth quarter of fiscal 2026, and none for the first quarter of fiscal 2027.
+
+(A) Acquisition-related and other costs are comprised of amortization of intangible assets, transaction costs, and certain compensation charges and are included in the following line items:
+
+<table><tr><td rowspan="2"></td><td colspan="3">Three Months Ended</td></tr><tr><td>April 26,2026</td><td>January 25,2026</td><td>April 27,2025</td></tr><tr><td>Cost of revenue</td><td>$ 47</td><td>$ 48</td><td>$ 123</td></tr><tr><td>Research and development</td><td>$ 167</td><td>$ 83</td><td>$ 28</td></tr><tr><td>Sales, general and administrative</td><td>$ 5</td><td>$ 7</td><td>$ 9</td></tr></table>
+
+(B) Comprised of interest expense related to acquisition consideration discount to be paid in the future, dividend income on equity securities, share of net (earnings)/losses related to equity method investments, and amortization of debt discount.
+
+NVIDIA CORPORATION  
+RECONCILIATION OF GAAP TO NON-GAAP OUTLOOK
+
+<table><tr><td rowspan="2"></td><td>Q2 FY2027 Outlook</td></tr><tr><td>($ in millions)</td></tr><tr><td>GAAP gross margin</td><td>74.9 %</td></tr><tr><td>Impact of acquisition-related costs and other costs</td><td>0.1 %</td></tr><tr><td>Non-GAAP gross margin</td><td>75.0 %</td></tr><tr><td>GAAP operating expenses</td><td>$ 8,500</td></tr><tr><td>Acquisition-related costs and other costs</td><td>(200)</td></tr><tr><td>Non-GAAP operating expenses</td><td>$ 8,300</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-cfo-commentary/manifest.json b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-cfo-commentary/manifest.json
new file mode 100644
index 000000000..62d3c5fa5
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-cfo-commentary/manifest.json
@@ -0,0 +1,64 @@
+{
+  "version": "2.0",
+  "job_id": "job_009c9fcfdf0b",
+  "data_id": null,
+  "source_file_name": "Q1FY27-CFO-Commentary.pdf",
+  "processing_date": "2026-06-16T03:20:39.687613Z",
+  "processing": {
+    "page_count": 8,
+    "billing_status": "charged",
+    "cost": {
+      "micro_dollars": 12000,
+      "credits": 0.012
+    },
+    "timing": {
+      "started_at": "2026-06-16T03:20:03.174662+00:00",
+      "completed_at": "2026-06-16T03:20:39.682343+00:00",
+      "duration_ms": 36507
+    },
+    "stages": {
+      "timing_ms": {
+        "document.profile": 3158,
+        "pdf.extract.standard": 24810,
+        "toc.detect_range_llm": 1033,
+        "md.detect_toc": 1047,
+        "heading.merge_pre_pass_llm": 1009,
+        "heading.hierarchy_llm_call": 2189,
+        "heading.hierarchy_llm": 2199,
+        "md.predict_headings": 3331,
+        "md.deferred_summaries": 3796,
+        "md.build_dataframe": 1,
+        "pdf.parse_md": 8257,
+        "document.cleanup_unreferenced_images": 0,
+        "document.compress_images": 0,
+        "worker.parse.document": 36232
+      },
+      "token_usage": {
+        "prompt_tokens": 3849,
+        "completion_tokens": 206,
+        "total_tokens": 4055
+      }
+    }
+  },
+  "statistics": {
+    "total_chunks": 19,
+    "text_chunks": 11,
+    "image_chunks": 0,
+    "table_chunks": 8,
+    "total_pages": null
+  },
+  "HIERARCHY": {
+    "CFO Commentary on First Quarter Fiscal 2027 Results": {
+      "Q1 Fiscal 2027 Summary": {
+        "Revenue": {},
+        "Gross Margin": {},
+        "Expenses": {},
+        "Other Income & Expense and Income Tax": {},
+        "Balance Sheet and Cash Flow": {}
+      },
+      "Outlook": {},
+      "Non-GAAP Measures": {}
+    },
+    "NVIDIA CORPORATION": {}
+  }
+}
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-cfo-commentary/tables/table-0 Q1 FY27 Results.html b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-cfo-commentary/tables/table-0 Q1 FY27 Results.html
new file mode 100644
index 000000000..090d3a3c2
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-cfo-commentary/tables/table-0 Q1 FY27 Results.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td>($ in millions, except earnings per share)</td><td>Q1 FY27</td><td>Q4 FY26</td><td>Q1 FY26</td><td>Q/Q</td><td>Y/Y</td></tr><tr><td>Revenue</td><td>$81,615</td><td>$68,127</td><td>$44,062</td><td>20 %</td><td>85 %</td></tr><tr><td>Gross margin</td><td>74.9 %</td><td>75.0 %</td><td>60.5 %</td><td>(0.1) pts</td><td>14.4 pts</td></tr><tr><td>Operating expenses</td><td>$7,621</td><td>$6,794</td><td>$5,030</td><td>12 %</td><td>52 %</td></tr><tr><td>Operating income</td><td>$53,536</td><td>$44,299</td><td>$21,638</td><td>21 %</td><td>147 %</td></tr><tr><td>Net income</td><td>$58,321</td><td>$42,960</td><td>$18,775</td><td>36 %</td><td>211 %</td></tr><tr><td>Diluted earnings per share</td><td>$2.39</td><td>$1.76</td><td>$0.76</td><td>36 %</td><td>214 %</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-cfo-commentary/tables/table-1 Q1 FY27 Results.html b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-cfo-commentary/tables/table-1 Q1 FY27 Results.html
new file mode 100644
index 000000000..1864277ee
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-cfo-commentary/tables/table-1 Q1 FY27 Results.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td>($ in millions, except earnings per share)</td><td>Q1 FY27</td><td>Q4 FY26</td><td>Q1 FY26</td><td>Q/Q</td><td>Y/Y</td></tr><tr><td>Revenue</td><td>$81,615</td><td>$68,127</td><td>$44,062</td><td>20 %</td><td>85 %</td></tr><tr><td>Gross margin</td><td>75.0 %</td><td>75.1 %</td><td>60.8 %</td><td>(0.1) pts</td><td>14.2 pts</td></tr><tr><td>Operating expenses</td><td>$7,449</td><td>$6,666</td><td>$4,993</td><td>12 %</td><td>49 %</td></tr><tr><td>Operating income</td><td>$53,783</td><td>$44,474</td><td>$21,801</td><td>21 %</td><td>147 %</td></tr><tr><td>Net income</td><td>$45,548</td><td>$38,969</td><td>$19,094</td><td>17 %</td><td>139 %</td></tr><tr><td>Diluted earnings per share</td><td>$1.87</td><td>$1.59</td><td>$0.78</td><td>18 %</td><td>140 %</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-cfo-commentary/tables/table-2 Revenue Growth.html b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-cfo-commentary/tables/table-2 Revenue Growth.html
new file mode 100644
index 000000000..13c51410c
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-cfo-commentary/tables/table-2 Revenue Growth.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td>($ in millions)</td><td>Q1 FY27</td><td>Q4 FY26</td><td>Q1 FY26</td><td>Q/Q</td><td>Y/Y</td></tr><tr><td>Compute &amp; Networking</td><td>$74,550</td><td>$61,651</td><td>$39,589</td><td>21 %</td><td>88 %</td></tr><tr><td>Graphics</td><td>7,065</td><td>6,476</td><td>4,473</td><td>9 %</td><td>58 %</td></tr><tr><td>Total</td><td>$81,615</td><td>$68,127</td><td>$44,062</td><td>20 %</td><td>85 %</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-cfo-commentary/tables/table-3 Data Center Revenue.html b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-cfo-commentary/tables/table-3 Data Center Revenue.html
new file mode 100644
index 000000000..ed16d4049
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-cfo-commentary/tables/table-3 Data Center Revenue.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td>($ in millions)</td><td>Q1 FY27</td><td>Q4 FY26</td><td>Q1 FY26</td><td>Q/Q</td><td>Y/Y</td></tr><tr><td>Data Center</td><td>$75,246</td><td>$62,314</td><td>$39,112</td><td>21 %</td><td>92 %</td></tr><tr><td>Hyperscale</td><td>37,869</td><td>33,814</td><td>17,599</td><td>12 %</td><td>115 %</td></tr><tr><td>AI Clouds, Industrial, &amp; Enterprise</td><td>37,377</td><td>28,500</td><td>21,513</td><td>31 %</td><td>74 %</td></tr><tr><td>Edge Computing</td><td>6,369</td><td>5,813</td><td>4,950</td><td>10 %</td><td>29 %</td></tr><tr><td>Total</td><td>$81,615</td><td>$68,127</td><td>$44,062</td><td>20 %</td><td>85 %</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-cfo-commentary/tables/table-4 Non-GAAP Financials.html b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-cfo-commentary/tables/table-4 Non-GAAP Financials.html
new file mode 100644
index 000000000..609472d99
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-cfo-commentary/tables/table-4 Non-GAAP Financials.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="2"></td><td colspan="3">Three Months Ended</td></tr><tr><td>April 26, 2026</td><td>January 25, 2026</td><td>April 27, 2025</td></tr><tr><td>GAAP cost of revenue</td><td>$ 20,458</td><td>$ 17,034</td><td>$ 17,394</td></tr><tr><td>GAAP gross profit</td><td>$ 61,157</td><td>$ 51,093</td><td>$ 26,668</td></tr><tr><td>GAAP gross margin</td><td>74.9 %</td><td>75.0 %</td><td>60.5 %</td></tr><tr><td>Acquisition-related and other costs (A)</td><td>47</td><td>48</td><td>123</td></tr><tr><td>Other</td><td>28</td><td>(1)</td><td>3</td></tr><tr><td>Non-GAAP cost of revenue</td><td>$ 20,383</td><td>$ 16,987</td><td>$ 17,268</td></tr><tr><td>Non-GAAP gross profit</td><td>$ 61,232</td><td>$ 51,140</td><td>$ 26,794</td></tr><tr><td>Non-GAAP gross margin*</td><td>75.0 %</td><td>75.1 %</td><td>60.8 %</td></tr><tr><td>GAAP operating expenses</td><td>$ 7,621</td><td>$ 6,794</td><td>$ 5,030</td></tr><tr><td>Acquisition-related and other costs (A)</td><td>(172)</td><td>(90)</td><td>(37)</td></tr><tr><td>Other</td><td>—</td><td>(38)</td><td>—</td></tr><tr><td>Non-GAAP operating expenses</td><td>$ 7,449</td><td>$ 6,666</td><td>$ 4,993</td></tr><tr><td>GAAP operating income</td><td>$ 53,536</td><td>$ 44,299</td><td>$ 21,638</td></tr><tr><td>Total impact of non-GAAP adjustments to operating income</td><td>247</td><td>175</td><td>163</td></tr><tr><td>Non-GAAP operating income*</td><td>$ 53,783</td><td>$ 44,474</td><td>$ 21,801</td></tr><tr><td>GAAP total other income, net</td><td>$ 16,367</td><td>$ 6,098</td><td>$ 272</td></tr><tr><td>(Gains) losses from equity securities, net</td><td>(15,936)</td><td>(5,491)</td><td>175</td></tr><tr><td>Other (B)</td><td>26</td><td>13</td><td>1</td></tr><tr><td>Non-GAAP total other income, net</td><td>$ 457</td><td>$ 620</td><td>$ 448</td></tr><tr><td>GAAP net income</td><td>$ 58,321</td><td>$ 42,960</td><td>$ 18,775</td></tr><tr><td>Total pre-tax impact of non-GAAP adjustments</td><td>(15,663)</td><td>(5,303)</td><td>339</td></tr><tr><td>Income tax impact of non-GAAP adjustments</td><td>2,890</td><td>1,312</td><td>(20)</td></tr><tr><td>Non-GAAP net income*</td><td>$ 45,548</td><td>$ 38,969</td><td>$ 19,094</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-cfo-commentary/tables/table-5 Financial Data.html b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-cfo-commentary/tables/table-5 Financial Data.html
new file mode 100644
index 000000000..445456766
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-cfo-commentary/tables/table-5 Financial Data.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td colspan="5">Diluted net income per share</td></tr><tr><td>GAAP</td><td>$ 2.39</td><td>$ 1.76</td><td>$ 0.76</td><td></td></tr><tr><td>Non-GAAP*</td><td>$ 1.87</td><td>$ 1.59</td><td>$ 0.78</td><td></td></tr><tr><td>Weighted average shares used in diluted net income per share computation</td><td>24,391</td><td>24,432</td><td>24,611</td><td></td></tr><tr><td>GAAP net cash provided by operating activities</td><td>$ 50,344</td><td>$ 36,190</td><td>$ 27,414</td><td></td></tr><tr><td>Purchases related to property and equipment and intangible assets</td><td>(1,757)</td><td>(1,284)</td><td>(1,227)</td><td></td></tr><tr><td>Principal payments on property and equipment and intangible assets</td><td>(33)</td><td>(4)</td><td>(52)</td><td></td></tr><tr><td>Free cash flow</td><td>$ 48,554</td><td>$ 34,902</td><td>$ 26,135</td><td></td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-cfo-commentary/tables/table-6 Cost Data Table.html b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-cfo-commentary/tables/table-6 Cost Data Table.html
new file mode 100644
index 000000000..95d4fd3da
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-cfo-commentary/tables/table-6 Cost Data Table.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="2"></td><td colspan="3">Three Months Ended</td></tr><tr><td>April 26,2026</td><td>January 25,2026</td><td>April 27,2025</td></tr><tr><td>Cost of revenue</td><td>$ 47</td><td>$ 48</td><td>$ 123</td></tr><tr><td>Research and development</td><td>$ 167</td><td>$ 83</td><td>$ 28</td></tr><tr><td>Sales, general and administrative</td><td>$ 5</td><td>$ 7</td><td>$ 9</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-cfo-commentary/tables/table-7 Q2 FY27 Outlook.html b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-cfo-commentary/tables/table-7 Q2 FY27 Outlook.html
new file mode 100644
index 000000000..355a6bc9d
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-cfo-commentary/tables/table-7 Q2 FY27 Outlook.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="2"></td><td>Q2 FY2027 Outlook</td></tr><tr><td>($ in millions)</td></tr><tr><td>GAAP gross margin</td><td>74.9 %</td></tr><tr><td>Impact of acquisition-related costs and other costs</td><td>0.1 %</td></tr><tr><td>Non-GAAP gross margin</td><td>75.0 %</td></tr><tr><td>GAAP operating expenses</td><td>$ 8,500</td></tr><tr><td>Acquisition-related costs and other costs</td><td>(200)</td></tr><tr><td>Non-GAAP operating expenses</td><td>$ 8,300</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-earnings-call/chunks.json b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-earnings-call/chunks.json
new file mode 100644
index 000000000..c7bbe3c4b
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-earnings-call/chunks.json
@@ -0,0 +1,3912 @@
+{
+  "chunks": [
+    {
+      "chunk_id": "854fafe3-55ad-52a5-8b48-3d7944fe437b",
+      "type": "text",
+      "content": "20-May-2026",
+      "path": "NVDA-Q1-2027-Earnings-Call-20-May-2026-5_00-PM-ET.pdf",
+      "metadata": {
+        "length": 11,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "tokens": [
+          "20",
+          "May",
+          "2026"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "60795bbb-72b3-5fd9-ad61-940e12a83b80",
+      "type": "text",
+      "content": "Q1 2027 Earnings Call",
+      "path": "NVDA-Q1-2027-Earnings-Call-20-May-2026-5_00-PM-ET.pdf/NVIDIA Corp. (NVDA)",
+      "metadata": {
+        "length": 21,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "tokens": [
+          "Q1",
+          "2027",
+          "Earnings",
+          "Call"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "e3650088-d72a-5264-97b9-484bb0b262ef",
+      "type": "text",
+      "content": "Toshiya Hari\nVice President-Investor Relations & Strategic Finance, NVIDIA Corp.\nColette M. Kress\nChief Financial Officer & Executive Vice President, NVIDIA Corp.\nJen Hsun Huang\nCo-Founder, President, Chief Executive Officer & Director, NVIDIA Corp.",
+      "path": "NVDA-Q1-2027-Earnings-Call-20-May-2026-5_00-PM-ET.pdf/NVIDIA Corp. (NVDA)/CORPORATE PARTICIPANTS",
+      "metadata": {
+        "length": 249,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "tokens": [
+          "Toshiya",
+          "Hari",
+          "Vice",
+          "President",
+          "Investor",
+          "Relations",
+          "Strategic",
+          "Finance",
+          "NVIDIA",
+          "Corp",
+          "Colette",
+          "Kress",
+          "Chief",
+          "Financial",
+          "Officer",
+          "Executive",
+          "Jen",
+          "Hsun",
+          "Huang",
+          "Co",
+          "Founder",
+          "Director"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "9b93eb44-3614-53b1-9fbb-701d38a763f1",
+      "type": "text",
+      "content": "Joseph Moore\nAnalyst, Morgan Stanley & Co. LLC\nBen Reitzes\nAnalyst, Melius Research LLC\nC.J. Muse\nAnalyst, Cantor Fitzgerald & Co.\nTimothy Arcuri\nAnalyst, UBS Securities LLC\nVivek Arya\nAnalyst, BofA Securities, Inc.\nStacy A. Rasgon\nAnalyst, Bernstein Research\nJames Edward Schneider\nAnalyst, Goldman Sachs & Co. LLC\nJoshua Buchalter\nAnalyst, TD Cowen",
+      "path": "NVDA-Q1-2027-Earnings-Call-20-May-2026-5_00-PM-ET.pdf/NVIDIA Corp. (NVDA)/OTHER PARTICIPANTS",
+      "metadata": {
+        "length": 350,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "tokens": [
+          "Joseph",
+          "Moore",
+          "Analyst",
+          "Morgan",
+          "Stanley",
+          "Co",
+          "LLC",
+          "Ben",
+          "Reitzes",
+          "Melius",
+          "Research",
+          "Muse",
+          "Cantor",
+          "Fitzgerald",
+          "Timothy",
+          "Arcuri",
+          "UBS",
+          "Securities",
+          "Vivek",
+          "Arya",
+          "BofA",
+          "Inc",
+          "Stacy",
+          "Rasgon",
+          "Bernstein",
+          "James",
+          "Edward",
+          "Schneider",
+          "Goldman",
+          "Sachs",
+          "Joshua",
+          "Buchalter",
+          "TD",
+          "Cowen"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "752ececb-5252-52eb-92a7-28b348cecdea",
+      "type": "text",
+      "content": "Operator: Good afternoon. My name is Sarah, and I will be your conference operator today. At this time, I would like to welcome everyone to NVIDIA's First Quarter Earnings Call. All lines have been placed on mute to prevent any background noise. After the speakers' remarks, there will be a question-and-answer session. [Operator Instructions] Thank you.\nToshiya Hari, you may begin your conference.",
+      "path": "NVDA-Q1-2027-Earnings-Call-20-May-2026-5_00-PM-ET.pdf/MANAGEMENT DISCUSSION SECTION",
+      "metadata": {
+        "length": 399,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "tokens": [
+          "Operator",
+          "Good",
+          "afternoon",
+          "My",
+          "Sarah",
+          "conference",
+          "operator",
+          "today",
+          "At",
+          "time",
+          "NVIDIA",
+          "First",
+          "Quarter",
+          "Earnings",
+          "Call",
+          "All",
+          "lines",
+          "mute",
+          "prevent",
+          "background",
+          "noise",
+          "After",
+          "speakers",
+          "remarks",
+          "question",
+          "answer",
+          "session",
+          "Instructions",
+          "Thank",
+          "Toshiya",
+          "Hari",
+          "begin"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "646678eb-f53d-53b7-85dc-7df3d7c84f82",
+      "type": "text",
+      "content": "Vice President-Investor Relations & Strategic Finance, NVIDIA Corp.\nThank you, and good afternoon, everyone. Welcome to NVIDIA's conference call for the first quarter of fiscal 2027. With me today from NVIDIA are Jensen Huang, President and Chief Executive Officer; and Colette Kress, Executive Vice President and Chief Financial Officer.\nOur call is being webcast live on NVIDIA's Investor Relations website. The webcast will be available for replay until the conference call to discuss our financial results for the second quarter of fiscal 2027. The content of today's call is NVIDIA's property. It can't be reproduced or transcribed, without our prior written consent.\nDuring this call, we may make forward-looking statements based on current expectations. These are subject to a number of significant risks and uncertainties, and our actual results may differ materially. For a discussion of factors that could affect our future financial results and business, please refer to the disclosure in today's earnings release, our most recent Forms 10-K and 10-Q, and the reports that we may file on Form 8-K with the Securities and Exchange Commission. All our statements are made as of today, May 20, 2026, based on information currently available to us. Except as required by law, we assume no obligation to update any such statements.\nDuring this call, we will discuss non-GAAP financial measures. You can find a reconciliation of these non-GAAP financial measures to GAAP financial measures in our CFO commentary, which is posted on our website.\nWith that, let me turn the call over to Colette.",
+      "path": "NVDA-Q1-2027-Earnings-Call-20-May-2026-5_00-PM-ET.pdf/MANAGEMENT DISCUSSION SECTION/Toshiya Hari",
+      "metadata": {
+        "length": 1598,
+        "summary": "NVIDIA held its Q1 fiscal 2027 earnings call on May 20, 2026, with CEO Jensen Huang and CFO Colette Kress. The call included forward-looking statements and discussion of non-GAAP financial measures. The webcast replay is available until the Q2 fiscal 2027 call.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "tokens": [
+          "Vice",
+          "President",
+          "Investor",
+          "Relations",
+          "Strategic",
+          "Finance",
+          "NVIDIA",
+          "Corp",
+          "Thank",
+          "good",
+          "afternoon",
+          "Welcome",
+          "conference",
+          "call",
+          "quarter",
+          "fiscal",
+          "2027",
+          "With",
+          "today",
+          "Jensen",
+          "Huang",
+          "Chief",
+          "Executive",
+          "Officer",
+          "Colette",
+          "Kress",
+          "Financial",
+          "Our",
+          "webcast",
+          "live",
+          "website",
+          "The",
+          "replay",
+          "discuss",
+          "financial",
+          "results",
+          "content",
+          "property",
+          "It",
+          "reproduced",
+          "transcribed",
+          "prior",
+          "written",
+          "consent",
+          "During",
+          "make",
+          "forward",
+          "statements",
+          "based",
+          "current",
+          "expectations",
+          "These",
+          "subject",
+          "number",
+          "significant",
+          "risks",
+          "uncertainties",
+          "actual",
+          "differ",
+          "materially",
+          "For",
+          "discussion",
+          "factors",
+          "affect",
+          "future",
+          "business",
+          "refer",
+          "disclosure",
+          "earnings",
+          "release",
+          "recent",
+          "Forms",
+          "10",
+          "reports",
+          "file",
+          "Form",
+          "Securities",
+          "Exchange",
+          "Commission",
+          "All",
+          "made",
+          "May",
+          "20",
+          "2026",
+          "information",
+          "Except",
+          "required",
+          "law",
+          "assume",
+          "obligation",
+          "update",
+          "GAAP",
+          "measures",
+          "You",
+          "find",
+          "reconciliation",
+          "CFO",
+          "commentary",
+          "posted",
+          "turn"
+        ],
+        "keywords": [
+          "NVIDIA",
+          "earnings call",
+          "fiscal 2027"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "84762bed-4101-52ae-8f73-9e9b9d2afc05",
+      "type": "text",
+      "content": "Chief Financial Officer & Executive Vice President, NVIDIA Corp.\nThanks you, Toshiya. We delivered an exceptional quarter with revenue, operating income, and free cash flow exceeding our prior records. Total revenue of \\$82 billion was up 85% year-over-year and 20% sequentially. This marked our 3rd consecutive quarter of year-over-year acceleration and the 14th straight quarter of sequential growth, a significant feat given the sheer size and complexity of our manufacturing operations.\nThe \\$13.5 billion sequential revenue increase was also a record. We capitalized on the inflection in inference demand by ramping Blackwell systems across our diverse end customer base from hyperscalers to model makers to AI cloud providers and sovereign customers.\nIn Q1, we also allocated capital effectively across R&D, investments in our ecosystem, and share repurchases. We returned a record \\$20 billion to our shareholders, while executing strategic investments, both upstream supply chain and downstream go-to-market ecosystem. This is critical to the market's development and our long-term position.\nData Center revenue of \\$75 billion was up 92% year-over-year and 21% sequentially, driven by sustained strength in our Blackwell architecture. And demand for GB300 NVL72 was particularly strong with frontier model builders and hyperscalers, each having cumulatively deployed hundreds and thousands of Blackwell GPUs, marking the fastest product ramp in our company's history.\nGrace Blackwell is the fastest training system as well as the lowest token generation cost at inference. Spectrum-X, our end-to-end Ethernet platform purpose built for AI, is now larger than all Ethernet network peers combined. InfiniBand has also had a very strong quarter, growing more than 4x year-over-year, driven by deployments of our next-generation XDR technology.\nFor your models, Data Center computing revenue of \\$60 billion was up 77% year-over-year, while Data Center networking revenue of \\$15 billion nearly tripled year-over-year. Before we deep dive into Data Center, we'd like to brief you on our transition to a new reporting framework that better reflects our current and future growth drivers.\nWe have two market platforms: Data Center and Edge Computing. Within Data Center, we will report two sub-markets; Hyperscale and ACIE, which incorporates AI clouds, industrial and enterprise. Hyperscale will include revenue from the public cloud and the world's largest consumer Internet companies, while ACIE addresses our growth opportunities in diverse AI purpose-built data centers and AI factories across industries and countries. Edge Computing highlights devices for agentic and physical AI, including PCs, gaming consoles, workstations, AI-RAN base stations, robotics, and automotive. For your reference, we have posted on our website a revenue breakdown based on our new platforms for the past nine quarters.\nMoving back to our Data Center results. Hyperscale revenue of \\$38 billion was approximately 50% of Data Center revenue and increased 12% quarter-over-quarter. ACIE revenue was \\$37 billion and grew 31% quarter-over-quarter, including AI cloud revenue that more than tripled year-over-year.\nOur customers have enabled rapid stand-up of AI compute capacity. The number of partner data centers exceeding 10 megawatts has nearly doubled in just one year, now surpassing 80 sites. Sovereign revenue increased more than 80% year-over-year. NVIDIA AI infrastructure is now deployed across nearly 40 countries, representing \\$50 trillion in GDP.\nAs evident to our Q1 results, our customer base is diverse and growing. Supported by our vast ecosystem and installed base, breadth of CUDA accelerated application, and the lowest token cost provider, we are well positioned to address a market opportunity that far exceeds that of any other AI computing platform.\nDemand for AI infrastructure continues to expand at an unprecedented pace. The build-out of AI factories is accelerating. The value of NVIDIA AI infrastructure is rising. The price of renting an H100 has risen 20% year-to-date, while A100 cloud pricing is up nearly 15%. Benefiting from the versatility of our platform and continuous performance enhancements enhanced by our software stack, customers are generating profitable revenue beyond the depreciable life of their GPUs. The vast and trusted marketplace for NVIDIA Compute is a critical foundation on which billions in AI infrastructure spending is being financed by the ecosystem.\nThere are two primary drivers behind the accelerating build-out of AI infrastructure. First, from search and advertising to recommender systems and content understanding, the largest hyperscale workloads continue to transition from CPU to GPU-based accelerating computing.\nSecond, the adoption of products and services native to AI is inflecting. Since the advent of ChatGPT, we have witnessed mainstream AI transition from one-shot inference to reasoning and to now agentic. AI is no longer a nice to have. AI is now a necessity for enhancing productivity across all industries and roles. This is propelling revenue acceleration across all layers of the AI cake, including energy, chips, infrastructure, models, and applications. Growth in the model layer, particularly at Anthropic and OpenAI, has been incredible with momentum continuing to accelerate, including breakout growth in OpenAI's Codex since the launch of GPT-5.5.\nWith analysts now forecasting hyperscale CapEx to exceed \\$1 trillion in 2027 and agentic AI beginning to proliferate all industries, AI infrastructure spending is on track to reach \\$3 trillion to \\$4 trillion annually by the end of this decade.\nOur Blackwell architecture is everywhere, adopted and deployed by every major hyperscaler, every cloud provider, and every major model maker. Last month, we celebrated OpenAI's launch of GPT-5.5, co-designed for, trained with, and served on Blackwell, currently positioned at the top of Artificial Analysis leaderboards.\nMicrosoft's Fairwater, the world's most powerful AI data center, is now live, ahead of schedule, powered by hundreds of thousands of Blackwell GPUs. Starting this year, AWS will add more than 1 million Blackwell and Rubin GPUs, and are collaborating on Spectrum networking. At Google, Blackwell will be offered to customers in the cloud, including confidential computing capability, a new foundation for secure, high-performance AI.\nOur share of frontier AI compute is increasing. We have deepened our collaboration with Anthropic and are delighted to be a strategic partner to expand their compute capacity. We will support the company's growth trajectory through AWS, Azure, CoreWeave, SpaceXAI, and more. Now, with the addition of Anthropic to OpenAI,\nGemini, SpaceX xAI, Meta, MSL, Microsoft AI, TML, Reflection, Perplexity, Cursor, and other major frontier labs already building on NVIDIA, our share of frontier AI models will grow significantly.\nToday's data centers are revenue-generating AI factories. Constrained by power and capital, AI factory operators must choose the right architecture. With our extreme co-design approach, we deliver the industry's lowest token cost, the highest token throughput, and the highest ROI.\nMLPerf inference results are in and once again, we swept every benchmark as Blackwell Ultra delivered the highest throughput across the broad set of models and deployment scenarios. Full stack innovations drove the 2.7x increase in throughput and a 60% reduction in the cost per token on GB300 compared to just six months ago.\nNVIDIA Compute is not just the highest performance AI infrastructure, it is the most economic and financeable. Customers do not buy GPUs. They build AI factories. And the right economic metric is not the purchase price of the GPU, it is the lifetime cost of an AI factory producing intelligence, token per watt, tokens per dollar, uptime, utilization, time to production, software durability, and asset life. NVIDIA excels at all of them.\nAgentic AI and reinforcement learning represents new growth opportunities for CPUs. Building on the success of our Grace CPU, Vera is arriving just in time to meet this inflection. Built on custom Arm cores and co-designed end-to-end with Rubin GPUs and NVLink, Vera will deliver up to 1.5x faster performance per core, 2x performance per watt, and 4x density per rack, compared to x86-based alternatives.\nVera CPU opens a brand new \\$200 billion TAM for NVIDIA, a market we have never addressed before. And every major hyperscale and system maker is partnering with us to get it deployed. We have visibility to nearly \\$20 billion in total CPU revenue this year, setting us up to become the world-leading CPU supplier.\nOur annual product cadence, a pace that is unmatched, remains a key pillar supporting our market position. We are on track to commence production shipments of Vera Rubin in the second half of this year, starting in Q3. By integrating seven purpose-built chips across five accelerated racks, Vera Rubin will deliver up to 35x higher inference throughput and up to 10x greater AI factory revenue compared with Blackwell.\nAs an early adopter, Google's A5X bare-metal instances, which can support up to 960,000 Rubin GPUs across multiple sites, can enable customers to run their largest AI workloads on NVIDIA's optimized infrastructure.\nWhile the US government has approved licenses for H200 to be shipped to China-based customers, we have yet to generate any revenue, and we are uncertain whether any imports will be allowed into the country. As a result, consistent with last quarter, we are not including any China Data Center compute revenue in our outlook.\nLet me move to Edge Computing. Our Edge Computing market platform generated \\$6.4 billion, up 10% quarter-over-quarter and 29% year-over-year. Robust Blackwell workstation demand was a strong contributor to the growth, while consumer demand fell modestly due to higher memory and system prices.\nOur physical AI continues to gain momentum, exceeding \\$9 billion in revenue over the last 12 months. Our partnership with Uber will power the robotaxi fleet across nearly 30 cities and 4 continents by 2028. And in robotics, leading companies across a range of industrial, surgical, and humanoid applications are building on NVIDIA's technology to develop and deploy at scale.\nWe remain front-footed in securing sufficient supply to support our customers' growth. In Q1, we increased total supply, inclusive of inventory, purchase commitments, and prepaids to \\$145 billion. While we are not immune to supply challenges, we remain confident in our ability to support the growth opportunity ahead, with our intense focus, scale and longstanding partnerships with critical suppliers continuing to serve us well.\nLet me move to the rest of the P&L. GAAP gross margin was 74.9% and non-GAAP gross margin was 75%, largely flat sequentially by Blackwell systems continued to account for most of our shipments. GAAP and non-GAAP operating expenses were up 12% sequentially, primarily due to higher compensation and an increase in compute and infrastructure costs.\nOur non-GAAP effective tax rate of 16% came just below our prior outlook due to favorable geographic mix. And on our balance sheet, days sales outstanding was 45 days. Due to favorable timing of collections, we expect to return to the mid-50s in Q2. We generated record free cash flow \\$49 billion, up from \\$35 billion in Q4.\nI'd now like to update you on our capital allocation plan. First, to reiterate, our intention is to prioritize R&D and strategic investment, both will enable us to cultivate our ecosystem, drive market growth, and strengthen our market position. As a key enabler of AI, we will make investments necessary to deliver the industry's lowest cost per token and the highest token throughput, which will help our customers and partners scale and expand the AI frontier.\nReturn program is another key component of our capital allocation strategy. Given confidence in our long-term free cash flow outlook and our commitment to sharing our success with shareholders, we are increasing our quarterly dividend from \\$0.01 to \\$0.20 (sic) [\\$0.25] per share. We plan to review our dividend on a regular basis, as we continue to scale our business. We are also announcing an \\$80 billion share repurchase authorization, which is in addition to the \\$39 billion remaining on our current plan. As we indicated at GTC, we plan to return roughly 50% of free cash flow to shareholders this year.\nLet me turn to the outlook for the second quarter. Total revenue is expected to be \\$91 billion, plus or minus 2%. We expect sequential growth to be driven primarily by Data Center. We are continuing to work vigorously on our supply chain ecosystem to address the incredible demand we see ahead of us, giving us full confidence in the \\$1 trillion in Blackwell and Rubin revenue we foresee from 2025 through calendar 2027.\nGAAP and non-GAAP gross margins are expected to be 74.9% and 75%, respectively, plus or minus 50 basis points. For the full year, we are still expecting to be in the mid-70s.\nGAAP and non-GAAP operating expenses are expected to be approximately \\$8.5 billion and \\$8.3 billion, respectively. For the full year, we now expect OpEx to grow somewhere in the upper-40s on a year-over-year basis, driven by higher R&D and acceleration in the usage of AI tools to enhance productivity.\nFor the full year 2027, we expect GAAP and non-GAAP tax rates to be between 16% and 18%, excluding any discrete items from material changes to our tax environment. This is lower than our prior expectation of 17% to 19% due to changes in geographic mix.\nThat puts me at the end of this part, and I'm going to now turn this over to the Q&A with Toshiya.",
+      "path": "NVDA-Q1-2027-Earnings-Call-20-May-2026-5_00-PM-ET.pdf/MANAGEMENT DISCUSSION SECTION/Colette M. Kress",
+      "metadata": {
+        "length": 13789,
+        "summary": "NVIDIA reported record Q1 revenue of $82 billion, up 85% year-over-year, driven by Data Center revenue of $75 billion (up 92% YoY) led by Blackwell architecture. The company highlighted strong demand for GB300 NVL72, rapid AI infrastructure build-out, and a transition to a new reporting framework with Hyperscale and ACIE sub-markets. Key drivers include CPU-to-GPU transition and AI native product adoption. Edge Computing generated $6.4 billion. Q2 revenue outlook is $91 billion. The company announced an $80 billion share repurchase authorization and increased dividend to $0.25 per share.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "tokens": [
+          "Chief",
+          "Financial",
+          "Officer",
+          "Executive",
+          "Vice",
+          "President",
+          "NVIDIA",
+          "Corp",
+          "Thanks",
+          "Toshiya",
+          "We",
+          "delivered",
+          "exceptional",
+          "quarter",
+          "revenue",
+          "operating",
+          "income",
+          "free",
+          "cash",
+          "flow",
+          "exceeding",
+          "prior",
+          "records",
+          "Total",
+          "82",
+          "billion",
+          "85%",
+          "year",
+          "20%",
+          "sequentially",
+          "This",
+          "marked",
+          "3rd",
+          "consecutive",
+          "acceleration",
+          "14th",
+          "straight",
+          "sequential",
+          "growth",
+          "significant",
+          "feat",
+          "sheer",
+          "size",
+          "complexity",
+          "manufacturing",
+          "operations",
+          "The",
+          "13.5",
+          "increase",
+          "record",
+          "capitalized",
+          "inflection",
+          "inference",
+          "demand",
+          "ramping",
+          "Blackwell",
+          "systems",
+          "diverse",
+          "end",
+          "customer",
+          "base",
+          "hyperscalers",
+          "model",
+          "makers",
+          "AI",
+          "cloud",
+          "providers",
+          "sovereign",
+          "customers",
+          "In",
+          "Q1",
+          "allocated",
+          "capital",
+          "effectively",
+          "investments",
+          "ecosystem",
+          "share",
+          "repurchases",
+          "returned",
+          "20",
+          "shareholders",
+          "executing",
+          "strategic",
+          "upstream",
+          "supply",
+          "chain",
+          "downstream",
+          "market",
+          "critical",
+          "development",
+          "long",
+          "term",
+          "position",
+          "Data",
+          "Center",
+          "75",
+          "92%",
+          "21%",
+          "driven",
+          "sustained",
+          "strength",
+          "architecture",
+          "And",
+          "GB300",
+          "NVL72",
+          "strong",
+          "frontier",
+          "builders",
+          "cumulatively",
+          "deployed",
+          "hundreds",
+          "thousands",
+          "GPUs",
+          "marking",
+          "fastest",
+          "product",
+          "ramp",
+          "company",
+          "history",
+          "Grace",
+          "training",
+          "system",
+          "lowest",
+          "token",
+          "generation",
+          "cost",
+          "Spectrum",
+          "Ethernet",
+          "platform",
+          "purpose",
+          "built",
+          "larger",
+          "network",
+          "peers",
+          "combined",
+          "InfiniBand",
+          "growing",
+          "4x",
+          "deployments",
+          "XDR",
+          "technology",
+          "For",
+          "models",
+          "computing",
+          "60",
+          "77%",
+          "networking",
+          "15",
+          "tripled",
+          "Before",
+          "deep",
+          "dive",
+          "transition",
+          "reporting",
+          "framework",
+          "reflects",
+          "current",
+          "future",
+          "drivers",
+          "platforms",
+          "Edge",
+          "Computing",
+          "Within",
+          "report",
+          "markets",
+          "Hyperscale",
+          "ACIE",
+          "incorporates",
+          "clouds",
+          "industrial",
+          "enterprise",
+          "include",
+          "public",
+          "world",
+          "largest",
+          "consumer",
+          "Internet",
+          "companies",
+          "addresses",
+          "opportunities",
+          "data",
+          "centers",
+          "factories",
+          "industries",
+          "countries",
+          "highlights",
+          "devices",
+          "agentic",
+          "physical",
+          "including",
+          "PCs",
+          "gaming",
+          "consoles",
+          "workstations",
+          "RAN",
+          "stations",
+          "robotics",
+          "automotive",
+          "reference",
+          "posted",
+          "website",
+          "breakdown",
+          "based",
+          "past",
+          "quarters",
+          "Moving",
+          "back",
+          "results",
+          "38",
+          "approximately",
+          "50%",
+          "increased",
+          "12%",
+          "37",
+          "grew",
+          "31%",
+          "Our",
+          "enabled",
+          "rapid",
+          "stand",
+          "compute",
+          "capacity",
+          "number",
+          "partner",
+          "10",
+          "megawatts",
+          "doubled",
+          "surpassing",
+          "80",
+          "sites",
+          "Sovereign",
+          "80%",
+          "infrastructure",
+          "40",
+          "representing",
+          "50",
+          "trillion",
+          "GDP",
+          "As",
+          "evident",
+          "Supported",
+          "vast",
+          "installed",
+          "breadth",
+          "CUDA",
+          "accelerated",
+          "application",
+          "provider",
+          "positioned",
+          "address",
+          "opportunity",
+          "exceeds",
+          "Demand",
+          "continues",
+          "expand",
+          "unprecedented",
+          "pace",
+          "build",
+          "accelerating",
+          "rising",
+          "price",
+          "renting",
+          "H100",
+          "risen",
+          "date",
+          "A100",
+          "pricing",
+          "15%",
+          "Benefiting",
+          "versatility",
+          "continuous",
+          "performance",
+          "enhancements",
+          "enhanced",
+          "software",
+          "stack",
+          "generating",
+          "profitable",
+          "depreciable",
+          "life",
+          "trusted",
+          "marketplace",
+          "Compute",
+          "foundation",
+          "billions",
+          "spending",
+          "financed",
+          "There",
+          "primary",
+          "First",
+          "search",
+          "advertising",
+          "recommender",
+          "content",
+          "understanding",
+          "hyperscale",
+          "workloads",
+          "continue",
+          "CPU",
+          "GPU",
+          "Second",
+          "adoption",
+          "products",
+          "services",
+          "native",
+          "inflecting",
+          "Since",
+          "advent",
+          "ChatGPT",
+          "witnessed",
+          "mainstream",
+          "shot",
+          "reasoning",
+          "longer",
+          "nice",
+          "necessity",
+          "enhancing",
+          "productivity",
+          "roles",
+          "propelling",
+          "layers",
+          "cake",
+          "energy",
+          "chips",
+          "applications",
+          "Growth",
+          "layer",
+          "Anthropic",
+          "OpenAI",
+          "incredible",
+          "momentum",
+          "continuing",
+          "accelerate",
+          "breakout",
+          "Codex",
+          "launch",
+          "GPT",
+          "5.5",
+          "With",
+          "analysts",
+          "forecasting",
+          "CapEx",
+          "exceed",
+          "2027",
+          "beginning",
+          "proliferate",
+          "track",
+          "reach",
+          "annually",
+          "decade",
+          "adopted",
+          "major",
+          "hyperscaler",
+          "maker",
+          "Last",
+          "month",
+          "celebrated",
+          "designed",
+          "trained",
+          "served",
+          "top",
+          "Artificial",
+          "Analysis",
+          "leaderboards",
+          "Microsoft",
+          "Fairwater",
+          "powerful",
+          "center",
+          "live",
+          "ahead",
+          "schedule",
+          "powered",
+          "Starting",
+          "AWS",
+          "add",
+          "million",
+          "Rubin",
+          "collaborating",
+          "At",
+          "Google",
+          "offered",
+          "confidential",
+          "capability",
+          "secure",
+          "high",
+          "increasing",
+          "deepened",
+          "collaboration",
+          "delighted",
+          "support",
+          "trajectory",
+          "Azure",
+          "CoreWeave",
+          "SpaceXAI",
+          "Now",
+          "addition",
+          "Gemini",
+          "SpaceX",
+          "xAI",
+          "Meta",
+          "MSL",
+          "TML",
+          "Reflection",
+          "Perplexity",
+          "Cursor",
+          "labs",
+          "building",
+          "grow",
+          "significantly",
+          "Today",
+          "Constrained",
+          "power",
+          "factory",
+          "operators",
+          "choose",
+          "extreme",
+          "design",
+          "approach",
+          "deliver",
+          "industry",
+          "highest",
+          "throughput",
+          "ROI",
+          "MLPerf",
+          "swept",
+          "benchmark",
+          "Ultra",
+          "broad",
+          "set",
+          "deployment",
+          "scenarios",
+          "Full",
+          "innovations",
+          "drove",
+          "2.7",
+          "60%",
+          "reduction",
+          "compared",
+          "months",
+          "ago",
+          "economic",
+          "financeable",
+          "Customers",
+          "buy",
+          "They",
+          "metric",
+          "purchase",
+          "lifetime",
+          "producing",
+          "intelligence",
+          "watt",
+          "tokens",
+          "dollar",
+          "uptime",
+          "utilization",
+          "time",
+          "production",
+          "durability",
+          "asset",
+          "excels",
+          "Agentic",
+          "reinforcement",
+          "learning",
+          "represents",
+          "CPUs",
+          "Building",
+          "success",
+          "Vera",
+          "arriving",
+          "meet",
+          "Built",
+          "custom",
+          "Arm",
+          "cores",
+          "NVLink",
+          "1.5",
+          "faster",
+          "core",
+          "2x",
+          "density",
+          "rack",
+          "x86",
+          "alternatives",
+          "opens",
+          "brand",
+          "200",
+          "TAM",
+          "addressed",
+          "partnering",
+          "visibility",
+          "total",
+          "setting",
+          "leading",
+          "supplier",
+          "annual",
+          "cadence",
+          "unmatched",
+          "remains",
+          "key",
+          "pillar",
+          "supporting",
+          "commence",
+          "shipments",
+          "half",
+          "starting",
+          "Q3",
+          "By",
+          "integrating",
+          "racks",
+          "35x",
+          "higher",
+          "10x",
+          "greater",
+          "early",
+          "adopter",
+          "A5X",
+          "bare",
+          "metal",
+          "instances",
+          "960",
+          "000",
+          "multiple",
+          "enable",
+          "run",
+          "optimized",
+          "While",
+          "US",
+          "government",
+          "approved",
+          "licenses",
+          "H200",
+          "shipped",
+          "China",
+          "generate",
+          "uncertain",
+          "imports",
+          "allowed",
+          "country",
+          "result",
+          "consistent",
+          "outlook",
+          "Let",
+          "move",
+          "generated",
+          "6.4",
+          "10%",
+          "29%",
+          "Robust",
+          "workstation",
+          "contributor",
+          "fell",
+          "modestly",
+          "due",
+          "memory",
+          "prices",
+          "gain",
+          "12",
+          "partnership",
+          "Uber",
+          "robotaxi",
+          "fleet",
+          "30",
+          "cities",
+          "continents",
+          "2028",
+          "range",
+          "surgical",
+          "humanoid",
+          "develop",
+          "deploy",
+          "scale",
+          "remain",
+          "front",
+          "footed",
+          "securing",
+          "sufficient",
+          "inclusive",
+          "inventory",
+          "commitments",
+          "prepaids",
+          "145",
+          "immune",
+          "challenges",
+          "confident",
+          "ability",
+          "intense",
+          "focus",
+          "longstanding",
+          "partnerships",
+          "suppliers",
+          "serve",
+          "rest",
+          "GAAP",
+          "gross",
+          "margin",
+          "74.9%",
+          "75%",
+          "largely",
+          "flat",
+          "continued",
+          "account",
+          "expenses",
+          "primarily",
+          "compensation",
+          "costs",
+          "effective",
+          "tax",
+          "rate",
+          "16%",
+          "favorable",
+          "geographic",
+          "mix",
+          "balance",
+          "sheet",
+          "days",
+          "sales",
+          "outstanding",
+          "45",
+          "Due",
+          "timing",
+          "collections",
+          "expect",
+          "return",
+          "mid",
+          "50s",
+          "Q2",
+          "49",
+          "35",
+          "Q4",
+          "update",
+          "allocation",
+          "plan",
+          "reiterate",
+          "intention",
+          "prioritize",
+          "investment",
+          "cultivate",
+          "drive",
+          "strengthen",
+          "enabler",
+          "make",
+          "partners",
+          "Return",
+          "program",
+          "component",
+          "strategy",
+          "Given",
+          "confidence",
+          "commitment",
+          "sharing",
+          "quarterly",
+          "dividend",
+          "0.01",
+          "0.20",
+          "sic",
+          "0.25",
+          "review",
+          "regular",
+          "basis",
+          "business",
+          "announcing",
+          "repurchase",
+          "authorization",
+          "39",
+          "remaining",
+          "GTC",
+          "roughly",
+          "turn",
+          "expected",
+          "91",
+          "minus",
+          "2%",
+          "work",
+          "vigorously",
+          "giving",
+          "full",
+          "foresee",
+          "2025",
+          "calendar",
+          "margins",
+          "points",
+          "expecting",
+          "70s",
+          "8.5",
+          "8.3",
+          "OpEx",
+          "upper",
+          "40s",
+          "usage",
+          "tools",
+          "enhance",
+          "rates",
+          "18%",
+          "excluding",
+          "discrete",
+          "items",
+          "material",
+          "environment",
+          "lower",
+          "expectation",
+          "17%",
+          "19%",
+          "That",
+          "puts",
+          "part"
+        ],
+        "keywords": [
+          "Blackwell",
+          "Data Center",
+          "AI Infrastructure"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "39e78aea-6ba1-5292-8a2a-32be08317f89",
+      "type": "text",
+      "content": "Vice President-Investor Relations & Strategic Finance, NVIDIA Corp.\nThanks, Colette. We will now transition to Q&A. Operator, please poll for questions.",
+      "path": "NVDA-Q1-2027-Earnings-Call-20-May-2026-5_00-PM-ET.pdf/MANAGEMENT DISCUSSION SECTION/Toshiya Hari_2",
+      "metadata": {
+        "length": 152,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "tokens": [
+          "Vice",
+          "President",
+          "Investor",
+          "Relations",
+          "Strategic",
+          "Finance",
+          "NVIDIA",
+          "Corp",
+          "Thanks",
+          "Colette",
+          "We",
+          "transition",
+          "Operator",
+          "poll",
+          "questions"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "e6aa7700-93ad-5ed1-8d05-94bcff67d917",
+      "type": "text",
+      "content": "Operator: Thank you. [Operator Instructions] Your first question comes from Joseph Moore with Morgan Stanley. Your lie is open.",
+      "path": "NVDA-Q1-2027-Earnings-Call-20-May-2026-5_00-PM-ET.pdf/QUESTION AND ANSWER SECTION",
+      "metadata": {
+        "length": 127,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "tokens": [
+          "Operator",
+          "Thank",
+          "Instructions",
+          "Your",
+          "question",
+          "Joseph",
+          "Moore",
+          "Morgan",
+          "Stanley",
+          "lie",
+          "open"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "acc3c007-53eb-5731-a952-6f07aeb4deca",
+      "type": "image",
+      "content": "\nThanks, Colette. We will now transition to Q&A. Operator, please poll for questions. Great. Thank you for letting me ask a question. I guess, I'd like to ask, what drove the change in segmentation? What's the philosophy behind giving us the numbers that way? And then, can you talk about any competitive differences between the two segments and this kind of surprising CPU number that you talked about, how do you see that across the two segments as well? Thank you.0\n[images/image-1-Thanks, Co.jpg]\n",
+      "path": "images/image-1-Thanks, Co.jpg",
+      "metadata": {
+        "length": 501,
+        "summary": "image-1\nThanks, Colette. We will now transition to Q&A. Operator, please poll for questions. Great. Thank you for letting me ask a question. I guess, I'd like to ask, what drove the change in segmentation? What's the philosophy behind giving us the numbers that way? And then, can you talk about any competitive differences between the two segments and this kind of surprising CPU number that you talked about, how do you see that across the two segments as well? Thank you.0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "file_path": "images/image-1-Thanks, Co.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "d6fc3d14-4406-5a60-8bef-8576de14510a",
+      "type": "text",
+      "content": "Analyst, Morgan Stanley & Co. LLC\n\nThanks, Colette. We will now transition to Q&A. Operator, please poll for questions. Great. Thank you for letting me ask a question. I guess, I'd like to ask, what drove the change in segmentation? What's the philosophy behind giving us the numbers that way? And then, can you talk about any competitive differences between the two segments and this kind of surprising CPU number that you talked about, how do you see that across the two segments as well? Thank you.0\n[images/image-1-Thanks, Co.jpg]\n\nGreat. Thank you for letting me ask a question. I guess, I'd like to ask, what drove the change in segmentation? What's the philosophy behind giving us the numbers that way? And then, can you talk about any competitive differences between the two segments and this kind of surprising CPU number that you talked about, how do you see that across the two segments as well? Thank you.",
+      "path": "NVDA-Q1-2027-Earnings-Call-20-May-2026-5_00-PM-ET.pdf/QUESTION AND ANSWER SECTION/Joseph Moore",
+      "metadata": {
+        "length": 917,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "tokens": [
+          "Analyst",
+          "Morgan",
+          "Stanley",
+          "Co",
+          "LLC",
+          "Thanks",
+          "Colette",
+          "We",
+          "transition",
+          "Operator",
+          "poll",
+          "questions",
+          "Great",
+          "Thank",
+          "letting",
+          "question",
+          "guess",
+          "drove",
+          "change",
+          "segmentation",
+          "What",
+          "philosophy",
+          "giving",
+          "numbers",
+          "And",
+          "talk",
+          "competitive",
+          "differences",
+          "segments",
+          "kind",
+          "surprising",
+          "CPU",
+          "number",
+          "talked",
+          "you.0"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "acc3c007-53eb-5731-a952-6f07aeb4deca",
+            "relation": "embeds",
+            "ref": "[images/image-1-Thanks, Co.jpg]",
+            "position": {
+              "start": 503,
+              "end": 534
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "07ba7e69-b593-55fd-94b1-d093b1c2967a",
+      "type": "image",
+      "content": "\nAnalyst, Morgan Stanley & Co. LLC Yeah. Thanks, Joe. First of all, Colette meant to say we're increasing our quarterly dividend from \\$0.01 to \\$0.25. I think that extra \\$0.05 would mean a lot to the large shareholders.0\n[images/image-2-Analyst, M.jpg]\n",
+      "path": "images/image-2-Analyst, M.jpg",
+      "metadata": {
+        "length": 255,
+        "summary": "image-2\nAnalyst, Morgan Stanley & Co. LLC Yeah. Thanks, Joe. First of all, Colette meant to say we're increasing our quarterly dividend from \\$0.01 to \\$0.25. I think that extra \\$0.05 would mean a lot to the large shareholders.0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "file_path": "images/image-2-Analyst, M.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "95c2d821-274f-5811-9bc9-beb57c4fb470",
+      "type": "text",
+      "content": "Co-Founder, President, Chief Executive Officer & Director, NVIDIA Corp.\n\nAnalyst, Morgan Stanley & Co. LLC Yeah. Thanks, Joe. First of all, Colette meant to say we're increasing our quarterly dividend from \\$0.01 to \\$0.25. I think that extra \\$0.05 would mean a lot to the large shareholders.0\n[images/image-2-Analyst, M.jpg]\n\nYeah. Thanks, Joe. First of all, Colette meant to say we're increasing our quarterly dividend from \\$0.01 to \\$0.25. I think that extra \\$0.05 would mean a lot to the large shareholders.\nSo, anyhow, let's see, Joe, on the segmentation and the description of the business, we wanted you to understand our business better. AI is very diverse and computing is diverse. They're diverse in several ways. The first thing, of course, is AI includes languages, and depending on the different industries, it could be 3D graphics for manufacturing and industrial robotics. It could be proteins for life sciences. It could be small chemicals for life sciences or material sciences. It could be physics for the physical sciences, whether it's in the energy sector or, of course, the science labs, higher education, so on and so forth. So, AI is diverse.\nThe second thing is the applications are diverse. It could be in enterprise. It could be in the energy sector, manufacturing sector, and such. Where it runs is diverse. It could be in the hyperscale cloud. It could be AI natives. There's a whole network of AI natives that are cropping up around the world. Enterprises on-prem, industrial in the factories, in the plants, all the way to supercomputing centers and the edge. Edge, including, of course, what most people see, self-driving cars, robotics, but a large growing network of computers inside manufacturing plants, whether it's a chip plant or packaging or computer plants, all kinds of different types of manufacturing plants. And then, of course, in the future, every single base station, every single radio network would become an AI-powered radio network. And so where it runs.\nAnd then lastly, how it's governed. It could be operated by public cloud, but it could also have industrial regulatory reasons that prevents it from being run in a regulatory cloud. It could be because of confidential computing. It could be because of national security reasons. Different data centers have to be built differently.\nNVIDIA is quite unique in the sense that we are the only company that builds all of the technology components. We build it in an extreme co-design way, in a complete end-to-end way, in a full stack way. But then, we, of course, open the platform so that it could be integrated into all the different environments. But some environments just require – an enterprise, for example, require a company who has all of the technologies working together so that they don't have to build it. They would like to buy it and operate it. And so there's many different segments of the data center market where NVIDIA's total solution, fully integrated solution with full stack, but still open, that way of doing – of producing or delivering products is really, really important.\nAnd so if you look at our different segments, the way we broke it out into three large segments. You take all of the words that I just said and you try to find the simplest factoring of it, it would be the hyperscale clouds, that would be one large segment. And within that segment, there's three different ways that we operate. First way is that we help the hyperscale clouds accelerate their data processing and machine learning workloads. We accelerate and support their AI processing inside. We also, of course, bring a lot of business – NVIDIA ecosystem business to their public clouds. And so that's one segment.\nThe second segment is AI natives, enterprise on-prems, industrial on-prems and sovereign AI. That segment is growing incredibly fast because everybody needs AI, and we're going to see AI being adopted by every industry, every country, every company. And so everybody wants to build it in a different way. And the fact that we provide the entire solution, it makes it much easier, it makes it possible at all for people to be able to build these things.\nAnd then, of course, the robotic edge. Today, yesterday's computing was largely about personal computing. In the future, it's going to be about personal AI. And that personal AI, one example of it is the self-driving car. It's a car – it's a robotic system that's essentially your personal AI. And of course, there'll be all kinds of different types of robotic systems, including even the base station radio network, as I mentioned, is going to be essentially a robotic system.\nAnd so that's the reason why we broke it all apart this way. It's the simplest way of understanding our business. Each one of them have different stacks in a lot of ways. They have different operating systems. They operate in a different way. We go to market very differently in each one of them. The easiest go-to-market, of course, is the hyperscaler, because there are only five or six of them. But the rest of them – the rest of the industry represents a couple of 250,000 companies around the world. That go-to-market is very complex, very diverse. Your understanding of AI has to be extremely diverse.\nAnd as you know, NVIDIA has the largest suite of acceleration libraries in the world from computational lithography to fluid dynamics to particle physics to molecular dynamics to the list goes on. And all of those libraries are essential for us to engage the vertical industries that represents the second and the third category. Okay?\nSo, anyways, it's really about the fact that our business has now evolved and grown to such a large scale, it's helpful to segment it so that you have a better understanding of how our business works.\nOperator: Your next question comes from Ben Reitzes with Melius Research. Your line is open.",
+      "path": "NVDA-Q1-2027-Earnings-Call-20-May-2026-5_00-PM-ET.pdf/QUESTION AND ANSWER SECTION/Jen Hsun Huang",
+      "metadata": {
+        "length": 5894,
+        "summary": "NVIDIA's CEO explains the company's new business segmentation into three categories: hyperscale clouds, AI natives/enterprise/industrial/sovereign AI, and robotic edge. He describes how AI is diverse across languages, industries, and applications, and how NVIDIA provides a full-stack, integrated platform that is still open. The segmentation helps investors understand NVIDIA's evolving business, which now serves a wide range of customers from a few hyperscalers to 250,000 companies worldwide.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "tokens": [
+          "Co",
+          "Founder",
+          "President",
+          "Chief",
+          "Executive",
+          "Officer",
+          "Director",
+          "NVIDIA",
+          "Corp",
+          "Analyst",
+          "Morgan",
+          "Stanley",
+          "LLC",
+          "Yeah",
+          "Thanks",
+          "Joe",
+          "First",
+          "Colette",
+          "meant",
+          "increasing",
+          "quarterly",
+          "dividend",
+          "0.01",
+          "0.25",
+          "extra",
+          "0.05",
+          "lot",
+          "large",
+          "shareholders.0",
+          "shareholders",
+          "So",
+          "segmentation",
+          "description",
+          "business",
+          "wanted",
+          "understand",
+          "AI",
+          "diverse",
+          "computing",
+          "They",
+          "ways",
+          "The",
+          "thing",
+          "includes",
+          "languages",
+          "depending",
+          "industries",
+          "3D",
+          "graphics",
+          "manufacturing",
+          "industrial",
+          "robotics",
+          "It",
+          "proteins",
+          "life",
+          "sciences",
+          "small",
+          "chemicals",
+          "material",
+          "physics",
+          "physical",
+          "energy",
+          "sector",
+          "science",
+          "labs",
+          "higher",
+          "education",
+          "applications",
+          "enterprise",
+          "Where",
+          "runs",
+          "hyperscale",
+          "cloud",
+          "natives",
+          "There",
+          "network",
+          "cropping",
+          "world",
+          "Enterprises",
+          "prem",
+          "factories",
+          "plants",
+          "supercomputing",
+          "centers",
+          "edge",
+          "Edge",
+          "including",
+          "people",
+          "driving",
+          "cars",
+          "growing",
+          "computers",
+          "inside",
+          "chip",
+          "plant",
+          "packaging",
+          "computer",
+          "kinds",
+          "types",
+          "And",
+          "future",
+          "single",
+          "base",
+          "station",
+          "radio",
+          "powered",
+          "lastly",
+          "governed",
+          "operated",
+          "public",
+          "regulatory",
+          "reasons",
+          "prevents",
+          "run",
+          "confidential",
+          "national",
+          "security",
+          "Different",
+          "data",
+          "built",
+          "differently",
+          "unique",
+          "sense",
+          "company",
+          "builds",
+          "technology",
+          "components",
+          "We",
+          "build",
+          "extreme",
+          "design",
+          "complete",
+          "end",
+          "full",
+          "stack",
+          "But",
+          "open",
+          "platform",
+          "integrated",
+          "environments",
+          "require",
+          "technologies",
+          "working",
+          "don",
+          "buy",
+          "operate",
+          "segments",
+          "center",
+          "market",
+          "total",
+          "solution",
+          "fully",
+          "producing",
+          "delivering",
+          "products",
+          "important",
+          "broke",
+          "You",
+          "words",
+          "find",
+          "simplest",
+          "factoring",
+          "clouds",
+          "segment",
+          "accelerate",
+          "processing",
+          "machine",
+          "learning",
+          "workloads",
+          "support",
+          "bring",
+          "ecosystem",
+          "prems",
+          "sovereign",
+          "That",
+          "incredibly",
+          "fast",
+          "adopted",
+          "industry",
+          "country",
+          "fact",
+          "provide",
+          "entire",
+          "makes",
+          "easier",
+          "things",
+          "robotic",
+          "Today",
+          "yesterday",
+          "largely",
+          "personal",
+          "In",
+          "car",
+          "system",
+          "essentially",
+          "ll",
+          "systems",
+          "mentioned",
+          "reason",
+          "understanding",
+          "Each",
+          "stacks",
+          "operating",
+          "easiest",
+          "hyperscaler",
+          "rest",
+          "represents",
+          "couple",
+          "250",
+          "000",
+          "companies",
+          "complex",
+          "Your",
+          "extremely",
+          "largest",
+          "suite",
+          "acceleration",
+          "libraries",
+          "computational",
+          "lithography",
+          "fluid",
+          "dynamics",
+          "particle",
+          "molecular",
+          "list",
+          "essential",
+          "engage",
+          "vertical",
+          "category",
+          "Okay",
+          "evolved",
+          "grown",
+          "scale",
+          "helpful",
+          "works",
+          "Operator",
+          "question",
+          "Ben",
+          "Reitzes",
+          "Melius",
+          "Research",
+          "line"
+        ],
+        "keywords": [
+          "AI",
+          "Data Center",
+          "Segmentation"
+        ],
+        "connect_to": [
+          {
+            "target": "07ba7e69-b593-55fd-94b1-d093b1c2967a",
+            "relation": "embeds",
+            "ref": "[images/image-2-Analyst, M.jpg]",
+            "position": {
+              "start": 295,
+              "end": 326
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "c1513822-b24c-5b5a-a472-18ad275654cf",
+      "type": "image",
+      "content": "\nAnd as you know, NVIDIA has the largest suite of acceleration libraries in the world from computational lithography to fluid dynamics to particle physics to molecular dynamics to the list goes on. And all of those libraries are essential for us to engage the vertical industries that represents the second and the third category. Okay? Hey, guys. Thanks so much. I wanted to ask, Jensen, I want to ask you about your philosophy on growth. Your Data Center business ex-China grew about 120% in the quarter. And then, you're guiding about 100%. CapEx at the hyperscalers is forecast by many, including myself, to like grow 90% to 100% this year.0\n[images/image-3-And as you.jpg]\n",
+      "path": "images/image-3-And as you.jpg",
+      "metadata": {
+        "length": 678,
+        "summary": "image-3\nAnd as you know, NVIDIA has the largest suite of acceleration libraries in the world from computational lithography to fluid dynamics to particle physics to molecular dynamics to the list goes on. And all of those libraries are essential for us to engage the vertical industries that represents the second and the third category. Okay? Hey, guys. Thanks so much. I wanted to ask, Jensen, I want to ask you about your philosophy on growth. Your Data Center business ex-China grew about 120% in the quarter. And then, you're guiding about 100%. CapEx at the hyperscalers is forecast by many, including myself, to like grow 90% to 100% this year.0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "file_path": "images/image-3-And as you.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "94fcb5fe-1a27-5ae4-99aa-9ced05c8c04b",
+      "type": "text",
+      "content": "Analyst, Melius Research LLC\n\nAnd as you know, NVIDIA has the largest suite of acceleration libraries in the world from computational lithography to fluid dynamics to particle physics to molecular dynamics to the list goes on. And all of those libraries are essential for us to engage the vertical industries that represents the second and the third category. Okay? Hey, guys. Thanks so much. I wanted to ask, Jensen, I want to ask you about your philosophy on growth. Your Data Center business ex-China grew about 120% in the quarter. And then, you're guiding about 100%. CapEx at the hyperscalers is forecast by many, including myself, to like grow 90% to 100% this year.0\n[images/image-3-And as you.jpg]\n\nHey, guys. Thanks so much. I wanted to ask, Jensen, I want to ask you about your philosophy on growth. Your Data Center business ex-China grew about 120% in the quarter. And then, you're guiding about 100%. CapEx at the hyperscalers is forecast by many, including myself, to like grow 90% to 100% this year.\nAnd you talked about Data Center still on track to be \\$3 trillion to \\$4 trillion by the end of the decade. I was just wondering, the goal for the company to grow faster than hyperscaler CapEx, are you comfortable in kind of endorsing that view? And do you still see hyperscaler CapEx kind of still growing after this year at a very rapid clip? Thanks a lot.",
+      "path": "NVDA-Q1-2027-Earnings-Call-20-May-2026-5_00-PM-ET.pdf/QUESTION AND ANSWER SECTION/Ben Reitzes",
+      "metadata": {
+        "length": 1375,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "tokens": [
+          "Analyst",
+          "Melius",
+          "Research",
+          "LLC",
+          "And",
+          "NVIDIA",
+          "largest",
+          "suite",
+          "acceleration",
+          "libraries",
+          "world",
+          "computational",
+          "lithography",
+          "fluid",
+          "dynamics",
+          "particle",
+          "physics",
+          "molecular",
+          "list",
+          "essential",
+          "engage",
+          "vertical",
+          "industries",
+          "represents",
+          "category",
+          "Okay",
+          "Hey",
+          "guys",
+          "Thanks",
+          "wanted",
+          "Jensen",
+          "philosophy",
+          "growth",
+          "Your",
+          "Data",
+          "Center",
+          "business",
+          "China",
+          "grew",
+          "120%",
+          "quarter",
+          "guiding",
+          "100%",
+          "CapEx",
+          "hyperscalers",
+          "forecast",
+          "including",
+          "grow",
+          "90%",
+          "year.0",
+          "year",
+          "talked",
+          "track",
+          "trillion",
+          "end",
+          "decade",
+          "wondering",
+          "goal",
+          "company",
+          "faster",
+          "hyperscaler",
+          "comfortable",
+          "kind",
+          "endorsing",
+          "view",
+          "growing",
+          "rapid",
+          "clip",
+          "lot"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "c1513822-b24c-5b5a-a472-18ad275654cf",
+            "relation": "embeds",
+            "ref": "[images/image-3-And as you.jpg]",
+            "position": {
+              "start": 675,
+              "end": 706
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "5072678f-dc1d-5ec3-9a5f-d4f70b1f72ae",
+      "type": "text",
+      "content": "Co-Founder, President, Chief Executive Officer & Director, NVIDIA Corp.\nA\nYeah. Thanks, Ben. So, first of all, we should be growing faster than hyperscale CapEx. And the reason for that is illustrated by the segmentation that I just described. Our Data Center business has two large parts. It has more parts than that, but we combined it into two large parts for simplicity's sake. It's much more complex than the two large parts, but I combined it into two, so that it's at least easier to understand. Okay?\nAnd so if you look at the first part is hyperscalers. That's the hyperscale CapEx that you were just talking about. And they're at \\$1 trillion this year. I have every expectation it's going to grow from here for fundamentally good reasons. This is the way computing is going to work in the future. And if they don't have the compute, they won't have the revenues. It is very clear compute is revenues, compute is profit. And so the world is changing. SaaS didn't used to use as much compute, but AI requires a tremendous amount of compute.\nBut you could do, of course, incredibly more, which is the reason why we heard about the frontier AI companies, both Anthropic and OpenAI, growing at an incredible pace. The fact that they can grow within one month, what some of the SaaS companies would have taken a decade to grow, tells you something. And so the first category is hyperscale and the CapEx is at \\$1 trillion, and it's growing towards the \\$3 trillion to \\$4 trillion.\nThe second category is all of the AI native clouds. They're regional. They're all over the place. There are startups all over the world supporting those companies. They're enterprise. 250,000 enterprise companies around the world, many of them will have to build or want to build AI factories for themselves to operate. Many industrial companies, there's no choice but to put the computer where the context is, where the action is. You can't put that in the cloud. It has to respond reliably, quickly every single time. Can't imagine a chip plant – a chip fab being connected to a cloud service provider, doesn't make any sense.\nAnd so, the second category, and then sovereign AI clouds, and so there's a whole category of data centers that semi-custom chips just don't apply, because these data centers want to buy systems. They want to operate systems. They don't want to design – they don't want to build it themselves. And so, the second category is extremely diverse. Instead of five or six, seven companies representing the revenues associated with our first category, the second category is hundreds, thousands of companies. And in the future, it will be hundreds of thousands of companies with a large number of companies with smaller installations. And that category is going to continue to grow at incredible pace.\nThis second category, when I talk about physical AI and I talk about how the rest of the \\$100 trillion industry that has not been impacted by IT in the last 30 years, it's about to be impacted by AI, that is the segment that I'm talking about. The second cluster is growing incredibly fast. Our share of that, of course, is very, very large. We're fairly unique in our ability to be able to serve this industry. Our platform is built like it's vertically integrated, so that everything works. But when – then we disassemble it, so that people can build and buy it in the configuration they want and assemble it the way they like.\nAnd so, this second category is fairly poorly understood because they're just so many small companies, or so many companies, and each one of the installations are relatively small compared to, of course, one of the hyperscalers. And so, if you look at the segmentation and the size of each, you could see that, in fact, we're growing share in the hyperscalers, because we now have much bigger support from Anthropic, a new partner of ours, and we're helping them expand their capacity greatly in the coming years. And then, the second, very few companies have exposure into the second category, because of the platform solution that we have.\nOperator: Your next question comes from C.J. Muse with Cantor Fitzgerald. Your line is open.",
+      "path": "NVDA-Q1-2027-Earnings-Call-20-May-2026-5_00-PM-ET.pdf/QUESTION AND ANSWER SECTION/Jen Hsun Huang_2",
+      "metadata": {
+        "length": 4177,
+        "summary": "NVIDIA's CEO explains that the company's Data Center business should grow faster than hyperscale CapEx, which is at $1 trillion and expected to grow to $3-4 trillion. The business is divided into two segments: hyperscalers (large cloud providers) and a diverse second category including AI-native clouds, enterprise companies, industrial firms, and sovereign AI clouds. The second category, involving hundreds of thousands of companies, is growing rapidly and represents the future of AI impacting industries not previously transformed by IT. NVIDIA's vertically integrated platform uniquely serves this diverse market, with strong share in both segments.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "tokens": [
+          "Co",
+          "Founder",
+          "President",
+          "Chief",
+          "Executive",
+          "Officer",
+          "Director",
+          "NVIDIA",
+          "Corp",
+          "Yeah",
+          "Thanks",
+          "Ben",
+          "So",
+          "growing",
+          "faster",
+          "hyperscale",
+          "CapEx",
+          "And",
+          "reason",
+          "illustrated",
+          "segmentation",
+          "Our",
+          "Data",
+          "Center",
+          "business",
+          "large",
+          "parts",
+          "It",
+          "combined",
+          "simplicity",
+          "sake",
+          "complex",
+          "easier",
+          "understand",
+          "Okay",
+          "part",
+          "hyperscalers",
+          "That",
+          "talking",
+          "trillion",
+          "year",
+          "expectation",
+          "grow",
+          "fundamentally",
+          "good",
+          "reasons",
+          "This",
+          "computing",
+          "work",
+          "future",
+          "don",
+          "compute",
+          "won",
+          "revenues",
+          "clear",
+          "profit",
+          "world",
+          "changing",
+          "SaaS",
+          "didn",
+          "AI",
+          "requires",
+          "tremendous",
+          "amount",
+          "But",
+          "incredibly",
+          "heard",
+          "frontier",
+          "companies",
+          "Anthropic",
+          "OpenAI",
+          "incredible",
+          "pace",
+          "The",
+          "fact",
+          "month",
+          "decade",
+          "tells",
+          "category",
+          "native",
+          "clouds",
+          "They",
+          "regional",
+          "place",
+          "There",
+          "startups",
+          "supporting",
+          "enterprise",
+          "250",
+          "000",
+          "build",
+          "factories",
+          "operate",
+          "Many",
+          "industrial",
+          "choice",
+          "put",
+          "computer",
+          "context",
+          "action",
+          "You",
+          "cloud",
+          "respond",
+          "reliably",
+          "quickly",
+          "single",
+          "time",
+          "Can",
+          "imagine",
+          "chip",
+          "plant",
+          "fab",
+          "connected",
+          "service",
+          "provider",
+          "doesn",
+          "make",
+          "sense",
+          "sovereign",
+          "data",
+          "centers",
+          "semi",
+          "custom",
+          "chips",
+          "apply",
+          "buy",
+          "systems",
+          "design",
+          "extremely",
+          "diverse",
+          "Instead",
+          "representing",
+          "hundreds",
+          "thousands",
+          "number",
+          "smaller",
+          "installations",
+          "continue",
+          "talk",
+          "physical",
+          "rest",
+          "100",
+          "industry",
+          "impacted",
+          "IT",
+          "30",
+          "years",
+          "segment",
+          "cluster",
+          "fast",
+          "share",
+          "We",
+          "fairly",
+          "unique",
+          "ability",
+          "serve",
+          "platform",
+          "built",
+          "vertically",
+          "integrated",
+          "works",
+          "disassemble",
+          "people",
+          "configuration",
+          "assemble",
+          "poorly",
+          "understood",
+          "small",
+          "compared",
+          "size",
+          "bigger",
+          "support",
+          "partner",
+          "helping",
+          "expand",
+          "capacity",
+          "greatly",
+          "coming",
+          "exposure",
+          "solution",
+          "Operator",
+          "Your",
+          "question",
+          "Muse",
+          "Cantor",
+          "Fitzgerald",
+          "line",
+          "open"
+        ],
+        "keywords": [
+          "Hyperscalers",
+          "AI Clouds",
+          "Data Center"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "07165cdd-0a09-5701-8661-e012f90558a6",
+      "type": "image",
+      "content": "\nThis second category, when I talk about physical AI and I talk about how the rest of the \\$100 trillion industry that has not been impacted by IT in the last 30 years, it's about to be impacted by AI, that is the segment that I'm talking about. The second cluster is growing incredibly fast. Our share of that, of course, is very, very large. We're fairly unique in our ability to be able to serve this industry. Our platform is built like it's vertically integrated, so that everything works. But when – then we disassemble it, so that people can build and buy it in the configuration they want and assemble it the way they like. Yeah. Good afternoon. Thank you for taking the question. You have Vera Rubin coming soon. And you, obviously, have great insight into coming updates to frontier models, new techniques to optimize around diverse AI workloads. With investors keenly focused on your market share in inference, how do you see Vera Rubin and your extreme co-engineering impacting your share of the inference market as we look into late 2026, 2027?0\n[images/image-4-This secon.jpg]\n",
+      "path": "images/image-4-This secon.jpg",
+      "metadata": {
+        "length": 1091,
+        "summary": "image-4\nThis second category, when I talk about physical AI and I talk about how the rest of the \\$100 trillion industry that has not been impacted by IT in the last 30 years, it's about to be impacted by AI, that is the segment that I'm talking about. The second cluster is growing incredibly fast. Our share of that, of course, is very, very large. We're fairly unique in our ability to be able to serve this industry. Our platform is built like it's vertically integrated, so that everything works. But when – then we disassemble it, so that people can build and buy it in the configuration they want and assemble it the way they like. Yeah. Good afternoon. Thank you for taking the question. You have Vera Rubin coming soon. And you, obviously, have great insight into coming updates to frontier models, new techniques to optimize around diverse AI workloads. With investors keenly focused on your market share in inference, how do you see Vera Rubin and your extreme co-engineering impacting your share of the inference market as we look into late 2026, 2027?0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "file_path": "images/image-4-This secon.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "a94ba201-3e21-5985-a478-46903f9cf880",
+      "type": "text",
+      "content": "Analyst, Cantor Fitzgerald & Co.\n\nThis second category, when I talk about physical AI and I talk about how the rest of the \\$100 trillion industry that has not been impacted by IT in the last 30 years, it's about to be impacted by AI, that is the segment that I'm talking about. The second cluster is growing incredibly fast. Our share of that, of course, is very, very large. We're fairly unique in our ability to be able to serve this industry. Our platform is built like it's vertically integrated, so that everything works. But when – then we disassemble it, so that people can build and buy it in the configuration they want and assemble it the way they like. Yeah. Good afternoon. Thank you for taking the question. You have Vera Rubin coming soon. And you, obviously, have great insight into coming updates to frontier models, new techniques to optimize around diverse AI workloads. With investors keenly focused on your market share in inference, how do you see Vera Rubin and your extreme co-engineering impacting your share of the inference market as we look into late 2026, 2027?0\n[images/image-4-This secon.jpg]\n\nYeah. Good afternoon. Thank you for taking the question. You have Vera Rubin coming soon. And you, obviously, have great insight into coming updates to frontier models, new techniques to optimize around diverse AI workloads. With investors keenly focused on your market share in inference, how do you see Vera Rubin and your extreme co-engineering impacting your share of the inference market as we look into late 2026, 2027?",
+      "path": "NVDA-Q1-2027-Earnings-Call-20-May-2026-5_00-PM-ET.pdf/QUESTION AND ANSWER SECTION/C.J. Muse",
+      "metadata": {
+        "length": 1550,
+        "summary": "The speaker discusses how physical AI is poised to impact the $100 trillion industry that has not been affected by IT in the last 30 years. This segment is growing rapidly, and the company has a large share due to its vertically integrated platform that can be disassembled for flexible configuration. In response to a question about Vera Rubin and extreme co-engineering, the speaker addresses how these advancements will affect the company's share in the inference market looking into late 2026 and 2027.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "tokens": [
+          "Analyst",
+          "Cantor",
+          "Fitzgerald",
+          "Co",
+          "This",
+          "category",
+          "talk",
+          "physical",
+          "AI",
+          "rest",
+          "100",
+          "trillion",
+          "industry",
+          "impacted",
+          "IT",
+          "30",
+          "years",
+          "segment",
+          "talking",
+          "The",
+          "cluster",
+          "growing",
+          "incredibly",
+          "fast",
+          "Our",
+          "share",
+          "large",
+          "We",
+          "fairly",
+          "unique",
+          "ability",
+          "serve",
+          "platform",
+          "built",
+          "vertically",
+          "integrated",
+          "works",
+          "But",
+          "disassemble",
+          "people",
+          "build",
+          "buy",
+          "configuration",
+          "assemble",
+          "Yeah",
+          "Good",
+          "afternoon",
+          "Thank",
+          "taking",
+          "question",
+          "You",
+          "Vera",
+          "Rubin",
+          "coming",
+          "And",
+          "great",
+          "insight",
+          "updates",
+          "frontier",
+          "models",
+          "techniques",
+          "optimize",
+          "diverse",
+          "workloads",
+          "With",
+          "investors",
+          "keenly",
+          "focused",
+          "market",
+          "inference",
+          "extreme",
+          "engineering",
+          "impacting",
+          "late",
+          "2026",
+          "2027"
+        ],
+        "keywords": [
+          "Physical AI",
+          "Inference Market",
+          "Vera Rubin"
+        ],
+        "connect_to": [
+          {
+            "target": "07165cdd-0a09-5701-8661-e012f90558a6",
+            "relation": "embeds",
+            "ref": "[images/image-4-This secon.jpg]",
+            "position": {
+              "start": 1092,
+              "end": 1123
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "44dfcf5f-6ca4-52b2-9cb6-6e6de465182e",
+      "type": "image",
+      "content": "\nAnalyst, Cantor Fitzgerald & Co. Well, we are growing share in inference and we're growing share in inference very, very quickly. And the reason for that is, this year, the number of frontier model companies grew. And so there's Cursor and Perplexity, and there's some new model companies TML and Reflection and the list goes on. And so the number of frontier model companies has grown.0\n[images/image-5-Analyst, C.jpg]\n",
+      "path": "images/image-5-Analyst, C.jpg",
+      "metadata": {
+        "length": 421,
+        "summary": "image-5\nAnalyst, Cantor Fitzgerald & Co. Well, we are growing share in inference and we're growing share in inference very, very quickly. And the reason for that is, this year, the number of frontier model companies grew. And so there's Cursor and Perplexity, and there's some new model companies TML and Reflection and the list goes on. And so the number of frontier model companies has grown.0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "file_path": "images/image-5-Analyst, C.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "70a3c18a-3a15-566b-a108-ddc11b5c6db1",
+      "type": "text",
+      "content": "Co-Founder, President, Chief Executive Officer & Director, NVIDIA Corp.\n\nAnalyst, Cantor Fitzgerald & Co. Well, we are growing share in inference and we're growing share in inference very, very quickly. And the reason for that is, this year, the number of frontier model companies grew. And so there's Cursor and Perplexity, and there's some new model companies TML and Reflection and the list goes on. And so the number of frontier model companies has grown.0\n[images/image-5-Analyst, C.jpg]\n\nWell, we are growing share in inference and we're growing share in inference very, very quickly. And the reason for that is, this year, the number of frontier model companies grew. And so there's Cursor and Perplexity, and there's some new model companies TML and Reflection and the list goes on. And so the number of frontier model companies has grown.\nAnd we added Anthropic to our partnership this year. They're expanding incredibly fast. We've partnered with them to secure computing capacity across Azure, AWS, CoreWeave. I forget who else we've already announced, but there's a whole list of others that we are bringing online for them. And so the amount of capacity that we're going to bring online for Anthropic this year and next year is going to be quite significant, very significant. And our coverage of Anthropic has been largely zero until just recently.\nAnd so we're gaining share tremendously fast in inference. Vera Rubin is going to be even more successful than Grace Blackwell at this point. Every single – I can't think of one, every single frontier model company will jump on Vera Rubin from the get go and that wasn't true before on Blackwell. And so Vera Rubin is off to a tremendous start, and it'll surely be more successful than even Grace Blackwell. So, I think the end of your answer, C.J., is that we're gaining share in inference.\nLet me go back again to the question that Ben was asking. Remember, so far, everything that I've just explained in the inference question is really focused on hyperscale. Remember, there's a whole second category of AI data centers that we serve almost uniquely. This segment is very fragmented, requires a really well-integrated platform solution and a very large go-to-market, and that segment, all of the inference, 100% of that, the vast majority of that is NVIDIA.\nAnd then, of course, physical AI. NVIDIA is practically the only company serving physical AI today, and we've been working on physical AI for a long time. And so, that is also growing. So, our share of inference is growing very quickly.\nOperator: Your next question comes from Timothy Arcuri with UBS. Your line is open.",
+      "path": "NVDA-Q1-2027-Earnings-Call-20-May-2026-5_00-PM-ET.pdf/QUESTION AND ANSWER SECTION/Jen Hsun Huang_3",
+      "metadata": {
+        "length": 2645,
+        "summary": "NVIDIA's Co-Founder and CEO discusses the company's rapid growth in AI inference market share. Key points include: the number of frontier model companies expanding (Cursor, Perplexity, TML, Reflection), new partnership with Anthropic providing computing capacity across Azure, AWS, and CoreWeave, and Vera Rubin expected to be more successful than Grace Blackwell. The CEO emphasizes NVIDIA's dominance in inference for hyperscale customers, unique position in fragmented AI data center segment, and leadership in physical AI.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "tokens": [
+          "Co",
+          "Founder",
+          "President",
+          "Chief",
+          "Executive",
+          "Officer",
+          "Director",
+          "NVIDIA",
+          "Corp",
+          "Analyst",
+          "Cantor",
+          "Fitzgerald",
+          "Well",
+          "growing",
+          "share",
+          "inference",
+          "quickly",
+          "And",
+          "reason",
+          "year",
+          "number",
+          "frontier",
+          "model",
+          "companies",
+          "grew",
+          "Cursor",
+          "Perplexity",
+          "TML",
+          "Reflection",
+          "list",
+          "grown.0",
+          "grown",
+          "added",
+          "Anthropic",
+          "partnership",
+          "They",
+          "expanding",
+          "incredibly",
+          "fast",
+          "We",
+          "ve",
+          "partnered",
+          "secure",
+          "computing",
+          "capacity",
+          "Azure",
+          "AWS",
+          "CoreWeave",
+          "forget",
+          "announced",
+          "bringing",
+          "online",
+          "amount",
+          "bring",
+          "significant",
+          "coverage",
+          "largely",
+          "recently",
+          "gaining",
+          "tremendously",
+          "Vera",
+          "Rubin",
+          "successful",
+          "Grace",
+          "Blackwell",
+          "point",
+          "Every",
+          "single",
+          "company",
+          "jump",
+          "wasn",
+          "true",
+          "tremendous",
+          "start",
+          "ll",
+          "surely",
+          "So",
+          "end",
+          "answer",
+          "Let",
+          "back",
+          "question",
+          "Ben",
+          "Remember",
+          "explained",
+          "focused",
+          "hyperscale",
+          "category",
+          "AI",
+          "data",
+          "centers",
+          "serve",
+          "uniquely",
+          "This",
+          "segment",
+          "fragmented",
+          "requires",
+          "integrated",
+          "platform",
+          "solution",
+          "large",
+          "market",
+          "100%",
+          "vast",
+          "majority",
+          "physical",
+          "practically",
+          "serving",
+          "today",
+          "working",
+          "long",
+          "time",
+          "Operator",
+          "Your",
+          "Timothy",
+          "Arcuri",
+          "UBS",
+          "line",
+          "open"
+        ],
+        "keywords": [
+          "NVIDIA",
+          "inference",
+          "AI"
+        ],
+        "connect_to": [
+          {
+            "target": "44dfcf5f-6ca4-52b2-9cb6-6e6de465182e",
+            "relation": "embeds",
+            "ref": "[images/image-5-Analyst, C.jpg]",
+            "position": {
+              "start": 461,
+              "end": 492
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "db69f90e-cfec-5e14-9773-f4167c0d746c",
+      "type": "image",
+      "content": "\nLet me go back again to the question that Ben was asking. Remember, so far, everything that I've just explained in the inference question is really focused on hyperscale. Remember, there's a whole second category of AI data centers that we serve almost uniquely. This segment is very fragmented, requires a really well-integrated platform solution and a very large go-to-market, and that segment, all of the inference, 100% of that, the vast majority of that is NVIDIA. Thanks a lot. Jensen, I wanted to ask about the traction you're getting with some of these custom merchant things. You're doing stuff like CPX and LPX. And I just wanted to ask and see sort of you've talked before about [ph] SaaS LPX (00:37:50) being, I think, 20% of the market. So, I would imagine you're getting pretty good traction with LPX. So, can you just talk about that and maybe also how that fits into your broader platform strategy? Thanks.0\n[images/image-6-Let me go .jpg]\n",
+      "path": "images/image-6-Let me go .jpg",
+      "metadata": {
+        "length": 957,
+        "summary": "image-6\nLet me go back again to the question that Ben was asking. Remember, so far, everything that I've just explained in the inference question is really focused on hyperscale. Remember, there's a whole second category of AI data centers that we serve almost uniquely. This segment is very fragmented, requires a really well-integrated platform solution and a very large go-to-market, and that segment, all of the inference, 100% of that, the vast majority of that is NVIDIA. Thanks a lot. Jensen, I wanted to ask about the traction you're getting with some of these custom merchant things. You're doing stuff like CPX and LPX. And I just wanted to ask and see sort of you've talked before about [ph] SaaS LPX (00:37:50) being, I think, 20% of the market. So, I would imagine you're getting pretty good traction with LPX. So, can you just talk about that and maybe also how that fits into your broader platform strategy? Thanks.0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "file_path": "images/image-6-Let me go .jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "22051198-a5c0-5751-ab63-f729b293ff76",
+      "type": "text",
+      "content": "Analyst, UBS Securities LLC\n\nLet me go back again to the question that Ben was asking. Remember, so far, everything that I've just explained in the inference question is really focused on hyperscale. Remember, there's a whole second category of AI data centers that we serve almost uniquely. This segment is very fragmented, requires a really well-integrated platform solution and a very large go-to-market, and that segment, all of the inference, 100% of that, the vast majority of that is NVIDIA. Thanks a lot. Jensen, I wanted to ask about the traction you're getting with some of these custom merchant things. You're doing stuff like CPX and LPX. And I just wanted to ask and see sort of you've talked before about [ph] SaaS LPX (00:37:50) being, I think, 20% of the market. So, I would imagine you're getting pretty good traction with LPX. So, can you just talk about that and maybe also how that fits into your broader platform strategy? Thanks.0\n[images/image-6-Let me go .jpg]\n\nThanks a lot. Jensen, I wanted to ask about the traction you're getting with some of these custom merchant things. You're doing stuff like CPX and LPX. And I just wanted to ask and see sort of you've talked before about [ph] SaaS LPX (00:37:50) being, I think, 20% of the market. So, I would imagine you're getting pretty good traction with LPX. So, can you just talk about that and maybe also how that fits into your broader platform strategy? Thanks.",
+      "path": "NVDA-Q1-2027-Earnings-Call-20-May-2026-5_00-PM-ET.pdf/QUESTION AND ANSWER SECTION/Timothy Arcuri",
+      "metadata": {
+        "length": 1438,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "tokens": [
+          "Analyst",
+          "UBS",
+          "Securities",
+          "LLC",
+          "Let",
+          "back",
+          "question",
+          "Ben",
+          "Remember",
+          "ve",
+          "explained",
+          "inference",
+          "focused",
+          "hyperscale",
+          "category",
+          "AI",
+          "data",
+          "centers",
+          "serve",
+          "uniquely",
+          "This",
+          "segment",
+          "fragmented",
+          "requires",
+          "integrated",
+          "platform",
+          "solution",
+          "large",
+          "market",
+          "100%",
+          "vast",
+          "majority",
+          "NVIDIA",
+          "Thanks",
+          "lot",
+          "Jensen",
+          "wanted",
+          "traction",
+          "custom",
+          "merchant",
+          "things",
+          "You",
+          "stuff",
+          "CPX",
+          "LPX",
+          "And",
+          "sort",
+          "talked",
+          "ph",
+          "SaaS",
+          "00",
+          "37",
+          "50",
+          "20%",
+          "So",
+          "imagine",
+          "pretty",
+          "good",
+          "talk",
+          "fits",
+          "broader",
+          "strategy",
+          "Thanks.0"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "db69f90e-cfec-5e14-9773-f4167c0d746c",
+            "relation": "embeds",
+            "ref": "[images/image-6-Let me go .jpg]",
+            "position": {
+              "start": 953,
+              "end": 984
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "8253a6a6-cc73-56e8-8796-28c9bf6003c0",
+      "type": "text",
+      "content": "Co-Founder, President, Chief Executive Officer & Director, NVIDIA Corp.\nA\nThe LPX is designed for low latency and high token rate, but its throughput is low. Its model size capacity is low. And its context processing, its ability to absorb a lot of context, for example, for software coding, for agentic workloads, its ability to absorb a great deal of context is lower. And so the challenge is simply – and I've explained before that the use case for LPX is not broad. It's intended for somebody who has a fairly large portfolio of different types of token services. And for the high token rate, maybe these services are quite premium and the number of customers is not significant, but the token rate is very high. And so, that remains exactly consistent with what I've said before. And I still expect that. And so I expect that LPX and other SRAM-based, decode-focused, high token rate generated focused accelerators will be a niche product for some time to come.\nAs you know, Grace Blackwell and Vera Rubin, we support the entire life cycle of AI from the data processing, preparing for training, okay, data processing to pre-training, to post-training, reinforcement learning, all the way to inference, Grace Blackwell is the best platform in the world to do all of that. And if we insert certain circumstances, so long as the customer – the provider already has a high token rate service that they can offer, then we can tack on an LPX and they could deliver that service even better. And so that's how I see the market.\nAnd I think whether it's 20% or 10%, just depends on where we are in the development of AI. I think today, it's a lot less than 20%. Someday, these premium tokens could be 20%. And we're ready to work with the service providers to enable this capability. I'm excited about it.\nOperator: Your next question comes from Vivek Arya with Bank of America Securities. Your line is open.",
+      "path": "NVDA-Q1-2027-Earnings-Call-20-May-2026-5_00-PM-ET.pdf/QUESTION AND ANSWER SECTION/Jen Hsun Huang_4",
+      "metadata": {
+        "length": 1906,
+        "summary": "The speaker discusses the LPX accelerator, designed for low latency and high token rate but with low throughput and limited context processing. It is a niche product for premium token services with few customers. In contrast, Grace Blackwell and Vera Rubin support the full AI lifecycle. The speaker estimates LPX's market share is currently less than 20% but could grow to 20% in the future as AI develops.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "tokens": [
+          "Co",
+          "Founder",
+          "President",
+          "Chief",
+          "Executive",
+          "Officer",
+          "Director",
+          "NVIDIA",
+          "Corp",
+          "The",
+          "LPX",
+          "designed",
+          "low",
+          "latency",
+          "high",
+          "token",
+          "rate",
+          "throughput",
+          "Its",
+          "model",
+          "size",
+          "capacity",
+          "And",
+          "context",
+          "processing",
+          "ability",
+          "absorb",
+          "lot",
+          "software",
+          "coding",
+          "agentic",
+          "workloads",
+          "great",
+          "deal",
+          "lower",
+          "challenge",
+          "simply",
+          "ve",
+          "explained",
+          "case",
+          "broad",
+          "It",
+          "intended",
+          "fairly",
+          "large",
+          "portfolio",
+          "types",
+          "services",
+          "premium",
+          "number",
+          "customers",
+          "significant",
+          "remains",
+          "consistent",
+          "expect",
+          "SRAM",
+          "based",
+          "decode",
+          "focused",
+          "generated",
+          "accelerators",
+          "niche",
+          "product",
+          "time",
+          "As",
+          "Grace",
+          "Blackwell",
+          "Vera",
+          "Rubin",
+          "support",
+          "entire",
+          "life",
+          "cycle",
+          "AI",
+          "data",
+          "preparing",
+          "training",
+          "pre",
+          "post",
+          "reinforcement",
+          "learning",
+          "inference",
+          "platform",
+          "world",
+          "insert",
+          "circumstances",
+          "long",
+          "customer",
+          "provider",
+          "service",
+          "offer",
+          "tack",
+          "deliver",
+          "market",
+          "20%",
+          "10%",
+          "depends",
+          "development",
+          "today",
+          "Someday",
+          "tokens",
+          "ready",
+          "work",
+          "providers",
+          "enable",
+          "capability",
+          "excited",
+          "Operator",
+          "Your",
+          "question",
+          "Vivek",
+          "Arya",
+          "Bank",
+          "America",
+          "Securities",
+          "line",
+          "open"
+        ],
+        "keywords": [
+          "LPX",
+          "NVIDIA",
+          "AI Inference"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "cfaec787-8b5f-5058-9adc-be41676a0dd7",
+      "type": "text",
+      "content": "Analyst, BofA Securities, Inc.\nQ\nThanks for taking my question. Jensen, there's a lot of excitement around CPU for agentic applications and just a lot of noise around the number of CPUs actually exceeding the number of GPUs. And I was just hoping that you could kind of give your perspective that, first of all, is this an incremental workload? Is this kind of cannibalizing what the GPU would have done otherwise?\nAnd then, secondly, the \\$20 billion number that you gave, is that for standalone Vera CPUs, or is that kind of already included in that Vera as part of Vera Rubin? So just if you could educate us on the role of CPU versus GPU. Is it cannibalistic? Is it incremental? And then, the \\$20 billion number, how to kind of put that in context with what you sell, right, which is usually the CPU as part of the GPU. Thank you.",
+      "path": "NVDA-Q1-2027-Earnings-Call-20-May-2026-5_00-PM-ET.pdf/QUESTION AND ANSWER SECTION/Vivek Arya",
+      "metadata": {
+        "length": 835,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "tokens": [
+          "Analyst",
+          "BofA",
+          "Securities",
+          "Inc",
+          "Thanks",
+          "taking",
+          "question",
+          "Jensen",
+          "lot",
+          "excitement",
+          "CPU",
+          "agentic",
+          "applications",
+          "noise",
+          "number",
+          "CPUs",
+          "exceeding",
+          "GPUs",
+          "And",
+          "hoping",
+          "kind",
+          "give",
+          "perspective",
+          "incremental",
+          "workload",
+          "Is",
+          "cannibalizing",
+          "GPU",
+          "20",
+          "billion",
+          "gave",
+          "standalone",
+          "Vera",
+          "included",
+          "part",
+          "Rubin",
+          "So",
+          "educate",
+          "role",
+          "versus",
+          "cannibalistic",
+          "put",
+          "context",
+          "sell",
+          "Thank"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "5cd16c58-949e-5475-9635-3daf4786eb69",
+      "type": "text",
+      "content": "Co-Founder, President, Chief Executive Officer & Director, NVIDIA Corp.\nA\nThe \\$20 billion is for standalone CPU. And remember, we have Vera is used in three ways, as a standalone – four ways, as a – let me just start with the one that you already know. The first way is Vera Rubin. And we'll sell millions of Rubins, and every two of them is connected to a Vera. And of course, we price those too. And they're properly priced. And so that's number one use case.\nThe second use case is Vera standalone CPU. The third is Vera with CX9 and the software stack for storage. And then Vera in a – with CX9 with a software stack for security and compute isolation and confidential computing. Okay? So each one of those use cases is built on Vera. And my sense is that we'll be supply constrained throughout the entire life of Vera Rubin. There are four different use cases of it. And – but anyhow, the answer to your question is of the \\$20 billion is a standalone.\nWith respect to CPUs, an agent is essentially what people call a harness. And the agent has a harness that does the – and the harness could be OpenClaw, it could be Hermes. Claude Code is essentially a harness around Claude, around the Opus model. OpenAI's Codex is a harness around the GPT-5.5 model. And so these are harnesses, and these harnesses provide for things like IO, orchestration, memory management, tool use, connected to tools, for example, browsers and things like that, C compilers, Python compilers. And so, the harness runs on CPU and the tool use runs on CPUs. For example, if the AI were to do a search or do a browser, use a browser, that would run on the CPU.\nThe world has 1 billion users, human users. My sense is that the world is going to have billions of agents. Not today. I mean, we're going to grow into it. But it will have billions of agents and those billions of agents will all use tools. And those tools are going to be like PCs. Just like us humans using PCs today, in the future, you'll have an agent using PC.\nAnd so, if you kind of think along the lines of in the future, you pick your favorite number of agents at the moment, at the moment, call it, a few hundred thousand, but in the future, call it, eventually a few billion, I could imagine them all using – effectively having PCs that they can all use.\nEvery one of those agents are going to spin off sub-agents. And every time they spin these off, you're going to need to do inference. That's where the thinking happens. All of the thinking happens on GPUs. All of the orchestration essentially runs on CPUs and the sub-agents, when they're spun off, when they're thinking, they use GPUs.\nWhenever the agents use simulators, those can run on CPUs or GPUs, which is the reason why we're working so closely with Cadence and Synopsys to accelerate all of the world's tools. We're accelerating all of the world's tools and data processing engines and database engines because agents use these tools and they have lower patience – tolerance than humans, and they want things to happen quickly.\nAnd so we're accelerating all of the world's tools so that it runs on CUDA. And you could see us doing that, when I work with Cadence and Synopsys and Siemens and companies – and Adobe, that's because we're trying to get all of the world's tools to run on GPUs, because they already have GPUs and it's a lot faster.\nSo, we're going to need a lot more CPUs, and Vera was designed to be an agentic CPU. The CPUs of the past were designed to have many cores, so that it could be easily rentable. People rented cores. Well, agents don't rent cores. They just want the work to be done fast. The economics of the past was dollars per core. That's the economics of cloud computing of the past. The economics of AI of the future is tokens per dollar or dollars per token. And so, what we need to do in the future is to generate tokens, process tokens as fast as possible. And that's what Vera does incredibly well.\nSo we're expecting to be very successful with Vera. But ultimately, what we're doing is we're building infrastructure for AI and it needs incredibly great storage. That's the reason why we built STX. It needs incredibly good networking. That's why we have Spectrum-X. It needs incredibly great GPUs, of course, and inferencing ability. That's the reason why NVLink 72. It needs incredibly great security and confidential computing, which is the reason why Vera Rubin is the world's first platform with end-to-end confidential computing. And it needs great CPUs. We've got it all covered.\nOperator: Your next question comes from Stacy Rasgon with Bernstein Research. Your line is open.",
+      "path": "NVDA-Q1-2027-Earnings-Call-20-May-2026-5_00-PM-ET.pdf/QUESTION AND ANSWER SECTION/Jen Hsun Huang_5",
+      "metadata": {
+        "length": 4634,
+        "summary": "The speaker discusses NVIDIA's Vera CPU designed for AI agents, highlighting four use cases: with Vera Rubin GPUs, standalone, with CX9 for storage, and for security. They contrast past CPU economics (dollars per core) with future AI economics (dollars per token), emphasizing Vera's speed for token processing. Billions of future agents will use CPUs for orchestration and tools, while GPUs handle inference. NVIDIA is accelerating tools on CUDA and building complete AI infrastructure including GPUs, networking, storage, and security.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "tokens": [
+          "Co",
+          "Founder",
+          "President",
+          "Chief",
+          "Executive",
+          "Officer",
+          "Director",
+          "NVIDIA",
+          "Corp",
+          "The",
+          "20",
+          "billion",
+          "standalone",
+          "CPU",
+          "And",
+          "remember",
+          "Vera",
+          "ways",
+          "start",
+          "Rubin",
+          "ll",
+          "sell",
+          "millions",
+          "Rubins",
+          "connected",
+          "price",
+          "properly",
+          "priced",
+          "number",
+          "case",
+          "CX9",
+          "software",
+          "stack",
+          "storage",
+          "security",
+          "compute",
+          "isolation",
+          "confidential",
+          "computing",
+          "Okay",
+          "So",
+          "cases",
+          "built",
+          "sense",
+          "supply",
+          "constrained",
+          "entire",
+          "life",
+          "There",
+          "answer",
+          "question",
+          "With",
+          "respect",
+          "CPUs",
+          "agent",
+          "essentially",
+          "people",
+          "call",
+          "harness",
+          "OpenClaw",
+          "Hermes",
+          "Claude",
+          "Code",
+          "Opus",
+          "model",
+          "OpenAI",
+          "Codex",
+          "GPT",
+          "5.5",
+          "harnesses",
+          "provide",
+          "things",
+          "IO",
+          "orchestration",
+          "memory",
+          "management",
+          "tool",
+          "tools",
+          "browsers",
+          "compilers",
+          "Python",
+          "runs",
+          "For",
+          "AI",
+          "search",
+          "browser",
+          "run",
+          "world",
+          "users",
+          "human",
+          "My",
+          "billions",
+          "agents",
+          "Not",
+          "today",
+          "grow",
+          "But",
+          "PCs",
+          "Just",
+          "humans",
+          "future",
+          "PC",
+          "kind",
+          "lines",
+          "pick",
+          "favorite",
+          "moment",
+          "hundred",
+          "thousand",
+          "eventually",
+          "imagine",
+          "effectively",
+          "Every",
+          "spin",
+          "time",
+          "inference",
+          "That",
+          "thinking",
+          "All",
+          "GPUs",
+          "spun",
+          "Whenever",
+          "simulators",
+          "reason",
+          "working",
+          "closely",
+          "Cadence",
+          "Synopsys",
+          "accelerate",
+          "We",
+          "accelerating",
+          "data",
+          "processing",
+          "engines",
+          "database",
+          "lower",
+          "patience",
+          "tolerance",
+          "happen",
+          "quickly",
+          "CUDA",
+          "work",
+          "Siemens",
+          "companies",
+          "Adobe",
+          "lot",
+          "faster",
+          "designed",
+          "agentic",
+          "past",
+          "cores",
+          "easily",
+          "rentable",
+          "People",
+          "rented",
+          "Well",
+          "don",
+          "rent",
+          "They",
+          "fast",
+          "economics",
+          "dollars",
+          "core",
+          "cloud",
+          "tokens",
+          "dollar",
+          "token",
+          "generate",
+          "process",
+          "incredibly",
+          "expecting",
+          "successful",
+          "ultimately",
+          "building",
+          "infrastructure",
+          "great",
+          "STX",
+          "It",
+          "good",
+          "networking",
+          "Spectrum",
+          "inferencing",
+          "ability",
+          "NVLink",
+          "72",
+          "platform",
+          "end",
+          "ve",
+          "covered",
+          "Operator",
+          "Your",
+          "Stacy",
+          "Rasgon",
+          "Bernstein",
+          "Research",
+          "line",
+          "open"
+        ],
+        "keywords": [
+          "Vera CPU",
+          "AI agents",
+          "GPU inference"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "b55d1ab8-f2ac-5507-b424-115803b5f041",
+      "type": "image",
+      "content": "\nSo, we're going to need a lot more CPUs, and Vera was designed to be an agentic CPU. The CPUs of the past were designed to have many cores, so that it could be easily rentable. People rented cores. Well, agents don't rent cores. They just want the work to be done fast. The economics of the past was dollars per core. That's the economics of cloud computing of the past. The economics of AI of the future is tokens per dollar or dollars per token. And so, what we need to do in the future is to generate tokens, process tokens as fast as possible. And that's what Vera does incredibly well. Hi, guys. Thanks for taking my question. I wanted to go back to the segmentation. So, first of all, I'm just curious, where do you put the neo clouds across those two segments? Are they in hyperscale or are they in the AI cloud?0\n[images/image-7-So, we're .jpg]\n",
+      "path": "images/image-7-So, we're .jpg",
+      "metadata": {
+        "length": 854,
+        "summary": "image-7\nSo, we're going to need a lot more CPUs, and Vera was designed to be an agentic CPU. The CPUs of the past were designed to have many cores, so that it could be easily rentable. People rented cores. Well, agents don't rent cores. They just want the work to be done fast. The economics of the past was dollars per core. That's the economics of cloud computing of the past. The economics of AI of the future is tokens per dollar or dollars per token. And so, what we need to do in the future is to generate tokens, process tokens as fast as possible. And that's what Vera does incredibly well. Hi, guys. Thanks for taking my question. I wanted to go back to the segmentation. So, first of all, I'm just curious, where do you put the neo clouds across those two segments? Are they in hyperscale or are they in the AI cloud?0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "file_path": "images/image-7-So, we're .jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "741fe289-b9e9-5b33-8e25-4ffa221ee55f",
+      "type": "text",
+      "content": "Analyst, Bernstein Research\n\nSo, we're going to need a lot more CPUs, and Vera was designed to be an agentic CPU. The CPUs of the past were designed to have many cores, so that it could be easily rentable. People rented cores. Well, agents don't rent cores. They just want the work to be done fast. The economics of the past was dollars per core. That's the economics of cloud computing of the past. The economics of AI of the future is tokens per dollar or dollars per token. And so, what we need to do in the future is to generate tokens, process tokens as fast as possible. And that's what Vera does incredibly well. Hi, guys. Thanks for taking my question. I wanted to go back to the segmentation. So, first of all, I'm just curious, where do you put the neo clouds across those two segments? Are they in hyperscale or are they in the AI cloud?0\n[images/image-7-So, we're .jpg]\n\nHi, guys. Thanks for taking my question. I wanted to go back to the segmentation. So, first of all, I'm just curious, where do you put the neo clouds across those two segments? Are they in hyperscale or are they in the AI cloud?\nPart of me assumes the latter, but I'm not so sure. And then, by just looking...",
+      "path": "NVDA-Q1-2027-Earnings-Call-20-May-2026-5_00-PM-ET.pdf/QUESTION AND ANSWER SECTION/Stacy A. Rasgon",
+      "metadata": {
+        "length": 1192,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "tokens": [
+          "Analyst",
+          "Bernstein",
+          "Research",
+          "So",
+          "lot",
+          "CPUs",
+          "Vera",
+          "designed",
+          "agentic",
+          "CPU",
+          "The",
+          "past",
+          "cores",
+          "easily",
+          "rentable",
+          "People",
+          "rented",
+          "Well",
+          "agents",
+          "don",
+          "rent",
+          "They",
+          "work",
+          "fast",
+          "economics",
+          "dollars",
+          "core",
+          "That",
+          "cloud",
+          "computing",
+          "AI",
+          "future",
+          "tokens",
+          "dollar",
+          "token",
+          "And",
+          "generate",
+          "process",
+          "incredibly",
+          "Hi",
+          "guys",
+          "Thanks",
+          "taking",
+          "question",
+          "wanted",
+          "back",
+          "segmentation",
+          "curious",
+          "put",
+          "neo",
+          "clouds",
+          "segments",
+          "Are",
+          "hyperscale",
+          "Part",
+          "assumes"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "b55d1ab8-f2ac-5507-b424-115803b5f041",
+            "relation": "embeds",
+            "ref": "[images/image-7-So, we're .jpg]",
+            "position": {
+              "start": 850,
+              "end": 881
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "d02181e2-f4c6-5dab-a70b-f016daa165ba",
+      "type": "image",
+      "content": "\nHi, guys. Thanks for taking my question. I wanted to go back to the segmentation. So, first of all, I'm just curious, where do you put the neo clouds across those two segments? Are they in hyperscale or are they in the AI cloud? Correct.0\n[images/image-8-Hi, guys. .jpg]\n",
+      "path": "images/image-8-Hi, guys. .jpg",
+      "metadata": {
+        "length": 272,
+        "summary": "image-8\nHi, guys. Thanks for taking my question. I wanted to go back to the segmentation. So, first of all, I'm just curious, where do you put the neo clouds across those two segments? Are they in hyperscale or are they in the AI cloud? Correct.0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "file_path": "images/image-8-Hi, guys. .jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "74ff6db0-19d5-5517-b056-be0f86f008e4",
+      "type": "text",
+      "content": "Co-Founder, President, Chief Executive Officer & Director, NVIDIA Corp.\n\nHi, guys. Thanks for taking my question. I wanted to go back to the segmentation. So, first of all, I'm just curious, where do you put the neo clouds across those two segments? Are they in hyperscale or are they in the AI cloud? Correct.0\n[images/image-8-Hi, guys. .jpg]\n\nCorrect.",
+      "path": "NVDA-Q1-2027-Earnings-Call-20-May-2026-5_00-PM-ET.pdf/QUESTION AND ANSWER SECTION/Jen Hsun Huang_6",
+      "metadata": {
+        "length": 353,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "tokens": [
+          "Co",
+          "Founder",
+          "President",
+          "Chief",
+          "Executive",
+          "Officer",
+          "Director",
+          "NVIDIA",
+          "Corp",
+          "Hi",
+          "guys",
+          "Thanks",
+          "taking",
+          "question",
+          "wanted",
+          "back",
+          "segmentation",
+          "So",
+          "curious",
+          "put",
+          "neo",
+          "clouds",
+          "segments",
+          "Are",
+          "hyperscale",
+          "AI",
+          "cloud",
+          "Correct.0",
+          "Correct"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "d02181e2-f4c6-5dab-a70b-f016daa165ba",
+            "relation": "embeds",
+            "ref": "[images/image-8-Hi, guys. .jpg]",
+            "position": {
+              "start": 312,
+              "end": 343
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "419bb53b-766a-578f-ab19-a89dbb2d071c",
+      "type": "image",
+      "content": "\nCo-Founder, President, Chief Executive Officer & Director, NVIDIA Corp. ...at the magnitude of them, I mean, they're both about the same magnitude now. It almost sounded to me like you were suggesting that you thought the latter, the AI cloud would grow faster, maybe going forward than hyperscale. Is that what you were trying to say? Or do you see like the same kind of growth coming from both segments?0\n[images/image-9-Co-Founder.jpg]\n",
+      "path": "images/image-9-Co-Founder.jpg",
+      "metadata": {
+        "length": 440,
+        "summary": "image-9\nCo-Founder, President, Chief Executive Officer & Director, NVIDIA Corp. ...at the magnitude of them, I mean, they're both about the same magnitude now. It almost sounded to me like you were suggesting that you thought the latter, the AI cloud would grow faster, maybe going forward than hyperscale. Is that what you were trying to say? Or do you see like the same kind of growth coming from both segments?0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "file_path": "images/image-9-Co-Founder.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "3e5e8808-8362-5967-a07b-f3ccc71100af",
+      "type": "text",
+      "content": "Analyst, Bernstein Research\n\nCo-Founder, President, Chief Executive Officer & Director, NVIDIA Corp. ...at the magnitude of them, I mean, they're both about the same magnitude now. It almost sounded to me like you were suggesting that you thought the latter, the AI cloud would grow faster, maybe going forward than hyperscale. Is that what you were trying to say? Or do you see like the same kind of growth coming from both segments?0\n[images/image-9-Co-Founder.jpg]\n\n...at the magnitude of them, I mean, they're both about the same magnitude now. It almost sounded to me like you were suggesting that you thought the latter, the AI cloud would grow faster, maybe going forward than hyperscale. Is that what you were trying to say? Or do you see like the same kind of growth coming from both segments?",
+      "path": "NVDA-Q1-2027-Earnings-Call-20-May-2026-5_00-PM-ET.pdf/QUESTION AND ANSWER SECTION/Stacy A. Rasgon_2",
+      "metadata": {
+        "length": 802,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "tokens": [
+          "Analyst",
+          "Bernstein",
+          "Research",
+          "Co",
+          "Founder",
+          "President",
+          "Chief",
+          "Executive",
+          "Officer",
+          "Director",
+          "NVIDIA",
+          "Corp",
+          "magnitude",
+          "It",
+          "sounded",
+          "suggesting",
+          "thought",
+          "AI",
+          "cloud",
+          "grow",
+          "faster",
+          "forward",
+          "hyperscale",
+          "Is",
+          "Or",
+          "kind",
+          "growth",
+          "coming",
+          "segments"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "419bb53b-766a-578f-ab19-a89dbb2d071c",
+            "relation": "embeds",
+            "ref": "[images/image-9-Co-Founder.jpg]",
+            "position": {
+              "start": 436,
+              "end": 467
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "efd5eb5a-1470-51e9-83eb-e1ec17d7ad24",
+      "type": "image",
+      "content": "\nAnalyst, Bernstein Research First of all, you're correct that AI native clouds. AI native clouds don't build chips – don't design their own chips and they can't really assemble unrelated parts together into an AI factory. And their patience, their tolerance for time to first token is extremely low. And their need for an architecture that has a great deal of offtake, so that it runs every model has customers from everywhere, is incredibly high. And so that's the reason why NVIDIA's architecture is so perfect for them.0\n[images/image-10-Analyst, B.jpg]\n",
+      "path": "images/image-10-Analyst, B.jpg",
+      "metadata": {
+        "length": 558,
+        "summary": "image-10\nAnalyst, Bernstein Research First of all, you're correct that AI native clouds. AI native clouds don't build chips – don't design their own chips and they can't really assemble unrelated parts together into an AI factory. And their patience, their tolerance for time to first token is extremely low. And their need for an architecture that has a great deal of offtake, so that it runs every model has customers from everywhere, is incredibly high. And so that's the reason why NVIDIA's architecture is so perfect for them.0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "file_path": "images/image-10-Analyst, B.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "b82f3592-70ed-5749-8c6d-9aa1c3c234d4",
+      "type": "text",
+      "content": "Co-Founder, President, Chief Executive Officer & Director, NVIDIA Corp.\n\nAnalyst, Bernstein Research First of all, you're correct that AI native clouds. AI native clouds don't build chips – don't design their own chips and they can't really assemble unrelated parts together into an AI factory. And their patience, their tolerance for time to first token is extremely low. And their need for an architecture that has a great deal of offtake, so that it runs every model has customers from everywhere, is incredibly high. And so that's the reason why NVIDIA's architecture is so perfect for them.0\n[images/image-10-Analyst, B.jpg]\n\nFirst of all, you're correct that AI native clouds. AI native clouds don't build chips – don't design their own chips and they can't really assemble unrelated parts together into an AI factory. And their patience, their tolerance for time to first token is extremely low. And their need for an architecture that has a great deal of offtake, so that it runs every model has customers from everywhere, is incredibly high. And so that's the reason why NVIDIA's architecture is so perfect for them.\nWe offer every component and whatever we don't offer, our ecosystems of partners offer it. And it's all fully integrated. It all works together. The number of customers that could rent it from an AI native is incredibly high, basically, every single AI builder, every AI native startup around the world, SaaS companies, enterprise companies, industrial companies.\nAnd so, our computing – our architecture is the most rentable of any computing platform in the world. So it's the most performant. It's the easiest to put together. It's the most rentable. Has the best TCO. And it's the easiest to finance. And so all of those properties are quite unique to the needs of AI natives. It's in the second category. They're very similar to even OEMs and so on and so forth, large enterprises and so forth, surprisingly. Okay? So we put that in the second category.\nIf you look at that segment, it started growing after the AI ecosystem developed in the hyperscale. Hyperscale developed AI first for a lot of reasons. They have great computer science. They have excellent data center capability. And they also focus largely on consumer applications, which, if not perfect, is not the end of the world. It enhances the service, so long as it enhances the service.\nAnd so for many of the other applications, industrial applications, enterprise applications, until the AI is very capable and does really productive work and does it safely, and it could do it in a way that can actually generate impact and income, it doesn't really get used. And so you expect the second category to develop slower than hyperscale, and you could see that in the numbers.\nHowever, long term, if you look at industrial and enterprise, clearly, that's where future economics is going to be, because it represents some \\$50 trillion, \\$80 trillion of the world's economy. And it's going to be larger than that because of AI. And so I expect the second category to be larger over time, both in the near term, over the next several years. I think it's a foregone conclusion, both are going to grow incredibly fast. I expect the second category to still grow faster, but both are going to grow incredibly fast. And then, I'm hoping that within the next five years, physical AI and robotics segment is going to grow incredibly fast.\nOperator: Your next question comes from Jim Schneider with Goldman Sachs. Your line is open.",
+      "path": "NVDA-Q1-2027-Earnings-Call-20-May-2026-5_00-PM-ET.pdf/QUESTION AND ANSWER SECTION/Jen Hsun Huang_7",
+      "metadata": {
+        "length": 3515,
+        "summary": "The speaker discusses how AI native clouds rely on NVIDIA's architecture because they don't design their own chips and need high performance, easy integration, and broad rentability. NVIDIA's platform is described as the most performant, rentable, and cost-effective for these clouds. The second category of customers (enterprises and industrial) is expected to grow slower than hyperscale but will become larger over time, representing significant economic value. The speaker predicts both segments will grow rapidly, with physical AI and robotics accelerating within five years.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "tokens": [
+          "Co",
+          "Founder",
+          "President",
+          "Chief",
+          "Executive",
+          "Officer",
+          "Director",
+          "NVIDIA",
+          "Corp",
+          "Analyst",
+          "Bernstein",
+          "Research",
+          "First",
+          "correct",
+          "AI",
+          "native",
+          "clouds",
+          "don",
+          "build",
+          "chips",
+          "design",
+          "assemble",
+          "unrelated",
+          "parts",
+          "factory",
+          "And",
+          "patience",
+          "tolerance",
+          "time",
+          "token",
+          "extremely",
+          "low",
+          "architecture",
+          "great",
+          "deal",
+          "offtake",
+          "runs",
+          "model",
+          "customers",
+          "incredibly",
+          "high",
+          "reason",
+          "perfect",
+          "them.0",
+          "We",
+          "offer",
+          "component",
+          "ecosystems",
+          "partners",
+          "fully",
+          "integrated",
+          "It",
+          "works",
+          "The",
+          "number",
+          "rent",
+          "basically",
+          "single",
+          "builder",
+          "startup",
+          "world",
+          "SaaS",
+          "companies",
+          "enterprise",
+          "industrial",
+          "computing",
+          "rentable",
+          "platform",
+          "So",
+          "performant",
+          "easiest",
+          "put",
+          "Has",
+          "TCO",
+          "finance",
+          "properties",
+          "unique",
+          "natives",
+          "category",
+          "They",
+          "similar",
+          "OEMs",
+          "large",
+          "enterprises",
+          "surprisingly",
+          "Okay",
+          "If",
+          "segment",
+          "started",
+          "growing",
+          "ecosystem",
+          "developed",
+          "hyperscale",
+          "Hyperscale",
+          "lot",
+          "reasons",
+          "computer",
+          "science",
+          "excellent",
+          "data",
+          "center",
+          "capability",
+          "focus",
+          "largely",
+          "consumer",
+          "applications",
+          "end",
+          "enhances",
+          "service",
+          "long",
+          "capable",
+          "productive",
+          "work",
+          "safely",
+          "generate",
+          "impact",
+          "income",
+          "doesn",
+          "expect",
+          "develop",
+          "slower",
+          "numbers",
+          "However",
+          "term",
+          "future",
+          "economics",
+          "represents",
+          "50",
+          "trillion",
+          "80",
+          "economy",
+          "larger",
+          "years",
+          "foregone",
+          "conclusion",
+          "grow",
+          "fast",
+          "faster",
+          "hoping",
+          "physical",
+          "robotics",
+          "Operator",
+          "Your",
+          "question",
+          "Jim",
+          "Schneider",
+          "Goldman",
+          "Sachs",
+          "line",
+          "open"
+        ],
+        "keywords": [
+          "AI native clouds",
+          "NVIDIA architecture",
+          "enterprise AI"
+        ],
+        "connect_to": [
+          {
+            "target": "efd5eb5a-1470-51e9-83eb-e1ec17d7ad24",
+            "relation": "embeds",
+            "ref": "[images/image-10-Analyst, B.jpg]",
+            "position": {
+              "start": 597,
+              "end": 629
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "5bdff50c-ec55-520d-ac0a-40148bc4b48c",
+      "type": "image",
+      "content": "\nAnd so for many of the other applications, industrial applications, enterprise applications, until the AI is very capable and does really productive work and does it safely, and it could do it in a way that can actually generate impact and income, it doesn't really get used. And so you expect the second category to develop slower than hyperscale, and you could see that in the numbers. Good afternoon. Thanks for taking my question. Back at GTC, I believe you discussed \\$1 trillion visibility into both your Rubin and Blackwell platform revenue. But I believe that excluded things like LPX, Rubin CPX and the Vera CPU racks. Can you maybe give us a sense about whether the Vera CPUs are going to be the biggest source of upside above and beyond that \\$1 trillion? Are you contemplating other sort of combinations of products, including CPUs that would allow you to gain an even greater share of that total TAM? Thank you.0\n[images/image-11-And so for.jpg]\n",
+      "path": "images/image-11-And so for.jpg",
+      "metadata": {
+        "length": 960,
+        "summary": "image-11\nAnd so for many of the other applications, industrial applications, enterprise applications, until the AI is very capable and does really productive work and does it safely, and it could do it in a way that can actually generate impact and income, it doesn't really get used. And so you expect the second category to develop slower than hyperscale, and you could see that in the numbers. Good afternoon. Thanks for taking my question. Back at GTC, I believe you discussed \\$1 trillion visibility into both your Rubin and Blackwell platform revenue. But I believe that excluded things like LPX, Rubin CPX and the Vera CPU racks. Can you maybe give us a sense about whether the Vera CPUs are going to be the biggest source of upside above and beyond that \\$1 trillion? Are you contemplating other sort of combinations of products, including CPUs that would allow you to gain an even greater share of that total TAM? Thank you.0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "file_path": "images/image-11-And so for.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "99466b4b-88ae-58bd-907e-9060eba7723f",
+      "type": "text",
+      "content": "Analyst, Goldman Sachs & Co. LLC\n\nAnd so for many of the other applications, industrial applications, enterprise applications, until the AI is very capable and does really productive work and does it safely, and it could do it in a way that can actually generate impact and income, it doesn't really get used. And so you expect the second category to develop slower than hyperscale, and you could see that in the numbers. Good afternoon. Thanks for taking my question. Back at GTC, I believe you discussed \\$1 trillion visibility into both your Rubin and Blackwell platform revenue. But I believe that excluded things like LPX, Rubin CPX and the Vera CPU racks. Can you maybe give us a sense about whether the Vera CPUs are going to be the biggest source of upside above and beyond that \\$1 trillion? Are you contemplating other sort of combinations of products, including CPUs that would allow you to gain an even greater share of that total TAM? Thank you.0\n[images/image-11-And so for.jpg]\n\nGood afternoon. Thanks for taking my question. Back at GTC, I believe you discussed \\$1 trillion visibility into both your Rubin and Blackwell platform revenue. But I believe that excluded things like LPX, Rubin CPX and the Vera CPU racks. Can you maybe give us a sense about whether the Vera CPUs are going to be the biggest source of upside above and beyond that \\$1 trillion? Are you contemplating other sort of combinations of products, including CPUs that would allow you to gain an even greater share of that total TAM? Thank you.",
+      "path": "NVDA-Q1-2027-Earnings-Call-20-May-2026-5_00-PM-ET.pdf/QUESTION AND ANSWER SECTION/James Edward Schneider",
+      "metadata": {
+        "length": 1530,
+        "summary": "An analyst from Goldman Sachs discusses NVIDIA's $1 trillion revenue visibility for Rubin and Blackwell platforms, excluding LPX, Rubin CPX, and Vera CPU racks. The question asks whether Vera CPUs will be the biggest upside beyond that $1 trillion and if other product combinations, including CPUs, could increase NVIDIA's share of the total addressable market.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "tokens": [
+          "Analyst",
+          "Goldman",
+          "Sachs",
+          "Co",
+          "LLC",
+          "And",
+          "applications",
+          "industrial",
+          "enterprise",
+          "AI",
+          "capable",
+          "productive",
+          "work",
+          "safely",
+          "generate",
+          "impact",
+          "income",
+          "doesn",
+          "expect",
+          "category",
+          "develop",
+          "slower",
+          "hyperscale",
+          "numbers",
+          "Good",
+          "afternoon",
+          "Thanks",
+          "taking",
+          "question",
+          "Back",
+          "GTC",
+          "discussed",
+          "trillion",
+          "visibility",
+          "Rubin",
+          "Blackwell",
+          "platform",
+          "revenue",
+          "But",
+          "excluded",
+          "things",
+          "LPX",
+          "CPX",
+          "Vera",
+          "CPU",
+          "racks",
+          "Can",
+          "give",
+          "sense",
+          "CPUs",
+          "biggest",
+          "source",
+          "upside",
+          "Are",
+          "contemplating",
+          "sort",
+          "combinations",
+          "products",
+          "including",
+          "gain",
+          "greater",
+          "share",
+          "total",
+          "TAM",
+          "Thank",
+          "you.0"
+        ],
+        "keywords": [
+          "AI",
+          "Revenue",
+          "CPUs"
+        ],
+        "connect_to": [
+          {
+            "target": "5bdff50c-ec55-520d-ac0a-40148bc4b48c",
+            "relation": "embeds",
+            "ref": "[images/image-11-And so for.jpg]",
+            "position": {
+              "start": 960,
+              "end": 992
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "0e78217a-8e13-53d8-af97-651578dca760",
+      "type": "image",
+      "content": "\nAnalyst, Goldman Sachs & Co. LLC In terms of incremental above the \\$1 trillion, I would say, one, the continued growing of share of the frontier AI models. I'm expecting to grow more share. And so I'm expecting that to grow. Number two, we didn't include any Vera CPU, standalone CPU in that number. And so I expect that to be the second largest. The TAM is, of course, quite large in agentic systems, and all of our customers are quite excited about Vera, and we're going to sell a whole bunch of Veras.0\n[images/image-12-Analyst, G.jpg]\n",
+      "path": "images/image-12-Analyst, G.jpg",
+      "metadata": {
+        "length": 541,
+        "summary": "image-12\nAnalyst, Goldman Sachs & Co. LLC In terms of incremental above the \\$1 trillion, I would say, one, the continued growing of share of the frontier AI models. I'm expecting to grow more share. And so I'm expecting that to grow. Number two, we didn't include any Vera CPU, standalone CPU in that number. And so I expect that to be the second largest. The TAM is, of course, quite large in agentic systems, and all of our customers are quite excited about Vera, and we're going to sell a whole bunch of Veras.0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "file_path": "images/image-12-Analyst, G.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "e30221a8-416d-5ad7-b6a8-65bbcfea7229",
+      "type": "text",
+      "content": "Co-Founder, President, Chief Executive Officer & Director, NVIDIA Corp.\n\nAnalyst, Goldman Sachs & Co. LLC In terms of incremental above the \\$1 trillion, I would say, one, the continued growing of share of the frontier AI models. I'm expecting to grow more share. And so I'm expecting that to grow. Number two, we didn't include any Vera CPU, standalone CPU in that number. And so I expect that to be the second largest. The TAM is, of course, quite large in agentic systems, and all of our customers are quite excited about Vera, and we're going to sell a whole bunch of Veras.0\n[images/image-12-Analyst, G.jpg]\n\nIn terms of incremental above the \\$1 trillion, I would say, one, the continued growing of share of the frontier AI models. I'm expecting to grow more share. And so I'm expecting that to grow. Number two, we didn't include any Vera CPU, standalone CPU in that number. And so I expect that to be the second largest. The TAM is, of course, quite large in agentic systems, and all of our customers are quite excited about Vera, and we're going to sell a whole bunch of Veras.\nAnd then third would be LPX, because as I explained earlier, LPX is designed as a – because of its SRAM architecture, it has the benefit of very low latency and very high interactivity, but it's also its throughput and its context processing ability is also quite limited. And that's just kind of the nature of SRAM type-based systems. But the combination, we'll be able to address the entire spectrum of AI from pre-training to post-training to inference agentic systems through the combination of Vera Rubin and LPX.\nOperator: Your next question comes from Joshua Buchalter with TD Cowen. Your line is open.",
+      "path": "NVDA-Q1-2027-Earnings-Call-20-May-2026-5_00-PM-ET.pdf/QUESTION AND ANSWER SECTION/Jen Hsun Huang_8",
+      "metadata": {
+        "length": 1696,
+        "summary": "The speaker discusses three incremental growth drivers above $1 trillion: gaining more share in frontier AI models, the Vera standalone CPU (not previously included), and LPX with its SRAM architecture for low latency. Vera is expected to be the second largest growth area, with strong customer excitement. LPX, while limited in throughput, complements Vera Rubin to address the full AI spectrum from pre-training to inference.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "tokens": [
+          "Co",
+          "Founder",
+          "President",
+          "Chief",
+          "Executive",
+          "Officer",
+          "Director",
+          "NVIDIA",
+          "Corp",
+          "Analyst",
+          "Goldman",
+          "Sachs",
+          "LLC",
+          "In",
+          "terms",
+          "incremental",
+          "trillion",
+          "continued",
+          "growing",
+          "share",
+          "frontier",
+          "AI",
+          "models",
+          "expecting",
+          "grow",
+          "And",
+          "Number",
+          "didn",
+          "include",
+          "Vera",
+          "CPU",
+          "standalone",
+          "number",
+          "expect",
+          "largest",
+          "The",
+          "TAM",
+          "large",
+          "agentic",
+          "systems",
+          "customers",
+          "excited",
+          "sell",
+          "bunch",
+          "Veras.0",
+          "Veras",
+          "LPX",
+          "explained",
+          "earlier",
+          "designed",
+          "SRAM",
+          "architecture",
+          "benefit",
+          "low",
+          "latency",
+          "high",
+          "interactivity",
+          "throughput",
+          "context",
+          "processing",
+          "ability",
+          "limited",
+          "kind",
+          "nature",
+          "type",
+          "based",
+          "But",
+          "combination",
+          "ll",
+          "address",
+          "entire",
+          "spectrum",
+          "pre",
+          "training",
+          "post",
+          "inference",
+          "Rubin",
+          "Operator",
+          "Your",
+          "question",
+          "Joshua",
+          "Buchalter",
+          "TD",
+          "Cowen",
+          "line",
+          "open"
+        ],
+        "keywords": [
+          "AI models",
+          "Vera CPU",
+          "LPX"
+        ],
+        "connect_to": [
+          {
+            "target": "0e78217a-8e13-53d8-af97-651578dca760",
+            "relation": "embeds",
+            "ref": "[images/image-12-Analyst, G.jpg]",
+            "position": {
+              "start": 580,
+              "end": 612
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "ebd8d672-ee16-54a2-a1e0-40c6bb0f7b1b",
+      "type": "image",
+      "content": "\nIn terms of incremental above the \\$1 trillion, I would say, one, the continued growing of share of the frontier AI models. I'm expecting to grow more share. And so I'm expecting that to grow. Number two, we didn't include any Vera CPU, standalone CPU in that number. And so I expect that to be the second largest. The TAM is, of course, quite large in agentic systems, and all of our customers are quite excited about Vera, and we're going to sell a whole bunch of Veras. Hey, guys. Thanks for taking my question, and congrats on the great results. Colette, I believe in your prepared remarks, you mentioned GB300 is sort of the fastest ramp in the company's history. How should we think about Vera Rubin against this benchmark? It's, obviously, a new architecture at the silicon level, but similar rack. Does that mean we should expect a similar slope to the Vera Rubin ramp as the GB300? Or should it be a bit more gradual given the new silicon? Thank you.0\n[images/image-13-In terms o.jpg]\n",
+      "path": "images/image-13-In terms o.jpg",
+      "metadata": {
+        "length": 995,
+        "summary": "image-13\nIn terms of incremental above the \\$1 trillion, I would say, one, the continued growing of share of the frontier AI models. I'm expecting to grow more share. And so I'm expecting that to grow. Number two, we didn't include any Vera CPU, standalone CPU in that number. And so I expect that to be the second largest. The TAM is, of course, quite large in agentic systems, and all of our customers are quite excited about Vera, and we're going to sell a whole bunch of Veras. Hey, guys. Thanks for taking my question, and congrats on the great results. Colette, I believe in your prepared remarks, you mentioned GB300 is sort of the fastest ramp in the company's history. How should we think about Vera Rubin against this benchmark? It's, obviously, a new architecture at the silicon level, but similar rack. Does that mean we should expect a similar slope to the Vera Rubin ramp as the GB300? Or should it be a bit more gradual given the new silicon? Thank you.0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "file_path": "images/image-13-In terms o.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "a9daaf8b-e409-5101-b054-2ed6b6042507",
+      "type": "text",
+      "content": "Analyst, TD Cowen\n\nIn terms of incremental above the \\$1 trillion, I would say, one, the continued growing of share of the frontier AI models. I'm expecting to grow more share. And so I'm expecting that to grow. Number two, we didn't include any Vera CPU, standalone CPU in that number. And so I expect that to be the second largest. The TAM is, of course, quite large in agentic systems, and all of our customers are quite excited about Vera, and we're going to sell a whole bunch of Veras. Hey, guys. Thanks for taking my question, and congrats on the great results. Colette, I believe in your prepared remarks, you mentioned GB300 is sort of the fastest ramp in the company's history. How should we think about Vera Rubin against this benchmark? It's, obviously, a new architecture at the silicon level, but similar rack. Does that mean we should expect a similar slope to the Vera Rubin ramp as the GB300? Or should it be a bit more gradual given the new silicon? Thank you.0\n[images/image-13-In terms o.jpg]\n\nHey, guys. Thanks for taking my question, and congrats on the great results. Colette, I believe in your prepared remarks, you mentioned GB300 is sort of the fastest ramp in the company's history. How should we think about Vera Rubin against this benchmark? It's, obviously, a new architecture at the silicon level, but similar rack. Does that mean we should expect a similar slope to the Vera Rubin ramp as the GB300? Or should it be a bit more gradual given the new silicon? Thank you.",
+      "path": "NVDA-Q1-2027-Earnings-Call-20-May-2026-5_00-PM-ET.pdf/QUESTION AND ANSWER SECTION/Joshua Buchalter",
+      "metadata": {
+        "length": 1500,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "tokens": [
+          "Analyst",
+          "TD",
+          "Cowen",
+          "In",
+          "terms",
+          "incremental",
+          "trillion",
+          "continued",
+          "growing",
+          "share",
+          "frontier",
+          "AI",
+          "models",
+          "expecting",
+          "grow",
+          "And",
+          "Number",
+          "didn",
+          "include",
+          "Vera",
+          "CPU",
+          "standalone",
+          "number",
+          "expect",
+          "largest",
+          "The",
+          "TAM",
+          "large",
+          "agentic",
+          "systems",
+          "customers",
+          "excited",
+          "sell",
+          "bunch",
+          "Veras",
+          "Hey",
+          "guys",
+          "Thanks",
+          "taking",
+          "question",
+          "congrats",
+          "great",
+          "results",
+          "Colette",
+          "prepared",
+          "remarks",
+          "mentioned",
+          "GB300",
+          "sort",
+          "fastest",
+          "ramp",
+          "company",
+          "history",
+          "How",
+          "Rubin",
+          "benchmark",
+          "It",
+          "architecture",
+          "silicon",
+          "level",
+          "similar",
+          "rack",
+          "Does",
+          "slope",
+          "Or",
+          "bit",
+          "gradual",
+          "Thank",
+          "you.0"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "ebd8d672-ee16-54a2-a1e0-40c6bb0f7b1b",
+            "relation": "embeds",
+            "ref": "[images/image-13-In terms o.jpg]",
+            "position": {
+              "start": 980,
+              "end": 1012
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "3615c5e5-720c-5fda-9793-4b7bc7dd2013",
+      "type": "image",
+      "content": "\nAnalyst, TD Cowen Yeah. Well, we have indicated for a while that we will be launching Vera Rubin in the second half. We will start in Q3. That will be our initial pieces together. And then once we get to Q4, we're probably going to start to see our ramping continue. It's hard to say at this point what will be a faster ramp. But again, we have demand already planned. We've got POs. We've got almost all of our major customers ready to go. And these are very complex systems that we need to put together. So I think it's just about the timing that it's going to take for us to get that into market.0\n[images/image-14-Analyst, T.jpg]\n",
+      "path": "images/image-14-Analyst, T.jpg",
+      "metadata": {
+        "length": 635,
+        "summary": "image-14\nAnalyst, TD Cowen Yeah. Well, we have indicated for a while that we will be launching Vera Rubin in the second half. We will start in Q3. That will be our initial pieces together. And then once we get to Q4, we're probably going to start to see our ramping continue. It's hard to say at this point what will be a faster ramp. But again, we have demand already planned. We've got POs. We've got almost all of our major customers ready to go. And these are very complex systems that we need to put together. So I think it's just about the timing that it's going to take for us to get that into market.0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "file_path": "images/image-14-Analyst, T.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "aaf4f90e-18da-53a4-9c55-6edfe2cb312c",
+      "type": "text",
+      "content": "Chief Financial Officer & Executive Vice President, NVIDIA Corp.\n\nAnalyst, TD Cowen Yeah. Well, we have indicated for a while that we will be launching Vera Rubin in the second half. We will start in Q3. That will be our initial pieces together. And then once we get to Q4, we're probably going to start to see our ramping continue. It's hard to say at this point what will be a faster ramp. But again, we have demand already planned. We've got POs. We've got almost all of our major customers ready to go. And these are very complex systems that we need to put together. So I think it's just about the timing that it's going to take for us to get that into market.0\n[images/image-14-Analyst, T.jpg]\n\nYeah. Well, we have indicated for a while that we will be launching Vera Rubin in the second half. We will start in Q3. That will be our initial pieces together. And then once we get to Q4, we're probably going to start to see our ramping continue. It's hard to say at this point what will be a faster ramp. But again, we have demand already planned. We've got POs. We've got almost all of our major customers ready to go. And these are very complex systems that we need to put together. So I think it's just about the timing that it's going to take for us to get that into market.\nNothing else other than getting from production of all of the different systems that we have ready for order. So, a little early to say, but yes, we're going to start in Q3 and continue to ramp into Q4 and Q1 of next year certainly is going to be very big as well.\nOperator: There are no further questions at this time. Toshiya Hari, I turn the call back over to you.",
+      "path": "NVDA-Q1-2027-Earnings-Call-20-May-2026-5_00-PM-ET.pdf/QUESTION AND ANSWER SECTION/Colette M. Kress",
+      "metadata": {
+        "length": 1650,
+        "summary": "The CFO and EVP of NVIDIA discusses the upcoming launch of Vera Rubin in the second half of the year, starting in Q3 with initial pieces and continuing to ramp into Q4 and Q1 of next year. Demand is already planned with purchase orders from major customers, though the ramp speed is uncertain due to system complexity. Production timing is the key factor for market entry.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "tokens": [
+          "Chief",
+          "Financial",
+          "Officer",
+          "Executive",
+          "Vice",
+          "President",
+          "NVIDIA",
+          "Corp",
+          "Analyst",
+          "TD",
+          "Cowen",
+          "Yeah",
+          "Well",
+          "launching",
+          "Vera",
+          "Rubin",
+          "half",
+          "We",
+          "start",
+          "Q3",
+          "That",
+          "initial",
+          "pieces",
+          "And",
+          "Q4",
+          "ramping",
+          "continue",
+          "It",
+          "hard",
+          "point",
+          "faster",
+          "ramp",
+          "But",
+          "demand",
+          "planned",
+          "ve",
+          "POs",
+          "major",
+          "customers",
+          "ready",
+          "complex",
+          "systems",
+          "put",
+          "So",
+          "timing",
+          "market.0",
+          "market",
+          "Nothing",
+          "production",
+          "order",
+          "early",
+          "Q1",
+          "year",
+          "big",
+          "Operator",
+          "There",
+          "questions",
+          "time",
+          "Toshiya",
+          "Hari",
+          "turn",
+          "call",
+          "back"
+        ],
+        "keywords": [
+          "Vera Rubin",
+          "Q3 launch",
+          "ramp"
+        ],
+        "connect_to": [
+          {
+            "target": "3615c5e5-720c-5fda-9793-4b7bc7dd2013",
+            "relation": "embeds",
+            "ref": "[images/image-14-Analyst, T.jpg]",
+            "position": {
+              "start": 667,
+              "end": 699
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "40417f08-9cf7-582d-9264-a6f2b3d92847",
+      "type": "text",
+      "content": "Vice President-Investor Relations & Strategic Finance, NVIDIA Corp.\nThank you. Before I hand it over to Jensen, please note Jensen will be giving a keynote at GTC Taipei at COMPUTEX on June 1. We will also be participating at the TD Cowen TMT Conference on May 28, and the Bank of America Global Technology Conference on June 4. Our earnings call to discuss the results of our second quarter of fiscal 2027 is scheduled for August 26.\nWith that, here's Jensen to close us out.",
+      "path": "NVDA-Q1-2027-Earnings-Call-20-May-2026-5_00-PM-ET.pdf/QUESTION AND ANSWER SECTION/Toshiya Hari",
+      "metadata": {
+        "length": 476,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "tokens": [
+          "Vice",
+          "President",
+          "Investor",
+          "Relations",
+          "Strategic",
+          "Finance",
+          "NVIDIA",
+          "Corp",
+          "Thank",
+          "Before",
+          "hand",
+          "Jensen",
+          "note",
+          "giving",
+          "keynote",
+          "GTC",
+          "Taipei",
+          "COMPUTEX",
+          "June",
+          "We",
+          "participating",
+          "TD",
+          "Cowen",
+          "TMT",
+          "Conference",
+          "May",
+          "28",
+          "Bank",
+          "America",
+          "Global",
+          "Technology",
+          "Our",
+          "earnings",
+          "call",
+          "discuss",
+          "results",
+          "quarter",
+          "fiscal",
+          "2027",
+          "scheduled",
+          "August",
+          "26",
+          "With",
+          "close"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "b7e3b32b-f43e-5146-b405-ca9ac59d884a",
+      "type": "text",
+      "content": "Co-Founder, President, Chief Executive Officer & Director, NVIDIA Corp.\nThis was an extraordinary quarter. Demand has gone parabolic. The reason is simple. Agentic AI has arrived. AI can now do productive and valuable work. Tokens are now profitable. So model makers are in a race to produce more. In the AI era, compute capacity is revenue and profits. NVIDIA is the platform of this era. Of all the platforms in the world, NVIDIA Compute supports the richest diversity of demand. Let me highlight my top five things.\nFirst, NVIDIA is the only platform that runs every frontier AI model. With the addition of Anthropic to our existing partners, OpenAI, xAI, Meta MSL, Gemini, and many others, our share of frontier AI is growing.\nSecond, we are in every hyperscale cloud, supporting their core data processing and machine learning workloads, internal AI services, as well as supporting their demand for NVIDIA users in their public cloud services.\nThird, our full stack complete AI factory solution and vast global ecosystem let us uniquely address new AI data center segments, mew AI native clouds and sovereign AI clouds and on-premises enterprise and industrial infrastructure. This is that second category I was talking about earlier.\nFourth, NVIDIA CUDA extends all the way to the edge. Robotics, autonomous vehicles, embedded medical instruments. AI-RAN, telco base stations. The next wave is physical AI with billions of autonomous and robotic systems operating in the physical world. This is the third segment we were talking about earlier.\nAnd rounding out the top five things, we have a major new growth driver, Vera, the world's first CPU purpose built for agentic AI. Vera opens a brand new \\$200 billion TAM for NVIDIA, a market we have never addressed before. And every major hyperscaler and system maker is partnering with us to deploy it.\nThe world is rebuilding computing for agentic AI and robotic physical AI. NVIDIA sits at the center of these transitions. We built NVIDIA Compute platform over three decades, one architecture, vast ecosystem, extreme co-design across chips, systems, networking, and software. We built it ahead of this moment, so that when agentic AI arrived, NVIDIA would be ready. It has arrived.\nLook forward to catching up next time.\nOperator: This concludes today's conference call. You may now disconnect.",
+      "path": "NVDA-Q1-2027-Earnings-Call-20-May-2026-5_00-PM-ET.pdf/QUESTION AND ANSWER SECTION/Jen Hsun Huang_9",
+      "metadata": {
+        "length": 2350,
+        "summary": "NVIDIA's CEO highlights an extraordinary quarter with parabolic demand driven by the arrival of Agentic AI, which makes tokens profitable. He lists five key points: NVIDIA runs every frontier AI model, is in every hyperscale cloud, offers full-stack AI factory solutions, extends CUDA to edge and physical AI, and introduces Vera, a CPU for agentic AI opening a $200 billion TAM. The world is rebuilding computing for agentic and physical AI, and NVIDIA is ready with its three-decade platform.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "tokens": [
+          "Co",
+          "Founder",
+          "President",
+          "Chief",
+          "Executive",
+          "Officer",
+          "Director",
+          "NVIDIA",
+          "Corp",
+          "This",
+          "extraordinary",
+          "quarter",
+          "Demand",
+          "parabolic",
+          "The",
+          "reason",
+          "simple",
+          "Agentic",
+          "AI",
+          "arrived",
+          "productive",
+          "valuable",
+          "work",
+          "Tokens",
+          "profitable",
+          "So",
+          "model",
+          "makers",
+          "race",
+          "produce",
+          "In",
+          "era",
+          "compute",
+          "capacity",
+          "revenue",
+          "profits",
+          "platform",
+          "Of",
+          "platforms",
+          "world",
+          "Compute",
+          "supports",
+          "richest",
+          "diversity",
+          "demand",
+          "Let",
+          "highlight",
+          "top",
+          "things",
+          "First",
+          "runs",
+          "frontier",
+          "With",
+          "addition",
+          "Anthropic",
+          "existing",
+          "partners",
+          "OpenAI",
+          "xAI",
+          "Meta",
+          "MSL",
+          "Gemini",
+          "share",
+          "growing",
+          "Second",
+          "hyperscale",
+          "cloud",
+          "supporting",
+          "core",
+          "data",
+          "processing",
+          "machine",
+          "learning",
+          "workloads",
+          "internal",
+          "services",
+          "users",
+          "public",
+          "Third",
+          "full",
+          "stack",
+          "complete",
+          "factory",
+          "solution",
+          "vast",
+          "global",
+          "ecosystem",
+          "uniquely",
+          "address",
+          "center",
+          "segments",
+          "mew",
+          "native",
+          "clouds",
+          "sovereign",
+          "premises",
+          "enterprise",
+          "industrial",
+          "infrastructure",
+          "category",
+          "talking",
+          "earlier",
+          "Fourth",
+          "CUDA",
+          "extends",
+          "edge",
+          "Robotics",
+          "autonomous",
+          "vehicles",
+          "embedded",
+          "medical",
+          "instruments",
+          "RAN",
+          "telco",
+          "base",
+          "stations",
+          "wave",
+          "physical",
+          "billions",
+          "robotic",
+          "systems",
+          "operating",
+          "segment",
+          "And",
+          "rounding",
+          "major",
+          "growth",
+          "driver",
+          "Vera",
+          "CPU",
+          "purpose",
+          "built",
+          "agentic",
+          "opens",
+          "brand",
+          "200",
+          "billion",
+          "TAM",
+          "market",
+          "addressed",
+          "hyperscaler",
+          "system",
+          "maker",
+          "partnering",
+          "deploy",
+          "rebuilding",
+          "computing",
+          "sits",
+          "transitions",
+          "We",
+          "decades",
+          "architecture",
+          "extreme",
+          "design",
+          "chips",
+          "networking",
+          "software",
+          "ahead",
+          "moment",
+          "ready",
+          "It",
+          "Look",
+          "forward",
+          "catching",
+          "time",
+          "Operator",
+          "concludes",
+          "today",
+          "conference",
+          "call",
+          "You",
+          "disconnect"
+        ],
+        "keywords": [
+          "Agentic AI",
+          "NVIDIA Compute",
+          "Vera CPU"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "a0a13abb-a54b-5bf1-aa4a-accd099a41be",
+      "type": "text",
+      "content": "The information herein is based on sources we believe to be reliable but is not guaranteed by us and does not purport to be a complete or error-free statement or summary of the available data. As such, we do not warrant, endorse or guarantee the completeness, accuracy, integrity, or timeliness of the information. You must evaluate, and bear all risks associated with, the use of any information provided hereunder, including any reliance on the accuracy, completeness, safety or usefulness of such information. This information is not intended to be used as the primary basis of investment decisions. It should not be construed as advice designed to meet the particular investment needs of any investor. This report is published solely for information purposes, and is not to be construed as financial or other advice or as an offer to sell or the solicitation of an offer to buy any security in any state where such an offer or solicitation would be illegal. Any information expressed herein on this date is subject to change without notice. Any opinions or assertions contained in this information do not represent the opinions or beliefs of FactSet CallStreet, LLC. FactSet CallStreet, LLC, or one or more of its employees, including the writer of this report, may have a position in any of the securities discussed here in.\nTHE INFORMATION PROVIDED TO YOU HEREUNDER IS PROVIDED \"AS IS,\" AND TO THE MAXIMUM EXTENT PERMITTED BY APPLICABLE LAW, FactSet CallStreet, LLC AND ITS LICENSORS, BUSINESS ASSOCIATES AND SUPPLIERS DISCLAIM ALL WARRANTIES WITH RESPECT TO THE SAME, EXPRESS, IMPLIED AND STATUTORY, INCLUDING WITHOUT LIMITATION ANY IMPLIED WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE, ACCURACY, COMPLETENESS, AND NON-INFRINGEMENT. TO THE MAXIMUM EXTENT PERMITTED BY APPLICABLE LAW, NEITHER FACTSET CALLSTREET, LLC NOR ITS OFFICERS, MEMBERS, DIRECTORS, PARTNERS, AFFILIATES, BUSINESS ASSOCIATES, LICENSORS OR SUPPLIERS WILL BE LIABLE FOR ANY INDIRECT, INCIDENTAL, SPECIAL, CONSEQUENTIAL OR PUNITIVE DAMAGES, INCLUDING WITHOUT LIMITATION DAMAGES FOR LOST PROFITS OR REVENUES, GOODWILL, WORK STOPPAGE, SECURITY BREACHES, VIRUSES, COMPUTER FAILURE OR MALFUNCTION, USE, DATA OR OTHER INTANGIBLE LOSSES OR COMMERCIAL DAMAGES, EVEN IF ANY OF SUCH PARTIES IS ADVISED OF THE POSSIBILITY OF SUCH LOSSES, ARISING UNDER OR IN CONNECTION WITH THE INFORMATION PROVIDED HEREIN OR ANY OTHER SUBJECT MATTER HEREOF.\nThe contents and appearance of this report are Copyrighted FactSet CallStreet, LLC 2026 CallStreet and FactSet CallStreet, LLC are trademarks and service marks of FactSet CallStreet, LLC. All other trademarks mentioned are trademarks of their respective companies. All rights reserved.",
+      "path": "NVDA-Q1-2027-Earnings-Call-20-May-2026-5_00-PM-ET.pdf/Disclaimer",
+      "metadata": {
+        "length": 2711,
+        "summary": "This document is a legal disclaimer stating that the information provided is based on reliable sources but is not guaranteed for completeness, accuracy, or timeliness. It warns against using the information as a primary basis for investment decisions and disclaims all warranties and liability for damages. The content is copyrighted by FactSet CallStreet, LLC.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "tokens": [
+          "The",
+          "information",
+          "based",
+          "sources",
+          "reliable",
+          "guaranteed",
+          "purport",
+          "complete",
+          "error",
+          "free",
+          "statement",
+          "summary",
+          "data",
+          "As",
+          "warrant",
+          "endorse",
+          "guarantee",
+          "completeness",
+          "accuracy",
+          "integrity",
+          "timeliness",
+          "You",
+          "evaluate",
+          "bear",
+          "risks",
+          "provided",
+          "hereunder",
+          "including",
+          "reliance",
+          "safety",
+          "usefulness",
+          "This",
+          "intended",
+          "primary",
+          "basis",
+          "investment",
+          "decisions",
+          "It",
+          "construed",
+          "advice",
+          "designed",
+          "meet",
+          "investor",
+          "report",
+          "published",
+          "solely",
+          "purposes",
+          "financial",
+          "offer",
+          "sell",
+          "solicitation",
+          "buy",
+          "security",
+          "state",
+          "illegal",
+          "Any",
+          "expressed",
+          "date",
+          "subject",
+          "change",
+          "notice",
+          "opinions",
+          "assertions",
+          "contained",
+          "represent",
+          "beliefs",
+          "FactSet",
+          "CallStreet",
+          "LLC",
+          "employees",
+          "writer",
+          "position",
+          "securities",
+          "discussed",
+          "THE",
+          "INFORMATION",
+          "PROVIDED",
+          "TO",
+          "YOU",
+          "HEREUNDER",
+          "IS",
+          "AS",
+          "AND",
+          "MAXIMUM",
+          "EXTENT",
+          "PERMITTED",
+          "BY",
+          "APPLICABLE",
+          "LAW",
+          "ITS",
+          "LICENSORS",
+          "BUSINESS",
+          "ASSOCIATES",
+          "SUPPLIERS",
+          "DISCLAIM",
+          "ALL",
+          "WARRANTIES",
+          "WITH",
+          "RESPECT",
+          "SAME",
+          "EXPRESS",
+          "IMPLIED",
+          "STATUTORY",
+          "INCLUDING",
+          "WITHOUT",
+          "LIMITATION",
+          "ANY",
+          "OF",
+          "MERCHANTABILITY",
+          "FITNESS",
+          "FOR",
+          "PARTICULAR",
+          "PURPOSE",
+          "ACCURACY",
+          "COMPLETENESS",
+          "NON",
+          "INFRINGEMENT",
+          "NEITHER",
+          "FACTSET",
+          "CALLSTREET",
+          "NOR",
+          "OFFICERS",
+          "MEMBERS",
+          "DIRECTORS",
+          "PARTNERS",
+          "AFFILIATES",
+          "OR",
+          "WILL",
+          "BE",
+          "LIABLE",
+          "INDIRECT",
+          "INCIDENTAL",
+          "SPECIAL",
+          "CONSEQUENTIAL",
+          "PUNITIVE",
+          "DAMAGES",
+          "LOST",
+          "PROFITS",
+          "REVENUES",
+          "GOODWILL",
+          "WORK",
+          "STOPPAGE",
+          "SECURITY",
+          "BREACHES",
+          "VIRUSES",
+          "COMPUTER",
+          "FAILURE",
+          "MALFUNCTION",
+          "USE",
+          "DATA",
+          "OTHER",
+          "INTANGIBLE",
+          "LOSSES",
+          "COMMERCIAL",
+          "EVEN",
+          "IF",
+          "SUCH",
+          "PARTIES",
+          "ADVISED",
+          "POSSIBILITY",
+          "ARISING",
+          "UNDER",
+          "IN",
+          "CONNECTION",
+          "HEREIN",
+          "SUBJECT",
+          "MATTER",
+          "HEREOF",
+          "contents",
+          "appearance",
+          "Copyrighted",
+          "2026",
+          "trademarks",
+          "service",
+          "marks",
+          "All",
+          "mentioned",
+          "respective",
+          "companies",
+          "rights",
+          "reserved"
+        ],
+        "keywords": [
+          "Disclaimer",
+          "Investment",
+          "Liability"
+        ],
+        "connect_to": []
+      }
+    }
+  ]
+}
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-earnings-call/doc_nav.json b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-earnings-call/doc_nav.json
new file mode 100644
index 000000000..fe9a36f87
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-earnings-call/doc_nav.json
@@ -0,0 +1,317 @@
+{
+  "version": "1.0",
+  "file_name": "NVDA Q1 FY27 Earnings Call Transcript.pdf",
+  "stats": {
+    "total_chunks": 44,
+    "text_chunks": 30,
+    "image_chunks": 14,
+    "table_chunks": 0,
+    "max_depth": 2
+  },
+  "sections": [
+    {
+      "title": "Root",
+      "path": "NVDA-Q1-2027-Earnings-Call-20-May-2026-5_00-PM-ET.pdf",
+      "level": 1,
+      "summary": "20-May-2026",
+      "chunk_count": 1,
+      "children": []
+    },
+    {
+      "title": "NVIDIA Corp. (NVDA)",
+      "path": "NVDA-Q1-2027-Earnings-Call-20-May-2026-5_00-PM-ET.pdf/NVIDIA Corp. (NVDA)",
+      "level": 1,
+      "summary": "Q1 2027 Earnings Call",
+      "chunk_count": 3,
+      "children": [
+        {
+          "title": "CORPORATE PARTICIPANTS",
+          "path": "NVDA-Q1-2027-Earnings-Call-20-May-2026-5_00-PM-ET.pdf/NVIDIA Corp. (NVDA)/CORPORATE PARTICIPANTS",
+          "level": 2,
+          "summary": "Toshiya Hari Vice President-Investor Relations & Strategic Finance, NVIDIA Corp. Colette M. Kress Chief Financial Officer & Executive Vice President, NVIDIA Corp. Jen Hsun Huang Co-Founder, President, Chief Executive Officer & Director, NVIDIA Corp.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "OTHER PARTICIPANTS",
+          "path": "NVDA-Q1-2027-Earnings-Call-20-May-2026-5_00-PM-ET.pdf/NVIDIA Corp. (NVDA)/OTHER PARTICIPANTS",
+          "level": 2,
+          "summary": "Joseph Moore Analyst, Morgan Stanley & Co. LLC Ben Reitzes Analyst, Melius Research LLC C.J. Muse Analyst, Cantor Fitzgerald & Co. Timothy Arcuri Analyst, UBS Securities LLC Vivek Arya Analyst, BofA Securities, Inc. Stacy A. Rasgon Analyst, Bernstein Research James Edward Schneider Analyst, Goldman Sachs & Co. LLC Joshua Buchalter Analyst, TD Cowen",
+          "chunk_count": 1,
+          "children": []
+        }
+      ]
+    },
+    {
+      "title": "MANAGEMENT DISCUSSION SECTION",
+      "path": "NVDA-Q1-2027-Earnings-Call-20-May-2026-5_00-PM-ET.pdf/MANAGEMENT DISCUSSION SECTION",
+      "level": 1,
+      "summary": "Operator: Good afternoon. My name is Sarah, and I will be your conference operator today. At this time, I would like to welcome everyone to NVIDIA's First Quarter Earnings Call. All lines have been placed on mute to prevent any background noise. After the speakers' remarks, there will be a question-and-answer session. [Operator Instructions] Thank you. Toshiya Hari, you may begin your conference.",
+      "chunk_count": 4,
+      "children": [
+        {
+          "title": "Toshiya Hari",
+          "path": "NVDA-Q1-2027-Earnings-Call-20-May-2026-5_00-PM-ET.pdf/MANAGEMENT DISCUSSION SECTION/Toshiya Hari",
+          "level": 2,
+          "summary": "NVIDIA held its Q1 fiscal 2027 earnings call on May 20, 2026, with CEO Jensen Huang and CFO Colette Kress. The call included forward-looking statements and discussion of non-GAAP financial measures. The webcast replay is available until the Q2 fiscal 2027 call.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Colette M. Kress",
+          "path": "NVDA-Q1-2027-Earnings-Call-20-May-2026-5_00-PM-ET.pdf/MANAGEMENT DISCUSSION SECTION/Colette M. Kress",
+          "level": 2,
+          "summary": "NVIDIA reported record Q1 revenue of $82 billion, up 85% year-over-year, driven by Data Center revenue of $75 billion (up 92% YoY) led by Blackwell architecture. The company highlighted strong demand for GB300 NVL72, rapid AI infrastructure build-out, and a transition to a new reporting framework with Hyperscale and ACIE sub-markets. Key drivers include CPU-to-GPU transition and AI native product adoption. Edge Computing generated $6.4 billion. Q2 revenue outlook is $91 billion. The company announced an $80 billion share repurchase authorization and increased dividend to $0.25 per share.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Toshiya Hari_2",
+          "path": "NVDA-Q1-2027-Earnings-Call-20-May-2026-5_00-PM-ET.pdf/MANAGEMENT DISCUSSION SECTION/Toshiya Hari_2",
+          "level": 2,
+          "summary": "Vice President-Investor Relations & Strategic Finance, NVIDIA Corp. Thanks, Colette. We will now transition to Q&A. Operator, please poll for questions.",
+          "chunk_count": 1,
+          "children": []
+        }
+      ]
+    },
+    {
+      "title": "QUESTION AND ANSWER SECTION",
+      "path": "NVDA-Q1-2027-Earnings-Call-20-May-2026-5_00-PM-ET.pdf/QUESTION AND ANSWER SECTION",
+      "level": 1,
+      "summary": "Operator: Thank you. [Operator Instructions] Your first question comes from Joseph Moore with Morgan Stanley. Your lie is open.",
+      "chunk_count": 21,
+      "children": [
+        {
+          "title": "Joseph Moore",
+          "path": "NVDA-Q1-2027-Earnings-Call-20-May-2026-5_00-PM-ET.pdf/QUESTION AND ANSWER SECTION/Joseph Moore",
+          "level": 2,
+          "summary": "Analyst, Morgan Stanley & Co. LLC Thanks, Colette. We will now transition to Q&A. Operator, please poll for questions. Great. Thank you for letting me ask a question. I guess, I'd like to ask, what drove the change in segmentation? What's the philosophy behind giving us the numbers that way? And then, can you talk about any competitive differences between the two segments and this kind of surprising CPU number that you talked about, how do you see that across the two segments as well? Thank you.0 [images/image-1-Thanks, Co.jpg] Great. Thank you for letting me ask a question. I guess, I'd like to ask, what drove the change in segmentation? What's the philosophy behind giving us the numbers that way? And then, can you talk about any competitive differences between the two segments and this kind of surprising CPU number that you talked about, how do you see that across the two segments as well? Thank you.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Jen Hsun Huang",
+          "path": "NVDA-Q1-2027-Earnings-Call-20-May-2026-5_00-PM-ET.pdf/QUESTION AND ANSWER SECTION/Jen Hsun Huang",
+          "level": 2,
+          "summary": "NVIDIA's CEO explains the company's new business segmentation into three categories: hyperscale clouds, AI natives/enterprise/industrial/sovereign AI, and robotic edge. He describes how AI is diverse across languages, industries, and applications, and how NVIDIA provides a full-stack, integrated platform that is still open. The segmentation helps investors understand NVIDIA's evolving business, which now serves a wide range of customers from a few hyperscalers to 250,000 companies worldwide.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Ben Reitzes",
+          "path": "NVDA-Q1-2027-Earnings-Call-20-May-2026-5_00-PM-ET.pdf/QUESTION AND ANSWER SECTION/Ben Reitzes",
+          "level": 2,
+          "summary": "Analyst, Melius Research LLC And as you know, NVIDIA has the largest suite of acceleration libraries in the world from computational lithography to fluid dynamics to particle physics to molecular dynamics to the list goes on. And all of those libraries are essential for us to engage the vertical industries that represents the second and the third category. Okay? Hey, guys. Thanks so much. I wanted to ask, Jensen, I want to ask you about your philosophy on growth. Your Data Center business ex-China grew about 120% in the quarter. And then, you're guiding about 100%. CapEx at the hyperscalers is forecast by many, including myself, to like grow 90% to 100% this year.0 [images/image-3-And as you.jpg] Hey, guys. Thanks so much. I wanted to ask, Jensen, I want to ask you about your philosophy on growth. Your Data Center business ex-China grew about 120% in the quarter. And then, you're guiding about 100%. CapEx at the hyperscalers is forecast by many, including myself, to like grow 90% to 100% this year. And you talked about Data Center still on track to be \\$3 trillion to \\$4 trillion by the end of the decade. I was just wondering, the goal for the company to grow faster than hyperscaler CapEx, are you comfortable in kind of endorsing that view? And do you still see hyperscaler CapEx kind of still growing after this year at a very rapid clip? Thanks a lot.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Jen Hsun Huang_2",
+          "path": "NVDA-Q1-2027-Earnings-Call-20-May-2026-5_00-PM-ET.pdf/QUESTION AND ANSWER SECTION/Jen Hsun Huang_2",
+          "level": 2,
+          "summary": "NVIDIA's CEO explains that the company's Data Center business should grow faster than hyperscale CapEx, which is at $1 trillion and expected to grow to $3-4 trillion. The business is divided into two segments: hyperscalers (large cloud providers) and a diverse second category including AI-native clouds, enterprise companies, industrial firms, and sovereign AI clouds. The second category, involving hundreds of thousands of companies, is growing rapidly and represents the future of AI impacting industries not previously transformed by IT. NVIDIA's vertically integrated platform uniquely serves this diverse market, with strong share in both segments.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "C.J. Muse",
+          "path": "NVDA-Q1-2027-Earnings-Call-20-May-2026-5_00-PM-ET.pdf/QUESTION AND ANSWER SECTION/C.J. Muse",
+          "level": 2,
+          "summary": "The speaker discusses how physical AI is poised to impact the $100 trillion industry that has not been affected by IT in the last 30 years. This segment is growing rapidly, and the company has a large share due to its vertically integrated platform that can be disassembled for flexible configuration. In response to a question about Vera Rubin and extreme co-engineering, the speaker addresses how these advancements will affect the company's share in the inference market looking into late 2026 and 2027.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Jen Hsun Huang_3",
+          "path": "NVDA-Q1-2027-Earnings-Call-20-May-2026-5_00-PM-ET.pdf/QUESTION AND ANSWER SECTION/Jen Hsun Huang_3",
+          "level": 2,
+          "summary": "NVIDIA's Co-Founder and CEO discusses the company's rapid growth in AI inference market share. Key points include: the number of frontier model companies expanding (Cursor, Perplexity, TML, Reflection), new partnership with Anthropic providing computing capacity across Azure, AWS, and CoreWeave, and Vera Rubin expected to be more successful than Grace Blackwell. The CEO emphasizes NVIDIA's dominance in inference for hyperscale customers, unique position in fragmented AI data center segment, and leadership in physical AI.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Timothy Arcuri",
+          "path": "NVDA-Q1-2027-Earnings-Call-20-May-2026-5_00-PM-ET.pdf/QUESTION AND ANSWER SECTION/Timothy Arcuri",
+          "level": 2,
+          "summary": "Analyst, UBS Securities LLC Let me go back again to the question that Ben was asking. Remember, so far, everything that I've just explained in the inference question is really focused on hyperscale. Remember, there's a whole second category of AI data centers that we serve almost uniquely. This segment is very fragmented, requires a really well-integrated platform solution and a very large go-to-market, and that segment, all of the inference, 100% of that, the vast majority of that is NVIDIA. Thanks a lot. Jensen, I wanted to ask about the traction you're getting with some of these custom merchant things. You're doing stuff like CPX and LPX. And I just wanted to ask and see sort of you've talked before about [ph] SaaS LPX (00:37:50) being, I think, 20% of the market. So, I would imagine you're getting pretty good traction with LPX. So, can you just talk about that and maybe also how that fits into your broader platform strategy? Thanks.0 [images/image-6-Let me go .jpg] Thanks a lot. Jensen, I wanted to ask about the traction you're getting with some of these...of you've talked before about [ph] SaaS LPX (00:37:50) being, I think, 20% of the market. So, I would imagine you're getting pretty good traction with LPX. So, can you just talk about that and maybe also how that fits into your broader platform strategy? Thanks.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Jen Hsun Huang_4",
+          "path": "NVDA-Q1-2027-Earnings-Call-20-May-2026-5_00-PM-ET.pdf/QUESTION AND ANSWER SECTION/Jen Hsun Huang_4",
+          "level": 2,
+          "summary": "The speaker discusses the LPX accelerator, designed for low latency and high token rate but with low throughput and limited context processing. It is a niche product for premium token services with few customers. In contrast, Grace Blackwell and Vera Rubin support the full AI lifecycle. The speaker estimates LPX's market share is currently less than 20% but could grow to 20% in the future as AI develops.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Vivek Arya",
+          "path": "NVDA-Q1-2027-Earnings-Call-20-May-2026-5_00-PM-ET.pdf/QUESTION AND ANSWER SECTION/Vivek Arya",
+          "level": 2,
+          "summary": "Analyst, BofA Securities, Inc. Q Thanks for taking my question. Jensen, there's a lot of excitement around CPU for agentic applications and just a lot of noise around the number of CPUs actually exceeding the number of GPUs. And I was just hoping that you could kind of give your perspective that, first of all, is this an incremental workload? Is this kind of cannibalizing what the GPU would have done otherwise? And then, secondly, the \\$20 billion number that you gave, is that for standalone Vera CPUs, or is that kind of already included in that Vera as part of Vera Rubin? So just if you could educate us on the role of CPU versus GPU. Is it cannibalistic? Is it incremental? And then, the \\$20 billion number, how to kind of put that in context with what you sell, right, which is usually the CPU as part of the GPU. Thank you.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Jen Hsun Huang_5",
+          "path": "NVDA-Q1-2027-Earnings-Call-20-May-2026-5_00-PM-ET.pdf/QUESTION AND ANSWER SECTION/Jen Hsun Huang_5",
+          "level": 2,
+          "summary": "The speaker discusses NVIDIA's Vera CPU designed for AI agents, highlighting four use cases: with Vera Rubin GPUs, standalone, with CX9 for storage, and for security. They contrast past CPU economics (dollars per core) with future AI economics (dollars per token), emphasizing Vera's speed for token processing. Billions of future agents will use CPUs for orchestration and tools, while GPUs handle inference. NVIDIA is accelerating tools on CUDA and building complete AI infrastructure including GPUs, networking, storage, and security.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Stacy A. Rasgon",
+          "path": "NVDA-Q1-2027-Earnings-Call-20-May-2026-5_00-PM-ET.pdf/QUESTION AND ANSWER SECTION/Stacy A. Rasgon",
+          "level": 2,
+          "summary": "Analyst, Bernstein Research So, we're going to need a lot more CPUs, and Vera was designed to be an agentic CPU. The CPUs of the past were designed to have many cores, so that it could be easily rentable. People rented cores. Well, agents don't rent cores. They just want the work to be done fast. The economics of the past was dollars per core. That's the economics of cloud computing of the past. The economics of AI of the future is tokens per dollar or dollars per token. And so, what we need to do in the future is to generate tokens, process tokens as fast as possible. And that's what Vera does incredibly well. Hi, guys. Thanks for taking my question. I wanted to go back to the segmentation. So, first of all, I'm just curious, where do you put the neo clouds across those two segments? Are they in hyperscale or are they in the AI cloud?0 [images/image-7-So, we're .jpg] Hi, guys. Thanks for taking my question. I wanted to go back to the segmentation. So, first of all, I'm just curious, where do you put the neo clouds across those two segments? Are they in hyperscale or are they in the AI cloud? Part of me assumes the latter, but I'm not so sure. And then, by just looking...",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Jen Hsun Huang_6",
+          "path": "NVDA-Q1-2027-Earnings-Call-20-May-2026-5_00-PM-ET.pdf/QUESTION AND ANSWER SECTION/Jen Hsun Huang_6",
+          "level": 2,
+          "summary": "Co-Founder, President, Chief Executive Officer & Director, NVIDIA Corp. Hi, guys. Thanks for taking my question. I wanted to go back to the segmentation. So, first of all, I'm just curious, where do you put the neo clouds across those two segments? Are they in hyperscale or are they in the AI cloud? Correct.0 [images/image-8-Hi, guys. .jpg] Correct.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Stacy A. Rasgon_2",
+          "path": "NVDA-Q1-2027-Earnings-Call-20-May-2026-5_00-PM-ET.pdf/QUESTION AND ANSWER SECTION/Stacy A. Rasgon_2",
+          "level": 2,
+          "summary": "Analyst, Bernstein Research Co-Founder, President, Chief Executive Officer & Director, NVIDIA Corp. ...at the magnitude of them, I mean, they're both about the same magnitude now. It almost sounded to me like you were suggesting that you thought the latter, the AI cloud would grow faster, maybe going forward than hyperscale. Is that what you were trying to say? Or do you see like the same kind of growth coming from both segments?0 [images/image-9-Co-Founder.jpg] ...at the magnitude of them, I mean, they're both about the same magnitude now. It almost sounded to me like you were suggesting that you thought the latter, the AI cloud would grow faster, maybe going forward than hyperscale. Is that what you were trying to say? Or do you see like the same kind of growth coming from both segments?",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Jen Hsun Huang_7",
+          "path": "NVDA-Q1-2027-Earnings-Call-20-May-2026-5_00-PM-ET.pdf/QUESTION AND ANSWER SECTION/Jen Hsun Huang_7",
+          "level": 2,
+          "summary": "The speaker discusses how AI native clouds rely on NVIDIA's architecture because they don't design their own chips and need high performance, easy integration, and broad rentability. NVIDIA's platform is described as the most performant, rentable, and cost-effective for these clouds. The second category of customers (enterprises and industrial) is expected to grow slower than hyperscale but will become larger over time, representing significant economic value. The speaker predicts both segments will grow rapidly, with physical AI and robotics accelerating within five years.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "James Edward Schneider",
+          "path": "NVDA-Q1-2027-Earnings-Call-20-May-2026-5_00-PM-ET.pdf/QUESTION AND ANSWER SECTION/James Edward Schneider",
+          "level": 2,
+          "summary": "An analyst from Goldman Sachs discusses NVIDIA's $1 trillion revenue visibility for Rubin and Blackwell platforms, excluding LPX, Rubin CPX, and Vera CPU racks. The question asks whether Vera CPUs will be the biggest upside beyond that $1 trillion and if other product combinations, including CPUs, could increase NVIDIA's share of the total addressable market.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Jen Hsun Huang_8",
+          "path": "NVDA-Q1-2027-Earnings-Call-20-May-2026-5_00-PM-ET.pdf/QUESTION AND ANSWER SECTION/Jen Hsun Huang_8",
+          "level": 2,
+          "summary": "The speaker discusses three incremental growth drivers above $1 trillion: gaining more share in frontier AI models, the Vera standalone CPU (not previously included), and LPX with its SRAM architecture for low latency. Vera is expected to be the second largest growth area, with strong customer excitement. LPX, while limited in throughput, complements Vera Rubin to address the full AI spectrum from pre-training to inference.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Joshua Buchalter",
+          "path": "NVDA-Q1-2027-Earnings-Call-20-May-2026-5_00-PM-ET.pdf/QUESTION AND ANSWER SECTION/Joshua Buchalter",
+          "level": 2,
+          "summary": "Analyst, TD Cowen In terms of incremental above the \\$1 trillion, I would say, one, the continued growing of share of the frontier AI models. I'm expecting to grow more share. And so I'm expecting that to grow. Number two, we didn't include any Vera CPU, standalone CPU in that number. And so I expect that to be the second largest. The TAM is, of course, quite large in agentic systems, and all of our customers are quite excited about Vera, and we're going to sell a whole bunch of Veras. Hey, guys. Thanks for taking my question, and congrats on the great results. Colette, I believe in your prepared remarks, you mentioned GB300 is sort of the fastest ramp in the company's history. How should we think about Vera Rubin against this benchmark? It's, obviously, a new architecture at the silicon level, but similar rack. Does that mean we should expect a similar slope to the Vera Rubin ramp as the GB300? Or should it be a bit more gradual given the new silicon? Thank you.0 [images/image-13-In terms o.jpg] Hey, guys. Thanks for taking my question...Vera Rubin against this benchmark? It's, obviously, a new architecture at the silicon level, but similar rack. Does that mean we should expect a similar slope to the Vera Rubin ramp as the GB300? Or should it be a bit more gradual given the new silicon? Thank you.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Colette M. Kress",
+          "path": "NVDA-Q1-2027-Earnings-Call-20-May-2026-5_00-PM-ET.pdf/QUESTION AND ANSWER SECTION/Colette M. Kress",
+          "level": 2,
+          "summary": "The CFO and EVP of NVIDIA discusses the upcoming launch of Vera Rubin in the second half of the year, starting in Q3 with initial pieces and continuing to ramp into Q4 and Q1 of next year. Demand is already planned with purchase orders from major customers, though the ramp speed is uncertain due to system complexity. Production timing is the key factor for market entry.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Toshiya Hari",
+          "path": "NVDA-Q1-2027-Earnings-Call-20-May-2026-5_00-PM-ET.pdf/QUESTION AND ANSWER SECTION/Toshiya Hari",
+          "level": 2,
+          "summary": "Vice President-Investor Relations & Strategic Finance, NVIDIA Corp. Thank you. Before I hand it over to Jensen, please note Jensen will be giving a keynote at GTC Taipei at COMPUTEX on June 1. We will also be participating at the TD Cowen TMT Conference on May 28, and the Bank of America Global Technology Conference on June 4. Our earnings call to discuss the results of our second quarter of fiscal 2027 is scheduled for August 26. With that, here's Jensen to close us out.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Jen Hsun Huang_9",
+          "path": "NVDA-Q1-2027-Earnings-Call-20-May-2026-5_00-PM-ET.pdf/QUESTION AND ANSWER SECTION/Jen Hsun Huang_9",
+          "level": 2,
+          "summary": "NVIDIA's CEO highlights an extraordinary quarter with parabolic demand driven by the arrival of Agentic AI, which makes tokens profitable. He lists five key points: NVIDIA runs every frontier AI model, is in every hyperscale cloud, offers full-stack AI factory solutions, extends CUDA to edge and physical AI, and introduces Vera, a CPU for agentic AI opening a $200 billion TAM. The world is rebuilding computing for agentic and physical AI, and NVIDIA is ready with its three-decade platform.",
+          "chunk_count": 1,
+          "children": []
+        }
+      ]
+    },
+    {
+      "title": "Disclaimer",
+      "path": "NVDA-Q1-2027-Earnings-Call-20-May-2026-5_00-PM-ET.pdf/Disclaimer",
+      "level": 1,
+      "summary": "This document is a legal disclaimer stating that the information provided is based on reliable sources but is not guaranteed for completeness, accuracy, or timeliness. It warns against using the information as a primary basis for investment decisions and disclaims all warranties and liability for damages. The content is copyrighted by FactSet CallStreet, LLC.",
+      "chunk_count": 1,
+      "children": []
+    }
+  ],
+  "resources": {
+    "images": [
+      {
+        "path": "images/image-1-Thanks, Co.jpg",
+        "summary": "image-1 Thanks, Colette. We will now transition to Q&A. Operator, please poll for questions. Great. Thank you for letting me ask a question. I guess, I'd like to ask, what drove the change in segmentation? What's the philosophy behind giving us the numbers that way? And then, can you talk about any competitive differences between the two segments and this kind of surprising CPU number that you talked about, how do you see that across the two segments as well? Thank you.0"
+      },
+      {
+        "path": "images/image-2-Analyst, M.jpg",
+        "summary": "image-2 Analyst, Morgan Stanley & Co. LLC Yeah. Thanks, Joe. First of all, Colette meant to say we're increasing our quarterly dividend from \\$0.01 to \\$0.25. I think that extra \\$0.05 would mean a lot to the large shareholders.0"
+      },
+      {
+        "path": "images/image-3-And as you.jpg",
+        "summary": "image-3 And as you know, NVIDIA has the largest suite of acceleration libraries in the world from computational lithography to fluid dynamics to particle physics to molecular dynamics to the list goes on. And all of those libraries are essential for us to engage the vertical industries that represents the second and the third category. Okay? Hey, guys. Thanks so much. I wanted to ask, Jensen, I want to ask you about your philosophy on growth. Your Data Center business ex-China grew about 120% in the quarter. And then, you're guiding about 100%. CapEx at the hyperscalers is forecast by many, including myself, to like grow 90% to 100% this year.0"
+      },
+      {
+        "path": "images/image-4-This secon.jpg",
+        "summary": "image-4 This second category, when I talk about physical AI and I talk about how the rest of the \\$100 trillion industry that has not been impacted by IT in the last 30 years, it's about to be impacted by AI, that is the segment that I'm talking about. The second cluster is growing incredibly fast. Our share of that, of course, is very, very large. We're fairly unique in our ability to be able to serve this industry. Our platform is built like it's vertically integrated, so that everything works. But when – then we disassemble it, so that people can build and buy it in the configuration they want and assemble it the way they like. Yeah. Good afternoon. Thank you for taking the question. You have Vera Rubin coming soon. And you, obviously, have great insight into coming updates to frontier models, new techniques to optimize around diverse AI workloads. With investors keenly focused on your market share in inference, how do you see Vera Rubin and your extreme co-engineering impacting your share of the inference market as we look into late 2026, 2027?0"
+      },
+      {
+        "path": "images/image-5-Analyst, C.jpg",
+        "summary": "image-5 Analyst, Cantor Fitzgerald & Co. Well, we are growing share in inference and we're growing share in inference very, very quickly. And the reason for that is, this year, the number of frontier model companies grew. And so there's Cursor and Perplexity, and there's some new model companies TML and Reflection and the list goes on. And so the number of frontier model companies has grown.0"
+      },
+      {
+        "path": "images/image-6-Let me go .jpg",
+        "summary": "image-6 Let me go back again to the question that Ben was asking. Remember, so far, everything that I've just explained in the inference question is really focused on hyperscale. Remember, there's a whole second category of AI data centers that we serve almost uniquely. This segment is very fragmented, requires a really well-integrated platform solution and a very large go-to-market, and that segment, all of the inference, 100% of that, the vast majority of that is NVIDIA. Thanks a lot. Jensen, I wanted to ask about the traction you're getting with some of these custom merchant things. You're doing stuff like CPX and LPX. And I just wanted to ask and see sort of you've talked before about [ph] SaaS LPX (00:37:50) being, I think, 20% of the market. So, I would imagine you're getting pretty good traction with LPX. So, can you just talk about that and maybe also how that fits into your broader platform strategy? Thanks.0"
+      },
+      {
+        "path": "images/image-7-So, we're .jpg",
+        "summary": "image-7 So, we're going to need a lot more CPUs, and Vera was designed to be an agentic CPU. The CPUs of the past were designed to have many cores, so that it could be easily rentable. People rented cores. Well, agents don't rent cores. They just want the work to be done fast. The economics of the past was dollars per core. That's the economics of cloud computing of the past. The economics of AI of the future is tokens per dollar or dollars per token. And so, what we need to do in the future is to generate tokens, process tokens as fast as possible. And that's what Vera does incredibly well. Hi, guys. Thanks for taking my question. I wanted to go back to the segmentation. So, first of all, I'm just curious, where do you put the neo clouds across those two segments? Are they in hyperscale or are they in the AI cloud?0"
+      },
+      {
+        "path": "images/image-8-Hi, guys. .jpg",
+        "summary": "image-8 Hi, guys. Thanks for taking my question. I wanted to go back to the segmentation. So, first of all, I'm just curious, where do you put the neo clouds across those two segments? Are they in hyperscale or are they in the AI cloud? Correct.0"
+      },
+      {
+        "path": "images/image-9-Co-Founder.jpg",
+        "summary": "image-9 Co-Founder, President, Chief Executive Officer & Director, NVIDIA Corp. ...at the magnitude of them, I mean, they're both about the same magnitude now. It almost sounded to me like you were suggesting that you thought the latter, the AI cloud would grow faster, maybe going forward than hyperscale. Is that what you were trying to say? Or do you see like the same kind of growth coming from both segments?0"
+      },
+      {
+        "path": "images/image-10-Analyst, B.jpg",
+        "summary": "image-10 Analyst, Bernstein Research First of all, you're correct that AI native clouds. AI native clouds don't build chips – don't design their own chips and they can't really assemble unrelated parts together into an AI factory. And their patience, their tolerance for time to first token is extremely low. And their need for an architecture that has a great deal of offtake, so that it runs every model has customers from everywhere, is incredibly high. And so that's the reason why NVIDIA's architecture is so perfect for them.0"
+      },
+      {
+        "path": "images/image-11-And so for.jpg",
+        "summary": "image-11 And so for many of the other applications, industrial applications, enterprise applications, until the AI is very capable and does really productive work and does it safely, and it could do it in a way that can actually generate impact and income, it doesn't really get used. And so you expect the second category to develop slower than hyperscale, and you could see that in the numbers. Good afternoon. Thanks for taking my question. Back at GTC, I believe you discussed \\$1 trillion visibility into both your Rubin and Blackwell platform revenue. But I believe that excluded things like LPX, Rubin CPX and the Vera CPU racks. Can you maybe give us a sense about whether the Vera CPUs are going to be the biggest source of upside above and beyond that \\$1 trillion? Are you contemplating other sort of combinations of products, including CPUs that would allow you to gain an even greater share of that total TAM? Thank you.0"
+      },
+      {
+        "path": "images/image-12-Analyst, G.jpg",
+        "summary": "image-12 Analyst, Goldman Sachs & Co. LLC In terms of incremental above the \\$1 trillion, I would say, one, the continued growing of share of the frontier AI models. I'm expecting to grow more share. And so I'm expecting that to grow. Number two, we didn't include any Vera CPU, standalone CPU in that number. And so I expect that to be the second largest. The TAM is, of course, quite large in agentic systems, and all of our customers are quite excited about Vera, and we're going to sell a whole bunch of Veras.0"
+      },
+      {
+        "path": "images/image-13-In terms o.jpg",
+        "summary": "image-13 In terms of incremental above the \\$1 trillion, I would say, one, the continued growing of share of the frontier AI models. I'm expecting to grow more share. And so I'm expecting that to grow. Number two, we didn't include any Vera CPU, standalone CPU in that number. And so I expect that to be the second largest. The TAM is, of course, quite large in agentic systems, and all of our customers are quite excited about Vera, and we're going to sell a whole bunch of Veras. Hey, guys. Thanks for taking my question, and congrats on the great results. Colette, I believe in your prepared remarks, you mentioned GB300 is sort of the fastest ramp in the company's history. How should we think about Vera Rubin against this benchmark? It's, obviously, a new architecture at the silicon level, but similar rack. Does that mean we should expect a similar slope to the Vera Rubin ramp as the GB300? Or should it be a bit more gradual given the new silicon? Thank you.0"
+      },
+      {
+        "path": "images/image-14-Analyst, T.jpg",
+        "summary": "image-14 Analyst, TD Cowen Yeah. Well, we have indicated for a while that we will be launching Vera Rubin in the second half. We will start in Q3. That will be our initial pieces together. And then once we get to Q4, we're probably going to start to see our ramping continue. It's hard to say at this point what will be a faster ramp. But again, we have demand already planned. We've got POs. We've got almost all of our major customers ready to go. And these are very complex systems that we need to put together. So I think it's just about the timing that it's going to take for us to get that into market.0"
+      }
+    ],
+    "tables": []
+  }
+}
diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-earnings-call/full.md b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-earnings-call/full.md
new file mode 100644
index 000000000..8ca65d039
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-earnings-call/full.md
@@ -0,0 +1,443 @@
+20-May-2026
+
+## NVIDIA Corp. (NVDA)
+
+Q1 2027 Earnings Call
+
+## CORPORATE PARTICIPANTS
+
+Toshiya Hari
+
+Vice President-Investor Relations & Strategic Finance, NVIDIA Corp.
+
+Colette M. Kress
+
+Chief Financial Officer & Executive Vice President, NVIDIA Corp.
+
+Jen Hsun Huang
+
+Co-Founder, President, Chief Executive Officer & Director, NVIDIA Corp.
+
+## OTHER PARTICIPANTS
+
+Joseph Moore
+
+Analyst, Morgan Stanley & Co. LLC
+
+Ben Reitzes
+
+Analyst, Melius Research LLC
+
+C.J. Muse
+
+Analyst, Cantor Fitzgerald & Co.
+
+Timothy Arcuri
+
+Analyst, UBS Securities LLC
+
+Vivek Arya
+
+Analyst, BofA Securities, Inc.
+
+Stacy A. Rasgon
+
+Analyst, Bernstein Research
+
+James Edward Schneider
+
+Analyst, Goldman Sachs & Co. LLC
+
+Joshua Buchalter
+
+Analyst, TD Cowen
+
+## MANAGEMENT DISCUSSION SECTION
+
+Operator: Good afternoon. My name is Sarah, and I will be your conference operator today. At this time, I would like to welcome everyone to NVIDIA's First Quarter Earnings Call. All lines have been placed on mute to prevent any background noise. After the speakers' remarks, there will be a question-and-answer session. [Operator Instructions] Thank you.
+
+Toshiya Hari, you may begin your conference.
+
+## Toshiya Hari
+
+Vice President-Investor Relations & Strategic Finance, NVIDIA Corp.
+
+Thank you, and good afternoon, everyone. Welcome to NVIDIA's conference call for the first quarter of fiscal 2027. With me today from NVIDIA are Jensen Huang, President and Chief Executive Officer; and Colette Kress, Executive Vice President and Chief Financial Officer.
+
+Our call is being webcast live on NVIDIA's Investor Relations website. The webcast will be available for replay until the conference call to discuss our financial results for the second quarter of fiscal 2027. The content of today's call is NVIDIA's property. It can't be reproduced or transcribed, without our prior written consent.
+
+During this call, we may make forward-looking statements based on current expectations. These are subject to a number of significant risks and uncertainties, and our actual results may differ materially. For a discussion of factors that could affect our future financial results and business, please refer to the disclosure in today's earnings release, our most recent Forms 10-K and 10-Q, and the reports that we may file on Form 8-K with the Securities and Exchange Commission. All our statements are made as of today, May 20, 2026, based on information currently available to us. Except as required by law, we assume no obligation to update any such statements.
+
+During this call, we will discuss non-GAAP financial measures. You can find a reconciliation of these non-GAAP financial measures to GAAP financial measures in our CFO commentary, which is posted on our website.
+
+With that, let me turn the call over to Colette.
+
+## Colette M. Kress
+
+Chief Financial Officer & Executive Vice President, NVIDIA Corp.
+
+Thanks you, Toshiya. We delivered an exceptional quarter with revenue, operating income, and free cash flow exceeding our prior records. Total revenue of \$82 billion was up 85% year-over-year and 20% sequentially. This marked our 3rd consecutive quarter of year-over-year acceleration and the 14th straight quarter of sequential growth, a significant feat given the sheer size and complexity of our manufacturing operations.
+
+The \$13.5 billion sequential revenue increase was also a record. We capitalized on the inflection in inference demand by ramping Blackwell systems across our diverse end customer base from hyperscalers to model makers to AI cloud providers and sovereign customers.
+
+In Q1, we also allocated capital effectively across R&D, investments in our ecosystem, and share repurchases. We returned a record \$20 billion to our shareholders, while executing strategic investments, both upstream supply chain and downstream go-to-market ecosystem. This is critical to the market's development and our long-term position.
+
+Data Center revenue of \$75 billion was up 92% year-over-year and 21% sequentially, driven by sustained strength in our Blackwell architecture. And demand for GB300 NVL72 was particularly strong with frontier model builders and hyperscalers, each having cumulatively deployed hundreds and thousands of Blackwell GPUs, marking the fastest product ramp in our company's history.
+
+Grace Blackwell is the fastest training system as well as the lowest token generation cost at inference. Spectrum-X, our end-to-end Ethernet platform purpose built for AI, is now larger than all Ethernet network peers combined. InfiniBand has also had a very strong quarter, growing more than 4x year-over-year, driven by deployments of our next-generation XDR technology.
+
+For your models, Data Center computing revenue of \$60 billion was up 77% year-over-year, while Data Center networking revenue of \$15 billion nearly tripled year-over-year. Before we deep dive into Data Center, we'd like to brief you on our transition to a new reporting framework that better reflects our current and future growth drivers.
+
+We have two market platforms: Data Center and Edge Computing. Within Data Center, we will report two sub-markets; Hyperscale and ACIE, which incorporates AI clouds, industrial and enterprise. Hyperscale will include revenue from the public cloud and the world's largest consumer Internet companies, while ACIE addresses our growth opportunities in diverse AI purpose-built data centers and AI factories across industries and countries. Edge Computing highlights devices for agentic and physical AI, including PCs, gaming consoles, workstations, AI-RAN base stations, robotics, and automotive. For your reference, we have posted on our website a revenue breakdown based on our new platforms for the past nine quarters.
+
+Moving back to our Data Center results. Hyperscale revenue of \$38 billion was approximately 50% of Data Center revenue and increased 12% quarter-over-quarter. ACIE revenue was \$37 billion and grew 31% quarter-over-quarter, including AI cloud revenue that more than tripled year-over-year.
+
+Our customers have enabled rapid stand-up of AI compute capacity. The number of partner data centers exceeding 10 megawatts has nearly doubled in just one year, now surpassing 80 sites. Sovereign revenue increased more than 80% year-over-year. NVIDIA AI infrastructure is now deployed across nearly 40 countries, representing \$50 trillion in GDP.
+
+As evident to our Q1 results, our customer base is diverse and growing. Supported by our vast ecosystem and installed base, breadth of CUDA accelerated application, and the lowest token cost provider, we are well positioned to address a market opportunity that far exceeds that of any other AI computing platform.
+
+Demand for AI infrastructure continues to expand at an unprecedented pace. The build-out of AI factories is accelerating. The value of NVIDIA AI infrastructure is rising. The price of renting an H100 has risen 20% year-to-date, while A100 cloud pricing is up nearly 15%. Benefiting from the versatility of our platform and continuous performance enhancements enhanced by our software stack, customers are generating profitable revenue beyond the depreciable life of their GPUs. The vast and trusted marketplace for NVIDIA Compute is a critical foundation on which billions in AI infrastructure spending is being financed by the ecosystem.
+
+There are two primary drivers behind the accelerating build-out of AI infrastructure. First, from search and advertising to recommender systems and content understanding, the largest hyperscale workloads continue to transition from CPU to GPU-based accelerating computing.
+
+Second, the adoption of products and services native to AI is inflecting. Since the advent of ChatGPT, we have witnessed mainstream AI transition from one-shot inference to reasoning and to now agentic. AI is no longer a nice to have. AI is now a necessity for enhancing productivity across all industries and roles. This is propelling revenue acceleration across all layers of the AI cake, including energy, chips, infrastructure, models, and applications. Growth in the model layer, particularly at Anthropic and OpenAI, has been incredible with momentum continuing to accelerate, including breakout growth in OpenAI's Codex since the launch of GPT-5.5.
+
+With analysts now forecasting hyperscale CapEx to exceed \$1 trillion in 2027 and agentic AI beginning to proliferate all industries, AI infrastructure spending is on track to reach \$3 trillion to \$4 trillion annually by the end of this decade.
+
+Our Blackwell architecture is everywhere, adopted and deployed by every major hyperscaler, every cloud provider, and every major model maker. Last month, we celebrated OpenAI's launch of GPT-5.5, co-designed for, trained with, and served on Blackwell, currently positioned at the top of Artificial Analysis leaderboards.
+
+Microsoft's Fairwater, the world's most powerful AI data center, is now live, ahead of schedule, powered by hundreds of thousands of Blackwell GPUs. Starting this year, AWS will add more than 1 million Blackwell and Rubin GPUs, and are collaborating on Spectrum networking. At Google, Blackwell will be offered to customers in the cloud, including confidential computing capability, a new foundation for secure, high-performance AI.
+
+Our share of frontier AI compute is increasing. We have deepened our collaboration with Anthropic and are delighted to be a strategic partner to expand their compute capacity. We will support the company's growth trajectory through AWS, Azure, CoreWeave, SpaceXAI, and more. Now, with the addition of Anthropic to OpenAI,
+
+Gemini, SpaceX xAI, Meta, MSL, Microsoft AI, TML, Reflection, Perplexity, Cursor, and other major frontier labs already building on NVIDIA, our share of frontier AI models will grow significantly.
+
+Today's data centers are revenue-generating AI factories. Constrained by power and capital, AI factory operators must choose the right architecture. With our extreme co-design approach, we deliver the industry's lowest token cost, the highest token throughput, and the highest ROI.
+
+MLPerf inference results are in and once again, we swept every benchmark as Blackwell Ultra delivered the highest throughput across the broad set of models and deployment scenarios. Full stack innovations drove the 2.7x increase in throughput and a 60% reduction in the cost per token on GB300 compared to just six months ago.
+
+NVIDIA Compute is not just the highest performance AI infrastructure, it is the most economic and financeable. Customers do not buy GPUs. They build AI factories. And the right economic metric is not the purchase price of the GPU, it is the lifetime cost of an AI factory producing intelligence, token per watt, tokens per dollar, uptime, utilization, time to production, software durability, and asset life. NVIDIA excels at all of them.
+
+Agentic AI and reinforcement learning represents new growth opportunities for CPUs. Building on the success of our Grace CPU, Vera is arriving just in time to meet this inflection. Built on custom Arm cores and co-designed end-to-end with Rubin GPUs and NVLink, Vera will deliver up to 1.5x faster performance per core, 2x performance per watt, and 4x density per rack, compared to x86-based alternatives.
+
+Vera CPU opens a brand new \$200 billion TAM for NVIDIA, a market we have never addressed before. And every major hyperscale and system maker is partnering with us to get it deployed. We have visibility to nearly \$20 billion in total CPU revenue this year, setting us up to become the world-leading CPU supplier.
+
+Our annual product cadence, a pace that is unmatched, remains a key pillar supporting our market position. We are on track to commence production shipments of Vera Rubin in the second half of this year, starting in Q3. By integrating seven purpose-built chips across five accelerated racks, Vera Rubin will deliver up to 35x higher inference throughput and up to 10x greater AI factory revenue compared with Blackwell.
+
+As an early adopter, Google's A5X bare-metal instances, which can support up to 960,000 Rubin GPUs across multiple sites, can enable customers to run their largest AI workloads on NVIDIA's optimized infrastructure.
+
+While the US government has approved licenses for H200 to be shipped to China-based customers, we have yet to generate any revenue, and we are uncertain whether any imports will be allowed into the country. As a result, consistent with last quarter, we are not including any China Data Center compute revenue in our outlook.
+
+Let me move to Edge Computing. Our Edge Computing market platform generated \$6.4 billion, up 10% quarter-over-quarter and 29% year-over-year. Robust Blackwell workstation demand was a strong contributor to the growth, while consumer demand fell modestly due to higher memory and system prices.
+
+Our physical AI continues to gain momentum, exceeding \$9 billion in revenue over the last 12 months. Our partnership with Uber will power the robotaxi fleet across nearly 30 cities and 4 continents by 2028. And in robotics, leading companies across a range of industrial, surgical, and humanoid applications are building on NVIDIA's technology to develop and deploy at scale.
+
+We remain front-footed in securing sufficient supply to support our customers' growth. In Q1, we increased total supply, inclusive of inventory, purchase commitments, and prepaids to \$145 billion. While we are not immune to supply challenges, we remain confident in our ability to support the growth opportunity ahead, with our intense focus, scale and longstanding partnerships with critical suppliers continuing to serve us well.
+
+Let me move to the rest of the P&L. GAAP gross margin was 74.9% and non-GAAP gross margin was 75%, largely flat sequentially by Blackwell systems continued to account for most of our shipments. GAAP and non-GAAP operating expenses were up 12% sequentially, primarily due to higher compensation and an increase in compute and infrastructure costs.
+
+Our non-GAAP effective tax rate of 16% came just below our prior outlook due to favorable geographic mix. And on our balance sheet, days sales outstanding was 45 days. Due to favorable timing of collections, we expect to return to the mid-50s in Q2. We generated record free cash flow \$49 billion, up from \$35 billion in Q4.
+
+I'd now like to update you on our capital allocation plan. First, to reiterate, our intention is to prioritize R&D and strategic investment, both will enable us to cultivate our ecosystem, drive market growth, and strengthen our market position. As a key enabler of AI, we will make investments necessary to deliver the industry's lowest cost per token and the highest token throughput, which will help our customers and partners scale and expand the AI frontier.
+
+Return program is another key component of our capital allocation strategy. Given confidence in our long-term free cash flow outlook and our commitment to sharing our success with shareholders, we are increasing our quarterly dividend from \$0.01 to \$0.20 (sic) [\$0.25] per share. We plan to review our dividend on a regular basis, as we continue to scale our business. We are also announcing an \$80 billion share repurchase authorization, which is in addition to the \$39 billion remaining on our current plan. As we indicated at GTC, we plan to return roughly 50% of free cash flow to shareholders this year.
+
+Let me turn to the outlook for the second quarter. Total revenue is expected to be \$91 billion, plus or minus 2%. We expect sequential growth to be driven primarily by Data Center. We are continuing to work vigorously on our supply chain ecosystem to address the incredible demand we see ahead of us, giving us full confidence in the \$1 trillion in Blackwell and Rubin revenue we foresee from 2025 through calendar 2027.
+
+GAAP and non-GAAP gross margins are expected to be 74.9% and 75%, respectively, plus or minus 50 basis points. For the full year, we are still expecting to be in the mid-70s.
+
+GAAP and non-GAAP operating expenses are expected to be approximately \$8.5 billion and \$8.3 billion, respectively. For the full year, we now expect OpEx to grow somewhere in the upper-40s on a year-over-year basis, driven by higher R&D and acceleration in the usage of AI tools to enhance productivity.
+
+For the full year 2027, we expect GAAP and non-GAAP tax rates to be between 16% and 18%, excluding any discrete items from material changes to our tax environment. This is lower than our prior expectation of 17% to 19% due to changes in geographic mix.
+
+That puts me at the end of this part, and I'm going to now turn this over to the Q&A with Toshiya.
+
+## Toshiya Hari
+
+Vice President-Investor Relations & Strategic Finance, NVIDIA Corp.
+
+Thanks, Colette. We will now transition to Q&A. Operator, please poll for questions.
+
+# QUESTION AND ANSWER SECTION
+
+Operator: Thank you. [Operator Instructions] Your first question comes from Joseph Moore with Morgan Stanley. Your lie is open.
+
+## Joseph Moore
+
+Analyst, Morgan Stanley & Co. LLC
+
+![](images/0d85508fb3b05f1ea4581d205e234657e37d89318b6ed3527ab87c967514dd9c.jpg)
+
+Great. Thank you for letting me ask a question. I guess, I'd like to ask, what drove the change in segmentation? What's the philosophy behind giving us the numbers that way? And then, can you talk about any competitive differences between the two segments and this kind of surprising CPU number that you talked about, how do you see that across the two segments as well? Thank you.
+
+## Jen Hsun Huang
+
+Co-Founder, President, Chief Executive Officer & Director, NVIDIA Corp.
+
+![](images/0b25a26c8581c4587355a36b9ed441d79ed5af4e7a240acbb580e02cbca82bef.jpg)
+
+Yeah. Thanks, Joe. First of all, Colette meant to say we're increasing our quarterly dividend from \$0.01 to \$0.25. I think that extra \$0.05 would mean a lot to the large shareholders.
+
+So, anyhow, let's see, Joe, on the segmentation and the description of the business, we wanted you to understand our business better. AI is very diverse and computing is diverse. They're diverse in several ways. The first thing, of course, is AI includes languages, and depending on the different industries, it could be 3D graphics for manufacturing and industrial robotics. It could be proteins for life sciences. It could be small chemicals for life sciences or material sciences. It could be physics for the physical sciences, whether it's in the energy sector or, of course, the science labs, higher education, so on and so forth. So, AI is diverse.
+
+The second thing is the applications are diverse. It could be in enterprise. It could be in the energy sector, manufacturing sector, and such. Where it runs is diverse. It could be in the hyperscale cloud. It could be AI natives. There's a whole network of AI natives that are cropping up around the world. Enterprises on-prem, industrial in the factories, in the plants, all the way to supercomputing centers and the edge. Edge, including, of course, what most people see, self-driving cars, robotics, but a large growing network of computers inside manufacturing plants, whether it's a chip plant or packaging or computer plants, all kinds of different types of manufacturing plants. And then, of course, in the future, every single base station, every single radio network would become an AI-powered radio network. And so where it runs.
+
+And then lastly, how it's governed. It could be operated by public cloud, but it could also have industrial regulatory reasons that prevents it from being run in a regulatory cloud. It could be because of confidential computing. It could be because of national security reasons. Different data centers have to be built differently.
+
+NVIDIA is quite unique in the sense that we are the only company that builds all of the technology components. We build it in an extreme co-design way, in a complete end-to-end way, in a full stack way. But then, we, of course, open the platform so that it could be integrated into all the different environments. But some environments just require – an enterprise, for example, require a company who has all of the technologies working together so that they don't have to build it. They would like to buy it and operate it. And so there's many different segments of the data center market where NVIDIA's total solution, fully integrated solution with full stack, but still open, that way of doing – of producing or delivering products is really, really important.
+
+And so if you look at our different segments, the way we broke it out into three large segments. You take all of the words that I just said and you try to find the simplest factoring of it, it would be the hyperscale clouds, that would be one large segment. And within that segment, there's three different ways that we operate. First way is that we help the hyperscale clouds accelerate their data processing and machine learning workloads. We accelerate and support their AI processing inside. We also, of course, bring a lot of business – NVIDIA ecosystem business to their public clouds. And so that's one segment.
+
+The second segment is AI natives, enterprise on-prems, industrial on-prems and sovereign AI. That segment is growing incredibly fast because everybody needs AI, and we're going to see AI being adopted by every industry, every country, every company. And so everybody wants to build it in a different way. And the fact that we provide the entire solution, it makes it much easier, it makes it possible at all for people to be able to build these things.
+
+And then, of course, the robotic edge. Today, yesterday's computing was largely about personal computing. In the future, it's going to be about personal AI. And that personal AI, one example of it is the self-driving car. It's a car – it's a robotic system that's essentially your personal AI. And of course, there'll be all kinds of different types of robotic systems, including even the base station radio network, as I mentioned, is going to be essentially a robotic system.
+
+And so that's the reason why we broke it all apart this way. It's the simplest way of understanding our business. Each one of them have different stacks in a lot of ways. They have different operating systems. They operate in a different way. We go to market very differently in each one of them. The easiest go-to-market, of course, is the hyperscaler, because there are only five or six of them. But the rest of them – the rest of the industry represents a couple of 250,000 companies around the world. That go-to-market is very complex, very diverse. Your understanding of AI has to be extremely diverse.
+
+And as you know, NVIDIA has the largest suite of acceleration libraries in the world from computational lithography to fluid dynamics to particle physics to molecular dynamics to the list goes on. And all of those libraries are essential for us to engage the vertical industries that represents the second and the third category. Okay?
+
+So, anyways, it's really about the fact that our business has now evolved and grown to such a large scale, it's helpful to segment it so that you have a better understanding of how our business works.
+
+Operator: Your next question comes from Ben Reitzes with Melius Research. Your line is open.
+
+## Ben Reitzes
+
+Analyst, Melius Research LLC
+
+![](images/edf18e4027af2d964bd58c4b17c2f3a62442fc6c96506968474bc0a393e71bfb.jpg)
+
+Hey, guys. Thanks so much. I wanted to ask, Jensen, I want to ask you about your philosophy on growth. Your Data Center business ex-China grew about 120% in the quarter. And then, you're guiding about 100%. CapEx at the hyperscalers is forecast by many, including myself, to like grow 90% to 100% this year.
+
+And you talked about Data Center still on track to be \$3 trillion to \$4 trillion by the end of the decade. I was just wondering, the goal for the company to grow faster than hyperscaler CapEx, are you comfortable in kind of endorsing that view? And do you still see hyperscaler CapEx kind of still growing after this year at a very rapid clip? Thanks a lot.
+
+## Jen Hsun Huang
+
+Co-Founder, President, Chief Executive Officer & Director, NVIDIA Corp.
+
+## A
+
+Yeah. Thanks, Ben. So, first of all, we should be growing faster than hyperscale CapEx. And the reason for that is illustrated by the segmentation that I just described. Our Data Center business has two large parts. It has more parts than that, but we combined it into two large parts for simplicity's sake. It's much more complex than the two large parts, but I combined it into two, so that it's at least easier to understand. Okay?
+
+And so if you look at the first part is hyperscalers. That's the hyperscale CapEx that you were just talking about. And they're at \$1 trillion this year. I have every expectation it's going to grow from here for fundamentally good reasons. This is the way computing is going to work in the future. And if they don't have the compute, they won't have the revenues. It is very clear compute is revenues, compute is profit. And so the world is changing. SaaS didn't used to use as much compute, but AI requires a tremendous amount of compute.
+
+But you could do, of course, incredibly more, which is the reason why we heard about the frontier AI companies, both Anthropic and OpenAI, growing at an incredible pace. The fact that they can grow within one month, what some of the SaaS companies would have taken a decade to grow, tells you something. And so the first category is hyperscale and the CapEx is at \$1 trillion, and it's growing towards the \$3 trillion to \$4 trillion.
+
+The second category is all of the AI native clouds. They're regional. They're all over the place. There are startups all over the world supporting those companies. They're enterprise. 250,000 enterprise companies around the world, many of them will have to build or want to build AI factories for themselves to operate. Many industrial companies, there's no choice but to put the computer where the context is, where the action is. You can't put that in the cloud. It has to respond reliably, quickly every single time. Can't imagine a chip plant – a chip fab being connected to a cloud service provider, doesn't make any sense.
+
+And so, the second category, and then sovereign AI clouds, and so there's a whole category of data centers that semi-custom chips just don't apply, because these data centers want to buy systems. They want to operate systems. They don't want to design – they don't want to build it themselves. And so, the second category is extremely diverse. Instead of five or six, seven companies representing the revenues associated with our first category, the second category is hundreds, thousands of companies. And in the future, it will be hundreds of thousands of companies with a large number of companies with smaller installations. And that category is going to continue to grow at incredible pace.
+
+This second category, when I talk about physical AI and I talk about how the rest of the \$100 trillion industry that has not been impacted by IT in the last 30 years, it's about to be impacted by AI, that is the segment that I'm talking about. The second cluster is growing incredibly fast. Our share of that, of course, is very, very large. We're fairly unique in our ability to be able to serve this industry. Our platform is built like it's vertically integrated, so that everything works. But when – then we disassemble it, so that people can build and buy it in the configuration they want and assemble it the way they like.
+
+And so, this second category is fairly poorly understood because they're just so many small companies, or so many companies, and each one of the installations are relatively small compared to, of course, one of the hyperscalers. And so, if you look at the segmentation and the size of each, you could see that, in fact, we're growing share in the hyperscalers, because we now have much bigger support from Anthropic, a new partner of ours, and we're helping them expand their capacity greatly in the coming years. And then, the second, very few companies have exposure into the second category, because of the platform solution that we have.
+
+Operator: Your next question comes from C.J. Muse with Cantor Fitzgerald. Your line is open.
+
+## C.J. Muse
+
+Analyst, Cantor Fitzgerald & Co.
+
+![](images/4cbfc1695947a2407ad7cae3e28a210d827408661d065876f2ce396071713a23.jpg)
+
+Yeah. Good afternoon. Thank you for taking the question. You have Vera Rubin coming soon. And you, obviously, have great insight into coming updates to frontier models, new techniques to optimize around diverse AI workloads. With investors keenly focused on your market share in inference, how do you see Vera Rubin and your extreme co-engineering impacting your share of the inference market as we look into late 2026, 2027?
+
+## Jen Hsun Huang
+
+Co-Founder, President, Chief Executive Officer & Director, NVIDIA Corp.
+
+![](images/14cbd7f395d85ac7973319fc91432e1731f538d0fff7e39e943445a65e242cb3.jpg)
+
+Well, we are growing share in inference and we're growing share in inference very, very quickly. And the reason for that is, this year, the number of frontier model companies grew. And so there's Cursor and Perplexity, and there's some new model companies TML and Reflection and the list goes on. And so the number of frontier model companies has grown.
+
+And we added Anthropic to our partnership this year. They're expanding incredibly fast. We've partnered with them to secure computing capacity across Azure, AWS, CoreWeave. I forget who else we've already announced, but there's a whole list of others that we are bringing online for them. And so the amount of capacity that we're going to bring online for Anthropic this year and next year is going to be quite significant, very significant. And our coverage of Anthropic has been largely zero until just recently.
+
+And so we're gaining share tremendously fast in inference. Vera Rubin is going to be even more successful than Grace Blackwell at this point. Every single – I can't think of one, every single frontier model company will jump on Vera Rubin from the get go and that wasn't true before on Blackwell. And so Vera Rubin is off to a tremendous start, and it'll surely be more successful than even Grace Blackwell. So, I think the end of your answer, C.J., is that we're gaining share in inference.
+
+Let me go back again to the question that Ben was asking. Remember, so far, everything that I've just explained in the inference question is really focused on hyperscale. Remember, there's a whole second category of AI data centers that we serve almost uniquely. This segment is very fragmented, requires a really well-integrated platform solution and a very large go-to-market, and that segment, all of the inference, 100% of that, the vast majority of that is NVIDIA.
+
+And then, of course, physical AI. NVIDIA is practically the only company serving physical AI today, and we've been working on physical AI for a long time. And so, that is also growing. So, our share of inference is growing very quickly.
+
+Operator: Your next question comes from Timothy Arcuri with UBS. Your line is open.
+
+## Timothy Arcuri
+
+Analyst, UBS Securities LLC
+
+![](images/2004f21ede9c6ef68a82be7903b2db1f4dc772be2de351fa717d20c68a5c6bdf.jpg)
+
+Thanks a lot. Jensen, I wanted to ask about the traction you're getting with some of these custom merchant things. You're doing stuff like CPX and LPX. And I just wanted to ask and see sort of you've talked before about [ph] SaaS LPX (00:37:50) being, I think, 20% of the market. So, I would imagine you're getting pretty good traction with LPX. So, can you just talk about that and maybe also how that fits into your broader platform strategy? Thanks.
+
+## Jen Hsun Huang
+
+Co-Founder, President, Chief Executive Officer & Director, NVIDIA Corp.
+
+## A
+
+The LPX is designed for low latency and high token rate, but its throughput is low. Its model size capacity is low. And its context processing, its ability to absorb a lot of context, for example, for software coding, for agentic workloads, its ability to absorb a great deal of context is lower. And so the challenge is simply – and I've explained before that the use case for LPX is not broad. It's intended for somebody who has a fairly large portfolio of different types of token services. And for the high token rate, maybe these services are quite premium and the number of customers is not significant, but the token rate is very high. And so, that remains exactly consistent with what I've said before. And I still expect that. And so I expect that LPX and other SRAM-based, decode-focused, high token rate generated focused accelerators will be a niche product for some time to come.
+
+As you know, Grace Blackwell and Vera Rubin, we support the entire life cycle of AI from the data processing, preparing for training, okay, data processing to pre-training, to post-training, reinforcement learning, all the way to inference, Grace Blackwell is the best platform in the world to do all of that. And if we insert certain circumstances, so long as the customer – the provider already has a high token rate service that they can offer, then we can tack on an LPX and they could deliver that service even better. And so that's how I see the market.
+
+And I think whether it's 20% or 10%, just depends on where we are in the development of AI. I think today, it's a lot less than 20%. Someday, these premium tokens could be 20%. And we're ready to work with the service providers to enable this capability. I'm excited about it.
+
+Operator: Your next question comes from Vivek Arya with Bank of America Securities. Your line is open.
+
+## Vivek Arya
+
+Analyst, BofA Securities, Inc.
+
+## Q
+
+Thanks for taking my question. Jensen, there's a lot of excitement around CPU for agentic applications and just a lot of noise around the number of CPUs actually exceeding the number of GPUs. And I was just hoping that you could kind of give your perspective that, first of all, is this an incremental workload? Is this kind of cannibalizing what the GPU would have done otherwise?
+
+And then, secondly, the \$20 billion number that you gave, is that for standalone Vera CPUs, or is that kind of already included in that Vera as part of Vera Rubin? So just if you could educate us on the role of CPU versus GPU. Is it cannibalistic? Is it incremental? And then, the \$20 billion number, how to kind of put that in context with what you sell, right, which is usually the CPU as part of the GPU. Thank you.
+
+## Jen Hsun Huang
+
+Co-Founder, President, Chief Executive Officer & Director, NVIDIA Corp.
+
+## A
+
+The \$20 billion is for standalone CPU. And remember, we have Vera is used in three ways, as a standalone – four ways, as a – let me just start with the one that you already know. The first way is Vera Rubin. And we'll sell millions of Rubins, and every two of them is connected to a Vera. And of course, we price those too. And they're properly priced. And so that's number one use case.
+
+The second use case is Vera standalone CPU. The third is Vera with CX9 and the software stack for storage. And then Vera in a – with CX9 with a software stack for security and compute isolation and confidential computing. Okay? So each one of those use cases is built on Vera. And my sense is that we'll be supply constrained throughout the entire life of Vera Rubin. There are four different use cases of it. And – but anyhow, the answer to your question is of the \$20 billion is a standalone.
+
+With respect to CPUs, an agent is essentially what people call a harness. And the agent has a harness that does the – and the harness could be OpenClaw, it could be Hermes. Claude Code is essentially a harness around Claude, around the Opus model. OpenAI's Codex is a harness around the GPT-5.5 model. And so these are harnesses, and these harnesses provide for things like IO, orchestration, memory management, tool use, connected to tools, for example, browsers and things like that, C compilers, Python compilers. And so, the harness runs on CPU and the tool use runs on CPUs. For example, if the AI were to do a search or do a browser, use a browser, that would run on the CPU.
+
+The world has 1 billion users, human users. My sense is that the world is going to have billions of agents. Not today. I mean, we're going to grow into it. But it will have billions of agents and those billions of agents will all use tools. And those tools are going to be like PCs. Just like us humans using PCs today, in the future, you'll have an agent using PC.
+
+And so, if you kind of think along the lines of in the future, you pick your favorite number of agents at the moment, at the moment, call it, a few hundred thousand, but in the future, call it, eventually a few billion, I could imagine them all using – effectively having PCs that they can all use.
+
+Every one of those agents are going to spin off sub-agents. And every time they spin these off, you're going to need to do inference. That's where the thinking happens. All of the thinking happens on GPUs. All of the orchestration essentially runs on CPUs and the sub-agents, when they're spun off, when they're thinking, they use GPUs.
+
+Whenever the agents use simulators, those can run on CPUs or GPUs, which is the reason why we're working so closely with Cadence and Synopsys to accelerate all of the world's tools. We're accelerating all of the world's tools and data processing engines and database engines because agents use these tools and they have lower patience – tolerance than humans, and they want things to happen quickly.
+
+And so we're accelerating all of the world's tools so that it runs on CUDA. And you could see us doing that, when I work with Cadence and Synopsys and Siemens and companies – and Adobe, that's because we're trying to get all of the world's tools to run on GPUs, because they already have GPUs and it's a lot faster.
+
+So, we're going to need a lot more CPUs, and Vera was designed to be an agentic CPU. The CPUs of the past were designed to have many cores, so that it could be easily rentable. People rented cores. Well, agents don't rent cores. They just want the work to be done fast. The economics of the past was dollars per core. That's the economics of cloud computing of the past. The economics of AI of the future is tokens per dollar or dollars per token. And so, what we need to do in the future is to generate tokens, process tokens as fast as possible. And that's what Vera does incredibly well.
+
+So we're expecting to be very successful with Vera. But ultimately, what we're doing is we're building infrastructure for AI and it needs incredibly great storage. That's the reason why we built STX. It needs incredibly good networking. That's why we have Spectrum-X. It needs incredibly great GPUs, of course, and inferencing ability. That's the reason why NVLink 72. It needs incredibly great security and confidential computing, which is the reason why Vera Rubin is the world's first platform with end-to-end confidential computing. And it needs great CPUs. We've got it all covered.
+
+Operator: Your next question comes from Stacy Rasgon with Bernstein Research. Your line is open.
+
+## Stacy A. Rasgon
+
+Analyst, Bernstein Research
+
+![](images/49b2e96aca58eccb8d7e39a9f320774c2299e17c8d8795a4ee85ddbfaf9d0e03.jpg)
+
+Hi, guys. Thanks for taking my question. I wanted to go back to the segmentation. So, first of all, I'm just curious, where do you put the neo clouds across those two segments? Are they in hyperscale or are they in the AI cloud?
+
+Part of me assumes the latter, but I'm not so sure. And then, by just looking...
+
+## Jen Hsun Huang
+
+Co-Founder, President, Chief Executive Officer & Director, NVIDIA Corp.
+
+![](images/3d382a9028b2d4d428cc449e07362009df09d8b4333287f962a471e75753bb2b.jpg)
+
+Correct.
+
+## Stacy A. Rasgon
+
+Analyst, Bernstein Research
+
+![](images/da53935fa8a8d12ad9eef774abeedcb64054b495dae0fc02e6094c54e4c985cb.jpg)
+
+...at the magnitude of them, I mean, they're both about the same magnitude now. It almost sounded to me like you were suggesting that you thought the latter, the AI cloud would grow faster, maybe going forward than hyperscale. Is that what you were trying to say? Or do you see like the same kind of growth coming from both segments?
+
+## Jen Hsun Huang
+
+Co-Founder, President, Chief Executive Officer & Director, NVIDIA Corp.
+
+![](images/4779b804abdc539c7aecb355dc3a0c0ebbca9da2bf81bcfd29740bb023a57911.jpg)
+
+First of all, you're correct that AI native clouds. AI native clouds don't build chips – don't design their own chips and they can't really assemble unrelated parts together into an AI factory. And their patience, their tolerance for time to first token is extremely low. And their need for an architecture that has a great deal of offtake, so that it runs every model has customers from everywhere, is incredibly high. And so that's the reason why NVIDIA's architecture is so perfect for them.
+
+We offer every component and whatever we don't offer, our ecosystems of partners offer it. And it's all fully integrated. It all works together. The number of customers that could rent it from an AI native is incredibly high, basically, every single AI builder, every AI native startup around the world, SaaS companies, enterprise companies, industrial companies.
+
+And so, our computing – our architecture is the most rentable of any computing platform in the world. So it's the most performant. It's the easiest to put together. It's the most rentable. Has the best TCO. And it's the easiest to finance. And so all of those properties are quite unique to the needs of AI natives. It's in the second category. They're very similar to even OEMs and so on and so forth, large enterprises and so forth, surprisingly. Okay? So we put that in the second category.
+
+If you look at that segment, it started growing after the AI ecosystem developed in the hyperscale. Hyperscale developed AI first for a lot of reasons. They have great computer science. They have excellent data center capability. And they also focus largely on consumer applications, which, if not perfect, is not the end of the world. It enhances the service, so long as it enhances the service.
+
+And so for many of the other applications, industrial applications, enterprise applications, until the AI is very capable and does really productive work and does it safely, and it could do it in a way that can actually generate impact and income, it doesn't really get used. And so you expect the second category to develop slower than hyperscale, and you could see that in the numbers.
+
+However, long term, if you look at industrial and enterprise, clearly, that's where future economics is going to be, because it represents some \$50 trillion, \$80 trillion of the world's economy. And it's going to be larger than that because of AI. And so I expect the second category to be larger over time, both in the near term, over the next several years. I think it's a foregone conclusion, both are going to grow incredibly fast. I expect the second category to still grow faster, but both are going to grow incredibly fast. And then, I'm hoping that within the next five years, physical AI and robotics segment is going to grow incredibly fast.
+
+Operator: Your next question comes from Jim Schneider with Goldman Sachs. Your line is open.
+
+## James Edward Schneider
+
+Analyst, Goldman Sachs & Co. LLC
+
+![](images/7f937c7affb6b92ada7a37b27f6447d86b1f226c36ad7411a922189e5ebcb3ef.jpg)
+
+Good afternoon. Thanks for taking my question. Back at GTC, I believe you discussed \$1 trillion visibility into both your Rubin and Blackwell platform revenue. But I believe that excluded things like LPX, Rubin CPX and the Vera CPU racks. Can you maybe give us a sense about whether the Vera CPUs are going to be the biggest source of upside above and beyond that \$1 trillion? Are you contemplating other sort of combinations of products, including CPUs that would allow you to gain an even greater share of that total TAM? Thank you.
+
+## Jen Hsun Huang
+
+Co-Founder, President, Chief Executive Officer & Director, NVIDIA Corp.
+
+![](images/2c7666403c8b03a5bd61f4797fb9ab85fca44839f9017bf914196207882680f7.jpg)
+
+In terms of incremental above the \$1 trillion, I would say, one, the continued growing of share of the frontier AI models. I'm expecting to grow more share. And so I'm expecting that to grow. Number two, we didn't include any Vera CPU, standalone CPU in that number. And so I expect that to be the second largest. The TAM is, of course, quite large in agentic systems, and all of our customers are quite excited about Vera, and we're going to sell a whole bunch of Veras.
+
+And then third would be LPX, because as I explained earlier, LPX is designed as a – because of its SRAM architecture, it has the benefit of very low latency and very high interactivity, but it's also its throughput and its context processing ability is also quite limited. And that's just kind of the nature of SRAM type-based systems. But the combination, we'll be able to address the entire spectrum of AI from pre-training to post-training to inference agentic systems through the combination of Vera Rubin and LPX.
+
+Operator: Your next question comes from Joshua Buchalter with TD Cowen. Your line is open.
+
+## Joshua Buchalter
+
+Analyst, TD Cowen
+
+![](images/e2b7ee37f611d6e1b72b30b49809951c7ef006d50fcab518fc2c35d690aa20f5.jpg)
+
+Hey, guys. Thanks for taking my question, and congrats on the great results. Colette, I believe in your prepared remarks, you mentioned GB300 is sort of the fastest ramp in the company's history. How should we think about Vera Rubin against this benchmark? It's, obviously, a new architecture at the silicon level, but similar rack. Does that mean we should expect a similar slope to the Vera Rubin ramp as the GB300? Or should it be a bit more gradual given the new silicon? Thank you.
+
+## Colette M. Kress
+
+Chief Financial Officer & Executive Vice President, NVIDIA Corp.
+
+![](images/38bd8e5075489a757ece927fd10e943cba2f73b82a2e1ff394c04c80d4c58029.jpg)
+
+Yeah. Well, we have indicated for a while that we will be launching Vera Rubin in the second half. We will start in Q3. That will be our initial pieces together. And then once we get to Q4, we're probably going to start to see our ramping continue. It's hard to say at this point what will be a faster ramp. But again, we have demand already planned. We've got POs. We've got almost all of our major customers ready to go. And these are very complex systems that we need to put together. So I think it's just about the timing that it's going to take for us to get that into market.
+
+Nothing else other than getting from production of all of the different systems that we have ready for order. So, a little early to say, but yes, we're going to start in Q3 and continue to ramp into Q4 and Q1 of next year certainly is going to be very big as well.
+
+Operator: There are no further questions at this time. Toshiya Hari, I turn the call back over to you.
+
+## Toshiya Hari
+
+Vice President-Investor Relations & Strategic Finance, NVIDIA Corp.
+
+Thank you. Before I hand it over to Jensen, please note Jensen will be giving a keynote at GTC Taipei at COMPUTEX on June 1. We will also be participating at the TD Cowen TMT Conference on May 28, and the Bank of America Global Technology Conference on June 4. Our earnings call to discuss the results of our second quarter of fiscal 2027 is scheduled for August 26.
+
+With that, here's Jensen to close us out.
+
+## Jen Hsun Huang
+
+Co-Founder, President, Chief Executive Officer & Director, NVIDIA Corp.
+
+This was an extraordinary quarter. Demand has gone parabolic. The reason is simple. Agentic AI has arrived. AI can now do productive and valuable work. Tokens are now profitable. So model makers are in a race to produce more. In the AI era, compute capacity is revenue and profits. NVIDIA is the platform of this era. Of all the platforms in the world, NVIDIA Compute supports the richest diversity of demand. Let me highlight my top five things.
+
+First, NVIDIA is the only platform that runs every frontier AI model. With the addition of Anthropic to our existing partners, OpenAI, xAI, Meta MSL, Gemini, and many others, our share of frontier AI is growing.
+
+Second, we are in every hyperscale cloud, supporting their core data processing and machine learning workloads, internal AI services, as well as supporting their demand for NVIDIA users in their public cloud services.
+
+Third, our full stack complete AI factory solution and vast global ecosystem let us uniquely address new AI data center segments, mew AI native clouds and sovereign AI clouds and on-premises enterprise and industrial infrastructure. This is that second category I was talking about earlier.
+
+Fourth, NVIDIA CUDA extends all the way to the edge. Robotics, autonomous vehicles, embedded medical instruments. AI-RAN, telco base stations. The next wave is physical AI with billions of autonomous and robotic systems operating in the physical world. This is the third segment we were talking about earlier.
+
+And rounding out the top five things, we have a major new growth driver, Vera, the world's first CPU purpose built for agentic AI. Vera opens a brand new \$200 billion TAM for NVIDIA, a market we have never addressed before. And every major hyperscaler and system maker is partnering with us to deploy it.
+
+The world is rebuilding computing for agentic AI and robotic physical AI. NVIDIA sits at the center of these transitions. We built NVIDIA Compute platform over three decades, one architecture, vast ecosystem, extreme co-design across chips, systems, networking, and software. We built it ahead of this moment, so that when agentic AI arrived, NVIDIA would be ready. It has arrived.
+
+Look forward to catching up next time.
+
+Operator: This concludes today's conference call. You may now disconnect.
+
+## Disclaimer
+
+The information herein is based on sources we believe to be reliable but is not guaranteed by us and does not purport to be a complete or error-free statement or summary of the available data. As such, we do not warrant, endorse or guarantee the completeness, accuracy, integrity, or timeliness of the information. You must evaluate, and bear all risks associated with, the use of any information provided hereunder, including any reliance on the accuracy, completeness, safety or usefulness of such information. This information is not intended to be used as the primary basis of investment decisions. It should not be construed as advice designed to meet the particular investment needs of any investor. This report is published solely for information purposes, and is not to be construed as financial or other advice or as an offer to sell or the solicitation of an offer to buy any security in any state where such an offer or solicitation would be illegal. Any information expressed herein on this date is subject to change without notice. Any opinions or assertions contained in this information do not represent the opinions or beliefs of FactSet CallStreet, LLC. FactSet CallStreet, LLC, or one or more of its employees, including the writer of this report, may have a position in any of the securities discussed here in.
+
+THE INFORMATION PROVIDED TO YOU HEREUNDER IS PROVIDED "AS IS," AND TO THE MAXIMUM EXTENT PERMITTED BY APPLICABLE LAW, FactSet CallStreet, LLC AND ITS LICENSORS, BUSINESS ASSOCIATES AND SUPPLIERS DISCLAIM ALL WARRANTIES WITH RESPECT TO THE SAME, EXPRESS, IMPLIED AND STATUTORY, INCLUDING WITHOUT LIMITATION ANY IMPLIED WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE, ACCURACY, COMPLETENESS, AND NON-INFRINGEMENT. TO THE MAXIMUM EXTENT PERMITTED BY APPLICABLE LAW, NEITHER FACTSET CALLSTREET, LLC NOR ITS OFFICERS, MEMBERS, DIRECTORS, PARTNERS, AFFILIATES, BUSINESS ASSOCIATES, LICENSORS OR SUPPLIERS WILL BE LIABLE FOR ANY INDIRECT, INCIDENTAL, SPECIAL, CONSEQUENTIAL OR PUNITIVE DAMAGES, INCLUDING WITHOUT LIMITATION DAMAGES FOR LOST PROFITS OR REVENUES, GOODWILL, WORK STOPPAGE, SECURITY BREACHES, VIRUSES, COMPUTER FAILURE OR MALFUNCTION, USE, DATA OR OTHER INTANGIBLE LOSSES OR COMMERCIAL DAMAGES, EVEN IF ANY OF SUCH PARTIES IS ADVISED OF THE POSSIBILITY OF SUCH LOSSES, ARISING UNDER OR IN CONNECTION WITH THE INFORMATION PROVIDED HEREIN OR ANY OTHER SUBJECT MATTER HEREOF.
+
+The contents and appearance of this report are Copyrighted FactSet CallStreet, LLC 2026 CallStreet and FactSet CallStreet, LLC are trademarks and service marks of FactSet CallStreet, LLC. All other trademarks mentioned are trademarks of their respective companies. All rights reserved.
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-earnings-call/images/image-1-Thanks, Co.jpg b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-earnings-call/images/image-1-Thanks, Co.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..345570fefc2750d212dbb9ca2d31a00afa50db10
GIT binary patch
literal 1369
zcmex=<NpH&0WUXCHwH#V1_nkTWcYuZ!I^=Bjg6g+m4ls~os*M;i${c)hnt&6Qb?Fz
zL{>^(PF6}rMnOeST|r4lSw=>~TvNxu(8R<<Uft5x!pKI?*u)5A2qPyaCl5D|1TU|I
zk)n*E5y{~H0R}-1pko}E8I>5A1R0qH8UG()kO#Vxl@SaWpn#EynT3^&or9B$8>nEb
z00R>vGcywlGb<|#3s7|}P@aKBkX1<0(2-3zFp*uUP{gQl;zAB(r;P_igD!qhF-|IK
z;^Yz&myncFRa4i{)G{$OGq<p`a&~cbbNBG{3JwVk3y+A5N=`{lOV7y6DlRE4E3c@m
zYHn$5YwzgnnlyRJ)M?Xa%$&7o@sg#>maka3YSZQ|TeofBv2)j<!$*!DJAUHisY{oy
zT)lSv#?4y~A3c8Z^x5+lFJFE9^!dxzZ{L6X`~~tCBLg$UTR;-xF*JV(0{z9r!otkL
z4)PZxQ#lYb3$m~(8nOvF2C^p>3M&~ka)>xhT)6Qdr?PR-2hpUWi(FzVCJ$9Vg1iRy
z8F3zKBFkrRk0JbZi-Cuk5g2*Qf(-Ty-+yVW*_$8kt9DtL*Jh^R`mc6Z81p{;yLQO-
zyRlBf7xtCE_?B&0{&DWAIgZ&n^WHf9XXq^sbgo@{e~#F+w5K!sxorQkmTcR{x6Os^
zRi#SZL%YC#CX7NASGjAx=`6mQdj5;(>f}edRzI6KeS+keybR|bUm8C7kX80N@pC=D
z+RuMpR~`1@?zvfQDfw1+N)rsiU)ir^DE|^J`S88K9;2mmA5ZJ-2r08!_{Hx2soho#
z+GoG+es;w)a>=<szZ3r%?#e&6@2%o}v(L5l$l_HlXMb{i?$uMYTb(KS;?lahnG5(n
zyIc<Uy}Y<TPqjeG`M%x!*33Xx29XxFpf!x_P5f0+8qDXm{<X;5HTziecR%yx8*KM;
zy|J;b$=}j(^LEL``MM|H_qBgInpSa1AvZVe-MZk<lK-aiH$Am}_wbF=hQIDV0@yuQ
zE}ZPO+x69j9r6>`+g+TawmI$i@>z>NTdem|Fi`l!&$j2-JNC<4HI>duN!kT}c_RPR
zL2kaQV`|CtZG|yzZZ}2b7rxV~V$fK%U8;BPnwPvs54kJ%tVr&&+pBd#u|dm`eW3{B
z*&k;QTwZ&5=XCoC_K!pUh_&3gyFa1J-l+c2f{&%I?qq4^^-gUpxc^>m|1$05LuT{*
zrd{4}*zc$OyFT{Uvlw1z&-v)qbG@+pbm^IkJyv~d_CL~Iyr{wEKZEo2c&}oahLbtR
zRoz4F7VVCX^*i;|vFVwa`j6r^`Nn6POZ|DG?(du>_S@$8N@lJ5fiX}1iCtAx&+*py
z>Mnm>gmLR5S>E+(*+=*Eas(_?wRT{>xAV4c(r@q2N^Jqb6SvGg#lK?t^7hhn3$Yx#
zHSAy4THCYxJTZOpTIxSTnVtXh3w2u<CoX+?IqO&Z^c|0_mrnR5`=3GTOU7c4B#*@b
zD;l&KZ*V<$UsCJtGXJfB@s_N*$i;7LkLN#)z9)NKuhdeC^HET8?6J_tpXIhNUbyHg
e!Vn0>r7IG)Y~NNX#Svtz#+@T^RwRJ^|4jhLvpj78

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-earnings-call/images/image-10-Analyst, B.jpg b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-earnings-call/images/image-10-Analyst, B.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..55705c10e61dd7491186981e1de811d62e7fe9a4
GIT binary patch
literal 1243
zcmex=<NpH&0WUXCHwH#V1_nkTWcYuZ!I^=Bjg6g+m4ls~os*M;i${c)hnt&6Qb?Fz
zL{>^(PF6}rMnOeST|r4lSw=>~TvNxu(8R<<Uft5x!pKI?*u)5A2qPyaCl5D|1TU|I
zk)n*E5y{~H0R}-11{VfvW=16jCP7AKLB{__803NOWMu>c1}I=;VrF4wW9Q)H;sz?%
zD!{<R$jr>d!pzFb!U9xX3zTPI5o8roG<0MW4oqZMDikqloVbuf*=gfJ(V&YTRE(2~
znmD<{#3dx9RMpfqG__1j&CD$<t(;w4-P}Dqy@EqR!@?sXqmoln)6z3Cvx-Yf%gQS%
ztD0L{+uA!iyCzMZGIiSY88c@sTD)ZGvgIpQuG+MD%hqk%ckJAC=<t!F$Bv&kdFs;T
zD_5^wzj5={!$*&wJbm{3#miS8KYjl4_1pI!KYxMz#mK-6@fMJTcnr;7f<S*Uv9K_+
zu!H=?$W#u*%z`YeiiT`Lj)Clng~CckjT|CQ6Blkg$f;}`^g%SK=pvVxipfLOk07ss
zeMX$en#l4Q++zrT-D2QjW&}navmk>#!}nhriyF8z*5x0y+VahfyE@XR$Sk(wbzk$Z
ze<6&Q0%QC-*T<Qy6$vlr`RMs6apOT-`}pUvTNy+GUBOuN`F6e1{X%bpr%Vdy?tjPk
zpJ9U9Zr-ZTZ>(%SF}Ejfv|Ik4VeRA};nojc`y2hrUMAzRJN#AsuLJ)|7{iZTo1b)z
zXJYS44Za<3s^qVve_VIocaQk55^?3#>(9Qq%l|quPH*$)FI#s6es;KN|85@tmsNGV
zd;c@UryTz`OZ}7mr3R~0VAn6(y{2&U&O<9y<~usbl=tM@oL-T0<)g&C`@xsL{43r5
zaJK)Z7aN5PKG%KtXKU{h&Rbn{efs8@?U6Ebs`w6nT5Iw#Y^ju%{v=U1hMN}x*h>qU
z?%eif{(Dno<)7?xI?HR-Bi!qFj6@6HUby<7;fHsreMJ5Ht`oa=R-azJV~R$(W$t38
z23rq-QyiA;6I^wZf24hXJIf~PxRLYkZNK>DFaNZ*i$PoXsQLWVOH!s5mFEtAdH+wo
zH}^W{quuAXyxQkAX9@TAe=L>u7wSY9)mw7H9({}M6fknx!O+ut92k1@&+XRV9Q~i+
zJjed`jgj}HH~&`a6?2n|zi0mV@|UC80W9%p+y67n6Rf|_wDFJka(A-{pIn7jA1eQ|
zx~K0y!*cu9yvwm-E-8gm6CC9hHCW_x-upW{#K7=SjNbhp0#E7#e_St*ODq<dmAC9;
zlk-9KQ+4eM{~5HtbX!l|v$^e|-J33Hxp`L@ZPQOKe7WhwCEG>D8+DFMK4}u@Abx<0
zftjIzRaYc{(N!dXRl8U1(7R-lZzn#<ttme1%{z7P9&eGrH?A)h_OXftu>Zda0NCXH
AkN^Mx

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-earnings-call/images/image-11-And so for.jpg b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-earnings-call/images/image-11-And so for.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..1b4856b4404389f8ae70541c158139d36e9ec33e
GIT binary patch
literal 1368
zcmex=<NpH&0WUXCHwH#V1_nkTWcYuZ!I^=Bjg6g+m4ls~os*M;i${c)hnt&6Qb?Fz
zL{>^(PF6}rMnOeST|r4lSw=>~TvNxu(8R<<Uft5x!pKI?*u)5A2qPyaCl5D|1TU|I
zk)n*E5y{~H0R}-11{VegW=16jCP7AKLB{__803NOWMu>c1}I=;VrF4wW9Q)H;sz?%
zD!{<R$jr>d!pzFb!U9xX3zTPI5o8roG<0MW4oqZMDikqloVbuf*=gfJ(V&YTRE(2~
znmD<{#3dx9RMpfqG__1j&CD$<t(;w4-P}Dqy@EqR!@?sXqmoln)6z3Cvx-Yf%gQS%
ztD0L{+uA!iyCzMZGIiSY88c@sTD)ZGvgIpQuG+MD%hqk%ckJAC=<t!F$Bv&kdFs;T
zD_5^wzj5={!$*&wJbm{3#miS8KYjl4_1pI!KYxMz#mK-6@fMJTcnr;7f<S*Uv9K_+
zu!H=?$W#u*%z`YeiiT`Lj)Clng~CckjT|CQ6Blkg$f;}`^g%SK=pvVxipfLOk07ss
zeMX$en#l4Q++zrT-D2QjW&}navmk>#!}nhrE7s{LZQWk^tYG4TlWGmBE0*qTx|5dq
zxc~2W=AYMvS5?e=_wlCg%(V|*7=EAqs=7`z=(f|9_wF;My%F7cU-9<*^J^K(SFX5m
z;&#xdyZwt!E&p|O&XbgIM)lUxi0eu!^{IvPudO;*y)xr-PS`XdOGAqX|JWLA)w)hz
zEWJ@0qT$f@&@IyV`kk<?45EjBtPVCezn|ROKb7(4-rM`1UjDr9S|*Eur{;^Uh<{9b
zj)`X9buuaPKCi*@d-8vV>kIgnAGVUo=8C_oke-(me1SiHZK+5{x0IH~p%n+1H!NMi
zwDOfz?!M(YNps!mTMs<--x{;1!RA=RJCk0Yb!BInp9tQ+@Rwt~>*e=C|Bh)-k>InG
zYv1wb^~{fRH$>*HYk1n|_Qz8G%+-Fj7_qH8x2v}#9H_1T8^XAK)$`v<-{n6a{Lk=3
zIEJsY|Lty@{|x5?<N8gKGE_Rglxo!r#wF*yO<m#gjw2(Lwf(|p2f4+rN*hXfmTS2=
z%D&8CSk$G#Jm=#y`^^epKezvD%4%=={O$C5f1P@(>Bpusm#*FL%2@HA^RFxOxEt1p
zhqDyCSz*uT|5=3b%5~mHYYlGQ|GSp`-EvF2v-dy0{&~GPFy^*vdEN)V#>a(CybQ(v
zB(7b`5IXemqY;mr|404hSHitx_*On#y_;R1Y0HOFp2g4NSNz*5yS~%Z+LiM;r%2h9
z^slcSr2eVwzw*{pbkdEpA{-5Q%o@kn+wNU?tGxSh#?Ac8$*U&G86K`q-niywP4tS>
zlD^ws&g0~q|I9Zv`c`cG8P`3$%EFU37O;O2Vfekf^J}f|l3PBLwh6LZ$hKCA%}m-=
zHeYmurIuatEB~kmUv@uUoTd6~>z&h|Hf`sb?_c$9jcK&4r*Xc4ZqJO{ZSt)QvB2<Q
zSoQfvRLq>SxjgMxCkX$%=*r+U%WhV?(lMUj3rtG|1DzJN23}xnbQNKA54x1|Rib~s
j_&IhVeI9$MgCA=5WS7?bIPKmNRLg1k&j}dV|8D{S9x_6b

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-earnings-call/images/image-12-Analyst, G.jpg b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-earnings-call/images/image-12-Analyst, G.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..bce1bedb86a233de2e0f48dd0a7d96afa10e0751
GIT binary patch
literal 1169
zcmex=<NpH&0WUXCHwH#V1_nkTWcYuZ!I^=Bjg6g+m4ls~os*M;i${c)hnt&6Qb?Fz
zL{>^(PF6}rMnOeST|r4lSw=>~TvNxu(8R<<Uft5x!pKI?*u)5A2qPyaCl5D|1TU|I
zk)n*E5y{~H0R}-121f>KW=16jCP7AKLB{__803NOWMu>c1}I=;VrF4wW9Q)H;sz?%
zD!{<R$jr>d!pzFb!U9xX3zTPI5o8roG<0MW4oqZMDikqloVbuf*=gfJ(V&YTRE(2~
znmD<{#3dx9RMpfqG__1j&CD$<t(;w4-P}Dqy@EqR!@?sXqmoln)6z3Cvx-Yf%gQS%
ztD0L{+uA!iyCzMZGIiSY88c@sTD)ZGvgIpQuG+MD%hqk%ckJAC=<t!F$Bv&kdFs;T
zD_5^wzj5={!$*&wJbm{3#miS8KYjl4_1pI!KYxMz#mK-6@fMJTcnr;7f<S*Uv9K_+
zu!H=?$W#u*%z`YeiiT`Lj)Clng~CckjT|CQ6Blkg$f;}`^g%SK=pvVxipfLOk07ss
zeMX$en#l4Q++zrT-D2QjW&}navmk>#!}nhriyF9$yR`d1PJQ<B!RFvY{D%LQFMm1z
zT!S@F^S!RmYvrDP*_&r?A|kzKC*vFbpX?vjyDnhr(g0(YG>)Y+9y**<-&*-~U+I3K
z)dr_d>OJC5k=?J@^{U3V@|&-mYjFFFpUE$({>?wPX^&*)^c{N=FK}G>xBOQCYrOc)
zpH{PCR{TtltG_2Be_8bMi}L;XmlCJU+11<sRsM<mvDH5ooqro;yhF0We}>)M{|x?5
zBlhv{{q*kX=HySO%=LdC{?D-X&kE+vi@G!z7Ik$!D%rMeTKVsdE0cc&u!}#secnDe
zy3}5UyZ?valm84}FTY6pZ+vm><HYvVd-sFS|7VEW^QXJl>EkJ7Z<93<t9mBixz<1R
zk-V?_zh6}h@9&Cv+>}X;5O80y-qbE_;_5l+wR`qdH`K5ASDJt7qxfH!`uEFMnNPcZ
zar@kAk%x00*DQGQPp!e$NHeG+DB@h;6{Gpd{%iO-<Nhx8F?&;2Auazw_{6`h`yE(|
z_v!EXRPtn7@Mpg}{~2~!{;OEmwdebh>1m%Mr)QpW{=M~&)xVt!c<tG4KJ$DpQLy;5
z|N7v+_ExW7+q-W5%{MWhQ=(}1{8yF#8D7_kE_7f`{n2#(?Jkp3Y;lIq)UVWk-5fO~
zfPLPNyzg(SjwJRe&;FkK<ICT|xYoGLRX4ZIUv-|VNi<r+ec_Yv>SeDC@4md?_iojj
X{RZkXef+O9n7)bxI<O*P`TsWo!<_8z

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-earnings-call/images/image-13-In terms o.jpg b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-earnings-call/images/image-13-In terms o.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..3baf85e0ddb1fe6870cea3ad10731af0b018de7f
GIT binary patch
literal 1378
zcmex=<NpH&0WUXCHwH#V1_nkTWcYuZ!I^=Bjg6g+m4ls~os*M;i${c)hnt&6Qb?Fz
zL{>^(PF6}rMnOeST|r4lSw=>~TvNxu(8R<<Uft5x!pKI?*u)5A2qPyaCl5D|1TU|I
zk)n*E5y{~H0R}-1pko}E8I>5A1R0qH8UG()kO#Vxl@SaWpn#EynT3^&or9B$8>nEb
z00R>vGcywlGb<|#3s7|}P@aKBkX1<0(2-3zFp*uUP{gQl;zAB(r;P_igD!qhF-|IK
z;^Yz&myncFRa4i{)G{$OGq<p`a&~cbbNBG{3JwVk3y+A5N=`{lOV7y6DlRE4E3c@m
zYHn$5YwzgnnlyRJ)M?Xa%$&7o@sg#>maka3YSZQ|TeofBv2)j<!$*!DJAUHisY{oy
zT)lSv#?4y~A3c8Z^x5+lFJFE9^!dxzZ{L6X`~~tCBLg$UTR;-xF*JV(0{z9r!otkL
z4)PZxQ#lYb3$m~(8nOvF2C^p>3M&~ka)>xhT)6Qdr?PR-2hpUWi(FzVCJ$9Vg1iRy
z8F3zKBFkrRk0JbZi-Cuk5g2*Qf(-Ty-+yVW$a}YN)3)l)+c_DQ-@l14nug5}*u2eR
z)+-Uap2zl63#I0Fyf@|KayiQ)%cS_^udmtl!%=fDwF`7i`C>GuZf*wi7T<K=iQCqG
zk^Ej@KQ}f!JmAE^DPI(xgmbI6n5x9Ac2xWlZu!??&DY6+7xT=Tb$5TgRb~G0!UguF
z7bAAb?U!3&Gt;5(sasj|;p+YmYgaL7w|w+llJ}K4r~SLxbBV8c&wtgG-afC;cF)t_
zCFuTy^+wx!*PC)IF7o!(;Hg_ai{Z76@gfzom$e0r%L->4{3rVL*Q}SBqE0J9B^VMI
zZ%u39T3egQwm9d4-%R$!<-xDC&WbQT3pa?#l$zOJ7@3%}n(trRUT)vLvCjT&Pu;lt
zXH*Fu6g^jQ=?44Ooy?PXa_Z*vKg)_|Jr{NF)tz~Q&5d6l{AbW&xO=tu@5Ji<pFqwp
z&UNfA$G_d3SO0v)diQCDI{K0?UWNQKeP*!v#w(6<92Kgp?K|xMW-)w~(iFVr5*|D?
zaYC)DE`vy*D?{--qvPLF<n|T(XSm=S@FA}5X6ehP{m=bB&OKoi9nH6jr}xJP`-v<6
zNalszdiJ1Cwu%4n`p*ma7VYR4ec5*J^V^LpKP|I2|E>F<;rf3Dskg5zAM`yFZ%g5q
z?lGG8h4E}fdTh_3Y2tpO*E{C+v(%Trj`c0LwY+uR+L)7RQjg?z$k*2M{by(m+J4>C
zTkxsw;fEDB74G)uRf;ffeH6LX!<2R29e>$984M-%nznxRzy3{`Ro;D~chW!GGmKgv
z`}fpx{M$NHy{j}*WW`ir+pFwfSB32={kBxmz~TMmNk0z#tJPqb7u_2ltiNT;WiwIt
ze8(@MFRDr>WquQkRy=p`<X7AC&tv4~SDLl1*zBFd-MDq)F%G%oTgz^hZBAd=<EW-`
z%qRCS|HlQqTpEiSxcZ_i)Foy~JduC9!v0*B29wI=HH$61txN3|smfnk)7aSPD#AE-
q&CTf8%uib`tlp%kb@%w=2sv(7<GVYV3ql!wG5OU`Sk%Sv|0V#`)jh}n

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-earnings-call/images/image-14-Analyst, T.jpg b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-earnings-call/images/image-14-Analyst, T.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..7927e2e196e1d969fb1b2427d16eb368320ef619
GIT binary patch
literal 1208
zcmex=<NpH&0WUXCHwH#V1_nkTWcYuZ!I^=Bjg6g+m4ls~os*M;i${c)hnt&6Qb?Fz
zL{>^(PF6}rMnOeST|r4lSw=>~TvNxu(8R<<Uft5x!pKI?*u)5A2qPyaCl5D|1TU|I
zk)n*E5y{~H0R}-121f>KW=16jCP7AKLB{__803NOWMu>c1}I=;VrF4wW9Q)H;sz?%
zD!{<R$jr>d!pzFb!U9xX3zTPI5o8roG<0MW4oqZMDikqloVbuf*=gfJ(V&YTRE(2~
znmD<{#3dx9RMpfqG__1j&CD$<t(;w4-P}Dqy@EqR!@?sXqmoln)6z3Cvx-Yf%gQS%
ztD0L{+uA!iyCzMZGIiSY88c@sTD)ZGvgIpQuG+MD%hqk%ckJAC=<t!F$Bv&kdFs;T
zD_5^wzj5={!$*&wJbm{3#miS8KYjl4_1pI!KYxMz#mK-6@fMJTcnr;7f<S*Uv9K_+
zu!H=?$W#u*%z`YeiiT`Lj)Clng~CckjT|CQ6Blkg$f;}`^g%SK=pvVxipfLOk07ss
zeMX$en#l4Q++zrT-D2QjW&}navmk>#!}nhriyF8z*7+a()x2avl&i8P^O@S^a)*Ci
zV2^aI{MWhSeEOOrdMcBX<#n&#_&ERHKJ5z{42!zJn30n~$dBPw_W3Dui;par7Zh3i
zpMgRCZ(?kEr@r0s#oo>B)4yl``1;p4Vju68yS7Jf^9fXDf3=za^5+HCc(KU8^FxJK
z96Go2KSLuQ|Cc|nS6^ITcYmp)rDg5z_`eSi{%4Rswz6W?`L|ZqUW@ga^X2{8|I~Ax
z`cV4r<g-o5hkIXsm96)G>LA-I66nAx609~=p~-X3LqTuhHyX^{A8Vh_U9oi4{AsMu
z|33cDaP4SGo!pk+YTZl|+b2}^ezpIb6V7Zh>3*E2-nB~Aq#J>gUq>+qTyJ2oy}|sq
z`JV{m3!!71T|QczvYM)V<NB;)molXe*dNc=<KMwP|4iuqx3cyBs$%~$+-LuzZTJ4I
zzvisBDfj+HUYA_J@85eZ;+l(P7-QpCwz&~;B71-PO?|TQ^zFI(Kgiv`QYX6Gfi<CG
z+vhjGBDM#AK6m3kLqnhcm$kn>|7Q@sSGzu<BzQ_gW%BF$U;l+L)*swf{Z4&P;vwGd
zueSC6&trSjUYOM<U3}2fW6k^itIdA~9sWaGRxqrYFL?9sX1D3g`r_}!KfL~xwsj>3
zi-4QsD-Gtx4@ckMG%azn=qr3We|`S-{$sm;eb#lmy5((9hNJT7nuXt9@jvbQqHFh6
zzvPFWIYVrbTa{e<*Ru@K>---7vrGNYQ1hR`N@D@vn%awBmM-dI&;a7+Tl;_fXRv?Q
THSPRA+u)D?N&+3^|K9`v0&n^H

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-earnings-call/images/image-2-Analyst, M.jpg b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-earnings-call/images/image-2-Analyst, M.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..c31eb9e297ea8b9ea647cc10e188a220853718eb
GIT binary patch
literal 1186
zcmex=<NpH&0WUXCHwH#V1_nkTWcYuZ!I^=Bjg6g+m4ls~os*M;i${c)hnt&6Qb?Fz
zL{>^(PF6}rMnOeST|r4lSw=>~TvNxu(8R<<Uft5x!pKI?*u)5A2qPyaCl5D|1TU|I
zk)n*E5y{~H0R}-121f>KW=16jCP7AKLB{__803NOWMu>c1}I=;VrF4wW9Q)H;sz?%
zD!{<R$jr>d!pzFb!U9xX3zTPI5o8roG<0MW4oqZMDikqloVbuf*=gfJ(V&YTRE(2~
znmD<{#3dx9RMpfqG__1j&CD$<t(;w4-P}Dqy@EqR!@?sXqmoln)6z3Cvx-Yf%gQS%
ztD0L{+uA!iyCzMZGIiSY88c@sTD)ZGvgIpQuG+MD%hqk%ckJAC=<t!F$Bv&kdFs;T
zD_5^wzj5={!$*&wJbm{3#miS8KYjl4_1pI!KYxMz#mK-6@fMJTcnr;7f<S*Uv9K_+
zu!H=?$W#u*%z`YeiiT`Lj)Clng~CckjT|CQ6Blkg$f;}`^g%SK=pvVxipfLOk07ss
zeMX$en#l4Q++zrT-D2QjW&}navmk>#!}nhriyF8z);S+DKYp(1tVHkPGc|J08~@f@
zF}!}U-sWPy%H^#q_B=YpU0K9t%lMz+^@HmRFEF}_1b{G;F>BD70)~@ndw$8hu2bbX
ztf{lR!~Tx!e#O}E&V0L*i#<dhKKpy?pKZO*HTPy+W8I^V`9wIbzpAvq{CNS_KE2JK
zOkH;bw$3f8zb7MqS@g<_>HG69CCr$!Lt6gt!+*s;uEvYp{JY$}lHv4$nuA|n)ce(Q
z9sf}JetN0yY&jL_%YPqU|MD+{@n)c_2t%N&yUoe`e3f$r6IUkx2w)d~^!mJgP;{!j
z4)^)r$0z?v+Lg<6`AwDSF2VM~XXaNv|JfK<_pJK&@ly9mnGxHruuQ(cG=tN|iH-eR
z|KCqv7+(k}otAcctaV_e+=A<~n$;$*DZihu|BUh9;-6Rd8y|`PD)gUWU)+i~*DCpQ
zd%6nF748dFE`OB4e0kBtv`$s$DWyEiuSk_9{P6q!)+(~GFYeCU{|pWD+`r1V<_9pw
zeD7Xw(`%SJ<<I5q_V4=qUw6I8KEKDi^4s1thvl05@2-D%{p(qSNsV;+uFUrm1&dF|
zuYB^K!T;QDu5%aO{5!hDQBb02_x)Fuz}To0UF^V`TG4g>?JSc6JbUW*#2;S&a@N%a
zJw0+$7@yyh-1}Q@qtwPD#dUA@Enoin&+7}>XTDkoFMl=JVJD-!M(wVy_g~&RS)aAy
tZh9qo{Ta*m7xhsLyCdI!zx~=(gmED>npv&qf4$$TQ(qA1%25CRCIB+t@YDbR

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-earnings-call/images/image-3-And as you.jpg b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-earnings-call/images/image-3-And as you.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..5aed9503ef22b28aa8cd437c847aaa850ec79687
GIT binary patch
literal 1382
zcmex=<NpH&0WUXCHwH#V1_nkTWcYuZ!I^=Bjg6g+m4ls~os*M;i${c)hnt&6Qb?Fz
zL{>^(PF6}rMnOeST|r4lSw=>~TvNxu(8R<<Uft5x!pKI?*u)5A2qPyaCl5D|1TU|I
zk)n*E5y{~H0R}-11~&!=W=16jCP7AKLB{__803NOWMu>c1}I=;VrF4wW9Q)H;sz?%
zD!{<R$jr>d!pzFb!U9xX3zTPI5o8roG<0MW4oqZMDikqloVbuf*=gfJ(V&YTRE(2~
znmD<{#3dx9RMpfqG__1j&CD$<t(;w4-P}Dqy@EqR!@?sXqmoln)6z3Cvx-Yf%gQS%
ztD0L{+uA!iyCzMZGIiSY88c@sTD)ZGvgIpQuG+MD%hqk%ckJAC=<t!F$Bv&kdFs;T
zD_5^wzj5={!$*&wJbm{3#miS8KYjl4_1pI!KYxMz#mK-6@fMJTcnr;7f<S*Uv9K_+
zu!H=?$W#u*%z`YeiiT`Lj)Clng~CckjT|CQ6Blkg$f;}`^g%SK=pvVxipfLOk07ss
zeMX$en#l4Q++zrT-D2QjW&}navmk>#!}nhrE1u7?u87N=qmp5CraFLS%1zZi#hJ1J
zRU3~MS}pHdmlwNulNv`=-aoVd4E%>SFSt}{>;8RZzD~n`2I)D>Kjv*=e9>8&ubk`o
zDEY-YUhlX{^|q}U*UN8~^M8vG{`1N@HazIk(i<uh%jP9b5wcgl)L<*ub^7Ah9i|y4
zm`~4ji!!PYe5D=K!1bsme3f+f{*7+OPqn{){A2cihPD4pZ=P1@5})wJRi~cov&7;1
zSsd$%KA&Q=dsF}G3*)69*^a%7qJMAUiJmdBUE<%ze^ajo2Z~u-Gm!{oV0^)9)xfoQ
z<;$>NOLuyPa5DT<VV-LL@NM{t1^k9e&poc3ICt_v{ek}sUpv;jZQSksT4P=E!<3lE
z7rx8SE&6A?mD_gfrM_4%^M@z?rGHu-$FoB}voOzJa7W^g{|vuYFlUFVWQy<j&oGbw
zKf{7q4@!Jw^Um9Uz7oFJUtrd~h<<mc<sT*18*QC%^OeAf2hBVSHhekwtijf;%fVSg
z;fb8%(gjRi8VmS}k2%z*IaL2V{GY+m)cIiL@6-!#pY}fw`f=$&{i54^drs6(__yUh
z1M2}7^WcexjTYGZO#X9}p)~YR#d6<lUxzyj{+>N}cfQ*@`?ckzymyzFZ#$oFmFFfu
zea8YGd!E;t#W~Z0_o??J8vn`ur?gA!^IQMJ-)H5tKIS!1o~XnZ{>nOdZB6jXXbrcL
zneP53DgTlhOlw?My)v_!RXgXTjMjpbWufPTuYXus@}EK6Q732n>8Bp6{GLdLefwrQ
z-M)LhTIb^5wi|d1ik9wo$`+HZe4nPxqN_Z4j?$O^3|tKJe!a_$4$3T>^vNK^@f>?%
zT;tM+UTeRu+m@-4#jlR9Etuu{DbuQdc41D;x{&6>ieH(p?Y^z+bvdBFcFU=Mt1q@+
z31D5Nv8aJ-x!u&nBF|};#FDRWd+;x*OM^+}Ldh0OvA}<p_UG2S@)RsPvDoAK?^O%9
yG!}4KP3ulyxzcFa&B7xq57*gk^>@C&H?`Delh>w63zHR+nfKLuX)NIXe-i*PK}4hg

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-earnings-call/images/image-4-This secon.jpg b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-earnings-call/images/image-4-This secon.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..8df99a8280826a18095374ffe20ccf4524bda718
GIT binary patch
literal 1377
zcmex=<NpH&0WUXCHwH#V1_nkTWcYuZ!I^=Bjg6g+m4ls~os*M;i${c)hnt&6Qb?Fz
zL{>^(PF6}rMnOeST|r4lSw=>~TvNxu(8R<<Uft5x!pKI?*u)5A2qPyaCl5D|1TU|I
zk)n*E5y{~H0R}-11{VegW=16jCP7AKLB{__803NOWMu>c1}I=;VrF4wW9Q)H;sz?%
zD!{<R$jr>d!pzFb!U9xX3zTPI5o8roG<0MW4oqZMDikqloVbuf*=gfJ(V&YTRE(2~
znmD<{#3dx9RMpfqG__1j&CD$<t(;w4-P}Dqy@EqR!@?sXqmoln)6z3Cvx-Yf%gQS%
ztD0L{+uA!iyCzMZGIiSY88c@sTD)ZGvgIpQuG+MD%hqk%ckJAC=<t!F$Bv&kdFs;T
zD_5^wzj5={!$*&wJbm{3#miS8KYjl4_1pI!KYxMz#mK-6@fMJTcnr;7f<S*Uv9K_+
zu!H=?$W#u*%z`YeiiT`Lj)Clng~CckjT|CQ6Blkg$f;}`^g%SK=pvVxipfLOk07ss
zeMX$en#l4Q++zrT-D2QjW&}navmk>#!}nhrtFB+a@bX)Kp><;Tf_KL+1hCF)R$Jk}
z_T{waLUBhY-t>F_bk?I%*|hIrv(qAz)wy{p5B~Z!YjgHPTepYIC!ZeRPq+E!)L_-}
zQEswwu6P&!Z;!)2yDqdnlAdy(Wu?-u#Z21$lMhbM+S&I^+^$9NpXo#$skZJSZcc^C
zKO+5kfAsM(RK<!mF8I+|%A~ulZ0R|>APfHg4A<BGV$g2<XtyZe)U4J2-P)55w$VHP
z&2KFa7y2o7=~R6qcb&88v#>(xy>1+{byBCW{qZ+pyzwL5-P_w`&s4@8Q}SZ|Gce7Y
z-&-OAj5r=fR|ZkuyGzWsoo9I=DNz^qXxX9$n{&S|<*El|Y!|q=A>&TDtmC@>3|{-B
z`eyT<XPl9E;LYK+#s5sU%fHyJP<$q*KJahmKkhj*);&;fO)aq7$^Mgz;r>-eE7upY
zHSPZyF8CHmDKbZIKL6*d=u07mY3jYZjHcT6RyMuga7ARp-zP#n{iXJQvlzZgX>L5R
z>BuC-Q&w%kuXwE*xHJ|uSe};@{5zB3{d4}mELZtio4=i2eEYQgxw((67hJx5tNFXg
z?m8R(C-qiaAKXrwRxZv`zouaE3;VzIOBqV89;?{wWf)VtPgTv*VzT_9d;9x;zK)%1
z=5Z<FmZgZ1!C}o8t_($SQr921nQq)uyUPBm$MMED+3Q&ZClqP-T(wa*@k_b<pP^Dd
zUT6Nyx_MhC%f4H=biQutJO=y5gU6p_Fqa?M_G{r4v3ECBKP5Y?x@fMv(?aGy!>?8Q
z=0AG*uy^rZXEVlIuMeJI_@6=Q?BpX>TUKwmXK#NuVEGr3X}i>xuCPpPJdiwDWe@ZF
z^HB^ff0svGImuk}d3#>-e}*-zRl2>4B5u0o%HQoRoF9DWU+IC{F>ybt19C64)+A0n
zeoyZBAMH(-w%(2nf8ub`Leg-<+cz1^L0uXPm?lm!ILzR_a8VaS)=?>$HCfAVB+Yjf
sVPw5KckdT9?HSWtzrV6;-<tN~SLnXE)fI~O>Rzy(^N=kBD*1mC0H)<ZEC2ui

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-earnings-call/images/image-5-Analyst, C.jpg b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-earnings-call/images/image-5-Analyst, C.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..c2a9af0640d80b1926a8b8bfb307d50fcf6a25a9
GIT binary patch
literal 1214
zcmex=<NpH&0WUXCHwH#V1_nkTWcYuZ!I^=Bjg6g+m4ls~os*M;i${c)hnt&6Qb?Fz
zL{>^(PF6}rMnOeST|r4lSw=>~TvNxu(8R<<Uft5x!pKI?*u)5A2qPyaCl5D|1TU|I
zk)n*E5y{~H0R}-120I38W=16jCP7AKLB{__803NOWMu>c1}I=;VrF4wW9Q)H;sz?%
zD!{<R$jr>d!pzFb!U9xX3zTPI5o8roG<0MW4oqZMDikqloVbuf*=gfJ(V&YTRE(2~
znmD<{#3dx9RMpfqG__1j&CD$<t(;w4-P}Dqy@EqR!@?sXqmoln)6z3Cvx-Yf%gQS%
ztD0L{+uA!iyCzMZGIiSY88c@sTD)ZGvgIpQuG+MD%hqk%ckJAC=<t!F$Bv&kdFs;T
zD_5^wzj5={!$*&wJbm{3#miS8KYjl4_1pI!KYxMz#mK-6@fMJTcnr;7f<S*Uv9K_+
zu!H=?$W#u*%z`YeiiT`Lj)Clng~CckjT|CQ6Blkg$f;}`^g%SK=pvVxipfLOk07ss
zeMX$en#l4Q++zrT-D2QjW&}navmk>#!}nhriyFArm)GVdN}Vj#=#6;G(o|H>wK2xM
zJMZkV<+7`a6k`PJ_tgKov4C&Y<?s#rW}n)&BU0tqn}j}l!SL*JibgN09#zh-5@-B)
z*FXNk^~Fq*&dd|s97Pzm1iCVa0I|Ex$$XZ{mWSMy_Fo8RU+ng4dB?R#wz^{De=`3W
zY{DHM-9E4E6J2U=^S1flizojXyw*Rs?Yr&s-3?D~C;eqt|M_nUWAw4GYCVNLfrop0
zzslPCKaG}?-1|GOUuxr-3IE>iYhM2H&#K(I^KW;VykLuEpRqsiKf|@NMgK(h{x)0v
z#PCoI@BR;pC;lz|xPb3nm&O97F0E|~%XCV9zVrW}seI?#-wfuCkEYLWeVr-l7bN(!
zf5q!x{~5Giec8DtXUpm8`fbr|A=3M+_E&tW{&k%<Ik|Avy`P4npC!a}p7*a@oBzXk
ztNhQ`x&IkzxBq7lc95<A*4zK*U-W;5`&a)nNPXUYRLpA4{Pc-l$JJik<a4v?%MSl1
z@Yelb)$RKGKut%k>UulwzVsk+dB#l1ZO@GS`1d(1;QMv%X}-?G9e$HEa;oGWEnk;>
z@cQnz%Qh#UNw2EqkH7x&y1xT!(LJL*w|T^}DvO`lUnsDT`4@WS`s~-+eaqL}+4-U`
zIq-#e7sCr1>GVzas*lO+ys_W$`d6Tm&{(sZIbUv9i2n#k`899JztXG*uBEFZ|L*sm
zcZX+V%<|udCx&M%;5WONU%&ZlMp|;qx#RyCN<P#d|FGV3y~XvnVV9$J^xC~P`(SH)
bwoJ-ync5}Yc>zbiy;Z-?F8No3`TtD-L7N32

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-earnings-call/images/image-6-Let me go .jpg b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-earnings-call/images/image-6-Let me go .jpg
new file mode 100644
index 0000000000000000000000000000000000000000..12c09918e7576589f96db3c4aea0165def041c26
GIT binary patch
literal 1375
zcmex=<NpH&0WUXCHwH#V1_nkTWcYuZ!I^=Bjg6g+m4ls~os*M;i${c)hnt&6Qb?Fz
zL{>^(PF6}rMnOeST|r4lSw=>~TvNxu(8R<<Uft5x!pKI?*u)5A2qPyaCl5D|1TU|I
zk)n*E5y{~H0R}-11{VegW=16jCP7AKLB{__803NOWMu>c1}I=;VrF4wW9Q)H;sz?%
zD!{<R$jr>d!pzFb!U9xX3zTPI5o8roG<0MW4oqZMDikqloVbuf*=gfJ(V&YTRE(2~
znmD<{#3dx9RMpfqG__1j&CD$<t(;w4-P}Dqy@EqR!@?sXqmoln)6z3Cvx-Yf%gQS%
ztD0L{+uA!iyCzMZGIiSY88c@sTD)ZGvgIpQuG+MD%hqk%ckJAC=<t!F$Bv&kdFs;T
zD_5^wzj5={!$*&wJbm{3#miS8KYjl4_1pI!KYxMz#mK-6@fMJTcnr;7f<S*Uv9K_+
zu!H=?$W#u*%z`YeiiT`Lj)Clng~CckjT|CQ6Blkg$f;}`^g%SK=pvVxipfLOk07ss
zeMX$en#l4Q++zrT-D2QjW&}navmk>#!}nhrEArMY+PtmudF{ppCrubl!)N`vbiZ?5
zV$Uz*hV0I(HlCGrPZiRd_!>k09DkK19nbfwJWIy$>B<+E=I;Dsb%DKL*0#CIxzV?a
zYHbdNU7b3`XoBMl$8|#foLLz=19{pn#?QaPwOHoYwC=(!CfnX$SzMBTc;NzmuSFZT
z_}1x$)~sacd+O%(yzRUE!)OzRaPCKIJ?_TO4pBeZ@Ss2JT|M9Yxn-X{6q`K#U4o8(
z5PfF$;`*)@k0;Y+1xWn$H(|W`BiY4cf%oqgUhU5k_J^$HSFW2iF+`~~u$7sC@5&a2
z(CEK*_k*@&q&v8O*j{S4Xl<Z_Txucjv570E+zE?_*E+m^;d<xG>%#*!v^{k*?{i=H
z!nHWgcpH;<_5{m>!2NvgpH1zX)pc`A^ZYpu9{Bb3UkKyQRnLFReV6}y@IS*B;TXQo
z{<phr{xh5pjO#Z^%24U}QmR!i7?;ewb=pGd9f}L4h{-+p{AUI8m5e1};jX2YVUp}u
zf-W$+iUhD*KGvyEbA0`r|1Zl`e%9x2r^n5U_*bgltLIo9op^;=xz2|FNmf2v^we#;
zb||+eG=F&g=LPeMb@E5661VOBos#e~Sbp~3Y5y5sfBo}%$BO4o+B4)NC)nf}I4<DJ
zKWz0Rmn$M>N2GAa%zhqQyRBEkIagK0y*hjP*6J9?>y4lFuay7MTDxuksz`p_JjtmQ
zw>9qepP$8W^P}pymANZ)uKlYC`?!Gd`n$<jo^OBt(rxaek54znAOEa1NzU+l|3cZ-
zX7Qp~lN19!s#UMze?9B`wheo(q^R9vn=pCOfkgMm7Xp~>_!h2ymHKVkw6sGj-oDVj
z@a4AZ<u^*(g6B3rvs=D%9k<`!>CRUomu};E{4}+&Eq>wK*kkk8M83-Y-DzLhGvjuf
z{PSB4`WIbA7($GrZr`b2*Q9BG-=Ti4NC1oHvIxafH=~<hDak(!YXD`-GLb+BQT;Ew
peZ6eA3o<!8JkGP<IigN<YnSw0hjrd=E?NFD#s8SPG?@S21OWWEK+ymI

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-earnings-call/images/image-7-So, we're .jpg b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-earnings-call/images/image-7-So, we're .jpg
new file mode 100644
index 0000000000000000000000000000000000000000..14944bced526aec6867b8fa9229676b1f97c9c5a
GIT binary patch
literal 1371
zcmex=<NpH&0WUXCHwH#V1_nkTWcYuZ!I^=Bjg6g+m4ls~os*M;i${c)hnt&6Qb?Fz
zL{>^(PF6}rMnOeST|r4lSw=>~TvNxu(8R<<Uft5x!pKI?*u)5A2qPyaCl5D|1TU|I
zk)n*E5y{~H0R}-11{VegW=16jCP7AKLB{__803NOWMu>c1}I=;VrF4wW9Q)H;sz?%
zD!{<R$jr>d!pzFb!U9xX3zTPI5o8roG<0MW4oqZMDikqloVbuf*=gfJ(V&YTRE(2~
znmD<{#3dx9RMpfqG__1j&CD$<t(;w4-P}Dqy@EqR!@?sXqmoln)6z3Cvx-Yf%gQS%
ztD0L{+uA!iyCzMZGIiSY88c@sTD)ZGvgIpQuG+MD%hqk%ckJAC=<t!F$Bv&kdFs;T
zD_5^wzj5={!$*&wJbm{3#miS8KYjl4_1pI!KYxMz#mK-6@fMJTcnr;7f<S*Uv9K_+
zu!H=?$W#u*%z`YeiiT`Lj)Clng~CckjT|CQ6Blkg$f;}`^g%SK=pvVxipfLOk07ss
zeMX$en#l4Q++zrT-D2QjW&}navmk>#!}nhrE1u7@&XCKTqmp5C<O0i-lWJXpGgDmT
z)*J{IURAN|)yrGfMhWf9-0$Zf-~KQ}_e-sRz~5KVCm!y+_gwOie-y(Pl|5T0Zd-ar
zr&jdf%GKvnKAc-C_3pPp;=j{P^>dwbSH6n!*%x(EDfhL=g2$h1HJC4Htl29c(;U{b
zLN4Z&(Z$KX`U9h;FoX*}+Us*CuC~j}F2ufG{>c5m`5)I^iew4c)4oVE`A7JSBkOBd
zC~Z7_UW4WL#{UejFR=SQT+3$6b^q>yq&r7?FYv#Ye;FHVDwy0G$R_H*P{mcsAnG1`
z>FrnVVwqFSjh{T&wd&7j?R90S?B<@U9IR}u-uUaA{of?*i)->O{X3;S<A;!5;fw12
zb35xLZ?n$3^@1-(B>(WlKW8I9q#msHo?TSYdzk<De}=0L(pBr+CRX?VeDI&)7w0;5
zm*d~=&Z~dEV!hiuMbkYK<@#Fv9~s7_<|=N!qBQX!o1|mn7n=+0D=vC)r1J1NO0rFB
z;L=#sV0m6L`L_}C{d4laI9JJWpTDiQ*Jk6NSMgFYJhyK1?Kx3D;onyErUy#WtD7v+
zLfBtUs-LldZ`lrik(bLZ2bg=<7Z((N$$R|kdU?RzsKeDcAN*!7E<Ew&y9i_J!`@6i
z-Al*Hk9_P=v_H20k@n*C_E-McRxbC5Q_Wl;(<xB2Kk!y}yhv8rDuEN5HC{gJnSZ9(
zL294URa0qQPu`uAEJPjdgljxs`TD5$@`_!O%BlPOwOm=+94Fkn@h01-UOe7c*!@W~
z!(nzU|IZd{GIH1Hr)jh3Do>sySRsEQfaUu3;H+Ddy|+xC*tCeRz?$m|uhx;wTP0x!
zo=!>aUoE%wP^S6mC0TZ<N4I_28N|;s-@od;&Q@z*C);b6wdGz^Bz_fP%<Ixvz_iML
zS;U=5X<J%ne9djPpDPl;;<+$0qey4bAGi9sv3(j3eJ3g{>N{ls3`~uzU9R&Ma__nL
lC^X2W^Kjvx*X#!;EZn(gO8;EZQ2&kU_9p^e8S4Mv1OP8SI5z+Q

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-earnings-call/images/image-8-Hi, guys. .jpg b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-earnings-call/images/image-8-Hi, guys. .jpg
new file mode 100644
index 0000000000000000000000000000000000000000..c4118e604b5c61dee115e9e170b7b5d0da1c583f
GIT binary patch
literal 1207
zcmex=<NpH&0WUXCHwH#V1_nkTWcYuZ!I^=Bjg6g+m4ls~os*M;i${c)hnt&6Qb?Fz
zL{>^(PF6}rMnOeST|r4lSw=>~TvNxu(8R<<Uft5x!pKI?*u)5A2qPyaCl5D|1TU|I
zk)n*E5y{~H0R}-11_uUfW=16jCP7AKLB{__803NOWMu>c1}I=;VrF4wW9Q)H;sz?%
zD!{<R$jr>d!pzFb!U9xX3zTPI5o8roG<0MW4oqZMDikqloVbuf*=gfJ(V&YTRE(2~
znmD<{#3dx9RMpfqG__1j&CD$<t(;w4-P}Dqy@EqR!@?sXqmoln)6z3Cvx-Yf%gQS%
ztD0L{+uA!iyCzMZGIiSY88c@sTD)ZGvgIpQuG+MD%hqk%ckJAC=<t!F$Bv&kdFs;T
zD_5^wzj5={!$*&wJbm{3#miS8KYjl4_1pI!KYxMz#mK-6@fMJTcnr;7f<S*Uv9K_+
zu!H=?$W#u*%z`YeiiT`Lj)Clng~CckjT|CQ6Blkg$f;}`^g%SK=pvVxipfLOk07ss
zeMX$en#l4Q++zrT-D2QjW&}navmk>#!}nhriyFAP9zEj@;V(3DS@J;KLULtx*T>rD
zbL&MH&FKi&VgKI$pCMX)E<@>r_?ve<lAE4s%J95(V|ldZ`kY8lz3z4DbIfMU&uRWU
z`T7^j_3rG-%1aqU0$st_C{j#fUbuxz(3x6>b?n}5SO0iy@-UKe*8a_S&VItW$w$lQ
zr(LR<YEgMR{|`%1{enMP)0=e-Wsg4Q-{X?~<yHOirw*bu$>~q;IhQT&49~802fE~E
z*!On*y4#D7?s(?0zwCay|7DSVN}GSDbsI42i@z8D@cLKU&hs4ieo9S_HvFj`XMazo
z|FQ|=oj_L+hCo-x>Y{CB!7<xCE^M>)PyBg-UGUND^INmtO3hiqobc=We+K?TyWT3X
zY`V1efzHCF)Sds7PyQ=?{_Wa!tGN&R6!)c{7V@(_xmNy%Yiaz?C-c952w<;>Gvd%$
zBDdJ|+4aDE(^v00R@oMNqIOsRWzq6~g0bQMD%Jn~5e@s#;I{X2Qe<8-SI=!n9)1(X
z7t^kDmS&5*{GJkU_~Xj#*&k}(&rVfcEI&)^&i;4v|Lv={da1#%F8!GKyx1jXS(Q`X
z=P!8q>pz3m%hj#db4#WFMrDSbdT?xclDy6r`6u&_HJI2)r*}NxlXzNQ*KV%=mp`jl
zt*VM$exu}s?#Itsf9}7R^M4(#!LUl|>ipYVW<F%r-(FO|$5Q^`kE_2ln9rF=-{0`+
z!wEmZ^V9w_IR9t3e(;a>#n%m2w^*O}>UnhUnoUk;cXBBzv(KrM)!ukHFSXW+xmaYS
SL5xL;<%!4k{ZS16Zvp_*eDKu(

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-earnings-call/images/image-9-Co-Founder.jpg b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-earnings-call/images/image-9-Co-Founder.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..f892d2fd01297ad961e45f9bc4e51894d76e5730
GIT binary patch
literal 1373
zcmex=<NpH&0WUXCHwH#V1_nkTWcYuZ!I^=Bjg6g+m4ls~os*M;i${c)hnt&6Qb?Fz
zL{>^(PF6}rMnOeST|r4lSw=>~TvNxu(8R<<Uft5x!pKI?*u)5A2qPyaCl5D|1TU|I
zk)n*E5y{~H0R}-1pko}E8I>5A1R0qH8UG()kO#Vxl@SaWpn#EynT3^&or9B$8>nEb
z00R>vGcywlGb<|#3s7|}P@aKBkX1<0(2-3zFp*uUP{gQl;zAB(r;P_igD!qhF-|IK
z;^Yz&myncFRa4i{)G{$OGq<p`a&~cbbNBG{3JwVk3y+A5N=`{lOV7y6DlRE4E3c@m
zYHn$5YwzgnnlyRJ)M?Xa%$&7o@sg#>maka3YSZQ|TeofBv2)j<!$*!DJAUHisY{oy
zT)lSv#?4y~A3c8Z^x5+lFJFE9^!dxzZ{L6X`~~tCBLg$UTR;-xF*JV(0{z9r!otkL
z4)PZxQ#lYb3$m~(8nOvF2C^p>3M&~ka)>xhT)6Qdr?PR-2hpUWi(FzVCJ$9Vg1iRy
z8F3zKBFkrRk0JbZi-Cuk5g2*Qf(-Ty-+yVWx_*7b%WvxotrNo+ygPm&fOXbFyRFM^
z&+)7ja}QWv_*c90O6lsmQMofyI_BsYPCkGA%GKHNTv_H^a*i?#-zI$i$;I$W_(+sb
z@0K_X`?uQs&$OK+AMWt|aB7nNDg&h*FKwhNR?m2sSp1?$TP>ngR_uwGQ1r>0Q$F19
zcyNJz>BR^s{*LK^O81^;#WWt2VgJwY`r2Ox(E~r`2b#~C?X>)R*pmfvYw!GL@ISPB
zb!Sa?W~!|qcb&88v#^QMdz~a^>!eO$vkyMYP-Z82@zSNM`f34rs**AP8JOnH?_Af^
z08DEQ)`1SJj^&xWZ#O$yvAO-VJ-*l9m7#L(*Cn_7mR!tJe4KFN@s3x#<-bBdTq(Jc
zSHW|bk3CH`d;Z6zJN`4c?qr^qocyc*wf~2hCr3*eZM3x;zn-u^5y19u73U>=hu2T+
z|21VdT;!0tJFouviuE27SvK0_UYxS>Pxcvsy=@DYw!c@Hl2W}A=&b<u6&HQ`T&Jl_
z<O@8IQ0urnfYDVXfZg)3lKo}{**_2eGc1_3@WF<<n<dqi$v-deNiUJA&JL)1G(G=#
z<DcHB52-u7t-G5nCLZcv@Sox9zbTBD!zCY`)i_%C?Z=cEPagTyb65Q{y?HsMSFLyP
zL}z6lqj@a>?CKBK)>$l$mOg%K@!yc13b|vu9uyf_g-fog@XMHUGV%9~Uq4g+oc{84
z&5ZS5eGPtQ>wI|pL#Du<*+F`rYIBHH)7{%DizF^+?eRVF&Xalme}+)U<v(_1B&Y0k
zHe<Z?`r!G6{~4stPCgQ~W%ZVO2JF9At*STB+_p<^>584HjUSGyc~-FBS6|EE<a=)8
z%1LZLpXW6L-Ts;}t~)tnnpj}8`}gFS^ef-(=N6c47oR70MPd(wox!QcE56x3jGZ=p
z-K|&qRjMZy7$qm(e(fMNCD4^Yq-WJ*o(26*8jBjFHXLc!l+ygl#cJ23!L;@5+`UhC
ms~+)IYVbH8_{Dbh+z%xgdipmsPE8G{W%K{RrLlnj|4jfsNk6#&

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-earnings-call/manifest.json b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-earnings-call/manifest.json
new file mode 100644
index 000000000..9f687f198
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-earnings-call/manifest.json
@@ -0,0 +1,84 @@
+{
+  "version": "2.0",
+  "job_id": "job_b03cca3ab2b1",
+  "data_id": null,
+  "source_file_name": "NVDA-Q1-2027-Earnings-Call-20-May-2026-5_00-PM-ET.pdf",
+  "processing_date": "2026-06-16T03:21:44.822825Z",
+  "processing": {
+    "page_count": 16,
+    "billing_status": "charged",
+    "cost": {
+      "micro_dollars": 24000,
+      "credits": 0.024
+    },
+    "timing": {
+      "started_at": "2026-06-16T03:20:05.058875+00:00",
+      "completed_at": "2026-06-16T03:21:44.811693+00:00",
+      "duration_ms": 99752
+    },
+    "stages": {
+      "timing_ms": {
+        "document.profile": 5188,
+        "pdf.extract.standard": 84127,
+        "toc.detect_range_llm": 1088,
+        "md.detect_toc": 1117,
+        "heading.hierarchy_llm_call": 3511,
+        "heading.hierarchy_llm": 3524,
+        "md.predict_headings": 3915,
+        "md.deferred_summaries": 5166,
+        "md.build_dataframe": 1,
+        "pdf.parse_md": 10354,
+        "document.cleanup_unreferenced_images": 0,
+        "document.compress_images": 0,
+        "worker.parse.document": 99675
+      },
+      "token_usage": {
+        "prompt_tokens": 6583,
+        "completion_tokens": 469,
+        "total_tokens": 7052
+      }
+    }
+  },
+  "statistics": {
+    "total_chunks": 44,
+    "text_chunks": 30,
+    "image_chunks": 14,
+    "table_chunks": 0,
+    "total_pages": null
+  },
+  "HIERARCHY": {
+    "Root": {},
+    "NVIDIA Corp. (NVDA)": {
+      "CORPORATE PARTICIPANTS": {},
+      "OTHER PARTICIPANTS": {}
+    },
+    "MANAGEMENT DISCUSSION SECTION": {
+      "Toshiya Hari": {},
+      "Colette M. Kress": {},
+      "Toshiya Hari_2": {}
+    },
+    "QUESTION AND ANSWER SECTION": {
+      "Joseph Moore": {},
+      "Jen Hsun Huang": {},
+      "Ben Reitzes": {},
+      "Jen Hsun Huang_2": {},
+      "C.J. Muse": {},
+      "Jen Hsun Huang_3": {},
+      "Timothy Arcuri": {},
+      "Jen Hsun Huang_4": {},
+      "Vivek Arya": {},
+      "Jen Hsun Huang_5": {},
+      "Stacy A. Rasgon": {},
+      "Jen Hsun Huang_6": {},
+      "Stacy A. Rasgon_2": {},
+      "Jen Hsun Huang_7": {},
+      "James Edward Schneider": {},
+      "Jen Hsun Huang_8": {},
+      "Joshua Buchalter": {},
+      "Colette M. Kress": {},
+      "Toshiya Hari": {},
+      "Jen Hsun Huang_9": {}
+    },
+    "Disclaimer": {}
+  }
+}
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/chunks.json b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/chunks.json
new file mode 100644
index 000000000..2a86090d6
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/chunks.json
@@ -0,0 +1,1417 @@
+{
+  "chunks": [
+    {
+      "chunk_id": "2691b21d-6132-5483-a2ca-2711db854668",
+      "type": "text",
+      "content": "May 2026\nCertain matters in this presentation including, but not limited to, statements as to: expectations with respect to growth, performance and benefits of NVIDIA's products, services, and technologies, including Blackwell and Vera Rubin, and related trends and drivers; expectations with respect to supply and demand for NVIDIA's products, services, and technologies, including Blackwell and Vera Rubin, and related matters including inventory, production and distribution; NVIDIA's financial position and financial and business outlook; NVIDIA's future cash dividends and other returns to shareholders; expectations with respect to technology developments and related trends and drivers; projected market growth and trends; expectations with respect to AI and related industries; and other statements that are not historical facts are forward-looking statements within the meaning of Section 27A of the Securities Act of 1933, as amended, and Section 21E of the Securities Exchange Act of 1934, as amended, which are subject to the “safe harbor” created by those sections based on management’s beliefs and assumptions and on information currently available to management and are subject to risks and uncertainties that could cause results to be materially different than expectations.\nImportant factors that could cause actual results to differ materially include: global economic and political conditions; NVIDIA's reliance on third parties to manufacture, assemble, package and test NVIDIA's products; the impact of technological development and competition; development of new products and technologies or enhancements to NVIDIA's existing product and technologies; market acceptance of NVIDIA's products or NVIDIA's partners' products; design, manufacturing or software defects; changes in consumer preferences or demands; changes in industry standards and interfaces; unexpected loss of performance of NVIDIA's products or technologies when integrated into systems; NVIDIA's ability to realize the potential benefits of business investments or acquisitions; and changes in applicable laws and regulations, as well as other factors detailed from time to time in the most recent reports NVIDIA files with the Securities and Exchange Commission, or SEC, including, but not limited to, its annual report on Form 10-K and quarterly reports on Form 10-Q. Copies of reports filed with the SEC are posted on the company's website and are available from NVIDIA without charge. These forward-looking statements are not guarantees of future performance and speak only as of the date hereof, and, except as required by law, NVIDIA disclaims any obligation to update these forward-looking statements to reflect future events or circumstances.\nMany of the products and features described herein remain in various stages and will be offered on a when-and-if-available basis. The statements within are not intended to be, and should not be interpreted as a commitment, promise, or legal obligation, and the development, release, and timing of any features or functionalities described for our products is subject to change and remains at the sole discretion of NVIDIA. NVIDIA will have no liability for failure to deliver or delay in the delivery of any of the products, features or functions set forth herein.\nNVIDIA uses certain non-GAAP measures in this presentation including non-GAAP gross margin, non-GAAP operating expense, non-GAAP operating income, non-GAAP net income, non-GAAP diluted earnings per share, and free cash flow. NVIDIA believes the presentation of its non-GAAP financial measures enhances investors' overall understanding of the company's historical financial performance. The presentation of the company's non-GAAP financial measures is not meant to be considered in isolation or as a substitute for the company's financial results prepared in accordance with GAAP, and the company's non-GAAP measures may be different from non-GAAP measures used by other companies. Further information relevant to the interpretation of non-GAAP financial measures, and reconciliations of these non-GAAP financial measures to the most comparable GAAP measures, may be found in the slide titled “Reconciliation of Non-GAAP to GAAP Financial Measures”.",
+      "path": "NVDA-F1Q27-Quarterly-Presentation-FINAL.pdf/Investor Presentation Q1 FY27",
+      "metadata": {
+        "length": 4254,
+        "summary": "This presentation from May 2026 contains forward-looking statements regarding NVIDIA's growth, products like Blackwell and Vera Rubin, financial outlook, and AI industry trends. These statements are subject to risks including global economic conditions, reliance on third-party manufacturing, technological competition, and market acceptance. The document also notes that many products and features are offered on a when-and-if-available basis, with no commitment to delivery. Additionally, NVIDIA uses non-GAAP financial measures such as non-GAAP gross margin and free cash flow, which are not substitutes for GAAP measures, and reconciliations are provided.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Investor Presentation Q1 FY27",
+        "tokens": [
+          "May",
+          "2026",
+          "Certain",
+          "matters",
+          "presentation",
+          "including",
+          "limited",
+          "statements",
+          "expectations",
+          "respect",
+          "growth",
+          "performance",
+          "benefits",
+          "NVIDIA",
+          "products",
+          "services",
+          "technologies",
+          "Blackwell",
+          "Vera",
+          "Rubin",
+          "related",
+          "trends",
+          "drivers",
+          "supply",
+          "demand",
+          "inventory",
+          "production",
+          "distribution",
+          "financial",
+          "position",
+          "business",
+          "outlook",
+          "future",
+          "cash",
+          "dividends",
+          "returns",
+          "shareholders",
+          "technology",
+          "developments",
+          "projected",
+          "market",
+          "AI",
+          "industries",
+          "historical",
+          "facts",
+          "forward",
+          "meaning",
+          "Section",
+          "27A",
+          "Securities",
+          "Act",
+          "1933",
+          "amended",
+          "21E",
+          "Exchange",
+          "1934",
+          "subject",
+          "safe",
+          "harbor",
+          "created",
+          "sections",
+          "based",
+          "management",
+          "beliefs",
+          "assumptions",
+          "information",
+          "risks",
+          "uncertainties",
+          "results",
+          "materially",
+          "Important",
+          "factors",
+          "actual",
+          "differ",
+          "include",
+          "global",
+          "economic",
+          "political",
+          "conditions",
+          "reliance",
+          "parties",
+          "manufacture",
+          "assemble",
+          "package",
+          "test",
+          "impact",
+          "technological",
+          "development",
+          "competition",
+          "enhancements",
+          "existing",
+          "product",
+          "acceptance",
+          "partners",
+          "design",
+          "manufacturing",
+          "software",
+          "defects",
+          "consumer",
+          "preferences",
+          "demands",
+          "industry",
+          "standards",
+          "interfaces",
+          "unexpected",
+          "loss",
+          "integrated",
+          "systems",
+          "ability",
+          "realize",
+          "potential",
+          "investments",
+          "acquisitions",
+          "applicable",
+          "laws",
+          "regulations",
+          "detailed",
+          "time",
+          "recent",
+          "reports",
+          "files",
+          "Commission",
+          "SEC",
+          "annual",
+          "report",
+          "Form",
+          "10",
+          "quarterly",
+          "Copies",
+          "filed",
+          "posted",
+          "company",
+          "website",
+          "charge",
+          "These",
+          "guarantees",
+          "speak",
+          "date",
+          "hereof",
+          "required",
+          "law",
+          "disclaims",
+          "obligation",
+          "update",
+          "reflect",
+          "events",
+          "circumstances",
+          "Many",
+          "features",
+          "remain",
+          "stages",
+          "offered",
+          "basis",
+          "The",
+          "intended",
+          "interpreted",
+          "commitment",
+          "promise",
+          "legal",
+          "release",
+          "timing",
+          "functionalities",
+          "change",
+          "remains",
+          "sole",
+          "discretion",
+          "liability",
+          "failure",
+          "deliver",
+          "delay",
+          "delivery",
+          "functions",
+          "set",
+          "GAAP",
+          "measures",
+          "gross",
+          "margin",
+          "operating",
+          "expense",
+          "income",
+          "net",
+          "diluted",
+          "earnings",
+          "share",
+          "free",
+          "flow",
+          "believes",
+          "enhances",
+          "investors",
+          "understanding",
+          "meant",
+          "considered",
+          "isolation",
+          "substitute",
+          "prepared",
+          "accordance",
+          "companies",
+          "Further",
+          "relevant",
+          "interpretation",
+          "reconciliations",
+          "comparable",
+          "found",
+          "slide",
+          "titled",
+          "Reconciliation",
+          "Non",
+          "Financial",
+          "Measures"
+        ],
+        "keywords": [
+          "forward-looking statements",
+          "non-GAAP measures",
+          "risk factors"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "fbdc85d3-12a0-59ff-8076-6a7ea5545daa",
+      "type": "image",
+      "content": "\nStrong growth across a diverse end-customer base – hyperscalers to model builders to AI Clouds, enterprise on-premise and sovereign customers <details>0\n[images/image-1-Financial Growth Comparison.jpg]\n",
+      "path": "images/image-1-Financial Growth Comparison.jpg",
+      "metadata": {
+        "length": 186,
+        "summary": "image-1\nQ1 FY26: $44.1B\nQ1 FY27: $81.6B",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Investor Presentation Q1 FY27",
+        "file_path": "images/image-1-Financial Growth Comparison.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "553b8966-4ebb-54a7-87a4-dd6e473795bf",
+      "type": "table",
+      "content": "<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th>Period</th>\n      <th>Value</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>Q1 FY26</td>\n      <td>$44.1B</td>\n    </tr>\n    <tr>\n      <td>Q1 FY27</td>\n      <td>$81.6B</td>\n    </tr>\n  </tbody>\n</table>",
+      "path": "tables/table-0 Revenue Forecast.html",
+      "metadata": {
+        "length": 304,
+        "summary": "table-1\nThe table shows projected revenue values for Q1 FY26 at $44.1B and Q1 FY27 at $81.6B, indicating significant growth.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Investor Presentation Q1 FY27",
+        "file_path": "tables/table-0 Revenue Forecast.html",
+        "keywords": [
+          "Revenue",
+          "Forecast",
+          "Quarterly"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "d7d0b5bb-78a5-50de-addd-bb549031d607",
+      "type": "image",
+      "content": "\n</details> <details>0\n[images/image-2-Q1 FY26 vs Q1 FY27 Revenue.jpg]\n",
+      "path": "images/image-2-Q1 FY26 vs Q1 FY27 Revenue.jpg",
+      "metadata": {
+        "length": 55,
+        "summary": "image-2\n- Chart Type: Bar Chart comparing financial data across two periods.\n- Data Points:\n  - Q1 FY26: $17.6B (represented by a grey bar)\n  - Q1 FY27: $37.9B (represented by a green bar)\n- Trend: Significant increase in value from Q1 FY26 to Q1 FY27, more than doubling the previous period's figure.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Investor Presentation Q1 FY27",
+        "file_path": "images/image-2-Q1 FY26 vs Q1 FY27 Revenue.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "308bfa4c-5008-5951-a18b-5e9ba3b08d19",
+      "type": "table",
+      "content": "<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th>Period</th>\n      <th>Value</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>Q1 FY26</td>\n      <td>$17.6B</td>\n    </tr>\n    <tr>\n      <td>Q1 FY27</td>\n      <td>$37.9B</td>\n    </tr>\n  </tbody>\n</table>",
+      "path": "tables/table-1 Revenue Forecast.html",
+      "metadata": {
+        "length": 304,
+        "summary": "table-2\nThe table shows projected revenue values for Q1 FY26 at $17.6B and Q1 FY27 at $37.9B.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Investor Presentation Q1 FY27",
+        "file_path": "tables/table-1 Revenue Forecast.html",
+        "keywords": [
+          "Revenue",
+          "Forecast",
+          "Quarterly"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "6a7e25e7-5eb4-5ef9-b0e7-b7f4fb930863",
+      "type": "image",
+      "content": "\n</details> <details>0\n[images/image-3-Financial Growth Comparison.jpg]\n",
+      "path": "images/image-3-Financial Growth Comparison.jpg",
+      "metadata": {
+        "length": 55,
+        "summary": "image-3\nQ1 FY26: $21.5B\nQ1 FY27: $37.4B",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Investor Presentation Q1 FY27",
+        "file_path": "images/image-3-Financial Growth Comparison.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "e5595fd3-c434-5e91-87d0-af02e4fa91d9",
+      "type": "table",
+      "content": "<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th>Period</th>\n      <th>Value</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>Q1 FY26</td>\n      <td>$21.5B</td>\n    </tr>\n    <tr>\n      <td>Q1 FY27</td>\n      <td>$37.4B</td>\n    </tr>\n  </tbody>\n</table>",
+      "path": "tables/table-2 Revenue Forecast.html",
+      "metadata": {
+        "length": 304,
+        "summary": "table-3\nThe table shows projected revenue values for Q1 FY26 at $21.5B and Q1 FY27 at $37.4B, indicating significant growth.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Investor Presentation Q1 FY27",
+        "file_path": "tables/table-2 Revenue Forecast.html",
+        "keywords": [
+          "Revenue",
+          "Forecast",
+          "Quarterly"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "89765158-7b6e-5bea-bfd5-b5c2a7b211da",
+      "type": "text",
+      "content": "\\$ in billions\nStrong growth across a diverse end-customer base – hyperscalers to model builders to AI Clouds, enterprise on-premise and sovereign customers\nBlackwell adopted and deployed by every major hyperscaler, every cloud provider, and every model builder\nAgentic AI and reinforcement learning represent new CPU growth opportunities\nVera Rubin on track for the second half of this year, starting in Q3\nNVIDIA AI infrastructure delivers the lowest token cost and highest token throughput as shown in latest MLPerf and InferenceX benchmarks\n\nStrong growth across a diverse end-customer base – hyperscalers to model builders to AI Clouds, enterprise on-premise and sovereign customers <details>0\n[images/image-1-Financial Growth Comparison.jpg]\n\n<details>\n<summary>bar chart</summary>\n\n[tables/table-0 Revenue Forecast.html]\n\n</details>\nData Center\nRevenue \\$ in billions\nHyperscale\n\n</details> <details>0\n[images/image-2-Q1 FY26 vs Q1 FY27 Revenue.jpg]\n\n<details>\n<summary>bar chart</summary>\n\n[tables/table-1 Revenue Forecast.html]\n\n</details>\nAI Clouds, Industrial, and Enterprise (ACIE)\n\n</details> <details>0\n[images/image-3-Financial Growth Comparison.jpg]\n\n<details>\n<summary>bar chart</summary>\n\n[tables/table-2 Revenue Forecast.html]\n\n</details>\nContinued strong demand for our Blackwell architecture",
+      "path": "NVDA-F1Q27-Quarterly-Presentation-FINAL.pdf/Investor Presentation Q1 FY27/Revenue \\$ in billions",
+      "metadata": {
+        "length": 1250,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Investor Presentation Q1 FY27",
+        "tokens": [
+          "billions",
+          "Strong",
+          "growth",
+          "diverse",
+          "end",
+          "customer",
+          "base",
+          "hyperscalers",
+          "model",
+          "builders",
+          "AI",
+          "Clouds",
+          "enterprise",
+          "premise",
+          "sovereign",
+          "customers",
+          "Blackwell",
+          "adopted",
+          "deployed",
+          "major",
+          "hyperscaler",
+          "cloud",
+          "provider",
+          "builder",
+          "Agentic",
+          "reinforcement",
+          "learning",
+          "represent",
+          "CPU",
+          "opportunities",
+          "Vera",
+          "Rubin",
+          "track",
+          "half",
+          "year",
+          "starting",
+          "Q3",
+          "NVIDIA",
+          "infrastructure",
+          "delivers",
+          "lowest",
+          "token",
+          "cost",
+          "highest",
+          "throughput",
+          "shown",
+          "latest",
+          "MLPerf",
+          "InferenceX",
+          "benchmarks",
+          "details",
+          "summary",
+          "bar",
+          "chart",
+          "Data",
+          "Center",
+          "Revenue",
+          "Hyperscale",
+          "Industrial",
+          "Enterprise",
+          "ACIE",
+          "Continued",
+          "strong",
+          "demand",
+          "architecture"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "fbdc85d3-12a0-59ff-8076-6a7ea5545daa",
+            "relation": "embeds",
+            "ref": "[images/image-1-Financial Growth Comparison.jpg]",
+            "position": {
+              "start": 699,
+              "end": 747
+            }
+          },
+          {
+            "target": "553b8966-4ebb-54a7-87a4-dd6e473795bf",
+            "relation": "embeds",
+            "ref": "[tables/table-0 Revenue Forecast.html]",
+            "position": {
+              "start": 789,
+              "end": 827
+            }
+          },
+          {
+            "target": "d7d0b5bb-78a5-50de-addd-bb549031d607",
+            "relation": "embeds",
+            "ref": "[images/image-2-Q1 FY26 vs Q1 FY27 Revenue.jpg]",
+            "position": {
+              "start": 909,
+              "end": 956
+            }
+          },
+          {
+            "target": "308bfa4c-5008-5951-a18b-5e9ba3b08d19",
+            "relation": "embeds",
+            "ref": "[tables/table-1 Revenue Forecast.html]",
+            "position": {
+              "start": 998,
+              "end": 1036
+            }
+          },
+          {
+            "target": "6a7e25e7-5eb4-5ef9-b0e7-b7f4fb930863",
+            "relation": "embeds",
+            "ref": "[images/image-3-Financial Growth Comparison.jpg]",
+            "position": {
+              "start": 1117,
+              "end": 1165
+            }
+          },
+          {
+            "target": "e5595fd3-c434-5e91-87d0-af02e4fa91d9",
+            "relation": "embeds",
+            "ref": "[tables/table-2 Revenue Forecast.html]",
+            "position": {
+              "start": 1207,
+              "end": 1245
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "3dc86686-3dde-592d-9ea5-bb8e20ab9a90",
+      "type": "image",
+      "content": "\n</details> <details>0\n[images/image-4-Q1 FY26 vs Q1 FY27.jpg]\n",
+      "path": "images/image-4-Q1 FY26 vs Q1 FY27.jpg",
+      "metadata": {
+        "length": 55,
+        "summary": "image-4\n- Chart Type: Bar Chart\n- Data Points:\n  - Q1 FY26: 60.5%\n  - Q1 FY27: 74.9%\n- Trend: Significant increase from the first quarter of fiscal year 26 to the first quarter of fiscal year 27.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Investor Presentation Q1 FY27",
+        "file_path": "images/image-4-Q1 FY26 vs Q1 FY27.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "cfaaa7df-6ca2-5601-aee2-c956585b36f6",
+      "type": "table",
+      "content": "<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th>Period</th>\n      <th>Value (%)</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>Q1 FY26</td>\n      <td>60.5</td>\n    </tr>\n    <tr>\n      <td>Q1 FY27</td>\n      <td>74.9</td>\n    </tr>\n  </tbody>\n</table>",
+      "path": "tables/table-3 Quarterly Values.html",
+      "metadata": {
+        "length": 304,
+        "summary": "table-4\nThe table shows two quarterly periods with their corresponding percentage values: Q1 FY26 at 60.5% and Q1 FY27 at 74.9%.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Investor Presentation Q1 FY27",
+        "file_path": "tables/table-3 Quarterly Values.html",
+        "keywords": [
+          "Period",
+          "Value",
+          "Percentage"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "1ba62209-1422-54b3-a0dd-3ff8bf818ac4",
+      "type": "image",
+      "content": "\n</details> <details>0\n[images/image-5-Q1 FY26 vs Q1 FY27.jpg]\n",
+      "path": "images/image-5-Q1 FY26 vs Q1 FY27.jpg",
+      "metadata": {
+        "length": 55,
+        "summary": "image-5\n- Chart Type: Bar Chart\n- Data Points:\n  - Q1 FY26: 60.8%\n  - Q1 FY27: 75.0%\n- Trend: Significant increase from the first period to the second.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Investor Presentation Q1 FY27",
+        "file_path": "images/image-5-Q1 FY26 vs Q1 FY27.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "18a8955f-f1b6-563c-8d4e-f69d3cb6e306",
+      "type": "table",
+      "content": "<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th>Period</th>\n      <th>Value (%)</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>Q1 FY26</td>\n      <td>60.8</td>\n    </tr>\n    <tr>\n      <td>Q1 FY27</td>\n      <td>75.0</td>\n    </tr>\n  </tbody>\n</table>",
+      "path": "tables/table-4 Quarterly Values.html",
+      "metadata": {
+        "length": 304,
+        "summary": "table-5\nThe table shows two quarterly values: 60.8% for Q1 FY26 and 75.0% for Q1 FY27, indicating an increase.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Investor Presentation Q1 FY27",
+        "file_path": "tables/table-4 Quarterly Values.html",
+        "keywords": [
+          "Q1 FY26",
+          "Q1 FY27",
+          "Value"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "eee301e5-988f-5e25-9d67-dd621388b161",
+      "type": "text",
+      "content": "GAAP\n\n</details> <details>0\n[images/image-4-Q1 FY26 vs Q1 FY27.jpg]\n\n<details>\n<summary>bar chart</summary>\n\n[tables/table-3 Quarterly Values.html]\n\n</details>\nNon-GAAP\n\n</details> <details>0\n[images/image-5-Q1 FY26 vs Q1 FY27.jpg]\n\n<details>\n<summary>bar chart</summary>\n\n[tables/table-4 Quarterly Values.html]\n\n</details>\nGross margin year-on-year increase driven by lower inventory provisions, primarily due to a \\$4.5B charge associated with H2O excess inventory in the prior year",
+      "path": "NVDA-F1Q27-Quarterly-Presentation-FINAL.pdf/Investor Presentation Q1 FY27/Gross Margin",
+      "metadata": {
+        "length": 468,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Investor Presentation Q1 FY27",
+        "tokens": [
+          "GAAP",
+          "details",
+          "summary",
+          "bar",
+          "chart",
+          "Non",
+          "Gross",
+          "margin",
+          "year",
+          "increase",
+          "driven",
+          "lower",
+          "inventory",
+          "provisions",
+          "primarily",
+          "due",
+          "4.5",
+          "charge",
+          "H2O",
+          "excess",
+          "prior"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "3dc86686-3dde-592d-9ea5-bb8e20ab9a90",
+            "relation": "embeds",
+            "ref": "[images/image-4-Q1 FY26 vs Q1 FY27.jpg]",
+            "position": {
+              "start": 28,
+              "end": 67
+            }
+          },
+          {
+            "target": "cfaaa7df-6ca2-5601-aee2-c956585b36f6",
+            "relation": "embeds",
+            "ref": "[tables/table-3 Quarterly Values.html]",
+            "position": {
+              "start": 109,
+              "end": 147
+            }
+          },
+          {
+            "target": "1ba62209-1422-54b3-a0dd-3ff8bf818ac4",
+            "relation": "embeds",
+            "ref": "[images/image-5-Q1 FY26 vs Q1 FY27.jpg]",
+            "position": {
+              "start": 192,
+              "end": 231
+            }
+          },
+          {
+            "target": "18a8955f-f1b6-563c-8d4e-f69d3cb6e306",
+            "relation": "embeds",
+            "ref": "[tables/table-4 Quarterly Values.html]",
+            "position": {
+              "start": 273,
+              "end": 311
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "d0ddf35d-5f35-545a-9b0e-d8b8baebaf6f",
+      "type": "image",
+      "content": "\n</details> <details>0\n[images/image-6-GAAP Revenue Growth.jpg]\n",
+      "path": "images/image-6-GAAP Revenue Growth.jpg",
+      "metadata": {
+        "length": 55,
+        "summary": "image-6\nChart Title: GAAP\nData Points:\n- Q1 FY26: $5.0B\n- Q1 FY27: $7.6B",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Investor Presentation Q1 FY27",
+        "file_path": "images/image-6-GAAP Revenue Growth.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "21cb7c93-5982-58db-94df-c33e726be8ca",
+      "type": "table",
+      "content": "<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th>Period</th>\n      <th>Value ($B)</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>Q1 FY26</td>\n      <td>5.0</td>\n    </tr>\n    <tr>\n      <td>Q1 FY27</td>\n      <td>7.6</td>\n    </tr>\n  </tbody>\n</table>",
+      "path": "tables/table-5 Revenue Forecast.html",
+      "metadata": {
+        "length": 303,
+        "summary": "table-6\nThe table shows projected revenue values of $5.0B for Q1 FY26 and $7.6B for Q1 FY27, indicating growth.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Investor Presentation Q1 FY27",
+        "file_path": "tables/table-5 Revenue Forecast.html",
+        "keywords": [
+          "Revenue",
+          "Forecast",
+          "Quarterly"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "95da4069-d756-52e5-a23e-92c3f645c276",
+      "type": "image",
+      "content": "\n</details> <details>0\n[images/image-7-Non-GAAP Revenue Growth.jpg]\n",
+      "path": "images/image-7-Non-GAAP Revenue Growth.jpg",
+      "metadata": {
+        "length": 55,
+        "summary": "image-7\nChart Title: Non-GAAP\n\nData Points:\n- Q1 FY26: $5.0B\n- Q1 FY27: $7.4B",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Investor Presentation Q1 FY27",
+        "file_path": "images/image-7-Non-GAAP Revenue Growth.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "7e207392-6e74-5f9a-96d8-2d1cd59d8c2e",
+      "type": "table",
+      "content": "<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th>Period</th>\n      <th>Value ($B)</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>Q1 FY26</td>\n      <td>5.0</td>\n    </tr>\n    <tr>\n      <td>Q1 FY27</td>\n      <td>7.4</td>\n    </tr>\n  </tbody>\n</table>",
+      "path": "tables/table-6 Revenue Forecast.html",
+      "metadata": {
+        "length": 303,
+        "summary": "table-7\nThe table shows projected revenue values for Q1 FY26 at $5.0B and Q1 FY27 at $7.4B, indicating growth over the two periods.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Investor Presentation Q1 FY27",
+        "file_path": "tables/table-6 Revenue Forecast.html",
+        "keywords": [
+          "Revenue",
+          "Forecast",
+          "Quarterly"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "cee412ca-51ad-5c67-afbe-1265a6a2197d",
+      "type": "image",
+      "content": "\n</details> Top-line growth and operating leverage drove accelerating EPS growth0\n[images/image-8-GAAP vs Non-GAAP Comparison.jpg]\n",
+      "path": "images/image-8-GAAP vs Non-GAAP Comparison.jpg",
+      "metadata": {
+        "length": 114,
+        "summary": "image-8\n- GAAP: Q1 FY26 ($0.76), Q1 FY27 ($2.39)\n- Non-GAAP: Q1 FY26 ($0.78), Q1 FY27 ($1.87)",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Investor Presentation Q1 FY27",
+        "file_path": "images/image-8-GAAP vs Non-GAAP Comparison.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "b12ffcab-99f1-52e6-b9a3-60441e206605",
+      "type": "text",
+      "content": "\\$ in billions\n\n</details> <details>0\n[images/image-6-GAAP Revenue Growth.jpg]\n\n<details>\n<summary>bar chart</summary>\nGAAP\n\n[tables/table-5 Revenue Forecast.html]\n\n</details>\n\n</details> <details>0\n[images/image-7-Non-GAAP Revenue Growth.jpg]\n\n<details>\n<summary>bar chart</summary>\nNon-GAAP\n\n[tables/table-6 Revenue Forecast.html]\n\n</details>\nInvesting to address the multitude of growth opportunities ahead\nEarnings per Share\n\n</details> Top-line growth and operating leverage drove accelerating EPS growth0\n[images/image-8-GAAP vs Non-GAAP Comparison.jpg]\n\nTop-line growth and operating leverage drove accelerating EPS growth",
+      "path": "NVDA-F1Q27-Quarterly-Presentation-FINAL.pdf/Investor Presentation Q1 FY27/Operating Expenses",
+      "metadata": {
+        "length": 592,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Investor Presentation Q1 FY27",
+        "tokens": [
+          "billions",
+          "details",
+          "summary",
+          "bar",
+          "chart",
+          "GAAP",
+          "Non",
+          "Investing",
+          "address",
+          "multitude",
+          "growth",
+          "opportunities",
+          "ahead",
+          "Earnings",
+          "Share",
+          "Top",
+          "line",
+          "operating",
+          "leverage",
+          "drove",
+          "accelerating",
+          "EPS",
+          "growth0"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "d0ddf35d-5f35-545a-9b0e-d8b8baebaf6f",
+            "relation": "embeds",
+            "ref": "[images/image-6-GAAP Revenue Growth.jpg]",
+            "position": {
+              "start": 38,
+              "end": 78
+            }
+          },
+          {
+            "target": "21cb7c93-5982-58db-94df-c33e726be8ca",
+            "relation": "embeds",
+            "ref": "[tables/table-5 Revenue Forecast.html]",
+            "position": {
+              "start": 125,
+              "end": 163
+            }
+          },
+          {
+            "target": "95da4069-d756-52e5-a23e-92c3f645c276",
+            "relation": "embeds",
+            "ref": "[images/image-7-Non-GAAP Revenue Growth.jpg]",
+            "position": {
+              "start": 199,
+              "end": 243
+            }
+          },
+          {
+            "target": "7e207392-6e74-5f9a-96d8-2d1cd59d8c2e",
+            "relation": "embeds",
+            "ref": "[tables/table-6 Revenue Forecast.html]",
+            "position": {
+              "start": 294,
+              "end": 332
+            }
+          },
+          {
+            "target": "cee412ca-51ad-5c67-afbe-1265a6a2197d",
+            "relation": "embeds",
+            "ref": "[images/image-8-GAAP vs Non-GAAP Comparison.jpg]",
+            "position": {
+              "start": 511,
+              "end": 559
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "f5f4a4d6-0f47-53c6-8553-aa7e00cca420",
+      "type": "image",
+      "content": "\nTop-line growth and operating leverage drove accelerating EPS growth <details>0\n[images/image-9-Financial Growth Comparison.jpg]\n",
+      "path": "images/image-9-Financial Growth Comparison.jpg",
+      "metadata": {
+        "length": 113,
+        "summary": "image-9\nQ1 FY26: $26.1B\nQ1 FY27: $48.6B",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Investor Presentation Q1 FY27",
+        "file_path": "images/image-9-Financial Growth Comparison.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "ec2e3b6d-2257-547d-a660-dce84a02bebe",
+      "type": "table",
+      "content": "<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th>Period</th>\n      <th>Value</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>Q1 FY26</td>\n      <td>$26.1B</td>\n    </tr>\n    <tr>\n      <td>Q1 FY27</td>\n      <td>$48.6B</td>\n    </tr>\n  </tbody>\n</table>",
+      "path": "tables/table-7 Revenue Forecast.html",
+      "metadata": {
+        "length": 304,
+        "summary": "table-8\nThe table shows projected revenue values for Q1 FY26 at $26.1B and Q1 FY27 at $48.6B, indicating significant growth.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Investor Presentation Q1 FY27",
+        "file_path": "tables/table-7 Revenue Forecast.html",
+        "keywords": [
+          "Revenue",
+          "Forecast",
+          "Quarterly"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "c941e7ab-e113-5e57-bbb3-ae791c57edca",
+      "type": "image",
+      "content": "\n</details> <details>0\n[images/image-10-Dividends vs Share Repurchases.jpg]\n",
+      "path": "images/image-10-Dividends vs Share Repurchases.jpg",
+      "metadata": {
+        "length": 56,
+        "summary": "image-10\nChart Title: Dividends and Share Repurchases Comparison\n\nData Points:\n- Q1 FY26: ~$14.0B (represented by a grey bar)\n- Q1 FY27: ~$20.0B (represented by a bright green bar)\n\nLegend:\n- Dark Green Square: Dividends\n- Bright Green Square: Share Repurchases\n\nObservations:\n- The chart compares financial figures for two quarters: Q1 FY26 and Q1 FY27.\n- There is an increase in value from approximately $14.0 billion to $20.0 billion between the two periods.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Investor Presentation Q1 FY27",
+        "file_path": "images/image-10-Dividends vs Share Repurchases.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "406869a7-b4d8-5901-91d5-8d5f840ae4d7",
+      "type": "table",
+      "content": "<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th>Period</th>\n      <th>Dividends</th>\n      <th>Share Repurchases</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>Q1 FY26</td>\n      <td>~$14.0B</td>\n      <td>-</td>\n    </tr>\n    <tr>\n      <td>Q1 FY27</td>\n      <td>-</td>\n      <td>~$20.0B</td>\n    </tr>\n  </tbody>\n</table>",
+      "path": "tables/table-8 Dividends & Buybacks.html",
+      "metadata": {
+        "length": 377,
+        "summary": "table-9\nThe table shows Q1 FY26 dividends of ~$14.0B and Q1 FY27 share repurchases of ~$20.0B.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Investor Presentation Q1 FY27",
+        "file_path": "tables/table-8 Dividends & Buybacks.html",
+        "keywords": [
+          "Dividends",
+          "Share Repurchases",
+          "FY26-FY27"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "28a269ec-3fcf-5432-8194-07a91613d637",
+      "type": "text",
+      "content": "\\$ in billions\nFree Cash Flow\n\nTop-line growth and operating leverage drove accelerating EPS growth <details>0\n[images/image-9-Financial Growth Comparison.jpg]\n\n<details>\n<summary>bar chart</summary>\n\n[tables/table-7 Revenue Forecast.html]\n\n</details>\nCapital Return\n\n</details> <details>0\n[images/image-10-Dividends vs Share Repurchases.jpg]\n\n<details>\n<summary>bar chart</summary>\n\n[tables/table-8 Dividends & Buybacks.html]\n\n</details>\nReturned a record \\~\\$20B to our shareholders, while executing strategic investments. Announced new \\$80B share repurchase authorization, on top of \\~\\$39B remaining as of Q1 FY27. Increased quarterly dividend from \\$0.01 to \\$0.25 per share.",
+      "path": "NVDA-F1Q27-Quarterly-Presentation-FINAL.pdf/Investor Presentation Q1 FY27/Free Cash Flow and Capital Return",
+      "metadata": {
+        "length": 654,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Investor Presentation Q1 FY27",
+        "tokens": [
+          "billions",
+          "Free",
+          "Cash",
+          "Flow",
+          "Top",
+          "line",
+          "growth",
+          "operating",
+          "leverage",
+          "drove",
+          "accelerating",
+          "EPS",
+          "details",
+          "summary",
+          "bar",
+          "chart",
+          "Capital",
+          "Return",
+          "Returned",
+          "record",
+          "20B",
+          "shareholders",
+          "executing",
+          "strategic",
+          "investments",
+          "Announced",
+          "80B",
+          "share",
+          "repurchase",
+          "authorization",
+          "top",
+          "39B",
+          "remaining",
+          "Q1",
+          "FY27",
+          "Increased",
+          "quarterly",
+          "dividend",
+          "0.01",
+          "0.25"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "f5f4a4d6-0f47-53c6-8553-aa7e00cca420",
+            "relation": "embeds",
+            "ref": "[images/image-9-Financial Growth Comparison.jpg]",
+            "position": {
+              "start": 111,
+              "end": 159
+            }
+          },
+          {
+            "target": "ec2e3b6d-2257-547d-a660-dce84a02bebe",
+            "relation": "embeds",
+            "ref": "[tables/table-7 Revenue Forecast.html]",
+            "position": {
+              "start": 201,
+              "end": 239
+            }
+          },
+          {
+            "target": "c941e7ab-e113-5e57-bbb3-ae791c57edca",
+            "relation": "embeds",
+            "ref": "[images/image-10-Dividends vs Share Repurchases.jpg]",
+            "position": {
+              "start": 290,
+              "end": 342
+            }
+          },
+          {
+            "target": "406869a7-b4d8-5901-91d5-8d5f840ae4d7",
+            "relation": "embeds",
+            "ref": "[tables/table-8 Dividends & Buybacks.html]",
+            "position": {
+              "start": 384,
+              "end": 426
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "f020fa0f-d13d-53cb-abc9-b7f2ac9ae38e",
+      "type": "table",
+      "content": "<table><tr><td></td><td>Q1 FY27</td><td>YoY %</td><td>Q1 FY26</td></tr><tr><td>Revenue</td><td>$81.6</td><td>85%</td><td>$44.1</td></tr><tr><td>Gross Margin %</td><td>74.9%</td><td>+14.4 pts</td><td>60.5%</td></tr><tr><td>Operating Expenses</td><td>$7.6</td><td>52%</td><td>$5.0</td></tr><tr><td>Operating Income</td><td>$53.5</td><td>147%</td><td>$21.6</td></tr><tr><td>Net Income</td><td>$58.3</td><td>211%</td><td>$18.8</td></tr><tr><td>Diluted EPS</td><td>$2.39</td><td>214%</td><td>$0.76</td></tr></table>",
+      "path": "tables/table-9 Q1 FY27 Results.html",
+      "metadata": {
+        "length": 510,
+        "summary": "table-10\nRevenue grew 85% YoY to $81.6M, gross margin improved to 74.9%, and net income surged 211% to $58.3M in Q1 FY27.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Investor Presentation Q1 FY27",
+        "file_path": "tables/table-9 Q1 FY27 Results.html",
+        "keywords": [
+          "Revenue",
+          "Gross Margin",
+          "Net Income"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "07b055c7-c8cc-5133-84ef-fc65b788a59b",
+      "type": "text",
+      "content": "\\$ in billions, except EPS\n\n[tables/table-9 Q1 FY27 Results.html]",
+      "path": "NVDA-F1Q27-Quarterly-Presentation-FINAL.pdf/Investor Presentation Q1 FY27/GAAP P&L Financial Measures \\$ in billions, except EPS",
+      "metadata": {
+        "length": 72,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Investor Presentation Q1 FY27",
+        "tokens": [
+          "billions",
+          "EPS"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "f020fa0f-d13d-53cb-abc9-b7f2ac9ae38e",
+            "relation": "embeds",
+            "ref": "[tables/table-9 Q1 FY27 Results.html]",
+            "position": {
+              "start": 28,
+              "end": 65
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "eb119c2a-6a1e-5597-b9bc-f93d25d10677",
+      "type": "table",
+      "content": "<table><tr><td></td><td>Q1 FY27</td><td>YoY %</td><td>Q1 FY26</td></tr><tr><td>Revenue</td><td>$81.6</td><td>85%</td><td>$44.1</td></tr><tr><td>Gross Margin %</td><td>75.0%</td><td>+14.2 pts</td><td>60.8%</td></tr><tr><td>Operating Expenses</td><td>$7.4</td><td>49%</td><td>$5.0</td></tr><tr><td>Operating Income</td><td>$53.8</td><td>147%</td><td>$21.8</td></tr><tr><td>Net Income</td><td>$45.5</td><td>139%</td><td>$19.1</td></tr><tr><td>Diluted EPS</td><td>$1.87</td><td>140%</td><td>$0.78</td></tr></table>",
+      "path": "tables/table-10 Q1 FY27 Results.html",
+      "metadata": {
+        "length": 510,
+        "summary": "table-11\nRevenue grew 85% YoY to $81.6M, gross margin improved to 75.0%, and net income rose 139% to $45.5M, with diluted EPS at $1.87.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Investor Presentation Q1 FY27",
+        "file_path": "tables/table-10 Q1 FY27 Results.html",
+        "keywords": [
+          "Revenue",
+          "Gross Margin",
+          "Net Income"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "07b055c7-c8cc-5133-84ef-fc65b788a59b",
+      "type": "text",
+      "content": "\\$ in billions, except EPS\n\n[tables/table-10 Q1 FY27 Results.html]",
+      "path": "NVDA-F1Q27-Quarterly-Presentation-FINAL.pdf/Investor Presentation Q1 FY27/Non-GAAP P&L Financial Measures \\$ in billions, except EPS",
+      "metadata": {
+        "length": 72,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Investor Presentation Q1 FY27",
+        "tokens": [
+          "billions",
+          "EPS"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "eb119c2a-6a1e-5597-b9bc-f93d25d10677",
+            "relation": "embeds",
+            "ref": "[tables/table-10 Q1 FY27 Results.html]",
+            "position": {
+              "start": 28,
+              "end": 66
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "d73747ff-4fd8-5177-bacb-8bbfbacf3632",
+      "type": "table",
+      "content": "<table><tr><td></td><td>Q2 FY27</td><td></td></tr><tr><td>Revenue</td><td>$91.0 billion*</td><td>+ / - 2%</td></tr><tr><td>Gross Margin %</td><td>75.0%</td><td>+ / - 50 bps</td></tr><tr><td>Operating Expenses</td><td>$8.3 billion</td><td>Approximately</td></tr></table>",
+      "path": "tables/table-11 Q2 FY27 Guidance.html",
+      "metadata": {
+        "length": 269,
+        "summary": "table-12\nQ2 FY27 revenue guidance is $91.0 billion, plus or minus 2%. Gross margin is 75.0%, plus or minus 50 bps. Operating expenses are approximately $8.3 billion.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Investor Presentation Q1 FY27",
+        "file_path": "tables/table-11 Q2 FY27 Guidance.html",
+        "keywords": [
+          "Revenue",
+          "Gross Margin",
+          "Operating Expenses"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "f97eedeb-62b4-5a17-a2f4-9307e17a2822",
+      "type": "text",
+      "content": "[tables/table-11 Q2 FY27 Guidance.html]\n\nFor the full year fiscal 2027, expect non-GAAP tax rates to be between 16.0% and 18.0%, excluding any discrete items and material changes to our tax environment",
+      "path": "NVDA-F1Q27-Quarterly-Presentation-FINAL.pdf/Investor Presentation Q1 FY27/Q2 FY27 Outlook – Non-GAAP",
+      "metadata": {
+        "length": 192,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Investor Presentation Q1 FY27",
+        "tokens": [
+          "For",
+          "full",
+          "year",
+          "fiscal",
+          "2027",
+          "expect",
+          "GAAP",
+          "tax",
+          "rates",
+          "16.0%",
+          "18.0%",
+          "excluding",
+          "discrete",
+          "items",
+          "material",
+          "environment"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "d73747ff-4fd8-5177-bacb-8bbfbacf3632",
+            "relation": "embeds",
+            "ref": "[tables/table-11 Q2 FY27 Guidance.html]",
+            "position": {
+              "start": 0,
+              "end": 39
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "85f5d248-d5c3-5de0-a2b2-72dcd545ec6a",
+      "type": "table",
+      "content": "<table><tr><td>Q1 FY27</td><td>Non-GAAP</td><td>Acquisition-Related and Other Costs (A)</td><td>Other (B)</td><td>Tax Impact of Adjustments</td><td>GAAP</td></tr><tr><td>Gross margin ($ in million)</td><td>$61,232</td><td>(47)</td><td>(28)</td><td>—</td><td>$61,157</td></tr><tr><td>Gross margin %</td><td>75.0%</td><td>(0.1)</td><td>—</td><td>—</td><td>74.9%</td></tr><tr><td>Operating expense ($ in million)</td><td>$7,449</td><td>172</td><td>—</td><td>—</td><td>$7,621</td></tr><tr><td>Operating income ($ in million)</td><td>$53,783</td><td>(219)</td><td>(28)</td><td>—</td><td>$53,536</td></tr><tr><td>Net income ($ in million)</td><td>$45,548</td><td>(219)</td><td>15,882</td><td>(2,890)</td><td>$58,321</td></tr><tr><td>Diluted shares (millions)</td><td>24,391</td><td>—</td><td>—</td><td>—</td><td>24,391</td></tr><tr><td>Diluted EPS</td><td>$1.87</td><td>(0.01)</td><td>0.65</td><td>(0.12)</td><td>$2.39</td></tr></table>",
+      "path": "tables/table-12 Q1 FY27 GAAP.html",
+      "metadata": {
+        "length": 930,
+        "summary": "table-13\nThe table shows Q1 FY27 financials: Non-GAAP gross margin 75.0% ($61,232M), GAAP 74.9% ($61,157M); Net income GAAP $58,321M; Diluted EPS GAAP $2.39.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Investor Presentation Q1 FY27",
+        "file_path": "tables/table-12 Q1 FY27 GAAP.html",
+        "keywords": [
+          "Gross margin",
+          "Net income",
+          "Diluted EPS"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "d952a3ac-47ad-5454-b7df-e77b4fc3afd3",
+      "type": "text",
+      "content": "Reconciliation of Non-GAAP to GAAP Financial Measures\n\n[tables/table-12 Q1 FY27 GAAP.html]\n\nBeginning in Q1 FY27, NVIDIA's non-GAAP financial measures no longer exclude stock-based compensation expense. The historical non-GAAP financial information presented has been updated to include stock-based compensation expense.\nA. Consists of amortization of intangible assets, transaction costs, and certain compensation charges.\nB. Other consists of net gain from equity securities, interest expense related to acquisition consideration discount to be paid in the future and amortization of debt discount, legal settlements, dividend income on equity securities, and share of net earnings related to equity method investments.",
+      "path": "NVDA-F1Q27-Quarterly-Presentation-FINAL.pdf/Investor Presentation Q1 FY27/Reconciliation of Non-GAAP to GAAP Financial Measures",
+      "metadata": {
+        "length": 788,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Investor Presentation Q1 FY27",
+        "tokens": [
+          "Reconciliation",
+          "Non",
+          "GAAP",
+          "Financial",
+          "Measures",
+          "Beginning",
+          "Q1",
+          "FY27",
+          "NVIDIA",
+          "financial",
+          "measures",
+          "longer",
+          "exclude",
+          "stock",
+          "based",
+          "compensation",
+          "expense",
+          "The",
+          "historical",
+          "information",
+          "presented",
+          "updated",
+          "include",
+          "Consists",
+          "amortization",
+          "intangible",
+          "assets",
+          "transaction",
+          "costs",
+          "charges",
+          "Other",
+          "consists",
+          "net",
+          "gain",
+          "equity",
+          "securities",
+          "interest",
+          "related",
+          "acquisition",
+          "consideration",
+          "discount",
+          "paid",
+          "future",
+          "debt",
+          "legal",
+          "settlements",
+          "dividend",
+          "income",
+          "share",
+          "earnings",
+          "method",
+          "investments"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "85f5d248-d5c3-5de0-a2b2-72dcd545ec6a",
+            "relation": "embeds",
+            "ref": "[tables/table-12 Q1 FY27 GAAP.html]",
+            "position": {
+              "start": 55,
+              "end": 90
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "5ffd9825-2e9a-5d4d-8d9f-30261f2ddf13",
+      "type": "table",
+      "content": "<table><tr><td>Q1 FY26</td><td>Non-GAAP</td><td>Acquisition-Related and Other Costs (A)</td><td>Other (B)</td><td>Tax Impact of Adjustments</td><td>GAAP</td></tr><tr><td>Gross margin ($ in million)</td><td>$26,794</td><td>(123)</td><td>(3)</td><td>—</td><td>$26,668</td></tr><tr><td>Gross margin %</td><td>60.8%</td><td>(0.3)</td><td>—</td><td>—</td><td>60.5%</td></tr><tr><td>Operating expense ($ in million)</td><td>$4,993</td><td>37</td><td>—</td><td>—</td><td>$5,030</td></tr><tr><td>Operating income ($ in million)</td><td>$21,801</td><td>(160)</td><td>(3)</td><td>—</td><td>$21,638</td></tr><tr><td>Net income ($ in million)</td><td>$19,094</td><td>(160)</td><td>(179)</td><td>20</td><td>$18,775</td></tr><tr><td>Diluted shares (millions)</td><td>24,611</td><td>—</td><td>—</td><td>—</td><td>24,611</td></tr><tr><td>Diluted EPS</td><td>$0.78</td><td>(0.01)</td><td>(0.01)</td><td>—</td><td>$0.76</td></tr></table>",
+      "path": "tables/table-13 Q1 FY26 Financials.html",
+      "metadata": {
+        "length": 919,
+        "summary": "table-14\nThe table shows Q1 FY26 financials with Non-GAAP gross margin of 60.8% and GAAP of 60.5%. Net income is $19,094M Non-GAAP vs $18,775M GAAP, with diluted EPS of $0.78 and $0.76 respectively.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Investor Presentation Q1 FY27",
+        "file_path": "tables/table-13 Q1 FY26 Financials.html",
+        "keywords": [
+          "Non-GAAP",
+          "GAAP",
+          "Gross Margin"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "797a48f3-cd54-59df-b9fb-f1aa47cba117",
+      "type": "text",
+      "content": "[tables/table-13 Q1 FY26 Financials.html]\n\nBeginning in Q1 FY27, NVIDIA's non-GAAP financial measures no longer exclude stock-based compensation expense. The historical non-GAAP financial information presented has been updated to include stock-based compensation expense.\nA. Consists of amortization of intangible assets, transaction costs, and certain compensation charges.\nB. Other consists of legal settlements, net loss from equity securities, and interest expense related to amortization of debt discount.",
+      "path": "NVDA-F1Q27-Quarterly-Presentation-FINAL.pdf/Investor Presentation Q1 FY27/Reconciliation of Non-GAAP to GAAP Financial Measures_2",
+      "metadata": {
+        "length": 571,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Investor Presentation Q1 FY27",
+        "tokens": [
+          "Beginning",
+          "Q1",
+          "FY27",
+          "NVIDIA",
+          "GAAP",
+          "financial",
+          "measures",
+          "longer",
+          "exclude",
+          "stock",
+          "based",
+          "compensation",
+          "expense",
+          "The",
+          "historical",
+          "information",
+          "presented",
+          "updated",
+          "include",
+          "Consists",
+          "amortization",
+          "intangible",
+          "assets",
+          "transaction",
+          "costs",
+          "charges",
+          "Other",
+          "consists",
+          "legal",
+          "settlements",
+          "net",
+          "loss",
+          "equity",
+          "securities",
+          "interest",
+          "related",
+          "debt",
+          "discount"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "5ffd9825-2e9a-5d4d-8d9f-30261f2ddf13",
+            "relation": "embeds",
+            "ref": "[tables/table-13 Q1 FY26 Financials.html]",
+            "position": {
+              "start": 0,
+              "end": 41
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "e757adf1-b61f-5447-adf3-b3f031f2368d",
+      "type": "table",
+      "content": "<table><tr><td>($ in Millions)</td><td>Q2 FY27 Outlook</td></tr><tr><td>Non-GAAP gross margin</td><td>75.0%</td></tr><tr><td>Impact of acquisition-related costs and other costs</td><td>(0.1%)</td></tr><tr><td>GAAP gross margin</td><td>74.9%</td></tr><tr><td></td><td></td></tr><tr><td>Non-GAAP operating expenses</td><td>$8,300</td></tr><tr><td>Acquisition-related costs and other costs</td><td>200</td></tr><tr><td>GAAP operating expenses</td><td>$8,500</td></tr></table>",
+      "path": "tables/table-14 Q2 FY27 Outlook.html",
+      "metadata": {
+        "length": 472,
+        "summary": "table-15\nThe table shows Q2 FY27 outlook: Non-GAAP gross margin 75.0%, GAAP 74.9%; Non-GAAP operating expenses $8,300M, GAAP $8,500M.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Investor Presentation Q1 FY27",
+        "file_path": "tables/table-14 Q2 FY27 Outlook.html",
+        "keywords": [
+          "Gross margin",
+          "Operating expenses",
+          "GAAP"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "504dec07-cb4d-542f-82b8-c72b1f65bf7b",
+      "type": "text",
+      "content": "[tables/table-14 Q2 FY27 Outlook.html]",
+      "path": "NVDA-F1Q27-Quarterly-Presentation-FINAL.pdf/Investor Presentation Q1 FY27/Reconciliation of Non-GAAP to GAAP Financial Measures (contd.)",
+      "metadata": {
+        "length": 54,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Investor Presentation Q1 FY27",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "e757adf1-b61f-5447-adf3-b3f031f2368d",
+            "relation": "embeds",
+            "ref": "[tables/table-14 Q2 FY27 Outlook.html]",
+            "position": {
+              "start": 0,
+              "end": 38
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "ec646ce0-f94f-5fc4-baf0-5b203fd702e7",
+      "type": "table",
+      "content": "<table><tr><td>($ in Millions)</td><td>Free Cash Flow</td><td>Purchases Related to Property and Equipment and Intangible Assets</td><td>Principal Payments on Property and Equipment and Intangible Assets</td><td>Net Cash Provided by Operating Activities</td></tr><tr><td>Q1 FY2027</td><td>$48,554</td><td>(1,757)</td><td>(33)</td><td>$50,344</td></tr><tr><td>Q1 FY 2026</td><td>$26,135</td><td>(1,227)</td><td>(52)</td><td>$27,414</td></tr></table>",
+      "path": "tables/table-15 Free Cash Flow.html",
+      "metadata": {
+        "length": 447,
+        "summary": "table-16\nThe table shows Q1 FY2027 Free Cash Flow of $48,554M from $50,344M operating activities, minus $1,757M property purchases, up from $26,135M in Q1 FY2026.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Investor Presentation Q1 FY27",
+        "file_path": "tables/table-15 Free Cash Flow.html",
+        "keywords": [
+          "Free Cash Flow",
+          "Operating Activities",
+          "Property Equipment"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "7fe4a603-f0e8-57b3-95fc-8d2905559763",
+      "type": "image",
+      "content": "\nB. Other consists of legal settlements, net loss from equity securities, and interest expense related to amortization of debt discount. <details>0\n[images/image-11-Abstract Green Wave Design.jpg]\n",
+      "path": "images/image-11-Abstract Green Wave Design.jpg",
+      "metadata": {
+        "length": 181,
+        "summary": "image-11\n- A 3D rendered abstract image featuring layered, glowing lime-green curved bands.\n- The bands create a tunnel or wave effect receding into the distance on the right side.\n- The background is black with scattered white dots resembling stars in space.\n- No text or specific data is visible in the image.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Investor Presentation Q1 FY27",
+        "file_path": "images/image-11-Abstract Green Wave Design.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "d57169f5-e0e7-5623-bc2d-0bc9c03535a9",
+      "type": "text",
+      "content": "[tables/table-15 Free Cash Flow.html]\n\n\nB. Other consists of legal settlements, net loss from equity securities, and interest expense related to amortization of debt discount. <details>0\n[images/image-11-Abstract Green Wave Design.jpg]\n\n<details>\n<summary>natural_image</summary>\nAbstract green curved bands against a black starry background (no text or symbols)\n</details>",
+      "path": "NVDA-F1Q27-Quarterly-Presentation-FINAL.pdf/Investor Presentation Q1 FY27/Reconciliation of Non-GAAP to GAAP Financial Measures (contd.)_2",
+      "metadata": {
+        "length": 423,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Investor Presentation Q1 FY27",
+        "tokens": [
+          "Other",
+          "consists",
+          "legal",
+          "settlements",
+          "net",
+          "loss",
+          "equity",
+          "securities",
+          "interest",
+          "expense",
+          "related",
+          "amortization",
+          "debt",
+          "discount",
+          "details",
+          "summary",
+          "natural",
+          "image",
+          "Abstract",
+          "green",
+          "curved",
+          "bands",
+          "black",
+          "starry",
+          "background",
+          "text",
+          "symbols"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "ec646ce0-f94f-5fc4-baf0-5b203fd702e7",
+            "relation": "embeds",
+            "ref": "[tables/table-15 Free Cash Flow.html]",
+            "position": {
+              "start": 0,
+              "end": 37
+            }
+          },
+          {
+            "target": "7fe4a603-f0e8-57b3-95fc-8d2905559763",
+            "relation": "embeds",
+            "ref": "[images/image-11-Abstract Green Wave Design.jpg]",
+            "position": {
+              "start": 187,
+              "end": 235
+            }
+          }
+        ]
+      }
+    }
+  ]
+}
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/doc_nav.json b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/doc_nav.json
new file mode 100644
index 000000000..e89089aa8
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/doc_nav.json
@@ -0,0 +1,224 @@
+{
+  "version": "1.0",
+  "file_name": "NVIDIA Q1 FY27 Quarterly Presentation.pdf",
+  "stats": {
+    "total_chunks": 39,
+    "text_chunks": 12,
+    "image_chunks": 11,
+    "table_chunks": 16,
+    "max_depth": 2
+  },
+  "sections": [
+    {
+      "title": "Investor Presentation Q1 FY27",
+      "path": "NVDA-F1Q27-Quarterly-Presentation-FINAL.pdf/Investor Presentation Q1 FY27",
+      "level": 1,
+      "summary": "This presentation from May 2026 contains forward-looking statements regarding NVIDIA's growth, products like Blackwell and Vera Rubin, financial outlook, and AI industry trends. These statements are subject to risks including global economic conditions, reliance on third-party manufacturing, technological competition, and market acceptance. The document also notes that many products and features are offered on a when-and-if-available basis, with no commitment to delivery. Additionally, NVIDIA uses non-GAAP financial measures such as non-GAAP gross margin and free cash flow, which are not substitutes for GAAP measures, and reconciliations are provided.",
+      "chunk_count": 12,
+      "children": [
+        {
+          "title": "Revenue \\$ in billions",
+          "path": "NVDA-F1Q27-Quarterly-Presentation-FINAL.pdf/Investor Presentation Q1 FY27/Revenue \\$ in billions",
+          "level": 2,
+          "summary": "\\$ in billions Strong growth across a diverse end-customer base – hyperscalers to model builders to AI Clouds, enterprise on-premise and sovereign customers Blackwell adopted and deployed by every major hyperscaler, every cloud provider, and every model builder Agentic AI and reinforcement learning represent new CPU growth opportunities Vera Rubin on track for the second half of this year, starting in Q3 NVIDIA AI infrastructure delivers the lowest token cost and highest token throughput as shown in latest MLPerf and InferenceX benchmarks Strong growth across a diverse end-customer base – hyperscalers to model builders to AI Clouds, enterprise on-premise and sovereign customers <details>0 [images/image-1-Financial Growth Comparison.jpg] <details> <summary>bar chart</summary> [tables/table-0 Revenue Forecast.html] </details> Data Center Revenue \\$ in billions Hyperscale </details> <details>0 [images/image-2-Q1 FY26 vs Q1 FY27 Revenue.jpg] <details> <summary>bar chart</summary> [tables/table-1 Revenue Forecast.html] </details> AI Clouds, Industrial, and Enterprise (ACIE) </details> <details>0 [images/image-3-Financial Growth Comparison.jpg] <details> <summary>bar chart</summary> [tables/table-2 Revenue Forecast.html] </details> Continued strong demand for our Blackwell architecture",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Gross Margin",
+          "path": "NVDA-F1Q27-Quarterly-Presentation-FINAL.pdf/Investor Presentation Q1 FY27/Gross Margin",
+          "level": 2,
+          "summary": "GAAP </details> <details>0 [images/image-4-Q1 FY26 vs Q1 FY27.jpg] <details> <summary>bar chart</summary> [tables/table-3 Quarterly Values.html] </details> Non-GAAP </details> <details>0 [images/image-5-Q1 FY26 vs Q1 FY27.jpg] <details> <summary>bar chart</summary> [tables/table-4 Quarterly Values.html] </details> Gross margin year-on-year increase driven by lower inventory provisions, primarily due to a \\$4.5B charge associated with H2O excess inventory in the prior year",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Operating Expenses",
+          "path": "NVDA-F1Q27-Quarterly-Presentation-FINAL.pdf/Investor Presentation Q1 FY27/Operating Expenses",
+          "level": 2,
+          "summary": "\\$ in billions </details> <details>0 [images/image-6-GAAP Revenue Growth.jpg] <details> <summary>bar chart</summary> GAAP [tables/table-5 Revenue Forecast.html] </details> </details> <details>0 [images/image-7-Non-GAAP Revenue Growth.jpg] <details> <summary>bar chart</summary> Non-GAAP [tables/table-6 Revenue Forecast.html] </details> Investing to address the multitude of growth opportunities ahead Earnings per Share </details> Top-line growth and operating leverage drove accelerating EPS growth0 [images/image-8-GAAP vs Non-GAAP Comparison.jpg] Top-line growth and operating leverage drove accelerating EPS growth",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Free Cash Flow and Capital Return",
+          "path": "NVDA-F1Q27-Quarterly-Presentation-FINAL.pdf/Investor Presentation Q1 FY27/Free Cash Flow and Capital Return",
+          "level": 2,
+          "summary": "\\$ in billions Free Cash Flow Top-line growth and operating leverage drove accelerating EPS growth <details>0 [images/image-9-Financial Growth Comparison.jpg] <details> <summary>bar chart</summary> [tables/table-7 Revenue Forecast.html] </details> Capital Return </details> <details>0 [images/image-10-Dividends vs Share Repurchases.jpg] <details> <summary>bar chart</summary> [tables/table-8 Dividends & Buybacks.html] </details> Returned a record \\~\\$20B to our shareholders, while executing strategic investments. Announced new \\$80B share repurchase authorization, on top of \\~\\$39B remaining as of Q1 FY27. Increased quarterly dividend from \\$0.01 to \\$0.25 per share.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "GAAP P&L Financial Measures \\$ in billions, except EPS",
+          "path": "NVDA-F1Q27-Quarterly-Presentation-FINAL.pdf/Investor Presentation Q1 FY27/GAAP P&L Financial Measures \\$ in billions, except EPS",
+          "level": 2,
+          "summary": "\\$ in billions, except EPS [tables/table-9 Q1 FY27 Results.html]",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Non-GAAP P&L Financial Measures \\$ in billions, except EPS",
+          "path": "NVDA-F1Q27-Quarterly-Presentation-FINAL.pdf/Investor Presentation Q1 FY27/Non-GAAP P&L Financial Measures \\$ in billions, except EPS",
+          "level": 2,
+          "summary": "\\$ in billions, except EPS [tables/table-10 Q1 FY27 Results.html]",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Q2 FY27 Outlook – Non-GAAP",
+          "path": "NVDA-F1Q27-Quarterly-Presentation-FINAL.pdf/Investor Presentation Q1 FY27/Q2 FY27 Outlook – Non-GAAP",
+          "level": 2,
+          "summary": "[tables/table-11 Q2 FY27 Guidance.html] For the full year fiscal 2027, expect non-GAAP tax rates to be between 16.0% and 18.0%, excluding any discrete items and material changes to our tax environment",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Reconciliation of Non-GAAP to GAAP Financial Measures",
+          "path": "NVDA-F1Q27-Quarterly-Presentation-FINAL.pdf/Investor Presentation Q1 FY27/Reconciliation of Non-GAAP to GAAP Financial Measures",
+          "level": 2,
+          "summary": "Reconciliation of Non-GAAP to GAAP Financial Measures [tables/table-12 Q1 FY27 GAAP.html] Beginning in Q1 FY27, NVIDIA's non-GAAP financial measures no longer exclude stock-based compensation expense. The historical non-GAAP financial information presented has been updated to include stock-based compensation expense. A. Consists of amortization of intangible assets, transaction costs, and certain compensation charges. B. Other consists of net gain from equity securities, interest expense related to acquisition consideration discount to be paid in the future and amortization of debt discount, legal settlements, dividend income on equity securities, and share of net earnings related to equity method investments.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Reconciliation of Non-GAAP to GAAP Financial Measures_2",
+          "path": "NVDA-F1Q27-Quarterly-Presentation-FINAL.pdf/Investor Presentation Q1 FY27/Reconciliation of Non-GAAP to GAAP Financial Measures_2",
+          "level": 2,
+          "summary": "[tables/table-13 Q1 FY26 Financials.html] Beginning in Q1 FY27, NVIDIA's non-GAAP financial measures no longer exclude stock-based compensation expense. The historical non-GAAP financial information presented has been updated to include stock-based compensation expense. A. Consists of amortization of intangible assets, transaction costs, and certain compensation charges. B. Other consists of legal settlements, net loss from equity securities, and interest expense related to amortization of debt discount.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Reconciliation of Non-GAAP to GAAP Financial Measures (contd.)",
+          "path": "NVDA-F1Q27-Quarterly-Presentation-FINAL.pdf/Investor Presentation Q1 FY27/Reconciliation of Non-GAAP to GAAP Financial Measures (contd.)",
+          "level": 2,
+          "summary": "[tables/table-14 Q2 FY27 Outlook.html]",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Reconciliation of Non-GAAP to GAAP Financial Measures (contd.)_2",
+          "path": "NVDA-F1Q27-Quarterly-Presentation-FINAL.pdf/Investor Presentation Q1 FY27/Reconciliation of Non-GAAP to GAAP Financial Measures (contd.)_2",
+          "level": 2,
+          "summary": "[tables/table-15 Free Cash Flow.html] B. Other consists of legal settlements, net loss from equity securities, and interest expense related to amortization of debt discount. <details>0 [images/image-11-Abstract Green Wave Design.jpg] <details> <summary>natural_image</summary> Abstract green curved bands against a black starry background (no text or symbols) </details>",
+          "chunk_count": 1,
+          "children": []
+        }
+      ]
+    }
+  ],
+  "resources": {
+    "images": [
+      {
+        "path": "images/image-1-Financial Growth Comparison.jpg",
+        "summary": "image-1 Q1 FY26: $44.1B Q1 FY27: $81.6B"
+      },
+      {
+        "path": "images/image-2-Q1 FY26 vs Q1 FY27 Revenue.jpg",
+        "summary": "image-2 - Chart Type: Bar Chart comparing financial data across two periods. - Data Points: - Q1 FY26: $17.6B (represented by a grey bar) - Q1 FY27: $37.9B (represented by a green bar) - Trend: Significant increase in value from Q1 FY26 to Q1 FY27, more than doubling the previous period's figure."
+      },
+      {
+        "path": "images/image-3-Financial Growth Comparison.jpg",
+        "summary": "image-3 Q1 FY26: $21.5B Q1 FY27: $37.4B"
+      },
+      {
+        "path": "images/image-4-Q1 FY26 vs Q1 FY27.jpg",
+        "summary": "image-4 - Chart Type: Bar Chart - Data Points: - Q1 FY26: 60.5% - Q1 FY27: 74.9% - Trend: Significant increase from the first quarter of fiscal year 26 to the first quarter of fiscal year 27."
+      },
+      {
+        "path": "images/image-5-Q1 FY26 vs Q1 FY27.jpg",
+        "summary": "image-5 - Chart Type: Bar Chart - Data Points: - Q1 FY26: 60.8% - Q1 FY27: 75.0% - Trend: Significant increase from the first period to the second."
+      },
+      {
+        "path": "images/image-6-GAAP Revenue Growth.jpg",
+        "summary": "image-6 Chart Title: GAAP Data Points: - Q1 FY26: $5.0B - Q1 FY27: $7.6B"
+      },
+      {
+        "path": "images/image-7-Non-GAAP Revenue Growth.jpg",
+        "summary": "image-7 Chart Title: Non-GAAP Data Points: - Q1 FY26: $5.0B - Q1 FY27: $7.4B"
+      },
+      {
+        "path": "images/image-8-GAAP vs Non-GAAP Comparison.jpg",
+        "summary": "image-8 - GAAP: Q1 FY26 ($0.76), Q1 FY27 ($2.39) - Non-GAAP: Q1 FY26 ($0.78), Q1 FY27 ($1.87)"
+      },
+      {
+        "path": "images/image-9-Financial Growth Comparison.jpg",
+        "summary": "image-9 Q1 FY26: $26.1B Q1 FY27: $48.6B"
+      },
+      {
+        "path": "images/image-10-Dividends vs Share Repurchases.jpg",
+        "summary": "image-10 Chart Title: Dividends and Share Repurchases Comparison Data Points: - Q1 FY26: ~$14.0B (represented by a grey bar) - Q1 FY27: ~$20.0B (represented by a bright green bar) Legend: - Dark Green Square: Dividends - Bright Green Square: Share Repurchases Observations: - The chart compares financial figures for two quarters: Q1 FY26 and Q1 FY27. - There is an increase in value from approximately $14.0 billion to $20.0 billion between the two periods."
+      },
+      {
+        "path": "images/image-11-Abstract Green Wave Design.jpg",
+        "summary": "image-11 - A 3D rendered abstract image featuring layered, glowing lime-green curved bands. - The bands create a tunnel or wave effect receding into the distance on the right side. - The background is black with scattered white dots resembling stars in space. - No text or specific data is visible in the image."
+      }
+    ],
+    "tables": [
+      {
+        "path": "tables/table-0 Revenue Forecast.html",
+        "summary": "table-1 The table shows projected revenue values for Q1 FY26 at $44.1B and Q1 FY27 at $81.6B, indicating significant growth."
+      },
+      {
+        "path": "tables/table-1 Revenue Forecast.html",
+        "summary": "table-2 The table shows projected revenue values for Q1 FY26 at $17.6B and Q1 FY27 at $37.9B."
+      },
+      {
+        "path": "tables/table-2 Revenue Forecast.html",
+        "summary": "table-3 The table shows projected revenue values for Q1 FY26 at $21.5B and Q1 FY27 at $37.4B, indicating significant growth."
+      },
+      {
+        "path": "tables/table-3 Quarterly Values.html",
+        "summary": "table-4 The table shows two quarterly periods with their corresponding percentage values: Q1 FY26 at 60.5% and Q1 FY27 at 74.9%."
+      },
+      {
+        "path": "tables/table-4 Quarterly Values.html",
+        "summary": "table-5 The table shows two quarterly values: 60.8% for Q1 FY26 and 75.0% for Q1 FY27, indicating an increase."
+      },
+      {
+        "path": "tables/table-5 Revenue Forecast.html",
+        "summary": "table-6 The table shows projected revenue values of $5.0B for Q1 FY26 and $7.6B for Q1 FY27, indicating growth."
+      },
+      {
+        "path": "tables/table-6 Revenue Forecast.html",
+        "summary": "table-7 The table shows projected revenue values for Q1 FY26 at $5.0B and Q1 FY27 at $7.4B, indicating growth over the two periods."
+      },
+      {
+        "path": "tables/table-7 Revenue Forecast.html",
+        "summary": "table-8 The table shows projected revenue values for Q1 FY26 at $26.1B and Q1 FY27 at $48.6B, indicating significant growth."
+      },
+      {
+        "path": "tables/table-8 Dividends & Buybacks.html",
+        "summary": "table-9 The table shows Q1 FY26 dividends of ~$14.0B and Q1 FY27 share repurchases of ~$20.0B."
+      },
+      {
+        "path": "tables/table-9 Q1 FY27 Results.html",
+        "summary": "table-10 Revenue grew 85% YoY to $81.6M, gross margin improved to 74.9%, and net income surged 211% to $58.3M in Q1 FY27."
+      },
+      {
+        "path": "tables/table-10 Q1 FY27 Results.html",
+        "summary": "table-11 Revenue grew 85% YoY to $81.6M, gross margin improved to 75.0%, and net income rose 139% to $45.5M, with diluted EPS at $1.87."
+      },
+      {
+        "path": "tables/table-11 Q2 FY27 Guidance.html",
+        "summary": "table-12 Q2 FY27 revenue guidance is $91.0 billion, plus or minus 2%. Gross margin is 75.0%, plus or minus 50 bps. Operating expenses are approximately $8.3 billion."
+      },
+      {
+        "path": "tables/table-12 Q1 FY27 GAAP.html",
+        "summary": "table-13 The table shows Q1 FY27 financials: Non-GAAP gross margin 75.0% ($61,232M), GAAP 74.9% ($61,157M); Net income GAAP $58,321M; Diluted EPS GAAP $2.39."
+      },
+      {
+        "path": "tables/table-13 Q1 FY26 Financials.html",
+        "summary": "table-14 The table shows Q1 FY26 financials with Non-GAAP gross margin of 60.8% and GAAP of 60.5%. Net income is $19,094M Non-GAAP vs $18,775M GAAP, with diluted EPS of $0.78 and $0.76 respectively."
+      },
+      {
+        "path": "tables/table-14 Q2 FY27 Outlook.html",
+        "summary": "table-15 The table shows Q2 FY27 outlook: Non-GAAP gross margin 75.0%, GAAP 74.9%; Non-GAAP operating expenses $8,300M, GAAP $8,500M."
+      },
+      {
+        "path": "tables/table-15 Free Cash Flow.html",
+        "summary": "table-16 The table shows Q1 FY2027 Free Cash Flow of $48,554M from $50,344M operating activities, minus $1,757M property purchases, up from $26,135M in Q1 FY2026."
+      }
+    ]
+  }
+}
diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/full.md b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/full.md
new file mode 100644
index 000000000..c8e82c5bf
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/full.md
@@ -0,0 +1,210 @@
+## Investor Presentation Q1 FY27
+
+May 2026
+
+Certain matters in this presentation including, but not limited to, statements as to: expectations with respect to growth, performance and benefits of NVIDIA's products, services, and technologies, including Blackwell and Vera Rubin, and related trends and drivers; expectations with respect to supply and demand for NVIDIA's products, services, and technologies, including Blackwell and Vera Rubin, and related matters including inventory, production and distribution; NVIDIA's financial position and financial and business outlook; NVIDIA's future cash dividends and other returns to shareholders; expectations with respect to technology developments and related trends and drivers; projected market growth and trends; expectations with respect to AI and related industries; and other statements that are not historical facts are forward-looking statements within the meaning of Section 27A of the Securities Act of 1933, as amended, and Section 21E of the Securities Exchange Act of 1934, as amended, which are subject to the “safe harbor” created by those sections based on management’s beliefs and assumptions and on information currently available to management and are subject to risks and uncertainties that could cause results to be materially different than expectations.
+
+Important factors that could cause actual results to differ materially include: global economic and political conditions; NVIDIA's reliance on third parties to manufacture, assemble, package and test NVIDIA's products; the impact of technological development and competition; development of new products and technologies or enhancements to NVIDIA's existing product and technologies; market acceptance of NVIDIA's products or NVIDIA's partners' products; design, manufacturing or software defects; changes in consumer preferences or demands; changes in industry standards and interfaces; unexpected loss of performance of NVIDIA's products or technologies when integrated into systems; NVIDIA's ability to realize the potential benefits of business investments or acquisitions; and changes in applicable laws and regulations, as well as other factors detailed from time to time in the most recent reports NVIDIA files with the Securities and Exchange Commission, or SEC, including, but not limited to, its annual report on Form 10-K and quarterly reports on Form 10-Q. Copies of reports filed with the SEC are posted on the company's website and are available from NVIDIA without charge. These forward-looking statements are not guarantees of future performance and speak only as of the date hereof, and, except as required by law, NVIDIA disclaims any obligation to update these forward-looking statements to reflect future events or circumstances.
+
+Many of the products and features described herein remain in various stages and will be offered on a when-and-if-available basis. The statements within are not intended to be, and should not be interpreted as a commitment, promise, or legal obligation, and the development, release, and timing of any features or functionalities described for our products is subject to change and remains at the sole discretion of NVIDIA. NVIDIA will have no liability for failure to deliver or delay in the delivery of any of the products, features or functions set forth herein.
+
+NVIDIA uses certain non-GAAP measures in this presentation including non-GAAP gross margin, non-GAAP operating expense, non-GAAP operating income, non-GAAP net income, non-GAAP diluted earnings per share, and free cash flow. NVIDIA believes the presentation of its non-GAAP financial measures enhances investors' overall understanding of the company's historical financial performance. The presentation of the company's non-GAAP financial measures is not meant to be considered in isolation or as a substitute for the company's financial results prepared in accordance with GAAP, and the company's non-GAAP measures may be different from non-GAAP measures used by other companies. Further information relevant to the interpretation of non-GAAP financial measures, and reconciliations of these non-GAAP financial measures to the most comparable GAAP measures, may be found in the slide titled “Reconciliation of Non-GAAP to GAAP Financial Measures”.
+
+## Revenue
+
+## \$ in billions
+
+Strong growth across a diverse end-customer base – hyperscalers to model builders to AI Clouds, enterprise on-premise and sovereign customers
+
+Blackwell adopted and deployed by every major hyperscaler, every cloud provider, and every model builder
+
+Agentic AI and reinforcement learning represent new CPU growth opportunities
+
+Vera Rubin on track for the second half of this year, starting in Q3
+
+NVIDIA AI infrastructure delivers the lowest token cost and highest token throughput as shown in latest MLPerf and InferenceX benchmarks
+
+![](images/dacf7cad35006a22acf99d5d134c0e1536f218dc989c12fb80887c435288130e.jpg)
+
+<details>
+<summary>bar chart</summary>
+
+| Period    | Value   |
+| --------- | ------- |
+| Q1 FY26   | $44.1B  |
+| Q1 FY27   | $81.6B  |
+</details>
+
+## Data Center
+
+## Revenue \$ in billions
+
+Hyperscale  
+![](images/0a7f3f0ba3e758995f39fca895349df9774792d61c5acd52659758a1eeb66f7a.jpg)
+
+<details>
+<summary>bar chart</summary>
+
+| Period     | Value   |
+| ---------- | ------- |
+| Q1 FY26    | $17.6B  |
+| Q1 FY27    | $37.9B  |
+</details>
+
+AI Clouds, Industrial, and Enterprise (ACIE)  
+![](images/e640ed2465ce87d093155f99ebb71b7f625cc5652653f44969e7275e4488aa47.jpg)
+
+<details>
+<summary>bar chart</summary>
+
+| Period    | Value   |
+| --------- | ------- |
+| Q1 FY26   | $21.5B  |
+| Q1 FY27   | $37.4B  |
+</details>
+
+Continued strong demand for our Blackwell architecture
+
+## Gross Margin
+
+GAAP  
+![](images/a3a674ac36c2bb3eaa605b9f0a7e4b42f92f9d4eaac14398f76e65e045b7bbb7.jpg)
+
+<details>
+<summary>bar chart</summary>
+
+| Period | Value (%) |
+| :--- | :--- |
+| Q1 FY26 | 60.5 |
+| Q1 FY27 | 74.9 |
+</details>
+
+Non-GAAP  
+![](images/4531beabe284ec3676f5c81f81016d4df947fc86de961e2a3d839a7146067791.jpg)
+
+<details>
+<summary>bar chart</summary>
+
+| Period | Value (%) |
+| :--- | :--- |
+| Q1 FY26 | 60.8 |
+| Q1 FY27 | 75.0 |
+</details>
+
+Gross margin year-on-year increase driven by lower inventory provisions, primarily due to a \$4.5B charge associated with H2O excess inventory in the prior year
+
+## Operating Expenses
+
+\$ in billions
+
+![](images/167a673bb7a14d45312d36087b16d2d192e8358c0e80642c3c3a065b426f33c9.jpg)
+
+<details>
+<summary>bar chart</summary>
+
+GAAP
+| Period | Value ($B) |
+| :--- | :--- |
+| Q1 FY26 | 5.0 |
+| Q1 FY27 | 7.6 |
+</details>
+
+![](images/080e5ee2d2de0dacb9d365aa0bfa136bcde0527134588a3ba187bb5af05bfe38.jpg)
+
+<details>
+<summary>bar chart</summary>
+
+Non-GAAP
+| Period | Value ($B) |
+| :--- | :--- |
+| Q1 FY26 | 5.0 |
+| Q1 FY27 | 7.4 |
+</details>
+
+Investing to address the multitude of growth opportunities ahead
+
+Earnings per Share  
+![](images/31cb23d10061dd6eb9f783eb694a61e463723f84db596a00bc6dfd4cae85fbb3.jpg)  
+Top-line growth and operating leverage drove accelerating EPS growth
+
+## Free Cash Flow and Capital Return
+
+\$ in billions
+
+Free Cash Flow  
+![](images/e0a4b245f69891ffeed620979d8f0c1068132aafd201cdf6285875c7a5cced91.jpg)
+
+<details>
+<summary>bar chart</summary>
+
+| Period     | Value   |
+| ---------- | ------- |
+| Q1 FY26    | $26.1B  |
+| Q1 FY27    | $48.6B  |
+</details>
+
+Capital Return  
+![](images/a200c681baf944209185508397cf72ffd7709c09fdc6c26ba472805795a32770.jpg)
+
+<details>
+<summary>bar chart</summary>
+
+| Period     | Dividends | Share Repurchases |
+| ---------- | --------- | ----------------- |
+| Q1 FY26    | ~$14.0B   | -                 |
+| Q1 FY27    | -         | ~$20.0B           |
+</details>
+
+Returned a record \~\$20B to our shareholders, while executing strategic investments. Announced new \$80B share repurchase authorization, on top of \~\$39B remaining as of Q1 FY27. Increased quarterly dividend from \$0.01 to \$0.25 per share.
+
+## GAAP P&L Financial Measures
+
+## \$ in billions, except EPS
+
+<table><tr><td></td><td>Q1 FY27</td><td>YoY %</td><td>Q1 FY26</td></tr><tr><td>Revenue</td><td>$81.6</td><td>85%</td><td>$44.1</td></tr><tr><td>Gross Margin %</td><td>74.9%</td><td>+14.4 pts</td><td>60.5%</td></tr><tr><td>Operating Expenses</td><td>$7.6</td><td>52%</td><td>$5.0</td></tr><tr><td>Operating Income</td><td>$53.5</td><td>147%</td><td>$21.6</td></tr><tr><td>Net Income</td><td>$58.3</td><td>211%</td><td>$18.8</td></tr><tr><td>Diluted EPS</td><td>$2.39</td><td>214%</td><td>$0.76</td></tr></table>
+
+## Non-GAAP P&L Financial Measures
+
+## \$ in billions, except EPS
+
+<table><tr><td></td><td>Q1 FY27</td><td>YoY %</td><td>Q1 FY26</td></tr><tr><td>Revenue</td><td>$81.6</td><td>85%</td><td>$44.1</td></tr><tr><td>Gross Margin %</td><td>75.0%</td><td>+14.2 pts</td><td>60.8%</td></tr><tr><td>Operating Expenses</td><td>$7.4</td><td>49%</td><td>$5.0</td></tr><tr><td>Operating Income</td><td>$53.8</td><td>147%</td><td>$21.8</td></tr><tr><td>Net Income</td><td>$45.5</td><td>139%</td><td>$19.1</td></tr><tr><td>Diluted EPS</td><td>$1.87</td><td>140%</td><td>$0.78</td></tr></table>
+
+## Q2 FY27 Outlook – Non-GAAP
+
+<table><tr><td></td><td>Q2 FY27</td><td></td></tr><tr><td>Revenue</td><td>$91.0 billion*</td><td>+ / - 2%</td></tr><tr><td>Gross Margin %</td><td>75.0%</td><td>+ / - 50 bps</td></tr><tr><td>Operating Expenses</td><td>$8.3 billion</td><td>Approximately</td></tr></table>
+
+For the full year fiscal 2027, expect non-GAAP tax rates to be between 16.0% and 18.0%, excluding any discrete items and material changes to our tax environment
+
+## Reconciliation of Non-GAAP to GAAP Financial Measures
+
+## Reconciliation of Non-GAAP to GAAP Financial Measures
+
+<table><tr><td>Q1 FY27</td><td>Non-GAAP</td><td>Acquisition-Related and Other Costs (A)</td><td>Other (B)</td><td>Tax Impact of Adjustments</td><td>GAAP</td></tr><tr><td>Gross margin ($ in million)</td><td>$61,232</td><td>(47)</td><td>(28)</td><td>—</td><td>$61,157</td></tr><tr><td>Gross margin %</td><td>75.0%</td><td>(0.1)</td><td>—</td><td>—</td><td>74.9%</td></tr><tr><td>Operating expense ($ in million)</td><td>$7,449</td><td>172</td><td>—</td><td>—</td><td>$7,621</td></tr><tr><td>Operating income ($ in million)</td><td>$53,783</td><td>(219)</td><td>(28)</td><td>—</td><td>$53,536</td></tr><tr><td>Net income ($ in million)</td><td>$45,548</td><td>(219)</td><td>15,882</td><td>(2,890)</td><td>$58,321</td></tr><tr><td>Diluted shares (millions)</td><td>24,391</td><td>—</td><td>—</td><td>—</td><td>24,391</td></tr><tr><td>Diluted EPS</td><td>$1.87</td><td>(0.01)</td><td>0.65</td><td>(0.12)</td><td>$2.39</td></tr></table>
+
+Beginning in Q1 FY27, NVIDIA's non-GAAP financial measures no longer exclude stock-based compensation expense. The historical non-GAAP financial information presented has been updated to include stock-based compensation expense.  
+A. Consists of amortization of intangible assets, transaction costs, and certain compensation charges.  
+B. Other consists of net gain from equity securities, interest expense related to acquisition consideration discount to be paid in the future and amortization of debt discount, legal settlements, dividend income on equity securities, and share of net earnings related to equity method investments.
+
+## Reconciliation of Non-GAAP to GAAP Financial Measures
+
+<table><tr><td>Q1 FY26</td><td>Non-GAAP</td><td>Acquisition-Related and Other Costs (A)</td><td>Other (B)</td><td>Tax Impact of Adjustments</td><td>GAAP</td></tr><tr><td>Gross margin ($ in million)</td><td>$26,794</td><td>(123)</td><td>(3)</td><td>—</td><td>$26,668</td></tr><tr><td>Gross margin %</td><td>60.8%</td><td>(0.3)</td><td>—</td><td>—</td><td>60.5%</td></tr><tr><td>Operating expense ($ in million)</td><td>$4,993</td><td>37</td><td>—</td><td>—</td><td>$5,030</td></tr><tr><td>Operating income ($ in million)</td><td>$21,801</td><td>(160)</td><td>(3)</td><td>—</td><td>$21,638</td></tr><tr><td>Net income ($ in million)</td><td>$19,094</td><td>(160)</td><td>(179)</td><td>20</td><td>$18,775</td></tr><tr><td>Diluted shares (millions)</td><td>24,611</td><td>—</td><td>—</td><td>—</td><td>24,611</td></tr><tr><td>Diluted EPS</td><td>$0.78</td><td>(0.01)</td><td>(0.01)</td><td>—</td><td>$0.76</td></tr></table>
+
+Beginning in Q1 FY27, NVIDIA's non-GAAP financial measures no longer exclude stock-based compensation expense. The historical non-GAAP financial information presented has been updated to include stock-based compensation expense.  
+A. Consists of amortization of intangible assets, transaction costs, and certain compensation charges.  
+B. Other consists of legal settlements, net loss from equity securities, and interest expense related to amortization of debt discount.
+
+## Reconciliation of Non-GAAP to GAAP Financial Measures (contd.)
+
+<table><tr><td>($ in Millions)</td><td>Q2 FY27 Outlook</td></tr><tr><td>Non-GAAP gross margin</td><td>75.0%</td></tr><tr><td>Impact of acquisition-related costs and other costs</td><td>(0.1%)</td></tr><tr><td>GAAP gross margin</td><td>74.9%</td></tr><tr><td></td><td></td></tr><tr><td>Non-GAAP operating expenses</td><td>$8,300</td></tr><tr><td>Acquisition-related costs and other costs</td><td>200</td></tr><tr><td>GAAP operating expenses</td><td>$8,500</td></tr></table>
+
+## Reconciliation of Non-GAAP to GAAP Financial Measures (contd.)
+
+<table><tr><td>($ in Millions)</td><td>Free Cash Flow</td><td>Purchases Related to Property and Equipment and Intangible Assets</td><td>Principal Payments on Property and Equipment and Intangible Assets</td><td>Net Cash Provided by Operating Activities</td></tr><tr><td>Q1 FY2027</td><td>$48,554</td><td>(1,757)</td><td>(33)</td><td>$50,344</td></tr><tr><td>Q1 FY 2026</td><td>$26,135</td><td>(1,227)</td><td>(52)</td><td>$27,414</td></tr></table>
+
+![](images/51fcb213adfa05e5cb2dd45e006c8756c828d795a5224654aad00aa396a4ff0f.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+Abstract green curved bands against a black starry background (no text or symbols)
+</details>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/images/image-1-Financial Growth Comparison.jpg b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/images/image-1-Financial Growth Comparison.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..3ef10b8f90d83dfbc93f698a5a70cc3bdc3cdae4
GIT binary patch
literal 41505
zcmeHw2Ut^C*Y1gw08*r>NC^rGf{0S22n29wG8j}KQUn`aq)R6h0i}ZiiU<fw6(Z84
zcTkWbRp|soItevENbYg|a!2p|zbW7FPch*+$@7qtb9P<te)n4IJ){q$QDDzmRSi`D
z0s#OB_y>>%fHMFMH8qr)iUtaW($dn<(X%no@7_(%!NSVK#(e<B!+n5@i<ken0Pmq=
zd|X_DQb&)SI4L0^0TYmsmll&dE-oSV<suMTT3Y(u^!phY_KO|lIw<y=U!-b)nTFDe
zN{|9_2-w98p<srP>H!#7PAbSxFW^64kX;m%RMb!!TDslf359!rT@VV2U6d45RFst9
z*<RrH03|aO%fXXM)U4;PLJ!%qiTOr7rQuV~t6{(J9?LI&&B2eBZtuSR90v{`5fD5o
zBq4c9N?Jzt%nvH6YU&ziFY4&(Aus70T)$yzW^Q3=<>=&m+r`z*-TzKNV9?!r!O{00
z#Kguud=#IO`s{gHdPZi}tNen(qT<&jrL}eS4UJ82-Zpo3b@%l4efZcvh8dsuH2HaI
zdIq<&yt2Bsj^Eh)QZEQV@gLO!-~Xdx-_(m4tk*6|N(xHomwG{Vxqt@+GbPo*lhiCq
z=b=~aSr3W%(y%E<J<Y43<rBYvWxwX|o^CI{#Moinm#Y0#vtL&+zu#4}|E}2otye!l
zPXPftkAfM10~^F(!Q@@v#nIK{3D2^Kywsl2zn`!24&r7*PkFsOUH}#@EapQem_k1O
z%{E}y$*0oR5C9lg=M8LYljvLxm5X{R56z0&NY*ZdH}2()xL&aL`fMm<)>!G8k(%X;
z4}<T-*`%1?jBiI)$FDPmSF-jJlrpA=553PZ>n<3#$RviQDJR4-6gc|POt@=9)iABX
zV}bdmV=W>k+KCM}^3FeRt>|L54~?Z#nqJRtAo6)imtz^9GA%X?KXSfr<3ue^Y+-EL
z=pAYJFwDKL`h9a~^zrbl<~m9q=|is>)anfyb4)EwQ5l0q1|O5dhxegkPsm<z-&##(
z>>Eq3UBQJF_U2`eaKn`g_%#H1#UsV+5Ol!IIqOVo6Q9VpYkH*>QNI1RAg}opN+_V%
z{n-kTfN~Qo>=L#pMvTFLgQGlpK+~_LY19rWIq}MswIS~^r#ZF_J?S61TZRU%Oii<%
z%s7C7)@C#C)#c%{Yu%%|oz(bT&FJ6z+0k5~R(0hK4PJ_0Uw`=;%QUwPwhXT@!`gE`
z8WDY8Q<36`3?Od>4J0#JVG(tUfr&@*x<t%y49nKVCjw)8X?3VPO?}>(C$FO=ag9ON
zV^s%c;^pr*uk}XHg+1rZ+YgNfxVMF$;t!L6!zSvRnj|2lKZ9_I1VpD}m^L>^z(+kF
z>1M&_6#S6x4rn?-9<OhmJM{|xxPJ3qmjq3Ip+A+So!vPE#IZ?PWBM}7B?48+1O3DE
z6X%*NO3a?9dO6fl%%}<@FoE}87`visd1$cn3HcHE8=XzC-Ah6~mlA;%*878fTqF65
zVZ8&b6k6tuo=+WIyc8DT2EZHqW9$T;WwX~%v%P2<nPt#_O?52X&c0^Uk7m};gsObs
z7zx<NZBw{~d~&Q)N-Mh5rfqJ!Q@pc$*`%v5hwp-{cNu#((vDY&yN<OGs+FEL@}s?R
z&DLoW&{P#%H9HKSSb;F3e6B=Zt9r9uLIMutG1Wx`CY~-zgi~2N4p`Ygy-L||7p`l^
z$upW@RxYc4c$sq@(M<wq(dY4;V>wnPJpERfHVn5y55L%;dVuyPbvoJ^2M=xNBP)03
zwy4a(>At89ms6b*7erGj{B^Bg;2&og%p|c$4wOmh^IC^x&Au=4c@|NBU}6eL2^J(D
zzt9G`1GOXU1pP5i-Tar88ZYiI7+w~57_uU_N8Y!=A^y7lkxZ-p2M!w74x7jyvUzb)
zZgdk<k=kfN{j@K+sE^3~*gAw3W3r<1K$Q2o&^!AiZFQMez}Z*`U(6Gf=4!L*wQJ<O
zzurs3N8P7(v4#fd(bIf>3J<e`vlIBn*095m#v|xzMOL=fc8ipTWj*uv+lN1=M9C;G
zjB0|@m+N9QnV|X~re_Yc{CMejqJEU#zH#2=`*;c+qEO4#F{VIwQJ-t&nmNh>`nhx{
zfb$;z?G`DD4sFUxAiuMciy&!xS2iH8tb5^Jc&GdaI$9xMrHxjg^X0^Lis!YyBR>>%
zUXa7>i=4PVTP4|rztG!-aj9X$<`hn7TWwx9y>Mo#K2v@zvfexoefs`ram0AZi7?74
zX~yD{HVPX<iaa4%Z_@}Ccx$iR?NEKZzpAQ8-aS3w7T=IMlw*Q<gRo(us&9cK@ZdFG
zkbs**%KeouUfiR!NqU&6dww=F8gX``%|{+O8b^rn;+qyFhFGQIt`pBD-G$G7CIO}f
z6<AH;*~+MuI1->zcpjez8Wco5Y;~CgyvhOWAK+idz=zpUb(<nhcUQMWczV@S6Bm>Y
z$UO^yjsQuW1#*_7TZ<I4b?V&$#qp@aW+S&Q<#I~TK-$?Li*Sx|#|+ntN}V@XEEU?_
zGR`ay337HyQUu7~6X`2-<xUEh)4l3m97{adUEk~&SK`93N*SrvTM@i`HewuE=XJ#E
z_yRkQF#>j9vOFh@060!RN%rr`$fa%{4T`vh)*II1wuwxTST<72Q$sh`CsiK+7Q7D*
zHjJZvH%&s1Ur}E@ZOP6Zd0oaPRN>C(c%jOcbn{gc)@I=F!FxUm12gbomw0o3Z!XI!
z#<^RulQ@0TGE*WK_eX_0d2e|9lD1?TJDV_fyB6h63T{4Gf#_CQa=TrMn3I?Ck0>Vr
z;|BdqP3m$;&qN;Fk>JRFD}KXAImfx}41H*3{S%Y>4v+wdoYUpIg|BMh%PWNyV=$l1
z`Pd4}OuXMrb6aDZ?vq;0ipQ31vR4>o_&cCb-07M;JgiaNvZzxc)`2&1u%v}jX1~H~
z-r#ZT4x%_dt*OCS&aL3%UTaNty^lwXqxWd=d)yeuqUFAmHQ=vV>#o2dcyqPh0+|Kp
z-Edjm5{o*w+}GM!_C9J3)|n*W4zv!wLQewTETM3^6Mb!h=QF0?o<<{<#hkA_iC|5s
z$S3ZBf!}wClK{TAB%t9u37}yLL``v!fT#%)fXNn}pOac@SumLtwPmfJLf`!QnmVXj
zim{|kYSe@q9G?X*emT-2T7r7$;hHF*;$cqURRFJ(Y)(|WPXdBdzrEFVMIce%tA$WE
zP>+)p9)OQQu<hFv@Flq<f-Vf}gEuGoCT;K_h(ZznRR*46fqU<bKYmljjBm?id$lUo
z#DN5ySi{Mk3tnr-D|&+UQ*0+h2#^4FwQq{G<-tIBwH3D!RD2KPoRfl2x{RI8x7aKk
ziXD%=WO~qWrh*A0+*9>yN_WIOtWspgJ@EchrKkA7C7Iaz<Ik>9A2J(<pMtDTH@N+n
zuW2vdDiOh->mpvpa%nT#y{~`-eAR?s-Dco}?WefGs(13`2+miPWnH(TXBua$t?z8T
zsynD^@|3GjuWGO7?I^eF^~I0vLnEINZ<v)O{p#9I97sfGS|iP7bt+$%C*UR#2OXfv
z?Mm}H*}t+c!aj@)TgF+sTy>Fu-fVueL;bq*o0>X`D6O*clB&|^nWahV$M+a-#G4;q
z@Y0ZrU$gzyMH@d=>~c!#{E+^jrma2m5ZB8RwKFp`6FQ}VnHg5=aLaCVF8bD~faP0e
zmYfvHEiCrNb-!g$c%17IT?uI@>#{X3cx@bAb5M2j#_il#RB)oq>*5m{7{k#!R~}pm
zBLQ9j)9mHX-wc?4HIDU7qb&{eFF%WFo4hS^%u6G?)T}IfD(%d3tKwd2Be%fbG0aH#
zqkdKEKGat|{XY%&N8s>q8E4u&u-Z=8-wIApU11WyVqN;eST8llN-By3IAEqHVE0*#
z^M6YN{I*%)ge>}co_|&JpAFJqVNf!N!*!@*m7j=L=P|BN*yoeJs`)nqWNnRe!*pGA
zndvWUd$Q|ii=h$eA(LyC*@h_iBfI$68WlFA{Z$n<ZOC_UKyy4rL8vhMOswJrP3+nE
z?0a|<5^$)secM}#=o2%5terGjbe2CSl*9^dTfA1^k-dwJ%F0Oe<JoCx52CSW)y0$`
z?UZ2QX-1##gsD*UR_+5aKHrf9n1Dtr`S9(Ydcrr|GUh0{UYeNBj<^@VcHW4eitW7O
zAAWd_n5ZLLS633`Nr0$=N#^@A8Ru2lSArDJtFQsz!2y{y*-Zi_^h-zpx)EGdv6NY1
zyua-kY)RbK5aMERdVOuMU@ps!Y-d*5qMr#*Zf>6AApvnoqTN$Zy9HB%H_s%4@4)wP
ztfB)*z|yfn63{n}nxeg2Xb=CkXYfWX+Y9NL4Hq$>twz%Bh_N=2>g!}*_VN;7LbbHV
z%{Xb#u$@=&I@kfe1K-2p-d9TkHul~^&El$7D0BN?Cw<c`p2tmz>leE*nYa_6#lEv6
z2Kx&z(18eXKd9={=ayAjL1z$yDkG<M1d0C5UFn@Dlf3m9iVz|NU&W7X?n2raA-?XD
z%6(!az$0_UUI+gWwAQsdVywTQLI4O48g(N}%bzx%u*rfbWTNi$heOa#z}g>hO`bw*
z6;b7J(k8)n8zNkkEAUm9nCyOps_0&o&hq>bG|pqZJ7J-}z=84?To_y2a9i3w7tF03
zEQo$4yCeAX7j)4v8GN%YW&Ns0&;jqNhG*OpbQO+(hS@H1C#>@qBslm5671Fq<s07V
zDvVD-<mu$z5$O2~at|_BNcjb?!T-YdWUlbn;38zMuoEcvd#*|53V#VMLgos80q#KN
z3OleZ_8a*FnJfI+oP^93{&e33nJfG+aDiWn;v#beGFSM@7L)x7WWT~r?2P@^Ym&JF
znJfI{P$v5ozS_km`xXAzLqorBu8{Top^%@3G~kj<nNndmhOT|0hV1D#VaB`ToYD%T
zQY}NyJd*x6D1|Pxi(kLvOad6-1g({jGU<;mU#TY@T%(s3z$Me4{bJ38h;dJ6`Uj)c
zo?FJnweKICwb`w%<DS4MbU#&fF8ulBa~$e5&`uvt6?T!roQC;#w|ie|$Su9Rgt@0F
z&iVoJRszD#?s%cIkm11WT<Mdr)|keQVcmMwQ#Dg|9=ft%)I-q=xq}!jy;f0)ZHkL!
zMV|BVyOB;exw!V6RNP;nn{!61veWiJ*ZKU!&QFRW^tcChOy`&+^?c}ri-N}Xg)i`i
zTa?R-s~rkbT~3)`j`Ut-@jQr|Q@>m;Wv57-i^?PToB2q`3$+rHJf06#q&>Bi&#CpA
zN)JtCs_wDc@t}+Ed=ry>u4<P=m^{)Lr!`+X`1aYEQkpkyU4;){uGfz8e3Ts5oid>%
z@($qnkfk9P1JXL3DVYZ;IfI!KPMr={=NtApy%+>z^F)lpc!th+IYoU4Ir==jbAPuG
zbEsojeT1XF!e0D`zVpTw!|)%vok~)!9NxpQG4~t^e9jy7A1*^t;LXQI2!~m%d6;p#
z%DW8J1FM@E8*bjXbA=1C7{6S_On~$iY#p^-@lx))6rkh~l^L!K|H#2hbW3Iusyr2z
zVI=9-TokB!;>GJ>Rym4re5OQ&*s?*7NWm<PfpvBe?Ez5-)N>u7nr8NczBQDN@oN=~
zy(6RReu%rPf>8wBti}tqADd21q3(tc-6KGA0C!|vi#%&hTwTrHW5owv^*?Ss`w3MQ
z13?)>udbqFBuzHxjltNM`lL-}^yTfOg#}UKA**#4hk`y<{nKyx5@N5-Xh=>Npb3GZ
zs96kRo2G;6?0Q6CDOFJ2wpd+*!od*P%4{)1%h<5GLnT1vX)dlUCP$;B+C}P*Ln2L~
za+-I`<)0HsfHVf9^j>iR($qcb-UCLiatynUVA5hT2F*@8R|cLo^u)1wU#Z?qeAYo-
zJP!p^F^-}7LQPt;o3ndR7VwRu*NNrVh&IN$id63HwdlJ<zM?(}Cb|YWinG?f%n@%c
z4_u1&zEz>+Ch43+kD5rsyAZ1`_(&<pl7P3mRU{zy1PPehRX$STuGVC-AyiBPRvTg4
z0P^vAGE*v11Ydj^TO24S*ncGT@S{Zfv*&ddYLCeJ&saBK#W##knd(FDrrm^<VjHW8
zRMvy#j-z3x8@)NP{Z>4O{MGjMjy{di*?6SVCN|r}vu%C12)}R4QI^)5x4-$$Qq-}t
zO;etAgp6IELvLa5LD)ku_L2U&y*Z{wM#N5rj;)>GY2qF4twf=pdY>@3jK4V66Bp>j
zeMA?F6*8|HhS|3%N>7-U9J4!3w=uKh$)4Z!wy*8fFnwR)HcY#xV0K@8bB(6f5igm8
zY8UL=xwChbA%alM&P;%ng9g3wOzrrt$)3lYdG8;rT~*|S?*fDUyk3)lmo`mHY>R%f
zm6?_}q0ZV)ORXpGBaNzQ1$B;|zB?VMI9YL~x}OBpA@<-?tmj!Zk`TSm3S-hPa;O|_
zB(eva4+7Q??qh;{2&|TlFdu@#d`9zgt)bdTXm{RmRkwlaWcng7#Q~|Y{ZvxFaGEdZ
z$D${bKR&&&{E~)J5MHlA5YE8KkpL*c<V9s>w(F}+jSp11h!ckdr`X(#=r%Ujmd3R!
z6PIT6Vli&?(Wjlw1o*qzAgfY!45DKd5qFQ@z<TF7x_R2%jXEsi%QJSrS=7@74a0||
z<EcA|T}0+5=O$+?ZzatWuijJ@lQo4pc)9D^-XWgq@}$L_&Qa6xTd*)IJdxF(l23gs
z{mHv>dn2v67Dtr5?5@2U`qlDw8WNC|TZK8Ee0`p$uO_!*^m7VYc;(7GbfVbravQFj
z3!pJt*QffKYA&soL0{t7SK>nKIeck7#TPi$Hmi(~zCGKFYw}XYUFb=qMNaPZN43DE
zfGg+3M}mR%_OMtUs_4nh#S7iHSnJ>3Na^p{ZFB3~AmN$&`n-uO(i*4Pu!#yIm~5ld
z>KxgtK6Z)}3uS$z{2XxYWP6T<t6?J#b7v*bO#G?rr;@#Sc89m*KNQ@n_lTt0_~=j1
z<I1HCeS*}-HWAO-2BBtGh41IIL#<B{d2oR-*+b9Jww89U-sAyBzEiXm@G!tRi5oSM
zH3C}J{iqd)vF&i_$UOzYSGb6<TZK;)gzx4&50}(^t&616p@^h~<v8d-7OKDy%?UlM
z?Y7;Q$e`Nn5wyZ_&r`iCIkH{G*vU-KUVEV<c)o+@IvC;Z^1^T;E81_$MbvjOgwZ!=
zyonf=48}Fm9xmzj-s4)-b<sTT$H1eMJhnnrWrzJfzdVh|lN{BZsg%UmOFn^=%ZybV
zlIK*rTBKNZ1~idQRQt6(R$JY4cijK?&*$qxny!aSOM-{lhmPek@8dPSSIxE6O9BYI
z-eAUZvMo_90?dF)W^@RiA^~F*IMHni)RG+POP-T2K91;HwZQ`?3i-%13#WoJovFTR
zg#irc#*qLVm|+FQm~2vmqr{a2;In|wg1HgIJ#ZE<zE}!O+G_gGq%GJz)D#$jA2kjp
zZDmj-q?E$(iUdtCB!7eu0sD`vr$47CQYw9gaK;hIh5JsueGHsGT-G)GbSpK|S}s~c
zATu}Q?^Kn)P^<pai=z8DYf3iu9+-k?G2o_f`?fdEP`c53S|P<pJmU|DVgC;3k_8?`
zRJ|-rtU3r<iUyA%SAihVhM0C%%`U;V>5&y3I~I0m?1)1Wufo>`NWcxWDq04g4W?oy
zZP|bs*4og7_y4|6<@<=8dXEM1BeWE`?R|y>JPlqi#UhwMP-uCM>YIRX?nis<++J7t
zXAGK9i<&PczBLZ}d3Po=$@~F+$?w6h2uTGcKQ=g=(3=Es-ko7zbRJCvaX2dOESMbh
z2DNh1c>Rx0!1}L96SwvTlZ`thV8C`ey5hjkdQ*|d@ec?L{>MA#Db&Dp;w7<Zlhq9-
zVxaKwY>gZoTx%VV0Tb*Z!7YVr6$?AZ$(NIYtCnd=K+(w7VRy-&ccqWq<R1`O{}11>
zrjGa;=lc9yzXrk`V>|4h;q0hMRuW)SwRU#J>gW9kxV8S*-268_|JjjY46v`^4Ndti
z0Pff>x^SDf5D9oEKpa5L#Z2}5ydQz(_&>nc`cL0rJD~6lwi(lY1Ak6CmH>=QAn1~S
zhlp)(lkB7L`|O|f<paoPi9aCK@*lr_A>sKgyp^+ljet9+`t=n*K&F1xn}QT=7G$>f
zYocSwZ0~QLRZnJne`j?HGTZwbOT3WT-rqOxnauY7rkVj{w)gi{+#s{PzqM!$neF}E
zwV%jrkIeRduP5MV-XOAX@Avtl$!w3z_I{uL@8>=tvTyG<XPJ}P9+~a^R*4_7Z|~pm
zIDgS+B(ps-+xwlmb!6Y(ukqde(m7<dM`n9uw)Zckf_GARp3L^hY>&+L{)aHCozyfY
zvpq7~BeT8#&lcrQs@{;<9+~Zt+1@WaylW?)>q2IGe_^&KtoCD{GXwVxLyqW^2dRpc
zBNCjps>gH8&nt362}eMU2f{X(tmk6~CT_E#YHiRYpuHQ8hk}U>%tqU6kdANur}oWn
z*xTR#qc22<AFmgjnRa7&mEb3GkP^0q$wAe=#kp)#n-B?LCVPF~Q5C=$g?;6DnFJ`s
zk$|d`U`tAn&mp%Dd2IYY^Foq-7><)~8-ZWYzrC_7l5*4A+Ng(YWXOj2E8N*xjJb@i
zPui>h!}X%>)G*pX#e9GCHg5hR_|V!OT+%jG7YP7HK|vDXu#|kK%wiYzb-FimRby88
zcB0?(7o0?Wfyr-Ajmt|XWH0RIdqn~Qvd7_@yVHq~8W0@7XH)M+HlkMcAqW)yB;aoD
zsbKjq_$L!PeeO7dhza<p>5j{AEF%-~Pz2tfQXJG>DMgKP!3Zk$1?T51Nr2Fn-><lP
z#C605a&WJj={I*vCGJIsg1NuPlkiaJ7d*FN^EiNNt{i=JTJ-DN!LWs%<{*AKk$`Gx
zI6ipXBK1QTQFomx>f<++75t`#NKO@=#-t_m>to?9-`q~^>l(i97hIDd0Wn@RH*TAJ
zb3gc34b0y7UX9$K<Ocoug!uI%R9K40YJ(zrKm9V6QTX7`Q`w<>uz*V<*ONh^q5%^U
zkd%SKGQz&hIjura@n93oz6QYDPmFL<N`|=-C{9&WMFQa3Bw&;aPEdhiA6t`v<y9sk
z1WYijN5WMAr*HlTPV=vS<G7*?{d-=>sJl?J!eH!{=nZ6)Hm~r3<VKCDWX8$h^zY;G
zpTFeT{A+xF(ZHbH%Z1_j3$0_z(&5tGH}YA1sDLvn9tCj5awv9LqqrRJ>)IFpV7BDu
zRkP|fh`LC`A`6uY?4APDDpy1R+cWPcwQDR@Xy3@mH;8FP9&QzP+xm!rD7-l$s9ph9
zE*lZFaN>tY^zY5n)W;rd5~<6ZK~>pK1(>Vt*joOxeAjf7l2_fv<1K+SH+IKV*L>oP
z)>zag7-3JvjcU0!Hl2-~QBN;gzBE{x*M^a<4VO-4lK)ACr9y2K?e8SIf2Q<>?5FH@
z_JZB~S50r!98=nQW>!iIA5(7NQ|%ZDyr8pe-|Z~{8S6&ok5pB+&ut~;HF&L|kCrDq
z4z;Zr=pN4%mKt*jkP{w%vQOvz!l;Fu3Y*R0oHvhrOy_QYhFUhdPFYYiXJpHUCpkX1
zLdtqgs0u%JqjxwsSB)u!2N^TOH4={(b=lRn!aZDgiTj(3y%0*P$&BZM=M?x1T^+g_
zmMs(63oPbs5Yda11%Z~1ZDI%j*Hq!MiK<1@;1NniJ>G|AmXzeH2V=GK_OI3Yy;JkN
zLI>dJgokf>3Sg}pFQUvWWS<O$r;P7ebb~m~@$a`y=Ix8ZSJf6*GT;t3hI#4^9}_#9
z`YDP@74|vTf`Tr11r|6${|uK`(k;3`ta<to)LkhV-OGC;K)~1ct-$l!45rw<!zOw1
z^Aox0mL&`_9IJ2k!?jQT)PLsnNr8Ia`@2Ns&Wz1#&Tq00Q0bY`zd`Ut`Baaty;(Fi
z-#PJ?e;KZWO!bt&8xzGfRxe+e`e1SD*+%{Zb);`JTOvS_&GRMS9a*A<_GIjsIA!PR
zy{tpKR9Jh^uBlJ-5YeAq49_~&UjKM^5LTr--VDvMxW(V_5;d$R5aBEh{&sXlH%Iea
zS*N6Mn8N1Xz?tDQTv5f>gcbwlRvwc87JWnO;xO~H(@6#A(y5S?xSB=ZP9HHrv||r(
zpX)9JFw4V-9nQ-b@d`d7)M$FN9I#W1WwJNs09)!}D&(2AI|~(XDtJ?>-kSlhGCFk=
zUVJkb<MDbu?QOc}DE*3@^9z{xD2%XFMOZ*J`p78<FUl#w>ppl|r)i|<x7&|lgGCRy
z#9WG2=Vx)Ou35npREl^i<YCJ`SS#?*_cIW#UmZ5$8;83t2XaM#zi$i{?p-Wr0HFvZ
z1R+Qqdul6&Ta73;CNAct&t<B_QN0oF5h+OVRxo#Vthml2f@h>{Y0xX;YymJhI4;m<
z^*MArAu(o9Bi$3)WqRtO$?#?MAZsJxcXbLSiflw67{K-m_j-C@vo*U2VwK0R-f8`T
zVKp%v{`+gB-&~<ql-r}KVqZzwRemzdx*ZxKdGw|PZnszqE7jqp6AH7p+pT~}L9{K1
zqNhjWwi!V!zjZtcm(|-*$x1kelUS-t!3XJ<N3)OchMR7vozn<mgDm&3XJRykMWpKc
zW5OScYnj^G;p+HKTx({8@B<8{JE!RNOPWE(nOLZL$a#FoTIPcjFN@qFVT;jhu<pK?
zzE|FD7gJpO&Ig1a&}1!eAM2BV)OeohyCtVGUSY85wp;MEMG7T0FH<PlTc2S4FbB>&
z@YWLJr8lg7rpZO<r9zw4X&WY;^3L2sO>5duc?G-(*)%;d_ZuD1LQmEb1%9m5Jp!Nm
zkFm3R@n;<KU3tf+s$n^<XEN1p$m>K}52DP~`vq{4%b`l#<yMzg+TWof(R-fM$FaPg
zYEvgn?P`l40SC*NHaEaeW%gNAK@cIVAF&N8EzZpwYovm5Tes?nmDfRL5#T;De-P9F
zx_zGn7{j+tYePdoB{RtUNIr@X2nw5Tu7E1ZeW9SLa?^JEwzKV|bwAv!tJtV7Ts%Za
zngsYBh(?8%@*`Oqy}3V}R1-3sr)^_0Sp}_fOy*dt`*NM^c4FSO0rR5B6C7hf&I<K6
zkmqqw40~Ld&5Nh`*q)+rkta{$kFtk80sy;^t|a5anht0Y;Yx>%oYvFn5oQUt5r$47
z<3ph_@@z?V-WTz@y~0?RF<zxRIMs47R0Z8Q2{45cH?92FT>H}FNx*q*Mf0&WmLG0K
z@pI6O`nbx6D{TfZj|B7ZmE!~=3T1M`S^CWi{Z6?4psY6Ifavv+-kz`W9xsy_N_3n>
z7HT=_^!7u0L_e2X@G<|;C37u{(f<Bw7W?e*ZoI~oeoF77xW*KTp@TlIqeFQU7d!Ii
z6RRD(GAQoiy^?2)d2wlvs2{Thq`VHdG(BIh{(|<Jhf{9T+MUYcQhX5Go>v92MV4I8
zZeP>S+hE@4%`L_yX<&)*o1%3UJi>w}3x?nFfC@>LI!lNxM0=rYMeDou;tPX=@0Jn5
z`=Zrk%&vFeSL9iKacO365<obaY;n7@)#b$-5Pmt#>FL9gZaq@)D^W+8FLJirJnY<+
z;vhaz@pe%D^#!=Wipd^)?dKX2K;bFll6L1nKx@G%?2pY%F%Mc!w0qKFmBtZlA?@Hw
zw^k)<W2@M9%kVQi31J18u;Nkm#`{Y`e(cLxxUy7pLb!4Yi#SZfe_h@l-^<_yJ(4xT
z>J6ERE3M_5iI*|k2T?rshT_&*b2NkJ#-9Tw9wYVB1GOk>Pw}yqL)Z3Y<k%s@Mg?y}
zXWqeuuxHm%;nhQU(VEgbCKA-gZgGpfe+qlk0llNwerL5Tf)Sst)gzLST_YP?v(<c#
z1ChtU9%E}OIaGgp4JVg>wuVK*D4(?hf=qi~$Sq}}CA8UT=<(^%bqk}bzWmoWI-u#q
z_Xmtl4WH;*mDUj*m>0t@ys=MugZ^YJZ#=T4_9i>a_4WX~Jh)T2u7f2RHFcz1*+;&s
zI%(;af(Qxl{z)r$c1R8!1V_d(BkPmk3}q=l?nCEkGJAh}?8o#5VhMbh4YB|$Kq7Xd
z`pT2G4!fFq8R7(*))Z*{RW#cf3}>k)cj>eoLdO+|{+R0AUVL_WTH*8*nlp=V`lTMP
zk9S7`Y-?GON5J?KHXT`jEA}sB3Nje<sfsnORh>z8^j%1gnol~5-GIG|N(jBhKdM^+
z(=F>*^|*YY@eFrsf!`0d_8+!DSe=G3R2~>KawXy<r+&~oKp(Ksg3Yaq;aHI#TH#r3
z_e9{b@dFKAmsOj#6b4RwOt<mbUd-k}iJn~(4XqS@U5K|#*D$3sth&34GY(Nv+(M6(
zU#@OXM#o!FDA!%?aVpa+)8tmh3=hxKyD+Ox91HeRLp0`ZCeTe0_Kmh8nhwlN$J^-w
zw(%}oQ39Dn{|fh64Q%@u1)GinFOL7RMx7f7Ldi{=FOw-dB(~6W-fi*AvsS&IwTFAL
znsp3gx~}rHe9|juAh)au&g@*pV=O$w`0``DMqnG)9KvyXavdHh9F<H3<N>=hMj^&q
zGB6qihGP`W_=w9esr6J!M-t$f*|gPaWKx5mX~G~lcF#6I5uFc=G|N)qSPHx!imnO&
zWE_f13SB@mzkTKNP-NfBP@bxLZ<84%5)%Fh{Uy5JtKl>y$Bc3Fgkc7_%_NUURvrmO
zahV6g;%2D6kkTsr`q%^19&XR;qaNAT=psSO`A}a_ecsQNVJ4lc(^ClBUJu`G6>V7>
z?q5~6{>bpP`Rlt`H?BK`H3@JrhpV_IMqs$F*DXIP2s=0Pc3{zsC5B;@n`zvz7|up;
zbb$n#u#8ahL0hhJ5V|Q8d4|Tf3}FE%`c+O*#t&^({avr*MqHJ-9PfXy+0a40(;arT
z#e_dk!8_`9py%%+^D4rM)NX&eb3saPm9J9zb3*Xw)UJhp1$biN?@LQhA}`RrO4#G2
zV%S|6hR}a>q(_poW%~T>?4fg=uObvLCC~xS!Sw*N*t-?f$m8fE0kiMnD}2T$JxBm-
z9lqLA^(b>?$Xxe*qFU$b>6U$wHn$6(q#ToH>=f5|6mrsxKTn2#RRVYb1{Aq3&dr0G
z|J1X@a!@`>`RsDlKGd7fIiP$tVPumd%iwl)#?(6X_>bMkU!)5cytNTmt#>z7m(J?a
z5~**O=#+c)rs2s@h&XF^w0k^Im^$!$xcI6KZ?l#om(9vC2>O}A2|Tnx;bd9oe1Y_+
ztZ9P4y6p+2N!IYhX6USmm>Pd%b9DV&G#@qcqTe$o-ZjYzaOYtp6h39$2ghCq7i8>;
z+%5z`I5(<2Cyq!Z;-DacHOm{#o;tSr5TlV6(W=De+c-F0+!=vCN4N@#JQ|mf0Dq1u
zeAYX#=`Q}%bi&^>-5Pp#oh1%A#%0X1FUoMX^o(sW3lF#I?Ifcs^U~A4MhL=DIBYwA
zjs$%0=gj-;l_v6VwQX)3+g@lFTkLX5>Zqfoy+}DO;aQ%H-o+W32_zESrZj9)9(fBc
zBxBdjPA23oZq0IRTTpbBYcj;uM)-H(br%nn^htU?(i2}lbLHe}KTs`@i3T!r7mwR6
zBu*}23`6cQ8tW&Nom>~Vul?sNB8^u^MJ}r2qp(wWs6nZr&ADz=a`Vt7rcz`#nm2rW
z1#6&lTMely)a*bb&D#Ne{ub+k5eO=L__^z*+%#{boYd_&8frCVsXb~K;bDnI5Eg1R
zd4kaRI@R#LdIQV1d)~a@Z&Ds`plN?c?W)kTtd-Qj#QC9`*T24a*dUbY<efWA*}JS>
z5tMKyYeTu{<7FO_L-`94tq)!?oi9$K84cB@Y7gc)T!K@J5M9XSjUBpTo3BEdN`LoG
zxZ1UIh;bulX9am&B(AYMKC^Rv?#7ayj9iLFjL)ZsME?P9>)2!_C#(SBaYP7e1f)`m
zXR)PK)Wz8b)A^P~o6qM?iJP|;g^%?f74LKK_wR6KSN?AxOJ-qIqxO++Ukjcdv)x<=
z7oRuK^x6I4#aXjF$hE|D53dP7zAddf&6n;B_2bD|5?^H2APXZ0P!kXFe8dto@ty%T
zzRDwKra$Jz-r~*Y^F0->>rW!=7NT$w4_JMhxOC}&&3&V$0q^nF7{jomI#$Ij5+};I
zuHLzBD_?TWI@s2yQqINP!{d~h4F6Cje;+grfB*9PQ45I*>+^X5j~&&lop47Lo*m`t
zY5#T_0Mn9iKX36)r<NSmnc)t@fgd{G=uNP&tDd8B8@grW+TI|gw`4fz8mAx6!Is^0
znDF97dIoP1%?nvz-6U|%sof`0wEN1&Eq<{yTpxsu30z<Y=uSyi7z}8|X%%-bUVHiQ
ozQ_v~#ykc0Pmr1^+2GVaXCd`38T+6AK;eHGIlY5rhmk)1A7F?|WdHyG

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/images/image-10-Dividends vs Share Repurchases.jpg b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/images/image-10-Dividends vs Share Repurchases.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..f1bf52407561be6cc31f711a9562353b161aa3b5
GIT binary patch
literal 45689
zcmeEv2V7HIw*Em%=#kzD0t$+V3Me2DP-!9{Dk3dNlO`h4LJdU$k&b{ADIy|LA|k!_
zqJY#0C?)isPy>YIpZn&`8@+GtyqP=q&b;@(;P3cL&N&?RUT5#M*0;X3*Cu`;jsu6U
zsA{MJWMlw9M*0U3M}SKJH5C<zijo=x0@2V=)6%mt(9_Y;b1}1kS^2mj{CwQJyaK|f
zL<9s+3i0xao<Dx_^cg8BDTs)yg3MX@Q<73=e|iWR4Gj%F9X%%l1LxTzyhqOd!#~72
zfQgy{pgc)VCI}p2A|q!aBQ^mLQadTh{^JMu&mXcw<P?-tAZi*~I?@frhk-+6<m87a
z$SEl)C`fnvkgfw1Oq9$=&L~r{=$e59omkKMM`utAT`a6;yWWElmNb7DKts#U!O6va
z^q7d~@e@+g=g!N>%3ZpwqN=8@aplHMy<7UX4Gb+Tt?pXe*xEU}xVpK+Jv;*+Jq`*E
zc@i2E`z$U#;dx@x%gk3<ue0CeynSEvp}3^9th}P3v8lPGwXMCQx37O-5cOqfcmh2+
zH9a#sH@|>gTi@8++Q#kd{?sorfc#J0BK`lTj{U4(Or(AtqM#tB0R7Z2vP15qgPe(i
z^2iw~W@TNFnG=iPS$}HQi_sZ{^)y0~*D-A74|{0Yg{3BrVt?w|fAs9{>sY|A>e+vF
z>@WQq2I$GjNH33^34j7Sgiz7+LkGwIJ{chAwxVGRbo6!4PUwKxE*4kG5`iPGM8GNc
zMCaRwHaZrL1g1{t-h0HD3!*_bn+Uk+?5z~PK|)3b2zM<$eM-ZrNfCjSb|T<|5<2lH
zvEPMW33(YQUq%EX6A@$3uF3~`BIkBqd<?wTgK0^l%16Ht(=PuuW&Ev`HCdZ+@D3w`
z7bK+WIL5i5qABTCu5)g)J9qBc%nM;m(QSrn2y#T*UOM8-MaVwA{tfIH;Y!x_zEdy}
zP-2_o=A%Rg5SZa_buH52FLzsYeFZfO*UFbpcbxSJyjz88CLA7+XDevWTCl0~8)MDc
zKC1nxc4GLQ@`?IqQECDa1Iww<#3~((NF%>s<%QMd={5cv1HqrNq1XLBgUB5%Ca7>$
z?jF*Mk!&X?%u2qFT=hy2;cWdTK34pYZQf0hqvth_CI=UxDc}lsyd}CK-`bJm!a4Gy
znsaMar&nJ5B|LV#B`fFlmq%E}=u<mW2E2*pi`yEl-$c?0+`u|_{D8TA*)8W1<^^HJ
zr>Tf5$yfVk2V9M`6o=fkoKG|bev1&R#=Uq6cfN>?Po7w2Z@1W!auVN2wJ(fUZE=oq
zYJDyDnF`!Q2c`Xj3lOb30^c@tD!Jvs_e9X7GrEnh1SJLw#wIs<sy(i<r3`v{SKJ|~
zMfR%M(AsngOT6$F+vgFSbAu_PJS5v5cCwGhU~p4vU3_E9r?90AG=ryZ7g&1$@&wkw
z^drr#==@`&@IiH}swaG$4?2twF}Rv?xr9S6;hs8MWDPaj+P%BnAeul+1JiOLa16*Z
zOd?op2cJwdVMg=$8Z>Pc@<z~cae*H9%Q)M3d3_afIVRh>n>F9b?WaQasr=--Lbuc~
zMBq^kC){4U8mk!N+I@I|X{T^V{;{CH0uhjZ2v#_w{kgBMmUYyD9m1F$wAsj_kTUo_
zKH?(PgGRvjg=8lH?_?YChGII4x0`vO;Kh>Edzw;(#urTzj_OtBfZh~THeITNGPvgE
z%ivt4_jO;{@`<G6vA=0O&e?V$#Ml~|W(Qy^#D-R+z%<@!m{ZvWa7T4Q)8L1!b&(Gd
zT0L#)EUovIWCR%1q#L|1U@TK*u{RCP;xdX=Bu%bXUq6H5pNbMCk44_VQ2D=FfYN%~
zz8Sr(tT3J8QJRPn=lY@pDwVd@!$vmx&~9moXkhqia%{;tN7rV?gP%pvTvvuhsD0MA
z${d1w_%h%cZ(=@b@jc!zDl)w4u8<e{>a2Cy6w_upIK>8e8D}*9O{7UYcaeK1?!yay
zu-t7yVX172Nud-oovUuSlV}dVqiIWhc&QIs@-JSiujr(3pf0E>j?{7kYaL>l*!;Ah
zrOhpVwtoI~t!Q$8!P7RkH?KyWw-_w%07PGg{?$XQuL?Tu!=wB8<mxGAi<5;b4)5<+
zOV3EJC>|yP(VALBpa9yBicA^Ixe{h_-r6@cNIF^b(ggzBpg-yLtw2}jGr#*>@IG{>
z8;P!+o!sm4^>CNZZsq6fbK$w5aqpH=Z<}6e%?eO(toi~v0Uzi>1a_CkI;vV~a>a7w
zp5N}cziRqv;nhe)2FxEbIq{YMWYFI2LC3DNblb`EEMZg@VNo>WcU)x@)YxV>muqQ#
z+tJ7%UjfYN>QK~;vZzkbbEhgZoymZz$wK7i&w0a<b#H|CM0;El>n4}YrhvW4Paq<|
zm)FgMm+48zRNxxxlVZngvI06;vn6Om`298o4y&qq4Qgj&oLfCDYL;m=pTS}b+ujH5
z0`9)%<zjQLTBpw?BKW4?+*)VITWAlOuQXd-4FxtFgNCVM-+Ieq^Ov{MD4Pdf)GT^f
z8h=o;;EmK)LW&_>a9n2mIpavK+nO?^5oqb~8KFnlBjfRu&O`u{gqQ2N4=q}f2k~cH
zaeYCRCO~SE2mDSrEl{aVDDms7cse$XQO;GkMZUt7HjJ9v45zn7O{E>hrX2EUrLYj8
zxaA&zs!O^b?4A#Q-k!6-)W$rfezA>b|MmSxzVe>DpFtoMFNt8%xZi6@YEp#sd(+v!
z+Apknb81=SLUi}HE;g_2*?E}zB$&ST5#Guxqy0#nz_WW%VH~RU*L^TH<f$)f9%I!S
zYlBnSDuazs%$g3uBZ8N*M>>|aB_G~i8>-{+Jgl(q-L3Z?vl@oCe{Jha(YxX@cj{tO
zyNkw!H4Q|~SIX^WC0=Q^rHV}=&^Q)+zE!ChljnP+U%bxfW987hN^BcBg|Cvu=v%uQ
zUQBI-JQ#tFq_OROwIFBR>67j8xF@z?8h;kvdZ`)k5O+x>>p6*6n|vXrUd!lk-%3m*
ze#D4JW1PU&iL%GU60W=^jZ2emf?q$`=pu|CCo!>aK6|DARB_14a<XM;))(@yO}cJF
zBu66@!1WHhVkDkebEl{q8^R)Z_?z{D`|lqrOM7a%c9YcDT^wZh(BN!67`(7;dib8S
zx`T)&-L+-u`s*x|>LaO-V$@j4W>E35^V>y3-&8Hi0#qX|E9m*xvr)P$3iWk|5zZ`}
z<Gv*1Q+ds1GU{O&h<;3)rl1H`i}S+F;O5wC*dm+c9+%O1xO<)B@RbGbM7Gg;eFlZ=
z!iwLLG&n&9L(-6;@<+23W8ciDNpHQF;ZW7COu)2H@`2gF4PXjee#t((27A^a>88`^
zB`;q1`6s(~`YFlO$?skR#r42)M4l4(aBk!CN$&pWL5GP8!nM_9O|eY%Ry^wDec7LN
zClMgHClRQRg3s0$exwZ4n1<bMYYt;bv9wHa_79tkQUN?n*yd|!FeOiOy~VI@g+7+Y
zYTp@;XwAs15sWt|$h+T2&)fubVab!-bT$>xMjg;X3HwE!<%{B|vpW%^W?#S;)p=9v
zZp{YP@WS1jOlk97pQ1~yx5Agb-f-P!E4?}eXn)<{6D4ncgS?DQ&A>Eos1{=4Bi|f*
z^}ayD`mX4L9L7=sPGG{_+QF<os^NlL>(pXzJs%zmk*3Cf$>Y8l-B7#i>!U8e!F$(F
z{$VxCctQB<#oEKnANAe`t$Z2oAl%H2YinV!yOi&J4*TN8Kx$^jr3uacC#l0*!xynJ
z(8tfn(q1!qG3k0ABJ&k}8$?g}s_yihr?V2jM?oWBZHTL=nNqZx>j^=m3R&BsqQx)x
zOSw3fdVYbLcl_LuO-UIqNUDCpAv&{&S(k&tDa9J{Lb8dU3sV}V$Y+e}Zb<U7)xX71
zvRkJ()ygG=5ePUFohnM+I#-Ze7Y}2r7_d%mt_U3YGIH6<2;O+V+ze0VH@Qx+Rq!4X
z0tLgC9gg7~Z26On%$^&woJDR|SpP}gCyCYK^2eV_fEL{z&YvxsmwTq@^UkeZJJEQX
zH$btt_f+JBM6e=tPjR^OCBo>SG#o!S5q~|Z={e}Di&;N!+7$rXAvSQs1ZRt0ypZdl
zqohLz6INMXz4z_a#YUXLp~xxUm*rq`_(ex<c*&S*fJroORiFR15bPBg=I50J%-A4d
z1KxU=*@odq6^e1=aOsfz=dI$))AirP7-@`iCdVSPbg_|-@Ct9?$0T@hid+sSn`*Q+
zAB7pU`6g0qwL_lI_xj1#gl;-g!|fXlB^q<QUC~}#(n{;k#ZT&W91)m2saB={ubZ<S
zgq_AYp~a%J?R}{ORZ0`4jrO>@=5)-Jbfb6nMakRea+C7dZ&eicbGr^zz1N@)8qc^S
z=qAjsa^ruWQ~sS7ehfLc?POp_C)M<bR*hUb&hneAut?!oT>~g4dY%Z3#u9Lu1ZD;3
zUN2&dZE}ycw&RnBK|ajGi3mW>5`h}T3)kBJy0bv_7FhD#-0f(SvJ=jM-W|>LQulE@
z1hsGEga(owpEIvWiy#7PdJ?sZVbEQm;6g*f;I8A-4^J1%<ty#I+Op!dVv8>w(guk{
zUfD8bH^y^eBWh0-y}==GM9k>vS(TPX-=IA$bDCurm2LxP^Rf<q=?Ertr*icaw0!)S
z(?l?OptO^gT{4ZIFG)a9;E$hOV0X+}L^<*GsL4BgIByYj)ASQ0%VRYH@AL+~Y9jX-
z9by*lW;AlVqbUtGwJk;V&9-*Uez<%8Q7jQqRk>YDDUI8x<q1E#6lj)r+2QD|x!e0=
zC?Nu+rUg2m9pX2f7WAsR1u4Dok+1d{{*8<5xA1D#?PZv&qkMen8RLu7N1rriGNuPc
z*^qy!BAZ~vbT@S$HeIlP3ZZ`$3o>hD2FD{-Q_@K8$E;qOG1kj2K}6C7Mq@N0-iMio
z<zng35y1s;N(UE@GkJD38Ur^kFWeN|IH?4R0#RULl2(F^2uGn5!7F*KpAU(W4<Kyl
z5e*&hzilImGP?J-HqS59RT7xRsgb*BOFcz>s}Mpl$=Y+tYrTRaTOQbP9~~RczuqDf
zmTL5xS2E^w9Y4B)$CMeTi53a`u+P#w{B)kXD=F2aBx5>3g9Gp$^Wy^Xodw$g>uHob
zX_yon*e&<{8eWTitVwIji&{*1jrY9~hf2lgY!>Rlbx=lEb!jKG3YI^c$KQdix?KHE
zH<g;KY+XCRyXRiuh(?9D)Uv<{lQ(+`YWi$GH|0vix3?MdbCQ$H##_8`4TiEdRQyJ>
z+^r&4_bsV28rFh&zAz*5c-~p*b{oYrIGu@VyRln+E)b@yZ{^3%*)jzS1V&kINX^SD
zPe7iG^7Q55b>Ef*qxlq}M<omevD!66pqnDXIcz59Qab)D<{8VVU8*3zXxW+f^%mAF
zm$O0^KGC$!oSCx$Fz1ktNZ-#<3xm<^eAVCjdta&pcWBQWGfNt$HNCdR#i5y-Vz-7s
zP{ZVjlJeJc5GI#pBi)3h_`_9?N9+~r^!zx1*nY;i<VgqBK7DLS(VH(HXNJFilaJQ;
zP%teL7(fOI2Rxy5sV=MBjAKKMk@fS6Wc#b^)I<P91nv@6`4CTc(S-ySIPx;4Gy6&3
z?dm;A*bsGo>$BDBcVE5JC*LfF&erhbx^&2KZ^d;wB#q>r-!}s#gl)E#)d|fj@#b`C
zd!jygORqyG)N$*wYg^~WuI_jffh$>WahematG$lpXW>@FPYk=A)v$81Gnf>K;fO*o
z`o1pCz@q#=AcK7cG4avPCoVe}h-asAjQL2CmzNofPAGi~1=fi`aE)SYJqOC%h_$xQ
zadNF-*?98ddYk-u`}k(3E1eVOhGDGz&|(Eo`E*?A%UE13<gqjCP(L0*YsYQ+^aJ`%
zwNjzond7z&I`3v9AJFUu8s%cv>l7cP;I%)T^Z0sW>5*n>->NGfN(<ECo{nD{_qjD7
zP|Z={umN+;YB_BHZ<Co65{gDix9Deh>tQ2e(e|ApI-eiqXU(&ZSqIrFQyGu51a_Uy
zL{@t&1FX6#fAwJd5nTl9XTuS#+~;1T8w`DwZ@8T~JYvz-W#8Im)1Rw)BB`=g=Mr~&
zamJXgaT@-l2|2;j7%`Tq_Lq;QvYYh!_&tPEcl)Up$7YEgDv|=-9IB1;2zMKm!73&r
z4Te?Bd)Y%Tc2=Lms5nV)8korTHMB_H@+4U63HQ6wrm|LqD-Ip{l*8gbn=T;4pLTi<
z{zk07h99r=IbZ&~^Y|*~5Z4FI;8U?Ji8jx7{kvhxyrCOfjLzD)tjX|`qNUiQizhZX
z=#N2gIO+M-Ja8xxpeoK?w(BL!ohyg0SZI~keZyH=GWBKT-Nk?#Y{$9-(G<}msh1r~
z;ruCYpjj&DG+ww)BLS3FpGv`Etm1~~lbE64;I-xgVw@uU$a?)maO$7Z=;eJo)CExi
z(8Xj_nEq=L>VQ4Tz=2!1?`L^U!R*-g#4XldR5ca`olW;|=Tk>Yrh~1pAZU?9uydD0
zB;m2R1>AaK=20qRWb>%hz{*LNp{X;&^)`MV&roa&?DC%(k!7_bi1nPRp`07#4cd0g
zcXYFiAM0=`c9-o!pG&Kf<KN89Sgc_s!Cf&45bmkIocLDqaWDJqun+fS7e_J=D+`q{
z0MN!HWW#fLoviv-aA(8HD*HEsJWngb{dwOtni-|=KTxssen<pjN=e};<8&hMSq0W>
zh5<KL8;<Gm3-Jr}PeysrP?FSEdwq15_7Z&*NOpO&d^NP@NH1O!%j~1CQL(2Lt9F=q
z=U(E8^grn>gS|_gLiU~%M<e5te8;Qb8^!L@*5Npc2<!!EwOnhjN777!USMOJ4JAT1
z^G{5wRPWuqW<dSQ@pzy8eG$lMt^$$9ifL33UfC+oV6waTnaquzU{}Q^OJ6Cn1;u0i
z1eWYjX}$gp2$P2QsaG6~v7)zpT7|v$CAE8Nj^Jf5qmg;THgcybS(D<5lxE!2jF;~~
zBO|M|P<g(5c$FFl-?3)RiEkIjsVYBI`MqCl73THdVM()_#jDt3)*DATlCSozOko)-
zB?GrMZ-t6IP@sC?o3gJeO5U|tjME?jM{g*RkoYVqJZ6W^eS>q&{W1rG_DU;UK?rt@
zUhi!$Otu+TQ=v$$ehhe`A{1rev5kt7{TucQ&?_;cz1Kq4)s8$o7udziNQiT9@jZ=_
zH^MvwGr`?9^DnaS=Q{vA2}Nc#7+}4AZU9XLn56Cb+*^lRvR`-44t>4Kef-?n6&|Iz
zI;Os|{MARJvPGDJT=(onM<T$?cSVS=P1N{EeWL>q+oD{zx~#<bGqIO?YvtfYbXe_j
zbLJEUV{j(wr}&Ot%iD`k-`TxeMmZo}B{VsagR|R!85$bz#P>e49D{7%J`Kt^0WTl|
zutJ<WmVKvq55Xo8>`Ldyz0$jO=wmH!)I-pew$B@~Vf`j(Fh5VvX0jGY1!W$4y~KvM
zt8MW`9texw&LINi-rYDgd8cXXPkYoO5#=LConeB-IFE@{y3W_O?hoO?CW-ZXp1CS)
zW&D9MP;K8#wgEg@6}NA~BwZipGo#^GH3oAdmr{J6k)hd^YG}IglBh8J>ZY%Idun2X
z3*O0~7k*=+HKag0+iX&=N8s6NtWH(QNla|Jo<kke{9tS=za(ZeEzkkaFy0dHAPf0a
zSsi^P@e40D3T({$Kn@Tk*PN(@QdD_@M9fH2L98XW$CnK^sfFnuPK`#kEWfnt@woB+
z&{b;+Yx0=W>N2xgHqZb9_k5{{ZW$I+-50fL#N%Z#+jil|J?wl6xWP}#S2S0oo(KS9
zhrls1(9KR;td=nJeSZcgG7(W&_|+pbvbTtE9JhWE8~jLKf$I4pUuRKye5b_&0b?_L
zCx9QA)4I+t)&rfm2%+CEC5S*A)_uFDq2I<*R$4|=H^^p_+{TtKXyJxtk1g%qXInsg
zP$U94os&gr5_<~gJbh-6LS2k1UPrKyM~cUA_B!vdu-CiCYO`CXRea4Qcs~*b6%*@)
zQiD^jfx=NazTG6p^hPY9YK9PZQcj`~3K}sUwc}oc7c6I5mKK&g$&3`KJZ%wKpsK)N
zffvM{ik^ssAZ!=54|RQ9T6;ag)5e-|$4ps@tOK5yh}X+4V!l24Ndvl?v<Z3q6%WDr
zfptW(_lxY-!tKyv)n2;g{-ur5pJIgWgyonk*KZZ<)xpGiq)dbPPxrdgjUC&&_S7K{
zcBAyU8&m%wkVrWzSu!brS$7y-Fs3_D?4Y)H;ZmQz>!*csbEg!EiLunoz@#tstATQ6
zLyWO#2D1d*%=63nM8NxfT5lqzwK<70J9x938kb}%?y`T=>VA*L+8F07uzQH{Osmu?
z?s5$;&e!aX9shZgyVPA%?+S}gtTXi(lpfARWdZl_9x*g7juaXW_Z^l;J5(ds&0C}e
zPoB~-rfu)_J&JR`j>(S<u5zB(DdxOKHDaG@aIP))Grg799oPCgbSAER(m|-j6A>ib
zXLZBLf#T)DHzC)<k{<ADw*lXIF0T3OM$MR!7DLKMk}!!!o4L0iJ$&ca&d|Ddc^26p
z*d<$+&cFw)hcZ;bdxvnExB55sO+TJhaqv#hv?$e?8pTOV)QR0Nn{+&EXp+IfzU9dC
zHdWaGxC1?5N;iT7O}u{PeMuthhH*{MIU{=`v4`d6XWHBO6x8wdk1(x~r@Sv<sdQMW
z-SeB)6g~m_Q_)ZEfZuef_4>&jcQp-6bza46KXG5VQ0rZdSe-Vk!TFCH=>#XW2Fc65
zT0BPt92)~&be}2e$GFGHm|ii_Zy001>mp7ev*2hx{tNMEHLcw5X@o}#OMI%bE`=J-
z%3I2VUeCo>s0CdePJI=_Q8tj~VyCvPC&z?yT5wikCjlOaPH&YY^s%?jOCn%z^RUfQ
zPi;i_s)x+{SZaENy|Ye_FBn&|B@Vq>Ik;i87x<pCtnrBRXGk>>$N=Y?<IEAkyR(l_
z7qQfG$8uR8qX%Awv>olXUO+H{_*CxM)Ue=uCSJfs4Ehz17>zaC3Vw<oEO{j#mMy?5
z$zL-Tk`9)|>Ia{y5<zQrvSZ_>OT1|~GIO}-71Kjo3KCjJMRYjfT|~ej^jIj(^ONdh
za6vyRpDsxpN?M7MRrlcdYclXOZ6E^dHZ{DTz4h(ietUkbwrDN?+2z&hlCqYYysmuq
zod?|I0e5>a1`fu+!5H}G#z0>=hLB^OF|?@9{#a_U)iS_g!98x_G^3g}x=0jw8G3O1
zdKm!ib&E=rY{Si%$krS4mvkc=*PnB_KRzoEg)C?osinVL)-D9MvdL1_I2>nX7C^l~
zolb>9;%-c+K6RW3@xC$HY4TxN@c}oT%LSAEwX+X2gq@33onT&QFlf=2J)p$_HgHFC
z4*&7tQT?w~kO>h!HN&mQP&ulsNyp$(_5r*s`IwQB5n*i<oEW61dNJY^n}B~OaL>*y
zjdq0qvAKmxa6h+8*L`As{qD6(Q!Bzz>a$R|c~v$V+AxUm$>Z*d_1Vu#{~9Hfa_58P
zMmz6euhaOq+hGp(PZB_I#nA<tJBbpf$kk4;Sxr|2wjmV~nhcwUdF6zY!t48vn77;4
zQq#!JkEOw$k$uL?;ym0ZmtnW#9pBGy)k$}@8!v-izS)$4URj;#t)aA8=b_8LxV8oF
zLM6hif&FWg&>;I(sc-IjJ(J~;+Wn`*Ey}}M<t|U13{|BT%E;RVHdlGPPxNGBa^a=*
z+{vc%Hs`hIO3+Wg=G4i%Uq37Mal=7y+jLOerCL!)eBk4wa4#R7bn;l(^tglKVngjA
zc`cuOA)`hFPjS_CjJoBQY|vg)n2#9CmP;QxxjE@|reMIJ8~p0lDGz8A^aWu1)mt8C
zF@6DVhD|L}7|j->vN5v;eAuYQ6~3&ir!n~Q;no_)aU2HmW7i+M`=q*=g9nW7x9%xL
ziM4ub<$krVIo9ubAwlA3b7P6doMhcDnZLd_O<s38Zc?q*zay^vvNxnE%<Uc2Uy3a9
z&HT2ZcBWJIXj6}gQJY0HPZ4b{tZ+|xzR&=FF=F8;t)n=zTB{pH0YX5meU7}Zh8KS#
zvYGqdr~qm;A~{_-ZS)XZR_k?|iJPA5CIW>xI^i*Mj?&PnC61%nbZN%Xk*%D$5Ke1H
zu(voSJ7}3Ef-CdZa|xc36REy=LwK=z8}c5)QEzcaszxeg7L4!G#R>s6C}pOwC6!PB
z^;{z<;L1_oO*_vofqgXWTXer~L_D*D&C+rwP!x1RdBwgA=W_v`FfQ?A!@j|io$iQV
z=>^rXGfo?K>_J=Zq~K97DWDExM$Bm{@#qhZ9dcRRdn)!^BHqh``#4}9Kz_V_R<VB(
zN{K&${Sd5!87*|R$a!~6*bVWV2viE})cDO*#WrI)ysh)2d7`)GYafv?+u&FunBLyA
zG{WV{(oz8hJ4!<eMM-^GPgeGR;&Q|WSvNebF`<S9%P<=5%h6qW&(XAE!Gm5QBrkNM
zJ7V`S3HCLO_}dHC4lPdx+`186Wf_gLq+KUL{9nkuI5-~)h`q#cY(2n^hV6d%+-RO4
zCXAE>{3PUKM+EdQr~qCf5sGK*OAt&m$&I@WTCawm-OdOL4l?_|-d&&}q>y`m0r42h
z{Hhe?s-?CEzG=+UMjrr`ifD=s+Kq4;tU5$W&p?F1r2FtDXtCQa4~?$&WvrRUQh<cl
zl;kJ<K)vs(j$=8RM(J-oRj+N%<?D1f8yuEq%%A4Z_VLKI1!Ly&De?dnuT&%^TNRuA
zXycpx#N@?D-XkI(;!P7ra=x~{@=L{0SY!b%rD+^1dA>Y0`~m|~_L{T(uj7x8tDZ@x
zRd4HB)!yuY{}kiHx;GY0j?o#MN;?TISs7v#koS9-=~ox^P%cp46&W;ovR{!EZmJx3
zg$O)(oYmjy#G}Q@l*<xe<OYTfWy9mUMka#mWvj$Jyy$nka*u6=N=B87l|}3+U6cHp
z1gwFnahf-<snzUpuLW1lDl|-2E(hkG-<hd?G~z9ZQ*v_A36a;}z}z_>Kc-U&nT*fc
zPs__9<!0$LbHr0;Uw?SS|M?`vkrR^hvBr-`n$1VPTk4&md_;3%(h_si<}tt1-tJfl
zBkXiT{)CZ(;<;~ZDZ<O3fk-R_(MG$9u%-g(VtEaAh6m4r&|_$^_-Y*Aq!As@)Ar@O
zrqimu<s2up2e_aeIo?OH-inOaCJz0`_YKnw)s2V;%+!u`{<yn-GL>1!J>*U|o(!YL
z+YLVE(L^(xlj6Et5kj_FrJsja#);<}FZM0+vj&N)Y1LTBy?XfegH^dqJ6VE=K;USe
zw+v4Ct<CUPm@w9}G5hxXSnchpxZ6dH%H}k*nMe_Nk~J7s=*M+mRr0lZ#|6>1!)6Rt
zLP7{4rabW7h21Yi;AOm#m-$!kKtBYt2HpnS-57qO?)aVIxNj-wZTEz&yB6VPUGAa;
zOgi}TemYsKGRAxH(_K)bj~)YD&xa;c%^Dj#akM0$)aeqMfmbw4-E*1eX6l{+T-Zgh
z3adzi+ei9-a#6~3lb>{EuTyZYl)+0bEAeI5XH0va#8#~~`5J|#*%;wfEPP2&f9=`|
zVzEJIpT<5D8~DXr?58j=^*s)!?tD9s^T#AVpF3aru8vj`mG7KZREvLhA#E2!;!ZCb
z0;7XOz(&ha6IINhsKBG+Qd}0pcGtR{w#jmRStE<kQ)K*2yreYaa>?}<F`BlLVlPu^
zfK5Dgp5tLW82dUCt);y?I{c~8$yK;8zWkb75wi^5wnA-b6P^1M*ODV0{^I!^E2s0%
z_q>(?3+Q!Ga<NIUe_qv*0z;E|?d8`CHdaqep0b*Sg{7)bF{OGS&mm24t7sody@8ER
zjw>%t3HH9UjJfIXv1;4_RC6e7FKO+>frk7$EQHu44V1JA?bKIWx$uE!*#V!g+<34d
zv!Ga<rUH157Ge=M(<WxZ?XA!}#i&68l4F&8`?dC1GUvuTOy9%H^^J+b!15>5dB%rp
zpQeXuUaeo#RpK^u3@NVW7I}JQ(3OsJ%AqU1ROhh8!o}!V{o08O*x-Ez&shTfT_S+a
zO?&Bg-U?e9I{SDcxoNjQS}xATYv;;41!c-|w#O>0WS{41WU*?&clH$H3SdS`a+e_w
z!7odcUfcUhVI@M)Om@2i)BOUo9o7xjD4V){F{)5N&peMygPu{D?=2y#V3E5m#I7QL
z6Z2Hjbhv=uBylmkX)--;SM-pV*kZNZ{HeVAcT38`rjI`EIJ-|hQ;~@^YSjY8cx!qU
zakib{A?&sw3@6{D)7&p8khl+<S@Ez=y_68IfAW)$hI~@8_JAuN|M*wigzZ~5;)X3t
z5;M&e&c5Q+yCO<X;-4O^wm>$d7t?TOl1T|yZ&9gYSpH0!pl#EE`{rf=v7_n>h(q>*
ze?5Qlk7&ayGmV<v3v9Rg3UFEF5$BDg<4%%s@eeGL@)`Yb)&&2w9ey3ciK>Lgu{B9s
z)6E?)AxLa2cUH1u)3!e#``CxMCFj9dt=lt1V1f+Oy-yBZlTX9zLB9XxiYsD`yE7sL
zU(MCK@@p&3i0>~(;*`84NmN)jK2n4Tu$dfX^>Jn)0??z|?`9L6N$>Cxs1dqBPXyZ5
z5ZIfD2J(rtT`I(s2Nd^qUNm#@dD_m7M0K!yWy%;{K#_|Gq+1izNUAe5lW-V9`mN8T
zXA89xfo6RT6^L;YDR-gWXGwPY>)&p#=zliXtozjLd6K3E2O;K2&yJoV&7L<uHc78n
zR}FOry1r)W#pvNKTl-^o)P8JKK}@J(`4b|L7PI%o`D1w}5%|78(C;Pa@=SO0lMWuA
zFxr@E(&hNG-st|UQMs>PMi!VOW~XYlcn>6eAmI}gSAMfGY^>A7M}GA)5h$uH%CCyN
z(76tUcc$DU(HQ-xeEnp+J`s4XwqHU7hQvO1V5MiDKC(VHSXnxha7C-#B-K%cRUh@j
zOojCt*&pDbN(io<y4zd3xc1Xhm|A^5oEJgWL5xs)grtg^y*9mT5O{S@-hpjpl32Q*
z|1NBgM{P4==MiGWaX+S7uxboli*JA~mlE1x@w$W^aN1Poac`S-Ptlh(UzTV^U;6zK
z4yh_q_O;NtI3i#g^-~6A^==jDM}s!KPEzfcKF=U4Nb;!huKPV)0kKYk7!mj+L>NIV
z#m%#kOb{Cpm|-FU4z*iXHr_{Ww~<oIj@fEXswMZRux+*8(N$pu{s0GA*2L-#*9YV-
zp0s4_65Hy)xFSEv*d~*(GqMe_aR#<;Dv?G?PvH-i_W7)<!nQv1yQmVFBi58)2H6@R
z0+vX1<ar#D2%L`Gb07lm^|PKKYA((0NM14JmLCljMV4In=VI*tcQ^_L2{59qGYf&5
zg6?u6eUW6CZG70U{=V-e5?3C&z3@{yBra-0Hg_d}B$u?)zl%CqN04&x)=7DtC1ZO>
zJypKfa3?eO*C5dLr0ckznGIbPpTaM{l&JXs+j(2~kG2I4{?Yb)BxRU21!r`cx{!MA
zz2o<LXp$ezfA5bP&I+;`wL`eto6r(@{$;4xazx#)Cr<uPkxt~AKN^=h@1L8W8dE4i
zSb@=QFP$Wq*-yWVGWp*0NB^MQG(|}P^5E{ZyU%K*JgQlBP4Bt=E}qC=%j5VrpW}x8
z%(TGBe`b8vc8CD>$egqOH<C<D74Q5WYUAg&KlDchXP~w>rHF`?%ED%L&b<uXvv~J=
zxFi1?pV|8}>w<y&Xnhh$35HL=my&AcNUh&l|6SPVA1(i@pQ*SG=-82Ud}5YFIR8)3
zW`xiGUjl2`%v)L(Z`1^Jw2W##O?)owq<Z#~7NGyK#-FqRQPbeFw@TJxMd$uAaf)O@
zOSzllvoMyrZiONPei<AOnxm$_xLR-qr5j;8l`^9CEKb?{0og?1W_K|F&u5(%g1@qv
zx}|nqFD{5$sF1A>2dVQ+i!A0zRygZ*8#XE-Jv#mTlw=sgTaR=`!_ZZECrqXxhCR;l
z&4PYBOS3$h(#ZN@eMx-#*UZRgC=e-qO|MhrO4Z<|k;8eN$FD2O9z>_F=&bRrE3wWM
zl(s^_#X5ko!KIw9L!VGKU1@jk3Q!90uIMfr#{sO@-^Sm0OJn{3Sg;=?Efc3}l1oiV
z7|!1;h-7(VrQz=ZkfPxaIObD6gJODM<psXoyZb?@+ZC!Awt0ewT4ek+I1%q<LGvl7
zm<p-;Z3}w+6Qn*V2Kn)*kd{UU*H9`}PWV8LW19xIoJKDTGqpRsC|`atDV;$C=rNG#
zr!8)bvoCk}5ZGM+ODk52t!=1ff^#2n^^7*TE$P5<t10frm(v1l(Clib-_<ie@QD9P
z6%z8Cx-5a5BmNX_(#u4E#;mVO46|sAUG9uAfsK@heuZKtZR!->e>&?!Y4Zi1+z8=b
z8dJeCyyDgg0iYHYVf&MFuhx7%r+PVmCa+^YA2q@Bd{?y7b9HIi(NQD<X%%<#>m~CR
zzHd*gC?XqoP}bv6GGp&!k)~LV5aiOQ<M%9r+aJ2q&x!~<R0kOC>o*`Q3yM5gVb7Ul
z0nKM__fB_|Dd+`1upuwQv}ENjARtSYgRc`;dI^`0ABR=~=U5r*Zasug-omIg?VIm5
z=)<8Oj;$|qwMAHs!i7+uH`x{xnQ%E12rgWyX5=+YdSDado>^76Zo|79c<<Ak-Mj-1
zYV~P!RnBMz)ke($kv{xo>sU{AZ~62WV`7*_Ss4<0(}33~_=q+=46|n$sdp6bTeTU#
z&I)PT+*Ihau6K2^(<n{7t@+^UeSK)04KAS(Rl|;@B=O&%w0pRd)x7+dz~-mzkNGKd
zqm3ga>Le(uBD$7^g^PG&yc3Z0NGDu037+ncr)^IVfgTAMpAtY31+**Vj(oUagb1vm
z<rnBTSHr^c`9JblbDf*>iXJJ1`fcVp1}U<?>vI{Z5rAj7&7T9Ed+=^%#;lLL4CKGy
z8`lIcYSt&5!3ytI?|Jv06AXdG3-hreQnhW!`=K_8+(wafZL_Dg?vrBwVlW}t(B8#;
zB0x(@I3NXim*UVaWb+7eDQef+kf@K&oNyOh(xNRFWjz@}&>45jy;+CL6rS61zHJ-4
z|H4-Ck^|rvMJe+w@<xEON$}FQNZgg;NYi(bq)<)N!VqDorrY!biI~ga2IgzHaUFXN
zisJ8Mc%D#(t)JAtc7KPDb5drLPq`p)a?qbDa*_xXj|iw2i&8dH@;bKDBY4SisKjCG
z<#!gy=e1qcnOl)WAgVTa-?xqAQPeyJbS52l&W+KLny!wBMLpK<D>Q*$?;F<-dWC(Q
zQflbd*6_;cy>R0ld>;7fc7e8n*Z4*CJb4ALC`8DW#<jE8C|83~37)lej%=6mG=;a~
z=TD4OwO&vPI}N1P7e-#e(C%6{y+olo8g26kd<$-$4GhA*+D4D;XbJE>UXDnd4^mj1
zF{c)03b^pQhT;xFU_XS^#E)gaQM<E6<MXgY`{CfC81<LkxGu1=p8pADiU3)P>$*xD
zr#5}A5QIb5uT_?ZE26a|WlYmWLKl2_aEuZVyV7`xx2;yfhq;)~mfPwmM|=Tst#&%;
zIcoK<y7*k=*_WHqv@bJqdD!ycCJ{&_6-vN?8;6lWHIg>*+{Gy+eOVvLs<lx(MsW(%
z+pPOM$^)Be;e9oUj*{Xv@7Frza)y}mUd0%tPp%h?kfwDjgFOt(pO~@8e(tQ#ORb<~
zNuE=zDba1+e1!%uN!&7;)0II}tylcs5;NCS@Ukdfo09o?dVG3XMmjw>@_alB!Lq{s
zEiQ~5t8(0Q)lUNw%{HSay#CQyKDJw^{bZQIw=PYV{@AbmE@UfEX6V#d6$=3m-95V4
znEQ4Rk9fN{3hu>Ax;k3M8`|EWj~1fgv5Vt*Vh*PFBs0zjyj&An9rz*O`CYBq0CZ(&
z7i;+Cq737=lMiliwIaHnc{^Y-1P~2n?@05Fl=wfXhh`-YU;uoyNc^Iqe$cYZoTI$7
z!<%*=n`MfaB_g0U&UiMv-=+1+PVSY@(&4UI+}a5q-sV7?c!upc>(>ut@)2C{^_$rG
zzOHP_6jQU1W{#og1cAxb`xYdDT*pDs{K#<{N8#T5rPt@}az%!tM|hmW9IQ6e8Hhjt
z_mVF^E}E};(c{c$%V3ykI5O%cq{#xCw;GyCSBpW0Ic9m;LW>G!Z1b~e-43^2aQ+hD
z6pFSk^H`ZGzjrc5-SPswUPN9$2j?|88?y02;iRjWrU^{g<n4OQd#1VDmgmuut4h46
zMja|sTxD~-23u8715Lb9&K5rOt#jCJs^6{c*0jUQc{q}$Ea~DGKgV?6K!;~d6Wl1^
z%VrHDokojm>UfEt>gZEfqr4h5Jw?7B^8ke6LLR$o?dER&srBfSc9J<*Y#u~$Ac`U%
zPnHB2q<O2|v$;J9{-XaR9DGZJT$8kBqK=fqMZ3BIjz|^3tOQzT4&Sx~JKAzaoJ-=;
zj8agK0{4DEOk`G>k!ZeUFafVg8fP}-q?L{nokoq>2B^(k1DAdI;bn;J4K8oK=64=-
z<j88c0zOAE!&%CLMmVoS;fb)m5xO?CMhyEn*I<DohauKy(f;OIPffK3e-paw?eCg&
z@P`E@Y=dx%dQ(zig7+|ljZd0oi+HLwe*AcsJ9zaPNJPc+JpKf7H;f2Oks_tmYTtiR
z;&(o{d?1!TkB$H3!{MLjCjW>|&n6-Wx+ZQ+@@FRzb2Knr7!uP;P{~c(#XIhkiINxp
zj=^5?S-IbUx%>mOg8I4mGbD=5ZkABXL$b<O)<S=Ln@W87zhj^lBHQ!NGn;?h7)iD1
zL?r&HK6Dc|wtGnb+0Wl4ux#^pWFY?9=<iO~UkT0pqx{7mlT>6|AcYwbQ-<XvUb}^q
z55ipa@`qP>4P^g2#*#r@F27L0<sV@<{-C5IQXgkQ1Ox}V_kGV3{Nkqn+pF}uVE7wY
zq+cS>6`g+rWBNyBB|U2!Av^2^h(&De1_e^|$5;7`Z1^{@MZc7#L$?0nH!!1rV9ru(
zfWS#g{r#!nnrS#Gx%a4t$`7wIopJCtFh{>+zQ8GSzkwzFqlOQDzyo5W3Y9;5m4Mra
z-@qXKlJWAM{S9pC0jxWKb-z*r{Fn;$^MsGzDcSSqP~ZU8{aPjPL%!6%CK>bxEN}qp
zeyuzGV=C3ZAXoIiVSxi!_e=ip-#q`bM5`Ya=<kzD`Xd%NfOWsV$o9WJ+4Kh-Z~*Im
z$q)XY&i~vq`In@k{x>Xe0PB8LD(k-^RrLVY{U*8c->+f$SFF<ek>5FhbqBES?;XYm
zY~3%#2mh|~2e9s!SdD+^`~j@{6~WR2w(fwf`@59XFOet*u<jqO#(lun9k6x(WR2Vd
zSof<|s2s3$2e9q{)*ZmQAJymYRJ!E=*8M~9?U&fR16X$e>t6ny?$QBU_e(JCA3c8n
z>keSu-(LdvfUWy&s!#psm;7rA%N($Ef3H9MH}5-O>wd|B`-SrdYwNySTemS5?D^tF
zLhx(^+9Be8qTjF%56fq-YaoQmUDED{wzcb|;-gU`cu~S=A7YkNweLtN?iy7bTk?MO
zYf{1LZo(x;Oy-`K7O8G@8a`-jLW%q4Eyt}bQf+J~bcdm~A#!>7Ji!;S#)Eha*y<Y8
zjto2E@uXGRq^%Wcp`{<jc1ZO{+8hY1WLXD)??9eEju*K2@3BC|6gqePB<x6^u=69$
zvc$-AMzN9F(v9x_9Efb|vP(x#L`~~|o-KIM^QS>MpY~sqV5|@NpOZj8aLEoKwikA?
z^Mu&>J;c>NPXM(oLgIf7ev2DBreE3b{xn@`UnBlJTfV!wFb9uZp_9B4+DZ7!qjkT#
z`Aa`Rf15J#Z!|>rKiU!SsrO|O;xGMRML7PY*;~@kxc&OO|1tk|t-qUp|J7|)FYdGs
z!g!I?o4m2*eaZivv5=AP?p6rbnMOP?Ncw4hf7ivo+|A#Ty;fUxAdf#w@Bf}We#~+$
z`EE$+lVQ&i2KV+PmU>r*W>$98TiiS&?KU1J-H15Lkc}c$>x`XMBUL`uANrrmsb6_(
z5b&m51R#|c;sfCY2uDe4r>>4A5rJ?BCJ>iE@R#(pCrEeq{QrN|B^81xD0MIs)XHuP
zvl6DVn)hFYxs!HTLE(ieO7T0T`&+e>YTtc^X&zjhJP-nDRQ$Vy;PTxZl|nRt(Wbi;
zojXVz3aSDeT>F#m`adg|Ek#-^ujk{Unz++?aT>x%a-q>m9h{o0>CT4Z-ZG-4DkgLm
z85Dju*|O~GX6<(uBES1gx~Xwbk?%`6(;@;Bu~54{H?}?eAIkl^FCIr(5!Q{BjF&yf
zNa_uV-#!0lRrlx5Fw&klLztDuX#P^teljb$L_m?W$kqpm>-q63Dn?gr%lpE+DYbmk
zjx`tFlAP#F#F#yS^b-E^MSAL)?tU8MlI%g74&?Oj9Z$Dm!kG9<*DXgO?HH}f_2Ptx
z)Xlmc!|U}eDgAxi0ot?5r11@Xf|z4DKl79E|K2}x-q1Ht`<vIVf&R~4rkWx!Vkz^h
zN?B~3g>{d(o9ol2Tc*~;1^@Hqc>d<nuHR$pf&agsdAsyoRps@;!Prlr8@yJ9JJ%>Z
zkN2txpXHoZRpZkOqQ)Qp@V{H)+Lt|e1&`mAr__zH^VrxMxe0c%cB17E7rvUg$x3GU
zk1|&OhWo*0IMZ<xW(mfxxWyLQ{468urLC2-?+-t?9f_XxyO30j*i%`E>YSS6W=yuX
zfPCaO7CSRC^2myOzS9_&*Q$XNAKyPQHXURY{)!w|$iF%>grrUfr*D8mYWQ%uXK{`#
zhDY-_6388j`$fX{17g>YY)l3AR(ZAZvy@{@Lkm85d}(_U9AIqmDQv%QbIGSZPt53v
z_^FBV$Dtotax)pz1EXOhdzUZ9W(P@YrE4k_<wA7VNTp9dhXe4@r|u4B`Cmq1!%uT<
zL^O{2O)`thigoj%dOX>)C%}9-v8IF)7=541c45f_n&Oa>NuI;Xv}eNfKMky;Q6i?2
z;gf{2w0+hMvI!RwLCv?gfZ%~|`a<B&jWL&A4v!{(e8BU`A=&NaE_rJ4TC3--#3U$4
zx|SJk(O{oxo51m!lP2n7`N*@Y)@xE^q+NX&*d+F8&q20HVM(lX3p^L?Iu=r;m1SQt
ze2?3;B}MUacxf(vXx4w@EfkYm<wV;0v@3%M_!5EL%??eLMzLnWxM<GY<4bC~O8jG3
zP1QmyGC+z5gc#DF$cqkH%?Nv#nbCD2*J(pw3kePtNxB&-EFttxPmfDD)lWYM&x#F`
zyH#{P$kiPA%AUMKOyrw}dL5qg0fKh1>I~*BgbKH)kJ@}s^*A%o$y#V5R!Cs~rqgCK
za1#rZ;50EW85oa-;9?D~Z-e~|1=Kz%Z$U)2+Y2No&IebW$+dGYB^<9Q)zngyki9n*
zYn#R;Jefl>5-7oPBscEuVvFMO%E40)*;PmAEr~#Gn9l$afIPHMO9wkAPYy<Ae{yiq
zp%^Mi4Ys@Q8up$DRJ>8bcN$=+Vkb;V8`&`;@%riWPqG$vAKWbqm8Pq-`P%WN?q0;D
zJKR`tq09Z7dz<fj?^#!s-+#hvP2QjC=ank<tt*+MK_bvFD>c`d#on;veSXEc2L^8A
zo{zbNH@f+skxkU_elGCVMDy_R_Z_m&xk#nJ>Uz>Q@K|-LAr=}y0IMf4hEL47n!u!}
zW@gOO15|yj1yZ($PgB`P?x#7#I6gV1&vn}1%HooSF8)dW{-p`4$6ZBlaDlD9B7v%!
zi{+L9Un-s$oabdW8sP;Hv_R2oybeYu($GY#g`f9*pWdVe-}s%2QIgvwL6_#kX0zaK
z`3!L-NO#6$m-~4!w+?Gx%W>(Z2y8=F$0Pg+5R}VMfjkTP%j#^1WusVTfDg@8HoOYF
zcr&~!*+(I6N}S;nqeaX)-dx6)eqz64IiFwDxVKP`<<GmK$C!ua2CePCLO)Gess_ee
zY_L6r_3g<Fw-7`IB@C3kyiVsXmy@c0eYPQYH^HU_DKc6#j<WZRR}D-mZ{_Ah3Pj`Y
z$y$ur2+$9*B`ovgf7p}u0c(~Q-RGAf&tzNOPV~p;w!2mix$?PRtA6oRQ=uv5jAGW4
zx2$B#P$qAVbo&}`WGjLGiCKyKsG;C8T^G%;;ymaLulp{p*sHcKTP`60Z}zf#-AKwP
zAl0wpG<28xCzS-lnN5OejYj5S-2L7VTZE6Z>vZuF_A&_yl<jqB147kS-VgioTxvt|
z9kPdvhLyL}lRHYESQw{FjRTU#t$wvr>2L(0;qXset5t%BL4+%$dOfIT&^>9u!+{iE
z=AYk_qpriAe19><!|8IJ4CwW4c&$yMUI=L`P1VN0$W0RG@gxUft!EwFESer~BLpzc
z&LZUyj|noTn&8&gT6FM5L}2kV$SN1_nV{E$bXlLU7ggy8gP#{M-*_M-G`*b*q1t?L
zp@~~H149Ii)rZB(hVrKFoF^Z62D#>Iwjn)TG4|MXj3Gq3DC?^M&3mEs1fD_^<oR26
z4wT&83`Za9<DoO7%EI^Mf<S_Pr{J+lm6+BLM=7s?rompeZxMW6r?-TtDpvzW!GX61
zt+B`Q*j#*gJ@R^eP*L=LKF_>cF$I+^a))vC<DEjyo)jlsLpnxG>Z&~i4kNyaKv$AF
zahY!oaXj@&h{k+&<(cPA6=Avc_tpbfTGP@G`N^-h@{1^*$L5v#wL0AGr4|ol$YnLC
z6M-ZmZ&qPJel^VVgSR{t<809khBmhhPJPUw;NQc1>9*4C%O~x>r2_a+W_aJiv_?wH
zxPV#Us=cgLW~`FOnSoh9#W}G}s;XSH&Z8UkFsX{(bT_Z-xzgqLD|ylt#{;0Wi;8UC
z;)AYy4_i$K97Y?}KSbXr?>Z+n;=!Xl%loi3%q36aDdE@$tWFb8ZY~W)e3ambn!wzi
zb3Ff$2rF67oGEJ+$7`E&=gy}B?<>m#*dmOAf|xDu$XYz>R@}@1HK&n(Ggfm1HS!!k
z8W$jV@-Xu!Z2)o<ZsoaMM+E3b+7TX;d`2{{ZRQNPcDaCdD2A!KKNJ|lEpr4*MbghF
z`MeI!zHPUC{p3=~AU0Rkk2j!$Oh|+uCq1tB88_0*!G9WSvQnscQGLXWRBiU7Oe-x^
zqCaW&&97Qd`}bxd{SWt%kNO@{9p0`RqqRSm>FxHE`(xxp$35BIv;H_#@a<vg{r&2f
z8mtcTPdPn|PaGE^DP^|#F}fOI+X}^G=LsD)m025(#KyRjN5uON%MN>D+vEqAhyXcW
zI`7JTyzJytokFM>Z}L%5h4UcDn@+%kwB4;Q_o6QwRy;mhjxMgo)yOF1=F+nmDo_T+
z2Hw7U|K)v)AV-FI+PZd!dtKvhAiKzY3RE`SZncrXRoGi4od++~8Fb~$YED+?@V4f>
zcG~E^ED)ROWUAn8REk350ud4+hiR<tjl8%1Xro5=ZkG%-CPmh$U*S#K!7#>QGIAG<
z*tmguj4JXL9Nc(ueu4;uIUqMR#SB&i1v#_JF57~iHBM7Zt<Nj*Oa4@nWwhoQE_c%O
zF#JNJBAWvhsX%!UnqG77`P8>ZSA8~R7CiMkT}fT$-mDhU!;C#b_Z4f3wF^9cl;ijy
zhO?__uU@0|5~|lvHV|8i=Au9}D9I9mY#Asnblfs}I&Lazg;c%VN8@#m5^bJt;PE5=
zZ9;FPHz3VE7T40o5kZzQ(;vrnAhytT)V5VQUP*fWn-{dn$5EpOCq2Q#qjkLly++3I
z!jYjtJ{m2^I1Lg?l}!h87OYM<Hj;L`)85=+UQi9zEYdyN|Fm9qE`3V`lv>9<A@)s?
z+Rl>=8R)HI@z%bC+ZgrU!w$u9oM-vW<ij8#nf7!Fl<(;|0#j*%GR`A&M48tz(^Ss#
z46l`%K6LpEUaVy^-2Mh?6I46kc(<~`_x+Wjx()Jl{>IQv(qFw<%UC=2`Zi)*ua*dK
z=($Qft^q#uuB<rJ2!837zgF4G{IyQ=9mV5`qIR_33E%FsZ@pFHILE8Q{C&EnrCab9
z2OM1y{EL!f>Pz#k!s>axXtBd@6{sk$W70xayhYGne0D?b3PsaVDWFS@5@;Ia-2pt$
zI3l!E#PqYbCS$@IV*quoh*HG;;k9=Hdtre}{JNM~z3N^?0h=NN^@TMPHM+N{d|ZB3
zikVauh{(ZrBY5p-^tF72SJyQnmfO0gUREk_)Te@QdM?uYh^EhW`dj10#Z}763=4<P
zob>4e_U&7$tk7POobb2XhGjYu-S^b^ou|_$^w;)n$f^Df0N_w{!j^MQs08~$Jo9M=
zSL<inC%#6urFB%<eZWHtM&b6b4+Be_;>{oY`}xBz<ZKBE`hl6|i);wO{U7!oiHTQ#
z%m6JsKrjUw4TBrQO`B4|wOFdelPt;ShwnufNdjlJFL*KH35wY{MtDWsM^?koMVfS6
z@EwEe=IMoeA?D<hg*Q@MH*#y}aqf<oNki`bvBM`VKG2oeTsa~9ajvO$y2XYZGX6~K
zB_4`(4>{!@@wG*l&M79OiI7JLm-ab>y|rTEHQ|(2FJbTW(qn0xw6Ue}IkNVh2QuG2
zy3cvut+7sLd|GF^c1<2i1k9*OTWy*IFOw62qomoi*a6v3Dnn8lU$UJHXGG7~Oaxq*
zOPq=hcq?iaqcKjqK#;L><1TGdt>|;iM>-JNnRiNh^PWVfgyjfHk^Qt4Bj8oKG_%a=
zD;mwnb?1ryhLDewBWb!Gb|W|C1QEPRd$ps*GI31#^KuHcPgJvWh77pUl@FJfsc)x1
z>B_=3`NUcwiJXx)lz3{6VUZ!;=7Y;fJBa<c`bVba5enrkzUZ(GK6}#gHgeLAop%>U
z;;>YO=0_dh7r%SnIs(5#hJS)QhE-W^$w24dT3ERiZ+q(1*X90+5J)=mGLAgYHtBq5
zv23xHYHy23(J<0gt|`wwg3SD^{iot!4cE#YAuAXAL@onuWy%O@DYEM_qXz6U{YB-p
zZ{=dV^lL|KMwxID=>~S5`_Bjd-)ekIc0X!qa7o{H=fi>&-W%$++DG@Os|Z%?cboLe
z<MDRy8&U4SfLl=r3b<d)$M?y7Q136@u~mD0M^x&{E=I1SvTt|{I4z&<eZhR9CjDdj
zk$c8M(dP?vwmkdKFx@&SG@^dn-RO^xZ|#Ws_8zSuh%0@3o<C!s)U`*OFMK^w+MU+m
zarvl{MVLzOPAB)opBLE8bMsZNUJ3iK?qzC0$G#<VxW3DGix>Woe)z5Xfv#!Oo{ydR
zvK4xa&+Xsa`CrUFxkp@gkDU31XS=6atbM$<bIGJIu2l;gRVE)0y;f6rb<NiK9l3?e
z@87<6TX%`arrW1Bsa2|^ddj|FKD&a<trz4TM2t;eXwn)<PZpUb>#%LRAJwKGxfFeJ
zP5kMyYZo~d-K%@m|EhZ4vQ2~k>Q&xa^`lbvS`%xNmt`48N5`w3ZgKwJzJ1}_iMKZ4
QSZ+m?wfIo8?f>5d0B7uk>;M1&

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/images/image-11-Abstract Green Wave Design.jpg b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/images/image-11-Abstract Green Wave Design.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..1816166ce1afafd4c320ccc7536d1b3ec1ce32e5
GIT binary patch
literal 183056
zcmb6AbzD?i_W+C^LL`-vR#3W;E&)+d7#UzFhek?bNRg6I5tUS6Ko~+|fFY$jMUbwc
zTY5-o$=|_y?{lB$`+MI%-o=NrYwfjT_E~$?IUhNn0Vvf}R8;^xJOIE0|A6yx;2v;^
zfRK=o;1c+_bm<b&Wpd)nAY3IQBO#}{N=;35m5Pdnj)k6vmgyQ56~j#irt8;PSy^f5
zZ*knZ!NGEa^~MDeJh1C!qRUr^iLczCrJ}v@{~69304id_CnRPBc((w2Dm(%zyz^$@
zIygyu0z43ae*h1kfDoJ|F$vhLO9|lP5#V3KyF@@r0L~q_3S2Z(UAjp`efzGKIn6DX
zSD!A^in5C-!=AdP6gKu<yZ4$yTsv}>?!LvFEqYEJx2Rvl5)X7!1DhmO^emr8_ZNX=
zSuO_r3;yq@V5>A0I2(LCLV%FqG65k09zXyNN<~0Oee?Dun!8%JM9pcHVc@ta*TnjW
z*b5s|XSeQgJpFY(29SfuASM-{2%J~~0GY(wWKN}v5$GZhk^hYJ|Cf^WVPqvN^b#hx
z>5-g+w19!DYZPLkJo3xmn1tvUj;~vU|MrW%+uJKZhsN}kxQ5bBiB3^XA1lvFZ*_U=
zAe;GR8dat1xiaXwGEP?J@dV!R{nZcuX=Re!2LbuN_L=VW;;6t^K62zTHbqY-yGb*_
zgvIh}U+5oP!dx3?HtJuA@Bba~e{yOqdft@unu6M~sEO`7YLP$wr}dwLO^WGAQ|kWn
zrJgGqUN*6V-k)8{9^o6d{ngGX`VZc}soF%*>y52TFozP0g&E119}(|qxJM<n*#L%{
zdu;!rUF6sZXF8yP3)MzBouOa#c2QH>u?Y@Dq&jvwo}q9g3{Ah;6K|Rw++C7c?)aS<
zVgAt?Y0KF`&S9RAKDEi|O8f>9K>7vv^4~=9ymgkeeu_lb5t9<Upu5U4h--@cl~A<0
z5$*AoSI2&LVPIK3Ojg`(&_61Z*Bf0}$SmDxU8~DF8onN7u${Z#O>bEy(w^q)v&Yp}
zls(=zhP>+K7o7wTMt8yYvc^O{-Zy|bRkMLZ-rQx2`Lk#E`pV8acn;*(07HUHN^}i;
zfYgjt0Br}OSu`p}<P5@j-zv1&E<D*CZY^$gZBhM!Kh0BFqnp2vvmW-#6**q9cRB|O
zZ-*`%>Pw}<ZS=%<al&>q*~4BPHroQ5>9O-Eq>!Re*cr!$amn(^Fj8bv=uzE{r`S30
zt}p!@7!!&*jfV)JA@N0sZuR;PA<2VLm68)`Es-aQCE1E%AHCl`$$#=dJK}wM7(HiK
zY{I8x!t!T5uxixijx{e--MnokX97>Yr-Kc^%V1TO0=D0GFdqoSjN*SuAjbp#{8JN>
z)8RyD>}JgA8X6??sd&v2$S;lINiz@)Zm6>3Q9_AGh(pP#fl%^WN;(`LfLlzD&8cq}
z5}JeM5#X`8jN%K?*whea%DbfyjXKPsAYaF+zz90U4#|34lXAR%%j0hMWovmEuc16c
zZ~LK)#YfAu7QZJ|;!g)7O&*)gQhIZy+iLmkE!du|Ih#lxNl5(;j%tl_7xQ{Lw)0G&
zHga+Ij$-LRN{RT9>7BN7fby-xZ$4V~WlTof&Qp2pv!U48OsV7%YdZt0J&kV&?K7k6
zOW8&iq%M$t>DxM3en=j?J`U9`gWbKOZ2T;1ZZG{)4AZraG56)W-ak5Ei@8<h5g#5J
z_~*9mxL(~-v)_q-%e@=}$rDx&KG?viA3Y>u)Ipqa-AnQ*+!0N)g4<I1wEWCW^At!+
zzqd7l@!K8E?0PNpVLEogDSO{#Eb;B7UlZ?q7|xizH4pDHU3nB5)>pU3*Jci3B@Bht
z<sa!p9*XG%h_x>kpJ+QRYL9E|#l3%l-=C1YBFZw}vWe5Y<N{poeQuSf=YA6^W}EG@
z5b=%c;!OSp36giKGYnc*jNFX+zO2C9=}Qo9bG!OE;v<y*p!{!&=UL&}5eGq)$>J$J
zj`wV8{NHA<WSOS-JR=hd6*Xq^6r0A;OZA85+qI_!FBo+dYcj>b#cc%_KH_}@sxqbM
zIZ32jb0C(N@Pwa&Jv;0T(6!%XchPOIgy=K@8wwgP7Z~oR`zj<peSU%0g3)Ql97H4e
z##ZEnOb@_BhEB@xelO*z$*7j-Z2`uyoB8hiRk0q(J7}-j_9v@_S$`%+oumM=X6l$n
zU<vvN!1ESg(#y5g4vC)sMO$4gxR=<4{8nCt=F_zp62%c!03_i(T!!s+V?T9eZj#SE
z6A%jeYcJ?R6AbK&e<UQ#&mWb4<f}@gAe|bUgQcl$XBMULK849FHg9CN2R?JNPB4sA
z7b?J54Khza>@DoG+L2+VwyKC>X&a81ZKZNEfGrxe{2|<;zPFUA2rcx?LLn>7OUa;A
zRW}=_np;=F1J0D@HF>b+zNhoc(bXsh0KnH1*)CEd5WuNuhUz@6)SeWaZf^dwyo(3^
z$bqX)vXYo~MFJwzG3|<K$^37RacskX5dJ4a=319a{7oQbvNi~|{KM4@Ua>S8PFg-6
z8njKoA@V<{fQd--6kAb43a{i=3_MAk{Zf3vDL=-^o<Tr6oZi75|6{qYjgXEpH0(~A
zhVWkc(`Ynz%&6W0*LR#wbPUI~R_%LGDxn2w(gFW+Uy5Kl_f?<1aQ35qPnBi_0+Xv(
zu+EBWT>DViqgozVbV^YrDPdVGuN~p{+{QyB^D?P8mi}{r56)gUhxd$|8#gLd;=uPp
z+;nBguljy)Ir4S~RD9)IvmS-fAzRQe5{ek>*w!j*0082P)m-}~0K8TL^sfqh#jhZ&
z3v`+R8hNQNIg_+&xKfgni|)?JMo<Q#w^SAc`8Mn&*qKB&c{_k-G&pyQ%uy|Po(Er@
z4&AgihuvuJ)YOp7sqIEv<z=C;(k=w17bEc8mf5A>?z?rZnz%1ZQRkpjj)s*sS<}c6
zQf2z75wegBAsg9=)~h!5e?af?F_XoxH%((WRv2e1BR`*mD3;4zFV@@0)A$ZEz0$&{
z!3jvla_N6o04JGh*z=U=jOYx&tAAA=065Kn^Cpv7enR@T@+rta=>UD^$e|IA0MtWX
zcE9;IX25%VsV%83^$&zIW)4c+gz`dZW+K!ZQM=rJD=`7A_*<DU|Dc40<3a}%EqnBI
zS~^a*aBXc>{&zS<yO9J&<4P*}ffw>VbOn?Y+oVl2?%iO?WIYH|n<gu`g@{W@UoPoi
zswjYa8s0K_{P1&=U`O3m9n7=nr@sX_^$&2OeYGX2g~}~sWCz;*&EFT^bTm!XB;8bT
zJqI9?&z6tE^fyMarq|w{Ku=12LZ4nmdaAOU<fpjZLCe&KhQ9ojd4(B!W6zimGL$OX
z`i?i($5<`!<#xsoq*r;Rs*Y3fQRMbK%HiRozPaBW)gS6dRT;0<eSo0z)CxLrOi))}
z*LzXcK0A^t{3udG*ueUbtYlG}cb@L=s^@0)*71)QB*k#*1CD`vkV=1)#FjP5lzy@S
zQXwP%$&a8>v;ktFt^R|?vuRk^*Pztgg~BTjTt&ro6KYAzPAEx(4A%gnCPv{D<^$k<
zRpk9(1YXz)fB+J%P4uS&K#qWJV5z1dp~ypWMjhT`M%AwD59=)MD(uU0;NkllIOPS1
zwtxIn`adb2$JI8s9ifU=*8ot8PwJkMq8DH8F5zi$y3y|+q>$SR;}eb6hN;fQJvY<*
zt1tdQ1YbzEYd{uQ1R3IFbxo#=t*sN8osKc7BXxo|)=_=oC_Y%2ar(L;{+F0oYb5|6
zcrgvDPRTTS0?R_yehbN=i`lp%B_2Ti&$RGjCi`_21=45V9m3z^iGK6C|JPXH^HOqk
zA>)WtY~-JsTHf{q>?}9qg9V8}F~P|}`|R%0@9;qk=R292Vk11BHiL9dVij?V%hx`L
zPuDz<9$572he4Rdi!0#*96MOj003~8_JMe#r@w|`C2><^T>X<?`EYON=$($R7!wnU
zTI<G@gF!?Bwvsb6GfGvSOdL|r<Euod8GZY!v6A^m?<Cf*{TqUO-M9s<$cXBtOjFE~
zFgt^hnuu4hk0MuYKctL$Cph#b$4+OJClC3>CjAend0s5-67Fte`f+YFH=EM`wEkVV
z6#a4+ADwn>GBRG{_I=3_nt`I5<&i{6q6GhgjmOJqJC2R)coGpqbZd77>i-t8uq(#X
zmr1@3yRVbO`w&_0(fZVZ9h#s>1M_>WYxqR<fme9vH{?uc5t)qSfkW0G3H`6%^$CE#
z1`wFZ9taYvxoW+3jamz9_x8OXoztcjk-vWOp)jpXE{>-+&)`WW6y{IhuF@Sb8<^d5
z$ExsJ0bjR#Sm~v{=V$k<`<QvO;gton^?IldQI$MWX07rd{S^%_rbtw*p0+@DUs7q8
zLBv#4Yj_LMPQ5e!|11bRf?pV}7mvg{BUO0@U{Su2KPd0^rlp(ocnyT{{7#6JWY2t}
zb#mH_D;*LEr^lk+d>S5}u}QJ=F!X-0W8d-QAyi^L%fH%SAmdmg$C~e;6o-(_D|q;7
z0%70{d!t=Z6L{z5rWl9qO0-9qjJ|()VIE(&DLUd+SX*6nTp7x#`^-+h1QcbPwQ^u3
z8K;X2zpMp5QrXD3t9v`>wzX{rj9zbu?G0$SP<Jo3jY<*_k#ry+behTN2N@=b?N_sp
z>L?XFxkGNUMoIqAz*>k|;#VrI*Uko%3Dbhom5L7{HybjDD2@@_u!@txL|gBQSz%1=
z!ypM>;SM=_|7px==)v7@a9@!h)4jVThcDX6P7Ac*n@r9fqAlO<mY?XX4!5qVv(v{i
z$Y*QxosgGg>1X|dzE!OsePfgT)>mP2aa_I3gp)Jo@gC~!Z%j+_IUvN#STnGUXiQ15
zD=mK;_NZWN{5LB4@ab`$!G4LNcZSQZq#aJ5#%~W^{!2vdr#5ctv5Ea|&}i({C;k5G
zOwk!9%8X~$k4BcoWd|zqILBa3{`b^$jgk!8^f}If<G7kQZN~(m=VOYW2cCUv6?Hwc
zLg(t4qBPO7%B0-<3h9y%*Lt0C?+mn?JVqC#fgMi#uChJu^wX^4X8AmMWR7HEXZucF
zqThqN;+#baUU;HG&Z6(lcpC61MO7KhDZzbZ4R9cwJ!J4B&H9rNeK%m>zS=O|_~5Rz
zAK1u7^KQoc5FeOsm~No#ZIn9%REX^_1-uTZqkr{wrkY`-@kK51w=MXCM*;)v<kgfS
zAHHpgoZvNfY%5*veF4aMU%O6}fy&a*sj5JGKw~8m*lI^RzL~k;31h(D*yMJ*2IIsC
zR$$4>by@HEM8A54s;Xm=T@aDCYnfiDxvbzYLRtql#$PwNZ65$0;s0}_K?-P@fmV4V
z*P`M{JSC868Y`75=yRYGY+f=7TPRD3=@lc@c#n%Bzxm(d!1!F_RBU&%h-J2D3j~SD
zcsBkIJ(7+VGL>|!)iti@dg^UWJU=IweBEC>@bt)uEWk1_GBEY$*Rkm;o}*U)-J6B@
z7@BY0Gdk>?&8KKvoo0*9o%gvM76guHA6whqER}xBJQ5jbxmah^a^bR_!k3GY+HROU
z*mOz?B{#b${U6{K{(-2=4FGG~RB~6GNZMt#wk&{R`#}s}q-!+FsoDw-Fo6q(LHXn{
z7WI+u0a4|=N4dPEJ3Qk~g7X1}FMtx~eXB<R!0CB&?{CGNPU~gD$T+Cn6N2KTKI~U0
zQ;bb}|ENV4LxZmp05D>XS)XE4PYXo9b&uTsf6(Q@9aXJsxO*Ee6bbPirHC@?e;hPU
zXql>ZG0%U2I?9Q}vWJubp2K<VM5zHRF=EEsa=Wq$U?;fvF6q{OjTaWt6X)Pdjk1Iy
zB{nkVtBa6)mF^C$kqmdxyCb0i_mlu0kRUMtvaM<W7y<QoJKf08o4iu9v}12rj~aX5
z23lO=5B?Rg_T4H*7qP7P0~TVxn^DwOfyhzruGK|ezBbu4%S<}fAHK&YTeQiLD~vHH
zm*7(^=NismB!SGUqa1x#lv$$FNL_q?mP?@ZVBMCZA8G^cmtWj}BwqoF0Kfsbbg`-t
z;`Zy_gkyKfJl<ATI%Q1h!{62vE@~hzjcZ<iW~;Xw<G9J5JeW~@@;Dp)whk+3E+agE
zsTP~0aa1QWj6VnB(qx1mtvSK^a4It3!GGA)BPOPgb+mK9m0la;Ct-@rp5N)5PKaEr
zMjTU!zEg9nh}`6UyDKQDto0^SS$w&5-#p^yGns3P?PAs14ukgHX`SigJ5kIrKGBzY
z6+y)T0EKU24m{u^A>OOk1_7LG>L_LMG9sd`Y&CAYR0LH3RR3eVnUY`x=Za>Iftol5
zn&zKF*HIYuoC7!Rypadz%DXNxJ|@As=r}MNu8ZnYnTk!PiMs9j(QAStLW_c3IW64#
zKuX;|g<YO+MQ?iJ$cp@|<aE(`d+u@+TDcbP+Ls1P`$gORw(eDq?(~LRMzVJpNBHhu
zHclGd230I17lYNMnB;q94@PaqG1N?(2PKmYMjUsi*sFW0x0^PMgomW|ovbf-_y1zZ
zO4A*3$Sm=??NyY9R(}?)D3;NL@I%^`odv1lwlgZ9X{9_6#%8#(pnM;>S_{1h4@1B<
z3V!BJ_Yk2WAKEr~731D0yqQ;(3{C2*Tg!=AP`Lk{UZrz3+?=ygE8UPoQi&@7X#c{^
zOeqOm{Wva8m@XpOP9#tB>Qz}us22k_0fBwGIYkIhN_$Wj|5whGS4CZ4XkI%94XA++
zhS5^h2bEe3TR~kp6@nMckXbUkneH0{GyFxC;H%f|*`l{`#(6&)U+}+bHzW+pz%H<$
zx2T!bG3_#t5*>%JJWA7fks6BJYE61us@Ll}3}B}<udgI72d=){mefhIlmI}94{H;W
zhOci?d9HuFxz^D*un-v^H9pxI$*-=HwV1+SQ{sIq06e5FwvIH7-lbMr595|%`1ogt
zL@ti&e*ykZLi*Qn&vE}h=lGunidxyRur5{Qyh(n`6kc9+dC97Wj%yT3kSA>apn$0$
zab=r|TzPL$yr-F(dTK_e-}(XP#^7;NvT>!1%U)Y9K%I2so)_XP8$g)mq=`mAMo-7q
zjd<_MNL;=F_Y`k);vojf;7NOS6N}0YJhymI?<!bQIQhBZ-$9rukwv8##({*KvPzDm
zHjlP^AQl_&Z~K4csNer7;PI5Rw>Tf{;s?ZhRRT3mkn?(KTz?<c;Slg&$p2>Xbqqa~
z?(#~)A71x+b0@NaoO9S?M#jd$oDv`}AhZnNEczE0wCy$}WFBh!6NqN2#lujGQENoR
z%G#d6ZG}v?Uw5g#tofi9BV+Ntb-;qmX%BT+#4ewmm2Y7Ca3P9b?ss&@eM*QI8%XZU
zACecjZ!JCmgV(Zk8p5D_ac1n)aa!AsPTaON>1UPGo|&XLIJuV7uL#({YMXU|Aj4Tn
z*E=`0*lK$f%JE+o0>e25=>v<X*yfltQMApymuk7g9)}MM#}X0>)u>LNtcB@wwb%BJ
zlq}Bg1l3teEnygM26S9?z8L)<X^-4<0uWR|8uTxq)!bR%=O&WMN(}$3NDxe!PTbrj
zh>!QB5(&)|dh)&OnB&E)ZHA^-4qrKJ{phyf+08Y5!93CztMz=-IO~O!6sL3(b+>k^
zl&eEI0?ZKTz_NdhQTI<1-nIG<L7=1=xfnf>yzXcoJ&qeieO~6T_VIr)G?Z|=|4C<E
z23g41U_A?Z`%_MW4WXlr51qU9)Fy|TMw`*c1136$pc6`>!1(|Q0OYuY07=700F;QR
z4@h8>WTRu?YUU7up1y+?;8DHSDn*!kxxaO?H_7ppG3!QNVZbiYuJY-1oC9>WiYbYW
z-*&>bl>IimZ)7B2S=psNp33AcAEHe;g%>i(Qe?0QSQ+Q<WhT#rPCYi;7N6q-O#-0J
z)XH+%VA-Iwy-SWSSix!oy?2LZ$ObB3R`N_U!U{?vZl{mUx0mlOnLmYxbSb>iizOR^
z#Bb~mMSQN55pzt6NYRW~*vJ=34z^X{O3&%)5KPTS<c)@OAg@d7^sUDTmbAmy`6A-Z
z0ctyY5BZvs3EuC|b$+J0-ngSY^1XvEW~JQVY_VW2YrYo#S~q=YMT~|mS=+u+^}y2V
zH-8137JBbyjA`J9QV#|{RbY&|QO4vlOoSqnzma8pmw_7?O}?9~tl2PHV$)0AM_~JG
zI)%a#Wd5UL7@E+S5gO~k1(vL@%#!)^uL2Fp8k)8wvuEg<wm>G7nnqmpet}sR&re52
za}1$m8toc}(ln=EU`ewt6?x^S)h>zBCY&kfSpa(zk-3KJNP<X6@|(qW<lgj+SFfJ~
zpVV^#MMCE8(3v_=g}OJ$A)8q0&`BaHFq|n@U%Nh$#{BKX9a{O+&+J4{xF_O@>REbS
z;7A5>lb8?F^j2oXqawd`=OfLmbD+Pa>#I4{8!Pyv>N!w72$GI5@Ll!PLrxztT5FDL
z-*{74Rnm2L{ebWI9GETA`-G`QhP^lkTw<$yhaLThu0$M4=8S7po&zgI{*CS$XZUkx
zD$tb!lcjgu90aSiYyjTv77sSOLJz$#UG@I*up3W!I;frEeoHi5yf6R>L>Mn4X-4T!
z;m?C`=7N7+K${Amt5)>fwS`>*1}@`Ae^ml%2!UGw_0&Jbi&~Np7u(FBH;6q!6{r|Y
zRsMyg`ofaa$7_Fj#GC^kLGJ#4fy5q^#{OS`Gb6Q(EoNL*s%V)I9~-X?)q<&J3~U&b
zr13>YKTV<APEFQO;&ITeDbVXj=FTVbsaFU*@6k5SD^el?@Shg_N+44De;|#=Ye{?w
zt0(12fj)!*sgcvxEJ>1<P7{>C&1g~4AOH5?!~?pZff>c1?<NkGrs`Ky|B8q~E1`U$
z`DL*%ClkbDop~(|uIq~1s$rNYAK@Cc(SyoYE|^e#C_5u`yobAIdvgt>ruh#=0*P9*
z-RAc5aTAjc91(S2NR*mf`KVxbpu;oR)X(fFWAn?Wkkbv?Sk78bH3hx(la~I{7283R
zy+RcQtKntq;G*&q+DY4j{#cEa0$46Op<P1(9>Il>9Lw|2^N}(4%N}LgMmY&0of`3|
zr+hw2t`Xm?ZMnA^Df;Zu)u*C_uSM0q;Q*RIkq?DH!p%S(C2sS;VP`f*#Cpy|N6cH^
z!PAlX<$*pvo*iQ&tuL{<Nw&8PQ+^nGEL)YA=b0Fl*tR2fwcv7EnQ3FKB51kb<UHM3
z-%IK$Wiq_k&(nUA5mr8uz$_zED+~Cw%S@O%>)!V;`*MvdEI=^%k*I}`-%Ln;9TZ~Y
z<nw%|(eiSKZVqjVW17>|!PhE@YCBP#=~F(%q+S$plhpH56FoTnFW|=AW90rR5*(9F
zW_~qbv{Xx)!^~k!L<ID)6hCWdbRcKrf33<*LSQ$?@zsDbQI(Szs?lumkvE8HsATrk
zWP{JS2m`%g=TqOgtTpTHd{9s-EB<RpJXVgg{k~T&BB_ZF_VO!KqX;6H)RY);b*$!e
zsuml0qRSn4_Nc~PmX<w4PL}rel=#6>!r2QEukkzddR3}@UklpL0X3~AS=tJdpK?=E
zhK6&wUX|%}kH#wp^H;6fYm$%RGWkD1a#4qIHN(q@N)6Rs!GlDf9E?yK&-daxa@Ay}
z-aXK=jA1XIp2GxNH4W=2;<ol}OO*TSs=jsvU)C%urKf2_UyhevIw}F>XR2)!8aJ6S
zj8v7XLGdLAwFgA53zi*#UPK1Myv7yKFGW%8*ee3XH@T<9z+m-y0wvgAVL6))C0W>(
z?9wdaj&_|vNCp_*P@%_2A~X%jqho*!hHt{JRR$b9Ey&x#zeOWFXct&AOkg5GeG$>F
zabB7WyOtv@sZho!BvtqdD9L?e@F%z<=e?&WrBdu)e3{*Q`reTJ+^B82TaQMYI3zk*
z+fk3v(KzD4z1N5F`Kzi0tka$<lS05Sy4KcU{A^FR5Y_f>V*JN;q|cMnWTOX*bMUX|
ztte|xXURm3)4BJy^$P7F{+-{K=8|>B8{aHz&O)!H7i+`na?b&4KHj*rv@Lg`vT}ES
z?=r<tDD1CqE<66SxE9v6f)Jdqq<Do|aF-ypXzME0p{TYu>&!;E$h7u`1#6l4zU1%M
zq2mzC&aY(^NquOTDRJ>ih;fR>jw~Yd_RrTeKYg;+iTi{7bJPWB_S<&f|DF_N*TqEG
zn7aw=>m;dH83{K__!C9BZ8<;NkNl~w0{`Az|0z$~xIX!3Rr1MN*Q)Tyc=y0e5*KI!
ziLzmxid6A*W~D6u(4V4lke!wzXn-?zv_1#0onrO5(@WN;uGV|-)3DN5z%FMeHb(p$
z@Ww=)H9-{<ht_T`7quZ59v;E`>9jX><%|3VejwtU)nA`1);}m1&FJtSStpfV8p54m
zm<B4dj_WaDL$R@Y+&%LdlblU8VicK}N!`;C4g=ZC#P@7qzt46fA1_oDuzomw<Zcz}
zrie*SY&(!kG~Ein^6qqM+yD3b`iTl<vdRAJ`sr*J-^?67+@ZhLj*KvNyt1Qd_Z%Sl
zpnhT}3D@hrRZKxTycG3j-9)yCWqji-ty;0N{LAq^@^V?&)4JO~Kmp{d>AOb*!)NfN
z-_tSoP^acKb&FH)PVAyR!jmoQXnPGd`I{Z`EVeQtq!(L7_m09$E6dYf-g8c_Rtxo`
z{RuOA;5B;pC0m62e63%)o3JUyvfj<<{$cpuS>!o@WLRj{A3xJNiIirUX3bg@!j!xJ
zqS$$|zkPVkd;QpOIP!OblxWQ~Rhr}U;ri<MrkJT{gmJCL>0%~!t{u+bX)=u+Uo<1w
zi})iR{=<*|P6-4{Y@tQE*|N@?9L2ArY-@u9INk3!k=n--C4aG#G)VeDHja85tebSF
zhn3v>#{FoCLg5Th=?4{k;<zTwsL-EtoP!cU7lvx3ze#d4TMD5o=TmrieeyN}zWk}h
zix0GgC=5B0aCf{-C?*CP{>J?`fjq&z=dAhopNi<MZ6$omi6l4>6aTkJ3tAvTIOsE_
zh!RW~XbEe<>-XX|BP<z)UG!1|J`ovYCs<sArX^X#Zp>Y6eE&BwPOc-i-oLM3HTZ_o
z-_`#nBw9{0#;&b?U-WKo98oVYtY6!?S#u7U;cb9Q3^{@2KbSOOMIt-lGfFC+h8>K_
z6}6B|Qd1N}!Lt4%!>p5Jbb2LtSL$G3PXcMr0lNpBFxX_<=eClZ?%ee4DK)92bbO$J
zob3l_-XOi8i1#iulol_3YOL1dx2z+idO2(au9^Nj-(JPEQ2iW$Ik-JdNTNm@F=I=P
z@=0~ANJV@WH9WS(PI2M`VWkoeyamd4B(n7q#$7v{^5@4SZ!*jI&aond`eU6wsSUel
z3+aM>swXN%4xvR3V5oxAqVDb`C4e~K@6~*{Z2l4GKp<S)6bxu>w9eXPpO-Kd9&Fn8
zmz(A!+4^37)oK`*m**&CjjUxH^b4^lB{g`E?mI?ZkzJ*hUUo!f2+RMu(wOb+pQi4b
zZoPC1y#8E67HcZrUOK|;JQ@iUM?LnD6|Iav<%=L&w#8z2g}q@>+ntE@z^6;kmURdD
z+oYAX&{qcoox_-rnKIVePCqTY7`T>WwpDzIh}rN}@Yz&pUgNXTv89qc5^QUrdKIwG
zh!+5P97+1xdHPY&Q<SG_*%3$8E0`W5wy;;iz8S67l>O#Z<~Zjtkx!l%Jj3UJZVIH6
z_qd<4UBjX?iWusul}XR5@IhdHpLXrgvEwATJZcB#X?ox49AMO;=L{<)d$Pa(e8?|D
zSRm;geoxRIDms&yQ9I<6FH+02c^ch><>lBcRde1U<&Qgs7}-flB-y|aM{Ol`-6ac$
z>C+8MUIo3+Q*6GKB?rAV#N_YUly8Zi1ED^oFJqqbjJJN5Ha~@O%O}HFwdo^=jL8zA
zi#c6t#eVrJ2{};19Z3tKYc?_pl~#sM6_@a~0b)x!hP#sacxLMF8yeY(Ik!T|>6`E*
zGf0G@7<O-#I=3)B|IozMA}^BKvHg~+WJ5pNtU4GXfMjtWLCBS5KQgP6yG1l$HyfF{
zZ9?VxvJk4#1eaPDM;L6fz8G-C*`$SWL1Ny?MTa_iqf7{XdLP$H>cpOjV-+#=57#y|
zLyJAKR)#w2>pS}*Q12!@Lmh4>p_1=rHXI3Zp*@=G2HH~~$EfGKH^|FcOZ0~kFOUze
zolte}$vclPe%}5N>bg}lzU8YzJqtl(Iq#8__UooES{a<y5^s;Kl<Ckr8t@+_Z0ZLi
zcH|I}XN#(uMS1#)IqJn2L}Lxat@I94Rmi49$4QT^ey}@Tg0AC}eXU?sCW+E&T)}iD
zW^2*YS{Uy4Npc=`EI*vQbhhNQG^S_hOOfqwv-R$HsM<>1V?N}Q*Yr><7}F7~uk9ms
z^4M=UQ4aO|Q0|?raL20DHPhhd{gS-P^4ITL_1ETuFKq^m40Zl=GUlP~p}%&L(L^lH
z;|`%kQ_Q$#FGf9okCV&F;CtAmv#vB->^ZRQcG4q)d-RTbu*hhqUfW4Sh^H!eAw6rr
z<fb}@Sx$3&XzcNz?n+mY{H7dBXLpf$)t)=59R*#?t;gC!&vGWQk^U_4S2Q>zTkWJc
zJ*3Vo>)vv@C?ss#H|E5!d|qR|QoOA@<frau%~B@NY=wMWmxAqayDGAHJxy2<!?Gy<
z(Z0meZI3;nWoIO`a7@&V<DnRD=RJoidRKEuTZ908i6z1;-&Kc#%#Ctkrog!+aEFq3
zqKYO`wDl?T6P~1}qBTXtW`=Rs9N0Pt;y#XC(y<B+x+kD%`C9Ik%=SI|n@C?Z1!q7J
zcJLR=5E~gA1Yhr3;vF4SvwjT1UiQI8l%9COv-ap|TLE$H2Uvbv?=WT@sX~8fWm<H+
ztdV*1aE-bTbIycJdW=hW;Ek6=e>mUY9Ehguj?(MhFF2i0_QUjkQ##F$l6wfrRkhm0
z#63kT69z{a4eO$El{oKGZkW*^$AYlnLNtC~R7g9{V6oOPcp%Tj(Vc6DS0V4e>`G+n
z976zj8G(Su|Kcw1Y(NWR<a0jlOlaOCH4#iKeRw@Szb+EK)3tCyxT=#VtsT9<)A*FP
zHf@XG!kqdCI0gT?Iskl^GDv&$+$AXzp1KHT+J`DjI*BbPwYL619Yu9_E0$i8#{cMW
z%o2_ka!h*D9%x2os7ar&H+-$j>~E46Ne8{gNXhTY-!<!RDDe%!Fe?y7Qfyre!ql)?
z-I^K2yqwXYSFZ;ITr_~dd?a`xezcP#XW+ro*TOx5t;otAPJGlP0*kWaPu;y8qlK`!
zF8fLo(&A?Y`Z_B*Y_On1fiRs8ApiFs{X>bm?Rjd<@mIdoQ4iXf<$Tj0FGpxP$5snr
zN*B#UDyr-N7*TMMFJb4Ee;|2Ec}*a7yh*)S@oT7}94Gx4PjwElfOc?1z7*GhgL8RI
zw`-_=a}@@f)N5Fm_c@bWC^yGzjUrDrto}RqFTQbKI75%KQUkyS06&0iyw}czgdZAi
zF)$FR>F^DXA!Sq#nwE)#=C^C+82#QU$0QO9*=OS@`~vk%JG%~oC08S-LM@J+UbGD6
zIAsoDZrE1zzuA;}V=cax=ly*+epC3{u82+rMt;%hr@6*e>&}fd$J$BN^eC-&xbNmn
z{Yfvcb!!ole+B(O_iUbuJR&JEGy6#Y%#scm`%*?)v^?f4VuF+zj1`n_clD)xI&Pyj
ztz46!vtb1ty6y&h;(zxgd*pz6u47dkk5-<Eo%l0s)-*0RaqNZngWP0MjEBV0)SBP>
zQgv84f2Q*7v`a;rs*D>SZToudw~rxJ*u1o34N-q~JMof`M;R${n0+_Th(0D={%$AH
zD5vhnj_{4Xki_duV~I95)YQZ+j!K58(qxOG6Q<S=tR)ZH7;hsmC6$spf%?Kf!2246
zP-=jP2nb|qlip?6GXq*N(*9Q|UI86W%C*g>iA>r#!c^hV!DLdqy}2Geq@0?6fq|`J
zrdI700OB`&C&E<Yow%V@mroY9GJcix_JXON!$4)<T8u*p%3Ww6XS2;0>Jh~tpBNsS
zWvaMuC_6~M>RM8lyQVcuRxvw0HD(}SmG5UO94VDwT3uDQSsMB7S*ztU-OA{rvYm;g
zScxO9@sg6d>m?_9kdV;=lPBi@f$U%&B3AHiVrhAHkm+CoT)i%@=9<$Tc=xu|L$xKn
z>g*|d$z)8L>_9Ty@u~0K#PM|+UWI0>Phm%qcdud?IYI#f0z6547%(Qq9Q%kO1FISp
z^d!k-&c^jK=lujah+~>VP9RxURJ+a7FwdL9_k?*|Kuh<#r)wKp+%v9m>?ErB#wWAP
z`?5EReK_)-ceIC;@yb(=(m2}P-%hF;SUdQ@{{UKB$}e5Fx2mGpFrB&Y?*#GLxLNuR
zsUn0BOI&F2Rj;9GYTf6)@mT?RFUV72_zJq~bhpMzJ4A|CXBH)K*70p<RKr%!@$rIp
z!p(`_#ymP%SlfZ<@pXpslkn0Aa{GgvQ<Pd&a!$t2y4)k$!=zH4iZR1+!`AP7s{S-;
ztM8pw75x^|G_VWaoqnGZEA-9*o0s<#y{k$}BhCb^%6li!4U#(X9w&F5h>ltkrMUM5
z4YdjcC*g`o>Rv`|OH+|;-Fxuq2l+@LhM8lV--d~5EBWneRMvyi&dAK;`m6mI&b}d3
z+!ETv$wun+bybUBW=pYBoCn%Yniavwt1o(>MdhtfHGclZPI?wC3>K>B9c?k|Q2%O)
zW!&^bQNAI|2HX@=Zcvx!rY+>YBzasZW}xrR)FWpq_VDvNE_Kt&s<Fh*g~7Q&h6UYX
z0#I=gGZ-zi(bK4eYuxd;ErnCj^3g)}G@4jzv!i-zQ#TCV`D5-`Qjl4NA_<gTRp2Hw
zsm*Sb_y`#`z<~kC=<Opce2pS*liuT_h;RwOZx$tC*b`@?Rx$>?ah8_i+air$$-P6(
z*Z`r1+!(rhKH*<<J~n>ggD~UiwLl~yWt6g>#nh^<8RugOOJC!ah!$Y1i}Y02->6JW
z1FTs-4HvJ{m3oq%M?vLxS3f1>iv8BTR7b|uG22Emv;2#rq;1thyKhc<q;fITW{^Ez
z`2znR5Y&iGbmJNhw80vuRXMg_yZMle)Ja%+V(1?P01zA1NmHw_a=ELQQQURKhUKJ}
zfiWf|(9YTg7V%h&Wy}>JAWVoS3c5@_T1R7K#pjqj<9o!5hZ`8~{&9i-hZ3j2S2nr?
zBdefzK9D!t+eM=FuCWb^TOpCiNMr_1H+mtot!%4|=kE@5TAhY%nn3gzxH0K-^w;{0
z)xhw=5#s;Q11_Zn^|wD*ZG`3U@O_FmMbk$&G=r`9uqTrr0YXTKv7V^1pp1;URD#1F
zhT}MDr~jhNgRX?HqCY<}{*cKPr}Q6caHy&{N_EdfEr4)gj*$&dnl0wv#tSU67CEa|
zIz=5koQKK1RziW45dZ9l&i{4q6PiWt&dPMe-0mQtcinn}YJNJJBz}_u*Wo{SzdfJ*
zy|Rc2%>;26@m=fO*o{_<P_D%d0~Z(5=H~fPqo`*k>C@1+DvxgcGa&}>))pjgcU=fI
zN)9Y?f(_W2Lx0)@nkG*7UhyhLSh$#85udO)8W?4EdGVrv7SobjZ<6WsDf}lcPyZd~
zYX=j_{pcI^QU;JBPi6G{ZyB~U=#86&*;8tfp^;e&gP+HZzh0;#B=ZSW)JpHLm$4TE
z69P9&s-hn;_{pNmywy*~yZA&kPi>D2j|yjOX|8b#s0h~IfbQL4Y8s}lt47)u^rj6g
zj-obq1uZ(PoS?zmX>q=ARP>uTn^e=`V2m^$<*8i+gDHV`QX<;GXAjqnvrmnvrn&Te
z-LBs?dVV^l%L}T0+$EMcUw;>yl(nKgUz7<QQ!J!7b6A=%8pLq(wzbs@b6w_6_!MJ3
z{vcyp%lrig6+lc(*>;H%G~R2K>d-AP?DFI@N?X1QwW@s&Y7>Z>7_@S!cQCE34u*S-
z3ULkqJnz)IPa{a|ul>w42u1Lom3q0>r}U%0d2^<A?W6S;O)+=PFXo-p8i6YtS++f*
z%kz(@8X1m1wH11D3dgPBn2ZAr21+_SAq@LSdinYfIUadaMgnRz{l+n^a$O1^><uD_
zWqBd6LBYIXPwj(wN9~f?YI0XYo$8#UVe0WS9XCEBomjmyCoW#~y6S{YAzit|_V@)g
z=lvJaE8~sNbuj7S?%z+pn|h;FPQ8-Uxkin=S&p-f;<&Xsa?Uutz;)4BKLVKVJ)#yd
zMk#@&zc7?iqdYpOe=LLKQ5nesS2r&E-i^1vRa-`Xj3MsVUKUPqzup9gKSoJru)cOS
zx$Wi|Zh0yt8}D?*zUqy?Tffli!=7SWU$|8IcvK+u!}8)|si6hp?)}=gfmYS~gWC4<
z<+9?^^zYU^>VA@z{;KD!rH%0uXfYbmz?65(Xo;_Mr(<oKw4HV>Sc-Acxt{zQ-%`?b
zsxe0g5{9M^3JcExTiY>i3c1Hc#SqIC82l)~73cE7e#yXt%!OkAdVZ8UPkn#1jQ%gV
zvU=;IiCBsC?{7o>fAKGx-hWXb9immCu3LrSIOcV5<FmVFy~B(37YjGGI=WX`2zgb)
z?|%+3*zfVH-O()-tjnE1XKX!)H0gm9cqw3pb55zgCwBN`#^OSuxv0qkOpj2SVyefT
z#}ca$`JC&l8f6fxj=M6x>OOV6SbG6EOx9Vhp5mv)NtK6+DIN8E2y9;V1l9|w&;3gx
z+ZY>Z)RoKRXh_u=iYqSj(sSBH{YJXG4HgsWze-l#Z;VQon}4VE`}S9pK6ioVmNMSa
zh(qFM@WM!d=tuW_-CH%z(AQ*ac&}Y>+IFue(p>{LE`GhhF+BM+ycYq`J1Tgk48m_`
z%n9u9Ptu}q1=RD{3Z?J`&K?T3LmA|vFJg`8zir)p;bb>^$R68UcSq%p%0RW6>k&Dl
z44i>k?(^6^qKB-Xu5co)EE*aeO|?48T=mLYBM7cGMn$_Gy>ajagPh)QDG)gEIE+(T
zjlo&6FcTR>WEG#@&R=ggiw<!O6_}HIQ>pR^oW=t6TsV5$<MvFrDbYh}5h>`R<mYc&
zmiEs5#_$)_p$M;=Y3!;;NEhlTPC3yEQJ$qr3IRG@3$tQK8&R3UGf<;C0@V}gaSmpB
zSXs2~F|p1YO|_T(8loG+fnbC>!1<Ec%pk#QiD8FlVNN(z&?L4fhsUkyWdTc{m&Qyx
zcfh!>Qouh9@INWNqe2(wVR5C>e`@~9;P<OqT;*_zP-43%Be4NQ-f9UL9d|zIwuiT$
z^oVVB5-$9=zJUKUYV{)<olA>Ya>~^#O3<~X4Ef8rNBHI9VlrW}ovYLYKDXZ4Qo5iB
zf|}<|&{PHj{z$~FSV<Fq;=lY}03o^zei6&VEzL&q_m@I{@Bknhg-@n(XIj}nYk3=t
zcS?KOmbDA#n=(-X0Iq=lxQ$9~^2&2uf+$m?n)M#zkbJhXMK7nb16L(0om1;AV={Uy
z82n^-6$kIDm9cj~Ny!dBqkP3a1*v~PEamVgjtXSmpAYzZK;RK2MYRuE@YGIl=GCE?
z7Odb}-svJ3m|8i;<M2$g43u2aP}p8$Ewt(F^$i?G)i3bI&!5}rb3fuk^&eb&quX{Q
z>OnE=PU^ByhGx>*2|LR`s})6cMES+>sI;h~Yd$hE615xyv|lL#=ffQW5HgHx=D&#=
zL{36Q0<M!s+YS{-km{ge8mYlQ7*MUoAI_HShTr8IEY{?ZNqfM&VtdCkAu2@)x_n~Q
zS><loQwoVBt{<Iq*Bm!FL+rhgFSqlP#d07@Zy7MA)7qKfM?a9M$iuq#UGCWvgAp87
zOwQeXuNNT8&!D*pD9^U;ZQm%zXnxxm#A$oCC}>9(EvRL`G=z3BwZ%rKjmb2rgdjj0
z=Ph!hJjs$wUZDb<R$I}dZ`)K9M^vvz{J`8LRqm@l7VwEkAcPxq{I4Q7%h_(We-(jF
zwvFEbvbgg*DE1*3?0~1gK9(9;muwhSAU`bNmupH8t@v=phs=+vtUS~vdsW=_cjjHU
zj@91D6wsNmyLZ->sj`u}0>eQyR(ikBw=jFIQiy5RM}{RLz1PojZz$AW*~=s{&e{Qm
zkgAurlO77$o>KMI{v>Pv_&h~IE%}-DfyM4azPw4bxJ8sdoh!HqYoA0WS%2~;0#&*N
z*~0w^mFBxDcJXUjt)ru`6vUNwqy+t*v`~8NicQ}>KX+&O>attqn1__3JL%rI8%A>4
zgR2WZh%)`~`Bm~_7bJ>5c0N+%BoO$vEkY4M{qa7&vxs`|j9JwO`MNaAYz`=y`EQn7
zhf*Wz*vLt``E7`ko_faM!Y)hQJAL(D_q+!`TOU{D*BgjWDdg_HP_!N!RNo^D5tO}t
zTB<Yln_Wug4$AX+S-0diTySVoBYk{JgLL%xplWb(&e+`P%7f$(sVqp~^B>>g&vfj%
z6*JwqwTfemRT$D1_G9!tT(wHe@=Vm{DBswm79K19G|a+4yXl@U^y^E|UbQg|$;TSY
z=_(H~G=(wQNguKJ<UPezJEFg<+H@8<*BTvhW@{eH7nZBy5>y@1tD448QKn+vF(D26
zs*2|B{t|<OIqk`9EVdI}YZ(W7x7A9LU!FkW?lRg=`WnVxi-HXtKUpBg<Fud<aG$z)
zup3XY`PrPKLLtjuZ90ez-5(2X-KVgjQ~RSq#cOcI@WqnVb`1|<Og{Mi-$~py%F3P9
z`p1&*)MF)Ez70fbLZ@h)z(+&jA8khSv}3L(q4gX9qZxn#7|a1Eqx28sY?1{|HiYTN
z-}DWwU&at&f#sqWy%O&#)iFV>{Gv}y6hB<$&w=!M$we<Phz+1&8GV8C;BgQvcAb7O
znExULJ%#nHeD))8>?quk=&FWogOSzqDD=1C&%P5bC*7q5qf*Ses@Q=Q!|yf1_9i^v
z7g~I>wv2Kuut#sN7S?*@PTIxmR_*0=o&&FHAFlcJGf%m^4Rskqa&x)X>XV=TRJa$R
zb9-*;kktmgZ`_F0Kh~$2()B;ofnB)4M!!>J>ksBLotCmBY&J{ZK2UFMuJjdQf?y83
zU*6ewLDW2#i?1tnG&u+EJx%buHF^#dZ=pl%YgOi5>uG*Uu>wW~8H~^R6UxGP6$1?w
zmG2q#@%UFe4@GFOo&(UhsI!qO|G2_|70>z7h<%yq5SP=aDg`_U1e<+k*R<$gt@e1b
zeAa}c;$-NZzrf*_p7NfsJr<wRn^z|@Vs|C%e#PV|9`6}>F1C>SXP*|zr7egn^mulc
z&&-Zb9$7O;Jv&9Z44R$;H?i+FvB77VbveyPf%VtcJ(9<*Yxa(ZtE+O)#BAh#nP_AP
zOw6_QAG6NM__<DXN1j$^rCG<0^iZ7xsI29ZdhaFw84vDUBaL6W{@N_1Y9nKrzqpSw
zg-15Sh)+Xt>VEp~cb`~%2Q}c7$mEe@)1;s4LW<QSipvgnRB~1oe_9|<!8ZC|Vt(vB
z+Vzl!YY}Qed!8-R!;w=OzhfgtZOFf$>4#)@90;BRm9M6CPOa;)52v#&e$``=$B#nx
z6f9hPKW`cNvr<oW96aL)@n4$@m^&=((wb|wsO<JYvckbH1+#Lh<9(o}Fu!rEKh@Og
zy@0yz*~8N7CjQc?9k2bm=7zj$hR*>>o}bl~iUa<z{FUF_>&6dG=W55nZ#Ji``=)eC
zZO?(FbhvZoXgd9I44V5KIN-iC3AwIiTC2$8H*i6Amufb-_(?e!<sv+N4&;`o%}y6T
zsVy;V{Z(a?<e|~dw}DQ|^6LXpCw5(X{klN$@F%4H9B8)`BwHI-JiArle^%5ZxnX&n
zs<3quyR-ua(oXG8&(vG@IBk)h1Lr^_=$#KZMS1i(>Nl+<*>7IG^KgoD38&zp_)EKT
z#pKn#!_l(?`*UCjuK#Ts^vs^w)tZt;b^GE>9!@2H+VMIEf)ji0f$xxC7wA3t<$lxy
zdT)_0x%VB1kIT@PR-8eMnhubt!E%Sp(T8K~#*2l<X&agoVO`VTSp}!>kL7$$mvkcv
z#Nn;_!qq>H2aLO*nOSG-l|!+3TZBnt89DSzRMxzwNzU@;z?Evu!vjo)+u5G*kj19!
zO6M6mQD5uip^wXHyfX^^j%K3uAj`7ltYeoEp%HTXSGmO5fdaVue!sQWyU#M}9dQ2d
zHw`jJRg#6fTy#;VICX~1eO1YN&gLq6lS<Rxs_LZMoplaKAI^SPQ_=2nOft+8o45ZU
zTd~XDTiuiu*}5x{?fdDMfG<wU+sgEbQCfB>Q%L&QIiST4%S{?&0yD#`@As(k50dlt
z^;;-cY@GCmBz|t&=^abXNei3<Z*(GeNVrcmjISH4+{uB=b#{Io7Jj;O5TCpwmU)yc
zHFSNm9YEqB;iGH*4}Gmb>E>@B59b|Fhlo0D9Wk_NxFbP<3k6k2zn#hY2jNd@k|49h
zAXH>4*j9n&lR&Gztm*Ug^is08Xe7%5tln}hcc(5i8}!uH_qP1_yQ@u(6D*NQ*M>zU
z+fn$Avl+K=k23JtLJnmRJ5ihKH^<b@5`r2lnU;EKQJANW79VRju1Qp2s~*V5X~rbm
z99S`VW)&Zz=Ytmj(ty8d{*&PG&IAy_Cv+1Tw4#flj4n@>EiAz{K@C#4J+HgT<D)Q$
zcPuP1k6tATLg~8Ln%MOclr0HATDnFQI_nHeNqSY!HHHF8cs2qxMPDwcfxT}HBuh#{
z$e8~U8liuiE(BS)Q1A(jE8wn-kj4i7);7W{wevvf?kEKT1a?gehH6k9b6x4u4=?=G
zy&T7z;9h(XyjQ(oVCR2HvtVo&aF<UoMypk;^GGm2NOxG~ibm>vj~{FR(Z6D5t*mSE
z{j)m(DbKW{&jHf5Byo)P$=qUW;Nw-vLfW)zbC|^UI?Dr~69SAG)TNTG48K)rF-q&&
zre6=^8gi0DB7&w!Ms5+ba~X2J&YQ2I#A8z;d<8@TfOU$KUa?7gLgtpC@Mi{yG7YNv
z*8GW3rdmw0O8jC~Hp<wX{`7G^E>WTlp+-AAc&h5!JD8TCv+5$<7h!Z~w3x(T486vK
zQTIzYI3vn4=ub$p9QVuM8aRwAw=L`Pi7&NWklB%%A4be)-7EnE*m=K-g9d#PK!v0U
zAfjU6P(XR$g^E+4_{loj9&YUK*=0@&2xErRzG$WvXH7j&Jk-&%tP?O~o8g#ha~j7k
zk3KU9>*iSTVe&7~n!WDr5u>MNuTc~zKZx0c9L9Ti>}_zyBaLEnWTrHV5b;T|>7xbv
zRRdL+<VMyPihH8EgBEJZMa3!5sq2bdU(YfH+m>Ybqom~2i*+gzjTdC(_d0Oqu06WR
z%)5Mz0Ug`S;Lpz-0Df&p0%3m&en(DHf{(@M<Y<rfqh%xggGAsqUj`2E8C8YaVbjRe
zu6oD?rJcw|(2U9Bre|^L((UP$<`)iK!5*h8OtY&*nOUZTwV;(75-D@ICpnulYWvH%
ze|HsPgy>G|lG?G6>j*WjsY5kYP44Q<*{|^`?(mlqp93_7_uiI-NF-|OyIaTX=B1VS
zdm*a_H#X8I4Z4;(#JNpepSZSl2>I+vZuHjni!aYT?q8o7Rzv#pO6^HF?RAXjwxHqL
z`5*4oy}Q{}9+_`S6YHKk5tnJ=*3qrN%&;J%P}KIYqLBh!ri4fNLqG)nJoxoQS~Nlu
zBh4wyF%xqkU52ZEyZ$59Byc-Mwa9rVbaMtJnaRhJwQidrRbc0N924cCt8fy|kL!Wh
z?Av5<GTI#>!;|T&BTDw8Og^hPy0JbVZ<viygSYZer$S!%Do?+y;D*Ahs_U@Xt-l`l
zL0Ko34eezWq9>mFQa25v4;QZ5D&|NpU}vdz)cJ$lPt`Nc(ME$Ir`#H3f5x!SO3%!;
z)04b?%Coc6_43nb-OoI=4TaO@Ujt;5ruSX>O^1@a(x*=2T7?SyB1hR%9tIu?eJ`jr
znX=Pm9}@X4jl#MMlBq*Zgq4cYcxtnCjkeFYKVw{Eq~h*$I;PoMcgwgf#g=S%`%DR7
zbA)sabY_pfHksacag>nVGp*MuUr1Qu9(FBCg1(pt-=x48wbd;7FFti=O?k&*nV5SZ
zx}&gGa9f$|Rzd81_|tT=tYS;caHFUo9m*f7QSJA~L`5}tz7Y)~>YC}lF<4j+LfE70
zC>tp-q0}+o`**o}9mW#sUa>olL+h$N%Ze*=k9}l8BN%&arf>4Eur;r&Wht$Y6~2n#
zGxlo6J)17Cmp3EsE${nVoT!T@PWq5Nm;}G+iD<oSJ-qe?nm&N7$cW!zqIEkl1h@2;
z#YRDF>u)$OBKeekgATOpC*awf?RfaUJSy*MFWi=;J8}Y6ewn_Q?eLB=Ue!nhPhd}M
zv$V@m#x!1-Y?Np4;;(j;EL}WZvB%ju+GOZ-jQqGu&>vbd_U+L?-mgABDl7Y6$nCL2
zQ|lUKUiO~Y?=DFxldK$t#}adf<u}x?l#2iV2zw8xrna?RIPPsjv7v&Bf^MZZm5xAE
zqy-5bq$@4-NblfAigYD}NC}7#LTHhe&=IL2KqvvE_ZE5yop_h~ob!$IfBzlh&M{ak
zA#={vlC|FXK4k)t14&^YouX0H$%7LdHCZGC24Ebg7yQm0sRbF!4qWxw;<lys3&Zwu
zk5Z&&H%!)Yyqb}hiiUl?eZ#L0^*ZEcs*_SmYuop@$2t85;Drw=H+!{6csZp^N^N?3
zz4k$VW!WZ-edD5kjr5qZE9%^FijgcZ@~LQ1)-M^KiD`R0K~_#NyZ-Ifn$DPPLgCz)
z)!0kda#z3BS(FY1Rq5Zh`*6zG*g8s1L?a`PN{lc{wZjSF^Z)|FZC#CXs}CywDlVXP
z8VIY=VYLH=<x@4#Y~8{oV7NCW`kYYZrgcc?*+Rh39yO3d>sdsJ!19{sY_2YXA`!^V
zM7uiIhA{v06F)^x#UuS?aw?DKsOp${^;U80YEXV{_#^85A+}j|_dq&Nzap251VI1z
zLbJ>;(4<bOxsQ2WJ+`RxMjQ*?GV8ufyRQ?cN|?zb(Gww%JX4Mf=C&W^+r*{%%2v{3
zKCM*WN}X{NH5ZJjb38(N6iwc$o^fLeCe#r8KCQ?Z7PK3r4!j=TNz3vxnCY9ps8A#}
z=%KQMC*`$EM{Q0K0y6pMEB<bewb)^1bcJhvpHY5PSpRLVbtjJW{&U#TMJjCmeriLa
zQh?ec{lFlt6*=|5Hwk9l=|kWLeoAlV?tk`7ar9G??g+HF-D2B0Up_CsAO6Vibc@tZ
zSjlI%JMUpbzMocPMU6kZU9A5`tGhqso4l$LYi0O1`$cTdJpG^A*NZ4L1stuz`R&Y;
zGxNnJDX*;lJaAY6Zp@&wHIR5*tTXwyhJ-Ctx+CX@u==*DHPYd<-;>H6)Rl5#&Z1td
z4~!#E;547afati0=P7`bRhq$@HIqzvx%)?X;8}_5yvKcd9+Mpu@-mUqH~@6zI5^Ta
z<m?h7EqUfN<~mnc(Rf8Z=-)5`phT&jNmk{}7qs@`{k;$Ww{o%&`+T#f9~o2TYv7Wn
zUl@Q9C*JGi5j^dA7a2P_{lx0uAq0p7O-Z%tHKUQq&EG9gmW4h2U%kP#N{MMG?b%U9
zgXr~~Y0v7T3*6t{1$UtY5gQA-ClYC;s{);+8y!5T(9rEi|89Je@Skp&j2|<7XFe%&
z`Q(hm;D2>}f={yRb5qSmk<(WK`*p2=9j>zI7h%IRAeZ*#w_@v`A_7gF-?JFcxh4WZ
zLgE|mBV@49^!W$b16D6+gbIra`O{A7pD>WLEq_Yo)jaNsHy;#!JR;}@n<O!_eC)ZK
z0DbmCK2+@;@A-Fs3A{dFQ5Y`yqkN=DYW#-8f*qZv2>lwvE5GF(^i*uKC^dz(UvHKD
zEp`>(<M+V%hlFRISbUxiJ*ybi+T`M;o!dAZZ(0%pv*`~lLzi@@9!~}365`s+92TW=
zbfWnb1EVFBQnSY!>P?D`)r+B-a1mS#@I%~T4!#Sz{4b^4v%50elFMRF&-eMd38<1^
zpa@CwsV$2={V;u(`0Yhq9M`$G30VgZiU${PcDJmPwQH-qL_6isJRgpRACq-LbKRGP
zaK_5*z}-@ZO<L}v2lnD<hoA9K>GI-!YKcfj4KysuqBm69lxmLA^Q%*UPHh$#x<R4Z
z0oFXJ$*ZmoHy<T>W@5eafM*!?W~J`o^R&NEUGtr#S-YKq+=Aa+U$m*y`I&gbyMk3o
z>ba`YcmG^?_F(f9f7T`<nuWNKHrgi8rpzy@iP5i7goNHga_?w`xB~iMBlsx?@#z)k
zX$6h12W?Z{@X2fHq-CFwPl-dJ#*szX=Ls~@wx%JhoH)r~?TtU|>uAo<3*=(W(2$oc
zfgJ_1CXC+U?-^^mu>|1*;{j69&&J`-pKr~IT*%rqw7@wHuO|_hBi4Dd@Js9c>1(DV
zeN=npz*m9Ln+(U^YO1rd)u>SqVkvRc4uTaO7o0}P)gmeurVG1^-iINr;ntk}*i#+9
zK%yfvWA;RY$8H5K(u9KwQH9U>Y0!XvtlI-xn})E{eBn#y7nfU80LBUEbazbil?M~i
zD<=1X7w?fL9EWhstZH{u)tKr|_~lk-B8A2kEc%CPMm1ngN*KHCSu7hjBOKeq=q%4Z
z;K!(`yy|g~?^(4!&v`McLUkp@bMuDr0c-Q<Kv=-z-gi=gEdiDvxb)Qu1o#62q?5Wc
z<S+N!@^yX>EmPUfb3e{JaF@2GL~}ms6*D!^Nsfs{d$=C;W)B^tWw$I-Oj7U5DNVJg
zg{1HIT}5?sB<@CgoGYz~;jjIXC=n|7OeCYef|}Q#E)GE;ws;U>rsjh}y@BKJy`MnG
zHK~PVHw%lhYEngy*4=sSO~4poQ=VtVS<^ijl`YC%n!XncJn!H$MvFe@xHXn38#|A!
zn_AJHm8xp{6b^k=s}~n6g<PX`RQDyCqY%$1RJ<e*=Ps>c-7LJWbM-6nXdBWjT1oDm
z18&y9uP{1>T|@M~;5%KYA?VN7TtZ<dO8<BZF=TSoeL$XOnn^RQ+FrlvXf=s?MbWLb
z8I4WJF)Phq7IuETUW4WlVuTQm)%&B=WmyticZ|FSu{Xz>#4|fX%vA@Hu}73=mOEh2
zEDUZbk(FdQieZx$Ns1ze$<u00qv^{J<H>_Q^1}{0cJ=yk$-COMbpcc(EZZ>@Q;7OL
zWMa9ietIY?^FS{JP}jt^qzG4qbLPr3!5!S(xXwG+_styYyhkw3_`RHfiqzR-2%$az
zi5ZgR!?q#cU!EM3FYV}5P%u%cgcj$Vu`}IJU-3xN4`N>SDcLI&rNZ1+*FC|OM;clp
zwFAA&(*suv+8Ggd@-&L&ZpCupTm<K1i!zkik2(&~_ET`-Oa?bnUCDK{I?be(j~wu#
zq6In}EKhNCS+O-4Q>!b>E7`w~fy=Y>6247#$Xswwz-@_d!QyeAGrJVhXLN&~8;4_M
zt$z)5Kh8y77^iA6ggkd;8Taf(SLIaH!Ejr3?d_I$WWyqYy>Q%(brZH);)Z`_Zd9J;
zrti1!BZkePCi>)(Qc=d#{5&vspnlJ+Dc=~NGfKJ7T$uEgX6?a8q1n4Ac^UUqIA)eR
zd5G0yZW;`Mx#w>Yc}(|tmt=1h`T-O>>hy;}q(y8V>F?G&8|-cNi<#D@3a4L@{7#$O
z9$w*(`JD27PQ<n<<$h`lw~|%?bLy-~+l3BW!*;jpBPSe-+1HhxnqK%wx_d_S9^v#`
z+Z@tGjSLY_y@DS+g3;eV(cgx-R&@(bN~kgyNkkVV-aJikbc+6V4p1RKZX?#t7AqKz
zaCZ%!oQ!^S-J~e-)|>omPeFe=7OHvjlTS*&j{epv#zjz?0KxwhlxyW*c8m^BYrF>4
zy4@cA?n3e72L3_i@88dCdky{j$pd2k1@cKQMdr4YBv8l5(q`G9li2rp1xrNVvNGiP
z&)Qlgm}Ok~GsUvmgJsvJtaA?7c3hFQW1;gs#eS?>iu}<Si}<+ae|r1Z`aG`ac`)vI
znYk16VzLIZW_Dei>?T(O0zB%hf=yCrPeJFEq!-e@>t5vw2k!CWn9@QX-XEGKMXtM9
zU%$QkeqNO;8aAi<|LqiXMn}18&Er+4{wMWk&NCZz!3(bSz8~FZc~vd6oWwNW0W1cR
zu#mNUPO>-`B%fcAd-_4YzE=DJ4Kv%m%AdohKAWR_mKlK5{)<}voBH51>2dcnsTrc>
z?T`uT)wqN^Nvcq7(-5NHy%_r`SGO1GaZW5ZmwKEsZ`hJ6_FxMgPhS4LZ`^#O98BVl
zN^ln<WLl~kBEt7~BCThxA0jCRgQ#;SBtDKlJ%_`Y()8|WuYOI<;CNN-DfS)MqW*H}
z*C~Wuet!Pn7g;oQS}Mn`@~a^nZVuP~bHq&F74AM0eD}}me=S%L0Z}=as@GbA#Y<Pl
zaTkr3pPg*e4%k^&ZUnmfcg<6iP(Y;Wc#aDd+=Z2{R+1KNM&5vHn^3-^ZTjz47`%US
z3W~nIZ)ju2_DqIyBd)TB8ScvY{O-{5(-WZJ2TUie5`SODu=SIls=U<%$#A&Y<P=g8
ztV>YZ>|M|_8SvQRVwlP?@{Kb(L+qjcAKxcbKXC5ut?;VM#R*sAR$<6d{)e*!><z^|
z<70IQ5+j*7Hs=>MR8Am9#+2Q_iS)*k#h3cghBn%cKW5XG^K6_3wZ}LbB@>^rKmC26
zf4ptH%=Eqfg%GJ3ijED(nPRlB$sySo)&}Hju}C3NmEy70(p8#rpo-Ha9Ke~N3>y!W
z<CYh+(1xB`rqB-JMTk^drWd3?d9=x|H!y-7DIU>_Szfk#K9nBm!0zvxIy4}fGlCJE
zcVj~eWI~PfB7cD_%VK<^j%dSW>!!?Xm6(nItUeT+H|QVhm*^JOR)TEnb&SvB6I4Sv
zFJ1$#`{f~(lat8byLr-j{^Uf$Cn@1>6J|jAZE3+W{MIbhnlDFDT6H^;HaON(u3%c1
zo%iI`kk*?1oJkZ%#A<U#^`?dgVeF>wHJW}7t_LfFWIuXn81#LY^+=>4IjAm&c3u43
zD6Y%oBc*B88MtE)zfu@nWM$oX6hGR`M`1W)1uKfe#@sX}YV7Ay9Y%hjLq!HEPy#Kh
zbQ!AqMYdiG#-WD`ZeVb;$xkMz!P9=+o+zo~T43acSRDkYg(&^;#@}JXeMz3LzQ<2^
zWn|RRH8GMvqU$`^49mTyU0LCSGtvnvtDwxiaC3Ggj63e?8zHU6jDs#VOUf1y1mYiU
z+$$^AO!&s(%0fL62GQV(D3uRkZQv5QtHYd-rZ(|9<+`2KgXjp!Xu(7xMtcfdk_pk{
z=~iL_GV3Qwhgq-4#xI7~DGb<wVI~GaP;u+*<L39{L!%u!vGR8`6zq0_8uXboOa`zX
z;?+5W4OjNuz{@b<mo7W<mf^&g+cb}D=NkibPh{*TA3d-15_^HU9eKp_!_aMOa;7b7
zSMs9K^kzwrj<NRCF?3Eib(O#Q&b8P3mT|#9x90oa$g#(&rw_(-NZ}lOJ3_;kbl&fj
zfx~xY2tz!7*a`6WFB#+#=E_k*vPV}M@c}Y1wJ?Mc#!zlpcHcvK{N>6rSJUGX>~d+8
znyLJGtAa(|I=oIqjstPm4N>5x9mtL#HG6QyWOv7q1M_Fy+78tTG}AuB=<Lx;?L3~^
zx38UitfX%ajFiP|!}A;q&161reKh6nM_3!b1`?hTrLPko{&<=F9eP8{O5&aQ3GOjg
zb~uxlr48*p@=neD(7kZ|cq7j^uea&mJpd7f=Kc#*Y{rwDsiT>PUHlfHXTKl6|CdQt
zN@>kFjN%fq)y?edu@Dg3vRoHdkZP7!XlhDwo^;ZP2XBd%Ic2OXB~n+!_{C|;S*zJJ
zFjk=>-LNUV(qVN^y#PHrLKSjyFhHz8FPf7$QeGZPP2YL`2rYE0fIkRtnrj!JfiHaE
zS-LNX>mtOx)XKsEd5d(f#_LO@%J_toV><~S(LMa_qoVW%xoULW&*Le3BSH;!uy7rl
z9M5R+q%3a*3tBUVy>e(QYW^f0^X~;t`uT~XA@+K;I6fO4AK9cM4U`C3jMCn+yzQAd
z!imXR7P}w^k>k;lDP}xj*OSWC{W|H0>k5z5(qbq_p-0jeZ&(8sWQJ*um9hTE)ao*t
zaCu~np)@2vg+4N`-<M04{{=GWnyOr5S83v}AW?{dHT_TWaQX*Xm8Gwd?J<|^h}yB(
zoK!7I<C1cCt`d)dn--PClGHm}Un0}7YkkKsu&AK(c8$7!sf`CfOfJl8ZayPaSu7p%
z@^1TFTbpCcN7HA{HVTfJr?c3|_Xq}mp6W_1t^nwYYU&sMbc`;ldsFfBv7hfJB9eYt
z>9qNC@})|6aqL`EZF-O?L#cT#+t;-Re!$j3-CfLm=v7dz5b6AO;VmOW>>yAPKj-08
z+b%U#r_So$yQZCGp#~eR2s2pNa12Y@hL~H9yb+YCo20S@`o*TdfNLJ!>I1JCt)dit
zCGSh3m;-ue=Xd<e6l?3fR|5j$204)GSf3^;;~EeYdO9{N*S)s`lQ*ufXpDwfxRG<G
zT1E|<P<<PLHInxf=?xBDhapmzmZwnj!s3v%U!YXfwrKApz61hhs8-|x(2zjgDr{%$
zCfyu)P<u6$c6E!`emLV8NU>eHc#D`Q<JM6k=qx24wk>6@{%VUEKtR1=)M~fYqr>QG
z?(}+;Zf;OR%AR7$_N{?!BehML(@4%E<Z+a+NJx+<_UAKSZ6%S$az;oCXVuoSkT7h&
z%4l;>$B}Y}Qy&+rF1%y7@mzUq{MJa*oLIpW09PeH(unn7OM^s$&t`&YpO0hS?E1^6
zUs&1-T#d*90JohUMst(=<tZP=g+H|b4C_1WC#Jcw5IlxCV%C|K)A|J(qa9&_%_B96
z9WGVPbWfN)L_s+K=xy<4=8jKuyxH1CGkm1Vf%{&A?uwT&!;-liua!Wo1bzaKz<nY;
zoPTd&cHqsxiJCk_ZrBzdicZ5SyBtKKKW(3BJU|4k=>^RR$a7KIcMI*0vcc5NL!Jq5
z@trrnTeOz3HQR!VSAje7762(7e3EM{kKO$R`cUu-B+a=K38>y9fR|E0)I{D>pI8U{
zphTvF07eIZ&EZ&rc1)WA9M3u(kc{yV{1pQ0fNjll?u7jUf&Y0$0}l5b<4kyv&28tp
zqj0?=9?n%u)L=S0H-J!H@M2(&DL@T7@l(Vx;JS7yA7iL&$8*G^>0=%6B(OP+<>?sh
zmgBUFgUpi*N_ksa&*X3uBQ;&wL>*^&yox`XX^EioR_9fcj~(l1Nxwi$)q!iD$-z<t
zkxSvg;T^nelD{(bfgyB8(|n&rzOcMb$9#8)a;&7Xk(f&~@Ccd{m*)!#^@tnY7y@$L
zy@qKqLDy%yP&?u@I~feP({8|JuN$=^KT<wmVCtOBupYQ=pN^3t1yXfH4hk68`oUiH
zSO=F&Elx(@Tdw9^E&NU%(WqA7tQ`}o{ABdkrXhk68y3k&1!3u0UUS5_9dUV~xb@_8
zuX%>v`W~`*`EYBX)VE51a`dm?-wY-G0a-3%huG`A=4r1i_u130P1h;ttnP_MHV+@2
zD?b2d?AjTvpMrP3t+^pGh~xdt10bn=<26~MJ(MGvU!ajCd7cLPlOThJAyYQ9S^eWn
zWz>oElE~rb1f0UL-9#Ut2&mT!derFEwXwp-{i$L@_&oiIImeIHXY|NAYa`u(LmoC`
z;uMDMxC4@IWfWaE>aoIIOiziDneJaVAA903cW+xh+;}-I$^t;=+0QMtJ74Ln0KRed
z7qA)B9F(uCwhS~glCdpr_AtzAO-ebUKy)|e93u_9o+9nBy>xJ1Jb$TotK)Rh(Zv$P
zd0M00Lo*i_THW8eTLk&ACPRHIRoF=g?>B!C2*51A{f^Rrax(w&@6{im3z3{&_FoGq
zX&R(W1`(eTtReXCblYirU9?HoL=l^a@2la%&rg5X|6T6L->J*M(%cJ$0X{BNTKoMP
z;`4doa0Qd{Ot;(-{mkd+vk+sQ;KAFQu1|?JNxYqpk`tz~QLuGhz_j`#3(*?Gq{P=I
z<R+MX_%)<L;@j>Y|LPY62whSwnRw2UNN*$$xF4P@2Al_-=)V2Hm+&HV5Rx3-<3B>_
zoabdV<%*&rQd6@w$MrS;;QdeQ^UsA{wM@-glfNOQ%hl`@C%^p9N588uy=tQ<$j$ng
z=(@RJ?*JLPwr}r#r!Rk(6TCH$GJalM2N~(wBKIl!guRnub(37x$Bm!wKv&-pK<_Vn
z{8!C?mVb1``YxY*F#fzvV4EQHS^4Wop0n{s4GC5jfaCqU09qB$A6+3>K}89G?v_fE
zeJ+$Vtt7Ua(;LWy^ok=DsuX;Su>GKoRcGiC*SYo59$m}iJln)Q!~A8;_v7FbAO3%?
z4(P-a7G>y6ei>mF<Yc_qM{7wl|Aam0WrR`reh%ehb|a&<F~tX0D+QE>I;SS*E~7-2
z<UZ9v`#VQ%rl5dcziCorRljD|K80_y;m6Ougw0)1*D`kGniYzRxB215_4n$X+Dk<y
z!S~V{AFI56Y8<a}<=tb^g+EWQe3*O5^z(AfMNC+D&X~eb&zDK%8b}(=T$_8O{iain
zLB;Q&9j9-0H%0E$9TDYX{{cOk8Pz=Fk|)!VUy{9jFIMB{pbp?AM1OM|HfJ+`kASSZ
zs2j_ZGpa+3eLR&e#t5VH580%qj}-7x(~lryTl@EujH>6hq$@<(MEz1XJA0jmM<G+Q
zMD48Ppv-8lO|e<6vamt@qat+lU$;v}qT@k@4Hn<o4Nm;_t`4Ops<ddB{e8Xu$yI_V
zIyUyxSNqB`#XIuNW$p(gK}G+u?{0oqe}M`p4tDjdI|X_J;zqjuJ;cU&`a&#HppdhN
zO&EdcO_(MUD*U&Cy5>>BQkkubvLXdEt@#XVDV;U_%$e{$^da<WcRouRKDUjAJvwiS
z>U>GS;K$9%Rs_h2;IEY;!P0upT*AdZQnM6z7Ewdtf-$uB9x2l<vA<`529fOzl5m65
zqsTZ?e|bX5Xi4JCFinR?AWcvBWl8R^55np5e$vUCpU?pP@Pzui6Q!B=Pkn4)S9}XG
zW>v8)0*ty7iVb~MW@xrU7xDRen!RGfd06xaU#;Foz!f=;z*wl9s_CV#uZ~fsS`c4G
zfn9b}{vj`UNbf-C)6dc#@AHb$){y4fJeN~@tM(Q*x7uQTT&LqI@hH1W>m7`tR#7S5
z4Sem(EPdJU0(iO31P2utS4&anMl7w&rTzlVD(93>v*+rfYtzrM>OOfs79YN0oEEsI
z3p_k4k@gyWC1C+32i((GyN25rvM_)f^xCV!bd8Q)O1*P;jW7?f7guS-nqr;ZOWAiv
zNe<v<_ze&~u7K<-Vc0ZI-eiBKqi`$(Z$3(DD`=mePBy)0s+Jq?0~hRb8!j@lL?xr!
zd-8Y&Xxbhe%{<(#BtO7gXJ4Sb)r!qX0`(WuUG|$Ni`uT*o{DeL3SQRZCN&6W5=dc0
zHUFA#FNPw#98>R%vW0jf3|sb`qrA+dhXOmA!TP>SoW(-w&vXaG1HfwU#}Vm6l*!N$
z;|H5Hgj(Co3fm@9PJXB1;?<SJ+o!(oJQ>l@?8{Cxug2++h6$BD?jNR=yTyhd5Ta{P
zvKt#PgnU)hCHG<tj}0_uaCxQyU~AJ2=iwYkmA+5^L~{&mE#u`S8})B@NP9(FuUOTh
zDGmXRUS2n2)GAj3@e*w0Gs4*zK|*rWwsIU|s(1I1&3r64S5Tf(&Rx&rWvt!DUzo?A
zAbQl<kzeiyv9pr}V~t9;C{l-pc-*{$In>l%r4QZdH?si)ki27Wo6S-0WZ$J)uIlv4
z)vS2q=R!&XGqLIcMww1q+~b~aF{UNga?|{aXDD0x!afE@g_+uh?ToO}wFkdI>LsbP
zSr2}iZ&K<@NuIZdgmx&wuSAbR%}mGjxYU=e1VA9T{F$~2QMYKA$IXja#2HE4h2-U%
zXeF)o<_j-h*GXSgeC7cHm88A~#zV5#6R(cFx;&yllMpo??l0`gP%6+LV-sYjbgkM|
zUvH8Li7)MfXQlgSyO`_iXWul}ny+H!d|m|b(AZ;^v`dQPlFNGGGqD}SpFP<K>RwuZ
zqD*s)U|r$M*)%DNI3AHcxT#cm8L=8i=sFaiFxExS;d9JXJ>P38KOa{-l<qBBb_Z8?
zz?12>V<mGZTXvK8CH(MzPfGL783x7xP_c8bDs^@IkQ?o1+ykVDjxN>p_HPS3sB0({
zl8H3El~t@wyltu|{;W5v`Z?2W*S$DaFm5n>fTv|SkRsK&!Kc+F{Dxz-@ZM2pAMqzZ
zaMO+4Y5OrKUx*1zf8b}F_K3<q`y>f7DVk#b!Py>`R-?)@oBDVUyFLYv<Lskk?1<|N
z$tgq%^7`n0nT^Yn0YFUaR4#bU?v;@dd0K+ypOEYVeN~3mXMX#~0ro1hf%i!PFV=qe
zHZ9n_g%37;-OVvGEgQr5!xo%0OD4{%{H7oFRS&HhxHWg~WFCWYkp}S%?Xg~Y^R4^E
z0h~{<_ys}~t1m~28oQuYY~WWDxW~!98{Jt|y!D(<ynJZwt`&hV&7h7oGyb$);%z&e
zhEzrTp6spbdzqR!TLMXSbPn*E&<>wKTtwQ)S|z1}MB`r~YA>1AB^Brx;DyVABIeNz
z)~0VZi))we&_~lSTFW%S8`eSGyNICEE*M=r!Jz{7he_VIHB4Nyr5C;m#sk2c{8b*-
z`&T4r0lQDEKdz21fpKj+WNMsU+A?+G<8bckc%t5@{7Ndtj@IhI8GrQIsS8P_=-+AB
z><lWU-$(C@v?(3p4`1Smbg_yWNX0>-iz2d$pOFQrbiiRL>jE7#XP0LcD=0iQ+<clY
zE?uKCM;Dy>FuXICpAM&W$iwfE-)v3{?<~^q^{)eOwWW{Mq$Wmp#xjR}OVrY-(g&#7
zdZ2xLKpifVLX$pLCcpPu<H$#vH;CP?QJD`^CPyy#!DizN<)B`rfvP)cnX?ze$0TVj
zM7lJiml|%+hX9c3fT~TBfshwWblA68&s=L$tM`x`VD+Q&INMDQkK-8bi$kzE<HsLV
zLd><>7(Pd?2dNkxft;N*%>KjSZ)Hq@)wP)E9BLc{duhnGI3OdXfxkU1EUmy)D7Ow*
zqV@r9S4Q^GvTPijt-<E#1t_;hjhgkx-LOv>YNDI?l1i*yFw1pv{2q1t3BAg}JCs&0
zW`E48A8CUX?OHeNZYo^sI~V-2FSq=!MUm?DvRrr#UwN9mq{t7!LhFgj*_M9YRbQi2
z$sHfJx)J<}F+g88lnqel|ILlK|2BQpW0)L3*r6ioNe1e&v-q&tzU5yaGjoM(*%~GJ
z;=IR!l0vs(UPUag*5WU%zzHP%hx74YN4``_d~3HEt#N>O8eF3dLoto}0Z2uib2kEa
zMmOz=i6{Swt$@WJU51axnnMIg#vPq$tn9J>WkB+WTP#}TKlT3CnmOT1_K>UAk4}i%
z&7c1Yu#goXX5`(>8>PK%<6X^aZ=Aosvqsj~cE{LhCu4=<T?UWZp90~Wz}tS#-(f1m
z+lR%+hx|scgv<9juc}g(k1<4T;<x_pyatjh95vn*N<DjumXq&Vy;9p`v4Ji=`KR1@
zBl@Cl9^|4{c8TQV|ESXcXW#x9zI^b`@!kKt2SL>TK9yiB)Rq|wLrp}eZX4eftgxuG
zPH_5m7N~UMUyw8Rm4ulDedG0$TxlWAEQm%On?_ruD|7in+lpA@^NFdtY=LGoL;N|<
z)973shrFeETpUJkHO;PslFBMht7CvMbT;VhWwiypZ_FSf(CwdtRy8tiIIbItZ5qX+
zfIJ}cCIs>*%4tVsp|{sW+S<!dCyu5#r}P8=d`y<mr5RMvS8RNjO6(Po!kMUQ#=*GO
zz@JLk?3~KZsZtmZc5TXxwo+3Nu5`yAWBcP^7NZnLAZFCFa8~y%0c0fPQ^tYM(Em6r
zGJXFp2_$3H{9TV+*RR@sZ)P=;EIk%xFuV!Ggv>FxEj~qN+ui9g<!W8kVUuD%nr9WS
z)IQ8p0+)Lp1EF8%*PWFnXIT_?_Tev#@ZxCK7Y&uGt+pgLmz}B9#jfndSHnHT?0z=>
z-CAkszEyiFN?et%PUuE;x|O?aUr*^CkbyHg^o@c$=*=Fz1+uM@Y~a|uVWOpC^{SE~
zr8255E8X27Y2w{ez^C{l;PWz(@`6PpFeIl<Bk_tW!duIjpliU9VaX}lvoOL|X#Z%Z
zjQ4q4u%U;ub!&RP2h6@Vyxj67#9;S29YUHPtasI+Y}q)w3N#oFjhN}_ItkGRfE13>
zWv8^S4S(Zx-xwHF5_|bP8fPgw9G{jwmt1ZyXuFHGT@&Q3>&|2jFxP*(igy@5xZwnA
z@jT3x5!>oj*M!QAl?{o-i5aHwmBOG)Z332nr60@q$g`dpMWw`t8LF;LBEeFkX;$NO
z-p#{QXCHmPl<Us?5W6kaeey%76P<r}Q;G4?4vitSf=*}~Szh|Crm51fu5kcy`jfd*
z?R!gz`q%P7W?@Vb!Hlg5?Q}J~3~m1vn{7vwyg813mSee_RxdF#-Nh9>>lpA?!*avw
zQOT6L^H7t}=&egbx(?0yBy^sU|J5&wLXwJyE8ensQS%+?A-?w${eN1@m0{brp|=J+
zaG2~x13e%Cq^@HxFwIl6v>e#Z^-KwW#etA`MPm%3yjdpC?&v8lFG3amvXI*u!$Dp2
z`_xj;;afwuFK(yR8H{Yf`h(6tiBooP_<q0+9Z>a+@y_>iAZ>9U<rI9NO0{UA!Ip4d
zO-wYecHCcT%~xjTjnrpLEfa>1?}yHH9viO0O=#D12{T)16^?yq0}+kC3+HLdk~oU~
zp?WbSlg>NSMw*F6sg_neu5OR6yU&49PodxBDZ0UL^qK|A7VJ2bc`6~`JlF6|c8TVQ
zmJDyjHmzujS?&$;^`wAHS{ZN8usZNThLy{)ioZZ;<4u=?;{3z|AN6nP@kWhq)PtJv
zLAio-!M*Sg3ji15dFMITJ?pe^XxAR6N+c3>sp<f?Vs_wcxbH3vqqKw^=`PoqUy8I#
zhGKAiy4#2BDY#ndqI3{PcxexV<efOhpN$bv=Z-S2io}tEFwOxSbu1&z2|2@h7(2Ba
znuM&(&}p7qOWH`)%J@_)&zP(0&;6tH>(gnEQlQH`1a$ad-I-UeWSu^|hi?QN8mv3H
zPSNQyB8Qhcl?HP57FZRLwZHBl%ys_OXE^a<L#l6;l>0cz*J^O`G**;s$UgF^rDz2;
zdLetG*X*S%ZFP>4%^$cd**{LaZ4_mCFf-FxT~%@|Pu4@$OWtH{s?Z1KdQd42x0aTz
zcyO@lpj+PAK{}Y}K^mlCxOAvcv0-PA8skTh5^=0%9uS4TP9$*YeI7NKY3iV9k*U-l
z_XTnk(lcU6*U6g>r9-P452UXl0#yt*?G+74GvPcFZ=xT6Ag{~BBLY}en>qH>1?fz(
zxzG!vU^S`-Q_j!DU4sk1Kn+=gv~7HGnpj<9S`xd8c$!0UE@uPIYS@jr_^1TVO!PKY
zVsLgHtfc>J%xTi?-;3`F@oNs1htXjcl)q~`w@c9tHB>Cy9#$)-F1|i>|Kaq}u6pNf
zMlI(#<FYV!vExgIRPGE*%-D!z_mAizdi`#)<OmNY-_Bp!QhnYIl4iak;MTlr5_>HG
zeSJ9bM*S=WKhe@RbW{ziPJh%Z-{#%9!>`ku0XtJC-ek==;d>rj6xlVKSkOq&-!Rp?
zQK3fbEStY(Zs6251*cTI2{?#j`!mf?`xNh`uTOcoOw*it%MPU{*l!2y>eSZZI7W_&
zf*!=8YltAb_$JiFVcqye{tj|b(sV9OoTn6%o`l!l(Wq@<u3Yu6@s<y)QSO>;>fhOD
ziU~y%SVt1NGklsWV@xnEZRxaSZ&g#-okwkp+wD+kS2qB__t`wGQKwun?F*#am2KF>
zm|EnIZ6-ob7P7BedW`vgPW3!~RWZC;CGNpQ&d+LRsfN>QvBG-k@v$YF_HQXAcREuG
zE1enH(xzY@={|Ucq3$@YqT%A)QDF+7K$z{JhPL#^$jDUKu=C_}g`q)UHXe*K^K^dg
zRL0*?ID5w+Hh*BwO5zALn`t@pxG*C;g&JMQUG;_lw{6`C6RdjxpYd!OzMo==KKMKw
zs6yT}>vh<A)UG3V-?Zpzdjo>EcT;lxHz*(-S-p2}{!158^rp3ro#hGfrR`g+WF9V8
z4ebReBpzT7_RafW?CVZ{E-4iEoHKi(=Pdl><j4L)luC3RAdp-L7p%S@jP$unxM@J^
z5fppOWE)eBQu>6Nh=o5l=HH6XXm6dnB!71N`_*>khvW6ytwQZBqWlVb3Fe=}#)HcP
zRaN&-v`Z%`r_wLfadp*+UUY0h&BTxar=U;?%huMFn?9}cHaw{w_eEM)OiSE~I*&g4
z{0?tL>_u}!4i(H(sBXR}U@D%tBKhu#e%FAc+smH9<H+>qAn>=^gKiTFdlJ0BVQ}P$
zU$QnvpHGr)sUlQX79kCBokKY7!|(nF%s+_*6sx~uEGBcnnWjbsa=W_QWzNuWHS#JS
z<P{mtE(j#<{vYM$eWk3N%G}h{YY8Sr#WtdX4t+69nlY+?iDf6>^3NNeftbtY>7TBI
zOb`7Z$Y>hzIb!$zL@(&Px+2(P_WH?*KfKqCvSzhSdVRd>p91O3FEiu%!1@o@r`!TU
zcki;sH#qQptUkf-8fh<-budZiH`7Y6NO`4!#R0WIH&><=xBLP<RwX&i<%&;()M&rk
zZoGf%s#;oE9D)-oLWQ0Dlk1gh^Ch?s%*GPLR4?`Otbzs5^gjh)D)3)O+%<T8?#}Qt
z@+Av)ipAMGUjKZ04Ojxqf=Qw8!CfKQ8#f5Y%w5DE+BhlvpoS}>|6!cqecl6vZNAg=
zCEx1!ZLYrAs2D*d`7lZDgYCPmZeUH&)8G9>`^E!*(Jax4JAF%(YhTClFHQ@x0mEjy
z&7SuOHCMW^)=u!6K2_axS_76^W89yyywH4Yu`p8L(j0Wg5{vE0t|(j*+zkO&#2dIT
zD#Q;Z*kYzV88)dj>FVMnQRij|(puXP?#BM+4E1a)SJuOmf4r?`{?qn6PRfkw?%%;L
z34{SQJvnsQ%|6tJ5R2a-XXeS2<#;m8cRbv#8<2yVDa9H{7Gc-amb%$ps*8%--N~<d
zyvMRO_>NzW%qRnM1FZ?v>sPpxem#&uo7dmDrR%Q#MEKh1ivRqO-XPCHj9SW4<fbc5
zC#e?Co#!Jxrlzd4t5;EO5|0vOTL7%{l|ph!)da15l774Kx6Y?0-+_2fysM1Q0<_$(
zKNo!e`eO4S$+ib)RBES*l|jI5f5>*EWvWe>YFF+Y#MsN2GFu<|@JOyla#il6_=u&s
zb)2l4S+J84&dcq1{-dqTpOIks0dEE?T5%GT(ooWJ$&k~Zdx9GQldy+5G0G8efu0@R
zT$yVImAIbBXzl&m#dFQRlD9mouflAQ>Olq}w?>DD{Cf7J-IXDUxJ<i8?%Q(wF??KQ
zzG-x2AdR?HCJd9FM-yinq=|wvlPC$jC<Hbr-_%UCt;UB+NwS*jEKM^IH5X-7YM*uP
zwVOjM-5tlVgHB4EmPOfV0#R`ryZRT_eU|ujiNxFpq0ouJ-qOQSrOJ#q4n}i%i{~_5
zEiH8})yq~{S93n^sU>?vG>g-#$m)NENf&9`dj!pxQ&$HUZ=cB!_8uJQFSM+a>unTW
zyyiwm+z#mLPk+?Ct#1A*A7|$q&@?ix2)%TE>VRYX<)KIc<Q(ye{Z6u@OS&b*tUqsi
z*vb>{-L|9u3*=SmzFe?T#(!B;t=F>CgeIO#YV&~c(0trzGe@{lj<BBLV6n4JKkWpx
zE27#8{DiI2vwW}jNs+ZH;)+5Io(I2*k>PtTFcZhaU-&XBd)$qJlJMzw_NX$~#OrM6
zrR>witqp6Jf6UVK)#q`Y6yDak@#B}yiY7^?KA~5fE!gi~ds_cMHbmL=EhLWm`dsPx
z*F=$bfWLK?yBL~Nw=eflPNI2^X4o==ljZ{QqO0!sVmW8cm;ktDQTGD4=@w!K`RFij
z|NQh|p1G9nuIQ^l)3JWt{1pci-GpzMN*A4uFO@8&-u#}drj3UznG{^Frl}2fQ|j+f
zHpa`l4{MQjFidxx%5aa#&pkS6es)R9`*@~5>!9|{*JI>{`m&zGf@Y7chig^3V9{Zo
zTkj$;DmJ-?6{8E8ZRzLNT^F!Dl=0c4*Vh5FDBvY!`uGh3g80Xb#T?8bY8#f_qVul)
z27wQw&0fN=UrVcd#6Gw#B%caPC->w}Q*>y%;v#f%RfV|GT!H#lEbRKGGCJ?=kVDe(
zOVRwH23WW}HXX5L)oe0o4#gM`a_<}P<!P^~uibyvw^X<Bs4cTaCl2OCeBwER_K`1s
z*qJMiejaPHG2PWkJ4iqSC($4Y&3(3go~G5>42%iXUn-8Y&hcJQiEw=PLy@P{SwXn>
zUP~^+xb92j*YOMi9=P(P^MihAeRQT-zqYZ)pcFpuhg>#dM;zb3OE*5eBf)Wde?Bg;
z`Ov{FO14J1{XvcK-o4wB1nY%Qy8_^nz|%dGXf>@WDh=OsgB&k(bmb?pc2el3qMZrY
z8e*C~fe}gZOBJPgzuicLrvIhU;l3C9=|{D4Zg~M%v9>U4qhmSMqK>*A_XcwuvvJ2A
ziyM1oM?Ku4q?s!oQ(OX?cj<pkL$mB!ilg7go|?aG+K-sS^I5MYiIUPA%dyeiB&nif
zLq`U={CN{LcZn!jZ2IOIuVP&$%)Wp8U8%{Fi=2c!@g9t02SAQ!8KCBpH#Fc8c>=`B
zIarFw2RG||n>aL2&cP`PdmrWuv@?|5wlFeT^|k|pzpngf#W#LWW%F@`&yn#Bn0a7b
z<Cb;02+tfTr2~CXH6T-9SVI$qV2)BKrB3^#Hl!tc?$PI#_q18pVa${419jk%Rs_u1
z%HT=LT4)%HQ}wEKU9}}TC@GuvxO#bHD#G}2?p7ZXX|7|~ft<5BJRM~FBD?ytNtz7O
zDfu(=$c*%=1$h&)hblGF=AZdsdA2`f-Xd$~ZYA?U@Y@fGEMu>3ePO~vJvjJq9edHY
zle$a0#PjNQow#?h{SLWH=z>TaiGx_P$&!Af0Q81a%VZB$1H57LH5N@ARK5aLTVrDd
z_}w=vg6;<pX-iU~b;|FIqn)S+=u5?~ns~e##Vlu^Ck7<}T5EFHg5{b_(<of_a|A`O
zsAV*L6xTB!Q2Qj+gD3arp*6?33ALaWrMW7#K;KdITwjAfjV2pj5S;=E*2hq<oXM6k
zE&O2MzVZ)k@{lS@m!Gn(T_6&|&QLj=ebUKJ7#deD4wDH~w5mJ)TAE$-d@TCWL1}jz
z{piNAC-fq?P$N{Un{M<Al-w%<J0xr}nrAs!rhF-zzIV3vdRn&RJA?(3kHGb}`lJfy
zMXvtX1LzIqfhi2K)E=zA)>3(SH;PtJ8u{sXu_;K$Gj7m}m9k+xtaE&@bigr(y=Fod
z7!oz}S9BepPp3BRWrJVZ6>^sO_?lZCy#OG8k2f0AT6GJK%F77tUm!`tqVReNPkV=5
zb%xj8XIR0A+R*@Alz|NjKT4T66k9xwx7<oqR+v>|WP1lB*e!ANMwkWJ#B&=pc`;xc
zk2Lghcjp=0@J1hzeAqseAu{Rs3$$GIEb<6{#iTCeuc(&gfl!N@W3!#0)2MARjyz-f
z05xty2A}^aj(!oIEqa9Sm}am+!LU?z4&qQq-4@%<W94^%aLspW$NW~_;cXaBud~-&
z8?T+_l|ll;Y4Y8Hp5TT%v)@O~qNV|v01dxv_!f4;yDBiYXx{AW)?OAzrX)dmrAF~U
zVcv4PISBUEpZ&Ysf+_fDPWd=)g4uF)!2H<8rzHqHz_`D*d2DxSSSGIbkf)<%iDw6x
zejxSFU!c<)LGzdQMBf>;2mx~4PTAePkUFy$LeH~(tAE$-miGkP9i!*JS2GDCMGSuA
zGMc!)%d#Apn&Xf9j$<YFLVkfvKhl{3OE?Mi^II;A8#MCr+I#!J3y=fOo7iJ!(L>S6
zu;UKTO^(<{Ho;V`Aq|?wUW~@TL2+kQ`qHJ8@O1)a$Na0>x(k=b!s3etaB-AG-TlVW
zU!Xo^1_s>3k14JDV1zN5PYO_{d~iFqlsgJCd6gRw-w)q3QG|&^-x8-CBOLewm34b_
z{jIvYWApTalH!uQX><gojM6@E5XbX#b&|n$4u}D-JvdGu$z{v}Dn0&jn^a4+Um%i8
zPMt+5Ctc28eChLc?m&CT#lI@!_BYLGl5vg2X&b7W_#WWV+qtw3zTRcV2=!tlV2+YH
z%DX%&In#RJmcT3v_m{e+^7abyO6254YSnykM;0-ZNR2{)&AnRsIxTTP^T@Lg$Dm6@
zi#+m1*zMUK(xz}4_S76*v(jDxA#<g|BA2f}sT7lLmBqNmJw}ndK3l)W->|+jbqcF`
zPTt&$fyUuZH35kLOCc%GICSriS&96@m94SszIR}a-rDN{#c@%V)UW_w{NTVj1ONV^
zzS)w1YdyBz_#GXHQ<Xe75ru(x!yIKgZ`bA@0dS%+x%*6)b8VYc@P*?c+K)xg**tPO
zuC?Y+Zfe+lztk6DW~ZvLFG`Rd@d?o0aMj3cll^#b=SjiUS7lBniv|ht!@|+u+)Sk#
z>?5#~`FE^Qy{v{Sno!v*BY)L2@Z5ovZcu+(h5c+k8}Rg~l<7rBcE4yBqw@HVFCfr;
zIb$R03T_0-r<0dvkXHUD5N`ihIU#@pF_%qD^f-&~fjwp#)vW&c@Qi_a_bS|-oI=wM
z4!zWvGMZZ9NX~i+iu|vpAP_8ll(BN=4A?0#J9*b-81xzhQZl55;C?*9-jFJoNokLM
z`mfEMuo@74xHXdlw1zmz7JgMHqWb=uWdH&t4*z3seflY&rxkn+WPi`Hd_4X0XZ#Ho
zh2H~~e-|cT7FH|G*@lnTqK$>)!%ZIFPJ2sGG$x%&E!G8c*1t;^=;3BO?fc1MM{Poi
zA>eiGmvo<3+dO{Abl4EE0Civ4tjJZ12RGKq@~uFb4oYs%&1??y4?pJCcA^8r$rJx{
za>gHY*U`!F=ZJxSHv|nHKs^<Y-s$&ZW7*}a4lE_8jA0?ogGAorsjr*spNs~OFb*@D
z%pn2CtK~y)9ITyc41px;wtn|tQ#+ZEYZZ2wq4Spd+D<ctbMOSKgptZst#6=^&4(&~
zoVa`T<j1imCslxHx~f)U=Peq-;lg+GOr(so9Ax`^>w>w8{giKROKy+;#bB6Fon~;;
zzKC6mT9`9Zj{T(%M%{G4*sX7IGa_<Vue|(6>iAzr4`WIGpE@@kdRD~T(cEp)RprQ0
z=sI?_-v2Pkfz}%XwuYS@)>b<w)-MkrnwdUJ16BMpt`$SkWdgd0c1&Gk6Sp3r`MA}Q
z@}=|XchEzKTK$z1BHBL{&H^4Kkl2|f!Ts&WT^MZuImm!|*vo$mF-c#)N4Q56_RSoy
z^Jl{KhZFk*w0d$ZrE|Bm@G1qJO$9`zg$mD|c&fAIo`Wga1FTX|oBepEh0_CF?Htok
z*;%5c^y5dFiluNS<Y8R%%k7<1&aaCb9v(H?dbFVR9Xu?yQ{&)fnc0Kd>bR1f)Q`<w
zQL~ZeCtd7Epx*73w_Rz0A6I>)mijB5z}8>wc6PKDSN<xIs4*UyGNXA(iq4_!<DKY!
z$t)?3(W%1vhcJiEJj7^m?2A7{ZGV7RGw64}F|U}gB+kTt{26^w-`Gl{1s)-!sO!r*
zoJsR4_Y0AVGDRJpPSNXGGs4d-;^}g6FzX$!FLqjb-Ut&fJ(dPSk)MdN<S~;QVyJaL
zR7MA<rv(HX{Axh1o)P}7OTMEVp^asaO1@T_r_69#t`KFUVF{SVTk_#hU2nKj*|#kN
zBs41>#Zyt==N){g=`>=Zn`RcUXa$gfr)4cnHJp~@uS^tNz~-153^>2(XY!L#yHj1_
zIUmjCq_CQ-h%QWVOzb8EM^W-<-ZT_TqOq$_;7j4m0J9c^u>a;k$>@$d-oqg($xXLF
z+ZFD`XVr}}()Q~pb*T8%?z+1oX^?PyPTDHZF*;HGFP~2rK8;+LxJ&{Kop>;TD|_ZB
zX!W^p@28_qg;nLMyL$|qUcZ3f9Z~g)YQ!&4sCrp?oWhtL*y<LxL~rlCUP%w1lZegi
z3V+>8Ap~3FD7QqdO=25>mG*R(-mx^wTXrwtpIe3dYiDn8MptrL_j)`0UHVcNlda#k
z)PQjqSmjyd2#2gi2nR%E!e#VzW%%`rG+*s=m_e)F$Bhn+4eqC%S3A5%O*J*U+vixC
z9N=@U24mvS+LGO~Xa2XlN^XJ}t+K<KSX!NScRWq!LV%LC&)O(yHd)-6rdIIsVEPPY
zW{+Uda@(ysKJXP?(qGL?Vs&gt%+Zc3^t=jh(A7|voK6hXhp4riFxzn-`6NOf&&{M4
zsF9v7DIzqc7ezw4^N&&C8+Gb2_Q)9^SSIDtR;ZadZmBL5$IXHT3#9H~u-;8&q1ckM
zqL2*Lmo4oEpBEnmcUqgYeKY)!*xGu!6cn;GhzLawy|g_W;F}of8Xv8bkp3dkaM4}(
z<Wz^vBV=Nf*~3I>`+=j>M;kWTtm9YmU5HelXpe<%PSK?U*v~c$+4zHZ@K|KC=@XCk
zU!XZyMls;YQp;(tTRI3#J9sop-R}*$nEpK#brCE*dp~QUuEu@O8JT6Dj8W9k=v^%Y
z_Iy&?2{z?tdUZKGN<`P*>_@L!R{v^^37MfAz&{_2t`T{I)y%L{bwu*=Vzy;>G8$1R
z7FV=S*`Tx)z`77-4iYRY9OFAk1Y7&_VHMSk287{OmA#p(%7<vO(Gh2c<<b4{6}c?d
zJ{X73v312%q4+I?Qw5pxsy?Q72}PH!I8sIl>~Tkt9~_Blc;#%A%}kS^_VFz$`5b|}
z=9PGEnnB98D{0=|gg8<!v$89jWKAaR7nf0l9r1nr1v$DYK}eedwWON;5}F&<aG#H#
z!d`6o0~l0zdR?H8&%H(l93&TJH(5)#r`rBRIz>VV=5Bu`DT`)(hj~cy(r#4zrgU7Z
zvi3Mv@p<_5fE}yrz1G5K?l=<2va%V(!ts-=Hf2L7sj5s4Ei3Td47e`igwjn5cqks5
zFX%&B++IB~RW;9Podu1DZ|Emyqo~`7V5`cIA|W+{(hRmeq!@6LV_VFTh(g)hNxpGO
zb(%#phg|qU;yJ@#pjvxL1Cd6f;2;H@1Lmz#5@)MzDG%3yUcfG3UA6gkgW(Uf2Jg8a
zqxkmo<HEEE75K7S*K;M-6Zk4%3!eE>k`ZgV0bvmy*Z$GK8EnXtgzuLU;<(TSWe*6D
z%PKwPQ&mZlWQp2KmL2JhGL8YpL0^w*1p{W*`@z;Gs)l@~dL^Z=j%6aswx39hTlJR?
zC1x}VU~6uP^#hFE!0F%QjpWRO<m+X=y?#^_brRL&vF{Cd02xoVP{--+wr|gz8p5nB
zjhT>qa3PFvr7(28C!bPmgae;2olSC!H2a&t0pr;cpZ5o*AAvE~-lL#!JlnvGEAym%
zmpGq0ZqTx!p5}gpsWe}fWkFLJM^~e~^55v`bsz_BCPDDtPu--+q#n;2)<EHQ=8?j%
zR9%}G=erfC{T|u8N)+N+p}FJ~sij1=W~gbl?bs}_u*k^Ner6yIr)_Fq^0z>Q5AP~x
zd}rFDQPT?A1$v5&WZ<D_6#r&Gt49)kaDFh2wglOq&oh4<yDK+R%fr_n2&pXIbbhP2
zT9}Fl(-F4|ht28IwLPXkcfuGiB^KIN4vryD5NWi>w*m7eoBqQJIF8f%XSdFqj^uqU
z&k?UnCj+LZ?6!)f)8miI(||nvjGw2y8~7dxHQVHL=vq6PT=>E*4t08*xOoTmUcFr!
zfLWaC9FHM~UI0w(;P$VEDNcT#a#i9!>G8Ld0!<`_cK|Z-OTXVW?15Z2X>*b=PPCF)
z<IY2DDvNHKwK@@3X5^}4lqEjQTkpFV*N(<HcL;mRec68t518CzJjg>=-Qwu-d+whj
z!|4+kEcv*z<MuC*?e*XP2=YC)1Ap@HB2ah)hC+?Zlt~elOL-*A+<IFxvb3>i+)8@9
zo}utu;0uXWWzA&odE3@9nTYIMGF;(Zp7;pTkVx%VoE+IMElV!)(X(>untD<h6gG!%
z_`G?pL<492wwDIm@vOBzFsROK+Wj=7Cp{36MJAgURqVpWs?IIa=dw!ZvMd!271pj>
z^K*tRsdNW7lt|T2gQAJ3(LCF0I8{3Grt9=xvgGXx^^(S2RkbDXorHl6sYg{V%Z%(-
zX5?Ha|4sxd{gNT4=o&j4*qT5GADK7m_fQn|)7bY@{Q%UP!JUbMvpbYlY3C9T(7r|q
z(>)qAC$0WMKD=jsE#JgaoGI1v0PD%Nuz$RJ&gFVSR-u?f>vW!`tGTYLfL5OBRDpEw
z@j_`p+CU_JBHm+`YqA<hia0qVVva-6?Jhm;K)O)0JFZD&%>u;?PcrY+JaOE;3uM|?
z4I_=0HUEh!|9^`U@o4*RAsOco(bjwMeve}=M?usl0W;%wIb4FJ)rmMJ9h6|=jo&$T
zz;-hI%RfAh^Qy0ZhtcO%TacF0tEZky<QRA3EX}G{@1IK;(dDZxp}Z6SU%t%$v<DVk
zSn63Wkq@TOc_zc3W~ObDB}3==MVu{2Rar#n)iVm_L?VH@q(#WVLLToL!DL^30lfo(
z)O>vIp0E|eBo=dp^Mq1EOCFs49>8?(@Bj1)VvRQ5{v%sO2kuqOGa9GfRsnv%sxA~+
zn*|*GzbiHTAG+Q<E~)<i8@Dd&%F4R3Oik0u)ZC@HS4&Mz%`MJK(Hw~4L<PGVTDfun
z4v<Vy5z!o|IImJOMZtyU&VeRw-1E9mpU?fhAHP3--}A=-4x9lTIIs8f^&HBURYV<t
z&Clr|TI6gCXb;R8@y0!_N^$Dh5@&lD<0Rg;W^Se%qokzJTOQht*N5aS{me5=8---C
zFV1lTM*&Q{V{LwZj$RbDVOB-XJ$!m_)Ro&StKFF)HHa1`v#^}A{aN2eRlK~!+U^fo
z1Ih!H{WzN?Zzghm*yZ$)(l^zMnO}aVpQ%&<&H=%eMP;lvgYrp#x10JM>KpBM%d=*m
zo&SgX&uXrZz`n*K<%+;bN7d*Tg(%>s@CX%QZ)IZETm)&7&g4DW-c4lNFhQX?CZD!T
zsej_DvK=N1^9@qjrhuMa3q7K>FrZ5eJQWO(xfL^@d%`J9n@g^tpL5LmlNUuxCU>#z
z%vrT`qjJ>ro;cBLsnyJ>224?r=r0<$jqmHOt1k)E^`?l7MSSl|O&4jEg=|V%&WxXk
z{(d%_TlL};ckbioFMj~`I{;Z0B!%KjzH>)^N~qo5B4y!oIXc`~{ADm{D4@DFpI4PR
z#i>$aLEsi_`II3DYuI`9fDU9odhgaH_xk$SxvpL-<zI!m4R-aa+v%ebI8zt49>H!j
zui>1tF+0*cBH%<9PzGEmy=2|<nr~Y?!Rg1;oV?G_ibqPmK68@SZpchMD!6=HG{Mk7
zb0ZI9U|Yi<FDzJ9uP@RU#g54GCO5Oy()E(w(8_5@P?LghnQ7H>uq>&tIG9AwK@8va
zw4lT!-b?(b&S0jfkB~+%U9TQ;U7S!o>fdJa%-1@#%n{Rt)&1`9zM%3Q>ql8^SQ8v7
z_|5ge9Pohi+&3ZLV8&xc$YPGMRe;_Hg&R~&l=zn`zqB^bD<e8TP#B?02bxCO62@m-
zY1td66nKFWS|+2O1@W8Fx?#1CyKoRu4x5Ve^zkL%b~HgKj0;W!HFRq;3$H7P@0?jr
zESs<Hjc?^+qiggP8fdyb<*vudc5(B@kpfMC!`*0&>-L+TQM>xBs&(gcv(RAUExr_z
zB~(%Cdl%8xYCQeGToPdm3O7kjv?>Zf5)n&%MRQG`Uf&WVtT>8>OfHd~){Hjj->`&a
zayi2f6hVYh&^E#lmS<P1wCA&Qj)6hC8OSMmOUA;pEAE5Y$t&lhjUA6Xc07T(fcI~&
zcF*nD+}tRZ)eMq0BRrbC2_yvRCF_)&MW9#Bh=Tn!1QX**9|gkjblAZdf$436(3YHs
zWU8)@ssf6e>Udt=_Q|E(EIz`Y@{BUC$UnX~sL5?yqHNFzySKJ(G%ke_nlBVVn8hhx
zki0He*07b)fw`WVT~o_WAxNrbhaR(OSUiw_X?JwA_}$&*9j`#(M~4!vdNd*WN7qcD
zRz$q_jC{nFB03}L*zlz7nk~`65AXyZrh9Pc5T9A?rAWGKEI2ZtQ+e%HR#x8pJ6Wqw
zi)1&0ucJZvKF7E*Eh4fwlPo_c4zwc+)P`$nwSE#@#jyI))=BH!Aql~T#>sGvWtn88
zQl|rov**r4Jp#JyryuDqMfjSLmO9MxU{6!Wj5X>2kiS#9NN}Y7Kb;loi#BQgz+07H
zin~2}WsdXS`D4;d44j<xfp=8Ptf9|OCq5qMLu_~-uckO15&!4HtM|btzESq7dY*>{
z699Qedu)P`oly(g1+VEfQBnR%g+S;WVQM+>%XZe?=#5Q@y1#VEbFlG`UnO{(`jWza
z69tXO(MTTL+klHnITk@dI@jnuLW5s<l(QoDwO#Rwi>%&hH$9cel9<Ex>RMYC(Y8Gc
zcNYMjLUjR3wamz-19Z^*v=`BOfKr1AOmwh4oOWdpOAA-Q2fg0GvvKRrXO8ugY)KGi
z3L~Wj-*OATIMFy$KN5E6<TBR2_F6p{_B@=QEZqXO!CoK$7b)6pikWJC^{Y5pnBw5@
zj_5T)UoL0xWhh_k<d@0md5xV&rwY2$PL!127Km&^HHK8yR?-nZgZ0CvyV$mV<Ri<1
z@xa%U!+>aXctat#U)X+KW!8Dqmx;Q6zF@FdR1yL)D@Sy|3OhqpZD?+}Q>Nv{V2!Pt
z)N^>r8R<ndfX`c07?_5{RwWC|7@Yb<Sij1hDb=8bF^)d<bfVY}KNB33B|M;FB;l4j
z(jR-EU<O#U6XR)pAO$;%@4MWYrbXJpy0HXAiVtd4$6%?a{W3g|A;I|-E_}8ed7(5R
zSa@iw*V)?jI`Zutr}#XaZO$AD8o_j~Y<F1Ehj%5=!4*p)1HnQP;M~!E^Tu+P$qb`n
z=>D7AZ(@0`^_<a>x*=`C{$4vd^iI8d%WY5HFf*lSF6@BS$kN+#)-@E>%anT2i)^os
zu5;5GLZcre;Io|)9K(;Ld-7fKr8*{{5@*26gDSA43P?I<a^OTM)bxxUQ--$RhA<a(
z<!=StHd_zqhaw2KsvJspwUqJK%ANw7f*P}`2H>()y`4PNk1wyN%DyLCAx+p%{L^w5
zP>S9h!1V#hZ)19s-rHbMc+H`y%csNTnDUxQ(mR$+r_@iD(|j;nkzU?OpK&dEifV4O
zUju7s=&9OL!3@-vb9+s^k>4!Zo7sS^DM!gHx4pM<3C~VEj;+OMIGgBLytlJlOZ=OG
zvK_E?3l?SvVU;8|$8j{yvryjI5U-jyP6;XRg(1chJK)Qn)BP~n4!?lr;ipWbaeEHu
z32Y=r()&r=VfT*A%vxU)T3BUBX>Avk+5vx{+TXG$q|vI8IC*Lal9K+{bR7J8ecn1o
zksBQ6nX|)<k3<+`dwqB$E`8{ygkQ?*e6NYj22JAPfzUGPON)&jd8!AO{$Y1d6kh>E
zeo{H3ZMyquYF_?o=b23oPE+&JgqL*fl7hZT`hjSWXbom?;5>s|U#|zUHR#aopv>;j
zG6kb%R9#cBTf#Us`CaY1r+1GjmK_*++S!)BJV>kba0PGZbqw54d~-{k6jjDKz^g&F
z1)~ZP3Su4?$7g(KdgbPadHS24c~Z+hYYf6|$2WM;0b@`D+PmNIl*;>LH)Bt=+jiNB
z4E$Wh_B1CB@l$GNyRVyE-(@T{mU58zQBIk#332230nVQ@%C3U`(%Xz^f{$C*LMPvi
zCXPh~9i-^>?lo9u_&hT&j9OTW-t(^V`6V_uewOkt*Hi>yUAT2wkGdxrmA@5P^iEq0
z=&cOWUyg~BM?AMIK!{8)#pgau%(o1M*|Dg=O*3;~TTU5&_7XP1`E3!{yK=j|20RC8
z_Z0`{*BuTDqc-G{4?MR_dSDEz{RU_fb=?SoaYjZ{J=b2T6dt7c2q77dONobh(aGy|
zjh?UJV3$@3X%o`?0rb9tv`4W#^uYOXO=d*Y>na}%b$jHgWcG3xIqlQ#OC$a<=Pg_|
z<AKvP^mI4*lg|a^#R^(Y)FspSTbwn#L9{_YU&Z2*bRPRLS!^t?J27f-r%r$pE9aP&
z@GO1ffpi#r=S;KvjL3}YxaE1@kQ_zz*<0Y`;rkUUZ5_s$H>cf0lJL0cs)`L2r*!S+
z#duXjJ`rqpqIXs*4fiU*#=Y>MtW)8c^^YAlq#B=VZpVAJNsg;>#?04D<*-f2b{$s~
z9QgvUp2+RPUX_Lw(N3wm7+3T*9pwT-gXjI}1So-hhCS0RkhBSVpRb$lL!?(@y={OL
zWqxVZPqm82x|(?q53g|fS`!RZACrXN8t3Nr5pPsX*8N@lyF%qU+T98hv;5E9|IU5~
zK{`Tq|BH1CqwNB!vIC5UEeq%M^^JYP!gC%S@v3V`li>jlfy)H4apga2aRV=R&o*U}
zE_vlnuVjWjJng|Ezj2I}jjc95d4UgR=2*9FKzUx>=O5PLq6*iy^17Yb^w)p)dqiWH
z>&}1o4a|@DdBHfdP;Q0VC3mu|4IDn^^z2jR!i#S;Xw#A=$@g6H(i&=*<c|VRxUO&+
zALaRS<p^)|o%6~6-M|rP)y<<kCX)KRRX?y3Zan9`O7#s3ubJz<aoo7_yAyCU9N-Bb
z=lVn9l8ubEfzZZ^r}bR-KExX1Uc*b`)jUt!wlbk97g*%fAbX;|@Z-E_9xHX?!YS?r
z^~PnHe)__`FD`I#0~->*!E;1PGTF4MTRc2E)6yqv#yeg+6uGu@<P+LOjq$q7Z+MR4
zo;u(5I0h*D#Xa~Ti_fMYX7c}XHD@hPKPd^YEXqvHbjb^Wl%7QQCmv*BZkN{0Hg*jF
zHU~x2ys<~}2ge`n+@EhOFga3olJ~{$V^@0j9ySP`{pZeQh+fRH-?PGj7J|YWsnYI~
zW)NWX1)Cw5EC*xe`W+QtDhGZTj?McuP({kZib#hN?M4$@;F{|doswSy?K(HWgAnsW
zf?}{%W_kou^}zZw=AUlt8k2=BktmoOWpA*pHmwhEGGSlesI({Vhz$0@;E=^1tsjQl
z7$L9FptJrbGH)76OS_lZ3#-PRKL674pC83MCT-Vq$M04c95r-%FhO>+YbMK07c{Q1
zBPs@3%KL^^N&pwk)P5+TU?9=qg3gfFE{&uNOWQN8(|Pk|DckV}$bng1u+^eo^@bfj
zs`t0seg5qji+nJD%$B#j8Of#Olc!}BUu^`m#w(<+2(q^QTtcKoe#7^tlZy>WTBF^P
z#;Buf1dHnNz`}(Qh6df>8^1DwWr70|p`bu!)bZWO1l?@Xm<!#q#F?Q3#FO~WO4Y)_
zj%_nk7N%0(on%APfN$JV8(ingFil@MV%H~Z;&%0X9N;#=Ot1yX@%4UD&9pIWlXlB~
zK6NY=*5g>!eagZq{IqC!^dVzA#qm8!SjE$Ocf`5Tle=EIRtJUo)8F;%xAROt_I&6q
z*UUt!zMd#3t_<iRxJNb`bW?O(CLZ?|`2pdOyq2%LBKJhMjP?}c>-do}{a*G8jiDdw
z35LJMAA~H2wb#q)g9(pw@`e?IttyShY^yxe>-tClC#KLEWw2ifF9+y7gud`h$FYkO
zsJ5nEedz($EmCTs=~TnP8MCUEOK5_fnt&B1h+1ig$Jur$rTB7Komt3voq=D2q+rc>
zDu8+O^g*@KMyhTMx5X<{SUT^GL01xdFFtrE+gYvf_r@Q8oG8%w{>8oSBFoj~^&o}s
z2lk?c;eGw?U}xZc^sKYDQs|dn3!6;tUWBhFFVY`oxh^2g@9bTrzK=&rFv;uf5!A<o
zWhOG~-28gI;;S&|SkHQRsM;xL-Poa}(T+(rBL$NfyT&3cG|W#&s{MntD&a89dkPDc
z!ZtSs%JVST^6@!WFjgm@!+0B9h+$fGkc-gb_%ntdnPF(o9LH>;U3Q=H_Df_EU|c4W
z;<RX3Xi}>is@PJRrM^18W`b6)mxy0V$+ifpjxs9y>|Cf$WFo1a%9aDNPDbryZxkVm
zA{zDgEPG^nfCy^%wS%p9)l=CAg$2?uGIMr~*nz1XaWg_wRBoq+jc=<=+?4t}uD!ow
zK0FO<(=fwhI!#LPG<vB-&&LXmZ2rhe0s!@tbD=sls6gos;Wp}fDZpp)+=nWKRPNk&
z0Zk^=w~5+C3?E2fsLO3YY2aj&^7V~6Rc&2o;4C6}RX6{HZGFC>aTOFkLL2wlvZ(W?
zDO&WN(JtQ*(=*ETof|@I=D7a&;V@7`>_wy0r1mw%{Cbh}YJq!k-rfT$Dn4&&6W~wr
zFAt06Y46t$6k;p7<>ZTgwSq4N^)R|vZJkX`Q`%L?-p-&MC8YOG!{3{Co2x#@Bg_cA
zl8I3e1+S@}jU=4}{68XpWD|6ZDG-O6@$=}b>jrtG=Bg^lo&(23CpSPrg~wc@V7z%1
z7U^KV>3?|WkUkN^N{rBzFYT3<g@}F~qh}0XAQDPvgLNhAYk(X)$phgptiqAX-83mz
zrl_b(K0f168@o2sUQ>1HH9Jt+Tm$Zb^2wK{rsv3Xw8-R3H&2Z_1{RHnJVkkC<yEki
zk_&=c<K=ygiw_>bNbD!Gi1v0vqt~Wo)Lm5I#;wZlG__kvs<mk2K)?IwW~t;~=1T71
zpd$-q{Q}AVaC5dKT9F`6MPCI%SMhP7k?t__w-mS{b<Xa5-sWb?mH;!W*KqGTHNZxN
z>=IvO3Ch<G1Ss3v>pSCz`&w>avXD8fnbBw*0%4W>t*4%L@KzO(M|%xO0K6?LLpO4E
z?fBZar?PwSe2$==O;y{zUw4Dzt|YtOkC9R{Z3@Oq;VU?cnvntfJGyQ;h_qE5cHENJ
z<Ii~jB3^gE;uscw-cy{|d-yH9lI$?!JYfnm)Dz8P0fLbMaw?l98gpsNmSn+VqIE#i
zjLDI}RspdsiHWb<nTJp-FUVJi>rq=sl=rMyFA(L307W#&XC}%E2(|=0T%kbo*3$O}
z$y$w8t@!5fV)OIz=DlCS<Lb@Nn!}sbR9pZ<hIbv+eT99D+v9x`bXMioEwgeC9O>M?
ztf-&?b6l!HK^+eyeSj)Zca?$ic!u%_YK^|-gS69dexy{5G&Qs-OU`WT33!+ZF>Y|R
z5-D8l`_1mAr*ID|ld@Pk*|BNSgVZ<>$Z3;pYqbGZYOkc__)vF0<PP#o3p~{DGl={!
zMAu3gzq~J?zXFE4-|Rosl{8iz;Lp0@*hdCDj(8h?db`yaK?|DCY$X1<DnGf8PI8bg
zrXZRde3wB$CCG0Xict-r^_V?cOf+r76wD|7so;|H<rO<*+@nTE1hHpZVpCk0buCER
zzxCLUWm&~Km9e5>Wz2=9HI~#y2u?Jr-aRr<Xh;_MZL|_abfPTW-pfcoaDeWKx#vWD
zw9nr%Rp`mONWa|=;@_s|!+PH*zE0K{LuQ_ZFYlNGez}L8t$M2F>5l$-=SOm<2z@UR
zBGX9&l)YO6l9(|+xy6CV&c^9*$1J%*PJJ%s3wAF-k|cL%Yp6K9EyemaKA)GTEqK6A
z)$NeazObzFW41*-DiDU@S|K0DMbK&(J@$s8mGzdcGv$`W<$#k)rXn$Mm~$|u0sQP%
z-RA!+&Tp#Y_vS3P+3XP2#GhfSZM%^s56kQU;l!gAWhQWzbpnAB8ubUHTYH{X2=AzS
zf%AQdc~OaT6#~=pkhzk<+$3YHqhLueVddQ#kGG5W!&Z49qu^Z1Y_Q!H+l7>}v}@y{
z0BE944{c{q)Qd^*&Bo@PzU6&u54Fg>J`V+vokQQnLn3^w(XPvTRUf3ojuN@Fp^mQF
zx7pAZu0N=>8OzZtV<Cn*S+u1szDdo&c4A|5tM1hjK$g3mb#)91Ks^%h6xY)7z$*48
z)TL;*zctUeKD^4i7P&g5yTw9<M(wsmJ;S>%MF`EK!uNoW{b3QMhP-Syo6>r~b}h17
z*2i7c^N1MxGH;`0W4c?W_l<p6fy_?~b;(&a2UZ1WScq`ISEpvYM6AGp>2#<9pbXkE
zKq|vliREES;*aH$CmS`4{gw?0A5`hi_`h66Sz61kyWjW53l3t%%0dUq9Tsg4Lv+Dt
zDo6(y<ehIpEIDULEhpAKIEWD|RW5;EMpi_1x>`x-UIPYM=Md&6iw}(UCZzPG2+P3R
z?w&Mx{V$i!{-gEnyosQaSF^@jK=Q-D+)rd1rl)s?rCXBMGr322vj}UD>`?z!GH0wf
zMdh?0_IxX#1N#P`CYlb|SvMrAdAB00_>KOKw{`w%esUR89m&#z5(XKxAc0L?=gWq`
z--dxb+x|e~;uJ%1hHMsjxctec^k-%weeS}u@i6cuW|-kih4Y(!lY<Sbg`2xsl9#ZU
ziNfxTOGTKS<nLJAgWY`kI92q0)nNbMHZub*B-3rI)$L+k+R~68&90n0VWg5`kX5dd
z*#3QpP{K@{AWN*N?AhJk;v17)7F(DdMc@KVPgf5;E)m<;Y%5QMH)-F0o>`JJs;@vc
zl&Y+nj3{Vim>;@jLt6%JwX#HYTucu~J?rf2A~g_G)2Lr|IdV2RmYKi$K6NKH1}<7o
zX8NRYoPo^=>~=l+VvGNCyul})Z&0s4kLtRjrg^Bf<dym5%?4&G(qA`*>8Gyts(1{t
zq(ByfMx;lb#|LhLg;duMU~g=g21Pf=J1+;YtIKxt7pUX5cJ!M<^Uy;^SjM=*#r35p
zm>re#>S{HTWcQ((Uccv4oocVT6T)0=XbN(xTOz9{_Vo;N*|U8K-=+fr%jXM-^9u$h
zLxxiyj~vwRN=7(l^zSdlgRBB$UsGMJcXLjc0$wFpB>}5!OEk9Pxov!lXCzxi#!Qr*
zi2a+vl~(k^`9UczmVWDff@GGh%joGRK!z931EEC(cK)l1$D9?EF9YNidD2NHfUMq=
zl6oN{)`z#`iW@L2`2U@hALG<bl=BJ|Y?Gma8#n)x(*Wc%oH%jZdvoKtNis#FHw9#D
zA}o04_v(BN*8$hY|5X@bEO?!Z`=-$UxU3kPt{*+}yrrtE?fa*yk&_0z8$ZgLHT}NB
zcCINsc$7O#H?IHZD%bB^v7<^BSAbZtwi_+w9=M7pSdvQBue=97fGuCL#cM~8j^|du
zACk<@bglgB!V2oMRK5e}I3+kdB0fjnn{I-ZJ?EP9qj~HhK(TrZ47#qapZstITWLfM
zF`+gZnkL72kDC8z`nqpEeJ=aL^eR7QidqlNW5^Kt>R)RIL#KTU*X8ZxDL0zRGeIdT
zh5f0+ksNyXtYk#=i0trCk%Og0REhksip&7fqH?-szXRke)bOAxtNHkM+R9^J;A7e3
z(u!X#qpi4CWxLE25}?L5-g@0HX;)fm7IrZNGaHX=GX<-N>u5)<{z#pZ7B&<u!d*Ar
z_RN`-!*2^vh_AS2crf+`_)x75-<eMRo)DaPW*}g5=#BlLrO$I3oHiXKZPyz#-Pp9)
ziw|c4ESK&OKm*I}FJNgVqr+zdT^zT3rvRsAKhEwX+bp=ytOy^nd#Tu*CW|(3TyQsg
zDD?;Tx$2Qr;}daw?|uM-{OM0)3!R=mfpE}cO15Ra!AkZq^w(Ru>FjqeXEI(}!4Q0o
z<%4tBKP^Qll=-3XVBKPDfM(fFh}Lbz3Z0W#w{<iX3b&A}{?tM}*AugNNp*A`J@JcX
z{f7F8^9`>`9DAg}j+1B``pe!w?{zA%8%=_XQi}Cd@o50}7GLP2R@DnD0nyEC;Tp+!
z<&G?WIEO92Dl}Y63b?#6{}|<YGGNduTKpJCo#JB*M{<xQk{5^nJO$aL_pq`E_JZHv
zS$r^;78Jh2_s(9J|6%fv;eRZaObPb{!3WH`taIZN4QD6ik)Ym+q2z4lh$+k}vGX;2
z8Zs9mP=o8C^e+003_wLHJ_00!zt<1609AYRx_#k@5lQD>O;boEa=~h4ddt(SM8L8a
zf}CsGR2{PUv)eL3DiIXyDMDRoL1_2KZ#st>-=a>&8;?Kygi*>CiZJFd@*jk28Sh{H
zIwyb1m=F+fc8@vUXr*fzA>J|0uCh~x;Xo#e8j$H(Ym($JRI!gU%Vb49Si&3T^aCox
zK9*wLh&55P+wyDTKWiI)o*Js-u5tsZ!y~zwo*5%$n=Le-_8chDP-javxhw*0%I|rN
zj5_vU`UTftQ^{ZWWo~_bSgHIYwPvA7>-|rZNPW#^(?9O?s|=%{xpN!K*M~r_g%c32
z4-mrl_O8AW{MLA3{=#B;Ev3TS1_}H1CL@y^GPI+kPBk?U-6y=xxjY>8$I!~`V9W*f
zYCL?1tl97SzJ7#it4(0yt$H!1S2{F;E{hJuTYp}XAy|?&Xty_XuapE^0K=mc$YJJS
zWUZ(u^zBN(p=*ojlupHZ7S~TQ-z_51mR#)A;@7BVsCR5&Ce&w@k5U<u;eNwwov+!;
z@vgxQPL;q~#y+HB2W}AWgHbd9S}AYWV27^fVriQp3KWOr4LHqrW}p_EFFCX2kxEh<
zY0`{|tz<==kEcP>`=Qk6;75E}qsAII$<t-+c@b%|s?T6eGSl>wWA3mG0E)<0zS@?t
zcrmp~Hd(AsZd>KZEVrM%!W(B9vvcYYPhq%Lq|VpKyUqM=yi$)!92Ci*yWcVZ&d85`
zb*FkhKejry<P&K7{E0Oq1L?|5Be_b(=jV90%KlP25%Z$2Shw0L%IH3DVr8?7Wc(9P
zeKEY(JtsqS8}3WIeOLr@(G_ZN0-#Tf*O#d9IgX#m-tEcGKy*N_Gp-h}-qiD~`ow0y
z2?ywvyd*RJ>R20Ml!M|}j^Ri?UKCVCT8+*QtfKfQXiCNJXZbB#lP&go8Lfd|@GbtW
z2UxY;{yh7qY{-(={H|n-;nMDz6d%tEpL0K^;u*xR%<WIRs}#$U+6mqKRC2Ji0!gxN
z9)df}XRz4tokrD1U<TUdvI+TKAVwJ)+%SW3OxNr23cKxT1GvlVV)KPjZRG$_3DE6w
ze2jCXrFU`p!or>?yXo9Q)u%9-8EC2O^*k&5jU31azh|+kgHF?b*@)f){vwT`Uml)&
z84B&IkfsOg;M9!+5#s!qb^R1%teUln;t~B>!KnNFzg#^>%nK=&stWxHj3Fo8NBcEd
z1IBv_T?>|IN+FYq2U+GU={L@VV1<0(Vfd1moHLmzirt)(k8wr?_pk)1ZhdeT{=rYt
z8%zyP6Ejr3<l3Tw#P`yb2)sRo)Re)mYbySz^3%W^$HRPPOGQOgmTXaxH?^X@vw;xf
z-5-$M4L{r%m|lIlQ#@j-xR7sJ=`!HluajG|CmY<}P!jbsTuavM{KPhFZpfywBGDLS
zcRO<p4bQCipco8eGZ8@JZ%}nOCF)|>j_xfQP&0l7=-jBCA5Zm;Yex7S$`($w85I<T
zgnju^KOoD5sz_{TvmCLF$4_D|C*s@MIvIyEw$&^K8aYpPeVn=lOWDatsoB7EV&`l<
zG;B7M)t&Y-nF@g;1GpxR_wUaiw>oKB323Z}T4fk*#ejp4HcpbK5^fEaut=l6g{`X$
z#ZuKqNJxU?ca?1IW_Kkm_ZrjOziK}0PQkwC8GUE3pk4fvM=OIX#sC{vA$>=$P+q-W
zEZl9w^HJE6%XM!zv`fy1vGJ~i2D=u~J+r-=%)Hc+Wk^xZr0#xW=`XqMvu}z%FDuB7
z(X|@9U@iMe!<$Z}Yq+$3xips(jcCY>Luis=Zy+guWs{1W+HzK4e?sis1cKLDJS#IO
zlv|#|-NPyw-=@%(c(7G7@=p<JjhP;N=`iKcS<19Eah4X<Hd&<Gsj@qt!3n8M-8XaU
zIs7xEcVXP%BW61R!1<64VehXkzneF`owu^LrD5l=0Rl&O?F)U|zt3|xAhtzjq$C!(
z<VC;vQUlx1!kdxSKx<LTFsJ)Zz4%Z0gkMM=ym9w><YXn;rm;DlXlI!f@_ZKK%w+8Z
zOZ{@maYcKr%NEOLnkO~>f)!V1)Rooe>3Y5;BGg6&Wn4NY(ApyyI19S*Yz>SUC@Lvt
zW{g4E&uy7`TeE1S6c#m7+SekRuFGo84WvRwNr2JBstMbNzH?a7kblvJHJZk9aWSi2
zFI8PI+u89D8q<@K9(Yb7WzB+moBXiLVkzfqF)6r3*W}_H&Hc1YXl>qJDvH)>rQZj3
z>ZA+O=R@p-mMm??Q>?HF9zLul2*47Qnb*6~KjR*#>>NF;K;qml+|O8g5UA8~yp@7{
z7%Z0Jiq&urISur(uJ$1x32j{cUVa2W)OfYe<BW$1T=5BQQAo5qt?WDCn%=o6ID2#L
zTt}-{rKj3-V56ky(+-y=-;w42#-IeAY4Qa&^I*@_>UWMw6Sb^xH_?afqj590^=T!8
z62{gcaeM;*nr?kEVw151a#A)-PtM&>M5{633M>@O8AJz6cC<L2tTR}@p(T(rFxEtN
zCl~UqH2Hn4PyW@BR1YP#*oYBz2h-}cRhPf+<X0l|o_ouOMp<<h_I&H8^P%+3hJ#E8
z3iAuw+(OqpMlV0hb@0y7_NJmW)5QZNMy4=^mxjlOR#ljiRG+p;A!gOosc5RVscGme
zsBP_pi&3b-^KsKq4VMIlO&uJTMVdoxoVg6-MIw{DEGWyyH;pp*s~ul1ugNG^m!&N7
zEbg11H#;=>W}4xU+slsY&{)~0AOUCS+r#DXO$Y-+m{;A{D_}a6Y>V*T|9cxvQ$lC4
zTaYNB!0EZJe$w6Rd54C!jQ7RFr?T(gg)R66>lld63|6m#*L!!yxb(Ubfj-N5Y|s^;
zwV?sbxFocXbM64Q|9ARBLcOIC-WGW-J_R%V;(wO@&n<WUOD-Xw5!;d*?Gz*H0DCiY
zbpuJ@Nx-oD;zMw@#@!jk%kS&|`Jb03)3M34SQDlIWfR#Q@o1`)t#ZRlZ{h;(`e;;-
zd48Zh<MePL=h5p&H6Orvpf2q5dzCtEl_?tr*I@e}0OKAbx{NtWt@fM$vAf~#q*Vk^
zxU5^rFOJ9x@);TBuCagjJ%E<WgBM&}$3V|M0*|=3lni)_N+yr-G48EK>z!A~csb~2
zQ8@-ujn$BQ>T7ph2{45J4;$==T%GU*a;6hg>^f2yCCCSvknC8gG#MjFoJPj7JK71F
z7OZ^!z0nTkOoWS3X*$y)MqV*El=CFDY>oM0?BO+`C&1obaB-cB1^jfN>R;7<d6j>~
zF&}ovB$PdQ{#6Ov_dA`e%@5k$3+C?()pHZO?6@O*t~wjKG}QBWSY#P~i6U!e+EzI{
zPmTRB6yI{{IR|)RO{y-PY*|sLI+BS5y({CXe;0L>>k`+I2f811v$@2nZk}enOUwB*
zs6ilN8dKANcvs=`baSNB6C4b;=&dAZmN{G72CO2^Eb<DQS0w6Y2Lis2`-QGCGaXfz
za&ydoIDEyORBx5LsJwa$etjMCviB~9(oAv8@90Ow3pCOVI!!HaU->n+?&f1s9y1xG
zo3B6s0e>lSt#~UGy*q>4V$|8z#!7>ik1O`6m0CYN-=+5X!Os)_e7U}$nrU!&oJZ<3
zM84-@^Uo}&V6966ygrxcmvOlV8Gxa~9?*DcXuMkPr>e@Zig?(ga@ltF$6P<k4?La}
zQM%pmPPCsET^(rX(rZ%_j%yCL$ldXZ9Jd8GOd8V%9e(r@z>qi@YeXMr%~QBDZXH5=
z`XvL2MY&w>yHIEdcW|g{e1+Lmn=N_#xhiDnGD`NO;`*nQ%xxNRR@TXyC^;+FsBu$`
zI!nvw_knF5QaV_gOt6{)prpv11r(bj1?r_0)1;M$Ctg?b`ie#z>-C2SZ%Z5v_<)W@
zHfwJyBuPiMRoKW^olz`PyIrpd6l*o{#dxp-yQszhD}q1J_3XNxSk~5ML7nWhMdOSV
zJRwHJ{^X5?n0cd`9g4bfu=t64R<JM&6QwBep<iMib@vN;-muoCy)K$Zd4;S>HhSoQ
z77M(wYEAyB>OK#1F3||1-(+ks#jf{X6$S7fX4~|Y1WW7jMTkc30;G0<UJ^LhU+=WO
zbv{JLZ}+mdv&y9a4C?HXTmN?J<N7?JL4H||z*2Ai(pNo+(rNYp45}z8^l){Sk>xuw
z9K6J~hO{HXr`pIe*wN6{l=Dfp2WKp8)ofG7i7rq}C7b$AZyso$XJ5X*t<{I`*JX~V
zbIfl%c)BfdjjisO8Sar8MI0qLYtrjSJvQ?V&X~{aU4-kB<@C6}X@r4bP#(7sM#0MR
zAn$(8sRYSBX|L3X?pIbt|8jlO`G#`)>ZHhBflx@DCm*f_?-=97?&B2|#ZHe)I`}wj
z?%44jWCYlj3)-QuLG!i;>@C=|{kk(~c^%31vy<-}sX%j=HDYJfU@WxurdBQ3?;4c~
zY4>x{z;o2?LN{cz>F~Aa$OdRE!^yrBE~%SUy!@{I%~|S?dpL5<obi~<IoJF2Q8vX}
z!>`}fD#>=DZR@5rDP;x*<E%N)I&oO-RWhT-j%(L_tc%7YGkOd61V_y!1EvBi%jx;V
zXaLkV&SSw7%8!JqP3ID_SR!xRsBbZf7M*Ns<?z!>1`ofwPYGWzn9e=t`_%8HjlZ#Z
z_8g$B2+Mp67I>OxZS8V6R<;?mx{5#=c2}5}Aw_!zswT;xQD(x@*!bv6q%fO~muVZt
zyxXmr_|k@<=6_p|D=t~e0fbQw?24LusUn1R!!GrRg{ZfR)(R@&6}K}(Yc~@!NdIz~
zyZu@nST{X0zO;Kh9Rfa924u`LX5jU%@1TD9ie3So4Z{nGVv4T40bxz6t}Ao5rkchx
z*j{zA|A;8Jfx6Jd(6ehkb**}}U5vt2oR>vV5mU?CXu=?wWv{K$vOmKaMuy%dIeGfx
z^)Qo{4b|R7c>V%+BHSjmFuR?dUdA@EM)~t8D3{fC&`gxoJsUjwDbc39?IzWE;1qfo
zr67DD?h>4dF!cfoNGrFZDUWG}OlI({8eG}a*>+iJzo0bbN+WY5!KwZc4BcX-c1yJ`
z*XHwG^3@OLv@YC{`pGx^v1g83d#d={a96dPQ$K+}e-6c#>W4Xf1{hxp5u?HjpW=B8
zD(eedBpS=A9QQ@=>sk}No~cV4x?9bmO)=Ut>pS;A$?xfogYp1(3xEHonItnAby+iH
z-9=B<b;N$HVPThvYCO5J9*{RzdD!j8rfc^?=^%1JfT?$(h2>)xr2rOtSK+LH!u)1J
z`K!}WD&w4him0;DYu_@6CEh93sjkWdeNO8{7LWlRT<vo=Q8Fpt(ZXkaM_IANsvT%&
z7piqyY0OhQO5oBEbQoM$nKmCI6bDEZMv+MMu%^p8(K#(@{Eo&@%$I*^nDaI%Frvh&
z=NSScn&U&S^`tWtTzncHkq`agYhVnsmmDFr>p^ft1GsZH$~TQ=1)FMS!6;Q)@AP^+
zglypv8JzTZ22GQ$3h_ieT24;J6W?@@(A#Z2PqIKxm25ZIhRn2qX@`C}D+zB|7V($!
zDK)m;43CWSN4|^8r%K}7Yb3kQ&{LW&Z4xaIy{3gf2d0u)G0dzg!2F>kt&h2(sk*|R
z_}!NR+!du10%2i$<LAcD;8XN0*0As}7t?w@(>}%7HaAa~xyEh(C`R_iu&&4i?^S~U
zik*$X+(6`bQ#K`_8QouTfFsCQf2z509kZg0nhT2>nI7FU*JF(ZRZs13!sHbf#$9VH
zPy?S!V{F;93|9aN(JLRjT>2VJ93QC7m=}yFjp{4TY2hzad!N38HK~VHjAW7q`qswZ
z1x!uF#75B<sel86TjR`T<@lzLVRX=e>JYZHf~u@YjNXftpwUbVO7726HjEm3Vs|oZ
zN`@V)@CN>j;&~12P;X?`DF&W6v9JsPQI&BlF>AVhKgAXV!{Tv_TefR@xrcdmO9<D#
zHF_2+6oZk)HOx0U0x*{oQWEEE;GCCmd&$wBcC)=Q0=GKnrWNcxZq)eg$?qtG>6vyC
z1L#ocw)%!$_W-b3z2_}j(ZCnl6X;7q&-#Xaf>g;YUw#BD91nE<9?gN4i7OZGrvkOM
zkZotjllIvv%VL*2-DeuH07WdbF9B*L{GrYLBETwBv?M1b{{l5yDzj~!4G^cYeRn?$
za(UgxCVe=WEvEDkaq17*?`>SqO~A0a=sOQsa3S$0?azJVUN|4WbFAmJXP@qCp7Ref
zI0lIOSMpNu7I;gp+t|1d-@o5(uuDQse^fweh+m2R2OEcC6flVT<?IXf#%k5yyBgIB
zW;Udgh1V|$!4K}?i7~pb(r`JNcp}&enOAjl=5mggwa<F2Oi5dQ2j~&zgqoWp6BFO$
z+<8n-4yCM?a3)tF<3L<aVH!WFe%Mz=Vn18?vIDr1`y)PM|MINJHzV7eM4<%hW+0wi
zPq-V3UP#DoT>(lmE}<LWl%N^jf*{kKmE$+vUtczY6+3N={>-sIdP)QASH-dZ{VFb{
zzL;wXt8mcZbhDZLU;kP3e`h?Vr*B^Qp9M#|zp4Ee0dpx?<u6_+y-{p~8$103D4wO=
z6>_<ht%(BnE--HsE)HiPU{ASt%#Yzf)df^-MavhyCRg~Xp4?GXSO2OMwpAYA{y!Br
zckWF9sJH`clk2FMB|wJ)HU|FtSkA@qdu*)bR<231GtcM8tnp_Ok_RUsWk(^`RfVs-
z;5rGcAG4y=oo!k8)e-*W*<oI|DpN+m7uH(q@%(H2S-75;E~8A=GIxf<LQMoob_Xwb
zDTc^cE{wbJ1Bq!{EX*$(+I4QF`@nv$0J}DAu+EAU-rV)wv0jo|xVEQT#4Fg+#%WPg
z<PlyEYJV?77-61hh+W5j|6v1J%%S-h>2G1Hl1L5}Y$K}CEG;69iiqwZL;Xr2=BTOF
z`e}efj2(t*ARpa%2{Smn1MCLy-x(R}4I<HYq%8<L68*WG3A&OHgT&^M-gVOG-I<|R
zsREPOEO9YgI<r0@DZkizWPsT}uVs};qdG2HQi8vio;2C7mQ&2m%!<!TKoRCvI~So1
z1LkW1L#Jj(GRY2g6AQlzEb@DkGrpQk2RaQqvKnnI8g|r2$eVE}8P$V14ZXkP8}A)C
z62H%vbp6~*nkd(|qrT6dV3qve%9shjR$k}zx&78eC(~yOy2He+>j=V`Tjr0-qh_46
z&0K3mKaECs44{m_*C#WV_C#auPVl-}e=3%^r)rz*x-7u^O;3WEl{e@=aCYK{L)2TR
zEoyO!Pyel7@w|4<4Gje>hdO*v=Ael3Y)TJwX{5Y2%<gW22Z1!&0?{O0_;hd$fcZ5`
z_*};H?+>+Kuxx(bG#ZC|I6*JU8w<eS7j@Jggn==YJ`%=jn8_6Am-xCV=+FC5uCKnx
zd%wTKbJ{uFrfGumf-K*!M!{i7F@HMKByV&DB!R|Q_4zj*S-n^<;1VBOS+*PqJHY9o
zL!-n;=Jw^kM5?{dhzG46V}n=>`4f#XQR$gk>U$)~an%U`rBRQrAkJwbd|snB_*&G%
zsXECzo4C!;rd^pgezHv69Xm|=kb}12gmmbRa7Lq`bAOdBx-cGB5fU#P2GdteVl6?v
ztueP}HFQhlIG#+PH>)O9Ra!mSekr)Tv`Y@MUhDoDCAi0!+{*$qKUUS%DLCWuOoU?u
zcFweo)t1JRXDEPJxHWsKL#Jg9dRbCHZbM%rleaEd`5JE$rYo*Yt*rn}sDHl}p1ga3
z<q=PoZ%4n=rjEQV_yQIQl0%0q|2lR7@KyX#=O(RQkjIjGolJ`oANJ25#PIp}$1_dB
z=K4*e>YVp70bK`8f~e+lS$|3q%)%`R{ye-kshQS$o6WrXFV`iLWNcL5=B}6vz%hOq
z=68-9_-E0WAu=MdlNhcaWtB}_HMKJzv}n<Ez93y}Pgv0gD(OGZ#)d{2<oj;9gx=ee
z=~^$iH}#Gp5M?VH5n)F&4c7?v%y;NSCwVX4c9ezaj>_E_Zsjcj5Pwu%Ut#|!qcH_<
zIZ-+6yQ4jRer7tOso6~dT3#MOwk1nRSrl!t>CO>Va!X?o87eZBV>3d4s`ji0$az3E
zYgk1VT+Yo-1MAMH>CnqBhP1P_(^xv~8mZ8}xmyA-X=&{b20LokuE!<s@~aSpImeZM
z+$e51!G-?ZAF-b>e#SqqvDpSCFJ)Tdpfj&RGt(2&iJyw6HOJnfhWq!yHdW;o6-xZB
zLc#Y4EucDs3qPmFyLJ!XY#I^f_N%mQiooQ<dEb?WGtS7E0s{HDwvO*&Sj3~sinx%O
zIK=GQl7^xH_qc+?fzE($SX9E?T7$@**gy$Yc3uS-0X634?G#RJg)62nRWykG)a5r0
zg6K7uTxrw`Tz<N%5c><J;wM>GOYF2Q_vtajS2v{4ow5+-xVBXYQdC4`x4*$d5NW?z
z!w?#^i_JIqL@@spr}|Z!vP5>N8_Bmd*V#!>@k!TR7{G-L1kTK2q~w?AOH|J`Xyu|~
zn^9d`eWyc}5L_kSCXJwt5tY(Pc@`X}OiVe2Hl_jyKP0JhmS|*@8YtTloc3wSh2Xd@
zGZuPEqDz%?{>kgdPjGdo!}&dv&W)n;FHV21Szijzy8Ki0dVhc=E`w4PHS09PvoBy3
z842PzyQz+8!@+C_%aW$L-l@7}QEe?pmK|XpIQT=^h)}~l^@&As{@~1-jCix+Ecg@r
z7r#(&vDXl|adf@bB*G!!;8K8z-hC&`tNeetBJ}382O`705@*YFqp}ZD*#kT_{R+}v
z>y8Xbcz$Bcg9sh9=xVi?(i=mv!)Zl(4u_kEvDx%K_2|i32E`tl7cOFgGYEvVn`Vic
z$F@!7e>LylX<V68o^0YU^hiVAB9EuUJRxuI%E4Nmiql=^QS8c5TR1S3jLHQJH=(t<
zo{DOE7MM^;TdHR#+O9KbNpV(nO?7R$mjoLR>J;jS76WRBN9vS08iYCkN%OX0q_|kY
z**4$j)qgAv-!2p+sJa1E_`1uIk^_P6f#Inz*_3cuadZUAH!t*;F<c>C=OI+?rtJrw
zCWgU9j)h5R?=j|I=CT`%SGAv366#4tT0SQ~<c|?tVS1MtZh44whsP{Z5!;DTcSBoh
z4jo>-YxZb$soZKgQtN3i$8*N8!`jj7`Y?iTw7fCLKk6@bl2ujj>`BWx%aWSLgxS8u
z=PTc0Oc71y9}D#%mOdG-&3%1gWlqKClGlCQ-E_?oU#)qLM*Yj>>N@%hrzR@41fE?F
zs9==K8uM892iuj6p?FhvaC=(17rURJ&^Tio@k6jVKxI1L;kwFeoEVO)!#a{}VQ9xF
zt7z8?^st{(0Ftez(wN>FGu^Vhyj_AB&3T>tjql5B$@csDM^$gu+NKp${*>G;NhjDY
zHugRTh;4_TmNBySG`w8>z^9si8PmExxCWELqe~I%nzF8mDtdxyieP0n<@H8S5p4lF
z`*<7Ka$cvKfdkA>W#Sw1b3}R0Q){(eot|%$BxQm{63P?qL*DfxV1RA`P?-SdxVUVl
zG`(H*K6p_8cD2zmJ_&!{K>!AJba#&)43h8oPUGC;eF51Kx^h8S{Aw8&+TgBT-)9qU
zKA_1COmQCpon2*VS6s=lqk_IKUp$HF`)w<7l3U4mi%UuD-bWKIuCpJne!c?q(T|*t
zHUXrNe+}OK`Qqe}zZE_j+<y|?{lwk<1^2Z3i*_k-xq`MJDFD^AC_5fA-F4&uwfWVm
z_1=H>^LxgZ=KJFRJ^26L`H?RhYLH(MhkF!}pvV&$nemh7>C{nK#bfgpL<1*^S39<5
z(&Y5-T8@i*_8Bn0_!_KnqeXT6!P@|@rHt*j#*dRz9ZiFtYZyB_KDh(D0I2z19C-oU
z0oLH+`)}xT>K}h_zxci6_r(1aZPf6#&P{M>?C^NY(=&dxktTJ9`Ib_0sn_I_Kc3_I
z;eHH=dpUJa37hJ6@dy9#u{lc|=-D~w!0}G4=XV2bfgxOB4F=^Y$oW#x+MpF{<^2tH
z$wWo$cAf4^8*Jk#mi;&JvRg)L+Vz80y4~`X2HWD|a(_HI`hx4qQPcI-e?}{NeXJ98
zJPLZ}(}9%P_1npiT=eoMj$c=AVf#q}T;?Vts)b|FA>joP+YE=}=V>M1zc|#*tFk0J
zMxqBQvb{?oMuEt>Dqkkqg<wQAgEUIYZC}X*`0O`;_s8S?hj4r{eOpsABpwl7|LOJf
zu4RXuX1gun=n-b+xvt)zh~bS+GrWYthK#O#3Gqjc4`Hr0cez+|CgN`7x%XQZCH`Zc
zH2w-V(Il6*Ez?Ot&mFujd3Ty`vgiFgN=?Jvs3xOkl%NTr8-U2q7SK!Lq}yHJRjtYl
zw|!$lDK5d1Td=lAA5LdiO9^vl-7URl7|Eyl@|UV0AaS_PFSp8Ei0emh3E1S^>yMjf
zrVRZR3(0CS`{~v5p4=?3@;S!!sp*<cl<0SK+oI}fg;yWh#v%uB8PQF8PmAIXA65L@
zZ&V_XJks>&<4|OBbD<G(8Ja$vPnxSykutpd`ArQgAb7}<s2GdTH9WItQ4%aAg91zL
zRl?V1Q#gcB$a01JndF3bPwH#hQJvsUOV=~B=>**z(&!jK^0p03K{zh{oVCtGFIKu~
z?|7nJeo)|a^YwJ6vLmn6xT39x?w<JI%gsr!H7)nP=_n+ZGM^$}U+<H_esj{sn;8}T
z*Q-=~+aJR`&+pQWZ^h+~KS+V#?{^_PRD^o%u!f=L4=7$n2KK0s#?aC^vSPL8n;V4=
z$1!Gv_Q5gdXEwr|TE!%W?j!##Q*BS)gY@|toS=)hD8sNUxt$zbk#Uf=;aO7p`6vBi
z;+{k*1#(ZgHZvD%b&$4hDC{^XJ8Dpl>+Ccxi3Be+7+xa4JC`Nl%Iva@_n}_DHt09{
zg8y9Z_db<-ZB?*Da0R$RDC0qmRxYp&4>g5+^hnv7k7~c6>KLru*g)-?l1rasTJ)AI
zKr(WaZ~<Lc`uI*Z`MdAk>r>pD$Gei`71B*6gKnD&TlM=*LGtXKocj<qH^7RqzZyJy
zw?h|@x1S0Z%l6qEE8ioRci?kU<~SF<{l-t-qHuh)Ok!yT4uive)g@NXdkMewoVrO(
zQSO>8OwG{njZS${W~)-nBuNniO<#|QSQ49{fgGP-0t<urm#yD-uvRfvuL^y(?3Db1
zrJ~pRcJ{~lCZ|?gw+oRXQFd0wz1v!^C;sKCsn`uJ9&iL2_Nl~G(BP$^{PRwu+G~61
zb6KtF)wP)iI{O*PMSJDbYa4a@hfDcGw=fa|G56SqWFs&wa=M2UAUOu^>nGavHOVBl
z&9=t324@Akrd(hH%xyKmz8Ww-;W_V{oXK$m$~Ip+4b2V%L%AGb$O|6_?bk{V-7S<J
znmnme#dox6*X}6)06C8j#Mj4Dd@_2F3(|Mn8WS|dj3)4<2e#~tnn~IAaMQ~3n{dm*
zfhhfb)2UXp3-0C=4Zvnjd^0U5XscX(Bhr|?sP4GX`;PMcUfp726U0TVs>Z1nsE!##
zuSzWc*T=3Csu$)*C1L^tmW>X=Ba^bp0dE#Z^7++HtT(%y5vg}I|1vo?znO(Yx(FhD
zDC-Hwe-;Z&lZb2cYM)0nYpu+;Y{#84GxCM{tbZp0g`{2s#N0B{ihob~QBI~nmAx8j
z%keHVmh+N~%+6H>q-#^+1U?&HtZcs<0^K0RzN^xtn^Xd$1x!GwR6pSE@tj`zGB|K#
z)l6s4pX#^)u`XW2rpeesf^Ql}2(si8s#m|s7nK!`!xDU3Qf<D^-Hcl*GuFS(vDG(i
zJGN6gLb`I{#Fr~~*8jNNW)D48^13r*G3Z5dtI}vtyN=o!f4y@)#mbdss8b=0I{s8~
z4hQka@6xPO96jY!^Doz5CFMa=OIG%a3FOPGbDXrT*$B_ES^#In<1IJ{S))FR@lrI<
z8<;`th^ICvX0P-9xsbKwt+KJlR(;&6OfVTMI7FOV%rE}o)pxlv#m8VQHC)F3;o4B*
zUrsiV8IxWq3;?f6{TU}g2lDy;<x;4}+DEK8*YfJU4)Z>>uVtQNSq2I&+~Y(kyIN0X
zFzw{Lt4r>GA7Lw}X1VWQQc=j=ZNuvoYy-nUvr#r8{|zl`uqe{-*|IIs7E)7|!UzeR
zcWIl=W)S_y15dMOsZ*`7^DYs%-O9p|HK5!0_e+9De@B06y9T6hK2anNl3^p344jWo
z0jQ8g?SGc(9tfq{iHkmjsSVNDOQu^uCV=&&o;fARmbl!JoQL1r<RQs7$M4}gBy|wH
zv8RMd>~<8c-tpZb`No>^;Bz3haj2dlZ)!{tzGNPHaVJ0V?_ZO1aCp>pAeeA1xG7fq
zUoN>Y=g-4*ZJdr6Krix=c>2_#$aM!>{SvUM3HRjnFMcQHrKyJ~5orit*3<9$(Ks1q
zNmwAeoqX&laRJTixu<4+xD?Uo8(D9^US`U1U(?hZOe}A4_IdmUkhq^rSe{{+g5AE>
zT(BxHCCJ2*jkDJAeQOSh=j;mB7}v`i>->v1;Ees&4eh~5D`}uKcH13SA-1))PMvmH
zww!Ex+M9nJ<6dc)*)S<nM)yp-!2wDzn(pBY%7?19ohT*gG^#(Y01R+#m1h`w!J|}W
zp=o2(jaetxwuXXfW;Kl6alU9jqbV;zE696vx}Ov%HPRD|cmyjb3%@myq&kQToo<yW
zxoiqIfsuD{dFO<{7CSel_tS>OZ;U^$%l%FREAbj}vv!1ToXX{(2YD;*Un#_vsR7sN
z=Ui7l{==p9*Pvqd<3FxMTWDMXDumzDC(&jlaNo;UzpT-BfJ6_ohg?6n?jK1?=HmN)
z^~Grb6cRjs@0SvQG;ss<7f_h}x^uLC@LB!fM=q{=&JUsfw2w0O#K&C6?q5OQz2lzM
zK@8${SK`{wa<6*rZTm*U^scdyhHlb^$IU2rL}kR#<Lp37l;&sh2_u5#Wr>xW|2c;L
zWp>p6pBJa3D#h-|@PsYgxtOoUBdtJW2|M5p=s5t=Vr7}dXK(-2Ankuy{r6&Hkl^*>
z{}0MLmUH~zFaB@gLj2ltRUD}mmVA5V8a90hqW#0(<d`Fkn;Qr+d0Ga1GTgbtUq=|m
z{jetVRWUh+fLUC?38E?TLzTe~q64JU!TTJdHeKTXQ1;$|Y_{*;a60d*?qwBijnuBa
z>D?9;t76rPsy##0h}m0<+b$7l&8iVZs4Zqul-Od&79)1-7=5mOf6wn3@B9AqUVmhq
zxvnHmNv_X%9G?NbGe?9d)U(8R@_@T!rA{Dry!K`J5OWyhEZd_iH`KoZvlevQb*Q!6
zD_x`nJL$}&H+(fYvD(uyPg@K6Cy1|gHl#ewfH{BAXqkxp)eM_8NSB~>n$<TeuxF<)
zSoSCn#rJHkzA1tk*kJhluLv7Y`G2zW3P&ITg#8J0p%=vR^d=g!^sa1zWAA9{<6Txo
z>Y#tI1v$BQk)2&ywXR;<Jt9-Z6K4c`y#N=I%Kn`mq)7c>ta{HTcB$qwT#_v^#WwTx
z$(>@r(>b0?@-nMoB7wxd)-)v!n?2yVx{&E^el)Oe^s;TUC@zz);$*={e$~B#WCDeI
zO?r?ERbM_h`|8J)8^)g8cNv@^;PWklDElZeD8OJ=I{LGY6>=o&!<j#N#4g2}TQwRQ
zK8c1ss_$$#&_II0TbLKN6mVG)yQLK}*9?dt3^CcY-V2eTocM7xH3!?9@L2p?eyLyA
z_^6!0L+jY4kDZ@>A|Q8dK&33x3LYhSsnEgSW-x^@xdT0=K<$8&X3~}W#Vfz&6&f#B
z0AY<K*;YE4Nt0Q1Hh=|OZ9@?(6YUs-@T){=5xLdVoY3{71R=gka?#I^>IowtfydUt
zZqMzRdDM6kUXSFzm@bJKHNU#XrB3qns~TIbFk<pdU+RwuEGoY3a$np^r?`$JoZ)2U
z0Hu~qa$VL%1nnrHGEb659JZp{m>lD>g<&=}PQs4q3>x1K*^|h+Hd$i<ZJ|3W0diAp
z9XGYJ>cxPR!iDDRHc8uNSJ{BXlbsCjmg;OpC5(}iO5RY?ZothYKBpw`bzO7=qeFrV
z>zI)wlcX_yTfAe6>bY)9F)7HGqS5I0>F8vt4?(V=<hcG8MRI0v&@;KFgFJk95eg+z
zyRBE$7v<q7#&q1{dB7{%rhcT-ImWL7s%OJyE#>sghPR_~KCMOL#*1K<r=r0lm+}P@
z=dIeU|0zXZ;Hcq9|9HR_E)%b@F86N6b*!t)dv!S*=uuvx=lrv0*JP%UM_#GaF{qBM
z1DLE=A0JmYd;!FR47KY?pT`dWV%#jO`RSRdp+2x;CU`VxLcwzGic|fS_cXpa=$|y)
zp<deqa)hq`O>0!Xx@(t3sw%l-Ut=y8B4FyXc4;73U4%ho0qL}6SnjZpt**0Ioi2@;
z9hoDvD4dKE<|2m-X4%+<`(7^@N;un#c;Cs4uCwsyq{?-5b!JiZyG?s)-En3BJh&~n
zXe3av*gj98EYx%pDD6(J<)q}m?J3e=DqQG93#l)vjTDb%L({tC2%?ZoQNp?|5$x=y
zLJ^99sF+m<pgh=b3e|oZ2a#y@Al6Ty=AK~pc}GmsMd`*RAJY$2k^fR3FIT%5>merV
zREQ8|X%gKlWY4_W_r9ga&#|zB5TAN@&47Oy2Ak;W9>{TAh^4NCT|*-2N@`!1<SGaV
z{7$OUEEQ?&7F)v^xfF}F=d?CVbc>$4=U5!9lVn)YKQ&D`i8TmlNgOil=u!Ri;lKND
zYr-ubh0sjAAt5;>ze7hktA|tMr;kjnd-uvdUCt>scDKk%&7@bxcVf(KJ@wg`V!kTJ
zPMs+giMI<EF0wf^p}8YRosnbvXwJjvB(%U{-nMLYy=&&S1t&a{W!tP)dR>G^WWa^h
zQ=pCp$gc9_>T{U%6uVz<Eq4sHKnS)h`l1k^PEa-7J<21Y`z!NLQ%XHTgiqlP93l1#
z?g3?#^?6wP>FoJWoT_y0JFW9`&Qb4rf@b0Nbk*$q;XOH<5YsP8DUlPgJsE_M4yvDV
zbbS(^T}I+qh~qAr|Bj<!o=^f`3jsju>CIC%y1~(b-1Q-sJooPK)EqRd`i}b^D>hf0
zwy73psA|~hwuu466tjb>1Kva0+KJ-S+Ha7ED!b%<>cC=({GJ6K1{m8zz7N<-q&I{~
zHF$qJOxxC)IlVbkrK*q5Kzd#)cRK2!jNYHn3l}i6k&EVYjbB9`)c}&liW8md;FbmD
zu$*QKKqxa%<ju(xWeenp7Y|nD<6l-m-9LInfum!^18|0U(ttE@S7y)^S=u{<4$`C0
zXdWJviFR~(o04h3(5_#_(VvK$9xuo4LOp;n@H!>PTfoK+_Zq<bdEvhb(%KwCzm$7R
zb;ydP{FLhI)CGvvCHR=uG8UExOi!giIZ?r)^P?qYg!+P9<8gzk+{rr*ZGuBG<ic+~
zN?hiykVqiG*5ZZV#O>8#-9j`#4Uh`}hy6-Q0NlD1T~o6+i>@_G?RCsnj}GECG>$kL
zMwQIg7l|c-fJa7UC5{87kVD(zl<2Keh7EDp8$+V+pL*dau|!23c=k!!Qj))c`CFP1
z`rdj9r=a-CMDiH+F7Z}~GD6^+8ipiEEtgHnuNCjX{FDn6x&PYRq7FFe0E}bf*z25m
z)q5pF5_P<>-v{vcwdq8r(g<T2x%AtEINrKKCA(+>DP>@P-h(<>F@B1T#N<+a)Az-;
z_IB@W+hGQm;N`w3mm~Nr!fA>iy+NUiqo9kjrwg?!6?WH>VK6^$(_Pn;>R&^79)fi=
z2koLfb*;1lA8V}&enVRp15w!oMEjU!*1C1VsG3-eim9}y3gr<&AW_Vm0p57!z5T_P
zzaE30TVDM2pOOZM<45oZ06Rpzw+7MgojLy|{ylK-%o#Ks(P;ZO3(Mnp7M35~PtS_6
zv4Woa-IdI6dv*5~Jvd|aYIZOI%+psEEcV>*D%<NQG?9f>D)G{<Us5S&@o}GopL2mg
z0{;XrjXixB&BpfNY%b_5&&b8g{Pg$q;P(Nb08lRI8{2tr?%vS91>Y-!-(O#aR{*d4
z|Ju%hAMFWa#k$=)tp4X?*3g_89v)$5VY7FKpMU&kkim&T;h+C{Scti@&pNNv5^2&g
zW0XnkM!|Lvm6G%1tnqaK@SL?C2h4yO+t7jBV`r;uD5_Zws<>E!5UO2s?yXsJ%##XG
zl7HUXeBH}|C?;-la<`%A2R6XI45<C6e;-iY3zvUvuH5i9Bso%}FR4=a+AOx@b(lB>
z_Wms>;eQvx&J2G&YsCbP3CXy&HeDL8!EiOFTjlC_`>n(g{t+Nl>CZd8as^0c@O_u9
zJIi-+wW>E;16j`J^)e9$3%QKuF8++2z(=Dm-;onW9tJ3VG{DOi*r9z?{|c*zX|5KO
zJ9fBu*v-F1wSyj<dvFeP=gf60MLgaQ6Y*|u16-n#c~L9bR6a7c@w#UqYAKrPwdYkc
zl($9|E^ez<>6(DlfIBcM>~Y=m;hCx(172v~dYeA~2q1D!_o!=5u|l=p+htBLv~#>z
zXlDQ6?!)zq?}0+))qnVG&@SM5trK}jZNp?L_;OG-)KA6#C^~0MR*uy*78wxUl!R4N
zPR%O|qI%|<I+(a}4^O#r(GjrO(*>Y_f^Tk4ZlmJk4}tIk9o12nwX#%M?42Ul+sE_6
zRrRX!YpQj`7IpQ;z~HgReJO-AW6cyq2gwAHIJsrS`&10*_@&mw$2~lMhEKZh#^0h-
z0@c#*Ql)-_^b2zx_B>r3y<eFEH4@(=rJDm1BYx(AyGHoo^~C;-35cpI)KBeG{|@m)
zyVichWUxr~9VLc1Sl?DuJbfar{R;O}x(}!8H}$R(6Ev2-C$)a?5A<t6S+zs~9@>Oe
zK~Q}6ou`L^`RRb7kbdjP?S;|-$tB^cV5uGU95h_JHH_N-8a_*}Kpx?~45APSmtFFY
zg(>TQ74`)%6|U-tt$2>t=WUpIYHy4_xHo+}^u^QHRAZrV_2`I1)A(;E*Ra=@Oe$*J
za+jqfg>5EvVXJ{6-?)TLV2F2RLbnZu0P0iL$Z&P;Bqz65EH2>Yj=A`I33k?`s@VXD
zbmh&T^>a=l-by^mt8l8n+0s}*vs#9Rc8Mv!{zGDV<huL(V)J$Hjuky(GVsIZ!1}_<
zqoq2<$q=?r#@ieNM|r|!@<XCi3M3f$<!macy%EsBLUZH!A`!<S6e8KBwysNEAKo}O
zPc0?V4s0oa2-H!s5X`5a2So&sqghBjC&m$a<RZ~#Q>~L>6cVs!s*9K>Md88mmxI3{
zeu2+VU!F&Ys`Fi48mn4;Vr(V9BgE0Zzm#~$R-T?;taEiP!(Om3YF~kE&*JCtvkVWz
z35N>VeH<Cf6w9w@ymNB<;{n%)En~gkAZC))sf#E2uLXf`#-i=*VfQD!wf4pil`o#8
zY=LieNZOCqXz&iXx*7?JQiMyCGBY+gFKng>IEu%V=Qi3+IgPf^)v%<|VVP>`G6XHl
zuRr|qxpl0NX8<&doUBz}aA@`$bZ;t#<pfI8^nbfs-Nr=LPR?+M^u75yT1Jp(npWu>
zV!SO4)lnR8@60o=#PGgB8*V51*V1|t_ieo9Fg*DD%4-_l1iV~9BYzr8473N)d4G>6
z7uCX7%7%d!8q3Z7TbrdzM0~O0otLT<g?(l11zk)4T>Z@%RTS{mb#+=!ZvA;udzuM#
zoV|O;JbMm5O=!`bOG0vOMU%oF_l8&7a7uCCHXAOuC7|uDZ}}Z;tT`R^SzOwYcKbXx
z(eBCaKHYIx&qb*P?*;rMt31{o8#1hj^>#-P-qbVVlrWiYB7eD+S(@tOPQ?Q_`_dO?
zPq<EK7UpvTH3>6X`4XjNZ@+&>YIH%$4G*cZQrj5vCgND{it_bq@(sS^DnMx@xh5GS
zf#VmR?2uTqZ+ZJ9D_$XF4`*1e4)I7{SV=^H%{N8>!-mB?+948&q^-}_0I@ZKMTrxp
zUo>W@08Jv<ww6l&Or~l2>?}G-<SQ-k>D$T@Nv-qVZTDPYP-h(cg7~~tF^L?tCTlJA
z>sR{=oA)4)X#6jWi_a!z?v08lUkl5biMcpjeyI9R$mZGTZjtGe7{%KY$<2|1>&40N
zD`Gvgwxo#FJ@V@2;uR;~H3N3JrmW@m4MV5IB%pp`0zT{3`VY|*n!hWM`wsd#IOtrE
z{%j${H6;5nG@Cua>OPkl;oXVI(dhaKHW|P{gEFG6@c61~&e6i?>{e-ozkLC%I?bWp
zBxoX)I(8D13V3L1m9sf&IO|2cq<Pcp91j=LJgA65;pEX7|LZ_WFVGANzo>{h{tZHG
zYw}htq)up<S63x_<d5}erkL!PppZSJzC6=G0Hc$7JQlso3TfMB2%<|h=K96j6;@hq
zr)wbA%x7eMK#(fc>55d5jq)F{Gmexhk##nx493qF8WSP}DTJ$^R5iZ##KoU^E_fCi
zpusz=%fdKqnut_aq0l)p!w%TY2MLba!KD>c>hL&Rg}l<z*iQ8PIR1Kz(muybYj+(O
zcTRP=9wr&!_|5R1B>1mVoQN0WY)|&G8D}%=Ed$qujdiPf$G|(M7h5x1B$fu=t?BbU
zlUEguc)6CcTn*nZ1qf?F6Vz0}<{qBYZq>Lw59~;b;V`_ejDExqr9>PY%J&bJ;W;Ku
zm%YmH(~0C_V|tpj?(F6A(jFuE0~v3VkCYnZVVd(PAJGo36Kj2R)G*PHm;(gbl@hy2
zMYo6Xyrl27c7ofOBs?T~8)Bgs4WmIf9rUaG)_s(;&Axcsd7F83Q@qXP_D6eWgTx_t
za+>!@Z=R`QCp3@h`+bJwG47b{-P_1t(8xzmKp^GkT1|*@q0&;iB~i<ws%k<VvNz-9
zSmPOO&_u2WL;qBWe?R~7Cg87{tzQD5CRN~E^q=kA$a^q1AgbjC+Jd@*QE{Inz}z=R
zI)pz4i$zfE^4<x38dV*RuWjkAiDR)b`xi0dz_f6`RoG@eOsLBX$E&KTu<~m!vi+Ud
z_Kk5-h=aGl+Eq<e*SGhhgugu`S<r3PSPsKPacfMUsM%yMR%cmP*=RchB-gkIZ~g00
z1UbgabPP+5b!^yav&<QOvM6b80~q`ojjOf$U0jq|lvK<=v0P(Xxz<?OE!(BzSR3mY
z_GWyMD`m)lYd+n9lk2;)Y*Z38%Y#&!8)li~9Q9f88;=%}J?Be_nB@XYeF1FWamB3p
zv%SqlCCg3;u^XeBQQ;R#Sj@h8fi5=AT?ppseGj^L=?&;&h~Iml2nJFvt{?d`FV>aW
z{DZO&P(Ixo7sd3NJI?TgOFRX}&)5(<wo~@_fkIJ>t-5d)>0^eVx+R(i=z{`7Ie&Kf
zvz_rKt`5m9BHsV!-v4z0p}KUJHyrp@M%S9dT<whHkFSb(RNc7x8E0n)77l`U6QIX3
zl2fl907soK_*jdIItvuUzW&#9oSm2v{9<*@eEwg)OR}CL?dyMA3YOe2(Ov6J*244I
z<rzM`^k>JjP?s6O(znq#2W{MZY|QFapFH(h(e`rfAwE8Xc#BeUb)I&j!QGCU3QGW^
zm`=p^B^eNm1aIkX)_i8$<$7%W>!0W!py$r<tb!oM{%mLgiLVKY+SGk6RDQX9kq8mi
z8NiYzv$6eO2}QQsfWa%fCfb$!CQnxvt5aegXe+Eb2oU|B@f(SG+R=-T1s1gY2oR2L
z(O1FCcO1I`Pg@-xFYy{(J6`%UP?5R?0#ySo)xRnhy3?^R3*x=ah1g}SwY%F7hJGgh
zG&HWnI#gD!RZG;h3}yO!3=~}LA1JF+<eN~R9Ev%P8)Kj!0$N>P+~{H=#vY(Jq!}+K
z^cN3EtU_={6whj{Q!QUQx{kDBq|P_XnaNzhv#I(K+Z9z_`Rt2dN}*w7hgPjLnyNcj
z4EhDqKI?KmD_G_G)eI5tnX}NIXU>1~4t>GG9F1;PmQ>(iIG>+PI)+CaO>G}{)<pfZ
zAJiDE@T6DwCQdQD#PBI*BiThX8wLgPrS6qhrF-5j10axMKrDlUuQQhgtk!^vAH<iA
zD&NBBWR&~;6vG0Jt78B@Gwj2vTL};YMw<W+FI*?3GE?DjJAg}CNPfTeZ+<V}=XM~s
z?|Zq%<<tvNMMi@utiyK!e!MFjutFK#Amxv2o8kAmhg~|110ZE$YVTCxpAw#ga=zgP
zy}uoWy1QfyU((7UwK8V4zg%9ruUz0X%+ah~jPp<^C@-@DYI-j`Wc^n?eY~Fz?yeNo
zI2cM6vQ8S@alaI}Q_ZzxVt3YU{li_0@QsF_!gJLnm6-Y2V~BazgkGd$>-f5y^W)cJ
zLYdD#A`KNy0G4&if#n7fs)N(eoYrRVbr4A7sW*x4Saxs`d?xZUn>;xvQ<5!Ugk3f)
zdp9oGkFM6Wkg85IT%cvEdq6aTE~ct4`lktNX9}M9M48oh5rIk}%!c=vvMaHuTV5OG
zid={4ctoL72Z34-@cYI_9{O?#e#JVhMo=oAGya*%3&Hsk=1U2R49%Oy+{Vwebt66|
zC-wmiyXj!p++n-oCy@z+x5=nLs)o>U?AJ{TAl7PyDlH9owl)=rcJU9(OK*nntg$_x
zPGgA7vvOhAfwtPXyAk3s-~52aD++Usua>%Z;zS`c?HT<{IyPwOlFWWxUgsB51B;^u
z$iJAGyfmGFg}auUtFpT~wKxw`vBgC{?;HF1B~WR9zx(JFalrAmZcV+m!w+!nnI+gr
zHcQe=k?w6jeN#OmT{mt+TyJ#ueQ0U~_;-s26%@frlq%l29{-s~_fW}ZW1d(eUrq6-
z9DkdQR5}C@h;<8pT8^xSD^~r3ymdk+0?;v3h!WU7m$dWULHMEJqz?#S#SCJ74`Lcy
zI-lJD-Ta7^ywuVG_0csq-Ha>M^s&icQO|9?osj$!3Wzff<X4L<hVHmZ0vR1lHF>66
z?Y?S9>8kx@>zAjieuLImbn2&CEXiiV4t4|bB5?&d3VJmdA)W1$)Z!VUDe<TO_=i)X
z&j<4;VfceGoS@BMVcoLG%Uyc9O8-va<>>=I4O7oti$=J+`-TEt_}@h*vbkRnpKU<`
z2Ou2afKm4h*cOOt-IN0?Jci)}ux+W8^PUNd;u=~xwn8Gom%3Whq@rMLXhK7ttcSJ>
zan^%s6sUz9+*PvmRx+JPop9?(q^wssnW>+m4p;~9s4MxtpR<+qe6|Q<UHnn4i-hPN
z9v-1?)SdOn_Ep_Z943!NI>$xBs_>`hg^S<+=Du)72F&>?9|Z(?W=k>`RBR^7m5#bK
zjCR))s4_803?<v|dkPc<6!9yQ*V>xX!IWh9HHGbZuGXyiVg4RxZ$&s`K)Mrsfxjc-
zdwI_yZgp%Y)-XT-((9x4afYQS!FA(J9d!^R-t%oKinZsiVL>)4)Lq><L6hdOGa((d
z;d!KUGMwXP*%q{JKGi3ubJ-1hB^y>?l{=+&+%e*y{BlQSH;^w+=15Kk%Rw$;KH$*a
zhvJ~dDdX+kIQK5{VXE5C>KNpB>`dF5@(Bg8NVl4m!;Gc+4j@w1rKy1QIIm($nt%n0
zgDm>H3a__n_XUiphRF6%1B4}_2N6wAEpALU<`Ik0;o$*z=c&AcCN(z5h>Cj)Sr_+j
zF+Zq&3KUvySAN>#Z*kLRHEuI>9vL;aFca{D+;tj+Z|X(D7e_g^!%n+|`BluEDn-k&
z!=rkMw!@)xu7T!$+IFDv+y*ts8>V#SP*JTXR~HY<&wduQq9d=$D3mt*^ax1&<+@DI
ze(kVFo4P)kY;movvNErkEa}2;Vw25}*w8)d$8@c`?Z)uqExtVawp{E%S)vEsJMOF>
z7~c0iRb%2zSzjr#%yw(L(v~*#k$<>t(XrmazqGe+@Sq}Vl8@x57(cRAS&cU-afND9
z$S^`6O2L03NUuj;Sy&lp({Atpb0)Fw$l3+$VZehKoS!puyoGXUU+?xbP269QbR0&k
zBR7{92ipjBChIyo(GUy^waa1fk0)>sOaUtDBmp#I!%5xVq69mFnh?<U<Ev2Pwn{j@
z3nxV-f6@rd<ng*#79Q|2Fr(yb6mYsWFAjKrW5gIB>)V4ue@Fo{3}Sc?^^Zsfi)D#e
zWCpkNbc|(u_`*o+KZZjP!o9z}i&+4B0vA#~Ca<tB?w2fc%5h1|H<iy(<Q6jkceNYo
zT9ezXlx2-IhtOtsJTWM}nCL=8;WtShvlf959ud)tMx=s#deSutJkctZ1eKO?F_#lA
zYzZI`(X%j3z4}<d>vtJzJPgydfX6J}^WHM=l$5;hEvJp)`CQXIgH&PfG%~EmrX^-$
z2K_t5NlD9(Q{9(nSf_pnRS6=WOXqMjL7mv2XzG!sR@lKRMh43i<av66cii@|j_~fi
z-yrSBt-DP0zMyjjOZ<CvdUdhr-Nzf5lmH!pQ!e42gBu$;N9w;pS>z?Yv0aNG;8B77
zrNR{|(xO2>fJ^!Cc^!^ka+vAy74JX=N}-$rRJEzO#e+26$-xtK{|~h|di)_~?{d-!
zN6|(x&2*#q#Ht<Fk&Y9|Q1;KQ(K&^}f>Y}`iY-*U1&j1{57X4Ah@JKBJdU?4B2?ke
z^~zTaW)J*{0>2IwB1jDmrH@G7$4=C@JNg5IxZFeG!f!{J9c{V}fijpFAP;YDSJao^
z3ozC;^cKVwq}j^FOog*p<(>}6PNKNVm+v;U=^GpEs-=bibZOPsQw6~8W|@kGG#t64
z;7dygm1Yw%X)!AcOG_;*$s@RWBo-$22>vS6TYtMbP~N9El4hkUeW|*j_H(TlZ*s)*
z&x6tW#8&&R9|KmOZ4RDn$LDAdXc7W1T6|!|<nf#Cvgg*HUSxq;#@idO>PJOIGn~2j
z<NrXmz=!L<w=<zvBTbVM_>4Zvx|`gO@ARnfV`d}%0@|;Pe3JJth_AqD^zWo{Zvz#X
zmd9;qp5q@)|9$BHdCk}s*Q%{^y;$|nAkfTy06HIa{yq0gpjHXMIslFKeZV~Bhe=F|
z3q|rU`<CDduA}@yXpRuGWG+FmN8(F=j{B<}u)p!-;JSCgt+UKtKcDbDlT)yZRU%KY
zYrCiNBiKa8<-3MT=4!48f*)}LzbIF3Hmb(^-1dd^lHA^(Cpd>|b330)C}+-@r*p$i
zmj`W_yBma91H6y5eA$$SLP}e*WmR8KW>VWHGM(>8{QQ=0-ZRQWXWSAOT(^X9v<^jJ
znQEMH2c;%>2%4vhKf02X3C~FO5|Sms#gK>d-!LD=p7w*zzCT9=U8rdiHy$Iy45H;7
z#c^Od-_@KE%xqiGMLz+y$gvoy9XkbYQ=V=4dnS^pDF#~F1&%$xL19^2v5{hAM`4M&
z=z@R{;gq=7qKSyhulfrF<5N%IwE)RJ<a$%R2*D2z&H9=*5H0s^sN=?K_4|i|3Du=+
zNI(#wQkSFG;ebYw-#-Q2V0ih+?FNOx7gg0ky8*tQk=E2dOP`h6OW-%cDP~?0EFD^|
z<#e&*taZOi#Kt669QB+)S8YcXlaX3Vt?Q??_QvC+B7<5)qxJ64eJ)FEi_t72X%Rp|
z;|i5W{j08n!<G)tYZA#OhIb6Rps?)&B2LDe$$+1fkdie{9c>0U?NT+BzQ^|CCq#`*
zMtRRl9--2$fbP3a`Q@f)ND0EP!O%%o>R0;$Q6QkSJnQ6APX^0*h+VHMLxhl4B&TRp
zam)b^i&We;j}Xz)`rmw5HbKLRtqz0A$XFUnEBC>_!^u@j!g@yWnLw=X&7KH3--{oB
z%vSzTw3R$21)}~(aQrX*THFs--pC7{EtuZwDoRIbC8j3*RyryOI!ov;GYLdN64UMO
zhCqTT<HPLQW+@}n)#-*Y=pQEc!XQldwSw4=va3tWeLe>8h^)dLQ;cOy1g`Q=Mu#ML
z>D#xc!HvkYN~2PoG+&3-JPEBizlHE*S)Bb3Ivr0QE9V}^^U^El2maXZd+hQr5}M1U
zO5@ZX@rYbNbiM2zhQdPFK;Ld#zpu1;YQ=Rv>-if%-jLWz6!oj+-utED&mX@M-*GFE
z>p~}`k0<f;ue#~jl5X&<tR4Y<A!qp{a0`)wsADn=P*dsk;rwSgKQZARK3}8-pm05|
zKQO=MpHk~D?vK$J4H)i}0k7i1Wg>1=6SCQP8)vHbuTMJlgGmxDxBofdRTvA%@)QC<
zX(5xC&YqUi!`YQJRTupt5!-4#Qx%ba76c|`cM(cz$}I?D+Z~cdN*k?C`i8s9$&q`W
zaVvWU`!~#wZ6;|{E^U5nH5yWm*zW8?k^tBRUGyudH*@tmvduHD8v|g(6}>-{w+&Q|
zjA(_rzG#POg2&^jy#BY5ggXflmDJ}*=?sO*k08CL=lpjhtG@C)>igjGxTS*5T?ucL
zc$`Qf-6vaJ0RSpQK&avQ#AeWF(2bRd)UJ8urd7F)a?g$Sz|J7TP5@YIx|;#ph3$>r
z`<lq!;xCnsjg1=?6rF2ph^GcE(&c9wF*P&W-8YT|hIeyubt=!*zmF1zVaIdJoa+I%
zA>XIhuSEEoXTjlH;pRg>v+7xvX|i(r_be<r)Q258^V8Zegt}C9g<AhVWHx2&`O`|k
zvrp@|^GQ;xqH1MJB?br{05dCvD}{Zos!N#M<?dod&(lj`o;t~xAf8EY&t@eJOhpT1
zL(w?cQ&TL>0vaDz;6q;5=*|Ez==}<+L4#gFi*)%oADCcPOsL}>NPot*12C~aOcl%D
z1@*oMGgkF4neH$*Pb5a{&t3YD1g2XD-jr^~x?Y&!j$~dQf(QB*?~?-_dCkre<5!r6
z?i<^AM)`bx1|;S@8t=ZP;h#1hQs3p-Wvp6vZ1}}tu%mE0ekXiKOZ?@G_N_2Ue3{ck
zBOF##2dr&|4sz<6DIeTpX<%vHfp=-*b)x~;)0IJ)Cv(91b7SY7L>E^`mG)(?GA?(o
zM8!I|ug1)D?~qSUIZ~#{^+~r}8f@cL9@G_}8yk91$+8NyoC3KAvC6vgb^sJ*686Ib
zK-4HH#H1wAt_zcfRVwdH2cqc<s2c!AR|cavz-jY6a@{%}S0TxtZIq!grn~Z1p`QsN
zKy?c>o?*C0Rkc86wP}u*r&Mqy_u_iufo7nkGPkwZ*B_wXb4waJGR?xdd5W+efnIX|
zyP7qV>P+mob}g-Bw!(sGgw7GN=kzS<Zre?Bl^M#bZ+iz)zE!^3+75(S9sHJZO<&u<
zV*7%x|Ayv(h$laFvULcLT+Fgcs28MP4B2yGg-ElWkSy<%uG-g1Zv~C)?0N=(UsN1b
ze1StgGEsrvHJRqyc8hGLxX4}i7g(?V-K6Mm5CH=~lherppM$EpiD5uCf3yD`BfQ4J
zt1M3?u)sSIzpv0*^mBJbR@h&N&H*seQs$?`;e#n1!!G*@ifRTVPncMBy2G;gVuhm|
zCMh9bouD<pFjPbAM%WKlq2QB}`37)8l#Ij-!ex-qtp!x2pJ)So2zpw9OqQK<Nv@R#
z@$vkoo)Eh&gX?fYM1?`!zuhB}V}NHc?WyF~b6lmM=fIis0f^!0rFMO5kii)i7N7_M
zV&R`WQT@2sYaOmwA<#v2de*h7CaNX^E%e)!6lDPlM7&@{IvV|~Q`O-mRyi-ifC=~?
z7V$1z8eJ6NTX%$%n0I;<q9)Zeeb5B{<j)fpdJu2M-Du=Qi}Fv;w$Q=2ezY@lwuJ{8
zN*CDa!<)X+*oisV89KSA=IYHLxN4a?bP^Q4m`@em{$Ns=*<i4%DD%#+FfAr~*1Rt`
zn`V)P>D(44nVRyRT)7L!c1*g}miC4H4e#@;%t`xNn+Yq-!Wi>xE2Op-IjIMl(4zbc
zol~lh^|A+07Cw0CqZ=Kk;F`!8W6H`sEPH(>nMB$;wZ!Y`k8jN%?gjz|ZOWE_YNT@>
zLz5724_WB|)+bDb#_MwjV4i&m@^tqJ=Sy6kdR;R8vt5u>B~-1`aZ9+!h|lau;y1{E
z+rfxbv?9GGBB15lmDZ`maBR^3ZkS5XHr;1mG)z&FyqRrkUJ`1q^(?r}8sKUCLtEBQ
zNuvcRc2Ex6m)oX~Jtkb=4XjwG;#yd(eaVoZnv0HxvnO)O!D!#uL2e(-4}G!CGT<um
zbjxbKJ6b7WHTyLGizIa`pczKVzEos5N)abG7lDm?H+3eQ=4bYN8Gr=u?RM=+&ZYKH
zGaX#RQB#cn-*09;{t`?DYqcnQ3C^{xt^kI`-j!3fn4DHVr|Qz*pavjzC1qjWnmjX?
zUc*$%S&F2Np;iLie}m*7?=lWm)>Z|r*rr*;BVe6@#Bny|pxQO01>jx^=$U?lT7iR8
zlL~;tN~qFYc@{je^?ybZO|t1g;GbF0F3Y#SY&osh+E$mJn-0D$W`9-<lZ}e}SJLM<
zXv$GJ$qqcP9c0}#JJ(QituqjiIwc#%nudr>Mu<O;lziNPe1$nRUL3Np3`0p{XX>}Y
zX<J8%5;FBGJ8Sk0AMD4lt)gvp*2C+h#(4(W$;jZ-6=i|zrDWaN74X6GaM+eKpSx1B
z5=JX<hgHeznykNgFg@xxh4WP=-q_%HVwXiZQgb5Pf1#A2HRz&$tju;gbQ2F{Yt>R#
z?OP<y-1i=QyECv(KZaXZBE|JcJoKJ<|D@33+}`7f34`S>6e9MHqua4-s?KESB1SoQ
zDmw~xnT}U{zE}D|QStfkLArS5EV-;uNN@M!_jmZJOl`oyMgSVfbN53_`)1T)Uu28L
zGi+db(5zhuHK6CVQ^A;_MSM-xRE#s*P7x0=4cD;__ziF-D$Oxnzi!T0W*gFzH=j3^
zd#C{vcmW+!R@^)>^Q~27UUX9rbQ4EKjv0-giaVyxI&Fz}VYJ?wnYS2`O7c)~+RI4W
z7I~m2@p8t;S$kMThm>Xok;EigN57cTOKnPW-WEfC`9~k7p^99$E0^fZYS;XkO@(0c
zBw{<ho;y0X_Wlp<{{OR`2PK3u{I3IU5gUC5Ts)LQ2BHjqCEsLL5$ut<TJTo>5fJ`V
z2XvWlTeSl;ng<||I>7E60oYrjkqO12rx$&tN>Y#uBrD1n{pJ49$5{<dY>_H_<EjEl
zW$EjM*;s>Y;`z+m_jBeCllN=UE;EY==ljVMb$~)1(Aa=DTSUU2TJEX(IhhP!C&xUh
z?pou_s{?o+aXpLFLcrSOi%?$$K0Cy*PtQRQpnQ&yKd!kbj@^icq%QKLXGAP4WE+JO
zDI<+t4SG!6)_9mFhgtSEQq)7qOtINU{rvp<tM<U3Xp`6E$(x~l4H0n1+vVW-+w7%2
zJj@-4N5jg#(>1m;8F>D#AD>4$DpS@~0Gw;Akdyu8IZLmh`VSImCw%^Zr+>fXnuN(6
zCZ#;{Ml1f0%J%|{({eJIp?mk<Wx_RnN(I3dmGH)0lpbE*DHOV!WDSIE1#b8JY#nbu
zZ`U3t3%UW~dBAKv*PC$m;Uf*bk5mKw3<e1Nn}$$YsmAmeHJ&gmoQVbeo<oKT>dnIu
zs4-J);-3t+qT<R-Xt`1UjTlo!*W||H$_T>n`kd1hzJN(om$3-!7d0q+WLbj!>aBLu
zwoIIeZ&n?`UATzfC>afjPpJKml4d}$dqT@`K&RZxmj^E|XTEr0gE+?(;^_%3E9I-C
z>`P`#%_e$rvD3O)Y!G{0c?rqL?w{6Yd4F6Y2OG}Q;-ZP*B}lR=quQHDo?@wvtd@I}
z_EPMq`P4+yQ0rKE3sN%T-CP&%bC-9O>hQGB(h{j6uLj|FbJFb$7aFK~#`FWly|6tG
z7n{4DE&J37>Ge_5GAeODeJPa~!(A~TIGNf!r2p;+-h3#zp~GgYLm(=dxzUSaaR4JU
zb-7w2WcZ#%9zcbf7Me5-Di>Mug!|+~rzQ=Q$wOFOQoQCfuBabd7$TjB^xefSXjayV
zG2q&Sn$+B+dCJ->3tQMyD7z;8t_TFNM^D>8Y`f%ud48Lm<2OHtdp%)JMBrETlrojF
z<8H?@bFs}={~fG)7L)*?o_Bs?%GhX+r{9#ye^GC6kapd;@&1{gwWg0r1I}b2WeBx|
zl7rb*s>yIuJMRV!aXJ+8FpTK7ZQx=NVI-s+KACN+k<TTyd3e(5FC9tF!XCFc8g{g{
z?GzRo2|{TYj}<wQD{ji?fW$bFEj;weWSu=$`__)C(!)9V@g@Enn3771V6-HWIrA48
z){Sr>`K|Y$dbTwD-41MNR<YRpS>Y!QB#*z0TN!Pb*Y0jAWc#&uYeSJPaH<2TVCx`V
z?@GQMfks>J-jJ^bY-XpN2l;C~pLArl>D|epStUekGLO-c+tpuYWf>6j#@>b_xISmX
zxdB=$;^_r*5Kki0D|-g9c3zDp({@46%Y}*z>T4k>2TQ))*QYri&B9EEDmo^6aMe}X
zPl7HCrt9}r0d!6&QM|d3k#5-XP@AAd7N9;Jr*yh+%-5A}n17!kAnQ3LrhkJ<T_4Uq
zZk^Q+oOwHG?)SMIy&y{M!7j6MUUbvfUt1E=&^31zc>6jq@|#3eSX7a4*0LUkho}FE
zk6K(!UCIKm;@u!@9|rQpaE1j3nF1}!qs``4QL0Q>BwQo~Q|2CKkN=J|O&-->KqRB!
zgiL5{X^cxWaxhTm3%Um*yt+>Im?tWG7DFrixSdFOgz&EV1!-_vPH`jA8Srw6f!f$S
z!k1=+mu=q|HT=7dxARl`g_~8xt0iZ?-s+8*`f7fDu1PSn!c^Ty(dg19Z(R{>5UaLc
z5xrqji!@ZW@wC%c5+n$JPsUrdrFp+@ONa_sH&b$+<Iu5b3bIR@tYkJDiaiL(G~O#u
zWIK34SBh>r7HM*eMz+8vTLQhl>0IyglHBd)#~VG#1T#wvwH^|DT~R0F6PU3e;$ZB>
z`+-Q29Tx{VFykg#rUU(W0ygJ6SPV{A8R;FCDa5<lH)-=Z7msW+Rih!LE|n>}c5?Wi
zS(6re6i?1ui&U^3rEN_i$di~xZ*`Pos*Z->7hJHEbq}hU`Yy`04A4y3>81(#q&X#y
z{(-ci2Art-Ssk*zsX456P92(=aj>_y<zAx2oY?OEvSuCNbB>~e&MCbI%1!1XUj;3#
z3Vp3S?6iw(Ny2vl4V6Yjk*kT5JiWfH7m%7wO2iXp1<=g+lMp_yT|3-|ta-{dIJTj0
zJT?p^KQk>+Ck*hfY7FTCc*rg%RS44p7&9ICtxir(-YELXBp~4Zj9tlj$Dlkw;6;UD
zwL!U@s78U&HVr9c_wTwZxK7=2gESPNras`)e7az99CYNnH8(rAzffo6;-t}s4_wK4
zmHF)EC_-d$o+j6J%cw|}$AD&6+PEkpvIy0x7y#y~oaj<}9Ggz^R5-Cas%#tcNgqwq
z_Al8|P<ysVH(+x$4lGz4szI%ALGWI5@e2_AzIa<BmeKUCt9U9<dG7JJlG6b(R+QOV
zPA!21=E$l8egRQyq!rOyqh{aO9*X<ESR{r1x^V01nWvNT7oVO<{LeX919Ztb58zPZ
z&r6S3zdy$<#-`Gn@@d|nB*v8Wb5x89GA_D@l$Fm-Px>5HXnM!viFW>ar+Cp_^0Let
zn_iM=N4_}=7CM8J%%5lpj2q@)GcxE!n|JCJVmwfWrvjxCD^!7I#n<mDikt{gir{*E
zPPs-I2GF*e>cw~mT$QU1lY&m9bt{DqW%=?~_L<udaHhH%S+SDddHfnl_}9?bHR50Q
z_QQ9^L^yps(<7Yd>CeMvkN|8iZkoy*9V898cM-69P`C`z;@l7Otwb^WnrKCTo?uFH
z40sSHgv;01dla`TQ_qk-++46sE6N_KPZtq)*WCtxNcJuod8K7opOa2)n+*DKnA$=a
zMB3K*qB+;pOU>JN{nDSuPLn;hjm&)Eb$;V%qQyB=CD|sGZ8tR+$bieS)Y|Iu--jrK
z9SW`(s^iLeeR=a_*tj{$%T*@U2+w=Ev%FaJ=;fkOZ4Lf#Jfieuxx$HZ$SFP$%fU>K
zBSfWr>(&BPQe4WMdFQ}dW${l`E#eYyI>*4Di9LUi20zDrHXkAO6a;z%I-7g(;-&Y@
zLf`M6f6s8`*5|YGiH%Uij}+f)KWz?K-iV2*K9wjThyJ)2RU9uSb`|U%s``>hyDAhm
zpYE4~h_E^2k)FR2UPen6?`^2fIIM|?0|a=Ih~udEIgzrej`i^^rA)Q^wCL9d@l;PC
znd(TNBA3U?PZEu`6dWFJFZOLNZrl^OC%KcX{a|3l^4a<m)S50L)r2WNzS9=V(Jcc0
zmFR2pWo>;OKWRUd!kHDz1a9)79hZ0SY%d*M5LgXF?MgqMJnf_Txq?Y~JeN_?_C-T6
zz<VgSYccFsH`7byL&ny|CU<QHs#9Hv!fc!`v;9)w$6D3i4s#yOBh)?gX0ACjd6N>h
zBPX$8=50r$EQz(X#28x@WezvZC|`8+G)h1^O0TeMjY*FOk+$smN4jF4<<l_+_pV6_
zRFzdq@sY7)8l}-nv8e0oZ8~_@Xatzr|JuZk_)aDU$Ky0G3vd5>?Ei7ipz-+qpCMiW
zk@M|uUq8I@<Ig={gPgtj=07)pGI#K17}EKD!Q1&gQx^S)?Bm3T?cjgkJ<?3jOfxpV
z`N>wy`aK}Y0@cZR<Q`hxFLk{0P~EnW`$*)R6)gHP+FOH>xa8aj&FJ&cs9F6NX986h
zd|cQn>|E<5UhG?bpElLomJ-Zz<`eJ~XJ|r~wDn$nl+8JMGnI*LN`}_v5hwIwp>$Tm
z9Y>?Qc5Pvu1Fj6!?#WRPb9F<EedB69_h2=pOYY8$w#>=h&{M&|gwkPIQN+>Jq+yTv
zJ&nXC=67^)QsWbG>0h0ba^Hl-g06x9#>rY*%O4^M@6^Y45+|$+>q$6W{yRp?q;ciz
zU_;dR0S=+OR=l?Pik8iBlug3FizD`)`F|VLU?y^Rr?!-X<u1?mw_dw<N8hgBz~-P{
z72QH{JR;%vYIm0_KbZge<3j(o?k8YG1c4sZCLK=DcOQyf31{=-zr^!B_{IAd(>w(0
zv}X^wA*NAE{=AsPzRBJLJt)Z`V4;A^3TV`^*0l9`I-7E9Rp~-eKaHedPfAnLFsd_*
z#H3f%q<l5)a=%IgKbl49?Ml}j^UE>=4yv<Mfos(21&5+R^BC96{0Z3L9@<GiZ_Dlq
zp?o>n+{8P{FkEAFY3P$dV)twX4^*RXPiEgF#4o(VGl#;vok(-&a5aZij4lG!MnYrV
z#zel9_cos%KrVec%i9wFn)&(p!cedFV5kq6!Bd3Q)gy|FMOOOXtdgl;AM?3wD=P6G
z9@>**K>3t+Gvhot`G8|QOsQLBJ-77;hG%DODaeK@qtn;hDm!=GNIOa_U)K)awo35x
zgqxH0^LrLY{@CaHnZ`~mmT{Ikmd$DJM-<LsP3r~=xKoiL0DDq-ZVVRgA|TBAJ=;cW
zjeo+iXYki{QX1af8)_f`s7ABW*qj$gx%1;l1^-lSqgK9&BCVA*$m{~}g^oeMYuYp9
zqHA|V2?+_Y(iKAH#J4djdOjD{w4yh9{r|c6sfpnc8_)T%r;QKBZdz;V3C8yneUOyO
z*Q}5lp>9rHTTxICU{hpm!cQ1(t*cGM;xI2_OE#xQ)vj%lx%^u9d+V!VwBiiGzkStF
z0#Dj%1aeDU>vbBBS$>)sd9un$rOWk=r`4F1Wp2goUE?^Cow;^B%Jm?kdZ_&IOpTA^
z>YHQVR3VFKc6mF?%sy<+=--HZV6ik&sbId4X;{CVk~K75k8NK($f=CIa+)_4qr^4r
zex22f+-PFL?=|E$CgC9bI-928Ik*ccMWl=)eWr@Dp`{b^!>OwN1%>{VHFA{1KV@tq
z5n1Gu?u-ZnY0(Z%a$`g-784w!!t*GvG^+)j5>fHpfQVpwE&V|1U*J3P<5kKvXotMy
z^rZ;!Jl$t`ORiSDnO@)Ei!Y00#X!4h8aKjl0kMT{8>5N;H18N}+?{xKIwORiE0>{5
z0w>b-nxgRi!dic0J87ztd6Pd|k-MY~yKo2M+g6wR9|IpioHP{nBL&<f8Zub~m8-~L
zKeVp<)$nrvFxj_<<%kv1ris<=pJYrF#oo8%;Cwa6Pu5>ZHCA3g%GPtWw9JLNo~#re
z9Mr1U?E77NI0xBXK4LS(FX1zpT`E7cOi*tFtql#?T?qjrIBzXA9gI@acCIO{DU_v=
z>xNo<*Uk4Nu|}j8+4<JRV)w=#r*1f}^rJ#eoL{OfUwO(O5)KQ2MZ?<qX8bp=O*QR*
zO3p6JvYb0(NlGZuG~`%a-aP$)a~kFk{o)|EW|gG=_QuKL$fS%}VR14pMp__uVQpfL
zw6R&q;N<_@SU^CXpAl)4TYSEu=oel2>PgBHUGVPI4YKOqoHI1CMdmli1CMi86z~Nk
znm4i9Y&;h_;^k=C*An5m#GWx^k*%Txz}R%Ozkj#cUtC*S?&D0Zg^Jx2Y}Fzwh=4Mk
z9fhRinPh8=zK$^EFoF)^j8e$?>Nbb6l7)7HN25SxCVkeQJWv|pWwn=Xv1lZW<o&+I
z&bFqFcOYmZd(0HOZJa{)w2}sLM?*dAdfH+X2sRY}{4%smIMGC)S}C#>@>Vfl#%OUd
z(1-2lK<#+3O3`aCY(8~4+?om&`x9SsCVKOAz_mtSeB?kj6cJ^~0D<~MXb6>#100i~
z>;PsnDo}j8UfH@86kW9BJ-tkjUH={fd^`{btqL~fc)z6H3>SzeRU^yteudvD%aJr5
zdb4I2R|C<q8&Nr0^MMzyxHJITKE~d6Wh=gpK0osnDc~)I?wS@!S2l=?nmju}Rt^@w
zBGQ&V=6hNMQ&i@>a~$Y2Q1|@B%!-;z_E>**Na$=Od~jbOt@3C2I$Mhw?{S*#J~R&s
z?J}y7MHgC6(%QEP^ukQs@xI=gBCr3Uao(()v^Omw+4FW!UN_z&tzh5}b2>QNusw`1
zbd+ke@&N{jqM^B+h%ZZRu`g@$AH~OMej1bO)N@Fvcs%vhIh5wA#X!|R`yM#IfdVc$
z|G5HzLeGDqe^T|906#>--NtF5ALoli?{^l7;u*K^AdLAb#cEQ~nyPA#VqV*_436i8
zdhSu*wVf&DuVKa-a69T(wR%emn9taKUJJX5!#?w7aDIbB#QmyjXj{Hdr^iq5e+j&~
z3M9GHg;U3d!-bL#lRV)kZ;@1by10YRm%=us4c%xNf+3z&fNfiW<5VPUe8=_ej_0ld
zcth<kr8zyHvDXR#zd?5$%Jg(oHNtsHLW$HK#h{kqat}5W{UvZ8p0aB<vV6*zW}zi#
z)r_Vqg_)fCAQIwXrcI|{PTg4{r78aGRbD_{&iEx=u7)JyIwjfCrB0V+Es5Jb2)qgy
z+ZP_}Otru|wxcZXMrt@HkLB*s@0-?h4GN3jbz5%P3vO)bNo@7wREy1;nL92X<`5L!
z=`sY8FI=<L)ejR&I$dh5c$gJ$w_&wj>^xL>2NKk_h!+Dr1^BHX7GQ?ofSAFcr{GIx
z&IrbfojZ4q>j9`8^zy-(ho3;!)}S2Kr)T2gLUjZ#MMa@Hj&GsPX7YTOg$TsOlQS;`
ze=T{L^58M!+O*5`<+Hy*JUc800ib-Hc9}p`^|Mcoqa+|yZPfwCb%+)!?i1HlZ|1;{
z^EOPj157ftd6tDsQze7tjJ5>Vh1qIV9f2heS~zjlO3)T2s3EnRcwaB%bnv-y`Clj3
z)<Vl2+=?N!;`EYz<89YN9(635w1qg94^tLzjxiIfC#ceNse7yNSM|#^O6oQ^3zM=u
zvIgUhO|^W*eFJthg-_+QPWt3Jre`w>o8nKfX-@F@eui#T3p(TTI1m-UN%{)R1VF-3
zr_G6Uix)oyZl8t1GyaT$0J|WfhYM^BBDq{8D_F4q)bc;W{~s6UvtHhK`CsD<(j~vn
z_I=DUxe)=|o@x}Dv#t<#bm8Y`EQC~S2VZKxsrWDW%XHpT!1A1s7E(*~>zRmH|IvJB
zyh*F!;-I_%^Y&23)aIfGx7lOCXM7EUEwY3^Ut*q2?)==g!~`UC)zYPe%{l7Jt>+Jb
zSLA%5%^@CLn=F-R;8f_nu6N?ydlgnA)U{%+lnKGN%{$O{gU;Dr8yav_@6J4t6%MWQ
z-R0L2_a`><{2I3!@5|sYm3gej*1kT9lZ#I?t3HO<72dr1WwKAUokjCK_a6!etu&!t
z<*a!9J(gk{8xKFD(cVlxtAZMlNO}EtD_51oQYTbA-O>V5EC`%{&iMi5wS%{Jf0vwp
z8LAnl_^saVZAg7;j!HX^r~5#f(?o0|^ZG7p`SiDRLD86(t8rP2ywxd%o@~<IgSf7a
ztYq^?H9Sj>?X?sl58InXV3qjN`aS5%O(|}gy1-k*>9JdaiD!GlcBIRq!LJ6Lj@Sf{
z`csq1W1_q8udHgOFJ{&>41X>GIf*MsGlPAH?5&MW#jA<o-|QREBp~&5SuwA9TmMw)
zC21Fzj9xuVa0rZ+DSX}5dP~->UDVEb&&&5(Fd?t)Sal1&Ccr(zbR;UVs|cggavTQ}
zHus3*(;klc2&XR<ueR;b?Lsh5wnPg=EEhM|m2A7Ja}PnFrzJN9ZAl|>GB2{{Qv_|w
zFgP)b$4yZ6TI;eWTf=~M^4kpT>QGe#tbc53#H8hDSn{O9X@Pzm>xXq9i!|ZV61WN+
z-7M1aob62(rJU<lf?I8)_}bVjZWoJjx*==*p<l2KEgpzs^pWVsmSQSurv46=m}w$V
z(+ad@Akd!G!hh$T%%1xNDLD>iZKZJUY4p8QyOnLkOB+8-Q_{u-ifXU<dX`5cXs5FV
z!u-|v+Cm4#7%h{2lnYUIy;BSm6T+b*o$OzXz!55eSP&M~U$?}|_8(R}IsWLR+R__;
z|NEv`Fn3grHp5G2{Sxqn1S6<PqKnzB%=#miT-`jAIyni4?rcar<>SM9<n$l(hVv&;
zj!X#;^R{fJ4unEw>rl-_2LAH5NfTQPA;6NnzpQ4>aPOY4XSNeAT;VY^5~0-G)L<nc
zL3bnh?CVC?-dZq}uuh>YgGcu6?8e-m5n!@xlCu#|C^RNlZR@AEl(sq2*9LbT^z)2+
zL>jCXwgIt^f;+Oo3*W}MusfV$WSKP*6zbNRuBKBKGn!Kj)YoTsuR_aPjARE93DxUU
z+p^`ZU|w360||~(QuR+s8HLNuq<K{UsEAM`M_9K^05}aJsEbnVeDkgIQLZXxUjPFY
z6R0u&d_-Lwi|vk!7)l`Jy*`KmbbbbPqxyxRdaGO}55EEbU^M?LGz8@n^|pkvsW#vv
zy^7MU!vcMpe*vfOkkM1H#_?#;Z;;(#>XTWbverzf@x;r+ZZsA~t#mINz~_^P|0K9p
zoZ1b^=&i<2cBe>Q6RFjo{g$=5tnnK}$Ly%#vALUz45I<WumZk*ABVwK8xcc#Y3qua
ziie*;N4A~dVvUT4XRQL;XV_{(bG^(=%fexiMNo@eAj-Z#g3ZJW5K9qm87nB|;f<;j
zQjI&b>L!hU;obR!=11{{r2#sqE|P~QlRrA@&{ZpG7!bk-i9<atG(Tf?OWES0+}z9K
z^#U~!0OqkV1;jjTCQu^(IR7NemC3lbgg58jbgW;pd1-S4LVoi&{KqOR<vx|)9V^>a
z%fnnT^`pdeIrp1svWaK(P=*JalYnpK-K@=wOO&*g5T#Df|H0OKhqKkkeZc7+s@qoD
zqH34gv)bFPq+-vsMKuUT)uy*9wQJYRtwcnO+B0(7jo1>3phk?Sy+hLX^nRY_z1~0G
zb6pbWB<D(U=J)sceg?}y=el(XlOH~s!1Oer^FPY7)||0caLTtfM$6)8*^a{0%E7HS
zvt4+k<QUU^2XG2>DP4nHqXI@q4cRzFyG^y$P+AF`SeB0r2~{&>HlpG3&P2Uj@W=ZI
zwlg1yE4(^(Yc^AZxILYdv^6hC`mUeqEu9X}QQ~s>Dl(*O-)-AIY?Sw%oUI!$O7g-8
zrwt2V#}Sj<)7NP(CfHF-nNlUSM*=rG(VuE|SWFgeUcblnv_m90IenDZVtgxI&)_~b
zNi4fBi5+2CV-n5^mv@|Z1X?pdDEY~M<1voJ!P=Yy9rp-Dd$ZA^tugD_#AELQq%Z?a
zu~FKZqTE~Yo$+kwXpib!>APaudd!Ml5mmSmU0EHnK(el0iud{YChqUHZ?PS}<^ufK
z01C$s{9i9;`6P^@QEnuA-VUMimHD}4y3%jZA%|bcrQe`Q|IOvixnrAZ913ou)cUr*
za40sQIDlN_E=A`>1VlTVy2;Mh!y-O()BHR1hf<xL)Ggb~Jm-%BA=xDFW5&~8$cQUd
zF6v*$CgMNQrkztn@j(Q9WOrSIdx4>H^+Y#dQ&<z2Rd?X9u|3{z*4W7~gp&|}*?!(D
z1p#tAZ)A;LKdDP(&4@4`J~jk20JMPQ@7FRip9p6Yq;7rsA3Znd4+Rkfl3#nW@x*Z;
zb&$vBPDQC5%k9e7*i@=bhM0&W_h*=pUqY1eu5@21SN;2LYQ3I`E*S&6)$5!l;^XA%
zTOvD!F%@c*qfvw=v%2>a3>UONcF-YCwe7neJ2j=*{-YKQ0d3qK-;fUboDoDZXA11t
zd*rd`8FROR&?Fed#}_`GXUy?#?wNr|jhCAo+n~Y*f$A+OJiL1NPm%tt%MN@m<VFuo
z)jG&j(W+B^b8TdcUb*&m`s{pvU$ut0jjtzReQo#taJ2Wz<HVJ9;<+rqE~7OjBX3pm
zRZ~DYbMa$cLz#zy@~)Ho5n;Y{%76aIhX2Cs-0_rMjIy5^jujAbI<svRZcS+IJhRSH
z9+kry_Lb<FBr%+lP6`VT&ds*Pxp1NV!XFq?=W`rG|Dg>6=+KEj+szatoc!rML`3mo
zVax41@dAIA0i_)P74rWb@v|uFGr`FHrJpo~kL^r-ke<a|#G}-wS=d%qp}{*<<6rEr
zw76CexKEZ>k2e+PXzTg~b@t|^_}HiTaS9^jWA18lQg|%w>#qP-HV$sOC)xEtr@lV|
z-I@P<+D%vBwyuDHz++7=LBPQ1JOx;!Ab5i3V^-psOEK>?Masl;9E?w$;r#b(=AZBM
zf0LDrhdbxw^TPk;pIXNxr<vB*W1M}gK76Q8b|kQI&MJ;^Kl<<0^Vv;*|KDo=`+WWV
zU9*4x94}{pKmF*`@8AFVT041g@>>D5ag3wqWxY8Go8;2M_0ULSJ%Rk$<Zk~f6A&nY
zt!MN2eQaf8OJb~O3W^9;ohtA*>y}<9+Bjy%z$U3^-aF;eXmEsizvS{eF*7Xk-_H55
zv%&u`#jk$9X)yNr1nA@r23(vB?@Diuye%?Oo-saN-CnNGdKi>Yuiu)&w(5QlC0Uf^
zBV*dwqn0i7Yi9O-n#ffY0s&v|PsN!|sMDk=w%yqM$~eMX?Q;_4iI?0WJ>9Vcv*XYI
z4rC=zPT2v!=f+K{?AJ_pM8as*pzuZKY6j%RxgpM;X<~&?18<S6i+K@d-~&cs{Qm0r
z(#T$s+^%S3e>Jx|z_3{Kdpv|J|CV=AEDyP?5v@dat|xRG)-b?+o<RwC??SxOFT~Hn
zp=AOa0~|=x`!zon|4nK7k0IqF;B!xEy6Ve>S|^1<Tc=-=a-k)<!)UN^)^sCh!NlQB
z^RM#a;-%}QdG2s`<z2x|;u&P-M!X(sBN2VZqm;rJ$*?rJyKM&JKc`(<;_jqrwJbka
znKzwsv;}ZTm8e8%1FKYCIrQ>IEW&L;&Lw1ngsKVD%X@WXo0(ry{D(?ffdZ>yndrN?
z4*kkxv}#SyWy=6+j_aZ1)74bqa=xio$qq|ArPPVgC76;Dj0Asv97sHIKa_$aIP)B6
zC0p1Uy{&x+CHwmd-J|pPzse54*Z_^=k?Icr_{op56Nd+f$R|U-EKdh#c>2T}Or7U6
z-qd95hXlh0`YfNmT1H3COx+rhTd98Xv?9fVnPM}0)y^iTYe2S-V<v|?%!NiaD=#b|
z-z<N8Wpp>D0eu6o>tOr=VmgP!CiApBi~SE(aRC^zWpZU&5&>y?EP_*G$G7kM44TxS
z9<y9U>3OyUURR|$_vImK@t9Dremj&>yil!_Ty*Ma@|1t_f}^$8U!Q8Fx$IDyM&gqB
z99{1t?<{`P`g}EYA`W)?XR={9--W0(gXq>@{>^6ro8sA{EV!A3weUKHybsq53^)$2
z$#F-g7)T(pn$y)I{ta<B)@o0PU8R^Mp@i3MD5d6dN7rcm1sm&UH*`S5u^scdWiHnk
z%9sFAC<Ab_H8zi|YkNkb3PEdyBtN6iePo*vXd~@X0@a0QOPIVt(~<=#Iv*5IPLFLc
zlHI*8+kp4xrhu5fud3@;J=E6FcBYbIV8p(A?&6voRdoRx!Vd2%!>R*D!^HkWTu_!5
zwceL5kDUZV{1iSwQBN1eJ4C~kzEk6rJ?y+?UV2fm33^1Y;&xl27w;E$A<x+Fk%;GI
zMw0p5pp&5MoDTVHtge>Ap>M`j0BEdX@rJE-T#BPoiz>J(O+qoyk#Viqquy4#yp!sE
zkD_&JKhc1+*K}>qqimBWwx>`{y+yS#>c~rK%(g#oWBud?{%kA9c>4&puo$7y!XFlb
z6>F!scz9&UZ^d#OSr~;++{ny~C_u)oOI7&`vvd0O{RU|>lh7M!C&#yb7{{(MrA2qI
zCr|8bG@nDxs*5z?v+9fb(}GR8UI_F~JF|)Qfgu_Xvz2>mCY%T~<vzQ-uHxXqIIznK
z|Fv2VAEg?qa2n0ow0L|<`vM7I%w|cqw34aMI;oUSYQ0VND{)Gy*AHx}t}FIcRf@#n
zZKvBqptCpcJkVca6)0>GEDaU^6k}(gC0lDV<?(~|X73M4da!1=#K{zg5`TI1;5!}9
z8iZW3Q3EUZlV8&~jP^-(q@N59FLKAQV~*OPZ`XQ|%I4d{#l@w={qq}=)$I>W1+>P;
zynWcrIOxWcNaMjOJFcH})g3rv;ZVvSXOfk<v$-X`(qxvb_A&2SsD-}D3qAnIfMTs6
z<A!Q`s#*9Ob3c#OWG9(ozd?oT&FWH|eq}mko2CJg`dLCm{wLj&FcMZ+#IO=v-G*3C
zvhu!?kUhUZY)o9M^YpYSOZBhL-&=UyqMR<R?{|ORg_n2D0Bl#FAgCj4=KZD8*-<dT
zZ1^;{A!_F~aJ2%R{H&Rn;4fQbhUGTFbmz}+<ef>K{#UP|0k5t2XPgL-L)`KZFI<#&
z`R(iy4w}2FXJD0?nV+=xZ3<Tr^dtV^#NCYm<yyMJ70aLrgBrA+1diNzP`T6>f0;Mf
z$vDjw4=G_9Gwu4+Q^%T)b<Tw|`(0&!w64IgtF(?k$Xg`6dC}f%)*yiU@<`{+W#gz;
zBRxSsHJ?Z^ijtgpv&J=Q>AKB?TR<}*N8LSgF;znfmHmamtUVlcA;#UX@t7Eq8{ef0
z(g@;<n8md+Cwa!|7}~5c&8*jw49K+JG>xiNlFM@HTt_e_ZOWNnsQ1Q}yJBP4$F~c6
zpgFq9F>cn`<sIyv_d9i!U(4{EmI2y;f3^%Tow#&D{5=p;@tEaw1#bfDYG_H?W6F1I
zqQIB@eCL;d++I)5p-cJ815#N`_N!B}MFKamLKG6#>mv!UPKsIUJ9sk=$3Yjw>akYK
zK29<?nys}`npL#kTFzv=JBOZ2P-#cUj=8p1soZ(D`Z$Tce-0g}_gh7rWPEkEt!mjU
zteY*sK5QJ$?$_u@80x^z2AL}Npx!^;+@p{{)vRG$mdBJ>Sy3sI!w@c`=!LX_4ga$1
zG!8^-)+7!%rdSo?G407zB_*(7ExB?>O`*l3(_MLIX4t*ge-#oVJk%X#7Se-hr1N<m
znc#4Kb#++`p0U7K;o8SCL2;64(a~F7d3@p?JE_{b=Y0O!R(&4x{*mVUtAD^RP7sUW
zgQgSDqTk&<3pxRn(Y$jhCPw4**1jv^ZvNLdY419xI86h>U}9BJVX0e>&|(`(#<UH+
z`w00si#<emqFsLYqyDd4JAZ-r9{+d|^FUbeS_JY;vh`Bt;mt?l7}NfrX#<sc#tmH^
z|44rjF3(XeJB%oYyDKtu{*K`aiV2zRTDqkSE0a3Zl|CgJD>MZ;xI&N`OgjAg6IT+7
zp7<N|#S01~4o}m=hg~ma_oPQSzfKXNCrFOEN{M}&ZpqBiC`$V`LV|u5A>V=j8_9T1
z?9U-CDMeSOL~GDnRQ6;<;{kRb^7V1js~_c3rvs)gl_Hw+zWjN2sKUmp1p$FqKWaDH
z`okR;?9*d2Urx6u1z$=R(mRywEq7cj&<@tNdoz!GQRxbkl{w~;0o(t~1Xg`t;n)*+
zS8e)yqkQKNLejMjY5r3IW~xa)n(xpn=m|vr>nA@YQlfXuw=N<9W;Cdo6LdD?e~v|v
z&^_k!NB{f(|Nqm4{>GTQ7j!>ga0T7|6PN;cdfPOdutUx1&B^%6NLomyJ38L`o(YD=
zH{NPG6iq*+c$eq;cxQ**ulMIcAS6SEwA`1cFXlv{#EQP<^Wy67e^DM9TUAg$@hoEH
zp>p!;VyJ;e@li5BmrHdFZxoENBu;YGzTD1CwO*P3O1u>FSvTnX_vepJsec>*bUxER
z5mrA&>UvTI41+}s(BCKZ$9rE*iK4*UsVno5ZsE9^oGD=sVeMOuHLfb3tUHEl(43On
zA(0uoE+&QBBAl7hp5x*)eLpwD=0njZ4vwD<96+`}clE44T|Dz0H-fxv*L~rM3Mpq0
zMoHy?FWRHfuXjsdVoi{fg(Z{vIOh2!XfArW4lY)-l0UxxlEJb6z|L;8E^s)r&m*o=
zN-!s(8eE-|ZP?nKk*zaQJc`@-1-G#=!3qnD7>q!?&dFPzQ$d`aplRNI4+1vOjRE_C
ztYXK{KX7_+>nwfp$_<i#7dk`6p`m%2-eu;Kq0B{8CF<)Ew71H1ciwED?d2c;==6Gf
z;Z%gj+hF#_hJsRe^uCx~k+;Upv|nX3ANUk}TtWmoSa_e5I#geHSY&V%80VH-IB9F@
zEo$PKy5dvAdI1c<ED%$t^(f<wP1)`BG_Y}|A0lHY)lT2Bw(bYjZEQSP_fqI>O@T{7
z7@@1Sg8F>};0qQ6huWoA!>^4da^E)iT>zwrr8B{&$#PN7YpW&lEpBU)>^zJgyCFAJ
z_{>r+jA8+`7%5w?>3*vcf-W$*q~YYvb{@7V*FF4NRim+E0jD*0>)H}RYy+^4HQKXc
ztt@$4o4x9gHP3iB$QJ_KBHXab)kVsQX_oR6s>j(+yE=tP{@mkx$b3r!$jpkO#eiQ-
zkpvC0pYIniL9e~Bn4)J$Y?Ko=!etU73G*A&9Ls5Oz>X++dsDg=h({>ZyO%!R3-m5D
zpMgGSYQCPU=X`NHveVL`=~J<ro;;_}JwQhvtzsRG{WLK?i1Dy;2YOnPhWOA6>uo2a
zmm2nzff&JY{8if3^1&+Fs5j-?p+Lp1`&S*3uh=iE;*#8=&5r2<)2!OqVyiteM;UE?
z--p)#^=3C}$k!N>i?;4itk;zE^RFdmDK+G%UpOd3R@x@<_iP_a>>0K-N$ENBx&-hX
z)s?>fG4w~(Z$KECy)2uxnu9DDMmsuzRllJgU%aNf#a&QlN6Y&I3^kWNohKL1PaDsA
z-wKh^nCSwNO%T4Z6BElLg^R-C&5apsVh=CT9^NeQyLVY-d^<A;aCs3CQB6*c8wLOn
zqGv^d*%tIErGp*udCJJ<o9zW6U~9{N{oRRB=o(m!MO!9`8Y3j)<j_#NB%DGq=A7IC
z0yfl-j2k|dB3;aAO;ZBr#TgL4e}97<Gny;U)3}?alF+}ljb7$6FYKr%fRDlt<XgsG
zvnQvRR_pis^&WbzdH3@wdZcgLLbh!;elmU?>!i&<Dy$7IO5^8P3ir||%edz2LCo_z
z{#_haKdi8<>>tIPui2D83x5zVRI<rR-UT~XXF>uU0cV%`tOf#73OQ>@J@9pM{SA_9
zs(<y+LdU>}jHQ?)(@YUHo-5`Ha*IZ|X@KuI_VbI|TGPJ7kwfwpkn&<c!luVTom@SJ
z<;z6=WMtgy-qtv0C|y-s&-&g(M<Mt2nLXA|u5Rp_386*~(Rup$1Q>(3Rnri7#l8ja
zG~U;oXIF6)8x3!$X6H={HgS)RP`7D(lj$BGFA3pn$}TDCAooa=U`()9fX#fI15n$?
zk9qCA!O!}~#a!>M4%-x77G_*|Q82c#f6hu-Ip{oij*sEDt`ztiRKBp=cdzW-p$Wx)
ziO#)1Qx1;bn3zURENf6#x}xKww-3wod`gxZBoe<3A(o9$hA*@;x;9nq%1cHXlNl&I
z@jWFD1vfWK&&fmCB2&U<LmV~}+c=LOURopoIn`q;HcF})WKpL;PV}=bks8mgcrZJe
zD%tpj(vadAd{H5(MzNw+0mGW&KHxBt^!!J}(#1>vfn+x#8rxcT#EdSuf;p0MzrG%&
zcMR2htIc*2Ue^oeECY0L5xzGJ2Ji6nzRGu(gpP9_XQ|uvJ3$7Wh$`zdok8yCV7^O-
zfh%pTZ_sC*8@4~18ctZ&;+(NO{*sGBJ2<h3I_NlfN`0JK=8uE<LykD*rbN-&e4P{5
zLM@`=CirfcjTBK7(h1Z>jGwwd+i);nst;@yPmhN&O0N(Xa2i)V92S*YZ?vv{=$Ll)
zcCMM!-d7q`NJOmla#v5No2G9&P7{1w!hyb1U=5a{*Ng#rGOh;?x^ttvh=irKC>=3N
zVTJiWh+&0Mjn9|6LkW5smx{kY2ByM*fHs1|NlwC<v;TLel>e7-33U3V?hmYc3u_bW
zg#|5ZJN?=vGpNGt8jt!osEG0xTSNbp^1*EBf1Q$t)}CWcg-PTRFB*Kb(LjBRo)e>p
zu;fW`djKD;@3aFWdbce1<4mV=WAdjUxotyM70ROuKVXq%e-j%?4=Vdcf-YZ17f)Dq
zbkk;Kk9CTX-#6)HoM1>|YkY+@8fr~A=CEJe2{}JMzb#P1YpwzD2q_vu8TQRC+_aDH
zP>BDknu_U^ebLKuU%$BWusc&KQPsPb+|jF}yen+fyrz9RI39gq&T(_f&Sf|PB3#2n
z6-_y_@ve#K+ob~)90%T$-|+99@=kj>Rh1rx9rgSNT&Aagh6aFsM362$0KGVnh<_yd
z;F#Uu^xx+bWg2fFZ$DYmbjVza4p8#_S4&35N>pvj(z7&D<CAUqi{_8@jz1ex`Nrb^
z#kv#iU-juM2zr+3Y&?-_5ru)=qR*!ZO`O)aD@&DX%{;h!2YI`@#Et*ZFz}stNsfnd
z)r;-#+;a=A4YGG@>!6GuGUk)!OXRdJpavoz#?K-GtfYfitJGx>AMFe_iaZW9ugQ<h
zCoQux&o@b|5K&58j&@ZwDVFvF?Ns4OeDv9oqo$D|XMV2hB|q_OuQkH;9q0am-lJJt
zs%1B<Ks^~he&$%e{S7*!v)vM}{y>IKy&^*O7Bvc9<-||<36bKDMP26YiSD^q-ZU2H
zjFqH`+TDCorZAG<{IsjPOAv3$I5DHTy4riM>2xbvc#Of)`O#@8t2vCKz&UZdci(ya
z7!!0F;ey}#0W5hET>Qf<jeq0IJ0JdyX;Su}0{0RRzh@l-GHXy-GT0%NA@x>)yZzyd
zak4Fx9^XLPXwGZkiGAZ5G*tG9p))CZ5Kr=X;!%2OZKRC0__J$LjEUZqdTZMWaymkV
z9JteTCb1!H_HQUJ&O%<8?{b-gzpk9y;R&Dpr?wJF!{_oQ+8WbYOJ`3g-oAZSw?Efh
z4;1)K78I8s2J{}!f0zCIaOvbJao`+y0Ag);|KGWAHoztAF`NA_O#iq}+QT@jU2V{b
z|9R!Vm;d*H>vgL{t<qMpDk2Mi_O9pY2cT0zqWWJm_ddsq_BU-NaVb6LZfiNQP6C0F
zPh4`-y$!7Qr{Zja*Ng8+X1%O2P}?&66edqeS1o=gmNx(4zW-SRYlmDTk%&eD2qcWj
zh^<05O;<*wp1qmr+a`~h@C+blSTb%p#9)Tv=gq+tuS5*QQ)7~fNPhO8I^Jnt>1e#f
zbv5#g#h);iD+$suR7r~t!kz(UsCIb9P-K!s4Z@U6oO(R<(I9dQu+r$Z7Rb{d86Q_F
zCOczm-u*>tpnk~H=IhItV5u*n<`l?$cdBc^8r?6}7WtJpakeoj=;8M5aHnzC{z3w%
z;*YJ8GJBY?QlX}T!okZ_>y!9X5+%3}vKDwMrbutkHV#!9lgp1NB&D3+HThbpz=(}X
z8$f9dRQ*%3tZ`*3arc!>|KnuY6@&9f2K4e0<7!SOFTKKT_kw9eWoWFjZSJiE6f`fX
zPoKBc?CVf!z`f&?(=vB~1eAY((%m4al~c&R;84c;S&3Z*Abg?qmc5g<bU)%NXbYDp
zd5&Efy)4B$Sc7WH+!P+W{zsS2kOJdKMWSZ!wy~;5KbHBU)zngB^OvQ@X>0-^K5Qvq
zsjW9I{YgR#-{ufJ)}qg<bNL5CJA<X_yD(-@TEDu@bZh2YpjTTxPDN;ESeVRIakTJa
zOp?}-QiP|g@82{BRXTgNfKon#9$BaAYF!T%a@B{N5dPU@HmO%tgj%wddTin|?SNSJ
z_hzDec&vGV;VY^lhTUUx!@vkb46mfDZj4@{9c$V?ZXG)kpY^%14<EKG$?4bq87roh
zUwV+UpkOW{%)>3SZ_KC<d17xd8%4%w5A|If8e&PkiTRIzb_^)c{r3py*T-_L9;Tvl
z#m)wN$8(3=?n7#u^8+IXK*A0tqk1B0OiNs_>G_;lnG$g-)146NMWp#wQi<{iN35Bt
zAXP;Eg=dRRij&$y=u|+=XBOk<p!cVithqE3+QrcWDTz?OrBkQp#FNuSUd*ZNAKZXz
zv0IAQq{`qRPg(+b+Iek#OLh!I$Wf`nb_O?pHr4aLnJESR>^l`E<(-jSjeDuS6_fhf
z*rj!STRO*gvzPjIL~&w$cmd`Fb2!%QxTsJIJ3{NNh+#j*c^_R13Rb&PvW)!@+`pR5
zcdH8RQD~p)Lmri#XQ&FKb*Lf&FpxCSn;bJ?@_N24b8ha!Mr-4iYg>WAd9yxJZ5^{g
zL}Hw}w2$wHNU3VkEv$!~vAde(A^@E@HaWCFOV_<l7dad@)U4Gx=B%v<(lqXgKmeAz
zZeA+PxKy#+Z6vF^J~@ekg#&Ii#Zv((NfVgU+^d(~1O0%d(|4h5oZ_h~Dz}>xLZSUn
z+@B7w%c*p~dnZqp6f^OSxn05ZT?+CEV|KgBcFXRnKd6gY<kgpdmezn=1=NhEN_owt
z6xxp(JT@H(KEe@wz8W9A`$XzuWGBo@w$~}7eRvCiw#Jul>|fkKp3=0n*`irxz_KyC
zg&Nmv@##S!(HJZ1pf=q+@JJZD0JpCN?6fbdjxk^*mQ|!jSoB#W%q<*5@UyM{%*2PF
zcl=ep%^o+qkT#{b>|h1Cro;K$pV~J^eUb_pjO}?c)|SvjyjQhwj1*HrO4^Q1j%KQ^
znZK*(D}DN~&^|dziKpwVgcWr6KDFLb16uNv5<?=ald!>g7*-xo!kN%#pq6}j<*<sA
z-+^}aoqNM8<*6S<Q)oa!l@|sIxfW)hu8}B((9r!FXGQb&4T#va^<TAyrzVy(3(Iew
z542oU)cDnk()Ym6S|wKJ#yKLmUV6f+j`$W<EQV#RrRw1~MU2pFVgHl^g6LhRuCC#^
zNs=RGk3L!!U$8kznA`EJb9ukR#~tQg4S&o$3?QZld=8GT&-~<D0gb4vX@6N`vEdgB
zvnlgdcTP;2oC}I$b-@?_`vJ4nP!_r6WxsWRcGFk@RH(aeiAdwxI5@r#Xjux2fZ;WL
zw)%|JPA-z0tx=Sxs-nmDE$g5PZ~@HtQvS4OsTOaoa?jgdtll2MhMv-Ad5IEPok_6t
z24N~y07w~_a@BGsPn*G>47@430Qg~QiTO)r*96hFEu!plz)dzv+l~`qlkS%!eT;xD
zfYL8VomT?G!lftie+8`FI8rQmo9kC*l2UTH89<>8$a^|v13MDu!d4micUIRn*Ubtm
zn0A*TS2s=d%f^P>5BYl54F>>;c)<1%#Q1Qu@$w}_Cm&&aWupfMZpE5dH4Hb-J1<es
zF5{c+6^XU!hNbuh#a+%TGQrAIjpseq+#FSpz8_{oO#4TufIy!XB)HQTxG#01-EDGO
z-@V9JiCoI#{<irnPQRWIYTWPnqD>%t%-NJk1GtL%`r0D8J98i8SN)#mrD4n%`q_ej
z@?&b|v%BVJ(16;f7eFiVe<nJ}LE$s#q|B3qziOhKNHVc`&<mcsVm*m8sIhJvv`BY3
zPS!DbG|3KS()dNpyz7ZRu1}_4n^%R$+l8KC`p2#f>EWMd8>cl%C+gKqKjnWCkza3?
zhw=7L)8oy=X^D6iWV+5c)5#_IyrtOABwFqWWZt(I7VYN7gMNkkc<&o^1j_7MQq~A_
zA}re7`Zi0Hf;eJV%u+qv)*50Oje#mOo~PKuk?i)`QfF<0;Z_mC?$=N)40SV3LhSeH
z+qcl|kTXrH5BoEAXWHV_op)WxSOw*z<otc&D+T=X)*t)yonI;CtT8ECcP+m2=3n{@
zv`%#|{sbHwEcO8#8>6HUO06g?61DMyjpsl-kFQ^Fkq=Z9gIxOd^XL~CminYW)i6_C
zkoqnPLU`~|k9pBEt;M0AM=Z5cG%&g+<H@TZxAf%VoHoRg5LSZ*TWN0&wB)57FBg^Q
zY#Kd**Ay^Ww3Jk}lmgieQ|w|w6cBp;H9t}&orVIV+u5&<BjV)EWi0ogaREg41?x2%
ze0F`_m8ZZyKgF9*J;<N#NWdfT@6DXRLt=bW`O}};_<KaGIuLI2$KAe6ZJ`T#GmiKR
zj_H`ONkhcr0yQJ~)Le7w@lA{lL+P%$-1K3hU9^MaQLN)(pMD7LZg*c|Fr!CfC{y??
zcp<+CZ0jiEuaNj)yW&vL4I7|{qgsWWPVj9V44GV%ihb<UUf-p0h3j8^yN4T2U^$VF
zqf}Dv=48@-RP@)d;H$d*Jx&Ws2`Dp&v*)3Js(7j6P;zqsk6ZPt?NuS*8l^z4-4yPr
zR(E{yj_o%{uT_KVuKJwN0d_FHr>Am0xpL4UO&KXu{&*-=Z6!XRMJyoXAVp{+jzwrf
z#$l^>CpzR(QZs74`eI70zqcU60V34kXTs52DfrqvaXgtBn`V{<adbD=Xn3_qubd42
z1p}lnGnngWwu9G0u;qs#5mPTTUKoemZy1)cI_^_{-QUx-mOYKN9w)YIQ2z?hN0tuO
zRbjh^uEDtOhO|mOY=}7ij(o`902nt2L-Q=W(nt{^xO(cYGXKv}Seaf(VM?COK30bY
z$&T2(HI2<o53Xv?4;&l*4LVnf??LT4rp8+HBXf88Rj$-etFJwqE(a`s&XoKHwLhbO
z-f;=TtNgbvWj)Srz0jqtW!PV>>sTKK)o5AMm<4d)FO`{B>L+<Sk;z~tIC`kmxD$@w
zy}E;K3g-L`>Vaj(Q`Wp{fBo2x-ACC89o%JJ7m<+P3`t}{rGOuX8$>nIKDTbfVk{;l
zn%9k&?6XUHLfE(y4!-tK>1AGL&#FEYF3(_a1#y{QC@t?IHQE-|<MeEZd9SlH6#4J|
z`mrd^6y6ocusD7y^8i4^3mE+0BUN`}f<N&6(^x>`efb;oSmSZr)&3c6&6rs7r2XDA
zmt1r0TQR+^=6tAh)3svtj(4diYu)n)Q%YI_Fq0OJ?sAhF>E`+_<=<rN_6oeQ_w}S&
zyJrsM$9ViXZ~-gk!2Wf*u=kf@TV6!3%)Zw8gbi1=qW{-Y;9GKd_;9xPfDKyAFO&@u
zOiMxXOaFJt`u{#B^F#leWsibzEoYAfd>M*`i$3&3(<O=@{^1OOKo<;xIzi7rp9hSc
z0183g+5Ob-7lBwl$C#TT+<z@dAKwDx9@zyW$xUzX?+dYh`eb`P=$!)*1C1o!229}u
zD-%CSX=l-h*R(rSO!@t*zBLI57S)wn!L>Eod%u>W^dshaP|E{=+gwuTf#|$;;Ek6&
z-$AZV`V$ql3~qzYy0|#k0s+l<^RW{V^Gxm4l8^e4CKwGz1LDe#ynyyp?+d0?SxzJ;
z)&`7SiH)HoAjc;rB&`(}U}bWE6uw%&BC{udLb_(!E?<@NIx_at(j&>Rnn$M|fp|{x
z2W`d`PgH!XZ$d!BiNyfIe4|8ryv<M_nl^>ChikNPY^<q#MF8kB2gg<KqS>iXhG?e3
zhK@E{$=d_ZA5dq5P1DSt%$*GvTi9rwAI9i7Rhkj2BaqVnYHWp~k99K@-0yox`j?te
zbN&Hfqsx5U|5^96?rk1Dk*nXlWrJ9rk!Bb5(}Yel=(~IZY|Ha0Vwv3;6B<IK^=00N
zUUt_S@JLDt-%9q;w%w<dfxNuezDEt_X-1ZNWOf3x2OPxA^YS+BLs<fNy=Q-#@w2yp
z)tfzP_#IvCjGh|G%0<p``<JJro0FZJ7e+*$Uh~{D$q$i`#TQsnJHcKe^;qVS%->?U
zKp-P1B@~g&9$`yp{bl)AWYzN~=$*UEh@XAKFReLHV6Utf`n<zQ?JsNHf5vOJ9^Wcj
zL8d-CLPZ_>nC^uh_^I_K&P?5ij!V&3NTbyG_*^4G_RJkT`;{UpA!=;^cW?jt*J{4I
zrBxF`P4L|^BY(;1hl4=%%V6(arl>fvh_b%)Hro~TulH6|E-mv2vN9C|U}}Z5d-SY&
zfE%Tnm91^wZdg;g4(JikP(%%Vp5*1*`A$T{k&Upp*S!WIn041K-2l3s?=_9?e@^{3
z1&GN4C_XWc90t!*S?>SB>HQ^C?hqMcX9Cy`2TA=}`4wS1Yw^U0bXbMB6VNw1tC+2I
zbd6aYB%j2ShVHK-vh-^2v8T#cyOoL}F24Or$y6V039)ClLKMqEs#rP<Rl(drB1c2(
z>-ePr9+kM8KUswBTWcQp_;wg{*QHn?X#sg1E)=bRLL23jHDLvDsu~bDv)vFM`J(IK
z&9>DPZ%Bzh!zuQ@B_Pw9QB_0efWL)#a2mx+F`I?|#*<vklT!5Rof`cB<!d{YoH2~0
z1-gO3V3($qI6rDyjem80BVeS&pTv`+ujGB>0`IDov4{v;l7+~<@_`j;!{YfZ(+Z_e
zt|MQCD*kxSv+RJbiE!E8xogHEwDj)4`r~enVAD})5?ncYhbFi7gp6Nu;dL`N@<<cI
z@S0Q(It54If5IwnS;IVVq=yB|xFD3)Itf<EaXhwjndhe)_s<4tJQ)o!BHyjZN`<#D
zdqOZJ9jcCAe!Umv*pw~CB$~DT{ObJO`+d?Tn0E0g5&St2x8CY5);ES9$_FGwMEkc>
z=C_sbX1+MDPi|!^U~d=dBHlj2FF?7{Gl>{vnP*msm_Jlyz!Z$<#4vkKNtxn!ZU0@W
zNNr9*)t~Xr)2`lnBCnuFwcpdu`6mf+PgkU!T$E%=DtIPxx#SAoWvy}V3cS1+4SIj+
z_TJigP3Q;8T@Q+ESdI7y#}g;;Hyo+d9&V3-&NhwfKZslQJK(pNk*c)5CHa7)n3^wU
zdaOUC5vsv2oEKftuhBsZT1VSSBGn<r08kon#`##!NPjBrTNOhrDzfkxunn-1jBRV;
zc#<)d<uWZ7Niosu1rYcR?)4kcT7a>W{Ni*u+nKP0nQAq&68|W$^?G)n>h$%wW#G<d
z02J%M&7I_rnwvpJ^!n^F@0WOsJihKMr3Ml5@uwN2_ttL8iH#=F_T-$5&vkY$5>tpO
zjdrewGX0aUFs985O$Dak^D|nS-ozjtriB|35>lTi2;_85DSy^8e*EYJa1B54=&na?
zVcZQ0yih1fEjFch7XZTV_u=48_ch(OH~j6c{>(P8PAs!jQBhqS?{${~$Om-8kIj*-
zHEt;%IYpbAcg>p?7?$g^%l8zI`vMz1euESa)og4f`h1*bRo7X9awf)F6(~>cn-=1z
zZb%^YY0YOh=Wb1T?!JqizDJA)XN#*JE+mp>?is86MJKkIBy3c$m`2(53ItPQX8|s0
z*ZMA=yxdf`**B&5YsHG{5*6E>r&k)A^NzMjV2W2lac!x7Ifj;GRSS<G_u5n{-nH7r
zNd=G^9VcT{zhuRO72&;qjs-KQ<^8Ee_@}CTb3uiOfqO2G=vPlToY=mzbNefx>ivHU
z_ea;i6HlwXmrg9T`)CuZD?Y{0*Q2K-#~5S6++ND)Tdcjnn4fPm!yALE`&6<wW~*FH
zOX3!?U6Rwx;FKw$l%y1&;30P<wPRa3?D9Z8&M4#))s`lv_R`av)yNnnLMqO^^rG8V
zdYR^nbBg|_ei^>pySQCxtA74ylE2k!o~{f~nf?87))skigK-<PJ@{b&K2+7LvV%-h
zf|f_;aWEZH9e~!uqU0KuLiQFTXD#e6xc=KudOLk-c4qt4%4o#dhrM>yRw)HEQ;Y~<
z-~FEYzwgx3V&T(=CsqePa}=Ju@FP2P75b*>M#M~-$&}3e=do&b)oV$@;^sb5fAbP~
z?lTm4{<=>njXzyzUtE5y^Kfgl2QWuVG>Uc~JS~02i~;zE7{N}xWLLOuGlc%$)Tgh}
zQ-wgx;9Tk!cVBQw%^J280=^F-?r~+U@(dK}9xl7A$_1zAeaNNJE~(_9Gd5r+GHk>Y
z9IL4kmn=x0)ArrkW4_XII&-+vAj{-Rq6^%lkqRfWP~y8pM`eN#FJ7}Dn_R63-x;}y
zC5K!#>26)fRyY)Mh971uyo`;d+SENOnp@<Awf8c46knK?Jx1msAHp76UmxQX_VEyk
zce!77%?5kGDM+bJawk{j?Hh2~X8=XOCRh<>_SDhE@F+DQxSG%E;pB}5C5+>YfGomI
z)cv9y_W@5S&Bgf*$}qU+x^x5CDaW~*ztb=}+X??G|1IsH*QyF$b|VKU;b`6CQa2hF
z7~eG(x{pIQVklSz(eKMY+FlQ1jrURU^G`*M!cA5Dr5Q`x8naeYeYD2oloB|-Q=Ag_
zu`ncE52#ZY3<a|LAl}hww4tM3lky9mfZg`tO@IV{Z2F2R;{@gA(@+W02D)`me}pHY
zpKMahi;lHLg;jdP=#`#GpA%)DIwx`x*=w#Ivpd7^Mm3Hf!sI_zpO?~=qP^Ue3A%w>
zxTEa_zi-(5BhE0xAF*mkuKEq4wk$PoTS}UWXa)COvjjs|loNxCJ8ezre;vlD${H+G
z-fv~;DM;{rO%4Gsgasoi(J@VNu=M`Dtl<T-n795HN&{-8CjU->r%Kb-gg0B|zm-qW
z9P`|*upOet$ghT9h)AWiO0N<jCwtzPlLRIyJ;i#g3x!gpQ?mmQr>yF_z73U$I-w;*
zo-Ymj%n>QB8C-kb)LZx)^f1oWgg)Qf*F-TD{8soZp3Z{tjWJ*AI#+_)^J|x}#PX<w
zSW-GNZ!-HOIgUE(QO4Wr-7o^L%!)6%X}Eq)X)!i`v?tDQ?y_eH7vGlZDfE+Viop{g
zP&N#?Ez=fy;HE+vEnQq@@n%?d?;dNk<2JXcNZ8tgW5FP9RjF3MmF(6C+I)t1o%m$t
zyjsaRO=`R}ZAWSP(`In-zE1DBZ_9<}bl8FUxsKI*3UR+QU9{_C-mqp^+A2l2_aKdb
z9Q`(MIBixx{=;%qJgd&e1_RyaNl?vF#b3E%8Ayp_q9Qhi>$ipZHHk|>3Tc`E+1wu}
zi-v?st^oVx=ydZXBn^;mvMTUPKijz=b#B<>AN7Va@q-D!>b!yXo*d@K-C?5QH-;P3
z;lw5Br68e+HxvExA2g-(6Yu=kXiwz}Pb(_zqQ~(&;|8~#_%*wO*p_)k<eD=*u1uEN
zr+#Qn3}|Jt41IltZue!91CVMivpQ1D^qq5Uyb{7|Q_iwXQJDw*VX~s}TUOL|{>T9Z
z^*bHG_?dvY*0mZU{quHC87;s$>x$b5+~Z7bzLQ~r3*_(8%?#y_A7MI1?aT4jZ6UsE
z@q(j?Lg(jHi(ohXotv(dqI$uxxDckTL$BzuSo=+D<6%k1#T2K*Tjez0^<qL&*fKP2
zHqQ`nG42pk(F+#yMK5i5i@|GmtWAs8M5@P4#(;a2)O9F~?L!r{mTX5~BpOx)6v{Eb
zCJn7l&v@TBm|s#{&q}yI<78jf+ZSZDR%)`7KiX(n7V}QpK(8d;^9>UHq;kSj$qN|a
z8f96gym3O?ba`JoY<ti*GOGrMoXhWeS>{w;Pj=jMSup>SEUKdvu71DtijlZn17!9^
zcJ+l|(P#Z%mBB?Yk6@?CMK0D`W6L8$A)y8{0<4CTscPe83vo%vvyF2J@860pdtdJn
z0>dsB;0#zky)9ts=n-P+)#4?d5272q;)bK2mU7c#k6fI;S(KT7BZKI!4~{<=nI6U-
zC$?Cnpw;c1hy(w)-~P4sXVe8uR{6Ywb3zR#^PAoQhQVL|XCd%-63Y4<;HmsKC7-^Y
z0MJ%IfGj}f{q?WYT8X5Y?1@&X6t+*r*Gc07XLuEM?m}JT<}QV|KD(m}zdm)5FrT^=
z_5RHAaEcC*E!DL(R@ov&r&sFyC6m|s1?!XXNiPCKS#EAjr$W6Q=&pE^_K~rNT4)8~
z)CouH=i!<_49a^U+^17NE4M*bSwhgj&p=?i?wptBC?spNx|k8GF;44^u*+`plQ527
z#kUhYKNr7s6?vwQqTtqwt}#(q3ZZRm_&8gG92p9v#p^31v9D$e5!HiTOP}0^8z+L~
zZiAlq-v7L3$&$Wfsa#|A*SKj}5o09Uk{S{RyX$ViyW%hBLfU(Kdr<>CeWUD&er<KU
zdaiK}`j}I#*|k@tLB4#CU3N~JzZieBS$qJaWZ-jetb1|KDZp)#c0E}wR{U|4-LE?p
z+8=TPQ;4E{uTot@uiXK{+D@8lzGul5WDj#xD(sYm`nDRpyLM|Zr?q>5iT_shb;Ts;
zx~;lYh03@)Yry@^MXQp1eT(j|NUC6y#yRa8toHbr6+9U}KER00!u#z@rwMj&B4iC!
z^y90@LM+6O4Y~Su^Dyk1oP=F<>z=bsG9Yo+d?|g%+g*)TrIt*s*GD$3CiSNJh*}Xu
z6H~YR#1ixFagC4NzRh((Z&C0?I=j)e3)io`-fcMprPQdg0PYXvq)2Csk7Sx*^dMTf
zS^%6Zq(ne*q8goW1BxtTP^*X=BS$F}ma$bZs&fdlaM5!}&!y{ihI(F!E!I|M+?y8M
zJr)Ra0Nh?@49`W}#;&A@(EMY9s0fZjPK|NKtC;-;1}+<Y;1-EsQL)&4HV&P@23Z0z
zZ>Ct_O5{Z(l7gfa1nNsYBzpJ7?=rH_Qy(Xr0ql339IR=#WlwW~h=CMVEQx?1POz8t
z7}bnjDI~~t>$*CGW`cy=SpTVMxeKMpIK4EZCP*82$$!#g7v_<So^`6Ks%xx6BjDQJ
zD<t2Kidyx02fCSthcAqL`()z(w>?wXI{H_I_csQ;(gI~bCYJ9o&mOVoxoGE<b&ZC2
z<;MA17^hL4j{0j``1&p8cqF7CRtl_^1H;8|ozw^U^*jeT!NKVG58E(}S4XeZy-L)%
ze)3&9QqN<-*_l-LI$w~@3K7z`eFr0F1R8ga(u+}75Ckm*r;bAcwfYux76$}jA!^f_
z!M0Yt2Rf~bD@uNAI7lT@SYibIX}k__##Pc=qi1+KFaFny5rL5A;x6+5eH(k8RI1S3
zlI&N?@{I|xwe#WKnZsi8rcLjk0jDu*X(;ruP~yt4h~xS|qik3OoeQx<F0;B>X#7Vb
z7xuhjLQUi3hJ1a8DQOk15^x{iZEIo?WqTN6iF`3w7033I#b#X7js{jt>3FIXG8o9Z
zXCJ3_oMto~A3oO9q!arSS>c?7z6FVP5fgLu(jJ#-pU1=Zm`)WW-=wF5u4b8Sd!&-W
zE_Xt)R6J&(E-h-Uj7FSp59HHdSTp5w7zxZ<^a|7wQ&Cif;K@T<b73Plzy&46HnyZB
zj1i%hn&nK+I;!0S^ycpMQN~2o8!UmNsnp3;Kf^CnHGqSg;;GzYSq(R+H@|0E{Uatb
zGQZ}#pM$)NiHy#hlc&EvAbgk2N?FrWJGo?g0WS2p_8^;;MVBOprNRrW!MLYKKgOQS
z9&vZ^q>%m_u=ZO(idt6dgn#Xuj8fc6XMa_#l>!Vu4PgAT&nxsVx5gFYxZG0x?A5Jy
zT&5-Z+)^Xn46%8I&A{Jm>si#q<kCCp;Vt2ufF^u+$m*}Q4}40Kgpj;<-Q4Fc{OF!|
zns=TAgxF63))V~_rJHO4wXzE&Sh$DOt}?lRs^s`E!K}vY*WoRQbuZZ##>t4Yb4eai
z7kITmGga<}83S(Z)}F3iqCozLS|8^OI?bgI@nwFGW}N9Mxb-&aDGGna&hpf~udc*P
zr*!{N5C1uFW<Y->Zq8MHe4_l9qQ>9uyAeE@wPHNyc&V$R$kYCc%E4flKTVd)s`ZlP
z@d_w-Z3Ai^Aud7nFx@k7q)j^n>3poa0vQ7MKF)8~+@Rek`qdC}b^~<qz^-KizJnQd
z*)%B5Kd$jzyFII44bYHXxcZHU38c4-D={H_A;<R9@f`f80lvx5N)zPb%}LSgG4{7=
ze)+P(tT1n==?ch8RJ&<#e*U!fQPwzl!rg0rYmrD=obF9si5HgZpLn^jk{PtU36PxJ
z-}O8!oc6kz@7)#;mM>EdS9;n>%}Vy{>+*|2zzsZ0c16D{>vGu(p8VkV{3<b5P;KzP
zTiSmQ0E_228{+vl14o-$(Qy%_=cM+h`B1MeZTl3hh<X4lw4|)W@o)jg8>BK@$pu_M
zj8uCZf;?^u+f-``Qo{;(&MrEw^EP7JGi`n-jW&dtnOC(fSM~*;%NmuNu)fLMG;Ju`
z7>e#e?x}YfY#i51=DYLy1giM>tk&cSZf4Du&+Sf$)zmDaHG>xLfBgn&1_tI>Tg~#U
zYJ<5<UNiIM`#biPShv-tAR}*)=eweOJOLjs`gW4LF==i0Vw{hhqtvxu&F6<ENa6eE
z#=5v-Nd68<gE{~D2#Hq|)d{`bvQF53Q5C5#vR*GQl4v3%8BK#_Uf+jC?}()9t*^^l
z2qy?NRUF@0EA8xHVQGjK4a?&nNu<Ke9Ai;91?HgNmC5}2>Cs$yIi*To2?p2Iu!YT=
z^9**wX}BZA`CaoMv)VG`FQJe(vvU`Uj5fil`4cKoW$zKCB5hgwh5TfLBKBvn)Fy8s
zdX+tLwiiwyEI`tmODc9GfX31N!E8vFr#vFXtSWS0eC}R@etstNq)#o6_Cu4oaoM3L
z=2_omg=<r@C>|h%eb&U1E<x;^FhnEaURI5pV5De>vD#qva&I#A9#y#Km_SVer|6g6
zT<(Sp-n!CcZ5;Bs9K}H&4(vaO%J@hbVRJe&{s0)X-KbajVwUD#zG}~XEr@3LR}(_w
zE?(pvI<6=gw*89hm0`^xGF|Qae$57$mc0rL93qBX#>T<eZL@%&Yaw`Y^l_Mob=k4v
z3x;LfNaq%nsXbo2J*hQEb8map)agRXMJz)D7}xq1g&R7E>o()nD`p`nSS9?p>(?H;
z2YV~!Q|Ns7&Tr6^lqk8&^f7YxmH*qFZjH=gQ?mwroc3=}sM1s*SAADzl&5bLqB+vd
z?b(nw_t9`wQR0e-q)D^u8e^{*Y9caFYfvo;XDjjWu-;B_5^U7Bd`k6?ukt!f=nwzs
zaWlJvT*5CxT1Xq@T3%LmV0WIRm<Efq2pvDgvb;?sNZ9+-fXy?3)bER<Ps7!+iwi~}
zF5+ch<?q18q`n)~=8t-7InjFFE|ZE5?++(W|0>Qd(FpU+eAZSyD23)20w+a<$a@kq
zYx^u8dQ}s$$z({E6~Y&C_Eu)UGGrx*V#UaCS-(tgMxwj$HFbt%$>5YLm8+MhRL7Cm
zl`9wq`dm!$EvL~9h~GoXVT1LIH>-UqM-Lsxdg^ZkN26mQ%%HIZmZGp>o%vR>N=)sS
zqK_d;Xpn?n<=<4T4}`=8TRPhy1*<FT>yZ+;YUlp;+tlN@$@nvyTC>o+ualk{Ls?4Z
zWTY1I2CT!=2+QMJ8WkhJ8+5I|X{5}J$9t`a+;1vUgZw^|)?P0~?NG^i7co}TJmuyL
zA29-~lj|*Eg6_|bR4UNS-=Ge5cxlm84Eosa(pF<qn*7){rE|?XBr>aF#Xov?Sgkk8
zM!2QQV^y-+x?YNG6b9Rshc7pAxHrAMK#?1su+b~~={eax^`q;nh*)?7K}x&NJP9e~
zXY9QsG6k0>GLkfh3hCYPD$IM3BR#(}QI|iS-!pmL$w?RJANc6JeiLI-I1RR_4-vpR
zwo;6OKDzuvGgUKfN>p;xh!!A9*xe<IB2<pT@j-duQnXn}T>b*%Rlg=;??o5erpPkC
zPxQJ~v3-2pqJG2}U&F>)HG+G%dvDD!=vwF28~gS98D*E&j%EUNk4QO(T^s802EVY7
zaP`AZ_SMp&SZvxRf~Tsv@8Is#1<FbWuBWkZD9or|va+CyR$<;P<aLjpusXpI3<~9y
z+Vgg2i`6iycfn%4h{p*jmT%b397?j+04LEVR$oVBSMo|e+VQAadUbk53UjeIbKjH6
zB0K@7sVcc5C+l2vB4P&m)C(*;9F+}jy2{ejl_Z|ybK`f#gTI*mivKi>_AuUfhSdn;
zk%zyglS6uzeRfqnCjboe$**d~somg<8}a$@ju64;n9gymHEcABkuGb`Fc4cgO$w|*
zUi2{4`tq7P`Zwr%LOJB`y1oJ>U;p2r5ZP}*7tx%~(3L`SICFxzaKS@vf|$~aINGiV
zDct%EI{B_ECVp&`*P!gmr1(BUiUz=CV`!c^ji06fzoI98U+w8ZI1QrVi;;?U<ZFCG
zCo{$S=@A+m9VEXpMutc2Z&3O@{I)%V5b}zGnAT1MoMtpAJ0Ww`u){5S%5M-)**GG8
z_j1TgL_}7|t7B(ig_BsRkGgo;OUzzCXF>>b-S#-c2?M;dZXF6Uvjp;-mOV@Zd8FtO
zvWy?js&DJ~W9}T(`8+#(at{~GKI_k)HBb#SBj@#U_Ehx(*s3QxRRi<{BqT*i&vC>R
zKv%e6aFoW-NjqRwe_?J&UJmwp+7zcckhUkcP%0Aa`O!k-GAsY{2rg%g{rWC4FV&z_
z2A}ARvhuV&#Aq!Za3ik~SKc4srv!7jU1s&`f??l}cn_kcYD_y*P?W{8s_OV1Ihy%Q
zX1xF0$DLXv3C#bUa*)bzBZ4NVZ{Dw7cVBWs6;2ululh&tI}Gj+mYZ0-4tDgDH4YV6
zLu6gdey*LZJD%Jtdp-SEy|d79T+*zX+P*k5x@aR|WPKJt<rIItjp<-Qb~JrijmtKj
z&Pb%}l9_#P)A4(fB53}L)r}BZEcf&)|5^r6cSyn<u%7tYcU{HH6}xH7So1GMRr<s&
zx=;<w+^{aATGoxT?BMm}II&06ODa!gw28H2B;9KeYZ5itowNx1cV^Pk*(}r6!Uh^r
ztCu(0)sNrX{tXhW#+Zlg6s7NR<8;x3rs&}%xY^If+H|YwG4o(Huz7s?KrGN6N(}bA
z)t)+(?Ahq2rnq}cTf?@@`;FK}O}(c44m~N}2{Hv)@?4XUysuZZBRcG|`_JIo>uGaz
zoPLGnuly0#LfXDfQ)RLf$B0Z+B2(Dae@$<lExq~m(AEb#93;;aQ$Shu&L20~HKK<6
zJA}=Bv)W#H&g=CwO;1k>Gr@;vIYh-i&AD>PHQpBXfi&^XA9bO$yJ+4?dF7*b#sz$X
z@}TW9!9e5GV7zHZ%4R~{&wpOkSJ%}dCH&b$hz*G?5g}<$bJ87mmL*A9p0)eUx@{^}
z50BseGrB2n74U0l>nJ6N^=UD;oa}_pf$d)mzD}I2j75(Fa{bn0a1v6H)Yo+u73+)3
zLry;E%lZlI`%Rr(zb&SgLuIA4Z)aDaf3#Y)5}!xMqM|^^l_ei1_+vje&S0Z5W5W+q
zGA^^;U4@;sN&@{yN?S^W%_bXD^7kE&I@}u@LtZnI(jLZRKJDS&gD#_V3PM7S_kssu
z+ehm)m+iS604nKe_T;RFn(lA^m3r5sO+FMHI%K51zyII-Dd%of)h$TVptslA+=v*B
zdsPiUVA7vS=qmWZsnhQtfo=jb6vBC*G|h6|R_Oo3)O&_Cl}2sb%#3C16#;3ZH0gr$
zI)Z=%2|^%9Xd_h!5GkP-2SubSB~c(CLI@#*NGG(6(uB|xdXr8<F9{IJynCMGeZS}1
zf5NeUBnQd9_g?o}*L7ZDB6s6sXN}AKQpeQpxxe_N#R<I%R^k2K?+gDzu(;W2ho7J{
zsf(5O0JjnES`O(mFKXigz5+b%D%G12yzQD&o>y*1Ti+^6#)5<DJ7oE^3!KOv1`nei
z+{ES(-`BnGiq+$P4roO$d_MgjvOFJrJuUKDU%snhY-5NFwNm8Rxbc#SEv$y`rNc&u
zPQoIhKZcmu<!e!XEaMe#S+@wjYWLp$E~>3z0ku7vm8v)~gz;vYQpvIMz7>yLdcSt?
z{dMb4uG?H7dAMO!w-q=^-4YclcKm1C37@Kr(l}x8WBcd;Ln?Lb-m<O75GrBJ(G*%-
z!w#6D_BYKkPmsPh=WfF{TV>ICR2kN?YaYL>s?;?1idd|LiOcadygw3JIZ?PHG1%C3
z0~O?*9?Vi-AF^1;nRj{hQ2i8_*j+tf#Q)3PKd&tWY>$tO(JBwS_3Cl%dPo=4{&J)3
zYG|0YwCR8Xlx?|D>Qu2h3`9vg`q>p2@fh_Xl+Q;_J<IdTTqHnn9YLDAaF0wa0j1?I
z&tt(>t55E<@5)F)=<EVcD$c;0`*K|PWv^n@CNmYg>V1Cepo|r|KL+gPsfx}yK7PDt
zBf8lAnM?6MeCyT68A9^~9mYSS^~^*Is0Lb}N>;zQ3e98Zr~503`qm9erMcdKRn>|c
zaQl?W#uX+j)O*OVfH~H!pOe;hpcw<$Gu+0c^`3Le=&@TUQ94FRM=;R`$)M2@17l-~
z4xQPJQP0|ew#DQ|Esobb9)!6kV<_D(6bTOZ-E9)&SN;5wDC}PF)LON+g#<65Y9ClH
z=R{c!`p6e|5<@yI5CnG}th+?rw>WAfE>>&1cbrFT$-L8aFT%!fI+fqRuZw{prUIfl
zF_||H)p%V~$M0}2bhvzyyw&_o_G+BDxb($3GjVSN%kWz!=c)ttgY*ZH#~>6Y|Jh)D
z9iDU5#yAA=#qq{^gCHByJaGqfn{?aGf?ma2^1U<bC`0wo5r|6pJ8`G|Tto3(JA5(9
z-O=^PpiO?`CNNNp_3$VS8~?c7N*Z-6h`>Fr{yAMyZ)EgmP0V`Hkd)()F&)vQYZZR!
zveaBcR%aBlV!oydx8C+2)SPtoO;ZEFsP{`l;I~6l;>P!baV&Xpwcz&g`W7wI2s|_c
zw0GT)`n}h=Yq&Ojr(4eJqXb0T<}F0WrER?40iHqVi6kqK|0*aj|G`i&UGp#zb77B=
z6z|Ok40vmOtBU?S@ZUmyacbtxNAnx8sV~!P*28>$J5(R4#e84%&3K!IS@)Dt4_Pn^
zI!c;pM@1^YFZ%VY@TAhb<drY{fIaKOw0bn?VbsVVNBz}s9yY`k+n0=QQ@&$i4tiRV
zSaIrKE|0yae|D?QXL8QaFx5$jb9Pl5!zh;cVfCR%n=j9`NhY_eREEp(S}Lkt&Zi;)
zx0NzWJ<^5<>By^ghnC)%-G7?Te@RZEI*)g|?J7uZ|F46Se7qG&RVvNL!Job~Vb|$5
zEiJh12`+S4tC;uO-u7RZ?63pu`iHJ~tA%P#=FTUZC+(763g6n{WZwDF%LcX+3=w7Z
zZGAYN?@m?UfJCu~?>N^VzexVVmHKN|>UCM_PZ?`+KyKnjVkqX)SwnhN{qmRxs)A(Q
zbnB)y>QMNv8J*Mp`%dZd$Ph>){ceSj3)zEWaBOD8b2ea|+NK)>Sa`@<$2uE4--O*Y
zk}G(pn8ks&qZ~t=N`}9zZRwzIb0jV>ru_!)4SY#$h6hfg4l6#jXgyux(@T1k%INI9
zQN&b+8+Tf)OiQ41XFtx!35uSC0OUUODC6LxujzBah#*H25+YZSpL@l*$8Hi_klk3g
zIz+UV4ob79>j3-uAao5{YmH5{$Y0-no*mz5BPot-=g|yA%b&K3ubCHA>gn;i?4~dB
zN7Y}}V$oiw#QD#^=lSyz*ISshqD`<V$`sFyLU)bRln&QGTd)z^&PE%Zgf9+`dCS3?
z(MUl*&}>~GN_R_400jSTc907K3b8XY5!$wl-8`O@P(+C7ffsvgw{|ABn<@W4@>dB`
zLID{JnAwD5_W4cw8Et#8m-TffpCD0LvDA8%{nv4f0dU4eQPiy~>cFK9o#{5jAtXLD
zP}1k8HQlp{_LIZY76NuEuIxl*H7<N~9&cy#53=Gj=Et+_rW!AEcXwgMC$f|Y)_$nf
zAv}b>y|u|$=v)Wj8&CG!&Y7mCZzuYpmIwm8FbioQY1Y8*!;tB@NbEDjH$LS*F8y=w
z+WQ~B+IqeEZ#DeSadpItOKNNx0Ed}ZrT!2%`<;L~-)Sgmsp0&taxrz{n?<pG7jnf}
zGgFmEZ9P<NpU6j;5X1EM*4EiJIYZa?(9$w<4vwn>)X0>x13wu)rk<)KgcE9DZT=@S
z6Qf}%2%}jtaQpKBfZ@VBwalsBOa;%z$bK_dX7AZz&!EgCBPmvP{+RS8=>sP@_UE3g
zEBf6=d$ZrMNZ(4ftpy}QTUEM(pgn(bp=^G|3J>U0)zwWK$g1^HQ#?h+HRT-~AEC=S
z0?0RE3g4ZTuRcU_Cz73Mr*s_8Lg~$6*Yg%oi{8&GoMJM%gEB28Iw{7hO(otc!**qi
zVLDn;xuTtVW@(}b5{0gRYyE6sZ<>9%Dnm8%Rzr6XQRZK+Q!3tg!z9?iJQnPSekYTq
zNGl$2TvPVw?_KUVoPHz`_HsxYSCPV`*%kehjT0{)N3_|fLcHI#n-%QDS51=u>YnY!
z;GOk8Ea**?8($REVH!jsUU@-u{XGa{)JciU@L;EJ?Gg24OTXsx$j|kmesojU`-l!i
zk4R|c(qXTt1rAzrAgPBGc0G*>5VHp7pKQ3U39neAqN2rN8T7o4+wtkT(DV?V&52&W
zp!@A6b&fgaH4dIs^gdEiZ`kxp1&mo`6O0v*C!DlZ8F!j?RFAJuJ&s4X4yGYB3BLBW
z7AS8o52NPdiSd&dX~)UIF{^_7Ss~`h8C&fe7Ih8-8CZiW!+^4apqlrY7JE2_^FBi{
zOhbyEWbsnfwTI*^)Bu`@?%fc(O!LWo+lqd}X``BUu_`z@5b568^sZMBgca+68^%zG
z8pgT=^(l{Cw{4?aG=o7ok#6wNm)I3kKN3M@?sIX}MrKl@>eT(NF%Ca>sq}CN5r!0A
zqlzonm^Pi2?#<Y3U2w&@f3Zl`#thOMIziW>#K@T$-5Sy=)q(We40-o%u^qP(=px9n
z7@CO#Wivr$=kMEiEucaik-be7^u~Gu&?vGnX$!osD}C-jTP5Wm0o&ptdQE?+<Um*$
zh&pPtA|n(}Tdlh(2BaYcCwGpLTEUYVG)LvKxq0S(@V{ItPi$+t2hze+#u!cKqWw@0
zx~5&qdr41cntr9FTU67PK_8ARNam2&QNOPv28Lw30tYJX725>`UPw}zds-n!w#kup
zftX&Dhn94UMs`|xKgqM5b)06-sThDAqgINgLNSY<3Y!U5(s=3uZ_by)I3#}t6?#(d
zSd3dgzHDmJ(P`J?hv=B^owYlNG`?%c9GW=yeW-qVrN+A4G5!`k-FnFIxH09_s1|H<
zwl*^=nOPrlAS3cYvk>47G;6+P_kelOxw-&kisi^oCKfNyh+baKiDG(F=SVr1q?_*0
zOC1+TrK0sX)z`fmsmCr&n%7LmtTJPiC5;=zPIpcJSlSL+#8&m=L*(3O2Or&$;$>Zd
zO37#EE;*=w?ITGD?`KHX8ZkFR!>*J~dShkXEon*<tc2Xk%!5ZuC_913?F6y#t>Ih`
z_x<#YklLjz>AAi`LG)<usZklGMjJLtdC(k`?#R*zWQYHT72A`$U6q|bfE_flu-P8g
z??$(ThDVrIjqSTO@)PhyPxGNAxd!0NAsnGJ(4p>}y|JY2CX1QCkSb%t_j7H~e4S(2
zc#mCg**l49<9+5G9Zj=`%<Us=tBrR`sMj32RgseRTeZ=r@<ZWS8w0ba^Z<;Gws0k>
zXShQU?pWR=Tw^zezGYQHYfi#ePeZ$uSsbELA<9&W(`eH`CS|EPR1{N(-)sqGPQQul
zk#TSb`cz7k-r5DTg&RIG;L9}1#J=^DgcM`Tlu9@=*qF&Jbi|;<MF;tZbvhdQQ7YXx
zq!7Cif?Mdxxej-|p)qM(Sxw?4%^X#_r`Lv@?vmC8a@w(YmwzpK#UR|~6U}xV)9dKl
zGW@{1E)`gK>PlGRFp5#NqgEY=9xewB4b1|b(Da<Bzo%%mza>`P!ceYEewQyGI9=G!
z!pLdv4yi5W7SZtpJL3&2lKv@{2Boyu`#D>o6<M~IIRs6hD1*HsF0bW|L@38bwZs|K
z<r}**M@eakJNE7-z+FDAhm&vP<L{7?XB4KT8@8VtP<bfwlMuYfT<0)2gXSlX8MZHt
zMi;WJPnK|2r7X9FW3Y|i?nqc?R3OErcf}<V8B`vok)WdpyFo750%1IKM_;=$;+2B+
zTAhZCXm}vi@SICeZS0fJWDnbMh{>0ykAaSy#*?V9LuCywiN)@Nx?!W)3z%gO)g1?`
zhOa<HI*|8G%fnHq_hD1>@r(b29UE4`b*ax{@7kA@;jI%m>nBG1TRypauDFh$CsO;z
zS1RN*O30M&8M?-U@v1M5KWsG`eA4U8-57T47dFPXZiloi?6?uZvc*$_Q3(o>3bE@m
zQQz5{W{ttcj?UT7rWX(aV^J#z4*&hbTSGZ4<!)_VfmHWGG&eNl=nJRf68Iib76?Ml
z-e_H8{oQn>%6Enh02J{pf#lr+z*>?i?0kV2-?B?P&eUb8=H7rVGymnfUOuZadbG49
zwqGL)h%Yb`4~Ar494Ep~&^M{NM={4#-Lfp5T=o~o<I~4oDenmGJ1NXZwed|+YA1!d
zgX)y%sL&t)pm0I>q|K{->k)->;V?bQIdDZQ+kEpV{$vqxsBg;x=$3W{j{mWLKISsB
z|K<9o+o)MfiNVR2)zu#5-snF7oG<vdxRFI1^+4`!IZ6|h=12#M`!T8ME#afq{1z+p
zL2e6$*+8+o?jS$&QtJ4<uf|aiu8`ht7LpGojq38zY@U__+XOeto_0WRYB}(0knku0
zGkY1S+I_{|1Xt~!@Yicm^-Dp*?hOdUurbE$#NI$8*S}fI2A*N7N54;jCZM-<$Y$~D
z){Lb^Kq+~cl$OfL%)Qli_|HMOu8H$c7Ny0TKc=;6P<XmvF6F1i?IeTrVxyHKvp#q{
zo}MgC%U9y;7>PHAPRNJlHonM=c*2Tom0*1v2sgt~Cuq77{3{a8L>9G9GE9T@Jb9~V
zcvC~EmSi#S8FU@bGYFP4+0V5g10<rug*XqXDT@t5A6@$VR7A$hs^;#uH9?+7rg+kF
z0LIZ6J#4@z=h!&v;)^_Z2*;F1v{IfB4UjxDNrQ9c)RfA}0@78YE&#qLdBnH60pN|)
z7GZ%kt^hgG5_~E9lF8~$;_3~=lOTm1J<tobFYCshdK8uCb!vo=)6(jmDG^<`b@8t$
zrs~bi6Ul4>rD96#bN1StcNjNq#LD!TZ@dAE9|^002C1xh$5+m$O6x=L=N7p$;dSmc
zmr3|G9~);h32~vwBeO79$97ygQ>UVE(?beFPTPIV8N4i7|CH@tRIJbP6caspf^BsW
zrk9g;!;G7fEv+lin<Kl<Thh8Z!Xw)UFp})?BD;Bn3f?BFkUfo^3zr%jf1dEx`#@EP
zq1TULabVqvnW>1}mHXg8Zf{cFD6J?hN*us`_T-{h0I`bdeg^3MOX4cCm1T9ez;mdw
zUoHneVtD=7({Dkxh!L8TtL0#0jg6hUa<HpJF6aEkey)YMNGZoV##D|GJEu-8vzCk7
zv-Y#co45xh-7Kx7-?6&Ymvlu)w@bD84IkU}@cMd(_w2K@Mu1@HAy?-%yRivd<F?sE
zhBBxB#js5narjNdHBU%-h_oU1T~6_b4w3`auyGOT%`K@rfR%&LVjU%xTAMhV&#04%
z4fQ$Yb1}>GsW!IGhvKp$u<82i;;}_5Z<n7GQ0Ai9a_BxMN9Ne-6ZwkZJ2#`VXXeyu
zsZEc4JEncIf<OPVC;a&T71%%$(wr0TuP)=vKmYd>7wAF<psnHJ>f^fJ@#n|Zj#USx
zv8iX@<jjOtMzTyln7{RJc!!WlYHxYl)?t6X9MbZq%2!LSzoq0%4Sc%jFTi2c$rO}3
z`@<LVi-Oz`zziJ^sYz6j>W%D(vKW+F@Dqz!c1oYf@?Lnq_aHnDA@jDM?++jzo9maH
zu`yx`*`ryyK1}q?<;G8B50`}l&;a{sJG3rKi7^h7ISDLYANtV>TO``(gt%Ux&vIka
z?-}R~WtlVpR-nv^?D-uPt7^^%l=H}$KjmHl%$!rM;gMX%7vxO%5aruG9vo!rip84{
zk08A4mk&evdx9FetNlqZyz^Lx`*NJ$hueWL%@+7{ci)#ibH^mWIN(#YrlB->LE|a*
z@){D|La!xbpbP589gW*vmraR1)|#e3?smcPZ1SV4?s_&{*8nM!x#abamz$;edRo@z
znJ+k(CXZDeJe6c2Ei0DGO&4leYbpzEH?s48H|R87yIDT{&u(bcWhu+Sp)$u2BhuIS
zZe#f?-}-RYX8n1qyJMb6vafVp33cJ;!leBm36g^~5}#U<AuG>b&S)c?x5O0Yf>r3(
z+hvuL5zxbmG>wX!wU1cw(X$r<yYZ3vqAoG1ieKM7ME=^W8Qmds?JDfft;gM_aW1tc
zPW|nMZds3@<LE^3Ene{jxj2~$GN64Uzz5ZdFN$pSchKB^cp4xYK;1gh{0?vhM)LWO
zjSowig-m(2lRw~OsHF97F8yMa!Rr~WZ_gNd)`^v64(`kS*qDS@!(3DLBVWV$HC-#S
zgYb~O0$*f=1M{S^*bbUK&QkX)o*G>a4pCosNSz-c*WsZ)5R~6xW_gyYZ3mwkeC64g
zpMD76=|8zpdSU@w&)<*Kp~PfPMSDHMrgr>Q{!9$-iRUqwK~ragY9G9*nv$hEJAZjr
zx1pO}#KxJ1q}Pc^igoV4bms0tDIPh?&qqL3msa7{!+489<bn2$#~vn`xFt{0<EDhc
zT>TmFDM034r_eO$X)%QCl5us*;2CyZ8q7YCoimw)R;J@RE*<<;{dkk59Vp-+k;!mV
zi$owE%DTtas+xux{r-%WcZ%%(asVl%D`(&PO9?zkwaQgv&|Mv5Lv@z|G$In8s*}_Q
zy;(Z)^70beQ;wtUX{qyodbVIZO?gSh!e61s_J)AcToqQflkDT{Cn90|t^&1S8zOaS
z<uTVK53XNixPE=~tHlpFwA7^5EmI=Ir#G*!zp_!^ih^^;!K}z6iJ0Hza(PBr6Th)N
zN_=_5);3fyh0Z!-fKsEuP<JpFiuDDg__*U{y{f`uwOOqD{^C(JTryTj`=|zT)X4iX
zk{v1X`Wx_Q%rv^(myByw_Hb~J4^`PZn$%5Mc@Pv=+v6WQ>6MxPP)6(~YU+vt=|9L#
za|UcDjJ=$q?y%5ZBY{p^L<&ZRQ(}|h!beqTrJVbjKGV$WL@hFvzGziE8js|k7UwgG
z#HC%<)?$;?=ktNcb0Vft!)cNz86Y*)>epsc@OJ)UIlo*g{rz_tU@g^wE=D`k&#mg&
zrjFSl5KP4Km?@hS#V@EcX0=k2C{_uyf<z$vJ_Vl6-gFNgyt72Z&)kY6eb_=H{TTZe
zlObd5gni5jcEFX*$o(>~@0X3d<oUFrF_|g6@Qow4K_8jbx!0L-TWH?md-Jz(w2n|R
zBCE&I<6o|tn#&i1aX}L7fF@S{W_RpFWmaf_bJEy~#6r_j;t-3or|fc!lWJDy;UqG<
z$vei_VF{@!ciAEHt-2gSRxu@c|IqBo_Rhpn1mDU8nH9oPmVk&$b{_y>qmS*Ew2rAD
zn|t$y3$`6(z8Vj|ky3q^+ph9?KpP*By_`uByRP@>!{<8!LJ4nz%`9fmPwaXeUa+cM
z>Gs|<sn^)tT%w|V9(X?oxZh5*&qgPv?e&HRVn8gn&AiJc9Q3(O?i@6C5qu{J9uub*
zKXw0Pb=?DXTmGEQp|l1FS++5hvz@k|<M=KZh4p!Xr=)4yWl!qr&z|U*Z3(Taz5ID(
z6GCwhbC~rE_=E8@-3iF#0j}yBwfGG>BB*b1+VcS(YFf=^j&|0TPSoYfr^z|w>zvru
zEp<>)K~(MT-Une7Afj6rQc9%@f&!2D{+NSik0w!_Qc*U>I_)9JAKZ5OO0Z>ib7Vf%
z&j?ZWABkV$MD8@af4ct9|2~K=z4D6w9pMxwExv6CGDbaA{E!UUg!(&}h7MZTgGXk{
zLNip9rLCKpiQMZ7m>$>3X{la?)!Cop5W(toAF_X4M|)$FiRMO%c*e=+t;!GcRqG;H
z&q+1v*l_z#vq`hTT>mfofp#?(%E|m&f*4y%AhNl5s3h-ZUCmL-X_Bu294!S+w)9Yr
zl^;N}jU+4@$&`{Mq_yluXPwc{B$?KL`2EJ-;oYdqb2F(6i;dyoiXlbb^pFrlkN#T?
z3OdzUvIlhEB0Xp1@kH{cAYRD{J*7Kx$tC2dSO~*=`9%$HV;)d}P9#=u=A(L|ak!^@
zI1RMl25;%(<Iwk2e6-FQ9QaL?lce%aSW=dAKF;1U!7rsEemaw|U@+Ji!`%&AM9u?H
z(ZrWcB|`)#*634@MO5Xs_b4MYX4WT$Xnm@YVeBNm*hYJCI4`L+Ha>t`N%n}adD}SH
z8sb*v(fi%6qp5OS%GSX%Af00ICL*7+dzDNhqGU^)p(X|ELQ%&z-N~BSD`8<-pZxmr
zEC|Q%=BHuWu&~Jq+wqV$xKE^1ZkFa)**p?^I|_d)pL^RdD>!T(Gnj=QZTx+i&Db%V
z-HxcSoIAF8!9;pU@Pm|O(X0B3oW`DTNP23rZN&9SjI`-*mgMN%$;o?x7&m<T{-+7f
zP~bo<ndGYjkFSz4sZmOFywPa%cwlYeWU{Dk!2Y?%#UpY~+dv)78zrMutdPop)*~f$
zm;I?}yse!^zjl7#W_zlztKgBV4mvnP0c~hDdU~C>X3Zq;P?wVkNg#Hmox86NxS=eZ
zu$-h5$R1e=A@wJ8u)X`M`n&<>k!HeJj=Q}3>22EzCyn%?Qd?<FTg0<(szB(XeAEZ&
z8v7m__Y9{6xH3E|v%78(r^V{Z(RnKhl+j)r@&Fx8({ot)!M?}C4#00c%5ZemvJLuu
zxS=Y)pf7A^YS3~@HwfRHhE7RFXjQhB&6L+y+8BK*K-n&Tjc{v!rDg;M!>X%-iY*-%
zMroEaz$G%7Ujr|C5vt$zy17~<*wzX!3^zYo=sP&d<(_G8yWuradEgN9E!&*v7xi|z
zCWA4z)hY0v(;zYkJ5C?UlUb=d$;DyoaUh4Os4GEUIk6VA_TU|zsrAa)f4Pj*;txd9
zG)G-`cj0-ny|WR9QK_B^{sA(z{;vWm$wYZ%JQXP&-_(=!FBfQnA$JGoE@UrlO50r~
zqQ8Ew`0oPVt{@{cKVm#|mQpmS9S7Sb>-EE9Yinbkjgz5xcJ`D`tYQ$NuP?)Ta1{y(
zCx@8)XpiRi1}|EKeVlaL_I@#TtBPpF)_|gsArjRd7T)r?`V$OC=Wu;B!_t~C=X~1u
zH3B53P#1Y|XLj~z*jTK|c}dRe-61H|9M>yp;>z1veG)sqs?&SYyPFMS1Ku&~V#@XO
z45^TP*`7whAcOwAjxR6jd~#C;a0Vd6v6+8+$Ci#vxU(#xV#D!|zR2F-b{Gg-80&xD
z?5MM!?YqBdM5LXxdzzzl>RV7Mwao#<G=lD08inASG&!t@_qTv+hK)Pdefx(zd!D7T
zxZn_*CjV|{=|KETBu`}f>&TwUL{MYZVwt(hcrBqr_`rMs*8&4)7+VY|MW~vY6yVLl
z@Z%>3tO!ua&`#Pxrhh}$xPNc@;{4Glq|T^`UOUE_)7r}ruwLF-+f}pHdgu^Vhx>?W
z$+i1<oS(Lj3aDpe2FFN*!Q6uqIzGbcB+Xr$N{XRVJrMpOHs+N;Aag;TUb;XQN6`1@
zd(@CSQWELaDpi5t(|#Mvwr_)#JQu_E45Zhv(bu0Ehil}_86I9tRCg!B%c76(**0@3
z3g*(N)q<*W4ld!=InSu@iyd%pWRQ-DC-=HAlUBHJlrjKwA6?>l(W4kB99BdD&F1HB
zE(gvOFLPYfWn|V~7|4XZH#rb;aHubwJsOQ#8)lnEh8IMJ_Mddu(jdkIea!whHA^J1
z(<wPiUk6T_l|8W9X0VEC`#I2M1he<cl<(_FJ(IJyHsT4!%4?#-Et}in@Ps{unj_Uw
z+6?C_u<>_35_FC8R2>egu!m&6@!vH1{B`E!)Id;Gzqdes9p>?l7AbCSJve^W*1thu
z3}}iGnI_B-|9ui9cfQTADe}SgEGJ=jcg2bd*NeGV+81w_)XOV6W_pzJkxqBx0BThj
z_Ap|BrFGzs4A0F{)ub;)=*0TBviO7XVms<+0duI0!;n#2#{6NxeZX-`?%W-956Y<O
z*>;U2+1tL8HeMPxV|ok@71yAxD!M@nb6dQVExG>BcKyn{L(gYcj`vo&on!h(Emp)z
zZEstT>q^*#dO2x6paYtnE;rRkKu7rCJ(H7;baV^AXxSf6x`*x@v_Y*?D#z6$2M-MF
zjpnC+#MPK>AUZBHmhfHdzv+=C+s}a$X4E^Aob28gN6A6+6mkB5$las&>sb-ts7mQI
zzQ`xC0ZluHPo#;QimWwWc4GL)tbmg}Ca69VY)gpNCbfjW^By{!+wMr3+wL){j5Mlp
zp4ayoX!3|uao|}4@{VHG98)7Iw%vBOF@wt<Oxb{<u6{Z|m$;VWqdcA3+0gK@QHEkL
zPKOMN<}O`|4{aDeh)uP=BK)qw$8kl#Z+VNNA1O5Uwh<=lH}rv4Ih&9fd{oke>&Xi~
z`s5tUrgn7h!ghzWKA91iCUMKdv0{U_mD8BG(;|k4CO<I_@*APD=lzdEO#n8-Z{KJX
z#(q;_tG1r;>exZ5?~d<@T}i-kzC3|cbeyqyJmp>h&+r!G+$V6Gi*$QNx!Re#El3-A
zN0|Ub&)~F!2Q}UV%j8ZA4o1`Ak6K(Z?BhOWbA{8S+r21u5E9n9t!+q!4lp%fF&UE;
zDJwLOh$l+Qk`EWTCA#YKH<W^Nl=D|hm-}lAImL0hi!Y{tKG$z6irx0IF#1Zbo?Y$_
z*7L1MUAqzZ!GmqrqpEFB4HnfdLn`c9P~t!;=fR~x+$Cn#B;zI4`~-8(PwVIkqBtUT
zr$+X-XILApD$tCRqh&A#{$?MoPo)g_+!Prg>PB8!Ov(R7f9V%8Ge3CJ<=T$Y@!Fho
z*c8Khs55RC+x*KVwWt;)DbmBtmM>+DX27LrxZyF2y}6?+#uxC-UJa$AszhW~u^H-y
zuMSSwdeHaq$ULdZZAx_L{;=JuQKb&f*ZMJij*9n4_v~QddAB=``rDg+66I!g7_iq^
z8E^31m)$3<ts|2Jc|NM7baQdH=uTOgA&02?j*j@g>f<>fOY}%TCbp(88SQ!wg!e`1
zCrF45yVdL9>V>)%x9aWdxTS3DW$Z`$2rJZBminHZZsCMMJ&0C=sN9P?@6BW70RA}j
zL{}Dp+$!--J=Zhx$8r7Y|1A!)SO5Hv@Vjuaw(&<Az*PHx$EnZft^?NI|4aiNzsr@2
z(>(8~Qk?Iarx3&%WaQpB%VdpK8dvjwzq7h&d3T~kHI<92KD8!T#l!ZwBy>+pUZigr
z2S$p$GZLThu*i>9TGADKpFYRkVRl|z5@hD%9aol$wJ~$stQU0>zNPQ>=)(u#9kkD%
zY6bb3C)y&us}Q}IR-ghJ*7zj7uEN&}3+Dlk$!FTCSJjKpt27&a$J`4u!B-yY$wz$(
zOTZi7gMcu~9EDL{DU+-qdfT{yPrqUaLSEGM>X|p?TrymGF0U^7Ox>{A3|Os<>&&fb
zAnbWQ>onUknZLKxhlS31-h3|EvHM+v%|Q}T5+PzRlA|j}de#LqsOjl5)pI#rvuXPv
z(@IJm85U?HP%&NLHRWhY5O&LaqiM)5>IwESlg;oBlzM)B>LJ$);7b$x<CoJE`vgNd
z3-e@wtnc>IKdP>7*NHf_4J@)}m1JLZVvT0J8f`Ui325G<S!+}|*7c*daDq(JDE)j#
z2-X|1C##cM^QC$Zy1ie)=lVxGynr!g!LHekS!naa<JR@(7Cy3M!Hr#HTZi6VfRy($
z>2?NAi)<p_5!bM%=9+<rW>4fkxoS-o=ly)@{lmY$Jmc4sI8_NUD?A531-)S4dcEm%
z>aIdn)w#dQ6FQ$w_*JLaexKlpB0O}Mq#o&-B}`Qr#L7?FcTE)JKx|2>&)tz>zWi{L
z(2Nzc7qmBiqr0;F(Ir4Te=lxb#G-gF&lzkFs3QPLW}cvt@eI}2W|LKsI9;z<oS-am
z{9%zqTCt;NGcEo6c1E_hk+-)l%uEagqpa}9Jv~<|t4x4Q1}8}&zbYHkCJ$9KCK2ox
zg+*^l?P+~-^<%f@hs|GYdxBN{J)`gK^sB7Lf22qAik&9A#Ce{(enIp{v;q0)<4VX1
zrSM$kghEpr%+k{`Ge*OwU_p%cyJU^TOh{yG!B6nn;r+IMxz;%bgp7O2Yd&sd4~YFZ
zI%qki;pNh$mr<iwQg!@WQmI&DxBcAN!)vR4^9$|C2&swh(~%<Ik8>gtCMNoEC0p32
z%|_kxp5xe1Lg~L;#gw?+OOW_V;sp>){`_b^ZS`m7o=BWAr-?Kh5-B}9z6LA7coIdY
zWy1d24pOzqu4A|Pg*)VvdeNI(`-wmr$JQGJGn5F&lj%iEnC+wN;;M=Aaqo&tprpMH
zAOU=<ODGJQy#u87C|02HPd0#9aZqKJWOv!6_W>V2kNju@p&oHP`k5#6<~{1%nOA^u
zE6Y?my5Dx+!A8=jF2XG6A6>Vxn(Ox*CU-_W;x=FfzLKPogcG-~-xrV~g}km9dWb9!
zh%$tD?pg@5BolS}qkDJ&U5Mw*m5K=dw|C4SvoQJwVs4`?;b>5GbG@faPAw{WcLBEy
z?Sq(17w=`~qI$2CZk--HHU?phwOGCSDZ19Jv=af{TaL5ZHw4te4@su20<IPn8PZ^w
zCA7oHyFn>fdQA`MHjaJ}VJe*v2e#;{KzVi+ntjL#&mIkOw|f8xUP`JwYcSm*CSsy{
zOe?BS;Z|$sV0OImx_+wEl<5z#h72#oOCA`U8sF}nSFc03P_N!Retfm>+@qp-58_?T
z@)0{C8_+&FeeYqinYXF~Jgtc;>CeIHh(nQ;a6Y!bE7sy|eoJanSoV$~0AmmqmWY%S
zs5o*c;MBj|bnOTa4!L~hr=Xc*x=*QkN#*LoV79O12{WpTgAv{YU#CSfu;#ckXo_k>
z;js<AMaztr79g9Mc$W;YUYx&q!b(=i>ZThbJ3B{4Lb~5*hnxjK@?zG{TyKsJoLM}c
zjPQRaHEEfO6cT<ELLlHxXV}Vw;q=^Dpp7*RneX!J+>ox@UcfZjNLf<DK4t?+R`mQd
z%_jkE!;2Gzwj%ck$|A~cW57=TVFAcxsjukwYQNv@jsN2MMepTpQK6(0ES`ojZd00*
z>@>TU2(^uTx4f(&lwUe!IQIQ@rrC7X(bfG5=8<M|o$mQQB-7Mxx@yA;&(Zl{|A9Hf
zs4qMCH0it-8mtjc7T<WcGjWF<avETH-@0=)PH(*ac<K0xSqYq7eN$({gO?Vg+?lTO
zU2Vdsg(am9!K&7^Sw9MnFfs?IkUkNP`n~jUegB1k3djngjuqY&yo3<m3t$mLu_2v0
z{gr!KldbfE@rW)So=Y9;o|Z+u@;s+f<ZOIM7NvfFWp7(io%uhkw4dV}a}_u5$Vg*J
zP2-205>(019~XySB__T%m;L{s3&4%{m+Z4;7ti(P@!hG6C*S=c*3{~<2{j9!Z&w%b
zzoz&h9;+`1!{0`853C0@r?`ERhPDN*`mf7bm`%Cy*B4Y!oD(9Vs9m$YdEaPu85JQB
zysb^{X@BFH<~Y6{E2li6^0e<p4;+R)Y}&c`F*e?}%_k`-d2=jff~TStN$i3Na-ZAA
zub`0!8kzrj-z?yh>#XKX`$R8kOKV-dX!P*?GBYxrvK&&)97M}l;>0<k<8HeijKIUi
z#(6YOG^**m6`kN$JKhGkE(X7p9felx9%*TXLu!8Col92ZKs5{oaBDuU;2}W>Q7M;(
z_c2wR7U;n)JaHF}7M`GWEkR1M$2aQT^>X5(G$O}l^o9W0yW%W}??8KW+<Ps$Fwa_`
zx)0|qd=n)+j3=sE6dV+*8#k>jNtiwzkWEEO+f8)`7B*%Jcdwfax*NeSz;1c$y$Qko
zw>j;hkxB3`Q^UA5*VB4vM-Le28mB_WTd5v-5Y{o#t@}++E#;_dh~x{aJjTLOvl}|*
zn^8lnS>Pp8PfOyk?Au&#{Z`}lF*9bjZ5EY)&fMen40p}_=~R;kBN_niQVX+PCt#BJ
z_eg%Tb-V(h$SMzKfnp5j0uzaWng?ESezaJM;dHY&NQnSQ6*Pc6q{nUQi20O<7rf8(
zfS%RS-A7HfEvKoa7gJzl91plB=>jlyf1#g2Vj<o97IF<W=Rhf!JTGSgDLWbws)?GP
ziaL%&=shJ$(pGWSWJ*z85y{>3h?7|*MgJc}-8_e^mA+SRT;SL62`Vp!6d`CR9msfl
zm!N~dIl#_>zNb_wS1Ko#Ifw(=@}qAawO6Y`n!>7P(sJ_}3zj)KL<gk+>V>R2(yoVv
zAAC8iTY5FkDn7~KE`2rNne3#xB|9VY_{S1p7WK(bNZ45@^fBLY$vV<Jx^ygTG^p&^
znVf~2wC`rI1F}>1tIBmKxXq1G_M3FZGkZANc)_YMS4?^HO%$0D(rP``VQbTwlvEO!
z#1He#_T8S$RYlM7nhE&(1nE|^FeomW!!n*LV=-?N3^wAcxIwj>c{lnQ6Vm^LDkcyN
zckD^REi1jF76%4E$vI8Oe*)nipzZdQn06}cs0ZIVhFDrt>$v6a&S66Cjh?Zz{DN^9
z!?Ml~X7RL>72!yqnewdRx#35EB1Na{aDXKm10CA#h==t0Q`Lfk!pq>HSb8orx20KQ
zJFME19GZa`)`_(X&Z`cwLXeZKgwq<E!+Bbc9?=FW;qmm$-m1*`XonE&o3KfV)yU57
zws7+nOMERUa;i1VSl&pYtT(M_W+pejN}+07Wh~A9L{ljC?Y?w;a6I7Rx!AwH1a@2k
zYo!l!uw`t`+jcja?<e$EO5GrFpKJvmmkgI`h@7ctLt9@9z{2vQj}(&o9Yupfbfi^F
zwZI+P!`TBT?UH>9_?8AEZ*LA=R##eiXF0{}dBMxGS7>Y$OaQU+aBk!F8}fLhWvCEr
z&yi%_I2E3qm84fN6;h*RgA_EAug9*ZEpq^k5&uw<Drl_4n<4g&md6d23{QCw)>2ih
z9tkzAnPh2|tQQ+of}1r4&^Em7h0}}MXleT_A`IAofb1R9K*ag^oW<A&ms~bd&M4%{
z#zE88yL<{VC%#yig^O}r=Olt+_f6ih7_A<mrrj;V2ic|f9aRE8dX}n9G#cH&tn-I7
zn=Pi4zuXwHU!5iRo*{w<v>CRC1MM5yDIxhUb${8MwUQjsTW?Thqpx6=76A?vkf5}h
z+s$at?>V5hL?Zk4o!=>UV6hCIAjt;*V(*9HE^M9GpO0f#_GB%G<ku=Wh!8{FbinIa
zAJVE)O>e{yr2>A|8A|hNtz%nR#i~^C@Fqm!%jYLkfUBmtWcKG=Zv2`(|0*e3DTdFX
zI1}@1kE9!PVpYa?;kc}!E$obYW;1ROh&z>%GqtkE?XZK2l#rT(5G2szSu8ESBkSVc
zZR5m$xug#t0X;jjFVkBI&E|OdM=uez#g#h;(BRIRL9w9_Wlwu!)`vOjWe0@TC)gZX
zCnSty;$J#gl*uliF6$xUyKBg;nC6Hsi_&SJlTdq{y$;6OGE{cRBu#Q?eh!l&CTIp}
z(oz&3FDE1F6*}v;Jvt+?b~_U*YIzf*8E)o7ZuMv&uO3n`m$+UnXl79wmbvbbpH2T3
z_Ng&nx~B{5P~abmu99_Gy3_q}oFz4`Jf^r)uAUfjhho7_%%1m8{~`Z^qAsvnYJU0g
z6N7^v{*oE<s%549k#6dVHhhBl68D!BkbErp7e5x&yFwfctv`$<W_S5N5Q;F2FnZC^
z)vl0`MfVR)?ni(0ui&}AD44HW={)w}ifYj!OE7-KiqF-G?M70?YfTlbDorH0)mMo6
z2&4QD8cihU$O-MYyy-E`_FaAT=(OZw9kL8TyGDJA&$_ODcf(QN^KHJ`-pGzQF^1l8
zeuI^)9xyWf#e0>gTuh&?*Ag7REJ?al><3nB6HUqbJ~M|e1FsuLKIrJ^cXoeU)-%U!
zoXW>-rd*|Y{>x>O4=SN_=dYXUY6_WIABy|GCNy(eH3<CXwZZ5?-lA!cZs7^eqSuCG
zTnbAHZxg^cnx0IB<-!@ItA0oQJKFww!<Fh)MI+W<(%Lmrlp>3kXpQN<av{z*{f$67
zW2vtJrFrM+TMce$&-Mkn-CytPz7tuKgoJw2Dd5RjbykW#<K+?J3YGqxG!*JKqmz<0
z2IpSh^{SfGJ`1&>e0}4oyYu2ORdYh0?c5UT<!TMKWSIo-ec4hzK_6eaW<7384_JW^
zKm`tBd`1~0JgZi5cJU~jFUn1(*l|<K^Sf05#*mw5d4O2i#HUq?FLY#7%r{iwO@y(D
ztw+7ChT8=$*j_R%kI>ybYMm%eg9rDhJGSg?u^Nt|GK0*vyGR}X{Kg4ef5pX>af{}m
z8iV>1C}#fe@hkNHpTM8@!RP(}Ue0r!M)z}xD|pov4sEyp^GUh?h7%<5mI5WU)W#+J
zQQ1i1Czgmju$Sk*adUn%?Z>smPm=w3)i+-oKH;Cfu~v558NG$K4*Zgu^2Rj5z@lbS
z$Kznt84pwe?x{)h$ptk|k40*M4?4SVY+MslA8{XH`%IZz6aAxZJIHlc`QB5!14!x1
zG>RjV2a0LLHJZ0ITJ=Z9I}v+j>@`Duai>QSxe%xY0-u2D&ur`lQR0r!kDeod%r-^-
ziRc$xr~7_Y<a?OZJW?syQ$W9S4rKNveggHS+*YTsJ0_`nzRc9=!j>fp$m0PFDe1EL
zw`+D5Q~%`>mp>@qvmVISPIu;o0NmeE13vQd*e+v~u^(^%A6|o+Ogf%|+u2(Z)Ik;q
zaXvFi`P2Nt>b7Ny-c1G9KBRhZDV_(uy${j9GL1b|SUyrxmUq<YD0OG<dTm)$tUIoK
z+>-_=K{<P$r45*Iu8&^(F%S^e4ML2Hod-q)pe#e(>G@FpU`CxrR6xp<&sMC%mt}y$
z7O1?zGKNNDO(w9X-$9}m62X8AWl%tIzGgthXMM#Qtqe;|&)J?PC}-E-r2f8$!oIpb
zA^!cL=%4A=5YZ1jVYf^~#g-kUo$e|yZNzPioca>dzoNp$1}VRH7Zn@n8xAO6a$vw1
zY#PaGFMdpixNB52({zdmo8sZHjBulr5J(iJsF4Q|x9n3jZmQDFs1vM|S<9`Ph`M=f
ztL{!!P-c~ASYKYwR^Xjrrs438t!_%dv_b;xK&V$%?zz)Imr}MM#3=7S=UK<joxQux
zL}I(u{V6g-X+2A^Iwq;EX=1QaGda_b+wm%wVb1W2oQ&U$tKuFR@yTvJGJS;<J#+4H
zdZY0-m2~5aF6D79jpr(%_nPh}80viNV4n2Wo_(j*vj!PhBYQh-!Pbixu*Tt0#vBpN
zH<P<Nw}yaU;(OA02my+?_U7(H!SQt+8as-uzzgdeR$H$quX>g(b4R|jcW>HtImP?)
z3%fgPcaLuO-<h!S6iSGdznabwVb^@2mJm-ug4V4(YZrDMu3+e_{jErW@FB`&Aw(t%
zw#PfhU|%qr84uNnNV>QEU1=_<@n!hjQ+ly=mVX*xN6GhnxsctEnO1a^%dd%6u?JkA
z2Xc|4#Y5ge9(Sffr>j7tX_p<lvLIgF3;LwgF|8nR&HXM}YT824Qy)J6*6?8gmjR0F
z?X^Ep0AhoB2l*|aj4W&Ex9;Pi;k{0Z08>q?i2lA-v-b<@!a1U$kz9v5gZqUgK7dNb
z$6qruVJmVrB2r=mkOZ!7{N_>GY?#MmE1XV}T~Y-!gLx(OYGoVqb;%<yZTHK!1cWXf
zDi72KrYq~*Bj~NOHQUB@(_XWV-F$qFc<K0rFss`EB5zX1_l4l^YLjPAYP6U+p0hJO
zrexOx9e49#*KW=GTPY_nY8IsC%C(xPC<{O_?w{t}RI+GQG9BogeR77+#Ge`~kfKd-
zT@c|%&4V1U{L^Zh#)TI1Mv5Y$Jdf}HV)Gf0Je4?q=KAHPXw<K}`I45FGp0TH9`{<^
zEFw~6vTRftmNnWEXI}>5TWZePe(SGFIKs9J-9?4U%doPqu;IPGduo|>BOZqJRrQF;
zPXPpbcLJQ9iNsCpa$e>eX0|y0zFm-f0M^M8I)QJ{IgJewT50v@;gNxWwclRLWXs_3
z6UI)+rC9awLwWsfz<V=9&YnA;YBKA~vUjLzH4=j?y^eKQ=rmJY)G>k#`LP`26C>Lt
zRQ~0<3_vuPTir`K7}IluJ#88p7s2i_YV#p$W7{8$wL7av`80mCnuLgmx<oU6eJsX(
z6(si8Dg8fCTyh0(eq9!mt%$zJ4je39X`33G!g`hm$0r{g-2OPuaH*l)-tJ!wR{h(D
zm2BJnuydffIJku=Zzg=Be>3Gb8^+7G`6NGR?a|XOlvBc92k!dsYBQB)q%3dUtsXC9
zbiUlJsL$Mx2j-OM`V?Gya*!VYH`QC*F`YT&amNkdK-V1erw4QR9fyl2cASbQy~!Pe
zRiPP6U5nF@Sckb!l=bj+pGXIi-0DV3P2c<?IXEYa2kn<@BfuQY>RHstu)W{o{zR=H
zgk6clBwBp1>B|4G{E=}3aFATeaGSrr_eY=<T+dMtxJ~~5jz@J~T)&ELz7D&YHbVb9
zXTg>UwNL;D+ndfMxAZ(yW)8N2poE%Za71^w1eq~6J61knCz@=vz)TLh@9221U0`2p
zkx=|S-5pAN_C3?K)8s(dxnQ}xhiQmIv5wh(>18$9LYg+SaL*er--!7tW%@i=h>xPr
z!Y3X=w+^K)`+go$n2IcnL4Ak{I%{#$Uc-0;MwpL2XrhR)CV9SZ&82RK1-7TGH@1~I
z*mb_~7{^CSK6FDIKUwU-f-<xjmUszHuPo-p*fKk<yL*@9Qr9-=*Gdssje}qRk`1J5
z!0!e6#wwloh2=Wgi0Ah!Yu$g^k6=RBgC2xX$1Q1U+CI|FtbTb2U&mUR>J_|4a=${D
zJif#q4@Ar@5iI=EnDg7t5f7r*vjTER7U>}}_xdW{DjcXSMyYE9DMU=GEDW%|B3va<
zPAQG)souL9V?mdhHI)$!-i<NkD-N@u><3#Bk&o&)v;(r-ld5}Qzzg!-N|bGGT(hfv
zGhp)9HiaN-WYz7Fsf@b$!rYRnjrqhBd!k-$IZbwLmjg%q(7%puvwz}XyzAVgM6C5Z
z2^fTTn9~?K$&2B{Bay*R4BHnfCfgs#bWhSzaTJ)ee;Y{v1G{w33cNYXFGLbOzvSOp
z=0A-C7uE#e>!9X1XM>ZN2KA_8IZDe?X9-RcWZ{>dv(`|Ku@T&Kwsjv1?A42S1c|tT
zXuIOrEbOiYA<+(7FFjbVj<6q`Z_H3?DCB(V)q0uL$-uO~XH4|Edjy5qJgulE`a;bn
zW7O1D8E+!|!H3#ECk1!lnZ%xomtQCO<vaR&V^tfPj6$}=WHnw_^(h@{-;RFf7+6SN
zU@i^j%4f|^JlmhkDgpk}U|F8ktaozv+E!pBk33tY%)?2uPLr9_XqGk<^F90YXRsoM
zKlu-GLXVGQd0y^g*=hP<BYkCpo&jUo+fYlgyeV<{nr{y)7X4V0W~#%GU4Jr+6%=kA
zbX(ZJ%raobwWh4H5N~iaw84BSCtutHw!n)|Tj$_ZkPaaACGx_7?T(Fi&!VaGr=Q<6
zNF8r2q`P`Xwz6FOy%MVp&LiQ2mdii~u4BgV8Z}BZY+c|`d^X7<T@JzM@At|)TAK$t
z_wSh<InR81TLa8=jb4R}3xQE_pI2@#e9tfN2ntF?Tp6YLNH6sr%Avn$oo?>7tV`;t
z_ctxXApG7&A$^8hmOZuHHGun>f4QZ%?A&^>N}uHyG!?&d5GnaqM{SYG?j^K)2s;Pe
zWQ0ZD8(Iq(*{jJrfK6Yj24?aB>!)Wv%5SdSQbj9FZ}4o486S!C3pqZWy<H_Hu_nB8
zB5`}k9I5IbqNUCfG*YcEs&6y95&|^8yF>j7SDerWVEJo~r@p2rM3fE{PcOVIOU7Xc
zFBg{1oHef@Cx&`#h=&ma*5#R|8!9Jf3f4vc6O~R(or%PS2hY1HY9vuwI^E^*=e%G*
z{C9C12FSlqkK_g7f;JyB#8c*9r6R~1`;gVFc-G+gs<n)mlAH))Z@qY<2%Uqz5|R2c
z`R$ye6%hidwVlmx)jGN+_iRqpC#O^=4K1(YsjIu3c?-x!vkYj|SY%qXiGi<Vgip28
zYT>Jz*5s#zmfJ~!8o8mCjR%z6M-hJ2jfEblf4Kr_MNjj7m+_;;Ki&ak==3bKbZ~nR
zc}M*O@LDRz&Yn16+<C4D*H<sb{*!&7Svm(3qgfwAsUnAOF#01dWB0gW;}&daKMr)^
z%i9qh->A|-qAc^l2j3#FS!h!3gS1(DN7Y1x*Rk#bfzFIPhpVRVmtw6&i>X2-JA0Xf
zu%sI6AZExI+HSgFVM}?*Rw9iZhM9_V2(RcoEUgOTBvC?iKVhM3HHj2_zEqn!ePs9f
zH;MkF>LvRo0Ak;)(Nst%8nrQ<UsI!z%cMwWB+NhBO{c1l4*Zo^>guWs5h&P%e9HWo
zSZaH75m@qx>+nkZAIVNh>xQO}<-3d&rM^Adxdt>-FK{JB^Y*1ScC1=nxccY4YZE%3
z%l{KGYy5KYmGGYc=@v+&;Jx&=<=17d-vGq-Q`y{yxqA6x2ITjP_t+vL`V#jS73N(J
zZbM)ED9_;|b#+*{)PAeFP12^el@%5AD`a(Ky_!x6=VJ^<+H_f6Xe$+lU}j&Jf!1(C
zj*!Ulr`fQ*f$@&TIje&QdX#@=a?NCf=1hlI`We=9<o-tV6<;x7=aP}91TAlv^mPZa
zZLSX1&wG3dB<u7{OFbZh9OS!C$@kY}**Y9bWamle2+;G9rX|JPUke*=oGkUQv~`~j
ztZTo`^KcmZ65RS&IrsH)Z^^S2<)R+NB<u8`DI$(JL<ty@y*Jq(rmVI=dc7K^7AZUU
zGI$X~J3{lN9Sm{lHZ=VMB+yS-HtxwmYnr9DMqY8<i2mQFCg{(Hk~hBo0h~Dh+v5G5
zvef$~TYo=pttnRwD?5^Yxsa4!E-CZj2I{};pq$^BkHFT^pSeVVabXL@YaDB+G=Ow)
ze09IS24j$2L=tat1;@84Q_vGcP_mhOXM@PCz=`fJw5&9$bgJURQ#C)6e{u<5g=I@v
z*nLfT5OH1_)16=o8+25%meK4WCS^hc))@H74v@VS03-dRye=?9y_qM}5g<m@V~mfM
z^v5b&QUq!^w^>r1`HR4f5yFq?i4@iDx@+6P1;7Jb&R9qDZ~i`A-tnj=dGz{tX&V3}
z81{dff6heP@llh6Lkt#`oxb8XG2!eo<$TM;<#yn0d)Ug@pl8hGolItfNdDT|Dx(f+
zNxyLf3F|o0x;<=-gm>(i*3P+(hF>clXZn)IGD0)NBvt0eBm5vmk&ipBKCg=A<uW|S
zWq9F_SHBwa2b;*xdX3oFO<P;a;x$s?L8IZ%Zc|QY%&&RCxWm#3_QtTWy=)G351c`K
zn~OEDtWB3&9~g~7pWR%CGkFGmJaxQ^u<uG%n~Y@0qPrR7J*uh3<hX~Wl{VSleScv`
z9ZBfP_knn`fu1FT(D9@qrus{d%^xwTVIO4A>F23keDl6vGVm_e$42JVR~r!(>?5cR
z^5#cl_q>1)n6J?jwa<Xr;`LoTxFkd4Y5J0E`u}0-J%E~8zi{v9Q4fj@qzF<}q&KBX
zSCJMZkw8FNP-#*lgkC)!L8X&~9zaTj5CYOWNH<i0(0d6b^cwoP+y6J;+`DIzp@o?w
zJMUiadY<+C-WK(EHJtz|9-y0uo0z?HOp@z8S%XG>vJ;yR-3FAGqqu6<RVVTBzQ9u*
zX9nN0fWM*r?mWyNady|#4ccl=?cEFjHjkdc7e4U7D|<sLJKM6C*~N|nbi0JA0uc;y
zs9G6^qf@k?uLjpQh>Ed9`IK7Kl*kvk3LcNz_4XRf_m#`N#^gxCHnGs(7b~8B_=n@N
zSu{el;@P9|@@I-{4JjE!qF5X?BTkV`zvr20XuPiT$Eb9)uoX%UpPRL_Ej?y7SXls>
zoW#-wbGEL$4|Bup>JpZ{|N2nzZ}>*0F1WO%#OBa3sT%gZPGu@Xb?<-MGaI{PA$9%1
zN>|u=Mvv&$#Ur7)4q!8}-d-AcC%KNVH6ZmgtS=p@YdTl8J{Y1f^X9VOjz#64?VVM#
zKQJ5D0`PZAMHx8*SMB@2kK2B3kL$H~`QkgXO>0K|a@Ntxc)!oW(zAQqE`ULrmkC#C
zozzeZjF?L}pmfTC;aoc@ym6crZfyMxHVxD9@O>Fcq09=Kc-@Q@2}q|;>z|R<@9YVU
z5Sa6T;d!qIlhNJU4=#Rbc=s*F=EpEFs1bbLWZgsy)wd~s(UHr{=k|!c`zp53l$Oza
zzgD^aA3{V&-&{mH?J=8NxqSJ{(xP-&t#1@luxz~GQUK<kvktM6DwaJLNvw!rs6hnQ
zvXXshGAQfxhEA5fxx!C5|G0+{Ehm|w@wb|i54-`l+pH>oMIA|ABy}CZZWS*NZ)=$K
zAulJ)HOc!AWzD)g3Ku>df`;3_)Tf4qjCsFO^#g!Qj=*$uxnLbaPc%83e@s>He~x&F
zk6l;1r$?KrS?o61v=}qqAbb>y3-=$9kCgDR*PVsIcJFmih|Y9*KBYdhp0~U(`E4m9
zXYKZT(MPOo=gx!9xv&ad0D~SC`?Oy6v#IM4ES^T3qj)T9?$cmJ{Z&=ys9J+w!IQ47
zEoutIeQvG;y~3V4b9&2QNOI2p`<P;JP^h!t4}_U2xp7=D^L;>7Rb{MFmln^Sj(EnO
zMu|K;fH%aQnr(0RM)MJ3M|U!w7%(!sSL;a{Few)!ZB<6Plt*Qsa9M__)%U3+%zgfQ
z#Uh_?7J#vZ3t*LaBmi%Q^*F9-kw8QNCcFlMVkDHXjSLbnR$gCo?LjYk#aa_h%C{bZ
zHSF#u_Mq|~SFB>cEbLx1Df5dXbC555O9q{jV}5epU|Z^`==%$w&VPtyJAS=ibL(e3
zXKutkvCHvoxxODH_w36`OG~`?TC1Y#7L^?DBEinMxu0Gzkt>H)6XbY{w-00p@(i%l
z>f1#y6+29!@%@NXpx*fplp!8Kus;$HcXASb7V%h2L*1%j#dktCv<MS70wC4~tpF6w
z*z`{P)Y?hv;lt%qpN{nvS9WGfK`h&$8y!lRlia|=EWaj|djagNBw3O2@lC51w~lJj
z@?=%r*a_<bi}C@^{xpJ)PThjA_TF3wZV(p=HoG}F0oF;ezO*wOqK>>^J&X&__?BS_
z`@a_>Koz}u8QEZ@bK~vTdo`>*0C7t9K7Z+Si|}PAcb9Ler(cR|gAr~MP{@NRB!^`$
zh4^?KJJdi+Q)!GJ5od=A3(9d5mKP7_jQoaiOr#ztd);*01hV^uMPie7N^aEl`m0Ik
z&dNU;BM}hr_t+UtyipvW^PgB+wbJrq9qRgF6iU*vv-5`A5z76=q9rY!?uf1(&`~du
z{&ITlGP$<69Oz#N>U_SiwKjFtoz?^|FX=f5Owq({1)CO71-GVbc4Z{;*IiOwL?M}L
ziS7s9vbZFHn*@bcrf?j-mmha>!znUVbMoQ#CVVlua;kjB?>~?=(E(1{9lhZ{4!z~r
z2TbwgGS8eUO{Uuz!1Ce-Bx*<P4_{gYT32@JVk6m7@HEa?h^{EObd)w*X35^m{pI~>
zFb+kez4YK4oa~uO>$VJLts5+5tT>jp9Dyyb=HMZh{rOHIjz|^63xqDP^{Rd}ATE|k
z#@okHZ2kkW744U*7T9cSscxTb@B0rK%Q`Br^$3b_l71xHsV%hCJA$2S&$8?)EV-C5
zjjd+g4=uQVz&5}3s1I%yjP$U$UgLKKlTBXHt83zmvg$Y{PNF=%Z$kficU@NYPST0G
z*WWdKNk-%Xz)Y;W<b8Owex0|=|18`F8-;zBBvC*bCprs4s;YDMTSQze+cH!?X9Zva
z`j`q@e7mlxiTdf<5{(_J0y6hh;61G4uu@M&xM+Y>NA?e3)6>R7ayhe0C3z{LJN)*2
zRH5=M3YE&P-GIBB=U+WyV~spuqgnsQWu*;SXQ?#?KWI_&l$?JDkQsAmaE0~t6(i(c
zc8P00V|p{-WnPe%>q(1Ku=7e8;~p$?FxROg9d<kf=OsS^R6ytC1nscOqM8=3Ygt88
z{{CJ2$+`hI!=Rbul?vU}#n8u*BBghDD~D^T9^R)ZYH?n6y(N~#XACp*xwP2qX7-qg
zmO#ja8f0|`aF&`QHsZd^)u}g)%LC}>#`50XF=C~B$a33+C5O9KpF6Thlu^il)RHvu
znBq8DRMfn<i9M2xp~<Q~d|z@Li%z$3X6egx)-#COq<J5o29jRnP#h0<fzn;Mrta}V
zx}Vj^sDrXnlMJ^6S1(B{tG)*Z2losm?jCZ9+l8)-cLQxq_=BT%SchG7MLljOE-@Q6
z3)}Pw)byEH^z7=9%q;NA9V7@$=*+bOOcDZlF^E7Ai6TR6eIL#w96<v|?2PoVDB&2I
zM?!<k>(pl^2R;qUkD(tQhkbS6$1nG#2o9FQJM{dg3`|XcYmgSM^+0?1oi7_H-&{06
z6k6Z`Gkbf}`>^iIar~8l&?R4|H>l?LsQ?md{Ig`&?`b=B)&GHR_3rAz?eV5#W3bR>
zE68Oog{pj>8+56G<A9*zp(q_Y+<KbmjOCB^?N1Vqll8Na?1RC7C;D@x?W)FRE}if<
z8p8T^kC=$8QO+`W`5ix;idC2cWkH`1aYR?HJu8Qm`Q+NveQsVjXcGv0{Ag$;=yax%
z+}3tBezxI9bPePuLv;9OQnd_b6-#X-+W{YOD7_CmHYSjw8!~C8)ji)9pVLttFJ5Wa
z5r>#CBY{yX!U2!~GlG0|kO2g5H{YZfMIO3-nX5Y4LxQ6~vGSop&7RQw4rL>XCngDg
z1^oSm-cf81q3?CFMbF!O8|kqJaxPB;t&L#g`PxoZw_>N|3yovY8E%?h9QR^jqnpO6
z|9t!aVt4>7m=~@_(=|TGS^PU3^78H_kc~IT-6CM1QU*X%=~#oVr2{5K(9O{cQXfE|
z_6rX$oQuAZZqEGlwG;>lNC*D<-p8*CTrF;z)7A@Dpp>>s1uJ!tM30w0(_*?lnrn`W
zyzaQt8j2C;D0w@r=)TUm>D*i6>a((G$0o~*5fiBw<f^dYjr{pHoqg=j;%#aXsG$SB
zDj$9K&vzhTfAQqgS5PwW)ww4ne4Quvd!r<41)$P?t6!4Y?$%DUmyJ!#hetns0HC{T
z72OD88p{8uzYVU*s{Bsj8&m20fd_}u=d&dlGw$OdF2~Hhc0zqo;xh4Tw-LvOqD5mz
z;fc(HR1--z5J(;*=hI~Q7e6OlR8JG<Q&abADwq*)q1B7RgWBt9W**mmn2vxm7K!}e
z_!V8dT{(+aX8rHexdaC-MnY<vbIUt_yr%6`My#>putziV#LXv8@6LfPX+9CM`QS7>
zJdTiGr5Li$;>vW+<z))=>BvijRZ@!k3R#WL5RHt1FOEBhv*~(@qQg(&`Eh#>%A$S_
z6j%(z%X}Z(^TQSOtjZB5g<!|EwX)zebBQ9vcMQg7NxvK|zmDn?d|-V(9oWP&1b~We
zGpJ5}yBvy5y<c?VBkxX<+R)F9EqObeR;#eaaMHb2BeTYn?9SriVtlwA*&9?8PK|%p
z*YAFDHMW(YKc?ReSKARhjVIK*=ClI&>Q<U^6r~mwD(xgm-nf+5)txtnS;4?-ibG6B
zr3{H(1DR}=(O3DmZ)!KbNm&+WX4b}*lQ}L?<L2>|B8Cr6;=(m~bXzz|<vxXFz%)%|
z9N+{_!*qpi=w%I?^69ReHkK({&jY)VQVZXDaXde#DAyj%nL+aFvOCYEOgl~X6MdP?
zLALkt_58;O_VnKa2Vbj1+MvNox{m{|$du{$SK&|#2}gI>3}twjzE6A%Ue62%7=ozJ
z$Bc!I1EpqR?KOL%3NA;*X{NIt{GGr+UE`#evcjTU9c+NA+@XM6&|g0nr~mN@2>e_E
zA71PLs5)U9UIM*L2;B=N&y)4iJtX29Mc*#FOFP^X2y0P0$M>g3UOBM}qFZow!$Q4@
zuCk%-LqIDfJ^9VTgjQ-gnB?#SuX&3ILo$W)#Z7&R*{?4yDEvb7cJ%jxo0y7$W6|+c
z5$}bdjM^J^P0G@ZYPLq9H9oR>F8a;u*}R@Ns>1zvP@&#Mbi+y%!3Y)hN>_zxrz*9c
zN3AI;X=-MU{yzeI1S$BFd%*e8l-O8)^6kDz=`B@fph|WT0UPAZPZ4GEU2KF=3UX%x
z*j$yKm^hQ|iA8hi`AR=qpj@O30eMmu?EtuyTLJ%z7z5;K+3AD|5{$H@`S|-Dd<Oic
zuMMSiE_|!f5x!6p*9bcIC_v|JdOZFz#5MRa*bUQc$S#d++*8EKesic%&(UlHmwM!u
zZ|G1pnbyZP1FC~7)IV3SVUY!P;A3Og6F0<~{48U68^KlzvYMY+z<aHuCubXXZr?<)
zWQOQ!<r!DlobHH&WN!eQgVLdj??W$&Og&?ejDEhZ)X?u}?ddIJHgg0-$Ivy@S?Ier
zacpD|v*6Z7RP|CbbDQK+6`Z0i$BQ*OMje-z>cIdVM3{o<K6ILc=g*HJ1%Qhw5_L6u
zeru*}FP{TWRq1s5lNWzy+bgD<(r)snonVrASM^)pIZ!Y&NK@m(IrsaXPsNzahuM~I
z_o%DjuMEj%BAp>{;vW|<N^o0|OS-8l?Iz-M43a^u6M>_fg$n=`OMP|p(!Uw+EpiE0
z%@IIET9Ww`!-1B`rv&=8#oJw1ce+}Ozt-O$&$>ywG?`LWepdoasc}dl+;Yvw4*5S-
zWK|sfiFrh;p=DN;kBAa}`<>0TSUF;1J{M)Hw@>pw3#{7KZEKQ^IxNsMAD&b49;-^l
zD-PHQD!6QK9|1Y>$r$IoNATSF9b5vxSgO<Gl5HxGA7{f=E{eXRq}`Pn_ewOS!M%Ot
zq8l0dt6vyo_2Bupn~dLp{K%(|^lCq5bvPms>qY6#V7N%fyH-*0lZbWhUdg>Ns<V}D
z@--9%O}|@HetIKsDM>Y|(J1t#E76O8V<_I}M3Q0Gb+gNB+rsKU&;}HG1L~tZ#YCQw
z_`A3-6KXJIE;9ZACsdx$G)GOY(P|DAaTij3mH%sQOOV-+)J5hGIZ2f|I`R;du-gHK
zUOf^~L1Qy16+ub6HXV_-iX$os4j!WN!g_n#t`ZXb0#ot^tiB`Ns{<)7iqm+nM#&Nl
zlegbso3q}!jqi1um~^<I<L2ej9DPqgIWqkJuTc^NVQ@Ofafc29-K$~YFmY%0!@3O*
ze$?aR%6h)gWjats^Jrt#Ai^70?ahsK<gu{XY8@&rd93uda_S@xqr)<KdreD8H9L(`
z%7VjqI}T;Y?m2@W!TCi(AB9eod0z`cq|CXKb|9f68#Q%;%YnR`9pr_cYjfgA*S~L)
zcl3*sr|jXDWFFJJ@l@-{4M{Pgk3Dk9Q>Obi#bxPqp&I|jp?seXjgdVTB?cy_88<Y2
zzOERh`B-}nVq#WaZV}NXtxYM_9EgZDrKyGLzX}f&UyU3!m&cO>CMWYr2(^XrHgwcU
znAeVNU3$I)d!eBNfOoPG>Z1!6?B?C6Nwdv|`C2R~B9e-U4*C@&?z1)9!#YT|#-@oB
z)I7LUUQ4sEynim-PdneCXb%-|_BR`BirBL)ieVdD>mD<47$O?EcsM{%L7@ON@U8O?
zrRlHfa#9U_zh$`XENhICG*b}U`D*Q94uEF=jOJ6v+GSR+#wQy~>Y_G_uL;2mO#Orm
z{>3IA@X?ZtM-a*QilI3@+bcm~fc-uRh)B;qu-Yas3$2X01Uu6qEPc+q-W9X(=}G{P
zltZ8D|GRtfAe)^xT#eOAY~H)}uhnD&_e_r#(}=o%9r-&66#5F;*T6#6uApCN6Uq4I
zovDgaM?wL8;+aTRTHc$3x2^>qigea&Ba%tGn_s1J@iUL)0F!N?7|cxDv4EBUExC;q
zbB!Dak5fE#enqt%YF)$M%jGka2Jt*eigb#!?Y<SNDeow=Fh<k=^-Vrq!Rp=-hxppc
zgn8@WWH=F?`a42q3`ii!WN)q&f@EQZ`>~4xSS!}Jv(J4MR;yt!5`?`58lbCQYX7(o
zy;xw-`_%m~bpvcJ+$b~t*h?3Gg{(X=K8v?k6D@(>P_qO$<rV|0bt{YhlKTb)4lH~D
zBuMJ#w|x#?qT84rS`%USn&9*4I%fUUlsDYqeMU9^x=`<+;_F{eAdu2#I=ctnh-42>
zK2_*Ibxt~<a_Pz4{=mR>E=@6Pt{Jfmu<mPHhP(_G2&O34S330`k{Z1{uwx^l{+zhj
z8ylSOkc1`vM9;?%SsAWqFR{X5W)@o@0^QOpHu5m9PB2f^gc>$Jl|Xz8!CZbl`2okA
zS+B8US2$fzoXS6&^dp6oJ+XF&o-ZMN+p5>Y3SrD8-Mw;qizYrdfu!t>bMJdKpXkD*
zN(y7|7||;W*423uC(@jOaGLAPGw&K{$BOt}HuDupH_1K~)oee**-#nbV^KImqv(}K
zBYZ8C6ZL<y$J^IWGsmKILwI~7cYV59j)i7ic;+hya#f7BMM-*uwi(`aUuX3%YfeJd
zev0nP1|J*4nRNng+#<TN`nEemm-)ITXwn2+c|BoEp-z~x)8%@`aTZi<g6i~tBeUmQ
z&OAhttIa|mq`J`I1i=jm;xlJyXV#>3m(O54?gT2Je5bl&tOqq!H9_(c4#dcc7$d7>
zsqh56esO;kOSpL={$-o+eDh+ZmLMjtA*D!x%IY?p8DrFqVY1gQcyujV-_}s>sr$b)
zkjSS;Xb>*C;TrZ&Y5l+BW|K9`UrSQzLMp#5$Q?8AN6TL-`2&qT_wwg?W0;iY^lhNa
zA$0+$jX~$4pMc<OP9MKmGyeh}Ep^$N?c7zlr%yl^9wu0`GXDaJxIrJ8$HYfV39}nK
zoVUT01ik?Aj-)y9i&y>sOXPVY>G~%}tJ@cDeTbXP`T&&F7eS1z+{3J&_$6AOV~uT_
z;y*^zFx?W^ehT^mH2H7jN`kSpnx}S@kzhslR5!fZ=VzvQ?#^TMT-8@VGr%TRyTJ_>
z`pK`D8;HWB4gJhS&f58DBnwR*aJ>EixUJl)i)CwTO}ASfQ@sK{G{>2~3h=vAB4*ZN
z_IY(?L?W+C$81z^H95uT#{%7w?;;qJ+?jNcVOF4F8{7OgMNxD_y;0VBr<`zY-ug@2
z4&|Si==;x^uYj0Riia-?+)UBQc_xJkU@=-9E9`d|Z%ftd%c|;1x#5Vk`}@xAtgWwl
zXTm{N^1_$y1SrN<!I3^T24`1-y5g#8ursT3Ukui6lVbkFvrHnq9+h=_iR#<yih7P1
zZ;HmJkjYqWkp_)_7|<_4pue2vlv1uqYFAM>(c$*J&`E;9yMhmUtM<>N{+H7NTS9l(
zeJlD+FzbWwIiSNFMMl-Wo>*EtKQj%C(djSzzG$%~vORH9!!?$i6l>QdH=brR>E_mf
zS(Pu46<8Kw;p3EfTRUuE#+N99#&lpX+i-Hxb-A@$AD%pC1Myeb_OfYfT|=YE9K&C=
zu`&MlO$~)s!Di?TGe$y6@jDFp-S@!`$p$nqE#=S}D+Km<uytF*rv9VK!oLl2`-Xf$
z%{%+=Ti@8Tf9;^x@Nw8YO3w1h=a@->S`fp0!6`MCR0-Qc21%OV*sCRfK`qRSPc8+M
z{WS#c|3LlIgM*JlAQL993?fLSYMwI7d15?3HbA$Db2-iXP+@J0(F%y|k&syF_Hd{y
zJFZ_x;pN6`<pqJ*f*zHfwFpvY<C9zOe%x~+|9o=a_q<`ry4lrF<x*lCqxVHGMr&8;
z62x`kx^BbPc~b2PCO{D`9v&Sf9ex)tg7(%CE8kQ+;cw#XVR4A=FVU5EH7V^9KfGH*
z-q%`^xH0X*cC3&Np&P_<TUzJ}lO^qR&f0@Isbq2#*CgCli9R!{+NIh`oO&5j+A3><
zUrsOxu5&dl+B=1xK+{*0;cqgQiJCJ+Q%|{v=7ol{m_QQUE_HTY3Q*L6eNe1&jfOko
zb68ci2hUpZtOvKJdHv@bn&!p4xBnEO_)e-YnOx~%CqVL%A4tfByV-K+l=(brT0uCI
zgpri2tk6m+(xK9e=Vj`FSIXL{$$bJZBCXXgUY-BLBOAXPBg`E0I;Ztl+6U?3kqOI*
zzLMfUU3YZzy^FwZV@U<=a`3uczr(w|r<p!w7i2pc#UwOkiCP{t_3^MRRIIP6@l9>}
zsM;ka19lyJT;{$qVV9bcJBd?OwcJ$XGH%%+vLhWPMD!c=Bgg#1cTldoJ3c^cM>dbb
z=h?14B4KG<5Kof)OtLo!4`Qh%A7W@D(;g%j(s(Y|!>nVBvf#k^DYxAOTTVlX!rg+x
ztmaWDHxCXko704O>bh-3#exr+0L$FA!j6fIy|W6zDPg*ep!{a<B5mFK?~I}Vb<Oxe
z($$!cPo6V_K>s}W1~$8(!*(I^ONaBb(yn*<<=G;o0*6)%d1Yr8(F1SoDyAiikGoKD
z$1hPO{l-8tg-4Kw_nwOU#eme&W$YZ$Rfa&xD-<%5Y~sDHTfM7zqSL~pJ8X6w9oneN
zFeTw1AhSNd6WHUzb$dpsQmxo?QNRCj&<j&f%rh23|Ep$WOJkb1h1DxyIv=(l#d|9)
z$AOtBM+G=TUJ9&^Wk38=5eP`O#OkS_plr9CgbTmm!0Y}LP2lNmce*(zwM9Wyh?Oku
z*2r-nnYVBB-G?j5m!E?kV4wRww2A%t{J#F5#Z>%uyMcZ<*BEf>QsWJuSxiCNh|~F3
zYliIZ5EI&`fC0p;G7mMce#-i$-MJP`#k89m&r<ucosLdyPNUSDxzxdv$z^5K@Hbo!
z%5=E5aRJKfRQkT(!I6_IM%8k4gy8Z0{aI3;JMASN!gxE%=oI>Q!Ah)zom#u>a%xBj
zF&A7ih8^3fY^bPo+H`Ys+fzWQS!%nX%>M&nWC!|_Y46~~dIVm?(5Xp5x{k~DeW`tC
zi||b<h3Ln<AS92DB8b;fZ7OU3dj7vD+5hh%Wewus0P#M{`EwNsC-vTV`|Cj_=3Y6v
zD28wzFirU}!2-XN90=TnO>YNsrx(WubyR*;6ol8{^fV8jNp=2+H|IIK&KTSGiyY)T
z!#=#j*-he<u>mS2ZQs41^GFF7mpj3vE2Rr`{m4MluI{W)^@@suxt~SQ%h)dSSvezE
zx0)}~X8XmdR?```)QQQFdqNxg%euNDi2+7mSqHIWEI|XnXHD?j4kj)RZOps|jI~~&
z`?1us*pfh}E>r;|mfbmX4Aw`Q?3P>G=@~TeEB>q)34y@e+<ctrYFfbwka1-#ow!=1
z_XDf$t@S^5hxL>G1J#<(l8jgCdJnmXD=WmYuf{b6Mx{nOJqmz3Wyw))82PrzGc&oV
z?Wc9ViNY(153xg_U1h!oW!;urZa_0Ja*`KUMLblLIW<phb?e{~*scnh^ecdzUZ1-1
zKK|yGiWgL?-_bbq#G|kSl9rdXuYF{c(on<RWDhmWIS4Z_Yrp9qhn?C<+m`o0h}Kt@
z97l-6lof_h*4}B2^o4GH`4413-8nJl@^{sn+H5sh?&%BcsenHHB)Y|uRa!kyFDXvr
zXQ&^|p$G951hlZeu|MO*|4zrh+Kph8{Z)7j&5M#WqQNX)Fz1eJA4*dfs^{~KmCRz-
z7v*-8zdM470iDd4H*(~MXg*0*-`IAt;g$BLbMEcq<Yy74d+C}H3KXK?mqsQ4=B}Hg
zVHG~7lt^-3nJ@}wbYK;Q=bZjBh>}SLvibzC1Yl^!EcR1ddYv*#91<Roz`YjuGSA4K
z%4zJ-jrS?l>5YRA%TgaHRS_VwLGlNIT0Jy?rP(y=LwXUoaji+s+N)H!aVJdDD$`5`
z&-r+vBJIdmYr!u?b?5T|c;xpCNtF%lN{ywQ9__TPsWojYPm-G9`9PzD&?78XDIYi0
zxl^9>iKgp$mQ9{tSfn9mtJ2=p_R|qj#<O5LD?bcwO%;q66f5&tApsZ9v7GJz@V3(s
zcFeZo$lnUs7!|^*F@Za_mwUuo=YMrWU$knAQPB*7ckuIrpT52D_fql~Z#)`e2Kois
zMFb0~u%0u+iOp}>M`biERxPW6_m<~eZ?GCg9e8}2Q{P<|$>wyNK0b*md~Z3tADr<l
zWrKMjGTnoFfOq@bf1uNX#8nTT`z1dzmP`zSIp2>y3}LoZCsX!nEM!i+dd6sbR(+ke
zhscwfslQL-HtVm7c$pIa1F_Ua9uf{K>a_vq)Nk6jzUE|FVQJ{6`#;cQ3|pf;Oq2p)
zzl|V+E`$R!u81m;3jL>NOCm6+>GMq5;&Hjp{E0FOs!rUx=G&JPtBF~|bWb=)Aa}wS
z27v4qfTitV<eciH7)0_}_dIqs1_noD?TiDz3j>5YvD7^8-BuGRaJEIKi;oa>I3H5X
zVnJr<*6tAQ?0Pra6@yiGj(*28ef7iDKfFF09l*u!Ec5i~hd<8sf1)2Sp*da`Ud=^T
z*f7KQ&Xt7SJ%7`W{Ye7{$N8uKyIsTTaPaX7oxAZ3^z<(1g7pXf=yR`uj`h?V^v&~}
z<LKKUhITQgh@TfhSLm;G%|57$-TZm+JO}@C(7ET@;mi%MKbmm7diU|`(;|id&CgWO
zxzmXKpP*ZRy5693!XTZ(-@w8K05UFzn;o!y@~cl*?)W||&~L9FZcH#5yI0$A^G}2T
z8H`=nVcA;z$)dBi@_RTF85LMi%{y!TG5e|0A%3wCjB)cpdg^K{8VS1@(2cWESF^_M
zP5*n}?FsPU%b{*)U|dyt%yfYC)e4=q(ve=?gLJACDuo3set-*&v|<g{$F>P=#DfEY
z+D<Af1D?|{%lCDIA{yfpw?QyZoWh!PD3!$jBrd5hUEu)!CFtH-L|?~G<P8pB{9kOB
z46vl~@vHAjQ~m>S#iy%WQv!gW1N(-{?Xb;iZZkgsdq^199UZi|TYnYcX_|UHOuzW7
zhh-*Wvpk5+9zbD>DX6JQr*t}5SQzG>u4Pp57s;CKYM`P!0m27|XiWU{{U@s+<}du`
z?p}5N{bAq4W~q+=@SXMl1(ZsOdUZeD-gRV<u;jj<O*K*Wq$Z`psH9)GO3|M=dBr5J
zUH9mgSQclQuPiBaf3yS(Y!F>ir)V}CdskxL5}H_+)i?V;&uFIj4v6SfLKPm$z3&h;
za6~N<t>w}9m<Z6h`{y4pbChVHf9bv@zm84%6xM*OXm|wRAnfdc$!KiZsx=VIAdn7G
z?!z>{jWavoQ<BRwK&aXwLn@H4A;;NKboSFg#XYur7Z-=-eR+7Na}D2Vy__|T9K}qg
z<es1o4zzS%4b82xMy6@9?PCY;K|-4$T)2J~CzB@i889R@jbXy!wm%)UvKhMSa|(qO
z_`$nNr~;EgOxdO-xq$+Xi-H)j?e=*7@p8YS#9z0`p)Kh`38b$La=*ZL%dY-&PmH-L
z;-kcuQ1O4|(m#<k&<!F=-|g%R-Nl*TBi|*#&kA$;`gc3P<z8?E9~kR)CfO)m7BC^>
zgJ7F5cJ9eJO*}<A)M%~l>DhPa^uA9fz}+ahHBZ$Rdc1z7*^IJZ>J2GuWyS~P76hi?
z5caUZ`n=8)o7N%uLp&rS`>C>sqjmgGAfV7i*}z~d+q!K>iQRM|xRF!xfcLU#Uuk(L
zJ-5YgfY);hwdmVgY`UM7YnY7b27pq0$v#1fMLw8@9)huGJ~X0(45YEPS1gj<_WvXl
zPA-&uKfz*8Sg^?wkL^1g!8TGw>cHkVB`0nu4jw&B{`Tiw1--tkD^>(_T%(6^uiYoI
zgU9(X%W8I0w(^Q4_lT~HDIp1QR)4Qka_ck1;z~o<m1d}aVjBa6>kMVuA7`>3nk9-o
zOY5oLRUOH&_gDDI28+lrRtyIWC(^o!N0JN<xTo3g;uv**FFl)#ko}VDh>Rkt1`r+g
zh!jkUPKWsV$lT(J9q-I6o$f1$WG`?jXLjZGJ1XTDArV|MQ(~wR`FI5dI~1a}8DH$2
zX@pV@vT5HC<SL%nCd2Zw=s;y(Vgwt`xBNG+^)aQ=MLm$=XG1MN&oq%H)yUn!D#rW)
zkl8*wFu4gnh;fgus}y+LeXu++y;sBdbLd1%*24%^(w{LT>s9i-M*TRcjWHH^RcgMf
zrFEwEZ`ds3o_#h9g$}}|E%gINlb)ukOJNP3se=%9#jr?0Q}2~o(IP2$b)UDTu4!PD
zCQBx3NM8qLd&<+>+0g{B9>Z|OpWGH!9?hI^A>58n`6j}f{vE=lAnwm9#zP#K8w0bW
zYie*~$ZJOl5-xbbNGnbJi!{YIsM--fpW^PZsty<tLwk)4tz=c|bZ@CPDbqA2T(mR@
z$TKZ}B!UROY{LJg${zi)O#3T{`D>IWn6FUun+#h2LWaR_?Wv45x}v{AIuPPM<yo9H
zpBZIuoOf?4=y%1OTUCS=Am_^DIprhQ31cR`DZc&QFGHv1mZI|Br(J&aenN=GnVD_*
zQuom-y1lQYBxR~!W<v0j%!sJRngmynFyfUP=IqP1xmGiLU0_JL5XU)Bd$<ftzn}oU
z7l>f&ZHnSa>qfY_AEbR%7*B`jNQ|ZO{0Dj&Yfr8eO#NO<9bXiuViHY>NCjn7<hIRJ
zeA3QhO80t^G0>b{C|Qg%LXksZ<9jooBJHv53QWQ*3yPi3$?NctlbbGjpbP(ia97X$
z@1~rkY5Cy+Q~Wd_^Z|+~@MZ%CQ#8EjC-S11$+d(<KG<d4k2eGZ28biK9(eCh{@|M*
zBsfri(`6~BN_IGK*G$>S<UwooPA{(;H#XC}dOyoq`>3Fdf`yKUari!tGh1#y6T@4r
z{P0D_qJvb`g;~6BK3=C%XV2->`03_apjeW-2e;SD>Thc)KF_AkxKxJgBY^<x7x=O(
z?HXKBwIR|RggdSF_Bz&isbK2Co$1Ns-%`vY^$fdQ{0+FL&3mT(Vp&U117S4ceC7>f
z`SM>jwzqt|Eum^F!@Ib94O|+{+l&3H6!H6~$5lP(a5c)&Nz}J@C&CRlNp|Cx3$uEV
zJKKSbrpUvd!#kW)w`lB}5tk{!qP{`N<(WL-_ZDbfD=O*)7Kq@eALx;Q7RltZO{a2v
zB)C(XtFZFslhiC;f33VTZ%qqiD6$~u*&sY1g2aC)>ig&={>CSxw&VhoFu7c!j$QpP
zz&_a%pB5y(K40xxX*x>uP}qzAJ%mD5M%4bY(0v$f-NE+&fOOX}y@kCI4|BJW+n##H
z_NfJ>qbXc=;<H8b&A&R$b9Xj;u&msujLDne<GK!u>e@Txh4;#+GEKLGJq_6k2n|R-
z4_5N!z-Bd~vW1peOT+BMRN<qs#glvc7WodlRyhvn><oM4Bs`x-P(QF)v3TjobSCgx
z*3u?5^tgT0n68^zycb2oMR<M9M~W)Ot{4*Jsb{<zGd#9*7{MU#i1$u1VS!d-d26+d
zEX(t+@vO)YYqkO$OBGCnK*djb6ug3fOT1s%adDc_EX=PMVPHMGY%69uOhCZa0rV|h
zxKqC-wer)Kdg*TMUr)u7`hwBkmt_z*elfS>5%0!JG3_UJd~K8c2#D71#!=FMkFq99
zoaO0_jDWO&7)Qk&ybp25z6v$5)3#lV2rKVAMnrsn-*$0Wky8)<*s!hE$gJCv?fnAH
z`{2=fH%-MqfWHp4#j7yQTL`~+O)G3A2fraIg0xu{=6#WxnYASMsIc#yei{B^FsG{y
z50C&F8moYHC@UP^stO^%+<H`R^z8An%~NY@qzyKJ#P;Q(#W!tpkt#f;&84C{Z=E;B
zw}+}Cz!(f>g@z(dKrFv^DaIzRd%vHaSZ`mi8L^42CMD5f&Wj8KDYnN6b}w7!eYfUf
z!i;g9ZZXCW+RHp**xUd;?}Qa2n=T$b#wYggGlRQVeLtL|0-w$d-<u#{qgwg;RnEQo
zi@(uQQYYt^p56uBi=MnK@oC<M6*Ek**4X~iE{bEqT8MOOhsR=LjHQ+=imoU`FNBRs
z+4#IEW`DdNJRn;JvA*-7sr$1ccS*mz6kkH~g7K&%e?o6s0_wI;ukuoDrsP9S33r7W
zDbFO^VVm1n@&YG^REU050!j^JQU4de+X++W#eWcQI-kBamTXW61flP61YVkcB6tC0
z{ile%2J~$oe7JD)iSxftK<Dq=ji-G45bzgJ-*P_p0$t>|P{jE6pHlTJP^tpQR~_aH
zuYocZ1S%K5?Hsp%o}ja<`9f30H+mjT*XQVY>nviuGv)S;=}&8^qwRO8h+EEPoo%NT
zB$OU-Shw+G7_a1>*#*ZhkJr%fthb$N__)50bqH@u`-dsmHN2Gi0<yMYVfY1=v~?OC
z>CP8a?$18z`|H}{Zs%t=vEL`jcPP&9dd=zL?Lj&91k7mTgqzt@@$ytJSqBJg(rmt~
z{!JXI^ZRC{p|N&;$YuE$EWDP?bT>Tu;s<N%jHeukXHz!SfgtyBAc4@77T6trCt%D>
zGE83Fy*0kH7MIh%cBvR>)!LHAt)RodzZ3M=SdNa0<%Q2jFq+*y?%7}$ZKuC|T~SFe
z_3umdf88KlUQN?4jxGC&F`?b*F*3Xa``@d?5KCbY`_kSmr)X*$f!I?l<){0-I}^cd
zY$9|tBWgK^Sm7cvco@{?cHYU<zrRQ9jmjPqa`1?PSAF5N16xw33q#PXrDe*v8RFFL
z0KbG19Zb=RI|8nrMe|2bs{?Wd3W`TBztL1-R@in_`xQR_FWP`n>C#_UDbvvm0T;l-
zxLdam?>jTp7)_iHUA53+B#3LkB%-xTj9xgW#B3vkG{xJPOcq9DhvxkPxu@fnn)GKm
z+S`ZhHKR;RgNh!-!32ms?>BDH6xV|6Y;?BUc4GNU?$(-Y<gJxJSVEkAkRCFHqM>0E
zVW$`#Vu3-rGyR%CxY!!sdh5+s?c1kNNyMy&Embj6FV+08eD)5KR#oap%l9C*yTt*X
zzBq%4Q?O2Sl&qaS^6vS&(4TM6@j0W0`Jb{Lf?E|6bC{zwGHP{xP{rcYl?%wizKNw5
zip*{_2ut#3)Jdvb#oteKvhs14GV3L}n#u^lQoxvau{R70us~+5vAXWFHqz=EVWq~8
zUo%o+$^Ni;aW0LUJw1FUL63r_F3+fT1$KF?%T&N~H06@a5h9Zm1kHltU%YPWUtzYo
zp_}sgx>=*wD=NuL-xjacUl65k5L(fVa~@2_!y@ppvg9l785wA;ZjWovJn(`7fF?8N
zq2kf8xpjm%dB3~jdZ`u&^HPj;R5&X0=}204>khQ#EOi@u2yss32w7i=G<L$InuI_p
z#5i!*fs$2Z0>RlwRIt(*tB!1_1%?8+FPU6?UZXk>V!a27x$pzT9OJ~Q(Ki<K;i{9f
zeVn{+#G0rmqtCcG#T&4}mY+t}U)YQ+Xfe)>OwmPuLWr7o`9&Yn13!=Mc1Z9}bIT9g
zZ$&sBioq+B05P@K_m*hnt!ky5HGmJb6aQuYJ#=I}v56%e=xXLnSQhxET>pXJ+V0r0
zV;iVS#zP!Z#1G%ra7o;sy+V&&RE)LRkO<!%k_U#h#*+h~iCvV%t^?PtJ3SbKa$cs=
z0RM$C6fp4HMTB<{149&g#1nAk3UAu7(;UH?@?vyRVPqkPlIIUx^d;~I4hH^jpu1tL
z8eaiT>Hf19*z#NL2?CE?bhH$lAH*9u+gAlFWcxwd8z=F;dpvx%#m^L0qke2g{cT^v
z?@-EZgjXU#IZR9<B(?K5D3n&mYDuQC&mr4BN00p(_q{GcIO}f#?8R5HO2%RezCFi0
znP0pkQ?59S0zbq9c({in4_ptDzh)ycUnYMFGFDKA@9iW9-D>I?ppumye=qcPoBz{|
z(_GIc7?K32%H=dyqLFjGPkrJ?y!qZk$aj;rs4%E(JHX`Ypjo-~xJ5ok@q7&vm8%Iq
z!jeVPN%u$g_?5B4vBd(3#E(o5G~$+G557b_GoF1Y#{QB?Bn$iNoJw8@yZ^z6^@BmT
z#Ptfkj}8{OzHvn<jIuTMx?Avr1I^93%Bkx(f8%&@E$NRHnj4mRMEFAb8{RgP)%g>x
zp5`MJzgp3d-JS~jk~#3hS9D+Up>17t!Pu*pMxG)!vmwfaXG#zJj|~Szj8bj%_nfF5
zl+K_vAo<ahPJh$iJ+5*(mb6d|#4}5))S4_xxZsk_J6l{W+VyI;0smAyCW`%fZB3<3
zRjFwN{UJodMgRs=@t*tc8F%`^&2Nv{MtaFT+NA!Xrn>Ein;^8*pS2G-{y;tfsSscV
z-u=Y!wDcqTO>JrmKOgME{A+?tG(j3x`a-<>;7?tOtn8@*;$Xvw!7Sa^vvb@8tEODC
zdzX*=VjVe3XkIkob?@%GgSGK8_U+O+LupMkt66c!k#<8ukE|u)BpXeD8MwfF0HWhc
z)s4?D9(2fMjqc^PXW<qF<|oaz-#FXlIHm8;yS&8}JaB?1kE$l-I1FJ|OU4w3yjXdw
zue@|ao(1nMlrDew^tKG%n-r?`Op-`5rRi?9i{AYFrxQv)k{?+J`_?Frv+}!Bom$wp
zN<FYVdvNT}L>cf-t;x&Geg(sSUoJe6D=VD;d{j+7Dqh?<(Y>m6gEyIeB#nw8WNaEU
zzVCWG?l>@0;PB`_P*pEL)|Nkptq7)eSlOA)I(D?bEQ6%frU)L2nlin_>v@7j4~x48
ztK57RoB<$V&XlKr-uC=Lhkv{ayON_ViGm+kME#Y#{nm{vRLp&O;Q_&$R29llcK)k(
z+gpKM{=#<!mvnV~hh*P8o5ay5xWe1d#L4xSdEqn2q9o6fWe0P64^eG3UrrCU+FFg{
zpqwaqHT||G`IKJex_~AwC6X)mQBiN6gT(-nnR@bY&uuA+^nUT&`!+`4NtC`J(TE;M
z_Am#jJz(zQdJ6rf+42$cz$gr<3oeXAfhQkh>wPWElta>q3SHasto?x6eRi*-XD+PS
zvWX`dDAa~tM#vjsg&G1O5&Rtx(Z(n%GJ<B1GewoI^Tl-lBRMrSNyP-rXI?#GRjY|n
zi^Do}%X*L?bDXd!c~POr?@^Nu`@$5#xT5{iPwYpN09{Rm5o9GRLsg{w6iOUV^2^;!
zch>aC?V5e~u@k@9u%A}EQRveyvj-6)h{%{OL|}P=$SYsV-(B5S3stV~7dwI&7jWzi
zRf}vEB8u=VysjFy0%wZ9xV5pVHFY4px)@UN3>ZeFLiH(e>m-|mhO_onFBcCBdG#L=
zA&JjYN<|#w9%ger@J>N~$u-6emHK7QdIYhzBDy8zHvlC4+G?Zgd*2;Iw&iR>&h|_1
zSN2xvGaf1qr9L(kKN4MmJ-$Efu%0j3sLqSLwXO^#^le-GNk~9Ay3y9iK+e~1g0WKB
zn-rtB*u>?gP%TjtegjII0v59?LdBG{q<n|%iKfBs?22^#;xC>5s`AB}MF;o<0<A(u
ze&8Oy2hzO@2>(~lUwIJ1ajj?x0xmCyDTG#XMw<!cgHf!wF3)gWi;bAq!>Z)li^i1k
zpH2!H`MP9+$bz8jzo^iN5kmyHs&M-qc#hI0isKf%X2Sh9+((3#ha+3aVz}13G1<gX
zT2%*`7XTP=Po7O)Q5rZJkymu6@(kQcB}E};aBB5|BfLSDc@dB#yqAUNQISf~_WQH5
zngW8zsak(SkS!q_H6{sz+Z?qq%M;J;dH4dqN*kdqj{qUNB7|QNlb$_WQmrdi>>ryT
zxj8lHT)xCR;dH6i>V~i;$k0>6S7P6bDZk-om$V1=9(nicbz4Ip<>pFlr7kEj{Yc_?
zNN_PrOkCrT`nsUWFZqmobpM@2Jt$vi{PJIg*H&d7gggOWDRurL5XiV%NcG$K4}K4y
zSADqvYQJv*y7+|19}NdxWdMDQYQOu}@vXHFw?5py{ovN?Kkf<UjIpH`R;dSKqh=DH
zMxFFS&GtkE<9O!(dJQ-itnpwt&zK}Xi`i=U?h^l3qgM!a12MRwC{rl*q?m;U*4xo3
zv+ea6pnXF}*^IZ&w|~5JrfzKwB3}qst*zrfziV$uG(h9{g}t?VoNa_#3`vr9fA_1H
zlq>$m^V+$j$Wm2ClH-Df$Mnnn2XGD)3+83sucmu6!)}}MPj4_CH1&Y+jdwP+zntt`
zf>G$Ne>%t@q>zp8r(}EnxFc>Q3nerY$&a6*G*(Z|CrmRX1#eb`E6K!Gk$1IVDN2qE
z`7ey}>-7pe{F%V?{FnQN>70f`+HE#FGE{;64sQi&T&w9G)hH7nH%?&~G1h-wF8pxr
z2Vm#`@iT>gn&jcz5yFVqUMZKg(hL@+;HorLOaZI#{n~kz5-KMPyGf7J2|Frpoh0_I
zJtR?2t2h^E8`l>mV?UN9!SivkW`~-!9#weuFD*w$2|$;&T&g)&72Ye3Mm)41Ac~+n
zllKl1ws)3%w%hw10fw(|oaUk6ZK<ypm_e}=iQvLbKH1B+hS7$8F<5+|@I^|!a5DJI
zo_PI7LoYE*cdt`dj>a1ocNsmNW0R_V&VU-CPN3k?LxkC;SB2%jD^mu>Rd{H{Flj7_
zPLpKP%Bme$-947geussVSO;3(8XVLu@<2?&M1b+jsK#h`Zae!?svHjOzN|K4(Tym`
z8=oAE1($NA=}lRsc%Wc;X{v_-U4c$}S{PN`#FB0oT_09j?}ZlRbdwU)?d63WW{kk&
z2i^UzwXt6tu<Ren_nG%3S(m^cb-5WeoS1jTSqoFX#kj{@cK%(32+@mamG1RTIlD3=
zjtVP%_3B+&A4%-YG%J37sjV~Zx!;ZA8$}jcUjtG}d6d-HOpV3VjOG>msPO)tYH^O^
zsQlG;|AD4);`RXV?y|5fuW#n5?QwBe7iFeJc_3j0SaW9r*#L`_lB}zw9bu*Gt+A9&
zD`xBB*sM>t@GP+wT(f9OOg-iw;nFiRCZXWnsLrhINnf1l04^EHIPI?rur~aT6c)+I
zugj_HG`NF;f;8BJ$CRuCnD>P_+O8=$+rP++CzvS5I;}ji)3u|7Orc5B;q!wL*@@xN
zR|N0f1OsOgn+3??9H@>>`eV*WQE5eOWwyP|GmmwV8iQ;GD*4~3?-u~-M^->eK$5w`
z?hMf}-&4`lzc<XhR8%re`v{mu{_8Z={zMj>TG#^1cJ+;yRnn*t_L|zmpIogmX(^SU
z3c(y$;@U+UI+D|_U#1s8lwZvp6z{J%oT$IaT;A#{0n4nB2!5dtBc*BnbfW<WV?vJt
z8Avzq2@uIQ2|z%cO%ns4@u@yL7V~X_;_XH73OCHe#{6Ik6o!t`63hJl*uKrf1qq9&
ziJtm+9ev-7<1YJ)HH8bz0P@6&0$^jlM4w|7W`6eI!>x1919=xM7d$I;Ljc!q?LM2#
z7Wl??EVV?qfOdMl{@kYQLfxE?FVzm8y`gs|QWw*+qZ$>IYk$O+#;v52c}3=J+Dw3D
z+Sj~%uE%sY%VoN6MODybPqP`MsMlNYg`pFgfRa4~Z*c7Z8v!2mFCMgbxSgP2^@#PN
zqhj;ANF_L1CYk)Rq7plQ#J}V}2|++IB~=AS>L3;eseCFEV>oKaX4jS2JG4#|q27Sy
z`?h;i7*wU&)L>7DT4{V=q4s*w{k3rHFDU9o0ouUE?d$VCv9EVyf47T;N#zvtYsCFZ
zjpAoac=hAn^|QRtgxW+jAl?$Ly#K7caA<WKaCBQ27FE|)2b1uZjY#^lk0K9&bG7kA
z`b}e5{@K~fiaJNzp=xMv5XyT_wkAKboE;i3n5LiEV9unj_r26P@R0}eLN@Z~(ZQi@
zpx~@iw&p1Kp-yH>^NAjemN$3VkFXXp2xa&25Z0aa34}_@t59nbyxaZ*NgDZAbozOp
zXtt&YD3Z!mrcf9}Uh)b$Hg|*4ps;9V?r*>g6(``PFf8AVV8X&KzOF6I)Ksc@t+tJ^
z!S_$mBMJxx1`x3D0X<nK5U}=xKms2C>%z?o*78dhH`_V*3SJNQYcIj;4w>VaB4P4(
z!J3>H-Ad^gf~nu0(wmUR(ie89G!L`O8^g&-GzGm>Kcjm6?gx{T(9Hf_x)MHyGe3QG
zmfj7$)oj{U<c8NF7zGTT5RW784cch<iMT<C2(`=exex;kF4b&3unCB{xsd=_&GgmK
zsnl!NE2BHt;Sn<%DZiRJERV?hS?(Ck)lyDb;$Sc*OExSo>1FuaF=Q{_@cYjr-NpH1
zZTi)*DuO!Q785;HS=HNGd1;#}1Hn^(NS>GT9v?5;Z(dAU&%m2nR#iROM(x#@s|qHW
z&qv8O0c0kJ(O9K3ncBEmO<?n-7`WF3A4C3zQg*k8*4)E{?Z;)UfZ1l(W-8Qopgu4l
zP%DMvp%j)>Oft<|gjv{5n%Sv(BqLirRe|?MQsu<hV3iu@S>_^vhxxb!dijhGq-ajQ
z@Nc$z&~}+?-lS|&)Bn@{61xF7EykL8yy}m0%Z~eMj2T0l75>}1s?_QnEofgJ(R?Vm
zG2-ze4{2Asr3kXJgz9U(WA6`j{0W2r`SvjNAD=!iSrb-kN0|E&d4HtM2K_bue(3yr
z`sG%6e{~VlK@zX8T(nO)po`lVG!I3F3^8rVI#!m#aw8t+Ya4uQzFRGn-_}A46h5xu
zK~BgPNQ5L_=bo;H>xQh&Db>gt>sROurezsxXLi#@$BE>2H!PmIXU9f=2{?QD13ycZ
z`sh~f*j@Lp^m4Q4qt@$n5JwE1cXUqlIAg~#Q<pe;`0wngB)DpK@TK}CP$gmCR!Aal
zzor_5(5q}qC01xFww-cdfS}eabTj=~1h~|83n=^B_4aiulj(wKOrejUNWx0RUmrZW
zB`ZUVGFQb6PDm4a>8#5~ok#2=^~1DqdxskH384}^qYS;xC1^E35;i0zLzD%gk?_xA
zWxq5gHEMm%T{$@NIY_Njjk7wa^bd@Hu*|4(PMbYnG6?QEQxo<u;M$m(@#WL~;+^4P
z7OYUp`*l&4<V&I~CfZSU;*E=vCw7NV7S)V<1}rRZpVm|J4grVE<(ws&X%-RU-2Dnk
zZmXzt>#<BMFe(eu9wO+MQd~D*ApBzUVu5+xCSfc#F;Z_H2<uH8?TZ6fN=a3*V#b%#
z6>QAz{doBc`2cXN0$TcwoStt&AobTASMBb8(|p1SQWu%L_RdV0)oq*@7;JO@SG*&6
z4Ht{rd(`fC+s5G1f=HL}2Bl3gj9j2dzAZ9@Fd5?!)sw@+eI9m~uW`ysyaj@z9T6Im
z&Atz(ORe2S%&lCkuIYw*J>J{nboF+7w`k$;JFHEOvhTW^XtV2Bx+Lfsznp1GqUjyC
zCHn^ZcI6u4B@tn?F41I~Vf~~eX{lz{U@^Xz=S(ex8W_>Zla!C=3UqbvF@WV0F8l}L
znRN46rkOs6xltSp<2_c#-=5iWtgtBrwvtLLlcEXA#Ur1af;3jW9B9A0S;hjxTQ_K3
zwlXWqyCbQ-z9g?SyWBDLK9)+$ZCM9+fr;N}m#|k;ZZEBE=Ag$hJ2%C#)25fewYy+{
z+rfM=WIzP=xwQl;E^0bpWaX-vT~H1^EGjOliKIozH)NkA4!XY*NKN(9Ti+n@Ew9CB
zc=7%RdTbW7cSBsnm}%5KS298_6s4xIEw8A2O~s))%JJA3K%<&%NVN{hZ66qEMWJ+D
zHqR~)=rrBl>Dt28bi`czBdkEZZLTe}W}=Oxa1sZ-)iuT2TqCL%$N^EiEG?hWkYc~a
zm(zV?${<pC)iygf`v^+&9yJY~P-}992N4Bqa)<r{J%SOADT9GIbMa5V=Ioc0${zL5
zocbs;5=DN#scf7nYJKHxc>=wusd)87exp1U!K($ik8L(LdOdiKVoxlW@5pQzoXU8c
z%J=nD8cFYlkxQWl?*r-8Tgv`v*XwQl5DV<WyYX8<ObTI+wD*FPba-di<93Z-=jOJ%
zX8`l;?p9th%{D?~e!92r-?o~wkcm53Adb_DoOUry(|tuV5KlRU_=^^Z^>7k!l01q1
z&bnj~GY?tHwlz#kDRenjmtx)48K$Y-^`(L@0mZ?5hwtt;^#>s@$=p9dx9@%Mi$3=x
zgbcLe{|{Yf8P@ayzy0a)crY-KkT&QP1ZhxWz<?p695IycNjG>vP^4rVoAe<Dj4_ZH
z9ZEVnMwhg7cliALKk@F_b@75XTnv8KzIET9`>BTbRrky9pXpj&xm-jL{t3(>&r@!4
zj-)%AYXT2E=t^G2;A;#W(%M{2y$JTSqvXLueml#nm;Q9&JSSelkd%C_8#a^4{IIOP
zU9BG#D(nK+L>!B5eD^bSu$0zYiv}=#E+ut0$9P34w+mm;eq;vb$8#<h)6uFT2NP(j
zl3~r!rO<GhA)L^o`Exnett_NtRerl<e#nU!kKqgijaOzX4hk#<6mnt%-;?#72RFEl
z5W6d{gS=_ux5RminIBw|d2spNC7!8A$;c9T$U{(%ogHGG4CPok(+_&&YP#HuXMi2N
z>VY^Bk8oAh?vNNs7SG{dEs0h3h$QmYIAIPG@-`V<g8Mc^H1XnE;NLj;f)|<mlyc~3
zP!7a`9^Lw;dBxh=;oj%xKYG7D^yGRMAxq~eL3%X1FMv8r{rf0ib55ydzFtBi4@NY}
z&jP39ckM;%O_%ns3(=ACG>!6y-n?+mJZs=FL=5ZZ3OtiIDFCRd^bI94WTHXdIHqK@
zeJAL_cmq|?xY_hmv_&;)G%$v7XJ_2zY3f(a?qk*Y_us{uOwlhP%b!Q~c&}svJW-9*
z(Nw%xv8A78G(w{#@6$-Fztt7|iiu!wj*Cu)@ClPf0_TU$J$cbaT=nq6;>D^JL*fK=
zOzBF^mkQOLx#e;u|L{(i0+%I3SsJ}%wSU7uy`Hgb0GsemHK2w<4(<Ia`mT9$Y}>gB
zP|P|uWVyML&lWm=gJh)6?=B*X9EZ^!1b&-i`3V5!?e8Ty={<XrouFBUT8MTlL43G{
zSLbaAMPVVNsimZ2kBWALh0!JcD^H-8_%Juz<2h<@-=p*`Up#_YC%$lwQuDhmO0Z75
z=J-%ldE4}TqIH`87xEqKLUFkms$H=Aw*EIZ+CsOqOwwM59jjNIlb7TtgJI&v`Q2o%
z1^H=RrJPshD^k<~XP5km2}8#xc&H3I<gd-ZzYpNqZ}HdthgrH426xQ%3M|jtb%D14
zKjHYGT0Da+H5WHJQMK~RH;5ISHi)&J&VBFO%{40+b+VgkGSOAPcARQ#Ay!u@Id^+;
z&&;YdVRJm|#i^XH3yuCLSK!6TftO7ezrwkWQ*xSvywa=#G{;-fAkoeT9SfhRD*^to
zE0&mKzQuMK_8eJ{v7O)?`35eJJJT6ee<wfYe)`!-v#b~e>P?CM3{g?mRDDFbqdZY^
z?JvH2aa?<`?g4S74W;83+!*90YjM9-Es^qux|5N<2!A#N1V0RkFwtyv6I)n5mG=LF
zKty*Etc$O^?M&|}PG&l={4=_dGNaDqpEA7QYKwaosNM)5E?)IldH`uZ*LsDskPtz(
z?LQ%oYsUvg`P3pK9cmB2^H^Htk!y-Ot)rW3ne{8orE_EGT8BgRv70w~cPe~5F!;o!
zFT*7B4)2{VIF&Nnb|a{AqR`mOKY`T`kQnguGxTIkS+<yRxf&<;T2CdCUmGiC&-3(y
z1f01&fj&Kf4iFG)ztec6ofr8~G(N3$sBV8!P7A^y2q0=`UfAj!@2R1kxGVG`dA5Mr
zdz2g7le5J;diEHSR@&Tm;ECmi4%W)}dR(+Qg&oN@h3Bao4y6jlsN=-KrX=b)a&qan
zB~244V8<ujecElJ&*YzOA||AZXHzHAF1pk2ZA-k--6(g^&tPb;GGbJ?oesE%NK(8)
zNy8O|+2ig#uDK#))t=j~W>r46ZM@vw8>PmD^Cy5zW^%(SRfR2Q$KUNc#ZRL!NE>Pz
zeZtPwZ}eiogCppw$A|;-y$-I-@eKYGw02QyM~;;mdLs0gi(u2+Wn*nB_p`vCuHkNy
zkU71%mZ)(YRx_tot$HrduBxwBBH-Ni7(UwXk$eUViMY{O%PP;^<TIh-PcY@zuLwKC
z`>ER(=?a~A5b<x*fZg(un!&0}#iq`&Gh#|UptPPNjpNp4OM0}9Ahh3CN;mLJk^k_5
zpr-3|_zZ{o$NiHEbh3Mr&YpJv(7yk$p`8p>SCn6>cXxk-trY89+M^h-)O;!n2&Zdx
zwJVIp(N4*Qi{U28`+~5HP}qw9levNL8WRsnWQRL9mlcvXiw$l98_9nirl#fl;MwzM
zpFz*>Xn<%gzW`kWz2mwA`mFx8-7%Zt$B+JHOQ70-tfhWNv=iLFGe2xlF0uKn+W9p8
zX(G`iW1LNyq?5L!xKRdk!Bvqu7~e`d9kt%(ZOHvuH8{Xg6m*|A!Z+>V;N*SswP5%j
zf(dn|Ld@4gwI^r_wfOGa#gL4=Y*zr<xvmfTfb-T-V5@eCtEwTumU73GjCVuiYrSl>
zOc*u_-ymJUct<iz^cyI!rB;o@+lSaat2Srx|G+#c0Be(wsJ_<)_t&`y4bfk7-+j|0
zm4Iyajb)r6*+n81SF_>Ja;a2fvaD7OCXK=gKx1y*pJC>wdXmpg<RI=AYh^a4{1-}5
zBV7gC5=(ZpPj$*Oa+W`jJu4^PaE;Y1NGHm7wR8fSTipDy{G^4bRCJ*3&Js3Yo1GM5
z(Lh}xOqxLhi3vip{JvV5h>tUdBz`OL0M94TtetiUT>4GRSQA(Fw0l)Bgbv-^rgLK+
z^O%!+j*YJOlMtFmOqBitEDYgWszN>STS@NG<<*L)3^AOgg)jo52d$+3)$orkJ}!VV
z8Gxp~#oc~urnn!R=j7jMMA>vfis}yAZ+j^qnRJyHb`LbGcg*e{*o6>YMvw{zfscrO
zSpwA}f%F^H5jL6roS5%WtCZ8DF;nwu#KbeDzsuw|h%B>z%oh7-R*<-|OZ0$KQ_>hu
z)qJ%|<m(pBk{vYP)JLZOgG){(cJzF#Xu{_?mJoO_Tea46W|I)7?Z6lla!PgSm3gnZ
zpI^?IZGb6d#}bo{s%_R>^S6~{?0#{V>%Y7F)@8;7CgtVcTC2%Ny>Y4a>Qu$f`gYO%
zqX8<pK7dy2P4)r7&>z?e%a?vRCb@0fP`skrwv1_3*^Kjo#<j_d(H0AWJ-eQDrWYT6
zx!(Ah#_>~2&5f6}PN!`LCn@FBuXvZ5FcsG%YvwumXey>oz$pPNNPE(tbg#*&`rIiW
z4b@^E_n7fYXE+Cz?Pu!cf%WObNt<rG^w8`Seh5VI!zZejKmx04VAsA&%4tm%RA=`o
zm}FMJL`m_p!v*_zE%gAAsHH}gDW%m-l8#id?i_8XdJ&t%lIsxWlhle~nIZY->LczS
z5$77+E$}?<y8k<6fUb!Df@=H#^sirOKhscD9){j{fMWd)*K!SKE0@f$6NSYh@HWDo
z`bkn^%yyFVO#)Gr2)sc&(Ww5`$aYLp0&L64u&@G%xH#79uBOuKPw|#U<yJ|Fd9F;f
z@+!`r2+EAiPOg-A%!k6zrd)?IEU|cK=we-UE;5xWg_%Av)=k{^4~bYv?<0i!6p|rs
zNYNWLGW(*$!LU?mO_lwHvfzT9-PtJr!1nO4yi)^`e7hpS)1rB4YL(tKXTc3zr+whH
zQ~%}rL1i$*_;FTHk$M1eRNn$yozRT?)jJu|d2qs3eWs!>T~>xy^G^8<;uoDOrWj*y
z!987{E=w3r0Ol(TKMM|{pj(Q#n+j^{1r<r*lT$%;UGSw+?6iu0l9u)MnRa_ly6CQB
z+uZGwhyt4<<RjeriyR-cg^J+^x&84*ww{iY#Gn}FV8@-X^JS}J^r38w$BV|08i^eX
z9^zj}nOC~qQjZmr6YY>Dg8m*y(xt5Laps@$dQkN94L6g5|81FD1Ya&y-dN#`SS<Ms
zG8G3_7v_%OVDu;33{L#N<D$LDkVxL+aTDDknUAM~*;sbjuRW23$6$>JMKg(IUZmtl
zGrk6fM}0QRnQ;<s(#KJh_Fv`Kp`!d{=QqzP9eM-%d>x8DT}R}Q<=VGjd5PEgh_~+0
zSzt2L3!d2`*>%Ks#SPM(AF~j^77;m|k&pV{qdM9s3(S?j2Dog8RV-5{?S;SvsI5Z@
zA8xH#+qtp<q81FpS&!b=y}DnYdlSFT%{ir>x=8Wja_b3WL+e^037S?@?Yn5a6F~$B
zSlp5zcHf>vgBNI(owj*J4Yqu%{IB7%i}y@}ltrr=lsAOE)O*$?xwbn*2}5O6e_K68
zW2F~X>_twHYTHhMlQi3*b9v8WcDVqua9ko~U;;KbGorsQ%4iQGVeG=S)3m=9ESIGP
zV70$9Gr?pIvUoJLGjSQtiM{0-uYnPQ=1s{B5S?oEI|_(Nnf2Qbobq)L=&{TdpTDm@
ze~1Y-1aXd7IRDQOGLo=SSHaVTS7$Bex1-RO)PBGB`2~Oc%}`E#ZUF$9!d;Q}%}}To
zx%0F?iypI55!*pQ(=R(?t#M|6jkN-Yp#WLQ+(%Xnf6v?>r_g4Kzj#=}@$<h+AaO(j
zOF~WtR3^UE$&RNEZ@2by7`oOYyN%Z!efjCV-0^XV3k@v8IXTJD(cjbJF9ws{l#=l_
zo1bm`&knK1mZYCuHH^-M8h`Bgmmb8viO+agD^HWlgSqD(M7Po%Q<#4Jts&C7e}y30
zeDP?K)=5sbLciJQK?D7?s^^<SQ?`6gY<@M>$!AM!VzT|E!OyA()nK{Dh7HUz6Xnqf
zPS7k@s7`}W^OVoG9#oY$FBiz*&s+w&!7g|3?aDTg5ime7am$6=az{661t$C3Cc60_
zXV#^%EgEw7iLQ8O84YOXt~n2+8r7Wua43$O;}4n~vd2f&j2j#awo>fXX6y#z1M&<C
zQ>;F=IA@mY?MVWPAh--fr((V(b;qsBET&+78U_-31iBoh>P+|M{uR?pp4>uc2iH)F
z4>!=hJA;MkMoL~V9{+5~`;tARUB=f<dNqKD8uIdn-zSas&2;?(8`?;a6M*N&wHqci
zKisyfFTrQOO=T=7_6v!IENa=D)_;&c<`Eixs`B&HT=Bi+t;dKn)Y}r>qmENn+08r9
zWdR9PhO(S;3V=tKF)7bQY>+jnDcR$cF8B789*)2Yt|=VJ#KUFD+X~4SaZA&+KT^Qd
z=BsM<B|c|OvHL>hVsL;0QXv!{Z&>WxCWme}5&WL4Cp~@z|J7V;PN;jpUMq7KC^aco
zRi)Vu6=S4xL1FQJ(qNZS)^*PzQ{*vc$WMz>o!g;#u%XIwgQ9&i5B<_HgI`J(LQ51%
z>^)D^H1hF*)xirdq8`4`O*=Qo{z%_oyv1a-&s)8p+|B#7Ut;7}t&(zTLbzlH&A_W3
z;>I+gdG<oQlIo=754rm)TEDUF+ZN8poxsb>Z&P=u$f-B9)DhseO}8Yr%{rDwfRVv~
zF2+=Pn8AiWpa<ZAuq6Xqs}!;Ct%DO=(J(CBSoq`O$f}rXxnVI@1;`kac@S%9wD=D6
z90Xc<6;4Iz@nO_0Db9B`d&?dQpbX}ip{|<XJBYpHUomw|+6_aZ%OlI>1C^D;l4wRh
zW84g<%gn9YeU)@$vavbK(@wND!Fbwg^<iovJbDUR8)&Sgq<;HdaOW?0Z$w4w9f(qF
zOmy1uuF{%MWo{JL?7EB6L**M-vCw9>87_C}tVrVYV9L@n^ccSaO5SC16|*4X5cEgo
zv(RzmwzrDoYW1F5E)5A0i1DDhZ@3eOI-FaKO3}90v^?&+EjJDs>y=p|xlJFei`hBZ
z+{Hc@NrY+&Kv*CsW94h+mklyCRNwbP9@4$;*W-F*{4(?QEF){<WZH+&BdwRSPAyPO
zP(sR+l?hE3&JS34?5gjaM_px^bbxBZFqvk=;b4dG49E$e1+H^zK{&O3&)|Os#$n;D
zS<;rIrqwOP-FTyZX%#IKZ=8-DCx%cVF^xS<yKOe)Xf}w+<(EHj1{h{fZ+~xFJfG_1
zk>?~K-9+yU*5*&-mr|z8Wx5v4T3M45wG=(j5WLZ8TA(zkrhY=aeY~1tQn*;V1egqC
zb*%U1A`*%1YNmWA3GK2DOwPRXIeM0vl=%`dG*gw38pT{g_d&b3_qCsyLXjC>X$y0`
zt%=qUagp#WYHOnBcGV~06XCKR{qJnN9z_%2I@|REesYiD1rAdeq&@LZBi-P_;pv5=
ztd~?uJ=r4sR{#f~yJE!leI3Xoyv*I;rj3t2emj?3?=;xd#I-qp(Uq!iRNT9!)a04h
zm?|wKB$C@hHizI_;4-?&3OWI&%Y$f_+9OH_5l*R1)3NCYD3$SZbuu$@+314zP)yJh
zO)?w)U%yivI$QsoZ>n~@zeFM}tGLSyhT<Q_1Cky<MKA)ovh{}q@D3#WN75tpoCXP+
z)TBixgk~sLX(Y<iV}F$V6>xt^RFD6@z>n2fflsBHEK&@`s6&P)u^a@ywHe+tB4z#O
zOqF4@3F(lFvo5CRUeQW>tnCu6I@*oe)6A0X(C?8l#JKF^ykms*FS@hRKGfPzo@}0a
z3`z0W4~jq8jM$@tp4Cb6j4?^tAqxH^aSH9Tv3^S`x-;OjkJr`dCtP^%EKNoz*?6Ik
zI7-1Y?Ei$@u%-s}4@pXItS#$G@O3m#FE^+ff0PbAG|10I<O)43<Nxm7cz2z?=J9mb
zFy%-(cVEQaH#P>p7}Z#gBF{M9uUuFl5{5&4?)4yasp_fqbp(^_T$y&L>7uUaqQg+(
z{1lwTza*E&9Nv9s=ksc^pfrE{Njow_od*!w4q0WOWoSNbz#pn+BlvSvjapUXlT}-s
z%^y9&jwg?SlY{atlslkgqL&-YtT-1c<C3ydqSKd$H8L{YipzK_HHtqVIg^9jXO?B<
zEhHQvN(n{FG=S4`aI5EveeGjN!f()>YT2BUif|0V9#B0Z_tG<5AI`EI4vUalEFAlr
zjWt@lH9a+s>Wo`NPNjp+`=~|v%l<srvNRU5iC3lt1{IP}aMo=xvSSiUkWFl^PFWp4
zreZ2qtGWq>K*sUha-ngJTy;#+p@>dWX_}81#D*=-Ro<Nk=l+<B_p@{Vw{U6+{3?0`
z6Kb0HhAB2Cky!Ugto>Qps$k7(yOFo2fH4t><j7^KdP@90Axv}w<5`6TCc6Mevfet2
zR%iO2lG@gX>-O@Oa%4ZhtfaDq2)apb+BFA0rck}4-&)m}ANdECCRgY!DRy177f1-a
z9P-5vRMsNS<t%!$&jU-TZld(ccRXG29rtTpdS|zJ?+sQZFC;}9t0vBgirPrlxSXUX
zt;lvmb5=Q_$L^iHt{jg83<h~kN-;U(!MQAT!B&5pkSGgDyUAj0O=5n+)~PBt@hB8_
zfmNNz1~3=`>0RP^jCpmgb<aNoBVIgz_ot+*i>Zc+gPzd*pi{Bp5`Xtt=0P<bjkV0{
z5*NCu7Ph2^b)6nqS`DJimweqOewfqMI+H(!WGkVSxhj%TdFODExk$mH*%UtA&xN|b
zy=A&gkeAAzz)#<o!5Ob8<+vls;Q0*3aomhnRSUIfd0ee#tmOUa%iKE6zyP&C-Qs~j
zIiXeGpQ{K*FK!VNM;KO?yP@r$+XjO!B&JiFVE@!Sm>;fdPd$w)IbOY;z=}M8(7tI+
zc7<7xMRM;JRyxTnr_7%->1<6rIqNRHzqZ1r;$x!NJ|tF}H3<U%S|tG~a0m<##=F$*
z?4sc2XPo*s#Tp&eRHg~A9)-7C2IDUf3&jf(oX|B9>KoJx1LoG{vP)_+hyo5PBOolk
zix#}@ymG2GtEJRQov!4`JaYXF`e?U{-D~JCK8ud8CF5rCFwTF{7d;{=a$*Fxgn=+}
z+E!(B5YJbNHz0KT1hXJ9q0uNSezis6+yw>74r;sl7OlK|j$zwX8pMRUgN}|bijs(E
ze05NULO7siFwn8+n?lS6>np)51g+-sTNu=t=&V)Gpn}+&dkOQ2LjDO(pfT2IOX><W
ztW!YZ>`~=|{IT%aWup|khFR060t9df(7LZsT<dM$9sk5#(}zZ9&J9X@{N>PJ1jEgs
z_jEm-m1ltoh*QY=<mZy_n$A=H*CmPC0ad0&d~q2)nmNt3LoB|}>=6d<D_rdqG#Z|@
ziZ@y~SoObJakxk}-TOXXN|iz!|C|%vNn@^Z3WA~Ap6Sgj{@U&sc;>PfB{wXDOxTvi
z9txQEq%WUD+r;@T&HAiuR=dVUQulmVXP;t4;m{mov&6Z_kxo9C3R!w5o;Wn6#mx%(
z-lkYaGD|+u>T!4r)?ie|=Fzy2mGTQ_wkG8lY)xP6HE9>3|NZYF%HTgx0O(=t>z5Bv
zhVLHk-wgeJ{0fAHpNAi`;QAOfg{ONHD!>5c@6m=SJ@WB`cc3+TZk{P77?l9YYP4V)
z8U2*2ZcSYnjmcscU|*3J{d-AoXNN0`lcr#C{?Jx_{v&ql;Ne#q(B*%b+uVcXlf4hj
zI?`rN`Mi6KuGak_9V(}oWuLK9mtkah-XNqX_aj=iH(b<4jZdXswqw>wi*EXtRgFCb
zQI>Ov4!L*3+2-@}4iI1kpn#w%4=^d&nbq}aS{WP>0a~($u)z3Fp=U6pHE=oD#xs~4
zpGus-Hac-qP(6d?)+f1~P51XKCc5GFh~)Cp58MnaWR?yhcl8kq8AusR#*FjJKy=0Z
zY?ylj?qRC$(EL!11`@Kr-n`rk2$#mbeyyw}esXJme3Y-$SpV8dAC`i#VwTaI6=a7`
zmG;fJa3Tqn>(!a*v%$=1(Jm56E-zc0BI;IRJdc3Fw_p<7ue0l4ng(C(9j~L>!30w2
z33_oex$LNm#rJrA&GMaTSWLx4SVHD^S7n<lYNT54-PA3O%a#?_Z0^x_j`3arBtDSt
zK`kK)!#kY&@>9m;<d@Zqq2HRe(H`2xHB^x-7dvIce9gU2-AqMca^QUPz=M4S+>I?S
z$U%qRkQ1c8&4JI8U_8K~0Bw!?&mm9>DrFLt8$_5B%c;l(4hE8vb&iV%rKym#NUMy+
z`9*ZI&T>P(lc&9jAiF@cFv+qQnBC4TJi5%xpxG5bi<gz$nQU`gxI$Di88#jS2QfqF
zYTrjT(QrM1=rHQF|0tu^;*Pk>*OCWB!dBUnwmR2u;rmq|9c|hEhYRi7dKASqekSZI
z-t#tV8S9^3x<NBk+4Iu-#ETm`lzdh<sdg;uG<dwHfE*1OmF%uiW?8xi%}LGT{nDtJ
zPu@Numh3B{i`*2`@eX=@zTRVuMg~j*xjJte;;_CaX+<3TC*<)tFSKSEa4rZEH}dDQ
zaw9;cNkI}Ri@<TeQQqQ?+uwuh4&7d6r7Q0H!Z4B_r5(xswp+omtD;6xikByF*sDkW
zpu^2Wrb7fS$*Zpbfg*BbepJrn3Y2B*{V3F+45>IcM~5<dM!t@Yj^WnOzI<&Bh-bL>
zE>eSLJ#_gFRujoSBsRE~sF3Nc75pLdXWE^?%EIHm;@q|MWs1P?Q^bPO#`&$K(c#g_
z?mC8i$AQ$?cy{V`<j`JRE@4l>3Nhg6B4&TWPGf4SA1h;7+_f_8?eQlc+qLe#8|A2E
zuggK}`A;3;QHMLx8`%xQ?uV)B+uOf<U3|=lUMBhkJxcj5j@mou1xd)KRB0&|%o-PU
zjt5jwj}w>D6{Zl;$5ONYc2!mGo9O^FHwUpOLj~}_r8)BcZbS%Nuv4$Y{Z@&C!1@uh
zAnHc8%?}Dpqh00KogkV>^BW@J#>$i7bdi6KYLH(q1T&KV{*Vv17OIQii@o%d0Y<-H
z|2Qhkfzv;xwt>L{?u!W3C3(-z*5dR!f8M%URMags7M4(mW2#MR&OcEfpq^YUCB3pg
zxS`eW&=}6*gcaZ%rVv}?b)XW1shG!*Xk&qB#wWFpm#Sm4WJ}#W0{r9y>(sg@q|bw<
zqOkHFrMEZ6fcJ@GV9P!Tl9Eo?U`y^0Ga_}>!$~l|4ZElhP{wtC@>5{!qQ{g@WMSKg
zY@Sgv&W5!KNG{fRMi;9qHlJ@~@1&HB@}u;}x%x#C`3N%N#FiPXE)Q2nZs@D_mP|v}
z4}pnHLe=+6YH{Y*GJ;(<i&v#@L|{vO4vEb(Z`5+-fdlt%kRgYiPI<z@Ijg-_O7Rv#
zH`|dVf%d63K4;Vgn&S550!Nr%@hf6mZ=3X-MIlzEW}y%8(71^L41e!?KLe{0dCB$F
z6nrY$Z{<x*EoS^MZAlhbP3Cea3I@)vrgOJ%lnmvM2P6#&JY`$4tBUDRfUmXvBZ-$!
zKyt%xE<eBm?%zKY&FJX(iM$jvD*IniOL30*ORvG;=b!&SU(cQgyz9OHu=tARnpIwh
z79}D(_Dk0%C{U(`2`e@vd7;vT5ciC(1~v3>Q=2=H<s^LU!&79&9Jx*noB|k@;)S;d
zS(C`~tA+;>Xb*I=F*;XWx3>(4!3kO;$LIuXW$;{VB1Ol}{X{cPpmAXw{Ni0Mexw^=
zlC(ZJlVQP-uwNsG0tObC{964FM$@?BU-_%gWF_D4)iaeDF%~%{_?03W3Kr)2*hm3p
zb<_>Kho6TmnWfRMQL9AL8J8*T<y3wckgg(sEc3_A*j3{^F$Hz0C8r}IQvY}qx{(Ty
z^3ht~c^#qo9WWebtdf&pQzd5l8E1{)&%73Gq{US$ZkhfbA?7P)59U$(Clx(Tyc31N
zSSBN_QQf+Pw@RaA0q?D$qjp1K7X*7<s4uX#K7VzltE8j|i0bV0kx##+&=R+GkWT97
zQM$RJ9f;vE`ngF_aYd4YTh`l%RDI}7k~j>tP?Tq=HEz6bkzao`r=b}}1T%V<WjI*5
z7K5i^dqXdZsN07X{RE*Z0A~Jpw-&HW!M#>FODgt-jr1`<o=q^k<&O?;_l&s+QHB>D
z4b|V5b@M!$kyqX6;4imY<nLO!t(v4ZE|8A8W||pQ_)a7|GcoBd+*YIQ4MUi)B=+lo
zj_a_kEp>X*kWD1!?CvJOpz8Kg6sa^^;fF7~`K5MZclJVeSNugwib|@hQyf;!G@%AU
z_h7j%Y9aYMXR0R=HO<eey|SG>e}L&7+E8Ne-)07;mCj0Uby=;i&HhCB?1TXP4H^3h
z&TMt<zFz~m_l0CcTmIZEw^=r-Ojfc}@L%?{cp?adL6TmTf%EKe;lf~gTKkU2<PsDS
zfQ!>hT3MiM021dxAVIuh@Qd}%NogODjQ4CfLHo;s@Tc;x#xj5vTxemQXiuCd)XD70
zFh4~-e+jhV-)_doPgMU8JR{%|^Mk9P=!hR8@9vBVcE)J%=vHZJM0Q-gMwN=?tJ9pT
zDuNXeV)15DxZ+&5x0$8rfe(zs+Ji)^s_yEVX#K;lU8bu?-@Pt))9a}ML+PbijMK)k
z)1#dFIlp$gE22G-`y57x7j4%M0J=%=wn>4#X~i+c=X`K_-pwn<Jv_UL-yH~L9&DiK
z1JsoCE&0L>KaT+Op=y#qDbA-akjXkYIs3=}Wj2{ZCnuXuXV^(_$oJk3a_qR3-2i-w
z{EC&|zcFejWmvJgxukT@L^m)&aft2J8_8%F^2K8Swco6}^lo3S=O{kpKJPiLk->5v
z)#W!Ra#C_rfDXaV_Z#$jbE1KrTzaJcJ?Gncx((GOXd^B_BQU#9$*;_Bu_7hJ+wa0Q
zjfN#6xtL%hw29#S1!KeZBi5<Ln=i7o{$hRe=%8giX1d01%P>py{UN`cNe78PutM_f
z`4v0q25)zZfBqfwE`=n=8OBAjm9&AiT{oDH3oYuZ>?e74W$E!-uUH8AZF~)pMs|k6
z)`$AJfZ_I$p{&Ol!++--O_Z7gr`KWfzq$p5l@|31ypQKgP{nJU%H2W{U!T<&gHX&i
z`r^B1HyX(ro@fj4FC$@y!3xMB8RBrUoW#IKJ$tH$EFD?0`Uc<VM99D^I~Mv=SWL56
zz$Dpyhdu06PM2K1my*nv`gKp42_dadEcVPP^jIsd;dE|p#_08gf1KY0Hfhr%QZ@Cl
zZ+JP=T3h5kLS7LVIQ3r&#|tG${3_c{_`t~*bCTpqgkVZ4%=;>!B-yC^=mx`m>4or*
zC1?stT&$7|NNm2wdZj+&AAB3UYQM5Ph7N0<Qh>4qYqi2#mxPXryB%}N4$Gw`6*eXl
z$IGfa5Qp1}PBwn9C_P;<1(DRe7E+qqOgdBkFRw-J<bWi}6IT~~LfTStX^oEXsh{k@
z;DFXYjf*qumPej*!cjS0z+E><T)u))P>e^>8ZH@@7XKQo3CP=Q|Kb9H6yGVndk)GZ
z{X0Rg0vw+B&Wi8X+N^2$z7m+yP%2U!GkpMh_jd*$4R}=2m|y*~2O8R@p#Jg5Ts!_f
zAL;y9@#3a?GV+*?YMrV&o5k?)2+X(xY$5;1SO1_EDc}?ve!B{_?Wd+DGA-Q|Rkvq5
zcZt_E8>3~6eNd*^gk12{pocC)eqqN}7Q4v+VN<94TpNZCYM=j+`qAb1uh*dH&)=}m
zY3K6ZUGedieU=mmI~exxoQclE*VZfEC??uDnXJ6R>yW2(t?PLq*QZ*QP@ht5N(mxS
zKdmaOUDHdlpc4O;FGTfpC6!?C)FrGbv!FpLctJ)+Y88EFy}a4_2Z|YV?ExtH27?fA
zrMMxZ$&Z{PBn=JKO&Ws3rJfyjzpb}(p9;rfF$0E$uu1YpGmigiVRBa6-J(35etdK*
zCthjI#caAo?|^Yd!d^Iw=5XJZGzmnC#B}>v`~|N)lCi<I;H7x6;{rdfs<vf3biSs?
zhoajs#k@1+dmjbn!{YZo;xxc=;*|U3m?JtNfJI)esTIhq`m;p0_(@m_=0QsK6rDMI
zL*mw*3<ogFhr3V%EInatX$lvMq-lj~+r_ue1T)tSSrd^+8`>4)q|x9_YyfAy!<n4T
zp)eyly7<^MGFUe5B#_nxiAc3!0e(@w7u?r94>UR4>l~oENr9vCiMv3o_Go=A0f9_2
z-;G{#fWVz2cGUIb%0-55<lP|L<&LMpSVOq4L@M_RorKd-p0X+n(qJmMg&6fFy7DlQ
zTJEqlNSqa`ouw)E1vjoirSGl!KdXVJ`QQ!>vPaVy$)P|$vz7vIr)A*s)WhYrfr3Kv
z4PeD%ATVJzh!d7Im>tJ`I~@j{CpySKM(Uc+@%7aVKC1dPvXn$0DB~BLdTa6D?5*L^
zv~*d2%kYh27#n%hhJ9fB?@<o9k4F)8=Z>)?xDI9EOgE9bUlPp5)cQ2U*dw~Ke(ojV
zqrpN>dGx(TP0v^I!u#_p6oNt>Gs(k4Mq$f=nm2CO`DLPT$Gt;j5t6{_3^aZ2e52!R
zp6%8@fWHA)Un(1_^7u{hpNb*eXpq^FVF34h0HP5>384hpN|BI(B1s+P)Yx<vx#Xl8
z<rLY5wK{OQ&UoH;nrhU`oMd!kG_1q<WD^vWGCuM$tI*B!br!?A@S4rw1@$+mcw~ly
zuJ4F(j3qXId1@8PynCJ1^V9B%TV+;cq38;bS5Z3p8rVAD-}X&&8i>8WecUllXqhmU
z3ttmHb}((SZ<OQ0Wy;f@@8wIR?3Q~6bp?z!IEc2StE3ubQht6}NZp|H2-Os>3Okly
z(vB&i`azu@i7}mfojhL(P}ml6V?IE`WBQoe{T_?j057-E6HNhO4*aJ!ighOy!o4Rr
z$+)5l`2}ZC`<(d=a1DLT>8xXMC&1_l`j{nt_ZF^k^j6gJfsfQMW?g7~$%JhDu~7kj
zfVex8DiyYd#S^+2yfoXSTdlPE{7+D$Je#=)4x!S+<*aWLx1F+HMpQJ%=WH0)fk*c~
zeBhou@#KxF%po`9p_pTbHtW*jtQIqMqn+&CXIZJhHDO^Q9}3l{?3T`VB(3<y9@}xP
zH4O+aOr%WNoCT(gkxjc1+Fp*&Iz{Z9rT5v4Fco4DRfy@A`5k|rN8PG23`onTVeZ^o
z0nq>ePL6>NB8Y*0dvzBBZO%)x)Ps5Rgrj-6-6OPrnQK|LgT?iE;y+`yzFPfg=ZUYw
zn-k@FoRb#ynuB?|hVTL<9axLzU6#6#H`fiB{ALpQCU&#OSDZvpHasqKfyR!;Y^}WV
zrBDV=v;bDGXJHv`BNUHHWM(l;eh`hS1}>d{7U8e{pW6TLKi~d&!T{;<o><8yL6aqn
zZ8Wqjn#`g>EfV7KX>^T|8>=mD)fFqWa9`k8`p4o`<;zf)pW7_qAx`j(ZS=+-8~c>w
zi4IGBw`*<kqD45c=ly$dB3G#DDS~8Pe-%K)1WouZ)TrefxKyBTKSRK8saW+rkivqr
z9vZ2kUOg0!;(|nReKiqu0~YUs9$&r`6i9{7Pxg7%tXt`Y$EG5UW@if;cp-N>jvD?k
z4n0ygn2j3M`<hEZ-h|Y3sdqq8`@uoCNhWoiVP#`U$lJLBC9f(QP>7+@*5%*=-Si=^
zBhOv^ZWZGQX;bjeB)wXy6*7NyB401ggb}sdFpH9?3^OYVaD&yg*uk<-%726Qi`%JQ
zGEf~E@^VUw{~_DxG;i~9V9K%2&SWwvidgaNe5oo+Hs%XnxV<W^(|3MPl;4_YBNHlX
zZ_14x$^Qixj)Y}bn=*V7S98|V69a3sC={a}vmZPwa1jv|94If(5+LUTRSMRD{N6oH
z*laB0YX=URp_s)nh!`B%s6JWWe$nZ&m;ZA1mSFB}7tY}D>>;b0hqy#`(Ne_auQNBK
zS7kT3bzpBh`6;#%-s>yYvuQkp0GQkRZ7n$=&cBL|(tm?`BG;Q@-$Kt8cTUt*J^`Y3
zrmq#v{DqP7LL9d)0Bs>Jzn5RY;S+OnnevHbnSBA*Lq#x~kKiP(f&;3Rx<NDqE&@<L
zL4M$E#v!DuOlp(G%6~W$<NI|UnF_RONDv;}``Y`CQ~9pyzr}x^pNIc)iQflZZMLqy
z3gTn1)+~wnNe#6gjfIUwc7BKD+(NTQ8Rh{&Qeo^Zo~2bC^>y>+ZWZX!rY0AOk*XTK
z?$yP&WOhxk=#<t^hZR{2o|naiiXH_E3OA^90|*9uvKzq-Odk6U5?*NJWNf&%r}!JB
zzO|a(H_Ya;Gu2T4-r+Q$dL!oQHd9BULGWYF)!rT1`YMxU$keD@fL&>5@Lq%8q2wm9
zeP_|IQ1ZG*^0=@<9o<@t4<ud9?}aFH$jG^pZvRY+g6yhJaAeVnVUBaqq!iizb}NtW
zBpyic3j_2F>P1dDM76grK|_V!pF*zXo@*qKJP+}rs2^kGFtCFjfun4(UW}h_W@dqY
zoa1`p6J5~^Bclh_tpRtVaV{<~MOUorub)Nn3tW<ZV92s%T=g1m?09&yoW{vAN|~e)
ze63ySs<p9rs{r_3Ffruk>)UxHhR*qA))mqJUC5|byE*aao)!$W5#&hJq+reQTa%@g
zRxTGdCU-0IaP`N->r93Y9YvB-TkSkV1#--uV3=Ia)N)JF=tS#W>;g`;TK@`D(?j77
zvav0|qkdP~?m$i9u;PiSHhzn0QTs4jwBm46XdZVBS28DBq4NSF-{-e)eqFlEL7ymq
z6hnj8S@XRZ1!n1X;@fAeQd`d%?9=oGbEoKZ{OR2SvRLgLC5!KlyHn(^e06dh$?zPm
z(W~H8=qe=g=hWS@uEu2<dEzl!HKM%oU#GvsoW155cobuAWY#x&80n|Znj#vN-<1s2
zJ{W$QCErr(1FjNVvEvv0lr%87ESp4#jhxF;5Kfpf>O4+mDS1!*Z_8ijF>LYB=IQ)?
z5L><FtHYte<LXlHRIp#oje6(TYcENdxbEGz6HaM*1JO0OC<+nckR@;JyVIs^WN^Th
zGwBXjh>yDa;4+By>hS9;pqBzoe_y`loOhY?<#+Xkx0lZS4!)V(Nl^b-0CW$Qcfy6I
zxVg`+^FzYi7Lym^ieNj0`-QL6?`}_!0B-jpQk0tI_q1%xMhMU?g6_R$U1AN=Np{j4
zgt&L|9|u`{3;SEvOQ7Dw%{@3OqYfG_=!rLic*${<N9_v>e9dBlPCr?juP!yxna4(x
zSE&T<#Ao$a8Bg#00PM7%e_RGyV$j{RqY-;e?AR2kOO^1VgMDn2)u{YlBhf<=j4OhR
zs#uab-)N1DtB=CkpqsPM^=rA%u@+m=F*7Saa#=9VaFGe1DCXt4;Nj)j#i2+k>m%4v
z+Rv<);!&48c^`9Kk?2N$rfcH9bB%^9>p|3m<udVWS%3Xo{FJ9VCo!8^xj=k7$-+KA
zwE5G;#DOaGC?7G4_o~jpW9qp@kt@Rl>=0wSU?$>jbjhipC25e=U&*H!hS%8-GCe9y
zl`To`+-mpmYW)6>pm!J&=tU<!Un%_e-mg2{!l5H2zg}EpRBiDAs42;+swJxU24$cx
zjndfT5#$C&TAd4SRAYeWitUgFsTdui(vS3V`Y|>#-cHi=`IWUYIy4hYUp@F}V<Y!a
zj;6sMm|yw@8=Cih{8Q7=)@u@uh}IM%Zqfd9Ea1rqMBmdG*jwifw<qL64q+=RbCWq|
zYHTj121Pzb9sqy|9W;vfa$o65Mn)F#rY%JY6&iQQnc%^r+Dn$%*<cq<pnn#5|GWh8
z-s-+k#RLYT`t#99@HJPo{pg`EJ>7JM^Zha=<sTUA4esJ7_(;|YT)5F35TQRU8^K=N
zw_vYj!b80r!6^^<p-AjqE%~0touJaSrM0vHo$}mfc^?Lv0!TzEa1%&5SGeW3W7Q^=
zz%`A-or<1{Ql;@EU0C{&Yd93{bMI9uQbTkl$nNFPUK&e3BD{%_y0*?=SRA~s8C;g`
z?NQkj&Fi6KI!@6mfA8nenBsQ7kizAAV|CdOlZ+D&5)VXV5j(J}oSN>#IY1EmU}eFA
zOgn<Gzb{QDRt&CL5{(tMUSoDAc4xw3Y7icsbvNB{p(G$cYwU&m)O#t^eM*_;Uk@BW
zpnexV)LpKZs&t<rC_NhV139~|n_(m8X>Yj?=?9Gs@q!9Gw|8(bi>S^wX$2M>j(<`z
zWy~Ho$rjyn<a8gf=jSV18A>yh)#?B$d6@%tj0v<%S2`f(mPd^hoTP|2C~-vfk}gR2
zt!`9V%;ji@@$UisL5@m8$Qs1};tE+1*c&G<30F|JJ@%Dq!Wv@v3F~!*s|l{ec2{?o
zwVea`!9i+nYNr&#Zi>7$m7uTCqsV4qvg86-vl@7qb$Mj8g7Iv1x&}=e^>Eq~`X3Y$
zw`p>30_tN*jCj4WAO}AFuC+FzS=^{uZT3~REDj6=6b-xoAg;mhXj->3sxnd<G99E&
zy3Xa;W#8vh3B%5<f*nEe>ETBKuvzvOCa?4ly}bk)nsoesgREA|8ov7qLQZ3ovS5o&
z3`EV-{t%9i-ZmcJ?XKZq5mwx6M_;CciTY)SjljMt>Jn$WQIK)wRvc$@po&|Nkw>ad
z8s)K;`H<tJ5g>ALuG{fjIi$lG`3eKTo)fPg)bzdP=n5$jShuzPAQ4vuK?9?OUDa|^
zoIX^r9WK_cW>&spq)Xit`>X{-KaSF_Q;Cup&J7QWIs+SBUMpM2JkY#EdqarMn5!-0
zZ!}jv_mfD~`FA>x++{xg1s>?6bZi+Txy|ap@wud?aff}BX{&t4Y^-;@*Sfu0>Zdrd
zg@D2(+<${<L^p>N@Y7Bu&l7g}&DqLx9Lqkv-HLOo`m?E=faI_7vpwvx&*&4a-$a+M
zSnFEFgic0@gj*h1A3WiG@Gc_$fwi@L@73ph|A8dzfzuYyr~c_w|BpwNn;}R!I!jdK
zW0vIA>#4M?xf}AVyWmu+$3I~MErId#(pchquEaSY5;yI<N53^Omm#$(tt}euBHS|^
zsB~=yFW#U^O-ChC=zghNEo;s^x_>ia;A)b#KE=K;Q{hH)S02|_1dW<?2aQy$!8np;
z$z3P@`^H6&@74MWnw7EUh1_3X1BOtCMDocK3+mdI6liS31U7tBPZuM#IqopYYuuE+
z(!9DYb=SBK74;GiNt(|ECj(APHIXm-ic-egqEc~TT_=MsD<@r~*i?32wG38a*>uR;
zRi!cXM$f~bJegYIsv!TQiV9TTDGP&ul<?@!ndOE6Q3-33IpvEDkCprW!`efI%DD^?
zRlDAp+V@V%&4+@hj$*zt|HQj7!lUutVrsLsiIy<MC(dK0hSf!oDS%=?GIG58-e|qP
zRlNG3%XUC$gM4EJ7>3Oq_wf`OZtS>{>UsKGMDn+4ODdTgT3^h!P*y^?=nScfT3dbZ
zTqy|g$7Zn@dL{K90xc13aQ;O>@2rA5egR&ghfhmX65hTYiE!Gf3<_CTZDMYcD@tkD
z>S;bxF*zt(=;FTB!HWhAQhxj%Z^wfV^Z-}vhHqu1<l?DYhhV}a5ui%F!6ftZHURSD
z+(OI74K=RmP}avhOYi%zKQ8U@J&6Eo;aPz~_~#WJ@fVlke+r4uBU+#Lf?lX%&|6#p
znCp-N@YHuKQ_^9)j}asT^u%hcoWWpTajAr>(++7qUMo4A{!m&rE$e<8Gu*BrcX`9m
zdfZB{A(|EH5C~rqEiy-h1S#J+^S~6}7d3KnG+v=k?P{^GQ7cDli6?I}OdoRyz8YLv
zq1AtH$ZB8Pi1Isb5IWa=u{C*IpDNb2F*W2HHkrWwbQ1O|p-r>P7s0e`myENBqWB4I
zoFw=uskObIOKKVO-KMwtJ89zeGTG|>o@gkuca8B(MRS6TcS_bS?cLB0Cg=FdBH9Fh
z;>@F!gN2YU^9>F>uOEY)gLaVHdYQu;R>!w%`$IkrDe;#%&3x9qK7LS+T4gD_pp{TD
z+6i87Hr{N*4BE$Ba8!yqI!ZBI)7p~OI<zi<;RQaAy~PCc4NZ3kgEb6EIss(vIA->;
z^;7N^zlYzCY!aG(gP?bCEsS2IX%kq^StFdq+=!R$FR6L!^LFB5(yi#R_9&<JiO7Yp
zD@?6Nv`n_thjZLte>eq)Clp;jqnRkZiZygg%a%UDJ^Zia6D&@>3MEAsU;xn*6MrI6
z?JNRU!0)TJ(|WzKt#1D{ijrJns98jCdPuR0xn;cy$YjPo&6SLxTKp^EDn||<SD-A?
zjWmU_X_f8vMkIRIwf}V0x*GYc?nY#vuW4Jg6u~gd+(wGoS0?TuPny1c>nn&Ew-@)-
z8VQ)DpV+vC<i_w}*1|q`JlgJ-zl)~QKR5BM$8I$-c5I)AZg$gp3-X=NCd0&00ak)J
zw5LuVyW9=O%#$|k=l+tmw~>pHEs5Y*a0^59FLM!waE;(`UFPxIIZHSpSH%HH0WJ&X
zx#9tS_1*mJviRN@Pxc}Tdrv_vp+~|4y@+vyq);=*?DtN1vX~piFk?8+z_f~NtdAvD
zVeop@hHHNsY~m-}jK4+lF#(+E;2P|Ki_*4U2CEIx{_ovsm1RqG)taWkkUJFWoP9U`
z^Q97wU-UH2f8uIJ06O>QU}N$A%=uE@_Nc}b{!P6_1k)Q>7EUMr+y_}!ig}|0zT3ES
z`Xw1j<ahy)zCj;iO4C30GQPKw$!i6Aj;E$$1_cvi2cBo84%A#EryY_Jf6_zb&cn0N
zyNsn8GaIxT$UPFAkS+34jF9On->nI1XRfexKZ{R?aRh$80^nvqAWily*U?wqW#%Sv
zqkZNUK3l@oEaiJn#(5bK`B4j%T*%bWcYXtmlW`leu|&sYFR$;wsQBfFWuQGF5CmdM
znS@W6T}5~SAR#u;`uk)9*E7TN#4kdC!1T{g2l?>czxIInY6!rZDZ?3g3+;XB4<+RV
z5DN0eg7@mVSo~eWokpeDl#}3I938(wRYO3k?}=+ddL8dkJ~`z}k*L8e0d~kQ5+A1m
zhV>YEbUgGYn=Rp{iwKboe{tQviB;u_e6IWYn&w?P)DGZz1onz|qPQ!b$9qOoM>)dd
z#k4YPI8_)+9T^w;ziIl)nlQ$M6igDG1RP<e?Yj2g{m^1?hrTQ$0APmU=I^n`1HMC!
z%@0Sg0qyr*w;ljuOblU6J#!y-Ahma@BN%Sa4c4oqifx)nCU9yTN&Cm*5sQI?JPVy?
zX$WXYwobL|Vg+moi(v`pyST6RhU+b_9;LP+UQ?%{%9y%4t=K;=4!W6L0>Ac}%Qo|^
ziQwya>+%Pous!ZaeX3*k#{u!}jmI>vzZ5CMgc+!<y?~tqHU6JQ$*X|P1{I;yTj{p}
zra(i!-hf0h1ZOO10(k;&+?ak}n;KF&b#=(Md%v+Yy`&_2*TYYN05d<_IKN$O+VjEp
zA21fz^cGfyF`g3T*cYfjJwSX&PS0zL@H;388cX5)ex`Kb;lz6WqMuqB-nLCn^4@GV
zPS+1_Vbk%-GsdhMp|SAxA#(nq7hAqThs!4VUz1WKv!W>Pv%td+8M_19nre5nUq?`v
zKmuC@B{qAf(^U;1tO)bd+nAO7=phWfuzkTCtT9dTOn7Y^^3d9Wk^9aaI?y9PlWTtM
zQB$?hM{_N@cgF=wxfzacQz4&HrQ1EQeE=#RnTg09k-q&-SVGR<WQnmqdP9l54()Vj
zoBudCHF^Ql>Pr5=-hC0P1ZW!u>ND7pkuvL^Et~pTY4Bl0{oPgHtVqH@S!`;K^0NaB
zj>};nmQG`7JA{6y4)b5WyS_z)SOAx==_*C1!QV7p370HlN?0CR5ZjKj(x(a-qC2Ox
zt>*!g-;_<&C$iBYrATH07Z(N9>h=rLhG7?M9+ArZd7i)<V61B5tvdFmidl-;m$He4
z@A93C=}2^|8FA8TXzRRMe>95e`5R`Y3<0%!zCzJd3mN;86+I@^2cyf<tl^@SX@@A3
zrwjk4$*h)jt*E};J74joj~fhw9jE09Iu}OeVqME@zd=ubv24`XWIJs4OPIXPLPF*1
zXQyYU2~9YxThHLH+1aFxo&n3>AiV)!D@_xlI34}wpp!3$*=H3K$BRXTp&}!9%oKP1
zVtG~`v>+Li+!L6RKbVr{K05bhff7(+b}XW0R4__}`90DfY2i<+ee0nGXb~q0@bxWb
ziNj@ZawsX26b5?$V5hESL%12Zp9o#woKHySq61x?2303?aD|R?yBY>+ntHxryjgew
zM)<#1v4M*c)Ts^(XtPnf^jXJSm|qs(J%hXbwocer(xM0Jvu+UKV?B7)!=PG@?qtQz
z1x1pJY^`nPE_J0ZsZF2qD*?|^_<sI)SrN_?r-_u$3NmJLbxj-JLVZv0XQ58%B?%oL
ztJ#<`>T=(s@QS@Pw4+#p0QA-6E1yB1!582Q<?K6&Tz`VY{=9VfKrA2{n``toKN|U3
zr027j`RxR)ltc;sZ#!CPwaN2=tLp-j{dlDCHviM_^&d~###&;1y;J*j0$4hPeFHf8
zoRI&XDuwL?c4I9Ty9!)v?(Bvh-B-+hmD%I|BSrM@%!r|Qgw~9=1~;aLo%Xh7-H;@U
zY;gJ?V$j9?mJp_&t#D1LpvQlwl3E6VoInQ%2~Gju{nUZpQy;0+eZMz#3s0+V`regX
zUX?dqw><9O(b*86{=9!L?Mi7dWuSUEm&2q&*p^<&mZKj2ZIEn|unL9cO{A?K2kZ9i
z2e}5R9S0)BPS0C6?>HG2i2xbthTZPI?nrOHny3#vL*8P>1@q$_9g-7MH{Wh)^M)hz
zdpzjV;Ksb6;{MjXm&G9x8GNCD3&7g^x@xs}lq!YpGg#w30scDO%=%P!q=?pZImzcd
zpZcrFMVjnzE%?)>XyT6ReZcv2cUTC36FM520gS;4yRrRL*psXqrhx$UWCtvmsg<dC
zyS3_Ato7~8>C|r!YJ1Xr2*EwHVm{=D)@!AcC$+RmB(GRiReA9Mv=*udW&6mN=dOGE
zc)4Z|55EQxdk$GhBYYAX6BMbrGeRMO9u_ym|Mx$bIbdyh_8i5`dJJT0`0TtAdj2<1
zDpi6aaVl(Si`jRkTKPNNZM*yjWuTQ^p9~2fs7sR*e66~P&Qa#ZdfiJYgOW6@!cyhO
zdx~*70~4z-mbCw}m^iGbZVMMUVqEf0O(Q)Zru|t{S!?6#oQwLVgKz9O+uO#>ATr@R
z<rZYoHQ#aKrwT*7N$n&A6+qbsV32^V-nxU=%oa;UI;}9>B6n6Ly^1#K3*Ew5J1XXA
zi~dD(s^9i;fP==qMmr*rRMr-8gIqqB;49KqyqW&IW3D%%xVOeU4?ABL`RyCM+hdOK
zvHOCiR<CQcxFkO1&vCiJGg(-l<q3f==l4$k25FSjNC~VnJ5@&GIh%OuZ>HRRFLl+T
zc5tB?V_RqR8wBf1Wft`pNiTG-kGTA#G(N97CQVJWi>#EU^e<ekWmeBEm^swkd&N4&
z@snIfV(`%XfUFiGoCT}~!{BQ1HxJ{Kr+SnkAX@DKXi9$L3qLj96ZpRB>!BI)U)=va
z>(3Ud#~*B|95LX{v>FRC`WAcx5~eBlMZ?@muPJA3HUAv8b;5<iRcyx*%u$M+@B^(#
zTIMWi1Jk<#E|29-O95d5rwWe(js4KrI4juHe>d}dxFWQ+L7YSWHdBkSQTYF&>b#@b
zZ2YjVt@f$nX;HhS_TGE9N=gWo*fENr#HhV#6>ZHnBvw!(G-iX?<3Y{Xdu!E<y;bS+
z-p}v-=Y8+vIB}fA$+(m2{(i6PbAbb>7f|b0P-g=@r$kMUyBT6d8@^?pJgTs=M34R-
zIS;!B#VzbA^c2&u0rKmRl}<&LZhmv#T6uSICAO%4DX7CjS#b0y8@dvH8^J9iI_1#p
zRsyd7^EmI^yF+DGsMSc2{^5GUHxNw?5y;`CaL@#DrB(Tuq!LC>ZYp~jzzc%mmcMkJ
z2}dF#?>wOr=|5WD5k@`pO{KiTh5#2`#-&jvM?->sreu(k{6vGF!lrTWevsr?roY5E
zHZ7O?AcO<SS{nCRr1ev4vLJyb;WF|yr97~o2CB#39&QDlqj@=}I1v;SkDNnU%XZdn
z;G)l(avn=*E9ruyyge%w@RnVPXY^L*L)_afd_RRv$7esMY6Qt5`|`tbI$H{=5p{Lg
z{bZ{WM7+2K`LM?gpT#}H!%M;Y`qt}f`;dfduCLG*f}sC80)x|cM7OM(aJ>+ZwF{n*
z+2_P0vAm8wg-OE;YF{DHXmlQ|?i=}EiVkb;EAWC<UqMPR-;6Kl4w`pyk5AgCW<)xO
zixeIud4ucqe{ZN1=&@JtJ%NSG;}6pVF2GK`vIry&X+@o9279DK8%#w0fEL7napRAb
z4YP(K&36lB+?!*1cimUXGuX<h0tlOYgOv<3+ZpRw!Q{v}TL806iBTV9Z%nj9Inmk&
z8zfbW@m|QYs+qZd>o)Hr@MB%UNAhuYc9cxNnREu*1Xdd0Cv?^%2SR4De4KZ$2A2c~
z5j(x^8mMJ&>v!&jzN7*oX2l@1vNyKiG~RUYd&t6#=(6fQqt>Y_Y;m}<KhPL7D}{lv
zHVk;x*+z@YDPA3(^!2r=kx4;@qk<>Q4Y<NA*Xk?&#Vj^D_@C+=%m4%lFYz6BP+)sL
zdoK~-w*7-Q8rWMo^!A>wh?<j|_(nDk9a7p$wg8g4ue=ZxSi~cPTXgo1J{X-)xmmDQ
zOImo)_ad5E<s)rypM(YN5S;}2R1|dAf_E5TbW{g3kmdzj3SIA$&C2e`3JsQlQL9mQ
zO!GNWP3g1l3H*}_W=HB-r?#hXuX3Zr#&2@2F0&78rTaSd(91%{HbsTMRewu<{c&+`
z>U{Y=*~-pf4l+pkRvh6F5m#5U{0Hd8<YN)lyk~A?jaf+g3pVM{t>Sg+Vdzob_^rk=
zJd>7PvnBx@EqK_TrPks}Quo8V$_Wob{cPZaYh^nt<Us=%*{9fea3F`jzh3;%L39;S
z22TfY#6ePhaCA!I`Hv#mdS|@V1sw(i+0c6tkGjG2^*T%xJzT=Cc2hf5b40j-=@G-j
z9^h=}O?jg9DA@r*Xd18Bn4X>+Z0@x1ZodZycHoc}mSI0}o(ZlZ7vG0q)FKRZCe(dW
z@SA6cO*<yxA2$6Bi(V@-ktg;H248RAPYlJT9SltFcZAPg3bi*F-mvI?KA{%9R?AnZ
zCzZR&X$yPT`QVx5>9T=|O#u1g!5^+E5u14f6Jgz^z4|qeavcBF&vnOatC{e`bjJ#o
z%7umcmcnSudiON42{3r8o!@(RKT!`HBvsGoExd$ZbjWq)R*FR+CZm77ld_83u+XV=
zlI~6aYUPMF^!`T3Xb|8t)70N&hSb3M80PB}sLP{Hr%U((cQ07SM2;b+fFnbFNRhw1
zD#6eM3YhSkR=2k_sK>^`vR-+QkNaiW9$H!ppjq9vG&paJ9e6Sbby`|Hn}I`<#1x+`
zB#m&`c;wlgd!6oecMB}{62D#Qg0re+7o_iRSi-D6Jav<Jb2Rt6cRZ!OaM2?1a2J|6
zzdlid-3|Ksv)*PqRTbcIxDtJmEq%C6XrLHF8%38Pq>`Hv@%uaObZ1>gvAyA#zSZPp
zC{<4{D=SbJfO!2xi5D-(kGkE<MgQg+E0Y$Q&y5n5PC<=eq<#^HphKy=q1}as>FME3
z&C$APxP58e?;Q$+srx|-9-KZCKLT$4Qr==XM(z5GiX0VO(XdU_E*@W0kDiUL0nf|M
zt-WlP<c`>mXQL#}tPbgmAzHftj^g+l`4<D!L2DvD9(NI;*n`74JB{0w8}@IVv<Bs=
z`7NY#S($I@!nvs^5h(uu1sMNV&vy&-_&SV|qEYA34HrrZcOH9+=af44obsAi>}8;2
zXOZuU$q>sTYTKE^HCVxXM36_)kWW;;5J>NDiMuP|*il4%hS%EQkU)F*NVRLmGv*~Y
z9|>G~MHFl3JpYvg;Ma<jE0p%(7hTdp;YNM^X)GGBntV>7K(PbVd=~4>5A_GF%W4n{
zOPE*WVwsC52pd{^MYEc%=m2C;ML20*DqQ@*QPZkNtqU|2E^-;Dtt`FW@;5#%zdPz!
z<ie1EEY7rAB!1BSQyTj0SBl^9BHJiOa;~_I<DU^9z6>;O9pENH|C~&af(HFH)W%PM
zHW2f30D31lgeTJjX3lyAVB1Z!!eM3@g_Trm?2>!O;^H1S<rVt$f=)N2O`1<tdIWgy
zF)xdw?dtfruZeuoseHtJKsMn%0J)0SY*?z@$(w15MQ_w`6z7)}4{@w2Ijn_HXLcLa
zVnVk-b-oe~qCaGVixvKUZm4FMFtvZ?tzX=&JwD{!)YX6qNhPVOHLyNtrW)*2VC9dl
zLV=^dGEu4*+%spS_`hEOvY?lyfgbc&{Ou#)(}PkPjJfTp*6$O-<RlzF&r(dfJ<?E;
z_?z7XSEblcW}`LvYRLK4!%0yexwzGv8X+7Cs!q+Nu&=HKKiE<k7PDA=^-geCboJjX
zv0}N<<$^hvWvqrx#0;leQ(Z-Xk4o&x1F~^Ya@f%9rNn1cz{*~X=o#}tnWdlWFbs=p
z^a*m(Xny`L#Sfl;DOBVNVsk=jnIRxjeeKZi{9llyCV0gD(Z3Yrh~de$2e_S1L_(^U
z=VF5Pe$LhP64#63k#pGrGkPVhF1CbnB%rgDj3mr4wgFv?gX&U%-*HvKO^&@OB}XsA
zwv&N9h_tWlb8ZZJFW^$RQnvN1OzBGIG8QZy_bp%W(v;RuNF0Uy-XBYDGUYKXR7Ln_
zl{l#Nbp5p?60n-Or!Cz_mN*zmx<Cx?6uBF9d-e6lmQ`aoiSK%)y@25Vvc#x`CfN0>
zBB9Uu6dLi4;c5oatytFt7MJLFqDrXyL?R=)W;%FM>-{SUKPg`{>cmUXG$LKAffgLL
z$Fp@TTHhmgjQHwVL?x{=pQEd0>RJV{*E?<G)|w~t<$mi$-~*IlAx?L{HL!4Ozi<ha
z8N}wdN{p<A>AO2R6U+@>EsEufB4OD_Z{wS~b7eE^ciChV<?Hi)^8My>d{_x7yd>PS
z<tTVDUR-`d`@N${u<B|$erk?kkVZ>Auh$IjvCLpKjO0*dS%nlL+X482hx<qw>kbT9
zP<N{&#EaegNp>^H{KZ1p;Nx@f3M4<By9G*(L;>g)(}jffs!%lC>u7w*3-+%1E%aUT
z`++!>2F#K9qS^ynkk3%8tzs2M#dDBf>6wEQcGE0LP9sAI%JDAK-&Q<$%)0v)Qtut)
zuq7IZzoa^ZOF#7cAX@nKsV<voz=I@I$g|#-NvLzCs)wxc;;5&iy9vlPx|JUzsX0@-
zL>Llvf|;a_$o~E^u3Lnj^C5VeIjqm#%KNFPS@1Q<(E*;tn;nva-BN}}+YdCR6eZhB
zD;*0|&d(M}z*d~&vfL5L_Z{m${&f2E=(Uy}AOI;SVmcm;XP93$UHj{#c3Q_8+7Yym
z$OZY~Vgti%5gt#c=fXW1O2*R5Qvb;u?go#_&O7_mL_G0}phuc`8%TjAH=`WzP-wD;
zp$~@*)yt}_iSH$pw_me9d=32VMPO^A=b9=PBxF}H6~e1VLoKe$I~OKd>Fa)c;rqG7
zR=%pqMWFFK9p4}ihkh$L_G23wo+vXJsMlRHEID*qk+HI>5BZeDr#@_maILwz?Tugo
z8n-DZ9aA-RJa34qb-j@Ww?u#ZEI+7n&Y>2}F3)7LCv1<EVL8cpnWWQZz>vHe4+JN4
zJ(FvZMI)7wWf8Gx<t|KcaOHvjtUFT~K^e7W6k&KPA^5OFLCIMHKe&>RN$Q;hs}Asu
zh<^xX^G?a}E^B&A{h0#%hWACK7Ny0#Ph5hQg4)stac!Ae1qKXs+Fu9#t6c3d)bto5
zMCGh?L;BqPc%ST&zn*H1dJ;o==FErJGs%l1v4=|zMeUaoJ|)lg0vLW1qd1#Q^(qQN
zvx~QkDo3{$a|(=%U7oq<9T$;jNI)L&J0t;<*?!E&292J~<=Zn2`O-?K*nr8kT!Uf@
zmK2O<N&@_p(GLm^XFKE`;NqPfx-n)VtLRnvxw+eTs1e2=^;`#aO|gxNNw4=_EJ+-t
zDVQw(Mlh`uv&ugrshtX?7ssrt7~O8LnC3O_)O(JhcIMDDRJ&{V&jW^%gY3Kwm*eKF
zGP#U1w0sc|#v~16wg#MsM*4p&FdI*uSX$a7J44sV`Lk5voTe9i<glZtbF(ME6>0)f
z8H(@+G`a80Qe}6lW~m!b<i$AN{9`Fw-SVJ_bso%8*PMJ=W)Y#i5eRX%tnf1$^vRJ4
z+9DhVC)O-=yz$7#eQVOSeO{LZM&lItFRJ>i=KBoU-R$Zr1jH607ULx6I1ZKFdN{Ed
zQaiEI$v?Y*20GL@J|sn1RI&@tK5Ag<;o)89yAFF4@YtLJjHXFD=1S&>`ck=JUc6!c
zT0b}vx;5sw5-nXdA-=>g`by!pYp6-Yc3J+myGtu+e&{94M$I<2_0;E|DOE$G#RUV?
z3~d2`BJ5(wnSXaTjNNkbc!yapG2!!E2~t@vm2OMI^mi-lor3JooRY!^K8rT#<b{{>
zTzSpxPof-ViT+m?sNFgBkWzAG12!{9-qs)KIvZaCsaf>Ft}M@+c?b1=PZozarHVE-
zNdtEk>Zu4q>#o;ZCJ*Y1!#SEH$K)l1SmtAUE6a9)7ADVLTC{_rT&@z(&B>$LyK4Z>
z3wUAfO!>@SM~sv2Q+y>tn<P-P%8b&rDA}8?43xs#F<Be<(=^R-lx+V?@s5cYB2qHn
z0jUWpkvLB}p<CS%9Ivl0(#$@>qRh9$_?Q1AW)_T$i5}eXZ6IDi_jr0IyaBM6*O?io
zM-rnKr4^5(^G)z%tWknorOtsu?Sn&7*aeHH$AT_N+&ZL6v&?jkq}pVqd<3s`Bf0`%
z<7^9EU|Ftn^7E}!kaR+2(>M9SN@1Um#@EF1l-}#0;;w(ee&wToY)DCe>&ZR7d)Gy8
z>wl#DNO$vtuz>~T>+8=cj7*J=`3=1*9Y2__+2uUtt#J~ns*z$@nLRjCU6>DFE%SNi
zD%ZSm8Im27565Qt$JJH$Ydqu|;(X^D_IIk7%^bO0{UP#B@$+sU92m}F_Ox*w*SK{1
z*#D^CbUnHF$97-W+<}wUspOM%hv9w4TRKe`sSf<d&RA|8s_&7yYdoU&45j!qum2NI
zz-a04@J3Ty`}p4*Cve=SxJk#$t$jm|hYBS+@K8)Sv}!Q;#o@mc9t|q>Biko^M&9Vg
zQxn_mmLzg8yM^85U}p%M<>cD{++-}O0t^<Js=7$uY=|2@QS|<oB4P!jAz3}P{eCrq
z!PAJCg+4(llNenLj8Nw?p6`6&%|5UqXC#D_?o^PY^Q`gH72BbM)Lw0ebVa+BTEw^D
z6t^87(#>Ye%30ab-I?RxahbF?!2eQEjxdYywu)K&5gxT(%1tD~Y5xMpe9B*z)MMQG
zgLVlR%3ZAxcNA(~9LTwmlPO-MQ6mGuM%|fHp_xHW(cpv=gmLEJ8f#T6$3p^404SI2
zQSPCjVJo&ned5hmp?i2}K?&x&IsR$B629`Ddn=cU9s#C#eL*KYoEfb{l5iN^ti9u#
zpE`Yra?gS={XBTmlJ)mPLuP+=j^dR5gK)?lhCcndx9Z}7n{c63dIv-A&6S@oK7G6m
zq<JYGd@Jjr&<o@NZgo8R-$VZ2H{g{)^VKMg%z8(c{Vn*XYQ<k^%dRbhQ7em*4cWy_
zVUvML)i_~gM%NG3i_E=MTcHZ9Ir552B``zG*3@BZtA`>$v~lTf|Ca(kh#c-syke#0
zjR1A&3%CWuLoIl2&Mtg<3$4z#x#s^=eA0yV<}6i^5K&Un{Ds>b$1Q3?<c@!L3{4tW
zE^#(W`kX7T_>H4mx*H8`F$1z7LmIT)WXcE{-N@cLPjR_NTXnUUd6XhVIt!ar!!<Q%
zzKVE|Z{;B2O=e5@(k^40Ttd~#+QCqy7_O*z@qHpFj07t)%^t?{HZc%Y93(_ARxp(C
zh@<xkfTJ>?5BG|(P^O;&KR@plbp19FugH~eHxk(YYIHX{;!Q$94%BUq>9&);XI0<%
zy%96ldn6)(MSS8poKn_8*W@3hd+$HO+fl1bSpTrEjtPiUEbOYFR`LfOrorz}wqee(
zP1ose=8y5N<*^0#rHAoG-q1Cu%LQvbz$bRi?Diwb6;y#0cb|efq7YSo^*7&9Y>C>{
zHGjqW>060t8Ax9G5`*NqIj5f@0_NCm-Z*#aTfuX@)cBM)B8kPfxFw4^9(H!S<DWf*
zY4bL*ezDRl`BvjtWEhYzLh=vsIg-GXBzDpqy-Db(uZO3*<(lHyVvRxqtP?w%Ed!+b
zX2V80yMEm-HpsGhSyL;M^I+&#q4~}X){-1AZ7wrA-@e8YXrht}WeHSm@oFe{x8QfT
zm|6`@4&U1Q-l4cdNGS9e+{~Rq2~NGenczQFmAO<EHh|@DBh)R(=zxvaS+#$Z7nS_j
zI+6RJyUH5`a;mCB6CKq{RPqOgI+VOd)iaSMiaRskm-5v<t@+0Fm=xAKX0LlJ2I=`6
zJ$y#nMXq0cXs*lpXh0bz|6=Ht`6kBrjJJ3T6_lRE{e)`eQ^7UX{l}x}J*;gsJckFh
zps58Dq#o*S-fsU_oaRzMELtNf{FcxJcFy}S!eVZF2jjPl|1GSCp&rARuV*)&iU^=+
zGNr!%M_Q6pp_sLPd^fIrcOSwAD^qNz^G@DK#IXmPO0AWVpsgkxBTO4Fs>kLDrmKfA
za%vFkt~fVd*w`N5<~F)(S67GD4H->o{qzQCa*H#tSlWOIy#`LJm=5w2Jmt!3>J5sA
zRgv!U>QU#@L}8yYs1)vR|3#%R)vQK1JCep=3qy1Z`8qgqjv8}E(n@4x)HNjIw0Dzj
zj$1$z6Wb1u=edS6V|tE2Cn&?s)m89>jFRt0Bd=?XSIxNo+S=iy`c0cFt&qs;q9#lf
z6neZ`orubXoAf$vVvL_yR+(dUJ)9OOO)U`Fx_aIR&r~dkRMMLo*M(#}^}g1Rm)jwo
z!6vSdZPX_Die|RMhAyS>bH0%7c0MC!X6HO4`pe8%(U+~AFMk9rD>@|}EYb~+`ZmkN
z<nELhFbAiknl|?tjsz)X)RdU+LQ{%KVrTP5-rl{-f5#BZ23v%nMnxd%`J#s@W_hYt
zmX(?Awe^Vw^_e8nAyog!R>5uCQ{oGkpXmF+&heBtLT-@U=@c*@_jUbBeeRyYcA=Ge
z>Jn+*uTBfx_yAD@s&*+?I!N9OzYqfbKt>)1l<dN~p)Orelu?}fHi|q%2*ZY@&COcE
zmc`}4Oy{R5vYYP8&0{&yoAc{A{ECp-B#l$MQ>4$gua;e9rorKFA+01mm#O2z9NVO)
zWVSzm7sb*<?e62+BFCcP8BK|xR<X12B8_;(O5B2+=M$i(?)I0_B8a_Y>;`H(P-Sjr
zA_a$CId1|m%`+Bid?Xuo<-}Z|Xm<`u8nlIdvMEU>L(5E$l5KpZ*WYn23@(%@t#qxJ
zrIlMOLbzuT3iT9Uus6pe|It<A@}*>YIQ+DMD)t{ru(7nmu%6fdB$fd<mAs$fsdhX3
z!(7RrO6y-E>VqvqHaKl$=#v2??%84#$5`FDbAiFTne}VWiNvCBp%#$#Sg`-3=Yd{B
z3gBK$Wj?UlUEjt-U^v5<nj%yZZ`Rh<)6To+s=I3kJiMG4#uA#`M1??$gYiLJ2JE~^
zS!CwXFH5p>y^*JfetZJ`*%tjJMl~}(yAxMKDxKymM8-)Zw@JKe3U(%;=j3P1Cvj^q
z7=CXFigMeLV)pDcoeZw5zd4+3*Z=;8E-ty34>pZ>X)O)@{KVe=V7wUdiTS3HTe7A%
z>4=9#>+6_+w1A@2icd&s252|ax2ys`zFTX{kn8iMp%Q=)#{`MlG=0%T8_#y?D;&s+
z?bc7i{_v;+Q41tbtw^HtcnLmxElOCu@MX_x;EHLt6m6jclur#HR{bQ1<UYUo<~fA=
z+9zPsbWI3le9aD3@X_Krm7yCQpk^t}@4aR~`OLq5^0KKC%<WBI`qUB5ZD^NETbh#G
z*XumoEry}(iG}RiWr8f@r!rOSU1Hr?g#Da!Gft#0IIvtrOsT*B#tVxaLC^C3s2LjC
z!8537jxr_`L;@#^vV#pX)V<~xMm&B(GdkMI!53I{=Ldrdz=w1L>+-46>4|jeTYqfQ
zyKH6I0j5fXHH}m%w6{6Y()76rlhk8i7)G^1!F$g@w}7gbLf9KDe0u<xz|8*h<<{iQ
z#}=kHADg^^KBqSTuY43GX%!m1Bu4Vs#}jyJ^G#Q=HX+}S_5+<k?fLO7&Y77H`zmgp
zj&-1g4j|NXY|xBx4$0JC*|a6XO!G4NVO@*1J0?sXt^wYAoNtZ|_=v&p{su3{!|JOq
zn+3=X6&dOpU#$Cx&xCsG)&BgoxDi}#P*vESB=RfNOf5+Jqywl^P)4jxU~If?ya)B^
zLvqZLsMup6tLTutp?aHc$H%PH;W0JTzPcg^3s$005@kWV*7r<#6tqW|SqGEX)QHha
zek=c8i_oW}^XP-GXpJ_4{>vDW8ZYnnP^9{(I-OS5KBEKT@3b;MA@Gh+S(3(+4~Fv$
zx-kC2^CdTeTnYdWZBor-tLciRwDt}mhBn;{6j=Gb=YwF5W|!c{|Ctv5Q#t=Tu1g!;
z{SwCVqI5@-Z5n$6T56Y~)W~7D0~*VTDlg{aU(Oe()t3Rl#4o0*SMje-PICAiO`}r6
z6{k;pfz7DMmkyD$glB8|l4H{2Z{t#Un>T7Qq*~H6@SYxr1mgE-CdACW%TsEi<e`#<
zw{&D*A!igvXAGUcd%Wy#=60TxMia>{RzTat{`fda{c*pmcUAvy=rmV8T)skxR@REP
zv^0>#2@*?0^^F(Hf~XHaj`%m4l-{$YeBm}*hIoOgltdy4V55#WmtQ~>v*AlkHh-(D
z(jWduPrepEPc`q$3|G)<5ZBAdOwj%<5s_Qk11U<G4cD7>$uJ5EN>n%JDvRqP7b>~h
z7li71o`~W!!ye=wEU*&f%wP4mq~i?TIy)<*93KSS{>HJIq2<7b#=Yw4*tMl(Mhe&Q
z+~p%=wc%!Ygr4OizdJ?0><u^4c*aS#vrB&J(x&SuJC)+#<s=9;3W~3{O;#0dFT6h`
z+H~sVrk4;O$gOvKNYL)|SAdY9D$3OVpGh5;bSrRmf;-+=x4dwI`dzitVbi%>MlTB!
zxRz9KAogRAW&IY?s6^S&8U1~(NO2+&w$%MLp^NmRkEAB4xa*Jt$w=9^Pw|%%f$<9(
zJkLn6VN+pBm8we;#R%hS@jYJKTJX1PaV~kQ@q=Q?0v<R82Fg4Hq0!{WHrdYDnlr_w
zKytA=*^Iq-wM_2Sz;DYxBZ7Jd;(s7Y++Ra0z2oNV4K|d^7{hgHOG{vbX402N;-k-U
zOhcUKaCx>NcNPbsGpB0hS+9z~v;pd#SdW@;Ls-Yuu5Su_!C&3kdaR$Y8$W%T;@lvQ
z?^&HQ=`$Q&ED}o^IJ7HLVUN|WuOh_U?M2H5ZI8MHZhz?2M``Ii0${K`H;%LlW}ZK}
zvQe-5uOE!!Fv@!+FWLQAuZLzYF}rX8odrHTO`0!g7}RsHpB>F=UG=oj+%Z(U(ru_m
zL#p0aw5Mu0tw@83B7tCZDSaHARGMC-bfk9J=eOJTG2}JqF-rO^f|jZe=n;Ah{0Ggo
z!7U2iT01+N-JnDs2+&pkNq$?lHrnz?cGJ%&4AGiP@C!=&EligntmnuAM5GHG{h*8O
znMLj#t~ofUp8rde3SpEtX6H<*&;4Y+#98H~b7*|tHOfMRtM}TePo8i;5xVz9k8in#
z&U{<<o_KzZj*)n+%u8)VtDyE*A7Z99NAz-KJLK4q8o#CJ9BtCc_XR2Ae`;;_cXG*3
z57Ic`xY)^9+h4zHvt`l>B(8Ef2hFlalG@IktI+NmPYGF=<OfRPmS|iPz-!5UYdnE(
zk9XU~7c=dfKaczGnq<Ai#68=<03Hgm*ezc-S<g0fb21biPXX$pRzHq(%BR*-qVib5
zL%F<&YEz?>XV8&-uuiS;qo_Du?nY+4Tkf=9>2K+j#aq7DyZI)tEPggdo?k@pMP)kx
zijdA^8VJs`3_~yGhk*OK7IB@OF5UnaQ*|_1A<*z0(SUyfzZnbx+G#wcF>143dqV0T
zI0J`$%l_J)Z5tUQ!<r|_Pni`4!a1diE=qo3mFf?cGh0S-+f?rs?DJL2g>w~w&TNpf
z0IB(*h}qV~sH|ei2f#3#K@^_wPHFgo-HCu#_*r`66@+wm=Trv<I=nsIhvIsBQ`O-u
z07OFn%*<-YY4$|c*`#*7Q@Jc{m8bkcuun-}NQ!r_8Mm}=THe4Xlr;5c(d<rL!-pTB
zrQne7#fY;<m1JFNJpaqehr`?8>yIh%nj_PAf&<bg#Lr-MG#WfnOv2oYf_ozj%Tw|V
z{7OIxf_*sM>ipZKHA`AagniDN7W<v0a=ZLd!b^&4ivvH3!`V;d1E0nCE>c!m7FKKn
z4w>Y5skGrC$2FUx?Bzu6vIrX(T30Uvax#5zbi&#Awz|ts0gko(c2ZH!Cp4a#7uThB
zmoX?vXwXnCG|i)&Phf`4MA*?m0N|bMR=KxKmH_v#L#Yy#o(P=>K#QN8xy!9%mFW8Y
zKI(;hLMb)h4uk0MqCQh2Q1!>GH_h*T;O3LHP)&hL`)oXUA+sS(SqSH&>XR13+^;m_
z5qxRO2k+pj(ZbbzVhbK%_9?W2*(N<0InPJuE;iKs-jNvXUC5l-4ibqL)3CsUg^K0E
z&Ld!($904H5^O(h8WJFwwQ&JLcXcVwKuopNZ7`a3l~W@*$pq;wEv=og?_^#zWG~H6
z(%y!Oy+~$bHhdJl0Y-eLc!Wj8qOvJI%52=erb<D%N^hL<1aVtH=@G>Zp`JdV2ji(=
zLQKcwo{x?Qi)&43D<pY`WQ9is{R~bPJ#F&-T{I@FWl)f7g&M6(HkPZ9txO@_F~H^>
zf1k(bA77u{+BAjlo8#R+S;cMD<y_}@V$Per??>VaWcw3S#*|#z-w(mi`NLVYB{jvS
ziobGmjhtE44Pl*g=mgVCR<zouGAaa#<6X=EO)th!FfTkh`B-UM^foUrL#Cjh`TUq6
zMf&|US!`~~<6FtVO^VTfqI!ou%hIK=_iX@*<u>+$f=?Q_Yog!~v_6Ukzw7oqTjs5a
zMhG60c_NiE&r$KDP7g!h0X28Y;rjh})G_ZsY@o9HD_#Pr{fDHURAjb_wVb=vI@^LG
z8n6}NM<dZ80(%Z6Z?}%8TWQD|&g7HS($>R_P=6>%xW{7fimI!7TaDK^UKN92EU=?_
z@sYA@gtx$eX8XF<&*7901St!#hml(4g)i+^u=KTvpTn8=qzwhz<b@}}x~y!%BQL&P
zuq-|0ZD3g)-inp?&6r0&@Yz>W!_Gzdd_VY<Q}v~wX*bwfzU4)>p@3O;tH^Nxo|K!e
zmY^)X;r?Vh)arX*dSG)rG8f^Kw}B!c(&;H4{r6B&fL>8X%51PxRS7!YyYA`IOMxi9
zH=}ec482x*O*~I{1hk5U*&N^*JZANBvEA#o)my?1oNTrhpe#Avq1n-X<t})(^Ir1M
z+NQ>F4p79mA3vOhr2d;5_i!_!Y7*J8D3(Kq3@v|mayQCP@x+>g^~$g0^5;lmb>Hsl
zzZAEUE(=tEt{KK=Af_l;S$bia;6gZy)%A31f!QnE*MR1o>#_~dMUv%sJZEP$MoU{q
z(|m|w!s9mOx61F3zU;*0`+?#Xtj5k|M}*^$^I1xv!aUD7uZBAgTVDE0Aj9S+yVnY)
za$}!+kqcS`C!wfKffMm^k?#G8obl#&NFKeD)N#4Q{^%gv<6nS)5zJ|ZM#L^E9kI$9
z%w`ceAHIb<+aHv;i?>X2)UEM}1gVvDk7bBOaIMOAydKHfJxcw)l5v&Jo&5Igw`AM<
zPvR(L5y-9;#ik$HO(_olw1vKiiLLz7(|#fmPeWVb!yd=u!^4%g6Oz_N4S2I^#ixM9
zncLsc9g~0fawE5A3~*rYwIXo~R`ig}Wtr?!TB!_$!*jR8cI2TCq;&+<A)@RP_bqSv
z%BVbZGg(ggD7GVXWRKM&epB`xeZ_Y-km=FJFW%p3Q{%DKSO-jHQ~BFq2yvfHqVGXy
zYJH(9quwnLM(1UteEvebwB^k?I7GQBh7@=%Z>MOCL>K%^VLZVT>Z|*UuiFJthJQv|
zaZ5=nBY;-a*ot(XFV7=4@K=B1Pr{I?R0-Q4AKUbdmrab4)_8B(*QWPMn!25pyL^^y
zcuUXcb<sM@5%C$-2d%KIh7eT^{sm$eFWRcr*g;gC5SKKb5+DWUU-_KTH{YR{-p%hg
zcD)}_kiD@rW8Kxns9dpR&6%9a{h_X@aO{}%r%b}C{El(qlmlgce7dN|PcKeq*ilvv
z>clQ)NCPWg5_gjgg)=e``APQ06QLQ{aA##BX}GCxAtr2Uf^{$;=mMi)(*+0bMw^dA
z3bN1l9bDx4vxjoo%hOa(^_KG&U6@@<xyQ`g7IIbd*E1gO5x(HT5dKN&5V$besxGMa
z*KTcL9isEoOjP{v%h7!Gba@A!73ajXvPf@-IB{=6$|}vr+Y}TU(yQ0$1Ww*fQQV|B
zwP0Uas3Q2-Os@82@tvf$QG=R^L}dD5JF8x4qeS{}(HWA(K3l-7=~9{~{sRA-O=zrW
zR-~eTJf(6lKrC(oFvQpE)?BP~-RgQA^BC9)JOVgvfFF^9wvn2x*5^!ZTB1|Q{XQhY
z)wsyUHH&vuU`8~Hgj5N++c(t-$5bY7(ud)Q2?F2|CqtJZc3^yOCV%EBp`_%PGb2CX
z=LfCE7G?cLOnURE7qC30u%)1~)@}Q!L%5w%38q3cz`0mZkk1y{HT1oKW&LvnwVH8`
z%gt0a(Wy_f@RcGCa?L<N+ekj>Z$IAsJPh1vFafvdS_@tr%}hyMo_kp#mc84z1n{G1
z;o&yFN{!2Z2Wze7@ODX04xjr^X%|s1ScA&em!n(F$GU@poYZX1%KS|FV6)crJ68!}
znx|#K<*>}4AhOT8{3<5!aBvM%0WDn>J(72DCw!IeGvd?hbpIHs{a!2GQEGvy>voc6
z&p>XBH9wt7dNohZO-$(RGtp03g`=2nk!CP<tpW>C`Uc8MM={nd^`Sr>ljWVK_j%Zn
zckU`Epd)U|UD-zY{poKR6gi-ADBY5?PK?%F^OO28FLxn1<O$nodh!jJ&;X96r@00s
z!&<AaINH?CmYrX!S%zjnzxt680eYnMy^L-{RSx{TD5YH7u^GJg5OHytbfd(Th#d6r
zQ>q+r2mb+FLdw{g6UCDfCAFDDH&UwjHfqxHWFCh-m2)+oV-*nsMlzKF9aJp(I5H><
ztVEMv8fp72v}c-G7neU?8Iq#49+pn`N|QGRRV!+$M$IG7Ju;7?0=>-cOx0|T6OVa`
zy~S*jTI+-B2<FKD#)eZ<f#eIL3$E7VLD&dO!!|WYQ7heB(3k`<0gTBig7-BKn7!AI
zQ24>=_T!32=eOEemYH&Z<;ss(Vij7?v*SOfIA1~`;FD6R{EAk-z?m;EldZ#``$;)l
z4b8}gDs0ivUU;&q>XkNW|HTe(dw5w3_f*NE)gaDd&@jBED7C&mWl^bS5DaX?lHGT&
zAWB30is!^Ng2yCY{&yPCEg`_ekgOKC{2}>7a4F{LCz?&}B3?v%<i_wBpBj)b#BASr
zEy_T_ZKeqm2LDfyypIz=fnSR^T*sq6<Z^BIIPhrl_9W|nI2IBB5CgoY0JH=(YG!I+
zob0#J@=|VU;-QP4!~Lc3mTW__TLDQ*DGwljpP1w_W3ywTwMN^1Zgp;EbXUb&=2{<h
zs5Rw}n9mD+sh-&YE&$fLCy;YQ1CTjMZ2;^e&n1?Wj1k?;mKg8JHi}V6r|WC`<fg0H
z-x=8(dF|7qC>?s4dJ5|6*ZHGfQvlNGwHON4YkXalQ&WcgG{ldq;NwAJf%CX@9`Iw3
zIi-Ap4!7YgAr0tgmqnsAt&WgU8vm6(k?rtBrnwqRTWsK=>qN-5bEX`bBi?>9vSb@+
zaw+C#=;UUC<S&E#DJn^7m-Fq*@o(~FcU3brw03}}=Xa6mkc_FzZ<i(>4lwN)$es;$
zlq~Ocx5%Fu<EE$MPJmI55(d)XJ;O<@>YI>usaF{Pe7-@^2raGeMTYasir%&k;C%^D
zLH@r3*omc_3E)itrn~RePhOj@`!*5|^0afVX?yc0%Ep`4@QJFrZ+O$UQDgffKR5M!
z{f|Qu!Gs`Nna=Sae)YR|le|D^nAViXF&SUsY;>qTcsF0Ee)^(&4isA<OM-;QdiZ*Q
ze`tp%IfZ7~?bg~9ZHIG?4;B@5qkaR0GV)=3z7!ld^{02+1S_?O&y)8p+!`q3US!@&
z9@3m%$`!%$PDj-WupbND9F-v$H&eACYRLwY&LLX72g5PVl5nqSRHg$;c(QX9RXT1;
zm4+K0kf9lzj+aw*7~kAvX0b}Z_9i3EW+vg=1J3XKm7mqt;IZu0tAuZ3TRslq-Ino5
z(WH0orYnwwKoUQT47VzVCN5WK8^)W@L=AY_wD17g)kPkt*1DBY#4CC0HGmA@mA+;M
z(%Jh6;Kr}*QZU8I3u@fLXT*PXmU!xHJBs)E>y9g%{^&rbK+lp(+47$+m$`nLIN|`9
z(SH1g04slk?3sp*i=UF?gC>ubXYCr7j}(Jktn5$N?q6jACNU&X^BYmnTG4+caV0Q$
z>b*YZ81^gYw<mSczyq+X<9tbM@9%-ezHSn#&I!P($Hdj(9Ddzurv4sdotMVqIAVs{
z@s9yqMJJ+_dhCT{YzxlvSlZ+1Q>1X_`CX0c)7z5P<>T|c2FuMFZBX67!EZ0{{_a`U
zy{&!FA`P<#(tl=WAxbbT=eC|uXnOGoOW;oJ0b3lehxbU%S~>U9hjOTOvvK9;)!&U7
zivLoKim`$<Vj!WtvjYhqMAb%2n>;KPh~q)de2Ra@jlY8Ha)BMZbW)i@()a%)SJKL}
zo@t|8)ex2Um;4#_#=_dp$s&CVbbt!%L!exC-=}Ks7`NS=J?84>n<WsxF13XQ-<!(y
zA1}6xm+nt!{~Y-bcS4wcO7URo_hgHU`!6P^=IrJ0;}I!w?@A*G&S3Mkq*hL;B~Aw8
zYG*;!&g#p2WzjJK;k6DI#uN*b0$uh5e*HA>Yk&4Yug{aNysPYz6+``BNX6Ehmec*C
zL(h&x1U=*%?O&Gvp($5k>{7`<e<`y0Qq3o*ikD@3G<oV?b%&5W_RVpfojFUjWoE0@
zZ^LDU1gg&6B`qesoBQtc^VFH>qP<c8bU@6+C1|I$IBr(i(i6FsZt+b($iG~xHLWjX
zM9c*zyLBzm!Hh+aA5Hl_bYHM}gAwA}L}3(;cWkaL{%dN#e&Ll2;6)NWmCqIS%N<~B
zeS7~$jFT-+*Dv%d|MHl%(IlZh;hS0(2(49fqU0Sb@}SGAw|eRchC#6&(#ZH|%GfR?
zI9+tt!RM}{sBlUCb}yDKq-r1_VZvwh)Z`au)t9TOvEg}_@*-)Y?N7}v786NTsI&aB
z@os*VBi7Qdp;hry#)nB39cO(7_Bg)&hWy^2x4JUDcS<_(s=9m0o#O`vR=yZ@v^y*v
zIH9l)9ty7xQV0IzFlc6V3wOv#sv$T4zIGB5vfY}75W=CtQu;Z5XIy~npo3!Xy77oT
z+=(J)>YqR57n@>W`Vy$@ruHCoBYx7~&!ga%6bm4Le07%mge+mcWo!%fFrd_AUk?-g
zat=N#9!!>V{ZsVvQs0bOPQ=7J<%+&r%N}quh19_K<?sGODarMk_9gH(2PmrRd|3Cl
zd~ANg<MBeBeTK)OS#fY-c_R}Ktn1X3_9(vxlr~I5f5xmCTBPgQ)6g^1*kq7XS;W$n
zaVgBtp4o>+%x8q5j^+47Ti&T)MqCV_<i3{IG5wDK#;oAyYa)2c0x&y$!$*Ap*%_&o
zUQMliyMk{yem2UX-Z#=*6m!KI=Rd$*t1>UsQL9|ta%6P12-JmENUSn0Wc~f%$9rY3
zalg7gbgQLrFu16@UAdu!Fkm3-zKl02B;4+_<GUJC4{dHqcQb9O8g*;!sO|%!Wv@2F
zQ?B5uClmd}3IhuK{c_}bJ)ze0=$^wl_gQyw{YWYv6>4re#QR9?smB;V`aRc1P4mX_
zrPz;i*GyNNrEq_Z%a@P2ZrJ7)&@1?!kKleV%tvs@9?ieo_VQ;Pyi{x^_`d7BX~LcR
zMW$uCg6&v`RDqdC1COfCLvt*CtNfPBHyF&J^U6{htwzpTPOBB!ek)p5&l+r{e8rK|
z&NP0qD44*W;NXgxl=wUA<{Gl8S%pQh;zPNd@Px2wnNZE?5|soMrvje5rt$8sV@6^U
zvzN7A^_S7rTp+BLviZbbQZG-h?T5skBlJIX9EiHHR!DvopqWHlrU$9Ac+CMd1~xd;
znHV1u*&$`-8P8ba?WUsXatj-~<bud2tS7A3XQ-OcTIB`IH-sWh%}9sf4HH=l){<jg
z-{%c{2=Ul*Tq^AP!UrU^x6Iq&eFZA=16Xm`;-q@tZ011cx7PnuV{RrQ6TkL#Kb4lO
zYFOM(GAJCqG;!?>sm@<*6`1BTd-mP^Z%a^2zDP#S9<#)OaVqxwSdy%aNo^078Bq)u
zzGs_Ny69|b16TJcA)AQ1_CYh<f2l_Z0A=2F7ycPtGF!?xy;uMmh&gk<MKnEXg$hr2
zmL>!ZjZblMBB@gPy)mnNJnWeDd;s#_n?m|qr`!M~i|HY8eYK`~@tW=tg}YEB)f4&;
zfOPsuL8*J~-e@n%IHjEzTfuvss_*bI_hT(WB92-w7j&j@OE|t;;CrtO<zQW+e>3uo
zB*gb?BV;@$CgI_olfDc?r);+U%ZDFoXR>{uh1-4_O=Gdf#m$#OoQ41-vp)JK=|Z%^
z0XWf56kLV`Zs^yq8!dSFi><f9R*$@_JTSGNXQj1kUPQ%z#jGcObA+t47{w~}h8HQv
zaT`(ee1%XTbbw2!YeIQoRQiABAe#8ksNt9qKJaJSkBgme0K&nHn|`{kdJK@m+U^!0
zxX3)n?wNo45M-A;O_I0EoZgF<?J&wXVa2$o39A?7vy?K@y2ej`8E{RTKmKv+PGfZr
zs8(vzWPvz_6R7cygJh(tj=aJKq}cAO1sZIJxOUfnEgSf|F$*j`eHhHRjAa;d<4Bw=
zw69fXhIP)MqkVHFVBA4+_@1G^2uFwS`?FW_**^IW`crdzoAG`U_HF_u&9d5Ws3L{`
zt0??`j@uMsOqIHtu!WCKaSHCP_FnrhwRfHKMP)EPuY!LoJ|91hOHd}Oj&D8b+#6FH
zibN`hS&Nv~jcs*fe4Uo77W|!OtC2a*rfO5ZL9I2-jDzy?Pm!GddNXE$Lv2~%wBwhF
zdHbtd5|_9fGt%g>SYM=}nm3$1r<lmtCgf)Dtw5W*5d~mr&{`ji4#B*AR172(R2)OI
zJ&Tuq1?R}8oMkcRA-LU}q|1tjTGM#T=;cX4*wGG@{c`$;a2DaL1JgTMG~(t#AlEEf
zm)56aQPan4YJ<?F+zt0)M`wZeV<Nwm(+2y2v0V^qsaW0CqO*kPk0%KZF(-qgs^(|j
zsvG$9$?(JZ<*@&WW~KdJeY{`~wt`2bmjZYdN<Y2^gqc2G2V!@W6kKoNdPqP|RRW_s
z^vY{%;P<zwP;F}ah&Ks-VoZlmT3yslTLd(AY~TI-Hh<H{AY-kua$w-ERovdQ&19$e
zT9piIM>MOw5t3GYE0>g%Bc7Vc;imS}jQQsWfq{BZ`cBJq9rDkBSMx+Oi{h+RxXqI1
zNLY*hL86$W-FAf4_x0|aBo6&Bi&~4#q#HM9wd@|&jIrw{nj#(nCg&G+Ox<{vr>-U4
zk&<w9qAd*0*hb5A!#?epMf~Yfy}vt@+WR8@MPB2*(S7rqXnndEL>nzLvPP95a+)@n
zwtSo)TLf97_X>Z@@un<}nDBmayi2&)FLkHe*TR^X<1!j?#A6hE4G-;EFy@0DL8DE6
zOWfV)_lf!;YHT1e!8Q{#7$7s&RB`*TUij0MMLEJ?tR}acx{caL)kDnrS08<mge1mn
z1ofq>@E8fhZ)Tf1okPs0R*$(l)19fFEW31Glrkb)?RWU>U&gaO2mrQ#)`YrBw*C0{
zay9B2+;b+Rw<IHFTc32lPYy`($%~nUJ`7{v`e~{$;#K_F=LuuXxw+FPVTfus)vt}t
zE&;c)cN~olV{HkYcEkqh_Eo(*O-h%#ZX*%SI}B(c;cTyo(D-1dK-an-j4!8s`#n_L
zERx~&t30<r8G-}uj#}`zzCdI>5!{3zz^Hy59mstJZEnN)MCbgC4{H-Sts7XZ{HJ5(
z9B=lGri2vsZ-Vl?-+Jp+k>ip2GlkXpkqPV!i8I^wUh`G_I4uD|y$lJOIUH0DBM;qo
zA;#Rt23Uh&b(3=@Ld~a=z3#&U;A&?^)@s~kr_N8p2e<vf<F>y9b#+xABEbg@g}-XP
zH2zY8T1WA34uF-`o{FlhlPzjZy<E`HS18n0Ry>C2;Pb4u+S-UAQ8|BLtJBBRD5Jzs
z?f1tEU)h%?XjZ&<7H6?CyCS|L|Ic3!2s?*~OLuL(2Vluv%s$gIldvM}nYy#456%Rl
zo+MB;?Acs)ADc{4SFj!1JLqx?&VWu2v5K<E3Ofm{%tTct4Xr1ZFv-I<bQ2|VeFrTa
z#aekHc;%&KGs0hjA-_v}!Y4Zgi_ef42|vb3kgKu#wy9OVX>F))(iJ3lVnJ6)e$M$s
zC3WUxrhM0Gsw(zXAt9=Pt*mB_s}(BktZ6~J{aE}p0MWVs-v!@v)Z8G?C8UH}c?xAS
z^zu(ij+UFt1-#^L(>#&wVXD9T{DS5^W5Es#*34tgyH|J^O?}58t1^5n|I0-ci0IM>
zsh3|$ez3N*93+Cpe)N0<NUL!w9SX>YHX+K&TG1!exrhb^#%vsl4^Lo<CDFz8i6>k4
zTYa{3$aUOj|GqftJJ$?e9VQm69AJKH2f2045F-~8^kND5nki)C?2%Y_)%->SWA+D#
zwQF$}ykEc|(T6R96K3BPlhc7olpmDaU1`49apw4Rtax@t6q!g_6~LaUHep+JNS@{s
zTQ<fi#m0Rhp-rKGtF8{To`@*PpUvafofe8B9x=SmymvD%U5$^s5)s=*B@6eFujB>u
ziG9%XVZU8Q!bMT(@%tNhx`E+=e4_Mv7DOrS(dqZ)tBJnT;O@tSB~Jl|s5&2$<uIsn
zIQr=<q}&zF-l=SKB;>DE3-e<O7Eg~Tb(O8YlAbLam~bZDd1c{AI@W7cUvIxu$-l~)
z(QG0cwJZyj8niG(x1tTFYV;@X`>IonW+f&F2PjAVh%1?F-fTHYB6t7F7O|Kpo}a)L
z8SS3-9$sXZuZBqK`OYtkc@uYnCV(P6`7_ndf&QWit!|q}Pk&cqeDXkd=SgWN8M2O#
zgaHx!de9-zdumx-py}DG)!SQ7uU&iibO?1z4+r+_75a`BjNCjEP;z7teLry85Xh&B
z=3@nNXc9~g+LO{w-z<*BIHG~RCw^DnhVb~jOI`8x^55#;8?$-qf3K3z<)1*dsdd1$
zsj0d}d})_Q#w_+)+u1zKf86mb<c>MIvmbNcj9j$%Y}BvJ6Ea-=Wg}GMwox^%8XLi=
z8(tMQ^X`LU<d`8LCN6Izff&sgeZPUY@XL8fV$a#sA|=_me`OVbt_J(&#00{PT7Vj>
zIn2z4kMM+hbD!~-!^Pk<KAxHf-rQrEl6_iWkdmH5Q>Sco_5!$`v2Wi@opu8r!HYn=
z1!Gah*f(5mnjt94Ja94!2&D18q~pDA9t2m^LJRN?f7IlCRKs_V0_CkqIqIUsZTLw2
z^=R2P)LKuY9jZSblUCR-$BJ=lld0iPD^?AV^<$H4tU*)#^xJKvnfr3;L<FT86jj8`
zd(WE*JZ(fPXZID3z6HF$6EhQr1xZ|`W2XvtPBXUNPjv4)J3MQIC7BE#`-RG=h9i7i
z9L8Z7Kx4GRay(&D<_bbR=b>qvF{7Rjb>o7hKp^uIMRT<8Zw$Qh!wx|xjld+pXT;0&
zut)!+z@tbbS&HjGKm9e)*F8gDXkvP}ngJmgc1Qk#-W1OE5qOqSp1gfFcXTs9YNaO{
zj#p=Ick=swH1!<s5Fp#YtL|SsB)q*p6PZ5^pqXe5-i6Z2k=4@6VD*IOQ#n3kkv(lN
zd}J|1HN9wfDl<?`Q9K!E1&*GoN^ai{QB!V6kq^6j6Rt|m+hQ1b$sGGimxwu2JZX{<
z4atXks6|s{J`elbvCOJX0~U;}nZG>aSGMo!bNo5n0ho^B=J0LI`jyiKHY+Owku$u-
z0{m{Hya4CMMU;Y0X&UjG5pYc*VkU2TOUssAuV-ar`tO$Lot2cXsMn8&Q4WL~yv%X)
zq`wF;5B1tg)4%$b79aN7WoKmFQJ(zZg`00`FI6%tXq4$54XxDQdztEyrTyV>H|Z~<
z=$s@@FI%SZQu5|S0#f+E3lGXK;=Q6#oWC%eGmYa!dVZ51F_25Gs))WYpUIK$7=oQX
z6o4sb(*y}jEgjjP7t&i(=?02ozJ1>z7=Lo(hO(USf9n*OuGC2(45w5&`%a@gb0w(1
z>UsCFR?jj4S^y}bpCR7Zu*j?MC(#mm-5gNTq&%sfdGj{4WKi={d#5|^_YzFY4C1HK
zt6=$ZuGyt@U>~n9>6^ZB*)PQ|L^&)W1)iJCs#UA*ega0FOOf4mL_84fCJ8Q2PeMZf
z&SKpT56Pr8DVy%;WjaKTeaeuYKXjz~C|)3n>Ji`q%CkWr{S6&pY9)(}-+l}b)&5&7
z00#q~^fkdD$gZy_S+S1=BRObg`_w6Ff9yo@(4kIg$^BBfE-upgs##8DLE(^axcLY5
zr)ce6)smWW%ldW#cQro_Tp7PPC@yW758+G?p9pk)AkxL`PoLn~IFVfDF8HIf9sYB5
z_{#Z;Zwj7h%^%Qzq>(x^#&)oyF(Ej*@8m;_SU0xa<YC&w4NcN=R=Y?4Y-10U@qY4$
zJwsx7R)XEK%t<C+B3jD?>Hhu2G`j4YskKn6ais%VIW9;u;*e0i;J}6Zp8Y#HNwa*S
zeIG<;e|^VFf>Lh7_61|o3Qd|e0_8Zn17H)V+uZ&(s-CUm!XPOoCmvh9A;K!`qTn1+
zlI~VC+^>M_nn{7#Eq#Q;O|*YkPZH)o9p~<jNm%HVi&lSm2DPyLHb5QcnrVU)HXIO}
z8Xj9^>2^c)LVMwT3&x@2!kQJ^Ww>K01N!)SM=FpFn;gp8a()^YVnes;ZNha?WudjB
z$LMv~N`7h%YR5a9J=jM#UE+PTFXL2n>yAcKM4k>PU|OtoFtQoPToq4c;D^=YO={`1
z?&E-B<2BVA9_TYQnr}q9ncLi=uKN_ZJsV$%&FACe&)B%U^}hYqoFuUKFBigx&-+K5
zNQa2OJc8y_zbi61l>Hi~>0S6MSAeOpsIHR9Ju^9-_;6OL?!|z?nw)&a1C6Pq6YW*K
zg|!%gyOT+tu`+7{Y2(P@5>Sw~j~$7l1q@bUn-QUt@(@#OlAD){yaD-QlAs&1he5iX
zhR3ImhOBzG+N|Ztj8q7UTZjiX*Y4~is<u-(E2|O}q=*~tb)e_o@l}i`QsBGJGv#00
zFkhYT=2p4e3TYM@^tW-B6w<k2B;s}&q13go8xW5g#BfR9f$EF?<%0TrY;f9<2uBI6
zP+yk$pjyL4R<In8kD=71Ua=CbUFFO1EH><Z1h@0Mh#Y(hdNjpyCSML`pbH??rDrba
z3<|`Bj-CbaHS9Ye%WYw#@QHzDxes=pO9D@|8qjy<D?^mrH@vsWK4YieE^;Hkq*eb9
zQ|}$s#QueQV>ukEN^c5E@4X086d^!p5^8_|(nFOdO;8c=2tg#F*8?F5p-Pu7ASHy}
zJA%|uq<8Snxxf3a^|IC^ftCEhWM;n4?EUP|Q<!B5&komng7XBQ%V)j97>Ec!5|5S5
z@7m&@sr!O;I18sM63q+MWX5)_rHeO)5f$}mJR|rbN;Z>$93NdatD{FvF@D??$w~}*
zEh_z<jTI#;On)DqahZ_)U%wM@!rkP6amYYt%o>VVAy$DwQz1x%4`NM@!l`B#3H8{r
zoHDA6DG6m!%0cUg#~w)=o1J^ycU=ldfi^GP0yhPlWOzZs%jysnY~B(AX8Oll^}KG1
zPHS&I$wgq<tSCOm+uyvYL-r0#_6{l*8RA$@mMO~(yQg7BjhVHpfYD6%LAeR{Y9<e7
z720j)6D5um!Exwd#9J_~eQ+fSHS+|%yZRxZ$mF<)(bEnXQ-GGF<n0eYA*2Ct#YJ-3
zT^Id;j7#HitLtc5Lz4(JN2u@%H0UlJLf#1QI<=RXXB&#G0Cp$clz$K@3etr$zTOgq
zG9bq|Sa9k=zoo7@$pUZpJz4i&ERTGIX5Lr&IToEYeoqZv7&o;>-_t5Ha%m!_UiuOD
zWdZLe#p(Bskw#7pe9oWj5|hoe{AR;4c4@ol6$(glE-&+pl7+41ew)56y2~%!<Dii8
zzW?VPn$d4H=SH<Y=$D#*$g1WHU59O$Lx_Xt+hfP5w&^E>-(JVyG`-D=TOPmz6LStF
z-Rrlrb6!5+0imgNIRXHg_M3FsV%+Lx83nGK_vWPASNe<=cb|#Rt0dJUHudWa6#+Kt
zW}W<ulZYu%4kPWer`@w(;Na0E#N?~O@PHlGbSyk&;AjBF4Esu(^Y9HeTfo2_$$Xk$
zsgVDO)=F?jOWO~LD9mv4Nyqwj6Xj66U3e2K^kg#kl+*tCDam1KEB@tiaNAv*l9MZS
zgJ_i3fmzw5)_M79W+m~yz-#S+W53pbZ_#C^(YZpF>xWKf-~n&=h1B(0)lxQZuE99F
zbAo~VI3tVbBib6^-s-gIpN*oRjd~9zOwwNjgG?m{!lJiV-I_qw)PCiF_?y~8uOORa
zlCfu9oi{M(UofRJdL-E&?1H|dLYWA7>NK6idgMPJ&`Bp~i6(sUFwh1LU~;I+Khy>E
zU`H}h3XOLfUv8SdyZ!H{hxecX0)IWDvs33Khblgd-enT2;9%4Ajm@Q9WI_?7Lm5$W
z+*10fZfwrIa-3Zrb`v=ux3M5XrO_e~>8WBN>Ta#hBm~YJw;$&W&1@21dR+^tE&RH)
z+x)iy8lKr_mYHc9Bs%(Gfh#{gxBV2;c4d`9oPeKDz1ZAUs&X01R(sxLD%5e{R9(Lt
z;to!WP}MSRf7OHa8O8RNBMEo|D;|3>E(KAG;-OGxsg5lhl{>Gw_trVWV)DAX6I$#j
z_@o1c!8d(7EpF4417qbB_4KA&GDwc@F9zVXSI;zRBap%TFe=rk2o6pD6Mn12<VmGx
z^r4lEX~8lyQzNV*3U$$*X}l+reOcuZNJ*1WHfQ(V-w1e&Gi4Lv;J=n0Q<=<P#>%}+
zhM-%w=Q|F2cIH>K9_w|<+&;)G`%%yNc`9+tP31VnZ@}QmiPE7<Vo)hp(<%;exIbVH
zhk~Wl)W&varHdy?>LAyqI7<j2TUyoGSWg;j-Nk}DQyg-n&~r?pze#RFWV5?nF4Vl7
z_b>M(tMJWYs^n*)|4q3u0+$|S{g+!-R%Cd4V|!0#J-iTF4!S5R>kTzsNmm>Sqm7~e
z@frH-n@W}vqg)eJbCT}?`ykxOKgIbC2c)6|=O$NN`bcmLt-vNQGL+*uB%zXJq1=q4
z-cHdt&Iw!+aSMw4wY6Drwl!528NgL}Fi+Fuw0V{c<iF6-{2J^I&x(Qw{DqvchwM8K
zQB+vbqcrmOU0xE)9U}~%ARXy7_H#eJN8B^haac7<<Gf%@u<PQhkQyM@@dqhp@fbxo
zHyNz{K*+HeH{XKfO{I^8WSA<+SQgG6*_A+n=~9C{_flO`l3g09)9WrQ-}<0KIqSkL
zgOf$Ge&tP?ic^x~&stRpX!{JZArVs{(~-_7kQi6*tEw7=wio+Z5z30%wO$rOYHPd$
z4)Xu~6fl1eWg;`s5hkm-0eQh3Z!D+yGL^bDwdYPvj(Kt+bP^cw_iB{>mh!&kM+yAE
z77i`=TAQVCnsTI+e9*3yJG9xRGgO$EE4wtZlie3~$NB*%jLYbwDp$kXuCZdToR}5H
z1W?mmzvK3{_^5BgtHUvGeM+yIs>*A5-hNye-1F5sy3Q$RFIehIi61xi+TV^^j@v6o
z>Lj&4=^5|t@wt=%rU`kyN_mExG!LYzc0tPVx0IUdej8_;<fVBxuY?{S@@*17Ueemh
zkx$Hf@|~6}x4eEk#|$Y?-U)!W+z~?SM7(aVQMk&Y4ENec9m0QzSRO#JXru7ngny;S
z*I#2Zk_1g~r@4=>523NnyABvXn~W0?12xiQe>K&1=pN2|{KfN{tU}-1529Y%3%@Gk
z&-o_~?vERXZ-cA;kc9}_cBkVD+lH*2IDG!aofX9fx6m#ED1Bi|>#ks<WaX}aOUm`b
zv6Wp(V%12yzM9d;2*4=Sy|Ux@=n^axe_NKg7@bW%7Ee~g+AiK9DGBWY3Uu3`=TPw>
zRtNX$S5oD^<bCB1zC($*e1e3IGeephw)@2m?w(0u5T6&{5F*9b$dhJ0A`xzW5YPm`
zoFJu}%M(Yk!B9%Rb!C&0kfxFl5gF{6PqtH|Z67PUp}%HRpBsIjaK*<=m7MOWxVdVN
zqKp6o+cI76!gWH?p^Lr?qbX*@FThf`NWPlK>ey`foc-vLpiZZc4>F9sl}`an-pJ(I
zd(N~XS|oB$e95$!ea1?wyGghbBktzw6Q0%cGg`jnn^~^8aP2bSz5<K5>}iam1-mll
z65rZL2#!b_l_)`axyC$nV_XyUd_Og?8GW1jHkh%q@C`_90gt*tf(p_HwBC!OLfl>=
z*sMbt-F>%9mohPwIOZh}^%q5{+w5^G4rsYF>tFVp@a=M?APYEdF*Wm*69(pxoVN<g
z4%94sR&W3UzX%)3k(t^kp77(ND!n@&93R0)U&4K%Qp?Bm7@N`;B-umDh%p@rbt>K4
z_wamtfZIEi3XGM9>xPV=O~EQp$^@X`tPpTM`)Zi^2b5q{h0S<X!6-2}mXz>W?+JFT
z#v6OE`a$1gL}8=P4A=iPzaDKaS@IVod$V2y?2AzlykcAVb`o^{b=_jZU!1YBaw>a7
zx4}5l?6tD;*QLUC^!Cq<^_1ZcFHm!80t1_mRh^&6)iz^{Q~R;LVqT2(90>*CfvPGd
zBR->Tq?cLx^{IU3rK{DUk?2W>4mj?|yT1=zhW>XZlfUl%yuZ>;+#m&b9G(tG6opr2
zE$Ut%=V;hp=Rlf;O~QL3-!i7pUD8gcFs=_DGfzb_ED%pqcXlwc$R95s<fS;m<$Y`I
z$AslCTGDiszW{t2@cK=%+s}k<@c#Qg;SoQb<1^k4FBZrK{iwRG3NgP)U6(H*<2gC_
zg&z`OKNIS}(V_uxX=+(gUewm)lSWZ(F*~6!2?Kz)L|<f%Tsp)3RvD9cPgGu&%CL}C
z<*XeM0{tO_MkG16@OfsX6gTOTrZHCOaZ2$?qP#V_BjniJw@+dkx7U{X-(Y9vc7iGg
zM4KwB*W}MrXB=HbQPMK%kZ$d-&+D8b|B0EcGWU~XxVbG#$CL~UkTRm=-tbb_Oi2GU
zQ|H*gjdx1<Bt~DOi44<*={oi?%rS80^Cd%hYh4u7gn;2GcWk(7q`e_s%$vR(iwm`%
z9PS*J)|wq(e#j@4=BQ*&xTu~UN)ZV0oGMcyT3a()2bb!ZayxvGn&C&kjq?`7bjviC
zRB<IspZOy3pthcSwH0}F@F8qDYng_dj|=^HQ}HimG&rY$qGKy1vVrHv++2_M6SYr!
zXTg<gE&uj~g{(m!Z)Tcm6_bjbmNAxf-hMX53SAuq={A0zsk3QNZL~|CeNm5Ikw@us
z=PCiwMB_Bn7qJ8+^CC+92iBDS*(+0NUw!FvKHZ06%*4_<DP#r+I>If1Vg!I`LIz7q
zj6%gdzDBxB&ZkbZKR<Kf%iK~kF$Vp~CrnCwT-0MZ>PsqaQB4>X1-<z4N(`svtN5e+
zD+9xM!S#As{~4XFaW_JEW<$2u&PKm}?dP@b)t)1^-|Nk?)nmOF(Usb`eb=!92u80N
z%cl4HBj>+W`3{LOJ+K}{{@1Coe$pI7p#)S2Ox(Qg77qvs7C~ymfvhxsU@m<J9Q;u1
z9nx3?`GNrnMt$L<f7-1tN+wN_`Q;{`7lq-ihuVY}osmsLG!Z~TbT_wen-rnKah^(N
z$3MZp3!>Ly+Q?GSE63$mBjxzA;8;%hNZzffM$S!Tz<?S{RXkpJP&pT9qc;XEG1>_^
zof!d7qbr+ztkezXRJ_sx`an<4v%w@P|C(u^^}ar;6KbR{yu;yd16=It;@pvFjmjA1
z3cuI08lSBqJm_)Q=Q#F{Yr#QB)>~fcAiWy9*hwM-(K)R=LDu>QOopOH2S{cW08)tl
zc}K?a?`=mo=mwjhWAyHGIFmQu7Y@M%$UrWruUmw_N2ie)B}Lf!{KZT^b$OneSR|#h
z<^Kf&p!xWT1NfM*JCjBC_g|(w7tIDH*-OQw4Dk`U=|E|&Sp-X&Dx5}Q6%JHkm7OTC
z%Sjp?FlklA;TX$9IX<d4n}b62g;&6tfm`u^skJAK?zplb;UGi*3BQ5ySAmPwq0=(*
z8{NMq$06<e{&-!71M6>Yb<mZX45y`I$q`^w!9saT!$}YMDOs=kzwYWSe*biB0NnsW
z-n2t}CkLtL-)a5d^#+*u>j92IB-pXSaYVP%Dh*Fqp4dTr36e^DAR;^)=N%nFw6NM_
z*AEllxxZUtn4-$%926sS^yHjx6hHQ1wX1hG;4$=c?}XxvzZ^F)9AFhoomve+)R~z{
zH^|&JGb{)zTTf`JME@`=lKEKYQ)@b{cNXbene=&$q@-FHV9kKqJi7J@);C$Ci&{+9
zL~4a)fLQR3$&{Ux?OV<x&i7g$^NFHd0iw>=ZpY~Y2#nZ_vGwz@SQ+e)bxN^Mx|3S$
z-ra7*hJ9HO_`}^)KYh%o`o(z3?BUN@H&Z#Rr|EhhbouBfca#=5*v8O2fA*m5$)WO_
z`YaW0(u;z;nHj$ahIhlCaPE&|AqpG1qKg(2kVwlggX$*z_&z@$Qru}JcPRVeN_mn@
zmrJ6P#&TY;6Jk;{r(Rk;?EP)PWA(ocm>Bvm4mR`4B-u?eN}x+fy_PE#B$#a}@X!S(
zD(ioE-e;<x`Oo$Tw`otA0Ydc8)?;Ejb?jp*Ob6AQ>FCTkw<q3$K%;PC@Ul`as=4<n
zH+OFTTSp^ycSKDwtnt;ytJGhV6Seu{Sp@<%bC@cdu=OiLARcX4jed-nyWCQ$cJVoN
zqF?eKxMTP5BlL+?fc<xAnn%_4wEVV-(Fw0Ttsg~N-Qpx4v*zY}!W>S~S`xEJjud<U
zzIr+%uv?<%ibA}vaC}wU6mJ;fmuQ=~YfgiZ`sryrTADnZ=_bJt;cVD!Wq2?yWdjrX
zR;j`8!du8<^ipn3cQ{|V<-Jq|9s)%};=JeZEkiqgyNc<do}07oTktx|C^thUct01T
zgHKO4IygYfEnqbzdcWmU#-*k{aO-P1h+iq#uRQ>Ty1_qCL??%4fJ<|Xn?h)h;rbFJ
zC^XbOBeamIiLqP)&C&*|ntekT?O|SBhd!HTdbIbsQ>^7MnqV<)vEH*7<ZPA`38Joc
zfZKiG(eSO}V+73XY7~f|*4KqJEbY7hi1!tYU$J%}SA1cm>y;0FCHD1%M0uG~4dHxl
zx6o>i{5(&$bF+1cS?{oz6&)@S3BJadr`BE&b7Pi<mm-5n&t(^MI#wlC<K!j)DEaJo
zEy~{wtVl}H+FvKk9LwGNwcgY7grmH!;+u~3puY>C9#K=5_Q!ma2Kf)Hplz$1Lf3qI
z@y1VDO#Cw6(0zE>&IZxfdEKg`RRqH7dq$Prmf>fk^>TM4Xzt1jT94+}y-s}6W+(&%
zaZp=4jMFzee5Ag34F<~qJQX2_w;;PB@Cy`TX*9)T=)>X&zFK|z*VIHr$(`8&dRuZ`
z)!xa8L@7im#?l6RQ4?jcI*hC8+_}3avEv42)nD9RcXzC}Zw--i(pgoLJ(m)!x{#YX
z6K>nCNOW79^1OI(4Ptvvljo@`I2mOzW?e1C7GCR}CRe6C;eLB0GgsX8asnmh28q=v
z#toIm|Fn01V8*&I>(Oackf9sCp8s<wTG}Vses{sxjUi6IUX9#4UT;$uI;$kpsWMS>
z=c8~Y<InvZ<0K>BrsM&%jHR`b@k(Mw?DgNGy9=p(8UCJyzPd@*EER_`zd?D4A*zUR
zJmbbeJI;Zx$-tX1x>e(nA{w}odKdx&IJ_CjQsq;a;Oq*WY<}q?Z{u_kk+UpIg&LG?
zj=!aCM80)$xZv649B<E#oN^PbZWYQ)hi^eZiL}?0ca|~5*KF{nbUOs-^>?}X1Yh$r
zg(-%E+cG{R_j}J5Tyv^|g6dU5Ia$fVb9er`Vsf;G$gWx9`1pisYv||RgwZ6+n|hJ>
z9-wnVyz`Xyiol&2XtxxZOXDy=+f<3DM>S_~!3Ee;9%ReMe;=#=c3k0kA~jJY)JP<!
zsZ2iRBP{<%o2jKpydgxU5%EfMu%5m?63QdU7tzfN^XDINH2d*W3-4Gf^HtXmjfR_t
zlyp_pelYpf1da>+Y6C5ApJoaJ8&vCrQfs$_7uO6VaTyQK+00B?UJ(s!dSa$<r`XHN
zcme)suv?dA_3PuuS>`}Yi~Bt4@NunzaZ&OLGKDE~b$NL{Oy5PkdvC_~xD#MN2059V
zfv6w$gz4~<yYdJo#){`N$IK>I8gpWXPr#VjdMmb`JR{eVe-N)F5IhttF(=@B$Cw#%
zPr8U7;!$}Oj@%VcvG*eUp5UZNM>JJZVOtz47^Bk&l7f1k^YBGw^=;3Jc?uddxgm`r
zxhs>y(2?J4+TU-DV+sn*l@5RH@Q*~*ya}HGsNWf!LiI%R_uqsEqPFpyjXGetBT=Cl
zC=e%SYYO1eqs4`mI5I9inc$&~Yc7)`OJc99SKvT~>GI5sKx$o`AIe*xdqA{qe@?#w
zW)0S_1m#~rEvx-zTY;#V^)6cBgXC5DDX2E0vMQat{ZSPIKwTztCA+0=+%Ec}Mn_`>
znc?y7S-@AlLdwMiwj02bn(wI3kmx`VDrOrbuq69`d)+AZdk!ks$9mBmccKUdVL}HQ
zNQ{eppM%~)E;ESYQnJV9Df>mDb<0C|D-|{ZE^y!+q-m})Ai8m(%<fg6=42fg)Y~Ez
zsxK|y?ZhyfnTyt8v!fM_hVqh$G6X-Om*u7VlC3wHZUFV_(9w|nazjLx&F;oS#Lq8$
zP8DDzAiEykvxp!Y5du~nSKWP(?{g7kcP?#o&+-t)X)r&X09Qdkkj~4~czJ{z8`9f>
zW@?6YHvMIRyQy<<Gq%aRZsWVV>5ki|yjwH2`uW%g{otl^AP=^{TKH=aWU9>A87tlA
zHko+;%^$K`Qy-@sM&UpQEw-m;@=*Rrnd`|=X%_o@C#3Vt23I+<V=^4v-$mH0cmHgK
zaC&g=E7N)=D>&LSIUN}vn=Kyj73MG5vE_*PY{s7^O)w;w5F|f!4@6Kt%mktoZnApc
zcFaxYXr)aGO?i4khMr3QBE4@0qww}E9=+G=D<&|C4(0d)F)XEl^iww%ckl;v3Kw^%
zM(g-X61D<5Of!HdN7QV)OpR1Qm;B2VkW)eojBSQF->$$8KRfWE)wpiqM%jy2RqT&m
z29?JMhIPx~;(`f8V*P6o8HUiT{Mo@1C9zp2_VB%RPm&YYlfg1YKBADrgS&8?wUBsI
zMfls&jSJ}+`6vGQF0qrtxyp+fk}h2XEb>2~9+iwv(T;`!B7cn#_@3lV0k$^4G?sir
zmh49UAnPp<@>A;zS-1xc6Y#Q|Nai|h#KuOGu7N_*2@<#o%T-{p*hiKw*j+E^*pFme
zKlQsb0|pkZi<y(h=bE~qo9y)gYohCBA8@?qFLPLzJh^M4O3X(J`Oi2V#D`<o2l6)*
zAZRmbiz5PRTTSzG<-hF~HHfUad~+q;;E}z3sokBoQz4&wTf}Y8^stxB+Q}WguY#@K
zGH}BNM$Ba+^+M<qvi{NaePwXtwp}#zQ22XsjBZ^pV_2W2J)p8^kh>1qYZjw+DbH!2
z1GT|BlclM`{&I!>@@_$LB(Zn{s*%EMwh~qBibfy2*em2~;aHAu6?S6`LO{CXqg@Xj
z*1jKws0=5`{q~<cd|hn}7eKAm>l1NC`~wcat}Up#;NmFxIX2xy%eGxtN$%&lmc6<y
z<anByx{=(gyWGy~sDEFuT+u0n-qFB<NJjpDxBo84w<US)N}n=+7bg44^N{*K0jo>X
zN<S2u*5eVd<^GM}jbORZSe#aN|2}qj6yH39vmCbAkZrk(HR{hbew(mf^@IS)loA!I
zBn5j52pAIL6}VPAw;lHS#@J>ivZ%@vg-3u@c3g6#9V8mU<p>NBe);)_?3+8?QW5+8
znw0&Hpw1`8MGK4BxGqcYH+I*Rg8_|U-um&XT(*1R<-?|urbp6t(eVzx1<&5l@xn69
zZ!@<G+;SeJWf3+7dVIwx-`mB<rGAkS-ksAHvEB9K=ZavT^hh!=is++}-U8l{H{eV@
z;bv!7Lrz^~&br=t4fT-fft60V+Q0_iBER987FFVs@S*ypo}QcG6B4}51%uzaium)C
zge?QCtA&pT+O7A_O9&THma*y6CDc(%3@0rsp_vQTaR-@=Y1{hpMK4Og*43_~*gs@&
zyDnlgr}+=UbE76Sr}nH)`;l{9%AO49d>UX#yME1I2p&q|ZO$SuHp5bM(jI}@DlX%G
z0|Q;`L%<Aq8WSD|Qx`XiD7rhIe>Snpkz@9z%5t_yyN{2!(}Y<pX5xUA?|<pVSWW_+
z!k;R!`(H*xi>kFdSH1$S{;{yX6np3)vGCG3W%?mj(H5T;TCj0M)QX_BR#kpE;MOm~
zyAD>@z1^y1&G<tmUc<f6dg!9a?N{@Jts;!B+|L^ldFF1MBrxVD-g4`%xS3gaSYNFB
zOgf!^9U6k%G{{?xz3%irrp^o((K(zuFuq<7{*e7Ef?dI@*h^46SkoZKEpb7XtIuD~
zI&|et>^IMNvPvtuXvSEdV8gouA3UvxOPEU+(;PU*IdtBbgWO(zF{<`)UF3r6bXJRA
z3%))rEf_~?H?da>60<WiEq7YVQ102o8`q{`^T5uN7MXp^G?^V&#U4%}U+U>Lc=_t&
zEeO6UeJTUX+lC5```Gk{A1REhO;#<kNx&%;I5&<!G%PrwHl23LvZdQ#F|TvF`yB`T
zLzPTaGdP0Lb!_-n3&}oH(Q&k*i3`F%B}7aYlZ!rS-_gj;2@&x~4TQ<d3ywlgoJ5s9
zF5dJ`m1+06_-+uBvAb`-&t)p2{F}x6^+WDYm-~d4n*VA|@7ysP_Q`r|hC%euzwJ=%
zT}$RTV5{^hN!k`1xo8?=GtI9DbAZ)miNYZ;>rgSUq<gicm)KjG+k7}1%>tNul-4;5
zb;<_cXfZHNlaEsmzc12Smc4d|aEY{^bk|4!Hfc(-4v(XdU+CL{05l60YAWG*>1k7?
zzOwlB)CU+Pk*mU;airCv$(r{v!W&Wx0M~uc14e2CW}kz@OhR0itb@`=2FUK_AHSpM
zgun%f5_w%O_*9Ab!I8r?GpZ({|AvH$qf6yioV(%7e3#4>d$<bJYNl@Nccwp#9wh!;
ztYhr)$T9QbRg&Df$a&^D%5&{oV&!b^z|;AsK;z+E;*G~-pS}x}GiqnvgSxaPg01M2
zEp+V%t&n;4Uv&hlA0H5tMbc^!V*8Hj&^P#BB4r<jcTetKxVZs&Bz+<t&a#-(!jN+w
zca6afiy`yre3K%F^rSn)_5@EuNRf|uy0Lf746n}s%7$A$Km{y~a2*6Ev1;9mH0xd(
z!}s<mt{e%Wh^upzZhehkq;D~a@Qq8F309Dt^B^Rc|0C|nDb_s5WQEOp@hQ=S3@BbV
zJPMt8uRf(UCW7E`FP1HD!-Hp3JPH{s14*5&{r<3p`GW2EQ~dKl(1>?Hm^w3i7~6Q6
zv149+NXv7zJFX$|_uTxqWQl>6`Pq&a>MAq43CC6(FrN2S_$hcPi^7pZ%!#Mh!at{4
z896zeLTi)QDD=jgTi9lEgH22PeY4`)W8I^dR|8_DZb#xSianvValP#QcoD!BjuXgk
zIC*TkStm9HfC*W|cDgN>7Ha^@SN2x%$^yTDXm;k~!*ol%{QT!BcrBi)4m08|$Tp%5
zKylYDyNpKfKOL+O4PZMGPUBJkSq3nCSZ_1rK!7<r*Zu?#<X2Pr+sm0Pf9dq_N8;8E
z!l+hgA`KP3FZsx13C_%Ql_>7F%(>X>+l`M3wyh3hsAA#8JVPT+lKoce*^{DP_kTUO
z2v#yF^a$E!U&RQQ&X*43#LXHxlcx)Pl#Z+)Bo(QaW(p)aA>x#bCkH6Go`^y{Tn4Lb
zQH+i@qHFmu=_x5(oyQjoAadoV@6($)pF502pDEs^Pv^U{y!_5d6rd*XJOqjW5BYC5
zqL9*!h_Z)PJgQNE4ZG~&{pc|5(08;u&qJeoYTTas&X$HzcoaGBMexomvF7hh0*){}
z-_R_nxDGxsK&=I*V*4jMUZQ|LT^hD8B+KAb)2`6n#C5W0a6FCFYB}~KeZ;xLV71x+
zS45tQOES_A7yLuUGq@hu1EyAE7|_Y{aPOHXNvLkh^>rM)8iv*mdyoz^y+_xFlDkrd
zOA{CG0~XT@%QRSg@6ml&t%0Jxl2mxKMay%u%nBDoJZ(oT8%iLx>+d?J(KVwts2oV$
z(}<}f;EN%v3}x!}E+>=z&chc`(xTFhqW#iGm4p)Q^>fb4-Rbo^lo;{5pWV5~=>6IO
zWg)?DpYpsomMM9w9gu5{GK|?q6RgF)p{ck*f(+w)mxq}Y5vZ8;R&1hZ8nV!O#*!vG
zE@{zW{gXwv>t$|_ul_ieG{mpBS{|(1rx?pUr#a8sW5Ov=I&ro<Yg$`54OaG>oEsL;
zqPhy3lF2b{SCj;w!!S0kXu!{<l{H*yvau%OR}HcfK<&?7hSeIFDJ=DtheuZ{dN?8C
znT?Vi_jTe_h^fp3p(MS`JfMI>`A(DqxG8LW{}2JV!Mo`xdU*en8xQ}J95?O$f=U}{
zj@B5Zi>D=LroETp<y=$#ccC`J_|xV$-(%_6+LGVKIrSr9h76Q1ai}8ftdgI;GAAc4
zwuS3<(6!niCfA3_QYz-6$(i&bWvh9C=L1XTYt_DvbjP5Ks1>T9i<OGCyuFDYRT-jS
zUu#DPF1md7BIgbeSpok!ZkxfyG$2%j8S-F)Ny9jM{`ubeFd|<!*EtR9FUlB3Rk6Z1
zILf+U%!okbqm-6r?b4$2WO_SZY{%*cqiyo_(^7@KLZr}Ud6N?badjnM-A1)=RONUh
zR{q-A>2yg`Egbs@RSNHj7JA5Q|KG~l1HT;)_|cqjJn!1Cv(&q}(`Jx484M^iK)Ex;
z7yIvQ!vmsQTD<W=m==rYPywk83bJTAkrN#7!v5fWvxR1NHsno=CHSRgxAT$#@x3=)
z4M5tr)P0|m0Db%v*q^{2U9N(vJA7rs*P?Qrpq;vbqpLz*E@)+$c>X6J#%4Fhtqt2x
z(wXzn!U~ML8CR6Akw<!$@juSRR^OMwHdqFIiqz4c-$GxzFU5~3Y0lsvw92v<oQ8kM
z+U`d3l)2tp%98)=U7Q<R&=EQ&R0^CR8*fM6GF-*tuX2#rG=IoC{*Z0sR;M&w*m#oI
z=9-*RwhA2vM5MrCDkJAy!zHltDv&e`Az_<qIi30_@AUNQmQ6u03{NB}>hfJu!l<Nv
zjb?@<BMEdmlH+6UG!grTymnLx#PT=fF+xO=6v@J_!A#+Pd5`T4%==0=-z0ZGesZ86
zxT7E~hm_htZq272bFi%3M|*n4C%!xri<Tr-y8V<}E~ja@XPIT0m<=DxQn(PylceW(
zK;d>YYa;#<yvixuE<yTAF!iq=Sio718#bz(UMXd6{ayQ9<?9Iknrq;WyKW&1$2H@b
z(_uo9kGExHrn?bd|9bY7o9Oaf&FJp}aqS6TY>PUsF^7;+^J9eCf@EfNG&y^*on(GJ
z_L3kmQIjI^hb-?{8Z_MBa)CKgkgp`beAUXHKN+r@trH$<@_QMot~};yvU25Ehdu(8
zG8~<<I8XYJB%NOw)|qpuZ#lR!!%unsy4OT8n`y@gSRTIBq{y*Xd`!y9>EOr-sjT}$
z7Fq+K+*e;%oOhwm?*BBrm8&A}ixW<+i0f0W!=0jmg4wf<!_MWAEU+&Gr@$tTjBN+n
zO{WnhOdRL;zUg`e?DV~vuuW4Q7_**7vnm<1MFC25?u5$M>Vm3yYofhUw#Wz%@?ygG
zXQseKrMF%RNR&cVLc~vJ5h}-m1D*kvu|5Vefc9nNtz_AkDU_dp`tz|fz5Us@bxnVb
z7;1G|*XIy1!h^k-9tjcx^ci&ldIIkCtV+_TX$TB8{o+*hM^BHO9m!(!xbR86w_Czl
z;2G^zU)8Hd9%Xl-G8Z#tBIi~MSZ(2_eWGP1id4Ty7q{P2Jm$GZAsowqJvUHMTko~P
zWx9}qnJ^&zF7&05yU?XkH9PY}gB9UL*&nhy-uF^=ninJy@)P$y90&Z|gzOC)oyz!F
zfL6s{Gra_AVC|@tf+nejWxpL))0!fJWhS0jf$aK2=11R_v(y>LU%TNyS?2BYY^j8@
zb#3=sRWrY+#B;CcqJm+gNC^QVXN+N57+ccjbkWo-(CR&VVLRx~qwgO2q$vJ%ToY8Q
z0rC3$P`-Hs?s^brH9cx|!4cSSwc&5eW43g@v!Od<J(dph6P3u-ePVec^Qs!7NNg~4
zY_hc{U74TBN|B@@r9Gig(*{&KLZ~a)B#ds1^s*KRGAP6th(p}hU*jRU*w)8O)ooLK
z%{e!n%;K_G)Q1F1_eoQIcm?sR{$MBXT;x(!p-!Db@(EE=@!pIFB8{Ak@+sL<zIWi8
zM!ei+%Qs(WV30;a^z}E5=v+(cnPaGPtFe=_Bo^VQCRK0g{vjJ^x|HQ$k)MtHp-@kN
z%c+T>6Lw>~{=N#PEzW(*dnu=VG$Ux*HF*RBmxC<1Gr3hSv?&HE8063Rx~t+cP^j><
z>h$yDfI=_?<=Mg?nXiFKNq+u#Lrfa#W$FbLrAz!-vGvRmF<Qh;2%+P|YS@peZ&^py
zh@xb?hB1y6{Cr3$sD|0fF!50UV6So&Os3m4pc%67j{Ky17at3Wcc^Z=uZZ{I$8(6V
z>+>F%Ri)JF1bg(gT8o7Jn2x|{F_yr8+bkK*MO+u3mvpSAwX++Zibt1giuU6+#=>UP
zR@X=ZjHAb~pb$d}fOWH&t`rO8!Ox4gfQx?bD;wbP;H9FB<UnUJ!xvf3^Oi(Kra~Yx
z4@Cnc+{jnEP0f@8*v;a#WCzrdip9%(JxmKEE?*;i1v;*&SN{c&D}AooJSq_+SzsAV
ze0uZ8+F+@U28&e$1KYzdH)Pok`Ly5Z(m4`@KlT5h`7%GJ?eTGR9Q8cZ!#=YyIg}OK
z=Rm7`LT}X*7v$#85^hO&OYXU$5R=dI+v!xH^bva%&H(<nU%5>6u7qw5codeuk{<R_
zLQ1vv!PzCOcGjCq!d<=8KCVFdmtQPy0`k!&{%?cCak~BBpbIyPx!6ep%es3T$fCu#
zFHv7cU^MZHN^{YL52ZL6n`dO3CX_ZT3Lr`t=*gHLa%)o{n}!@@Wg^VgDG6+qIzY6_
z!~fQx8#I(6SyPI_=jmT`ova9V6@lz&@_fn=Mtl7vkJ(uMv6SbG*;l%R^HfYF$-e{R
zy!*0%sGo|xGC1uR`Old?+sAYJJgYoTyB#n_lU~aVU}-}ThxQ|uXp*~$d|{xRbB)K5
zoutWRyFg9ov5cwQa>%O(SyX48VEWMIV>1@Yj;ew5p@NN32n^ss<k{d`MN0;<CJtw^
zhBDF9M)*X}XKR1+_g5q`3>fEvp=yeRsHDz5`JY$1nmhI%wo%+uoS|%vlbK1e0{o)-
z0uO<vzofup;dAnfM4|$JWJSsEcT?u436A%sbeO$;<MDVV`cQz_RMn8^qAesIE#xn)
zv(szrqCJcP;zW@!8o%||KLD-8*ozEJ1;9?R5GkOi31dTgbO@AB%XZ1oT%=)N=J=Hg
zx69DfSIYL9DrN2M%8^)|<31I4@l&Fk<@{R#P!2(s*xMzJbA@l5hF?6!PV0wcxAoV`
zGPCVp2=Aj|x=-XoJ=yobbU#u|-gy7xztD6a7~2NemC9`WHHGP*6-BO`<&OT&9%;=~
z<0EO!#Q^1Fo=3L@$`$z|*KVo4yT^R>=@AW}(va``*$&Cb!^p$PZsa`6c}nIo=rTyg
zb_o2DQV*HGOi7KWK)OPiW2FGGkwN~0*VAhBM?x;k-~d?b{vK!T$AG^<OR6V^A`abQ
zMXq!s)vj(e2|g7K8}UOq0qg$7?mZ0C7AlstwM(=&Ymx$@wt3DJuZtTvRmI(hju=ul
z!Y~<cH2v4X(j?}9!)^8IxF7e0hf%SyhdcI$<>whie4pVr0{HSM0DVTpLjwiT!bGO9
zzGt67ifp__CH)CNOBgrWCyo`$DtGr_08xDklIMS!{^S>^xR;4L4qx`1X5!6*-4ajS
z<0CoJkC}qFkk|+D227R}@wstZy$8StvJs|}LuHmo{iYffr?>#YBh_F~K7Ld`Sj7PK
z8pHIPXYHs-b@k`bp|BIjtAx&~!c4O}No>oPC*thjd0@&RNX_^!MK-&kl^$urmu&5q
z%4~yQA9?8j=f+L?n@?$O&?3IvUITXOyZ`ryLxM{_b+f?qzJy~LiJIrgzPJmwQhI%v
zF;@kA$6yibD8@)mP#0}jsO+R@x3MucUBo4V%UvQpZorP4w_nc&fiFIMtMIMNGR4>`
zm<_w>=T|nW3hq)HH4j|$?rpXlsM-6N--Y^2P*}SHY@5=n3(J;W5~lX}EGNFYMEtk*
zn3w-1NgCs$j>bK1#^WyI*K-aRI?6ZC-=+|*S2-m%&l~im{*Zl|RqLXXQ*qK^IJx%j
za`C#REL-jaHEFk=tImcK3uXh8<M$@3H`&Y1kwqJop~DUFZ93^<bn)uP9Y`f1IPwo!
z(>QKJ$#x2L5(*FZe(~=WFNSN~@707}p5&F5$3<3Y;nxziK5&%Qg`D}3&=czJfa=1D
z#ERyE)n6mNyG53$J|)!0Hoeyi_10F>7_+<dxW||FJ)R3LKO5!r)v4(kisEV4&QdI!
zMl6b`nBImX9mjQ~iuL)%)N=3A2FR4C&l~QidkUVndHt0XCjB;sMb<n&F}iFj!15cb
z{FsUoZuR%9+F4?{?z+{b3h_W8IjM<BPYo?owLjdI%W9*)v5_(qFH@5_k!r7d%3cjO
z1@w-PfzjLQ`^>KU9f+HK+m!={94?f&1L30hXYuN%k0NK-9v}YK9!?e<|6xankXo1b
zG%$Joxnpmg9Wab>%JU?pNrI?r64wD(7$SrgJH}%_d3eA1gL@UZu1%yJTCQoXuPU*?
z98caLP&<<Q?MT}kz5snubm2cynKBlj_>Gn2IgXv(DKMP{l`AkTx0nRf$b@Y58gZNf
z`lh(^LtCZmzg1S!Ja<F})3eyCg$RL&bQzb)=P~Q^Y<C_L1}&?>4K_1YbK?7%CQiU-
zXH&bhzfH@zLkWk*@ye=2J`G17(&8cP?MkMyMHm)HMAVqtM6S5gAt_F1#LY`wx#V@2
z2AcVXKMJb<hQeods2X(j)qvtV45L%*z!9t<NRmrbNeb#*O(B^saQ!{TZo$f8`hdy%
zrT-tYN3iL>L!52U8{EvQ+uW4(G;#kh(<G%qbXDT#MXFJydzham3zeyifo)7?vi-GQ
zFneR&;Um!p0@oaYobZvXB&~BJ1OJ7tddXQhK)TrGVI9XHE&#q-{J{75&Rj`UWL@5@
zW4-L|(1VIr(C-DoS&YGXMrQK-G~JJhuA`Jasfn+6_VDrfyl?39-A%4}m{Hl3_d<Dc
zl3Sv1sHO3%^z|VH%na14J~_T!q;)u{12bD5syR|LHt{dg`vg678DpsPEzx?5WZZ~b
zMa{jjKhd0}b1#@R$}2ETUix?`JOr^7-HF9-Fad#2Akx^$v9xiF?cXhXiU){Aqc)#J
z+fSm>N-E>5!}XAgVaLh`&bE|Ry61m6VFcxmf(d0qQB}2PmD$-!I??mC3i5MY$l!|%
z?@nwINPoDp#P=X`B1belLBy}X+8jp^VE1>Z#~27p+VV}Ty1zi%EagQt35|t6tnlvA
zLqGF#Q!t9YF#30N^;#m2Q=qCEje~#A53BCYQqmoOzM;)1s_w=^5b)vn#hA?lsd-p`
zF=}n5Q;8jtyjp736l;=f118h>Z-pnL=lgk6^DCvsJ@6!bvNolcRn7Or8b=LGxd>J%
zBr58c^XsYy^qAil`n_2k+FL7pjn@=?_3Y>32|oC-H$Zau$6tl#66e|Jfy~nZd6gr-
zSVyjeh<o~HQZSnlG*~`4A&yGQX3M_*yu~;kQk2sqw(w(rjo_W{R0bU=>fhe6^Civ}
zB`<pUjVMfaBdMt(^<w{`b3KxQ7Ig%R#dT{g)hbSZiV;Nt5aC}xI|>pJ2{36>QReLr
zOu}<*>-3YEj>&nG{Jdhs)PG~Od@)NGbj(_~pQ`s7mfZW{3eOGm4{R2Tc^f4}iQknU
z`23K&KJm#26Grt}mK|Pkhy4v3FY&(+gj?!Aeo>9S50bnRSjiSg<5O*>w%O$L4Z1W(
z&}dhaB<c|N6p{NQ`^yukHWJI2aKA6A-^LF`d$hb_)L3$!NlKCql4@H?d98lrw$|L)
zq$5xV?e3g6BBg5c5tw`*F?svt$8z`Om1;P$52xLIMV1r+v?&uWkx!oiY1p^1Pj61~
z`3tA<G86cW00hZ9GMabyoUCRm1?PW4y!~j-*_=i@#6Rkp#(0mex|<msPt590k3g{t
zrtAKWCsKrBuibca=D^Q8qPvT(DSbEt9c=c-k>25Pbw$F8TtlF{rNW^Dky5rW|6EPL
zP`By$ld4Da*5Q%042tv8ve_m*u`%PGi)xhKFF&u$3ZN^gWM5-{!Ny=AshMUxb>Ces
zLFJQvVr;8NY5@TW=GIFG_?+4R3jGG}N)pV-{-)y>1{ph~@6$(^_b=!>{_%Jxn{J@(
zp&F&H4ObM&YUc)3RnR7;yqMQ^iu%V{F@Ud;(YtO~T|}T}RjA6w&;iKn-HVeNZIkRJ
z7^OP*pB6(vl+9SE8b2GL9i>dd^n=q#fs%T^W4@Zm;ZC8IGB)ncA+OlS^n?B7o#R59
z?i$>psRU|WURhK_(3w_@I9Am|N4EZfZ=1{Kf^+et*BAqVkolsZ*|VLfw^2PSA0{oV
z@q$ZGHHGoR37X9Pj(MDnG9L<rIF^TZpPv1~J&~Q%L`VTyG>Y(~kx7@)Qjkvm@YE4)
z5`lKvRoCMk^<Ny0+R3Jg=5_RZiD7*mX5M}r>o&lMLG)62Ggi^dF$@}arljeR_F4ZY
z0nji0N=u{mIc5$Slf?gidtzS<A=&@GR_p{*jCP0kDwNe}b~C12pA}mxqus$%Bf{!5
zLf$x3&cmelpq#xDB!sqiX8-sG#NYJlwZF)Y&c32b{e8G73gne}hH5RfQ6xkcoQG%m
zVko@F9)!sB-@W_q0$yEcAPf*b7%!Izffc1@>S$A<;HJ7ZfdvK0+>iT5r4qHe@;P$~
z)#|b1px12h8erTOpt!%kyA5=o9sj>vMY8N=AX5A3O#qYuB)Z?e;eX5*;KVRlV?znj
z9AbMZ%E~=0!MtzZTBmN2Fb@nCL<JEusOwfYx@T*OK924m`1E26)&c$as-^rR9dy+c
z&PV+ZW?UuzO{WA_D!L|^6juB3x1bqXL>G%wFIIG6nUh(0<Noj1pd6{@v)Y&NBerAY
zZb<mu(QA$omz|JngWx(T-eMiqHi0^wK+*ay=kMd|=yza=DSj^;QZyXW0G;kTyU8pC
z@Y;A}hdzf%1|$JO66>6)C!^(ICaDihZJ?Z8+hqegi_8iqC(`%(2xv<mQea!vXaR!3
zkWg#NKJsa!tq8WJqCY3TF;aj|LY&CC@vwV|$&GIKq&ejNmL-<D0=}*3(pL$KRaU)^
zJF>AoEi$Axcgk?v=q7Mzfczt#ED+$H6Y4%=``PZquqUMsdL9?C2UO<4rIGh+d4Mrs
zh6H3;fd(^y?a@14HFYu?#Jd+nfOIp7*Q@{we|ngSVy-Yr?2NYPo~kYQ#oNa_Pcypg
z*Av8<q0yYgUI)>Uu;v7ePi+$K-*)*&bt=i-{=NM$Y3pH&qP~Al5v;!tV*|wwK-;Gy
zplDNdll*c)f)iN6IjtQ>3I>R6zee}MRIbbGP<u~c=Dw0)&$oYXUG1jad;1UkaAqig
zQgNnvbY-4v@+{Wo?k0>2+BN>lp|9hO#V8@}=&$rg=;7H0)3t70f)_;6*tL~b-ipjK
zuv)Uaec!Q_mBTb}r@QNWGdZ=8TV~5mMVpW`Nl94VBc-Z&_*f#>76I*+T!c5CRtVtR
z5Ssun5;4_v;$`1TP6|g;E;^Ec6!zivx3ZQB>DDPLvS;n%ake|3eS0X`wtwuB1UH!8
z($4kK9GVIVz2!EI63*E<Pr`s2z}9hB24>1M!4F!B6j(O~belhu=8bLO)qIz<ZdHZG
zL74)7&pocP!<k_e()|D$S|f-5ktc{wXRb&0$JNTEPBE(b!#eH2o|9OqNAc$MFs^5z
zkKrVayKK#)v>;@-Fh7M5-*FT>J;WM*=i}VrbOU76>F@LE0>IkO^rb2zP2w0nJ#mDC
zs{QOec{Tw5S;~d-B6aRBa8CDEE1&oT$&EirpTu$jiHtBz*7+%q_xm^4u@&Lo*zm}g
z0BhtlE>><`QMY=>h`;lUWOYNs!$f*g!%lpxeII-<n|WKFKXJ{#4WkHVfUyU;F5n7h
z4eqdfK?mNwbamEU6vw`sgc*B9zHQwsnd?9-#P>YE_yjk_v4~hEmM%36Cj)X&WOnWN
zI}l>!f9#Gnq-8MQ&=|uh`7UQ#^VZ`<rBlNV;#4fRM~(xfqsAT|#<}{1ahX_34~r{g
zia-Y%@h$MX=(#Y^*0Exo8t=<9B}3g3xeTR4iHGOHzCThr0e2wC-+9q2Nn1Z)EnY;f
z31Q**^J|wc1;{Ei=6FnTo79t7IW9pi{dbjjL&g)lTC<g4-ygCJP2ZN-cn}1e0(li6
z>efc0bSl`EZ3*~8_S`sdw94_9xNA*L(%2iy&7m4a%}y_Iae%7maSM0NBRqtVz^m^+
zZaa=mc3<Rc8I7;Eur52+U3h8SB$AyYR7O%bvAq*$vAC1q+W!KX$@`0MsLR;{2Ct8*
z3ND->qN)~uYhDgvvqRIfwZQC6Gg$nrQs4_1j}6t^jvdq4NrE#r!8>JMPJk;<_UrKB
zgM-m5{G8R-5-d=D<P*3UTe+exnsEz$eeRSQ=JL0EPG9<i%1Oj;1plRDR?GEN{d@_2
z!3?|6zu1{VdgiOO9;f54TWjKJxlucD4-!QQN}tL0Mykp8rCMzqryY+qUm3kk(f>9w
zP+Z@VGMZvM{8%yk>EGrpcK`KP{&T`D(!ZDgE9U2yzfz2tX3Ntvs9(2{c-R^RJ8I_X
zVFQNwaK>V|`X(gO#ZostOW<6!xF4#c0D3^J`LWV`8u<!6&R7rjo*0}Ttrju`OTvw<
zG_^d~&*Lt4gmtBL{I%Bri<@%Yik~KsW8Js1bCKG;@Qpt$MMpEiB(}>zP7Eww>jZTz
z>7D*$<u9$3OScQ<Va7ncV)IP{#1Uq%6N%#a+<Q<d%{(YmXGdO*6jVo0V6rMunqP&I
zLhSNvV=%Eupw@UgEaw$W-_0E|8eDQ%=q>K)FrzjWe<U52{mSG>)a|@Wj#fMaqT3W4
zbjn%w>F6|65NgqCRD<TUP?wm~{TWoBjdeJcIwq>oZB_|dwHu7!FQ_d=lBJ?&IN6VP
zO!+dGyMlcN6m`>fTu1S!_Kz%CLvq6MF9FNGrggTVNe5)vSoEV<H_3k}ze4)i12CSI
zjGUb8VZ}NHLFoO%h^N2{Hf~-rApef6oX=P^EuGrFLkH+|b$81q55*nvHFsFG+U1|8
zVx2OiOq_pCpd|Z2(5AkS`0|ZT@zl*uCU{TgQaZAIz%h8;Z{y^1Bt~4v`|tI@)xHM?
zQ?QvH%5WoZ{qs|mS+?sPo5C&!!#ZOl_>q=PoaTqN^$BF0t&^gh;MRx=EGgUzcAl+T
zhWqAdv1OdCH{|UAPHfUo)pb}|`<&`x=u5<ZmUxq*B|?`dj<G)xO-pdpF|8Bq(|AY5
z0MsJC7Ygvw*YL?|+35p;4H|R_xuOUfM9Nd(#`We$^^z6xp4!Pg3eRPQ$mgNV&pzv+
zgPijB9Z*V|W`+)o*(-pPTr|rbFGDjUJ&+siv5hcOOm%il0lmyIu93p<@1X!i>H>Jm
znt5o>0n?Mr0N~<Zpo_>YGB2++Vn3o=Z^c#(#em#m{b*`bSo4mn0n$KNMJVl^D}!_c
zUHp=o_QG)K3aBtPtp9=e?d1;9F!k{kh47|3Q9>)6wmOZ*2pOIxPxB|}{l-fL4&41L
zL2UvXdll9hQ4!>efaeG@!gQqUfrP?L6et4tZ%!U!0qmILlvq-j?rnu~5K$p3rYWu!
zWTrt3>#6Y)Mv{6V>y9X??hSU7n@(}6%i#Z1*)R4Opv4NKsQ}d2b3k(C|0l|lJB3uz
zCYT%&KEt3$kYa#~c2W#Th|ST##o7{Km<u!xRS<r&+i@^CEJB*(q3?xYc=AhM68J)F
zBZ(@#5UZ>_1zBQ?gL&zcR{hY<RbG5^tyZ6LqRqUa=D)Vz`X%8WLG?T7zAwM^#iOl8
zXB>PJD?W2(y~5U)rYTi9m!tL@X9L-PIcJnh^Z!@Dtt8k>V-3JsxsJU?9yDZ6HE_%C
z{;G&Jdhx%9_mqe)z#zlJ|No{Vlvl?~y<Fk(BL_*?(j^a4K^$W0ir74yu+w1%P>s_0
z4Bw4@T9x4^*7_LZrEFGzxVY7($r=dm)FQZ_DEzXRGvi}5<%@40R^cw?2X%YIcp>7)
zZ?+QgU>S_1|7y7)k>0Q{jM!1kxw-A|F^Ot-qWEF+_NzT8Ule6Fx!B?Ez=;3l>5;N=
z3Rh89dT|{rCh|@Mn@*sFSgjDR8<lQuTpE`;a@RkWb-BiwE#SXBO7ib4opc%O5XZt(
z(<irMfuT`0w7o7q#&tW+Vmy7aRn}97l|NyIy}@l%Zvr6P7wa(qGOZZi$LbhYm>{<r
zZy;yvZ8}o;H6%`WPe;><6Rdlee<#gP&{QWg<TG0~&$?MsW!%LBVVU({nDk}_2fD!>
zs=BtOc<Lo58i4Qa&6pg)7|FUIYE;85Dh9q7$rA<22h^|rnQ0}9n0ksAOb1d5V!q0X
z0gvy2^9g`4k+A}rSc6P74Jkp<F<RmH)nhoB(`a~P$C|ypbB$ZNH9K*4|JCxZooubD
zhOZ+*wb7gF>{Sks`6bp5olfAe{3c^HULPQU;J&~Qb0u*!ISy>IT>j7KN4UhN^H7~;
z|5?kRF5mFcQ|X26yHPDuXAUJ6t^LE^hvNz#_H!JjcJId8M*Cf6>;5707P%^0xV8*`
zo@hQ;N>>fs@{KQHN`CMeln6aGpr7g}`PzHG;5v6sBDJEt%ADN%=l>0Yu8Y6@GL8ND
zEl<7F-A<ZR8#Y=G04Dpr6-XMwj@mUVBY^y#ca^%Mz?(f^0~9stc2*AgQWbLQ8<lPd
z?qHClyeF&1JNbv7&8H;N>|k**EGOfq$1JA!UscY#9)HLXbB0$-an%Dka80Mn@wLZx
z{g@NFA@lkG>%wyneCbY<^;>eoiecevuk&g)@iDl|DLP$Vz<bI$%W$`D6k1bXUAmx2
zg;ztjMl|PyK6A#DI5rm4G#3m*54+m^oae8PqnS7w{^<yh$p8v{ap%THpSDj?wsi3n
z^MA<L8j{C0W@du}ghX4?`4vK(G|${AhrEjm%&rkRv0Le`aw|-&BNxpmQvt0PMIgg`
zFQJ!VKq@#zeR^Nxx^>y5Fun!-U`WooSCsC9*HZt^f^c=Ut3#<>FZF!C!WnyZ7^lVV
zvxMr2bMjii#usr}$3x-yf4chaXf_-0?RcqHQLR<8TEvVMqoq_!DX~hd*u<W-SB;h`
z8dStyFOd+lcBxTSBh=ortvyQZ5u@MJ_jkT=KIcRne<V*lPuy4TYxxy*s(;z(r0m0z
zo$%7)yX!KXY9@R~0l+rjc|F@Cu>qi$Yh;fu?PJY}cP=tL2<t{%*;tcdk7oV>I_zv|
zO=B%QIXmdSlV8L#uw~Vd`T*+*>}OlkksPWq!kR=j2*Z<Q128XiIoafrXYc)5Hk#49
zfDyIA=+8;!Upj)FQ})7eN{EE>QvZ-HNtS@CD(j&W!NQIAZ*5UMQorDW8?H<*4DHQ6
zC#YYJzR3ONZmEH18m!t)Q40Ht83|Bva2-E3k{Mpfv%uZ|o?<+3ATy5#G#1S!)3dc>
z{VCwXXNoH{Q?%oIB{&UH6Vu4nopLtIjvH>Ae?YVDEk=q5Qc3*0mnCzi^E2vE2Q^XO
zFGap)T(XGKYL`J&hv&y<xNz6iTT6)j0|X(B5$m#Q@6y9^VKbR+A?=dGBzyU-)U0;_
zh7|^Sc`zI-p#aHIjn&b9^J#U|os;WaNDGEN*yT#kEb6al+_xehCOrng5t$%;6x9@n
z`b7+sqQjxc7=nHxU|WwfYz`R8yAy<-mN4&~oHlB1h`WB%I|&gmL*1_fcT$>BsrQVC
z(;$k4mdhkyP<E+~_)I%D?1(|hgZ{%K7opq>Ez_AUlM)P&@@dar5;K<M9{8QF36~OB
zZX{+ij1IKZW$k`C40*?E!2GlnY<FA3hMtII60$KDT?07I#Ef?;{$f|q+$IXzf!vcK
zC@Ce8IhLX-mHej~yfy%GQom))+XMC$W2)3|!F?FnM7b07(hp9Sj$0jOnb?b-Ato>c
zWBAL#LP#Ov<b*YJ-~`H0NE>X9$J(bjJqNrP)h=Cm(+lx;v%|V|Vc7z~m8c-zfS{bh
z`kkM@>=xYb8W?@3jm4@8r`(Dsg4Y5*^``45tz_DXZrjOv@bw9f&hB~cB35Dua0L>}
zvPf(LU%F;adi<LiqG~r##@E-4JwfMmJW;8-4rHSn{tBlEr+Fnz08xwI{O9@I_x!x?
z)gFVMQfY=i0m||6sYPE^UH<?+6&8)e1p7+gElmfeYLY#xj~tS&gr+fL%-{ZNpK~*v
zDv(hn&tg_x8I;Mw&odTjq-cl}^2Pe9ySK8Lo9y}eyj$y2_SVyqFPvTZqF2?}6PA>+
zd!XRY3PgGzxp;&)As&?Vk>LGwlDN73XC-U?BE|dQq@Vjhi+Eqh&^uMNY72Vczb*$B
z(%ldzh47IbwS6~>>EZ75c?YaEFi-A+K!5c%ApXC~C9-4>tDX<6_f9F)21{m3>~cE5
zvx8VWK137C>L)q1N`xy)FE|}M`1Q!acm&XG$sURU<9%|I5&%PX{{x0ZB>E1;iN7Nt
zXKD6+Uy-?Rif_Xk-{5P09mdXVhqN(id_m%dwaQnN?eoR;pS^Vcpg}Mu5^QTw9#{ny
z(w&4StzTd|d0SFvINlV$PMs7}gJgcpZo@Ah;X^Rv{2lpRt_4oMRUhwO&gPEmF{PRM
zOBoNw4fdHDh6~}gp)RQj20eZE;VMa*ZLCYg+jXlsod_t@h__lm{TKA{wGvy(XR6NE
zkMA|10c9P;P_uI?5TG|_4eSPiOjiHVg8m4O#<biBNMl<11atm>D2TTaU^ds;P;l{H
ztfXeUC~7N~Ali9<mM9wCNy_G~)N)1IBmR<~(SXT7&>vdOkvJ~ZE*iy(l~0Uv;;dxh
z13-~OPNyK}E|z-3Vj7DxN{6C13^K>hCCh-G_z+fs71O;_1udMN07P<mT4fQ7;M)l<
z<KESOYo0K0u8iCIgtB`#qL-svN#*LjroW;#Qz)N%Ro-W5IznZrf|V6M`O{PN=`lZ;
zr&USwZ@oZa9odyv)P%q1_WyhV7v_~$db(EtNt@&6##Fu86xw31`&)qeU23P_jMsH2
zSNX5y@Yuva!%eTVB|Z3>c3gm0&Ds6gli&2~Of{U&i`pN1mjVmL#uMyA$YBjWn}Yn2
zDcZRlYl92%>}P$Y+=tW;R#+^v5_|$lqG6M#XVCNXu-JaM=Wcg%l_j6ZqU@8>2Tf9E
z%qxmINFcP=kbF%|0C=a3cK1m6#7TVX0ym@po2qA;s;nX?FI5B&M`N~~aXWalL&_ng
zQwCUC)qF~`ckN@r*U2rYmOXVD)tt%FWa18zAmR&#Dx}=C6||hNLvha14x^=}f76Wc
zA8Z`*1K;=_WH!m)f4i%o_2#QdzfSH@W+6OX-aSY}XkWtE_4L9)r&Z$4^n9`Xmh3VI
zH9M+{FqUT|$d$9aIHtjQg?kq*y*|LFzZVGYV6B2l;2W7$A;XYsluuvZ{JR3A2`A^d
z%Sic{ED_CO4yu$DfZ5*e*|Up8QEgk$w}T^s=1Z|C$q`4kthLbyZ{q>~i0-y+cayPY
zw0ZjC#shnABF6wQV#TVvT~ZhpMY#Y)vpbGsgYj-Xf$JnD(0rhuqXD7lxU*gIYqeL_
zo^B3f>GRSE*mGU|)#sQhxzJ1*FBMGSx4;-0)IR$I`qlblVE7Mcgo~}J|1F^<%<tk4
zNaw_9*Wp%_WvXD+M@8>L#+1Koow#{zoB^*Y^$)9-+YOrcA`ul7R_v;`SOOv9x1GJJ
z#Ls#7fJ*5Ex<Tu7S+xMu+xDYfKu#BgHVMp?#}XQ)$@ffP`nR+7i89?6u^u)tudRfz
zYrGfKKdf*3G`sbB^66e2mR*O3=96jSt14kYt!8DFf4j)(e$LVlt7z$*?x^~Hi<e7P
zJXa>C>PE$iAn;FRESD9MT_brPYMqnfMcqV1=`WmLR&2!kks~B##OmtSJL?h<0O0AX
z?lO_qA3lXXTDFF}glK2I6xw-l`4F2iKFQCjQoRLieQJWwy>)Ta(V@+(1gu_dv$Gfz
zK_5^pIX{qSYxKyVEnMrHmMhP@_S0M+6J{7ny5v1qR_7fLLUD5KvPm<$AIvzTFPsAl
z`41)?R7;z`x0tlPCNNz9qB3Pt!@uicZ{dW?ts)bH156gz5T*iWIrO$B8>izy8Va=h
z?EiE`8Pp;^4FpxZ*L`kUq^oSzNb~a-OoRNIo8S!fNv2=@aSE|BIZ(hqVqR>i&kTaL
zKh+xFYpf~$1DZaVhI^E*)oWX}+kjmP#^&R;g8fOgPTpe0mz{}r`|LxKXLVs;97M`~
zyKc06JZh>qN#dk42=1K7Mjki=K~ZqT&wRav*Z#)MyOo@`^;ee9vi8r0E|-_{oo}80
zavZX7HjKT*mtS<=j@15DY@vSS)}>kZ_N=qQjZO$-uJg-6@uw7Af6eGqu9IOZ#E4|L
zlHUnc>i2ie9uxInn<o^R$+;(sY6R&V2(%|EZuDu^W|NYM;@Slb_gH&8@?(3$cxXHz
zS<lI~L#+OJe(UuUSJ&{nQB+U=G16moEQ`q#W9g@D7SjPr>ZBZd=PYCKGO>qHN0Pa@
zQiTkYoW%LEy5E6Cp<i>5j9;s7bpkK_apky9uS5=<(Hu6RS?eR>k7;F6txvtUq16$n
zwV<~mXjoIQHxtG{9r(bsGEl?T0LlPqya{U)cr%)HE0Y<37n(8dM-nc)8l?A$0W7sb
zx&dX~8a9({u_BBn4{uSJvlO8>^Pax@y6PhQwCdIxeW1M?tO|Vd6S`hKaHl(Fj>x;4
zdidzwXEQGCY=O<`^FV<DoYH();l_o+Rq_|f)G+Z0X_8B_s7tW_*a@atfwmt!QEYDL
ziJHCJs^ar3qG+Slo1%19rvkQ7QH{bl;kG-4?RMnj`r4B=rvCQljGb#CzU_PNUVQBj
zlz=^zb=9q(yOYi&miOdaw{)IJKJ*Fr*6ZFp5ETV|<E<;Bm3r{&XkCK_+sB}rR8Q%{
z--GC5EO6@o01Om}jNvg^I9(oV8*S5pXdF#xj9c1_-C&F&C2M^IFvuLTI3;2`_!}w=
z4kdN?nvp}1#uLTP{pMP+rDMgUABR7gV!aUJW^IP3e|OhxGwqp==Ujtc>@M4CCkF~i
zUqtQ|v?gvGoFxk!ZVWJZ-p+N-ZD~y$8}ew#V`=@0EdG(cI7cn7(99N7;5w3`t&kmR
zTQ8?yIPxPjEH$CFr=ELUGclOu9uKdn{5TKP7DIHbzE*W;SJ$RQOb3!cZ5mkl-qc-D
zf2_vJ3X-|^o}%hbZxPWfj(qJgWo!(TVaCg1nM;!~>1mE`yh`SpZgXF^5Q&F_l#(gX
z*AcslWNb`LRR)HJr&ByuLK9eM2)#9~j5Yt}1=VPXa&RoxX^65%G^6w$+DK@WNa*CH
zm;=DXx5F4W3h2$93X>QCqRnMg75I?t*!FxYwzk+uTx~MrP<-Ip!9pXF*o>R&iL?7{
zHIy=wtmm{!w`BGqT}!|6Amq+jcBp(#ERd!L|Mjw0x#fA5p~+UmR?Q4fPPd(S+VTmv
z)!QDgyM9l4X@JUh^*N!6Sg-Byb%0Y==6!<sH)oZkZO>t+BpaxaEX6Q8lWnqn!A%mA
zU9M7G1^`U3YbGk-A@)Rr5SV7_Xvu~TV=kPgF}=V#)zGJ-R6kWO2_V`4%rq{|g113W
zrP~548{kE)PIi*g?S@!#3B$r1-vDu>y^L>chiGX5DoJ2y*uXkO6K<N00|FBKI#CP~
zTCB?qj7h|qTNMv}bbcF=Q0FP<u6$WVT>BXI+|x7S60+|>NSUt2=|K@+HjtUIUW>&Y
z3B~IZ@(0+~U0_F(@RwYJ#}14h`X!s80~Lk;W(s=uIE_W3h*<5cst*nkA#~{}5U0wk
zm9{ooKN^$T`oEfCCcGl?R;JdkZ^^R#Lp&8uL{q!U2)Bk`sbgmXnOavq|NnllQlcwj
z))Bz$7${PdM<_!~+A=cRN|=W-=w+9$Dox{g>xt_hJ#@319e*x7YG&IBybf<0tSS?b
z?=*IJTl6!%k5;iZhdnO&t8XvMA5fLK#vVb0@NEYOI~qCR3K-rr*~oA+7dkD*xTtjb
zo><x^#CcjIc(#+4-5xdFVd#@Z?mnx2l<-Baw>P1C>3s4JD6P|Yvo|MQEKjY<E5t3(
zVRGo%Xaj=HkpD+PBP*|-+PcsOU<;O);ezBySyfYI^^qXD+o2_TubP<xsyLcGSLr0i
zp$U$trc^lX)4mwDB$}ZawlXKYOF!SzP=zi8&~ix&J#CkA1+Ge-5dhgt&ki`44>{TW
z=m7cyn7gzz@g-uGcndz#*5m=R?>^(pGwnv7mHYwS!ntK|PFL5aoEx2y65hu3%QNor
zI?uTNI6-{MYWq^Vfz(XIY>Vct#6*Pzg%~51q&+>}bItYJldk$V|NiA~xkYt6*028&
z4zdEIUC^k=$en-K=yR5nX7dDpqT5m+ecGm26G)S(1ZHw`%Iu^5yOmBl%lz*q^HXCZ
zzt@!(#ur4HtRJCus^zc9ZpY)Z0aw|>gI@!5@V17AE#zXWo2A2Td8U$(?J?M*N>k=p
zv)y=R@Ses5iR(d*-kjA%rJIq?M2+*bXa!8#O}Hz$aGb8^P*LKd>_zL%ojc9PCSyF_
zh2!pisiJ7-f?&SglT`1cKcIu-E)P>h`_)~d;;G6=8|2ZNR3qzh>3n_boXH>1(zCE1
z&rWJJ&yEb?C&OKP4jZ2&&!nf@B4sV3?Eiom3ck1E5w$<P#Wu{H<$^;mle85ZOf*j8
zr~PU@<FTofJx#;j&2PSiGVPxa`Fmp3L#fvkQO5g^-nyux*kjhJ*FF8UF2{H$c94@!
z=yNvgyInb`W%s8GTB+S1R`YMNYjW-t&o~@4V9$p<cIqK}7L&xwzAxW59_B3%AX(+O
zeoXw{QHs-<E4h84mXk<mvzs#NO6EvvVJo|#+vAXpn^oj23pjVGX2c3y3J_oF`o+>P
zvmA(y8@v!lRPeZeotk4}QOU4SovRl*7K~J-iQ^X6!VwcNIeI6`<gQzB9e56nn(9&L
zR$1jw)a`cU9jr^OxVR<xm8t*k0LSSU-a5c^P!eu>C*lqu)3SCDw!h{2Xc3cA>48Ch
znQdkpTkFjL1Vqa#P{)5<XT0QUmvWcqgtLxHwA3ro6$3|#D~{qGPHFUAZ~An8M+>MS
zZ|?ivxSs5f3o%Ui1CmQI8l&5Jm;T$$VtzyM#K15#!CM1(s=a_UaI1F%dIbm)v`ne1
z(BUehZNXEVySooIfBF~jVtAVfcRl*9EIC>X<e3CvJv`42QbJ3}8}Z9WE6e^<5%}VD
zgWJmxq2W-+@yj?UXL&Mw-~Vtuz`${pORCGq{Mr2$YW7VSDs{=1T{iR}i))upPUPU|
z?c4^k$>nP*By`oydr!UflDcU1P7l|G@gI<vMNAP=l(F&;XyEO!<XpnsLl+eYWYvc2
z>-YH7o{9RVDr~)u%eM)Dt#-nXSYldA5XW&s0hf?^f$VYz8QM$@({~MCgIJ-8A=egr
z(#J~d8@IxdBy%CNNB#$<j31jDD(=9NZ3*S?-+rRYm-N=~jPxNf8hZTZE@&lUfA{{(
ziT>1_{oqWPO`<kpYEQoJ+|~&fpDA_?<KSwSO_E<D^L-TYi=U$4ww`A=&y_Ro5};(5
zK3s`O(C#PXSS~{}S-56%JgLy__HPYrYChC)T2ttW`FDFphG{wnMV(iliYx^?;3&OF
znb-td?*YXERxwe+2#$?;=sA|D2EMs*UY)8J=yobByRW!{^x)@o6Y5)fb(6focd!^C
zLa!^(Xns9^voa%D;alRKE~J{<SXG!R#wR*KsW-1bzc&x?9Z{F#oei*qRrf?<)H+JX
z5(AQB0!q`0YJ!+mB;VG*9vX<cr1O@0+Ob^9H?M<zasT?vl&P}W#N9@3(;0PS*f{#~
zO@MHe<NBy|*(PQm?qoXC7e>;%?6kNyUTmQs5D>L?dZD8m#z!tj55TWtuZ}Z<&lUjD
zzZsRT^6ih7bs*GR1I97&94~{8lAXFc1U*J$?!QI{=fuR~b?69&d!$5>A<8BCNunX~
zAMXb6lPlpMN<h{@wS=ZhP*QvPO7Qh<JvGojf2F~Aibw!v>DUy!l4S)X(>!2*D_)I_
z9%52fRr;Y&90?PAOjjcCoj{;aPb-+G?n|@3(EivKkF{@pmITSU&}2faeSugNI|JIC
z41AgLSfsP`h9t#2&6r%qA)Pig69y%u{U*$Xa%X<628d)^4!VO1ak9vSHEG{Eu8tc}
zb~DWo_Fnb7O`oT$(mUr+KH`oAGv<2m_iP5a1;z*39Mlvh+0c!y%owa}yTcQACEK-q
zYclrCrIToEEyNnWv?W7zHJ7SFP*qjI=sF>FiX}9eRR0Eom9?8qChL8-2Zh6+RMva4
z$5AW-Q9HWLy=qv<Ezu4xL(SM~Pko@Lr_v7z$iA!Akg0lrz0N^Xh1WXsJ0-#g2&@{1
zAd>*TD2ew|T7h3|$MX(RARGYDhfgr4%}A&bMN7Lxqc@|wp0|lc1*YXH|0f0?$}k52
z2<I-_zIdPQB>F(SFNkxuOnL>0meleX?BJ<k0A$JIsQeuOZz?=_P}HM??0(so$)2uT
zTq*J?t1+Ic_nnN}p(%BAkHpKV$&KNR5Y`1BE#(|x*?`G|qvX-t3c{&&N#Vz3GiaA~
z4X>?^J02&voc?3vk-PDFfAu{y;RoiMu?YIwigG#`?U5k&00H6Ze7%~3l$xr9UW;pc
zHd^ov)k(^Xa~Ajp|Gf*XW;{FBexEb?7jW5zXnL>t#Hk9h;D-JKTz(z;sYnh|I(V|{
z5q_bPXbZ45_BH@HD9o~=XHNaCi>JU)&<C(DCLaib8^&p%s)FhGItg`7Pb@{9c%Q#y
zpKS+tax;#_<X$Q!MALQisxquGnXN=j;MhcKfdCVcM<Q3U286GMJst(K3P?>8e{42d
zrpGU`YPBSL=t_^y7Rpz@Li*s7o>`#w8%{0UA5AZp-Oq!hGfa*b@<>^%CP94Kp@F<z
z^rwdsR#mpilq#>xP$XJv+bqmLo?slct!?-dS=PHZ0pA_yf8U@`5X0?BbV1<<R%$^p
zJ}@NZ=?7OO(@ZIcRx>v7#2f&2MgMm4*TX%Ke)BdfyIf>web?hgsLu7vDR12r=t`?W
z4s5zm^i<(K-3GL-M62-oACTH<*5q;rW_j^^DCFd&jczvEFwWpXzZm_yjf`KW0wl%h
z-!!WF6AVt6i=Irgk=S!O;{JmH1?IVg(Sv4fP9w&pF4ARkPp`0ypRh>x3OGAiscHkz
zI>F%p;QhNyA~88`UTX(e#;f)6BGX5h)9hxuc!al+iQ~dFsd=$3Ncof%S!|t@ixvw%
zm$I`9B^9<#8eh6#m8I1fJ&~cnGL~E-Ws@NTW?&rp&NhZpuNjxi){@)mC|KI_TB_%!
z{o;f-+ez=V*w<<7(NVZDS8KaFx)WqKL0GRj!$CYIPdF{LipO)%m_2(`yj`>Fw);qq
z?w)tMrtyr<XjU4QhdY=9V&^kX6(FFVX!q&LGjTvdFM*~4-hsA`8a(&j>jE9+;14<1
zKrq{_rJ{e<szUJ)bPko(0IQU%E+Kv;%Wja!>W+lGym6H2FX!e}lMzVV5EJonhyEl@
zQ#NZE<QXVBhz;X_%#U9q^0aJmk3K$RGe21ChwAJcJqlC2VZ1E+V7n@(M6dPXMd1!#
z+2^Jw3X0F)5j^C3##e+T$~X=Oas~Ei9TtCFG#48?W_h&x`f&P1I%sQ16)(<Xfyey=
z8rSJjbZWX<vcuObOno9(S3N(yEj(LtW8jhJ7}ucU`ft)(u4v?5V3XItr6pi8n(=D#
zPRQeEi88DrCAaT{rhQKqkGkcV@T7JcfGOq`O5!p+3oQlUos%Cel(eqXAHOS{ABeFf
z=QX+LTW(m>1Tol85jN!BD7FQ9a=lTtkFO?lEYJ3YwP0G)3q}sWBK4BNp~TrW5%<H^
zQ07{B!t)q0W4-g0bZfClwoA=b<REgeuZyedSWa=l<mI@~+QCGb+;H>}N$L-1yB>4N
zWb+4<Av=pr9c})&`NdsM-EnUn2z6N0(l})}2K4k11}MvzA&j<7yqrAEqq8c%OZ;MS
z&9wLVcp>usRIs+$g?f<m@3r9T@9Mz;O#qloYSp}3H|Ms`?{=2aF`Sb`P~Jt1b>$E2
ziR;&W#P8}&*My4OUo-kxc-nYqeOB!_prbb`cu76IdorN-&2K3K<u2lDe41FFn^#xc
ztZ}e0OgK9Ljxo=!L{_n9{fObvry(qftrZF19_|c+#KkR#S@WN2@o}B{;^@uI?}Wv^
z*;1S>%H8MBt#ZnH6%nF0%-7tz86A4TvACu)TUs3IVpun@)v0^wm?>?x65TdpqTuAA
zz0y;-Jz+T-<2a2nG^j3WwSif7HxGKh5O>q=-_8l#67E`5PcwV5D?n6?qU<1hc)!{b
z>KTvQ>nnckxhAnj`!Dly=vC3LOl<<lQ49rr48^o7#iDCuG?i`D6VXo$A8WKNB+zW;
z#!qn@S~zBj)dko|2&Fg-Ou*&O1a!84eBukX<IR8gqt{KTxkDSqSg5B_tU*dQlms_l
zuV-SCyXl=9>7n#xI<h+0vk!b}aQoZ$fqW6Y4U67MT^xImhP$!C@@}f3{Stz|KK5xj
z7C=eZUxgH}btyy(UiZlNsW^yLZD>Vrf8yNY*C<pK+JBB}kQ<4*AIc7O$_RPLB3#n_
z#n)m7*cCn-OWXd<Z>Z<xQ9hGZHLy;padtYELbQfh`&g3a3NDovW?}lZz1U3!BK7M(
z*Kv2FZ!7603YUn`(}Ug6x&eoxb;6A1EVb{p>?RvG48X5<H@pe(!A4U?1oUa2@|DF|
zf@2!2r;$F|oJy6ogn=HHpJL>&)Q>JrvCaAIHm>vUi)XYWRXAD?BOI$nYQ{Y34=A#r
zH4polbOlVeTc(|Hq&pwSmJ8T45G0<$@{KW3XQ>qod`k3f1Ytwbo6&ZnHe<rT_Vi*t
zZ9uu-uxMsuifO}Jk^&#Nvp5J-6;y+%us;ioPFKhD?r}uB&c60ypCLRqry~1@O2-R!
ztn!Awg*O?@p!Ar6LY*S-U!dRYbvO5|yK3CL=^zj@1;yw0Almb|bD#|`+|~Bx=j74O
zDX1O$dL@D4{wE1yY7+1a>vv<CKL8DPO}Tlo08fNsSvnTi4}=o8tuqfEF0!GR?sV3W
z*qPYc%HVnHZ6=2_OqxKvcup3Z70~Z;Wi^Wg#2q9J#jdNnHwSYnaG#|((;mpW;SHfn
zsZv211Mv>=gu=m^&1BvWBy5=y{$&o=)7AlQkI*wfe)?1D!@z)Vh(f#2a@I&aReI9o
zAPz1}sHfsfNKKLR9+9^sgqfw~4+S)3xvC`1R+`s=q1^s^_xH%i!+65(-W<KZ2NDgJ
zx&De*G1}I_p&^gngAzJyhp_nyO~?~T_VCu#PX$H~Q0oI|YX$j`A=K53GjdPVS@5=r
z@eXR0@#Zv=!9V%{A}ExnPN)l>2M~a@ax6H&C8w#k@y%-u1&DB5w<u+O0jQK>uBo@?
z(_uWnBAAX)FMn$+u0dBBl`q3K`B#=(o-tyYW_RaPru1#XYxUEINP|~p-NDd3)3opK
z8eBX+A!uETpD)<$&RK4fNK>v%gl7u;;WTqzufVg16>z}O1sPyR0!Sg<1tH}Q&*{n@
zaUWf%f5<4b&l_r#8MSEUE*fc}VcSL}+NlDm?(#%x<inO2RMAri`6P5{QOUOMfeLQ6
z!qyoQTZe=KyR&Q_SWA?kdnU9cO4cWg;RUIP1TbLTf4{9WOQ>~zLksf8SJkrMk*Ryo
z-pZIm057t}YKWxU>X{?P4N!Uj5<;uqA6-`{pIjd762+_Pxp)__tPXZb0qYT>yYE+*
zK9&{Ko~qD0WVw_Tda@ndkP|{9sks%$a#js)eg?zCT~>4}lnS-n>0H`L@6b^uAql1q
zFL0byFR{Q1M2NrT+p!6lRKoPOMLw4t;0&9(AlUICLh|fnWW0HqS!w1dKK=AkQ)(6I
zMbkJt5s4Z~T&YYR354iAIsr?{F;nnwr~~O--@CtegYE-Y#edg&_<xti|MSZ$xxBvt
z@zFazT_BW~CLOA($~YdxtT)>i;f~pzT{AIi*WnkUZ>v<o(<$<?M|^*=wZ(P-xKYKN
zlxhO`Z_jb@0l`zTP12<g+B5tNE;gN7;zCOlqOv`SdSaO@3I@x`g-kn#T0%c7oKvN#
zS_c!C)*CYiy^ljzEdGF&p?fE6sV@&_s{+MJ){o^>u|_&g5pPVOPOFW3R;WbMZ&vMJ
zA%?6_-BbR|!6;q>%LsNTP?j0@1t8maZF9XjK5=qas{2aR*trl?<Iy$kQZ{HwU}5Dl
z3LsHll%(p{d>f4R$1xXeKB}+Nz$TO!l)YQRmXwh9+J!T&;cMH2?A@}hGH^p&`YN*x
zMn_c|CT+%F-Ff3EHMr_!S5D`Osq=il`HuI>LVDZpUqE9TVxqn{V<R9=<`~bqR&!R`
zA)lMO5#&DI7j)fg%H3XXa&@o-(?U5WyUZmfFVz=^*`IB)^ro=|c6G>PR5`Ite=mlZ
z!F!W3@-=Ai{bM%z?m&>^|2;iq4Csd0#5~7dul3)fUtz%q;0POrb{R(lrvk@LwO*<p
zt0@ofyww2Y;xPn|q>=B_YfVn=wNjj+u>_b4<3>dX%p7-n^7Mi&GdoV^bhw1M5XE&r
zH$o7zwAk1am?ACw!_qm|A*hvX^TwN=Ba*M`T<t6}ZPen9oW|g;`$ON!i>6{Hd3c_|
zpf8EB+)cRLOv~dciFo9AK62D{geZQY@O|D<$!HpkP_*{t8nod5Njg^a-Qgl7-KjTM
zgr5Y4bz1fwI`_3WPvF(ndIhWsg%ypAYgMDW@{%ytaiygJ2P_9-QEWh5JdhtRrkkL*
zB~wmGZG}?goyL-1X$VnY{+le{y9mnEBD{LNWaT<7YrL!yKGj$u#8LEtU281xdBBdb
zm78DrJmn?sgN|6yRITT-*uQP|&8k$h#fvKz^jQ{2!Dl~qRH@qcWcp`rwlo)>h;CM#
zcm4sTC%dqrr)Iq`&-H;Z^mZvrk?*CLZ~WVnX4O_<2P9k}un3&{uhBTv$za%te`d-6
zqjjbJF{JC4|HPBgVczCVmqx?|tk|;e)~_0ZLisk($>NT7Iboyn7)@rHp%{IbP4{t1
zYayk~<MJa+v5O+?jS>1Bu%)R?759p5IM#eOLQh&y{+^SWPDv^PC%egBZt9$}I3vvA
z=gVb)ojorZo)t#3e0y!j9v2u)*XEB1D@$t3j6<jt{#MmJz?j@a4xO_Oo0R9p8+i*>
z%*48!G6O)ZbYfZL*GA|eW9$36!k^xH2mDu6jZ#Lw<YYQG?KOyPFqunViaaU^u}1s>
z@!2nvxZZBBM*1io!#9<V6i*W`zn&>@n^)wmZ&%I+oHcwcPm_Dpt8R%45z|z;LVHhv
zV5xZc)gN5Fy&4B>?6Gj|cgH?c0OOkpJe<<@(arOYH`#oRFsakrUH-7OoJU(gr~}im
zk7GYR%n&kdVqmNS+pcAIY#C0my;Q5!m?<vVOJ(B1zi5eWYpv*8>g!1rJaT*DRClI|
z*>;#3ds#^m>2R4oM0QugQa9jcC71X*3&UU8-%L6YGe7Ot>*QTwlW(eKlWqhBN~v9)
zs%W7PzgsJyU9fmfrAO;0Z-R=o!!u3YvKN?b9G5Rr2*lAK+C*zwLNLt4WMXm`Tt_ff
zpJf+>Q(&{?CXbtfKro;NW0suJ;vuufUDo^|(Rxsa&6&B6$juvmI0Wlmve+0E?C3xG
zB^|#IAe(CC!JVl1TIvCp7wB4C)8E{uf3Mznx&6SDwZfpxITnG{xPB`^NZs0MKe@Qa
z{P80P#+=S3AY#1gvjWsnmzemTHrncME4^U&V=(9mZ+SS`UGlpivOAICFt9H#h}y=B
zjLf$iP$J$0%3U6dMm&NMx5;do?Cd{F-|gI+igzV1V8H{$CLeB0mf8R*kh<Z19eApY
z{WY?+4wFN<G$DV`flcLWd#Xdw!9uB+4LfLyZTM(xSvB7!Z=>ejyzj}xV>*6B<VQDD
zPV8`_r|F@blzmfps7o%Z*ju(q6e{uk)pvXd21pvERED}NC>lhCyJp1%0^KArf(C(_
z<Zy#n9m2Cwa$SRzUj>aI-`GxM$`AIhx@q`&(0c5EtJj)!>H=u%ozV=Zc9g6i2(Ums
zTDd<;Uc-VL{W^G6tyqT;AN=o)4>^;|Bb2Nl-wwQBfprFGE6z}`3?<?V+KMIwF>%Uz
zcYUC2PTn{WQI>Bxl2Pz|GaxPf8x$J6ARq9p>47Z}Yu%K2-Qr)atFkgHO{QvDt#>(|
zt`g~I$?&!Y2LfabY|0Yh?$=wQ?hleb|DWkjUM|d%uI>Yxb(ZL@jMw;h)mRWvXneSl
zSkwU?ENBe(jbK&x1+8BJ1M~b}&bwW_HW{Gx=nkpB2N&J>&7<h5BNur^zGb5{cV?Fr
zjn^Xd%de3+r_`Kb*%h6<Nt~{=JK5=-5-MmpbD%psMRVx=)&3qyBzIC<z=s<$(B#Uy
zEcDus*#K9N6hIF;f++q<TYyA15Qshv1OqF4=8IC{vo93+EP-M75n61R8}`5fiL<z&
zQ_#--PskX%qT~6)8$yFXl8>uCGuDlEIR22kG541H^P-<pi@ZA{8yO%H*8z|ki11wQ
z3PG-CHCOSY{Xu7SY)>1RK!7O^<>n8XEI@f!-AFWEYD`-Sm$NDL+CZWw$xC@?7OXLT
zz*%sX(1Nh-Yka=?(gc{FRCjNj)Bw5`qYqcDbNUzbzrzQeQY(^!Ki{z^r1E^0U)8u0
zdmNw5MmPqY|9(Vo=;fvqiZ>7mmuFQq(n{$CeE}=-E|GIT1_80*WQp%VGLM0m3j!pz
zAei0aU7Dd3dKp23&ikNc45zu=k^agO4zlP9v|z~9;`6MHU}KIzv{_T2gLXk+(qk^+
z(uK~x3kN)|;>|@>NSxUV5}|yjR(5W!uc04fDXn3*^P6E&TTl#WnxG?DE^u6UsLb{G
zJH-6~5wnIRfDd<MBvpgYpRdTEf@p$3aC?QTLLh+!RTdB%4~RC3Y8m7v;}!p$vM)`U
z`ZKxxH!*S$Z6*x30mu89LYc-ooJr#8;^057vPQ38fSzzaz9J4Y24y}iK=^=?-($#_
zgb9#;_{PD$pp<dv$xx-othMxscUf!H?LJZv5RO9xi&CeNh|IA3#_FJKTyu?nxgA@w
X5lreVbpJA(W3PS$-uW=>&(!|{MV>Lk

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/images/image-2-Q1 FY26 vs Q1 FY27 Revenue.jpg b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/images/image-2-Q1 FY26 vs Q1 FY27 Revenue.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..ee835f542ca757617c80283763240877942c7c62
GIT binary patch
literal 39357
zcmeHw2V7Ixw*H9$LJ<)J=>!EuMQPFn0xDfZY$zb8NEZ<S=>$bUKnO)qQHm4+5du=B
zg<hqXNbk}F6Ka5vyfg3K`~HLTX5PEbFz^2FB>WCJJLjC8z4tj;YkhmIZ*B5t@-VPl
zOHES^fIt8M0{#KyKHwBUOG5*rp{9kwV03h}^gCG@cQP>S<Yd{y#LCMB=i}w#;o%n)
z5#rx}RDg%)kj&wuV&amLl5in8MOg_2k>ipQKUD&uqodo&u#<z4kwao1&pwHN`b91S
zm}#lFsl}j>{lE@p2$UH@t^(j-JE<Z6`2zm_g6x1&QPaR^>F6226LNP0J0MW#4k{=$
zH5C<jwkLQTpkk(G*(a_-vq$d+Y`;CL#DlOmv;rry%Gu7h;RKK0y!VifelI%*C)a_4
zLWd3?k(82_k(HA_by`(TT|-mr!o^FM^{-qtFui4FZeeL<?cnHi-`U00&F7J?pa0{4
z!0?Et&my0{co`L+keKu~IVJVohwPl(y!?WXg%y=m)it$s^$qPEon777&po{(qhsR}
zUnZxfXYdP)OUo;(gthgb`UL@?f9n?b|8E`pu3yYxzjjbjL8)Lr^$W7Y8Qh@ERMh*#
zX;@VBU^ndd?3Z{z%X%{GO;$Ob!141qwww3b==TarjvT=M)V2TY+5fI%4}Yj<|JAYo
z*RNh+ClmtSJSa1O0M<x>hvIhpCAK+_J-DJOV>z{gtPo*$YTI<@ds=T4E4=AUm&OK5
zA{U4IS50;<kpYIv^sAe1d-3y1tv62?MGpxX;bS|J0FOph$3b!2-jZSWDu4ZalOt!=
z^u_X~64&`^KYLq?(zys5;xppA-4ruDy*bT8=R)}1vq(M%z2#<v`yy5xiU4){(KOn5
z4Ki?XpHOV-b)?paf*r25ijS&CIxbAtRKQld=$@8E+Xu*nW#Sa{NqinrXe6kG!^Mwr
zZ;j>tf*0cYuS0z-1t)=+!DrKOTr;0A8HmdWA_K?+WMIq@GWJwIiwsoCx}Zr93q?1H
z&&fbA_NB|K%2i`FJlmH5_oEX11|QOj1)s{D>%RqUT|Y;o!>X?{{0(ALDqG?r8RWDO
zUmNWp-pA^?tk{xC)e1YV>TbXJ8ZEtMS}jfU4L;)$ft@WvB)P^05t-8o0(yozHwP|i
z&;`1LOie&HlGk~-fJw^?^vLQ%LHxJJg6#>VhWkS$2TfHmvizo;e7RHU8wzUgFBRL|
z<lxzDy9Qrl@m5d@T+vZqap@k*b`ORdWOg<@S#uGOT!9H%%&5AuO+?qkx=JPWi&9sK
zoY&~T@y!36<qrBo@!pi}e;xzH)lsu95(;NgalcnET;**G{jtU}je)0BJJfG#@0qcQ
z=p0DcjPX#Ks=nsrs$nL}Ph2XcA=HZcJBp8NI%}b>w3QusOz01E?en9O*x>QB=@41g
z^^?a|UX!1_&|%);NQb_5JwPwCRz^<tag6+i`#D&!bu6n>v`v|wi{be|?#ytSjoafn
z1#m|u`?~si{%&V~FMb!Fir#~75~uYKGnRZ48G*eB?zopZ&a=~br97jk7X0~14v1C;
zjACeKEcDtqP~um8B(J}|B?c8x*sZ4OssqSt3PxUzRJRBVx%y%}Vn)Y($RCZC674B6
zvGvlA<j7BY9q~GxW*}}4mZ^-GCZJA0;hI}?vK}s$SxHri@7I>;xncVip#G>ZzS!hA
zw7Z=t0M5vM6&IPz-?7wc;CV<*0BTuZ2i^Dd9*st=7O>WPIO(B^poGF5c?oeUul?`I
zfQ_}u((WQMfN3I0oy{-i9C?Lecgd(#^Wi_U_N*4CCTC8>7@dP<5RU{C4-cnb7^Nw(
zR|uMT@ijj3q_e{lZ};pQ>X}lb@};Rx=`*Wt(O-S%?<7fR3{K{^I-<`LMn>HoTrGx6
z1em7_PadgDZLOmL$bdJhGirez5FT1C(Hbj5X0Q0}4gAtOd8yaD0Oil!S+v`o4`@kp
zp>|*O5y{aFgzvn8Q%iEobF21KYG`_rX*6dB`*!z!7`6m(5sDU#o^(ZhnIFK|55yX+
zV+#$8jR>nNZe1q&4)*Q|S_a(y6Lrem5&d(5?%guP<LDsOp-8)&FuU00L7S!JzHD^<
ztg*jcvZVo2If`{E>e#{%x3KHwg=zad&4ycJd_K^=#W*JU&1f<({-&P{U?0V<vtVNg
z7?Qe<0}1nm474`6v48zW1`h0+BozyS<;X%_yDJ1CzM_<a32}q<Zuu+>{w6Yv2geGY
zXwF6fi*P^r$mC?AO51atsEfx31kcwz8a*xaW#@?}w>I=o;a9j_N`=ncpy$)R5@UpP
z4{Ip}&}um6AQE$r^?o>0pL*iV9wrg)prZS?#fKRuLSUoEjZfhXE2F+V7&{Rl)mZL%
z;M=$OqD#F8j9>H-Wv4^>&%u~fS<gWz+i#D7^7wK!>p57WOY#UCDQLv=xN-ZPUD;Ol
zwBaLj34-b|D$rCT=VhMJ_tt?;8wyjj@3eW1&jCCUi`|HaBw?55<zk!R%~vwsACLVo
zaM<j;+Z_KxOpIdMXFIRsMur|z9YkF|l=+=`J3i<gvlACM*9t9Od*wiUMmCieE8*Gs
zk3)*~^f8Rq^wRltuRVN+bG!9~#EBMe^MVslRZ6_YSjk4XQgi3X!%PV|j=D=c;gFVv
zCPa<NZlcQA%hnkzZ65x0wat#X0HzEHO{MWD3!h?lv<u(dmv#~MhUa{?IgN#K;{74C
zO2a<NJRLRoI#WlpyLT@>+3hKAyop0=7vs<s-`H&AJ4LN*oFQU~l~#9|{qA~d1By0M
zNXyw#Xyb@GtN^-s{iQ$R%${{D<CtBb(tdoyu@YjK;b-AHhT7LJ(S5xVt_?@?bwaB3
z3p^nCft6?Qx&gdUZ40}s<DaQ55HVe7rVMl?Vz-kWy`_8x%GA#6K<V2gbE~$-jEm@o
zQ-G{udE74Rg&CXKp80v6;*PrZ6MRVl^(oJ^GcQqP$pX%a$<_P(ZiOiyeZpbU>n%D{
z3h#ClXYR^LYh;%8z~of4eXBLP<<NP#CKyKss-lMcGKy8-8U)xL<E9dP`RsAc{glZk
zlds*)lkk`-ThrRqn}zAQPxiMsKVP}%)cn=r#7j(};t^45q6*f7&RH<(Vpj1U)8@Qr
zZ8gF-ZxvWS7tknQ`&hKBqwjp@JT&^@=N5r^rB@E?`dKDdHF2{mp0Cb!!k(qs+*^bo
zB>ZYr*7q;YTPKj(dP6GkE*84l@rdr1SDtK&G0hrZ8;xbRQIhCF<Vd}Wl~$In<qA$^
zSwFHua)eC5voXY{Ct}xe5oF+`!D#W-gqd)cS_8)pJ5H|ko1E8g(hhpQ6Qyx!(Zfl9
zSbzJH@qI_}L6-a@p9%!wBi9{j)18NKZG&Q<RdvUo40s&`t*RWzWG~_&Q8Rsp+2G0)
z_S1ZsotQ+tdp5JTa3|6-=!F21aoWqe-qrTboCp&?Z=A)<#cru@a|~mKDO|D%?Q<MY
zTtf}BZY&LcMQAM^Q`al$LVqdk6fyf)_%dJfXnLfnGMi<5AaIDXfn!jpOGnTpu^@BF
zz}wANUpEjFk(+(_?oT|2x<8~FuwI|Jcwa*&F{AlT;1Y^(3BJrl2I@^n%|G8Sz~thP
zEd<1ZKyT&8FH8D~$chv)kb)&?k%1M*tp%H5G7yVHj`MZ%w#dYn2$0y+H`Oo;`eYzG
z;ph7sCNLry@F4^IE1C1IC2XMW{SGlBMFzq#o6%eLdkKh1B76;&>+jGsg$6BsUp+FQ
zhbBHF17D}MmPpugGJpVEP^b9*M2wxPn>z6bYCRY^jwS;ZTlQB<nbybvjHEJmqkqv&
zxE(Qa5!q=2s!rsF{FeQ{_ngUQ*W{}<<1jKnpFm15Sp!i*PurHlCfbLD1iwDi{fe`~
z;I9uRYR&_`NMa)TP{xunmVeN5dD)3uH`ChrzB{oc`xD--M#lE$@sNQdxo+atnv#~R
zda7c731qi~@`W$5lYu<MhN5eUn|cLm4FvLi@XeUw{-Mogq-Yao7lCsc91jo88t^}`
z9h(c&W8}Db7jkyNZgXe1t(A*ENzGQDgaH*_Ym+&4$`R=gKkc0UFz`^i+ID>ZzgnH3
zWT!`b5hVk+kt=SCZd>lrN6f}+l1bF@G~DraP+Joso@|%S#=&=kTA}G32%E--);Ztz
zw&R(IPkPatUOHspO;i)Q6;vg=lpcRGq-NDK*tTYDSNDFTUg35nR^%rW(q~YQE`M3x
za+@5Gt8zq)q=o*lMWUW68(xS*Pn8weh7B^Tw2usgy}CpO(Dj(5<5zQ&M&WCmxhCtx
zS7hLn)GL!WZ6qE~=D|Erg5_>kE4HI&KU}ANqQ@aJ@B*_5&O7$ZHqCCiO(4pjcUbeX
zY(|&0Xv7B!kDe8a4?F~H!v-z$I7J2oq|?ZNNd$7rJljUQ3bAn98ne76L-Mnc#+*tZ
z%B~BP+y(`X^>#I4J398mb)q#0pyer!+%N@=S?nw9*89{%2Kpx#h;7j(4`RYpS@o-4
z-`J*U4wyG#i%#i&zD47B`KuG`m(<-pgF>NmyV~$CHHBjwhD#vb1hEJ>(P@E}`R+b}
za^z#n#9D$p2CBF}@DMscwqlz+Gfa@JN+n(NJEgO^3xyk-3R%tsWopWHwPMFM_3nr2
zEfE+|CsvbzITWeI*zUU<B|`=rVjCCLoV;k<R9W>*SnPdS^^`#c{D*IR(5+g<!1z0@
zv(5`2scqw(y$;G$z3pnncJ%Cr>)c`<4{o_nckD=$i05CP%n)}j1s;ko6&%|x_@DsW
zqEm8;zf(C&@`y@Q{E6;zRo2T1+trAFsd~5A#}o{+Js9nu#Yhwk^DjD;O2IJOg35jv
zyZi$oQZUT+fU+OPF7bbF&v&*l1;cC;M*FAn(RZftclU{cVg3)}>9*L$6b$pnqcaMI
z`S*&vqhOeA@-6+dxaH^PQ!oq#!~D7rhvJ9%1?Hh(7z&2@%`i=hALhGIUJ8c!As@+~
z;jf`!m~HSX{V;C%d0Qxcn13n%%Rg996bwVbFuwvA{?%g1Qqyhkh-QrD=K6jqc==GB
z$0pKT5n!A5f)aSsrwzV5%dnB@z8rIUTC_*v*8N&sL>X*K2XK)B&rl-3(L**|Z;KMH
z8JHYhEFQXb{=8~^b6X4@T+bLTDbd%AYvEQudizpa4SiTAv+~aPLK7;2kRE<8OXStt
zCfl7^C(SJi%o)6uYa8fVq&|)z9?4HWSQ1aOmg#kD<-B|>Z+_x~!{!8($E_6>s|Uto
zKO!;Mki>9HTwTGWmu$t=4->!f+vkKjJQB!H2f#4!ugLEym`)L+b`MDVaQXfj%V|xg
zv?B+*PRXBKV3*^!e+tEb7d`t)nzBvDFcS`pitd?CP3_mQOS+;_l;9q!T}TF84$aML
zq(`3u*^n&tlWoh5jGC<$4dqYrGvx#j=MO<^Qc^SKM2?Dl$tm(3De!I3<bJ|-qmye{
zm%)Px$>MUp(HO~M*rV>4_;@_OxnG=Ppx7b_a6QI0M+R^$NBY&rv}qh#U3roC^)Uro
z-1919+Pn?hI={uUbu?c-hwo98*&(4+jB*2pr+(#e`jObZ|Lz)!FYFh-Fvtuhd$}ZM
zh=rl~UAwA<KxI+3nVNbj-CLDZ8!prw)M7LHXp^KoCNiw<tbp>+A-&J0aO2#`^<72C
zk#y_6%N=G5^XYx}!X;>@RCvpI^h;b!N3nhirlZ#m@|srI@D(iXS8-)Yd;rhtzgy<+
zpv>p+&ZYJe&Z36V?p#N*r;lDlbDqe_GesXS!?C&dyoB*QgGceagSqxLcDBdLsS~_+
z7w@!)N$y-lJ9QTyz!lZR2zTaumXZVc(kwaig53SE=L*A!hW?fF!WG1;BSAy7E+MmO
znBMjZm8<OYb^f81v&x)eMlH9i(<j3Z3Q*NdXu^Hnp9hVH+w~+=wrhQz?@-eguUEjh
z;R086*+6E;2NwrYkvehETS4S~b&7F0M+kT0<5tIu&%EK@QU-y*V5<PuLlu2>dapj#
zR<ZL9`)ZRfZ~bH(C&Jh5c@1Xwsd&p?yUI<G`<8R@>LvGj%mtoZR!St+;*tp3Z+i*H
z%iWTzbPU9c8ZF=J6=pWeu9}yvLye{0%{Uu0r#qz@*WLQ~F)S$zm5ONaK8)4FeLEFY
z<)zfNRF8FJ(Jj5StV;cuXpgG-=(c3{zz4zRIJ7<~L-MwSUKm3JNZIWsj3ODWDn`CK
z5>H1)&S*H79S965XokHN4r;$stUt_np4XWB#GI0<EE&+ucMMV4?1pi&&6b`Z#M%wR
zS*+#teI1L`I?bLorI;9{-fWjSp+?&b;XMmWc1svRpxE8=lJ|y<&dJw!D&Zd;J8B=6
z?F^R)KP5UrXoUsaL=BLE$GJhl`WK#=6&1*Zb?xwZ@Su!iO1Q^qXiX|zfK((zdg3;!
zB<dnPR9-4+d6eDOxBuoSRrCE@q54y_W1j<;)AvqRN@KF;gGGaE4-~eq-be_#@4ObA
zLrjEsdn;L>kpyj5=XXRwylqVS(TM48Tw#T|9Ie6!t%vSAAhox<Sg~GI!hU>wC3T8b
ziC)HLPEpxbWMH=v?=>p~<Fc@!tSwfC>t5fQ?vdrbKF(UB-MUoEaZE2#lI11u)XiLa
z8mcnGD80Rt%@o7wJHzQdVwb`mSO`(&;7jS0$OHQ%Qu;nl)SAuJUYIlB<HXgZkC+7Y
z?u|{mT2B?=^}r~#hrea;LTlj2d%KLB#wokocLei4`ufx!we`C&XFN7+5)w6^mND&i
zFw4yJu85FE@MjunPSSp*c`xsCFad|Snci=;!i1$X*XYr%Pbi7QeJuX<=8A=vT6%Xa
z^iGZ*wLjU=ZrD@H^Z9F!c{!0b{Tr``BQ|H#;$oYmySA`ue)I_Ybxxk)vAZn|Ov5&n
z^BKt{g^@Ee7E!KOio-Q}%uPEZl$rGl!F&ih5tXsay@)T%BTn7c@ZC<f+GTmh%u$2&
zjvLaKLr$x+gdgvWti^*A%=(UmQ-UczX<|_P+m3|L>LVHj4PrN9t$|h1kPgN@m3(Zt
z+~j&29wpO5q+{NPTE5g2ixkFkyR2TsPc*$=PbzsWYQ-5${Z8T`UCW7=A2STRB^}eD
zSFi?`+8v7;$9B`G*fMBlD;|GPt2L#>X~Rsg8$BE0?BbCUX-ZXH@R@_HeyLmv4q6d2
zBp`A@=g44#>HT*fJX3kI@?~qfO$;V7glt~Dyu$-5e7w)lAvhTbEZGI~?de=X@eIwh
z*a=McK8kVFKl1TRs6^t5+@|nLoUX5w?p~Mh_72^=urZc2U9k%v1Yv?%Q?he|g&2C`
zJ-m>=<J8h@f$g%PEcW)z$^ELvm3L>9;<`i78z%`5=d05lqa_-(2F1+I)XkFS??Q--
z!0{E|u5`4At<{Y?BfS-!>W5*n=5n=I4&toy<@}i06_fV;`F@&-i=lJD+VEx6XZ=Sl
z3Rry>T?O>fc5#ca=BoiSn)5bo#Zvg9s?xo<&9}j(rit~o)=7HFfhQ*gV>Ci{k)A>-
zkT<P|mKaLNK$$a0U|T_Z$FO%hdK&6sm$l{IOO9BYGTwWuIJqwXSb^v&3bT{APSn7c
zcD0g$Z&euL{g1J%L_@q?(Cxv7g@qIDG9z<y0t;Q60rfW(vjc$%r^Xj(1(nomDx|kI
zskd}jwZjpoF8%{kZP)u>Q{?C;AS*yVOG?W>XqZ1MKqe(AhyTt_r3{PXzxd;DbreaB
ztdM(K>$>@7C3ulG&-H|OXsuj7vdAd<cXRaqvVPBXiEW%%-X%QhObog_v`oOPL$Ocw
z(}-t58kcn+2?O#kmE9J8Kl}bK3TGipW<Q@D{)6{<^sBzD?M=tb;*m=*^dYo90n8?|
zzbk*!OO)ijJn;(v{R^k)KLR{|?ftLnG=)wzY?pNd)+>t+7+N@Hh{TSPfhi_qJ!3Tf
z1W7f`Zk=ed37Kv9{rtc0!VUj2VWF_Lr{AHqpNGu+-hF$MJ(zKWJdoN7GN4-disMU6
zwn)w2^e+FeB1r$b9#^J>|85TSkNRx1R0vs@YYS3e!2|+vims||m@R_y_a}G!%Q|G?
zYQLsC{(#RR)gIs3A<M|EqVxAt3;&u9Tcs!epb%`sJ2Y^s9l|z42EG%Wzkky5FF8x#
z$+?XL2N>HHGeo$H^qthCfVUr2NEGn)>#?f;TTt@n$Fx$w+wUf*f!gIy&pbi_Z@(Xj
zfNJK?j)$dyw?Bpy_vfcAp@6sF4@1D2!9PE%2?f0U5y7f|de##Pc>CQ*<fpm7KRdM}
z1-$(MA(Q_H(Yh4yMgec%b3-Vew{1!rNda#Z@b(MsPVv0`SEA!TJm(|@yivg0FZDac
z^Y-^F$$xmtN(y-Ug?Rswzzhm_`=^GH5;nOVTz*Q}<PT-_*O%<G(Jt}}Sv_aSQNbc;
z8Fl7$h*<GD=~C)ua2&F=i-`o$A+bVQ+OEM?q#uCm23$lCsAULx|K>;Mo?aFr3h^<6
zAxa%&V3;Qs%(cCxsLbt1Ipb%;Lm7{M<L83|^IgbLiFS2ii*K=NlByN#G1Zxf0ByzB
z1!b2xhTXB;|K^h6uO<oqhyHGjXMRqqX+=y~gR2n&Z$Sp!j0bm$i)kgoc9D2G+cTlD
zZ=y%LW?<kRqBn!5;pxnX8Le=>T@$mO%-*o6rOWI@A!Be=ho1@DpBGIIZ$1wqsS|ig
zn>~Yjg&9bD(6q=_kfMv*r3<c6v8A*j%1%V#m@JfP=Gc7603G%bVoH(>5MV+-Ei<yE
z__s=7*|Dbg11reDquC1h5*LyPjUa+6#r(WPY6K&V1&Gj|maHPx8^{W$5vFxU1PM}4
zV%=IW10%`9NRY3Sp9kVIF(dLg|4o`$a6rbv0YQ9M{D4Q+frnNczTRoOVuFiyIYsi(
z1=r5KhxCPSE%mry#*yCcaw{^H??nk`i@`+}RFXlWp&X(D^<D96vB?6WO!4&wch3JX
zrs^xkqHFMBKFWxGH-z66DI@yNJ);WlTh^W^Og~#$iS5mu7<Gw1aCOr4<g3FUpyIOA
z-!37ua+ub+-hj{XVN6A7cewTI3tvO3vwlnFu*Efd1x_J;ej)0sEtKS!g2d6=;o^4v
z|8X?M`o4i@e9djATbQF~hcgx26_s#bypN~+0dBb;4UD8*_xq`JlrjA8$57Zr1y`Cs
z8kB7tKb<|OfpMu3OC>GxKnPLk304lX23?WQZzDXNB`RX7UYnN;)sjR}BWl5B!!5Le
zca2^5Yrl$r@X}!@h9QrxeoCAG+zrOTYvbW!Rx8z6u}81H{Wgi}F7ULg?8W$tdey$S
zTI^}*JeuZR*`<3@vD#X+N|!Uer56_H<hj<&*axm|Tk3#nF9|9q@%w{$m2#POx`gew
zHSZOb9-KROSkcE@e)rv7viz;E=H-MWORky%Gp@7GT|I8rzFe{7(s?=kdYAkq?Z&IO
z?JRPl?>A8ebE6ZWKG&EY6?>vx4&3nzkQDb!Nqt&R>oM0Xzo`S5&6M(X=ST(T+8$i5
zHWO64bKSC%8OzDjZRU=x?R#nGAuzm=`dH$VpE|$kQPY#iXqRIE+ne~QDAZ#o*`<La
zT^V+QREb(;EI|EusQhJ5H<_}QwIhYjn+_o2SC)imlUTo@K=zu^D-sz1jg)H8#-Vox
z7wlRR0asu|g67C*T0FrAf4s&(9kraURCz6i;fjcsDp&mO1Zaq=g9$F*!yQES2U<4q
zaF89K%xR$efT)?#Z(=wdW!m3#eL}?a>N&~Vbi51>b&AKY><Z@oApgusP$KLhQ<75*
z3|~Fz>tV-NbQE<&cOQEr8Bo+~zA}bYK-ph2sTrbGx$&-#fYzX2KbuMAo3N2~n6stL
zA7RuAi@5wHdw336x$cxsN>5fy%I#K&48w|s#TM>za|@gy?IIjg&>cn1F)Twh+VP5&
zhyin+cd>UQJpD^7JoNC{1Z;JO(dpU^d8}AZvTfYL&}D^9ab=#Gh<NL$xuG7%Xr(VJ
zUP=5<@?fd8D)Tl81q8jZG#dwn7_Q<&G#V(I{LO{L*!IGv<D)gNMwt9oqVylVk7B%|
zMh4ErjPegj%h~s2w?bQYJ@Zc{-o_6+TQ|~q@0lUi<8shfT6Sqf1^$2)Ql`xs+R&yI
z%=7sE2eI-CQ>yy~G-e(rMThK2sXthfHr5<#>U?8lh^^1?v51sxmc)Zbk9Q5ashk1`
zExYnfQ61c>uN3OBTh0zsv%(XnZ?t)H3iOAw^7XgE7;SKAwK9>73QF9?%$aqI(ltY?
zjk}RrlewM@ms&+gjcHb^(ifORvupJ4F7qYy>szD{ZSe!k8~vx!HbW$OH28g`<Cex*
zkbCq!RPlFR@<+f`+(b$ele#lMn4g%~FLlP0(OU^WzFSOOna^Y!sSLlxw%hS8yD<K+
zxv4i$f3Rpkc(^ts*T$?s2mZB9tl?GaWoZPC#hIx}-vsA=szVaaFoR^4Dma~H@$q(>
z-(B^~@Hv)~sIxXfc=qZRj@i|PvxQCFu@Jj~z8<Zc7kT~ksY?@EsSH*tP@IH&UGr#1
z3-?=`R_W1Z^okl6LKW*WL`p=<k(|Zaan_+3X(>k5QKp$!#|rJlD^|@+o7LaQO4*G$
z`+Rl0cC*pAt!<A^S8IKqxbIaly4pB?9~77#?R?q^>T_3L3<Gip3-=7eIjE0%9DDBz
zmD^yAMjR>6kDkl88KYnqP?@2orc#Ga@?s*Y;9<dr*MbaUIM4SE80_QOCwBJh()u~r
zr%o^iiVZuBVIW$)x5~8M%f*`AYa~KQWT}BN8SQPl$F_7fdz9C((j<GxPt?&JoAc3>
z)%-LNo~WeGzfKP<fZ*mrDFR$?^`6}Z832jmY*)D^A1LUIU_OA$!&=!|iX<+)5k0cI
zX*#r)*S$NLcx;FdBu>^lkO2>MGEmj6gc;Lic6rNjvwK<7PT)b1TE;u+h;jvpGBd%y
zLVnfPn7Vsu`e;+xF=q42J7Gp_g3j*^R=+XovR4oJvh(p2J1OzEvr6TJxZb7NO%j+u
zJV4WKu(kA&D#sDM#Vx`OwM`h=K9mt&nac}~i!2&Vj&{_M*T!V0SZRGoQFgnP1<iWz
zA29avjeyAei@tJ`vSYk91I4=b>=nAc_emVtPF$o+-*1Aa8V+-q#u6R94i;~W*gf`;
z8A0vIOCIIcOkNm8m>qghbr0#{GnA>At;}}Yi``{NFW)c-$vC)nTViM2X^nL`nk*+Y
z<E$}H^o?%G##cgiMU!gEc5kMT^k0`_L-?dSb2)`_I{jjAUs=14JN@X;T)2uLHo*m6
z^&Gy}gKm^@PZeI(-rj1r%Y39*VmP<W^}8HwGvZ;&aD|?p{uy@r-m86$_V$PSc=Yy}
zn@$1a-IGLNGQf#!O-n}(?~EO}>ZX+L8fPQjo8<HEnn5X{=cyQM$_)!jUxwM**u_l{
z&UyzZ^W<;6>dJb^^AyWf^N#Z$3bG66IjZeB)yk*tx}x8dvJhr#yd=6Z=5yWq9NTUS
z96Q0_r1MFgp(u|=bKM;q?4g0zB2?C__9kjk=baXFdx7=V#iGZQd7}Sd`uq1mIloor
z9V#yfHwo<Jw-3$usuV9>4d*m-^%AymuRn2()g8jst?n)Lf`}Mv;=b@Quad1IKsR2d
zL3i9HkFYUP|5d?Ks_JC7{8Q`GX$=9a*Pm<xl92J-=~zgT3+b@Ik#MTWMPVkre8eaE
zT7uOZf<=`ve}p!kZG5H4o>^P^B-@$fx4P)KDIGUdMT=i=vX6r2yBYb0M;|)Udu|j?
zMbMD;EuC|ijsg~R1MCw`Sc*?R7Q@&&pi-Oe<)TNUFWST$>2gxtc&>k53o{=nyD5H^
z6*3>ogBe%F>2BU71HD$p?8ejhM$%~$Dlk%jY4h!~5l28j!DA;G2v18!V&yPPP-6$<
zVBB$%RtA_OzzAG;wv`cZV-F%hX9flFcaq;%zVA83+h3y^+*YqQWp5-JthCcwi5}Nq
z*fof@P_Qo)dd?+ge$;+2)9dga@X<k3DZ~;s5Ow<SaQ9Y-@fa@QN)A5xkrb1^e80~@
z>F^4*nG&30=YnFkG4Hk5ihJtSqD;eNps|J2U<qyYKswvu8b=0_y_Y^d%M~79bfW8c
zcySptlCmC<>d*}6(}ZE<=&W_@yeb)p?=GJAKA4+ZQ1UUPx0_BV=2Wgg0K;*(GVEXp
zvH}Us5D0KWa}QJ|S=}8~&vymx^MwrT_Oh5ZEZmn#P{GAxt1veMC#$$JO%5l*o$vOu
zcOKFUhh12A844&iLlX*TTe_V%Er5xAu-o=zpfKUV@~kqi1!&a3uex9^WoNcM4Hh_a
zJ~U5y?a5s_=!aoIxQ)mgcXf6sdm`!CGA=9gc=4*k(tgRO*{1!&^lODB9XgS=x+~X8
z^0NBdd(T!lo_$00pk*ZIi}yZMEgY8PzrmLLaH2F{_vwJnjuVK2!5)%{7BY|oC+Joi
z?~JV;gnUx_%wF(;vj%8nOn!D<u538u*+|#?5YTRD$4Dq#8E5M#4rP!TILg-O^~lQ+
zG9tN+toPq?&bsI2cr|Stv$A1tIQUX#tkleuScaxUd*a^1YE81cRvuXScjolaY4~5R
zbPZa2SUDqHPS5%@@l9yj4L>=)Vz*YP%|Pisc#c<#5_634t;>&gxRHUh8=JyRhJ*_i
zX#`VkED>_FH@G-3binZAr!=9HRrkjiPB`&g9;#W3YxQ6ov4g4a&*{d$4}b7^zby=Z
z0CNPuy<3I%v}_^+$iQs(PwC9M<`LPk>!6Vd{xsero2H<ZKOtV>>CeS%PGgt{#$4^`
zA|rWWEOJ2&bQ};r*>&uvOY?(LV=J~e%%-FNnj)Z22K;QgL339Toc<chM+@L-Le^oA
zMRNj#GzZ&F_h@+g-jpAcijJ7EIs`?Q#~d!iIS1Ze4!Wrkkk`b4m=!>{B1Jpt*F|*c
z2-g(OdL7|@f%#A!+e<9IYhF9FK9;|lHes;pstJD01yls7fQg7w=F<d?=snj6MOE0S
zrXK!Jgb)QhkLi5MIulmPU)4>&+>YidA-g)fCACJdV`-|Y{q)d%HK7Su-$UJYZ*d|V
zS6MZ9{8o6wr}CS+GSB5S@T8XeM1<Bdqv3hnWI2X<$i-Qsl*|9|x7POyB8dAMHHL6U
z;4Hh`mye=wqFHzDtHx;2Q?I9^B+uM@Vo3a;mGC5z$J>)eb{Q=!m?aplIUb=*cfQY1
z$JL1~x7b#&Lsp|r{b<!NePD_HFyDi{X=C}FBCL`Iw`j~@$uC?k5bh!AfoTP22c}B6
zZ=Mo;W|&%Ps?bZ%{e1UhOObmPP}gnB(-QELkKf{TgQXPDs~zCG8R|n6N7Ezr#nyam
z0RAsgt}s>sjt}f*gm_4e>4<KaXkDV?d3CBTP<}^xrD;~3z+iDmAh61YAuzH&oRi!b
zopGi`BFlf0X6smeSQRgHwC3eImy_K#C3~&jR3~Q3(p;D0AC5h%FC?IV{p9#2@O3JG
z$f&naX^suUMv!{=VFOMs3B2sB+dQ|JJ1@B%ieu6wpzttFyuTmuM6%V&YL?F1+7IRh
zr!Sdi=}%O$xWZD{zI1|lbDd%tiMnQ>oaO4Zk$<Gm(swdk_*h|@Tz}%u9m?NkjiOm0
zMPoYFeN~|Tb_$Ywc5Hr9LM<EM*|{r@1z}L})6W7~&NY$m2WG{cl?iJ)P?Fd;a0B?r
zA>ggSyJ@o{5SS?yaEWTHCP|lc=MXaX=S818(tk*w`yw=yj<>|-8Cb(=Hr{TeJ9(r;
z2>kUT-kET7FawsRM|cjMSO2D-bRL}H9ven)(t-9OfeD0ud}!u)?-QV~CHRyX)I?jc
zKk`60yfsR!e(P#_Y1fPC%6zvp-0bLqA@AJ7s8CVK#<;yRT_G~aoYGCN+-i_DGro=~
zi`Ke;v`-u~_%!Lz_pZT5>4jP^V&`Si5U-;>)_kDR`N*(*{YLxJdFi_9lf^-st#PlR
z{o$Huq4?j=L;t}%G4cp%LdQj%QeI(XR6|4MEgYi%r6SXkVp`{Xu>}rUBjH(8CC}It
z5>ITvr!m%I#baO1sM%Cl#xcE-!~|j(i|Ls2a2a7K8WDAGof{!2qaqd!&SA(hTP@ML
z-PXM8n8LN>*~3V)_i>hOiPU3dQ?P3#B`BKWjHg-rJ2atjOL0_ab%O5Lrf^yKEaN-F
z!B3($G{!cL2wx8#aF$r#z`p+b!eDN?k4yJi$zv*XxGV0jtfnDv)!hm|t-{>P!Lz$+
zmDkrb_it&2^pg-(#}1Uzi~3NPd|L^PaDJ7g@Y=O#eZEE4dePtzfYu?X<C)ZO@RfqD
zIlE-TuHbV9@zUZ&a{Z07#%8L3yDPq>{N_Cm=9F7xpraT`bbBcjOk&76yQf@c<S{>d
zzY^0X3B4!Yn`c5hOV3wu*j+!Kco<K5HhkfI^x46c3-0u_>^)(IRCi`S`ln1sEe0Nf
aH1{Q%^VUoD{xQV5?T8@xtJTRw?)eY#j1(6D

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/images/image-3-Financial Growth Comparison.jpg b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/images/image-3-Financial Growth Comparison.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..ffd0212da1da718fa0936e08e4f35a75c38064cd
GIT binary patch
literal 39423
zcmeHQ2|QH&-alh7$Pyt5Lx>2;mUXDdRtarW)`~)s>|-4zWQh=p7?dQ-RJKU=y=2K!
zlzm@ktb<wJ({tY?-TOTEz1^OBpZ9I1&tGRh=l?tZ^ZWh2zwJ-?Kp6nG9@f#<0U!_n
zfPnu1N-uB-V4$am(bF-&U@%5T1}0`s7UnHmn0Ih&W8>uKg$wZW^6?3ZNQ(*X+AGY*
zC$6+-?><?1d3m^)vigDjYSMD@`@dWS!pO+TyoH&Eg@tFo5TDTgfA~kK0N5F5ndtUH
zA-ez?b_kRmLa71Z;B(SJe*FRe`Ge3vY3b-;42(=$zyk`l0yGdPl!g{cM@LHw9_<V6
z2WZ*pID}-i=(ic4hwXCW+<!ePl|lI6^GdGcZ8#CR3(hwfnYg#}?BEsMEhfH4LS8{p
z>437zp<lFhboKNPpE!ByH1f<@6D#YBmuzh9F1xt8xqF~Iy#j6q1_j>=35|}q8ygpY
z?|wqs!$;|lGoEBVeUX=6P+0V`xTLDOrnauWp|Pp`eMe_k_lJ)?gG0k3qhsR}lT-MG
z#iiwyRl?f(mwrJ2=wG@8{{2hGzUdb`*e@DdS|}~-OTQpA9$<sA)6xma(sO7T!_GTx
z+qM5X1Lwi0)aR9q!g9xPTo;_%n7Bpc2SxE;y7p_&{&yX_@m)Rp?~eUXzj^>>C<J_Y
zP<8+TtdT>-Q)vF*H^~##Wd2Sy<1F3BcHFm}oQVV1I6W?j`KwPrr9;<E2gfVl%rkzr
zG@J6u32XK^FIpbM5x1~vHP%??6nS{jaJvr&UMy&@NJk1v;RsLNxc8M{Z8H8)?}P#1
zna(Bpy0qJay|=e!p;?kvul3^nNKHDgv6v0@>27X)x9rP>DyIiAQhCBMdCmahpe?k1
z0&CWdwxIx9?RvcXCY4qaN_NG`)-dVmZU~ORAG=uSH8qU#AAa#*s}6%aa2J`|<JTe}
zUi#w3l)9lVqrCmDplCCH9Z%9{0}8-AI8?sQG*P~~U`bZe6j0Xo5KtzVXQSxry5>)m
zK1-6emQ5-25ZNmCZj`IK6{5{)1kv^o8#KHnjN?p}dFgHHEgIRp_3+!>)*^srZ-h&-
z;o-qf4;5@?Eg;G@2gkk3zEdmGC!HVs)~G@~7m@hhaAtOIN=`=D%<gzTv1lFiZbXy6
znoj7XkJW&IN5yKRV^&47S@FVEA&0ich?i<EGnxv`;61<Gm)d@p1{Sk8HGPKx86L~Y
zsGu%(Syp<}Ta9LHxo8Po!j#XJ;by}MlWL0(5(dmqIfi-;1;*+g^Jf3h3NyudElg2>
zS_|Rg*U4w+tlQ?8qYu~K!^CGQv=HD!?gax*E-Ym-dmo2C$$#l=r8`rB-Y1)|QVu07
zRwnQ3RM;bgYkXfI^Q=*H<PGlyy_bDTnauSW#%5VQ@&xbU*BWDn5PJ@-Csm1MZ{%c8
z%$%wlP`yeU3gAD>)okxkx;5M_PXTssc{#d2h5bh8F=v_w_(m?75aOvU)GK6+acAz)
zXxTO4<G(nu&85XuWWUNfo1HsW@G`t!P1-7o?bNwz+U^*((i4LS)@q+JQC!c|tej9_
zxE}e;j+VaV2I3Q_>3~jZRyCfZtEuVi?Yj+QbAtK?smFLC`~xC<rymfK3$yTYmfYSx
zm;$BGldqs2Wc7qq1PnD^X|empbamg3>qMzc^SWOQxw7@%I(6zbh<NeA53lvts&K6a
zl^Xb_UzRExV`QC_!|W3{<TAx-OLM2wjmszt?F#S!M?d)$^b+^BE*tJ3yzA>R?XAw}
zz2KcUuBZsDS|$tEzgHMfu^w>4`Z{Z{`|Mzlh2L5pY$S_U!Z#!^8<S6<VT86}t)a;6
z1+kCrzn6bo$#9~&9A7lHPd(7HfOceLInAGGDKfB(v7qzuOT5x8z2NEu<h-bz%F*GZ
zfDYG|0o87$0W{2l&|7nDGOk!px5Y){K&Wg7$s00lj;w|Ad_2NZeuF4?s}zw=3~xXW
z4{3FV%t2Z@M%ImB52rL_V(QB2)GRaa-Bf%d8`L8x`$AN9Sc4ct=x%<F&NW;O^hVx9
zkMxwDpa7OE6d-@P_5uYk!^|@Qt86`z8G+@~eTJmyQf2;!Zmt({GlcFA1X!LT>X+f@
z9`K6ea}%B1XCWK1Vd$oPuks4wdtQbi*nOCaiuJcuuL=fq**=QW?L2Y^EdgL^R+UuB
zXIe5W?WNoMvY)RVf3w=ldXg`>_!w!rB5Oh>tSeq)AMRq&tx~0|N{_)Tp|}?}q=NQd
zJF`A~pb|<`=KB-Ks2?DQU&AU9%p&-rzygQE^~b}f6oaoQ0zU7&h&4;J)@)8)rRxPm
z<so0oDzCID6@^~Ycl2Gu64Ruv6P28h2{>#<da0k25Zb=pV{d<J$=)A-H1LdXUmXUw
zU8^$#-(ga7dZGStueM-<`*HRcFPYd}9>A+!l?Rvaz!H&ez79|A3T5@}&x=;X?Uvxn
z)iC25R$j&`;|=Q(+Xz8b1{z(ez7p-)Jrv+lV^sWm&j}5GBYNrb$7ZPRp}HKK6rGqx
zH}5@R<4lieoIk3+-2F`L&|nU-swca|J;xSjuyZR<zzZ$XsCupOi?WjUj;XI-Bn=b?
zR@d*fVSePnHSOgwyA6BD_SxkU9n6zho<-&GqGG;q5|F}bIVcmXU~W_2bE-Kuzx-0(
z%d;6Td)#+n4~RWBJnG$vjo99`+Ry0*z1md8GaT4N0eq2|HwTE4R;HwsQr#zK3LeK>
z*`!OdJU;VcL7W0uKY*+uqxFTGB^!nF8b<Qu_@WJu8vw5TtgbH$Ft@z;!>4$~N>00}
zR}pLcV&4-zJ4ZV-L<}yy^+{wn&eQ!&<f_;*Niq=Ee@mJuHMGUxa@_&z;(`ked70wQ
z3?npbXcNnAsG#{;3&D~u?86(XiP2lKnGP}o2WVq@yZratA7f*kMw%Q=$SI5QmQLC#
zIu}hZo2xSV{Ceoy+&4!FvDuRvbgyvX++8dgpBbTzB3Cc&TptL6E~T)bgUUG_e4y!5
z+%C3gNBc&oT*wWdRHyvWW4e~_N*oF1eVh~^&G9@)0c{FUmsKO4!j>g(37_bu08Gnh
z_CtgAwtF2!C3inaS3K-zacmpBMpYno5gS&jWjBQ8($D;8=VTW*$9}wP@A+$hm_JM`
zIaVWS`16UQICTneGqotse#^LwNJRKW+S!RiRs>xm`}ormmBB_XngWX(T4z4@$po?F
zWG~JZ#dyT-xZ?ZnC6>zob|&h^;~1Z}UXZIJnD*C-GCeZ2ZNEh2CZ*m9<-Ek`jqWvZ
z@oOvFC!zU%Nn0b05lt8cT+7(oWqfwvBx@E?LEL#8m-WsUB?j-jvuo7wpyAbm#m}yN
zl6VSmi)gnCeWgD>NbcV3uu)Xza*qneCC027;562zwl6d|m89~1c0DOQnF7enZWA%Z
zC%wAIJX~%vPXPu`qC4y<fGB!HWwgf1_I%H&i}q`X*89g~KP`Gmwj;jU|Ml`Xxx11A
zAO<Kv1IC_pJh9Cp3LIPy$qy~pBq_khwoNM}YycSz9)8FBjE7oZ=u#x%6nvSN0yJ8Z
z-)&l+^?@&v*@yu>)x~2=$Vcd^ClugGH~BCHSaIFFVh`RKgF}x9bn&++rM(s=bLo<F
z$`_CnAn)PV%Nv$3A_WMb0D>#e<~(0>O~P?c5mO2jAiA8Cv}w7AfEXvj*I)&~F3l5I
zJqi$LOaY9s#8?V2GqHK?fBLSTt(xqp?WIeUh+Myo9>G!on@!6rWo&B{07llDJ^#Dp
zL=@oAEd;~@8<m!u==U{UskHp7aXFocx48*^!#o>e>yABsZRO;%S9*&ai(C3gl82Qe
zc=J0|oL~7F5`&&<zuN8MYOL+S{j=~yJCrwB$3c=@E<^!ZYrU6IY{BItm)gsx7vLmj
zWI6K9I0dK)PHnby1u5dQ=5MUc3H<1WOeBH~>7FjB5M+sx?UK!8kT<>+CikLeVka-c
z=kKhMkG99xMJlC*O3p@9q=kwDKS6^YsqSBpv$I@YV<QJi_GeZ2fLevHBFJYg?@)k=
z3$NG9ED>Z8b=J!pDIj6S-~J(Xt<wIXa$*%?wuszl5oO_sw<Mp3uk?ayA@&HU9Qp*e
zEL^%<Chz&0)7bKgI~}L7=FiZ0Ed(e)R3a#Eu?^@YSqqW{bZ~xcM?Q9)7)${Uam{xw
zfZ_}<G~t5$4AR3=<J=#?PPoP>02c)qW2XQP<tvAmLKo4Y6kw5o0u=Udh<csX-5Ak8
z$H=GSA2v^<g>G0q6Hf~TeumbLTP23~AW43QC_rlH>J$#nhHhw1M|Y1P)_Jgg*!UI-
z5W;pSp=<)A#@gZ^!c4GA1W?P_7rEg;0bU><eZ%6K5dA`n#QW(ow*?%vIg!2m*MAao
zA$|O2@#0U|EPi~-&_q2izRp!GkSs0t{t#y3Sze1?yNT{~Bt^g8^)-KsGbXRGVMdzw
z_}DIbiKmr)m|+qJO;$falP~>Nwv@s)OP|q23NUo2bqreq(xc3$;*a1Xn+5;3?CnM5
zYJ(4Gd$l_<tee=T&9zd0?nf&kf70tg(!Y@|0~+7RA4?ew1>g_}R`6{#*5+Cq`(4ZX
z_p+Kz(qC^ggG;}QE;}^7CU@A97eub&*h1AmL>u`NdhS?cHVYTXH^OHP9J7QwOUhYu
zH$b{z_WdF3WV7Vg{+h$>eMnk>BN`Kq6WYd>jJ18AfA}MGkw4=#snF&R(QJMI^rAwW
zKP^n6LYqG|M502QKW$_M725nMp%N9^{BV2i4}?inX!9q8H2($NsL<xm2y4DP6BXJ}
zq0R3xj<2nnRIkl{dZnn)=69e?_9wg5!aG{(%}F);K1oklNAJoKUp}tGux><m`QK~+
zr)qG&p}`s0TA4O5_fOpnwVX`0g?9Kz;!KW^nAE*%dEfGKC+-T?l7_xWz8NPd?d_(~
zIYAaBcn>1jQ6AO2M)(V+zR4dSzE8KgUDlq#cRlJ=%0|X(7kIuxa{4uS)eY-719qtf
z7M|Vm&L}ZH=G=Y0S@DFJ`s)5*%nBQt6z8v8&PRYEaomsMdi?br#u{%-?VY*9`tU=<
z@Y;JK9d7Xye&wME_tChOJLf)`H!z-T(S*6LkWZPK;m2>OX{SuCE2g`P<~@hLp`%|B
z7UZ^S6y!VUrF46l1U*#VmOuTTB^I~qB-4Jz3Q^N1BFsjxCq-50pu%WU#Oe_9h2>*i
zG^msGOM>I@gZ5E`KpYsbRjK&=vU_((rtQKV?$PaZjFT^|!v$*id?nva_siFm<dfo;
zWoCVwqNA^LS-d)u`^l!zSsOs{dzIfHZ?#L7#F1i&eftVuyeipC7k@W*m|2qo#Q8@%
zCC83(b@|AGfl!Hq{p+N|KtO#mrvMY)yzW*}5bofuKBvex??zjWV#duny>#m>*CdK4
zz;Yd&1RxVzAr{XE<^$sVL~#y9w;W521>*VUCOAypB=*&?-78tH^;GxPD0>Y57+;OQ
z{<f&N9@{LGvIUMyBdSsWZQg1!NtXiD+XoT?27D2f&L7f)Z>4n6H5I#XNUWji<btmj
zuS}XfDsdogU2FenR=<6<Z}*n9p{K2|RH7J;K52MX_jpmq)w!JZF0LqpVk3Pqz7gJO
z)4}qplNWM^C!x?AEN|7|8)JzZN?>@JjV0*K{sjyIxs9rwC!#-5fbP@eOaAJ~j@Q?@
zi>&1Pw%~7<rK%m;&BzbesJ%0a=ECkMdr|z}G2=yPU~2L8x6V4BPhGF%`b6XkFp3`v
zid&J~qqkb{X7@GW9+y|W2Z&BaM62jN%g}`Prd$&ITwvg-&#oYnE%fFOFev_>Hb6Bt
z{taW}$rU?C(HTY$$=WOJ;&H#2*CN&KsNyvR!UpDVmkHtu69wX(Xn7xFczXF<qI1JY
zt<^=(>0cYx^eN*`CiCMu$3uOj^R%9t%0J6?dQ^Uq&zi>lfwPL2D^>&FT^SZ8X>VX!
zX{VTzeuO5D{aLix@VvhUP94SPbt;mNfUMyy3Q&Vuolom;ap4Mk^gNs8UgVo<`~vwv
z3Nz@L?`Ly0kURJS?{U+{PX0(8Q(K(WXv~AHh6e_2unBh44MuL6DwFQAYF`RNE4uHz
ze{WFOVy6BX_8h+UK2Ep7K&fi|L0i)4v1{bxh3-D1y*NJR^@IYP^Sfz7!jU0<E1g2S
z<@=w9{dbLqoZ6|m&b`}TFu1aumCUUZZz0vO{cP7sdQ%be3V{!ih^z<RNC<x0P|(BS
zVynV4+7VIEOFMs2Zk*WB;t~;%Lb{wy0a$!|-JC>g>w^pST#5=)izvP%mMNxicw?|X
zZ0XGotfLRYn=YTpLf`zrDgI`_Md52^GBTY_umXchm8#2^*Y84#@n8&R4h0}Nfl(xy
zTw}|VaDMd2(|+(%<Uub%%vh5$K27z+7Gi98qQ}OxIQ7m*kBI@+IB}XBFA5Osr-Thw
zW6!W{CHP5(P4nFvPd-|wEaoozU_sY-8LNVq2~@x^TxS0;?Vi>*q*wDa?UYZZh>e8a
z6pLFC9HvmLwmkzCrjww4&g}7;!z^dqE%!Rl3(B;RJHEEiwCALU%Y&};nQ4<TJ==nh
zT*H^CF1)Q?dhBD4D-3iSd@Wa>%zNEoR;J<XpmtC3IX#Dm{>}`79$2;KIJU5YEwu$j
zxW3FW**fb2RHt8d1%!~W>==UA9_SA+*&dK9EgXN`<}AO_IKX`gVbFYiT9XTXshz$U
z%dwyCsS^dDQ4pa3+lgEFYo7G8%$$vFkQ%9MY_TjhCN~cx*;_(0^9@N1-HaZ%>biMP
zRcsKpDL-86gYu5`R@gI?&9K-_H+`J|)>uTaMvu>v@q#l|SpqP@Yrd>3sO}mJ%#0ve
zn|G$gdDZEd8sRE@UN76Qj{?{$w~U+maS@b;B}ray`|OU}twc3p_pUN$6=*e9ywfL2
zP=Hxz&c~_b14a4yu@@D&`;NZN5LCW!n54@I8R__ggQ}?z@NY4FXcn%%2F-;!C?l-j
z@!7!zlXo-?j8O*s<_ANUC;+$5l`biw%;2P}xuK!T?az6NDZ<+BLC5wfM!T;LgyKxZ
zX~@rWro6~0tLp_b-5!RO(Wl?RQuu)tzSI4|Wg@7&ssy|D`R1lGh3RjD5P3BeK(_AK
zS^XKw*ff82D0#bM4H#mCUN{VXv$s19P7HNNC?xG4Ht0|&S7{$*cCKI1Lpmov6oSC7
z=SqYE5`FQReYQPGW$EXYVmz)4={@S%Y0pX!3?PJNf*{|%gq$(taN58SS-fE|;xDN`
z`qUb7y~<z3`;-I1sHDAMr}xGlpR6oT+9-|I-ZOjwHy9ANPpA1Ss_70T+1D1~`|aZ~
z_Qesh9OZYT2DQX^G-1atj|ZuF4_U(E%y*uM<~cKG%Llt1ncLL>`*f~bNgMD2!(`#5
zF7ov9302&}0@m);*C;?)2t3`hFDvUZZ(ph?Im1)xa|g!jtf|=KjC$aSG=C*Eg<%%&
z%GGTxsg|T@{SJ}aBaagOmEpd}Bp-nR;k|e;ei2TL2KAz0xA7$-n9UR7S$tRK)mAe?
z#E4Ecv*0f`qn5SlU$!6N&=*P8SD*X=sX@O7j=_CDr)7()3uRSliHn+iVS%>w#aP!#
zB_AUW?0M(GHjfmuz~bu3+F6)&q9X|+4pk*{AxS#u|H>5j?`5n`n!nmObtjbw|E`gs
z;qn6j!_Nu|yvnQLYuvf$X?*z-Emj<h{GxyE>TDtTDUto}LVDW%fbjnRbQeJulYT&W
z_)l!alk6n(fIz*#1<U}rO#xCwJ+(Kz&J@<Jza#ek%dzu4|Fb=q_yOVLKWqHLCh02K
z^jEJEaL@k(@q*9z_r`pFb>7by->{4hLM%v`fdG6MJ;7*Uyy-QHLkoU@B>Gz@=F2wd
zxXKT(yZ^+tb7U3~G}}g99w(RY1kEXj7eY6`O-=rsA0Ur@D?<UU`~yVk&l?@_+Hx?G
z7=}bF6Z+R_kaxd*m%yy;4-iJbmBX<1?gz-xpA=$Ffkm3oBPPY5GocQ2CUBIdZF-eP
zF#E4W%8yP{fW3450aElQwXAK%0-)RL+gItYYVrdl(r@KIP+{FakvqEy2T)<%mk_D%
zY2T)t{Yx@x{|XCGVcl=(#J{_Jb3)p`CgXM!9-zXy@71Tj&R6?aWaMrJ0#sP{ox1eD
zC13YjC_sgE->Xpn8}fNKVF4<v`(AbWU!Ly!S6F}w>wY69^Y^PGeNzTxGXwo&DjiW_
z-48J4{OU0I*9X;8VcmDZxNo5!71n*Hf=Bh%fw3@DSVx6*f4ATu)m!&Z298i+-S@({
zZ_lH`y6;f<sNOoNx9<0$+wT=Upu)PpD<J=t>7E*dNe#mMPEXwzh)0EWR9N>9MUYUv
zb-xv@_782Rdh7l{yFE1slNyBi4>785A>EgCDy*Zzy8orJMD^BvKa~3#=KWw;m;USI
zU(S2PQ&<DY+Z@njzf=lPaR5ySMGPu-Q-JX)I1vhF{@=>=3k4>=+4gYr8RHZG-!D>R
zj~A|WH|CjL79T$7v32jjG*~di8@Wdta7W+@)NCk#mg^VtA-<6BGOC4qW0C^+Uqj=$
z>Www|BZ*RmJHYs3a|Di+jl3(8V3I5crc9Nf2l(JbZKn<+7?}6A<wPBNX}cj28UPag
zA(=ZP9Gq808bg4=C;+>e8z<xg1*q!4V@P!G!4z_ECaocG%9Fs%VZ{2D3^D|qsH+Ca
zPkkIJb^b4momO;}12`c`O9z4gV*`h`E^#+FH6@XB=*vd~&Q-(J(x%A|`(`8OHz%2q
zI3d&vZ6+L*Mt?nym{7wtvLz)Jzhq|!1wIl4*{jbfEa9w$49J4tP=Nk>;FJgnqvDxP
zVV@zLAdhXrqe=9ZWMVzYQrkejELlqdmUf^w7U2|Nn^`*N>j$brXZbCOd$HR=o_>)6
z%)dnw4dA#JrC`x2t#}Gh4rY4c6`G87^Mb9pb&=m*Lid|9o$ngY41T1G`rq8!`+&Qa
zwHx}Id&#3WJ#_aTZGm_Ecc{<!+wYJ{$Nw49{};xiQ41bgv#RPt(!bcd>hs1n5q>ns
z<>U#Y&`zNbe^)tu3QYlL!0iRUPRtWDjurkz12ZU~0Bh@@ehUnOnv^6a&0mG>n~k7)
zwdthdb@BhB7g7?#`xUu3N|hGvyEl3;f-YP0jt-lUGlHr5J8ibVm8(eI{!h+nht(w5
z;hNBVE$XAAl`q<)*yiU@Z}_aAjz>I*Msa;?$tJSmmV%o2S?7_~sun{E`{^}`J&Zw#
z7H$L!GPYP`3((l%bEM$D8r(@bDtp&<?)JE9U*nL5)kC$Y$Il;GOqjfW7ysnog_1(&
z=snBJ0x8S%{^D)Od{b}9oU3&#hX;B;G^$9|R4jyG?k%am&gzXBG_3YDtxhP+7@T!E
zUS`k0-?(jeYvmEZg=Z;+4f>aq^L5EHILj(WCfgo^?pu3vA9_z5+7n@iadDt4n;gyo
ze5SR%(f4s|WKT=72V&UFCNzWK$rh5I>7!($UKjC@q_RWcl+D^JZe>0%BN$BEE56n-
zxaU%U)nim-)l_pzzfKBqbVYdwOzZ*s8oPz5CLPzb6JcjHc{|~-kM2;IF6K-*1&G|@
zBDec<^=QL!x%#&*y)?y<!3Z{KqHoq4j^-6}jSuw2#ga)WOQ!@fV3V4B=3H|wc9t~x
zp0@+LQa!!ZZ0z4+<^27g&|s<+Vuu|AP2~N!9JvX?C+ta5^pmOXpNzd@55OX(bhH6a
z7A}RPN2{yPKK9hKe>ygFpv^09o4;gl{9r~kSR8J$YXP-!Hro8K>*tjt?pI`51^4<Y
zanJ!MbFO*rG6>=9aKl(WE(q&n^K=)tUb?i_dUn8G#Ah{R$W+P2cek_5?TSLVhq_LO
zYGw!v4hKwXa!&kPzS8W;mF*^vQytG=++yHzZRo(TMRt8Ua60YvFnKFH7{jtO?OE#P
zz8;aaf1dkV-Z^y1Q!U}bGyc93Jf&JVRg*hsTLycZ<&~PG`I+ce-#W_@>%^hewpcwv
zEbb-YAcI1Zz|0gcU7LW}N9MMe2HFS)^?T@bVxK>gWM>(ifEet)CGRcLt)}HcU+f|q
zZc-^|krT*Q=ZP>GFWZAUVu(YAC+fWyc^Uo5v|f5Ti237{@jF1hz+Fh~uSOHlyJA}D
z2gf^g^;#Bqwl@pAew2LtX|Cn7u)5^A@``<W`}#+`!Lp*a0aPH@jL9n^yNbg6iZwC~
ztZ9PIn^WRh+~+<n#_!bil&FOB2qbzA8k{iLw-e22DufbSOuQ26H`)8(n%{}~YqrqF
ziOk$tvFD`;?PH3eD6{%q`$o_3v738T!)c2m)Xs7}cv^j|NWg74AY72V)tduFB#A@A
z(n_%WS}EwNiyBFTs)|R%%}i4{@`F6(Zs_O_t1){aADQ~>#UTUa?d|7pdA$wuy!I;Y
z9lapi74f|v=1`oF!F*)t2ZGWd>~>QAJnQA6(<=9AYjRr_;j7j>jwyoOk*J5&@nzfa
zEPc2AIGeA2QXzGpXgEKk4Oq2Vl&7MQgDhPERvKADSsxS_g-*W=xd;eHHNZ>MNzJzC
zDt_D%axhq?V1tMtbpA>pOHRKX1Y~6yM_#9V;`EyI)yJnoq^*zhGezqe`LFxA4d;JX
z1p3$Zt$$(}GViC5L=?h7tJk%o7BD9nY%UHwySNBn6k$t8iF%jU0gf8%1c`N-1TMXf
zs1Nso5KG%EwsRggl+fmok5;8SX&ha%1Q^lH!jQ$S3e!@j+YiQ=9(_T>X2d2up`$x&
z@qFVKyH@lS+k_Db&i<ZQXVutB*uoV*u91?6uuMDN)c0;Xl^w7Uqw`VMJSQ#QY#e+R
zY=}#Wf%nxz;{+ZEl7sx!q+h=uz!GB|`Ow|lC_q|r>9-reLqMA{^tCs(zI=_V6ePdd
zuazQjxy#GQh*GzU0~i*9!@Qa*{WEEY3gf+@WfmP4_jRT*SMNd=a=2#ehu?(+L<XM*
z4NX|EZr-rMP`8|K+LYZ&;37Z9c4EIvD6kS4us)j+Qi^!uqug!js>GgmR?h82$CFjq
z82t7H)XqVN&)qezl4Q<?IYitRyN{Z!YJiDDmadi`?M}4o349m(q__WL(}m)qJNi2#
z-m=<H!b1gQOM(YkBGPS`Oh4OCa(Zxx^_>zw6TUhenVQ13i|~9HO*mS5h5}qf6JpPd
zZPDgu;J3sJFVGZADVcY=qUNmL7i<YTGiN3HE=qaJuBaOf6ZRTKrNV<!hIL*`Ca3R(
zy$+fbMHh3hX7`UL0F~GjHI|IeDCB@{2)5vnJ<4&|y(rXzkvWkQG>D<1BGZKm2{t(Y
zp$W`ZRJ6=Mg`-p%#vM^FWnnX19^%y>Db3}`)N6+?oX8#&v(?B(-`XH+8qv2@_$sP`
zwO+g052pq`;y4DXi{21jav;(zk_J^jWO>^y$)deg3e%I!lPmq`L!wbE#4Gy1jO;N|
zQUhp%3%;g)MFfO`ad~7>AN}qE8P0yY72d!)O!~*8t%n@#g>La@&?R2ouMgMKWa%tp
zMa@^WDyB0_9thF5lb>vKH9Lp*udz~xV3m{`TP)VF#|V~qxf&H@nCr%t=EGwf2Br7U
zMen@NoT$V{f83KttcX67c)2ylRVG9!>SNvWYByf<E5`oWA6X)6wh>xk$^XQc^xa=E
z66@EZa#Sf<=~c&WqyBRRd+*P@bst~&Y;nk<cSETO)4M+VTu`m>a+AjG0AelRi4I?W
z6Uj~}KhZJA_dL#>fpOyrD<@kD&9kRn8PML#MR)Ylts^{iV9%Mg4OoMp8a_14sy(kd
z*?J(t^bTg%^9e=@pst$(cq6MkduuHjOAQCZ-jAhcU(8u`dA2_e@ZI4;=)TeY$_H}7
zVX%LDf8#>MvnPAKu0<G5Xrl}OR|^`jhW2$(_1|CsZBD77GYDJw+MX5)U|~c7W;*K$
zTgZoDAUc>4`ZC@1Gg1nABm+V61dq)#g2lCIb3*1YdF4cJ6qXFiLqm(5V(WG539FVL
z>$JAw)dCOE2JM#c9!7IPeNb&sb_&2WRRIprmMSzp0l=;I;4(s_iDE;h>X+Uo;Slfc
z5B-AhH0(G%UjrBTNciv}48htvG3`)(EwHn+>cjL+i+iinX4-(aVVxy&?=<(iN2HHN
zkg2+X@l|fwXc09@_9?%~RcKefg55UoE>*Vqw|Hbi+-jv%_pGHIS0-NXQEyZbo0-QN
zqDta}uD02{2+{r|ROeIpX+NMr(5OM)C2Hci#zTnqnU>}c9AZ;L_c;q|ivS2rM*=Vw
z)uV*ek(hGk;oItac`hsGve#&h%T)aPJ_EiBBAyr*I)3`gf!^?&WgK>=6KE~O@#IJH
zB;^X!tkM-5Sk%kq@r|sOcK-wOf$OXpxv15{<d)EbaYc-3i;#tyP-lG&Ld9}UOC+*u
zwS1e+5%<%ID{a+#;Qc#9{C02^V~O_9+g-ccGz2DPCky?#HcWN6B1^E?4TG3j3t4$k
z`&u***54a`_Vc?V+d5*VHJPyo3F-rtLoGb@QXQV}<!8*y;x@8%KO5FWHt;SEY}pDl
zssWOH%iWfNaC#|Md*^ND-4Od=xF-aP9$_$E-tDgj!olwFmT<L;a;9ajy?c9muDAO8
z*$@pU=&rf`6GaieH*Ec@^8}`Gy{2tMr-40X{L`y6Tkf`e5WTS9vuU;kzo&)2*0~!)
zS0-p{@}lwaN8cyaf~c#r((InFfFPmkM9F4|M8yp)z8k7Yq!nJZuE(vU(qZVxAa6KC
zIAouC7>zA-Qc9-k1ghv*n*xGwqOEs&-THcf_O7A?n6Ue&@NMrtEejB^7!4Uz+;~kg
zqSP*Dv@o=R6vuPXJp1XRk*GO+#L?5glp*le>p6w#8n1n&n)5<-$?TEH_~_-*if=xP
zU%lNDv3$h*pn-H>6DsA*C@Mrs&O>C~i?zBqh4t`XNk{BQd#}Po2laxWOmBO-ikdd9
zYZEV+t;T=>{In+L7oe%yT|)E*Ybu#mmM>R+iCtsLT3zqUd0NYC5|Qcc$p>W@t*vel
zhR+0v@xu%c1F63{u4nPOWIf9p<S(<<$5?Db&K0~iS+Co&^Y!tSp?A!lii>8d^#b(t
zonp|411U^gORyQzMH%8QKk?FM+A1+o%*^#XLX5_kqX}!|{QQ1)doOuI?%3=pZrO(3
zB&n;(g7qDN!n^%d*ZgQv>z>JW=kh)I!{ih`h=xoVoO(^*A2!{xGpunoyJnwGd+~OO
zW1Tw?O~sLfW5n~|RP7dEp_+gl<%Fl!Wr}z+T&WxiV-hWPJU0@(=QQkzV9_prc~A{|
zj9@@bRiAh%V!~H_P1pJ=BaxMD(7ZpA%rdPKRP2OB8K3Wz|E$$qmF*&KE!9}3$6TyT
z%ZtC<*QRDaWXbx=`F4e@H)mWhdo1^0%rk^R7<Y`|jk7m-zdY^hU8~P}KVx!Enn{0u
zp0b6`HN8``*3sTb7QA7tB3TAMI`;6A$Jx3pM=07CNhs&g&wlM#N8XL+(>Rus(`SCD
zyUC^s{xlrAcAD;oBujmpJoWe1xjK9_@KywwIz_LtE^nuMbL?LE4&4I70R*HB$UwUz
z%Q%(7a}C2vS)3fa=?IIWMI3Z*RwWE~s8`mpUhb~Ku%I@oyHD7bbX^}qUBz*|3>`u>
zgh$<If^xWgvP!^_cGe{H2dCS~`<|X_DC*nVbjox}1zuN}OBN>#tw5RkM9Ua-*y5_>
z)}GM&t7C>vDx#VFwl}8|{F(+YblSK^4-l*NeY#`X5qXzQ(|+vf+>&9)dPLH|=M&W?
zf!SU;N$u>go_iRfkdgJMPt4&0_BT^l!zwHnjMNYm;5-9*N!C1g777+=SEc~dO>j~|
zX<grt{gGR9Qjeo|44-QhxpFEh_#ndwZ=zAh{IWf^;4-pXsc7fHwW9s`k=I)<hJa%_
zA9UP%XUxn~0D(S9P+3G#fSB%}M)LEr$GLVreK`+9bna*NePj$0<?dz^z)$q*wVddB
zvaBrsMLB@XfFcl0jNrwR!1HFNEeydD@eOFu1cA*&F9{pGce`z<bAPOTdFQJg=I(ht
z@7m<p4xS7TeKNPu(60A(t|m{8FWT_90dN^*(yltsZMzb~(q`bvabTIQPTLoX4<1|%
z^RdtQKmn{pSRR{H2I@Z8Eg~{9Ji&=<zGEnrk8h#Ha<)CQj#iXt(me=ji!S7C<vi%t
z?p*Xhog-PoUuB+P<fj6f`b=erOeVvn$U%P7%7g^Fo*F07>KajFzUy`EdQ%!f7z)7H
zAC8!???&LPlqdk#S+9tkO#AIL!zVhVv5!ynh!o#XKUa4D!ZC5EZl(M4K0^PY!n>E0
zWl~SWUiL|rl2RQ-Fhe5lZw=!eFY;(jM(blGie4tS52=RPJqkj7kayOpJ<Bkm#TRhm
vGH((&$MtG~<aFYj8#MQ?UbKTlQ{Hgc()^Jn-~OQ>y03)H&w3u5^6@_aPZ%GU

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/images/image-4-Q1 FY26 vs Q1 FY27.jpg b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/images/image-4-Q1 FY26 vs Q1 FY27.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..d65907d552ea2155c29bcf275d0ea70a79a6717d
GIT binary patch
literal 37490
zcmeHw2|Sc*-~TPkD9fZQ$ufnaBxTPwN=QN~l(kX`NwPBxDtjggSw|#A_U!u}LiUi1
zT_(&}2eZ6)&-<MBJ-pBR{Lkqe&vV{?#^;*FJ#*dH@4D{$_xpW+%k`stqF{iXXI0fz
z0V*m0paTB@N<W|s(9_XD=xFI75XkoJ^g9??nHU)u7&&+ChO+YPh4J$2<>uZea8z&~
z-w}RpZXxMIM~)qrkdS~0o=}hxlRqjhA@;o!s_omiGcqvlVPe`Nwx4^y*zbN&DgYLG
z>S5Yr)Kq-HHWn&s7Ai^&00YNKOZB%0@b?GRHfkDLItcyt9Sq<Xa(4pTsHmy8(NNRU
z($Ik4b_b6GG%U2c_8&h<w_E2LgwK{$%q!#tJ^!h!O12AaI05nN_r168VCUGwx%a?9
zL7_v3B_yS!WlqQ{pH@*-JEMN~;w4=@{mWMj%x>JgWq#Yj($3z&(aG7x^})kOKE8hb
z0Z&7pg@s2vkBmx4e3|qr`SqKW?3{PGdHDr}MOD=`wRQFH8yed?I=i}iKK1qu4UdeD
zjZaK|ox;z}FDx!C6INEg(?tbP|0h}C^M4Yyfi4!1u5C0l)HIOqbWv?{0vk084ekEp
zbh}RKK(5*D<`eUxXFV12BCB#czxV|l+x7cxJJ<yzh7RDrllC{tej8!lKSbGo5%%A7
z^#P33RN&%KvjA{lg&ZIhzwM`J!ulGxy3(|Y`L70&qy?dV&grx-Doi~zUfrHzuhUUv
zHVP0_KB?PXj-%7Yz0$;(viF}9m?xO)2McxP6!*U0=G7oD;-$n*V%1TiWlOY(x7zE2
zRv^WNx!Ic2A^QE|Zw1RU#$@i<!`<xwu<Gb73>>8ZmrD#ar5fFeeZI1?MA)Q5EP*#F
zju#Pv_|NR)PPnciCGm%cn<)UoTl=fg!;ekY;??rntgju5WW#PMKIDA{Gzu%Le#|x9
z`6W<+uga|{=*G)KG0+RHR5O-KrI?IegzEwkSK4N*`RpErdERJ!H6~!*=XvaQ!aI8s
zM8C^Axv*oQxT!#-?$%R!&Td8V`JKmP;u)ue5<GWowcj=e*b-s9a7`Rz$5>Wd`o7@p
zH|8&^?<gGbltss<s|ElImH3JJhZvJSB!*A_H6f?Ypx(EPNg$3d>VyO7mQ=9J!)r8_
zBXN-BOY<{UjUG(Sk_heLvC@*0q==;9;roLQ&)vJ=eho`(X#B-G>k&Aok<qEquS<pA
zZEn_(a0=kX>+w9EnJ=HnGbBd=I0?an>RA`0V>`~OHL;qd!sZ)l&93wrnSN2Wu-L6>
zEB-K8g7ZkdC#{=Qv6BtXtrCuV{53m~ka{Ud@x^`LXnX#d2mJ*w|Alzyset*DsG*)f
zgxt_5U8_p=(}8h_;+<DgN8MXo(MCOulGEkex5Kv+U9|<@+mKkhhA#p7AD8#Wz-h_s
zU)9dN^U-v>d{Q9vePLzap3o_deN-K#2)yZO=VE2_FuDp2o%#anw{=Ud&o;bTZ7X-G
z2({#OUTH>%x;c$3>AcF&cCT+DMm&@?9RKawSI<P4k8ma-gb9UG<g}mwJFTsE_3QZ8
zaHODX#PiWcQpenxTppEsA+9*MitypSq)zP4XSzKF>3jn4j+b^A;HsT9mh3tu0{zXN
z&M0KuXUX2B8e(XJp^s-aJza{f9L%XHYI#Bd%sX?12M^6$oK2Y#uAHulalO$=0k-E3
zXxBxl`4gpwxq26c^|Hk3dbDoX-;FswkxswBmt6u)oiq_7SUX^NY%T?!Ex1Bl6Mpla
zB{T-}RH?<TPW9w)o<y`e!w|36+p}@|bGma$TCg00{>x9+>|%C%yT!~0Kj(~x^5SNF
zGl<$5{kK=`-DU*c3%>;ppfb68l8NegTHgmHCpfCnj16;j;weTMU&2}ss4pszG8L?>
z)H`kvE)EG@%gyIdl*7}r^jF2Rduh+rUz~D(WS32Z;MuBApiSDq({UO!&+K_$Gk4#%
zXJI)W%Ab%n<!U{SdShg<`jClsp!nHSsi{{f=c!a!x7u%<14zjLoVd?4Cn>w%V}=5l
zTpK?lBXduk0@MSr$Ig<j+QH;~Ulj#$qP`MxTyCFc>}z$z&jqmf1&KB)?{Zn(R?_FG
zpn-XnH6#kfO7|uEA8qfOlF-dDe;mU&;X-wCVh`uCWXF^vj5hbN)`(6y{#K%7S9Qcw
zRSPlj9C^B!&hwD2IED^IUPEW;ntPLbbDQfzkKC}_RcPIoULA9jYOU~_)kHb3f%AnX
zqhL|U7fq++6`&+L6fG{e@1}m9oZf_2iCYrEyn=kNP1Jf;ps<Vo5cR159raV?$B)pD
zF3}Y{<{j^AGRP__@omZV84`$6c#$7}^-LvZ)KP-!Y>_qtA+eTs=PpYFp4t!WwN>X3
zr8sd%M*993^Dpnn2c4s<O$58%rpt@Jl!~@tr9BYTuf{z7S?k`z2lZ(-1jul3*ehoX
zqTulKk*U4HyUcE!Z|2pycaoo9-kVtkIO&3)ujg<~+hKIYP@K^v(-1)c2zdU5^u#OS
zSXEN=Gt2Dvt3J8*2M^vl&~G=}&<b}rNwgHoMR^&VOCa~0Eh&x@FWhGzR_77iuRRil
z@!%sWm*AIDxig@>_G?%5x;we2A*s7R$0<Ies_n@{h~k=keeJK5@eyLBdix%b(A3Pg
zLgTN>%~vcpOq*PLA@ww>D;4Yg^<CG!j--^-GZ-X&19e<vvjcKh*?uVJ7efP!Om*}4
zPw^UtdQ@7rk3UfHD|j|ktbT-;;!;hE@aVeU+_dvP&-)s2$+vxh!z3zrnoDzCvO5J}
z;L}uV37vj$=_pKo;sXWXi^tgn97XU92WndO()jE;9kSbtkHyDmX}DA}mjXP<wkpSk
zmF%tPly7|(D|dD7Lt%@%?EG@pv=S%m9ji_~{*W=Nu*S9BWpa6!k^6)ju`lrX0W<RE
z!_jG$!^d|<Ft933GzHyDRG<JgQ4_C$gaDzf_P04`Z?|XCHkvQbNh_fMf;N$BwMOPL
zYc;NWBU_H4BnBd$N9T=Ov$Z3usE2J<>5!w&;5C^7AELrblc?cy@<^iYwZ#w8L?Y_T
zqgLJtX%%}k&XW*L_Cl}l!pVnG1SNzf1yE`wqF@w&O|9qH;QSoimDzduM3L}I3h)q8
zGq}J=0p8;&0RGbYlPDJYPylqu+DE(k!sa$(LE=8egA^d%oUDeT00D{Qov_`=kKz=7
zzn%ir>im5W58@PB?go5aH$d3B5v5-%pBVL6;Kt9`+3SN`g&yi(KFLV|LPjXS@av63
za<^lm0C4{0_z9F<bV8B#26{G(3H#h;Wd&9Wk#~z3_@{FQGpa_mz9&td82LOtnI5`<
zmW_j29p@r@sLh_-n&7Po2JfkV*%f@Cwj?h?tY546fd7ZPg%Cz&`uEGPu`eXL+D@vl
zUi>K-XvP_W4h1-lTr;BpIX%%mFA+i%;CVSIivsjwn?aoVd18*(7HjGi7ox(dUlVif
zH!4!USLuX!5`4+3*81dfkOzKjzSSM!haA1tg~ZO;kQlqIJ$%&&whL;mpM(+uIyY+!
zzjw@=`hAlSTq5~81y};Pzj=oAhINXj0EMk%D~Yn@)Czn7LK*%tRhwkdfl}e2#Gt+m
zk_RZ~UPLvgiS7i&S#t^n=ouYc<$T*mVn*RcCW99<byV11Z`LTbZ4z}q)Nd*OkQ%X;
z0!*XGttK`b7D}1|*rA)|RUJI&Tvb?gOn2En`ffeigvLuf3|ryMHC-iwSA()-w1LTf
zP|8Q^Qh<zx@&)lLxvM;|q53u+?A3$-VV%ty#b!|U!+pA{RiRb_DL_Ar6j$<P-8$X1
zAy2>~#)GDaj0*um31tE!n`ID_ht$C5#4XDgSER{4R#NXultCR%DwP75h9W0#<ybAq
z!mCjUa^00Gta^!?HHg1dzYC~Guz3y;;KJ7wTuRq1(&s@^3sSV1vx~s_l~qRtp<V|*
zgSON^zd1wKNfZm`b@HZX(jMsxJMEO_9UzpZx*6yHtM$qD6}AIDE=mFJAeUU{UDvHq
zVfk7N*)&Q#6(`;fN?bx{5cmviM#I52h?Dm9;wIzcBn4nr^qVyVnS#Nl4P!G%`_Vpy
z+Z9=nA56)gD8RSH@x^t^WQSZnK`fUr*T<N@1m!JWaF31(E3gTT3Zu9|nk224Hl{Dy
z$lUHMU-Cdsle<}?*bK^kxKI7{x-oX$GL2J!8M_sa+btOtt!F@aJFImqVRLLS)D?&g
z0!3q;yeU^sB+9Jvm)-#xj^$<z;xC1bHt5D%7-o|&+V93Y8&u;B>$HVo{*8Y4b-M8u
zhS?m1_Cq*koqD{5Vg4#n3+wdbEe!ML<Fg;ZM_U+XlVI78VwYcjw}oLg1(p3UcKHP%
zZef_s0cC#}4{gwmw=m2WhFOmew)`;v!&kF~VK%|5^h20s<2bf3%wNj?@(YIA!Z4fQ
zSNaj$^6TGhVVErp^S}FWw)`;v1M_TQm@N$RPZJupV#zind~Eq){s(sWtHhISVVI5B
z;ji*}3&U(-m|yGZzka_JOSazsvxQ-{Fw7Q)`QK+?3&U(uFx(&ZyKEfSmLFyVcG&X6
z{Pq1Xvn4DzRE?rk?wY-#W^n9N+U6Dygu|!A&_#?}&lTG>Sxb?-)2|2-TE(%D)x1*=
z6eDS~R?b5L+VmG=xz2x-yt2@&)jK_dxg#q*d2$Atc84HdAv+sv!^?A!W@jx*cHAsa
zX8u#mF6~U3j}TE6Hy2V&`upRe0dJW;!KM(QJ=kJ+l1oG&ktK~FsAH&k{j<=M-K=<?
zwnoUZ_JWKARZE+Saoa*+Zt1Nijl3II(#J3Byc7^Ra&LQ`me95^wr@yW3$HMk`kD@=
zZXgd(fDwCSwTyEH*}F)TM2w&Sk3T|!b@a@$qnOTW0P+p(X3YEzpDRXCb)|~^7<;^-
zA(LILfnvz(&#!OaF@M5wV)Deb){lFEIagt)+PGa^@|<a95h-;E=cVff%nu#r4N7j$
zkr<Gg)$dGOSleS@mFmk<zjsmKBdvk(OFa6)-4d2J^{)mk*`=keVbAe>#nR89O1(M_
z>34tI{vp3u+kfPB%R;}wLeGXg-4UFT{>dWc-raP5U&ZL>Q0yh)R|H3KJXduum_I#P
zzHk^=$OzuMI1oD%i!p{a`_z5um47cXAE`cc$*U6(N4d^nHQ=lSy&0bCBJhhHqh1f*
z&e{lAEeLqhD~8R&cb6cq;g)Mc6;Vn3Mugy10hgKdlYDzB`cjTRXxUz;_NLi(6*kS1
zmL4BM@UE)EYCoBdcpsFQ68G}P6OV^>SS8+@!)Ugtvg2JX$*E0Tt?&5!M(9%#<M*t_
z6-rL?9_hSAu)ygnw@dg+^{giNL^%^|!<hC%dY%+6q-%_rKX^9)z1XqXyh{S5+4ZC#
z`1nJ8%$VBMlMtA}ASs>#j6#PP-3R%!Np!LRZY=Inj8=BRbE%<yW(6>#)t<86!3Ml2
zhW(YK^2Ah>)cBSD@aqrmU3WkG6q<%0nP73IWOY=q_%h-Z1!&V$;$<^7t(GAU`g`yi
zA)BUPP3W&iN%o3#Jt7F{5o6)YrRuzW-PUtQuCmwBV_<23J$jF%MkgUDO^s=+=5}xZ
z+kvZ)nVw9^YNVB=>B7!p3Q*ommYgmsuS3xqVmYK;&AqR8n#V3{xHx1>KN;cV)R!6Q
z|Ej-WZ8kJm+wIOiTb(u8SN-Cc`i|GvmB<|DrCEBc7|%mO5R#`02$4gJ=<$oL4`(I>
zUz4nqN4V!T@%jeyk*M%V|F}jL+kmRBJCe|Cgmx>PgQE6LPeA?xp<%Omu}AW&^cPuz
z*)Z160nIuo8{=BV=ilCz!#(DT+)29UcH<+phxl$=OgYs+>%4J;*?iVo{b<lUp{sm{
z#Zvip#7^?@?rZvZx_BQ2skYU+mk#{-Zx;6OU^UJ~4GyzsBWyDI($N?S0Ikn!>C-wL
zR5Jf*3FA~T5tZa_{)#Z(Ju=J@yvUHs1Dvs5XyURdYh;F)HSAkhkoOd#u36+ch1Ko6
zD>{42B0ZhELEv$he@fR>--M^U$XkN!d<~hpQ}jS^1qFC@#TXT<-+52YZcu){)<ttu
zlAwMKVz)rsKLBmQ7pq;Lw;?o>rtXO4<?A$lT43Bx5<VILEZLxVxylNAuHtV7X*#_8
zVo)DB%oQ#M;jC9urI#EtIQZy|bKu25?e??-g#{s=RYy;u^b~vx)2l0yd*szHO_CiW
zb2bZOYvIc$NQ2p#C#XM->T9~MsaT2L##^}ZqRl`7*mR-poSRogYmWq#*+^||S!{x{
zVHH-a!NH8~tL-ORdbm8SF;`wUSradgN%u{)pug+DByy^G+x>|hY!$pEboI6-&^MM&
zMRkc%FJ6CcuyYc>`}7L4I(#D6njlvnHS0BN;?6gOcw;+Zcurd7pn}>SMa%;w?y3Hk
z<!uAkLXt%?RawJDz6KX&xaVeu4xuYV&RCkg?{awBm?{0`!pLnJ*GDwyvmfB^JQ6dD
z2<F-xm+PZ$-ZB3gM9v*I5y7YDj~J`iNCrMxqhe9s)6cEkrnY!Of=XEfx0I89BrVB8
zKcb0QzS^2WJx4*@t6upc!K`{ODo~POZ!K~9=*xx=Ei9LqUoOima7t!i(EfYtJ%`Ey
zHS)3|ZKPJvmTK3f9t2t6TwG4S-f_M-v(v2e$b_5Q>zDKVPsP2{rj<Al%0s0Wt5)Cj
zIi^|(h^yAn9d>*VFG((t>_u?kTHd4()-*fQrjyvE#5ivi9zMlLJvUK!;;W&n%`{7f
z^6gB^K2`J^wmtJF9!Gx;R`u}I)!s>T#~;nOx@6#xmL9r0z1vx=ooaFq4o-!31u6)Y
zuMMY6StTRWV&rdQS#C~Vxpathk}Vbkqa7fO)MQzFyeSg89C2~PFL9O-=UwQnar~CR
z)BEbP#&-kpyY+F)k3=Py4)@jdii%Hs;e+>aDdgX+7zvIgxx_Q0hRYv|94$dXobB!y
z(1rQ6hC9cp%+5gI7el`ql!@pSl442(MG8b%Ib@z^sK86O$?%qvTg5iC#B-fQ*iFUf
z)*=oHe3+T1jnhsC-9o;`VZ4Q?GYE=lkZKCRJJ7PDFIpiw`h_*BehMy&PnjiN!5f~(
z^ZH51F^Scyv~T~s)UA#>wph83Drnx5_TJ`)GXA_Sy;3eRn?6YuIj0ZqzmWK=_wmpZ
z30nuZCIQI#cU=iZt-A@rWR_+rxz=guJDcY!ISsu*J||j6NPVM|f7tNyvl?0;ZO=A9
zoL}o?fAqbr>F)ATgFJ8x2ylOjkGv%brKZD9#6Z2lMMC*1b<eYZ>No#Q`F%gHFBzKn
zOLoI%ybhNMBH!m)gS$k4Mv!;~7Zum?n%Nchv~nySxd6#nZ-n|GclJ-~YKE!)lK!v>
zuT-@NEpXcv%YJe>xWk2#>s-Jh(tmJH#1PptOaUgLCVxU|;m_%cRt(x`oc|L)QwI=Y
z!EG74@<|?|WY5JhwkZm*fpz|IYu`_4&2#76M3(`C4KGJlNwrxenv$rnjlx~z4P5gN
zTTOmitH`R@CdNcD3$If{^izo&nC2heT;?auIHX#*xrqT&-1_TukPQ9xO!JQ$27XrH
zPd(ZABkrN!_#2sw^%{st#yYO~$F~OF0&jm5sQshgZ-KYX+f;H3y!|PAQ2y)poZJF$
ze?}PYzkE;1E%5e-k;r!u@vjav-U4s`z$g5B&3*rdJuSDu+wTaz{a>tre{QNJm7V5Z
zivpWz)#A%iJg>TRqaD?ZYZ%SoNtSnTNaAu2eD(vJsB5=y9&$3Lk^;;R8iBDi$G%sI
z_}PwUP=KmdTq|+Ka_|{gZUctPA%aye6b<snzL(T6IjI7;QUKx+3INv8Xbn$WQTtvF
z11zxuuZGW$rFwvG@w%g|=OJ7DY|YP4cKyKph-O1JEEa8j>dZOx>Zgmt_)b*t!`!|U
zK8}M@fVkBO(uyxwOeWnU0GO0=hLhc}=;d)3`S8}^pKDr*pp4FmRdJka`p=@ka#Xi_
zV;gqX4Gc~rb4`#c=6cVBPgYre^?%tF`3;VHS0ee}>{pE_BFcpPh3)F2bc~R_m*JyC
z)0L2KFFq~72nHs5!6;l2!#UL7iWad)_>@mH=@ApbVneC*uM^jVAw)Fj(LA<v{+k<g
zU1#5UxJI?<fAR2<P90L%1F|;gxqj{@<f!0F{&i<y<)TMPLm4Y`UFBef5<&`oN{HMD
z3Qj@L%l1LxnH(<|+Vt!0z+y}7xSn5xit{2X^5#_v5Q;~R^EUFJu5IWIK4jr+MMmV>
zG=fE)N?Zfr*_p@&Lis%OCUbozD4%}S6>R+knJB2h{yrnV*}i6<kiYH;wSIascoR_H
z-ooZQM2XeC%31%<xmH`!gRa0i$k(=}`fsYh)>QwSuIkt21-QrLL<i?~E5DA$xiFT~
zwgsW6(plZ5U&)lhRpHVDY&UM(bIF6NrLfq#HV?`mHq}-LsF%3gk%{0PTB{FNIVQ`r
zPB<l+KcD~;WrY;L1H3JVQ_%^Y|7X9EviEtLcRlIZ^0!_^^S%&PvplKL*(;rYJnUu@
zeX74H?C1Zh^Rsmkl!sdV<?npx(@Y4wBxf?^*t-jTZc*?PwGwv{+qCAI6yZTbBi8j=
z1ni#wHnKB0Y{EnY2lGR)-OIwV8}dCFmh%fHpeF}VS(Wk3mI1;qaOK|e$|L;uC4^ZV
zmaNO}-a4~1)1rvyoV-mP2bR^_O@P*TFb90mbgVE)suX6~{W97QyR2SsF#bJ~t`}GC
zlTl)vp`7@&dB^7uZyRr2Pn`>jQv&N)K2~vUC5qQShEJ4*g0+Fc8>$ABn~eAo?Uh-u
zz92>!L_e%lqn-NKhFX1ATLUDGFP`g|IYK)g_3dfxkq=3kwd$r3AtBS9`iC5>CBr(q
z^I6{6RgIru@!63n!{^DD5T+Yj#TR}{24GfCPpw5lb5V4cFArGl>P`F-RDbtr_%p^E
zGkYrPl(5~NC(eGS(~GDw!Wk=Jd}88Ei$J8`nU1OYpfzTztO636Xv<U>#@{h<ReVg%
zZXUKaNd?x*3~$rR6%kujD-W;N$qnzG;`a^Etz_-zVkp&G5*FsNxO?}ebyn@J@LP&i
zp2BS=iB>pBJ%?1&k&w%V$2sR-6|VS_=IBXQPw?7aCCZrI5Xm%!7s1MY<El_Dv{H5X
z_XTj=M9=j<54DPGY{cr61hh1M(Flx;zGJIe9Er-z&~Gm{N3xmpAL;3d@`$@^-soh(
z?d}-l@yb))Cty(liGc;abJH(+Csp+Fw%CPUzfjmrCMR*bV%J#9W3Fu3FbA2N*Sw)G
z;_2G70|cXP1W10Ksl4PG+Fm?PIDn_(KibDfOD#we<3%qI04|Gv^Z)9<oHV78*B$2B
z)uERYt;yb_<IlfKt1@e5TNE&FDcp@5ijxQHEGsOaiS$S^UttCZ;&_kzZl0j1nx$=W
z4d>3_&wgMHPAb#!YApq9?e+CRwaT|>(ECL;`ofw-UXSPV<lHAkyaWNS7G|qwVEy>1
z5`G*7Fu=d$$lq(5=hN44GRp1Ej(sCC?;$aaJ#tLXmi4hW&AE)VX2<F>51H+6<x&;1
zQ(~LU(8?lg9|>%7h|+KqK2^;p7l?|+_c04c<4vnGb~{Vz8JlVg->J9!Tvc_ZVL`wi
zZgd_ZtYX}5pW1Avo8KWpc$n`bnk{gI!*=y4kls&bMb^MpsglWbCqe1*5fZ0k0&4a<
z;KNW7&_MyH_kj`x8-j=WESm0^N<P;u@~HHa(ilwu1voT$|78Hs_$S5`{oa^Z>WkG;
z5^?+S2V-BJzSm>-*08*2`zV?EU}?ng^5cWJASn-8+`Grg{r!e-3Z7Eu;#`IJLqZx9
zv^;Vv5uCa<0ewd?G8Xi!E7qEXx(|bFxy`-9r>Vb=r2)29PWL0=7KZ+Mh>2!qW%C{d
zt1o5jgcoG~+p=gc;>G<X$ef70f`~||;1deH>NLE$^CVZ(3dd`Bt@lUoU40IFRjtH}
zeDg^o$ui#+F|wT3AuqakL2V&5N;JS>koibc;#7pxsq2j19R0;S;ww>|gs7DA-SVe6
zlKV{x&jQOR)NXZKOe<ZpctrS_z+!2=gAxK!IM-$EVADB1f*`p7IW3XF5WlUI3u8_U
zGnOM4f`ta-_s&Nx*m$AmbnRzXC#1=qx3`J<d+hH{^ANy(G{o+Gcr2-nf!pb5N+NYU
zBw!3aB!q{MAP#UMLnzVeGtm^+Q@J-k&_Rx*R^RO?9s0q<(7fQ$Ikk`8y+rIoe6puJ
z&(JJW(`yS}$-FKb-L?zehZ3$=#A&hlW6nchLvS_|f?=&=(KqHfb?(UL;^xiD%U%le
zL~I*ayxg*Tl>r93eN{bq>P)$XkRmo@E^DDxc}4+Sm)fVu=p4|Y-!V((#U{Il#|K$U
z!-_sN2`!Lu%aCqQam5`3RVHP<0=!l_o5bTioEqxO2Is}#wA>_HqX-ny6#f{jah`JK
ziuL?hzbevue+OPcyD&qQkde|$5Ut9CGfNy|W~0fU3+9}E4;esxaL*L3xlP>xsl}Gc
z4UM6EN)&F{NBd>xbJ!}Ldr){WD0O!yS+&p_USD>kL$rNvutqi{%+Pk%=aPUgAKsqf
z$6hHq_#lOV(lKP>tFtN&pSWQbzbF_F7FCZ{A*c^g0Gj^VbfR*%h?jEd5ti(?)iJzt
zu$z09`8@dv%dGljUfiqlBMfY$&vG|`tC)m5_%`hcO~OT<j0YZjv1N*JG~u{g48{Xl
zUZ`5X*35LlVc#15k>>jc^B$!w6iXhm+U-6P_ty4f46_`SNe*TJu2Momi@=BWg(b9K
zi=4T8ikov=;~A3^qZr#}z}YczWR~4BV%EiOnCbMH<|ljw&Rq&&mpmcudAZO)+3^gF
z8m=ytm17MJw=Qft%X&2k`3{Qb##v>dMp`10;Jp&2)V<2df{iIR=szf&p;v;(T3AI1
zKJpMIurJrdadmWPb$??m!SOvhqST;A?eo5cD}$A4p0tS(HUDgTRo-dbtM;Z!B(tQA
zpLFJt{2LN_Ud4c;r-HOJ<dc4gvu~|IPk_y6ao6JZbk2T0vHGTylc^tfEDku0lEN3f
zU{tR(!J1L&!N^!=O~Ao}f#8)!5Y_c|(<qF4e{BBkKtr&~Y`u~@efr2qzVElwtNMWp
z?{xFJM(B(afwGU4Wl7rbv-rkk8yFGHMag&=rDY_sN03xcenvGEau#>)X-%zwD&t#O
z?-O)oj|g1DX-+j4oF7R()*D~EmZ!WYa@ktY(RM|@WpM_cgI)#0DM4@kTV(Sjb@gk|
zsUkdx&~<l7CbyVyL^V#iS!kS28hVmw2CY+ZW^<S0@O_8eh1h}X3eQigeQA)Qwyz+p
z?c`N1hVXq(@Gt;@rvTg4{NR&vZ$O>L2tA@}<6y0E;gaF>shO|m$4<|SKT_<K{AP-K
zqsRm1xt;?ddqp&o45m=kuuB=3`-#4_$5y(T)6~hNU-CYnLsSYrz7P++MR0m;h&W4d
zaK|VZ=#XBR!y>N<FZL;Zr2w9B(6xglW@`)=z=FxXYYg97Nr_9S92c1h58D8wuOzmW
zk>K5WIqQzL^}ajiK0KXkEFq?v@8$U(kl6_nBx*n0i3qTM{2;PYiCeJ7_*DN;eKi&a
zScswW2h_%=#04)vP1h#z<jLg>MS}H+q4qXxhozJ3nKGw`^<0p?kD;G$*v0ww6;2}!
zOYpqKE~$fx*uY4J{Dj~}1<wkiumoew4q!?W?H6~XN0L+YsANB(>9{cK?sv9za<sbp
zpc5wLIJ9Xe!WM(xH5tbrIXfNiNfT#RSaI_%18>1$dcmk6A`ecjhIjvC(cB9X*5X_r
zBB+;x%3jDp9qUJoMg57^L#9-OQxlbBI%KY~(Y6Tvp?s<kAGsoNGp}G;z&R;wu{#3E
zHuku>(vIP7@Z}ax?bqojGP~1bFzDI5vwU{?zJt}dj&uiit$wYXpawfTzS_OPqcP_p
z#YC=ddF{8&ubsgy3-*_}Lp2{~=bUvsLuhDyt<%~W04_DRbArtt=c2XC&)C#W?+78i
zk5{3Z77vzc45uerV{E7`&`^m;NEF`RX4Hg%aRR*@EjUT*eDhE7xc;NSoZs@ly99AV
zUT%DNXlfav*y@qRaZ+`)$HShNL>C;Wr}rNtlxr*7zA~+fyOA}=Qc)q;>vPPi&Z=FW
z2_LA33-fHZu{P^^7ql~PUTW_#*GG4F75w0jfLjRh&?>bWZS&!NZLz*Nej4$dp{sUv
z!|+f?vPm@t?qfdG8sLz@V(DZn6>4#3@J7KAvG*?5tFr*JL3w>KMPZ_p+S)lJbNt%*
z72j2PD!aw{g){~DaG5Wjmr1#bER-9lnpK1%vD-f%+A&9cyrPwpo2t)KUfQ&a%Mj0;
zm~yPLxWFaTjqbV<F;(`h=}D$sQVsjEupP~Pv3l7zI(!eR0T<4c1*#b|cloFaPMdU(
z0`ys!a2WRld+;NxEMDA>GGEdMxl(qAdE^pGym>{}?r|c_sdF)%-E+q}ac|XPm57rD
z6|*4*ym4OPl4zdGVeIHinTgXOm>Z<0-Sa5oA_aJg9)_*1!QboeHy|JCfe#(PtG-Bc
zkN!4z=ULO}>|jp6BOUVa`}l3eq7Ny++@%sYm{0*<JCrV!hY-v_R*4SB!VTA?`#kCe
zBS%-FrE#j#S4T3E00$&Dd^FV(J)=Sa61q!fibT1clgYc`Yy(zkvo%=UP8UU+$b3t$
z<xKI8_QF13m2I}Z3hv!!-4e!VX4vhRV<hH%DSM{1tgC|hm6layu7ctD?u@wQizRV0
zW2+6~;c)G1(<YVX_|<kE_G+zSoDoN$`Hs_RBA9()=f$Y}Mr4waRjX~t$(T<_%vmHp
z3c&AO)`kj@1xeA8Jc3#mMW!E)#j%b>D*Ma8P9YBummu+btLus!lG2hNO~3Q;HrxO7
zkZx0u8MkV=K`l-{Skh)2mTv9bP5URbabM1T3v-9Q;6Yge<9_>|sM2S+5O}Pl9%E)%
z2|lEAvUZhzy##31<t*M(rPWR-9yvsQA=vK#_svvTL$p-wxxx4)$&UsE4R9F3s1sp!
zy+|`Q##Jw<fC8xcXWyvTtO1TG0QKFT^5g#|AO=McJVFR-nD954g%G-=8?_icnbzh~
zXvYZyTye47W7$;=4Xn%lIF9}!T2k2|ow|ci=fF$2ye#%NFF!v&YBthk?3T)m=}7}k
zz0<h5Vn*xXR_cD^f%y8^y)PqIZ8&wNLzP&J5ON>O_?-2%yNI;hjuCl7BC~f6gob>|
z5-h-?hk1#Y&^);en!+l$S?{-_%y;;%9IU@{w6nEv1vPd-v_6(gS@%KJ7lyp-M=_l0
z{k%hQ9+!A*<J5`5&k1>7IJ#!;lw6Fryf!1LGU#x<Cc@vB3$^TO2I=4r0On<vVZE&+
zq(23~cEiUPhq^u^P7uIP^fXb?$eZrv(``qb*VMvtI45TET-VM+px@0kCfE_16{$f6
zPz;|zhW0$tcS<9wkv|cvlL*Rd!VPQG{O%dkT=~<CisNml(y80j55Hrf495tvrWSnl
z8+^gtS<}fH4|A#t!@-yIj;)b<mr$z~<uleq#YNy=7#2>25I28INSW2`<iB#YJz-bE
zvG?=aWdz&+?H;z#u0ez(;h7>Y&*|8GmV68Q_I+M4betghwAd-JAe0CZX@sVWh5j?6
zzUo)#eOjdYqEBM-6!EjILq?KrPDIf(4zhojFPSEp0&u=+z>lap$3m)$fy*rDcge67
zI!}46Qnw|ywxJSy*m$a}kFiu|ws}rg9dcjS=-vL<=ZrT(QD>*gJP7cHeh68+NIqa{
zvxd-s5fLti$KyP(<{7!bRp)%e=o%B@&c!RA!V6*p9uS3?Sv`OqwMn-=e;W|9Q~y&!
Z=Kh(+w{`4K$d39qY3u)2*A7PM{SOR>2i^bx

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/images/image-5-Q1 FY26 vs Q1 FY27.jpg b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/images/image-5-Q1 FY26 vs Q1 FY27.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..1e9d1778e62adf6058e8d3685e30c819981d1143
GIT binary patch
literal 36832
zcmeHw2Ut_ty7tCUq(%@F5r|TR5fr8OfCvbT0v3V|6r>AC?*vgnsUiY`N+>EILPUB;
zdhfj_fFL!Y1_;UBo^#KC2hYrzx%24!b03M%!aQVWvC7`x`@P@#3b~g&3hdET(@+B_
zC;)&0{0EQ+02N?2H8l-2)ovOZ8d}=jbPTMF4D|F22Uzw(S-Ci1+*}--oQL?13moDR
z=H=uRl=?~d#7S{+ahQONg0!goaWQexFP%`(($X@}Gq5u<vWp((JS_UZev!)n=G~AX
zDq#o(53q}w0>Vr|t^{D<IH@T9@dEz)MX?J)NkvVwo0g6qydZlIu!{l$*+mJVqN1b(
zul52z2Pm1TSPq|5rrxW2lZMBRRrGFH{BGV;86Vlsx8eB2jO=}B>GthsKfu9%L_qMT
zqv8^hQqnTADyLP|)X!*WUbuKk521hgit#NIQ!{f5O9w|MXBSsD_j~sr`1wD46!0Yc
zX+&hyv*?(F#8<E1BqgW3{g9cJos*lFUr=6ASyf$ATUX!S(b?7A)7#gN!H$hje43p4
zJdIymT3%UQBdl+HnHL2B`RBC2pZ}cLSMy>9=e3KH5<*GyWnL7!T)+llrldN2lA1+X
zm*%G3ULMiAyID_##b<n^<rO=RV>7aEqua+Pj^W3Dnc6>Q_QxjX`=@61|0ec7^Xdl}
zAQa%{L6`wJuucjPjNA1?v|*f6<h^9q$l-y?+z*#6Zoe~$mHc>~b?gN<Va_0t4D5FK
zD6+w6O9mEjWMJ$f1(p@jDl1UFaG%6mB6$V=a7C-Z=Rv*tQCwnvqyB<{!dNg&8@w`D
z;;evXtj6q|33FoY$7e4S@9+WAw?kegLr@9D^$nQNib4?@^O({{*-fX)t<{EZVK33?
z`<&682p=gHBkfu6HC&b+Ap;{AGEkiisT52{)wsL(i5I&a!o7KYj1+rQ&%)$JrQ$jD
zA%otzYgGU%LVMJZa++JNr|0a4o2+M~2Cto{uZ+!`*S={G?}jP$jb+P|HASafA2F<2
zY^+_B?4E~4?g~xf)1kSqYtVs(-Y?<qCW=WtEaA2c^<X`em18eC<|BG)oLa9&?rNIb
zqz@4W4<=rs4&^L4tuLxADK=3p`&hx9VkM5rG+;GPT>D;3NFlgfX&K$TB^HcD?qQzQ
zi;gQbhO0{G<9IW_c~5?<$I!md_lh$yw;&XqL8;z{0)VQ7!WO?$XjC;KN-E~Xf>~T|
zyhrNm!{_W?zCFXMP&ccXU2m1BaozH>BRq=?n5IVDP1hF>qQP?lGBZIs)K09rN>n@T
z53T{i7MD~Gspgi>&VDIoY)uMtn!2P-Pj~@+V-9Kal;H3@LQr<V3O%4lTOB&~_Qd*A
z=0#|kNz16v$6H~aA|}EbYG*G;hiC|-pj8NUV=#iIya|6=CK;&A{kf@#u9zNLGV+Lh
zgTlZ`iF*bQSM8E8gb?Vp+m|;}`yw0cv|OWWw+205FbOp*lyDO&&gEDIq8X<(=z=mI
z(o=CK9jJ0j8fytW-1;u7VfXC2{(k<4gThz)%7d5=9+l?yi&7!1j|tHeMlR<0U&tDi
zuZ^V)&ROfPrH1y1Q%pQXyeB&1R-+jT)C01fMY20RT+<B5qk7LSDaQhZYvQMYHIyF<
zjFGqpul_KNbhXCp;$x?S7mt!uAE9YX&5RnWzD(?i)sUy4{6b%7rQnMXT0b3f{-{Ds
zEjNdBm6~lCdB7gR`#!exEzAvF7yD>(@G0rOw?rpVIy1MeM2>*g3bnKevD>vgT989C
ziqyn-)2OxJul{^gESukWRz8y?VOX<K^(hn|ez|kGA<}nxc<E&A%ZC6gdHST%0Y&ci
zh0w}kxb~hiBD|e#*H75LzSUqhMIkZlsnvSC$O_+n7N$w@`sAr_jV>b!WmDTY-t|k4
zgaxceT1LNlfppiKU58!RG7sp-Qd7^DK3h%qKVOWzKfEWr2{orEhlef*M2CFx;a*>D
z;ZB<sgwSLCAH9=@C#v9PDxf*_t<X8z&L#1en&Bg{+9foWi*#$KJ%&>#n&mm6bAc5(
zvL(45H2t>67oyziW`ca(WX3{X*1Z#XD68m?CdzksA`>jaEbO(U!rZKO?^5XFJp@qO
zD^M%PL3tAb1c9CQ$JPMtNZ20;qaw6idT4|dyp#4hN9yKA&x5X+W43x7)@IomoeS31
z^VCNI=>1QJ2YHrpa!Y^m`AKY_QKP*^-I0i0Q984iG!7gxgM2=l;G^JwnZPCS$v<g&
zcz5Y_(_wSvh+AR0(ZvX9z`6gNnq0S9AWp2hKQf*ZQQ-c$d%!<heu>wb3-?w-V0kTF
zL=~@Ai0LtHTd^uURwMkr{#3@Afj^!N?S+R|_XihV9dv!N*>KaB_vQiK={OExUQy1<
z-JC<<epX+kNjq<4Ba?GZYrMuvS=~ktmo=_KuYlko64X9ltACpPnU++{odI|28bkLn
zT44>oCvJS*zE&HJ?iVaHQVr8z^ij9jTsviN@BQ-_T0s!fSwcg2ewOyFtJsyW^BsEU
z51UC-)z6u<7^$6{7veP_>>pE*x)8}FTV|=}5gH+XK4HScM(@zQ4UeAaWf``vUeBNL
z>Cv}yx=VOVm<7w<1@V<FQ{Als+!uU2IZ?FY!75dx<B{yP^5Lxe>M;S6FY`I~83AR@
zG@nP^(-S4psl%31u$lBXZm8)R3B^n-mvN=kE-%CL1;t_BpJPsa^u8BI6cY7Oc#g^S
zpOrs=$@k`UjZtJi(?0in;ml+r#k7Yz14?s=(WMeG%!}vT=uQ-fwiCaL@4M)zJ4?f6
zuz9U(Ma$KCg;8%~o*mw$Zg*!<*wc7|^0D;tTULsB6uZ3KTi2FNNaZkB2I|6x*eYY&
z5Ak7-$77Wy^SLW8+3vfdg@O8TApEnH4tLqw5XnI16Dgi~VTa{)<X!`lc-NlF5{?IP
zZ7a`H&*+a=raf&*?|2L?Hk<Bmew{udF`w$CFwwwp;D~)CRC!9_0ie6{wEp60O`qz<
zU!RHb%9<(p$;LRihtEU{P*cx#Cj-PoiU-I*oEb?yoD2k{Gng7{(eiUVDqJN4{ya{s
zF7oFBR$B;4o?>J`sf8FSKnB><zxob*ZdPisVczhQdhR2vBO(V`4#A){sFCAtaKc+S
zh62~J1%WThqllMa1HHBrQG=z83Psv`6N)oQdteM?pcU+!w~h={>4I7p)DJlY4k&D#
z3}BN<!xc#3k_pnyIjrkTwmB5ehhRp!i(2Q_CLIm^YEY}I2iHy3M3$hodn>2Vx5>bL
znhN+b*nRCH5`S^~m~!8bG>GIQpLw{(3aEORZJ$r#*Q44h_9I>PY9Lk&RN`fY2DZ;=
z+mQaX5ZuE8kJ=3SzMjt4W3s(j8fj=x22QNve}9=1H$51MA2y@b{dZRRpSRo2Dt~#t
zzTLfS2jAn!D5gScCN<|Q$}dPYZjDLWWx`xh7p`J5-Pr@)KHXcmU~4cId`aMzow%;5
zyI;I2s}98v(5R#QOUF&yOJ^2gTMUR&gb%@kq-HHdDm@HJuPTof&k`i@j5}x7nzAY@
zqUG6lA#!e|Rmk=G$N}4}C&fHPBiK@6IeadcRA&&WOInAb#+!cfG+%NTOepD{r4vl>
z`4O6UkphSuk`ZLU@G%*fGAiCEqNx~J6tgf~S%;GRgho;)mOvO$Y5jyQ0N10$vrI4{
z0QlBTsEH&*1{!%u1IXEk&upJSgd_u>n8|>3>8j@PhtRcJPcm@CLTgO@d7CQRYRwH@
zRaW2!XcVt83+o56&>KX5GN8h?&^4;a4FdafO)`M4MJ}H-*fJDBkpUKNe+jQvT~)TF
zPv1q97}(+sNjG7u17zS9`V3l%fCd3Kbkmv)d_cT@iY!r?To=<c<d7c@5Jcz5{TQY~
z!8k?{D6+QcHL_<MzQK<6MpNL{h(Y~`EpHVv5FfBMy$;^9gvZM=sq?<zx}Z*c7jd$L
z3?KtbyU9S#$R@wL>MtdnaN^b?3|<#=p3wGbSy$C7qnA}z75EXFh3j@~afNQjo`y-#
zPURopWatR4hUdD^_mCur=R^b<c&5IULk9YU+P6zM6WGGzb<)r6QPrVR2?0WLA!R=Z
z)q-ek2bVI>ui>Y}5KiJ#V6xnd0~cnp@w*6<UqXM_HsPivNCrIpTNX{9mWaC*v+5e&
zcK$A!$luUR&0+8rv=~6X0-wcoGJrok<$xFh*Thiq#`h2<Ut@p3b^&);eREt987}@B
zpV%~&5U^?d{#&aef7kxnzd{!rY&-fywUB{FP?eaHDR2hsOW(!Px*hpneI?@R;UkBa
zh|#Y_g1K!$9e#l8?him~zUW&!)aGwVm3FAj-<cxqP@BK8N5u}c`5wB>x9D?++I$zy
z<{Qwj9cuFjJx~66FP$A~^UW=`-;yTnP@BK)3D6F;*`YSSDLb~?G{3go?3~){oZ9>i
zDb5bH`4%+fd-SnGZFZ>5e-aowr#8QGYP3Ubep5a9mK5dB_O(N8cBsvNuy_2@U1P@~
z?H^QY=hSBB)aG}c*tYp>>^P+Tx7M^nZN3LB`4)ZdP@5fUvqNoug}(eJ=eiwgvqNou
zCuDfXA?;V`)y}ESub<ioofBcQ3NI7zSL?iWKj;xlSN+&DwUA8Pn6tVb;)3tH6UuSa
zZK{SJT34*q#P~y^Je=64Tdx*|Hqrs{s%IUn?95L3O%LnybDh6<v;rr=2s+bi`yH_1
z*N+b#4+~*q))1JY0z?BkP!;ZTSw}3Eud50A)VUqIei53&7Oh0Zrtmsqh=`?^yPR&q
z%Oh=keB^P$eEod61J%U4?)JN=<L32J<L0~Q1Yhs2(xT#HN@4|`{skWUJIcwgDko?Q
z!sR&g5-yzeTBSDg)noN#Rl@Oib_+9!QjFQzP|W#SRi%EmLee73&*H?&H!Mm5wclUQ
zMdXU^*`+4+#BEH5Hx01c56?0T<i@|s$!N#qwlvV6p0}I2dZ%u~=q>Rye)2()6UORb
z=9@YzY{YHNwnM$FcT`SRkGhAvLMkM`BSEg@eTZD#n5e0@>22}#^46glKdC>$tjKzK
z%AM0&0GGYqDK2xuP?)nCN^uWblt0$#(Mk!UmS;4<23yWt=w`mE(cY@T10M=&KEp_=
z1;Pn>^QD{0(~qa2R+wPf@&PTM+51h*rcRs?A0^$n(CRc#sUsbuG(pD`)=i902*YQd
zgic$5DKDl*7znAFgn`%B2@aJ7PT3_HtZG^w4{1p9(RJsUL`9X^mR8f=v?NZi#aOpi
zu4amBuUrV2Rb)Je^VDl|W|1mP^zaS-nNY=2fk#~1eS+h(@rvN9RvJdb)2~S{afX=4
zFr@Jt6_@mBe5!bR$b<@KSaaLsT|uTL&gfU3$6i(8JuufJU%u-fzI^tLk({;a#oOT!
zn~SjG8cO$&EQ;zrQk#Kr0N!A}K`V9yF0Zxsa80I-G*LMf&LMt`V?n7+-Zrs6ExGH2
zK=4IDqlUbbkl?{R+U{K)WWY>Lpp@PYJ08m>W1cowUR%+@-wfx~AK`McIA*AcdypQj
z5E=ERnnU2Jog#JX#WlcN=7^8@k*-O?b)17zek%*RllATO%wciMS!$^pw~T$14veMk
znO-955~R?BGoKmya~^v39`BY=<30HP4lurpN&53?S#ts!7k;{Z*`v^;M_lZK)@781
zWA$KYGMz(5a?(pK(thI6ZgFc(ENzi8I?s<@$a%O7_7o{L_k;>?gFYydKw?MsT(#hE
zH@*D)lf9yTtCR68l{>r=3<T?SbvW&hY4L;Yi;P2>Hz!5En!boa3*fj?o!hGoA8<qc
zwK}YudO}uK`dJR=r*#Z`-gpt~o2Q^P+7oIme5=z&JY0%eLr?Dh6Xn4t6m{^QTWL_b
zn#z>EC)9N;ei01+JGlHO-Kln5sD9mr%A@AdLQ?qZt=8b@xlawGZ6r5-x_NIdj}GU)
zOa}Z=%#Ka_wF+^$0cmG@{1<5X9t_?z?g`10=a!+or9<-!QAj-YM5AQ4YyH9YvrjEV
zB1+>F_0GXLVQHs5p*T|u@7`GPm&YCrts=7o54qoXvoLen8%_v|7kLo%(VHgM+%c?j
zjY@MpQKqb=(cX=3(HvrhIm%@<Iuax<t!RZF7LA*BQ9HSj!iJ&TbB34FiLIL`i|=aj
zDN++@7gKoEFfpXWB=yEU)UFe`GSeZ!wIBTE{0Jhj(%yXOoJ*5!(P=5}QlXTOWWW*Y
zBaQauaO@!itd5^~&!2C*6|1&<@C+=Ku8Dy5-~ywzww%qMi3*c+c)KqCw55zze_lNd
zAsEM9?{z&ea=!aG!pcBVUnJhNjD{;hO~I;GUP3ZLByiRYFSNhIz^f-{p!wn?-|Tw9
zh7Ps-8NTQ}FQ{+OqTL8H$wLI>DcqW0Rz7!+mWM;Jk=*I$cXmCI4RHurM~e_1lJ?r}
zy*Jv(C{%mSS9i1V<;aYpt+wTInm`SS4nKK6O&kid%_`2)$uLNkmS$&Qhh&W<^U|yX
zuD8XstVPdKqFIw&gc8|I6yri7=1JmtQQ*UxnG=>iUD4PX7qP3c;uG>kJp3VmdaV~&
zR!aTu)_#PdMC3H<dQsRNf0vBj=cU33I9>~@_Y$k1*izxmkt4am7DmZZC|^#!pT19B
z!41rNgs;U*yAFlbs9o?C>htC_*NbIqH6uh|<C=NdJ8nFlc<oST;}LrguNX1OO`n5X
zsd;p)<<SbW+3VAubx6l~lbX{MtYNW}?Kva?!WwC>g2kZ>YA&WqH)ox@S$m|1)r~xu
zD)4bkOBls`C#(o7p|q<15zF)m{m6Ur5AP11LdQ`krHf&51G78uDq4}&=jUy6hIY^I
z)3_X|G|1^|SEKtm0F6tn&WUBjvyy@Su*}cy_m2!un%61!WsGo6_V!pLOpyTw&jab`
z07SL1Zb)ymwJ>ks+TD!BdxK*N<(sWE6nMRQMmW~H*w*GQ&!*CyxI6SmGqyC+WwVJF
z((ACcd#7bPQzo(ptIEyf5DB4WfDq5GtAgJ!ynDxDy<@TdJ6f!Z4Kbm_Km>e+FtV`=
z@f49tJPF2*TTYTn4}ytkG=Vwu?-0rVuY=O{=Ko~x`h%bSm<DaOX;26v$FJmrLH^ZX
zatxNDgl$`?Lu2(F1M6s-9lrtR{6RS-8bL5713X<VTi#M6pNNTn+e#m~E8h@#zRoD1
z=<p{M?_Uz&A5{r=FRg&B?@LF{;7gY&(SqBz@+n1s+xJU3Lb3Gne`y>4HM{u_Y%dq;
zBC&&6%Ca56G&aFtDmH#M)ot4u$JG4?A?MHJ8-Tu;`UXh)qq+(ipm8-M)l}35(RPbM
zsQ%x!5^&D?27vTir?{Sz-vCR0M0@)R(ht6P>>3&98ADFd8t87@MnOpSH$b9aqS7zl
zLndXv0f_#<wC!suuo$p?H<h^3z5yQn8b*Ej9ZcpMK<SSgKE90$?9jSDD+#vemH7)2
zXZ;%&*r9cQ%5L;k)|u@=Xx}HX)^;wiL+k#0HITnPhGQEK*r9d5r3e4s@4t@j{7dq3
z{Tmn9p>@C1ga7dR{~vBr+xWl^t^2e3^j{qzvYiO*(7Hcq*x9a?d@VfxL}>i^^q~r8
z=gAjNRs5_Jt+#PV;#v=Up%G5JbWk2f1{79WHkY7a+T?3nKg!2WvFv!{J)**!I*Z(E
z;hxpk)=#VfNMwIea{#bvOSoLJhYZAWOm3}%sgpy%vIz82<*=m+&|pz|0!(9BkB<?A
z^p#>v2`VI4E7aO27)eH*C_J(o*}~{RB36)r8lh_QIH)NZc<>wpUB{#&N1h=G6EIw+
zCz!EZUgDqY&51q$)>nB>+Gl$oKIsRZ*m&Or3xhpHmN()2iMW66kbRNq&WLu_=>Ot<
zB+D2J3YFN6e?CP4iDvi6z+}mP-{#m<RD#dW6+7$kAMcMq`q16ImXf)FNAl(<Qv@%t
zs>q#@-W={4Bm?E`xE|uV<;YVc@sjHbTazJ;%AStYgT2wpS`NKPjD@Qe$urxw9{#0J
z%@qR<GJraEbuknyv4iGLcu%Sa9mWK(VATMW2~*Ac?Y+TpSw#|LK=DfM1PG371`4XM
zK7IH&(Qw`WgTL|b^&L9<4z}nmLagXh$(V(2?@FC`OoS2H5}CHH4p!SigzBoV>Ot4x
z`$;!v<9k<O+sBzm+85<lI@zE{OayBvq}C)SZVJ&5QGs8|)#%K6K)3bv1){Vn43{QS
zy}`HmOJkk7TM_q2+Eri{aSuUf1^;cGC4;#18iQV6>?#FQRukUhrv?9KMHHUOaf1l<
z%kIGHJ=<2B6=`yV420v6pSbI}LP5~l)*Jkni(lj(0RQkFSw|>cg6=H!&QgEJyE-)%
z4-b(432XadJ>}iURWCw+80Y)|sb^DSa#`=`2cpD*lyXU{PRkb;3e=S|K>@Hd@-Kz%
z;xBb#hh@Y~v;Ta74$c4Z&#A{}Fou~8t8UrhiWL)&cpe^~wR<6H7gO;kDa*e+w|4&j
z#`SGdHxvU?T<@I^)oy<`QBV**U&B5(t*xZc!Zw`)&y0Fxmdj#b8DpIqh7#WYIMhf9
zve*Q;4zW#<1PT1u5r)1xcb<E?SwS`~nMRHGI^zM-WwbPCfz2>Bu}d)==<QekbZziV
z#_4E?!(Jaz*Yxg%(Uy?e+mnTPZDEIeC7-BmUK60B)+j@20;9?QxHpQ=_kckjHgkvb
zL%f7;)qXf`1C!?EB?v<5r_h%{hjLeZ5^=2^i8~AeOTZ_I1;2t8zarH)<}nf7D6Z;6
z(i>$lH>+mqvD^@^WJqvAfe5>+kUmZ^i7O;M%r+7(Ds$MVb}atmA$y^h;5cW*wf$qd
z^D$N<Eb9EPbD}H?J#){q4rMuH0S=#6u=zuBXN$WQuo)e5Ciw+VF+7i4PR7w?A(H!v
z0KTd!@5z~W$9jX-?FWe!q;*Q~>{>!nSqTsBc5*>?Y-`QoN{2+6;Fh?XBfX=oG%~7e
zgRW*6fk5H~)2JM0TB_$kuh#6{Zq_7oW^fa#fIG{G_?c2Fd8_!#3S+$$ZVbi_&t+Ub
zgkFEO3kg`YeE0Z<-!|A4)088ri3n`N>EZzP+qYjG&_J`N<EP(J@Og|v-9Ouakt$H;
zDhiM5SAWiX3|+A<7Mo>)&IADX7$I!~+-fT3<=N#eqk65Y5tCMn?CvR?%=2I+N;)Al
zjto>l_q!%)oYg+lUb$-1n0h!bSXB8V<{3vde!t&}A>Fk9*>39x#l6Z$KJt{-yK|=S
zW&^kWaYB3D(3iwLqbToD)y~~^HtvEzKcCQAX3!0o%5@i_SWPf|vLu`g+yxmzr4CKF
zt^q2=lLqe`@p{N||6U8zgXS?7yUtb4>4t}fquE+4P)ymyW*>VLk93S@=4Is!O`duJ
zlaX9mcOFYpaMz*XRb@k}wxK<h-}QgK;%Q*g)o@?Q6*3rG#&j0YNyzoQjL{mQu@cbi
zJbsM7;35;Y{}e{7l|^ZilO&ObK|b(4hPQq@Y_Z`Q(o`~6)$p*bBzipb&PgRs6SmK?
z=(18y3+GV#9Os_5_k<(EZSE*M_0euMEyA=VI;)>gPhtQ=|CYspexdx15-4E|EU}tR
ze~jx^c7Bl7-mSN6gRgFJ?yF5T#3hmrfex9BaGWTVblgXNF<?es9XC+ry|+UxG0h^?
z+VU2&|9<AuMu)o(j668Tr+$0GzfS<oFaI873d*DfEl2q#R)$p^w2G;gkF<MX)BJIn
zj@~$50@I(K`_?Kd)a9+=;PvJj{x|l$8%#bPbgRf9P^~UspiHoXMZRD{O(S64MMr!T
zpcqtTF`_(XD=oWeykn}PmN#}7A)MiBm+#OTQsk5hJ6I%Oi$QY)2C{d{9n*wo@d%cu
zPBPKt+(B|I>D*D~vKoS$i#%7w-OJsmfQ+wgX0*~gymEa|-$2F1LQKVu-aq8D^wElV
zw&nfh3(PZ$JOr098Hr#`><Z>?q-6A(HT98Nwxwc^q>qN{M~0=zK)L`KP*nh2uY;CV
z8utyzm~&FHMah2L-Hej_Y!QmV8xi3ywJ-0up;4PXT?Vo^ls{1yQ_7fLj6EZM$#;-F
z=!06UjjluRxMSJp86_CV7Rq(8&<&<(Bw@b*p-Zj_tg)pN##daNpYO=77o%sN*c)Eu
zahRZio85)PnDin?&z6#b{RYSE!)lzw@01WCdU?r!E97Gw)IHOYP=^bi9Y0)jHi01?
z?*20ql(?G#w)()e#*ZlDfi-05H;+tKtz4WnQr~#5xCD!9GIxbkEfIvOatdCV1m`PW
z?=&W06_CuG9swJWYle)Tav!?A4}C7=FX}c{Hhp%`C9fILi+Z*t2x;*abq(k^)A3G`
z+x+Z@25nU-6YUZ2c<oX=%w9q0DZv&`JyIrWdEw<@n}y>y`=~y8vOjF5mP?Ut-Yt({
zb8%8w8Sils70+z^q`?)UbyDU?;%N&mUDnKu^0z@xyaXX}o$?;orgQ7_^YSVwZtn(s
zLMGY}TV3Y?nC2>+b_OvlM>vc%mp}b!?wv02d9<2-#Mx<$d1Ws5rE5|5Nz_&xFCe;j
z{_-hzqu{wuVUuhd+<QE7C$1>U;@A9^;WVXpix^5wQiF35KI11yhYk`R%@3U{TLmzr
z{jN4JR-#fz*5=a@%U3P3DD3G2HP}0Fj%jaU&$Hd>MHgHWrZ(=ca$LW+_40gIqp6w!
z`;$EB7BGq^YSl%@o9EizPJNBg&CgcxJ)X80m|wx%Tu3N};1qnTanWGp+KGd=jP&2W
z*jsIP_wI@~#pEzEArp(F8;Lg97(1VBayZRa!0g(XFKyj5*tzUl%l><o{n^8DI2FiX
zeS4P9@y_$-&Oiiq6)!0f{4uZqDJ#s#URTTE_UXx=Y(*dU*(wnjf<Je1;8C1}D~8mB
zf;BZ4QFUfU2LIIR!4$=<(7ZS%=kMr~_?v!=g(LU5S^cYG<#YWOPx4139E@&VzVqs)
zb_SpKfpog!(p6i?rg0@B(WniK7Vv_RvVj{!eL_UaOe{}fyZB6<wWF2P31OX+$|nuz
zC1rz_xlS55Buy9ig*)e7ahj`oH*L@7cPeQ)c|l8JtIoE_#K=2ef(r1WIo3}!B%E|}
z@!;S>o*o>wOs8i%n7M4yte%WU2@N658gs(2Qv=T$X&<|L^`Pm#gc-F27O9wFt!dP9
zy5<u)u53tHnRp&%7`szba@NYb6~1@@MJkF1t81l(;`S4tLO~qrJ@uuy<jqYbGEjF8
zxv>bEeof<`$3R~+$PnDjNDs=k=M2y8THdLZaa(NY9@>K>fdbS8G9Y4)3<eAN&SC=(
z;brA0_52R$ufpIG5KlgWtA05Cco_?F^3w<z2#kaBL{-Mjw#lELxe^qXceJ+WoC>5j
zsK*$GtR5>jIJ&O~v`?_SRNpg5y_xJTL^|+s^+<}RGAMoIkKb0iht+p_gK~?ie<H<f
z%-&q?KEAS?&f_CD5~xV4$cT6J?So?xUeR;xjyl?nsJmOc(|a(nC@T=d%c97@p6rJ;
z{boT`NvDVOxvAm9@HoZnv{9L?k-%Y!z=|u&!CQ&1G!DK?T*y)yWnMXOfxv-L6eZLj
zb1@7()j{_rI5CumPrIO5T43sAmKQV)xFhBMZX-7TNNNi5^;vO}<Hr!l(h~)L%Y`Bf
zd=#Q*H1k7i&;~b(;V7ChtMKwO=fONVr7}pU`_j=V;!mTtdt95RsuFv%!cr=uSUfY-
zS8S(5L47cuU^fPa@9DdCXyuT)iVJfJ^3Ry$=0(5K)05_-7N9hf;f^pKD|u;^MEv<>
zTG)j-Nqh?rdaYR*9zu~m`7^G^m&8ETRiym(coLTN=a1HV4xCcQCFzoujC<+uhWiLH
z3sofk!frGxZ}W(-r9H25dGZDwkZXa5R;}*4(|^U)k95#ghtKX+9$jJ_TdS*f6>^U!
z0&8`Qqo=Yza^?}>vZP&mFVcAV09pp^LU6F4sR;Fp2@RECuNhdlQ2#!7BLeP1+K@+?
z#L=N(^4A0kvv3by%?V3V+$sor?jWC6M!Df*@70p+`cm7?O)=g>VWQJd>(RLAnYpfK
zFT!<xH6g?Ah6jBEC)6*0gQiu)bYyP{g??3%_a>rEGv&V5C&Aq{*!#@$Ck>d*Z)SI5
zNUb?f^m(4T;i!8X<A@EhHQ81KmFk!lUnj#{3o(i!>lj*U;|MQyq;4%*Cwxr6S0drK
zr^+b%k>Z*ro>%ARL51%G%~BJf?SV^F$G@Hr#)?qZvARoiCg<i<y|*sgtb`hzKy>;_
zOZekKZ|vMo&+8Viu1K3_CClgbyRt~q!hGnj=Ag2uqh1g7_f3&ld@IyhyoqX;3@xTF
zT?C-s8ZFswYgGrKOjliB7`R$p3|Z{nQf$ZnBz(hkl5%rWT0Uf%qN1n36RZ&W#Cj}r
z1B+a~(DR_jX%zi%1m{n%y4D7kr7Y>$N`BxulI7-&s71W#h|QlCggp4-lDc3pgI^%2
z+ERm#t6&3zYmOF{auY#g-u*Gnws)l;N~*SE9!PB^HZF<2m9=KyEZH)L-2d`Tv@;=*
z4DgA3M4mw|YoKY<7pmaQWB|jDJ06HZ&7w1rreMYFGn;B;K+KYDvrtWTG9`|Qr5H6T
z>3@SM6Fa2FAL00n4A`@qSy>A=DwMIquHXZfk^XSD3uUsZB-D}n1y8Qm^BMIh>O*W!
zs8u%sH(eXBOvPhYKl62p@Lg3HuQEGmBv@l3hjM7L&z>8>m1G%i2uQ*REGVMs+iAmt
z%N|?D=bPjyj3F)b)%;iQ^V9E=LZ)zu%_xE1@f0g(92Xu%;u}Azj<Z}%fe%aHfOF-g
z+hUJ|c_a|l^nEu3^qx#>B${%{im|YBkHvf%jlFvH;ryYn#287YkR&R7``r?=IWSJ~
zp$k9zwN#VXa=M0@ALLzB6Bw~#g66>=0C!-F%Yj2?H5=lRx^m(O-6mc^thgR!hC%^C
z3qQX~U;3zn?>PHFe-*>C*})80INe||Vd9O&m0LO9w7Azf5qyc!eaz0N>knlV$4S&h
zrqiE122yO&P29|)8|rvpL>ku}@!|Qh7k_m_pChng1s&lJX>A=bhdPZU2cF?zhtQwY
z;2cXFmyF&W&|qLv=28WmQLOR@-7qlrVczoc@@c)8_S>HCUQOC~so4b#5X=%?;Z^;h
zrs?Ozx+(C`%vQ8{{khzG=}TON<1VmsA_U~vtIx0Agkk6QF}k-Y>GC~yc`R$gK$o#L
zx@C1vBuEj`4x76oP(d&*G0^RoPVD!3wo4tObWm395qP$Fzl0~hYnZ=Fq%Zyv^HR9)
zqkDu*FQG}zH7<v0Z*D^B=)s&Go11OfO+t>{qhhR2xdGj-%rf3&`DHXy98+MK;i8T_
zoDAID4c3*t?mq`11N<^%V5T0n6;rgS+y#G6R8E>M(SErqcOO+hl<VE`!i)wMaobY~
zA4L=}5Rh%@Rjhb+UPPdI$$Q?dxoc%Pj_C@h;6NR>UV=xW169bC1=ylHt`FWV)!Ac*
zTfj;Y51pJ&*@{?Q$gNI6Ww{v`NI9%sg?kLVzSHP(QZY&VAK6bl;Ikm`^7^Hc0R#A^
zY)|+MauL>voS8P<+TEjt8>tz=p|b-ELGW(L-AaH8n4u=D*Y7qv=eQ&Iy&P5>HlL?G
zm;Zd_Y<{z-Mm3TH2-ke?bpestF(&O1-M+_5>IAI2cnq5xXrstwQDEjv6jb#Mys@Os
zUNOga_g?Q4T7fiIgGVVy<Cz=|RK%p$6U>ptHS3Y=yVZB>I@*gPCs!YIpiP!+im0sQ
zpH;8hvV|y!-i(7X#aP%JaZ3uDh-m)gV$@jE8QvXjFa(<9XH>~Rf&*x8zxxvzsJ3b@
za>EW79<Z{r+!rG(tI4;Em+~At3$5G-HZLzZ9csx3Nk}Wgy>lH7q1o4JXcg~1qgx5>
zhhAKCvgWPWS6cYtefDKas}8$$#Nwqbt9noPTW|wi{k6M1L*cV7v{Dg;Hd{&3%}ns4
t-JmcILSkg_ax;cEHup_E`La=p3!ZbZdLJ40KkG!h^Sy5#T@EMr{TCrjmq7pk

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/images/image-6-GAAP Revenue Growth.jpg b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/images/image-6-GAAP Revenue Growth.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..4ec1800e69779ec946ec6b9faaef3b7498119245
GIT binary patch
literal 43665
zcmeHw2V7Ixy6+A}Isv4Y1O)^IL=XgN0TB@xL_h(lDkumd(j?SSq)JC*Y*gt&6e&sz
zy-KgrLl*=Rqyz}b%gnj=zH#1pZ|2N#?mh2J;%_1R*sQ(Q+Iy}4SN`Ak5l4vA0E^BA
z?F#@11OOn?KY%y}XaKZ_4$&N<rlp~wp`)XvXJlt$WME+AVLJ?F7vP0L1bF%R1%*$F
z3LcdZ;^!BWKQ3`fT2@vTDtcB$K}PxHX<3<{Iswtq(J?YGax*b;%N*f9BJ&S_h_wJK
zEtNC%aZ1opfPxi7$qFJi0#MR8sX;$~fdBY_C@86@57E%l(KC=PC}jaCK$MgeRFu@z
zR8*v^{YbwDs934lj!3H?I&5%*=BNw1OkjLEt<br*bsUDh7~#`5U4!W8Ik~ubctwth
ziXA^8D|bd-;jE&@dCd!27qxYau3R-XF}-GHV|(kio&6mLH+PQ*o^UVk;D;fhVc`*x
z35k!Bo+SVH^jSvctE}vt+`RnacO|7|<?laK)HgIXHMg|3wfFT83=R#Cd>Td1%+Ad(
zEG~Us#%_Gw+}hs3?e6_FFAzZaw`q~S{%vBvninf+UKCVRlvFf7%?m`~Notg=RMbbL
z53#8m(A;o2d{icomi=6O`rA4>q0@#Kj+?H%^qj)7Xc6pBQ~P;lzi(nee`sd^HL?Fa
zuTg-J5=44<l&k;@*d;`YrBRUEzwsJ~Yh36l)n|2}yYb4j)5~@ION3kCvc8&17d2ql
zYxVBdzB0Uh0VMqOvvCw+{_(qar-(oeOYBf_DG><rm+O(7`*23uf#rhCx{c_MYDB<2
zpasJYT6DjBff;Nj24rNHmOk6wV9>SynAm-^g_rsD$NMx3ju}|zhIJO)F{NvA1@^Ns
zOU2E-I{dd>;#~TXU(=YaetzM^i~3c0aj7Pl7d0a9inaP}w1vlQL7$A2!mV=B@wt@o
z8Ih#^D~JHS?`f=Pv}~IP6ECfBd87>`&oNq0fG>UfhWQjGUD=Zes6Ig8*h@eQS4_O}
zeR;8yNtBoNge)#(3XirYr0&lNv|u>uE0kSjUB$)ojwFTBs)h#eX|i7ik=t*s0acua
zNN3~yb0PCdK}VTiH%^1Bbsgl*5VeS~Geg^#HC>QXn63liIPlYMzeg`XYbx4ER-DZp
zft|)Fu!dm!qsBzY=dZDYj_(dK)`g$93>m*lJu#(!u7J?5lz<RKB?0$GV;f=I4&{<A
zZZmopPxG&aqBGPtuLy$MD-e{vx3OGdrH=3|zjL#OeU?F8$r85lT>GspFJjN#_x6cB
zebw%IKHbgx0Dq!66cdh1CWNe-69M2A5ty;3EWkCnpv8#*XS7EBaD<Wtg|o5n4en%^
zmo^|Ufo;CvGyHOJfAz3&-^?`+rjy%!XPokPIM=yFd)R2?&IPELOpAuX%BtKwv=cpw
z5}_{>6lBWIfg2W_akNN%tjb_)Q+G(k%AH)^McvBBV*#$FjoOB=si+q|sSdSopqN6K
zT?7)mR%&_omeMJiD5-<5+>%?Ju2b)JA`r#CjwfSJ&rDr?<PZdB%f5z?e(!fN4J?#V
z363Ce6M={NEu%>f?-UPd?Q53vdpWmKF1eyGyt7LbL(g-@9Y(XVU)n!kJDF{2V{L2`
zh+p}_pkk+mDXK&hfw1`e#A7eUw26Q%qb;Jm%+Rl;8jk$3k513Ul`UGmH`sPMAr=2T
z=h<}N?#bEJCRbH4Y;{)__8fxaTB{rNXmz%?mrERrzo2cbn;Lr+0-cRXj^0ucKF*?b
za^KabaZ2XkKC^1tu$&bUz)tCuV`)O%rT9O0RGf(xN(!?+q5gqxPg-bsaGD*o=~>%m
z8;s@(Ux;Ye78q<0IzE3fNQM^4M+8EWXPx(W<zV{+#}R*8BGAT%l|S&cAOfEiO}ZX~
zmI!>fPqR#H1kvgNYop?E<&l$WBFQySzQD~z$lwT}2O`j)-CvT*^SL*lZ^$&~mW5Y(
zT-80TBKD{Q74fDLC$7uGTNm9|PY&rm&-;=3yv6MJ9%wuzX&na1DeomfaGnjSu5GRf
z7a9a~G+ED$tR^&UrGZ~AWkdpE<o26uu;R}(A(GR$4%S(ucjkmOZDejad_mb)Y9GNK
zylkWCNY&RX96PZ_OR#?FC49KU(S@V&q@n2x#Z$|#nbncma^_4*v#5p+-42Fur>(J*
zI?^-8Y5969zuct&zu932eZ890KQd)L(Hy=`RdAvpD({3_@M@EHIbPN}3bELsNd!=A
z2yFYzmQ?8E>AoUfzE~!Qlj_a;aK={usHYrfk}#FcqmAj3__Ka2qSR}d8|*&w*uBd%
zNMFASpQ+Fq{>sN<2|hp0UC#_K;}nIygqH{S%1%mP%bvb+I>sXczOQAUynx7|q#Tdj
zc8-1P7lxh+-Q2Z}U1hx#dDXmVBr-v1R$+1cDlA}BuO=A%(yfIz{1e*+Y-0=Zaj^SC
zzl)U1*#Ytd891~lMYg(MQdZX-@ugDik?+_1+ZPl*FR?TF>3KE3#OTjJlJm@#Im?Fb
zxHz5Y<nzme-#QD;ExP%2CM;@gz38M#qgfP#MAVE}5%&oSw-V-B_gom-7CuY}jW!_y
z6y|t)%26U<FU6#t2iMof9<3{0t_@$i!oM2xgNMp?4Go@lxHD-ptd0n<c3>&%%}D#M
zO4CbnzD^_Jwo_M6>luvxj;S4iO1#~db=omnf9AC+f6XIt8`n;6>E_m0STGA0fl7>W
zOj&7q)kYJ?zGoawfw<=o_f%vOedg(XX6+?oWpFO?7^z>nS=8>=cSN8zt0;EXy3y}u
zcXQ^&9uLRoVt0=)oGp8ty=%U3w#9-eb7Y}viomHAjaafDL|{Zv%>k<680#R9bWA=G
zsH-_1Dm*S6^Qq53kakKYMX6wpaCM_}^~IjwR#Q?t_nPFKeU=7ZB8STVX0<rFyGe@0
z9KQa8rK3f4Wq*<IzH*z3^es#Lp~Y-I8r7!-P$*vdAa>Sv5Up1>`r4<9hT>MO3obfm
zSr70;07XJ2IP;?M4(=xk$lLL=utqA@1Q>5UX)>RtQ};x-iNMY>lyIz6_5VDd){<c*
za@En#>(JeF=GRWU@@fNWemX~^2p+Sf2NLd~e|ULg`B`<pg{5}$Z0%J64z+2}=WCCD
z6K%;7$$v;?CY#aDMm<tP``R@rUGo=|Tc1<KYK+9%G+oXJP%-Y<4#t+gRzJpjYYeor
zSSFadkACc*#F>uWY2kWXtRWX2b3xwR+!eN7JUG93nYvo{3TjBoYR9lDWo@3Y`R?p(
z)lVwb1^)Ws{znt*3eeJS?A~f>DOc|2zXg@MPIxJ&n$6q)tP(J#GU76gF)@V)Iho_M
z_k7F3pQzP6o)rw<q`?$c!Xm9i-(Up@C}+702l=H4Wz=o`AH{&{Hk4`IMbs|tm#JT#
zBP?DSxaYhsEMqa=-q*f}dm5vS?=&W1%<15GOX~=KA$V-l=+&B+ug4o)m?|TLZqOHm
z0#R%H8(_J112qBtFv1adSOYJ|WOUZJra;n|Qah6Vt;pl!a~ld29~}M}<!v0RA0mYp
zLO9#yw%yz4zL$LB`ppJMJDyg4tf@O-pvg{d|J)jY?DXHJ8VxwTmNfEf`dGm3xcu?H
z`1sl;G!#K!xLR1H<#@8PsEyk*+T=b-@F~7{x#npbQUDW^#~d-sBxLlS2pBne@+bI+
zDW|qqC(cYYs5mz%?!hw~bRju+JgIyV&R#iHTPvPGNg>^{5TFR-Tb^RN=dmIn)a0$J
zCD-{vp9y1`A$)h$u-%i<j~2;|dx^or51WNZ-mB@)wmOn9bV2Zqz~I~A+{J2l1i!oG
z6<pY*3d=LAg&BS580{yVVy{ofnKIg%BzC*0^cRfl3xCXKk&Q78;Rki!P=jQm^^DN$
z5Z-r>8olMl_looO&xhY?5NP3U3~+C8_(T}Rfr-Gm10t{}PXq*zEJZ{B%@qtoOJN^h
zm_MC8a&u-WB|3N`X9l5WPg#k3iH3rfP)s)mHwy(`ORYbXdK+=;aa)kanX4}XHx|Eg
zOqVV}xvK1l0G(%4mie92*`~KAN0_67zrsizh<7hhtR-emIC@uSKfMLnf1XF>g8Z<x
zjl5se=g;kXJcvQyL9?EZ1-zlXQX`~$UpU0z^T4nu=1{v5G9td?Xz;e<wObb3_qd3_
zZMjkpOmd^D0`?ekMnGqKO6TqS%Eb1B6_E)_mRC~T7NDqjHD0s3C|ZJ0NyQa2C41h$
z=x01{-ozZzrZ&xMu{ecf9(--|!{FK%n~Km?!K8S*z;fXL2si7<aQ+JH-9q`D9Jz()
z{80zAx~ienlU2gH@L^o!2G7j|I;-Ob3FmLVjyiQECM^=!J98ByA57rJxtR^(h3pU_
zbF4x#<`*nJ=ru*$s}@gzviToweV~ikcYtI`rneG-mJkQry5^u9DhR?HtkYkF%+?I~
zB$;uC7Gl67$ec7MjaS6JD5kPzaF|YAH&cxL7<HK@4L4j1;TXg-6V717m5qB|jE_nS
zgI=7Wv@Kwqi<%V>Zx&x-y-oy}R4JD$?o~?|I6Ql&5ZR+}n>xV4Wf-uXjojS}pcl&^
zx8J)4OC?|dTxNrGc!{6G@+kkDMjSSnutEXT$wC*NYtg}qgskP<Odh)2&g<yO!(5G9
zk9n``Vl_5{c(`ZMcpQNi!JI6-Uf@cpcX#&+Q|z|7nBSF{n#Z8@S!5LNa1dTMdsHMV
zYyR;NOSjC$EQ@z`N~ZkGDWRmpB--py%-+3-SryI+r}V)Auig_O)RAjUfwc;)Fr8Ij
z4~&lyHY~z@e|X^Tm(6`2?zER9?^I2c%A#!ew}egTu*r>k5<`me50znx<DWh=M2H%X
zX9cYSkTA-#LQ&6v4aJ>m&6avp5a;%N|8<Mu=36d1aWeC$^`s;I*;N`k(YJ>rZn`A-
zgb&2ttgrUmj(v(ki}kL)3(qW;C>UXzgU*RjHsxkiGoX<T!nk0ky!O2U(}PF1f#8o*
z?++iKV;+Ov?JJ*xvWgmdInqfJ0Y6DsB5=6MAP=6{ToG6GK5ooxT$vMdZ&&E52pp2b
zb1V-o)L1x;;=8syW_B?xu0;lE9EBO#X@P}!mq*sH)Xi3YQZ|@=d9&HvXW{FuP&+~K
zl=p)C{9A^Hm;kSq`gQhYD}HRvvnR=H4Ca*&gJz~Y+m61a6!wmq;~m1SXODfJI$Xp%
zLBUV}U*l(f-lYzU87Ihn!s()^Ak;OnO%S;uiK9VHRU_#UZHBYy!hs1&Vl<*0^VTeQ
zlJHKK8ny1>enIy^<Addi^NzLMALa<MpjCenZ0OtR?qCROb#Hde@%c#Z7j4}4O*%x=
z_e`G0##$*;LCZ#=Hug!&6|sRQtNbvC`e%Mwb7zoLEFZ0|3bW47^7}bP5rNRVLo|{z
z41iMV@g+*f2Jh0GW+K42Jn9)P+hMx(oHn@5hr&tdY#mP<f6RsZZq~{bj~{3ZY9FeJ
zc&E>Z2V;ivNNfAPRG($C<?YQ!KoDs3OwfZ|QQ^dHhuy&+E1%dTT+#zX*bUUE$?f;8
zfxe@chmF+pJ8rUU2!ByAg!E;Sc!z4#hal>0a!0l8L^jXFUu$8E>l9^Nc~J%uTpTWR
z`Q_SPdp98EzRUQ;#FMkjyF`Xv6nm(^K#kK`j$uN*VRF*K;{8&;PM6k#Ln+y?`S;W)
z8f(l#*U)~WJgeoHh6{JeZ90h?wMzXjAoypSL;$B%qQ6J^ne+`~D%#2!gCbmTOx^qH
ze840=R50iEEHUPIZdr+z<n7(4sc){;!V8Ux9)L();1B6z3Qvf)Z4bhp9xRyLcK+r!
znFQ9=!-Rl61c6c%XPm_D<B<B1fT=u<Ktp<AOW+(LFfD@!fns9qQ#Wb)i2#NNR$r2v
zId+9$w-fT|IT4`Ujv$hhOc)UWCE~?MCPJU{L?BHyl?Vj15je6mA)`58VO1wT{=bJO
z_Veh_4{j5IdX)@B4^*F|vfGku?67afamPTbEDztk&hSqDm*Y10)iA_$B2`ND7Z7mE
zr>Jj69{bH2nO!kh%}1Qxum95dt8ud<z8ythMy!+3Zt5f#dG-G5Z6vSW&wIus4n8``
zpwBg>?!<V%vBqj-_HzDd-V|U5>4H3r-NDCHgdLFVPrZ&-Lt2KejoRAfYlPg<N4_oc
zn(QWn0!RKLz8)H<Z_lnaf09zu+UZ6Ftel8IdY1Q~?>$e#_5o{~`3y;JuSyjB+0FKo
ztL;0sUp<jeR-&`(y8<5IeUbu~F;ra@cCcWLMm#%{j^&?VH?TJI_^XH!0_7z8;x11S
zVx<$cDT_2iir}n?fRJ4Gfmb;pG->53_QTZv*rt|<b2!NnvGGIDpW&OY(r=mCP+W#?
zcM}24LZ4gk)L7J<#{g_KmGH=Hdjq=j6cIwO9}R1Cb2rfRyEDLUpb7jH+Jh+uA~1LR
z0}();Ap$*p)ecq3XaqiL7`C-Awa05xXwtlhSa<H_PpTp98u2!nKSlAy!k~!Om0ZLa
z?0~a$HEG6Ql?cQSUnT-&h&@Tiu~x+7EdtkWrUR6<vsaU2E9dfG#8d|w^OYj4#Ir?0
z)ff@b(Amo0unr*t8>dOev*G86r8`!o)_gCCKsD;Tt1*tWagf5Te}*$pyb<q5+OkFI
zMBpwF*fbk1Gl{_M6SOQf2%m_+QYq5;2odl~##t{!=lW{>gg!$r)ye2XMxXzAWtogV
z|H4Q{MxTFWhZ7ln{`JjDWZmcYnIeB_R{U@Lo{T<Z^!W`(AzAnN`;-GR`jFA*_gU!3
zmbd>4qLI;uj6VN=qK^+(-8$I5Y!Wh5<yJIWIA>;co<$~<FG+*5ZaPJc=krj&*;oo+
z7=nGw@${s6Zj(S^@VHr(H2QX&yG7F3J!Z#<_hl)4w?h}`jwE@%3cngQ?YOi~jlVur
zWg-<m=O`|2DtmB7x4^#lTKKKc?-RSHsc(+@YGY81v0&>vH7cbg{YBFc+o-?jcoTs)
zXRm*1=}3%MgD?$D8{wZK7D=wjsbgjMBlK;vot*4WOCH?k%B0^r^UqXI%|M$Ajp}No
zKlD1uR*HwGpLdoqzTQ|IJhI<I(^>Na>MO||xSsff5Y3_LcLZL2OOij6lhmCb3O5|<
zki4G1JpAloc<zpo^2dT6PT^^PcaUL#%zedPtFO}nLYg=)%o2_WSd^F-o|`2oXIz&_
zdm(1ADN6O^3+ytO7s5CE0|egdahUn^f?v}1>`IjJ4JtO;IstX0rSqs%Q}#}$xqz7Y
z8i{2$57XBhdzXsnE3b0QUP2wN;cJ_H3F&l_^O1Po+Rt+x1wW%0$2>jZq6XozyWy2P
z?w8Ws=aUyM+7TqP8aPGyte520)M}jCJh?oDqZTDGCoEfP!Mn$?h~ZaLt;Xw*R26WQ
zn%H}V*=Es7U$)Ej*?m^qoYJOk*V4ey>fTa4ISuR2<xleAhu}Ok%O|3Jl0#~gmn*VM
zonGM*f9PL(EoE!U-^6NI86%@Ed}=XUJO<Z-R+6HFf1d8oWW6?Vu3WlNQ7b{+U^TvF
zC_s7d&+r-is!!&zZw=!K_+Qy(apUU;t9wET<&7lIf!DD=#Q^#%uTt@^{2E^1{f{V;
zyG7PXW9DpySVm3B@}FX`|26Y#t2>x*s^|4)wRt_{Skm?W(jSsuc5#>%4KX6Z0%%nf
zkU|ALOQT86NiO*sHcBJrZ?4^=5D3?<rP}ME>4UK1v^fKw;YU?b&bgz@-o8)XumL0H
z>9-BlA=CaGvk)<y-po4PsLK3mkpAsd|CwHVlfJ9Mb(Pj8Ctu$98GUYTzGB6tgyP~C
zEL!K7+@X|JPDRT#B8d&pO23T8q`Ei>IaSykiHddWq7}Bu0=$q7Stht>^mHR=d#Ou%
z2kC&_X%IMk4V$%Aio~_IXva(oMoxU<c*D+^@I?izZpAS3h`R*Ixjb}cT+_)*!e#ai
zquT4Xg=b!qx)H(&w_&F*HojGz>!Eq)00SMZ>YJ;<ghi~%MF*=In=pM5Fpb)0Q7xS{
z;rwc5(c$EBSX1@~!;9nB3z%t-R)Qbyl@gM%P%TcGio(wNI#~yJJYNv)dJHPW9`9Nj
zG(3}%J||{<Ml9<-tm=y0?q!-6!<D}F$HvgHL3d|&Z%7w#Kr%#HzRIEH)}b7;PIlAX
z59OZUsNrUli;G21a9bg!bt3_c_l|X-#64w!S*7D=AJ#MX_aBp|*`>$i?;wJu%i=NJ
z&5HB2pD3GKqY#g5ol*w_(wOb0!T85G)JmW8oOm8qt5%=QG3EH6oUWg)&c%CcR<_q5
zdbQH6T`W<<k{B9-j<5CBXZa0|E;tb|M8(c9*Theb=Syy;ooKHGy(b-g`8eHe|B613
zN+%<$L8tl1KJ`=O?=IK~9dD(IQ)pcRb$Yclt+RE^I77zUw>>#sM$^h-#2+3%1`?IX
z$<`MA9Jwfq;)DlZsE%1{Fs%-~a{a=wn}uK06@*5HU*mntL)SGiMJQo$frD|r+qHE<
zH_O01iMu^Cp}l`!xA>k`H?p4c8+wXWI;LgDDJS&xNnfQIB_ppi%fvV?ukaMU`L&$>
z+-32Or8IC3o{tpA7mC8FRA9QQkA!~Jhp(mIQ78}Jy3V7)=(F(QebqJ0Ec)I{4-y?G
zxZ|~>o7ViJ2)gSi<5~;57h;RmUNm98S99SvJUHH%ayxJqI?6u_c@sU%Ep+J35+$Oc
zMl?|q8;uITS9lZU@uEY*P3%aAov>Y|TbvK?R`rG9>GjyP=O%s*e#`{78h8Zjtyn{i
z;}-jQNa~CL)qs8}e>VInsl3k>QKJh*`R5gG95K|o$$s?Ul71E(8NRiTWQWJBUqjVC
zS=MVZ$&gaZ9090pd(|KjSPp_fO;Q$^I%NO4=<1KxTKF!&hFpeK#EsC%#%l2&dWw{V
zX7=4&(k<+4pX+*En+u{*a%&ZeL+Fc=f<9VteA69z+jX<rA!VL^sjGA^y!|?-hKf~%
ze06%)s?LIgt9U5YGc*Gw#&mYm_(OoNQ5)KGsl#nzY0Nuln($2|1AI+I_gcliWLkMV
zV~RQKqf1~26(MPI8HLH%iZ)&`tQ?loYZ@q&2)X&5(&elI#1bya4qAJ#fv4#`W<FwD
zH83B(cG2qWk8CPWuj<b>-AAwyj&#o++~zSJAN@R(Z#YWfs-|-7ZSy4>%53rQ-w-x`
zjT(ROXC>!f`9Q67za@aox}kQ;mtu6LSPV2d=AQm3M2l|;1nu8iapqv_GDLs@-&+a}
zUm!(T?)B$>AGd7vN(0ILD|yFyYY|Kc5TmTKM`ntpfnO~BOa3SR0=tNh@ctV~>5&>l
z@;kVM|H=k$pW!ePS;MRkwbBJW08E00tKkTOW}!HtigbAPPy=`VELw!g+1c)0wymGJ
zOqrY&ii^r#MBu2^f6xJL_Ru`~4tM^`1F6*(=`rqdmLT`OlAf~~DgI~O3QD4XIO>qt
zISPnPkQ(omKgpm$lH9%$&R749&e2p9^PwApXiff^ki%U9ni=>GxBUzIdQHCFr*O${
zH}d5}N&goE-an08ZYj#77f9-FOe$%|%p$jz)D4lp(cmsf0`SuBaO1zMm679D+tZ5S
zS38&;l=U4D@9#1DK^BX#usPkI`HN9zODklc{jRLqZ}%q|X#dSvg}>USWT5>M^tNvm
zqW>mJFBxe6Es6AGp#66ZUm*kSzcqcI47C5Iu`^_#B?IkmxPAUn&6ljv{+V&2WS}Jj
z?Vl6TN;Vz;nL(;#pd|w>8EF4dqK5w&S~wYK$v{g6+JB04N;VyneYD>z2MgJBOg0^V
zXAUr#4E5iU`GsscCYz4GbM_cA8R}0=c18wTGSHHN_K(+6`X5WNMh03k(2{}nk5$9`
zRrKwDOIA@b(2{|c476mR{YSDBlYO*gAMGEFB_fCS{73X1IlSlhrQ`ZXlIoLvwB$J2
z@18WAtkIG+TCzq<)@XkZ1DVV^CbN$JXf~*S>x31?61U5OHqM@0^&g~IbXUEhH_q?d
z5Z?txUtLOL4&FC!Ky8Yr;<>d6><CA=Cn1DXZ7G-zR{vp7j53WdgjqkJUnByD*hux=
zMkfVGRhUQ>OQ!4fF-887z!I#qN{Lh`msE77?qMogYr8xQv19_nol3-ur)C5wf>)iH
zN%>5Q5SSaHID>;i^wb_lH-S-@RI+XHU+Lx?{iArJpsqeX(<*t|NbVuo&auRRQ%XK2
zFAUTmPf7WITwqJ)!K9+~sXrC33wfWqDOpDZ0`&<T3+|U`vJv&;`g@$yq+)bAKNq9B
zCwjneA2Dr2y433>JLq#Nru;A=<UI^?oK(0j7H3YXg?DZoieo1g6}Ga|1ibC=l8vN=
zy$8nABQTi+&KX2cISqjthBJ9eN<BrsKY9JX<NKHIfM6?>b5b?uLo%Jek<1q~si4fF
zrLaX&wfFC{q5rx^*>|70k^o<`;-z5tj<G6_fq1ix()!C#I-33w<3+sW{C}NVNSTZe
z%Qx(=Cd*Dg7im)I{fxqtC;#%y>-fc)cS}=i;1ufXs$czFtW7@x?JV_Q=Oy%)e^%8V
zshUp85SQw>#(Z&GMV`R9K|+(i9gU=Fo(x`y|2&n&KjvmGb6f9j*G!YU{7>v5ujNm8
zOMZ#|&h9Z$%EM)94sP){7ge2N+?aJS{|rn63N2|I?FMFs4F<1v^O{8G<k-u!)W4D1
zzLobZ4mdvi#s%!4o^Pbe*k4M7CNNFF{adLr^B3|cM|ZE90L?FCO0jRmQMb*@H2?3>
z{j)dct%xSXyWM4L(LCe2M$@@(q}`HD`#N9jk16E8N<vLR{`ott<7O%;$sXN3yyeZk
zt{m?Q<1mQ!`}^`2X$(J1gAQi*hA&M*a9j>Vz&5!tx%i`kOu@wl*t&#|J!QiZ(h6%*
z_uQk$x>1#Gu=!nf#uIqC_{Dt1xQ+&!_q8yy4PHR3sG!!0tppodDi^(0%ACk}pT~Fi
zT-+r!deE({tyN2{SbtV?xO{#5%23Tw%S*?PnLZYIe^qcXu5L_4jIzT%gXG{WL@?Yr
zwNi7UZ?hl*qHu4`kPD7|PvH{(Y}?WZ&DEgCw)x2+<@AS=5A@tkvRHAzoBwVam@=ap
zMd0YJ*WZIqkyMWxL}11-uFqE-O{()5@fGK^^*pD~_J%;xrp%Gad38|C`1KbtN;3h<
zgvifTUTB6`DqQ}e_TzW;FfZrR;H~(Su$7Vh$c5SH`FNXXU8T7EG}{DkdccX}vz0u~
z^A(P-p4WDGcvyc%X^_#09huC%+=xw45b%=INAJ{k>b7W0u2^KJzN&rD=6Q6jjXy3^
zNMTJIxJ*N->674l9Ct?|qf08>p!Bnn*4}v$U2hvyzg#U|9p{t}r`R~+a>8=Nf=#e8
z`a!4=&h!B+B8~ZE<N#(TYzumL<?<ax3y9M|OVo=KF<)BVaI7FPj&<JjS*S=~502`6
zF-dl3ejmi4HlZns0A<C<EhMKew=NW{Jp-k8baC`{*Rj&n%SzHR<k4n|nGLqm{U53$
zW&9*K-2oyp<g{6Ml2UG9kzNr{O7H=#sPUATRKV)H!%~=n<gn$DuN=28cT#_-g<?32
zT~%=1SuDPaxN9>TPQKzZdD8<IRV|DThr-qr3!t?<G$Fm_DH52Jyy*#7J*lhV5&`#O
z&d-Zn`k2%AW(mlsF4x3?vsR2BAi1JfI|q7RBb_-aF1E$d@oT4?j!Bx`>q<RHEOOwr
zPwwPQmQi1D8mqM7=u)y{2kHEL`fP(K@Di9V)HD>QUApS9uCJNYcfmw6TJ0|76QdOq
zl74D|Cn@Xc2c(kj$Do8`0m|nhH&J{zjao&iFulbvU*pl2xTGuQPcxk#FN)HqVf6=9
zc|RvZ83nPiq0T4QBCk)5UApq)+XfqZs5>D{7PKI1U=@t%K!3E7OCaoAsd&<H;ce8@
zdqTA$Z(mTT^D`#mynAR;4a`q1p~h0g74<_iQs$4nXmMO*txn$ms0O&SZ6ZxcYPC38
zkAgO_X;MD44?FCcc=#23&$;c!dY~FaK-1^g2h6!qKW0mtIxE3PW}$+*>Pfd1=0a{M
zND|s8s$#k(?s+iy+!1DZUHtm)7u9J|s?;pN<fqNXZcQ>@WSSzTa)|(LRS_1jM^!B0
zg4Zbayh)MYz$3f|TIit(GqCJ#M1}R@RR&()?Z3M3^&uilxMBWrU5j2z;r)R>YJ&Qw
z|L$t_$+l8Sv#uru$ESUQh{@})!YhT{hg#pl$If{wTtz)hKuocNR-h1%(B9XZ&eV5a
z)!kq!?l>XJSG#)|dXH{zIApkx(92qZKOfktWL2+{Gt4+R&r&D(v4fFSx%fkU#_`*t
zBlN%~GO$MULvNLrbGBF1T@U33iSzhMj82(~Tg$8|jNM(VN(IYh^0r*<$%4A9j^c^;
zOo5xik+JB<`l5~9;G>l9t<r@?ToFmmczC?^%*!Q1I@2RYTco16!)ahyq&wCc|6DW-
zwo-!VT&Z7~P$s>E$J)@{d#li|-T;PF2q8exIm~*)ph|@ZSob29t`7WE&^93xcHrHB
zk9M76M$KiyeF&%wlBQ5F;V*=HjxI```7Bwbk1nV@xOgtAzlH712`$QFnuIH$uOf<P
zA;&o{jufObzGkKsN=KSu!H)=sCve_-Qx`DN6E#`FB2Ehl?DR3-Z0B=!c{db+oda#7
zS!n(Fft!~nMS4MOxlq{vW-UA|W9)rRHyCx*ac8-M;V8K@p+5KPw#ISy`vPB(3`1Hl
zL-Ch5qnWW-I^1N}`SI=Kn6hDM@Qkqn%`#p0;)+!?cGfJmVb3WwxWwmHNomD|m)m?4
zO-Eum_HH8XGED+*u_;;gG}dwwsX8AW(*bWI0wyf`nR}_Oci!TrtRL00!LLbO?0dPx
zT_2!zR{XtNkeA@Filux|72Rvxijkw<NjcNZx|9Vgp>U|R(GoS_CTKftQUk}Hbb{Gg
zgU1||Lep+Ny4kT)yBkiU8WHJj>U$b@{(N#jqF#MQ>;r2q(|q|p$^$lizC6pzE>;<l
zkK4Iw{(SY#m`1#_BTsuX*eK<TPwKoHBn)F<(^JJYv(9zb_<iZa7CNEq!EuC)$wm=H
zf35#n?43lDFwN?UeO(@=#zxT}_0LkbcB8G37~`4xZnS84QK^`*kJw4bwG5#ngEmI7
zEgXv#sOBj?2l;imqHNjyyM*P@N#W7pH*Hj@%>mNRN3rDrU)J0!lLktjn}6}jmB~9p
zbDJLmR)Cq!i!Y(VRAmv76;@ejFlPhD$L8@if%Y`RT7KKW+UpkuqfELhqMzRxeL3;y
zMRiFx1Jv-f)@B<0_ehfakC1wPx|U-NMV%4WkV1ilMGHq;&9K|2i@v!!5!)0=xQf2I
zHpvJ<d>Ndv&zSGi)&*^9;BzS(O9jrYTpbWaRX<($@Uo*#=tY8_24kQ3$3zVwEs484
z0+;CHdxC$+gV1G0p0yG+o$G$`<rPf}4NW!RgNm7loW+4(!L!lo19vTii$NW}lja25
z<47vxgLe?EF9q(mW;=iU((T&?s~vvWLsLNLMr;_S5~^+y94)w_5ObcxMBs~v3lYfV
zt(^L_PS7D)JBOoCosL1+SbWSL5jc2Q1lzQ^d`Oa%m=>~<Nd($nJ0P|`p*9_cLrh3D
zXTVbKPOxqNlojiD314+%W;B#pb0ua!a@Pubws<e1(DFEv_I6H>)DcdfprQs5vdYAm
zH^(no2_~K!_+)-@5aqs11U!V5Dg0t5U}0G<ld=Qu0!EFA7C7fiey|_J9`Un@8B;N9
zgJO-=EpWmt>U9FNY0T@*M1Xm{1RQRo_9kRLlAtz3v)|s5jrg?W|Fmdq=3b8DG?dcR
zSGji{dgqDs$;=a5f*a~Y08R*C-WrATHFNF_H%QMEnl)N1`wK*xHa7ZxJjblQB_81S
z)mnDNta`Hg^~7>{AJ>P9xYosfm9RJb;4DB7J;l20&oLx4DEqWg-XQ3M7&nKCI?dbs
z(V{%B!sT+sBz&jbV8c^kw`D(-O3>BxQ1hp=LA0aVw%2pRWlU27=(k^jr@Io<?z~+=
zuzJ8>r!}K*CR|V5z7|G;=i*@1O<?L%JCg>1&B<_HxvAfH_-^At{eGZz3m=Mp1Hn?o
z22Z}?bJvT>^LVVlnRNx^Wh|muTx?SdGaM+3&b||(qtewGv+TWU^@)I;+c$~n0a;aJ
zVD;PUeqOVZ)^yo-Xgm2}8iG8c1PanY*1p-PI%_;A>ArG)%Ej$O6YpMvi&Zby&aez)
z610g5^VSGxJ|g)QNge9ez2BL*NfO)2n<vHIW5XiXJtErZ#8*R469I`?{u2c2Jh|@P
zKPSrickMu27W|mD&CQ}Ho{L|!jy}}{{5WPTk4i=RgZfK5nJ>mvUr({v{#eVYup76S
zBXmNafA}d*r=_`u8tYe+4i51+emndz+^lIt5khNB@A5^{)mt>&1Hm-KFaaSrDn(r{
zacTfxpb3REnjoMpM1WuT=$T~w__wjrh5pVxfqR!}ibrwc4bSAmg>f-MUq7Soj(Xj-
zeFVAk(6=+N_icQv(X-vKChyG@QS7D6*X>z)15Jba7^EgNfT9us#yewGaw4AWTU0t}
zU3%>0$@!e)%8|8502H>;Gt4yOGa+Sw71^46WV>zVTl^&S(A^|xzlzIP7GOJE0Y?(_
z5*t#tMqvwEXpc(ISxNu>2F^*o52&eEV=TSqyVB9G?4YMCTk@9eDd|blBJ*?fF#fSK
z7%{wQy~p7JgCgc~yNQ6+8&WxWD~}upF0)Hn&bg)?^OokV!jXFEWp9@5tJ7c$%!ojE
zsWrPpbe^NU^_?nPTHB351%X5CpuNk7EJ<eruNBFu6#x9E%;>F%O=+vleJw=mdJbYZ
zfP~<qRiUFZ=DN8>*PRm2&z!$Y8A>BKy+4!_jyEZUm+dJ{xbCcavbM};?rKB0glB1i
zWj(;gq&J1Pf6GaJ+tUc`b1iGI^q52^uv=?);-YH1wDsBHTbcN)*rLEJ_3S&(hU4w-
z(KkUq-Ehi0yWFZhw<8NQU@BXF&{pLgpi@pD9csuc9?q2T%yVxXSB=hBmXsQ@cbu4}
zfODWo2FUUm=m8^aSHzhJG_Rbt#yy=OmCyRDpY6zt8ofJ_^bGdy{8Pa>*Ie+5nm~7*
z(!QRFCKejFwnhccKi7G$rP67%)+dHpCHlU1OG7M|{j-Np+?M3Oa@>_D>ydr?ev2_J
zcE#f3;Z8>vfu<@Xd+!_Dgfl1Fwa(ElIreT6ff&Nsx22|#jiGh>+Ju>LF1*exEE;%_
zO6v>tnKqS!@!+ygXOFcwwDF(zEm9Xu&@$)&z@l<!@50Xmr9NXbm3kjH^kVfs>TeaI
z*h$668f&CaRCHzZsf8VP=6x8gU(`FW|Kiz#{U6HN@sDuF{@%4nE1bYg0fTO}R{gV%
z{E-!gGMPn&1=f<h&2eVcG?TdAo*tSscng{<0xy^U!;@!DLzy|8$M_zZeoU3RUgvs+
zkn~xVsdtTV1kQ*vYVwCx_0RS9A5a=PYOq+<x*pQcUD86yEqHS^>+>#g<~efao=j7J
zsN33@rL{lhvsJ*0YytBx$8nn&M7Htel{^%J;#k|Df$X3m-#dd6RcF!BQ1sdp)52om
za>ffXfRg{K1XBVBdT@zw3KwfLYfUv`wp?KYi*T}b9_tA)g1Y)7_{0QksEBuoQ4SIT
zJJjxRebVM3)fSN}VrYhKD6J5IZMOGBpf}n8=hIk$3h@xiT`EW1s+9f_-z^E9S7>dZ
zP@+%w@>EUtbMbK}+-ho!mOuu`pXN^ttex9Vqy4EY$&MwIpl3sRX^Tk3=`xM0PL$uk
zK0!I7ulb(lAWT4vCAKGjuoI5+-=3IITQ|M(lg<HJn_?oBq6mPutiTA7W|(Ia{l2%5
zpCQnyp4ZO!!ZSObqk<bYPP^PNX~TxVk;wWqus)71TRqoTC+1oYY-BaXoeBY^2czE)
zBEwVIu|y!U$}x9JH6&Nxp}6G1d+Vf|Gz{e_2MFG;Q_Q%`YnYU@ojsAoPxq`&ABH`S
zO%i51RU1=Zk&3fKu@HeJl9i)P96^v*<3V8xeBDSA0BI%%7+CWMpMq;&iWW*gL}a9J
z9T#>QH05V;tRSg^V^}aD6pBwMCjzq`4O3R*4kkNX!>(S*@@%rjH9hjuXGJLkyR!gq
zsakVdq`#<n+lk<9bFbSZH?|K*ix6Tl)#!J@(rD&nrJFdL=2+v0FS!o_cj-T3b|Oj<
z^bT5=druNN+-;<vDwiN0&k8ZpemN1cI=2_Hxsz<@m3+9h?;?)U?Qp_<1^&IuRKE*z
RzC#HH@_l|=W<U@>{V#Vmsign_

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/images/image-7-Non-GAAP Revenue Growth.jpg b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/images/image-7-Non-GAAP Revenue Growth.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..697cb9a316101a7efec89aa3f7f2d05ff01142df
GIT binary patch
literal 43938
zcmeIb2S5{R);B&FAc#n$N)u2}sv^Az1mx0HiXsXKDk>rZA|OZ$MXErgT9BfMs0b11
zHFN|8q((qW5_*w@8bV0Exx4TC{#WmJ_uX~9_uKzUbWkRf$vo$oIp_S&`90^*KG8;j
zT}FC_dH@|A0MLPd0NNm+128c%LKzvDpit=c?M%!poI6=|>|o(#=YVnU;S&<v!zUmh
zEP6;xc%QV0fPlENg!Exq1qB5mF;xu}IrT&G3Ua@mgl_xx?JPT3cy{jOk=rY<SMHyF
z(P{uTCi=?^(h$0Rz&18I2pb)(0T2SOlY#CpFW|pkblV{G42)2w?aVvC1B!M5+vp&W
zZS)WZ26}q%Xn*j1fS!$keXp!GBZt`q=sq`2xuCcwOd?0~Yq`uj38L~BZw7B?=HAW2
z%eVi4n7D+bf})bLimIB<FS>gA28Ko_Pg$I{Jag8{{?g?u4p$woxqEot^76jz6LKds
zEIcAIDn21GDf#|`hmW3SKFfNZ{o>`Tw*`eo#U-U><#qK9jZMw(T3WlhdwTmYpZW)|
zIQ-c7#N^cU3~_O3d1ZBtv`+qYTyy~Bufqa={&isAjEfB%*EV{32tD-IanWt_0yhX7
zJ;PpEMs{s8=mj^9eR4reoJZrH<kxN&kvAuBUA)=J%q^;b-B0{=Xnz^mKQ^%7?;6?v
z4DA0K*8so*p#vum!Un*Bb!wD&#<s2PKSu^AM=Q<DJljpA@!Lm>la2^UuFs$LoREz1
zNuS%K0sB=Ev#qY1$${#9G{B^?Ya#0`x;S}Yh9h!clF{3=$`Fg3>GYU1NO%MJShZ+p
zu<^_3ve+*w>vBz%_w?89qe|gM>yH8tPM2R^EkNvvO>sKd`}tu%i*Z>BkPx&?-}%z<
z{(uH0SuN>xafut=PcE;|CQwiRW5_vl4GmbAdZfHjKm(@2Gw}#YQk%o(C;0MFQ)pVJ
zE+=62&1TUiZ`k9RlJE5V%;#Ynw)8{8`{t20tRcg%y<N4-iOLbLJ)C4#)^6Tm(L2ie
zy7?1eg0<5oWj0#L)b3%#)TasLhv6+B$%<5F5|;LhFhr`>jh**l*+w@ON8urbh#s{d
z%mo>=^G$HU<NPqPx!z9Jgt;8S{H$~R+$tv(evv|y55Y#Aaue`~hV5cYdZqc%V|vB+
z<^?}Lf#>>|1XfF0`Dqzar0`D0O3G}qu{V{P4>1~?510kEvoKA6!V3$jnOWN&?2;~&
z;k26`xb=kf$z_)Gva-nfFmpLNk?82rjgT{ibgsv`7FJS7a~^|+d0(Ej7(6lma6`_U
z%&e$!hz97PefJo3IT^pGImp>+5hx;pe1dW$?aZ>C8qll4=NjG`9H{$P*W9VM&a{Tr
zqUahDm-I_|3sYgud^biI8jM+9LoF^;E5TDBBxZo%BmOjy8PlUKlQ(U3i7)xdv!TJW
zCr;_A=X2?OmOJcUa{xtw6S}=in#fn;PdyMkw?=;}GT;jN5{th9Dw}eW`yqZ4(kRGY
zAn95-uDhd&``i<JbH+Q#fIFtp=2Pb73NG(vED}e94{JZmV2$ml(LC5Ajjb#otUl2w
zY!y^BXSe8C7Ve<|gj_#o8gR7wB@GCisKU)QJVJ)T9a8yEccrp_IbwbJv<J)K21qSR
zk_LpX;nC~A-Y_*58LY5V9~EQRf@jJt<|AEp&mUIst$rxb=jjg{m5I)7vU(P<n|SM?
zy{H$yHTINA+@OF|CcEks(?YE3yG0rhMco-*Ype9AsRMq#G}>lRLRCE4Kq`$Sso%{>
z*YNGF_p|<P`I6c(vUu`7wemR)=y!TA1x}a4!n(wJ8en@8F;_^}Q%htb$>UKG(hFH4
zy6AF?bg>A#Ye8bmnj_jas3t^sNL~4-K81JTtB0PBCkn5hPh31Xbz6!Q+Z#l5pc<t|
zz-LDhQ&P4mgv^FjO*KMlM|}r-$wT2gcMW+c9Xw-z2{D`A7iO;|0Q+5aaeAb_gT>BU
z2frB>6M(J^?~oAYIcr*f03+BCpf6H%(a)6z#FxFM0Tobcgb~n9(kAqEG{Uc8R#y9;
ze2Qo09yoAbS;_kCi(0r{uIFy_9tu3;vm!FoPt2uHHnrMO%0)=vlDN6sm)om3rU_Zp
zmM-IKx70h?L|Cbp`<iG#^9iZRD1fYUBBdssf9}xh_QXf}5%$sV@}er5H?+gl8|kCN
zfTh7)KN^rXg$WSE$SB+$+u`mg5kve)W}DMvT2<`!+gG04jY|velx3KdRW5(~Mr0)y
zJ+N(9MN_P0AB)23jdznhi|7_zz(+G=)F0N6&ae#e-;?#&fT3-EH1f0#`)+Avy!t3h
zT1Z-Ndr7kptM|2&7qD=s_GbF-)&pK_3K?EC<_K=lw3XbKHt(G_B&{E$IK~f)w+Ic%
z2O?zSNSJmHy5*kJ0lP@!SnK||<xk5)w?3UOH5C*SPWs%c>7gPLmj=_ZQ|Mqx#;|M4
zaV8%SpYaK1WkOxqOu6ia8@edmY=0(9>QmglQEK)QN}gDLhqxBetH*imzA)Y3TCNt4
zf+d;;G^r!f=b7PnL3qb%C~!WYJ$btuzGASsR;l=4LI1-<hsB|F%x>ZlvxHNmhdAEx
zi$=EUJLd9JLzb-;5Lf!+{OodSOxjoZYgXCC;pAN?6(R-ZO5|v8E3Kt=m0nnuV}~CV
zhon9&m!bE51Y;tl?Y!bI>&X?m=a-$rTE-GKlTIEj^R^w>j#zF%Vd8<5Od3$f<qREk
zVTUQt8x1N8I0%|{bngq)yp>(ga-XA_UflL9&%S-JXA%M#e46Lk=#^-|E@^X~cttgv
zOLt5e{rdeSku_)*gsY!c)as=n$1IrvJCP7EgJuj|nX)bLh)Gm@^C<j|k65s?&5pYn
znq8+h$IS(GXu!66(Z1UxT|?s=@e3j3=8!|5`R{6(vyar}-j76&9)gWBxZ832!SOQO
zB<kvy!TR#VVx>`QtG6`<muz2a+~tNJl{C4d295UHkDs-^i-uh@J9AE=xa`)QPzx6e
zWM}Zw^do@SKbqW!v%dYYS^9)oXL$}J7=|~)yzsk4XkOioOrvrRI^~EB?1lsh<Fr@W
z`KeG_=gSV7PyAgkUk@|B8_6yH5y2r_BlIu>=0Ot59wa%`l4$@^k+V+vxB%~HqRGR2
z>XNhFD~tpI*_6;vvD`RL=|6W<KWsb_|KZl>Z0bf0Sr%nTO2N+CpCDbx^p>wzJ2y0k
zkQ~ye)D7#YRb6v9f`-`c7pg}J)Jqx*g%zEO<B@w?qfPIzFHlKS(c7NN))C=#^OqE7
z#l5TV-l#Aj+u;kZAN#P`df6TGJKO21ewJ|81e5prQgQF{RNrlEoYLFiZ69Q(@9|F+
zEolJ$yKxKaikni@s(JYGUOP3*-o65o%iySHq)gPP<8qv%i>NM(p^MUH7t9I=FRq5L
zBJv$*K(!bRz)eBgs&`LYT9q{9G9Eeeo<~Nc>|Rh^Ge7jAzX}ieo>bvxrt9AHW+m?Y
zH;xDAc7Led$V!cXj_|-EavxF^y>;rye#OI#gwiN49(iN-hKF<3^ac2jaVw}@y`I)X
zt`=oIE4%}~758OCV?NUWEj7AN%s{p-rzzdmW=dz9y#YtGoUkJ=rqF=PDCxX}TEW9*
z1bBpAzLOKzhu{Nu-zVNX{Am)I1=x{5cVNFsgU|{AzRZ<pY0`73FjsGw+Il5yW>{O)
zT*l(OcTV*IOcoIyDO2<kYjC+D!B_82k}ZIT8?|J>P?h{IuhIZ^=VkbANolL5#7j|^
zPQ2>im)c7ME`4D^Q_BhP7#gr>shGZYo(6PoKU2*}?8_cKczI!Y#n3((e#q&zVZZR)
zi6bE&H~p`rN2?!)N2{B8<$WG(c0Kq`tFy__tY{lCeeEh_P?PV0x)%X{ig5KIH@Qb`
zU;YY0Nl9~X5zb6FZfV$~aQvwC&J$hM)-PiDR4t)18v3Q9Jp<4PPZO4F#A}aqyRC=x
zo3QULYgh!0hD<qOK(Fa)cG}SHvxJzW<(AGa|GVjzFI^Atpi3c0)$)a9;$~ghY^)8r
zAD-v!vNWgf;@W$Zj8_$Pt69l&z)eP+CyF)r8_jfS?|*&7`H5R+FblhewsV8fvC|!Q
zsjA-L4dot>oRccmjz_;T*A2RBFuU0`$s?o%mt33y$oy6`AmJn^`n(&U`%bh|$9Q@X
zmB<U&*S5^gnnTX^r_65fmZYN4*(ZwXK0*tqZ6k}SGw4+qoGdHVMsWw{4APLk%2^JI
zG}qD(f`5+&u3^+dvmPs(s0(VJeGtev+K-<;!`JkT++K!wWysgOfBeIJmb;zC`4^!j
z3Uo#wL}e|&qN48C4y(QCJs>uB=YfkB4M=mX)g-B0M-<qm6Em^7Ur;Y#Jl-xG2!<X5
zjI1?f?gnsn7pyYN?XizTS#z+Z`)J2q!2^U-QjU)5UOwKc-1oKKqVnpPq(}n3rcgG~
zn>r%;l5%Q~xh@35x++{l%NbD!{1EdZ=6HE>-;Q_V$(|AGS6|h{TW9&OQ@bSgNt6@(
z%v<3Rwxa?0j{`jK=TJM-gv*1Tc6sC+JR-79-(DWoEi5y!6VTq!N3`g?p#g7BA;?Nr
zvz3Af>={3%3L?j=yzCc9wO#le_<N@28_*7<yDj9U({6I#i-9ndr{YR|T-EqZW4cd1
zunS$~9ee!Ddi>n7&N#+@vOd$_U%e9bIi6>Jpvs@oZ6#wTjAW;&P6N_6>?rgmgiPx0
z4kUb%ilG5?92BWG@eJ6r%8Sqj8W6-?EgWM}Bt^gROAu7gB>BP|(|h}Vr!W!(i=0RD
zSEJ-yio5KW81)%Xztbk|Y+Kp(hO(V_(wv}_;QL(Xg0sJ)r`QAgQc;Hew@OS*q2nfm
zjz;5-?cVmLogS%&2IPGfRm%@G{UTkV2Or{TM)w7(*>O`miRzkCJ=l+5<`a&ExpVSo
zSW54X>DRca4Uf49+U0fPB!vbH(16i>h|t?voOH{mI+@7bRE@IULKufSM`iK`ZU>JR
zakHN@2(utFYs-MkWprin&NlCKXmK)(k`lt5cr_Ar55cE?5O)N<ofO|;{g%1gTK0%Q
zYTmP5r||joec`c{4q~xI?^Ya_Nzz~F_lYf@i94{pR&^l+nZZdn7XV_e1iLQu>~J@T
zP`H+|ydGsY?$|tu?JWtp)SVkYKp)9aSKxYtNhJ0$u2c;We;T#5{fRP=AnJ;CNxO*{
ziU>%)Xc7B#QfkUKM&}r5@2K<MIfYUgb?sNWRbLJWu+piDq-Nfr(-thGn<($7FDo1g
z_fbOc$$O4jyZNrfR9*kN<g-z{i{1^jN258@dra_*=;wYagvrQ&_ZJk~HXHIk|6&&G
zZ0=Sv@lM@yq7)hF(;TdR4trOKZMyngc*MAW3AaJnAvIY)7PlVRT9IX7(NiB${yHG|
ze#?F8ZS>}%Q#k?FsG*PDj2X{OPIvMsk=xGm;mj_rW*$ZGX{<M#MK5pbMl6)j06u`|
zDydBaq(`Xh3a#YoS=`P!J7}J|F>c2Z-?IyuSLfz09$X6Nu^C$%uTEMF1vt%&=tKcI
z6D@Io`3zQD?4$WE?OGm1@M$sGe#Tp1x_ed&#_n{jZg`vA$6q+}JD#ZUYL5C~qA15e
zTy!5NL*7hS|H!yMIpp;<Q{Fj+l#LhKgA>}<zmzS%<GMuBZ^*br@;wbgZV5Q)(dtN;
zRU0O}nr_yo2zh@s#X9m5@`Fv@jZ|GX{OTQIaln^k#QY~3Ks-e^zNS>d?at$pJ05J-
zyZ`8GIK&jwrO8Ir&2DNFGXJP<m}S+BaD_eG*}$x2Lo9QTe<t8ni+cR!ypwfV?&tBR
zw~qSPHUhd^?$AH(651Udv>~0u3k7@R%A56Z7!es$d1CzP=<EZx194R+=xS7<E9*0;
zYidea&-~Lj^qPF_3Y+%dITmXC-0dE$D^N3(s9d-6+7h-n96Kbp+B)H{cKfoUs69{I
znRq3_?a49}BT?*5QO9=MyXRa@;(G@Z?ZXVAuilJeGG@rdS<n1f3C>L^2u}y)fiHBv
zx2@##Ch)=-ea#$qd`CaVv`6vtasTIS8#(bA@?26OEA_kluR>~^P$Z|(HDY#juE*-h
zRTX6Ft@^_A%jAS05@xUM684G^OcP?~9ea4UMIZkqnIY}{Cxx`jUO<va7(6GY@<h2(
zT8*QX*5Rg?YgXFzY;&@O{;=HJp;EF}q#NQ-7-~$51E|v^d#uw=`Qs@#Xw+_(r1S0$
zJ7Qg~>|xqdqYgu4-ALQjeO(d3JzdO~)iv<x_+gIL_Fa;(CSpO4?KM}H#bPSuv93Ig
z7cQk~bS=+IHXXiqR$E$^u1T4r@)92D+7t*HSS%P(LQ(9Axc8Q5*GJmoQNjUd?&*Cp
zquy4{lfgMq647i3%v^eVRdx-Wg(8bx;OU?7@rub+lzI_zrzj><dfgm0bkiHEAr(z(
z8J*`iUeQyufneA6e0k2!k9?E!AopCtV_9|k(hSygtV^UD&LoJh9qA})*5TzQeRVOO
zQ$WmS8^UO!d2R&vc<I#?_z333gO4HC%h8vDGW`V&@p^NyZ(DUFYK7dZywg{ULEx*s
z1GPaJ!D|WWUlrVG7d*_<TQq&VDgTu*YfbV!S%aF%G^~4zeJs>y{rT-Q9L{h|^)^q1
zzhMjNENL%p-iyjnagNV=BPCaJUX)#1A+-0#voPN2?vh-$boRnoXEB^o+2t#D_f&d`
zK9$k^3_0(+?J6YcX_Ppywf#dfptE==pcel+TR1iYQ$7ub9VlExNPY4Eyn$yJV_M8_
zkJh@;%=4L7Thio)-pDjo!4%qEjtZ?7D5)P}?lvVV)E_NMvn(p*I5gcNc5_TjWio@Y
zatQ}(aAve)ZXE4kuqsqjJ1l>q)v~R&9e~TWj3u<>F>W+kg+0NZQ?4(N-uB)kZtTvh
zU1RyGE$uKnqxy_(Rd!8javweILWcQ1Ds0dIWwQcV{s{GlyRWbXtw)8br!`;_&9oRi
z;jqEF_qZ1w(XyLy<C=4kuny$?O}jRmB2Kz8Jmg8qT}24C5@CN|=yHwQ;ymxKXR=v&
ztp<AZ@3B|Po|D{htm&_=Vc-sL?-&Rkk0!P5QZY3-IeoTTwI^2*Dd40QbEn!ftF60*
zGsWo3$&aIf`Z%fdr-2$J*pj;xHb+9!M!lv)ui)Uk7ptv8@ag?bHoIEyuqLAW(Ex~6
zlo2$*&jvw!MdTBQ4CngYCRAXTIX-(IF)8g)G~D&HO|ld+({(<GIyF(LZ_)F`GxhYW
zd6oZ~vU%ZK<uX;utJL2nCw|rl@n6PmWh+Pn;!=!g0O}oLS=M&b*7m|f{}V>)CFoSN
z-etANsj!qO)H87ueDeYg$VMP3+ceN|Oa5HTp`3`<@Z|*}82T3+dAD92MLrq@?-L?>
zkwAw7<~rs#qU*m`S7;Wtd4z%(g_bO8x<0MG_Y}DjPEDo436Q~cA>~dx12cVcJq<WP
z1B6I)^AzM?zAW><zYAEU>bEUhc5#|fLAce8Zl(gh2$2c0)HJg=4LF0C9>LQ9;ODy_
zsWz$<4fr5J9Yo9}b%(TT7Fa2i9YnyTRwcP^r@p>j#c5{S|K=yTvFWm~3+udvC^99S
z2Iz1t^p0wNb5GmJq=R81!Ei<Yk7l}DOA~)cpw8BnXh*#uv^od|pHK!UWfF=897b+{
zk)F4fS&4{hoym21BRf9z;V5xb@sXb;O}|qHhIrSOg}{u#$vmh46dhrW5<OtK834x7
zpG2+AtozXb(!FKXoG-zkT+$CS|C-qR(c2OtiUuq((SYKSjr~5lx6zG=^*e|`*Uk7U
z>CDYVA$ZFpb5iHTvYD=b{wGc|T@aW3=WmYQzEnMDDJmL_mVRvXUGav6qsOj*0h2|c
zO%_YE<@-q*&=CHl&CUaqhTnSNAE8YwQz(`+;DP>TF_@#2>iSBpO<xvTxVKI{)^)!L
zsr)obYCg8+CviU^#`PnM@{V>Z>o97V)JRT^p9T#OQA(l#cK1LZ=wcPQ+73<?)nL80
zkpT*3^1~mZOe#lkXi6P?zJ%Ih8~2rRGX`z1UwFsjmBea=UrmkO^;-;_pzrt-Y<$0Q
zmmuF5pT%_$yX~EFw;TfHVW)Zik5DCC6EuK}228Ng0B7{7(Q?$+3hu1_#+W7|K_QEn
z**5hwYQz4`&l241`o_8tgub>u_d94nBuwW~^%N+P^`$=q&wg$BpM9g^THzymmnaXj
zWMTwebvZ2u_XPbUQ8LE+Uz?Xe(%0t4uNpxy@Db=;(+0)T@!$_pCVy-A_x-JYOE#mf
z!_vpvB>b)}fz+z%Pjf%q2l>%H%?~=CLglx%r4stJ^%-9RQ|dY&Cs5^}Osf5A{s>+2
zwc-C(y}d=Qy#w9E1CGXc{gh5!uGQxAe}psgZ+OlvX!CE(X5NA}e}r%IBhI-6ZT=9?
z<_Ey9Eok#^3zN2>&A&DOV+-2+<H__t8B%RQo8N|PJ=`kaO1otq$!C6*DVp$!+1Up(
zx1Kd%M_R;9Oen@1OX(#uTzIT{UVa5gZx58F93d&<l!&Y;ubj$t%N-3iCQ2$VOV5V%
zY5L+rqTUfZ>SQ>l$YEJ82OSL$C0~jEWrLq_F;g@ykw=(r>adhUeVRH^CW5LoO&FO`
zmL0g;FT!oO*C0vjJe^ssx~F=tlgVAag*yQvGcUbvyCX91PRAP?3I+5IBYMBUB?ME&
zA@61@@=2=rT%)>SGDgp`q%`JoOw4ByNj>e_>#<TPM9mzBTvGhT$^34NNlDqgcf~V<
z!IP*9JxfTRRlBIP1AP=3Y&yf>)Ie$*^5J>)j{U1&>JG@0KSFoX0A@H2wh4eVG>9+=
zrDo%Zuy93_9oKT7J8{<y&zq`h??XegB@J>Bq_e}yU|2leoCctaLUNq=Vk`VyJ&jxP
zz8Hndwf0|U4Gt9VDPHX!wrO^C-qEK1noA_cSf1k}pw?qC51xMc{T?B0Or__GUqm;y
zDcrc^|M}2_$mcOwd!XtpEU;Ros`%`)l7d2MIg!%R`hdOKjqbLRBrlvR<ExgO>2c==
z^VSa@81ia9+yldK&imrvQ7fC~*8M9vpCGal43+Z&Zm~5CB1^NjSp-B=iLI<L4Pfwo
zex>JpY4MdX!}dvG|8eQt8aKC(T?|y0KmI1=RL{J}#?7Zr4^ML*x}hvv(@~-bCc_CG
zf(jtllWanzhtmKyo3#5`n&HHY?~U$_=PG)HYi1Y#@FXvU;7YEg2`PwE$trccP_I=<
zf@SV*YFj&921`nMKe%#Z*U=6>M+^(}bJQd~4H(ga^;J%u>hj#lVH#h5vM{-CMt(_G
zaukVh`yzFszFAPR+a(@{X;6zV7r^G7OWZsa&qR(|LB<T*=8wX*d&lEAk!Gd3XPKif
zDfmW^x2b?Lcjr$4gj)db_W&Na41`p^RI9l^<V=C?{i_nv(l<nPdK^k#Xg)0)n5l$~
z9yDpbfBzQQqpy?yOl9*@Iz#y=UC$UXEg0ky)Z2=Z>~J6<Z<?H2l(;H*;I{I<L{E0Z
zkjL|_g7Pi3ib*Ix0m4F5(K&N`z3sus6?=vF<BsyrQf%^DQ%f)N;zjwEkYP%eYF<q{
zx!V_^!4v$?4Mpx<NDOt^d8Vt|3=uoIA#LEo_;zglHdehJtvTra2*7zdOD^g3=6SRo
z<=EL<kQfKEpPxB0QMJ(!AWJfN<w)M&SBT*&>`Q*ClIz^t)XwO|@}gb;D1sSVtuE?L
zITbJU%aWMWRkL13V*~e~pb>tjJD5t@*QATy!hP5G7sPuv<mcd%;3ue=FEU{E-6+lN
zq&kl-jDBh7mn%p1CLe2D5`1v^mJJQ4YP_A@V7JZ2dq)G}{Ox0_2{I{8syv6vnqZ|1
zGys!l+uny;UFEknNVAT#5xp8B{lVvARl(|=3tZu$(%CmKoz`XdAE!mglkQ!G)JqLj
z$}CbpXbMZ!${VI{OiR^KO8U|E&eT;E)Gg9cjz%G7KQk<s=WYj&I0+4}7Xyfetj(*C
z+S!j(CRrh_!q<X1;_$WkoZ#}Jw5Bg0K|YNadox}S&v3?*-ZD3!V^}b4vN3@ac1q$x
zcFpX>o4SWQ_Pnb$2_#cShlm=XLY*Lx?i67%Q#6y#p#Tf#OONbAa67G?<_j#bIP>%#
za8eBVMH%fwM9g2pXeu_oY;fmldK<&LVt1I1Om_}84+H7y+(Kjm5@Z2i1Ev*_%oJFN
zX=F#lz+4!;{%!YSIe)_4=AJ&+=0U_RL(NoA(OYOjbd%DVqD&W41FEKqD64D}gLnGL
zAlnUJXZP%Y_fL0T7E~S3RU&>kT*G@a6PnEnHv$NfKPVvg_X3Yw!Mfk9EdFmDeHs<6
zuK$u`c{bdl%VE*Q9v_$FsbLX*!$}fc-v_T9+3n%VL&`BK>Q$GZ_vx;F=bGR&cf>?E
zu1w!n&Pl$(j?ZIc=QW?)`(b_(PR=hP$6}rOxh#Fdg!7r@J}<SPn2O6w-<BHRJv$!k
z-EMC1I7ebtB<^_fS+S(?M|$!4`yYND%hxc}Xamlmdlo!3%$<!EvE!AGOk~H!;)kny
zXZhgGDqj>L3emizTZ1-Hhk?}KWR)+iHNpP1T=+y&XjwBcyLN!Ra+sGOs<ig(yitq5
z8OkYk{SvORv;#z?Y}}BGv$e$oLpL$HQy1*bI#1o&mOqsN(?LY>S98K3G{7Fuyn7z)
zNCTdyP$xR-7c3>P=^WPr*!!@(9xp2^B1n?;Qv1?g)t4$FbphYRbY2Q?9(@^6ED&3Y
z1{jmfRlNeF>6%Lv!||{fj#)nbtAYYu7dsWQ&&7&}_{w<FX)(k69A<4#>H@Z%o<egm
zH=E5DD@Wdb79F;ouPA<_($1>pV_9HB{aEffSM7`mbaqJK899i{Z+?DE5$j<JEkPp5
z9?%bk1cp2EuyWkEH~fwkwP<o!g%pzq`h@Z?)!nR)8b<X2M<rHN$I{(N7t8qmA+FuO
z8tM31BN9%I0ernHDOXD06fQlr6u17MTMw|RisW-8*rEu{RNb6(GR1Y1P8@QV2Hb%)
zpqD{M_8my}BA!CjL2-6uMj9~Y4RSYLtv(WmG@`K(qRb`)v8axqSO^h<NcX8h=ygFj
zRkG@N6v&DvX;DCLQEP;P6arJ1`V`@S{WKuMm8uV_<tUWn(?E4=>Ml4t$V31gV3B4T
z&}c>jn1mt`Q~V%34J3Ktat5wuz__=rWlJvqcK3^>`&MN1yYsa^=z5`b?mWaS5xq>0
z5=U8*>}kNh-j2-xWolp|-9YCzr9}SQ;QxSs>6TJ|0A=MTj+;vLQh7kDPy{XswTl7u
z`TpCwUrlEQYv1p|yC1M0_826${L3-hpEa)fm6exj{moPYw+jD25~Sbc4~WtJjB(c$
zL>PSWAPDj?c*N9pTeGjGQ5;hA11!<+dDM_ewI6_Se_{-4nM08Uz1eG%R5a+-Y8fp?
zeLb66dvbq(J^DRMETsAaOzF=XudK4eA}Mz*;VYyO@;1xFZ|4%2zxo4=(eH7q*4ux8
zz5F@(DqJ%(fCVvTRR*qb0xLd!WUqYs)l`~7oqm8R`n?q;&~}d>U`2mYKFilwAZh$J
zQyF-~>IYb)-;20z!McBe)BhC?*n)N6%WC_U3j3!p{eOc6wqV`w`NV&B|No1X0AJyO
zEm-%x{`8-{Qs8SKum$VB)0h5#vX0<eD6j?VzSp7tYL(%ivxNF9EU*RZzSo`pdI92}
zu)_K`SYQj*{Vq4+@1;t<S)TZ{0{vrFU~j>?9}vv>%aZTEUBdY1EYaSAbw8vw#1^dk
zP6ux*TL*G-wqV^BtovWNaa-BCe~~z{1?#>S#(n#_Em-#*4&PR`ZYx{&{k1B$VBP;}
zApdWn`=6Bzz6I;HVBPn%j@%+)e(UZ0Grw<T>wb@|_D}8K%GUjpar-S2<`xO__b6-s
z@cu1Ww*~9|L2~0(w(k3(+}~#JwqV^BtotWOnOm@K3)XGHy1#A2@aL3c-hy@i6ny)=
zY~B{E+k$m}>;3$_|8HgM{+YPb-#hk4!#W8|7i`55_jWa0AbZr5k~f^{JDa{XAw-po
zNdt>BrI9B$*TKd;Q5mcO|FLg>%`#;xs0G{6jDU-H(TBl;Di+-&_a;ql!k5(j&u+}h
zLlfVZ#qW&{lwGTO0qMM&XH4Zrgdry1pQdDjWl&zwfY5Yo`ubuo8tlSBdIijG9kC^k
zpXB~nWR}Y4AEg273wel<2ME%uzttvzs^qPA|3|m}2TDWyn~ovgRiVvyt}F6eHzwHJ
z3O<!65w$n<nSlSowJ!*)qqh^)ugJ9(EI?H$Jp!@gP$@TBJ@-Mfwq?q5*%It{wZpjH
zZfQIx04%5UYelOr0*11FZ6pz_UUggO6RBgIVs`)SLrkYlIOU+sPDDp??z;Y8i&B04
zL3=#>K2dw_`Tus(zn;_7S0dG)>)lshCqyW$RHOl#Rwd(qDUG$NDZh^36l`^{)4loa
zdtYD6CNi38*9hIZ%)gnuZzZ-R&Hw-0n=4;;wE~O$hGt<=|KsUQR+`|D%-$(;)z_R3
z`=<veJ<~q|wv8*Iw%r=<cR3JyKv9f;e?U&bp;T3gb7=@&4}Nv<fznv%*jNJHOfJ0+
zC=KZFcc)V7!3Wv0J5>z+_YX0J{-+$^a-y1RLmlmqa#ns$^Gv*W@Rw%ZdI#RuYX5Ta
zq~EJov9<qSFHE&1!|#_NI&-T0euSd<@}^|Fb<Ru8Ik(v1XUmY!MB5zu4OQ=CU$^}e
zFP{&T@h;ZhW?B^m;L?4Q;rqj}Cbecb18huDo4ug1O1rYdc`^e-{^v)8c}weF#rMq>
zy)s`8P1?tIt6ukqYH5T5UV`GJ{kRd9{uZBoA!dcqE?xx}KZNu=0jOtDDkvS215w6;
z@Eq;r?0#E;tgy&5S(5Z#`ut-Tn`IHyo@>ob3)=@tPEAj7O^UJa&5`p=QHNix*9Xl%
z76LodFE+K}&Cw<Kg~$(OrEwP{<rpW#fJ?-4xg)jddp`Ap-QzR&Y12E4#;lf};ABY%
zq$V|3o%?*oR>#XxUdL@mc<e7KlJ!rxmUq`Ju+3`jBYELf6=RHWE7+i9rH5<Ij0fIv
z(k+4A8?_jGvQRZJo}mF9cLDP0mbgncpEYmj=@TrI)=(Lm%GZ3tQm_ane*W1MbHbjc
z?Prz!A~DcMzyutdrVbXI)mToaFd?Y>%3^%6c?DP$o8zMcS)SR=ZXi^BdGFY;)lyLD
zJU;yzsCMsUHV7^6=>coNA2K1n@_Lj+eX`Hc*Vp~#)Ztu(*W>#6Vo|^+Vt8;75;EiV
zX=a*x-F`_Vo?ALrO@JM`uWVp#L)j!cooTrJD1XC%a4W~!vl<W$)C7WX`l@BLw`=|V
z>ixun&m*thu`xN+B#Ov^EXa~sJ~BR!BrI8B)DQaN48{tJyXKW$lV^^m6vy5QWcAmq
zv^<jSSW;d^Ij!dZx<uLhv8dUh3B}oTUUgl^XO4YBFogsCm$RRyyv<%fn`V!YkY$2N
zt$xa+5Z6&&MTz!%C0_Rr&jpWGv;5)!+0*mbfnHD?Vucxn#vVG@5U+c|rNQBS^5lfj
z+B=bzJpD#Z2IB6J%esAqt6{3FBB?y;F8&Z!YBOVkDRJSh;*rUUQX*^CM1jk;BlmUf
z)+`JFf2mItv0OXvh0*ZH3?fHLalZbd%Vpk+7RoQh%IH03+W^0nbIoA^?B3``B}ZR}
z^Y_k{wwic}B@6fjy=Pm9J|(oHQW+K%AnZ8c-|AXq?vQFi+{c0^stCn+!nrjM%v#z?
zRCIdyANAdNsFvFP^4f&FhzyINjetX-nwu6c-$Jbk-_&Un@72S@Iy|2z+Rx2pVjO|=
z8os60FBB1?Lj#oyEmyVDly$9D$7=XQds#C*M|`Pfs?)vRBF5e#rz-8yFlbp)*42!2
zFP=TV$9RGPIQa(_Df_>%I{$0mLclI>b0Kc;#bN$;4auh?TpV;d>*7K+8{$Y;0!0bw
zwP-HV+fJE_Vf_3OjOI>FQk6ch0u2R8kl}J`bboz=o0cu+boU`q$fmXHu?<KF8TYnY
z+RvzGrGxF<G@s{Kak*m318#Aij0Y%&ls$SrtPfDC-7DvG3@fa2)mCwRo~rCRdry*0
z8Df0v2T)<2%H1n>B@Vh+rlQ_mn0a<Xzw~u0nbo?8geF{E{IaT`MvW}1?6u*RRCbtp
z{}>7O5;cX|VQD~^;31-3{G+tEtjM{cho^Pi_%4Nn)E`!i!O85LspjfsO?f@I!}m?_
z@nBs<;<Bo_{<Z090a8VSQow<a9!}1-GY1t>nWu{_>vpv(v-pnnmCQrH66vZmV766g
z^HHFBG019QMb#o;p6P-bxM|qc=N}~!=GnP6`kM~Jp5#?fdGSr@OCyHhg9nD~a8j<T
zxAvbWn$ZUfM+a*nZS|<)L?8~0^L@DjUtAL-eT2Hc^n(&_C1nj=+s)y4h5za!$89GX
z=FJk22`H`($8^@BDu-H(=7H|9g3`j`p~<81LaItD>$mXP8a}5*t3@$aB60VvdM?G(
zp4KbB$s^csr9vo#sw~J(G%c<~kP>H9!bX*cbUN(_?XY|Wx=BxjZYRo5`}M%Im7ne9
z-uHL3ydj^{YFLkZj&S?2`|;zZ8Qvlq@;2lL4o_vIKZHZbZ0At*8k!hTwm~w~y-sY%
z!VccMCnC$=sIwp{5nBFNA+42XvBo1%Co!X*LkIVlpJK%g9L36iWY?M$pep8K5upJG
ziO#Qv9m(FYZPoLQ?;|>^AC4h!$l44I=V)f<8NQman?89Qo_g3mkTQn6Fi^3;=Xbex
zg(N*!D54pjUC*3T?|i85%AS%#tRD{p_~Ag2-T(#?-nh^=si3&(6z`?N6!)OHXWIfo
z6en3@_}{7}d8%B#5Da^QI!bcG(*Vvh-rdH<)ZVI!;_@<s%O#}`pPfFfBFZR6@1QD}
zWRI^-b;_n3OU;ctIj=<Q*oRtc*M`S}tu)$>fci65(OGHG^lfLKvGs$7eE7hVbFII2
zJ&7v%P3IEkZk*8FIcaQRA#o=~iI8D{H@v~6uO*d1NROfllTZzPR*I;|qJtQAU|}LX
z4l3O|C9lO(Ekbg}p|?+Gn)Ma-78l7e)!&U6nNY2%%h!mx={cV+q;4ZtQAh}VHZQG2
zcd0xs#a+F$hMpXF)4!w0JN1WTaKE?wj&Dg5A_40aY^H*Ie*$W<B88l_<*?JLO7S~E
zVzB2<-I%x2m3+>&_8>z<C~B8}X`{F9lQ7K5@QtGbhUcTqCTsZZ<wBMY`3m;Xoe|ij
zZ?$GJuw$arPk5gCre<A(I_I%563PdUk@0Y4^FCmZ*_oH6TUC58#05Gm>_ZH$e#Tb&
z8jd7yR%ha7kMHZO*Ui!%ukNmidt*QWtbj$eHIrcU;_*s18en5Wjq)Lsf3pK1l!F;0
z)|C~@*h(?*_T~glq!Y?Jeka%Y5=If}xa^cf8~p7(ht+&AtyQx_0bnc8ce$e@Wbp4c
zQ+g;?tp3e*5QW{p06rN?G=Or>yQo!vPfusv2F~(4a&r{M`1EO@8WQlXMlg66V@^fq
zmx#SDk46aSqi||SH#;q-yI55CEvt@(J<69#9(}kf-3@VB<89sGSQ5(eL)p#~^{EDS
z!PH;7S|?};3VC^Itc+p2<P-`%Oc?HoHI`L9kok+_9y88@{JK}s@%|D;b2Nai@Ce|U
z&OIY5o%5`D<6iv{YsV`Wz5q4kj|{Nw6qY_k6~;`Qap=e8M*hJzk#?zNb>TJF)<Qo|
z{KC$u02l(|&FlBxlHUbI_wE8kOPR<qRBj(MU*r8A$6AHAo)+zq5w+GBYjohhDBkRH
zB;CF3W+B}yqM$s4$Ud6(wC)&U#P}R*1s=gfQN*}j_dvkvUppOeh+idR0|!Oe8&8d<
z$w#xmUgp6^HD9u(66J<fABa~58+(dvG_yeQC0uQkU%F&G>;z|b+5Ixpb<R-XdVRRw
zMIFdzcP+u%3_l$LvXQ@tun<|P=<4X{o>=nG;Ce}hAEVy#%uer)SigfZA%5q4GmktJ
zi3khR>BYO8N)KrMY=I0T>wYP~Z}Rbrr#_N;F%g&O#wWGyOxloC7HQ3wVWeR?em9Hr
z{Kc?iw_MI3TS9@`p}&`Q{Ui7LBIbsntIZMoq{gTAR5E<?8j*Q<A;@-LxDF{WdF=%I
zPCXIlG9=w1Gxd@^F$1PjC5>6zUrkJkB#-rQ4Ny!8&Xafi?7fjYcI<d*<z$$@_%<Q6
zY=yT;$`zXy11huKS20xHo|AKFds8dlADOuRr3QQI)<WE8e-&UF;qak20XH@H;KTNN
zKK>XKGwSJb47=+c_;x>C_nb=OS9S$D>>`t53>;A66|!Y}B3-BV4yq9pG;?!%e{IG7
zW-|jZmJQ#$twRF}EQLm8*2M+E7{i-8a57I`{b~>mh<{82R>on}HZ4JGFv$k3ptg&@
zg>huQ(Y<<+0eN9*$yB+{Bs??{&OS#cMh$QVQ#j=bt6nq!=?XUV##AC&X6rA}fHNZ}
zwf3MIgtn91>n0kmYVHrWa$I}p_fo`-TQ+)5EYHNw2nRmdnh^wn0oTR_pb?wvqet!R
z5{>CITN@C*!9<RJN!fWLo!9R&cLl2XiDT$Vz0T%1cCjG`0gh#!0nPBfV)PX-kS?HT
zM<&vM{=Uj|YZ`Emnh92N2D?v9=>>{g>SIkH-XTq1dItp?pT(RIEln7Yg6AN#6Xws5
zEkb4<Ri&l#)_-ol7cyNING)0r;;OWEBg`J}R^N?1D$QvPedOIF<S5D_*l^EK<0{>N
zLs;c*!udnFxSeL6@Lf-@?6?}($_@`zL$0L=)>uZ7N*XW$GQ@+!Mcz*YZ>`&(jN@bF
z(*Jl`z1!GLzD*q|o#!QA!F@&ZSz2K$AT>l47|<r*vClK{ZF;h+8$FA!MFO%+hG;-F
zQmo&pN#Wp;4Z8-uTPctIUrneOF0<5Fz7F{4lbw*`D9BT^Ig}Lo>Ya#f3bGX)kDApI
z)VO_H^NFv<cu$yd<d~eneD8zD38w!bxAA*z%m4N{56xY~=LMswmh%J0YFzoR1ZzJS
zx6>2qxhd5nN@^L6xq3H!7m0B@%5BNuC1(YC^cWpw$#xIe+@mdfo-S+J>sGN3{7%N3
z&W3a}Tax8~Pm%=y8HsnFxAiCL)z>Evi|tP1>lLXiLYov;8X5EOmep#mx5GrLZY-P9
zox=oIiy-QRu(|H~)Yc8V)u&ub0iEOPc6)78PWVi|$m9MiHkYa(E;JxWClqq|-fu|F
z+4a9Ti5O7tkeAGS-ifSO=qok)D_<{fp%KnT1F-uEhwft2=THTRE7xg&!G<0UkiW*Y
zQK6?c`7)0^3Xtlg3Q#Oefa%?2zensdhF;=vcWu_s?<}q5=U1ErpQjQ;9k~-R_4pHF
z)CfU*l=IThwR2&)qC$bd5Din8;Yo7Yl_<?LM1AJbk?TFgNhiwj-pOrG1G|E|UTtU3
zXb!73V^wlJJ}l*x<Gp^;NL}$jMcv^N=7@%k`3tpcPy&kkX`n{l8b0}9mScQBNvtk;
z;8c99!zJAT|69Ui8wn&nVoJ`#1(&SyvZV1e2N}`Wn`e=tkD|UmRPnEbc_b{N-dq+v
ztV-|63HFddkr4Q2)6bsA;pVw_`gCfUiKcknQ*&Wq&R-kdbUGmutqJK8nzs_GC)roq
znhmIA4){OVrjNDd2k)8KGCUmSXF=FG=u~oeYG5L%-022ylo1RNpXncE>k;&^3<n>F
zt5a&(t3nY9o0ct0)y+2&)~$;d2Hc}Z@r$|02thdz;LkQpp51_ca%a{ZTOW2E>QEi1
zu1<RYSIXiZOg%bcgb>*LDtpy(uzG~=Ie1Im_8#gOy1u#Kl2kAIxq<w+>%Wf8u15$V
z>Z<z=Er6<4b7VC_Jv9xHR5Afo9q6C7Nm}U`l=<RPe0?d)QE5`8MU0nnjahsfHS#6G
zezuq|J!#TE9(!PM&3U9KsOg4VcUM*N<Z5U)>hh9HC4-atgQj&?u2>DZ3#c97bXQP!
z_km4LewnDJ0ozW}fM`sr_flhVwOk*r=b*wFk3<7{J*LNpMcKVBNs`I8@~onOE&?@Y
zGZeQ6Zn3CN1M<NxIH%_;Rv+V4R46&t%~V-X5|a%Jx&9$@)=v#8(~o@Es9GvSNRCfs
Y{H1QocksryKKFe@#=j>w7_I;R0HG>XJpcdz

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/images/image-8-GAAP vs Non-GAAP Comparison.jpg b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/images/image-8-GAAP vs Non-GAAP Comparison.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..2c9563458d7181b9aa15a75b7ffac9356509d671
GIT binary patch
literal 49234
zcmeFa30#v`);JtQrB)PEL{v5l7L-k5*q2}{OREW#h7fiHN+KX2`ws4qu(_ZlVQWDX
z2@*th2p|wZAwV&PeTRg7-}f)hOvQIvXWE(0y#4+!=r1`r&%Ni~=iGDeIrlv0+-IwG
zs~2$Sg5EcJ04^>7fQ$1Fu+;%L57@)Kd-rbcJ)Dm{d-m+*;r)b%^T)S;|2|$I-)Elz
z`G7$FBf^6GhmQ*Yfk!_-dR#<AOiYYlQ2eC0=t*HwG0}HKxHwgL_VOJ3<dcJ<hk=Jh
zfA`<kO91c_?udPtxVgjuyMSEWK&~wsK$z3XUEEyn`up=A*C(7la_`>7xoUfea}&FE
zbM5(*clWN{`##;ZpYxM@_ny5#o=-meJp0YzBOsM8O+39HJmeP;6hEtMWQ?%QYWmLo
zdMx~&#8-AV_8kSQdffl<1>@uwrxcaWBfZKid~Qmq>Dqtqa4RK;HqB{5h|~1D_CM&r
z?maxa_HuD^E`oua_PO?Q*aqO*&Ha}m@7h1B=#jM-$Zxdgv+vx?1>pDYH+_Cs9Q4)6
zFKz9%+5x<rg1dm+K!7%Yc<$$$+W7_mcpI<`d|n3g=mE8ReSzr;HC+)Va#K0b#yhB>
zdq66EMf~JZKTPs&S18oa&ep}V<nz~4*G--mq6#bRm6|DJrV2>aSpaID-4MP7fG5Hf
zYaXdF5O5I<y*0=c(sv$+{=Jaq^SH}UpU9H%<eOPI^J01mc61m+CQIX@6N{XQj%xv2
z#$iy_{)))DTkXvrk+9k<ysI>(<k5hCmSJT_k0U007(0@fVn2tOhN?XQmRPtHoUoXL
zbtcXGkb9YCd6`-Djo!Td5+^C?3l`-1qEon(qRW_YihmO#SYy5Qwn5|BPHR|#{n>=z
zwCsrT9!k}!)Q0&m*^#W>z%|4Dqle#5p{Ld@UVAaeyqVW1Q<Vd3e8&~7vP2uh2O(Iy
zkoF&h=S@RQsZtDeA%VM2S_i^Xx)bWJw4m&|Rx^zZ#4-48X)?-(jGqq9xj<$1?Ur&}
zJM!QG`$ivZ)4;z6xUfl}v2$7eQDffqk-D`q@kTHl5l56J;ztT0f|Um8gE2l&^KA|)
zX%#so5({X^642tj^`6T|?8B*_{d7FyPQm0CR}Iyx?4PRzA*^j<`-x74D1x0N#dStN
z*O)d{pB_Bmk1@e64jFU<{=3r6P4+N(<9{%BK+lNeEy+{tF|M0F=hIk$(3^vi$wXhG
zU68^-6OCjUSKgpFry?+K9G{0*sWVtrnwXYZNTInQ2;}5BBDzv&#WC(+zEBGg0tnF$
z9T4R6dXzlKtW30d=wQQ@h~_u+wSyclDisVwFy~SJSqxxr_|@a7q|3YawWCzpzXeE&
zqs#eETm$UA2pe3v^Fzb5nLPYfreI8sHL+T>9&&t)>=V9TmVE7KD<*jtN>US~kmt9-
z{nB->LxG0oMUvpN+~6_e?!ve}=j0pNR6n&W1nBUx4}p!!$PW(>DmZ|CZD=}h>UDOA
z@PJ~XAen81Yb&fLb~ft35Ec}lm<C52M~o5rrYy1Yb@aYmh$!<J%<Rs2ypf6r-Ni_#
z1?tj}Qc|QgKP3Wc0)asJH`H{N1Gsjz&l>eYBAK1aG^Ydpce*z{v6=hs)BB}!6{`*-
z_^p8aKr6U00>odYTe8W##9TR|0(H7lXNWS{<U1B;N3qS+V+b*I;X>7$-%QuAPS9?8
z^%5hBX$PggH#fmLFUz7NHHhROMN`s{ReI>jIXj<qHrJDgGj&oo+mX5sg`(u2j;dc7
zEQpW0s#@#PFI@r?9KjRN0mL8;B(!>iU&r6U9ALm$lx_K<i@Q>D=mw$E(s@EFRB1Uv
zz{;YHW|>lUomekW4?4^Qf~k$SS;w>Q>xL>*ghm71wfK$gWV*GrS1y^{yX=kLUEo6T
z3&cB@?qx5JF&(_>{W{~0l^_^UxDpiJurlA01EoQk0xmhw3(t{2pb+=$AHO{B*WCi}
zguri?&|Gw%x*NlhRcg?6(aq!1h1Lw?&|+Pq%~?tYa$N+MuH;njaIeKmvAc$K7^yec
zhm|3qpJDb~X+Fl*fR83Lev1;6E{veNBSC_a=nw)K-?5^vqdyyTWZZ_}ORRq#orFtq
zSgThsjm!jBIV=}@ThMGXk*I|ts$vTa4yA1YPKVj|HJ)~H{!!6~`@-PL-q?~GFB!%b
zg%Rael!>5GVj6)cPlHZ@2d{aQoKGATW~Zxw#~aVqz~bGV=>3x|mKH>D@zbQlCSZ=f
zPH>EY*vPYx%;rJ}t}bm0Q0u8_bu_?f^AmE2H+%(dFsB`R;iuW!hBHnO!%oGwIJ)v@
z)hddaMQ)5c`ScV5Ig45a0)v4J7T$gf(7V*6WVaydP2+`OrE_E35=8g9&cjtB?#+?>
zH;*f0=C3WX1giF{3&tE56KB8`zhB+e74IwCq$N=ARi$z{u}EcEB&}zHKuDI4`aG<*
z;K8kCybj#+G}G^byO(7O<VrVDTqb!bjUcn>jaWR}9)EvIAXoG;-E+N0>y3B+94~^7
z*aEEgS+1{+;&H2@pG>RA9a=^{ojdq7@X5j+Ki-g(H^vC;%dT>(_$;e<i}fzHxbO05
zaw0Vwx+`qOB>6#Nk)Qo*hJ|}5zZegmt!RL}?@0w~%=tHM0oYLbrpXg?#Yv;6M$hrR
zusDnO0(yvK_wg#Ah!WDu2&TPQyWqZdgOF-8y#>&lp3}9Tg^FIhYuW=mN{5+@mV}(f
zI;LO7tU0Iq&%QnAR{l+ryvKJ;OC=goHF65pqIL(NWU#>GSF$8Zgf5mI!6d&Jl=gmw
zquALy#_$G5WW7$mo}kx<KCDo5^H}^yahuhcQlI<c6?-yaG~d{b9|{BUgDm0N>|Wt#
zIVXn=l!lIK90}o*qf0N>aOZgG7H5MIAWp|hgSBhLgMJtjKD7l{2pO9)?cM@xAYkpj
z51R%X6CBidBt(!2X#5w?mgFngEu%DtC6su?e7)*rcEb#)50^ar(?E>y@oZzO%GtnI
zDGU51{7UT|p{N59_aI^du~#E7s}agWwzDz?`|@?`imL==@=;R|`w&dK3{f(qt?fJK
zRhu{3`ltbwQ^7_w+2};@&AR96Xc$9rD$ZeZ|2=-HuD6R2gP&0!9^S1<0U6Jc@oQiH
z@iY1#QJfSG3mrOkH$WB%hldr1ecrQD{k>>}z}vS62kwvY##_1bgj;gAv^XV*YAe&2
z_w2^f1E!bkGWxr~kbRhyx1lA5H|zuiG3wfCKM`6K-n31mr5?LcQjhJ2xQt2><6}2+
zm_pD{EviQLdT^DUg60oOu3(-JR-|s^;zAwra=Oz~GGU4MH2Ea0k~%7^EEL<bTh2+d
zl$jZuD1(w4P?*=z_3JR=*8;Mzt4^fx%w)sWmo$$%TL66iCuJi>Z%u}R@C9F@G59=N
zJi73<nf1e06IJ7l0x%;O!V6kegbFx4OmrgTC8j{y!gN`DR1cLtVW<lT0R$}?zO)P}
zFaqBm<e@?JKJ~{%6egNXA@tu6P*-#4hAcWcv?1iDAY8PBhh-he`}=}}zyUBck5Kpk
zZ&?fqD42$MRe8^C0aUx~LQh><-lz~ceW!18e}wR<>h3B>VJojDY(+QOsqhBHiCqJo
zuhN`~S7cIYbT7K0ZqOFMBDCIFbsrczXjo;btP(JtmubZ@ST-Xqmt_z-HA4+VOvgm)
z@%)qWf+L$>I1~-+k9TOEF}owU$LVa{!yZbP@)_jxJpn`I0DC`D@Y3)dd;X+Zx4uWp
z8E339)z0HJ`?UAq*!h$y<@6E}fhvya)h^{X995<^{epUZva|C0byyjS;!tOXC>q8k
z;c&!p8u@lRk-Wl$(i@@ll`qk%uPZi1Mx%KV)$)g0X}t<Kiv)V3Od%NLMieheLHXyx
zmEd3?7|PJ7?l!NXr;k4*54Kn#)joH>!-Ojt>BckR(1scQ&Tg@_&tDY?J}U@(Jkyp@
zAN*q))5KkQf^j>A^8NZABPAGouC$e4pE}NS7Aupy2fTSvgrk9~_0gb#5D5^?2nLU3
zAv4V}QEYjn)scStjrQ~{fHItw`XFu#z?Bio%vvk$K9AqLh-H1Ao?iQ0k>wxaa+B6w
zHysR|RvrNAdbLLtsh`46hw|Pic87mEpkxDFIPzn4i&A$DN|2&ASEd~8Rdu+A1p{$D
z4z*;MmVp|H^|fhhcKAnda~3Wk-W087au$;xUT#0tS_qwoB4D*C_M0`(KJ=*)+sX_v
z`-|WEi{fdQ#=8oA<n6D<xmuCQL;l^4h0qY|Plm&Jz>VO9Er3#`t?baTXmmu@tz1~7
z($V-_rY_+$@idVj9&kE5JiHxJ6ODhJ)gET#uyVvgzrt>g7k1PcG&s~^tYbJEwX_*w
zQJZXJmm6~u#*+?~mE_@zq0dG5y1{Sd()0PJO>ylwJU)CSs}Jw2Jso=4$&(^suS8U*
z`yNcr&LyPB#H+?<fkeRTik?HW_{YawjgOBFc9>mV`f5bx-chUlPSx@ghZ}nKhuBFt
zm8s=7^e~LeXD1k@7mFfJ^xx41dY)qX33)R;aKp<^moY^29J!ORaXBrvpGVSFdhCF6
zf>UIO?-TJ&hseTk0$R*+P8`i{n%6wc$kCtm8n^i*7jovlfp!?-{-Q-p!;1^)Rf7w?
znL+aNO(kAU3?K;1?-4#c4c&FiMcb}v_CkeO-_obvjY6Ip#=4#I$Db9S!VZjdCFbMS
ziG{g_`uAl_ED!SW$JF#qtI8;K)9hRssQM!NfOJY)I1#tbMtvSsP*x5zis?;??hA>j
z87zQGnu+ldkP)={w6c)X-IC&`6Z@UXEO=Sl*J}BabXbsCuO78e-Z`{y&RKK4MW)cl
zm+Xo}Y6ov9dNpnVN*)@~+6z$=K5j;c;zy$d=ai@Ij<`gkr1ojcXv6hg{Yc*BCl8(C
z3#;*kH*y=YqjQ}_km@Y#fK!V2<#0Tv{pot&t3t<N*EzqI=qlSQRn&Yf(txZYLkKQ_
z(6Az{BKfszpYGiPyv`@xBMFLYYOm;T0S3M$gFh?ijLw!VmK?02UFlG%&0w#D@C*7Z
zN^pDF$A_mV%)9AK@r%f5usUwc2aQ=Ky*Nctw-1=`3&tsnEo(n7pqA~)^j21v&bnt&
z=a}oUQCpZdN=XX#4uRLF1`oZa29xpO1gBzzF}$9LLgCgVULS0$>NaYBU@=no#vfuB
zH=?Ct>EgR5u6n_m6ugp)%+Xf~NpexF-ZYB?l6`pw|B-t6*RBbL@+>qvR8mej5He*`
z;`0?A(yg+LCtzy`J!S`f)=hNZtihYN0LugDAN<bOjMtXf{^-r-hB*nlHP$$oMZ$Gj
zJnM{`s89sNjFbpn4v_NM)pC-oAh4wOq`x}0?!~IQt5v?q9B^~PxMqV~MvZS|ZJv9P
zke=Icqh=T;RvFBnXx(_40Y7Y6Qzc|h5pOvwE<KGf+0bAJ_cWLt1fknh_zGnm4UUb_
zhqxo^!2tuu5}4O%49|E_ZtV!!F$ptNe|Q3N(Ief{xbe>Scsvhvz}>U2%4YFl$mGzg
z%y5&OxFf?a(SD<HgDaDw&qO7uu&#^_invog0&YA3q{6hP3dDWyTF8HLc|zc^zrkqG
zfWlk<FVq7K;MQkkid8${x@{%=%Kb5kb409ULA$!0oxl)Qy-}grd<&rQb}376B%wyo
zs{PauJxHWvF(oR07Jj&9-YGEt6$A@vt#!htRoP%L-IDSMs^LlopP1*fFl-P(F}g6J
zM?MO1pJ5=VP+=fWaBG3mEeb(;>mw`kO_m{u3+X!JZrYdS#CXB<xC5_{mfyEV_Ha3$
zEyG!nn?IxKf&vCZ2fGxTO6NrQ2WO=Rmtm}bO#=S)S{f=6vNdOF3$_6F20S%=gt%{~
zG)qdCgclzf#>69Z+>Gb_EFCm%1`JHf?2j5S$gI9Jb0kYOurPOZqAS-Dq3f>X#qr|U
z4wXa1+3ROpmgQiNU`V-+<eSyDg&lBA7Fc*xYHk>VnT6`)B(eYno%u>3cbS&LP0LZI
z@vNnBE4oHXq+CR7Rh=RNRk*S^K*V(W;BeEE?DdDL@x=LVzHhHCSx+5@!z~DBY{K!8
zO0P+HC4&w+9H9|3jA7R+Hs18z)eRe(xNA0!{DK#9=2%yIAhrl8Kyt=Yy3bAw6Gl?!
zu#%2s`w2|UaI~tk)qx+DW!!FPD%W3b3`|+KX_&L{*6Aojs>=}Uo(>bpgv+a75KK|W
z4Ghk;8!}{V>d+hSe2H2CqWzWOcip8UJCtAc%FrAXo9q${#N$1E{Nn;n4?*3uKuuy!
zFA#m3cds3Bdywb-pjS=S-C3@h-72iCB49UeJH6z7xXEL_LCg&gZCLP{_mYvbxe$t{
z{;;>M5@v<J40DSerKdP1SX+hmiFd(4uy&NBOiBjzAso!V-u}i8rTN+ZuxIl%JS)0(
z5+)<Tj<?>JXY;!zP1R+Kx`2EN!lT%DT({5gP!pIx#|@~FTO4#>x*XYcY)QZ?iHA#P
z%40zQ$^>pMyqm@4f1SnInk1zdKG|vKi&tZGM}-J?s5g(n#tKH|wg4#v$9x}rw3inG
zjObbL4G*6#EwM>t2`dc-#$FzOp!U+vdoQ`{Xu=x>96=t5;`qkMPHg%F2x^|sSY$3r
zch4=xztSQdi&(3la?~!)^7yL%3-dEk$6PuY3h`zpXlO6!VR!M|DeNLa2A>ojPB}fY
zCTVHfd8Fms<zRsavla9?8A8N~)QhaZAyt_N(YezIq$jb9j1JCEDIzDPmLJw1?4`Q2
z;OafAG`9fXHDODRUNMm-U(KoV)`8o_;9ZqxgIY10o^pcz=O9>j9L38GQ#K*J(Hz5Z
zu6<Kw{WX5CXGFu<Q6<-h>AkLfll`ZN8)IG*uB9$uhURF<!P1z%hsFl8`?X&$X}-Q{
zd0&<EaKJNYuaF3KIb^8Pie{wSQQS8i&Srr5k%szTJvY47{q4U#5&xB%Qt{fhhh7kD
z^r!Q0Q%^Hi=P-EXGYE75wzL0iXG&Mk%`B(49NXQK>NbaxMEOQ1=FQ%`KALzYX(ULG
zk1vU}aA|Vjs!vvH0E(sLIc^y>oXHtLs=pLz)^^cqQhF$Xw{gJ)|E6e6x2x6_h2OiE
z&7)S)ua<o+Wdb~HLhf)$OD%7};YOx)r1LV~m>C#VX{_q+C%@=4G1G%2XsOjJRhe)k
zS*XRBQPzaPktON?Z&D<KfRc<wxg$TmwM;0mikh;K>D$meSJgL61mW|f1jTqf3d8Yi
zKf569QJRjQN?bWDN~lsUupC;6rGj419QPD>&_ir?k41Vo<>$hI4J4wSGB(A|v0YMS
z7_-M2s?&JmlbA%{N>R%$kI6$Fb=esgtArairTT|c3tsSQGIi-*jd6)WZa^&|T_YBL
zc=+xhwJql41O7$X1~b~GK_MH`d@*7ALS*WhGE4IWA0dH~F`$<43VY5ek>ogx-~5i<
znc|1mKd74S31yi^6pSB~@1h!5AOc~v8J&q~oEZxi(5c?E#_*iMIwkM+`vw!kD`(<O
zDo}Z;nJ!o7orf!=Eaa&iFpv_sLtX;&-6CdeUeR0gv%lPp$9IH;Cnl*`Uo59+vQ{1;
zQsy%P1TFfm=JsDTIaStJX>S+aeR+5#YeQU8rHACW$2{r!7&hCJ4^wEjAYf7KnwC=J
z6h$PY_~4QoeeeD&GWGA)SvyP32GxUNFU@uyloG;Z4!2dd$3JAQrx7J>PWqXY@jL}3
z2o9z_Q4+mb-sgfYB5yQCf&(9kPx#~wdAcyDE@FD(;=a+C#Qenan&q_e^(}zzpt_sV
za<N*89{QnCWKDhN9%G~HB}xc>R9e&`E*!Jc;b&Q4XJ1iZd5*=EId4Td#zqW`vvHao
zu=c8<qnZYy(XR4j3PONM)qyF&Kshc=i?npNW8e~*rv*3hXmb^blKT!v$^AtNandpI
zHmgh>eO(ZkQ6ICnx8>?FdH0yC>1E+`5o~S)dv3gMjFPxn->=*?+pn-R-IAUip6yZJ
z;aN|?ju4!PA+Iqb7*mM8CA?Y9gvzi~e>w2Xg0Z|_TQqYdFbPj7BxCR^n@3kcy`Bx<
zd1{|g@A1bcN4o>5TYxt_>LKIi#UU)^XB}i#Eg9=b#C1F2r*-rn+1!3O=xNV=e|S=S
zMzjHG4}N>x^9+%i$87g+azznF3H_Sdqcu>k34UN7k3i;~&M#BXELW5OpN>>``uFTt
zbLn>Na4TJJ&a^6yMJTpF8O8<-{w9!olYQ*c@d-2#$4s|d5Z?6ab1pYq{xo&j2W#gu
z>&9QkZY^|mD7?ZBP(ilVj<d}2QeUSE5NtDQlp#mNlM_LU>mx*TUH!GIf#z=CcICtB
z%#JvEU{j=t<g31tl2YX$kch&@Qf69^))cCz&2qdb304~xv0?(hSvzgU{xnkgVAT;>
zhFUP0NI1pW*s0(~hQobJ_qr#Cn<fc6C7p5?Q_1!;bnq$VK2zCIVUcZeMgT0NgMhk$
zs0_n7a>z@g;=D=oVnlilLbsNq;|ZybMEgp9QGM2u6K^AbBD!FGKuEDcN+i4xQ=(X-
z4=Ez1b*$F){kuZ`(fS4(`!$H(hWnN?E9BIET#kAQI&KJI_^c&!;n&3=^&N1a5Ojj$
zasz=hy9vG+lMBjgpSR?O?(&v2t4!3Ucuj1sdQcnpO&1VmJCu-}-dlhJMnX)G=)QDU
z&KhT@&ed5k@{%`%TJybMiP*FGO%?v@44kH<7<a(b*-1%ek(6@|9a^JYFcKYArgZMD
zKg5}o{mlAeLhod6Ht!d&v%|AIl*!oC*XyOPqcKsBR4}V>OLUN3Urm6T30k$|IQmr5
zNUjrEf={ugfiTuCo|qckkDhHCs+BoitJEk<FN2wuITib*7YHA;x594$tR*&1dWB}x
zw`-s92;rahv~~vrMJ8EFM%RcLnJCrdc~c8_)(T^uG)t7Uvd5a`Vf(~(dy4WoTCO&y
zzE!JVJ%h$|2n8KTB;wincT`q#XgUTn3~=7s+0Haih_s!zs8kq13^vM}uftN#=#y=&
zomM%Wi(SbAD<O4)Mtu`gR60^g{zy&6mt$A5xqQX&j>2<$Ze<xPx%IrXOu?S+sZ@fx
zh@5D)^GRG4ZB-?*#k-30AqSZVhCoYx6DEms52N*iMJmQ<^FW2S$4qo1s~ybTHj5*2
z-2#2o)ff%Ql1*>u!=(aaF1D$jRtVy3a-_mBE6#%rxz<7f8**AZI^Icz?1SkJJ+pW1
zYYob^-ZB8FJ@riPY$IB|P{om;0EAH$`=z6CsmWSe;KAre*K0$yn1?+unF>t&7sp)a
zFDAtbp8HG&eZhY_-x#68u<p@F%xPHDhtgey)Ee}ERHFDMwAH>S0Vh~jcTrBKgqL@c
z;<a7iARtt~L)$)Qc7|q_YBD^2e^a_!My)nyBV8@A)@jJF0y@RecGE?KQhA4DtdEZx
zoEVkm5%Ai(ck;=r?1ZA~nQNpzc~dgMXCy`4r^97&70l0{-EuGP6YuCRt9T_dnQbl`
z+BYjZiqZR>MK-aE@(Z<+YB@$)8oHVz_>NaYe!Q76mS4QV8+hLxn7bkhOEil_BuB_E
zSz-OVK+~}_gf55m+8e%@@Da-dH+Oz;vuf#?84Gaz(B}-b5OG%eO0s&FfE78(wfQM7
zd>E6+mZ$^)o~;`a391j$hEtS@2|a>9vA9a(7O{{Nx=elcc%@RI;aRGyBwL*9I}P)$
zw+L-t{^(r%4_@GL>>U!xDgu9F)nxtv=1^38!II(}xmQ_SIvcD(H!`MGGqg0IUWPYp
zs~&0ST%Eh4Y1XF)j~lV<k$cm5uI@A?!8@T22r{szZfFg??(K*dQ}M@Orf)u(IRhSC
zdHSMj&#mV6KxM`j;Q05-6bIAD11rn2MO8>?tP3+|A_qa8E4=?~J*2Nx;&$hkB_x?@
zJ?(u~1dypP$1AbyEHG7%4<8=Vq0uH5W#c|ufuIVzdBWzMM3AHx!X(4NBhS@{(rg)`
zGm(WrOj{0zla-Ts>7h~wS#FeBIZxUcVkF|B&FdGDrOg(%X;7%Iju9Aa>Bh)gaN&m>
zjavVq#=~d}kf0Z_5Vi$yaEpi~#bmgRQS~>5nqGVIhn3H40rc(M{US^QkIbx(PFhh;
z5pirJ1FUsuc}1sR)~<l{Z04wQ^HdvW`%I2_G=@zhOHweHXw0?Chv#c+J<gQ35U&=+
zN2uimW9k&Ezp+zTrYm8^3+Xasal5w+W6twDMqZZ&6G+vYw6BalZtLxHlc}Dvm{I2u
zfj@vR*4qyRPUGq`nAUHhEh5?~Zo8MQ#2!fcKhEXj&Gp^uZQ_X*&(tb5kddpg#znXX
zh$qJz(`jxchoL%jH=*jaao$P3*fV=3oQgcP?_PQFR(CSgyGa*Q2AwLa&=qcQ)2Pea
z0x&aX-`0XuyS}{dF2$4F)8Ms8DzEbAJcl}+@P#7H@Fh)OuSvjdaf)iN=DL*sTF|Om
zS%&5mEaohO%}*EUV$wNJUt{6)=tOEfEyV4hi8|?<4u-kP?ILZ({DeM5iYVD#b<I=2
z$YY)c&jpL{_ma_$?JD83+~LE)TDZ}AtA`_0a<q>Mh}IOAy9ie@guz!hd)Afn`LjiD
z@jiwI-;}$^d0u&Np^XT7V5sk9FA4Et=HGGb_T2(F6_r-2+^wglAE<dIuc1uqQ)qr(
z7$V6k#zo|G5M^*!dtzF6j}zHL&Ml@4KPEf`qIJi&WSOolrDrCVsXG-KPZcQ4^_}~J
zXBZ!6L|;jKuN^4iHpusC<I0s^{iqA*BOUQxI#{?kPfVd*n$DLV>a0M*RIVV99dxp!
zc&KW7sB%o!bJ@6KE8jZHc1IR-rz*iZMGsCI*@2IbU+S;#9w&q{bd{Jw41>*mB)3{i
zK8d&f)!(Ek6vfEW<=g6?=dYzSOJ`7!g4$UBCXn$ISW6>ILx?-m@N~4wR8uBMthFz6
z8rKD@DU}_)a#Qf`5TSY#ELYvJtO>(Z^o>NsPL*~rTqQL{zwy+Hx}GyKdBUkn>j~IJ
z?g3h<&m*W`s(3ofuFEJez(1SHgfc}$MELotueY@4e~EgCGQX%rWBE?%z<uQC2;EmP
zyAiq;4CF#|jD%Tht4Ixqg{;1UvN8Eg=^+0Bgi%g+*0o$%;~Wl$*^CC`*{Yo_XUp&?
zzq(~AN_?=hBxK<=g;h(c1RKxOOJPyh8Gep6)?Zv*lZ{L_7(JdUM?_t&uzLm%=;DWn
zx@i!TS^W8fD}IU9(c<nxd<J~*(NCu?ohHjfibNQ<Wh?35NF(A_dZt{5;)Qlek0gI8
zmJxM*<zpX0LfV#X)AONt#fHYLO&hf`00eUF50;s~BbOLHU1kJjp2^~#d!g)RhWyl<
z;`p%7Q}&3J9a~7iDL#*!U`0kbChwk5a^oWnI@@dtgl#UiIPS_kT+n39K;(ir4?;(^
zDeAGlp7l|QeD6zKUOC>f1-Na?@oeX|doBcq^^g{0MwqF^NkZykubRu&W%xEGC{43U
znOlHQE4KiF&N;!>eM=)7sjJ?nCOPc-O{JvJUwzmPL@##>&}SMt<>C{Q-U->z&IvWh
z5b2z=N1y*K#n6-ZcHbCYuOgm*(!tA<RbySgxY6}&STCr+`N-v09z|!zz^-JXD+2~c
zLQ2>nz74ZV$GWZd|2jh;nOE25H=8!pb9_C!aZ<j&<t~<p{D$X$SdVhv0#rQT0(7@e
zh)HnVvD44Am-34BnUi86$?e)Cljw<q?ken_@^z(dREH<35Vr-8iky<a{UN7=J|u!H
z2wn}nyqRdOQ8@0#{p0_*_Nxs{2EI`C(!Q4wx@;o0)?t;peT%Cll~as0{rS<Ru14j5
zR>p`^M&u&`^PWHdP^{jU;&Acf!uMgRu6x-({&Nma`h6gL45POz2klAVK)i{wQ@m-h
z7X#r1_aO9(KgC4j5~=)r-4$y-RKrKrZ={nqp$3gvR!X6?tgpVkKm2!7?O*x1o8v3{
z>DEhmpS#&8uSYO#ZfF0x>9zG&oH_Fd-g{*WaNW7BX1vCckF0hkeR=~So4&u)!aVe8
z<_5<U0&fAzHq)H&a~B)m6}|bcXwZS=X_r9NjieiA%o$AWI8D~jv~p;9?)bnWWN+iL
za!Eo+<GC^O0Me{yT=L7dEx_KE?3mVNA?@DwMfWu=?hMD#<kt<>q1@<oA?pTh`}c(B
z59X4{p;Bu8>wjw@=6d$#flRbm_D|}~Nonf|I}QCCtW&-+u?6_tdGoP!oX{c(tF~~M
z0aL76^$CwETk?{-MGh6#bV7G0B~ik1debkAmYVA{ZiLvL9Re#ED&Ob6VEV7f-fyq7
z%f4a*4yI}=;8qQv%M0=bS&ncdXT>|SDQgSxwQ~Y!#*-9m<vf4oiue{ld&Q)P+-;n9
zZ*xTZvDh0f{)B?T(66;0b2S*~&)-}<Cp`FH{Hbff+7F(6f(sDVMqGF!-Ezw2xPRD>
zl?%otal41o85$K<jY7#6_8kv+_1n4e(UQ9>_yI-g=SQP2j;?DXE=pH@Fm3miqGXm5
z-#+ZWyBmGtBNRS)XgClS1zlq>m_OxxmbQL%CM`K2AfQOJ<p%f>fiv8!X!EZRDA|3a
z`X7YecdO=&jwIy4`2O3KVuI?v%;qw^>K0Y|{vm_aqL$&-R{e0)gg1hk<^uY9m(aD3
zw8~{t_|-Clu60n1{KOIA9D628v+}3DRkC&C4KQ;gu}^*|+H&zLy=0jaA0hC2(EOi3
zcMXqhuaN?eAx{TOGdaWj;@R;PTxPfLcS!6xV8XSJ5EVygM~f<frwk2|U$tH!%~Vzs
zgGWY2hXbuYX)t$OxmEW_&GCdHGyEgf{~)v^zt}g2wr5xm(tJZm$g(dcB2i;>%qG>|
zR`hdD#D~f3lbos(pSXUk(LLs@{R4&y^Qs}_hfffcZ%Y;D_|AuorUgPiX+#ozZxtu0
zdA9949`x+m$0+;`JoIyg{iz=?+vM(Q>iyL+KIV6|&z;$JW&T~?Sf2*yd3=l{#&}cJ
z?`>m=mX_6iTj}H)zT@~M5-I)12|o!nM-rP~-jwzD8pGto$LjwvcpNnN<X841ke3CP
z?^iMx&pQx#uc`Emkf^9zes^435EiwM7>BQYUhuIt1-6CU<lzU>KfWxXWsUFtY|@X_
z`29)8*%u!p@H_Ba3LKjudYjo<=G&`Ic_tpaG35P)-(#+0A6wOSeF0zY8-PRR=NJB`
zcFFCHWD%2b&_er1_qk!F*M3Kzet*$jwxIcY`(hri?drQ)Q`L~T@J^xRHXL0pWRy~J
zSCy54{l|)}5N^^I(C+|udOy~{2SRR+*p~jd?B2+Q0JPu5!htxgyZ1=7A7jSH=>8gh
zXNlkD%FYtM&5Pd%?JV&-OZ;yXm7OL214ivE@gFebH-S4={Eij>n*@bZXvd1*=G2ZA
zzs-x^2JKk!JC2&)CMf{Gj-zIqQ#+2DZC?CFXvb0W{xQIgqvjvW%#NdGn?E~_nr&YE
zMrg-Tv*W1wjiR#SsQG|VJC2$UnDLvy9Y@WMqvkgW3a8MY+)={`6WOgd^|ncie=wQn
zyhoolZ*C|*I316ASeI5dtvHu;G=jM<5`VbyQ4wikR!4`v5g{1wVL|IJxcI<9&BX1o
zyi>ec)LPt3Y!6vNK!+jRakwRCO0n^QYgGBSlFEs9TfNy)Z`H-Vvs2t8)w%Y9_ltma
z;ruYK#v4UW(b%-)la)VAXFh1iYcbpHbRpBBC{&yh+GL+?!ElYwT5JLe)oV`}G(lkH
zHTqZk#UwMFpUih{eDlcuMKC<pHf_l6jDrfBWs(++Cp+Rsh@9B_(jNQp79l7n?6z~+
zu=3dy#{ABt{$0DX9Y@nm9cc&?4WRN<HjU;5)tS;@iX42h1vqRi86x*sYXrG@ROY8K
zVY6PzoW3M{<*3Mc%xn2eSw{(1-};K4b!9f<@Y66*Q!bblWGUL4m)#$HG}2l>tkTxw
znVe;(o<nr;v}u6!FrFyoNFayf@Zr<`C>0*XBQj?P<I_odd?pFZ0Qh%ySDKVsZj}!x
z7i;)SghX*d&?~Q@aJ(jF(X>mTW#@t`)}j+8nP$aMhE>rBC!>UOw432M$hm(YZd{xY
zpRYLqAi>wK7QB!6XdikP@$=VsgimI8yC~%RhjPTzfb&;BM(Kk<n+)j;kJ~e(zeM0%
zY@5~#C;?Ny=$xrbdi6Df_5H^P{0{ss+kMxpL_S~8|6(D86KwL(E+>pB9LHP^AwNRg
zv;hmOHH==E`Fa=lW66KJKM44+*tZ>!z~@|ktPZBFfcL18JGqyT^*g%sVNou{W!rtE
zN<hx~u9v9Q`1_~=hWckyD#i_H-ErLr74fdMWq&N>ior}12<9%<teIh9{k?gFp~t1B
zR?Es$^cT-+_NBQm$>jU;S*7QNIA|cWgc!Zk^M1k+->{1^FZPh&BUD%PL#ET9>13xI
z!U&20m6g{U&7u7;Nmr&yyZ0oMVg(P)8W<8ROzdX-c&9{S8fN@tZG8J2*<D$#ID%sm
zT3I|u3nH3)N>$ST*@EGb1?$+_1(dy>{FN4a*({HEV}{My;#h_f(%6e>yo^GH*7;sw
zwLG0Mo)O&lg91|Oz+K1j(kd$CAf~+sLKgRDi0;FY;(?1UD=(;*>*h=7jkgl)U%!Yy
zCQzaumF;`Bye&M!t25sRODqT<-aM5Q-YqUw!Bq3<bwBF*t^Xr&R#8f`3eTMqR2pYe
zM+CKXtTGh%lJB`@(qD)wv()6$7Z4AJauGMG`%s}xo!uCM6Cp^5GYvN$C=9K;zEW7V
zi3lKlUZDfOQ_l8%nho_ko#NDu+q?%7Ys#9v__E)<^T+w%qk-N?W%n{Z&&#WdM!E>Z
z*_zph)n;_nxo0z`PW{CQRK6oNB|wGbgx+ku>)C;nw@6QPEqa=~cfO&%@>aW{T0h^R
zvx!o1He~_>ZaUV*4P?7|+z4fG3m|P5N@-#_mRdb>yP0dzry?1-1;A$MYRx#wWXBHX
zGDVbKra%by4ZEVU&d0}xWH#Kc*DD$Dgtgl}B|%4otg7q?PTleOBhfCk?4V+o`kq;G
zP)400tF57A5E(Z@5o4OjDAjsid^n_rIzFhow#X*4rQ%B$Y8p~}W+xz~2*M=NX96jY
zM0hhb=$!uz8(<lvn|ATbB<SizwI-bA7spf0bdg#9B^`%5Da?XsZ$-F(mzNuqlWI0k
zav401lu8nCNAIbkhAEO@X!B6MYt=@9LebT>qm}0QcKB`<SjnZKJ8>YM)iXZg6qJ^o
zkg7dUokpM4$jiLsTm{!vaWR;;q+m}Ii&BEJlyv4-g5+w#EQtlAFeXk&Jxne2Th`Iy
zdDE)iEYph?mid-*PMmWKIN3Q6KAw&Pp%1&Uuji$XXUmd4&oU5_r<vwPWrvZ5TbI91
z@;<x~TV<r7e_zV&gz7)cblUM1{n5T6-1HATS9^VrdTr{ay05GD>m_AsH5H6y2jD6v
z1gGQBE~6x(%1AhFgp;^sz{t)*oA|4=_PQp}?A;0Z0*@z#RMT-niVRT5qPQcePp(C?
zb>*Irj#tgxcf<G?nemc%cHE1IW4fJ{0@hYx#fULga|*pZ-^wT#0XMuM=`)giN*#Gh
zRJygFb7W543t>V+%*8=vDZYojc25aun2vzajuc5d-0(<;8!x@?2Nu<=5B=G^3F5AM
znOyzzl{`ZySzGWpMTNpD7;Y~Z!QtCghRKq?xON9~HAZ1Wx=a3Dvvsk<sxlRt@u0$T
zdYO8Iw}CpXZ-U*HE8MP-V|d3AgGKq^FzhN&X%ltgr@{3j4FzsDnT64|RnL+^jaLPy
z7hq(CIpfYrY&vF$3G#@M(x`)oaVNN)q~Gi~hQMa!r&k&&n#Mnb6`?B+Pc?}Rj#=vW
zn<O=^K!&Zj<ILzTZ2tr8llD%<D8iMN25jkVBV+nJlNCN&FzcImjp&ou%zsDI>L<0#
z{Z~5`29A6aUBxop|G*lF@0AK%wqm0sT>9-@*y8qnxMAEd@-dC>ck+m@czxmN%U7Bk
zQfo=b(S*8vmR1$EAd{86ltF`e`dnIyx>TJ;&0xQ#O^aIcXG)Xy>Dd>(%!(t(;$2v&
zfGh1pPKqNxt6jM}D4Uvl&})M@m-q78hZ^qh;2jg<eN5xOXF_mwEF&tlKxtlj{3`U3
znk86AoMU=#7Eo6MZb@?yZktuT(KO9n<!UoBwQ!#=W)P{f1vu!u(dol?&x(ItEpy4e
z)$6Ws#}59_!iP_KDVR0z<t@N!ZQ#NChSvmqql%EH-<WOkaL4)@zU=0t^n~*H$fPGW
zl9OL3N2NvIxiJ>>6jI<2k`Y}raR2Y-8RzHDqt`#^(d(}5iIg6p|B_FjFqBl*{I$wY
zzvTJfFj6o1d-nvezFer3S-9feB7CoT<=fz^wHp>9-ZdwGS!;KN{fIaxzI$;`#dbjV
zhlvvsG_cQK(k5_^xemPiC4s+U(k*`sa%78!aRRJ!$hozG)k(I)S2qx6(B;QQ=NqQu
zJZt0wKbJ6k__4jtU#Z|maMxU@puUF8etB;b<dd_3xUswuY^Eh4CBlT03fN*f4_~K(
z2XEhbs~M}L@*1UktM)4XK$lfmm7Ozv5*|a=NO?;S5;$CMRNtM1OA6ogSSe7u)0i!<
z7eL~!EW49<(ZE{(r9AEJ>8_%%X4GWRqcJ>{*98U|>$fr%y8I{O2fHer($mk@f-RMO
z@l1YX1?Ln6inj)0kbF|u*~D>t?BY;s!h>%e3L=X^m5BOcy9Et|*!MN}?Sep{Ci#1n
zqK2AZx3qmhUE{i5?ts^A?QQ^rIW7jP@L7fs3~o4-*I2({mF!-JT~(21y5A%(_&#rQ
zL0&P%$`rafM|&e0?~qBvkXPM4F2Z>WMEj_IiiA$@jNsM6y@|Q#19!^J$d0)U%j!-9
zB5oKT)sO2b2R8NXO|OC&QuX>4FRD$VuUDXs>4L@fMb%}lD-{PWOFnIvCaQ3b<#b6P
zaE@Nd3JUWMQC5vX@_EYSg9yGxm!?|FZj=}^U1cIXk?P`{4GV%lKP<FXSi{-@NLrxy
z-h&%6^=x9w?r;w3R&26lh%KHwyMDT_I;|h&iFrMrB*Yh9ZTox<QwST^RZcmDO-bx`
znr>J)|9A^fB@@X>F&_`g@AgSh;fkrgBoCt>IRm^yab(w<xH5I<!SS^G5Pk>q%5cjs
zYrTk8iR>(E<$2w)ENmeN_13GiPz!RwH+d+Bd!#>qkJ1$Htfjmgd0JHy!Y_cCbVis}
z8~LD0T@WrHL&F>R5xW9JrHBKK+B|9Vc$Sa_w-a|4oJ1TMH^oeQjwOZTXE|xti|X34
zR{pmdyj^*|bR5_9cC43hF31RdOej6Rt^@Zd#81=zwzFYxnvrK+FBb9XULE3!E=hF0
z7?-sYWh#x5Z*k%nTTDxrdXiHHjZW8V0<reSC3?X6iTmY>BVRV0PiR5m$!sC6s3Gg9
z)N&x_2yg928}j?Gl|2>x^0qU|u4W}pX+&1h2%8Br(ttt@Z&(e<^-i6#KH5J%CL1qN
zZA!BhcSWcQ!>GDO23;UdCaizcA|r>BQF-_+o`Oz7n|2PURUt8ScVBV|rq~K3fb<9g
zgE+5^C>!Lx^s!m`4lj8Kx2Nfin6ZZql9TmfW+L--u+i&a8%`pIgQ?OS$c8%kIP>r|
z3AK;W(AiG;y8Zlvyr4xYFd>IAw=YiC<IOq8^g|!3|Lgc8G1o+8JhlLaq0b&#nnM77
z8Fd?4n=igBz4q(nIq%Yd0FnVREz*3HV>apbl!C$N{MwsicaWp4V-&R$zpV9VdT_=$
zhHqaCFZbo22xZ9OAaAqg2lZKPR<%Sqq)!X1ILX?<2&BkdoRIkjHyg$*^xfr!A~(z?
z#2EE7c=GxPi8&v;&2I8w64J1oS0v~dF#2$~^@QvjRHL7om%Xulz5*T^1sQ6-K-FiG
z+Iw6fV*7o36Ng-gKHWa)M0?KZ6=7y?%>y4ai`^h7Cos&1mZRiu(cSYsRx`|SC6R^3
zw61)U=6<`=iK%|<<)9NUN9(myXDMf<ojFI)$dgXi=9-+X7GK<(gq5|z4)??Zn}C`d
zM2XZ?zYgEiEX;M<r4>D=?%{j{FkmCSnH}1klCJ0i+JtX@&El@QB45}rYk4HLj`BUh
z8D<&@F$_zJxR=*6BITG!Vl#5wG+Y=Ob*U)xwHuvRUd<MFBC1g4NMx_9-tkGt8@WpD
zRd8VGT&|KI+P~f251&Z7bh#5VjhwMe&0(21k{v4<;UymS<%g>X1Ef{D{=#M9@2kwK
zXWWo>;|PKF;zYaAl&7;bm57|;Jh5<1k=|;2{q(v7jU5nY!hR%mV5VBR<!tv6%q&B=
zJxEj}MI9yK-!2?~BTm&!jg9t<Fh==Kd-wU4Hym{J+!S@{Mp3?}Evrn=bH~f}d?KBC
zD~OQYAPoZ<q`b{##tuF-yu&PEOBaeI&9@-eV$<~`dN)Of%H5`eM%Yt}Za<AvE&2}<
z-U{#PYly5p(~kzddRnNu=G{t=t3tq=6q#BAUQ?Tw29T}@9~Pp;n2CTZ!4L*>oShfF
zw#(f!+-&pSAgN+q{!z7M-Q>_Q-<Niv*3kHXc%KncpjV5C;uPm30k3uDS45w<fIgMa
z=0zPVzwR>>d~VwQ;)>F0CQFU-sY=OpO2!f<=3qxXyp++`ZvXOt&CMY5mUeWwnt{}T
zG_a*hd~2Oama3+Kd~tKuVT7fwks=c;G@->W0@45r=bjZVHsmbvYS|ClQmPUh(p76G
z;6Na(E_TYgX|UTqbhK-JeAcEf&(Rstn=2Zeku57?v;W#lq&;3&#h!>yXTwGKS$JH`
z!3Mr6IW&HT+Y&{{RwiOWs%zBYeEp_e9eri2L`Y&9QCu5>-%I}G#NNj2yCuox<+bf(
z#eT5N9SEW$r!>-JI2mdU=eDc-4+!`{qSuuV5|OkrccbML*DD<Agmdm5ccT4|O8@l7
zp446*Y-bsxXY32)2g}@Dw;w)Q)$p3s%TE`!motfs*&kN>9<Ju8k41m|%UXYeCw2Te
zKXw#^R=~8L=D1oU+Jjb}6fdWHBdm_3=O5Oo@`g8+@N*6cycr%LILrS;`*6d?6H57e
z=%vgLS)re+!)KsV?dIcR@1b2q`~RcG899a*Wg;5qf~>#1`O5v+BXKtJdZAUP{1I|l
zQyZm>q*!y`p)2GoFH%3gCnvWR@*djbjqmpTs%rh#h+!4D%+dLI(0l09VOg732C?gK
zjm1aBJnta@<;L$T9{=ipg(bh4;bWYU+Ep}uhgCIk=K33Tazgr<GE52TYV(w5W<A(s
z!HpW!8s3qj8KwA3dHr*SK>c6XY8}d5KQd!+clG${81~2gHsx*tg?v9|QVI_IgEeiB
zD@$hJvlwLChLb0c;Wqrsas87<(e8i0Z@xg069Z_Pur`yn0A?q8&i%?Q{1uf9;5b3X
z9`dyCW-_x{EIsrswl~zjvW4a6<cfwvgQZ#p_ircXQnph^pT``kZy!zf|E}Hc?rxQj
zwYqEjdE|vR<PS~+NZyV9>xlruh2yuPASS=o@2^^>Evj744?B-hq;JWE?xC6tLhh6n
z^{V^>LtLOZHZ$^qmJNC#jV_|S4gX39|C|r_KNwBvf}9}0j78jP;KuhigMZ}?{)*Za
z#Mw6>DaK-!XUj}#tlVFVxNVQ}ukaNr3Az6{Xg>LprTljGZ{haw0~MO*Rh-Egtc#A=
zbB8)V*6gR-9ub)fAGk^ugMdky(5ZdCnjS+hK2uyV`xOFQA52s72lMw@=dX14=lUj-
z-<5(+Ed(bwlN7u*x8a|!Z-4(ugT%H6lia`U0y{9j-SNMJ_D%0z=CUr_c6E7|ZV&R`
zmF4{W6Fdvpy**3&pMEfXx!r%+-JdaB7KIm<X{pS`Q1gUx#>#v6<<AASzju`E|CT@V
zgGsuhWOtP8j*{I`vVYD~QFfH<wz~WP+EKFqKX_=kqhxn>vfFcZXD7R}lik_L{%-}w
z@9bpXdl>)Uip<$jvj1->+4Cb=*Q@$Z4fRd8Ou_kc>W{FWV%F5T=J>MvsddxqHqX-+
zAu{wbzN)oP%Ps}kk1uDQUDp;Im)?lM&Yh{838~0z6+622zKH$%T0GT|#`i_u*SbCv
z^E(I&f8Y<J1R?PuViAi1A$5rIAW7*Y!9g$PZ5rIzoFXa7w4klaHNF!1c46|0VOQpw
znnpbTlJjQ6mxEe?e}xR#w2k&HK=xgKKI^}M4+^uieaglMMbEeV4f<PUp1c3&$OQj|
zHzrBjeqrzE@6>!CLx-M{yZ7@O`|iOFXB)3LuO~GAp(Fes6P^DyVO(&i0NW<4f8(}I
z){M2i5WN@Vz6BU$uI(E5;ACa7#|o{uH)e_kqVrIP<<N~Tn?Cr;*~G^1wUQ|`a=gOr
z5$B~*PdPDNVrz+Sb7?E2b<G-*XFp`hw~e_b@^i5$MrKYSODoBqQ8**!TQWYn5j{i;
z?q14HUsU&Ad=R_nA7k({LL(Wt6xiL6**enFZUAp%YrRKI2I+TA1*(_XlWZK-4AHpx
z_lWmY6N4ZBA<ay#{a2d#_}vu0<I%r+H>DgdzUR?DW7>DyM`9mo;V`t<deJ+iHm#ao
zEau5MGTr!67D9*f4!{T{Xy|LkiWX^i6GEkyZNFLeE{9J(<k!|tf_eGxT0Q@WDKHV4
zel{s4VkU4!`zOR2M4j`NJc84^xBXyZ04KILTfcyydb3MeH>&JT6P_<SFQuqUUd~r?
z(MF$xxG%n6$7`zm<NB7%Y?0%9k-^Cy%pQm3kTb1_HSPg1^!p<3YrR~qX`8YBTM@CJ
zYdwd6eh=a8a6&}t`}NFha@VC9pJm%PhUflpqTRwqzY9Vr^l|blq38eS^ufQQD-ExY
zb+#rK+bnwcDoaeZY$V($`XE+mJb^fUbgZaSHr`Jb7U<B#uh>TR*#cbjob?EOZ!i4k
zOo~5ZQv7#~pp%^Q?Z+a2HoG1eAaPS19bv~&G}+_(UACV)mtSq%k0pf#1Q4FL^xL1w
zr3MLaM1^rI8;*ux-Cn+(7&@8}TC+j&R(fnm2(6?C_$o_HE|nxC)??mjpHso=YpR^r
z-f{E*$Ap>+{EG?2(HsVe!7;M$Gz!OR;;5K+MiYnN;7CjBPT_xt8-x!+JKiq+btuyL
zPVp9t_+pPm`AnOV)0TxqK&Xte!L;?Hx*M0tXL9K^8=N!3i*%}79V8~++tl~oFNccE
zi2vN0`H{uA<Cuv9=jATh@3sPMvz968-pqILpwI~rD2H})w${NsLc8|rg6-_HDbPzZ
zN@=jMZI)68k(}4zk432@{usfPJk??5-<GsiF?IPp<aq6W7wxzj<(XlJBPxZ29<I3|
z0V>YlU{kqmr-sZ|dY)>r0&{%lGJ>Ywiq4j_JHJ#G-So~(T)o+iEY=TIZ)w>0a!RI)
zxKsSU$eC}VyfaeEpDFQBGkpld2X1(mX5+iPU4y|ZY{9^<|1@It=MnIa^u!UAksFtY
zpQ6ey5|$58l1{pRinYTkH9sK|?8L>v7n^{<!PRe8F7!(!2PAjr7sH_LZ&Gt09(USi
z<7kGE1?>_ypP1NEasQ>Xjj_O-x0O%yiF~rkjoYZ8Co}wwC5BTLT|}aYw3dRuZQeF2
zm31aODR?wApnF0|VZ><UX5E48ZIsyQAf34>_*(OlV_MjS7^tYJOY(cv<&}%uol-Xr
zxHMaNWgDemYXj6=d%L+%((YvYCY8bSNC>@+f_%4(8R{l2WlS>Q2Oo;!G@o~Dqnftw
zjDYicI$zG(x!Dg#mhx_}OE`nQlIfh`98g&3i$pV9kWi+Htq&@6lU)E|=qhdjXu?1K
z`a&-P$=+CVKBEEd@w1u`c@HT7!2dzC^1+Rt<s2uJFK<<h=*VSSdDEE)PBsM?att4G
z?iYKSZ3NWd%`2ALW?-y2r5TaHKDysmdI)JC#BWtV4ryc4-DEHGZUI8t>l)}w-GYJo
z?;$AQ&ww{%st=hngy89O%bR9Vty_S}|KdWuqago9(_!W>md2;K)j4F}bdw<_)XPon
zHs{S|lYchx`ZM?EzzwCm7jxNKOSik<*jqTCN*pjj7jFUPmI7gZ!Pm2v<}&QWC6Gfi
zD|+_6Ilc=SRE~-Fj`25><+PI3&f8CoS@?78zX6W@w|((Ci<DI>Bo=Dk@y_xS>Pjuk
za2X2uVJT{oVaX?_75#1N+G=yR?<k*N_k_rXvzx{O57o_w(ChCw?s2E4r#Ww~?AyTV
zrOVsITe#~C?PHZ8o4NV#%t{rGS@|<@Vu7f6pzx1bOYhs)cu!pE<t(F>bs*+_`%UkO
zJ5qQaCDoj|68ygX==a27S2c4McW#a|awK+!+cP!_Z8DS%?!(hLHqf+3_!b~s?ffN<
z3F)%%SHaO(Y_|46mrfVAU*c(L4lQ$W7(xY3?Jr4v4-o--|C8wQp1%n3=H`^+O<GS0
zhGt2#lSlY0v=fWQD86Je(HD=OrPtB771n!5jO;kXJ*y2j=r&a=5xO~hDCx>X@7;5U
z02?q6P(-q6@#d_yI}Bo`!^q*Dm6Y%rfA<#WsK<vS#nGX46-jPvzE}9^AKsJuIKU5e
z(~vxkiFtB}?-e1{@!T%|?8OTJp0Rkb%i0nPIl&}l$WI|UOd*4=(^%i>h90`uy*2i{
zzY$Pu3-E^1h@o=GYo5W7LQbud{~%xC;~n_m%D(W<L)w<DYd)K4?DcM6gO}_3ZpLe0
zI>8U5(spsWB;;0@6a2$^OmoxX1E}7{iFHhPC$2r{#PwBniv8u0&O?&8p3v7IgSi~9
zo3oPkjvY@vApTL1VDI0i*}7)OwZd<#W2k=}u#er?`t=Dh%9VF*wJ1Xv@nUWZJcBT!
zobe4^5G%0^r_H@U$4|SRYCXhhrA@PK?WEYfRd!?Bsk`Ss+RXNaePNdd>ng_cZP5Ni
zPqI7W(tLDc<&w2?fHb?_odI(F|4RGvs5H{_T{7K?oi>R>8`K1sY3*p-Lr{r(_r#^U
z<1$_ZG;SS?sHnK$u8~gCQE<&-6vSmlC!n~+xNk8=L`Bf12`=Dna9?nZ8pX?;d(WA_
zes_NN{Qj$|^HrUyQ}w;?^FD8V&!e{;epvv8@Ef9|2Xp$K1hn`;fBOhwCL^yVG}m2e
zY=>cUF7P^uLc%M!^q0)x+&pT3WQ@4bcJ|!U_aB?+6l_P2{BT#I%)|F?4UVs9TPU!l
z>WApfZeHhJDMUw)<aaMgH3L)<dOsN{1obQ^&G!I-KsB3-`y?6$Mj;`vrEzgCx0N?%
z5AE+acrnn_18?W{l6ANQj+|ZuO23~S4Jt4~*t_GgG>o>knJ~HTM&ofobwm=;GhkAm
zIEzz)X4Yy|0!f_BIlam@BR8OvfJ@41rjU@*>mH4%b2hJf#+I5x%zEAI9z0XV#twad
z3h>)=Jq4u77_;erg4nxuJ~f(V+0pA7fp;XkOu``Q6!0?vMK+*oSzRiwbl%dk8g5`A
zN{*fLM7?A6**&}{&ESlBh@!hIEG5)IA}MxDRM)iKP2$-o%r>6_9&w^n2dfv3T+=Ct
zi4+avvMag5I;7r-msdT=er!=-*=HBte(@Bb#I=QJNQ>i>njfD6yk#d6FT!umjTCa?
zE9iS+Z?6P%Ds|uSlpy2Ig{I1(bJbk<FeA7?(|pTm*JbMJz5VT)*$uB(dk*r*U_HYL
zp0JeTe{*GxHL{M7E%L|O^h*%HeW$)>eLKgXj%KUAfRV_&x+Y0WMqUt8c%)n^6NacM
zVaHC{7O<kiINKZ7C5vV=M)Y1DcF$dq&G%@3X6mB8XDL7c4;`J>#k7!Le`z&Z>a-0s
z9=_FF8-Wa84ufIJ>(jdI5Du2gkVX@HU}<%8cFvqk`sFVDLPVR6Pb2}DJ*VXVkZ*pL
zUE^;w*5f8ITM^L;P2Yxw*@cNE>#ichzL&`I!JFRNZrwiL#!;UwC!!&rbW2V`z>rP^
zVt)q{c*Hq*T6;WRQ%)lm&;o;qSqneh-%^d9+4$lL5|tYvuf_ZrjWU5JDMl49w>oY`
z^W2%k<EE}VArtf#LfLj`?ay0Ze1Et73BRpU0l~h3!eAmsb%_)rg;LZOSe76RE^52B
z+~eYW^a93S{?I1tvZekm^qqu6E$BlS*SmbwHK@3XY}_dzEGfm!MsAQzAYJuyhtnI7
zzcogg)a3Ob(%w(EDuU1<WSVvhiCEM`FU4qLF!#X<7aP(PZsEI+l|k{;=ZNyUaluM?
z{~OO*s(rM>DPUQDI{`KoN0jwVC=Xg;pcZg-o$1HB^S>n^bKgxhdwX%C*l$zRtLaqe
zWjCioP1y3XD1N+a%TIr{M*g=#;}5DoGUsc>ttq#$BXZvjE>iK}l=j#a2Bs#foTe+;
zRM${=Mh^xTQVuF9qCZreH41_<MOUC9#(i$2f~A_ZJ}#}c1k!Qx(t$rS{otVowB1Ag
z3hU+&D!n!1om)y<#OQ|CfkllMsW=SodQ=Z-k{pOMzKPDe_m91yuvgHZD{4XcXzdRZ
zG&7pm=4wa|n}N|eYJB(a(DPqy<$PuNNvBwK`72&RmvT#yeVoZ#H~dTl`Rl;ozBvn<
z(A`Z)2Q!S<!P(?}!}bwdKdvJd%DxZo`Lu!3Sh{@Nd60L3twpJ3(f%m_L#P~0ha(l9
zj$V|E-ED1(On4<~A=0~jl2`fQN+-DckjQ1`O`#)CC{H@pVr}`SQcQx6hqY_8Z2Q+a
z$*OQ`XcRG<DAY;GDn;v*YJ=LCB0A6>6;!a^>t+g9Y})E_lBxK$GWNkFO4vbxB!71@
z#=A6G5i(3H*`^>#l1Jlr>)snac&A3FXjqhgT@a`7bT*jAU8w{4)Rws0^}6vJ2tER{
zx9Kz`*B76TKiuLjRh<GRkwR(V<LyT8OUz&&{ee3cqpfd$>yI&m$rT-6G?|y|I>YV#
z&bmw-(lDCl{NEXsaqo)sQ%AhBpvR9v<!>gfvC;=17t0$py7l2yGlmd@F{6mW6>_g;
zMrH88yHUwJ+r6+;z|8Ao=$sj;FLG`_u)@Tsq&qlNdcE84or`)#-fJ-bGCy{L3*jyw
z!GUTZr^9bQVUi1XrSgWo{<`zUkC@IGrjr@SI(O$d^9IgNFtL>nZDOASEW<m7x8?pS
z{-P(-^}@l+?0#*%TH{u0ex6^+*)?k~uC<M4c0u4yn!~J3QU9%&cN3zFyL_E@n1s}D
zr<rJ$Pfne)P_J?@C5T~0o`Ol;hqquh-`u<D;&!ah-pwoL_+KpFjn$lV%P6LjGutql
zjJQ)knd*4ScYLQq@1)#Q0PwYN(VL%t-&<sXaupqPY4?bh%4U{?lvbd0gxCBT@}qV9
z7msJ{m3G#BdM|{j46v7IRZ6!Vb`jY%70YB%5JNLIJJiWBFY((Bu~q2ILQH{2|IXAG
zALB3N1EUOvbk0Xnx-i<Y=||UTf#K}xQ$RsWz?E2A6HaKrA?}hCs+>|@%FR$(Xxl*8
z{777;cyPZM_<Xi(ZPv6_6*_T_Dx<dTKPNa%q;Gk&($Hv9dNTMhm|le1mb)c}^i;`R
zh_5E~N41X{i&1ML*38>)s#j@(q~n1SBfcW|&>yq)+uSgqdN$0f{hcMu2yPES5L6!M
z5|{IB#2_a2R#EQ-+^e2@HTNP+L}l_18}ZA0Oir0;*bIe2A#aD*JMt+Gwzk6(b0ZWw
zd_Hn4-N2(+V-@ATuJOCFVk$xc^$f~#uG;EQdH2!t(hq?}cu*1uF`U-kbP70YXV>S-
z+djb3tQh`THIp2KC@;*uG6sckcT?O&2bS8>ANnW27jIpZFO&U|aAtQzQ?D*pSf*S&
zT~^ixK{#4y5^^~L$RS_d9#<1r@|Eph{;M$X-#dP(d4T$4%ti~F9Bcfyxs`Xz-Wdv$
zlqSuB)_N0%9i_Qs>JA3uPt(-FQPQr_-@iEqF{*U5Z1m@Ee3nUkq&K76%6cStrTK7i
zBZ5HIF%xUNYS=egK=fn-gY~Z%rqeP|^#-u_zD&6K*DIpnEGe5-5fF7Or(phLaI$dd
zr&kdcFk&m_Y9zAymsq+28LqCfz_fGO;ms_<p-!9bIK~TSxc9m`D)1vbMXHe-OU;0~
zCmWy*N1O8~b>63dUAe1W*mhWDW7H&awX}l9z-AX<bb_DIJ{E1?uBl7FJmMbsr7{=I
zUc<uY>O)2s$~#RET|81&n;ub`EypUfE;Lp)jnz;9DpfDWx6rf(G~`jY8Bu3sV##N_
z+~>MJ|M0&4Gg5N6aSts3;wC$s+1E?0E;A93KOcCiIq&7j`Y;O{GN_YxOX>DA8!!4+
zY|CTH;t^hdxPl#(7#VBe|9aP(rbjPvXW~l}+IP^fw7CTPrFdD5!`rkwuuYwo%Io&S
z<Xrqy=Wu>_<v=+HeN7tIBZJ@A?uL4AH;NL2H*E*fvz-%DtW*<cKYhwO1#F$ESUkSV
zKdc4rE|hmm`dk83E;N~wIW^pjID`2x0cvOwZeoXTZD+dh8`cd<^rRXASJd%&AzWqL
z#L^@j1G#1Vuq-4#sU9rAYT9H=RdRHOa<p==nN35k<vXgC3S<vX*e_eAV`a+zQkP>m
za^i@fD~k7Uaq?vOG1cS?C5rBI=t-3oZ13^};(_%biDu4sBKQ>n)m0Yza#hstTm@?~
zlkvT3_|!)HkIP9QZ-(GVlK~-9=nFz&qMj(esG||#WLkYD+&)q+D-M!4ua>{;Y?<DU
zSM({g2BIfT`hM@>akI*&%(COeHlC@A?EJrp3%srk99;QlZTQRO72Q_q6uqpijt>@e
ziMW*M!=dSw$^`++-5vt%vU3#5>!i=;$lc_`Bp@B%dFNbt#`Eju6MH9U5al4LagjaT
zi4(mpgEFZKxkC?m@oJD)xAJ>L$`MzT=%wYA#_h-xZY+5UT_lsuT()EF08MtI?+m7@
z7RI<d$b(my78_qIjqbeMJJ_-|gwAMm+vnjbvYNM@;Tmi=b_lV+)pBrmQ6ZjS&)#jy
zZ$`9xR6es>LyTw9TBhmLrW2?d)O|Pp%!`?Y^xrL9e;d8k+pF5N5ShkA)6YM@&qJ9(
zOj%o|f_>H&Dy>wLQcNMI`hPcf3iz@S=kIX4>cIGU@G)Jn6G#z%(we=|3ARVzuhS}s
zpV5SWHv8D;N~GpDB+ce?+Lme#j(Ib*_5@$KQmH?w-PIn5+~N|26_hC}8x`zTKhuxh
zOw~VF&ujmRDX;`(F$`vQ^dNZTXkaOsk+5gy#5oL>iIJ~;JzE)ipB#3FJjQPk9jujR
z+DATO`ZY@8jP6b^aNQ5Dk#OGkes7VgM#`J~;rV2&%lA?X6*Xs;F~T4+()YK+op$@4
z#|8iWKgK0(D_g9hx{6%<M{!S>PR1YO)1Y{Yq-gm*!oEHJXIOgO=#fpJ9c!zD54PLo
z`dHfCff8~z<jxZdl^nad7oQBE6B=e~XVL91-J}9{CcJ}5kTJlhnkGtj)YrVG*X?`<
zsCBEaR`^*s$d^2Q#3Vd#*a=*d{E4$#eeLh@?e9YeNfWUCAU<Wo(Q56}ca4@p#`GW5
zT)SvThaE*AxYyK<>7;LMnfzTin6+xyub(7L^9jf=4Lnccqf)MtB#1^g;3*&gp?}M;
zsieMJ`fY?G@ygKc_Y>OoIs8^XixJHQ&B{hW6hn_(V@4MGQ@dQGpr1>=G|1OBK5UPy
z7sMX5GekDu|CJw=(EciV^V*4LEi_Bv88#H>N#)}vRgSGePJH*fbn0*c2CY>BeN$E4
zr=tc-6-+#Bq?Pmrj>rBG0xE(J_06xOhYA;Z)89sO`qIM6=<JKGQb?kDT+Tt~Qpu4l
zA4xoX<eBSNGUmDF8%ckU-j}<B+4bs1Z_8?l*r9LC($Obi9@q)7Ll4R(l?>#vq9XZY
z-q+S#2b&(YN{}nH6bB;`qq^)t*@;dn;!~-fC?dMpt<bEs$K^ZpHWdQ9nHeZWy+muq
z(H7Jzma>lPosP$)FT~*;%KW>8zea>x%wK95cx_%Z5di&_?};<x!mfA4#!c<=P_h?n
zZSy0owh0_}Ztec@KMw9Zp51uGvCMZ1*5BWl*=lt7WF+2khx^$6Q9?a*a<dJ|i=xdb
z$)iHR7IDtKW+r)*=B*S2dfFa@kEK=CX%w<}QclV*hw<n0CBte(ffgC*p0CQg#d$g)
zf8FNJwt9IghkJP^HmmGF)BnNzz&BHp<mj1w9dNilr{#;Mv)g(r3#eEwJ5UjqCC&ex
zL?JGViZr<1H*R?&VW5!nk9#JWex2@aH~~Yut&))}E5o6-&wGL{xx|QX$y>B%9xf<2
z2Cv50;~#g%TGoPqe9i*vcv9LwRm(n8zD=8Lg7*{=(i-U@?Y{QZnIO)M%afFXYB+Ms
zB-|Pbl&RD0u3Ouj<NZ3<btZJ?#(t#L+4__dC7FEPaHiR!00=ZCcrFJ|&{`;u<^um*
z(f9Gdi|qZv@IC+6!LW%e2GyN2Y~z38vyiO*BXPU6NoH$+&zzTg88D*PmBI2W?aheZ
z<;DmgK#j$}v>ab=eaFSq8jZ?(BfQQ&yKg~IkhElm9s8g(#Yy23cczSJN|3?EyCsdz
zP|G}Hj7r9sm+cv}SjcD&KhQ0pV+sEZlLxcIq1}?zGz-G7hvziYYwlI^vOl2KhmV`I
zYl|+siugNCpEaLg8F5A3|1l`Y2K@Pr>N9*O)os~1pgZ&v*x{V1b;*;#@KGdBrNF<G
zJUzG*#Lyb#lD8|9K4HbNHSnlOgqsf(1V=y{n0=4XKM2AkJ-!j2h-9OKgAnrKL9&uw
z!N$GydpN%y|Lde}6i!=Prw3@8C#fHoQ)meP8tOEi(~=a=snsbgt~_wc0X<=499TIo
z6RBRVk6=P_j*dlgkzUW!?aX;?=X~D7_p9CkA`|#!-XyYmx`s>?;bNjWG8pmZs%0+n
z?O@C~7?=?$SUIkRydQnS5+`K!AIRrAxlD`^g(OnRchM}#CC9?~aEvF-7{VO-w1ryj
zj3Njb6%4}q%ilgK?41JK2?sK9zLO(_2<)RAsf^=csFz2*1<q}-1)ieij(<u~SvUA3
zvng9}l<znXQQ<-h=iam*P!-cUebviJH4_{szGdIz_+RgZp920b5i@6{%fK*b6%x+o
z^=#7Fmmi-1RUz{l7HG|?M^?7G#`-aEV6)?ko_ZLqF`LGZzc75}S>UazF8KoCfoe>p
zsh$0i8F@j#n-Ma~j$T789~yP{PX~#?uP_*`ko*pt)MoVn6V^Y5qKD%AE&8GI<FWo}
z(=&BSf!L)fZJprbIgD+&nT=Ka;>ZITlxo`Y)wlzHwXMj%5}VXp=o>=0r^{m9&PQeU
z%&uh3wI46hNWx?&nA5k|aHy(d&Z!$`1*dbNR?ZwGOgXl4EaQ_-VhzfD)6{kGCVMF>
zgwfz)CWZaHNamCQiOmue?%oQqU}^dRJ-#@r`-6-NYW*Qn<8Ra481?4@kBk^^MwOXj
zD<eY%8&_0On)79t8u%b^@a95d^A910*V5`pAB5phcIcdbfgvir&cr^(E*t`u`WTjp
zKWF+K|1fk?ZJpOyeej~jv`InXvEXjL26e2*o7xn_996uGfHZKzfFI@J=3<M7TDk}3
z(}ejBvm2O$BIs|m2HZEtCiqPuLz9?3M_jHfB^H&@v8DcOUV=?ToL^wF^8iG7cOf`e
zJRWN?WPBxyH5*cgn^am&r)h=|7ZFyIO<DWX2}}5D`I<dk8i&C#p(SOqYe#{~Hs`vi
zQ8w)5qUFk?o}dw{q&Zd<dm|u$^_qov)b47wUTA&UBO~|ZC0<k8e|tiGg3)N?!#LQi
zz=zVr%C89u4(gLai{Ms?I~<24ebx>x&NpyIIKw;sb20~<3BG0Nf1YLI>@futvc~Ed
z+o}l9Y-ik__ZZU+3N>M#0xVW(DMK;PnV>>#9%VmgE>C@=V^%4tSS-Lx$c3h!VXKAx
zwF_Jk-U%O4keC=p7Cn&Jo@C$7Tku$`R}0k0M{mmhA=O*F+lBtfiz0nSmoKNe_eAB*
zBQoWp;MH{?eiJWh;VKuUb+Sy4h~wTVd*kceVK_=@Qh;=3GFLj^tUaHMT`=-&M1Yco
zi|aH!1}3>fn9R6idneGF-Lh3_9DLE4W}0<*^@36y7BjJsk7ZP;Yn6pGI7PE~{L3s}
zhaGFua@&HQNc-Xbq3ybAZv3F4%x1&$6wp@Ptc9f$8Vd&+Q(q12?g!GhIrE?=>>Uqc
z-@Pya(EflZG@sP)Ka23*{EqPbU)jqEbm?E(Xcn-n+u=Q@02g*6bnJnDMOBdK$YKbe
zQT7+6??KYoR}7o4+o{YQn%VS&W%}U9Uw`?Ob@WS3IXSB=tmLVZ>r)MvHbDbtcZk~A
ze3A%idrPf91^h(iwe|e3r8Qq2Wg5QF7e!D+hx*nkxZ925FxtUI^W7b{zm!Mxf7WB&
zpSU(!=)k8~dp1?~tmg+PRWwRodQoT;1|wJ+!-pQaHRpLZBO+F_3(Cw|sVizam3XI^
z@#2^@7xlIUi)7$On(cMrx0Or9+N)ep-sE6I6P<Ij@Y-tE#i$YWmUL`wP<HgDBEP|o
z;E?q1sq-{AvGxvD&5-Q&>xTpzs9x_V&WINX!Ui#dDCG1~oq-P5L(9N#RV(EP8Rn^k
z%x3#xVpP(>po!pPO>C*ok)1$_gH*?4(?%#Ss|MW{Z&ituu^&8}lYs8d?mR`P>`keG
zIm3GnPe&}MKh8noc1Q5(?2WlK7Y!g%79d-3fhnPz>VRZntvL&8=ty2{eZsCm?_6-^
z*bC`BGJ})hQvg!;h*3RH(>nT}*4_YeQJ(&@{Rht%D43erbEPc)qxUNl#;~&~t-^vx
znGwR}&3z6YV>4bBZlGWGubj4;E_3{0VDv~NA=-cKX^eN^*9Q-KCLcVZ+sqE#E17-m
z!3beY78;7iyu*N~NBYf*Ja@-Ou_aAbHyW;nr&$=M-Ax0tzaG+1dwxIfO%l1_rYiCq
zhVjf6$|lSmAK0z<mZ$zx<r-qrnyr)RsqW+Og<N%HzJV9*dMO0CKFuKKe24IX+AbQT
zJ{2o74VvAjxu!+|aR~7N$JE0chsde1EZ%D+2{p;tVNgXImF!}2Q8&9$J%C_79C^sn
z4^Qhu*PxA}PXX0FaCd2qxL-bKeoqk!)VMs?VY|^{<e!r1Vs`S`BPl*4&Pd>+WVp#~
zR<!Jebh+?mmOo!nQ)9%O%i&64e9syk{k~&0<XiP#HxM2xVeP2<Jlw(JvVNlUodQ@s
zr+_X4S<8j5n7E+>!~;`WTVvPpJ~6JT|7z5o0$_#FKN{3(7L~bd1r|XXmKn!gYm>-+
zvW%-d1!&{%tg794B{|I2a9vcXYMTo1Z{2DbXJ{IWWMCb+H6si>9@8y)S0c~Y{<-8t
zb61v3El~)s+&30@OK$W=T<Xvpr<k=%{!bX#I%1<GN;bP-Im=Lu58!-VwYNTdRekfy
zr+`fu?sl7(!H49)Ok~)TGUY(+cM}{#kD8)6u@F-bG-cK9?A5pU=Q+wonCv@zs}JMW
z#YK|We8$^TP6nnbUk;}R?%Z#1s25z-ztNfVN9%~OZm(~n1csYkAu<>+(!$V|HJJIM
z#k5M4@87I``p{C<XZy!p+J@pRqfq<n8v^@GQ}7VaUj5>}D6s>&--@aF{qFEjvxfer
zW(Az>LTgdUS=@piljj^0)@3HMfCx9F{(Gk8ec=^p?6c~9HuGG?hr`scCv|bNVRxA*
zMQ77>$WT_PMJy#}<<e^5{qb7mL+zy{-aeL7?*mTUP=*Xv4Si~Tp<&h*BoXYODNB;w
zb^bRC-kLMRKvSFc!HC%1x8eEs*3s1y%y~%5&ud<F_NI0M%TZvbj~Wm>w60+vV(41B
z<C?kK6qCu0#H$J`dq$gWY}loVdO2*g7p+`;zIWa6CF<pZ#h|i_l33B69Wk<02h%ON
z;OuVaGX3F7_T8&ggAd1v+*+~n67$|`GlLn-o}!|2jEJ<jZsWsX_#fRW+cR|<`s}dT
z{~xjGm+{{#Wju`jrKNdb+I(g-cI^F%cQeSm_$TM1ri`uG0>VGJ(Zk~)yOV19)Vs!R
zOWC@!Nr$sa2_*r$&Pa%dZ3b>CJ1mk*&08QBgfNOeWm9s*mQGPtT^gB#bt94EDcbvr
zAWTb*U=^mFzAjKdPb*(0#e^#B`kKr}sP#ECGQH_xrQ$Vf#s*=eAnxp=Ars#p271zt
zJ|o13S;x+a&wI^N?9<w@<?U%SG1Q8^7=957wLHmneCgOx)Ac-Z6E#%yq4iuHal|tv
z0qs9if9C}%YFemC{a1by+3on_$TGex?xT(GubxIuUWDH1tY;mBwe|--0vyAP7<g07
zzamOC-((;vc^>p=upX;9WvhTKPlsG)I@uw>(YsEk0P0yNv`H$<Z;}Oc!dF{gn~_cd
z!^p19dxDDMcdHkjAO3M`^4f1hk+D%$G5zhNcYOC`kZ_)A$qAc1lrf>XU&wX2KC&GE
zxh$RWZw0KYdJJh30L*y8^6#|?nSCtf{bkvD2ITbKs~5bsE?JIyzj2QS%|s&7J29c&
z?P&~6Mm2}Yh4N;mw2sL?uQJ+SqP)2X1QZGtKlPN_wHnNtNIT|~{Bj+_%cHziJq9Ga
z@DfxH${yYc*&q7QCz4gmA;qg<@_n5FMTkOdm|-Q<D!}Xb^Fbo*y6jny>B*NJ#lVYD
zyGXECP@#>E!Yfm4+v|<#H3gge)EZ4A1hBzrQ}JV{pYeqMDPZnW+<NfZV^@LjHayr0
zQE2n3e`{Q3_@x*n=s;AIhR6U8nIvItboaxrch4WpZWWseV7dcQg9oe80*%l8GQ59c
zz5_XI)ovcWTJME^eNc@mo`)ulh2U}A_<~YQIwp>sRcckMrct@4{j|@IwOln1dN~JC
z((V<J6HB$*@emoms(x|KwjWrt!@<!6hi?fvtq6{bEjach#`Q&!jL&9k1xYi(dp<EJ
zcY*sR)RNQnm;X2${x#rFaV3oaorLfITZ8{SNL%~fzjyxUTmR=SqW?cH^d~gN>YHEx
KpC=Jc$Nx8i89Imn

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/images/image-9-Financial Growth Comparison.jpg b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/images/image-9-Financial Growth Comparison.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..05f58cdac4ab882ad731afa2eb7e75d12e59529f
GIT binary patch
literal 36801
zcmeI52|QG7|Njqzu}@?VqbMTEGL|fp%3dUu5Gs`|B->a=Bs(D#g+!E?TlRgYlzq)^
z$SyOoOpKZT>3)98UH|*}J@@Z<>h*vA_dVlvaprZ#IoJ1^bDj5feb49me#wL631FA5
zrj8~+MFjv<;156^22KF<baYTUT6!oH%D_O+$jrgQ%*4dZ%f1`NA;1S06yW3M7ZQ;Y
z720=5n4e!v;ozYo(sFWga8V^yMHv+-Svi@n2ccqMU|?oq=3!ysk=e_?SLT2HBG&?J
z^pF(VgAl5H05uyGgpG>a2*AO5(o+5U0{-JgMGc{$rGwHlFfxH3DB1;3Q$ZlqG!R-^
z8XEA^zTkd<hK-heue3VdZo@0kea;**cVeE>3m?y~<2>7i6Op}oJAi?ai<^g+Z~p;N
zv4i4r2zdoXrK2ZKYG`U{>*yMtJAc9WqKT>1wd*&mZEWpaT;1F~P@Z0acZ2Q)hlGa3
z#yyBnNPPGxDg9YS=JTxV7cXBI6c!bil$Mp(H#9aix4e1V+TGLJ*FP}$VQ3ONHT`jB
zc5Z$FzxsJ?ePfgGW$UY5Q~=~}W`V!|X4rRjv4M6`)6hU@pkM8xqV@m_gpG!FuQVOI
zx*_z6^X`2zcj!5e$2`riV-S`-i{rd{yNi)aL~e3F{;O%fTK2~b3;3rj`!B=(+pZyi
z8A1hqc@Q=L349@iiKS6f3Z)JH=r!=l<l^Xpv5vi!J)*4vmw!CyL$$xl`NeS`geR=Q
z;7%7I%b?(%gOyR7^^<+mQYQY;LE3iZxMTdJL>&5j;$(BKi^t?}43^CqJ{X@d)U2l9
zQ<1+okhHpEpxx_gR$%*LaKvPU)u(Jq%y~h!*L$GYh77O~O+0bojb6l|0s-BjEs+32
z=F9tH%c$I^_*2sJ*PX(W6e39cqqZc;*M~93(Va6z;k-9*eNj35jP=We7l2ylFt)<Y
z*7l%=8>xAD8Zw8X<u|5rY^qf2iX`hIz-8)KKkI!r=S&MSa3lJQ_v)V3#ps#{H*7)9
zd<UPs>4hSkgoy(y8`mRS8B??637L!#1*$pw*>U>$TZ?{2y5-&lhDbR+i#i3L6pi_E
zh9(IfP^pL2eqXK`?%_tS`1$;iM{6UukftRsiSqb_aJvBol3=CwuIm{Z?6iVewu*4m
zb*FGk_H_*XVhq8oflgAUznkV=3wweRFJl=EKzEdRKzYI-f+Q(;@R!$p7<A#Qyjg95
z{h=qMrXq60pu(!G8h|G!=NuW>Q@BSGiWPZxg}s4g<lybA>i(~EppatijwuW0V~j6N
z0<uNo{Gncpud2CFQ)i0J!qF^ao;PKf?^ucW@&uZf)cJCs?kRj?-BRAT@1kpw#LZW-
z!I1sIHR90zvK_N2bQD71xL&x!nTyBFq=)O+9n=TeYvTx=P~KMr^hMnIo07h@;pBs6
z@w+w89obNYO&Z$rX^<*jG(4YAn8B`IJ?Tsb6w?`q-03t<UmycKW{u;ptj<cUOi5C<
z<)%VT@sX5he>L3nWq=+LhqEW?7Kf6EsaulSRH?WuA2b;_K0UrkI!qFOX-SmAS0_96
zj1U|*-x(%IQ%OO)7!X55eL@U&XE*jhZkBEN^v1^h@(}E~<J@9drR#{uG#^KNUh2!*
z&7{PQpcl9H2cY6+E`7cS>_YPapRY2;(hEh=%f&Cj3%P==vIwdAeTOD5nw`Cqa^2A1
zT>DFP23u+-Y6svj)S#4q&<31KXqb=hWO6E<&IEdouvE&$hf>Exr1Wp;u4V|T&vziE
z;%m?oZQiGFZCN3XOM;T}%f(H5RUStKXkGTU&INp_o)eGanl>A9txw<v!mN_ow`P=B
z-n~9O{d(fAvhI5AVqlvmG?KK75L|cR9?6JhBZ;2H*(r5&_W8O>boQIg9FhPTh(qJ8
zckT+2Y|Sm}B(_H_>r%wK5lYumb?yys`q>`J|8!v_EhP}(cTa<Hbr$Nauq|FF*MGv6
zFf+N4y#&4O3-Bkc!{LhwYP7gkA7xzc)6C{&3%sH&f0Pljqw}&??>H^-!~}-LmM^}&
z;6=EA#pL^ghZC0OxuD|5?<;joi}wz}YZpUPY%7hj-yVuE8BIEVF(o5a+<#v;db+>J
za*K%El9p(3E&H_WX0NlhGk!DbnvFbj>_lX#z!yyR&9#o;a9r4GH;d`V%0oRf_UUFQ
z-*+t|9hclOVz|?Z_Xeigf~tdMN9OQvOowzr_Ya=b_k<9tD$YP(q6+F$c=4LSS$1Pc
zl#l8wp5wAjs4#<V<dFv7Biik<=X@A&WMHx?A+Kahut>1%#c-g=t~O8J!G>oJXJA<M
zCQs4k@Z>KfF}oLD-3}q?W;w1GHv*)WZX5KMF0*4d2F!m+)wkusi=JSJUU7U=%RyCx
zmnQ>ey(-?>?=VBYvFjIwN}v+_mwnO%r}$^9?PD<ZJI^LVebk?}6>0P)+}z)C7UE1C
zsyyqj7D;e>s*drYN;N30G?Os-^yHHx4A-2O89iOKNTp(n^FEIL#e|?{uFKQjUy;P&
zB3k-+4>E1*+}Q2}2fYoufu)-Yh_*t^%s#gdWtYgnR2ea+ehxBPsXlQSN|>tKR6BrU
zOt#NCFR6O}4HU9pm)*TsiD!aTR8Qn11F^a3=o(Q{xZN@tu(p}KOGwzbl$TPxkk_{9
z!P2tEOI(Z~9B&=xUP~}2z5W2xV|50aMHruy55~fI?D%pAB6H=weB#wJQ?WUPI-~U7
zf1^V;ya7(5BFu_m{!DnOdbzQ#zaPQ}6@Dzw8wx*VoJh3#deS`fz)3RD$yJJ)MrD`?
zyK5Q6Usn{`3OpwG2><SEKZa-*vygNx$+xJ|>`+(8m3`KUBZ^9@!KbJ!tSmP1m)pE?
z#`VTq*`ntpxh&K_Kk0h%VQW$cLqi$G{E<;il|e0>dtaxkCT={maD3UE<<9v_bg15S
z^V|k0&t^@DcVcO<EZ4=FAQz%izoX=#ysJ2TdBj-VcITMWo?~BLL-m6>Yf%N*{`)CB
ziS;DfuJ%V+rx@FmvyI(Uj{$KV?xKnq*^+^EJ#)szllPY6^vh$eC9&iLUy0zKQVl*~
zQV1Aoa8S)9Sg3X{S2J4>l$KXmpQ(`STG@Qk6mo8RSSuP0m6|IUmUknR9W+~wINJ&X
zv`5@8+vRdlt+4x?Cb&%{iy<c!JFf?y33Y!oc|jO=ZEya#Ee+$LN-La8T@Tu3jt?>V
zDgAL{d!Bpht6-*e2x4OG3{-vUFt;UPpwY-~bMnkD3>;#97w@|ol2qU3B{q#6!A0dy
zNJ{8*%N;1}%Z;$KDVLAY6dAg!(EjS;^u($}dv+RY!{kaM(+ZV6%$fQ4OzQ+qd6AX>
zR6ewT)xPs%KZ(v>=E?ET+7$(*F6G*6`;QrP%MX9KS}79-tdH{&O?$54dI)B9d?r0|
zS+qCe9|)JHqyYvN(~pxTiB#A<28@JZ{eH}|6g~SJR~M-RX2rFD`^sAb2o1oyJqs^8
z$yJd34xLRnakjMLVW0?x#`7jKy2DBRJeClRi`Kt?X?~2h)c(Ool||GqFh{*&q&RLt
z4Dy-~i03|wCq3gRk=~yhU#(H~QvSI03(>O8+C2F%F(92%zP16ix0!Oz{HY5GJ(sk(
zowc7y9b2zmev^a7Mcbp-puI>OFBzyWHwYpFtFqudb|4u&XKPVpA&8Vu;VUVKFp_>^
z%xzVRo)qjS19Px!^n@%K2!em}-&I>-Skm|lVo0>(wjhKI&~KEGfn&ZW$N*I;QH%`S
z^)@2|X=+c&fPV*xbEVgCr^e{ZE^m)P9Gsw4RI>$HfD@QOW@!<HhsJlP)?q|CG!EmJ
z9=*Jk`X+F=y2T%?qG~R9SB0M;1GUy<fD!p^eZ1E>&`!OilY*lgDo_&JvJ=UFE0_d9
z5)8kqjl_8Nvu(euRiTZQ{0ZbYRz!bO7mFPY`0zS123q19P4%4#9O&<Av$-JltNp4K
zODNcHjd=Fkx)|3OYHjQoOsg-C|KkQlmMoz6!6@xXY0v-cqksJR<kZBDdFu=@J-l}B
zeDmD&*;g{MZ`AtMuA@?;Yo^_Lk;|#1aMLxJrEXMt-sAN6crvhWzW27fQn^@qRovyj
z$bA!1Ot2&a!ibI?&l1wT_{H<nHB4k+`bHTUz<}f3&h9F^Y6WF7;O!SOor|aCFtpIQ
z55oN`;D2Z_4kc`pw9HSCK7jYvBFs(9Zu}-Osyuk7fDClmTa29`eLjq<Y1?y#5ak#q
zhRHn|@J9whe}d1j4o{+q5d+Benei<?<6Prd;$bonlQc`J93}%Nbk|=JMpkx~w}fL$
z8o`OX=K*yMjx$t0x>$%#t$Y!1gKdM*N$;<EU1`uVzIt>4zR^JjG;+N?VcYL(>dAnd
z!wKxy?o(a3z$ljP|5qr=PTvn1^l&vKP5acX&rUlm68$+-E;XAab5XkEy9_lrryqem
z=-3Z0-`vqQTJcCY`psfCdKkIGRkS>fT#+FIOvJ7tSjfy=de~M^wpe-?@K-3y)!by@
zO`8iDuy7y)PcyyxJP(7H=@;HS^kQ4hnjFRy6WLA%#>Uf?Bz(Y*V;p<!XE?t&v3_b`
zpB(^4ZN=y<N&8`mMxrlx)6D~if;Y*)n(08veKJt_j(GU9X0MuXa(bA=qJA0$KokH`
z{~G{|0-%3ukWm2iZwxaEfd2ixPm~$ZzX4?aC(uy<L;=u0nl({oK)*kuqX38kpg-!W
zqqyMy4hSg#q5y~jpx+0~KXM~d07L;01welXEdSH2=ePSP0Qx%s%1vb;_*rs*itMhd
z=tHBroT<En&k~USbpA5SSGG@&9B~|;Ir`lB@ilCTio@g$oKu*ToMt8W4NlF^cfDoH
z)aT<C7cDxn2?cd%ruA$e*)+n9J<G@CwLdw|2+0&!<;3rgR;sP##7x0M1UbT6b`y-6
z`~*r;Izwt}F7rSC2o<psr}GL-0=@)<Ema>tS?b}k!mkx{718G{Wf<-gZxu-Ez)8ci
z^7F>)oKdhkKkD!%uhyYOud0Tnu=kuUOz!4cL5kD){O+3o-cDj<lCYCGdP=egN%P@}
zQq;h?m}}xSpB?}^imwbJEEu~A!+j4olJ*#KCBBUKBC%;0_K8;OvL<Rd3|RG&==Nhr
zF}`au9!Sb79hOs-_UK3$61iz@tLhIC#pS)8oyrT$(C@bpz?r9RxLVs)#D|ow5AB-5
zi*!PR3@zSGvA9gmMiOE2`2v-E@X)<CB`a+c9#ye+-8+j6xf3AKoDHgImPl|EMje;i
zwpKnKe5L>7Tn>9{cD>5(xX+M*=vIHlR*6wHgo#aXtp#7-S}xZ+eT8lY?UIs{4!MHM
z8QHuTCQ!b&1)sc-0}rl-E^LhtJ}r-JpE04i?ObtpN>Op~A{oGS$p}{O`bC&jK?XKB
zsIVNyU8Ytj<dl1K_V9rqu4v4##*9clZHFrB1l?o`y>JBHQswmS;SLcQW|f<U!KI3F
zK<iI_^hoiz{*K30A_E5t*^8@*a?Q1v*zH79ng|gQrp_P%GiBxHG-LYM^kn&IAtFh@
zmT(gpV7P&I3Z25EgNpPda?IWer)ZBISK@iA2?RcNRcvyp;q`%HpPXpk9O_F5cX7+A
zbY4ziR{C-VvKm;Cy@rwQM3@_E_d9gAl2+eF)*lLIZWHvoOfSS{(S(O!vqFgic+G|W
z?)e)%!WSRC`WUHu|IF@t%@bamX)xOB*RH<GG|{IQrs31wI2@g%5n#u6IONsSi)I%}
z4$It$d{2G9Wt=5&Eeq5`iw3W)(7&DP;ER?uFiJK%E+bM`D}rVd^{-M+0w#UnxXngE
zM8(OTo1+d2SM}a%4&L{eE!*Hl%pv&^<_ZQ~u5g<9O=^!G4&FijrFw@mz8#`)-S>FQ
zmeW>7{_|sdN>0O08Rq+>sbFgi>wURn7A?+xT7A>4{r*$Sq4&3S)(`lrf;unL{iLjI
zH9Iaol`EJciQ;gjTHy5yku6#%A`xEi6uf1^<tKzE9?XssiDF3Ch^%5=Zu#6~i_*GS
z)?ITW^1`A)OzZ;h^=L0aBbRIuFMb4yVSlJdtO58{tREKe;Y)2OmmXM?)Is<Pv9vGH
zty!*I*I}-ng6pofZaRJVw1M5~X*A{R;dSkC6j>dQKl|ZAOD|d+_o2(GG@j$*`8V)W
zoiwhXTHZUWspE@qHIxk8KD@Krg4<#q??TdExkCm<!pXqNfuK%krzNXgPMgby-+*hI
z+Fr@g_p2G&7p11|e$u8cWy2|B8IY^A5$NG*B+=Z%0;nnPL0UWQvKSoEadKhqF1+1*
ztM%67KnqYr$E45<J~owIu-pV!W?%?=>T_{U8ht*7*yQXBo>z7?*i(&pO*3y^JvLvv
zj!ALMvd<~Y<GGR<^Emppi^Tvg8LMA|K|Mz@6YfpemHQGM?_NqzILnbzI?aDMFzGWA
zZc|JW#LwhsnlhWI-}1>ME!^jUH7KUBg36PhDnO=i{`WaQ=L5r{2`5#|uD?pYRu;vz
zPy2)Vegm2psyyz94#Q*cla{E%wU%rMRHeq`_-?cL&DU=V4D2TTZnW!LiO9r_L<E|q
zAP6p#_TzgDuudGP6ehFd`7>|gH632kF>$?ZKT6x?)8(M>A#d`r)QV&uKBZJCw}X$6
zNxY5?k91h(>U)09^5C^Gx;{uAG!t;O<RW_5PN}*NNgm{NeR5Qmv+VlNrN`Iv2X6s_
zeG6ynCRVt8#BrYjeWz4qPsw*Sh=d&8JHm57{&fNK?bAMeU|;bdidzO-t{ELd;>5?v
zKzN>UOEnaib+7QE<Jw{Fp+)Y)ijiqyHjiIUJQ>s!&4xem9Oa;zuVGYidv2qXjdE!W
ztx@lz6S>O3Ce0&qr=9-O(aU`EnFP)>yR*qv+$|SUKeT&Dt?TH*PS@2U?_-$L{Z&7o
z8zAn-rPgf@aR(LA_92Ep9z=8>x%}8lB#Mqo@r+J~>1TMbsc5i|I##O?ul8JSn+>A)
za3n+NmL}aSjfaY{um)g{N`I%{<71Hh!B%14qQO0PJ<q%02i62wKThmuT<Zc2Q)m)!
z(&<&>ARKLfckXprd5Jc0Zf~g;3eUy*5h|Rbgy99*vDp!{X~ADjP<=u0xQORU&8+&^
z80NE`-K}w!`~EAfOi-;Fq=#E1g<TIO(SqF_?}n8-1MT!e62-@Z&g$h1+qana-MxP0
z;x!ZLl&9`2IjLv;;wQ(1`W;m?uuRJqb5w|tHVLu0vN>qy<qHl!R;cznlNqXEpYJqT
ztCruXf-LtuAp=!4CvRUM1c352kvIQn-u%z(|G#7<#oxK~oc59d&qRXdOk}o?mIA1E
z>3{NL<YJsF7I0AEVy_FT1{Kk3RL2CFG<<nA0H4`^&p(%Dqmk2kze+$OOu?b|4;V52
zWk-b)W0goyI@=HGXDx1l;!WyGuBycbP)9FmYq>rPBl(L#bbl5%%Q^(nZxVl1y73fs
z4Jb`@d|_YzRi*fh%U{Lx2b}h=jO0xW43y6mWugZjBewtyEyfE+28iLN#yg(i_nXED
zbf^C$=T@FeOX}+Wzv)XgC0*UxQJ+aCtNtbqZUPrG{($rTwIBO`+e0Pl?7#2C{&LyB
zGt2vDsPz5+NIb^R5<|WIrtA(k7jQ{Y0nu^zZ{kR48%WcSIPqWJ?fiXT#hHHFo6}gt
ze*pA;SK&RY;tBG=;y=W#R|m8xw4M85vTF)$|E!B0zU`kB+Wv`_8Bu8aCtqhlq3xe@
zkrRcs6x#lPx#rgZ1pieibK9T1sFy-p3T-KK+kbJH@&5}!J%zRu+WwZ5KVq9gTMBLe
zrC0|PPx5z9eJGyfKSux$3T-L0{Sk!y?J+2{rO=i_+u!zx|Lr!#lT7g>{{Yz%^>2?s
zQAz#GAa#`Iw#t9j@Q@TwGR2cj@g!3`$=}fQw`BdjZ3=DwS=#1Xu~aopJDZ#5W=KBi
zk&z9Wm<pPn#uNIy#2{&;=1%0CT`(B{o_`H|o?i&t;sYgywFhhJ%eMY<``3JBo2uFK
zyI(ECFWs;a(hg@*I-;A+JHKop4X(n8CW;EOfeP&&GBClP3I>$_=B<SQ<s+1K`HySk
zuW>P$SnR{YgAloNvj*W7(v=mr+N`DMcoedVJOwzYI?+}(@HGUOr@`L{9Rwd7g6^<@
zYV-+?@ySa&l-+-|W|^~KK{JEN-V#2|HnGX5&>f+DFsgTuv{K{&$2}s*lJ1@RN*yvl
z2*a651hOS`HX00_tJ=|ySA08~vJS3oPYp!QT{j?7r;>q?XQbUoI&^1iDuEVUB*kXI
zqyYw_zIsI&S($3Jd#q+s7H7S~{Nig9gUcMjgc{Zp9b3HMHjqUIuo87P&$f3neAt;>
zy6QbZJm3dr2YDKg#4(~t`=SY_h+xW+6XNIz4scP921=3x{p)d6BMiL2L>(P<scSM>
zBq{?k&<L)l{H9VE+Vtq9Q=-<J!TF&pmfsnL{I*V<6NQF5p?8-^xD9F5#c!?A`nF1y
zTw%!kBTrJt1e-;xzBA=(`jg*Q$vB`(YvaJ~g6)RE#!bw3w*24iEJkXqcSobVdHz5H
z!v`PgcdWoD%}Z%s{13W%CEAInVfWUfcY!JPun$k(UaFNhazBQwSiW?cv*+Hs>?_Y_
z^*4*cA`#rKuHW!OYeOCkfN<g*l0d6KFh**4aQ)Bwf&YJZ+btaROSHc!QZOJ~m3T|=
z?63}ROWwt+ue1Lec_4mwCDhOI9sDcD6(_}{FL<r5ez2979lKPbcIn__n9-bSn};)z
z9=~*-f%VDF$cQfv?#VSLqWk?-`oo6tu)A*HluJL~-s{pvP^s2sUie&tIQnQK7z?A~
zxh-Ep(QSvq3Z~=_^@-BMjon8qFH!X*6}><iHy%Y`hKf{ShObLTxZ6sLQ3IlBZv|{1
z`+l7^7hJjG_R?<G#SbTMl$AR38wSwLs6thYuYjlWXaU1}NS!7FXe@}qY{<Rzid2G8
zHAv8>x1F}h0GQQ*(}b&<7B9IHB2~D@S331vk$I1qXEv{vU~XWq>v|fidsx1&mCN&S
zgX`W*>MoFnA0xMNSkrSlsWcofp_DC)a3dCbOM6lz#V>h!ur5HZO<Zv)ot-yH;B)(w
z<DQV@o3Uwpc=Kw2%o3XF7-x1~CviW1BCuVJuVOf2LWYYBRC`#j<!OFupQ&HaGkfRh
z@JUz^_5655)`*}6a6*H#Z@z|^Xqz*X+m;&a#K*;Je4l<3W>^^!27DCD^>wM=TDdoU
zas7$-!kd~=TO-DC%{es0<fjKJ`1=`q%=3b9iOnf{i}Z3%^G+2z$0vO37i#FGQxYEM
zv@#|jrk)6X$P?*mYZQ}d?mzz^nn14{Js}1ONRNMz!+H4xBmico3y9?fz^MtvGxW28
z4M!_uw4cUww;tyaREP41HKZ^&<cS2J#tx=mjn$lDe#J^JoKNR3{OjYfa$nfwc({tr
z^SoynHml~QvK;J(veROEFaLtb{N1ae+!qX16-Gp437ojtHC<H5y8FE?+r6pI%hCvA
zW1LfnoPgA@QE%bEz2-&1Q<GhNt1?Pwy~2R{^st`JO643>@)`M~h=@dwy-W{|({Z?o
z!~$u|t>W!Zuef9`>>eD`6fV2ds(mNW;Y#l{b_ui&!Ffu+vCq+!48X>8AQ7*k(h*k{
znAl?0(pW9Rh6jA$*uyNe4%S-bg_?@&N3S!ijmXFn`sJJ}yE6=*sYD%rnf+E|4LAd_
z$%`g&l7R^H-1+_*9GwB~*{^SF{_|}b>+P_bmo{F-!6MEJL)S;c-!SbPsqadFl)jnC
z{_#nD{%DdQ{V0WmbCDbcWsGSa2a?VFSV9lri-Y$><XG0zlYu*7z{axExxk5F|C@5T
z`@oFHreRJ=lf42Nut(8(4E0e@4Dx(#JB3usrc93@!w{FJXBk}QYBt~OMe8o3Z9>gS
zdxx8Kh7#D81s~nOh@`>L1c#{}JS$Tw4WaGq+DK#b*vALZt8}-Vi6^ohD~-cZ$tRK<
zEcW-xdA83MK5X8z{f;P#=RxG+nvH|8*1?Y$XvX%Dpn+R_V}unxExi6(b{%T(jjd(K
z)*0yjNlWep5_9kMny!p6<xs2DM;Q^wclW(_XuXk*4p%=n!V6|1UoNm>JY1ajylH)^
zj#Qjei~l_8ofQTq#rmM4L<Y>Ck(`bRa)XTrJq^Yv(NzepS=>6j!&s#}#oY+wM0sFo
zhWz4Qwb|Pg;}t_WwP~UZga#fGkAg{2BPUn3NMJCe;}|zEqoeg%d`Wmlzk{2Zo=plz
zgqFCplHouYfX5Kbs=>HVPh)3EglIAl`YIRM?A4YSF^Sh3mD`GK6^R*!wDHs#MKz)F
z78{XNZU(FbzwL{q{Y%%vx_3+LYn~`pW?a<;HpU~oSW-g@RgqY!yA`>go}I5c&;MeM
zXFG5;H4TF#I8S`=almdnC^H|LQgavyBv?UX)>WbX707@T@nTykA}lxNKw^%>p}ieU
zdwC?5Oa0Qk2K4gGhJ4rvzMffwBd>-w3M5|Y)A3&A1-2c)NsBK6aJJ-AvF0knXr;~H
z%y~8sFN?I=#t89<c*Dw(aMR>EID4TbHGy$eRo37J{^aWAHW|pCgLCRoMMI*>wWQTp
z9g(<L@17Vz6E4NRCxescHFebd&p<ul&8hJH6QxJz(a8r6l!RXqd^p@)Q4{81KLx+*
zB^sGg7&U%YD*w$H-w8cx)#k~V`J`Euy*LHazAgl8*Bd!=NzKjAzZ|$u23&VKa$MIC
z3QZV(n?x_o)QJwJU0eE()jc14G=FfJR<-u6$fg|7afig)vr;6f*I3?Yx4|c8aWyC6
zMI6m^)b=sa1q~xStmQC|T~fyDc`(7_hhp{UI2yyfd%Yd6GKj8i<PA?W$Lti~;u@2@
z+KZc4C(}KnaR)Wt66x$ENbJ#pW1RQri&J<L&7^%^TeR_Mi>SUCL*IvV`^z9FT|06J
z!iJrd#?SLG&N9m-j~&9Dwol*b)2A158LLdM+FGgeqa~zH=70%aaZi+ui_F_>G;8%`
zIO9Z^H?B{q+SiWqDO__CZ@s0yWJ6W>4{})llvGEHmNY)XS6*0-6Ov6&Iw)(IFT7@c
z5x3{HmT#K1V1{w*Kn3d1PV$C5UargMwMy(g;gNl0KpdF%vBD=e2@3TcAhq>6%2gpQ
zhFmFf*|WT4(jt<YC!TnZBt>Xw*t+YYlQU{3UsvPp<bCkL(M_u4{RX9odc$LaefY#<
zJqUBC9wG2)qj2yUMyYsBnfHoTq<(dyl`y>Nru~VH)DIV?^*Z9DKcoykMu%b;(qL&M
zW*;p)JcMW@7?j-sxu|}viB0Id@Qu#OXgj<U4;cMo1w#e~b*IRHCc>kpV4U~>oS0*H
z(MbceQ}8bW;B<eR;SzeTIgQyA9F(aA;1Y6t)BV~!%A=BR^>5y4pHVtTZ7d_UvSj}r
z%<Sn%*d*Q4OWnpINe8N|Cuf6i;4PQ7)k2+AZt1x=3z>+}yu=>!Z0RmrA>62PA_Wei
zcecHN&*n}oq=R_Dl$!|OtM(OV>xd=iA;M257}sGzrd3%{D!kb~NBgG*FNaj!jeHBZ
z-1(Fhvt*FzX&FJ3PzY4fkq>uv<9wgLPgZA_kWYi+Oo6L|>B{kbNrWCRvxod^hFv?#
zaI0>A7Au{K&h_wIsV$jA`EH(3-xlX3uYuxu-Bf5b``efApZe(KiR}`GCG8iE-kug{
z8M$L_gtBa?VRtHog{WOKG&{lOO)z^V!|Xr)>Ap)!8Y8YFv|28%c}yw=&l65B%aY_J
zg!C4C<w>j(qfQM#nD5rdKY5;swfD?hig_RP5)!-f=+1VnpmttO6IwvU@P++u^c4#-
zaAQ8C>9RKV?9#Jm(wFrO(rPi{d5QHY)OhZQJZf7mR$O3kdE9i6+AFUeI)fs>o4Xz@
zxL~<!f3MF$Y*DyjfZhdXiIXoIsi`gifL8#kjI;%3_VFR^(7dN5K1GpJhi+<mYE6*h
zSL82@?IFO@%{yGsf|=Ol(&AUr_-OU0myf372Kc><I}{Yy%|}nW$T}ui+wyP4-nM~s
zfnTXF7?}i}i^Q=><P)s%+%02@cvpG$vEgufttak_c7gQDkf;p&mw`J}ad-Nw)}?X5
z6aAlr@q(3#q_xY@JMjiPYrRxW#G80m3o(2{gWdUDxjy+fQ-oop(w22}edSQV*IS}j
z(tocX`*q0loAqQr`+ZK*>Cd)FP4Qc+4p}<>>qE6<KsO6~f{@rUDo~_d=)`L~)&5J$
zhpVwCr=|R^i4J}e#$k@&5Lv;PN@H6GtaoTy&$az}&9@Zb6{X;4ZuUi9&LkOVDpQeu
zu68GHki}TtC;H$o7D8VBd+u3o=&KcV6+gvseI)g6IV?$yOZzj_c0A|&1qlfQiY5;S
zZlwlSA0BG0?MOF;c(BY`^VEahGkXy~2x1n_SyWmC0+X+5v?BP9$S%!>r}Wg*enJC9
zHmO`H`>{#}frr?)wF^=PhlVVagZ75h8oq52U{D(|?hriCIo{wWT-`0Wu;+R4{j4WU
zju*%PWI>q^c#CnxTN0B+gOQ7c=(ffB#csEnkfZvUIBy+Xg#2bswn@2M>`|c*f3v47
zsaSz*NZZ%=CG*t+=(n1<%^kD`h;m~iJT3-*+z<V+A3kj#f_t7r7ldt-IA5+K$fWlm
zNh5^15fbOG%}cbm#(IPwQn8&n=oWcY;$iL(&lJ<`mza2dTn0E9QzWJu>41r~vnK1c
zLf2whVZ(dD44qA0(aZd3Y;jM`Vl8^k!NMTZe1BB_bq_Hser~qbIxP_iYUh<EcS|lG
z=jW)E#tTXJ5@|<{G~C>Ky<FphsI!X0jj1GH!hW=xZ+^(~PW2vh;>q4zu7xje&E%XW
z_Z0i9GTfZrV#FnFjI$8W;Z$oHs+8+V!d-3>la5H#3+5a04vhf}_XSB0sAf|n387d6
z-uL4}iA$0$@rA+Dp=eezU=(*L7YunP3a3TSY1e?>QxxbuU3VEn;E@gHMh&-z2-XeU
z?tIDGL81vFXE@*wuW65J6#?LQo8dsh<|HgqE{FXzLCaNRyHO4W-ju7gF-$^%0Y@}k
ztD*SkPbZvq9mu*$6Y}o0x4WW=QP1F(VBh?v;C{kEtZh_gj?I9(LbpJ7`k^r13Nn!6
zkhSQ48nE_jzhw^Rv*Q-yG1a<u;RcC6!8~mnhZbK2y|iyR#zgxv{R5fC-oMd0o!O4m
zT}QGJ%{mKfSlTAXgUj`7H$GFp9xY$K$re}=+ZfY4qa+wVCHMDdS3fvc>Tg5P8CUr5
zqAGQ8D@}qdww#XFF2o8MoLP(@F+cl^VaT;)C4?K|ic9EnGuu91s`p;atLh8BWkVgm
z9^anqs~SHo$?~4nDpr9<ydfKNDsVC{5gUDPW2@t?ly!Okp*p_E#}CJ5^EkCmxs!04
zd12^~ab_Q9eiu|rLyzf#Zkh^?Zg0(m%?Y-phOqqSJ|_vr6MGRYL9V&Sv8&eyTU`7b
z@)%-D;Tm$l_#W`_3cXe>i$sI5h}1Kmg>H=$<C)KUR=;SV1iZDH#g<gepU#h|b{9GC
zFUT(TKA1t3?wBFI6*V>IWgOlK%^`K5SI?%BDzB65FL6hpr#%M9z|wwaGVqMAM2!p8
zV1UyKPrlGQS)MR5tfK4?Z}M8Zg}K%$+H}Tkn^0uHX6JR6agn8Oq#(VNDxe^Nx7o8U
zjd=@Xw(77J8Hh9KB?F5E=(#=&<J)z_JQsXdVX|ewW(te9cTaYkuuN-q${E@QFmrv{
z8b<!t7@#l@f};UZ492sHk_DrlWn$<ty12wfNl|rzC5CWgVQhWH4JO+fD{_MG)3ImH
zhv=u>=_>pEm0|bPc851xC>HccxojZlyd(J8!-w&T@JNqT_Uc39^InlHK`J7`-D``G
z4fh0Es=+9FBchO?;_O)Ic#xW0j}Hs>QPF9ArWa}67w$^FmXOD`qC@>#1dB#Si0T9d
zPdCZFmOuor=%aUUmT5e1h>DPbyfhdr$=30J=ku89`1To(t0vJeL~~`TDoDGd18UYp
zEWw9eDrlltrT4{@)>+f4RQ)??uVX!I_FV}GF=&N}rftem^@718i59|y$mgc*PnRdH
zT*OoEiVFFma#HzJw4`eA>>HBP!?rC;zhJJEtiYQJzA(PP6*M39xI;AED$Zi*?c8Gx
z);3382TFLz?7VnsAOt~Q<ixgM8o{{8+4nw9=sr*@%Pt$>IpZ&D^OGV^iTy8*OC>bT
l&&MDVtFN>26MOG(d-A`sT@f`}rr7Qb!r^D%gs8|L{trg}8{q%|

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/manifest.json b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/manifest.json
new file mode 100644
index 000000000..153fdffe2
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/manifest.json
@@ -0,0 +1,65 @@
+{
+  "version": "2.0",
+  "job_id": "job_840184a62587",
+  "data_id": null,
+  "source_file_name": "NVDA-F1Q27-Quarterly-Presentation-FINAL.pdf",
+  "processing_date": "2026-06-16T03:25:59.990364Z",
+  "processing": {
+    "page_count": 17,
+    "billing_status": "charged",
+    "cost": {
+      "micro_dollars": 25500,
+      "credits": 0.0255
+    },
+    "timing": {
+      "started_at": "2026-06-16T03:24:55.507977+00:00",
+      "completed_at": "2026-06-16T03:25:59.984711+00:00",
+      "duration_ms": 64476
+    },
+    "stages": {
+      "timing_ms": {
+        "document.profile": 5113,
+        "pdf.extract.standard": 44922,
+        "toc.detect_range_llm": 991,
+        "md.detect_toc": 1020,
+        "heading.merge_pre_pass_llm": 1193,
+        "heading.hierarchy_llm_call": 2280,
+        "heading.hierarchy_llm": 2288,
+        "md.predict_headings": 3599,
+        "md.deferred_summaries": 8986,
+        "md.build_dataframe": 1,
+        "pdf.parse_md": 14089,
+        "document.cleanup_unreferenced_images": 0,
+        "document.compress_images": 291,
+        "worker.parse.document": 64423
+      },
+      "token_usage": {
+        "prompt_tokens": 4543,
+        "completion_tokens": 317,
+        "total_tokens": 4860
+      }
+    }
+  },
+  "statistics": {
+    "total_chunks": 39,
+    "text_chunks": 12,
+    "image_chunks": 11,
+    "table_chunks": 16,
+    "total_pages": null
+  },
+  "HIERARCHY": {
+    "Investor Presentation Q1 FY27": {
+      "Revenue \\$ in billions": {},
+      "Gross Margin": {},
+      "Operating Expenses": {},
+      "Free Cash Flow and Capital Return": {},
+      "GAAP P&L Financial Measures \\$ in billions, except EPS": {},
+      "Non-GAAP P&L Financial Measures \\$ in billions, except EPS": {},
+      "Q2 FY27 Outlook – Non-GAAP": {},
+      "Reconciliation of Non-GAAP to GAAP Financial Measures": {},
+      "Reconciliation of Non-GAAP to GAAP Financial Measures_2": {},
+      "Reconciliation of Non-GAAP to GAAP Financial Measures (contd.)": {},
+      "Reconciliation of Non-GAAP to GAAP Financial Measures (contd.)_2": {}
+    }
+  }
+}
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/tables/table-0 Revenue Forecast.html b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/tables/table-0 Revenue Forecast.html
new file mode 100644
index 000000000..ca7d889a6
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/tables/table-0 Revenue Forecast.html	
@@ -0,0 +1,18 @@
+<table border='1' border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>Period</th>
+      <th>Value</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>Q1 FY26</td>
+      <td>$44.1B</td>
+    </tr>
+    <tr>
+      <td>Q1 FY27</td>
+      <td>$81.6B</td>
+    </tr>
+  </tbody>
+</table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/tables/table-1 Revenue Forecast.html b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/tables/table-1 Revenue Forecast.html
new file mode 100644
index 000000000..092179859
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/tables/table-1 Revenue Forecast.html	
@@ -0,0 +1,18 @@
+<table border='1' border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>Period</th>
+      <th>Value</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>Q1 FY26</td>
+      <td>$17.6B</td>
+    </tr>
+    <tr>
+      <td>Q1 FY27</td>
+      <td>$37.9B</td>
+    </tr>
+  </tbody>
+</table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/tables/table-10 Q1 FY27 Results.html b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/tables/table-10 Q1 FY27 Results.html
new file mode 100644
index 000000000..e20a4bc89
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/tables/table-10 Q1 FY27 Results.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td></td><td>Q1 FY27</td><td>YoY %</td><td>Q1 FY26</td></tr><tr><td>Revenue</td><td>$81.6</td><td>85%</td><td>$44.1</td></tr><tr><td>Gross Margin %</td><td>75.0%</td><td>+14.2 pts</td><td>60.8%</td></tr><tr><td>Operating Expenses</td><td>$7.4</td><td>49%</td><td>$5.0</td></tr><tr><td>Operating Income</td><td>$53.8</td><td>147%</td><td>$21.8</td></tr><tr><td>Net Income</td><td>$45.5</td><td>139%</td><td>$19.1</td></tr><tr><td>Diluted EPS</td><td>$1.87</td><td>140%</td><td>$0.78</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/tables/table-11 Q2 FY27 Guidance.html b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/tables/table-11 Q2 FY27 Guidance.html
new file mode 100644
index 000000000..18066e517
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/tables/table-11 Q2 FY27 Guidance.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td></td><td>Q2 FY27</td><td></td></tr><tr><td>Revenue</td><td>$91.0 billion*</td><td>+ / - 2%</td></tr><tr><td>Gross Margin %</td><td>75.0%</td><td>+ / - 50 bps</td></tr><tr><td>Operating Expenses</td><td>$8.3 billion</td><td>Approximately</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/tables/table-12 Q1 FY27 GAAP.html b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/tables/table-12 Q1 FY27 GAAP.html
new file mode 100644
index 000000000..fc93a7e81
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/tables/table-12 Q1 FY27 GAAP.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td>Q1 FY27</td><td>Non-GAAP</td><td>Acquisition-Related and Other Costs (A)</td><td>Other (B)</td><td>Tax Impact of Adjustments</td><td>GAAP</td></tr><tr><td>Gross margin ($ in million)</td><td>$61,232</td><td>(47)</td><td>(28)</td><td>—</td><td>$61,157</td></tr><tr><td>Gross margin %</td><td>75.0%</td><td>(0.1)</td><td>—</td><td>—</td><td>74.9%</td></tr><tr><td>Operating expense ($ in million)</td><td>$7,449</td><td>172</td><td>—</td><td>—</td><td>$7,621</td></tr><tr><td>Operating income ($ in million)</td><td>$53,783</td><td>(219)</td><td>(28)</td><td>—</td><td>$53,536</td></tr><tr><td>Net income ($ in million)</td><td>$45,548</td><td>(219)</td><td>15,882</td><td>(2,890)</td><td>$58,321</td></tr><tr><td>Diluted shares (millions)</td><td>24,391</td><td>—</td><td>—</td><td>—</td><td>24,391</td></tr><tr><td>Diluted EPS</td><td>$1.87</td><td>(0.01)</td><td>0.65</td><td>(0.12)</td><td>$2.39</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/tables/table-13 Q1 FY26 Financials.html b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/tables/table-13 Q1 FY26 Financials.html
new file mode 100644
index 000000000..4fbf310b8
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/tables/table-13 Q1 FY26 Financials.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td>Q1 FY26</td><td>Non-GAAP</td><td>Acquisition-Related and Other Costs (A)</td><td>Other (B)</td><td>Tax Impact of Adjustments</td><td>GAAP</td></tr><tr><td>Gross margin ($ in million)</td><td>$26,794</td><td>(123)</td><td>(3)</td><td>—</td><td>$26,668</td></tr><tr><td>Gross margin %</td><td>60.8%</td><td>(0.3)</td><td>—</td><td>—</td><td>60.5%</td></tr><tr><td>Operating expense ($ in million)</td><td>$4,993</td><td>37</td><td>—</td><td>—</td><td>$5,030</td></tr><tr><td>Operating income ($ in million)</td><td>$21,801</td><td>(160)</td><td>(3)</td><td>—</td><td>$21,638</td></tr><tr><td>Net income ($ in million)</td><td>$19,094</td><td>(160)</td><td>(179)</td><td>20</td><td>$18,775</td></tr><tr><td>Diluted shares (millions)</td><td>24,611</td><td>—</td><td>—</td><td>—</td><td>24,611</td></tr><tr><td>Diluted EPS</td><td>$0.78</td><td>(0.01)</td><td>(0.01)</td><td>—</td><td>$0.76</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/tables/table-14 Q2 FY27 Outlook.html b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/tables/table-14 Q2 FY27 Outlook.html
new file mode 100644
index 000000000..6033c084f
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/tables/table-14 Q2 FY27 Outlook.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td>($ in Millions)</td><td>Q2 FY27 Outlook</td></tr><tr><td>Non-GAAP gross margin</td><td>75.0%</td></tr><tr><td>Impact of acquisition-related costs and other costs</td><td>(0.1%)</td></tr><tr><td>GAAP gross margin</td><td>74.9%</td></tr><tr><td></td><td></td></tr><tr><td>Non-GAAP operating expenses</td><td>$8,300</td></tr><tr><td>Acquisition-related costs and other costs</td><td>200</td></tr><tr><td>GAAP operating expenses</td><td>$8,500</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/tables/table-15 Free Cash Flow.html b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/tables/table-15 Free Cash Flow.html
new file mode 100644
index 000000000..a7dd8feb3
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/tables/table-15 Free Cash Flow.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td>($ in Millions)</td><td>Free Cash Flow</td><td>Purchases Related to Property and Equipment and Intangible Assets</td><td>Principal Payments on Property and Equipment and Intangible Assets</td><td>Net Cash Provided by Operating Activities</td></tr><tr><td>Q1 FY2027</td><td>$48,554</td><td>(1,757)</td><td>(33)</td><td>$50,344</td></tr><tr><td>Q1 FY 2026</td><td>$26,135</td><td>(1,227)</td><td>(52)</td><td>$27,414</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/tables/table-2 Revenue Forecast.html b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/tables/table-2 Revenue Forecast.html
new file mode 100644
index 000000000..f32b3e53a
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/tables/table-2 Revenue Forecast.html	
@@ -0,0 +1,18 @@
+<table border='1' border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>Period</th>
+      <th>Value</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>Q1 FY26</td>
+      <td>$21.5B</td>
+    </tr>
+    <tr>
+      <td>Q1 FY27</td>
+      <td>$37.4B</td>
+    </tr>
+  </tbody>
+</table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/tables/table-3 Quarterly Values.html b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/tables/table-3 Quarterly Values.html
new file mode 100644
index 000000000..4ed07b86f
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/tables/table-3 Quarterly Values.html	
@@ -0,0 +1,18 @@
+<table border='1' border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>Period</th>
+      <th>Value (%)</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>Q1 FY26</td>
+      <td>60.5</td>
+    </tr>
+    <tr>
+      <td>Q1 FY27</td>
+      <td>74.9</td>
+    </tr>
+  </tbody>
+</table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/tables/table-4 Quarterly Values.html b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/tables/table-4 Quarterly Values.html
new file mode 100644
index 000000000..64a35f7c8
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/tables/table-4 Quarterly Values.html	
@@ -0,0 +1,18 @@
+<table border='1' border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>Period</th>
+      <th>Value (%)</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>Q1 FY26</td>
+      <td>60.8</td>
+    </tr>
+    <tr>
+      <td>Q1 FY27</td>
+      <td>75.0</td>
+    </tr>
+  </tbody>
+</table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/tables/table-5 Revenue Forecast.html b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/tables/table-5 Revenue Forecast.html
new file mode 100644
index 000000000..13666ba3e
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/tables/table-5 Revenue Forecast.html	
@@ -0,0 +1,18 @@
+<table border='1' border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>Period</th>
+      <th>Value ($B)</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>Q1 FY26</td>
+      <td>5.0</td>
+    </tr>
+    <tr>
+      <td>Q1 FY27</td>
+      <td>7.6</td>
+    </tr>
+  </tbody>
+</table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/tables/table-6 Revenue Forecast.html b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/tables/table-6 Revenue Forecast.html
new file mode 100644
index 000000000..82e96a95f
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/tables/table-6 Revenue Forecast.html	
@@ -0,0 +1,18 @@
+<table border='1' border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>Period</th>
+      <th>Value ($B)</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>Q1 FY26</td>
+      <td>5.0</td>
+    </tr>
+    <tr>
+      <td>Q1 FY27</td>
+      <td>7.4</td>
+    </tr>
+  </tbody>
+</table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/tables/table-7 Revenue Forecast.html b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/tables/table-7 Revenue Forecast.html
new file mode 100644
index 000000000..11a284724
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/tables/table-7 Revenue Forecast.html	
@@ -0,0 +1,18 @@
+<table border='1' border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>Period</th>
+      <th>Value</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>Q1 FY26</td>
+      <td>$26.1B</td>
+    </tr>
+    <tr>
+      <td>Q1 FY27</td>
+      <td>$48.6B</td>
+    </tr>
+  </tbody>
+</table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/tables/table-8 Dividends & Buybacks.html b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/tables/table-8 Dividends & Buybacks.html
new file mode 100644
index 000000000..6d83f9aa2
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/tables/table-8 Dividends & Buybacks.html	
@@ -0,0 +1,21 @@
+<table border='1' border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>Period</th>
+      <th>Dividends</th>
+      <th>Share Repurchases</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>Q1 FY26</td>
+      <td>~$14.0B</td>
+      <td>-</td>
+    </tr>
+    <tr>
+      <td>Q1 FY27</td>
+      <td>-</td>
+      <td>~$20.0B</td>
+    </tr>
+  </tbody>
+</table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/tables/table-9 Q1 FY27 Results.html b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/tables/table-9 Q1 FY27 Results.html
new file mode 100644
index 000000000..dc043ef29
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-presentation/tables/table-9 Q1 FY27 Results.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td></td><td>Q1 FY27</td><td>YoY %</td><td>Q1 FY26</td></tr><tr><td>Revenue</td><td>$81.6</td><td>85%</td><td>$44.1</td></tr><tr><td>Gross Margin %</td><td>74.9%</td><td>+14.4 pts</td><td>60.5%</td></tr><tr><td>Operating Expenses</td><td>$7.6</td><td>52%</td><td>$5.0</td></tr><tr><td>Operating Income</td><td>$53.5</td><td>147%</td><td>$21.6</td></tr><tr><td>Net Income</td><td>$58.3</td><td>211%</td><td>$18.8</td></tr><tr><td>Diluted EPS</td><td>$2.39</td><td>214%</td><td>$0.76</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/chunks.json b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/chunks.json
new file mode 100644
index 000000000..e689980c4
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/chunks.json
@@ -0,0 +1,8228 @@
+{
+  "chunks": [
+    {
+      "chunk_id": "fa2f820e-6a52-5366-9655-85a5ae3fac5a",
+      "type": "image",
+      "content": "\n☒ QUARTERLY REPORT PURSUANT TO SECTION 13 OR 15(d) OF THE SECURITIES EXCHANGE ACT OF 1934 NVIDIA.0\n[images/image-1-☒ QUARTERL.jpg]\n",
+      "path": "images/image-1-☒ QUARTERL.jpg",
+      "metadata": {
+        "length": 132,
+        "summary": "image-1\n☒ QUARTERLY REPORT PURSUANT TO SECTION 13 OR 15(d) OF THE SECURITIES EXCHANGE ACT OF 1934 NVIDIA.0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "file_path": "images/image-1-☒ QUARTERL.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "955dbc28-dd00-578c-a1b9-ff24c41246b4",
+      "type": "image",
+      "content": "\nThe Nasdaq Global Select Market Accelerated filer0\n[images/image-2-The Nasdaq.jpg]\n",
+      "path": "images/image-2-The Nasdaq.jpg",
+      "metadata": {
+        "length": 84,
+        "summary": "image-2\nThe Nasdaq Global Select Market Accelerated filer0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "file_path": "images/image-2-The Nasdaq.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "6499ea7b-b724-5e19-88e1-ec0cc484f474",
+      "type": "image",
+      "content": "\nIndicate by check mark whether the registrant has submitted electronically every Interactive Data File required to be submitted pursuant to Rule 405 of Regulation S-T ( $§232.405$ of this chapter) during the preceding 12 months (or for such shorter period that the registrant was required to submit such files). Yes ☑ No ☐ Non-accelerated filer0\n[images/image-3-Indicate b.jpg]\n",
+      "path": "images/image-3-Indicate b.jpg",
+      "metadata": {
+        "length": 379,
+        "summary": "image-3\nIndicate by check mark whether the registrant has submitted electronically every Interactive Data File required to be submitted pursuant to Rule 405 of Regulation S-T ( $§232.405$ of this chapter) during the preceding 12 months (or for such shorter period that the registrant was required to submit such files). Yes ☑ No ☐ Non-accelerated filer0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "file_path": "images/image-3-Indicate b.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "8de6e618-1f4b-59ce-8aaa-c65d90cd18ee",
+      "type": "image",
+      "content": "\nLarge accelerated filer Smaller reporting company0\n[images/image-4-Large acce.jpg]\n",
+      "path": "images/image-4-Large acce.jpg",
+      "metadata": {
+        "length": 84,
+        "summary": "image-4\nLarge accelerated filer Smaller reporting company0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "file_path": "images/image-4-Large acce.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "1c97bf51-5a1d-58af-9742-38600515c014",
+      "type": "image",
+      "content": "\nAccelerated filer Emerging growth company0\n[images/image-5-Accelerate.jpg]\n",
+      "path": "images/image-5-Accelerate.jpg",
+      "metadata": {
+        "length": 76,
+        "summary": "image-5\nAccelerated filer Emerging growth company0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "file_path": "images/image-5-Accelerate.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "a8a2d756-46ac-5fb6-9035-1e6e3382106f",
+      "type": "image",
+      "content": "\nNon-accelerated filer If an emerging growth company, indicate by check mark if the registrant has elected not to use the extended transition period for complying with any new or revised financial accounting standards provided pursuant to Section 13(a) of the Exchange Act. □0\n[images/image-6-Non-accele.jpg]\n",
+      "path": "images/image-6-Non-accele.jpg",
+      "metadata": {
+        "length": 309,
+        "summary": "image-6\nNon-accelerated filer If an emerging growth company, indicate by check mark if the registrant has elected not to use the extended transition period for complying with any new or revised financial accounting standards provided pursuant to Section 13(a) of the Exchange Act. □0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "file_path": "images/image-6-Non-accele.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "cb977c3b-f874-5d6f-a90d-ff3a1d30e9b8",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"7\">Item 1.</td><td>Financial Statements (Unaudited)</td><td></td></tr><tr><td>a) Condensed Consolidated Statements of Income for the three months ended April 26, 2026 and April 27, 2025</td><td>3</td></tr><tr><td>b) Condensed Consolidated Statements of Comprehensive Income for the three months ended April 26, 2026 and April 27, 2025</td><td>4</td></tr><tr><td>c) Condensed Consolidated Balance Sheets as of April 26, 2026 and January 25, 2026</td><td>5</td></tr><tr><td>d) Condensed Consolidated Statements of Shareholders’ Equity for the three months ended April 26, 2026 and April 27, 2025</td><td>6</td></tr><tr><td>e) Condensed Consolidated Statements of Cash Flows for the three months ended April 26, 2026 and April 27, 2025</td><td>7</td></tr><tr><td>f) Notes to Condensed Consolidated Financial Statements</td><td>8</td></tr><tr><td>Item 2.</td><td>Management’s Discussion and Analysis of Financial Condition and Results of Operations</td><td>23</td></tr><tr><td>Item 3.</td><td>Quantitative and Qualitative Disclosures About Market Risk</td><td>30</td></tr><tr><td>Item 4.</td><td>Controls and Procedures</td><td>31</td></tr><tr><td colspan=\"3\">Part II : Other Information</td></tr><tr><td>Item 1.</td><td>Legal Proceedings</td><td>31</td></tr><tr><td>Item 1A.</td><td>Risk Factors</td><td>31</td></tr><tr><td>Item 2.</td><td>Unregistered Sales of Equity Securities and Use of Proceeds</td><td>38</td></tr><tr><td>Item 5.</td><td>Other Information</td><td>39</td></tr><tr><td>Item 6.</td><td>Exhibits</td><td>40</td></tr><tr><td>Signature</td><td></td><td>41</td></tr></table>",
+      "path": "tables/table-0 Financial Report.html",
+      "metadata": {
+        "length": 1611,
+        "summary": "table-1\nTable of contents for a quarterly financial report (Form 10-Q) covering financial statements, management discussion, market risk, controls, legal proceedings, and exhibits.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "file_path": "tables/table-0 Financial Report.html",
+        "keywords": [
+          "Financial Statements",
+          "Management Analysis",
+          "SEC Filing"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "f5d9f468-07f9-5707-af87-1410cd1c8c4b",
+      "type": "text",
+      "content": "UNITED STATES\nSECURITIES AND EXCHANGE COMMISSION\nWashington, D.C. 20549\nFORM 10-Q\n☒ QUARTERLY REPORT PURSUANT TO SECTION 13 OR 15(d) OF THE SECURITIES EXCHANGE ACT OF 1934\nFor the quarterly period ended April 26, 2026\nOR\n☐ TRANSITION REPORT PURSUANT TO SECTION 13 OR 15(d) OF THE SECURITIES EXCHANGE ACT OF 1934\nCommission File Number: 0-23985\n\n☒ QUARTERLY REPORT PURSUANT TO SECTION 13 OR 15(d) OF THE SECURITIES EXCHANGE ACT OF 1934 NVIDIA.0\n[images/image-1-☒ QUARTERL.jpg]\n\nNVIDIA.\nNVIDIA CORPORATION\n(Exact name of registrant as specified in its charter)\nDelaware\n(State or other jurisdiction of incorporation or organization)\n94-3177549\n(I.R.S. Employer Identification No.)\n2788 San Tomas Expressway, Santa Clara, California (Address of principal executive offices)\n95051\n(Zip Code)\n(408) 486-2000\n(Registrant's telephone number, including area code)\nN/A\n(Former name, former address and former fiscal year, if changed since last report)\nSecurities registered pursuant to Section 12(b) of the Act:\nTitle of each class\nCommon Stock, \\$0.001 par value per share\nTrading Symbol(s)\nNVDA\nName of each exchange on which registered\nThe Nasdaq Global Select Market\nIndicate by check mark whether the registrant (1) has filed all reports required to be filed by Section 13 or 15(d) of the Securities Exchange Act of 1934 during the preceding 12 months (or for such shorter period that the registrant was required to file such reports), and (2) has been subject to such filing requirements for the past 90 days. Yes ☑ No □\nIndicate by check mark whether the registrant has submitted electronically every Interactive Data File required to be submitted pursuant to Rule 405 of Regulation S-T ( $§232.405$ of this chapter) during the preceding 12 months (or for such shorter period that the registrant was required to submit such files). Yes ☑ No ☐\nIndicate by check mark whether the registrant is a large accelerated filer, an accelerated filer, a non-accelerated filer, a smaller reporting company, or an emerging growth company. See the definitions of “large accelerated filer,” “accelerated filer,” “smaller reporting company,” and “emerging growth company” in Rule 12b-2 of the Exchange Act.\nLarge accelerated filer\n\nThe Nasdaq Global Select Market Accelerated filer0\n[images/image-2-The Nasdaq.jpg]\n\nAccelerated filer\n\nIndicate by check mark whether the registrant has submitted electronically every Interactive Data File required to be submitted pursuant to Rule 405 of Regulation S-T ( $§232.405$ of this chapter) during the preceding 12 months (or for such shorter period that the registrant was required to submit such files). Yes ☑ No ☐ Non-accelerated filer0\n[images/image-3-Indicate b.jpg]\n\nNon-accelerated filer\n\nLarge accelerated filer Smaller reporting company0\n[images/image-4-Large acce.jpg]\n\nSmaller reporting company\n\nAccelerated filer Emerging growth company0\n[images/image-5-Accelerate.jpg]\n\nEmerging growth company\n\nNon-accelerated filer If an emerging growth company, indicate by check mark if the registrant has elected not to use the extended transition period for complying with any new or revised financial accounting standards provided pursuant to Section 13(a) of the Exchange Act. □0\n[images/image-6-Non-accele.jpg]\n\nIf an emerging growth company, indicate by check mark if the registrant has elected not to use the extended transition period for complying with any new or revised financial accounting standards provided pursuant to Section 13(a) of the Exchange Act. □\nIndicate by check mark whether the registrant is a shell company (as defined in Rule 12b-2 of the Exchange Act). Yes □ No ☒\nThe number of shares of common stock, \\$0.001 par value, outstanding as of May 15, 2026, was 24.2 billion.\nNVIDIA Corporation\nForm 10-Q\nFor the Quarter Ended April 26, 2026\n\n[tables/table-0 Financial Report.html]",
+      "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf",
+      "metadata": {
+        "length": 3844,
+        "summary": "This is a Form 10-Q quarterly report filed by NVIDIA Corporation with the U.S. Securities and Exchange Commission for the quarterly period ended April 26, 2026. The document includes company identification details such as its Delaware incorporation, IRS Employer Identification Number, principal executive offices in Santa Clara, California, and its common stock trading under the symbol NVDA on the Nasdaq Global Select Market. It indicates NVIDIA is a large accelerated filer and not a shell company, with 24.2 billion shares outstanding as of May 15, 2026. The filing covers required financial statements and disclosures under the Securities Exchange Act of 1934.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "tokens": [
+          "UNITED",
+          "STATES",
+          "SECURITIES",
+          "AND",
+          "EXCHANGE",
+          "COMMISSION",
+          "Washington",
+          "20549",
+          "FORM",
+          "10",
+          "QUARTERLY",
+          "REPORT",
+          "PURSUANT",
+          "TO",
+          "SECTION",
+          "13",
+          "OR",
+          "15",
+          "OF",
+          "THE",
+          "ACT",
+          "1934",
+          "For",
+          "quarterly",
+          "period",
+          "ended",
+          "April",
+          "26",
+          "2026",
+          "TRANSITION",
+          "Commission",
+          "File",
+          "Number",
+          "23985",
+          "NVIDIA.0",
+          "NVIDIA",
+          "CORPORATION",
+          "Exact",
+          "registrant",
+          "charter",
+          "Delaware",
+          "State",
+          "jurisdiction",
+          "incorporation",
+          "organization",
+          "94",
+          "3177549",
+          "Employer",
+          "Identification",
+          "No",
+          "2788",
+          "San",
+          "Tomas",
+          "Expressway",
+          "Santa",
+          "Clara",
+          "California",
+          "Address",
+          "principal",
+          "executive",
+          "offices",
+          "95051",
+          "Zip",
+          "Code",
+          "408",
+          "486",
+          "2000",
+          "Registrant",
+          "telephone",
+          "number",
+          "including",
+          "area",
+          "code",
+          "Former",
+          "address",
+          "fiscal",
+          "year",
+          "changed",
+          "report",
+          "Securities",
+          "registered",
+          "pursuant",
+          "Section",
+          "12",
+          "Act",
+          "Title",
+          "class",
+          "Common",
+          "Stock",
+          "0.001",
+          "par",
+          "share",
+          "Trading",
+          "Symbol",
+          "NVDA",
+          "Name",
+          "exchange",
+          "The",
+          "Nasdaq",
+          "Global",
+          "Select",
+          "Market",
+          "Indicate",
+          "check",
+          "mark",
+          "filed",
+          "reports",
+          "required",
+          "Exchange",
+          "preceding",
+          "months",
+          "shorter",
+          "file",
+          "subject",
+          "filing",
+          "requirements",
+          "past",
+          "90",
+          "days",
+          "Yes",
+          "submitted",
+          "electronically",
+          "Interactive",
+          "Data",
+          "Rule",
+          "405",
+          "Regulation",
+          "232.405",
+          "chapter",
+          "submit",
+          "files",
+          "large",
+          "accelerated",
+          "filer",
+          "smaller",
+          "reporting",
+          "company",
+          "emerging",
+          "growth",
+          "See",
+          "definitions",
+          "12b",
+          "Large",
+          "Accelerated",
+          "filer0",
+          "Non",
+          "Smaller",
+          "company0",
+          "Emerging",
+          "If",
+          "elected",
+          "extended",
+          "transition",
+          "complying",
+          "revised",
+          "financial",
+          "accounting",
+          "standards",
+          "provided",
+          "shell",
+          "defined",
+          "shares",
+          "common",
+          "stock",
+          "outstanding",
+          "May",
+          "24.2",
+          "billion",
+          "Corporation",
+          "Form",
+          "Quarter",
+          "Ended"
+        ],
+        "keywords": [
+          "NVIDIA",
+          "SEC Filing",
+          "Quarterly Report"
+        ],
+        "connect_to": [
+          {
+            "target": "fa2f820e-6a52-5366-9655-85a5ae3fac5a",
+            "relation": "embeds",
+            "ref": "[images/image-1-☒ QUARTERL.jpg]",
+            "position": {
+              "start": 444,
+              "end": 475
+            }
+          },
+          {
+            "target": "955dbc28-dd00-578c-a1b9-ff24c41246b4",
+            "relation": "embeds",
+            "ref": "[images/image-2-The Nasdaq.jpg]",
+            "position": {
+              "start": 2265,
+              "end": 2296
+            }
+          },
+          {
+            "target": "6499ea7b-b724-5e19-88e1-ec0cc484f474",
+            "relation": "embeds",
+            "ref": "[images/image-3-Indicate b.jpg]",
+            "position": {
+              "start": 2663,
+              "end": 2694
+            }
+          },
+          {
+            "target": "8de6e618-1f4b-59ce-8aaa-c65d90cd18ee",
+            "relation": "embeds",
+            "ref": "[images/image-4-Large acce.jpg]",
+            "position": {
+              "start": 2770,
+              "end": 2801
+            }
+          },
+          {
+            "target": "1c97bf51-5a1d-58af-9742-38600515c014",
+            "relation": "embeds",
+            "ref": "[images/image-5-Accelerate.jpg]",
+            "position": {
+              "start": 2873,
+              "end": 2904
+            }
+          },
+          {
+            "target": "a8a2d756-46ac-5fb6-9035-1e6e3382106f",
+            "relation": "embeds",
+            "ref": "[images/image-6-Non-accele.jpg]",
+            "position": {
+              "start": 3207,
+              "end": 3238
+            }
+          },
+          {
+            "target": "cb977c3b-f874-5d6f-a90d-ff3a1d30e9b8",
+            "relation": "embeds",
+            "ref": "[tables/table-0 Financial Report.html]",
+            "position": {
+              "start": 3791,
+              "end": 3829
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "9fa09e5b-feab-511c-93b3-2c6f9f297e30",
+      "type": "text",
+      "content": "Investors and others should note that we announce material financial information to our investors using our investor relations website, press releases, SEC filings and public conference calls and webcasts. We also use the following social media channels as a means of disclosing information about the company, our products, our planned financial and other announcements and attendance at upcoming investor and industry conferences, and other matters, and for complying with our disclosure obligations under Regulation FD:\nNVIDIA Corporate Blog (blogs.nvidia.com/)\nNVIDIA Technical Blog (developer.nvidia.com/blog/)\nNVIDIA LinkedIn (linkedin.com/company/nvidia)\nNVIDIA Facebook (facebook.com/nvidia)\nNVIDIA Instagram (instagram.com/nvidia)\nNVIDIA X (x.com/nvidia)\nNVIDIA Investor Relations (investor.nvidia.com)\nNVIDIA YouTube (YouTube.com/nvidia)\nThe information we post through these social media channels may be deemed material. Accordingly, investors should monitor these channels, in addition to following our press releases, SEC filings and public conference calls and webcasts. This list may be updated from time to time. The information we post through these channels is not a part of this Quarterly Report on Form 10-Q.",
+      "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Where You Can Find More Information",
+      "metadata": {
+        "length": 1227,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "tokens": [
+          "Investors",
+          "note",
+          "announce",
+          "material",
+          "financial",
+          "information",
+          "investors",
+          "investor",
+          "relations",
+          "website",
+          "press",
+          "releases",
+          "SEC",
+          "filings",
+          "public",
+          "conference",
+          "calls",
+          "webcasts",
+          "We",
+          "social",
+          "media",
+          "channels",
+          "means",
+          "disclosing",
+          "company",
+          "products",
+          "planned",
+          "announcements",
+          "attendance",
+          "upcoming",
+          "industry",
+          "conferences",
+          "matters",
+          "complying",
+          "disclosure",
+          "obligations",
+          "Regulation",
+          "FD",
+          "NVIDIA",
+          "Corporate",
+          "Blog",
+          "blogs",
+          "nvidia",
+          "Technical",
+          "developer",
+          "blog",
+          "LinkedIn",
+          "linkedin",
+          "Facebook",
+          "facebook",
+          "Instagram",
+          "instagram",
+          "Investor",
+          "Relations",
+          "YouTube",
+          "The",
+          "post",
+          "deemed",
+          "Accordingly",
+          "monitor",
+          "addition",
+          "This",
+          "list",
+          "updated",
+          "time",
+          "part",
+          "Quarterly",
+          "Report",
+          "Form",
+          "10"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "9545a6d2-95db-5275-a8be-5392be22e9be",
+      "type": "text",
+      "content": "",
+      "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Part I. Financial Information",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "c19796ac-7ecc-5937-9d80-bcfac6375451",
+      "type": "table",
+      "content": "<table><tr><td></td><td colspan=\"2\">Three Months Ended</td></tr><tr><td></td><td>Apr 26, 2026</td><td>Apr 27, 2025</td></tr><tr><td>Revenue</td><td>$ 81,615</td><td>$ 44,062</td></tr><tr><td>Cost of revenue</td><td>20,458</td><td>17,394</td></tr><tr><td>Gross profit</td><td>61,157</td><td>26,668</td></tr><tr><td>Operating expenses</td><td></td><td></td></tr><tr><td>Research and development</td><td>6,321</td><td>3,989</td></tr><tr><td>Sales, general and administrative</td><td>1,300</td><td>1,041</td></tr><tr><td>Total operating expenses</td><td>7,621</td><td>5,030</td></tr><tr><td>Operating income</td><td>53,536</td><td>21,638</td></tr><tr><td>Interest income</td><td>540</td><td>515</td></tr><tr><td>Interest expense</td><td>(102)</td><td>(63)</td></tr><tr><td>Other income (expense), net</td><td>15,929</td><td>(180)</td></tr><tr><td>Total other income, net</td><td>16,367</td><td>272</td></tr><tr><td>Income before income tax</td><td>69,903</td><td>21,910</td></tr><tr><td>Income tax expense</td><td>11,582</td><td>3,135</td></tr><tr><td>Net income</td><td>$ 58,321</td><td>$ 18,775</td></tr><tr><td>Net income per share:</td><td></td><td></td></tr><tr><td>Basic</td><td>$ 2.40</td><td>$ 0.77</td></tr><tr><td>Diluted</td><td>$ 2.39</td><td>$ 0.76</td></tr><tr><td>Weighted average shares used in per share computation:</td><td></td><td></td></tr><tr><td>Basic</td><td>24,286</td><td>24,441</td></tr><tr><td>Diluted</td><td>24,391</td><td>24,611</td></tr></table>",
+      "path": "tables/table-1 Financial Results.html",
+      "metadata": {
+        "length": 1473,
+        "summary": "table-2\nThe table shows financial data for three months ending Apr 26, 2026 and Apr 27, 2025. Revenue increased from $44,062 to $81,615, net income rose from $18,775 to $58,321, and operating income grew from $21,638 to $53,536.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "file_path": "tables/table-1 Financial Results.html",
+        "keywords": [
+          "Revenue",
+          "Net Income",
+          "Operating Income"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "4b3fc8ff-2efb-5df6-9180-6d26431f3e7c",
+      "type": "table",
+      "content": "<table><tr><td></td><td colspan=\"2\">Three Months Ended</td></tr><tr><td></td><td>Apr 26, 2026</td><td>Apr 27, 2025</td></tr><tr><td>Net income</td><td>$ 58,321</td><td>$ 18,775</td></tr><tr><td>Other comprehensive income (loss), net of tax</td><td></td><td></td></tr><tr><td>Available-for-sale securities:</td><td></td><td></td></tr><tr><td>Net change in unrealized gain (loss)</td><td>(78)</td><td>139</td></tr><tr><td>Cash flow hedges:</td><td></td><td></td></tr><tr><td>Net change in unrealized gain</td><td>37</td><td>19</td></tr><tr><td>Other comprehensive income (loss), net of tax</td><td>(41)</td><td>158</td></tr><tr><td>Total comprehensive income</td><td>$ 58,280</td><td>$ 18,933</td></tr></table>",
+      "path": "tables/table-2 Comprehensive Income.html",
+      "metadata": {
+        "length": 708,
+        "summary": "table-3\nThe table shows net income of $58,321 for Apr 26, 2026 vs $18,775 for Apr 27, 2025. Other comprehensive loss was $41 vs gain of $158, resulting in total comprehensive income of $58,280 vs $18,933.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "file_path": "tables/table-2 Comprehensive Income.html",
+        "keywords": [
+          "Net income",
+          "OCI",
+          "Comprehensive income"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "699d3faa-22e1-57a5-a7d2-7f3883789334",
+      "type": "table",
+      "content": "<table><tr><td></td><td>Apr 26, 2026</td><td>Jan 25, 2026</td></tr><tr><td colspan=\"3\">Assets</td></tr><tr><td colspan=\"3\">Current assets:</td></tr><tr><td>Cash and cash equivalents</td><td>$ 13,237</td><td>$ 10,605</td></tr><tr><td>Marketable debt securities</td><td>37,098</td><td>39,065</td></tr><tr><td>Marketable equity securities</td><td>30,237</td><td>12,886</td></tr><tr><td>Accounts receivable, net</td><td>40,710</td><td>38,466</td></tr><tr><td>Inventories</td><td>25,797</td><td>21,403</td></tr><tr><td>Prepaid expenses and other current assets</td><td>3,916</td><td>3,180</td></tr><tr><td>Total current assets</td><td>150,995</td><td>125,605</td></tr><tr><td>Property and equipment, net</td><td>12,403</td><td>10,383</td></tr><tr><td>Operating lease assets</td><td>4,258</td><td>2,867</td></tr><tr><td>Goodwill</td><td>20,894</td><td>20,832</td></tr><tr><td>Intangible assets, net</td><td>3,120</td><td>3,306</td></tr><tr><td>Deferred income tax assets</td><td>11,707</td><td>13,258</td></tr><tr><td>Non-marketable securities</td><td>43,364</td><td>22,251</td></tr><tr><td>Other assets</td><td>12,733</td><td>8,301</td></tr><tr><td>Total assets</td><td>$ 259,474</td><td>$ 206,803</td></tr><tr><td colspan=\"3\">Liabilities and Shareholders’ Equity</td></tr><tr><td colspan=\"3\">Current liabilities:</td></tr><tr><td>Accounts payable</td><td>$ 13,097</td><td>$ 9,812</td></tr><tr><td>Accrued and other current liabilities</td><td>29,787</td><td>21,352</td></tr><tr><td>Short-term debt</td><td>1,000</td><td>999</td></tr><tr><td>Total current liabilities</td><td>43,884</td><td>32,163</td></tr><tr><td>Long-term debt</td><td>7,470</td><td>7,469</td></tr><tr><td>Long-term operating lease liabilities</td><td>3,878</td><td>2,572</td></tr><tr><td>Other long-term liabilities</td><td>8,768</td><td>7,306</td></tr><tr><td>Total liabilities</td><td>64,000</td><td>49,510</td></tr><tr><td colspan=\"3\">Commitments and contingencies</td></tr><tr><td colspan=\"3\">Shareholders’ equity:</td></tr><tr><td>Preferred stock</td><td>—</td><td>—</td></tr><tr><td>Common stock</td><td>24</td><td>24</td></tr><tr><td>Additional paid-in capital</td><td>10,275</td><td>10,118</td></tr><tr><td>Accumulated other comprehensive income</td><td>137</td><td>178</td></tr><tr><td>Retained earnings</td><td>185,038</td><td>146,973</td></tr><tr><td>Total shareholders’ equity</td><td>195,474</td><td>157,293</td></tr><tr><td>Total liabilities and shareholders’ equity</td><td>$ 259,474</td><td>$ 206,803</td></tr></table>",
+      "path": "tables/table-3 Balance Sheet.html",
+      "metadata": {
+        "length": 2499,
+        "summary": "table-4\nThe balance sheet shows total assets of $259,474 as of Apr 26, 2026, up from $206,803. Liabilities are $64,000 and shareholders' equity is $195,474.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "file_path": "tables/table-3 Balance Sheet.html",
+        "keywords": [
+          "Assets",
+          "Liabilities",
+          "Equity"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "dcfbc1d7-e729-550b-844c-f366db9c0c01",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"2\"></td><td colspan=\"2\">Common Stock Outstanding</td><td rowspan=\"2\">Additional Paid-in Capital</td><td rowspan=\"2\">Accumulated Other Comprehensive Income</td><td rowspan=\"2\">Retained Earnings</td><td rowspan=\"2\">Total Shareholders’ Equity</td></tr><tr><td>Shares</td><td>Amount</td></tr><tr><td colspan=\"7\">(In millions, except per share data)</td></tr><tr><td>Balances as of Jan 25, 2026</td><td>24,304</td><td>$ 24</td><td>$ 10,118</td><td>$ 178</td><td>$ 146,973</td><td>$ 157,293</td></tr><tr><td>Net income</td><td>—</td><td>—</td><td>—</td><td>—</td><td>58,321</td><td>58,321</td></tr><tr><td>Other comprehensive loss</td><td>—</td><td>—</td><td>—</td><td>(41)</td><td>—</td><td>(41)</td></tr><tr><td>Issuance of common stock</td><td>37</td><td>—</td><td>515</td><td>—</td><td>—</td><td>515</td></tr><tr><td>Tax withholding related to common stock</td><td>(12)</td><td>—</td><td>(2,129)</td><td>—</td><td>—</td><td>(2,129)</td></tr><tr><td>Shares repurchased</td><td>(108)</td><td>—</td><td>(157)</td><td>—</td><td>(20,013)</td><td>(20,170)</td></tr><tr><td>Cash dividends declared and paid ($0.01 per common share)</td><td>—</td><td>—</td><td>—</td><td>—</td><td>(243)</td><td>(243)</td></tr><tr><td>Stock-based compensation</td><td>—</td><td>—</td><td>1,928</td><td>—</td><td>—</td><td>1,928</td></tr><tr><td>Balances as of Apr 26, 2026</td><td>24,221</td><td>$ 24</td><td>$ 10,275</td><td>$ 137</td><td>$ 185,038</td><td>$ 195,474</td></tr><tr><td>Balances as of Jan 26, 2025</td><td>24,477</td><td>$ 24</td><td>$ 11,237</td><td>$ 28</td><td>$ 68,038</td><td>$ 79,327</td></tr><tr><td>Net income</td><td>—</td><td>—</td><td>—</td><td>—</td><td>18,775</td><td>18,775</td></tr><tr><td>Other comprehensive income</td><td>—</td><td>—</td><td>—</td><td>158</td><td>—</td><td>158</td></tr><tr><td>Issuance of common stock</td><td>50</td><td>—</td><td>370</td><td>—</td><td>—</td><td>370</td></tr><tr><td>Tax withholding related to common stock</td><td>(13)</td><td>—</td><td>(1,532)</td><td>—</td><td>—</td><td>(1,532)</td></tr><tr><td>Shares repurchased</td><td>(126)</td><td>—</td><td>(92)</td><td>—</td><td>(14,411)</td><td>(14,503)</td></tr><tr><td>Cash dividends declared and paid ($0.01 per common share)</td><td>—</td><td>—</td><td>—</td><td>—</td><td>(244)</td><td>(244)</td></tr><tr><td>Fair value of partially vested equity awards assumed in connection with acquisitions</td><td>—</td><td>—</td><td>22</td><td>—</td><td>—</td><td>22</td></tr><tr><td>Stock-based compensation</td><td>—</td><td>—</td><td>1,470</td><td>—</td><td>—</td><td>1,470</td></tr><tr><td>Balances as of Apr 27, 2025</td><td>24,388</td><td>$ 24</td><td>$ 11,475</td><td>$ 186</td><td>$ 72,158</td><td>$ 83,843</td></tr></table>",
+      "path": "tables/table-4 Shareholders' Equity.html",
+      "metadata": {
+        "length": 2736,
+        "summary": "table-5\nThe table shows changes in shareholders' equity from Jan 2025 to Apr 2026, including net income, stock issuance, repurchases, dividends, and other adjustments.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "file_path": "tables/table-4 Shareholders' Equity.html",
+        "keywords": [
+          "equity",
+          "stock",
+          "dividends"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "125ac24b-3661-5289-9fd5-f78ecf1c4c37",
+      "type": "table",
+      "content": "<table><tr><td></td><td colspan=\"2\">Three Months Ended</td></tr><tr><td></td><td>Apr 26, 2026</td><td>Apr 27, 2025</td></tr><tr><td>Cash flows from operating activities:</td><td></td><td></td></tr><tr><td>Net income</td><td>$ 58,321</td><td>$ 18,775</td></tr><tr><td>Adjustments to reconcile net income to net cash provided by operating activities:</td><td></td><td></td></tr><tr><td>Stock-based compensation expense</td><td>1,928</td><td>1,474</td></tr><tr><td>Deferred income taxes</td><td>1,584</td><td>(2,177)</td></tr><tr><td>Depreciation and amortization</td><td>997</td><td>611</td></tr><tr><td>(Gains) losses from equity securities, net</td><td>(15,936)</td><td>175</td></tr><tr><td>Other</td><td>(94)</td><td>(98)</td></tr><tr><td>Changes in operating assets and liabilities, net of acquisitions:</td><td></td><td></td></tr><tr><td>Accounts receivable</td><td>(2,243)</td><td>933</td></tr><tr><td>Inventories</td><td>(4,420)</td><td>(1,258)</td></tr><tr><td>Prepaid expenses and other assets</td><td>(983)</td><td>560</td></tr><tr><td>Accounts payable</td><td>2,210</td><td>941</td></tr><tr><td>Accrued and other current liabilities</td><td>7,763</td><td>7,128</td></tr><tr><td>Other long-term liabilities</td><td>1,217</td><td>350</td></tr><tr><td>Net cash provided by operating activities</td><td>50,344</td><td>27,414</td></tr><tr><td>Cash flows from investing activities:</td><td></td><td></td></tr><tr><td>Proceeds from maturities of marketable debt securities</td><td>1,946</td><td>3,122</td></tr><tr><td>Proceeds from sales of non-marketable securities</td><td>26</td><td>—</td></tr><tr><td>Proceeds from sales of marketable debt securities</td><td>25</td><td>467</td></tr><tr><td>Purchases of non-marketable securities</td><td>(18,582)</td><td>(649)</td></tr><tr><td>Purchases of marketable debt and equity securities</td><td>(8,000)</td><td>(6,546)</td></tr><tr><td>Purchases related to property and equipment and intangible assets</td><td>(1,757)</td><td>(1,227)</td></tr><tr><td>Acquisitions, net of cash acquired</td><td>(87)</td><td>(383)</td></tr><tr><td>Net cash used in investing activities</td><td>(26,429)</td><td>(5,216)</td></tr><tr><td>Cash flows from financing activities:</td><td></td><td></td></tr><tr><td>Proceeds related to employee stock plans</td><td>515</td><td>370</td></tr><tr><td>Payments related to repurchases of common stock</td><td>(19,312)</td><td>(14,095)</td></tr><tr><td>Payments related to employee stock plan taxes</td><td>(2,129)</td><td>(1,532)</td></tr><tr><td>Dividends paid</td><td>(243)</td><td>(244)</td></tr><tr><td>Principal payments on property and equipment and intangible assets</td><td>(33)</td><td>(52)</td></tr><tr><td>Other</td><td>(81)</td><td>—</td></tr><tr><td>Net cash used in financing activities</td><td>(21,283)</td><td>(15,553)</td></tr><tr><td>Change in cash and cash equivalents</td><td>2,632</td><td>6,645</td></tr><tr><td>Cash and cash equivalents at beginning of period</td><td>10,605</td><td>8,589</td></tr><tr><td>Cash and cash equivalents at end of period</td><td>$ 13,237</td><td>$ 15,234</td></tr></table>",
+      "path": "tables/table-5 Cash Flow Statement.html",
+      "metadata": {
+        "length": 3090,
+        "summary": "table-6\nThe table shows cash flow data for three months ended Apr 26, 2026 and Apr 27, 2025. Net cash from operations was $50,344 and $27,414; investing used $26,429 and $5,216; financing used $21,283 and $15,553. Cash ended at $13,237 and $15,234.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "file_path": "tables/table-5 Cash Flow Statement.html",
+        "keywords": [
+          "cash flows",
+          "operating",
+          "investing"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "29bdbd71-9e9f-5c85-a650-19125e27c9b0",
+      "type": "text",
+      "content": "NVIDIA Corporation and Subsidiaries\nCondensed Consolidated Statements of Income\n(In millions, except per share data)\n(Unaudited)\n\n[tables/table-1 Financial Results.html]\n\nSee accompanying Notes to Condensed Consolidated Financial Statements.\nNVIDIA Corporation and Subsidiaries\nCondensed Consolidated Statements of Comprehensive Income\n(In millions)\n(Unaudited)\n\n[tables/table-2 Comprehensive Income.html]\n\nSee accompanying Notes to Condensed Consolidated Financial Statements.\nNVIDIA Corporation and Subsidiaries\nCondensed Consolidated Balance Sheets\n(In millions)\n(Unaudited)\n\n[tables/table-3 Balance Sheet.html]\n\nSee accompanying Notes to Condensed Consolidated Financial Statements.\nNVIDIA Corporation and Subsidiaries\nCondensed Consolidated Statements of Shareholders' Equity\n(Unaudited)\n\n[tables/table-4 Shareholders' Equity.html]\n\nSee accompanying Notes to Condensed Consolidated Financial Statements.\nNVIDIA Corporation and Subsidiaries\nCondensed Consolidated Statements of Cash Flows\n(In millions)\n(Unaudited)\n\n[tables/table-5 Cash Flow Statement.html]\n\nSee accompanying Notes to Condensed Consolidated Financial Statements.\nNVIDIA Corporation and Subsidiaries Notes to Condensed Consolidated Financial Statements (Unaudited)",
+      "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Part I. Financial Information/Item 1. Financial Statements (Unaudited)",
+      "metadata": {
+        "length": 1304,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "tokens": [
+          "NVIDIA",
+          "Corporation",
+          "Subsidiaries",
+          "Condensed",
+          "Consolidated",
+          "Statements",
+          "Income",
+          "In",
+          "millions",
+          "share",
+          "data",
+          "Unaudited",
+          "See",
+          "accompanying",
+          "Notes",
+          "Financial",
+          "Comprehensive",
+          "Balance",
+          "Sheets",
+          "Shareholders",
+          "Equity",
+          "Cash",
+          "Flows"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "c19796ac-7ecc-5937-9d80-bcfac6375451",
+            "relation": "embeds",
+            "ref": "[tables/table-1 Financial Results.html]",
+            "position": {
+              "start": 130,
+              "end": 169
+            }
+          },
+          {
+            "target": "4b3fc8ff-2efb-5df6-9180-6d26431f3e7c",
+            "relation": "embeds",
+            "ref": "[tables/table-2 Comprehensive Income.html]",
+            "position": {
+              "start": 363,
+              "end": 405
+            }
+          },
+          {
+            "target": "699d3faa-22e1-57a5-a7d2-7f3883789334",
+            "relation": "embeds",
+            "ref": "[tables/table-3 Balance Sheet.html]",
+            "position": {
+              "start": 579,
+              "end": 614
+            }
+          },
+          {
+            "target": "dcfbc1d7-e729-550b-844c-f366db9c0c01",
+            "relation": "embeds",
+            "ref": "[tables/table-4 Shareholders' Equity.html]",
+            "position": {
+              "start": 794,
+              "end": 836
+            }
+          },
+          {
+            "target": "125ac24b-3661-5289-9fd5-f78ecf1c4c37",
+            "relation": "embeds",
+            "ref": "[tables/table-5 Cash Flow Statement.html]",
+            "position": {
+              "start": 1020,
+              "end": 1061
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "5f36dd67-797e-5f22-9c78-fc7289732083",
+      "type": "text",
+      "content": "",
+      "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Part I. Financial Information/Note 1 - Summary of Significant Accounting Policies",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "315081e4-2af5-5914-aef1-6a292645d85d",
+      "type": "text",
+      "content": "The accompanying unaudited condensed consolidated financial statements were prepared in accordance with accounting principles generally accepted in the United States of America, or U.S. GAAP, for interim financial information and with the instructions to Form 10-Q and Article 10 of Securities and Exchange Commission, or SEC, Regulation S-X. The January 25, 2026 consolidated balance sheet was derived from our audited consolidated financial statements included in our Annual Report on Form 10-K for the fiscal year ended January 25, 2026, as filed with the SEC, but does not include all disclosures required by U.S. GAAP. In the opinion of management, all adjustments, consisting only of normal recurring adjustments considered necessary for a fair presentation of results of operations and financial position, have been included. The results for the interim periods presented are not necessarily indicative of the results expected for any future period. The following information should be read in conjunction with the audited consolidated financial statements and notes thereto included in our Annual Report on Form 10-K for the fiscal year ended January 25, 2026.\nCertain prior fiscal year balances have been reclassified to conform to the current period presentation.",
+      "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Part I. Financial Information/Note 1 - Summary of Significant Accounting Policies/Basis of Presentation",
+      "metadata": {
+        "length": 1273,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "tokens": [
+          "The",
+          "accompanying",
+          "unaudited",
+          "condensed",
+          "consolidated",
+          "financial",
+          "statements",
+          "prepared",
+          "accordance",
+          "accounting",
+          "principles",
+          "generally",
+          "accepted",
+          "United",
+          "States",
+          "America",
+          "GAAP",
+          "interim",
+          "information",
+          "instructions",
+          "Form",
+          "10",
+          "Article",
+          "Securities",
+          "Exchange",
+          "Commission",
+          "SEC",
+          "Regulation",
+          "January",
+          "25",
+          "2026",
+          "balance",
+          "sheet",
+          "derived",
+          "audited",
+          "included",
+          "Annual",
+          "Report",
+          "fiscal",
+          "year",
+          "ended",
+          "filed",
+          "include",
+          "disclosures",
+          "required",
+          "In",
+          "opinion",
+          "management",
+          "adjustments",
+          "consisting",
+          "normal",
+          "recurring",
+          "considered",
+          "fair",
+          "presentation",
+          "results",
+          "operations",
+          "position",
+          "periods",
+          "presented",
+          "necessarily",
+          "indicative",
+          "expected",
+          "future",
+          "period",
+          "read",
+          "conjunction",
+          "notes",
+          "thereto",
+          "Certain",
+          "prior",
+          "balances",
+          "reclassified",
+          "conform",
+          "current"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "881cc4f8-0d85-506d-b4e1-80e47a74a3e8",
+      "type": "text",
+      "content": "There have been no material changes to our significant accounting policies disclosed in Note 1 - Organization and Summary of Significant Accounting Policies, of the Notes to the Consolidated Financial Statements included in our Annual Report on Form 10-K for the fiscal year ended January 25, 2026.",
+      "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Part I. Financial Information/Note 1 - Summary of Significant Accounting Policies/Significant Accounting Policies",
+      "metadata": {
+        "length": 298,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "tokens": [
+          "There",
+          "material",
+          "significant",
+          "accounting",
+          "policies",
+          "disclosed",
+          "Note",
+          "Organization",
+          "Summary",
+          "Significant",
+          "Accounting",
+          "Policies",
+          "Notes",
+          "Consolidated",
+          "Financial",
+          "Statements",
+          "included",
+          "Annual",
+          "Report",
+          "Form",
+          "10",
+          "fiscal",
+          "year",
+          "ended",
+          "January",
+          "25",
+          "2026"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "3732b8a0-095a-56d4-83e9-7bb74ca7a881",
+      "type": "text",
+      "content": "Fiscal year 2027 is a 53-week year and fiscal year 2026 was a 52-week year, both ending on the last Sunday in January. The first quarters of fiscal years 2027 and 2026 were both 13-week quarters. The fourth quarter of fiscal year 2027 will be a 14-week quarter.",
+      "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Part I. Financial Information/Note 1 - Summary of Significant Accounting Policies/Significant Accounting Policies/Fiscal Year",
+      "metadata": {
+        "length": 261,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "tokens": [
+          "Fiscal",
+          "year",
+          "2027",
+          "53",
+          "week",
+          "fiscal",
+          "2026",
+          "52",
+          "ending",
+          "Sunday",
+          "January",
+          "The",
+          "quarters",
+          "years",
+          "13",
+          "fourth",
+          "quarter",
+          "14"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "d6130ee9-5661-5f4d-ac29-42dfdd59ff41",
+      "type": "text",
+      "content": "Our condensed consolidated financial statements include the accounts of NVIDIA Corporation and our wholly owned subsidiaries. All intercompany balances and transactions have been eliminated in consolidation.",
+      "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Part I. Financial Information/Note 1 - Summary of Significant Accounting Policies/Significant Accounting Policies/Principles of Consolidation",
+      "metadata": {
+        "length": 207,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "tokens": [
+          "Our",
+          "condensed",
+          "consolidated",
+          "financial",
+          "statements",
+          "include",
+          "accounts",
+          "NVIDIA",
+          "Corporation",
+          "wholly",
+          "owned",
+          "subsidiaries",
+          "All",
+          "intercompany",
+          "balances",
+          "transactions",
+          "eliminated",
+          "consolidation"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "f9db58cc-839e-5f0f-bc6d-c7b9b31384eb",
+      "type": "text",
+      "content": "The preparation of financial statements in conformity with U.S. GAAP requires management to make estimates and assumptions that affect the reported amounts of assets and liabilities and disclosures of contingent assets and liabilities at the date of the financial statements and the reported amounts of revenue and expenses during the reporting period. Actual results could differ materially from our estimates.",
+      "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Part I. Financial Information/Note 1 - Summary of Significant Accounting Policies/Significant Accounting Policies/Use of Estimates",
+      "metadata": {
+        "length": 411,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "tokens": [
+          "The",
+          "preparation",
+          "financial",
+          "statements",
+          "conformity",
+          "GAAP",
+          "requires",
+          "management",
+          "make",
+          "estimates",
+          "assumptions",
+          "affect",
+          "reported",
+          "amounts",
+          "assets",
+          "liabilities",
+          "disclosures",
+          "contingent",
+          "date",
+          "revenue",
+          "expenses",
+          "reporting",
+          "period",
+          "Actual",
+          "results",
+          "differ",
+          "materially"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "8cc6c4c7-5a91-51f6-a1ea-b6aa73e66eaa",
+      "type": "text",
+      "content": "Recent Accounting Pronouncements Not Yet Adopted\nIn November 2024, the Financial Accounting Standards Board, or FASB, issued a new accounting standard requiring disclosures of certain additional expense information on an annual and interim basis, including, among other items, the amounts of purchases of inventory, employee compensation, depreciation and intangible asset amortization included within each income statement expense caption, as applicable. We will adopt this standard in the fiscal year 2028 annual report. We do not expect the adoption of this standard to have a material impact on our Consolidated Financial Statements other than additional disclosures.",
+      "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Part I. Financial Information/Note 1 - Summary of Significant Accounting Policies/Recently Issued Accounting Pronouncements",
+      "metadata": {
+        "length": 671,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "tokens": [
+          "Recent",
+          "Accounting",
+          "Pronouncements",
+          "Not",
+          "Yet",
+          "Adopted",
+          "In",
+          "November",
+          "2024",
+          "Financial",
+          "Standards",
+          "Board",
+          "FASB",
+          "issued",
+          "accounting",
+          "standard",
+          "requiring",
+          "disclosures",
+          "additional",
+          "expense",
+          "information",
+          "annual",
+          "interim",
+          "basis",
+          "including",
+          "items",
+          "amounts",
+          "purchases",
+          "inventory",
+          "employee",
+          "compensation",
+          "depreciation",
+          "intangible",
+          "asset",
+          "amortization",
+          "included",
+          "income",
+          "statement",
+          "caption",
+          "applicable",
+          "We",
+          "adopt",
+          "fiscal",
+          "year",
+          "2028",
+          "report",
+          "expect",
+          "adoption",
+          "material",
+          "impact",
+          "Consolidated",
+          "Statements"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "d270d060-0939-5af0-a29b-749b3ba5e1d5",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"3\"></td><td colspan=\"2\">Three Months Ended</td></tr><tr><td>Apr 26, 2026</td><td>Apr 27, 2025</td></tr><tr><td colspan=\"2\">(In millions)</td></tr><tr><td>Cost of revenue</td><td>$ 68</td><td>$ 64</td></tr><tr><td>Research and development</td><td>1,459</td><td>1,063</td></tr><tr><td>Sales, general and administrative</td><td>401</td><td>347</td></tr><tr><td>Total</td><td>$ 1,928</td><td>$ 1,474</td></tr></table>",
+      "path": "tables/table-6 Cost Breakdown.html",
+      "metadata": {
+        "length": 437,
+        "summary": "table-7\nThe table shows costs for three months ending Apr 26, 2026 and Apr 27, 2025. Cost of revenue: $68M vs $64M; R&D: $1,459M vs $1,063M; SG&A: $401M vs $347M; Total: $1,928M vs $1,474M.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "file_path": "tables/table-6 Cost Breakdown.html",
+        "keywords": [
+          "Cost",
+          "Revenue",
+          "Expenses"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "b591e76f-1c39-59c5-b169-36fc84398fb0",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"2\"></td><td>Number of Shares</td><td>Weighted Average Grant-Date Fair Value Per Share</td></tr><tr><td colspan=\"2\">(In millions, except per share data)</td></tr><tr><td>Balance as of Jan 25, 2026</td><td>189</td><td>$ 81.51</td></tr><tr><td>Granted</td><td>44</td><td>$ 181.73</td></tr><tr><td>Vested</td><td>(31)</td><td>$ 48.04</td></tr><tr><td>Canceled and forfeited</td><td>(2)</td><td>$ 95.82</td></tr><tr><td>Balance as of Apr 26, 2026</td><td>200</td><td>$ 108.92</td></tr></table>",
+      "path": "tables/table-7 Stock Grant Activity.html",
+      "metadata": {
+        "length": 512,
+        "summary": "table-8\nThe table shows restricted stock activity from Jan to Apr 2026: shares increased from 189 to 200 million, with 44 million granted at $181.73, 31 million vested at $48.04, and 2 million forfeited.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "file_path": "tables/table-7 Stock Grant Activity.html",
+        "keywords": [
+          "shares",
+          "fair value",
+          "grants"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "225644a7-158e-5fd1-a950-e02f84f14ad6",
+      "type": "text",
+      "content": "We recognize stock-based compensation expense from grants of restricted stock units, or RSUs, performance stock units, or PSUs, and market-based PSUs, and issuances under our employee stock purchase plan, or ESPP.\nNVIDIA Corporation and Subsidiaries Notes to Condensed Consolidated Financial Statements (Continued) (Unaudited)\nCondensed Consolidated Statements of Income include stock-based compensation expense as follows:\n\n[tables/table-6 Cost Breakdown.html]\n\nEquity Award Activity\nThe following is a summary of our equity award transactions under our equity incentive plans:\nRSUs, PSUs and Market-based PSUs Outstanding\n\n[tables/table-7 Stock Grant Activity.html]\n\nAs of April 26, 2026, aggregate unearned stock-based compensation expense was \\$20.8 billion, which is expected to be recognized over a weighted average period of 2.6 years for RSUs, PSUs, and market-based PSUs, and one year for ESPP.",
+      "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Part I. Financial Information/Note 2 - Stock-Based Compensation",
+      "metadata": {
+        "length": 927,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "tokens": [
+          "We",
+          "recognize",
+          "stock",
+          "based",
+          "compensation",
+          "expense",
+          "grants",
+          "restricted",
+          "units",
+          "RSUs",
+          "performance",
+          "PSUs",
+          "market",
+          "issuances",
+          "employee",
+          "purchase",
+          "plan",
+          "ESPP",
+          "NVIDIA",
+          "Corporation",
+          "Subsidiaries",
+          "Notes",
+          "Condensed",
+          "Consolidated",
+          "Financial",
+          "Statements",
+          "Continued",
+          "Unaudited",
+          "Income",
+          "include",
+          "Equity",
+          "Award",
+          "Activity",
+          "The",
+          "summary",
+          "equity",
+          "award",
+          "transactions",
+          "incentive",
+          "plans",
+          "Market",
+          "Outstanding",
+          "As",
+          "April",
+          "26",
+          "2026",
+          "aggregate",
+          "unearned",
+          "20.8",
+          "billion",
+          "expected",
+          "recognized",
+          "weighted",
+          "average",
+          "period",
+          "2.6",
+          "years",
+          "year"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "d270d060-0939-5af0-a29b-749b3ba5e1d5",
+            "relation": "embeds",
+            "ref": "[tables/table-6 Cost Breakdown.html]",
+            "position": {
+              "start": 425,
+              "end": 461
+            }
+          },
+          {
+            "target": "b591e76f-1c39-59c5-b169-36fc84398fb0",
+            "relation": "embeds",
+            "ref": "[tables/table-7 Stock Grant Activity.html]",
+            "position": {
+              "start": 625,
+              "end": 667
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "85bdcf7d-b72c-50d1-9a0d-f32fddcf6b10",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"3\"></td><td colspan=\"2\">Three Months Ended</td></tr><tr><td>Apr 26, 2026</td><td>Apr 27, 2025</td></tr><tr><td colspan=\"2\">(In millions, except per share data)</td></tr><tr><td colspan=\"3\">Numerator:</td></tr><tr><td>Net income</td><td>$ 58,321</td><td>$ 18,775</td></tr><tr><td colspan=\"3\">Denominator:</td></tr><tr><td>Basic weighted average shares</td><td>24,286</td><td>24,441</td></tr><tr><td>Dilutive impact of outstanding equity awards</td><td>105</td><td>170</td></tr><tr><td>Diluted weighted average shares</td><td>24,391</td><td>24,611</td></tr><tr><td colspan=\"3\">Net income per share:</td></tr><tr><td>Basic (1)</td><td>$ 2.40</td><td>$ 0.77</td></tr><tr><td>Diluted (2)</td><td>$ 2.39</td><td>$ 0.76</td></tr><tr><td>Anti-dilutive equity awards excluded from diluted net income per share</td><td>47</td><td>62</td></tr></table>",
+      "path": "tables/table-8 EPS Data Table.html",
+      "metadata": {
+        "length": 864,
+        "summary": "table-9\nThe table shows net income of $58,321M (Apr 2026) vs $18,775M (Apr 2025), basic EPS $2.40 vs $0.77, diluted EPS $2.39 vs $0.76, with weighted average shares and anti-dilutive awards.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "file_path": "tables/table-8 EPS Data Table.html",
+        "keywords": [
+          "Net income",
+          "Earnings per share",
+          "Weighted shares"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "024ce11b-4b82-5841-b259-e6f93907c57b",
+      "type": "text",
+      "content": "The following is the basic and diluted net income per share computations for the periods presented:\n\n[tables/table-8 EPS Data Table.html]\n\n(1) Net income divided by basic weighted average shares.\n(2) Net income divided by diluted weighted average shares.\nDiluted net income per share was computed using the weighted average number of common and potentially dilutive shares outstanding during the period, using the treasury stock method.\nNVIDIA Corporation and Subsidiaries Notes to Condensed Consolidated Financial Statements (Continued) (Unaudited)",
+      "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Part I. Financial Information/Note 3 - Net Income Per Share",
+      "metadata": {
+        "length": 553,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "tokens": [
+          "The",
+          "basic",
+          "diluted",
+          "net",
+          "income",
+          "share",
+          "computations",
+          "periods",
+          "presented",
+          "Net",
+          "divided",
+          "weighted",
+          "average",
+          "shares",
+          "Diluted",
+          "computed",
+          "number",
+          "common",
+          "potentially",
+          "dilutive",
+          "outstanding",
+          "period",
+          "treasury",
+          "stock",
+          "method",
+          "NVIDIA",
+          "Corporation",
+          "Subsidiaries",
+          "Notes",
+          "Condensed",
+          "Consolidated",
+          "Financial",
+          "Statements",
+          "Continued",
+          "Unaudited"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "85bdcf7d-b72c-50d1-9a0d-f32fddcf6b10",
+            "relation": "embeds",
+            "ref": "[tables/table-8 EPS Data Table.html]",
+            "position": {
+              "start": 101,
+              "end": 137
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "af21bb32-3527-5c94-b9fb-d7395cabec5c",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"3\"></td><td colspan=\"3\">Apr 26, 2026</td><td colspan=\"3\">Jan 25, 2026</td></tr><tr><td>Gross Carrying Amount</td><td>Accumulated Amortization</td><td>Net Carrying Amount</td><td>Gross Carrying Amount</td><td>Accumulated Amortization</td><td>Net Carrying Amount</td></tr><tr><td colspan=\"6\">(In millions)</td></tr><tr><td>Acquisition-related intangible assets</td><td>$ 5,658</td><td>$ (2,759)</td><td>$ 2,899</td><td>$ 5,656</td><td>$ (2,580)</td><td>$ 3,076</td></tr><tr><td>Patents and licensed technology</td><td>525</td><td>(304)</td><td>221</td><td>528</td><td>(298)</td><td>230</td></tr><tr><td>Total intangible assets</td><td>$ 6,183</td><td>$ (3,063)</td><td>$ 3,120</td><td>$ 6,184</td><td>$ (2,878)</td><td>$ 3,306</td></tr></table>",
+      "path": "tables/table-9 Intangible Assets.html",
+      "metadata": {
+        "length": 766,
+        "summary": "table-10\nThe table shows intangible assets as of Apr 26, 2026 and Jan 25, 2026, with gross carrying amounts, accumulated amortization, and net carrying amounts for acquisition-related assets, patents, and total.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "file_path": "tables/table-9 Intangible Assets.html",
+        "keywords": [
+          "intangible assets",
+          "amortization",
+          "net carrying amount"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "a56cbb8a-3168-5a2b-b341-df1b726c41f7",
+      "type": "table",
+      "content": "<table><tr><td></td><td>Future Amortization Expense(In millions)</td></tr><tr><td>Fiscal Year:</td><td></td></tr><tr><td>2027 (excluding the first quarter of fiscal year 2027)</td><td>$ 689</td></tr><tr><td>2028</td><td>754</td></tr><tr><td>2029</td><td>610</td></tr><tr><td>2030</td><td>516</td></tr><tr><td>2031</td><td>468</td></tr><tr><td>2032 and thereafter</td><td>83</td></tr><tr><td>Total</td><td>$ 3,120</td></tr></table>",
+      "path": "tables/table-10 Amortization Expense.html",
+      "metadata": {
+        "length": 430,
+        "summary": "table-11\nThe table shows future amortization expenses from 2027 to 2032 and beyond, totaling $3,120 million, with the highest in 2028 at $754 million.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "file_path": "tables/table-10 Amortization Expense.html",
+        "keywords": [
+          "amortization",
+          "fiscal years",
+          "future expense"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "9e83010b-c1fe-593d-b46f-73e77e1b9db9",
+      "type": "text",
+      "content": "The components of our amortizable intangible assets are as follows:\n\n[tables/table-9 Intangible Assets.html]\n\nAmortization expense associated with intangible assets was \\$232 million and \\$159 million for the first quarter of fiscal years 2027 and 2026, respectively.\nThe following table outlines the estimated future amortization expense related to the net carrying amount of intangible assets as of April 26, 2026:\n\n[tables/table-10 Amortization Expense.html]\n\nIn the first quarter of fiscal year 2027, goodwill increased by \\$62 million from acquisitions and was allocated to our Compute \\& Networking reporting unit.\nNVIDIA Corporation and Subsidiaries Notes to Condensed Consolidated Financial Statements (Continued) (Unaudited)",
+      "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Part I. Financial Information/Note 4 - Amortizable Intangible Assets and Goodwill",
+      "metadata": {
+        "length": 745,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "tokens": [
+          "The",
+          "components",
+          "amortizable",
+          "intangible",
+          "assets",
+          "Amortization",
+          "expense",
+          "232",
+          "million",
+          "159",
+          "quarter",
+          "fiscal",
+          "years",
+          "2027",
+          "2026",
+          "table",
+          "outlines",
+          "estimated",
+          "future",
+          "amortization",
+          "related",
+          "net",
+          "carrying",
+          "amount",
+          "April",
+          "26",
+          "In",
+          "year",
+          "goodwill",
+          "increased",
+          "62",
+          "acquisitions",
+          "allocated",
+          "Compute",
+          "Networking",
+          "reporting",
+          "unit",
+          "NVIDIA",
+          "Corporation",
+          "Subsidiaries",
+          "Notes",
+          "Condensed",
+          "Consolidated",
+          "Financial",
+          "Statements",
+          "Continued",
+          "Unaudited"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "af21bb32-3527-5c94-b9fb-d7395cabec5c",
+            "relation": "embeds",
+            "ref": "[tables/table-9 Intangible Assets.html]",
+            "position": {
+              "start": 69,
+              "end": 108
+            }
+          },
+          {
+            "target": "a56cbb8a-3168-5a2b-b341-df1b726c41f7",
+            "relation": "embeds",
+            "ref": "[tables/table-10 Amortization Expense.html]",
+            "position": {
+              "start": 418,
+              "end": 461
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "d7478cd0-e8ad-5893-acb5-950f047f0e5f",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"3\"></td><td rowspan=\"2\">Pricing Category</td><td rowspan=\"2\">Cost or Amortized Cost</td><td rowspan=\"2\">Unrealized Gain</td><td rowspan=\"2\">Unrealized Loss</td><td rowspan=\"2\">Estimated Fair Value</td><td colspan=\"4\">Reported as</td></tr><tr><td>Cash Equivalents</td><td>Marketable Debt Securities</td><td>Marketable Equity Securities</td><td>Other Assets</td></tr><tr><td colspan=\"9\">(In millions)</td></tr><tr><td>Debt securities issued by the U.S. Treasury</td><td>Level 2</td><td>$ 21,883</td><td>$ 43</td><td>$ (8)</td><td>$ 21,918</td><td>$ 470</td><td>$ 21,448</td><td>$ —</td><td>$ —</td></tr><tr><td>Corporate debt securities</td><td>Level 2</td><td>15,092</td><td>48</td><td>(8)</td><td>15,132</td><td>1,533</td><td>13,599</td><td>—</td><td>—</td></tr><tr><td>Debt securities issued by U.S. government agencies</td><td>Level 2</td><td>2,009</td><td>2</td><td>(1)</td><td>2,010</td><td>—</td><td>2,010</td><td>—</td><td>—</td></tr><tr><td>Certificates of deposit</td><td>Level 2</td><td>132</td><td>—</td><td>—</td><td>132</td><td>132</td><td>—</td><td>—</td><td>—</td></tr><tr><td>Foreign government bonds</td><td>Level 2</td><td>40</td><td>1</td><td>—</td><td>41</td><td>—</td><td>41</td><td>—</td><td>—</td></tr><tr><td>Money market funds</td><td>Level 1</td><td>10,212</td><td>—</td><td>—</td><td>10,212</td><td>10,212</td><td>—</td><td>—</td><td>—</td></tr><tr><td>Publicly-held equity securities (1) (2)</td><td>Level 1</td><td></td><td></td><td></td><td>29,887</td><td>—</td><td>—</td><td>21,023</td><td>8,864</td></tr><tr><td>Publicly-held equity securities (1) (3)</td><td>Level 2</td><td></td><td></td><td></td><td>9,214</td><td>—</td><td>—</td><td>9,214</td><td>—</td></tr><tr><td>Total</td><td></td><td>$ 49,368</td><td>$ 94</td><td>$ (17)</td><td>$ 88,546</td><td>$ 12,347</td><td>$ 37,098</td><td>$ 30,237</td><td>$ 8,864</td></tr></table>",
+      "path": "tables/table-11 Debt Securities.html",
+      "metadata": {
+        "length": 1886,
+        "summary": "table-12\nThe table details debt and equity securities by pricing category, showing cost, unrealized gains/losses, estimated fair value, and how they are reported as cash equivalents, marketable debt, or equity securities.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "file_path": "tables/table-11 Debt Securities.html",
+        "keywords": [
+          "Debt Securities",
+          "Fair Value",
+          "Pricing Levels"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "917e224a-0fba-5653-87f1-0566d90cdd09",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"3\"></td><td rowspan=\"2\">Pricing Category</td><td rowspan=\"2\">Cost or Amortized Cost</td><td rowspan=\"2\">Unrealized Gain</td><td rowspan=\"2\">Unrealized Loss</td><td rowspan=\"2\">Estimated Fair Value</td><td colspan=\"4\">Reported as</td></tr><tr><td>Cash Equivalents</td><td>Marketable Debt Securities</td><td>Marketable Equity Securities</td><td>Other Assets</td></tr><tr><td colspan=\"9\">(In millions)</td></tr><tr><td>Debt securities issued by the U.S. Treasury</td><td>Level 2</td><td>$ 21,635</td><td>$ 77</td><td>$ (3)</td><td>$ 21,709</td><td>$ —</td><td>$ 21,709</td><td>$ —</td><td>$ —</td></tr><tr><td>Corporate debt securities</td><td>Level 2</td><td>15,410</td><td>92</td><td>(3)</td><td>15,499</td><td>345</td><td>15,154</td><td>—</td><td>—</td></tr><tr><td>Debt securities issued by U.S. government agencies</td><td>Level 2</td><td>2,157</td><td>4</td><td>—</td><td>2,161</td><td>—</td><td>2,161</td><td>—</td><td>—</td></tr><tr><td>Certificates of deposit</td><td>Level 2</td><td>110</td><td>—</td><td>—</td><td>110</td><td>110</td><td>—</td><td>—</td><td>—</td></tr><tr><td>Foreign government bonds</td><td>Level 2</td><td>40</td><td>1</td><td>—</td><td>41</td><td>—</td><td>41</td><td>—</td><td>—</td></tr><tr><td>Money market funds</td><td>Level 1</td><td>7,830</td><td>—</td><td>—</td><td>7,830</td><td>7,830</td><td>—</td><td>—</td><td>—</td></tr><tr><td>Publicly-held equity securities (1) (2)</td><td>Level 1</td><td></td><td></td><td></td><td>17,726</td><td>—</td><td>—</td><td>12,886</td><td>4,840</td></tr><tr><td>Total</td><td></td><td>$ 47,182</td><td>$ 174</td><td>$ (6)</td><td>$ 65,076</td><td>$ 8,285</td><td>$ 39,065</td><td>$ 12,886</td><td>$ 4,840</td></tr></table>",
+      "path": "tables/table-12 Fair Value Table.html",
+      "metadata": {
+        "length": 1718,
+        "summary": "table-13\nThe table details fair value measurements of debt and equity securities by pricing level, showing cost, unrealized gains/losses, and estimated fair value, with breakdowns by type and reporting category.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "file_path": "tables/table-12 Fair Value Table.html",
+        "keywords": [
+          "fair value",
+          "debt securities",
+          "equity securities"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "cd6a3c2a-3542-5c81-b540-8dde21e63605",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"4\"></td><td colspan=\"2\">Apr 26, 2026</td><td colspan=\"2\">Jan 25, 2026</td></tr><tr><td colspan=\"2\">Less than 12 months</td><td colspan=\"2\">Less than 12 months</td></tr><tr><td>Estimated Fair Value</td><td>Gross Unrealized Loss</td><td>Estimated Fair Value</td><td>Gross Unrealized Loss</td></tr><tr><td colspan=\"4\">(In millions)</td></tr><tr><td>Debt securities issued by the U.S. Treasury</td><td>$ 12,238</td><td>$ (8)</td><td>$ 10,666</td><td>$ (3)</td></tr><tr><td>Corporate debt securities</td><td>2,658</td><td>(8)</td><td>1,332</td><td>(3)</td></tr><tr><td>Debt securities issued by U.S. government agencies</td><td>1,291</td><td>(1)</td><td>1,134</td><td>—</td></tr><tr><td>Total</td><td>$ 16,187</td><td>$ (17)</td><td>$ 13,132</td><td>$ (6)</td></tr></table>",
+      "path": "tables/table-13 Debt Securities.html",
+      "metadata": {
+        "length": 792,
+        "summary": "table-14\nThe table shows estimated fair values and gross unrealized losses for debt securities (U.S. Treasury, corporate, and government agencies) as of Apr 26, 2026 and Jan 25, 2026, with totals of $16,187M and $13,132M respectively.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "file_path": "tables/table-13 Debt Securities.html",
+        "keywords": [
+          "debt securities",
+          "unrealized loss",
+          "fair value"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "a4c67a78-cf3e-50ea-8ebb-550783331e2b",
+      "type": "table",
+      "content": "<table><tr><td></td><td>Apr 26, 2026(In millions)</td></tr><tr><td>Less than one year</td><td>$ 24,307</td></tr><tr><td>Due in 1 - 5 years</td><td>14,926</td></tr><tr><td>Total</td><td>$ 39,233</td></tr></table>",
+      "path": "tables/table-14 Debt Maturity.html",
+      "metadata": {
+        "length": 211,
+        "summary": "table-15\nThe table shows debt maturities: $24,307 million due within one year, $14,926 million due in 1-5 years, totaling $39,233 million as of Apr 26, 2026.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "file_path": "tables/table-14 Debt Maturity.html",
+        "keywords": [
+          "Debt",
+          "Maturity",
+          "Schedule"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "193f4f29-8e56-5e38-aca5-74276f8101cd",
+      "type": "text",
+      "content": "Cash equivalents and marketable securities including debt and equity securities are measured at fair value using quoted prices in active markets for identical assets (Level 1) or for similar assets or use of other observable inputs (Level 2).\nThe following is a summary of cash equivalents and marketable securities:\nApr 26, 2026\n\n[tables/table-11 Debt Securities.html]\n\n(1) The balance as of April 26, 2026 included \\$27.4 billion of investments, which are subject to short-term lock-up restrictions on the ability to sell.\n(2) The long-term portion of publicly-held equity securities, which are subject to lock-up restrictions through December 2027 of \\$8.9 billion as of April 26, 2026, was included in Other assets.\n(3) The publicly-held equity securities classified in Level 2 include investments in warrants and preferred stock convertible to common stock in public companies.\nPublicly-held equity securities are subject to market price volatility. Net unrealized gains on investments in publicly-held equity securities held at period end were \\$13.4 billion for the first quarter of fiscal year 2027. Net unrealized losses on investments in publicly-held equity securities held at period end were \\$222 million for the first quarter of fiscal year 2026. Unrealized gains and losses are recognized in Other income (expense), net, in the Condensed Consolidated Statements of Income.\nNVIDIA Corporation and Subsidiaries Notes to Condensed Consolidated Financial Statements (Continued) (Unaudited)\nJan 25, 2026\n\n[tables/table-12 Fair Value Table.html]\n\n(1) The balance as of January 25, 2026 included \\$10.5 billion of investments that are subject to short-term lock-up restrictions on the ability to sell.\n(2) The long-term portion of publicly-held equity securities, which are subject to lock-up restrictions through December 2027 of \\$4.8 billion as of January 25, 2026, was included in Other assets.\nThe following table provides the breakdown of unrealized losses, aggregated by investment category and length of time that individual debt securities have been in a continuous loss position:\n\n[tables/table-13 Debt Securities.html]\n\nGross unrealized losses are related to fixed income securities, driven primarily by changes in interest rates.\nThe estimated fair values of debt securities included in cash equivalents and marketable debt securities are shown below by contractual maturity.\n\n[tables/table-14 Debt Maturity.html]\n\nNVIDIA Corporation and Subsidiaries Notes to Condensed Consolidated Financial Statements (Continued) (Unaudited)",
+      "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Part I. Financial Information/Note 5 - Cash Equivalents and Marketable Securities",
+      "metadata": {
+        "length": 2696,
+        "summary": "The passage discusses the fair value measurement of cash equivalents and marketable securities, including debt and equity securities, using Level 1 and Level 2 inputs. It provides summaries for April 26, 2026 and January 25, 2026, noting investments subject to lock-up restrictions (e.g., $27.4 billion and $10.5 billion, respectively) and long-term publicly-held equity securities with lock-ups through December 2027. Net unrealized gains of $13.4 billion for Q1 fiscal 2027 and net unrealized losses of $222 million for Q1 fiscal 2026 are reported, recognized in Other income (expense). Tables detail unrealized losses by investment category and maturity of debt securities, with gross unrealized losses primarily due to interest rate changes.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "tokens": [
+          "Cash",
+          "equivalents",
+          "marketable",
+          "securities",
+          "including",
+          "debt",
+          "equity",
+          "measured",
+          "fair",
+          "quoted",
+          "prices",
+          "active",
+          "markets",
+          "identical",
+          "assets",
+          "Level",
+          "similar",
+          "observable",
+          "inputs",
+          "The",
+          "summary",
+          "cash",
+          "Apr",
+          "26",
+          "2026",
+          "balance",
+          "April",
+          "included",
+          "27.4",
+          "billion",
+          "investments",
+          "subject",
+          "short",
+          "term",
+          "lock",
+          "restrictions",
+          "ability",
+          "sell",
+          "long",
+          "portion",
+          "publicly",
+          "held",
+          "December",
+          "2027",
+          "8.9",
+          "Other",
+          "classified",
+          "include",
+          "warrants",
+          "preferred",
+          "stock",
+          "convertible",
+          "common",
+          "public",
+          "companies",
+          "Publicly",
+          "market",
+          "price",
+          "volatility",
+          "Net",
+          "unrealized",
+          "gains",
+          "period",
+          "end",
+          "13.4",
+          "quarter",
+          "fiscal",
+          "year",
+          "losses",
+          "222",
+          "million",
+          "Unrealized",
+          "recognized",
+          "income",
+          "expense",
+          "net",
+          "Condensed",
+          "Consolidated",
+          "Statements",
+          "Income",
+          "NVIDIA",
+          "Corporation",
+          "Subsidiaries",
+          "Notes",
+          "Financial",
+          "Continued",
+          "Unaudited",
+          "Jan",
+          "25",
+          "January",
+          "10.5",
+          "4.8",
+          "table",
+          "breakdown",
+          "aggregated",
+          "investment",
+          "category",
+          "length",
+          "time",
+          "individual",
+          "continuous",
+          "loss",
+          "position",
+          "Gross",
+          "related",
+          "fixed",
+          "driven",
+          "primarily",
+          "interest",
+          "rates",
+          "estimated",
+          "values",
+          "shown",
+          "contractual",
+          "maturity"
+        ],
+        "keywords": [
+          "fair value",
+          "marketable securities",
+          "unrealized gains"
+        ],
+        "connect_to": [
+          {
+            "target": "d7478cd0-e8ad-5893-acb5-950f047f0e5f",
+            "relation": "embeds",
+            "ref": "[tables/table-11 Debt Securities.html]",
+            "position": {
+              "start": 331,
+              "end": 369
+            }
+          },
+          {
+            "target": "917e224a-0fba-5653-87f1-0566d90cdd09",
+            "relation": "embeds",
+            "ref": "[tables/table-12 Fair Value Table.html]",
+            "position": {
+              "start": 1515,
+              "end": 1554
+            }
+          },
+          {
+            "target": "cd6a3c2a-3542-5c81-b540-8dde21e63605",
+            "relation": "embeds",
+            "ref": "[tables/table-13 Debt Securities.html]",
+            "position": {
+              "start": 2099,
+              "end": 2137
+            }
+          },
+          {
+            "target": "a4c67a78-cf3e-50ea-8ebb-550783331e2b",
+            "relation": "embeds",
+            "ref": "[tables/table-14 Debt Maturity.html]",
+            "position": {
+              "start": 2397,
+              "end": 2433
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "7a709bdf-6751-54a5-99c2-3b15ec32dd2c",
+      "type": "text",
+      "content": "",
+      "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Part I. Financial Information/Note 6 - Non-marketable Securities",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "95399265-72b7-55ea-b7eb-2a7cebe439fc",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"3\"></td><td colspan=\"2\">Three Months Ended</td></tr><tr><td>Apr 26, 2026</td><td>Apr 27, 2025</td></tr><tr><td colspan=\"2\">(In millions)</td></tr><tr><td>Balance at beginning of period</td><td>$ 22,251</td><td>$ 3,387</td></tr><tr><td>Adjustments related to non-marketable equity securities:</td><td></td><td></td></tr><tr><td>Net additions</td><td>17,899</td><td>649</td></tr><tr><td>Unrealized gains (1)</td><td>2,603</td><td>63</td></tr><tr><td>Reclassification (2)</td><td>(389)</td><td>(843)</td></tr><tr><td>Impairments and unrealized losses</td><td>(28)</td><td>(16)</td></tr><tr><td>Balance at end of period</td><td>$ 42,336</td><td>$ 3,240</td></tr></table>",
+      "path": "tables/table-15 Equity Securities.html",
+      "metadata": {
+        "length": 690,
+        "summary": "table-16\nThe table shows changes in non-marketable equity securities over three months ending Apr 26, 2026, with balance increasing from $22,251M to $42,336M, including net additions of $17,899M and unrealized gains of $2,603M.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "file_path": "tables/table-15 Equity Securities.html",
+        "keywords": [
+          "non-marketable equity",
+          "unrealized gains",
+          "balance"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "04f5ee14-491a-584e-827c-ee8247cceeea",
+      "type": "text",
+      "content": "Our non-marketable equity securities are primarily in privately-held companies carried at cost less impairment, and adjusted for observable price changes. We value investments using observable comparable transactions and other inputs including volatility, expected time to liquidity, the risk-free rate, and security-specific rights and obligations.\nAdjustments to the carrying value of privately-held securities:\n\n[tables/table-15 Equity Securities.html]\n\n(1) Unrealized gains are recognized in Other income (expense), net, in the Condensed Consolidated Statements of Income.\n(2) Includes primarily reclassifications to marketable securities following public market trading.\nNon-marketable equity securities had cumulative gross unrealized gains of \\$5.3 billion and \\$396 million, and cumulative gross unrealized losses and impairments of \\$199 million and \\$110 million as of April 26, 2026 and April 27, 2025, respectively.",
+      "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Part I. Financial Information/Note 6 - Non-marketable Securities/Non-marketable Equity Securities",
+      "metadata": {
+        "length": 928,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "tokens": [
+          "Our",
+          "marketable",
+          "equity",
+          "securities",
+          "primarily",
+          "privately",
+          "held",
+          "companies",
+          "carried",
+          "cost",
+          "impairment",
+          "adjusted",
+          "observable",
+          "price",
+          "We",
+          "investments",
+          "comparable",
+          "transactions",
+          "inputs",
+          "including",
+          "volatility",
+          "expected",
+          "time",
+          "liquidity",
+          "risk",
+          "free",
+          "rate",
+          "security",
+          "specific",
+          "rights",
+          "obligations",
+          "Adjustments",
+          "carrying",
+          "Unrealized",
+          "gains",
+          "recognized",
+          "Other",
+          "income",
+          "expense",
+          "net",
+          "Condensed",
+          "Consolidated",
+          "Statements",
+          "Income",
+          "Includes",
+          "reclassifications",
+          "public",
+          "market",
+          "trading",
+          "Non",
+          "cumulative",
+          "gross",
+          "unrealized",
+          "5.3",
+          "billion",
+          "396",
+          "million",
+          "losses",
+          "impairments",
+          "199",
+          "110",
+          "April",
+          "26",
+          "2026",
+          "27",
+          "2025"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "95399265-72b7-55ea-b7eb-2a7cebe439fc",
+            "relation": "embeds",
+            "ref": "[tables/table-15 Equity Securities.html]",
+            "position": {
+              "start": 415,
+              "end": 455
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "80d24a2a-d202-5997-8e21-8066d1b849d8",
+      "type": "text",
+      "content": "We have \\$1.0 billion of investments in infrastructure funds accounted for using the equity method as of April 26, 2026. Our maximum loss exposure under these investments, including invested and future committed amounts, was \\$2.3 billion as of April 26, 2026.",
+      "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Part I. Financial Information/Note 6 - Non-marketable Securities/Equity Method Investments",
+      "metadata": {
+        "length": 260,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "tokens": [
+          "We",
+          "1.0",
+          "billion",
+          "investments",
+          "infrastructure",
+          "funds",
+          "accounted",
+          "equity",
+          "method",
+          "April",
+          "26",
+          "2026",
+          "Our",
+          "maximum",
+          "loss",
+          "exposure",
+          "including",
+          "invested",
+          "future",
+          "committed",
+          "amounts",
+          "2.3"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "4737724c-0f81-5485-9ae0-b95ec0386184",
+      "type": "text",
+      "content": "Total Investment commitments were \\$27 billion as of April 26, 2026, subject to certain contingencies, which we expect will be made through the remainder of fiscal year 2027.",
+      "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Part I. Financial Information/Note 6 - Non-marketable Securities/Investment Commitments",
+      "metadata": {
+        "length": 174,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "tokens": [
+          "Total",
+          "Investment",
+          "commitments",
+          "27",
+          "billion",
+          "April",
+          "26",
+          "2026",
+          "subject",
+          "contingencies",
+          "expect",
+          "made",
+          "remainder",
+          "fiscal",
+          "year",
+          "2027"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "d2ea1bd6-6b61-57ec-9a99-5ea16dbd4776",
+      "type": "table",
+      "content": "<table><tr><td></td><td>Apr 26, 2026</td><td>Jan 25, 2026</td></tr><tr><td>Inventories:</td><td colspan=\"2\">(In millions)</td></tr><tr><td>Raw materials</td><td>$ 6,647</td><td>$ 3,807</td></tr><tr><td>Work in process</td><td>9,949</td><td>8,822</td></tr><tr><td>Finished goods</td><td>9,201</td><td>8,774</td></tr><tr><td>Total inventories (1)</td><td>$ 25,797</td><td>$ 21,403</td></tr></table>",
+      "path": "tables/table-16 Inventory Data.html",
+      "metadata": {
+        "length": 396,
+        "summary": "table-17\nThe table shows inventories in millions for Apr 26, 2026 and Jan 25, 2026: raw materials $6,647 vs $3,807, work in process $9,949 vs $8,822, finished goods $9,201 vs $8,774, total $25,797 vs $21,403.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "file_path": "tables/table-16 Inventory Data.html",
+        "keywords": [
+          "Inventories",
+          "Raw materials",
+          "Finished goods"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "3665bae0-7d48-59b4-bd43-92740071cd46",
+      "type": "text",
+      "content": "We refer to customers who purchase products directly from NVIDIA as direct customers, such as add-in board manufacturers, or AIBs, distributors, original design manufacturers, or ODMs, original equipment manufacturers, or OEMs, cloud service providers, or CSPs, AI model makers, and system integrators. Certain direct customers may use either internal resources or third-party system integrators to complete their build. Three direct customers accounted for 30%, 18%, and 16% of our accounts receivable balance as of April 26, 2026. Three direct customers accounted for 25%, 18%, and 13% of our accounts receivable balance as of January 25, 2026.\nCertain balance sheet components were as follows:\n\n[tables/table-16 Inventory Data.html]\n\n(1) We recorded inventory provisions of \\$0.8 billion and \\$2.3 billion for the first quarter of fiscal years 2027 and 2026, respectively, in Cost of revenue.\nNVIDIA Corporation and Subsidiaries Notes to Condensed Consolidated Financial Statements (Continued) (Unaudited)",
+      "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Part I. Financial Information/Note 7 - Balance Sheet Components",
+      "metadata": {
+        "length": 1019,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "tokens": [
+          "We",
+          "refer",
+          "customers",
+          "purchase",
+          "products",
+          "directly",
+          "NVIDIA",
+          "direct",
+          "add",
+          "board",
+          "manufacturers",
+          "AIBs",
+          "distributors",
+          "original",
+          "design",
+          "ODMs",
+          "equipment",
+          "OEMs",
+          "cloud",
+          "service",
+          "providers",
+          "CSPs",
+          "AI",
+          "model",
+          "makers",
+          "system",
+          "integrators",
+          "Certain",
+          "internal",
+          "resources",
+          "party",
+          "complete",
+          "build",
+          "Three",
+          "accounted",
+          "30%",
+          "18%",
+          "16%",
+          "accounts",
+          "receivable",
+          "balance",
+          "April",
+          "26",
+          "2026",
+          "25%",
+          "13%",
+          "January",
+          "25",
+          "sheet",
+          "components",
+          "recorded",
+          "inventory",
+          "provisions",
+          "0.8",
+          "billion",
+          "2.3",
+          "quarter",
+          "fiscal",
+          "years",
+          "2027",
+          "Cost",
+          "revenue",
+          "Corporation",
+          "Subsidiaries",
+          "Notes",
+          "Condensed",
+          "Consolidated",
+          "Financial",
+          "Statements",
+          "Continued",
+          "Unaudited"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "d2ea1bd6-6b61-57ec-9a99-5ea16dbd4776",
+            "relation": "embeds",
+            "ref": "[tables/table-16 Inventory Data.html]",
+            "position": {
+              "start": 698,
+              "end": 735
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "fec267b6-eeeb-5d99-a40d-3bdfeff0783f",
+      "type": "table",
+      "content": "<table><tr><td></td><td>Apr 26, 2026</td><td>Jan 25, 2026</td></tr><tr><td>Accrued and Other Current Liabilities:</td><td colspan=\"2\">(In millions)</td></tr><tr><td>Taxes payable</td><td>$ 10,638</td><td>$ 2,669</td></tr><tr><td>Customer program accruals</td><td>4,182</td><td>5,318</td></tr><tr><td>Accrued purchase consideration (1)</td><td>3,957</td><td>3,921</td></tr><tr><td>Excess inventory purchase obligations (2)</td><td>3,121</td><td>2,739</td></tr><tr><td>Product warranty</td><td>2,948</td><td>2,807</td></tr><tr><td>Deferred revenue (3)</td><td>1,714</td><td>1,379</td></tr><tr><td>Accrued payroll and related expenses</td><td>1,033</td><td>1,146</td></tr><tr><td>Other</td><td>2,194</td><td>1,373</td></tr><tr><td>Total accrued and other current liabilities</td><td>$ 29,787</td><td>$ 21,352</td></tr></table>",
+      "path": "tables/table-17 Accrued Liabilities.html",
+      "metadata": {
+        "length": 823,
+        "summary": "table-18\nThe table shows accrued and other current liabilities as of Apr 26, 2026 ($29,787M) and Jan 25, 2026 ($21,352M), including taxes payable, customer program accruals, and warranty costs.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "file_path": "tables/table-17 Accrued Liabilities.html",
+        "keywords": [
+          "accrued liabilities",
+          "taxes payable",
+          "customer program"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "681c5cf2-d629-50b6-8a27-9dd5e8d1def6",
+      "type": "table",
+      "content": "<table><tr><td></td><td>Apr 26, 2026</td><td>Jan 25, 2026</td></tr><tr><td>Other Long-Term Liabilities:</td><td colspan=\"2\">(In millions)</td></tr><tr><td>Income tax payable (1)</td><td>$ 4,830</td><td>$ 3,958</td></tr><tr><td>Deferred income tax</td><td>1,798</td><td>1,774</td></tr><tr><td>Deferred revenue (2)</td><td>1,403</td><td>1,193</td></tr><tr><td>Other</td><td>737</td><td>381</td></tr><tr><td>Total other long-term liabilities</td><td>$ 8,768</td><td>$ 7,306</td></tr></table>",
+      "path": "tables/table-18 Long-Term Liabilities.html",
+      "metadata": {
+        "length": 488,
+        "summary": "table-19\nThe table shows other long-term liabilities totaling $8,768 million as of Apr 26, 2026, down from $7,306 million on Jan 25, 2026, including income tax payable, deferred income tax, deferred revenue, and other items.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "file_path": "tables/table-18 Long-Term Liabilities.html",
+        "keywords": [
+          "liabilities",
+          "income tax",
+          "deferred revenue"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "95d1081f-e62e-52c2-b885-74d7e53ae909",
+      "type": "text",
+      "content": "Property, equipment and intangible assets acquired but not paid for the first quarter of fiscal years 2027 and 2026 were \\$1.1 billion and \\$408 million, respectively.\n\n[tables/table-17 Accrued Liabilities.html]\n\n(1) Related to the Groq, Inc. non-exclusive license agreement.\n(2) We recorded \\$0.3 billion and \\$3.0 billion for the first quarter of fiscal years 2027 and 2026, respectively, in Cost of revenue.\n(3) Includes customer advances and unearned revenue related to hardware and software support, cloud services, and license and development arrangements. The balance as of April 26, 2026 and January 25, 2026 included \\$297 million and \\$160 million of customer advances, respectively.\n\n[tables/table-18 Long-Term Liabilities.html]\n\n(1) Primarily comprised of unrecognized tax benefits and related interest and penalties.\n(2) Includes unearned revenue related to hardware and software support and cloud services.",
+      "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Part I. Financial Information/Note 7 - Balance Sheet Components/Property and Equipment:",
+      "metadata": {
+        "length": 930,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "tokens": [
+          "Property",
+          "equipment",
+          "intangible",
+          "assets",
+          "acquired",
+          "paid",
+          "quarter",
+          "fiscal",
+          "years",
+          "2027",
+          "2026",
+          "1.1",
+          "billion",
+          "408",
+          "million",
+          "Related",
+          "Groq",
+          "Inc",
+          "exclusive",
+          "license",
+          "agreement",
+          "We",
+          "recorded",
+          "0.3",
+          "3.0",
+          "Cost",
+          "revenue",
+          "Includes",
+          "customer",
+          "advances",
+          "unearned",
+          "related",
+          "hardware",
+          "software",
+          "support",
+          "cloud",
+          "services",
+          "development",
+          "arrangements",
+          "The",
+          "balance",
+          "April",
+          "26",
+          "January",
+          "25",
+          "included",
+          "297",
+          "160",
+          "Primarily",
+          "comprised",
+          "unrecognized",
+          "tax",
+          "benefits",
+          "interest",
+          "penalties"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "fec267b6-eeeb-5d99-a40d-3bdfeff0783f",
+            "relation": "embeds",
+            "ref": "[tables/table-17 Accrued Liabilities.html]",
+            "position": {
+              "start": 169,
+              "end": 211
+            }
+          },
+          {
+            "target": "681c5cf2-d629-50b6-8a27-9dd5e8d1def6",
+            "relation": "embeds",
+            "ref": "[tables/table-18 Long-Term Liabilities.html]",
+            "position": {
+              "start": 695,
+              "end": 739
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "2e275abd-dc22-53bd-93c4-2035303b3839",
+      "type": "table",
+      "content": "<table><tr><td></td><td>Apr 26, 2026</td><td>Apr 27, 2025</td></tr><tr><td></td><td colspan=\"2\">(In millions)</td></tr><tr><td>Balance at beginning of period</td><td>$ 2,572</td><td>$ 1,813</td></tr><tr><td>Deferred revenue additions (1)</td><td>2,530</td><td>6,493</td></tr><tr><td>Revenue recognized (2)</td><td>(1,985)</td><td>(6,228)</td></tr><tr><td>Balance at end of period</td><td>$ 3,117</td><td>$ 2,078</td></tr></table>",
+      "path": "tables/table-19 Deferred Revenue.html",
+      "metadata": {
+        "length": 429,
+        "summary": "table-20\nThe table shows deferred revenue balances for Apr 26, 2026 ($3,117M) and Apr 27, 2025 ($2,078M), with additions and revenue recognized during each period.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "file_path": "tables/table-19 Deferred Revenue.html",
+        "keywords": [
+          "Deferred Revenue",
+          "Revenue Recognition",
+          "Balance Sheet"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "65a6c73f-1917-5985-b56c-78a5c3cd1b46",
+      "type": "text",
+      "content": "The following table shows the changes in short- and long-term deferred revenue during the first quarter of fiscal years 2027 and 2026:\nThree Months Ended\n\n[tables/table-19 Deferred Revenue.html]\n\n(1) Includes \\$1.7 billion and \\$6.2 billion of customer advances for the first quarter of fiscal years 2027 and 2026, respectively.\n(2) Includes \\$1.6 billion and \\$6.0 billion related to customer advances for the first quarter of fiscal years 2027 and 2026, respectively.\nWe recognized revenue of \\$451 million and \\$265 million in the first quarter of fiscal years 2027 and 2026, respectively, that was included in the prior year-end deferred revenue balance.\nAs of April 26, 2026, revenue related to remaining performance obligations from contracts greater than one year in length was \\$2.6 billion, which includes \\$2.3 billion from deferred revenue and \\$304 million, which has not yet been billed or\nNVIDIA Corporation and Subsidiaries Notes to Condensed Consolidated Financial Statements (Continued) (Unaudited)\nrecognized as revenue. Approximately 40% of revenue from contracts greater than one year in length will be recognized over the next twelve months.",
+      "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Part I. Financial Information/Note 7 - Balance Sheet Components/Deferred Revenue",
+      "metadata": {
+        "length": 1171,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "tokens": [
+          "The",
+          "table",
+          "shows",
+          "short",
+          "long",
+          "term",
+          "deferred",
+          "revenue",
+          "quarter",
+          "fiscal",
+          "years",
+          "2027",
+          "2026",
+          "Three",
+          "Months",
+          "Ended",
+          "Includes",
+          "1.7",
+          "billion",
+          "6.2",
+          "customer",
+          "advances",
+          "1.6",
+          "6.0",
+          "related",
+          "We",
+          "recognized",
+          "451",
+          "million",
+          "265",
+          "included",
+          "prior",
+          "year",
+          "end",
+          "balance",
+          "As",
+          "April",
+          "26",
+          "remaining",
+          "performance",
+          "obligations",
+          "contracts",
+          "greater",
+          "length",
+          "2.6",
+          "includes",
+          "2.3",
+          "304",
+          "billed",
+          "NVIDIA",
+          "Corporation",
+          "Subsidiaries",
+          "Notes",
+          "Condensed",
+          "Consolidated",
+          "Financial",
+          "Statements",
+          "Continued",
+          "Unaudited",
+          "Approximately",
+          "40%",
+          "twelve",
+          "months"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "2e275abd-dc22-53bd-93c4-2035303b3839",
+            "relation": "embeds",
+            "ref": "[tables/table-19 Deferred Revenue.html]",
+            "position": {
+              "start": 155,
+              "end": 194
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "4af4cc8b-ffab-5e8b-8074-1485315acb77",
+      "type": "text",
+      "content": "",
+      "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Part I. Financial Information/Note 8 - Derivative Financial Instruments",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "a0880006-66e3-5c79-8c8d-09c73661584e",
+      "type": "table",
+      "content": "<table><tr><td></td><td>Apr 26, 2026</td><td>Jan 25, 2026</td></tr><tr><td></td><td colspan=\"2\">(In millions)</td></tr><tr><td>Designated as accounting hedges</td><td>$ 2,114</td><td>$ 1,765</td></tr><tr><td>Not designated as accounting hedges</td><td>$ 1,850</td><td>$ 2,332</td></tr></table>",
+      "path": "tables/table-20 Hedge Designation.html",
+      "metadata": {
+        "length": 293,
+        "summary": "table-21\nThe table shows designated accounting hedges at $2,114M (Apr 26, 2026) and $1,765M (Jan 25, 2026), and non-designated hedges at $1,850M and $2,332M respectively.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "file_path": "tables/table-20 Hedge Designation.html",
+        "keywords": [
+          "hedges",
+          "accounting",
+          "derivatives"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "01356978-fcda-51ae-9019-3fa6a4125e84",
+      "type": "text",
+      "content": "We primarily utilize foreign currency forward contracts to mitigate the impact of foreign currency exchange rate movements on our operating expenses. These foreign currency forward contracts for operating expenses are designated as accounting hedges. Gains or losses on the contracts are recorded in Accumulated other comprehensive income or loss and reclassified to Operating expenses when the related operating expenses are recognized in earnings. During the first quarter of fiscal years 2027 and 2026, the impact of foreign currency forward contracts designated as accounting hedges on other comprehensive income or loss was not significant and all such instruments were determined to be highly effective.\nWe also entered into foreign currency forward contracts to mitigate the impact of foreign currency movements on monetary assets and liabilities. For our foreign currency contracts for assets and liabilities, the change in fair value of these non-designated contracts was recorded in Other income or expense and offsets the change in fair value of the hedged foreign currency denominated monetary assets and liabilities, which was also recorded in Other income (expense), net.\nThe table below presents the notional value of our foreign currency contracts outstanding:\n\n[tables/table-20 Hedge Designation.html]\n\nThe fair values of our foreign currency contracts were not significant as of April 26, 2026 and January 25, 2026.\nAs of April 26, 2026, all foreign currency contracts mature within 18 months. The expected realized gains and losses deferred into Accumulated other comprehensive income or loss related to foreign currency forward contracts within the next twelve months were not significant.",
+      "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Part I. Financial Information/Note 8 - Derivative Financial Instruments/Foreign Currency Derivatives",
+      "metadata": {
+        "length": 1717,
+        "summary": "The company uses foreign currency forward contracts to hedge against exchange rate fluctuations affecting operating expenses and monetary assets/liabilities. Contracts for operating expenses are designated as accounting hedges, with gains/losses recorded in Accumulated other comprehensive income and reclassified to Operating expenses when recognized. These were highly effective and not significant in Q1 FY2027 and FY2026. Non-designated contracts for assets/liabilities have fair value changes recorded in Other income/expense, offsetting hedged items. Notional values are presented in a table; fair values were not significant as of April 26, 2026 and January 25, 2026. All contracts mature within 18 months, with deferred gains/losses expected to be realized in the next twelve months not significant.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "tokens": [
+          "We",
+          "primarily",
+          "utilize",
+          "foreign",
+          "currency",
+          "forward",
+          "contracts",
+          "mitigate",
+          "impact",
+          "exchange",
+          "rate",
+          "movements",
+          "operating",
+          "expenses",
+          "These",
+          "designated",
+          "accounting",
+          "hedges",
+          "Gains",
+          "losses",
+          "recorded",
+          "Accumulated",
+          "comprehensive",
+          "income",
+          "loss",
+          "reclassified",
+          "Operating",
+          "related",
+          "recognized",
+          "earnings",
+          "During",
+          "quarter",
+          "fiscal",
+          "years",
+          "2027",
+          "2026",
+          "significant",
+          "instruments",
+          "determined",
+          "highly",
+          "effective",
+          "entered",
+          "monetary",
+          "assets",
+          "liabilities",
+          "For",
+          "change",
+          "fair",
+          "Other",
+          "expense",
+          "offsets",
+          "hedged",
+          "denominated",
+          "net",
+          "The",
+          "table",
+          "presents",
+          "notional",
+          "outstanding",
+          "values",
+          "April",
+          "26",
+          "January",
+          "25",
+          "As",
+          "mature",
+          "18",
+          "months",
+          "expected",
+          "realized",
+          "gains",
+          "deferred",
+          "twelve"
+        ],
+        "keywords": [
+          "foreign currency",
+          "forward contracts",
+          "hedging"
+        ],
+        "connect_to": [
+          {
+            "target": "a0880006-66e3-5c79-8c8d-09c73661584e",
+            "relation": "embeds",
+            "ref": "[tables/table-20 Hedge Designation.html]",
+            "position": {
+              "start": 1278,
+              "end": 1318
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "a52430b7-d936-59cd-9d5d-cd4b2ee1c115",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"2\"></td><td rowspan=\"2\">Expected Remaining Term (years)</td><td rowspan=\"2\">Effective Interest Rate</td><td>Apr 26, 2026</td><td>Jan 25, 2026</td></tr><tr><td colspan=\"2\">(In millions)</td></tr><tr><td>3.20% Notes Due 2026</td><td>0.4</td><td>3.31%</td><td>$ 1,000</td><td>$ 1,000</td></tr><tr><td>1.55% Notes Due 2028</td><td>2.1</td><td>1.64%</td><td>1,250</td><td>1,250</td></tr><tr><td>2.85% Notes Due 2030</td><td>3.9</td><td>2.93%</td><td>1,500</td><td>1,500</td></tr><tr><td>2.00% Notes Due 2031</td><td>5.1</td><td>2.09%</td><td>1,250</td><td>1,250</td></tr><tr><td>3.50% Notes Due 2040</td><td>13.9</td><td>3.54%</td><td>1,000</td><td>1,000</td></tr><tr><td>3.50% Notes Due 2050</td><td>23.9</td><td>3.54%</td><td>2,000</td><td>2,000</td></tr><tr><td>3.70% Notes Due 2060</td><td>34.0</td><td>3.73%</td><td>500</td><td>500</td></tr><tr><td>Unamortized debt discount and issuance costs</td><td></td><td></td><td>(30)</td><td>(32)</td></tr><tr><td>Net carrying amount</td><td></td><td></td><td>$ 8,470</td><td>$ 8,468</td></tr><tr><td>Less short-term portion</td><td></td><td></td><td>(1,000)</td><td>(999)</td></tr><tr><td>Total long-term portion</td><td></td><td></td><td>$ 7,470</td><td>$ 7,469</td></tr></table>",
+      "path": "tables/table-21 Debt Notes Table.html",
+      "metadata": {
+        "length": 1246,
+        "summary": "table-22\nThe table lists various notes due from 2026 to 2060 with interest rates from 1.55% to 3.70%, remaining terms, and carrying amounts. Net carrying amount is $8,470 million as of Apr 26, 2026, with long-term portion of $7,470 million.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "file_path": "tables/table-21 Debt Notes Table.html",
+        "keywords": [
+          "Notes",
+          "Interest Rates",
+          "Maturities"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "83b5aa29-c87e-588b-ac81-1d66305a6b45",
+      "type": "text",
+      "content": "In fiscal year 2026, we entered into agreements to guarantee partners' facility lease obligations in the event of their default in exchange for warrants. The maximum gross exposure under all agreements is \\$3.5 billion, which is reduced as the partners make payments to the lessors over terms ranging from 5 to 7 years. The partners have placed \\$712 million in escrow to mitigate our potential exposure. The guarantees, classified as credit derivatives with changes in fair value recognized in Other income (expense), net, were not material.\nNVIDIA Corporation and Subsidiaries Notes to Condensed Consolidated Financial Statements (Continued) (Unaudited)\nNote 9 - Debt\n\n[tables/table-21 Debt Notes Table.html]\n\nAs of April 26, 2026 and January 25, 2026, the estimated fair value of debt was \\$7.4 billion and \\$7.5 billion, respectively. The estimated fair values are based on Level 2 inputs.\nOur notes are unsecured senior obligations. Existing and future liabilities of our subsidiaries will be effectively senior to the notes. Our notes pay interest semi-annually. We may redeem each of our notes prior to maturity, subject to a make-whole premium. The maturity dates of the notes are stated by calendar year.\nAs of April 26, 2026, we complied with the required covenants, which are non-financial in nature, under the outstanding notes.\nAs of April 26, 2026, our commercial paper program had a capacity of \\$25.0 billion, with no amounts outstanding.",
+      "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Part I. Financial Information/Note 8 - Derivative Financial Instruments/Facility Lease Guarantee",
+      "metadata": {
+        "length": 1511,
+        "summary": "In fiscal year 2026, NVIDIA entered into agreements guaranteeing partners' facility lease obligations with a maximum gross exposure of $3.5 billion, reduced by partner payments over 5-7 years, and $712 million in escrow. The guarantees are classified as credit derivatives with immaterial fair value changes. As of April 26, 2026, the estimated fair value of debt was $7.4 billion (Level 2 inputs). Notes are unsecured senior obligations with semi-annual interest and make-whole redemption. The company complied with non-financial covenants and had a $25.0 billion commercial paper program with no outstanding amounts.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "tokens": [
+          "In",
+          "fiscal",
+          "year",
+          "2026",
+          "entered",
+          "agreements",
+          "guarantee",
+          "partners",
+          "facility",
+          "lease",
+          "obligations",
+          "event",
+          "default",
+          "exchange",
+          "warrants",
+          "The",
+          "maximum",
+          "gross",
+          "exposure",
+          "3.5",
+          "billion",
+          "reduced",
+          "make",
+          "payments",
+          "lessors",
+          "terms",
+          "ranging",
+          "years",
+          "712",
+          "million",
+          "escrow",
+          "mitigate",
+          "potential",
+          "guarantees",
+          "classified",
+          "credit",
+          "derivatives",
+          "fair",
+          "recognized",
+          "Other",
+          "income",
+          "expense",
+          "net",
+          "material",
+          "NVIDIA",
+          "Corporation",
+          "Subsidiaries",
+          "Notes",
+          "Condensed",
+          "Consolidated",
+          "Financial",
+          "Statements",
+          "Continued",
+          "Unaudited",
+          "Note",
+          "Debt",
+          "As",
+          "April",
+          "26",
+          "January",
+          "25",
+          "estimated",
+          "debt",
+          "7.4",
+          "7.5",
+          "values",
+          "based",
+          "Level",
+          "inputs",
+          "Our",
+          "notes",
+          "unsecured",
+          "senior",
+          "Existing",
+          "future",
+          "liabilities",
+          "subsidiaries",
+          "effectively",
+          "pay",
+          "interest",
+          "semi",
+          "annually",
+          "We",
+          "redeem",
+          "prior",
+          "maturity",
+          "subject",
+          "premium",
+          "dates",
+          "stated",
+          "calendar",
+          "complied",
+          "required",
+          "covenants",
+          "financial",
+          "nature",
+          "outstanding",
+          "commercial",
+          "paper",
+          "program",
+          "capacity",
+          "25.0",
+          "amounts"
+        ],
+        "keywords": [
+          "Debt",
+          "Guarantees",
+          "Fair Value"
+        ],
+        "connect_to": [
+          {
+            "target": "a52430b7-d936-59cd-9d5d-cd4b2ee1c115",
+            "relation": "embeds",
+            "ref": "[tables/table-21 Debt Notes Table.html]",
+            "position": {
+              "start": 671,
+              "end": 710
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "63321a11-501f-50d5-82bc-cbef72d80710",
+      "type": "text",
+      "content": "",
+      "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Part I. Financial Information/Note 10 - Commitments and Contingencies",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "f48f8892-6b7c-50ac-87a2-ca0cf12d6c84",
+      "type": "text",
+      "content": "Manufacturing, supply, and capacity commitments reflect data center-scale production and longer future ordering horizons across current and future product architectures. We enter into agreements with our supply vendors that allow them to procure inventory based upon our defined criteria, and in certain instances, these agreements are cancellable, able to be rescheduled, or adjustable for our business needs prior to placing firm orders. Changes to these agreements may result in additional costs. As of April 26, 2026, these commitments were \\$119 billion for which \\$95 billion will be paid in the remainder of fiscal year 2027 and the remaining balance will be paid in fiscal years 2028 through 2031.\nMulti-year cloud service agreement commitments as of April 26, 2026, were \\$30 billion for which \\$6 billion, \\$7 billion, \\$7 billion, \\$5 billion, \\$3 billion, and \\$2 billion will be paid in the remainder of fiscal year 2027, each fiscal year from 2028 through 2031, and fiscal year 2032 and thereafter, respectively. Cloud service capacity may be reduced or terminated. Cloud service agreements will be primarily used to support our research and development efforts.\nOther vendor commitments were \\$6 billion as of April 26, 2026, of which the majority will be paid through fiscal year 2027.\nNVIDIA Corporation and Subsidiaries Notes to Condensed Consolidated Financial Statements (Continued) (Unaudited)",
+      "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Part I. Financial Information/Note 10 - Commitments and Contingencies/Commitments",
+      "metadata": {
+        "length": 1414,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "tokens": [
+          "Manufacturing",
+          "supply",
+          "capacity",
+          "commitments",
+          "reflect",
+          "data",
+          "center",
+          "scale",
+          "production",
+          "longer",
+          "future",
+          "ordering",
+          "horizons",
+          "current",
+          "product",
+          "architectures",
+          "We",
+          "enter",
+          "agreements",
+          "vendors",
+          "procure",
+          "inventory",
+          "based",
+          "defined",
+          "criteria",
+          "instances",
+          "cancellable",
+          "rescheduled",
+          "adjustable",
+          "business",
+          "prior",
+          "placing",
+          "firm",
+          "orders",
+          "Changes",
+          "result",
+          "additional",
+          "costs",
+          "As",
+          "April",
+          "26",
+          "2026",
+          "119",
+          "billion",
+          "95",
+          "paid",
+          "remainder",
+          "fiscal",
+          "year",
+          "2027",
+          "remaining",
+          "balance",
+          "years",
+          "2028",
+          "2031",
+          "Multi",
+          "cloud",
+          "service",
+          "agreement",
+          "30",
+          "2032",
+          "Cloud",
+          "reduced",
+          "terminated",
+          "primarily",
+          "support",
+          "research",
+          "development",
+          "efforts",
+          "Other",
+          "vendor",
+          "majority",
+          "NVIDIA",
+          "Corporation",
+          "Subsidiaries",
+          "Notes",
+          "Condensed",
+          "Consolidated",
+          "Financial",
+          "Statements",
+          "Continued",
+          "Unaudited"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "d6303f84-f5ac-5bd8-8d2a-06bb9472d77a",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"3\"></td><td colspan=\"2\">Three Months Ended</td></tr><tr><td>Apr 26, 2026</td><td>Apr 27, 2025</td></tr><tr><td colspan=\"2\">(In millions)</td></tr><tr><td>Balance at beginning of period</td><td>$ 2,807</td><td>$ 1,290</td></tr><tr><td>Additions</td><td>330</td><td>870</td></tr><tr><td>Utilization</td><td>(189)</td><td>(80)</td></tr><tr><td>Balance at end of period</td><td>$ 2,948</td><td>$ 2,080</td></tr></table>",
+      "path": "tables/table-22 Balance Changes.html",
+      "metadata": {
+        "length": 439,
+        "summary": "table-23\nThe table shows balance changes over three months ending Apr 26, 2026 and Apr 27, 2025, with beginning balances of $2,807M and $1,290M, additions of $330M and $870M, utilization of $189M and $80M, and ending balances of $2,948M and $2,080M.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "file_path": "tables/table-22 Balance Changes.html",
+        "keywords": [
+          "balance",
+          "additions",
+          "utilization"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "44c31497-4131-591c-a746-91db85010656",
+      "type": "text",
+      "content": "The estimated amount of product warranty liabilities was \\$2.9 billion and \\$2.8 billion as of April 26, 2026 and January 25, 2026, respectively. The estimated product returns and product warranty activity consisted of the following:\n\n[tables/table-22 Balance Changes.html]\n\nFor the first quarter of fiscal years 2027 and 2026, the additions in product warranty liabilities primarily related to our Compute & Networking segment.\nWe have provided indemnities for matters such as tax, product, and employee liabilities. We have included intellectual property indemnification provisions in our technology-related agreements with third parties. Maximum potential future payments cannot be estimated because many of these agreements do not have a maximum stated liability. We have not recorded any liability in our Condensed Consolidated Financial Statements for such indemnifications.",
+      "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Part I. Financial Information/Note 10 - Commitments and Contingencies/Accrual for Product Warranty Liabilities",
+      "metadata": {
+        "length": 883,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "tokens": [
+          "The",
+          "estimated",
+          "amount",
+          "product",
+          "warranty",
+          "liabilities",
+          "2.9",
+          "billion",
+          "2.8",
+          "April",
+          "26",
+          "2026",
+          "January",
+          "25",
+          "returns",
+          "activity",
+          "consisted",
+          "For",
+          "quarter",
+          "fiscal",
+          "years",
+          "2027",
+          "additions",
+          "primarily",
+          "related",
+          "Compute",
+          "Networking",
+          "segment",
+          "We",
+          "provided",
+          "indemnities",
+          "matters",
+          "tax",
+          "employee",
+          "included",
+          "intellectual",
+          "property",
+          "indemnification",
+          "provisions",
+          "technology",
+          "agreements",
+          "parties",
+          "Maximum",
+          "potential",
+          "future",
+          "payments",
+          "maximum",
+          "stated",
+          "liability",
+          "recorded",
+          "Condensed",
+          "Consolidated",
+          "Financial",
+          "Statements",
+          "indemnifications"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "d6303f84-f5ac-5bd8-8d2a-06bb9472d77a",
+            "relation": "embeds",
+            "ref": "[tables/table-22 Balance Changes.html]",
+            "position": {
+              "start": 235,
+              "end": 273
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "aab742aa-9b18-5847-8816-34503e3ece0f",
+      "type": "text",
+      "content": "",
+      "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Part I. Financial Information/Note 10 - Commitments and Contingencies/Litigation",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "706584ce-12f5-5b08-bcf7-81f7149d670e",
+      "type": "text",
+      "content": "The plaintiffs in the putative securities class action lawsuit, captioned 4:18-cv-07669-HSG, initially filed on December 21, 2018 in the United States District Court for the Northern District of California, and titled In Re NVIDIA Corporation Securities Litigation, filed an amended complaint on May 13, 2020. The amended complaint asserted that NVIDIA and certain NVIDIA executives violated Section 10(b) of the Securities Exchange Act of 1934, as amended, or the Exchange Act, and SEC Rule 10b-5, by making materially false or misleading statements related to channel inventory and the impact of cryptocurrency mining on GPU demand between May 10, 2017 and November 14, 2018. Plaintiffs also alleged that the NVIDIA executives who they named as defendants violated Section 20(a) of the Exchange Act. Plaintiffs sought class certification, an award of unspecified compensatory damages, an award of reasonable costs and expenses, including attorneys' fees and expert fees, and further relief as the Court may deem just and proper. On March 2, 2021, the district court granted NVIDIA's motion to dismiss the complaint without leave to amend, entered judgment in favor of NVIDIA and closed the case. On March 30, 2021, plaintiffs filed an appeal from judgment in the United States Court of Appeals for the Ninth Circuit, case number 21-15604. On August 25, 2023, a majority of a three-judge Ninth Circuit panel affirmed in part and reversed in part the district court's dismissal of the case, with a third judge dissenting on the basis that the district court did not err in dismissing the case. NVIDIA filed a petition for a writ of certiorari on March 4, 2024. On June 17, 2024, the Supreme Court of the United States granted NVIDIA's petition for a writ of certiorari. After briefing and argument, the Supreme Court dismissed NVIDIA's writ of certiorari as improvidently granted on December 11, 2024, and issued judgment on January 13, 2025. On February 20, 2025, the Ninth Circuit's judgment, entered August 25, 2023 and corrected August 28, 2023, took effect, and the case was remanded to the district court for further proceedings. On March 25, 2026, the district court granted plaintiffs' motion for class certification and certified a class of investors consisting of all persons or entities who purchased or otherwise acquired NVIDIA common stock between August 10, 2017, and November 15, 2018, inclusive, excluding certain persons and entities, such as NVIDIA's officers and directors, and members of their immediate families, among others. On April 8, 2026, NVIDIA filed a petition with the Ninth Circuit for permission to appeal the district court's order pursuant to Federal Rule of Civil Procedure 23(f).\nThe putative derivative lawsuit pending in the United States District Court for the Northern District of California, captioned 4:19-cv-00341-HSG, initially filed January 18, 2019 and titled In re NVIDIA Corporation Consolidated Derivative Litigation, was stayed pending resolution of the plaintiffs' appeal in the In Re NVIDIA Corporation Securities Litigation action. On February 22, 2022, the court administratively closed the case, but stated that it would reopen the case once the appeal in the In Re NVIDIA Corporation Securities Litigation action is resolved. The case has not yet been reopened by the court. The lawsuit asserts claims, purportedly on behalf of us, against certain officers and directors of the Company for breach of fiduciary duty, unjust enrichment, waste of corporate assets, and violations of Sections 14(a), 10(b), and 20(a) of the Exchange Act based on the dissemination of allegedly false and misleading statements related to channel inventory and the impact of cryptocurrency mining on GPU demand. The plaintiffs are seeking unspecified damages and other relief, including reforms and improvements to NVIDIA's corporate governance and internal procedures.\nThe putative derivative actions initially filed September 24, 2019 and pending in the United States District Court for the District of Delaware, Lipchitz v. Huang, et al. (Case No. 1:19-cv-01795-MN) and Nelson v. Huang, et. al. (Case No. 1:19-\nNVIDIA Corporation and Subsidiaries Notes to Condensed Consolidated Financial Statements (Continued) (Unaudited)\ncv-01798-MN), were stayed pending resolution of the plaintiffs' appeal in the In Re NVIDIA Corporation Securities Litigation action. On March 7, 2025, after the Supreme Court issued its judgment dismissing the Company's petition for writ of certiorari as improvidently granted in the In Re NVIDIA Securities Litigation action, the district court adopted the parties' stipulation to extend the stay until the final and complete resolution of the In Re NVIDIA Corporation Securities Litigation action. The lawsuits assert claims, purportedly on behalf of us, against certain officers and directors of the Company for breach of fiduciary duty, unjust enrichment, insider trading, misappropriation of information, corporate waste and violations of Sections 14(a), 10(b), and 20(a) of the Exchange Act based on the dissemination of allegedly false and misleading statements related to channel inventory and the impact of cryptocurrency mining on GPU demand. The plaintiffs seek unspecified damages and other relief, including disgorgement of profits from the sale of NVIDIA stock and unspecified corporate governance measures.\nAnother putative derivative action was filed on October 30, 2023 in the Court of Chancery of the State of Delaware, captioned Horanic v. Huang, et al. (Case No. 2023-1096-KSJM). This lawsuit asserts claims, purportedly on behalf of us, against certain officers and directors of the Company for breach of fiduciary duty and insider trading based on the dissemination of allegedly false and misleading statements related to channel inventory and the impact of cryptocurrency mining on GPU demand. The plaintiffs seek unspecified damages and other relief, including disgorgement of profits from the sale of NVIDIA stock and reform of unspecified corporate governance measures. On August 11, 2025, the court granted the parties' stipulation to voluntarily dismiss with prejudice plaintiff City of Westland Police and Fire Retirement System. This derivative matter is stayed pending the final resolution of In Re NVIDIA Corporation Securities Litigation action.",
+      "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Part I. Financial Information/Note 10 - Commitments and Contingencies/Litigation/Securities Class Action and Derivative Lawsuits",
+      "metadata": {
+        "length": 6339,
+        "summary": "The text details multiple legal actions against NVIDIA Corporation. A securities class action (4:18-cv-07669-HSG) was filed in 2018, alleging false statements about channel inventory and cryptocurrency mining's impact on GPU demand. After dismissal and appeals, the Supreme Court dismissed NVIDIA's certiorari petition in 2024, leading to remand and class certification in 2026. Related derivative lawsuits in California and Delaware, asserting breach of fiduciary duty and other claims, remain stayed pending final resolution of the securities action.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "tokens": [
+          "The",
+          "plaintiffs",
+          "putative",
+          "securities",
+          "class",
+          "action",
+          "lawsuit",
+          "captioned",
+          "18",
+          "cv",
+          "07669",
+          "HSG",
+          "initially",
+          "filed",
+          "December",
+          "21",
+          "2018",
+          "United",
+          "States",
+          "District",
+          "Court",
+          "Northern",
+          "California",
+          "titled",
+          "In",
+          "Re",
+          "NVIDIA",
+          "Corporation",
+          "Securities",
+          "Litigation",
+          "amended",
+          "complaint",
+          "May",
+          "13",
+          "2020",
+          "asserted",
+          "executives",
+          "violated",
+          "Section",
+          "10",
+          "Exchange",
+          "Act",
+          "1934",
+          "SEC",
+          "Rule",
+          "10b",
+          "making",
+          "materially",
+          "false",
+          "misleading",
+          "statements",
+          "related",
+          "channel",
+          "inventory",
+          "impact",
+          "cryptocurrency",
+          "mining",
+          "GPU",
+          "demand",
+          "2017",
+          "November",
+          "14",
+          "Plaintiffs",
+          "alleged",
+          "named",
+          "defendants",
+          "20",
+          "sought",
+          "certification",
+          "award",
+          "unspecified",
+          "compensatory",
+          "damages",
+          "reasonable",
+          "costs",
+          "expenses",
+          "including",
+          "attorneys",
+          "fees",
+          "expert",
+          "relief",
+          "deem",
+          "proper",
+          "On",
+          "March",
+          "2021",
+          "district",
+          "court",
+          "granted",
+          "motion",
+          "dismiss",
+          "leave",
+          "amend",
+          "entered",
+          "judgment",
+          "favor",
+          "closed",
+          "case",
+          "30",
+          "appeal",
+          "Appeals",
+          "Ninth",
+          "Circuit",
+          "number",
+          "15604",
+          "August",
+          "25",
+          "2023",
+          "majority",
+          "judge",
+          "panel",
+          "affirmed",
+          "part",
+          "reversed",
+          "dismissal",
+          "dissenting",
+          "basis",
+          "err",
+          "dismissing",
+          "petition",
+          "writ",
+          "certiorari",
+          "2024",
+          "June",
+          "17",
+          "Supreme",
+          "After",
+          "briefing",
+          "argument",
+          "dismissed",
+          "improvidently",
+          "11",
+          "issued",
+          "January",
+          "2025",
+          "February",
+          "corrected",
+          "28",
+          "effect",
+          "remanded",
+          "proceedings",
+          "2026",
+          "certified",
+          "investors",
+          "consisting",
+          "persons",
+          "entities",
+          "purchased",
+          "acquired",
+          "common",
+          "stock",
+          "15",
+          "inclusive",
+          "excluding",
+          "officers",
+          "directors",
+          "members",
+          "families",
+          "April",
+          "permission",
+          "order",
+          "pursuant",
+          "Federal",
+          "Civil",
+          "Procedure",
+          "23",
+          "derivative",
+          "pending",
+          "19",
+          "00341",
+          "2019",
+          "Consolidated",
+          "Derivative",
+          "stayed",
+          "resolution",
+          "22",
+          "2022",
+          "administratively",
+          "stated",
+          "reopen",
+          "resolved",
+          "reopened",
+          "asserts",
+          "claims",
+          "purportedly",
+          "behalf",
+          "Company",
+          "breach",
+          "fiduciary",
+          "duty",
+          "unjust",
+          "enrichment",
+          "waste",
+          "corporate",
+          "assets",
+          "violations",
+          "Sections",
+          "based",
+          "dissemination",
+          "allegedly",
+          "seeking",
+          "reforms",
+          "improvements",
+          "governance",
+          "internal",
+          "procedures",
+          "actions",
+          "September",
+          "24",
+          "Delaware",
+          "Lipchitz",
+          "Huang",
+          "al",
+          "Case",
+          "No",
+          "01795",
+          "MN",
+          "Nelson",
+          "Subsidiaries",
+          "Notes",
+          "Condensed",
+          "Financial",
+          "Statements",
+          "Continued",
+          "Unaudited",
+          "01798",
+          "adopted",
+          "parties",
+          "stipulation",
+          "extend",
+          "stay",
+          "final",
+          "complete",
+          "lawsuits",
+          "assert",
+          "insider",
+          "trading",
+          "misappropriation",
+          "information",
+          "seek",
+          "disgorgement",
+          "profits",
+          "sale",
+          "measures",
+          "Another",
+          "October",
+          "Chancery",
+          "State",
+          "Horanic",
+          "1096",
+          "KSJM",
+          "This",
+          "reform",
+          "voluntarily",
+          "prejudice",
+          "plaintiff",
+          "City",
+          "Westland",
+          "Police",
+          "Fire",
+          "Retirement",
+          "System",
+          "matter"
+        ],
+        "keywords": [
+          "Securities Litigation",
+          "Derivative Actions",
+          "Class Certification"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "8c15817a-009a-5534-b52e-81215dd05751",
+      "type": "text",
+      "content": "As of April 26, 2026, there are no accrued contingent liabilities associated with the legal proceedings described above based on our belief that liabilities, while reasonably possible, are not probable. Further, any possible loss or range of loss in these matters cannot be reasonably estimated at this time. We are engaged in legal actions not described above arising in the ordinary course of business, as well as regulatory and government inquiries and investigations, and, while there can be no assurance of favorable outcomes, we believe that the ultimate outcome of these matters will not have a material adverse effect on our operating results, liquidity or financial position. These matters are subject to inherent uncertainties and if the ultimate outcome is unfavorable, there exists the possibility of a material adverse impact on our operating results, liquidity or financial position in the period the outcome becomes estimable and probable.",
+      "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Part I. Financial Information/Note 10 - Commitments and Contingencies/Litigation/Accounting for Loss Contingencies",
+      "metadata": {
+        "length": 954,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "tokens": [
+          "As",
+          "April",
+          "26",
+          "2026",
+          "accrued",
+          "contingent",
+          "liabilities",
+          "legal",
+          "proceedings",
+          "based",
+          "belief",
+          "probable",
+          "Further",
+          "loss",
+          "range",
+          "matters",
+          "estimated",
+          "time",
+          "We",
+          "engaged",
+          "actions",
+          "arising",
+          "ordinary",
+          "business",
+          "regulatory",
+          "government",
+          "inquiries",
+          "investigations",
+          "assurance",
+          "favorable",
+          "outcomes",
+          "ultimate",
+          "outcome",
+          "material",
+          "adverse",
+          "effect",
+          "operating",
+          "results",
+          "liquidity",
+          "financial",
+          "position",
+          "These",
+          "subject",
+          "inherent",
+          "uncertainties",
+          "unfavorable",
+          "exists",
+          "possibility",
+          "impact",
+          "period",
+          "estimable"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "5dc664dc-0f25-5e78-a0b9-4eb8d86bcb79",
+      "type": "text",
+      "content": "Income tax expense was \\$11.6 billion and \\$3.1 billion for the first quarter of fiscal years 2027 and 2026, respectively. Income tax as a percentage of income before income tax was 16.6% and 14.3% for the first quarter of fiscal years 2027 and 2026, respectively.\nThe effective tax rate increased primarily due to a lower percentage of tax benefits from stock-based compensation relative to the increase in income before income tax.\nOur effective tax rates for the first quarter of fiscal years 2027 and 2026 were lower than the U.S. federal statutory rate of 21% primarily due to tax benefits from foreign-derived deduction eligible income, income earned in jurisdictions that were subject to taxes at rates lower than the U.S. federal statutory tax rate, stock-based compensation, and the U.S. federal research tax credit.\nWhile we believe that we have adequately provided for all uncertain tax positions, or tax positions where we believe it is not more-likely-than-not that the position will be sustained upon review, amounts asserted by tax authorities could be greater or less than our accrued position. Accordingly, our provisions on federal, state and foreign tax related matters to be recorded in the future may change as revised estimates are made or the underlying matters are settled or otherwise resolved with the respective tax authorities.\nWe are currently under examination by the Internal Revenue Service for our fiscal years 2023 and 2024.",
+      "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Part I. Financial Information/Note 11 - Income Taxes",
+      "metadata": {
+        "length": 1458,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "tokens": [
+          "Income",
+          "tax",
+          "expense",
+          "11.6",
+          "billion",
+          "3.1",
+          "quarter",
+          "fiscal",
+          "years",
+          "2027",
+          "2026",
+          "percentage",
+          "income",
+          "16.6%",
+          "14.3%",
+          "The",
+          "effective",
+          "rate",
+          "increased",
+          "primarily",
+          "due",
+          "lower",
+          "benefits",
+          "stock",
+          "based",
+          "compensation",
+          "relative",
+          "increase",
+          "Our",
+          "rates",
+          "federal",
+          "statutory",
+          "21%",
+          "foreign",
+          "derived",
+          "deduction",
+          "eligible",
+          "earned",
+          "jurisdictions",
+          "subject",
+          "taxes",
+          "research",
+          "credit",
+          "While",
+          "adequately",
+          "provided",
+          "uncertain",
+          "positions",
+          "position",
+          "sustained",
+          "review",
+          "amounts",
+          "asserted",
+          "authorities",
+          "greater",
+          "accrued",
+          "Accordingly",
+          "provisions",
+          "state",
+          "related",
+          "matters",
+          "recorded",
+          "future",
+          "change",
+          "revised",
+          "estimates",
+          "made",
+          "underlying",
+          "settled",
+          "resolved",
+          "respective",
+          "We",
+          "examination",
+          "Internal",
+          "Revenue",
+          "Service",
+          "2023",
+          "2024"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "4bb0997c-62f4-56a8-829a-997fc3252e66",
+      "type": "text",
+      "content": "Capital Return Program\nWe repurchased 108 million and 126 million shares of our common stock for \\$20.2 billion and \\$14.5 billion during the first quarter of fiscal years 2027 and 2026, respectively. As of April 26, 2026, we were authorized, subject to certain specifications, to repurchase up to \\$38.5 billion of our common stock.\nOn May 18, 2026, our Board of Directors approved an additional \\$80.0 billion in share repurchase authorization, without expiration.\nNVIDIA Corporation and Subsidiaries Notes to Condensed Consolidated Financial Statements (Continued) (Unaudited)\nWe paid cash dividends to our shareholders of \\$243 million and \\$244 million during the first quarter of fiscal years 2027 and 2026, respectively. On May 18, 2026, we increased our quarterly cash dividend from \\$0.01 per share to \\$0.25 per share to all shareholders of record on June 4, 2026. Our quarterly cash dividend will be paid on June 26, 2026.\nThe payment of future cash dividends is subject to our Board of Directors' continuing determination that the declaration of dividends is in the best interests of our shareholders.",
+      "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Part I. Financial Information/Note 12 - Shareholders' Equity",
+      "metadata": {
+        "length": 1113,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "tokens": [
+          "Capital",
+          "Return",
+          "Program",
+          "We",
+          "repurchased",
+          "108",
+          "million",
+          "126",
+          "shares",
+          "common",
+          "stock",
+          "20.2",
+          "billion",
+          "14.5",
+          "quarter",
+          "fiscal",
+          "years",
+          "2027",
+          "2026",
+          "As",
+          "April",
+          "26",
+          "authorized",
+          "subject",
+          "specifications",
+          "repurchase",
+          "38.5",
+          "On",
+          "May",
+          "18",
+          "Board",
+          "Directors",
+          "approved",
+          "additional",
+          "80.0",
+          "share",
+          "authorization",
+          "expiration",
+          "NVIDIA",
+          "Corporation",
+          "Subsidiaries",
+          "Notes",
+          "Condensed",
+          "Consolidated",
+          "Financial",
+          "Statements",
+          "Continued",
+          "Unaudited",
+          "paid",
+          "cash",
+          "dividends",
+          "shareholders",
+          "243",
+          "244",
+          "increased",
+          "quarterly",
+          "dividend",
+          "0.01",
+          "0.25",
+          "record",
+          "June",
+          "Our",
+          "The",
+          "payment",
+          "future",
+          "continuing",
+          "determination",
+          "declaration",
+          "interests"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "0d1c0272-9cc9-5720-8ea0-8b60982df4b9",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"2\"></td><td rowspan=\"2\">Compute &amp; Networking</td><td>Graphics</td><td rowspan=\"2\">Total</td></tr><tr><td>(In millions)</td></tr><tr><td colspan=\"4\">Three Months Ended Apr 26, 2026</td></tr><tr><td>Revenue</td><td>$ 74,550</td><td>$ 7,065</td><td>$ 81,615</td></tr><tr><td>Other segment items (1)</td><td>21,215</td><td>4,124</td><td>25,339</td></tr><tr><td>Operating income</td><td>$ 53,335</td><td>$ 2,941</td><td>$ 56,276</td></tr><tr><td colspan=\"4\">Three Months Ended Apr 27, 2025</td></tr><tr><td>Revenue</td><td>$ 39,589</td><td>$ 4,473</td><td>$ 44,062</td></tr><tr><td>Other segment items (1)</td><td>17,535</td><td>2,833</td><td>20,368</td></tr><tr><td>Operating income</td><td>$ 22,054</td><td>$ 1,640</td><td>$ 23,694</td></tr></table>",
+      "path": "tables/table-23 Segment Revenue.html",
+      "metadata": {
+        "length": 774,
+        "summary": "table-24\nThe table shows Compute & Networking and Graphics segment revenue, other items, and operating income for three-month periods ending April 2026 and April 2025, with totals.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "file_path": "tables/table-23 Segment Revenue.html",
+        "keywords": [
+          "Revenue",
+          "Operating Income",
+          "Segment"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "380f5b46-c989-504f-84e8-ea97b6651a4e",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"3\"></td><td colspan=\"2\">Three Months Ended</td></tr><tr><td>Apr 26, 2026</td><td>Apr 27, 2025</td></tr><tr><td colspan=\"2\">(In millions)</td></tr><tr><td>Segment operating income</td><td>$ 56,276</td><td>$ 23,694</td></tr><tr><td>Stock-based compensation expense</td><td>(1,928)</td><td>(1,474)</td></tr><tr><td>Unallocated operating expenses</td><td>(565)</td><td>(419)</td></tr><tr><td>Acquisition-related and other costs</td><td>(247)</td><td>(163)</td></tr><tr><td>Interest income</td><td>540</td><td>515</td></tr><tr><td>Interest expense</td><td>(102)</td><td>(63)</td></tr><tr><td>Other income (expense), net</td><td>15,929</td><td>(180)</td></tr><tr><td>Consolidated income before income tax</td><td>$ 69,903</td><td>$ 21,910</td></tr></table>",
+      "path": "tables/table-24 Income Statement.html",
+      "metadata": {
+        "length": 774,
+        "summary": "table-25\nThe table shows a consolidated income statement for three months ended Apr 26, 2026 and Apr 27, 2025, with segment operating income of $56,276M and $23,694M, leading to consolidated income before tax of $69,903M and $21,910M.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "file_path": "tables/table-24 Income Statement.html",
+        "keywords": [
+          "Segment operating income",
+          "Consolidated income",
+          "Tax"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "42ce1654-35c3-59ef-a13a-aa569eff10fc",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"3\"></td><td colspan=\"2\">Three Months Ended</td></tr><tr><td>Apr 26, 2026</td><td>Apr 27, 2025</td></tr><tr><td colspan=\"2\">(In millions)</td></tr><tr><td colspan=\"3\">Geographic Revenue based upon Customer Headquarters Location:</td></tr><tr><td>United States</td><td>$ 63,769</td><td>$ 25,685</td></tr><tr><td>Taiwan</td><td>12,006</td><td>7,648</td></tr><tr><td>China (including Hong Kong)</td><td>4,550</td><td>9,659</td></tr><tr><td>Other</td><td>1,290</td><td>1,070</td></tr><tr><td>Total revenue</td><td>$ 81,615</td><td>$ 44,062</td></tr></table>",
+      "path": "tables/table-25 Revenue by Region.html",
+      "metadata": {
+        "length": 576,
+        "summary": "table-26\nThe table shows geographic revenue for three months ended Apr 26, 2026 and Apr 27, 2025. US revenue was $63,769M (2026) vs $25,685M (2025); Taiwan $12,006M vs $7,648M; China $4,550M vs $9,659M; Other $1,290M vs $1,070M. Total revenue $81,615M vs $44,062M.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "file_path": "tables/table-25 Revenue by Region.html",
+        "keywords": [
+          "Revenue",
+          "Geographic",
+          "Quarterly"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "e89ea2a1-ad27-5fb5-9994-86c817ccd875",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"3\"></td><td colspan=\"2\">Three Months Ended</td></tr><tr><td>Apr 26, 2026</td><td>Apr 27, 2025</td></tr><tr><td colspan=\"2\">(In millions)</td></tr><tr><td>Revenue by Market Platform</td><td></td><td></td></tr><tr><td>Data Center</td><td>$ 75,246</td><td>$ 39,112</td></tr><tr><td>Hyperscale</td><td>37,869</td><td>17,599</td></tr><tr><td>AI Clouds, Industrial, &amp; Enterprise</td><td>37,377</td><td>21,513</td></tr><tr><td>Edge Computing</td><td>6,369</td><td>4,950</td></tr><tr><td>Total revenue</td><td>$ 81,615</td><td>$ 44,062</td></tr></table>",
+      "path": "tables/table-26 Revenue by Market.html",
+      "metadata": {
+        "length": 573,
+        "summary": "table-27\nThe table shows revenue for three months ended Apr 26, 2026 and Apr 27, 2025. Data Center revenue grew from $39,112M to $75,246M, with Hyperscale and AI Clouds segments contributing significantly. Total revenue increased from $44,062M to $81,615M.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "file_path": "tables/table-26 Revenue by Market.html",
+        "keywords": [
+          "Data Center",
+          "Hyperscale",
+          "Revenue"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "6513b862-0e62-50f4-aabf-64c82356f43a",
+      "type": "text",
+      "content": "Our Chief Executive Officer is our chief operating decision maker, or CODM, and reviews financial information presented on an operating segment basis for purposes of making decisions and assessing financial performance. Our CODM assesses operating performance of each segment based on regularly provided segment revenue and segment operating income. Operating results by segment include costs or expenses directly attributable to each segment, and costs or expenses that are leveraged across our unified architecture and therefore allocated between our two segments. Our CODM reviews expenses on a consolidated basis, and expenses attributable to each segment are not regularly provided to our CODM.\nThe Compute & Networking segment includes our Data Center accelerated computing and networking platforms and AI solutions and software, and automotive platforms and autonomous and electric vehicle solutions including software.\nThe Graphics segment includes GeForce GPUs for gaming and PCs, and Quadro/NVIDIA RTX GPUs for enterprise workstation graphics.\nCertain expenses are not allocated to either Compute & Networking or Graphics for purposes of making operating decisions or assessing financial performance. The expenses include stock-based compensation expense, corporate infrastructure and support costs, acquisition-related and other costs, and other non-recurring charges and benefits that our CODM deems to be enterprise in nature.\nOur CODM does not review any information regarding total assets on a reportable segment basis. There are no intersegment transactions. The accounting policies for segment reporting are the same as for our consolidated financial statements. The table below presents details of our reportable segments.\n\n[tables/table-23 Segment Revenue.html]\n\n(1) Other segment items primarily include product costs and inventory provisions, compensation and benefits excluding stock-based compensation expense, computing infrastructure expenses, and engineering development costs.\nDepreciation and amortization expense attributable to our Compute & Networking segment was \\$526 million and \\$296 million for the first quarter of fiscal years 2027 and 2026, respectively. Depreciation and amortization expense attributable to our Graphics segment was \\$194 million and \\$109 million for the first quarter of fiscal years 2027 and 2026, respectively. Acquisition-related intangible amortization expense is not allocated to either Compute & Networking or Graphics for purposes of making operating decisions or assessing financial performance.\nNVIDIA Corporation and Subsidiaries Notes to Condensed Consolidated Financial Statements (Continued) (Unaudited)\nReconciliation of segment operating income to consolidated income before income tax for the first quarter of fiscal years 2027 and 2026 was as follows:\n\n[tables/table-24 Income Statement.html]\n\nRevenue by geographic area is based upon the location of the customers' headquarters. The end customer and shipping location may be different from our customers' headquarters location.\n\n[tables/table-25 Revenue by Region.html]\n\nRevenue from sales to customers headquartered outside of the United States accounted for 22% of total revenue for the first quarter of fiscal year 2027 and 42% of total revenue for the first quarter of fiscal year 2026.\nWe refer to customers who purchase products directly from NVIDIA as direct customers, such as AIBs, distributors, ODMs, OEMs, CSPs, AI model makers, and system integrators. Certain direct customers may use either internal resources or third-party system integrators to complete their build. We refer to indirect customers as those who purchase products through our direct customers; indirect customers include CSPs, AI Clouds, AI model makers, enterprises, and public sector entities. Our revenue is concentrated among a limited number of direct and indirect customers and this trend may continue.\nFor the first quarter of fiscal year 2027, three direct customers represented 21%, 17%, and 16% of total revenue, all of which was primarily attributable to the Compute & Networking segment.\nFor the first quarter of fiscal year 2026, sales to two direct customers represented 16% and 14% of total revenue, which were attributable to the Compute & Networking segment.\nNVIDIA Corporation and Subsidiaries Notes to Condensed Consolidated Financial Statements (Continued) (Unaudited)\nIn the first quarter of fiscal year 2027, we changed our presentation of revenue by market platform, and the comparable period has been recast as follows:\n\n[tables/table-26 Revenue by Market.html]",
+      "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Part I. Financial Information/Note 13 - Segment Information",
+      "metadata": {
+        "length": 4616,
+        "summary": "NVIDIA's CODM reviews financial information on an operating segment basis, with two reportable segments: Compute & Networking (Data Center, AI, automotive) and Graphics (GeForce, Quadro). Segment operating income is assessed, but certain expenses like stock-based compensation are not allocated. Depreciation for Compute & Networking was $526M (FY2027 Q1) vs $296M (FY2026 Q1); Graphics was $194M vs $109M. Revenue concentration exists: three direct customers accounted for 21%, 17%, and 16% of total revenue in FY2027 Q1, primarily in Compute & Networking. Non-US revenue was 22% in FY2027 Q1 vs 42% in FY2026 Q1. The presentation of revenue by market platform changed in FY2027 Q1.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "tokens": [
+          "Our",
+          "Chief",
+          "Executive",
+          "Officer",
+          "chief",
+          "operating",
+          "decision",
+          "maker",
+          "CODM",
+          "reviews",
+          "financial",
+          "information",
+          "presented",
+          "segment",
+          "basis",
+          "purposes",
+          "making",
+          "decisions",
+          "assessing",
+          "performance",
+          "assesses",
+          "based",
+          "regularly",
+          "provided",
+          "revenue",
+          "income",
+          "Operating",
+          "results",
+          "include",
+          "costs",
+          "expenses",
+          "directly",
+          "attributable",
+          "leveraged",
+          "unified",
+          "architecture",
+          "allocated",
+          "segments",
+          "consolidated",
+          "The",
+          "Compute",
+          "Networking",
+          "includes",
+          "Data",
+          "Center",
+          "accelerated",
+          "computing",
+          "networking",
+          "platforms",
+          "AI",
+          "solutions",
+          "software",
+          "automotive",
+          "autonomous",
+          "electric",
+          "vehicle",
+          "including",
+          "Graphics",
+          "GeForce",
+          "GPUs",
+          "gaming",
+          "PCs",
+          "Quadro",
+          "NVIDIA",
+          "RTX",
+          "enterprise",
+          "workstation",
+          "graphics",
+          "Certain",
+          "stock",
+          "compensation",
+          "expense",
+          "corporate",
+          "infrastructure",
+          "support",
+          "acquisition",
+          "related",
+          "recurring",
+          "charges",
+          "benefits",
+          "deems",
+          "nature",
+          "review",
+          "total",
+          "assets",
+          "reportable",
+          "There",
+          "intersegment",
+          "transactions",
+          "accounting",
+          "policies",
+          "reporting",
+          "statements",
+          "table",
+          "presents",
+          "details",
+          "Other",
+          "items",
+          "primarily",
+          "product",
+          "inventory",
+          "provisions",
+          "excluding",
+          "engineering",
+          "development",
+          "Depreciation",
+          "amortization",
+          "526",
+          "million",
+          "296",
+          "quarter",
+          "fiscal",
+          "years",
+          "2027",
+          "2026",
+          "194",
+          "109",
+          "Acquisition",
+          "intangible",
+          "Corporation",
+          "Subsidiaries",
+          "Notes",
+          "Condensed",
+          "Consolidated",
+          "Financial",
+          "Statements",
+          "Continued",
+          "Unaudited",
+          "Reconciliation",
+          "tax",
+          "Revenue",
+          "geographic",
+          "area",
+          "location",
+          "customers",
+          "headquarters",
+          "end",
+          "customer",
+          "shipping",
+          "sales",
+          "headquartered",
+          "United",
+          "States",
+          "accounted",
+          "22%",
+          "year",
+          "42%",
+          "We",
+          "refer",
+          "purchase",
+          "products",
+          "direct",
+          "AIBs",
+          "distributors",
+          "ODMs",
+          "OEMs",
+          "CSPs",
+          "model",
+          "makers",
+          "system",
+          "integrators",
+          "internal",
+          "resources",
+          "party",
+          "complete",
+          "build",
+          "indirect",
+          "Clouds",
+          "enterprises",
+          "public",
+          "sector",
+          "entities",
+          "concentrated",
+          "limited",
+          "number",
+          "trend",
+          "continue",
+          "For",
+          "represented",
+          "21%",
+          "17%",
+          "16%",
+          "14%",
+          "In",
+          "changed",
+          "presentation",
+          "market",
+          "platform",
+          "comparable",
+          "period",
+          "recast"
+        ],
+        "keywords": [
+          "Segment",
+          "Revenue",
+          "Operating Income"
+        ],
+        "connect_to": [
+          {
+            "target": "0d1c0272-9cc9-5720-8ea0-8b60982df4b9",
+            "relation": "embeds",
+            "ref": "[tables/table-23 Segment Revenue.html]",
+            "position": {
+              "start": 1742,
+              "end": 1780
+            }
+          },
+          {
+            "target": "380f5b46-c989-504f-84e8-ea97b6651a4e",
+            "relation": "embeds",
+            "ref": "[tables/table-24 Income Statement.html]",
+            "position": {
+              "start": 2829,
+              "end": 2868
+            }
+          },
+          {
+            "target": "42ce1654-35c3-59ef-a13a-aa569eff10fc",
+            "relation": "embeds",
+            "ref": "[tables/table-25 Revenue by Region.html]",
+            "position": {
+              "start": 3056,
+              "end": 3096
+            }
+          },
+          {
+            "target": "e89ea2a1-ad27-5fb5-9994-86c817ccd875",
+            "relation": "embeds",
+            "ref": "[tables/table-26 Revenue by Market.html]",
+            "position": {
+              "start": 4552,
+              "end": 4592
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "55f90935-b9ec-5196-b6ce-f2d906604312",
+      "type": "table",
+      "content": "<table><tr><td></td><td>Operating Lease Obligations (In millions)</td></tr><tr><td colspan=\"2\">Fiscal Year:</td></tr><tr><td>2027 (excluding the first quarter of fiscal 2027)</td><td>$ 460</td></tr><tr><td>2028</td><td>626</td></tr><tr><td>2029</td><td>602</td></tr><tr><td>2030</td><td>530</td></tr><tr><td>2031</td><td>462</td></tr><tr><td>2032 and thereafter</td><td>2,924</td></tr><tr><td>Total</td><td>5,604</td></tr><tr><td>Less imputed interest</td><td>1,260</td></tr><tr><td>Present value of net future minimum lease payments</td><td>4,344</td></tr><tr><td>Less short-term operating lease liabilities</td><td>466</td></tr><tr><td>Long-term operating lease liabilities</td><td>$ 3,878</td></tr></table>",
+      "path": "tables/table-27 Lease Obligations.html",
+      "metadata": {
+        "length": 709,
+        "summary": "table-28\nThe table shows operating lease obligations totaling $5,604 million, with a present value of $4,344 million after imputed interest, resulting in long-term liabilities of $3,878 million.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "file_path": "tables/table-27 Lease Obligations.html",
+        "keywords": [
+          "Operating Lease",
+          "Future Payments",
+          "Present Value"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "baddd1e0-f79a-5bb3-93c8-e8e958deea50",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"3\"></td><td colspan=\"2\">Three Months Ended</td></tr><tr><td>Apr 26, 2026</td><td>Apr 27, 2025</td></tr><tr><td colspan=\"2\">(In millions)</td></tr><tr><td colspan=\"3\">Supplemental cash flows information</td></tr><tr><td>Operating cash flow used for operating leases</td><td>$ 185</td><td>$ 96</td></tr><tr><td>Operating lease assets obtained in exchange for lease obligations</td><td>$ 1,516</td><td>$ 98</td></tr></table>",
+      "path": "tables/table-28 Lease Cash Flows.html",
+      "metadata": {
+        "length": 445,
+        "summary": "table-29\nThe table shows supplemental cash flow information for three months ended Apr 26, 2026 and Apr 27, 2025. Operating cash flow used for leases was $185M and $96M; lease assets obtained were $1,516M and $98M.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "file_path": "tables/table-28 Lease Cash Flows.html",
+        "keywords": [
+          "operating leases",
+          "cash flows",
+          "lease obligations"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "f496b9df-fbd9-594a-ac54-2e242b10fd19",
+      "type": "text",
+      "content": "Our lease obligations primarily consist of operating leases for our data centers and offices, with lease periods expiring between fiscal years 2027 and 2075.\nFuture minimum lease obligations under our non-cancelable lease agreements as of April 26, 2026 were as follows:\n\n[tables/table-27 Lease Obligations.html]\n\nBetween the second quarter of fiscal year 2027 and fiscal year 2033, we expect to commence leases with future obligations of \\$32.4 billion, primarily for data center leases to support our research and development efforts, with lease terms of 3 to 20 years.\nOperating lease costs were \\$171 million and \\$101 million for the first quarter of fiscal years 2027 and 2026, respectively. Short-term, variable, and finance lease costs for the first quarter of fiscal years 2027 and 2026 were not significant.\nOther information related to leases was as follows:\n\n[tables/table-28 Lease Cash Flows.html]\n\nNVIDIA Corporation and Subsidiaries Notes to Condensed Consolidated Financial Statements (Continued) (Unaudited)\nAs of April 26, 2026, our operating leases have a weighted average remaining lease term of 10.4 years and a weighted average discount rate of 4.61%. As of January 25, 2026, our operating leases had a weighted average remaining lease term of 8.8 years and a weighted average discount rate of 4.38%.\nItem 2. Management's Discussion and Analysis of Financial Condition and Results of Operations",
+      "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Part I. Financial Information/Note 14 - Leases",
+      "metadata": {
+        "length": 1424,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "tokens": [
+          "Our",
+          "lease",
+          "obligations",
+          "primarily",
+          "consist",
+          "operating",
+          "leases",
+          "data",
+          "centers",
+          "offices",
+          "periods",
+          "expiring",
+          "fiscal",
+          "years",
+          "2027",
+          "2075",
+          "Future",
+          "minimum",
+          "cancelable",
+          "agreements",
+          "April",
+          "26",
+          "2026",
+          "Between",
+          "quarter",
+          "year",
+          "2033",
+          "expect",
+          "commence",
+          "future",
+          "32.4",
+          "billion",
+          "center",
+          "support",
+          "research",
+          "development",
+          "efforts",
+          "terms",
+          "20",
+          "Operating",
+          "costs",
+          "171",
+          "million",
+          "101",
+          "Short",
+          "term",
+          "variable",
+          "finance",
+          "significant",
+          "Other",
+          "information",
+          "related",
+          "NVIDIA",
+          "Corporation",
+          "Subsidiaries",
+          "Notes",
+          "Condensed",
+          "Consolidated",
+          "Financial",
+          "Statements",
+          "Continued",
+          "Unaudited",
+          "As",
+          "weighted",
+          "average",
+          "remaining",
+          "10.4",
+          "discount",
+          "rate",
+          "4.61%",
+          "January",
+          "25",
+          "8.8",
+          "4.38%",
+          "Item",
+          "Management",
+          "Discussion",
+          "Analysis",
+          "Condition",
+          "Results",
+          "Operations"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "55f90935-b9ec-5196-b6ce-f2d906604312",
+            "relation": "embeds",
+            "ref": "[tables/table-27 Lease Obligations.html]",
+            "position": {
+              "start": 272,
+              "end": 312
+            }
+          },
+          {
+            "target": "baddd1e0-f79a-5bb3-93c8-e8e958deea50",
+            "relation": "embeds",
+            "ref": "[tables/table-28 Lease Cash Flows.html]",
+            "position": {
+              "start": 871,
+              "end": 910
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "ce2aa934-f8d5-599d-a632-a902f20a807a",
+      "type": "text",
+      "content": "This Quarterly Report on Form 10-Q contains forward-looking statements within the meaning of Section 27A of the Securities Act of 1933, as amended, and Section 21E of the Securities Exchange Act of 1934, as amended, which are subject to the “safe harbor” created by those sections based on management’s beliefs and assumptions and on information currently available to management. In some cases, you can identify forward-looking statements by terms such as “may,” “will,” “should,” “could,” “goal,” “would,” “expect,” “plan,” “anticipate,” “believe,” “estimate,” “project,” “predict,” “potential” and similar expressions intended to identify forward-looking statements. These statements involve known and unknown risks, uncertainties and other factors, which may cause our actual results, performance, time frames or achievements to be materially different from any future results, performance, time frames or achievements expressed or implied by the forward-looking statements. We discuss many of these risks, uncertainties and other factors in this Quarterly Report on Form 10-Q and our Annual Report on Form 10-K for the fiscal year ended January 25, 2026 in greater detail under the heading “Risk Factors” of such reports. Given these risks, uncertainties, and other factors, you should not place undue reliance on these forward-looking statements. Also, these forward-looking statements represent our estimates and assumptions only as of the date of this filing. You should read this Quarterly Report on Form 10-Q completely and understand that our actual future results may be materially different from what we expect. We hereby qualify our forward-looking statements by these cautionary statements. Except as required by law, we assume no obligation to update these forward-looking statements publicly, or to update the reasons actual results could differ materially from those anticipated in these forward-looking statements, even if new information becomes available in the future.\nAll references to “NVIDIA,” “we,” “us,” “our” or the “Company” mean NVIDIA Corporation and its subsidiaries.\nIn addition, statements that “we believe” and similar statements reflect our beliefs and opinions on the relevant subject. These statements are based upon information available to us as of the filing date of this Quarterly Report on Form 10-Q, and while we believe such information forms a reasonable basis for such statements, such information may be limited or incomplete, and our statements should not be read to indicate that we have conducted an exhaustive inquiry into, or review of, all potentially available relevant information. These statements are inherently uncertain, and investors are cautioned not to unduly rely upon these statements.\n© 2026 NVIDIA Corporation. All rights reserved.\nThe following discussion and analysis of our financial condition and results of operations should be read in conjunction with the risk factors set forth in Item 1A. \"Risk Factors\" of our Annual Report on Form 10-K for the fiscal year ended January 25, 2026 and Part II, Item 1A. \"Risk Factors\" of this Quarterly Report on Form 10-Q and our Condensed Consolidated Financial Statements and related Notes thereto, as well as other cautionary statements and risks described elsewhere in this Quarterly Report on Form 10-Q and our other filings with the SEC, before deciding to purchase, hold, or sell shares of our common stock.",
+      "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Forward-Looking Statements",
+      "metadata": {
+        "length": 3423,
+        "summary": "This passage contains forward-looking statements under the Securities Act and Exchange Act, based on management's beliefs and assumptions. It identifies terms like 'may,' 'will,' 'expect,' and 'anticipate' as indicators of such statements. Actual results may differ materially due to known and unknown risks, uncertainties, and factors discussed in the company's Annual Report on Form 10-K and this Quarterly Report. The company assumes no obligation to update these statements. References to 'NVIDIA' or 'we' mean NVIDIA Corporation and its subsidiaries. The text also cautions against undue reliance on beliefs and opinions expressed, which are based on information available as of the filing date.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "tokens": [
+          "This",
+          "Quarterly",
+          "Report",
+          "Form",
+          "10",
+          "forward",
+          "statements",
+          "meaning",
+          "Section",
+          "27A",
+          "Securities",
+          "Act",
+          "1933",
+          "amended",
+          "21E",
+          "Exchange",
+          "1934",
+          "subject",
+          "safe",
+          "harbor",
+          "created",
+          "sections",
+          "based",
+          "management",
+          "beliefs",
+          "assumptions",
+          "information",
+          "In",
+          "cases",
+          "identify",
+          "terms",
+          "goal",
+          "expect",
+          "plan",
+          "anticipate",
+          "estimate",
+          "project",
+          "predict",
+          "potential",
+          "similar",
+          "expressions",
+          "intended",
+          "These",
+          "involve",
+          "unknown",
+          "risks",
+          "uncertainties",
+          "factors",
+          "actual",
+          "results",
+          "performance",
+          "time",
+          "frames",
+          "achievements",
+          "materially",
+          "future",
+          "expressed",
+          "implied",
+          "We",
+          "discuss",
+          "Annual",
+          "fiscal",
+          "year",
+          "ended",
+          "January",
+          "25",
+          "2026",
+          "greater",
+          "detail",
+          "heading",
+          "Risk",
+          "Factors",
+          "reports",
+          "Given",
+          "place",
+          "undue",
+          "reliance",
+          "Also",
+          "represent",
+          "estimates",
+          "date",
+          "filing",
+          "You",
+          "read",
+          "completely",
+          "understand",
+          "qualify",
+          "cautionary",
+          "Except",
+          "required",
+          "law",
+          "assume",
+          "obligation",
+          "update",
+          "publicly",
+          "reasons",
+          "differ",
+          "anticipated",
+          "All",
+          "references",
+          "NVIDIA",
+          "Company",
+          "Corporation",
+          "subsidiaries",
+          "addition",
+          "reflect",
+          "opinions",
+          "relevant",
+          "forms",
+          "reasonable",
+          "basis",
+          "limited",
+          "incomplete",
+          "conducted",
+          "exhaustive",
+          "inquiry",
+          "review",
+          "potentially",
+          "inherently",
+          "uncertain",
+          "investors",
+          "cautioned",
+          "unduly",
+          "rely",
+          "rights",
+          "reserved",
+          "The",
+          "discussion",
+          "analysis",
+          "financial",
+          "condition",
+          "operations",
+          "conjunction",
+          "risk",
+          "set",
+          "Item",
+          "1A",
+          "Part",
+          "II",
+          "Condensed",
+          "Consolidated",
+          "Financial",
+          "Statements",
+          "related",
+          "Notes",
+          "thereto",
+          "filings",
+          "SEC",
+          "deciding",
+          "purchase",
+          "hold",
+          "sell",
+          "shares",
+          "common",
+          "stock"
+        ],
+        "keywords": [
+          "forward-looking statements",
+          "risk factors",
+          "cautionary"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "737c3375-fd4b-5d9f-bb69-6bbfd4a18dfb",
+      "type": "text",
+      "content": "",
+      "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Forward-Looking Statements/Overview",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "b35f7cf1-de14-5f02-aee9-4da7d30d83c0",
+      "type": "text",
+      "content": "NVIDIA pioneered accelerated computing to help solve the most challenging computational problems. Since our original focus on PC graphics, we have expanded to several other large and important computationally intensive fields. Fueled by the sustained demand for exceptional 3D graphics and the scale of the gaming market, NVIDIA has leveraged its GPU architecture to create platforms for scientific computing, AI, data science, autonomous vehicles, robotics, and digital twin applications. NVIDIA is now a data center-scale AI infrastructure company reshaping all industries.\nOur two operating segments are “Compute & Networking” and “Graphics.” Refer to Note 13 of the Notes to Condensed Consolidated Financial Statements in Part I, Item 1 of this Quarterly Report on Form 10-Q for additional information.\nHeadquartered in Santa Clara, California, NVIDIA was incorporated in California in April 1993 and reincorporated in Delaware in April 1998.",
+      "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Forward-Looking Statements/Overview/Our Company and Our Businesses",
+      "metadata": {
+        "length": 946,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "tokens": [
+          "NVIDIA",
+          "pioneered",
+          "accelerated",
+          "computing",
+          "solve",
+          "challenging",
+          "computational",
+          "problems",
+          "Since",
+          "original",
+          "focus",
+          "PC",
+          "graphics",
+          "expanded",
+          "large",
+          "important",
+          "computationally",
+          "intensive",
+          "fields",
+          "Fueled",
+          "sustained",
+          "demand",
+          "exceptional",
+          "3D",
+          "scale",
+          "gaming",
+          "market",
+          "leveraged",
+          "GPU",
+          "architecture",
+          "create",
+          "platforms",
+          "scientific",
+          "AI",
+          "data",
+          "science",
+          "autonomous",
+          "vehicles",
+          "robotics",
+          "digital",
+          "twin",
+          "applications",
+          "center",
+          "infrastructure",
+          "company",
+          "reshaping",
+          "industries",
+          "Our",
+          "operating",
+          "segments",
+          "Compute",
+          "Networking",
+          "Graphics",
+          "Refer",
+          "Note",
+          "13",
+          "Notes",
+          "Condensed",
+          "Consolidated",
+          "Financial",
+          "Statements",
+          "Part",
+          "Item",
+          "Quarterly",
+          "Report",
+          "Form",
+          "10",
+          "additional",
+          "information",
+          "Headquartered",
+          "Santa",
+          "Clara",
+          "California",
+          "incorporated",
+          "April",
+          "1993",
+          "reincorporated",
+          "Delaware",
+          "1998"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "acfd6c99-73da-5b84-9792-14f4c7e29973",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"3\"></td><td colspan=\"3\">Three Months Ended</td><td rowspan=\"2\" colspan=\"2\">Quarter-over-Quarter Change</td><td rowspan=\"2\" colspan=\"2\">Year-over-Year Change</td></tr><tr><td>Apr 26, 2026</td><td>Jan 25, 2026</td><td>Apr 27, 2025</td></tr><tr><td colspan=\"7\">($ in millions, except per share data)</td></tr><tr><td>Revenue</td><td>$ 81,615</td><td>$ 68,127</td><td>$ 44,062</td><td colspan=\"2\">20 %</td><td colspan=\"2\">85 %</td></tr><tr><td>Gross margin</td><td>74.9 %</td><td>75.0 %</td><td>60.5 %</td><td colspan=\"2\">(0.1) pts</td><td colspan=\"2\">14.4 pts</td></tr><tr><td>Operating expenses</td><td>$ 7,621</td><td>$ 6,794</td><td>$ 5,030</td><td colspan=\"2\">12 %</td><td colspan=\"2\">52 %</td></tr><tr><td>Operating income</td><td>$ 53,536</td><td>$ 44,299</td><td>$ 21,638</td><td colspan=\"2\">21 %</td><td colspan=\"2\">147 %</td></tr><tr><td>Net income</td><td>$ 58,321</td><td>$ 42,960</td><td>$ 18,775</td><td colspan=\"2\">36 %</td><td colspan=\"2\">211 %</td></tr><tr><td>Net income per diluted share</td><td>$ 2.39</td><td>$ 1.76</td><td>$ 0.76</td><td colspan=\"2\">36 %</td><td colspan=\"2\">214 %</td></tr></table>",
+      "path": "tables/table-29 Quarterly Financials.html",
+      "metadata": {
+        "length": 1140,
+        "summary": "table-30\nThe table shows Q1 2026 revenue of $81.6B, up 85% YoY, net income of $58.3B (up 211% YoY), and gross margin of 74.9%.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "file_path": "tables/table-29 Quarterly Financials.html",
+        "keywords": [
+          "Revenue",
+          "Net Income",
+          "Gross Margin"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "2e674fb5-1d8c-510c-a615-afc4728e6150",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"3\"></td><td colspan=\"3\">Three Months Ended</td><td rowspan=\"3\">Quarter-over-Quarter Change</td><td rowspan=\"3\">Year-over-Year Change</td></tr><tr><td>Apr 26, 2026</td><td>Jan 25, 2026</td><td>Apr 27, 2025</td></tr><tr><td colspan=\"3\">($ in millions)</td></tr><tr><td colspan=\"6\">Revenue by Market Platform (1)</td></tr><tr><td>Data Center</td><td>$ 75,246</td><td>$ 62,314</td><td>$ 39,112</td><td>21 %</td><td>92 %</td></tr><tr><td>Hyperscale</td><td>37,869</td><td>33,814</td><td>17,599</td><td>12 %</td><td>115 %</td></tr><tr><td>AI Clouds, Industrial, &amp; Enterprise</td><td>37,377</td><td>28,500</td><td>21,513</td><td>31 %</td><td>74 %</td></tr><tr><td>Edge Computing</td><td>6,369</td><td>5,813</td><td>4,950</td><td>10 %</td><td>29 %</td></tr><tr><td>Total revenue</td><td>$ 81,615</td><td>$ 68,127</td><td>$ 44,062</td><td>20 %</td><td>85 %</td></tr></table>",
+      "path": "tables/table-30 Revenue by Market.html",
+      "metadata": {
+        "length": 893,
+        "summary": "table-31\nData Center revenue rose 92% year-over-year to $75,246M, with Hyperscale up 115% and AI Clouds up 74%. Total revenue reached $81,615M, a 20% quarterly and 85% yearly increase.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "file_path": "tables/table-30 Revenue by Market.html",
+        "keywords": [
+          "Data Center",
+          "Revenue Growth",
+          "Quarterly Results"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "9032a1e3-7f4d-5462-9cf1-b549c507a289",
+      "type": "text",
+      "content": "Revenue growth in the first quarter was driven by data center products for accelerated computing and AI solutions. Blackwell continued to account for the majority of our system shipments.\nThe availability of data centers, energy, and capital to support the buildout of NVIDIA AI infrastructure by our customers and partners is crucial, and any shortage of these or other necessary resources could impact our future revenue and financial performance. Expanding energy capacity to meet demand is a complex, multi-year process that involves significant regulatory, technical, and construction challenges. In addition, access to capital can be particularly constrained for less-capitalized companies, which may face difficulties securing financing for large-scale infrastructure projects. These limitations could delay customer and partner deployments or reduce the scale of accelerated computing and AI adoption.\nWe expect our Rubin platform to start shipping in the second half of fiscal year 2027. The complexity of bringing up our product architecture and sophisticated system configurations has caused and may in the future cause delays in production and create challenges in managing supply and demand. This could further result in revenue volatility, quality issues, increased inventory provisions, decreases in product yields and higher material costs, and/or increased warranty costs. Customers may postpone purchasing new architectures or may adopt new technologies more gradually than anticipated, affecting our revenue timing and supply chain expenses.\nBeginning in February 2026, the U.S. government, or USG, granted licenses that allow us to ship small amounts of H200 products to specific China-based customers. To date, we have not generated any revenue under the H200 licensing program, and do not yet know whether any imports will be allowed into China. The license requires that the H200s go through an inspection process in the United States prior to any shipment to the customer. As a result, any H200 shipped under the new licensing program will be subject to a 25% tariff upon importation into the United States.\nThe recent rise in high-quality, open-source foundation models is making advanced AI capabilities broadly accessible. Open-source AI is dependent on developer adoption, and if deployed on our competitors' platforms, it could reduce demand for our products and services.\nWe have made, and expect to continue making, investments in our ecosystem to enhance our growth opportunities, cultivate our ecosystem, and strengthen our competitive position. In the first quarter of fiscal year 2027, we made the following investments:\n- \\$18.6 billion in private companies and infrastructure funds. Some of these investments include AI model makers that may indirectly purchase or use our products in the cloud.\n• We made investments in publicly-held equity securities where the value may fluctuate significantly and could adversely affect our financial results.\nOur global supply chain for our networking products, including our Israel operations of approximately 5,900 employees supporting research and development, operations, and sales and marketing, has not been significantly impacted by the conflict in the Middle East. If the conflict escalates or extends, it could affect future product development, supply chain, and revenue, and create business uncertainty.\nMacroeconomic factors, including tariffs, inflation, interest changes, capital market volatility, global supply chain constraints, and global economic and geopolitical developments and conflicts, have direct and indirect impacts on our results of operations, particularly demand for our products. While difficult to isolate and quantify, these macroeconomic factors impact our supply chain and manufacturing costs, employee wages, costs for capital equipment, the value of our investments, revenue, and competitive position. Our product and solution pricing generally does not fluctuate with short-term changes in our costs. Within our supply chain, we continuously manage product availability and costs with our vendors.\nRefer to Part II, Item 1A, \"Risk Factors\" for a discussion of these factors and other risks.\nFirst Quarter of Fiscal Year 2027 Summary\n\n[tables/table-29 Quarterly Financials.html]\n\nWe specialize in markets where our computing platforms can provide tremendous acceleration for applications. These platforms incorporate processors, interconnects, software, algorithms, systems, and services to deliver unique value.\nFollowing the rapid evolution in our businesses, we are transitioning to a new reporting framework that better reflects our current and future growth drivers.\nWe will have two market platforms – Data Center and Edge Computing.\nWithin Data Center, we will report two sub-markets, Hyperscale and ACIE which incorporates AI Clouds, Industrial, and Enterprise. Hyperscale will include revenue from the public clouds and the world's largest consumer internet companies,\nwhile ACIE addresses our growth opportunity in diverse AI purpose-built data centers and AI factories across industries and countries.\nEdge Computing highlights devices for agentic and physical AI including PCs, game consoles, workstations, AI-RAN base stations, robotics and automotive.\n\n[tables/table-30 Revenue by Market.html]\n\n(1) In the first quarter of fiscal year 2027, we changed our presentation of revenue by market platform and the comparable periods have been recast.\nRevenue was \\$81.6 billion, up 85% from a year ago and up 20% sequentially.\nData Center revenue was \\$75.2 billion, up 92% from a year ago and up 21% sequentially, driven by the ramp of our Blackwell 300 products and demand for our InfiniBand, Spectrum-X Ethernet, and NVLink solutions. Hyperscaler revenue increased sequentially and remained at approximately 50% of Data Center revenue, while the remaining 50% came from a continued diversification of customers, including AI Clouds, industrial, enterprise, and sovereign customers. No shipments of Data Center Hopper products to China occurred during the quarter, compared with \\$4.6 billion in the first quarter of fiscal year 2026.\nEdge Computing revenue for the first quarter was \\$6.4 billion, up 29% from a year ago and up 10% sequentially. The increases were driven by robust Blackwell workstation demand, partially offset by slower consumer PC demand that was tempered by elevated memory and systems prices.\nGross margin increased from a year ago on lower inventory provisions, primarily due to the prior year's \\$4.5 billion charge associated with H20 excess inventory and purchase obligations. Gross margin was approximately flat sequentially as our Blackwell architecture remains the majority of our revenue.\nOperating expenses were up 52% from a year ago and up 12% sequentially. The increases were primarily driven by higher compensation and benefits expense due to employee growth and compensation increases, compute and infrastructure costs, and engineering development materials for new product developments.",
+      "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Forward-Looking Statements/Overview/Recent Developments, Future Objectives and Challenges",
+      "metadata": {
+        "length": 7141,
+        "summary": "NVIDIA's first quarter of fiscal year 2027 saw revenue of $81.6 billion, up 85% year-over-year, driven by Data Center products for accelerated computing and AI, particularly Blackwell architecture. Data Center revenue was $75.2 billion, with hyperscalers accounting for about 50%. Edge Computing revenue was $6.4 billion. The company faces risks including supply chain constraints, geopolitical issues, tariffs, and competition from open-source AI. Investments totaled $18.6 billion in private companies and infrastructure. No H200 revenue from China has been generated yet, and a new reporting framework with Data Center and Edge Computing platforms is being adopted.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "tokens": [
+          "Revenue",
+          "growth",
+          "quarter",
+          "driven",
+          "data",
+          "center",
+          "products",
+          "accelerated",
+          "computing",
+          "AI",
+          "solutions",
+          "Blackwell",
+          "continued",
+          "account",
+          "majority",
+          "system",
+          "shipments",
+          "The",
+          "availability",
+          "centers",
+          "energy",
+          "capital",
+          "support",
+          "buildout",
+          "NVIDIA",
+          "infrastructure",
+          "customers",
+          "partners",
+          "crucial",
+          "shortage",
+          "resources",
+          "impact",
+          "future",
+          "revenue",
+          "financial",
+          "performance",
+          "Expanding",
+          "capacity",
+          "meet",
+          "demand",
+          "complex",
+          "multi",
+          "year",
+          "process",
+          "involves",
+          "significant",
+          "regulatory",
+          "technical",
+          "construction",
+          "challenges",
+          "In",
+          "addition",
+          "access",
+          "constrained",
+          "capitalized",
+          "companies",
+          "face",
+          "difficulties",
+          "securing",
+          "financing",
+          "large",
+          "scale",
+          "projects",
+          "These",
+          "limitations",
+          "delay",
+          "customer",
+          "partner",
+          "deployments",
+          "reduce",
+          "adoption",
+          "We",
+          "expect",
+          "Rubin",
+          "platform",
+          "start",
+          "shipping",
+          "half",
+          "fiscal",
+          "2027",
+          "complexity",
+          "bringing",
+          "product",
+          "architecture",
+          "sophisticated",
+          "configurations",
+          "caused",
+          "delays",
+          "production",
+          "create",
+          "managing",
+          "supply",
+          "This",
+          "result",
+          "volatility",
+          "quality",
+          "issues",
+          "increased",
+          "inventory",
+          "provisions",
+          "decreases",
+          "yields",
+          "higher",
+          "material",
+          "costs",
+          "warranty",
+          "Customers",
+          "postpone",
+          "purchasing",
+          "architectures",
+          "adopt",
+          "technologies",
+          "gradually",
+          "anticipated",
+          "affecting",
+          "timing",
+          "chain",
+          "expenses",
+          "Beginning",
+          "February",
+          "2026",
+          "government",
+          "USG",
+          "granted",
+          "licenses",
+          "ship",
+          "small",
+          "amounts",
+          "H200",
+          "specific",
+          "China",
+          "based",
+          "To",
+          "date",
+          "generated",
+          "licensing",
+          "program",
+          "imports",
+          "allowed",
+          "license",
+          "requires",
+          "H200s",
+          "inspection",
+          "United",
+          "States",
+          "prior",
+          "shipment",
+          "As",
+          "shipped",
+          "subject",
+          "25%",
+          "tariff",
+          "importation",
+          "recent",
+          "rise",
+          "high",
+          "open",
+          "source",
+          "foundation",
+          "models",
+          "making",
+          "advanced",
+          "capabilities",
+          "broadly",
+          "accessible",
+          "Open",
+          "dependent",
+          "developer",
+          "deployed",
+          "competitors",
+          "platforms",
+          "services",
+          "made",
+          "continue",
+          "investments",
+          "ecosystem",
+          "enhance",
+          "opportunities",
+          "cultivate",
+          "strengthen",
+          "competitive",
+          "position",
+          "18.6",
+          "billion",
+          "private",
+          "funds",
+          "Some",
+          "include",
+          "model",
+          "makers",
+          "indirectly",
+          "purchase",
+          "cloud",
+          "publicly",
+          "held",
+          "equity",
+          "securities",
+          "fluctuate",
+          "significantly",
+          "adversely",
+          "affect",
+          "results",
+          "Our",
+          "global",
+          "networking",
+          "including",
+          "Israel",
+          "operations",
+          "approximately",
+          "900",
+          "employees",
+          "supporting",
+          "research",
+          "development",
+          "sales",
+          "marketing",
+          "impacted",
+          "conflict",
+          "Middle",
+          "East",
+          "If",
+          "escalates",
+          "extends",
+          "business",
+          "uncertainty",
+          "Macroeconomic",
+          "factors",
+          "tariffs",
+          "inflation",
+          "interest",
+          "market",
+          "constraints",
+          "economic",
+          "geopolitical",
+          "developments",
+          "conflicts",
+          "direct",
+          "indirect",
+          "impacts",
+          "While",
+          "difficult",
+          "isolate",
+          "quantify",
+          "macroeconomic",
+          "manufacturing",
+          "employee",
+          "wages",
+          "equipment",
+          "solution",
+          "pricing",
+          "generally",
+          "short",
+          "term",
+          "Within",
+          "continuously",
+          "manage",
+          "vendors",
+          "Refer",
+          "Part",
+          "II",
+          "Item",
+          "1A",
+          "Risk",
+          "Factors",
+          "discussion",
+          "risks",
+          "First",
+          "Quarter",
+          "Fiscal",
+          "Year",
+          "Summary",
+          "specialize",
+          "markets",
+          "provide",
+          "tremendous",
+          "acceleration",
+          "applications",
+          "incorporate",
+          "processors",
+          "interconnects",
+          "software",
+          "algorithms",
+          "systems",
+          "deliver",
+          "unique",
+          "Following",
+          "rapid",
+          "evolution",
+          "businesses",
+          "transitioning",
+          "reporting",
+          "framework",
+          "reflects",
+          "current",
+          "drivers",
+          "Data",
+          "Center",
+          "Edge",
+          "Computing",
+          "report",
+          "Hyperscale",
+          "ACIE",
+          "incorporates",
+          "Clouds",
+          "Industrial",
+          "Enterprise",
+          "public",
+          "clouds",
+          "world",
+          "largest",
+          "consumer",
+          "internet",
+          "addresses",
+          "opportunity",
+          "diverse",
+          "purpose",
+          "built",
+          "factories",
+          "industries",
+          "countries",
+          "highlights",
+          "devices",
+          "agentic",
+          "physical",
+          "PCs",
+          "game",
+          "consoles",
+          "workstations",
+          "RAN",
+          "base",
+          "stations",
+          "robotics",
+          "automotive",
+          "changed",
+          "presentation",
+          "comparable",
+          "periods",
+          "recast",
+          "81.6",
+          "85%",
+          "ago",
+          "20%",
+          "sequentially",
+          "75.2",
+          "92%",
+          "21%",
+          "ramp",
+          "300",
+          "InfiniBand",
+          "Spectrum",
+          "Ethernet",
+          "NVLink",
+          "Hyperscaler",
+          "remained",
+          "50%",
+          "remaining",
+          "diversification",
+          "industrial",
+          "enterprise",
+          "sovereign",
+          "No",
+          "Hopper",
+          "occurred",
+          "compared",
+          "4.6",
+          "6.4",
+          "29%",
+          "10%",
+          "increases",
+          "robust",
+          "workstation",
+          "partially",
+          "offset",
+          "slower",
+          "PC",
+          "tempered",
+          "elevated",
+          "memory",
+          "prices",
+          "Gross",
+          "margin",
+          "lower",
+          "primarily",
+          "due",
+          "4.5",
+          "charge",
+          "H20",
+          "excess",
+          "obligations",
+          "flat",
+          "remains",
+          "Operating",
+          "52%",
+          "12%",
+          "compensation",
+          "benefits",
+          "expense",
+          "compute",
+          "engineering",
+          "materials"
+        ],
+        "keywords": [
+          "Revenue",
+          "Data Center",
+          "AI"
+        ],
+        "connect_to": [
+          {
+            "target": "acfd6c99-73da-5b84-9792-14f4c7e29973",
+            "relation": "embeds",
+            "ref": "[tables/table-29 Quarterly Financials.html]",
+            "position": {
+              "start": 4248,
+              "end": 4291
+            }
+          },
+          {
+            "target": "2e674fb5-1d8c-510c-a615-afc4728e6150",
+            "relation": "embeds",
+            "ref": "[tables/table-30 Revenue by Market.html]",
+            "position": {
+              "start": 5280,
+              "end": 5320
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "0216f33a-487e-5220-b951-c0aff2320860",
+      "type": "text",
+      "content": "Refer to Note 13 of the Notes to the Condensed Consolidated Financial Statements for disclosure regarding segment information.",
+      "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Forward-Looking Statements/Overview/Financial Information by Business Segment and Geographic Data",
+      "metadata": {
+        "length": 126,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "tokens": [
+          "Refer",
+          "Note",
+          "13",
+          "Notes",
+          "Condensed",
+          "Consolidated",
+          "Financial",
+          "Statements",
+          "disclosure",
+          "segment",
+          "information"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "26d1a843-83db-5dda-8da8-1e296b447522",
+      "type": "text",
+      "content": "Refer to Part II, Item 7, \"Critical Accounting Policies and Estimates\" of our Annual Report on Form 10-K for the fiscal year ended January 25, 2026. There have been no material changes to our Critical Accounting Policies and Estimates.",
+      "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Forward-Looking Statements/Critical Accounting Policies and Estimates",
+      "metadata": {
+        "length": 235,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "tokens": [
+          "Refer",
+          "Part",
+          "II",
+          "Item",
+          "Critical",
+          "Accounting",
+          "Policies",
+          "Estimates",
+          "Annual",
+          "Report",
+          "Form",
+          "10",
+          "fiscal",
+          "year",
+          "ended",
+          "January",
+          "25",
+          "2026",
+          "There",
+          "material"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "ed640f8b-fc52-58c1-bedc-ccb62b095597",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"2\"></td><td colspan=\"2\">Three Months Ended</td></tr><tr><td>Apr 26, 2026</td><td>Apr 27, 2025</td></tr><tr><td>Revenue</td><td>100.0 %</td><td>100.0 %</td></tr><tr><td>Cost of revenue</td><td>25.1</td><td>39.5</td></tr><tr><td>Gross profit</td><td>74.9</td><td>60.5</td></tr><tr><td>Operating expenses</td><td></td><td></td></tr><tr><td>Research and development</td><td>7.7</td><td>9.1</td></tr><tr><td>Sales, general and administrative</td><td>1.6</td><td>2.4</td></tr><tr><td>Total operating expenses</td><td>9.3</td><td>11.5</td></tr><tr><td>Operating income</td><td>65.6</td><td>49.0</td></tr><tr><td>Interest income</td><td>0.7</td><td>1.2</td></tr><tr><td>Interest expense</td><td>(0.1)</td><td>(0.1)</td></tr><tr><td>Other income (expense), net</td><td>19.5</td><td>(0.4)</td></tr><tr><td>Total other income, net</td><td>20.1</td><td>0.7</td></tr><tr><td>Income before income tax</td><td>85.7</td><td>49.7</td></tr><tr><td>Income tax expense</td><td>14.2</td><td>7.1</td></tr><tr><td>Net income</td><td>71.5 %</td><td>42.6 %</td></tr></table>",
+      "path": "tables/table-31 Revenue Analysis.html",
+      "metadata": {
+        "length": 1073,
+        "summary": "table-32\nThe table shows revenue, cost, gross profit, operating expenses, and net income for three months ending Apr 26, 2026 and Apr 27, 2025, with percentages of revenue.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "file_path": "tables/table-31 Revenue Analysis.html",
+        "keywords": [
+          "Revenue",
+          "Gross Profit",
+          "Net Income"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "46166253-fe70-51c1-b38c-469465205798",
+      "type": "text",
+      "content": "The following table sets forth, for the periods indicated, certain items in our Condensed Consolidated Statements of Income expressed as a percentage of revenue.\n\n[tables/table-31 Revenue Analysis.html]",
+      "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Forward-Looking Statements/Results of Operations",
+      "metadata": {
+        "length": 204,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "tokens": [
+          "The",
+          "table",
+          "sets",
+          "periods",
+          "items",
+          "Condensed",
+          "Consolidated",
+          "Statements",
+          "Income",
+          "expressed",
+          "percentage",
+          "revenue"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "ed640f8b-fc52-58c1-bedc-ccb62b095597",
+            "relation": "embeds",
+            "ref": "[tables/table-31 Revenue Analysis.html]",
+            "position": {
+              "start": 163,
+              "end": 202
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "b9121a0b-a8d4-50e2-90eb-b2dd73c683a1",
+      "type": "text",
+      "content": "",
+      "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Forward-Looking Statements/Results of Operations/Reportable Segments",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "6fe48a35-b1c7-5fa9-a40c-7dddee05708e",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"3\"></td><td colspan=\"4\">Three Months Ended</td></tr><tr><td>Apr 26, 2026</td><td>Apr 27, 2025</td><td>$ Change</td><td>% Change</td></tr><tr><td colspan=\"4\">($ in millions)</td></tr><tr><td>Compute &amp; Networking</td><td>$ 74,550</td><td>$ 39,589</td><td>$ 34,961</td><td>88 %</td></tr><tr><td>Graphics</td><td>7,065</td><td>4,473</td><td>2,592</td><td>58 %</td></tr><tr><td>Total</td><td>$ 81,615</td><td>$ 44,062</td><td>$ 37,553</td><td>85 %</td></tr></table>",
+      "path": "tables/table-32 Revenue Growth.html",
+      "metadata": {
+        "length": 488,
+        "summary": "table-33\nCompute & Networking revenue rose 88% to $74,550M, Graphics up 58% to $7,065M, total revenue increased 85% to $81,615M for the three months ended Apr 26, 2026 vs Apr 27, 2025.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "file_path": "tables/table-32 Revenue Growth.html",
+        "keywords": [
+          "Revenue",
+          "Compute & Networking",
+          "Graphics"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "bb864106-6ddb-54e7-9440-097c2252746a",
+      "type": "text",
+      "content": "[tables/table-32 Revenue Growth.html]",
+      "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Forward-Looking Statements/Results of Operations/Reportable Segments/Revenue by Reportable Segments",
+      "metadata": {
+        "length": 41,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "6fe48a35-b1c7-5fa9-a40c-7dddee05708e",
+            "relation": "embeds",
+            "ref": "[tables/table-32 Revenue Growth.html]",
+            "position": {
+              "start": 0,
+              "end": 37
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "6cf4cb43-f1ce-5f7d-b82c-89a784855c4e",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"3\"></td><td colspan=\"4\">Three Months Ended</td></tr><tr><td>Apr 26, 2026</td><td>Apr 27, 2025</td><td>$ Change</td><td>% Change</td></tr><tr><td colspan=\"4\">($ in millions)</td></tr><tr><td>Compute &amp; Networking</td><td>$ 53,335</td><td>$ 22,054</td><td>$ 31,281</td><td>142 %</td></tr><tr><td>Graphics</td><td>2,941</td><td>1,640</td><td>1,301</td><td>79 %</td></tr><tr><td>Total</td><td>$ 56,276</td><td>$ 23,694</td><td>$ 32,582</td><td>138 %</td></tr></table>",
+      "path": "tables/table-33 Revenue Growth.html",
+      "metadata": {
+        "length": 490,
+        "summary": "table-34\nCompute & Networking revenue rose 142% to $53,335M, Graphics up 79% to $2,941M, total revenue $56,276M, a 138% increase from $23,694M.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "file_path": "tables/table-33 Revenue Growth.html",
+        "keywords": [
+          "Compute & Networking",
+          "Graphics",
+          "Revenue"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "81d3c3f5-2459-5371-b7d2-cc3b03592e60",
+      "type": "text",
+      "content": "[tables/table-33 Revenue Growth.html]\n\nCompute & Networking revenue – The year-over-year increase in the first quarter of fiscal year 2027 was due to growth in Data Center products, driven by the ramp of our Blackwell systems and demand for our InfiniBand, Spectrum-X Ethernet, and NVLink solutions.\nGraphics revenue – The year-over-year increase in the first quarter of fiscal year 2027 was driven by sales of our Blackwell architecture.\nReportable segment operating income – The year-over-year increase in Compute & Networking segment operating income in the first quarter of fiscal year 2027 was driven by the growth in revenue and the non-recurrence of a \\$4.5 billion charge associated with H2O excess inventory and purchase obligations in the first quarter of fiscal year 2026. The year-over-year increase in Graphics segment operating income in the first quarter of fiscal year 2027 was driven by the growth in revenue.",
+      "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Forward-Looking Statements/Results of Operations/Reportable Segments/Operating Income by Reportable Segments",
+      "metadata": {
+        "length": 930,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "tokens": [
+          "Compute",
+          "Networking",
+          "revenue",
+          "The",
+          "year",
+          "increase",
+          "quarter",
+          "fiscal",
+          "2027",
+          "due",
+          "growth",
+          "Data",
+          "Center",
+          "products",
+          "driven",
+          "ramp",
+          "Blackwell",
+          "systems",
+          "demand",
+          "InfiniBand",
+          "Spectrum",
+          "Ethernet",
+          "NVLink",
+          "solutions",
+          "Graphics",
+          "sales",
+          "architecture",
+          "Reportable",
+          "segment",
+          "operating",
+          "income",
+          "recurrence",
+          "4.5",
+          "billion",
+          "charge",
+          "H2O",
+          "excess",
+          "inventory",
+          "purchase",
+          "obligations",
+          "2026"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "6cf4cb43-f1ce-5f7d-b82c-89a784855c4e",
+            "relation": "embeds",
+            "ref": "[tables/table-33 Revenue Growth.html]",
+            "position": {
+              "start": 0,
+              "end": 37
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "508dc9fa-45df-5be6-b461-ba76a4953c79",
+      "type": "text",
+      "content": "We refer to customers who purchase products directly from NVIDIA as direct customers, such as AIBs, distributors, ODMs, OEMs, CSPs, AI model makers, and system integrators. Certain direct customers may use either internal resources or third-party system integrators to complete their build. We refer to indirect customers as those who purchase products through our direct customers; indirect customers include CSPs, AI Clouds, AI model makers, enterprises, and public sector entities. Our revenue is concentrated among a limited number of direct and indirect customers and this trend may continue.\nDirect Customers – For the first quarter of fiscal year 2027, three direct customers represented 21%, 17%, and 16% of total revenue, all of which was primarily attributable to the Compute & Networking segment.\nFor the first quarter of fiscal year 2026, sales to two direct customers represented 16% and 14% of total revenue, which were attributable to the Compute & Networking segment.\nIndirect Customers – Indirect customer revenue is an estimation based upon multiple factors including customer purchase order information, product specifications, internal sales data, and other sources. Indirect customers primarily purchase our products through system integrators and distributors.\nWe generate a significant amount of our revenue from a limited number of indirect customers, some individually representing 10% or more of our revenue. Certain companies purchase cloud and related services through various direct and indirect customers. We estimate that one AI research and deployment company contributed to a meaningful amount of our revenue by purchasing cloud services from our customers in the first quarter of fiscal year 2027.\nRevenue by geographic region is designated based on the location of the headquarters of direct customers. The end customer and shipping location may be different from our customers' headquarters location. Revenue from sales to customers headquartered outside of the United States accounted for 22% of total revenue for the first quarter of fiscal year 2027 and 42% of total revenue for the first quarter of fiscal year 2026.",
+      "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Forward-Looking Statements/Results of Operations/Reportable Segments/Concentration of Revenue",
+      "metadata": {
+        "length": 2156,
+        "summary": "NVIDIA's revenue is concentrated among a limited number of direct and indirect customers. Direct customers include AIBs, distributors, ODMs, OEMs, CSPs, AI model makers, and system integrators. In Q1 FY2027, three direct customers accounted for 21%, 17%, and 16% of total revenue, primarily from the Compute & Networking segment. Indirect customers purchase through system integrators and distributors, with some individually representing 10% or more of revenue. One AI research and deployment company contributed meaningfully to Q1 FY2027 revenue via cloud services. Revenue from customers headquartered outside the US was 22% in Q1 FY2027 and 42% in Q1 FY2026.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "tokens": [
+          "We",
+          "refer",
+          "customers",
+          "purchase",
+          "products",
+          "directly",
+          "NVIDIA",
+          "direct",
+          "AIBs",
+          "distributors",
+          "ODMs",
+          "OEMs",
+          "CSPs",
+          "AI",
+          "model",
+          "makers",
+          "system",
+          "integrators",
+          "Certain",
+          "internal",
+          "resources",
+          "party",
+          "complete",
+          "build",
+          "indirect",
+          "include",
+          "Clouds",
+          "enterprises",
+          "public",
+          "sector",
+          "entities",
+          "Our",
+          "revenue",
+          "concentrated",
+          "limited",
+          "number",
+          "trend",
+          "continue",
+          "Direct",
+          "Customers",
+          "For",
+          "quarter",
+          "fiscal",
+          "year",
+          "2027",
+          "represented",
+          "21%",
+          "17%",
+          "16%",
+          "total",
+          "primarily",
+          "attributable",
+          "Compute",
+          "Networking",
+          "segment",
+          "2026",
+          "sales",
+          "14%",
+          "Indirect",
+          "customer",
+          "estimation",
+          "based",
+          "multiple",
+          "factors",
+          "including",
+          "order",
+          "information",
+          "product",
+          "specifications",
+          "data",
+          "sources",
+          "generate",
+          "significant",
+          "amount",
+          "individually",
+          "representing",
+          "10%",
+          "companies",
+          "cloud",
+          "related",
+          "services",
+          "estimate",
+          "research",
+          "deployment",
+          "company",
+          "contributed",
+          "meaningful",
+          "purchasing",
+          "Revenue",
+          "geographic",
+          "region",
+          "designated",
+          "location",
+          "headquarters",
+          "The",
+          "end",
+          "shipping",
+          "headquartered",
+          "United",
+          "States",
+          "accounted",
+          "22%",
+          "42%"
+        ],
+        "keywords": [
+          "Direct Customers",
+          "Indirect Customers",
+          "Revenue Concentration"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "065a4ad2-f012-5b06-b2e3-baea743d4993",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"3\"></td><td colspan=\"4\">Three Months Ended</td></tr><tr><td>Apr 26, 2026</td><td>Apr 27, 2025</td><td>$ Change</td><td>% Change</td></tr><tr><td colspan=\"4\">($ in millions)</td></tr><tr><td>Research and development</td><td>$ 6,321</td><td>$ 3,989</td><td>$ 2,332</td><td>58 %</td></tr><tr><td>Sales, general and administrative</td><td>1,300</td><td>1,041</td><td>259</td><td>25 %</td></tr><tr><td>Total operating expenses</td><td>$ 7,621</td><td>$ 5,030</td><td>$ 2,591</td><td>52 %</td></tr></table>",
+      "path": "tables/table-34 Operating Expenses.html",
+      "metadata": {
+        "length": 524,
+        "summary": "table-35\nTotal operating expenses increased 52% to $7,621 million, driven by R&D growth of 58% and SG&A growth of 25%.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "file_path": "tables/table-34 Operating Expenses.html",
+        "keywords": [
+          "R&D",
+          "SG&A",
+          "Expenses"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "1683defa-145f-5703-8eef-5e90262c9a57",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"3\"></td><td colspan=\"3\">Three Months Ended</td></tr><tr><td>Apr 26, 2026</td><td>Apr 27, 2025</td><td>$ Change</td></tr><tr><td colspan=\"3\">($ in millions)</td></tr><tr><td>Interest income</td><td>$ 540</td><td>$ 515</td><td>$ 25</td></tr><tr><td>Interest expense</td><td>(102)</td><td>(63)</td><td>(39)</td></tr><tr><td>Other income (expense), net</td><td>15,929</td><td>(180)</td><td>16,109</td></tr><tr><td>Total other income, net</td><td>$ 16,367</td><td>$ 272</td><td>$ 16,095</td></tr></table>",
+      "path": "tables/table-35 Other Income.html",
+      "metadata": {
+        "length": 523,
+        "summary": "table-36\nThe table shows three-month financial data ending Apr 26, 2026 and Apr 27, 2025. Interest income increased by $25M, interest expense rose by $39M, and other income surged by $16,109M, leading to total other income of $16,367M.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "file_path": "tables/table-35 Other Income.html",
+        "keywords": [
+          "Interest",
+          "Other Income",
+          "Change"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "5f3a5c90-8317-5673-a350-df0cdb742c5b",
+      "type": "text",
+      "content": "Gross profit consists of total net revenue less cost of revenue. Cost of revenue consists primarily of the cost of semiconductors, including wafer fabrication, assembly, testing and packaging, board and device costs, manufacturing support costs, including labor and overhead associated with such purchases, final test yield fallout, inventory and warranty provisions, memory and component costs, tariffs, and shipping costs. Cost of revenue also includes acquisition-related intangible amortization expense, IP-related costs, and stock-based compensation related to personnel associated with manufacturing operations.\nGross margin increased to 74.9% for the first quarter of fiscal year 2027 compared to 60.5% for the first quarter of fiscal year 2026, primarily due to the prior year's \\$4.5 billion charge associated with H2O excess inventory and purchase obligations.\nProvisions for inventory and excess inventory purchase obligations totaled \\$1.1 billion and \\$5.3 billion for the first quarter of fiscal years 2027 and 2026, respectively. The first quarter of fiscal year 2026 includes \\$4.5 billion associated with H2O excess inventory and purchase obligations. Sales of previously reserved inventory and settlements of excess inventory purchase obligations resulted in a provision release of \\$103 million and \\$436 million for the first quarter of fiscal years 2027 and 2026, respectively. The net effect on our gross margin was an unfavorable impact of 1.2% and 11.0% in the first quarter of fiscal years 2027 and 2026, respectively.\nOperating Expenses\n\n[tables/table-34 Operating Expenses.html]\n\nThe increase in research and development expenses for the first quarter of fiscal year 2027 was primarily driven by a 112% increase in compute and infrastructure, a 31% increase in compensation and benefits, including stock-based compensation, reflecting employee growth and compensation increases, and a 204% increase in engineering development materials for new product introductions.\nThe increase in sales, general and administrative expenses for the first quarter of fiscal year 2027 was primarily driven by compensation and benefits, including stock-based compensation, reflecting employee growth and compensation increases.\nTotal Other Income, Net\n\n[tables/table-35 Other Income.html]\n\nTotal other income, net primarily consists of realized or unrealized gains and losses from investments in non-marketable securities and publicly-held equity securities. The change in Other income (expense), net compared to the first quarter of fiscal year 2026, was primarily driven by unrealized gains on investments in publicly-held equity securities of \\$13.4 billion and non-marketable equity securities of \\$2.6 billion.",
+      "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Forward-Looking Statements/Results of Operations/Gross Profit and Gross Margin",
+      "metadata": {
+        "length": 2730,
+        "summary": "The text discusses gross profit, cost of revenue, and gross margin trends for the first quarter of fiscal years 2027 and 2026. Gross margin increased to 74.9% in Q1 FY2027 from 60.5% in Q1 FY2026, mainly due to a prior year $4.5 billion charge for H2O excess inventory. Provisions for inventory and excess purchase obligations were $1.1 billion in FY2027 and $5.3 billion in FY2026. Sales of previously reserved inventory led to provision releases of $103 million and $436 million, respectively. The net unfavorable impact on gross margin was 1.2% in FY2027 and 11.0% in FY2026. Operating expenses increased due to higher compute and infrastructure costs, compensation, and engineering materials. Other income included unrealized gains of $13.4 billion from publicly-held equity securities and $2.6 billion from non-marketable securities.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "tokens": [
+          "Gross",
+          "profit",
+          "consists",
+          "total",
+          "net",
+          "revenue",
+          "cost",
+          "Cost",
+          "primarily",
+          "semiconductors",
+          "including",
+          "wafer",
+          "fabrication",
+          "assembly",
+          "testing",
+          "packaging",
+          "board",
+          "device",
+          "costs",
+          "manufacturing",
+          "support",
+          "labor",
+          "overhead",
+          "purchases",
+          "final",
+          "test",
+          "yield",
+          "fallout",
+          "inventory",
+          "warranty",
+          "provisions",
+          "memory",
+          "component",
+          "tariffs",
+          "shipping",
+          "includes",
+          "acquisition",
+          "related",
+          "intangible",
+          "amortization",
+          "expense",
+          "IP",
+          "stock",
+          "based",
+          "compensation",
+          "personnel",
+          "operations",
+          "margin",
+          "increased",
+          "74.9%",
+          "quarter",
+          "fiscal",
+          "year",
+          "2027",
+          "compared",
+          "60.5%",
+          "2026",
+          "due",
+          "prior",
+          "4.5",
+          "billion",
+          "charge",
+          "H2O",
+          "excess",
+          "purchase",
+          "obligations",
+          "Provisions",
+          "totaled",
+          "1.1",
+          "5.3",
+          "years",
+          "The",
+          "Sales",
+          "previously",
+          "reserved",
+          "settlements",
+          "resulted",
+          "provision",
+          "release",
+          "103",
+          "million",
+          "436",
+          "effect",
+          "gross",
+          "unfavorable",
+          "impact",
+          "1.2%",
+          "11.0%",
+          "Operating",
+          "Expenses",
+          "increase",
+          "research",
+          "development",
+          "expenses",
+          "driven",
+          "112%",
+          "compute",
+          "infrastructure",
+          "31%",
+          "benefits",
+          "reflecting",
+          "employee",
+          "growth",
+          "increases",
+          "204%",
+          "engineering",
+          "materials",
+          "product",
+          "introductions",
+          "sales",
+          "general",
+          "administrative",
+          "Total",
+          "Other",
+          "Income",
+          "Net",
+          "income",
+          "realized",
+          "unrealized",
+          "gains",
+          "losses",
+          "investments",
+          "marketable",
+          "securities",
+          "publicly",
+          "held",
+          "equity",
+          "change",
+          "13.4",
+          "2.6"
+        ],
+        "keywords": [
+          "Gross margin",
+          "Inventory provisions",
+          "Operating expenses"
+        ],
+        "connect_to": [
+          {
+            "target": "065a4ad2-f012-5b06-b2e3-baea743d4993",
+            "relation": "embeds",
+            "ref": "[tables/table-34 Operating Expenses.html]",
+            "position": {
+              "start": 1564,
+              "end": 1605
+            }
+          },
+          {
+            "target": "1683defa-145f-5703-8eef-5e90262c9a57",
+            "relation": "embeds",
+            "ref": "[tables/table-35 Other Income.html]",
+            "position": {
+              "start": 2262,
+              "end": 2297
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "0c971af4-7dbf-553b-8fbd-e4ff2c28208f",
+      "type": "table",
+      "content": "<table><tr><td></td><td>Apr 26, 2026</td><td>Jan 25, 2026</td></tr><tr><td></td><td colspan=\"2\">(In millions)</td></tr><tr><td>Cash and cash equivalents</td><td>$ 13,237</td><td>$ 10,605</td></tr><tr><td>Marketable debt securities</td><td>37,098</td><td>39,065</td></tr><tr><td>Cash, cash equivalents, and marketable debt securities</td><td>$ 50,335</td><td>$ 49,670</td></tr></table>",
+      "path": "tables/table-36 Cash and Securities.html",
+      "metadata": {
+        "length": 384,
+        "summary": "table-37\nThe table shows cash and cash equivalents, marketable debt securities, and their total for Apr 26, 2026 ($50,335M) and Jan 25, 2026 ($49,670M).",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "file_path": "tables/table-36 Cash and Securities.html",
+        "keywords": [
+          "cash",
+          "securities",
+          "financial data"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "27a41ebc-884b-5486-bec0-98f35e523721",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"3\"></td><td colspan=\"2\">Three Months Ended</td></tr><tr><td>Apr 26, 2026</td><td>Apr 27, 2025</td></tr><tr><td colspan=\"2\">(In millions)</td></tr><tr><td>Net cash provided by operating activities</td><td>$ 50,344</td><td>$ 27,414</td></tr><tr><td>Net cash used in investing activities</td><td>$ (26,429)</td><td>$ (5,216)</td></tr><tr><td>Net cash used in financing activities</td><td>$ (21,283)</td><td>$ (15,553)</td></tr></table>",
+      "path": "tables/table-37 Cash Flow Data.html",
+      "metadata": {
+        "length": 456,
+        "summary": "table-38\nThe table shows net cash provided by operating activities of $50,344 million and $27,414 million for the three months ended Apr 26, 2026 and Apr 27, 2025, respectively. Net cash used in investing and financing activities also reported.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "file_path": "tables/table-37 Cash Flow Data.html",
+        "keywords": [
+          "cash flow",
+          "operating",
+          "investing"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "011b326c-c08c-5356-b2f9-b803e3b6e617",
+      "type": "text",
+      "content": "Income tax expense was \\$11.6 billion and \\$3.1 billion for the first quarter of fiscal years 2027 and 2026, respectively. Income tax as a percentage of income before income tax was 16.6% and 14.3% for the first quarter of fiscal years 2027 and 2026, respectively.\nThe effective tax rate increased primarily due to a lower percentage of tax benefits from stock-based compensation relative to the increase in income before income tax.\nOur effective tax rates for the first quarter of fiscal years 2027 and 2026 were lower than the U.S. federal statutory rate of 21% primarily due to tax benefits from foreign-derived deduction eligible income, income earned in jurisdictions that were subject to taxes at rates lower than the U.S. federal statutory tax rate, stock-based compensation, and the U.S. federal research tax credit.\nRefer to Note 11 of the Notes to Condensed Consolidated Financial Statements in Part I, Item 1 of this Quarterly Report on Form 10-Q for additional information.\nLiquidity and Capital Resources\n\n[tables/table-36 Cash and Securities.html]\n\n\n[tables/table-37 Cash Flow Data.html]\n\nOur fixed income security investments include highly rated, diversified investment types and credit exposures with shorter maturities.\nCash provided by operating activities increased in the first quarter of fiscal year 2027 compared to the first quarter of fiscal year 2026 due to higher revenue.\nCash used in investing activities increased in the first quarter of fiscal year 2027 compared to the first quarter of fiscal year 2026, primarily driven by higher purchases of equity investment securities.\nCash used in financing activities increased in the first quarter of fiscal year 2027 compared to the first quarter of fiscal year 2026, mainly due to higher share repurchases.",
+      "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Forward-Looking Statements/Results of Operations/Income Taxes",
+      "metadata": {
+        "length": 1792,
+        "summary": "Income tax expense was $11.6 billion and $3.1 billion for Q1 of fiscal years 2027 and 2026, with effective tax rates of 16.6% and 14.3%, respectively. The rate increase was due to lower tax benefits from stock-based compensation relative to higher income. Both rates were below the 21% U.S. statutory rate due to foreign-derived deductions, lower foreign taxes, stock-based compensation, and research credits. Cash from operations increased due to higher revenue, while investing and financing cash uses rose from higher equity purchases and share repurchases.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "tokens": [
+          "Income",
+          "tax",
+          "expense",
+          "11.6",
+          "billion",
+          "3.1",
+          "quarter",
+          "fiscal",
+          "years",
+          "2027",
+          "2026",
+          "percentage",
+          "income",
+          "16.6%",
+          "14.3%",
+          "The",
+          "effective",
+          "rate",
+          "increased",
+          "primarily",
+          "due",
+          "lower",
+          "benefits",
+          "stock",
+          "based",
+          "compensation",
+          "relative",
+          "increase",
+          "Our",
+          "rates",
+          "federal",
+          "statutory",
+          "21%",
+          "foreign",
+          "derived",
+          "deduction",
+          "eligible",
+          "earned",
+          "jurisdictions",
+          "subject",
+          "taxes",
+          "research",
+          "credit",
+          "Refer",
+          "Note",
+          "11",
+          "Notes",
+          "Condensed",
+          "Consolidated",
+          "Financial",
+          "Statements",
+          "Part",
+          "Item",
+          "Quarterly",
+          "Report",
+          "Form",
+          "10",
+          "additional",
+          "information",
+          "Liquidity",
+          "Capital",
+          "Resources",
+          "fixed",
+          "security",
+          "investments",
+          "include",
+          "highly",
+          "rated",
+          "diversified",
+          "investment",
+          "types",
+          "exposures",
+          "shorter",
+          "maturities",
+          "Cash",
+          "provided",
+          "operating",
+          "activities",
+          "year",
+          "compared",
+          "higher",
+          "revenue",
+          "investing",
+          "driven",
+          "purchases",
+          "equity",
+          "securities",
+          "financing",
+          "share",
+          "repurchases"
+        ],
+        "keywords": [
+          "income tax",
+          "effective tax rate",
+          "liquidity"
+        ],
+        "connect_to": [
+          {
+            "target": "0c971af4-7dbf-553b-8fbd-e4ff2c28208f",
+            "relation": "embeds",
+            "ref": "[tables/table-36 Cash and Securities.html]",
+            "position": {
+              "start": 1020,
+              "end": 1062
+            }
+          },
+          {
+            "target": "27a41ebc-884b-5486-bec0-98f35e523721",
+            "relation": "embeds",
+            "ref": "[tables/table-37 Cash Flow Data.html]",
+            "position": {
+              "start": 1065,
+              "end": 1102
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "900f175d-1c97-53fd-83ff-1cce7ef2c91a",
+      "type": "text",
+      "content": "Our primary sources of liquidity include cash, cash equivalents, marketable debt and equity securities, and cash generated by our operations. As of April 26, 2026, we had \\$50.3 billion in cash, cash equivalents, and marketable debt securities as well as \\$30.2 billion of marketable equity securities. We believe that we have sufficient liquidity to meet our operating requirements for at least the next twelve months and for the foreseeable future, including our future obligations. We continuously evaluate our liquidity and capital resources, including our access to external capital, to ensure we can finance future capital requirements and commitments.\nOur marketable securities consist of publicly-held equity securities, debt securities issued by the U.S. government and its agencies, highly-rated corporations and financial institutions, and foreign government entities, as well as certificates of deposit issued by highly-rated financial institutions. These marketable securities are primarily denominated in U.S. dollars. Refer to Note 5 of the Notes to Condensed Consolidated Financial Statements in Part I, Item 1 of this Quarterly Report on Form 10-Q for additional information.\nExcept for approximately \\$1.7 billion of cash, cash equivalents, and marketable debt securities held outside of the U.S., for which we have not accrued any related foreign or state taxes if we repatriate these amounts to the U.S., substantially all of our cash, cash equivalents, and marketable debt securities held outside the U.S. at the end of the first quarter of fiscal year 2027 are available for use in the U.S. without incurring additional U.S. federal income taxes. We made no federal income tax payments in the first quarter of fiscal year 2027, whereas our second quarter of fiscal year 2027 is scheduled to include two payments.",
+      "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Forward-Looking Statements/Results of Operations/Liquidity",
+      "metadata": {
+        "length": 1834,
+        "summary": "The passage discusses the company's primary liquidity sources, including cash, cash equivalents, and marketable debt and equity securities. As of April 26, 2026, it held $50.3 billion in cash, cash equivalents, and marketable debt securities, plus $30.2 billion in marketable equity securities. The company believes it has sufficient liquidity for at least the next twelve months. Marketable securities include U.S. government and corporate debt, equity securities, and certificates of deposit, mostly in U.S. dollars. About $1.7 billion held outside the U.S. has not accrued taxes for repatriation, but substantially all foreign-held cash is available for U.S. use without additional federal income tax. No federal income tax payments were made in the first quarter of fiscal year 2027, with two payments scheduled for the second quarter.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "tokens": [
+          "Our",
+          "primary",
+          "sources",
+          "liquidity",
+          "include",
+          "cash",
+          "equivalents",
+          "marketable",
+          "debt",
+          "equity",
+          "securities",
+          "generated",
+          "operations",
+          "As",
+          "April",
+          "26",
+          "2026",
+          "50.3",
+          "billion",
+          "30.2",
+          "We",
+          "sufficient",
+          "meet",
+          "operating",
+          "requirements",
+          "twelve",
+          "months",
+          "foreseeable",
+          "future",
+          "including",
+          "obligations",
+          "continuously",
+          "evaluate",
+          "capital",
+          "resources",
+          "access",
+          "external",
+          "ensure",
+          "finance",
+          "commitments",
+          "consist",
+          "publicly",
+          "held",
+          "issued",
+          "government",
+          "agencies",
+          "highly",
+          "rated",
+          "corporations",
+          "financial",
+          "institutions",
+          "foreign",
+          "entities",
+          "certificates",
+          "deposit",
+          "These",
+          "primarily",
+          "denominated",
+          "dollars",
+          "Refer",
+          "Note",
+          "Notes",
+          "Condensed",
+          "Consolidated",
+          "Financial",
+          "Statements",
+          "Part",
+          "Item",
+          "Quarterly",
+          "Report",
+          "Form",
+          "10",
+          "additional",
+          "information",
+          "Except",
+          "approximately",
+          "1.7",
+          "accrued",
+          "related",
+          "state",
+          "taxes",
+          "repatriate",
+          "amounts",
+          "substantially",
+          "end",
+          "quarter",
+          "fiscal",
+          "year",
+          "2027",
+          "incurring",
+          "federal",
+          "income",
+          "made",
+          "tax",
+          "payments",
+          "scheduled"
+        ],
+        "keywords": [
+          "liquidity",
+          "marketable securities",
+          "cash"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "4eb06f36-7b8b-545e-b20a-d4a74a7b6538",
+      "type": "text",
+      "content": "In the first quarter of fiscal year 2027, we repurchased 108 million shares of our common stock for \\$20.2 billion. As of April 26, 2026, we were authorized, subject to certain specifications, to repurchase up to \\$38.5 billion of our common stock.\nOn May 18, 2026, our Board of Directors approved an additional \\$80.0 billion in share repurchase authorization, without expiration.\nWe may execute repurchases from time to time, subject to market conditions, operating requirements and other investment opportunities, in the open market, in privately-negotiated transactions, pursuant to a Rule 10b5-1 trading plan or in structured share repurchase agreements in compliance with Rule 10b-18 of the Exchange Act. Our share repurchase program may be suspended at any time at our discretion.\nWe paid cash dividends to our shareholders of \\$243 million during the first quarter of fiscal year 2027. On May 18, 2026, we increased our quarterly cash dividend from \\$0.01 per share to \\$0.25 per share to all shareholders of record on June 4, 2026. Our quarterly cash dividend will be paid on June 26, 2026.\nThe payment of future cash dividends is subject to our Board of Directors' continuing determination that the declaration of dividends is in the best interests of our shareholders.\nThe U.S. Inflation Reduction Act of 2022 requires a 1% excise tax on certain share repurchases in excess of shares issued for employee compensation made after December 31, 2022. The excise tax is included in our share repurchase cost and was not significant for the first quarter of fiscal year 2027.",
+      "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Forward-Looking Statements/Results of Operations/Liquidity/Capital Return to Shareholders",
+      "metadata": {
+        "length": 1580,
+        "summary": "In Q1 FY2027, the company repurchased 108 million shares for $20.2 billion, with $38.5 billion remaining authorized as of April 26, 2026. On May 18, 2026, the Board approved an additional $80 billion in repurchase authorization without expiration. Repurchases may be executed via open market, private negotiations, Rule 10b5-1 plans, or structured agreements, and can be suspended anytime. Cash dividends of $243 million were paid in Q1 FY2027. On May 18, 2026, the quarterly dividend was increased from $0.01 to $0.25 per share, payable on June 26, 2026 to shareholders of record on June 4, 2026. Future dividends depend on Board discretion. A 1% excise tax on certain repurchases under the Inflation Reduction Act applies but was not significant for the quarter.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "tokens": [
+          "In",
+          "quarter",
+          "fiscal",
+          "year",
+          "2027",
+          "repurchased",
+          "108",
+          "million",
+          "shares",
+          "common",
+          "stock",
+          "20.2",
+          "billion",
+          "As",
+          "April",
+          "26",
+          "2026",
+          "authorized",
+          "subject",
+          "specifications",
+          "repurchase",
+          "38.5",
+          "On",
+          "May",
+          "18",
+          "Board",
+          "Directors",
+          "approved",
+          "additional",
+          "80.0",
+          "share",
+          "authorization",
+          "expiration",
+          "We",
+          "execute",
+          "repurchases",
+          "time",
+          "market",
+          "conditions",
+          "operating",
+          "requirements",
+          "investment",
+          "opportunities",
+          "open",
+          "privately",
+          "negotiated",
+          "transactions",
+          "pursuant",
+          "Rule",
+          "10b5",
+          "trading",
+          "plan",
+          "structured",
+          "agreements",
+          "compliance",
+          "10b",
+          "Exchange",
+          "Act",
+          "Our",
+          "program",
+          "suspended",
+          "discretion",
+          "paid",
+          "cash",
+          "dividends",
+          "shareholders",
+          "243",
+          "increased",
+          "quarterly",
+          "dividend",
+          "0.01",
+          "0.25",
+          "record",
+          "June",
+          "The",
+          "payment",
+          "future",
+          "continuing",
+          "determination",
+          "declaration",
+          "interests",
+          "Inflation",
+          "Reduction",
+          "2022",
+          "requires",
+          "1%",
+          "excise",
+          "tax",
+          "excess",
+          "issued",
+          "employee",
+          "compensation",
+          "made",
+          "December",
+          "31",
+          "included",
+          "cost",
+          "significant"
+        ],
+        "keywords": [
+          "share repurchase",
+          "dividends",
+          "stock buyback"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "8a28477a-a3a6-5f15-809a-ed15fa77eaab",
+      "type": "table",
+      "content": "<table><tr><td></td><td>Apr 26, 2026</td></tr><tr><td></td><td>(In millions)</td></tr><tr><td>Due in one year</td><td>$     1,000</td></tr><tr><td>Due in one to five years</td><td>2,750</td></tr><tr><td>Due in five to ten years</td><td>1,250</td></tr><tr><td>Due in greater than ten years</td><td>3,500</td></tr><tr><td>Unamortized debt discount and issuance costs</td><td>(30)</td></tr><tr><td>Net carrying amount</td><td>$     8,470</td></tr><tr><td>Less short-term portion</td><td>(1,000)</td></tr><tr><td>Total long-term portion</td><td>$     7,470</td></tr></table>",
+      "path": "tables/table-38 Debt Maturity.html",
+      "metadata": {
+        "length": 570,
+        "summary": "table-39\nThe table shows debt due in various periods totaling $8,470 million net carrying amount, with $1,000 million short-term and $7,470 million long-term portion.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "file_path": "tables/table-38 Debt Maturity.html",
+        "keywords": [
+          "debt",
+          "maturity",
+          "carrying"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "65528dc9-974e-5acd-9df1-e705f33f5323",
+      "type": "text",
+      "content": "Our aggregate debt maturities as of April 26, 2026, by year payable, were as follows:\n\n[tables/table-38 Debt Maturity.html]\n\nWe have a commercial paper program to support general corporate purposes, pursuant to which we may issue unsecured paper notes, from time to time or all at once, up to \\$25.0 billion. As of April 26, 2026, no commercial paper was outstanding.\nRefer to Note 9 of the Notes to Condensed Consolidated Financial Statements in Part I, Item 1 of this Quarterly Report on Form 10-Q for further discussion.",
+      "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Forward-Looking Statements/Results of Operations/Liquidity/Outstanding Indebtedness and Commercial Paper Program",
+      "metadata": {
+        "length": 522,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "tokens": [
+          "Our",
+          "aggregate",
+          "debt",
+          "maturities",
+          "April",
+          "26",
+          "2026",
+          "year",
+          "payable",
+          "We",
+          "commercial",
+          "paper",
+          "program",
+          "support",
+          "general",
+          "corporate",
+          "purposes",
+          "pursuant",
+          "issue",
+          "unsecured",
+          "notes",
+          "time",
+          "25.0",
+          "billion",
+          "As",
+          "outstanding",
+          "Refer",
+          "Note",
+          "Notes",
+          "Condensed",
+          "Consolidated",
+          "Financial",
+          "Statements",
+          "Part",
+          "Item",
+          "Quarterly",
+          "Report",
+          "Form",
+          "10",
+          "discussion"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "8a28477a-a3a6-5f15-809a-ed15fa77eaab",
+            "relation": "embeds",
+            "ref": "[tables/table-38 Debt Maturity.html]",
+            "position": {
+              "start": 87,
+              "end": 123
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "12ba28dd-63b8-5079-8e90-8b296298face",
+      "type": "text",
+      "content": "For descriptions of our facility lease guarantees, long-term debt, purchase commitments, and operating lease obligations, refer to Note 8, Note 9, Note 10, and Note 14 of the Notes to the Condensed Consolidated Financial Statements in Part I, Item 1 of this Quarterly Report on Form 10-Q, respectively.\nWe expect to continue investing in our ecosystem. Refer to Note 6 and Item 1A. Risk Factors for additional information regarding our investments.\nUnrecognized tax benefits were \\$4.5 billion, which includes related interest and penalties of \\$439 million, and were recorded in non-current income tax payable as of April 26, 2026. We are unable to estimate the timing of any potential tax liability, interest payments, or penalties in individual years due to uncertainties in the underlying income tax positions and the timing of the effective settlement of such tax positions. We are currently under examination by the Internal Revenue Service for our fiscal years 2023 and 2024. Refer to Note 11 of the Notes to Condensed Consolidated Financial Statements in Part I, Item 1 of this Quarterly Report on Form 10-Q.\nOther than the contractual obligations described in Notes 6 and 10, there were no material changes outside the ordinary course of business in our contractual obligations from those disclosed in our Annual Report on Form 10-K for the fiscal year ended January 25, 2026. Refer to Item 7, “Management’s Discussion and Analysis of Financial Condition and Results of Operations - Liquidity and Capital Resources” in our Annual Report on Form 10-K for the fiscal year ended January 25, 2026 for a description of our contractual obligations. For a description of our facility lease guarantees, long-term debt, purchase obligations, and operating lease obligations, refer to Notes 8, 9, 10, and 14 of the Notes to the Condensed Consolidated Financial Statements in Part I, Item 1 of this Quarterly Report on Form 10-Q, respectively.",
+      "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Forward-Looking Statements/Results of Operations/Liquidity/Material Cash Requirements and Other Obligations",
+      "metadata": {
+        "length": 1941,
+        "summary": "The passage discusses various financial obligations and commitments, including facility lease guarantees, long-term debt, purchase commitments, and operating lease obligations referenced in specific notes of the financial statements. It mentions unrecognized tax benefits of $4.5 billion including interest and penalties, and ongoing IRS examinations for fiscal years 2023 and 2024. It notes no material changes in contractual obligations outside ordinary course of business from the prior annual report.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "tokens": [
+          "For",
+          "descriptions",
+          "facility",
+          "lease",
+          "guarantees",
+          "long",
+          "term",
+          "debt",
+          "purchase",
+          "commitments",
+          "operating",
+          "obligations",
+          "refer",
+          "Note",
+          "10",
+          "14",
+          "Notes",
+          "Condensed",
+          "Consolidated",
+          "Financial",
+          "Statements",
+          "Part",
+          "Item",
+          "Quarterly",
+          "Report",
+          "Form",
+          "We",
+          "expect",
+          "continue",
+          "investing",
+          "ecosystem",
+          "Refer",
+          "1A",
+          "Risk",
+          "Factors",
+          "additional",
+          "information",
+          "investments",
+          "Unrecognized",
+          "tax",
+          "benefits",
+          "4.5",
+          "billion",
+          "includes",
+          "related",
+          "interest",
+          "penalties",
+          "439",
+          "million",
+          "recorded",
+          "current",
+          "income",
+          "payable",
+          "April",
+          "26",
+          "2026",
+          "unable",
+          "estimate",
+          "timing",
+          "potential",
+          "liability",
+          "payments",
+          "individual",
+          "years",
+          "due",
+          "uncertainties",
+          "underlying",
+          "positions",
+          "effective",
+          "settlement",
+          "examination",
+          "Internal",
+          "Revenue",
+          "Service",
+          "fiscal",
+          "2023",
+          "2024",
+          "11",
+          "Other",
+          "contractual",
+          "material",
+          "ordinary",
+          "business",
+          "disclosed",
+          "Annual",
+          "year",
+          "ended",
+          "January",
+          "25",
+          "Management",
+          "Discussion",
+          "Analysis",
+          "Condition",
+          "Results",
+          "Operations",
+          "Liquidity",
+          "Capital",
+          "Resources",
+          "description"
+        ],
+        "keywords": [
+          "contractual obligations",
+          "tax benefits",
+          "lease guarantees"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "8aab6ac4-a395-5919-b0e6-6b542026561d",
+      "type": "text",
+      "content": "There has been no adoption of any new and recently issued accounting pronouncements.",
+      "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Forward-Looking Statements/Adoption of New and Recently Issued Accounting Pronouncements",
+      "metadata": {
+        "length": 84,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "tokens": [
+          "There",
+          "adoption",
+          "recently",
+          "issued",
+          "accounting",
+          "pronouncements"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "f97eda7e-e9f5-54ab-be8c-93d8aaa1a3a7",
+      "type": "text",
+      "content": "",
+      "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Item 3. Quantitative and Qualitative Disclosures About Market Risk",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "1bd4d830-678d-5e73-86ee-22b2980e2b86",
+      "type": "text",
+      "content": "Financial market risks related to investment and interest rate risk are described in Part II, Item 7A, “Quantitative and Qualitative Disclosures About Market Risk” in our Annual Report on Form 10-K for the fiscal year ended January 25, 2026. Our marketable equity securities consist of publicly-held equity securities, while our non-marketable equity securities are investments in privately-held companies. Publicly-held equity securities are subject to market price volatility. A hypothetical 10% decrease in our publicly-held equity securities would decrease the fair value of the publicly-held equity securities balance by \\$3.9 billion and \\$1.8 billion as of April 26, 2026 and January 25, 2026, respectively.\nNon-marketable equity securities are measured based on cost minus impairment, if any, and are adjusted for observable price changes in orderly transactions for an identical or similar investment in the same issuer. Valuations of our non-\nmarketable equity securities are inherently complex due to the lack of readily available market data and observable transactions, and impact of macroeconomic factors.\nFor a description of our equity investments, refer to Notes 5 and 6 of the Notes to Condensed Consolidated Financial Statements in Part I, Item 1 of this Quarterly Report on Form 10-Q, respectively.",
+      "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Item 3. Quantitative and Qualitative Disclosures About Market Risk/Investment and Interest Rate Risk",
+      "metadata": {
+        "length": 1318,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "tokens": [
+          "Financial",
+          "market",
+          "risks",
+          "related",
+          "investment",
+          "interest",
+          "rate",
+          "risk",
+          "Part",
+          "II",
+          "Item",
+          "7A",
+          "Quantitative",
+          "Qualitative",
+          "Disclosures",
+          "About",
+          "Market",
+          "Risk",
+          "Annual",
+          "Report",
+          "Form",
+          "10",
+          "fiscal",
+          "year",
+          "ended",
+          "January",
+          "25",
+          "2026",
+          "Our",
+          "marketable",
+          "equity",
+          "securities",
+          "consist",
+          "publicly",
+          "held",
+          "investments",
+          "privately",
+          "companies",
+          "Publicly",
+          "subject",
+          "price",
+          "volatility",
+          "hypothetical",
+          "10%",
+          "decrease",
+          "fair",
+          "balance",
+          "3.9",
+          "billion",
+          "1.8",
+          "April",
+          "26",
+          "Non",
+          "measured",
+          "based",
+          "cost",
+          "minus",
+          "impairment",
+          "adjusted",
+          "observable",
+          "orderly",
+          "transactions",
+          "identical",
+          "similar",
+          "issuer",
+          "Valuations",
+          "inherently",
+          "complex",
+          "due",
+          "lack",
+          "readily",
+          "data",
+          "impact",
+          "macroeconomic",
+          "factors",
+          "For",
+          "description",
+          "refer",
+          "Notes",
+          "Condensed",
+          "Consolidated",
+          "Statements",
+          "Quarterly"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "0f9d764d-18bc-5d08-9365-766527108a87",
+      "type": "text",
+      "content": "The impact of foreign currency transactions related to foreign exchange rate risk is described in Part II, Item 7A, “Quantitative and Qualitative Disclosures About Market Risk” in our Annual Report on Form 10-K for the fiscal year ended January 25, 2026. As of April 26, 2026, there have been no material changes to the foreign exchange rate risks described as of January 25, 2026.",
+      "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Item 3. Quantitative and Qualitative Disclosures About Market Risk/Foreign Exchange Rate Risk",
+      "metadata": {
+        "length": 381,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "tokens": [
+          "The",
+          "impact",
+          "foreign",
+          "currency",
+          "transactions",
+          "related",
+          "exchange",
+          "rate",
+          "risk",
+          "Part",
+          "II",
+          "Item",
+          "7A",
+          "Quantitative",
+          "Qualitative",
+          "Disclosures",
+          "About",
+          "Market",
+          "Risk",
+          "Annual",
+          "Report",
+          "Form",
+          "10",
+          "fiscal",
+          "year",
+          "ended",
+          "January",
+          "25",
+          "2026",
+          "As",
+          "April",
+          "26",
+          "material",
+          "risks"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "936043e7-b966-5bb9-926a-c7125e6be145",
+      "type": "text",
+      "content": "",
+      "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Item 4. Controls and Procedures",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "2bb8e2d9-6055-5686-b3a5-fbc44fb35b9e",
+      "type": "text",
+      "content": "",
+      "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Item 4. Controls and Procedures/Controls and Procedures",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "fddfc899-5916-51f6-a41b-4010214c0252",
+      "type": "text",
+      "content": "Based on their evaluation as of April 26, 2026, our management, including our Chief Executive Officer and Chief Financial Officer, has concluded that our disclosure controls and procedures (as defined in Rule 13a-15(e) under the Exchange Act) were effective to provide reasonable assurance that the information we are required to disclose in reports that we file or submit under the Exchange Act is recorded, processed, summarized and reported within the time periods specified in the SEC rules and forms, and that such information is accumulated and communicated to our management, including our Chief Executive Officer and our Chief Financial Officer, as appropriate, to allow timely decisions regarding required disclosures.",
+      "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Item 4. Controls and Procedures/Controls and Procedures/Disclosure Controls and Procedures",
+      "metadata": {
+        "length": 727,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "tokens": [
+          "Based",
+          "evaluation",
+          "April",
+          "26",
+          "2026",
+          "management",
+          "including",
+          "Chief",
+          "Executive",
+          "Officer",
+          "Financial",
+          "concluded",
+          "disclosure",
+          "controls",
+          "procedures",
+          "defined",
+          "Rule",
+          "13a",
+          "15",
+          "Exchange",
+          "Act",
+          "effective",
+          "provide",
+          "reasonable",
+          "assurance",
+          "information",
+          "required",
+          "disclose",
+          "reports",
+          "file",
+          "submit",
+          "recorded",
+          "processed",
+          "summarized",
+          "reported",
+          "time",
+          "periods",
+          "SEC",
+          "rules",
+          "forms",
+          "accumulated",
+          "communicated",
+          "timely",
+          "decisions",
+          "disclosures"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "2f7e4866-fe14-5d15-ac85-c75122f1c36b",
+      "type": "text",
+      "content": "There have been no changes in our internal control over financial reporting during the first quarter of fiscal year 2027 that have materially affected, or are reasonably likely to materially affect, our internal control over financial reporting. We are continuing a phased upgrade of our enterprise resource planning, or ERP, system to update our existing core financial systems. The ERP system is designed to accurately maintain our financial records used to report operating results. We will continue to evaluate each quarter whether there are changes that materially affect our internal control over financial reporting.",
+      "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Item 4. Controls and Procedures/Controls and Procedures/Changes in Internal Control Over Financial Reporting",
+      "metadata": {
+        "length": 623,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "tokens": [
+          "There",
+          "internal",
+          "control",
+          "financial",
+          "reporting",
+          "quarter",
+          "fiscal",
+          "year",
+          "2027",
+          "materially",
+          "affected",
+          "affect",
+          "We",
+          "continuing",
+          "phased",
+          "upgrade",
+          "enterprise",
+          "resource",
+          "planning",
+          "ERP",
+          "system",
+          "update",
+          "existing",
+          "core",
+          "systems",
+          "The",
+          "designed",
+          "accurately",
+          "maintain",
+          "records",
+          "report",
+          "operating",
+          "results",
+          "continue",
+          "evaluate"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "23cf2a4e-acd2-553b-825b-46081c78a5ac",
+      "type": "text",
+      "content": "Our management, including our Chief Executive Officer and Chief Financial Officer, does not expect that our disclosure controls and procedures, or our internal controls, will prevent all error and all fraud. A control system, no matter how well conceived and operated, can provide only reasonable, not absolute, assurance that the objectives of the control system are met. Further, the design of a control system must reflect the fact that there are resource constraints, and the benefits of controls must be considered relative to their costs. Because of the inherent limitations in all control systems, no evaluation of controls can provide absolute assurance that all control issues and instances of fraud, if any, within NVIDIA have been detected.",
+      "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Item 4. Controls and Procedures/Controls and Procedures/Inherent Limitations on Effectiveness of Controls",
+      "metadata": {
+        "length": 751,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "tokens": [
+          "Our",
+          "management",
+          "including",
+          "Chief",
+          "Executive",
+          "Officer",
+          "Financial",
+          "expect",
+          "disclosure",
+          "controls",
+          "procedures",
+          "internal",
+          "prevent",
+          "error",
+          "fraud",
+          "control",
+          "system",
+          "matter",
+          "conceived",
+          "operated",
+          "provide",
+          "reasonable",
+          "absolute",
+          "assurance",
+          "objectives",
+          "met",
+          "Further",
+          "design",
+          "reflect",
+          "fact",
+          "resource",
+          "constraints",
+          "benefits",
+          "considered",
+          "relative",
+          "costs",
+          "Because",
+          "inherent",
+          "limitations",
+          "systems",
+          "evaluation",
+          "issues",
+          "instances",
+          "NVIDIA",
+          "detected"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "00ef5721-60f4-57af-9737-abe243fd5deb",
+      "type": "text",
+      "content": "",
+      "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Part II. Other Information",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "c0b75c00-d41a-57da-a7f8-e7b2e3ab1912",
+      "type": "text",
+      "content": "Refer to Part I, Item 1, Note 10 of the Notes to the Condensed Consolidated Financial Statements for a discussion of significant developments in our legal proceedings since January 25, 2026.",
+      "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Part II. Other Information/Item 1. Legal Proceedings",
+      "metadata": {
+        "length": 190,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "tokens": [
+          "Refer",
+          "Part",
+          "Item",
+          "Note",
+          "10",
+          "Notes",
+          "Condensed",
+          "Consolidated",
+          "Financial",
+          "Statements",
+          "discussion",
+          "significant",
+          "developments",
+          "legal",
+          "proceedings",
+          "January",
+          "25",
+          "2026"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "cf183df1-c729-5828-b029-f8ee9fa6a942",
+      "type": "text",
+      "content": "Other than the risk factors listed below, there have been no material changes from the risk factors previously described under Item 1A of our Annual Report on Form 10-K for the fiscal year ended January 25, 2026.\nPurchasing or owning NVIDIA common stock involves investment risks including, but not limited to, the risks described in Item 1A of our Annual Report on Form 10-K for the fiscal year ended January 25, 2026, and below. Any one of those risks could harm our business, financial condition and results of operations or reputation, which could cause our stock price to decline. Additional risks, trends and uncertainties not presently known to us or that we currently believe are immaterial may also harm our business, financial condition, results of operations or reputation.\nCompetition could adversely impact our market share and financial results.\nOur target markets remain competitive, and competition may intensify with expanding and changing product and service offerings, industry standards, customer and market needs, new entrants and consolidations. Other companies compete\nwith us on a wide range of parameters including price, total cost of ownership, and performance, which has resulted and may in the future result in lower-than-expected selling prices or demand for our products. Some of our competitors operate their own fabrication facilities, and have longer operating histories, larger customer bases, more comprehensive IP portfolios and patent protections, more design wins, and greater financial, sales, marketing and distribution resources than we do. These competitors may be able to acquire market share and/or prevent us from doing so, more effectively identify and capitalize upon opportunities in new markets and end-user trends, more quickly transition their products, and impinge on our ability to procure sufficient foundry capacity and scarce input materials during a supply-constrained environment, which could harm our business. Some of our customers are developing their own ASICs and other products, including designs optimized for certain workloads that may not require all of the features and functionality our data center systems provide. Others may offer cloud-based services that compete with our AI cloud service offerings, and we may not be able to establish market share sufficient to achieve the scale necessary to meet our business objectives. If we are unable to successfully compete in this environment, demand for our products, services, and technologies could decrease, which may negatively impact our business.\nLong manufacturing lead times and uncertain supply and capacity availability, combined with a failure to estimate customer demand accurately, has led and could in the future lead to mismatches between supply and demand.\nWe have long manufacturing lead times and build finished products and maintain inventory in advance of anticipated demand. In periods of shortages impacting the semiconductor industry and/or limited supply or capacity in our supply chain, the lead times for certain supply may be extended. We have previously experienced and may continue to experience extended lead times of more than 12 months. To secure future supply and capacity, we have paid premiums, provided deposits, and entered into long-term supply agreements and capacity commitments, which have increased our product costs and this may continue. We may still be unable to secure sufficient commitments for capacity to address our business needs.\nIf we inaccurately estimate demand, or our customers change orders, as we have experienced in the past, we may not be able to reduce our supply commitments in time, at the same rate, or at all. Significant mismatches between supply and demand have varied across our market platforms, resulted in both product shortages and excess inventory, significantly harmed our financial results and could reoccur. If we underestimate demand, and our foundry partners and contract manufacturers are unable to increase production or provide sufficient supply, we may not be able to meet increased customer demand in a timely manner, or at all. Our reputation and customer relationships could be damaged and we could lose revenue and market share. Additionally, since some of our products are part of a complex data center buildout, supply constraints or availability issues with respect to any one component have had and may have a broader revenue impact. For example, our ability to sell certain products has been and could be impeded if components necessary for the finished products are not available from third parties.\nIf we overestimate demand, or if customers cancel or defer orders or choose to purchase from our competitors, we may not be able to utilize on-hand inventory or reduce purchase commitments accordingly. We have had to reduce average selling prices, including due to our channel pricing programs, increase prices for certain of our products as a result of our suppliers' increase in prices, write down our inventory, incur cancellation penalties, and record impairments, and may have to do so in the future. The impact of these risks would be amplified by our non-cancellable and non-returnable purchase orders placed in advance of our historical lead times and could be exacerbated if we need to make changes to the design of future products. These risks have increased and may continue to increase as our purchase obligations and prepaids have grown and are expected to continue to grow and become a greater portion of our total supply. All of these factors may negatively impact our gross margins and financial results.\nFactors that have caused and/or could in the future cause us to underestimate or overestimate demand, and impact the timing and volume of our revenue, include:\n• changes in product development cycles and time to market;\n• competing technologies and competitor product releases, announcements or other actions;\n• changes in business and economic conditions;\n- sudden or sustained government lockdowns or public health issues;\n• rapidly changing technology or customer requirements;\n• the availability of sufficient data center capacity or energy for customers to procure;\n- new product introductions and transitions resulting in less demand for existing products;\n- new or unexpected end-use cases;\n• increase in demand for competitive products;\n• changes in end-user demand;\n• purchasing decisions made, and inventory levels held by, distributors, ODMs, OEMs, system integrators, other channel partners and other third parties;\n- the ability of developers, end customers and other third parties to build, enhance, and maintain accelerated computing applications that leverage our platforms;\n• the demand for accelerated computing, AI-related cloud services, or large language models;\n• changes that impact the ecosystem for the architectures underlying our products and technologies;\n• government actions or changes in governmental policies, such as export controls, increased restrictions on gaming usage, or tariffs;\n• our customers' and partners' ability to secure capital and energy and to build complex data center infrastructure timely; and\n• the availability of third-party content on our platforms, such as GeForce NOW.\nThe availability of data centers, energy, and capital to support the buildout of NVIDIA AI infrastructure by our customers and partners is crucial, and any shortage of these and other necessary resources could impact our future revenue and financial performance. Expanding energy capacity to meet demand is a complex, multi-year process involving significant regulatory, technical, and construction challenges. In addition, access to capital can be particularly constrained for less-capitalized companies, which may face difficulties securing financing for large-scale infrastructure projects. These limitations could delay customer and partner deployments or reduce the scale of accelerated computing and AI adoption.\nChallenges in estimating demand could become more pronounced or volatile in the future on both a global and regional basis. Extended lead times may occur if we experience other supply constraints caused by natural disasters, pandemics or other events. Geopolitical tensions in regions where we rely on suppliers, contract manufacturers, and assembly partners that are critical to our supply continuity, could have a material adverse impact on us. Supply availability affecting memory, and other components, as well as rising prices, may drive the prices for data center buildouts higher. Publicly announced intentions by governments or other companies to purchase our products can further complicate our demand estimates, as such announcements are often non-binding and may not result in committed volumes.\nWe continue to increase our supply and capacity purchases with existing and new suppliers to support our demand projections and increasing complexity of our data center products. We have also entered and may continue to enter into prepaid manufacturing and capacity agreements to supply both current and future products. The increased purchase volumes and integration of new suppliers and contract manufacturers into our supply chain creates more complexity in managing multiple suppliers with variations in production planning, execution and logistics. Our expanding product portfolio and varying component compatibility and quality may lead to increased inventory levels. We have incurred and may in the future incur inventory provisions or impairments if our inventory or supply or capacity commitments exceed demand for our products or demand declines. We are increasing our U.S.-based manufacturing and investing in specialized equipment and processes to support domestic production. We may experience delays or difficulties in scaling production as planned. Our ability to increase manufacturing capabilities will depend on the domestic manufacturing ecosystem's capacity to ramp production supply to the required volume timely. Delays or shortfalls could impact our ability to meet demand.\nIntroducing or offering multiple architectures concurrently is complex and we often ship multiple architecture products simultaneously as our channel partners prepare to ship and support new products. We are generally in various stages of introducing and/or offering the architectures of our Data Center and Edge Computing products. The computing industry is experiencing a broader and faster launch cadence of accelerated computing platforms to meet a growing and diverse set of AI opportunities. We have introduced a new product and architecture cadence of our Data Center solutions where we seek to complete new computing solutions each year and provide a greater variety of Data Center offerings, including our Rubin platform which is expected to start shipping in the second half of fiscal year 2027. The increased frequency of these architecture introductions and the larger number of products and product configurations may magnify the challenges associated with managing our supply and demand which may further create volatility in our revenue. Qualification time for new products, customers anticipating new architecture introductions, and channel partners reducing channel inventory of prior architectures ahead of new product introductions can reduce, or create volatility in, our revenue. Customers may delay adopting new architectures if their data center infrastructure is not ready, which could affect the timing of our revenue. We have experienced and may in the future experience reduced demand for current generation architectures when customers anticipate new architectures, and we may be unable to sell multiple product architectures at the same time. Our financial results have been and may in the future be negatively impacted if we are unable to execute our architectural introductions as planned for any reason. The increased frequency and complexity of newly introduced products could result in unanticipated quality or production issues that could increase the magnitude of inventory provisions, warranty, or other costs or result in product delays. For example, our gross margins in the second quarter of fiscal year 2025 were negatively impacted by inventory provisions for low-yielding Blackwell material.\nWe incur significant engineering development resources for new products, and changes to our product roadmap may impact our ability to develop other products or adequately manage our supply chain cost. Customers may delay purchasing existing products as we increase the frequency of new products or may not be able to adopt our new products as fast as forecasted, both impacting the timing of our revenue and supply chain cost. While we have managed concurrent architecture introductions and/or offerings and have sold multiple product architectures at the same time, these efforts are difficult, may impair our ability to predict demand and impact our supply mix, and may cause us to incur additional costs.\nDemand estimates for our products, applications, and services can be incorrect, which may create volatility in our revenue or supply levels. We may not be able to generate significant revenue from them. Because our products may be used in multiple use cases and applications, it is difficult to estimate with any reasonable degree of precision the impact of accelerated computing and AI models on our reported revenue or forecasted demand.\nThe use of our GPUs for new, mercurial, or trendy applications, has impacted, and can impact in the future, demand for our products, including by leading to inconsistent spikes and drops in demand. For example, several years ago, our gaming GPUs began to be used for mining digital currencies, such as Ethereum. It is difficult for us to estimate with any reasonable degree of precision the past or current impact of cryptocurrency mining, or forecast the future impact of cryptocurrency mining, on demand for our products. Volatility in the cryptocurrency market, including new compute technologies, price changes in cryptocurrencies, government cryptocurrency policies and regulations, new cryptocurrency standards and changes in the method of verifying blockchain transactions, has impacted and can in the future impact cryptocurrency mining and demand for our products and can further impact our ability to estimate demand for our products. Changes to cryptocurrency standards and processes including, but not limited to, the Ethereum 2.0 merge in 2022, have reduced and may in the future decrease the usage of GPUs for Ethereum mining. This has created and may in the future create increased aftermarket sales of our GPUs, which could negatively impact retail prices for our GPUs and reduce demand for our new GPUs. In general, our new products or previously sold products may be resold online or on the unauthorized “gray market,” which also makes demand forecasting difficult. Gray market products and reseller marketplaces compete with our new products and distribution channels. Our inability to accurately predict our demand that arises from new use cases may create volatility in our revenue.\nWe are subject to complex laws, rules, regulations, and political and other actions, including restrictions on the export of our products, which may adversely impact our business.\nWe are subject to laws and regulations domestically and worldwide, affecting our operations in areas including, but not limited to, IP ownership and infringement; taxes; import and export requirements and tariffs; anti-corruption, including the Foreign Corrupt Practices Act; business acquisitions; foreign exchange controls and cash repatriation restrictions; foreign ownership and investment; data privacy requirements; competition and antitrust; investing; advertising; employment; product regulations; cybersecurity; environmental, health, and safety requirements; the responsible use of AI; sustainability; cryptocurrency; and consumer laws. Compliance with such requirements can be onerous and expensive, could impact our competitive position, and may negatively impact our business operations and ability to manufacture and ship our products. There can be no assurance that our employees, contractors, suppliers, customers or agents will not violate applicable laws or the policies, controls, and procedures that we have designed to help ensure compliance with such laws, and violations could result in fines, criminal sanctions against us, our officers, or our employees, prohibitions on the conduct of our business, and damage to our reputation. Changes to the laws, rules and regulations to which we are subject, or changes to their interpretation and enforcement, could lead to materially greater compliance and other costs, and/or further restrictions on our ability to manufacture and supply our products and operate our business. For example, we may face increased compliance costs as a result of changes or increases in antitrust legislation, regulation, administrative rule making, increased focus from regulators on cybersecurity vulnerabilities and risks. Our position in markets relating to AI has led to increased interest in our business from regulators worldwide, including the European Union, the United States, the United Kingdom, South Korea, Japan, and China. For example, the French Competition Authority collected information from us regarding our business and competition in the graphics card and CSP market as part of an ongoing inquiry into competition in those markets. We have also received, and continue to receive, broad requests for information from competition regulators in the European Union, the United States, the United Kingdom, China, and South Korea regarding our sales of GPUs and other NVIDIA products, our efforts to allocate supply, foundation models and our investments, partnerships and other agreements with companies developing foundation models, the markets in which we compete and our competition, our strategies, roadmaps, and efforts to develop, market, and sell hardware, software, and system solutions, and our agreements with customers, suppliers, and partners. We expect to receive additional requests for information in the future. Such requests have been and are likely to be expensive and burdensome and could negatively impact our business and our relationships with customers, suppliers, and partners.\nGovernments and regulators are also considering, and in certain cases, have imposed restrictions on the hardware, software, and systems used to develop frontier foundation models and generative AI. For example, the EU AI Act became effective on August 1, 2024 and will be fully applicable after a two-year transitional period. The EU AI Act may impact our ability to train, deploy, or release AI models in the EU. Several states are considering enacting or have already enacted regulations concerning AI technologies, with new state laws that took effect on January 1, 2026, which may impact our ability to train, deploy, or release AI models, and increase our compliance costs. Restrictions under these and any other regulations, if implemented, could increase the costs and burdens to us and our customers, delay or halt deployment of\nnew systems using our products, and reduce the number of new entrants and customers, negatively impacting our business and financial results. Revisions to laws or regulations or their interpretation and enforcement could also result in increased taxation, trade sanctions, the imposition of or increase to import duties or tariffs, restrictions and controls on imports or exports, or other retaliatory actions, which could have an adverse effect on our business plans or impact the timing of our shipments. Additionally, changes in the public perception of governments in the regions where we operate or plan to operate could negatively impact our business and results of operations.\nGovernment actions, including trade protection and national and economic security policies of U.S. and foreign government bodies, such as tariffs, import or export regulations, including deemed export restrictions and restrictions on the activities of U.S. persons, trade and economic sanctions, decrees, quotas or other trade barriers and restrictions could affect our ability to ship products, provide services to our customers and employees, do business without an export license with entities on the U.S. Department of Commerce's U.S. Entity List or other USG restricted parties lists (which is expected to change from time to time), and generally fulfill our contractual obligations and have a material adverse effect on our business. If we were ever found to have violated export control laws or sanctions of the U.S. or similar applicable non-U.S. laws, even if the violation occurred without our knowledge, we may be subject to various penalties available under the laws, any of which could have a material and adverse impact on our business, operating results and financial condition.\nFor example, in response to the war in Ukraine, the United States and other jurisdictions imposed economic sanctions and export control measures which blocked the passage of our products, services and support into Russia, Belarus, and certain regions of Ukraine. In fiscal year 2023, we stopped direct sales to Russia and closed business operations in Russia. Concurrently, the war in Ukraine has impacted sales in EMEA and may continue to do so in the future.\nThe increasing focus on the risks and strategic importance of AI technologies has resulted in regulatory restrictions that target products and services capable of enabling or facilitating AI and may in the future result in additional restrictions impacting some or all of our product and service offerings.\nConcerns regarding third-party use of AI for purposes contrary to local governmental interests, including concerns relating to the misuse of AI applications, models, and solutions, has resulted in and could in the future result in unilateral or multilateral restrictions on products that can be used for training, modifying, tuning, and deploying LLMs and other AI applications. Such restrictions have limited and could in the future limit the ability of downstream customers and users worldwide to acquire, deploy and use systems that include our products, software, and services, and negatively impact our business and financial results.\nSuch restrictions could include additional unilateral or multilateral export controls on certain products or technology, including but not limited to AI technologies. As geopolitical tensions have increased, semiconductors associated with AI, including GPUs and related products, are increasingly the focus of export control restrictions proposed by stakeholders in the U.S. and its allies. The United States has imposed unilateral worldwide controls restricting GPUs and associated products, and it is likely that additional unilateral or multilateral controls will be adopted. Such controls have been and may again be very broad in scope and application, prohibit us from exporting our products to any or all customers in one or more markets, and could negatively impact our manufacturing, testing and warehousing locations and options, or could impose other conditions that limit our ability to serve demand abroad and could negatively and materially impact our business, revenue and financial results. Export controls and other restrictions targeting GPUs and semiconductors associated with AI, which have been imposed and are likely to be more restrictive, would further limit our ability to export our technology, products, or services, creating a competitive disadvantage for us and negatively impacting our business and financial results. Export controls targeting GPUs and semiconductors associated with AI have subjected and may in the future subject downstream users of our products to restrictions on the use, resale, repair, or transfer of our products, negatively impacting our business and financial results. Controls could negatively impact our cost and/or ability to provide services such as NVIDIA AI cloud services and could impact the cost and/or ability for our CSPs and customers to provide services to their end customers, even outside China.\nExport controls have and could in the future disrupt our supply chain and distribution channels, negatively impacting our ability to serve demand, including in markets outside China and for our non-data center products. The possibility of additional export controls has negatively impacted and may in the future negatively impact demand for our products, benefiting competitors that offer alternatives less likely to be restricted by further controls. Repeated changes in the export control rules are likely to impose compliance burdens on our business and our customers, negatively and materially impacting our business.\nIncreasing use of economic sanctions and export controls has impacted and may in the future impact demand for our products or services, negatively impacting our business and financial results. Reduced demand due to export controls has and could in the future lead to excess inventory or cause us to incur related supply charges. Additional unilateral or multilateral controls are also likely to include deemed export control limitations that negatively impact the ability of our research and development teams to execute our roadmap or other objectives in a timely manner. Additional export restrictions may not only impact our ability to serve overseas markets, but also provoke responses from foreign governments, including China, that negatively impact our supply chain or our ability to provide our products and services to customers in all markets worldwide, which could also substantially reduce our revenue. Regulators in China have\ninquired about our sales and efforts to supply the China market and our fulfillment of the commitments we entered into at the close of our Mellanox acquisition. On September 15, 2025, China's antitrust regulators published their preliminary finding that our compliance with applicable U.S. export controls, which required us to offer degraded products to the Chinese market, discriminated unfairly against customers in the China market and therefore violated the terms of China's approval of our Mellanox acquisition. If regulators conclude that we have failed to fulfill the terms of our Mellanox acquisition or we have violated any applicable law in China, we could be subject to financial penalties, restrictions on our ability to conduct our business, restrictions or other orders regarding our networking business, products, and services, or otherwise impact our operations in China, any of which could have a material and adverse impact on our business, operating results and financial condition.\nWe continue to be subject to a series of shifting and expanding export control restrictions, impacting our ability to serve customers outside the United States.\nIn August 2022, the USG announced export restrictions and export licensing requirements targeting China's semiconductor and supercomputing industries. These restrictions impacted exports of certain chips, as well as software, hardware, equipment and technology used to develop, produce and manufacture certain chips to China (including Hong Kong and Macau) and Russia, and specifically impact our A100 and H100 integrated circuits, DGX or any other systems or boards which incorporate A100 or H100 integrated circuits.\nIn July 2023, the USG also informed us of an additional licensing requirement for a subset of A100 and H100 products destined to certain customers and other regions, including some countries in the Middle East.\nIn October 2023, the USG announced new and updated licensing requirements for exports to China and Country Groups D:1, D:4, and D:5 (including but not limited to, Saudi Arabia, the United Arab Emirates, and Vietnam, but excluding Israel) of our products exceeding certain performance thresholds, including, but not limited to, the A100, A800, H100, H800, L4, L40, L40S RTX 4090, GB200 NVL72, and B200. The licensing requirements also apply to the export of products exceeding certain performance thresholds to a party headquartered in, or with an ultimate parent headquartered in, Country Group D5, including China.\nIn April 2025, the USG informed us that it requires a license for export to China (including Hong Kong and Macau) and D:5 countries, or to companies headquartered or with an ultimate parent therein, of our H20 integrated circuits and any other circuits achieving the H20's memory bandwidth, interconnect bandwidth, or combination thereof. As a result of these requirements, we incurred a \\$4.5 billion charge in the first quarter of fiscal year 2026 associated with H20 for excess inventory and purchase obligations, as the demand for H20 products diminished.\nBeginning in August 2025, the USG granted licenses that would allow us to ship certain H2O products to certain China-based customers. USG officials expressed an expectation that the USG will receive $15\\%$ or more of the revenue generated from licensed sales of our products, but the USG did not publish a regulation codifying such requirement.\nBeginning in February 2026, the USG granted licenses that would allow us to ship small amounts of H200 products to specific China-based customers. To date, we have not generated any revenue under the H200 licensing program, and do not yet know whether any imports will be allowed into China. The license requires that the H200s go through an inspection process in the United States prior to any shipment to the customer. As a result, any H200 shipped under the new licensing program will be subject to a 25% tariff upon importation into the United States.\nIn the event that we are able to sell licensed products into the China market, we may not be able to pass along all or any of the tariff to our customers, and may be subject to litigation, increased costs, and a harmed competitive position.\nThe export controls applicable to China are complex and address a variety of parameters, including the total processing performance of a chip, the “performance density” of a chip, the interconnect bandwidth of a chip, and the memory bandwidth of a chip. Under the current rules and geopolitical landscape, we are unable to create and deliver a competitive product for China’s data center market that receives approval from both the USG and the Chinese government. As of the end of the first quarter of fiscal year 2027, while we were able to ship uncontrolled products to China, such as gaming and workstation GPUs, we were effectively foreclosed from competing in China's data center computing/compute market, and our effective foreclosure from the China market helped our competitors build larger developer and customer ecosystems to challenge us worldwide. Unless we are able to return with a data center system that meets the approval of both the USG and the Chinese government, our lost opportunity and the benefit to our competitors will have a material and adverse impact on our business, operating results, and financial condition.\nIn addition to controls targeting D:1, D:4 and D:5 countries, the USG has also imposed worldwide export controls impacting our products, and may impose additional controls in the future.\nIn January 2025, the USG published the AI Diffusion IFR in the Federal Register. The IFR would have imposed a worldwide licensing requirement on our data center products, such as our H200, GB200 and GB300. The AI Diffusion IFR would have divided the world into three tiers, relegating most countries to “Tier 2” status, and would have created a complex and burdensome scheme for licensing approvals.\nIn May 2025, the USG announced that it would rescind the AI Diffusion IFR and implement a replacement rule. The scope, timing, and requirements of the forthcoming rule remain uncertain. The replacement rule may impose new restrictions on our products or operations and/or add license requirements that could have a material impact on our business, operating results, and financial condition. For example, in October 2025, the Senate passed the GAIN AI Act in the National Defense Authorization Act. The GAIN AI Act would restrict the Trump Administration's ability to adapt the Biden Administration's export control rules and could also allow private U.S. persons to review and overturn licensing and foreign policy decisions made by the Trump Administration. Congress is also considering legislation such as the Remote Access Security Act, or RASA, which could prohibit the provision of cloud services to any company with an ultimate parent headquartered in China. If enacted, RASA could impose new restrictions on cloud service providers and OEMs, and could have a material impact on our business, operating results, and financial condition.\nOur competitive position has been harmed by export controls, and our competitive position and future results will be further harmed, over the long term, if the restrictions remain in place or are expanded in geographic, customer, or product scope, if customers purchase product from competitors, if customers develop their own internal solution, if we are unable to provide contractual warranty or other extended service obligations, if the USG does not grant licenses in a timely manner or denies licenses to significant customers or if we incur significant transition costs. The licensing process may not be resolved before significant business opportunities evaporate. Even if the USG grants any requested licenses, the licenses have already and may in the future be temporary, impose burdensome conditions regarding the installation, maintenance, and use of such products, or include financial or economic requirements that we or our customers or end users cannot or choose not to fulfill. The licensing requirements have already and may in the future benefit certain of our competitors, as the licensing process will make our pre-sale and post-sale technical support efforts more cumbersome and less certain and encourage customers in China, the Middle East, and other regions to pursue alternatives to our products, including semiconductor suppliers based in China, Europe, and Israel.\nGiven the increasing strategic importance of AI and rising geopolitical tensions, the USG has changed and may again change the export control rules at any time and further subject a wider range of our products to export restrictions and licensing requirements, negatively impacting our business and financial results. In the event of such change, we may be unable to sell our inventory of such products and may be unable to develop replacement products not subject to the licensing requirements.\nFor example, the USG already imposed license conditions that limit the ability of foreign firms to create and offer as a service large-scale GPU clusters, such as imposing license conditions on the use of products to be exported to certain countries, and may impose additional conditions such as requiring chip tracking and throttling mechanisms that could disable or impair GPUs if certain events, including unauthorized system configuration, use, or location, are detected. Such government mandates in chip designs could introduce system vulnerabilities and expose us to significant risk and potential liability, negatively impact demand for our products, and could have a material impact on our business, operating results, and financial condition. Even if not enacted into binding legislation, draft bills have impacted and may in the future negatively impact our business. For example, following U.S. legislative proposals calling for mandatory features in our chips, China's government publicly questioned whether our H20 products have built-in vulnerabilities, discouraging customers from purchasing our products. We provided a public response explaining that our GPUs, including H20, do not include such built-in vulnerabilities, and will respond to any follow-up questions we receive.\nOpen-source foundation models are rapidly growing in popularity with developers worldwide. The demand for open-source foundation models and applications promotes use of our products worldwide. Any regulatory control or other restriction that limits our ability to provide products and services that support third-party applications and models, including applications built on foundation models originating in China such as DeepSeek, Qwen, or KIMMI, could have a material impact on our business, operating results, and financial condition.\nThe USG already imposed export controls restricting certain gaming GPUs, and if the USG expands such controls to restrict additional gaming products, it may disrupt a significant portion of our supply and distribution chain and negatively impact sales of such products to markets outside China, including the U.S. and Europe. For example, the French Competition Authority (FCA) is questioning whether gaming GPUs and data center GPUs are separate product categories, an inquiry that may impact the export controls applicable to gaming products sold in France and Europe. In addition, as the performance of the gaming GPUs increases over time, export controls may have a greater impact on our ability to compete in markets subject to those controls. Export controls may disrupt our supply and distribution chain for a substantial portion of our products, which are warehoused in and distributed from Hong Kong.\nExport controls restricting our ability to sell data center GPUs may also negatively impact demand for our networking products used in servers containing our GPUs. The USG may also impose export controls on our networking products, such as high-speed network interconnects, to limit the ability of downstream parties to create large clusters for frontier model training.\nExport controls have and are likely in the future to have a disproportionate impact on NVIDIA and may disadvantage us against certain of our competitors that sell chips that are outside the scope of such control. Export controls have already and may in the future encourage customers outside China and other impacted regions to “design-out” certain U.S. semiconductors from their products to reduce the compliance burden and risk, and to ensure that they are able to serve\nmarkets worldwide. Export controls have already encouraged and may in the future encourage overseas governments to request that our customers purchase from our competitors rather than NVIDIA or other U.S. firms, harming our business, market position, and financial results.\nAs a result, export controls have in the past and may in the future negatively impact demand for our products and services not only in China, but also in other markets, such as Europe, Latin America, and Southeast Asia. Export controls increase the risk of investing in U.S. advanced semiconductor products, because by the time a new product is ready for market, it may be subject to new unilateral export controls restricting its sale, resulting in excess inventory and purchase obligations as we recently experienced with the H20. At the same time, such controls may increase investment in foreign competitors, which would be less likely to be restricted by U.S. controls.\nThe increasingly complex export controls impose complex and burdensome compliance obligations on our partners, suppliers, and customers. We have provided and will continue to provide assistance to authorities regarding attempted diversion, but as we do not have physical control of our products after sale, we must also rely on the compliance programs of our customers and partners. While we seek to strictly comply with all applicable export control regulators, reports of diversion of controlled products, even when unsubstantiated and untrue, or any compliance failure at a customer or partner, may negatively impact our business, relationships with partners and customers, and our reputation. Incorrect allegations that our compliance efforts satisfy the letter but not the “spirit” of the applicable regulations, as well as incorrect allegations that legitimate and appropriate business is using supposed “loopholes” in the export controls may negatively impact our business, relationships with partners and customers, and our reputation.\nIn addition to export controls, the USG may impose restrictions on the import and sale of products that incorporate technologies developed or manufactured in whole or in part in China. For example, the USG adopted “Connected Vehicle” restrictions on the import and sale of certain automotive products in the United States, which if adopted and interpreted broadly, could impact our ability to develop and supply solutions for our automotive customers. The USG is also considering restrictions that would limit our ability to support third-party applications and models built on open-source foundation models originating in China. Such restrictions, if implemented, would favor our foreign competitors and negatively impact our business.\nAdditionally, restrictions imposed by the Chinese government on the duration of gaming activities and access to games may adversely affect our Edge Computing revenue, and even if we are able to participate in the China data center compute market, increased oversight of digital platform companies may adversely affect our Data Center revenue. The Chinese government has encouraged customers to purchase from our China-based competitors and discouraged customers from purchasing, importing, or using our data center products, including any China-specific product designed to comply with U.S. export controls. As another example, an agency of the Chinese government announced an Action Plan that endorses new standards regarding the compute performance per watt and per memory bandwidth of accelerators used in new and renovated data centers in China. Although we are already effectively foreclosed from the China market by U.S. export controls, if those controls changed to allow us to return to the market, the Chinese government could modify or implement the Action Plan in a way that effectively prevents us from being able to design products to meet the new standard, which may restrict the ability of customers to use some of our data center products and may have a material and adverse impact on our business, operating results and financial condition. Further restrictions on our products or the products of our suppliers could negatively impact our business and financial results.\nFinally, our business depends on our ability to receive consistent and reliable supply from our overseas partners, especially in Taiwan and South Korea. Any new restrictions that negatively impact our ability to receive supply of components, parts, or services from Taiwan and South Korea, would negatively impact our business and financial results.\nItem 2. Unregistered Sales of Equity Securities and Use of Proceeds",
+      "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Part II. Other Information/Item 1A. Risk Factors",
+      "metadata": {
+        "length": 43060,
+        "summary": "The passage details risk factors for NVIDIA common stock, focusing on competition, supply-demand mismatches, and complex export controls. Competition could harm market share and financial results. Long manufacturing lead times and inaccurate demand estimates may cause supply-demand mismatches, leading to inventory issues or lost revenue. Export controls, particularly targeting AI and GPU products to China and other countries, have significantly impacted NVIDIA's business, causing charges, limiting market access, and benefiting competitors. The text also mentions risks from new product introductions, regulatory changes, and geopolitical tensions.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "tokens": [
+          "Other",
+          "risk",
+          "factors",
+          "listed",
+          "material",
+          "previously",
+          "Item",
+          "1A",
+          "Annual",
+          "Report",
+          "Form",
+          "10",
+          "fiscal",
+          "year",
+          "ended",
+          "January",
+          "25",
+          "2026",
+          "Purchasing",
+          "owning",
+          "NVIDIA",
+          "common",
+          "stock",
+          "involves",
+          "investment",
+          "risks",
+          "including",
+          "limited",
+          "Any",
+          "harm",
+          "business",
+          "financial",
+          "condition",
+          "results",
+          "operations",
+          "reputation",
+          "price",
+          "decline",
+          "Additional",
+          "trends",
+          "uncertainties",
+          "presently",
+          "immaterial",
+          "Competition",
+          "adversely",
+          "impact",
+          "market",
+          "share",
+          "Our",
+          "target",
+          "markets",
+          "remain",
+          "competitive",
+          "competition",
+          "intensify",
+          "expanding",
+          "changing",
+          "product",
+          "service",
+          "offerings",
+          "industry",
+          "standards",
+          "customer",
+          "entrants",
+          "consolidations",
+          "companies",
+          "compete",
+          "wide",
+          "range",
+          "parameters",
+          "total",
+          "cost",
+          "ownership",
+          "performance",
+          "resulted",
+          "future",
+          "result",
+          "lower",
+          "expected",
+          "selling",
+          "prices",
+          "demand",
+          "products",
+          "Some",
+          "competitors",
+          "operate",
+          "fabrication",
+          "facilities",
+          "longer",
+          "operating",
+          "histories",
+          "larger",
+          "bases",
+          "comprehensive",
+          "IP",
+          "portfolios",
+          "patent",
+          "protections",
+          "design",
+          "wins",
+          "greater",
+          "sales",
+          "marketing",
+          "distribution",
+          "resources",
+          "These",
+          "acquire",
+          "prevent",
+          "effectively",
+          "identify",
+          "capitalize",
+          "opportunities",
+          "end",
+          "user",
+          "quickly",
+          "transition",
+          "impinge",
+          "ability",
+          "procure",
+          "sufficient",
+          "foundry",
+          "capacity",
+          "scarce",
+          "input",
+          "materials",
+          "supply",
+          "constrained",
+          "environment",
+          "customers",
+          "developing",
+          "ASICs",
+          "designs",
+          "optimized",
+          "workloads",
+          "require",
+          "features",
+          "functionality",
+          "data",
+          "center",
+          "systems",
+          "provide",
+          "Others",
+          "offer",
+          "cloud",
+          "based",
+          "services",
+          "AI",
+          "establish",
+          "achieve",
+          "scale",
+          "meet",
+          "objectives",
+          "If",
+          "unable",
+          "successfully",
+          "technologies",
+          "decrease",
+          "negatively",
+          "Long",
+          "manufacturing",
+          "lead",
+          "times",
+          "uncertain",
+          "availability",
+          "combined",
+          "failure",
+          "estimate",
+          "accurately",
+          "led",
+          "mismatches",
+          "We",
+          "long",
+          "build",
+          "finished",
+          "maintain",
+          "inventory",
+          "advance",
+          "anticipated",
+          "In",
+          "periods",
+          "shortages",
+          "impacting",
+          "semiconductor",
+          "chain",
+          "extended",
+          "experienced",
+          "continue",
+          "experience",
+          "12",
+          "months",
+          "To",
+          "secure",
+          "paid",
+          "premiums",
+          "provided",
+          "deposits",
+          "entered",
+          "term",
+          "agreements",
+          "commitments",
+          "increased",
+          "costs",
+          "address",
+          "inaccurately",
+          "change",
+          "orders",
+          "past",
+          "reduce",
+          "time",
+          "rate",
+          "Significant",
+          "varied",
+          "platforms",
+          "excess",
+          "significantly",
+          "harmed",
+          "reoccur",
+          "underestimate",
+          "partners",
+          "contract",
+          "manufacturers",
+          "increase",
+          "production",
+          "timely",
+          "manner",
+          "relationships",
+          "damaged",
+          "lose",
+          "revenue",
+          "Additionally",
+          "part",
+          "complex",
+          "buildout",
+          "constraints",
+          "issues",
+          "respect",
+          "component",
+          "broader",
+          "For",
+          "sell",
+          "impeded",
+          "components",
+          "parties",
+          "overestimate",
+          "cancel",
+          "defer",
+          "choose",
+          "purchase",
+          "utilize",
+          "hand",
+          "average",
+          "due",
+          "channel",
+          "pricing",
+          "programs",
+          "suppliers",
+          "write",
+          "incur",
+          "cancellation",
+          "penalties",
+          "record",
+          "impairments",
+          "The",
+          "amplified",
+          "cancellable",
+          "returnable",
+          "historical",
+          "exacerbated",
+          "make",
+          "obligations",
+          "prepaids",
+          "grown",
+          "grow",
+          "portion",
+          "All",
+          "gross",
+          "margins",
+          "Factors",
+          "caused",
+          "timing",
+          "volume",
+          "include",
+          "development",
+          "cycles",
+          "competing",
+          "competitor",
+          "releases",
+          "announcements",
+          "actions",
+          "economic",
+          "conditions",
+          "sudden",
+          "sustained",
+          "government",
+          "lockdowns",
+          "public",
+          "health",
+          "rapidly",
+          "technology",
+          "requirements",
+          "energy",
+          "introductions",
+          "transitions",
+          "resulting",
+          "existing",
+          "unexpected",
+          "cases",
+          "purchasing",
+          "decisions",
+          "made",
+          "levels",
+          "held",
+          "distributors",
+          "ODMs",
+          "OEMs",
+          "system",
+          "integrators",
+          "developers",
+          "enhance",
+          "accelerated",
+          "computing",
+          "applications",
+          "leverage",
+          "related",
+          "large",
+          "language",
+          "models",
+          "ecosystem",
+          "architectures",
+          "underlying",
+          "governmental",
+          "policies",
+          "export",
+          "controls",
+          "restrictions",
+          "gaming",
+          "usage",
+          "tariffs",
+          "capital",
+          "infrastructure",
+          "party",
+          "content",
+          "GeForce",
+          "NOW",
+          "centers",
+          "support",
+          "crucial",
+          "shortage",
+          "Expanding",
+          "multi",
+          "process",
+          "involving",
+          "significant",
+          "regulatory",
+          "technical",
+          "construction",
+          "challenges",
+          "addition",
+          "access",
+          "capitalized",
+          "face",
+          "difficulties",
+          "securing",
+          "financing",
+          "projects",
+          "limitations",
+          "delay",
+          "partner",
+          "deployments",
+          "adoption",
+          "Challenges",
+          "estimating",
+          "pronounced",
+          "volatile",
+          "global",
+          "regional",
+          "basis",
+          "Extended",
+          "occur",
+          "natural",
+          "disasters",
+          "pandemics",
+          "events",
+          "Geopolitical",
+          "tensions",
+          "regions",
+          "rely",
+          "assembly",
+          "critical",
+          "continuity",
+          "adverse",
+          "Supply",
+          "affecting",
+          "memory",
+          "rising",
+          "drive",
+          "buildouts",
+          "higher",
+          "Publicly",
+          "announced",
+          "intentions",
+          "governments",
+          "complicate",
+          "estimates",
+          "binding",
+          "committed",
+          "volumes",
+          "purchases",
+          "projections",
+          "increasing",
+          "complexity",
+          "enter",
+          "prepaid",
+          "current",
+          "integration",
+          "creates",
+          "managing",
+          "multiple",
+          "variations",
+          "planning",
+          "execution",
+          "logistics",
+          "portfolio",
+          "varying",
+          "compatibility",
+          "quality",
+          "incurred",
+          "provisions",
+          "exceed",
+          "declines",
+          "investing",
+          "specialized",
+          "equipment",
+          "processes",
+          "domestic",
+          "delays",
+          "scaling",
+          "planned",
+          "capabilities",
+          "depend",
+          "ramp",
+          "required",
+          "Delays",
+          "shortfalls",
+          "Introducing",
+          "offering",
+          "concurrently",
+          "ship",
+          "architecture",
+          "simultaneously",
+          "prepare",
+          "generally",
+          "stages",
+          "introducing",
+          "Data",
+          "Center",
+          "Edge",
+          "Computing",
+          "experiencing",
+          "faster",
+          "launch",
+          "cadence",
+          "growing",
+          "diverse",
+          "set",
+          "introduced",
+          "solutions",
+          "seek",
+          "complete",
+          "variety",
+          "Rubin",
+          "platform",
+          "start",
+          "shipping",
+          "half",
+          "2027",
+          "frequency",
+          "number",
+          "configurations",
+          "magnify",
+          "create",
+          "volatility",
+          "Qualification",
+          "anticipating",
+          "reducing",
+          "prior",
+          "ahead",
+          "Customers",
+          "adopting",
+          "ready",
+          "affect",
+          "reduced",
+          "generation",
+          "anticipate",
+          "impacted",
+          "execute",
+          "architectural",
+          "reason",
+          "newly",
+          "unanticipated",
+          "magnitude",
+          "warranty",
+          "quarter",
+          "2025",
+          "low",
+          "yielding",
+          "Blackwell",
+          "engineering",
+          "roadmap",
+          "develop",
+          "adequately",
+          "manage",
+          "adopt",
+          "fast",
+          "forecasted",
+          "While",
+          "managed",
+          "concurrent",
+          "sold",
+          "efforts",
+          "difficult",
+          "impair",
+          "predict",
+          "mix",
+          "additional",
+          "Demand",
+          "incorrect",
+          "generate",
+          "Because",
+          "reasonable",
+          "degree",
+          "precision",
+          "reported",
+          "GPUs",
+          "mercurial",
+          "trendy",
+          "leading",
+          "inconsistent",
+          "spikes",
+          "drops",
+          "years",
+          "ago",
+          "began",
+          "mining",
+          "digital",
+          "currencies",
+          "Ethereum",
+          "It",
+          "cryptocurrency",
+          "forecast",
+          "Volatility",
+          "compute",
+          "cryptocurrencies",
+          "regulations",
+          "method",
+          "verifying",
+          "blockchain",
+          "transactions",
+          "Changes",
+          "2.0",
+          "merge",
+          "2022",
+          "This",
+          "created",
+          "aftermarket",
+          "retail",
+          "general",
+          "resold",
+          "online",
+          "unauthorized",
+          "gray",
+          "makes",
+          "forecasting",
+          "Gray",
+          "reseller",
+          "marketplaces",
+          "channels",
+          "inability",
+          "arises",
+          "subject",
+          "laws",
+          "rules",
+          "political",
+          "domestically",
+          "worldwide",
+          "areas",
+          "infringement",
+          "taxes",
+          "import",
+          "anti",
+          "corruption",
+          "Foreign",
+          "Corrupt",
+          "Practices",
+          "Act",
+          "acquisitions",
+          "foreign",
+          "exchange",
+          "cash",
+          "repatriation",
+          "privacy",
+          "antitrust",
+          "advertising",
+          "employment",
+          "cybersecurity",
+          "environmental",
+          "safety",
+          "responsible",
+          "sustainability",
+          "consumer",
+          "Compliance",
+          "onerous",
+          "expensive",
+          "position",
+          "manufacture",
+          "There",
+          "assurance",
+          "employees",
+          "contractors",
+          "agents",
+          "violate",
+          "applicable",
+          "procedures",
+          "designed",
+          "ensure",
+          "compliance",
+          "violations",
+          "fines",
+          "criminal",
+          "sanctions",
+          "officers",
+          "prohibitions",
+          "conduct",
+          "damage",
+          "interpretation",
+          "enforcement",
+          "materially",
+          "increases",
+          "legislation",
+          "regulation",
+          "administrative",
+          "rule",
+          "making",
+          "focus",
+          "regulators",
+          "vulnerabilities",
+          "relating",
+          "interest",
+          "European",
+          "Union",
+          "United",
+          "States",
+          "Kingdom",
+          "South",
+          "Korea",
+          "Japan",
+          "China",
+          "French",
+          "Authority",
+          "collected",
+          "information",
+          "graphics",
+          "card",
+          "CSP",
+          "ongoing",
+          "inquiry",
+          "received",
+          "receive",
+          "broad",
+          "requests",
+          "allocate",
+          "foundation",
+          "investments",
+          "partnerships",
+          "strategies",
+          "roadmaps",
+          "hardware",
+          "software",
+          "expect",
+          "Such",
+          "burdensome",
+          "Governments",
+          "imposed",
+          "frontier",
+          "generative",
+          "EU",
+          "effective",
+          "August",
+          "2024",
+          "fully",
+          "transitional",
+          "period",
+          "train",
+          "deploy",
+          "release",
+          "Several",
+          "states",
+          "enacting",
+          "enacted",
+          "state",
+          "effect",
+          "Restrictions",
+          "implemented",
+          "burdens",
+          "halt",
+          "deployment",
+          "Revisions",
+          "taxation",
+          "trade",
+          "imposition",
+          "duties",
+          "imports",
+          "exports",
+          "retaliatory",
+          "plans",
+          "shipments",
+          "perception",
+          "plan",
+          "Government",
+          "protection",
+          "national",
+          "security",
+          "bodies",
+          "deemed",
+          "activities",
+          "persons",
+          "decrees",
+          "quotas",
+          "barriers",
+          "license",
+          "entities",
+          "Department",
+          "Commerce",
+          "Entity",
+          "List",
+          "USG",
+          "restricted",
+          "lists",
+          "fulfill",
+          "contractual",
+          "found",
+          "violated",
+          "control",
+          "similar",
+          "violation",
+          "occurred",
+          "knowledge",
+          "response",
+          "war",
+          "Ukraine",
+          "jurisdictions",
+          "measures",
+          "blocked",
+          "passage",
+          "Russia",
+          "Belarus",
+          "2023",
+          "stopped",
+          "direct",
+          "closed",
+          "Concurrently",
+          "EMEA",
+          "strategic",
+          "importance",
+          "capable",
+          "enabling",
+          "facilitating",
+          "Concerns",
+          "purposes",
+          "contrary",
+          "local",
+          "interests",
+          "concerns",
+          "misuse",
+          "unilateral",
+          "multilateral",
+          "training",
+          "modifying",
+          "tuning",
+          "deploying",
+          "LLMs",
+          "limit",
+          "downstream",
+          "users",
+          "As",
+          "geopolitical",
+          "semiconductors",
+          "increasingly",
+          "proposed",
+          "stakeholders",
+          "allies",
+          "restricting",
+          "adopted",
+          "scope",
+          "application",
+          "prohibit",
+          "exporting",
+          "testing",
+          "warehousing",
+          "locations",
+          "options",
+          "impose",
+          "serve",
+          "abroad",
+          "Export",
+          "targeting",
+          "restrictive",
+          "creating",
+          "disadvantage",
+          "subjected",
+          "resale",
+          "repair",
+          "transfer",
+          "Controls",
+          "CSPs",
+          "disrupt",
+          "possibility",
+          "benefiting",
+          "alternatives",
+          "Repeated",
+          "Increasing",
+          "Reduced",
+          "charges",
+          "research",
+          "teams",
+          "overseas",
+          "provoke",
+          "responses",
+          "substantially",
+          "Regulators",
+          "inquired",
+          "fulfillment",
+          "close",
+          "Mellanox",
+          "acquisition",
+          "On",
+          "September",
+          "15",
+          "published",
+          "preliminary",
+          "finding",
+          "degraded",
+          "Chinese",
+          "discriminated",
+          "unfairly",
+          "terms",
+          "approval",
+          "conclude",
+          "failed",
+          "law",
+          "networking",
+          "series",
+          "shifting",
+          "licensing",
+          "supercomputing",
+          "industries",
+          "chips",
+          "produce",
+          "Hong",
+          "Kong",
+          "Macau",
+          "specifically",
+          "A100",
+          "H100",
+          "integrated",
+          "circuits",
+          "DGX",
+          "boards",
+          "incorporate",
+          "July",
+          "informed",
+          "requirement",
+          "subset",
+          "destined",
+          "countries",
+          "Middle",
+          "East",
+          "October",
+          "updated",
+          "Country",
+          "Groups",
+          "Saudi",
+          "Arabia",
+          "Arab",
+          "Emirates",
+          "Vietnam",
+          "excluding",
+          "Israel",
+          "exceeding",
+          "thresholds",
+          "A800",
+          "H800",
+          "L4",
+          "L40",
+          "L40S",
+          "RTX",
+          "4090",
+          "GB200",
+          "NVL72",
+          "B200",
+          "apply",
+          "headquartered",
+          "ultimate",
+          "parent",
+          "Group",
+          "D5",
+          "April",
+          "requires",
+          "H20",
+          "achieving",
+          "bandwidth",
+          "interconnect",
+          "combination",
+          "thereof",
+          "4.5",
+          "billion",
+          "charge",
+          "diminished",
+          "Beginning",
+          "granted",
+          "licenses",
+          "H2O",
+          "officials",
+          "expressed",
+          "expectation",
+          "generated",
+          "licensed",
+          "publish",
+          "codifying",
+          "February",
+          "small",
+          "amounts",
+          "H200",
+          "specific",
+          "date",
+          "program",
+          "allowed",
+          "H200s",
+          "inspection",
+          "shipment",
+          "shipped",
+          "25%",
+          "tariff",
+          "importation",
+          "event",
+          "pass",
+          "litigation",
+          "processing",
+          "chip",
+          "density",
+          "Under",
+          "landscape",
+          "deliver",
+          "receives",
+          "uncontrolled",
+          "workstation",
+          "foreclosed",
+          "foreclosure",
+          "helped",
+          "developer",
+          "ecosystems",
+          "challenge",
+          "Unless",
+          "return",
+          "meets",
+          "lost",
+          "opportunity",
+          "benefit",
+          "Diffusion",
+          "IFR",
+          "Federal",
+          "Register",
+          "GB300",
+          "divided",
+          "world",
+          "tiers",
+          "relegating",
+          "Tier",
+          "status",
+          "scheme",
+          "approvals",
+          "May",
+          "rescind",
+          "implement",
+          "replacement",
+          "forthcoming",
+          "add",
+          "Senate",
+          "passed",
+          "GAIN",
+          "National",
+          "Defense",
+          "Authorization",
+          "restrict",
+          "Trump",
+          "Administration",
+          "adapt",
+          "Biden",
+          "private",
+          "review",
+          "overturn",
+          "policy",
+          "Congress",
+          "Remote",
+          "Access",
+          "Security",
+          "RASA",
+          "provision",
+          "company",
+          "providers",
+          "place",
+          "expanded",
+          "geographic",
+          "internal",
+          "solution",
+          "grant",
+          "denies",
+          "resolved",
+          "evaporate",
+          "Even",
+          "grants",
+          "requested",
+          "temporary",
+          "installation",
+          "maintenance",
+          "pre",
+          "sale",
+          "post",
+          "cumbersome",
+          "encourage",
+          "pursue",
+          "Europe",
+          "Given",
+          "changed",
+          "wider",
+          "firms",
+          "GPU",
+          "clusters",
+          "imposing",
+          "exported",
+          "requiring",
+          "tracking",
+          "throttling",
+          "mechanisms",
+          "disable",
+          "configuration",
+          "location",
+          "detected",
+          "mandates",
+          "introduce",
+          "expose",
+          "potential",
+          "liability",
+          "draft",
+          "bills",
+          "legislative",
+          "proposals",
+          "calling",
+          "mandatory",
+          "publicly",
+          "questioned",
+          "built",
+          "discouraging",
+          "explaining",
+          "respond",
+          "follow",
+          "questions",
+          "Open",
+          "source",
+          "popularity",
+          "open",
+          "promotes",
+          "restriction",
+          "limits",
+          "originating",
+          "DeepSeek",
+          "Qwen",
+          "KIMMI",
+          "expands",
+          "FCA",
+          "questioning",
+          "separate",
+          "categories",
+          "France",
+          "substantial",
+          "warehoused",
+          "distributed",
+          "servers",
+          "high",
+          "speed",
+          "network",
+          "interconnects",
+          "model",
+          "disproportionate",
+          "burden",
+          "encouraged",
+          "request",
+          "harming",
+          "Latin",
+          "America",
+          "Southeast",
+          "Asia",
+          "advanced",
+          "recently",
+          "At",
+          "assistance",
+          "authorities",
+          "attempted",
+          "diversion",
+          "physical",
+          "strictly",
+          "comply",
+          "reports",
+          "controlled",
+          "unsubstantiated",
+          "untrue",
+          "Incorrect",
+          "allegations",
+          "satisfy",
+          "letter",
+          "spirit",
+          "legitimate",
+          "supposed",
+          "loopholes",
+          "developed",
+          "manufactured",
+          "Connected",
+          "Vehicle",
+          "automotive",
+          "interpreted",
+          "broadly",
+          "favor",
+          "duration",
+          "games",
+          "participate",
+          "oversight",
+          "discouraged",
+          "importing",
+          "agency",
+          "Action",
+          "Plan",
+          "endorses",
+          "watt",
+          "accelerators",
+          "renovated",
+          "Although",
+          "modify",
+          "prevents",
+          "standard",
+          "Further",
+          "Finally",
+          "depends",
+          "consistent",
+          "reliable",
+          "Taiwan",
+          "parts",
+          "Unregistered",
+          "Sales",
+          "Equity",
+          "Securities",
+          "Use",
+          "Proceeds"
+        ],
+        "keywords": [
+          "export controls",
+          "competition",
+          "supply chain"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "9cc51452-bdb5-54ac-885e-d2a6ca0f0552",
+      "type": "table",
+      "content": "<table><tr><td>Period</td><td>Total Number of Shares Purchased (In millions)</td><td>Average Price Paid per Share (1)</td><td>Total Number of Shares Purchased as Part of Publicly Announced Program (In millions)</td><td>Approximate Dollar Value of Shares that May Yet Be Purchased Under the Program (In billions)</td></tr><tr><td>January 26, 2026 - February 22, 2026</td><td>8.2</td><td>$ 186.35</td><td>8.2</td><td>$ 57.0</td></tr><tr><td>February 23, 2026 - March 22, 2026</td><td>9.0</td><td>$ 183.38</td><td>9.0</td><td>$ 55.4</td></tr><tr><td>March 23, 2026 - April 26, 2026</td><td>91.1</td><td>$ 184.98</td><td>91.1</td><td>$ 38.5</td></tr><tr><td>Total</td><td>108.3</td><td></td><td>108.3</td><td></td></tr></table>",
+      "path": "tables/table-39 Stock Buyback.html",
+      "metadata": {
+        "length": 723,
+        "summary": "table-40\nThe table shows a company repurchased 108.3 million shares from Jan to Apr 2026, with $38.5 billion remaining in the buyback program.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "file_path": "tables/table-39 Stock Buyback.html",
+        "keywords": [
+          "share repurchase",
+          "buyback program",
+          "stock"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "03f3b2b0-e0b7-5825-9b53-806644880b43",
+      "type": "text",
+      "content": "We repurchased 108 million shares of our common stock for \\$20.2 billion during the first quarter of fiscal year 2027. As of April 26, 2026, we were authorized, subject to certain specifications, to repurchase up to \\$38.5 billion of our common stock.\nOn May 18, 2026, our Board of Directors approved an additional \\$80.0 billion in share repurchase authorization, without expiration.\nWe paid cash dividends to our shareholders of \\$243 million during the first quarter of fiscal year 2027. On May 18, 2026, we increased our quarterly cash dividend from \\$0.01 per share to \\$0.25 per share to all shareholders of record on June 4, 2026. Our quarterly cash dividend will be paid on June 26, 2026.\nThe payment of future cash dividends is subject to our Board of Directors' continuing determination that the declaration of dividends is in the best interests of our shareholders.\nThe following table presents details of our share repurchase transactions during the first quarter of fiscal year 2027:\n\n[tables/table-39 Stock Buyback.html]\n\n(1) Average price paid per share includes broker commissions but excludes our liability under the 1% excise tax on the net amount of our share repurchases required by the Inflation Reduction Act of 2022.\nWe may execute repurchases from time to time, subject to market conditions, operating requirements and other investment opportunities, in the open market, in privately-negotiated transactions, pursuant to a Rule 10b5-1 trading plan or in structured share repurchase agreements in compliance with Rule 10b-18 of the Exchange Act. Our share repurchase program may be suspended at any time at our discretion.\nEmployee Equity Incentive Program Share Withholding\nWe withhold shares of our common stock associated with net share settlements to cover tax withholding obligations of awards under our employee equity incentive program. During the first quarter of fiscal year 2027, we withheld approximately 12 million shares, for a total value of \\$2.1 billion through net share settlements.",
+      "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Part II. Other Information/Issuer Purchases of Equity Securities",
+      "metadata": {
+        "length": 2088,
+        "summary": "In the first quarter of fiscal 2027, the company repurchased 108 million shares for $20.2 billion. As of April 26, 2026, authorization remained for up to $38.5 billion in repurchases. On May 18, 2026, the Board approved an additional $80.0 billion in repurchase authorization. Cash dividends of $243 million were paid in the first quarter, and the quarterly dividend was increased from $0.01 to $0.25 per share, payable on June 26, 2026. Additionally, 12 million shares were withheld for tax obligations under the employee equity incentive program, valued at $2.1 billion.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "tokens": [
+          "We",
+          "repurchased",
+          "108",
+          "million",
+          "shares",
+          "common",
+          "stock",
+          "20.2",
+          "billion",
+          "quarter",
+          "fiscal",
+          "year",
+          "2027",
+          "As",
+          "April",
+          "26",
+          "2026",
+          "authorized",
+          "subject",
+          "specifications",
+          "repurchase",
+          "38.5",
+          "On",
+          "May",
+          "18",
+          "Board",
+          "Directors",
+          "approved",
+          "additional",
+          "80.0",
+          "share",
+          "authorization",
+          "expiration",
+          "paid",
+          "cash",
+          "dividends",
+          "shareholders",
+          "243",
+          "increased",
+          "quarterly",
+          "dividend",
+          "0.01",
+          "0.25",
+          "record",
+          "June",
+          "Our",
+          "The",
+          "payment",
+          "future",
+          "continuing",
+          "determination",
+          "declaration",
+          "interests",
+          "table",
+          "presents",
+          "details",
+          "transactions",
+          "Average",
+          "price",
+          "includes",
+          "broker",
+          "commissions",
+          "excludes",
+          "liability",
+          "1%",
+          "excise",
+          "tax",
+          "net",
+          "amount",
+          "repurchases",
+          "required",
+          "Inflation",
+          "Reduction",
+          "Act",
+          "2022",
+          "execute",
+          "time",
+          "market",
+          "conditions",
+          "operating",
+          "requirements",
+          "investment",
+          "opportunities",
+          "open",
+          "privately",
+          "negotiated",
+          "pursuant",
+          "Rule",
+          "10b5",
+          "trading",
+          "plan",
+          "structured",
+          "agreements",
+          "compliance",
+          "10b",
+          "Exchange",
+          "program",
+          "suspended",
+          "discretion",
+          "Employee",
+          "Equity",
+          "Incentive",
+          "Program",
+          "Share",
+          "Withholding",
+          "withhold",
+          "settlements",
+          "cover",
+          "withholding",
+          "obligations",
+          "awards",
+          "employee",
+          "equity",
+          "incentive",
+          "During",
+          "withheld",
+          "approximately",
+          "12",
+          "total",
+          "2.1"
+        ],
+        "keywords": [
+          "share repurchase",
+          "dividends",
+          "fiscal 2027"
+        ],
+        "connect_to": [
+          {
+            "target": "9cc51452-bdb5-54ac-885e-d2a6ca0f0552",
+            "relation": "embeds",
+            "ref": "[tables/table-39 Stock Buyback.html]",
+            "position": {
+              "start": 998,
+              "end": 1034
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "727dfcb8-3748-54f2-9b52-0cd315c4277e",
+      "type": "text",
+      "content": "On February 17, 2026, we acquired a company and issued to a key employee a total of 37,890 shares of our common stock, valued at approximately \\$7 million based on our closing stock price on the issuance date.\nOn April 10, 2026, we acquired a company and issued to key employees a total of 72,972 shares of our common stock, valued at approximately \\$14 million based on our closing stock price on the issuance date.\nThe above securities were issued in transactions not involving a public offering pursuant to an exemption from registration set forth in Section 4(a)(2) of the Securities Act (and Regulation D or Regulation S promulgated thereunder).",
+      "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Part II. Other Information/Recent Sales of Unregistered Securities and Use of Proceeds",
+      "metadata": {
+        "length": 650,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "tokens": [
+          "On",
+          "February",
+          "17",
+          "2026",
+          "acquired",
+          "company",
+          "issued",
+          "key",
+          "employee",
+          "total",
+          "37",
+          "890",
+          "shares",
+          "common",
+          "stock",
+          "valued",
+          "approximately",
+          "million",
+          "based",
+          "closing",
+          "price",
+          "issuance",
+          "date",
+          "April",
+          "10",
+          "employees",
+          "72",
+          "972",
+          "14",
+          "The",
+          "securities",
+          "transactions",
+          "involving",
+          "public",
+          "offering",
+          "pursuant",
+          "exemption",
+          "registration",
+          "set",
+          "Section",
+          "Securities",
+          "Act",
+          "Regulation",
+          "promulgated",
+          "thereunder"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "993e44f9-cbc8-50ac-832f-a0a23a30862d",
+      "type": "table",
+      "content": "<table><tr><td>Name</td><td>Title of Director or Officer</td><td>Action</td><td>Date</td><td>Total Shares of Common Stock to be Sold</td><td>Expiration Date</td></tr><tr><td>Tench Coxe</td><td>Director</td><td>Adoption</td><td>3/19/2026</td><td>8,000,000*</td><td>10/30/2027</td></tr><tr><td>Colette M. Kress</td><td>Executive Vice President and Chief Financial Officer</td><td>Termination</td><td>4/10/2026</td><td>500,000**</td><td>N/A</td></tr></table>",
+      "path": "tables/table-40 Stock Sale Plans.html",
+      "metadata": {
+        "length": 455,
+        "summary": "table-41\nTench Coxe, a Director, adopted a plan to sell up to 8,000,000 shares from 3/19/2026 to 10/30/2027. Colette M. Kress, CFO, terminated a plan to sell 500,000 shares on 4/10/2026.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "file_path": "tables/table-40 Stock Sale Plans.html",
+        "keywords": [
+          "Director",
+          "Officer",
+          "Stock Sale"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "e589e208-8253-56b6-8606-8458665a4674",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"2\">Exhibit No.</td><td rowspan=\"2\">Exhibit Description</td><td colspan=\"2\">Incorporated by Reference</td><td rowspan=\"2\">Filing Date</td></tr><tr><td>Schedule/Form</td><td>Exhibit</td></tr><tr><td>10.1+</td><td>Variable Compensation Plan - Fiscal Year 2027</td><td>8-K</td><td>10.1</td><td>3/6/2026</td></tr><tr><td>31.1*</td><td>Certification of Chief Executive Officer as required by Rule 13a-14(a) of the Securities Exchange Act of 1934</td><td></td><td></td><td></td></tr><tr><td>31.2*</td><td>Certification of Chief Financial Officer as required by Rule 13a-14(a) of the Securities Exchange Act of 1934</td><td></td><td></td><td></td></tr><tr><td>32.1#*</td><td>Certification of Chief Executive Officer as required by Rule 13a-14(b) of the Securities Exchange Act of 1934</td><td></td><td></td><td></td></tr><tr><td>32.2#*</td><td>Certification of Chief Financial Officer as required by Rule 13a-14(b) of the Securities Exchange Act of 1934</td><td></td><td></td><td></td></tr><tr><td>101.INS*</td><td>Inline XBRL Instance Document - the instance document does not appear in the Interactive Data File because its XBRL tags are embedded within the Inline XBRL document.</td><td></td><td></td><td></td></tr><tr><td>101.SCH*</td><td>Inline XBRL Taxonomy Extension Schema Document</td><td></td><td></td><td></td></tr><tr><td>101.CAL*</td><td>Inline XBRL Taxonomy Extension Calculation Linkbase Document</td><td></td><td></td><td></td></tr><tr><td>101.DEF*</td><td>Inline XBRL Taxonomy Extension Definition Linkbase Document</td><td></td><td></td><td></td></tr><tr><td>101.LAB*</td><td>Inline XBRL Taxonomy Extension Labels Linkbase Document</td><td></td><td></td><td></td></tr><tr><td>101.PRE*</td><td>Inline XBRL Taxonomy Extension Presentation Linkbase Document</td><td></td><td></td><td></td></tr><tr><td>104</td><td>Cover Page Interactive Data File - the cover page interactive data file does not appear in the Interactive Data File because its XBRL tags are embedded within the Inline XBRL document.</td><td></td><td></td><td></td></tr></table>",
+      "path": "tables/table-41 Exhibit List.html",
+      "metadata": {
+        "length": 2074,
+        "summary": "table-42\nThe table lists exhibits filed with the SEC, including a variable compensation plan, CEO/CFO certifications, and inline XBRL documents, with filing dates and incorporation references.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "file_path": "tables/table-41 Exhibit List.html",
+        "keywords": [
+          "Exhibits",
+          "XBRL",
+          "Certifications"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "5ed2d7ba-7ced-5989-845f-4292d580edef",
+      "type": "text",
+      "content": "The following members of our Board of Directors and/or officers adopted, modified, or terminated a trading arrangement that is intended to satisfy the affirmative defense conditions of Rule 10b5-1(c), or a Rule 10b5-1 Trading Arrangement:\n\n[tables/table-40 Stock Sale Plans.html]\n\n\\* The Rule 10b5-1 Trading Arrangement is solely for gifts to charitable donor-advised funds.\n\\*\\* The Rule 10b5-1 Trading Arrangement was adopted on December 18, 2025, for sales through March 23, 2027. No shares were sold under the Rule 10b5-1 Trading Arrangement prior to termination.\nItem 6. Exhibits\n\n[tables/table-41 Exhibit List.html]\n\n+ Management contract or compensatory plan or arrangement.\n\\* Filed herewith.\n\\# In accordance with Item 601(b)(32)(ii) of Regulation S-K and SEC Release Nos. 33-8238 and 34-47986, Final Rule: Management's Reports on Internal Control Over Financial Reporting and Certification of Disclosure in Exchange Act Periodic Reports, the certifications furnished in Exhibits 32.1 and 32.2 hereto are deemed to accompany this Quarterly Report on Form 10-Q and will not be deemed “filed” for purpose of Section 18 of the Exchange Act. Such certifications will not be deemed to be incorporated by reference into any filing under the Securities Act or the Exchange Act, except to the extent that the registrant specifically incorporates it by reference.\nCopies of the above exhibits not contained herein are available to any shareholder upon written request to:\nInvestor Relations: NVIDIA Corporation, 2788 San Tomas Expressway, Santa Clara, CA 95051.",
+      "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Part II. Other Information/Item 5. Other Information",
+      "metadata": {
+        "length": 1680,
+        "summary": "The passage reports that members of the Board of Directors and officers adopted, modified, or terminated Rule 10b5-1 trading arrangements. One arrangement is solely for gifts to charitable donor-advised funds. Another was adopted on December 18, 2025, for sales through March 23, 2027, with no shares sold prior to termination. The document also lists exhibits for the quarterly report, including management contracts and certifications, and provides contact information for shareholder requests.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "tokens": [
+          "The",
+          "members",
+          "Board",
+          "Directors",
+          "officers",
+          "adopted",
+          "modified",
+          "terminated",
+          "trading",
+          "arrangement",
+          "intended",
+          "satisfy",
+          "affirmative",
+          "defense",
+          "conditions",
+          "Rule",
+          "10b5",
+          "Trading",
+          "Arrangement",
+          "solely",
+          "gifts",
+          "charitable",
+          "donor",
+          "advised",
+          "funds",
+          "December",
+          "18",
+          "2025",
+          "sales",
+          "March",
+          "23",
+          "2027",
+          "No",
+          "shares",
+          "sold",
+          "prior",
+          "termination",
+          "Item",
+          "Exhibits",
+          "Management",
+          "contract",
+          "compensatory",
+          "plan",
+          "Filed",
+          "herewith",
+          "In",
+          "accordance",
+          "601",
+          "32",
+          "ii",
+          "Regulation",
+          "SEC",
+          "Release",
+          "Nos",
+          "33",
+          "8238",
+          "34",
+          "47986",
+          "Final",
+          "Reports",
+          "Internal",
+          "Control",
+          "Over",
+          "Financial",
+          "Reporting",
+          "Certification",
+          "Disclosure",
+          "Exchange",
+          "Act",
+          "Periodic",
+          "certifications",
+          "furnished",
+          "32.1",
+          "32.2",
+          "hereto",
+          "deemed",
+          "accompany",
+          "Quarterly",
+          "Report",
+          "Form",
+          "10",
+          "filed",
+          "purpose",
+          "Section",
+          "Such",
+          "incorporated",
+          "reference",
+          "filing",
+          "Securities",
+          "extent",
+          "registrant",
+          "specifically",
+          "incorporates",
+          "Copies",
+          "exhibits",
+          "contained",
+          "shareholder",
+          "written",
+          "request",
+          "Investor",
+          "Relations",
+          "NVIDIA",
+          "Corporation",
+          "2788",
+          "San",
+          "Tomas",
+          "Expressway",
+          "Santa",
+          "Clara",
+          "CA",
+          "95051"
+        ],
+        "keywords": [
+          "Rule 10b5-1",
+          "Trading Arrangement",
+          "Board of Directors"
+        ],
+        "connect_to": [
+          {
+            "target": "993e44f9-cbc8-50ac-832f-a0a23a30862d",
+            "relation": "embeds",
+            "ref": "[tables/table-40 Stock Sale Plans.html]",
+            "position": {
+              "start": 240,
+              "end": 279
+            }
+          },
+          {
+            "target": "e589e208-8253-56b6-8606-8458665a4674",
+            "relation": "embeds",
+            "ref": "[tables/table-41 Exhibit List.html]",
+            "position": {
+              "start": 586,
+              "end": 621
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "75a20916-6ff3-5d47-8161-f62bc23bc42a",
+      "type": "text",
+      "content": "Pursuant to the requirements of the Securities Exchange Act of 1934, the registrant has duly caused this report to be signed on its behalf by the undersigned thereunto duly authorized.\nDate: May 20, 2026\nNVIDIA Corporation\nBy: /s/ Colette M. Kress\nColette M. Kress\nExecutive Vice President and Chief Financial Officer (Duly Authorized Officer and Principal Financial Officer)",
+      "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Signature",
+      "metadata": {
+        "length": 375,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "tokens": [
+          "Pursuant",
+          "requirements",
+          "Securities",
+          "Exchange",
+          "Act",
+          "1934",
+          "registrant",
+          "duly",
+          "caused",
+          "report",
+          "signed",
+          "behalf",
+          "undersigned",
+          "thereunto",
+          "authorized",
+          "Date",
+          "May",
+          "20",
+          "2026",
+          "NVIDIA",
+          "Corporation",
+          "By",
+          "Colette",
+          "Kress",
+          "Executive",
+          "Vice",
+          "President",
+          "Chief",
+          "Financial",
+          "Officer",
+          "Duly",
+          "Authorized",
+          "Principal"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "27190189-b621-5b6c-9a1f-faff4d0e9651",
+      "type": "text",
+      "content": "I, Jen-Hsun Huang, certify that:\n1. I have reviewed this Quarterly Report on Form 10-Q of NVIDIA Corporation;\n2. Based on my knowledge, this report does not contain any untrue statement of a material fact or omit to state a material fact necessary to make the statements made, in light of the circumstances under which such statements were made, not misleading with respect to the period covered by this report;\n3. Based on my knowledge, the financial statements, and other financial information included in this report, fairly present in all material respects the financial condition, results of operations and cash flows of the registrant as of, and for, the periods presented in this report;\n4. The registrant's other certifying officer(s) and I are responsible for establishing and maintaining disclosure controls and procedures (as defined in Exchange Act Rules 13a-15(e) and 15d-15(e)) and internal control over financial reporting (as defined in Exchange Act Rules 13a-15(f) and 15d-15(f)) for the registrant and have:\n(a) designed such disclosure controls and procedures, or caused such disclosure controls and procedures to be designed under our supervision, to ensure that material information relating to the registrant, including its consolidated subsidiaries, is made known to us by others within those entities, particularly during the period in which this report is being prepared;\n(b) designed such internal control over financial reporting, or caused such internal control over financial reporting to be designed under our supervision, to provide reasonable assurance regarding the reliability of financial reporting and the preparation of financial statements for external purposes in accordance with generally accepted accounting principles;\n(c) evaluated the effectiveness of the registrant's disclosure controls and procedures and presented in this report our conclusions about the effectiveness of the disclosure controls and procedures, as of the end of the period covered by this report based on such evaluation; and\n(d) disclosed in this report any change in the registrant's internal control over financial reporting that occurred during the registrant's most recent fiscal quarter (the registrant's fourth fiscal quarter in the case of an annual report) that has materially affected, or is reasonably likely to materially affect, the registrant's internal control over financial reporting; and\n5. The registrant's other certifying officer(s) and I have disclosed, based on our most recent evaluation of internal control over financial reporting, to the registrant's auditors and the audit committee of the registrant's board of directors (or persons performing the equivalent functions):\n(a) all significant deficiencies and material weaknesses in the design or operation of internal control over financial reporting which are reasonably likely to adversely affect the registrant's ability to record, process, summarize and report financial information; and\n(b) any fraud, whether or not material, that involves management or other employees who have a significant role in the registrant's internal control over financial reporting.\nDate: May 20, 2026\n/s/JEN-HSUN HUANG\nJen-Hsun Huang\nPresident and Chief Executive Officer",
+      "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/CERTIFICATION",
+      "metadata": {
+        "length": 3249,
+        "summary": "Jen-Hsun Huang, President and CEO of NVIDIA Corporation, certifies the Quarterly Report on Form 10-Q. He confirms the report contains no material misstatements, the financial statements fairly present the company's condition and results, and he is responsible for establishing and maintaining disclosure controls and internal control over financial reporting. He also discloses that he has evaluated these controls and reported any significant deficiencies or fraud to auditors and the audit committee. The certification is dated May 20, 2026.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "tokens": [
+          "Jen",
+          "Hsun",
+          "Huang",
+          "certify",
+          "reviewed",
+          "Quarterly",
+          "Report",
+          "Form",
+          "10",
+          "NVIDIA",
+          "Corporation",
+          "Based",
+          "knowledge",
+          "report",
+          "untrue",
+          "statement",
+          "material",
+          "fact",
+          "omit",
+          "state",
+          "make",
+          "statements",
+          "made",
+          "light",
+          "circumstances",
+          "misleading",
+          "respect",
+          "period",
+          "covered",
+          "financial",
+          "information",
+          "included",
+          "fairly",
+          "present",
+          "respects",
+          "condition",
+          "results",
+          "operations",
+          "cash",
+          "flows",
+          "registrant",
+          "periods",
+          "presented",
+          "The",
+          "certifying",
+          "officer",
+          "responsible",
+          "establishing",
+          "maintaining",
+          "disclosure",
+          "controls",
+          "procedures",
+          "defined",
+          "Exchange",
+          "Act",
+          "Rules",
+          "13a",
+          "15",
+          "15d",
+          "internal",
+          "control",
+          "reporting",
+          "designed",
+          "caused",
+          "supervision",
+          "ensure",
+          "relating",
+          "including",
+          "consolidated",
+          "subsidiaries",
+          "entities",
+          "prepared",
+          "provide",
+          "reasonable",
+          "assurance",
+          "reliability",
+          "preparation",
+          "external",
+          "purposes",
+          "accordance",
+          "generally",
+          "accepted",
+          "accounting",
+          "principles",
+          "evaluated",
+          "effectiveness",
+          "conclusions",
+          "end",
+          "based",
+          "evaluation",
+          "disclosed",
+          "change",
+          "occurred",
+          "recent",
+          "fiscal",
+          "quarter",
+          "fourth",
+          "case",
+          "annual",
+          "materially",
+          "affected",
+          "affect",
+          "auditors",
+          "audit",
+          "committee",
+          "board",
+          "directors",
+          "persons",
+          "performing",
+          "equivalent",
+          "functions",
+          "significant",
+          "deficiencies",
+          "weaknesses",
+          "design",
+          "operation",
+          "adversely",
+          "ability",
+          "record",
+          "process",
+          "summarize",
+          "fraud",
+          "involves",
+          "management",
+          "employees",
+          "role",
+          "Date",
+          "May",
+          "20",
+          "2026",
+          "JEN",
+          "HSUN",
+          "HUANG",
+          "President",
+          "Chief",
+          "Executive",
+          "Officer"
+        ],
+        "keywords": [
+          "CEO",
+          "Certification",
+          "10-Q"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "86814477-98c5-57d6-9a48-f8eff5be6f58",
+      "type": "text",
+      "content": "I, Colette M. Kress, certify that:\n1. I have reviewed this Quarterly Report on Form 10-Q of NVIDIA Corporation;\n2. Based on my knowledge, this report does not contain any untrue statement of a material fact or omit to state a material fact necessary to make the statements made, in light of the circumstances under which such statements were made, not misleading with respect to the period covered by this report;\n3. Based on my knowledge, the financial statements, and other financial information included in this report, fairly present in all material respects the financial condition, results of operations and cash flows of the registrant as of, and for, the periods presented in this report;\n4. The registrant's other certifying officer(s) and I are responsible for establishing and maintaining disclosure controls and procedures (as defined in Exchange Act Rules 13a-15(e) and 15d-15(e)) and internal control over financial reporting (as defined in Exchange Act Rules 13a-15(f) and 15d-15(f)) for the registrant and have:\n(a) designed such disclosure controls and procedures, or caused such disclosure controls and procedures to be designed under our supervision, to ensure that material information relating to the registrant, including its consolidated subsidiaries, is made known to us by others within those entities, particularly during the period in which this report is being prepared;\n(b) designed such internal control over financial reporting, or caused such internal control over financial reporting to be designed under our supervision, to provide reasonable assurance regarding the reliability of financial reporting and the preparation of financial statements for external purposes in accordance with generally accepted accounting principles;\n(c) evaluated the effectiveness of the registrant's disclosure controls and procedures and presented in this report our conclusions about the effectiveness of the disclosure controls and procedures, as of the end of the period covered by this report based on such evaluation; and\n(d) disclosed in this report any change in the registrant's internal control over financial reporting that occurred during the registrant's most recent fiscal quarter (the registrant's fourth fiscal quarter in the case of an annual report) that has materially affected, or is reasonably likely to materially affect, the registrant's internal control over financial reporting; and\n5. The registrant's other certifying officer(s) and I have disclosed, based on our most recent evaluation of internal control over financial reporting, to the registrant's auditors and the audit committee of the registrant's board of directors (or persons performing the equivalent functions):\n(a) all significant deficiencies and material weaknesses in the design or operation of internal control over financial reporting which are reasonably likely to adversely affect the registrant's ability to record, process, summarize and report financial information; and\n(b) any fraud, whether or not material, that involves management or other employees who have a significant role in the registrant's internal control over financial reporting.\nDate: May 20, 2026\n/s/ COLETTE M. KRESS\nColette M. Kress\nExecutive Vice President and Chief Financial Officer",
+      "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/CERTIFICATION_2",
+      "metadata": {
+        "length": 3271,
+        "summary": "Colette M. Kress, Executive Vice President and Chief Financial Officer of NVIDIA Corporation, certifies the accuracy and completeness of the Quarterly Report on Form 10-Q. The certification covers the review of the report, the fairness of financial statements, the design and evaluation of disclosure controls and procedures, and the disclosure of any changes in internal control over financial reporting. It also includes reporting of significant deficiencies, material weaknesses, and fraud to auditors and the audit committee. The certification is dated May 20, 2026.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "tokens": [
+          "Colette",
+          "Kress",
+          "certify",
+          "reviewed",
+          "Quarterly",
+          "Report",
+          "Form",
+          "10",
+          "NVIDIA",
+          "Corporation",
+          "Based",
+          "knowledge",
+          "report",
+          "untrue",
+          "statement",
+          "material",
+          "fact",
+          "omit",
+          "state",
+          "make",
+          "statements",
+          "made",
+          "light",
+          "circumstances",
+          "misleading",
+          "respect",
+          "period",
+          "covered",
+          "financial",
+          "information",
+          "included",
+          "fairly",
+          "present",
+          "respects",
+          "condition",
+          "results",
+          "operations",
+          "cash",
+          "flows",
+          "registrant",
+          "periods",
+          "presented",
+          "The",
+          "certifying",
+          "officer",
+          "responsible",
+          "establishing",
+          "maintaining",
+          "disclosure",
+          "controls",
+          "procedures",
+          "defined",
+          "Exchange",
+          "Act",
+          "Rules",
+          "13a",
+          "15",
+          "15d",
+          "internal",
+          "control",
+          "reporting",
+          "designed",
+          "caused",
+          "supervision",
+          "ensure",
+          "relating",
+          "including",
+          "consolidated",
+          "subsidiaries",
+          "entities",
+          "prepared",
+          "provide",
+          "reasonable",
+          "assurance",
+          "reliability",
+          "preparation",
+          "external",
+          "purposes",
+          "accordance",
+          "generally",
+          "accepted",
+          "accounting",
+          "principles",
+          "evaluated",
+          "effectiveness",
+          "conclusions",
+          "end",
+          "based",
+          "evaluation",
+          "disclosed",
+          "change",
+          "occurred",
+          "recent",
+          "fiscal",
+          "quarter",
+          "fourth",
+          "case",
+          "annual",
+          "materially",
+          "affected",
+          "affect",
+          "auditors",
+          "audit",
+          "committee",
+          "board",
+          "directors",
+          "persons",
+          "performing",
+          "equivalent",
+          "functions",
+          "significant",
+          "deficiencies",
+          "weaknesses",
+          "design",
+          "operation",
+          "adversely",
+          "ability",
+          "record",
+          "process",
+          "summarize",
+          "fraud",
+          "involves",
+          "management",
+          "employees",
+          "role",
+          "Date",
+          "May",
+          "20",
+          "2026",
+          "COLETTE",
+          "KRESS",
+          "Executive",
+          "Vice",
+          "President",
+          "Chief",
+          "Financial",
+          "Officer"
+        ],
+        "keywords": [
+          "certification",
+          "financial reporting",
+          "internal controls"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "8ef0e44e-fa18-5af6-8765-f95bae292d29",
+      "type": "text",
+      "content": "Pursuant to the requirement set forth in Rule 13a-14(b) of the Securities Exchange Act of 1934, as amended (the “Exchange Act”), and Section 1350 of Chapter 63 of Title 18 of the United States Code (18 U.S.C. § 1350), Jen-Hsun Huang, the President and Chief Executive Officer of NVIDIA Corporation (the “Company”), hereby certifies that, to the best of his knowledge:\n1. The Company's Quarterly Report on Form 10-Q for the period ended April 26, 2026, to which this Certification is attached as Exhibit 32.1 (the \"Periodic Report\"), fully complies with the requirements of Section 13(a) or Section 15(d) of the Exchange Act; and\n2. The information contained in the Periodic Report fairly presents, in all material respects, the financial condition of the Company at the end of the period covered by the Periodic Report and results of operations of the Company for the period covered by the Periodic Report.\nDate: May 20, 2026\n/s/JEN-HSUN HUANG\nJen-Hsun Huang\nPresident and Chief Executive Officer\nA signed original of this written statement required by Section 906 of 18 U.S.C. § 1350 has been provided to NVIDIA Corporation and will be retained by NVIDIA Corporation and furnished to the Securities and Exchange Commission or its staff upon request.\nThis certification accompanies the Form 10-Q to which it relates, is not deemed filed with the Securities and Exchange Commission and is not to be incorporated by reference into any filing of the Company under the Securities Act of 1933, as amended, or the Exchange Act (whether made before or after the date of the Form 10-Q), irrespective of any general incorporation language contained in such filing.",
+      "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/CERTIFICATION_3",
+      "metadata": {
+        "length": 1655,
+        "summary": "Jen-Hsun Huang, President and CEO of NVIDIA Corporation, certifies under Rule 13a-14(b) and 18 U.S.C. § 1350 that the Quarterly Report on Form 10-Q for the period ended April 26, 2026, complies with Exchange Act requirements and fairly presents the company's financial condition and results of operations. The certification is dated May 20, 2026, and is not deemed filed with the SEC.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "tokens": [
+          "Pursuant",
+          "requirement",
+          "set",
+          "Rule",
+          "13a",
+          "14",
+          "Securities",
+          "Exchange",
+          "Act",
+          "1934",
+          "amended",
+          "Section",
+          "1350",
+          "Chapter",
+          "63",
+          "Title",
+          "18",
+          "United",
+          "States",
+          "Code",
+          "Jen",
+          "Hsun",
+          "Huang",
+          "President",
+          "Chief",
+          "Executive",
+          "Officer",
+          "NVIDIA",
+          "Corporation",
+          "Company",
+          "certifies",
+          "knowledge",
+          "The",
+          "Quarterly",
+          "Report",
+          "Form",
+          "10",
+          "period",
+          "ended",
+          "April",
+          "26",
+          "2026",
+          "Certification",
+          "attached",
+          "Exhibit",
+          "32.1",
+          "Periodic",
+          "fully",
+          "complies",
+          "requirements",
+          "13",
+          "15",
+          "information",
+          "contained",
+          "fairly",
+          "presents",
+          "material",
+          "respects",
+          "financial",
+          "condition",
+          "end",
+          "covered",
+          "results",
+          "operations",
+          "Date",
+          "May",
+          "20",
+          "JEN",
+          "HSUN",
+          "HUANG",
+          "signed",
+          "original",
+          "written",
+          "statement",
+          "required",
+          "906",
+          "provided",
+          "retained",
+          "furnished",
+          "Commission",
+          "staff",
+          "request",
+          "This",
+          "certification",
+          "accompanies",
+          "relates",
+          "deemed",
+          "filed",
+          "incorporated",
+          "reference",
+          "filing",
+          "1933",
+          "made",
+          "date",
+          "irrespective",
+          "general",
+          "incorporation",
+          "language"
+        ],
+        "keywords": [
+          "CEO Certification",
+          "SEC Filing",
+          "Financial Report"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "92a83f27-56f7-537a-847c-4a2b4758e911",
+      "type": "text",
+      "content": "Pursuant to the requirement set forth in Rule 13a-14(b) of the Securities Exchange Act of 1934, as amended (the “Exchange Act”), and Section 1350 of Chapter 63 of Title 18 of the United States Code (18 U.S.C. § 1350), Colette M. Kress, the Executive Vice President and Chief Financial Officer of NVIDIA Corporation (the “Company”), hereby certifies that, to the best of her knowledge:\n1. The Company's Quarterly Report on Form 10-Q for the period ended April 26, 2026, to which this Certification is attached as Exhibit 32.2 (the \"Periodic Report\"), fully complies with the requirements of Section 13(a) or Section 15(d) of the Exchange Act; and\n2. The information contained in the Periodic Report fairly presents, in all material respects, the financial condition of the Company at the end of the period covered by the Periodic Report and results of operations of the Company for the period covered by the Periodic Report.\nDate: May 20, 2026\n/s/ COLETTE M. KRESS\nColette M. Kress\nExecutive Vice President and Chief Financial Officer\nA signed original of this written statement required by Section 906 of 18 U.S.C. § 1350 has been provided to NVIDIA Corporation and will be retained by NVIDIA Corporation and furnished to the Securities and Exchange Commission or its staff upon request.\nThis certification accompanies the Form 10-Q to which it relates, is not deemed filed with the Securities and Exchange Commission and is not to be incorporated by reference into any filing of the Company under the Securities Act of 1933, as amended, or the Exchange Act (whether made before or after the date of the Form 10-Q), irrespective of any general incorporation language contained in such filing.",
+      "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/CERTIFICATION_4",
+      "metadata": {
+        "length": 1692,
+        "summary": "Colette M. Kress, Executive Vice President and Chief Financial Officer of NVIDIA Corporation, certifies under Rule 13a-14(b) of the Securities Exchange Act and 18 U.S.C. § 1350 that the Quarterly Report on Form 10-Q for the period ended April 26, 2026, fully complies with Exchange Act requirements and fairly presents the company's financial condition and results of operations. The certification is dated May 20, 2026, and accompanies the Form 10-Q as Exhibit 32.2.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Where You Can Find More Information, Part I. Financial Information, Forward-Looking Statements, Item 3. Quantitative and Qualitative Disclosures About Market Risk, Item 4. Controls and Procedures, Part II. Other Information, Signature, CERTIFICATION, CERTIFICATION_2, CERTIFICATION_3, CERTIFICATION_4",
+        "tokens": [
+          "Pursuant",
+          "requirement",
+          "set",
+          "Rule",
+          "13a",
+          "14",
+          "Securities",
+          "Exchange",
+          "Act",
+          "1934",
+          "amended",
+          "Section",
+          "1350",
+          "Chapter",
+          "63",
+          "Title",
+          "18",
+          "United",
+          "States",
+          "Code",
+          "Colette",
+          "Kress",
+          "Executive",
+          "Vice",
+          "President",
+          "Chief",
+          "Financial",
+          "Officer",
+          "NVIDIA",
+          "Corporation",
+          "Company",
+          "certifies",
+          "knowledge",
+          "The",
+          "Quarterly",
+          "Report",
+          "Form",
+          "10",
+          "period",
+          "ended",
+          "April",
+          "26",
+          "2026",
+          "Certification",
+          "attached",
+          "Exhibit",
+          "32.2",
+          "Periodic",
+          "fully",
+          "complies",
+          "requirements",
+          "13",
+          "15",
+          "information",
+          "contained",
+          "fairly",
+          "presents",
+          "material",
+          "respects",
+          "financial",
+          "condition",
+          "end",
+          "covered",
+          "results",
+          "operations",
+          "Date",
+          "May",
+          "20",
+          "COLETTE",
+          "KRESS",
+          "signed",
+          "original",
+          "written",
+          "statement",
+          "required",
+          "906",
+          "provided",
+          "retained",
+          "furnished",
+          "Commission",
+          "staff",
+          "request",
+          "This",
+          "certification",
+          "accompanies",
+          "relates",
+          "deemed",
+          "filed",
+          "incorporated",
+          "reference",
+          "filing",
+          "1933",
+          "made",
+          "date",
+          "irrespective",
+          "general",
+          "incorporation",
+          "language"
+        ],
+        "keywords": [
+          "CFO Certification",
+          "Form 10-Q",
+          "SEC"
+        ],
+        "connect_to": []
+      }
+    }
+  ]
+}
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/doc_nav.json b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/doc_nav.json
new file mode 100644
index 000000000..db7e8993d
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/doc_nav.json
@@ -0,0 +1,804 @@
+{
+  "version": "1.0",
+  "file_name": "NVIDIA Q1 FY27 Results.pdf",
+  "stats": {
+    "total_chunks": 120,
+    "text_chunks": 72,
+    "image_chunks": 6,
+    "table_chunks": 42,
+    "max_depth": 4
+  },
+  "sections": [
+    {
+      "title": "Root",
+      "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf",
+      "level": 1,
+      "summary": "This is a Form 10-Q quarterly report filed by NVIDIA Corporation with the U.S. Securities and Exchange Commission for the quarterly period ended April 26, 2026. The document includes company identification details such as its Delaware incorporation, IRS Employer Identification Number, principal executive offices in Santa Clara, California, and its common stock trading under the symbol NVDA on the Nasdaq Global Select Market. It indicates NVIDIA is a large accelerated filer and not a shell company, with 24.2 billion shares outstanding as of May 15, 2026. The filing covers required financial statements and disclosures under the Securities Exchange Act of 1934.",
+      "chunk_count": 1,
+      "children": []
+    },
+    {
+      "title": "Where You Can Find More Information",
+      "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Where You Can Find More Information",
+      "level": 1,
+      "summary": "Investors and others should note that we announce material financial information to our investors using our investor relations website, press releases, SEC filings and public conference calls and webcasts. We also use the following social media channels as a means of disclosing information about the company, our products, our planned financial and other announcements and attendance at upcoming investor and industry conferences, and other matters, and for complying with our disclosure obligations under Regulation FD: NVIDIA Corporate Blog (blogs.nvidia.com/) NVIDIA Technical Blog (developer.nvidia.com/blog/) NVIDIA LinkedIn (linkedin.com/company/nvidia) NVIDIA Facebook (facebook.com/nvidia) NVIDIA Instagram (instagram.com/nvidia) NVIDIA X (x.com/nvidia) NVIDIA Investor Relations (investor.nvidia.com) NVIDIA YouTube (YouTube.com/nvidia) The information we post through these social media channels may be deemed material. Accordingly, investors should monitor these channels, in addition to following our press releases, SEC filings and public conference calls and webcasts. This list may be updated from time to time. The information we post through these channels is not a part of this Quarterly Report on Form 10-Q.",
+      "chunk_count": 1,
+      "children": []
+    },
+    {
+      "title": "Part I. Financial Information",
+      "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Part I. Financial Information",
+      "level": 1,
+      "summary": "",
+      "chunk_count": 33,
+      "children": [
+        {
+          "title": "Item 1. Financial Statements (Unaudited)",
+          "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Part I. Financial Information/Item 1. Financial Statements (Unaudited)",
+          "level": 2,
+          "summary": "NVIDIA Corporation and Subsidiaries Condensed Consolidated Statements of Income (In millions, except per share data) (Unaudited) [tables/table-1 Financial Results.html] See accompanying Notes to Condensed Consolidated Financial Statements. NVIDIA Corporation and Subsidiaries Condensed Consolidated Statements of Comprehensive Income (In millions) (Unaudited) [tables/table-2 Comprehensive Income.html] See accompanying Notes to Condensed Consolidated Financial Statements. NVIDIA Corporation and Subsidiaries Condensed Consolidated Balance Sheets (In millions) (Unaudited) [tables/table-3 Balance Sheet.html] See accompanying Notes to Condensed Consolidated Financial Statements. NVIDIA Corporation and Subsidiaries Condensed Consolidated Statements of Shareholders' Equity (Unaudited) [tables/table-4 Shareholders' Equity.html] See accompanying Notes to Condensed Consolidated Financial Statements. NVIDIA Corporation and Subsidiaries Condensed Consolidated Statements of Cash Flows (In millions) (Unaudited) [tables/table-5 Cash Flow Statement.html] See accompanying Notes to Condensed Consolidated Financial Statements. NVIDIA Corporation and Subsidiaries Notes to Condensed Consolidated Financial Statements (Unaudited)",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Note 1 - Summary of Significant Accounting Policies",
+          "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Part I. Financial Information/Note 1 - Summary of Significant Accounting Policies",
+          "level": 2,
+          "summary": "",
+          "chunk_count": 7,
+          "children": [
+            {
+              "title": "Basis of Presentation",
+              "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Part I. Financial Information/Note 1 - Summary of Significant Accounting Policies/Basis of Presentation",
+              "level": 3,
+              "summary": "The accompanying unaudited condensed consolidated financial statements were prepared in accordance with accounting principles generally accepted in the United States of America, or U.S. GAAP, for interim financial information and with the instructions to Form 10-Q and Article 10 of Securities and Exchange Commission, or SEC, Regulation S-X. The January 25, 2026 consolidated balance sheet was derived from our audited consolidated financial statements included in our Annual Report on Form 10-K for the fiscal year ended January 25, 2026, as filed with the SEC, but does not include all disclosures required by U.S. GAAP. In the opinion of management, all adjustments, consisting only of normal recurring adjustments considered necessary for a fair presentation of results of operations and financial position, have been included. The results for the interim periods presented are not necessarily indicative of the results expected for any future period. The following information should be read in conjunction with the audited consolidated financial statements and notes thereto included in our Annual Report on Form 10-K for the fiscal year ended January 25, 2026. Certain prior fiscal year balances have been reclassified to conform to the current period presentation.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Significant Accounting Policies",
+              "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Part I. Financial Information/Note 1 - Summary of Significant Accounting Policies/Significant Accounting Policies",
+              "level": 3,
+              "summary": "There have been no material changes to our significant accounting policies disclosed in Note 1 - Organization and Summary of Significant Accounting Policies, of the Notes to the Consolidated Financial Statements included in our Annual Report on Form 10-K for the fiscal year ended January 25, 2026.",
+              "chunk_count": 4,
+              "children": [
+                {
+                  "title": "Fiscal Year",
+                  "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Part I. Financial Information/Note 1 - Summary of Significant Accounting Policies/Significant Accounting Policies/Fiscal Year",
+                  "level": 4,
+                  "summary": "Fiscal year 2027 is a 53-week year and fiscal year 2026 was a 52-week year, both ending on the last Sunday in January. The first quarters of fiscal years 2027 and 2026 were both 13-week quarters. The fourth quarter of fiscal year 2027 will be a 14-week quarter.",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Principles of Consolidation",
+                  "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Part I. Financial Information/Note 1 - Summary of Significant Accounting Policies/Significant Accounting Policies/Principles of Consolidation",
+                  "level": 4,
+                  "summary": "Our condensed consolidated financial statements include the accounts of NVIDIA Corporation and our wholly owned subsidiaries. All intercompany balances and transactions have been eliminated in consolidation.",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Use of Estimates",
+                  "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Part I. Financial Information/Note 1 - Summary of Significant Accounting Policies/Significant Accounting Policies/Use of Estimates",
+                  "level": 4,
+                  "summary": "The preparation of financial statements in conformity with U.S. GAAP requires management to make estimates and assumptions that affect the reported amounts of assets and liabilities and disclosures of contingent assets and liabilities at the date of the financial statements and the reported amounts of revenue and expenses during the reporting period. Actual results could differ materially from our estimates.",
+                  "chunk_count": 1,
+                  "children": []
+                }
+              ]
+            },
+            {
+              "title": "Recently Issued Accounting Pronouncements",
+              "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Part I. Financial Information/Note 1 - Summary of Significant Accounting Policies/Recently Issued Accounting Pronouncements",
+              "level": 3,
+              "summary": "Recent Accounting Pronouncements Not Yet Adopted In November 2024, the Financial Accounting Standards Board, or FASB, issued a new accounting standard requiring disclosures of certain additional expense information on an annual and interim basis, including, among other items, the amounts of purchases of inventory, employee compensation, depreciation and intangible asset amortization included within each income statement expense caption, as applicable. We will adopt this standard in the fiscal year 2028 annual report. We do not expect the adoption of this standard to have a material impact on our Consolidated Financial Statements other than additional disclosures.",
+              "chunk_count": 1,
+              "children": []
+            }
+          ]
+        },
+        {
+          "title": "Note 2 - Stock-Based Compensation",
+          "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Part I. Financial Information/Note 2 - Stock-Based Compensation",
+          "level": 2,
+          "summary": "We recognize stock-based compensation expense from grants of restricted stock units, or RSUs, performance stock units, or PSUs, and market-based PSUs, and issuances under our employee stock purchase plan, or ESPP. NVIDIA Corporation and Subsidiaries Notes to Condensed Consolidated Financial Statements (Continued) (Unaudited) Condensed Consolidated Statements of Income include stock-based compensation expense as follows: [tables/table-6 Cost Breakdown.html] Equity Award Activity The following is a summary of our equity award transactions under our equity incentive plans: RSUs, PSUs and Market-based PSUs Outstanding [tables/table-7 Stock Grant Activity.html] As of April 26, 2026, aggregate unearned stock-based compensation expense was \\$20.8 billion, which is expected to be recognized over a weighted average period of 2.6 years for RSUs, PSUs, and market-based PSUs, and one year for ESPP.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Note 3 - Net Income Per Share",
+          "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Part I. Financial Information/Note 3 - Net Income Per Share",
+          "level": 2,
+          "summary": "The following is the basic and diluted net income per share computations for the periods presented: [tables/table-8 EPS Data Table.html] (1) Net income divided by basic weighted average shares. (2) Net income divided by diluted weighted average shares. Diluted net income per share was computed using the weighted average number of common and potentially dilutive shares outstanding during the period, using the treasury stock method. NVIDIA Corporation and Subsidiaries Notes to Condensed Consolidated Financial Statements (Continued) (Unaudited)",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Note 4 - Amortizable Intangible Assets and Goodwill",
+          "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Part I. Financial Information/Note 4 - Amortizable Intangible Assets and Goodwill",
+          "level": 2,
+          "summary": "The components of our amortizable intangible assets are as follows: [tables/table-9 Intangible Assets.html] Amortization expense associated with intangible assets was \\$232 million and \\$159 million for the first quarter of fiscal years 2027 and 2026, respectively. The following table outlines the estimated future amortization expense related to the net carrying amount of intangible assets as of April 26, 2026: [tables/table-10 Amortization Expense.html] In the first quarter of fiscal year 2027, goodwill increased by \\$62 million from acquisitions and was allocated to our Compute \\& Networking reporting unit. NVIDIA Corporation and Subsidiaries Notes to Condensed Consolidated Financial Statements (Continued) (Unaudited)",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Note 5 - Cash Equivalents and Marketable Securities",
+          "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Part I. Financial Information/Note 5 - Cash Equivalents and Marketable Securities",
+          "level": 2,
+          "summary": "The passage discusses the fair value measurement of cash equivalents and marketable securities, including debt and equity securities, using Level 1 and Level 2 inputs. It provides summaries for April 26, 2026 and January 25, 2026, noting investments subject to lock-up restrictions (e.g., $27.4 billion and $10.5 billion, respectively) and long-term publicly-held equity securities with lock-ups through December 2027. Net unrealized gains of $13.4 billion for Q1 fiscal 2027 and net unrealized losses of $222 million for Q1 fiscal 2026 are reported, recognized in Other income (expense). Tables detail unrealized losses by investment category and maturity of debt securities, with gross unrealized losses primarily due to interest rate changes.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Note 6 - Non-marketable Securities",
+          "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Part I. Financial Information/Note 6 - Non-marketable Securities",
+          "level": 2,
+          "summary": "",
+          "chunk_count": 4,
+          "children": [
+            {
+              "title": "Non-marketable Equity Securities",
+              "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Part I. Financial Information/Note 6 - Non-marketable Securities/Non-marketable Equity Securities",
+              "level": 3,
+              "summary": "Our non-marketable equity securities are primarily in privately-held companies carried at cost less impairment, and adjusted for observable price changes. We value investments using observable comparable transactions and other inputs including volatility, expected time to liquidity, the risk-free rate, and security-specific rights and obligations. Adjustments to the carrying value of privately-held securities: [tables/table-15 Equity Securities.html] (1) Unrealized gains are recognized in Other income (expense), net, in the Condensed Consolidated Statements of Income. (2) Includes primarily reclassifications to marketable securities following public market trading. Non-marketable equity securities had cumulative gross unrealized gains of \\$5.3 billion and \\$396 million, and cumulative gross unrealized losses and impairments of \\$199 million and \\$110 million as of April 26, 2026 and April 27, 2025, respectively.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Equity Method Investments",
+              "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Part I. Financial Information/Note 6 - Non-marketable Securities/Equity Method Investments",
+              "level": 3,
+              "summary": "We have \\$1.0 billion of investments in infrastructure funds accounted for using the equity method as of April 26, 2026. Our maximum loss exposure under these investments, including invested and future committed amounts, was \\$2.3 billion as of April 26, 2026.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Investment Commitments",
+              "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Part I. Financial Information/Note 6 - Non-marketable Securities/Investment Commitments",
+              "level": 3,
+              "summary": "Total Investment commitments were \\$27 billion as of April 26, 2026, subject to certain contingencies, which we expect will be made through the remainder of fiscal year 2027.",
+              "chunk_count": 1,
+              "children": []
+            }
+          ]
+        },
+        {
+          "title": "Note 7 - Balance Sheet Components",
+          "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Part I. Financial Information/Note 7 - Balance Sheet Components",
+          "level": 2,
+          "summary": "We refer to customers who purchase products directly from NVIDIA as direct customers, such as add-in board manufacturers, or AIBs, distributors, original design manufacturers, or ODMs, original equipment manufacturers, or OEMs, cloud service providers, or CSPs, AI model makers, and system integrators. Certain direct customers may use either internal resources or third-party system integrators to complete their build. Three direct customers accounted for 30%, 18%, and 16% of our accounts receivable balance as of April 26, 2026. Three direct customers accounted for 25%, 18%, and 13% of our accounts receivable balance as of January 25, 2026. Certain balance sheet components were as follows: [tables/table-16 Inventory Data.html] (1) We recorded inventory provisions of \\$0.8 billion and \\$2.3 billion for the first quarter of fiscal years 2027 and 2026, respectively, in Cost of revenue. NVIDIA Corporation and Subsidiaries Notes to Condensed Consolidated Financial Statements (Continued) (Unaudited)",
+          "chunk_count": 3,
+          "children": [
+            {
+              "title": "Property and Equipment:",
+              "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Part I. Financial Information/Note 7 - Balance Sheet Components/Property and Equipment:",
+              "level": 3,
+              "summary": "Property, equipment and intangible assets acquired but not paid for the first quarter of fiscal years 2027 and 2026 were \\$1.1 billion and \\$408 million, respectively. [tables/table-17 Accrued Liabilities.html] (1) Related to the Groq, Inc. non-exclusive license agreement. (2) We recorded \\$0.3 billion and \\$3.0 billion for the first quarter of fiscal years 2027 and 2026, respectively, in Cost of revenue. (3) Includes customer advances and unearned revenue related to hardware and software support, cloud services, and license and development arrangements. The balance as of April 26, 2026 and January 25, 2026 included \\$297 million and \\$160 million of customer advances, respectively. [tables/table-18 Long-Term Liabilities.html] (1) Primarily comprised of unrecognized tax benefits and related interest and penalties. (2) Includes unearned revenue related to hardware and software support and cloud services.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Deferred Revenue",
+              "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Part I. Financial Information/Note 7 - Balance Sheet Components/Deferred Revenue",
+              "level": 3,
+              "summary": "The following table shows the changes in short- and long-term deferred revenue during the first quarter of fiscal years 2027 and 2026: Three Months Ended [tables/table-19 Deferred Revenue.html] (1) Includes \\$1.7 billion and \\$6.2 billion of customer advances for the first quarter of fiscal years 2027 and 2026, respectively. (2) Includes \\$1.6 billion and \\$6.0 billion related to customer advances for the first quarter of fiscal years 2027 and 2026, respectively. We recognized revenue of \\$451 million and \\$265 million in the first quarter of fiscal years 2027 and 2026, respectively, that was included in the prior year-end deferred revenue balance. As of April 26, 2026, revenue related to remaining performance obligations from contracts greater than one year in length was \\$2.6 billion, which includes \\$2.3 billion from deferred revenue and \\$304 million, which has not yet been billed or NVIDIA Corporation and Subsidiaries Notes to Condensed Consolidated Financial Statements (Continued) (Unaudited) recognized as revenue. Approximately 40% of revenue from contracts greater than one year in length will be recognized over the next twelve months.",
+              "chunk_count": 1,
+              "children": []
+            }
+          ]
+        },
+        {
+          "title": "Note 8 - Derivative Financial Instruments",
+          "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Part I. Financial Information/Note 8 - Derivative Financial Instruments",
+          "level": 2,
+          "summary": "",
+          "chunk_count": 3,
+          "children": [
+            {
+              "title": "Foreign Currency Derivatives",
+              "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Part I. Financial Information/Note 8 - Derivative Financial Instruments/Foreign Currency Derivatives",
+              "level": 3,
+              "summary": "The company uses foreign currency forward contracts to hedge against exchange rate fluctuations affecting operating expenses and monetary assets/liabilities. Contracts for operating expenses are designated as accounting hedges, with gains/losses recorded in Accumulated other comprehensive income and reclassified to Operating expenses when recognized. These were highly effective and not significant in Q1 FY2027 and FY2026. Non-designated contracts for assets/liabilities have fair value changes recorded in Other income/expense, offsetting hedged items. Notional values are presented in a table; fair values were not significant as of April 26, 2026 and January 25, 2026. All contracts mature within 18 months, with deferred gains/losses expected to be realized in the next twelve months not significant.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Facility Lease Guarantee",
+              "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Part I. Financial Information/Note 8 - Derivative Financial Instruments/Facility Lease Guarantee",
+              "level": 3,
+              "summary": "In fiscal year 2026, NVIDIA entered into agreements guaranteeing partners' facility lease obligations with a maximum gross exposure of $3.5 billion, reduced by partner payments over 5-7 years, and $712 million in escrow. The guarantees are classified as credit derivatives with immaterial fair value changes. As of April 26, 2026, the estimated fair value of debt was $7.4 billion (Level 2 inputs). Notes are unsecured senior obligations with semi-annual interest and make-whole redemption. The company complied with non-financial covenants and had a $25.0 billion commercial paper program with no outstanding amounts.",
+              "chunk_count": 1,
+              "children": []
+            }
+          ]
+        },
+        {
+          "title": "Note 10 - Commitments and Contingencies",
+          "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Part I. Financial Information/Note 10 - Commitments and Contingencies",
+          "level": 2,
+          "summary": "",
+          "chunk_count": 6,
+          "children": [
+            {
+              "title": "Commitments",
+              "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Part I. Financial Information/Note 10 - Commitments and Contingencies/Commitments",
+              "level": 3,
+              "summary": "Manufacturing, supply, and capacity commitments reflect data center-scale production and longer future ordering horizons across current and future product architectures. We enter into agreements with our supply vendors that allow them to procure inventory based upon our defined criteria, and in certain instances, these agreements are cancellable, able to be rescheduled, or adjustable for our business needs prior to placing firm orders. Changes to these agreements may result in additional costs. As of April 26, 2026, these commitments were \\$119 billion for which \\$95 billion will be paid in the remainder of fiscal year 2027 and the remaining balance will be paid in fiscal years 2028 through 2031. Multi-year cloud service agreement commitments as of April 26, 2026, were \\$30 billion for which \\$6 billion, \\$7 billion, \\$7 billion, \\$5 billion, \\$3 billion, and \\$2 billion will be paid in the remainder of fiscal year 2027, each fiscal year from 2028 through 2031, and fiscal year 2032 and thereafter, respectively. Cloud service capacity may be reduced or terminated. Cloud service agreements will be primarily used to support our research and development efforts. Other vendor commitments were \\$6 billion as of April 26, 2026, of which the majority will be paid through fiscal year 2027. NVIDIA Corporation and Subsidiaries Notes to Condensed Consolidated Financial Statements (Continued) (Unaudited)",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Accrual for Product Warranty Liabilities",
+              "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Part I. Financial Information/Note 10 - Commitments and Contingencies/Accrual for Product Warranty Liabilities",
+              "level": 3,
+              "summary": "The estimated amount of product warranty liabilities was \\$2.9 billion and \\$2.8 billion as of April 26, 2026 and January 25, 2026, respectively. The estimated product returns and product warranty activity consisted of the following: [tables/table-22 Balance Changes.html] For the first quarter of fiscal years 2027 and 2026, the additions in product warranty liabilities primarily related to our Compute & Networking segment. We have provided indemnities for matters such as tax, product, and employee liabilities. We have included intellectual property indemnification provisions in our technology-related agreements with third parties. Maximum potential future payments cannot be estimated because many of these agreements do not have a maximum stated liability. We have not recorded any liability in our Condensed Consolidated Financial Statements for such indemnifications.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Litigation",
+              "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Part I. Financial Information/Note 10 - Commitments and Contingencies/Litigation",
+              "level": 3,
+              "summary": "",
+              "chunk_count": 3,
+              "children": [
+                {
+                  "title": "Securities Class Action and Derivative Lawsuits",
+                  "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Part I. Financial Information/Note 10 - Commitments and Contingencies/Litigation/Securities Class Action and Derivative Lawsuits",
+                  "level": 4,
+                  "summary": "The text details multiple legal actions against NVIDIA Corporation. A securities class action (4:18-cv-07669-HSG) was filed in 2018, alleging false statements about channel inventory and cryptocurrency mining's impact on GPU demand. After dismissal and appeals, the Supreme Court dismissed NVIDIA's certiorari petition in 2024, leading to remand and class certification in 2026. Related derivative lawsuits in California and Delaware, asserting breach of fiduciary duty and other claims, remain stayed pending final resolution of the securities action.",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Accounting for Loss Contingencies",
+                  "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Part I. Financial Information/Note 10 - Commitments and Contingencies/Litigation/Accounting for Loss Contingencies",
+                  "level": 4,
+                  "summary": "As of April 26, 2026, there are no accrued contingent liabilities associated with the legal proceedings described above based on our belief that liabilities, while reasonably possible, are not probable. Further, any possible loss or range of loss in these matters cannot be reasonably estimated at this time. We are engaged in legal actions not described above arising in the ordinary course of business, as well as regulatory and government inquiries and investigations, and, while there can be no assurance of favorable outcomes, we believe that the ultimate outcome of these matters will not have a material adverse effect on our operating results, liquidity or financial position. These matters are subject to inherent uncertainties and if the ultimate outcome is unfavorable, there exists the possibility of a material adverse impact on our operating results, liquidity or financial position in the period the outcome becomes estimable and probable.",
+                  "chunk_count": 1,
+                  "children": []
+                }
+              ]
+            }
+          ]
+        },
+        {
+          "title": "Note 11 - Income Taxes",
+          "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Part I. Financial Information/Note 11 - Income Taxes",
+          "level": 2,
+          "summary": "Income tax expense was \\$11.6 billion and \\$3.1 billion for the first quarter of fiscal years 2027 and 2026, respectively. Income tax as a percentage of income before income tax was 16.6% and 14.3% for the first quarter of fiscal years 2027 and 2026, respectively. The effective tax rate increased primarily due to a lower percentage of tax benefits from stock-based compensation relative to the increase in income before income tax. Our effective tax rates for the first quarter of fiscal years 2027 and 2026 were lower than the U.S. federal statutory rate of 21% primarily due to tax benefits from foreign-derived deduction eligible income, income earned in jurisdictions that were subject to taxes at rates lower than the U.S. federal statutory tax rate, stock-based compensation, and the U.S. federal research tax credit. While we believe that we have adequately provided for all uncertain tax positions, or tax positions where we believe it is not more-likely-than-not that the position will be sustained upon review, amounts asserted by tax authorities could be greater or less than our accrued position. Accordingly, our provisions on federal, state and foreign tax related matters to be recorded in the future may change as revised estimates are made or the underlying matters are settled or otherwise resolved with the respective tax authorities. We are currently under examination by the Internal Revenue Service for our fiscal years 2023 and 2024.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Note 12 - Shareholders' Equity",
+          "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Part I. Financial Information/Note 12 - Shareholders' Equity",
+          "level": 2,
+          "summary": "Capital Return Program We repurchased 108 million and 126 million shares of our common stock for \\$20.2 billion and \\$14.5 billion during the first quarter of fiscal years 2027 and 2026, respectively. As of April 26, 2026, we were authorized, subject to certain specifications, to repurchase up to \\$38.5 billion of our common stock. On May 18, 2026, our Board of Directors approved an additional \\$80.0 billion in share repurchase authorization, without expiration. NVIDIA Corporation and Subsidiaries Notes to Condensed Consolidated Financial Statements (Continued) (Unaudited) We paid cash dividends to our shareholders of \\$243 million and \\$244 million during the first quarter of fiscal years 2027 and 2026, respectively. On May 18, 2026, we increased our quarterly cash dividend from \\$0.01 per share to \\$0.25 per share to all shareholders of record on June 4, 2026. Our quarterly cash dividend will be paid on June 26, 2026. The payment of future cash dividends is subject to our Board of Directors' continuing determination that the declaration of dividends is in the best interests of our shareholders.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Note 13 - Segment Information",
+          "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Part I. Financial Information/Note 13 - Segment Information",
+          "level": 2,
+          "summary": "NVIDIA's CODM reviews financial information on an operating segment basis, with two reportable segments: Compute & Networking (Data Center, AI, automotive) and Graphics (GeForce, Quadro). Segment operating income is assessed, but certain expenses like stock-based compensation are not allocated. Depreciation for Compute & Networking was $526M (FY2027 Q1) vs $296M (FY2026 Q1); Graphics was $194M vs $109M. Revenue concentration exists: three direct customers accounted for 21%, 17%, and 16% of total revenue in FY2027 Q1, primarily in Compute & Networking. Non-US revenue was 22% in FY2027 Q1 vs 42% in FY2026 Q1. The presentation of revenue by market platform changed in FY2027 Q1.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Note 14 - Leases",
+          "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Part I. Financial Information/Note 14 - Leases",
+          "level": 2,
+          "summary": "Our lease obligations primarily consist of operating leases for our data centers and offices, with lease periods expiring between fiscal years 2027 and 2075. Future minimum lease obligations under our non-cancelable lease agreements as of April 26, 2026 were as follows: [tables/table-27 Lease Obligations.html] Between the second quarter of fiscal year 2027 and fiscal year 2033, we expect to commence leases with future obligations of \\$32.4 billion, primarily for data center leases to support our research and development efforts, with lease terms of 3 to 20 years. Operating lease costs were \\$171 million and \\$101 million for the first quarter of fiscal years 2027 and 2026, respectively. Short-term, variable, and finance lease costs for the first quarter of fiscal years 2027 and 2026 were not significant. Other information related to leases was as follows: [tables/table-28 Lease Cash Flows.html] NVIDIA Corporation and Subsidiaries Notes to Condensed Consolidated Financial Statements (Continued) (Unaudited) As of April 26, 2026, our operating leases have a weighted average remaining lease term of 10.4 years and a weighted average discount rate of 4.61%. As of January 25, 2026, our operating leases had a weighted average remaining lease term of 8.8 years and a weighted average discount rate of 4.38%. Item 2. Management's Discussion and Analysis of Financial Condition and Results of Operations",
+          "chunk_count": 1,
+          "children": []
+        }
+      ]
+    },
+    {
+      "title": "Forward-Looking Statements",
+      "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Forward-Looking Statements",
+      "level": 1,
+      "summary": "This passage contains forward-looking statements under the Securities Act and Exchange Act, based on management's beliefs and assumptions. It identifies terms like 'may,' 'will,' 'expect,' and 'anticipate' as indicators of such statements. Actual results may differ materially due to known and unknown risks, uncertainties, and factors discussed in the company's Annual Report on Form 10-K and this Quarterly Report. The company assumes no obligation to update these statements. References to 'NVIDIA' or 'we' mean NVIDIA Corporation and its subsidiaries. The text also cautions against undue reliance on beliefs and opinions expressed, which are based on information available as of the filing date.",
+      "chunk_count": 18,
+      "children": [
+        {
+          "title": "Overview",
+          "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Forward-Looking Statements/Overview",
+          "level": 2,
+          "summary": "",
+          "chunk_count": 4,
+          "children": [
+            {
+              "title": "Our Company and Our Businesses",
+              "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Forward-Looking Statements/Overview/Our Company and Our Businesses",
+              "level": 3,
+              "summary": "NVIDIA pioneered accelerated computing to help solve the most challenging computational problems. Since our original focus on PC graphics, we have expanded to several other large and important computationally intensive fields. Fueled by the sustained demand for exceptional 3D graphics and the scale of the gaming market, NVIDIA has leveraged its GPU architecture to create platforms for scientific computing, AI, data science, autonomous vehicles, robotics, and digital twin applications. NVIDIA is now a data center-scale AI infrastructure company reshaping all industries. Our two operating segments are “Compute & Networking” and “Graphics.” Refer to Note 13 of the Notes to Condensed Consolidated Financial Statements in Part I, Item 1 of this Quarterly Report on Form 10-Q for additional information. Headquartered in Santa Clara, California, NVIDIA was incorporated in California in April 1993 and reincorporated in Delaware in April 1998.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Recent Developments, Future Objectives and Challenges",
+              "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Forward-Looking Statements/Overview/Recent Developments, Future Objectives and Challenges",
+              "level": 3,
+              "summary": "NVIDIA's first quarter of fiscal year 2027 saw revenue of $81.6 billion, up 85% year-over-year, driven by Data Center products for accelerated computing and AI, particularly Blackwell architecture. Data Center revenue was $75.2 billion, with hyperscalers accounting for about 50%. Edge Computing revenue was $6.4 billion. The company faces risks including supply chain constraints, geopolitical issues, tariffs, and competition from open-source AI. Investments totaled $18.6 billion in private companies and infrastructure. No H200 revenue from China has been generated yet, and a new reporting framework with Data Center and Edge Computing platforms is being adopted.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Financial Information by Business Segment and Geographic Data",
+              "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Forward-Looking Statements/Overview/Financial Information by Business Segment and Geographic Data",
+              "level": 3,
+              "summary": "Refer to Note 13 of the Notes to the Condensed Consolidated Financial Statements for disclosure regarding segment information.",
+              "chunk_count": 1,
+              "children": []
+            }
+          ]
+        },
+        {
+          "title": "Critical Accounting Policies and Estimates",
+          "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Forward-Looking Statements/Critical Accounting Policies and Estimates",
+          "level": 2,
+          "summary": "Refer to Part II, Item 7, \"Critical Accounting Policies and Estimates\" of our Annual Report on Form 10-K for the fiscal year ended January 25, 2026. There have been no material changes to our Critical Accounting Policies and Estimates.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Results of Operations",
+          "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Forward-Looking Statements/Results of Operations",
+          "level": 2,
+          "summary": "The following table sets forth, for the periods indicated, certain items in our Condensed Consolidated Statements of Income expressed as a percentage of revenue. [tables/table-31 Revenue Analysis.html]",
+          "chunk_count": 11,
+          "children": [
+            {
+              "title": "Reportable Segments",
+              "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Forward-Looking Statements/Results of Operations/Reportable Segments",
+              "level": 3,
+              "summary": "",
+              "chunk_count": 4,
+              "children": [
+                {
+                  "title": "Revenue by Reportable Segments",
+                  "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Forward-Looking Statements/Results of Operations/Reportable Segments/Revenue by Reportable Segments",
+                  "level": 4,
+                  "summary": "[tables/table-32 Revenue Growth.html]",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Operating Income by Reportable Segments",
+                  "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Forward-Looking Statements/Results of Operations/Reportable Segments/Operating Income by Reportable Segments",
+                  "level": 4,
+                  "summary": "[tables/table-33 Revenue Growth.html] Compute & Networking revenue – The year-over-year increase in the first quarter of fiscal year 2027 was due to growth in Data Center products, driven by the ramp of our Blackwell systems and demand for our InfiniBand, Spectrum-X Ethernet, and NVLink solutions. Graphics revenue – The year-over-year increase in the first quarter of fiscal year 2027 was driven by sales of our Blackwell architecture. Reportable segment operating income – The year-over-year increase in Compute & Networking segment operating income in the first quarter of fiscal year 2027 was driven by the growth in revenue and the non-recurrence of a \\$4.5 billion charge associated with H2O excess inventory and purchase obligations in the first quarter of fiscal year 2026. The year-over-year increase in Graphics segment operating income in the first quarter of fiscal year 2027 was driven by the growth in revenue.",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Concentration of Revenue",
+                  "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Forward-Looking Statements/Results of Operations/Reportable Segments/Concentration of Revenue",
+                  "level": 4,
+                  "summary": "NVIDIA's revenue is concentrated among a limited number of direct and indirect customers. Direct customers include AIBs, distributors, ODMs, OEMs, CSPs, AI model makers, and system integrators. In Q1 FY2027, three direct customers accounted for 21%, 17%, and 16% of total revenue, primarily from the Compute & Networking segment. Indirect customers purchase through system integrators and distributors, with some individually representing 10% or more of revenue. One AI research and deployment company contributed meaningfully to Q1 FY2027 revenue via cloud services. Revenue from customers headquartered outside the US was 22% in Q1 FY2027 and 42% in Q1 FY2026.",
+                  "chunk_count": 1,
+                  "children": []
+                }
+              ]
+            },
+            {
+              "title": "Gross Profit and Gross Margin",
+              "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Forward-Looking Statements/Results of Operations/Gross Profit and Gross Margin",
+              "level": 3,
+              "summary": "The text discusses gross profit, cost of revenue, and gross margin trends for the first quarter of fiscal years 2027 and 2026. Gross margin increased to 74.9% in Q1 FY2027 from 60.5% in Q1 FY2026, mainly due to a prior year $4.5 billion charge for H2O excess inventory. Provisions for inventory and excess purchase obligations were $1.1 billion in FY2027 and $5.3 billion in FY2026. Sales of previously reserved inventory led to provision releases of $103 million and $436 million, respectively. The net unfavorable impact on gross margin was 1.2% in FY2027 and 11.0% in FY2026. Operating expenses increased due to higher compute and infrastructure costs, compensation, and engineering materials. Other income included unrealized gains of $13.4 billion from publicly-held equity securities and $2.6 billion from non-marketable securities.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Income Taxes",
+              "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Forward-Looking Statements/Results of Operations/Income Taxes",
+              "level": 3,
+              "summary": "Income tax expense was $11.6 billion and $3.1 billion for Q1 of fiscal years 2027 and 2026, with effective tax rates of 16.6% and 14.3%, respectively. The rate increase was due to lower tax benefits from stock-based compensation relative to higher income. Both rates were below the 21% U.S. statutory rate due to foreign-derived deductions, lower foreign taxes, stock-based compensation, and research credits. Cash from operations increased due to higher revenue, while investing and financing cash uses rose from higher equity purchases and share repurchases.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Liquidity",
+              "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Forward-Looking Statements/Results of Operations/Liquidity",
+              "level": 3,
+              "summary": "The passage discusses the company's primary liquidity sources, including cash, cash equivalents, and marketable debt and equity securities. As of April 26, 2026, it held $50.3 billion in cash, cash equivalents, and marketable debt securities, plus $30.2 billion in marketable equity securities. The company believes it has sufficient liquidity for at least the next twelve months. Marketable securities include U.S. government and corporate debt, equity securities, and certificates of deposit, mostly in U.S. dollars. About $1.7 billion held outside the U.S. has not accrued taxes for repatriation, but substantially all foreign-held cash is available for U.S. use without additional federal income tax. No federal income tax payments were made in the first quarter of fiscal year 2027, with two payments scheduled for the second quarter.",
+              "chunk_count": 4,
+              "children": [
+                {
+                  "title": "Capital Return to Shareholders",
+                  "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Forward-Looking Statements/Results of Operations/Liquidity/Capital Return to Shareholders",
+                  "level": 4,
+                  "summary": "In Q1 FY2027, the company repurchased 108 million shares for $20.2 billion, with $38.5 billion remaining authorized as of April 26, 2026. On May 18, 2026, the Board approved an additional $80 billion in repurchase authorization without expiration. Repurchases may be executed via open market, private negotiations, Rule 10b5-1 plans, or structured agreements, and can be suspended anytime. Cash dividends of $243 million were paid in Q1 FY2027. On May 18, 2026, the quarterly dividend was increased from $0.01 to $0.25 per share, payable on June 26, 2026 to shareholders of record on June 4, 2026. Future dividends depend on Board discretion. A 1% excise tax on certain repurchases under the Inflation Reduction Act applies but was not significant for the quarter.",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Outstanding Indebtedness and Commercial Paper Program",
+                  "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Forward-Looking Statements/Results of Operations/Liquidity/Outstanding Indebtedness and Commercial Paper Program",
+                  "level": 4,
+                  "summary": "Our aggregate debt maturities as of April 26, 2026, by year payable, were as follows: [tables/table-38 Debt Maturity.html] We have a commercial paper program to support general corporate purposes, pursuant to which we may issue unsecured paper notes, from time to time or all at once, up to \\$25.0 billion. As of April 26, 2026, no commercial paper was outstanding. Refer to Note 9 of the Notes to Condensed Consolidated Financial Statements in Part I, Item 1 of this Quarterly Report on Form 10-Q for further discussion.",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Material Cash Requirements and Other Obligations",
+                  "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Forward-Looking Statements/Results of Operations/Liquidity/Material Cash Requirements and Other Obligations",
+                  "level": 4,
+                  "summary": "The passage discusses various financial obligations and commitments, including facility lease guarantees, long-term debt, purchase commitments, and operating lease obligations referenced in specific notes of the financial statements. It mentions unrecognized tax benefits of $4.5 billion including interest and penalties, and ongoing IRS examinations for fiscal years 2023 and 2024. It notes no material changes in contractual obligations outside ordinary course of business from the prior annual report.",
+                  "chunk_count": 1,
+                  "children": []
+                }
+              ]
+            }
+          ]
+        },
+        {
+          "title": "Adoption of New and Recently Issued Accounting Pronouncements",
+          "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Forward-Looking Statements/Adoption of New and Recently Issued Accounting Pronouncements",
+          "level": 2,
+          "summary": "There has been no adoption of any new and recently issued accounting pronouncements.",
+          "chunk_count": 1,
+          "children": []
+        }
+      ]
+    },
+    {
+      "title": "Item 3. Quantitative and Qualitative Disclosures About Market Risk",
+      "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Item 3. Quantitative and Qualitative Disclosures About Market Risk",
+      "level": 1,
+      "summary": "",
+      "chunk_count": 3,
+      "children": [
+        {
+          "title": "Investment and Interest Rate Risk",
+          "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Item 3. Quantitative and Qualitative Disclosures About Market Risk/Investment and Interest Rate Risk",
+          "level": 2,
+          "summary": "Financial market risks related to investment and interest rate risk are described in Part II, Item 7A, “Quantitative and Qualitative Disclosures About Market Risk” in our Annual Report on Form 10-K for the fiscal year ended January 25, 2026. Our marketable equity securities consist of publicly-held equity securities, while our non-marketable equity securities are investments in privately-held companies. Publicly-held equity securities are subject to market price volatility. A hypothetical 10% decrease in our publicly-held equity securities would decrease the fair value of the publicly-held equity securities balance by \\$3.9 billion and \\$1.8 billion as of April 26, 2026 and January 25, 2026, respectively. Non-marketable equity securities are measured based on cost minus impairment, if any, and are adjusted for observable price changes in orderly transactions for an identical or similar investment in the same issuer. Valuations of our non- marketable equity securities are inherently complex due to the lack of readily available market data and observable transactions, and impact of macroeconomic factors. For a description of our equity investments, refer to Notes 5 and 6 of the Notes to Condensed Consolidated Financial Statements in Part I, Item 1 of this Quarterly Report on Form 10-Q, respectively.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Foreign Exchange Rate Risk",
+          "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Item 3. Quantitative and Qualitative Disclosures About Market Risk/Foreign Exchange Rate Risk",
+          "level": 2,
+          "summary": "The impact of foreign currency transactions related to foreign exchange rate risk is described in Part II, Item 7A, “Quantitative and Qualitative Disclosures About Market Risk” in our Annual Report on Form 10-K for the fiscal year ended January 25, 2026. As of April 26, 2026, there have been no material changes to the foreign exchange rate risks described as of January 25, 2026.",
+          "chunk_count": 1,
+          "children": []
+        }
+      ]
+    },
+    {
+      "title": "Item 4. Controls and Procedures",
+      "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Item 4. Controls and Procedures",
+      "level": 1,
+      "summary": "",
+      "chunk_count": 5,
+      "children": [
+        {
+          "title": "Controls and Procedures",
+          "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Item 4. Controls and Procedures/Controls and Procedures",
+          "level": 2,
+          "summary": "",
+          "chunk_count": 4,
+          "children": [
+            {
+              "title": "Disclosure Controls and Procedures",
+              "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Item 4. Controls and Procedures/Controls and Procedures/Disclosure Controls and Procedures",
+              "level": 3,
+              "summary": "Based on their evaluation as of April 26, 2026, our management, including our Chief Executive Officer and Chief Financial Officer, has concluded that our disclosure controls and procedures (as defined in Rule 13a-15(e) under the Exchange Act) were effective to provide reasonable assurance that the information we are required to disclose in reports that we file or submit under the Exchange Act is recorded, processed, summarized and reported within the time periods specified in the SEC rules and forms, and that such information is accumulated and communicated to our management, including our Chief Executive Officer and our Chief Financial Officer, as appropriate, to allow timely decisions regarding required disclosures.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Changes in Internal Control Over Financial Reporting",
+              "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Item 4. Controls and Procedures/Controls and Procedures/Changes in Internal Control Over Financial Reporting",
+              "level": 3,
+              "summary": "There have been no changes in our internal control over financial reporting during the first quarter of fiscal year 2027 that have materially affected, or are reasonably likely to materially affect, our internal control over financial reporting. We are continuing a phased upgrade of our enterprise resource planning, or ERP, system to update our existing core financial systems. The ERP system is designed to accurately maintain our financial records used to report operating results. We will continue to evaluate each quarter whether there are changes that materially affect our internal control over financial reporting.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Inherent Limitations on Effectiveness of Controls",
+              "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Item 4. Controls and Procedures/Controls and Procedures/Inherent Limitations on Effectiveness of Controls",
+              "level": 3,
+              "summary": "Our management, including our Chief Executive Officer and Chief Financial Officer, does not expect that our disclosure controls and procedures, or our internal controls, will prevent all error and all fraud. A control system, no matter how well conceived and operated, can provide only reasonable, not absolute, assurance that the objectives of the control system are met. Further, the design of a control system must reflect the fact that there are resource constraints, and the benefits of controls must be considered relative to their costs. Because of the inherent limitations in all control systems, no evaluation of controls can provide absolute assurance that all control issues and instances of fraud, if any, within NVIDIA have been detected.",
+              "chunk_count": 1,
+              "children": []
+            }
+          ]
+        }
+      ]
+    },
+    {
+      "title": "Part II. Other Information",
+      "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Part II. Other Information",
+      "level": 1,
+      "summary": "",
+      "chunk_count": 6,
+      "children": [
+        {
+          "title": "Item 1. Legal Proceedings",
+          "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Part II. Other Information/Item 1. Legal Proceedings",
+          "level": 2,
+          "summary": "Refer to Part I, Item 1, Note 10 of the Notes to the Condensed Consolidated Financial Statements for a discussion of significant developments in our legal proceedings since January 25, 2026.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Item 1A. Risk Factors",
+          "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Part II. Other Information/Item 1A. Risk Factors",
+          "level": 2,
+          "summary": "The passage details risk factors for NVIDIA common stock, focusing on competition, supply-demand mismatches, and complex export controls. Competition could harm market share and financial results. Long manufacturing lead times and inaccurate demand estimates may cause supply-demand mismatches, leading to inventory issues or lost revenue. Export controls, particularly targeting AI and GPU products to China and other countries, have significantly impacted NVIDIA's business, causing charges, limiting market access, and benefiting competitors. The text also mentions risks from new product introductions, regulatory changes, and geopolitical tensions.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Issuer Purchases of Equity Securities",
+          "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Part II. Other Information/Issuer Purchases of Equity Securities",
+          "level": 2,
+          "summary": "In the first quarter of fiscal 2027, the company repurchased 108 million shares for $20.2 billion. As of April 26, 2026, authorization remained for up to $38.5 billion in repurchases. On May 18, 2026, the Board approved an additional $80.0 billion in repurchase authorization. Cash dividends of $243 million were paid in the first quarter, and the quarterly dividend was increased from $0.01 to $0.25 per share, payable on June 26, 2026. Additionally, 12 million shares were withheld for tax obligations under the employee equity incentive program, valued at $2.1 billion.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Recent Sales of Unregistered Securities and Use of Proceeds",
+          "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Part II. Other Information/Recent Sales of Unregistered Securities and Use of Proceeds",
+          "level": 2,
+          "summary": "On February 17, 2026, we acquired a company and issued to a key employee a total of 37,890 shares of our common stock, valued at approximately \\$7 million based on our closing stock price on the issuance date. On April 10, 2026, we acquired a company and issued to key employees a total of 72,972 shares of our common stock, valued at approximately \\$14 million based on our closing stock price on the issuance date. The above securities were issued in transactions not involving a public offering pursuant to an exemption from registration set forth in Section 4(a)(2) of the Securities Act (and Regulation D or Regulation S promulgated thereunder).",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Item 5. Other Information",
+          "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Part II. Other Information/Item 5. Other Information",
+          "level": 2,
+          "summary": "The passage reports that members of the Board of Directors and officers adopted, modified, or terminated Rule 10b5-1 trading arrangements. One arrangement is solely for gifts to charitable donor-advised funds. Another was adopted on December 18, 2025, for sales through March 23, 2027, with no shares sold prior to termination. The document also lists exhibits for the quarterly report, including management contracts and certifications, and provides contact information for shareholder requests.",
+          "chunk_count": 1,
+          "children": []
+        }
+      ]
+    },
+    {
+      "title": "Signature",
+      "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/Signature",
+      "level": 1,
+      "summary": "Pursuant to the requirements of the Securities Exchange Act of 1934, the registrant has duly caused this report to be signed on its behalf by the undersigned thereunto duly authorized. Date: May 20, 2026 NVIDIA Corporation By: /s/ Colette M. Kress Colette M. Kress Executive Vice President and Chief Financial Officer (Duly Authorized Officer and Principal Financial Officer)",
+      "chunk_count": 1,
+      "children": []
+    },
+    {
+      "title": "CERTIFICATION",
+      "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/CERTIFICATION",
+      "level": 1,
+      "summary": "Jen-Hsun Huang, President and CEO of NVIDIA Corporation, certifies the Quarterly Report on Form 10-Q. He confirms the report contains no material misstatements, the financial statements fairly present the company's condition and results, and he is responsible for establishing and maintaining disclosure controls and internal control over financial reporting. He also discloses that he has evaluated these controls and reported any significant deficiencies or fraud to auditors and the audit committee. The certification is dated May 20, 2026.",
+      "chunk_count": 1,
+      "children": []
+    },
+    {
+      "title": "CERTIFICATION_2",
+      "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/CERTIFICATION_2",
+      "level": 1,
+      "summary": "Colette M. Kress, Executive Vice President and Chief Financial Officer of NVIDIA Corporation, certifies the accuracy and completeness of the Quarterly Report on Form 10-Q. The certification covers the review of the report, the fairness of financial statements, the design and evaluation of disclosure controls and procedures, and the disclosure of any changes in internal control over financial reporting. It also includes reporting of significant deficiencies, material weaknesses, and fraud to auditors and the audit committee. The certification is dated May 20, 2026.",
+      "chunk_count": 1,
+      "children": []
+    },
+    {
+      "title": "CERTIFICATION_3",
+      "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/CERTIFICATION_3",
+      "level": 1,
+      "summary": "Jen-Hsun Huang, President and CEO of NVIDIA Corporation, certifies under Rule 13a-14(b) and 18 U.S.C. § 1350 that the Quarterly Report on Form 10-Q for the period ended April 26, 2026, complies with Exchange Act requirements and fairly presents the company's financial condition and results of operations. The certification is dated May 20, 2026, and is not deemed filed with the SEC.",
+      "chunk_count": 1,
+      "children": []
+    },
+    {
+      "title": "CERTIFICATION_4",
+      "path": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf/CERTIFICATION_4",
+      "level": 1,
+      "summary": "Colette M. Kress, Executive Vice President and Chief Financial Officer of NVIDIA Corporation, certifies under Rule 13a-14(b) of the Securities Exchange Act and 18 U.S.C. § 1350 that the Quarterly Report on Form 10-Q for the period ended April 26, 2026, fully complies with Exchange Act requirements and fairly presents the company's financial condition and results of operations. The certification is dated May 20, 2026, and accompanies the Form 10-Q as Exhibit 32.2.",
+      "chunk_count": 1,
+      "children": []
+    }
+  ],
+  "resources": {
+    "images": [
+      {
+        "path": "images/image-1-☒ QUARTERL.jpg",
+        "summary": "image-1 ☒ QUARTERLY REPORT PURSUANT TO SECTION 13 OR 15(d) OF THE SECURITIES EXCHANGE ACT OF 1934 NVIDIA.0"
+      },
+      {
+        "path": "images/image-2-The Nasdaq.jpg",
+        "summary": "image-2 The Nasdaq Global Select Market Accelerated filer0"
+      },
+      {
+        "path": "images/image-3-Indicate b.jpg",
+        "summary": "image-3 Indicate by check mark whether the registrant has submitted electronically every Interactive Data File required to be submitted pursuant to Rule 405 of Regulation S-T ( $§232.405$ of this chapter) during the preceding 12 months (or for such shorter period that the registrant was required to submit such files). Yes ☑ No ☐ Non-accelerated filer0"
+      },
+      {
+        "path": "images/image-4-Large acce.jpg",
+        "summary": "image-4 Large accelerated filer Smaller reporting company0"
+      },
+      {
+        "path": "images/image-5-Accelerate.jpg",
+        "summary": "image-5 Accelerated filer Emerging growth company0"
+      },
+      {
+        "path": "images/image-6-Non-accele.jpg",
+        "summary": "image-6 Non-accelerated filer If an emerging growth company, indicate by check mark if the registrant has elected not to use the extended transition period for complying with any new or revised financial accounting standards provided pursuant to Section 13(a) of the Exchange Act. □0"
+      }
+    ],
+    "tables": [
+      {
+        "path": "tables/table-0 Financial Report.html",
+        "summary": "table-1 Table of contents for a quarterly financial report (Form 10-Q) covering financial statements, management discussion, market risk, controls, legal proceedings, and exhibits."
+      },
+      {
+        "path": "tables/table-1 Financial Results.html",
+        "summary": "table-2 The table shows financial data for three months ending Apr 26, 2026 and Apr 27, 2025. Revenue increased from $44,062 to $81,615, net income rose from $18,775 to $58,321, and operating income grew from $21,638 to $53,536."
+      },
+      {
+        "path": "tables/table-2 Comprehensive Income.html",
+        "summary": "table-3 The table shows net income of $58,321 for Apr 26, 2026 vs $18,775 for Apr 27, 2025. Other comprehensive loss was $41 vs gain of $158, resulting in total comprehensive income of $58,280 vs $18,933."
+      },
+      {
+        "path": "tables/table-3 Balance Sheet.html",
+        "summary": "table-4 The balance sheet shows total assets of $259,474 as of Apr 26, 2026, up from $206,803. Liabilities are $64,000 and shareholders' equity is $195,474."
+      },
+      {
+        "path": "tables/table-4 Shareholders' Equity.html",
+        "summary": "table-5 The table shows changes in shareholders' equity from Jan 2025 to Apr 2026, including net income, stock issuance, repurchases, dividends, and other adjustments."
+      },
+      {
+        "path": "tables/table-5 Cash Flow Statement.html",
+        "summary": "table-6 The table shows cash flow data for three months ended Apr 26, 2026 and Apr 27, 2025. Net cash from operations was $50,344 and $27,414; investing used $26,429 and $5,216; financing used $21,283 and $15,553. Cash ended at $13,237 and $15,234."
+      },
+      {
+        "path": "tables/table-6 Cost Breakdown.html",
+        "summary": "table-7 The table shows costs for three months ending Apr 26, 2026 and Apr 27, 2025. Cost of revenue: $68M vs $64M; R&D: $1,459M vs $1,063M; SG&A: $401M vs $347M; Total: $1,928M vs $1,474M."
+      },
+      {
+        "path": "tables/table-7 Stock Grant Activity.html",
+        "summary": "table-8 The table shows restricted stock activity from Jan to Apr 2026: shares increased from 189 to 200 million, with 44 million granted at $181.73, 31 million vested at $48.04, and 2 million forfeited."
+      },
+      {
+        "path": "tables/table-8 EPS Data Table.html",
+        "summary": "table-9 The table shows net income of $58,321M (Apr 2026) vs $18,775M (Apr 2025), basic EPS $2.40 vs $0.77, diluted EPS $2.39 vs $0.76, with weighted average shares and anti-dilutive awards."
+      },
+      {
+        "path": "tables/table-9 Intangible Assets.html",
+        "summary": "table-10 The table shows intangible assets as of Apr 26, 2026 and Jan 25, 2026, with gross carrying amounts, accumulated amortization, and net carrying amounts for acquisition-related assets, patents, and total."
+      },
+      {
+        "path": "tables/table-10 Amortization Expense.html",
+        "summary": "table-11 The table shows future amortization expenses from 2027 to 2032 and beyond, totaling $3,120 million, with the highest in 2028 at $754 million."
+      },
+      {
+        "path": "tables/table-11 Debt Securities.html",
+        "summary": "table-12 The table details debt and equity securities by pricing category, showing cost, unrealized gains/losses, estimated fair value, and how they are reported as cash equivalents, marketable debt, or equity securities."
+      },
+      {
+        "path": "tables/table-12 Fair Value Table.html",
+        "summary": "table-13 The table details fair value measurements of debt and equity securities by pricing level, showing cost, unrealized gains/losses, and estimated fair value, with breakdowns by type and reporting category."
+      },
+      {
+        "path": "tables/table-13 Debt Securities.html",
+        "summary": "table-14 The table shows estimated fair values and gross unrealized losses for debt securities (U.S. Treasury, corporate, and government agencies) as of Apr 26, 2026 and Jan 25, 2026, with totals of $16,187M and $13,132M respectively."
+      },
+      {
+        "path": "tables/table-14 Debt Maturity.html",
+        "summary": "table-15 The table shows debt maturities: $24,307 million due within one year, $14,926 million due in 1-5 years, totaling $39,233 million as of Apr 26, 2026."
+      },
+      {
+        "path": "tables/table-15 Equity Securities.html",
+        "summary": "table-16 The table shows changes in non-marketable equity securities over three months ending Apr 26, 2026, with balance increasing from $22,251M to $42,336M, including net additions of $17,899M and unrealized gains of $2,603M."
+      },
+      {
+        "path": "tables/table-16 Inventory Data.html",
+        "summary": "table-17 The table shows inventories in millions for Apr 26, 2026 and Jan 25, 2026: raw materials $6,647 vs $3,807, work in process $9,949 vs $8,822, finished goods $9,201 vs $8,774, total $25,797 vs $21,403."
+      },
+      {
+        "path": "tables/table-17 Accrued Liabilities.html",
+        "summary": "table-18 The table shows accrued and other current liabilities as of Apr 26, 2026 ($29,787M) and Jan 25, 2026 ($21,352M), including taxes payable, customer program accruals, and warranty costs."
+      },
+      {
+        "path": "tables/table-18 Long-Term Liabilities.html",
+        "summary": "table-19 The table shows other long-term liabilities totaling $8,768 million as of Apr 26, 2026, down from $7,306 million on Jan 25, 2026, including income tax payable, deferred income tax, deferred revenue, and other items."
+      },
+      {
+        "path": "tables/table-19 Deferred Revenue.html",
+        "summary": "table-20 The table shows deferred revenue balances for Apr 26, 2026 ($3,117M) and Apr 27, 2025 ($2,078M), with additions and revenue recognized during each period."
+      },
+      {
+        "path": "tables/table-20 Hedge Designation.html",
+        "summary": "table-21 The table shows designated accounting hedges at $2,114M (Apr 26, 2026) and $1,765M (Jan 25, 2026), and non-designated hedges at $1,850M and $2,332M respectively."
+      },
+      {
+        "path": "tables/table-21 Debt Notes Table.html",
+        "summary": "table-22 The table lists various notes due from 2026 to 2060 with interest rates from 1.55% to 3.70%, remaining terms, and carrying amounts. Net carrying amount is $8,470 million as of Apr 26, 2026, with long-term portion of $7,470 million."
+      },
+      {
+        "path": "tables/table-22 Balance Changes.html",
+        "summary": "table-23 The table shows balance changes over three months ending Apr 26, 2026 and Apr 27, 2025, with beginning balances of $2,807M and $1,290M, additions of $330M and $870M, utilization of $189M and $80M, and ending balances of $2,948M and $2,080M."
+      },
+      {
+        "path": "tables/table-23 Segment Revenue.html",
+        "summary": "table-24 The table shows Compute & Networking and Graphics segment revenue, other items, and operating income for three-month periods ending April 2026 and April 2025, with totals."
+      },
+      {
+        "path": "tables/table-24 Income Statement.html",
+        "summary": "table-25 The table shows a consolidated income statement for three months ended Apr 26, 2026 and Apr 27, 2025, with segment operating income of $56,276M and $23,694M, leading to consolidated income before tax of $69,903M and $21,910M."
+      },
+      {
+        "path": "tables/table-25 Revenue by Region.html",
+        "summary": "table-26 The table shows geographic revenue for three months ended Apr 26, 2026 and Apr 27, 2025. US revenue was $63,769M (2026) vs $25,685M (2025); Taiwan $12,006M vs $7,648M; China $4,550M vs $9,659M; Other $1,290M vs $1,070M. Total revenue $81,615M vs $44,062M."
+      },
+      {
+        "path": "tables/table-26 Revenue by Market.html",
+        "summary": "table-27 The table shows revenue for three months ended Apr 26, 2026 and Apr 27, 2025. Data Center revenue grew from $39,112M to $75,246M, with Hyperscale and AI Clouds segments contributing significantly. Total revenue increased from $44,062M to $81,615M."
+      },
+      {
+        "path": "tables/table-27 Lease Obligations.html",
+        "summary": "table-28 The table shows operating lease obligations totaling $5,604 million, with a present value of $4,344 million after imputed interest, resulting in long-term liabilities of $3,878 million."
+      },
+      {
+        "path": "tables/table-28 Lease Cash Flows.html",
+        "summary": "table-29 The table shows supplemental cash flow information for three months ended Apr 26, 2026 and Apr 27, 2025. Operating cash flow used for leases was $185M and $96M; lease assets obtained were $1,516M and $98M."
+      },
+      {
+        "path": "tables/table-29 Quarterly Financials.html",
+        "summary": "table-30 The table shows Q1 2026 revenue of $81.6B, up 85% YoY, net income of $58.3B (up 211% YoY), and gross margin of 74.9%."
+      },
+      {
+        "path": "tables/table-30 Revenue by Market.html",
+        "summary": "table-31 Data Center revenue rose 92% year-over-year to $75,246M, with Hyperscale up 115% and AI Clouds up 74%. Total revenue reached $81,615M, a 20% quarterly and 85% yearly increase."
+      },
+      {
+        "path": "tables/table-31 Revenue Analysis.html",
+        "summary": "table-32 The table shows revenue, cost, gross profit, operating expenses, and net income for three months ending Apr 26, 2026 and Apr 27, 2025, with percentages of revenue."
+      },
+      {
+        "path": "tables/table-32 Revenue Growth.html",
+        "summary": "table-33 Compute & Networking revenue rose 88% to $74,550M, Graphics up 58% to $7,065M, total revenue increased 85% to $81,615M for the three months ended Apr 26, 2026 vs Apr 27, 2025."
+      },
+      {
+        "path": "tables/table-33 Revenue Growth.html",
+        "summary": "table-34 Compute & Networking revenue rose 142% to $53,335M, Graphics up 79% to $2,941M, total revenue $56,276M, a 138% increase from $23,694M."
+      },
+      {
+        "path": "tables/table-34 Operating Expenses.html",
+        "summary": "table-35 Total operating expenses increased 52% to $7,621 million, driven by R&D growth of 58% and SG&A growth of 25%."
+      },
+      {
+        "path": "tables/table-35 Other Income.html",
+        "summary": "table-36 The table shows three-month financial data ending Apr 26, 2026 and Apr 27, 2025. Interest income increased by $25M, interest expense rose by $39M, and other income surged by $16,109M, leading to total other income of $16,367M."
+      },
+      {
+        "path": "tables/table-36 Cash and Securities.html",
+        "summary": "table-37 The table shows cash and cash equivalents, marketable debt securities, and their total for Apr 26, 2026 ($50,335M) and Jan 25, 2026 ($49,670M)."
+      },
+      {
+        "path": "tables/table-37 Cash Flow Data.html",
+        "summary": "table-38 The table shows net cash provided by operating activities of $50,344 million and $27,414 million for the three months ended Apr 26, 2026 and Apr 27, 2025, respectively. Net cash used in investing and financing activities also reported."
+      },
+      {
+        "path": "tables/table-38 Debt Maturity.html",
+        "summary": "table-39 The table shows debt due in various periods totaling $8,470 million net carrying amount, with $1,000 million short-term and $7,470 million long-term portion."
+      },
+      {
+        "path": "tables/table-39 Stock Buyback.html",
+        "summary": "table-40 The table shows a company repurchased 108.3 million shares from Jan to Apr 2026, with $38.5 billion remaining in the buyback program."
+      },
+      {
+        "path": "tables/table-40 Stock Sale Plans.html",
+        "summary": "table-41 Tench Coxe, a Director, adopted a plan to sell up to 8,000,000 shares from 3/19/2026 to 10/30/2027. Colette M. Kress, CFO, terminated a plan to sell 500,000 shares on 4/10/2026."
+      },
+      {
+        "path": "tables/table-41 Exhibit List.html",
+        "summary": "table-42 The table lists exhibits filed with the SEC, including a variable compensation plan, CEO/CFO certifications, and inline XBRL documents, with filing dates and incorporation references."
+      }
+    ]
+  }
+}
diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/full.md b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/full.md
new file mode 100644
index 000000000..83b7fcea5
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/full.md
@@ -0,0 +1,1059 @@
+# UNITED STATES
+
+# SECURITIES AND EXCHANGE COMMISSION
+
+# Washington, D.C. 20549
+
+## FORM 10-Q
+
+☒ QUARTERLY REPORT PURSUANT TO SECTION 13 OR 15(d) OF THE SECURITIES EXCHANGE ACT OF 1934
+
+For the quarterly period ended April 26, 2026
+
+OR
+
+☐ TRANSITION REPORT PURSUANT TO SECTION 13 OR 15(d) OF THE SECURITIES EXCHANGE ACT OF 1934
+
+Commission File Number: 0-23985
+
+![](images/9dd2f02ed25c1dbce8e283c38f39045324dad9ebd66175e4c5421295e4729bed.jpg)
+
+NVIDIA.
+
+## NVIDIA CORPORATION
+
+(Exact name of registrant as specified in its charter)
+
+Delaware
+
+(State or other jurisdiction of incorporation or organization)
+
+94-3177549
+
+(I.R.S. Employer Identification No.)
+
+2788 San Tomas Expressway, Santa Clara, California (Address of principal executive offices)
+
+95051
+(Zip Code)
+
+(408) 486-2000
+
+(Registrant's telephone number, including area code)
+
+N/A
+
+(Former name, former address and former fiscal year, if changed since last report)
+
+Securities registered pursuant to Section 12(b) of the Act:
+
+Title of each class
+
+Common Stock, \$0.001 par value per share
+
+Trading Symbol(s)
+
+NVDA
+
+Name of each exchange on which registered
+
+The Nasdaq Global Select Market
+
+Indicate by check mark whether the registrant (1) has filed all reports required to be filed by Section 13 or 15(d) of the Securities Exchange Act of 1934 during the preceding 12 months (or for such shorter period that the registrant was required to file such reports), and (2) has been subject to such filing requirements for the past 90 days. Yes ☑ No □
+
+Indicate by check mark whether the registrant has submitted electronically every Interactive Data File required to be submitted pursuant to Rule 405 of Regulation S-T ( $§232.405$ of this chapter) during the preceding 12 months (or for such shorter period that the registrant was required to submit such files). Yes ☑ No ☐
+
+Indicate by check mark whether the registrant is a large accelerated filer, an accelerated filer, a non-accelerated filer, a smaller reporting company, or an emerging growth company. See the definitions of “large accelerated filer,” “accelerated filer,” “smaller reporting company,” and “emerging growth company” in Rule 12b-2 of the Exchange Act.
+
+Large accelerated filer
+
+![](images/b84723b19101fb2d602a34c7c1dafb860fe6beca41db4d69acf5a6b06ac18dff.jpg)
+
+Accelerated filer
+
+![](images/6f9712903031ea0abaf169e132c58093c9891d5819e6fe52381b4a54f5e9aefe.jpg)
+
+Non-accelerated filer
+
+![](images/5fcbb2f88ac366cd3e2d744639f987270b013aa18ec5d8e54c682711dbd73c13.jpg)
+
+Smaller reporting company
+
+![](images/fa7bbf2bb9168f14c68dd0f1c114175ee74e50e9976ef0c346c8c20913ed761e.jpg)
+
+Emerging growth company
+
+![](images/c0596cced0662fcf6495e9b2343657380e4906809d245137302767be4748029a.jpg)
+
+If an emerging growth company, indicate by check mark if the registrant has elected not to use the extended transition period for complying with any new or revised financial accounting standards provided pursuant to Section 13(a) of the Exchange Act. □
+
+Indicate by check mark whether the registrant is a shell company (as defined in Rule 12b-2 of the Exchange Act). Yes □ No ☒
+
+The number of shares of common stock, \$0.001 par value, outstanding as of May 15, 2026, was 24.2 billion.
+
+# NVIDIA Corporation
+
+# Form 10-Q
+
+# For the Quarter Ended April 26, 2026
+
+## Table of Contents
+
+Page
+
+Part I : Financial Information
+
+<table><tr><td rowspan="7">Item 1.</td><td>Financial Statements (Unaudited)</td><td></td></tr><tr><td>a) Condensed Consolidated Statements of Income for the three months ended April 26, 2026 and April 27, 2025</td><td>3</td></tr><tr><td>b) Condensed Consolidated Statements of Comprehensive Income for the three months ended April 26, 2026 and April 27, 2025</td><td>4</td></tr><tr><td>c) Condensed Consolidated Balance Sheets as of April 26, 2026 and January 25, 2026</td><td>5</td></tr><tr><td>d) Condensed Consolidated Statements of Shareholders’ Equity for the three months ended April 26, 2026 and April 27, 2025</td><td>6</td></tr><tr><td>e) Condensed Consolidated Statements of Cash Flows for the three months ended April 26, 2026 and April 27, 2025</td><td>7</td></tr><tr><td>f) Notes to Condensed Consolidated Financial Statements</td><td>8</td></tr><tr><td>Item 2.</td><td>Management’s Discussion and Analysis of Financial Condition and Results of Operations</td><td>23</td></tr><tr><td>Item 3.</td><td>Quantitative and Qualitative Disclosures About Market Risk</td><td>30</td></tr><tr><td>Item 4.</td><td>Controls and Procedures</td><td>31</td></tr><tr><td colspan="3">Part II : Other Information</td></tr><tr><td>Item 1.</td><td>Legal Proceedings</td><td>31</td></tr><tr><td>Item 1A.</td><td>Risk Factors</td><td>31</td></tr><tr><td>Item 2.</td><td>Unregistered Sales of Equity Securities and Use of Proceeds</td><td>38</td></tr><tr><td>Item 5.</td><td>Other Information</td><td>39</td></tr><tr><td>Item 6.</td><td>Exhibits</td><td>40</td></tr><tr><td>Signature</td><td></td><td>41</td></tr></table>
+
+## Where You Can Find More Information
+
+Investors and others should note that we announce material financial information to our investors using our investor relations website, press releases, SEC filings and public conference calls and webcasts. We also use the following social media channels as a means of disclosing information about the company, our products, our planned financial and other announcements and attendance at upcoming investor and industry conferences, and other matters, and for complying with our disclosure obligations under Regulation FD:
+
+NVIDIA Corporate Blog (blogs.nvidia.com/)  
+NVIDIA Technical Blog (developer.nvidia.com/blog/)  
+NVIDIA LinkedIn (linkedin.com/company/nvidia)  
+NVIDIA Facebook (facebook.com/nvidia)  
+NVIDIA Instagram (instagram.com/nvidia)  
+NVIDIA X (x.com/nvidia)  
+NVIDIA Investor Relations (investor.nvidia.com)  
+NVIDIA YouTube (YouTube.com/nvidia)
+
+The information we post through these social media channels may be deemed material. Accordingly, investors should monitor these channels, in addition to following our press releases, SEC filings and public conference calls and webcasts. This list may be updated from time to time. The information we post through these channels is not a part of this Quarterly Report on Form 10-Q.
+
+## Part I. Financial Information
+
+## Item 1. Financial Statements (Unaudited)
+
+NVIDIA Corporation and Subsidiaries
+Condensed Consolidated Statements of Income
+(In millions, except per share data)
+(Unaudited)
+
+<table><tr><td></td><td colspan="2">Three Months Ended</td></tr><tr><td></td><td>Apr 26, 2026</td><td>Apr 27, 2025</td></tr><tr><td>Revenue</td><td>$ 81,615</td><td>$ 44,062</td></tr><tr><td>Cost of revenue</td><td>20,458</td><td>17,394</td></tr><tr><td>Gross profit</td><td>61,157</td><td>26,668</td></tr><tr><td>Operating expenses</td><td></td><td></td></tr><tr><td>Research and development</td><td>6,321</td><td>3,989</td></tr><tr><td>Sales, general and administrative</td><td>1,300</td><td>1,041</td></tr><tr><td>Total operating expenses</td><td>7,621</td><td>5,030</td></tr><tr><td>Operating income</td><td>53,536</td><td>21,638</td></tr><tr><td>Interest income</td><td>540</td><td>515</td></tr><tr><td>Interest expense</td><td>(102)</td><td>(63)</td></tr><tr><td>Other income (expense), net</td><td>15,929</td><td>(180)</td></tr><tr><td>Total other income, net</td><td>16,367</td><td>272</td></tr><tr><td>Income before income tax</td><td>69,903</td><td>21,910</td></tr><tr><td>Income tax expense</td><td>11,582</td><td>3,135</td></tr><tr><td>Net income</td><td>$ 58,321</td><td>$ 18,775</td></tr><tr><td>Net income per share:</td><td></td><td></td></tr><tr><td>Basic</td><td>$ 2.40</td><td>$ 0.77</td></tr><tr><td>Diluted</td><td>$ 2.39</td><td>$ 0.76</td></tr><tr><td>Weighted average shares used in per share computation:</td><td></td><td></td></tr><tr><td>Basic</td><td>24,286</td><td>24,441</td></tr><tr><td>Diluted</td><td>24,391</td><td>24,611</td></tr></table>
+
+See accompanying Notes to Condensed Consolidated Financial Statements.
+
+## NVIDIA Corporation and Subsidiaries
+
+## Condensed Consolidated Statements of Comprehensive Income
+
+(In millions)
+
+(Unaudited)
+
+<table><tr><td></td><td colspan="2">Three Months Ended</td></tr><tr><td></td><td>Apr 26, 2026</td><td>Apr 27, 2025</td></tr><tr><td>Net income</td><td>$ 58,321</td><td>$ 18,775</td></tr><tr><td>Other comprehensive income (loss), net of tax</td><td></td><td></td></tr><tr><td>Available-for-sale securities:</td><td></td><td></td></tr><tr><td>Net change in unrealized gain (loss)</td><td>(78)</td><td>139</td></tr><tr><td>Cash flow hedges:</td><td></td><td></td></tr><tr><td>Net change in unrealized gain</td><td>37</td><td>19</td></tr><tr><td>Other comprehensive income (loss), net of tax</td><td>(41)</td><td>158</td></tr><tr><td>Total comprehensive income</td><td>$ 58,280</td><td>$ 18,933</td></tr></table>
+
+See accompanying Notes to Condensed Consolidated Financial Statements.
+
+NVIDIA Corporation and Subsidiaries
+Condensed Consolidated Balance Sheets  
+(In millions)  
+(Unaudited)
+
+<table><tr><td></td><td>Apr 26, 2026</td><td>Jan 25, 2026</td></tr><tr><td colspan="3">Assets</td></tr><tr><td colspan="3">Current assets:</td></tr><tr><td>Cash and cash equivalents</td><td>$ 13,237</td><td>$ 10,605</td></tr><tr><td>Marketable debt securities</td><td>37,098</td><td>39,065</td></tr><tr><td>Marketable equity securities</td><td>30,237</td><td>12,886</td></tr><tr><td>Accounts receivable, net</td><td>40,710</td><td>38,466</td></tr><tr><td>Inventories</td><td>25,797</td><td>21,403</td></tr><tr><td>Prepaid expenses and other current assets</td><td>3,916</td><td>3,180</td></tr><tr><td>Total current assets</td><td>150,995</td><td>125,605</td></tr><tr><td>Property and equipment, net</td><td>12,403</td><td>10,383</td></tr><tr><td>Operating lease assets</td><td>4,258</td><td>2,867</td></tr><tr><td>Goodwill</td><td>20,894</td><td>20,832</td></tr><tr><td>Intangible assets, net</td><td>3,120</td><td>3,306</td></tr><tr><td>Deferred income tax assets</td><td>11,707</td><td>13,258</td></tr><tr><td>Non-marketable securities</td><td>43,364</td><td>22,251</td></tr><tr><td>Other assets</td><td>12,733</td><td>8,301</td></tr><tr><td>Total assets</td><td>$ 259,474</td><td>$ 206,803</td></tr><tr><td colspan="3">Liabilities and Shareholders’ Equity</td></tr><tr><td colspan="3">Current liabilities:</td></tr><tr><td>Accounts payable</td><td>$ 13,097</td><td>$ 9,812</td></tr><tr><td>Accrued and other current liabilities</td><td>29,787</td><td>21,352</td></tr><tr><td>Short-term debt</td><td>1,000</td><td>999</td></tr><tr><td>Total current liabilities</td><td>43,884</td><td>32,163</td></tr><tr><td>Long-term debt</td><td>7,470</td><td>7,469</td></tr><tr><td>Long-term operating lease liabilities</td><td>3,878</td><td>2,572</td></tr><tr><td>Other long-term liabilities</td><td>8,768</td><td>7,306</td></tr><tr><td>Total liabilities</td><td>64,000</td><td>49,510</td></tr><tr><td colspan="3">Commitments and contingencies</td></tr><tr><td colspan="3">Shareholders’ equity:</td></tr><tr><td>Preferred stock</td><td>—</td><td>—</td></tr><tr><td>Common stock</td><td>24</td><td>24</td></tr><tr><td>Additional paid-in capital</td><td>10,275</td><td>10,118</td></tr><tr><td>Accumulated other comprehensive income</td><td>137</td><td>178</td></tr><tr><td>Retained earnings</td><td>185,038</td><td>146,973</td></tr><tr><td>Total shareholders’ equity</td><td>195,474</td><td>157,293</td></tr><tr><td>Total liabilities and shareholders’ equity</td><td>$ 259,474</td><td>$ 206,803</td></tr></table>
+
+See accompanying Notes to Condensed Consolidated Financial Statements.
+
+NVIDIA Corporation and Subsidiaries
+Condensed Consolidated Statements of Shareholders' Equity
+(Unaudited)
+
+<table><tr><td rowspan="2"></td><td colspan="2">Common Stock Outstanding</td><td rowspan="2">Additional Paid-in Capital</td><td rowspan="2">Accumulated Other Comprehensive Income</td><td rowspan="2">Retained Earnings</td><td rowspan="2">Total Shareholders’ Equity</td></tr><tr><td>Shares</td><td>Amount</td></tr><tr><td colspan="7">(In millions, except per share data)</td></tr><tr><td>Balances as of Jan 25, 2026</td><td>24,304</td><td>$ 24</td><td>$ 10,118</td><td>$ 178</td><td>$ 146,973</td><td>$ 157,293</td></tr><tr><td>Net income</td><td>—</td><td>—</td><td>—</td><td>—</td><td>58,321</td><td>58,321</td></tr><tr><td>Other comprehensive loss</td><td>—</td><td>—</td><td>—</td><td>(41)</td><td>—</td><td>(41)</td></tr><tr><td>Issuance of common stock</td><td>37</td><td>—</td><td>515</td><td>—</td><td>—</td><td>515</td></tr><tr><td>Tax withholding related to common stock</td><td>(12)</td><td>—</td><td>(2,129)</td><td>—</td><td>—</td><td>(2,129)</td></tr><tr><td>Shares repurchased</td><td>(108)</td><td>—</td><td>(157)</td><td>—</td><td>(20,013)</td><td>(20,170)</td></tr><tr><td>Cash dividends declared and paid ($0.01 per common share)</td><td>—</td><td>—</td><td>—</td><td>—</td><td>(243)</td><td>(243)</td></tr><tr><td>Stock-based compensation</td><td>—</td><td>—</td><td>1,928</td><td>—</td><td>—</td><td>1,928</td></tr><tr><td>Balances as of Apr 26, 2026</td><td>24,221</td><td>$ 24</td><td>$ 10,275</td><td>$ 137</td><td>$ 185,038</td><td>$ 195,474</td></tr><tr><td>Balances as of Jan 26, 2025</td><td>24,477</td><td>$ 24</td><td>$ 11,237</td><td>$ 28</td><td>$ 68,038</td><td>$ 79,327</td></tr><tr><td>Net income</td><td>—</td><td>—</td><td>—</td><td>—</td><td>18,775</td><td>18,775</td></tr><tr><td>Other comprehensive income</td><td>—</td><td>—</td><td>—</td><td>158</td><td>—</td><td>158</td></tr><tr><td>Issuance of common stock</td><td>50</td><td>—</td><td>370</td><td>—</td><td>—</td><td>370</td></tr><tr><td>Tax withholding related to common stock</td><td>(13)</td><td>—</td><td>(1,532)</td><td>—</td><td>—</td><td>(1,532)</td></tr><tr><td>Shares repurchased</td><td>(126)</td><td>—</td><td>(92)</td><td>—</td><td>(14,411)</td><td>(14,503)</td></tr><tr><td>Cash dividends declared and paid ($0.01 per common share)</td><td>—</td><td>—</td><td>—</td><td>—</td><td>(244)</td><td>(244)</td></tr><tr><td>Fair value of partially vested equity awards assumed in connection with acquisitions</td><td>—</td><td>—</td><td>22</td><td>—</td><td>—</td><td>22</td></tr><tr><td>Stock-based compensation</td><td>—</td><td>—</td><td>1,470</td><td>—</td><td>—</td><td>1,470</td></tr><tr><td>Balances as of Apr 27, 2025</td><td>24,388</td><td>$ 24</td><td>$ 11,475</td><td>$ 186</td><td>$ 72,158</td><td>$ 83,843</td></tr></table>
+
+See accompanying Notes to Condensed Consolidated Financial Statements.
+
+NVIDIA Corporation and Subsidiaries  
+Condensed Consolidated Statements of Cash Flows  
+(In millions)  
+(Unaudited)
+
+<table><tr><td></td><td colspan="2">Three Months Ended</td></tr><tr><td></td><td>Apr 26, 2026</td><td>Apr 27, 2025</td></tr><tr><td>Cash flows from operating activities:</td><td></td><td></td></tr><tr><td>Net income</td><td>$ 58,321</td><td>$ 18,775</td></tr><tr><td>Adjustments to reconcile net income to net cash provided by operating activities:</td><td></td><td></td></tr><tr><td>Stock-based compensation expense</td><td>1,928</td><td>1,474</td></tr><tr><td>Deferred income taxes</td><td>1,584</td><td>(2,177)</td></tr><tr><td>Depreciation and amortization</td><td>997</td><td>611</td></tr><tr><td>(Gains) losses from equity securities, net</td><td>(15,936)</td><td>175</td></tr><tr><td>Other</td><td>(94)</td><td>(98)</td></tr><tr><td>Changes in operating assets and liabilities, net of acquisitions:</td><td></td><td></td></tr><tr><td>Accounts receivable</td><td>(2,243)</td><td>933</td></tr><tr><td>Inventories</td><td>(4,420)</td><td>(1,258)</td></tr><tr><td>Prepaid expenses and other assets</td><td>(983)</td><td>560</td></tr><tr><td>Accounts payable</td><td>2,210</td><td>941</td></tr><tr><td>Accrued and other current liabilities</td><td>7,763</td><td>7,128</td></tr><tr><td>Other long-term liabilities</td><td>1,217</td><td>350</td></tr><tr><td>Net cash provided by operating activities</td><td>50,344</td><td>27,414</td></tr><tr><td>Cash flows from investing activities:</td><td></td><td></td></tr><tr><td>Proceeds from maturities of marketable debt securities</td><td>1,946</td><td>3,122</td></tr><tr><td>Proceeds from sales of non-marketable securities</td><td>26</td><td>—</td></tr><tr><td>Proceeds from sales of marketable debt securities</td><td>25</td><td>467</td></tr><tr><td>Purchases of non-marketable securities</td><td>(18,582)</td><td>(649)</td></tr><tr><td>Purchases of marketable debt and equity securities</td><td>(8,000)</td><td>(6,546)</td></tr><tr><td>Purchases related to property and equipment and intangible assets</td><td>(1,757)</td><td>(1,227)</td></tr><tr><td>Acquisitions, net of cash acquired</td><td>(87)</td><td>(383)</td></tr><tr><td>Net cash used in investing activities</td><td>(26,429)</td><td>(5,216)</td></tr><tr><td>Cash flows from financing activities:</td><td></td><td></td></tr><tr><td>Proceeds related to employee stock plans</td><td>515</td><td>370</td></tr><tr><td>Payments related to repurchases of common stock</td><td>(19,312)</td><td>(14,095)</td></tr><tr><td>Payments related to employee stock plan taxes</td><td>(2,129)</td><td>(1,532)</td></tr><tr><td>Dividends paid</td><td>(243)</td><td>(244)</td></tr><tr><td>Principal payments on property and equipment and intangible assets</td><td>(33)</td><td>(52)</td></tr><tr><td>Other</td><td>(81)</td><td>—</td></tr><tr><td>Net cash used in financing activities</td><td>(21,283)</td><td>(15,553)</td></tr><tr><td>Change in cash and cash equivalents</td><td>2,632</td><td>6,645</td></tr><tr><td>Cash and cash equivalents at beginning of period</td><td>10,605</td><td>8,589</td></tr><tr><td>Cash and cash equivalents at end of period</td><td>$ 13,237</td><td>$ 15,234</td></tr></table>
+
+See accompanying Notes to Condensed Consolidated Financial Statements.
+
+# NVIDIA Corporation and Subsidiaries Notes to Condensed Consolidated Financial Statements (Unaudited)
+
+## Note 1 - Summary of Significant Accounting Policies
+
+## Basis of Presentation
+
+The accompanying unaudited condensed consolidated financial statements were prepared in accordance with accounting principles generally accepted in the United States of America, or U.S. GAAP, for interim financial information and with the instructions to Form 10-Q and Article 10 of Securities and Exchange Commission, or SEC, Regulation S-X. The January 25, 2026 consolidated balance sheet was derived from our audited consolidated financial statements included in our Annual Report on Form 10-K for the fiscal year ended January 25, 2026, as filed with the SEC, but does not include all disclosures required by U.S. GAAP. In the opinion of management, all adjustments, consisting only of normal recurring adjustments considered necessary for a fair presentation of results of operations and financial position, have been included. The results for the interim periods presented are not necessarily indicative of the results expected for any future period. The following information should be read in conjunction with the audited consolidated financial statements and notes thereto included in our Annual Report on Form 10-K for the fiscal year ended January 25, 2026.
+
+Certain prior fiscal year balances have been reclassified to conform to the current period presentation.
+
+## Significant Accounting Policies
+
+There have been no material changes to our significant accounting policies disclosed in Note 1 - Organization and Summary of Significant Accounting Policies, of the Notes to the Consolidated Financial Statements included in our Annual Report on Form 10-K for the fiscal year ended January 25, 2026.
+
+## Fiscal Year
+
+Fiscal year 2027 is a 53-week year and fiscal year 2026 was a 52-week year, both ending on the last Sunday in January. The first quarters of fiscal years 2027 and 2026 were both 13-week quarters. The fourth quarter of fiscal year 2027 will be a 14-week quarter.
+
+## Principles of Consolidation
+
+Our condensed consolidated financial statements include the accounts of NVIDIA Corporation and our wholly owned subsidiaries. All intercompany balances and transactions have been eliminated in consolidation.
+
+## Use of Estimates
+
+The preparation of financial statements in conformity with U.S. GAAP requires management to make estimates and assumptions that affect the reported amounts of assets and liabilities and disclosures of contingent assets and liabilities at the date of the financial statements and the reported amounts of revenue and expenses during the reporting period. Actual results could differ materially from our estimates.
+
+## Recently Issued Accounting Pronouncements
+
+## Recent Accounting Pronouncements Not Yet Adopted
+
+In November 2024, the Financial Accounting Standards Board, or FASB, issued a new accounting standard requiring disclosures of certain additional expense information on an annual and interim basis, including, among other items, the amounts of purchases of inventory, employee compensation, depreciation and intangible asset amortization included within each income statement expense caption, as applicable. We will adopt this standard in the fiscal year 2028 annual report. We do not expect the adoption of this standard to have a material impact on our Consolidated Financial Statements other than additional disclosures.
+
+## Note 2 - Stock-Based Compensation
+
+We recognize stock-based compensation expense from grants of restricted stock units, or RSUs, performance stock units, or PSUs, and market-based PSUs, and issuances under our employee stock purchase plan, or ESPP.
+
+# NVIDIA Corporation and Subsidiaries Notes to Condensed Consolidated Financial Statements (Continued) (Unaudited)
+
+Condensed Consolidated Statements of Income include stock-based compensation expense as follows:
+
+<table><tr><td rowspan="3"></td><td colspan="2">Three Months Ended</td></tr><tr><td>Apr 26, 2026</td><td>Apr 27, 2025</td></tr><tr><td colspan="2">(In millions)</td></tr><tr><td>Cost of revenue</td><td>$ 68</td><td>$ 64</td></tr><tr><td>Research and development</td><td>1,459</td><td>1,063</td></tr><tr><td>Sales, general and administrative</td><td>401</td><td>347</td></tr><tr><td>Total</td><td>$ 1,928</td><td>$ 1,474</td></tr></table>
+
+## Equity Award Activity
+
+The following is a summary of our equity award transactions under our equity incentive plans:
+
+RSUs, PSUs and Market-based PSUs Outstanding
+
+<table><tr><td rowspan="2"></td><td>Number of Shares</td><td>Weighted Average Grant-Date Fair Value Per Share</td></tr><tr><td colspan="2">(In millions, except per share data)</td></tr><tr><td>Balance as of Jan 25, 2026</td><td>189</td><td>$ 81.51</td></tr><tr><td>Granted</td><td>44</td><td>$ 181.73</td></tr><tr><td>Vested</td><td>(31)</td><td>$ 48.04</td></tr><tr><td>Canceled and forfeited</td><td>(2)</td><td>$ 95.82</td></tr><tr><td>Balance as of Apr 26, 2026</td><td>200</td><td>$ 108.92</td></tr></table>
+
+As of April 26, 2026, aggregate unearned stock-based compensation expense was \$20.8 billion, which is expected to be recognized over a weighted average period of 2.6 years for RSUs, PSUs, and market-based PSUs, and one year for ESPP.
+
+## Note 3 - Net Income Per Share
+
+The following is the basic and diluted net income per share computations for the periods presented:
+
+<table><tr><td rowspan="3"></td><td colspan="2">Three Months Ended</td></tr><tr><td>Apr 26, 2026</td><td>Apr 27, 2025</td></tr><tr><td colspan="2">(In millions, except per share data)</td></tr><tr><td colspan="3">Numerator:</td></tr><tr><td>Net income</td><td>$ 58,321</td><td>$ 18,775</td></tr><tr><td colspan="3">Denominator:</td></tr><tr><td>Basic weighted average shares</td><td>24,286</td><td>24,441</td></tr><tr><td>Dilutive impact of outstanding equity awards</td><td>105</td><td>170</td></tr><tr><td>Diluted weighted average shares</td><td>24,391</td><td>24,611</td></tr><tr><td colspan="3">Net income per share:</td></tr><tr><td>Basic (1)</td><td>$ 2.40</td><td>$ 0.77</td></tr><tr><td>Diluted (2)</td><td>$ 2.39</td><td>$ 0.76</td></tr><tr><td>Anti-dilutive equity awards excluded from diluted net income per share</td><td>47</td><td>62</td></tr></table>
+
+(1) Net income divided by basic weighted average shares.  
+(2) Net income divided by diluted weighted average shares.
+
+Diluted net income per share was computed using the weighted average number of common and potentially dilutive shares outstanding during the period, using the treasury stock method.
+
+## NVIDIA Corporation and Subsidiaries Notes to Condensed Consolidated Financial Statements (Continued) (Unaudited)
+
+## Note 4 - Amortizable Intangible Assets and Goodwill
+
+The components of our amortizable intangible assets are as follows:
+
+<table><tr><td rowspan="3"></td><td colspan="3">Apr 26, 2026</td><td colspan="3">Jan 25, 2026</td></tr><tr><td>Gross Carrying Amount</td><td>Accumulated Amortization</td><td>Net Carrying Amount</td><td>Gross Carrying Amount</td><td>Accumulated Amortization</td><td>Net Carrying Amount</td></tr><tr><td colspan="6">(In millions)</td></tr><tr><td>Acquisition-related intangible assets</td><td>$ 5,658</td><td>$ (2,759)</td><td>$ 2,899</td><td>$ 5,656</td><td>$ (2,580)</td><td>$ 3,076</td></tr><tr><td>Patents and licensed technology</td><td>525</td><td>(304)</td><td>221</td><td>528</td><td>(298)</td><td>230</td></tr><tr><td>Total intangible assets</td><td>$ 6,183</td><td>$ (3,063)</td><td>$ 3,120</td><td>$ 6,184</td><td>$ (2,878)</td><td>$ 3,306</td></tr></table>
+
+Amortization expense associated with intangible assets was \$232 million and \$159 million for the first quarter of fiscal years 2027 and 2026, respectively.
+
+The following table outlines the estimated future amortization expense related to the net carrying amount of intangible assets as of April 26, 2026:
+
+<table><tr><td></td><td>Future Amortization Expense(In millions)</td></tr><tr><td>Fiscal Year:</td><td></td></tr><tr><td>2027 (excluding the first quarter of fiscal year 2027)</td><td>$ 689</td></tr><tr><td>2028</td><td>754</td></tr><tr><td>2029</td><td>610</td></tr><tr><td>2030</td><td>516</td></tr><tr><td>2031</td><td>468</td></tr><tr><td>2032 and thereafter</td><td>83</td></tr><tr><td>Total</td><td>$ 3,120</td></tr></table>
+
+In the first quarter of fiscal year 2027, goodwill increased by \$62 million from acquisitions and was allocated to our Compute \& Networking reporting unit.
+
+# NVIDIA Corporation and Subsidiaries Notes to Condensed Consolidated Financial Statements (Continued) (Unaudited)
+
+## Note 5 - Cash Equivalents and Marketable Securities
+
+Cash equivalents and marketable securities including debt and equity securities are measured at fair value using quoted prices in active markets for identical assets (Level 1) or for similar assets or use of other observable inputs (Level 2).
+
+The following is a summary of cash equivalents and marketable securities:
+
+Apr 26, 2026
+
+<table><tr><td rowspan="3"></td><td rowspan="2">Pricing Category</td><td rowspan="2">Cost or Amortized Cost</td><td rowspan="2">Unrealized Gain</td><td rowspan="2">Unrealized Loss</td><td rowspan="2">Estimated Fair Value</td><td colspan="4">Reported as</td></tr><tr><td>Cash Equivalents</td><td>Marketable Debt Securities</td><td>Marketable Equity Securities</td><td>Other Assets</td></tr><tr><td colspan="9">(In millions)</td></tr><tr><td>Debt securities issued by the U.S. Treasury</td><td>Level 2</td><td>$ 21,883</td><td>$ 43</td><td>$ (8)</td><td>$ 21,918</td><td>$ 470</td><td>$ 21,448</td><td>$ —</td><td>$ —</td></tr><tr><td>Corporate debt securities</td><td>Level 2</td><td>15,092</td><td>48</td><td>(8)</td><td>15,132</td><td>1,533</td><td>13,599</td><td>—</td><td>—</td></tr><tr><td>Debt securities issued by U.S. government agencies</td><td>Level 2</td><td>2,009</td><td>2</td><td>(1)</td><td>2,010</td><td>—</td><td>2,010</td><td>—</td><td>—</td></tr><tr><td>Certificates of deposit</td><td>Level 2</td><td>132</td><td>—</td><td>—</td><td>132</td><td>132</td><td>—</td><td>—</td><td>—</td></tr><tr><td>Foreign government bonds</td><td>Level 2</td><td>40</td><td>1</td><td>—</td><td>41</td><td>—</td><td>41</td><td>—</td><td>—</td></tr><tr><td>Money market funds</td><td>Level 1</td><td>10,212</td><td>—</td><td>—</td><td>10,212</td><td>10,212</td><td>—</td><td>—</td><td>—</td></tr><tr><td>Publicly-held equity securities (1) (2)</td><td>Level 1</td><td></td><td></td><td></td><td>29,887</td><td>—</td><td>—</td><td>21,023</td><td>8,864</td></tr><tr><td>Publicly-held equity securities (1) (3)</td><td>Level 2</td><td></td><td></td><td></td><td>9,214</td><td>—</td><td>—</td><td>9,214</td><td>—</td></tr><tr><td>Total</td><td></td><td>$ 49,368</td><td>$ 94</td><td>$ (17)</td><td>$ 88,546</td><td>$ 12,347</td><td>$ 37,098</td><td>$ 30,237</td><td>$ 8,864</td></tr></table>
+
+(1) The balance as of April 26, 2026 included \$27.4 billion of investments, which are subject to short-term lock-up restrictions on the ability to sell.  
+(2) The long-term portion of publicly-held equity securities, which are subject to lock-up restrictions through December 2027 of \$8.9 billion as of April 26, 2026, was included in Other assets.  
+(3) The publicly-held equity securities classified in Level 2 include investments in warrants and preferred stock convertible to common stock in public companies.
+
+Publicly-held equity securities are subject to market price volatility. Net unrealized gains on investments in publicly-held equity securities held at period end were \$13.4 billion for the first quarter of fiscal year 2027. Net unrealized losses on investments in publicly-held equity securities held at period end were \$222 million for the first quarter of fiscal year 2026. Unrealized gains and losses are recognized in Other income (expense), net, in the Condensed Consolidated Statements of Income.
+
+# NVIDIA Corporation and Subsidiaries Notes to Condensed Consolidated Financial Statements (Continued) (Unaudited)
+
+Jan 25, 2026
+
+<table><tr><td rowspan="3"></td><td rowspan="2">Pricing Category</td><td rowspan="2">Cost or Amortized Cost</td><td rowspan="2">Unrealized Gain</td><td rowspan="2">Unrealized Loss</td><td rowspan="2">Estimated Fair Value</td><td colspan="4">Reported as</td></tr><tr><td>Cash Equivalents</td><td>Marketable Debt Securities</td><td>Marketable Equity Securities</td><td>Other Assets</td></tr><tr><td colspan="9">(In millions)</td></tr><tr><td>Debt securities issued by the U.S. Treasury</td><td>Level 2</td><td>$ 21,635</td><td>$ 77</td><td>$ (3)</td><td>$ 21,709</td><td>$ —</td><td>$ 21,709</td><td>$ —</td><td>$ —</td></tr><tr><td>Corporate debt securities</td><td>Level 2</td><td>15,410</td><td>92</td><td>(3)</td><td>15,499</td><td>345</td><td>15,154</td><td>—</td><td>—</td></tr><tr><td>Debt securities issued by U.S. government agencies</td><td>Level 2</td><td>2,157</td><td>4</td><td>—</td><td>2,161</td><td>—</td><td>2,161</td><td>—</td><td>—</td></tr><tr><td>Certificates of deposit</td><td>Level 2</td><td>110</td><td>—</td><td>—</td><td>110</td><td>110</td><td>—</td><td>—</td><td>—</td></tr><tr><td>Foreign government bonds</td><td>Level 2</td><td>40</td><td>1</td><td>—</td><td>41</td><td>—</td><td>41</td><td>—</td><td>—</td></tr><tr><td>Money market funds</td><td>Level 1</td><td>7,830</td><td>—</td><td>—</td><td>7,830</td><td>7,830</td><td>—</td><td>—</td><td>—</td></tr><tr><td>Publicly-held equity securities (1) (2)</td><td>Level 1</td><td></td><td></td><td></td><td>17,726</td><td>—</td><td>—</td><td>12,886</td><td>4,840</td></tr><tr><td>Total</td><td></td><td>$ 47,182</td><td>$ 174</td><td>$ (6)</td><td>$ 65,076</td><td>$ 8,285</td><td>$ 39,065</td><td>$ 12,886</td><td>$ 4,840</td></tr></table>
+
+(1) The balance as of January 25, 2026 included \$10.5 billion of investments that are subject to short-term lock-up restrictions on the ability to sell.  
+(2) The long-term portion of publicly-held equity securities, which are subject to lock-up restrictions through December 2027 of \$4.8 billion as of January 25, 2026, was included in Other assets.
+
+The following table provides the breakdown of unrealized losses, aggregated by investment category and length of time that individual debt securities have been in a continuous loss position:
+
+<table><tr><td rowspan="4"></td><td colspan="2">Apr 26, 2026</td><td colspan="2">Jan 25, 2026</td></tr><tr><td colspan="2">Less than 12 months</td><td colspan="2">Less than 12 months</td></tr><tr><td>Estimated Fair Value</td><td>Gross Unrealized Loss</td><td>Estimated Fair Value</td><td>Gross Unrealized Loss</td></tr><tr><td colspan="4">(In millions)</td></tr><tr><td>Debt securities issued by the U.S. Treasury</td><td>$ 12,238</td><td>$ (8)</td><td>$ 10,666</td><td>$ (3)</td></tr><tr><td>Corporate debt securities</td><td>2,658</td><td>(8)</td><td>1,332</td><td>(3)</td></tr><tr><td>Debt securities issued by U.S. government agencies</td><td>1,291</td><td>(1)</td><td>1,134</td><td>—</td></tr><tr><td>Total</td><td>$ 16,187</td><td>$ (17)</td><td>$ 13,132</td><td>$ (6)</td></tr></table>
+
+Gross unrealized losses are related to fixed income securities, driven primarily by changes in interest rates.
+
+The estimated fair values of debt securities included in cash equivalents and marketable debt securities are shown below by contractual maturity.
+
+<table><tr><td></td><td>Apr 26, 2026(In millions)</td></tr><tr><td>Less than one year</td><td>$ 24,307</td></tr><tr><td>Due in 1 - 5 years</td><td>14,926</td></tr><tr><td>Total</td><td>$ 39,233</td></tr></table>
+
+# NVIDIA Corporation and Subsidiaries Notes to Condensed Consolidated Financial Statements (Continued) (Unaudited)
+
+## Note 6 - Non-marketable Securities
+
+## Non-marketable Equity Securities
+
+Our non-marketable equity securities are primarily in privately-held companies carried at cost less impairment, and adjusted for observable price changes. We value investments using observable comparable transactions and other inputs including volatility, expected time to liquidity, the risk-free rate, and security-specific rights and obligations.
+
+Adjustments to the carrying value of privately-held securities:
+
+<table><tr><td rowspan="3"></td><td colspan="2">Three Months Ended</td></tr><tr><td>Apr 26, 2026</td><td>Apr 27, 2025</td></tr><tr><td colspan="2">(In millions)</td></tr><tr><td>Balance at beginning of period</td><td>$ 22,251</td><td>$ 3,387</td></tr><tr><td>Adjustments related to non-marketable equity securities:</td><td></td><td></td></tr><tr><td>Net additions</td><td>17,899</td><td>649</td></tr><tr><td>Unrealized gains (1)</td><td>2,603</td><td>63</td></tr><tr><td>Reclassification (2)</td><td>(389)</td><td>(843)</td></tr><tr><td>Impairments and unrealized losses</td><td>(28)</td><td>(16)</td></tr><tr><td>Balance at end of period</td><td>$ 42,336</td><td>$ 3,240</td></tr></table>
+
+(1) Unrealized gains are recognized in Other income (expense), net, in the Condensed Consolidated Statements of Income.  
+(2) Includes primarily reclassifications to marketable securities following public market trading.
+
+Non-marketable equity securities had cumulative gross unrealized gains of \$5.3 billion and \$396 million, and cumulative gross unrealized losses and impairments of \$199 million and \$110 million as of April 26, 2026 and April 27, 2025, respectively.
+
+## Equity Method Investments
+
+We have \$1.0 billion of investments in infrastructure funds accounted for using the equity method as of April 26, 2026. Our maximum loss exposure under these investments, including invested and future committed amounts, was \$2.3 billion as of April 26, 2026.
+
+## Investment Commitments
+
+Total Investment commitments were \$27 billion as of April 26, 2026, subject to certain contingencies, which we expect will be made through the remainder of fiscal year 2027.
+
+## Note 7 - Balance Sheet Components
+
+We refer to customers who purchase products directly from NVIDIA as direct customers, such as add-in board manufacturers, or AIBs, distributors, original design manufacturers, or ODMs, original equipment manufacturers, or OEMs, cloud service providers, or CSPs, AI model makers, and system integrators. Certain direct customers may use either internal resources or third-party system integrators to complete their build. Three direct customers accounted for 30%, 18%, and 16% of our accounts receivable balance as of April 26, 2026. Three direct customers accounted for 25%, 18%, and 13% of our accounts receivable balance as of January 25, 2026.
+
+Certain balance sheet components were as follows:
+
+<table><tr><td></td><td>Apr 26, 2026</td><td>Jan 25, 2026</td></tr><tr><td>Inventories:</td><td colspan="2">(In millions)</td></tr><tr><td>Raw materials</td><td>$ 6,647</td><td>$ 3,807</td></tr><tr><td>Work in process</td><td>9,949</td><td>8,822</td></tr><tr><td>Finished goods</td><td>9,201</td><td>8,774</td></tr><tr><td>Total inventories (1)</td><td>$ 25,797</td><td>$ 21,403</td></tr></table>
+
+(1) We recorded inventory provisions of \$0.8 billion and \$2.3 billion for the first quarter of fiscal years 2027 and 2026, respectively, in Cost of revenue.
+
+# NVIDIA Corporation and Subsidiaries Notes to Condensed Consolidated Financial Statements (Continued) (Unaudited)
+
+## Property and Equipment:
+
+Property, equipment and intangible assets acquired but not paid for the first quarter of fiscal years 2027 and 2026 were \$1.1 billion and \$408 million, respectively.
+
+<table><tr><td></td><td>Apr 26, 2026</td><td>Jan 25, 2026</td></tr><tr><td>Accrued and Other Current Liabilities:</td><td colspan="2">(In millions)</td></tr><tr><td>Taxes payable</td><td>$ 10,638</td><td>$ 2,669</td></tr><tr><td>Customer program accruals</td><td>4,182</td><td>5,318</td></tr><tr><td>Accrued purchase consideration (1)</td><td>3,957</td><td>3,921</td></tr><tr><td>Excess inventory purchase obligations (2)</td><td>3,121</td><td>2,739</td></tr><tr><td>Product warranty</td><td>2,948</td><td>2,807</td></tr><tr><td>Deferred revenue (3)</td><td>1,714</td><td>1,379</td></tr><tr><td>Accrued payroll and related expenses</td><td>1,033</td><td>1,146</td></tr><tr><td>Other</td><td>2,194</td><td>1,373</td></tr><tr><td>Total accrued and other current liabilities</td><td>$ 29,787</td><td>$ 21,352</td></tr></table>
+
+(1) Related to the Groq, Inc. non-exclusive license agreement.  
+(2) We recorded \$0.3 billion and \$3.0 billion for the first quarter of fiscal years 2027 and 2026, respectively, in Cost of revenue.  
+(3) Includes customer advances and unearned revenue related to hardware and software support, cloud services, and license and development arrangements. The balance as of April 26, 2026 and January 25, 2026 included \$297 million and \$160 million of customer advances, respectively.
+
+<table><tr><td></td><td>Apr 26, 2026</td><td>Jan 25, 2026</td></tr><tr><td>Other Long-Term Liabilities:</td><td colspan="2">(In millions)</td></tr><tr><td>Income tax payable (1)</td><td>$ 4,830</td><td>$ 3,958</td></tr><tr><td>Deferred income tax</td><td>1,798</td><td>1,774</td></tr><tr><td>Deferred revenue (2)</td><td>1,403</td><td>1,193</td></tr><tr><td>Other</td><td>737</td><td>381</td></tr><tr><td>Total other long-term liabilities</td><td>$ 8,768</td><td>$ 7,306</td></tr></table>
+
+(1) Primarily comprised of unrecognized tax benefits and related interest and penalties.  
+(2) Includes unearned revenue related to hardware and software support and cloud services.
+
+## Deferred Revenue
+
+The following table shows the changes in short- and long-term deferred revenue during the first quarter of fiscal years 2027 and 2026:
+
+Three Months Ended
+
+<table><tr><td></td><td>Apr 26, 2026</td><td>Apr 27, 2025</td></tr><tr><td></td><td colspan="2">(In millions)</td></tr><tr><td>Balance at beginning of period</td><td>$ 2,572</td><td>$ 1,813</td></tr><tr><td>Deferred revenue additions (1)</td><td>2,530</td><td>6,493</td></tr><tr><td>Revenue recognized (2)</td><td>(1,985)</td><td>(6,228)</td></tr><tr><td>Balance at end of period</td><td>$ 3,117</td><td>$ 2,078</td></tr></table>
+
+(1) Includes \$1.7 billion and \$6.2 billion of customer advances for the first quarter of fiscal years 2027 and 2026, respectively.  
+(2) Includes \$1.6 billion and \$6.0 billion related to customer advances for the first quarter of fiscal years 2027 and 2026, respectively.
+
+We recognized revenue of \$451 million and \$265 million in the first quarter of fiscal years 2027 and 2026, respectively, that was included in the prior year-end deferred revenue balance.
+
+As of April 26, 2026, revenue related to remaining performance obligations from contracts greater than one year in length was \$2.6 billion, which includes \$2.3 billion from deferred revenue and \$304 million, which has not yet been billed or
+
+# NVIDIA Corporation and Subsidiaries Notes to Condensed Consolidated Financial Statements (Continued) (Unaudited)
+
+recognized as revenue. Approximately 40% of revenue from contracts greater than one year in length will be recognized over the next twelve months.
+
+## Note 8 - Derivative Financial Instruments
+
+## Foreign Currency Derivatives
+
+We primarily utilize foreign currency forward contracts to mitigate the impact of foreign currency exchange rate movements on our operating expenses. These foreign currency forward contracts for operating expenses are designated as accounting hedges. Gains or losses on the contracts are recorded in Accumulated other comprehensive income or loss and reclassified to Operating expenses when the related operating expenses are recognized in earnings. During the first quarter of fiscal years 2027 and 2026, the impact of foreign currency forward contracts designated as accounting hedges on other comprehensive income or loss was not significant and all such instruments were determined to be highly effective.
+
+We also entered into foreign currency forward contracts to mitigate the impact of foreign currency movements on monetary assets and liabilities. For our foreign currency contracts for assets and liabilities, the change in fair value of these non-designated contracts was recorded in Other income or expense and offsets the change in fair value of the hedged foreign currency denominated monetary assets and liabilities, which was also recorded in Other income (expense), net.
+
+The table below presents the notional value of our foreign currency contracts outstanding:
+
+<table><tr><td></td><td>Apr 26, 2026</td><td>Jan 25, 2026</td></tr><tr><td></td><td colspan="2">(In millions)</td></tr><tr><td>Designated as accounting hedges</td><td>$ 2,114</td><td>$ 1,765</td></tr><tr><td>Not designated as accounting hedges</td><td>$ 1,850</td><td>$ 2,332</td></tr></table>
+
+The fair values of our foreign currency contracts were not significant as of April 26, 2026 and January 25, 2026.
+
+As of April 26, 2026, all foreign currency contracts mature within 18 months. The expected realized gains and losses deferred into Accumulated other comprehensive income or loss related to foreign currency forward contracts within the next twelve months were not significant.
+
+## Facility Lease Guarantee
+
+In fiscal year 2026, we entered into agreements to guarantee partners' facility lease obligations in the event of their default in exchange for warrants. The maximum gross exposure under all agreements is \$3.5 billion, which is reduced as the partners make payments to the lessors over terms ranging from 5 to 7 years. The partners have placed \$712 million in escrow to mitigate our potential exposure. The guarantees, classified as credit derivatives with changes in fair value recognized in Other income (expense), net, were not material.
+
+## NVIDIA Corporation and Subsidiaries Notes to Condensed Consolidated Financial Statements (Continued) (Unaudited)
+
+Note 9 - Debt
+
+<table><tr><td rowspan="2"></td><td rowspan="2">Expected Remaining Term (years)</td><td rowspan="2">Effective Interest Rate</td><td>Apr 26, 2026</td><td>Jan 25, 2026</td></tr><tr><td colspan="2">(In millions)</td></tr><tr><td>3.20% Notes Due 2026</td><td>0.4</td><td>3.31%</td><td>$ 1,000</td><td>$ 1,000</td></tr><tr><td>1.55% Notes Due 2028</td><td>2.1</td><td>1.64%</td><td>1,250</td><td>1,250</td></tr><tr><td>2.85% Notes Due 2030</td><td>3.9</td><td>2.93%</td><td>1,500</td><td>1,500</td></tr><tr><td>2.00% Notes Due 2031</td><td>5.1</td><td>2.09%</td><td>1,250</td><td>1,250</td></tr><tr><td>3.50% Notes Due 2040</td><td>13.9</td><td>3.54%</td><td>1,000</td><td>1,000</td></tr><tr><td>3.50% Notes Due 2050</td><td>23.9</td><td>3.54%</td><td>2,000</td><td>2,000</td></tr><tr><td>3.70% Notes Due 2060</td><td>34.0</td><td>3.73%</td><td>500</td><td>500</td></tr><tr><td>Unamortized debt discount and issuance costs</td><td></td><td></td><td>(30)</td><td>(32)</td></tr><tr><td>Net carrying amount</td><td></td><td></td><td>$ 8,470</td><td>$ 8,468</td></tr><tr><td>Less short-term portion</td><td></td><td></td><td>(1,000)</td><td>(999)</td></tr><tr><td>Total long-term portion</td><td></td><td></td><td>$ 7,470</td><td>$ 7,469</td></tr></table>
+
+As of April 26, 2026 and January 25, 2026, the estimated fair value of debt was \$7.4 billion and \$7.5 billion, respectively. The estimated fair values are based on Level 2 inputs.
+
+Our notes are unsecured senior obligations. Existing and future liabilities of our subsidiaries will be effectively senior to the notes. Our notes pay interest semi-annually. We may redeem each of our notes prior to maturity, subject to a make-whole premium. The maturity dates of the notes are stated by calendar year.
+
+As of April 26, 2026, we complied with the required covenants, which are non-financial in nature, under the outstanding notes.
+
+As of April 26, 2026, our commercial paper program had a capacity of \$25.0 billion, with no amounts outstanding.
+
+## Note 10 - Commitments and Contingencies
+
+## Commitments
+
+Manufacturing, supply, and capacity commitments reflect data center-scale production and longer future ordering horizons across current and future product architectures. We enter into agreements with our supply vendors that allow them to procure inventory based upon our defined criteria, and in certain instances, these agreements are cancellable, able to be rescheduled, or adjustable for our business needs prior to placing firm orders. Changes to these agreements may result in additional costs. As of April 26, 2026, these commitments were \$119 billion for which \$95 billion will be paid in the remainder of fiscal year 2027 and the remaining balance will be paid in fiscal years 2028 through 2031.
+
+Multi-year cloud service agreement commitments as of April 26, 2026, were \$30 billion for which \$6 billion, \$7 billion, \$7 billion, \$5 billion, \$3 billion, and \$2 billion will be paid in the remainder of fiscal year 2027, each fiscal year from 2028 through 2031, and fiscal year 2032 and thereafter, respectively. Cloud service capacity may be reduced or terminated. Cloud service agreements will be primarily used to support our research and development efforts.
+
+Other vendor commitments were \$6 billion as of April 26, 2026, of which the majority will be paid through fiscal year 2027.
+
+# NVIDIA Corporation and Subsidiaries Notes to Condensed Consolidated Financial Statements (Continued) (Unaudited)
+
+## Accrual for Product Warranty Liabilities
+
+The estimated amount of product warranty liabilities was \$2.9 billion and \$2.8 billion as of April 26, 2026 and January 25, 2026, respectively. The estimated product returns and product warranty activity consisted of the following:
+
+<table><tr><td rowspan="3"></td><td colspan="2">Three Months Ended</td></tr><tr><td>Apr 26, 2026</td><td>Apr 27, 2025</td></tr><tr><td colspan="2">(In millions)</td></tr><tr><td>Balance at beginning of period</td><td>$ 2,807</td><td>$ 1,290</td></tr><tr><td>Additions</td><td>330</td><td>870</td></tr><tr><td>Utilization</td><td>(189)</td><td>(80)</td></tr><tr><td>Balance at end of period</td><td>$ 2,948</td><td>$ 2,080</td></tr></table>
+
+For the first quarter of fiscal years 2027 and 2026, the additions in product warranty liabilities primarily related to our Compute & Networking segment.
+
+We have provided indemnities for matters such as tax, product, and employee liabilities. We have included intellectual property indemnification provisions in our technology-related agreements with third parties. Maximum potential future payments cannot be estimated because many of these agreements do not have a maximum stated liability. We have not recorded any liability in our Condensed Consolidated Financial Statements for such indemnifications.
+
+## Litigation
+
+## Securities Class Action and Derivative Lawsuits
+
+The plaintiffs in the putative securities class action lawsuit, captioned 4:18-cv-07669-HSG, initially filed on December 21, 2018 in the United States District Court for the Northern District of California, and titled In Re NVIDIA Corporation Securities Litigation, filed an amended complaint on May 13, 2020. The amended complaint asserted that NVIDIA and certain NVIDIA executives violated Section 10(b) of the Securities Exchange Act of 1934, as amended, or the Exchange Act, and SEC Rule 10b-5, by making materially false or misleading statements related to channel inventory and the impact of cryptocurrency mining on GPU demand between May 10, 2017 and November 14, 2018. Plaintiffs also alleged that the NVIDIA executives who they named as defendants violated Section 20(a) of the Exchange Act. Plaintiffs sought class certification, an award of unspecified compensatory damages, an award of reasonable costs and expenses, including attorneys' fees and expert fees, and further relief as the Court may deem just and proper. On March 2, 2021, the district court granted NVIDIA's motion to dismiss the complaint without leave to amend, entered judgment in favor of NVIDIA and closed the case. On March 30, 2021, plaintiffs filed an appeal from judgment in the United States Court of Appeals for the Ninth Circuit, case number 21-15604. On August 25, 2023, a majority of a three-judge Ninth Circuit panel affirmed in part and reversed in part the district court's dismissal of the case, with a third judge dissenting on the basis that the district court did not err in dismissing the case. NVIDIA filed a petition for a writ of certiorari on March 4, 2024. On June 17, 2024, the Supreme Court of the United States granted NVIDIA's petition for a writ of certiorari. After briefing and argument, the Supreme Court dismissed NVIDIA's writ of certiorari as improvidently granted on December 11, 2024, and issued judgment on January 13, 2025. On February 20, 2025, the Ninth Circuit's judgment, entered August 25, 2023 and corrected August 28, 2023, took effect, and the case was remanded to the district court for further proceedings. On March 25, 2026, the district court granted plaintiffs' motion for class certification and certified a class of investors consisting of all persons or entities who purchased or otherwise acquired NVIDIA common stock between August 10, 2017, and November 15, 2018, inclusive, excluding certain persons and entities, such as NVIDIA's officers and directors, and members of their immediate families, among others. On April 8, 2026, NVIDIA filed a petition with the Ninth Circuit for permission to appeal the district court's order pursuant to Federal Rule of Civil Procedure 23(f).
+
+The putative derivative lawsuit pending in the United States District Court for the Northern District of California, captioned 4:19-cv-00341-HSG, initially filed January 18, 2019 and titled In re NVIDIA Corporation Consolidated Derivative Litigation, was stayed pending resolution of the plaintiffs' appeal in the In Re NVIDIA Corporation Securities Litigation action. On February 22, 2022, the court administratively closed the case, but stated that it would reopen the case once the appeal in the In Re NVIDIA Corporation Securities Litigation action is resolved. The case has not yet been reopened by the court. The lawsuit asserts claims, purportedly on behalf of us, against certain officers and directors of the Company for breach of fiduciary duty, unjust enrichment, waste of corporate assets, and violations of Sections 14(a), 10(b), and 20(a) of the Exchange Act based on the dissemination of allegedly false and misleading statements related to channel inventory and the impact of cryptocurrency mining on GPU demand. The plaintiffs are seeking unspecified damages and other relief, including reforms and improvements to NVIDIA's corporate governance and internal procedures.
+
+The putative derivative actions initially filed September 24, 2019 and pending in the United States District Court for the District of Delaware, Lipchitz v. Huang, et al. (Case No. 1:19-cv-01795-MN) and Nelson v. Huang, et. al. (Case No. 1:19-
+
+# NVIDIA Corporation and Subsidiaries Notes to Condensed Consolidated Financial Statements (Continued) (Unaudited)
+
+cv-01798-MN), were stayed pending resolution of the plaintiffs' appeal in the In Re NVIDIA Corporation Securities Litigation action. On March 7, 2025, after the Supreme Court issued its judgment dismissing the Company's petition for writ of certiorari as improvidently granted in the In Re NVIDIA Securities Litigation action, the district court adopted the parties' stipulation to extend the stay until the final and complete resolution of the In Re NVIDIA Corporation Securities Litigation action. The lawsuits assert claims, purportedly on behalf of us, against certain officers and directors of the Company for breach of fiduciary duty, unjust enrichment, insider trading, misappropriation of information, corporate waste and violations of Sections 14(a), 10(b), and 20(a) of the Exchange Act based on the dissemination of allegedly false and misleading statements related to channel inventory and the impact of cryptocurrency mining on GPU demand. The plaintiffs seek unspecified damages and other relief, including disgorgement of profits from the sale of NVIDIA stock and unspecified corporate governance measures.
+
+Another putative derivative action was filed on October 30, 2023 in the Court of Chancery of the State of Delaware, captioned Horanic v. Huang, et al. (Case No. 2023-1096-KSJM). This lawsuit asserts claims, purportedly on behalf of us, against certain officers and directors of the Company for breach of fiduciary duty and insider trading based on the dissemination of allegedly false and misleading statements related to channel inventory and the impact of cryptocurrency mining on GPU demand. The plaintiffs seek unspecified damages and other relief, including disgorgement of profits from the sale of NVIDIA stock and reform of unspecified corporate governance measures. On August 11, 2025, the court granted the parties' stipulation to voluntarily dismiss with prejudice plaintiff City of Westland Police and Fire Retirement System. This derivative matter is stayed pending the final resolution of In Re NVIDIA Corporation Securities Litigation action.
+
+## Accounting for Loss Contingencies
+
+As of April 26, 2026, there are no accrued contingent liabilities associated with the legal proceedings described above based on our belief that liabilities, while reasonably possible, are not probable. Further, any possible loss or range of loss in these matters cannot be reasonably estimated at this time. We are engaged in legal actions not described above arising in the ordinary course of business, as well as regulatory and government inquiries and investigations, and, while there can be no assurance of favorable outcomes, we believe that the ultimate outcome of these matters will not have a material adverse effect on our operating results, liquidity or financial position. These matters are subject to inherent uncertainties and if the ultimate outcome is unfavorable, there exists the possibility of a material adverse impact on our operating results, liquidity or financial position in the period the outcome becomes estimable and probable.
+
+## Note 11 - Income Taxes
+
+Income tax expense was \$11.6 billion and \$3.1 billion for the first quarter of fiscal years 2027 and 2026, respectively. Income tax as a percentage of income before income tax was 16.6% and 14.3% for the first quarter of fiscal years 2027 and 2026, respectively.
+
+The effective tax rate increased primarily due to a lower percentage of tax benefits from stock-based compensation relative to the increase in income before income tax.
+
+Our effective tax rates for the first quarter of fiscal years 2027 and 2026 were lower than the U.S. federal statutory rate of 21% primarily due to tax benefits from foreign-derived deduction eligible income, income earned in jurisdictions that were subject to taxes at rates lower than the U.S. federal statutory tax rate, stock-based compensation, and the U.S. federal research tax credit.
+
+While we believe that we have adequately provided for all uncertain tax positions, or tax positions where we believe it is not more-likely-than-not that the position will be sustained upon review, amounts asserted by tax authorities could be greater or less than our accrued position. Accordingly, our provisions on federal, state and foreign tax related matters to be recorded in the future may change as revised estimates are made or the underlying matters are settled or otherwise resolved with the respective tax authorities.
+
+We are currently under examination by the Internal Revenue Service for our fiscal years 2023 and 2024.
+
+## Note 12 - Shareholders' Equity
+
+## Capital Return Program
+
+We repurchased 108 million and 126 million shares of our common stock for \$20.2 billion and \$14.5 billion during the first quarter of fiscal years 2027 and 2026, respectively. As of April 26, 2026, we were authorized, subject to certain specifications, to repurchase up to \$38.5 billion of our common stock.
+
+On May 18, 2026, our Board of Directors approved an additional \$80.0 billion in share repurchase authorization, without expiration.
+
+# NVIDIA Corporation and Subsidiaries Notes to Condensed Consolidated Financial Statements (Continued) (Unaudited)
+
+We paid cash dividends to our shareholders of \$243 million and \$244 million during the first quarter of fiscal years 2027 and 2026, respectively. On May 18, 2026, we increased our quarterly cash dividend from \$0.01 per share to \$0.25 per share to all shareholders of record on June 4, 2026. Our quarterly cash dividend will be paid on June 26, 2026.
+
+The payment of future cash dividends is subject to our Board of Directors' continuing determination that the declaration of dividends is in the best interests of our shareholders.
+
+## Note 13 - Segment Information
+
+Our Chief Executive Officer is our chief operating decision maker, or CODM, and reviews financial information presented on an operating segment basis for purposes of making decisions and assessing financial performance. Our CODM assesses operating performance of each segment based on regularly provided segment revenue and segment operating income. Operating results by segment include costs or expenses directly attributable to each segment, and costs or expenses that are leveraged across our unified architecture and therefore allocated between our two segments. Our CODM reviews expenses on a consolidated basis, and expenses attributable to each segment are not regularly provided to our CODM.
+
+The Compute & Networking segment includes our Data Center accelerated computing and networking platforms and AI solutions and software, and automotive platforms and autonomous and electric vehicle solutions including software.
+
+The Graphics segment includes GeForce GPUs for gaming and PCs, and Quadro/NVIDIA RTX GPUs for enterprise workstation graphics.
+
+Certain expenses are not allocated to either Compute & Networking or Graphics for purposes of making operating decisions or assessing financial performance. The expenses include stock-based compensation expense, corporate infrastructure and support costs, acquisition-related and other costs, and other non-recurring charges and benefits that our CODM deems to be enterprise in nature.
+
+Our CODM does not review any information regarding total assets on a reportable segment basis. There are no intersegment transactions. The accounting policies for segment reporting are the same as for our consolidated financial statements. The table below presents details of our reportable segments.
+
+<table><tr><td rowspan="2"></td><td rowspan="2">Compute &amp; Networking</td><td>Graphics</td><td rowspan="2">Total</td></tr><tr><td>(In millions)</td></tr><tr><td colspan="4">Three Months Ended Apr 26, 2026</td></tr><tr><td>Revenue</td><td>$ 74,550</td><td>$ 7,065</td><td>$ 81,615</td></tr><tr><td>Other segment items (1)</td><td>21,215</td><td>4,124</td><td>25,339</td></tr><tr><td>Operating income</td><td>$ 53,335</td><td>$ 2,941</td><td>$ 56,276</td></tr><tr><td colspan="4">Three Months Ended Apr 27, 2025</td></tr><tr><td>Revenue</td><td>$ 39,589</td><td>$ 4,473</td><td>$ 44,062</td></tr><tr><td>Other segment items (1)</td><td>17,535</td><td>2,833</td><td>20,368</td></tr><tr><td>Operating income</td><td>$ 22,054</td><td>$ 1,640</td><td>$ 23,694</td></tr></table>
+
+(1) Other segment items primarily include product costs and inventory provisions, compensation and benefits excluding stock-based compensation expense, computing infrastructure expenses, and engineering development costs.
+
+Depreciation and amortization expense attributable to our Compute & Networking segment was \$526 million and \$296 million for the first quarter of fiscal years 2027 and 2026, respectively. Depreciation and amortization expense attributable to our Graphics segment was \$194 million and \$109 million for the first quarter of fiscal years 2027 and 2026, respectively. Acquisition-related intangible amortization expense is not allocated to either Compute & Networking or Graphics for purposes of making operating decisions or assessing financial performance.
+
+# NVIDIA Corporation and Subsidiaries Notes to Condensed Consolidated Financial Statements (Continued) (Unaudited)
+
+Reconciliation of segment operating income to consolidated income before income tax for the first quarter of fiscal years 2027 and 2026 was as follows:
+
+<table><tr><td rowspan="3"></td><td colspan="2">Three Months Ended</td></tr><tr><td>Apr 26, 2026</td><td>Apr 27, 2025</td></tr><tr><td colspan="2">(In millions)</td></tr><tr><td>Segment operating income</td><td>$ 56,276</td><td>$ 23,694</td></tr><tr><td>Stock-based compensation expense</td><td>(1,928)</td><td>(1,474)</td></tr><tr><td>Unallocated operating expenses</td><td>(565)</td><td>(419)</td></tr><tr><td>Acquisition-related and other costs</td><td>(247)</td><td>(163)</td></tr><tr><td>Interest income</td><td>540</td><td>515</td></tr><tr><td>Interest expense</td><td>(102)</td><td>(63)</td></tr><tr><td>Other income (expense), net</td><td>15,929</td><td>(180)</td></tr><tr><td>Consolidated income before income tax</td><td>$ 69,903</td><td>$ 21,910</td></tr></table>
+
+Revenue by geographic area is based upon the location of the customers' headquarters. The end customer and shipping location may be different from our customers' headquarters location.
+
+<table><tr><td rowspan="3"></td><td colspan="2">Three Months Ended</td></tr><tr><td>Apr 26, 2026</td><td>Apr 27, 2025</td></tr><tr><td colspan="2">(In millions)</td></tr><tr><td colspan="3">Geographic Revenue based upon Customer Headquarters Location:</td></tr><tr><td>United States</td><td>$ 63,769</td><td>$ 25,685</td></tr><tr><td>Taiwan</td><td>12,006</td><td>7,648</td></tr><tr><td>China (including Hong Kong)</td><td>4,550</td><td>9,659</td></tr><tr><td>Other</td><td>1,290</td><td>1,070</td></tr><tr><td>Total revenue</td><td>$ 81,615</td><td>$ 44,062</td></tr></table>
+
+Revenue from sales to customers headquartered outside of the United States accounted for 22% of total revenue for the first quarter of fiscal year 2027 and 42% of total revenue for the first quarter of fiscal year 2026.
+
+We refer to customers who purchase products directly from NVIDIA as direct customers, such as AIBs, distributors, ODMs, OEMs, CSPs, AI model makers, and system integrators. Certain direct customers may use either internal resources or third-party system integrators to complete their build. We refer to indirect customers as those who purchase products through our direct customers; indirect customers include CSPs, AI Clouds, AI model makers, enterprises, and public sector entities. Our revenue is concentrated among a limited number of direct and indirect customers and this trend may continue.
+
+For the first quarter of fiscal year 2027, three direct customers represented 21%, 17%, and 16% of total revenue, all of which was primarily attributable to the Compute & Networking segment.
+
+For the first quarter of fiscal year 2026, sales to two direct customers represented 16% and 14% of total revenue, which were attributable to the Compute & Networking segment.
+
+# NVIDIA Corporation and Subsidiaries Notes to Condensed Consolidated Financial Statements (Continued) (Unaudited)
+
+In the first quarter of fiscal year 2027, we changed our presentation of revenue by market platform, and the comparable period has been recast as follows:
+
+<table><tr><td rowspan="3"></td><td colspan="2">Three Months Ended</td></tr><tr><td>Apr 26, 2026</td><td>Apr 27, 2025</td></tr><tr><td colspan="2">(In millions)</td></tr><tr><td>Revenue by Market Platform</td><td></td><td></td></tr><tr><td>Data Center</td><td>$ 75,246</td><td>$ 39,112</td></tr><tr><td>Hyperscale</td><td>37,869</td><td>17,599</td></tr><tr><td>AI Clouds, Industrial, &amp; Enterprise</td><td>37,377</td><td>21,513</td></tr><tr><td>Edge Computing</td><td>6,369</td><td>4,950</td></tr><tr><td>Total revenue</td><td>$ 81,615</td><td>$ 44,062</td></tr></table>
+
+## Note 14 - Leases
+
+Our lease obligations primarily consist of operating leases for our data centers and offices, with lease periods expiring between fiscal years 2027 and 2075.
+
+Future minimum lease obligations under our non-cancelable lease agreements as of April 26, 2026 were as follows:
+
+<table><tr><td></td><td>Operating Lease Obligations (In millions)</td></tr><tr><td colspan="2">Fiscal Year:</td></tr><tr><td>2027 (excluding the first quarter of fiscal 2027)</td><td>$ 460</td></tr><tr><td>2028</td><td>626</td></tr><tr><td>2029</td><td>602</td></tr><tr><td>2030</td><td>530</td></tr><tr><td>2031</td><td>462</td></tr><tr><td>2032 and thereafter</td><td>2,924</td></tr><tr><td>Total</td><td>5,604</td></tr><tr><td>Less imputed interest</td><td>1,260</td></tr><tr><td>Present value of net future minimum lease payments</td><td>4,344</td></tr><tr><td>Less short-term operating lease liabilities</td><td>466</td></tr><tr><td>Long-term operating lease liabilities</td><td>$ 3,878</td></tr></table>
+
+Between the second quarter of fiscal year 2027 and fiscal year 2033, we expect to commence leases with future obligations of \$32.4 billion, primarily for data center leases to support our research and development efforts, with lease terms of 3 to 20 years.
+
+Operating lease costs were \$171 million and \$101 million for the first quarter of fiscal years 2027 and 2026, respectively. Short-term, variable, and finance lease costs for the first quarter of fiscal years 2027 and 2026 were not significant.
+
+Other information related to leases was as follows:
+
+<table><tr><td rowspan="3"></td><td colspan="2">Three Months Ended</td></tr><tr><td>Apr 26, 2026</td><td>Apr 27, 2025</td></tr><tr><td colspan="2">(In millions)</td></tr><tr><td colspan="3">Supplemental cash flows information</td></tr><tr><td>Operating cash flow used for operating leases</td><td>$ 185</td><td>$ 96</td></tr><tr><td>Operating lease assets obtained in exchange for lease obligations</td><td>$ 1,516</td><td>$ 98</td></tr></table>
+
+## NVIDIA Corporation and Subsidiaries Notes to Condensed Consolidated Financial Statements (Continued) (Unaudited)
+
+As of April 26, 2026, our operating leases have a weighted average remaining lease term of 10.4 years and a weighted average discount rate of 4.61%. As of January 25, 2026, our operating leases had a weighted average remaining lease term of 8.8 years and a weighted average discount rate of 4.38%.
+
+## Item 2. Management's Discussion and Analysis of Financial Condition and Results of Operations
+
+## Forward-Looking Statements
+
+This Quarterly Report on Form 10-Q contains forward-looking statements within the meaning of Section 27A of the Securities Act of 1933, as amended, and Section 21E of the Securities Exchange Act of 1934, as amended, which are subject to the “safe harbor” created by those sections based on management’s beliefs and assumptions and on information currently available to management. In some cases, you can identify forward-looking statements by terms such as “may,” “will,” “should,” “could,” “goal,” “would,” “expect,” “plan,” “anticipate,” “believe,” “estimate,” “project,” “predict,” “potential” and similar expressions intended to identify forward-looking statements. These statements involve known and unknown risks, uncertainties and other factors, which may cause our actual results, performance, time frames or achievements to be materially different from any future results, performance, time frames or achievements expressed or implied by the forward-looking statements. We discuss many of these risks, uncertainties and other factors in this Quarterly Report on Form 10-Q and our Annual Report on Form 10-K for the fiscal year ended January 25, 2026 in greater detail under the heading “Risk Factors” of such reports. Given these risks, uncertainties, and other factors, you should not place undue reliance on these forward-looking statements. Also, these forward-looking statements represent our estimates and assumptions only as of the date of this filing. You should read this Quarterly Report on Form 10-Q completely and understand that our actual future results may be materially different from what we expect. We hereby qualify our forward-looking statements by these cautionary statements. Except as required by law, we assume no obligation to update these forward-looking statements publicly, or to update the reasons actual results could differ materially from those anticipated in these forward-looking statements, even if new information becomes available in the future.
+
+All references to “NVIDIA,” “we,” “us,” “our” or the “Company” mean NVIDIA Corporation and its subsidiaries.
+
+In addition, statements that “we believe” and similar statements reflect our beliefs and opinions on the relevant subject. These statements are based upon information available to us as of the filing date of this Quarterly Report on Form 10-Q, and while we believe such information forms a reasonable basis for such statements, such information may be limited or incomplete, and our statements should not be read to indicate that we have conducted an exhaustive inquiry into, or review of, all potentially available relevant information. These statements are inherently uncertain, and investors are cautioned not to unduly rely upon these statements.
+
+© 2026 NVIDIA Corporation. All rights reserved.
+
+The following discussion and analysis of our financial condition and results of operations should be read in conjunction with the risk factors set forth in Item 1A. "Risk Factors" of our Annual Report on Form 10-K for the fiscal year ended January 25, 2026 and Part II, Item 1A. "Risk Factors" of this Quarterly Report on Form 10-Q and our Condensed Consolidated Financial Statements and related Notes thereto, as well as other cautionary statements and risks described elsewhere in this Quarterly Report on Form 10-Q and our other filings with the SEC, before deciding to purchase, hold, or sell shares of our common stock.
+
+## Overview
+
+## Our Company and Our Businesses
+
+NVIDIA pioneered accelerated computing to help solve the most challenging computational problems. Since our original focus on PC graphics, we have expanded to several other large and important computationally intensive fields. Fueled by the sustained demand for exceptional 3D graphics and the scale of the gaming market, NVIDIA has leveraged its GPU architecture to create platforms for scientific computing, AI, data science, autonomous vehicles, robotics, and digital twin applications. NVIDIA is now a data center-scale AI infrastructure company reshaping all industries.
+
+Our two operating segments are “Compute & Networking” and “Graphics.” Refer to Note 13 of the Notes to Condensed Consolidated Financial Statements in Part I, Item 1 of this Quarterly Report on Form 10-Q for additional information.
+
+Headquartered in Santa Clara, California, NVIDIA was incorporated in California in April 1993 and reincorporated in Delaware in April 1998.
+
+## Recent Developments, Future Objectives and Challenges
+
+Revenue growth in the first quarter was driven by data center products for accelerated computing and AI solutions. Blackwell continued to account for the majority of our system shipments.
+
+The availability of data centers, energy, and capital to support the buildout of NVIDIA AI infrastructure by our customers and partners is crucial, and any shortage of these or other necessary resources could impact our future revenue and financial performance. Expanding energy capacity to meet demand is a complex, multi-year process that involves significant regulatory, technical, and construction challenges. In addition, access to capital can be particularly constrained for less-capitalized companies, which may face difficulties securing financing for large-scale infrastructure projects. These limitations could delay customer and partner deployments or reduce the scale of accelerated computing and AI adoption.
+
+We expect our Rubin platform to start shipping in the second half of fiscal year 2027. The complexity of bringing up our product architecture and sophisticated system configurations has caused and may in the future cause delays in production and create challenges in managing supply and demand. This could further result in revenue volatility, quality issues, increased inventory provisions, decreases in product yields and higher material costs, and/or increased warranty costs. Customers may postpone purchasing new architectures or may adopt new technologies more gradually than anticipated, affecting our revenue timing and supply chain expenses.
+
+Beginning in February 2026, the U.S. government, or USG, granted licenses that allow us to ship small amounts of H200 products to specific China-based customers. To date, we have not generated any revenue under the H200 licensing program, and do not yet know whether any imports will be allowed into China. The license requires that the H200s go through an inspection process in the United States prior to any shipment to the customer. As a result, any H200 shipped under the new licensing program will be subject to a 25% tariff upon importation into the United States.
+
+The recent rise in high-quality, open-source foundation models is making advanced AI capabilities broadly accessible. Open-source AI is dependent on developer adoption, and if deployed on our competitors' platforms, it could reduce demand for our products and services.
+
+We have made, and expect to continue making, investments in our ecosystem to enhance our growth opportunities, cultivate our ecosystem, and strengthen our competitive position. In the first quarter of fiscal year 2027, we made the following investments:
+
+- \$18.6 billion in private companies and infrastructure funds. Some of these investments include AI model makers that may indirectly purchase or use our products in the cloud.  
+• We made investments in publicly-held equity securities where the value may fluctuate significantly and could adversely affect our financial results.
+
+Our global supply chain for our networking products, including our Israel operations of approximately 5,900 employees supporting research and development, operations, and sales and marketing, has not been significantly impacted by the conflict in the Middle East. If the conflict escalates or extends, it could affect future product development, supply chain, and revenue, and create business uncertainty.
+
+Macroeconomic factors, including tariffs, inflation, interest changes, capital market volatility, global supply chain constraints, and global economic and geopolitical developments and conflicts, have direct and indirect impacts on our results of operations, particularly demand for our products. While difficult to isolate and quantify, these macroeconomic factors impact our supply chain and manufacturing costs, employee wages, costs for capital equipment, the value of our investments, revenue, and competitive position. Our product and solution pricing generally does not fluctuate with short-term changes in our costs. Within our supply chain, we continuously manage product availability and costs with our vendors.
+
+Refer to Part II, Item 1A, "Risk Factors" for a discussion of these factors and other risks.
+
+First Quarter of Fiscal Year 2027 Summary
+
+<table><tr><td rowspan="3"></td><td colspan="3">Three Months Ended</td><td rowspan="2" colspan="2">Quarter-over-Quarter Change</td><td rowspan="2" colspan="2">Year-over-Year Change</td></tr><tr><td>Apr 26, 2026</td><td>Jan 25, 2026</td><td>Apr 27, 2025</td></tr><tr><td colspan="7">($ in millions, except per share data)</td></tr><tr><td>Revenue</td><td>$ 81,615</td><td>$ 68,127</td><td>$ 44,062</td><td colspan="2">20 %</td><td colspan="2">85 %</td></tr><tr><td>Gross margin</td><td>74.9 %</td><td>75.0 %</td><td>60.5 %</td><td colspan="2">(0.1) pts</td><td colspan="2">14.4 pts</td></tr><tr><td>Operating expenses</td><td>$ 7,621</td><td>$ 6,794</td><td>$ 5,030</td><td colspan="2">12 %</td><td colspan="2">52 %</td></tr><tr><td>Operating income</td><td>$ 53,536</td><td>$ 44,299</td><td>$ 21,638</td><td colspan="2">21 %</td><td colspan="2">147 %</td></tr><tr><td>Net income</td><td>$ 58,321</td><td>$ 42,960</td><td>$ 18,775</td><td colspan="2">36 %</td><td colspan="2">211 %</td></tr><tr><td>Net income per diluted share</td><td>$ 2.39</td><td>$ 1.76</td><td>$ 0.76</td><td colspan="2">36 %</td><td colspan="2">214 %</td></tr></table>
+
+We specialize in markets where our computing platforms can provide tremendous acceleration for applications. These platforms incorporate processors, interconnects, software, algorithms, systems, and services to deliver unique value.
+
+Following the rapid evolution in our businesses, we are transitioning to a new reporting framework that better reflects our current and future growth drivers.
+
+We will have two market platforms – Data Center and Edge Computing.
+
+Within Data Center, we will report two sub-markets, Hyperscale and ACIE which incorporates AI Clouds, Industrial, and Enterprise. Hyperscale will include revenue from the public clouds and the world's largest consumer internet companies,
+
+while ACIE addresses our growth opportunity in diverse AI purpose-built data centers and AI factories across industries and countries.
+
+Edge Computing highlights devices for agentic and physical AI including PCs, game consoles, workstations, AI-RAN base stations, robotics and automotive.
+
+<table><tr><td rowspan="3"></td><td colspan="3">Three Months Ended</td><td rowspan="3">Quarter-over-Quarter Change</td><td rowspan="3">Year-over-Year Change</td></tr><tr><td>Apr 26, 2026</td><td>Jan 25, 2026</td><td>Apr 27, 2025</td></tr><tr><td colspan="3">($ in millions)</td></tr><tr><td colspan="6">Revenue by Market Platform (1)</td></tr><tr><td>Data Center</td><td>$ 75,246</td><td>$ 62,314</td><td>$ 39,112</td><td>21 %</td><td>92 %</td></tr><tr><td>Hyperscale</td><td>37,869</td><td>33,814</td><td>17,599</td><td>12 %</td><td>115 %</td></tr><tr><td>AI Clouds, Industrial, &amp; Enterprise</td><td>37,377</td><td>28,500</td><td>21,513</td><td>31 %</td><td>74 %</td></tr><tr><td>Edge Computing</td><td>6,369</td><td>5,813</td><td>4,950</td><td>10 %</td><td>29 %</td></tr><tr><td>Total revenue</td><td>$ 81,615</td><td>$ 68,127</td><td>$ 44,062</td><td>20 %</td><td>85 %</td></tr></table>
+
+(1) In the first quarter of fiscal year 2027, we changed our presentation of revenue by market platform and the comparable periods have been recast.
+
+Revenue was \$81.6 billion, up 85% from a year ago and up 20% sequentially.
+
+Data Center revenue was \$75.2 billion, up 92% from a year ago and up 21% sequentially, driven by the ramp of our Blackwell 300 products and demand for our InfiniBand, Spectrum-X Ethernet, and NVLink solutions. Hyperscaler revenue increased sequentially and remained at approximately 50% of Data Center revenue, while the remaining 50% came from a continued diversification of customers, including AI Clouds, industrial, enterprise, and sovereign customers. No shipments of Data Center Hopper products to China occurred during the quarter, compared with \$4.6 billion in the first quarter of fiscal year 2026.
+
+Edge Computing revenue for the first quarter was \$6.4 billion, up 29% from a year ago and up 10% sequentially. The increases were driven by robust Blackwell workstation demand, partially offset by slower consumer PC demand that was tempered by elevated memory and systems prices.
+
+Gross margin increased from a year ago on lower inventory provisions, primarily due to the prior year's \$4.5 billion charge associated with H20 excess inventory and purchase obligations. Gross margin was approximately flat sequentially as our Blackwell architecture remains the majority of our revenue.
+
+Operating expenses were up 52% from a year ago and up 12% sequentially. The increases were primarily driven by higher compensation and benefits expense due to employee growth and compensation increases, compute and infrastructure costs, and engineering development materials for new product developments.
+
+## Financial Information by Business Segment and Geographic Data
+
+Refer to Note 13 of the Notes to the Condensed Consolidated Financial Statements for disclosure regarding segment information.
+
+## Critical Accounting Policies and Estimates
+
+Refer to Part II, Item 7, "Critical Accounting Policies and Estimates" of our Annual Report on Form 10-K for the fiscal year ended January 25, 2026. There have been no material changes to our Critical Accounting Policies and Estimates.
+
+## Results of Operations
+
+The following table sets forth, for the periods indicated, certain items in our Condensed Consolidated Statements of Income expressed as a percentage of revenue.
+
+<table><tr><td rowspan="2"></td><td colspan="2">Three Months Ended</td></tr><tr><td>Apr 26, 2026</td><td>Apr 27, 2025</td></tr><tr><td>Revenue</td><td>100.0 %</td><td>100.0 %</td></tr><tr><td>Cost of revenue</td><td>25.1</td><td>39.5</td></tr><tr><td>Gross profit</td><td>74.9</td><td>60.5</td></tr><tr><td>Operating expenses</td><td></td><td></td></tr><tr><td>Research and development</td><td>7.7</td><td>9.1</td></tr><tr><td>Sales, general and administrative</td><td>1.6</td><td>2.4</td></tr><tr><td>Total operating expenses</td><td>9.3</td><td>11.5</td></tr><tr><td>Operating income</td><td>65.6</td><td>49.0</td></tr><tr><td>Interest income</td><td>0.7</td><td>1.2</td></tr><tr><td>Interest expense</td><td>(0.1)</td><td>(0.1)</td></tr><tr><td>Other income (expense), net</td><td>19.5</td><td>(0.4)</td></tr><tr><td>Total other income, net</td><td>20.1</td><td>0.7</td></tr><tr><td>Income before income tax</td><td>85.7</td><td>49.7</td></tr><tr><td>Income tax expense</td><td>14.2</td><td>7.1</td></tr><tr><td>Net income</td><td>71.5 %</td><td>42.6 %</td></tr></table>
+
+## Reportable Segments
+
+## Revenue by Reportable Segments
+
+<table><tr><td rowspan="3"></td><td colspan="4">Three Months Ended</td></tr><tr><td>Apr 26, 2026</td><td>Apr 27, 2025</td><td>$ Change</td><td>% Change</td></tr><tr><td colspan="4">($ in millions)</td></tr><tr><td>Compute &amp; Networking</td><td>$ 74,550</td><td>$ 39,589</td><td>$ 34,961</td><td>88 %</td></tr><tr><td>Graphics</td><td>7,065</td><td>4,473</td><td>2,592</td><td>58 %</td></tr><tr><td>Total</td><td>$ 81,615</td><td>$ 44,062</td><td>$ 37,553</td><td>85 %</td></tr></table>
+
+## Operating Income by Reportable Segments
+
+<table><tr><td rowspan="3"></td><td colspan="4">Three Months Ended</td></tr><tr><td>Apr 26, 2026</td><td>Apr 27, 2025</td><td>$ Change</td><td>% Change</td></tr><tr><td colspan="4">($ in millions)</td></tr><tr><td>Compute &amp; Networking</td><td>$ 53,335</td><td>$ 22,054</td><td>$ 31,281</td><td>142 %</td></tr><tr><td>Graphics</td><td>2,941</td><td>1,640</td><td>1,301</td><td>79 %</td></tr><tr><td>Total</td><td>$ 56,276</td><td>$ 23,694</td><td>$ 32,582</td><td>138 %</td></tr></table>
+
+Compute & Networking revenue – The year-over-year increase in the first quarter of fiscal year 2027 was due to growth in Data Center products, driven by the ramp of our Blackwell systems and demand for our InfiniBand, Spectrum-X Ethernet, and NVLink solutions.
+
+Graphics revenue – The year-over-year increase in the first quarter of fiscal year 2027 was driven by sales of our Blackwell architecture.
+
+Reportable segment operating income – The year-over-year increase in Compute & Networking segment operating income in the first quarter of fiscal year 2027 was driven by the growth in revenue and the non-recurrence of a \$4.5 billion charge associated with H2O excess inventory and purchase obligations in the first quarter of fiscal year 2026. The year-over-year increase in Graphics segment operating income in the first quarter of fiscal year 2027 was driven by the growth in revenue.
+
+## Concentration of Revenue
+
+We refer to customers who purchase products directly from NVIDIA as direct customers, such as AIBs, distributors, ODMs, OEMs, CSPs, AI model makers, and system integrators. Certain direct customers may use either internal resources or third-party system integrators to complete their build. We refer to indirect customers as those who purchase products through our direct customers; indirect customers include CSPs, AI Clouds, AI model makers, enterprises, and public sector entities. Our revenue is concentrated among a limited number of direct and indirect customers and this trend may continue.
+
+Direct Customers – For the first quarter of fiscal year 2027, three direct customers represented 21%, 17%, and 16% of total revenue, all of which was primarily attributable to the Compute & Networking segment.
+
+For the first quarter of fiscal year 2026, sales to two direct customers represented 16% and 14% of total revenue, which were attributable to the Compute & Networking segment.
+
+Indirect Customers – Indirect customer revenue is an estimation based upon multiple factors including customer purchase order information, product specifications, internal sales data, and other sources. Indirect customers primarily purchase our products through system integrators and distributors.
+
+We generate a significant amount of our revenue from a limited number of indirect customers, some individually representing 10% or more of our revenue. Certain companies purchase cloud and related services through various direct and indirect customers. We estimate that one AI research and deployment company contributed to a meaningful amount of our revenue by purchasing cloud services from our customers in the first quarter of fiscal year 2027.
+
+Revenue by geographic region is designated based on the location of the headquarters of direct customers. The end customer and shipping location may be different from our customers' headquarters location. Revenue from sales to customers headquartered outside of the United States accounted for 22% of total revenue for the first quarter of fiscal year 2027 and 42% of total revenue for the first quarter of fiscal year 2026.
+
+## Gross Profit and Gross Margin
+
+Gross profit consists of total net revenue less cost of revenue. Cost of revenue consists primarily of the cost of semiconductors, including wafer fabrication, assembly, testing and packaging, board and device costs, manufacturing support costs, including labor and overhead associated with such purchases, final test yield fallout, inventory and warranty provisions, memory and component costs, tariffs, and shipping costs. Cost of revenue also includes acquisition-related intangible amortization expense, IP-related costs, and stock-based compensation related to personnel associated with manufacturing operations.
+
+Gross margin increased to 74.9% for the first quarter of fiscal year 2027 compared to 60.5% for the first quarter of fiscal year 2026, primarily due to the prior year's \$4.5 billion charge associated with H2O excess inventory and purchase obligations.
+
+Provisions for inventory and excess inventory purchase obligations totaled \$1.1 billion and \$5.3 billion for the first quarter of fiscal years 2027 and 2026, respectively. The first quarter of fiscal year 2026 includes \$4.5 billion associated with H2O excess inventory and purchase obligations. Sales of previously reserved inventory and settlements of excess inventory purchase obligations resulted in a provision release of \$103 million and \$436 million for the first quarter of fiscal years 2027 and 2026, respectively. The net effect on our gross margin was an unfavorable impact of 1.2% and 11.0% in the first quarter of fiscal years 2027 and 2026, respectively.
+
+Operating Expenses
+
+<table><tr><td rowspan="3"></td><td colspan="4">Three Months Ended</td></tr><tr><td>Apr 26, 2026</td><td>Apr 27, 2025</td><td>$ Change</td><td>% Change</td></tr><tr><td colspan="4">($ in millions)</td></tr><tr><td>Research and development</td><td>$ 6,321</td><td>$ 3,989</td><td>$ 2,332</td><td>58 %</td></tr><tr><td>Sales, general and administrative</td><td>1,300</td><td>1,041</td><td>259</td><td>25 %</td></tr><tr><td>Total operating expenses</td><td>$ 7,621</td><td>$ 5,030</td><td>$ 2,591</td><td>52 %</td></tr></table>
+
+The increase in research and development expenses for the first quarter of fiscal year 2027 was primarily driven by a 112% increase in compute and infrastructure, a 31% increase in compensation and benefits, including stock-based compensation, reflecting employee growth and compensation increases, and a 204% increase in engineering development materials for new product introductions.
+
+The increase in sales, general and administrative expenses for the first quarter of fiscal year 2027 was primarily driven by compensation and benefits, including stock-based compensation, reflecting employee growth and compensation increases.
+
+Total Other Income, Net
+
+<table><tr><td rowspan="3"></td><td colspan="3">Three Months Ended</td></tr><tr><td>Apr 26, 2026</td><td>Apr 27, 2025</td><td>$ Change</td></tr><tr><td colspan="3">($ in millions)</td></tr><tr><td>Interest income</td><td>$ 540</td><td>$ 515</td><td>$ 25</td></tr><tr><td>Interest expense</td><td>(102)</td><td>(63)</td><td>(39)</td></tr><tr><td>Other income (expense), net</td><td>15,929</td><td>(180)</td><td>16,109</td></tr><tr><td>Total other income, net</td><td>$ 16,367</td><td>$ 272</td><td>$ 16,095</td></tr></table>
+
+Total other income, net primarily consists of realized or unrealized gains and losses from investments in non-marketable securities and publicly-held equity securities. The change in Other income (expense), net compared to the first quarter of fiscal year 2026, was primarily driven by unrealized gains on investments in publicly-held equity securities of \$13.4 billion and non-marketable equity securities of \$2.6 billion.
+
+## Income Taxes
+
+Income tax expense was \$11.6 billion and \$3.1 billion for the first quarter of fiscal years 2027 and 2026, respectively. Income tax as a percentage of income before income tax was 16.6% and 14.3% for the first quarter of fiscal years 2027 and 2026, respectively.
+
+The effective tax rate increased primarily due to a lower percentage of tax benefits from stock-based compensation relative to the increase in income before income tax.
+
+Our effective tax rates for the first quarter of fiscal years 2027 and 2026 were lower than the U.S. federal statutory rate of 21% primarily due to tax benefits from foreign-derived deduction eligible income, income earned in jurisdictions that were subject to taxes at rates lower than the U.S. federal statutory tax rate, stock-based compensation, and the U.S. federal research tax credit.
+
+Refer to Note 11 of the Notes to Condensed Consolidated Financial Statements in Part I, Item 1 of this Quarterly Report on Form 10-Q for additional information.
+
+Liquidity and Capital Resources
+
+<table><tr><td></td><td>Apr 26, 2026</td><td>Jan 25, 2026</td></tr><tr><td></td><td colspan="2">(In millions)</td></tr><tr><td>Cash and cash equivalents</td><td>$ 13,237</td><td>$ 10,605</td></tr><tr><td>Marketable debt securities</td><td>37,098</td><td>39,065</td></tr><tr><td>Cash, cash equivalents, and marketable debt securities</td><td>$ 50,335</td><td>$ 49,670</td></tr></table>
+
+<table><tr><td rowspan="3"></td><td colspan="2">Three Months Ended</td></tr><tr><td>Apr 26, 2026</td><td>Apr 27, 2025</td></tr><tr><td colspan="2">(In millions)</td></tr><tr><td>Net cash provided by operating activities</td><td>$ 50,344</td><td>$ 27,414</td></tr><tr><td>Net cash used in investing activities</td><td>$ (26,429)</td><td>$ (5,216)</td></tr><tr><td>Net cash used in financing activities</td><td>$ (21,283)</td><td>$ (15,553)</td></tr></table>
+
+Our fixed income security investments include highly rated, diversified investment types and credit exposures with shorter maturities.
+
+Cash provided by operating activities increased in the first quarter of fiscal year 2027 compared to the first quarter of fiscal year 2026 due to higher revenue.
+
+Cash used in investing activities increased in the first quarter of fiscal year 2027 compared to the first quarter of fiscal year 2026, primarily driven by higher purchases of equity investment securities.
+
+Cash used in financing activities increased in the first quarter of fiscal year 2027 compared to the first quarter of fiscal year 2026, mainly due to higher share repurchases.
+
+## Liquidity
+
+Our primary sources of liquidity include cash, cash equivalents, marketable debt and equity securities, and cash generated by our operations. As of April 26, 2026, we had \$50.3 billion in cash, cash equivalents, and marketable debt securities as well as \$30.2 billion of marketable equity securities. We believe that we have sufficient liquidity to meet our operating requirements for at least the next twelve months and for the foreseeable future, including our future obligations. We continuously evaluate our liquidity and capital resources, including our access to external capital, to ensure we can finance future capital requirements and commitments.
+
+Our marketable securities consist of publicly-held equity securities, debt securities issued by the U.S. government and its agencies, highly-rated corporations and financial institutions, and foreign government entities, as well as certificates of deposit issued by highly-rated financial institutions. These marketable securities are primarily denominated in U.S. dollars. Refer to Note 5 of the Notes to Condensed Consolidated Financial Statements in Part I, Item 1 of this Quarterly Report on Form 10-Q for additional information.
+
+Except for approximately \$1.7 billion of cash, cash equivalents, and marketable debt securities held outside of the U.S., for which we have not accrued any related foreign or state taxes if we repatriate these amounts to the U.S., substantially all of our cash, cash equivalents, and marketable debt securities held outside the U.S. at the end of the first quarter of fiscal year 2027 are available for use in the U.S. without incurring additional U.S. federal income taxes. We made no federal income tax payments in the first quarter of fiscal year 2027, whereas our second quarter of fiscal year 2027 is scheduled to include two payments.
+
+## Capital Return to Shareholders
+
+In the first quarter of fiscal year 2027, we repurchased 108 million shares of our common stock for \$20.2 billion. As of April 26, 2026, we were authorized, subject to certain specifications, to repurchase up to \$38.5 billion of our common stock.
+
+On May 18, 2026, our Board of Directors approved an additional \$80.0 billion in share repurchase authorization, without expiration.
+
+We may execute repurchases from time to time, subject to market conditions, operating requirements and other investment opportunities, in the open market, in privately-negotiated transactions, pursuant to a Rule 10b5-1 trading plan or in structured share repurchase agreements in compliance with Rule 10b-18 of the Exchange Act. Our share repurchase program may be suspended at any time at our discretion.
+
+We paid cash dividends to our shareholders of \$243 million during the first quarter of fiscal year 2027. On May 18, 2026, we increased our quarterly cash dividend from \$0.01 per share to \$0.25 per share to all shareholders of record on June 4, 2026. Our quarterly cash dividend will be paid on June 26, 2026.
+
+The payment of future cash dividends is subject to our Board of Directors' continuing determination that the declaration of dividends is in the best interests of our shareholders.
+
+The U.S. Inflation Reduction Act of 2022 requires a 1% excise tax on certain share repurchases in excess of shares issued for employee compensation made after December 31, 2022. The excise tax is included in our share repurchase cost and was not significant for the first quarter of fiscal year 2027.
+
+## Outstanding Indebtedness and Commercial Paper Program
+
+Our aggregate debt maturities as of April 26, 2026, by year payable, were as follows:
+
+<table><tr><td></td><td>Apr 26, 2026</td></tr><tr><td></td><td>(In millions)</td></tr><tr><td>Due in one year</td><td>$     1,000</td></tr><tr><td>Due in one to five years</td><td>2,750</td></tr><tr><td>Due in five to ten years</td><td>1,250</td></tr><tr><td>Due in greater than ten years</td><td>3,500</td></tr><tr><td>Unamortized debt discount and issuance costs</td><td>(30)</td></tr><tr><td>Net carrying amount</td><td>$     8,470</td></tr><tr><td>Less short-term portion</td><td>(1,000)</td></tr><tr><td>Total long-term portion</td><td>$     7,470</td></tr></table>
+
+We have a commercial paper program to support general corporate purposes, pursuant to which we may issue unsecured paper notes, from time to time or all at once, up to \$25.0 billion. As of April 26, 2026, no commercial paper was outstanding.
+
+Refer to Note 9 of the Notes to Condensed Consolidated Financial Statements in Part I, Item 1 of this Quarterly Report on Form 10-Q for further discussion.
+
+## Material Cash Requirements and Other Obligations
+
+For descriptions of our facility lease guarantees, long-term debt, purchase commitments, and operating lease obligations, refer to Note 8, Note 9, Note 10, and Note 14 of the Notes to the Condensed Consolidated Financial Statements in Part I, Item 1 of this Quarterly Report on Form 10-Q, respectively.
+
+We expect to continue investing in our ecosystem. Refer to Note 6 and Item 1A. Risk Factors for additional information regarding our investments.
+
+Unrecognized tax benefits were \$4.5 billion, which includes related interest and penalties of \$439 million, and were recorded in non-current income tax payable as of April 26, 2026. We are unable to estimate the timing of any potential tax liability, interest payments, or penalties in individual years due to uncertainties in the underlying income tax positions and the timing of the effective settlement of such tax positions. We are currently under examination by the Internal Revenue Service for our fiscal years 2023 and 2024. Refer to Note 11 of the Notes to Condensed Consolidated Financial Statements in Part I, Item 1 of this Quarterly Report on Form 10-Q.
+
+Other than the contractual obligations described in Notes 6 and 10, there were no material changes outside the ordinary course of business in our contractual obligations from those disclosed in our Annual Report on Form 10-K for the fiscal year ended January 25, 2026. Refer to Item 7, “Management’s Discussion and Analysis of Financial Condition and Results of Operations - Liquidity and Capital Resources” in our Annual Report on Form 10-K for the fiscal year ended January 25, 2026 for a description of our contractual obligations. For a description of our facility lease guarantees, long-term debt, purchase obligations, and operating lease obligations, refer to Notes 8, 9, 10, and 14 of the Notes to the Condensed Consolidated Financial Statements in Part I, Item 1 of this Quarterly Report on Form 10-Q, respectively.
+
+## Adoption of New and Recently Issued Accounting Pronouncements
+
+There has been no adoption of any new and recently issued accounting pronouncements.
+
+## Item 3. Quantitative and Qualitative Disclosures About Market Risk
+
+## Investment and Interest Rate Risk
+
+Financial market risks related to investment and interest rate risk are described in Part II, Item 7A, “Quantitative and Qualitative Disclosures About Market Risk” in our Annual Report on Form 10-K for the fiscal year ended January 25, 2026. Our marketable equity securities consist of publicly-held equity securities, while our non-marketable equity securities are investments in privately-held companies. Publicly-held equity securities are subject to market price volatility. A hypothetical 10% decrease in our publicly-held equity securities would decrease the fair value of the publicly-held equity securities balance by \$3.9 billion and \$1.8 billion as of April 26, 2026 and January 25, 2026, respectively.
+
+Non-marketable equity securities are measured based on cost minus impairment, if any, and are adjusted for observable price changes in orderly transactions for an identical or similar investment in the same issuer. Valuations of our non-
+
+marketable equity securities are inherently complex due to the lack of readily available market data and observable transactions, and impact of macroeconomic factors.
+
+For a description of our equity investments, refer to Notes 5 and 6 of the Notes to Condensed Consolidated Financial Statements in Part I, Item 1 of this Quarterly Report on Form 10-Q, respectively.
+
+## Foreign Exchange Rate Risk
+
+The impact of foreign currency transactions related to foreign exchange rate risk is described in Part II, Item 7A, “Quantitative and Qualitative Disclosures About Market Risk” in our Annual Report on Form 10-K for the fiscal year ended January 25, 2026. As of April 26, 2026, there have been no material changes to the foreign exchange rate risks described as of January 25, 2026.
+
+## Item 4. Controls and Procedures
+
+## Controls and Procedures
+
+## Disclosure Controls and Procedures
+
+Based on their evaluation as of April 26, 2026, our management, including our Chief Executive Officer and Chief Financial Officer, has concluded that our disclosure controls and procedures (as defined in Rule 13a-15(e) under the Exchange Act) were effective to provide reasonable assurance that the information we are required to disclose in reports that we file or submit under the Exchange Act is recorded, processed, summarized and reported within the time periods specified in the SEC rules and forms, and that such information is accumulated and communicated to our management, including our Chief Executive Officer and our Chief Financial Officer, as appropriate, to allow timely decisions regarding required disclosures.
+
+## Changes in Internal Control Over Financial Reporting
+
+There have been no changes in our internal control over financial reporting during the first quarter of fiscal year 2027 that have materially affected, or are reasonably likely to materially affect, our internal control over financial reporting. We are continuing a phased upgrade of our enterprise resource planning, or ERP, system to update our existing core financial systems. The ERP system is designed to accurately maintain our financial records used to report operating results. We will continue to evaluate each quarter whether there are changes that materially affect our internal control over financial reporting.
+
+## Inherent Limitations on Effectiveness of Controls
+
+Our management, including our Chief Executive Officer and Chief Financial Officer, does not expect that our disclosure controls and procedures, or our internal controls, will prevent all error and all fraud. A control system, no matter how well conceived and operated, can provide only reasonable, not absolute, assurance that the objectives of the control system are met. Further, the design of a control system must reflect the fact that there are resource constraints, and the benefits of controls must be considered relative to their costs. Because of the inherent limitations in all control systems, no evaluation of controls can provide absolute assurance that all control issues and instances of fraud, if any, within NVIDIA have been detected.
+
+## Part II. Other Information
+
+## Item 1. Legal Proceedings
+
+Refer to Part I, Item 1, Note 10 of the Notes to the Condensed Consolidated Financial Statements for a discussion of significant developments in our legal proceedings since January 25, 2026.
+
+## Item 1A. Risk Factors
+
+Other than the risk factors listed below, there have been no material changes from the risk factors previously described under Item 1A of our Annual Report on Form 10-K for the fiscal year ended January 25, 2026.
+
+Purchasing or owning NVIDIA common stock involves investment risks including, but not limited to, the risks described in Item 1A of our Annual Report on Form 10-K for the fiscal year ended January 25, 2026, and below. Any one of those risks could harm our business, financial condition and results of operations or reputation, which could cause our stock price to decline. Additional risks, trends and uncertainties not presently known to us or that we currently believe are immaterial may also harm our business, financial condition, results of operations or reputation.
+
+## Competition could adversely impact our market share and financial results.
+
+Our target markets remain competitive, and competition may intensify with expanding and changing product and service offerings, industry standards, customer and market needs, new entrants and consolidations. Other companies compete
+
+with us on a wide range of parameters including price, total cost of ownership, and performance, which has resulted and may in the future result in lower-than-expected selling prices or demand for our products. Some of our competitors operate their own fabrication facilities, and have longer operating histories, larger customer bases, more comprehensive IP portfolios and patent protections, more design wins, and greater financial, sales, marketing and distribution resources than we do. These competitors may be able to acquire market share and/or prevent us from doing so, more effectively identify and capitalize upon opportunities in new markets and end-user trends, more quickly transition their products, and impinge on our ability to procure sufficient foundry capacity and scarce input materials during a supply-constrained environment, which could harm our business. Some of our customers are developing their own ASICs and other products, including designs optimized for certain workloads that may not require all of the features and functionality our data center systems provide. Others may offer cloud-based services that compete with our AI cloud service offerings, and we may not be able to establish market share sufficient to achieve the scale necessary to meet our business objectives. If we are unable to successfully compete in this environment, demand for our products, services, and technologies could decrease, which may negatively impact our business.
+
+Long manufacturing lead times and uncertain supply and capacity availability, combined with a failure to estimate customer demand accurately, has led and could in the future lead to mismatches between supply and demand.
+
+We have long manufacturing lead times and build finished products and maintain inventory in advance of anticipated demand. In periods of shortages impacting the semiconductor industry and/or limited supply or capacity in our supply chain, the lead times for certain supply may be extended. We have previously experienced and may continue to experience extended lead times of more than 12 months. To secure future supply and capacity, we have paid premiums, provided deposits, and entered into long-term supply agreements and capacity commitments, which have increased our product costs and this may continue. We may still be unable to secure sufficient commitments for capacity to address our business needs.
+
+If we inaccurately estimate demand, or our customers change orders, as we have experienced in the past, we may not be able to reduce our supply commitments in time, at the same rate, or at all. Significant mismatches between supply and demand have varied across our market platforms, resulted in both product shortages and excess inventory, significantly harmed our financial results and could reoccur. If we underestimate demand, and our foundry partners and contract manufacturers are unable to increase production or provide sufficient supply, we may not be able to meet increased customer demand in a timely manner, or at all. Our reputation and customer relationships could be damaged and we could lose revenue and market share. Additionally, since some of our products are part of a complex data center buildout, supply constraints or availability issues with respect to any one component have had and may have a broader revenue impact. For example, our ability to sell certain products has been and could be impeded if components necessary for the finished products are not available from third parties.
+
+If we overestimate demand, or if customers cancel or defer orders or choose to purchase from our competitors, we may not be able to utilize on-hand inventory or reduce purchase commitments accordingly. We have had to reduce average selling prices, including due to our channel pricing programs, increase prices for certain of our products as a result of our suppliers' increase in prices, write down our inventory, incur cancellation penalties, and record impairments, and may have to do so in the future. The impact of these risks would be amplified by our non-cancellable and non-returnable purchase orders placed in advance of our historical lead times and could be exacerbated if we need to make changes to the design of future products. These risks have increased and may continue to increase as our purchase obligations and prepaids have grown and are expected to continue to grow and become a greater portion of our total supply. All of these factors may negatively impact our gross margins and financial results.
+
+Factors that have caused and/or could in the future cause us to underestimate or overestimate demand, and impact the timing and volume of our revenue, include:
+
+• changes in product development cycles and time to market;  
+• competing technologies and competitor product releases, announcements or other actions;  
+• changes in business and economic conditions;  
+- sudden or sustained government lockdowns or public health issues;  
+• rapidly changing technology or customer requirements;  
+• the availability of sufficient data center capacity or energy for customers to procure;  
+- new product introductions and transitions resulting in less demand for existing products;  
+- new or unexpected end-use cases;  
+• increase in demand for competitive products;  
+• changes in end-user demand;
+
+• purchasing decisions made, and inventory levels held by, distributors, ODMs, OEMs, system integrators, other channel partners and other third parties;  
+- the ability of developers, end customers and other third parties to build, enhance, and maintain accelerated computing applications that leverage our platforms;  
+• the demand for accelerated computing, AI-related cloud services, or large language models;  
+• changes that impact the ecosystem for the architectures underlying our products and technologies;  
+• government actions or changes in governmental policies, such as export controls, increased restrictions on gaming usage, or tariffs;  
+• our customers' and partners' ability to secure capital and energy and to build complex data center infrastructure timely; and  
+• the availability of third-party content on our platforms, such as GeForce NOW.
+
+The availability of data centers, energy, and capital to support the buildout of NVIDIA AI infrastructure by our customers and partners is crucial, and any shortage of these and other necessary resources could impact our future revenue and financial performance. Expanding energy capacity to meet demand is a complex, multi-year process involving significant regulatory, technical, and construction challenges. In addition, access to capital can be particularly constrained for less-capitalized companies, which may face difficulties securing financing for large-scale infrastructure projects. These limitations could delay customer and partner deployments or reduce the scale of accelerated computing and AI adoption.
+
+Challenges in estimating demand could become more pronounced or volatile in the future on both a global and regional basis. Extended lead times may occur if we experience other supply constraints caused by natural disasters, pandemics or other events. Geopolitical tensions in regions where we rely on suppliers, contract manufacturers, and assembly partners that are critical to our supply continuity, could have a material adverse impact on us. Supply availability affecting memory, and other components, as well as rising prices, may drive the prices for data center buildouts higher. Publicly announced intentions by governments or other companies to purchase our products can further complicate our demand estimates, as such announcements are often non-binding and may not result in committed volumes.
+
+We continue to increase our supply and capacity purchases with existing and new suppliers to support our demand projections and increasing complexity of our data center products. We have also entered and may continue to enter into prepaid manufacturing and capacity agreements to supply both current and future products. The increased purchase volumes and integration of new suppliers and contract manufacturers into our supply chain creates more complexity in managing multiple suppliers with variations in production planning, execution and logistics. Our expanding product portfolio and varying component compatibility and quality may lead to increased inventory levels. We have incurred and may in the future incur inventory provisions or impairments if our inventory or supply or capacity commitments exceed demand for our products or demand declines. We are increasing our U.S.-based manufacturing and investing in specialized equipment and processes to support domestic production. We may experience delays or difficulties in scaling production as planned. Our ability to increase manufacturing capabilities will depend on the domestic manufacturing ecosystem's capacity to ramp production supply to the required volume timely. Delays or shortfalls could impact our ability to meet demand.
+
+Introducing or offering multiple architectures concurrently is complex and we often ship multiple architecture products simultaneously as our channel partners prepare to ship and support new products. We are generally in various stages of introducing and/or offering the architectures of our Data Center and Edge Computing products. The computing industry is experiencing a broader and faster launch cadence of accelerated computing platforms to meet a growing and diverse set of AI opportunities. We have introduced a new product and architecture cadence of our Data Center solutions where we seek to complete new computing solutions each year and provide a greater variety of Data Center offerings, including our Rubin platform which is expected to start shipping in the second half of fiscal year 2027. The increased frequency of these architecture introductions and the larger number of products and product configurations may magnify the challenges associated with managing our supply and demand which may further create volatility in our revenue. Qualification time for new products, customers anticipating new architecture introductions, and channel partners reducing channel inventory of prior architectures ahead of new product introductions can reduce, or create volatility in, our revenue. Customers may delay adopting new architectures if their data center infrastructure is not ready, which could affect the timing of our revenue. We have experienced and may in the future experience reduced demand for current generation architectures when customers anticipate new architectures, and we may be unable to sell multiple product architectures at the same time. Our financial results have been and may in the future be negatively impacted if we are unable to execute our architectural introductions as planned for any reason. The increased frequency and complexity of newly introduced products could result in unanticipated quality or production issues that could increase the magnitude of inventory provisions, warranty, or other costs or result in product delays. For example, our gross margins in the second quarter of fiscal year 2025 were negatively impacted by inventory provisions for low-yielding Blackwell material.
+
+We incur significant engineering development resources for new products, and changes to our product roadmap may impact our ability to develop other products or adequately manage our supply chain cost. Customers may delay purchasing existing products as we increase the frequency of new products or may not be able to adopt our new products as fast as forecasted, both impacting the timing of our revenue and supply chain cost. While we have managed concurrent architecture introductions and/or offerings and have sold multiple product architectures at the same time, these efforts are difficult, may impair our ability to predict demand and impact our supply mix, and may cause us to incur additional costs.
+
+Demand estimates for our products, applications, and services can be incorrect, which may create volatility in our revenue or supply levels. We may not be able to generate significant revenue from them. Because our products may be used in multiple use cases and applications, it is difficult to estimate with any reasonable degree of precision the impact of accelerated computing and AI models on our reported revenue or forecasted demand.
+
+The use of our GPUs for new, mercurial, or trendy applications, has impacted, and can impact in the future, demand for our products, including by leading to inconsistent spikes and drops in demand. For example, several years ago, our gaming GPUs began to be used for mining digital currencies, such as Ethereum. It is difficult for us to estimate with any reasonable degree of precision the past or current impact of cryptocurrency mining, or forecast the future impact of cryptocurrency mining, on demand for our products. Volatility in the cryptocurrency market, including new compute technologies, price changes in cryptocurrencies, government cryptocurrency policies and regulations, new cryptocurrency standards and changes in the method of verifying blockchain transactions, has impacted and can in the future impact cryptocurrency mining and demand for our products and can further impact our ability to estimate demand for our products. Changes to cryptocurrency standards and processes including, but not limited to, the Ethereum 2.0 merge in 2022, have reduced and may in the future decrease the usage of GPUs for Ethereum mining. This has created and may in the future create increased aftermarket sales of our GPUs, which could negatively impact retail prices for our GPUs and reduce demand for our new GPUs. In general, our new products or previously sold products may be resold online or on the unauthorized “gray market,” which also makes demand forecasting difficult. Gray market products and reseller marketplaces compete with our new products and distribution channels. Our inability to accurately predict our demand that arises from new use cases may create volatility in our revenue.
+
+We are subject to complex laws, rules, regulations, and political and other actions, including restrictions on the export of our products, which may adversely impact our business.
+
+We are subject to laws and regulations domestically and worldwide, affecting our operations in areas including, but not limited to, IP ownership and infringement; taxes; import and export requirements and tariffs; anti-corruption, including the Foreign Corrupt Practices Act; business acquisitions; foreign exchange controls and cash repatriation restrictions; foreign ownership and investment; data privacy requirements; competition and antitrust; investing; advertising; employment; product regulations; cybersecurity; environmental, health, and safety requirements; the responsible use of AI; sustainability; cryptocurrency; and consumer laws. Compliance with such requirements can be onerous and expensive, could impact our competitive position, and may negatively impact our business operations and ability to manufacture and ship our products. There can be no assurance that our employees, contractors, suppliers, customers or agents will not violate applicable laws or the policies, controls, and procedures that we have designed to help ensure compliance with such laws, and violations could result in fines, criminal sanctions against us, our officers, or our employees, prohibitions on the conduct of our business, and damage to our reputation. Changes to the laws, rules and regulations to which we are subject, or changes to their interpretation and enforcement, could lead to materially greater compliance and other costs, and/or further restrictions on our ability to manufacture and supply our products and operate our business. For example, we may face increased compliance costs as a result of changes or increases in antitrust legislation, regulation, administrative rule making, increased focus from regulators on cybersecurity vulnerabilities and risks. Our position in markets relating to AI has led to increased interest in our business from regulators worldwide, including the European Union, the United States, the United Kingdom, South Korea, Japan, and China. For example, the French Competition Authority collected information from us regarding our business and competition in the graphics card and CSP market as part of an ongoing inquiry into competition in those markets. We have also received, and continue to receive, broad requests for information from competition regulators in the European Union, the United States, the United Kingdom, China, and South Korea regarding our sales of GPUs and other NVIDIA products, our efforts to allocate supply, foundation models and our investments, partnerships and other agreements with companies developing foundation models, the markets in which we compete and our competition, our strategies, roadmaps, and efforts to develop, market, and sell hardware, software, and system solutions, and our agreements with customers, suppliers, and partners. We expect to receive additional requests for information in the future. Such requests have been and are likely to be expensive and burdensome and could negatively impact our business and our relationships with customers, suppliers, and partners.
+
+Governments and regulators are also considering, and in certain cases, have imposed restrictions on the hardware, software, and systems used to develop frontier foundation models and generative AI. For example, the EU AI Act became effective on August 1, 2024 and will be fully applicable after a two-year transitional period. The EU AI Act may impact our ability to train, deploy, or release AI models in the EU. Several states are considering enacting or have already enacted regulations concerning AI technologies, with new state laws that took effect on January 1, 2026, which may impact our ability to train, deploy, or release AI models, and increase our compliance costs. Restrictions under these and any other regulations, if implemented, could increase the costs and burdens to us and our customers, delay or halt deployment of
+
+new systems using our products, and reduce the number of new entrants and customers, negatively impacting our business and financial results. Revisions to laws or regulations or their interpretation and enforcement could also result in increased taxation, trade sanctions, the imposition of or increase to import duties or tariffs, restrictions and controls on imports or exports, or other retaliatory actions, which could have an adverse effect on our business plans or impact the timing of our shipments. Additionally, changes in the public perception of governments in the regions where we operate or plan to operate could negatively impact our business and results of operations.
+
+Government actions, including trade protection and national and economic security policies of U.S. and foreign government bodies, such as tariffs, import or export regulations, including deemed export restrictions and restrictions on the activities of U.S. persons, trade and economic sanctions, decrees, quotas or other trade barriers and restrictions could affect our ability to ship products, provide services to our customers and employees, do business without an export license with entities on the U.S. Department of Commerce's U.S. Entity List or other USG restricted parties lists (which is expected to change from time to time), and generally fulfill our contractual obligations and have a material adverse effect on our business. If we were ever found to have violated export control laws or sanctions of the U.S. or similar applicable non-U.S. laws, even if the violation occurred without our knowledge, we may be subject to various penalties available under the laws, any of which could have a material and adverse impact on our business, operating results and financial condition.
+
+For example, in response to the war in Ukraine, the United States and other jurisdictions imposed economic sanctions and export control measures which blocked the passage of our products, services and support into Russia, Belarus, and certain regions of Ukraine. In fiscal year 2023, we stopped direct sales to Russia and closed business operations in Russia. Concurrently, the war in Ukraine has impacted sales in EMEA and may continue to do so in the future.
+
+The increasing focus on the risks and strategic importance of AI technologies has resulted in regulatory restrictions that target products and services capable of enabling or facilitating AI and may in the future result in additional restrictions impacting some or all of our product and service offerings.
+
+Concerns regarding third-party use of AI for purposes contrary to local governmental interests, including concerns relating to the misuse of AI applications, models, and solutions, has resulted in and could in the future result in unilateral or multilateral restrictions on products that can be used for training, modifying, tuning, and deploying LLMs and other AI applications. Such restrictions have limited and could in the future limit the ability of downstream customers and users worldwide to acquire, deploy and use systems that include our products, software, and services, and negatively impact our business and financial results.
+
+Such restrictions could include additional unilateral or multilateral export controls on certain products or technology, including but not limited to AI technologies. As geopolitical tensions have increased, semiconductors associated with AI, including GPUs and related products, are increasingly the focus of export control restrictions proposed by stakeholders in the U.S. and its allies. The United States has imposed unilateral worldwide controls restricting GPUs and associated products, and it is likely that additional unilateral or multilateral controls will be adopted. Such controls have been and may again be very broad in scope and application, prohibit us from exporting our products to any or all customers in one or more markets, and could negatively impact our manufacturing, testing and warehousing locations and options, or could impose other conditions that limit our ability to serve demand abroad and could negatively and materially impact our business, revenue and financial results. Export controls and other restrictions targeting GPUs and semiconductors associated with AI, which have been imposed and are likely to be more restrictive, would further limit our ability to export our technology, products, or services, creating a competitive disadvantage for us and negatively impacting our business and financial results. Export controls targeting GPUs and semiconductors associated with AI have subjected and may in the future subject downstream users of our products to restrictions on the use, resale, repair, or transfer of our products, negatively impacting our business and financial results. Controls could negatively impact our cost and/or ability to provide services such as NVIDIA AI cloud services and could impact the cost and/or ability for our CSPs and customers to provide services to their end customers, even outside China.
+
+Export controls have and could in the future disrupt our supply chain and distribution channels, negatively impacting our ability to serve demand, including in markets outside China and for our non-data center products. The possibility of additional export controls has negatively impacted and may in the future negatively impact demand for our products, benefiting competitors that offer alternatives less likely to be restricted by further controls. Repeated changes in the export control rules are likely to impose compliance burdens on our business and our customers, negatively and materially impacting our business.
+
+Increasing use of economic sanctions and export controls has impacted and may in the future impact demand for our products or services, negatively impacting our business and financial results. Reduced demand due to export controls has and could in the future lead to excess inventory or cause us to incur related supply charges. Additional unilateral or multilateral controls are also likely to include deemed export control limitations that negatively impact the ability of our research and development teams to execute our roadmap or other objectives in a timely manner. Additional export restrictions may not only impact our ability to serve overseas markets, but also provoke responses from foreign governments, including China, that negatively impact our supply chain or our ability to provide our products and services to customers in all markets worldwide, which could also substantially reduce our revenue. Regulators in China have
+
+inquired about our sales and efforts to supply the China market and our fulfillment of the commitments we entered into at the close of our Mellanox acquisition. On September 15, 2025, China's antitrust regulators published their preliminary finding that our compliance with applicable U.S. export controls, which required us to offer degraded products to the Chinese market, discriminated unfairly against customers in the China market and therefore violated the terms of China's approval of our Mellanox acquisition. If regulators conclude that we have failed to fulfill the terms of our Mellanox acquisition or we have violated any applicable law in China, we could be subject to financial penalties, restrictions on our ability to conduct our business, restrictions or other orders regarding our networking business, products, and services, or otherwise impact our operations in China, any of which could have a material and adverse impact on our business, operating results and financial condition.
+
+We continue to be subject to a series of shifting and expanding export control restrictions, impacting our ability to serve customers outside the United States.
+
+In August 2022, the USG announced export restrictions and export licensing requirements targeting China's semiconductor and supercomputing industries. These restrictions impacted exports of certain chips, as well as software, hardware, equipment and technology used to develop, produce and manufacture certain chips to China (including Hong Kong and Macau) and Russia, and specifically impact our A100 and H100 integrated circuits, DGX or any other systems or boards which incorporate A100 or H100 integrated circuits.
+
+In July 2023, the USG also informed us of an additional licensing requirement for a subset of A100 and H100 products destined to certain customers and other regions, including some countries in the Middle East.
+
+In October 2023, the USG announced new and updated licensing requirements for exports to China and Country Groups D:1, D:4, and D:5 (including but not limited to, Saudi Arabia, the United Arab Emirates, and Vietnam, but excluding Israel) of our products exceeding certain performance thresholds, including, but not limited to, the A100, A800, H100, H800, L4, L40, L40S RTX 4090, GB200 NVL72, and B200. The licensing requirements also apply to the export of products exceeding certain performance thresholds to a party headquartered in, or with an ultimate parent headquartered in, Country Group D5, including China.
+
+In April 2025, the USG informed us that it requires a license for export to China (including Hong Kong and Macau) and D:5 countries, or to companies headquartered or with an ultimate parent therein, of our H20 integrated circuits and any other circuits achieving the H20's memory bandwidth, interconnect bandwidth, or combination thereof. As a result of these requirements, we incurred a \$4.5 billion charge in the first quarter of fiscal year 2026 associated with H20 for excess inventory and purchase obligations, as the demand for H20 products diminished.
+
+Beginning in August 2025, the USG granted licenses that would allow us to ship certain H2O products to certain China-based customers. USG officials expressed an expectation that the USG will receive $15\%$ or more of the revenue generated from licensed sales of our products, but the USG did not publish a regulation codifying such requirement.
+
+Beginning in February 2026, the USG granted licenses that would allow us to ship small amounts of H200 products to specific China-based customers. To date, we have not generated any revenue under the H200 licensing program, and do not yet know whether any imports will be allowed into China. The license requires that the H200s go through an inspection process in the United States prior to any shipment to the customer. As a result, any H200 shipped under the new licensing program will be subject to a 25% tariff upon importation into the United States.
+
+In the event that we are able to sell licensed products into the China market, we may not be able to pass along all or any of the tariff to our customers, and may be subject to litigation, increased costs, and a harmed competitive position.
+
+The export controls applicable to China are complex and address a variety of parameters, including the total processing performance of a chip, the “performance density” of a chip, the interconnect bandwidth of a chip, and the memory bandwidth of a chip. Under the current rules and geopolitical landscape, we are unable to create and deliver a competitive product for China’s data center market that receives approval from both the USG and the Chinese government. As of the end of the first quarter of fiscal year 2027, while we were able to ship uncontrolled products to China, such as gaming and workstation GPUs, we were effectively foreclosed from competing in China's data center computing/compute market, and our effective foreclosure from the China market helped our competitors build larger developer and customer ecosystems to challenge us worldwide. Unless we are able to return with a data center system that meets the approval of both the USG and the Chinese government, our lost opportunity and the benefit to our competitors will have a material and adverse impact on our business, operating results, and financial condition.
+
+In addition to controls targeting D:1, D:4 and D:5 countries, the USG has also imposed worldwide export controls impacting our products, and may impose additional controls in the future.
+
+In January 2025, the USG published the AI Diffusion IFR in the Federal Register. The IFR would have imposed a worldwide licensing requirement on our data center products, such as our H200, GB200 and GB300. The AI Diffusion IFR would have divided the world into three tiers, relegating most countries to “Tier 2” status, and would have created a complex and burdensome scheme for licensing approvals.
+
+In May 2025, the USG announced that it would rescind the AI Diffusion IFR and implement a replacement rule. The scope, timing, and requirements of the forthcoming rule remain uncertain. The replacement rule may impose new restrictions on our products or operations and/or add license requirements that could have a material impact on our business, operating results, and financial condition. For example, in October 2025, the Senate passed the GAIN AI Act in the National Defense Authorization Act. The GAIN AI Act would restrict the Trump Administration's ability to adapt the Biden Administration's export control rules and could also allow private U.S. persons to review and overturn licensing and foreign policy decisions made by the Trump Administration. Congress is also considering legislation such as the Remote Access Security Act, or RASA, which could prohibit the provision of cloud services to any company with an ultimate parent headquartered in China. If enacted, RASA could impose new restrictions on cloud service providers and OEMs, and could have a material impact on our business, operating results, and financial condition.
+
+Our competitive position has been harmed by export controls, and our competitive position and future results will be further harmed, over the long term, if the restrictions remain in place or are expanded in geographic, customer, or product scope, if customers purchase product from competitors, if customers develop their own internal solution, if we are unable to provide contractual warranty or other extended service obligations, if the USG does not grant licenses in a timely manner or denies licenses to significant customers or if we incur significant transition costs. The licensing process may not be resolved before significant business opportunities evaporate. Even if the USG grants any requested licenses, the licenses have already and may in the future be temporary, impose burdensome conditions regarding the installation, maintenance, and use of such products, or include financial or economic requirements that we or our customers or end users cannot or choose not to fulfill. The licensing requirements have already and may in the future benefit certain of our competitors, as the licensing process will make our pre-sale and post-sale technical support efforts more cumbersome and less certain and encourage customers in China, the Middle East, and other regions to pursue alternatives to our products, including semiconductor suppliers based in China, Europe, and Israel.
+
+Given the increasing strategic importance of AI and rising geopolitical tensions, the USG has changed and may again change the export control rules at any time and further subject a wider range of our products to export restrictions and licensing requirements, negatively impacting our business and financial results. In the event of such change, we may be unable to sell our inventory of such products and may be unable to develop replacement products not subject to the licensing requirements.
+
+For example, the USG already imposed license conditions that limit the ability of foreign firms to create and offer as a service large-scale GPU clusters, such as imposing license conditions on the use of products to be exported to certain countries, and may impose additional conditions such as requiring chip tracking and throttling mechanisms that could disable or impair GPUs if certain events, including unauthorized system configuration, use, or location, are detected. Such government mandates in chip designs could introduce system vulnerabilities and expose us to significant risk and potential liability, negatively impact demand for our products, and could have a material impact on our business, operating results, and financial condition. Even if not enacted into binding legislation, draft bills have impacted and may in the future negatively impact our business. For example, following U.S. legislative proposals calling for mandatory features in our chips, China's government publicly questioned whether our H20 products have built-in vulnerabilities, discouraging customers from purchasing our products. We provided a public response explaining that our GPUs, including H20, do not include such built-in vulnerabilities, and will respond to any follow-up questions we receive.
+
+Open-source foundation models are rapidly growing in popularity with developers worldwide. The demand for open-source foundation models and applications promotes use of our products worldwide. Any regulatory control or other restriction that limits our ability to provide products and services that support third-party applications and models, including applications built on foundation models originating in China such as DeepSeek, Qwen, or KIMMI, could have a material impact on our business, operating results, and financial condition.
+
+The USG already imposed export controls restricting certain gaming GPUs, and if the USG expands such controls to restrict additional gaming products, it may disrupt a significant portion of our supply and distribution chain and negatively impact sales of such products to markets outside China, including the U.S. and Europe. For example, the French Competition Authority (FCA) is questioning whether gaming GPUs and data center GPUs are separate product categories, an inquiry that may impact the export controls applicable to gaming products sold in France and Europe. In addition, as the performance of the gaming GPUs increases over time, export controls may have a greater impact on our ability to compete in markets subject to those controls. Export controls may disrupt our supply and distribution chain for a substantial portion of our products, which are warehoused in and distributed from Hong Kong.
+
+Export controls restricting our ability to sell data center GPUs may also negatively impact demand for our networking products used in servers containing our GPUs. The USG may also impose export controls on our networking products, such as high-speed network interconnects, to limit the ability of downstream parties to create large clusters for frontier model training.
+
+Export controls have and are likely in the future to have a disproportionate impact on NVIDIA and may disadvantage us against certain of our competitors that sell chips that are outside the scope of such control. Export controls have already and may in the future encourage customers outside China and other impacted regions to “design-out” certain U.S. semiconductors from their products to reduce the compliance burden and risk, and to ensure that they are able to serve
+
+markets worldwide. Export controls have already encouraged and may in the future encourage overseas governments to request that our customers purchase from our competitors rather than NVIDIA or other U.S. firms, harming our business, market position, and financial results.
+
+As a result, export controls have in the past and may in the future negatively impact demand for our products and services not only in China, but also in other markets, such as Europe, Latin America, and Southeast Asia. Export controls increase the risk of investing in U.S. advanced semiconductor products, because by the time a new product is ready for market, it may be subject to new unilateral export controls restricting its sale, resulting in excess inventory and purchase obligations as we recently experienced with the H20. At the same time, such controls may increase investment in foreign competitors, which would be less likely to be restricted by U.S. controls.
+
+The increasingly complex export controls impose complex and burdensome compliance obligations on our partners, suppliers, and customers. We have provided and will continue to provide assistance to authorities regarding attempted diversion, but as we do not have physical control of our products after sale, we must also rely on the compliance programs of our customers and partners. While we seek to strictly comply with all applicable export control regulators, reports of diversion of controlled products, even when unsubstantiated and untrue, or any compliance failure at a customer or partner, may negatively impact our business, relationships with partners and customers, and our reputation. Incorrect allegations that our compliance efforts satisfy the letter but not the “spirit” of the applicable regulations, as well as incorrect allegations that legitimate and appropriate business is using supposed “loopholes” in the export controls may negatively impact our business, relationships with partners and customers, and our reputation.
+
+In addition to export controls, the USG may impose restrictions on the import and sale of products that incorporate technologies developed or manufactured in whole or in part in China. For example, the USG adopted “Connected Vehicle” restrictions on the import and sale of certain automotive products in the United States, which if adopted and interpreted broadly, could impact our ability to develop and supply solutions for our automotive customers. The USG is also considering restrictions that would limit our ability to support third-party applications and models built on open-source foundation models originating in China. Such restrictions, if implemented, would favor our foreign competitors and negatively impact our business.
+
+Additionally, restrictions imposed by the Chinese government on the duration of gaming activities and access to games may adversely affect our Edge Computing revenue, and even if we are able to participate in the China data center compute market, increased oversight of digital platform companies may adversely affect our Data Center revenue. The Chinese government has encouraged customers to purchase from our China-based competitors and discouraged customers from purchasing, importing, or using our data center products, including any China-specific product designed to comply with U.S. export controls. As another example, an agency of the Chinese government announced an Action Plan that endorses new standards regarding the compute performance per watt and per memory bandwidth of accelerators used in new and renovated data centers in China. Although we are already effectively foreclosed from the China market by U.S. export controls, if those controls changed to allow us to return to the market, the Chinese government could modify or implement the Action Plan in a way that effectively prevents us from being able to design products to meet the new standard, which may restrict the ability of customers to use some of our data center products and may have a material and adverse impact on our business, operating results and financial condition. Further restrictions on our products or the products of our suppliers could negatively impact our business and financial results.
+
+Finally, our business depends on our ability to receive consistent and reliable supply from our overseas partners, especially in Taiwan and South Korea. Any new restrictions that negatively impact our ability to receive supply of components, parts, or services from Taiwan and South Korea, would negatively impact our business and financial results.
+
+## Item 2. Unregistered Sales of Equity Securities and Use of Proceeds
+
+## Issuer Purchases of Equity Securities
+
+We repurchased 108 million shares of our common stock for \$20.2 billion during the first quarter of fiscal year 2027. As of April 26, 2026, we were authorized, subject to certain specifications, to repurchase up to \$38.5 billion of our common stock.
+
+On May 18, 2026, our Board of Directors approved an additional \$80.0 billion in share repurchase authorization, without expiration.
+
+We paid cash dividends to our shareholders of \$243 million during the first quarter of fiscal year 2027. On May 18, 2026, we increased our quarterly cash dividend from \$0.01 per share to \$0.25 per share to all shareholders of record on June 4, 2026. Our quarterly cash dividend will be paid on June 26, 2026.
+
+The payment of future cash dividends is subject to our Board of Directors' continuing determination that the declaration of dividends is in the best interests of our shareholders.
+
+The following table presents details of our share repurchase transactions during the first quarter of fiscal year 2027:
+
+<table><tr><td>Period</td><td>Total Number of Shares Purchased (In millions)</td><td>Average Price Paid per Share (1)</td><td>Total Number of Shares Purchased as Part of Publicly Announced Program (In millions)</td><td>Approximate Dollar Value of Shares that May Yet Be Purchased Under the Program (In billions)</td></tr><tr><td>January 26, 2026 - February 22, 2026</td><td>8.2</td><td>$ 186.35</td><td>8.2</td><td>$ 57.0</td></tr><tr><td>February 23, 2026 - March 22, 2026</td><td>9.0</td><td>$ 183.38</td><td>9.0</td><td>$ 55.4</td></tr><tr><td>March 23, 2026 - April 26, 2026</td><td>91.1</td><td>$ 184.98</td><td>91.1</td><td>$ 38.5</td></tr><tr><td>Total</td><td>108.3</td><td></td><td>108.3</td><td></td></tr></table>
+
+(1) Average price paid per share includes broker commissions but excludes our liability under the 1% excise tax on the net amount of our share repurchases required by the Inflation Reduction Act of 2022.
+
+We may execute repurchases from time to time, subject to market conditions, operating requirements and other investment opportunities, in the open market, in privately-negotiated transactions, pursuant to a Rule 10b5-1 trading plan or in structured share repurchase agreements in compliance with Rule 10b-18 of the Exchange Act. Our share repurchase program may be suspended at any time at our discretion.
+
+## Employee Equity Incentive Program Share Withholding
+
+We withhold shares of our common stock associated with net share settlements to cover tax withholding obligations of awards under our employee equity incentive program. During the first quarter of fiscal year 2027, we withheld approximately 12 million shares, for a total value of \$2.1 billion through net share settlements.
+
+## Recent Sales of Unregistered Securities and Use of Proceeds
+
+On February 17, 2026, we acquired a company and issued to a key employee a total of 37,890 shares of our common stock, valued at approximately \$7 million based on our closing stock price on the issuance date.
+
+On April 10, 2026, we acquired a company and issued to key employees a total of 72,972 shares of our common stock, valued at approximately \$14 million based on our closing stock price on the issuance date.
+
+The above securities were issued in transactions not involving a public offering pursuant to an exemption from registration set forth in Section 4(a)(2) of the Securities Act (and Regulation D or Regulation S promulgated thereunder).
+
+## Item 5. Other Information
+
+The following members of our Board of Directors and/or officers adopted, modified, or terminated a trading arrangement that is intended to satisfy the affirmative defense conditions of Rule 10b5-1(c), or a Rule 10b5-1 Trading Arrangement:
+
+<table><tr><td>Name</td><td>Title of Director or Officer</td><td>Action</td><td>Date</td><td>Total Shares of Common Stock to be Sold</td><td>Expiration Date</td></tr><tr><td>Tench Coxe</td><td>Director</td><td>Adoption</td><td>3/19/2026</td><td>8,000,000*</td><td>10/30/2027</td></tr><tr><td>Colette M. Kress</td><td>Executive Vice President and Chief Financial Officer</td><td>Termination</td><td>4/10/2026</td><td>500,000**</td><td>N/A</td></tr></table>
+
+\* The Rule 10b5-1 Trading Arrangement is solely for gifts to charitable donor-advised funds.  
+\*\* The Rule 10b5-1 Trading Arrangement was adopted on December 18, 2025, for sales through March 23, 2027. No shares were sold under the Rule 10b5-1 Trading Arrangement prior to termination.
+
+Item 6. Exhibits
+
+<table><tr><td rowspan="2">Exhibit No.</td><td rowspan="2">Exhibit Description</td><td colspan="2">Incorporated by Reference</td><td rowspan="2">Filing Date</td></tr><tr><td>Schedule/Form</td><td>Exhibit</td></tr><tr><td>10.1+</td><td>Variable Compensation Plan - Fiscal Year 2027</td><td>8-K</td><td>10.1</td><td>3/6/2026</td></tr><tr><td>31.1*</td><td>Certification of Chief Executive Officer as required by Rule 13a-14(a) of the Securities Exchange Act of 1934</td><td></td><td></td><td></td></tr><tr><td>31.2*</td><td>Certification of Chief Financial Officer as required by Rule 13a-14(a) of the Securities Exchange Act of 1934</td><td></td><td></td><td></td></tr><tr><td>32.1#*</td><td>Certification of Chief Executive Officer as required by Rule 13a-14(b) of the Securities Exchange Act of 1934</td><td></td><td></td><td></td></tr><tr><td>32.2#*</td><td>Certification of Chief Financial Officer as required by Rule 13a-14(b) of the Securities Exchange Act of 1934</td><td></td><td></td><td></td></tr><tr><td>101.INS*</td><td>Inline XBRL Instance Document - the instance document does not appear in the Interactive Data File because its XBRL tags are embedded within the Inline XBRL document.</td><td></td><td></td><td></td></tr><tr><td>101.SCH*</td><td>Inline XBRL Taxonomy Extension Schema Document</td><td></td><td></td><td></td></tr><tr><td>101.CAL*</td><td>Inline XBRL Taxonomy Extension Calculation Linkbase Document</td><td></td><td></td><td></td></tr><tr><td>101.DEF*</td><td>Inline XBRL Taxonomy Extension Definition Linkbase Document</td><td></td><td></td><td></td></tr><tr><td>101.LAB*</td><td>Inline XBRL Taxonomy Extension Labels Linkbase Document</td><td></td><td></td><td></td></tr><tr><td>101.PRE*</td><td>Inline XBRL Taxonomy Extension Presentation Linkbase Document</td><td></td><td></td><td></td></tr><tr><td>104</td><td>Cover Page Interactive Data File - the cover page interactive data file does not appear in the Interactive Data File because its XBRL tags are embedded within the Inline XBRL document.</td><td></td><td></td><td></td></tr></table>
+
++ Management contract or compensatory plan or arrangement.  
+\* Filed herewith.
+
+\# In accordance with Item 601(b)(32)(ii) of Regulation S-K and SEC Release Nos. 33-8238 and 34-47986, Final Rule: Management's Reports on Internal Control Over Financial Reporting and Certification of Disclosure in Exchange Act Periodic Reports, the certifications furnished in Exhibits 32.1 and 32.2 hereto are deemed to accompany this Quarterly Report on Form 10-Q and will not be deemed “filed” for purpose of Section 18 of the Exchange Act. Such certifications will not be deemed to be incorporated by reference into any filing under the Securities Act or the Exchange Act, except to the extent that the registrant specifically incorporates it by reference.
+
+Copies of the above exhibits not contained herein are available to any shareholder upon written request to:
+
+Investor Relations: NVIDIA Corporation, 2788 San Tomas Expressway, Santa Clara, CA 95051.
+
+## Signature
+
+Pursuant to the requirements of the Securities Exchange Act of 1934, the registrant has duly caused this report to be signed on its behalf by the undersigned thereunto duly authorized.
+
+Date: May 20, 2026
+
+NVIDIA Corporation
+
+By: /s/ Colette M. Kress
+
+Colette M. Kress
+
+Executive Vice President and Chief Financial Officer (Duly Authorized Officer and Principal Financial Officer)
+
+## CERTIFICATION
+
+I, Jen-Hsun Huang, certify that:
+
+1. I have reviewed this Quarterly Report on Form 10-Q of NVIDIA Corporation;  
+2. Based on my knowledge, this report does not contain any untrue statement of a material fact or omit to state a material fact necessary to make the statements made, in light of the circumstances under which such statements were made, not misleading with respect to the period covered by this report;  
+3. Based on my knowledge, the financial statements, and other financial information included in this report, fairly present in all material respects the financial condition, results of operations and cash flows of the registrant as of, and for, the periods presented in this report;  
+4. The registrant's other certifying officer(s) and I are responsible for establishing and maintaining disclosure controls and procedures (as defined in Exchange Act Rules 13a-15(e) and 15d-15(e)) and internal control over financial reporting (as defined in Exchange Act Rules 13a-15(f) and 15d-15(f)) for the registrant and have:
+
+(a) designed such disclosure controls and procedures, or caused such disclosure controls and procedures to be designed under our supervision, to ensure that material information relating to the registrant, including its consolidated subsidiaries, is made known to us by others within those entities, particularly during the period in which this report is being prepared;  
+(b) designed such internal control over financial reporting, or caused such internal control over financial reporting to be designed under our supervision, to provide reasonable assurance regarding the reliability of financial reporting and the preparation of financial statements for external purposes in accordance with generally accepted accounting principles;  
+(c) evaluated the effectiveness of the registrant's disclosure controls and procedures and presented in this report our conclusions about the effectiveness of the disclosure controls and procedures, as of the end of the period covered by this report based on such evaluation; and  
+(d) disclosed in this report any change in the registrant's internal control over financial reporting that occurred during the registrant's most recent fiscal quarter (the registrant's fourth fiscal quarter in the case of an annual report) that has materially affected, or is reasonably likely to materially affect, the registrant's internal control over financial reporting; and  
+5. The registrant's other certifying officer(s) and I have disclosed, based on our most recent evaluation of internal control over financial reporting, to the registrant's auditors and the audit committee of the registrant's board of directors (or persons performing the equivalent functions):  
+(a) all significant deficiencies and material weaknesses in the design or operation of internal control over financial reporting which are reasonably likely to adversely affect the registrant's ability to record, process, summarize and report financial information; and  
+(b) any fraud, whether or not material, that involves management or other employees who have a significant role in the registrant's internal control over financial reporting.
+
+Date: May 20, 2026
+
+/s/JEN-HSUN HUANG
+
+Jen-Hsun Huang
+
+President and Chief Executive Officer
+
+# CERTIFICATION
+
+I, Colette M. Kress, certify that:
+
+1. I have reviewed this Quarterly Report on Form 10-Q of NVIDIA Corporation;  
+2. Based on my knowledge, this report does not contain any untrue statement of a material fact or omit to state a material fact necessary to make the statements made, in light of the circumstances under which such statements were made, not misleading with respect to the period covered by this report;  
+3. Based on my knowledge, the financial statements, and other financial information included in this report, fairly present in all material respects the financial condition, results of operations and cash flows of the registrant as of, and for, the periods presented in this report;  
+4. The registrant's other certifying officer(s) and I are responsible for establishing and maintaining disclosure controls and procedures (as defined in Exchange Act Rules 13a-15(e) and 15d-15(e)) and internal control over financial reporting (as defined in Exchange Act Rules 13a-15(f) and 15d-15(f)) for the registrant and have:
+
+(a) designed such disclosure controls and procedures, or caused such disclosure controls and procedures to be designed under our supervision, to ensure that material information relating to the registrant, including its consolidated subsidiaries, is made known to us by others within those entities, particularly during the period in which this report is being prepared;  
+(b) designed such internal control over financial reporting, or caused such internal control over financial reporting to be designed under our supervision, to provide reasonable assurance regarding the reliability of financial reporting and the preparation of financial statements for external purposes in accordance with generally accepted accounting principles;  
+(c) evaluated the effectiveness of the registrant's disclosure controls and procedures and presented in this report our conclusions about the effectiveness of the disclosure controls and procedures, as of the end of the period covered by this report based on such evaluation; and  
+(d) disclosed in this report any change in the registrant's internal control over financial reporting that occurred during the registrant's most recent fiscal quarter (the registrant's fourth fiscal quarter in the case of an annual report) that has materially affected, or is reasonably likely to materially affect, the registrant's internal control over financial reporting; and  
+5. The registrant's other certifying officer(s) and I have disclosed, based on our most recent evaluation of internal control over financial reporting, to the registrant's auditors and the audit committee of the registrant's board of directors (or persons performing the equivalent functions):  
+(a) all significant deficiencies and material weaknesses in the design or operation of internal control over financial reporting which are reasonably likely to adversely affect the registrant's ability to record, process, summarize and report financial information; and  
+(b) any fraud, whether or not material, that involves management or other employees who have a significant role in the registrant's internal control over financial reporting.
+
+Date: May 20, 2026
+
+/s/ COLETTE M. KRESS
+
+Colette M. Kress
+
+Executive Vice President and Chief Financial Officer
+
+## CERTIFICATION
+
+Pursuant to the requirement set forth in Rule 13a-14(b) of the Securities Exchange Act of 1934, as amended (the “Exchange Act”), and Section 1350 of Chapter 63 of Title 18 of the United States Code (18 U.S.C. § 1350), Jen-Hsun Huang, the President and Chief Executive Officer of NVIDIA Corporation (the “Company”), hereby certifies that, to the best of his knowledge:
+
+1. The Company's Quarterly Report on Form 10-Q for the period ended April 26, 2026, to which this Certification is attached as Exhibit 32.1 (the "Periodic Report"), fully complies with the requirements of Section 13(a) or Section 15(d) of the Exchange Act; and  
+2. The information contained in the Periodic Report fairly presents, in all material respects, the financial condition of the Company at the end of the period covered by the Periodic Report and results of operations of the Company for the period covered by the Periodic Report.
+
+Date: May 20, 2026
+
+/s/JEN-HSUN HUANG
+
+Jen-Hsun Huang
+
+President and Chief Executive Officer
+
+A signed original of this written statement required by Section 906 of 18 U.S.C. § 1350 has been provided to NVIDIA Corporation and will be retained by NVIDIA Corporation and furnished to the Securities and Exchange Commission or its staff upon request.
+
+This certification accompanies the Form 10-Q to which it relates, is not deemed filed with the Securities and Exchange Commission and is not to be incorporated by reference into any filing of the Company under the Securities Act of 1933, as amended, or the Exchange Act (whether made before or after the date of the Form 10-Q), irrespective of any general incorporation language contained in such filing.
+
+## CERTIFICATION
+
+Pursuant to the requirement set forth in Rule 13a-14(b) of the Securities Exchange Act of 1934, as amended (the “Exchange Act”), and Section 1350 of Chapter 63 of Title 18 of the United States Code (18 U.S.C. § 1350), Colette M. Kress, the Executive Vice President and Chief Financial Officer of NVIDIA Corporation (the “Company”), hereby certifies that, to the best of her knowledge:
+
+1. The Company's Quarterly Report on Form 10-Q for the period ended April 26, 2026, to which this Certification is attached as Exhibit 32.2 (the "Periodic Report"), fully complies with the requirements of Section 13(a) or Section 15(d) of the Exchange Act; and  
+2. The information contained in the Periodic Report fairly presents, in all material respects, the financial condition of the Company at the end of the period covered by the Periodic Report and results of operations of the Company for the period covered by the Periodic Report.
+
+Date: May 20, 2026
+
+/s/ COLETTE M. KRESS
+
+Colette M. Kress
+
+Executive Vice President and Chief Financial Officer
+
+A signed original of this written statement required by Section 906 of 18 U.S.C. § 1350 has been provided to NVIDIA Corporation and will be retained by NVIDIA Corporation and furnished to the Securities and Exchange Commission or its staff upon request.
+
+This certification accompanies the Form 10-Q to which it relates, is not deemed filed with the Securities and Exchange Commission and is not to be incorporated by reference into any filing of the Company under the Securities Act of 1933, as amended, or the Exchange Act (whether made before or after the date of the Form 10-Q), irrespective of any general incorporation language contained in such filing.
\ No newline at end of file
diff --git "a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/images/image-1-\342\230\222 QUARTERL.jpg" "b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/images/image-1-\342\230\222 QUARTERL.jpg"
new file mode 100644
index 0000000000000000000000000000000000000000..c056a9a6638cbc2f8aefeeb9b52b4b3afc314e1c
GIT binary patch
literal 2333
zcmbW1XH?Tm8pi)2giw_#9Rz}uAYMX{ZmwcNTLA?_FCqw1M5Ki#BA`-ofh*03fOLV-
zLz50tz0^Pe1*I!Za_I=<g6{4;XFu)kGiT<*%sbDS-@NBMv@zOefL#xxivd6&0012i
zfc62<0vH(>pbQX3C=|-X#K_Fb&Bn^Y!phIdb(&jPKvYCnKuG8;OkV1&xSWKLkhHRl
z+%F19BvMpLRZ|6_A+Lx;oS1-^n3z~uSozr4_z+@3Vu=4)v}S;V5ikIJ!60#fjspbd
z0MXh3(c^bQKtBZhQy@ApJ%j<u$i&QYTtH$6=s;jF9X%KVp{GBt4n95y=s6&qVhWcT
zxUS!VihFV+LgQaEN?a*x;khxm4pX#$@R*7D3@;zQfaEzTX&G6h(nVzzRW+@vXpFXw
zuAZ^UO{}Szxy5Y<$2(5WcU`=^eSH0J{sCd(5l@~zi;VjHc|u}Ra>@%rW>$7iZeISI
zg7S(=QdM<LZCz_y`@4?LuI`?pVe-f*Wo&$6dS-TReqr&;*Cpzo8=G6(JG*=PCtM%^
z{1fYV{R#FTTpY(-boBIKdguukh|ceLf;s3RVhRkLm#;%_d2)#(LK(TQ#J?_UVUke1
zvCd=vV37F?3^^@HJwf|H_TPa${=dln4fZ$J1i%Ug9XAim0ib}Led)|c%+lGgQ`dm=
zPD?wB2Bm=!{IY5$$pWu(O3&%W-JUA-vBpx&s$2z4C*kYxSdPdTJF??9E*V%%|E|G2
z4M;-~r4FPX(13o?(Tenz{WyN+JZb^2n($%%-e<Q!FI#mDgG*{}Q`c^C4A6j9zY7P{
zLuVQgzGk~OyH647>G3T+`+dk%@jX@FpKH~@*LM9?FAdNLu|Q3$Cm-RCNF9UP+qqJE
zVG~^|O+U9PLw?%0;xl7c|6#ZRCB-jIFqBR-6zcU>hDE{Q&7b~cdww{J4#sd6En*N!
zizdReUd7o`+~Y8_fr>b8pK~>TguMH}VmU4nz)LJsDZt^T+$1H1`@)PVE1P8XIo87j
zQ(^xZcYWjJ-U=*QgDs2jI`^(}!0N)z?aI^&!Z&v}<RSA1&x!0)W?M>gvWe8Rtvx$O
zf5UE}oRaV@_zdiALUF*Fs*-OoNCS1xBQtoYv#Ve4Vb-i8*10HCZW1h#sMl-ML@plm
zAV*_S7cmegH$+hB+hotcx8l+V?m@(jj_g3@@iHp@)hOruMXryVMA2RC&6g=hW^rMY
zo@N5okE>*oy6ZwfL?MOBWJFMxFF{$pQuBgoc)iQZl>6OQ*s|$DqC#}R3-K**j-ug6
ziMM*m`Di!e4Y87|!&`#ZclzOB@f$MvMs2gnaH|Ry%)`9+?*i~rs#HXbWHAxiJ(A#C
zjG`A3Ax+QRA8zYU!f-}MS1?Ow)<$YVPkuOL2hWWYJi1(RM9plZfR4U#Ri(G$4Y{>6
z>X1`f?9C3LQ}so`G~gwLuwBcp%da&MW15Uh)^%4lvM>Cer)q4)KPqyqpzyZr;F4dO
zsHJCC>u3)EPw%L)<#OSDzH~!Nk^R|yUeeuNWit-lZ5c~Y<C@E-n9AFT=rLYN?f1}t
zn+{Yy*jMjKw(kQ2hRn`bFN>VH44uVPkrCpI^XU0g){o?&F7x$L#AufE^7o#CX-q4w
z1yuDS0(Vh1yD8E2NupF(P@&1wGqp$+JeN)FaPa^#W`Ju$M(Hct8%xQ!T7Te*;%L2J
zgL&YGH=p(GSGpR`)PFqZq$bm{Jl4Y_Fwii=rgvWNpk5&Y9J8a;^qF{ZLD@A=E<P=K
z`KAVH+FV{({$9seOPBFf9p2cYa?ssZ2GZP`QCuX+kW0O}DX%~wpz%&7)x#^PJ(pp2
z7l{7o_Dt8OaneSeDm+ft$;C>R6|nHs^u%De7iK-CI-dWYE?#F(J7D3R$(t0D`P|B@
z-F2~ANtxA3wyZXHSIkYidGmRmT!zxyQC?ufzv>NR5uUDI13_#w;OsbR3VHpr#~wrX
zNyC~>8djd(`deKEDOmoz!C<Cm-zDQOu9&DzS!29TO|Lznc9xRlCxG6=Ld*r{UDkq7
zC0Yd*hlIIMX}+^NL~C12^@w|qPR1n_550{)w6&TB*OW8tGv?GNeLZ+9h_*DmCB?ku
zYZ<8+r#mvS&>81HCW{ZRi|9V;sgo;f;=ecIs!vTVm3@bcXrA>87$W;bYw8=`a+qCJ
z+52@_Kl!veId^pulDUQESyx-@errw2^2m0cklwfxFWl*?T5Nl-kp{>+<;1oHyqmpq
z^;X*IbtcS(9d8onT{k@5wBuK}mR-$iT`g|9VWb#$TB2-@uq>x>>Y3JLkKhQ}dvtqL
z&B4+LX6K_+LSCK`Rq}JVq^m!pfJ8B&ozJ*th}dL^jF2DY*YE*YVHyxsx%|tOE|}-I
zYXUjQ(a)RtL##}2AjN64G)3h>bE9*Mv#&)J$?+BoleKx-4%+{>*WSr~9&(<~$lE;h
z<=u+O@x2O5*AVrrzL(7MNb%u|?*mSU(ttSu8t_d(dR_S-%z*~r25og8(Ez{5VZ&){
zYc#iMu9?Y$tG~Z7HEP}`CnONAnTPg&!f6}UOC|<YX^xf)w#~K;g*f{++H3bsZGFVr
zG&oc09O4Qga%zMPDxa*Ld^R?}&&V<he8d%Pq*Cp6#A9JATzybp)%ktoB@JLqr2!jM
z(Pixeaj)Y9Zx12j%G+msv518ftKH5U>0&xDAr<Dl0{F?n!<Ds9c-P|umqHyJXzvgH
zec6g65uM&n12{z$Ro8SEqP~PobEO|Wl=u<z1|fU9v0KG{VFlfDPMT<M)Out;4M1@m
u9f$Z&r=k5<HZ5I!VgCwkoApM*zRyd{T9IxanrEv<T4f;0$qE@s8~+PGM@GH?

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/images/image-2-The Nasdaq.jpg b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/images/image-2-The Nasdaq.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..ac3fb818d91030ca1a73f6a6c287561536e76604
GIT binary patch
literal 842
zcmex=<NpH&0WUXCHwH#V1_nkTWcYuZ!I^=Bjg6g+m4ls~os*M;i${c)hnt&6Qb?Fz
zL{>^(PF6}rMnOeST|r4lSw=>~TvNxu(8R<<Uft5x!pKI?*u)5A2qPyaCl5D|1TU|I
zk)n*E5y{~H0R}-11_=f!W=16jCP7AKLB{__803NOWMu>c1}I=;VrF4wW9Q)H;sz?%
zD!{<R$jr>d!pzFb!U9xX3zTPI5o8roG<0MW4oqZMDikqloVbuf*=gfJ(V&YTRE(2~
znmD<{#3dx9RMpfqG__1j&CD$<t(;w4-P}Dqy@EqR!@?sXqmoln)6z3Cvx-Yf%gQS%
ztD0L{+uA!iyCzMZGIiSY88c@sTD)ZGvgIpQuG+MD%hqk%ckJAC=<t!F$Bv&kdFs;T
zD_5^wzj5={!$*&wJbm{3#miS8KYjl4_1pI!KYxMz#mK-6@fMJTcnr;7f<S*Uv9K_+
zu!H=?$W#u*%z`YeiiT`Lj)Clng~CckjT|CQ6Blkg$f;}`^g%SK=pvVxipfLOk07ss
zeMX$en#l4Q++zrT-D2QjW&}navmk>#!}nkLGv?oqKewqS@;`%8-PZpMamMv8*!C>S
zH9lO&yLrp5>wgTFWl5ziX30%ADVx}tJZFKOcb}2OC;9D`Ul;J_@ho{@VDIc57yfWQ
zPcQRvDV<L@GQWkFZ`)pEBWAElMf>;KjqjNC`-=RF3XfJTWk~zcb}joo@2hFkPVTFG
ztJ-IBLVCtZhLn%j_I&oc^tDlO$8{Uwm06p*Q@6BP=H>iZU9qj<RQL1J9GUIGZ(T(g
zix2Ix+n@ia)^^>Oy-xSNH?}=hsJ`8yQgQLm-i^;JB{oR=ampHKU&>h2VE_Ln0FSFU
A{{R30

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/images/image-3-Indicate b.jpg b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/images/image-3-Indicate b.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..f3cc796805eaa23b0d8a580ec4ffd575f01bf9f9
GIT binary patch
literal 799
zcmex=<NpH&0WUXCHwH#V1_nkTWcYuZ!I^=Bjg6g+m4ls~os*M;i${c)hnt&6Qb?Fz
zL{>^(PF6}rMnOeST|r4lSw=>~TvNxu(8R<<Uft5x!pKI?*u)5A2qPyaCl5D|1TU|I
zk)n*E5y{~H0R}-11_=fcW=16jCP7AKLB{__803NOWMu>c1}I=;VrF4wW9Q)H;sz?%
zD!{<R$jr>d!pzFb!U9xX3zTPI5o8roG<0MW4oqZMDikqloVbuf*=gfJ(V&YTRE(2~
znmD<{#3dx9RMpfqG__1j&CD$<t(;w4-P}Dqy@EqR!@?sXqmoln)6z3Cvx-Yf%gQS%
ztD0L{+uA!iyCzMZGIiSY88c@sTD)ZGvgIpQuG+MD%hqk%ckJAC=<t!F$Bv&kdFs;T
zD_5^wzj5={!$*&wJbm{3#miS8KYjl4_1pI!KYxMz#mK-6@fMJTcnr;7f<S*Uv9K_+
zu!H=?$W#u*%z`YeiiT`Lj)Clng~CckjT|CQ6Blkg$f;}`^g%SK=pvVxipfLOk07ss
zeMX$en#l4Q++zrT-D2QjW&}navmk>#!}muHk}8bvJ)fz6zy5ih|0CHo;=9adXP0vM
zvh3Qr$Wx|!XQWTFLf@k`^@nzUNdL=q%l#jd`i}s1FIj&#`MIK>-}h|U%`1QOR_nak
z>8wjP%{bA;!m(h+bsH`X=Iej5)9WjjMsAy%@_qB|EV1uuEE5H127W4tX`EAi+5Vx*
z_5Tbn+^+8bV08XJLw}$vLxG*bhy7hOuIuk*bw2#LRw!v<@~me}ca+xEg)6VHeX*#E
H;r~qlcOW7o

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/images/image-4-Large acce.jpg b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/images/image-4-Large acce.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..9d1d27d73fa9b8665bbc3b640023e9e7a31fba4b
GIT binary patch
literal 789
zcmex=<NpH&0WUXCHwH#V1_nkTWcYuZ!I^=Bjg6g+m4ls~os*M;i${c)hnt&6Qb?Fz
zL{>^(PF6}rMnOeST|r4lSw=>~TvNxu(8R<<Uft5x!pKI?*u)5A2qPyaCl5D|1TU|I
zk)n*E5y{~H0R}-11_=gnW=16jCP7AKLB{__803NOWMu>c1}I=;VrF4wW9Q)H;sz?%
zD!{<R$jr>d!pzFb!U9xX3zTPI5o8roG<0MW4oqZMDikqloVbuf*=gfJ(V&YTRE(2~
znmD<{#3dx9RMpfqG__1j&CD$<t(;w4-P}Dqy@EqR!@?sXqmoln)6z3Cvx-Yf%gQS%
ztD0L{+uA!iyCzMZGIiSY88c@sTD)ZGvgIpQuG+MD%hqk%ckJAC=<t!F$Bv&kdFs;T
zD_5^wzj5={!$*&wJbm{3#miS8KYjl4_1pI!KYxMz#mK-6@fMJTcnr;7f<S*Uv9K_+
zu!H=?$W#u*%z`YeiiT`Lj)Clng~CckjT|CQ6Blkg$f;}`^g%SK=pvVxipfLOk07ss
zeMX$en#l4Q++zrT-D2QjW&}navmk>#!}m`GMw$DP>TBz*p6ydwk>7sn(gs%FeH^ww
zMJE2S`H<Mj`C;3{N$h`iss9LI_mhlX$o?W@owDbJEpxda<xF^KRl2q(DC75B-A5b}
zKX05oD#Ez+u{ZbL;DfuCPVG^vUb*nLjN{aDndY9240UR&)H}X@b&dbwxHXQ={_&^t
x{~7uNT^XF0=xtn4@yIvoyVK6gy3_rB8_n)~SoHo`-UGL{x36_+Ea3lt696T^AN&9S

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/images/image-5-Accelerate.jpg b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/images/image-5-Accelerate.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..306d2e41d572499846ce6873324798977c02a734
GIT binary patch
literal 798
zcmex=<NpH&0WUXCHwH#V1_nkTWcYuZ!I^=Bjg6g+m4ls~os*M;i${c)hnt&6Qb?Fz
zL{>^(PF6}rMnOeST|r4lSw=>~TvNxu(8R<<Uft5x!pKI?*u)5A2qPyaCl5D|1TU|I
zk)n*E5y{~H0R}-11_=gnW=16jCP7AKLB{__803NOWMu>c1}I=;VrF4wW9Q)H;sz?%
zD!{<R$jr>d!pzFb!U9xX3zTPI5o8roG<0MW4oqZMDikqloVbuf*=gfJ(V&YTRE(2~
znmD<{#3dx9RMpfqG__1j&CD$<t(;w4-P}Dqy@EqR!@?sXqmoln)6z3Cvx-Yf%gQS%
ztD0L{+uA!iyCzMZGIiSY88c@sTD)ZGvgIpQuG+MD%hqk%ckJAC=<t!F$Bv&kdFs;T
zD_5^wzj5={!$*&wJbm{3#miS8KYjl4_1pI!KYxMz#mK-6@fMJTcnr;7f<S*Uv9K_+
zu!H=?$W#u*%z`YeiiT`Lj)Clng~CckjT|CQ6Blkg$f;}`^g%SK=pvVxipfLOk07ss
zeMX$en#l4Q++zrT-D2QjW&}navmk>#!}m`PlIl#epQ(Sp{&`*WBbQ9`#{9(-ofq%X
zI(1l~St~_q`ajY8&Gs+CF4=z&v_I5f6>#b<hrP3Fp%q{EvW$8mQ}0}D|81KZx9pHz
zyuC+h+GmyL%=?+T7_NQX+xl$zL+#zMb~o<aHFi14wQFVVCT#(30d|J3rtE)IX8mXQ
z%W-S_KeovK3?E-<Ea2Fp@iqIr<o#FQf2kgunfJ{w`k4AGah+4|j{l9`#wJm^s7r(S
G|4jh(z#vWl

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/images/image-6-Non-accele.jpg b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/images/image-6-Non-accele.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..082c4bc6216d3bcef0ecf522f79e1ec827e1c99c
GIT binary patch
literal 796
zcmex=<NpH&0WUXCHwH#V1_nkTWcYuZ!I^=Bjg6g+m4ls~os*M;i${c)hnt&6Qb?Fz
zL{>^(PF6}rMnOeST|r4lSw=>~TvNxu(8R<<Uft5x!pKI?*u)5A2qPyaCl5D|1TU|I
zk)n*E5y{~H0R}-11}O$nW=16jCP7AKLB{__803NOWMu>c1}I=;VrF4wW9Q)H;sz?%
zD!{<R$jr>d!pzFb!U9xX3zTPI5o8roG<0MW4oqZMDikqloVbuf*=gfJ(V&YTRE(2~
znmD<{#3dx9RMpfqG__1j&CD$<t(;w4-P}Dqy@EqR!@?sXqmoln)6z3Cvx-Yf%gQS%
ztD0L{+uA!iyCzMZGIiSY88c@sTD)ZGvgIpQuG+MD%hqk%ckJAC=<t!F$Bv&kdFs;T
zD_5^wzj5={!$*&wJbm{3#miS8KYjl4_1pI!KYxMz#mK-6@fMJTcnr;7f<S*Uv9K_+
zu!H=?$W#u*%z`YeiiT`Lj)Clng~CckjT|CQ6Blkg$f;}`^g%SK=pvVxipfLOk07ss
zeMX$en#l4Q++zrT-D2QjW&}navmk>#!}mw0_Ik(%dp=YDe*N=0^_Yt$dy5~1w(eWK
z{C3=-Sw8Dl7D^OIpLLwTUv<fz?~i2vPth&?e^~rKEa00V;O1@;uKnSzm_5VGiHllY
zg;)a&7(PpPX)xL5npW#e-F)@UO7`6Hyj?ZZ&MC|j(KzOsIN$KPGQ*dZ`yZ-Y|IhHk
z?dtvyM(6)C^oIw!G8F&g*s$l)ANj=e`n=qC6D%hwy*gU-#^KZ?ewGrGa7R~$`u{fp
D?zJ6E

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/manifest.json b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/manifest.json
new file mode 100644
index 000000000..49462b9b0
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/manifest.json
@@ -0,0 +1,142 @@
+{
+  "version": "2.0",
+  "job_id": "job_58112accb346",
+  "data_id": null,
+  "source_file_name": "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf",
+  "processing_date": "2026-06-16T03:24:45.225219Z",
+  "processing": {
+    "page_count": 45,
+    "billing_status": "charged",
+    "cost": {
+      "micro_dollars": 67500,
+      "credits": 0.0675
+    },
+    "timing": {
+      "started_at": "2026-06-16T03:21:39.093490+00:00",
+      "completed_at": "2026-06-16T03:24:45.205058+00:00",
+      "duration_ms": 186111
+    },
+    "stages": {
+      "timing_ms": {
+        "document.profile": 12761,
+        "pdf.extract.standard": 147250,
+        "toc.detect_range_llm": 1363,
+        "heading.hierarchy_llm_call": 7403,
+        "toc.parse_hierarchy_llm": 996,
+        "md.detect_toc": 2395,
+        "heading.merge_pre_pass_llm": 1861,
+        "heading.hierarchy_llm": 6431,
+        "md.predict_headings": 8982,
+        "md.deferred_summaries": 14231,
+        "md.build_dataframe": 1,
+        "pdf.parse_md": 26003,
+        "document.cleanup_unreferenced_images": 1,
+        "document.compress_images": 0,
+        "worker.parse.document": 186022
+      },
+      "token_usage": {
+        "prompt_tokens": 8743,
+        "completion_tokens": 1228,
+        "total_tokens": 9971
+      }
+    }
+  },
+  "statistics": {
+    "total_chunks": 120,
+    "text_chunks": 72,
+    "image_chunks": 6,
+    "table_chunks": 42,
+    "total_pages": null
+  },
+  "HIERARCHY": {
+    "Root": {},
+    "Where You Can Find More Information": {},
+    "Part I. Financial Information": {
+      "Item 1. Financial Statements (Unaudited)": {},
+      "Note 1 - Summary of Significant Accounting Policies": {
+        "Basis of Presentation": {},
+        "Significant Accounting Policies": {
+          "Fiscal Year": {},
+          "Principles of Consolidation": {},
+          "Use of Estimates": {}
+        },
+        "Recently Issued Accounting Pronouncements": {}
+      },
+      "Note 2 - Stock-Based Compensation": {},
+      "Note 3 - Net Income Per Share": {},
+      "Note 4 - Amortizable Intangible Assets and Goodwill": {},
+      "Note 5 - Cash Equivalents and Marketable Securities": {},
+      "Note 6 - Non-marketable Securities": {
+        "Non-marketable Equity Securities": {},
+        "Equity Method Investments": {},
+        "Investment Commitments": {}
+      },
+      "Note 7 - Balance Sheet Components": {
+        "Property and Equipment:": {},
+        "Deferred Revenue": {}
+      },
+      "Note 8 - Derivative Financial Instruments": {
+        "Foreign Currency Derivatives": {},
+        "Facility Lease Guarantee": {}
+      },
+      "Note 10 - Commitments and Contingencies": {
+        "Commitments": {},
+        "Accrual for Product Warranty Liabilities": {},
+        "Litigation": {
+          "Securities Class Action and Derivative Lawsuits": {},
+          "Accounting for Loss Contingencies": {}
+        }
+      },
+      "Note 11 - Income Taxes": {},
+      "Note 12 - Shareholders' Equity": {},
+      "Note 13 - Segment Information": {},
+      "Note 14 - Leases": {}
+    },
+    "Forward-Looking Statements": {
+      "Overview": {
+        "Our Company and Our Businesses": {},
+        "Recent Developments, Future Objectives and Challenges": {},
+        "Financial Information by Business Segment and Geographic Data": {}
+      },
+      "Critical Accounting Policies and Estimates": {},
+      "Results of Operations": {
+        "Reportable Segments": {
+          "Revenue by Reportable Segments": {},
+          "Operating Income by Reportable Segments": {},
+          "Concentration of Revenue": {}
+        },
+        "Gross Profit and Gross Margin": {},
+        "Income Taxes": {},
+        "Liquidity": {
+          "Capital Return to Shareholders": {},
+          "Outstanding Indebtedness and Commercial Paper Program": {},
+          "Material Cash Requirements and Other Obligations": {}
+        }
+      },
+      "Adoption of New and Recently Issued Accounting Pronouncements": {}
+    },
+    "Item 3. Quantitative and Qualitative Disclosures About Market Risk": {
+      "Investment and Interest Rate Risk": {},
+      "Foreign Exchange Rate Risk": {}
+    },
+    "Item 4. Controls and Procedures": {
+      "Controls and Procedures": {
+        "Disclosure Controls and Procedures": {},
+        "Changes in Internal Control Over Financial Reporting": {},
+        "Inherent Limitations on Effectiveness of Controls": {}
+      }
+    },
+    "Part II. Other Information": {
+      "Item 1. Legal Proceedings": {},
+      "Item 1A. Risk Factors": {},
+      "Issuer Purchases of Equity Securities": {},
+      "Recent Sales of Unregistered Securities and Use of Proceeds": {},
+      "Item 5. Other Information": {}
+    },
+    "Signature": {},
+    "CERTIFICATION": {},
+    "CERTIFICATION_2": {},
+    "CERTIFICATION_3": {},
+    "CERTIFICATION_4": {}
+  }
+}
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-0 Financial Report.html b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-0 Financial Report.html
new file mode 100644
index 000000000..efbd45e17
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-0 Financial Report.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="7">Item 1.</td><td>Financial Statements (Unaudited)</td><td></td></tr><tr><td>a) Condensed Consolidated Statements of Income for the three months ended April 26, 2026 and April 27, 2025</td><td>3</td></tr><tr><td>b) Condensed Consolidated Statements of Comprehensive Income for the three months ended April 26, 2026 and April 27, 2025</td><td>4</td></tr><tr><td>c) Condensed Consolidated Balance Sheets as of April 26, 2026 and January 25, 2026</td><td>5</td></tr><tr><td>d) Condensed Consolidated Statements of Shareholders’ Equity for the three months ended April 26, 2026 and April 27, 2025</td><td>6</td></tr><tr><td>e) Condensed Consolidated Statements of Cash Flows for the three months ended April 26, 2026 and April 27, 2025</td><td>7</td></tr><tr><td>f) Notes to Condensed Consolidated Financial Statements</td><td>8</td></tr><tr><td>Item 2.</td><td>Management’s Discussion and Analysis of Financial Condition and Results of Operations</td><td>23</td></tr><tr><td>Item 3.</td><td>Quantitative and Qualitative Disclosures About Market Risk</td><td>30</td></tr><tr><td>Item 4.</td><td>Controls and Procedures</td><td>31</td></tr><tr><td colspan="3">Part II : Other Information</td></tr><tr><td>Item 1.</td><td>Legal Proceedings</td><td>31</td></tr><tr><td>Item 1A.</td><td>Risk Factors</td><td>31</td></tr><tr><td>Item 2.</td><td>Unregistered Sales of Equity Securities and Use of Proceeds</td><td>38</td></tr><tr><td>Item 5.</td><td>Other Information</td><td>39</td></tr><tr><td>Item 6.</td><td>Exhibits</td><td>40</td></tr><tr><td>Signature</td><td></td><td>41</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-1 Financial Results.html b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-1 Financial Results.html
new file mode 100644
index 000000000..eca58d190
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-1 Financial Results.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td></td><td colspan="2">Three Months Ended</td></tr><tr><td></td><td>Apr 26, 2026</td><td>Apr 27, 2025</td></tr><tr><td>Revenue</td><td>$ 81,615</td><td>$ 44,062</td></tr><tr><td>Cost of revenue</td><td>20,458</td><td>17,394</td></tr><tr><td>Gross profit</td><td>61,157</td><td>26,668</td></tr><tr><td>Operating expenses</td><td></td><td></td></tr><tr><td>Research and development</td><td>6,321</td><td>3,989</td></tr><tr><td>Sales, general and administrative</td><td>1,300</td><td>1,041</td></tr><tr><td>Total operating expenses</td><td>7,621</td><td>5,030</td></tr><tr><td>Operating income</td><td>53,536</td><td>21,638</td></tr><tr><td>Interest income</td><td>540</td><td>515</td></tr><tr><td>Interest expense</td><td>(102)</td><td>(63)</td></tr><tr><td>Other income (expense), net</td><td>15,929</td><td>(180)</td></tr><tr><td>Total other income, net</td><td>16,367</td><td>272</td></tr><tr><td>Income before income tax</td><td>69,903</td><td>21,910</td></tr><tr><td>Income tax expense</td><td>11,582</td><td>3,135</td></tr><tr><td>Net income</td><td>$ 58,321</td><td>$ 18,775</td></tr><tr><td>Net income per share:</td><td></td><td></td></tr><tr><td>Basic</td><td>$ 2.40</td><td>$ 0.77</td></tr><tr><td>Diluted</td><td>$ 2.39</td><td>$ 0.76</td></tr><tr><td>Weighted average shares used in per share computation:</td><td></td><td></td></tr><tr><td>Basic</td><td>24,286</td><td>24,441</td></tr><tr><td>Diluted</td><td>24,391</td><td>24,611</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-10 Amortization Expense.html b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-10 Amortization Expense.html
new file mode 100644
index 000000000..b8a0c0116
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-10 Amortization Expense.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td></td><td>Future Amortization Expense(In millions)</td></tr><tr><td>Fiscal Year:</td><td></td></tr><tr><td>2027 (excluding the first quarter of fiscal year 2027)</td><td>$ 689</td></tr><tr><td>2028</td><td>754</td></tr><tr><td>2029</td><td>610</td></tr><tr><td>2030</td><td>516</td></tr><tr><td>2031</td><td>468</td></tr><tr><td>2032 and thereafter</td><td>83</td></tr><tr><td>Total</td><td>$ 3,120</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-11 Debt Securities.html b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-11 Debt Securities.html
new file mode 100644
index 000000000..9fa07c99f
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-11 Debt Securities.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="3"></td><td rowspan="2">Pricing Category</td><td rowspan="2">Cost or Amortized Cost</td><td rowspan="2">Unrealized Gain</td><td rowspan="2">Unrealized Loss</td><td rowspan="2">Estimated Fair Value</td><td colspan="4">Reported as</td></tr><tr><td>Cash Equivalents</td><td>Marketable Debt Securities</td><td>Marketable Equity Securities</td><td>Other Assets</td></tr><tr><td colspan="9">(In millions)</td></tr><tr><td>Debt securities issued by the U.S. Treasury</td><td>Level 2</td><td>$ 21,883</td><td>$ 43</td><td>$ (8)</td><td>$ 21,918</td><td>$ 470</td><td>$ 21,448</td><td>$ —</td><td>$ —</td></tr><tr><td>Corporate debt securities</td><td>Level 2</td><td>15,092</td><td>48</td><td>(8)</td><td>15,132</td><td>1,533</td><td>13,599</td><td>—</td><td>—</td></tr><tr><td>Debt securities issued by U.S. government agencies</td><td>Level 2</td><td>2,009</td><td>2</td><td>(1)</td><td>2,010</td><td>—</td><td>2,010</td><td>—</td><td>—</td></tr><tr><td>Certificates of deposit</td><td>Level 2</td><td>132</td><td>—</td><td>—</td><td>132</td><td>132</td><td>—</td><td>—</td><td>—</td></tr><tr><td>Foreign government bonds</td><td>Level 2</td><td>40</td><td>1</td><td>—</td><td>41</td><td>—</td><td>41</td><td>—</td><td>—</td></tr><tr><td>Money market funds</td><td>Level 1</td><td>10,212</td><td>—</td><td>—</td><td>10,212</td><td>10,212</td><td>—</td><td>—</td><td>—</td></tr><tr><td>Publicly-held equity securities (1) (2)</td><td>Level 1</td><td></td><td></td><td></td><td>29,887</td><td>—</td><td>—</td><td>21,023</td><td>8,864</td></tr><tr><td>Publicly-held equity securities (1) (3)</td><td>Level 2</td><td></td><td></td><td></td><td>9,214</td><td>—</td><td>—</td><td>9,214</td><td>—</td></tr><tr><td>Total</td><td></td><td>$ 49,368</td><td>$ 94</td><td>$ (17)</td><td>$ 88,546</td><td>$ 12,347</td><td>$ 37,098</td><td>$ 30,237</td><td>$ 8,864</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-12 Fair Value Table.html b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-12 Fair Value Table.html
new file mode 100644
index 000000000..606b720da
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-12 Fair Value Table.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="3"></td><td rowspan="2">Pricing Category</td><td rowspan="2">Cost or Amortized Cost</td><td rowspan="2">Unrealized Gain</td><td rowspan="2">Unrealized Loss</td><td rowspan="2">Estimated Fair Value</td><td colspan="4">Reported as</td></tr><tr><td>Cash Equivalents</td><td>Marketable Debt Securities</td><td>Marketable Equity Securities</td><td>Other Assets</td></tr><tr><td colspan="9">(In millions)</td></tr><tr><td>Debt securities issued by the U.S. Treasury</td><td>Level 2</td><td>$ 21,635</td><td>$ 77</td><td>$ (3)</td><td>$ 21,709</td><td>$ —</td><td>$ 21,709</td><td>$ —</td><td>$ —</td></tr><tr><td>Corporate debt securities</td><td>Level 2</td><td>15,410</td><td>92</td><td>(3)</td><td>15,499</td><td>345</td><td>15,154</td><td>—</td><td>—</td></tr><tr><td>Debt securities issued by U.S. government agencies</td><td>Level 2</td><td>2,157</td><td>4</td><td>—</td><td>2,161</td><td>—</td><td>2,161</td><td>—</td><td>—</td></tr><tr><td>Certificates of deposit</td><td>Level 2</td><td>110</td><td>—</td><td>—</td><td>110</td><td>110</td><td>—</td><td>—</td><td>—</td></tr><tr><td>Foreign government bonds</td><td>Level 2</td><td>40</td><td>1</td><td>—</td><td>41</td><td>—</td><td>41</td><td>—</td><td>—</td></tr><tr><td>Money market funds</td><td>Level 1</td><td>7,830</td><td>—</td><td>—</td><td>7,830</td><td>7,830</td><td>—</td><td>—</td><td>—</td></tr><tr><td>Publicly-held equity securities (1) (2)</td><td>Level 1</td><td></td><td></td><td></td><td>17,726</td><td>—</td><td>—</td><td>12,886</td><td>4,840</td></tr><tr><td>Total</td><td></td><td>$ 47,182</td><td>$ 174</td><td>$ (6)</td><td>$ 65,076</td><td>$ 8,285</td><td>$ 39,065</td><td>$ 12,886</td><td>$ 4,840</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-13 Debt Securities.html b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-13 Debt Securities.html
new file mode 100644
index 000000000..d06c33edd
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-13 Debt Securities.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="4"></td><td colspan="2">Apr 26, 2026</td><td colspan="2">Jan 25, 2026</td></tr><tr><td colspan="2">Less than 12 months</td><td colspan="2">Less than 12 months</td></tr><tr><td>Estimated Fair Value</td><td>Gross Unrealized Loss</td><td>Estimated Fair Value</td><td>Gross Unrealized Loss</td></tr><tr><td colspan="4">(In millions)</td></tr><tr><td>Debt securities issued by the U.S. Treasury</td><td>$ 12,238</td><td>$ (8)</td><td>$ 10,666</td><td>$ (3)</td></tr><tr><td>Corporate debt securities</td><td>2,658</td><td>(8)</td><td>1,332</td><td>(3)</td></tr><tr><td>Debt securities issued by U.S. government agencies</td><td>1,291</td><td>(1)</td><td>1,134</td><td>—</td></tr><tr><td>Total</td><td>$ 16,187</td><td>$ (17)</td><td>$ 13,132</td><td>$ (6)</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-14 Debt Maturity.html b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-14 Debt Maturity.html
new file mode 100644
index 000000000..19ba171cf
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-14 Debt Maturity.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td></td><td>Apr 26, 2026(In millions)</td></tr><tr><td>Less than one year</td><td>$ 24,307</td></tr><tr><td>Due in 1 - 5 years</td><td>14,926</td></tr><tr><td>Total</td><td>$ 39,233</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-15 Equity Securities.html b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-15 Equity Securities.html
new file mode 100644
index 000000000..83cb7fd1a
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-15 Equity Securities.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="3"></td><td colspan="2">Three Months Ended</td></tr><tr><td>Apr 26, 2026</td><td>Apr 27, 2025</td></tr><tr><td colspan="2">(In millions)</td></tr><tr><td>Balance at beginning of period</td><td>$ 22,251</td><td>$ 3,387</td></tr><tr><td>Adjustments related to non-marketable equity securities:</td><td></td><td></td></tr><tr><td>Net additions</td><td>17,899</td><td>649</td></tr><tr><td>Unrealized gains (1)</td><td>2,603</td><td>63</td></tr><tr><td>Reclassification (2)</td><td>(389)</td><td>(843)</td></tr><tr><td>Impairments and unrealized losses</td><td>(28)</td><td>(16)</td></tr><tr><td>Balance at end of period</td><td>$ 42,336</td><td>$ 3,240</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-16 Inventory Data.html b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-16 Inventory Data.html
new file mode 100644
index 000000000..ac34e7eef
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-16 Inventory Data.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td></td><td>Apr 26, 2026</td><td>Jan 25, 2026</td></tr><tr><td>Inventories:</td><td colspan="2">(In millions)</td></tr><tr><td>Raw materials</td><td>$ 6,647</td><td>$ 3,807</td></tr><tr><td>Work in process</td><td>9,949</td><td>8,822</td></tr><tr><td>Finished goods</td><td>9,201</td><td>8,774</td></tr><tr><td>Total inventories (1)</td><td>$ 25,797</td><td>$ 21,403</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-17 Accrued Liabilities.html b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-17 Accrued Liabilities.html
new file mode 100644
index 000000000..7ba50616b
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-17 Accrued Liabilities.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td></td><td>Apr 26, 2026</td><td>Jan 25, 2026</td></tr><tr><td>Accrued and Other Current Liabilities:</td><td colspan="2">(In millions)</td></tr><tr><td>Taxes payable</td><td>$ 10,638</td><td>$ 2,669</td></tr><tr><td>Customer program accruals</td><td>4,182</td><td>5,318</td></tr><tr><td>Accrued purchase consideration (1)</td><td>3,957</td><td>3,921</td></tr><tr><td>Excess inventory purchase obligations (2)</td><td>3,121</td><td>2,739</td></tr><tr><td>Product warranty</td><td>2,948</td><td>2,807</td></tr><tr><td>Deferred revenue (3)</td><td>1,714</td><td>1,379</td></tr><tr><td>Accrued payroll and related expenses</td><td>1,033</td><td>1,146</td></tr><tr><td>Other</td><td>2,194</td><td>1,373</td></tr><tr><td>Total accrued and other current liabilities</td><td>$ 29,787</td><td>$ 21,352</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-18 Long-Term Liabilities.html b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-18 Long-Term Liabilities.html
new file mode 100644
index 000000000..5ce7bbbb3
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-18 Long-Term Liabilities.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td></td><td>Apr 26, 2026</td><td>Jan 25, 2026</td></tr><tr><td>Other Long-Term Liabilities:</td><td colspan="2">(In millions)</td></tr><tr><td>Income tax payable (1)</td><td>$ 4,830</td><td>$ 3,958</td></tr><tr><td>Deferred income tax</td><td>1,798</td><td>1,774</td></tr><tr><td>Deferred revenue (2)</td><td>1,403</td><td>1,193</td></tr><tr><td>Other</td><td>737</td><td>381</td></tr><tr><td>Total other long-term liabilities</td><td>$ 8,768</td><td>$ 7,306</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-19 Deferred Revenue.html b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-19 Deferred Revenue.html
new file mode 100644
index 000000000..3a635bbe9
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-19 Deferred Revenue.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td></td><td>Apr 26, 2026</td><td>Apr 27, 2025</td></tr><tr><td></td><td colspan="2">(In millions)</td></tr><tr><td>Balance at beginning of period</td><td>$ 2,572</td><td>$ 1,813</td></tr><tr><td>Deferred revenue additions (1)</td><td>2,530</td><td>6,493</td></tr><tr><td>Revenue recognized (2)</td><td>(1,985)</td><td>(6,228)</td></tr><tr><td>Balance at end of period</td><td>$ 3,117</td><td>$ 2,078</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-2 Comprehensive Income.html b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-2 Comprehensive Income.html
new file mode 100644
index 000000000..699531450
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-2 Comprehensive Income.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td></td><td colspan="2">Three Months Ended</td></tr><tr><td></td><td>Apr 26, 2026</td><td>Apr 27, 2025</td></tr><tr><td>Net income</td><td>$ 58,321</td><td>$ 18,775</td></tr><tr><td>Other comprehensive income (loss), net of tax</td><td></td><td></td></tr><tr><td>Available-for-sale securities:</td><td></td><td></td></tr><tr><td>Net change in unrealized gain (loss)</td><td>(78)</td><td>139</td></tr><tr><td>Cash flow hedges:</td><td></td><td></td></tr><tr><td>Net change in unrealized gain</td><td>37</td><td>19</td></tr><tr><td>Other comprehensive income (loss), net of tax</td><td>(41)</td><td>158</td></tr><tr><td>Total comprehensive income</td><td>$ 58,280</td><td>$ 18,933</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-20 Hedge Designation.html b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-20 Hedge Designation.html
new file mode 100644
index 000000000..6515c2f41
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-20 Hedge Designation.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td></td><td>Apr 26, 2026</td><td>Jan 25, 2026</td></tr><tr><td></td><td colspan="2">(In millions)</td></tr><tr><td>Designated as accounting hedges</td><td>$ 2,114</td><td>$ 1,765</td></tr><tr><td>Not designated as accounting hedges</td><td>$ 1,850</td><td>$ 2,332</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-21 Debt Notes Table.html b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-21 Debt Notes Table.html
new file mode 100644
index 000000000..50500cd47
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-21 Debt Notes Table.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="2"></td><td rowspan="2">Expected Remaining Term (years)</td><td rowspan="2">Effective Interest Rate</td><td>Apr 26, 2026</td><td>Jan 25, 2026</td></tr><tr><td colspan="2">(In millions)</td></tr><tr><td>3.20% Notes Due 2026</td><td>0.4</td><td>3.31%</td><td>$ 1,000</td><td>$ 1,000</td></tr><tr><td>1.55% Notes Due 2028</td><td>2.1</td><td>1.64%</td><td>1,250</td><td>1,250</td></tr><tr><td>2.85% Notes Due 2030</td><td>3.9</td><td>2.93%</td><td>1,500</td><td>1,500</td></tr><tr><td>2.00% Notes Due 2031</td><td>5.1</td><td>2.09%</td><td>1,250</td><td>1,250</td></tr><tr><td>3.50% Notes Due 2040</td><td>13.9</td><td>3.54%</td><td>1,000</td><td>1,000</td></tr><tr><td>3.50% Notes Due 2050</td><td>23.9</td><td>3.54%</td><td>2,000</td><td>2,000</td></tr><tr><td>3.70% Notes Due 2060</td><td>34.0</td><td>3.73%</td><td>500</td><td>500</td></tr><tr><td>Unamortized debt discount and issuance costs</td><td></td><td></td><td>(30)</td><td>(32)</td></tr><tr><td>Net carrying amount</td><td></td><td></td><td>$ 8,470</td><td>$ 8,468</td></tr><tr><td>Less short-term portion</td><td></td><td></td><td>(1,000)</td><td>(999)</td></tr><tr><td>Total long-term portion</td><td></td><td></td><td>$ 7,470</td><td>$ 7,469</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-22 Balance Changes.html b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-22 Balance Changes.html
new file mode 100644
index 000000000..2b63c301a
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-22 Balance Changes.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="3"></td><td colspan="2">Three Months Ended</td></tr><tr><td>Apr 26, 2026</td><td>Apr 27, 2025</td></tr><tr><td colspan="2">(In millions)</td></tr><tr><td>Balance at beginning of period</td><td>$ 2,807</td><td>$ 1,290</td></tr><tr><td>Additions</td><td>330</td><td>870</td></tr><tr><td>Utilization</td><td>(189)</td><td>(80)</td></tr><tr><td>Balance at end of period</td><td>$ 2,948</td><td>$ 2,080</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-23 Segment Revenue.html b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-23 Segment Revenue.html
new file mode 100644
index 000000000..2af1d8935
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-23 Segment Revenue.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="2"></td><td rowspan="2">Compute &amp; Networking</td><td>Graphics</td><td rowspan="2">Total</td></tr><tr><td>(In millions)</td></tr><tr><td colspan="4">Three Months Ended Apr 26, 2026</td></tr><tr><td>Revenue</td><td>$ 74,550</td><td>$ 7,065</td><td>$ 81,615</td></tr><tr><td>Other segment items (1)</td><td>21,215</td><td>4,124</td><td>25,339</td></tr><tr><td>Operating income</td><td>$ 53,335</td><td>$ 2,941</td><td>$ 56,276</td></tr><tr><td colspan="4">Three Months Ended Apr 27, 2025</td></tr><tr><td>Revenue</td><td>$ 39,589</td><td>$ 4,473</td><td>$ 44,062</td></tr><tr><td>Other segment items (1)</td><td>17,535</td><td>2,833</td><td>20,368</td></tr><tr><td>Operating income</td><td>$ 22,054</td><td>$ 1,640</td><td>$ 23,694</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-24 Income Statement.html b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-24 Income Statement.html
new file mode 100644
index 000000000..3cf30e202
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-24 Income Statement.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="3"></td><td colspan="2">Three Months Ended</td></tr><tr><td>Apr 26, 2026</td><td>Apr 27, 2025</td></tr><tr><td colspan="2">(In millions)</td></tr><tr><td>Segment operating income</td><td>$ 56,276</td><td>$ 23,694</td></tr><tr><td>Stock-based compensation expense</td><td>(1,928)</td><td>(1,474)</td></tr><tr><td>Unallocated operating expenses</td><td>(565)</td><td>(419)</td></tr><tr><td>Acquisition-related and other costs</td><td>(247)</td><td>(163)</td></tr><tr><td>Interest income</td><td>540</td><td>515</td></tr><tr><td>Interest expense</td><td>(102)</td><td>(63)</td></tr><tr><td>Other income (expense), net</td><td>15,929</td><td>(180)</td></tr><tr><td>Consolidated income before income tax</td><td>$ 69,903</td><td>$ 21,910</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-25 Revenue by Region.html b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-25 Revenue by Region.html
new file mode 100644
index 000000000..961f16257
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-25 Revenue by Region.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="3"></td><td colspan="2">Three Months Ended</td></tr><tr><td>Apr 26, 2026</td><td>Apr 27, 2025</td></tr><tr><td colspan="2">(In millions)</td></tr><tr><td colspan="3">Geographic Revenue based upon Customer Headquarters Location:</td></tr><tr><td>United States</td><td>$ 63,769</td><td>$ 25,685</td></tr><tr><td>Taiwan</td><td>12,006</td><td>7,648</td></tr><tr><td>China (including Hong Kong)</td><td>4,550</td><td>9,659</td></tr><tr><td>Other</td><td>1,290</td><td>1,070</td></tr><tr><td>Total revenue</td><td>$ 81,615</td><td>$ 44,062</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-26 Revenue by Market.html b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-26 Revenue by Market.html
new file mode 100644
index 000000000..83f269b97
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-26 Revenue by Market.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="3"></td><td colspan="2">Three Months Ended</td></tr><tr><td>Apr 26, 2026</td><td>Apr 27, 2025</td></tr><tr><td colspan="2">(In millions)</td></tr><tr><td>Revenue by Market Platform</td><td></td><td></td></tr><tr><td>Data Center</td><td>$ 75,246</td><td>$ 39,112</td></tr><tr><td>Hyperscale</td><td>37,869</td><td>17,599</td></tr><tr><td>AI Clouds, Industrial, &amp; Enterprise</td><td>37,377</td><td>21,513</td></tr><tr><td>Edge Computing</td><td>6,369</td><td>4,950</td></tr><tr><td>Total revenue</td><td>$ 81,615</td><td>$ 44,062</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-27 Lease Obligations.html b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-27 Lease Obligations.html
new file mode 100644
index 000000000..64cb75840
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-27 Lease Obligations.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td></td><td>Operating Lease Obligations (In millions)</td></tr><tr><td colspan="2">Fiscal Year:</td></tr><tr><td>2027 (excluding the first quarter of fiscal 2027)</td><td>$ 460</td></tr><tr><td>2028</td><td>626</td></tr><tr><td>2029</td><td>602</td></tr><tr><td>2030</td><td>530</td></tr><tr><td>2031</td><td>462</td></tr><tr><td>2032 and thereafter</td><td>2,924</td></tr><tr><td>Total</td><td>5,604</td></tr><tr><td>Less imputed interest</td><td>1,260</td></tr><tr><td>Present value of net future minimum lease payments</td><td>4,344</td></tr><tr><td>Less short-term operating lease liabilities</td><td>466</td></tr><tr><td>Long-term operating lease liabilities</td><td>$ 3,878</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-28 Lease Cash Flows.html b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-28 Lease Cash Flows.html
new file mode 100644
index 000000000..cc51240dd
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-28 Lease Cash Flows.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="3"></td><td colspan="2">Three Months Ended</td></tr><tr><td>Apr 26, 2026</td><td>Apr 27, 2025</td></tr><tr><td colspan="2">(In millions)</td></tr><tr><td colspan="3">Supplemental cash flows information</td></tr><tr><td>Operating cash flow used for operating leases</td><td>$ 185</td><td>$ 96</td></tr><tr><td>Operating lease assets obtained in exchange for lease obligations</td><td>$ 1,516</td><td>$ 98</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-29 Quarterly Financials.html b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-29 Quarterly Financials.html
new file mode 100644
index 000000000..1b24e7a25
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-29 Quarterly Financials.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="3"></td><td colspan="3">Three Months Ended</td><td rowspan="2" colspan="2">Quarter-over-Quarter Change</td><td rowspan="2" colspan="2">Year-over-Year Change</td></tr><tr><td>Apr 26, 2026</td><td>Jan 25, 2026</td><td>Apr 27, 2025</td></tr><tr><td colspan="7">($ in millions, except per share data)</td></tr><tr><td>Revenue</td><td>$ 81,615</td><td>$ 68,127</td><td>$ 44,062</td><td colspan="2">20 %</td><td colspan="2">85 %</td></tr><tr><td>Gross margin</td><td>74.9 %</td><td>75.0 %</td><td>60.5 %</td><td colspan="2">(0.1) pts</td><td colspan="2">14.4 pts</td></tr><tr><td>Operating expenses</td><td>$ 7,621</td><td>$ 6,794</td><td>$ 5,030</td><td colspan="2">12 %</td><td colspan="2">52 %</td></tr><tr><td>Operating income</td><td>$ 53,536</td><td>$ 44,299</td><td>$ 21,638</td><td colspan="2">21 %</td><td colspan="2">147 %</td></tr><tr><td>Net income</td><td>$ 58,321</td><td>$ 42,960</td><td>$ 18,775</td><td colspan="2">36 %</td><td colspan="2">211 %</td></tr><tr><td>Net income per diluted share</td><td>$ 2.39</td><td>$ 1.76</td><td>$ 0.76</td><td colspan="2">36 %</td><td colspan="2">214 %</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-3 Balance Sheet.html b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-3 Balance Sheet.html
new file mode 100644
index 000000000..b3c80b2f1
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-3 Balance Sheet.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td></td><td>Apr 26, 2026</td><td>Jan 25, 2026</td></tr><tr><td colspan="3">Assets</td></tr><tr><td colspan="3">Current assets:</td></tr><tr><td>Cash and cash equivalents</td><td>$ 13,237</td><td>$ 10,605</td></tr><tr><td>Marketable debt securities</td><td>37,098</td><td>39,065</td></tr><tr><td>Marketable equity securities</td><td>30,237</td><td>12,886</td></tr><tr><td>Accounts receivable, net</td><td>40,710</td><td>38,466</td></tr><tr><td>Inventories</td><td>25,797</td><td>21,403</td></tr><tr><td>Prepaid expenses and other current assets</td><td>3,916</td><td>3,180</td></tr><tr><td>Total current assets</td><td>150,995</td><td>125,605</td></tr><tr><td>Property and equipment, net</td><td>12,403</td><td>10,383</td></tr><tr><td>Operating lease assets</td><td>4,258</td><td>2,867</td></tr><tr><td>Goodwill</td><td>20,894</td><td>20,832</td></tr><tr><td>Intangible assets, net</td><td>3,120</td><td>3,306</td></tr><tr><td>Deferred income tax assets</td><td>11,707</td><td>13,258</td></tr><tr><td>Non-marketable securities</td><td>43,364</td><td>22,251</td></tr><tr><td>Other assets</td><td>12,733</td><td>8,301</td></tr><tr><td>Total assets</td><td>$ 259,474</td><td>$ 206,803</td></tr><tr><td colspan="3">Liabilities and Shareholders’ Equity</td></tr><tr><td colspan="3">Current liabilities:</td></tr><tr><td>Accounts payable</td><td>$ 13,097</td><td>$ 9,812</td></tr><tr><td>Accrued and other current liabilities</td><td>29,787</td><td>21,352</td></tr><tr><td>Short-term debt</td><td>1,000</td><td>999</td></tr><tr><td>Total current liabilities</td><td>43,884</td><td>32,163</td></tr><tr><td>Long-term debt</td><td>7,470</td><td>7,469</td></tr><tr><td>Long-term operating lease liabilities</td><td>3,878</td><td>2,572</td></tr><tr><td>Other long-term liabilities</td><td>8,768</td><td>7,306</td></tr><tr><td>Total liabilities</td><td>64,000</td><td>49,510</td></tr><tr><td colspan="3">Commitments and contingencies</td></tr><tr><td colspan="3">Shareholders’ equity:</td></tr><tr><td>Preferred stock</td><td>—</td><td>—</td></tr><tr><td>Common stock</td><td>24</td><td>24</td></tr><tr><td>Additional paid-in capital</td><td>10,275</td><td>10,118</td></tr><tr><td>Accumulated other comprehensive income</td><td>137</td><td>178</td></tr><tr><td>Retained earnings</td><td>185,038</td><td>146,973</td></tr><tr><td>Total shareholders’ equity</td><td>195,474</td><td>157,293</td></tr><tr><td>Total liabilities and shareholders’ equity</td><td>$ 259,474</td><td>$ 206,803</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-30 Revenue by Market.html b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-30 Revenue by Market.html
new file mode 100644
index 000000000..6651a39ee
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-30 Revenue by Market.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="3"></td><td colspan="3">Three Months Ended</td><td rowspan="3">Quarter-over-Quarter Change</td><td rowspan="3">Year-over-Year Change</td></tr><tr><td>Apr 26, 2026</td><td>Jan 25, 2026</td><td>Apr 27, 2025</td></tr><tr><td colspan="3">($ in millions)</td></tr><tr><td colspan="6">Revenue by Market Platform (1)</td></tr><tr><td>Data Center</td><td>$ 75,246</td><td>$ 62,314</td><td>$ 39,112</td><td>21 %</td><td>92 %</td></tr><tr><td>Hyperscale</td><td>37,869</td><td>33,814</td><td>17,599</td><td>12 %</td><td>115 %</td></tr><tr><td>AI Clouds, Industrial, &amp; Enterprise</td><td>37,377</td><td>28,500</td><td>21,513</td><td>31 %</td><td>74 %</td></tr><tr><td>Edge Computing</td><td>6,369</td><td>5,813</td><td>4,950</td><td>10 %</td><td>29 %</td></tr><tr><td>Total revenue</td><td>$ 81,615</td><td>$ 68,127</td><td>$ 44,062</td><td>20 %</td><td>85 %</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-31 Revenue Analysis.html b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-31 Revenue Analysis.html
new file mode 100644
index 000000000..de4cfcac5
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-31 Revenue Analysis.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="2"></td><td colspan="2">Three Months Ended</td></tr><tr><td>Apr 26, 2026</td><td>Apr 27, 2025</td></tr><tr><td>Revenue</td><td>100.0 %</td><td>100.0 %</td></tr><tr><td>Cost of revenue</td><td>25.1</td><td>39.5</td></tr><tr><td>Gross profit</td><td>74.9</td><td>60.5</td></tr><tr><td>Operating expenses</td><td></td><td></td></tr><tr><td>Research and development</td><td>7.7</td><td>9.1</td></tr><tr><td>Sales, general and administrative</td><td>1.6</td><td>2.4</td></tr><tr><td>Total operating expenses</td><td>9.3</td><td>11.5</td></tr><tr><td>Operating income</td><td>65.6</td><td>49.0</td></tr><tr><td>Interest income</td><td>0.7</td><td>1.2</td></tr><tr><td>Interest expense</td><td>(0.1)</td><td>(0.1)</td></tr><tr><td>Other income (expense), net</td><td>19.5</td><td>(0.4)</td></tr><tr><td>Total other income, net</td><td>20.1</td><td>0.7</td></tr><tr><td>Income before income tax</td><td>85.7</td><td>49.7</td></tr><tr><td>Income tax expense</td><td>14.2</td><td>7.1</td></tr><tr><td>Net income</td><td>71.5 %</td><td>42.6 %</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-32 Revenue Growth.html b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-32 Revenue Growth.html
new file mode 100644
index 000000000..18cf82056
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-32 Revenue Growth.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="3"></td><td colspan="4">Three Months Ended</td></tr><tr><td>Apr 26, 2026</td><td>Apr 27, 2025</td><td>$ Change</td><td>% Change</td></tr><tr><td colspan="4">($ in millions)</td></tr><tr><td>Compute &amp; Networking</td><td>$ 74,550</td><td>$ 39,589</td><td>$ 34,961</td><td>88 %</td></tr><tr><td>Graphics</td><td>7,065</td><td>4,473</td><td>2,592</td><td>58 %</td></tr><tr><td>Total</td><td>$ 81,615</td><td>$ 44,062</td><td>$ 37,553</td><td>85 %</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-33 Revenue Growth.html b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-33 Revenue Growth.html
new file mode 100644
index 000000000..af4f74227
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-33 Revenue Growth.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="3"></td><td colspan="4">Three Months Ended</td></tr><tr><td>Apr 26, 2026</td><td>Apr 27, 2025</td><td>$ Change</td><td>% Change</td></tr><tr><td colspan="4">($ in millions)</td></tr><tr><td>Compute &amp; Networking</td><td>$ 53,335</td><td>$ 22,054</td><td>$ 31,281</td><td>142 %</td></tr><tr><td>Graphics</td><td>2,941</td><td>1,640</td><td>1,301</td><td>79 %</td></tr><tr><td>Total</td><td>$ 56,276</td><td>$ 23,694</td><td>$ 32,582</td><td>138 %</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-34 Operating Expenses.html b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-34 Operating Expenses.html
new file mode 100644
index 000000000..613464e56
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-34 Operating Expenses.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="3"></td><td colspan="4">Three Months Ended</td></tr><tr><td>Apr 26, 2026</td><td>Apr 27, 2025</td><td>$ Change</td><td>% Change</td></tr><tr><td colspan="4">($ in millions)</td></tr><tr><td>Research and development</td><td>$ 6,321</td><td>$ 3,989</td><td>$ 2,332</td><td>58 %</td></tr><tr><td>Sales, general and administrative</td><td>1,300</td><td>1,041</td><td>259</td><td>25 %</td></tr><tr><td>Total operating expenses</td><td>$ 7,621</td><td>$ 5,030</td><td>$ 2,591</td><td>52 %</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-35 Other Income.html b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-35 Other Income.html
new file mode 100644
index 000000000..92161dca6
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-35 Other Income.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="3"></td><td colspan="3">Three Months Ended</td></tr><tr><td>Apr 26, 2026</td><td>Apr 27, 2025</td><td>$ Change</td></tr><tr><td colspan="3">($ in millions)</td></tr><tr><td>Interest income</td><td>$ 540</td><td>$ 515</td><td>$ 25</td></tr><tr><td>Interest expense</td><td>(102)</td><td>(63)</td><td>(39)</td></tr><tr><td>Other income (expense), net</td><td>15,929</td><td>(180)</td><td>16,109</td></tr><tr><td>Total other income, net</td><td>$ 16,367</td><td>$ 272</td><td>$ 16,095</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-36 Cash and Securities.html b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-36 Cash and Securities.html
new file mode 100644
index 000000000..eacd323d0
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-36 Cash and Securities.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td></td><td>Apr 26, 2026</td><td>Jan 25, 2026</td></tr><tr><td></td><td colspan="2">(In millions)</td></tr><tr><td>Cash and cash equivalents</td><td>$ 13,237</td><td>$ 10,605</td></tr><tr><td>Marketable debt securities</td><td>37,098</td><td>39,065</td></tr><tr><td>Cash, cash equivalents, and marketable debt securities</td><td>$ 50,335</td><td>$ 49,670</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-37 Cash Flow Data.html b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-37 Cash Flow Data.html
new file mode 100644
index 000000000..245a557ef
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-37 Cash Flow Data.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="3"></td><td colspan="2">Three Months Ended</td></tr><tr><td>Apr 26, 2026</td><td>Apr 27, 2025</td></tr><tr><td colspan="2">(In millions)</td></tr><tr><td>Net cash provided by operating activities</td><td>$ 50,344</td><td>$ 27,414</td></tr><tr><td>Net cash used in investing activities</td><td>$ (26,429)</td><td>$ (5,216)</td></tr><tr><td>Net cash used in financing activities</td><td>$ (21,283)</td><td>$ (15,553)</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-38 Debt Maturity.html b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-38 Debt Maturity.html
new file mode 100644
index 000000000..43019de36
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-38 Debt Maturity.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td></td><td>Apr 26, 2026</td></tr><tr><td></td><td>(In millions)</td></tr><tr><td>Due in one year</td><td>$     1,000</td></tr><tr><td>Due in one to five years</td><td>2,750</td></tr><tr><td>Due in five to ten years</td><td>1,250</td></tr><tr><td>Due in greater than ten years</td><td>3,500</td></tr><tr><td>Unamortized debt discount and issuance costs</td><td>(30)</td></tr><tr><td>Net carrying amount</td><td>$     8,470</td></tr><tr><td>Less short-term portion</td><td>(1,000)</td></tr><tr><td>Total long-term portion</td><td>$     7,470</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-39 Stock Buyback.html b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-39 Stock Buyback.html
new file mode 100644
index 000000000..212c9b721
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-39 Stock Buyback.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td>Period</td><td>Total Number of Shares Purchased (In millions)</td><td>Average Price Paid per Share (1)</td><td>Total Number of Shares Purchased as Part of Publicly Announced Program (In millions)</td><td>Approximate Dollar Value of Shares that May Yet Be Purchased Under the Program (In billions)</td></tr><tr><td>January 26, 2026 - February 22, 2026</td><td>8.2</td><td>$ 186.35</td><td>8.2</td><td>$ 57.0</td></tr><tr><td>February 23, 2026 - March 22, 2026</td><td>9.0</td><td>$ 183.38</td><td>9.0</td><td>$ 55.4</td></tr><tr><td>March 23, 2026 - April 26, 2026</td><td>91.1</td><td>$ 184.98</td><td>91.1</td><td>$ 38.5</td></tr><tr><td>Total</td><td>108.3</td><td></td><td>108.3</td><td></td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-4 Shareholders' Equity.html b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-4 Shareholders' Equity.html
new file mode 100644
index 000000000..6202206f7
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-4 Shareholders' Equity.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="2"></td><td colspan="2">Common Stock Outstanding</td><td rowspan="2">Additional Paid-in Capital</td><td rowspan="2">Accumulated Other Comprehensive Income</td><td rowspan="2">Retained Earnings</td><td rowspan="2">Total Shareholders’ Equity</td></tr><tr><td>Shares</td><td>Amount</td></tr><tr><td colspan="7">(In millions, except per share data)</td></tr><tr><td>Balances as of Jan 25, 2026</td><td>24,304</td><td>$ 24</td><td>$ 10,118</td><td>$ 178</td><td>$ 146,973</td><td>$ 157,293</td></tr><tr><td>Net income</td><td>—</td><td>—</td><td>—</td><td>—</td><td>58,321</td><td>58,321</td></tr><tr><td>Other comprehensive loss</td><td>—</td><td>—</td><td>—</td><td>(41)</td><td>—</td><td>(41)</td></tr><tr><td>Issuance of common stock</td><td>37</td><td>—</td><td>515</td><td>—</td><td>—</td><td>515</td></tr><tr><td>Tax withholding related to common stock</td><td>(12)</td><td>—</td><td>(2,129)</td><td>—</td><td>—</td><td>(2,129)</td></tr><tr><td>Shares repurchased</td><td>(108)</td><td>—</td><td>(157)</td><td>—</td><td>(20,013)</td><td>(20,170)</td></tr><tr><td>Cash dividends declared and paid ($0.01 per common share)</td><td>—</td><td>—</td><td>—</td><td>—</td><td>(243)</td><td>(243)</td></tr><tr><td>Stock-based compensation</td><td>—</td><td>—</td><td>1,928</td><td>—</td><td>—</td><td>1,928</td></tr><tr><td>Balances as of Apr 26, 2026</td><td>24,221</td><td>$ 24</td><td>$ 10,275</td><td>$ 137</td><td>$ 185,038</td><td>$ 195,474</td></tr><tr><td>Balances as of Jan 26, 2025</td><td>24,477</td><td>$ 24</td><td>$ 11,237</td><td>$ 28</td><td>$ 68,038</td><td>$ 79,327</td></tr><tr><td>Net income</td><td>—</td><td>—</td><td>—</td><td>—</td><td>18,775</td><td>18,775</td></tr><tr><td>Other comprehensive income</td><td>—</td><td>—</td><td>—</td><td>158</td><td>—</td><td>158</td></tr><tr><td>Issuance of common stock</td><td>50</td><td>—</td><td>370</td><td>—</td><td>—</td><td>370</td></tr><tr><td>Tax withholding related to common stock</td><td>(13)</td><td>—</td><td>(1,532)</td><td>—</td><td>—</td><td>(1,532)</td></tr><tr><td>Shares repurchased</td><td>(126)</td><td>—</td><td>(92)</td><td>—</td><td>(14,411)</td><td>(14,503)</td></tr><tr><td>Cash dividends declared and paid ($0.01 per common share)</td><td>—</td><td>—</td><td>—</td><td>—</td><td>(244)</td><td>(244)</td></tr><tr><td>Fair value of partially vested equity awards assumed in connection with acquisitions</td><td>—</td><td>—</td><td>22</td><td>—</td><td>—</td><td>22</td></tr><tr><td>Stock-based compensation</td><td>—</td><td>—</td><td>1,470</td><td>—</td><td>—</td><td>1,470</td></tr><tr><td>Balances as of Apr 27, 2025</td><td>24,388</td><td>$ 24</td><td>$ 11,475</td><td>$ 186</td><td>$ 72,158</td><td>$ 83,843</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-40 Stock Sale Plans.html b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-40 Stock Sale Plans.html
new file mode 100644
index 000000000..563c659b7
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-40 Stock Sale Plans.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td>Name</td><td>Title of Director or Officer</td><td>Action</td><td>Date</td><td>Total Shares of Common Stock to be Sold</td><td>Expiration Date</td></tr><tr><td>Tench Coxe</td><td>Director</td><td>Adoption</td><td>3/19/2026</td><td>8,000,000*</td><td>10/30/2027</td></tr><tr><td>Colette M. Kress</td><td>Executive Vice President and Chief Financial Officer</td><td>Termination</td><td>4/10/2026</td><td>500,000**</td><td>N/A</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-41 Exhibit List.html b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-41 Exhibit List.html
new file mode 100644
index 000000000..531219f60
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-41 Exhibit List.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="2">Exhibit No.</td><td rowspan="2">Exhibit Description</td><td colspan="2">Incorporated by Reference</td><td rowspan="2">Filing Date</td></tr><tr><td>Schedule/Form</td><td>Exhibit</td></tr><tr><td>10.1+</td><td>Variable Compensation Plan - Fiscal Year 2027</td><td>8-K</td><td>10.1</td><td>3/6/2026</td></tr><tr><td>31.1*</td><td>Certification of Chief Executive Officer as required by Rule 13a-14(a) of the Securities Exchange Act of 1934</td><td></td><td></td><td></td></tr><tr><td>31.2*</td><td>Certification of Chief Financial Officer as required by Rule 13a-14(a) of the Securities Exchange Act of 1934</td><td></td><td></td><td></td></tr><tr><td>32.1#*</td><td>Certification of Chief Executive Officer as required by Rule 13a-14(b) of the Securities Exchange Act of 1934</td><td></td><td></td><td></td></tr><tr><td>32.2#*</td><td>Certification of Chief Financial Officer as required by Rule 13a-14(b) of the Securities Exchange Act of 1934</td><td></td><td></td><td></td></tr><tr><td>101.INS*</td><td>Inline XBRL Instance Document - the instance document does not appear in the Interactive Data File because its XBRL tags are embedded within the Inline XBRL document.</td><td></td><td></td><td></td></tr><tr><td>101.SCH*</td><td>Inline XBRL Taxonomy Extension Schema Document</td><td></td><td></td><td></td></tr><tr><td>101.CAL*</td><td>Inline XBRL Taxonomy Extension Calculation Linkbase Document</td><td></td><td></td><td></td></tr><tr><td>101.DEF*</td><td>Inline XBRL Taxonomy Extension Definition Linkbase Document</td><td></td><td></td><td></td></tr><tr><td>101.LAB*</td><td>Inline XBRL Taxonomy Extension Labels Linkbase Document</td><td></td><td></td><td></td></tr><tr><td>101.PRE*</td><td>Inline XBRL Taxonomy Extension Presentation Linkbase Document</td><td></td><td></td><td></td></tr><tr><td>104</td><td>Cover Page Interactive Data File - the cover page interactive data file does not appear in the Interactive Data File because its XBRL tags are embedded within the Inline XBRL document.</td><td></td><td></td><td></td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-5 Cash Flow Statement.html b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-5 Cash Flow Statement.html
new file mode 100644
index 000000000..cb6efee80
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-5 Cash Flow Statement.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td></td><td colspan="2">Three Months Ended</td></tr><tr><td></td><td>Apr 26, 2026</td><td>Apr 27, 2025</td></tr><tr><td>Cash flows from operating activities:</td><td></td><td></td></tr><tr><td>Net income</td><td>$ 58,321</td><td>$ 18,775</td></tr><tr><td>Adjustments to reconcile net income to net cash provided by operating activities:</td><td></td><td></td></tr><tr><td>Stock-based compensation expense</td><td>1,928</td><td>1,474</td></tr><tr><td>Deferred income taxes</td><td>1,584</td><td>(2,177)</td></tr><tr><td>Depreciation and amortization</td><td>997</td><td>611</td></tr><tr><td>(Gains) losses from equity securities, net</td><td>(15,936)</td><td>175</td></tr><tr><td>Other</td><td>(94)</td><td>(98)</td></tr><tr><td>Changes in operating assets and liabilities, net of acquisitions:</td><td></td><td></td></tr><tr><td>Accounts receivable</td><td>(2,243)</td><td>933</td></tr><tr><td>Inventories</td><td>(4,420)</td><td>(1,258)</td></tr><tr><td>Prepaid expenses and other assets</td><td>(983)</td><td>560</td></tr><tr><td>Accounts payable</td><td>2,210</td><td>941</td></tr><tr><td>Accrued and other current liabilities</td><td>7,763</td><td>7,128</td></tr><tr><td>Other long-term liabilities</td><td>1,217</td><td>350</td></tr><tr><td>Net cash provided by operating activities</td><td>50,344</td><td>27,414</td></tr><tr><td>Cash flows from investing activities:</td><td></td><td></td></tr><tr><td>Proceeds from maturities of marketable debt securities</td><td>1,946</td><td>3,122</td></tr><tr><td>Proceeds from sales of non-marketable securities</td><td>26</td><td>—</td></tr><tr><td>Proceeds from sales of marketable debt securities</td><td>25</td><td>467</td></tr><tr><td>Purchases of non-marketable securities</td><td>(18,582)</td><td>(649)</td></tr><tr><td>Purchases of marketable debt and equity securities</td><td>(8,000)</td><td>(6,546)</td></tr><tr><td>Purchases related to property and equipment and intangible assets</td><td>(1,757)</td><td>(1,227)</td></tr><tr><td>Acquisitions, net of cash acquired</td><td>(87)</td><td>(383)</td></tr><tr><td>Net cash used in investing activities</td><td>(26,429)</td><td>(5,216)</td></tr><tr><td>Cash flows from financing activities:</td><td></td><td></td></tr><tr><td>Proceeds related to employee stock plans</td><td>515</td><td>370</td></tr><tr><td>Payments related to repurchases of common stock</td><td>(19,312)</td><td>(14,095)</td></tr><tr><td>Payments related to employee stock plan taxes</td><td>(2,129)</td><td>(1,532)</td></tr><tr><td>Dividends paid</td><td>(243)</td><td>(244)</td></tr><tr><td>Principal payments on property and equipment and intangible assets</td><td>(33)</td><td>(52)</td></tr><tr><td>Other</td><td>(81)</td><td>—</td></tr><tr><td>Net cash used in financing activities</td><td>(21,283)</td><td>(15,553)</td></tr><tr><td>Change in cash and cash equivalents</td><td>2,632</td><td>6,645</td></tr><tr><td>Cash and cash equivalents at beginning of period</td><td>10,605</td><td>8,589</td></tr><tr><td>Cash and cash equivalents at end of period</td><td>$ 13,237</td><td>$ 15,234</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-6 Cost Breakdown.html b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-6 Cost Breakdown.html
new file mode 100644
index 000000000..3f0beb044
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-6 Cost Breakdown.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="3"></td><td colspan="2">Three Months Ended</td></tr><tr><td>Apr 26, 2026</td><td>Apr 27, 2025</td></tr><tr><td colspan="2">(In millions)</td></tr><tr><td>Cost of revenue</td><td>$ 68</td><td>$ 64</td></tr><tr><td>Research and development</td><td>1,459</td><td>1,063</td></tr><tr><td>Sales, general and administrative</td><td>401</td><td>347</td></tr><tr><td>Total</td><td>$ 1,928</td><td>$ 1,474</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-7 Stock Grant Activity.html b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-7 Stock Grant Activity.html
new file mode 100644
index 000000000..b2fe90c48
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-7 Stock Grant Activity.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="2"></td><td>Number of Shares</td><td>Weighted Average Grant-Date Fair Value Per Share</td></tr><tr><td colspan="2">(In millions, except per share data)</td></tr><tr><td>Balance as of Jan 25, 2026</td><td>189</td><td>$ 81.51</td></tr><tr><td>Granted</td><td>44</td><td>$ 181.73</td></tr><tr><td>Vested</td><td>(31)</td><td>$ 48.04</td></tr><tr><td>Canceled and forfeited</td><td>(2)</td><td>$ 95.82</td></tr><tr><td>Balance as of Apr 26, 2026</td><td>200</td><td>$ 108.92</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-8 EPS Data Table.html b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-8 EPS Data Table.html
new file mode 100644
index 000000000..1f0c6501e
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-8 EPS Data Table.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="3"></td><td colspan="2">Three Months Ended</td></tr><tr><td>Apr 26, 2026</td><td>Apr 27, 2025</td></tr><tr><td colspan="2">(In millions, except per share data)</td></tr><tr><td colspan="3">Numerator:</td></tr><tr><td>Net income</td><td>$ 58,321</td><td>$ 18,775</td></tr><tr><td colspan="3">Denominator:</td></tr><tr><td>Basic weighted average shares</td><td>24,286</td><td>24,441</td></tr><tr><td>Dilutive impact of outstanding equity awards</td><td>105</td><td>170</td></tr><tr><td>Diluted weighted average shares</td><td>24,391</td><td>24,611</td></tr><tr><td colspan="3">Net income per share:</td></tr><tr><td>Basic (1)</td><td>$ 2.40</td><td>$ 0.77</td></tr><tr><td>Diluted (2)</td><td>$ 2.39</td><td>$ 0.76</td></tr><tr><td>Anti-dilutive equity awards excluded from diluted net income per share</td><td>47</td><td>62</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-9 Intangible Assets.html b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-9 Intangible Assets.html
new file mode 100644
index 000000000..85f7e9601
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/tables/table-9 Intangible Assets.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="3"></td><td colspan="3">Apr 26, 2026</td><td colspan="3">Jan 25, 2026</td></tr><tr><td>Gross Carrying Amount</td><td>Accumulated Amortization</td><td>Net Carrying Amount</td><td>Gross Carrying Amount</td><td>Accumulated Amortization</td><td>Net Carrying Amount</td></tr><tr><td colspan="6">(In millions)</td></tr><tr><td>Acquisition-related intangible assets</td><td>$ 5,658</td><td>$ (2,759)</td><td>$ 2,899</td><td>$ 5,656</td><td>$ (2,580)</td><td>$ 3,076</td></tr><tr><td>Patents and licensed technology</td><td>525</td><td>(304)</td><td>221</td><td>528</td><td>(298)</td><td>230</td></tr><tr><td>Total intangible assets</td><td>$ 6,183</td><td>$ (3,063)</td><td>$ 3,120</td><td>$ 6,184</td><td>$ (2,878)</td><td>$ 3,306</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/toc_hierarchies.json b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/toc_hierarchies.json
new file mode 100644
index 000000000..d120a17bc
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-q1-fy27-results/toc_hierarchies.json
@@ -0,0 +1,17 @@
+[
+  {
+    "toc_range": [
+      50,
+      52
+    ],
+    "scan_range": [
+      50,
+      222
+    ],
+    "toc_with_level": "| id | heading                        | level |\n|----|--------------------------------|-------|\n| 1  | Page                           | 1     |\n| 2  | Part I : Financial Information | 1     |",
+    "toc_tree": {
+      "Page": {},
+      "Part I : Financial Information": {}
+    }
+  }
+]
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-q4-fy26-earnings-call/chunks.json b/apps/api/app/data/demo_documents/financial-nvda-q4-fy26-earnings-call/chunks.json
new file mode 100644
index 000000000..697c7231d
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-q4-fy26-earnings-call/chunks.json
@@ -0,0 +1,5285 @@
+{
+  "chunks": [
+    {
+      "chunk_id": "6c75d29d-90aa-5237-b67f-5e437aaca413",
+      "type": "text",
+      "content": "25-Feb-2026",
+      "path": "NVDA-Q4-2026-Earnings-Call-25-February-2026-5_00-PM-ET.pdf",
+      "metadata": {
+        "length": 11,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "tokens": [
+          "25",
+          "Feb",
+          "2026"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "783ee690-9a04-50d4-9476-5cff7e71b686",
+      "type": "text",
+      "content": "Q4 2026 Earnings Call",
+      "path": "NVDA-Q4-2026-Earnings-Call-25-February-2026-5_00-PM-ET.pdf/NVIDIA Corp. (NVDA)",
+      "metadata": {
+        "length": 21,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "tokens": [
+          "Q4",
+          "2026",
+          "Earnings",
+          "Call"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "5449c78b-8c75-5762-90cf-9e7106a71989",
+      "type": "text",
+      "content": "Toshiya Hari\nVice President, Investor Relations & Strategic Finance, NVIDIA Corp.\nColette M. Kress\nChief Financial Officer & Executive Vice President, NVIDIA Corp.\nJen Hsun Huang\nCo-Founder, President, Chief Executive Officer & Director, NVIDIA Corp.",
+      "path": "NVDA-Q4-2026-Earnings-Call-25-February-2026-5_00-PM-ET.pdf/NVIDIA Corp. (NVDA)/CORPORATE PARTICIPANTS",
+      "metadata": {
+        "length": 250,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "tokens": [
+          "Toshiya",
+          "Hari",
+          "Vice",
+          "President",
+          "Investor",
+          "Relations",
+          "Strategic",
+          "Finance",
+          "NVIDIA",
+          "Corp",
+          "Colette",
+          "Kress",
+          "Chief",
+          "Financial",
+          "Officer",
+          "Executive",
+          "Jen",
+          "Hsun",
+          "Huang",
+          "Co",
+          "Founder",
+          "Director"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "cfecf30e-182d-5c3b-a831-7eefca0a4b80",
+      "type": "text",
+      "content": "Vivek Arya\nAnalyst, BofA Securities, Inc.\nJoe Moore\nAnalyst, Morgan Stanley & Co. LLC\nHarlan Sur\nAnalyst, JPMorgan Securities LLC",
+      "path": "NVDA-Q4-2026-Earnings-Call-25-February-2026-5_00-PM-ET.pdf/NVIDIA Corp. (NVDA)/OTHER PARTICIPANTS",
+      "metadata": {
+        "length": 129,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "tokens": [
+          "Vivek",
+          "Arya",
+          "Analyst",
+          "BofA",
+          "Securities",
+          "Inc",
+          "Joe",
+          "Moore",
+          "Morgan",
+          "Stanley",
+          "Co",
+          "LLC",
+          "Harlan",
+          "Sur",
+          "JPMorgan"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "72fceaad-4b93-5709-a9e6-348ebc45c365",
+      "type": "text",
+      "content": "Analyst, Cantor Fitzgerald & Co.\nStacy A. Rasgon\nAnalyst, Bernstein Research\nAtif Malik\nAnalyst, Citigroup Global Markets, Inc.\nBen Reitzes\nAnalyst, Melius Research LLC\nAntoine Chkaiban\nAnalyst, New Street Research LLP\nMark Lipacis\nAnalyst, Evercore Group LLC\nAaron Rakers\nAnalyst, Wells Fargo Securities LLC\nTimothy Arcuri\nAnalyst, UBS Securities LLC\nJames Edward Schneider\nAnalyst, Goldman Sachs & Co. LLC",
+      "path": "NVDA-Q4-2026-Earnings-Call-25-February-2026-5_00-PM-ET.pdf/NVIDIA Corp. (NVDA)/C.J. Muse",
+      "metadata": {
+        "length": 407,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "tokens": [
+          "Analyst",
+          "Cantor",
+          "Fitzgerald",
+          "Co",
+          "Stacy",
+          "Rasgon",
+          "Bernstein",
+          "Research",
+          "Atif",
+          "Malik",
+          "Citigroup",
+          "Global",
+          "Markets",
+          "Inc",
+          "Ben",
+          "Reitzes",
+          "Melius",
+          "LLC",
+          "Antoine",
+          "Chkaiban",
+          "New",
+          "Street",
+          "LLP",
+          "Mark",
+          "Lipacis",
+          "Evercore",
+          "Group",
+          "Aaron",
+          "Rakers",
+          "Wells",
+          "Fargo",
+          "Securities",
+          "Timothy",
+          "Arcuri",
+          "UBS",
+          "James",
+          "Edward",
+          "Schneider",
+          "Goldman",
+          "Sachs"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "2d3beced-8304-5688-8cdf-fa393cc7d2bc",
+      "type": "text",
+      "content": "Operator: Good afternoon. My name is Sarah, and I will be your conference operator today. At this time, I would like to welcome everyone to NVIDIA's Fourth Quarter Earnings Call. All lines have been placed on mute to prevent any background noise. After the speakers' remarks, there will be a question-and-answer session. [Operator Instructions] Thank you.\nToshiya Hari, you may begin your conference.",
+      "path": "NVDA-Q4-2026-Earnings-Call-25-February-2026-5_00-PM-ET.pdf/MANAGEMENT DISCUSSION SECTION",
+      "metadata": {
+        "length": 400,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "tokens": [
+          "Operator",
+          "Good",
+          "afternoon",
+          "My",
+          "Sarah",
+          "conference",
+          "operator",
+          "today",
+          "At",
+          "time",
+          "NVIDIA",
+          "Fourth",
+          "Quarter",
+          "Earnings",
+          "Call",
+          "All",
+          "lines",
+          "mute",
+          "prevent",
+          "background",
+          "noise",
+          "After",
+          "speakers",
+          "remarks",
+          "question",
+          "answer",
+          "session",
+          "Instructions",
+          "Thank",
+          "Toshiya",
+          "Hari",
+          "begin"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "899a1688-b331-5679-bfc5-8fbd3bebbdb6",
+      "type": "text",
+      "content": "Vice President, Investor Relations & Strategic Finance, NVIDIA Corp.\nThank you. Good afternoon, everyone, and welcome to NVIDIA's conference call for the fourth quarter of fiscal 2026. With me today from NVIDIA are Jensen Huang, President and Chief Executive Officer; and Colette Kress, Executive Vice President and Chief Financial Officer.\nOur call is being webcast live on NVIDIA's Investor Relations website. The webcast will be available for replay until the conference call to discuss our financial results for the first quarter of fiscal 2027. The content of today's call is NVIDIA's property. It can't be reproduced or transcribed without our prior written consent.\nDuring this call, we may make forward looking statements based on current expectations. These are subject to a number of significant risks and uncertainties, and our actual results may differ materially. For a discussion of factors that could affect our future financial results and business, please refer to the disclosure in today's earnings release, our most recent forms 10-K and 10-Q, and the reports that we may file on Form 8-K with the Securities and Exchange Commission. All our statements are made as of today, February 25th, 2026, based on information currently available to us. Except as required by law, we assume no obligation to update any such statements.\nDuring this call, we will discuss non-GAAP financial measures. You can find a reconciliation of these non-GAAP financial measures to GAAP financial measures in our CFO commentary, which is posted on our website.\nWith that, let me turn the call over to Colette.",
+      "path": "NVDA-Q4-2026-Earnings-Call-25-February-2026-5_00-PM-ET.pdf/MANAGEMENT DISCUSSION SECTION/Toshiya Hari",
+      "metadata": {
+        "length": 1605,
+        "summary": "NVIDIA held its Q4 fiscal 2026 earnings call on February 25, 2026, with CEO Jensen Huang and CFO Colette Kress. The call included forward-looking statements, non-GAAP financial measures, and a replay available until the Q1 FY27 call. Content is proprietary and cannot be reproduced without permission.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "tokens": [
+          "Vice",
+          "President",
+          "Investor",
+          "Relations",
+          "Strategic",
+          "Finance",
+          "NVIDIA",
+          "Corp",
+          "Thank",
+          "Good",
+          "afternoon",
+          "conference",
+          "call",
+          "fourth",
+          "quarter",
+          "fiscal",
+          "2026",
+          "With",
+          "today",
+          "Jensen",
+          "Huang",
+          "Chief",
+          "Executive",
+          "Officer",
+          "Colette",
+          "Kress",
+          "Financial",
+          "Our",
+          "webcast",
+          "live",
+          "website",
+          "The",
+          "replay",
+          "discuss",
+          "financial",
+          "results",
+          "2027",
+          "content",
+          "property",
+          "It",
+          "reproduced",
+          "transcribed",
+          "prior",
+          "written",
+          "consent",
+          "During",
+          "make",
+          "forward",
+          "statements",
+          "based",
+          "current",
+          "expectations",
+          "These",
+          "subject",
+          "number",
+          "significant",
+          "risks",
+          "uncertainties",
+          "actual",
+          "differ",
+          "materially",
+          "For",
+          "discussion",
+          "factors",
+          "affect",
+          "future",
+          "business",
+          "refer",
+          "disclosure",
+          "earnings",
+          "release",
+          "recent",
+          "forms",
+          "10",
+          "reports",
+          "file",
+          "Form",
+          "Securities",
+          "Exchange",
+          "Commission",
+          "All",
+          "made",
+          "February",
+          "25th",
+          "information",
+          "Except",
+          "required",
+          "law",
+          "assume",
+          "obligation",
+          "update",
+          "GAAP",
+          "measures",
+          "You",
+          "find",
+          "reconciliation",
+          "CFO",
+          "commentary",
+          "posted",
+          "turn"
+        ],
+        "keywords": [
+          "NVIDIA",
+          "earnings call",
+          "fiscal 2026"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "7eea403f-aabc-51b3-9f05-bc55c3c7d364",
+      "type": "text",
+      "content": "Chief Financial Officer & Executive Vice President, NVIDIA Corp.\nThanks, Toshiya. We delivered another outstanding quarter with record revenue, operating income and free cash flow. Total revenue of \\$68 billion was up 73% year-over-year, accelerating from Q3. Growth on a sequential basis was also a record, as we added \\$11 billion in data center revenue across a diverse and expanding set of customers, including cloud providers, hyperscalers, AI model makers, enterprises and sovereign nations. Demand for our Blackwell architecture extreme co-designed at data center scale continues to strengthen as inference deployments grow, in addition to training. The transition to accelerated computing and the infusion of AI across existing hyperscale workloads continue to fuel our growth. Agentic and physical AI applications built on increasingly smarter and multimodal models are beginning to drive our financial performance.\nOn a full year basis, data center generated revenue of \\$194 billion, up 68% year-over-year. We have now scaled our data center business by nearly 13x since the emergence of ChatGPT in fiscal 2023. We look ahead, we expect sequential revenue growth throughout calendar 2026, exceeding what was included in the \\$500 billion\nBlackwell and Rubin revenue opportunity we shared last year. We believe we have inventory and supply commitments in place to address future demand, including shipments, extending into calendar 2027.\nEvery data center is power constrained. Customers make critical architectural decisions based on performance per watt, given these constraints and the need to maximize AI factory revenue. SemiAnalysis declared NVIDIA Inference King as recent results from InferenceX reinforced our inference leadership, with GB300 NVL72 achieving up to 50x performance per watt and 35x lower cost per token, compared with Hopper. And continuous optimization of CUDA software helped deliver up to five times better performance on GB200 NVL72 just within four months. NVIDIA produces the lowest cost per token and data centers running on NVIDIA generate the highest revenues.\nOur pace of innovation, particularly at our scale, is unmatched, fueled by an annual R&D budget approaching \\$20 billion and our ability to extreme co-designed across compute and networking across chips, systems, algorithms and softwares. We intend to deliver X factor leaps in performance per watt every generation and extend our leadership position over the long term.\nQ4 data center revenue of \\$62 billion increased 75% year-over-year and 22% sequentially, driven primarily by sustained strength in Blackwell and the Blackwell Ultra ramp. With NVIDIA infrastructure in high demand, even Hopper and much of the six year old Ampere-based products are sold out in the cloud.\nNearly a year has passed since the release of our Grace Blackwell NVL72 systems. Today, nearly nine gigawatts of infrastructure on Blackwell are deployed and consumed by the major cloud service providers, hyperscalers, AI model makers and enterprises.\nNetworking, a cornerstone of our data center scale infrastructure offering, was a standout this quarter, generating \\$11 billion in revenue, up more than 3.5x year-over-year. Demand for our scale up and scale out technologies reached record levels, both growing double digit sequentially, driven by strong adoption of NVLink, Spectrum-X Ethernet and InfiniBand. On a year-over-year basis, growth was driven primarily by NVLink 72 scale up switches as Grace Blackwell Systems accounted for roughly two-thirds of data center revenue in the quarter.\nNVLink scale up fabric has revolutionized computing and demonstrates the power of extreme co-design across all of the chips of the supercomputer and the full stack. In Q4, we announced that we will enable AWS with NVLink to integrate with their custom silicon.\nMomentum is strong with our Spectrum-X Ethernet scale up and scale across networking, as customers work to unify distributed data centers into integrated giga scale AI factories. For the full year, our networking business exceeded \\$31 billion in revenue, up more than 10-x compared to fiscal 2021, the year we acquired Mellanox.\nOur demand profile is broad, diverse and expanding beyond just chatbots. First, there's a fundamental platform shift from classical machine learning to generative AI. Strong evidence of ROI as hyperscalers upgrade massive traditional workloads to generative AI, including search, ad generation and content recommender systems, is encouraging our largest customers to accelerate their capital spending.\nFor example, at Meta, advancements in their GEM model drove a 3.5 increase in ad clicks on Facebook and more than 1% gain in conversations on Instagram, translating into meaningful revenue growth. With the same NVIDIA infrastructure, Meta Superintelligence Labs can train and deploy their frontier agentic AI systems. Frontier agentic systems have reached an inflection point. Claude Code, Claude Cowork and OpenAI Codex have\nachieved useful intelligence. Adoption is skyrocketing, and tokens are profitable, driving extreme urgency to scale up compute. Compute directly translate to intelligence and revenue growth.\nAnalysts expectations for 2026 CapEx across the top five cloud providers and hyperscalers who collectively account for little over 50% of our data center revenue, are up nearly \\$120 billion since the start of the year and approaching \\$700 billion. We continue to expect the transition of classic data center workloads to GPU accelerated computing, and the use of AI to enhance today's hyperscale workloads and contribute toward roughly half of our long-term opportunity.\nEvery country will build and operate some parts of its AI infrastructure, just like with electricity and Internet today. In fiscal year 2026, our sovereign AI business, more than tripled year-over-year and over \\$30 billion, driven primarily by customers based in Canada, France, the Netherlands, Singapore and the UK. Over the long run, we expect our sovereign opportunity to grow at least in line with the AI infrastructure market, as countries spend on AI proportional to their GDP.\nWhile small amounts of H200 products for China-based customers were approved by the US government, we have yet to generate any revenue and we do not know whether any imports will be allowed into China. Our competitors in China, bolstered by recent IPOs, are making progress and have the potential to disrupt the structure of the global AI industry over the long-term. To sustain its leadership position in AI compute, America must engage every developer and be the platform for choice for every commercial business, including those in China.\nWe will continue to engage with the US and China governments and advocate for America's ability to compete around the world. We unveiled the Rubin platform last month at CES, comprised of six new chips; the Vera CPU, Rubin GPU, NVLink, 6 Switch, ConnectX-9, SuperNIC, BlueField-4 DPU, and Spectrum-6 Ethernet Switch. The platform will train MoE models with one-fourth the number of GPUs and reduce inference token costs by up to 10x compared to Blackwell.\nWe shipped our first Vera Rubin samples to customers earlier this week and we remain on track to commence production shipments in the second half of the year. Based on its modular cable-free tray design, Rubin will deliver improved resiliency and serviceability relative to Blackwell. We expect every cloud model builder to deploy Vera Rubin.\nMoving to gaming. Gaming revenue of \\$3.7 billion increased 47% year-on-year, driven by strong Blackwell demand and improved supply. GeForce RTX is the leading platform for PC gamers, creators, and developers.\nIn Q4, we added several new technologies and advancements, including DLSS 4.5, which uses AI to bring game visuals to a new level. G-SYNC Pulsar, bringing incredible clear graphics even in motion, and 35% faster LLM inference across leading AI PC frameworks.\nLooking ahead, while end demand for our products remains strong and channel inventory levels are healthy, we expect supply constraints to be the headwind to gaming in Q1 and beyond.\nFor Professional Visualization, it crossed the \\$1 billion mark for the first time, with revenue of \\$1.3 billion, up 159% year-over-year and 74% sequentially. During the quarter, we launched the RTX PRO 5000 Blackwell Workstation with 72 gigabytes of fast memory for AI developers running LLMs and agentic workflows.\nAutomotive revenue of \\$604 million was up 6% year-over-year and was driven by robust demand for self-driving solutions. At CES, we introduced Alpamayo, the world's first open portfolio of reasoning, vision, language, action models, simulation blueprints and data sets enabling vehicles that can think.\nThe first passenger car featuring Alpamayo built on NVIDIA Drive will be on the road soon in the new Mercedes-Benz CLA.\nPhysical AI is here, having already contributed north of \\$6 billion in NVIDIA revenue in fiscal year 2026. Robotaxi rides are growing exponentially with commercial fleets from Waymo, Tesla, Uber, WeRide and Zoox, and many others are expected to scale from thousands of vehicles in 2025 to millions over the next decade, creating a market poised to generate hundreds of billions of dollars of revenue.\nThis expansion will demand orders of magnitude more compute with every major OEM and service provider developing on NVIDIA's platform. We continue to advance robotics development with the new NVIDIA Cosmos and Isaac GROOT open models, frameworks and NVIDIA's powered robots and autonomous machines for leading companies, including Boston Dynamics, Caterpillar, Franka Robotics, LG Electronics and NEURA Robotics. To accelerate industrial physical AI adoption, we also announced new expanding partnerships with Dassault Systèmes, Siemens and Synopsys to bring NVIDIA AI infrastructure, Omniverse digital twins, world models and CUDA-X libraries to millions of researchers, designers and engineers building the world's industries.\nLet's move to the rest of the P&L. GAAP gross margin was 75%, and non-GAAP gross margin was 75.2%, increasing sequentially as Blackwell continued to ramp. GAAP operating expenses were up 16% sequentially and up 21% on a non-GAAP basis, related to new product introductions and compute and infrastructure costs. Non-GAAP effective tax rate for the fourth quarter was 15.4%, below our outlook for the quarter, primarily due to the impact of a one-time tax benefit.\nInventory grew 8% quarter-over-quarter, while purchase commitments also increased significantly, as we have strategically secured inventory and capacity to meet demand beyond the next several quarters. This is further out in time than usual and reflects the longer demand visibility we have. While we expect tightness in the supply for our advanced architectures to persist, we remain confident in our ability to capitalize on the growth opportunity ahead with our scale, expansive supply chain, and the longstanding partnerships continuing to serve us well.\nWe generated free cash flow of \\$35 billion in Q4 and \\$97 billion in fiscal year 2026. For the year, we returned \\$41 billion, or 43% of free cash flow to our shareholders in the form of share repurchases and dividends. We continue to invest in our technology and our ecosystem to cultivate market development, drive long-term growth, and ultimately yield total shareholder returns superior to the market or our peer group. Importantly, we will continue to run a strategic and disciplined process as it relates to our investments, and we remain committed to returning capital to our shareholders.\nLet me turn to the outlook for the first quarter. Starting this quarter, we will be including stock-based compensation expense in our non-GAAP results. Stock-based compensation is a foundational component of our compensation program to attract and retain world class talent. Let me first start with revenue. Total revenue is expected to be \\$78 billion, plus or minus 2%. We expect most of our growth to be driven by Data Center. Consistent with last quarter, we are not assuming any Data Center compute revenue from China in our outlook. GAAP and non-GAAP gross margins are expected to be 74.9% and 75%, respectively, plus or minus 50 basis points. For the full year, we continue to see gross margins in the mid-70s. We will keep you updated on our progress as we prepare for the Vera Rubin transition.\nGAAP and non-GAAP operating expenses are expected to be approximately \\$7.7 billion and \\$7.5 billion, respectively, including stock-based compensation expense of \\$1.9 billion.\nFor the full year, we expect non-GAAP operating expenses to grow in the low 40s on a year-over-year basis as we continue to invest in our expanding opportunity set. For the full year fiscal year 2027, we expect GAAP and non-GAAP tax rates to be in between 7% and 19%, excluding any discrete items and material changes to our tax environment.\nWith that, let me turn the call over to Jensen. I think he has a few words for us.",
+      "path": "NVDA-Q4-2026-Earnings-Call-25-February-2026-5_00-PM-ET.pdf/MANAGEMENT DISCUSSION SECTION/Colette M. Kress",
+      "metadata": {
+        "length": 13039,
+        "summary": "NVIDIA reported record Q4 revenue of $68 billion, up 73% year-over-year, driven by strong Data Center growth (up 75% to $62 billion) and Blackwell architecture demand. Full-year Data Center revenue reached $194 billion. Networking revenue hit $11 billion, up 3.5x. Gaming revenue rose 47% to $3.7 billion. Professional Visualization crossed $1 billion. Automotive revenue was $604 million. Q1 FY27 revenue outlook is $78 billion. The company highlighted AI infrastructure demand, sovereign AI, and the Rubin platform launch.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "tokens": [
+          "Chief",
+          "Financial",
+          "Officer",
+          "Executive",
+          "Vice",
+          "President",
+          "NVIDIA",
+          "Corp",
+          "Thanks",
+          "Toshiya",
+          "We",
+          "delivered",
+          "outstanding",
+          "quarter",
+          "record",
+          "revenue",
+          "operating",
+          "income",
+          "free",
+          "cash",
+          "flow",
+          "Total",
+          "68",
+          "billion",
+          "73%",
+          "year",
+          "accelerating",
+          "Q3",
+          "Growth",
+          "sequential",
+          "basis",
+          "added",
+          "11",
+          "data",
+          "center",
+          "diverse",
+          "expanding",
+          "set",
+          "customers",
+          "including",
+          "cloud",
+          "providers",
+          "hyperscalers",
+          "AI",
+          "model",
+          "makers",
+          "enterprises",
+          "sovereign",
+          "nations",
+          "Demand",
+          "Blackwell",
+          "architecture",
+          "extreme",
+          "designed",
+          "scale",
+          "continues",
+          "strengthen",
+          "inference",
+          "deployments",
+          "grow",
+          "addition",
+          "training",
+          "The",
+          "transition",
+          "accelerated",
+          "computing",
+          "infusion",
+          "existing",
+          "hyperscale",
+          "workloads",
+          "continue",
+          "fuel",
+          "growth",
+          "Agentic",
+          "physical",
+          "applications",
+          "built",
+          "increasingly",
+          "smarter",
+          "multimodal",
+          "models",
+          "beginning",
+          "drive",
+          "financial",
+          "performance",
+          "On",
+          "full",
+          "generated",
+          "194",
+          "68%",
+          "scaled",
+          "business",
+          "13x",
+          "emergence",
+          "ChatGPT",
+          "fiscal",
+          "2023",
+          "ahead",
+          "expect",
+          "calendar",
+          "2026",
+          "exceeding",
+          "included",
+          "500",
+          "Rubin",
+          "opportunity",
+          "shared",
+          "inventory",
+          "supply",
+          "commitments",
+          "place",
+          "address",
+          "future",
+          "demand",
+          "shipments",
+          "extending",
+          "2027",
+          "Every",
+          "power",
+          "constrained",
+          "Customers",
+          "make",
+          "critical",
+          "architectural",
+          "decisions",
+          "based",
+          "watt",
+          "constraints",
+          "maximize",
+          "factory",
+          "SemiAnalysis",
+          "declared",
+          "Inference",
+          "King",
+          "recent",
+          "results",
+          "InferenceX",
+          "reinforced",
+          "leadership",
+          "GB300",
+          "NVL72",
+          "achieving",
+          "50x",
+          "35x",
+          "lower",
+          "cost",
+          "token",
+          "compared",
+          "Hopper",
+          "And",
+          "continuous",
+          "optimization",
+          "CUDA",
+          "software",
+          "helped",
+          "deliver",
+          "times",
+          "GB200",
+          "months",
+          "produces",
+          "lowest",
+          "centers",
+          "running",
+          "generate",
+          "highest",
+          "revenues",
+          "Our",
+          "pace",
+          "innovation",
+          "unmatched",
+          "fueled",
+          "annual",
+          "budget",
+          "approaching",
+          "20",
+          "ability",
+          "compute",
+          "networking",
+          "chips",
+          "systems",
+          "algorithms",
+          "softwares",
+          "intend",
+          "factor",
+          "leaps",
+          "generation",
+          "extend",
+          "position",
+          "long",
+          "term",
+          "Q4",
+          "62",
+          "increased",
+          "75%",
+          "22%",
+          "sequentially",
+          "driven",
+          "primarily",
+          "sustained",
+          "strength",
+          "Ultra",
+          "ramp",
+          "With",
+          "infrastructure",
+          "high",
+          "Ampere",
+          "products",
+          "sold",
+          "Nearly",
+          "passed",
+          "release",
+          "Grace",
+          "Today",
+          "gigawatts",
+          "deployed",
+          "consumed",
+          "major",
+          "service",
+          "Networking",
+          "cornerstone",
+          "offering",
+          "standout",
+          "generating",
+          "3.5",
+          "technologies",
+          "reached",
+          "levels",
+          "growing",
+          "double",
+          "digit",
+          "strong",
+          "adoption",
+          "NVLink",
+          "Spectrum",
+          "Ethernet",
+          "InfiniBand",
+          "72",
+          "switches",
+          "Systems",
+          "accounted",
+          "roughly",
+          "thirds",
+          "fabric",
+          "revolutionized",
+          "demonstrates",
+          "design",
+          "supercomputer",
+          "stack",
+          "In",
+          "announced",
+          "enable",
+          "AWS",
+          "integrate",
+          "custom",
+          "silicon",
+          "Momentum",
+          "work",
+          "unify",
+          "distributed",
+          "integrated",
+          "giga",
+          "factories",
+          "For",
+          "exceeded",
+          "31",
+          "10",
+          "2021",
+          "acquired",
+          "Mellanox",
+          "profile",
+          "broad",
+          "chatbots",
+          "First",
+          "fundamental",
+          "platform",
+          "shift",
+          "classical",
+          "machine",
+          "learning",
+          "generative",
+          "Strong",
+          "evidence",
+          "ROI",
+          "upgrade",
+          "massive",
+          "traditional",
+          "search",
+          "ad",
+          "content",
+          "recommender",
+          "encouraging",
+          "largest",
+          "accelerate",
+          "capital",
+          "spending",
+          "Meta",
+          "advancements",
+          "GEM",
+          "drove",
+          "increase",
+          "clicks",
+          "Facebook",
+          "1%",
+          "gain",
+          "conversations",
+          "Instagram",
+          "translating",
+          "meaningful",
+          "Superintelligence",
+          "Labs",
+          "train",
+          "deploy",
+          "frontier",
+          "agentic",
+          "Frontier",
+          "inflection",
+          "point",
+          "Claude",
+          "Code",
+          "Cowork",
+          "OpenAI",
+          "Codex",
+          "achieved",
+          "intelligence",
+          "Adoption",
+          "skyrocketing",
+          "tokens",
+          "profitable",
+          "driving",
+          "urgency",
+          "Compute",
+          "directly",
+          "translate",
+          "Analysts",
+          "expectations",
+          "CapEx",
+          "top",
+          "collectively",
+          "account",
+          "50%",
+          "120",
+          "start",
+          "700",
+          "classic",
+          "GPU",
+          "enhance",
+          "today",
+          "contribute",
+          "half",
+          "country",
+          "build",
+          "operate",
+          "parts",
+          "electricity",
+          "Internet",
+          "tripled",
+          "30",
+          "Canada",
+          "France",
+          "Netherlands",
+          "Singapore",
+          "UK",
+          "Over",
+          "run",
+          "line",
+          "market",
+          "countries",
+          "spend",
+          "proportional",
+          "GDP",
+          "While",
+          "small",
+          "amounts",
+          "H200",
+          "China",
+          "approved",
+          "US",
+          "government",
+          "imports",
+          "allowed",
+          "competitors",
+          "bolstered",
+          "IPOs",
+          "making",
+          "progress",
+          "potential",
+          "disrupt",
+          "structure",
+          "global",
+          "industry",
+          "To",
+          "sustain",
+          "America",
+          "engage",
+          "developer",
+          "choice",
+          "commercial",
+          "governments",
+          "advocate",
+          "compete",
+          "world",
+          "unveiled",
+          "month",
+          "CES",
+          "comprised",
+          "Vera",
+          "CPU",
+          "Switch",
+          "ConnectX",
+          "SuperNIC",
+          "BlueField",
+          "DPU",
+          "MoE",
+          "fourth",
+          "number",
+          "GPUs",
+          "reduce",
+          "costs",
+          "10x",
+          "shipped",
+          "samples",
+          "earlier",
+          "week",
+          "remain",
+          "track",
+          "commence",
+          "production",
+          "Based",
+          "modular",
+          "cable",
+          "tray",
+          "improved",
+          "resiliency",
+          "serviceability",
+          "relative",
+          "builder",
+          "Moving",
+          "gaming",
+          "Gaming",
+          "3.7",
+          "47%",
+          "GeForce",
+          "RTX",
+          "leading",
+          "PC",
+          "gamers",
+          "creators",
+          "developers",
+          "DLSS",
+          "4.5",
+          "bring",
+          "game",
+          "visuals",
+          "level",
+          "SYNC",
+          "Pulsar",
+          "bringing",
+          "incredible",
+          "clear",
+          "graphics",
+          "motion",
+          "35%",
+          "faster",
+          "LLM",
+          "frameworks",
+          "Looking",
+          "end",
+          "remains",
+          "channel",
+          "healthy",
+          "headwind",
+          "Q1",
+          "Professional",
+          "Visualization",
+          "crossed",
+          "mark",
+          "time",
+          "1.3",
+          "159%",
+          "74%",
+          "During",
+          "launched",
+          "PRO",
+          "5000",
+          "Workstation",
+          "gigabytes",
+          "fast",
+          "memory",
+          "LLMs",
+          "workflows",
+          "Automotive",
+          "604",
+          "million",
+          "6%",
+          "robust",
+          "solutions",
+          "At",
+          "introduced",
+          "Alpamayo",
+          "open",
+          "portfolio",
+          "reasoning",
+          "vision",
+          "language",
+          "action",
+          "simulation",
+          "blueprints",
+          "sets",
+          "enabling",
+          "vehicles",
+          "passenger",
+          "car",
+          "featuring",
+          "Drive",
+          "road",
+          "Mercedes",
+          "Benz",
+          "CLA",
+          "Physical",
+          "contributed",
+          "north",
+          "Robotaxi",
+          "rides",
+          "exponentially",
+          "fleets",
+          "Waymo",
+          "Tesla",
+          "Uber",
+          "WeRide",
+          "Zoox",
+          "expected",
+          "thousands",
+          "2025",
+          "millions",
+          "decade",
+          "creating",
+          "poised",
+          "hundreds",
+          "billions",
+          "dollars",
+          "This",
+          "expansion",
+          "orders",
+          "magnitude",
+          "OEM",
+          "provider",
+          "developing",
+          "advance",
+          "robotics",
+          "development",
+          "Cosmos",
+          "Isaac",
+          "GROOT",
+          "powered",
+          "robots",
+          "autonomous",
+          "machines",
+          "companies",
+          "Boston",
+          "Dynamics",
+          "Caterpillar",
+          "Franka",
+          "Robotics",
+          "LG",
+          "Electronics",
+          "NEURA",
+          "industrial",
+          "partnerships",
+          "Dassault",
+          "Syst",
+          "mes",
+          "Siemens",
+          "Synopsys",
+          "Omniverse",
+          "digital",
+          "twins",
+          "libraries",
+          "researchers",
+          "designers",
+          "engineers",
+          "building",
+          "industries",
+          "Let",
+          "move",
+          "rest",
+          "GAAP",
+          "gross",
+          "margin",
+          "75.2%",
+          "increasing",
+          "continued",
+          "expenses",
+          "16%",
+          "21%",
+          "related",
+          "product",
+          "introductions",
+          "Non",
+          "effective",
+          "tax",
+          "rate",
+          "15.4%",
+          "outlook",
+          "due",
+          "impact",
+          "benefit",
+          "Inventory",
+          "grew",
+          "8%",
+          "purchase",
+          "significantly",
+          "strategically",
+          "secured",
+          "capacity",
+          "meet",
+          "quarters",
+          "usual",
+          "reflects",
+          "longer",
+          "visibility",
+          "tightness",
+          "advanced",
+          "architectures",
+          "persist",
+          "confident",
+          "capitalize",
+          "expansive",
+          "chain",
+          "longstanding",
+          "continuing",
+          "serve",
+          "35",
+          "97",
+          "returned",
+          "41",
+          "43%",
+          "shareholders",
+          "form",
+          "share",
+          "repurchases",
+          "dividends",
+          "invest",
+          "technology",
+          "ecosystem",
+          "cultivate",
+          "ultimately",
+          "yield",
+          "total",
+          "shareholder",
+          "returns",
+          "superior",
+          "peer",
+          "group",
+          "Importantly",
+          "strategic",
+          "disciplined",
+          "process",
+          "relates",
+          "investments",
+          "committed",
+          "returning",
+          "turn",
+          "Starting",
+          "stock",
+          "compensation",
+          "expense",
+          "Stock",
+          "foundational",
+          "component",
+          "program",
+          "attract",
+          "retain",
+          "class",
+          "talent",
+          "78",
+          "minus",
+          "2%",
+          "Data",
+          "Center",
+          "Consistent",
+          "assuming",
+          "margins",
+          "74.9%",
+          "50",
+          "points",
+          "mid",
+          "70s",
+          "updated",
+          "prepare",
+          "approximately",
+          "7.7",
+          "7.5",
+          "1.9",
+          "low",
+          "40s",
+          "rates",
+          "7%",
+          "19%",
+          "excluding",
+          "discrete",
+          "items",
+          "material",
+          "environment",
+          "call",
+          "Jensen",
+          "words"
+        ],
+        "keywords": [
+          "NVIDIA",
+          "Data Center",
+          "AI"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "c1b56c6c-d6e6-5d89-affc-e607a47f2fb4",
+      "type": "text",
+      "content": "Co-Founder, President, Chief Executive Officer & Director, NVIDIA Corp.\nThis quarter we significantly deepened and expanded our partnerships with leading frontier model makers. We recently celebrated OpenAI's launch of GPT-5.3-Codex, trained with and inferencing on Grace Blackwell NVLink 72 systems.\nGPT-5.3-Codex can take on long running tasks that involve research, tool use, and complex execution. 5.3-Codex is deployed broadly inside NVIDIA, our engineers love it.\nWe continue to work with OpenAI toward a partnership agreement and believe we are close. We are thrilled with our ongoing partnership with OpenAI, a once in a generation company we've had the pleasure of partnering with since their first days.\nMeta Superintelligence Labs is scaling up at lightning speed. Last week, we announced that Meta is deploying millions of Blackwells and Rubin GPUs, NVIDIA CPUs, and Spectrum-X Ethernet for training and inference. This quarter, we announced a partnership with Anthropic and a \\$10 billion investment in their company. Anthropic will train an inference on Grace Blackwell and Vera Rubin systems.\nAnthropic's Claude Cowork agent platform is revolutionary and has opened a floodgates for enterprise AI adoption. Between Claude Cowork and OpenClaw, compute demand is skyrocketing and ChatGPT moment of agentic AI has arrived.\nWith partnerships spanning Anthropic, Meta, OpenAI, and xAI, NVIDIA deployed across every cloud, and with our ability to build full-stack AI infrastructure from the ground up or support them in the cloud, we're uniquely positioned to partner with frontier model builders at every stage; training, inference, and AI factory scale out.\nFinally, we recently entered into a non-exclusive licensing agreement with Groq for its low-latency inference technology, and welcomed a team of brilliant engineers to NVIDIA. As we did with Mellanox, we will extend NVIDIA's architecture with Groq's innovations to enable new levels of AI infrastructure performance and value. We look forward to sharing more at GTC next month.\nOkay, back to you.",
+      "path": "NVDA-Q4-2026-Earnings-Call-25-February-2026-5_00-PM-ET.pdf/MANAGEMENT DISCUSSION SECTION/Jen Hsun Huang",
+      "metadata": {
+        "length": 2065,
+        "summary": "NVIDIA's CEO highlights deepened partnerships with OpenAI, Meta, Anthropic, and xAI. OpenAI launched GPT-5.3-Codex on NVIDIA systems. Meta is deploying millions of Blackwell and Rubin GPUs. NVIDIA invested $10 billion in Anthropic, whose Claude Cowork platform drives enterprise AI adoption. A non-exclusive licensing agreement with Groq was also announced.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "tokens": [
+          "Co",
+          "Founder",
+          "President",
+          "Chief",
+          "Executive",
+          "Officer",
+          "Director",
+          "NVIDIA",
+          "Corp",
+          "This",
+          "quarter",
+          "significantly",
+          "deepened",
+          "expanded",
+          "partnerships",
+          "leading",
+          "frontier",
+          "model",
+          "makers",
+          "We",
+          "recently",
+          "celebrated",
+          "OpenAI",
+          "launch",
+          "GPT",
+          "5.3",
+          "Codex",
+          "trained",
+          "inferencing",
+          "Grace",
+          "Blackwell",
+          "NVLink",
+          "72",
+          "systems",
+          "long",
+          "running",
+          "tasks",
+          "involve",
+          "research",
+          "tool",
+          "complex",
+          "execution",
+          "deployed",
+          "broadly",
+          "inside",
+          "engineers",
+          "love",
+          "continue",
+          "work",
+          "partnership",
+          "agreement",
+          "close",
+          "thrilled",
+          "ongoing",
+          "generation",
+          "company",
+          "ve",
+          "pleasure",
+          "partnering",
+          "days",
+          "Meta",
+          "Superintelligence",
+          "Labs",
+          "scaling",
+          "lightning",
+          "speed",
+          "Last",
+          "week",
+          "announced",
+          "deploying",
+          "millions",
+          "Blackwells",
+          "Rubin",
+          "GPUs",
+          "CPUs",
+          "Spectrum",
+          "Ethernet",
+          "training",
+          "inference",
+          "Anthropic",
+          "10",
+          "billion",
+          "investment",
+          "train",
+          "Vera",
+          "Claude",
+          "Cowork",
+          "agent",
+          "platform",
+          "revolutionary",
+          "opened",
+          "floodgates",
+          "enterprise",
+          "AI",
+          "adoption",
+          "Between",
+          "OpenClaw",
+          "compute",
+          "demand",
+          "skyrocketing",
+          "ChatGPT",
+          "moment",
+          "agentic",
+          "arrived",
+          "With",
+          "spanning",
+          "xAI",
+          "cloud",
+          "ability",
+          "build",
+          "full",
+          "stack",
+          "infrastructure",
+          "ground",
+          "support",
+          "uniquely",
+          "positioned",
+          "partner",
+          "builders",
+          "stage",
+          "factory",
+          "scale",
+          "Finally",
+          "entered",
+          "exclusive",
+          "licensing",
+          "Groq",
+          "low",
+          "latency",
+          "technology",
+          "welcomed",
+          "team",
+          "brilliant",
+          "As",
+          "Mellanox",
+          "extend",
+          "architecture",
+          "innovations",
+          "enable",
+          "levels",
+          "performance",
+          "forward",
+          "sharing",
+          "GTC",
+          "month",
+          "Okay",
+          "back"
+        ],
+        "keywords": [
+          "NVIDIA",
+          "AI partnerships",
+          "frontier models"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "d01243b6-a695-5833-a349-de5d11a35eb0",
+      "type": "text",
+      "content": "Vice President, Investor Relations & Strategic Finance, NVIDIA Corp.\nWe will now transition to Q&A. Operator, please poll for questions.",
+      "path": "NVDA-Q4-2026-Earnings-Call-25-February-2026-5_00-PM-ET.pdf/MANAGEMENT DISCUSSION SECTION/Toshiya Hari_2",
+      "metadata": {
+        "length": 136,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "tokens": [
+          "Vice",
+          "President",
+          "Investor",
+          "Relations",
+          "Strategic",
+          "Finance",
+          "NVIDIA",
+          "Corp",
+          "We",
+          "transition",
+          "Operator",
+          "poll",
+          "questions"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "1b336282-5396-507e-9f20-873215435528",
+      "type": "text",
+      "content": "Operator: [Operator Instructions] Your first question comes from Vivek Arya with Bank of America Securities. Your line is open.",
+      "path": "NVDA-Q4-2026-Earnings-Call-25-February-2026-5_00-PM-ET.pdf/QUESTION AND ANSWER SECTION",
+      "metadata": {
+        "length": 127,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "tokens": [
+          "Operator",
+          "Instructions",
+          "Your",
+          "question",
+          "Vivek",
+          "Arya",
+          "Bank",
+          "America",
+          "Securities",
+          "line",
+          "open"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "acc3c007-53eb-5731-a952-6f07aeb4deca",
+      "type": "image",
+      "content": "\nWe will now transition to Q&A. Operator, please poll for questions. Thanks for taking my question. I think you mentioned that you now have growth visibility into calendar 2027 also, and I think your purchase commitments kind of reflect that confidence. But Jensen, I'm curious, when you look at your top cloud customers, cloud CapEx close to \\$700 billion this year, many investors are concerned that it would be harder for this level to grow into next year. And for several of them, their cash flow generation capability is also getting compressed. So I know you're very confident about your roadmap, right, and your purchase commitments and whatnot, but how confident are you about your customers' ability to continue to grow their CapEx? And if their CapEx doesn't grow, can NVIDIA still find a way to grow in that envelope? Thank you.0\n[images/image-1-We will no.jpg]\n",
+      "path": "images/image-1-We will no.jpg",
+      "metadata": {
+        "length": 873,
+        "summary": "image-1\nWe will now transition to Q&A. Operator, please poll for questions. Thanks for taking my question. I think you mentioned that you now have growth visibility into calendar 2027 also, and I think your purchase commitments kind of reflect that confidence. But Jensen, I'm curious, when you look at your top cloud customers, cloud CapEx close to \\$700 billion this year, many investors are concerned that it would be harder for this level to grow into next year. And for several of them, their cash flow generation capability is also getting compressed. So I know you're very confident about your roadmap, right, and your purchase commitments and whatnot, but how confident are you about your customers' ability to continue to grow their CapEx? And if their CapEx doesn't grow, can NVIDIA still find a way to grow in that envelope? Thank you.0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "file_path": "images/image-1-We will no.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "2a456310-ba0e-5f46-ba14-9d171d2b577e",
+      "type": "text",
+      "content": "Analyst, BofA Securities, Inc.\n\nWe will now transition to Q&A. Operator, please poll for questions. Thanks for taking my question. I think you mentioned that you now have growth visibility into calendar 2027 also, and I think your purchase commitments kind of reflect that confidence. But Jensen, I'm curious, when you look at your top cloud customers, cloud CapEx close to \\$700 billion this year, many investors are concerned that it would be harder for this level to grow into next year. And for several of them, their cash flow generation capability is also getting compressed. So I know you're very confident about your roadmap, right, and your purchase commitments and whatnot, but how confident are you about your customers' ability to continue to grow their CapEx? And if their CapEx doesn't grow, can NVIDIA still find a way to grow in that envelope? Thank you.0\n[images/image-1-We will no.jpg]\n\nThanks for taking my question. I think you mentioned that you now have growth visibility into calendar 2027 also, and I think your purchase commitments kind of reflect that confidence. But Jensen, I'm curious, when you look at your top cloud customers, cloud CapEx close to \\$700 billion this year, many investors are concerned that it would be harder for this level to grow into next year. And for several of them, their cash flow generation capability is also getting compressed. So I know you're very confident about your roadmap, right, and your purchase commitments and whatnot, but how confident are you about your customers' ability to continue to grow their CapEx? And if their CapEx doesn't grow, can NVIDIA still find a way to grow in that envelope? Thank you.",
+      "path": "NVDA-Q4-2026-Earnings-Call-25-February-2026-5_00-PM-ET.pdf/QUESTION AND ANSWER SECTION/Vivek Arya",
+      "metadata": {
+        "length": 1675,
+        "summary": "An analyst questions NVIDIA's confidence in customer CapEx growth, noting cloud CapEx near $700 billion and compressed cash flow. Jensen is asked about growth visibility into 2027 and whether NVIDIA can grow if customer CapEx does not increase.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "tokens": [
+          "Analyst",
+          "BofA",
+          "Securities",
+          "Inc",
+          "We",
+          "transition",
+          "Operator",
+          "poll",
+          "questions",
+          "Thanks",
+          "taking",
+          "question",
+          "mentioned",
+          "growth",
+          "visibility",
+          "calendar",
+          "2027",
+          "purchase",
+          "commitments",
+          "kind",
+          "reflect",
+          "confidence",
+          "But",
+          "Jensen",
+          "curious",
+          "top",
+          "cloud",
+          "customers",
+          "CapEx",
+          "close",
+          "700",
+          "billion",
+          "year",
+          "investors",
+          "concerned",
+          "harder",
+          "level",
+          "grow",
+          "And",
+          "cash",
+          "flow",
+          "generation",
+          "capability",
+          "compressed",
+          "So",
+          "confident",
+          "roadmap",
+          "whatnot",
+          "ability",
+          "continue",
+          "doesn",
+          "NVIDIA",
+          "find",
+          "envelope",
+          "Thank",
+          "you.0"
+        ],
+        "keywords": [
+          "NVIDIA",
+          "Cloud CapEx",
+          "Growth"
+        ],
+        "connect_to": [
+          {
+            "target": "acc3c007-53eb-5731-a952-6f07aeb4deca",
+            "relation": "embeds",
+            "ref": "[images/image-1-We will no.jpg]",
+            "position": {
+              "start": 872,
+              "end": 903
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "6482acbb-d24c-5066-91cd-ab73b854838a",
+      "type": "image",
+      "content": "\nAnalyst, BofA Securities, Inc. I am confident in their cash flow growing. And the reason for that is very simple. We have now seen the inflection of agentic AI and the usefulness of agents across the world in enterprises everywhere. You're seeing incredible compute demand because of it. In this new world of AI, compute is revenues. Without compute, there's no way to generate tokens. Without tokens, there's no way to grow revenues. So in this new world of AI, compute equals revenues. And I am certain that at this point, with the productive use of Codex and Claude Code and the excitement around Claude Cowork and, just the incredible enthusiasm about OpenClaw and the enterprise versions of them. All of the enterprise ISVs who are now working on agentic systems on top of their tools platforms, I am certain at this point that we are at the inflection point. We've reached the inflection point, and we're generating profitable tokens that are productive for customers and profitable for the cloud service providers. And so the simple logic of it, the simple way to think about it is computing has changed. What used to be software running on computers, modest amount of computers, call it \\$300 billion or \\$400 billion worth of CapEx each year has now gone into AI and AI in order to have, in order to generate tokens, you need compute capacity. And that translates directly to growth and that translates directly to revenues.0\n[images/image-2-Analyst, B.jpg]\n",
+      "path": "images/image-2-Analyst, B.jpg",
+      "metadata": {
+        "length": 1468,
+        "summary": "image-2\nAnalyst, BofA Securities, Inc. I am confident in their cash flow growing. And the reason for that is very simple. We have now seen the inflection of agentic AI and the usefulness of agents across the world in enterprises everywhere. You're seeing incredible compute demand because of it. In this new world of AI, compute is revenues. Without compute, there's no way to generate tokens. Without tokens, there's no way to grow revenues. So in this new world of AI, compute equals revenues. And I am certain that at this point, with the productive use of Codex and Claude Code and the excitement around Claude Cowork and, just the incredible enthusiasm about OpenClaw and the enterprise versions of them. All of the enterprise ISVs who are now working on agentic systems on top of their tools platforms, I am certain at this point that we are at the inflection point. We've reached the inflection point, and we're generating profitable tokens that are productive for customers and profitable for the cloud service providers. And so the simple logic of it, the simple way to think about it is computing has changed. What used to be software running on computers, modest amount of computers, call it \\$300 billion or \\$400 billion worth of CapEx each year has now gone into AI and AI in order to have, in order to generate tokens, you need compute capacity. And that translates directly to growth and that translates directly to revenues.0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "file_path": "images/image-2-Analyst, B.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "cb60366a-1b21-526a-a823-40aa12e6b454",
+      "type": "text",
+      "content": "Co-Founder, President, Chief Executive Officer & Director, NVIDIA Corp.\n\nAnalyst, BofA Securities, Inc. I am confident in their cash flow growing. And the reason for that is very simple. We have now seen the inflection of agentic AI and the usefulness of agents across the world in enterprises everywhere. You're seeing incredible compute demand because of it. In this new world of AI, compute is revenues. Without compute, there's no way to generate tokens. Without tokens, there's no way to grow revenues. So in this new world of AI, compute equals revenues. And I am certain that at this point, with the productive use of Codex and Claude Code and the excitement around Claude Cowork and, just the incredible enthusiasm about OpenClaw and the enterprise versions of them. All of the enterprise ISVs who are now working on agentic systems on top of their tools platforms, I am certain at this point that we are at the inflection point. We've reached the inflection point, and we're generating profitable tokens that are productive for customers and profitable for the cloud service providers. And so the simple logic of it, the simple way to think about it is computing has changed. What used to be software running on computers, modest amount of computers, call it \\$300 billion or \\$400 billion worth of CapEx each year has now gone into AI and AI in order to have, in order to generate tokens, you need compute capacity. And that translates directly to growth and that translates directly to revenues.0\n[images/image-2-Analyst, B.jpg]\n\nI am confident in their cash flow growing. And the reason for that is very simple. We have now seen the inflection of agentic AI and the usefulness of agents across the world in enterprises everywhere. You're seeing incredible compute demand because of it. In this new world of AI, compute is revenues. Without compute, there's no way to generate tokens. Without tokens, there's no way to grow revenues. So in this new world of AI, compute equals revenues. And I am certain that at this point, with the productive use of Codex and Claude Code and the excitement around Claude Cowork and, just the incredible enthusiasm about OpenClaw and the enterprise versions of them. All of the enterprise ISVs who are now working on agentic systems on top of their tools platforms, I am certain at this point that we are at the inflection point. We've reached the inflection point, and we're generating profitable tokens that are productive for customers and profitable for the cloud service providers. And so the simple logic of it, the simple way to think about it is computing has changed. What used to be software running on computers, modest amount of computers, call it \\$300 billion or \\$400 billion worth of CapEx each year has now gone into AI and AI in order to have, in order to generate tokens, you need compute capacity. And that translates directly to growth and that translates directly to revenues.\nOperator: Your next question comes from Joe Moore with Morgan Stanley. Your line is open.",
+      "path": "NVDA-Q4-2026-Earnings-Call-25-February-2026-5_00-PM-ET.pdf/QUESTION AND ANSWER SECTION/Jen Hsun Huang",
+      "metadata": {
+        "length": 3033,
+        "summary": "The speaker, an analyst from BofA Securities, expresses strong confidence in cash flow growth driven by the inflection of agentic AI. They argue that in the new AI era, compute capacity directly equals revenues, as tokens require compute to generate. Citing productive use of tools like Codex and Claude Code, and enterprise ISVs building agentic systems, they assert we have reached an inflection point where tokens are profitable for both customers and cloud providers. The speaker notes that annual CapEx has shifted from $300-400 billion on traditional software to AI, where compute translates directly to growth and revenues.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "tokens": [
+          "Co",
+          "Founder",
+          "President",
+          "Chief",
+          "Executive",
+          "Officer",
+          "Director",
+          "NVIDIA",
+          "Corp",
+          "Analyst",
+          "BofA",
+          "Securities",
+          "Inc",
+          "confident",
+          "cash",
+          "flow",
+          "growing",
+          "And",
+          "reason",
+          "simple",
+          "We",
+          "inflection",
+          "agentic",
+          "AI",
+          "usefulness",
+          "agents",
+          "world",
+          "enterprises",
+          "You",
+          "incredible",
+          "compute",
+          "demand",
+          "In",
+          "revenues",
+          "Without",
+          "generate",
+          "tokens",
+          "grow",
+          "So",
+          "equals",
+          "point",
+          "productive",
+          "Codex",
+          "Claude",
+          "Code",
+          "excitement",
+          "Cowork",
+          "enthusiasm",
+          "OpenClaw",
+          "enterprise",
+          "versions",
+          "All",
+          "ISVs",
+          "working",
+          "systems",
+          "top",
+          "tools",
+          "platforms",
+          "ve",
+          "reached",
+          "generating",
+          "profitable",
+          "customers",
+          "cloud",
+          "service",
+          "providers",
+          "logic",
+          "computing",
+          "changed",
+          "What",
+          "software",
+          "running",
+          "computers",
+          "modest",
+          "amount",
+          "call",
+          "300",
+          "billion",
+          "400",
+          "worth",
+          "CapEx",
+          "year",
+          "order",
+          "capacity",
+          "translates",
+          "directly",
+          "growth",
+          "revenues.0",
+          "Operator",
+          "Your",
+          "question",
+          "Joe",
+          "Moore",
+          "Morgan",
+          "Stanley",
+          "line",
+          "open"
+        ],
+        "keywords": [
+          "Agentic AI",
+          "Compute Demand",
+          "Revenue Growth"
+        ],
+        "connect_to": [
+          {
+            "target": "6482acbb-d24c-5066-91cd-ab73b854838a",
+            "relation": "embeds",
+            "ref": "[images/image-2-Analyst, B.jpg]",
+            "position": {
+              "start": 1508,
+              "end": 1539
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "90bb2dc3-92a6-57c6-971c-c3f5c8ddb00b",
+      "type": "image",
+      "content": "\nI am confident in their cash flow growing. And the reason for that is very simple. We have now seen the inflection of agentic AI and the usefulness of agents across the world in enterprises everywhere. You're seeing incredible compute demand because of it. In this new world of AI, compute is revenues. Without compute, there's no way to generate tokens. Without tokens, there's no way to grow revenues. So in this new world of AI, compute equals revenues. And I am certain that at this point, with the productive use of Codex and Claude Code and the excitement around Claude Cowork and, just the incredible enthusiasm about OpenClaw and the enterprise versions of them. All of the enterprise ISVs who are now working on agentic systems on top of their tools platforms, I am certain at this point that we are at the inflection point. We've reached the inflection point, and we're generating profitable tokens that are productive for customers and profitable for the cloud service providers. And so the simple logic of it, the simple way to think about it is computing has changed. What used to be software running on computers, modest amount of computers, call it \\$300 billion or \\$400 billion worth of CapEx each year has now gone into AI and AI in order to have, in order to generate tokens, you need compute capacity. And that translates directly to growth and that translates directly to revenues. Great. Thank you. And congratulations on the numbers. You talked about some of the strategic investments that you've made into Anthropic and potentially OpenAI [ph] Claude as well (26:23) but also partners Intel, Nokia. Synopsys. You're clearly at the center of everything. Can you talk about the role of those investments and kind of how do you view the balance sheet as a tool to kind of grow the NVIDIA's position, the ecosystem and, and participate in that growth.0\n[images/image-3-I am confi.jpg]\n",
+      "path": "images/image-3-I am confi.jpg",
+      "metadata": {
+        "length": 1906,
+        "summary": "image-3\nI am confident in their cash flow growing. And the reason for that is very simple. We have now seen the inflection of agentic AI and the usefulness of agents across the world in enterprises everywhere. You're seeing incredible compute demand because of it. In this new world of AI, compute is revenues. Without compute, there's no way to generate tokens. Without tokens, there's no way to grow revenues. So in this new world of AI, compute equals revenues. And I am certain that at this point, with the productive use of Codex and Claude Code and the excitement around Claude Cowork and, just the incredible enthusiasm about OpenClaw and the enterprise versions of them. All of the enterprise ISVs who are now working on agentic systems on top of their tools platforms, I am certain at this point that we are at the inflection point. We've reached the inflection point, and we're generating profitable tokens that are productive for customers and profitable for the cloud service providers. And so the simple logic of it, the simple way to think about it is computing has changed. What used to be software running on computers, modest amount of computers, call it \\$300 billion or \\$400 billion worth of CapEx each year has now gone into AI and AI in order to have, in order to generate tokens, you need compute capacity. And that translates directly to growth and that translates directly to revenues. Great. Thank you. And congratulations on the numbers. You talked about some of the strategic investments that you've made into Anthropic and potentially OpenAI [ph] Claude as well (26:23) but also partners Intel, Nokia. Synopsys. You're clearly at the center of everything. Can you talk about the role of those investments and kind of how do you view the balance sheet as a tool to kind of grow the NVIDIA's position, the ecosystem and, and participate in that growth.0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "file_path": "images/image-3-I am confi.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "26cc8720-f666-5b69-b61a-7dbb9a11dc71",
+      "type": "text",
+      "content": "Analyst, Morgan Stanley & Co. LLC\n\nI am confident in their cash flow growing. And the reason for that is very simple. We have now seen the inflection of agentic AI and the usefulness of agents across the world in enterprises everywhere. You're seeing incredible compute demand because of it. In this new world of AI, compute is revenues. Without compute, there's no way to generate tokens. Without tokens, there's no way to grow revenues. So in this new world of AI, compute equals revenues. And I am certain that at this point, with the productive use of Codex and Claude Code and the excitement around Claude Cowork and, just the incredible enthusiasm about OpenClaw and the enterprise versions of them. All of the enterprise ISVs who are now working on agentic systems on top of their tools platforms, I am certain at this point that we are at the inflection point. We've reached the inflection point, and we're generating profitable tokens that are productive for customers and profitable for the cloud service providers. And so the simple logic of it, the simple way to think about it is computing has changed. What used to be software running on computers, modest amount of computers, call it \\$300 billion or \\$400 billion worth of CapEx each year has now gone into AI and AI in order to have, in order to generate tokens, you need compute capacity. And that translates directly to growth and that translates directly to revenues. Great. Thank you. And congratulations on the numbers. You talked about some of the strategic investments that you've made into Anthropic and potentially OpenAI [ph] Claude as well (26:23) but also partners Intel, Nokia. Synopsys. You're clearly at the center of everything. Can you talk about the role of those investments and kind of how do you view the balance sheet as a tool to kind of grow the NVIDIA's position, the ecosystem and, and participate in that growth.0\n[images/image-3-I am confi.jpg]\n\nGreat. Thank you. And congratulations on the numbers. You talked about some of the strategic investments that you've made into Anthropic and potentially OpenAI [ph] Claude as well (26:23) but also partners Intel, Nokia. Synopsys. You're clearly at the center of everything. Can you talk about the role of those investments and kind of how do you view the balance sheet as a tool to kind of grow the NVIDIA's position, the ecosystem and, and participate in that growth.",
+      "path": "NVDA-Q4-2026-Earnings-Call-25-February-2026-5_00-PM-ET.pdf/QUESTION AND ANSWER SECTION/Joe Moore",
+      "metadata": {
+        "length": 2409,
+        "summary": "The speaker expresses confidence in cash flow growth driven by the inflection of agentic AI and enterprise adoption. They argue that in the AI era, compute equals revenues, as generating tokens requires compute capacity. The discussion highlights strategic investments in companies like Anthropic and OpenAI, and views the balance sheet as a tool to strengthen NVIDIA's ecosystem position and participate in growth.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "tokens": [
+          "Analyst",
+          "Morgan",
+          "Stanley",
+          "Co",
+          "LLC",
+          "confident",
+          "cash",
+          "flow",
+          "growing",
+          "And",
+          "reason",
+          "simple",
+          "We",
+          "inflection",
+          "agentic",
+          "AI",
+          "usefulness",
+          "agents",
+          "world",
+          "enterprises",
+          "You",
+          "incredible",
+          "compute",
+          "demand",
+          "In",
+          "revenues",
+          "Without",
+          "generate",
+          "tokens",
+          "grow",
+          "So",
+          "equals",
+          "point",
+          "productive",
+          "Codex",
+          "Claude",
+          "Code",
+          "excitement",
+          "Cowork",
+          "enthusiasm",
+          "OpenClaw",
+          "enterprise",
+          "versions",
+          "All",
+          "ISVs",
+          "working",
+          "systems",
+          "top",
+          "tools",
+          "platforms",
+          "ve",
+          "reached",
+          "generating",
+          "profitable",
+          "customers",
+          "cloud",
+          "service",
+          "providers",
+          "logic",
+          "computing",
+          "changed",
+          "What",
+          "software",
+          "running",
+          "computers",
+          "modest",
+          "amount",
+          "call",
+          "300",
+          "billion",
+          "400",
+          "worth",
+          "CapEx",
+          "year",
+          "order",
+          "capacity",
+          "translates",
+          "directly",
+          "growth",
+          "Great",
+          "Thank",
+          "congratulations",
+          "numbers",
+          "talked",
+          "strategic",
+          "investments",
+          "made",
+          "Anthropic",
+          "potentially",
+          "OpenAI",
+          "ph",
+          "26",
+          "23",
+          "partners",
+          "Intel",
+          "Nokia",
+          "Synopsys",
+          "center",
+          "Can",
+          "talk",
+          "role",
+          "kind",
+          "view",
+          "balance",
+          "sheet",
+          "tool",
+          "NVIDIA",
+          "position",
+          "ecosystem",
+          "participate",
+          "growth.0"
+        ],
+        "keywords": [
+          "AI",
+          "compute",
+          "revenues"
+        ],
+        "connect_to": [
+          {
+            "target": "90bb2dc3-92a6-57c6-971c-c3f5c8ddb00b",
+            "relation": "embeds",
+            "ref": "[images/image-3-I am confi.jpg]",
+            "position": {
+              "start": 1908,
+              "end": 1939
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "9be796f9-431c-56f7-9108-78c8b58bb6c4",
+      "type": "image",
+      "content": "\nAnalyst, Morgan Stanley & Co. LLC As you know, fundamentally, at the core of everything NVIDIA is our ecosystem. That's what everybody loves about our business. The richness of our ecosystem, just about every startup in the world is working on NVIDIA's platform, we are in every cloud, we're in every on-prem data center, we're all over the world's edge and robotic systems, thousands of AI natives are built on top of NVIDIA. We want to take the great opportunity that we have as we're in the beginning of this new computing era, this new computing platform shift to put everybody on NVIDIA. Everything is already built on CUDA and so we're starting from a really terrific starting point. But as we build out the entire AI ecosystem, whether it's in AI for language or physical AI or AI physics or biology or robotics or manufacturing, we want all of these ecosystems to be built on top of NVIDIA. And this is such a wonderful opportunity for us to invest into the ecosystem across the entire stack.0\n[images/image-4-Analyst, M.jpg]\n",
+      "path": "images/image-4-Analyst, M.jpg",
+      "metadata": {
+        "length": 1035,
+        "summary": "image-4\nAnalyst, Morgan Stanley & Co. LLC As you know, fundamentally, at the core of everything NVIDIA is our ecosystem. That's what everybody loves about our business. The richness of our ecosystem, just about every startup in the world is working on NVIDIA's platform, we are in every cloud, we're in every on-prem data center, we're all over the world's edge and robotic systems, thousands of AI natives are built on top of NVIDIA. We want to take the great opportunity that we have as we're in the beginning of this new computing era, this new computing platform shift to put everybody on NVIDIA. Everything is already built on CUDA and so we're starting from a really terrific starting point. But as we build out the entire AI ecosystem, whether it's in AI for language or physical AI or AI physics or biology or robotics or manufacturing, we want all of these ecosystems to be built on top of NVIDIA. And this is such a wonderful opportunity for us to invest into the ecosystem across the entire stack.0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "file_path": "images/image-4-Analyst, M.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "df88a375-f6a8-5b52-b4dd-d517dfe22709",
+      "type": "text",
+      "content": "Co-Founder, President, Chief Executive Officer & Director, NVIDIA Corp.\n\nAnalyst, Morgan Stanley & Co. LLC As you know, fundamentally, at the core of everything NVIDIA is our ecosystem. That's what everybody loves about our business. The richness of our ecosystem, just about every startup in the world is working on NVIDIA's platform, we are in every cloud, we're in every on-prem data center, we're all over the world's edge and robotic systems, thousands of AI natives are built on top of NVIDIA. We want to take the great opportunity that we have as we're in the beginning of this new computing era, this new computing platform shift to put everybody on NVIDIA. Everything is already built on CUDA and so we're starting from a really terrific starting point. But as we build out the entire AI ecosystem, whether it's in AI for language or physical AI or AI physics or biology or robotics or manufacturing, we want all of these ecosystems to be built on top of NVIDIA. And this is such a wonderful opportunity for us to invest into the ecosystem across the entire stack.0\n[images/image-4-Analyst, M.jpg]\n\nAs you know, fundamentally, at the core of everything NVIDIA is our ecosystem. That's what everybody loves about our business. The richness of our ecosystem, just about every startup in the world is working on NVIDIA's platform, we are in every cloud, we're in every on-prem data center, we're all over the world's edge and robotic systems, thousands of AI natives are built on top of NVIDIA. We want to take the great opportunity that we have as we're in the beginning of this new computing era, this new computing platform shift to put everybody on NVIDIA. Everything is already built on CUDA and so we're starting from a really terrific starting point. But as we build out the entire AI ecosystem, whether it's in AI for language or physical AI or AI physics or biology or robotics or manufacturing, we want all of these ecosystems to be built on top of NVIDIA. And this is such a wonderful opportunity for us to invest into the ecosystem across the entire stack.\nOur ecosystem is also richer today than it used to be. We used to be largely a computing platform on GPUs, but now we're a computing AI infrastructure company, and we have computing platforms on, well, every aspect of that.\nAnd everything from computing to AI models to networking to our DPU, all of that has computing stacks on top of it. And as I mentioned before, whether it's an enterprise or in manufacturing, industrial or science or robotics, each one of these ecosystems have different stacks, and we want to make sure that we continue to invest into our ecosystem. So, our investments are focused very squarely, strategically on expanding and deepening our ecosystem reach.\nOperator: Your next question comes from Harlan Sur with JPMorgan. Your line is open.",
+      "path": "NVDA-Q4-2026-Earnings-Call-25-February-2026-5_00-PM-ET.pdf/QUESTION AND ANSWER SECTION/Jen Hsun Huang_2",
+      "metadata": {
+        "length": 2842,
+        "summary": "The speaker, a co-founder and CEO of NVIDIA, emphasizes the company's ecosystem as its core strength. They highlight that startups, clouds, data centers, and AI systems are built on NVIDIA's platform, starting from CUDA. The goal is to expand this ecosystem across AI domains like language, physics, biology, robotics, and manufacturing. NVIDIA has evolved from a GPU computing platform to an AI infrastructure company, with stacks for computing, AI models, networking, and DPUs. Investments focus on deepening ecosystem reach across enterprise, industrial, science, and robotics sectors.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "tokens": [
+          "Co",
+          "Founder",
+          "President",
+          "Chief",
+          "Executive",
+          "Officer",
+          "Director",
+          "NVIDIA",
+          "Corp",
+          "Analyst",
+          "Morgan",
+          "Stanley",
+          "LLC",
+          "As",
+          "fundamentally",
+          "core",
+          "ecosystem",
+          "That",
+          "loves",
+          "business",
+          "The",
+          "richness",
+          "startup",
+          "world",
+          "working",
+          "platform",
+          "cloud",
+          "prem",
+          "data",
+          "center",
+          "edge",
+          "robotic",
+          "systems",
+          "thousands",
+          "AI",
+          "natives",
+          "built",
+          "top",
+          "We",
+          "great",
+          "opportunity",
+          "beginning",
+          "computing",
+          "era",
+          "shift",
+          "put",
+          "Everything",
+          "CUDA",
+          "starting",
+          "terrific",
+          "point",
+          "But",
+          "build",
+          "entire",
+          "language",
+          "physical",
+          "physics",
+          "biology",
+          "robotics",
+          "manufacturing",
+          "ecosystems",
+          "And",
+          "wonderful",
+          "invest",
+          "stack.0",
+          "stack",
+          "Our",
+          "richer",
+          "today",
+          "largely",
+          "GPUs",
+          "infrastructure",
+          "company",
+          "platforms",
+          "aspect",
+          "models",
+          "networking",
+          "DPU",
+          "stacks",
+          "mentioned",
+          "enterprise",
+          "industrial",
+          "science",
+          "make",
+          "continue",
+          "So",
+          "investments",
+          "focused",
+          "squarely",
+          "strategically",
+          "expanding",
+          "deepening",
+          "reach",
+          "Operator",
+          "Your",
+          "question",
+          "Harlan",
+          "Sur",
+          "JPMorgan",
+          "line",
+          "open"
+        ],
+        "keywords": [
+          "NVIDIA",
+          "ecosystem",
+          "AI"
+        ],
+        "connect_to": [
+          {
+            "target": "9be796f9-431c-56f7-9108-78c8b58bb6c4",
+            "relation": "embeds",
+            "ref": "[images/image-4-Analyst, M.jpg]",
+            "position": {
+              "start": 1075,
+              "end": 1106
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "c9666f6f-1178-5ce6-857f-552d80559bf8",
+      "type": "image",
+      "content": "\nOur ecosystem is also richer today than it used to be. We used to be largely a computing platform on GPUs, but now we're a computing AI infrastructure company, and we have computing platforms on, well, every aspect of that. Good afternoon. Thanks for taking my question. Networking continues to rise as a percentage of your overall data center profile, right. Through fiscal 2026, your networking revenues accelerated on a year-over-year basis every single quarter, right. With 3.6x growth, as you guys mentioned year-over-year growth in Q4, obviously, on the strength of your scale up and scale out networking product portfolio, I would seem to remember that first half of last year, your annualized run rate on your Spectrum-X Ethernet Switching platform was around \\$10 billion annualized. It looks like that may have stepped up to around \\$11 billion, \\$12 billion in the second half of last year.0\n[images/image-5-Our ecosys.jpg]\n",
+      "path": "images/image-5-Our ecosys.jpg",
+      "metadata": {
+        "length": 936,
+        "summary": "image-5\nOur ecosystem is also richer today than it used to be. We used to be largely a computing platform on GPUs, but now we're a computing AI infrastructure company, and we have computing platforms on, well, every aspect of that. Good afternoon. Thanks for taking my question. Networking continues to rise as a percentage of your overall data center profile, right. Through fiscal 2026, your networking revenues accelerated on a year-over-year basis every single quarter, right. With 3.6x growth, as you guys mentioned year-over-year growth in Q4, obviously, on the strength of your scale up and scale out networking product portfolio, I would seem to remember that first half of last year, your annualized run rate on your Spectrum-X Ethernet Switching platform was around \\$10 billion annualized. It looks like that may have stepped up to around \\$11 billion, \\$12 billion in the second half of last year.0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "file_path": "images/image-5-Our ecosys.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "97d5d0cc-5a8d-5730-b76f-f72cfc9794b2",
+      "type": "text",
+      "content": "Analyst, JPMorgan Securities LLC\n\nOur ecosystem is also richer today than it used to be. We used to be largely a computing platform on GPUs, but now we're a computing AI infrastructure company, and we have computing platforms on, well, every aspect of that. Good afternoon. Thanks for taking my question. Networking continues to rise as a percentage of your overall data center profile, right. Through fiscal 2026, your networking revenues accelerated on a year-over-year basis every single quarter, right. With 3.6x growth, as you guys mentioned year-over-year growth in Q4, obviously, on the strength of your scale up and scale out networking product portfolio, I would seem to remember that first half of last year, your annualized run rate on your Spectrum-X Ethernet Switching platform was around \\$10 billion annualized. It looks like that may have stepped up to around \\$11 billion, \\$12 billion in the second half of last year.0\n[images/image-5-Our ecosys.jpg]\n\nGood afternoon. Thanks for taking my question. Networking continues to rise as a percentage of your overall data center profile, right. Through fiscal 2026, your networking revenues accelerated on a year-over-year basis every single quarter, right. With 3.6x growth, as you guys mentioned year-over-year growth in Q4, obviously, on the strength of your scale up and scale out networking product portfolio, I would seem to remember that first half of last year, your annualized run rate on your Spectrum-X Ethernet Switching platform was around \\$10 billion annualized. It looks like that may have stepped up to around \\$11 billion, \\$12 billion in the second half of last year.\nJensen, looking at your order book, especially with Spectrum-XGS, upcoming 102T Spectrum-6 Switching platforms launching soon. Where is the Spectrum run rate trending now and as you foresee exiting sort of this calendar year?",
+      "path": "NVDA-Q4-2026-Earnings-Call-25-February-2026-5_00-PM-ET.pdf/QUESTION AND ANSWER SECTION/Harlan Sur",
+      "metadata": {
+        "length": 1873,
+        "summary": "The passage discusses the growth of networking revenues in NVIDIA's data center business, highlighting a 3.6x year-over-year increase in Q4 driven by the Spectrum-X Ethernet Switching platform. The annualized run rate for Spectrum-X is estimated to have risen from around $10 billion in the first half of last year to $11-12 billion in the second half. The speaker asks Jensen about the current trend of the Spectrum run rate, especially with upcoming products like Spectrum-XGS and the 102T Spectrum-6 Switching platform.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "tokens": [
+          "Analyst",
+          "JPMorgan",
+          "Securities",
+          "LLC",
+          "Our",
+          "ecosystem",
+          "richer",
+          "today",
+          "We",
+          "largely",
+          "computing",
+          "platform",
+          "GPUs",
+          "AI",
+          "infrastructure",
+          "company",
+          "platforms",
+          "aspect",
+          "Good",
+          "afternoon",
+          "Thanks",
+          "taking",
+          "question",
+          "Networking",
+          "continues",
+          "rise",
+          "percentage",
+          "data",
+          "center",
+          "profile",
+          "Through",
+          "fiscal",
+          "2026",
+          "networking",
+          "revenues",
+          "accelerated",
+          "year",
+          "basis",
+          "single",
+          "quarter",
+          "With",
+          "3.6",
+          "growth",
+          "guys",
+          "mentioned",
+          "Q4",
+          "strength",
+          "scale",
+          "product",
+          "portfolio",
+          "remember",
+          "half",
+          "annualized",
+          "run",
+          "rate",
+          "Spectrum",
+          "Ethernet",
+          "Switching",
+          "10",
+          "billion",
+          "It",
+          "stepped",
+          "11",
+          "12",
+          "year.0",
+          "Jensen",
+          "order",
+          "book",
+          "XGS",
+          "upcoming",
+          "102T",
+          "launching",
+          "Where",
+          "trending",
+          "foresee",
+          "exiting",
+          "sort",
+          "calendar"
+        ],
+        "keywords": [
+          "Networking",
+          "Spectrum-X",
+          "Revenue Growth"
+        ],
+        "connect_to": [
+          {
+            "target": "c9666f6f-1178-5ce6-857f-552d80559bf8",
+            "relation": "embeds",
+            "ref": "[images/image-5-Our ecosys.jpg]",
+            "position": {
+              "start": 937,
+              "end": 968
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "98135a8b-2eb0-5179-b28c-7ad8b87a38a9",
+      "type": "image",
+      "content": "\nGood afternoon. Thanks for taking my question. Networking continues to rise as a percentage of your overall data center profile, right. Through fiscal 2026, your networking revenues accelerated on a year-over-year basis every single quarter, right. With 3.6x growth, as you guys mentioned year-over-year growth in Q4, obviously, on the strength of your scale up and scale out networking product portfolio, I would seem to remember that first half of last year, your annualized run rate on your Spectrum-X Ethernet Switching platform was around \\$10 billion annualized. It looks like that may have stepped up to around \\$11 billion, \\$12 billion in the second half of last year. Yeah. As you know, we see ourselves as an AI infrastructure company and the AI computing infrastructure includes CPUs, GPUs, and we invented NVLink to scale up the one computing node into a giant computing rack.0\n[images/image-6-Good after.jpg]\n",
+      "path": "images/image-6-Good after.jpg",
+      "metadata": {
+        "length": 924,
+        "summary": "image-6\nGood afternoon. Thanks for taking my question. Networking continues to rise as a percentage of your overall data center profile, right. Through fiscal 2026, your networking revenues accelerated on a year-over-year basis every single quarter, right. With 3.6x growth, as you guys mentioned year-over-year growth in Q4, obviously, on the strength of your scale up and scale out networking product portfolio, I would seem to remember that first half of last year, your annualized run rate on your Spectrum-X Ethernet Switching platform was around \\$10 billion annualized. It looks like that may have stepped up to around \\$11 billion, \\$12 billion in the second half of last year. Yeah. As you know, we see ourselves as an AI infrastructure company and the AI computing infrastructure includes CPUs, GPUs, and we invented NVLink to scale up the one computing node into a giant computing rack.0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "file_path": "images/image-6-Good after.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "09c7f944-c571-5615-9cf4-fd12f45c86ca",
+      "type": "text",
+      "content": "Co-Founder, President, Chief Executive Officer & Director, NVIDIA Corp.\n\nGood afternoon. Thanks for taking my question. Networking continues to rise as a percentage of your overall data center profile, right. Through fiscal 2026, your networking revenues accelerated on a year-over-year basis every single quarter, right. With 3.6x growth, as you guys mentioned year-over-year growth in Q4, obviously, on the strength of your scale up and scale out networking product portfolio, I would seem to remember that first half of last year, your annualized run rate on your Spectrum-X Ethernet Switching platform was around \\$10 billion annualized. It looks like that may have stepped up to around \\$11 billion, \\$12 billion in the second half of last year. Yeah. As you know, we see ourselves as an AI infrastructure company and the AI computing infrastructure includes CPUs, GPUs, and we invented NVLink to scale up the one computing node into a giant computing rack.0\n[images/image-6-Good after.jpg]\n\nYeah. As you know, we see ourselves as an AI infrastructure company and the AI computing infrastructure includes CPUs, GPUs, and we invented NVLink to scale up the one computing node into a giant computing rack.\nWe invented the idea of a rack scale computer. We don't ship nodes of computers, we ship racks of computers. And those – that NVLink Switch scale up system is then scaled out using Spectrum-X and InfiniBand, we support both. And then further, we also scale across data centers using Spectrum-X scale across.\nAnd so the way we think about networking is really an extension, it's – we offer everything openly, so that people could decide to mix and match in different scale, and however they would like to integrate it into their bespoke data center. But in the final analysis, it's all one big part of our platform.\nAnd the invention of NVLink really turbocharged our networking business. Every rack comes with nine nodes of switches, and each one of them has two chips in it and in the future they'll have more. And so the amount of switching that we do per rack is really quite incredible.\nWe're also now the largest networking company in the world. And if you look at Ethernet, we came into the Ethernet market about a couple of years ago into Ethernet switching. And I think that we're probably the largest Ethernet networking company in the world today, and surely will be soon. And so Spectrum-X Ethernet has been a home run for us. But we're open to however people want to do networking. Some people just really love the low latency and the scale up capability of InfiniBand. And we will continue to support that, of course. And some people love to integrate their networking across their data center based on Ethernet. And we created an Ethernet capability that extends Ethernet with artificial intelligence, way of processing in the data center and we're incredibly good at that and our Spectrum-X performance really shows it.\nThe difference of when you built a \\$10 billion or \\$20 billion AI factory, the difference of 10%, and it could be easily 20% on the effectiveness and the utilization of your network for your data center that translates to real money. And so NVIDIA's networking business is really, really growing fast. And it's, I think it's just because we built the AI infrastructure so effectively and the AI infrastructure business is growing incredibly fast.\nOperator: Your next question comes from C.J. Muse with Cantor Fitzgerald. Your line is open.",
+      "path": "NVDA-Q4-2026-Earnings-Call-25-February-2026-5_00-PM-ET.pdf/QUESTION AND ANSWER SECTION/Jen Hsun Huang_3",
+      "metadata": {
+        "length": 3484,
+        "summary": "NVIDIA positions itself as an AI infrastructure company, with networking as a key growth area. The company invented NVLink for rack-scale computing and uses Spectrum-X and InfiniBand for scaling out. Networking revenue is accelerating, with Spectrum-X Ethernet being a major success. NVIDIA is now a leading networking company, and its AI infrastructure business is growing rapidly due to the significant value of network performance improvements in large AI factories.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "tokens": [
+          "Co",
+          "Founder",
+          "President",
+          "Chief",
+          "Executive",
+          "Officer",
+          "Director",
+          "NVIDIA",
+          "Corp",
+          "Good",
+          "afternoon",
+          "Thanks",
+          "taking",
+          "question",
+          "Networking",
+          "continues",
+          "rise",
+          "percentage",
+          "data",
+          "center",
+          "profile",
+          "Through",
+          "fiscal",
+          "2026",
+          "networking",
+          "revenues",
+          "accelerated",
+          "year",
+          "basis",
+          "single",
+          "quarter",
+          "With",
+          "3.6",
+          "growth",
+          "guys",
+          "mentioned",
+          "Q4",
+          "strength",
+          "scale",
+          "product",
+          "portfolio",
+          "remember",
+          "half",
+          "annualized",
+          "run",
+          "rate",
+          "Spectrum",
+          "Ethernet",
+          "Switching",
+          "platform",
+          "10",
+          "billion",
+          "It",
+          "stepped",
+          "11",
+          "12",
+          "Yeah",
+          "As",
+          "AI",
+          "infrastructure",
+          "company",
+          "computing",
+          "includes",
+          "CPUs",
+          "GPUs",
+          "invented",
+          "NVLink",
+          "node",
+          "giant",
+          "rack.0",
+          "rack",
+          "We",
+          "idea",
+          "computer",
+          "don",
+          "ship",
+          "nodes",
+          "computers",
+          "racks",
+          "And",
+          "Switch",
+          "system",
+          "scaled",
+          "InfiniBand",
+          "support",
+          "centers",
+          "extension",
+          "offer",
+          "openly",
+          "people",
+          "decide",
+          "mix",
+          "match",
+          "integrate",
+          "bespoke",
+          "But",
+          "final",
+          "analysis",
+          "big",
+          "part",
+          "invention",
+          "turbocharged",
+          "business",
+          "Every",
+          "switches",
+          "chips",
+          "future",
+          "ll",
+          "amount",
+          "switching",
+          "incredible",
+          "largest",
+          "world",
+          "market",
+          "couple",
+          "years",
+          "ago",
+          "today",
+          "surely",
+          "home",
+          "open",
+          "Some",
+          "love",
+          "low",
+          "latency",
+          "capability",
+          "continue",
+          "based",
+          "created",
+          "extends",
+          "artificial",
+          "intelligence",
+          "processing",
+          "incredibly",
+          "good",
+          "performance",
+          "shows",
+          "The",
+          "difference",
+          "built",
+          "20",
+          "factory",
+          "10%",
+          "easily",
+          "20%",
+          "effectiveness",
+          "utilization",
+          "network",
+          "translates",
+          "real",
+          "money",
+          "growing",
+          "fast",
+          "effectively",
+          "Operator",
+          "Your",
+          "Muse",
+          "Cantor",
+          "Fitzgerald",
+          "line"
+        ],
+        "keywords": [
+          "AI infrastructure",
+          "Networking",
+          "Spectrum-X"
+        ],
+        "connect_to": [
+          {
+            "target": "98135a8b-2eb0-5179-b28c-7ad8b87a38a9",
+            "relation": "embeds",
+            "ref": "[images/image-6-Good after.jpg]",
+            "position": {
+              "start": 964,
+              "end": 995
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "fb3a920e-0c4d-5f9c-8c05-31684e1549bf",
+      "type": "image",
+      "content": "\nWe're also now the largest networking company in the world. And if you look at Ethernet, we came into the Ethernet market about a couple of years ago into Ethernet switching. And I think that we're probably the largest Ethernet networking company in the world today, and surely will be soon. And so Spectrum-X Ethernet has been a home run for us. But we're open to however people want to do networking. Some people just really love the low latency and the scale up capability of InfiniBand. And we will continue to support that, of course. And some people love to integrate their networking across their data center based on Ethernet. And we created an Ethernet capability that extends Ethernet with artificial intelligence, way of processing in the data center and we're incredibly good at that and our Spectrum-X performance really shows it. Yeah. Good afternoon. Thank you for taking the question. I guess with CPX for large context Windows and Groq likely adding a decode specific solution. Curious how we should think about your future roadmap. Should we be thinking about customized silicon either by workload or customer, as an increasing focus by NVIDIA, particularly helped by your move to a dielet architecture? Thanks so much.0\n[images/image-7-We're also.jpg]\n",
+      "path": "images/image-7-We're also.jpg",
+      "metadata": {
+        "length": 1272,
+        "summary": "image-7\nWe're also now the largest networking company in the world. And if you look at Ethernet, we came into the Ethernet market about a couple of years ago into Ethernet switching. And I think that we're probably the largest Ethernet networking company in the world today, and surely will be soon. And so Spectrum-X Ethernet has been a home run for us. But we're open to however people want to do networking. Some people just really love the low latency and the scale up capability of InfiniBand. And we will continue to support that, of course. And some people love to integrate their networking across their data center based on Ethernet. And we created an Ethernet capability that extends Ethernet with artificial intelligence, way of processing in the data center and we're incredibly good at that and our Spectrum-X performance really shows it. Yeah. Good afternoon. Thank you for taking the question. I guess with CPX for large context Windows and Groq likely adding a decode specific solution. Curious how we should think about your future roadmap. Should we be thinking about customized silicon either by workload or customer, as an increasing focus by NVIDIA, particularly helped by your move to a dielet architecture? Thanks so much.0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "file_path": "images/image-7-We're also.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "ceade533-367b-5026-86a8-229b591ed1bc",
+      "type": "text",
+      "content": "Analyst, Cantor Fitzgerald & Co.\n\nWe're also now the largest networking company in the world. And if you look at Ethernet, we came into the Ethernet market about a couple of years ago into Ethernet switching. And I think that we're probably the largest Ethernet networking company in the world today, and surely will be soon. And so Spectrum-X Ethernet has been a home run for us. But we're open to however people want to do networking. Some people just really love the low latency and the scale up capability of InfiniBand. And we will continue to support that, of course. And some people love to integrate their networking across their data center based on Ethernet. And we created an Ethernet capability that extends Ethernet with artificial intelligence, way of processing in the data center and we're incredibly good at that and our Spectrum-X performance really shows it. Yeah. Good afternoon. Thank you for taking the question. I guess with CPX for large context Windows and Groq likely adding a decode specific solution. Curious how we should think about your future roadmap. Should we be thinking about customized silicon either by workload or customer, as an increasing focus by NVIDIA, particularly helped by your move to a dielet architecture? Thanks so much.0\n[images/image-7-We're also.jpg]\n\nYeah. Good afternoon. Thank you for taking the question. I guess with CPX for large context Windows and Groq likely adding a decode specific solution. Curious how we should think about your future roadmap. Should we be thinking about customized silicon either by workload or customer, as an increasing focus by NVIDIA, particularly helped by your move to a dielet architecture? Thanks so much.",
+      "path": "NVDA-Q4-2026-Earnings-Call-25-February-2026-5_00-PM-ET.pdf/QUESTION AND ANSWER SECTION/C.J. Muse",
+      "metadata": {
+        "length": 1699,
+        "summary": "The passage discusses NVIDIA's dominance in networking, highlighting their success with Spectrum-X Ethernet and continued support for InfiniBand. It also addresses a question about future roadmap, specifically regarding customized silicon for workloads or customers, leveraging a dielet architecture.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "tokens": [
+          "Analyst",
+          "Cantor",
+          "Fitzgerald",
+          "Co",
+          "We",
+          "largest",
+          "networking",
+          "company",
+          "world",
+          "And",
+          "Ethernet",
+          "market",
+          "couple",
+          "years",
+          "ago",
+          "switching",
+          "today",
+          "surely",
+          "Spectrum",
+          "home",
+          "run",
+          "But",
+          "open",
+          "people",
+          "Some",
+          "love",
+          "low",
+          "latency",
+          "scale",
+          "capability",
+          "InfiniBand",
+          "continue",
+          "support",
+          "integrate",
+          "data",
+          "center",
+          "based",
+          "created",
+          "extends",
+          "artificial",
+          "intelligence",
+          "processing",
+          "incredibly",
+          "good",
+          "performance",
+          "shows",
+          "Yeah",
+          "Good",
+          "afternoon",
+          "Thank",
+          "taking",
+          "question",
+          "guess",
+          "CPX",
+          "large",
+          "context",
+          "Windows",
+          "Groq",
+          "adding",
+          "decode",
+          "specific",
+          "solution",
+          "Curious",
+          "future",
+          "roadmap",
+          "Should",
+          "thinking",
+          "customized",
+          "silicon",
+          "workload",
+          "customer",
+          "increasing",
+          "focus",
+          "NVIDIA",
+          "helped",
+          "move",
+          "dielet",
+          "architecture",
+          "Thanks",
+          "much.0"
+        ],
+        "keywords": [
+          "NVIDIA",
+          "Ethernet",
+          "InfiniBand"
+        ],
+        "connect_to": [
+          {
+            "target": "fb3a920e-0c4d-5f9c-8c05-31684e1549bf",
+            "relation": "embeds",
+            "ref": "[images/image-7-We're also.jpg]",
+            "position": {
+              "start": 1273,
+              "end": 1304
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "23463bd0-e7b3-54b7-89fd-16eed0fcca01",
+      "type": "image",
+      "content": "\nAnalyst, Cantor Fitzgerald & Co. We don't use – we want to – everybody should want to extend, push out dielet as long as they can. And the reason for that is because every time you cross a dielet you have a dielet, you have to cross an interface. Every time you cross an interface, you add latency, you add power unnecessarily. We're not allergic to dielet. We use dielets already. But we try to use dielets only when we absolutely have no choice but to do so. And so we – if you look at the Grace Blackwell architecture and the Rubin architecture, we used two giant reticle limited dies [ph] and we abut them (33:53) and that reduces the amount of architecture crossing.0\n[images/image-8-Analyst, C.jpg]\n",
+      "path": "images/image-8-Analyst, C.jpg",
+      "metadata": {
+        "length": 706,
+        "summary": "image-8\nAnalyst, Cantor Fitzgerald & Co. We don't use – we want to – everybody should want to extend, push out dielet as long as they can. And the reason for that is because every time you cross a dielet you have a dielet, you have to cross an interface. Every time you cross an interface, you add latency, you add power unnecessarily. We're not allergic to dielet. We use dielets already. But we try to use dielets only when we absolutely have no choice but to do so. And so we – if you look at the Grace Blackwell architecture and the Rubin architecture, we used two giant reticle limited dies [ph] and we abut them (33:53) and that reduces the amount of architecture crossing.0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "file_path": "images/image-8-Analyst, C.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "64da31c0-bb30-50f2-90fe-9075d36b1300",
+      "type": "text",
+      "content": "Co-Founder, President, Chief Executive Officer & Director, NVIDIA Corp.\n\nAnalyst, Cantor Fitzgerald & Co. We don't use – we want to – everybody should want to extend, push out dielet as long as they can. And the reason for that is because every time you cross a dielet you have a dielet, you have to cross an interface. Every time you cross an interface, you add latency, you add power unnecessarily. We're not allergic to dielet. We use dielets already. But we try to use dielets only when we absolutely have no choice but to do so. And so we – if you look at the Grace Blackwell architecture and the Rubin architecture, we used two giant reticle limited dies [ph] and we abut them (33:53) and that reduces the amount of architecture crossing.0\n[images/image-8-Analyst, C.jpg]\n\nWe don't use – we want to – everybody should want to extend, push out dielet as long as they can. And the reason for that is because every time you cross a dielet you have a dielet, you have to cross an interface. Every time you cross an interface, you add latency, you add power unnecessarily. We're not allergic to dielet. We use dielets already. But we try to use dielets only when we absolutely have no choice but to do so. And so we – if you look at the Grace Blackwell architecture and the Rubin architecture, we used two giant reticle limited dies [ph] and we abut them (33:53) and that reduces the amount of architecture crossing.\nThe [ph] dielet tax (33:59) shows up in the architecture effectiveness of the competitors. If you look at NVIDIA, people call it our software advantage. But where software starts and architecture starts and ends is kind of hard to tell. It's, our software is effective because our architecture is so good. And so the CUDA architecture is unquestionably more effective, more efficient, delivers more performance per flop, per watt than any computing architecture out there and it's because of the way we architect.\nWith respect to, how we think about Groq and the low latency decoder, I've got some great ideas that I'd like to share with you at GTC, but the simple idea is that our infrastructure is incredibly versatile because of CUDA. And we're going to continue to do that. All of our GPUs are architecturally compatible, which means that when I'm working on optimizing models today for Blackwell, all of that work and all of that dedication to optimizing software stacks and new models, also benefit Hopper and also benefit Ampere. It's the reason why A100 continues to feel fresh and continues to stay performant years after we've deployed it into the world. Architecture compatibility allows us to do that. It allows us to invest enormously in software engineering and optimization, knowing that our entire installed base in the cloud, on-prem, everywhere from generations of architectures of GPUs will all benefit. And so we'll continue to do that.\nAnd allows us to extend the useful life, allows us to have innovation, flexibility, and velocity, which translates the performance and very importantly, performance per dollar and performance per watt for our customers. And so what we'll do with Groq is, you'll come to see GTC, but what we'll do is we'll extend our architecture with Groq as an accelerator in very much the ways that we extended NVIDIA's architecture with Mellanox.\nOperator: The next question comes from Stacy Rasgon with Bernstein Research. Your line is open.",
+      "path": "NVDA-Q4-2026-Earnings-Call-25-February-2026-5_00-PM-ET.pdf/QUESTION AND ANSWER SECTION/Jen Hsun Huang_4",
+      "metadata": {
+        "length": 3404,
+        "summary": "NVIDIA's CEO discusses the company's approach to dielet usage, preferring to minimize dielet crossings to reduce latency and power. He contrasts this with competitors, highlighting NVIDIA's architectural and software advantages through CUDA. The architecture compatibility across GPU generations (A100, Hopper, Blackwell) ensures software optimizations benefit the entire installed base, improving performance per dollar and per watt. He also hints at extending architecture with Groq as an accelerator, similar to the Mellanox integration.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "tokens": [
+          "Co",
+          "Founder",
+          "President",
+          "Chief",
+          "Executive",
+          "Officer",
+          "Director",
+          "NVIDIA",
+          "Corp",
+          "Analyst",
+          "Cantor",
+          "Fitzgerald",
+          "We",
+          "don",
+          "extend",
+          "push",
+          "dielet",
+          "long",
+          "And",
+          "reason",
+          "time",
+          "cross",
+          "interface",
+          "Every",
+          "add",
+          "latency",
+          "power",
+          "unnecessarily",
+          "allergic",
+          "dielets",
+          "But",
+          "absolutely",
+          "choice",
+          "Grace",
+          "Blackwell",
+          "architecture",
+          "Rubin",
+          "giant",
+          "reticle",
+          "limited",
+          "dies",
+          "ph",
+          "abut",
+          "33",
+          "53",
+          "reduces",
+          "amount",
+          "crossing.0",
+          "crossing",
+          "The",
+          "tax",
+          "59",
+          "shows",
+          "effectiveness",
+          "competitors",
+          "If",
+          "people",
+          "call",
+          "software",
+          "advantage",
+          "starts",
+          "ends",
+          "kind",
+          "hard",
+          "It",
+          "effective",
+          "good",
+          "CUDA",
+          "unquestionably",
+          "efficient",
+          "delivers",
+          "performance",
+          "flop",
+          "watt",
+          "computing",
+          "architect",
+          "With",
+          "respect",
+          "Groq",
+          "low",
+          "decoder",
+          "ve",
+          "great",
+          "ideas",
+          "share",
+          "GTC",
+          "simple",
+          "idea",
+          "infrastructure",
+          "incredibly",
+          "versatile",
+          "continue",
+          "All",
+          "GPUs",
+          "architecturally",
+          "compatible",
+          "means",
+          "working",
+          "optimizing",
+          "models",
+          "today",
+          "work",
+          "dedication",
+          "stacks",
+          "benefit",
+          "Hopper",
+          "Ampere",
+          "A100",
+          "continues",
+          "feel",
+          "fresh",
+          "stay",
+          "performant",
+          "years",
+          "deployed",
+          "world",
+          "Architecture",
+          "compatibility",
+          "invest",
+          "enormously",
+          "engineering",
+          "optimization",
+          "knowing",
+          "entire",
+          "installed",
+          "base",
+          "cloud",
+          "prem",
+          "generations",
+          "architectures",
+          "ll",
+          "life",
+          "innovation",
+          "flexibility",
+          "velocity",
+          "translates",
+          "importantly",
+          "dollar",
+          "customers",
+          "accelerator",
+          "ways",
+          "extended",
+          "Mellanox",
+          "Operator",
+          "question",
+          "Stacy",
+          "Rasgon",
+          "Bernstein",
+          "Research",
+          "Your",
+          "line",
+          "open"
+        ],
+        "keywords": [
+          "dielet",
+          "architecture",
+          "CUDA"
+        ],
+        "connect_to": [
+          {
+            "target": "23463bd0-e7b3-54b7-89fd-16eed0fcca01",
+            "relation": "embeds",
+            "ref": "[images/image-8-Analyst, C.jpg]",
+            "position": {
+              "start": 746,
+              "end": 777
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "729262d1-c4b6-54d9-b115-752c4d0c5a3d",
+      "type": "image",
+      "content": "\nWith respect to, how we think about Groq and the low latency decoder, I've got some great ideas that I'd like to share with you at GTC, but the simple idea is that our infrastructure is incredibly versatile because of CUDA. And we're going to continue to do that. All of our GPUs are architecturally compatible, which means that when I'm working on optimizing models today for Blackwell, all of that work and all of that dedication to optimizing software stacks and new models, also benefit Hopper and also benefit Ampere. It's the reason why A100 continues to feel fresh and continues to stay performant years after we've deployed it into the world. Architecture compatibility allows us to do that. It allows us to invest enormously in software engineering and optimization, knowing that our entire installed base in the cloud, on-prem, everywhere from generations of architectures of GPUs will all benefit. And so we'll continue to do that. Hi, guys. Thanks for taking my questions. Colette, I wanted to dig a little bit into the call for sequential growth through the year. So, I mean, you grew this quarter more than \\$10 billion sequentially in data center, and the guide seems to imply the bulk of the increase \\$10 billion sequential in data centers. So, how do you see that as we go through the year, especially as Rubin ramps into the back half? Blackwell has been a pretty massive acceleration with a sequential growth. Should we expect something similar as we get to Rubin?0\n[images/image-9-With respe.jpg]\n",
+      "path": "images/image-9-With respe.jpg",
+      "metadata": {
+        "length": 1519,
+        "summary": "image-9\nWith respect to, how we think about Groq and the low latency decoder, I've got some great ideas that I'd like to share with you at GTC, but the simple idea is that our infrastructure is incredibly versatile because of CUDA. And we're going to continue to do that. All of our GPUs are architecturally compatible, which means that when I'm working on optimizing models today for Blackwell, all of that work and all of that dedication to optimizing software stacks and new models, also benefit Hopper and also benefit Ampere. It's the reason why A100 continues to feel fresh and continues to stay performant years after we've deployed it into the world. Architecture compatibility allows us to do that. It allows us to invest enormously in software engineering and optimization, knowing that our entire installed base in the cloud, on-prem, everywhere from generations of architectures of GPUs will all benefit. And so we'll continue to do that. Hi, guys. Thanks for taking my questions. Colette, I wanted to dig a little bit into the call for sequential growth through the year. So, I mean, you grew this quarter more than \\$10 billion sequentially in data center, and the guide seems to imply the bulk of the increase \\$10 billion sequential in data centers. So, how do you see that as we go through the year, especially as Rubin ramps into the back half? Blackwell has been a pretty massive acceleration with a sequential growth. Should we expect something similar as we get to Rubin?0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "file_path": "images/image-9-With respe.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "19c19dcb-381c-5faa-a3fa-28ed619074a3",
+      "type": "text",
+      "content": "Analyst, Bernstein Research\n\nWith respect to, how we think about Groq and the low latency decoder, I've got some great ideas that I'd like to share with you at GTC, but the simple idea is that our infrastructure is incredibly versatile because of CUDA. And we're going to continue to do that. All of our GPUs are architecturally compatible, which means that when I'm working on optimizing models today for Blackwell, all of that work and all of that dedication to optimizing software stacks and new models, also benefit Hopper and also benefit Ampere. It's the reason why A100 continues to feel fresh and continues to stay performant years after we've deployed it into the world. Architecture compatibility allows us to do that. It allows us to invest enormously in software engineering and optimization, knowing that our entire installed base in the cloud, on-prem, everywhere from generations of architectures of GPUs will all benefit. And so we'll continue to do that. Hi, guys. Thanks for taking my questions. Colette, I wanted to dig a little bit into the call for sequential growth through the year. So, I mean, you grew this quarter more than \\$10 billion sequentially in data center, and the guide seems to imply the bulk of the increase \\$10 billion sequential in data centers. So, how do you see that as we go through the year, especially as Rubin ramps into the back half? Blackwell has been a pretty massive acceleration with a sequential growth. Should we expect something similar as we get to Rubin?0\n[images/image-9-With respe.jpg]\n\nHi, guys. Thanks for taking my questions. Colette, I wanted to dig a little bit into the call for sequential growth through the year. So, I mean, you grew this quarter more than \\$10 billion sequentially in data center, and the guide seems to imply the bulk of the increase \\$10 billion sequential in data centers. So, how do you see that as we go through the year, especially as Rubin ramps into the back half? Blackwell has been a pretty massive acceleration with a sequential growth. Should we expect something similar as we get to Rubin?\nAnd then I was also just hoping you could comment on, your expectations for gaming? I understand the memory issues and everything else. Do you think gaming can still grow year-over-year in fiscal 2027, or will that be under more pressure given memory? So, those two questions, please. Thank you.",
+      "path": "NVDA-Q4-2026-Earnings-Call-25-February-2026-5_00-PM-ET.pdf/QUESTION AND ANSWER SECTION/Stacy A. Rasgon",
+      "metadata": {
+        "length": 2385,
+        "summary": "The passage discusses NVIDIA's GPU architecture compatibility, emphasizing how CUDA enables infrastructure versatility. The speaker notes that architectural compatibility across GPU generations (Blackwell, Hopper, Ampere) allows software optimizations to benefit the entire installed base, keeping older GPUs like A100 performant. The second part addresses a question about sequential growth in data center revenue, noting a $10 billion quarterly increase and asking about similar acceleration for the upcoming Rubin architecture. A follow-up question asks about gaming revenue expectations for fiscal 2027 given memory constraints.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "tokens": [
+          "Analyst",
+          "Bernstein",
+          "Research",
+          "With",
+          "respect",
+          "Groq",
+          "low",
+          "latency",
+          "decoder",
+          "ve",
+          "great",
+          "ideas",
+          "share",
+          "GTC",
+          "simple",
+          "idea",
+          "infrastructure",
+          "incredibly",
+          "versatile",
+          "CUDA",
+          "And",
+          "continue",
+          "All",
+          "GPUs",
+          "architecturally",
+          "compatible",
+          "means",
+          "working",
+          "optimizing",
+          "models",
+          "today",
+          "Blackwell",
+          "work",
+          "dedication",
+          "software",
+          "stacks",
+          "benefit",
+          "Hopper",
+          "Ampere",
+          "It",
+          "reason",
+          "A100",
+          "continues",
+          "feel",
+          "fresh",
+          "stay",
+          "performant",
+          "years",
+          "deployed",
+          "world",
+          "Architecture",
+          "compatibility",
+          "invest",
+          "enormously",
+          "engineering",
+          "optimization",
+          "knowing",
+          "entire",
+          "installed",
+          "base",
+          "cloud",
+          "prem",
+          "generations",
+          "architectures",
+          "ll",
+          "Hi",
+          "guys",
+          "Thanks",
+          "taking",
+          "questions",
+          "Colette",
+          "wanted",
+          "dig",
+          "bit",
+          "call",
+          "sequential",
+          "growth",
+          "year",
+          "So",
+          "grew",
+          "quarter",
+          "10",
+          "billion",
+          "sequentially",
+          "data",
+          "center",
+          "guide",
+          "imply",
+          "bulk",
+          "increase",
+          "centers",
+          "Rubin",
+          "ramps",
+          "back",
+          "half",
+          "pretty",
+          "massive",
+          "acceleration",
+          "Should",
+          "expect",
+          "similar",
+          "hoping",
+          "comment",
+          "expectations",
+          "gaming",
+          "understand",
+          "memory",
+          "issues",
+          "Do",
+          "grow",
+          "fiscal",
+          "2027",
+          "pressure",
+          "Thank"
+        ],
+        "keywords": [
+          "CUDA",
+          "GPU",
+          "Data Center"
+        ],
+        "connect_to": [
+          {
+            "target": "729262d1-c4b6-54d9-b115-752c4d0c5a3d",
+            "relation": "embeds",
+            "ref": "[images/image-9-With respe.jpg]",
+            "position": {
+              "start": 1515,
+              "end": 1546
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "78f76571-185e-5670-9d9b-86a6c03d03e2",
+      "type": "image",
+      "content": "\nHi, guys. Thanks for taking my questions. Colette, I wanted to dig a little bit into the call for sequential growth through the year. So, I mean, you grew this quarter more than \\$10 billion sequentially in data center, and the guide seems to imply the bulk of the increase \\$10 billion sequential in data centers. So, how do you see that as we go through the year, especially as Rubin ramps into the back half? Blackwell has been a pretty massive acceleration with a sequential growth. Should we expect something similar as we get to Rubin? Thanks, Stacy. Let me start with the revenue going forward. Again, we're trying to look at revenue quarter-by-quarter. As you think about the full year, we are absolutely going to be still selling and providing Blackwell probably at the same time that we're also seeing Vera Rubin come to market.0\n[images/image-10-Hi, guys. .jpg]\n",
+      "path": "images/image-10-Hi, guys. .jpg",
+      "metadata": {
+        "length": 874,
+        "summary": "image-10\nHi, guys. Thanks for taking my questions. Colette, I wanted to dig a little bit into the call for sequential growth through the year. So, I mean, you grew this quarter more than \\$10 billion sequentially in data center, and the guide seems to imply the bulk of the increase \\$10 billion sequential in data centers. So, how do you see that as we go through the year, especially as Rubin ramps into the back half? Blackwell has been a pretty massive acceleration with a sequential growth. Should we expect something similar as we get to Rubin? Thanks, Stacy. Let me start with the revenue going forward. Again, we're trying to look at revenue quarter-by-quarter. As you think about the full year, we are absolutely going to be still selling and providing Blackwell probably at the same time that we're also seeing Vera Rubin come to market.0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "file_path": "images/image-10-Hi, guys. .jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "ff820dba-a764-5c8a-959e-cc155b3299d5",
+      "type": "text",
+      "content": "Chief Financial Officer & Executive Vice President, NVIDIA Corp.\n\nHi, guys. Thanks for taking my questions. Colette, I wanted to dig a little bit into the call for sequential growth through the year. So, I mean, you grew this quarter more than \\$10 billion sequentially in data center, and the guide seems to imply the bulk of the increase \\$10 billion sequential in data centers. So, how do you see that as we go through the year, especially as Rubin ramps into the back half? Blackwell has been a pretty massive acceleration with a sequential growth. Should we expect something similar as we get to Rubin? Thanks, Stacy. Let me start with the revenue going forward. Again, we're trying to look at revenue quarter-by-quarter. As you think about the full year, we are absolutely going to be still selling and providing Blackwell probably at the same time that we're also seeing Vera Rubin come to market.0\n[images/image-10-Hi, guys. .jpg]\n\nThanks, Stacy. Let me start with the revenue going forward. Again, we're trying to look at revenue quarter-by-quarter. As you think about the full year, we are absolutely going to be still selling and providing Blackwell probably at the same time that we're also seeing Vera Rubin come to market.\nThis is a very great architecture that helps them just today quickly standing up and have already planned on many different orders across the different customers to provide that.\nIt's too early yet to determine how much in terms of that Vera Rubin, that beginning ramp will start in the second half and we'll get through it. But no confusion in terms of the strong demand and the interest. We do expect pretty much every single customer to be purchasing Vera Rubin. The question is, are, how soon are we in market and how soon are they able to stand that up in terms of in their data centers? That was your first part.\nThe second part was focusing on our gaming. As much as we would love to have additional more supply, we do believe for a couple quarters, it is going to be very tight. If things improve by the end of the year, there is an opportunity to think about what that is from a year-over-year growth. But it's still too early for us to know at this time. And we'll get back to you as soon as we can.\nOperator: Your next question comes from Atif Malik with Citi. Your line is open.",
+      "path": "NVDA-Q4-2026-Earnings-Call-25-February-2026-5_00-PM-ET.pdf/QUESTION AND ANSWER SECTION/Colette M. Kress",
+      "metadata": {
+        "length": 2327,
+        "summary": "The CFO discusses sequential growth expectations for NVIDIA, noting a $10 billion sequential increase in data center revenue. Blackwell sales will continue alongside the ramp of Vera Rubin in the second half of the year, with strong customer demand expected. Gaming supply remains tight for a few quarters, with potential year-over-year growth later in the year.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "tokens": [
+          "Chief",
+          "Financial",
+          "Officer",
+          "Executive",
+          "Vice",
+          "President",
+          "NVIDIA",
+          "Corp",
+          "Hi",
+          "guys",
+          "Thanks",
+          "taking",
+          "questions",
+          "Colette",
+          "wanted",
+          "dig",
+          "bit",
+          "call",
+          "sequential",
+          "growth",
+          "year",
+          "So",
+          "grew",
+          "quarter",
+          "10",
+          "billion",
+          "sequentially",
+          "data",
+          "center",
+          "guide",
+          "imply",
+          "bulk",
+          "increase",
+          "centers",
+          "Rubin",
+          "ramps",
+          "back",
+          "half",
+          "Blackwell",
+          "pretty",
+          "massive",
+          "acceleration",
+          "Should",
+          "expect",
+          "similar",
+          "Stacy",
+          "Let",
+          "start",
+          "revenue",
+          "forward",
+          "Again",
+          "As",
+          "full",
+          "absolutely",
+          "selling",
+          "providing",
+          "time",
+          "Vera",
+          "market.0",
+          "market",
+          "This",
+          "great",
+          "architecture",
+          "helps",
+          "today",
+          "quickly",
+          "standing",
+          "planned",
+          "orders",
+          "customers",
+          "provide",
+          "It",
+          "early",
+          "determine",
+          "terms",
+          "beginning",
+          "ramp",
+          "ll",
+          "But",
+          "confusion",
+          "strong",
+          "demand",
+          "interest",
+          "We",
+          "single",
+          "customer",
+          "purchasing",
+          "The",
+          "question",
+          "stand",
+          "That",
+          "part",
+          "focusing",
+          "gaming",
+          "love",
+          "additional",
+          "supply",
+          "couple",
+          "quarters",
+          "tight",
+          "If",
+          "things",
+          "improve",
+          "end",
+          "opportunity",
+          "And",
+          "Operator",
+          "Your",
+          "Atif",
+          "Malik",
+          "Citi",
+          "line",
+          "open"
+        ],
+        "keywords": [
+          "NVIDIA",
+          "Blackwell",
+          "Vera Rubin"
+        ],
+        "connect_to": [
+          {
+            "target": "78f76571-185e-5670-9d9b-86a6c03d03e2",
+            "relation": "embeds",
+            "ref": "[images/image-10-Hi, guys. .jpg]",
+            "position": {
+              "start": 906,
+              "end": 938
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "44889a26-b9a1-54b6-8940-974999c65aaa",
+      "type": "image",
+      "content": "\nIt's too early yet to determine how much in terms of that Vera Rubin, that beginning ramp will start in the second half and we'll get through it. But no confusion in terms of the strong demand and the interest. We do expect pretty much every single customer to be purchasing Vera Rubin. The question is, are, how soon are we in market and how soon are they able to stand that up in terms of in their data centers? That was your first part. Thank you for taking my question. Jensen, I'm curious if you can touch on the importance of CUDA as now more of the investment dollars in AI are coming from inference workloads?0\n[images/image-11-It's too e.jpg]\n",
+      "path": "images/image-11-It's too e.jpg",
+      "metadata": {
+        "length": 653,
+        "summary": "image-11\nIt's too early yet to determine how much in terms of that Vera Rubin, that beginning ramp will start in the second half and we'll get through it. But no confusion in terms of the strong demand and the interest. We do expect pretty much every single customer to be purchasing Vera Rubin. The question is, are, how soon are we in market and how soon are they able to stand that up in terms of in their data centers? That was your first part. Thank you for taking my question. Jensen, I'm curious if you can touch on the importance of CUDA as now more of the investment dollars in AI are coming from inference workloads?0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "file_path": "images/image-11-It's too e.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "8c9e3630-9720-5183-817d-c7b2aa7bebea",
+      "type": "text",
+      "content": "Analyst, Citigroup Global Markets, Inc.\n\nIt's too early yet to determine how much in terms of that Vera Rubin, that beginning ramp will start in the second half and we'll get through it. But no confusion in terms of the strong demand and the interest. We do expect pretty much every single customer to be purchasing Vera Rubin. The question is, are, how soon are we in market and how soon are they able to stand that up in terms of in their data centers? That was your first part. Thank you for taking my question. Jensen, I'm curious if you can touch on the importance of CUDA as now more of the investment dollars in AI are coming from inference workloads?0\n[images/image-11-It's too e.jpg]\n\nThank you for taking my question. Jensen, I'm curious if you can touch on the importance of CUDA as now more of the investment dollars in AI are coming from inference workloads?",
+      "path": "NVDA-Q4-2026-Earnings-Call-25-February-2026-5_00-PM-ET.pdf/QUESTION AND ANSWER SECTION/Atif Malik",
+      "metadata": {
+        "length": 871,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "tokens": [
+          "Analyst",
+          "Citigroup",
+          "Global",
+          "Markets",
+          "Inc",
+          "It",
+          "early",
+          "determine",
+          "terms",
+          "Vera",
+          "Rubin",
+          "beginning",
+          "ramp",
+          "start",
+          "half",
+          "ll",
+          "But",
+          "confusion",
+          "strong",
+          "demand",
+          "interest",
+          "We",
+          "expect",
+          "pretty",
+          "single",
+          "customer",
+          "purchasing",
+          "The",
+          "question",
+          "market",
+          "stand",
+          "data",
+          "centers",
+          "That",
+          "part",
+          "Thank",
+          "taking",
+          "Jensen",
+          "curious",
+          "touch",
+          "importance",
+          "CUDA",
+          "investment",
+          "dollars",
+          "AI",
+          "coming",
+          "inference",
+          "workloads"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "44889a26-b9a1-54b6-8940-974999c65aaa",
+            "relation": "embeds",
+            "ref": "[images/image-11-It's too e.jpg]",
+            "position": {
+              "start": 660,
+              "end": 692
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "182ae2fb-e17b-5a69-8a3a-d8d52fdf74c3",
+      "type": "image",
+      "content": "\nAnalyst, Citigroup Global Markets, Inc. Without CUDA, we wouldn't know what to do with inference. The entire stack from TensorRT LLM that we introduced a few years ago, which is still the most performant inference stack in the world. Optimizing it for NVLink, requires us to discover and invent new parallelization algorithms that sits on top of CUDA, to distribute the workload and the inferencing to take advantage of the aggregate bandwidth across NVLink 72. NVLink 72 has enabled us to deliver generationally 50 times more performance per watt. It's just an incredible leap and it's sensible. NVLink 72 is a great invention. It was hard to do, the creation of the switching technology, disaggregating the switches, building the system racks, all of that. We did it all in plain sight and everybody knew how hard it was for us to do. And, but the results are incredible. So performance per watt is 50 times, performance per dollar, 35 times and so the leap in inference is incredible.0\n[images/image-12-Analyst, C.jpg]\n",
+      "path": "images/image-12-Analyst, C.jpg",
+      "metadata": {
+        "length": 1023,
+        "summary": "image-12\nAnalyst, Citigroup Global Markets, Inc. Without CUDA, we wouldn't know what to do with inference. The entire stack from TensorRT LLM that we introduced a few years ago, which is still the most performant inference stack in the world. Optimizing it for NVLink, requires us to discover and invent new parallelization algorithms that sits on top of CUDA, to distribute the workload and the inferencing to take advantage of the aggregate bandwidth across NVLink 72. NVLink 72 has enabled us to deliver generationally 50 times more performance per watt. It's just an incredible leap and it's sensible. NVLink 72 is a great invention. It was hard to do, the creation of the switching technology, disaggregating the switches, building the system racks, all of that. We did it all in plain sight and everybody knew how hard it was for us to do. And, but the results are incredible. So performance per watt is 50 times, performance per dollar, 35 times and so the leap in inference is incredible.0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "file_path": "images/image-12-Analyst, C.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "f6b17ea3-85c6-5133-acae-fdd39315cbf7",
+      "type": "text",
+      "content": "Co-Founder, President, Chief Executive Officer & Director, NVIDIA Corp.\n\nAnalyst, Citigroup Global Markets, Inc. Without CUDA, we wouldn't know what to do with inference. The entire stack from TensorRT LLM that we introduced a few years ago, which is still the most performant inference stack in the world. Optimizing it for NVLink, requires us to discover and invent new parallelization algorithms that sits on top of CUDA, to distribute the workload and the inferencing to take advantage of the aggregate bandwidth across NVLink 72. NVLink 72 has enabled us to deliver generationally 50 times more performance per watt. It's just an incredible leap and it's sensible. NVLink 72 is a great invention. It was hard to do, the creation of the switching technology, disaggregating the switches, building the system racks, all of that. We did it all in plain sight and everybody knew how hard it was for us to do. And, but the results are incredible. So performance per watt is 50 times, performance per dollar, 35 times and so the leap in inference is incredible.0\n[images/image-12-Analyst, C.jpg]\n\nWithout CUDA, we wouldn't know what to do with inference. The entire stack from TensorRT LLM that we introduced a few years ago, which is still the most performant inference stack in the world. Optimizing it for NVLink, requires us to discover and invent new parallelization algorithms that sits on top of CUDA, to distribute the workload and the inferencing to take advantage of the aggregate bandwidth across NVLink 72. NVLink 72 has enabled us to deliver generationally 50 times more performance per watt. It's just an incredible leap and it's sensible. NVLink 72 is a great invention. It was hard to do, the creation of the switching technology, disaggregating the switches, building the system racks, all of that. We did it all in plain sight and everybody knew how hard it was for us to do. And, but the results are incredible. So performance per watt is 50 times, performance per dollar, 35 times and so the leap in inference is incredible.\nIt's very important – it's really important to realize that inference equals revenues now for our customers because agents are generating so many tokens and the results are so effective. When the agents are coding, it's off generating thousands, tens of thousands, hundreds of thousands because they're running for minutes to hours. And so these systems, these agentic systems are spawning off different agents working as a team.\nThe number of tokens that are being generated has really, really gone exponential. And so, we need to inference at a much higher speed. And when you're inferencing at a much higher speed, and each one of those tokens are dollarized, it directly translates into revenues. And so inference equals, inference performance equals revenues for our customers.\nFor the Data Centers, inference tokens per watt translates directly to the revenues of the CSPs. And the reason for that is because everybody is power limited. And so, I mean, no matter how many data centers you have, each data center, 100 megawatts or 1 gigawatt has power limits. So the architecture that has the best performance per watt translates because each token, the performance tokens per watt, each token is dollarized, tokens per watt translates to dollars per watt, which translates in a gigawatt directly to revenues.\nAnd so you could see that every CSP understands this now, every hyperscaler understands this, that CapEx translates to compute, compute with the right architecture translates to maximizing revenues and compute equals revenues. Without investing capacity today, without investing in compute, there cannot be revenue growth and that I think everybody understands. Compute equals revenues. Choosing the right architecture is incredibly important, is more than strategic now, it directly affects their earnings. And choosing the right architecture, the one with the best performance per watt is literally everything.\nOperator: Your next question comes from Ben Reitzes with Melius Research. Your line is open.",
+      "path": "NVDA-Q4-2026-Earnings-Call-25-February-2026-5_00-PM-ET.pdf/QUESTION AND ANSWER SECTION/Jen Hsun Huang_5",
+      "metadata": {
+        "length": 4064,
+        "summary": "The speaker, a co-founder and CEO of NVIDIA, discusses the critical role of CUDA and NVLink 72 in AI inference. Without CUDA, inference would be impossible. NVLink 72 enables a 50x improvement in performance per watt and 35x in performance per dollar through new parallelization algorithms. Inference performance directly translates to revenue for customers, as token generation has become exponential. For data centers, inference tokens per watt equals dollars per watt, making architecture choice crucial for maximizing revenue under power constraints. The speaker emphasizes that compute equals revenue, and investing in the right architecture is strategic for earnings.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "tokens": [
+          "Co",
+          "Founder",
+          "President",
+          "Chief",
+          "Executive",
+          "Officer",
+          "Director",
+          "NVIDIA",
+          "Corp",
+          "Analyst",
+          "Citigroup",
+          "Global",
+          "Markets",
+          "Inc",
+          "Without",
+          "CUDA",
+          "wouldn",
+          "inference",
+          "The",
+          "entire",
+          "stack",
+          "TensorRT",
+          "LLM",
+          "introduced",
+          "years",
+          "ago",
+          "performant",
+          "world",
+          "Optimizing",
+          "NVLink",
+          "requires",
+          "discover",
+          "invent",
+          "parallelization",
+          "algorithms",
+          "sits",
+          "top",
+          "distribute",
+          "workload",
+          "inferencing",
+          "advantage",
+          "aggregate",
+          "bandwidth",
+          "72",
+          "enabled",
+          "deliver",
+          "generationally",
+          "50",
+          "times",
+          "performance",
+          "watt",
+          "It",
+          "incredible",
+          "leap",
+          "great",
+          "invention",
+          "hard",
+          "creation",
+          "switching",
+          "technology",
+          "disaggregating",
+          "switches",
+          "building",
+          "system",
+          "racks",
+          "We",
+          "plain",
+          "sight",
+          "knew",
+          "And",
+          "results",
+          "So",
+          "dollar",
+          "35",
+          "incredible.0",
+          "important",
+          "realize",
+          "equals",
+          "revenues",
+          "customers",
+          "agents",
+          "generating",
+          "tokens",
+          "effective",
+          "When",
+          "coding",
+          "thousands",
+          "tens",
+          "hundreds",
+          "running",
+          "minutes",
+          "hours",
+          "systems",
+          "agentic",
+          "spawning",
+          "working",
+          "team",
+          "number",
+          "generated",
+          "exponential",
+          "higher",
+          "speed",
+          "dollarized",
+          "directly",
+          "translates",
+          "For",
+          "Data",
+          "Centers",
+          "CSPs",
+          "reason",
+          "power",
+          "limited",
+          "matter",
+          "data",
+          "centers",
+          "center",
+          "100",
+          "megawatts",
+          "gigawatt",
+          "limits",
+          "architecture",
+          "token",
+          "dollars",
+          "CSP",
+          "understands",
+          "hyperscaler",
+          "CapEx",
+          "compute",
+          "maximizing",
+          "investing",
+          "capacity",
+          "today",
+          "revenue",
+          "growth",
+          "Compute",
+          "Choosing",
+          "incredibly",
+          "strategic",
+          "affects",
+          "earnings",
+          "choosing",
+          "literally",
+          "Operator",
+          "Your",
+          "question",
+          "Ben",
+          "Reitzes",
+          "Melius",
+          "Research",
+          "line",
+          "open"
+        ],
+        "keywords": [
+          "Inference",
+          "NVLink 72",
+          "Revenue"
+        ],
+        "connect_to": [
+          {
+            "target": "182ae2fb-e17b-5a69-8a3a-d8d52fdf74c3",
+            "relation": "embeds",
+            "ref": "[images/image-12-Analyst, C.jpg]",
+            "position": {
+              "start": 1062,
+              "end": 1094
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "17c4a52f-d6ea-5d53-a4f4-515f19c5f483",
+      "type": "image",
+      "content": "\nFor the Data Centers, inference tokens per watt translates directly to the revenues of the CSPs. And the reason for that is because everybody is power limited. And so, I mean, no matter how many data centers you have, each data center, 100 megawatts or 1 gigawatt has power limits. So the architecture that has the best performance per watt translates because each token, the performance tokens per watt, each token is dollarized, tokens per watt translates to dollars per watt, which translates in a gigawatt directly to revenues. Yeah. Hey, thanks. First, let me say kudos on including the stock-comp in non-GAAP. I think that's a great move, but that isn't my question. My question is around gross margins and the sustainability of the mid-70s long-term. Should we read into the visibility on supply being available into calendar 2027 that it's sustainable until then?0\n[images/image-13-For the Da.jpg]\n",
+      "path": "images/image-13-For the Da.jpg",
+      "metadata": {
+        "length": 907,
+        "summary": "image-13\nFor the Data Centers, inference tokens per watt translates directly to the revenues of the CSPs. And the reason for that is because everybody is power limited. And so, I mean, no matter how many data centers you have, each data center, 100 megawatts or 1 gigawatt has power limits. So the architecture that has the best performance per watt translates because each token, the performance tokens per watt, each token is dollarized, tokens per watt translates to dollars per watt, which translates in a gigawatt directly to revenues. Yeah. Hey, thanks. First, let me say kudos on including the stock-comp in non-GAAP. I think that's a great move, but that isn't my question. My question is around gross margins and the sustainability of the mid-70s long-term. Should we read into the visibility on supply being available into calendar 2027 that it's sustainable until then?0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "file_path": "images/image-13-For the Da.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "c7b2fcc6-3e0d-5914-a3e4-141e6fe619d1",
+      "type": "text",
+      "content": "Analyst, Melius Research LLC\n\nFor the Data Centers, inference tokens per watt translates directly to the revenues of the CSPs. And the reason for that is because everybody is power limited. And so, I mean, no matter how many data centers you have, each data center, 100 megawatts or 1 gigawatt has power limits. So the architecture that has the best performance per watt translates because each token, the performance tokens per watt, each token is dollarized, tokens per watt translates to dollars per watt, which translates in a gigawatt directly to revenues. Yeah. Hey, thanks. First, let me say kudos on including the stock-comp in non-GAAP. I think that's a great move, but that isn't my question. My question is around gross margins and the sustainability of the mid-70s long-term. Should we read into the visibility on supply being available into calendar 2027 that it's sustainable until then?0\n[images/image-13-For the Da.jpg]\n\nYeah. Hey, thanks. First, let me say kudos on including the stock-comp in non-GAAP. I think that's a great move, but that isn't my question. My question is around gross margins and the sustainability of the mid-70s long-term. Should we read into the visibility on supply being available into calendar 2027 that it's sustainable until then?\nAnd then Jensen, what about after that? Are there innovations in memory consumption you can unveil that makes us feel better about the ability to keep margins at that level for a long time? Thanks.",
+      "path": "NVDA-Q4-2026-Earnings-Call-25-February-2026-5_00-PM-ET.pdf/QUESTION AND ANSWER SECTION/Ben Reitzes",
+      "metadata": {
+        "length": 1474,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "tokens": [
+          "Analyst",
+          "Melius",
+          "Research",
+          "LLC",
+          "For",
+          "Data",
+          "Centers",
+          "inference",
+          "tokens",
+          "watt",
+          "translates",
+          "directly",
+          "revenues",
+          "CSPs",
+          "And",
+          "reason",
+          "power",
+          "limited",
+          "matter",
+          "data",
+          "centers",
+          "center",
+          "100",
+          "megawatts",
+          "gigawatt",
+          "limits",
+          "So",
+          "architecture",
+          "performance",
+          "token",
+          "dollarized",
+          "dollars",
+          "Yeah",
+          "Hey",
+          "First",
+          "kudos",
+          "including",
+          "stock",
+          "comp",
+          "GAAP",
+          "great",
+          "move",
+          "isn",
+          "question",
+          "My",
+          "gross",
+          "margins",
+          "sustainability",
+          "mid",
+          "70s",
+          "long",
+          "term",
+          "Should",
+          "read",
+          "visibility",
+          "supply",
+          "calendar",
+          "2027",
+          "sustainable",
+          "Jensen",
+          "Are",
+          "innovations",
+          "memory",
+          "consumption",
+          "unveil",
+          "makes",
+          "feel",
+          "ability",
+          "level",
+          "time",
+          "Thanks"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "17c4a52f-d6ea-5d53-a4f4-515f19c5f483",
+            "relation": "embeds",
+            "ref": "[images/image-13-For the Da.jpg]",
+            "position": {
+              "start": 903,
+              "end": 935
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "182ae2fb-e17b-5a69-8a3a-d8d52fdf74c3",
+      "type": "image",
+      "content": "\nAnalyst, Citigroup Global Markets, Inc. Without CUDA, we wouldn't know what to do with inference. The entire stack from TensorRT LLM that we introduced a few years ago, which is still the most performant inference stack in the world. Optimizing it for NVLink, requires us to discover and invent new parallelization algorithms that sits on top of CUDA, to distribute the workload and the inferencing to take advantage of the aggregate bandwidth across NVLink 72. NVLink 72 has enabled us to deliver generationally 50 times more performance per watt. It's just an incredible leap and it's sensible. NVLink 72 is a great invention. It was hard to do, the creation of the switching technology, disaggregating the switches, building the system racks, all of that. We did it all in plain sight and everybody knew how hard it was for us to do. And, but the results are incredible. So performance per watt is 50 times, performance per dollar, 35 times and so the leap in inference is incredible.0\n[images/image-12-Analyst, C.jpg]\n",
+      "path": "images/image-12-Analyst, C.jpg_2",
+      "metadata": {
+        "length": 1023,
+        "summary": "image-12\nAnalyst, Citigroup Global Markets, Inc. Without CUDA, we wouldn't know what to do with inference. The entire stack from TensorRT LLM that we introduced a few years ago, which is still the most performant inference stack in the world. Optimizing it for NVLink, requires us to discover and invent new parallelization algorithms that sits on top of CUDA, to distribute the workload and the inferencing to take advantage of the aggregate bandwidth across NVLink 72. NVLink 72 has enabled us to deliver generationally 50 times more performance per watt. It's just an incredible leap and it's sensible. NVLink 72 is a great invention. It was hard to do, the creation of the switching technology, disaggregating the switches, building the system racks, all of that. We did it all in plain sight and everybody knew how hard it was for us to do. And, but the results are incredible. So performance per watt is 50 times, performance per dollar, 35 times and so the leap in inference is incredible.0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "file_path": "images/image-12-Analyst, C.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "4ffcd475-f4af-5c05-ac93-51decafa24a2",
+      "type": "text",
+      "content": "Co-Founder, President, Chief Executive Officer & Director, NVIDIA Corp.\n\nAnalyst, Citigroup Global Markets, Inc. Without CUDA, we wouldn't know what to do with inference. The entire stack from TensorRT LLM that we introduced a few years ago, which is still the most performant inference stack in the world. Optimizing it for NVLink, requires us to discover and invent new parallelization algorithms that sits on top of CUDA, to distribute the workload and the inferencing to take advantage of the aggregate bandwidth across NVLink 72. NVLink 72 has enabled us to deliver generationally 50 times more performance per watt. It's just an incredible leap and it's sensible. NVLink 72 is a great invention. It was hard to do, the creation of the switching technology, disaggregating the switches, building the system racks, all of that. We did it all in plain sight and everybody knew how hard it was for us to do. And, but the results are incredible. So performance per watt is 50 times, performance per dollar, 35 times and so the leap in inference is incredible.0\n[images/image-12-Analyst, C.jpg]\n\nThe single most important lever of our gross margins is actually delivering generational leaps to our customers. That is the single most important thing. If we could deliver generationally performance per watt that exceeds dramatically what Moore's Law can do. If we can deliver performance per dollar dramatically more than the cost of our systems, than the price of our systems, then we can continue to sustain our gross margins. That's the simple, most important concept.\nEvery – the reason why we're moving so fast is because number one, the demand for tokens in the world as a result of the inflection points that we've gone through has now – has gone completely exponential. I think we're all seeing that, to the point where even our six-year old GPUs in the cloud are completely consumed, and the pricing is going up.\nAnd so we know that the amount of computation necessary – the amount of compute necessary for the modern way of doing software is growing exponentially. And so our strategy is to deliver an entire AI infrastructure every single year. This year we introduced six new chips, Rubin next-generation will do many new chips as well. And every single generation, we are committed to deliver many X factors of performance per watt and performance per dollar. And that pace and our ability to do extreme co-design, allows us to deliver that value and that benefit to the customers. And that is the single most vital thing as it relates to our value delivered.\nOperator: Your next question comes from Antoine Chkaiban with New Street Research. Your line is open.",
+      "path": "NVDA-Q4-2026-Earnings-Call-25-February-2026-5_00-PM-ET.pdf/QUESTION AND ANSWER SECTION/Jen Hsun Huang_6",
+      "metadata": {
+        "length": 2673,
+        "summary": "The passage discusses NVIDIA's advancements in AI inference, highlighting the critical role of CUDA and the new NVLink 72 technology. NVLink 72 enables a 50x improvement in performance per watt and 35x in performance per dollar, representing a generational leap. The speaker, a co-founder and CEO, emphasizes that delivering such dramatic performance gains is the key driver of gross margins. The strategy involves releasing a new AI infrastructure annually, with six new chips this year and more planned for the next-generation Rubin, to meet exponentially growing compute demand for modern software.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "tokens": [
+          "Co",
+          "Founder",
+          "President",
+          "Chief",
+          "Executive",
+          "Officer",
+          "Director",
+          "NVIDIA",
+          "Corp",
+          "Analyst",
+          "Citigroup",
+          "Global",
+          "Markets",
+          "Inc",
+          "Without",
+          "CUDA",
+          "wouldn",
+          "inference",
+          "The",
+          "entire",
+          "stack",
+          "TensorRT",
+          "LLM",
+          "introduced",
+          "years",
+          "ago",
+          "performant",
+          "world",
+          "Optimizing",
+          "NVLink",
+          "requires",
+          "discover",
+          "invent",
+          "parallelization",
+          "algorithms",
+          "sits",
+          "top",
+          "distribute",
+          "workload",
+          "inferencing",
+          "advantage",
+          "aggregate",
+          "bandwidth",
+          "72",
+          "enabled",
+          "deliver",
+          "generationally",
+          "50",
+          "times",
+          "performance",
+          "watt",
+          "It",
+          "incredible",
+          "leap",
+          "great",
+          "invention",
+          "hard",
+          "creation",
+          "switching",
+          "technology",
+          "disaggregating",
+          "switches",
+          "building",
+          "system",
+          "racks",
+          "We",
+          "plain",
+          "sight",
+          "knew",
+          "And",
+          "results",
+          "So",
+          "dollar",
+          "35",
+          "incredible.0",
+          "single",
+          "important",
+          "lever",
+          "gross",
+          "margins",
+          "delivering",
+          "generational",
+          "leaps",
+          "customers",
+          "That",
+          "thing",
+          "If",
+          "exceeds",
+          "dramatically",
+          "Moore",
+          "Law",
+          "cost",
+          "systems",
+          "price",
+          "continue",
+          "sustain",
+          "simple",
+          "concept",
+          "Every",
+          "reason",
+          "moving",
+          "fast",
+          "number",
+          "demand",
+          "tokens",
+          "result",
+          "inflection",
+          "points",
+          "ve",
+          "completely",
+          "exponential",
+          "point",
+          "year",
+          "GPUs",
+          "cloud",
+          "consumed",
+          "pricing",
+          "amount",
+          "computation",
+          "compute",
+          "modern",
+          "software",
+          "growing",
+          "exponentially",
+          "strategy",
+          "AI",
+          "infrastructure",
+          "This",
+          "chips",
+          "Rubin",
+          "generation",
+          "committed",
+          "factors",
+          "pace",
+          "ability",
+          "extreme",
+          "design",
+          "benefit",
+          "vital",
+          "relates",
+          "delivered",
+          "Operator",
+          "Your",
+          "question",
+          "Antoine",
+          "Chkaiban",
+          "New",
+          "Street",
+          "Research",
+          "line",
+          "open"
+        ],
+        "keywords": [
+          "NVLink 72",
+          "CUDA",
+          "Gross Margins"
+        ],
+        "connect_to": [
+          {
+            "target": "182ae2fb-e17b-5a69-8a3a-d8d52fdf74c3",
+            "relation": "embeds",
+            "ref": "[images/image-12-Analyst, C.jpg]",
+            "position": {
+              "start": 1062,
+              "end": 1094
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "373364c6-5cee-517a-b03d-ed6c891343ec",
+      "type": "image",
+      "content": "\nEvery – the reason why we're moving so fast is because number one, the demand for tokens in the world as a result of the inflection points that we've gone through has now – has gone completely exponential. I think we're all seeing that, to the point where even our six-year old GPUs in the cloud are completely consumed, and the pricing is going up. Hi. Thanks a lot for taking my question. I'd like to ask about space data centers, which some of your customers are considering. How feasible do you think that is and what kind of horizon? And what do the economics look like today? And how do you think that could evolve over time? Thank you.0\n[images/image-14-Every – th.jpg]\n",
+      "path": "images/image-14-Every – th.jpg",
+      "metadata": {
+        "length": 678,
+        "summary": "image-14\nEvery – the reason why we're moving so fast is because number one, the demand for tokens in the world as a result of the inflection points that we've gone through has now – has gone completely exponential. I think we're all seeing that, to the point where even our six-year old GPUs in the cloud are completely consumed, and the pricing is going up. Hi. Thanks a lot for taking my question. I'd like to ask about space data centers, which some of your customers are considering. How feasible do you think that is and what kind of horizon? And what do the economics look like today? And how do you think that could evolve over time? Thank you.0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "file_path": "images/image-14-Every – th.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "99d8f407-e2a4-56c8-892b-eec02de61893",
+      "type": "text",
+      "content": "Analyst, New Street Research LLP\n\nEvery – the reason why we're moving so fast is because number one, the demand for tokens in the world as a result of the inflection points that we've gone through has now – has gone completely exponential. I think we're all seeing that, to the point where even our six-year old GPUs in the cloud are completely consumed, and the pricing is going up. Hi. Thanks a lot for taking my question. I'd like to ask about space data centers, which some of your customers are considering. How feasible do you think that is and what kind of horizon? And what do the economics look like today? And how do you think that could evolve over time? Thank you.0\n[images/image-14-Every – th.jpg]\n\nHi. Thanks a lot for taking my question. I'd like to ask about space data centers, which some of your customers are considering. How feasible do you think that is and what kind of horizon? And what do the economics look like today? And how do you think that could evolve over time? Thank you.",
+      "path": "NVDA-Q4-2026-Earnings-Call-25-February-2026-5_00-PM-ET.pdf/QUESTION AND ANSWER SECTION/Antoine Chkaiban",
+      "metadata": {
+        "length": 1004,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "tokens": [
+          "Analyst",
+          "New",
+          "Street",
+          "Research",
+          "LLP",
+          "Every",
+          "reason",
+          "moving",
+          "fast",
+          "number",
+          "demand",
+          "tokens",
+          "world",
+          "result",
+          "inflection",
+          "points",
+          "ve",
+          "completely",
+          "exponential",
+          "point",
+          "year",
+          "GPUs",
+          "cloud",
+          "consumed",
+          "pricing",
+          "Hi",
+          "Thanks",
+          "lot",
+          "taking",
+          "question",
+          "space",
+          "data",
+          "centers",
+          "customers",
+          "How",
+          "feasible",
+          "kind",
+          "horizon",
+          "And",
+          "economics",
+          "today",
+          "evolve",
+          "time",
+          "Thank",
+          "you.0"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "373364c6-5cee-517a-b03d-ed6c891343ec",
+            "relation": "embeds",
+            "ref": "[images/image-14-Every – th.jpg]",
+            "position": {
+              "start": 678,
+              "end": 710
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "185b6f2a-1e5a-5e88-95b2-c3161ff8d2ec",
+      "type": "image",
+      "content": "\nAnalyst, New Street Research LLP Well, the economics are poor today, but it's going to improve over time. As you know, the way that space works is radically different than how it works down here. There's an abundance of energy. But solar panels are large, but there's plenty of space in space.0\n[images/image-15-Analyst, N.jpg]\n",
+      "path": "images/image-15-Analyst, N.jpg",
+      "metadata": {
+        "length": 329,
+        "summary": "image-15\nAnalyst, New Street Research LLP Well, the economics are poor today, but it's going to improve over time. As you know, the way that space works is radically different than how it works down here. There's an abundance of energy. But solar panels are large, but there's plenty of space in space.0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "file_path": "images/image-15-Analyst, N.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "63304068-a83b-59aa-8ffa-e1dad4468401",
+      "type": "text",
+      "content": "Co-Founder, President, Chief Executive Officer & Director, NVIDIA Corp.\n\nAnalyst, New Street Research LLP Well, the economics are poor today, but it's going to improve over time. As you know, the way that space works is radically different than how it works down here. There's an abundance of energy. But solar panels are large, but there's plenty of space in space.0\n[images/image-15-Analyst, N.jpg]\n\nWell, the economics are poor today, but it's going to improve over time. As you know, the way that space works is radically different than how it works down here. There's an abundance of energy. But solar panels are large, but there's plenty of space in space.\nThe heat dissipation -- it's cold in space. However, there's no airflow. And so the only way to dissipate heat is through conduction. And the radiators that you need to create are fairly large. Liquid cooling is obviously out of the question because it's kind of -- it's heavy and freezes. And so the methods that we use here on Earth are a little different than the way we would do it in space. But there are many different computing problems that really wants to be done in space. And so, NVIDIA is already the world's first GPU in space, Hopper's in space.\nAnd one of the best use cases of GPUs in space is imaging, to be able to image at extremely high resolutions using, of course, optics and artificial intelligence and to be able to do that computation of reprojection of different angles and be able to upres and do noise reduction and just be able to see, be able to image at very large, very high resolutions, extremely large scales, and very, very fast. It's hard to do that by sending petabytes and\npetabytes of imaging data back here on Earth and doing that work. It's easier just to do it out in space. And then, ignore all of the data collected and processed until you see something interesting. And so artificial intelligence in space will have very good, very interesting applications.\nOperator: Your next question comes from Mark Lipacis with Evercore ISI. Your line is open.",
+      "path": "NVDA-Q4-2026-Earnings-Call-25-February-2026-5_00-PM-ET.pdf/QUESTION AND ANSWER SECTION/Jen Hsun Huang_7",
+      "metadata": {
+        "length": 2056,
+        "summary": "The passage discusses the economics and technical challenges of computing in space, highlighting NVIDIA's role with the first GPU in space (Hopper). It contrasts space conditions (abundance of energy, cold, no airflow) with Earth, noting heat dissipation via radiators and the impracticality of liquid cooling. Key applications include high-resolution imaging using AI for reprojection, upscaling, and noise reduction, processing data in space rather than sending petabytes to Earth.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "tokens": [
+          "Co",
+          "Founder",
+          "President",
+          "Chief",
+          "Executive",
+          "Officer",
+          "Director",
+          "NVIDIA",
+          "Corp",
+          "Analyst",
+          "New",
+          "Street",
+          "Research",
+          "LLP",
+          "Well",
+          "economics",
+          "poor",
+          "today",
+          "improve",
+          "time",
+          "As",
+          "space",
+          "works",
+          "radically",
+          "There",
+          "abundance",
+          "energy",
+          "But",
+          "solar",
+          "panels",
+          "large",
+          "plenty",
+          "space.0",
+          "The",
+          "heat",
+          "dissipation",
+          "cold",
+          "However",
+          "airflow",
+          "And",
+          "dissipate",
+          "conduction",
+          "radiators",
+          "create",
+          "fairly",
+          "Liquid",
+          "cooling",
+          "question",
+          "kind",
+          "heavy",
+          "freezes",
+          "methods",
+          "Earth",
+          "computing",
+          "problems",
+          "world",
+          "GPU",
+          "Hopper",
+          "cases",
+          "GPUs",
+          "imaging",
+          "image",
+          "extremely",
+          "high",
+          "resolutions",
+          "optics",
+          "artificial",
+          "intelligence",
+          "computation",
+          "reprojection",
+          "angles",
+          "upres",
+          "noise",
+          "reduction",
+          "scales",
+          "fast",
+          "It",
+          "hard",
+          "sending",
+          "petabytes",
+          "data",
+          "back",
+          "work",
+          "easier",
+          "ignore",
+          "collected",
+          "processed",
+          "interesting",
+          "good",
+          "applications",
+          "Operator",
+          "Your",
+          "Mark",
+          "Lipacis",
+          "Evercore",
+          "ISI",
+          "line",
+          "open"
+        ],
+        "keywords": [
+          "NVIDIA",
+          "Space",
+          "GPU"
+        ],
+        "connect_to": [
+          {
+            "target": "185b6f2a-1e5a-5e88-95b2-c3161ff8d2ec",
+            "relation": "embeds",
+            "ref": "[images/image-15-Analyst, N.jpg]",
+            "position": {
+              "start": 368,
+              "end": 400
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "22cb2d0d-cea3-5951-9a89-b5e53e5f0bc1",
+      "type": "image",
+      "content": "\nAnd one of the best use cases of GPUs in space is imaging, to be able to image at extremely high resolutions using, of course, optics and artificial intelligence and to be able to do that computation of reprojection of different angles and be able to upres and do noise reduction and just be able to see, be able to image at very large, very high resolutions, extremely large scales, and very, very fast. It's hard to do that by sending petabytes and Hi. Thanks for taking my question. I want to pick up with the comment you made on the script about revenue diversification. I believe, Colette, you said that hyperscalers were over 50% of revenues, but growth was led by the rest of your Data Center customers. And as a clarification, I just want to make sure I understood that, does that imply your non-hyperscale customers grew faster. And if so, what are the – can you help us understand what are the non-hyperscalers doing different. Are they doing different things than the hyperscalers or the same things on a different scale and does this – do you expect this trend to continue? Would you expect your customer base to evolve to a point where non-hyperscalers are becoming a bigger part of your, the larger part of your business? Thank you.0\n[images/image-16-And one of.jpg]\n",
+      "path": "images/image-16-And one of.jpg",
+      "metadata": {
+        "length": 1282,
+        "summary": "image-16\nAnd one of the best use cases of GPUs in space is imaging, to be able to image at extremely high resolutions using, of course, optics and artificial intelligence and to be able to do that computation of reprojection of different angles and be able to upres and do noise reduction and just be able to see, be able to image at very large, very high resolutions, extremely large scales, and very, very fast. It's hard to do that by sending petabytes and Hi. Thanks for taking my question. I want to pick up with the comment you made on the script about revenue diversification. I believe, Colette, you said that hyperscalers were over 50% of revenues, but growth was led by the rest of your Data Center customers. And as a clarification, I just want to make sure I understood that, does that imply your non-hyperscale customers grew faster. And if so, what are the – can you help us understand what are the non-hyperscalers doing different. Are they doing different things than the hyperscalers or the same things on a different scale and does this – do you expect this trend to continue? Would you expect your customer base to evolve to a point where non-hyperscalers are becoming a bigger part of your, the larger part of your business? Thank you.0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "file_path": "images/image-16-And one of.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "f8ceb64e-02cc-5470-b4eb-832730f8f12c",
+      "type": "text",
+      "content": "Analyst, Evercore Group LLC\n\nAnd one of the best use cases of GPUs in space is imaging, to be able to image at extremely high resolutions using, of course, optics and artificial intelligence and to be able to do that computation of reprojection of different angles and be able to upres and do noise reduction and just be able to see, be able to image at very large, very high resolutions, extremely large scales, and very, very fast. It's hard to do that by sending petabytes and Hi. Thanks for taking my question. I want to pick up with the comment you made on the script about revenue diversification. I believe, Colette, you said that hyperscalers were over 50% of revenues, but growth was led by the rest of your Data Center customers. And as a clarification, I just want to make sure I understood that, does that imply your non-hyperscale customers grew faster. And if so, what are the – can you help us understand what are the non-hyperscalers doing different. Are they doing different things than the hyperscalers or the same things on a different scale and does this – do you expect this trend to continue? Would you expect your customer base to evolve to a point where non-hyperscalers are becoming a bigger part of your, the larger part of your business? Thank you.0\n[images/image-16-And one of.jpg]\n\nHi. Thanks for taking my question. I want to pick up with the comment you made on the script about revenue diversification. I believe, Colette, you said that hyperscalers were over 50% of revenues, but growth was led by the rest of your Data Center customers. And as a clarification, I just want to make sure I understood that, does that imply your non-hyperscale customers grew faster. And if so, what are the – can you help us understand what are the non-hyperscalers doing different. Are they doing different things than the hyperscalers or the same things on a different scale and does this – do you expect this trend to continue? Would you expect your customer base to evolve to a point where non-hyperscalers are becoming a bigger part of your, the larger part of your business? Thank you.",
+      "path": "NVDA-Q4-2026-Earnings-Call-25-February-2026-5_00-PM-ET.pdf/QUESTION AND ANSWER SECTION/Mark Lipacis",
+      "metadata": {
+        "length": 2106,
+        "summary": "An analyst asks about revenue diversification, noting that hyperscalers account for over 50% of revenues but growth is led by other data center customers. The question seeks clarification on whether non-hyperscale customers grew faster, what they are doing differently, and if this trend will continue, potentially making non-hyperscalers a larger part of the business.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "tokens": [
+          "Analyst",
+          "Evercore",
+          "Group",
+          "LLC",
+          "And",
+          "cases",
+          "GPUs",
+          "space",
+          "imaging",
+          "image",
+          "extremely",
+          "high",
+          "resolutions",
+          "optics",
+          "artificial",
+          "intelligence",
+          "computation",
+          "reprojection",
+          "angles",
+          "upres",
+          "noise",
+          "reduction",
+          "large",
+          "scales",
+          "fast",
+          "It",
+          "hard",
+          "sending",
+          "petabytes",
+          "Hi",
+          "Thanks",
+          "taking",
+          "question",
+          "pick",
+          "comment",
+          "made",
+          "script",
+          "revenue",
+          "diversification",
+          "Colette",
+          "hyperscalers",
+          "50%",
+          "revenues",
+          "growth",
+          "led",
+          "rest",
+          "Data",
+          "Center",
+          "customers",
+          "clarification",
+          "make",
+          "understood",
+          "imply",
+          "hyperscale",
+          "grew",
+          "faster",
+          "understand",
+          "Are",
+          "things",
+          "scale",
+          "expect",
+          "trend",
+          "continue",
+          "Would",
+          "customer",
+          "base",
+          "evolve",
+          "point",
+          "bigger",
+          "part",
+          "larger",
+          "business",
+          "Thank",
+          "you.0"
+        ],
+        "keywords": [
+          "hyperscalers",
+          "non-hyperscale",
+          "data center"
+        ],
+        "connect_to": [
+          {
+            "target": "22cb2d0d-cea3-5951-9a89-b5e53e5f0bc1",
+            "relation": "embeds",
+            "ref": "[images/image-16-And one of.jpg]",
+            "position": {
+              "start": 1277,
+              "end": 1309
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "672e58f5-030b-5fd4-b408-334d4ef4610d",
+      "type": "image",
+      "content": "\nAnalyst, Evercore Group LLC Yes. Let's see if we can help on this question. So when you think about our top five, as we articulated as being our CSPs, our hyperscalers, and they have right now, [ph] as I said (49:15) about 50% of our total revenue. There's a big organization, therefore, of diversity of all different other types of companies that we are working with. That it goes through our AI model makers, that goes through our enterprises, that goes to supercomputing, it goes to our sovereigns. There's a lot of other different facts on there. But you are correct, it's a very fast growing area as well.0\n[images/image-17-Analyst, E.jpg]\n",
+      "path": "images/image-17-Analyst, E.jpg",
+      "metadata": {
+        "length": 646,
+        "summary": "image-17\nAnalyst, Evercore Group LLC Yes. Let's see if we can help on this question. So when you think about our top five, as we articulated as being our CSPs, our hyperscalers, and they have right now, [ph] as I said (49:15) about 50% of our total revenue. There's a big organization, therefore, of diversity of all different other types of companies that we are working with. That it goes through our AI model makers, that goes through our enterprises, that goes to supercomputing, it goes to our sovereigns. There's a lot of other different facts on there. But you are correct, it's a very fast growing area as well.0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "file_path": "images/image-17-Analyst, E.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "1ec996ae-6b9c-53a1-a2cc-888e6420c9bd",
+      "type": "text",
+      "content": "Chief Financial Officer & Executive Vice President, NVIDIA Corp.\n\nAnalyst, Evercore Group LLC Yes. Let's see if we can help on this question. So when you think about our top five, as we articulated as being our CSPs, our hyperscalers, and they have right now, [ph] as I said (49:15) about 50% of our total revenue. There's a big organization, therefore, of diversity of all different other types of companies that we are working with. That it goes through our AI model makers, that goes through our enterprises, that goes to supercomputing, it goes to our sovereigns. There's a lot of other different facts on there. But you are correct, it's a very fast growing area as well.0\n[images/image-17-Analyst, E.jpg]\n\nYes. Let's see if we can help on this question. So when you think about our top five, as we articulated as being our CSPs, our hyperscalers, and they have right now, [ph] as I said (49:15) about 50% of our total revenue. There's a big organization, therefore, of diversity of all different other types of companies that we are working with. That it goes through our AI model makers, that goes through our enterprises, that goes to supercomputing, it goes to our sovereigns. There's a lot of other different facts on there. But you are correct, it's a very fast growing area as well.\nWe have a strong position in terms of all of our different cloud providers on our platform, and now we also have a extreme diversity of different customers that we are seeing all the way across the world. And this will really benefit, seeing that diversity and being able to serve all of those parts. Let me see if Jensen wants to add a bit more",
+      "path": "NVDA-Q4-2026-Earnings-Call-25-February-2026-5_00-PM-ET.pdf/QUESTION AND ANSWER SECTION/Colette M. Kress_2",
+      "metadata": {
+        "length": 1640,
+        "summary": "The speaker discusses Nvidia's revenue composition, noting that its top five customers (CSPs and hyperscalers) account for about 50% of total revenue. The remaining revenue comes from a diverse range of customers including AI model makers, enterprises, supercomputing, and sovereign entities. This diversity is seen as a strength, with the company serving various cloud providers and customers globally.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "tokens": [
+          "Chief",
+          "Financial",
+          "Officer",
+          "Executive",
+          "Vice",
+          "President",
+          "NVIDIA",
+          "Corp",
+          "Analyst",
+          "Evercore",
+          "Group",
+          "LLC",
+          "Yes",
+          "Let",
+          "question",
+          "So",
+          "top",
+          "articulated",
+          "CSPs",
+          "hyperscalers",
+          "ph",
+          "49",
+          "15",
+          "50%",
+          "total",
+          "revenue",
+          "There",
+          "big",
+          "organization",
+          "diversity",
+          "types",
+          "companies",
+          "working",
+          "That",
+          "AI",
+          "model",
+          "makers",
+          "enterprises",
+          "supercomputing",
+          "sovereigns",
+          "lot",
+          "facts",
+          "But",
+          "correct",
+          "fast",
+          "growing",
+          "area",
+          "well.0",
+          "We",
+          "strong",
+          "position",
+          "terms",
+          "cloud",
+          "providers",
+          "platform",
+          "extreme",
+          "customers",
+          "world",
+          "And",
+          "benefit",
+          "serve",
+          "parts",
+          "Jensen",
+          "add",
+          "bit"
+        ],
+        "keywords": [
+          "CSPs",
+          "hyperscalers",
+          "revenue diversity"
+        ],
+        "connect_to": [
+          {
+            "target": "672e58f5-030b-5fd4-b408-334d4ef4610d",
+            "relation": "embeds",
+            "ref": "[images/image-17-Analyst, E.jpg]",
+            "position": {
+              "start": 678,
+              "end": 710
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "185b6f2a-1e5a-5e88-95b2-c3161ff8d2ec",
+      "type": "image",
+      "content": "\nAnalyst, New Street Research LLP Well, the economics are poor today, but it's going to improve over time. As you know, the way that space works is radically different than how it works down here. There's an abundance of energy. But solar panels are large, but there's plenty of space in space.0\n[images/image-15-Analyst, N.jpg]\n",
+      "path": "images/image-15-Analyst, N.jpg_2",
+      "metadata": {
+        "length": 329,
+        "summary": "image-15\nAnalyst, New Street Research LLP Well, the economics are poor today, but it's going to improve over time. As you know, the way that space works is radically different than how it works down here. There's an abundance of energy. But solar panels are large, but there's plenty of space in space.0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "file_path": "images/image-15-Analyst, N.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "fa65feb6-bcbd-5daf-8cdf-0dc4525699bd",
+      "type": "text",
+      "content": "Co-Founder, President, Chief Executive Officer & Director, NVIDIA Corp.\n\nAnalyst, New Street Research LLP Well, the economics are poor today, but it's going to improve over time. As you know, the way that space works is radically different than how it works down here. There's an abundance of energy. But solar panels are large, but there's plenty of space in space.0\n[images/image-15-Analyst, N.jpg]\n\nYeah, this is one of the advantages that we have with our ecosystem. I'll build on top of CUDA. We have -- we're the only accelerated computing platform that is in every cloud, that's available through every single computer maker, available at the edge and, we're now cultivating telecommunications. Obviously, the future radios will all be AI driven radios and the future wireless network would also be a computing platform. That is a foregone conclusion. But somebody has to go and invent the technologies to make that possible. And we created a platform called Aerial to go do that.\nWe are in just about every single robot, every single self-driving car. Our ability – CUDA's ability to have the benefit of the performance of specialized processors, one the one hand, with the Tensor cores inside our GPUs, on the other hand, the flexibility of CUDA allows us to solve language problems, computer vision problems, robotics problems, to biology problems, physics problems, and just about all kinds of AI and all kinds of computation algorithms. And so the diversity of our customer base is one of the greatest strengths that we have.\nThe second thing, of course, is without our own ecosystem, even if our processor was programmable, if we didn't cultivate our ecosystem and talking about some of the things that we're doing today, investing in our future ecosystem and continuing to enhance our ecosystem, without our ecosystem, it's hard for us to grow beyond what design wins we capture for somebody else's ecosystem. And so we could grow and expand our ecosystem very naturally because of our – the platform that we created.\nAnd then lastly, one of the things that's really important is the partnerships that we have with OpenAI and Anthropic, with xAI, with Meta now makes – and of course, just about every single open source in the world. There's 1.5 million AI models on Hugging Face, all of it runs on NVIDIA CUDA. And so an open source in totality probably represents the largest – the second largest model in the world, OpenAI is the largest, second largest, probably all the collection of all the open sources.\nAnd so NVIDIA's ability to run all of that makes our platform super fungible, super easy to use, and really safe to invest into. And so that creates the diversity of customers and the diversity of the platforms and available in every single country and – because we support the whole world's ecosystem.\nOperator: Your next question comes from Aaron Rakers with Wells Fargo. Your line is open.",
+      "path": "NVDA-Q4-2026-Earnings-Call-25-February-2026-5_00-PM-ET.pdf/QUESTION AND ANSWER SECTION/Jen Hsun Huang_8",
+      "metadata": {
+        "length": 2917,
+        "summary": "The speaker, an NVIDIA executive, discusses the company's competitive advantages: its CUDA platform's ubiquity across clouds and devices, its cultivation of a diverse ecosystem spanning robotics, self-driving cars, and AI across multiple domains, and key partnerships with OpenAI, Anthropic, xAI, and Meta. They highlight that 1.5 million AI models on Hugging Face run on NVIDIA CUDA, making the platform safe and easy to invest in.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "tokens": [
+          "Co",
+          "Founder",
+          "President",
+          "Chief",
+          "Executive",
+          "Officer",
+          "Director",
+          "NVIDIA",
+          "Corp",
+          "Analyst",
+          "New",
+          "Street",
+          "Research",
+          "LLP",
+          "Well",
+          "economics",
+          "poor",
+          "today",
+          "improve",
+          "time",
+          "As",
+          "space",
+          "works",
+          "radically",
+          "There",
+          "abundance",
+          "energy",
+          "But",
+          "solar",
+          "panels",
+          "large",
+          "plenty",
+          "space.0",
+          "Yeah",
+          "advantages",
+          "ecosystem",
+          "ll",
+          "build",
+          "top",
+          "CUDA",
+          "We",
+          "accelerated",
+          "computing",
+          "platform",
+          "cloud",
+          "single",
+          "computer",
+          "maker",
+          "edge",
+          "cultivating",
+          "telecommunications",
+          "Obviously",
+          "future",
+          "radios",
+          "AI",
+          "driven",
+          "wireless",
+          "network",
+          "That",
+          "foregone",
+          "conclusion",
+          "invent",
+          "technologies",
+          "make",
+          "And",
+          "created",
+          "called",
+          "Aerial",
+          "robot",
+          "driving",
+          "car",
+          "Our",
+          "ability",
+          "benefit",
+          "performance",
+          "specialized",
+          "processors",
+          "hand",
+          "Tensor",
+          "cores",
+          "inside",
+          "GPUs",
+          "flexibility",
+          "solve",
+          "language",
+          "problems",
+          "vision",
+          "robotics",
+          "biology",
+          "physics",
+          "kinds",
+          "computation",
+          "algorithms",
+          "diversity",
+          "customer",
+          "base",
+          "greatest",
+          "strengths",
+          "The",
+          "thing",
+          "processor",
+          "programmable",
+          "didn",
+          "cultivate",
+          "talking",
+          "things",
+          "investing",
+          "continuing",
+          "enhance",
+          "hard",
+          "grow",
+          "design",
+          "wins",
+          "capture",
+          "expand",
+          "naturally",
+          "lastly",
+          "important",
+          "partnerships",
+          "OpenAI",
+          "Anthropic",
+          "xAI",
+          "Meta",
+          "makes",
+          "open",
+          "source",
+          "world",
+          "1.5",
+          "million",
+          "models",
+          "Hugging",
+          "Face",
+          "runs",
+          "totality",
+          "represents",
+          "largest",
+          "model",
+          "collection",
+          "sources",
+          "run",
+          "super",
+          "fungible",
+          "easy",
+          "safe",
+          "invest",
+          "creates",
+          "customers",
+          "platforms",
+          "country",
+          "support",
+          "Operator",
+          "Your",
+          "question",
+          "Aaron",
+          "Rakers",
+          "Wells",
+          "Fargo",
+          "line"
+        ],
+        "keywords": [
+          "NVIDIA",
+          "CUDA",
+          "AI ecosystem"
+        ],
+        "connect_to": [
+          {
+            "target": "185b6f2a-1e5a-5e88-95b2-c3161ff8d2ec",
+            "relation": "embeds",
+            "ref": "[images/image-15-Analyst, N.jpg]",
+            "position": {
+              "start": 368,
+              "end": 400
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "7d8c7af8-e14a-5929-953e-ff2ca52deb68",
+      "type": "image",
+      "content": "\nAnd then lastly, one of the things that's really important is the partnerships that we have with OpenAI and Anthropic, with xAI, with Meta now makes – and of course, just about every single open source in the world. There's 1.5 million AI models on Hugging Face, all of it runs on NVIDIA CUDA. And so an open source in totality probably represents the largest – the second largest model in the world, OpenAI is the largest, second largest, probably all the collection of all the open sources. Yeah. Thanks for taking the question. I guess, sticking with the idea as a platform and extreme co-design, some of the news over this last quarter has obviously been NVIDIA's ability or push to bring Vera CPUs to market on a standalone solution basis.0\n[images/image-18-And then l.jpg]\n",
+      "path": "images/image-18-And then l.jpg",
+      "metadata": {
+        "length": 780,
+        "summary": "image-18\nAnd then lastly, one of the things that's really important is the partnerships that we have with OpenAI and Anthropic, with xAI, with Meta now makes – and of course, just about every single open source in the world. There's 1.5 million AI models on Hugging Face, all of it runs on NVIDIA CUDA. And so an open source in totality probably represents the largest – the second largest model in the world, OpenAI is the largest, second largest, probably all the collection of all the open sources. Yeah. Thanks for taking the question. I guess, sticking with the idea as a platform and extreme co-design, some of the news over this last quarter has obviously been NVIDIA's ability or push to bring Vera CPUs to market on a standalone solution basis.0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "file_path": "images/image-18-And then l.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "02cfdf07-d0d6-5068-8a59-8bc02f71e7d6",
+      "type": "text",
+      "content": "Analyst, Wells Fargo Securities LLC\n\nAnd then lastly, one of the things that's really important is the partnerships that we have with OpenAI and Anthropic, with xAI, with Meta now makes – and of course, just about every single open source in the world. There's 1.5 million AI models on Hugging Face, all of it runs on NVIDIA CUDA. And so an open source in totality probably represents the largest – the second largest model in the world, OpenAI is the largest, second largest, probably all the collection of all the open sources. Yeah. Thanks for taking the question. I guess, sticking with the idea as a platform and extreme co-design, some of the news over this last quarter has obviously been NVIDIA's ability or push to bring Vera CPUs to market on a standalone solution basis.0\n[images/image-18-And then l.jpg]\n\nYeah. Thanks for taking the question. I guess, sticking with the idea as a platform and extreme co-design, some of the news over this last quarter has obviously been NVIDIA's ability or push to bring Vera CPUs to market on a standalone solution basis.\nSo, I guess, Jensen, I'm curious of what's the importance that Vera plays in this architecture evolution as we move forward? Is this being driven more by the proliferation or the heterogeneity of inference workloads? I'm just curious of how you see that evolving for NVIDIA, particularly on a standalone CPU basis? Thank you.",
+      "path": "NVDA-Q4-2026-Earnings-Call-25-February-2026-5_00-PM-ET.pdf/QUESTION AND ANSWER SECTION/Aaron Rakers",
+      "metadata": {
+        "length": 1394,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "tokens": [
+          "Analyst",
+          "Wells",
+          "Fargo",
+          "Securities",
+          "LLC",
+          "And",
+          "lastly",
+          "things",
+          "important",
+          "partnerships",
+          "OpenAI",
+          "Anthropic",
+          "xAI",
+          "Meta",
+          "makes",
+          "single",
+          "open",
+          "source",
+          "world",
+          "There",
+          "1.5",
+          "million",
+          "AI",
+          "models",
+          "Hugging",
+          "Face",
+          "runs",
+          "NVIDIA",
+          "CUDA",
+          "totality",
+          "represents",
+          "largest",
+          "model",
+          "collection",
+          "sources",
+          "Yeah",
+          "Thanks",
+          "taking",
+          "question",
+          "guess",
+          "sticking",
+          "idea",
+          "platform",
+          "extreme",
+          "design",
+          "news",
+          "quarter",
+          "ability",
+          "push",
+          "bring",
+          "Vera",
+          "CPUs",
+          "market",
+          "standalone",
+          "solution",
+          "basis.0",
+          "basis",
+          "So",
+          "Jensen",
+          "curious",
+          "importance",
+          "plays",
+          "architecture",
+          "evolution",
+          "move",
+          "forward",
+          "Is",
+          "driven",
+          "proliferation",
+          "heterogeneity",
+          "inference",
+          "workloads",
+          "evolving",
+          "CPU",
+          "Thank"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "7d8c7af8-e14a-5929-953e-ff2ca52deb68",
+            "relation": "embeds",
+            "ref": "[images/image-18-And then l.jpg]",
+            "position": {
+              "start": 783,
+              "end": 815
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "63763a3e-40d9-55b3-9fef-a271526681d9",
+      "type": "image",
+      "content": "\nYeah. Thanks for taking the question. I guess, sticking with the idea as a platform and extreme co-design, some of the news over this last quarter has obviously been NVIDIA's ability or push to bring Vera CPUs to market on a standalone solution basis. Yeah, thanks. And I'll tell you some more about it at GTC. But at the highest level, we made fundamentally different architecture decisions about our CPUs compared to the rest of the world's CPUs.0\n[images/image-19-Yeah. Than.jpg]\n",
+      "path": "images/image-19-Yeah. Than.jpg",
+      "metadata": {
+        "length": 484,
+        "summary": "image-19\nYeah. Thanks for taking the question. I guess, sticking with the idea as a platform and extreme co-design, some of the news over this last quarter has obviously been NVIDIA's ability or push to bring Vera CPUs to market on a standalone solution basis. Yeah, thanks. And I'll tell you some more about it at GTC. But at the highest level, we made fundamentally different architecture decisions about our CPUs compared to the rest of the world's CPUs.0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "file_path": "images/image-19-Yeah. Than.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "0bd3e813-6e30-50a5-8b67-009d8f182054",
+      "type": "text",
+      "content": "Co-Founder, President, Chief Executive Officer & Director, NVIDIA Corp.\n\nYeah. Thanks for taking the question. I guess, sticking with the idea as a platform and extreme co-design, some of the news over this last quarter has obviously been NVIDIA's ability or push to bring Vera CPUs to market on a standalone solution basis. Yeah, thanks. And I'll tell you some more about it at GTC. But at the highest level, we made fundamentally different architecture decisions about our CPUs compared to the rest of the world's CPUs.0\n[images/image-19-Yeah. Than.jpg]\n\nYeah, thanks. And I'll tell you some more about it at GTC. But at the highest level, we made fundamentally different architecture decisions about our CPUs compared to the rest of the world's CPUs.\nIt's the only data center CPU that supports LPDDR5. It is designed to be focused on very high data processing capabilities. And the reason for that is because most of the computing problems that we're interested in are data-driven, artificial intelligence being one.\nAnd the single threaded performance and this ratio with bandwidth is just off the charts. And we made those architectural decisions because in the entire phase – the different phases of AI from data processing before you even do training, you have to do data processing. So, you have data processing, pre-training, and in post-training now the AI's are learning how to use tools and the usage of tools, many of those tools run in CPU-only environments or they run in CPU or GPU accelerated environments. And Vera was designed to be an excellent CPU for post-training and so some of the use cases in the entire pipeline of artificial intelligence includes using a lot of CPUs.\nWe love CPUs as well as GPUs. And when you accelerate the algorithms to the limit, as we have, Amdahl's law would suggest that you need really, really fast single threaded CPUs. And that's the reason why we built, Grace to be a extraordinarily great at single threaded performance and Vera is off the charts better than that.\nOperator: Your next question comes from Tim Arcuri with UBS. Your line is open.",
+      "path": "NVDA-Q4-2026-Earnings-Call-25-February-2026-5_00-PM-ET.pdf/QUESTION AND ANSWER SECTION/Jen Hsun Huang_9",
+      "metadata": {
+        "length": 2102,
+        "summary": "NVIDIA's co-founder discusses the Vera CPU's unique architecture, emphasizing its support for LPDDR5 and focus on high data processing capabilities for AI workloads. The CPU is designed for data processing, pre-training, and post-training phases, with exceptional single-threaded performance and bandwidth ratio, making it suitable for CPU-only or GPU-accelerated environments.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "tokens": [
+          "Co",
+          "Founder",
+          "President",
+          "Chief",
+          "Executive",
+          "Officer",
+          "Director",
+          "NVIDIA",
+          "Corp",
+          "Yeah",
+          "Thanks",
+          "taking",
+          "question",
+          "guess",
+          "sticking",
+          "idea",
+          "platform",
+          "extreme",
+          "design",
+          "news",
+          "quarter",
+          "ability",
+          "push",
+          "bring",
+          "Vera",
+          "CPUs",
+          "market",
+          "standalone",
+          "solution",
+          "basis",
+          "And",
+          "ll",
+          "GTC",
+          "But",
+          "highest",
+          "level",
+          "made",
+          "fundamentally",
+          "architecture",
+          "decisions",
+          "compared",
+          "rest",
+          "world",
+          "CPUs.0",
+          "It",
+          "data",
+          "center",
+          "CPU",
+          "supports",
+          "LPDDR5",
+          "designed",
+          "focused",
+          "high",
+          "processing",
+          "capabilities",
+          "reason",
+          "computing",
+          "problems",
+          "interested",
+          "driven",
+          "artificial",
+          "intelligence",
+          "single",
+          "threaded",
+          "performance",
+          "ratio",
+          "bandwidth",
+          "charts",
+          "architectural",
+          "entire",
+          "phase",
+          "phases",
+          "AI",
+          "training",
+          "So",
+          "pre",
+          "post",
+          "learning",
+          "tools",
+          "usage",
+          "run",
+          "environments",
+          "GPU",
+          "accelerated",
+          "excellent",
+          "cases",
+          "pipeline",
+          "includes",
+          "lot",
+          "We",
+          "love",
+          "GPUs",
+          "accelerate",
+          "algorithms",
+          "limit",
+          "Amdahl",
+          "law",
+          "suggest",
+          "fast",
+          "built",
+          "Grace",
+          "extraordinarily",
+          "great",
+          "Operator",
+          "Your",
+          "Tim",
+          "Arcuri",
+          "UBS",
+          "line",
+          "open"
+        ],
+        "keywords": [
+          "Vera CPU",
+          "AI data processing",
+          "single-threaded performance"
+        ],
+        "connect_to": [
+          {
+            "target": "63763a3e-40d9-55b3-9fef-a271526681d9",
+            "relation": "embeds",
+            "ref": "[images/image-19-Yeah. Than.jpg]",
+            "position": {
+              "start": 523,
+              "end": 555
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "22cb2d0d-cea3-5951-9a89-b5e53e5f0bc1",
+      "type": "image",
+      "content": "\nAnd one of the best use cases of GPUs in space is imaging, to be able to image at extremely high resolutions using, of course, optics and artificial intelligence and to be able to do that computation of reprojection of different angles and be able to upres and do noise reduction and just be able to see, be able to image at very large, very high resolutions, extremely large scales, and very, very fast. It's hard to do that by sending petabytes and Hi. Thanks for taking my question. I want to pick up with the comment you made on the script about revenue diversification. I believe, Colette, you said that hyperscalers were over 50% of revenues, but growth was led by the rest of your Data Center customers. And as a clarification, I just want to make sure I understood that, does that imply your non-hyperscale customers grew faster. And if so, what are the – can you help us understand what are the non-hyperscalers doing different. Are they doing different things than the hyperscalers or the same things on a different scale and does this – do you expect this trend to continue? Would you expect your customer base to evolve to a point where non-hyperscalers are becoming a bigger part of your, the larger part of your business? Thank you.0\n[images/image-16-And one of.jpg]\n",
+      "path": "images/image-16-And one of.jpg_2",
+      "metadata": {
+        "length": 1282,
+        "summary": "image-16\nAnd one of the best use cases of GPUs in space is imaging, to be able to image at extremely high resolutions using, of course, optics and artificial intelligence and to be able to do that computation of reprojection of different angles and be able to upres and do noise reduction and just be able to see, be able to image at very large, very high resolutions, extremely large scales, and very, very fast. It's hard to do that by sending petabytes and Hi. Thanks for taking my question. I want to pick up with the comment you made on the script about revenue diversification. I believe, Colette, you said that hyperscalers were over 50% of revenues, but growth was led by the rest of your Data Center customers. And as a clarification, I just want to make sure I understood that, does that imply your non-hyperscale customers grew faster. And if so, what are the – can you help us understand what are the non-hyperscalers doing different. Are they doing different things than the hyperscalers or the same things on a different scale and does this – do you expect this trend to continue? Would you expect your customer base to evolve to a point where non-hyperscalers are becoming a bigger part of your, the larger part of your business? Thank you.0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "file_path": "images/image-16-And one of.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "41f339e3-6b08-56f7-8680-f35cbb2eb176",
+      "type": "text",
+      "content": "Analyst, UBS Securities LLC\n\nAnd one of the best use cases of GPUs in space is imaging, to be able to image at extremely high resolutions using, of course, optics and artificial intelligence and to be able to do that computation of reprojection of different angles and be able to upres and do noise reduction and just be able to see, be able to image at very large, very high resolutions, extremely large scales, and very, very fast. It's hard to do that by sending petabytes and Hi. Thanks for taking my question. I want to pick up with the comment you made on the script about revenue diversification. I believe, Colette, you said that hyperscalers were over 50% of revenues, but growth was led by the rest of your Data Center customers. And as a clarification, I just want to make sure I understood that, does that imply your non-hyperscale customers grew faster. And if so, what are the – can you help us understand what are the non-hyperscalers doing different. Are they doing different things than the hyperscalers or the same things on a different scale and does this – do you expect this trend to continue? Would you expect your customer base to evolve to a point where non-hyperscalers are becoming a bigger part of your, the larger part of your business? Thank you.0\n[images/image-16-And one of.jpg]\n\nThanks a lot. Colette, I was wondering if you can talk about the deployment of capital. I know that you really jacked up the purchase commits. But it sounds like maybe you're over the hump on this, and you're going to probably generate about \\$100 billion in cash this year.\nSo, and, pretty much no matter how good the results have been, the stock hasn't really gone up much. So I would think that you probably feel like this is a pretty good price to be buying back a bunch of it here. So I was wondering if you can talk about that like, question being, why not put a big stake in the ground and just, have a huge share repo here? Thanks.",
+      "path": "NVDA-Q4-2026-Earnings-Call-25-February-2026-5_00-PM-ET.pdf/QUESTION AND ANSWER SECTION/Timothy Arcuri",
+      "metadata": {
+        "length": 1950,
+        "summary": "The passage discusses GPU use in space for high-resolution imaging via optics and AI, and a Q&A about revenue diversification at UBS Securities LLC. Colette notes hyperscalers are over 50% of revenues but growth is led by other data center customers, implying non-hyperscale customers grew faster. The question explores whether these customers do different things or the same on a different scale, and if this trend will continue. Another question addresses capital deployment, noting increased purchase commitments and potential $100 billion cash generation, suggesting a large share repurchase might be warranted given stagnant stock performance.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "tokens": [
+          "Analyst",
+          "UBS",
+          "Securities",
+          "LLC",
+          "And",
+          "cases",
+          "GPUs",
+          "space",
+          "imaging",
+          "image",
+          "extremely",
+          "high",
+          "resolutions",
+          "optics",
+          "artificial",
+          "intelligence",
+          "computation",
+          "reprojection",
+          "angles",
+          "upres",
+          "noise",
+          "reduction",
+          "large",
+          "scales",
+          "fast",
+          "It",
+          "hard",
+          "sending",
+          "petabytes",
+          "Hi",
+          "Thanks",
+          "taking",
+          "question",
+          "pick",
+          "comment",
+          "made",
+          "script",
+          "revenue",
+          "diversification",
+          "Colette",
+          "hyperscalers",
+          "50%",
+          "revenues",
+          "growth",
+          "led",
+          "rest",
+          "Data",
+          "Center",
+          "customers",
+          "clarification",
+          "make",
+          "understood",
+          "imply",
+          "hyperscale",
+          "grew",
+          "faster",
+          "understand",
+          "Are",
+          "things",
+          "scale",
+          "expect",
+          "trend",
+          "continue",
+          "Would",
+          "customer",
+          "base",
+          "evolve",
+          "point",
+          "bigger",
+          "part",
+          "larger",
+          "business",
+          "Thank",
+          "you.0",
+          "lot",
+          "wondering",
+          "talk",
+          "deployment",
+          "capital",
+          "jacked",
+          "purchase",
+          "commits",
+          "But",
+          "sounds",
+          "hump",
+          "generate",
+          "100",
+          "billion",
+          "cash",
+          "year",
+          "So",
+          "pretty",
+          "matter",
+          "good",
+          "results",
+          "stock",
+          "hasn",
+          "feel",
+          "price",
+          "buying",
+          "back",
+          "bunch",
+          "put",
+          "big",
+          "stake",
+          "ground",
+          "huge",
+          "share",
+          "repo"
+        ],
+        "keywords": [
+          "GPU",
+          "space imaging",
+          "revenue"
+        ],
+        "connect_to": [
+          {
+            "target": "22cb2d0d-cea3-5951-9a89-b5e53e5f0bc1",
+            "relation": "embeds",
+            "ref": "[images/image-16-And one of.jpg]",
+            "position": {
+              "start": 1277,
+              "end": 1309
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "672e58f5-030b-5fd4-b408-334d4ef4610d",
+      "type": "image",
+      "content": "\nAnalyst, Evercore Group LLC Yes. Let's see if we can help on this question. So when you think about our top five, as we articulated as being our CSPs, our hyperscalers, and they have right now, [ph] as I said (49:15) about 50% of our total revenue. There's a big organization, therefore, of diversity of all different other types of companies that we are working with. That it goes through our AI model makers, that goes through our enterprises, that goes to supercomputing, it goes to our sovereigns. There's a lot of other different facts on there. But you are correct, it's a very fast growing area as well.0\n[images/image-17-Analyst, E.jpg]\n",
+      "path": "images/image-17-Analyst, E.jpg_2",
+      "metadata": {
+        "length": 646,
+        "summary": "image-17\nAnalyst, Evercore Group LLC Yes. Let's see if we can help on this question. So when you think about our top five, as we articulated as being our CSPs, our hyperscalers, and they have right now, [ph] as I said (49:15) about 50% of our total revenue. There's a big organization, therefore, of diversity of all different other types of companies that we are working with. That it goes through our AI model makers, that goes through our enterprises, that goes to supercomputing, it goes to our sovereigns. There's a lot of other different facts on there. But you are correct, it's a very fast growing area as well.0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "file_path": "images/image-17-Analyst, E.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "463ccb46-071c-5232-9414-484e0bb2efd5",
+      "type": "text",
+      "content": "Chief Financial Officer & Executive Vice President, NVIDIA Corp.\n\nAnalyst, Evercore Group LLC Yes. Let's see if we can help on this question. So when you think about our top five, as we articulated as being our CSPs, our hyperscalers, and they have right now, [ph] as I said (49:15) about 50% of our total revenue. There's a big organization, therefore, of diversity of all different other types of companies that we are working with. That it goes through our AI model makers, that goes through our enterprises, that goes to supercomputing, it goes to our sovereigns. There's a lot of other different facts on there. But you are correct, it's a very fast growing area as well.0\n[images/image-17-Analyst, E.jpg]\n\nSo, thanks for the question. We look at our capital return, very, very carefully. And we do believe that one of the most important things that we can do is really supporting the extreme ecosystem that's in front of us. That stems from everywhere, from our suppliers and the work that we need to do to assure that we can have the supply that's needed and help them from a capacity, all the way that we are in terms of the early developers of the AI solutions, that will be on our platform.\nSo we will continue to make this a very important part of our process and strategic investments. But of course, we are still repurchasing our stock. We are still with our dividend as well. And we will continue to find the right unique opportunities within the year for doing those different purchases.\nOperator: Your final question comes from Jim Schneider with Goldman Sachs. Your line is open.",
+      "path": "NVDA-Q4-2026-Earnings-Call-25-February-2026-5_00-PM-ET.pdf/QUESTION AND ANSWER SECTION/Colette M. Kress_3",
+      "metadata": {
+        "length": 1596,
+        "summary": "The Chief Financial Officer and Executive Vice President of NVIDIA Corp. discusses the company's revenue distribution, noting that top customers (CSPs and hyperscalers) account for about 50% of total revenue, with diverse other clients including AI model makers, enterprises, supercomputing, and sovereign entities. He emphasizes careful capital return management, prioritizing support for the AI ecosystem through supplier capacity and early developer investments, while continuing stock repurchases and dividends. The passage ends with an operator introducing the final question from Jim Schneider of Goldman Sachs.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "tokens": [
+          "Chief",
+          "Financial",
+          "Officer",
+          "Executive",
+          "Vice",
+          "President",
+          "NVIDIA",
+          "Corp",
+          "Analyst",
+          "Evercore",
+          "Group",
+          "LLC",
+          "Yes",
+          "Let",
+          "question",
+          "So",
+          "top",
+          "articulated",
+          "CSPs",
+          "hyperscalers",
+          "ph",
+          "49",
+          "15",
+          "50%",
+          "total",
+          "revenue",
+          "There",
+          "big",
+          "organization",
+          "diversity",
+          "types",
+          "companies",
+          "working",
+          "That",
+          "AI",
+          "model",
+          "makers",
+          "enterprises",
+          "supercomputing",
+          "sovereigns",
+          "lot",
+          "facts",
+          "But",
+          "correct",
+          "fast",
+          "growing",
+          "area",
+          "well.0",
+          "We",
+          "capital",
+          "return",
+          "carefully",
+          "And",
+          "important",
+          "things",
+          "supporting",
+          "extreme",
+          "ecosystem",
+          "front",
+          "stems",
+          "suppliers",
+          "work",
+          "assure",
+          "supply",
+          "needed",
+          "capacity",
+          "terms",
+          "early",
+          "developers",
+          "solutions",
+          "platform",
+          "continue",
+          "make",
+          "part",
+          "process",
+          "strategic",
+          "investments",
+          "repurchasing",
+          "stock",
+          "dividend",
+          "find",
+          "unique",
+          "opportunities",
+          "year",
+          "purchases",
+          "Operator",
+          "Your",
+          "final",
+          "Jim",
+          "Schneider",
+          "Goldman",
+          "Sachs",
+          "line",
+          "open"
+        ],
+        "keywords": [
+          "capital return",
+          "AI ecosystem",
+          "strategic investments"
+        ],
+        "connect_to": [
+          {
+            "target": "672e58f5-030b-5fd4-b408-334d4ef4610d",
+            "relation": "embeds",
+            "ref": "[images/image-17-Analyst, E.jpg]",
+            "position": {
+              "start": 678,
+              "end": 710
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "ebd8d672-ee16-54a2-a1e0-40c6bb0f7b1b",
+      "type": "image",
+      "content": "\nSo, thanks for the question. We look at our capital return, very, very carefully. And we do believe that one of the most important things that we can do is really supporting the extreme ecosystem that's in front of us. That stems from everywhere, from our suppliers and the work that we need to do to assure that we can have the supply that's needed and help them from a capacity, all the way that we are in terms of the early developers of the AI solutions, that will be on our platform. Thank you for taking my question. Jensen, you've previously outlined the potential to get to \\$3 trillion to \\$4 trillion of data center CapEx by 2030, which implies a potential acceleration in growth rates, which you sort of guided to this, at least this next quarter.0\n[images/image-20-So, thanks.jpg]\n",
+      "path": "images/image-20-So, thanks.jpg",
+      "metadata": {
+        "length": 794,
+        "summary": "image-20\nSo, thanks for the question. We look at our capital return, very, very carefully. And we do believe that one of the most important things that we can do is really supporting the extreme ecosystem that's in front of us. That stems from everywhere, from our suppliers and the work that we need to do to assure that we can have the supply that's needed and help them from a capacity, all the way that we are in terms of the early developers of the AI solutions, that will be on our platform. Thank you for taking my question. Jensen, you've previously outlined the potential to get to \\$3 trillion to \\$4 trillion of data center CapEx by 2030, which implies a potential acceleration in growth rates, which you sort of guided to this, at least this next quarter.0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "file_path": "images/image-20-So, thanks.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "981f0a25-944f-5cde-b391-efcfa287f2ac",
+      "type": "text",
+      "content": "Analyst, Goldman Sachs & Co. LLC\n\nSo, thanks for the question. We look at our capital return, very, very carefully. And we do believe that one of the most important things that we can do is really supporting the extreme ecosystem that's in front of us. That stems from everywhere, from our suppliers and the work that we need to do to assure that we can have the supply that's needed and help them from a capacity, all the way that we are in terms of the early developers of the AI solutions, that will be on our platform. Thank you for taking my question. Jensen, you've previously outlined the potential to get to \\$3 trillion to \\$4 trillion of data center CapEx by 2030, which implies a potential acceleration in growth rates, which you sort of guided to this, at least this next quarter.0\n[images/image-20-So, thanks.jpg]\n\nThank you for taking my question. Jensen, you've previously outlined the potential to get to \\$3 trillion to \\$4 trillion of data center CapEx by 2030, which implies a potential acceleration in growth rates, which you sort of guided to this, at least this next quarter.\nThe question is, what are some of the key application areas that you believe are most likely to drive that inflection? Is that physical AI, agentic or something else? And do you still feel good about that \\$3 trillion to \\$4 trillion envelope? Thank you.",
+      "path": "NVDA-Q4-2026-Earnings-Call-25-February-2026-5_00-PM-ET.pdf/QUESTION AND ANSWER SECTION/James Edward Schneider",
+      "metadata": {
+        "length": 1352,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "tokens": [
+          "Analyst",
+          "Goldman",
+          "Sachs",
+          "Co",
+          "LLC",
+          "So",
+          "question",
+          "We",
+          "capital",
+          "return",
+          "carefully",
+          "And",
+          "important",
+          "things",
+          "supporting",
+          "extreme",
+          "ecosystem",
+          "front",
+          "That",
+          "stems",
+          "suppliers",
+          "work",
+          "assure",
+          "supply",
+          "needed",
+          "capacity",
+          "terms",
+          "early",
+          "developers",
+          "AI",
+          "solutions",
+          "platform",
+          "Thank",
+          "taking",
+          "Jensen",
+          "ve",
+          "previously",
+          "outlined",
+          "potential",
+          "trillion",
+          "data",
+          "center",
+          "CapEx",
+          "2030",
+          "implies",
+          "acceleration",
+          "growth",
+          "rates",
+          "sort",
+          "guided",
+          "quarter.0",
+          "quarter",
+          "The",
+          "key",
+          "application",
+          "areas",
+          "drive",
+          "inflection",
+          "Is",
+          "physical",
+          "agentic",
+          "feel",
+          "good",
+          "envelope"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "ebd8d672-ee16-54a2-a1e0-40c6bb0f7b1b",
+            "relation": "embeds",
+            "ref": "[images/image-20-So, thanks.jpg]",
+            "position": {
+              "start": 794,
+              "end": 826
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "570655e7-fd3d-5e83-9e1f-244ca5e99803",
+      "type": "image",
+      "content": "\nThank you for taking my question. Jensen, you've previously outlined the potential to get to \\$3 trillion to \\$4 trillion of data center CapEx by 2030, which implies a potential acceleration in growth rates, which you sort of guided to this, at least this next quarter. Yeah. Let's back that up and just reason through it from a few different ways. So the first way is on first principles. The way that software is done in the future using AI is token driven. And I think everybody talks about tokenomics and, talks about data centers generating tokens and inference is about generating tokens. And, we generate0\n[images/image-21-Thank you .jpg]\n",
+      "path": "images/image-21-Thank you .jpg",
+      "metadata": {
+        "length": 647,
+        "summary": "image-21\nThank you for taking my question. Jensen, you've previously outlined the potential to get to \\$3 trillion to \\$4 trillion of data center CapEx by 2030, which implies a potential acceleration in growth rates, which you sort of guided to this, at least this next quarter. Yeah. Let's back that up and just reason through it from a few different ways. So the first way is on first principles. The way that software is done in the future using AI is token driven. And I think everybody talks about tokenomics and, talks about data centers generating tokens and inference is about generating tokens. And, we generate0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "file_path": "images/image-21-Thank you .jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "f2773083-0cc3-57af-8055-e7e77c5cb62d",
+      "type": "text",
+      "content": "Co-Founder, President, Chief Executive Officer & Director, NVIDIA Corp.\n\nThank you for taking my question. Jensen, you've previously outlined the potential to get to \\$3 trillion to \\$4 trillion of data center CapEx by 2030, which implies a potential acceleration in growth rates, which you sort of guided to this, at least this next quarter. Yeah. Let's back that up and just reason through it from a few different ways. So the first way is on first principles. The way that software is done in the future using AI is token driven. And I think everybody talks about tokenomics and, talks about data centers generating tokens and inference is about generating tokens. And, we generate0\n[images/image-21-Thank you .jpg]\n\nYeah. Let's back that up and just reason through it from a few different ways. So the first way is on first principles. The way that software is done in the future using AI is token driven. And I think everybody talks about tokenomics and, talks about data centers generating tokens and inference is about generating tokens. And, we generate\ntokens. We're just talking about tokens. How NVIDIA's NVLink 72 enabled us to generate tokens at 50 times better performance per unit energy than the previous generation. And so token generation is at the center of almost everything that relates to software in the future and relates to computing.\nIf you look at the way we use computing in the past, however, the amount of computation demand for software in the past is a tiny fraction of what is necessary in the future. And AI is here. AI is not going to go back. AI is only going to – only get better from here. And so if you think about it and you said, okay, well, the world was investing about \\$300 billion to \\$400 billion a year in classical computing. And now AI is here and the amount of computation necessary is a thousand times higher than the way we used to do computing, the computing demand is just a lot higher.\nAnd so if we continue to believe there's value in it, and we'll talk about that in a second, then the world will invest to produce that token. And so the amount of token generation capability that the world needs is a lot more than \\$700 billion.\nAnd I'm fairly confident that we're going to continue to generate tokens. We're going to continue to invest in compute capacity from this point out. And fundamentally, because every single company depends on software, every software will depend on AI, and so every company will produce tokens. And that's the reason why I call them AI factories.\nAnd whether you're a company in the cloud data centers, you have AI factories to generate tokens for your revenues. If you're a enterprise software company, you're going to generate tokens for the agentic systems that are on top of your tools. If you are a robotics factory and self-driving car's first indication of that, you have huge supercomputers, which are basically AI factories to generate tokens that goes into your cars, that becomes its AI. And then you also have to put computers inside the cars to continuously generate tokens. And so, we're fairly sure now that this is the future of computing.\nNow, why is it so certain that this is the future of computing? And the reason for that is because the way we used to do software was pre-recorded. Everything was captured a priori. We pre-compile the software, we pre-write the content, we pre-record the videos. But now everything is generative in real-time. And when it's generated in real-time, it can take into context of the person, the situation, the query, and the intentions could all be taken into consideration to generate the outcome of this new software we call AI, agentic AI.\nAnd so the amount of computation necessary is far, far greater than prerecorded, just as a computer has a lot more computation capability than a DVD recorder, a DVD player that was pre-recorded, artificial intelligence needs a lot more computing capability than the way we used to do software in the past.\nNow, the question about computation, about sustainability at the first level is just at the computer science level, this is the way computing is going to be done. Now, from an industrial level, because all of our companies, in the final analysis are powered by software and the cloud companies are powered by software. And if the new software requires tokens to be generated and the tokens are monetized, then it stands to reason that their data center build-out directly drives their revenues. And so compute drives revenues. And I think they all understand that. I think people are increasingly starting to understand that as well.\nAnd then lastly, the benefits that AI produces for the world ultimately has to generate revenues. And we're seeing right in front, right being developed as we see – as we stand here, agentic AI has turned an inflection point, and it literally happened in the last couple of two, three months. Of course, inside the industry, we've been seeing it for a while, probably six months or so, but the world is now awaken to the agentic AI inflection. The agents are super smart. They're solving real problems. Coding is obviously supported by agentic systems now. And all of our coders here at NVIDIA are using agentic systems, either Claude Code or OpenAI Codex enormously to – and oftentimes both and Cursor, oftentimes all three, depends on the use case. But they have agents and co-design partners, engineering partners to help them solve problems.\nAnd you could see their revenues skyrocketing. These companies, in the case of Anthropic, I think their revenues 10xed in a year. And they are severely capacity constrained because demand is just incredible. And the token demand is incredible. The token generation rate is growing exponentially. And the same thing with, of course, OpenAI, their demand is incredible. And so the more compute that they can stand online, bring online, the faster their revenues will grow. And that goes back to the comment that I was saying that inference is revenues, that compute equals revenues now in this new world.\nAnd in a lot of ways, that's the reason why we say it's a new industrial revolution. There are new factories, new infrastructure being built and this new way of doing computing is not going to go back. And so to the extent that we believe that producing tokens is going to be the future of computing, which I believe, and I think largely the industry believes, then we're going to be building out this capacity from this point forward and continue to expand from here.\nNow the thing that is – the wave that we're seeing now is the agentic AI inflection and the next inflection beyond that is physical AI, where we take AI and these agentic systems into the physical applications such as manufacturing, such as robotics. And so that's a giant opportunity ahead. Okay.\nOperator: This concludes the question-and-answer session. I'll turn the call to Toshiya Hari.",
+      "path": "NVDA-Q4-2026-Earnings-Call-25-February-2026-5_00-PM-ET.pdf/QUESTION AND ANSWER SECTION/Jen Hsun Huang_10",
+      "metadata": {
+        "length": 6933,
+        "summary": "The speaker argues that AI-driven token generation is the future of computing, requiring far more computation than classical methods. They note that data center CapEx could reach $3-4 trillion by 2030, as token generation drives revenue for cloud and enterprise companies. The rise of agentic AI and physical AI are key inflection points, with demand for compute growing exponentially. Inference is directly linked to revenue, making AI factories a new industrial revolution.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "tokens": [
+          "Co",
+          "Founder",
+          "President",
+          "Chief",
+          "Executive",
+          "Officer",
+          "Director",
+          "NVIDIA",
+          "Corp",
+          "Thank",
+          "taking",
+          "question",
+          "Jensen",
+          "ve",
+          "previously",
+          "outlined",
+          "potential",
+          "trillion",
+          "data",
+          "center",
+          "CapEx",
+          "2030",
+          "implies",
+          "acceleration",
+          "growth",
+          "rates",
+          "sort",
+          "guided",
+          "quarter",
+          "Yeah",
+          "Let",
+          "back",
+          "reason",
+          "ways",
+          "So",
+          "principles",
+          "The",
+          "software",
+          "future",
+          "AI",
+          "token",
+          "driven",
+          "And",
+          "talks",
+          "tokenomics",
+          "centers",
+          "generating",
+          "tokens",
+          "inference",
+          "generate0",
+          "generate",
+          "We",
+          "talking",
+          "How",
+          "NVLink",
+          "72",
+          "enabled",
+          "50",
+          "times",
+          "performance",
+          "unit",
+          "energy",
+          "previous",
+          "generation",
+          "relates",
+          "computing",
+          "If",
+          "past",
+          "amount",
+          "computation",
+          "demand",
+          "tiny",
+          "fraction",
+          "world",
+          "investing",
+          "300",
+          "billion",
+          "400",
+          "year",
+          "classical",
+          "thousand",
+          "higher",
+          "lot",
+          "continue",
+          "ll",
+          "talk",
+          "invest",
+          "produce",
+          "capability",
+          "700",
+          "fairly",
+          "confident",
+          "compute",
+          "capacity",
+          "point",
+          "fundamentally",
+          "single",
+          "company",
+          "depends",
+          "depend",
+          "call",
+          "factories",
+          "cloud",
+          "revenues",
+          "enterprise",
+          "agentic",
+          "systems",
+          "top",
+          "tools",
+          "robotics",
+          "factory",
+          "driving",
+          "car",
+          "indication",
+          "huge",
+          "supercomputers",
+          "basically",
+          "cars",
+          "put",
+          "computers",
+          "inside",
+          "continuously",
+          "Now",
+          "pre",
+          "recorded",
+          "Everything",
+          "captured",
+          "priori",
+          "compile",
+          "write",
+          "content",
+          "record",
+          "videos",
+          "But",
+          "generative",
+          "real",
+          "time",
+          "generated",
+          "context",
+          "person",
+          "situation",
+          "query",
+          "intentions",
+          "consideration",
+          "outcome",
+          "greater",
+          "prerecorded",
+          "computer",
+          "DVD",
+          "recorder",
+          "player",
+          "artificial",
+          "intelligence",
+          "sustainability",
+          "level",
+          "science",
+          "industrial",
+          "companies",
+          "final",
+          "analysis",
+          "powered",
+          "requires",
+          "monetized",
+          "stands",
+          "build",
+          "directly",
+          "drives",
+          "understand",
+          "people",
+          "increasingly",
+          "starting",
+          "lastly",
+          "benefits",
+          "produces",
+          "ultimately",
+          "front",
+          "developed",
+          "stand",
+          "turned",
+          "inflection",
+          "literally",
+          "happened",
+          "couple",
+          "months",
+          "Of",
+          "industry",
+          "awaken",
+          "agents",
+          "super",
+          "smart",
+          "They",
+          "solving",
+          "problems",
+          "Coding",
+          "supported",
+          "coders",
+          "Claude",
+          "Code",
+          "OpenAI",
+          "Codex",
+          "enormously",
+          "oftentimes",
+          "Cursor",
+          "case",
+          "design",
+          "partners",
+          "engineering",
+          "solve",
+          "skyrocketing",
+          "These",
+          "Anthropic",
+          "10xed",
+          "severely",
+          "constrained",
+          "incredible",
+          "rate",
+          "growing",
+          "exponentially",
+          "thing",
+          "online",
+          "bring",
+          "faster",
+          "grow",
+          "comment",
+          "equals",
+          "revolution",
+          "There",
+          "infrastructure",
+          "built",
+          "extent",
+          "producing",
+          "largely",
+          "believes",
+          "building",
+          "forward",
+          "expand",
+          "wave",
+          "physical",
+          "applications",
+          "manufacturing",
+          "giant",
+          "opportunity",
+          "ahead",
+          "Okay",
+          "Operator",
+          "This",
+          "concludes",
+          "answer",
+          "session",
+          "turn",
+          "Toshiya",
+          "Hari"
+        ],
+        "keywords": [
+          "AI tokens",
+          "data centers",
+          "agentic AI"
+        ],
+        "connect_to": [
+          {
+            "target": "570655e7-fd3d-5e83-9e1f-244ca5e99803",
+            "relation": "embeds",
+            "ref": "[images/image-21-Thank you .jpg]",
+            "position": {
+              "start": 686,
+              "end": 718
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "246fa2dc-12b6-53f2-a5d4-c797bce952a6",
+      "type": "text",
+      "content": "Vice President, Investor Relations & Strategic Finance, NVIDIA Corp.\nIn closing, please note, Jensen will be participating in a fireside chat at the Morgan Stanley TMT Conference in San Francisco on March 4. He'll also be giving a keynote at GTC in San Jose on March 16. Our earnings call to discuss the results of our first quarter of fiscal 2027 is scheduled for May 20. Thank you for joining us today. Operator, please go ahead and close the call.\nOperator: Thank you. This concludes today's conference call. You may now disconnect.",
+      "path": "NVDA-Q4-2026-Earnings-Call-25-February-2026-5_00-PM-ET.pdf/QUESTION AND ANSWER SECTION/Toshiya Hari",
+      "metadata": {
+        "length": 535,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "tokens": [
+          "Vice",
+          "President",
+          "Investor",
+          "Relations",
+          "Strategic",
+          "Finance",
+          "NVIDIA",
+          "Corp",
+          "In",
+          "closing",
+          "note",
+          "Jensen",
+          "participating",
+          "fireside",
+          "chat",
+          "Morgan",
+          "Stanley",
+          "TMT",
+          "Conference",
+          "San",
+          "Francisco",
+          "March",
+          "He",
+          "ll",
+          "giving",
+          "keynote",
+          "GTC",
+          "Jose",
+          "16",
+          "Our",
+          "earnings",
+          "call",
+          "discuss",
+          "results",
+          "quarter",
+          "fiscal",
+          "2027",
+          "scheduled",
+          "May",
+          "20",
+          "Thank",
+          "joining",
+          "today",
+          "Operator",
+          "ahead",
+          "close",
+          "This",
+          "concludes",
+          "conference",
+          "You",
+          "disconnect"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "c6f6c60a-4fce-51a0-afe5-e2d478f5d2c9",
+      "type": "text",
+      "content": "The information herein is based on sources we believe to be reliable but is not guaranteed by us and does not purport to be a complete or error-free statement or summary of the available data. As such, we do not warrant, endorse or guarantee the completeness, accuracy, integrity, or timeliness of the information. You must evaluate, and bear all risks associated with, the use of any information provided hereunder, including any reliance on the accuracy, completeness, safety or usefulness of such information. This information is not intended to be used as the primary basis of investment decisions. It should not be construed as advice designed to meet the particular investment needs of any investor. This report is published solely for information purposes, and is not to be construed as financial or other advice or as an offer to sell or the solicitation of an offer to buy any security in any state where such an offer or solicitation would be illegal. Any information expressed herein on this date is subject to change without notice. Any opinions or assertions contained in this information do not represent the opinions or beliefs of FactSet CallStreet, LLC. FactSet CallStreet, LLC, or one or more of its employees, including the writer of this report, may have a position in any of the securities discussed herein.\nTHE INFORMATION PROVIDED TO YOU HEREUNDER IS PROVIDED \"AS IS,\" AND TO THE MAXIMUM EXTENT PERMITTED BY APPLICABLE LAW, FactSet CallStreet, LLC AND ITS LICENSORS, BUSINESS ASSOCIATES AND SUPPLIERS DISCLAIM ALL WARRANTIES WITH RESPECT TO THE SAME, EXPRESS, IMPLIED AND STATUTORY, INCLUDING WITHOUT LIMITATION ANY IMPLIED WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE, ACCURACY, COMPLETENESS, AND NON-INFRINGEMENT. TO THE MAXIMUM EXTENT PERMITTED BY APPLICABLE LAW, NEITHER FACTSET CALLSTREET, LLC NOR ITS OFFICERS, MEMBERS, DIRECTORS, PARTNERS, AFFILIATES, BUSINESS ASSOCIATES, LICENSORS OR SUPPLIERS WILL BE LIABLE FOR ANY INDIRECT, INCIDENTAL, SPECIAL, CONSEQUENTIAL OR PUNITIVE DAMAGES, INCLUDING WITHOUT LIMITATION DAMAGES FOR LOST PROFITS OR REVENUES, GOODWILL, WORK STOPPAGE, SECURITY BREACHES, VIRUSES, COMPUTER FAILURE OR MALFUNCTION, USE, DATA OR OTHER INTANGIBLE LOSSES OR COMMERCIAL DAMAGES, EVEN IF ANY OF SUCH PARTIES IS ADVISED OF THE POSSIBILITY OF SUCH LOSSES, ARISING UNDER OR IN CONNECTION WITH THE INFORMATION PROVIDED HEREIN OR ANY OTHER SUBJECT MATTER HEREOF.\nThe contents and appearance of this report are Copyrighted FactSet CallStreet, LLC 2026 CallStreet and FactSet CallStreet, LLC are trademarks and service marks of FactSet CallStreet, LLC. All other trademarks mentioned are trademarks of their respective companies. All rights reserved.",
+      "path": "NVDA-Q4-2026-Earnings-Call-25-February-2026-5_00-PM-ET.pdf/Disclaimer",
+      "metadata": {
+        "length": 2710,
+        "summary": "This document is a legal disclaimer stating that the information provided is based on reliable sources but is not guaranteed for completeness or accuracy. It disclaims all warranties and liability for any damages arising from its use, clarifies it is not investment advice, and notes copyright ownership by FactSet CallStreet, LLC.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: NVIDIA Corp. (NVDA), MANAGEMENT DISCUSSION SECTION, QUESTION AND ANSWER SECTION, Disclaimer",
+        "tokens": [
+          "The",
+          "information",
+          "based",
+          "sources",
+          "reliable",
+          "guaranteed",
+          "purport",
+          "complete",
+          "error",
+          "free",
+          "statement",
+          "summary",
+          "data",
+          "As",
+          "warrant",
+          "endorse",
+          "guarantee",
+          "completeness",
+          "accuracy",
+          "integrity",
+          "timeliness",
+          "You",
+          "evaluate",
+          "bear",
+          "risks",
+          "provided",
+          "hereunder",
+          "including",
+          "reliance",
+          "safety",
+          "usefulness",
+          "This",
+          "intended",
+          "primary",
+          "basis",
+          "investment",
+          "decisions",
+          "It",
+          "construed",
+          "advice",
+          "designed",
+          "meet",
+          "investor",
+          "report",
+          "published",
+          "solely",
+          "purposes",
+          "financial",
+          "offer",
+          "sell",
+          "solicitation",
+          "buy",
+          "security",
+          "state",
+          "illegal",
+          "Any",
+          "expressed",
+          "date",
+          "subject",
+          "change",
+          "notice",
+          "opinions",
+          "assertions",
+          "contained",
+          "represent",
+          "beliefs",
+          "FactSet",
+          "CallStreet",
+          "LLC",
+          "employees",
+          "writer",
+          "position",
+          "securities",
+          "discussed",
+          "THE",
+          "INFORMATION",
+          "PROVIDED",
+          "TO",
+          "YOU",
+          "HEREUNDER",
+          "IS",
+          "AS",
+          "AND",
+          "MAXIMUM",
+          "EXTENT",
+          "PERMITTED",
+          "BY",
+          "APPLICABLE",
+          "LAW",
+          "ITS",
+          "LICENSORS",
+          "BUSINESS",
+          "ASSOCIATES",
+          "SUPPLIERS",
+          "DISCLAIM",
+          "ALL",
+          "WARRANTIES",
+          "WITH",
+          "RESPECT",
+          "SAME",
+          "EXPRESS",
+          "IMPLIED",
+          "STATUTORY",
+          "INCLUDING",
+          "WITHOUT",
+          "LIMITATION",
+          "ANY",
+          "OF",
+          "MERCHANTABILITY",
+          "FITNESS",
+          "FOR",
+          "PARTICULAR",
+          "PURPOSE",
+          "ACCURACY",
+          "COMPLETENESS",
+          "NON",
+          "INFRINGEMENT",
+          "NEITHER",
+          "FACTSET",
+          "CALLSTREET",
+          "NOR",
+          "OFFICERS",
+          "MEMBERS",
+          "DIRECTORS",
+          "PARTNERS",
+          "AFFILIATES",
+          "OR",
+          "WILL",
+          "BE",
+          "LIABLE",
+          "INDIRECT",
+          "INCIDENTAL",
+          "SPECIAL",
+          "CONSEQUENTIAL",
+          "PUNITIVE",
+          "DAMAGES",
+          "LOST",
+          "PROFITS",
+          "REVENUES",
+          "GOODWILL",
+          "WORK",
+          "STOPPAGE",
+          "SECURITY",
+          "BREACHES",
+          "VIRUSES",
+          "COMPUTER",
+          "FAILURE",
+          "MALFUNCTION",
+          "USE",
+          "DATA",
+          "OTHER",
+          "INTANGIBLE",
+          "LOSSES",
+          "COMMERCIAL",
+          "EVEN",
+          "IF",
+          "SUCH",
+          "PARTIES",
+          "ADVISED",
+          "POSSIBILITY",
+          "ARISING",
+          "UNDER",
+          "IN",
+          "CONNECTION",
+          "HEREIN",
+          "SUBJECT",
+          "MATTER",
+          "HEREOF",
+          "contents",
+          "appearance",
+          "Copyrighted",
+          "2026",
+          "trademarks",
+          "service",
+          "marks",
+          "All",
+          "mentioned",
+          "respective",
+          "companies",
+          "rights",
+          "reserved"
+        ],
+        "keywords": [
+          "Disclaimer",
+          "Investment",
+          "Liability"
+        ],
+        "connect_to": []
+      }
+    }
+  ]
+}
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-q4-fy26-earnings-call/doc_nav.json b/apps/api/app/data/demo_documents/financial-nvda-q4-fy26-earnings-call/doc_nav.json
new file mode 100644
index 000000000..a8d215fd8
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-q4-fy26-earnings-call/doc_nav.json
@@ -0,0 +1,425 @@
+{
+  "version": "1.0",
+  "file_name": "NVDA Q4 FY26 Earnings Call Transcript.pdf",
+  "stats": {
+    "total_chunks": 63,
+    "text_chunks": 38,
+    "image_chunks": 25,
+    "table_chunks": 0,
+    "max_depth": 2
+  },
+  "sections": [
+    {
+      "title": "Root",
+      "path": "NVDA-Q4-2026-Earnings-Call-25-February-2026-5_00-PM-ET.pdf",
+      "level": 1,
+      "summary": "25-Feb-2026",
+      "chunk_count": 1,
+      "children": []
+    },
+    {
+      "title": "NVIDIA Corp. (NVDA)",
+      "path": "NVDA-Q4-2026-Earnings-Call-25-February-2026-5_00-PM-ET.pdf/NVIDIA Corp. (NVDA)",
+      "level": 1,
+      "summary": "Q4 2026 Earnings Call",
+      "chunk_count": 4,
+      "children": [
+        {
+          "title": "CORPORATE PARTICIPANTS",
+          "path": "NVDA-Q4-2026-Earnings-Call-25-February-2026-5_00-PM-ET.pdf/NVIDIA Corp. (NVDA)/CORPORATE PARTICIPANTS",
+          "level": 2,
+          "summary": "Toshiya Hari Vice President, Investor Relations & Strategic Finance, NVIDIA Corp. Colette M. Kress Chief Financial Officer & Executive Vice President, NVIDIA Corp. Jen Hsun Huang Co-Founder, President, Chief Executive Officer & Director, NVIDIA Corp.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "OTHER PARTICIPANTS",
+          "path": "NVDA-Q4-2026-Earnings-Call-25-February-2026-5_00-PM-ET.pdf/NVIDIA Corp. (NVDA)/OTHER PARTICIPANTS",
+          "level": 2,
+          "summary": "Vivek Arya Analyst, BofA Securities, Inc. Joe Moore Analyst, Morgan Stanley & Co. LLC Harlan Sur Analyst, JPMorgan Securities LLC",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "C.J. Muse",
+          "path": "NVDA-Q4-2026-Earnings-Call-25-February-2026-5_00-PM-ET.pdf/NVIDIA Corp. (NVDA)/C.J. Muse",
+          "level": 2,
+          "summary": "Analyst, Cantor Fitzgerald & Co. Stacy A. Rasgon Analyst, Bernstein Research Atif Malik Analyst, Citigroup Global Markets, Inc. Ben Reitzes Analyst, Melius Research LLC Antoine Chkaiban Analyst, New Street Research LLP Mark Lipacis Analyst, Evercore Group LLC Aaron Rakers Analyst, Wells Fargo Securities LLC Timothy Arcuri Analyst, UBS Securities LLC James Edward Schneider Analyst, Goldman Sachs & Co. LLC",
+          "chunk_count": 1,
+          "children": []
+        }
+      ]
+    },
+    {
+      "title": "MANAGEMENT DISCUSSION SECTION",
+      "path": "NVDA-Q4-2026-Earnings-Call-25-February-2026-5_00-PM-ET.pdf/MANAGEMENT DISCUSSION SECTION",
+      "level": 1,
+      "summary": "Operator: Good afternoon. My name is Sarah, and I will be your conference operator today. At this time, I would like to welcome everyone to NVIDIA's Fourth Quarter Earnings Call. All lines have been placed on mute to prevent any background noise. After the speakers' remarks, there will be a question-and-answer session. [Operator Instructions] Thank you. Toshiya Hari, you may begin your conference.",
+      "chunk_count": 5,
+      "children": [
+        {
+          "title": "Toshiya Hari",
+          "path": "NVDA-Q4-2026-Earnings-Call-25-February-2026-5_00-PM-ET.pdf/MANAGEMENT DISCUSSION SECTION/Toshiya Hari",
+          "level": 2,
+          "summary": "NVIDIA held its Q4 fiscal 2026 earnings call on February 25, 2026, with CEO Jensen Huang and CFO Colette Kress. The call included forward-looking statements, non-GAAP financial measures, and a replay available until the Q1 FY27 call. Content is proprietary and cannot be reproduced without permission.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Colette M. Kress",
+          "path": "NVDA-Q4-2026-Earnings-Call-25-February-2026-5_00-PM-ET.pdf/MANAGEMENT DISCUSSION SECTION/Colette M. Kress",
+          "level": 2,
+          "summary": "NVIDIA reported record Q4 revenue of $68 billion, up 73% year-over-year, driven by strong Data Center growth (up 75% to $62 billion) and Blackwell architecture demand. Full-year Data Center revenue reached $194 billion. Networking revenue hit $11 billion, up 3.5x. Gaming revenue rose 47% to $3.7 billion. Professional Visualization crossed $1 billion. Automotive revenue was $604 million. Q1 FY27 revenue outlook is $78 billion. The company highlighted AI infrastructure demand, sovereign AI, and the Rubin platform launch.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Jen Hsun Huang",
+          "path": "NVDA-Q4-2026-Earnings-Call-25-February-2026-5_00-PM-ET.pdf/MANAGEMENT DISCUSSION SECTION/Jen Hsun Huang",
+          "level": 2,
+          "summary": "NVIDIA's CEO highlights deepened partnerships with OpenAI, Meta, Anthropic, and xAI. OpenAI launched GPT-5.3-Codex on NVIDIA systems. Meta is deploying millions of Blackwell and Rubin GPUs. NVIDIA invested $10 billion in Anthropic, whose Claude Cowork platform drives enterprise AI adoption. A non-exclusive licensing agreement with Groq was also announced.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Toshiya Hari_2",
+          "path": "NVDA-Q4-2026-Earnings-Call-25-February-2026-5_00-PM-ET.pdf/MANAGEMENT DISCUSSION SECTION/Toshiya Hari_2",
+          "level": 2,
+          "summary": "Vice President, Investor Relations & Strategic Finance, NVIDIA Corp. We will now transition to Q&A. Operator, please poll for questions.",
+          "chunk_count": 1,
+          "children": []
+        }
+      ]
+    },
+    {
+      "title": "QUESTION AND ANSWER SECTION",
+      "path": "NVDA-Q4-2026-Earnings-Call-25-February-2026-5_00-PM-ET.pdf/QUESTION AND ANSWER SECTION",
+      "level": 1,
+      "summary": "Operator: [Operator Instructions] Your first question comes from Vivek Arya with Bank of America Securities. Your line is open.",
+      "chunk_count": 27,
+      "children": [
+        {
+          "title": "Vivek Arya",
+          "path": "NVDA-Q4-2026-Earnings-Call-25-February-2026-5_00-PM-ET.pdf/QUESTION AND ANSWER SECTION/Vivek Arya",
+          "level": 2,
+          "summary": "An analyst questions NVIDIA's confidence in customer CapEx growth, noting cloud CapEx near $700 billion and compressed cash flow. Jensen is asked about growth visibility into 2027 and whether NVIDIA can grow if customer CapEx does not increase.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Jen Hsun Huang",
+          "path": "NVDA-Q4-2026-Earnings-Call-25-February-2026-5_00-PM-ET.pdf/QUESTION AND ANSWER SECTION/Jen Hsun Huang",
+          "level": 2,
+          "summary": "The speaker, an analyst from BofA Securities, expresses strong confidence in cash flow growth driven by the inflection of agentic AI. They argue that in the new AI era, compute capacity directly equals revenues, as tokens require compute to generate. Citing productive use of tools like Codex and Claude Code, and enterprise ISVs building agentic systems, they assert we have reached an inflection point where tokens are profitable for both customers and cloud providers. The speaker notes that annual CapEx has shifted from $300-400 billion on traditional software to AI, where compute translates directly to growth and revenues.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Joe Moore",
+          "path": "NVDA-Q4-2026-Earnings-Call-25-February-2026-5_00-PM-ET.pdf/QUESTION AND ANSWER SECTION/Joe Moore",
+          "level": 2,
+          "summary": "The speaker expresses confidence in cash flow growth driven by the inflection of agentic AI and enterprise adoption. They argue that in the AI era, compute equals revenues, as generating tokens requires compute capacity. The discussion highlights strategic investments in companies like Anthropic and OpenAI, and views the balance sheet as a tool to strengthen NVIDIA's ecosystem position and participate in growth.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Jen Hsun Huang_2",
+          "path": "NVDA-Q4-2026-Earnings-Call-25-February-2026-5_00-PM-ET.pdf/QUESTION AND ANSWER SECTION/Jen Hsun Huang_2",
+          "level": 2,
+          "summary": "The speaker, a co-founder and CEO of NVIDIA, emphasizes the company's ecosystem as its core strength. They highlight that startups, clouds, data centers, and AI systems are built on NVIDIA's platform, starting from CUDA. The goal is to expand this ecosystem across AI domains like language, physics, biology, robotics, and manufacturing. NVIDIA has evolved from a GPU computing platform to an AI infrastructure company, with stacks for computing, AI models, networking, and DPUs. Investments focus on deepening ecosystem reach across enterprise, industrial, science, and robotics sectors.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Harlan Sur",
+          "path": "NVDA-Q4-2026-Earnings-Call-25-February-2026-5_00-PM-ET.pdf/QUESTION AND ANSWER SECTION/Harlan Sur",
+          "level": 2,
+          "summary": "The passage discusses the growth of networking revenues in NVIDIA's data center business, highlighting a 3.6x year-over-year increase in Q4 driven by the Spectrum-X Ethernet Switching platform. The annualized run rate for Spectrum-X is estimated to have risen from around $10 billion in the first half of last year to $11-12 billion in the second half. The speaker asks Jensen about the current trend of the Spectrum run rate, especially with upcoming products like Spectrum-XGS and the 102T Spectrum-6 Switching platform.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Jen Hsun Huang_3",
+          "path": "NVDA-Q4-2026-Earnings-Call-25-February-2026-5_00-PM-ET.pdf/QUESTION AND ANSWER SECTION/Jen Hsun Huang_3",
+          "level": 2,
+          "summary": "NVIDIA positions itself as an AI infrastructure company, with networking as a key growth area. The company invented NVLink for rack-scale computing and uses Spectrum-X and InfiniBand for scaling out. Networking revenue is accelerating, with Spectrum-X Ethernet being a major success. NVIDIA is now a leading networking company, and its AI infrastructure business is growing rapidly due to the significant value of network performance improvements in large AI factories.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "C.J. Muse",
+          "path": "NVDA-Q4-2026-Earnings-Call-25-February-2026-5_00-PM-ET.pdf/QUESTION AND ANSWER SECTION/C.J. Muse",
+          "level": 2,
+          "summary": "The passage discusses NVIDIA's dominance in networking, highlighting their success with Spectrum-X Ethernet and continued support for InfiniBand. It also addresses a question about future roadmap, specifically regarding customized silicon for workloads or customers, leveraging a dielet architecture.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Jen Hsun Huang_4",
+          "path": "NVDA-Q4-2026-Earnings-Call-25-February-2026-5_00-PM-ET.pdf/QUESTION AND ANSWER SECTION/Jen Hsun Huang_4",
+          "level": 2,
+          "summary": "NVIDIA's CEO discusses the company's approach to dielet usage, preferring to minimize dielet crossings to reduce latency and power. He contrasts this with competitors, highlighting NVIDIA's architectural and software advantages through CUDA. The architecture compatibility across GPU generations (A100, Hopper, Blackwell) ensures software optimizations benefit the entire installed base, improving performance per dollar and per watt. He also hints at extending architecture with Groq as an accelerator, similar to the Mellanox integration.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Stacy A. Rasgon",
+          "path": "NVDA-Q4-2026-Earnings-Call-25-February-2026-5_00-PM-ET.pdf/QUESTION AND ANSWER SECTION/Stacy A. Rasgon",
+          "level": 2,
+          "summary": "The passage discusses NVIDIA's GPU architecture compatibility, emphasizing how CUDA enables infrastructure versatility. The speaker notes that architectural compatibility across GPU generations (Blackwell, Hopper, Ampere) allows software optimizations to benefit the entire installed base, keeping older GPUs like A100 performant. The second part addresses a question about sequential growth in data center revenue, noting a $10 billion quarterly increase and asking about similar acceleration for the upcoming Rubin architecture. A follow-up question asks about gaming revenue expectations for fiscal 2027 given memory constraints.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Colette M. Kress",
+          "path": "NVDA-Q4-2026-Earnings-Call-25-February-2026-5_00-PM-ET.pdf/QUESTION AND ANSWER SECTION/Colette M. Kress",
+          "level": 2,
+          "summary": "The CFO discusses sequential growth expectations for NVIDIA, noting a $10 billion sequential increase in data center revenue. Blackwell sales will continue alongside the ramp of Vera Rubin in the second half of the year, with strong customer demand expected. Gaming supply remains tight for a few quarters, with potential year-over-year growth later in the year.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Atif Malik",
+          "path": "NVDA-Q4-2026-Earnings-Call-25-February-2026-5_00-PM-ET.pdf/QUESTION AND ANSWER SECTION/Atif Malik",
+          "level": 2,
+          "summary": "Analyst, Citigroup Global Markets, Inc. It's too early yet to determine how much in terms of that Vera Rubin, that beginning ramp will start in the second half and we'll get through it. But no confusion in terms of the strong demand and the interest. We do expect pretty much every single customer to be purchasing Vera Rubin. The question is, are, how soon are we in market and how soon are they able to stand that up in terms of in their data centers? That was your first part. Thank you for taking my question. Jensen, I'm curious if you can touch on the importance of CUDA as now more of the investment dollars in AI are coming from inference workloads?0 [images/image-11-It's too e.jpg] Thank you for taking my question. Jensen, I'm curious if you can touch on the importance of CUDA as now more of the investment dollars in AI are coming from inference workloads?",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Jen Hsun Huang_5",
+          "path": "NVDA-Q4-2026-Earnings-Call-25-February-2026-5_00-PM-ET.pdf/QUESTION AND ANSWER SECTION/Jen Hsun Huang_5",
+          "level": 2,
+          "summary": "The speaker, a co-founder and CEO of NVIDIA, discusses the critical role of CUDA and NVLink 72 in AI inference. Without CUDA, inference would be impossible. NVLink 72 enables a 50x improvement in performance per watt and 35x in performance per dollar through new parallelization algorithms. Inference performance directly translates to revenue for customers, as token generation has become exponential. For data centers, inference tokens per watt equals dollars per watt, making architecture choice crucial for maximizing revenue under power constraints. The speaker emphasizes that compute equals revenue, and investing in the right architecture is strategic for earnings.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Ben Reitzes",
+          "path": "NVDA-Q4-2026-Earnings-Call-25-February-2026-5_00-PM-ET.pdf/QUESTION AND ANSWER SECTION/Ben Reitzes",
+          "level": 2,
+          "summary": "Analyst, Melius Research LLC For the Data Centers, inference tokens per watt translates directly to the revenues of the CSPs. And the reason for that is because everybody is power limited. And so, I mean, no matter how many data centers you have, each data center, 100 megawatts or 1 gigawatt has power limits. So the architecture that has the best performance per watt translates because each token, the performance tokens per watt, each token is dollarized, tokens per watt translates to dollars per watt, which translates in a gigawatt directly to revenues. Yeah. Hey, thanks. First, let me say kudos on including the stock-comp in non-GAAP. I think that's a great move, but that isn't my question. My question is around gross margins and the sustainability of the mid-70s long-term. Should we read into the visibility on supply being available into calendar 2027 that it's sustainable until then?0 [images/image-13-For the Da.jpg] Yeah. Hey, thanks. First, let me say kudos on including the stock-comp in non-GAAP. I think that's a great move, but that isn't my question. My question is around gross margins...the visibility on supply being available into calendar 2027 that it's sustainable until then? And then Jensen, what about after that? Are there innovations in memory consumption you can unveil that makes us feel better about the ability to keep margins at that level for a long time? Thanks.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Jen Hsun Huang_6",
+          "path": "NVDA-Q4-2026-Earnings-Call-25-February-2026-5_00-PM-ET.pdf/QUESTION AND ANSWER SECTION/Jen Hsun Huang_6",
+          "level": 2,
+          "summary": "The passage discusses NVIDIA's advancements in AI inference, highlighting the critical role of CUDA and the new NVLink 72 technology. NVLink 72 enables a 50x improvement in performance per watt and 35x in performance per dollar, representing a generational leap. The speaker, a co-founder and CEO, emphasizes that delivering such dramatic performance gains is the key driver of gross margins. The strategy involves releasing a new AI infrastructure annually, with six new chips this year and more planned for the next-generation Rubin, to meet exponentially growing compute demand for modern software.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Antoine Chkaiban",
+          "path": "NVDA-Q4-2026-Earnings-Call-25-February-2026-5_00-PM-ET.pdf/QUESTION AND ANSWER SECTION/Antoine Chkaiban",
+          "level": 2,
+          "summary": "Analyst, New Street Research LLP Every – the reason why we're moving so fast is because number one, the demand for tokens in the world as a result of the inflection points that we've gone through has now – has gone completely exponential. I think we're all seeing that, to the point where even our six-year old GPUs in the cloud are completely consumed, and the pricing is going up. Hi. Thanks a lot for taking my question. I'd like to ask about space data centers, which some of your customers are considering. How feasible do you think that is and what kind of horizon? And what do the economics look like today? And how do you think that could evolve over time? Thank you.0 [images/image-14-Every – th.jpg] Hi. Thanks a lot for taking my question. I'd like to ask about space data centers, which some of your customers are considering. How feasible do you think that is and what kind of horizon? And what do the economics look like today? And how do you think that could evolve over time? Thank you.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Jen Hsun Huang_7",
+          "path": "NVDA-Q4-2026-Earnings-Call-25-February-2026-5_00-PM-ET.pdf/QUESTION AND ANSWER SECTION/Jen Hsun Huang_7",
+          "level": 2,
+          "summary": "The passage discusses the economics and technical challenges of computing in space, highlighting NVIDIA's role with the first GPU in space (Hopper). It contrasts space conditions (abundance of energy, cold, no airflow) with Earth, noting heat dissipation via radiators and the impracticality of liquid cooling. Key applications include high-resolution imaging using AI for reprojection, upscaling, and noise reduction, processing data in space rather than sending petabytes to Earth.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Mark Lipacis",
+          "path": "NVDA-Q4-2026-Earnings-Call-25-February-2026-5_00-PM-ET.pdf/QUESTION AND ANSWER SECTION/Mark Lipacis",
+          "level": 2,
+          "summary": "An analyst asks about revenue diversification, noting that hyperscalers account for over 50% of revenues but growth is led by other data center customers. The question seeks clarification on whether non-hyperscale customers grew faster, what they are doing differently, and if this trend will continue, potentially making non-hyperscalers a larger part of the business.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Colette M. Kress_2",
+          "path": "NVDA-Q4-2026-Earnings-Call-25-February-2026-5_00-PM-ET.pdf/QUESTION AND ANSWER SECTION/Colette M. Kress_2",
+          "level": 2,
+          "summary": "The speaker discusses Nvidia's revenue composition, noting that its top five customers (CSPs and hyperscalers) account for about 50% of total revenue. The remaining revenue comes from a diverse range of customers including AI model makers, enterprises, supercomputing, and sovereign entities. This diversity is seen as a strength, with the company serving various cloud providers and customers globally.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Jen Hsun Huang_8",
+          "path": "NVDA-Q4-2026-Earnings-Call-25-February-2026-5_00-PM-ET.pdf/QUESTION AND ANSWER SECTION/Jen Hsun Huang_8",
+          "level": 2,
+          "summary": "The speaker, an NVIDIA executive, discusses the company's competitive advantages: its CUDA platform's ubiquity across clouds and devices, its cultivation of a diverse ecosystem spanning robotics, self-driving cars, and AI across multiple domains, and key partnerships with OpenAI, Anthropic, xAI, and Meta. They highlight that 1.5 million AI models on Hugging Face run on NVIDIA CUDA, making the platform safe and easy to invest in.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Aaron Rakers",
+          "path": "NVDA-Q4-2026-Earnings-Call-25-February-2026-5_00-PM-ET.pdf/QUESTION AND ANSWER SECTION/Aaron Rakers",
+          "level": 2,
+          "summary": "Analyst, Wells Fargo Securities LLC And then lastly, one of the things that's really important is the partnerships that we have with OpenAI and Anthropic, with xAI, with Meta now makes – and of course, just about every single open source in the world. There's 1.5 million AI models on Hugging Face, all of it runs on NVIDIA CUDA. And so an open source in totality probably represents the largest – the second largest model in the world, OpenAI is the largest, second largest, probably all the collection of all the open sources. Yeah. Thanks for taking the question. I guess, sticking with the idea as a platform and extreme co-design, some of the news over this last quarter has obviously been NVIDIA's ability or push to bring Vera CPUs to market on a standalone solution basis.0 [images/image-18-And then l.jpg] Yeah. Thanks for taking the question. I guess, sticking with the idea as a platform and extreme co-design, some of the news over this last quarter has obviously been NVIDIA's ability or push to bring Vera CPUs to market on a standalone solution basis. So, I guess, Jensen, I'm curious of what's the importance that Vera plays in this architecture evolution as we move forward? Is this being driven more by the proliferation or the heterogeneity of inference workloads? I'm just curious of how you see that evolving for NVIDIA, particularly on a standalone CPU basis? Thank you.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Jen Hsun Huang_9",
+          "path": "NVDA-Q4-2026-Earnings-Call-25-February-2026-5_00-PM-ET.pdf/QUESTION AND ANSWER SECTION/Jen Hsun Huang_9",
+          "level": 2,
+          "summary": "NVIDIA's co-founder discusses the Vera CPU's unique architecture, emphasizing its support for LPDDR5 and focus on high data processing capabilities for AI workloads. The CPU is designed for data processing, pre-training, and post-training phases, with exceptional single-threaded performance and bandwidth ratio, making it suitable for CPU-only or GPU-accelerated environments.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Timothy Arcuri",
+          "path": "NVDA-Q4-2026-Earnings-Call-25-February-2026-5_00-PM-ET.pdf/QUESTION AND ANSWER SECTION/Timothy Arcuri",
+          "level": 2,
+          "summary": "The passage discusses GPU use in space for high-resolution imaging via optics and AI, and a Q&A about revenue diversification at UBS Securities LLC. Colette notes hyperscalers are over 50% of revenues but growth is led by other data center customers, implying non-hyperscale customers grew faster. The question explores whether these customers do different things or the same on a different scale, and if this trend will continue. Another question addresses capital deployment, noting increased purchase commitments and potential $100 billion cash generation, suggesting a large share repurchase might be warranted given stagnant stock performance.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Colette M. Kress_3",
+          "path": "NVDA-Q4-2026-Earnings-Call-25-February-2026-5_00-PM-ET.pdf/QUESTION AND ANSWER SECTION/Colette M. Kress_3",
+          "level": 2,
+          "summary": "The Chief Financial Officer and Executive Vice President of NVIDIA Corp. discusses the company's revenue distribution, noting that top customers (CSPs and hyperscalers) account for about 50% of total revenue, with diverse other clients including AI model makers, enterprises, supercomputing, and sovereign entities. He emphasizes careful capital return management, prioritizing support for the AI ecosystem through supplier capacity and early developer investments, while continuing stock repurchases and dividends. The passage ends with an operator introducing the final question from Jim Schneider of Goldman Sachs.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "James Edward Schneider",
+          "path": "NVDA-Q4-2026-Earnings-Call-25-February-2026-5_00-PM-ET.pdf/QUESTION AND ANSWER SECTION/James Edward Schneider",
+          "level": 2,
+          "summary": "Analyst, Goldman Sachs & Co. LLC So, thanks for the question. We look at our capital return, very, very carefully. And we do believe that one of the most important things that we can do is really supporting the extreme ecosystem that's in front of us. That stems from everywhere, from our suppliers and the work that we need to do to assure that we can have the supply that's needed and help them from a capacity, all the way that we are in terms of the early developers of the AI solutions, that will be on our platform. Thank you for taking my question. Jensen, you've previously outlined the potential to get to \\$3 trillion to \\$4 trillion of data center CapEx by 2030, which implies a potential acceleration in growth rates, which you sort of guided to this, at least this next quarter.0 [images/image-20-So, thanks.jpg] Thank you for taking my question. Jensen, you've previously outlined the potential to get to \\$3 trillion to \\$4 trillion of data center CapEx by 2030, which implies a potential acceleration in growth rates, which you sort of guided to this, at least this next quarter. The question is, what are some of the key application areas that you believe are most likely to drive that inflection? Is that physical AI, agentic or something else? And do you still feel good about that \\$3 trillion to \\$4 trillion envelope? Thank you.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Jen Hsun Huang_10",
+          "path": "NVDA-Q4-2026-Earnings-Call-25-February-2026-5_00-PM-ET.pdf/QUESTION AND ANSWER SECTION/Jen Hsun Huang_10",
+          "level": 2,
+          "summary": "The speaker argues that AI-driven token generation is the future of computing, requiring far more computation than classical methods. They note that data center CapEx could reach $3-4 trillion by 2030, as token generation drives revenue for cloud and enterprise companies. The rise of agentic AI and physical AI are key inflection points, with demand for compute growing exponentially. Inference is directly linked to revenue, making AI factories a new industrial revolution.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Toshiya Hari",
+          "path": "NVDA-Q4-2026-Earnings-Call-25-February-2026-5_00-PM-ET.pdf/QUESTION AND ANSWER SECTION/Toshiya Hari",
+          "level": 2,
+          "summary": "Vice President, Investor Relations & Strategic Finance, NVIDIA Corp. In closing, please note, Jensen will be participating in a fireside chat at the Morgan Stanley TMT Conference in San Francisco on March 4. He'll also be giving a keynote at GTC in San Jose on March 16. Our earnings call to discuss the results of our first quarter of fiscal 2027 is scheduled for May 20. Thank you for joining us today. Operator, please go ahead and close the call. Operator: Thank you. This concludes today's conference call. You may now disconnect.",
+          "chunk_count": 1,
+          "children": []
+        }
+      ]
+    },
+    {
+      "title": "Disclaimer",
+      "path": "NVDA-Q4-2026-Earnings-Call-25-February-2026-5_00-PM-ET.pdf/Disclaimer",
+      "level": 1,
+      "summary": "This document is a legal disclaimer stating that the information provided is based on reliable sources but is not guaranteed for completeness or accuracy. It disclaims all warranties and liability for any damages arising from its use, clarifies it is not investment advice, and notes copyright ownership by FactSet CallStreet, LLC.",
+      "chunk_count": 1,
+      "children": []
+    }
+  ],
+  "resources": {
+    "images": [
+      {
+        "path": "images/image-1-We will no.jpg",
+        "summary": "image-1 We will now transition to Q&A. Operator, please poll for questions. Thanks for taking my question. I think you mentioned that you now have growth visibility into calendar 2027 also, and I think your purchase commitments kind of reflect that confidence. But Jensen, I'm curious, when you look at your top cloud customers, cloud CapEx close to \\$700 billion this year, many investors are concerned that it would be harder for this level to grow into next year. And for several of them, their cash flow generation capability is also getting compressed. So I know you're very confident about your roadmap, right, and your purchase commitments and whatnot, but how confident are you about your customers' ability to continue to grow their CapEx? And if their CapEx doesn't grow, can NVIDIA still find a way to grow in that envelope? Thank you.0"
+      },
+      {
+        "path": "images/image-2-Analyst, B.jpg",
+        "summary": "image-2 Analyst, BofA Securities, Inc. I am confident in their cash flow growing. And the reason for that is very simple. We have now seen the inflection of agentic AI and the usefulness of agents across the world in enterprises everywhere. You're seeing incredible compute demand because of it. In this new world of AI, compute is revenues. Without compute, there's no way to generate tokens. Without tokens, there's no way to grow revenues. So in this new world of AI, compute equals revenues. And I am certain that at this point, with the productive use of Codex and Claude Code and the excitement around Claude Cowork and, just the incredible enthusiasm about OpenClaw and the enterprise versions of them. All of the enterprise ISVs who are now working on agentic systems on top of their tools platforms, I am certain at this point that we are at the inflection point. We've reached the inflection point, and we're generating profitable tokens that are productive for customers and profitable for the cloud service providers. And so the simple logic of it, the simple way to think about it is computing has changed. What used to be software running on computers, modest amount of computers, call it \\$300 billion or \\$400 billion worth of CapEx each year has now gone into AI and AI in order to have, in order to generate tokens, you need compute capacity. And that translates directly to growth and that translates directly to revenues.0"
+      },
+      {
+        "path": "images/image-3-I am confi.jpg",
+        "summary": "image-3 I am confident in their cash flow growing. And the reason for that is very simple. We have now seen the inflection of agentic AI and the usefulness of agents across the world in enterprises everywhere. You're seeing incredible compute demand because of it. In this new world of AI, compute is revenues. Without compute, there's no way to generate tokens. Without tokens, there's no way to grow revenues. So in this new world of AI, compute equals revenues. And I am certain that at this point, with the productive use of Codex and Claude Code and the excitement around Claude Cowork and, just the incredible enthusiasm about OpenClaw and the enterprise versions of them. All of the enterprise ISVs who are now working on agentic systems on top of their tools platforms, I am certain at this point that we are at the inflection point. We've reached the inflection point, and we're generating profitable tokens that are productive for customers and profitable for the cloud service providers. And so the simple logic of it, the simple way to think about it is computing has changed. What used to be software running on computers, modest amount of computers, call it \\$300 billion or \\$400 billion worth of CapEx each year has now gone into AI and AI in order to have, in order to generate tokens, you need compute capacity. And that translates directly to growth and that translates directly to revenues. Great. Thank you. And congratulations on the numbers. You talked about some of the strategic investments that you've made into Anthropic and potentially OpenAI [ph] Claude as well (26:23) but also partners Intel, Nokia. Synopsys. You're clearly at the center of everything. Can you talk about the role of those investments and kind of how do you view the balance sheet as a tool to kind of grow the NVIDIA's position, the ecosystem and, and participate in that growth.0"
+      },
+      {
+        "path": "images/image-4-Analyst, M.jpg",
+        "summary": "image-4 Analyst, Morgan Stanley & Co. LLC As you know, fundamentally, at the core of everything NVIDIA is our ecosystem. That's what everybody loves about our business. The richness of our ecosystem, just about every startup in the world is working on NVIDIA's platform, we are in every cloud, we're in every on-prem data center, we're all over the world's edge and robotic systems, thousands of AI natives are built on top of NVIDIA. We want to take the great opportunity that we have as we're in the beginning of this new computing era, this new computing platform shift to put everybody on NVIDIA. Everything is already built on CUDA and so we're starting from a really terrific starting point. But as we build out the entire AI ecosystem, whether it's in AI for language or physical AI or AI physics or biology or robotics or manufacturing, we want all of these ecosystems to be built on top of NVIDIA. And this is such a wonderful opportunity for us to invest into the ecosystem across the entire stack.0"
+      },
+      {
+        "path": "images/image-5-Our ecosys.jpg",
+        "summary": "image-5 Our ecosystem is also richer today than it used to be. We used to be largely a computing platform on GPUs, but now we're a computing AI infrastructure company, and we have computing platforms on, well, every aspect of that. Good afternoon. Thanks for taking my question. Networking continues to rise as a percentage of your overall data center profile, right. Through fiscal 2026, your networking revenues accelerated on a year-over-year basis every single quarter, right. With 3.6x growth, as you guys mentioned year-over-year growth in Q4, obviously, on the strength of your scale up and scale out networking product portfolio, I would seem to remember that first half of last year, your annualized run rate on your Spectrum-X Ethernet Switching platform was around \\$10 billion annualized. It looks like that may have stepped up to around \\$11 billion, \\$12 billion in the second half of last year.0"
+      },
+      {
+        "path": "images/image-6-Good after.jpg",
+        "summary": "image-6 Good afternoon. Thanks for taking my question. Networking continues to rise as a percentage of your overall data center profile, right. Through fiscal 2026, your networking revenues accelerated on a year-over-year basis every single quarter, right. With 3.6x growth, as you guys mentioned year-over-year growth in Q4, obviously, on the strength of your scale up and scale out networking product portfolio, I would seem to remember that first half of last year, your annualized run rate on your Spectrum-X Ethernet Switching platform was around \\$10 billion annualized. It looks like that may have stepped up to around \\$11 billion, \\$12 billion in the second half of last year. Yeah. As you know, we see ourselves as an AI infrastructure company and the AI computing infrastructure includes CPUs, GPUs, and we invented NVLink to scale up the one computing node into a giant computing rack.0"
+      },
+      {
+        "path": "images/image-7-We're also.jpg",
+        "summary": "image-7 We're also now the largest networking company in the world. And if you look at Ethernet, we came into the Ethernet market about a couple of years ago into Ethernet switching. And I think that we're probably the largest Ethernet networking company in the world today, and surely will be soon. And so Spectrum-X Ethernet has been a home run for us. But we're open to however people want to do networking. Some people just really love the low latency and the scale up capability of InfiniBand. And we will continue to support that, of course. And some people love to integrate their networking across their data center based on Ethernet. And we created an Ethernet capability that extends Ethernet with artificial intelligence, way of processing in the data center and we're incredibly good at that and our Spectrum-X performance really shows it. Yeah. Good afternoon. Thank you for taking the question. I guess with CPX for large context Windows and Groq likely adding a decode specific solution. Curious how we should think about your future roadmap. Should we be thinking about customized silicon either by workload or customer, as an increasing focus by NVIDIA, particularly helped by your move to a dielet architecture? Thanks so much.0"
+      },
+      {
+        "path": "images/image-8-Analyst, C.jpg",
+        "summary": "image-8 Analyst, Cantor Fitzgerald & Co. We don't use – we want to – everybody should want to extend, push out dielet as long as they can. And the reason for that is because every time you cross a dielet you have a dielet, you have to cross an interface. Every time you cross an interface, you add latency, you add power unnecessarily. We're not allergic to dielet. We use dielets already. But we try to use dielets only when we absolutely have no choice but to do so. And so we – if you look at the Grace Blackwell architecture and the Rubin architecture, we used two giant reticle limited dies [ph] and we abut them (33:53) and that reduces the amount of architecture crossing.0"
+      },
+      {
+        "path": "images/image-9-With respe.jpg",
+        "summary": "image-9 With respect to, how we think about Groq and the low latency decoder, I've got some great ideas that I'd like to share with you at GTC, but the simple idea is that our infrastructure is incredibly versatile because of CUDA. And we're going to continue to do that. All of our GPUs are architecturally compatible, which means that when I'm working on optimizing models today for Blackwell, all of that work and all of that dedication to optimizing software stacks and new models, also benefit Hopper and also benefit Ampere. It's the reason why A100 continues to feel fresh and continues to stay performant years after we've deployed it into the world. Architecture compatibility allows us to do that. It allows us to invest enormously in software engineering and optimization, knowing that our entire installed base in the cloud, on-prem, everywhere from generations of architectures of GPUs will all benefit. And so we'll continue to do that. Hi, guys. Thanks for taking my questions. Colette, I wanted to dig a little bit into the call for sequential growth through the year. So, I mean, you grew this quarter more than \\$10 billion sequentially in data center, and the guide seems to imply the bulk of the increase \\$10 billion sequential in data centers. So, how do you see that as we go through the year, especially as Rubin ramps into the back half? Blackwell has been a pretty massive acceleration with a sequential growth. Should we expect something similar as we get to Rubin?0"
+      },
+      {
+        "path": "images/image-10-Hi, guys. .jpg",
+        "summary": "image-10 Hi, guys. Thanks for taking my questions. Colette, I wanted to dig a little bit into the call for sequential growth through the year. So, I mean, you grew this quarter more than \\$10 billion sequentially in data center, and the guide seems to imply the bulk of the increase \\$10 billion sequential in data centers. So, how do you see that as we go through the year, especially as Rubin ramps into the back half? Blackwell has been a pretty massive acceleration with a sequential growth. Should we expect something similar as we get to Rubin? Thanks, Stacy. Let me start with the revenue going forward. Again, we're trying to look at revenue quarter-by-quarter. As you think about the full year, we are absolutely going to be still selling and providing Blackwell probably at the same time that we're also seeing Vera Rubin come to market.0"
+      },
+      {
+        "path": "images/image-11-It's too e.jpg",
+        "summary": "image-11 It's too early yet to determine how much in terms of that Vera Rubin, that beginning ramp will start in the second half and we'll get through it. But no confusion in terms of the strong demand and the interest. We do expect pretty much every single customer to be purchasing Vera Rubin. The question is, are, how soon are we in market and how soon are they able to stand that up in terms of in their data centers? That was your first part. Thank you for taking my question. Jensen, I'm curious if you can touch on the importance of CUDA as now more of the investment dollars in AI are coming from inference workloads?0"
+      },
+      {
+        "path": "images/image-12-Analyst, C.jpg",
+        "summary": "image-12 Analyst, Citigroup Global Markets, Inc. Without CUDA, we wouldn't know what to do with inference. The entire stack from TensorRT LLM that we introduced a few years ago, which is still the most performant inference stack in the world. Optimizing it for NVLink, requires us to discover and invent new parallelization algorithms that sits on top of CUDA, to distribute the workload and the inferencing to take advantage of the aggregate bandwidth across NVLink 72. NVLink 72 has enabled us to deliver generationally 50 times more performance per watt. It's just an incredible leap and it's sensible. NVLink 72 is a great invention. It was hard to do, the creation of the switching technology, disaggregating the switches, building the system racks, all of that. We did it all in plain sight and everybody knew how hard it was for us to do. And, but the results are incredible. So performance per watt is 50 times, performance per dollar, 35 times and so the leap in inference is incredible.0"
+      },
+      {
+        "path": "images/image-13-For the Da.jpg",
+        "summary": "image-13 For the Data Centers, inference tokens per watt translates directly to the revenues of the CSPs. And the reason for that is because everybody is power limited. And so, I mean, no matter how many data centers you have, each data center, 100 megawatts or 1 gigawatt has power limits. So the architecture that has the best performance per watt translates because each token, the performance tokens per watt, each token is dollarized, tokens per watt translates to dollars per watt, which translates in a gigawatt directly to revenues. Yeah. Hey, thanks. First, let me say kudos on including the stock-comp in non-GAAP. I think that's a great move, but that isn't my question. My question is around gross margins and the sustainability of the mid-70s long-term. Should we read into the visibility on supply being available into calendar 2027 that it's sustainable until then?0"
+      },
+      {
+        "path": "images/image-12-Analyst, C.jpg_2",
+        "summary": "image-12 Analyst, Citigroup Global Markets, Inc. Without CUDA, we wouldn't know what to do with inference. The entire stack from TensorRT LLM that we introduced a few years ago, which is still the most performant inference stack in the world. Optimizing it for NVLink, requires us to discover and invent new parallelization algorithms that sits on top of CUDA, to distribute the workload and the inferencing to take advantage of the aggregate bandwidth across NVLink 72. NVLink 72 has enabled us to deliver generationally 50 times more performance per watt. It's just an incredible leap and it's sensible. NVLink 72 is a great invention. It was hard to do, the creation of the switching technology, disaggregating the switches, building the system racks, all of that. We did it all in plain sight and everybody knew how hard it was for us to do. And, but the results are incredible. So performance per watt is 50 times, performance per dollar, 35 times and so the leap in inference is incredible.0"
+      },
+      {
+        "path": "images/image-14-Every – th.jpg",
+        "summary": "image-14 Every – the reason why we're moving so fast is because number one, the demand for tokens in the world as a result of the inflection points that we've gone through has now – has gone completely exponential. I think we're all seeing that, to the point where even our six-year old GPUs in the cloud are completely consumed, and the pricing is going up. Hi. Thanks a lot for taking my question. I'd like to ask about space data centers, which some of your customers are considering. How feasible do you think that is and what kind of horizon? And what do the economics look like today? And how do you think that could evolve over time? Thank you.0"
+      },
+      {
+        "path": "images/image-15-Analyst, N.jpg",
+        "summary": "image-15 Analyst, New Street Research LLP Well, the economics are poor today, but it's going to improve over time. As you know, the way that space works is radically different than how it works down here. There's an abundance of energy. But solar panels are large, but there's plenty of space in space.0"
+      },
+      {
+        "path": "images/image-16-And one of.jpg",
+        "summary": "image-16 And one of the best use cases of GPUs in space is imaging, to be able to image at extremely high resolutions using, of course, optics and artificial intelligence and to be able to do that computation of reprojection of different angles and be able to upres and do noise reduction and just be able to see, be able to image at very large, very high resolutions, extremely large scales, and very, very fast. It's hard to do that by sending petabytes and Hi. Thanks for taking my question. I want to pick up with the comment you made on the script about revenue diversification. I believe, Colette, you said that hyperscalers were over 50% of revenues, but growth was led by the rest of your Data Center customers. And as a clarification, I just want to make sure I understood that, does that imply your non-hyperscale customers grew faster. And if so, what are the – can you help us understand what are the non-hyperscalers doing different. Are they doing different things than the hyperscalers or the same things on a different scale and does this – do you expect this trend to continue? Would you expect your customer base to evolve to a point where non-hyperscalers are becoming a bigger part of your, the larger part of your business? Thank you.0"
+      },
+      {
+        "path": "images/image-17-Analyst, E.jpg",
+        "summary": "image-17 Analyst, Evercore Group LLC Yes. Let's see if we can help on this question. So when you think about our top five, as we articulated as being our CSPs, our hyperscalers, and they have right now, [ph] as I said (49:15) about 50% of our total revenue. There's a big organization, therefore, of diversity of all different other types of companies that we are working with. That it goes through our AI model makers, that goes through our enterprises, that goes to supercomputing, it goes to our sovereigns. There's a lot of other different facts on there. But you are correct, it's a very fast growing area as well.0"
+      },
+      {
+        "path": "images/image-15-Analyst, N.jpg_2",
+        "summary": "image-15 Analyst, New Street Research LLP Well, the economics are poor today, but it's going to improve over time. As you know, the way that space works is radically different than how it works down here. There's an abundance of energy. But solar panels are large, but there's plenty of space in space.0"
+      },
+      {
+        "path": "images/image-18-And then l.jpg",
+        "summary": "image-18 And then lastly, one of the things that's really important is the partnerships that we have with OpenAI and Anthropic, with xAI, with Meta now makes – and of course, just about every single open source in the world. There's 1.5 million AI models on Hugging Face, all of it runs on NVIDIA CUDA. And so an open source in totality probably represents the largest – the second largest model in the world, OpenAI is the largest, second largest, probably all the collection of all the open sources. Yeah. Thanks for taking the question. I guess, sticking with the idea as a platform and extreme co-design, some of the news over this last quarter has obviously been NVIDIA's ability or push to bring Vera CPUs to market on a standalone solution basis.0"
+      },
+      {
+        "path": "images/image-19-Yeah. Than.jpg",
+        "summary": "image-19 Yeah. Thanks for taking the question. I guess, sticking with the idea as a platform and extreme co-design, some of the news over this last quarter has obviously been NVIDIA's ability or push to bring Vera CPUs to market on a standalone solution basis. Yeah, thanks. And I'll tell you some more about it at GTC. But at the highest level, we made fundamentally different architecture decisions about our CPUs compared to the rest of the world's CPUs.0"
+      },
+      {
+        "path": "images/image-16-And one of.jpg_2",
+        "summary": "image-16 And one of the best use cases of GPUs in space is imaging, to be able to image at extremely high resolutions using, of course, optics and artificial intelligence and to be able to do that computation of reprojection of different angles and be able to upres and do noise reduction and just be able to see, be able to image at very large, very high resolutions, extremely large scales, and very, very fast. It's hard to do that by sending petabytes and Hi. Thanks for taking my question. I want to pick up with the comment you made on the script about revenue diversification. I believe, Colette, you said that hyperscalers were over 50% of revenues, but growth was led by the rest of your Data Center customers. And as a clarification, I just want to make sure I understood that, does that imply your non-hyperscale customers grew faster. And if so, what are the – can you help us understand what are the non-hyperscalers doing different. Are they doing different things than the hyperscalers or the same things on a different scale and does this – do you expect this trend to continue? Would you expect your customer base to evolve to a point where non-hyperscalers are becoming a bigger part of your, the larger part of your business? Thank you.0"
+      },
+      {
+        "path": "images/image-17-Analyst, E.jpg_2",
+        "summary": "image-17 Analyst, Evercore Group LLC Yes. Let's see if we can help on this question. So when you think about our top five, as we articulated as being our CSPs, our hyperscalers, and they have right now, [ph] as I said (49:15) about 50% of our total revenue. There's a big organization, therefore, of diversity of all different other types of companies that we are working with. That it goes through our AI model makers, that goes through our enterprises, that goes to supercomputing, it goes to our sovereigns. There's a lot of other different facts on there. But you are correct, it's a very fast growing area as well.0"
+      },
+      {
+        "path": "images/image-20-So, thanks.jpg",
+        "summary": "image-20 So, thanks for the question. We look at our capital return, very, very carefully. And we do believe that one of the most important things that we can do is really supporting the extreme ecosystem that's in front of us. That stems from everywhere, from our suppliers and the work that we need to do to assure that we can have the supply that's needed and help them from a capacity, all the way that we are in terms of the early developers of the AI solutions, that will be on our platform. Thank you for taking my question. Jensen, you've previously outlined the potential to get to \\$3 trillion to \\$4 trillion of data center CapEx by 2030, which implies a potential acceleration in growth rates, which you sort of guided to this, at least this next quarter.0"
+      },
+      {
+        "path": "images/image-21-Thank you .jpg",
+        "summary": "image-21 Thank you for taking my question. Jensen, you've previously outlined the potential to get to \\$3 trillion to \\$4 trillion of data center CapEx by 2030, which implies a potential acceleration in growth rates, which you sort of guided to this, at least this next quarter. Yeah. Let's back that up and just reason through it from a few different ways. So the first way is on first principles. The way that software is done in the future using AI is token driven. And I think everybody talks about tokenomics and, talks about data centers generating tokens and inference is about generating tokens. And, we generate0"
+      }
+    ],
+    "tables": []
+  }
+}
diff --git a/apps/api/app/data/demo_documents/financial-nvda-q4-fy26-earnings-call/full.md b/apps/api/app/data/demo_documents/financial-nvda-q4-fy26-earnings-call/full.md
new file mode 100644
index 000000000..3092ab058
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-q4-fy26-earnings-call/full.md
@@ -0,0 +1,527 @@
+25-Feb-2026
+
+# NVIDIA Corp. (NVDA)
+
+Q4 2026 Earnings Call
+
+## CORPORATE PARTICIPANTS
+
+Toshiya Hari
+
+Vice President, Investor Relations & Strategic Finance, NVIDIA Corp.
+
+Colette M. Kress
+
+Chief Financial Officer & Executive Vice President, NVIDIA Corp.
+
+Jen Hsun Huang
+
+Co-Founder, President, Chief Executive Officer & Director, NVIDIA Corp.
+
+## OTHER PARTICIPANTS
+
+Vivek Arya
+
+Analyst, BofA Securities, Inc.
+
+Joe Moore
+
+Analyst, Morgan Stanley & Co. LLC
+
+Harlan Sur
+
+Analyst, JPMorgan Securities LLC
+
+C.J. Muse
+
+Analyst, Cantor Fitzgerald & Co.
+
+Stacy A. Rasgon
+
+Analyst, Bernstein Research
+
+Atif Malik
+
+Analyst, Citigroup Global Markets, Inc.
+
+Ben Reitzes
+
+Analyst, Melius Research LLC
+
+Antoine Chkaiban
+
+Analyst, New Street Research LLP
+
+Mark Lipacis
+
+Analyst, Evercore Group LLC
+
+Aaron Rakers
+
+Analyst, Wells Fargo Securities LLC
+
+Timothy Arcuri
+
+Analyst, UBS Securities LLC
+
+James Edward Schneider
+
+Analyst, Goldman Sachs & Co. LLC
+
+## MANAGEMENT DISCUSSION SECTION
+
+Operator: Good afternoon. My name is Sarah, and I will be your conference operator today. At this time, I would like to welcome everyone to NVIDIA's Fourth Quarter Earnings Call. All lines have been placed on mute to prevent any background noise. After the speakers' remarks, there will be a question-and-answer session. [Operator Instructions] Thank you.
+
+Toshiya Hari, you may begin your conference.
+
+## Toshiya Hari
+
+Vice President, Investor Relations & Strategic Finance, NVIDIA Corp.
+
+Thank you. Good afternoon, everyone, and welcome to NVIDIA's conference call for the fourth quarter of fiscal 2026. With me today from NVIDIA are Jensen Huang, President and Chief Executive Officer; and Colette Kress, Executive Vice President and Chief Financial Officer.
+
+Our call is being webcast live on NVIDIA's Investor Relations website. The webcast will be available for replay until the conference call to discuss our financial results for the first quarter of fiscal 2027. The content of today's call is NVIDIA's property. It can't be reproduced or transcribed without our prior written consent.
+
+During this call, we may make forward looking statements based on current expectations. These are subject to a number of significant risks and uncertainties, and our actual results may differ materially. For a discussion of factors that could affect our future financial results and business, please refer to the disclosure in today's earnings release, our most recent forms 10-K and 10-Q, and the reports that we may file on Form 8-K with the Securities and Exchange Commission. All our statements are made as of today, February 25th, 2026, based on information currently available to us. Except as required by law, we assume no obligation to update any such statements.
+
+During this call, we will discuss non-GAAP financial measures. You can find a reconciliation of these non-GAAP financial measures to GAAP financial measures in our CFO commentary, which is posted on our website.
+
+With that, let me turn the call over to Colette.
+
+## Colette M. Kress
+
+Chief Financial Officer & Executive Vice President, NVIDIA Corp.
+
+Thanks, Toshiya. We delivered another outstanding quarter with record revenue, operating income and free cash flow. Total revenue of \$68 billion was up 73% year-over-year, accelerating from Q3. Growth on a sequential basis was also a record, as we added \$11 billion in data center revenue across a diverse and expanding set of customers, including cloud providers, hyperscalers, AI model makers, enterprises and sovereign nations. Demand for our Blackwell architecture extreme co-designed at data center scale continues to strengthen as inference deployments grow, in addition to training. The transition to accelerated computing and the infusion of AI across existing hyperscale workloads continue to fuel our growth. Agentic and physical AI applications built on increasingly smarter and multimodal models are beginning to drive our financial performance.
+
+On a full year basis, data center generated revenue of \$194 billion, up 68% year-over-year. We have now scaled our data center business by nearly 13x since the emergence of ChatGPT in fiscal 2023. We look ahead, we expect sequential revenue growth throughout calendar 2026, exceeding what was included in the \$500 billion
+
+Blackwell and Rubin revenue opportunity we shared last year. We believe we have inventory and supply commitments in place to address future demand, including shipments, extending into calendar 2027.
+
+Every data center is power constrained. Customers make critical architectural decisions based on performance per watt, given these constraints and the need to maximize AI factory revenue. SemiAnalysis declared NVIDIA Inference King as recent results from InferenceX reinforced our inference leadership, with GB300 NVL72 achieving up to 50x performance per watt and 35x lower cost per token, compared with Hopper. And continuous optimization of CUDA software helped deliver up to five times better performance on GB200 NVL72 just within four months. NVIDIA produces the lowest cost per token and data centers running on NVIDIA generate the highest revenues.
+
+Our pace of innovation, particularly at our scale, is unmatched, fueled by an annual R&D budget approaching \$20 billion and our ability to extreme co-designed across compute and networking across chips, systems, algorithms and softwares. We intend to deliver X factor leaps in performance per watt every generation and extend our leadership position over the long term.
+
+Q4 data center revenue of \$62 billion increased 75% year-over-year and 22% sequentially, driven primarily by sustained strength in Blackwell and the Blackwell Ultra ramp. With NVIDIA infrastructure in high demand, even Hopper and much of the six year old Ampere-based products are sold out in the cloud.
+
+Nearly a year has passed since the release of our Grace Blackwell NVL72 systems. Today, nearly nine gigawatts of infrastructure on Blackwell are deployed and consumed by the major cloud service providers, hyperscalers, AI model makers and enterprises.
+
+Networking, a cornerstone of our data center scale infrastructure offering, was a standout this quarter, generating \$11 billion in revenue, up more than 3.5x year-over-year. Demand for our scale up and scale out technologies reached record levels, both growing double digit sequentially, driven by strong adoption of NVLink, Spectrum-X Ethernet and InfiniBand. On a year-over-year basis, growth was driven primarily by NVLink 72 scale up switches as Grace Blackwell Systems accounted for roughly two-thirds of data center revenue in the quarter.
+
+NVLink scale up fabric has revolutionized computing and demonstrates the power of extreme co-design across all of the chips of the supercomputer and the full stack. In Q4, we announced that we will enable AWS with NVLink to integrate with their custom silicon.
+
+Momentum is strong with our Spectrum-X Ethernet scale up and scale across networking, as customers work to unify distributed data centers into integrated giga scale AI factories. For the full year, our networking business exceeded \$31 billion in revenue, up more than 10-x compared to fiscal 2021, the year we acquired Mellanox.
+
+Our demand profile is broad, diverse and expanding beyond just chatbots. First, there's a fundamental platform shift from classical machine learning to generative AI. Strong evidence of ROI as hyperscalers upgrade massive traditional workloads to generative AI, including search, ad generation and content recommender systems, is encouraging our largest customers to accelerate their capital spending.
+
+For example, at Meta, advancements in their GEM model drove a 3.5 increase in ad clicks on Facebook and more than 1% gain in conversations on Instagram, translating into meaningful revenue growth. With the same NVIDIA infrastructure, Meta Superintelligence Labs can train and deploy their frontier agentic AI systems. Frontier agentic systems have reached an inflection point. Claude Code, Claude Cowork and OpenAI Codex have
+
+achieved useful intelligence. Adoption is skyrocketing, and tokens are profitable, driving extreme urgency to scale up compute. Compute directly translate to intelligence and revenue growth.
+
+Analysts expectations for 2026 CapEx across the top five cloud providers and hyperscalers who collectively account for little over 50% of our data center revenue, are up nearly \$120 billion since the start of the year and approaching \$700 billion. We continue to expect the transition of classic data center workloads to GPU accelerated computing, and the use of AI to enhance today's hyperscale workloads and contribute toward roughly half of our long-term opportunity.
+
+Every country will build and operate some parts of its AI infrastructure, just like with electricity and Internet today. In fiscal year 2026, our sovereign AI business, more than tripled year-over-year and over \$30 billion, driven primarily by customers based in Canada, France, the Netherlands, Singapore and the UK. Over the long run, we expect our sovereign opportunity to grow at least in line with the AI infrastructure market, as countries spend on AI proportional to their GDP.
+
+While small amounts of H200 products for China-based customers were approved by the US government, we have yet to generate any revenue and we do not know whether any imports will be allowed into China. Our competitors in China, bolstered by recent IPOs, are making progress and have the potential to disrupt the structure of the global AI industry over the long-term. To sustain its leadership position in AI compute, America must engage every developer and be the platform for choice for every commercial business, including those in China.
+
+We will continue to engage with the US and China governments and advocate for America's ability to compete around the world. We unveiled the Rubin platform last month at CES, comprised of six new chips; the Vera CPU, Rubin GPU, NVLink, 6 Switch, ConnectX-9, SuperNIC, BlueField-4 DPU, and Spectrum-6 Ethernet Switch. The platform will train MoE models with one-fourth the number of GPUs and reduce inference token costs by up to 10x compared to Blackwell.
+
+We shipped our first Vera Rubin samples to customers earlier this week and we remain on track to commence production shipments in the second half of the year. Based on its modular cable-free tray design, Rubin will deliver improved resiliency and serviceability relative to Blackwell. We expect every cloud model builder to deploy Vera Rubin.
+
+Moving to gaming. Gaming revenue of \$3.7 billion increased 47% year-on-year, driven by strong Blackwell demand and improved supply. GeForce RTX is the leading platform for PC gamers, creators, and developers.
+
+In Q4, we added several new technologies and advancements, including DLSS 4.5, which uses AI to bring game visuals to a new level. G-SYNC Pulsar, bringing incredible clear graphics even in motion, and 35% faster LLM inference across leading AI PC frameworks.
+
+Looking ahead, while end demand for our products remains strong and channel inventory levels are healthy, we expect supply constraints to be the headwind to gaming in Q1 and beyond.
+
+For Professional Visualization, it crossed the \$1 billion mark for the first time, with revenue of \$1.3 billion, up 159% year-over-year and 74% sequentially. During the quarter, we launched the RTX PRO 5000 Blackwell Workstation with 72 gigabytes of fast memory for AI developers running LLMs and agentic workflows.
+
+Automotive revenue of \$604 million was up 6% year-over-year and was driven by robust demand for self-driving solutions. At CES, we introduced Alpamayo, the world's first open portfolio of reasoning, vision, language, action models, simulation blueprints and data sets enabling vehicles that can think.
+
+The first passenger car featuring Alpamayo built on NVIDIA Drive will be on the road soon in the new Mercedes-Benz CLA.
+
+Physical AI is here, having already contributed north of \$6 billion in NVIDIA revenue in fiscal year 2026. Robotaxi rides are growing exponentially with commercial fleets from Waymo, Tesla, Uber, WeRide and Zoox, and many others are expected to scale from thousands of vehicles in 2025 to millions over the next decade, creating a market poised to generate hundreds of billions of dollars of revenue.
+
+This expansion will demand orders of magnitude more compute with every major OEM and service provider developing on NVIDIA's platform. We continue to advance robotics development with the new NVIDIA Cosmos and Isaac GROOT open models, frameworks and NVIDIA's powered robots and autonomous machines for leading companies, including Boston Dynamics, Caterpillar, Franka Robotics, LG Electronics and NEURA Robotics. To accelerate industrial physical AI adoption, we also announced new expanding partnerships with Dassault Systèmes, Siemens and Synopsys to bring NVIDIA AI infrastructure, Omniverse digital twins, world models and CUDA-X libraries to millions of researchers, designers and engineers building the world's industries.
+
+Let's move to the rest of the P&L. GAAP gross margin was 75%, and non-GAAP gross margin was 75.2%, increasing sequentially as Blackwell continued to ramp. GAAP operating expenses were up 16% sequentially and up 21% on a non-GAAP basis, related to new product introductions and compute and infrastructure costs. Non-GAAP effective tax rate for the fourth quarter was 15.4%, below our outlook for the quarter, primarily due to the impact of a one-time tax benefit.
+
+Inventory grew 8% quarter-over-quarter, while purchase commitments also increased significantly, as we have strategically secured inventory and capacity to meet demand beyond the next several quarters. This is further out in time than usual and reflects the longer demand visibility we have. While we expect tightness in the supply for our advanced architectures to persist, we remain confident in our ability to capitalize on the growth opportunity ahead with our scale, expansive supply chain, and the longstanding partnerships continuing to serve us well.
+
+We generated free cash flow of \$35 billion in Q4 and \$97 billion in fiscal year 2026. For the year, we returned \$41 billion, or 43% of free cash flow to our shareholders in the form of share repurchases and dividends. We continue to invest in our technology and our ecosystem to cultivate market development, drive long-term growth, and ultimately yield total shareholder returns superior to the market or our peer group. Importantly, we will continue to run a strategic and disciplined process as it relates to our investments, and we remain committed to returning capital to our shareholders.
+
+Let me turn to the outlook for the first quarter. Starting this quarter, we will be including stock-based compensation expense in our non-GAAP results. Stock-based compensation is a foundational component of our compensation program to attract and retain world class talent. Let me first start with revenue. Total revenue is expected to be \$78 billion, plus or minus 2%. We expect most of our growth to be driven by Data Center. Consistent with last quarter, we are not assuming any Data Center compute revenue from China in our outlook. GAAP and non-GAAP gross margins are expected to be 74.9% and 75%, respectively, plus or minus 50 basis points. For the full year, we continue to see gross margins in the mid-70s. We will keep you updated on our progress as we prepare for the Vera Rubin transition.
+
+GAAP and non-GAAP operating expenses are expected to be approximately \$7.7 billion and \$7.5 billion, respectively, including stock-based compensation expense of \$1.9 billion.
+
+For the full year, we expect non-GAAP operating expenses to grow in the low 40s on a year-over-year basis as we continue to invest in our expanding opportunity set. For the full year fiscal year 2027, we expect GAAP and non-GAAP tax rates to be in between 7% and 19%, excluding any discrete items and material changes to our tax environment.
+
+With that, let me turn the call over to Jensen. I think he has a few words for us.
+
+## Jen Hsun Huang
+
+Co-Founder, President, Chief Executive Officer & Director, NVIDIA Corp.
+
+This quarter we significantly deepened and expanded our partnerships with leading frontier model makers. We recently celebrated OpenAI's launch of GPT-5.3-Codex, trained with and inferencing on Grace Blackwell NVLink 72 systems.
+
+GPT-5.3-Codex can take on long running tasks that involve research, tool use, and complex execution. 5.3-Codex is deployed broadly inside NVIDIA, our engineers love it.
+
+We continue to work with OpenAI toward a partnership agreement and believe we are close. We are thrilled with our ongoing partnership with OpenAI, a once in a generation company we've had the pleasure of partnering with since their first days.
+
+Meta Superintelligence Labs is scaling up at lightning speed. Last week, we announced that Meta is deploying millions of Blackwells and Rubin GPUs, NVIDIA CPUs, and Spectrum-X Ethernet for training and inference. This quarter, we announced a partnership with Anthropic and a \$10 billion investment in their company. Anthropic will train an inference on Grace Blackwell and Vera Rubin systems.
+
+Anthropic's Claude Cowork agent platform is revolutionary and has opened a floodgates for enterprise AI adoption. Between Claude Cowork and OpenClaw, compute demand is skyrocketing and ChatGPT moment of agentic AI has arrived.
+
+With partnerships spanning Anthropic, Meta, OpenAI, and xAI, NVIDIA deployed across every cloud, and with our ability to build full-stack AI infrastructure from the ground up or support them in the cloud, we're uniquely positioned to partner with frontier model builders at every stage; training, inference, and AI factory scale out.
+
+Finally, we recently entered into a non-exclusive licensing agreement with Groq for its low-latency inference technology, and welcomed a team of brilliant engineers to NVIDIA. As we did with Mellanox, we will extend NVIDIA's architecture with Groq's innovations to enable new levels of AI infrastructure performance and value. We look forward to sharing more at GTC next month.
+
+Okay, back to you.
+
+## Toshiya Hari
+
+Vice President, Investor Relations & Strategic Finance, NVIDIA Corp.
+
+We will now transition to Q&A. Operator, please poll for questions.
+
+# QUESTION AND ANSWER SECTION
+
+Operator: [Operator Instructions] Your first question comes from Vivek Arya with Bank of America Securities. Your line is open.
+
+## Vivek Arya
+
+Analyst, BofA Securities, Inc.
+
+![](images/5783e08f73a3f442d8fb8ab3147ce1d0528ecd89d97d98d99b35b3698ae8ba90.jpg)
+
+Thanks for taking my question. I think you mentioned that you now have growth visibility into calendar 2027 also, and I think your purchase commitments kind of reflect that confidence. But Jensen, I'm curious, when you look at your top cloud customers, cloud CapEx close to \$700 billion this year, many investors are concerned that it would be harder for this level to grow into next year. And for several of them, their cash flow generation capability is also getting compressed. So I know you're very confident about your roadmap, right, and your purchase commitments and whatnot, but how confident are you about your customers' ability to continue to grow their CapEx? And if their CapEx doesn't grow, can NVIDIA still find a way to grow in that envelope? Thank you.
+
+## Jen Hsun Huang
+
+Co-Founder, President, Chief Executive Officer & Director, NVIDIA Corp.
+
+![](images/7f2f6cc7c8d282228a0bdc656d68b4ccda9edf90ff6d4cae928b26733fac4aab.jpg)
+
+I am confident in their cash flow growing. And the reason for that is very simple. We have now seen the inflection of agentic AI and the usefulness of agents across the world in enterprises everywhere. You're seeing incredible compute demand because of it. In this new world of AI, compute is revenues. Without compute, there's no way to generate tokens. Without tokens, there's no way to grow revenues. So in this new world of AI, compute equals revenues. And I am certain that at this point, with the productive use of Codex and Claude Code and the excitement around Claude Cowork and, just the incredible enthusiasm about OpenClaw and the enterprise versions of them. All of the enterprise ISVs who are now working on agentic systems on top of their tools platforms, I am certain at this point that we are at the inflection point. We've reached the inflection point, and we're generating profitable tokens that are productive for customers and profitable for the cloud service providers. And so the simple logic of it, the simple way to think about it is computing has changed. What used to be software running on computers, modest amount of computers, call it \$300 billion or \$400 billion worth of CapEx each year has now gone into AI and AI in order to have, in order to generate tokens, you need compute capacity. And that translates directly to growth and that translates directly to revenues.
+
+Operator: Your next question comes from Joe Moore with Morgan Stanley. Your line is open.
+
+## Joe Moore
+
+Analyst, Morgan Stanley & Co. LLC
+
+![](images/2f05be69cc66b57bac9dc9ed11ebaaaddc6c1aee952a965303ab4a7af5ec8dec.jpg)
+
+Great. Thank you. And congratulations on the numbers. You talked about some of the strategic investments that you've made into Anthropic and potentially OpenAI [ph] Claude as well (26:23) but also partners Intel, Nokia. Synopsys. You're clearly at the center of everything. Can you talk about the role of those investments and kind of how do you view the balance sheet as a tool to kind of grow the NVIDIA's position, the ecosystem and, and participate in that growth.
+
+## Jen Hsun Huang
+
+Co-Founder, President, Chief Executive Officer & Director, NVIDIA Corp.
+
+![](images/5de23582bf34f7a871f852886d3cfd3edfa7dfd8053bd8fd213936cc066600d3.jpg)
+
+As you know, fundamentally, at the core of everything NVIDIA is our ecosystem. That's what everybody loves about our business. The richness of our ecosystem, just about every startup in the world is working on NVIDIA's platform, we are in every cloud, we're in every on-prem data center, we're all over the world's edge and robotic systems, thousands of AI natives are built on top of NVIDIA. We want to take the great opportunity that we have as we're in the beginning of this new computing era, this new computing platform shift to put everybody on NVIDIA. Everything is already built on CUDA and so we're starting from a really terrific starting point. But as we build out the entire AI ecosystem, whether it's in AI for language or physical AI or AI physics or biology or robotics or manufacturing, we want all of these ecosystems to be built on top of NVIDIA. And this is such a wonderful opportunity for us to invest into the ecosystem across the entire stack.
+
+Our ecosystem is also richer today than it used to be. We used to be largely a computing platform on GPUs, but now we're a computing AI infrastructure company, and we have computing platforms on, well, every aspect of that.
+
+And everything from computing to AI models to networking to our DPU, all of that has computing stacks on top of it. And as I mentioned before, whether it's an enterprise or in manufacturing, industrial or science or robotics, each one of these ecosystems have different stacks, and we want to make sure that we continue to invest into our ecosystem. So, our investments are focused very squarely, strategically on expanding and deepening our ecosystem reach.
+
+Operator: Your next question comes from Harlan Sur with JPMorgan. Your line is open.
+
+## Harlan Sur
+
+Analyst, JPMorgan Securities LLC
+
+![](images/4399df0c24da704190b3568bf21bccfb1d8c451b52d7a2d96038e9c8a39bc8d8.jpg)
+
+Good afternoon. Thanks for taking my question. Networking continues to rise as a percentage of your overall data center profile, right. Through fiscal 2026, your networking revenues accelerated on a year-over-year basis every single quarter, right. With 3.6x growth, as you guys mentioned year-over-year growth in Q4, obviously, on the strength of your scale up and scale out networking product portfolio, I would seem to remember that first half of last year, your annualized run rate on your Spectrum-X Ethernet Switching platform was around \$10 billion annualized. It looks like that may have stepped up to around \$11 billion, \$12 billion in the second half of last year.
+
+Jensen, looking at your order book, especially with Spectrum-XGS, upcoming 102T Spectrum-6 Switching platforms launching soon. Where is the Spectrum run rate trending now and as you foresee exiting sort of this calendar year?
+
+## Jen Hsun Huang
+
+Co-Founder, President, Chief Executive Officer & Director, NVIDIA Corp.
+
+![](images/587cfeba26d126d25a593e96e7a20e4b703313a48fd9a954af961f49ffe96feb.jpg)
+
+Yeah. As you know, we see ourselves as an AI infrastructure company and the AI computing infrastructure includes CPUs, GPUs, and we invented NVLink to scale up the one computing node into a giant computing rack.
+
+We invented the idea of a rack scale computer. We don't ship nodes of computers, we ship racks of computers. And those – that NVLink Switch scale up system is then scaled out using Spectrum-X and InfiniBand, we support both. And then further, we also scale across data centers using Spectrum-X scale across.
+
+And so the way we think about networking is really an extension, it's – we offer everything openly, so that people could decide to mix and match in different scale, and however they would like to integrate it into their bespoke data center. But in the final analysis, it's all one big part of our platform.
+
+And the invention of NVLink really turbocharged our networking business. Every rack comes with nine nodes of switches, and each one of them has two chips in it and in the future they'll have more. And so the amount of switching that we do per rack is really quite incredible.
+
+We're also now the largest networking company in the world. And if you look at Ethernet, we came into the Ethernet market about a couple of years ago into Ethernet switching. And I think that we're probably the largest Ethernet networking company in the world today, and surely will be soon. And so Spectrum-X Ethernet has been a home run for us. But we're open to however people want to do networking. Some people just really love the low latency and the scale up capability of InfiniBand. And we will continue to support that, of course. And some people love to integrate their networking across their data center based on Ethernet. And we created an Ethernet capability that extends Ethernet with artificial intelligence, way of processing in the data center and we're incredibly good at that and our Spectrum-X performance really shows it.
+
+The difference of when you built a \$10 billion or \$20 billion AI factory, the difference of 10%, and it could be easily 20% on the effectiveness and the utilization of your network for your data center that translates to real money. And so NVIDIA's networking business is really, really growing fast. And it's, I think it's just because we built the AI infrastructure so effectively and the AI infrastructure business is growing incredibly fast.
+
+Operator: Your next question comes from C.J. Muse with Cantor Fitzgerald. Your line is open.
+
+## C.J. Muse
+
+Analyst, Cantor Fitzgerald & Co.
+
+![](images/cd0a5e77eb9ea6d98b3b45883334f0e6ba8b2ee9fd799dc7d536544e166f73f2.jpg)
+
+Yeah. Good afternoon. Thank you for taking the question. I guess with CPX for large context Windows and Groq likely adding a decode specific solution. Curious how we should think about your future roadmap. Should we be thinking about customized silicon either by workload or customer, as an increasing focus by NVIDIA, particularly helped by your move to a dielet architecture? Thanks so much.
+
+## Jen Hsun Huang
+
+Co-Founder, President, Chief Executive Officer & Director, NVIDIA Corp.
+
+![](images/3eba27b96ac02d2fa913446a61360fd53153ea4da14506acea108a958b6c081a.jpg)
+
+We don't use – we want to – everybody should want to extend, push out dielet as long as they can. And the reason for that is because every time you cross a dielet you have a dielet, you have to cross an interface. Every time you cross an interface, you add latency, you add power unnecessarily. We're not allergic to dielet. We use dielets already. But we try to use dielets only when we absolutely have no choice but to do so. And so we – if you look at the Grace Blackwell architecture and the Rubin architecture, we used two giant reticle limited dies [ph] and we abut them (33:53) and that reduces the amount of architecture crossing.
+
+The [ph] dielet tax (33:59) shows up in the architecture effectiveness of the competitors. If you look at NVIDIA, people call it our software advantage. But where software starts and architecture starts and ends is kind of hard to tell. It's, our software is effective because our architecture is so good. And so the CUDA architecture is unquestionably more effective, more efficient, delivers more performance per flop, per watt than any computing architecture out there and it's because of the way we architect.
+
+With respect to, how we think about Groq and the low latency decoder, I've got some great ideas that I'd like to share with you at GTC, but the simple idea is that our infrastructure is incredibly versatile because of CUDA. And we're going to continue to do that. All of our GPUs are architecturally compatible, which means that when I'm working on optimizing models today for Blackwell, all of that work and all of that dedication to optimizing software stacks and new models, also benefit Hopper and also benefit Ampere. It's the reason why A100 continues to feel fresh and continues to stay performant years after we've deployed it into the world. Architecture compatibility allows us to do that. It allows us to invest enormously in software engineering and optimization, knowing that our entire installed base in the cloud, on-prem, everywhere from generations of architectures of GPUs will all benefit. And so we'll continue to do that.
+
+And allows us to extend the useful life, allows us to have innovation, flexibility, and velocity, which translates the performance and very importantly, performance per dollar and performance per watt for our customers. And so what we'll do with Groq is, you'll come to see GTC, but what we'll do is we'll extend our architecture with Groq as an accelerator in very much the ways that we extended NVIDIA's architecture with Mellanox.
+
+Operator: The next question comes from Stacy Rasgon with Bernstein Research. Your line is open.
+
+## Stacy A. Rasgon
+
+Analyst, Bernstein Research
+
+![](images/6177a334fd259bfbec04c382cb7c0e5c7a9ee7a7529b0198aff38bd466562b36.jpg)
+
+Hi, guys. Thanks for taking my questions. Colette, I wanted to dig a little bit into the call for sequential growth through the year. So, I mean, you grew this quarter more than \$10 billion sequentially in data center, and the guide seems to imply the bulk of the increase \$10 billion sequential in data centers. So, how do you see that as we go through the year, especially as Rubin ramps into the back half? Blackwell has been a pretty massive acceleration with a sequential growth. Should we expect something similar as we get to Rubin?
+
+And then I was also just hoping you could comment on, your expectations for gaming? I understand the memory issues and everything else. Do you think gaming can still grow year-over-year in fiscal 2027, or will that be under more pressure given memory? So, those two questions, please. Thank you.
+
+## Colette M. Kress
+
+Chief Financial Officer & Executive Vice President, NVIDIA Corp.
+
+![](images/d3c04f1d6a7332e087e486e0a76ba1fca9a3caa125072f6b1702a7a2ccc1217d.jpg)
+
+Thanks, Stacy. Let me start with the revenue going forward. Again, we're trying to look at revenue quarter-by-quarter. As you think about the full year, we are absolutely going to be still selling and providing Blackwell probably at the same time that we're also seeing Vera Rubin come to market.
+
+This is a very great architecture that helps them just today quickly standing up and have already planned on many different orders across the different customers to provide that.
+
+It's too early yet to determine how much in terms of that Vera Rubin, that beginning ramp will start in the second half and we'll get through it. But no confusion in terms of the strong demand and the interest. We do expect pretty much every single customer to be purchasing Vera Rubin. The question is, are, how soon are we in market and how soon are they able to stand that up in terms of in their data centers? That was your first part.
+
+The second part was focusing on our gaming. As much as we would love to have additional more supply, we do believe for a couple quarters, it is going to be very tight. If things improve by the end of the year, there is an opportunity to think about what that is from a year-over-year growth. But it's still too early for us to know at this time. And we'll get back to you as soon as we can.
+
+Operator: Your next question comes from Atif Malik with Citi. Your line is open.
+
+## Atif Malik
+
+Analyst, Citigroup Global Markets, Inc.
+
+![](images/f7c9e2a9e906a805881d264a25c6274c768340a7d2a5806e20c3803eae53496b.jpg)
+
+Thank you for taking my question. Jensen, I'm curious if you can touch on the importance of CUDA as now more of the investment dollars in AI are coming from inference workloads?
+
+## Jen Hsun Huang
+
+Co-Founder, President, Chief Executive Officer & Director, NVIDIA Corp.
+
+![](images/0865d7136bf6e3c0290dea97cae2566810065f825815f2f5a1c5b6ce1da1954e.jpg)
+
+Without CUDA, we wouldn't know what to do with inference. The entire stack from TensorRT LLM that we introduced a few years ago, which is still the most performant inference stack in the world. Optimizing it for NVLink, requires us to discover and invent new parallelization algorithms that sits on top of CUDA, to distribute the workload and the inferencing to take advantage of the aggregate bandwidth across NVLink 72. NVLink 72 has enabled us to deliver generationally 50 times more performance per watt. It's just an incredible leap and it's sensible. NVLink 72 is a great invention. It was hard to do, the creation of the switching technology, disaggregating the switches, building the system racks, all of that. We did it all in plain sight and everybody knew how hard it was for us to do. And, but the results are incredible. So performance per watt is 50 times, performance per dollar, 35 times and so the leap in inference is incredible.
+
+It's very important – it's really important to realize that inference equals revenues now for our customers because agents are generating so many tokens and the results are so effective. When the agents are coding, it's off generating thousands, tens of thousands, hundreds of thousands because they're running for minutes to hours. And so these systems, these agentic systems are spawning off different agents working as a team.
+
+The number of tokens that are being generated has really, really gone exponential. And so, we need to inference at a much higher speed. And when you're inferencing at a much higher speed, and each one of those tokens are dollarized, it directly translates into revenues. And so inference equals, inference performance equals revenues for our customers.
+
+For the Data Centers, inference tokens per watt translates directly to the revenues of the CSPs. And the reason for that is because everybody is power limited. And so, I mean, no matter how many data centers you have, each data center, 100 megawatts or 1 gigawatt has power limits. So the architecture that has the best performance per watt translates because each token, the performance tokens per watt, each token is dollarized, tokens per watt translates to dollars per watt, which translates in a gigawatt directly to revenues.
+
+And so you could see that every CSP understands this now, every hyperscaler understands this, that CapEx translates to compute, compute with the right architecture translates to maximizing revenues and compute equals revenues. Without investing capacity today, without investing in compute, there cannot be revenue growth and that I think everybody understands. Compute equals revenues. Choosing the right architecture is incredibly important, is more than strategic now, it directly affects their earnings. And choosing the right architecture, the one with the best performance per watt is literally everything.
+
+Operator: Your next question comes from Ben Reitzes with Melius Research. Your line is open.
+
+## Ben Reitzes
+
+Analyst, Melius Research LLC
+
+![](images/0fa007cd4eb21d44c43adce1cb0d9a25b12cf58c058b3a2fd00a2723ceaf5a49.jpg)
+
+Yeah. Hey, thanks. First, let me say kudos on including the stock-comp in non-GAAP. I think that's a great move, but that isn't my question. My question is around gross margins and the sustainability of the mid-70s long-term. Should we read into the visibility on supply being available into calendar 2027 that it's sustainable until then?
+
+And then Jensen, what about after that? Are there innovations in memory consumption you can unveil that makes us feel better about the ability to keep margins at that level for a long time? Thanks.
+
+## Jen Hsun Huang
+
+Co-Founder, President, Chief Executive Officer & Director, NVIDIA Corp.
+
+![](images/4ee7a393ea814059bdb5f40f512a929e4a3292d7688d1e76d3c379f78417a821.jpg)
+
+The single most important lever of our gross margins is actually delivering generational leaps to our customers. That is the single most important thing. If we could deliver generationally performance per watt that exceeds dramatically what Moore's Law can do. If we can deliver performance per dollar dramatically more than the cost of our systems, than the price of our systems, then we can continue to sustain our gross margins. That's the simple, most important concept.
+
+Every – the reason why we're moving so fast is because number one, the demand for tokens in the world as a result of the inflection points that we've gone through has now – has gone completely exponential. I think we're all seeing that, to the point where even our six-year old GPUs in the cloud are completely consumed, and the pricing is going up.
+
+And so we know that the amount of computation necessary – the amount of compute necessary for the modern way of doing software is growing exponentially. And so our strategy is to deliver an entire AI infrastructure every single year. This year we introduced six new chips, Rubin next-generation will do many new chips as well. And every single generation, we are committed to deliver many X factors of performance per watt and performance per dollar. And that pace and our ability to do extreme co-design, allows us to deliver that value and that benefit to the customers. And that is the single most vital thing as it relates to our value delivered.
+
+Operator: Your next question comes from Antoine Chkaiban with New Street Research. Your line is open.
+
+## Antoine Chkaiban
+
+Analyst, New Street Research LLP
+
+![](images/b77c6bd84e53e741c4fb712a28f1f5fa1f8744ff6737b13a18ad3756854bb2ed.jpg)
+
+Hi. Thanks a lot for taking my question. I'd like to ask about space data centers, which some of your customers are considering. How feasible do you think that is and what kind of horizon? And what do the economics look like today? And how do you think that could evolve over time? Thank you.
+
+## Jen Hsun Huang
+
+Co-Founder, President, Chief Executive Officer & Director, NVIDIA Corp.
+
+![](images/928c1edbf954bb409b08b1029898ff3c17177d5dd5fbc218470bf4623194e328.jpg)
+
+Well, the economics are poor today, but it's going to improve over time. As you know, the way that space works is radically different than how it works down here. There's an abundance of energy. But solar panels are large, but there's plenty of space in space.
+
+The heat dissipation -- it's cold in space. However, there's no airflow. And so the only way to dissipate heat is through conduction. And the radiators that you need to create are fairly large. Liquid cooling is obviously out of the question because it's kind of -- it's heavy and freezes. And so the methods that we use here on Earth are a little different than the way we would do it in space. But there are many different computing problems that really wants to be done in space. And so, NVIDIA is already the world's first GPU in space, Hopper's in space.
+
+And one of the best use cases of GPUs in space is imaging, to be able to image at extremely high resolutions using, of course, optics and artificial intelligence and to be able to do that computation of reprojection of different angles and be able to upres and do noise reduction and just be able to see, be able to image at very large, very high resolutions, extremely large scales, and very, very fast. It's hard to do that by sending petabytes and
+
+petabytes of imaging data back here on Earth and doing that work. It's easier just to do it out in space. And then, ignore all of the data collected and processed until you see something interesting. And so artificial intelligence in space will have very good, very interesting applications.
+
+Operator: Your next question comes from Mark Lipacis with Evercore ISI. Your line is open.
+
+## Mark Lipacis
+
+Analyst, Evercore Group LLC
+
+![](images/2db053192d9aa84442ecdee057ab03f2566080aa4453be3635347fa0fe75b088.jpg)
+
+Hi. Thanks for taking my question. I want to pick up with the comment you made on the script about revenue diversification. I believe, Colette, you said that hyperscalers were over 50% of revenues, but growth was led by the rest of your Data Center customers. And as a clarification, I just want to make sure I understood that, does that imply your non-hyperscale customers grew faster. And if so, what are the – can you help us understand what are the non-hyperscalers doing different. Are they doing different things than the hyperscalers or the same things on a different scale and does this – do you expect this trend to continue? Would you expect your customer base to evolve to a point where non-hyperscalers are becoming a bigger part of your, the larger part of your business? Thank you.
+
+## Colette M. Kress
+
+Chief Financial Officer & Executive Vice President, NVIDIA Corp.
+
+![](images/c7bddcae25599a5841d1eb0fada6b34b8d44b6f34fdc68d55f0cd5fd3938edba.jpg)
+
+Yes. Let's see if we can help on this question. So when you think about our top five, as we articulated as being our CSPs, our hyperscalers, and they have right now, [ph] as I said (49:15) about 50% of our total revenue. There's a big organization, therefore, of diversity of all different other types of companies that we are working with. That it goes through our AI model makers, that goes through our enterprises, that goes to supercomputing, it goes to our sovereigns. There's a lot of other different facts on there. But you are correct, it's a very fast growing area as well.
+
+We have a strong position in terms of all of our different cloud providers on our platform, and now we also have a extreme diversity of different customers that we are seeing all the way across the world. And this will really benefit, seeing that diversity and being able to serve all of those parts. Let me see if Jensen wants to add a bit more
+
+## Jen Hsun Huang
+
+Co-Founder, President, Chief Executive Officer & Director, NVIDIA Corp.
+
+![](images/e7621c2778ec89c26d8fcc05400825ee6df08de97ac5cc0a559f45ed19ab6b42.jpg)
+
+Yeah, this is one of the advantages that we have with our ecosystem. I'll build on top of CUDA. We have -- we're the only accelerated computing platform that is in every cloud, that's available through every single computer maker, available at the edge and, we're now cultivating telecommunications. Obviously, the future radios will all be AI driven radios and the future wireless network would also be a computing platform. That is a foregone conclusion. But somebody has to go and invent the technologies to make that possible. And we created a platform called Aerial to go do that.
+
+We are in just about every single robot, every single self-driving car. Our ability – CUDA's ability to have the benefit of the performance of specialized processors, one the one hand, with the Tensor cores inside our GPUs, on the other hand, the flexibility of CUDA allows us to solve language problems, computer vision problems, robotics problems, to biology problems, physics problems, and just about all kinds of AI and all kinds of computation algorithms. And so the diversity of our customer base is one of the greatest strengths that we have.
+
+The second thing, of course, is without our own ecosystem, even if our processor was programmable, if we didn't cultivate our ecosystem and talking about some of the things that we're doing today, investing in our future ecosystem and continuing to enhance our ecosystem, without our ecosystem, it's hard for us to grow beyond what design wins we capture for somebody else's ecosystem. And so we could grow and expand our ecosystem very naturally because of our – the platform that we created.
+
+And then lastly, one of the things that's really important is the partnerships that we have with OpenAI and Anthropic, with xAI, with Meta now makes – and of course, just about every single open source in the world. There's 1.5 million AI models on Hugging Face, all of it runs on NVIDIA CUDA. And so an open source in totality probably represents the largest – the second largest model in the world, OpenAI is the largest, second largest, probably all the collection of all the open sources.
+
+And so NVIDIA's ability to run all of that makes our platform super fungible, super easy to use, and really safe to invest into. And so that creates the diversity of customers and the diversity of the platforms and available in every single country and – because we support the whole world's ecosystem.
+
+Operator: Your next question comes from Aaron Rakers with Wells Fargo. Your line is open.
+
+## Aaron Rakers
+
+Analyst, Wells Fargo Securities LLC
+
+![](images/d24152dd54faca566c2ef0a130eeb5de5bc41b3f6965525c09d59be2aa165d86.jpg)
+
+Yeah. Thanks for taking the question. I guess, sticking with the idea as a platform and extreme co-design, some of the news over this last quarter has obviously been NVIDIA's ability or push to bring Vera CPUs to market on a standalone solution basis.
+
+So, I guess, Jensen, I'm curious of what's the importance that Vera plays in this architecture evolution as we move forward? Is this being driven more by the proliferation or the heterogeneity of inference workloads? I'm just curious of how you see that evolving for NVIDIA, particularly on a standalone CPU basis? Thank you.
+
+## Jen Hsun Huang
+
+Co-Founder, President, Chief Executive Officer & Director, NVIDIA Corp.
+
+![](images/45623a6211da3738a0566694c430c25d853db1c34887904939718d894d285695.jpg)
+
+Yeah, thanks. And I'll tell you some more about it at GTC. But at the highest level, we made fundamentally different architecture decisions about our CPUs compared to the rest of the world's CPUs.
+
+It's the only data center CPU that supports LPDDR5. It is designed to be focused on very high data processing capabilities. And the reason for that is because most of the computing problems that we're interested in are data-driven, artificial intelligence being one.
+
+And the single threaded performance and this ratio with bandwidth is just off the charts. And we made those architectural decisions because in the entire phase – the different phases of AI from data processing before you even do training, you have to do data processing. So, you have data processing, pre-training, and in post-training now the AI's are learning how to use tools and the usage of tools, many of those tools run in CPU-only environments or they run in CPU or GPU accelerated environments. And Vera was designed to be an excellent CPU for post-training and so some of the use cases in the entire pipeline of artificial intelligence includes using a lot of CPUs.
+
+We love CPUs as well as GPUs. And when you accelerate the algorithms to the limit, as we have, Amdahl's law would suggest that you need really, really fast single threaded CPUs. And that's the reason why we built, Grace to be a extraordinarily great at single threaded performance and Vera is off the charts better than that.
+
+Operator: Your next question comes from Tim Arcuri with UBS. Your line is open.
+
+## Timothy Arcuri
+
+Analyst, UBS Securities LLC
+
+![](images/0e2950011ad05f4bedbe3b156ecded511542731c5a0af92932604dc95dbe590d.jpg)
+
+Thanks a lot. Colette, I was wondering if you can talk about the deployment of capital. I know that you really jacked up the purchase commits. But it sounds like maybe you're over the hump on this, and you're going to probably generate about \$100 billion in cash this year.
+
+So, and, pretty much no matter how good the results have been, the stock hasn't really gone up much. So I would think that you probably feel like this is a pretty good price to be buying back a bunch of it here. So I was wondering if you can talk about that like, question being, why not put a big stake in the ground and just, have a huge share repo here? Thanks.
+
+## Colette M. Kress
+
+Chief Financial Officer & Executive Vice President, NVIDIA Corp.
+
+![](images/642f640c7700871d13d763dd05c7fc8af1ab6b594ddd6a475b7883536c1c8b57.jpg)
+
+So, thanks for the question. We look at our capital return, very, very carefully. And we do believe that one of the most important things that we can do is really supporting the extreme ecosystem that's in front of us. That stems from everywhere, from our suppliers and the work that we need to do to assure that we can have the supply that's needed and help them from a capacity, all the way that we are in terms of the early developers of the AI solutions, that will be on our platform.
+
+So we will continue to make this a very important part of our process and strategic investments. But of course, we are still repurchasing our stock. We are still with our dividend as well. And we will continue to find the right unique opportunities within the year for doing those different purchases.
+
+Operator: Your final question comes from Jim Schneider with Goldman Sachs. Your line is open.
+
+## James Edward Schneider
+
+Analyst, Goldman Sachs & Co. LLC
+
+![](images/abcaeccd9b0528001b1eafb35ebf57c2d8412def6b60e06c246e39edac1553e9.jpg)
+
+Thank you for taking my question. Jensen, you've previously outlined the potential to get to \$3 trillion to \$4 trillion of data center CapEx by 2030, which implies a potential acceleration in growth rates, which you sort of guided to this, at least this next quarter.
+
+The question is, what are some of the key application areas that you believe are most likely to drive that inflection? Is that physical AI, agentic or something else? And do you still feel good about that \$3 trillion to \$4 trillion envelope? Thank you.
+
+## Jen Hsun Huang
+
+Co-Founder, President, Chief Executive Officer & Director, NVIDIA Corp.
+
+![](images/94b7e94a356eb1a7e021424be7fbbdb22428bd277769b712737bfbddf32f980c.jpg)
+
+Yeah. Let's back that up and just reason through it from a few different ways. So the first way is on first principles. The way that software is done in the future using AI is token driven. And I think everybody talks about tokenomics and, talks about data centers generating tokens and inference is about generating tokens. And, we generate
+
+tokens. We're just talking about tokens. How NVIDIA's NVLink 72 enabled us to generate tokens at 50 times better performance per unit energy than the previous generation. And so token generation is at the center of almost everything that relates to software in the future and relates to computing.
+
+If you look at the way we use computing in the past, however, the amount of computation demand for software in the past is a tiny fraction of what is necessary in the future. And AI is here. AI is not going to go back. AI is only going to – only get better from here. And so if you think about it and you said, okay, well, the world was investing about \$300 billion to \$400 billion a year in classical computing. And now AI is here and the amount of computation necessary is a thousand times higher than the way we used to do computing, the computing demand is just a lot higher.
+
+And so if we continue to believe there's value in it, and we'll talk about that in a second, then the world will invest to produce that token. And so the amount of token generation capability that the world needs is a lot more than \$700 billion.
+
+And I'm fairly confident that we're going to continue to generate tokens. We're going to continue to invest in compute capacity from this point out. And fundamentally, because every single company depends on software, every software will depend on AI, and so every company will produce tokens. And that's the reason why I call them AI factories.
+
+And whether you're a company in the cloud data centers, you have AI factories to generate tokens for your revenues. If you're a enterprise software company, you're going to generate tokens for the agentic systems that are on top of your tools. If you are a robotics factory and self-driving car's first indication of that, you have huge supercomputers, which are basically AI factories to generate tokens that goes into your cars, that becomes its AI. And then you also have to put computers inside the cars to continuously generate tokens. And so, we're fairly sure now that this is the future of computing.
+
+Now, why is it so certain that this is the future of computing? And the reason for that is because the way we used to do software was pre-recorded. Everything was captured a priori. We pre-compile the software, we pre-write the content, we pre-record the videos. But now everything is generative in real-time. And when it's generated in real-time, it can take into context of the person, the situation, the query, and the intentions could all be taken into consideration to generate the outcome of this new software we call AI, agentic AI.
+
+And so the amount of computation necessary is far, far greater than prerecorded, just as a computer has a lot more computation capability than a DVD recorder, a DVD player that was pre-recorded, artificial intelligence needs a lot more computing capability than the way we used to do software in the past.
+
+Now, the question about computation, about sustainability at the first level is just at the computer science level, this is the way computing is going to be done. Now, from an industrial level, because all of our companies, in the final analysis are powered by software and the cloud companies are powered by software. And if the new software requires tokens to be generated and the tokens are monetized, then it stands to reason that their data center build-out directly drives their revenues. And so compute drives revenues. And I think they all understand that. I think people are increasingly starting to understand that as well.
+
+And then lastly, the benefits that AI produces for the world ultimately has to generate revenues. And we're seeing right in front, right being developed as we see – as we stand here, agentic AI has turned an inflection point, and it literally happened in the last couple of two, three months. Of course, inside the industry, we've been seeing it for a while, probably six months or so, but the world is now awaken to the agentic AI inflection. The agents are super smart. They're solving real problems. Coding is obviously supported by agentic systems now. And all of our coders here at NVIDIA are using agentic systems, either Claude Code or OpenAI Codex enormously to – and oftentimes both and Cursor, oftentimes all three, depends on the use case. But they have agents and co-design partners, engineering partners to help them solve problems.
+
+And you could see their revenues skyrocketing. These companies, in the case of Anthropic, I think their revenues 10xed in a year. And they are severely capacity constrained because demand is just incredible. And the token demand is incredible. The token generation rate is growing exponentially. And the same thing with, of course, OpenAI, their demand is incredible. And so the more compute that they can stand online, bring online, the faster their revenues will grow. And that goes back to the comment that I was saying that inference is revenues, that compute equals revenues now in this new world.
+
+And in a lot of ways, that's the reason why we say it's a new industrial revolution. There are new factories, new infrastructure being built and this new way of doing computing is not going to go back. And so to the extent that we believe that producing tokens is going to be the future of computing, which I believe, and I think largely the industry believes, then we're going to be building out this capacity from this point forward and continue to expand from here.
+
+Now the thing that is – the wave that we're seeing now is the agentic AI inflection and the next inflection beyond that is physical AI, where we take AI and these agentic systems into the physical applications such as manufacturing, such as robotics. And so that's a giant opportunity ahead. Okay.
+
+Operator: This concludes the question-and-answer session. I'll turn the call to Toshiya Hari.
+
+## Toshiya Hari
+
+Vice President, Investor Relations & Strategic Finance, NVIDIA Corp.
+
+In closing, please note, Jensen will be participating in a fireside chat at the Morgan Stanley TMT Conference in San Francisco on March 4. He'll also be giving a keynote at GTC in San Jose on March 16. Our earnings call to discuss the results of our first quarter of fiscal 2027 is scheduled for May 20. Thank you for joining us today. Operator, please go ahead and close the call.
+
+Operator: Thank you. This concludes today's conference call. You may now disconnect.
+
+## Disclaimer
+
+The information herein is based on sources we believe to be reliable but is not guaranteed by us and does not purport to be a complete or error-free statement or summary of the available data. As such, we do not warrant, endorse or guarantee the completeness, accuracy, integrity, or timeliness of the information. You must evaluate, and bear all risks associated with, the use of any information provided hereunder, including any reliance on the accuracy, completeness, safety or usefulness of such information. This information is not intended to be used as the primary basis of investment decisions. It should not be construed as advice designed to meet the particular investment needs of any investor. This report is published solely for information purposes, and is not to be construed as financial or other advice or as an offer to sell or the solicitation of an offer to buy any security in any state where such an offer or solicitation would be illegal. Any information expressed herein on this date is subject to change without notice. Any opinions or assertions contained in this information do not represent the opinions or beliefs of FactSet CallStreet, LLC. FactSet CallStreet, LLC, or one or more of its employees, including the writer of this report, may have a position in any of the securities discussed herein.
+
+THE INFORMATION PROVIDED TO YOU HEREUNDER IS PROVIDED "AS IS," AND TO THE MAXIMUM EXTENT PERMITTED BY APPLICABLE LAW, FactSet CallStreet, LLC AND ITS LICENSORS, BUSINESS ASSOCIATES AND SUPPLIERS DISCLAIM ALL WARRANTIES WITH RESPECT TO THE SAME, EXPRESS, IMPLIED AND STATUTORY, INCLUDING WITHOUT LIMITATION ANY IMPLIED WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE, ACCURACY, COMPLETENESS, AND NON-INFRINGEMENT. TO THE MAXIMUM EXTENT PERMITTED BY APPLICABLE LAW, NEITHER FACTSET CALLSTREET, LLC NOR ITS OFFICERS, MEMBERS, DIRECTORS, PARTNERS, AFFILIATES, BUSINESS ASSOCIATES, LICENSORS OR SUPPLIERS WILL BE LIABLE FOR ANY INDIRECT, INCIDENTAL, SPECIAL, CONSEQUENTIAL OR PUNITIVE DAMAGES, INCLUDING WITHOUT LIMITATION DAMAGES FOR LOST PROFITS OR REVENUES, GOODWILL, WORK STOPPAGE, SECURITY BREACHES, VIRUSES, COMPUTER FAILURE OR MALFUNCTION, USE, DATA OR OTHER INTANGIBLE LOSSES OR COMMERCIAL DAMAGES, EVEN IF ANY OF SUCH PARTIES IS ADVISED OF THE POSSIBILITY OF SUCH LOSSES, ARISING UNDER OR IN CONNECTION WITH THE INFORMATION PROVIDED HEREIN OR ANY OTHER SUBJECT MATTER HEREOF.
+
+The contents and appearance of this report are Copyrighted FactSet CallStreet, LLC 2026 CallStreet and FactSet CallStreet, LLC are trademarks and service marks of FactSet CallStreet, LLC. All other trademarks mentioned are trademarks of their respective companies. All rights reserved.
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-nvda-q4-fy26-earnings-call/images/image-1-We will no.jpg b/apps/api/app/data/demo_documents/financial-nvda-q4-fy26-earnings-call/images/image-1-We will no.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..345570fefc2750d212dbb9ca2d31a00afa50db10
GIT binary patch
literal 1369
zcmex=<NpH&0WUXCHwH#V1_nkTWcYuZ!I^=Bjg6g+m4ls~os*M;i${c)hnt&6Qb?Fz
zL{>^(PF6}rMnOeST|r4lSw=>~TvNxu(8R<<Uft5x!pKI?*u)5A2qPyaCl5D|1TU|I
zk)n*E5y{~H0R}-1pko}E8I>5A1R0qH8UG()kO#Vxl@SaWpn#EynT3^&or9B$8>nEb
z00R>vGcywlGb<|#3s7|}P@aKBkX1<0(2-3zFp*uUP{gQl;zAB(r;P_igD!qhF-|IK
z;^Yz&myncFRa4i{)G{$OGq<p`a&~cbbNBG{3JwVk3y+A5N=`{lOV7y6DlRE4E3c@m
zYHn$5YwzgnnlyRJ)M?Xa%$&7o@sg#>maka3YSZQ|TeofBv2)j<!$*!DJAUHisY{oy
zT)lSv#?4y~A3c8Z^x5+lFJFE9^!dxzZ{L6X`~~tCBLg$UTR;-xF*JV(0{z9r!otkL
z4)PZxQ#lYb3$m~(8nOvF2C^p>3M&~ka)>xhT)6Qdr?PR-2hpUWi(FzVCJ$9Vg1iRy
z8F3zKBFkrRk0JbZi-Cuk5g2*Qf(-Ty-+yVW*_$8kt9DtL*Jh^R`mc6Z81p{;yLQO-
zyRlBf7xtCE_?B&0{&DWAIgZ&n^WHf9XXq^sbgo@{e~#F+w5K!sxorQkmTcR{x6Os^
zRi#SZL%YC#CX7NASGjAx=`6mQdj5;(>f}edRzI6KeS+keybR|bUm8C7kX80N@pC=D
z+RuMpR~`1@?zvfQDfw1+N)rsiU)ir^DE|^J`S88K9;2mmA5ZJ-2r08!_{Hx2soho#
z+GoG+es;w)a>=<szZ3r%?#e&6@2%o}v(L5l$l_HlXMb{i?$uMYTb(KS;?lahnG5(n
zyIc<Uy}Y<TPqjeG`M%x!*33Xx29XxFpf!x_P5f0+8qDXm{<X;5HTziecR%yx8*KM;
zy|J;b$=}j(^LEL``MM|H_qBgInpSa1AvZVe-MZk<lK-aiH$Am}_wbF=hQIDV0@yuQ
zE}ZPO+x69j9r6>`+g+TawmI$i@>z>NTdem|Fi`l!&$j2-JNC<4HI>duN!kT}c_RPR
zL2kaQV`|CtZG|yzZZ}2b7rxV~V$fK%U8;BPnwPvs54kJ%tVr&&+pBd#u|dm`eW3{B
z*&k;QTwZ&5=XCoC_K!pUh_&3gyFa1J-l+c2f{&%I?qq4^^-gUpxc^>m|1$05LuT{*
zrd{4}*zc$OyFT{Uvlw1z&-v)qbG@+pbm^IkJyv~d_CL~Iyr{wEKZEo2c&}oahLbtR
zRoz4F7VVCX^*i;|vFVwa`j6r^`Nn6POZ|DG?(du>_S@$8N@lJ5fiX}1iCtAx&+*py
z>Mnm>gmLR5S>E+(*+=*Eas(_?wRT{>xAV4c(r@q2N^Jqb6SvGg#lK?t^7hhn3$Yx#
zHSAy4THCYxJTZOpTIxSTnVtXh3w2u<CoX+?IqO&Z^c|0_mrnR5`=3GTOU7c4B#*@b
zD;l&KZ*V<$UsCJtGXJfB@s_N*$i;7LkLN#)z9)NKuhdeC^HET8?6J_tpXIhNUbyHg
e!Vn0>r7IG)Y~NNX#Svtz#+@T^RwRJ^|4jhLvpj78

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-q4-fy26-earnings-call/images/image-10-Hi, guys. .jpg b/apps/api/app/data/demo_documents/financial-nvda-q4-fy26-earnings-call/images/image-10-Hi, guys. .jpg
new file mode 100644
index 0000000000000000000000000000000000000000..9ced9f56d7e306ff2baf79bf659aed1207bbb388
GIT binary patch
literal 1203
zcmex=<NpH&0WUXCHwH#V1_nkTWcYuZ!I^=Bjg6g+m4ls~os*M;i${c)hnt&6Qb?Fz
zL{>^(PF6}rMnOeST|r4lSw=>~TvNxu(8R<<Uft5x!pKI?*u)5A2qPyaCl5D|1TU|I
zk)n*E5y{~H0R}-121f>KW=16jCP7AKLB{__803NOWMu>c1}I=;VrF4wW9Q)H;sz?%
zD!{<R$jr>d!pzFb!U9xX3zTPI5o8roG<0MW4oqZMDikqloVbuf*=gfJ(V&YTRE(2~
znmD<{#3dx9RMpfqG__1j&CD$<t(;w4-P}Dqy@EqR!@?sXqmoln)6z3Cvx-Yf%gQS%
ztD0L{+uA!iyCzMZGIiSY88c@sTD)ZGvgIpQuG+MD%hqk%ckJAC=<t!F$Bv&kdFs;T
zD_5^wzj5={!$*&wJbm{3#miS8KYjl4_1pI!KYxMz#mK-6@fMJTcnr;7f<S*Uv9K_+
zu!H=?$W#u*%z`YeiiT`Lj)Clng~CckjT|CQ6Blkg$f;}`^g%SK=pvVxipfLOk07ss
zeMX$en#l4Q++zrT-D2QjW&}navmk>#!}nhriyF8z)&(EE)icqPb%~LYfX#8O8{e3J
zUSJP*Es#=MUYNP&$aZ0`!2W5k-uM}R{eHCk3qzo*2p9`7sLWxEtKz(F<HfJ4I{iO`
zjQrok*z}I~cE=ZcH@8p!p8ezNU*m{*yj$)T+TP|9EYrX8sebxv2hp0y^l!Bhev3J+
z-aY<(xcRTW)$5Y#``cd@`1!@GyZ)b{qM-iRiXW@azqN9l>K4a#|3``a;~!!1&Fjm2
zO()CARCa!qt@o)5VY~rxiBV<{M_jmtOVF9xR))fP`g=Za<#-$NXTv)G-^c$mtnGTS
z$2RkuuNbQ`zrttfk1u~E?cjVm?b|0$uW6IQbQ_GLltZsGFnAX*ys+8-Z!1Ijr(>I)
zK3bfznwt0~`|P4hlimcw-`_qx_}x%YZy5HUVe8iWKVKLAXQ=zn@ayW_vg<}?(s%Jc
zvkyx>mce{Q@S4Zf3r{1M_*X0slW)zhySk(!;^_lx`v<oB4}VyDib0$C==AyNmyU21
zeBNgNKzTCI>-X0&9~GaUbxl^}se)X@ukU{={%A10Z_fFC=WNB{j$=oE&D+2H^SV=;
zOStVfW_(bTD3?qA>;Io2nrX`lhBf^{k$*S4O=s2@e=q*w^{=$8FFANPlodX>G8EW}
z@BOW|ZsW!y#r-;etLygEnclxXGfV93@~p{DOPZyh@^25Q*9l+v@_T1>BI^kS@tBD(
zs{id=z#V$zZvF8m_rG4;KUXAxJ!^kSt!4%&kt}Mk%q{=tl>6_+$~X3pPuU;;IZI;!
H|Nol+IpXhE

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-q4-fy26-earnings-call/images/image-11-It's too e.jpg b/apps/api/app/data/demo_documents/financial-nvda-q4-fy26-earnings-call/images/image-11-It's too e.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..c11422ea2b500e5e895531ea2a1475dae57db46d
GIT binary patch
literal 1370
zcmex=<NpH&0WUXCHwH#V1_nkTWcYuZ!I^=Bjg6g+m4ls~os*M;i${c)hnt&6Qb?Fz
zL{>^(PF6}rMnOeST|r4lSw=>~TvNxu(8R<<Uft5x!pKI?*u)5A2qPyaCl5D|1TU|I
zk)n*E5y{~H0R}-1pko}E8I>5A1R0qH8UG()kO#Vxl@SaWpn#EynT3^&or9B$8>nEb
z00R>vGcywlGb<|#3s7|}P@aKBkX1<0(2-3zFp*uUP{gQl;zAB(r;P_igD!qhF-|IK
z;^Yz&myncFRa4i{)G{$OGq<p`a&~cbbNBG{3JwVk3y+A5N=`{lOV7y6DlRE4E3c@m
zYHn$5YwzgnnlyRJ)M?Xa%$&7o@sg#>maka3YSZQ|TeofBv2)j<!$*!DJAUHisY{oy
zT)lSv#?4y~A3c8Z^x5+lFJFE9^!dxzZ{L6X`~~tCBLg$UTR;-xF*JV(0{z9r!otkL
z4)PZxQ#lYb3$m~(8nOvF2C^p>3M&~ka)>xhT)6Qdr?PR-2hpUWi(FzVCJ$9Vg1iRy
z8F3zKBFkrRk0JbZi-Cuk5g2*Qf(-Ty-+yVWSeKWyd3)vaf{hDKnlS1*nm%2-|JUn|
z#ox-AcJu}x*<OC`B(v!rS*Ddg`>$Lv+b4JBy@=KADZ%Gn^4<B*5XJB=IP~(9+?CaN
z{>x`*T~KV$a%A7Jj?bU-RmaZIF8|cJ`j}9Sb)~vek25k85>L9x$RA#~fZuD;#xK5A
zx}iRKEah58!8YbQ)^;&yw|)#;lDGcfsh*k@d>mi%{xeMXKexMbiNHaX<%=|ve{g-4
z5L{o%aq*<C$pXV)^D>xMeK^-K@xb)&8dBlURP7Jh)-Bsr<r>f->L%*OAls_TAQ~KS
zdF@y2WS$rN-y=$cUuoSHVSE;Rv~WpQs!>=*yw>6U3x7#{v9<bI%FVGZB)Q^AmE5D9
z>m_e9s%||Yvq9s2yYkOj^AAp*wr%Hj^_GMOwN?Kav>5JOE&khI-T(8!e}-S2>)2h6
zf4e)c{`rda?z0R{gj}kurrLL`H*CChI-vKCz=c!X`~{T@_yZSBjErU0JhkD3@{Xko
zn7T9;@D(46_;;rH`Z@VuoU7!x&)?SDYqRmsD}SjNrf=I0uV8cg=loM@_Q7dSbKkAw
zcz8qMkJWz$D~4Cv?H}W2<gTx~De?Ep^Jo7VQuqJ*TW|GF%euQ_-GYiVhmSiBvNc$q
z=Xu@nLACYt+ldyPGd>)?{5saQplW%W-kLjmH*Gy4TNn6Q|4R8Et-aejOsx%{cAnPy
zxGiwE{Iv!%8_)7p(OKH2+vkezQjoqrRek08{PUNl`+cnXnX~=l!>gYB62I@=c#~}w
zFZ!xTG2o(F^{V>5Y_nU(J_k<uJCAL`<Vhik?vF17Ft1DBarLX&<jl;p94)?kO?$b0
zH^tifcir?W<Dc<s@=4Q!FSl>XnAKUi*4gUMnso-JzpQ)ifA!5*)xSp;*BK?}Nz{oj
zRslnaY2mC(w;unk-4j&5ui>IAgUhV2dF|TCdHn0AX<cA+;9_9ju&9gS^z}Du*O{DL
lI!!cF*(vas;E!waO&5L7-kxBtrNMqdsQ6E-NC5l)n*h}{LoxsW

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-q4-fy26-earnings-call/images/image-12-Analyst, C.jpg b/apps/api/app/data/demo_documents/financial-nvda-q4-fy26-earnings-call/images/image-12-Analyst, C.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..d84deaba02fae45cc3fbf9e9b8549b5976f6615f
GIT binary patch
literal 1193
zcmex=<NpH&0WUXCHwH#V1_nkTWcYuZ!I^=Bjg6g+m4ls~os*M;i${c)hnt&6Qb?Fz
zL{>^(PF6}rMnOeST|r4lSw=>~TvNxu(8R<<Uft5x!pKI?*u)5A2qPyaCl5D|1TU|I
zk)n*E5y{~H0R}-121f>KW=16jCP7AKLB{__803NOWMu>c1}I=;VrF4wW9Q)H;sz?%
zD!{<R$jr>d!pzFb!U9xX3zTPI5o8roG<0MW4oqZMDikqloVbuf*=gfJ(V&YTRE(2~
znmD<{#3dx9RMpfqG__1j&CD$<t(;w4-P}Dqy@EqR!@?sXqmoln)6z3Cvx-Yf%gQS%
ztD0L{+uA!iyCzMZGIiSY88c@sTD)ZGvgIpQuG+MD%hqk%ckJAC=<t!F$Bv&kdFs;T
zD_5^wzj5={!$*&wJbm{3#miS8KYjl4_1pI!KYxMz#mK-6@fMJTcnr;7f<S*Uv9K_+
zu!H=?$W#u*%z`YeiiT`Lj)Clng~CckjT|CQ6Blkg$f;}`^g%SK=pvVxipfLOk07ss
zeMX$en#l4Q++zrT-D2QjW&}navmk>#!}nhriyFAHPfXN%DH~97S|)gP@5kQfGfR1A
z%~O`X{i>>N{<#LLC-WqubBY$v+Y!dLWWD93=aW6ID;qP-j!tR#CI5NWmn;U2MO|Q=
zz3W)dyMk4m>KDT2-(<U1<F)Rw)~A^ga;GehKVeum|ET%=)Qh)FEh^6){PO-+;g4(i
z&ARrFAAM|Jl2sr4SA%JLkItX9PS#81bxt?``|zLPb<!?drtfcWx#;<&I6mEfrT*)N
zEPbJyf7iQBX`J5vz4^oIUuhfmC{{m>_slr{bY{{1_x%61)oU@l%>cV+;jSIg-ky2#
z?~X0)-^)-Kr?cm`+v+DPPdV(af8aj(FZ;vTxX#RPx=Qzy433tYU-|r>;o5q;KJB?~
zA6qg~=Q%|*-ru>F|4ncCzluBc_s{>^%TUFvQL1%V%Z=mfdXt$cmrC2XzrTHY>iG`#
z{xhNbkrW2+z5M<y!?aK00mm6<JXdS5RpXrW=$_?bOHUDlUs98HzUR32^H=e$jXxjc
z+26JQTXWsnfwj2KV9%#D%3Fg!``pa`?*5-4UVduH)B_c*>-0-IBNL|_mw$Jeql$0;
zx(sITgWGEE#BKP`uq^Y>`7i6Xt$6XRKJn7p2g*F+#s3-hRGL;baGkxr=HK1L=OrXd
zr7yp-|8-NoH#5*duKeNc`x~<b#Vq>b?{0s5`Rmat)yi|Lm-%L{@|OuXk$iV2*Ggsf
jiLu9K*M94@;!Hc`70xFiP-J1kSk<MmfC&ln|Gx<UY=ZXP

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-q4-fy26-earnings-call/images/image-13-For the Da.jpg b/apps/api/app/data/demo_documents/financial-nvda-q4-fy26-earnings-call/images/image-13-For the Da.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..dee4439919592adcc9b4b9b04dbb60a8efef19be
GIT binary patch
literal 1371
zcmex=<NpH&0WUXCHwH#V1_nkTWcYuZ!I^=Bjg6g+m4ls~os*M;i${c)hnt&6Qb?Fz
zL{>^(PF6}rMnOeST|r4lSw=>~TvNxu(8R<<Uft5x!pKI?*u)5A2qPyaCl5D|1TU|I
zk)n*E5y{~H0R}-11{VegW=16jCP7AKLB{__803NOWMu>c1}I=;VrF4wW9Q)H;sz?%
zD!{<R$jr>d!pzFb!U9xX3zTPI5o8roG<0MW4oqZMDikqloVbuf*=gfJ(V&YTRE(2~
znmD<{#3dx9RMpfqG__1j&CD$<t(;w4-P}Dqy@EqR!@?sXqmoln)6z3Cvx-Yf%gQS%
ztD0L{+uA!iyCzMZGIiSY88c@sTD)ZGvgIpQuG+MD%hqk%ckJAC=<t!F$Bv&kdFs;T
zD_5^wzj5={!$*&wJbm{3#miS8KYjl4_1pI!KYxMz#mK-6@fMJTcnr;7f<S*Uv9K_+
zu!H=?$W#u*%z`YeiiT`Lj)Clng~CckjT|CQ6Blkg$f;}`^g%SK=pvVxipfLOk07ss
zeMX$en#l4Q++zrT-D2QjW&}navmk>#!}nhrt9G^ivC3T><5MA{)wiaWl_63^LuCTP
zE8legN4$E>ZF}78I=Jh#9<Bcx{Wj@=qVASCDuU1Drx%B>tx>KuYMc4ELGJjo{1f%P
z3?-hAYE^H`XKKGYasOeI+4r*VnfvagOs#&K^Ju51jkrbp-8i?iFHVI2$(DL{I^g0u
z(K$A{e~c6#{N?x;!uT>I+<HMp_uDhNd8gJM|FGkM{eOnIU0Mv<=l^)GkiHxEIQaJp
zPFK0*JOBJ=m|9+L^iyoJ?|%lHi?csTt~c4#aW~7r<-Yk$t+w+!pEX$9^Ja3UrcDph
zFc<2*X@6+>g0;684jfq2z}5BamiF%QrV@VX9)YYV4dydnr8P_DdM>=<=p<z>>+vRg
z-zEM1TS`u><1?Sw&b*m#|KlIm_<MDa-HvXsJn2*)_&2jg+|cmu0e^<ojbBgLp9o-g
zT-8+4eZlG{|9^%BvmTf@v29PE|MQjhB^5`NoZgF#Y<mt1W&UcoV_(U#r@z$xZx+K>
zDb0yqo1G>tJZ04u{3i1YL!g^m;k;Un1$@QFT<X&ttY>ci&(Jq(;e!oz*GsB74gjr8
zEs=Y6@2dZuptoOb?WeyEw~@|C-ZbyQe}>cHTz1|68D9U@U|zb;`sl1+mHW2@R%-n5
z?mNEmPyP9*H<|0Ym5i*~!Xy;>I2Q2PAFlcpt*~iN?Z)Tdi{!fB)UMtb#<Orr6Td>=
z*ArRugeJzEUM_H=^3#k@cJ2EgN37Ocy;Nx7y4+(`GL8R4823Jk=JkvISf1B&(XBD$
z$bEx%epdfN!~H*|p50_po{@gQI(jkli(2>Bk!#mxZSI|)J>&VNf_kq>mmRLWzh6G-
zVpCDd?59A-&SF@zx^zueg}lvYGtW2nzYgt{I(N-l+hXma-y7H2?OV1(BK3-mWnHmE
zxH5~usU6?!AI8>ATz~u3^3x$1&$)Ljl$7{p!noE|B!Cf!nHbm|San4LSj^2f#2!l8
i(V60Wvo-M2m+n}jXAf?_|GDk&<2n3}t|E;8Zvp_Edp&~y

literal 0
HcmV?d00001

diff --git "a/apps/api/app/data/demo_documents/financial-nvda-q4-fy26-earnings-call/images/image-14-Every \342\200\223 th.jpg" "b/apps/api/app/data/demo_documents/financial-nvda-q4-fy26-earnings-call/images/image-14-Every \342\200\223 th.jpg"
new file mode 100644
index 0000000000000000000000000000000000000000..c9908f46e57d5730467c1d8809b76d357ea2f231
GIT binary patch
literal 1354
zcmex=<NpH&0WUXCHwH#V1_nkTWcYuZ!I^=Bjg6g+m4ls~os*M;i${c)hnt&6Qb?Fz
zL{>^(PF6}rMnOeST|r4lSw=>~TvNxu(8R<<Uft5x!pKI?*u)5A2qPyaCl5D|1TU|I
zk)n*E5y{~H0R}-121f=5W=16jCP7AKLB{__803NOWMu>c1}I=;VrF4wW9Q)H;sz?%
zD!{<R$jr>d!pzFb!U9xX3zTPI5o8roG<0MW4oqZMDikqloVbuf*=gfJ(V&YTRE(2~
znmD<{#3dx9RMpfqG__1j&CD$<t(;w4-P}Dqy@EqR!@?sXqmoln)6z3Cvx-Yf%gQS%
ztD0L{+uA!iyCzMZGIiSY88c@sTD)ZGvgIpQuG+MD%hqk%ckJAC=<t!F$Bv&kdFs;T
zD_5^wzj5={!$*&wJbm{3#miS8KYjl4_1pI!KYxMz#mK-6@fMJTcnr;7f<S*Uv9K_+
zu!H=?$W#u*%z`YeiiT`Lj)Clng~CckjT|CQ6Blkg$f;}`^g%SK=pvVxipfLOk07ss
zeMX$en#l4Q++zrT-D2QjW&}navmk>#!}nhrtE9HA6q}lnT0ir=;PUVNKLS{HF7LW$
zta3>u!)mh(*YWvBXQjAvTsr&jQGK8Ggjv;p^L{Yz%8Y)u=u6<+7urSF5B8msdi6r_
z-;-pEKfVlc{t_?W+{jobQZ<$R*R`ed)+W~<-Fs+reZhzO6W2uAi06fW4=-9>zhy!H
z%Lu7yoz+V=Og#4D^O22T*zaGsz`i&zW_|k~w@W9sm7kxMr#$7mUHhNxRSTH*ygy?8
zwtm&=<{69BOyvERe>A-xd-_SFzxkify|X__t~a~9@VDFYT)`(ctN3b-&oY$D$z8ha
zclqMY`b(;eb0(hnBD&sHgdsSkSFLmLL}z6lqj@dCD;DsZT{HQ-^p!u?<jwDo)!#I|
zlTrRW@Y150=ThS*`LFoT@H*k2Y42kX$F^$)mOKIT*DL>&%5Qr1pP_$;|8G6}fcm8j
zC02{3UCI|JHL$aPKRJf2>tN|>qpHeP_Euk}1-uB|$&zq=hPTYDvPCEAuQ{sA{jiZ@
z_{ycFU3ux*Ez8H2o+1W+vZ5F?R@|xx3hjLAI&o*H4x_zePyoC6V>4#o#_E}yf60Gb
z6~`Tvw{G?Z2mAPcTaAyICq>`L4c(*|v(483KSKonxh*yFSxJ|d?yya(;a~Kh;p@o-
ze0@9PMPKr&|M5}qnP6xjH+R;qRU9V{zI2c=Z{Oo!^8QQooY_f5Yb-VD5ABXfZ+m8_
zVzi{Adga;TUCUb@&pmUEXQSbhWA{t`+G@|MRSw@&<htcm{a$hV6$^O(GYGyYzkWUK
z71JcG6@hXE2kP~sPHg-r`ft{Hmic=FIJnhA?BidC_DCH)apU5B4_gUK(X#W0%D=Nn
ze!IQ=cg*%D8q8Mbu04;qQpObJDP7W6&G+Q`;@byh*X}8BF_^d_K)Z3;{ooI8@6T8|
zA)U$fsZ5pp2h%GVbqfEk7PCwcnHgS~`g=*e7sKsET^bBf%+$91KZ8Q{{$J0s=Y0tO
R_51wy@Sn3Z7V!VS2>^n}J-7e>

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-q4-fy26-earnings-call/images/image-15-Analyst, N.jpg b/apps/api/app/data/demo_documents/financial-nvda-q4-fy26-earnings-call/images/image-15-Analyst, N.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..15506b4a877e31fae97e12befacb111724af1918
GIT binary patch
literal 1200
zcmex=<NpH&0WUXCHwH#V1_nkTWcYuZ!I^=Bjg6g+m4ls~os*M;i${c)hnt&6Qb?Fz
zL{>^(PF6}rMnOeST|r4lSw=>~TvNxu(8R<<Uft5x!pKI?*u)5A2qPyaCl5D|1TU|I
zk)n*E5y{~H0R}-121f>KW=16jCP7AKLB{__803NOWMu>c1}I=;VrF4wW9Q)H;sz?%
zD!{<R$jr>d!pzFb!U9xX3zTPI5o8roG<0MW4oqZMDikqloVbuf*=gfJ(V&YTRE(2~
znmD<{#3dx9RMpfqG__1j&CD$<t(;w4-P}Dqy@EqR!@?sXqmoln)6z3Cvx-Yf%gQS%
ztD0L{+uA!iyCzMZGIiSY88c@sTD)ZGvgIpQuG+MD%hqk%ckJAC=<t!F$Bv&kdFs;T
zD_5^wzj5={!$*&wJbm{3#miS8KYjl4_1pI!KYxMz#mK-6@fMJTcnr;7f<S*Uv9K_+
zu!H=?$W#u*%z`YeiiT`Lj)Clng~CckjT|CQ6Blkg$f;}`^g%SK=pvVxipfLOk07ss
zeMX$en#l4Q++zrT-D2QjW&}navmk>#!}nhriyF96CLI@gH}R^t#c7$~*F7J5pU*7k
zoi$Hc`u3};y7}iCtbV*xoVx9}NnYU`ZRVixIWH%lT>N_C%tqg}n;dHSf1a%}We^E;
z1!L2@$-Q&Wi8`wM;`;nsG&lXoYUQ5Qr&1ECHJ-~a5WW0k+2=RAoZXi5Ti&pn`=8<P
z$2ITSqUw(yea!E1<=^sO0j%*7kw2qa%DwC&r?dZk_@Ck0(ULm(y}!%)xhKz5mW%%D
z{+}UQRK7Fk-}ObO98Mqpee{pjznN?JIpThre~L2vnHIDD_u>BxYv-S8u+9ScOk+jf
zI<ZTaqT7FOT$#U?q0mly&u_oAPgb6C*j@j?eez%Shp}m$ncsAk?kO4EE;qmO8EEBt
zyFTr?ULRXBQs+5EG~VC2mj6v`@xKb+{|xo)KQ6E@FlrB4W3(ipKkBpRBwzK2)cF1R
zdf~PQEahjcuD`MC`JWH7|NZ0txT<_t?$=qJc@Il?3M4x$O&DJq_)Hi3cvkY1$HMjt
zSEio(;r9Lf<#|{8&odYPd-<Q?^|M`C4BE3lwmzSlEW2p_thCehyX=4c__KP+I`$)K
zuYN~NoyOTy`0p);^M(4apB<#^csKuN=<mKJ|K+Ux%zsm_U6oZj|HdkG4@+Xx)Bg<j
zY-a6sU`@~7R-boCy@zL4@5`_9Px_B-$ymT|{o(8T8(TYO_9;*Pp8w;^-@>@gxYAWG
zi*LP}d|X7xq<Xtzs7k^o`$M~H&43PEFsb0AW{gFu!jpmwrmrG_4y;I6{{Kw?`giyB

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-q4-fy26-earnings-call/images/image-16-And one of.jpg b/apps/api/app/data/demo_documents/financial-nvda-q4-fy26-earnings-call/images/image-16-And one of.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..8abaeacd643bd577519d8fc75e5f15125fd28be2
GIT binary patch
literal 1368
zcmex=<NpH&0WUXCHwH#V1_nkTWcYuZ!I^=Bjg6g+m4ls~os*M;i${c)hnt&6Qb?Fz
zL{>^(PF6}rMnOeST|r4lSw=>~TvNxu(8R<<Uft5x!pKI?*u)5A2qPyaCl5D|1TU|I
zk)n*E5y{~H0R}-11{VegW=16jCP7AKLB{__803NOWMu>c1}I=;VrF4wW9Q)H;sz?%
zD!{<R$jr>d!pzFb!U9xX3zTPI5o8roG<0MW4oqZMDikqloVbuf*=gfJ(V&YTRE(2~
znmD<{#3dx9RMpfqG__1j&CD$<t(;w4-P}Dqy@EqR!@?sXqmoln)6z3Cvx-Yf%gQS%
ztD0L{+uA!iyCzMZGIiSY88c@sTD)ZGvgIpQuG+MD%hqk%ckJAC=<t!F$Bv&kdFs;T
zD_5^wzj5={!$*&wJbm{3#miS8KYjl4_1pI!KYxMz#mK-6@fMJTcnr;7f<S*Uv9K_+
zu!H=?$W#u*%z`YeiiT`Lj)Clng~CckjT|CQ6Blkg$f;}`^g%SK=pvVxipfLOk07ss
zeMX$en#l4Q++zrT-D2QjW&}navmk>#!}nhrEA;ghH*T%&yq%^0%zwf61)Q(u{94<(
z^T_rID`mGg)hovMEnj~xt4PExW1$Vlgs;DTU0z$Gzw*w4VkxKP%V!nTD^7Nht;*gN
z)7w}rVE<O8-fFMR#xt`YmzLUIc@i$F-n{;5(WC><FBh`^3`>;i>n<{WcKhV@^}K(1
z8LDDM+ZR?en%dv-6SJOR!Mymd?cdc!4O|cY1g?}m>v4PK->W;d`@`PVFD(~7rMP`s
z@I`^`PqfdhO*Ws^Vz^V~v<6RYQRM=@{fDiLqN7#cyx{r7v#h?c{>XJ#4~9?%9>xPq
z(;B$eSEsW6-RxK}d&(EvgI`6Hx)?rd@6P-(*K_e5mx%@`g?CEX_Hz5|lj@txdxAks
z-axkF!FB7$-UU+Ep78l4C;#ey9aN!Ll(1{NdTVNd-5&WT8qDRPCokz2{%5d}|IgrP
zdf>$jsk`&)pRZW&KFv@^U%I4Jt6u7}#OWKaIL;Y-@ZywvRsZV><13Tkz-u1YTr9&F
znqTo+HE?MxYOp*nDfo9L!~5s_e_5{bvo?P_z4-QN`E&ChTTe*cwv~M<>+O#Z>XpN6
zB=dr<J$ulnQn2{Le}=FBrZ8T<F8b)K&cV`eFQ&{``uoQ}vHuLOuV?#A(|F#wXe#ru
z$2`k-EZ~bi9Q7qz=tk_0pgk^cDvp2m|FUk=j^5xy)5YGUY-G!*dh<{9KZDe{=CG?K
z@9(O7S`cUEVcdV<%L3l>LjM`Ej<3)?yX(vZw+8l}e<~B~*DrNn{$uYYGw&Z~S~PFH
zF!21M{OelIJhiJ!V)tj>vcKuT|7q2?U11AXT4pRL<0(qXV}F*xILY?h#+B1<@2b4t
zU|s*UVZF<S&EDJ+YbQ@=p8TqM{<$66+Pmj62PUiTxW{(QUFPwP>zT{4%c>UK78aes
zGvh{){jmm<6^ptUG$*;rtls8v_4s0*i>?fYI&T+SdRK(}YGGOilw4cA{MIYM%5p>P
kzT-Q7NuBucZ$9s|g)2C|3$+G%%N3sd&%mXzfdBtZ06|zmQvd(}

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-q4-fy26-earnings-call/images/image-17-Analyst, E.jpg b/apps/api/app/data/demo_documents/financial-nvda-q4-fy26-earnings-call/images/image-17-Analyst, E.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..8e9be56cffcd8aea2e7d40d81cc0a12ba23ce00f
GIT binary patch
literal 1227
zcmex=<NpH&0WUXCHwH#V1_nkTWcYuZ!I^=Bjg6g+m4ls~os*M;i${c)hnt&6Qb?Fz
zL{>^(PF6}rMnOeST|r4lSw=>~TvNxu(8R<<Uft5x!pKI?*u)5A2qPyaCl5D|1TU|I
zk)n*E5y{~H0R}-121f>KW=16jCP7AKLB{__803NOWMu>c1}I=;VrF4wW9Q)H;sz?%
zD!{<R$jr>d!pzFb!U9xX3zTPI5o8roG<0MW4oqZMDikqloVbuf*=gfJ(V&YTRE(2~
znmD<{#3dx9RMpfqG__1j&CD$<t(;w4-P}Dqy@EqR!@?sXqmoln)6z3Cvx-Yf%gQS%
ztD0L{+uA!iyCzMZGIiSY88c@sTD)ZGvgIpQuG+MD%hqk%ckJAC=<t!F$Bv&kdFs;T
zD_5^wzj5={!$*&wJbm{3#miS8KYjl4_1pI!KYxMz#mK-6@fMJTcnr;7f<S*Uv9K_+
zu!H=?$W#u*%z`YeiiT`Lj)Clng~CckjT|CQ6Blkg$f;}`^g%SK=pvVxipfLOk07ss
zeMX$en#l4Q++zrT-D2QjW&}navmk>#!}nhriyF8z)}<e<T63+Jb?cV1(sOoCwXk@>
z{&@l4tgeS!Z1dihRxIAVbK>I(KU1vJS-#lMEjM8ZbQJ;P@OfvB$9&Xd*Hqc<{=4}<
z!y4n*`VM`&ql?cxczCBW^Q-;eoa^=vUi*HZ9Bc5%^w$31{|wjU*D{2Dbe(_GwBMBN
z%1q~;GUeuf_Pu3Ru@ClNPS|n&%;~oO3>5|SQD;8p&c9`{(5hz-@9uw0750}ut&-#2
zd)Pna`1<$4KjmLK$d-x(I<Sfar%X)heNx=&5Ha6DgSq!(>+_k_qKoEFQ@wNlz5KuJ
zpVz+Uy;VEewOyHC|Go6bm%oyBSf8G@XV0vMzfL^e`0{O(_M_TB5v?<g4hQ5S9yM6s
zd>GwbsaQB=qSyR|>n*lU^Hq;<&)>_^8pHQ^;a}sh{|pZ`ukL@otN#AR$m!umaWQ*7
z3#1fJQ%GvC^^CA;3!bX1(D!9)_rvb{TVHbY6sxeGw)eZgT)s6ofH9&@YtL`92}!~2
zbKd;1n*ZTXcF_)f(YV^>;f9*09L(x${eRSnFs2{;mK1$5Z)VX(y{qTH_y1>z{&_up
zWBo3Bt<xXg&cE>`!%?ErzT$qr|7FqD4xC_#V;@aBc3yl^61Y$J84usx{|x?5qeFUD
zy$Ed!ZR7YV!g#16?E9Nr>n9!OEHL}eaA0?R;E(H-af#(Dv+|a!I869(^3(h)@=xRX
zQ%kmQ3%Il1Q$(gp?(ydZ+@jB<rvGWpw|~9+Kf?>RE)C|(ivJk`<$o{!8T<m2Y8EwE
i@QeIsI8l}VJ^W|bvDW_#3fc8P#Q(KqENZa-e-i*4&Hu0f

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-q4-fy26-earnings-call/images/image-18-And then l.jpg b/apps/api/app/data/demo_documents/financial-nvda-q4-fy26-earnings-call/images/image-18-And then l.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..126c09f6811cfd5786085ec4e418f6014ad0b739
GIT binary patch
literal 1361
zcmex=<NpH&0WUXCHwH#V1_nkTWcYuZ!I^=Bjg6g+m4ls~os*M;i${c)hnt&6Qb?Fz
zL{>^(PF6}rMnOeST|r4lSw=>~TvNxu(8R<<Uft5x!pKI?*u)5A2qPyaCl5D|1TU|I
zk)n*E5y{~H0R}-1pko}E8I>5A1R0qH8UG()kO#Vxl@SaWpn#EynT3^&or9B$8>nEb
z00R>vGcywlGb<|#3s7|}P@aKBkX1<0(2-3zFp*uUP{gQl;zAB(r;P_igD!qhF-|IK
z;^Yz&myncFRa4i{)G{$OGq<p`a&~cbbNBG{3JwVk3y+A5N=`{lOV7y6DlRE4E3c@m
zYHn$5YwzgnnlyRJ)M?Xa%$&7o@sg#>maka3YSZQ|TeofBv2)j<!$*!DJAUHisY{oy
zT)lSv#?4y~A3c8Z^x5+lFJFE9^!dxzZ{L6X`~~tCBLg$UTR;-xF*JV(0{z9r!otkL
z4)PZxQ#lYb3$m~(8nOvF2C^p>3M&~ka)>xhT)6Qdr?PR-2hpUWi(FzVCJ$9Vg1iRy
z8F3zKBFkrRk0JbZi-Cuk5g2*Qf(-Ty-+yVWidwduZ+b@B^l3Iq<;f0WPo`NU8+pCz
zu-Yuc7%BW?v3JV@pGy<}GuT}C&kz$XTU=hd_MS%WC2RRfCNJ!oe_cDezB#>=x3p-Z
z@E;9x`Ew1X!bfi<n{mu#U#<Q_>dKZYYu>m2GCkx`zx%>J_gT-Me2B{Zd-XNje}+sW
z`?(4CUy9#y>H4I3d;YYD^OC>5nJ~T-2{(NBpFwcz;k9!=^Ba7WnSbw_-Pg+(7~?7*
z={m088p&Y4t7XQ8TC4d-u2+}pPfWMD|M{F*{)x0b*ZteyT20;Jd!jN#=2!YGhPQvL
zm#WQA*tDyEix0D*@>KRk*UpLrF#61rc&C`L)Zycf!<z5?7d6;i58IHd9aQ0H?S5Xm
z{PyiXzr#xx#m{y3?kZC_VHf_Np`w05z0}c<OBjx37qBZ#QU5A`;&P3+xp;x_-|Nhu
z*?$GFJFn8rRr|oVjQ#lEPuUF@BlNbW`TzOKv{&_tm65rdgz3|FlQMsG2LIc{S#QM4
zP}M6cBdmIKPqACkB#p!$SEeuo`WhYE#Bq8>nIxCL`iJEK?B<Wn<Zo`!FE*=p4yh4a
z{<hrrhJyTB^`5*V(<j_od49^$*{|w<9saudAKx~^m!D(gf9Cv<cm2=sda{G8YEhle
zC5i3ddN}798ptmWkMwXzaAasc$kt#npYKOwj{8l$lfNx3-Cu9`&(K;n(Oc$Xr&4K&
zt)!phy7Z6_lTJK~wVlfO<jC><1K)myF>bi}<(rCgso=Yd&*f(<;C(NY@vHUe^IH$N
zm6TdTg4-mX|Gbvl-kHDUYehO+!h!}Bd!za5zpP60O?r}}U#nn$c)I=4sLda?EiQ4K
z%DSuS<n>PrxXiA7w>q|Ti_oQ0x96UBu$~;(pPMhcbW7Ps9+m7Z;S9mSAD+H@z?I&6
z<CKT}`Ny$g-H%wVMjX1ZrFhl5oT42IcvopGYT$xmNu9v+((YQ?i%Y{K**1OY)~>dG
V{d9YW!l}L`AJ4B931I(!696noI0yg$

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-q4-fy26-earnings-call/images/image-19-Yeah. Than.jpg b/apps/api/app/data/demo_documents/financial-nvda-q4-fy26-earnings-call/images/image-19-Yeah. Than.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..520f3ea735b8a48a92b9ee9e0e0c6b1e9f3fbb94
GIT binary patch
literal 1183
zcmex=<NpH&0WUXCHwH#V1_nkTWcYuZ!I^=Bjg6g+m4ls~os*M;i${c)hnt&6Qb?Fz
zL{>^(PF6}rMnOeST|r4lSw=>~TvNxu(8R<<Uft5x!pKI?*u)5A2qPyaCl5D|1TU|I
zk)n*E5y{~H0R}-11_uUfW=16jCP7AKLB{__803NOWMu>c1}I=;VrF4wW9Q)H;sz?%
zD!{<R$jr>d!pzFb!U9xX3zTPI5o8roG<0MW4oqZMDikqloVbuf*=gfJ(V&YTRE(2~
znmD<{#3dx9RMpfqG__1j&CD$<t(;w4-P}Dqy@EqR!@?sXqmoln)6z3Cvx-Yf%gQS%
ztD0L{+uA!iyCzMZGIiSY88c@sTD)ZGvgIpQuG+MD%hqk%ckJAC=<t!F$Bv&kdFs;T
zD_5^wzj5={!$*&wJbm{3#miS8KYjl4_1pI!KYxMz#mK-6@fMJTcnr;7f<S*Uv9K_+
zu!H=?$W#u*%z`YeiiT`Lj)Clng~CckjT|CQ6Blkg$f;}`^g%SK=pvVxipfLOk07ss
zeMX$en#l4Q++zrT-D2QjW&}navmk>#!}nhriyF96CLI@gH}R^t#c7$~*F7J5pU*7k
zoi$Hc`u3};y7}iCtbV*xoVx9}NnYU`ZRVixIWH%lT>N_C%tqg}n;dHSf1a%}We^E;
z1!L2@$-Q&Wi8`wM;`;nsG&lXoYUQ5Qr&1ECHJ-~a5WW0k+2=RAoZXi5Ti&pn`=8<P
z$2ITSqUw(yea!E1<=^sO0j%*7kw2qa%DwC&r?dZk_@Ck0(ULm(y}!%)xhKz5mW%%D
z{+}UQRK7Fk-}ObO98Mqpee{pjznN?JIpThre~L2vnHIDD_u>BxYv-S8u+9ScOk+jf
zI<ZTaqT7FOT$#U?q0mly&u_oAPgb6C*j@j?eez%Shp}m$ncsAk?kO4EE;qmO8EEBt
zyFTr?ULRXBQs+5EG~VC2mj6v`@xKb+{|xo)KQ6E@FlrB4W3(ipKkBpRBwzK2)cF1R
zdf~PQEahjcuD`MC`JWH7|NZ0txT<_t?$=qJc@Il?3M4x$O&DJq_)Hi3cvkY1$HMjt
zSEio(;r9Lf<#|{8&odYPd-<Q?^|M`C4BE3lwmzSlEW2p_thCehyX=4c__KP+I`$)K
zuYN~NoyOTy`0p);^M(4apB<#^csKuN=<mKJ|K+Ux%zsm_U6oZj|HdkG4@+Xx)Bg<j
zY-a6sU`@~7R-boCy@zL4@5`_9Px_B-$ymT|{o(8T8(TYO_9;*Pp8w;^-@>@gxYAWG
ri*LP}d|X7xq<Xtzs7k^o`$M~H&43PEFsb0AW{gFu!jpmw=KnVVt?cwZ

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-q4-fy26-earnings-call/images/image-2-Analyst, B.jpg b/apps/api/app/data/demo_documents/financial-nvda-q4-fy26-earnings-call/images/image-2-Analyst, B.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..d484825720126e0b47d84c1981568ba518796286
GIT binary patch
literal 1216
zcmex=<NpH&0WUXCHwH#V1_nkTWcYuZ!I^=Bjg6g+m4ls~os*M;i${c)hnt&6Qb?Fz
zL{>^(PF6}rMnOeST|r4lSw=>~TvNxu(8R<<Uft5x!pKI?*u)5A2qPyaCl5D|1TU|I
zk)n*E5y{~H0R}-11_uUfW=16jCP7AKLB{__803NOWMu>c1}I=;VrF4wW9Q)H;sz?%
zD!{<R$jr>d!pzFb!U9xX3zTPI5o8roG<0MW4oqZMDikqloVbuf*=gfJ(V&YTRE(2~
znmD<{#3dx9RMpfqG__1j&CD$<t(;w4-P}Dqy@EqR!@?sXqmoln)6z3Cvx-Yf%gQS%
ztD0L{+uA!iyCzMZGIiSY88c@sTD)ZGvgIpQuG+MD%hqk%ckJAC=<t!F$Bv&kdFs;T
zD_5^wzj5={!$*&wJbm{3#miS8KYjl4_1pI!KYxMz#mK-6@fMJTcnr;7f<S*Uv9K_+
zu!H=?$W#u*%z`YeiiT`Lj)Clng~CckjT|CQ6Blkg$f;}`^g%SK=pvVxipfLOk07ss
zeMX$en#l4Q++zrT-D2QjW&}navmk>#!}nhriyFArmsjT|OH6teD7Enx=ew+<g>rhk
z&84Q4tvu0M$^85He}=VP46oLfW=r4n3A@g%+&FiE;PJ=d+2<58OKb~m&hO=J`0;M}
z`WM+38+jPn6+Uq+U|rOu!2rZeme0H^RA!zNGS#VT+F>hYeznGJ(+T6xGv|MJ{_{b&
z<D=W>mA#`&?QP!n|KND?pTTSWgWJB_KHuH&^mfu;cJ-hAry8_=oI0O+Mm)=6Vww4s
zlE3y-b1Txmznx{1b==7L_qJbr^Ot{GS>u@g?W|M@vtIL=_!a*dUZ?G>=e+lKc8G!D
zA-~=A51c3db${$2dsigTfmI|l*Xc#X4gaG0r?V#6o=^OFfnD%X_4%!@g|y}@Q9dmn
zc>U|Y&}*4NkvB7^ef!Ul)nK&X?(c)&`_;d$6FYY5ap>MpNeU+pY)rSQ_09Uva7Z3#
z-Fff)-*5giv@(?0=Wn+E^qu|hAJOOG9Xh3vtb4j#g7SK&JV{=$*8hj|SNWeWbN@5c
z&i}9~YFcyU(gU0Ql2g)dPf>aBFNE>_%{yzK&N1iwo)U25%eR%UXM8AqKQmi*wp_CH
z<-eDKt}4BJfiY%(&w8_ith46D{OtcCYajD3^h&tk+RUnT3s;@Bx@FmK9X#>7`{N(~
zOc?7AZmUk1_px2CX6r9L|JVJec6F^@9>pzd#hrLnfbG{;`*m4Y8AQFqH~+4iZo`n;
z_0;~JOxJE#hRSW-)!%rdBqJVj-uTbp42=8u59>YGNr!&;`ti#1?C7KqyYqrL-k+48
cTUwPfoqM^%_5hE~tKKFae0i+u0{j1)02G4+h5!Hn

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-q4-fy26-earnings-call/images/image-20-So, thanks.jpg b/apps/api/app/data/demo_documents/financial-nvda-q4-fy26-earnings-call/images/image-20-So, thanks.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..3baf85e0ddb1fe6870cea3ad10731af0b018de7f
GIT binary patch
literal 1378
zcmex=<NpH&0WUXCHwH#V1_nkTWcYuZ!I^=Bjg6g+m4ls~os*M;i${c)hnt&6Qb?Fz
zL{>^(PF6}rMnOeST|r4lSw=>~TvNxu(8R<<Uft5x!pKI?*u)5A2qPyaCl5D|1TU|I
zk)n*E5y{~H0R}-1pko}E8I>5A1R0qH8UG()kO#Vxl@SaWpn#EynT3^&or9B$8>nEb
z00R>vGcywlGb<|#3s7|}P@aKBkX1<0(2-3zFp*uUP{gQl;zAB(r;P_igD!qhF-|IK
z;^Yz&myncFRa4i{)G{$OGq<p`a&~cbbNBG{3JwVk3y+A5N=`{lOV7y6DlRE4E3c@m
zYHn$5YwzgnnlyRJ)M?Xa%$&7o@sg#>maka3YSZQ|TeofBv2)j<!$*!DJAUHisY{oy
zT)lSv#?4y~A3c8Z^x5+lFJFE9^!dxzZ{L6X`~~tCBLg$UTR;-xF*JV(0{z9r!otkL
z4)PZxQ#lYb3$m~(8nOvF2C^p>3M&~ka)>xhT)6Qdr?PR-2hpUWi(FzVCJ$9Vg1iRy
z8F3zKBFkrRk0JbZi-Cuk5g2*Qf(-Ty-+yVW$a}YN)3)l)+c_DQ-@l14nug5}*u2eR
z)+-Uap2zl63#I0Fyf@|KayiQ)%cS_^udmtl!%=fDwF`7i`C>GuZf*wi7T<K=iQCqG
zk^Ej@KQ}f!JmAE^DPI(xgmbI6n5x9Ac2xWlZu!??&DY6+7xT=Tb$5TgRb~G0!UguF
z7bAAb?U!3&Gt;5(sasj|;p+YmYgaL7w|w+llJ}K4r~SLxbBV8c&wtgG-afC;cF)t_
zCFuTy^+wx!*PC)IF7o!(;Hg_ai{Z76@gfzom$e0r%L->4{3rVL*Q}SBqE0J9B^VMI
zZ%u39T3egQwm9d4-%R$!<-xDC&WbQT3pa?#l$zOJ7@3%}n(trRUT)vLvCjT&Pu;lt
zXH*Fu6g^jQ=?44Ooy?PXa_Z*vKg)_|Jr{NF)tz~Q&5d6l{AbW&xO=tu@5Ji<pFqwp
z&UNfA$G_d3SO0v)diQCDI{K0?UWNQKeP*!v#w(6<92Kgp?K|xMW-)w~(iFVr5*|D?
zaYC)DE`vy*D?{--qvPLF<n|T(XSm=S@FA}5X6ehP{m=bB&OKoi9nH6jr}xJP`-v<6
zNalszdiJ1Cwu%4n`p*ma7VYR4ec5*J^V^LpKP|I2|E>F<;rf3Dskg5zAM`yFZ%g5q
z?lGG8h4E}fdTh_3Y2tpO*E{C+v(%Trj`c0LwY+uR+L)7RQjg?z$k*2M{by(m+J4>C
zTkxsw;fEDB74G)uRf;ffeH6LX!<2R29e>$984M-%nznxRzy3{`Ro;D~chW!GGmKgv
z`}fpx{M$NHy{j}*WW`ir+pFwfSB32={kBxmz~TMmNk0z#tJPqb7u_2ltiNT;WiwIt
ze8(@MFRDr>WquQkRy=p`<X7AC&tv4~SDLl1*zBFd-MDq)F%G%oTgz^hZBAd=<EW-`
z%qRCS|HlQqTpEiSxcZ_i)Foy~JduC9!v0*B29wI=HH$61txN3|smfnk)7aSPD#AE-
q&CTf8%uib`tlp%kb@%w=2sv(7<GVYV3ql!wG5OU`Sk%Sv|0V#`)jh}n

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-q4-fy26-earnings-call/images/image-21-Thank you .jpg b/apps/api/app/data/demo_documents/financial-nvda-q4-fy26-earnings-call/images/image-21-Thank you .jpg
new file mode 100644
index 0000000000000000000000000000000000000000..c12e1d7e934222c55bffba40f284d3a514a55909
GIT binary patch
literal 1222
zcmex=<NpH&0WUXCHwH#V1_nkTWcYuZ!I^=Bjg6g+m4ls~os*M;i${c)hnt&6Qb?Fz
zL{>^(PF6}rMnOeST|r4lSw=>~TvNxu(8R<<Uft5x!pKI?*u)5A2qPyaCl5D|1TU|I
zk)n*E5y{~H0R}-121f>KW=16jCP7AKLB{__803NOWMu>c1}I=;VrF4wW9Q)H;sz?%
zD!{<R$jr>d!pzFb!U9xX3zTPI5o8roG<0MW4oqZMDikqloVbuf*=gfJ(V&YTRE(2~
znmD<{#3dx9RMpfqG__1j&CD$<t(;w4-P}Dqy@EqR!@?sXqmoln)6z3Cvx-Yf%gQS%
ztD0L{+uA!iyCzMZGIiSY88c@sTD)ZGvgIpQuG+MD%hqk%ckJAC=<t!F$Bv&kdFs;T
zD_5^wzj5={!$*&wJbm{3#miS8KYjl4_1pI!KYxMz#mK-6@fMJTcnr;7f<S*Uv9K_+
zu!H=?$W#u*%z`YeiiT`Lj)Clng~CckjT|CQ6Blkg$f;}`^g%SK=pvVxipfLOk07ss
zeMX$en#l4Q++zrT-D2QjW&}navmk>#!}nhriyFAPs%Pj1*nC#;@?$JxNL#v2`<VE=
z+%I8WMM^On<nP)4&8aJ4ymqiYv*@Y9&aQA~>%fB+t3{uS1$i%eJ@Mz^%-(M&>~GrE
zJJ0%3P-LXRu&4`+87H0CaOBg@LrT+<U$7QfC7G>%<T}Z5!X?R=D#mm66V^>WT0TGR
zQq5G0%G>#WSc>Ww{K=Z$tZOKH^fBKOx8+~$FMnFVwa;+#r}s&_1COlUx^MA+hP8iI
zS0A3fKlkDzonn>v-T8-?zwC+^y!m&t>kP)}-QT-^l>Rl2dESy=)9bl*#-GXS<=^wU
zznsPJPGeCQgT|r-dv``#Yp#=Ck`XPpe8U1h<)h~Fv##DUwe(;+`1Soi`PR~3w!3a-
zhJ6rXW<6be=TrUM%CB3uo?Bj#+>t-?({XjVC)fJ_DBW8B=cE7c9~#Vib$U2-mdJ6O
ztz3I0f9b1t8|Rn^J>}mX_$z7Me}+T4tNt^b7x~YyziCzci|e~`yj9O62F}h<Y<$*W
zD|YLl-rA(Oc5k{Q>P&Tu>-hJ6&Pmyl{MqSd{CEHV4Dt4JOQtY{8$XsluXjn?)aKOf
z*)Oc>_Mh67_0aTouG@cx@L8doc4S<6<D_iM4pgrGaRDzs+s%jSdlFCDMb%o(fB7>!
zJmkx6{|zrEL_g+P{keWmrTyBN1xzcl!|L-crMK|xyL<BAhv&fX{BiY{2J<-+>H8aA
zeK_H#T>NzZh5rm+KV)Bgeg12%&^z6r!u)KL3DfTMba)(mF5m9;X3OoF@qP_=j%xXC
Y=ab|svN-?vT7!O|s|W)UX8eB>0Mrou(f|Me

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-q4-fy26-earnings-call/images/image-3-I am confi.jpg b/apps/api/app/data/demo_documents/financial-nvda-q4-fy26-earnings-call/images/image-3-I am confi.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..5acc713315d6ea047c5faf90ee244dac634bf665
GIT binary patch
literal 1362
zcmex=<NpH&0WUXCHwH#V1_nkTWcYuZ!I^=Bjg6g+m4ls~os*M;i${c)hnt&6Qb?Fz
zL{>^(PF6}rMnOeST|r4lSw=>~TvNxu(8R<<Uft5x!pKI?*u)5A2qPyaCl5D|1TU|I
zk)n*E5y{~H0R}-11{VegW=16jCP7AKLB{__803NOWMu>c1}I=;VrF4wW9Q)H;sz?%
zD!{<R$jr>d!pzFb!U9xX3zTPI5o8roG<0MW4oqZMDikqloVbuf*=gfJ(V&YTRE(2~
znmD<{#3dx9RMpfqG__1j&CD$<t(;w4-P}Dqy@EqR!@?sXqmoln)6z3Cvx-Yf%gQS%
ztD0L{+uA!iyCzMZGIiSY88c@sTD)ZGvgIpQuG+MD%hqk%ckJAC=<t!F$Bv&kdFs;T
zD_5^wzj5={!$*&wJbm{3#miS8KYjl4_1pI!KYxMz#mK-6@fMJTcnr;7f<S*Uv9K_+
zu!H=?$W#u*%z`YeiiT`Lj)Clng~CckjT|CQ6Blkg$f;}`^g%SK=pvVxipfLOk07ss
zeMX$en#l4Q++zrT-D2QjW&}navmk>#!}nhrtE|>7=bN69HhH>@QhD+}5yrg8#ZAU4
zn{+a)Hp_4wpMNweMx9$_()?d(^B;FTQQx`m+IxrGODFCZnZDTXcxzj3jkNZP?A23y
z{xcMcm%nz9@_fu|I-6BbplTEUi)_F1A)EI9XXwvvDf{={?N7gHt9sKT?cb}9^ZvWU
zq|F|1aec{jeuY!%Pp26lu)lDDeeuPZ?d^ZuE}z&|etx=*yXHUT7qx$1uUx>i=kpQs
zx3#NIHveAX*~@-;<saYj?L|MuiqHOMuz8&Jr!D(z$&b3rE2CX1`L&wo`+RngJ>I@$
z$>ld<Zh_xA8`4#Z*i+YbX)IuxsS|i!*j0<&O(NBnWBEk~x!lz+-!6US&!L`wzjycB
zxBqHa@3^RcZt+rA<2fhn+<*0d;(r`*&!j<OZ94OWqny7!*-u>dLoZM7q5AK2_5t-v
z8A_}cO}msYQfgpl|9)}|Ti3zT)kam73&NM|YIh5JahPq-A(zR1SG?wbo#6R%LI(2{
zjTLX7d(W<T-t$x?;PA(l8VrkOTz1*CCRd45A~j^g$zNQx48?WE2_`qhch0t7_@6;)
z@q?}Q*}L)%GW@Oob>+Uq-A;YQt-<p(z0GX>|1(6?ZC(7}b+Fic(}S;#AJmHfXISUU
zP*QrTV!cP2{VfBv0z(7&#o^(O3{4y-Y*#S1fB4?PHqY*KiT}-$r#3uK{LjGkHffgT
zV<Bgy6YYyNPpr!h`7p`nSu|V3$tOqdmw&Kb&A8=k+`*G#-wo%#cb)vJi{ai!x$gSf
z@^355PIN5{GblLxXU?_I{!aZbPb*Z}5*Qg%U$wu!{$bS`)7cX@?z^jDf2e%c_VkCb
zPEVQ*qD#Kk`9HB=r@_>^cI&x~D|1-3Ofq|3e4|`#uiUMB*3lUcIuey*7wr&l5B~7<
z*~cm88INl`+SMz3ggLaB`@l(~b<ea<P5i6DoCk_WC}uk;<ty#3q`kNxw9RqVwy4-;
Wb5+*o${p4-GM<xssY`?T|4je_1w7RN

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-q4-fy26-earnings-call/images/image-4-Analyst, M.jpg b/apps/api/app/data/demo_documents/financial-nvda-q4-fy26-earnings-call/images/image-4-Analyst, M.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..444cea5d7a28a6264a5d587c279c2660071a4e87
GIT binary patch
literal 1214
zcmex=<NpH&0WUXCHwH#V1_nkTWcYuZ!I^=Bjg6g+m4ls~os*M;i${c)hnt&6Qb?Fz
zL{>^(PF6}rMnOeST|r4lSw=>~TvNxu(8R<<Uft5x!pKI?*u)5A2qPyaCl5D|1TU|I
zk)n*E5y{~H0R}-11{VfvW=16jCP7AKLB{__803NOWMu>c1}I=;VrF4wW9Q)H;sz?%
zD!{<R$jr>d!pzFb!U9xX3zTPI5o8roG<0MW4oqZMDikqloVbuf*=gfJ(V&YTRE(2~
znmD<{#3dx9RMpfqG__1j&CD$<t(;w4-P}Dqy@EqR!@?sXqmoln)6z3Cvx-Yf%gQS%
ztD0L{+uA!iyCzMZGIiSY88c@sTD)ZGvgIpQuG+MD%hqk%ckJAC=<t!F$Bv&kdFs;T
zD_5^wzj5={!$*&wJbm{3#miS8KYjl4_1pI!KYxMz#mK-6@fMJTcnr;7f<S*Uv9K_+
zu!H=?$W#u*%z`YeiiT`Lj)Clng~CckjT|CQ6Blkg$f;}`^g%SK=pvVxipfLOk07ss
zeMX$en#l4Q++zrT-D2QjW&}navmk>#!}nhriyF8z)`cJ4HD!a1*tSo5a{CQW8M0sC
zvzKCcwPGE&%hh#jzjjP|_9(6Q{It``lY73re&6*zgJDsZ1{kX|t1qp5sUGuD<K3jw
z{XZD~GrZ<{UE^B$%~mRjPcHuM`p4J5oK37SyIgzbdya+cjs3ybzsRp;2>Td2|K`?2
zBOaAk63JHz>KFdWUUx~q?*7t)1%5H><o`ZAxaL2D=*_>2J&ZL@AGp1r`QX3y4{Oe|
z-FrJNTg}Gcv+yem`^%pe@Ez*XSisb!IqB4fL!WjYQks_hMuWNMW9#$T^|GtxPZK>|
zzo-7!jX$p!et5h5rbz^&L?!!-`~CixMGxFLtNQfGW&_nHNjGG!bzC=H8o=_2!Gifz
z{D%d6|1zdk#HmZV2d%N~t=uByxg?wG`1{+Z+rBeA_?NWyKSSQ@`p+NL|NfGH7<oPD
zPK@8>JMWC_!?b%Yu&+>F)3I*3)?tOdM{^_QiS7LzHff{b=>ui*%kw|{(avk&I`}d5
z`OPou75(JOZvSUsl$rm+Uh3XD_M_tSv#v>*T6(Y@{QCaa#~%T#=h-9Q@0#_tU2xse
zU-R}a|Ge(hW*htTZ@N+}%6yN{<gWyVbJCU<3~Ty@ZvI{GHf6=>!@rOIvHCZ2ZIv72
zl+`><2968(xDQ?5pL+G0nuX`F!(ZS2lkY9R`po>=`{h|hhd9~PPs!&k_!qI>b;IuH
z+Z=h0@_Pb2zStgr?jV-6IrE#((OKv2Y_wE4veSO4NC4}+DS@sGB0%h@J9o|bebE^y
b_3v#GW)($8A6pp2G1c8cfYDWi@&8Q#K<NKr

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-q4-fy26-earnings-call/images/image-5-Our ecosys.jpg b/apps/api/app/data/demo_documents/financial-nvda-q4-fy26-earnings-call/images/image-5-Our ecosys.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..5750c3cc048a2390f9c1097cebb0d4e9ed511011
GIT binary patch
literal 1369
zcmex=<NpH&0WUXCHwH#V1_nkTWcYuZ!I^=Bjg6g+m4ls~os*M;i${c)hnt&6Qb?Fz
zL{>^(PF6}rMnOeST|r4lSw=>~TvNxu(8R<<Uft5x!pKI?*u)5A2qPyaCl5D|1TU|I
zk)n*E5y{~H0R}-11{VegW=16jCP7AKLB{__803NOWMu>c1}I=;VrF4wW9Q)H;sz?%
zD!{<R$jr>d!pzFb!U9xX3zTPI5o8roG<0MW4oqZMDikqloVbuf*=gfJ(V&YTRE(2~
znmD<{#3dx9RMpfqG__1j&CD$<t(;w4-P}Dqy@EqR!@?sXqmoln)6z3Cvx-Yf%gQS%
ztD0L{+uA!iyCzMZGIiSY88c@sTD)ZGvgIpQuG+MD%hqk%ckJAC=<t!F$Bv&kdFs;T
zD_5^wzj5={!$*&wJbm{3#miS8KYjl4_1pI!KYxMz#mK-6@fMJTcnr;7f<S*Uv9K_+
zu!H=?$W#u*%z`YeiiT`Lj)Clng~CckjT|CQ6Blkg$f;}`^g%SK=pvVxipfLOk07ss
zeMX$en#l4Q++zrT-D2QjW&}navmk>#!}nhrEA-wy+_<f}^LCcTAO8&tIA5*#HMMu+
zk?REuzvvnN3>RGaqwRCxge5r_4pay(eDc@7O1H*%<z0<>&BWjfrwV_SF5o+9y4T3<
z*7gn0?{56_>XpYNjf}gI{!Yu4c68dvuUPanj+1{u68|f06SKvO?mRZSee$~O>|at0
zUv_B=JAY)#YCbtbr(7YOdGYW54{LWZXg7cKTax!xIH&!)+4DTx=$-$j-tpIHyXWce
z;&gw)dZTT<>rFWp7kSPKkofiFvx97YTS-XMUH#<_=@Zfn>Kkk8mhJL#4Ok`W#vs8E
zbb&E+{hEX;y0f@j?kr#UZuynaSsKh|)~$Vh$<(aBFj6sRao@kTz1%)~W1aomp74mv
z8+=i2j(OgzdmuY{f~CT-<6q^kE&UMlbiuCe>a7V6YAftd1hBnZJ^xMjo%-|a{~0d$
z7Fem-Z+r9kKZC7nmCeS^#ERRCR|fyMKI6#w<Q2*miVvm;*<Sh2@O1_Am5gPJ*L19F
z*E%3j>uS}&rLm~N^1Nj7ZzKMAi~1L8D=PHub9R0Cbo}%3ALpJ(=B{;o>Ns(~9Q!BJ
z<b%_m=H}&bJaXf*=l{<T%TV(5$dC2j2C;v4nc9Wiua`e`|8LdXm6M%ikLdHPkTaJ^
zwSB=n<HNb#60JFUbF}pZt>rlWz5fv&8e_NeVf5^DqsV3(+p_-*QvYQCGjJ`;U-N33
z{4VcK5q)VD$>ZB?HJI~{tY39_h3?TE^Q<c_FnpZHU*u=MeyO?N$7-FN=^x)GELpwa
zVDbz1uWL@)1g<)<yXLFU_Ylcd({`o)TdJ6mP=2Q<rbqwzr3Rr)J=0pBZFevG+~BgV
z;$I;8Vpi>}%x{9x>Wb{@SH9cNEeI2zF2%R#n0G=9@0vb?!Z+37*~?ysRn0h}7Z#Ip
z?2h0+6UN1^A_0tnr&)q|yoEe$B^?)aG4$%>Jht?X5c$<{V6{k~gJ}Mi*RgK8(+%0b
i<n`=#j<_eivF+M_h5*hTGfpj<_PWpi3s8~#|C<0fw>Ulk

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-q4-fy26-earnings-call/images/image-6-Good after.jpg b/apps/api/app/data/demo_documents/financial-nvda-q4-fy26-earnings-call/images/image-6-Good after.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..5beba9380bd5feb5cb62908ea85e66e26cb6f3db
GIT binary patch
literal 1209
zcmex=<NpH&0WUXCHwH#V1_nkTWcYuZ!I^=Bjg6g+m4ls~os*M;i${c)hnt&6Qb?Fz
zL{>^(PF6}rMnOeST|r4lSw=>~TvNxu(8R<<Uft5x!pKI?*u)5A2qPyaCl5D|1TU|I
zk)n*E5y{~H0R}-120I38W=16jCP7AKLB{__803NOWMu>c1}I=;VrF4wW9Q)H;sz?%
zD!{<R$jr>d!pzFb!U9xX3zTPI5o8roG<0MW4oqZMDikqloVbuf*=gfJ(V&YTRE(2~
znmD<{#3dx9RMpfqG__1j&CD$<t(;w4-P}Dqy@EqR!@?sXqmoln)6z3Cvx-Yf%gQS%
ztD0L{+uA!iyCzMZGIiSY88c@sTD)ZGvgIpQuG+MD%hqk%ckJAC=<t!F$Bv&kdFs;T
zD_5^wzj5={!$*&wJbm{3#miS8KYjl4_1pI!KYxMz#mK-6@fMJTcnr;7f<S*Uv9K_+
zu!H=?$W#u*%z`YeiiT`Lj)Clng~CckjT|CQ6Blkg$f;}`^g%SK=pvVxipfLOk07ss
zeMX$en#l4Q++zrT-D2QjW&}navmk>#!}nhriyF9=ugEI9mEx&-+JNu2L*V3a?Y57h
zmt$YO&Xqr-$jBgj<LkfX4-5Ea9go|1CC{cq^3NGD#_5u4tv)wxdJ*;L$<qY|MfRQk
z{~02#FIv2&V_mz}VTE5^45cE04y-^d7#pLycFpGfcYD3%5ABF$62DU8u-W@_ZnE+G
zy8A0dcRu=kUfsX%s{dKz)ctqm|JDT8$Ywsh>05GmW^~qH_Wukq|E4g89}BCPbnm14
zJ-O)Gs{YqM!{)cHue-XWW5&}5*8G>Z|ELo!j^6w`Z(^Z<WWnysuPpyFysk4n@gwT{
zn_at(9p|*TQMY&h;g1XWesyUqVCvFZwz5LU<mNl$&su->zn5cw?I2^{@!sy{np2La
zTz_x<WA$(6y5;^?O;+pLaTivL1v1!Heg9h=Q#O6M=jynh9KY*=&OAwH{?Bkdy8c7!
z>HiG&EB`apo&Rxx?LWh}Z_|PNjdfcO##aWsDmGoxxL7E!clw4`_FDJ;GqmW%|NQI!
z`&<376<POWr+aOUJabxW+O2{eM;Xd))!w=v;as%;(?v(+3*Y7EMy?A#xPABHc_;g|
ze;@f(Vt@Jbx>XHaPyVD<HnL8dw|`Il6Z^HLQxCoRCLVrk>5-?88McWCRWLW+YA~&l
zO@DgRy9^e7@jt`8L*L|1J9kXF^raNz{NOuRyBM_AEzQv1^73tec>MI&SL(KAbuoOl
z)q3;t)*9n&4q>+*-}sPyneoJlmoau*7kU0&YklZq%Y^p~lMmWfS3TS1tM|;~%L(Nf
SY!k&Z6}}#4{<47o|4jh+?gk$K

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-q4-fy26-earnings-call/images/image-7-We're also.jpg b/apps/api/app/data/demo_documents/financial-nvda-q4-fy26-earnings-call/images/image-7-We're also.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..0fe27edb2db98327e8e556b5495f5fa588b2b2f4
GIT binary patch
literal 1370
zcmex=<NpH&0WUXCHwH#V1_nkTWcYuZ!I^=Bjg6g+m4ls~os*M;i${c)hnt&6Qb?Fz
zL{>^(PF6}rMnOeST|r4lSw=>~TvNxu(8R<<Uft5x!pKI?*u)5A2qPyaCl5D|1TU|I
zk)n*E5y{~H0R}-11~&!=W=16jCP7AKLB{__803NOWMu>c1}I=;VrF4wW9Q)H;sz?%
zD!{<R$jr>d!pzFb!U9xX3zTPI5o8roG<0MW4oqZMDikqloVbuf*=gfJ(V&YTRE(2~
znmD<{#3dx9RMpfqG__1j&CD$<t(;w4-P}Dqy@EqR!@?sXqmoln)6z3Cvx-Yf%gQS%
ztD0L{+uA!iyCzMZGIiSY88c@sTD)ZGvgIpQuG+MD%hqk%ckJAC=<t!F$Bv&kdFs;T
zD_5^wzj5={!$*&wJbm{3#miS8KYjl4_1pI!KYxMz#mK-6@fMJTcnr;7f<S*Uv9K_+
zu!H=?$W#u*%z`YeiiT`Lj)Clng~CckjT|CQ6Blkg$f;}`^g%SK=pvVxipfLOk07ss
zeMX$en#l4Q++zrT-D2QjW&}navmk>#!}nhrEA-wy+_<f}^LCcTAO8&tIA5*#HMMu+
zk?REuzvvnN3>RGaqwRCxge5r_4pay(eDc@7O1H*%<z0<>&BWjfrwV_SF5o+9y4T3<
z*7gn0?{56_>XpYNjf}gI{!Yu4c68dvuUPanj+1{u68|f06SKvO?mRZSee$~O>|at0
zUv_B=JAY)#YCbtbr(7YOdGYW54{LWZXg7cKTax!xIH&!)+4DTx=$-$j-tpIHyXWce
z;&gw)dZTT<>rFWp7kSPKkofiFvx97YTS-XMUH#<_=@Zfn>Kkk8mhJL#4Ok`W#vs8E
zbb&E+{hEX;y0f@j?kr#UZuynaSsKh|)~$Vh$<(aBFj6sRao@kTz1%)~W1aomp74mv
z8+=i2j(OgzdmuY{f~CT-<6q^kE&UMlbiuCe>a7V6YAftd1hBnZJ^xMjo%-|a{~0d$
z7Fem-Z+r9kKZC7nmCeS^#ERRCR|fyMKI6#w<Q2*miVvm;*<Sh2@O1_Am5gPJ*L19F
z*E%3j>uS}&rLm~N^1Nj7ZzKMAi~1L8D=PHub9R0Cbo}%3ALpJ(=B{;o>Ns(~9Q!BJ
z<b%_m=H}&bJaXf*=l{<T%TV(5$dC2j2C;v4nc9Wiua`e`|8LdXm6M%ikLdHPkTaJ^
zwSB=n<HNb#60JFUbF}pZt>rlWz5fv&8e_NeVf5^DqsV3(+p_-*QvYQCGjJ`;U-N33
z{4VcK5q)VD$>ZB?HJI~{tY39_h3?TE^Q<c_FnpZHU*u=MeyO?N$7-FN=^x)GELpwa
zVDbz1uWL@)1g<)<yXLFU_Ylcd({`o)TdJ6mP=2Q<rbqwzr3Rr)J=0pBZFevG+~BgV
z;$I;8Vpi>}%x{9x>Wb{@SH9cNEeI2zF2%R#n0G=9@0vb?!Z+37*~?ysRn0h}7Z#Ip
z?2h0+6UN1^A_0tnr&)q|yoEe$B^?)aG4$%>Jht?X5c$<{V6{k~gJ}Mi*RgK8(+%0b
k<n`=#4*Al{rmI%D)HBNIfz~?-E$jZe`%^^%*#F-I08(Q%N&o-=

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-q4-fy26-earnings-call/images/image-8-Analyst, C.jpg b/apps/api/app/data/demo_documents/financial-nvda-q4-fy26-earnings-call/images/image-8-Analyst, C.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..baa821976a3db40515aaaad19019998eab7535dc
GIT binary patch
literal 1205
zcmex=<NpH&0WUXCHwH#V1_nkTWcYuZ!I^=Bjg6g+m4ls~os*M;i${c)hnt&6Qb?Fz
zL{>^(PF6}rMnOeST|r4lSw=>~TvNxu(8R<<Uft5x!pKI?*u)5A2qPyaCl5D|1TU|I
zk)n*E5y{~H0R}-11_uUfW=16jCP7AKLB{__803NOWMu>c1}I=;VrF4wW9Q)H;sz?%
zD!{<R$jr>d!pzFb!U9xX3zTPI5o8roG<0MW4oqZMDikqloVbuf*=gfJ(V&YTRE(2~
znmD<{#3dx9RMpfqG__1j&CD$<t(;w4-P}Dqy@EqR!@?sXqmoln)6z3Cvx-Yf%gQS%
ztD0L{+uA!iyCzMZGIiSY88c@sTD)ZGvgIpQuG+MD%hqk%ckJAC=<t!F$Bv&kdFs;T
zD_5^wzj5={!$*&wJbm{3#miS8KYjl4_1pI!KYxMz#mK-6@fMJTcnr;7f<S*Uv9K_+
zu!H=?$W#u*%z`YeiiT`Lj)Clng~CckjT|CQ6Blkg$f;}`^g%SK=pvVxipfLOk07ss
zeMX$en#l4Q++zrT-D2QjW&}navmk>#!}nhriyFAv9=+mr;V(3DS@J;4;^fNJT_0<o
z&#jkTB-0VD!v9|W-!^+IhS$1Zxvf|7lzlh!c#xj8%}?uW<<U8lUd(z_c{sE4+X?%d
zw)M`lz7#l0%5*VkEP~*aO*#g9))jOto$;INLCKQb=p)@a%?c;d>Ju!Fe-gd;W7Fq1
zzrrUi=eN%N&(P54|3$tx_(SS4r5(EyPYX)TPdxc={#1srkG=D!SMuKKQ;l8wRsL`O
z)98INdw=Kki#?vH^!Ik1ti4arkFN7?XPF$}*;BtK{_y&jv!4A?t^QW)xpu~%$?MpE
zAD;L(gL&toE)9l7UF&O0wuKqTZ1=b@r)u8e&kOj}kDAZVx+Z06>A`mJ>-%3He}u;_
zaTT35HJ`DBM_BhW|DH<wb33@Bqvr;FI4*GC_-UuQ+>>klf0Sme|MR*3-#;#fcRd>>
zI8NlSf6Mi`ddF>_t4|_k&q%$~etX5gsn!1keZ&7%9{<l!&l<A-Vt&buY0*;xdTu+0
zoi|~8F>O0%dA8`G+M6N<-&SVN`cV6RcB<-P`B}m{>+jnCt$!Y?%OHBD;@IcZHD+0r
z6W-@9c=_u;gVxK}t=DzFYX6PO3_DjWVJ+~+mi?#t#|6CnY&RcSzLzLEe%gO|@Lzka
zSF4sy&(JBkq5JWa{@H&YpZwdJ*TA)K&CS2NJ?9A+{VrDr2FpMB-uOigHjkb5{^ncH
z)ACT_P5r|E46h&j6MgaZz^hxLPpX#uXGq&R%_DNVrt67=&*fXoq;ij(UG9*VG*yke
Rot3Z1;{4-l4fg+U0sy+x{eu7i

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-q4-fy26-earnings-call/images/image-9-With respe.jpg b/apps/api/app/data/demo_documents/financial-nvda-q4-fy26-earnings-call/images/image-9-With respe.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..0893f230ed1d07700f994c6aea1c7c7b17d6c5dc
GIT binary patch
literal 1362
zcmex=<NpH&0WUXCHwH#V1_nkTWcYuZ!I^=Bjg6g+m4ls~os*M;i${c)hnt&6Qb?Fz
zL{>^(PF6}rMnOeST|r4lSw=>~TvNxu(8R<<Uft5x!pKI?*u)5A2qPyaCl5D|1TU|I
zk)n*E5y{~H0R}-1pko}E8I>5A1R0qH8UG()kO#Vxl@SaWpn#EynT3^&or9B$8>nEb
z00R>vGcywlGb<|#3s7|}P@aKBkX1<0(2-3zFp*uUP{gQl;zAB(r;P_igD!qhF-|IK
z;^Yz&myncFRa4i{)G{$OGq<p`a&~cbbNBG{3JwVk3y+A5N=`{lOV7y6DlRE4E3c@m
zYHn$5YwzgnnlyRJ)M?Xa%$&7o@sg#>maka3YSZQ|TeofBv2)j<!$*!DJAUHisY{oy
zT)lSv#?4y~A3c8Z^x5+lFJFE9^!dxzZ{L6X`~~tCBLg$UTR;-xF*JV(0{z9r!otkL
z4)PZxQ#lYb3$m~(8nOvF2C^p>3M&~ka)>xhT)6Qdr?PR-2hpUWi(FzVCJ$9Vg1iRy
z8F3zKBFkrRk0JbZi-Cuk5g2*Qf(-Ty-+yVW(ARsoacgzw?JSKyo?qm?FxrO9581HI
zV%j@V<!vAQpT@W?f5d&(%c<k6h<c-x-2UKubF&}z`n`0XaZS|L=5q5-z6|CKzQx`X
zH|Qsw|Lrb+ZoRvbSL5T-Qrjy}!iCkFzp}(EnPB;a$MLUgTK$pZt~-yv&wcW`@9bZW
z1^nKNHhi%cP+Mlx*>t>!-SOhT`46L~Fod%|>h-w$O6@NHyWDeks<s#Z)!s2Lkay3f
zc^$3$72{HKCHGuW>^-TL>5%-@<^p@{!?~imZzugKVXI^dwm-1{QTE~`3|g(s3_J{)
z84RnwZwts0JIi_~FZjau;8$8lMHrujmwkR|HQ9Yfr&7X+$NLMiFKjt|amC9EcN!QI
zKl3|Tn4YV+bcb#0PUguoZv0#P>&iavIWzRuo_rV?!@r*WCl|xrtHpmOR`>sW@Souq
z=Q?(m<KOPitAD;?z56sn9ewGNQmuNa&k{G^l(M8tRH(A_m)if$V)!bhx#G1-){CMw
zjO<r}S1>H<(qNwRaiaXq34H$w{xe+g4fqgOceA9rGWqA_Kj}q0+paD6v|x9g4gZs@
z<ITFKqVC)gJklppC;x93!^_uQALFJa?D}1j<rDPxPd#`2*VkK@`SKJW`Unj7!nWXh
z4VLvhuP?6gPAq%q^-*}^gZ_8(U&h83N-b~A)4g*th3CW9+kd?Ona*Wfzbf-T!!GYm
z0exu|$>R^I0@$8+`mGjQu-)vnk)srYobmCMD*Ufs`dr=<_flH*PwI)_trrp|zi|J$
z=A@1PsuR2GE{OlV!f-V^R_{MUP|<}0Z+AR7aYz4I2IHoa#cQ%sx4oN{_Ru{)e}U+W
zS+%nwB97+FX_1*9eCJ>3!HBzeUPyII>K^-Gw#nk)@r~=Q`(AtV)p47cwuYqPh9~vC
z3>g<)MHqrr+AP~tdu6JOnq5U0r6Qw_6-~Ra@~dED@I_aKpsPA-*S%Tt`C+)ml9jfO
d-%QW_&=omb@k6?41^We==RdhL7V!VS2>=HvL&X39

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-nvda-q4-fy26-earnings-call/manifest.json b/apps/api/app/data/demo_documents/financial-nvda-q4-fy26-earnings-call/manifest.json
new file mode 100644
index 000000000..5c1e8b210
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-nvda-q4-fy26-earnings-call/manifest.json
@@ -0,0 +1,92 @@
+{
+  "version": "2.0",
+  "job_id": "job_9886373d369e",
+  "data_id": null,
+  "source_file_name": "NVDA-Q4-2026-Earnings-Call-25-February-2026-5_00-PM-ET.pdf",
+  "processing_date": "2026-06-16T03:21:34.059667Z",
+  "processing": {
+    "page_count": 19,
+    "billing_status": "charged",
+    "cost": {
+      "micro_dollars": 28500,
+      "credits": 0.0285
+    },
+    "timing": {
+      "started_at": "2026-06-16T03:20:41.173722+00:00",
+      "completed_at": "2026-06-16T03:21:34.044762+00:00",
+      "duration_ms": 52871
+    },
+    "stages": {
+      "timing_ms": {
+        "document.profile": 5839,
+        "pdf.extract.standard": 34365,
+        "toc.detect_range_llm": 1021,
+        "md.detect_toc": 1049,
+        "heading.hierarchy_llm_call": 3562,
+        "heading.hierarchy_llm": 3573,
+        "md.predict_headings": 3859,
+        "md.deferred_summaries": 7460,
+        "md.build_dataframe": 4,
+        "pdf.parse_md": 12589,
+        "document.cleanup_unreferenced_images": 0,
+        "document.compress_images": 0,
+        "worker.parse.document": 52799
+      },
+      "token_usage": {
+        "prompt_tokens": 6334,
+        "completion_tokens": 508,
+        "total_tokens": 6842
+      }
+    }
+  },
+  "statistics": {
+    "total_chunks": 63,
+    "text_chunks": 38,
+    "image_chunks": 25,
+    "table_chunks": 0,
+    "total_pages": null
+  },
+  "HIERARCHY": {
+    "Root": {},
+    "NVIDIA Corp. (NVDA)": {
+      "CORPORATE PARTICIPANTS": {},
+      "OTHER PARTICIPANTS": {},
+      "C.J. Muse": {}
+    },
+    "MANAGEMENT DISCUSSION SECTION": {
+      "Toshiya Hari": {},
+      "Colette M. Kress": {},
+      "Jen Hsun Huang": {},
+      "Toshiya Hari_2": {}
+    },
+    "QUESTION AND ANSWER SECTION": {
+      "Vivek Arya": {},
+      "Jen Hsun Huang": {},
+      "Joe Moore": {},
+      "Jen Hsun Huang_2": {},
+      "Harlan Sur": {},
+      "Jen Hsun Huang_3": {},
+      "C.J. Muse": {},
+      "Jen Hsun Huang_4": {},
+      "Stacy A. Rasgon": {},
+      "Colette M. Kress": {},
+      "Atif Malik": {},
+      "Jen Hsun Huang_5": {},
+      "Ben Reitzes": {},
+      "Jen Hsun Huang_6": {},
+      "Antoine Chkaiban": {},
+      "Jen Hsun Huang_7": {},
+      "Mark Lipacis": {},
+      "Colette M. Kress_2": {},
+      "Jen Hsun Huang_8": {},
+      "Aaron Rakers": {},
+      "Jen Hsun Huang_9": {},
+      "Timothy Arcuri": {},
+      "Colette M. Kress_3": {},
+      "James Edward Schneider": {},
+      "Jen Hsun Huang_10": {},
+      "Toshiya Hari": {}
+    },
+    "Disclaimer": {}
+  }
+}
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/stem-deep-learning-transformer-network/chunks.json b/apps/api/app/data/demo_documents/stem-deep-learning-transformer-network/chunks.json
new file mode 100644
index 000000000..f49669e63
--- /dev/null
+++ b/apps/api/app/data/demo_documents/stem-deep-learning-transformer-network/chunks.json
@@ -0,0 +1,1301 @@
+{
+  "chunks": [
+    {
+      "chunk_id": "27d6fee5-9ea2-5b39-bb59-dec0c5d8310a",
+      "type": "text",
+      "content": "Transformer network\nJan Platoš, Radek Svoboda\nMay 5, 2026\nDepartment of Computer Science\nFaculty of Electrical Engineering and Computer Science\nVŠB - Technical University of Ostrava",
+      "path": "dl_10.pdf/Deep Learning Transformer network",
+      "metadata": {
+        "length": 181,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Deep Learning Transformer network",
+        "tokens": [
+          "Transformer",
+          "network",
+          "Jan",
+          "Plato",
+          "Radek",
+          "Svoboda",
+          "May",
+          "2026",
+          "Department",
+          "Computer",
+          "Science",
+          "Faculty",
+          "Electrical",
+          "Engineering",
+          "Technical",
+          "University",
+          "Ostrava"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "b9402e80-2196-55ca-ae71-353fa1f39582",
+      "type": "text",
+      "content": "- Recurrent neural network works in synchronized serial way.\n- This prevent efficient computation in parallel.\n- The attention-mechanism looks at an input sequence and decides at each step which other parts of the sequence are important.\n- The attention mechanism helps the decoder to focus on the important part of the input sequence.",
+      "path": "dl_10.pdf/Deep Learning Transformer network/Transformer network",
+      "metadata": {
+        "length": 335,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Deep Learning Transformer network",
+        "tokens": [
+          "Recurrent",
+          "neural",
+          "network",
+          "works",
+          "synchronized",
+          "serial",
+          "This",
+          "prevent",
+          "efficient",
+          "computation",
+          "parallel",
+          "The",
+          "attention",
+          "mechanism",
+          "input",
+          "sequence",
+          "decides",
+          "step",
+          "parts",
+          "important",
+          "helps",
+          "decoder",
+          "focus",
+          "part"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "1eaeda53-06bd-57e7-b424-15c56a5602a6",
+      "type": "image",
+      "content": "\n- Inspired by how humans read – we don't process all words equally. <details>0\n[images/image-1-Attention Mechanism Process.jpg]\n",
+      "path": "images/image-1-Attention Mechanism Process.jpg",
+      "metadata": {
+        "length": 112,
+        "summary": "image-1\n1. Input: sequence of words (e.g., \"The animal didn't cross ...\")\n2. Compute attention scores for every pair of words (represented by a grid matrix)\n3. Form weighted sum of word representations\n4. Output: context-aware representations",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Deep Learning Transformer network",
+        "file_path": "images/image-1-Attention Mechanism Process.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "f1724798-2e92-5e82-a75c-a615cee8c88c",
+      "type": "image",
+      "content": "\n$$ <details>0\n[images/image-2-Attention Matrix Heatmap.jpg]\n",
+      "path": "images/image-2-Attention Matrix Heatmap.jpg",
+      "metadata": {
+        "length": 47,
+        "summary": "image-2\nChart Title: Words attended to (X-axis) vs. Words attending (Y-axis)\nData Source: Attention weights between word pairs\n\nKey Data Points:\n- Highest attention values (0.4):\n  - \"animal\" -> \"animal\" (Self-attention)\n  - \"didn't\" -> \"didn't\" (Self-attention)\n  - \"cross\" -> \"cross\" (Self-attention)\n- Notable cross-word attention (0.3):\n  - \"The\" -> \"animal\"\n  - \"the\" -> \"the\"\n  - \"street\" -> \"street\" (Self-attention)\n- Lowest attention values (0.1):\n  - Most off-diagonal interactions show minimal attention (0.1)\n\nScale Range: 0.10 to 0.40\nWords Involved: The, animal, didn't, cross, the, street",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Deep Learning Transformer network",
+        "file_path": "images/image-2-Attention Matrix Heatmap.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "6907e0d7-0e26-5f71-962b-2fff66d237f0",
+      "type": "table",
+      "content": "<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th>Words attended to</th>\n      <th>The</th>\n      <th>animal</th>\n      <th>didn't</th>\n      <th>cross</th>\n      <th>the</th>\n      <th>street</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>The</td>\n      <td>0.2</td>\n      <td>0.3</td>\n      <td>0.1</td>\n      <td>0.1</td>\n      <td>0.2</td>\n      <td>0.1</td>\n    </tr>\n    <tr>\n      <td>animal</td>\n      <td>0.1</td>\n      <td>0.4</td>\n      <td>0.2</td>\n      <td>0.1</td>\n      <td>0.1</td>\n      <td>0.1</td>\n    </tr>\n    <tr>\n      <td>didn't</td>\n      <td>0.1</td>\n      <td>0.2</td>\n      <td>0.4</td>\n      <td>0.1</td>\n      <td>0.1</td>\n      <td>0.1</td>\n    </tr>\n    <tr>\n      <td>words crossing</td>\n      <td>0.1</td>\n      <td>0.1</td>\n      <td>0.1</td>\n      <td>0.4</td>\n      <td>0.2</td>\n      <td>0.1</td>\n    </tr>\n    <tr>\n      <td>the</td>\n      <td>0.1</td>\n      <td>0.2</td>\n      <td>0.1</td>\n      <td>0.2</td>\n      <td>0.3</td>\n      <td>0.1</td>\n    </tr>\n    <tr>\n      <td>street</td>\n      <td>0.1</td>\n      <td>0.1</td>\n      <td>0.2</td>\n      <td>0.2</td>\n      <td>0.1</td>\n      <td>0.3</td>\n    </tr>\n  </tbody>\n</table>",
+      "path": "tables/table-0 Attention Matrix.html",
+      "metadata": {
+        "length": 1223,
+        "summary": "table-1\nThe table shows attention weights between words in a sentence. Each row indicates how much a word attends to others, with diagonal values often highest.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Deep Learning Transformer network",
+        "file_path": "tables/table-0 Attention Matrix.html",
+        "keywords": [
+          "attention",
+          "weights",
+          "words"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "3e6d769c-acf4-584b-9847-90f9e015564d",
+      "type": "image",
+      "content": "\n</details> <details>0\n[images/image-3-Word Alignment Matrix.jpg]\n",
+      "path": "images/image-3-Word Alignment Matrix.jpg",
+      "metadata": {
+        "length": 55,
+        "summary": "image-3\nThe image displays a diagonal alignment matrix visualizing the correspondence between English and French phrases.\n\n**English Text (Top Axis):**\n\"The agreement on the European Economic Area was signed in August 1992 <end>\"\n\n**French Text (Left Axis):**\n\"L'accord sur la zone économique européenne a été signé en août 1992 <end>\"\n\n**Alignment Pattern:**\n- The matrix shows a strong diagonal pattern, indicating a direct word-for-word translation structure.\n- Key alignments visible include: \"agreement\" <-> \"accord\", \"European Economic Area\" <-> \"zone économique européenne\", \"signed\" <-> \"signé\", and \"August 1992\" <-> \"août 1992\".",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Deep Learning Transformer network",
+        "file_path": "images/image-3-Word Alignment Matrix.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "6d3df7f5-0233-521d-8ada-14352cc1fe99",
+      "type": "table",
+      "content": "<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>The agreement on the European Economic Area was signed in August 1992</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>L'</td>\n      <td></td>\n    </tr>\n    <tr>\n      <td>accord</td>\n      <td>(not labeled)</td>\n    </tr>\n    <tr>\n      <td>sur</td>\n      <td>(not labeled)</td>\n    </tr>\n    <tr>\n      <td>la</td>\n      <td>(not labeled)</td>\n    </tr>\n    <tr>\n      <td>zone</td>\n      <td>(not labeled)</td>\n    </tr>\n    <tr>\n      <td>économique</td>\n      <td>(not labeled)</td>\n    </tr>\n    <tr>\n      <td>européenne</td>\n      <td>(not labeled)</td>\n    </tr>\n    <tr>\n      <td>a</td>\n      <td>(not labeled)</td>\n    </tr>\n    <tr>\n      <td>été</td>\n      <td>(not labeled)</td>\n    </tr>\n    <tr>\n      <td>signé</td>\n      <td>(not labeled)</td>\n    </tr>\n    <tr>\n      <td>en</td>\n      <td>(not labeled)</td>\n    </tr>\n    <tr>\n      <td>août</td>\n      <td>(not labeled)</td>\n    </tr>\n    <tr>\n      <td>1992</td>\n      <td>(not labeled)</td>\n    </tr>\n    <tr>\n      <td>.</td>\n      <td>(not labeled)</td>\n    </tr>\n    <tr>\n      <td>&lt;end&gt;</td>\n      <td>(not labeled)</td>\n    </tr>\n  </tbody>\n</table>",
+      "path": "tables/table-1 EEA Agreement.html",
+      "metadata": {
+        "length": 1249,
+        "summary": "table-2\nThe agreement on the European Economic Area was signed in August 1992.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Deep Learning Transformer network",
+        "file_path": "tables/table-1 EEA Agreement.html",
+        "keywords": [
+          "European Economic Area",
+          "agreement",
+          "1992"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "423b548a-1bc4-5fea-8bc7-000e30d5e142",
+      "type": "image",
+      "content": "\n- For each input that the LSTM (Encoder) reads, the attention-mechanism takes into account several other inputs at the same time and decides which ones are important by attributing different weights to those inputs. <details>0\n[images/image-4-Transformer Architecture Diagram.jpg]\n",
+      "path": "images/image-4-Transformer Architecture Diagram.jpg",
+      "metadata": {
+        "length": 260,
+        "summary": "image-4\n- **Input Side (Encoder):**\n  - Inputs flow into Input Embedding.\n  - Combined with Positional Encoding.\n  - Passes through N identical layers (labeled Nx).\n  - Each layer contains:\n    - Multi-Head Attention block followed by Add & Norm.\n    - Feed Forward block followed by Add & Norm.\n\n- **Output Side (Decoder):**\n  - Outputs (shifted right) flow into Output Embedding.\n  - Combined with Positional Encoding.\n  - Passes through N identical layers (labeled Nx).\n  - Each layer contains:\n    - Masked Multi-Head Attention block followed by Add & Norm.\n    - Multi-Head Attention block followed by Add & Norm.\n    - Feed Forward block followed by Add & Norm.\n\n- **Final Output:**\n  - Linear layer processes the final decoder output.\n  - Softmax layer produces Output Probabilities.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Deep Learning Transformer network",
+        "file_path": "images/image-4-Transformer Architecture Diagram.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "9d610904-929b-540c-b017-aef3358c325d",
+      "type": "text",
+      "content": "- Allows the model to focus on relevant parts of the input when processing each word.\n- Inspired by how humans read – we don't process all words equally.\n- For each word:\n• Computes how much attention it should pay to every other word in the sentence.\n- Creates a weighted sum of all word representations.\n\\- Output: a context-aware representation of each word in the sentence.\n\n- Inspired by how humans read – we don't process all words equally. <details>0\n[images/image-1-Attention Mechanism Process.jpg]\n\n<details>\n<summary>flowchart</summary>\n```mermaid\ngraph TD\nA[\"Attention\"] --> B[\"Input: sequence of words\\nThe animal didn't cross ...\"]\nB --> C[\"Compute attention scores for every pair of words\"]\nC --> D[\"Form weighted sum of word representations\"]\nD --> E[\"Output: context-aware representations\"]\n```\n</details>\n• Each input word is projected into three vectors:\n- Query (Q) – What we are looking for.\n• Key (K) – What each word offers.\n- Value (V) – The content/information of each word.\n\\- For each word, compute attention weights:\n$$\n\\text { Attention } (Q, K, V) = \\text { softmax } \\left(\\frac {Q K ^ {T}}{\\sqrt {d _ {k}}}\\right) V\n$$\n\\- The result is a new representation that captures the context of the word.\nSelf-Attention Heatmap\n\n$$ <details>0\n[images/image-2-Attention Matrix Heatmap.jpg]\n\n<details>\n<summary>heatmap</summary>\n\n[tables/table-0 Attention Matrix.html]\n\n</details>\n\n</details> <details>0\n[images/image-3-Word Alignment Matrix.jpg]\n\n<details>\n<summary>heatmap</summary>\n\n[tables/table-1 EEA Agreement.html]\n\n</details>\n- The attention allows you to look at the totality of a sentence to make connections between any particular word and its relevant context.\n- For each input that the LSTM (Encoder) reads, the attention-mechanism takes into account several other inputs at the same time and decides which ones are important by attributing different weights to those inputs.\n- The Decoder will then take as input the encoded sentence and the weights provided by the attention-mechanism.\n- Transformer is a novel architecture that utilize Attention to process Sequence2Sequence tasks.\n- It consist on Encoder and Decoder but they are not based on the recurrent connections.\n- Encoder and Decoder are composed of modules that can be stacked on top of each other multiple times (Nx).\n\n- For each input that the LSTM (Encoder) reads, the attention-mechanism takes into account several other inputs at the same time and decides which ones are important by attributing different weights to those inputs. <details>0\n[images/image-4-Transformer Architecture Diagram.jpg]\n\n<details>\n<summary>flowchart</summary>\n```mermaid\ngraph TD\nA[\"Inputs\"] --> B[\"Input Embedding\"]\nB --> C[\"Add & Norm\"]\nC --> D[\"Multi-Head Attention\"]\nD --> E[\"Add & Norm\"]\nE --> F[\"Feed Forward\"]\nF --> G[\"Add & Norm\"]\nG --> H[\"Feed Forward\"]\nH --> I[\"Output Probabilities\"]\nI --> J[\"Softmax\"]\nJ --> K[\"Linear\"]\nK --> L[\"Add & Norm\"]\nL --> M[\"Multi-Head Attention\"]\nM --> N[\"Masked Multi-Head Attention\"]\nN --> O[\"Add & Norm\"]\nO --> P[\"Multi-Head Attention\"]\nP --> Q[\"Add & Norm\"]\nQ --> R[\"Feed Forward\"]\nR --> S[\"Add & Norm\"]\nS --> T[\"Multi-Head Attention\"]\nT --> U[\"Masked Multi-Head Attention\"]\nU --> V[\"Output Embedding\"]\nV --> W[\"Positional Encoding\"]\nW --> X[\"Positational Encoding\"]\nX --> Y[\"Nx\"]\nY --> Z[\"Positational Encoding\"]\nZ --> AA[\"Inputs\"]\n```\n</details>\nFigure 1: The Transformer - model architecture.",
+      "path": "dl_10.pdf/Deep Learning Transformer network/Transformer network/Transformer network - Attention- What it is?",
+      "metadata": {
+        "length": 3397,
+        "summary": "The passage explains the attention mechanism, which allows a model to focus on relevant parts of input when processing each word, inspired by human reading. It describes how for each word, attention computes scores for every other word, then creates a weighted sum of representations to produce context-aware outputs. Key components include Query, Key, and Value vectors, with the formula Attention(Q,K,V)=softmax(QK^T/√d_k)V. The Transformer architecture is introduced as a novel sequence-to-sequence model using attention without recurrent connections, consisting of stacked encoder and decoder modules with multi-head attention, feed-forward layers, and normalization.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Deep Learning Transformer network",
+        "tokens": [
+          "Allows",
+          "model",
+          "focus",
+          "relevant",
+          "parts",
+          "input",
+          "processing",
+          "word",
+          "Inspired",
+          "humans",
+          "read",
+          "don",
+          "process",
+          "words",
+          "equally",
+          "For",
+          "Computes",
+          "attention",
+          "pay",
+          "sentence",
+          "Creates",
+          "weighted",
+          "sum",
+          "representations",
+          "Output",
+          "context",
+          "aware",
+          "representation",
+          "details",
+          "summary",
+          "flowchart",
+          "mermaid",
+          "graph",
+          "TD",
+          "Attention",
+          "Input",
+          "sequence",
+          "nThe",
+          "animal",
+          "didn",
+          "cross",
+          "Compute",
+          "scores",
+          "pair",
+          "Form",
+          "Each",
+          "projected",
+          "vectors",
+          "Query",
+          "What",
+          "Key",
+          "offers",
+          "Value",
+          "The",
+          "content",
+          "information",
+          "compute",
+          "weights",
+          "text",
+          "softmax",
+          "left",
+          "frac",
+          "sqrt",
+          "result",
+          "captures",
+          "Self",
+          "Heatmap",
+          "heatmap",
+          "totality",
+          "make",
+          "connections",
+          "LSTM",
+          "Encoder",
+          "reads",
+          "mechanism",
+          "takes",
+          "account",
+          "inputs",
+          "time",
+          "decides",
+          "important",
+          "attributing",
+          "Decoder",
+          "encoded",
+          "provided",
+          "Transformer",
+          "architecture",
+          "utilize",
+          "Sequence2Sequence",
+          "tasks",
+          "It",
+          "consist",
+          "based",
+          "recurrent",
+          "composed",
+          "modules",
+          "stacked",
+          "top",
+          "multiple",
+          "times",
+          "Nx",
+          "Inputs",
+          "Embedding",
+          "Add",
+          "Norm",
+          "Multi",
+          "Head",
+          "Feed",
+          "Forward",
+          "Probabilities",
+          "Softmax",
+          "Linear",
+          "Masked",
+          "Positional",
+          "Encoding",
+          "Positational",
+          "AA",
+          "Figure"
+        ],
+        "keywords": [
+          "Attention",
+          "Transformer",
+          "Self-Attention"
+        ],
+        "connect_to": [
+          {
+            "target": "1eaeda53-06bd-57e7-b424-15c56a5602a6",
+            "relation": "embeds",
+            "ref": "[images/image-1-Attention Mechanism Process.jpg]",
+            "position": {
+              "start": 458,
+              "end": 506
+            }
+          },
+          {
+            "target": "f1724798-2e92-5e82-a75c-a615cee8c88c",
+            "relation": "embeds",
+            "ref": "[images/image-2-Attention Matrix Heatmap.jpg]",
+            "position": {
+              "start": 1265,
+              "end": 1310
+            }
+          },
+          {
+            "target": "6907e0d7-0e26-5f71-962b-2fff66d237f0",
+            "relation": "embeds",
+            "ref": "[tables/table-0 Attention Matrix.html]",
+            "position": {
+              "start": 1350,
+              "end": 1388
+            }
+          },
+          {
+            "target": "3e6d769c-acf4-584b-9847-90f9e015564d",
+            "relation": "embeds",
+            "ref": "[images/image-3-Word Alignment Matrix.jpg]",
+            "position": {
+              "start": 1424,
+              "end": 1466
+            }
+          },
+          {
+            "target": "6d3df7f5-0233-521d-8ada-14352cc1fe99",
+            "relation": "embeds",
+            "ref": "[tables/table-1 EEA Agreement.html]",
+            "position": {
+              "start": 1506,
+              "end": 1541
+            }
+          },
+          {
+            "target": "423b548a-1bc4-5fea-8bc7-000e30d5e142",
+            "relation": "embeds",
+            "ref": "[images/image-4-Transformer Architecture Diagram.jpg]",
+            "position": {
+              "start": 2543,
+              "end": 2596
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "110b737c-863a-5280-b5d2-8ef52a99d69f",
+      "type": "image",
+      "content": "\n$$ <details>0\n[images/image-5-Heatmap Visualization.jpg]\n",
+      "path": "images/image-5-Heatmap Visualization.jpg",
+      "metadata": {
+        "length": 47,
+        "summary": "image-5\nChart Title: None visible\nAxis Labels:\n- X-axis: time step (range 0 to 196)\n- Y-axis: input dimension (range 0 to 11)\nColor Scale: Range from -0.8 (dark purple/black) to 0.8 (light beige/white), with 0.0 represented by red/orange.\n\nKey Data Patterns:\n- Input dimensions 0, 1, and 2 exhibit a high-frequency alternating pattern of dark and light vertical stripes across all time steps.\n- Input dimensions 3 through 5 show lower frequency oscillations with broader bands of color variation.\n- Input dimensions 6 through 11 display large, solid horizontal bands of uniform color, indicating stable values over the entire time range.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Deep Learning Transformer network",
+        "file_path": "images/image-5-Heatmap Visualization.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "f6798ffe-dc58-54f3-879b-58a56696955a",
+      "type": "table",
+      "content": "<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th>input dimension</th>\n      <th>0</th>\n      <th>1</th>\n      <th>2</th>\n      <th>3</th>\n      <th>4</th>\n      <th>5</th>\n      <th>6</th>\n      <th>7</th>\n      <th>8</th>\n      <th>9</th>\n      <th>10</th>\n      <th>11</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>0</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n    </tr>\n    <tr>\n      <td>1</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n    </tr>\n    <tr>\n      <td>2</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n    </tr>\n    <tr>\n      <td>3</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n    </tr>\n    <tr>\n      <td>4</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n    </tr>\n    <tr>\n      <td>5</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n    </tr>\n    <tr>\n      <td>6</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n    </tr>\n    <tr>\n      <td>7</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n    </tr>\n    <tr>\n      <td>8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n    </tr>\n    <tr>\n      <td>9</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n    </tr>\n    <tr>\n      <td>10</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n    </tr>\n    <tr>\n      <td>11</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n      <td>-0.8</td>\n    </tr>\n  </tbody>\n</table>",
+      "path": "tables/table-2 Constant Matrix.html",
+      "metadata": {
+        "length": 3684,
+        "summary": "table-3\nThe table shows a 12x12 matrix where every entry is -0.8, indicating a uniform constant value across all rows and columns.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Deep Learning Transformer network",
+        "file_path": "tables/table-2 Constant Matrix.html",
+        "keywords": [
+          "constant",
+          "matrix",
+          "negative"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "1010af9e-309e-5f34-a3fa-da7abc85e111",
+      "type": "image",
+      "content": "\n- Positional vectors are trainable. <details>0\n[images/image-6-Heatmap Visualization.jpg]\n",
+      "path": "images/image-6-Heatmap Visualization.jpg",
+      "metadata": {
+        "length": 80,
+        "summary": "image-6\nChart Title: Embedding dimension heatmap\nX-axis: Embedding dimension (0 to 15)\nY-axis: Position (0 to 48)\nData Pattern: The visualization displays a gradient of values across embedding dimensions. Dimensions 0-2 show high variability with alternating red and blue bands, indicating fluctuating positive and negative values. Dimension 3 shows a transition zone. Dimensions 4 through 15 are predominantly solid red, suggesting consistently high or positive values across all positions for these dimensions.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Deep Learning Transformer network",
+        "file_path": "images/image-6-Heatmap Visualization.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "faa0f7be-7ef5-5301-a204-4815d171fd9e",
+      "type": "table",
+      "content": "<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th>Position</th>\n      <th>0</th>\n      <th>1</th>\n      <th>2</th>\n      <th>3</th>\n      <th>4</th>\n      <th>5</th>\n      <th>6</th>\n      <th>7</th>\n      <th>8</th>\n      <th>9</th>\n      <th>10</th>\n      <th>11</th>\n      <th>12</th>\n      <th>13</th>\n      <th>14</th>\n      <th>15</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>48</td>\n      <td>Low</td>\n      <td>Low</td>\n      <td>Low</td>\n      <td>Low</td>\n      <td>Low</td>\n      <td>Low</td>\n      <td>Low</td>\n      <td>Low</td>\n      <td>Low</td>\n      <td>Low</td>\n      <td>Low</td>\n      <td>Low</td>\n      <td>Low</td>\n      <td>Low</td>\n      <td>Low</td>\n      <td>Low</td>\n    </tr>\n    <tr>\n      <td>45</td>\n      <td>Low</td>\n      <td>Low</td>\n      <td>Low</td>\n      <td>Low</td>\n      <td>Low</td>\n      <td>Low</td>\n      <td>Low</td>\n      <td>Low</td>\n      <td>Low</td>\n      <td>Low</td>\n      <td>Low</td>\n      <td>Low</td>\n      <td>Low</td>\n      <td>Low</td>\n      <td>Low</td>\n      <td>Low</td>\n    </tr>\n    <tr>\n      <td>39</td>\n      <td>Low</td>\n      <td>Low</td>\n      <td>Low</td>\n      <td>Low</td>\n      <td>Low</td>\n      <td>Low</td>\n      <td>Low</td>\n      <td>Low</td>\n      <td>Low</td>\n      <td>Low</td>\n      <td>Low</td>\n      <td>Low</td>\n      <td>Low</td>\n      <td>Low</td>\n      <td>Low</td>\n      <td>Low</td>\n    </tr>\n    <tr>\n      <td>36</td>\n      <td>Low</td>\n      <td>Low</td>\n      <td>Low</td>\n      <td>Low</td>\n      <td>Low</td>\n      <td>Low</td>\n      <td>Low</td>\n      <td>Low</td>\n      <td>Low</td>\n      <td>Low</td>\n      <td>Low</td>\n      <td>Low</td>\n      <td>Low</td>\n      <td>Low</td>\n      <td>Low</td>\n      <td>Low</td>\n    </tr>\n    <tr>\n      <td>33</td>\n      <td>Low</td>\n      <td>Low</td>\n      <td>Low</td>\n      <td>Low</td>\n      <td>Low</td>\n      <td>Low</td>\n      <td>Low</td>\n      <td>Low</td>\n      <td>Low</td>\n      <td>Low</td>\n      <td>Low</td>\n      <td>Low</td>\n      <td>Low</td>\n      <td>Low</td>\n      <td>Low</td>\n      <td>Low</td>\n    </tr>\n    <tr>\n      <td>30</td>\n      <td>Low</td>\n      <td>Low</td>\n      <td>Low</td>\n      <td>Low</td>\n      <td>Low</td>\n      <td>Low</td>\n      <td>Low</td>\n      <td>Low</td>\n      <td>Low</td>\n      <td>Low</td>\n      <td>Low</td>\n      <td>Low</td>\n      <td>Low</td>\n      <td>Low</td>\n      <td>Low</td>\n      <td>Low</td>\n    </tr>\n  </tbody>\n</table>",
+      "path": "tables/table-3 Low Values Table.html",
+      "metadata": {
+        "length": 2481,
+        "summary": "table-4\nThe table shows six rows (positions 48,45,39,36,33,30) each with 16 columns all containing the value 'Low'.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Deep Learning Transformer network",
+        "file_path": "tables/table-3 Low Values Table.html",
+        "keywords": [
+          "Low",
+          "Table",
+          "Data"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "1367db09-0636-5d8c-9612-6180cb429703",
+      "type": "image",
+      "content": "\n</details> <details>0\n[images/image-7-Heatmap Visualization.jpg]\n",
+      "path": "images/image-7-Heatmap Visualization.jpg",
+      "metadata": {
+        "length": 55,
+        "summary": "image-7\nChart Title: Embedding dimension heatmap\nX-axis Label: Embedding dimension (Range: 0 to 15)\nY-axis Label: Position (Range: 0 to 48)\nData Representation: A grid of colored blocks representing values across embedding dimensions and positions.\nColor Scale: The visualization uses a diverging color scheme ranging from dark blue (likely low values) through light blue/white (neutral) to orange/red (high values).\nNotable Patterns:\n- Strong positive values (red/orange) are concentrated in the column for Embedding dimension 7, specifically at Positions 27 through 39.\n- Strong negative values (dark blue) appear in columns 2, 8, and 14.\n- Most other areas show neutral or weak values (light blue/white).",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Deep Learning Transformer network",
+        "file_path": "images/image-7-Heatmap Visualization.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "916ae609-9e8b-5734-a470-d9b3466dc51c",
+      "type": "table",
+      "content": "<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th>Position</th>\n      <th>0</th>\n      <th>1</th>\n      <th>2</th>\n      <th>3</th>\n      <th>4</th>\n      <th>5</th>\n      <th>6</th>\n      <th>7</th>\n      <th>8</th>\n      <th>9</th>\n      <th>10</th>\n      <th>11</th>\n      <th>12</th>\n      <th>13</th>\n      <th>14</th>\n      <th>15</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>0</td>\n      <td>Blue</td>\n      <td>Orange</td>\n      <td>Light Blue</td>\n      <td>Red</td>\n      <td>Light Blue</td>\n      <td>Light Blue</td>\n      <td>Light Blue</td>\n      <td>Red</td>\n      <td>Light Blue</td>\n      <td>Dark Blue</td>\n      <td>Light Blue</td>\n      <td>Light Blue</td>\n      <td>Light Blue</td>\n      <td>Light Blue</td>\n      <td>Light Blue</td>\n      <td>Light Blue</td>\n    </tr>\n    <tr>\n      <td>1</td>\n      <td>Blue</td>\n      <td>Orange</td>\n      <td>Light Blue</td>\n      <td>Red</td>\n      <td>Light Blue</td>\n      <td>Light Blue</td>\n      <td>Light Blue</td>\n      <td>Red</td>\n      <td>Light Blue</td>\n      <td>Dark Blue</td>\n      <td>Light Blue</td>\n      <td>Light Blue</td>\n      <td>Light Blue</td>\n      <td>Light Blue</td>\n      <td>Light Blue</td>\n      <td>Light Blue</td>\n    </tr>\n    <tr>\n      <td>2</td>\n      <td>Dark Blue</td>\n      <td>Orange</td>\n      <td>Light Blue</td>\n      <td>Red</td>\n      <td>Light Blue</td>\n      <td>Light Blue</td>\n      <td>Light Blue</td>\n      <td>Red</td>\n      <td>Light Blue</td>\n      <td>Dark Blue</td>\n      <td>Light Blue</td>\n      <td>Light Blue</td>\n      <td>Light Blue</td>\n      <td>Light Blue</td>\n      <td>Light Blue</td>\n      <td>Light Blue</td>\n    </tr>\n    <tr>\n      <td>3</td>\n      <td>Orange</td>\n      <td>Orange</td>\n      <td>Light Blue</td>\n      <td>Red</td>\n      <td>Light Blue</td>\n      <td>Light Blue</td>\n      <td>Light Blue</td>\n      <td>Red</td>\n      <td>Light Blue</td>\n      <td>Dark Blue</td>\n      <td>Light Blue</td>\n      <td>Light Blue</td>\n      <td>Light Blue</td>\n      <td>Light Blue</td>\n      <td>Light Blue</td>\n      <td>Light Blue</td>\n    </tr>\n    <tr>\n      <td>4</td>\n      <td>Orange</td>\n      <td>Orange</td>\n      <td>Light Blue</td>\n      <td>Red</td>\n      <td>Light Blue</td>\n      <td>Light Blue</td>\n      <td>Light Blue</td>\n      <td>Red</td>\n      <td>Light Blue</td>\n      <td>Dark Blue</td>\n      <td>Light Blue</td>\n      <td>Light Blue</td>\n      <td>Light Blue</td>\n      <td>Light Blue</td>\n      <td>Light Blue</td>\n      <td>Light Blue</td>\n    </tr>\n    <tr>\n      <td>5</td>\n      <td>Medium Blue</td>\n      <td>Orange</td>\n      <td>Light Blue</td>\n      <td>Red</td>\n      <td>Light Blue</td>\n      <td>Light Blue</td>\n      <td>Light Blue</td>\n      <td>Red</td>\n      <td>Light Blue</td>\n      <td>Dark Blue</td>\n      <td>Light Blue</td>\n      <td>Light Blue</td>\n      <td>Light Blue</td>\n      <td>Light Blue</td>\n      <td>Light Blue</td>\n      <td>Light Blue</td>\n    </tr>\n    <tr>\n      <td>6</td>\n      <td>Medium Orange</td>\n      <td>Orange</td>\n      <td>Light Blue</td>\n      <td>Red</td>\n      <td>Light Blue</td>\n      <td>Light Blue</td>\n      <td>Light Blue</td>\n      <td>Red</td>\n      <td>Light Blue</td>\n      <td>Dark Blue</td>\n      <td>Light Blue</td>\n      <td>Light Blue</td>\n      <td>Light Blue</td>\n      <td>Light Blue</td>\n      <td>Light Blue</td>\n      <td>Light Blue</td>\n    </tr>\n  </tbody>\n</table>",
+      "path": "tables/table-4 Color Pattern Table.html",
+      "metadata": {
+        "length": 3449,
+        "summary": "table-5\nThe table shows a repeating pattern of colors across rows, with Blue, Orange, Light Blue, Red, and Dark Blue in columns 0-15 for rows 0-6.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Deep Learning Transformer network",
+        "file_path": "tables/table-4 Color Pattern Table.html",
+        "keywords": [
+          "colors",
+          "pattern",
+          "table"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "5cb2697e-5ddb-570a-93f7-578372834aa0",
+      "type": "image",
+      "content": "\n$$ <details>0\n[images/image-8-$$ _detail.jpg]\n",
+      "path": "images/image-8-$$ _detail.jpg",
+      "metadata": {
+        "length": 47,
+        "summary": "image-8\n$$ <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Deep Learning Transformer network",
+        "file_path": "images/image-8-$$ _detail.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "93577511-1d14-53bd-b03e-58ee85033f71",
+      "type": "image",
+      "content": "\nE --> G[\"K\"] <details>0\n[images/image-9-E --_ G[_K.jpg]\n",
+      "path": "images/image-9-E --_ G[_K.jpg",
+      "metadata": {
+        "length": 57,
+        "summary": "image-9\nE --> G[\"K\"] <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Deep Learning Transformer network",
+        "file_path": "images/image-9-E --_ G[_K.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "cf59c8f4-65f0-5cca-878f-1e98ebb2a9d0",
+      "type": "text",
+      "content": "- Transformers do not have recurrence or convolution.\n• Therefore, they have no built-in sense of word order.\n- Positional encoding injects information about the position of each token in the sequence.\n• These encodings are added to the input embeddings.\n- Uses sinusoidal functions to ensure unique and continuous position representation.\n$$\n\\mathsf {P E} _ {(p o s, 2 i)} = \\sin \\left(\\frac {p o s}{1 0 0 0 0 ^ {2 i / d _ {\\mathrm{model}}}}\\right)\n$$\n$$\n\\mathsf {P E} _ {(p o s, 2 i + 1)} = \\cos \\left(\\frac {p o s}{1 0 0 0 0 ^ {2 i / d _ {\\mathrm{model}}}}\\right)\n$$\n- pos is the position in the sequence (e.g., 0, 1, 2, ...).\n- $i$ is the dimension index.\n- $d_{model}$ is the total dimension of the embedding vector.\nSinusoid absolute positional encoding\n\n$$ <details>0\n[images/image-5-Heatmap Visualization.jpg]\n\n<details>\n<summary>heatmap</summary>\n\n[tables/table-2 Constant Matrix.html]\n\nThe data is a heatmap with a color scale ranging from ~-1 to ~1 for each row and column of the time step axis.\n</details>\n\\- Sinusoidal functions are used to provide:\n- Unique yet smoothly varying encoding for each position.\n- Ability to interpolate or generalize to longer sequences.\n- Simple mathematical patterns that can capture relative distances.\n• Alternative: learned positional encodings\n- Positional vectors are trainable.\n- More flexible, but limited to sequence lengths seen during training.\n\\- Without PE:\n\\- Model loses word order completely (e.g., “dog bites man” = “man bites dog”).\nSinusoidal Positional Encoding\n\n- Positional vectors are trainable. <details>0\n[images/image-6-Heatmap Visualization.jpg]\n\n<details>\n<summary>heatmap</summary>\n\n[tables/table-3 Low Values Table.html]\n\n</details>\nLearned Positional Encoding (simulated)\n\n</details> <details>0\n[images/image-7-Heatmap Visualization.jpg]\n\n<details>\n<summary>heatmap</summary>\n\n[tables/table-4 Color Pattern Table.html]\n\n</details>\n- Instead of computing attention once, we do it in parallel multiple times (heads).\n• Each head learns different projections of Q, K, V with its own parameters:\n$$\n\\text { head } _ {i} = \\text { Attention } (Q W _ {i} ^ {Q}, K W _ {i} ^ {K}, V W _ {i} ^ {V})\n$$\n\\- All heads are concatenated and projected again:\n$$\n\\operatorname{MultiHead} (Q, K, V) = \\operatorname{Concat} \\left(\\operatorname{head} _ {1}, \\dots , \\operatorname{head} _ {h}\\right) W ^ {O}\n$$\n\\- This allows the model to jointly attend to information from different representation subspaces.\nScaled Dot-Product Attention\n\n$$ <details>0\n[images/image-8-$$ _detail.jpg]\n\n<details>\n<summary>flowchart</summary>\n```mermaid\ngraph TD\nA[\"MatMul\"] --> B[\"SoftMax\"]\nB --> C[\"Mask (opt.)\"]\nC --> D[\"Scale\"]\nD --> E[\"MatMul\"]\nE --> F[\"Q\"]\nE --> G[\"K\"]\nE --> H[\"V\"]\n```\n</details>\nMulti-Head Attention\n\nE --> G[\"K\"] <details>0\n[images/image-9-E --_ G[_K.jpg]\n\n<details>\n<summary>flowchart</summary>\n```mermaid\ngraph TD\nA[\"Linear\"] --> B[\"Concat\"]\nB --> C[\"Scaled Dot-Product Attention\"]\nC --> D[\"Linear\"]\nC --> E[\"Linear\"]\nC --> F[\"Linear\"]\nD --> G[\"V\"]\nE --> H[\"K\"]\nF --> I[\"Q\"]\nG --> C\nH --> C\nI --> C\nC --> J[\"h\"]\n```\n</details>\nFigure 2: (left) Scaled Dot-Product Attention. (right) Multi-Head Attention consists of several attention layers running in parallel.\n- Multi-head attention = multiple attention mechanisms in parallel.\n• Each head uses its own learned projection matrices:\n$$\nQ W _ {i} ^ {Q}, \\quad K W _ {i} ^ {K}, \\quad V W _ {i} ^ {V}\n$$\n- Different heads can focus on different types of relationships (e.g. syntax, semantics).\n- The outputs of all heads are concatenated and linearly projected:\n$$\n\\operatorname{Concat} \\left(\\text {head} _ {1}, \\dots , \\text {head} _ {h}\\right) W ^ {0}\n$$\n\\- Encoder and decoder use multi-head attention differently:\n- Encoder: attends to all positions in the input.\n- Decoder: attends to previous positions (masked).\n- Encoder-decoder: decoder attends to encoder output.",
+      "path": "dl_10.pdf/Deep Learning Transformer network/Transformer network/Transformer network - Positional encoding- What is?",
+      "metadata": {
+        "length": 3834,
+        "summary": "The content explains positional encoding in Transformers, which injects word order information using sinusoidal functions. It covers the formulas for PE, the benefits of sinusoidal encoding (unique, continuous, generalizable), and contrasts it with learned positional encodings. It then introduces multi-head attention, where multiple attention heads run in parallel with different learned projections, allowing the model to attend to different representation subspaces. The encoder and decoder use multi-head attention differently: encoder attends to all input positions, decoder attends to previous positions (masked), and encoder-decoder attention allows the decoder to attend to encoder output.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Deep Learning Transformer network",
+        "tokens": [
+          "Transformers",
+          "recurrence",
+          "convolution",
+          "Therefore",
+          "built",
+          "sense",
+          "word",
+          "order",
+          "Positional",
+          "encoding",
+          "injects",
+          "information",
+          "position",
+          "token",
+          "sequence",
+          "These",
+          "encodings",
+          "added",
+          "input",
+          "embeddings",
+          "Uses",
+          "sinusoidal",
+          "functions",
+          "ensure",
+          "unique",
+          "continuous",
+          "representation",
+          "mathsf",
+          "sin",
+          "left",
+          "frac",
+          "mathrm",
+          "model",
+          "cos",
+          "pos",
+          "dimension",
+          "index",
+          "total",
+          "embedding",
+          "vector",
+          "Sinusoid",
+          "absolute",
+          "positional",
+          "details",
+          "summary",
+          "heatmap",
+          "The",
+          "data",
+          "color",
+          "scale",
+          "ranging",
+          "row",
+          "column",
+          "time",
+          "step",
+          "axis",
+          "Sinusoidal",
+          "provide",
+          "Unique",
+          "smoothly",
+          "varying",
+          "Ability",
+          "interpolate",
+          "generalize",
+          "longer",
+          "sequences",
+          "Simple",
+          "mathematical",
+          "patterns",
+          "capture",
+          "relative",
+          "distances",
+          "Alternative",
+          "learned",
+          "vectors",
+          "trainable",
+          "More",
+          "flexible",
+          "limited",
+          "lengths",
+          "training",
+          "Without",
+          "PE",
+          "Model",
+          "loses",
+          "completely",
+          "dog",
+          "bites",
+          "man",
+          "Encoding",
+          "Learned",
+          "simulated",
+          "Instead",
+          "computing",
+          "attention",
+          "parallel",
+          "multiple",
+          "times",
+          "heads",
+          "Each",
+          "head",
+          "learns",
+          "projections",
+          "parameters",
+          "text",
+          "Attention",
+          "All",
+          "concatenated",
+          "projected",
+          "operatorname",
+          "MultiHead",
+          "Concat",
+          "dots",
+          "This",
+          "jointly",
+          "attend",
+          "subspaces",
+          "Scaled",
+          "Dot",
+          "Product",
+          "flowchart",
+          "mermaid",
+          "graph",
+          "TD",
+          "MatMul",
+          "SoftMax",
+          "Mask",
+          "opt",
+          "Scale",
+          "Multi",
+          "Head",
+          "Linear",
+          "Figure",
+          "consists",
+          "layers",
+          "running",
+          "mechanisms",
+          "projection",
+          "matrices",
+          "quad",
+          "Different",
+          "focus",
+          "types",
+          "relationships",
+          "syntax",
+          "semantics",
+          "outputs",
+          "linearly",
+          "Encoder",
+          "decoder",
+          "multi",
+          "differently",
+          "attends",
+          "positions",
+          "Decoder",
+          "previous",
+          "masked",
+          "encoder",
+          "output"
+        ],
+        "keywords": [
+          "Positional Encoding",
+          "Multi-Head Attention",
+          "Transformer"
+        ],
+        "connect_to": [
+          {
+            "target": "110b737c-863a-5280-b5d2-8ef52a99d69f",
+            "relation": "embeds",
+            "ref": "[images/image-5-Heatmap Visualization.jpg]",
+            "position": {
+              "start": 775,
+              "end": 817
+            }
+          },
+          {
+            "target": "f6798ffe-dc58-54f3-879b-58a56696955a",
+            "relation": "embeds",
+            "ref": "[tables/table-2 Constant Matrix.html]",
+            "position": {
+              "start": 857,
+              "end": 894
+            }
+          },
+          {
+            "target": "1010af9e-309e-5f34-a3fa-da7abc85e111",
+            "relation": "embeds",
+            "ref": "[images/image-6-Heatmap Visualization.jpg]",
+            "position": {
+              "start": 1574,
+              "end": 1616
+            }
+          },
+          {
+            "target": "faa0f7be-7ef5-5301-a204-4815d171fd9e",
+            "relation": "embeds",
+            "ref": "[tables/table-3 Low Values Table.html]",
+            "position": {
+              "start": 1656,
+              "end": 1694
+            }
+          },
+          {
+            "target": "1367db09-0636-5d8c-9612-6180cb429703",
+            "relation": "embeds",
+            "ref": "[images/image-7-Heatmap Visualization.jpg]",
+            "position": {
+              "start": 1770,
+              "end": 1812
+            }
+          },
+          {
+            "target": "916ae609-9e8b-5734-a470-d9b3466dc51c",
+            "relation": "embeds",
+            "ref": "[tables/table-4 Color Pattern Table.html]",
+            "position": {
+              "start": 1852,
+              "end": 1893
+            }
+          },
+          {
+            "target": "5cb2697e-5ddb-570a-93f7-578372834aa0",
+            "relation": "embeds",
+            "ref": "[images/image-8-$$ _detail.jpg]",
+            "position": {
+              "start": 2509,
+              "end": 2540
+            }
+          },
+          {
+            "target": "93577511-1d14-53bd-b03e-58ee85033f71",
+            "relation": "embeds",
+            "ref": "[images/image-9-E --_ G[_K.jpg]",
+            "position": {
+              "start": 2788,
+              "end": 2819
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "ea4f6fa9-15a7-55d0-99d2-066cbc5f164e",
+      "type": "text",
+      "content": "- Uses teacher forcing – the true previous output is fed into the decoder.\n- The target sequence is right-shifted by one position.\n- A <sos> token is added at the beginning, and <eos> at the end.\n- A causal mask ensures decoder only sees previous positions.\n- Loss is computed between decoder output and original target sequence.\n- The target sequence is right-shifted to prevent the model from copying input.\n- A <sos> token is added at the beginning, and <eos> at the end.\n- A causal mask ensures that each decoder step sees only previous tokens.\n- The loss is computed against the original (unshifted) target sequence.",
+      "path": "dl_10.pdf/Deep Learning Transformer network/Training a Transformer (Seq2Seq model):",
+      "metadata": {
+        "length": 621,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Deep Learning Transformer network",
+        "tokens": [
+          "Uses",
+          "teacher",
+          "forcing",
+          "true",
+          "previous",
+          "output",
+          "fed",
+          "decoder",
+          "The",
+          "target",
+          "sequence",
+          "shifted",
+          "position",
+          "sos",
+          "token",
+          "added",
+          "beginning",
+          "eos",
+          "end",
+          "causal",
+          "mask",
+          "ensures",
+          "sees",
+          "positions",
+          "Loss",
+          "computed",
+          "original",
+          "prevent",
+          "model",
+          "copying",
+          "input",
+          "step",
+          "tokens",
+          "loss",
+          "unshifted"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "8a8721e3-5d3a-5a6e-bf94-a66ff306e428",
+      "type": "image",
+      "content": "\n3. Predict the first output token. <details>0\n[images/image-10-Attention Mechanism Visualization.jpg]\n",
+      "path": "images/image-10-Attention Mechanism Visualization.jpg",
+      "metadata": {
+        "length": 80,
+        "summary": "image-10\nTop Layer (Source Tokens): A, man, is, walking, .\nBottom Layer (Target Tokens): <sos>, Un, homme, marche, .\nRelationships: Dense connections (attention weights) link each source token to every target token.\nContext: Illustrates a sequence-to-sequence model translating English (\"A man is walking\") to French (\"Un homme marche\").",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Deep Learning Transformer network",
+        "file_path": "images/image-10-Attention Mechanism Visualization.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "ca042cfe-7e47-58d7-bdc6-8e5a938016f4",
+      "type": "image",
+      "content": "\n- As opposed to directional models, which read the text input sequentially (left-to-right or right-to-left), the Transformer encoder reads the entire sequence of words at once. <details>0\n[images/image-11-Transformer Encoder Architecture.jpg]\n",
+      "path": "images/image-11-Transformer Encoder Architecture.jpg",
+      "metadata": {
+        "length": 222,
+        "summary": "image-11\n- Input Sequence: W1, W2, W3, [MASK], W5 (where W4 is masked)\n- Embedding Layer: Converts input tokens into embeddings\n- Core Component: Transformer encoder block\n- Output Representation: O1, O2, O3, O4, O5\n- Classification Layer: Fully-connected layer + GELU activation + Normalization\n- Final Output: Predicted probabilities w'1 through w'5 via embedding to vocabulary and softmax",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Deep Learning Transformer network",
+        "file_path": "images/image-11-Transformer Encoder Architecture.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "40f3c966-8ee4-5a7e-acb8-a9dd94ca1ff5",
+      "type": "table",
+      "content": "<table><tr><td rowspan=\"2\">Input</td><td colspan=\"6\">[MASK]</td><td colspan=\"5\">[MASK]</td></tr><tr><td>[CLS]</td><td>my</td><td>dog</td><td>is</td><td>cute</td><td>[SEP]</td><td>he</td><td>likes</td><td>play</td><td>##ing</td><td>[SEP]</td></tr><tr><td>Token Embeddings</td><td> $E_{[CLS]}$ </td><td> $E_{my}$ </td><td> $E_{[MASK]}$ </td><td> $E_{is}$ </td><td> $E_{cute}$ </td><td> $E_{[SEP]}$ </td><td> $E_{he}$ </td><td> $E_{[MASK]}$ </td><td> $E_{play}$ </td><td> $E_{##ing}$ </td><td> $E_{[SEP]}$ </td></tr><tr><td rowspan=\"2\">Sentence Embedding</td><td>+</td><td>+</td><td>+</td><td>+</td><td>+</td><td>+</td><td>+</td><td>+</td><td>+</td><td>+</td><td>+</td></tr><tr><td> $E_A$ </td><td> $E_A$ </td><td> $E_A$ </td><td> $E_A$ </td><td> $E_A$ </td><td> $E_A$ </td><td> $E_B$ </td><td> $E_B$ </td><td> $E_B$ </td><td> $E_B$ </td><td> $E_B$ </td></tr><tr><td rowspan=\"2\">Transformer Positional Embedding</td><td>+</td><td>+</td><td>+</td><td>+</td><td>+</td><td>+</td><td>+</td><td>+</td><td>+</td><td>+</td><td>+</td></tr><tr><td> $E_0$ </td><td> $E_1$ </td><td> $E_2$ </td><td> $E_3$ </td><td> $E_4$ </td><td> $E_5$ </td><td> $E_6$ </td><td> $E_7$ </td><td> $E_8$ </td><td> $E_9$ </td><td> $E_{10}$ </td></tr></table>",
+      "path": "tables/table-5 BERT Embeddings.html",
+      "metadata": {
+        "length": 1224,
+        "summary": "table-6\nThe table shows BERT input embeddings: token, sentence (A/B), and positional embeddings for two sentences separated by [SEP], with [MASK] tokens.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Deep Learning Transformer network",
+        "file_path": "tables/table-5 BERT Embeddings.html",
+        "keywords": [
+          "BERT",
+          "Embeddings",
+          "Tokens"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "81edf90e-6892-5363-a7b8-3f571e070f9c",
+      "type": "text",
+      "content": "1. Input the full encoder sequence.\n2. Start decoder with <sos> token.\n3. Predict the first output token.\n4. Append it to the decoder input and repeat.\n5. Stop when the model predicts <eos>.\nAt each step, the decoder sees its own past outputs and the encoder context.\nTransformer Inference (Autoregressive Decoding)\n\n3. Predict the first output token. <details>0\n[images/image-10-Attention Mechanism Visualization.jpg]\n\n<details>\n<summary>flowchart</summary>\n```mermaid\ngraph TD\nA[\"A\"] --> Un[\"Un\"]\nman[\"man\"] --> Un\nis[\"is\"] --> Un\nwalking[\"walking\"] --> Un\nUn --> homme[\"homme\"]\nhomme --> marche[\"marche\"]\nmarche --> u[\"u\"]\n```\n</details>\n• BERT - Bidirectional Encoder Representations from Transformers.\n- Uses a Transformer-based network with pre-trained deep bidirectional representations from unlabeled text by jointly conditioning on both left and right context in all layers.\n- BERT makes use of Transformer, an attention mechanism that learns contextual relations between words (or sub-words) in a text.\n- Transformer includes two separate mechanisms — an encoder that reads the text input and a decoder that produces a prediction for the task. Since BERT's goal is to generate a language model, only the encoder mechanism is necessary.\n- As opposed to directional models, which read the text input sequentially (left-to-right or right-to-left), the Transformer encoder reads the entire sequence of words at once.\n- Therefore it is considered bidirectional, though it would be more accurate to say that it's non-directional. This characteristic allows the model to learn the context of a word based on all of its surroundings (left and right of the word).\n- The input is a sequence of tokens, which are first embedded into vectors and then processed in the neural network.\n- The output is a sequence of vectors of size H, in which each vector corresponds to an input token with the same index.\n- When training language models, there is a challenge of defining a prediction goal.\n\n- As opposed to directional models, which read the text input sequentially (left-to-right or right-to-left), the Transformer encoder reads the entire sequence of words at once. <details>0\n[images/image-11-Transformer Encoder Architecture.jpg]\n\n<details>\n<summary>flowchart</summary>\n```mermaid\ngraph TD\nA[\"Embedding\"] --> B[\"W1\"]\nA --> C[\"W2\"]\nA --> D[\"W3\"]\nA --> E[\"[MASK\"]]\nA --> F[\"W5\"]\nB --> G[\"W1\"]\nC --> H[\"W2\"]\nD --> I[\"W3\"]\nE --> J[\"W4\"]\nF --> K[\"W5\"]\nL[\"Embedding to vocab + softmax\"] --> M[\"Classification Layer: Fully-connected layer + GELU + Norm\"]\nM --> N[\"O1\"]\nM --> O[\"O2\"]\nM --> P[\"O3\"]\nM --> Q[\"O4\"]\nM --> R[\"O5\"]\nN --> S[\"Transformer encoder\"]\nO --> S\nP --> S\nQ --> S\nR --> S\n```\n</details>\n- Before feeding word sequences into BERT, 15% of the words in each sequence are replaced with a [MASK] token.\n- The model then attempts to predict the original value of the masked words, based on the context provided by the other, non-masked, words in the sequence.\n- In technical terms, the prediction of the output words requires:\n1. Adding a classification layer on top of the encoder output.\n2. Multiplying the output vectors by the embedding matrix, transforming them into the vocabulary dimension.\n3. Calculating the probability of each word in the vocabulary with softmax.\n\\- The BERT loss function takes into consideration only the prediction of the masked values and ignores the prediction of the non-masked words.\n- In the BERT training process, the model receives pairs of sentences as input and learns to predict if the second sentence in the pair is the subsequent sentence in the original document.\n- During training, 50% of the inputs are a pair in which the second sentence is the subsequent sentence in the original document, while in the other 50% a random sentence from the corpus is chosen as the second sentence.\n- The assumption is that the random sentence will be disconnected from the first sentence.\n\\- To help the model distinguish between the two sentences in training, the input is processed in the following way before entering the model:\n1. A [CLS] token is inserted at the beginning of the first sentence and a [SEP] token is inserted at the end of each sentence.\n2. A sentence embedding indicating Sentence A or Sentence B is added to each token. Sentence embeddings are similar in concept to token embeddings with a vocabulary of 2.\n3. A positional embedding is added to each token to indicate its position in the sequence. The concept and implementation of positional embedding are presented in the Transformer paper.\n\n[tables/table-5 BERT Embeddings.html]\n\n\\- To predict if the second sentence is indeed connected to the first, the following steps are performed:\n1. The entire input sequence goes through the Transformer model.\n2. The output of the [CLS] token is transformed into a $2 \\times 1$ shaped vector, using a simple classification layer (learned matrices of weights and biases).\n3. Calculating the probability of IsNextSequence with softmax.\n\\- When training the BERT model, Masked LM and Next Sentence Prediction are trained together, with the goal of minimizing the combined loss function of the two strategies.",
+      "path": "dl_10.pdf/Deep Learning Transformer network/Inference – autoregressive decoding:",
+      "metadata": {
+        "length": 5109,
+        "summary": "The passage describes two main topics: autoregressive decoding in Transformer inference, where the decoder generates tokens step-by-step using past outputs and encoder context until an <eos> token is produced; and BERT (Bidirectional Encoder Representations from Transformers), a bidirectional model using only the Transformer encoder to learn contextual word representations from unlabeled text. BERT is trained with masked language modeling (predicting masked tokens) and next sentence prediction, using special tokens like [CLS] and [SEP], along with sentence and positional embeddings.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Deep Learning Transformer network",
+        "tokens": [
+          "Input",
+          "full",
+          "encoder",
+          "sequence",
+          "Start",
+          "decoder",
+          "sos",
+          "token",
+          "Predict",
+          "output",
+          "Append",
+          "input",
+          "repeat",
+          "Stop",
+          "model",
+          "predicts",
+          "eos",
+          "At",
+          "step",
+          "sees",
+          "past",
+          "outputs",
+          "context",
+          "Transformer",
+          "Inference",
+          "Autoregressive",
+          "Decoding",
+          "details",
+          "summary",
+          "flowchart",
+          "mermaid",
+          "graph",
+          "TD",
+          "Un",
+          "man",
+          "walking",
+          "homme",
+          "marche",
+          "BERT",
+          "Bidirectional",
+          "Encoder",
+          "Representations",
+          "Transformers",
+          "Uses",
+          "based",
+          "network",
+          "pre",
+          "trained",
+          "deep",
+          "bidirectional",
+          "representations",
+          "unlabeled",
+          "text",
+          "jointly",
+          "conditioning",
+          "left",
+          "layers",
+          "makes",
+          "attention",
+          "mechanism",
+          "learns",
+          "contextual",
+          "relations",
+          "words",
+          "includes",
+          "separate",
+          "mechanisms",
+          "reads",
+          "produces",
+          "prediction",
+          "task",
+          "Since",
+          "goal",
+          "generate",
+          "language",
+          "As",
+          "opposed",
+          "directional",
+          "models",
+          "read",
+          "sequentially",
+          "entire",
+          "Therefore",
+          "considered",
+          "accurate",
+          "This",
+          "characteristic",
+          "learn",
+          "word",
+          "surroundings",
+          "The",
+          "tokens",
+          "embedded",
+          "vectors",
+          "processed",
+          "neural",
+          "size",
+          "vector",
+          "corresponds",
+          "index",
+          "When",
+          "training",
+          "challenge",
+          "defining",
+          "Embedding",
+          "W1",
+          "W2",
+          "W3",
+          "MASK",
+          "W5",
+          "W4",
+          "vocab",
+          "softmax",
+          "Classification",
+          "Layer",
+          "Fully",
+          "connected",
+          "layer",
+          "GELU",
+          "Norm",
+          "O1",
+          "O2",
+          "O3",
+          "O4",
+          "O5",
+          "Before",
+          "feeding",
+          "sequences",
+          "15%",
+          "replaced",
+          "attempts",
+          "predict",
+          "original",
+          "masked",
+          "provided",
+          "In",
+          "technical",
+          "terms",
+          "requires",
+          "Adding",
+          "classification",
+          "top",
+          "Multiplying",
+          "embedding",
+          "matrix",
+          "transforming",
+          "vocabulary",
+          "dimension",
+          "Calculating",
+          "probability",
+          "loss",
+          "function",
+          "takes",
+          "consideration",
+          "values",
+          "ignores",
+          "process",
+          "receives",
+          "pairs",
+          "sentences",
+          "sentence",
+          "pair",
+          "subsequent",
+          "document",
+          "During",
+          "50%",
+          "inputs",
+          "random",
+          "corpus",
+          "chosen",
+          "assumption",
+          "disconnected",
+          "To",
+          "distinguish",
+          "entering",
+          "CLS",
+          "inserted",
+          "beginning",
+          "SEP",
+          "end",
+          "indicating",
+          "Sentence",
+          "added",
+          "embeddings",
+          "similar",
+          "concept",
+          "positional",
+          "position",
+          "implementation",
+          "presented",
+          "paper",
+          "html",
+          "steps",
+          "performed",
+          "transformed",
+          "times",
+          "shaped",
+          "simple",
+          "learned",
+          "matrices",
+          "weights",
+          "biases",
+          "IsNextSequence",
+          "Masked",
+          "LM",
+          "Next",
+          "Prediction",
+          "minimizing",
+          "combined",
+          "strategies"
+        ],
+        "keywords": [
+          "BERT",
+          "Transformer",
+          "Autoregressive Decoding"
+        ],
+        "connect_to": [
+          {
+            "target": "8a8721e3-5d3a-5a6e-bf94-a66ff306e428",
+            "relation": "embeds",
+            "ref": "[images/image-10-Attention Mechanism Visualization.jpg]",
+            "position": {
+              "start": 363,
+              "end": 418
+            }
+          },
+          {
+            "target": "ca042cfe-7e47-58d7-bdc6-8e5a938016f4",
+            "relation": "embeds",
+            "ref": "[images/image-11-Transformer Encoder Architecture.jpg]",
+            "position": {
+              "start": 2177,
+              "end": 2231
+            }
+          },
+          {
+            "target": "40f3c966-8ee4-5a7e-acb8-a9dd94ca1ff5",
+            "relation": "embeds",
+            "ref": "[tables/table-5 BERT Embeddings.html]",
+            "position": {
+              "start": 4552,
+              "end": 4589
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "bab774c6-87e7-54fe-8c90-4d6daf3c590a",
+      "type": "text",
+      "content": "\\- BERT can be used for a wide variety of language tasks, while only adding a small layer to the core model:\n1. Classification tasks such as sentiment analysis are done similarly to Next Sentence classification, by adding a classification layer on top of the Transformer output for the [CLS] token.\n2. In Question Answering tasks (e.g. SQuAD v1.1), the software receives a question regarding a text sequence and is required to mark the answer in the sequence. Using BERT, a Q&A model can be trained by learning two extra vectors that mark the beginning and the end of the answer.\n3. In Named Entity Recognition (NER), the software receives a text sequence and is required to mark the various types of entities (Person, Organization, Date, etc) that appear in the text. Using BERT, a NER model can be trained by feeding the output vector of each token into a classification layer that predicts the NER label.\n1. What is a Transformer? by Maxime,\nhttps://medium.com/inside-machine-learning/\nwhat-is-a-transformer-d07dd1fbec04\n2. A Beginner's Guide to Attention Mechanisms and Memory Networks https://wiki.pathmind.com/attention-mechanism-memory-network\n3. What is Teacher Forcing for Recurrent Neural Networks? by Jason Brownlee https://machinelearningmastery.com/ teacher-forcing-for-recurrent-neural-networks/\n4. Positional Encoding: Everything You Need to Know by Darjan Salaj\nhttps://www.inovex.de/de/blog/\npositional-encoding-everything-you-need-to-know",
+      "path": "dl_10.pdf/Deep Learning Transformer network/Transformer network - BERT - How to use BERT (Fine-tuning)",
+      "metadata": {
+        "length": 1456,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Deep Learning Transformer network",
+        "tokens": [
+          "BERT",
+          "wide",
+          "variety",
+          "language",
+          "tasks",
+          "adding",
+          "small",
+          "layer",
+          "core",
+          "model",
+          "Classification",
+          "sentiment",
+          "analysis",
+          "similarly",
+          "Next",
+          "Sentence",
+          "classification",
+          "top",
+          "Transformer",
+          "output",
+          "CLS",
+          "token",
+          "In",
+          "Question",
+          "Answering",
+          "SQuAD",
+          "v1.1",
+          "software",
+          "receives",
+          "question",
+          "text",
+          "sequence",
+          "required",
+          "mark",
+          "answer",
+          "Using",
+          "trained",
+          "learning",
+          "extra",
+          "vectors",
+          "beginning",
+          "end",
+          "Named",
+          "Entity",
+          "Recognition",
+          "NER",
+          "types",
+          "entities",
+          "Person",
+          "Organization",
+          "Date",
+          "feeding",
+          "vector",
+          "predicts",
+          "label",
+          "What",
+          "Maxime",
+          "https",
+          "medium",
+          "inside",
+          "machine",
+          "transformer",
+          "d07dd1fbec04",
+          "Beginner",
+          "Guide",
+          "Attention",
+          "Mechanisms",
+          "Memory",
+          "Networks",
+          "wiki",
+          "pathmind",
+          "attention",
+          "mechanism",
+          "memory",
+          "network",
+          "Teacher",
+          "Forcing",
+          "Recurrent",
+          "Neural",
+          "Jason",
+          "Brownlee",
+          "machinelearningmastery",
+          "teacher",
+          "forcing",
+          "recurrent",
+          "neural",
+          "networks",
+          "Positional",
+          "Encoding",
+          "Everything",
+          "You",
+          "Need",
+          "Know",
+          "Darjan",
+          "Salaj",
+          "www",
+          "inovex",
+          "de",
+          "blog",
+          "positional",
+          "encoding"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "5bc569ab-8bf7-519b-be49-f56f4787c1b8",
+      "type": "text",
+      "content": "5. Luong, Minh-Thang, Hieu Pham, and Christopher D. Manning. \"Effective approaches to attention-based neural machine translation.\" arXiv preprint arXiv:1508.04025 (2015).\n6. Devlin, Jacob, et al. \"Bert: Pre-training of deep bidirectional transformers for language understanding.\" arXiv preprint arXiv:1810.04805 (2018).\n7. BERT Explained: State of the art language model for NLP by Rani Horev\nhttps://towardsdatascience.com/\nbert-explained-state-of-the-art-language-model-for-nlp-f8b21a\n8. Understanding BERT Transformer: Attention isn't all you need by Damien Sileo https://medium.com/synapse-dev/understanding-bert-transformer-attention-isnt-all-you-need-58",
+      "path": "dl_10.pdf/Deep Learning Transformer network/Transformer network - References ii",
+      "metadata": {
+        "length": 659,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Deep Learning Transformer network",
+        "tokens": [
+          "Luong",
+          "Minh",
+          "Thang",
+          "Hieu",
+          "Pham",
+          "Christopher",
+          "Manning",
+          "Effective",
+          "approaches",
+          "attention",
+          "based",
+          "neural",
+          "machine",
+          "translation",
+          "arXiv",
+          "preprint",
+          "1508.04025",
+          "2015",
+          "Devlin",
+          "Jacob",
+          "al",
+          "Bert",
+          "Pre",
+          "training",
+          "deep",
+          "bidirectional",
+          "transformers",
+          "language",
+          "understanding",
+          "1810.04805",
+          "2018",
+          "BERT",
+          "Explained",
+          "State",
+          "art",
+          "model",
+          "NLP",
+          "Rani",
+          "Horev",
+          "https",
+          "towardsdatascience",
+          "bert",
+          "explained",
+          "state",
+          "nlp",
+          "f8b21a",
+          "Understanding",
+          "Transformer",
+          "Attention",
+          "isn",
+          "Damien",
+          "Sileo",
+          "medium",
+          "synapse",
+          "dev",
+          "transformer",
+          "isnt",
+          "58"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    }
+  ]
+}
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/stem-deep-learning-transformer-network/doc_nav.json b/apps/api/app/data/demo_documents/stem-deep-learning-transformer-network/doc_nav.json
new file mode 100644
index 000000000..cc552ad43
--- /dev/null
+++ b/apps/api/app/data/demo_documents/stem-deep-learning-transformer-network/doc_nav.json
@@ -0,0 +1,153 @@
+{
+  "version": "1.0",
+  "file_name": "Deep Learning - Transformer Network.pdf",
+  "stats": {
+    "total_chunks": 25,
+    "text_chunks": 8,
+    "image_chunks": 11,
+    "table_chunks": 6,
+    "max_depth": 3
+  },
+  "sections": [
+    {
+      "title": "Deep Learning Transformer network",
+      "path": "dl_10.pdf/Deep Learning Transformer network",
+      "level": 1,
+      "summary": "Transformer network Jan Platoš, Radek Svoboda May 5, 2026 Department of Computer Science Faculty of Electrical Engineering and Computer Science VŠB - Technical University of Ostrava",
+      "chunk_count": 8,
+      "children": [
+        {
+          "title": "Transformer network",
+          "path": "dl_10.pdf/Deep Learning Transformer network/Transformer network",
+          "level": 2,
+          "summary": "- Recurrent neural network works in synchronized serial way. - This prevent efficient computation in parallel. - The attention-mechanism looks at an input sequence and decides at each step which other parts of the sequence are important. - The attention mechanism helps the decoder to focus on the important part of the input sequence.",
+          "chunk_count": 3,
+          "children": [
+            {
+              "title": "Transformer network - Attention- What it is?",
+              "path": "dl_10.pdf/Deep Learning Transformer network/Transformer network/Transformer network - Attention- What it is?",
+              "level": 3,
+              "summary": "The passage explains the attention mechanism, which allows a model to focus on relevant parts of input when processing each word, inspired by human reading. It describes how for each word, attention computes scores for every other word, then creates a weighted sum of representations to produce context-aware outputs. Key components include Query, Key, and Value vectors, with the formula Attention(Q,K,V)=softmax(QK^T/√d_k)V. The Transformer architecture is introduced as a novel sequence-to-sequence model using attention without recurrent connections, consisting of stacked encoder and decoder modules with multi-head attention, feed-forward layers, and normalization.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Transformer network - Positional encoding- What is?",
+              "path": "dl_10.pdf/Deep Learning Transformer network/Transformer network/Transformer network - Positional encoding- What is?",
+              "level": 3,
+              "summary": "The content explains positional encoding in Transformers, which injects word order information using sinusoidal functions. It covers the formulas for PE, the benefits of sinusoidal encoding (unique, continuous, generalizable), and contrasts it with learned positional encodings. It then introduces multi-head attention, where multiple attention heads run in parallel with different learned projections, allowing the model to attend to different representation subspaces. The encoder and decoder use multi-head attention differently: encoder attends to all input positions, decoder attends to previous positions (masked), and encoder-decoder attention allows the decoder to attend to encoder output.",
+              "chunk_count": 1,
+              "children": []
+            }
+          ]
+        },
+        {
+          "title": "Training a Transformer (Seq2Seq model):",
+          "path": "dl_10.pdf/Deep Learning Transformer network/Training a Transformer (Seq2Seq model):",
+          "level": 2,
+          "summary": "- Uses teacher forcing – the true previous output is fed into the decoder. - The target sequence is right-shifted by one position. - A <sos> token is added at the beginning, and <eos> at the end. - A causal mask ensures decoder only sees previous positions. - Loss is computed between decoder output and original target sequence. - The target sequence is right-shifted to prevent the model from copying input. - A <sos> token is added at the beginning, and <eos> at the end. - A causal mask ensures that each decoder step sees only previous tokens. - The loss is computed against the original (unshifted) target sequence.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Inference – autoregressive decoding:",
+          "path": "dl_10.pdf/Deep Learning Transformer network/Inference – autoregressive decoding:",
+          "level": 2,
+          "summary": "The passage describes two main topics: autoregressive decoding in Transformer inference, where the decoder generates tokens step-by-step using past outputs and encoder context until an <eos> token is produced; and BERT (Bidirectional Encoder Representations from Transformers), a bidirectional model using only the Transformer encoder to learn contextual word representations from unlabeled text. BERT is trained with masked language modeling (predicting masked tokens) and next sentence prediction, using special tokens like [CLS] and [SEP], along with sentence and positional embeddings.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Transformer network - BERT - How to use BERT (Fine-tuning)",
+          "path": "dl_10.pdf/Deep Learning Transformer network/Transformer network - BERT - How to use BERT (Fine-tuning)",
+          "level": 2,
+          "summary": "\\- BERT can be used for a wide variety of language tasks, while only adding a small layer to the core model: 1. Classification tasks such as sentiment analysis are done similarly to Next Sentence classification, by adding a classification layer on top of the Transformer output for the [CLS] token. 2. In Question Answering tasks (e.g. SQuAD v1.1), the software receives a question regarding a text sequence and is required to mark the answer in the sequence. Using BERT, a Q&A model can be trained by learning two extra vectors that mark the beginning and the end of the answer. 3. In Named Entity Recognition (NER), the software receives a text sequence and is required to mark the various types of entities (Person, Organization, Date, etc) that appear in the text. Using BERT, a NER model can be trained by feeding the output vector of each token into a classification layer that predicts the NER label. 1. What is a Transformer? by Maxime, https://medium.com/inside-machine-learning/ what-is-a-transformer-d07dd1fbec04 2. A Beginner's Guide to Attention Mechanisms and Memory Networks https://wiki.pathmind.com/attention-mechanism-memory-network 3. What is Teacher Forcing for Recurrent Neural Networks? by Jason Brownlee https://machinelearningmastery.com/ teacher-forcing-for-recurrent-neural-networks/ 4. Positional Encoding: Everything You Need to Know by Darjan Salaj https://www.inovex.de/de/blog/ positional-encoding-everything-you-need-to-know",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Transformer network - References ii",
+          "path": "dl_10.pdf/Deep Learning Transformer network/Transformer network - References ii",
+          "level": 2,
+          "summary": "5. Luong, Minh-Thang, Hieu Pham, and Christopher D. Manning. \"Effective approaches to attention-based neural machine translation.\" arXiv preprint arXiv:1508.04025 (2015). 6. Devlin, Jacob, et al. \"Bert: Pre-training of deep bidirectional transformers for language understanding.\" arXiv preprint arXiv:1810.04805 (2018). 7. BERT Explained: State of the art language model for NLP by Rani Horev https://towardsdatascience.com/ bert-explained-state-of-the-art-language-model-for-nlp-f8b21a 8. Understanding BERT Transformer: Attention isn't all you need by Damien Sileo https://medium.com/synapse-dev/understanding-bert-transformer-attention-isnt-all-you-need-58",
+          "chunk_count": 1,
+          "children": []
+        }
+      ]
+    }
+  ],
+  "resources": {
+    "images": [
+      {
+        "path": "images/image-1-Attention Mechanism Process.jpg",
+        "summary": "image-1 1. Input: sequence of words (e.g., \"The animal didn't cross ...\") 2. Compute attention scores for every pair of words (represented by a grid matrix) 3. Form weighted sum of word representations 4. Output: context-aware representations"
+      },
+      {
+        "path": "images/image-2-Attention Matrix Heatmap.jpg",
+        "summary": "image-2 Chart Title: Words attended to (X-axis) vs. Words attending (Y-axis) Data Source: Attention weights between word pairs Key Data Points: - Highest attention values (0.4): - \"animal\" -> \"animal\" (Self-attention) - \"didn't\" -> \"didn't\" (Self-attention) - \"cross\" -> \"cross\" (Self-attention) - Notable cross-word attention (0.3): - \"The\" -> \"animal\" - \"the\" -> \"the\" - \"street\" -> \"street\" (Self-attention) - Lowest attention values (0.1): - Most off-diagonal interactions show minimal attention (0.1) Scale Range: 0.10 to 0.40 Words Involved: The, animal, didn't, cross, the, street"
+      },
+      {
+        "path": "images/image-3-Word Alignment Matrix.jpg",
+        "summary": "image-3 The image displays a diagonal alignment matrix visualizing the correspondence between English and French phrases. **English Text (Top Axis):** \"The agreement on the European Economic Area was signed in August 1992 <end>\" **French Text (Left Axis):** \"L'accord sur la zone économique européenne a été signé en août 1992 <end>\" **Alignment Pattern:** - The matrix shows a strong diagonal pattern, indicating a direct word-for-word translation structure. - Key alignments visible include: \"agreement\" <-> \"accord\", \"European Economic Area\" <-> \"zone économique européenne\", \"signed\" <-> \"signé\", and \"August 1992\" <-> \"août 1992\"."
+      },
+      {
+        "path": "images/image-4-Transformer Architecture Diagram.jpg",
+        "summary": "image-4 - **Input Side (Encoder):** - Inputs flow into Input Embedding. - Combined with Positional Encoding. - Passes through N identical layers (labeled Nx). - Each layer contains: - Multi-Head Attention block followed by Add & Norm. - Feed Forward block followed by Add & Norm. - **Output Side (Decoder):** - Outputs (shifted right) flow into Output Embedding. - Combined with Positional Encoding. - Passes through N identical layers (labeled Nx). - Each layer contains: - Masked Multi-Head Attention block followed by Add & Norm. - Multi-Head Attention block followed by Add & Norm. - Feed Forward block followed by Add & Norm. - **Final Output:** - Linear layer processes the final decoder output. - Softmax layer produces Output Probabilities."
+      },
+      {
+        "path": "images/image-5-Heatmap Visualization.jpg",
+        "summary": "image-5 Chart Title: None visible Axis Labels: - X-axis: time step (range 0 to 196) - Y-axis: input dimension (range 0 to 11) Color Scale: Range from -0.8 (dark purple/black) to 0.8 (light beige/white), with 0.0 represented by red/orange. Key Data Patterns: - Input dimensions 0, 1, and 2 exhibit a high-frequency alternating pattern of dark and light vertical stripes across all time steps. - Input dimensions 3 through 5 show lower frequency oscillations with broader bands of color variation. - Input dimensions 6 through 11 display large, solid horizontal bands of uniform color, indicating stable values over the entire time range."
+      },
+      {
+        "path": "images/image-6-Heatmap Visualization.jpg",
+        "summary": "image-6 Chart Title: Embedding dimension heatmap X-axis: Embedding dimension (0 to 15) Y-axis: Position (0 to 48) Data Pattern: The visualization displays a gradient of values across embedding dimensions. Dimensions 0-2 show high variability with alternating red and blue bands, indicating fluctuating positive and negative values. Dimension 3 shows a transition zone. Dimensions 4 through 15 are predominantly solid red, suggesting consistently high or positive values across all positions for these dimensions."
+      },
+      {
+        "path": "images/image-7-Heatmap Visualization.jpg",
+        "summary": "image-7 Chart Title: Embedding dimension heatmap X-axis Label: Embedding dimension (Range: 0 to 15) Y-axis Label: Position (Range: 0 to 48) Data Representation: A grid of colored blocks representing values across embedding dimensions and positions. Color Scale: The visualization uses a diverging color scheme ranging from dark blue (likely low values) through light blue/white (neutral) to orange/red (high values). Notable Patterns: - Strong positive values (red/orange) are concentrated in the column for Embedding dimension 7, specifically at Positions 27 through 39. - Strong negative values (dark blue) appear in columns 2, 8, and 14. - Most other areas show neutral or weak values (light blue/white)."
+      },
+      {
+        "path": "images/image-8-$$ _detail.jpg",
+        "summary": "image-8 $$ <details>0"
+      },
+      {
+        "path": "images/image-9-E --_ G[_K.jpg",
+        "summary": "image-9 E --> G[\"K\"] <details>0"
+      },
+      {
+        "path": "images/image-10-Attention Mechanism Visualization.jpg",
+        "summary": "image-10 Top Layer (Source Tokens): A, man, is, walking, . Bottom Layer (Target Tokens): <sos>, Un, homme, marche, . Relationships: Dense connections (attention weights) link each source token to every target token. Context: Illustrates a sequence-to-sequence model translating English (\"A man is walking\") to French (\"Un homme marche\")."
+      },
+      {
+        "path": "images/image-11-Transformer Encoder Architecture.jpg",
+        "summary": "image-11 - Input Sequence: W1, W2, W3, [MASK], W5 (where W4 is masked) - Embedding Layer: Converts input tokens into embeddings - Core Component: Transformer encoder block - Output Representation: O1, O2, O3, O4, O5 - Classification Layer: Fully-connected layer + GELU activation + Normalization - Final Output: Predicted probabilities w'1 through w'5 via embedding to vocabulary and softmax"
+      }
+    ],
+    "tables": [
+      {
+        "path": "tables/table-0 Attention Matrix.html",
+        "summary": "table-1 The table shows attention weights between words in a sentence. Each row indicates how much a word attends to others, with diagonal values often highest."
+      },
+      {
+        "path": "tables/table-1 EEA Agreement.html",
+        "summary": "table-2 The agreement on the European Economic Area was signed in August 1992."
+      },
+      {
+        "path": "tables/table-2 Constant Matrix.html",
+        "summary": "table-3 The table shows a 12x12 matrix where every entry is -0.8, indicating a uniform constant value across all rows and columns."
+      },
+      {
+        "path": "tables/table-3 Low Values Table.html",
+        "summary": "table-4 The table shows six rows (positions 48,45,39,36,33,30) each with 16 columns all containing the value 'Low'."
+      },
+      {
+        "path": "tables/table-4 Color Pattern Table.html",
+        "summary": "table-5 The table shows a repeating pattern of colors across rows, with Blue, Orange, Light Blue, Red, and Dark Blue in columns 0-15 for rows 0-6."
+      },
+      {
+        "path": "tables/table-5 BERT Embeddings.html",
+        "summary": "table-6 The table shows BERT input embeddings: token, sentence (A/B), and positional embeddings for two sentences separated by [SEP], with [MASK] tokens."
+      }
+    ]
+  }
+}
diff --git a/apps/api/app/data/demo_documents/stem-deep-learning-transformer-network/full.md b/apps/api/app/data/demo_documents/stem-deep-learning-transformer-network/full.md
new file mode 100644
index 000000000..bf44145d7
--- /dev/null
+++ b/apps/api/app/data/demo_documents/stem-deep-learning-transformer-network/full.md
@@ -0,0 +1,458 @@
+# Deep Learning
+
+# Transformer network
+
+Jan Platoš, Radek Svoboda
+
+May 5, 2026
+
+Department of Computer Science
+
+Faculty of Electrical Engineering and Computer Science
+
+VŠB - Technical University of Ostrava
+
+## Transformer network
+
+- Recurrent neural network works in synchronized serial way.  
+- This prevent efficient computation in parallel.  
+- The attention-mechanism looks at an input sequence and decides at each step which other parts of the sequence are important.  
+- The attention mechanism helps the decoder to focus on the important part of the input sequence.
+
+## Transformer network - Attention- What it is?
+
+- Allows the model to focus on relevant parts of the input when processing each word.  
+- Inspired by how humans read – we don't process all words equally.  
+- For each word:
+
+• Computes how much attention it should pay to every other word in the sentence.  
+- Creates a weighted sum of all word representations.
+
+\- Output: a context-aware representation of each word in the sentence.
+
+![](images/aadc6745f5528a2c9d30319197caea907c6320b6139360732c84599b72cfc199.jpg)
+
+<details>
+<summary>flowchart</summary>
+
+```mermaid
+graph TD
+  A["Attention"] --> B["Input: sequence of words\nThe animal didn't cross ..."]
+  B --> C["Compute attention scores for every pair of words"]
+  C --> D["Form weighted sum of word representations"]
+  D --> E["Output: context-aware representations"]
+```
+</details>
+
+• Each input word is projected into three vectors:
+
+- Query (Q) – What we are looking for.  
+• Key (K) – What each word offers.  
+- Value (V) – The content/information of each word.
+
+\- For each word, compute attention weights:
+
+$$
+\text { Attention } (Q, K, V) = \text { softmax } \left(\frac {Q K ^ {T}}{\sqrt {d _ {k}}}\right) V
+$$
+
+\- The result is a new representation that captures the context of the word.
+
+Self-Attention Heatmap  
+![](images/05f53829b739652e4ad3cca2ee9e35661295321a084084045027daf042ba6c84.jpg)
+
+<details>
+<summary>heatmap</summary>
+
+| Words attended to | The | animal | didn't | cross | the | street |
+|---|---|---|---|---|---|---|
+| The | 0.2 | 0.3 | 0.1 | 0.1 | 0.2 | 0.1 |
+| animal | 0.1 | 0.4 | 0.2 | 0.1 | 0.1 | 0.1 |
+| didn't | 0.1 | 0.2 | 0.4 | 0.1 | 0.1 | 0.1 |
+| words crossing | 0.1 | 0.1 | 0.1 | 0.4 | 0.2 | 0.1 |
+| the | 0.1 | 0.2 | 0.1 | 0.2 | 0.3 | 0.1 |
+| street | 0.1 | 0.1 | 0.2 | 0.2 | 0.1 | 0.3 |
+</details>
+
+![](images/29bf1d6b322a526e071027bf0b3a59ef8bdc5a67e9dd0c4d78830c7e6eeb553d.jpg)
+
+<details>
+<summary>heatmap</summary>
+
+| | The agreement on the European Economic Area was signed in August 1992 |
+|---|---|
+| L' | |
+| accord | (not labeled) |
+| sur | (not labeled) |
+| la | (not labeled) |
+| zone | (not labeled) |
+| économique | (not labeled) |
+| européenne | (not labeled) |
+| a | (not labeled) |
+| été | (not labeled) |
+| signé | (not labeled) |
+| en | (not labeled) |
+| août | (not labeled) |
+| 1992 | (not labeled) |
+| . | (not labeled) |
+| <end> | (not labeled) |
+</details>
+
+- The attention allows you to look at the totality of a sentence to make connections between any particular word and its relevant context.  
+- For each input that the LSTM (Encoder) reads, the attention-mechanism takes into account several other inputs at the same time and decides which ones are important by attributing different weights to those inputs.  
+- The Decoder will then take as input the encoded sentence and the weights provided by the attention-mechanism.
+
+- Transformer is a novel architecture that utilize Attention to process Sequence2Sequence tasks.  
+- It consist on Encoder and Decoder but they are not based on the recurrent connections.  
+- Encoder and Decoder are composed of modules that can be stacked on top of each other multiple times (Nx).
+
+![](images/6bbe323bb2ef1f2aee0f563922e4c1bc3fe4e4dab8143f342eba8640b6117b40.jpg)
+
+<details>
+<summary>flowchart</summary>
+
+```mermaid
+graph TD
+  A["Inputs"] --> B["Input Embedding"]
+  B --> C["Add & Norm"]
+  C --> D["Multi-Head Attention"]
+  D --> E["Add & Norm"]
+  E --> F["Feed Forward"]
+  F --> G["Add & Norm"]
+  G --> H["Feed Forward"]
+  H --> I["Output Probabilities"]
+  I --> J["Softmax"]
+  J --> K["Linear"]
+  K --> L["Add & Norm"]
+  L --> M["Multi-Head Attention"]
+  M --> N["Masked Multi-Head Attention"]
+  N --> O["Add & Norm"]
+  O --> P["Multi-Head Attention"]
+  P --> Q["Add & Norm"]
+  Q --> R["Feed Forward"]
+  R --> S["Add & Norm"]
+  S --> T["Multi-Head Attention"]
+  T --> U["Masked Multi-Head Attention"]
+  U --> V["Output Embedding"]
+  V --> W["Positional Encoding"]
+  W --> X["Positational Encoding"]
+  X --> Y["Nx"]
+  Y --> Z["Positational Encoding"]
+  Z --> AA["Inputs"]
+```
+</details>
+
+Figure 1: The Transformer - model architecture.
+
+## Transformer network - Positional encoding- What is?
+
+- Transformers do not have recurrence or convolution.  
+• Therefore, they have no built-in sense of word order.  
+- Positional encoding injects information about the position of each token in the sequence.  
+• These encodings are added to the input embeddings.  
+- Uses sinusoidal functions to ensure unique and continuous position representation.
+
+$$
+\mathsf {P E} _ {(p o s, 2 i)} = \sin \left(\frac {p o s}{1 0 0 0 0 ^ {2 i / d _ {\mathrm{model}}}}\right)
+$$
+
+$$
+\mathsf {P E} _ {(p o s, 2 i + 1)} = \cos \left(\frac {p o s}{1 0 0 0 0 ^ {2 i / d _ {\mathrm{model}}}}\right)
+$$
+
+- pos is the position in the sequence (e.g., 0, 1, 2, ...).  
+- $i$ is the dimension index.  
+- $d_{model}$ is the total dimension of the embedding vector.
+
+Sinusoid absolute positional encoding  
+![](images/ed82c0264cec9185992b5b44d52a77d7ff7b87ae92f39cda602dab0ab109651a.jpg)
+
+<details>
+<summary>heatmap</summary>
+
+| input dimension | 0    | 1    | 2    | 3    | 4    | 5    | 6    | 7    | 8    | 9    | 10   | 11   |
+| --------------- | ---- | ---- | ---- | ---- | ---- | ---- | ---- | ---- | ---- | ---- | ---- | ---- |
+| 0               | -0.8 | -0.8 | -0.8 | -0.8 | -0.8 | -0.8 | -0.8 | -0.8 | -0.8 | -0.8 | -0.8 | -0.8 |
+| 1               | -0.8 | -0.8 | -0.8 | -0.8 | -0.8 | -0.8 | -0.8 | -0.8 | -0.8 | -0.8 | -0.8 | -0.8 |
+| 2               | -0.8 | -0.8 | -0.8 | -0.8 | -0.8 | -0.8 | -0.8 | -0.8 | -0.8 | -0.8 | -0.8 | -0.8 |
+| 3               | -0.8 | -0.8 | -0.8 | -0.8 | -0.8 | -0.8 | -0.8 | -0.8 | -0.8 | -0.8 | -0.8 | -0.8 |
+| 4               | -0.8 | -0.8 | -0.8 | -0.8 | -0.8 | -0.8 | -0.8 | -0.8 | -0.8 | -0.8 | -0.8 | -0.8 |
+| 5               | -0.8 | -0.8 | -0.8 | -0.8 | -0.8 | -0.8 | -0.8 | -0.8 | -0.8 | -0.8 | -0.8 | -0.8 |
+| 6               | -0.8 | -0.8 | -0.8 | -0.8 | -0.8 | -0.8 | -0.8 | -0.8 | -0.8 | -0.8 | -0.8 | -0.8 |
+| 7               | -0.8 | -0.8 | -0.8 | -0.8 | -0.8 | -0.8 | -0.8 | -0.8 | -0.8 | -0.8 | -0.8 | -0.8 |
+| 8               | -0.8 | -0.8 | -0.8 | -0.8 | -0.8 | -0.8 | -0.8 | -0.8 | -0.8 | -0.8 | -0.8 | -0.8 |
+| 9               | -0.8 | -0.8 | -0.8 | -0.8 | -0.8 | -0.8 | -0.8 | -0.8 | -0.8 | -0.8 | -0.8 | -0.8 |
+| 10              | -0.8 | -0.8 | -0.8 | -0.8 | -0.8 | -0.8 | -0.8 | -0.8 | -0.8 | -0.8 | -0.8 | -0.8 |
+| 11              | -0.8 | -0.8 | -0.8 | -0.8 | -0.8 | -0.8 | -0.8 | -0.8 | -0.8 | -0.8 | -0.8 | -0.8 |
+The data is a heatmap with a color scale ranging from ~-1 to ~1 for each row and column of the time step axis.
+</details>
+
+\- Sinusoidal functions are used to provide:
+
+- Unique yet smoothly varying encoding for each position.  
+- Ability to interpolate or generalize to longer sequences.  
+- Simple mathematical patterns that can capture relative distances.
+
+• Alternative: learned positional encodings
+
+- Positional vectors are trainable.  
+- More flexible, but limited to sequence lengths seen during training.
+
+\- Without PE:
+
+\- Model loses word order completely (e.g., “dog bites man” = “man bites dog”).
+
+Sinusoidal Positional Encoding  
+![](images/19c35a0d92f60fa563b8877e47749c0d837e6f2d39f29b9394783080b0695d34.jpg)
+
+<details>
+<summary>heatmap</summary>
+
+| Position | 0 | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | 14 | 15 |
+| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
+| 48 | Low | Low | Low | Low | Low | Low | Low | Low | Low | Low | Low | Low | Low | Low | Low | Low |
+| 45 | Low | Low | Low | Low | Low | Low | Low | Low | Low | Low | Low | Low | Low | Low | Low | Low |
+| 39 | Low | Low | Low | Low | Low | Low | Low | Low | Low | Low | Low | Low | Low | Low | Low | Low |
+| 36 | Low | Low | Low | Low | Low | Low | Low | Low | Low | Low | Low | Low | Low | Low | Low | Low |
+| 33 | Low | Low | Low | Low | Low | Low | Low | Low | Low | Low | Low | Low | Low | Low | Low | Low |
+| 30 | Low | Low | Low | Low | Low | Low | Low | Low | Low | Low | Low | Low | Low | Low | Low | Low |
+</details>
+
+Learned Positional Encoding (simulated)  
+![](images/a70d75abdfe0004c118abcc80faace9771e7ce95602a2c74deb170af66018106.jpg)
+
+<details>
+<summary>heatmap</summary>
+
+| Position | 0 | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | 14 | 15 |
+| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
+| 0 | Blue | Orange | Light Blue | Red | Light Blue | Light Blue | Light Blue | Red | Light Blue | Dark Blue | Light Blue | Light Blue | Light Blue | Light Blue | Light Blue | Light Blue |
+| 1 | Blue | Orange | Light Blue | Red | Light Blue | Light Blue | Light Blue | Red | Light Blue | Dark Blue | Light Blue | Light Blue | Light Blue | Light Blue | Light Blue | Light Blue |
+| 2 | Dark Blue | Orange | Light Blue | Red | Light Blue | Light Blue | Light Blue | Red | Light Blue | Dark Blue | Light Blue | Light Blue | Light Blue | Light Blue | Light Blue | Light Blue |
+| 3 | Orange | Orange | Light Blue | Red | Light Blue | Light Blue | Light Blue | Red | Light Blue | Dark Blue | Light Blue | Light Blue | Light Blue | Light Blue | Light Blue | Light Blue |
+| 4 | Orange | Orange | Light Blue | Red | Light Blue | Light Blue | Light Blue | Red | Light Blue | Dark Blue | Light Blue | Light Blue | Light Blue | Light Blue | Light Blue | Light Blue |
+| 5 | Medium Blue | Orange | Light Blue | Red | Light Blue | Light Blue | Light Blue | Red | Light Blue | Dark Blue | Light Blue | Light Blue | Light Blue | Light Blue | Light Blue | Light Blue |
+| 6 | Medium Orange | Orange | Light Blue | Red | Light Blue | Light Blue | Light Blue | Red | Light Blue | Dark Blue | Light Blue | Light Blue | Light Blue | Light Blue | Light Blue | Light Blue |
+</details>
+
+- Instead of computing attention once, we do it in parallel multiple times (heads).  
+• Each head learns different projections of Q, K, V with its own parameters:
+
+$$
+\text { head } _ {i} = \text { Attention } (Q W _ {i} ^ {Q}, K W _ {i} ^ {K}, V W _ {i} ^ {V})
+$$
+
+\- All heads are concatenated and projected again:
+
+$$
+\operatorname{MultiHead} (Q, K, V) = \operatorname{Concat} \left(\operatorname{head} _ {1}, \dots , \operatorname{head} _ {h}\right) W ^ {O}
+$$
+
+\- This allows the model to jointly attend to information from different representation subspaces.
+
+Scaled Dot-Product Attention  
+![](images/e10a7f36a671dd9b101cd518e9a3ca79b90e1be5a3e8b23febf47b4f8144e078.jpg)
+
+<details>
+<summary>flowchart</summary>
+
+```mermaid
+graph TD
+  A["MatMul"] --> B["SoftMax"]
+  B --> C["Mask (opt.)"]
+  C --> D["Scale"]
+  D --> E["MatMul"]
+  E --> F["Q"]
+  E --> G["K"]
+  E --> H["V"]
+```
+</details>
+
+Multi-Head Attention  
+![](images/e0038bd5adb07e91faea8279d7634575f945d1929525720d3d2b5fc366650e98.jpg)
+
+<details>
+<summary>flowchart</summary>
+
+```mermaid
+graph TD
+  A["Linear"] --> B["Concat"]
+  B --> C["Scaled Dot-Product Attention"]
+  C --> D["Linear"]
+  C --> E["Linear"]
+  C --> F["Linear"]
+  D --> G["V"]
+  E --> H["K"]
+  F --> I["Q"]
+  G --> C
+  H --> C
+  I --> C
+  C --> J["h"]
+```
+</details>
+
+Figure 2: (left) Scaled Dot-Product Attention. (right) Multi-Head Attention consists of several attention layers running in parallel.
+
+- Multi-head attention = multiple attention mechanisms in parallel.  
+• Each head uses its own learned projection matrices:
+
+$$
+Q W _ {i} ^ {Q}, \quad K W _ {i} ^ {K}, \quad V W _ {i} ^ {V}
+$$
+
+- Different heads can focus on different types of relationships (e.g. syntax, semantics).  
+- The outputs of all heads are concatenated and linearly projected:
+
+$$
+\operatorname{Concat} \left(\text {head} _ {1}, \dots , \text {head} _ {h}\right) W ^ {0}
+$$
+
+\- Encoder and decoder use multi-head attention differently:
+
+- Encoder: attends to all positions in the input.  
+- Decoder: attends to previous positions (masked).  
+- Encoder-decoder: decoder attends to encoder output.
+
+## Training a Transformer (Seq2Seq model):
+
+- Uses teacher forcing – the true previous output is fed into the decoder.  
+- The target sequence is right-shifted by one position.  
+- A <sos> token is added at the beginning, and <eos> at the end.  
+- A causal mask ensures decoder only sees previous positions.  
+- Loss is computed between decoder output and original target sequence.
+
+- The target sequence is right-shifted to prevent the model from copying input.  
+- A <sos> token is added at the beginning, and <eos> at the end.  
+- A causal mask ensures that each decoder step sees only previous tokens.  
+- The loss is computed against the original (unshifted) target sequence.
+
+## Inference – autoregressive decoding:
+
+1. Input the full encoder sequence.  
+2. Start decoder with <sos> token.  
+3. Predict the first output token.  
+4. Append it to the decoder input and repeat.  
+5. Stop when the model predicts <eos>.
+
+At each step, the decoder sees its own past outputs and the encoder context.
+
+Transformer Inference (Autoregressive Decoding)  
+![](images/6779eee546f4cb9f7c3e11a6a716f9201dc11f5fbfc609650259170013c3b78e.jpg)
+
+<details>
+<summary>flowchart</summary>
+
+```mermaid
+graph TD
+  A["A"] --> Un["Un"]
+  man["man"] --> Un
+  is["is"] --> Un
+  walking["walking"] --> Un
+  Un --> homme["homme"]
+  homme --> marche["marche"]
+  marche --> u["u"]
+```
+</details>
+
+• BERT - Bidirectional Encoder Representations from Transformers.  
+- Uses a Transformer-based network with pre-trained deep bidirectional representations from unlabeled text by jointly conditioning on both left and right context in all layers.  
+- BERT makes use of Transformer, an attention mechanism that learns contextual relations between words (or sub-words) in a text.  
+- Transformer includes two separate mechanisms — an encoder that reads the text input and a decoder that produces a prediction for the task. Since BERT's goal is to generate a language model, only the encoder mechanism is necessary.
+
+- As opposed to directional models, which read the text input sequentially (left-to-right or right-to-left), the Transformer encoder reads the entire sequence of words at once.  
+- Therefore it is considered bidirectional, though it would be more accurate to say that it's non-directional. This characteristic allows the model to learn the context of a word based on all of its surroundings (left and right of the word).  
+- The input is a sequence of tokens, which are first embedded into vectors and then processed in the neural network.  
+- The output is a sequence of vectors of size H, in which each vector corresponds to an input token with the same index.  
+- When training language models, there is a challenge of defining a prediction goal.
+
+![](images/99b79e7ff6eb2a1ccc1fb87ceb9ad2cd1b3c8b461156899d828b0d1f50a56fef.jpg)
+
+<details>
+<summary>flowchart</summary>
+
+```mermaid
+graph TD
+  A["Embedding"] --> B["W1"]
+  A --> C["W2"]
+  A --> D["W3"]
+  A --> E["[MASK"]]
+  A --> F["W5"]
+  B --> G["W1"]
+  C --> H["W2"]
+  D --> I["W3"]
+  E --> J["W4"]
+  F --> K["W5"]
+  L["Embedding to vocab + softmax"] --> M["Classification Layer: Fully-connected layer + GELU + Norm"]
+  M --> N["O1"]
+  M --> O["O2"]
+  M --> P["O3"]
+  M --> Q["O4"]
+  M --> R["O5"]
+  N --> S["Transformer encoder"]
+  O --> S
+  P --> S
+  Q --> S
+  R --> S
+```
+</details>
+
+- Before feeding word sequences into BERT, 15% of the words in each sequence are replaced with a [MASK] token.  
+- The model then attempts to predict the original value of the masked words, based on the context provided by the other, non-masked, words in the sequence.  
+- In technical terms, the prediction of the output words requires:
+
+1. Adding a classification layer on top of the encoder output.  
+2. Multiplying the output vectors by the embedding matrix, transforming them into the vocabulary dimension.  
+3. Calculating the probability of each word in the vocabulary with softmax.
+
+\- The BERT loss function takes into consideration only the prediction of the masked values and ignores the prediction of the non-masked words.
+
+- In the BERT training process, the model receives pairs of sentences as input and learns to predict if the second sentence in the pair is the subsequent sentence in the original document.  
+- During training, 50% of the inputs are a pair in which the second sentence is the subsequent sentence in the original document, while in the other 50% a random sentence from the corpus is chosen as the second sentence.  
+- The assumption is that the random sentence will be disconnected from the first sentence.
+
+\- To help the model distinguish between the two sentences in training, the input is processed in the following way before entering the model:
+
+1. A [CLS] token is inserted at the beginning of the first sentence and a [SEP] token is inserted at the end of each sentence.  
+2. A sentence embedding indicating Sentence A or Sentence B is added to each token. Sentence embeddings are similar in concept to token embeddings with a vocabulary of 2.  
+3. A positional embedding is added to each token to indicate its position in the sequence. The concept and implementation of positional embedding are presented in the Transformer paper.
+
+<table><tr><td rowspan="2">Input</td><td colspan="6">[MASK]</td><td colspan="5">[MASK]</td></tr><tr><td>[CLS]</td><td>my</td><td>dog</td><td>is</td><td>cute</td><td>[SEP]</td><td>he</td><td>likes</td><td>play</td><td>##ing</td><td>[SEP]</td></tr><tr><td>Token Embeddings</td><td> $E_{[CLS]}$ </td><td> $E_{my}$ </td><td> $E_{[MASK]}$ </td><td> $E_{is}$ </td><td> $E_{cute}$ </td><td> $E_{[SEP]}$ </td><td> $E_{he}$ </td><td> $E_{[MASK]}$ </td><td> $E_{play}$ </td><td> $E_{##ing}$ </td><td> $E_{[SEP]}$ </td></tr><tr><td rowspan="2">Sentence Embedding</td><td>+</td><td>+</td><td>+</td><td>+</td><td>+</td><td>+</td><td>+</td><td>+</td><td>+</td><td>+</td><td>+</td></tr><tr><td> $E_A$ </td><td> $E_A$ </td><td> $E_A$ </td><td> $E_A$ </td><td> $E_A$ </td><td> $E_A$ </td><td> $E_B$ </td><td> $E_B$ </td><td> $E_B$ </td><td> $E_B$ </td><td> $E_B$ </td></tr><tr><td rowspan="2">Transformer Positional Embedding</td><td>+</td><td>+</td><td>+</td><td>+</td><td>+</td><td>+</td><td>+</td><td>+</td><td>+</td><td>+</td><td>+</td></tr><tr><td> $E_0$ </td><td> $E_1$ </td><td> $E_2$ </td><td> $E_3$ </td><td> $E_4$ </td><td> $E_5$ </td><td> $E_6$ </td><td> $E_7$ </td><td> $E_8$ </td><td> $E_9$ </td><td> $E_{10}$ </td></tr></table>
+
+\- To predict if the second sentence is indeed connected to the first, the following steps are performed:
+
+1. The entire input sequence goes through the Transformer model.  
+2. The output of the [CLS] token is transformed into a $2 \times 1$ shaped vector, using a simple classification layer (learned matrices of weights and biases).  
+3. Calculating the probability of IsNextSequence with softmax.
+
+\- When training the BERT model, Masked LM and Next Sentence Prediction are trained together, with the goal of minimizing the combined loss function of the two strategies.
+
+## Transformer network - BERT - How to use BERT (Fine-tuning)
+
+\- BERT can be used for a wide variety of language tasks, while only adding a small layer to the core model:
+
+1. Classification tasks such as sentiment analysis are done similarly to Next Sentence classification, by adding a classification layer on top of the Transformer output for the [CLS] token.  
+2. In Question Answering tasks (e.g. SQuAD v1.1), the software receives a question regarding a text sequence and is required to mark the answer in the sequence. Using BERT, a Q&A model can be trained by learning two extra vectors that mark the beginning and the end of the answer.  
+3. In Named Entity Recognition (NER), the software receives a text sequence and is required to mark the various types of entities (Person, Organization, Date, etc) that appear in the text. Using BERT, a NER model can be trained by feeding the output vector of each token into a classification layer that predicts the NER label.
+
+1. What is a Transformer? by Maxime,  
+https://medium.com/inside-machine-learning/  
+what-is-a-transformer-d07dd1fbec04
+
+2. A Beginner's Guide to Attention Mechanisms and Memory Networks https://wiki.pathmind.com/attention-mechanism-memory-network
+
+3. What is Teacher Forcing for Recurrent Neural Networks? by Jason Brownlee https://machinelearningmastery.com/ teacher-forcing-for-recurrent-neural-networks/
+
+4. Positional Encoding: Everything You Need to Know by Darjan Salaj
+https://www.inovex.de/de/blog/
+positional-encoding-everything-you-need-to-know
+
+## Transformer network - References ii
+
+5. Luong, Minh-Thang, Hieu Pham, and Christopher D. Manning. "Effective approaches to attention-based neural machine translation." arXiv preprint arXiv:1508.04025 (2015).  
+6. Devlin, Jacob, et al. "Bert: Pre-training of deep bidirectional transformers for language understanding." arXiv preprint arXiv:1810.04805 (2018).  
+7. BERT Explained: State of the art language model for NLP by Rani Horev
+https://towardsdatascience.com/
+bert-explained-state-of-the-art-language-model-for-nlp-f8b21a  
+8. Understanding BERT Transformer: Attention isn't all you need by Damien Sileo https://medium.com/synapse-dev/understanding-bert-transformer-attention-isnt-all-you-need-58
+
+## Questions?
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/stem-deep-learning-transformer-network/images/image-1-Attention Mechanism Process.jpg b/apps/api/app/data/demo_documents/stem-deep-learning-transformer-network/images/image-1-Attention Mechanism Process.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..080fd2bfc44a36e3003398df72bbf90d0db5aebf
GIT binary patch
literal 21937
zcmcG$1z43!*FSv2rW>SdBOwivl5RpkK<P$8K{`ab+<=NmhoB-U-O?!_9U|S`CEd08
zZq##*p7(v8@B9AO^~dXmJ$q)>thHv%%$na?x0fTAGXQ~tth_9MgaiOc;6LDU9FPVu
z(9qD)P%+Ta(J?VGuyBZRaj>y*D2T4%6Vp&aX=x~_sp%NGnCa*_7^taPZn1LQ<l*P%
zhcXL`3-O9^@$vIs5kbPl#KghIA;-lf=e<sSo%jFu&t*M8h=J6Igb6{S2apMoAcRPl
zO#l?+6BX&l5Af>;2^oTdiiVDXiG>X|C?x=pksuIc6bLFR3JTcT8>|OV2vLcy^GKpy
zQ+<d|??BA!8<C8`AXWH<M6Gw5k?+w{KTIrAGI9z^rW?#GtZe)Og13Z(MWpY@$jaT7
zS5Vi`)Y8_`)iW`DY-Vm@Y31nT?BeR??(zJ^OaE5^uLC2a-bBZ|efK{0V@hgTdPZhe
zc2RLjX<2ziWmQ9CQ*%peTYE=e|G?nT@W|-c?A-jq;?nZU>e|lk-u}Vi(ecUYm0U;w
z<fmBR@1KJGOD;lCE@TuG2nza@Tu8{S-~%B<LA}m{MkJ|<{?OqXJ+ChYu~bBI;TKE>
zKDBL<M^AgPNE!KOnRc#3`ytu?H^Kb=k0kqBuz%zl18^Wn;N(FF0T^)P!Sc}u>*~={
zU;#b`>H%r+EXj-$t98a=#Y8T0ZO2-XI48i=G!kfAj?K8JcDMv2Xq5M!Ujm_hgo(rk
zQQtaQkk9Pg9Zxol+BC-=v0egp6Yw5%_4AoaVEzsKw?g#OK;TabYCo$rezc8t2?Wyq
z7@+r$lI9o-^4r6M)(gNH_6;8)D)-xGZHpu<qw)Srpa=aYu@bob1CWcKh0-6CKf^8n
zf!}*7gH(in_8f-pBMriYV8<KK@vF}Rm%vrQ;G+*~h=<MMzW99&XPY}C=O`}{>$RfO
zCdh`e9PMW3yk=%XkLjMb(QQjE5ULCskOk#EM8_&mf%M;OYTaW@Z1E9TN&Oh!5XfqQ
z#A=b6gdE87>(OHYQa{G{5C!Tf0Iiq6``9By%|_k6@Y<p}Sc>_(#DnVi?A8uy>#Kbv
z&cKv4GQPCW*+OmRCae4CJIzkfONML}0|#NRNd-N`<FqrRgEn|&I6hqa>Se+_fcxSZ
zKb;6S%5luHZf^lz-l9yV<q?sj3xO@fUbyvPaM&?sCcjZYl~P`w6)7%1K`JksUi;GK
z+1)Sg5D0nw`FdiH`5-_1^<Hb9PNP`@-HQlfHT2-N=lR~sT@h;sCJn49W5-9$T5nlR
zaF*6!MKbgs%P{O1(APvf0v`$fpj=QewOZ>$NH0&V73u!|Ox0!?LTx<rOrSXPxLBgk
z9yK13XN%fO5t10)eShSvE|fiFyJ%&|h_FW0)+y%Z{lg%5VJq9mIM9-E(CgUy2ei3A
zeqs8uLsFZZW8tE$?9NhkUul9r7vK3&WAHNIBz8osga5d4$Z4F%%8uJurdr51C|JJ5
zO`Iq60PVw^?KPbki;@eav8B7R%R1AH_(l$!LIqp{{GCoc2<YmDJ8hczjg;ap3{BIJ
zR45m|(3fT>vKXxxD5VpBNtyp7)2Fvzb;4O}IN~MNd!9*!cio512}b0&1s>hoOA6(W
zWcj|h$9I_S^-D;{MzW(QgY~*G%E9P;m!o?OI%w0ybln~2cy324?)lb@iYYqh_jhDU
z`*gmr#*BY==*Y})=||+!o;+S%V~=&Nvd2A_BmGc*30U}@d7M0Rv^(dCJ2QJ1rdhZH
ze^ttU349t|JB)e|^->0210NNq+U`<zpA&~F#m-T6$xdN%_Q<nU&t!_j#P$ogcbsY|
zKh&S{Kcltg%Rc$!9bsE`vNp2pB8)EXI8C$eL36ub<#;eNZ=*yToAg}~TSxL6K^1fK
zTFmnmib>0=JpV#7uKo3jd}GG^<8h(euX@fXD-FH3msmDx<mN>!R89QEC2T@uN!*`3
zFPA*gPU-`)t8Se?TZbK-)}1Qj>Sd3?ew2={N`O_b4CnRNGMr2RClmOKSXEI1Q-)Xt
zNl{(~Ec|>-E`hI|o|k~3%k(Mr!PA`SF$1RUx}rPL!H-yz&Bi}VGASgg=vIi)Ov<vs
zN{w85^Xo9LUjlQh0hO9FpNdN>6PBj>FfuCWx;PwOT4JnLgeuRgUSuC3e1;Q`cA*Gi
zxv>KH3a<Ml00+CxzX8rdZg=c@x^LRjC0M&mL)yvBURNy2uei~Ovr&|Yv(2lAseMo?
zjXV{zsj%>M2#q^)+0Xb%ukL6U+(~}W!v;Bq)BT{=8G^4+HSlP_j(=R&{?QltDJHIp
z)$Ve8g}}2$j~f|ITm>aT?C)F9-*aGnb?9ddg;N$DR!^TIPhA4jZLs4-sP*SdAc^zn
z;{0l}Re_}U+i>9)#&(QJTYcF$YRc$%*i!&yC8rT*?S5#^wC~z&2{F8r#t@%^c1JzV
zXHsGT;jFf$mC!P{$=tgY!{2h(LRmfRWOYmZA|F&j`Sj5Q^!%w0g~LZnZI2gvFIzrX
zb1n$+eA{7lZoNla<FcQXSF%oZD}KW!Z^qhxnkSG+o!z4hojGcF==~2qr{RCHd4zrm
zP$yvxB~bK~ob|h#r|L>N4k%J%<=&2SIMy8eRIGSZr+=4pr@zzFmz;=qXE$a|4iaV+
zw&7a0k6L>P)c!ayyniuwrBMkYeI4D=E(d|qRD#YY<4bPySf=(`3|R{Y2RS6lSN+gH
z75(b>V`jmb0B2T$j4eOx5`b29Up(VRL^a;KCE`2F@80OLcOwA5$)9;&z+SO9rjNpK
zwm097iBCa&^SMtF&LLJd-!#QMKaxivOX|&!fh<Uttd>`2;?E~7^`j5zul*b4uP=Z7
zg)lT-0=wJ>@Os!jkKWuTF(bISWpXD;*91X3*EFYTII9=$GH}prGd8I|HJ*D|+$_c!
zUvy{o&HQse7G$fxj^JN^Ndp!10G5w|0PBzOV<LU9zz@jrLphJlZ~E&N^H9}f_NG1&
zSIA_<_jq;Y(s@>%c#L}M5+GD_b0#}uc`$!e&MVee?((R$?o&Oj50YL9QrJcH<BRd`
zbL0<~KtRgxee{V{&|rrfZ;$L@+gSDp`ml|0?#(Iq4Ds~2jE$-U`6VzOV>DTF3DmRJ
z9S17^UfU}{K0RLcPbI9}rmh-XP(JGL9g<=hzyxlm3wPPO1b}pKVY0%1uP*#|H49>*
z2(ht@K)QbkG--7aBP~yf7nkfP`EkzZN4VnzZu9BhLw|4+#(dB50J+?$x{F)BZ=>YQ
zVhcrZCt&yj%O=hh#;iWPlOGxAN*Hoc`H#41e^72F_6N6?-x>RJ<Yr<}S-<s8IeYq#
zg0GZy>u~WmWp)0eEKnVPDhpQ5@sB=!3OxFcKK>jQ6!;IOb6nn*4fj%Tn#*e{4UM_0
zugIBvw>mJHYWd{m-{MxUT@iZsaqEr`g!Oi+@%+WS1SS8EeN%E(g1AQX5}?CYK2k=!
zuvRNN|Gnfx!QsbZD2wt!tqI>MD|PLY)u}*C27$#~wXeBM6q4U3^f;(T!VyA@3$`8w
zXWKJ?-YXf5swW-p$vwOTMxGYmInS9ju75aT9!EQ)f}V+{hBR^0gZd!ZK!+$7gPNLh
z*ISBR5r$(;%GEM`uVhDzCp(3N;Eo=tam87Zok^?0FsX-TSWt4wc9njrE9K)apZ&f*
zr-0bMX~MfjqyrfU?*EkUfwx#M>W?p-P^!?aT~b?DTjbjw+dd@h*w5kHBJM_Cb0VOK
zc@Eu1^ifrqR_N!TT10$#%<@5>A@j@3@@K<detSG!w}NI>fxM8Erj<exY^v64`m9f1
zWkTH|#aBMjKEJO^*p9W<?BU~~rJ1Yebek}goqewAsqRMLcg2d_heF;{jd8<}w0Y^!
z`&<pJ@)d)45u&<Q9_q+@Hmc9r4klVHzumnN-mQU`+boSNr-H8_O^?R@*%dEEoV~q<
zJELGsOx*jS`|O#g|Kb?-t6R5xT3l0oE|$8#I`$M;byq%@wD-4$i|Stj4T?++L9emH
zN=lZD8D%#mC}wtia7D3}OYKm?G1}HQ?wU$`=*%?QG7p?L9{66;P3l&@F|4W|qv)=3
z_lsgdba1A)JBq_p#kku-Wxp4RrBjvl>PBizp!ofF`rv})e(*$xTLM1T%CE!a$+bwn
z;Mku~!p@$r`5a%x(NL@Efo-}4rPoo6YmDt2sfHr!`?)|qoEHt4%fKf2zEFlWX`>9S
zKw<BkwW3T}@%xXZRClbtHkhf1&;&Y$DR7X9%P@uBpL!5Du7uYgN2%%jNa_>glP4b9
z@m7UyPaE$HLces`#AfxSvQ;^n^B`9~B@1aRgxz}JnkmMa{sle2$vW@$dSlrRKM{J6
z()-|Yhc`2yU~c|j+L!Z4A^kcp)#L%Z)It3XDQsM>WtE6>NtFBSHgpRtjPuihOJX*h
z)9TybMUqvM+nwgVD>z((#dsxMl*M$T`#C(g=!%KrbsHMK=Qn0cN+WDW*aDFx8Ii|i
zK?gQ4ltidqlkkot1~w181?)DzlXiY>l=X99Wz!&#2aNan$4ZX4Cdd879d&8R`g2RB
z@kW_KQb{{Gcsl9)Zzjhjby7QvIp?FR_HP#CZ`EL0ZQ+eqma@dVVPhKc-V}eaiQa1g
z8GOoD&LHk^w}>H<a4=wIW|?I1>6&XT{q}M|jiN=d9KQ>}NDBjsh%qLY%Te2u_U*!<
zH&2c|`kQIN9pr`L_eZ*Vl216^5gbnGGNrZ}eK5mzj0F{rAwoJvAunF6I~G$+o9LRZ
zA8_99?RseQsx`)|+$+(jGT3uCan$m)?RKZukPRoe=Q;%Slq>MDF~`mN(WWe-%(yOR
zWi1wMr={1;?9J|(6)U>v1ev3>LnD~K9j`r=V@^>1ObY3%Y2qcuOKW9v>=LPIRno_$
zYSOaVUOBBYvQonkpmIkaXK>{h33sg2j%K6<sI@cH$hDL*E`jSI%oiu{eTd#*RMsWX
zW+HzHJTtlgdQeZV4mMn3+BZmwjdi;~$tB=)39QJLvh)33Os^i0DOtBCDH+!0s6Nkh
zS=3IKe*{phepABZd+vjsii|-=;PG6QDX+v(HFS#cX4c)qBr38{^rRVw4Gnn7R^1A!
zC+K_`|G0KqPQ!b!ju411mq05EGL5U`eXVaSbUYF=`(#gP61`g1T7}l`J}@ic*dNCg
zl0T$kx3<5zcpeaa3##thrHSYV{gEV+t&58**Gr?U>RrO}_u{c`%O@&TjN?iN<S2fr
zp}f3&2{ORlSi?l>JT{$ij^H_22P{7wr$-LMQ!)2%cjzZObH-Osps+5LNYwTZm{YVe
z2l~&e^GphqevWUR$V^Tpv_TfzZ#RQ5_n0Ccr6BsQ2BlfPxOjC51SR2OBnM)sk(=C|
zlflXiM9!q~p+S|jOxMw=2{V6eYq#rt=+7iI{Q%FZ{4o0H0@#9WeTSVJK*zK%fqh8z
zB~bV264-G<vf>nMnOfaUE-DY5Q?6sXlRSPq6(_cBhxuima~|&|yBnwNRz8krelUYO
z)>;#hFwCU@ZUHKfXbXX8yabwiFH*e0E5Cl-*%|&NKqf)DR9I3OE1Xg4r~Bv<(Apw5
zQ%)9VW$gc+UZO8=voSULgp@RZn0)nR3tRTu*QjQir9?-IqEB~Xq=H|D$uQ~6B#e@G
zQ?!$aZ=C9us0O4ZxH~R3VxYdm%ZLOZ43QEGc&REVIp$Uojg<OQS(slH2#_dNqiL!V
z5=wS(6xllp=_2a!W@UBod=ie^v!P?IiTlWPptRxeoet#<(e6_uE9jLwE-FE~VZ-sg
z{35as<5pZ<G`T_RG>s)^$vBm;p}s!58)MW~jVfErX}ECq^baBfu&o8?xl7oFXx$GQ
zpm*%z!`+3WO;Ezu64^436PoNxJ2T**tJi2{`>4!c^eF}pqw#h0%vOc0iwsv#N1W1#
zvnzWU%n=>2&pTgH1TeL<)pCPH{P3kEu4QMlXsBeT07yQld~GitP=&FI%~j)kklm>K
z#y3o{q1(I8JCPLAuTYaPSs7~F%i^#G5fVD}Rr+NX)4$9Ddq)ztirAkqM3MA5F(AL@
zwrM45d%L4+!Bbz+jaJFvV*smtKDvPVnZhN2@NtD7ok9^@QD=%OR|Y+Of%s`#<e+Vx
zSD4)GXWWnhOyd%6m+DQ+^>b2xE{nIse!F)|4moSmkFS2+&;3Zi=uA=ds`K#A&Z&t0
z0r(2U8C+_!;108bJZ2d~Xjr=7BG~RU?cw}dIx)vYz^bUO<beAWm;moG$MEB9SV^h!
zDUx#7>2VP3lmxIE()w+`(B`oJSm&D>Vn9LO%BY4TW+#$^Zz#D>=f{g7pa{Yt;Vn^!
zb8u3Uu=lTg9GA3IaS#c51z$k2My!I6PY4Hem*40T7>+JSyb`CS0ej#UoPh&K@k?F;
z3^JF%g}Xj{#jzhEvTQVDJe1O}E)^*Eo+*a(><Ll?g(UOB%=vojQ0~ZaLd(*rCso#l
zEjQ6(-kk3ynO75Aqz3i1qrw&s^-Y^i#+_#$JPM=iaihN~olx_MG0BST64tRb*7R^g
z6^HJ)NK8yv-<*_{d{D#@9zWVmjx}}RZHd$$Z*tGzo@Gep81^nN=e^FQh~SH_%V{#1
z_{XuU%!t@F*e(_Pr9<zr-MRHG(j$kpKFJ$-hsTTMo(}=4#vGo9OMXeVbj}dS^VY|3
zaGNz?f%k)}yw_F&x9<{IxSj_eo&)#O04w{Ac<wXhGrlv0{*6muZ+*GoLqE(_c(qF=
z4cw2V^)7*eX0RW@FhjQf`VnPcJ7@G>vu$>(h@4$G1`gl@Wj+c%UgH(r34R>#Jxagt
zajic2fhcp0?YOb-K$}Y>6?WXVBziwuPGiC7jX17S_8j(WRT5wFd!t=$H|{+V66#JC
z5*rrB^Yx^CZ&UXO*?9+hs*XL8<J-b*$BPE>oo24LNmH%4me(dmpKXq<Yec^fj8Cv>
zP7(J6&kJf5bXBy{Gy{XYwAu`FfzB2t9g}$74#MzyNSw)M2?TxL)Y!%Mf(>r7qSp&C
z<Xj~0UHqOrQ4)Dn*~yJRHM$y0-)J1sZJjeQA%rSBGTx0PPZMBD?b4cNroVc6v2l=F
z9^*PE+s~E9L?nmuq>(+FAoE)MdnsP<=7#?na3L#)+i!QpFLfn&jwu!kk5}FO#y6d(
z8-<Y7x3?CC?+dN-^6(xr+*b^;v`r5lYuQl@>Cn<p?}-=}_n_>DpHLVd7DrtI(#qRO
zCeHQ*tFbpn-My`G8)Xey9=~Ci54(4oz_+eqS#>(uz{M4kRsu8j-+5h0m4ZheU+-Hg
zD`d0ReNRg(>tU8;uJu#>Rc6&7t&+Q{O_?9*vpY182wc2IPbAmea@)_@bJ|VUI3wQk
zck#klQy<(r+%0Y=JY;}~3n$6RS<YSX9%)wkVOPs@B$bBF7LYzsA$2jx_|(!neVpAh
zykXCoU_hyFdp{*XDD5sYy0IA$6}*p<Fxsj*RB5X&J6Jj%Vzquokw?1OfNdITX~NCG
znA=rtO(1mpGy1H7KyAF3;mw*lLbkEahbV0Ip$4>SvLf3wa1k_7*&V^?f^Jv5L|5V>
z{ky8s2J&<!OXSRp%M^zKlur^E7z*Ox`>||h&uu+TvaD}T=vFlf%s*&+LZcv3lsO)}
ziDG;}ev}bPzjOT(NN>Fa<Uc0iQjy**$uWDB8H5}uUk|WkKRM2jtSFCha}Hwmr~fE-
zjf>2oVd3;zy*RE+_G;uhEmmbeUAP=)SHx?I;^633p^cF<Ev;nh?DZJJ#v8sg5rIox
zp(pc?I-+tasN6<~iFhSplc{I}Q!G7sNq&|G)^}4XP(PZ7bIsskE`JhNmQ<Ux9=jj%
zRclx;q(of-LNDe+gjs*PJ^^V<XDm7)?eQG@h19SjqCXJPA!__lLmK;fl>d}m+xSU~
zlAN?I`|O1^IPpRE{8y|9#`N_%-J)b|(>2Z-G#smaj8J9W*YC+aq^(X<%qokgO|}~j
zY`%BBWux9SER#B7sDwSdu>U|`nUu7sw7RrEts+LhDb^y@@80uQ0p=c+Hbg=+-Z|-f
z4=w>qjN9#qpoO=$ZX2JSv~+#;aEz7a=+$l5Qy1}4r(q`JyeU_HCUyS0j_Sw>#@!YA
zIY-uqkHc-~z*q?NBlCJO#RdA}eGu?o;7J9~QEr5f<q)_b4L&P`uMkfvBcx81&vxM}
zXz$1}KL$!%p>yinTjxHu&q6MNWJ>43v<cUx)24<#F-79SdkQ%(IW+u%4F*RS;cgpE
zDqN+08Q)w1;l7@xtwlxQQR>1Nrn@Fzgy;x|>2`vzStE$TK(C_55xn!)gKi<EvFNv9
z*m9#1SR4lZI1Tr)<@009>0`=E;N0rNC4eaho?k1%Ae=Cx2M>X6zj1>jp2ylFP&1Bu
zAT=9~2rvGvb6hw=K+)dPUEtJk`khKs?x!!99N9{|%>fib<kUE(2i-WJlbr%OH~ZB6
z@NG_5OW3i380->|?7DRcAorhJAnlGBjvID68XHI0VOSc+2YSt*PLM-Fk^OFZ;KeP9
z{WcEB_<tug<pTO*w<%o_XrPxuneuHIzTEn^c+>wH_+P|)XqK((_U1F-GbW%fmu(~p
z&UPXv$SDMR352M_W?8nuvkjep`W#z%C*|L|1ZewJ2WXjU1$)Nj=-YZFzHVGsqj=hc
zgX7~6>M)f4xws;7jjB^vm5W|Wswj(<o(JW5sANYltwT4u0Qx!8ZE%dF&G(mpFBtOq
zOVw58KUIBxr2?m|a~x3Ba`E}_ZvS|&VZkNPlJ%<jHZ66$>pcjfb{>@YFD9LSFqtI%
zqvx+l`q4A=@1BW2r}O6+z2Iakzp7giO^44sfX_?d?>RTNj+87Oo$1Ftqt)qNR@b#e
zfcFJQ5UqX7Es8ppdl%b>_X)BOx_D*#QVzU9eRk^<Z#D6lG;v-Il!o?qX&^)x&L7Ct
z#+Zt$18<Tr#%jGj4E6QVLYc3l*e79*&%XqI69{DM*c0*mKe1IheX`wOw=Hl991qg|
zG1=+x2362S`oRSm^!TSlp!xnK(ku7VqYKFX^f?}=Mfv6Ri;@k{03i#Y;qzY&3Yzvm
zgZ^Ro5VCG?d92V}tpl&bbF;VI!*xGPPGBkO-<I&#9PoEv8A=j1rR|%TAhEYZx#ikK
z?olH7gWr&SQsMvr`hH9E0Cs}C3fpQ2)%Ew>{WP#lqD5zKy{WlT-P}CQwzw>0c`CrB
zdkU~?Uv2v$Bm@k83}gjVWr%-1it-Yu#3gV3`Qm2<Qp6nmge<>q26{@K=g?OqrhEy|
z9}J&Ez@w9-VC+XIk~H!Pdu2&W0%2A?K!Mfb*N4AgQnr{p{+^M!$wNhs!iIw2?^Cmi
zNE1HtPzAEaDjn4&z1N8~QH2rXYw}%yL5hGnf^dTY;kyl==7%?kr^0(~<DV`0aQ14#
zW@-CiD^T={J-Ks+F}Vv!5{M;RAWvCzX@Kj{^Dd|XC+JZZbUVxvx{vo9agv1X{xSO>
z8ezwBC1I!NUoHW!9@HwnU-W4Hp$FpGAiYV7?8F}=@IewO|1g7O7YKSi7>5zy&0z($
z75fi664V(@>jr8@cxm6F9YjiakvMp6oi;rJ<|}c__XPSaT;6JlFr|Gy=$x2LHTf1j
z?qDvK;Eg0i+W_w0|K|H@&~*AmlK)i;;hj#J%Ku0K8t6}UjzM;Sav9L|{z=a3Z#7(z
zOTvDm3HzrP=z{*H)}`RV|4cEK57g}6T37tnaDQw4-@`d+$!4VMuX;GQq-3y`B@79E
zu(6R+AU4h6mJa8MGj%4(St>{aREOa6Q{#v_PH<nh8v1N%4cpnWy#$P6z!fN9ZRo=*
zF!^K^YFb`iYTYGuC{0sZRB^uvr<e~~mGo3uJd6LcvPSHwzPR>X($K=!YHrMYQu9I#
z4w~0rCDX8THxt1h9|uVfFKdZ-XC_Q7$*6fn&>0jFz+Mo45ii$-5xe>KH{GTja_YvL
zgj*P3^D&f0>=E3Ut-Mu0)v?)dkj{`-Jm|C`CC^Y)S6b<YIBn#uG|EH|v|6XspOCYw
zihiG<a?j!QK(TLJIA2r`Lbl>%RgW|D+OY|OP`Rk2Y~y;RU?zIB?P9prJ*Shhhx&1W
z?FRH;5M;VaLlG2<gC^6gsx?b{4^OHtrf$E{!B;LDbXsqF96N*<a!c-x-MN>W6{<9c
z4-H|YEc@W-G8Aq_S~QV4(bLLX?7Ln<J$$V|Z+z5x?A+y(9LiI-N3u?@rE&<qA<?-4
zbH&M(JzP!&7^5p@6YGQq<DzmH$Zl`o1-$q*NCu<bYI1rU=;>7Jk|_NjGEr`l>YDDM
zjdWbhw3dl3r<p0veWr&J-gwQl!2Y!7y(@(Zi|8Aa_4rm7iB^S~0|UdB#)jLs`t0&a
z#bxzBw1f^^0=Z5O(N8`r%*X8mloK@~ny;GfgYcjJU53iON&3hqN%F7{v;cF?e1-=H
zy3viSjApMGUZb(J`HOLv_jf|}A1vkZWnXtS&Q4*B@<Da`TGrc%SDtQFwG@?MMYKj#
zsk?s^x%1kqW#?u%>Ac-!POHLxH_24l`&k;P)!g~o-Py)Q`bBCYBo5&d3C4&OTvFtX
zTJTcxMeJ}aKCY*pk3ZsDZeiGAfY>vEF!a!U;d61<+`NHD?5eD8_p+8~UitubYvXuR
z?rr%-5;a91=BVlKtKY2+T~~+!Y;2oUL@^ocS!lk}_{9i)lMok9U*)kZJ{Q~}eM_uW
zko^U`xqh(8PB#@@9F1NR34ZoQ2M;l9*w0n+a$x9m)E3Kcm%p=&S3*>`*vFmZp#T*H
zr%9D!r%QRXUn^Tj8g-Np(l<=zz&&xTxrXI?+wn_@?&&w8?7o+)*U);`sK0yrFk161
zdL*whO7MWAj-Fz&0l!FEOq#i8{;0h^l?iT@;68rwlJU4dCf&U7$1je3^Fv?|FugKJ
zy*LsBk12v#tuRqmxc=PwMt5_#wH|6&M#|?D{-QetxPuMJuXPLkTb_)ph{mQ@dB+(M
z(PHFXzk8#%n9-UXYtf9nZN(w#L0Pn5!Zc1vkiL2OneFF`K*N@IdkpZB%%<m=Vzebl
ztHT~;A0F~QnX)1++igE0vW%vv^+~V<o$ru<8=JdR6DV9>qnbC9e3Y5f?@}C*)Kld_
zlm^8#p@E36++1APQd}ye2_r4Zq#PIDX&SM=S@Lu8$~%Xlf63E7d3)2su~5EcE|-?z
z7Gwev24c*;wwuP)<?<Wpp%xDwn}$4R$A2U;=w9kAICa30KEO#|?PcS;q_UClPVK2R
z_7@&T?1C>uY|^xaLZJfWnkd)nY5e73A&wrO4`PDmaAoxs^SITlt5<6KQw^jM(Mw*h
z--T(BBl&BD;^9KXk(YJ)Ir8UAss?Q7D&NvR;QgAtwd$jEUt~|K-|2)Q^hl+&EK<3m
z_+F;|3g%J;xxJWphM`-+a5GQCaQUro>%_hGkxR(LcNoY!jU8UDNUo}J4*90LJ#U)c
zj`offwxgk(-mrjqS}$f|(#i?h)@LsB>&SUJ!p%*S^YdqX6=KkIk+*rGx*tZI45(X+
z7*t8@t!X)M)}s;aWfDPp@|9sP-8Z8$6d9-SH=Ki>?lPr~@;u<012kC3X=iNLd%{#z
zt+v0I&*MJj1aYN1{dwtr#HEz+5fO&KJ66Iy0vy5bnakl8pJ<~zvn@|8Wb10nN{Ohi
zCp^C2I?fy$zj-}$GM_P)-&fl`;vFjXu<&Y_#~xM1_kDfu8{gf6l&r_SuRp}h)#sIS
z#gj*MCD1(n0&!T4=&QcK(>Z|Rj3}IXjLC>+^AtZO4<>=$;OTK%mH1kReVkPzWw)tl
z*{du2jb3N7{42?W{8ch?6^Dp!g~{T9?*imgid5^?Z=_#YFll3Xw~1-T%9&7}bNOkM
zpiNlGl%fX0Vig}(+0M*I0yN@Cc@|v!A<`{F!?YCEmYj3_8TuzS^}C;3P86EmCc~TX
zlFWQ*N^4V0TzLY=4yP;yF|p*>3dcMIkygB|x}GNDm7Iy%LsrTO#+sr!A5%oCJohw3
ze(I5k_>`X?{&kB0-d3IsA5H~<tPFK8Nzm<?0?&WLNYIZ%i<byI?LPM$hYv5-Awu+q
zb3@D#;v04AyVI9|Y@T(`&Gc4c2d<G`RgYO&RFObHA}}>t1#@A>ISq^w=VXoID$3V<
z;$94TM@w`3ZL&kwVLFeLlxIZu3-U|zK;nS*a#TMb;q$E6mZU1BAn(i~GJSp5xFiH;
zwh~NXb{~Gt`Yl<k`FnTHu{9{i&W$Jzb~9Z}ExCvODo^l~g}VTc8-tV87L&o|wJfIE
zEsMC%BO>A`XTR5|XBk<Z(gg6N7mM$WO+S1}AfX&r@6v`HcGPSdMzu~xD4(N$pCh20
zBVtu`RjtBJ>;8+AdXr~Jc6jLb)WJZX!yPW_>=+s<>Oj3kPP>E8%FSb?sd_I2hbV2E
z7>vvDc5`HNJLF+33wy(fb{5>PowfQ?`pyRslOlD8j_r$K75MKSkN49m;ScmtOkm8b
zB+>hPzA2*iLdMKEo1!XQSRiC>LupxdJ3TFPH2O@YMs$9HmoH*K%f!(7^hRE4yc%Na
za9FM4j6Xuoe(@qfDtP_VLX6Ry=LsHAD`2h3;ROq!R6-ISuC%SIxdY?2UN`pV;*+PT
zHkcuWaReeyto`3MYdcuG$d2oXysSA59BZev%q?3BZk8P_^y_ThAy9H7;YypMk!tB|
z9wzleO=v-2BwdV9;Cxzk%{u9ZDJ!@TPN}i6#jquj3NzxBDk_!@aOO=qb4uEqnNQFd
z6QYnqS%A3U<w(b_r?%P0VXB2g&egb5Q)AQ032rk*p2l+zF|P;JKE);x=kX0K@psls
zFHBuo$6k9oR90*9h(Yw_gy+0KvY{IY59;lFdzq=fCOamYcSG@AinSA*RsQ)?(}Qmw
zhxsYZdePrPQg5W$b<meryw3N1u!Q`@i1r1f8Uc}@a_Xlf!_!ps^%+^vCO`<r_BVO7
zRclbn)Lf&|UNO`m(Nj%4rbR#VkGIWq3sb8t?5&-q2^sJ(buAx8o-_!K<UtltuZLKh
z?v2I!Y;0qq_(t?aMCkZ+;Ni*2Da<4`ozC{o`7)LnC~-PCWts2RxzfQ}%f+5(L?k5b
zvh5#%SO3GVME{u~f(I8dik<P2dBlYhvzjD)CA99hr}lO5vZ*>fUuXDJM9OncFm_}x
zk^9s`rTy^d)kGNPJ#vf}OwG}1#`=~G`ycL@G|03h#pYu24;`Mh1$6}Q2a&ql#%(Oe
z4I9kb$~d!AEZjG>ddM_hnRou4e#R@m#&LQxv@V2BaEd>Qs#hPKfkB9W4NT#SAS8H5
zqG2usAudrt0uz_eTmxVW`h&3bJ}}<ZznVaI2}Ia~{%nCf7!FfP!uqd^`-;HTgW^gc
z<7~@Wv%=`F!Ls7P8{r3IYwWAx6O0z93h`7==ool}Ew3w>*#ekhQPk5Q-Hx|T`sl;M
zDaM&G>h^KZD4@eGKgwEG$KB$t%GVTX(veEx4b7D8uu;3j?;=BKmJb<QTnk@Dna#Nh
z4zU?%#6==)dT4_QS1Lt)#)Sh1>?>2Ukr%xSS`1j4$T$uwqDz%se2QoACR^zyw3ekY
zY)=PkiVCR&r_t*RDxRoV$<?9JqpA|rN1=HcHQTaz_VzeY_Zd+b9azmwBI+Sg^47Cj
zVH%}1wL{#cC`A)CvlSzx^s<vp*?!-V=t#TOr(;(#lki{&l5=)T+*G}(ESkLBIZqai
z=Ca8~JCw(~BMZO@IV{9t;#i?$ZCcA;e$yfQft&*m>eF0b0J~LrGPH8d8qP2j9Hs}b
zzpdH6N5(sqE0UgUY4U7Iu~Ucw<!Q0^d}P{NSMOA_s^CCg76`vZOjeHW8sSz*9;aa+
z%UdL59_fCHwh^B0JiWT2S71cf#tv=8j@}{_QuXP}1+Gq83d4|(u%#CywL58b>`vq)
zzt%0N1<_kt(_BR|Jcl;hR&h2&&g|fT0C_39{#l-=N+<*V7-t#HPE>quelA8gLvY~O
zM<3y1uj>!-63s1&9~73?l5Ow_@!r457~>fFR9UFi=26CwmzaQPr}dfjSqMy}OzTc%
zIhMR^i)yql4lmN`7m{K{3F^U&7ep;%C!D1r_qpu3NY@k#cyJPoRXz)D(9K8Fh1~;q
zJn!^G$$56Zs!rHFJQz|8dhO@8sKMq#3;>W%c~<|VF@YIN5YZ;+F6Ua}!Ri&*H!uyJ
zOqG9~Oe(0}e;hqSw~H?U+QaFC6Z=abMXT%&LVxE*<#V@^_83@E>OGJoZljNT836$t
z$%F*Pw6D)YPp~W#4_ZJdNGk9JI_E`1I=n})`w~FvKWD8Q6)_*neRb%ZK)H#^&}JwZ
z@l-@}&HlVr2R{5Addg!N@V#!9x~Fah8-&2v;4jsNykH+&lh^QKZztrI^$|3TBB5I@
zr#X>GgTPog8W`j-EV?>Q!#iROX?rOfCPPCqh#slQmnylPf~#>m)WT>V6~t;tU=4XA
z@HUZgL?!nw$s->Yw?{&=y<V9SCLvt;(W+?3zGCkH7m`BV+teUk@ESb4IE)C3EY18|
z;NSAU{ugcjea`<6ZOZ<k&C->>30`HF{Yb;U0y&liE(E7Fhn+^a?tMWmZA7eT1ur{E
zXNNm<E3B;3A0cFIMG>F5;QK5VkXs0XN#-*U3_7Oaz63}fEQdN#-6w14HyY{kr1`2Y
zrP{R+QgRZ==QnBHvmSm7La6kd(-+PliYl8YQ1N~taXZQyyf9M@z_(dJ^zLKD4s9h<
zN#^Odq_#F`_6L<HCK-C&>Gu(!ZYKrOg1eJBYQ$|0Nx$0*NWObBV|5Lw2VM#)s6iN{
z0*fs`;Fy6i!R(7y=g;%t>w)m=TI>vJuU^g*tR$$I8NbzL!!CT}AQmsbkmxazn}`Q*
zW4Z*^ch@fgxpuvQe`7^gWu*8y{1egx<<tGQAWp)+X8-#}n~7X|rO%<ith02TLH7~}
zv$j7yF9+jXIePp58%aP5t&pT?>UzJ{*n)oDXg;PRxmQTf&U5{P2v0CvcpJnc4d22}
ziTRQ6N1W|Xakvr41;<0sz<uitX&HUdJZ&ewNl7Zya!m%_%x{hcFCT-V?<|AAjE1I9
z1uO&R;j=2E@E*fu#6_Owz%ydqam%;rAzF*UD%CSBH8a-?Q#70lPLQl%2OG=?KZ|N?
zhPS14Lt5W}suvIMSOI53`=<lbW0b=eC}4oS{vkpDwcy;N5dogzY%x9}_?Tq&_{kB^
z@7me9-Xw3|n`R~{*Qvb*+9@(<r(NBkot9<cTxAdb{(#B-NjU#6E-1-C;_+b_cxZLP
zFDOe3boFY~+Knm6zlP!T-Y@j{B&S8^IYaF^mymG1H(nAkP$E6a_=bUXpY4g{AwN=@
zjQJ&CZvmPTX(7n<i!0=}yaaxVH3CAEQt%MKLRAA+?iBX-7trx4xeHVq`1W;Jiw}1%
zSjivNuK_OKAAOC$NG8Hh3x0F~2WwR|>dKtzPBFpBoj$mt{6`6>mQh2Df-uwy6UYO6
z_}t>p67t4lE0?!hS$c*et+uRztdC3+%)++b(D{+nRh|xp{WenAMhG~n;LlN6myJLK
z@EN#be0SkHv00gV)<-?f(2@P7-Q_@=i!$l>P%7wJ^*l+zMKQQKdK9`5pze-)|0wk%
zCv3nGzNhvGbP!Q(vBDk^IP1g?vj4Oiw0x&`^UUcL1$p;rqDTLqEdN=8ybF>To_~Gq
z`>EwvlKDm?d?(xWkhTsCD~#DA(5~p_r2Xn)`MUxbeyM|y^ts9H_*ACS?zhYCk!=k(
zI8wZVk5PORKd-PWWWjA#;rm43I;vYo@c&WpH~9EpYLQ$5)BcdP?~l%47H!H!X&U~?
z>(O7cro7Pw+Ix)AF+t+I1ldaVPYdAqVF6(qlMD#IGT5)W+)H3%68hH{a)*auV01<w
zdX532*C;#a=RqDB7aodN5Vf<);DJ8-1=qUrrz-!=&9xi;LNia!T#;`H-d+n{h&tb9
zSMH!K!H5jcE?2=HQ0tXwIkCKGKF{1uLChgE)>x2gHQ;+)a5m)|u#=_4=-Yw7LqCQ~
zfFlZVLY!#+3gOlY!n=Wyfk4>zZFo1BowXGqHwpr~2|S=w^x&q=aK;baYk{3DsCmcY
zpUguqcG>h;kYUB(1y9Tb1b}6jN0a_)p7vXF)k6!|axna;Eel+k%GV^Zjy+Za!l6+g
z!?v)7{-UX6{~C<T8B~EOweXckr7OtX|Ime+J^#gB%oTS%|A9NPpWLY)y8S&I2BI7P
zd?yT)&^rNovUtU^0?0Bw^kgCNs4Z<5+;$S=uf+D|1mqT)K|%UK<hnf!;hwRmoR)-f
zo_Pr@$09U9)lC?6#LED5Dk%UUo@H@$gymjHrpK-gEBk4^>YmzFNOY5}Xfu*hWa)mG
zaGZpT#rF1`;ZW#oIAdZObOM^MAm@u$M+NZh+i(Pz4_B{7-7M`V#K9H<{jchS|6aWT
zR@eRA8$L?|_CETj_ixqUHu8V3TG&1iI=16xYgbbJo{%9NJ0O~*Jc|K6Tp2esA-&2L
zi$)3;uUA0vxdVLBKfVpJBnG<3!SmZ0xBT~)sdT0yR_vF-gLCx{2Kx!YH3TZ?9~r=q
zgAMGnH@GG3foG1Bzu`x4DjGx|UaW7O<0pbyV_<w?9DmCQKH~)jObvklt$q@AHavX{
zg<U0ck!5DXwnInY9%o?O>573B5b}3v{G)-<c9;&_<LI{r9$<sIzbIH_|IY@`{zn7w
z6!<|R<4VXP3j&lILu-dqPj1WK9%S@^I-9Y{6%r#o3(QJ4_`LbS-huvQ#PG7_3i*?f
z!!`jsAFO2N^WYfh!G;4Ea+c9vdy%-y3%ZD<t%#Q-fb~_#NlUgauQrG#Ah0Wcsiu;&
zx1|W>B(T^t3bC5!vEbzlF_52aBb~E$@zw=mh#(o8sSBorrz&WNA3Whtiv^R@y?t(A
zMLj99TTh7RX<gRJ+v2pFx8%%!_?~z+_7)EMK;XQXLAr9ru?|y93OrNi!@6tTEmYl?
zpB$F(BeWMcy^A#=7Q4sQaDUw7GJ_iqnF0Yu>`?AERQ6Q02+?`*tbi@liw``i&Pa6Z
z1dP;ZE6-kusnN(b$#M7}PB7jtlikzC@W$*$s~O!7xjjA8^`d92nfgfZkk)CXB4Ur@
z&SKSt@O-dSp2=(%$ulMyt18WRWr#N36J(Oz&fH{ak``>>E0Wl*1*BR|mq6s^<A>q(
z3xxN`2;S99i@>;rrYlT@Ta5}xzInk^p)c>S@KE1+>md6%n$#VDj35Orl+tinUl@W%
zZ$xo3N;$99Yx)J$m*Jlvt4|z{RgJ|Jze>^tS8Xx4Ozed{(16+oTDvb4$56crfJQ$i
zpFo%L)Q(Yh&peK5sJ%WsA9|-U^xL!&8&byx+mQ|=AzuzUkuxTq_I^<2TVmF+8*0Cq
zE@w$V;7Q?(E%zSbZk!3o_ooN@*tRn8BHIFiYp5UODT}k>bqNDjpgzw&ujOaVQF)RU
z5|HOV>-VI|v3c`s%Z=Hg#S<^#U|IW?%c<G(8SJw+MF~6^<TW1-Sut)fiXNfb+-yPb
zaAS_p8dm7nZ=|Hg6pVLAoem(Ck7<4`aqB%*2YQu{!}IZSD-QG&`RtL_hny=_FE{2;
zic<q+<!r!|m2}IhuF#B>#;isW&YD7w)M~&4Cuz2_o<VGw{#5*h;f)=xc>9d;AYG?-
zHv~JezVmLrL&FX>_wD|a?_!cs?&n22q@2bXSOXn1yMv4Ip}paQPb#!-*kL`m*I3++
zD!}ggHEE8gcii!Uu@alKG^Xf%oj<cHm+j`OT>{_GEEZ8@O;kqag}-^rvUlg(YT@G@
z`|BIXDOG-oS?VpY-FJE%NZyFVL(aT)<Ce*%+ohSW8s+9-ukc^heyMJ&+^cOYHxtDD
zP_~o!c`K|T2x&!qLeiQrX3k<Z*x8+&1^POf%Q*awn#G9XSJRuKXFKZ;%0u!t%%bFD
z3>1}1D$Cz5mItXB4DH3IlGw>&;D&pINk2G9FL=D<rmYb()P1k;l}e4DE}b!F&>LsG
zJRiYoh@S<dFLn-<yUL=a0kZh2Ls`O`FG3Y=F%qyCKBfQt#YS|^U;|Xjv31_?aqi^U
zT9s=^M(I06d!_@w+`@7k^hiv#+i`@)TJvt!cZ>pthC0*qIO`78?-~<ihQvSC)M5`N
zg4{$o?KKvC;~YWK`<wyCUp-vr&QVO^1E!j{H&eHc7|fAAtcb)e*PsO9zsl#Fr+WBY
zwI+~}hLF@1N$wL#tCH94*js@q!!HXCPpT?MZa_A0BcF9InlH5o+Kx{JA&spgn4|6u
z+U!?Td0KzyeCbZE>~#HZugiguNmPaLqbi=Q2gsHx6UW63m%!MeV84-k%GY5to#>#B
zT8Z|y1wSQmK11KTkA4NfkwTK-ZIsX>FeKYER+7Uf0XpdXur2UdO)j<ULDFCZ5u(UO
z#OHk2K1=q63Ycc5h<|!m0k#Iyo_@R#B$eGns`BJ1uLvdhuIPHR97)a1>vuoi9f%7L
z1a4G@m^Tem(&pqyKOvbl;5XFqso+>s;Ps5`qJ>RmR~fxN5FO~{U?RMcdF0rb`SQU_
z9i%CVjf!{M-n2fVFit^~k!p0AR^n=Hmx~k^o;b(Az2+Tg0DShE5hYcp{inElPTj@(
z&!54D%ta6P65h{~6x({|Sv}(#w3)5-8&~d6_t`kRee~W?z~w>IZfMP}J8fJHB&{N0
ztl<iJcvM~<Ocp5z2H`3hx7iGW>YnvhlTU^^80v#>Cc+JlEwk6t4@Wud=)%)pMRYWf
z`*?j_eum~@QYJc_vQ|!{yD~h?L%1Yu&-gkbB0Mz^D9g;m(8R)QuisK_w6?deYcCHJ
zU*;|ZCcJlsDy+i@tgDP(avXS8uiU5@ykGJ}Hs(cIRya}DOQzHlPgjPXe)=7)Jo|@p
zsCx^a^~Jdq$E{bLRyhmla~@OZ023PwG{s5{BAm*N!+h2^*G>(SY2qhbmPT^R8Z0{O
zChI$*g*S2UCtE=7l0|kq99CD4hm|OEzhN-=A{CM?0uXy7R0;$NKnYgwrx>l>8XDFb
z3u)5Y(`&UaZsWy&lVZ;K+{bYkOcD+qHW<2JTbXBI(7=B|zqAW0l0)wjX|AU5I?u?E
z968-a8n-oQE(>Wg5nB4FsAw@C$zT3jO-eC43F-BE#8ibiezRWFSWNWtg!sPpvh7#a
zwEM_oL}|}Cf^T+Uj6HS#CZo5#6(B&>_1N~nK$Fv6v2)3iPv_mYFLCZ_*Y>uN+9o3s
zPyv_l@kV=sK=PE(>%D|hVQuQhC1quRq&=|&k;EPB_VvD+sn%A?&kI_yB~Lr~UCFTU
z-qXGnBqH^$yf%;ObMpEdK7C2PGo0vw{&D1Cze;I&kX%Ldqt|)mCtnz}$66U6ai)%4
zq>zdP3_BAZWg<n2wMZ6YI7C{%VcQ*-*o@lbp=vqpyL`&?HIcC3b3Rx5Ol+sBq6CZi
zo9Mg#BSARJamxi(=C99nT~j9wCv>f`9S((w1zw0awv$7-79$^q=e2M0v=Zx>dt47-
zRi!kZXRz4lODU@=so|Bk72|sspB#~5JWdXMuOvb^q0QiEn_1U<*X#3L*~HP{SsY+i
zY@ow=)4fZ|OWGSZx`|YEtl8bUpff}IdeB0!X%queNY_j86QNXer|fJDO~70X%VfM^
zH?;uAmfm}q4bvz&Uu0f)s6;eR{eDf2|LNWR_s&%MiFC4GqWtocW`d*Xb|%!ut*S24
zx?kB9Y}w{>mcAlrx22{M^S6kVVH<5fs}NpK;E|wtugO84IU$4&Mm}cuxe2Upd2E*s
z9O!)C!s*NEGb>`Px~Xp&C?&h+gD1&QfLt95DEvx(;VHpCfk-3v6HlqM;>|3eyJ)X2
zR$=>sd29gN?{1M%?uN8?=|=j;La{6ix5c{y#VB50^>|8H1(3LF!3ivoM}c2KUoT2}
zD_4gVu|B~Tae%U*3g%qVz67sYd7@w<T-3P*MCoTMDe$T_1mYsT^57M*K|UGYV||sw
z25xSYz$^Xj!I(PN^a%t0?89rX!><D{x(%C9ZMF>P_drfDzQ>Q}JSRN_-%L!l5Qaw-
zx~V7xKT&GxKKlqJFTIHRFO)regT*lI7)Tj3Y7tF)UR&SmqB_29jJw)S7mICl+3Btl
zj9OL2BvVK7S3Q^QV<#+ip_2?1NB8Q7%`$?Rp#X>(s$Jy>MuMmxC5Za5!dgP^7*BfL
z4qR5M?$g#EFz(IAzBTe_cl%}N97#vac!J9^^cBgVp<dcXNONj%M^sC1p<xo?^RRDO
zpqKrJ)PD>Cxn8|J7{B}~uf&}(-lSCL#kCY94qIA5A)%JpuzQ|bW`!TE2#)2N*tv4x
zIR+0bi)DyyDFOVL5v+g|4*B(VF|F=%##piow34lJtRIPd_puSr^;{9C%*Q<p(0ki&
z-uEpH2w1OIa7cC9nhQx3%9jI$SQLQ^^A7X1_pL`(NL{q_UM5fTlO0`C=Ispi>Qm$f
z9J;vwBh}u_4n1vuJO1{(w`Xv*ilS0-zdmISfX9cz&;JS1Jad0O>nAtOmNXM*&pace
zR^tt(67^gYYZCUD$13_jME87bjhA9lX8X{7kNEvQc*q|kCCS>peUYdXO<y!DfWhDN
z;hR3n?qSwswXt_~gZZ)JMx5rr_F}fKwctm~GOIp$##ROv17w;S54@8s_<x=`i46By
zU!gw3e$~q2%6^8M&Ae>Frfek7(bR;;gqu}9Z&PbWSZU?tt`V%BzUX$~%zY$=sk89u
zQFUPjq+F=GoCHJ!F>m~C-2XN|D^&e3ye`4ChgmoB9B~gyVCFHJp}brSOgjE*sW{PV
z6)pF9?J;z^GbYCPhuQj#1e2mtkQlFB3vY7>75_35w*;mQ{x>V(o81mJ1(Q%HqbI?1
z^c>yKUz3Sj3A;N2vx%QN_ACspmS9_^^!BE`!)4Qqp(flT2}z-<*f;5??yvhVYUx(S
zs$LUxC94`d_)f}4u`%;bZnqW#HIBus-Xu6N-#R6?`&gcz`xF<<q9wjch5XIZQqkf`
zzy#0#t`?*W8MA+_d7A`=zC&oyWV83J?JpK{+9vykiRwP05fX$eKQ<)rCJ8z{*$L6s
zObKu8QO3OnAGDV&*onn?n#NZDeAE9|%<He%*YAJP<gP#u!@od}^*`UO{s$!ocf=o=
zf)=SiG6nyPOr!{eWvrHsHP?+FkT>_fA8DnoX{AKFE@Ak-9wi|)>f24!x?|aW<x|uv
zOff=&%uxn(ykA(~0XI6$jEhrZc!R)4cn{Yw;vx{Jj%5owXAoh&K;D3Fjeu9|_-hE?
znCYWtz_5!%?w=xbJH(=H9|wd`Ygv#F{;s(Mj+%c}fj0P8RUR2g<9}9BfEV%~RDLwQ
zVo3&M>2dkRjs$gi)0wTBG9J^=TSpOcQ)G)ruyw)!Na%tfjL$&urM0WcM?L-NiO*eg
zEjWGErf<QdK(r^~FJZqk7`&4BlR?&i&p)Kn<Gz4!)@=pCW+{4MD-`x1?4w5U6L$Cp
zPJ=`z{A@1lShhs@6ipvKO^oCbJP19Ob^29=H}HX4;vGjECt(k0{-+AFE0E%^hQHM3
z@~8S->W;pH6YxXnZ2gD}tShC1P>~0ybPx>OYRkR^%ncZ{%KS%)Mkik>(-pE)2i`)i
zJWKMa_iepr66XW{mlDK)iifJ?iUo4w)w@CFh*^YL$vQXqiXk@$K~})u=PCTa#Fv(K
zf{iRH6>*^&14*Th)Wd=i$ss!4Gu7|N7;1a0?Ue^Ooegedud}`=>(5`AaD^(hj#V0=
zSjAA<zvx%4t@az*x@SrMIn)xF_vRx->O-4N^yIFGt3-LF%dfZ>VP>DI2TL*YzShwZ
zw&k0A^RQd+-MS~2VnsG|Y8LMZcWSoX_-JWLXZlh#s{T}?r=wUZGTo)hpJJcBrdx+p
zq${jR9thkNGLd^-@uY~ekirPO1BkEL+VxBMw>FTj*lz5P7PQ7M2;F%!wADy>G4JCo
zd6lariDF71m-(@#ShuXK(1^ma3M+ecUV1Ox5AtrV;smim&C0?nv5!{nj4Rcsx+C|3
zbEeXN_ObpeQ#l+ga*Sn~u;X51kvy1s=>THz(9G;ipmAJ2ngOrko4Ch8PV~|#TEy(g
z{uYVMlc7^Lvf-QZVoHVb#1s#J$+sD$F0s`UlC%2DeWR(BimbR<=<eniE{@Z2Y82@d
ziX=FgG_oG5m9DmJldG|N7ij$rpeCZcQ`>Ev+w*i9R=KzA9`i&t+@mfRW_Fcc)p3wc
zX`acW(&}H7-O(r>UwU}M?s0`Bu|n9lyNh4c>yhJMIu2ta1&8z1XTPOP%gaxDoYC=>
ziyOtC2|HX0&}S}JeSk7X8=uuWpVK++z<)T*>m47LI1yn>g{Hh&<{9cnTrMbLizt{0
zn$(&a)2=QIpHLJDo4WZDYm+&vo$(nz(yA`ta~Ea*W6fLDq9~o=b0zM#@@IF5Uiev`
zwfZaG^(tlA0a97onV*QoEoJQ7dmDZu{*b-We1NH+*jjDm{LA;2TMCt}-SOl2YS<pC
z#+9pNl<|3GY32_Z2pwD)d4Nh3I@BUhXA--bBh5Z9Vdg+FX1dZsYl^%KtnWzLG9hBM
z$`A0O2Pc^Wy81r|@28b@w=wxk9UooyxnRW^;z+t;4&@-NfPJT=OwV_Ru|31`wL^x?
zV(G?WC$=wh429SW$l}_~r@WIPdPC0Gc{g+lI8!;f1NbvH9vM3#VlXu9n-rAKuQb`0
z1z~-Z>@TMpyLX?$G)(u?c5ng5>m&nZSB6{KFIWUm#KEZ2GY879vdU6h<wnY`mod>9
z*y}qbjZaOhV{U0pFbPpR{Xfl|cU03?8^<HlAftr@5<v<E0S6Q!I}PB7Y>i4tOcZ5_
z0m7E06e`vclR!bH5|kmzEF%m787WHygg}%42|@%J0+u18iSN(0r|0ee?;r2q&$;K^
zd(S=3dG7Q5e4j3ziHXbir2E~wWZ}ZqJgsCT5{1tpZ=FADe$O<jv{6Lt6AKAdKD0pX
zGiHp0ea)I^X|E0Umh@$Q0XZah^b}%$R(NwnU6Zs@2BYA|%Y7%o6Xg(sVN5UNw7thU
ztMWg74v*Uc)H13cw<H@cKKk576q)h`gfRtO%riM{yURZ2w4EQQ;GJMoZQ%=O%;puh
z;Br)?7_)8jS!u<z5FpV{+d{rKLF-}bogR!EzMPH{3#&+Zl_D@4>bdxGP&`svZs1Y(
z)AM!{k0G%vl}QDaE6}qmt&aFh+0Q{!5pu8{@rtM&?Vf;Rqk~+1zpA>jrmE_B^mL6q
z^bB^u>f360??rfjK{&35T{K_IKQJ6n+Lxo4^Q2#{p<AUoIqx{*rBRCnGP-rnVj_7*
zlh+dhIc=KX*1;Q84)waRkM6M60((OIz`Jlyriv5r@vU*N$4}Trgw(Rt6m@0$)Lp!q
z0r|RNcqgmAp3q#CY-!EWaNa(a-ZyyS7<81=6lhnpQSRErO?TPtjGcW$k@Aenzx?o~
z8_zzZb}4o-W_2pvV~<XjVXA5SZ@<sh1evx)huOd0Pd=NN%0SvlCd}fYILLwcA{mfm
z{6T7BdrVDjNG?0K(-$;UJ!?3!IFSE4{G5zYiFxcKD#CI~*2eYI$F&!apOIQ)^GP)i
z?!3Yqb@fK-V_!jTX%dAKzL6#b#YKSwr_}I$Lk;JnM}4};d!VgoY3&k{tm44&Z1&$+
z-NrNpH3k3rG)Y8)mmS^ih)j$v%*V(4m`INHfQ}uW!=g(1Hbt*5eSkde2z8h#&}B`L
ziZ6t^98eeOwtl2cC6j{?$+$E-shhSXby(R$VM8Idd+J!V5|^~@fV+|OgwHo=d-#nY
z%cp_W*;ZRz6sgymJIVh6LcM|;2x)0SNJ6_w8&!C&8vEIkW4;vKVoHckZzx^s=Uja-
z79J^|HboO^Fg9Okb4^DDlJkx$BkZe%?y+gp_PN)c>uJS${r4?GlAI!Q*{IQ8b*CX+
zhX1%(-!!3lxbgMD%2==lF17ZCWqzhM-6sjO2$7fw?_Q!#v*>5f4h94yFI{-Ou;^{5
zlST5~do1U^omyr}t8mfgWYi36PZ;q{<Gx%!vp1>{uePe)Ry^S_RB0E+XR~#uqwtw9
zfySubxfp2Dq&f$y?s=dN_B=9e=dYvRYHJgvt#Ngpv6e@Z6PB6ka;~3(4^b8hm<p=?
znPu<dOL7opxX|BjTIxwLuMN9?QoB=X(rfNMbmC$7=!mv5k*#u<GI&PfJEIE4BR*X`
z)MQd$8Ra|Y`bJXs>byf>YQ$Z>w67#51m13CfNWEb(xP_oEGVPl#`%t_x-+S;mLHf*
zR#*R|l5!t&Z+(ThhblP1JdVp!i>L$du0MZUJqjHh#!S%2Dx`gn7&^4qsX<}y;9R?5
zUj2|(wDLJXUMrH{Bavj}pr?nB$Y2amCP=sI2wo}{a)Z+98Gz+GAE)we{M$wm&zgCC
zUBQf!^7*F5jj_<Me$$xo?9yDa{N<zZ6}0ybofhlQ_RD(*W58h$`&%dY+pY?|bFrr+
zvx*hz1)~?ytGg)=@yWiiZMMY--!g)HR>NOIr=Tf7q0xo6`vNKhJa2`ie%-@y!h?Va
z^CsG6^(-*S;OmsUM+1L*;12zjYqGsJVlcaXN5B%-?5-3X8~Wy?B6?@5X2(Cg2w-CA
ztr%48!3_sBPR?MHE#;scy%j}X=#^R<IvHT7`m*0$6X~~;eaf9wQy>jftZgeb+;~IJ
ziqi57BeN4;l5LLRmR(g+W~G%IKG4`oDL%-%i+piD?g#H*61w5SV2jCym->=&>^AOm
zA8{tSq@;qpuH>cRj3gY^9y?XuJ<ESww>-Q+EO<YiSW?5ReWf{#2&}v@A<fT3_<ti4
z!?42JVL)NL&f9ASj(jJ=T3cEb>5eYr+VT6$orZ-p<9^GoRf)$yJ?iMMp0Q|x#x3Y<
zA9AY#YpWb8hP4?>(Tt>MGs|T_;_P$*e*v*fiZ_?uGyQi(dl>B1KMXhXVHnAng-bTM
z)-Th{iS7-ap99t0>dd8wWjrZQWzfOc-Lw1kB{Lqdtsd5LW3uM&WaS&7t5ZaDM+bGI
zK$XasCuFr&#$1gz4%j!^=-xMtCX{}7QB!xtwJ{WYU6A3cwBq~g`~?bR$E_Edhy8xJ
zC>Y<BDV;Flm}_uPD?<JxGK2&BTrwXgeX`>1+j0Mtu~}7QeiG5-0BpgM?tY|4x@Ahz
z0$x@_1+nk3$<VYW%6b|CpXLCsi7OVsoE4)x#)ka`3Vtf&idimCkV;<1u#)#vl(Dw3
zu|}FQI#Tf=-U$P8;{<pPt~R(>OLV9c&Oi)99iM`{w?4W3sf_*&`26cdxv{+XUFlXL
zdgJlK#M@Z`aiD{&BddBLh!GdimBC3scm7IoJiGejoO@U07_nWa$fy#!8NaIV2CB5K
z33Ozv0rF=%jt&rnqT7XW{mo))!Ia&<BU)lMr+G#I%)<)$l(($}G;VU@{)lbvpz6co
zJZ1$eO8_!c3vdhntOp9||Jwji$tV7~`@{t_N*oKQpzA;rO8=4Me;w?96xs!NJ9C1*
i-c%`%M>>ajPi)mNo<VtGALY2CfE3^Y{9$FkjQj`uaZ!!{

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-deep-learning-transformer-network/images/image-10-Attention Mechanism Visualization.jpg b/apps/api/app/data/demo_documents/stem-deep-learning-transformer-network/images/image-10-Attention Mechanism Visualization.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..09e5e69e0b221a8c43c59820956cce0fd029bb32
GIT binary patch
literal 25953
zcmb?@1z1$;+V&!(1PMVxU?@pRK@fofk(LsMMx>PP5D*4IL`Pu=0R^RdXz5fsl<t)7
z?wH|U=-&J6bN=f;=X~Gw<Fy=tHEY)UKI?s+`?>G?^?dmJCqSkwuOts(VF3UZ_y;&2
z17raLJUo27O9c4%_=JQ6M8uRN#FsA<(^6a|rDULkFf!25(=)O0aWJvmWTmI)6y>@p
zASf&>4B@yVDJCSrcS~64;v!gtgoMPGiD^hkXoQ&QnT7txU*}%|asn(|oD3W+766+Z
z3x^!*yb*wa_jw8H*B9`|7Zx@S?j<~Y0z#t8;0YyU05%p54mK{%rAxTD;Mu<5?*Ux$
zOBBq4GI&=tP4QWrDTQ8yClRpTEBr?FuxE?ymYGWcA<;Ez8d|y=>>Qk2+`=NaMaAxj
z%ifohS5Q<^*3yRQ=<4Ykm|Ivrd1_^C<Lc(_;rYzVJMd-DtKipf5D}5@qoQLze2h&_
zNli=7$jr(v`chm{T2@|BS>Mpu)ZEhA*52FKKQK5nJTf{xGdnlGu(-6mvc0prw|{VW
zbbN9#E-V1&_prdfe-G?m#zhW}3mX>~2N(ZhTv*ti;DJMqdx=>Pk3vQh-_-dki_i-K
z%6s8Sh2IESZ#~?iGIQx6y2d6vePjD#Xun4G-wiC_e>Jkd2KJ9}jRM3tSYYsQ$N?yD
zc*2?NPsEw(sn_#)m^-tLBasp)){SYH&8L1AL~<DH_Je&&#e-#1RcTJ>LE@}O|7qfE
zjS9MAn+N0dO!pjM=dQRh9Q^RIN_>o*S5rdhbGbB|!P}EueZ`xFQ);C>lh!*@tl{Mv
zD`!9Bg?M_Fg$L)kxOfti5nRNa$q3*-A4Szl`36Vk4TrH!KcBoBxm75&8zBv2oD1W`
z(LwCq*yeAvO}i?W@yz1~y@jkZTj%PU@^-A}!D3_n@%*&O*@x`87;~uYmBqB4N7jG4
zZBESiQPepgQO$D>L{hq_6!_?QO7bCg)z`b;nCy1c*BuK!h-`Vpv$d_#MX_9|J*u;>
zzt|Tqy@e-648v@-(KcP7FviQ4sbcqbr}TfN(Jq5)K|UFsT9Az31pcd|=(%eC*fVfo
z1~t7BZ?HoOGbY2|)Mp;DA!c+N6Ug)4t1>1`cieXlC*FCmk<uMC3stt^U3-v0v(fb+
zxw`Mvbw>AWXDc7`Kx@6)bw-u-VbR+ragSI#hebnY&kV(*H)BDQ`JIHbEO9SmWVpi|
z+Tz3ID7B+0HRXW+cxa1yY7CEbc{)uq2i%U3mwZng`N-CBR{i>F0bf$evbRWlg204>
z2qBxbF{wPW7%lxwtm@i>)Rc-9O5Iqv!*k_xApQ~6InaiHmPy@!ckvUQ19MGMN*)}e
z4He67|K=R}h&9GRhAx$V8lmRj12-4*_@H3J+n8!0VJv~7ZZReZzGH^`N7xkDs_;vK
zU3-`E`0L{Z>-tNw_DH<zuS-4@lj^%}*!qZTrn6U9B7l&dZk^kp&^kRY0Ku7PDo3e-
z^&bzf$&6WFzf+^SzG~i#VTs!mUbiM~C<NqVXt}dLeex7BI(j=JSuRwAe6<1d5~$y0
zEi2&t3N=W(w$I#;@UYu!=YiBuvXpJB2e0oNKAU7_*HJXtlwWab_j^glt#bQfG4Mbi
zode;XTIWE%5_}KGfGQy$-ddG)4h*H%onR%BN^XfVUg|yvRy(2d+By4G%Myz05gKl9
zv*wD+j8lT8rR)ydu0V+#f}CCLx4x)Fbked{V7fxg6#FB~GlA{pPyM1&l>PSA5@Fv^
zT|D}k@z>$(0>p230fOt5i*?@1gY7NY${X`t5O^zI|A~!G!pR-m!PS=Pr?-rrJ*<Bk
zGHcDBGn|q~s}v>1QuC?^RnZfCbPvIq^P?V|MeP4{l&in3+hGw!!wt@XrTM&#fBrs+
za7_+nQ(!en;^ji$n3L^693J@&QzDC@h;uJLl_(Y6R$Hwkh-a>JPMBUio~7KRGVE|o
zA((zM4==vwksRSfPXXuVU!R9xv%Z?c*P}o=J<i3fghMNd%AH({k0?zYtlSgTi4jW6
z9sOZ<dZR=TDSS0R44*zQzPMC;&eOBbJi2qG^JkKq%6lB|&{Q%-vDUNI%bKPAgPV;)
z`VCGJBfN@&#KPf0SO<)YwDj5r?h#0;<+9t}Pf{*rHwi=-eqp}xnr8aV*vZqaG!H45
zxfbT?Wm)3B+>q06xFPgAInp_nYJ?IycemrY;w9W;rZELevOEUS`2EhB`Xl2R0sFQd
zW$#s4jicTrjgNgS{ps07lX<3tgw%KRyK}E*WLlaAT*1eCTV-?2sC}Xf)(b8wa?5kT
z=;}EjL*<Zd4c{RsItTIy&w)flnNddKe_ZE(<N~JzYUtd9U`#z2ZV{Wj5@&|uYq>Ye
z1cR%Bu*#SyQ~;c(N9u5!l5JPa{Z{ze4eN6tMdwSk3hvOgQf!*|dzC>|1#%oj^c3m^
zxmjzSU~nm@s^zX5tCG}yhP#Bd&9?~)1|S+T=K`G9c<#<X&JYja%R58ofI^yff3M=k
zhDA?K$y;N&`L5RBwVhJG-KRVOQm=B(q$kb+0(e)*lub#e<nuX{qr4^M`xNt`%w)vE
z-T&r+yW-OV-(gxk2ll5$F#)z=1^uSI)z{OF)k4h-pHY=!?Q9SUxsJuIo_U@FELZBz
zfk#*2OYG&Vw*2e-z}UzvyS*f(uLrSTNiJW86w9blrAUX?3|>zm$LKYPa4B9_y6dOe
z_$XpOW|a`B%N@p2C-dyQg=TV{l(QT+0epH_qm)rwj)uB1mS*_+lZu<B!=7t`$9gS~
zzM<4k)uUUjZ@bFCrJ_i(Lhlz&RQ;g&W}nJX-Zg9Bdh3c}Oo_3T@sWyl<rnMq4JLUV
z-Ro>`n#G`>@9g81ZQo?^iHJs}e>A#fDl>72tmPqMxV`)wI`cZEFE8n8!R@WKiiua>
z#v_!@)Wkhdv4ermDBIFBoR+!aR|*#Fw^+)VO$r(NjYE5e`zr>SD+|6<^1vO5%feG1
ze9+=k$9;!xIHHS~Z47J5G}db}_i=T$FRuJXBSHRYE?nDjzIs4-0_vCGO!8g)rIeeW
zK9jvfQT*zru3MFt`8H$Ot;SXQ+-oh|(smqTlFJj3mi9^(+YAV6G8>+SHiib=S8NYj
zH{dTxACb;0na>dLyKAM#8KQjBUUs&LV+G+}X<W>A5Fdg%n)=$OS$hVwTQfGFSX-14
z23wfTGBIX^$r%+^`<w$1!rC^GYV!w{CX%=B`t5u1^pid~q2v43WMfi#4n#C0!-s{y
z$lp`mTiLztczlzN10Bd$x5t*Rmc#x0!D`ADQ!;{^1k7FkF>R5uZ#`8fhYx$~o&&OZ
z@fAosw{22%up@L&e7vAKV%vc@x@hcJt6G_jW|DGicK9GK^Eu~k_H#R_tMJycY*N)H
z7jH~PzMR_Ovq?Chtv(03m-3!gEGd}RTmT{N(iA&Kw~i{<<6H@T8jeCs){}u)PMoG{
z)){+_2V3*;;V2Ws<;v&;nzHiJ>ahFm9nJD<7L3*2gPUjUjI`%KQZQI>zqXzO%~h*E
zsFnLINPW}wC&ZTezUC<`aHl*oY*0*#lj+sIvd}4r=7GUdU8}_%4ka2)2G%4roztwu
zZ;TrR^$%^SFqfLLG*E~=@nB^lCOSZ5n5SEhdWUBWkB;%UpGqkEWA5c?D;sq#6a)km
z5pgE}cW5W??o4QcXXX*nzFm^_22%u2R1ltiqYDq2<Q9pCum*ng*t6LNYMo`F)l%{e
z+7XfZ=G8UWYo`9Gtq;$hVqP(T2n~nz9H85Hy0sAGeoNIkdAUz{;*pBB8JvO}dL$=t
z2aGZX1atn*=RlC{y8e%S%ki1IX@RXSG_klY22TMa46iqxPB@`)%ReJVp4pb112452
z6889)O^)y(M-NGfj_e}v0#oPUeV^dd3MIaQD;*V0=fFR`3BL)$(z~BPI&Kv!vPKu3
zmWhQ+W}tY3Eka0b{3ljq<np5oFk58=Lzhf?>$a{yw@^9;w`0;Pd>C$b4j{E~iC$vv
z1;dI(f|Vxc4#MJW#h5tQ#RhJzzCgqxcvutvGZOxdmS?57^o&iO(M{(}d(D@`U(e^l
z(;pNi{(5B*7$hkRITLhsh{&tSXeobcQAYGm5>be&n>lEKx!#@k#M(jFSX|$5QzAOE
z5v@e!9QP(lS=r~4=)XQh1<zG-tTCJ_5K^m{uodbU&#+sUbtwo^lyJTj8u<eT`~1Hr
zU77?84KRBS5LH>GS&v$onwr|$T+a_DN{2IRuaxFIa9X}QUM5GWBR~Bgp%tYDp8A`;
zV|NpxmC@%kyLr59A-5(FVNiozD9KTSEK=r6NnL+#4!?bpo&#^*Jh_BJ3NG332G1}`
zYV%&N2;uXw3GU_vwYY^c1?WdA%^0rF$~LxIfncB;8lZauV4!IsM?L2NVel*Xk|`J<
zA?SAA5Qbd+3cR~64gQlJjQbf&JUzIW;1`QY42*vMXl=8Jj&Uas<|-*MxMmx`^DN-A
z3jaD^RVM%X5OVy!R3hG=PbK5P0V#@ak@}x+AmyJgY@GkEcYyrY3;%JQOFlE|m!}MA
zOd3a@n==ImYutaVP%dJqHc-u+-f^?%D74=8jWnt7Nx<DOapJ`nYdk%5)0A6_=*uU%
z7_1fyCA^+%y6c2`FaHb&dB%BAD|=E|lIJ8vT^Zb1cXhUZuX%TG{g!$JEnnD^+tKny
zEM>C(soRfGnucRC)<g~VxK52V6v9L)TU5MHCMJHQFv2WAsKFBO-{exdJ`oiN(JF?i
zXTR#h8hhl!*d6=|M_zV>Y&n(rw-%<s9L(*lrfOau+Y{Fy+A)UuDo7%3<fFH~8P+EO
z+$JMqMwt>fw|S8LFstVxiDT_W-;%8h6{}Hc*<6s<RLPmWg)cL??v5||UDG!jJrWx?
zmfn&?&mE#D1BtU(=Ut>eKtrg;H1*?xC^e-oT^z9fn`ZrX@q>=#`!)z*{_1@nrTZEa
zs`eaPNP#tYMn-SW8+Y4VZ=Sa9N4b#B@c8MO#|uSpT8gMYk2YaDjvn5k-_c!_rqY5{
z%T0)6gZRtqio&7}%OEqnhW_myEe6I_6a@Ydhvvf$-K}qD;@T8r?RBfUDdi@cOrv{P
z_WbJ>r(gJdNg<sX#55LU3MCdfxBEU98i_;CcHckU6TVKEe1|N>r+%JvzSm!5DF-R8
zs75#Q%r`@|VVBD6?%Q-)lP{gnVLLjYPEPC8mE&YpKXRO;VJ{;+$z~DT62GS$<A(JF
zA!lhC#e~$bw)%J7DfZ<NgX_BCS7^*3pDiYrPWc|~P=BDl`>A=6b&6qC<>5Jiq=k|$
z>I6?fl!2x<`<yAH^z{q;Miv;>T)kjz4>2oI@*&g39f^TA_K)rmAEe$4-ef+_2fLT_
ztkSwmmahqQH+h^oj=FLBG)m2jYnw5vAte?9reQLS$yt)0S_LWJa>KjsG{X&YbO^={
z3p<`nP0Alz;XFd5zV)DX6BX>NTSu;N`3(ufSJ#b5H<`ydvFE8C-Cea-y9Og!8ix$#
z{D(G<ioUPKk=E-v&T%(R8xf%yz@U^ZukUDRhuebh<x|#oW<}QF{cQtF(L2Yu>vU>b
zSDFaG0X!(NKHnsH&i=B!-PE}taD8epCBU#ep-l*f=^Ti5IS0rNY|21X4AD*4M9yoe
zJ2KSUhq)~&X!vGgQ`N~mE+gm`JvBmh=JN0W+5x1_+SNm)EZ4tFC<MjO`_jeRkue<X
z2;cNNCT)ik0cCPpyLms)0b{Z#XdSgld)liF!Xt(2Rarlg_5K{m|A}8nj$OI#eA<Q`
z-%xSJO<HW!bq+9Y*_mv1v@A<sYXdAk5oI54JB$!mC-mS$5|m{gv)#?J^g<r0Uq04)
z&@?<Yoc+$J*L>b&TNsO^@zAbb@*6{?9EA5MzF)zSJ%O$wDqblK_WYB-WcGedkzrP|
z{@CVScadvJhu~D?EuSr61*I3785Nh#p*M08X1Hg>TVM19axKY;XGvB^cUl(DF&bR$
zMoW?a#>q)#6`|9FvH@b2k}`)`ng8y|1b-J`*zxR{mo`MEEs=038*U$=zJIL<daAmE
z91M@%Z(e3cTsj9VEHF>}`67TevFt9mJ#9-YZ4H?NG)<FbQojC8zR5(bCYrm^BeJ|f
z$S~uOnFjh9xNWZ)_Pl_qOP0B1c@QO0`F_c$wRHPRo;>tq-z$3Xn<wt~;1?4gdT$iR
z@ZG3dx}z5?v%fEl_0cf}o#z&Bo#A$mR)2W@^#;DF;kAhBEN0iwMMcO&5wmRYd01Hh
z=cMaw347wtZ1d+UF1CQY4A}1{cdI;URxzz)?T|eO8V5dbgw9BAe>w^MdD>s1<8#kq
zcYUlQt}exg4v4jVmSLnqS8$kp4p_!Rjt)M}o<{6IrAltp3`f0l;g1nm2|h+@>TqHw
zj2ZApuizokNxQuKBX%3F_Ozkv%-_)5QwFFTFK>?Z2`ZtNIytfGEaIX2qK?RoR#76`
zxG+J<R98}MXm{TiAIE;)dT(S@U3~)89>wkYW>L&spmieAv%a^_TMxQ6--G-E>}6Rb
zZCR}gbhLq}9HwXL&pL^cO0a8jNeZc}ewho1if-@gSu!?erL5;AtlG1ixL*%mRv6is
zIR{|w)o>43*9zyUYCn86SA}%*zUzqwm=a3Nk-}Vi4$#kfy1KMF#F8P})X}cbBdG9C
zi}IkKx%$@Gj>EANHsu@P+!w3lls*fSy#qUNqS3@8K&&hwh*+Qk{INwArnFacBS9d8
zFU6(>&p5cJd1_JmT4s9A>sii~hT(<JzcW7=3n~%*qwUBojJuU@&t7(A%-OTHBe;06
z)Y6Ftc0ctsloUNhME-<xzxJNSB}Ipi7G%ai1pG2-<vE~SD$R;(q3tS5zx_U3mMc41
z$xdzLO~jR6Pm_EwzfIQjHcj(hK1up|mL<{A0k3^44)+psY|lmEfm|Ve5@j)#hU(L2
z9%5il9S?hqP+vRh`@j}`71QB-OjjsUt(A8p#Bg;Gg^qp(ogH=2#dvkJo}F}Km16ji
zlnv;l;+}&AB-*#Q@bpEwpBb`DSb<uj7`~4D2p2D*f5W{IG7y}3Cy`*Lsw@s|l&zlb
zm6c6v|2Ph9q1-Y=-w!nvJO^588VgUamix*3^J!}D!l_{h(>0G+Xfe51JeR3dP6gyc
z;^p_+&RxU}f~_HYA~*g<8*0y0c%=%AJ}#I}g}TEVyK!TvRS3zGKe9Vk2A-S{+1<`v
zAl%TCm<YBw(OO@BI8GtdIpsB$m9=!S#Ie&d&U_!iYoSqw+0hBx`(BtM49vlwJjz(P
z;F7wAO>~>x6>~flzvY3*<#pZ6L_9feRhnnRLh&;nMRG(TtE{*Ok}b0u9X8voPfM7M
z&~s3C5U}-^9x6Ezd{d&{WOb*+q8{0Jd=6+z?PKPuF~yg+X~$fz*88gS91pbL!=hm#
z-;^c@E#kCz{Phs;GmNoba%}oZ5L#pV*e!LJAIxL=G@qf>pG4=SsX4Q^Ccg=eLTt|g
z=W=M2-rt%<ZrZ$`fx%%8n58+4HkJshfQAYguwj$&*%Ny5;dvV7tOm{vE6`!iW3wJZ
z=K*J&fbHHB9*2;-@B%SN2uBon+Q@w_^l&A{-5#cSFB7=(^<g(I*{BRwJJZAjk_{um
zQ`sCe5s<l}Dm1fj*RA7IWPRpJ%P1<X`XUoeEAS93N!6zNUlp1{PxKgi?>#*Suyk2N
zSfs-<VGKY9h;6j{rRE^}6VT6w*|EXnftad{-NegoAnT)3Uc3wW@us?>MV<j2LT0=P
zXSdv0WT+A?M~P4#Y>%@KG29^*4_ud~=+TatQPClvpii29vVL>|>vj?PJHc%csX+EU
zf*a|I0DP%5R>%b#x!79JL9@H5Q@;EY2r&iJ=awBxESKcy1p@e>GHOj#=71v-?c0xB
ztK&p->*cIZ&ogWIs<ZpEoIZo^ld15R8<BqR!6fjX?F7L$Q!rH4pUsWGf0N!&<IbwP
z;xTrA7ou5@aRYq)p(n>_F~g<!b6hGT`cBw99xz&Sr30TV5N&i7!Yinc`nyLP9H5>w
z_(NIH5I}a(xC@g`PH_(SJ*tc19%dyQy3$v6s_^0nR!R7^ZCRQin@U;(U<lHQ-?Tjz
z;Qx4MeZ=>NU`E9HJC6*TD|C)ak~WRkw#U+kTOKJ%Djg;gtglOy3AImJETR}E>vMYK
z04go@b3j)V?EzoZSxHa8<T;+KodcczyghQ1fad>wV39Nx8F5a8HEfixaMNr&!Y7;f
z`84Rgn`3?w>ir0-l154<SQ!)XHML!NUo5(nPS)r{8)1#^;W#OHTHOf1T}aRTqem;E
zVO(n|kqB-c!D#=~5;6||2tVofEmC||`Qkm?SIY7tTeov!g{#tcREp{_HYdQ+3SY@j
zCN`e~Q}2HE3Hms8=hk~ez;y4=D`CylkX&#`o86-JlD_c~`@THuURo&TnmzJE!f6pP
zEUy?#y}jn`hFSzti5h>G(zi$tobS<A$-V_D7X*;cuwI;TnLF?Tiltj9;eXF=7=IGS
zM*cvM&1y;$)*1iyJ4FZio=)po2ymzPROil4K!P?KoZE3YRefLACI5?Q@T&aSQKhgJ
z(iu!~vyhWhFY`kjr?V!2rVd#xgmlvGIjD$4+kXn2Ah3z$$z%s7oI7$k-o^&Vt_&#@
zd&=ocPp(6uH%F_Wb3)%+#6v6;AlanrD>cyhJW6Y&8mt@+X&@pJ@`H5dl2%GZMP-f%
z>9x%pKd2EiFLysg$vDp9kP@dbeABvE{BYaP(7}=NLwOQqk?Uqo-+K}i9&%z&FarSu
zt&$-k?4dI6!wr{Q)f0($iA(Js4O73~=|1s6ZlN^P85(_N?LueEPx_;De6$w44%X*?
zO!Z)jv1}0ej&3*1uV;l?p0>g>a`h5{ccC^p(PUp7k#6c>Wrix3$N^dtK8}Y`4p;l1
z=N@a#)CR~8>w)nacP<`?4b@}$9d!-d_wLzn^Jqr<3^44G3nrKnh+PCDU!nzMO8w#?
zz+#Km>HSo!k^uXOiGmEzBhhl>Z!sMq^*JrVu6#=qdOmc%fYz>~+36Nr%HZv9XCa*Z
zruY=WFHaQ9(KZvzSg#0heY&yP-Y~U`7aZJ4nlQiD`AyrMJ<C|el4#RncyZ(SDY1Gf
zcaimBQ8-%+$KyMCY}bQltgr`{9XqeO=}e5JK>NC3<ui)rgmgig!!Spw73Mego>*s^
zx8cezHrLiXzI+(#l_~Y-)l|&M5lSUrA>sX1XS9pKUIW#2*s_Cif7pkS%7;!t+H<>q
zX*946UL7+AB_&;O*+83fz$(sMX&ENtf~_)A7les&NQtFce3$w*{46^&+K__6#Ue1d
zW5Ta)R+>69m6%rMA%P@8S|UMu*(>Ka<~oO)8otppSL_#Wz$^G!cUN^e6N$`@8lBxQ
z%VD~YV|GzWEXq|W?xrhOY-sbD-p+dxw;WMgB-Cft<P7oFPC^S8F$PZ~!OXiXO_#Is
zwqlr*p{+?<bh>lQD&BlW%%n4$H>#1hb`~vmW$q{Ph*Y_TWWFk#M#_-%r)hCFj>Owv
z`D#A@kOic;Vz29gWlNU^zkdfV9(zIfga)$v6Xi-yw(OXi2$>JNnYe1!G{&fzm59kS
zs1E!7k&^o9<MojbeV4GscyB{L-|~u#&+#TT)v>yecEKYn)3+76S_u~~gNcw<;G;d&
zK{&MZOMVRt!&3r$x`Cy<G$ZVcOcBMLQhZK2Lx)wc_^xp4)|JX4Z~1sLjl-3njyiyu
zM9WGVvzOrrwi0Gh?C&J(Xw{vSJ2QpWD7_;Q?UCv=SDql|%{ihGg8ox)mTYYGcsbfE
zo<#ZWe0PyaB#hH6!zYi9s$n(i^%{ye2T)~tEr+R&OWdQ`iS?N{-9!dJ#)07*=#X(K
zw2EdFD*oK#TF<A~fug9hmVK1)P&lh`=Qo8cVc;h~gF^|s_1sddBnVv1R%fW=9`KFF
z<)4Bub4H|{{%o;31Zso6UFfDc3=Hzo3wl!CNQhpXuj7ut{_HVLsEEmP7aId06J#8x
zZV7L$EF#-;0pKe@YGZIw-2!HodB4)|vikNvO7~}r)_x_lBLHLgp-sqp{QX68>Dp&n
zOl`ntDpUtk?Aj~mLvx5bv~i#vkb}t)C0=3x(tb@X0^t5f4agl(g`$n7_D9Zv&w$~-
zYvQui9dCU3XfMuaz<SXp87KQQ|7w%&$zGvVhlz+>lx}*Jt6r|5@9v&L3>5hep^@Up
zuAvig;~JN;f2sM&{<LhG?Nt_Xrc3fRWy7(2_D`+OfnmpwaPA5)vz!`%0%FT|e8?0s
z{Ma2uu1>l7AytQQ;D&B=J7Ju&aXxxaOc=`ykx_IowISXak8JRBo2z?Wpd@<_6G7~E
zk-@NVEnGMg2`r02cxj=io_FVL1yWE9U*WSv4u5Xg5dlj<MkR(Xi*gnnS=@t8qH~sT
zx#z3z0u|KdT$QGD%s|)@61(uYE%~l2ou(}7kLE^IM?VyNBkR1&kDsf|%l?j(WkniV
z#qpgJd!3cj^c8^g&RUpk!W7}Y_ii4BhNscJ17?i3%2MAV0M}uIinbt`{YTKKTWdF<
z{o|eSO=YBmxff|m09?4%{aEUjXTCQOnwZ`wXd1+(LVdr~P9ewc`X1`N2A<pDHBW$0
ze>%)}(2@z+96hB$G($UgPkka>odkoIA4c#E{P0|<xTj8OmSy)y6Po~o<ie2mmCna}
zd?aON*PYcfCFP7{yb2_A$-ZZ#&o_fLrV4CBRD0n$#cbZqUor1fH2s~~kC3M}a$xLJ
zLT6~<1MR;cwN6Ac?RD?K>*s*?t-uFO>vgJSgy+EXvLmoyW9N8oRoS_iMS^wrVV7rN
zqelKm!KIYMLlNA~gPq4OU|~+Z1+5TuZ$-C4i@GIOp{s4AyLgG0$qek^;!k!tppD-A
z1t<~qbywM@@3^F!EucU^S4g?7R+StMCVn6yb}52b97THXmRhnu_wCPku8c=<gSVSF
zBE6_js)EA273=yhZX;oI5$rTlUVxQp`k{iaJ@eQ1czX_{t2$f}vXm(l^11u8iA00J
zqPov6fV@kQz1z{?%4S=HqT2T1_0aezTl+l|55;uGcefLIFIo-E=r*WsmqtNHHOu{?
zZt8mM!ckF5dz~bJ`UOp_DE(Ll2<)db$md-nzx`uu>h!gc74}u)(g%;mse@5+%b3k0
z*vrZn)4TT(S8LS-H8yI>PcuuGSH{ccVN(inG3$bbKA{V0u-at*o7ZQ#nsRvgPfgt6
zw-iS5IKZOvrX9?+KmFWql=QYgu&Xsf4c<aaW;X$HB*g;63Uv8(u1EdFAa+)`Nv>99
z5u)dVhyWkv10~aiQ4gHci02*Wz+lRHJ}I?^5b0+A_d2vqg@%z)S~(EVIpvP8C4KoI
zQzDW-HVywFiS8KhamNN?tZ45k*cJI(6FPI2mml9)L6Lto*%o<<zCCsNN4PaErOJh1
zCkJVE6S?bzVyNxkJ$MNBkO|bW`b~-?N3Z;b&*~!hV`p6#IJx#V@_YBC_P=ub1Cx&a
zCZf~lEoa=h=zt>WC$akKpFZ7s?7l~d<!3l%70L+fN}R()QIFk-M9bxbVEWFIa}*qj
zp)0en6QT%zu4B($^l{2-Z<aaCllRu$ksl3|kZ55$u%IFUGdX%$^5jgAUolGnaV*T|
zE$l<Ej^Ot?_ZE|ue(fR^dY(!J7-Q;yV`=rc!Pib`?G$%6c7t2J%%%31F@+fF6Rr8$
z0QQk8P`Go(Q`L=8v+W=A5wyh2!8svF13T7Je)38jte?vGtmw_{M8dL1<GuriZu^cO
z>$qL??q7c%ln&oibUlHE$pSL17xfze@bH!Y$aX|rghYgFfOw?#yP_$IFp4lYYoD@H
zu;7!%F28$q`7z_8#Urg%^|BH@B@cF`xXnAOU<|3)1X^%SS&c{+AO16E2onbNVpsUk
zQ;a*PssB3?=T9={&sRCgYEQzF7Bv|LnS(5=L?RW5=y$A@cf+>6z>#UjD?(hfuznPv
zy^oh=7yWfXpm)quEhj-;6T~IyfAzQte{mC+M0(gB<|VyYlM_b(>2}Y*#OWJcMNguR
zH4oxmLuY45I?zWIXzqDREJ{&<PN*l7qr>c0mJMOf&rkDxBqK3_$Ni6BbC8v^s~m?G
zKS2`M1(8{{{c22Hm;^KY6C+|J05ZaXV9_vE!AMw~K|dQn+<dw7{*I2{1I0nI#AF0}
z!o?bwbo<snmf;RhP0AMc`TcOGK8Z_iI4uGV8W+j_;B98z;OGWpAwA~Rr`Vt`3^@z8
z_rmN^+Cw31H10Z#FQ52R=?S!lDP*Q)hh)fn?%8}(V{XPJff}wG7-viAm1|i6soaM?
zUc8?=tb{V6U+zKGWmOI;Qa~Qm>L=VA`awH<%23hihQ?&bH?$SjmXU%}Tv(U_aYg`X
zjk3J=fd2aZckDsc6~Xchq=jh#n?A?4KuQdAwWp>D5Le-`_B$g`&!ow$`!WC@P#5<5
zRs=Pu&=?2TEp5l$UuB-B?V!qn&%w+RvfJZ)mYo!f+5MQSZ(qae`0*T&3dn1*+ZBu5
z#0}LE?15ht`_!1hZBF@6MPP}6ph+)ufzWR*b4otTIW|D$u9x2#r|&ibh(~o;;^x*l
z3}H^_>5!+A)aVCa<ks>O(N;T-S{p{GfxY)zb`o(c*XzdJ%hlzl>%?758VxOylHf{s
zPy@#VFUU!U24=f%PZ;Uruv$7pOXjTvp~P|{lUHCt{80S4YWa*6IzAD8Oc%E<N(L77
z#!E4$+b&RUkOz|^`F`tN3rkt47bHkUnu-@XyRwVkKFgl?8?<%<v>%Sih@P}Y)wC|8
zM4V9CBOc_VhnrPzp>NNokGY)#wQ*;hSP=#-c2yC}KN*9HpscW_jpS!#FZgs%7db(S
z)cY=hW?8vV8+!SQ%@4r*xCnaolDLO-BY7GsI9SZ9nrLK5vyEw6$kC?IH&k}n%JWsg
z-}^=2nny$TsUPy6^6!!kB85))>xf;D+IEoEZrrkKSx#7YbWJK(`?WR4tAz+0z7jvv
z$DeTA5>C;4Nv~XV55Al{yPt&&cPBSWeeHY23fq7?blL6-#I1B94#hFl|Eo!6{oN!}
zz6`>RxZwF!Z<eK|RdA8Y$5fmHo@Z9rN_ihzAD3$E975|84BTt7>mR&pzDN(4`2MBd
z%ZjA|nKf;aHthY6J6WfAyyYuE?gR!EKQP(%Sf$wyuQ&^WSj4OEA37);nqQX#RGsV(
z%zn0%^{fh)zXQqKnnlM0><#trd$|N__9=JBu_tre&^BLbmZfR&4z(U}lql+Ayt(*K
zJhEn9@C~_6RyUMu75m*Q=B_RkP#!y2gKs8%OT?G6b|gJ1e-AOT=pRtGU$2|61Rs=R
z!`+M<XL6;=bkvx&Ku9iN@E5;>dK@4m4pWugkO5at-*NY)O3uvrcus1e)@;cifD(vH
zjQX7IamdlfQkr1rp0cJcDysDbxxwFFhxP`Z$84q8J+y>xGz(cLESEth%G6Jn>%exA
z(kXAaN85+U7tjf<r?g)qE`oc@M*iwB?%`k);4&um_DEAccsLxfg}vo&RfRl+*XPPg
zxHdE1ZpFZEXvYq`eC6|mkl*=?fB#|{eSFeBynk%|(Qil8q@f=MV&yv-p_4*8xAAu~
zH~69{SYbjBz;e33N7-tx*UC}xc;^68pP&pper4Fp_>(d?yJ`F!sKHRV0f~SBzNyOp
zZEF0Vk}>~E&|s+<>LO%Cl86>J<^8~d@gmE9BjP7{KoS3>{0g^szO&62vX$mLF&pKp
zM<)oNP)_^R^2>nBVHA&Aj!c$yeo>vji}!EE28$LpWXt*3ha5%{kThY>T0a>Wb(Rfg
z@5sy_?j-L5tnR;U>7pL$&Hv_(yCPA61)Y$9w5Rmf%{Hqy9QQ|z%7_QDJua2n`iX1?
zRiLb6Y7KZ++z*otm7(1<>Xl&o@Af#}Wjq%F=c0-law&N16R7f!TB5*4t}MuAGo|?u
zY?rSj(0yuP3rjdKM7H+d8l9-Le-irm&O`ZT$UPqEFf6v8SN4_CqxTVp6k(xsCMICp
zM+bcO_3*hP)#2<ge?l1i{Visjfk(M@jKbn-&X+PBj)bosR8Q{enZIl#qm*>*^ed4!
z6e*pnXD{0j+~w##q{PaS(+nM;#f^@6$Q>W(F?~$u;W)EWs3sZO_lss3CHSOHS?E(V
z=Vz9qAaRQr%v;^vxbH9gY3^V%^-4wMBBiS5ar3V&#h|q#nlP)MVAZp^FrOn>sY0bL
zX3ZR$3+Ti>i0Ygc|Kf4;1N1}oj**SG%YqE$c4*VqRB*1zn2+-zVk{%^IBqwi$sE_d
zIxGAfsAC?t!bvFE=8i)}*($A%e0si{MIg4%U~9n7y@eyP(@wg@Y7d#Qv31ieuh!LQ
zH*%8q(RNunSW~%=Yrp&s+3wFTN2$rjBB!~=wI6D4QF_|bN_~2;0pGi-b#JE)WSS1!
z=is<mT}Rz`QB>+bYLT0UseuC!NGEa~*JQu@2c+Tw@&XoXDEQd(Pkg+!q{i(evjoDv
z(5Oc$t5%_OFpeHCXd0jf$_?0(D^<gWcP8f79JTMNFF!c7=!It%hn)k(i&iP^H8Go=
z;iQT~9J|6mh`j{UhmFpujdm<h$u+WZOcM+zx4h?Pm1IA1a;3TW>8r_WL^CQM$2L-K
z!_oKBOACqW^`nRr>azv1_7aJ$+=B<kJ{U|g!3T^Of}!iA%Z7xwJBdF=vpw{radtB%
z^l$!HXbF1n$;w>wdJ~rPYEp^VF2vsHE~~lJj6W}Xf<uNYb9jx#-R$=4%zA(PL@KSe
z>bGd)`c}ysCZO&EYXo(l>yXKJ8;~f#C>f;yzvwD>yrJ!IgCYV}riI_U#Ra^xZI0j@
z(rD;@*T-J|3hSc<>;NQevS<8we=@`C_;GetrLl^3YHh7!AqOD6PX{_Bp9HssDn9tm
zZW24Sz~FPDlUOM9Y2rceIZz}8JImr{RZM<iE~mMe0hreS3dDU=?{a$TKM(kU?D;C}
zL(bzjW$Sz(G3pwrBJ$}f!}mCo)75WhEBt&rr28&}eWyiEQ=h?G&gMNcEq#!Sb0Rjo
zyR7qqScrhNUjzG}d0y7a<Y*V{(9~{R(TjrCrcb?5xlfgVP80onAi*E^$?F{W27c%P
z>TX({m}-xqrvq3v)Ma#}I!MFkj&0{b4a#sdt(=XbS9H>2#l}0C&JgF#WhF3zMZUgr
z#ya5RD04vr8~h1_|Nfc<x{*+Em@4Ql%Kaa-^q;iPf8)GI0HIbFUI#vfo$O?NyVpu>
z&%|%m46R~Byu<vz1_+UASOK^KxMVU*a=e;?Di$hZ0bBcjWqwcc;E*C{6j*Wo*;#!_
z^*^9Z0bIuBXatZsNdAf!r<eru?I(sZ-hLdiY6jxil%HUSi2wqww{nOnG<fQOl6XdD
zdg-g5eg^`RXiydMja?u;I!tgm2V5S(4KCzB>Ph{k@2Z5DL)h6$uef4Wcp%pX2_T*l
zYxVP8^*bs#1!uPcQ-Gi60t9{}K?w)=Br}>!YaVJXOB0iKJeO4?cJe@0`NHe-vV%0T
z0h~n2;$Qv3r91ZVw8VoSh`p@3Kx87qThnWVjRzY7^(QJx-SQIs*WolRLg*pLP`}0{
zME;Ga;tXDj#eOHavW4gaHZr43r7Fg*J=A@FAvGY8DB&Myh)AMixb}>Tb3dd2&Z-P*
z^;|^7T}y$;&d84Ha!{LM`I<1HX1JS(r-T{>i#+6JH$;iDH*GJ*{I)Z8-EL1O{`_D%
zqIr_<dBJz@FFUHN%LkpF1P7vrVe4QXxwXcw6_*uja)94n7iADC{Klghk<v{JGx=iF
zf=OQrM~}$E4WxQJsZYj?X9wB4maIUB1<d`j$6fvJ_RCC7`Z_wa4+-}1{JBTrEdz_E
zv&XQ?EU-)Z!}`!Bq4BPbCBMHLH;Q;LOueI76#mQ!E*^X;19{CFZN7qPS+JUb^WR61
zV|vD|fE|aQAg3r01#+(@oyqoQqZ6f%AYbZ0uf%ulI#VHdetER|V-IAjcGgpSn)>>L
z*FON5?Q6bf(=WFIdl3H6TN>xUlW|3tP+okrkeT`sthqqWY;Xf~Ti^#CJ@hJbg6F<|
zkT8kNpO>am3zu>k+WCR`K91~758<<ab*&eVvG8-oK1yKX+nsu`i3xRFKdM_o$<byP
zi}sR9*~@dl5Vz+vsuj&$Wz#*bG&j<I0qoW<x_7=~$4*vWhC0usuDye-rq2cM6z0-<
zh7ka7ZpzDR_|HQQQzas`24ph~13xr0`f9#TJr!w(qpHm$*)+f@{naW4(}%)>!E8oy
zxQ$*)dJivXgbX6fKy}^NUfA!{1*#0(FOL{$)P2hROg~t5e^10C8(q{ntxT&C_)TZ_
zxL@{r;XGmNP`69l-ae?YDVo1GQyd5`|Dh}HrtEsT4P=r`%g?gEyRc<4-X_jSqM{$t
z7&`}Y!f=K?p+SIb(FuRmO;=I{8t8|_DG6E8YrXRLIwl`958i?uPrpndm|r1j*k2Vr
zjoSMlvh|?INwKQqQrhu!cMh|%eYRr4w=;{j2*AaxJuh3-5=pDd8w?V}tjit%2`e1Y
z{EtT<;faLIUjnXHXt|yPz7?RZpABE$hIetrV2+{F3S;%~`~bb0cChIC^Zf&|_V*ac
zik?)!YF{P&DPR6#OtEOGhHNu0D9xk-0#8Hbtpu6&U)kWI`GgLATi`zg%>_iU*E1dP
zH|B6p+*r4=vI%pU5@KYkzFZ*y@xC{ALZm1D$;X#j=r(VR8_ExHZ=6+nYW)i7ESMNm
zb%+zQa2aP%<HpC1bB(nYi^-vr3;t~JGk4v_7bCxF_9xinMei63L@$}*^N^bE?`JU;
z4`bYZEU5V$n1F0M0Pb)DEpWiQcXX*+N><G(niZtHq>h<;sA3IVjf;jgMN*7uAAd3}
z`^%^UTpSNnTu(&{)5@xL>6^Gg3OC#56ajqsmxPJ+zvm<V<R$)m{R@RV`K^NT4kgy3
z$>k?EXdk$OkaqRR2L|%q1AG8mRJh-2zNV&}+qT%NO)TVPrqf&u9tctXAz)%@J^Z^B
z43!0Md6y8pi;~?yrUATvejMe)Tijevm^fEd0WRPjdAPnPIa?&n+AaF2CKgDPUrG|{
z(tO=rGxocFn-iG$$$baT2!eX~ByA16=VTLl^PeyEIMy&tcTMZe)C4^FEx{j&n59Hd
zat%>5=YmiC4J!4uFW-I?FFKy>Mus2nr>y6aH}#W1PHlJj7eQQ^IcW7+GzX#E&&Z8e
zCvRW61nRvwFOEQnjIjLx3N89f_<a{9DfSKce$i{K)A0SX6+L?<|9LWpjg|;F9gr&+
zjgfp~UqY%7^Umi5Ea=NvIo-Q_SL&@g={gPQXS-f98nUls-htADbjgY2L6^rImEFNo
zXr>}f9On795)B1ACuhn+FT|{4MYB{f7B3ZS|FY#>*!PfSnu)WlI;+YUG%T+Ny=(|c
z1B}wE-_UeaX6|!P>8=fd6P#Pg4XvV>-Opf8u*+~(U0+%ByvX{#_UxLP83*?#V6mP0
zYD>ILS<t5Hz+<8TB1%(foY83iJFE6kjZ@V@cO0fGLTMh0NX;L{A=ic%j3pu`x;HV;
z2jbL^PCyg-b2xXIG*wD%Y1leNkmE+#AK+_Fi|y4NdA1AYGtcel{Q`BwRZN5PvBsrJ
z?)Z+S+O_cSk~H=pjc)%8>>tOJ<5xsUe*suIFGo>Ap~xjQ(s|YLD)Iuvja_z0N{>US
z_dpEFhIPWpKmIMUTD?TW@bU;jc-nXAdHeY}Klc1@R<N_>vF{%a*J|r?H7*H0XQ>~r
z?>?Oc%^Ioh;hwB`jEM{H{pAT-v-3@_t#3vDHfmfnk&=gDzI*z8r)>>>FgD$S2Ohzr
zphW6N0_Y_t#%>UZdEsre-+@NS{gd(!=tYa^D@AF%m<W1OIr4?vnlcnq5CNQd!%7O|
zne!Mj91oB<TPWr16wvusK#A2=8=lQ<ZJ+;LdZ*i*xsI_pXZSdiFqGht-09B<ddTy^
zCa~C36og;z_~^HaTm@+?XqgZ^ujHfT*Kw$_x5;Ql%csN>QAlUR^^^rKY9iLSvJ^D8
zC*lqs0~MI7fjjzomU`rC);1{X!Nz%wq<wjoxC5m=G;A(#<g3jEg86agt3#_$$Zd6M
zn{hIx6f+?|eWHO|G&1(1qdxT{l;r8uNVPS7xGM|hSW4$O*u=ZKG6+TQm870>R@a$Q
z>;CK~_qX8q&sRVtceD2GrW}34z!lOtYxxw4PY)vQ!N(p!#mi(a7N|6FsNOs+XdNp2
zA%#*hwP)^nPgSEe4^6wZRz`jfWL4RLoOBh~zrTk;rFQuDqdS=P-_#|6HY*3UA>OOr
zid9zF1FV-Unf+PIg`4AVyl%BH4y?7wyHN+dy_8!cehc*IClVFOEVk>adIaJxMtPZh
z^%M~%l!{N4kaChJ4oA=K;}w%%6DB}VDM)kmW8sQAsX2v;!rivu-0?}VgS0K1thgt8
z(9g05J|Cd{>NOy40Q)|p<gB-Uv-te=)c7-8<Wh}sLj@;)F{X=JYh%NS9bu$oH^WmK
z3>qz<CbGKLd2d-L-HAc%Q=MX%QB=hq^c|ha0gsa7Kpz#pJXkj=S3n{5H)8%@DSH1e
zwJ%+TLX}pDQYgMTK@QL);eF8%9X<BN-Qwf~Q5l+-6czw}bgISU0gkeWfp?`ToL*Kw
zevI$2JP?S>uQ#r`Fe-p<Dc==?UpJTa_Y@5KgEbgPI#lTOzxK<P&0W$o{N|<Rg@hDX
zRsk|_9Oa=CqKdx$3`z&ttGH!$Y!%nd>2sj{eLsttFV<t+P!XDY0NnK~fOiSZ<k?(L
z9w&OTgI7y;Z1`N-Bm4stx4-wy8LMMz;k=;T24taBMaIdTc1Wfs=o8wLcJuPY5abk)
z*_ix!Em>P)$jU5m4)|o9t=Iq^_C%BNyKE7%{KoAdx^vdbtSX@)h-`*d-Yx(g(mNAl
z4VWSre%~Dt(y>_3=Goh}A>VV-jq}R~p%iisRL<h%%wc`n*1l0zS!MjiOE5ptxMde~
zMh*wvQK?9PeB+@=h_M0cZtNF7#nVtv-hnG4*Ikt`$vv%@y<n@%*$)Q9s#YwJsdtv}
z=Demq%@9ED+++u)XxfZ1JWqYWrnvH^nYtAFlejF3+b~RW2}tReMmGLzW+hjw^Oi7&
z%<5!ceyd#$%%#3PH1<Xycrrp|E_D+vZj_(q|E*$T{lma8pz^oW`^$b#Il`tGR#gB4
z`AK+9-D)L|V_U-6B|yQ6;`qD9{g6;PGcl8lth7Ky71%i-AFnsOf1}I-BjQVLF8w-5
z+YS4(G$rWWv&w)Rf@A}c)MQrURtI$jh@WBY`66><pL0$VP7y+?fYjaBPasuM*O#o<
zez_FDD)Sk%v{t{>`w5vc-SxZop_0A+`ns!PLvf2YGBNS8{Mnr``>Wr56)qq5y9_IN
zLwhIgfnAj#xTnI`Jqt8A3Oo*lL3Y2d{}N-FW-P%nG5X2R4U5>ov}mDI8andcp=)+9
z?bP-DKg<+dH(lPPph(SQy=YgZNkZ>OdCIRe^wYV+BI>W%Z*K&FoE~kHsAwq~_RINl
z!4378$gtYo1i8v`Fy`I3uHQgo4VzJDOZf>57HfE$&_$)G=gHoI<2I`QUDA6LAhSXO
z00CI|Oox;u_gi@1@Dd2gOiHcpfwNOW+|za8B#Z?jz%_waZ8duZ^iDnbBEldwoO8*1
z`1#&EA;YRpwhhFE^kgHU)Boz4OU4PRO?PCgAD+<yZWq7snEsN`FFdB5u)_zUJHJh)
zs=+<qKu3|5K6x`O>>{mSW)b`4naOm>K(JxUUHMU;E@Y53-eA}3b-Nn}>Jn_F?uyV8
zj(JhtRQ)ksQXk{^^=V=v9v_l^$Lo;D+%G%46#E=_gL))4ZnBami`;0h>(_jHbPgbB
z70SU<VAKZQfXv2Afkd2jT|v-hTx<rdA)h$W>cxz7N_-7jnzcq-Q)`xTkTA<Gt;i|+
zbvacZyO4hE#`O;X$%@hFYzA>A*Q-hwO+o>bTb=KOze3mrsbB>8u5qd8!Xvq4gBn(-
zdVaIJE}IcNp;QSpW9d_)Q;&m}A2#{e3)U-F>`6cd{aJSTc|ko*{!7MT<g2r6MaRb<
z)=9xFR^{V#g_^34#Iqn++fZQfzmc5v%gs9JqI+Rn7MB_~6RQkL2JIWqJB|@xp%Y<K
z(scm^dlGSft~R@^JF$I0ya8)ZZTzeBvI>=;yDoWR7Lqbq*)>gxQ7^;GVg#0Ek0Ayi
z^9l=C`Y7=>XlG%4X>um_x0?6=4>kV<XF=vPqj((SMl%2X?t!DZT+P%6%mdVXr+C)p
z2KNtHXM2Wv({H#gITyaktC|<S$*1JTJEWHdmi%g8<#qpi=0oez{Wq7ZE@}41W}Jde
z+NPZS@vm}uDPln-SYXsVluoP1FFrk^tTc2&(I{HtOMI>xdZ1X^(mVu?1^co6erAw5
z2A%g7B!JrkY+IS`>hGYVyhMy=qF$|bB+<cLZWa6aTC<dY37#)`lM3DY;d;`I8*e!W
z>YKA<9EYi(H3nAjuE1*~1FkDUS|9nnHfBSXUUpEv4U{>|qd}SDq39{s4g&bR@M^+o
z<2AmSvj*IXbsP8Lj}6p|<JgG1JXWDPH@dRsFePUGTnm^-Zz)-)7Qi-d*mGC1vB>AC
z)me}cXl6kS62J!<5x&kpRR3rwVAghz!^`~5;hW7)Ha{q_)Tv9+MB^NF?NifgzpaO<
zpvpmI^N~%7dp#V7^d2YHUYnUx3Kz>Ot>FR3LSduP?>*;0!IV(XLDtWi1svpNQ|nn}
zH;!z_V`pY--czWKdVVG<yM2XLk=vVGvq?hq@`ni{Pi#~%g@Is1zr(v7&=3R4uvVFg
z<)PD}^1iPn!TktU{|}=w(JRo6>wdjRZ!1$gQnSnBe!N`eairhd4Qu=L`wuL`tJ{#e
z&{l6Ez`~<fZN|3RxxG=Gf2e<;J(qV6G&D3_7#ghO@*SjBax1;dc#qu@FRQc2SA7mZ
zKD5cI75ZdQ4|0{o&rCW$MU%anVqZ=;?WM;=+0xK}GqYB9b=UdMWpryfB*Ea9l?fqY
z;&exZ_qV_FAsN9pTE;z4tbJNg>RQ!7G&QOI9`nAdXj}o4zWy4smg4!#;O6H$XR>M^
zh}4Tap>tWeJ-6;5Se6RTaCo?p>3e}a7Jt@fKP%KfK9oCKAua46z5S&KxuLYne}r(g
z9-P~dvx*zMg>Vc9Z6c^}roAY5CYXbYWSjbl15cNC`Og7^f7lCi4^XecHo-vfg6u_e
zQ@9;Zabq6Trp(y@z1filMHd!sHp~sEI|j6Sw#v(>d;tGX5inIh|LuK&Z?p<nVI3T*
zNNEQ|<o^<0e)Xu2l@;sUhcYu~Dxb}Pp8O(6<?P1A_HBROfxo1$fy%$U5#VkC%C_`S
zf{xa2+8Q_)n_#fC4Xhn$(h5h&rqlNiOtuphc(+Le1ji2knd$>tnL;Ne!}IW6$I&**
zzqbnGTI$kR;)2c5i7)EYF?YtmGYss>g#>;Lw6JRN7vBA4VLg!$LLR)(y08=eHj&m1
z5ZIWH53BBUCaI^s2|OM+xtH{c1{>T6qp6~&e!EO9zV#Rq1*P8hM1X=zt@@GHWc{FQ
zBvIgnY4z!_GCZr|qhy%_2(uuLBbZu3v%}`;V?_Mj4;+xH@atnDcpXQWwSso&*hA7~
zjdoDQpPf~k!1P;O#Ry}Wt}#EEVq7vg?fK;QeqspRAMK?xEvY+ilgak#*6WRoGU!B<
z3)G+>Miklr`seh<@OKgklWPNXM#@0}-np4XKbvC0Q2Dm;*KIJE_h)x0!|SDgL=E$x
zoA1VeVA(L9V1sppWzIvgr5AN`XQUu>ZsRrRdXUfXEt#HK!BaozTQDfdr)qp^d-JvT
zY%CB)CNI;PocUqC@NN=l_1``;Ni#%PEnXN3L8$UK*Tu?&cHcQL@B`$;5`Kx9e^?s-
zPIdne{!O=3#H^sv?j5Mj=GiBYgYUmb>}PQfkQ<257c>bp7NU^O(ljxLNU4ajLWWa6
zC33$Kk>>PD)oQ4981?h20I!xr3@pXg-2Ump<!1qeR~CRzSM?sTY<(DVG_9bvCzNYo
z9}nJ3yzD$VW|ZowOA$;gszBt5%&$=#eILnCXeNkhotz4riA%F`)*oB@%<73BAa1^F
z(Ed7*AW0#SCXu+fELMK%z-%3T8ohi(RLtvO0jc?e1^~Tkmn{0$!!`sr9XIcc!wm|+
zooRq1Xf(NCo&McHv@;@e%Yg^1$+f|FDI-4k7j6Ru&}{%h8Ox5Fs{9`=8yF#vmjrUx
zeCR^Q^h0-+Mk!c59;V`Sf?^AajVf8}HQBOo<VP3$X}!WDogNW_eBzMW+v8Mt-EeL|
z_?VqK#@<PvwG?`nQS_7ZiB{5}+<}?WL#8`kt|$Cixhi8~n>q8PVPQplgjxYSqH0_7
zwXrK^PCwnJXgI(f2?EMg5>?kdOeYn7UR{mf=O4Kd7njur8Ar}TX2AtSFcZK@ZKs$m
z83c+6|0>h|)Aw3z2#~puGu`0Y)3_v?aX&+#7*sj0BimCVCRZH>tsJO(<-mPVXi6;P
z>8gV!$4hV0Nsc3gbHC|FVqIqx*GjAFi91!Uriwjr!(lj&uN+{mn$whF|9YGa#U!P5
zwLL*TMYA$O(VlO8m*v4yl>*c4XCmtQTmA#=ru133de;?cAKTi>^)`p6H9cMUh_Lub
zW9|(0>Ml0e?RvSMUJ<w*b35veX?g*}?H$fe^$IJAz5^%l5dH(pj}<<F*dLANKNh*_
z_!A{*1NhRMSXO_uoqx8U|N8oSFN=m`NKS$`WmhH*24;3)6#{`{cD%*GMEJ>om+**E
zt3bs*w+6<ngfo#ir1BlaP4WL!bLHVs?(KhsBqiG<O9;skvdc0vIpqvTlCg{>rYtcS
zvP||SB$_NoLeZfJVH#8uhD;bsrm{v6GS<i#OPUztea`!y_xc^q`*zNIUB5rhnZM?l
z>ze1epZj~?_xJO?mk+$?c<MrF_Zi;k9%mh^b=ISVMPh6$*NpbDeQCZ@g2v-FBVcX7
z?i)$-7{TtM`OoN^-MB#D^`@Qk)qr}|c|qT#ma_aM2=|>8J#R9_akTk{yZi*wEo_Y9
zX*01$o*Lmi*kbQw<2mC;SC8G$!hH5y^yO}n*+K5Y#^C~^%4K?<4k5W5zI05vJo{(6
zH+Txkf%P9DMb5$mrdQGj9bWb=xemX!cC}k;#}^#ptM~2lZ8HY2s+`f|_cKVqWk)6n
zzP%x%A;EN?_B#goXkcF3dSMSI=8_Ch)LjIK0A!grqkx&ZyQl=pJex9VKaZ7y7#`7D
zoK!}>8I)KR{A{ll(QauNZBjS=@W8BMr4~b`bjJ(nvBDr#OJqr7C3b+!1_}UI3h1)y
z+t`o|5N-n4mtdpHtb`5FG0Gm?$X8rro;%@qw1Qk!?d8(>SJZ=CvNp~33C)szKyRX#
zLlI8>a6<eQg#KM0Xr%+rsr+pYM<g{7w=BT?vc3VzVk`gd_Lz=DH8sY>QwL&kSm5L>
zIWOUHFP;?Ea!CNG%u+XB|9cO-X<JUa+x1V>5VrSf^V!umfq9!>)CnrH@VZz(QLeKN
zUTETp4N2<D+WS~S{?-GU`VL+*>9rm;;=_4)kwGizuH2-g9RwE?2Ohwiy8#+dhb;=c
z>875tu}%vKv^!}11Ds%O3Vt79vNa|BAFj9S<D=l1QJ3u)#N?qIv;+Mr?3rrPg;Hoy
zbpyR4QFM={4n&aG{{&*l>}5SQCiYTBD4oKNUFLc_oB0mtTq=X1DAg6IR(hYrUPX%?
z`AN|FS{u>lv!{eIb&T3~N3lQ<*oihPKb7?(^Z+oIf23*T3kSt4^6me!m)mm9h<9n8
z9((d~Q1Tso3JQ!~Fb~R6zpwWi;V#X4C5&M<#{s{t1Ur!pGL>qPCvE^os^)A(9Hu{H
zKh#Bc$I^I3b%55v4mDE3OTN417O`Or481x&t{KP$?Qf9SUPq%MT7y44v-iGbj6g4v
zHKt9He)1(Ty`bBfUt!CFRU4o#Uzej1j~?V{_QyX|xwaId54i2LVeB6S>1{Q*eXM77
zx+_u^hq)j4kmDW=I)~?o@6>wvDlQ(x(d|WMvzqeo*?doPg5c}R8Q_Doy<K3BQNDwn
z0qldaLLIPouCg*C-dU;LTNG0oIzV#>D^VLq=kismSDc8aLD?Q$bJ^9o2YPZW(odru
z4<xgzkl*h|t<^?M6@#1SW*Fh+qOLE#?Afg0g3adpU7zGo(Y>IRw#Q8u$|&u*T1m*Y
zCWxuc^%hCnN>dGe0spy**PUsSdVyE{W3#FrzJ)$UReb>1fxhii*DWu#GrnSkPTepo
zq-#;FJ-JH|5pO~l&gV$v$xmbs+v7tWEL1(DMW`1G2KzqAI+l|t+gg870YEAxK03d)
z0Xo70@&){GDr}XP70KBE(Kupn*`~#`a4`9HrM4K}U0Aqn7(cYza0&I~aZO}&mNsqQ
zc9Q^poT}`+Fq_=<89&I^S2o<o-fl6LDuoWzoxC@?u0GR!fNcAS9H?yFo7}|5O^Q&;
zDslFebRia;Uz;PkIl2efDd;xk+&U6cR9zLQs6};j2vGnRGK=%#SNYZ>ai3bq8lOFl
zmO>0GNQDUYkYEd5nV3%48q|M#4ac7Fa@z*b@>P^;StUZ1`t@B{!N)5k9o;J4quy(v
zpC5e>hPOjWBfjs$LTwZ{(FXy4*d1OKx8IE^m^8(BnB*78Vff|=BW&q4r~K^D2z(&W
z-SF*DY3H^8^krW-=@d3M`P^|>M1d!1POV4RpXTzUzRuUyk$&sYtuh@`{i48{;9jJ5
zxubuI{xxD1>hhLI1mChIHVO;-bKW-#G>7iE9Sc|N`;_=8Vpkq20^5=3H%H?4+j+(!
zSh8#%J+Ve^Di?Y)+N~nmhjI@0ZKt=S8!0n9Vid?f=O4Y<z<o4nRm5m*XR%(jAKNN8
z;JaLhdYWi6k9C%tx!;{VXAOJoW;F?x7g7J!2+RK!*mJWdb62f<>*!CPf5=4a(+jK$
zI5U-maG1@k>PMaD59C=3C4>r#sn!=j(9v!sFsJf$h0sPBtsK|7x^9x?QS|Dw?6Mak
zv`M%krmL&sXve-e7fg6cOlylHWLX9`&niDfoCykwO^2vx2gj!GRL&=K{&wO2^Y<Eo
z4q0dK?B1tP`5xkvGIymxj7jV50FAj!RCRRD(%oIJkgeobEj5uvVeV$68Vi2ovg@=L
z?eIzWgJ4^av6|B2=3!XXc1ImGkqPlkyi_sr+_b<huUW@SJ2MT&`lsUi%*Oi|?_5qD
z-^Lb-OhQ_p0c&a}4Zv?B#SyyF_HENq+H?VwnD^cRQob=-`9MDInN-|W8^#WK{NyE(
zh0%v6FG>PWm?s~uF)GWw5sEY#SlqJ>*Csg2Y1GH98kF_VHb)tiybHTDW#5VQeL$GU
zd=|I{_BxyE=Rc9r4>8$ZvtUk+kgo0>f*55|M)y_seCEgQHgr%gOuH^dvHS$dXa$;l
zYJ)ZFI~nQ7o<rA6b}mq(8k-a*5p~S)&vXK=5uT6hbOmyC+r-)4z$&Mn05HI_R1VJ(
zR{!qtFYxRMeX<5&U}eR(R=}ccFo$1tC~EL6UMEOKY`dIj1B4=Z)p4A{oXd;{C%+7B
zcS|w#PIP!GoH^7Z9T+!EhOx|+tyTrzZh$@j+0bNJX4-V#vUnvhfE*8W$whTko?!ry
zC$6mSVpUZ-x_c&bH9dF&&J|XCL4%)1xP#jOTm_jVJngG&C?fQ0QFjp*dGUI!a-R>~
zSuO_r^1ln;jj8pvz!WlW58&d5)f}<TWr<_e`_DZ}Z3oWR&xR<Ham^RiN?56l_P*iR
z^PauZ0@slODwjT{*#2}37Vo!7FTN^=XHmjzQ|1sc-Owc&idJV#Tw$1H(L7I^jVb14
z6w09OEVDbOGQ6K+VN4<sHXXTu<M6=&f~jc$Sz!YKI;)ZE8z813jHB=J4E!;-fr@J+
zR|DiZ^UWI|)_&OykQ6Yw`=)h$&m|xq@ErITYv|(gX+B{9Ld}eE5-0!@&W8{j+dq|s
zM9MBhSis?(8`$8-u!CL4q~YwtWvQz&Y`{xnx;8)yWZ0<78C>Tt<$bnbDxmiM08>z)
z>>o=e#`QOsD<y2U5iy-MEpA1}L?ZYcs;rba6COz(xfg_jTgxLl7fcCDA6J%~sXdUw
zUZj%lOoNqN<cGf2=0qi^_!A2LP=?OX4+1YT#MLHB4kXGvpJEcKqipV;Iq|5O@b-~L
z8#E$y_KZVWiBj5>yTQ#d#iYU62D-p2_2Ks6DL?UR!8$h@yGnUFWHlrdbKkhbW4d>T
zhMe4$6_l2-*5uvVSH8)twz`|z5FxE)kaR<{-54jJWDaztn*Rho7Yn=S>)goMmOI<%
zr2BlK7=KsfZ6jSdKuF$`YoLJkK`^$GZAZr(s56L0V{if3@KAw4;M2B$JXGo!D0ujp
zMN=l?WBtBvKOj%!jPcraBz0Z|gv+=%8gTyI^x1N>UX_>rpD;5QIQnmH9Df04BAx=y
zLg^-~yn=$+2x7_P$9^8Y0<AWiU3KbWXOWftx1&y^h2SJuk*;-6*X#qiuhDH^&z&Ez
zt^6dYnf<!7PVxu4o{;e@H&IbpY1JaVw>tED3(uiv$Dq{&i!!5fqti7h1Lk{298$(x
z%3dZaoW7XCp~QzAr)EollHH!i0qv3k939H$AiQLIpDc62^I+%etL}ubqVAOe{_cTp
ze(*%5R?h9pc+g^CQeTjh1z;i#n3sDdF_Vyl(AD?L#OoXph$ts^1;!Gh03=_E5r@`!
zKjD}Ma4jk4A9_f4+dmo@NnjfwZLSTT>D=$`_F$1AccFj=iB`!dtcz=MRX8q?aD&b)
zoip&8+V}Y(?wdP>d3#^Q&HEVyPgj#eD|`uQ^3h!#n40hJJm9{wYA2y4YSpKEWR9QY
zji7(%*p(Te)QSK#@ONF+?C?VZVVGa$8bJ9ODa+o0S^z-#|A}q+qs86caq{jS%-md*
zp*+dFTUM=|@O4<rd`kCc=2C;Gk1MEaUc8y3^jM^++Ie6opPHvRYH~b=)k~&ae{xt&
zoo-X=)V{XEEdQoat#IRI1I2zc^NVFoH&k{yQ{UUY8vibes=#ahqT!1KksuFHb^7ze
z!t09y{zS;WxPR&|V6uOWeQ7G9wdw0<*O3XR{(?u0+I>uFq=bEA?jFXfJ?u&YOz;WN
z=+l!9!qvDImJI4nW`z4(*`CdpBsyc8I_nDiFfWA8%$0oHJwGq^xK~wSZ~xwYLE)~R
zl!Ph?;z=iemDarm`eOZoo}`~x+~#p@K{J>tc*S@W?GC>CjXSVUU&%U^Ijr^aX%$HN
zf|S5zt3Kj4Be|?jZ7BPcAR6Tllq8$q^ZP%U{l3*P&stoF)c&dtE+MGBxc)xEeb&Y0
zimEY+@MBkneeC<gX$@;%8`z~CzjdY5&0b+(PVyDBNw=^1d@sFlIGJbIVR+CbJQ=H4
z`9gXZ-Sc9b0eAV)sczyxOKS_V=hj;V$M3=Tg)eyuunfn|;10kEzx9gygP}b^&i;(S
zJ8xQYuz~kS!UNA-nsU1Fp;cIg5ktAWx|FtDwtCXZZ}o}jaivP*g~MQ9ing1_+0<Lu
zhXI>~`~~FUmiJZs3iA9BK7HT4wsdNNttiY=_Fj6OU0+xv))o4d9F?yhFyf9rXeB+x
z1o!<85fQ9-tYm5z4qNwytcarf$Ug6+;wNNmlorL7k8<ZdjL3-4v9W#AffURx6nm|(
z6+Uf&JF`{!B)y|s;Zw-(9!ea>gXmlF6QHckFswF0nH#{7TcF+VaM;}RUBN#g*yX>C
zTv)1aMC8!0i?^hBVidZ3<eui41GUMRdk|_$*BDcx-2Xmk*9Wd#OHf#9<1Bv&MG%Ev
z%FuT9v1wd8^}~dm^o65i-Q+>3iF(KOCLPz4^ZZLlDSTcX#N?B2b~jcECdi7TIzb->
zgMX&^1iLg(J#A1${M_Dd<w_?pjFF>j4l-zLj!>djpkX=-6ke|K1ob3BMlB46R@)7`
zLRnOs`8Qo`$tAIY4!*eEuc%hygY#Z>$<pUyjV6L1EqlgHBhuc<P(#cZDpw2ceRQfH
znN!p2o(~w(ZY08c<niC#^a2hRdqz>K;vp0^uNAX^BZS)tqzP&Z0SvB!iw9by0OC?u
zJZ{<rC_FO3u*OuD3HvZWs>;X$8n#L}KmnYOEyn=^@IDmSHlN!9)&m>mW0tQAkWrj%
z#VlY<N0u4KLUQ7V0JP6#!#<2?vglcUaMCb3<JtWa<M)NH@ceR@UpXiKc=%uk4^SVP
za|jO8ZW3+prj4#^4y8CImwM#2<CVGcHa$ui2m`W>lx6jgIM&WQfM}G<r>V(sZx$@?
zT*2Ex%MB1jzRK<#E5_-`uY8ZcDd+#I0cXqaa2+9_{jfvCLNrOs@G1h*0Oa7Q&>hSY
z1L*$$Fa7*ZXb|q(E5v&pwlgf!s@nNFMARzQbL|n_KPI7*PMZD`<*=8%#s>L5kNHWv
z<y&S>Yu0;%bC%@sz+C_Twx<8H%ztcEQucjMS5B+$tuW<L)~KY$*hYg&y#K@-{aWx-
zo-x$BU6xNQEFKt&U&{~6SXgc=JsoD$q}QX`IW6g9R;)tvxy`o-EZ`tFH+Lbh^0FK6
F{sDsy20Q=&

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-deep-learning-transformer-network/images/image-11-Transformer Encoder Architecture.jpg b/apps/api/app/data/demo_documents/stem-deep-learning-transformer-network/images/image-11-Transformer Encoder Architecture.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..ea82e29d3969bed1f4b0f7f1ef63f714e47c04f1
GIT binary patch
literal 41229
zcmeFZ2|QJ8yEwe0NJL~FGlUY#klB_plThZNk_<a!o^3K^4xtoVC^MO7k~w51+dM?(
zy^R}t_?Dih_o?3ZobSBnocH^k@BII}->TNyYv1>M4fi$Q7yb)=8aSh>sG<lE5C8xH
z_y@p`0oQ?(L`1|yCr%O*6O)jfJVi!*nv9f`jDhMb1vLvJ8!HPVGxIqv0iJUlmpGZ3
zdBrYVx_m`MM1+k;LPlIjT0mGt=x7iE5)u+JQZo9}r|E^*nc0Q@=@0$`KzWj2<Jd4E
z0S9o5l7Nts0N)I-f$Ka$@cje)`5`z)c>Dwr@kx?Xq~Hr>XMke_goMYA6P`G6{5bfw
z5BNQBobm(}`;}`%XSMDTb2v~7`NzCD$thpdNTc0{<PyH`_=MyXEgd}r<9Ti#-U}B+
zM6Zg8OGsY7p`fUwtfH!O`;M-jzJa0n1B-{2R@OF7&MvNQ?jD{2fkD9`Pea3E<DSPS
zB))i=l$M_H_FZOHc203gX<2ziWmWaZrskH`w)T!s{R4wT!y{it5i_%M^IsPhzb!4J
zHn+BScK6Wx2S;!b0EB;l1^)d9V86jd3Bq;k_;JGH#7A%u9CHINLdxSO*sl;#UDG1I
z=Wv!o$p0j@e9W7oMiNe8Z6wWo$G%gvTp}~)QAePChwMKF*pvShWPbzfFSrl@86g2k
zJVHtU0_+{|rum)vyQ|=O3uAr0K+V0G<Wu@<8v<!wp#>Qxlj;}c+F3fdP5~?53b@>b
zo0Sq!yLl8o?-ioIDq+}t&*6bLhkAIRff9xiAsEv#*8Ke;>?7SQ#Q|Fx><~qV2hPf|
zl+iTffnOi~i$_vHT0R}LkoL-<Wg%>&WQ(S;|0p^9R%Z9@8>pg$D2sTuaBGdO)fWpR
zmPo+GSxW(+KDzYyXQR(7U-e9m3VG8=UHx{p)c@V#v({QV@s*xyw;PJ<IaoDAOXGKO
zJv?ma9l&)^?<_VBMS%;B<iP_c+VDVF`XSFO8}>A#CXO^3577Jx`UA{$5NYWuc%ab%
z56ouaI?y3_;JRWQ9(Xc`2U>0s+bTFfMj>bLz&ERY7}6Mq&VdyBvg3i?z6?AtU5N)!
zx4)x$SF;&%z$gO8(6QkzMz6x3!nQ@MA!q>z=FUG_PKK@6>?Ktb?`s)1l{kd&-xe!(
zY5`og^&m5Xlq$2QWnpDw;kNRhUCV3yn1i0V5%)$ZI8y^!3gD$>Jg#I7<!{cUY!3Qz
z00<kO55fbHm^+U|HH20)`%9NXuP#Xw8L$X9u__A7vHJgO0QhgmXU{MAJU5KdoJrPh
z6{J$J@XDN2KS!tA_oC~j@A}uC>n0O_Fol+}Wu&)>SGuXe5~DPwTK2@7MCU0--p1Cs
zl^#`%jDj}$Dk;vAwA#c&^R`9!TK8oyACS1k>4#<@Lu|7SK#+vsZ63Bxc2RRM7Y|%m
zxvdwA2cT#?fD1ra;sDt0ZP+h&UY<Tp%Xjd=^PL>N4p<omh6k>#3F83(a(EH)>#a<k
z?99$ZJn+eLh-SV4frH?I)ZLeOz>f_Z&-Uvr>m>Z~K|JiMj7`|4*&2)uWG*jtJn(@6
z_bK|fTYJq)AJvA<lrja6%flELTMxGIZFltaRSPHdLJf=v{TiLF<gpO2x|gu|Lf{@T
zJF_R-^}#!e85YQri_b4=qlcox!gzCqPVwd-g62J4lN~$+4=OpWnZ6NO9qXo9tTqV=
zmo~abTO=0B-G8o{^#N`9<2Pdrhc)4Zu}Y#&xHAoBV7*unRZ~wJ&`H2rRsqj%&mc3T
zC}J!Hq5+Ez#{;3M<cP3Y*ssshfBVV5aG3OL*hh_N_w*slk&I!H(irV!z8CQ(G*6kH
z7f3$zlc5T;5swvh`SyWQ0gw#iO+EJeRrwAN#E!CI!+Y?+TN0Ce2TPpV1K6%01o!+r
z;QIVe>2yQjoRIW=tIpI;ftmP&s6qInvQ6)e(x$JLOnZ@42P47W3bk>KQ<N^G+Yj|!
zA_bH~q&+GTS2p^q)T|1%`$uNR``azydSSYYag=i12Md0(egm~S{Cklu5Q_3-F0Ijz
zap(IU<uw-d`oiL!<5MoN52RI9y)TX|m>}{%SX{iE3jbJz2MFBb?x3hv%n-xKv2F|R
z;T38nb~#`=1rHbktGsDp0AE-?Y`y>;jjQE{?b@tCf4K$LtiV@}UYmWlIH%E29yoO%
zSz|c+7R11SJs!AAiwF9K5WNHn)VByt`bEcAb7WLn*b_v@618g9=XVbDWaicwHM~9?
zltr8fYV=Q`3L*Bye4r?}f*$E{W91#hsAO6tmdADC0qUVA8ZJ+KA5vZ10#{AADMGMa
zP?vX_?nZrsvPM@z5rgmN$SqkZ9ckhGXiBtekFGu=f#WO8I|)AY$P4#l>~m9R-3!gC
z63jEl2`o>loWfKxv`RW-p_wR!g{qlcD_dz9nqYXwsG&%)$>iyd_`@QCXO2Erg!O5~
z()>B&&=k4>7pWRpNsrU9cGNUdc`aqAQ0@e^mK?KQfH*27ir9XQw_#ge4{EFz0GoF}
z^<V?<gTRCI|1NjT(IwF*p=>*gg19F(f+xt_ndI?6;Yrvwfi}7Xr*PUFSNj#*!Ws(G
z4f~Yaf(J-Y=*UqM)PRU1(4b<!|7Ngw2iUwYG~+8Z#DnB%&YifSa;|Ksbd-kZ=J5}A
z%~36Y*V819pysEyU2L0<RlP&`v7NbxtoXvk$DduP);-1kVV)pte_xcvTm?C?;r}&7
zCu=z|p<k{gYC4ve2RZHQvMtjPobT+SA^&M&U6cuWqBNlE*_=%j&_l>YmIQpuDwIUR
z!@aM0%w2Hizpo+dW@ImEQ6~RxXbYDY>uV<!wr%(aC)D%8+DjgIMQRV=0mU$oW6*E#
z07nZP8^jOUwkjC@!*to~0ePdtFktKk+kr&x;7X^o5gs^iLveVF0?RxUZ||Qht~uA7
z5XM_5a&S50;T?wizz%mpk+)H%Z1#+;Jc8q+J#VeTP4chvzV2;v8hkZpxd)9D8(ru-
z2~u9~<am~+iF6Astlbx`rA*v>j_Ed)5~%XZyY_C%sO!)fdfO}FY^Oc2h&)z3Mbav*
zm9v7#>tQcVuJ1Xc%lVb?weIKWi!~CQVY|@@q`I!vvT35W+>_`V_s?>#1<r@n85f3$
z_MjEEVI|hL6!)%tG%=UXb12k>bWT>Qsi^Nh{`6)1Tb{$Rf(7r+H)nb4dZp^|q%huW
z(Nkr}8XUx1UkYX|hznEA)vc$4we5vNR=FAuF7RcNqJ+D<8iMOIZ={9sRifnIV=O?-
znU>)JQ%BI2;I81KXf@kB4>jBQ3bK(E!6ay5#0Y}MNa0DyHi6Nd@EMAIs%^*tG5};A
znzHZgd74VG>$YTqX)3G2xg-7veSgFswSsMu8Mx!<=<Lb7SW;VabqD(K$K0(%5XQL#
zJfJ@yE#WdvSNVL|FcMq(tjPQs$RhBY#EWulauoE0s1x4&yChfZva8hUrufX?(-)*w
zy>!+PYjQ1Fd7LgYlmg#%pH$*67cup7?I4sb`|K@?D#)DWSGYGM$|SRCwBKn}t}Tz2
zX}Z!xuqMYEcf{ky(Jd7F+=vmZqZ#%zw4gv~HUtxA3&m9l;(|*F21a3RkqzK?UlnN0
zP;;PUF;3jqk~=#hk&WK_cp#h3AN(e7tkH#5thxECqYz(uA@QK;SKrHM`07D<TqazA
zxjg;M<0;<5DiMOUYP+|VxnGpL?n(C8@?7B97PWeo8rSOxZQWqIHRNq@FQa9aIO@x{
z{vNI*^OJKigHd`c5_vvsS|c3qk)~Bw>wFvp(z9g(k?nY(#wwtgB5{OJVkHUKV-dbn
zH2kP#GTAYa_UlXOX6Xmal>0-U_M7CZUnwIk-sNYapUk+>@3;mze|`SQ!usa5oBN-g
z^a^VgX1ykybnDdi`2`-?H(zc!KdV5M3UO}rcoc=(CfIOud#rD$=H_y-<@iNYCA%<U
z9gXt(^4fvfhKiRD$`Y<zRFxE>d<MISV(~p#0XI?LCk-Rhl#eE|lq_Yjsx&OB4`Lfy
z;#!22YT(+Ertv-n<JP)YO&QB8%k|$<hQ4kUQh~Trr~<ou5NfOHz=TliECoK3kjp1<
zG9jm<-{gDlcQzd)ucd^~yjUxkzYS$k=(rx)#XOS>m9H5QIgBP;jw~=UsV`*8Z$2w~
zYleiLwU*q9aC{{+IgpLfmi2m>Wp7595G*wCQ!_<V(&kw78MCWF<as#WIt@D?i@PZw
z)Pj_oUm(s_&@a|Q$GjD0!Ud_Wovidot*Wry-Mb|_%3*Jg<t4NWn^k&JD_1KRUG_LV
z^|Cx{*U$`oT^eNm>$pPDLPCN@wFm*C&sYz`o&uWMpv(cinh)+UbP{BS3`K#ZIB38T
zHsOKhUZTQKZ@M&ev6|RW{-kcH4~oXIQWlq%<W2d8jaF&a{LvJ`p_Nl_($$Yhc0+x(
z<hS1sk>;P(DH*!7y@caj4s~&-Z(?}DTt3;*B*z-6&&q@x!Eo*|HaFOSdaBgkaE0mW
zz6W5t>@<-70Q8y|X4wwdc3>D{P`-zPMoka6g?sS;XdO*ULogbEYpEU$9yn?F6!r}^
zga?qUY&h=de*ovm**EXuvkjqdBi3(}mWRG@CKFP|TFH`(yta*Nt8QXnK7Kg@#}0)x
z;h2k%6X8aqp$r*LTm!0O8Sy=+D;si*+ke_24tmFVTEpeXiF-%&#zRX?@|`BRk(DE+
z!|RAmwbM7d;_O|{9M6)u9nh$=WN=*x9au|2y%gwK4)59eZl^UA%YJukK$SmT14<&L
zU8V0nO#_Aww)2g!Ogci3=N(22`8m!u*9c)y-I5bwa^czQsGG#8^F#Kl(cfJj7+L@i
ztn^`HzI$JSp!YR}^#mr6Bf%mKB-Whj{r9Z$0}`9A&Z?}$LgA=H|1v@9m8)X!S7OGD
z5M*yNhEtqDNm+aCF3G`=j6$vTTQzH%#R!q7DeGEf?4{s0Z55NbQ$IX15UnP7U?i11
zSFNI^Y~bz_+>$_n*5fTMQ+@N*D)HR-7T5!Ckg?vRtAQ?_8z_CFe_3ZQF;v09Y?KWo
z9q8ZvIoiAO(7Ano6={RJPu=-X`;p1M6anf_v11J8Jm{WFKEKQ6aEkC?#MXe78M#v!
zT-s1HCLLQ-mEiGJ!Xv}Z;Kf1G$ahPUESly5jKpR+oeQA~fNY%<&`4f5ZE`aExKA);
zTh^`9b}Ec&Op414^k+Wo(KNM8Z%|qVO(RF1&Xo^@(?$)ie^KY?=s4x{`k|jx4qq6q
z{SVhP5p+#AaCL0IEjpEa7_<S;q6KfD+{+kSYC3oIrWlkiUfXNaGWZ?9^h3_?zOWgN
zwBcZzAl+?R<JeyFuqk`eP}G};VKJ8-sR>>`a9c6*41(_lCp%a#bWpqwl5QU(t6HbX
zcQpGA`#F+E?gNHl9+#x=WvD+>M=I-Sep`O5G?_|TP3LdF>aAd#XLGPLXi-veb@)p_
zr<A6fgjA&K&VPn98NXoxU_09`%kn<LXK%>%YP7NPY1g4v19vH%nxT9bwzJUdT2RF)
zdwVht-guC6l$=bGzguuLUsDA4eJ_oj{a{PYyT|cRblIf~UD1d{zc4aZa5<llZVl&H
zxbm8CNZ*Yp&0!&2vDD_G3-#3X#I!`*89{pTl=B0qjR&ySXtW&09F$rD$sl=oFwp4b
z0U6jDqwM`#ir0wWfZHgLq7||&v^0f2_IEE^9h5d5Dn`Hbx13(1{Wys`$^S(OhO4FH
zk@56&$vu#bv`AfAF~7&4Or6juAtAd13c-_X5wLF-0}aUIpucYpHN07uI<Yi7GI?ph
zJQjD4?A$18JsuEKwF}a#;T9j4c2Ps}xrcmYggxa<&LEPi;@oWh08bo<h!}2#Td*c)
zHd@lU%KIzcv>Cyi^SuJ@k;I#zls$_Rfqf*NV>@7Q-oOw*=B~fd$~C5yB7fTzSNU8U
z6nj5?r}Wzo>+^*`L20!gs#{OH<u+Tv=2FHUu=4adV?G`@1x8bfy^GN)-M4nG7~BgP
z;I1({?e5s~@j%{s*J9jG@KP~zZGmTz?7Q-G#ap%|;SAwHR$0woK=UbM>tj)^2~+np
z_P)r8<h*%+e9<~TN%7Y59lvuCXS{le*q*$Lf*rStW+KwEpo*1|_k(E}m9;>c7E4of
zd%cyit<Na8beBq*it-fnewbSVBV50!70~%9;QKoX&V~$j55a|C%|I_@28<3_5$ZHg
zp6Zh}wk0pL>wl#*MXARZuo0E^(rMa+Xrtw73TMJlRJx5n$K!ck;EYfm$wEoPullO*
zcYWX|*?Fj2_daEmCzdGwRH(W51D?tPJ$a<=8_UARJgDK!;5z@^tGi$Pl*%-<$CF!2
zN<oD+oSI+@nU&3!c2MuF(r2F;oQ|#m738l|{UO<YhX7<r;bzD-WEl^jDJZ^&0Q14X
z7qy8}Q@1vU;(oJ(qErc;F@YBBSM`>C33H76&58Aj0vpE8v2wI|6{0BD)iwv<S&?Hg
zN#(ORmXan)yqWe6jAk}BAYmb*YHc<3eUH`!*qAb6&*{%imahb%GYeOIS&`Vf&ta4%
z>*gw4mxKuJUU@=c`kY_@;qIjP-W@TZQ67{Y(HwN<bk<GPXmiziwtlL~;S&S-&APD+
zcjW>ot0cx{$Tb`)U}tvR*9G!dYh?xI2ksiUPzeB(u|jvm_oHOv`_*ReiTOW3U48Y)
zPH*+$y0}W?T_WX!X+|J{?WDWw<T_uLGgKsn!+_;Jkj*2JT_7!-W?}=))_jZTaL=F=
zRwRAkyij!qo&I2hEM|<Zj8ShlzAI;R(|?*<D%L$?z?akH)e3Lf1ohG|BI2~n>yLL2
zp9`#BZX;&yCB6fjiKMt)OXr5Tli%{er2aw76Ne=gml<24T`B!_=T|D)ee!aQm%YoF
z0h!#SUW`ZXikPcYVX!45|7yguNyWoaxo@9Sy>onQ0;j0$@?BPp_$IhXy}W9gtmzN$
zmwntN?~4jRrIL?=YgUZmuy)OPpPO-4QTC3VK1IH2HETlX!(8)Y;ezPhkFe}HHo><Z
zO2M)mE7f*S_7LyjqPs7uUngu%smPiTc#{dbFzXeVF6(-_#MIPOKRM~p)O}8YhZ*z`
zXEM<yyWPf`9y$Bv_t)$qV3t~(G!mzb9pyy7#rw~g(OTm!3}`PPyc{Gtpw2H%dI=+*
zN#u{*ecI(okOa8UykgdHuXkQY+ufmg4`jkD8}Wb!WCPqojGyi-wTy;3$wZ#wgB;3I
z99ZK47zMfy3n#{kfRXDEjE!%JX3xQXRKEycqcm)$hrx!8P9%KHAfMBXAN%^9d62%}
z!-+PAZZET4Z?^3L9F7fDU}-q82J-(^<Y?18|7Y?o>`?lO2nMuZUKlD_5Ik#Scq#ws
zw*4tbf;Mr{^Oktvr}aQert!c#_#S9;MzR@XE@Hhu_KWc5;ek~&WGNGify^oWZJxgk
zsu)BA|7*ooxSjx95^SmoC*t!E4&T`#RqjnI!2>^!Jc@)3Xda?LEs!^`g{!}3%}A{a
z`)lBzFtL;53mfU;=adiY`D@&tF(~^TKS3E*S_XLFuW|oc@38eg9x%IH`fsAx>Yy6}
zSy`ZsnQLJ1mYI#TZ1Lnua2!*xvZErs^y#`sTXNTx53_ZNDs-J0h=L4Gy0pvOn`4d%
zAoe=lOEfFQa4hXkkt&i^+oA*iqLsZ-`2Po)I3SctIT|yEUrNn*ZKxErY2(Xt;#!>o
z`fK6Sx&gENw2S&;+D0Akm|og`J*I77$6=e{A9ZaJ{?>ExZ`3caY?O4VEFOBy3~NTL
zq{H`@lzxyf3i1B|7yOUGHO(v=o%Gq<mB}l;>w0>@^mcZ-!^05%64JZnTRqZYJ3nno
z<DM|*L#G_HJ$nyET~TQ9@ZFD%#bTOxVyHaP_QYz3OqWAY>}`57xs|Yr|MFh>AA_a;
zSHV$StHzoO39-M|N2Zq5!JurYi^$Ss_)MXi_>-9VNqqf~2J;QaoY~HNi_G=OUYqYn
z%<9u$3M}qnvgIOkmd3@e-Dz>>)U059nC>@+<4!bT#sgp`M(}T3{GS(&+>D>}Kh=m_
z8dEL$eDRIpSyy>Cqa+b61)IwSUah|Lpvh9vwDB%~rZlcg#r%a*1N1`sr+Le*g5WS<
zs|Fq-S(UO56+9bmEy_#Fe*^pU@^k;lb}{e3=zLdC#c*i46)i%hk{dBed1`%G@k+O5
zmW{6Aopci$IxQokLLwD?UK(9CDyu|Bqh$x1@@R90rqAb@s1K8XIgA7{sqK3I&KSwY
z<hsl)4;$~g;FH0wsq>2rD{VL9x#7s!jkR(iXf<kZt@Ilssj}`Dg)-H(PUhq`X4m|D
zowj<mfm$(#0;R063B#5Tn-7ScT(vd~7&TjLX>o^|MO9X7c7o@GDW>=?l7EO9Ke%<w
z3J*|}X$U~2%x7PP^yMWdk%~`KR`tlOQ*;se@NtYy?{txxQ;wuwHZa2$3yGi>Iy%JN
zrs75lmrOpPdzv(P5~|nyZG+W4R`!&1blPTZ$xY6e-5#=K($opAq>A)Ac<3jt?0eSi
zZOE>AJ+HNhhoHv%@W(E`EBrN9K5c|=Jz3K;zATp$ecBynm~JDvNCeCU1l(aqS%$1%
zVmx5E-@SIH*_QXYEt%&ruRCM5+O3-lP%miZ!z40~tOyeI?QXyvt<+fU7Fas}WRjP0
z@wm(<dCJ#kU$bgz<~!ef)AxLvle+X4(IZEhq<vw<dBIc5RmXMeC)oDRgR1{w`e3cX
z+a>Lj1qFW3BlfLG#pWe)*pRQS>MP)A5+1a+yDZEre)++QqND_;<{D^9JDMHtS{*vW
z#uIVaq%M$8<`j2oK^H~^@-Z5HQ^ek=2Xj0QbHV5OVd23(>B<@018ZzGWF3qI_;x!<
z4!=2xY6$kHI;Oh_yy@821!D^{;(c}Y5G0i*vcSv;#S%Xi<t?0boo2<zAiq5s*TK_K
zcU#a7E#f0T1%@ch*bm)dLQ)MCO4ttA#%TJF6+wk@XCs-0k5U_4pxXoaYtZy%wh7os
zyP1B-);|LP??K3(+0G_K-u3;M%-wHzph^&XDB|-2l83O54(XnguxT#%j1q>2Q7nHE
zcT5FG{Rh~@!|a&$fgebc{ef#R5cW4%(|=j7>>KO|);r)=Y_ZuzAI5@NzY+sDNRY`t
z2%?1tNLnLTJV4(!78b;I3%7!+zqa!fCM1IUF-`QJ$jR&Ziypkc5-JPk0^;)AK{Mnf
zBkadCN@MA``G&pKVauNY`WenaNHu8QJ@dKG))fi)rzs#?M6sY~87_KK0S|;Yaxn}(
zBYU$LU?TSCtRp0|8<e9qdN}6TVZKqS0UebEj(*K}KthHu>mM!tJ0tujfM)-%EFb>o
zV*7q@gy_p(>G2bxb|}^xR_59M&*8f&`0?d4Wl{O1$_}|E0f9X5%fs-$IEkjyovGQ?
zP$R04WmT_8<e+Y%`7WZ}O>vVdGt)uoPu9ZLLSC{g{?kYn{J*>OFKP7OuuFfi`H1jr
zzC2|P`Vr+h9xeJ$tiC#iu)jE5Pk6TQ%&3iLVen#E)Y@F};Ek=gM{_o|oH7zCKM0Bg
zH@%Y6kKOVgm7l+<jsJ~;@CS<jCrgqpq~aS=>!heYb}-lSws(dE4<rOv+y5!~3(kJ1
z=Pd4bu2bdvQh49P#i**6NrhZ%{=DYR+3KH60p5ckTqmyn`Y!TkQ{X>LQ~6(&lrrJu
zrx%g2)V9s<8@WqhphAV!xyqJ<y3l3`(Gr}`;Klbm(SA~^NpR4Gdid;Uy`A3Hg*y@3
z+Uj)*)H)(ZRe$1zp@_SK7_sBF)*j+fOI#DyPf+F%*?~R3?Lu*lvu0I&k<AF53G3aY
zaWU<4<!3s*PGM*Jwz+)EHlE)i4qlc#y-;L6r=h0VyI59KTM@)>%gR#773T3cxf16B
z)9vGVkCF{=O=2z{OJ>P`-3Z7UzjdEj>hau_<R$!Ax^d!@NDsk&H7ALAT})wxLc7iY
ztc-s+I@h||?djc$K8F1BD4rL7V;huBJsXsgjC-oQgpGM3-HN0Xj7kFGKAxi7p|-k4
z4s0))&3%bUqsm6Tx%)S2Wz2ojmJ=vgR<$>vpH;_?iL=*L>!tU}ozSa)jrd}GQ?iW-
zGJml}Yq(*a7%ZSN-2f}2lCpA3L*q(~gfQnbo2zd~M&xkS*0MSmzweNkr%0tQ2rI4?
z2J`3jVDiJX2+Y-Rl-cBzFRW{DJ*RmR#+%puSLIId`ugO@exuy%Sb7fa9?sV%Sa({l
zqo5!ACzP1fJWkgZ7E5*Hzr1U{y5J|3#3wM)%;>Yw;Fi|J$<(PFYoIul2z74UFns<;
zshvUpif#<_{kPTghwAT3Ki#l=*f+x8%h((}d(~egk(AJ+>-|msN#(UK*^aK$te9S6
z1BG)EK-6|ApmlpkM!Qq-z1N!JjO|+b2WuvA262{)B%))yJ5U+1y?oJeMg5oN=dVWV
zuE{Yvf6w3<T$SY<*kN(I)t5if{nbxLGX4Wo_1(QCImW?1GknxX|LW1?cxxjk<8sHB
zoL-GoSBO8m{^&FDEMF=Z!+LtDR_z_OzR~i`#)Z&y-ci<8KT)e3#^EB%RBPd7x7AKt
zVEn5d51VSP^{kK3o}mdh1M|cyi|SK4gq?OFvZVwiM;ZKIE*dqhp>6E>{DgzA=ft$1
z-W#X*JpX_o`Ym9R7RC#t6_1#`hf#H;62mIm>;w#4QSV<9!n4wEqfP`z`(%zz)Z~q9
zzDPY)b;7Sl_BlcJuS0)=!YM^qNVRNb^{T3Cuf1e1_Ur14-Yx3)ldR@TDMJ+mdClY|
z`yy65%pYZR2T9Gf-O|ev4WejeBkd{qq@fY`0`al?z0*Jvu#uJLBiM|vE6SO&E{|rf
zDjHkl;|9isE+F7fx7Rpt50tJ{xKs`@XAtO}dnVig;(So|X8x><)Q#GKd_j|86M1`X
zAorQkRDW3(kQUZ~Vtcy1acYS_dpTCxHK&o3V;!vIPCaeIclH*_H0B-J+WVSlqpie8
zp$__qXUzm{b4FLHI~dy=T>Ln{SrPm~uRm#boNy4VV&${iuDh-|%zs<qLX|Q%;xd<>
z_(FBkqBIx>J@-oU01s4vN#qvjwZkPhp+d~nLlzclEd$0NusG?cK<St3*9}y6+of=y
zU<yozf~nhY+&OGi+%VE}$R14Cff?4b4cud4LwSW{c%Z!yOiYdB!46L58@kAfEnkEk
z+XiJ(>ih5H4C5v2@fCil<PT_n9H0Ck044{dE1ckuX3M>=fys-O2EU1&7c;h$?DBW?
zIGN3@m=`luzuD*6y6|1dE4-_+_D;K4agII6;j#C5B*v*}Vcf<|_p-Qq>0x-emoq0e
zpj9S|@I`q;`Fj*R+}?KMCj3#-`CJ7DE{iU;=;!gvH?Oo<E>*wF&OpPP_)jm?aTz|J
zG~Ti?(!J2gq9vp{k~xWHQWz9;G0J`M)@_J?cyh)KQ=|8e*j#@FnXWWtaj80`M0!}8
zZ%l=M?#fe&nOpA1{KPK^?$iluL9t#s!)wf@nCi$Pqj1`2w^O$%qgCr>t9E+O%4J5K
zuj(vHOK(8=@);GJ%k~}Bi!6CkpvCq<h9t=!ss<B2s(3FB1Pze7dM~bfKFl1%F)lF%
zzjg9DJ^A+Thz;$s6yLj09>9Eo5aB1`z5|W4Z)H6HT5@n})YMA5eV|!7os$f6=+Ri9
zreKs$F;i`3uq+1ULLmL0H!$6(goJLGc3Mv-(>Cc8)t3b;XB3rQeVo?N&MD(41^3L8
zW&LI@ufawKd7#!)9zBVfe7H8@FaTmQrYJ-k^*Mc3DmVJf<dVZu+$%5rwfU1pYsMQe
z(}uTFrVUlq70C5Oo=`zSJFcJ<{ZeI^hdW*5;Z~qll+R7*yCEEt6`~B=GF>@%DQQW5
z;%##0jYI(EO<u;Gj@(eFlZ1}ROuiC;Q^XuEKl|c^(u4|&0^mWL>5yeJMIo(e>*JA?
zV=WnIP3A^L$UWTF$<E?nVvBp@GXtY^_Z*(wU0yie&r|u}<sJh)FDFEGX$?n<_MIHL
zQ%d2zi+EvHs&u~b(R<uwO{uzNY^J|+u2Hw_+Cp7*%162<+*R<d^GsQfqO1r%Tj0h5
zW{NR#tUR^0nl|GvNTW;Q1*7>adxs;~5Wa$_&s7f(y0JkKo<4P-8to2MYXltNH*YHW
z@@24{s+HyeI<l^&6z?}_K;K<$+=5pPFszxJ05kW8GG4ca?^A`>e2cwMJS8x+<d5*X
zTu-x{h^TmC9;a0a4Sy<dzGBO0LtOU*&t!2eXndRxZ*AE5JasSv1+y6x`e>*I^faVv
z(@^ileq`mkd0e*>qT(Z#LT^N%%tK(u2wL;n<K6ITGZTyWF~5u6H)<^hx05gO>uCjL
zPOh21yI$=TM0mJQK+QPkj8$rOGo?qll$EWgQy-ik)E?vS41U2)^5DKClCK&<Dsqn{
zJ6vm+v%1XkiYe*vmfs^glc|Zhx0Go4k;cb1)d``{EE_$#qQIoSb+P??>{d+!58O$P
zIe9N?V+Y#dlFaRPNE@FX{_?)gX6+_9q37BP`i=~b7D}czi97#M{kasQ?DRv+G4=Zh
z{i%Y+8cv4xg3g&j|Bw(2kBe=NL2KNywsa!xJ{b*Dn&p=}-H@4-@XV<(W1n=b%HX~|
z1j5)vxQWy=2Yz#qpc8$+%@Cy&CauBW_Ovj6&3Qswc`Y?GSa{4WCrW&_j;*QMb|Eh9
znguMoBYV6pc|==a*gIB<K}Pa6BP_^y;)<wC#g^aDJCAiYS>K2BQtq>P?yzem$l-9J
z`1=E*wGxPjKHVK$^EeTLuaXaZdE#ah!y9IpC2z6MZNW+jQ^sw_Ovuw=g$C}OjkJc5
zT_mEN<D`|VohKiBj1`w2F?)x$)a);-Q_?Hn@*T>e5nlH$WVtML+msub0H1xa<~zK1
z+1OBJ!Dt-u$vpPz?manHvpJue>kBKhry~*tcFT8NTX{o2z2SMSW0x;z?`_~g`^w>b
z-8bZ*CRxmDmQMtPs8+tZ=$T-DX2uNlz0KsCB2mjKcBD0H62x3Cxh3wdJ&HB2nrW{l
zig^a=%8#BiAl{(#BuD{E#G02_1shPlg)?4iQlUDl<%MoJmn;)3_T|~KiMR4Q8=gu&
z>p$}JXK02lF@E|4eY#M6XLI!VV{wVa!Wnh+y&0y+(`Aunw~CDTy0xd<`S*yfD8<Up
z`)IiBol$VHKVOT=i&1^cLjT~h^cgF{E)gG2?Qr#8%nh7KvcUQ%>x{rSJ@@I)Ev9Y#
zZ;HcpP-PpTf(xh<yRSu75}yo{TAnIeWAg~{9#Of6Y><CH$X{?A5r{N|yo6dhIQASr
zy`1BDySk#uhw1iUfxYgWR<TzD`Y`JAQkq)y-iH-A<`eLzWmD89?gA4#M&ZJqiB~36
z>>gX3lpB{J*~t=>(KABg;^&e%PCs0?7_caVsw{Z7KT%|0*f7myd$O%B=p3GP&fQ2Q
zGQCWB>=dC(`$m86GAqz0Dj^ywaN_ftakHIkNAwQN&7Rpgm0alIQ0;};jniGCH7n>H
zakI5s<Kh>)&br=qEpQw&K`G{^ch0Jrt?dqaZ}xfk>KC74Vmit5PU>K!c+%bMX2YOJ
z?r31W>q~ga3{rxA-aLhm+$;z|mS{I?D=&57{8q+5|58v%y;E$mWG@j_M>cw@^&mLj
zEql`1wc7SIIeY0dPU+Zl_nY?!#W8#-D7zRZ2a6dkw^?h^3v{})aI11}vU^W?utfu+
zOP*7H&iOW2!C|inS>%m#)_DSCmr&6&k6frb;UT7MmB_Ct!7)AdwwAm}B<G%Ig!4eI
zZs^2y1CJ4(-{vgK3J;2iz|P3Li$89CX5iF@CEwmWSHvLg!AO|slDF7Q^3Baf4d_dr
zLxoR5c_myh=LZjtd5yqwyk!SOrJfc9t!G-hzt5vGMofq}s{5IfD^1F7SD2BPl19>Y
zYD7t_1%<!lFF5xiqpxat>|lN`m0Yt)@<EbPD^|XH=fcL2NZ{tAE7`Xi+>#8cXBw(D
zD|{Sf`Q*hjputgPZBuvGf101C3DH$uS6flCeD?ZR4Vl3O#b=fhTzlVSpOlJ5pSC_&
zTZg-NatY}xTLkjmeGtKX5OIq*0_yoWofV$t9<Dhoy0Uby20MW`7u-$f&U7_ajeL}5
z$ke@j<D)EpRrQcSiiWUOzwfAB)YL`wfQ4&IDUd6Mn;6dC^W~K#(7N0DstXDwbP?>4
zp`Y(~y5vREqp$8YyB$yj52z<;@ZF5(O4O-*PKEOS<QeOEi&(NcGxVyvy?lM;Ft^vC
ziYQ;hd-EQjwy$#f5xn%>QraWlcQW1i3@SWaNS$mwP8L_zT;%!EY++_C1Bv&ncq+~Q
z4*e9-DLjstKv=Hs={ml68$tPmkbH9JnlH1}^=q$GU}c{Y&*nGpQK=hRo7}wiP{xW-
z=_7)_H9C{6Y&p>|sHOFMtXeQJ8CbmkjV}NNYlhZ<)tm{#2;B;5Ei*}D-hg9k@@(-E
z`&A2dCe$1k$-^%5N$K=HDuZH$b{D(0oJS*&wvSG?sBSG^wjw|%X1OG@3&!>@^tO|;
zS7{Vf?$9inoo00&kk)ZHQL1N%9<<ovc)3d}v473H_kNvW6^rG}a7?aEPmY2E?A?^=
z6%m9_r@RH*nt49pv1QZg0qVV{2|`w`)fTI?%X^TARa?4Bj}8Gz-Nk@&Xg_cM)KZF>
zhE+UJ^x>9d=fb`hk#MV+`A$J>=S*gZ^C63NKSC-fS|{jUHTQjk4?W#+7$qL=lDp_@
zZ;UQkljqJJkGgz}WBC#_L9aOr@3BIEJTRZ*K7~cYwi#tPE=RZ36UVpfx6BpH4V>4o
zn)2rDEi5yNRGwVk-J@gj9<cW`Kke`Tn!=_=uqmH>vB~^;HFPYCR`aSvW+lIf{c_>p
zEh38MG`3b&qM(}(Bt!3}7Xb4kE(JDCH~KT`ue#~IIu*@5B-ZZe@FDLs@l1X6o8^w2
zvKCyr594Yu^f2JcQ&>q#{FhtAacIuj^Aos+9E8bIQdfs4T3PK{e3`cF%GTy^X6thU
z@8g^f@z5{S(YFk1PV>kW_u09StVwt8ZS8N_KZ^X)#`@&dEE{M)z||Rj-z<0>yOX$Q
zTe_|j(+#+rg@1k3h@&0E(71LD3zzD7s^?>yI1;0mGm_So8&Gah1>1B(>)UG(^`c;f
zsJ>n4f@$yOgHx;0TGRPVEeAezDY>M@MwRX<R}srf^`J%_@!PI@xXUynvlF?k<pHrS
zs=OkVxu+kM<|hqC(VHhZam~0-;d;*}3|2btCN^y-hrHX+7Cz8jNYAiIFck;g%HXrj
z)o&`Q%aV*<Mg(*@y`E-v!15Jqh9n*Lypxd3EX;K^kz-9?Wvhc%VtmzeIDaJMksU_G
zqEKxCTmG3l?9x>_s7re)#kunG;dN&-hEQ+K99!hq=Dsg$&yI~bUUQ0ml}fYXOW6Rw
zjSP<SaURP|8Ddr3;c~P&S<CSDx^2OS6yI(;rGyQ^&-!=Q=Az2--!7FO$i_o64c9mM
z(<$3(=chfBfQp};OXI~z$UG(JR+;VMfdl%2sHz@DSUdLst^q6+*}h`fi{k(tEQx=|
zztXGso6t9wlk8yPS-99jJy24aR9*BLt#&JP+ueCzU&-U4^vnC^Pp*7`$X_v`v9K{^
z>EAK9F><x(Ga>7vM_NTYG}m!wA~_HDrqFae=;7jBNAD5nS3Ge1lWad<LI+r%GR<<H
zrW-7&qs)N$9^wH)Fki$7nK{`HY4E`V{;{w~0Yg|9ZUfD^kc-I$!z6yr&-KJWFHA88
zd$@rii^D(zP~4d_g%s#LW#oLUDWx+7f=evc_glqD$vqLr0i5L?tdZQN;S*RFh$eoo
zWjuvpXS~KR_2=kp$UtkhDe$`w9gx<jKc-^u*4x(uy+~k*x4{0#@)>y0V7l$EX|29y
zVtUrWI#lK%SUflwk~}tS0klbeTKWGS8^p;b8><=Gt<f_j+LCWl%H;F$sioM5;w4We
zpq0^$NtgOA#dLbMPYcC(@SMZ_9l10VoM1l_C>kv<61_16n|=VFQ{sm#z}zrr{w=-$
z6Ul*`$~f#Ej!5P2M^^dYKeC|H%xUs|gwe}|x+wZ*H8rLxLBNBQvKEX)Ehx^SrUzA-
zzPu}|yjz4VR(}z?&s6x98O;B_#7-fvClziMHsA<We%osQ$D{NY!Sl~yqtc9d87!8!
zD@oT^-HWj2J_g(FfVi<~O!)krB%v@(t9pT<OIKrTkDV;O+|IFiQ)v;bOa4Ebo&O8C
zPpd{o1zAG*hnn|_noiNhAU4%6`p0_qb!zUzCqQK+k%I>=g34!_MT2G@PA*VN!D=wo
z9=v-YzktEJp<D%i2_92@plAQzD*s6c^BpHSE2DJ=Mb=nH17opod0tufBxE_o>A*m3
z=ms6wsR6Z{o<?7u$a9P0a{W%9h2`!Y84dBuYg;_7>hUTCy0NAWNK!D+df)DQRQ%@%
z`EUQHnZsQ{yUbvfX6*t;u8h~%1kbD+t&x#j$%$`!Cyc0jQrSQS>rg}5A6CE*j@=?Q
zCzC(P8LCF3aEg>UE?P(P&vUUyXJh}-wP_!UJJBZ!qxwcS5-Qd017pdUs=q5;%L=UZ
z*FiJ}X8KFNUE=Qwra!~s5urcr88=*I#tLiK`3Tu%hz1Xk+pK|M^rKMvKfaCymt`2P
zAT(NEdM)@Q&A7I6ItE6ohi$<FP09L2LR})YyLr@Jl=0QjbY*0Ra(#RvNp)qoPPei!
zxM7oQq+t~TD(Lj1(@4Kz<!7vcC)BAh#A!B@d`RrqSz~EL(7~AI;R0bN;wH805~9wg
zvH`63YIkd#+NCqY5@ZqP4CJv7h@daocD}eP7g`t2O#YH5-|*i+&=J!3AVz)p($_MK
zt=%RqM+@j4JrUzo-fqu7#Y^}JcLpt{+)tF9W029|n7F5F{7LmitU52}8&1Nc9o1PJ
zXt&Yn;eq!Pd$=f3#Bb?|-_sRG_cR^obd$lkp;d30)I2kUo7I5y09gj5;EAW}j&jHR
zBtP+mf)d54wJmN=ym6bBG<s19!|8h!JOVKUL7Kwne)Po<o3lS)(E*PzEgc<-`1y`t
zOpk6>bN_<xX*}Qxmiox4+W#`bZM#~M*;n1VZQ8F|&y9}~pSfIgi_V>(vPb3w;CcRg
z(~X~p`+e}E)*U}D=pQT(PL7^X)N9p}V4=yQCOjD0AXypN8<7l-&TC_|sdnOxNjr>9
zC(Dgi?<EGiM*N91Cs`iU`Qeuy78%yGP`BL4V5`0{8^!RUF9*8r;j=1>YqG3n_hXsA
zcfF9+Y=-Y2A~&#y3DG>WniwqF4TtUgj+%W46>M>%sbO#3P#PWz+1i_#I^5$2q}t${
z)W~RTFnA`W*RV!)%fze+e#Rv{Qqp>(lm<!~Ulskx(eVRiz*@JB$6rHyKmXr>j>7{G
zUly<s%&~7Cqk;$E4dh_OQI!>8d0Hj>uLUS~qPWkQbs;h6#ZE1bgx!u*^2xA|$cm>U
z&7O~9>uL-qjZ}yCT)Q0a$9P8Uu{7o*{@Aoxi%C*Y51#lZZHx)`y$Fo?-&M^)&MIKv
zyfIuV_cV{&b*sPBb1@+Di>Y5Pv5$hoKM%g^P>Z)H9(eY!4iDTr+`uwg|AZWiZ@$dv
zfYe4enzG#|oh}~ya~mq+9!w5|V<H4gxAo5c0`jIW=n3>pg}^q(OTRZ4i9_+=d@)jB
z;o8^qpE1=7wkLUva*u2Fq|LR2&b~6bT2}Y$I?dOYQrg#hFH1)pj5z$6Gt#><3!|D?
z8rk){8vU@svu?H|O?gaPyiL!1NsdK^rWquuCd3B0dHCqr?0=BlAiU^B-1T~pOz%NI
z^4n>RpVnRWGS}T{mb}pIow24*YOeJj$HKXyjwfF@iN}(F?Iga?pWZF~=a?bbEcEh|
z!)?+Cr>|KtYF-bv^BYLrL%o&W)~?y@Ry<biH8GOt2vb-V9`|Gf#{ZD2Pj=V&NEy}_
z#KWkCuIv(u5XjIhA{<beVXFhW0eTgEs|B)N?k6haG4(B>>q?^bILZblSno0%EvN||
zw)oz|f(ccDCC>((p6%~m+Ap_%w6OT;H|gL2jNmT#a|B{<@NmO3fkKcmYBsRU(9%Mw
zeo#Q<Gm^Y1Mm@ceG^-Xu)N<2g%!#$W%<I28cTVC+Js;9OF3YC+Ib(VJLY^C!97pWA
zHiBUBb7$pP0~9zeJL{QVCkx{xu=)oQn=j1H_o~9$%pxA>4=fn2ECG`q#gIcfI37@?
z@{>~ivsn=@RI)qDKcgpmS@@*wU6apk`xKsA&gi9g!D^w~EV?ZGV>VMFW;`QHDyaR3
zvgAc~=@I$MOc5}*$!Z9d@i#a!dxIr~Fta@6hCAo+wSBq0&%A^M#kCcKkM7o%##>Y*
zACIZtw%|NBxHBtDiPFuU-tZq5>&zIRY}jDrA>4c1R`X<0f-o*ZuSEazh@nqe6Tqk+
z-_AmCju9w2l6S_sF>Nh9lwhhes1Vl;w(c<0#KceixR+ze|1+J+e0v;YUEX6$@)Q(3
zLx>R?K}^Cc*db7Xi~7;uU`ARGrKXOYED-VX;;YlqX<eu&)o3BEb90$vJ7q{;&*MHT
zBbT!r>8NgMIeEq2?&a?2!7XCw^v2Tzz3}yiMap)UTzH8dlvbG(5N8#9s?}`PxdF2>
z;nuj|J@(XA&GZr{mmf)Eo41};y8BqOwtMc)0heTf;YofCF8BM9uX-v-d)p~MIiB{t
z{f`1QL5uq(^A?=AR<Df~v(H^surCAB9up-i0dB+yvjcX%vOmtB!f0ZpIdfx1RvnKr
z!fD7`gdY%R2yw>j5cG7mw*gpB5nKe;Q~dd@8RqE$9o8K@ESq`?m^j)td02bHBIIt2
zY-YAPdzqib3!I<VaFB;!+t=r49gRm<N{r^k=$9(Wtq4#U=Yi{QTRsQmj4e4{zEkgB
zuUXh%r`W$vdMIwUW?^vmB}mN_2IY3qHgxgg4LlH};k}MzA{uB9Ies^}K|p3JY*w0~
zz&-97S}UzAzbwZnFu_33emqZ0k$%loqLcMG!CI*<B*^8Z_qCZ<EV@uwNrwaLLIkt_
zXCawr!!O_ACFcPf4TS4zjN2r<fb0(H*&6GCjR<HjfyV|eSc5i@f-6{-0X9(5qn?8>
z#>tcdN);Oju*1n1PE8vRd;wtJc2mjw|7Zat!%O%CrP(4Q+*IARE1DlanVapO_@qya
z`e3Ms*jur`_MY^vgMv&#I<b(Ualr`Ta3ws@mdxx7#+GLP&XD2Cg$18E)`ic)W9zu*
z-G<6+yHWj98WvMDMPgmaK;z+5FfSn@tAObmYBdQDL<^L9dC65ja&5J;GulwUZp#HL
zc|GFvhvatfC80-&Mc#I1Ohe&;N7^;2vltpYz^N43u*wTRIL}L1`kht~23UJyK5XQ5
z!vRVDrzTV)Ce&~Q>j4%!rzQbzfke`DZ@|3}$aVna=d>V0Frl7oSodp3#76wVEo)B3
z?~&^<vf0_{9OZ!)uc~DH_6jAU=TeebCDuz>bjQ@=pS)dZ+4S*^r)&Efhoh`x`EvF_
z#j>5l087cih{~K%G98XaAPuA|-Fpr)$|qyK>b~Ns<e!I^Nyn56^5247K-jwMc*F(#
z?vP+<>l}BZ53IEB6^p~vDi@!3`ZU<w$ox8UO?rN}@L{iD#^5%eT8Cv>@`6UIn!LIO
zZb`bADE?^II<iqi=3hZg`@n`0Wg{b;sOvbD^0K2w65v@}LttsOVXk!wY&Wr)2A+dM
zRp5aFHB442$+v$f?4Ccxi5ew{Q+*TSu&g?p&AC}H{N7t_#$8&ze1N}e*ljn$6tPaY
z)v9^iD`5N<(GE>>G#R?v-HeIM^>a!f9*{IcE7pSSb-ft$q3R&5eo}^fVW4#hZG~@3
z3F1fxFh{=fPj`gbLn1Z&mKt!)LH>R(gG6ZS#K}VG=xNQM*ctUi&%9xqv4rk*m<#;o
z%NASMN6|UW0~Qc4&;}KK=|K^CNi>}0;#^yMV&a>K3)mF+)ycYVgjp!T;6#1oovDyK
zGTl(FWAycAv6rtz5!>-SY#m2@F)}J4x^g2+dBYFH9Wv5=02cxlus3?bA_Xy=rl4wi
zGYb2|?#-uZ`DIGb?EPs0U{i*XvuQCrEpV#p&0I^Hz^Lwywv}thwuslZFedNJg0bVo
zTiv#3`zGB<=F)i11f%d*AzO9=4<$T|2Ek1a*!CSYFguc9H(f!g%M*z>OR(;}yas)R
zf&_C93q0E4zq+?7S(Y$E_SKE=!g8KeSofh=^P3O#$T<ofX0YYQQCGWB+<92fMlc=#
z%_AT9tR4o3w*SL4buhh%HcNFcyk(;5<YJLU5a49V-Fgo<LM#HeM8|^$W<Aq)19KM^
zYPNMa({N<9YRtex3?Tv2)rrbr8t-PHPcaJ9_F24#Fk;v&P?}-Zme4Tv@YbNntAWSO
z<Ky%X#K@$0?>`2%Ta<E^aT0y+io*_XgNa{{%fV;N6Bo=4O_iDp_p!(+&~EmVvf&Fo
zg#7J3x&)&N8n#oQ)9}Nv{rQPCW6$i3)N~tDwm??WHtL{|URGX$Nm8j=leu8#fb1It
z2XcNRQ2i8o<f<vt0OR=0JuzX`f$?#by|*#dpd>#v_CxMJ@#f6+9~|vG+WaAnmzX{v
zD2XB8E=OY?>yGzvA!~(rAGlonut!u0wI@T@G_^m%$mA|<yvsdHCWb1q@|QrI+My<x
z{C82UGvu7hZ?6t!`)!B+;Nq3|e;ZUrL4R3VwLl>go08FVJ0l4Jr!%rI2*nEmno}5t
z))lgl*tPt!Qr(5oRe>}?yLQhr>F5xffcBqgHf$H3i(WJfo;8sI(cNJ$)yPiS*_7Rw
zN?!3%k^tEjd}%wOO6)WsmB9(bs))0MNb62GK>kgtA9V=)i3`|%ezBJTCAZk*s)o_X
zF}&-E+Xgj>MnjOxnx1Y+9qMK#R9e^3<2}NlRaa;({fga9zVh#AKUSG3<txhVK9LH@
zfQC9~N{G(dlWFFfj4mfxY<zKnUe>)3wyt}9h~ABwpug`s8<U^d3!$irGL-E>@!??J
zVn+u4cXQMCrw8d^GL5QXajyvm`dfhX9b}ChN;ggPg5h%KEkdG&PbLv_*aC7JGYW4Z
z<VNsn;oY*RS?fY`tIX;YjsD`8Ct`Q+r~O2k5*H1#Hc6T8$h!6HnHL##i5-FTU-y&z
zE`5WOu5ME>T+cHwHO9s=nVmlu>-z9Cywgrf4`!?x^VbT0UC>bzxSv<}8!VND$CD?y
zQMu$Hw~g5{crWBzqB!nqmB}2Vk){h{Af-r^*4+q}mZAtQEwPD{Y2IufFg8A7=&DOr
zgf>UYxX9Zyk|)6B`7Jdj2{}USfYI#{g%}2w>wIKqyuyGM<b!a*C(c(DkD6-4ET17X
zif<D1FEinvk8YaehHDl-yi{H+S8~Zig5A-bb%^Jmly`$R2!*JccN&>Cx+@OQ%T28l
zV76o=r3uORv2XlM!pfb>(#VSQuPY>;dfg?PEpM1%L}g;h!F~7LOVC6sVt!T)m)ygf
zlDY;ARc6LIne^ZI=O+y>OnG~q{J<A=jWwB1=c6y187bPPN7*2v6;M-&uzPquiuhif
zaa1@(sPr{^kpuhaSgV<r(~ctBGtZ~@@*)4M>M1LL%!U&n7j@-*t!XHgvIQz>D1O0+
z8ioHxp<w>Hw9+g|nf_V^Rhu0LrBbak7kOnWd3_h91t4<+ipk2(`h(?v@0a)UeJx$v
z<XM#ITNG5e?g?)Af~CMC0`sTC=jemy>Y<al;V2%=^9CZY@sbB9rNC}_XFO7F_`3E9
z^flP4&%M6={I_by->M&3Sy0g*Cpm^OdTAQ=UiPQ+5=m?y)<o&*e4g9aE4IEe*^+^1
z%PO^Xj|qxTKYZ&4HvU5`VuGYOK^N==m;j_L=>G?OSO4n8Duhw6&o)8(?v5!Zh!?(%
z$k0~4c_u};#Y6MM)M;on&2SOd-YvCEpBy6t^W*DVX|^>XMGJK~|6J5<rhyK_H!EY`
zYRJ61SB@O(cwD}#R{52yb+&t7uS$<@4!%#0mco5p0Wl;BxJZJ!<?R@EYF`<m^>{wp
z1b>uruJgZxCJXn3F`ZiE+FC*MrN>j<3{e*z@Q|dC%+>Shh5;y;zc15>2+z=ilw}f;
z;mU;3x#R0+Zyc&onD;E1_8FTsY3?5b+eGX#feFIC)*97+82kMDcxX(r-o|A%9XV13
zrQN5n#ZuT_Z~EF9SPy6gZM?bJrFSE~1s#V|H4A`EfM@l3scI-nK`T@y9S_t8IaYto
ztB{pK)@`$!BKqtCH;L#qKD}|;X-w-9h^h{Y{@XZ82(Z^}N*}03<-;#mbETyp-eB88
zKn}lY?LLKkpA-B=C~p?7j~KHXjXR+BNu$_bW5aIqmXM~YUWEKLC7V?M&Pxdo_?)`*
z@muV_eu_B^$nNZ#CqakfAq0COx3oa1m9}`9F(f#njP#=6a;Ql2<^3~+vCy2qf%K5>
z#`D{-zpYdD2TTS*edlS|{=!7`Ur^EBb5=RR{~x&c3;zl)OsKT9us@LTubM)S204Pe
zmb8Zr*=X3dE@=B3-HZ$U`Oo*Siay<t|2P1pbE6Etw*?-%%14KR*k8%|A4so%hb0OG
z+aQ}PNH=WI2p9miS^Ys6nosERVI!<r6BQyTR?0+KLxN292BL{)>wgg!{}z+i<D8Z<
zaIO>74%@yYD3I?aNp$a%bYM0{!Nu%veEWC%iyg8#e6(ec_*?rJ{ev?~W&G^_u+sgz
z?7!_s^_2hZ^KAwG{Zl~WP+54D3t@)Uj7BfeEk%|GHrNtgyTucj|89SWucl^Hb5clM
z9(PKddgEjxXg=NZ;Sr-N7TFXl&?MY!u^-V%Eb)H-?J?}^WJ~~<*|H2dT>9i&EQans
z>gzVMaX^%b-JO~<D!qMZ2=Bt7yu@7<>A<c*te_yaflb*Sr2~F`O>4~tCVbd5+EjcQ
z?D&J+!xHM?4((A#P2nhDy`qqfaxi8%kroZr*@sWEerAaY`aWsHH%9p07%cLr(U2F;
z9}F(~RG^2~sJ)IRMeaUcjSvL;#evqO9OymOkA3$fg`1|fPir2o{Xgw}c|4SB`}jzX
zq=+m<j8MsvvZN$KLXsvavZbgjV<=m)jkGA+MBzk?HDrqn*(*DVEF)uUtXYN`>tJU3
z-8vEH?VR^~-uL@^zwh_+Ie++!dFHvF=en=$zOL)OuInzX%(IHew}2E6-&ej@F0Y1X
zslU+*r1FL8g1Dq9SkcjEM?_fH00f%ht$>=27n{Yxp3(?og!XM_tKk7!7T{+YRJ)Iw
z*c58R1iK|$^*i9${s3pGwcQU;5iWj5)8T_C*S}HsH|qZ8y1xZ>SqlEDuCoT(sqx4K
zra4Xp3U20yN(^$Q%I*rEa6)Pf;&hu1i^^zpm-96?Vv|a(Z70mP*c_y4L$3)u^$fH&
zIFiBsa<o7r3A(<1_SOyR$u5|Q9vttU-I-i^Z9G@;g;-pE(C44+y1!7YseI_+DTL~`
znOR$9mF#iiDOEC-5R2Y4Tskx6JDqM+N9v*aD_YW)tjHL@mUJ5r+g{&yK7L}!lK*HO
z|2%`>KXo6-L-*x#j=afBLVYnW;2SEs464owe^i}m_GvgP|KcpCtL`Z1y%Z|{{oi>3
z1YPCkSI7)V{##&4ZPhda+gbu&AvE_=&<i`3ENn^2MuWgyzhN_M6c3}V*H63(Vsq+I
zvh-qL;Ww(==wp=+-cTc`s&k#=S)GCK-|#<ogKHUG)de&26#~*-V*S1#0KTX`MA#@D
zWJIcQr$c*16fum75rA>fDnBEdcn}Cf3xR#wg*g;$ed|bkI;t9MkJ5|5cvbl`lwetk
zp=KFsQgRqGLxj?OB+h12LC{C|!&9&i0~T6P*D7Iz;Xf2hiiz_RX9Z<>f9j<E$AAAl
z$2iIV4rMqrnIj5*J4%O3*Q6@uXGG;*%QHWfuXsY~Jdabu!t7Fd40np57l_&hTb=?P
zKY$lG&0!Rp4i9{GhH^$%otx>84aT2)#)8`94V2Qd=+m**y(#N?3;a5&m>-oE7>EYB
z_W=s~g}>!}WvwiXvzzfecFr*N0`XQy^&3`Pn#Z|jd*`FPT0xa~ZC~_xAI%GGyUy9w
zD7OsDMLt!QtxCbhV_#Ui^Ei}>c~%81G)ZgQXx${kj^{*Q*>6@SP@>!{=Q4J7o%?~=
z34JX412?IA3m4Eiot-tddAgeRERMnor!0mqA~TFf3j*^V*k;<whnIx*^N@{_waud*
zicIK(n3B`zAo)2a8J=XKy3XoAM|hZ$xk{DDsCrdxnzI&}w`_v&IP+GM{|$xq_t#_x
zSsVi+-3DLOkOkkFLeE98YJZuqCG0~!&$~no;uolJV2$an0(E-o&N1+tJ0ki%WbNI%
zCp>tunpUAh=rFa>lCLJlw~982HeWeWnQ-UB)X7KO@UvpC9pWbLlnC7t+^VBju8?<A
zLE$mdhXHxt0$sQb>gwKRkmNd{*<y>`UWHj-;B?J6(z<uAxY+g&&A8VRI{XG7r%Ra-
zI*FYofiinV@^jA9dhNcvacj-Db%t@;l<XmIax<-uDk_j|H!c%Lh7d@nUFbgE*0RoC
zQWRv&;)zAeb}f}Xi$`oFtN2yNtw+gvYSzzl7nS3rw}xU5rVpMd?PhGsC#sdTRT0AP
zf*hqp*|&~%Q}4Duc{~4*yQtuN8&ztqMJJvXz9?I_l{kOX^0}u~i~hssm@Q7cq)xZb
z(Qsj{O?!F6JaCV8*s`|C8B!KC3$t4GZ8I^hOR5^|?0|D<>3UvwLnqz}CWU3oNg#5w
zOLVWMcfv)tcx3<ji8LHN<0Z8bsnJs&5%@eRo#(MO;zDAJ==;Z<s`#w}Svdc!$?|FY
z&6GMF^119l`F(t1jSA1m+!_s+;Ah1*TUJG!4op7kpV<1IlrdkCwi~|7(^x=!=#Fh9
zoMab_5Z%391gk<0_DK(NoQRk*HC8YBNHxvqG&LT5teU((q-(lro85sdO0UmZohag5
zxxl)20y6s1S{5zA5iMogJt@T7J-K2{bRjFZ(6D%iCT(k4BpR#fxLq?q&{vR>A*)R)
z9>k=&ZrUArV+T*Vvt%uC@D|fs5l4%bmW#rq==4-Xv^-C42vh$3_Rr?~Uvc#(%bB9X
z_E;x)sC}IAJk8G(G>JF%HtOtrQ~ip4Rx8<#zQ>9u&r#DqA4%+~iyjx-9vfK9dR_o#
z(t;(zPi6a;$>1y2yXL<xLfeP9^l?NF<`=4^S}C))D(&3kYroI_+O4zO<4;wHIhOGd
z13q3K(DY2BOq}>Q^eT@=8>sK}vfYo@xMBgFdrdR}?g-U2yscZRq($1$DV4>1@_0&4
z<;Gl%1JC-M(h8*{^hkRi<fNbMgXg!TmuAJi3?+uUs|&lk@m1SzMwAFO7a_!&#w8Pq
z3iI;w?o~DmC!4D%m*V^bMctI2l9@GI#shQf3Jn8v<g^@F0&2algf?8<+bu|*4es@C
z&1-5JQ5^`kJ|!v~Och;NG+@4*pq!cB-XIv&yAF5#ME$<_{jB_4A~pdY?e#90O>#BU
z7=};yPCOP{X_^q&#=Hw{v?W4IAdpM<l=sh!l0Ul!8l^!eS#yAbTtv|}8K{}e1;F}w
zLFoCn;)isgHaWJpP`0;xRObdQI#=?+mh-~E=i2h|%(W~13*YjGn0K|xzt_XzYZbLo
z3#Gk+{T`@NKXc*tro;dCcW^uj`#cjK)kZ6&-<OD8i!uEi)PsN#k4+<1aejkGf0~K;
zLa~kNJpo#qgB^hBtp+dFuJmfX#~TP&p<rXL`qgt(Th3B-{mK7hmf<Q(r?G7fwv1rq
z|B_)iN4pM8=s!0LLE0Z!;{UI4&ZZpb^mi)}hpzl*tTWdb>CgH=(;zT>ird`Jy1i4!
z^umzRuKl15z6B*tZ!7z;gaEJ5Jd@TYIKlI*dv)9`r^x3$GBGu`7juuYyWw+M#xmnL
zjZM|XG2<^Y{QM@OY(H#UEa~gw`I6Ader&J9QH1b2KbfOe)iW`w>e~f#uDCTa{Qda@
z5BHup3wg=CF&Zj@FD?cOSKPXl$&ocy^msx4etd@Y!WHB3eR?+*vr_5~Ohe8e<*Xe&
z)6!wmV!l7BQ0kIhR_q8oKV2x_b5`4AB3M9b$+UI-BXzcA!`toL{?3G>oa1^DpW;rq
z<s6TNg(7u>N6&9R31iKYxqCGs^aD6a%ai|Q0aQC2#0B9L)oJ?$cd)UT1ilS_BV+39
z4D9LC#f@gQL7)oDlb;?9s;u^Yg;c(jW3^|Y`0KUWN+uLq=L{F6z?v|Fb33L#XcA06
z#BXXda;_-GzVWdZ5ew-%!Xj|vq5>)Nje#39aHg&t7vNLdkN*(JOZ8Y6o9Ep3STiq$
z`u^xW=>g3|)I0WgRC5oV3HGhlOF8f>1dgI`eTDRy?$%5PJmv0&d0+PFEd3lPOS<!=
zXL=5lsKJ*4p)2Fsw1P)9G}8sUlcx61a+QYe=%ETND9}Jq@Uz}hd*xNb<eRRzeGDG`
z@qXY1ZCLeA&{=-fNT;Vur2I%6LCLaT)}Gg`2T|IUw=TseSB?DdfVM_^9zGB{wclmv
zxz!RWeP1S0lY7&rQ5(Aub8eD)UGg(8BtxoZlRhh)o&j;+)ib!LM=;yq`n;-7Io5Mu
z5<--WjGhQ953a#H@q}c$RnNqCw9u~!z6+m>j|3JERO2fosg$}AwG?e$#V7@*&_;lj
zR$e{`>hqXCmJWj@Y#ruXB>Bh4jK?Cl0JPE3V))?YvArnq!=-Cj61Hj}A^`v(f<xQu
z&Hw8DkL-zFGw?TF{_lcU+N7~amOvEtgzJWlAF<LfENPk_4LY3qlA@sY+UIZ_A}L6H
zQ`$bvdO_7u6W=PNh<>XQU$c>^8V}~mrnv*TH%~f17>6T9ix?7Y@XU9Sa>eE&pu2Nr
zb;1M8jOXo!q?0RX1WDX~ljq-Jr+lg1_8V=w54BKbSqi7pTDE}G89ffug$@%hM#{{;
zEHXcK?}>L^i+fvus~!Ox7D=|$ixAMK)+MDGY#gh5dg`epe~|i$J`x1sgw=xfe_hG^
zr&XebYpM>Z;cgDgjQf<Exj#g>OL<7Nk1=8b*dMiCiWHZj3nZrqpAlu9jEE9P<Mj;@
z<@eS<BYXc)LZe6zk(i5kHPDEp<<a}wea;0QGQp4BT1r<f4RRAqt}a9GqWSJ<zHagA
zl&ax4p=Zt7?iL;T@ee25gl7CwjQc{f13sY9m&qkV=!e$XS5_9G5xFN4d6g3+<{aH-
zXa63T2o^MbhsTc#uLb-0<(vo6+JrL(cU<q!_M-eEXo+vhI;}Z-Is63p%-3H@t`WHo
zF(_(dOz}8W^qPF0Ui{qk#hiA;w0P~KV*&f)86T@`x9;t-(2OoCTi6{c^*-Br!j&!a
z2#X%`qkc<y!AP>EQ8C}<uI`6O`@~V+%~!HT2NDf$i=RFaSa^FbBdqLAw(;n}h4k?}
zN7PO3Ct*m@EU|q%hHg~dI3Gi?M*M<~u`bj7H3RL@mQ26!{%$@pDVkZ1q0$vzr7ZHX
zXfHCkr(N?_e3XXvExW}0YnZ`D-YQB+0YzMNBKcSRD6h6X!eV!nrGwOf!E52c)7K5R
zZhJGA&Tn=%j`f1vu!s7sgO9>Bh+_dK7)yv{gCoDVpKqgB1&_2D@bGoDh6eWc-XaPI
zvPk#X-nBd9nas#v9<A6WuMOj<AkdVzCJnztMh_3|-8Y&4{t{amF76{0nQ3aRcselt
zLYcesFTP9zGxc3%d*|b~ZB!A>>hH&mr;?h9;RW%Z5N&SG&tKfON5%)5oKUG$RYH5{
zp$LYap<`E@oJUhx2+e)X8KNhGOFnXLTBmkJ0wjC&D#`bDbQrU5?lhIJuP^H`J5^~M
z{#I;=;r{jRXVV#x>XfJHCOuZtFRXHN@pjn(m&5k@D`ux07J1GlK9Kniam3j4AXBT|
zwhM1>tb3&)(`yj|KdNq3L7K%&*l$*w9o}YT*!~1sQXAZ$<Q&81VDHCAY2Iq$tM*D!
za&Gi0V-9hUMoWBpBfz=BExx3>z2R~MsSvYnG*2OTm?u{;5$k8;@5HI~G2KFC(O;U(
z>3PJUAp8EYq}XjSn?9vi;8`+Q%&GSpAix-UMMMofqSniA!riI0x_I2Ipjx&9Mzo}R
z+QBBe9L@!LSt34Zhu|O5FbL3q&36!-F##gW(P~q2r3l#6=nar4_+`-$<dPbr7w2^A
z9!#-!t=x-<AXQ=zv{$`mUF_f}TY(1Zl+kbr4mE`9qtn_B5D+t-_T_|2QGO$k{Va|1
z2pndg$or#Z&sSc7vc!Y(qn+~+W?0Pp%xjP_>*SdRuB2Dd78BRL>rdg*1kZ)J?3wk<
zq)tMg#xE+j(QmQ8Z=x+fD}H&xJ6@yr(>`I^XG^E5y{@6h7R~1SVY1q@p!7sJ4>~uF
zUV+1*SE+2yd<8(*cRWht8>kDNsGb7l@6-JFUjU}1Y|`*-De0v=2GC*VPX1g5Xu$ss
z1#PlPW+{}1=|VmZy-l5=?bV~Eu;m$e09?$i|C<(ng=O07DRXcj7kBv$XpLVXdLy3d
zP6vi(OU`<IaT2I^EZrg<24fgy7u_27;PACm4AmKaN6H5FEXY@NK_@?a<NCKfe}U=p
zZwOvq%v$C(==Txf%iIfHk;sAaTfXDve~EVS;T(g|!mZyK0-S&Io19yFEi>>6^9Pw|
z{^~Ub|1K1o-=!&WMfx?DIp^^IcQD)JpIZZtjvmDnKu3heJvTe`EYE%P*QSXlRF$?f
zs)ujb+lR7Le{NpF#%rg)5iGZ&u709V*YZJ|JelzuLvPhzV(4>6FrWwN57kZPq*;*I
zGA30Og&tgex}W*|-btVjI~DE!Idho&t18yo>}4IlMpf;#jn$`bU{0bs*niWs>RNUK
z$H+O?W4rE;RALiS_wGY{f`^ZdTY*ivCa^R2lg;C!+UK%9j^QWH<Og*#eJ=84R1S4`
zZF&(eW!YQ#^m&g^#D@m$kolcn=jsN<*J*k%s_>vIpc@#`M6+66P~8Bh7+nMoKujiG
z6-CNOGcp!~7?(rFww$F!u+I~qG?Ex22qxZ3B(N`R1Y6KcLtq4JS2em%={ysN7!)+T
z0-2^u8Nek>&}(<-u3*F7V<V&=IL52)%13RaES81w4f$E-mss@`wH$9eaF6aZ*<zWL
zEI)!-8K+#&OeLY|6fTAu@a!g%FO3N`$qL>NCFLwNic~eD`hX{!TDHf4g_{GUs;)!-
zct6AewdOWWs+9BwRHFgdJuamf7|vS3hVG)~-o%eJq8dQ1=)`T69dXn%q&r(+Se1sf
z)38LRS%uk%s5sMh6HO&Hnau6ga<i{;oyBL#GSM+H8Pe|>H4~`E$oqn=N=(tAO!#A^
z&H`^Y-|hhQSR>z)v^TnirC7wbW4mJ=1&UZ(`wwx~WBio2FhlXBPo(MG21dF57bxk8
z)@{kVbFj@9$(Oy(RbS}{Ir4cUkts1dfYsGoAa^5VU=51VYe@8J1$xaNNbo)kTYXbJ
zohSS*?281*BQT>%q%F!pr{2L9KkF`IAckF{*~61i?InV6dlLRWH=HMoT(KvFa?PaQ
zX)fcRj%I_ee!kf6*kg2sh@OAQLJl5q(w&#OsbUQ-58qI$Gg4P3bt<f~$qIiMdD-c*
zPx>~YMn>ZJ&ceK)-tKc@+kfeII=ty<ptcFDj8btwzBh`GQ$6Z_0#nhgUU}EnTJ)t0
z%az%VZWy$OY=UWV`d|v*hi5WE`wT|CZx~(NSrAfJ77^N_$*GPMNtxcMV@_ez%)*kc
zg)4Scw(){;1i7@BoS?oNqI07v9H{>Q2MQXK*{kUMI3<R(;aOgyd<zK~bbxgrh(I(I
zMR6$!WeF)J?Ns>+0mYOA)0;mi{_n9pX0>GKeuc1VzJpG4gMAjjqqr5aEy|aEm&V8O
zu7$_Q>(hB6lhx&7u2j|LD*HxsWU%%MgqC1<9%mRGd(>k*vR`9Ypi4*)!SJ+V0N;ew
zw;i7sZqcb0@pyS$tg}E7W8mZt$6*7ByRGSQIAtm8SzaIpubS}Woi{?KHr-R;=z*MJ
zdPUZJ2kBe<O={1sp@FkGu1jM*2Lt_c;xbR4VcrA4*IogiYwdu)pjsRw>;tI^h`uO<
z!Q*rA>~7U{$B)}Ti#c3fC4gwAFDs-Kr2J2)!@nfa=O`Eg^YwUr-Do2J?fGC+)8cZ4
zGorJT30Wr;L}IHikJ%iyl^hC;55w_lY!m<Jv)KX4Zo#8)arehwQN!VdU~Q*8!tz%P
z@JDZ3s0b8)%l6ebcxcz3MXF4>$%+i)Hxz)!ZnRo=Ke2CO)3Aa);^vFvuVTxD*A2i+
z7+#pI(WH8mt?F5?NG{>x#u}FSd0K;^Pk4em?L?z#i2p%KIDidRswbh|k}#W<WIb0e
z-$}anO&A80qg($sSBW*^q8}FAXU2{Q7w&+!#DzFk2j13)skq_Ve#qwQ(uWbwY08|h
zaXWnuW#$Y8x$aiS*Q(tP2rB1;j9VqAKdV8o=IN`zd&Oc{z~<;b6oE+i!zPWvl9~m|
z8m40<ax#F9t+7SZD~6WZ2Y^F~msXos*wMv6>0`yE*gW2?#^p_t$NOA<xe@X4c@1CP
z*2+HdHz}Y`y;8g`rHwoMuAHg0Tx$sOn1<G+DOfAhA&X~@_<|$$P_Xw5eM=~mkPF*-
zZQt|!9(o$bqXQJbsVH8;zT6Ta91+WEPkAh=Adz$+_=MD+QxJzE&H|~i6ur-z4Rr1p
zz9u76coqC|Yww>ae;3~h-%fwRFpT5F-cO#Bxaz!P5U<A7!RB&k%!YVt=v~)ADRC5c
zd&iqbWA)VPm$4090{h`c(~94wFX7jO>d&B{=|xhgSsPG%zxpdUN%lLIdK14wLYnQr
zLN4)u0-B$87GP{D%J<rra}i43HP9WFWoFeT+}Xjx!pV6(>Cm`prfw!TS)mMRv)G&6
z-QHo>D4lp8F~}*#@M!L=1B#*BTY<SE{zg3IT5p4nmc4w+``w*&^wiBhjzOM?Y%Ce=
zJ0Ty|B-D!RrfK~m)ET09dj#=bX%DIILQ~1EPBWW>9Zvkr5ym`ITmktFkR1W;L9NWb
zGf;MfvP?6PpqAKf-DZb#p&w6|f1lnOeQX0OF#<9t{yih@P$sC{s_yH<EN-ay3W?(c
zW%NaWKq9_Ds4)><`h%0iZ#tC`T7j7qLqKPSq(Oe5G_b;|(XptuyRZewUui&)0js(w
z7y0&%_A?MZNo=k5v1TP6uq-Wh;jX1>kUC5DlGN!@$ZhULEK-#!wBBbyfK3?%p?(J^
zsi#mI`OjbAX4_XcbG`6E#gQ^It~6&P+k{bTn3PO~9UkA_Ubj7~XIthG)P3cBW(?{#
z1!93CnM9nB&5VdF%GL25{GbSNYdgO?^73ai6UFg#t7O7`r~9h3<VW+pwS+d&(6`K@
zL}tAAQ8jpr?TqoZOxt~&y?EUx!ECCj=gX+Owc<&l67sLg7UxgOrs&CpRX?^K#+)4g
z*5`@Qj{@E%T!Eq8lY&iKfi4@Fe$Yut5YYK_w)rbW!|ylrK{BLD`?1nAZ)Q5$hA81@
zKQE;X_=y2DGr)s7b3h9vUX!*W&Gmu@TBYPWUMFOg8f#mr@^i_uxjBQqL{shF(}jE9
zjcy?B>xOZ%Tnide4Xk~+_ol_n8JJ=ryRW@7QM-aJ;O?HPP~4(F&YzErthsVbM!_w*
zwNUz<9MavaCB8UNBQdE4vFR$ymO9bPAlH*qR)uS(foBv$%Ag*wf8NcJIVxUgd8it4
zHFBQ4GT}AZ_kq0hUHygVknEBq{s+<#TwTJ*LoVmX-CKWE<|uRb1i4mSQZqqOmvUbk
zmtPcyDwU`*V@S`{NpW+he9z{7ly7^9bx$bBQkU%3V|&q$d8z}sWbGwg#Ha8;w3%vn
zbRziD)eF+GljAW@Ztl1Q6854GwNg=_4gGPxv@ni#LrwYVat8UaUm1MJ-i5Co8*lZH
z!C_MiX_}_3wwtLqDNFWG!~iP=XUic;o34hky|K+62M&g!Hb-M)%Y*q71Bg-U2%+9%
zr%|#h>?Dtcz|!(kPOCP>#Cl?S(Se#R&+g=8)l@2DzhDPTSP`ic59zyF`d=31<%M;N
zwT=r}m1UD$hLU@W#l1JK?bHC2qx4&|NjcXJ`n!ifXwH6brn0tILucAjCx=kb$>9m;
z<PgIQ{Fmd!?DQf~@YcwL)R(>s>(>UZ;pjVd8brVK+i~VM=!eJ&C7Z*wg46WfkJJUP
z&kld<f0Q<=*wK5hxT?H{Duz5S6v)<*O*0WQKVXF6^iWXnE8=iZ!dD8;xYXIoFi&vx
zJD@l&>ME2$d8NJ6#|b$w(v!&Ht4}>zx&{hvU9nq|g+}IBie+!;{qz{^^pR1X@GEUd
zq|JwcfKS^S;5J03`m+reva~x`aPF2L+AjKX_eW&<+7=xkpqW3}gc}7#huILN>YuGs
zH*CMvdHuS>iS>-8ZDsE1r>EXFYQLBd+!HC}rzP@f@;H0#`$KPqy%q6Gs;1vd3{`Uw
zS2`L3l4B93&JM6|tsl&0YEaYiF>KLwbR{G}2KZH6EE{yv;72X=m)810qE}a<F8}}9
zo{JyNPHBddFJL1EtH#imU3Qu_aE7sE2K9+Vj9UqD_{fMc212>0JA<5Mk{aL5LldQe
z`N<4W|J^e)?pFgYBuHg0QHNUk(p{^73+V^xF9jYXY}wCTGMU&{{M5WL5(u4wQ!FQf
zHQNcm6+8f3L1FL1(yQ-EfO0GC&|=hQ7C<>ry+WHtWK=Id@9c`aEOh^%=R?6kTQ+Yt
zY_A!M$NAK5%7jsFtJ7kzz31NR7a4O|AOtvcp8*%cFbvp1&=tpX$)j8i_^c~xC;&BA
z9sdI!l^x-0Zd$UgwcmnueA&FFMMLNNptMP`MJ3o&C2X<(470G;UWz7kcie}r&`S>R
zVO`2WiFA0mVuRlvY#5G}u!AS-{eB`Jdy%GX2qJrOCv>s~HW7T*X{B74jlV*}leyCE
zrk{FR+d*N_c<HW0ejHPtMBnQMqh}s^r2B_kYB6f8{a&H%-*PFS!R*vYG<_cU*-Q2^
zYPFmFW45ODKX8kFRR(Beu|y+qMC4yW%5&`<9LFc+_JZxI-8v8l3<(R!0mYYz<N?ki
z0G+!AFN1<y<giRfax^Vtx(?esvB9?%;X<or<9JX7nQAC@ANm2y@94bbuigQi{N3G6
zU&gEMGIe6uwAb9SH<Jv1cNre)DcXQP^x2_)>`+GODgyclIS8wux&Uq{8*At6veJ8u
zkETUb4B<Ju=#v^;!gg~)mfWAdH~!OWO)JgGajz5V&?%P|^prVZBJJyOBZ*>v9Q#q}
z_~YR@9EZPS$?hwUq#2&vt`_0`(t-<8fXPUBYFIHoTJoGfgS__Dk(CvWFX;J!@_$n-
zwvzSU*0LZkK#u%sMiql`6$xsvr38cCE+9JaD`hmT%i4>BhtD~oa6IT*v{;aEfZ!PO
z_Cpz&gznUXrJw60qE1$PE)DcZ!CATRT<vq&FoE;lzLtF7+^!WiaxPsFW90^RD*5M}
zM*ZiUcIyK+L$z--N<p)+HyUxJ$Zv3j7%#B{!EaXyKYJqc<ntHeo5b%eY|=~q=4@v0
zR&0j(Qjr$Dj}h_}w_hRnGk4vTQ}defxVe3geAgKjk@Z*3F!L$zrKpuWSDoHpN;&&2
z%=82BlH;(cS|F2u$UEPn9jj?J>a{#W&t<`81pK|0uvV1R&rKB?8LVvawI1lEf|@wL
zL#DVclNTY}=dLUo_)ug<D@sZEScym?XTNdhqr5Yr%+&#3A*trFL={0`)vOkke+Ad8
zbl4wCH9L@s+dwKLC-8@2fK>b<4regDn8ufzg|fxHvYC56jO>}vh&+~T?*T!iZaL0&
z`~>@AT*7Z!D0x($`P@h8G)APt7A2L1E9RNHDuT{HH46-P3w}g8*>i|4c+Lcvcikzk
zF!?46LK|CtkET)lq0WI|;}Kb%Wf?xhyzAeb{7y>B=YjRPX%K<;Ah^-COeBdK`jJru
zBg?yO@aFVgT~0UQO1c7B8tg8N0ng4bpYsx<C<O@UiF7XoJk3_GDk((_FLW{~%C)1q
zS?=!BX5xh1zLzBrb@?2b$-u1ABLBiN@VlvU`}dk{#k=;MQr<zDguBdT3)jP*)a^KM
zpXs5fyHlp-GLH1Z<lqH<rK*0A6Bd&(K}tjB_o(-{7QWfUKh3&bPI?BG6LeArG%k7v
z)?W2pE})5k2welthx&95^(A4YZP&^&vu=6K|NhA)eFAu6*k0HI3G5fOgR=YIU--kJ
zOOIkZ(wj#Onb?AA%cH-S$nd3|LXD#bOwbkf^Sio%WtM4A`_;gdeF1cq=z`XILw}ZF
zy?o8&A~61T8I*%6s!;?r5KQF@X7aoT98>`1mR2`1TQA@EvriMViqiRAZlL1ox*2UV
z0!*W~hZ<6hqQ3^cuyPpiKa0En*);>+&*=H>O4gt&23Y;$Lh>@HT8Y*X6=9*boP>*t
z59I~inZjhAOuyU<W2;LaF+zq`6!dfq8kZl(yKa-L+A%xmt?(tSp1qvU{=xK=XQBxU
z@y@T*HyikUFJhC{9#^)efrtL7=v_^h$y{!m!d0F3ipV60LZ510cXNr^Bp^aR+4f+`
zz-{{qxt7tCUntE@F&{@7jo`*R>n<JaIk|OHtmE55HH;CsCTD*EM;+fY&4Zly`uFxe
z3SLeOZoi}a4^9xzjYT07ho^c>YX&;r6!v>qGUB`sqx^a%wTn~%_InohXB0qZfPGc~
z3w1OK4^$E>5yZC0vv%BUnqkZq5x3Ji`aq<k*jlSsXSaY?&oM+IUjX^3h4(tGGb{~x
zCn2~vZ`Ci3;Do+E=(NjSY4xJ47xVDfJ9iL>J3&Q!T`11s1C)nOyalW&N?tbaR0lj&
zhtDIGtO*^Tu!qxUHgw5#`sYIE69SH-;7GiU;$e?d4H0g(ih*~#k!fXO6cG_}>TgZ$
zenw;iUa~!1>tZQbJ%MgeGaA84X>@2cCzTdGuFJiBvzoGpvCZ#o3)PY!-zX*REYV@v
zEYHcaG*9=*4Rj}Pik;zE*T*OQ%MVydIl*!g18QGFwD3oUNa-r7U(_KW5%y0gy!JQ2
z%j6f8C!7Re<zcltAJ8t3Z_wUPUDQS?$Holv(B%WoK9Dz>s)|i_d%>Gwp`LJ2YjLh%
z?#3DY?Z3n$v@HWI5UvsOi!aV>QTFjxdTa=~EpMdqHWQk$&@5IfbNBLd^ZhrSB^g}?
z0^M4Jr7qjPcQ|!Y3#NKzq~Lrs_IX`WPuU>8E^s(R)@Q@;IFoT8j~GsF+j$0+SuV)P
z9~Ie6vIj~WyyG52`A{z_6;R1?qifp^OL8?8(KZ}X#x<O6)pVRbnk+IC!yby|m(na#
zy!vdvL{7A1_WAI3JSbNCB5DARu{*AKKK*{EeM+}H{z8JHOO$!Vg_FwD8JZ*-qAdd7
zHEZv)dy+nQMxYdaatMooxH_7(vLz<B*X(Lni8lZ6#U-edLxo>a>E;cqT-~16?iIJ!
zzdurP7#3xkESW}V9*cREclPBQA2}xfEs!_;lQwSu5TRSDQxq?zCEQ%_taui)4TNDY
zd2Xn<5a+FY;br3lRdZL5Pm)19fs(mfjW#H13rzya2xTclWS#E9-Y$)~v0r*l`=9nB
z=1)dm0;P;5Xk0NFNzmd`zb_w5pJIYwQj+&HOWH|Z%MNMUij)Zr5%QK`91&yuKxH2q
z_Bz@kce9}I;9&i(d;4}zdC*T^Wu`a|U&LHcWWSRG+uR_za1|3S7b9_E{6mMP`ufMW
ziN-DeP<8s9w;B3+_>OlAw&X}}H;k3RA2HSr8Yv5)AEu7h%L~ACNjQwP#kxYR-nv8O
zB_Eou(C-?w%KSzr^-*jK$3n9azN?nk=imX_`<NqM(N7q9FCJ~{DO=D<x-YkwVk_J%
zd^<6i>yGRdkC>o0S1|92lTPOc&7Hy)-1FCz(-zL!RxPx}M!-NF^d{ev(;^jSW#Us7
zE4m{{Q{I`wLjCx*^V=XUf6PweBL{UyjIP!{d9!Wk;WrX^yiNLYlfK)yf%yX(&8B)w
z(krchfO!~QS(1{B>s}w6aKgd>RrFRxYDSJ>YVP(pmVK*Qul@GJEH?$C1TnVb1QpLa
zH#*%MU`FH0P&vHWgR38%w`DLb8Yc8=6v@VC_B9R`|I&BzWkK`c%dn=ci0`x+lYps`
j?)wvxLZ|EC`?OT_gF6c^Ic*mu6IJ-1tkPVlukHU2<NZ7?

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-deep-learning-transformer-network/images/image-2-Attention Matrix Heatmap.jpg b/apps/api/app/data/demo_documents/stem-deep-learning-transformer-network/images/image-2-Attention Matrix Heatmap.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..a4cef4718b8e601a05ae7145afcae130211fb2f8
GIT binary patch
literal 26710
zcmd?RbzD{5);7FpB?aj&>5xWhgGzTdh;(-gn-CDB5l|42Zjf#e>6VsG>F(To3(u`L
z_kEsozVp1#`~3CdZ@bo9d#=6LTx-rTu5pcP?3?d5^PmS(Vv=GY7#I);2KWcMnF2in
z-9tn~LPWTSgoJee{yk(=Y&2996jTDNhZxu-gk+>7gv7+;)GV~*luT5_#B@CLOpn<(
zIXTH_p9u1@3$So-vfq9P%>DcKQBhFw(a`YODTpc9|J#2zUqG1mV0vLq;b161u$VA#
zm@qf3ATr=O5nz7)f&Tb|frW!dKt#HC9~lMcQ1Ji+3j+rS3lE2Y01prJ_5$7q!DAv|
zQLu?1K2$V7qO`|m_l-)uNA<L%8AoYwkDBA9gWr8*Ts(XN!bdc;bo30IT--doPxzia
z7Znqikd#tZQB_md(9|+CGBz<aGq-Sba&~cbbNBFn9S|7wCO9NI=3Q)D{QD0HY3Ui6
zS=l+cd8K9L6_r)hHML(`THD$?I=i}uhDS!n#=lQYE-WrB|5#aFTi@6}I6OK&IXyeS
zxE&V^2<{)l0{;KU!2UKaOkiBF@bGZ(NVnsHfprC5aG3B26l{oCB8o@`_75r9eeYpE
zjY=(PzE8!Ww1@N3VGtRYnsedN{_W6yj_f}hnBV`=$bJv(&v8wHP~l*JhX;oV0)tL3
z=+b<UZ(qgkPL+1<1(|`uU-EGhiy)o6H=ss_w4xyzn?dUbH=wT~7+3o-huDxmc5ns;
zb%nZVX)8Z``*rB<d*Y>UJk67kuBd@i2MEAy;=lKFuCYDog8swPRGl&Kw9QY#>`sPi
zbK#K1+zS#q_j#^-AKif5AxSE9&0RDyn|-3?7Qh7#4BvoOzpfr?ffr2IZ$O6&j^~B$
z0XQ?q41(dT#cDeqkSnHZF!U7*gex72>z#4~62b!~jK5bDAIUkv_`ltukmO+pZo*1N
zrNX2<Q7m&!X9t<o{>6qj*$t?3l<e98@<Vg<t5PU&G-rBfK0^rej>pOVy4e1@Oj><D
zX+y^@={sA}cinWKb-e#L{1)MVelQlNZ)i%pyf-7D18y_KS$Pz)Ou(~n)yA7K!EQ~{
z30@!%g1U8`hgc<SmzR{=+H8d)mwtTVufeG<UK-r9on<{`aiZojsI9Gq|0(z>wYd*A
zx{pfJUgWbIkbu!uo8yt<RvPJ~smKlJK0NraUA|ZG_ntafl(d^-JIjgeclST{{`o|e
z%8L>8hZ)ij{W=J!)w$G;=Fac697EqF(S6SuOEf3Z`{S<EY&riYcL=eojXl<TFRj@@
ziY_g~K&L6}m96=FqNU`{Hf=Q?OJ^D-;$xUqu+|1+r?+6}x)#s1Ys?Ku1gG#G{fMH8
zv(XabAng@vAsN)?^agY~1PK$h-#?UBL7aM88+F(jZ7dRzgILdFO=LNIk;Kx0H)i4`
zvM8u0E52a45rtTJX<dNctWU!k6$9z(5H;-M>;5_*einq56>p1ESbia0zxO3orBuQf
z-?!bapJR@6)bnfHx0x%!!NMX+%@^^q0n}mb&*(#8@8xqR;|^{W?#%m5e4S}q?i~;a
zUlDkK&Cm7%Q4T~!uvq_rQ8NA8+uEA$E78%y%#cmdx@ZY&rM4YoA?+ysh5G7dIDAwd
zZZB+C&Nyr1qS-U<F(>IH{!4cA=So?MD<W791y8=1c8qh)NE%qPBusj?YmF{EX2%ss
zC9?mxn*C}eZ`RFIrm?i5Jb9)*Ul^fAQkRqot%)%gm3OI_i;DdU<FbK6u_6L0Xzk4Z
zo;k=k6pSqBON}A(GGzAi=Zaybw6f9wgQ_<Mik_~5?$pT+9)rTTW@#ZHy0o&2KAE+P
z=i~VpNtEv-mYB;q>fjaR4dMud-od16)~;UpM_ewJIyGVG%Uw9}jGZi6CT`}_3j|u{
zy+juwSoZ&s(yLZka|0q@f}Z6CwZ6&SEBlZZ!dO24)4Kh#a(9e}<(PPI)AD`R%bu%^
z^((WG6gXZjy0iw4-oKo1cfsmZID;{6K+6^p&>HYTLH-R0SugNAWU*u9xRx%ho@xy?
zgznS7edTU69iS%eL0=ZB3aUdzV!X+El_Oe%Q@-}U452G3drkNAR@~l>5D>#`;thxb
z-@9ojPql#u`t<QNB$M8%JEAo_4e0x<`fgu(^<88s)yuDuSc;-Jj}YAPI--&o#cn`F
z2aq+&2ABGnrO*BG={KNpckmIWF24NI^A5}_ZZ{LUHp$Acik<HVHeR~(1Lv4WWS2<I
zH=s|*(*^Q~fT4;>g^a%@y8so|o_AfzoTTo3N(*6-`hA1C_aC)oRs|K!UJMp(PpEO&
zd@@nm!cj2_HGc0nRcJAexwtaS!gc1fZK$0nTbj`JadH2J_=|Z%v}WEXR|p{5fFt_y
zJ_8e5v_31M-oC!}0vj3aM#Bm@JB=l3#|>HAvxFTKX7WCJ@^CPl*y8<_Qcjw0V)-_e
zdK}dwrZ9e5jae~B=W-6|F}^WpCRG&!=SXCyZ7M?4qVfSB3m$ejBFm!Kgte<SSV++o
z4f`;1XjLcB6;k*qKh&Adpb-VdDo5KVbNEKImv1!u_{cK`m6?y7#>aVCP=GE1?{JTk
zt+3mJ^RVk=(>%*uwy-O}_yrI9wi-bP0a3}B3ND6S!cpAd?0~B+HtjYVoep&kkuU=i
z@3h2rN1<-jP+{R~J;is}E|D=5k0t`|+wMB=Zp#cinQ;~|uhh^FbWvvpN_GjH4tON8
z%@A@biYiiQlG5COBB`5pSq}?6?o3o&a2TfYyeWz(wtAMkulmt@%7hiQ5AeaLSh7E&
zg<s}>;oVM1Ro2$&G3Dz+0nKA}!aoqZM}7=Xs3e<DnKoozI-8CCl!z!NO`~!6zDt;+
zPxFKW$M<c-0!fmB3)FZNoa$sAkvDLG!Vc)y)5QD3Tw>Nz?mfGh2I-gxm_C>y{n#$6
z=P6p66;D<wExkT>5Jl>UVr3ohnZl;WsfiwnZDosMs|AYa%D3Er&Iy58RwRFwA6JyU
za09vu1029OEmSoYvLO9!3gb%SBDo3}$7?T;ns~4+3)4|7cd5Iwyd%QrcOaRUk~k<J
zw@&ya!F{b`y^HoarLyRub)FU)b{KNMpO1w6fp{j!#LRKJC^g@_3Xff<@MFojQcu{W
zE}S(r2p!$ii86g?b_a}WapI^i?}*$CKUk0oana4})cs^1pjRW{oF6xdlk`cSxriqi
z`t5+TS4(}WYL)t`1s{L?%Td<U8t&NS$Yh?59#?A%dhruF@jl<GEX1V<nISl}5V|ZF
zQEY{uFHNCG4b{U(^jQ@U7MEx`B^kJ~-Y8`k3}Tys1+7tp?byatQ|8POZzHUtF`cN3
zaFJ7NnAo&FN8I8(bH^EJr?^I$C}}#~Gv_Bt!l3zFLH=PT(j8U;3-0JSd3zgc$|R~t
z7AmF#SUiw@0EvUeOr@`>MN^$;3`LTuyPk__)Vmip)CX+sd`hC9v_%UW3##w}f3%OO
zeSF8*g;JFTW9Tb^1{kyV2){kNPM$~cl|RiD_<c56@I!FG$2M$5UDJDNE;Y_vS#f$Z
zC(_g<Pss=-8b%!lvMj|?YbydzCboATI>|j2leiKg!Dv9WbO?-P+Jxk2^zrvsZUsJ}
zZr@^GMFN?^ll6ZJD|)$)t@dqB-XW1-XH2;6CDM)|=*8-%qdr}KiOMQCLmB=4hn!)I
zxGr#T_B+6Z+sl>?e)?SPo|>@A&M&bs6kX7fOVuFzekY8OE-fcA-^2FmwZX*=NGkWY
z>(4A>0Aulm(52O&&ljX%&B<q*;XR!EEZHND^@QNN?kJDplnVrTEQgh8euQbIyf#!4
zzFT$Vqmh@md?CnaZCIzJ&>}(Q)M2K>DpD4^3}F`DxB2$&XL&$yxchb%_A|FL;)e%p
z#?0-aB=9gxqS}GG@58q|TIU7ZKOxsq!_L{o(S2AZ5ZdI#@vwU-)G0$2c7m&Yw5@HS
z#`wERzm)ZIz|=4(+WwE5&v3mUDb?hr1S<t#j!(rjXKNgpYd4_dN%?Dd^@8ztuN(-5
zjv_9$X`z0M*+^Gz?_V~(9>AOuoAjRK9&a*it2qYyH!Vwjy8&%}#kdBk&AdDVL!UQb
zK<mkGK;ICo)%#S=CU#pEL`1Pwu(1_ILANiQc>6RF=VI|(IjUI0N=tj}s6gV+))QbE
zr(Lag3J7lHmvq!v&&+L!!b78c#Fs+y|A6|8Qf1D6F`#|G1jz;|iemqM0ZaA|hq<X&
zDj*B^T1m*P{;E3QPE^haz7C4wtS7&?dxE<1-VF#UmIDj`KvN7q@^jB1Hy|n%$Z^*V
zDArj2OzDUlFdDc**@eK#3uMB-2Jx@9IP$81i8PuEI>d4K?Mpv;Q_Dbc9f5P4KT`Z!
zptsv!GbdK5aJ}gOGidXgUfM*(o7x%Z>Oj(bx9ja=QYxOs_K6Om%cW!N_T~v)PY}O$
z`3V9yMt?wv#GLx5pmmafa}3#NhLF+<v7WIDs9O_R$S8(fFp}a7<OopQfGACZZ$NrL
z%(DhtnNRc;d_c37a=e5A^<gw=)XHwZmQM@%>K8(n!*thsGxF#Fqq4sNy;6&P<_PbK
zX%*|r;uyM^$I{1cQj8nU9Rh?ir3Fo^K~Momd&E{g>p5UsBgpoPA}qr74XECy)k6L}
zn10F719gKebzGU9<OseFfBCP@PM`dAg7qYXF&o-ldIL%(JKMhj5rY5x9t;2P5-W^U
zt#b$P@z+0~&T|lBO~?SomD>#{%pQWh5FxwwXtXcwT$!l^G%=t?u&Je#S2Ku1CmogS
zDrz@3b&+y)O?J5e`5Li(Ef4jMxZZ18&?{yam@}ZNNvpQ~^Pu<%H2Vew7Kfhc@1=i0
z`W!VqsKayj*d;{y29yGLmRGE2ioL*P?U)r2{pH|wQ!Wr^4gw)7-WA=7$QHFL*T@z4
z1{9SCzF58ib=SMz?XIr7H>ERTwEtRaoH~L=eqLWb(^PXdQS4nVZ=d9mP()fy#J2X_
z`3__^3W^P}m<2xC5%}_my<)Nnj?t5SJ`cwC(9s6qrmaHH$ri*<3U{wg!Ka-7AQX(j
zuzi^QFFzoC;_-j;bR1jRrrP9ls%YI#k<KqisYB*E7UkL{HGt1GNxeITRgU$~5oOOH
zZ0hvUtugI}QLYpl9J2iUAyVt<5&vR_SlU{I+y3uPpg&=3)t_@Ki8RR)^)0o%L44{o
zq&-NLlS@o;x&jyylEhv6al0bl<(~$SQ~!jW2XkSDd^W(6)XjiCZIG&OS`zM0%!G`a
zgCmOy@b(uSU*3THsoGrzD>K`;7SY*i;;)B8E^yr>F2tXWFqfwU)mmRqZB<nbr@2}g
z&6BV3r&v^Ex&<=Jok-I&6*I96QSb(Ct8lc-@t_rm>)q=Yx7T>Meu{Sky2rF_O=X^q
zi#tSZSdhpqG?zOS(VpqAAS>P$q!&23?{taAAhGPutV=MHr2jG>q>&TxdE<+E&&b)t
zQRJCoQ=Y}}dVfA{1msnwD~I;Iy~YmDBKgmK3h`|xS#y$c?cIk8&=Ild8S;DC$T0j>
zrAvjPi_+H&8{Pcc>s)Ve&02G;URJAF`EkeKZ$f)K?KK~3uiKxg3rDo^S%1}e26rzG
z#a#X!FFqw^z{@(f<9-HYeoM*anu>69>&!|Qg2%lorPnUeU`n$BTSVpqH)n*s8nVXt
ztxYG%cOv!Y28aDFOT|Lv3P^w>QGijDbwp^K6Ea(z8TJeqSXCMW2U{PdY`qN=R~=?9
z9%{c&qnd!@0Md!93nG}LgA-xhTDA*zh2tOwQNzcaj|`kz_Bsty^HnsooN2e<eiqNo
zOzeW!Ou(a%isctS^+6i1d{Qh2se20ZPEl0zFZNo8texzfRz2l-lJy!@-Tg03wRezU
zG9`vrsOP02bj3!8fD!#O)T+Y>gd98(y#eVMK~+1(4fY10;&e@$p()*I*<YJ&JdLpx
zb!dF=E*ACji1Yj6N8s+9(QPW|Q^jkHgWUM9-9fG4aX@gT{FmVBuBrZa`+pC@BH9&`
zc%%S0Ja84@;q0E$PLaef4K$0d0-Rp}_WNNX!4(0iAP|7D0RH}4^8KTT0PwQHVAEzd
z8Q|?3jNG)LqReE_`qW!*Z#fQ3r@7ptcTjl1eTf+S8jXr`{u^da{>#K1)RTSf&V#Rr
zuiB6$bv(lvj!i9B=G|PCxI=p!Pc#M6a&!VG?E^qD16G8fm4YMB%R-lN_3FL$7!(^Z
z_M&vEQqW@}(>TnJtRQH`BzUG+aPNo@UfH|{J!$bht&*?WvhJI~rpc~}P$<rf1%_MP
zL`mTNtZ5<5A8bYZ2RISyPhqtf7)_E2zs-mfJ4PKA$mxolP{Tqflt!a*NZML)BLz-5
z#8K(kha{R+#cKo^q`vGcMOkLcZD@_nLg{Tly5B`o-bV<x$yahr`fwK(y{NB}+%^q&
z(~phjMlC#|OfMU;a>n4<Qja?oQnrfedMDI=#4AAfb??VC=CuCf=|~I0&<G=eN|+I`
zy7%^9n2H?ilV>bg(KiTRH8PAZR3uO}EE=ic!!x~LBYW0H&IiQo?-A@E_>ko!J;=CO
z(-E8QkH0jv6rt2!61jUEE8PGw5YvwwjsK|T1BD-LoI0<HC{wQ&h{S?#W-mQwl!XdC
zS71!J&8D{*;x-tGDF4(QZh9!Dw0fwnB+Aj;-q`M&ZZp$E*4c0shL#O9GNT&YmwQt^
zCrVI_M1zSYf~mSJ`+mkx<5sJlB<x7YHs#k~o)6BwQl{2<?#n*wUzSZLE1YXMyIx^%
z@_A=PPifCRt=v18D-4T>cHoPaemGo}DK6CJuww_TDKla9I}4!tVoQhsh~$6ZUE9Z;
ztEil5Fb`M(yvXZs^raG!?L!h9Z_=51?LfygNt!}bVqVk_LiaOU*`@M0-j9hgcX-1r
z26E+dTJOB5do61%;P~7Pg9s66ABUJQAa-N`t>H&~Y4)tdGHTB;Y-xF24q|$a4h7}p
z&JQfad-has+824(+c}0q0=rKJRQItYv7^M|UP>&4+8vZEB$B){jL>V0<sqXV0!WMJ
z0eVB=<ws-y*kwrny*jh>Q5eXu_<&HRMs7Z<i&B(Gk}8i9wimcylCEquvbSl`wrDy`
z_T|2Mv{Beb<(3R(p|0o8>}P$rtXT`W?g?Bn=GYkY3v?Qx*Bo_bO>J=VsB>s*&uaGx
z5X)ja1e)D|W<kqNf|e;mtlMHWd2`QOHD-Ej;n7PfCrprCF*{_e3Dyse7ZXi$%$F7)
z9kIzih}uefYY}Q9>Mo6u1OM<i14&&JTNwmUGCyBg(oA-(2i=>*W+)sbUlccFg+5>D
zKI~ao=WZXOl!uQ_D_R_6%IRmD`+*dG1e0&>X$b)(_pcDWktCNy3DUV1<(^Y4sjp6+
zojjN|FYJ6MPMn&+?s)1W;3Vk92q)H9LD-+~PK0Uf>4>Vf16-sr=2ffxun)&D<JgC6
z3qpY5CQ-U)@`iu18DABDhEkxdW5mdGQv$u{ZtyDWDv@qZZTwt88Zg>|lG$psZ&TwS
zsJa=7<?q?b+Wj9bp=W*}IY_PE6()3X9ZPsk>Kr@5!)8jf5XrYXOc{+P*1ob~slm$p
zquT%4O0k<@=?3Hm7j-rc&X}8o*jiNWv*F^&TH2z%C9;mTdd$1@?bCo9-@a_s2<QGj
z;R^oB8;LP`+)?~qKS_e1aU@QkjkUCp7ubNKe*}a~688Zk8|_y=z69z|$^_^Gb->v(
z)Xy!h^`~S(Zd<jVAsxYep-}h;sy6&wz}+|c>|vz6Vg=xLas&Xs6>i~oMLul{*#Uz&
z+3_kK0Kc^wU*5v+%<MgK0860!rm%X)UItrJH&l<<6wFupDN_m0qh-1qHvh1X+TGN0
zmR7F{*%fW9Og0Xrx1J$Y2fbFxz!F)4_2J!qlo_K`?rcj~E=w6X{*(=qU}MR@YCLot
zK*uiiyQ2H3rb?en<Oy~4R#bxxt;ur|@y}oNH6~p@DSrO{g7X__D@g*&{KMOMaJjFx
z`6i<AKx>;0aEAS%0&-TSd(`e?liVY9W>fkij$ed)_6Dv(YUQup+ivN{(Sjy4NM~^d
z@bokE0s2wuJRyZhC@$s8Ut%YQ<ihNt!gRg${uQoT-vt&#sU0Pbi1s2yVd9i4%Bs!0
ze3o?3u<V9@y|>8Wt5F5+e48&y>a?K;qR#TC<|E^m<>UmS*s9ThKm8dx-)?c5uMBQL
z(a!Dw%1i_NZkuat%avAD^5(+zwAx-5XQ0L#iIEa8?-rvJxHTddM+ouNpr}5yWwdDx
z&+`W4vkL?a1{-rnC_r@Z#T5t$PFNy%Q~zxb7N7s|`?^6b;B#W&dW+a04699_k8Ljy
zfT(4j{{|G`1cfcH8M;y=8B4ciPO1(b>9GssgbzoQLy(#LVW^$lC#nFQ9s;k?8{dF@
z??X8uHs)kU*g!=1<uwowE|xJh{o4*qU;fAM|2FrZo2ob?E|4`L^G_jR=4O0ZDbD$A
zI1SeYr4N8mRE^gEJK+b~?pu`h^`9v4e}~NOzV~;OcG{+xh{peOX0CC4d8I^9GTgKY
zgqjq(ya2DU(hh+YkGD>@maI%q&?x-I*`Jd!k1M!2W7FXidm?z+0y$tZ*FRpz11KE1
z8nH1l@iSA)Tx|wvh6!N`v{UJ7Rh>)Y0NJcri#Q=#T|DIm=^x3RGop`Qi*<Ky6jc*r
z9_Er<92Y01v<?8KDLpf-W)4TUCu<62xTx`iO`aH5uYApCd4Y$a=-)5Kth8n;@<bPU
zu;Um}W}f!#vSdlLCgQ-Nl0PAMxm08algqSCS0InF;i?svWLMQjxYNI*Evd&fS&D6i
z2v;eBL|U$ZID@UmQniSguB$mk^8o_k8aoI!$!UAKM7?9++qs&(!VXg*>PQF)D=g+>
zGjPn@@OYJ_c#p@PPXBSyd`3R85uBeJ@BFw-Z%*b1zZ?SUk03f2^Wsx;%~4^dFR;P{
zf|42krFB!`ia19Ck3jgEe(%|zMRA;I_5sAtm|Xz2qA<d*7eItO1TV|RL+iw^Ha{1E
z7fr8%f$2C7IO`-GA!-c6R={2CaQrsmx4E4iZ-8^@k{G@LO#@jI(F(iK=_`PaiH-t@
zg&H2{TZ{gxy&r1;lTIcLfQ=>6H+RF#|8)Ov;pluLZRmG^nK=e%hsdInYWd)FZY{{Q
z6J(h&{r;8N$L|C4ori+u*16n+l?^S;f_{RJxCVkwCM`Q(9u}mbP=>w(e4b(BJ;X%I
zbW3r?6!nJM5^G7OgrUKgVXab<)0zhk4$W>Ppu*dvQ)dm}`wAcz_X-)#C$3~Jq#&?t
zyXvh*VoVuB=Wp%{9K{6lNBMVO5_?(FklmYES4*HWca5w#`GEa7uIAZ~-slH926E~v
z3gSA3IOB>+nz0Mp6i3#45?LQiYpau`6N7PF@+G!oe7~cEPO#Mqu|ewei|5RRHszP)
zBRf{kqF9frtIBy~8AvjlLt!Nr<lLG&1jf~M#DkA5IY+j*P~;z)dpM2t*;}=5P_Z1o
zoBhbX1kd8RN_q~8X_<7cEEv|Ep0RMnd+UtWS~{c2mGjc)wW^rnL1;|7oJT^<QoZcL
zx|LkIz2QlP+uIhSQ~qWp<j<-v)068-8Ela^(elNe`U=-;v*T1u+Hph0KVEOunev{j
zYw>MQkCBp%*fRH83g8Y&61?+C^^4|6p7@0NzMd;bo;lq@h_a@>%1`B^$cb4xYNtaD
zg`<z1{kAUE_2m4KthQu*ZHd#_TYGnbg4bFfnBPftoN?bfMLlYF+|^yWo_v4`fQ2q(
zx;(<lEY3Q!>8HbeoIUVth$szH*|eY9C53#xAzUzmB}Z;R<qIjV5K-Qmhdyl8b{Pke
zV%UkmlX<+A7+o2$IY!Zb`_P>EV@Re<>M5e`m;GUX09uvbx|?Sjz~phf7C+2C{=NGL
zLqGGAp;r`D8L^F*ufRIDW-KePZ_h?Z3I`3?l%rOODh==UttC;vZn3wejc4+#dNKc)
z{1pCy1-|nW;Cfz`)s=E@v-7t;Pd&gRKqA5D6%=n^4EO+KYm^_TlkIarpHDzG%OU-B
z$V*TfNM|DJwM)eLXv?DTiGUnnUY8!Hh16x559G}imUfn~bVN%MQBzXJnJg871Qcc}
z5OSqL21hw7K1*xPSL1QV+kc>lH)(0Xd7=LCfq3q=a@WGS!Cv)PMv}^hXs)WMLo2&W
zo#Zd?zZ>o!<*qy{V*}Q3DuOHc9%MPg{06iGu*qqY)fRtW$EMn64o560?Gc$dX(9U&
z&*{=~EowtO<Pw>;-VDJ{;ylbRd#tK>OpVd*!!oE@tCx2=tUEb9nW$Z-rbzAC;)idn
z!Hp=g>_qG@Q#QI%JzmUNvn7LgFWM-wo2XaJM8S^FtL6L~V&N~_^K+}ptgR$VD;K@J
zWd682n9z`At65ddOT$+f&#YjEQN{DzX1j>FvCq|PqqMEbt%c6m*b3DT<I^&sabPjm
zSQR8|;HCBC81D~p_P|5Ti7&h)LJL=GxA~(#8H*5x<oukDjP;n=?$FH#_|G@CB#_gm
zqmh<`@#qTrSXHAh7I%hLMkZ&qw%Em2kPvjR3W(sS{P>&!W0Btne#26pTOdO!!^r9I
z;hB4gW<2m6>z{5@K0e4m8aNt|I%L2Dv7n@g4o_=pA|uAd8el@y9d*Q8?GyQd)?BB$
z7~a|7lM+aC)GCqLl+t#(wWqoO5$WJ3NM~IZU~PZe8p45ZkYzo<Ax?s?;nf0OT|sHQ
z9)W!UQ>~<NYc<vJ^1*McucS>4@Pe(k7aI>V<+<C?+n!d3lFV_uYS~k=EHBb;d&`pU
zXqYCRZ62?0q4|h4m%=T^WEM7Dnq)TJ#|#FFS3hDrQt_7LnR1Y#r6kpTrpNb25S64p
zK0HKUTHjO?P^ZbZOdo(`&xzZ_MM`sajy2l9L+FHC!C&+87{21k(lh6_wX{c!g(vsN
z_OL?3iqP?s7o=~b9H$x#g|)n97^Ml<ftbk{&d#INd5OvQZHa;$*X<WkkiPBMRLn4J
zpiI3_b1U5Pi^I5XpLGzF<1;#GbI}TT=Xx?LQz}omgY;Ntkmvd+gYYl~L)ZMlS>U8J
z&mOyuEV;~toJ=d*GI@vcy52_s_P<8(v~;ehlEBO`7V#PC)QuPoriOAc0|*l*zQ}xd
zZfZ&}U5v$=MQM?Oo&rDAFT+QoliC!CG&WZh^wONqJJXP}OvV~zc1E!6yPDx=E98(M
zIIz8g1j&XVWsgSH__1_dCzIObepGx{wW~8jsxWyw67PVX;HG!TZRX@La%usj^9eNl
zeDvbi-ta%v1vbEXE_=-oSZK_=UGNf7G?^gU>~z(f!O=gw)ySL6I|Q+uy})XBdo^KE
zzRbPKmDFgXpp_CHIaLl(zPmwq!-AP*KsiD&VOKF^@W(qGtTukO=L6j#nTSZa1GIbX
zqu2#_fIEKgSA7EtPC20I0l;%Q)cN~eD^o;<g;cWWq$ui25MXZR5$a)*xhfaFCyDx5
z>LF33M8JK59UdbuM(z+<U5$q&H97k0uG}tTj}u!EV(SX9*cr;B%XS_GE>+msH`DrV
zs@v9UBc?B0Zayhblqf2q@g0+R?)$X8s9~9x`~e6KpLVjwg25eArx$>JrBCZpUV{&m
zI05AjkYOLR*5Ue_-6<=)dg6g6za&01qA2Rtk%p60v|gNVjx{Mt*}=UWO=A#ALd>^1
z#lWG(sep(Uo|69z;+)gV6wo(a!W5Me-bGAz?_AsLQEBS|XeAnj*+9U+KBo)eO-USl
z6@m?MCoIQj>qb3x*Ki*D@T{t}44Au&LBWixY>etq@+<-FlQD^v;E%8BmYkjY`LR9`
z4yE}#2ACk#s>Yh8_nIhgyOs{qH3{N)6(7S^e$y-)AV>Ggt&G!Z^=7Fbq48_glt;CL
zjYl_vL4D0Vj8DMdF1EuqGIova1Kfib!2I|b<J=CdFyHKOqJy%75yx#NP}u23Pl{De
zpV^==J~y9tF?y<Vt_(1=sb-?qXnxA4iDiM4_id9Rg!z=jjSDdFdvXPEDciQkrYIMB
z->aFRRrR#XZ5g^QX&)&83<$l?-$2qLloEB~J77=5pik?hmb}SBCp96rjj9$14)IwN
z0Fh<@h~$#Mop55~W?H<ae*pSzZxjZ>%WwdK8!rcdPyX@zz@q8kv!ChCcemrgX?Z2;
z$p%lOOE{-gQ&m}AFJCS-2)IZ*cOrKtS30=OK3A@0w-%MXZD<*;e}0E^xd@}c$$l@%
z{qNj<Zx0z6KOPgKenXrKDs<ZBQ5!9v5o%_BPKjqCNl^c#TcY3N!87mJ+yV{m?DSd9
z4)PH5dAIa<0=6=Gn4qDOSEMJR$MD0}JAI#w4BcI*4{eOdce)~BpZa`qStZHO`Gn4Z
z#-m-IB3YU8Y`DDB={#Dk#&2HeX{dGBQ$IMTCmry|MSak1zJy!50rzv3-t`YTmShL$
zkQ}J9_pd#trF}}%y|P4ryDM1u3--O^y~ho7Agu%E4}nmw2tcKL)vqK-JAwg-J#F%9
z0{pyje*?!0`88+HZa|Ny<ZnO@w%53$Nwy0;-)bR*LUF*?wF^G@MQ{Cgwwe0%^tZv5
zuq2S4euvX>c4jivbA19#1LWmbZXA}T&`St~_Cixg_$&22BRfyP2?24I$EkoeX$cU?
zb|SYx8vtVIo2XtM9}gi((6wha)Q@3Axs5L_P$f#FneK~^7jH2-<e`us88UTRTHMM#
z<lwAu_70Q=pRSX>M{P3|pOo$Gu_>w%#ZglFGtw;Rqoj%V3nDwC#byYI$f1-WATRri
zrL*Ya)+mbyLSeWcu(6&OyE^UrX|#LW@Ld&#nuY>5G&}Sa8~9DAw}$T+qvRl#xA2D$
zY%9a-ID!p01%zTWSyy*^h`Vd<`l&2!+*`zyCvm(_{rlxzy0-X`*DOEmWyL!hI_Bxh
zW@?)&>egGuMe;Qw7ZC(2Akh+I$Q;wuT7c+*_~~De5qcNjXSB+tnkC7XM?>i3CjHgb
z9yfgko^Ep2IU)Gh&P-bIq{P7YFJGa}@la3NWwSrFmM$TJ8UFw0$1NYWc_Y;BqX(Wm
zn0@xJJY*_KlGux}IxQiedM9A(g`4^notHY)pBr+zodXaJ7<s_cG8uqgS9liUWRK;Y
z;(ZP>{MxkeY@_LjpzH?JWG(*Z3HdW->6@yaLH|2llqb$;Ru`;?&MGf<h^9Pc(nVln
zU1qsaA9f&=>CNcywC$eLTm)S^1>Jzem{lzM9TZ~*LsZgndTWVKuUNxap+4g&r~5#_
z8L*!T42tj&3T1Xv#Th@=(hU`?zf9h|0ii4bxtvd2tJhb6-uRU{<Os1I7~)$!98ogW
z%<uo3od&-_*~}+b%51aRGIgIH+O(7b%4qEi^#QKoS3*F_dsX(L>lRICX;_%^yii@8
zzL3B4U_D>F0liQEwNt>r7(db4WX<9F>&TtA=uYf0{)g}6G9SC`&`P|PK_NCuSk3z_
zWsJ!tLgzA?6bHbg`je5nHtBElZw;6@baDd7=L1MpQ>QpA(7F&jXS>X31>VODq&<^a
z<R0Mxn`tyxhR~A<1XI(o9V1)J0%^2-$98e$MS|?N3(DNDvMn{Rl!?e<@zWYH$i8YP
zGf49j$x<y+bJyzDtBoC+vmCa;1}G^#$1H&hUHE7^HCa`_yimJ$T+z@f$;3XzAYj8z
zAT{sDfFh4#Hl{Z2vZwVR-rk)9_ruJ@W3idGw;&i^P^f9he&#;MY|z&bQsxNJaLh-u
zG1fU7t`gRT<ZiLc?+#r2yf;FlwLcM$(!V0fk<N5;z^yG!Se5dPe&%UoDyi{F?*j?j
zNWw(@UR)T&+16R$Ves}m?!F|>^dL^eWfNm403ing%X@k(&1j^f<GR&ow7X)z@OCoc
zb2yPm=F$ay^$0o%eB)@2P!KoVV@a)c1KOx+{~;-VB1v#%R>+TnBFo;*&rgSi;ueU-
zi4WIw&Z&Tq&^{*c3_Z-PM4oJ?vCZD?z@~llt%)#6*W86#pItJ=Tg?%!O+j{Rj+Uyt
zZRWPB$=9zt2yuua$UIj>e6Q)?JX>l<PqI$cCX+&4T<w^YutSt7x1uEVB*-2&!+WYN
zv8Tnog!PS<oJU@{;<ERmDJ*Et(>C9m6WhnLWN($olpB)vL^b?=u~L2|VokCec+9V9
zgFE}A&^Rp1JIXHuSE!{Bq|H<L)|n)?_O*^g-O`&*p4toFk&syEw)^7u){E_g4cAGj
z%~QO%Q_Kvx*35cKpOWaB9)o^#j_TtMp}_yzt=@I9|8Bq9_U+t(>@mj0ItDaUYsWJ1
z44`wV=YYgQQ6!LDXe*?LU<qXaqNhVyY(>4U)!*FJZT#pohtag`KI~lzS*t8EskIH7
zI}liJ(gYuAs|+l>s1lq6z&M=nU03@5r*^yB_it{s*R9uNa`@J*)_Sbezu>U71l%ga
zSkOLZIMtcVlD!y%Zn<@_+-i*BV0rO5+yrDC9{RLMRhAVh!VNiY14rgNFZV2(R$v6&
z26YNQgF2EWo>J)0P>gbEee$=0R#`*Tb~Ea8m&kpGJh6FkZ$UH{uCBAMN7{PppY=AX
z2-RZf-VM0ISqZ(EDnWhE4};L})<13H!+fS-mTT>hAXu^d%*{M`hagT8KRh#&DA9Mr
zUdv-N1MdPi)!dOM2L9wgoVo_?Wh{A>kbgq!p7naIwG_XXl$X48;B(xnn54E~o!X!;
zvoIZfJ7RK-+O5Ix$@rs6Yf{#eLyEM~?3XUY+a&#b3P=w#`V4Yrnu#w8qV;t*9?UTJ
zCRkPO%YDw7AQr7&tJ!dj>(JUgM%lFHn;NK%>4~t@*=8R2hP=vLo&-_mGaF?+>KNWO
z3jaYkgo`Do{;ppmfS{ST-@~b>5W0O2`DC0;cPg_Lt(KNRt(k!AnbIJjUeK7Os;v%0
zA@Vd&K&-D1pUD#Dp^TJl7a^dqPw|+@tGe)N%(k%JQ4O(CS1M4A_3bpKiWJ$Qg9EpW
z^I$>DCw1gb5!?5^#0c@QTZt2V0Yx<toa8tm*2<ddlvOt-Z<EKdGG|T2qT#<p{D#Qx
z#c*8|Y-+sh4y#}g^<&!jrI9N<#}nEWfzy+toGnfiU4F&t#z4#Vgr#fSM7#dN?{;#$
zaIlfLMAPHnh_QYD(M(%KK)p*DzEN#m;8efD{V-i0YSYjqa?gZ`yzvv<i`c};849!a
z{w+A<e)q`3Mc`rY9eqNbfn8kM)~Zagw>zb5UlS)DGPG9<BSQii`L&u3<KTvjE1pGY
zl_g(z<}5xC@OGJtadQx!L?T9RuuPrMVtUHT@8p>1x6Q#JNuiWcL%TA6B;@~1ndt~c
zn_10EioTf8{VY<_uD39B=?5*b(bCZ0F1ur&`A1uFbd&MBHm1|Z+V_Rw+o_`zJ`WIp
zKAJXIsd{b_d5QH)OXr*dYGHN}cw)bM%MXOf!{2{GZ9w)67;(1d_WZ!2)UR=sYutWa
z<XagH>PL46GzCKm8?1m@IOdmHxXzxyC7!|#314wMnPIy!z}O=9$N6RJ4am%#(8M(A
zWV<KYp@sOx{y)URm6N@bd9rRcCir%zsGZ`xM3U`@OTJT_KBKpxkUHAFCseW#kZ<S$
zT=d{u-9EcHyr$*E4YK1QvTOW`Ox8v55uols$Q(e~69V&vwrHB#bDN)AoRW<giOV?M
zsUY!0Let^yQ{jS^G}&eKDf0CpJ7dp?2f3GDaQGhyidWFnj7E;F6jh*=*NVmGwpij6
z#0xn&w4u9Tg+Bg*Wgqzk^2O3*wFNEvjOIYHyr%ES+LmL6(>g#MU5b897)Da4FnqLs
z+H$;#IUaWb9u4++BxM>SaZ(;4%)paP1)5xs1h2L?Nns5wR1z7hj~pYiXSs+=OBvQ~
zCEu_ALrYgM<FaC@%T!T!?$E`g5cGwgr!!Apzz9xD6>YSDr*gp7E^*O5kf39OkIaL#
zMf)9Ru8H*Z({{~Srz#`1E*c(#cwTClj}IVxe%#d&t%_64UV_~SrgfU!v7uzuh@j>H
zTbb1gy&#DSAGBn9TTYq&p%T*<k9n{h#CSX8=;J(?D*{^j;H${%%EJpea7+XxkqZAC
zI^&0W)8-clttZ8$4uh@H5758v<klgD^O)`xTKF9dp<F((W=Y2qVTg4WY=)}9#H95&
zqF3aZE9>?+<CKapDaraR^`aw3g9hkR&T!cKic<Frw+n7n#wU_?C6ZNERz~&#Ux;6z
z*Kj$^371wreK3t@9_<>t>f&mAS@-^9BnZ%W)A(8>Oj#^iwm9{a``fi~A3WXee|(=7
z`yaFHZvpqJfEI_XHS`d|u(p}9uh5G-w@dazYw&C^46;xb1Bi>`fhwiO)enXZ!{B8c
zfO^$YK1Z%lb(%Xz)B+;yM^IIZ`YxLRJuot0GNMFoWk!1Td3qZ1i;Po(D9YpEMWvWr
z73G}<7&}!+Hh@e>yhvJSkgLIaQR7k7H_8&UH$Q5sEOXx+PrBr#w0=XFL(UG4o^;+P
z(u}G0O6kP+s$cEx=t)j-DLM;R#0YfOl&!A5Z_emW9kpVB(bFMtsR~AMGlXI$dcFZj
z?44biUi{!U_enWgEqE0Nq~<n-iOEjH1D%||6&=+vswJ%KV80gUj}%!hMf*PgYNj2g
zXdSw3^8L*6*|2T$NryyfW$mk-1Uejz)nanBm_HePfGGV{6ZD^M7aCb1T|6V;%?$7b
zn`KQA(c<Y<jMp=0Ef6}V<CbS$NnAt$bsBw~ilUyhAMavYoWBC|nuPU6GDzoP*0s?s
z9i<Eo@S8rhpi8SpgS`t%eu<VDGPQ>x%TyTS7fNxxIad-J09&xk?{~NBE#G?!3}7DJ
zI&n3O;Pw|)fF=Xb(##fsu|ivHq5FmOugtouzVsUcl4TvmknNh)@7qqh=ZKU4c<3hi
zKql(|y%In;(pPzH?gul;87{!nSHi!W9aGld8O|*}H4|nJq06TRuH$E=(m%F&7Rr(c
zF_J{qFT}xN_jSL^PUuvLI+9JsHyuvjfaa*K=%6FNC9_(dG{)PDPDko&*SSF2TyWs}
z01W7arGJTTJ!wd1Y32Xr>EfjZ|IM=*Rz7$+3a&{SGu279BcLZrEvcr>gaHz;GOoW&
zgugxH0?5Plv4kRj!OSg6GvZt$>d*yW5{C6US$2z8Oy`s#rx9nuuh?!t!WlsDS9}9%
zQv}qa7=hq5?3B~v8_-$av0%MC|GPa8##!(J%wESeYz!3IbOXW>zakgH2LebX$lUl1
zXffwxA6>b5tr&P@uaR2Fj*#Uqf#QcNRkA&wGefAa<P8X-e*+3hpK5&~kCfK11bsk;
z3i(D4-UTAjeHF-8xP^!d1lsFs2$Uhh_Q4MU(z~!zJ@+piQtS5G!&0>xGqW_A0lxI$
z2YO!>t@(U3-$UuiT+jR*uI?gd6?HhEauYEZkY!r~%ID%UU|e^bN*CpqAG}OR!Y@MR
zAq(WA;MMJ>-B>{G0F;pa*$^reS~!01!oR`j3yjNO1rTuq6RZ*74gS^yJ}qd>;QMY)
z5fT&&O&RJv1w99};CJ^ohIhy`gA5!0#L9=ZXA)fU=a;sZKOkQ#u9yop@Puee0xhEl
z%Ob@F2aqPS+}!D^9C8;aS7IZy02kXU_~PFn>9>m%?*Un++t{d~n~w=Tc$Uiv%4w=T
zZz>qVCf}xBSEk+h+L~z}G*yNgfU&}_ZqQ;_==F3;a&LEPXU@2xq1u()Xdb<#<|K!+
z_(4{t*Q3xe9v8f~50VUOQQ|{C+8}6z*JFMRX9#-3+4FWTXh>5te}GTqVH$^V#=(TX
zjl7b}(th4&{V?%1>ta#!S8=$6I#D&zqf4$)NjhoiAPrwKgV0I@yM_TVekw<mG1K9!
z3G}cWeY%KVcji`46~~U=7TR!sE<IbE39q*@)un!mP+3{m$!3tkPO2-G>jP|%n1e?o
zBS)JaMXYyE=49q}>73|_{Hr*JuI1;RbgJNbK}7Fe<?r}e;o}k`0$h0$S~DbsWBr!w
zR8>*Q4`wyR=)=ygCy>III0Kyt#R_c;HBjoDqYzKRC4T4#*kt50Vkn5Dm0pop3%KB&
zIyO_2*^bcEhSRHC7FY@Egtz*Bbm_x}8T@5V{<SG#2rL0gOI9x;R@FCt@5+I(Xdoz0
zfCXFI{}(#45RC}>6a~6oaPe)hX_>rfC*i{t6To|}t)+$h;D378O6F_;CJrrT1Dpg<
zicMGkM!;A6@ws{b^tlC1n2=7yRVc6yQjtgg(gKK4n(QzA$bb-8=HTnyZ>SO=1L|8$
zQUJt<0rj&)|7+WV;R@@><W|V6;wcKmjW9<)-RmzU@84=rsPqUz$WFs7$JDAhu))ge
z@{2%~ji!GHo6^frb<GaL96%Ehfe+pU7-WXzRDfTLp!-K7p*nfh;X7cIpZ&IM{o@rh
zgGY=rqA#(y>P1KIf1$0EH`wrE6f3LPTq~bJyg0D5E$_f)(jsLeZ|DBF??1;0<C}f<
zRz;J!a5uT%d`{gH@3B}X@;&Jt1&t$e(<e(qwX2sEZEmhD>RNI|@#YJKxLx}EKLRf_
zjY2W|zYY5E!8GHHZD8rPS=V;YG6q*+L~F_zlGY&4b-#u$S5fQZpGwzhjgk@Xe{=aY
z#n3mUJ2Rh}KDvh(lM_fbx2H4h*nv(tFIKO#E3A&rP2si_^}n8K2dap1_{}y~#vFY@
z`)(4l_$ZD5OX9n+F8%}Y66{Wv?V`7DJ>O)pB^Cduw$A>xlv?E4!V?$O^QuJRt+i)P
zrxk2OoG50lLqkcmgyXjnA%eysqBbG&is2orexu-MIudu-$M`;i7)Y~`BtVUj4D2uN
z{a>;0mbL8xGk$rYafUt!d?i;BNGDD}xoWNM({VTgQVsiPuORqKWKw^rt<eyT)i9&L
z=h572onQRVLX3D^#?jZ&T9w%Cy2J157xAfahdEost8Zh!VP+|IncTiCeH<*ky&anG
zEtbEo?qQR=2qXAzEUL|tII@jcCiO=b(fgcbx~Yz0+F_1fA?0j9rVxz$YXJ=WS`)b`
zUwZ(tR5(C5D3{Y0Z4z?SA&3$%b%2naUz{~dn-Lf@+f=FTI<S5G`bg=Vr2U)Yb^>V9
zZxJO&&C)$Rfo5(0voZKhR-3D}JyXdud+g}v_LNk93YWganT{T4#~~KA1!IR|OsuR_
z;iKu7(LF!VF4>wd8$65%BP1G!@D>qEEX^HF9(lT9w>`{ZrYvu3M^YnLZ7L+^12D{c
z1jSLHn3{+dPz5!pI77}6yN=2F|0w2C`B}^*A)(6D3VK3)k_puN<qP@qB5OVqGXj~i
z1t|f(b!P*AsE#u=ndnVxq*Qe3T4!_63Vq4Ulr%>RNvk}A*Rnc7{06@oO{}{~ZC0uP
zRy$L69DbV7WdzG`9sW|*V2VZH<gV;Uy)4$GtoefycWeY>ELjTp$0*}w%Q4f}4DLbQ
zPDeirbG<16kp|kp719mpDNe5DUz&iEkd^oShy$$W4?hCv5Z*KRNzTK}Mwgf4qU6(3
z=yZ_3i3ycZ^n>!3NXd1TwCQFj#L<&Sb}#`IczGKlWC2gMvqK)mNl;5n?bK0#uF)(l
z)W(?&46#dUYW)aERU!3JyXTI{o+-U5`6RtU#0}bS-Cs<XL^1VB#ING3B8AScQVGCq
zDsFR%B@d{Ddxy{!qWb;S?)(RKNTL@<nhgXKEpMUKvhOEJ8&HgcljQx3A*ajCKR42_
zsjJq9YkS9fXAx^k9(yn*Y`@yzJVat=J1bd&sycWjVz<2rg>}Rkr*~~K@MFSGzOyAK
zm29=828CPGXqVkHM3nIR&7lCnnrQBoA-+$uGmDbQnJkSh7Dn=nGfff&7D=sxw&9Oy
z@z=7+f(A1a-o~s7Mjj1<aMs-X?0rhwy)r!Pml<vNMd=A0qCf~kYIg&w2FJ=O0uf9{
z26zYKhtfFF^rkjIX-OFTGOs$ets(~K5hwYbT=diQVN~VO3krT>ubMI8@OS2<wsJmU
z2o5a_Q;i;V9%*A>25Od2G<uE%()m@&QNPIk2zs(P)By9(3A@l=dDY+QoqsLlxl>6Q
z7zQW|5pF<EV_s%va|aLfPi27`MnK)><OI|vCZ*n9wAin}Bt0KUhjGgT*+7p!T^R3`
z1mNgaa?(OJdH>?&O0Pr#_eqp;h5>!esC2i*0Q}5B0`M~j47WdX(DU0l+<wjU9^@)4
z0T8c&FYXuc-EHOM?@13P+*U#;ZUZrm8`2<fSA`Mq|G@r#lT(^n%xx@QBn%c@D;QH<
zB;>pTE|Nx$t__U+vR2NMXl!nO6YtXhT%`i1>dI3TIuBK4c4+92{S2UjK;YAVrl@~z
z0dekz<$oEj{gO6}US#H_OTO3$(O9-a^!!8UU=k9)RYi9ARsV8+@I*V}e1Y|P&oXaq
zv5Yb;^OCvaYA+so#_1Ke1a$+lH?Ig;{CY$Fi!;n>QP>$6^h>891NR}j{^Aoh;MLbn
zr_E_=Or819!~kR9cLS=m$o_RazgEW<Va+`%T{gqU-uGfC=2TNb{sRdb4&G!T@S8OC
z`lsL1w*g-MaF+FQOP%?{gp;(W=t(~0d>8Nfgzi$c>FV??^b%V$V37I0JVnt2?|He3
zz6B7|CGSJ#UPe@C10{)WO}izc?{%?8N%Wy2rCxx94E(!Cu0`3`i&r7h?Y$E7k7)~4
zlxu0M9m<jc5S+94mj~aok9Xx`1DOY3JSdbJ7^jF^60Z)qm#j%-gNa=Ne!Ru7@H6c^
zkdr_6y|(xojuo=o0tq0yv+p6WzvEsXy``8|40#Ep`cQ!&uL%v1LEmjSc2qk^mxzTl
zT)(}|60)B{uXxTB|I!#BUFc$IBV;%|VFBj5aL?T3-W*U`dAA|p8AM%&ZRywy;5cqz
z-5-Ag$aoqc_ju>4a0(alQF_QQCv;}D<ZW$<q7V8AL>2u<qI?yVB%3$C4ZSnU6Rj8}
zZ5CC8P7XD#(E{02$oQ4n-G*iBa=hW}YJ|fvj`*b|P{Q>oDgOEfq`#m3*H*Nyf3jfD
zh$`83AtTh!MgQ~~D9^pKA1>*F?sm$mr~;`hFTS`x0ht40LPGG}#*;_ipDax`0N76z
z<Ib5GRim7j!DDo`+eT5flrkA9UkK&cx43vuS%GB!2Llx@Ati8b{;{+o88t*%730l^
zEt8j_%KNItw%eR*YT8|6_!E_ZHmgNosp-}=U=A)#vYv_`<T4^@kM+mTPdICnM>j>M
zn9iJPe#}c1nlMm3nrcvLX+ufdP+z=eVM^Gb4`n2xqROjXaAUlcC?8lR?buZESun=$
zCyf<mYiaARU%aUbW+4yJ5D0Ljb61t`^|0&sbY(7}?U|=FyKZjGbp`ygL)MBkBb(h4
z$a+5C@Z(7aM{ZhKIb)~ok)`Jw*4b-(%#$GD&{nK_#-JDe&G;mApU?<@+Po}TPPILO
zVTq_V!Z=q)pHI%zC)l71z#Le`v>@k8Gf>vSEA@hy<Upj$!znx8e2lRb)&5dA`YXt|
zyH)cBFf#cG5aFo>m~Mg(Fl<i)fZqzaEggRcpbcV*UykBmZPhu8&+oUK-4?KKtN^ht
z1uukb*&L`S2dwtdKUI`#cs~YmvGNK4p<;Lo8*2W3z^Ms{1AgioP2U0!bvK3Yt^vep
znlC;lzLhKidS+pZFTgWIfOIYZVwn253ph3BrXW@^OYyU)WAO?=(0tf27@$0Ys3??G
zq$<5zo1&GoBU8z-FGhcsj#CmvQ=E}ivoLWqL2dSWA5==$C5F%Neb*1>iji+zbPQ5%
zI=XAil%k|fWo||p{8}=mx(pUj9y=fjGo}SyKZVrNANx;FSUKv^4RJMCN>!Ftq{xQ`
zg=o&Idh3$tSU0apo#v0DEK*rpS!WKleNke8kLpxNeyrdh$+zcmsn&oUXzb=GZv9Y(
z`(WBDZBa9$I$0s{nIsji6)P`+05YT6KUgG2l(q{it&~7pgX)nT&Q0e)u>><aZ`mLU
zUnEBVkEo=4W82E3X=N$m4Q~}*RLa8@Y{`K_bEh4rLcbwlWD-edRaG}O?h^-F=Ze}?
zp7uRZq*ryDi3RbV$HP78XJ`DDvNN9O=8fXMOL(xW-Beu;9es0;h3Pr!DXG-G4+Bcv
zTT}r(hC;FHtbfv5IUBVJ<}SI6qSQmu3@xZ^OHSb(AO|2zO8c1;#v>#()51JYgu|U(
zgcGZr;~C9;aeUrR>IZ=C_bCH2t%kMS#>K2OLE)ovXE9ApNs4$oFg;c3@h3E?Uyl9f
zHczW4lQh=&Bq;2MNfc!`-F~gO3347shw>~SX;tBDP;{oQR`Zkgd~5#d!$PE=;%9t^
z`|uCG`0py3C$v})23&uP<Iw6dQx>wMpDp}|S^m*$5;Stla}->gLPfTrdxgjYV~}Oi
zxn1O+?wDy62n{y?%)n4_z2)JRt|L)!W-R*rvcLCf4#AEjtPj(m$`%)lhiO=<8?EnG
z>4%Ya67UbiZ*|4T>U^)&;&GL=KeXU$PH1q?O7PMWJ4!8;aRM;p<)3~fZ~U}m{X|Ju
ziXfKlAgAl)?Lv(N6N1V_l|GLMeLrlW#;~=AftC2^?;{4}Y92sRbK+H<M<^<)OA}!D
z*;}aCBilp-d?X1#QP=c3E+(-+FedUJEI%B1m64Z2<>#z4>ds1ex%dc4AAsoWl-l>~
z8$vfDzx1eB+Uesi>qix%`L7cQ?(ue_W;~D}_rD-C4*xu!(07sua5e)L!Q|!y5>Xn}
z@Yb|scE>9|T)_PTF=Din9nb@rn_kG;)2hF;isJXFHbOTc=z5|19ssmDTm|l}C%-1E
z%~I8y98*D!d6<!yEhJ7JYq8jwC<GjvgO06|7IvAKW^NY=pKy_8cv6w|^N=W~!AGyF
z6s9u*vDM=Q3y}SUH^lCDVb{bK38{Nx1J_^_V0*?06-NVKuiR=<J~Kj^^$&OfH@M3K
z_4z5;8cZ1ciPKaRMPKb78K~NdsR~tC<j-7>UJQpX#<ejihPcqRSs9s$LNmcL*cV3n
z8!>CZ>gE=?Yx6W4DK*Giw9=+KI4f6%6e*vbPPlvwIPH)cD!?Gvpq1ULxO$u2_i6zC
z4W)$4+oYgfAMag!uokF&@QN!(+O0~xb~|(Cb(P{=fZv><%qAg&aTTU-i8jc=3khf3
z0yo9F^1yr09;p}ojLg#8`Rl~@but^EaHHf3Q!ul8TC7j7E#lq(*UEK9HMMQ)ASfUp
zMFf-*lp=_92t){o5=e*&A{`6Ti$Oqo2LUA%=_&%!dr)dZQ=|k$si7r6kSYS9Nk=$u
zAMZI{@4NSnH{KZU#~yp{u}kKf*=w!2zVDkeUJz<a4|7fPn`&hI$-edmq>i8cZvEVX
zuxtJZTvTMAT^d)4_0z>ShW4B5UK}Hh<$ZP#LK_n_^j%!z+S5GR905V2FFYmBMwQsZ
z$@^xRGBs;-#Xos{P*1#RED+vvBR{8)T5aO5Q9L$Ix_YW{T1ZHQunrNt&0gg}aLUY%
z1LE9kNB%~4DmJNV0apm%ilqJP)vd;|7sJ9WW72bjUE||3NLU>)S|(KG0M&W<p=iVy
zvhYsid3aJhvlAQqL(>=u-lN+P0JVLIE^eEO(OI7B<e@sJC>oo`e1;qYC6h0G9mdT6
zr46s#e7#GL+i$LtP&Wm_OuwLp3t2w{u(Urzx5?vKB_vdUCC8C$``K9g?KE*~mnN`P
z^j`|zi`X}l_4tMq9?j>Eq+jyHy_QnE#?0sDrhd;cwt4g>+7i`uWeC>prnv~wl-;6n
z9ryz94;tp~`frzksYmYDDxz?aOW*N~b)05r#WIo&cfI37uo}s%5l(Byv*k$+^TKiW
zw;ccEww9wQA}s943T^uMQT3LjWHtA&!202kTxP}PPY}(U`%+NbrjI|=>VLhz%;Dbp
z$tP=vT1A6h5{Fk@4%IvQ0Y<|g@ooMmqfx1Na0#u8w3j4txu=LvQ4sol9c47_mvyGs
zu$RPWX>}_H1qY-yPh+V==A>!Uv!+oDS(-vBZ<Qc!uCa#$DJkS)Z^G7|xtLL>w@`>R
z_h}0u2L^P#-wK}{;NXAAZcEj9f;tKcgN6anJ_{&w_AjS(_gbG7%l|0`mTv=0+U`j|
zj?2H3my*S|E^gms<I?C^k*vJ^p*TrzaPS4OvQAOTuG|lCaXQ5|mPR=AD$miG2NqVU
ztVxeH3-YK9XEe7a9PxOLOh(%Lfyi~nhYdap%6xMbVuds2r@FU+;j%RNzfJ2$|D}ij
zlqJiX0eObSuwnpg%utKIz!bm!W~iXh`I4ma^7(ROPRrLAS+mnA(|>@B-s^ZMst>;D
zPd7ai{(C-y-ms+eLwEiwL*2Sk3r-F~;oE5PEP@_ZTe6`?&nOUCLRm1{8}CXQ!WH?@
zxwLJ?QQ*aIR^+Q|(p%s2Wf&7<Xa9ZK`**kaPy7Gv8~&Hs??3QxwRu4uH^A+?XA1r~
z<m;HrWvvMTFqcH!@;~Pp;Nh0FCqFR0PYxb|fdx$G?`I`{5^_10CR(27sNMy<=fB(g
z=dAem_J8)g_>&`fg|qYG*wzkLE%A|@Q`U(EV_+RK_#}OQPUsv{vLsz!XC_q?!c4OP
zWKE`EFis_YZlOL?Pix8bV^Y)e@+gJXQB9i+1B~oodT7W_DkuR1xA9=km5Yzl=upr*
z()U-bC4KgI6dWXP*T@U|ws8wz`j4Z{R_`YWgEh6V_=QUit_$3cn8KdjN;e2$!h`6W
zqeGh7xS9B2TdzgNDX-*o*wIqV-R~!koxc|7%sOf8={HRG-0WRUnRl{6N6Ippz#yXT
z+z|gFgqNfE#uW0y%<CJCSjRvZqKrx{eb>&5wBw(KEyd<=*g1lVeZI_W@OflUT2+!(
zw0eB=vKFGS^C_tbt-VoCTX;r`Gs67VSrxP3%`FhWzDmk#I5!jX&pQLORkN9VY;55S
z;gO!?99q?k7D`lj_|I$88~1pTK_%F*HFJC_1^FeFWXs@bB_ww)qT@km?gq6@MSIN_
z>zR6V@G#wpCF3oGVEHl?G4V-?k<N-veBMnNuqW#sai*?;Xp6ienb)GTc(7{e-ahx`
z@RXNbqbo$<?7P?=WHs@DrO(3^Y0E!Ai1amZ%CZ;N%yjJQ;5L~5{Zf(W?cp<bvdu^C
z9>i{=Texf~Yz<Zq$9a=}jKH)XB>dgr=?3`pliq6Ha3%*=w4-rPtU5GL@3L@0;Y|j5
zWvh;5c{AT@73$GHw0RM2>}by-RjHemA>^p=7;46**<M!}HCks95b$DZ;m5B#vWS*`
zX5G;SRHYf;00bgceNq6>>=qoXI|X9iI|-><(b68We+&9r7c?RI?6><oOG@vxV@K`x
z467S(`j@xmV4uS|ln283X@nDkn9t0qLQ4?B{ggc@UB#V+(%tk|os4HY_hk5w`C4IM
zrGN;ST)&#TEl)z=?6WCBiV?)`EYbKMBj9GBA2h?He{AdS&kVyLwWSMg-bQ;)2z06R
zN<X5ZXrzO!byo8+h%Z`zmCh=o+D)3<kpQMLx-S|Mxo@Fi9WNV*``?e_c?j~+(R+PV
zYXQQsH$Q~>0er$8p!%+ZSDyh$3ygTUtC%<irXGk}CG_t>lu~Eznk0{fMJ5|)FDXfI
z&|^KhC_$v0edFg}sRDM%>9s4--~VBE8$cEM-rHS%z5OxgmuGPEIphvlH1q%D$)7E5
z`cF?{o%UMnhuD!Uczi8BL&eEEipnCC#+=4S^YJ`=p3TCU;in2!#H`eI-PGl+4Rb+^
z7Xv4u3!hNSBeBvZFr=|$A+i#Fz7CQn)u;M$=+^q{7a;Eg$BExsY}Ye&-5ruES+#f?
zsM>WiaOB$3JF6v%k#y3AKGgZEz{bZP4i{6gjg4=%0;*1aU|xNfBd_VK`B?ecaV>4o
z`VC#3pVk8r(Z9F52>7#Zd7Q`0^<O4pQ^bcvVwXLUU-fCEc}7E_g3M{t)gJDCru5|@
z0N={6@&5a``by$0(tN-99btlvMeP^X2S#n2mny6bGSdkUwsY(n)i6=d@4tf0lU8)g
zj9ZOU$J8Wxu~oI`6!HEqbvH~TlJ$Jr^S!r$&gOKBIP(rOE|jEYS&Oj@xbjvwP`RWY
zwixnuxH>>;!no1T{yfoQC=X+l;Q8IND$DILPxCV0$!=DiS0+254?HBbnCzD*FlY^u
zufOh-%2DQK8P1UCFV^b;m-<{smVXW%35+RI6lkJ~wcfN4J)LcC_SD<1jLoa&M6h9B
z*#mueOuim1dmNO0&nTI5Al2(il0ovzxuDgO74>-$`h$IipyoG#2s<+gyuCD>fAbFb
z4t8vAFGisKCE&JSSNZ^!`rY@#P`#ju$~)4LswlN*MPyR@7O(eQWUi8L7?#hJ4ip@$
zHJ!GuEl_Q&JD|AR;81j>-&8T$sHXo#OFeoFEOJ5yDO9v{^v_>V%h4|H(Ou2ox-X!J
z;I<CwSssm3F_`#em11TFbm0E#U_@nrjn$C_xKQ;~6_-{H({2j)aUi`)W8#T)t74SS
zyHsy%E*_V`Bjjy;pDzDiotNCKYs8q0uWMT0X6Jazf`Ml_00sOqUHiv{{hmEWjXywv
zUC5%H9{tAE<#PU{lt@4Ow;ed6?m39IKbu@;1ka4`nGGgz%|U!1MQ~qN<y}vDx;Me+
zoA$7i7i(ePlF!6%FS4Ikqp9sztasXehk=JB80v+(<p!B8&*xpdV=DTJ&&A!6hyplt
zi5CmUweAd5>Cr;`1_3A%*M2-*jY9G9x}V}h7Ga95Wf<F-2FKjVPH(e%zE*{k-8r)R
znys^skhpsT0k^v;$_x4;?(Cv|Jfgpwh}wx_sd@SERAU4As>0fpEQ6$Ex(Ao1mF-S%
zZIu;!pR2<qP`vw1to37K<xcC;v41m7$>8oQ#X4iZR50<61sb&FdfHxN$GHjz19I%O
z3~}c6oyP^FPdOR^BBjz^EVIS!@`6&qW1^Q~T8`J<7#=owWSUNBCXfzN7i=(a=9mk+
z796Z};dbo<Lm35=Xs`(m7rIAAp2O*tpBqC2(?r`jF~^5|>_WOuc3oK1#g%7}awA6O
zIBbJtSydzD>s8~2g5_12>3nT-(A-=#<n+&wCU=vTgTAE`UtqHEha)58Z#Ax_q^3CY
zR+;$BFE=l9{kfw2eUkum`^eZoK>9@KyV}OYS)ZF)GHvmR^s5hs!Z~RY$jp+DO0R!K
zrt6EuYJ{vGy^<E_p?k=#dlqX;tVWgazCa6A`dDeYDmZL=NgR=rbJ4n#I$xN{fWGhN
zXEK>Eg?a*SL5V6sH<dwwmkkE~%C$FsU-{%Fz<oN?$lPx2?V$N^p$S+Dmjl_6kU(~O
zMP8LrtmXPTO2tPq%hd3cA)nZMF?3fOwlE;TgTuY;MRQH**QrQowlaULfjpc0!K-RC
z%SrRtX41(|Twxd$X)@CFNY0w|#b=Yaz*n(iubKhDy;*VyK1t+YvfdM9WA0W%kL#51
z#eilN@6omw<rf`U*sdA!P29zC^@V*%1X;`8Y4R_LPjmg&=4|G0lkB(`kzFAVn|~^o
z5%rc$cC+i=-@#+?nep+ii0~jE8xGVXI@XJ>?_8EL)A)R+f+Za5SVuRR&|2ifspc&@
z`>@_($j(S8AjPGRW7tsCy|#+ZPkkWkp*q!%DiCmHOzeT8+uvPipvXR?HXfmnd1lH7
z1d#<V66?+is@+iW|IAQ8-szlBLVIIz)OE5c9L@CU;vx^tsAK32UN7aQrcAn;RUPwB
z`K(mGZ;}eNVKts*Cm&cj=;ekV4Q2^RY$|!uJoFWgmZt*w+(BE^ozvr6&(t3hRRhFr
z)&iqWB_~gi?@Tp%VrclJmb)`&At88~4?G073$eA+Q7kH`_X)JndR&$KeX6iHQ_{sK
zaROV0vL&kmO(pglV<}0S2A@Dd<fESEM<2P_JHyAOAwVb_)xK!d*RDYDF}&=c6D}3t
zqI@a_Q1ci@OR_YScu4j|KyA&<k)kHJ=$JMQrVQUL?5kH{RW%7y8fOs%L@dNp9j=E|
zYto~uGL|pg>FyqF*{jKVc=Xel!|LuECs;!~vfDGEw3duehsekTTsZyX5vS7LZQ5%C
zn7gHUl{R7?BQ%qqGn<(wDln~eYqs%r-do>MO3N?x9gHYi7%t@|9}u}9eqb#=HFlq1
z26^q}g;uRxsg&4C<gbc-8=?0hJ&CR4@xcDx8PNOEZ){FRV4GB=rNp^UoPBHp;+(Ul
zZVVl2Ij64s!xSn^J_VKBzKgQ+*h;dCRRAxLAd?2J-%l>41{O>O$fNN43KgB-ebgQ?
zSomnVZh2i`F#NLa+Pi1SuhiD76tQ7Gei^Y%4$r>r!{xam0Z!sN%gMpX0aeQm78z&|
z#SME^Y82l!)h-l7jaZCmHnG$mO-dH=7WSlFL>7DN?%yDls#i-{^k*nWmgdBs%i^R7
zx6FGk=zAb*WV>b*e=0q_vqyN*?{#JSL)uS5(<}ZMCT6dW=|-hy@~G2Zz#vJ?3Ps9#
znw{J!aUV&aHjM?rgC@NOmJ_LF)nh5L-OrgEX4`{1u8OhZJmu*9_lK|ECL~Xz%vY#d
z^*DTGM6-k8*A#k_Em7!2E!s!hzC$U`rzF*lfp22GAa;@sVTs3i-_H7?e1b*-5TXA{
zNU!jSVXsz+lE6#nSJqeB$)e6kthO*SSZGjpjjB0mLe7U{XZxyI6w7Q#exAcOc1|0~
z(Kl^%v|T*pO>*QmHghibDPSV7y7D1;OO$E6q&8Jdf@#|M+_4K{G@SP@e^lnz^)>rv
z@;h_76{2oX?(M=hmrH{!^c*7F!^Q8%0z!3~NG>+@)|ZspVys$Re0mmTf)xoa#wQCg
zpA?RM{9Qn!ECK^+65y;6;3HNg*WzQUs4-~w7aT&FP0kwpjCAawj0LF4kJ9cWw1=eG
z@`6^p2*#zH(0hrmM0AiAy4f9=Tn`6XbWMJIQ}t?*Mc1^x!916Nr=2g*=!Aw|F|?Z%
zIxk^HV2bk7#4J$DW>0_qj0vyZ&^v1K_dxUixYyEKFbuw+#Q^(epUJA+|AW7jv}0$C
zOSW{{nTb^Bp)m7cC;XwX3S`%9qCd1`Ue8{s*BtKSgLY8hu9?#dYxrCtUm_sKkJvs|
zUnfQzMFi?yeDKS?ds|q|VxVkgIYFtjWiBVU_=b{|;K^sV^cMC+>-pbDE-CEu`W1Sl
zueYlvhONKMHtDR0?-}n98cwsUFBYQ>AFPtRpR3hhDln?IuX<A|=S0?QnE~r&xz!1p
z9;^5<W9=z($t!<=TAmx#`PWO0NioE=<BuIpl9}}qlK_A)UoqNl%hkXvdGBED{FeNd
zLWgtxJY64?c3%eG1}X|Yxwf{FN~(Qqp88dDP%DmZNX=cJe2^z+*bC|$zZCoASRGl6
zwns`8d}+cl5)v<(hc3L`F!|glW!ylWq8-iW@~DGe=+qmv5Z|ps8O=!fqPB|RuVAG;
z<!7&TUkFqW0hON|9n2`ng|~ZbY#w^!wq&jxT2HD*3h6hjdY$d|{wlaPWN?>dKoYHR
zdbZN9R?@w2NlG$nK!6ngoKCKSjmJ(fG=Slac6P9Gp#m@U+*h4}sxDC(i-@VyOJ*DO
zV#$Nsk>H}vb=GbCdA>z&?Hlij?xWQJ+Aa~fQh+C&T-M|N#0)0j<}**6``SXrcBfBC
zf|u4xjfbUu(4IC&nYgqVK5ajd08oJ{_kEbzejB^frQ{?dMzrnLM~-e0htnj}7jdBD
Y5Rl5cukrQY`0(Gk@&Ds-&>y7#0x5fFeE<Le

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-deep-learning-transformer-network/images/image-3-Word Alignment Matrix.jpg b/apps/api/app/data/demo_documents/stem-deep-learning-transformer-network/images/image-3-Word Alignment Matrix.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..1b2000d5b13da7db8d52ba5feb100c811fcb25ec
GIT binary patch
literal 18131
zcmd742UHVl*ET$%N*AR_S9(Vf5NQb_T?9lxx{6Yz_htYU73obnkzRy|bfif~MCmBK
z_ZDh^kbJ}OoacDX_q6x@*1y&t*PRTR$;^GvZr8r{9&z7sQ@~kuWi@300s#OB_z%F1
z0*b&HA|hfU!ZXCg#3UqVNXcm^$jQja8P1)jqG4fVV`X7vX1>TN%yW@lkb{|-_bQ*@
zWl?c)aW<Z7a#CWl!dJw_PEP_MAt50rBfmgFaY5`7^ChwW@e9`oP@jRUL+0=y>;N7$
z1fLp$YXR86c@jc?djY?{Ab9u$gha$=NJz=R1Io_=co2MiJOX?|LIMKtXn$}&KtN4+
z?vkhi(RrQw#O%&AVu4X_&v0BX`9yoWcZ>7N1D7BYQabtz42)ddJiL7T;u4ZqrLIXU
z-cV9jQB_mdy`!gZaM#et;^8ApD{C8DS2uSLPcLtur_Y`Tzj*m7BswNGF8)nIVp2wC
zR(4KqUVg!c(z5c3%Bt#`rskH`w)T$B&wc#^gG0mLe~e7e%+Ad(EG{jtptg5*_x2Ca
zhexODf&lnGmj%B6T-e{%MGdYCkAMK5fcSJ>5Ij$C;8PP2UJ@lbr=UZ8-}yYdSl}6&
z>rrn@K9O)-xxGdEz@?Xzj#GS^3w64*-&XeDEiCANwX%OK?9X+L0Oa@(P<Z&%02DYF
ze>xHNbRty=xO(p(^WH(O4vgZv+|qZs<pFJc4=Nu?Dj#<m;D2*aF^?IFyV3?ZqGUJS
zb^O}RqHgw4Gio%cA=_5E9$DBfeq{PJ)&A_IXcrQ{qkBEXTJL>(-~0CGA&AykcOSFv
zuJA%W64x;i*GY!}4xcuaKW*O12w?jE=|SMsNO}MBkTPdAX{LLdt>Ev>DJk}m<fb?A
zg*_Jj_UF@EYo1xl2A;RO!f$+#p&Ck^)mVOz^!Y16sO*=?IzPVzhFJ;9=LMEH;8vi%
zq}_A>wS+^DqnQ91+rM4)S{ITT{p9QX`a&K14XJw^JVX`mMAr8N^s38UP*;JdkSQT!
z)1D3FJyW`-nQOwVdeO#l<O=e^AB(uXH^g_NXC`<#ITxf-#3EX>30J<A4O)C0a9Hbo
zVrNOZD2Ga_mR+_d)8O_%nvf^$q@P`pbY5ZKZq}{uUr0EADZD$~dpQQiG8kUSvNu2e
zp_p+*OK@j6q^DS;v8_)-BY&zYZNZz1Lbm_9h2Zzqr>6D*jgHd)XTy0yIz~fuWOTgs
z%D8Haahc8=e&=r8Ev2~Z>}Gx=t%dYMd%;JV8nZUS28O*ueX4IGJ0@!*XUlD^RdkQF
zj!fsyb4zo~^$@Em(P%?{8N?AQ(!QNe!%2-FqgeN5$V=$>pXRd0O?a_=!2!?gZ$#C4
zB{sbvV5y$M>UE}isJU0=)DQSoCG8bWj5Tzeh0_Uq*a}-aI1<o=a%!>X?`eCT@Z$Sa
zh3RS!IP7(<Wz>W;@lw+MXiAis!#Az-&Z%apLDzT=J}%yfT<j3dnOACO50GJ_%x*IN
zEG#m#wK4q^KU~_`Snr#c_V;AN`er+!n$5#!ughXWmaKt{5Z*t>2lpZ$A!_RRinK=-
zp)J+zLnZVx!YLN#PC~YB7&~mISV<u$+d>|Sy?Sd%bN0eR%XAnajSe_Mow8=7Xd6Gx
zjNg`X)IPU-wcFtg^^>(JpB`eklIsLRZ9_x!(aJib)WgUN)K&ad3pI=YZ$`+U1Cc_W
zG%fB(GhvD@Fqb9lFJ@aCYHmn)wt=AB2;oKG{g;DMq}|clsEtp^Ds8IN+f0W|gn1!x
zx>Il+`7VxbO3mY)f$u|#I$JH)*2kC1tEHcL7&w<~n<)vBaHIqd6?j2!Y52ajaooG>
zDE!jGasCpF_z4BzIq)|X^tL|<onRlZs(s(Dt!OX6A#jmfnMJjDwfX9nEhE2%BXMM2
zHxsvLuo;E-1j7EY$mZM1p(Yj1(7xvs+vmKOO+BCPdOt22vUb0)A;i1^xf8C%Qv|pV
zHm-aVE}fBiO(Mck8a@`88QJHY5+q~bZw8;SGBr1d{yMByRTVw99&OD@@^qNE4zNKB
zZ`)92KH@C-8ee*7!|r3zQ0HF$&Fj{LoiTBUF;Uq_BgGuu6X|H_VMQ1rZA>vb;?~w)
zjRyR3gm)AE*q|m;8>2_1&rrn|zg8g9p8{|b|9z#m2j3~b%>iYo@80OBzEi?=GM-h#
z&z1JTx&A)e=S*3vi8?C7VBawA839XnOA|iYc{&44d-uE_t&g1d6GI4<{h}4-76Rlv
z+Ri&#(I{2Y>U7^NsBv>qynjwz&8c>w=%=}u`Oc8I=ari(PYg{gxArSva)a^*9u)Qz
zMxba@V-MyR2fAwmoZco_Y$Hfy*(_Xh&1{GII-Rz%3g^YUKXN!qVeH-&3pBdYRS#XH
z=U$Mq)KjDMzHm@H6hJBvWNOfA6gIy%lq^?O_8~DtvgnMMMuhUZz8jLhv(RqYis1|m
zL{RC;BL~chHGbLeR)EjZ!WfpFlPY+{ywygqu;OauEK#-9o8||fKTAm@E2RzTidD=8
ztzDBCK)=4p7#`&k)q-?>e`p-b%(&C_a&7WPjK*uFSX<61idnAGVfk3d%GP^pj(eX1
zb#^E*x+@iF5v=KWs+VUZ2z;FN|7Lr?+Trip#TIu_K{hp6lG>w*Kjx@ES}~DG^be<?
zyELr#IIBK1sE%iyt0jzm6u7zyV<}EARDsKGJs&}dn)nQbxlB-&lQ>GWyiuO<HYq(v
z+_ffZstGthku0l8+GsN7rCad&QG$Q=Dr!>?!<TJ$Zo+8XHvak-Bcd~b&5q;x7`w+t
ztGB8nbS1@_*6xJ*jrsPwQ5eP_JX)wK4No?W)h4!50)oW&1zsoEKM?!I-uCn(vo=AQ
z{vB5Keg`Yn2g$D0jk86zJ&?Xk<CknQmZ7u77o7Fn;m~6-cqy|+WvGuQlB-`rLqpM>
zQPF#`oBwHoG3RbK;0wFPK*JiRds8j5UubA*;a<blp`sq*<nK7Z?z<YCGBvX`znQD6
zGVKc@pJ!w0$iRF$OxTn|nQo`zp$+40=*Ox>w&zaY&MzAr1WmRa454JdEN}(T-qw;G
zh9f>(_GP+y96XFU9tO@IY7?b;e+!v=acj61UG7<t22)d=5;>fyW2`DXmb20t-YDMn
z)sTaku=H{65Q?VU19<TjKUD_rHyKi9Io?8bsk}$Bh?)wyvYvZiTN$HWGjQ%qu><!+
zPxD1*hIaMkCHxrFlQ?_Nc`bLRsFvJ?u`8qHR$i`JH8BPu-d~*Csg6D%@Gq|SrJ^W*
zBp8m#np+3+jP>So#aiUyN846DOPbYhs7w>ExmQun8N(kdlqUKV#`?;Tm18hjxj&;?
zZ@gwkDnbsQ*|L0<xb=We|A>rf^}aJxN69-YDPb=bUVIXasozM~p)>x2HxK$Rp3J~s
z8hD!N<*XQxNYp*UGJOd8Dv%B9bh=x(FR@Yv(J)A}v*(|&b57KA$*8iI{5o@@zoB(j
zVS)Y{>+PUx%cftE?26eYs!PRhz4fJtY74A|*Vn>xaln};DMBqNS4T$Wd}adVd;on~
z!b)cMy?g=uX2u_b_md{<+$*cgM?SPYi(_E8Ah-JDClJ~>@v-~3N&U^nBI|YO8CHu#
zk6Dh8UDBNfIxQQEBH8!mEAjNVh?Dl?Ew!;JJ^12KTC=;RT~^+iT<@sWOElO!C|T;4
zW{Z5}oXlv-`Xsspkix!&iO)K@THa`1_>tm5LOanzoNn%wWY4fi;wDG69@)yllqfr1
z<$%$PAh)HHt|%M!l)hIoFv9hisDt0f*RrHmjet>Ua7+zpqG0dQx)^?8u#u<OE^F(g
zI1VmUKA$=rg$Pq_14J9!R1Xl8HNVFsQpSOuQR`t>BOHKK?bIrA@}S#4D0!V&9<>;M
z*x(sNmF+pw`bFPIX|ScUo_AKTYek@2DCv@Lk<dhhZP3KH@Fg<QOHZ#d?1FdiHkk4R
zj0Wg@L(*~?ypOXic|Pb7^fclYf9rn)L5iNxA4Lz7ZR|sg@keSuIi5Q(_E-0(G_HC?
zP*{5-?%Vx!vzUVD8ab3%#>92#W{e5(b9X3B1ewi*W|<aSv}7qCX9%!bD<M=H|Mgyf
zQisEFHt9m89gkwwz{W+3{2NgnR1jsUB3obvWB>4jxy_qOM(?_^3J)6&J;CoB?~5O!
zeMU{|?7C%c95btaR*e@6Z7*prcYAUT+mmK2pmA*>kkfKvD@77`2Pamy7@iKNc(AH%
zi0|FSnf&aA+qZ1MM<~=q>CriLSN72Jcjd2^`PQ)ty)SFJ_O$Gtl@m*t+h8}k&-bPH
zOUw(e-gz?dmrgn|DLq7zFT8U*;g6%xexHP=uD*PE=1KX)@S73M`;PCHEfj}y2UyjD
z#*`n8(aLH11T4cCj@mM69MU;QW4_?e>&w}_?7vt$U?!)!B8mFE-l3*)bGHZwFoa3U
z$!g_k%@Z7FN_D&F_oFT4r0GlR#;-Y7(A-~LhOuT+-r%dQWOnhlnGf2#c!!QKER<`Y
z(0-0}@bxTHqL6q;j>;o4Uco#22y%P%DK%$V^Y7H%(aMIDjFn&@bIx62XNpe#Qap93
zL;DsCBM?`D%1%NT+i=xFEhJS7;}1O-)7xr9Al(w}FVYMX6Uqm&HQ=6}Y}tU@+?1<{
z-gxWei}KaN!E)b^zHJlawuX^`0heVA4Dw1$<)>pKZ#-6(k6U1Ld_5at%B<yq4(B5{
zbetJ)v&MhF6>D%?E8l!fnVnwu@D-brC`PfQIH#J5$ku$s^Js3FLzZas;6_T=M_&VT
z7;|OFV~I}THAgq43acQ^K9aFKfe=kH<00WaqKX0dhqj4Adr?a^9g~IHkz?C!;fyy8
z_i#YG<2{clczIIgR%cm!KN|&;?E|aHhD48zLsuB<^Sfz$;p4l{?GkdMr54mA8<P_v
zU8IU?T2O}0h^`NZg2_%NI~4$e^7_|Fl>ztZE4ByvZE7tupPgvv*V~PD3s6Xkwi0ys
zc~|SB+ULQe9l`UreCCEf^blE=$mLf`dh)KtP&Dv%d-s}OJ_$B8zGJ6#<*m+Y|FT(F
zaj8Pqn2FNaXzO9#Gu__f3&kVJrOQQ+&wa^HY@CW2-9b=Y?{iD`WhfR#2qhO~2eMoi
zHF`L8&R5S~+A^()kHI6lHpG2=jLw<3DoV#N2(LX~E)V~WBdzUKgEyi!6?m%abE2iH
zXF6Hq`j-30OpFBI=)9bhyJL|0WvJ#!q5m8@h}ZAO>oUvhl1ZE5d^bjHrK;)Kc6*o?
z0>oEShc+;3_E#iR9dpa`*q+SX&Z#VxoxFre@lH5&?U$GxX<og_Ej_cs`>D##^(E<I
zy?-8l<(83&ntZ;uyIf(nGk+;pS@NJ%n?P}~RpX+XJqcyPeL?5N3r8`VrV@a+M`qUe
zXm^2;T2{Ne&{}BE7llg-OC;;YH9WyNeS5}s2^Qh!?%znaIc}s(PgSnT4V54}Zh5c4
ziwL%0JnV33^vtn|n2A7Zzy?Ro6SX#05(xY6z*xpl!9VToP3_>$Swk&h7_CD9zios=
zl4-MP4jPYTHFVAZpXXWG_Z;b%)i+3c4?HFl;bEN)^QJn+yU|`rd^BR0KM~h?7r(ah
zhrVL(b9fM`k~1bTu`O?)(m{sSCe9koP_buhyBr9^AEo62?g7%Iza%UF1TbZk&JM26
z4dwKGI>D$GH-F#FsvEpm`7xyRD_5$q)f6xO6<t*2^EIoqCLCZ;8S;pbGpsZ!YPUc?
z{jBWy`!=*?((47S7e+F90uK!$#toZ2XHp;Knyzs(r)TR7iQmmCS8${>_xdWwi$4yZ
zeu$RAJ{@X6qIKD3;6by;*h^(>x8Y5-wv#Glbf_249NHziyg(yin59OrVGDqxOIRK+
z>JE_^GCGd8*Q8GPncy$sl<THxlZO2dELS?Jcy^I-bAgh~BH|rF12^zR#36fc(fLzO
zVty)Chv{2++33tEhD_0}876wgPx_t2yT}-k45bQAN*4hUya4(7O7zpMp&>1?N&UVV
z_$H?p^m8%1X?RQIgghRehyzH`J*2mZc=6X{kgv?CL@c&9+{fkhcAd09tMb~Jj+NTp
zGv!lVy5SF1KP01xh3q?Ggy48Mpr`Zn>Ny%HmB#aL)%+Cht@ui+V)alJe7yLpH~_6x
z&j9byRl@-d@Dtlg`c^jJ(*@O9#Ro5?`RAzS%^7=PY?f>x^#u16y}~=54lv_@=el4X
zj02{la6m$F3=VjL1C9n!Cp3_KxrUZ+FDeT3Cr$fj2<Dy<SncLFOxvO9vB4TpFnNCN
z_vn^F42<p3)mAM$={QH~A7_1@rf(HQVy>f|9i10H6)pFw`o!M8a%9l)ko-2`On`hR
z_$%a;`4NL44!DA)1+RX-o^4!dUJLnMHSy~(LBzZ{%al$ajP1SxN?>|EuZ3|T_3W+^
z$I+e1t#S+*4p8JuUw}8&OX>`ZSAjEBLuXG}nOuGOu0t*y-c-<zBA))DzRHTsVXy8Y
zyy<X+G8bqky)Ya;cp<<ak=h^x_&;u-sU<JKLx+5Ue7C~zMPszLXb^(+7fYNdVUN?`
z{D&GH5q)`MZ5g`YEbcZ$U>Q~CC-wRg6Xs%A)lT@onA6CD#OR9_I#C3cwu9|+z3juo
zU_u#d1XT%i+RlsVk9#9#9>NNwl4{P75$g{8CZXB995GZY;2&s(VwxU*k+^T_(RArj
z7Xbm)ygvLdx77hafETwAX@x>Aarr4dAeoz$#l|*lmCF(tdtx~CjqAKm6=*D+4?s|T
z_=`x`{(74lvl_vPP0mCFJi6HM^6}m9#Lo6*t-lHZg<!F90u>R7Hku&B0dJ$f?LenB
z*=YO-J}?l!e60BXlY@&2C>Q=voyx_1@N}TA*m?a!3EYk>^B=uiMwu@UlQ`S)epXLq
ztUt#uYHo&M!2!{xnK+<o@=Fh~=P#7Zuk_66HZe8%)+k1MV8rIOgyj3Fj{udq(eh$h
zNu66gge#ubQCR8mEJs=#W#)7ky?*tv5;m25=N`po%9LKRzjXi2{*jT-1VOaA&&+}X
z<edkE-BoK13yV@?U6rkv60=6b1s<@kpG&+W5cT<Kik=})2=x4_!knJG(~5rqynGY~
zeDlHqn{Q#~4H#zG_E0z=ZE)zMcoOT|jsyHj=lyh<#=99Rm18MC5?SNNX1v1zRuk}V
z?<NmEWgg4#VEsXsubu+1v}HrBJjwWA=X$5CD!8Nez3S^K@(+;$RN}yG*4XMSo)EzP
z)IoCzas7!N=Z*(PT>Mvn=-<#QpBOL1I;$g-JwS362k1AbyQ?rE;~Oq7-<oKcpaE9C
z)!+al+x<Q4RssD@^4uuc*<Q7%Rb`bTfMY*LHzmTz!5YXCug>BIF?}}!0xvqWHwoa)
z6t@gut>YUQ<Y2LJk+X)pGk!l)Uyqi-0h}LIaDa0|A~Le`!m7EM-+z$TrK$5~Rx@%g
z`!b0eyB!-=cMVk%!j4P6QYryH_Ozeiw&v&;cPdIk97~($V}zw1IJce2-{UJkvzIE<
ztUb2AQ#4|gSenAub_K>#PTOMVV!nLV(B{4Ax#6p%VI0w_x|^$pN#P~=O9DunpegmC
zc)S%pN;QHMcLbGsf$OC4E7pOIdS~6|-{b^dRVC|{yzg%|4Xz%fHSm<t4H%@2%N~3a
zipk%Qo!fqO+eKBzyAwf`TI=a5D=#&8!{tN7)sp>U-}M9d&NvQ`9z_Q@&lVYA!5gZ+
z$cxuLx`6{0KVse28wjQ%v`cF2%Fa`#&@a|`>G^(ZgdY-*W1(LI<cyEmK+{Q=YS>JI
zmh9qy!=2aI!@>b=;x~Ra{Y66ctQwq>sLYd`OL43V_4deIc`10O)EjJl2G+9P;-9c)
zghBw9yy%Xu4eDeCh@p899|BlJ#J|m-+(-)gEiL1rM6-!z`r-hueia1`7+D<-sI}#>
z6za_9mpmQ-66MPt9`)(K$YNB)gW>}yZTM^`{?sjyJ!0;g>mxM+#O&6fPaC#1%HRi7
zI})gI|5sa{ST&Cb>@?OgK&Iwzlr)~$nPT<LMkD{RQcJaXhL^&x`Ir|ahI(Pl^OH~C
z<sOSi$wp~9Wa|uebjZ1em#sFC7?~N3W<_f(HeQY)IV0yfT;wLMO)LX_R^+g|TTvZv
z;1;R=f%sxD=(570gf=su_eqS@Shu1423DMLU!9Yd^AO~zDzLJFvb=X(V|1LPp+!Me
z7go{w{t?fF#7FZbAe<je9$$=)j0&}QTbz`5_2?CJ9QrvxUI?^ROoS2g#2p*gJ*+u9
zjRR=E7UBR?c($t-4KQ+$9)JV3sXk)hsb0#2Zmeu5hmz^<<KkUNF5|or3c%m<H|z0h
zzyV|$tqr^9a6mgD+g4evF%D1=!8mCXzw>hfeVDVziN6x2+pp8?ZMIjk9x8hY%y1*h
zeuyQK`#SH4D7HG_fF=qA{98I!)*8Ph4`~kuR3;dxDo~8qpq%cfB$oO_*^-g_gD#Y_
zFjhGw4SvG70XK43&OL2>>)d;~L800NZg-LinFs-8KATZx>qZ1o|LpNV0?ph7aR?Vp
ztTrBWJdeK-NMU>fMyCKi9Rt6YC%oGny9m-*L^dMy9B(T?%jBLfdXpmwcto>CdYKoJ
z5uX(X;St9HLjJsXq>B2o<-0jGye5I5*HEGXbbcSCM&;zZy+JAxJU?c!>wu2LKHI0s
zL#`3%@r%QxL$0FPktaq+lT(|R=o7Y+wo`p6_?y1`QAoLlq(KMmC`+P7j5&)0o(pl%
z>Jiu5;?MYw!q?o=m<)VZ8%j$;?5CBlq=aJ!GiR8XMwbXYD)xs-pX_=PJTLZ{Y&?*x
zxrs-wR9jJFR~5+?DarzJcKPs`S49$Gw>s^6pQqNk6w*OO9oo_nwn_Cx7F>gSDQB;L
z3i5Vw;4Uq~2;`61GR9%wijg2MhO@l<p*P|)ta1OL+X=^7%UnUFI0UsA(ZMP`2wz3+
z7Q56y*#JNHf;o7X`LfA6z@^3_mK7errX)lI=||&Zl|e{UtYubWrZYu#$ao%GE$34Q
z(58b4X$R}#$>*K|#z{=z27C-bMUZ^rm%hois51})N5-7YVwPipSX5u~Efx?SgEnom
zs;2JK3nRH@Ru)@06u<&r0Vq5u@CkgfcNal$dPLq6)KQ;q#01nx9Z<Jf)yhdL14j6)
z5yY(n198lzni?<?&6o|{<!JxU0P>eON_Y(4yPlP|jspfs;{!N6fwNi?d&p0lhg?U{
z<1kQT<Cn6|-Lb4ML(75QzTv00M^LW(JO2I;^QzXoYWUH3TsvW83Wms1b<&dGb7^jA
z!g@d6c=xCz-R67rdoJ{P2yh4@=s48S?`CIavs)Z7!v<Pq?x|IN(I!Z<+08cmyq}kc
zAi?(e^B$}1=J6sZQpwEynQqgE1irjobu_F48ldzn)=OmG%pVLUR2ae4h{LIdxNEY$
zlJ90dy(KO6%bKa(E)y3yq!<B_EsQlp{=z5Tb4<a9Scm#DcvDd&Xl%il)t)IF5aHD@
z#`ZZ2K_vyk9Aifu0Hrt_PP460)EX4Fr<uDxuYk-bY?K8(Ifo<&PE3;m#6*?(2DI_A
z6b`$gYqLYCRO;~o7mua(3VoiWRO*V+wGr7$_xIp{S@1@WBZxs`mrb7(ho8Pnd{hEl
z-x%?a!unqD(7xD@SvF0}#R0763`l)?2ylRne5`-g(H$CX{4dXvG#8SU02%MBF&kb4
z;kfdOIxl2pUQ_0)d>kzeL?p$ZujtbKkVk*oCTOD&F%ue-2kHA2y9EQ<giqaCENJ%@
ze>c!m0ehN1_%m$76aRgEh6+01Mse>`A(PkLvK2i33Np-()sX`0dgcLpj3VLAa^L9n
zsQ0d%quU<C+5Ox&K!@iz_fVU-)%+|DnDZHgo|?^r8Zb@Tma|RY8$L1+{k`A>!kSZP
zV{L7|%~TF15Tz><iB9n~vFAGvs6RNv*pwTgy)!t#3C<rw+uDlaP`s<7(G`h+7m9D9
z4UO0i=0TZ)o<-0gz$*pbs+orahAokrp!nk6f@d>7-naW)UickZUidNZ)%JYkhdB=f
z>D^44@tLrh0Kw~0`OaD;rSS`5y@3%$#@Np4UA9y}r`2Z3;zS4(SYE>i2Y=#4<23rM
z^}Th>t8@96u5@V=rs#w$L#Igw;Z^Ae-!rjiQw@$^fp{+jnB5b_268#&7WuS&oEB2=
zS4*;?mdslu7x+x23nTf>`YvRGLQ?(@g|PaTe_$*yh+Hve8UCJ544->rjRQ8=7Oe3<
z{-xIUGku0I1aXKi5oucFzS?c8x=Wt@&>^s@+t#Fmy*&PUcF<cH6+g<j1s|j4cPqLp
zS0%&9pBoBY5(q<t7i}g18_6v-4<`H*#)MBsNje(k6SHektjQLl!G@nAg|`b_oL9~K
z=ap+rzos2Md~w@m>%-%@3i*@A)-|j+fUe`{d0q^oo3-ii#rLv3#OB=P_i3ZYC7Qf7
z51g7gkNj<f+>JGFjab-U<hrw=JK(S6ZIYyUY{O`*M&3l`e``KlTlx}IWZKm6+3u*9
za5+;I>+MGhA3bjo+X9F1UmSvg7K#e1Ql$GE^ji2ke?V*m#K`I-nSs`586&=84{%#|
zgZ{X0iTLEgP`w=o7*iuGjA?+x;*ZmZIN((a4%q8D8s;)}YzE;NIcU=+4Ml*DvUN9&
zHW5{*7Do4~x%y#tJ?dz<Z$cCYL|Lvbn~PV1juub{!x#-KZ#VC<62NW4H_#8(ss2S|
z`|bPV^QS>@o$aLgUz;6&-TIuqBvSSr9x{IwM#o!_<iBcWDAZEo&DHSiy%ff_sf!6u
zZy<1(2#hnLkHWBPA(M(pvP+frJLlz-p9AtC78;EHi+V>Xw-c#hf-4ZPJWmSaAb805
z%3dg{Qjq%T3SH`AYv^JAQ*2Mc_T-t(nerd$qGTK2ZfX-OOq}OQcmP_>M7zXAC5kHE
z@m0;83}V&?R{c)7M7NzToL^1?Y=Xs}lL|KvSUlB9U=Ny5ps@|eKh9(+Fc-z!n5f$8
z7E@8FjIj{#%YFOJ7C@K&mx4pMgVp00j-k*9qwwE0vW#sK6$KwFEZNq%$Meg#QsHle
z0E_aSP|UXN&-ayz2nFTdC0@t`Q=j8vnFY(cP&rsp!<w8H)-M}VSdDgNWZ~K_fRnEK
zWnpKqcOWy+?>_06Lybdy&@a%IX<k>`6Wza?C|Ri1ldcYeaXx5OL!5Veo9H~+wx@kN
zz0BQAMw=LnEF|)vT`TZHrJ>V2z0f5t;ze`u!#*(UGXV3pFjlvQok1}D%Y?BW&NQ4|
zzRJo{9WH=2?U=$hmpfII#QDf#@=%qJj6Wec4J)6kW<~%@lFjNbDC!S1_3Nj>ujXzy
zTl1>|0iJFkJf~eW6HnS$Z1Jd|c+6b}ZR|U|A1-ItYa5)Mu{=_fF*%YoO=;k13+%iO
zELc90t=Ja(^l%%Yz?^3JDNWhV&bX|s2P18+1W&WcR8#M4AoX(0r5#Y29_MD_Db?U@
z{dh9BNEF@Q?4uMareyz!*}1DZ@0&QJS&f`gGSmJfN=9wr({Ur4hxh8bUjHqUOcOgI
zHHx{b<Q=0CfZK&)Y<n}KWHN`E)qUn$U1d>eadyYt?Q7lk`wzEG=3`34A&rX6(i?Sd
zHDA^WSz>Q1XYT{;4Rt!DzD3q(myvx#*=k{7>UItn<Tz5XZmTUUucmJNnahVf?OR^>
zh(e95?*gOJqZjQSAMzY0?joq<KlI#7)<toZMF<!#qa{0QG3mlS2Md|~djiW3dW0E%
z<k)i?@UYw!ZS}csGZfY3$_{(G(J;)mi3+#nbu*P7YkW|ybS!HrRf6I7W)G14>SdpN
z!&Gx4(Vc;tunnuQ+h+H+*PTtEwU6t|u?4pKRq#&0EjyLFTesf$Acg8uY}__$JJZw(
zyQl5>H)K5OOT%quLb-QRP%u`zlia-S44cTd94`lVjjV(#>x7Wmg>_S_=YpF>!j4@k
z%=(X?KD3jHab(^x<-u_HsO&rL!@pY`bI(i|NOi7iSiQBWxp5_#>_$LM>Zt2C8VG8#
z1$xL@u649}B9Ks={)?IYrFG>ePXfZlxFN9O+8zqs2$@?gejnBy%E>`p=7Auw&X>)H
zR!zpS-bo*G{2U;sHQkO0GG8?<cZO1aSIL%gp*cpGrYEyucFn&Au$kGTlCet3T1RMX
z+|tBj_)afedIui*fy2wPM*tri_5E0z_=S!}(iIqmLmZ20dr0`dcZt8c%U`woU!f8K
z{5GR6NA$rPjzuwU9Ynnmx*@=1M(ya$!M!EqY<G5NMLcn|K}=+pu(BNg0fzHxW}}fu
zmWh9c&8)I~>q~LSc(2LD+Cd4bb9Gf!)FU^ZcbEio>btHabuBaI)Ck8?$g7aCNj);x
zfw3m4w(!UE0ASbC(jJSk2}(R()I{(yg*;hsn?hH(^Bo@4lf0ydj88rZjrGa;M!IXm
zn*!umziER>s&~MKlGOP36aGQ(=i!wFOLU&<BW{I{FSA>kJ&QnP_mv~hzAAFi%x(#~
zf4ml&$GOKE6d)%ZvZDhp`bJcepPYT?ebv3F&~1bjQIS&K%E-aX_|HtwgX#KbtNb1^
zSDI)OBXs`&R|bhx7i<fsNACt5zVW1wF&4PE_9A3>YvS#@<k4iikA|)JH?yMMiJ5m`
zY?u8M!T7a$2h2(u`l>^gv6sM1WUl}|3}!F?ydFurw;3pVCBp<wuasmjIX>sBC)n!E
zU4I=}h6N*jr#y&gS9^K!7BTEb#3y+6r>w^GxgO}!d3zk-H}n-uDgDM#!3&O5cBoHT
zszc7ypRYSf8zjS<^pNnL+l$yEq#}A3I+Oc)`9z=t1!ID4#o0~n(o}<PwIJthk*!gv
z0PXx*>BVcLix(L)L+o}DL=SsoK(A@}@A8ko@B6P{RDn-UqGRFm_777&QPpdoJ{5u;
z5i+@6hL3Z|55&|M^ObHdzP+$ex`6h7BuXv5^I9+Nk?ON|m+#COJW>K4jVyWWCq13u
z)~LEThq}9iKKI#hflRQ=Ugk}_$mQu*tEP`=AfGy?88&3?y<O@b)4h5`uB~1S<8nD8
zwc2V2Z=%k@0Tx98J7VulG-@{pQqp{eHNmuCzn=b;(0uTUW#YpN$L-;AD=aciqRVS9
zE5*udEzV?jLSKQ!AR0(W8dI4jRJ)Y0_T!KcPxtDr{#qHkTwC^ip^1AH#tz0%{@tPw
zUi>6^vi|VcA!sfBSMRvy$j@I~oNU`t-?B(>dscbhY9hKj<!oHm*)X7nT?V5i%HY3o
zFjZjs`G)2}z`4_#Uf+)fnI_I-P|c7xkgo;$-Qce$F7>(j8k2d`C^}xa!K9)9W77jm
zd0+yxiGpJG%#Wu|Gq(m1h3yQ&Hv?gG@^bKwZ}j~~22sO`GwC#w=;A#G<ac^=g^<Qk
z7)4HldW^lqa0n0_5_2!}9^%YWktSW6z`8z@_mf#xyMY(Y_7?)Tub%8$<F{EOEx|Z%
zp9yzv*vwSH2-q_nhk@{%5kMsgysPdJdQcrNK}<SF>AxbfCgZ4h*h4I;<c0&jdrZ98
zd1tEpL#SAtM;*vk5(d?ni>4~;)I@$QQHAP&{cf4y+DZQ#&-KrtK6$qXRuifjZSCQR
zAJ84LD0^*YG)#YgN9$uirgEan;zCDJ`uQctq8}M8=y;CmJG&N}hCW)sB7%E-dotC*
z`w@<@x%^cZz_Q3)^b0T@9m@a7UD5Vq{$lI@Xw1_YijQ>9M&L#6W@pLqLQZ@3_{ZQY
z!^?U<KVXz#P65d+;^JFXgAq#9=;jyo1u%gr3sHM8bPnpchx9eCk&l~7yMO~CPa1~m
z)}JgLY2)>RdFI?f1M0*Xygt+60Il3625tf$R>ry$0<>ML=BOjPykc{(r6Qsq#&Ftz
zcPZnk5<n9iAKCL;h|*Bg_(vv4^4E+M8NRxv^$+s#)P?^m*mSp^eVAUgoQ&CCVj%aS
z4&Pi%U-dOVUDs?cV?FD48y15X!*Z>2omyR<930mVK$Zr6S9ZP65%e0YFKi^fCd+zO
zsuEm2cUAp6!8+D0jebxTExfjIzba_^vPQeihU_*k{=E51^FPwpE2mx*{)ZFo2Do`!
z!C0G+NmHhc=awnX8XF5#XNt%E49U8Jqj$*N@~jag7#v_L3yz==AfY>LAkDE{NeR$c
zIKIu`I+B?Yz*Zl&`<WNtyt(wyXpB-t(QHVfWkg=FulDK<@UFju8tvWh(I(p5pMg8|
zo>ZleNxV=34Bj+Hf4lOTQ=8@W6Sr?@B`_gQdu=KUUwN~{Hvs8^H;IT~c8#WLweAfW
zy?vE%zS~#ATO}MmCp{SkxO}8wqEJ%;Zghp%tMS-^F<VhX^=CI*c2=%7o{okRXaPDf
z2=YCa67>7Ry*OYD`enG?eV^w~st?#$`n3b}m+jeF`{~Yd%kr8aK5lE1^XKIIREA1b
zg6C^`%Do=+S(VmQSBMH|UQIAgi(7KjCQe<Irpqo`u91zg>1*eXhY!4~vU#FiOWi+I
zhLOlRi7H<7=brhjtW_t7wcHRW$<f4SXdP&6Bd9{^e~|@f%4gw!a1NHBgEDe?>kt&c
zprker&1Tg-(k8HsPD6btR?Yb*fa%ZvU!q_T`(L{Iq<p0rf#mMX(eS^{$0?=lEwRMW
za%4ul8F8`$W1`Vl!Ehd#WA>p3-E3Pi%kUi#Y)y(oezarrp9G~F>8G&`I0#NBNd>B%
z6-ym|3D!Uv2BC{D!8n(P&sv+=4&7#PY^!U)Qm5)-y&{fRYK>>O$|~eJtaD9~AlU2F
zQCkpVeb9sda9yW=Jg|+g`qb@;$Nt8_-tN1-@UvWV`W?8^|0>@7jXJ=4jxBkVE1lg^
z<*}3*bExMrn7YSwcY0g1te1i8%5;_7i)>eUv66t5DD%wsHP0`wUmf?`e}`7i%r~(<
zpt7`Iu$R>1M+Agw;RVQepjhMIP>`7*9!c?VFzj|qFSbbAXQi1`k}W)@Dx*%#trz&R
zshM5>VqYUnQmaxB?M>>x&^}Rg!lM$r*|y+YsK9CdL%X09$<PgWT(OhXSq6Ir>8TSs
z4sT6&?iNV1<{hP_%f@uFrQlm~Jzi%i{K}?LFHM(N!=O~lnA&v{0f(IO2nNsHM!iHF
zH>TpRKUApln9?Tx0{=xLYW`xzfKl4y+X8eU-Rx7?`ChdUQ5f|YyZ~dHZCr%|^w5Lq
z|L~xHX>$gZ+=x$9nHOSXQ<dEc2+@G1581B-UGbbrKXi2ndP1NdXNmTMw_eME55I#S
zohcI3hM0@^*?>sw2M(Ar|62dH)vpefi&e400fBI7V8`cIQ2h7p|9Pl6V_8;Nb+7+=
zxXSfrsoX=+(EGr}d(M67AiSVwB`K*Mz>W&F_Fqk0cr4~uz1yDc_KMtj_5lDJjg-+{
zxyBt%oycOaVhvorVIi6@e1D~CYQX$a(8Poexf<)8MeBCkH(y^{JBoUwy%29p<3qgZ
za(~SCm8u-@Ge?pA$<heqpr8K|p2UGWTg>>~3d+`a8`G=G)2nwr_-iuA=L86TRfs_P
z6e?>K{mx<j=6OJ8`iBc5q`8eW0&ZC^WMu?!EWAnbVjf6fjfGH&yXsE)=mai<Wq)hw
zq7byNrhZK*wcP~{=vqiGcIZ7w?t+4pMx!Li24RHbjlew!h<+K(*O@jCG2ottBCI%M
zpMJmm1?HsvaJajHekS_3jY{Z4qVB@sn_Qz=98l)iu(&;o#a5z+k!U>enjSihXNKt!
zNeWe9O+!}kSQ;$kPHt!Z{)x<~Zw7@d{~kVBqVnAyx;R92yw8ijz+lhw44?C6^>UQX
zn&U>&zT>O-9wnQ57Qy0Q!cq%}ZFj<6pY(#QtVC_t<t+Z@yyB-1aDdwrJ&L}(08HjK
zf?S>dF_rpdIbJ+QeiJJ7M}TAq__)ppUsHSl!{6d&gr@)Ve^;ja2U)cPJ^#9}flVT-
zr1VG82XTup->)vF+4b{>XJ&r4&7<2Ne}o^E#*5#bu2HQiqft_oq#UAAtu`_@#rlJ`
zI?IqdZpL@j*YUC<r{blA%B|yJW1@)r_T<{F4h2!74_TiLM32DgAJ1Io<bC4U6d*79
z7o;N5?|1!|tRzJnqNWk@S8Fo@QPwG0`WpZf{Yjvz*V*tH6oGUXXnX*Rt<g(L+nXQ^
zIX&o>G^r6xilz#IS64Xw4fFan+8|^G-0Z*sA<l48VC^^1CPfAMb=2bh-|&h-vOyL`
zi*3n+ZLb%kfGT)_JYgI#z?e=;`2FM)f;@@0^#TGfGj}HOcgP3PP$d-Rg@7{tD?`f~
z)%xGubEFhXxiGm~VeM-^XS_`1Nh%KT2qkg?A<1s%Bh?2s%+K{0IQNm#<wGL1$~6)(
zCUx(t%8XxehEBiwDw-5nZa3;{7bb1^rIY!cY}++1u+`sl#H_@zpq-<o`1ysP59G}F
z!^`?gEm!qjGzbbgeeXKxMn#$U@3tS?_6^Z*Kifhk=msf|4VY89O_rifH{=IpHllS(
zM)~C}U~FRl<1~>5#B(5_Z5jF#%bgP3G0K`W+IVwEy>)e`rHYA(GDk-vbzVFLf!R$)
z*<mayZ>bwlTWB~4v;B@PH0-~(ZSR;J0^P`e_qZ3v!iM27W5)rA6dZ6c$hMX0^%@)G
z3Px1DuV7+6xdj3j$2}=OMQkcdnL0{vY@Kr|$_%XEkd8Jr?4GFrqpCnB+=}Xu%r1Se
z33@_WAKVSNz_*HO1#kfDwd3(jwaCi};;sF}X{Oi7nv!R-%|Z*msqdu>Q=`D-xRuHs
z>&pln($hRR?S2r|xl=up@w4_G+6z){zhWNr#@~YN?>%&<wTxeftI><V-6G|Ug&8&B
zS-a?)g*2^tA4EH7`*s<`Tax%lNZ3VLuD=(DJiYo<Jm2lu_|jrqe8IV^;hM<6?@_lR
zJ{{fhxpCycZJpEUX(NU?x@t6PGp#(*mr?ol9)&;`BVcwz+vl7!j2W9gRVQ-mqejBS
zikkL421}v9P|y5b96)h*Dc@;7LW+_hMD|%8Pmlh$RJv~LgU8tY>5#C65LHg<&k@_{
zHH~0z&g=SLX@OG|^-JmIU$Qy$;+D~%ZTtfI{@CVo1(Bt&&F_Isu6f@H#IO}$if_UJ
zwxSg-Jsxgn#Y2s^2Nol_D_?xM%A2Q>Lum)@4-On?SnS%Pf$VzNy+jwlXI_B47II<U
zDj0FfY|yis=N0O+Q5V;<kBhu0Mr>!K7dnF^;Q4L_WG2{Nl(sv0cydC)w)M@&5rf4B
z2go~qqowr+<H1QztD|7hLG1N$s{7{G#@a5`BwgxId4vfAl>R7;{>_p8Hwnm(vuaG2
zmKvX$a0gn@CC(NW`uaCXlB){dx<%;eKoS;|B1%j=Q8j8#X4~Txx>A%U<G>>j70L+A
zyT2-$Nj6Krs}bXWzWRf^{w3YYThaqazmZtRD=Vuq%WDPlN}TcSoU_>;jEgV!C>~fn
z8^5sr@WO*L9jpn3^hsO;MtbG(slo&>zRtEOLcnE$B5BmnR9E%>rG5*hShYCWa?PwC
z3dA8fnrEfIw>&dB*HXyr9OMH&9wk3B+B~cuKk}^0-!*mEga}BP?Z-=<#(~XKOZp3R
zRYDH5uS~+#Heqc1|0|zx>KFdgz>AL#w}#kNqrtKR$9V4HhQRZMkLk}qZ1ilSA9Dbr
zDG3@^6>$jRCdO+FKFp2P+j{aAMC1a<qct4xWq5+V`k12q#Km#moOlxCvy@k{AE7(q
z5VJp6puZXDe^o^L#{+bK<QBQV7Bd^pa)`_p>9XyB^~)=BmF4bFz+5hBR_`aTHUboZ
z-$`T&3>6LB-b0*`Op;9UrvbWi-rUa(FDrwvHmlwViI3bxoXN}1I8958z^*Rv(N};w
zEGMOG1&FZ8rj8ds@`L*XaBLfoL~zv=w9-KE8oxM+>cXwMR?0ceR|&0qhz$1q>I+p)
z-;Bz%iB!I4?a}y$Xz3X76wyFZ_xa?MRFfWm6(b!SDJLF7kf*QZH`JEFA8DS<7uE3M
zr>A|@a3YIzUDmdjC@MJVz~+?lLXtJz>WPMhYOl>$OOTa&ypn#lI#fNvi@!pJwq^qx
zC%+YKo^11;8s=65=4b-+$L#g@G6Lk2(`Pq>Ei0qBDr(18?)YWq)9#$K2XAZ$KT0%}
z?3i!!C+W6O!InJ9sACk_Q^PJHC}ptJc9Wa!hhQFgrhM~Y7PDHG5g<FU@L9t!^p?W?
zW$i;vqoZNWGqchqJSxHA@6bQ0o>zAywlB#V48#BY;@=ShAW@+2K3DnLBdVQR@=MVI
zG?!UFOw4ib9J~e|2l(Be9iW&^y#q#>B5d5Zz(7-~2<V*G&*lz~0J@AfMQS=4pAbYk
zY9OIa$zo#@uru_=X%9gRw&NwgC?W`TKi#JU2nk8X2hfFp#rUpUIrth;t1!yk_Jab!
z2qT}%#6^In(p9g$Os_oz2?*ux3MhY=b*Che@Li|I0X_lT85zen;1iiY|2n&uk$I&(
zy-sa0_aG0?2ozlbs}J1gU9<BAtvVRpQr?q(`h&dVo8}V;(j??q#EP9*nL7iW9_)pb
zM0!abNa$pLpNOTs4@RF@ZF~^4-fhq^3!^{E0x_gP3eP!_0RuS88XhO>y(M0}aa!Z`
zA&_|M(b->xA1?9YM-4U1vG1ju67IjsGaoD4-@4M~L#@{^O%Im07JKvX86sJ|kx2P}
zPymh#cJsMgU*EknEV>J}h^;t2{cJED9GRP^{7<`l-g>|LZYaP|Y%vB6yi12E7;I7Y
zVwH%>6cnxY3E4qSjVr3w+9kZL9F%|1X4icDX-yQy@)RA?BqS;_)=>f-zn%bM0Lbdi
za+G|srxjP<#|&ksRrdA!XvVo(0~_xr;zc*wU1=`o8*)^dRB@sL^>kIj?TnYFrDL~0
zPfArsFjXNa`?XMJZ}Lq~l8EEX8HjF-ypxOY`GTSk7c5)9qAgkf@Xcjq^~e{No0@}(
zzFA*|#BWqoJajvg_53(<;{E19`!t1}s<hIVH!hu*!s6K#IQI}#idxhoO0*f{^x<l6
zRRj&@7_^`4S-&pyO}1eqnT@rV&BPxaseX+{I=K0=$g@b21s}`af8KFPVT2z_g}%P1
znr8RIA?fUAR~wR(o>}mjg#?T@=n30??}jPw@!C^EeJu=9*#ukCX0riWf)gbzZLI-q
z0`b3l*Rt5M-w1)&(;b;bT)e9=vOgjk_=#@~MrZyT%Q^$E`oI<<8f}92dlC|gRJyv_
zkee|Z{mUQxM}Q#EZ36DJIV6qmJ`Lzcg4I<Qf9uXY@R$3OguL>suP+*?l*4PF{EL3)
zaRB?8UT+Vfse-|=JUrIFd32;E{W)~|R@t{q_>yw%rg@*p#?77P{BPvO(82r*%VsaO
z5~#OkH3;Sc#&AGm7~oO%_cefj6X0F;(Y?+e3IO1LO+XT;-1^n&$|{%#(sTyjkEGg2
zpVtC?jtDw1q1LmYFzg-I(v!F^vQL>Ak2CD4)T-mM({Gl>D<6N|;^RTFgGk_+t0IUb
z<z8U%bHOJNnlqHzje;%7y(A7)FdRv2Cy+Jh77Mf~0<9trJ;MJEpOS_@2mE-H{J{ux
zW&up(VZKxtVy&%AEOj>(HejC(O_@FoV<YJ`_kcHD10zunYcr^o{TR?O{`FE#ZU*D&
zTjAF5U1Bi(Yy^=MDRi2-2L~)s-Nyj|%UBx7Rx0g*)&JWxl8#G%o!MU&6(D~;qaKWs
zzs^hNuggMEJzM(sbKpyYAVJ{u*O~uq>G;z(dy|fl|7IdIM4`ju@c+lVp`{NPj6?s!
zNlF})WSsVpAb|W2Q|`#pzNIOxW?)6p?GK9Z-w69Gi7uPhZP`47JY*FpLa+tk4+;KX
z_aS<g#fG-+n#2M0--uP5#dQct_OjvxWo`#nLjEr;0$E;!((ek}5@mAHYHXHaCj0n?
z`6TUrC3s$*U$s{2h~Vx|t@Yx0R;!a~xa8a_hvA*g6S|IW0NYuf)mTYK`@ingY`EI>
zvCel9!%-u0f+q;yVu7D(y_-4sdyt5d25TjNSNG=YT|UA28w2+QKf@q3D6`jF`RW*%
yetdFfQLua*<_6u0ux{8TDFGGQ9aQKBa#7<J_F(aFiKV>D#M3Y;kXFRU{rEp0JR7F~

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-deep-learning-transformer-network/images/image-4-Transformer Architecture Diagram.jpg b/apps/api/app/data/demo_documents/stem-deep-learning-transformer-network/images/image-4-Transformer Architecture Diagram.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..ad21a4f2d4d1911631322b1180bf7b0357f825e5
GIT binary patch
literal 25178
zcmb@t2Ut|yvMsvEl0|YB$ypGP+$c&EksKr_pd`s6nMM$hoCE}v2FY1+2FXd1M4Q}z
zWM~kffu{Q{_dfTY-+#Yz?%U@+_!i&S^hz~n%~3T*)x^$Xmw~GqD(Wf#4h{g|fWH8C
z4p0WJ5E2p*5?mo7A|fWfLPADEPDV;f#(0gIl7^LuosE@=h2=Vz2=Db9LYyote7E_9
zZi-1rNU-zDC`gOTi`<eB|9ul2Vq#)4QZfc|at3h@77p=$`v?04pt^!Hf+L5Aa|6Jo
z!oj1$!FB`e;Cm9_{No4sj~^UdJbVH|qASECq~Hm)R{>lcJUm={JOToIeDLf5@OuEC
zir^ZD*d0P@ou@=M+-SsKCuCpYyj$5pt2>V5x@F}aOiV&Y&%nsU&BM#bFCZZ)bz53S
zR{7q26;(BL4LyAWLnC7oQ)`=N&u#7O9XwuozVh<+@eO$s8W#RGA~G@QU2;n5`?T~=
zIk|cH1%*Y$Rn;}Mb@dI6O`TocJ-vPX1B2ftCa0!nX1~K%5UXqJKQ=bEwhxbf9{)Ny
zMV+1hwhITq`=?pp-+vnRH@m1nyKwRG@$iX$+l7Pc1s-@*_yincgxBuq5IuFHz9Ihl
z3eDYw?8**e&Re=jS}XT)5;`u474E~|rv1aR|8Ir`|Bo#D--i9CU2uR54+oq)JSqSJ
zoSyT23L^P8j$6Nkt(LSB8BAq18Z&t0{Jc+_aiTxG1Z>>ZSmI0rGm7UN64b_g-X20y
zg><u3V=6z~RP1KIOL70X1Gz{V!eGjD+Am7oNpa-I;w{e3!JgM}8ICHCAXj}uP44+j
zj<{}~-hIJa9!x%gdW;%Ew?yAtv)>$2BNY3<$MuNF;xt~>hc-tI|0qW-Dz-RJnH}u|
zm3=S%VdZt7g|AV@qOsbrSFzcad$ye?2TPT5s@5EtO=j^G%D4xsMMZg^9m}NHcVh$)
ziv|<9^d@h!lOxL~=b_V5%MX{e1AW%;TAEsd2PG2`N|E2Vo~+8)J}HJ=Q!3hdGhH@P
zUub5|Du8fQ>j@G4_`-cogfSN$eXEnrdqZKT$;^p?fnnL22B^`w577Ky9JV`5+26{n
zlAUrJ6HO9nA{h9E`tTB!it83{L@#JL7Co-Zkavr4a}%JokzphwW^s}sOzloLORxQy
z*F+>xpP<eWtH+FQIKc55KajA<0`>5#WOiMh{pj3{6tBjQc~)<k@kG?W@D{WJPCR7=
z>h386&=(U8WR(&6)wtp}Z*7f!E7?-KK2ht<VJBimt;vwoFV3H!+Ca2e$*$3UA(3ue
zDHEW%XLaH0M7%+KYv$E*`*nt0nI8R`Z<3y4H6JA<a_bvE3v;BaDpRw@0t|Aoh%R|b
z#74f7Eb}l_O^W(vLw)lbdDpKA{iQ%cr~mx%#<3*-bSd5N^Xe4l_Xgdn1IcO@w|2JX
z%G^>F*{91BMUR=&rkoJbJziW_vT_e)9#tag9d5Eh`-~oat7SFPb3Fd+XY-YKU1O`U
zj*-~9CgF7p&WP_AVXmUk#F~_#;1#x$`>_N*)Lif1v_v0v^v$rom3$@a{H4dvwlR3|
zajsD;KaY8zf>=n%D2vgpyiM8UxLK~m3AeBl8CHWC4#n=zNdvoQr(aej?^2REoSfU#
zx!?EVg_k}FD!ulFilp~yPAWkVk#O?pqBP?+&LU5qweXHfpAVk7h}YdJ+*MZZ9mA6N
ziQ_VrIkTX=nt>OodYXJ`tBF?`Afr@Rz_`38?9OTmTk^~p&V8Ck|MSDm2u3H*ZtEvm
z;vhc6C8G0{u1YOCT&Gb#<PjF=Tt-6Cmy6J4{3Wy&;Pujo7z>bwbYOv>r#@I9h#Gn*
z0sZqFeN=MA4qT;mMY<-+ggZ=2$>+kDQf{4dh*3VVd2~|Pmrn*bpNa8qN8Aqgbkghm
z`F-fs;p}#lo2%BloEJ|SY?C(<WsQvf<uN!5<7T{Q5lSK~FuJgT0kp6{_xS(oS?qs1
zYep~IJ4EwPB)ust=~cZ{Ph<)ZTq+w(dHsS3nD`XQ2mDWtd`(Oq7FdutS1}*dKV`_G
z6hT=OE3$6c0K`AlPZb?!EX^#ER+iXMreEyNJyYVK*3JhfKI@I%3kmN(&o^t!Pwll|
zgKiRJV}WHqEO0295!DzH@&aa<h_v`>?N@O_+KBLLwjJyT_eV-0v3kHZ8}T81_nVT)
zlQ2dn`N<#+8-bDGAZBL@dJl@TKFK7{T<?=3J)uRmaj&XftMm^=tpUt-%;CHt+xCPp
zt9cD3GhL?Fn&Oq1-n<qk#F?viR$7%FrE#x35)TkGnF_6O@?g1@CS1k}^^422eWHFw
zNK`M~=RdWycTt%1wXyp3)d8XFrI!{r`<kNp;Q^N=xJd7IjfRO&jbkkkvQ&|jlwwa}
zMXR7D5vdcn+pp7-YI_U$hN!{RE>lvT6aRqLUdHOAQ{N+~tc<a{V$bQJ^5gCUx95uL
zZ`e7hQlF815Dy9YKs{ISU^QE-ho%9ivY+TW6Jm9&#f`c-j%@ScNS@h1VgGv7O^*ha
z4{n(ahzeEuZtoo9i92JRg~0R6Q9KNusvvcUY-9)OMYd!GlRyyt#baq!aci@wfIkPi
zei=gHV9Huo;8m*b?8*9YcR`c2kw?1iQT84AOd?Y^E!rzJzht-hK9x@LeToGB{Uag6
zAw?m~4#%#7|C=NhU_%vuag=?Poojz`n*s~i)+bKodEU3m@v!mev6wsL#DtMkV*!8}
z3q%&LTQzRc7-j6C60m?WVFb9s$gx0=zSunaP6}M`%^^?NxMsaIxdPH-0@b>?{?x6V
zRziCZLgg*4(%KM&1?)@3-o9lfCa6D>k-2{v;5gCiD(>z#ljP7u6ek(=Q3`R;&7^Xv
zxMqH*ZXjq8hXp+!O>O!(kPAB2^$EI+2R+nx|NNIXp!i>Jpi_@fy(DAe#Q?Xl0IjMZ
zX=cKGpSGn4_T!s&Fch$aHgNK$>^4oQcPfHA5<5$>itNINxEpTB1U~8rl8>d-(2{Hz
zX^P~_{U5>9gVak+EYM_s{D|nizwnblR(qwZZa+eH{b$NMtDG@3-irH2j`<Tdk?J4%
z5u|CHx_w3PQlPMX<&n1>#(y6RAQfFO0yTP7v@uOT%B~&TNilg>HAZ?r;F#Sb4SlxI
zuNX8{fzoFKX9p(Nj;722ry>VKOBB++F>-(f@P1$cMBxT0qn_Oi(*7jsMIxc2cj)p$
zOMge|tH7rXt6qVsv=)Bkdb?GhOh>+QKCh8;)v5Bv3*_v@VH_o5v8Ih!ZKp&DcAWQx
zmkx(c2wzUmC7o=Irc#JCAGi$=ZRR(-A;UYmZFjw(DE8k2tocFc@%Szr&bVmsRAS~@
zGu?}i`6`0P%xZ`lN9w=77#0Y<vwU#&vl$C~IcrB1`>$9#Hy(toNj0t->XKjqM{CYW
zmBymKjYd-dY1g@BSk2VLamM|+Ix@3Dt`zIZL?7Py$w4Fh7+JngxljKmVa2TCZHtFf
zjst(Lv5A?(`9%5QGsoypSio0B{`&chx~Ft)b>>RgJ)P==W5#mIm5<<8ojgsKU#>Zr
z4oU7!_LVsEI$YAa0$Ie+l^dwwrJG3S%&cR>DHYWjV$cbQDZ53_sgIY?OjzKAHtLh5
z_f8Mo)bW+<NJjqm`Q|ga-u}VC$R3p+LgL;fJac`@kLcKuY4(;5Vm_ZByCbh`87~%V
zGs^Jy+-AYx@g^KWe@T4qf+2@qkU&;AP@!1hZXh`QA(oiV!rJh-lojF8sN+h(64{Cq
z+ef*$fu|SBKeL781Gv6*XNrCs>IquCxRtM>dg!ZrGPX}Ag9R8J7R4H-T0~CU7$#N{
zB=6r8SPK6MvtD7?TYi%1SjKi8^@flr<oF9@R{(;F+~66LH$gZ?$&5xzY*}hGJbwRb
zE6;WI`t8NDcfqc{Of4{E`Ve{dz^XZS;-Vf|w>`|Qql4(jDUF|<7b(*cG9G;w3uHsU
zSlCg41)i#+xgb~DH?=3ANJlI%Yhbwxdka05+Jd2ku)uC1W&jlq;)-(`76=~2492-=
zHyGFcZA@vPoyv!#m^YW89}>1-h8q0GMbH1^q8fSH3J2K_re&GcCmsQL7R>fMLA2^B
zV;!G;U43YEiWu$QzlHv7B-40f{0;I%;ganH4OJF484p_?hei9o`@$6<_&L&eBgQ83
zzV}@GpgZNNb_q_CO6AiEd)IB#XM<*@U&Rwew<)vP!YYhl-tGiQ5DXQpRco1rBn7!A
zr>Rb@-zoON<(!w(kD2~$pw26W_Jb=P)0&F~#<bjF6wtNzo0h*2?SoCN))*x(EbwcO
z7ZdE5f^xzFTr*wZ=QY@1&@Bv&CL_uzPvqBpo5SbP>t_`mC3^PooQ1mLq`TEotvfi{
z8G~5BC}yrQCbvy&a)vSh3y@ssPnPeOwa}Ms3ryVfD^n!K7nhc{YH+1gID7=PMX_Td
zMkCt~zAmBN8y6Yt;C|uaaya?sbhX|ucq7%y$h@MTKeBZZzp>0ZpP~<azgoC4VXaZ0
zGIL?|SW~+yBC@vB{d32So3gmCVirn<u|PGN5)0hh=&?Ng;ewG-J%PT)0-GODB^WgL
zWgnmS^Yd_71-!0!b7RW^_U}I)^WT`aY2a_QSzTLcxHAGUFiNk|TI{H_#*WyRQ9bx+
z-p~7{fz3w69W?BKPv-oZETUz|XdJB|Ih_Kx4MJ;?i7gPd8ikn+P)sDV%WOy=pHEl(
z{h{a8tp_L~S-HopQb&$HHzF5pT6v%~W)Vu%oP;D`;{EPAlwxsVUn^VX=ZGQuJBzzk
z-S4|O9!awtLljk^zCRCkK`6!o<1&XvmuKJ_jn%n?Ekn<F6$P+B`z`3<pkjr{%1E5?
zc($V)Z}5Zbk0bnR=P5WvdffJcrS~j+o~{T&n9Nb%ru{DFys<!SzfsMH;>x4=t3#)c
zVWxwaQ6%J&8b%9UN^3{0`>F=*w<x%+tg?p-!3W{Q=`v+D(YXm4ibz*?ua|2{1`ne`
zoId|}&|ir%akMY!aF$m_5Tx*R5`{l{`AF#thY#RqFiPU!TLyb8+QM6Ic3JfUPTN$|
zDnMIM&+9Tm#GKrqSo__GX6fj$H5RD!X+O>~{GtInddvZS0v+bqyZop@0t+O5r@V{;
zV^B_y*E>MxKFz;#;Ak3Sfp}IdaOtOx1+voD6<MJJVq@()J<w!N-#&B@c;6kk_9gxd
zKXM179t(n>g&?{Rk9`G-PAcQw62-*$?(D>)EJ63*Q9lRKH^-vsd?&X5=f>g9@<1KQ
zz6g;Veorp3T<N3objb(%qk{~#c@Aa{DRndKwh6i7dlZJ!ACbB7#Bd5(_QBFpw+JSK
z`xML0FWlWGARiUFYh<7(jq+}>;gcJ>8@N>Kp9M6Fqp^VBfo=3lF!wC<%(y7xs#D93
zv@=*(G<ZfqIRDfm`C@(pOiZT>P9A<t)1F<vJh=zEepclUwFs<X<$P$D$W#61(=~ls
z)^kk2rM*e)rgMbgydBfaZ<Rh=wK3l#2Dl2jrp}{%4C`ibti!mLae|78P<jc|YExtD
z#<-M)`8=|X6(C9;u^z%ML&GtV8e5L(NFsE&zby!`I#}RSVpU0H9XrC-(@YOK;1q}H
z0n>wTug%NcKosV#gIv&qzNta*#51t~ozf58wS-=>3AU7zL)Pk)v4GVDxDXG`*Z*y%
zuR9G{BZ7i6^bNYn)2JP8dGz3===q`Ly17Lq7Pu~l1<p^Bu)rP3L9`T38<QPyETsm~
z0DAv6d#ge%^sD5!^ILGX)_g4RTxEB9%gb)~hM<^JZpa9+{1j|g`|Z*(>lhRXGCfrB
zg1)-(dNQNb_W~Z6{31u@nzsDS47+%S!Ik$CZ$jdIZ2~>xd<vGd$i}-|T<c41f0pAd
zt3{Vz#e?a-XYYz#SjTjuV!+p00BIWl`<+)^P$O<%61`+c<3ce4arRgB^VR(dEaw()
z&vM4YyXy8OOvKvmcfM~_V08Cc<&`uj_2k>n`g*P9a0tgf_2bY{+7+vLvQ%az(06sF
zau3_0JoD!ky`%1^OESk*D=GG(>xeO@4}tRpQ`jtws(n)~3uIVef_<p((XH^VpIt3o
zSnNs4AYx@nTVE;BCa;&`=%F|7`dPCRB+lS@3~Nk_^UWcqV1+BRBTy@U6>#C~hk$vw
zHW+$zE+Y<^F(FNq7#s+grQI!};njGtUGg{g`1E&^%i4)h4p0jCV(Z>!%cSVO*6`QC
z40<;JD47KawA71)$@%r%ylmC~TYs`~{`b-0*^VODxW59^K*@GW-P5+sbfvtukfJPd
z4Z&D2X)FQ3lVJ~Xc!12o&{g~n5Y{zdaA@xgl4JV6KLJtR#$)dYRme}y--b`jRjTJs
zI6X+np_q#RVEK;py-PG`aSX{c=Q#R~^ZA>Uukk|9>TM4DSY5SDkxOxb>~@N*pC^Pp
z=lF7h33RhqQu??KCqE=9(L+{jKp?tn6xoi%2k8p5vp*H{rh*o_d<9I>i~G>RmSBt+
z>$ArKanMk9WUW6K2$fk2FbWtN97_z{z4l{n?-I}#Re$psv`_?eQ{&JG1H@qjN}-)o
zU<e?41w);p^iSHaq3L~GKPw~TD8*uF<TJzr3vh$@{(N4Es?y<)qzVV&e1-~%Jsl(H
zZ0!{?aq;tV@2AI-6D5L$&#o6S;<J&v!f4A@L%LF$)*R@tfM#2L%A(F`*cPpc$ELD7
zA6~^DYuhEP{Ya|?bTA8bbV<=4Us;B2xO8dZv<k&z-r-D*TR45%wvan?e&4hRE3#(_
zNFHiWaN#b|*#4aW&&wc6-?#XRhNhyqW!d2m0_~zM6soJGM;Eu!ho^#HHSGEl&~`{x
zbklykuE;ZvUtYT1{(Ucz5C`ISnSC~v(tgz@MJ=ft&f)!;6<R&F-rtWAuz<66_FDGL
zX$iZu2p2iTiFeR_;(Qfdr$bVGE!$_rz~_XvPEimg4?t=}C@&j9K<qXo?+r&_0ctZ7
za0L-Rj1$~Sz41d-q$7wj7zc7&;ErN%4ONR9*R8=!p)r%|@4EPz{QP4nNMIQiH(+()
zu9Z*>T_3pqHZZH;q=ATq-~(N^av2MpVSxsa@$k2!BI7RP5Tci4zM>dX5PLz0`Qu~W
zUePJ(HE8E7sAOS*dFV3D68b(nvQC~I3qVfUQ3PP7O9cYEt^a*6myQGfba+4y4WJ#S
z`#B}|i%lGfT`sfp7BWnp)#Iy*4l>*%O6b@!U`j~&djHm;b>}@Rxspaplyz*c)z<)`
zA=OYPNmk45(?!wA-L=mqWz!>_-<-LOm7RrFE1&PplI*EaKG2<d-S=+=2OIAkGi`Ej
zOPy&OEyOp%1ig#laaDvG?GQ@4BL(>-eY%y&f$e&Wj&M&;XZTUX#*mV?fyD=dxF|4=
zX-c-AT7zj*k@?-LpNqHv8k;eE%O}+!)m4KW%;xOUL4R%$U0%=*3>@-mryz`L0(gz5
zb0Q)YdSQ-j*SiYI)QFI!Wy*-W^^~HgFWSgvH0DzXxPpXQtlt427kozKJd{}3su3<%
zyaRVl9qO9`YCFsq^{xvM6#*=UUT7gmc>6Kk1eiAtfRpEt`nuZ)BXpR&b`r|%H>>g;
zRQua>SG3KnCnU=dS`W!Zeq2FZ$Omd%=C3?>k{W$gib6J_A@1dADYwP9_0PM8;N*uR
zPcgx8=;av%t;LS~j9~-U`(x0#+Ig`+M2QhRllEC{WsphKY#Dr2K%IH=_E7AHgby2Y
zt(wn#xPMewCE6o996fA>I{|~JCw=u^ctm90j4Zzp1v_katYZ!jVp?bmQS?UD6Sd6z
zF5Dq6)LHI{$*@Y7&1t`712p+)f0@h6_GZ6+`>XGw)_3vjagX>Nj))iE)1|%cWph2D
zp;eAfA#ayoWjO6lz3uc2VV`K6C2QJs1-d}iy+4AtaZzALG;#fSnBDk@lm-i|JVh&j
zF{TcTje(#M)F3APIbx3FPZX2LhqjQzEI04Xc(~@?;<K)G8^OUpl08h1-w|?3v>E5%
zSWa0Zd`G#^tIxi&?d1v)=R5D(LxqAM`M2>YV`i=(LVX+YegTpMPd=md6fvg6#$Wh0
z0S?n2<-L-I$<F<6swMRCktnaTzq<9M<Lsd-M9*yZW{=BZ`_<lr2npPgtJZGRLBzj`
zL!Is2XN9y^o@I2hNhEbz_$O|jrVM-K6B}373n(RC*XH)Y_cdsbf*w6Qfb1aVuz+gb
z{Zi<FDKh-h&l0-HuZw;RX1HEHSiq8Q>0Ck3jn(k)xr_{Wf^{}@CK3w>Y}dw};VfZ+
znHtzRak=G6Jvzw}ME99Qr~ojE(z(GN23MnKw3N6xs{Es!uuQ99yTTXV;(oU(s<f04
z0vq@t@3Ij6Buy+fzrnGvg}u~rVR5SsfBM%IHe15|fpoq+SJ$sO-Upd(I#6qGC?=vH
z0#uGT+EIJ%O`2(KR;3rL(35~Uh0^%%i(Hj(h6BdDj^yb0R1z=u9s|tN*c_Nv3=gAI
zY^7vgPG?oJqw$6`*}W$(NA#WdEZi<*R=^C6ClmD1FJV|<wdQY+;8lmz&;@{DxyyBa
zc4>hA`^E)J0^uz)K8h-`z+J%mP6{U;OT4Uy>4s`s<cLq%jj#3e?!w)2K|eWfr5Leo
zQv`G<e5sI{@>j4`7)ghFb%B`HL1x5pK)Ye}EQ&|~;_d1Y_b|EOU*5xy+wUg<%(|wj
zvMq)9Mi_H$`)^W4e6xy!{4@V((Oux8K|yW-c8^?sUDy265xXEY8wdRLmyPVRpF0)-
z|8l#(nZ-5$y=iiyV5t(Z_ac+gJ=->Qi0pf}-)zN7v{lRgP}fWwU(;b(TLyx(Rp_H}
z%*ias<(ia~*_e->n!sikL4^KfkAR}DxM1Wg!k0-~NdgEp14thxX=$3k1*2q=UL<IC
z$eqdX#=1Ld=ug@#?DKl?Y9R^Rt@GxTGNq?D(iu8K@5LZ=iJs_RQ>-mo(el$zGH63C
zy~S5Gth}El!eL(IiN`{WdvZORYRBBkO&Cn!YazQ9kn=}^Zq&U0P6F@7PLBoFQXHZC
zJs?ri%|@kpDim}%X_c*swIuWrKij5V&}mnZybXSP#+|-&Q3>6gEQZoT*3y@t?JnRY
zi9xapx3z1()y(;kN~Z{Vb5iw2-UMiE9rhPqH!}?5W#wg2DkKi|C^8-z*8An!)t$Gd
zln9uSEecVRz9G3YFT-ME^`WUf=9+yz8(z5o>^16=UU%RNtE?w_*d{;p*(y6TD!aDJ
z%{_%)Y!2Qn!g`JCs6(1Wl`DN5MAfG&kaMD8EbuxBdiXNH^ww$GyAr-;T24#qZmaLh
z1jN*wxzM?&&*DL}b;qN)c{Q+}l-tDeig@OSy;gC7b)}ql?+9cei3TAYdeF|#NZ93X
z)%43iJE|!gx=cxGYBu+{Cuc|~Dg0^kqcngt`e(y=BpWT%h<=)iqM~HyTsRm0`{}`t
z;WCX}j(1XccvB4Ug55n{&!4AHF||kS->ZfJUl7~e>bD)n<2P>wsX*Y6k2-8P$a{&x
zdBX{h!|`77oIeK=KG?px73-$fMvNrAdsO;B=O!_IlGlpsZI8^^9e7;vJ%y%S4Hz=1
zJHC%Sh{`(Rni#|MjH5unLKmv?z%XzDalj8o%Qv{JQKU*lC!GPky(<&52Ii12Y~+(U
zDQZGI{4DtjOHLVyVwj~?5WfC4aJrDGuAM81!j`@9Unf+TrSC;YF+$*nM<pL~3NBQC
zmawr-NM2w8W^F`(hjxe-@e`pZwXw?&zTQ3%F?LlD(+2~Bv9~tn^-t)s%@W#Nc_r#f
zi{#;5C+Y`26Iu=50;i{s9(?0_r&;ehug;?L%ahWFmTB-|KO9UG%e<8_trhLZG(~}+
z8xP2}V1bG#mrJ%}IuKO39Xr{7?SaBVR-Wde3r2lm<I?{zbn`fC>`zoRS{X$r2@_#j
z^v;Y7{uIdCL4hpI4)P1}TLe?2g$_u6!&E~zXUZVd7Um|3X~H$7k@aLhZ$zIZl)m`d
z9^Ze8Tm6^Q%A3?~q^;U>8rlu;sf`fhvyUZMfU@?;Y)KExSEi{URHP4n=CgPC(oY_s
zvt0N_e+k3BkT{K07it!1q{J`@d2|sQ$>95}6Q3u%eoStg6T$iItJF3EuntxE#;L;4
zD+{RgwF=1w#ty9ACvT)ofj4m1wW*^Se*OBi^V#I|R)wSweOIdcy?Wdg>*R#aM8cUT
zivHH}FY~u$_tsOgsTHCRdB5l0kb3rH-zJoP|C;wARCbd*ud&Y2nuOu8ToMb*2iWA~
zZT_bo9I-1_3CO1cU0j46f_opcFf>W#;kNUgN!|4kWL>-cJVA1w?Q)r?4AeST1wYOX
zEL*oZXvSEb|B!aRZv3hC_Sly|>mOImmHnQqMf-YWPUXL36;3uN9S<7ux~6H%NCth&
zLP6n6;ywOyDvg^i;oxrGLumq6oW2J^z^DcP;*FZ9Ujrygj0%JaI;#Uc)-^IQgMqc5
zHS5EI%TN%6?sGeaq0&AEB+SqJRbMi4{F7i7hzURkUW8+MPQmOD(LA_3fzh;qoQSq#
z;%FEDrJhVgbqK|%Kd;B^TAoV^z<RXLc<Pr9z?i<dRs#D2`HIk>7biLfU@qG+u^PZ$
z_#I6(SrSv==O_sl=wDxTxwz5?;(AKc_L{#S7T`>cY2W2!$3&X$loYd*NIRfk2r6D^
zgkdn#es2*e(sXy$`(M8nuFnh*JD)Q5`Ej9=Mx*JvBectUJ!9xOu9SkiT#)aiR?+<T
z9!TnytH#A?DL$Hm-x;s7WCk71@W#qcym$w@D}xsMu`pWO2_L@Euawa7fRBNMVrhj)
zdUc{zYOX6)Y7`$~9Me-bPPdUTg=Bo_MP1L)fS3KNfYtY0?q1s7Q`-hZy8dz%vzrEn
zif5y&fP#G$D&1aq(N8T$?2SFW>vNIfVr>%X^~km3xy6)_)0hB}!N=0&@~1It>95|O
zIR@Q|g*>eFZA8_U>@+9Ph&}!^z^?|s`w&oC`w-w3SF{(|nl-QGkw@&z!03NAxl)f4
zVFplU0VMVj1<evA@9MxIg~Lun>%qyHn&Ef)XPmMGm$!fen&+LOIOe}u<b`13BxrFJ
z!~@5JO9BDQKQb~8*6{y&p*NNNRS8c;y|{&(=~_Om(q30$v?OU?`(O_>X+L(Hd1hu%
z@Y-MV)4dZ@%1A`r1b!^?jzaL@I3aiBet-XfBrFF;x8oaIW^KRf$CL4(;pziO)lAVN
zcSYy4dBtMKSYsa<sh7Pqx@rqB?J2JI0F!%uiJLSbLyAvB-QN%{#45|Zj?Fdn8F$`W
z9Zs(O>P1TMRpVlIIZc_&e_`eog{nf2DG1sweeK6G-=WJzP*gEwh57K{lH!#mO285$
z0IP(>x8~wK{8nz;dcT35Nc(byD%sme`hkDmK(EJ4125~aokXiCAE`2Hr{w?(cfJoX
z!5g6h`CpXLQ^I!M^-8b@VW+((YVeq`+HefF<LO&@SVq1pgvxXY8G|~-gv*JdX+?ia
z3gCnM)Nt*8npwchT3e6l<dXK(C89|`8;$yBe#wkUn4ulBzp3tI^)z1kyF@mgl$y3!
z-OsIh+EK6$c6)W{oMpEiso#z^5I4u`yLtDg=Bgu2tfbJ_m$hH;5(9tn-hJUvsxv#o
zy9_yFK!YO3Q;@EXtD7jYMD;52j+NE=Q8K}qeLB84@w?|<y8^jgSl--e!3d==U6dTY
zSXx>#V~#3GQF{G82q2LKfHJ;s?^wUn3h)bZW|#A~uhoGI)9NR5OR0Ri0p!|=bL^K<
zU{ub-Z6Z_G`wKc45&of6r}pS+xvVIdI{IWXCQjc?<mlpnyQ;PVj^k#&j`W`{)V}Sn
z3l=H|tefpEo2fiWPE=B0D3snERCSn{@V~>BSEz2yS`+2w)PtyGc-{WS7F9iIU2pa>
zi#+`=&1KU6o6TDNX0!Sj5WOVZK-L5@0#$A^R6D3rSAzlhmFOi?vNoasoh0{jR<cp?
zi^e;gIf~$v1T}#xGWfb<M9Jh1ltkWh-Cf3Yt+B#)5po$OpXz*c?;mw$>a*Qp1v5~z
z&=NT)Lxb%v9sXe3i?1ZDLyktTZVsbd^)L*f8ph?l(DPHm<{htghJachyJ)r~*`ho$
zv}e#vi+pwPeHW{&a~~%}R9Zex<M^Ea!cg=n_1Cy=QDUdJ3<pwQ=2k~OiuSvzs1Eh%
zolS~+&vfX1;)E~IYRws4NIg-sPGOkq=S>vMLKP|IxF9zS18$S@zPp#`JXZxlaL&g<
zz_Q<3{e-v6!z5h;`uqiXL;*(zyLW&uM#9gKt&<mjQ3mNa_m+%4)AaL`oQLn9ypE1b
z4T%--gT8H}tqpxzuQ~h4Y=!#adz_@C-X%SY<oj$>;h!TmAjoR}+n0OFSb*Rs^iYyL
z^Z>HLh02g>wsv~i<kXgQqAZV;xU(+4-x&scps3x_*L^pioTih<(3}(d*X*MV`j&}%
z=B+$c;ns-~b5)5DiSMl(B2rXx->L~yA3C|>3UsCxWbnz0lT0ka?cET{9Si#ApS7fZ
z<aeAtiU>KcQEAd-s0r47)>i0wgz`gZkxZ=Yhm!Z!7AOmt-e^*P895kmg*S5BUvp)F
zUU$O9xuPbDIpa;ed)2UWX%~sx0Asl_NVeXz$oPTvLgj|0v6}A%iQ|lGiBpX4&l6Q8
zaK^UT<dNkW&$z#0u1^eJADJzuoxLE?RhR5Wi$lq`#<xw;@X(l;krMYKRs8y)*6aPV
zEOZy$!F}@R-sbG(IFh)tR0$XwFAfcgQEzxV+mA);At)kt)FXV5F(#wDFd=YD3_%|T
z?2R&7Svse*hob1&QIqV*Hz*@a=rBkEfmN_52w5RUR$P*%Yh!TwKzXuz=kpfi8rmh-
zboTj4m-_SclM~*j*Vg<ibMS(@mlI_PSY~X!R^v#vCTh!;-qvhxJY-~A@xnV8CH#!x
z(4tGovQL+c9=Df*e>{HWK1w(H=4QM}zdWF3X1iE!zl5xKnZdUww1GssUH|g6QcQ6z
zDKTIe0C6)kW_jtH@#W|RrZx%zWwT?-kMhXbtd4QfX^ZZn%}Wq&$Q0j|Hu$xX2ZkMc
zZ*~k+9)bm+97TJ-u)r0#?Jm4Lio*BIi%JB_sYHch@BEBX?mTI-u@w)cbXC4q#*gR5
zxG8-pm{STxY086){>~)`mAK#tFhN#?kQ<jo$L(m+IJ6y})t{(Sw{{pF_9-S8de#1^
zz74Fl05v1C5;51qCf9ywUgO;Kz)<;Nb@F5dJTPE?neEjEz;=w|`A3~4@7Fuom^UXz
zz<XO|<{(#BZ}}OzKcMR<=+=RRCi9+dmu~tE=Uq((8$(X!cSS^#PbSKaqnOn>5=q^d
zJ4=hde2DMk<waHbY{>sKD$K%-<O2_WVmw9#-$%IPDk^T7c3BjhpwNj<9Co>!Z9jG}
z+|S83-H{bKciQ#aD}O51-`4%=v{dweNpk-HG4lt|?WD_bB^K@vfr`k5Ci~Cdx6Utf
zIc@00%`$xID1w#l;J@y@Z;Y8g1gm(&br6)4C5ETjln*cR&ws`3je=ZxECZx2A<saa
z&9U}VkaWf0{%QB;HNS5&=<ij6`Ub__5wk>@j=;yu-fN0G+!+)tG;f*7+p;{mQiTP|
zi9yy7xq;yZNrmJg(WOu8OC}?9uu%I>Fm&@qkns3FtCBc<j_gN<Enxl9VrJ=_#K_O=
zZ@j~+=3feuZD1G2fE2h&FMW8A$_xJMawVXjibx5or&e{eEm_KaXnpJZY)e845kBET
zh!*I;dHK*W%5Er1$k#FypbSe_Wz7R)M1>*G^m<&krTy@DrFvlZ;0<dk>5GfX=(G0^
z+iC}Q+MXxQz7m9Xew%=75+NXHIt6xQP0i>z4k`}Bz&JhiatD6T0yD_>L36l7!o6rE
zLmv)<rENk?4lAlmSn(VoSoW-zG3QwgpL&$s-Lt0=a|7%T(iJO3I;=<ipCRTbubJ7A
z_{)@QJK7fto$8F{%aF76;y?Md7AvrEvJ?c}RB8nS3=tMEZ5kz8n2#EYk~`y}*JAow
zsn&A@`#GUN|4M0An&6?J!Y|DoX3YsV4^CwdKY_;@+G4U_jfO_Eb^6BQG!$AY90{T!
zd+h)?|F8YP&JIdUE&E&`4ya}0f|)%&`=!HndCPr2C+m|H^5&jf58`_gSxxW~8ZLHa
z0Jntc{8as^oD_Xxn|nrLkHxy&&G_eKmdRIRQG2S>+_OS%OMl*LOCFL3wtB(cS|?tT
zizRT0sU;fUkaw0X;b$alVinkbJSXKdg<m<$C0xy+t}2+2nbzxO;qh#hl$~%1HGOh2
zec~xwPwIr@2IH5lU$E?+`d0h{ZpS3ojWi0)aot&2;JYb<Z_?Md_4sWR6aIaY;+p^i
zU_|un(E46xCuvEBu<5+o>-o!I!+ZF)2Lv5#zh<|5Ys2ab`U3J7?t3`#E+pPcI6hIF
zYKV3E0}0k$!EA}Uiv5EAcfJsL@Sk0u<(9otT7_EKk5yeyj-;|oWs-_zJNWeuf{9qq
zjdXMd@O4|Xxg7SWU7|k^=mm=_P!O}n0B(lx-6IG1ha(@lnG-`Q?yurWm1b%iK&)#Q
zfi@_%`5N8Na+q+W`)Q_0`TcFulUlb3t1nx;*$S?5R0Cyr&m5dB*5>ZndK%bEk$<I0
z%z{~|v!xZ?6=;@z#Ml%sBZ1T7ZwV$~CS_QlnI03Pu??<leb|2FdK(Cx147ea>nVsN
zDtY$aab|H{7IZCB>&n;b!rglzF|oK62sIj<YMnHMNeW#uekrK{9piN`+=j>Ocn-3|
zRhB4Nw`^tmdm=|a<{TF?#to~`o!B%5hu_|KDRuFvs=>+SG1c6)S-%-CuGRf&_SAx>
zNlI71W+U(Vp7dX}6>s+?qJ#zP_EsaOX{<T;7^>;ck8@j*`?UpNk23q!UqQ~?R6N3;
z<TKM&Uw<GwPuO{YOg>2iLo&U0XYYkh<af*rY2V3Ev|PcvEGgslw%WX6^G$fqde;CV
zO3<z)?gka@B-hU&v4syTp}ml1vt(XLsfw&YFGZ&5Jw`gqw@rm!FO@!Bi5R-6(<^He
zNfcIF*Q$9R6;)jGwS3n2hBS#j%VEb^=*=bLk;<~(>`#}ui}yXbXWQZggL7YxxZhOT
ziw+PNNhsW+gC|FSv$UH=Ob_hkCWu<|81jf;>DW4=9+i<~`6U-U)Pju7E>-u;TJ%0J
zPM4wS6OgQV${uRf*k>jV>n&AYX*E^QzF>m9HElAx?_5>-94_=?Kqn;DEf%KnQBqE=
z_Ar31GLOjqz1i29!vrDbw);A0p&VylTcV;4dKZ^t$1;umeFdmyq>Bi(qbPjrT>@EJ
z|L6h-GT@GcpZY0oOnq2wNwc3%4rp6wgVG^k@b#}(Mjz;nhI)P$59D%C{s1iwuUI#5
zDwjaj9M`7mj^}2oIZf={IKOrB{64VC%ZpFPu&q8KFyaq6;rk?;A8GQ!nM0;28gq2F
zK_MVc!eg}In(7MWRn6uhR7A1jL`WUOL&^dTuW;wuGS0qgZ(H4IuBo!MiM9oriS8mU
z8}-i>Lz8T^ep*v6NlCYI&8^jA>Fa}U7I`w9r3S7>pVMx@tA#}OBrRiv6=5FalQ-=w
z%o3GWri_Q<iCJt}5asWFY&<`vmhk*59~EpZCk2r|v37;>`~*zs$8?+FJ5+z~T?u54
zSt6GJe3`k}^E^%e+Por&TwYzt3|7^#0);7=X4cz1fmC&vo^QX}$ravE{GhB)RZljF
zdK&z}Eom6Crzn0z#tvsAI*J$>KC+e>af4Yn#0AN7W;rfW)=kw02rOPaYEH4|ZD=sx
z-}~`-J0PeWhM`>wY2P&aUBntISJ%(aJ)nN3p=GflAMc$Bx#iRs6#hPsJxxY$(sOH1
zcTOF#qqZpLcYvo-aoX7eyFHWX;CMjneRs%wqLec9c$FNkW@;(APb)wl=RSLmD4Fwy
zb|fw=sbFZTk5=B_CyvD3<Lj7rB?4$&`hCYowJzgNv>VgBO1v|=>YE(yE|UHfbygfq
zyz?XQ;QEKkQPLx@G&1AU@|25^z8!h%-sle+VGe?N=aE}8@*C41MZ^8^*5u|;uLfV-
z{~<_fUCn*FP&k&D0llrW0>wGgSVG2rm!l)D6SO*WCl(N!45A2-8z0p^Q~s{Fu8=A4
zGdE+;0{<sBzMON?k5P-ui}T4JJH0lQvT?5mY_CzbJv6o^s?d3Trtbx(4B9K@Z3yXl
z<sspkc7?7ibSG$ooxh(m^W%=o?-2y0qJIuy?zY~}RsD?ZXQ~0KcJJQ)(#FpcG7e4D
zNqnfjGe4ueJW4s5XW~FF8?)ZJw_oJ$T+X)Oc9n~Oq;VTy)zSmQz1Q-=IlTlHxHuN5
z@ABrHH~_l~=WtV`(lh70-8H(IB(3Nb2(>k)qqCNpN*`=Bls(+$vkImSWB4Zh?x_wT
zz}DFiAOKgOM*PSrFfNQ7)tR8fs2PQtq-cc(?Zx|?(k}cVoEiSGDf%OJ2!?2%3CDvC
zmY}zu%NzM95zy%Taj>ZN{Ff?!`JcdEaHxk-FFU<B0dFP4hgZi+Abfq3-wy9<i>ll0
z2zdi&!B!jfxTn;&PF02JLRT-@eUb)USDeym<VaPdNej_(R!)(SH`uo!_z78$jtjgE
zsysu`%WHy;-AGax+4fZ$5w5pIk8Z{LMy`Lf=ReB%B!O7<2vKC5z5}2rJCu@Mr^ti#
zsCNZjO#Qw71k2f(FflNJ6f`|{pdPUEZ;U?IY@up=aF%$c`}7j?2o{xKBw7J8Y>5;!
zSy(oRd6OWz@G91IR(hxNa4ynf`spshov9+Yc0pUCsWQA{@oG(?4WGz$cQ$dqxTG?Z
z@J{$w!^3Rk?cgPc(8Uq=zJgQP8S9nrB0c#x3_b#HB$A|h``$Imi+;V+zriXHQ9nf#
zzNei*dRG+j^h*5`)P*jrwVCa#Ps0KZKIsXlnTVD_$3m9dFE+srADZya^D#z6T;wD6
z19r@fI^o)n58&Yq&2XC-`J-~;;JaPdlNhL?omuud@wQFj9~Y+6d{`IIV{gKq)$?V?
zfE`Rk0=NC!EC4)?>H}@~B!wCyXXp7iBO5N#=<*nfid;e(X7gkqh|#zFRu*onHTk*J
z^}_85WgbaQWa9MmG?iRcfxWoWK_znMoMasf{HO!j)hwa*B^&>@GJcJ(2K<G+n~i_1
zfST{Qf>`z!PCTRY`tQi6$O1-u@iFL559D9k_BJr;Dd57g;0N3GZmk%hlVU`7Zi8)m
zyCpFw15glI)jS{m-L_ZbufyFfzNI@S|N2vdy~$PBqCoeqe(V{5k*<)^_-VHnRigvd
z8(*Ew{mEn-F-;V~2n=59@91mbyHc#R;ysmf)67ZVKwHGP`)!Ajvs(X<*JxwuoRg{T
z%v!tpsj0b-*q742Cvji-8z|DO6DeH{6Ib<Hn<n!e{c1w38^TzEOf)XD-<`5#h9Bj>
zO9^%oKSF64UU_n1e}sszqFj5;Gi9Dd$lj@{6S9==pzhCWXB{g|W>535N|h|Wq?_H|
zP%fZjgJI3K@hg3L=m4^IRTaOuQzr6jMJT=;Ag=!6aO=U8r<QKtqc9WU><6YpwbmaR
zgls~+ZgQwHN9^qM=PXjbtnnAC8}w5XeQ?vPugdjv;lM_6FYbnPFC|{(k0z2eo<oW}
z8Y3|nKX080mt2DSGXve*I6U+z9UBVLMZ8na`>Vlj9%N#ycdz&dQ5@Yaf=Ky=e6Ze6
ze<-{!@ojc{Cke@pjt&G->GLNL>2k}f8X;f~-ru*XeL*4$wh_*dAKsF^;B5SFb++b*
zR=>sb|7`k9?)Yn?$baz8-`w+`$Dfqb01^p1(sF5Est4K6fRW;#siGbVL@}=Ei^~h>
zCCfiGvG|uXH8>sKk1?w4%wQpXy&V%lJ8Q(c;&R4@b^)vMDIh3u8ChEdxFBv-rGANI
zN+}_H@6=tmx1mP8&hF~vf$8rbozBYW_BEpi1D|`8kX|lXUihNxm4gGVNeQkg7oNm@
z6MSK!_z0TNn*|3OtR7&rT9P!E2vFh>*TSz#yZ)|`%h?9F?JQ0YiMgx8Uk7ICj$2D$
zF8Z+ka-bX5!Y(Skak#o;uy#n7Ud81$-y=8xrpqSu@$cuwwTWP3=Z0GKp|)=yt8yh&
znVvbsPN;Kun&^xU&WlnVGj25Wn6`|G@Ma#ard+M(m%aM^>|R1|*2PcuHGBAtmKeQa
zW1(+%XX1&ibiZ-LKT~4lx+G9{^mFtrovx?)dUek#nu7ev0?PMje?$}aq;p<fzDSgN
zwx8um^b?#PEFV6s7D(2Tr$y;CHqAHlL`smz2IsY-vd{Eu!ZJjRKte8AHG}yg4h0)N
zL*2kFbB~3gyLh~yf?v+QdZWJ6?60y}`ALJYHAZ9R4P*y?0ZJqq2aYXk{2-;qYX=eC
z9&$`=R?r1I<1wYY^e#9mulPGx{tHL|&;3CWGtn*Y^7(HTY#wr>Qg@Kp;tpq?+tOb&
zds_<|43C%cipr~OsSI0|s|!8ssjfTDZ>`8Ed~wCTT*~VCUve;(NzFxTd}csb#$0%X
z_A1B}!}BAgDtu%T_cgr<8iOH%_PlOG)D0{zA6Sn~``UTAaAYDnzn3#@GpBma4N&2~
zux)tq`0!UYw^R2)Kx~H8FmvDgNdB%026mlC+CJ7TD(l={p$qyVi2j?*Y^|!SJMXKI
z!?T*+<u`<G9Hr=Ssu(&|3DV(!<$K*g=RoUiE#pSy?vj0@x6_mEg!w*ZGCa1+Hvxpo
z$C%T`f@kw07tDyE2WL;|reO_d$?~<Ai+-=+FxI?~ex68D_f1?PeY0{|vI`?gkE}&A
z(*cLNgxs7xg7VYo5iTPf?~M|EnPsO{dBb0^nL@RK12-b2%hqGB7YE@qdf~b%L}K(|
zg)`YXe=oOrCjU{7Gn{paNHhA*I{arx@T=OM+vt>8a3h9=%OxKz+~e9`m-hd$LHKX|
z1%FoA8vo1UTo%PFxX44m<^c*#6BM*y8{X2CD;rjnZ$467-3D{FqIO~+2%}JAF{1R$
z-8yNfdV%Iz6h4GxxH(L?V8%Dk1`8JUv*Xq+hRj@|TKE+fF5}+5ly-vF)tr&ONmJ6y
zyN+Ax$NtXAc{a~RuBsj_$OQ@y^*!vUo1md~V6tWdJC;J_fSXC!FJsi?UCOVMLV{{5
z`BvU&QI`i~c-=_FP?uR^-e^IOKtdatll+Rb`r~10Xc?M&<?-HgZCcbvIDWUzN7aKy
zX`Rym=!5B$<YhT?OZA#brxr^@62YXV0JOWSnhaF_tNpzY3wJ>p%hcN17yK*A#_>73
z-AC&=dWLz|?$f=;vR*Ng(h_raD@dNk&ngXkm4NrQqVuKQx_R(!5{5PrIyQ%hLo+~6
zK;5=V`<&Td2b9w&F}<Le^k&Bhw2Rsj4T3wOsLFe&J5{Gfij81$dcBvbf-6?~-FYS1
zL&bOQ<sGlw1L?nkae#WK36ti6SfbwlwvX@71>VcJp~I#5a=B|O@|cnWC8&+uJ3ig=
z3<!WqSn)KqeHdK985#2<`>EqC*eQmxedyJARkL_O?dO6v%~O>hy*dh4p8yIaMV|%;
zzW<-Kw(dV0#{Zk9(!YLHi2DXcdc2-#IPt5@ODkB_UUAsgSC`w${Z%=IOu1eclL`!B
z4z>K2b?6e&wdI8?$@$x?_n=wdyC?@+6C22tyWnx5Xg$%l=v#Sni*pP2DlN9Q4S5N?
zDXH0Hagq;SqeS%Os<cst>Yz675(z;*1yiJPPz)b{Y&spPV#pvDOn-BUe|3<!!&gbx
zD+=0ot6@Evyb!pNg<eu2v?Pu}_!Qb=gdFySB1@AnVM{d7<t}hPMY(MchQF<4N?wu+
zLq3&dS1b9XTF3{s=2jW#+>$iP>R19!@W$^6ru^pw7ykB$sK0uIq~#+dL4I0+*^;?;
zR}V2ki<VH#W%jtf4Hh6b|C@Uhr<4?X7xdI!+dNUEhiS&Hy~sS(vzfc*B@mQ2ytVlc
zck4xJhwZgkuQ-}pL1?`*rQ)kJuTFYYPA<naA46h%dBf!;pRPm^3%~H+5buAUZoekV
zRqk6Yw(U(T6_Ra?@=~jxD7~Q{$uLC<;J5?K8IvD8%LJ}zJ~b1JbU72Q1jn>x3G892
z{Uh7R$N%?v%(8apunV5F+Q2#SwK7!wJr`<}$f;)VeRbP65+c4tx{Mxs@q$@XFNd6L
z)te_==sjB}wP-?SqXRuR(!C-?(d5qQqERpQ7Z+!JUNyD02n*?{NSm*?>wNj5*pNjk
z>(#x-MEb1mkSi|7VXW|RlwaX2c~_B2FQfLO`(_||WG`2oGdTTjQZKIZe}sH6`%^US
zaKiIl0T!^yhjtEvNf$Z}4Wwd$w^^j^NN{%==vL(aX!nM8j)7@AnbhxgZUa%2i3J|m
z^O^v*@?ZN+75;y`maKveeHWQou&m%PIBHgx{=?BwZPjc&u0Z41To7}I&hl3W<e19B
zauvpglG8ydR@z#-GHp9PR|}tAGpnC0#I3IZkuUISxK?e<FMj1*zEZ`3+mDDYBybkT
z%`DNvP$KBqLrXM%2H4*Uw(7ToS_H2s1{V~*yT^#^@4G>fwP;o_Wsrd)ueo4&(!nyc
zzxYsH&q2jLC9#XsGk!0{5CNhcrE3lwUOl74d~0QSJ2#J+AAy@S&Ku&c*uiTTo4pWA
zSHB3mh;YzNzmltGHold}fCU0#iI2+{g9IE3zirW1W(`SDWceoMH;RVo3c<)<;)Y*0
z6@XcZUqN@2BU;AhwwEYs<*FU?=N&TXn$rr5_vrnnMf!wrp)@u>`?P=HERCC~p(<A7
z{ZEbT7N$y{;|Bzqf>j3$6*w((Ff<Nm-rFpS=}1KTiX%!D19gTX30*KZ;{JZh6-Ca4
zxmiop-R*tv<@zWS!$cEihr*+!L`O#q^}!WTKpFx8ds!D6<8vD0AF$#CmRh<vo+sJ~
z|GJ;D@~k?ES?cDd(T}xQLPr-2wPjd4*#C?n0kgH3F(PnGiBI1^H=lh23wivI-Z+$Y
z3n%DNJfMTUR>w$w1sSI!at0G{9gH%{pdU3sRwPl5SU@ozx||Jem{|Z`E+Jvws+cfy
zF#E<$LW3dj%|$2VSbPhLqJgcNjiPzl$)OwHDA6<!un#Qf?{A>W+s#hY!z|~W^q@2P
zV?BxXnv7)9ifu-Bn?&28@7xgKd!gyhFN1leo=dH{9cyIEl%|E5w^1(4;hJ{IulqUG
zT~#s4B~|`f6Z;eW$o;gU9s06vH)XrSEXbZ*5RKm$!CSS|RcC4#uM)>0n!A7jqtXmt
zYoT2!S>Ri8WSXxWF5ix=aJRmQ{}j!ozMIqTVea(5H!B&oOunc=hMgQO&MMwb%O!5!
zN>5z;LE2#GXrGhLb5X%es0Z$8^}j<q*~T+&I4*3VePa!=cCF!ZrocCkAf`8?r0nCu
zx#|5viJ3&^JL|mfKS@#*$@C49vaPKh_h(Uj`*iVunGwBtQoc9b@Wg4Q`uJeWB7mp4
zFvGSv;LchwoaaT?joeT=6Wrm-u<y#n6+mn_UV_fTFsGTi@65y4l%_8+H?tW^hk}e)
zK6w7>n+{Uox~g=2jV<h5knarTWs&EJ%mK8<<}u2}a8d56lA-w^?W<L;s*m6IV0W|v
zG%mEi?biC#3Z{zBo8=DFh`*iUc?NG_i4*qwIa&t18hIL_tfqs*apwhv`WN<(a#qln
zfd)Sgip*Qr=x)=KZ5}+6HW4wjT{wB)8>kc7uYkk3wKQJN8#xVs9I*gyHWS(J!_g;8
zw8NRBz9>1<b&5W*9Bk=@(Aq2VzG|BG94I|*osArv?2n|cHq!_R_T8NaSlt~9weh?i
zjITLfVf&t@tm^s9eG`4m5#oVbdqkvN32A}|Nb#PkuA42ULJRF>zuC$5^ubeJ+J0^m
zpv@ya&55VD{dz>@HW~7!V}2HeG9s7{WsSH-1MSOrb#A1bdjo9vm__Gc6jt{z{pHq(
zvh^BEO3$d<9|@+Ws=2OiY$P|V7!{!fvyppyWhbwnap!gGed>H`Dn%YfA`WiMeTS3x
zpYQPSQxNk%K0PXy<zo*O{?FZt8LC-1cE>a|k8qvXf@5;VbitaZXg2_<m#6MS_kzOe
z{Z=nI)vR)61SL9Lo*L|H0U>eR#e53j8Q<iCD-iHs$JGXmxY;U7yi;Cbx-&`1g^fQg
zX=K`@;<Hd+y9R)<f@;K%4BU(G{GS(iIA!f1MbqpN&1pRB9X?Lfy-SZGOCflM5?ZhP
znj34%48J=`I(kx!mpI4T4SY$wwcyb~6z{DN0nCGsW5CNQh0>V~+phRsyyZ%ip(11x
zZBcw8eOk)!ORiPw*z7U66=G=UXhD*8mTY7*fj|gnt#V)u=Rk?ImG<i*D&<tm-l=@|
z(}l(rn7{Mz)tDjjz0i57<c-+X%!c9SLrFAJVw#8Ywv8&kI~yJ0>JYb@uDfc*gWrn)
z5&6T(vw5K6$Hd+fbrJOUw68x|-xlh--rY!?CwnD-QfSnZI>YZf-Son8Q)=-g!leH!
zWH34^ROSayhvKIo*+IeN)LvW#4L+&I?{hQxaEa?5$PYJIWnIk?lICLZ*c3GCGP-5q
zZTq0HA$~xju77`{<QiCTlFBKuhd=IgDNxJQTC~tlbc<fao7c<E(4O8s&5HdoUkCAF
zQ&FuZ*+3ge*UlW<XXt6k;2R0pz9bX(Z%@sX>DzixOIqfDRQZ1@Iq#?@wzZ9iCLmoA
zLT^EZ(4|TVDAg#Pgepi8A+&_v5u{27K|q2iy+q;Ad+$w(^d5>7kt#?zch0)!uJ7D)
z@A}rdf6bcxM`q35GuiV#&-4Cf8YWL(+j7|n;zfBh8qt}rFa+<Zi{P?$Po)wU?!0K8
zNKt&`FV8nfEFAQOs}*9SMtqDT)oeW6ksHKZ{ereSIyrRciZ!IgXxQkq*Cx4ehK$&T
zAgt<=+%!}5s+!yh6HUZR<DdhaA?z-+YCR6_twUOzY&Q6G$K<kkvk0Cf5?!QDJpr7S
z#=Nd1@OnkzP44(2WYPZi;_)ZZ@#o0VqsaFS^+`y&Vcr?<=q{Oneo0SZWv)|jcclZ_
z_ohMb0+!e9t_;P5%9NiftpsUpX5Z01l*GuMYm?gCipc>9AU<~y^pJzW@`3L!inC6`
zu+A^t@4}N~by#&jOLI#m0K(h;D2lu98{pElw|;jH%a@qNWwXfc-06#tS2|OiyEf-e
z6g`P5m@?T)cN`2Ib*`?B{E*<UAI%IBs5qBbXoIrAy_PE@2_fn=+D&h9fo;#kci~S*
z;&;MEci@gRKe^uAYBE3ZJPY!%y2YNl!Z6a|BNe&M@RKg!JH=Ump)<XkY#ns92zwD7
zmDHhg>Vak`bT7%vbiMv2_SeEUEC2k=#`ZW%DiGo{(p3<bm7`&u&|egzOH=k>uX?~Q
zzFj`7?M&f~`MDK9{kWbEe3TCZ<&1%x%yRQ?;4P&UlR^pTYZSz$JXP0u;qicoHC+%P
zClgVSCdTLbkum5X4OjV1T$mn^@Ez0bmmyJ`mt`R{?-g~d+E{VaJ9z6dT&kuN`g9#8
zIXW|n%HU)FE^9XswQNM}G;Pq1Swi=)Pw1^gr#nS1qxNXkd1EiRX_ZGFS&5}c>pQsg
ziD{BaGnEdLspJ8kt^JHkLUV<s20q=6GO?EDqv%Gg>iz4W&HqMi;Y-rMw?kgtpo3d@
zb}GbH5a17ctqO1<fh9&;j6XdmDFk9pyp5$3vOV=foQa(K`!2ePlZ>md(poh0W_D5t
z<CAPw73=C0**hu9F<}qXeZCX3+9rx-8QVtOyrOedQz{EVR7WjrYeS!rOw_A8=G<Lf
z<KIp``%Ew-MePEu{Brba)FN4Y&($5xm9ny;Nc8BGNSYO3!x4-SD6-N-DRAZ$F3&bf
zX^kFlLyLE-66WT<?XjZ0qiM^m#=>ARZXSVD7ow<q75iV9xknL<ySioftSPNw1}C#Y
zvWUqD@r2S%sXEWJwTk`t#6Wa6|6&Lz@OtU;ptrj(B6v-usT38l=SY6`F;HhKyuj%d
zGbp4DDW!nO&0R2+AE+~1t}?=(AE@e>QTSxy2;}$E!#lGbog3r}^ZU`%xokB&#cEPL
z{YPsiSA_ijYRco>6Zo&<&>GIVv|B>&YafgZF@7&=B{3w524GpN*VjsxCN7LtGi3HY
z?dFe(Bkjxt;v=YrM2eVV%~ByrEl)`S8)H-IL}Ux0Yi#OtkkhrBPa2Z-P31V6Ip$qT
zHR$akYhf!fYcP!^88L_b!2YX5m1TLQ6){pW(Y2;7n8*@qv_Fd1cva;k&e083Y==)_
zahIyz72^;yc-VE)buS$>t-u<ZneRLMwc+^#q1Oco4>mxcdi0?bc;k))^Qo4Weog<J
zcs0?_@>G_z>OHEK7TK~{R=1+prCZ@hf5uDN1#(Rxzbf*zh>70mdfD<8E6?UiID2l%
z+`^M*j8i<dm9OCU;)fC$JoT>=kYIQq8`48E+lmas;eshTa#B*-rh6Xuy83JOx|T3x
zoV$8s1uL13%d-@QLeC<tDO^Fpy5_v8LK?$ABNHMO@@mhs=(g?;hq;?v%2-r~E%c*}
z#H?*!D2Jm63714#TYHBeWjvm!gub4tIEQgj279xkVh*hOMG0QkxG!#rMuC7L`qiVJ
zyD?7AHwf;}l|VVK^Xig0rODx3G}tFTJ+q<Cd`6PY((sm6H6vCN)Ph3@({H8L8LS;w
zAkZunO5$JoYtBAZlwHS2eqvLX_b)D~cspm*dJjaIP#iC7{XFP)i?{`Vr@KwcN`1Fw
z2t5dF@4&X6+exo|&88{D#@Umt?QF;L`3qf*v_$UdUV}SC!D^o&l!#1vZBo${7_%2#
zIqO{Z>3FFw^2wkxHxu>P)_c|fiNRT~)n)m2E53Ga1<zT-<FxqO_sQYQHC9P0jIq{<
z61I#UTTEe^atYm|b-#nSInMA|KYMbfOYG)NJAeYQeo5;W4G>!m04nj7KlG;hCG-Cq
zKson>UwPlTJb(%#n!_KZGx)lDJ;unsQZ(G1jSg_b!EBuJdG~?zPl!Y_q5X-ZPX&@O
zakjh#3&)oMjlz2-#>h@BLSsA0cs3{SG`DsiXZ*9WVU^>-r&m+qyD;mk-mG2Uhyyf-
zV)k#DQ(ZKlj8o*zwGwCSI_n9p7vE22B2KLN6-*}nUD$SA34oP(wlp7c#9dwV{s}Mp
z>-oeW`|A0lj=3k6f>Tc*zF@v((*n7h-;fs(fg6c|i`=Oqm#JxyfBTWI3olnLi8|Rm
zPlWQRW*^3hGV=FhUj-9%H?k|k4trsH38tA9I_>*yb6rsxM~sUVRvx#(!=>WAZxjq%
zzifVpdJa&2rePDXkrC26f%~x5bep5ENaN$Wxd)xr`bhth`_TnF5++v+KVQN&VT_k&
zNk9==5*LaXk!o+e|B%uK@0~VP(9a=p2H-6G(`n9DIW7<Qo$L$Ep03}y5ZogS90?FU
zKLiqwKxgB>ogypM;84yVvu&fj0xsQ+0op^YN(${V7yQYocOEr`Eu20?v$d_UOB0G!
z9huT$)%HloNJ|-MY}Q>kX#I?qU^lj(GSxD_uQ5R_2{9oI4zg!D5?VGq7S!af?}c|R
z5`suCAaw6MMgExT(WfZMle&!A7`X<KoKm@{;)5OKfNL19K+Q@ypWN*Fuo-^^xc76O
zej_>s3niJQcUG*i4N;ynw(CHRN8#I&b;R-dpNsYtQM%e3c7H6V+PF<{z={s&`cM(0
zQQRWvu0oq2e!W5(_f2=^U#<2hr$yn2AQ@y`uF)ISxu}0l4WDU1|G?quN?iDji_|9Z
z31Ps)#NM3K`g~4XBt?TmjmpUeez3nUaL+5i#7=zejOSd00Li8*%V8g~GZHuq6y?B*
zPPV^N_fuMZ@liVgSCqpY4SM`Yi+-&3W;nlW#x{%pqdpVa9AV;*r~=EJxB|QZnV(dC
zTkCJ0LQIC_d%VenB}|%35k36Sr%~2SllR#|=Z3`-#0G{ShgJy*?Ibf~oOpCMn?1vi
zp%g1+!`wLga)u~RRd-9nFbm8y1nb(XQ29v(WNqdJ2tG&+!D-7xF3JQI9&Ys@3n+g)
z8Bwe+8sP{;a^VSRVgg=*aY-#zev`wg<~L721j#%xX;b|Mss0VFzMETpu3+x<qRRxb
zw4!uq4RwPVZ*fIh1WO}jt+YQX1X*VNClAxRI}C;o*q^)%Xa!nGRNQy^LIhgX3Z-!m
z+c^$kUfWmAz<hq;uJF^p**8WR<52ecODzuRX5o$TUk0R~?aqgD-$E*$tl6O7ShSC`
zPRL%0Eo$>^d_OZtc9dQ&%fdsm(pQ!R*6-WwmO~_yw5~#~pE+``f<m%7h>~_6H(^((
z>}M9X^-`p*;-zNNXm8Em#M?TJh<!|yT^)TnH(mcl?$TIx)5)gVg~e4>6{AQ53Kk9W
z8DnYp$n~qNsa2mhuvS5zkCqtTP#?l*Nb|^VlON9;*1beClf;QIaw$xlcWZm>@Rk>a
zQ^Yl5R}we$>TN4(;aw^F44x^I{lq4pRlzMxt0Nm8((jRK=C*ch(a!Xkdr<WQ5S}eJ
z(vq}FqgbMKe(?!IzNdW5@1WU7CWWycG3F>ToC&A^bQp`RDTQbB_seTfo7(H<rcLd7
z^t_A*vJ65VyP!9$3A=OJ5<CUCN5W@93|S{2;B8lnnjH~ZZ~S6WgVhpK6{6Ugjc0w?
z?F1@OZ^qXc2Tl?GVQ-iA7XH9Ss?Zy-E<Z`S)cXV0HvY%I%6VRp+~Ts<MUwxYzO=Ej
zR>M~9u{2KhFQb*XGop@omPm2DdAZ27U-JE#tNA?XvH7|lQTL(shR(aj<QOXlTK%P9
zY9(Sf&LE|eBARR!X;)WISGmpyIXHcBMUiI}Bt(1sSf!zBD5;^QL?B#s$W~JyJI_Ft
zWSjB~!Hc26xVXOD)2GgMrJBDe-*Tqv@R)seO=7SeGFBAQ4GC%xq8U7T&!Rdp9JZP`
zvu!iJ>w3Sx&Is(+xvDP%a#1k&7W+o{g!pmap0C?ay4{03f!q&7(nM>mLz)<JiD376
zD?qZ?k9?C)g{qNNF0My8P+<EoCZuxi^dC<1>ZMXk?oIc^tMPuni3h)1^^iR9h+d6e
zEu_D`xw%u}>&y2ckuT3yOA7s*H1O^DtX!b)*sWYsg*Rxgv2IF60S4c2Di<!ZfiP4E
zR#j%EY3_V%uQKD@L{M?Cpy9?$J73jpUf2tpL>0W_27z8^x9Nxk#G|tRLhg4^LTVSl
zN~71hq^}&Oe)G4XiWL>J*sG|!MI!$n$X9ORP<8)#$jT*3cjTyE9x;q~v2K&N-Q#7Z
zXU7^$COrr{S6kt@Bu{~zN&o@nMusQ^pC(+{d-5c%1NQ62PT&vw=8Gp>;|g5tO%!E-
zbXEkEND`alI@Su_o^svVlNYXehFXEX%WMizl$)3ak9~2d&iLg_rUWd4I(w|Oip0=b
zWFi%Kg8?FCG=rA!k8VSQS})zZ4I5-K@q9hz&)(fU!o6;*a?U^1gID;5*NB>MN3uSP
zT8%z``7+C1AOveRq-@VY8?HqH7;sAyfv4%gTjuNw`~poB6(lT}augSs)hZYyPvzrC
zZ$v5=CsAFue_UFpL=)_wD-Jfe`U>1u>8Y*qKHFpreqXZL29-}%LY2($d3b}NKU`oi
zNY?7s;un=y_?h2;iA>{CZ^yhj2IqbVlFNTM=I6dlCH}$#%U(VqD2Pw$sbgH>-W)Qt
zQC~VVhRp=h!ZtMkxudllXuH^~&@G2z)ek@I!Xh}1ATxnW)3DQYSVa>j$62Bv?1w`Z
z(2pWWZ$vW#uU%)vLiTZ4yyf#=3SD>V-YQY=8Yy^k#(!Kpx>oW>QvY`luwT659^*J+
z(7L)^bYb*mZTvXvTKU#Z6PjJ?Fi|iE^s`_yHpc<XzVWqD9z*ZMStY~$n)4*_yZ7Qr
zRtL?m8;<|Hq+UI{WMh)w)wOC%B#NMvgt~SJOc2J3r78TR^Win;M#6^qOcrh6rbgwT
z_ffngNNO;egdCU135M<>4tE8eiS`Wj?;4oR50Oet>1eiLoLvC!D&)TvYJVTY2iyfB
zFrxc3m)_ODGOGhrD?tDu0DSemj|%T#7GUQd5q9%UgT%7bL~HJ^x{!`Zc+8MgR))=!
zLvQdC`ov$mOKAL;R-(T?>eA*BSqHZOqaYk`_D0z2i+a9Z$UEXp?et9H{E``7)d|F1
zOv$taJ>LdV{}X7JME)r<M71g9Hk8|>r?0($OOwjA>gx75Lz{1i-ObslGjh2&zD1$a
zRS!-pP~5#{Qx9C;I&ocP`oiNgOtxxkYb#g++r&|3!cr^(Ilx6RDL4h_>w_=oUJxm8
z&@EJu`wJ%XSxn{)M{2}#NOy36yC|%pk7P~?_AcNUKM7lJ6d`ZtaY<s{#tL`Yy<e`Q
zd1G<{RXxr2wdpD*wN9Zmew~fEwur8K3GwK6*0yY0h8K4%!Z;7+`YEB@N)){Z%CWgd
zsvzmsZb*V6J#6`IV`a+F!WN6QZ4`sBK=f-F*I*vYdW<|daZ;?b#MiGky$}<tw3YMQ
zian9ys)`7UMk(~SmtA6{67~O<jU!<z0D2S7p}vjC_U75rVzX9X@h5UhHXS0dkFw*w
ze<lKLBn|Ua7IWN^pA63(pBaI6L+H+Yf2A?pK3ZkB{f4;xBQv>_pCV&wCl7Nl4Ven<
zm2nb{Cm&J-IzDCc=T0sAw(Qb!Yt^48%H&kXw8Z2*sW$-+{}2YP#wHV_=Ar7w%T;V4
z45M?VrVB+qHe6Qfxieyt_~VvelwVU)S4f-3nY&DEqF#*Z2~ExseGF|`jmJ>ilV9*t
ze{ytn^h6V*D?4g66s!|<b9Q@ph{Jkhw$F^%!4*mrN@#b=0thli=GxiA&$e^w^6EpX
zWV=zI&foS`i$xoo&zUtG#LwYxOIM#i*W>cTGD1LNXe{H)K{sZG5_gnQuAsw}X`cMa
zffHhhU1?2An)9%`5gFH(?k6H3B0r#B^~HoLaVa!nU2^zma?-HhVS01EU4q?$uR!^r
zM0<FOow@)X^zl8&0whgO;PYoh=wDHx|Mf`iY*t_Y+JM7a2~t%hrbYjFiUun7;U`ne
zoM^(&VqOU|xXz^b_KQ8b+Zs7k>oX0SQI>bsqp{wk#H;}Z<6F$i%%S7D1GnN;fAq6Z
zM$&yo?<g5?UfMZUJW&{R$KEB+)ZjLP*ao~kAJF*L2}1h-oPB$SLB<Tqd%>J3`pEXs
z20B)u<sil0y<VnbL>;a$@8e8mOWMZxT6N6m#A2_qZZ{b?X#^xqlr-pWt1_kmnYj&T
zkoQTG15BF5K&h`8LZSIj)>ErnQ*`d#^3a74u_T8ayz>MPf-Jwy41Fq^Z;S#vKCf2w
z=1rMz_K|w?n9Bkg3c+9UrF-Q2qkjC<YIvn0hz|pIr*{+z-+ef2>Nk&iaq0;dRRLG=
z^UQ~7m>GVTaU7sFxs#OWiqM0XN3}u0y9th#{8kZ^{BJD!<FY{`q!NyW_G%rB%n$k<
zQib{K06l^K!9zMO?P}sQ(ts$R^iTQr%tOUE!c@fPzLcM$^#Tr?U9!PZ55BXZhZQCo
zi(kOK+Td<gH^iG9K6v$$%1VaBE9ruWc&b!1KD<Euk}t7mkbFl<#eKUq9J8kHVTvWK
z1YrVa>SER^ugZA)id6EZ7rP1h2snf~h_Fky<S=AMpB|L>#!*da(4*ULv}9X`wr#A3
Wvba391rIaHM;@2{C-V6B>3;y#pXbv6

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-deep-learning-transformer-network/images/image-5-Heatmap Visualization.jpg b/apps/api/app/data/demo_documents/stem-deep-learning-transformer-network/images/image-5-Heatmap Visualization.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..1d878edfeb3e215a364946ebe56a0234d2f6e3e4
GIT binary patch
literal 56322
zcmeFZ2{@GB`!GIIDJ2zBqNyZXk}Q=lNtQ^mXDn06G9<~8{b@rHlY}V7zAwoV!W5y!
zzJ}ss-}i0C%sk#RgVOi6T<`DyzuxQp|F7#?*D&Wf_qn%opZnbRea>U~$MQdjovKO~
zl@JUJ2m}N8k67+NC?K|M-psUl(-tNsrmb7IFmGpP*}iSt_I<nASlM~FkOz3UxVaA=
zInICZ@G)L)Zh=#R$4-bzNJt?0&&ZxWDRW$0;v@|T!`7`^w{P3NmxX2T$wS<SPX3So
zEq_Gp+QM*uqaq{2VZ?@A42-)NmOmqqfX__~^nZxee+(NKH*VU@v}G&vHUN;j6S0AT
zk#WOD#!Z_xZUoRCpdYbu*QVWv#N;=#X<lbKY{!1`L16S2-t$?XIJD}gj)>p5`*17s
z9?re{xcH9p3kV8HNJ^bLeMVa0f})bL%0*Re9bG;Bs|IM(n`Y(~mRKu$2S=xS&MvNx
z9(#HFJbCK-BIspsNa(Au@R-=R_=Loy<dk>WIk|c7^9u?~%RZM^RDSvTt)a20xux|-
zTYGm;Z(skw;Lz~M^vvws{K6uUv_zAO0l~N;7Wla$*uTiN3&^!$<3`4fOf<O|HrxXr
z#$6jX9TMBTTV9jtx*gl$lMlAApAU@A`m~i-Tx*Ks#@%}6Jx3(E`KD>2(Ixxe6YSyt
zBguXX_D8OE#CApoFnNr-5GcfAcb!(lj)x)lnFV52KDYd{w(V#d34rEBE{;hSu(rP@
z$KY~LEh@?@n$}diXrk6V;2t~k@Akj-@!LTDZ4dv4)<e9v>7j%7#dJp8FhyOeNni5>
z6_21}e1)|S#`p>#z=z?**ZzdDdr5LFP@!O}&rXY<dY(()?6E&ucB&iI``Yu4e@q^g
ztIn2_^|#cO|HUS0aV^GI=*!xw-|4`f^C&7lYJ;yp)DG$1E7Jzk+n3yTwxyl!+Wtb^
z{X5B#Td(E0WW5Z&z3b*o9wky?w|yjO!`lp~`vkPB8oR0grC!>$PrQcWc0($+V{z#=
zLkorTMKe<ANob?b`di+f{~}+j{lb#bJQhz?(+S?xm-WeNM*XldSAf9}1d8qA*y#!1
z99_|Ie^L0M9<)e>Dsbz*7t~~0$W?t%)PjFBEF*^aES3>aE5-8f7VG~>kVe#Rs=w)g
zXS}~TS=ac#3V>Zv&0jpMK7)VInEW@u|9|z+x^4pD^^LXZUjOXh0Q9ARg>vU=m$tM+
zUGvKbF2=Un?Bkj`%ZT+4QR^H3hT!_|_0bR12q3!XI;Az%Y3$F#|LYKFsOt}>tBt=o
z{r>_)4$#<dKGrq<aJudxDtBGue-lDyf#6aS97at~SVq*HZ-kc-qQvH3(hDsk%7$*Q
z%n#mt(#L}Pma;$S^hL!ye-ID6Kl2a-0klAXx$r@GCS{A><)y~v9mkdt|D4adM{eb_
z!1BE0bq<$yGarRFSfjHX@~Q_Z8(W&K6+4egHpj8+%BpGSHrTLKcf7rHe?zjl=@6nX
z9H-iHYyK6Np%V0b+#!(pB;HZR_s8eDn74z|=0UbeRIk3!svSG?pFXpy%<_Dg_h~x=
z)4>@52Fn;<g#7vpML5(3W7vHB_+}hSq5Q`5Z5L711uy^kXM>pDoQEE4tZFQ-^I-Sz
z;n_zOo_a>TiMK5ooeJ<zP&2$%_z6+?v2a3$MGq_GNqZvMZy6EIyyF=^xg4cS!pmtY
zaxe{DS7g_sMN{-ol;*jpO>2#{-|=xPK@xzx!tm$wXVe-Xd(Oj<xDBhCT>JeW&;e+g
zjOW-j6%oHbIWKeW3jo2_e>4?0_+A2N;?@zpvY}p)9ih4Ib49xT+~~O-F}{L-Jzft&
z`>r2D;ax^N&x>6~7;!Em&Sy$zDiW2K5r=G);e1ipOPBTO0Z(gq5H*@2Yvn7D5&KW+
znn`edD#uZ_=%Y&BJ7)W%;LXCXe;Mr!#YTqgIhBCEXj^v{8>k>sr=4YXBgHe0Q8Bp7
zKYT{As4?gBd;Y<j5q=C~QcX*|7MjQju3>9;@uD5Kv~m?*O>2BlwtT0yj5yFUtiV<$
zrG!dXj=i|wxy<0j?(OFg9j=@oQIW#2Mep*OM8Z2KIKuag_}4XCdoZcx1e_ipi}AnV
zF~lh&B^Ew(26v{&+d$%%skT}cPmX@ZWMc5fZ#r)%zvSf}7Aw`iZ#zeJn()8eby?_H
z33vTK3HesIyNG>6=XLIZTm<5p!-_gVBpk=HNrXNlE*S|6cZt3;ovj+JrXLgvHLX;X
zYCNwoGSsHqIxBSw9KS7=F!EgWdr0Img8v@MVfSTOJ7dA@_or@*eJ*j<iYE6YMs4`p
z1XBuw<BMUuNN$tbv6F~>`=bYfezZJp5~{F`y+nHGyGS4^$edY5oO=y@Sw{FHr@Wo*
z;RjO7h(O?LzlS09sRha;OgC)tP}5{_8L`E}2Q|cIOF~Y^!aHksKy^pEW>CG#Ct1h8
zp}s96SZ8H+|Mw`*Jcn*;!umug?4OtV#mk7&eciQ78#`cSisdrmv3MDNZtHsrj#yvy
zh<q0}Lnx!vZjAcR;0XT#Zc|M0D2*rJc~+RB9E#*wMntI-`k;z{Yw*ulO6JruLj03u
zrYoJ)8Vb5p(5h6gQ11nn5yBKy)f8H|lhD0=YLdFaW*NZ?OF)3vu2o(K{s_FscQF&_
z@a$hYy!Ts&XMPK^DL&KXUkTg#tRoCGKqqV^+zEBFtS7vGJ>m9MO>_A!;)x3Ge-S4B
zMc8RYgPUWD2jQJv>orrdUNgVeG?PSU@Ko74&HPUp#M(10j3fIYA5tWXqFXKH&>u>;
zznJCzME$U0S&uYLX2Bf%rW7Z~GBpA9tymeDk2STp3U{LZOSK>u`d6s3D!Ntvw^Uc{
z`H?Sr5h5xStyiCqv)k`^)BiKWhkfagvg>AeJ>+p@$4e*}Mh-YDa!f2Erq=hNx_3-1
zt{ITgAKUU3{<Vx)-v^cQbWg4tSN_@(>1Nme0G7y~9$-Fa%eq!g|ITldF15^bTJ2({
zuO6Vzdp?9A4%$ME>0VpHkLyjw*Y|)WJjn{x3DK6YV%gey+Zt2cv93dza;WnFSVp?E
zW#s3xre-!pxA*INz~mOu6qHJLBb<Mfchq;$_OCvE$|3kaLCC4-mbluZgQPhhR5vS4
zby2_@H2l$sgMJ}YiUg|KB){T>fYSjYuzmr~YaP|&zKa?}1qzL$Bouw^{vPv3A71q)
z!$2PpO;b!jIv~TJ5$h(a5WOf0x=??R9qL|2tZ?uLn|Hkl2m!bF_<)+hD!L0YzsF>t
zetSqMUx0317gYK`N4Ji<cHy5;_fFv1R&-VW7Y~0X?0`V#9bh90Wy^>;=0`NAO*wo3
z2`1Kvu5HG(>1T~8E`xWmvH~}HoUT>m)Dve2esITAnSy0nn|`FCo6le4QQf=hP(z$F
zHQxVimt{kAn#$*XllgxG_E{j)7D%uT8|!0-?a-GMHW}8e{E4PX2hc&t12A3rD|62m
z1+5ChiCp*v{KSJE9sNA8vi@`+r=D6O=eE%l1D3*V;5a`{3ki2X-MiPs!Vxdzur6)-
zw6dh$1K;(Jb1-ANn=R!qnw7fYAKI=(qx)!$ZU(Z$0r&+bUrm!%&=E=N__D$fe-u#f
zNxFI&s4J-AImV%>r$eZ@?W>dH%1UKC2$0tOLDT$SqXD*GNZS_}%PljlfR;4mfzEHP
zE+n=(XlNg8YJfSch@YdM3ze?pf}e7Djb8m7xP!JK$e?`}@Wcyq$feCIOKq1d6a3)$
ziW#h6Y0}RDN?eBqXmL$~bC69v*yj(3D7pbl3+JQ>1HubmOAJjy2_vXOho&6A)_(~P
zGjQ-O^=&jlN_jG<*x`1w&$VV)?qeg2924UD>f|rIl><4W*Zb8Kf4!d5RCGihUkhc;
zMhCepDBJZ#N(yavy}@D@>hyU_imD8$-DB5GT`}Ue=WdOdQp=2W?;ha3H4;m$$S5hi
zgD*Qh{jJ$kUXfj2vtkX?!688`lf2rwP3)TIxTR7vts6QpUBeBAhHVC_(<M{;I<Auf
zwop<H&o$=?W_D>b@8%V4E3eY}>^Z|0pmh37a)vu^+%K!m6DpSnY-;XDWO%5gZ&N>7
zQ!!%w>d-ccA3NIm9t5CN5g#;b;rJBQwZjip5d7NT0YUojq~L%0Js~n@1UpJ+do70E
z@GnULX#W+}GpHwOTha*bT_3l<)KomUR;{J|-VLz)PC_oKU8Ipvp+ArxR%D7tNUc$M
zq`3LP({-5&14t`2)7APi=jHD-0iZwRW!y+;K{X`n{yIxFr3wvGRDAK<BtUvHdU}ob
z?Y3-huuO2F=zNB#hm)M}>3V29W*LF*UTh8Whl)rC7L51TlOmYB_e<w5BQk7^<L`8G
z+!|GY3v%yCwmyWBRsU4!rn)}_dd>cw<NTfAMHEjb1erOCe8_n={ep1pmI7)~zCv6t
z2imES`u)h}PDAS_6}{}SFG_M4vJB+-ns@khj~2_{*!@a}=W(yhgVyPEs{zl0%ZM-j
zDNsIPX=n87>oJMwT_M$(Ro$p=8+EYcUo9ghr<W1T|I(aw6+W)xk-1>PMnZAI7I9E%
z+iUoN*fOH47iM4I;231ryoqdc*65>PNRffdh;8P!OB*Xexd}(q{Hvw^MpN|*>fIFn
zE0HiOi-h-l2B88DB;m-Z*!7Lf(=mRBmJw#xQ9;wtfGdh3@{};dhNQx%ZjcsjyYU-6
z4dEwh=wn!;d>Iio1Y(=Kqrk0Pf)<I(2ruMR?!cdx%g6ZmYw-6{h`(nUQ8i~vM9+fk
z07a%ir8xR`A^P{C5no2K@Ky>QWW?h2gl=n^ijsb-=&$B%wBkYd+Zsj;5#0!OdODU+
zcu!i_9P^57nP=kT%KqSlx~;1J!ueNoHcOF{bu5j4##5A1djUw1dWyOMq^5*QiXa$C
z<0g*Y60Y$<I|}<O=&j68G;nlHV1h3G*1MMN(k6bI&P-esh2Q?+6GcSZLv?~E`lJJ<
zL1R_)F~>x$56Isbq0&Zx5KJL$#tBn7pk@*Usx!SX$KcBx`xAdKiW1S<P@TvMMpU;Y
zO+4Uu35gWpTCC;3jX#h`B3hgd3E~=NK>JT)wjF)>66)RC729Bf_dM&G+onNYf=Ywn
zJ?@F{by}rfgQ$;h@HMJhg9EWK(O?E_Re<&iMgwpnQYW_3nq5L)zV#RAx=sx7Z_qo#
zYLW8P;8j!Vf=a7H;RjFYG-*aGg<0CnPo<)|jaW7WxG=5h2wLBzOgZ)y8rq9roCDK#
zM<VA<AF}N#eN{wEuJ1xlW%B`5-hjFqVUAB%1l=y)V;w7^&v*?P-eW|V+fEl8M>M$m
zN1A_<V%yd7A+v7!qPRzxdIzGpC@UHg_ShaBprPay4Q*2W3*#)jM~5)SvW8I$V3b_Z
zPq)Bd81Yl@%zk5pO1}d6S21o?6tzCy{d=8(%%Jqk?_QdA4g>8Z(zPSWUYthuBa5ys
zphBRDKv62AHVorwYy83*C;4cBh3ttnuMyEoIpzWlajmG1pK=Tf4RNpPaZYPJU@hgC
z!S6ogR2GfnyL3gC1-#60GgxFDt6I@y7rf^fVQvRqZm=AWtbNb7Q&a2E$cM~Vyvsd+
zgf<&=B*3qg0l~hmC~~K?R>MN$gy>k6C~Y;?bijMK*RTML+;|#xB2=3HKutLhe+RBA
z1w{{<a~X%auLDPQ4%h*~hqi350gS6H;ivJjE94=Xb8{k0y}b#@yFy)Mv_<yz$XbKr
zb7Qg_c9C<zoRjW=u|UroG?thWsT5Q<Ftx3yp#%6u5LSEHIphF9AovQKweX&e_&HWO
zYoRdk4(s5GbI3kx2!ZOrEUf~*bY4<eMjYP?Bxfb+?^Bi598UpO`Ev#3cbKgWHTVfN
z*-hUkWP@OLHW)@uWk^3z&P)D@Y0Jm-Q4HFkQa64Ik$;6j{ufZ~L*P4V;at0>n9%nt
zVEq(>A5f_a028HBmJy>@WbOe^AG!%>3Qx7_9acQhnRo}TDT73NYRX`?WYl0eG&u<N
zR2=a#@OyZU6~I1$*p4P(K0j;$LJ+)`Is%NDbd10rw>IHtdkBjlX-_xuXD=?k+_Q?2
z0JDXy#|Sk48>8hqj4inRU!eX~%0P!MzXuf@Qd6djLIjj+ve$P3I4o-L>k7LCLTK6I
z%iUDGH;kzoW%7?h&GfBsq)a*b4yt{zqM5r7LvXg*`H)37A#_$clc)}+9}motrVPwq
zt$snQn`=Zl74HKOju5&fz#N3aFf<SLrpGlJq!|pEw2WxU&<nu>{^X+RU{JUCe*~MP
zsU=rL6wvihV5JbknxIlMehMj*3hHMqu`nAy;6ZX3Q36uP=I;%@K#razZzKs4r;!4d
zJXj4)65w3q)GNZ;s0@<_Ei^$^5rPT1wv3n^AS`x)sSASHnAV}Js;AqGW*I2H4>*85
zJM=f2Sa>(!;Wu#rNs}d(Cd)9P`#40J#gJ+2gT=Mgei>041GETHtp=1;>Dr#>M$Nz$
z7eS}>pH2)>4Fh{{!en4=`jTMn>r99y)zL7bx<w$;+zLiRn6t%DyD(z=Vc91;6f9&~
zBlR)=h=M2r)HgB|NG(LGY)7qIeU;Y*%2)*zt?oH!D!MUMd4c$w7K87V6Fps5OLfGI
z8tqt`pqSf5;g?1TEk&~)E_)|?D7d(9v93t*_^C%0M#%ZEg!p^&gPz-OjrPI?r{*#*
zWE8PZl~}wEPt_+KjLFXRH<3NucEmCgd()2lN;E?R?wq*hP<xLR>~3SjmtOtBCS>at
zzRL_Fr)3qL4q#IiZ;ZfvISrEg_wVC~i=5GYs*CdB-zS+%XKaf!Gg`h*kMr4^%5KBT
z-7?N?1<!Ze<y-6>Ot56Mue#KGr&_vbQZeXbI%IAmlCgWPkmUB6g1R;6JEw~1&2;B+
zJ2tuCp`&cG5ahyrbf;?dn@1mHo-L%yB2}AiH1#*-8ouh!KSA1(l~BiahB9l|bcMmF
z_A`>SD_3KY6V%c<8ueKHk7Y<Aw~Xw`%L?NUMCdT>BRz=fVs6OXOwOz#HTVt@x;IVp
zQ#bShivzb9fQfN_#?NgFg2|Zav<Y0%QZwry#`VmIFqrIhU7$9E*$uL04e~ft5nMK^
zgNpDN8cfRYfp^;eevTu`7XfoP_Z2mn3o16pQR!D;$Hmylm_p>=J*e)@(?}{Kl14QC
z&ML_zVGvY3Mt+9ownH>302@UaV5_8aie+j^f~3jywan-tR5#O~;eU;}{~H&`s2}rw
z2Fc|ruJbaAe{iv`@c)rrZy7;3BzG8W0>Fg3tZ7AEwjR-?%>?QKp;tvNSAo>p`HUIe
z36KeYM$NI%k%huLGk4PVbr7b;1353P!tGMDg-SVlK!Qvku1q;ZO9i69%IQ*rB_6HN
z{KSK8&X?KOvmGP}pw3Q5fFUY4g4NH2qR#!HDkOXl-uVkuT56XO9-{PGf)fFVFbLEU
z3Q8|4>Ub>On0m|kEand#!j#Ww*BmQE9)>D{kSkC=YKG9%6YI6dpmgEbwZufAkvr#M
zj+@Oa-up5aOxczIu>Q^gp8zP(Ohe5W;B{N$UjhPiULKzgssOpQq$xUuP<WTDJ?xHz
zmoU?DWuvPg99aNY!uw@}94no95D1nErUNJ8_ZO~;_;iS<=$J{GUc+T$4ZCAjak10L
zRVMBTP6fzHvH>ztfQ)rI5h@i+>xE_T@Dj3D1-cqb`97(nxFMI&y{`pq2!zRK+B8an
zQMEx(mjVTAB$uT|3hgx0YDuK<qJj52MV&(d^HP?yCC%EBhamr>WgQK$*<zRja}$u-
z9#{ol3Mj#cuJs9kNzR5&I{wbW93jkOz>Fgi@U%ed@TYgg!n>&2u*ZHHOR7V%xuOFY
zm)EMo%49|zfJ=!|NvxCLxdeSr^)#hmjhXTi0ng$?>Bun=HQ2*&7TJ4|>XQuB(z-1R
zS#2}`yH{dzP+5{l(t>T37Ib3-H9OYzD!CAuOB*VvsZYqtWu^6LQgI+EmK!Je9`_o*
zPWck6XbgV=dkNl&QjTmp)ipZ-i2;t%&c;M=*pr18VP_;56AC6(hIK%o5SioSpu;0*
zRo7@M2FJlSaATtcQV(s2(e#8ad#(jpZWMOLS7|P6%Ov&Dp1V&^=z{^!+n*2MBrqWB
zCsZp=YAEECaeK~;emxch^e(R4X0eQjH1~@dF#dwI(#XDqx?jKG0_6kQPx2;e7d=IN
zQ0qr6TIL&XkB^_}Xz))TK4+wgK4BThpen6>S71kMF+%RarCGKXoHS}u(_DDBmakte
zj@;xCbBN+#;1wn!kmT9Ox>(t-a{M1a>CsGVh_RRX)tD%<8G$l~4Ce2!sifo}gSlUf
z?J)}%B6Oq^29qfM{2k*E?YG=Tr)?*jIrPa&t*{&GmwIYEb{Qe-(}#6Cvv4C@#21|)
zDJ-^(5b^1=gqwirMV8G-P+yY83_=C1LKo6QDT~O!STg!M?1uYNKb8UslOI+U30ggA
zPE)45r*)ZB!k$chmJ5=oU}|Z$s8%!UxF0KthzyK}f4l{=^MJ(VS&=wH$X6UeM^m$}
zFC$QlGZN6PVX%)+p?H<Ek|~)JyF5bx?L4q)uZ(PO1kpgBrxNbEJ_++vIEE^awu~50
zN5P)@V64q>*X#@-Fn&x3oEwq794xO$w?GS>5dgI?i3{~!Vv<C{d}&<ZfB;Ja#??Z?
zXUX@}0WZOz5Z6&?OQB=}hF5xV_Nu<s@UKQ_a2VoMURVeNNYqGNvR;^e=uScJ&qf|W
z>l4;X78I%|bp|R8g?F=v!k(cp3B<~8QvvJ18p3sQ!LY5HLuq4|5$?2%gbvoa4lKvV
z{xZl~7@$gO7xgZ(rf3n~%>z);VT|9Gd0ehpMralrVjn+y`|uo7fVI0MS76F(KXSma
zQafiXh*47`aiCb2;r?p1V8u}5{Ij?0^D?5*49*?s7_BdIvg-!Hk8#ja>nqz#ULFc2
zaNa=1)|-?aHPv@7RQk2z^}Bhkn~!$z9-TrlkBrUXILhzs|4Dqf?>f_<ye0eFrGbLX
z4N~qZs8PRVgzDVV=tqzn47eDS=JEFhV9I^QTG4vZqI>F$M8khQXIsR*E!U~f6*k20
z9?_rDKn9+expw!50Ukj~1nwLCfz$tpR)+64SMPo7<?kOLwr#g!??XggYrWooz$~qu
z_^@HAVPN!f?hBXP)4pm8kt*ArGQ>VEW?ng8&YsVZ^@ZuQ#7W*>*VJo$H!U_ttVJE)
zrX}avogUcP-#!=YlypP<{V@iVx3!J~M_5|!VB76Idu?t$`+S1`$cDB)Zl`jDz2Wg3
z!(UR)^KGJ@&C(a9RXQGRmU;JV8aHZO?NZ~1<@0$W(sXrLOtp_K4{Pu+a%Asw7FS7x
zGJE}{{oevH)*Lp8r+Jf-g}obPPI(?75Z)Dsd>fxk;4^#~c+c*+{e!uTAk`p4@gmnW
zy$2kg1|r|xE4w5ZQvbX9W<q0f4y_=#9aIR<(dvgcX!H3JlnK4>&m}bCRBaAD1(imX
zIKD&iaT51g4h^efSyeYnJ#T2>dhy)*#mfdQuKg-lEX&a=?X0Q-vVttz<0Nvt<Dyp~
z6}L+?UY2OQ`0_FRw~8e;A>1w@JOsTv9NW~W5}go^tq8YLRlp`hs7v@Ms7o~ZOEieE
ztN_QIn2(diYM>Qb0#&dHr&L|QM={#_m1|@5iTS9ULv&Qz6!sUNXzVCH(IB#2!uw?d
z7xM+1OA-qST-y}XPXNF=^j>UYbRrja2pdzsFM-P?fh(r2v96ItW=^6^$5(+xyjZ63
zY;&}~M8&8E_@EDab3JSFj+KmINC<E0Rky0&ZgZk>*gNO^UTne}Y(mbt6}t6X{UzG%
z5}IT7dOvRnSI~QULrbecmsg6es4v%n(sax}gIgJ4SpwsVJjr2MIhu;%Qha<Oe4B5n
zs-jhIo{)H%@ZymapKItRRuYR9VSa+J#NlG|SMw6Q$NmQ4ajgxw_xo}hRE<||>l*ej
zRC<GuFX1cI`rBe_66M0_DX{lv3{$PY-fInhrk~{Dsg&tOBGiq!Big1<fG$z0aI^JS
zIi5UsE!5~Eu%PA(M?R%$%RHMl<d~t=-3@xz;(QQJf1Q?nvj`&#-sfFuh)839bDQA-
z?+izpG;`^6&^u@J^kdusss5ld72R)4J0uvs{TNz2+12**tJy|<Et6yMj~-t4V*LiL
z;KaKsx^()&+ilKQwJSQjH*5XAW9H4NTYWvnyH{R3pcUP<^iTD+9T43(qOt$o3B@wO
zPskH-3lg!cSgjKi4H83{Z<M0JwuuTwF3uAwLdoYBVdyw&auo76{pP{Hu$_Ph)q#f|
z`xV`Xsp|mWNN(#QQ9wZ&)aR_OLf5{7ypfg2UoW9wdl;TYPA{TB0^fU?a}gAVaRneE
z1W7+v<TdzXD1|~n{ewTRZ4E-c_nlDf&t=5oRHGMlkU|A9A;hAQ!#cJPLIL=VizC9H
zHqCcYs2a46(-;u9)q+rFajL1XL;?O3It!`?8ZI$Ke6|^23mJjPM6lo4fM5@wOqlFW
zUVzW90olbA$=lur+YVA3)JQZqLou_nr>GQ(lD8k27PwbrbTj7Y>AD5nHa?6nnGIl2
zG?)b|6Fw)--!LM4&Ql+NJou*&fHC~=2CDo_SZs@%R(ngxx>?diV|%{0;kAkC@d;?K
z2SXlfgq!WaF5C|yuWF5!&}(od;F~E`OFzUfH2?*PQWvnL0}yGFpSobV)G#JG779ul
z4~FNwi>i!(LS(^aP*SaOoF8o04N#X-XiMmI$P6_=VO5dviFf&u{~C4!rs~0U=l3_c
zcR(mp*!JU`kb=>cNL$h<KXne<;{pwW(2j;d|2kwLxezeapucMn>|wGXHkF9MLW8li
zZd}^&PxDNaO00@CZWbg0kvJN5&13l4dN7SCvV`X)Ac=Z4YAGumvimD_fiisI1>`}H
zHtG0+(e|hbdER<<0JYdLo46H89w*h0yFVJKEhqtA?emVVPE>?|6Ff~BT6i!Ii5oSl
zn{T$AMAp37SFACp_D0sfFnn{kRb=l7_9I?f`9yKpwMO*|Tjvus?b^$d6CzXvHt?!T
znld)LLCmpVJu{}A5MIYDyXkl{JVZ(AW3}!x=fbAn@uSw0v>sz7aNls|DBHdp;n?)?
zr_^Rj@&zoloRYL)a(&+G#~{t?6>5l}@(IDG6%WYuz&dWo6H5)oJB%9l$2)rJKtD0x
z-W<lkE{W6`frSI6OFd(D1Fu|Lv3=zr#%zR1>?M~lvmhl5)EJq}hl>a=d(<Ub?fVo#
zZxF5b!b-1la~GI>OTLB6TR$|ixUvSaQf6?VKc<r#N~V4BFjzz`yuesY%M3Me&Dq&9
zQKo5+3FePr=SmP?_(FOfWn@iI%5r(F&Eg8RffO)u7nrCGp<^u|tSUv3|IwV+{}~^i
z*-z0Bktj1sUoeD7-JH}Z0kQ~zGUW#o+2IsWu`2?#LYY^M8VV+bA|hGfX4o{;wE_3e
z5UMT0EPhM`IG_$OSmX0_?<L7Gf@vNwa%X7rf$|R!T(%?0|7b5|PoT!ZlIQPTMj)mi
z0Uz(Czt*Wm^=*YcqJclS5nd+O3;)E;c%r6QcS+RDPoQpqBn)o}P5wyq@NR@XuF;^9
zuhSHByOM-L5}CZXOdT_w$t;PKrBBNU&vO1BHmJcCR`P;SF!BW4xq@qx<i1Q#G7Ekc
z26+uEXS@n(@<*x;rIK2V?4v;cAW`Ag`gQng*_9Mmd4Q>s2ts@mY3>nB#Z9GL;as3V
zgIzTCNdvE}hwx)$QPLbp=m@41K~(k_VX&qPrm{|@sG#1*Qt&tm<Di1N<ecq-M<|8V
z0dx+Q12ZZ+Z3Rx0sCyLIQ4ecW!VI%d6T+7i$kLUt`#4x7AT#trwzZ&U2W<fpp%kH)
zUTX|Wh1+-tQX@=3cH;zG*)TXb8XHBDW@ucf!5k)an2xL!l$vppbMF@%aTJo_AJWj^
zH^8DOQG21}yvt88qsxf<?)4Wjmmu>Wz&i#Ls7sisIJg?jFJ9P|JV)r(=x|}9=B{W*
zyn$=!+Hl?(;FE<RTBq`Y%{u&^U0?9yPiXaL_ga8*8S!7@9Nm^BDuww<#EWaLz(KXa
z@9Cta=?EdZs^s2&V524xLZ{`-V{<*ksIO^K>vhqDew09Gmp&$OKKMsym?$vcFw4vY
zDEk%=vV$h1=K2x1w2V@?PGbyzvO&L5S)G<{tO$5<Jrr<{H$1^=B!#>v3757BfO=O@
zY4J#bxk)FiOpT$j*L?X8(kp<8U;U4&R2(|MOaQ|NGr{g*<HXq#YC2#wFZvKU!_^Fp
z{(|O&=4{9Qz;MLIp*uRN4|#8i<-4PLa33XU=^OroDc3wHIoA{oqKTQcL*5+<J@S=a
ztkioNqb8`5Vz-{_m5+hfPJ9gK_8N{pV%uLuKITVl1t*OPxy0LT(>In8txRz6m}D<%
zdxzX{&1J+T<dS~29?{J5fSemVKZ8jEw`=R1qgPL%H|%)$u1L*I4j=W?$Z#j$CLJ-J
zlONfL=DEu929bw~)lmxh`EF1SVgm`&dE`DS0%5nLmzkuLcgzvWJ+%<jUUaMD*%QP4
zKC<_z*7d@*b0S=DrLJ$c!~VURUB`Rw-H4h$ctG6b!8vY@t|yZ(G2Trg<Nf4oc`84z
zl^sx-Wt9n-Pwf6a8k=r}olLGwKKFL(<L@;UHBv!A9pNoa?q}nz0!$|Ad2m{%`9}kC
zO*I<Ea`K-!ISucQ%;&~e+&``_KFtJQu+gRh=UV6G&|F0Ui#KpTs500=bBE;XA1@=E
z6GsT*gY{}Eg4VoqVx?~cW8Mf$iS@>xc1Q?#+1-$BdO)x=T(C6znu;{@orHjgp!d*s
zEgfquy;};Q=`z}!=`uQEVm*<94<m*49dl01RJ{g1Aqocso9ZveDIDS1bXr?k{xbVh
zZXr!g=9gC#*tNYRw7oWp^~7=PP2RLI3tRg7GW!?P^3&Rir>}rvG-_en9c8oyd&0Kg
zNo2N6WWJe2=Swi=>d2jhMz525yDziX(*`9g@(CoU@mywazmvijz=Opyq0u)3*t^x)
zyDtSQ(lBaY$ikMzOTCfS-Cdr@Y;#)s2-;C9LgyfR%yTW@8>Y$1s;Zg|;d}w?R|FCc
zVX=bPCup=P`UblLxK=A@xig1Zfc@*9ms(oB*VspFq#uBKGVN+}6q8d-K+~0jG5`5>
z3x>pW_5(RrPSCn(X~pxc@-dIjeU6Kdi$h=q)%h5A&Vw9aR9(XN9F|2ePQshdXyrOX
zb2a@sLo)3;10(%9!x<Vi+GmG&&x6WGwN!Wh`AqgMllti^y`K`{5?(mBXa6X3U=c3+
z3-n9QcJ6GZ*EoK!DAkQHmua2JO1#=O4URKfi|`G_r5WKl8vEsz5pE>WCV@06M$bnj
z*C0+g_}6E<a%88IEFx*n<2H}6x#sq~*^eD&-q#opRk&0(>G}9tX&Q}{h~@^&$Lx78
za_a@@q;b*#wA>x}K^YI>XuTcLFZ*^qw_Lpf4~okBLQ6xvu4exHz9Z`PzRD6|X9te&
z&e?|9jeZ@*R`qRRQJeOtJi33+V?v%M>)bxBLv@~QW(&4Et+h(}+t{<+)7&;l&1K4G
ziq+2>UX*-&1hX4mRV(D>e=AUJwvMMrKM~w#x7Q}VHT{;I{lYCTQbp@f*Yz^7g+AS4
zq+$5djN$%{Q#nQcGS!K($L#`%)93c<Dxe#qnsfa8_D8^%qBj4y<NAmyL{&yDg~Tlg
z?Y4Vi?cf4xyTVA;rB0};9%e^+qnXmXs8nRPam1m~tHzO`t<$KQniCX>I%PKkc?ks$
zzBx)Bo&~3^0Gy+Z>w2>3Rf@)Jb^vO}oLJp2I+C&}vLep}VG@*_m`B@VW!25A_nc*;
zjP>E}=Und`gkjdHq>hhE=Z0>h=rAMg(XQVvwVbX}p3M%i-8^h{S{$G^r3f9J3JH(;
z2L!Di%ZT~Z1W&xbeo%DU&9?gOx)uvzHTdn=(YorD-W1L$>WjIPU>t^OHH6I72}<lW
zkg9ogLx_-5rCe{Le|i=*nc_9~gY$G3sU@cv&ebxRe|>Aj%b>U|d?7IP+HK0nha{6=
zPmN-ocsQp~I;!Jm>XDkTiqk2R&`FE^&I`#$C+Aa6&RY$~?=7w`RB;<=6>@GP=~x(k
zK+e{}q?C7#DAkN#!X@m2#XbD&7`cPRJTjT&f!Cn8!vj*DNX#M-#3Y;Rm0RnjJ55k9
zcQ8+$B-DMh2}EchBu6dH`IMu<W*LcE1aX>4R<+VED>zkwq&e7>EZNj9C(=|Y&qM{F
ztqI7zBafmU!9;L))WSQL^g23aDW0`onR~R!SiP~==Bg8I^S7X2eJWi)j@y8Up_bSx
z*St-0UKRN*z~Ba`e2Gho_m1D(5z@6d2Cjgfpqy{1l($|1l=vldbOh_6=Q9(#^+qZr
zE^R-(-<T&Inyd#I7nT^DxuXTYI0Q!B^>2xhC`nZ&X$F<+!RC&YJ@=k4S!<Bzpo(x$
z0pepP5Kj@5Db@j!`yC}b^l&pVa=C`2uy&+x<Y69AlAHVr5ZY2iY<C5;U>5rTMmwcf
zmP@(F{tGg?wgVP+pnhcWIWlCW4>^@rq&92@c+?=aZc{|+#Zr<m=yXaIxIEl#Lkw;B
z4pZ>pe*K=or^Uwzbll)7!3a?Fwoyq!Si~Sjq>Ih<Dlm{BSYmqm-sjE`6rJdu4Q~XN
zaz*<UmZ~uW7M^m)onJRp(r_i>{5<*Q-T@)_Dc1Mdr<I$BAtA2My0Ez`f|%Q*-A<<n
zpbi{agL;4tcGF%e7VTFQnn%5wR4#{ho5qJyNvK{eR^JldIhsZQvPUKl<JsX%HIk-P
z8abkeqCL$SkEcV4mLqpYwm@|K-bvNUw8~6vfOTy4eVsoWOvLvv1{?!=qfNwfclBwe
z_(bXws@LeeQ?epbKc14*DIM{a7@E0+hPq;5$-@-Y)?#o6g$CXe5|1`14V{V2*y;C+
z=M^z9)0GYcG{I|JsYai){N`~D9wB2ckAM*eV8c$lJyL~kXrM5FOUV5~>(*hKh2V&-
zTtZiud@CIODdc%udd2M%PmKGymRHaGY{?5yMOtNV`t_{9RioR-si}WsNG`Wr*U%J`
zd>!n;Ja?U2^={l10b+CkD^IKJ8CQSu<x%1yYH9v!c~kR{D=ywn^{(-y_(#!{C&Rtd
zN>LvzfT4i(F>j9Ah1pdb43Ze&4o2Vj#WepYWKCDj!P|#8qlL#}T_ih7ceoSC0}1Np
z!&!Jyn3QI@#Ffoy8!xHlQFE~_q2y~uc>JddCr{mzBW#f$AfYN;t^w|SOYXD&pZyU6
z$GsnRs=AI-Qm)${k|hYm1YdJZ*9of?P|m_y*bi$Rd#0#=x%uQ=y0-aAm6u|Y2a~*1
zg)iK!WKd<-+5tj_r2Fjx<s$4`&I_`t+6}AA3hXWYtiAo2tYAf~mG?IlrF^?#k~Y_b
zJhkgv_&nRaq`T%>z6V+xStnp!HY;u1gs1NQW~Xrj)w>fmTy|rZ+KayoXTzkV*XR%X
zmJ#|u>Sq0<{lzy&GzuEIB*=U4m}2cpnlhSLdkp6*fUg00NTyEQh)`U_CUcM@H*S~Y
zU(k$#g_}a7eCW=i*+s@I<@lY0E9wm8pHI2FxYR_pim1uIHiUZXA0}g)nki39F=~m;
z`qOYu)HOq>D;t*d6P-)hJ;xCzR6Q>p{h$o>HsArwYn@t$o(KL)nPSBRtS;lus;v#&
zq&e5bQRAi#w{Q=IZImY?uX~^;3^E2QwzQ8J-*c$F7N#PnGvt@TAGh8z<*ci4=01s*
z=LsVw_lT;Y$TKt_B1C-Vw7UHKB=_rmdvlgs@<fhay|R_(G3V#2U0DC=KTg6<q%+ov
zV78-@eW=lpH_z5Dl8+~C#TodQh&sR7vAX8%Sg#ONWnZ4<4tlJwP+<E^PJky3qWO%T
zWS?H7uYE%qOhLjz`KKl|PoZgWGZ%S!-OZ=3i~}3?WL-vZT(b2)Aj}x=LnWdpx_4MK
zQ3~2)(LcWCxiY$2O=A-9t6-XV|Hxx=jlkMJ0pzK*uZu5W-2|M(?|RfKp!OFT4krSg
zJX%JSYim?2Blav|K?(=9&1v01<@giz0AuKxd$M~ecc$<CMrjf}WnH<{`pgl$Bc-#a
z<KTOJjiV<M`Lb${mfVsY$7K6Zo}pW*uKci%s?I;b4V*HO{&*!2+&_P~7EvL4vML{f
zh^mrmU3O1Dp91D3Pyp;JRZvS2zr@|2<n8_)+h(EYR*IY&sYvB(f(ARMQoA}%=(c8K
zo}z1T2)@^$=xL^8gtXcnPX{$UE#<5(6WggbK#W_2`EmZaOsAL@8TaWfju}jHm2(=2
zvrw_G$WZZajFK!TfASo+V@kX1ui{!?N5dow+?VHDOg+kW%Q28NJY|K`L-r0nt2~B1
zd?00H3(89=L@!V%&FO7S^f#|(2-c*i>Dsd)JpvTIH0+K~j$1R2UhPJC__292X2_1#
z9}9j_@oWF&F;&)9cFEw_%ly_?FO|i4i{*RDTDj6+)dRN<^q<TPJId~Mv%XW}W+VKe
zWG}bp>2j-phi_#xdK{<vm<PVOdE4X*6ljK29=$KVM+Bq)p|K}aL0#_bnHT!6sxqG^
zPTZHZ&d#_Yy4NFPq_eY8wOHgxN=Cy$W?$F$Ce4j?Os9~K#>eM#n*J&IptrlooA+Q_
z=$TvF@0DZT)|Y%wF|raj`YJP%8S(+QC9I~NIE&7?!mv{EPfhyO@#BY@y`xY$Gs2)F
z3cPccl+gF$V4SQqyK`AtWkNb|s~%e5l-M9DGCaP3VvRR_KhjJHq*k>`lo{Zsf`)t&
z;+Y1ODM!%q!_ZcW6?g1UNI#u|n=l(ls@2xrQIK#-?FX(`9d3Cmdpwphdg}C|h-OmB
zck)vZf;}6NvWPGBbg207{`QOHw0ORsEhk?5+CoKfW%4U%<<!6J{*;6nVB&7M)VVeN
z%Swo)kLH(U4}UOzoK@vji;Z~9ZZ#(hwXRWJzDaauqKTB<?ZK&($+)gOJL^LfA#SrD
zqh41<+Qs_F&8nDDLtKoN*}G%$l$5l{1I-=rk1O%2R=dX>ON(je!nM_1qdI0I%?)bZ
z5!h^hDf`-ZouJb2=^BX-IPyT@uwsVK`OliPixaPdl9zOyhK;!+S*N$kU{9eItIv0`
zOz%R@Y$*Vq&blt)^ECa$eUKJ=o$uTRE_N_XK$GFmh@#+92NS5!mRP5pG_Fz29Y*Dp
z%tnHECF9ATJ}apy%v015t0VBWEpMhLT$+XC$Lebcs!t2KhPpm^9;u`}0MTx^R}n|g
zB_uHj1i=#2xU+BUUwB-$OWBhVSj5?*vBU@-OKx+fQ>3wFx$t}<z~E?&U7?P8Q|pD!
z?b8QPeY@;w{#^8*F4~vfet7agDE%Z`>`tg@#O>T&8D11*4>!0IadZ&u4EswD97N7;
zrD3x&wt}ikW>2Zo4og1*0VE4M*;*@&kN47ckkZ1T8ix<KZ=v)Pb^af^u>PX>&PEoS
zQ{IwUt?KxhB*U`skE4mzB+YT)fliXk=dHTFzymky(aL2@Z%416>Q|ROkbvs{hWUn<
z!CYBNhx#CU@uAd8r6y&=GmwzRn7;z-afFhR;WZE5qX0v-*t_+X5%0iWGT5T=?IreJ
z8EhO!N%s4pi!q~Cr3v;V!qvsd84$b$pB>{gg|DLe&$$U^zJq%tll5~?8~ohyHdn^*
zl5|BAd-U;-#o+pA%swU^iK(=+x_g57K$xX-=>7<{=W3-Mdv#2`*;$>Kl=LdzG(Qc_
zklwUZ`TBj81$I`tDd*uP#|Xh*t!(7X6h7jpV`J*3g+LcK?Ml@cNwr<zu9q0>(4Be}
zs%?TI6l9rohedNr<}8^*<YKawGJ$Wd{Ru^=gx9=bJ!J<wK5jf4{WO{~I;r&8Skc%o
zYN>_Yb>NlQ>mLN^T;vmpz-L`$tu6UNr5e%iS1yzkb872HkH`hrRQAYnvqhXo)?_I5
zc<kI2p}He7w@g|WoO)Mif3Bk$aqMa|W3TC)dLCh+{hl)N(^I4lv9H-?X{lx95WFwK
z6;o9*=a4lgX@0y*b)a_|^7)9GmIBd!NlKOHiK(ediaIDsrNk@I%%Cp<Z96VnG;BJq
zXF5KgVTIb~d=E!_-2saJY5dP9X8`axVKNq75v<V<*?m7#J}<44%9w6{u~&lylud4Q
zz)O;+rxU$r!CS{5xEpHu_J%ATsV*Kz3xYCiWU$>Os2)3-OX3Q1x9%>2zR-uHB+6B&
zOF5j6=cr-jBHF@__H-@QCoB8ApIS!9)A9K39y1@V9t*3ZMNI|My%?5WSb+wWh~siz
z9gz6_c<F*9rVX+yR=f_CTF}m>#oTPkBX4A`clS2xfudST(pwLc_cN%1*B0>-b7?rD
zngm;;&U*^TO&-TyxLy&@K(R6kwWFeGFyZF0R?#38+w<JjYA5XAW7Np12Ij50M)sSI
z5Y6lwo76j_q;nrR6h4C`%90J<t35{foA)0W@O?=>shl$2{-!l#yg^rTSGah6x!F<w
z*nP(zi(Wb98c}llO_L4Vn{M@+HBUaUuY_Ng#c6%hY+M;j9v!B8CLreO@&)PZr!x|C
z@GZ&TyG9K~<GS9f8L)Qi-mIIKsyP;q@;ZLe>FgnNI9Y8{%nS}bZ}PBkpA0JXl-gEY
zx9*Xtnw*cO>Th6<G~VNtI%4eLa?Q}-k<}=Rm#A$bEAb(qBp9u+#rg3dmwGLA)_5-1
zUoKl2+{+5Ep@mo%fJ5BJ5A$&X=cwdP_eVcL<RSTM^D~Plv9|sIpTAObJ#rH<2)@5a
z16p;Hz^}Eb%GS!I(`{+cuoys{dPuogOSwq%dH#QV8@Taur^XJryb;b}W8QV{lM}d4
zv1P<TH;@hEuseqOA`_*kBS%M#_X8jhG<=SvIWxmgk-W9QkpjPL(t@lCa8WGrIo-@Q
zCs~hr<gN_vThY8>G{i*oVS@Q+K3;?F8BaP4EQv?np5K+eIOX$Xvwhr8;AYvJH899o
z=6qlyST~wuoZ;cZjS=!c$qIVsbpUV3J$w%te4%r1OQo?C^bJS9NhF%u0xK_y?`_TX
ztU=C*S!3ph@Jl={YR>jo_toH0{U&8(+2PPUxq~fSBW*o;x#za+Nc0fYd8BtK)F+jr
zS|F!*-y93Oroq0ob6IZD@=Vfh4SJmQY1U+N+7`Y5LOl%71$ydMOCTDl8>ITf_VwA?
z$BD2o$ZRvQsCc(>XVFpx5MY8`sWk@_uSOCKBlYf1J_WZheT6gx*8bpte4Q@O4F<dT
zYGk`t^1&N-&$ZPir<O&f;n`|g2tE@xBN?RKQ~U8feD{&b><r&g9TLB^)g7l#b(n_q
zA9miYc;jPak<)wz<$2VLbBr(4T_#?exkQhI+~W%HPmI&wop$kvXmPBQjH4#0HR_As
zF`NB&)0pwmQOx>Wonbb%M`kb`8~xR!_%`+qhiBW|vvt||qSLZpL+6?uNk7uMbECD0
z+`PjFOm4aKiCyA6(^(UV#ZF5{Lv7=+_2nB)G|jYnsc8sHM%BOHy8qAr@Ixdc$lwh8
zmYOX;cnDQtTJlHmF^A_oM&>XLNtK<Mid5m6<bpTf>%f6=Lk9mZj?2jICEd^Dn5@$y
zdtxW`dEwy8a`Sgl!#V*%UP)x#m*cvz<9gb;)@%Vczcw`or_g?+->_GSkY)~c^?geJ
z*~u^SR9W@8j%mD#@P!+dzIR4JX|*MJXC=69@%hlOimO)SOP_eg3pSeJfhpowzCYcs
zquv>B_4GrN_|@kqOlg#B#1hQG*mCmJ1LKl$P_;^BS+pvOV7bnlvdKUi=Fn5k<;Rq!
zd^N~^w@FZ%IaSm(mtS7jZ1RfJxkORzxfC`>4o{QBVV$ER!Ya3&&c%XGWU*mTR0^)M
zm|3aZVw9-EqD=sFtR@r8t~>*`BN|y8Vrx>wQjR90W2|yq=2gO@t-@0FB;2V2Oew{K
z6%sWNxJ^gB0dQHU^JeCd=RBKEW@n6*(k)XRrFg3+bqag2Ilbyp&trTAcG9kx+!+Pc
z=9V`C8x+U2nEl;!9zLuWYVy-eSIIeCf6^&gFXnQyQ1ku^VOG~$qS3D$6C5rCpVdj#
z<hKg8lumx(8)zk_C8BnA7{_risa!?)%mM$y7g9ABQ<C*!CyjzH4}~-)r3N}JHA{>L
z^%<As4(bYq#-`RUrie8Ukz4nlN#Q&^O4Lmvdsw9zL(I8I+jP~_35Egbe7fLc8E_^f
z77o7d%AARuOWjtdmvwsJa_&h-N#>@nO)d3j`Ysh)=_ZAytLDBtanlcQZzZqy>{WM5
z$aBZ|lp}&HB8Q?jN4{*lEGw80B)CiRL}U9at9>ztth|=E!csVgtOfU9$e@lek(<vh
zCLt&FPD&rt^Yj_jy*XsnIEO-~@+(~ZGWtNvBq8M@Rp@82x=zrN-mUQjouCO=QuX${
zlg0;Pv*3pYWwVpderYs(u=T>vu!CDo8N%T2ndq~f(w@uc=(eDEiGuo_FL>`+_m?-Z
zJ^%~%)BczTc%Ly-hj;}{0`2`m#>Yeu-W`?)&fyifV(xs@y0hds2(SX6(E-$`2~&7`
zWM#eC-CWkNP6{t-+6dIYFH(g&M?aSALJ~7L;o>+rcruscl+0LtC*ccl9*=6)-ca1>
zz=7+D%MB_EwRW?UEG}Slcut-EQgK>#+K@3Sjg|A_#&DKj*~aqQqjwus{a|K%#x@>!
zj$1Y_GCa8XB}=mNt4)qGk>{fhjd}LFdg3ixq{Iwmt6D|&ehR;_?Y-=@ky2n!`uSeX
zoV?ct4M$lIrykQ{sh-<A3J!h1VZxibf4!2e!}+}24tqpf>4j3+OS|U~vxX^}ZNbr0
zu3CIRU}fPKw;OY+ZLNr~JTuM=4n(gMHss8c^Q6iG>X~~}YSX+Ow|e+2MyexSi#g{q
zB9|I|N!dJ<tZ@~{5Y=|_SE>-64g6H@vM?AbIMk4qD#GEP5BUu1vrYKUTKjzuHt(<#
z7|af@d978l<D-cYE7{Vz@QhJhX4Rb=SwcbC%I}mrGnA>qg9Y>c>Q22^3XvCIQ>@R-
zj~gA3RI9J0EZR<|z*R5E$~bKa+zei$vOO))ie%s}pEd}eZ|x%P?CRAQ$)#Qku1R$R
zmrpt<Rw2fG3jxshmai24CM<A4nPKDezl=g^5?$#1)+Q|0I<k)YOYpO8go>Q2TSapm
zG);cBS$gb@*rZyl=xqKv)k;KYGogSNJ1PwMJGrWlH>RD<FuN7hTy57J`Yu%XtdN=3
zGnWFKB9D;#)jco1T>lz~ldZNncd<glDqrK(j8#M5G3Gm?=g2XsMq<pwBYM?8J{`BX
z@r&bom(iv8g>Sw6V-*Dv=i%w=TJN<VeaP`H=zpr|l+~py8f+ZriUnR!|A7^{CJA@^
zm(tkv50|=nuZD6hyk#`iDF!c$6DmGfHZG(LwU=lMi4EK>n2XghFEJ>X-jlb@RKJ89
zss$09|4sECV+Rn2vqgYCZv%#6t?cDdD|ENdNv;4m)7CE{Jsxg$%ZR5fAa;8o3QG)8
z)G|W$wK%d;wnEcM&Pq!!vbH+N<$4ml&dtxV5S}<DFiPi64;Gg}{??z;N78mU3TMxU
z5h~*UIRe*rC?%fFnjEJ)V&^7wUW}1B49d<OAW`8Ol6XB@u>I_W`K|Y7?ppip@^%RB
zkS)BrPgSP%YysV28=vuu`l;qlC1r%Pbnam(JR-BGY4qIZj2F73d^EY@Vx6vmTWb=Z
zSM;d$R&a>UjMRA74%LHN8{tOYQtX5ocZ(o}Kk$1KRp{|AMc3wLuU9o9*U5yR9MxTD
z!wvZl4}F4n8GJiXHFtva(qcj5EZy1X&0kQ|X^(QRjLJY;T*C~=YPe36W?JGjn{r&9
zVlun0NM6Yg{B+uBc=T#3C))-w;Q&;Tb(23oM?r6oxaFsgm%}V4S~>WB)lw+nVva}n
zGvl9wupA!<jH=NxUk7)Fww*Ok3NKK(Z6Ry^e3sga&YL;I5^73pjup*RN>orx*^_z)
zaq&wnN4n`obpe*$$k4(TN1+s}K}T-3&%%kOVPId$)X!>63*W1T28Lz7cRnNIyJEvD
zxpAqwxl!6Oy>qNaq~m4TuF!8GGjjL9=A+-72lLeL&j`HXJb9bYt*`9ua5xq|(hk9l
z{6zf=b{EreLU!3%)8xgZ@RH*Esg}naS+Q54e@;SPX2#C<6gSz$UB!{_VWyHI#gwDY
zKf-JGD<%1RuqIm;YNd=f+AvkQo+or0=_Mu_91OCFV;mgcn>O6rt7TM_7_Y_~q39^N
zct8i6`|~H-5b@*TA#izvBTTaBu)-5?&xT`&&(Yoo@amTxTx0HA7qQcnnMp2Kv102|
z-5ph_{fcLps)VRHmQMZhgAETVP6_PD={9EHGZk{?DJ$|<`e_l7fS;c@H71x3_zrp^
zMT0HOgt_l7ByV!P9h_)zwydy$@y(!^@3=!Tr>diRyG=BSTuSIR@wnuE{kVyCUdBaf
z)d}kfnXOienMoq<vN11j4NLLkNsE}N^s6$bqMsMkk4Zzdg^(9^`;AbAnh2&HiQl%i
z$D@}%6Rpp012MKWD`m6BREoabfqES&iPyU-twGg-`MsZ-;YN;MxL0}!Jl37IbH*Yn
z9f@exmvdfFX@MG5?yJZ}LluTEeM-U+19q2xCZ_v*R87>b4$4){&GOi;Ch@@Z3R6_t
z>j&?hPWR@zvX8i_{Oruz)!p2YKdmKl?dSJ{ygSMQD&F-M=I{MH1JcXnH>h^8#D&XE
zIuG+1UF`8hVkk_OlsI*de_wuR=3=#izLfX9EmWVyh!L>Ew{qIronaEc*h;R*v*~{x
zQsqx-(TeJCnoBaDN=_7P<k!?c4DwgcPUVvc#sujRhhV)6KN+Zlt~1j*)UZ+ePMObH
zw3tC5vAyG6-t}jcvJ~H8ku;mFx7vY=acA!Jm$U!+*?iZd_kv}Lty8I*3rnq0B3_Y9
zOUGnU`GW5Z(D&_ZcJ`7V=7MGFGAZFl=HJJIR&6bO$j5t2<@8u?Ro91u>S@aS(P@bX
z6wulW9hSE$sY0c59R27BYM+&p@g>5U;X@pcj%OxscE|i;C0lj%8ozQso01V$Y_u_^
zpaAEJ4wDWi<@Fjihwg2fWJ1mY@A!@%xWXvl3Xy6)zyXad`59~M&LQ#OQd>dXGTlLZ
zZNlVlePtBfr38-8ug3$rNAaFV(i~sHTYtyXzZ{m3H`7&wd%wu2XYRC5x8i{Y`<D?F
zx#JYY^cVK2U6H84ZqQD@j=38}YMZ|^s)i9)$h2nK*DUG^)j9#1KN}?@)cbKxu}(h^
zWS=6o=thslI=MF84b#=vl3jS-8g|u+)Bjd{Mj}6dns=d};J}TJc>78x$x3e3+bv@0
zv=uEa-Vkmju=VWSi#=&OrCLU{AEciApv}U0#LL}PPqOcwPzH~WtiRcrnF#je*>IaH
z1O+3hWEY3PypE^JwQbdQ;Q^^hX)nf03ijS^cu#E7@@zLsRcJ{J{-!xFAR9<-VqHuv
zy)7AWWphRBy++s#FsWWqkjezK2o?fOhEW%HeEaE9&+fJnkIhupmXxn`tu?2>HpEbo
z>;_(2cu#DWYMp<ECx(O9le!kbi0b}#kmV<HF<hG*E;Kpi1*A$^khRx4Vxe6m11df=
zq;>C`=Z}s;4la{mXVq9R!naFf2eM%8wmve!U+Z<TOOv$Mu>1akFO@DVmL0#0#Ecui
zc&1_1j=j_+;Y_#r>Keb0#unn^ow~N6`UD~HH{8Ja&G`(Z3Ux4;Fz|gg(z=ndi5=_V
zq{(5wb4aW+D|Vvg$^o1IMc11LLb>+;<2s#=Qz~szwmBs!k`^M{R1PXJCt_rosZ?S@
zLUwnhB4U!HggHX8%uG&c?2}!|&P>?`W1WdH!<hZ<cRA<tJipKKeE+Dpo8`W*>%F|*
zulI79Ui3n+11mxCaG%9*|BCcRY5-1bdGrt9Ta_;8c!c0-BE(|6n11_e#okD5O4{e%
zXfJ5~-c&OHn3!(pw16c7NzoNQ<l<)_c0Xzcd(1i5LNnn&2$8pDPjO<z`KY~muPArC
zswz`j@9y@^e!ey%YjEZHjNR2r_-yuJAN@dFgx@m(ts$&LbMBAzH;#X7zY%fHVh?v;
zwAx>%ezuNysP42=Ufups)G9guvuA7dGyT=>dESfxlk%8<zIk1GcjUk`t*CnM7S`d6
zb2(sU@tU(UCXo*NlKX!r<^OhnT&2=#%ZiVNS?`J&!(rjX!A)A<;@xh@9bcinHaDqE
zKt!%5e>1ZTyNC-6Fn@aE?&QU~*5r@IQ%Sg@HQ5Prhr$W2zb9(8H!7s0+@al8|DW~p
zFO3GJxFa00^q2RqC4|JQLm)+Uo4(E?No<-y%K0G&5~wPphW-^uKz^{0ybdmDv$G^e
zw%~q_8iz0X_&rb=2>{q|aRDrGCUy)%f+8KLrf;zq-V*jAt>LmewC>6&Fu=kMKU!R1
z0vjBjEc7!B?;G$d;1}A`NCUwr;?I_W&I3ixUl83T#ER1EwKAQo=JGV@$-!<A(rZgz
zS0*CnYWarsU~f`nJswSX!3A-;XwaXlnAZTUWrNIkZ?s{#|G<pPEr^9w8KlfE7QTuk
zY2R`~1Ub18D)`r;x}5x?+4SF+j_#G(Am0Q-0^QVJYOlVeug^yvEBibVtj||~`C+9-
z7O^Wk#|%+aeF;A%K!Bl?{`<%3LFJFPCK2@q=PD?YQoPYH;`G-F7GsWP#t4nlEg`64
zZ{|cXQFx9b@n8)%zgZAV1K_2*bQ(EKtc*_N7u#ZDWUK+oG{ZHoWagrg;ZDg|g`H|K
zf}=7y_U|8gT+p?$WPp6oK6U1YoHLR^B6ZABXytZ?WgrzFT~UdwV7M+^^9wbeZM*hE
zE>Bn1a|*GT2UXxYr$ejH41hZ9Ir?F!FZw|R?*IR}EI^)kcW{)Ctsrnz#`7iJQFg%<
z<RO$G@us6}#^QD5AsIe5ZT`zZR=%viu^ce4rGcQ%yV8YXZqr?z6x+g#*4&Nh+s1aV
z?axv7L21pQ6#2vmKk!s>5D_;J<WDs4w+ZxN6o{SM32+%y=|YpCx|dsw`1P{>sm92)
zlC_jkQ+1^5cSP(0si`>!R%!;!IqNqmGV|6EbHqG36W?TQ>Y4L_6`dLtJzcmJ1cGGp
zkkU-gS5f@S)Hw^bvmL`p>|EMB<nyVLMLqqwq(*H#7*$5)sEh_<o<LL&T7f`W#&q9b
z)Qu9b2@2BRqcEFCj<S;y&pU!p5P7<<Y`QNMDehS$=RRnTeJ;J;TsF%u7O<jAvjYa$
z=Q+JH@5591W!l3^IXEfOwH;NZYfTqMzu(a_NT*1eXI$Sxirs$^VXoM@7*W5NuZRD$
zHF{T2x{bI6sWKNtC`U;6_1*~fZ&F-&cl0>Kp|_1e@e$8EZnI`Bm{B+k<CRQzXV07w
zt#nqb-(9g6u{Ulgg)(S(f&=ud5<M`dk{#0ZLvD!ZbKTQ+>}Z?in;&vPbOiXj8Nm5a
z^u;&9h`DqoA0b>sa@H(paS3*JzNz_T!xgSg<*<I<bryo1SBxW!iP2pbqknexntx9B
zu<0(Dm~~VB=U<PtLh-=ktWpE>n$p#5N6P{B$wrlDLyEKyv*OZAZb3-b0gxc`P;^_x
zRRMOL{iLD|F{dpHBH4pBD)jjrSp$g5Q<;;hnr!-fJJVi5gy%_F14U7~&wFavP?c`}
z2NvTr^Uuh3qcH>YpJGR?>FB5YX^W?y!V!5P=J>sSS3LNL(-Ve>3WB4D2jlD_$?>eD
zfNwZOA6$BCnz5TGKuIRcKh-S2hFvTMke?b{#!C*8iOE_yYX043{!3+6&WuZ%`qmF~
zpzz_6dywnmH}2Q!FLbuB2hDLLkePPaYKO4AN<crj9RV^_LKGv2*9SnY(KS|fd5OG#
zp8pJ%4c0q|_Op6TDm4!x;blGUE}T0AuiL`)Jt$C`drq9rz8+5LL~DVJMsp!hmJjA`
z)4KKfTs7ml*D@-oPO5Z94HeRU$koHM=aILnjlV~J7wjFB(Z$YsoIw=P*Zto=2BJ+5
z4CEyBQTvQ!;CWO=`TG2KP_;)B5iX#z^M!Q90*Lrh#&SW7A)G9Q*Bi>G8K+wS73*S=
zN)GI*Nlgxb-$v<9J2$soMW`O~GeHm?{HuIsn=Sc;c7nuHqa8O-R*-4$XF+MlRja<}
z(tO{}sB2c;gI{B0UZbwh7-72m75RkwK5kLtd5)uAJy!@D`>s_37$042^O4Gxg#d5c
zyg=UH6>bU3!tr+?rkDel<EJn`L&NBTz6|Im4547K%Swrj*tX@rX1d-$Y=g$FkbFLZ
zPbR#>9*gv3evE}{a^TX1Vce^<y7022u7oeM(c90rz7duXUsXQq>!+Qu-D;$7|KgYG
zq}Do>`^51;>O=m~zV&DP9C1-MN<m;LzdkaQ%4dUoc($$ybz|$JkOJNwpY+K7dkShM
ziEYX9rn8^N;R|%FqG?LHbxtm;n}rrX-I}(RS6u7z>Z$JIEh~HJVOCdfswF)P!WZLI
z7MgWj-Q!;2gM7=r53U|~Bq$~;U8`UpFYwve;cey^c4^nOj87_lj(70Uz<&O@Cfs3g
zf12O^`0aPs4Xjwne?>Zb?4RCyht3s$7y1SoSsc9EKY8i;9Okq9!PcOHRBQFX@4Bw*
zFbbKc^mdrm4=AJtbdqM@ugG?R_x4V7Ne#o^oQUI{`15{r?Bq%@tuYX}0UEdNLk?nP
zzy8rS-{nC3wfZIYMbr6E$sg5w$T+{sw2<vUO!{J6v-qb%neOUUSF0q}5-wEkaqERZ
zRmS4_oJ%t&MPam8pCHt#s>Ys*=Wtq>{;ze48S59>Z&wZtCWQo0q`Ft>!Xk_X;eL?A
zy^s<nN*R;#Udyv%QfQm|b{7M46Z!@MoiBvZ-O1IUsgaE2GUmySDRZ>zAnawo4lcC1
z_9Znu6<aeGDx0dS-h1TI5(nfSLZrH>R3Vf<aNC(RF8w;?FGRn?E~1*sqCmrkpe>+T
z>3sWO^SgT=M_G{p<&*D1F*NN9yPu9QGn{U9k5N9M11Yo$H!2?w^Dlb@g$uk*o4!vr
zk4!s6k6*v~{()j;48avI2_M^^Y#kAp?v|Bs{t#gQKZGWgo<<GcG9pSnBm7364X?bD
z6bKtudUEw0Z(DC|@0~RlK#5`VZ0Fe@a<Oa|TgB6UJZk`R3$9IeIF$-Zihd1PQnjGY
zLW$Q0q;7pekXd^-GtFRP&icbeT;R#5_Z{lH<GZyns)D}+d~<vHSXPl~VQK20KYJxI
zm~PLa^{c4o7Jj=QlA&G>c88aUl--P4cdOrMFouO|X*yNs{E*YJGB(lT$~yZt#ep<^
z-kc~j4^rqKlEa(*xjwXUHvuL>4B|AXsvULdx%;e`>(iI1J!h&0;LBQrO5ztf#WUbj
z6Jx%ZjlY*}ttvACX+(9fMT@C`ZW;{onR9%qd2Kq-%r`vU9&PqSFnZ)kUP)A#;O~8$
z^pD=|oosR^Ea)b3d0&^@U@|;=(*!SW5Tn)IJuWXMGw#(p6v~8yJRIndav3mq>E~tY
zrpA=&>Pb!gH}10C+f34}q**L7IP{|dQYY30*6Dz%%=Yij9{2B?HvL+QJNIGKB_puS
zI(YAe(X;kplO&H|<Q&bg8Q5@IWS{d)>tJV@nO#uq&TUjzsu#0Ja@FnwZOXgjC|Iuv
zJDsReezDi-&CXBCYz{TrSRDy>N^4YiHk3Q>8uk5$oU)K^iR0qXE2y2<#bA;>Y&iaG
z2=K|JzFjq?2kW}rey62+_eD#}S=>n1zIF(_3IZ?6yTa9Vto*9c-s^8{JOmp~yyYWL
z4|iJt|A;=aUuQ!VDz|>*2Jil$B8tLY)ySF{OT2lDn_gic<Q($&>dTCuGN6_LkX5k^
zvZ|gN8F4hCck3j`h96uWUh%e4&b;qqvl%F?y+>I6{@GeP{uBs!z+{~e<;4Qjpy9Nm
zd%{rX!UVoyw!K5YTzD!s5GMTBj(n^VI_74(V=+NUQ2V=PN#SoaW(o;Xrg0`;(@XlT
z-|sA>LXM3bSbe5bC$+Nt=&nGZwS<>-A4(2i3QJmlv@tx1DA)`T%@qcK)rq*fWQQC<
zW{2-Y8TLwB3n@@9yH;`NnI$9RoSq~}IYUhAYliYJ4F+TL!dpG3xIx+Wn6bC@#16%i
zO!M+KTg3$OZ&9s3Yd;DkaErYwqkO30?PndFy><nBjSoL@%k-sxT>sNkDhalp6ncn|
zCd+U1J#TsGa|dWtT9)`}v7V1xkWb^qJ;T!13EMF_f{8%dY>ggkgs`Y;K>(`d;}(hT
z%e(OU^Ot~u5FtI)4eSLS)T6l~hh7o)SnH>1Os-V0CO4~Qz4HQ17o*#r46kB*8X$0q
zdrDXD=Xsp-T_ho_f5<&USbF%z+DLV4Q%@Z=_(sxRcRH<BRb}0%B%*U=>rQ6Y!E^aS
z@7EqHD|pj>rey=LQnxE#s(Z>rG4Iydd(H(Kzn7HG%xrgAcmZ$nUgh?0P5N90Y~N~>
zICu)R1l3i$`d9R&1i)o7UDs5W&DGz1?2D>~Iy7p89(hfFCJa!k;SM2M4;pb(@SX7U
zTd%sTD_{Bg{{YVDClLMgWL`W`=iyO}VdWJM-jMg~4wGi7e2B}i1FEF+ONs6E*{h~u
zlNG92WPWi16@aqpbxs|o>i2U_Ns>#B4OOWX7IdifK%+a#<G5RF)B@8VFz4_@uT#CU
zYhEe*`1gczU3D#TB8T{5&A_o+i|tTTg#zNCIQO{RyZ6S|7b>N=c4f{QDy}QK^xoUv
z+_^DtS@y%MCojE<`lYUYbw=WK1nd&Esgwxov4q(F+N3Zi%8)<N$88athwYnbyp|;0
zrRi*&>CVTY9`@(8S`)pltqgABaEX=vn?1054q0xRGqoS2Kl6sz7scsw2KZ%^J2p18
zr@dvV=)&9i`%HEF0^etgo5o4TV=uI0_L0(BaSuPTlkxLKN07nPVPYATw&q;+cAu`X
za}7?pv+|yg2&0(PgI93_Z&9z8?H%F2>|MSDOu0*so^@PCK;M_1+>4@J;06~~0(193
zFlzB6_mX&F?uXnvSg92oY1DJ^+lRU7DRTf*??+f?_ks{8zR$!)NZ-N@F0aw-tsULt
zBxDA*lFih;{59{FWz6!Mg-*Y8UWlD*-O+3|R;h=Q1yS!`9E6m+s~_!~FxJ*|_glHn
z-ss+@1N}Sv>z)L57;dNSj-6|YwJ0z88$ajIdh8Q@YCp#)`|h0|@5j7Qw=Gmm%Ov3W
z3OBNSeUntpra<*J$H8WR?b7~8o2&cu-9F6V_eBXZKD}^dg0B6t0}9&8*vgNjfXzXH
z&8bQn$QILvsLtZEYKB_x?c+D6qB)gWMT(7y=iApM{{5QLeee#JQGDL4-h;^jur*}8
z4-&@xAXl3~lz0Zro_i!vu87hy`(=Ai<=yg`1FQwiPaYdQlMXwtPh7`P)J&{-UL0jQ
zN0HQ36k&*qWD5e7t6{Gx&=-VnbCe$K@oVk~xp`<AGUz-dtPXlG7(Eo$AptDw9mMg)
zY<Pxjt(Y89q2|y$b|vS<L>hLr!EGCH)ZaQ(-paTi?w|vp!4s$wR{9<iWz$`rXgQbP
zOE<jkbme{G{36py!kT)-5dKm(bjqzLX2CN9x__y4G{Gga#2{b3Mz@O(l|k&hn`uxK
zT>9;9kx9aEh<SMVEhUG^KhQ^M-8*9DTBghv;_tt{W-%>qQA!NxjndsZ^-6~8o{pT`
zz45iI@gg+(TUkQx*^Gd8pFYYXj_=UvfsZ#10(~hLK}73nD=%YfpKj}eUk)DVK75Tc
zTcgDaI8nH7_N06bkaGztLFKQMgnvv}m^=1{b1B7fu{h`6D?*)nfKwqd8g1^w7@H(F
zFK-zzPb$5o!o0#klcMvkayGsILpTBI!OhiQJPkj1*Kp!MOn^=2g&R+GblZ*0T{{}n
zLRdAIH;@)$C`hL3>K&C@?kgx+y7;c>aU@5DeZ58^(`}e~nw5L$O;0Xk=Uc&iDUmli
z^&)T~vaIm1bbt4p!ePu%Vzag?R9Df81q9_S623yW;_10yo3wqmcA8kbYWN1sr<|;Z
z@-ZO3@RI6oWdm&R*PSJHI{|ps`{6^)L;iUehan>3bZ~%@=espGgFU7SnEkQ!>W6k+
z(%;|Fk+iHtfy%>c{-T8aG-!V-BM?7N#`Zyd6bZkM#fbJ76qy~_U0mquU|wZ`y`SN~
zM>7sm9H@Vy^_ZCz@JDIIK*nBes$pfoa<~#KppF>M*?6`zjm~tZj63UOo_2}85RbCI
zhTSyud;Nxn0CsvFAf0>?WXx0S^2ugp*A#)4XYpU$30cW802y#z0B9ygAZq=UhJ>-_
zdq>OeZfkI6eQeH(z8+$@@CXWx!hvQ`FMrXtV1k&BlC3YFh<!~kaZP${y3yI}U24~&
z;g+)wH~&>vq7lV?%KT{aPk7SA600(i8Y}*ZT{7Q!7}RX0uAN=kWwB08$cNZ8!2Vg%
z+o`{-kBs~$7I{^qL*4j5Yxtto7H2Qx<?#{AfByS<3Z7r5Pkd%A2qtY!)4bPJ-nre@
zs*%acN*F!<icMGU@@QG=K0aaNC)+8a1kBRO#Gt4Dcfgi*!h3e2TOFNtB>PPFn>E`;
zqDI2uEvloJb1>^>gGJz|h$ta-kW_g_k_htyH+^dzeZLSa_ftdUhp!=lXPdd3kN3FP
z+z_nD823#uWSSUiYwsz_VRK7oZZckI5OGo`G6GdswobEI3_#_}akHtbho6^tv{b|!
zJ6N~VSE`}UnGb2@*tDbXW#;*6G;~Mxw-Gqifnq9%_}6>u8=xKBA3R(-@-?vSBBc=k
znln?EDUi|10|+ir+uqk>=g!QduHlD4+vKZg!+I77ub~<ose~HSVAXi%(#0kj(;q|l
z{5H}y$76=p)plcp=BGQQ@4lul^zO<pv`CZRQy1NC-%(QQ@k6c{P>4I(IekPMrw@0-
zoLaA7<rVBo-le%eGcLZZceKvm7<A0*P8V3Xcw{^mKQ7YVX8Qi3`=aZoG%@{kejR=@
z<FciC!2td69hvSEn%VZEnY|S=J649Fo}F2+9dJxJW!{lhV4dUF>iI(5XNWp4^D&;i
z5|JXeGPFI6^v-gAeR)wrpwHutdv}D`#uwNhpxHMW%-Ev?+_r;wpG8%ne_#up2c-I3
zt&}iF8{bOu=9MnWhe%Hw+{b+{#rm7!f5<r*_ueDDnhXDG^@-E^yB{FB*Z}r@=&Bh<
zIAWr5Sk40U!Q3l<oy)Qc$Hy+ZwI*69l+}g(o<;0%M<*sd%2>4N>ezUybJD?iVBW+W
zDFaO<RJYD3P{>?X#M$Hxt34lJt@|w*-DbM^#sF+}4$suSmvj9+<vA#O2!svZIAngX
z2vnY{tf|z<pawZbBqh4fC2$pv(|5-!XqV~leCEORyyJ$Zysf{eH}H)2`0_}g8_I5b
zOM%@f55Fr6J|w^;_d+!7?p#{Uj_D(gW`X8S9Q}}uUP-uT{_58%2pxV4k2BP}#>(<f
z6!Ras*}RJ>PzfA=`ED-`5$-QwXOzJ@bDHyjNse>E)OzX~55HviD<u#^EuFd@M(3Vw
z*y+*s;S3k^Y)!yDUv0lwfTQgHm`Layo2wuQa4O6<V&_c$mw>@v-Auo(4Pc|*%@1c6
zJvdUdea)@RjwHMA%^8=-+Lt3UT}~GdULdt!>&_oWxGo-zUL&kCu4;<!@Rvm@&XYWy
z=d%j3-CLDd4H~~~|6mbnxF*-_FRy*qdY_dfbOM?Ls&;c8Qf0f)VghxNia)NITSTnF
zseExXe|5t7$O_7-q*A{Cd_((}eY<)x-&>swC*=8iBf=4aH@(swh0|x7wO9>X9h`2R
z%CfrJOgcZaxj4kC-a6z+Ux!kCylmWe-Ff~~UB~;Yj-GBUp9#kfA~<vpFM%5y<Cz`W
zakBE)5`%BvCmuB?+3WTiEP8t;r~PS0PqTkIs(Z?X7x3;;ngQlP6}CGMd4sM6F=rKR
zoN$y3c`fU&?^=q3h2KU5X)WjdLsBTPc?Y(=a#VTGut`o+!RiyvPu`jS!~OmpZFnzP
z9PAEm5qvXf*ve}Xayvu@GH2S!?M8P#r__>6W>}RP54IZ{w&k@eI7=SFT+$&92PtVP
z<##B}Jl2u-juxqDU9b$>T5vGw>yzgFMr#8+jCBI@i~I0@iW{{NmvhT2gLMW&0P)rA
zBt}D?BOW-{4-p9lx0`aa8N1g9xR?lH45PN5bms2(#Y*eer>s<#&fD<ak?^66sk3!D
z-$y5B`GqppVAqF$X&lyO-noP{xNqyJ)wfUw{8QAR6ubAS-<Udv+R;uC+maVudp}I~
z(eN>t{Yisgy3T)h+6Q&Z9~U~WYEKEyQ*wKJyX8=&o4Jms^SW<`UC-rv>0YDk|8H?f
zv4X<1-{qi3AI=3Pd%y`Jv#zpN*EVg^FlPomAIsUiE9a`fB2BNz{@|p)<+88;cPR4w
z84b1G8vBQwLNwyy5FI2YoSGX5ir$0n<}La?*N>8aG4QdsYxGd@#5tC7vRSlhXic|$
z%#8b1JXi5}uR2Y>OzV%$75mUWX>VmorWurHtY4W~xDOU{Pr3+5=S{a#-+N9<i06$E
zY<zbKpZrimqg$)&!OWax-La^*Q&K+ZCMqFoYpP&hS}34k<)zmOPTxeIyn$)!4_8S~
z8^j6{Z&XlEA=!Dij)Zgyll#rhN-nDogbvgeqc#d}!A+m$Ub{3{A2W{3!X-V`Qi-1y
zM{1p{<(>MrWNiAc0L7`z<}8Jh?lP`djxttSmswmfSkioTh4;%=yD2q#*YP~ncb}Wv
z4RwrbhjP~ZD^|gE_l)Yt`>+3c>AhCi(G0~I_ok8&U!2XR(*9#Voq9W)V%8hs<6C4K
zSeL2t#IGw{txh(Io(<Qh73sYv;3O9EFEWD1D%uo2irdL*c0P|c@UE-oHXAx*Tp(*-
z+Ut-(sQ94c7DW@&@~Bo~=S9L=Gn)&w+DTsz-#mE0@J={XGW>hxNW-w3?^L?d$<wU;
z-<RH^p7cD6V}R@tt)6c<=#99E6tLSCJ+5{~Bm|uhT?$AQ(+h-<eOcvO+c$Sbmn?fn
zxEPH?o0eW`%wD(J+co(p#Z6rgKLk*ZpFaO?8OSJabO{Zh=^f8q%br~Kurj^_^$6bR
z{OQ>Of<Ff}m1f)fVw&47r6lGqMQA+zuK;E$i11JYL3@2y!KhsS=nkWL{6aTn|D31W
zDUyBUdk2&n*Y%up*K_NqV|_Hqw*J_&@C-@!+zf(=E+uPRdv;Uj^TNdA<hXb4F+#dc
z-vPaJ&k5OV7n69SLTQ&MXKNSd0;}$+X!m!?mQp0Y8&--9kYZ1N_m!GMV{-3Yimzx(
zfXxMLw$mT9NTp)$X#akPjenU>U4JoFeO>S5iLEIV%Y1d`&F&>3UJAhgQ>#Sx6+wqA
zcWO@UGj7x)#2T)1DJymPgnu?DWP7}O5<i*JDKdFF;Sl*2?PWfk3%UR+7v|lXei}qg
zod2$)3R}oq3eo0;LZoviNkz5qp2?fX-%~;m<L7i9`+a(T;{GY$t>->WN0(Ck`)X3}
z`;5$+CVLFWjIKkU4|~>iY4-sIzZ7+!L8elX`C2tMd+%$M-~LCGvo(8E9esjgo6r|$
z-F)HO?y$m*!n@5UgX5=Lw%ae11~!I;zGvxLI<iJFPp<`*>uS8rj{^QW6zzlq-!~yP
z!W-D8UR3Q6e4NzbE3BMS{`Pf!X`_9{NcWSHQO{ku<;)V|Kk*L9^DKAnVa{$gB|{Fz
zwr&jr^@MK;Ol(X;lj0FUG=R#@<!li>=+Y!v9i@}2W!LZ1>=^=9@OiHVE6UF0FYdDx
zlCI&)GbhyZBSXh~N<B=*wvFvqUTc2<7rRmUR;9*k<w4v_+pMr6Sv?par~9;0!r>Er
zp@t({YiX9dogMNO80mF)=k%PR{R3Kreaj|SxaV|+zoBP;QC!}h2t%#5uLb{(gQ#!k
z_m`4vc0Kc6;nGfH>^^FkKn_)Q?aH}7*Dbf}lJfNzGnl(XyXhAT&np~LZGI(2sO_WD
zaxkxo?G$1!8@F6qhnucZ>?<93p8c1L?dQC-$mb(#dwjKSg$3j|`0|Pd0(JDubX^Au
z#AqkwTJlzrTUC+SdWbm!-M{EQgLXan%k-YLw-Sk2R%d)_D|h=_Kjo*scT3ZgMCmTi
z+4n$n(hWV|)S6B1(kn-2#B;#lYhT;5TNm7lt#+MgE$23RCg4(f#g8hg4du19JOiyH
zkAKKj;fQ}pIE$o9w%%q(Rn?EJ7?0$<of|6z5U6c_lCXf%YEk?+upZZtZ=L%xz}lGg
zHk!X^ewr?XhKh3L;zt&thZY*WS6zt1<CL_@$yhbCmy&eT%*?I4s{HM0fgY_xf-5;@
zI#0)Eb+0v+Nr;QZrXBp8nRBI_IFqf32AxCIA45A2`zDxebkC)3HPgQ#$$7$&^L(x-
z>^+xvw5ZX&KW#33s*?(Cs0aX_`+YT11_$kli&A{3#WUbFehteB9pL?tOF3`x+dL`X
z%R3<KP{WS3CKf1dr3WgT5>a6YyV#;%_n$H~>Kxr~V$}WD{u%*D!5gZ!5U+&hYTuBX
zKYVU>B<lQA*O9r4+Xe$ZfmABJ(~9JlwcETf)qO|N!QCKRe-^63bt{h|;z{^4HRqQV
z3jiChnJUH0vC|KumfqhE+a*7+AE)nY*WYc1K9T$KJtp=r0$`=3A9CLYU~6?RxEka}
zEy-KAc5C$?J2rfhgBg`r^xOKA*}oh+;QPl~#8TlD7<9k-eC72B*_N~JWB;m#HRCW(
zHQ!d0MS-TsDf7NXY*RfxwhdJ42SBc(`rsf3p?%^0E_1|4Nk_vf087t9c~PoZBk7i-
z!n+`@(g#V{<s46{R~V>nJ^upy^{=6WVAS!y(k%g$4WTutjVRx(c|RXHV^lZU`$1lC
zYG_eRqv5X*T{|>=!gGxRQtS5J2)kk*KDGPy5goub_m-YoE^#O@e?T!qk0GTofHY!{
zLx(ZyB&hj20{rGGK*ar!<0)2x8%vh9h2AO$gUQ}Pl``)O$a}K$-#w{!Yiw{M!xU&9
z!Nwi~6zFeke*s#A?igOj2KllTaOvV&@B!;T{E!QVQg2>DCL)uoQG#&f;VBdXRG(Nn
zfKLYff{7FfNa$CA95)6DPA7bj2Nno4nW*{;n7}qcCW|xDUnjmm!<y6hNZ}Ru-C40V
zpGb})@Z{eEFaJYMvbPxf0LwN+yn<Z&g%6jTLQrB3=o3rlu_Dj#3!#=zkcVPsFh?i@
z{STyk5gk1*flq{^B~v1m3B&(*c`;wAJR{b?AY^m-9SasQoi&S$;}|4&C2Za-izKiy
zwb@ZKHFv9^F?neOUMxb=s)~`#sJ_e%V8nY(952CNwEh&|M}Ue&vffh#FU9ox15nFN
zR1vx&60E)xc*ZIQt+E898K8!wNcnolu1s1fSYR+Dd<E7plq$PS<<B#|(7P+>Qs{@=
z$5oMiV?er}08mvA9X@}7`tZ;cJT3cqo-Dlw(v&1G5xT2pBj~xcAAo@<Wvhr<>!`d9
zv2ZzI0&6X_fvrsah05?f?=k8_o(@5pKo?Ri+hA?54?h0lMFg$NSG;Bk1y+xz@)E9=
z=aW^V?^fJktk|AEKP}eCpKk`;R7id;H8ny5-1W}PDOn)0y((}NFMY5NV#h!_OXi;7
zOFG1pP-egwHBPoZo}rGA1c?|;Sl&iRJc1-%42_We&fq9cxYZm28=U~2WrYl<P|slP
zUfyV(xw;>6zgWZ?LIMG+BfACxHNOUfF5HoMmRv>HJQyh+N9Ngqtur@Zh(~2Qh&YJL
zE&w00L#F#lf?eWvQ<H${i<|`qpSkM4`XOhssQ>d1xk3V5K@6KCf`+qeH3?F7XVqr7
z5E8RWXFQk7f72!}ra?7G!gz#?BMpsq8i6+bkQ>(r^#pW7_(U~N0GlCo=8+E}o^mh5
zP6wajE`*qo@wFi2kAAd}pePi^f^%^e$k`U#f!9j}hkpfO$8l4Y|BwHO#Map>$Uc(`
z_eoDKPq<PPPcvH3F~XPdiNinSDyW~UnPWE6Fc*k!4WFn&G%$D@39>%e>Dgu>zLNoV
zcxM^N{k-t6Ww3pz>>21e`Sl_s6cE@l-AR-@L<HJK&Vw)2yzKfR#~g;pi#f_t7ioJK
zRAJM}MFL)<0K9@kloox~1JAjS%I^gW#fSbM|3O~?a}b0{Yj0^VPo{WH2+GVgfQ(=*
z#puG&1dbKVM5itv)Q0~Zd~G%uFKK2a04pC*)IsL<@=fx&4vSu`!+WL){H{XAedPFW
zR6gKJP8W<Nflu*JAqpMg<q}hO)FRoHGM_i?iGr;U@@=Yx^6)Vu1pn*uayK_{gyJ4x
zo`5hM^g!N*##aV_H{*FqUn1?nSA!wE<<teG$u42?G%zX2kE*fbp=TITHLt7vN7JMa
zvcauc0uk9QndKX@p|#X;Lq%CQVg~a-Q+R#h=1`$nqf1|UXA&%no-{FXimAw_QRgU&
z<Qy#^rDhC%BQ=?vA-xD!&}B3@wLTU$uz-^D^aZDfix!URt%NN=1w@FL-aY&)7^&a|
zs^xM-Yef0Sz^wu490F#Lau?b64G7d5_{4{1e?><%BS~@1Rpkb(a1pHjFm_V67F5(y
z<w3X6X#qKo%AEmktfGEF-vzKbS}_|=bx|B`?MqFBe_FJ;GC~%L32-@>6@N@yn(zVQ
zw;@v_!707};quKf2#@?7r!Vlq6wm7elc@wIg#8JhDBA}0!G?@TuxpP=MPM=Ic}gGa
zVKSF&kFP~orX7NJfst<^!i&Hn(Xn7C=@;}_CPTDUQFaT(cBj@W3SnSM$-(fY3Oq=B
zwY-Jce?hJb+FXrNKsZ{CM>5A0MZXR$TlL34@#KJFEM)?*(G=0-<B;Q;A@DqWf+AfB
zKE6Lh776MoQefrQMKdvy(}$epd=cwgfmdrwz`+9KF>UcnhFA>0u6Fzn7puaNN=V0W
ztP*xU%b36e_VW&OdWjK><g&p|V6{c@++E-y!8{@bG5UiP*j~IF64>i6=o~z}iEncR
zy99f^62`z5Kx_lW^!8{I@DkwjmS02f$^xbK_&3x+P_scuqB4P7glkX>hDnOT9s@96
z(q{S#0~~vIqJsq`lXD`KfOb-4@54o{^$6aEcVfagZkn+QY9WJxpBh>E!lKSSV6mz}
z>p`^5My@4%Vk?9H9T@r8tkgNg7UcL2Um!efz}JS&cx=OtzB;Tw(zOV^m}ab}j_c=w
zIv>WTq9J|ixCi(M5=vTB2dhIZ*i)bwftrG@z(OsRKtJ6HBJ_S;AwlzXO>flBNG?-R
zC<1N(G38E=ja~#veHku~8!L?ju-YBJK*H5i!=XPxTHzkN_RK+ucL1VWPAkSzdFy*D
zh|)GUF2|N3<|AABQ2+NDJp~EWIBputQIKl4t1zTdwJ?WIV%I`!KOp(wjEMadu*Ek3
zXuws>W5okh0UCsrz)FXtwJscei{Mb{p3_Ib{^&q-Enx0U$FS1-Q$VuL%5Z~j@G+nU
z?rEYm^PFY#OMt6w_#}5EH!b_M;;gh|-#ZCYHi`irvj?^?R1|C$rOzuMYmmcA!1=F3
zGMRq>Lxg-mdW30tM3r?@WR;?H>PBdMwLcK}W}e|l4RAY;V<6x^Km*iHurr$&a3y{m
zR~u;u?9MM>jV;AA7i`=xMVg>2jH#nGf;T$Xyy~)8B+SK&LjKo<Q0kcFWFS%i;H3vj
zl?y~D4LnJX4A%m-?lDzXifFG6X$JHt7Ouhb$vacv6F=mZdLff4`T6MU8FXQ?NTYs4
zQ79+}-&`auqE{V<Uk$LJ$K)OJ0A&mU1L6cbv4??3p7jMgf?lsJOpUfV1M6T9Pa>58
zDNKNC+(hZv)liEyL)HYJ%hLZLcOEH=q%0WJ0I&8qkt#`)7WEcMm8U%sKu`NL`18QO
z`BT|I_;nhDz`$yRL$V-fT-SdTctZw6w}PD>a*bd!AUNV_utew=mSYdW4__L^aO@p-
zpxC`s4q*zDJzo!7nn1DuNcJ;54czO0x}Jvx2KTQYa!FutWk*l~Y}NtFs<RFPt0^xF
z@)7UX7cL+zu_mF-GH`fESJB;A?nPOUVKzLAoe*VQ1){d&6g1>Ng|(3apom|07%n5Q
zvBuXxBU~D=%)yHgkZIw350d>5F6~L`*T}a}meH_>$PHM&Nt!GG(Sq*i7l@xj!-k8B
z|L2;)g(HMFTxgEFXyZ777yU|>0cE-$B@a--&Q!7_Mnvz(0tWtZJlF@S5Z!qT$=mDt
zL#_;&38pjS^)0cY`}weD!?IAdfa`EsK73dA%Ph5zKn(Y4V2Bj3;Eh{A54=@aCPn;?
zPqtB%8jICL_+~}Rf#~g^(OqA>h?MAsXcz$}=D=nV#2ZM6Wd{aClWYm_EIoh;iIn!&
z0IkSgvyjKt$b$r*p{1Dxd>nA)n);FiX`vtnFggI6V0ER9XSoRJy(`P(2~#oikoYT-
zJptgtX=FVnRt*~WM4m_3dP7_Rfa->m&_*!}IB6&^{3?)I1T?=H<Hbdgz*l)Fi_wXw
zQ0Sq`A3_#%KTA(r8hc4hjL84U5UpcT`QO3B>QHwAPd$NEI!9OujT?b@Z@Hvl+G(z1
z)axlV7U?)J{VIOq--ih*8Vd&l=J{0ioIV?SWR9F`VVn_Z>Mxcgi0N%^MW8g!SN?K1
zwpNo6XA2DC6W|ra_BGx@jX>^3h~15y!P+_pNAKJ{R~N6V>qfJF@@z)!mx!VlW@S5v
zD1n~Z%Vp<}eY(z@9Qmt1WzcQVEh?QicxRuf;DSc1`9jROQq<-)uQztyUYGVqcPPI!
zHK;s7iU??v3kq`bFcF*E+I^_Gw^5DzP}%&3^|e10H2>SF;LEjrN=mIdZk491&i1C<
zaiIT?p^(}o#BC9$OJZ*&Pa!wtguQ3yY&twSvhlr_=I$y>%!f?<3qxyTCg$>KH97Mg
z(%V5Cu>d>a9^23%l*Pc+FGcB7*=}DOo9Mku)oC=J2v8XnrD!rAS<>W3sUY3r8}rG~
zlhDgOv-fT`jq8l-uI#U|tbrAqszXL8QV0dss$LY|qjX}B?{~$TOu3tnyBTeCv_oUS
zo?el#Z<CUd_Rl+NC(GWP?f!jjaqfW@O(lLba3wq6L+8kZDiGxEXk{!&cajycS(x^r
z{oCRqf{JE+^`^s-^|sG9*;xj4kyrP9<O7e6fPcuHe7^ynfB5d+ln|8{Iq+&Z9;$gZ
zuPtUsZeeF!E_w4#L7~H0+Wl=zJzS8~$l?}v)q8eWkn46iz)YZsL0K!3HG3DS2m5YJ
znI;{qCI2DBFUM|V@f@|iCYlOVjVZI?kqQql^`;MGx9JZW#W7yylk#aQN<$^yB>~FE
zrI)Jmo8Q`L{q_CffNU2b^%S3UxQ-e<HBF_}B*(zVX;gk2lzO8qLgk_V=OFA8JczIe
z>ESM-o!f@Z{XC{y?|vIRh#8un8~Yh=yUxJJ(rDFfK1p{Bs0|+_79-osqKx1ZZ=q_L
z?uT59l2zU9lkU`Wg#~(H^r1G`rqASEE~PT(0{i{V{GBxc+$iElZ^h*O>*_Cjx8Q@U
zvLbc-JUBywBh&S7M(}<HU%uQcaNMwYO;%mtt@3wyVf*w1-Bazu+bx{46<_c!{%Tq_
zi~U`AVshoE+m+4Dm6OcSj$y+Ed_0x8B!DX+*RS)+(t8FS;%SH&?3~wuz(qgUGBqbd
zy#u?rE@@!Q{ZL!6eOJRA^~y?}+$28po!ggq1<Rd}1P;1vUtQR$6)!~a$a-A5^e*rs
zq<WD`(}UgZ8$L{?&d9EsRo?Vwc}5zf@8Kut@pg{=(muJeG(w}mz(MFd<C&};ueR#K
zsmU4#1W)~?Y?6E#jNzaF{Ui}(J|&MQ1d{13K2ev@1IbZR>STb%!O}957{X5Xu$7sy
z!{tNrf*W5D6Rqp3Zjs+a0!jT%!VoV(<G4x0M&K(N5Oahnw~IO$v&{F03(Lz(2(jcB
z9ERc?kw&-sCG^gQp#A21%_7$>r6=Fpz9Q~I{?VBkjQl7^wAu=uft?op?;yvQ55Nrr
zCn{^Yr@oOK$rKOLHcjU7$&y=)#E$gfgs>E6e9$5NHDL~>^pKHq&!nT2mIO&3>m%BY
zdl){^4Qy6En2>-`4u(INu%Ov<6Y7r`k}cVBt_wv2IK(9n_gbxIz3E5%jGcd`KZra<
zNw;(SBj|xORxfPL$?3hr04^k_Ge9H)$6(q(e6lmM88};Z7V4{WRFL5xVrn_{2qBCY
zoZ+wj#k4C;a9dih&Spfb41WB8mgGOWYQ<u9(qD#x#$G+3#~^ldPrB0unu}an6XHhW
zR^0QwQEo34sD~MyV%4#2hrhYR9e?~#)%0ld%I+%th9&ySKgxEmKGt9L)FO4!<}O4V
zgy@EaSr$Nx{J?X$gR}c?@XLKo{j<ByFIciXN~u!C7bEb-D@nKu<ND&$gy+mMa^8Df
zQJ}wtcHDxDJA>VWBk(rkWnEHs@jQMIMA3S|W23JM2Ka}v5&mZ{9-(0EZkZs|+`h~Y
z_&%_fF@qc;&?)t54~u?k`MBEtrb!_7B2^q$69X6_4ecLtZp&`rJaSR<>^;J+D8i*7
zMN+ww-(aC^>4)3{6RaF+jq9Ibo{me|eYY3M&h)&btB)F3LdVQ}WAc;Hzfm{?04Vk-
zK^pD@&;c^}O~a_@Tz=H29HhUZH)VGg#SCgZLXopRvk5<JG_Ufq?z<*cwFNu0aUoy^
zBVlrc^S~*QVnyh-WeDW~_Q+#Els>E!MKv^aJF!ca^1vvfy4tMcRn^L1KZB#SS-+iW
zPGojE%QrmFO`rVOkoeoinp=;U$r#H~1XWQMNnTJ|6g&V_nmaI4h8@NcD#>oclk*Mz
zsO`Su@R@R+Q^RJ>Os)wpyg-Qst<#P-zpBT3HP)NtqIkL-j1o2{QrYhy9WEOyQn2Iu
zPkEf1;HMk)PZ`3wgU(g`w@Ucz4uxsnY^v&k4+lO@#b7N$YiJ{_xHv7OZjj}yhs}K?
zv-u1VdNA>sU+u=RSu~tFk*{T=8)*_9duH^zcZ8lSkC0btVcS`o#EKdrBO05-#g?^3
z&SRzryy6h=6qy=#s}veN&~QcR@zD;^uZn=Y$qP4*$8_z*`kvXL=!IrQiNzv~0qzPF
zoZiWX*T=q;=^W0o3Pr{F=A&bRHmz4YXVJGfbq_i2+(Ts(_=auLQviDafdk>;7qs4*
znnvS(LCBGy=yzxqrSv^DdlIuQS+krFQ3y{*F_ZY5&OuA<*zbM26JNI4E8Q{I9j~_J
z5Cm=EA@%+u1velu1#l{9cWk4xZ0$AFfaN#ePviodF{Ssj1wN#=E$7N=*97!eiH(Pp
z*FMVce1xW@lcn*8pbF%o&OBl(Kw`im3}Pox>*6M#<oVrga9o;SqL)@PgxbOLpT~Z#
zsTeZA!AaFF>&GfO)HWg?e5i}8yJC57ir!swtqa6^P(Gjh3P#A-`eHtOx1^zG$xpx1
z=z;b?2iuvl|HGo0V#ARhqU_s&lfR69vYd6(SQQ*EvEOvyjC;(2S_t`)5WunDs!{Mt
zX=5Y@@KWB<2_ENkK(5c%ckOQ3qb%)czpM&^^K_c?<e0nr@6lKe-gN;Lx1n{P@>S!Z
z+VU2i+^H0IWw6scNIWIOO%wHDs{w>~jPSWk3-z_vHX00PoyeJ`5^Qgk@SxOP;Ub3W
ze$~wSZDZ9hM~52r`d-zz)+@`McUjMGTb_9H7_?OIe#mK&&44mIzK7t%a|#rT9X(8*
zm&xpNFO*K97t8t4<vZ;HH$Lq9cxF?+IeUt%Hem1PKhTomU2bf;-Xxume8AwXt^&#g
z$k#n2LKBj=Ok<@sZkMb{c{a(*Yt_16BgXcMD(eZAy?SOHDL+qzY#X6>X{;%yfH_K+
z^$A;<y4<R(HQ`*e^qzh+;7iI!@Ivuh0Cbb3jlsQnvkpZO*Dl(-7rI!q3l@7kyK8n^
z?V{5r_Y8fcTu*g~NaxB^UMTCWjW<7?jCGsF^43*|2@@DkCQ_u#0G2B7j|Lv^#6Y@p
zK0l6!8Sdbgw?>*jGv-I>Mih<?{0%n(E3@{RnTKkosy)w;D_$Q;PI(PhL<9ypi_s*h
z83;-MbjD(Poy)%7BzyDL7+Sp3QZH9#cs>P=zP9`xP{Ru3$0*#hPWfj&9MR2Ri~_Ju
zfUjYJ-YyECoEB-*&EUeRuQx?=w0X&Hf+UyrA@iU?fnqHE2>aseU$PF|98}hL{XQ~4
z!mqjpg{~{vZXZ^=NX~qZ6#eQ3RV_0L(FmyJFC@DXAm9nIWiqF-Ja6wpcPMFima0lH
z#(h}G8&u6sj>fQT!oN#Z_jzj#i<E9E7c>(?sGA|?5*@A{5YcZBExNM(*#;Bq9_7JJ
zqYqsduqZplw>3R};uAU@n-4y`vGQ*C8ZPv3gWc{T(_IdSWKVAvp5&a*S_fQOjI9_C
zBDzYlG=T!mA$g>*=&?d}HbuWrDxx}$N4Sh9HZ5Ke#h#59Ko2Mf^qR6Ot~Ix0x`(Ha
zngI)oa0aAx3t$*W-y^6-o#+#Ins<|%dn2;&=%{lQjo#xp&4~l2TMooQp^+muGPp4_
z7^N|s+nwl!+WltPQu$$kY(6rgknC?zo-Gr_HzM#^j260*iZmg8=(_*eVL~q)vV6P%
zd-Sg6P}O}IOE#xFGqj#H_`a+xPMRZZj4T*a6pCYH47P{SJ%|oM)(R@E@?g;75}{T6
zybD9a$(L5Zrs`PyZ|Ntu<vJWN+BKgmrax}m@~|kgtE?gCsAIDsUy9|e0RV&K4Nm2w
z-w*A8EyJ57obwm8TdE0Py3biu9~q$N@V|D>Z<)`lZWo;m)Zt$+MU&YnHU>w=_HJy^
zHg!?Ep*s#l%7uCsGX>~$i&9{2!FwAo&UTp2*{zm@M%a}jRkJ*q3U0T15IfyfpVfYi
zva=d>*xCEr!ul_oULo7YYVHB-cKZUjks?4<GRGjHY*`OWi6%Aui$vdF)0cdV8Ro!=
z{b_;la7$3_^oon-hL<fCQy*@uqCNX*m-j)<scY@VN@JL9GoWY9RUBK7jK&JKmQSI+
z+OH7|4jU(YV(Re#T>qnz@?!rL{VnlES%o&?i-ZS(RvPav*8J}NyJ+yE=Y%1JtFU|!
z;4+n=f)cI&1ao00FoDq}FRDUKAkN4vopJ`I<h#*^(igf0UNK$wBW2*p9we<jz87Ex
zOSkAvK;5*clG)|?HGi?FT#meG78B|9=`3|ZY9EX6v`vA$g>KjvJd4Lfje@<wy7h|B
zJ*%TOkEj*}m-HOZ`t5h^yUgJ#$0jVB1ekE@3((sGEWR~DfZ~y@tC6^$mp;7SfdA{w
z+m{Q$e4aUTOzv>)o9D+LZ?j$#m?fVViip!AZQT}f{5KK)oZ({Z9cbJMn5U>^40#^f
zL}fPB!xa>sQtJuwUz5(&Lv4AM15Pe({r%XU79Mt0OEOEhx(^D#KWBE=-0qqC4O-Lx
z%1-r2?Z*o!SCOp)fGiKGY%uE@bAO%=p8z~(p#M1Ty489w9m=%l2@K7m-p|f|kTB*{
z)$J29_qe5XoV??d`l_&}8!L9Kf0S?jYh#oz5bd3L4Dik=%qk{AqyQ|qd+dV2+ph_q
z4Tzn(J;0q&DEnjG=DWwX&~`F_GmEp?C!ZIBIdp|kN8h<~*DlgeYEzR+3tQ7bbmtun
z5a~2F7Gi-IVjLoRJ<R_;yML~!vmqi(c8NAVGu#{(`lNr<e-c2+UytsI(rLc;!t<Hj
zcV(Ft3Y40mD?wciY!<997Qm?s(dFPH_fUrr?G-op=D8}f*@>qjj#gn8g7^y-Mcs3=
ziBrlO5l?@}Z6lirW4Ao{A?N)*;9WuTjdNaR@e6nbuvb|48{pYr1?h{F_ATQF((0Zi
z!!7<1KDgC4y8tEra)`o;EHFFNOlqz%a#w1f*jZga;<=K@Dgy{EM<2fL&S+E=tpz;Q
zD%c5H0;`oAa~?R6bAV=H_c$G$VU*X$=kY_|3`<#XY$rH<>vCA_f1O4lpDqnF76vi+
zB4xM@duWdQ+QL*V(%4@tO#o+#ke^eW7nk(R6)lC9xB!Uh>F*o5^rSSm?1h|GcsLis
zzcL!-*Uvlpn(H*qEoimwvR)Z|qRME*(Q6D4$n;!lcTH9?%g=T&yU=9_d#nIgV0UR`
zyy|2zO18M}rb$ie8*h`>_(BYeZjx9^tT(8+eA?{oAEfBBEL`=gKW#K$dDQPNFJ|9+
zT2i*5Q8g8L(C%YKFvq20{D_gsQm*)GDl#}>rN)Tbg^hyn%x`Q=vX$KBP<Idg2j88!
zr@!p{<G9?$=09JRPXGC{`YOHOruSa^d+^ikC!vPwr}@E&S8+#ozIb99yz1DoXy+Do
zva5x11#-a1`BuffG;#QeZ711@PrOtE8A-Ujik@Q5NuwiOtw}E*__*keet2ZF7N@fQ
zj+NZ0|8)TF|2!Z=-g>iaj8G^A3^~|od3&%e!LU<HBtWcqKt+9{z93QSk-QZEI1YjI
zFk&;3xuhsw@}I=r7Tkb1_{m5~loXK|&Z+ko!hrjYT~HcFGirr&k`yq;_!*E8`U)My
zB<TwenMtW*gcg2O1Z;H;F2Eu~^I^+0>XgtbY9$$JAtL&8r#M@{P23bn!P%jtGYBp?
zyRj!5szh=RrvNsWaU5$Kx>@Egs{|?c^dM9<@KoKyKZBSB9RAZP(>>$gh??}g2MTrx
z`K&8{!zgpQECf4+MFLW<B>>J5p*xWq0SUJ}&((tts6skOq^d!0V5d;TDAjpehagl;
zZkdtl3g)5{WVo4a$Z>TX&}I5^G@>LCAgw@}=n;aqewie|Ns9=ZrRUX^kb~3W)&(>9
z|3pZX31fl!nL7dlyg)+O0b2^X<e}4ZIrE#70EWq%L3|M_j0&U)$fY6B1Me$j!pEM0
zY#%heyTk&(igzF<!4Nw$l91!8!JT;6z;|(<iQF@Q+kHMQCKwBgV5C39rtpdQ6;O*M
z*fmnDn1=jMR75ygh*;uG-vBwf$TW~GkME|AyO)7X3?P+x43MJOsVM%AOeQ=0Kd$e_
zbG_ArC`GK$5%3t_863k1?Rtn`ft3aOvoS}I<EBQEHq57ahRhFGF%LH}JsLTJFFeZQ
z#FKOJC%K?{fdjF>0p%w@U)~(V2B-oYU~4`GiR6cYGJ;3d#2yghVGCe2f&dtCF&_uc
zCm^i_s|dB6)?fA)IgzV@sjbeJbo`S%uV?T!CCGZDMbnI*Kmx}bUI2uq^&`x51(LTP
zoC!y@OcuUaHmMLBJa#-;0R%j5>Jj-39U=u=5Wo|pPN5!j@mJRT%ae~fga%QHj`K#+
zM>GJ3+JJ*mS;FB(Tjr31z_1@4@fU3;{*&LFHvCRU@b(TuWsLUn5~vXxH3>kfnV%iO
z90g0000HKiuK8yWB%oDr)PU$&QP~VBF1gbLDPen*p++n_nT>$1n(D!T$8iGy%$-&k
zDuItz5M<z&HIxwopMv1G`Q+oN<EjN<ZNN~0o#5<2Y%hx-8LvjRh$;a<dYl2x;io*j
z?nRG-`|ZM|(2?WX2uY5Jetr~Djs&oQUjo%#24IGF5JI+y4}u`rY7z0dCX|a54}oy<
z)AAxN7t#NR%M<m|>(i}(T1R)m`Rf#=QC6@J4(4Eim0<ROlnv>jG%<7^lFL_?Fh%t0
z$iqO{?JVI6ZJuFQ0<3EM7BSanezr>}fz5!=$cCL3LgJ8gcZhxqzFL#a6-YzRgA|su
zXp*x5A^|BR%}U!mW8huY8@R|h1KIhII%G6LECNZ_8P2*Na&OATAmuZO_*Eu^{^rN?
ztBl}RQ!He1&UUFw<R|PL6fzlxYCs5=K7bEvlNL3DLB)DTebmed#s72_cN_jm1YdkE
z4KPorBXF6op(?<ThYu44IbszaY7Nw!^kO*#n|5M{Q-<-=xYmeXzRZ3QD=lA?ZR82!
zE6B27pO|_AZv%q=1t5RI|BlcjZVI<|=!>>D_aROREnzEPQ@H$xoTEFVfxs6-60)>0
zC~E`I1~*`HNl-7{2+XFACctcvKF6RPi-2TkD!!DV2!@I^V6N#5V;yx|&mYKaz8L+S
zg@|09C(u))3W_Kga5YHG+isL@57)RQ&n%dZ*k1&+<Pl*GFI!V3-$><YKmuhEn(9O4
z?fC=))6rS<F%lTf9aDd29d3*whn0o)AUjcME45M2ftm+@$f4L+D=AV!!}8g(Rgp9Q
z;i7MnMC0`~q`+HzkO~^Xm4Tdo1c{4GzQ1Uleiv>UABW^A^n#2x$l|t(DbfdN)1@wm
zyO`oosvuOFlm=E^gp>sWi|P#Q#m-s0EC4luH378-NbThnq1D8916%D;0)E*mEn17>
zUiQ})=tLKD6~V3Yw)IhmvE!vv&#=4=F)}VDmWzNbRVb2H>9Z<cD|})DRHIuFJKuFQ
zmOCxBSuhs>^8Kzql1+s_>*jOu(s%$HwE_`fRX2wLa|LpIXFZUQpmArwTIqfva=*+J
zEFV*#IfYOHsbc{P`M78~v4k&D6pIjFoRI(NDmouAqL1nv#d3N?uvfRMvNXo8CSQbp
zF6@A<1mHOmFqzp<%MmsUN)5w50#Ap9#M7nBZsAOLW>Ad|RkI1?rT#;7i%tfvW5)t4
zSR{K0!(dV?Ttj_Bwna#_SV`9_g{9`(Sz?g-%LiYfC&NuJHZFopLtc~>85Gt);xPuT
z#)FHng__0ZMlJSAW8e$<Jn3gKAkg)w!^jqT7j>BgNAQ<jP~^n_*V|VHwe`MfV=Zm5
z7B6narMP=>cL^?qKygy6NNItVBE^eCaY@h+oZ{{fN^mdkF8iMTcK<WGJG<}4{ct8T
zNhUexd2YY2=elzNizPRAzjhZLND1J06ykv8S-R2rwm<@u(c(U|b>EQF{@1+q^6+ch
z@vSo;ocnjXzg%y)EQsDJ+CJ<njXyZ#T?s!Z;_>WApAlIcw4HDR{{g7`Kr>@|+sSKi
zunv%^rCkF4IPU%7eeZ)oIL}oZV-eYfl+s7Q7fSs#xN#4VPDkk=w;b43FYWO;paXw9
z;*_$tr-6?kR&5_KQ>Y)V@83)PI1*mcy1B62*1ej%*VwxEN1O<feQdo6{@dnKP3g(r
z0k$8Y%&%aU#yA&qc(^=~ayZ7m3zYra4Nvco-h~DKZHAA2kzU&&xD1ARFTMbt-0NWn
zK-rxi2e-#1<2)!z1Fi7BwsjIPa2J3}k*#=koDFbu#a=G9AbGAInFh}Y0Q%+J(d+<h
zSc~obB}_uP2eNTHb>@&(anpShc_|$ZSj}SKdk=4$d4rKWQ$`JUyntXq<sTY~P6ekU
z0qa?Pc<JB9SoJ?=k!L<JZR?oW_Yg|}z(h*~6z2E0?jf)bEXS5P$FwIru~$E`{%hLU
zYH`#H0P26vOi8`G1&kVih8|tjyN)Bclm<?%Wj}9Q16;u_U>Hn~|2Dz*vJYuDEC&CF
z%+W6x=z;SSMA9-&-@O8AW@^Ega{#+lh5dB!+9JUzs@b{2@&pU<7wT}vegTv$C4pE$
zvTP)~*J$Qk>{uF)Kx>?q?`rTKGIJj&d@7i}vUL5V^KWyYV2$S-z_6Sx4I$kkg4Y=d
zZUMakDox?{xa`4w9oYaZAY0Lw>_Gt(e7OYtrC`c2$AiQ>X&`l@H_dtk$dBRDJ)mM^
z(e`($z-m$w+yE5_qtuHSAQa%eZkxJZ(*@rCA9B4>2+tLO>uN-t3jVRg1Dr-t@Ql!d
zVhj6HM^MCLoU3U`+RcElrMt)!0K?Ok=}QI}2`*Y-6!*|fD<I5$B|d;C00o?nzP%4}
z<AAfKzZ>?uvRvyOTa-SSmhSQp1JDu$H^Kn+EQlKLWI*FP4gjhkQ~t&!|1H(?wtXP?
z&$!}Q9vx5l3n-)k8sY(f@Lsq5_4kPYF~ydpvhV+x-DP2eZ^Bvbk<yI0M{RduK<Jzv
zta`&D2ds?l;9t*UdOg<x*iAB^*X450@h21KK|zh@Z?zKF@;E!U?XF$v&N6rXFTjOA
z5O^Z8YXbmTy9DU&e;{j1|M!nzjg}osQeZgGQMTN;0&y(UzX;4uX=7Pv@zNjK7=Yg@
z+t@!p1EjSxHXKlE%edgZ=@aA*Dy!XV>H$+Ih^gY<4~XJ-*smRyDIHb;P09e$v%=z%
zdH_)iOg|(3=K`h^CV%%P{$~>QKc^QB%$2n2rr*7)Zq_(beZBMa<(8y^>Ccaas|N^H
z(?1u6?~mKD6l|mAisv=aO8tvI*SgqGA3~#|$|`N-MDFlh#`XGXdVr{xZ&TMtgiQ+1
zmqy)nB4h0#i}udhR{e-9qSo)_UU{03{cn||SlX|!<jA5!4nA95k1O*?VG4z$=^S`6
z!#J*$t7KVb)0Op#`0OJ1>;g=CNGsYCY`Vu<KwjJg?cH|*B_H%Y#cp51nsYs=MNl?A
z+yexCje*jgDAyleV03we!xBs6)X%T4IJ}&#*%Kl+wB*V3j$m<R9Y>3EFJH`gQ1)#d
z!QN|qYJHmQCBE%yC;2c2#A4<f#A^rJ&y!U8O<M59CRcnum#a|*il+EjE{Ov03hs2L
zDkd9#I2xMW8HsD8CR<ajw2Mx+QtB*KR>9F+$4zZ@zn|5FKt;=FMkmXWpd8Pq#i!x+
zNdgG`BD(9t2f>AL{mfcfb~w{i{+wgaWHVPj*s$$w4T6ny_4lF{%dXziAJd=$40*^?
zZ~5=SFNVQ7+ACy@w1~3d;i1DF53=B=5|kefPPb!*_8Z!Q)>uwUYJs5gfoNhqQcXiN
z?x(2ymT2#;c{GX9#KKbp=7QlsRS&S?caUJSM;ws@qsO6%@B{Xkpok$ynUJ^PJob;y
z?2$%xc7294@H;`%pDp?4BGOlSSx;_dvv1k%I{T#^gO8z5{$DqbzuO2Iy1e|d!OuuV
z+cl%0px?3qc4D2*;2GHW3<E&d0hGNG3Q1FWcwKfB8?c}kzI^*hg_G2gQ3Ol%5Ab;%
zRW>E7i<*s%)(8TZqi^lW@n7jDsf}?lw;CSc6WceBGYd^$!Si1+$f-tmokPV~!D=3*
zaAH5A_j^`OS-4~8sZj`IxDs1s93#Fo=Akjck;AV8Sr@i`YUv3;v|4|rUA`wS9Rah6
z|K8Y>qPcR@XauE$NLBQo6QuQ4tbtq#Oj^=SYaRNnLz|+_e<nmGG%1Kp)0{Xk1|N-f
zG-ed4K_xRI_knGT9VwZ+qdhW!eaPgRVUgYiqBqln;=*k9>Q_@4+5G;gbz-F1MWjNN
ziJWNCyb^j40{rd9eBE9jbV$<s`b9+rCmrpQZpZKUa3yY62d~fB%a@@rd&0qjCJ}P%
z(ct5<<Y3%pHY;+__FmH$mdg>Kt9@qB=4bNRX)3B=jXB%1WD*(~#_BHS>73Dc1zvHU
zWXsli%NK8XImD;Ze`xMP9Is~G(_&nh$6T@Lu6E?s{%j>Y@fw@)p8l^2;PG@&a7V?z
ziY|##mVMXPD{_;z@H3-j<E^^W2wQOz^IInx+DW+bIQKGlv1gtK`CZwM`YYMxrb1hx
z<UJDv?Na^LDQqWFN0s{zwMqR6BDZVyj`;}kQO~WAZ{KR|^1$zIw*)=`<(y7_G7!Fd
zN@V1iTfp+3X5vFLVr)y07UL?|zyLHT<X&zZbQ~f5v0VR3c=>Z`fjL`eooCQLI<^n!
zSecSclFFcoc*aK2#}CrBR4Q(72dZox4$0TrpzkyaQKPYZd>)ethJT7L-1qd$08(d`
zqSS8lJC>us%exO?*nBb&9<61Mq`Mp?wAaP^ecz6OMmdan^=_HBkQ6L-T);&et}|~_
zFZ^GHh2_6T9wkNchEaa~Roa*xCJ=3%=R9XiAN9Q6lQ+A-MMtNfrqf`j$81OQ{=nVy
z1Le`1BAx=#E$QPUz$BQaIdm@J{W;~VGvuNyeTOyB8{0LbqoC(wXxEd!R&E}t2Nv?0
zO;=%LCgeqU!2C~FQo`I0a4#tW1U{o@i$<Ko8Y5NNxwoC9optA%NB+ZVHA$F)LKlLA
z{@NVo%oQky>g<KMXF8G1-THEnV1)vqswL^qXq9dgN!)0qPBFtW;wlSJib~McqGB-n
z=H`{;a_ZJ;{=|G6)xVn+O^%e6G3x(hw#>7ZH0|G#OSgL6JLi8>tqDho`>rvFOtDAz
zhOqAwXXyDj2BC`BWBIE^&9zoW!y$f!X&2r3elccWjU7&;rqgNLN3nVt`Wp4Z^}hf6
zzHJas)_r+p=n3ve*b=E9B}eCV9Gig1$LG8-*4NJt4J*9W@Z=`<5U*3d(e2MGsgD0F
z=-}}dwkS&x=5H(MTKFqRXR)t(e(a52#%8TaL#29GEI)hCL_@td<tg0&6We~bTl2H@
z#yA@+<?6hnhnRqJ{q$XpDs9uLM;aW43Q#Nlo|{MU_b7{;l6y*1{BbPSUoD^bUGVRg
zi~q>09nWJclkIM3>mS1vE&MBsc0vwETquh1&~mY={Z7L>(O_`VFgd@ce0lC0e87mp
zpkR!_aS-F#{i+DeaBGG3lbg^r%C>GXyUpX?8SyhwH>Q2xVQ?@IpMu~s4NhI0-8VIe
z{W`7WUtQAxc!=L7IbS%7JX5Hz6He&AK|+a9oAXZPQ-2MY^-k9FaY%|%E1ZvyP3J4Q
z#}&nv<?`sqCCb_&5n#k{1V9;aSezTs^vu9PAdkg6Mt5+fH(cQMOHo~=T|7_y2c*dU
zE@(}?mUPr@Bb%!oSD5D9Gg6aXbI%p7;>PR=L`rzgJSAfA=})3MwL#Yrw3*t7EAi!Y
z-5xHk8Ng)$brT;2k=xQf-4ao?)E4zY0)lOn^<yN)5A$r_EH<}VYH1xKvezm2>6Dv{
z47J6@7r;38i)o(Wp#ygWE%qIW_rN6BwObMUa6Z@+?r_xE@%~YCYsP>vTJVRhn;B~b
z&}GsO#qu?7?}gi>$LUU$`EvYK|M<p_0Y|%?VxLbnylh69x>BT^akq|PrID&^P7xI6
zwm~L>!Th1LkDKxFgR8Rvx^lpR2dEucMC3_C+d7V?qT!{IuM?C&Z`fK4QhCcnn1Al2
zrU&P2qcR(TQDweU2bdmIGyIUF*!Gla@zFwY{tU$7yxjxjua{9+z?)8wWprJLp_u`8
zle1<W9Md2w-3F*ZDSYDHUjOSiMvT~-%oRFs;*-lQ{@rZBX|Wu|s)?Ix!NjdV@h3|3
z4$p?*Q`S?m$H99=rv!Qz|7;a&5iP`2469VrlBi+W<O-(~`J7YeLcO?%&aXTe>Y`Qz
z(k!i}r}y`CS|Fi{o1XK`bc&ftn6!;*xiVUzmT731G#PC0y4?Z>EB~y!Qd%BVF;w>M
zHMBrK{l~|!Lb>;?158f67M2=Pt#iOA`=2P3oGuAd*u0kMH@&0QgmNVci@8)%KGo=T
zs|S)Q1tq2cJfqTrk^IBOEo>ej7#bQHEok8M44$B^*fKSB=*-6bbE?FZ^iA<NlsMIR
zO<K>~fW)P)ydN+uby*uM6Xol*0l+v1v*&~LGm-&ElO2tpJ3yI|nZHm3e;r}t4m+{F
z`2;Pz#Mw)nipmmOf(W<A_^b%uE8(9N`E#~}1Ex^zs(Zi5`@G}BU&~dapr0b#U7V-u
zVW>U;%$F{7iW^9ACo?f}zFW5oA{iPz3TQXt`}%5PzH<2=C2DG9joi5M#@2Q5MCA6M
zK5!l-B`&_B@Zwl|d75#2J)`25Z(=%IP_9D~_L#(nhW(s4LqGHPJyg@e!ol{(bP(;8
zmuZ$tMR}T1oLm)QWgo4)uCLp#R@$S?p-T$MbXlf9gmQLo`>-X4y}k8JIp{U>w_F_p
zfEZZzUor4wqc0ys3w?{!9)_ov`B8_2@9>Q_sYPi`fjZ!d$`#SWM;@T8OYk80M?g;_
zM^u{NgV0f17+kglEQI%HOrGYHUwFX(NDB^0)KO^)`4<hyf2RWZ2SmB`-3+wTqXMyf
zuHx(sYlo(=ZCD+N?Di0>Sw!d`c&Fp^E_r~7qjwb0tgkdLOb#lbx@Su!vNiqn98n3G
zgNISiN>*{&2)A#_R7g6Qldrl$U-$4_R*MBkLyp=>nr%dE^<~Fci>f(F4ADxKKgm$J
zh1w(C@TP~6KU0K4ckIwu*FUvmQ?p-2L2$m|fTX$CQGlx+{PsP!IUl7g{R8tDI;Y0r
z{6yWbvRo&b+d%21q=tGQtjS!SK#mo2U~SqofTL_1vaNC7R6W~8=9sE9FRp|Q@qfo(
zIcZz}!}>G*e83uW#N^(3>MLi*p|6)9H`QeKaFq6P;%^@`ahniPUx~LW;hVc!$#_D`
zAMwViyv7iP&dwUs2|CSFbPAL%uk>*V76-ydcg-v^SG5Rw3+KTBg5piD)r0g<%8SO^
zh_E%1s%1525&Eh8>iFZlWcS}qU*l3XFfr-uv>%malRODR^*b>3Vs*??KKQF;xX{K(
zi)Aa#aKjE4J9VmWxyE8gwDIMcJu>b!JS-R*Cn=3vs^KkD`&)$9@tq_!jo710<Q5Hw
zphdhi)anD6B2aPjOulx|2b1n;T*rn|kR!%LLCKDf*jb}yCa2J%x(dfI3)8^}8uq7&
z+;2M5XDt>z6Azn|zblwdKCwRQbJujo*5nZHy7A7UKjuvP;O6YcRg1&qsaoV6R`aX<
zWe-3nJ7Hft32$Ma-23KMM%l)^7Hp^y<=Hy_4DAq}X-Z9`5r5;m5zoZv{?#)GKCE?2
zND@HHqT1@+kn&a){|8HqpM;To#g1CRb{6>4D45AuS7ME`7xNrO!|}H67%!*wYwa2)
ze8}Auj~H4T!#j53JB;SDr5o+-RiZ)_*H!h>gvvS*J>$i$+3(}<JTEa*lRu*u4MZbR
z>hDXw-Oj$efGWd9AheHy!RDQ}spUh}J<?5xI5PnuVNx>EOP}~1(y#6qbBj-tn)4+-
zi%{_d4}?e(y_u#os0Q18?iA1!;Oo7gA@93)rnuCf;f4q72C{;}s@PvLNerllpIw#(
zy-;4QYzd>z=e6jI<;X}Sx8>AovD%q*(pZ&L+*J)9-6xgR&dcQ+BFBsymCe?iLN6=2
zD&7&xN_8q(ALPkEXbUe!$I15Y8lIb5?97?ND?{ECkJX-tXV_sz=PgzW+_UXTKx`%V
zyU2WM<mnt_!((xlvLYl5VkzbZOLq(#&2Sv6ueroj-1FBzMVEz&ZiX;MbcqeLJCvz0
z;embl6uA_I={(Uydp!Bgh2Uk;%!>?_wUeVPNx05;8lfIH6sMW|vMHU1Mb17nDp{NQ
zT2-$_V?EHm^G`V>?3))w7lh)yWXVEpT5`+uT`UDLemcb`xE4UiP22j)ndh8-PxIT9
zZhrHnNv1wTgw99}uS3g$dH_Rbjga*)l;1)d6`t$mW9!D5)-s*h_o2r@m+2XQRM_^e
z1=Ouh{7Ky#9Ygvrw;y8?(fd`72{GN?U)%^49=by7$rI6JMx}*S7smt(XE+~q8qcGs
zOFj5LHZh7?_>r{l`ft=h@lM<G7flxxh{|CxBm>Lq&y_UcbG}B}0r#YMNKep{pV3A`
zqKiT?j+o+l#~I0F!WfcLDlV((d#!HwLQH5<sSL1fip4ykqWjD;6L}ZU<Cl3SX4Q#U
znDH`Oac0SNDDT!+O*Mhy+F;@9bW)kBzWYp1Q7akgkg{xo&8(YE&|u%8eLanxiezW_
zv)rm$s{n$55HYvsPQu6<6BF<t8On9Gqq*o=uA+vm*;U=8MrA8vY9$6wll-!?c7xgM
z<M&{Ssx|R%j&CQ!P~96gezM=!aKARlNCDGF&zo?f<vXjK8l&%_^LCtHU9nvUn(tR0
z1knFn8Y#}HryaVk5p!`bnQ?oV70*D*;FWbDC<QMcBD0sm_Bwp8#USfOYQ?HnW3U1P
ztb&?K?4oBHeg#Dl`x3IHWHrqQMC9U=b>Hb~3MK6!UkR&tJT!mo2#9#5;>3#U^rP<D
zeau=1_AWF}X|X=Ulwb>_C~M>bhnz8WRiFK343aJ(u2;2T8KILu`mW>&DFP4w3cH^f
z?K*-5SwHvNYD%MfKHIjgG3#pX^yJ5PQp(>Bt>|}-nD8;U+O?oFltbIGAo)qMj(|Bi
zp&~)<YQapimh;NB%UT1XA#t>WJn==g{IIPr`>X&|_f|DhnVUfw=~ml4qQd0DBB>~C
zikxv{NYSnv&+2y#nxs^{{erHejCJovjGpbXR@;Ca4w-NZy>@Jm#El+O)RN@zF`W*N
zbBupt0k;3HKn$MF*up%6F)G(LOt?L698+UXhissFH<b(G)K+|N(zfsHUYyl4urX?J
zbrdvw?Wk6kZO1wiAA9WY+osn*H0Y9-%{-LUbPB?a5~V|*!F=4<6p+|h6}cm^m(0ts
zH5N7VL!-cnSL1`gY{jGKrWeHrsXm&&>|?dmjq<nmi5!zFTnns)c5L-#-$w!RBI+n1
zTLDjVws=DXK2Y&}es^5xk(C|o@+WO|S1jgdWnYEMlh0jBw`vJ#8xp($fqB~u7pEFz
zq$#QI(|!{wiEQ{W9itkxaJat=2YTg!`Ux_2Cd<0U?|zG{L?A=hEUwaSUP26`>0h9R
z>c&glepJ!9N-YU*>usB6mEgCLrW6n3jb>wNR`-6a0aLk4qwYCU+9qLwTs|gE4U@==
z3CcX|1I<|-xlc>QTR9|SR|<EM#QScAATtF|J#L4OQ_CJv-&rx8K}bq9kZ*3tD8#dy
zKFXU37no8QC;Ub5o{za{+PloITGP(=)mwX-dOE$kw^(t%WpQ=kckzhXEH(_j=X|{^
zF-bifPM1g`C!Z9bgg+OseuxX_K=(z)>t*jg0rc(0<Pw_n{MMYYVFAb7$Ttl(1aL2+
z4{zl0@{uU!0w%AKxC6&2JF2s-3b?lztb{ZvH?XFkkNbtL#5t!7<~d2neY$QNa^Uyx
zz!>MJx|^#@BYKn#{g%Bi4`pa#?I9O)A~0OO_D$St&nUio1<%VMf%+H+(ni}sB25?T
z?-`HNnXGQ@DE`z2DnQJc7q7K*lDuj!+8J+*(w*W8y3cA*CiCTli-IjpTpeK`XqVeF
zMcF=yF>J`sU9wA~Q}9hezTu@u4>JZCXTj56y%;YYr!2Y_#8hF;WG%AE8Df-;jrI5?
zntv8NeFX>9gy(uPXBZEPR{mA}bfGh7R|KcG6`a<45qGRH)QCX~mn96$7yn3=O3TU!
zb0_deoB7mjI1>;4_O7XQmgCLNynup!-IF`^3q&b3bN^doQ?Ol}btLbd<^sp(@#TPQ
z;%$nSJqFT7A6~(RE>96dY>xgBY}4Il%Z=8^%39Y`4KXFRs?emwEil$u&a)IL=Bd_k
z_c~J>HIi&H^#fVG5M@gXJa0o`aIm$T&vORRJVI{&<*1qON_kh+lc469Q|&Zmi7JUB
zC5G^Lsm}?Mb<)qyq4fJ3<K>IvLZDi98%u>=V)P{8C@w<>H4x?8w0wB{;_Cr|sW?+H
zO}KNp;wIi8lLO(KHQa0+vp1-M!|-(%sZO1mv{~}K$I}~j{Ua|E*IK-Th`x>78WwTw
z2@4y6-ejpJ8Q^5#6~!S#xE8LOWGb8ECwBEiIlhe02(d7p75-V|9*1l%;^1`qCH?RV
z?6b%ZFf@uZQV8EOf7zU=p@c{LR<3jWSARE8$a<X+QJDnuIgBYOw6HT=beYCOh8n-D
z+|&`dD>xa~ysv=yDmJIwV=YrK-CNsS<z2IyXR$<mY#!BdWOn!auYv_FOLMlhX%q5H
zT6BH=<l9T1%rwdbDu?sB%epuZGt*YK;NIfdhc31u{HPE~p`C}tk@kwW-#MS<A_8cV
zvI~6EIt?0x##17f@jBQP$zyeNozhH!aSY{H?T@=~=(m&TKHV5XE@Dv0nV4FBE~HTG
zVd^0Xv?cYk9J~do8*0^l?&Z<s^^aN2gajw$*LPZl?HA=uuj{O0^dUh(I)~ljofIE#
zEF)ar9oVb9jS{-lj8Y@&-7?#($Z;xR>MyjI^&{}QsG{oRjNg*<6d83w+ZKp@4str_
zf2JTn)FVt@XeP8|Ss<)`Oae=F=V~s2xhgNL|H}PAV4+-^hM!%Gr>LQ3&<Ic7&OI^U
zN_ke2aoWEnn7ztIt2{%gT{GoESKkn=YYcl{-*G1KBBm%ohT<kTl8eW6VgeM9F1mDY
zYE}$1Xw->JO=Ak|^HG##x1SLq&vDw+(>Cc5t&M;|8FqRYPO@hn=hBWotUVVMB_H<o
zZ#0%l=i9O2cTyT*`s0X65&Xr1JQU>pF!l9rYqo(;?nqM$LDI~#57N5zA1a*c-Slgz
zJ0EthOH&t4%gPoEn<t~NkJ=abN_W3*YfXORwQZib?NH_$^hO0^cK(-)$FFBfrfB_A
zVw1*uh|rx)Pv3B+M*{#20`3{Kg<tQJVKtf1ZRmO#2QFXb4nd218U()An4MkZoUFSf
zPc}Qw^d*efL6X0J)Wh5@oU3)PXe8P_VZ_zWIb5ORI)XBUCJ}8xsoVd3x-W9#I>xp)
zt*_yQ!|hUmg}KFqTDpjB!qBZLf7jqx7+Ut0u_ul>PghE`RPI}@!w|om6w1y=n4hwK
zP;;<!BHvH=R^vqTXd6ztAa(0tVJ0}SE29RhA>ud-HWNK3I4Z{1lNbgvfAShGR%>#O
z!!tenzhh<E#9b(P4oEamR$>bpb-ULJe_xv0A+19&GrAgXC3&+*<z-yL+~mlFeMr+@
z9ppJ&fY=Q3jPvLk<de`(KTU*4G9MgJQmSyfQZea7)zD0j0>lnB1S5^4<ztZ3&m1*0
zZT|4{CJ~-9=X6l&XI|wz@30V@&?oD+k?XF4l1?M9R3ub#uGLpxukwKsK90AUqV4US
z<2dh<w1moxy=L(#6nilEB;BR;OdhM6yUL9|TIF{t(^};k)aj3*;Z4vtl4jwj67pUz
zF)_&FRkn6CJRj&PCmE|+vsI@#xloSTBVRL3DCyRhsSa}Rixg*S7lNkd!3Y&GZp{4$
zLPd9{*0R-TaivDmOWci)hy<(A<RV~3a>a(Bw<wpTN*%}~H<5|8+=lM77Se5X6{{G!
ztDB}%-flOe%}K`Fw@e!4Q0Na4K=<$LuA7;OlR^5t-xlp6QV(G&x=+aNf$sWurCB4w
zQPVJ2nA(#(>WirOU`(@-I85`Mi#i0we%KI&*|&8C0{me_RK`lZWSLi&n&V6wK+M5a
zyS+I`T$N#MAnWe?M*&T)_4OC9PlAT)(IN`Xt}fwIKPKZ`+EPQKni`vH{%8vETgBd-
zmx5c3XE(uL2-#p<Jnz;3(2-8aZuTnq$OLda?^fH9ae~`)*%e_--Y029^^k}j#uCZH
z6gkZ$&=b&<$d|9_j%BsxA)T^iiefH>I19(EIKGXP$F0g<@ra5=HlIA8R;d-|!DKg4
zn<AgA33wHMy*68;?j@P`)!K_t<Z?U}7x+9fNs!Us<Kr&6E%Rdjsu9T%5sn-=xg8WY
zhkk#px7|+?pfbZH7|csgKm{~P%fn?OEQ?{<Ef1lHZ-q|&0VYZu;+*5jkhibC^f5{#
zbc3(n;0%^QO#^-xHK&rY80YbRHeiZPJe@z4p`^(EB9KX{yf)?bv(E3awy5;$@;?%O
zD}$L@doP@LQ=jNUN06NEXqROcbk!4XUC*6x%fy8b$X~R8ri^%3F5#bggunSg+<0FD
z2P{iMRO5p#<@|E+C-tXYyuVr2noAL9mSP)9g;q(gh)rhJJc7?3^W4nZ${5nV-HL2j
zO*h_}{FwxsK&tt@sZzd+{`H(s{2V4^-#Af_twAxJOYx1YkqeW$d|v2@h=thO5J_&)
zcw<s;D_eVf%BdF_NMeA<u%HDLco4Z?C;G#h>ITykdDQDx(2ddhXDx)zwE^8DZBs(J
zXx6EfI#3b@t>9FAgGb((v)?pNfwsMWxYE$l2#=MruhM?Ve%;r*qVI6bo#`ex@5c6T
zXbPA^bnfJ5mK9giS~!1vZUjg2XJ(u|Ssd?*FtHe5Xj1nan7We(f_U<Jwc~Icp#|?(
zX^ZyP69#nao+8WI*n0U_@iPYX&XC9ezmCHfBe^CiQ(lvC*VCCs#&r|)N*UtK5$`+{
z`9=cK%3COvri0-``p6<gz>k&JJ;{IcABnJtvakRlpV6}?E^c7}xJL-4&ciwo---2N
z>R9GQQIw66W!<(|QWVqLNW)hH?A52xvU|-zwJPVixzC}q9;viBqpHg=LGcAc$OJ^g
zS<BfZgisJ#6ZL5>NHw;nX|B7*TyWxYP$>8HqV;l=_G2u7)b5UhAOT?*F3a?hFIC)Y
z{?<sz!OyMORKW+#K8Tg)DRyRU0r3+`cL*%FPtaEJo@z9SlG1q}#jW^Q3_oBdUzSNv
zCSGP>{PjT6b|l)?L9<K2oS6##Y=ON^q^-7m{hH0`OvQ##ZJ<Awsfm@)3~354+Av;6
zm`hRaau!GQl=m$N)SvgwGLm(_(7A7w(Zl2`O9td6%g5n&SF&^3EsfLMZh7@hj$N-9
z!+xSd);~Z;b^UViB=x$5ObzBhD#Ry^tYCH3Cs8zE4P|OD6J;a@n?!djC%xVFul`|c
zAWCkfJ;p_xF6M-8knKPB<6^waLyPhzA2l5scj0tv)&mFRIX!x3<C9dr5mkaaV8o6u
zl7l~^H?@D3u2pO1iZW&>jY_s1Bk&(+Iu0y=4$9S~Bs@9ZQX#|uFcvMNBo18{$D{df
z0R?pdeputG^C4>@Yi$-uTS64w=RJ7=&i54#R7SB6--qoPJY}%4GH_!}(a!5xVm22=
zSFOhTa+4z5{q>V9Iu^w>q!v-k3sgF#91fyrRtAx1|H1<NZ?6DH)&$Vh5BV1z*MEOy
zp93S2Dg5&?=`>!cuYFl&Xy8tftQfhI(3qb*cg<#xX6vc!0&b=oS#zFE{03=wQ4e;6
zJ3j2L#a&JLP-sL?pSSEG|I7&OH;VF};`7cNm(^-NlGIa2OqZJ?*M&OdF^V23|B)?C
zi->r4E=liw+j3C)y83{A>Lz?QZRTePf4P8j05t|REf-g_`}IrL^7>wZ!NA88)NE%n
zJd!nbE{Vx>{&vU$AiT|S6ndbpj2}U&SO}*U43(Qyd-Q0r6j+ibukI~8`L1aMb{A#b
z)zgt7iSIy)&omnw?c=|;13I3Qg|&z*$HHVLFoSs9mkq6|5@3W2@Gx2s>Y>WALE3pv
ze#ExnOM|JhVta|_in0YiLtf_s^xAbzj|<#5<H}`^-7<1GU%QJ3k^G&n77e{}oizR0
z{uYs%Sdzy56wB&UOj|S<1^T8Y0u<Mu<Qcb19`OSAK@5>(o-v59+mVma)fYF{s-l|m
zCyhy?Nv>n#A0k<}tY1&I35J4!8$Q@`;mLdI<AS>*_EcL)Dz$X&&19%dwtcJ}wl}!e
zT5F<~H3!SiNG>X;gq&Ro%izhGBp+E^ZgnUT!@e6E#(EG*t^%4Y80=>2S_yhnrPxBE
z$RVtIR2Ns;XV+M(3n0J6eF8m@b&kO3n)gZe1+we2zp6@hWY+Js{GsK4NKt*!>+!}8
z-|o$-cnxXhAvDuv3TU4GJ|DTti<E%E%#O&CzucZ2=Gh2Gu))Osc>puKVV*c6T#<bs
zP?qYGkz)?Nm^7Lkf`=&$y4y?tXcb>ycm_Ld_h%UWM|y=W$6S4XG+wQrAq;hOkt4HQ
z%QA6v9mV@v`fr#@*%PKdMokvyJh6g@&u;pD=TLvJja#USdPrhPPQTnUzv|iZ(gfrL
z9!)rEhA?)$8+(3W6e$-~^gBkuHWqz5av*Nlvu>X3)38l7t=_2U;jXy`F}mTUW?fsQ
zGsouz9JJT?PkPlUw%S(ECvDY1=9Y53^h^8PLu+I4o`EeKWj{kWW=%SaW);A$O*UVw
z6|5JoXqB6qk~dl>;+55`S*%KXuR=eCECPMgpCP<wZUmq|Cxd*$0;dB)wF#oOh%vjf
zVu;%_)D9y2a9>#Hq;c<iCnNXqVJL@xBwAnH(Lxw>0orAwjw<ZaZ(win^q7>$avFga
zfObilk<0aF;fBB}cIIMv3j*KYqC0X)G(7EnH9S=z^6aD*+T<vT!uO>zJa2x1np1Ln
zwjU$-EN|>tawOXFzGhLbBGLog2w8XPeYdHVdE#~IF_U4~8_sz^xOwxi&6OL!Wp%=p
z&ic`7RJMOq&~RzxBATYm&r7h}OI~!5(Q{VuVhf-uPGe5bd-^!rF?m(p4W%WrjSLYj
zD|R~zeE+b6ni#m|UMHj#Jvz=nuXXoblaAKPo3pU=jpWiiSR5IWC+evJwVG=D-l(VM
zy_rJAh6*ewb>Wn%VYyPjAEiw0yp5u1;ZV~$8i_724=n8I5Mf3c`6p!1mgGFkVy{fw
z5$E_8Out_HqmMqbGJZq3efegq$f=_>!2nslKDj<oJEx!M0=^ru#csT7aV|QhjoAO7
zR7j~7*GHfCAv<xJG8p43kZaB4te!?YN1V;->D?bp-Ak?TU0LU+8}`vZpV%3(E26dc
z!7SB}-X`G1_X1OoIR}&%5inu=-U`#*irP6BdG!>nRP@j{vxu?xumJU|z+99GCz;{v
zdFA|%^jz`c4q3J6<6vZ^iLrv4)6iH>N3!QuMaiyN!OZ7(EXPcj36`2Jn=gIC=3u=S
zXqT|Yk&z{>+888~p7=!+1Ab^j|J~C9Gv9C*RcGIg7|8v)Cg{*VigqMKK){?xZQ_6_
zzQZJQL8vl*C7*mWS5Wa#Yj(8(_BMQCbz+A&Mwa(c-dt8l%=JBok;c(QLf+8H_JvM6
zBMfQJ5;sGYHZt>p+8VlpM13C5Q=uJXXb^#%t+f@P+2G+{jCS3qzc+d@ny=tJ2{f%c
z6Rkh)hyr4KtdWR7$(2j##Iwa)#b<Eri=qOf#YQ{)Ny6rR3>)9+XuTW&rd*tti7m#t
zz_#^_%`t4hyUVug{f<Q2guAe9Ak39i0-QC}-{>kER8i$bSsmZ3!NK4gyZxgZJifQa
zMM4bBbVo(5>>RY{j@l+lBqNzvldPR0oWeoyR)JfC$+jBgbFL3<JcIj)LRQSghu)Y=
zrBA`L?;vVg=X`SrU6HMi-<90_Cyw5c9c}w)lyItf0V7WliL(|SW2+_LYytt0$VSZO
z2*-D`AG6<F(Jmxr)QYz2{0%B*%dL#*=Rr1GFQrY<Ho5O4-Tca(N{VqD>YCUXRJ9Hn
z>`_9oG9FoQS4yGu?n<+6l5(NsDzV%zEBW)heV94DyDFu=ESl4TSLZ6$(I-NqlnD_u
z&43ImX&v=^D_FoO<9M?20|T=}w0(DK>~T;-!8d3Sa@BFa5bj9vRM%?&!>dJ6?4nf9
zF;0mzt^nNe8)VuSGxMm;_x*Q|!>l`G%GVEU;8kIGnszIs$zF{p++xRLE-je=+t(lE
zyA`4K^;PsI4vhI1W9L8wBZpkP=x}zf#3kgO!CH$vjaKT=F{K2FD|5lh!-h0A2_^c*
zUiV4mQTJCUw^c{zRHcoq_$aXNTbm)1jxOb^tBtwKe>Omvo|4z8UW`gQV&>P@!9%-b
z-xb#_KgT$0-?a#aUa2BSkjJ$@pfKGPa&jg{)-H%%|D9yn7?;2;2<KG|Jj@26EfeK{
zDe0V6a~1G&ZqZx<8K;2-Z56bcmGh5jVa2rVM3SZjCE>oW>ZK%~9DaJgpC?*=NO<L@
zHSMZ<oF5~8mGZ<A>-8CM^h9iSQXo)TDSB;kUw45?{0Eyvc26|`P{#hf+ZYW!tIADg
zj3CGm^QWSPv0`#`h;cr5Y7CoRh^{3{{ocNj5krI(!@d=xr+MP?sulV8$1gQ1Phwnh
zv5-z|RPDaRtDN5pN)VUAZmQ#qywF+f)3P*Jl5@FfVA{SgtJOe28NMtrdgn0I@iI-J
zFplM`wc}$#8%DIgoFmC5Z`iJG%uDZp;-ZAXkIVKx4?9Wg4+flu?h1q~i4l&NuM{=e
zZ7?yO^hvysp>fG`HWf;EH6P~-ql^_LA@gQ$QVq!~GDA1F{2bJGqhDjX#I>FFJ|3Lp
zj{6z+cn)qpS<6AqKLYYiv8!ma)|N|{A<6j?7sXH-E5j>8;~Z>TvR&W;E#K#1h&)<g
zOu5bns9bu)@D}em@{Wd~Q)$r6G9Qwb+Jvq+9A8ShM@$D2_?p40R!5J&Lz>cOU2KzI
zKG;$wUxR>T0_w7zhM$rr5nD7{(4>s!nSX)}NUHQ#D0hM$d}?nEk!76g7{y<=_;h4r
z`Lx?B%|50m(80dI%ot@V?<S`5m!+=RrJVfzj>o5ANEY)EwCD?RVZ-1QI>$Pk@nW9p
zeUbd~D1j`eXKz7AwW9oAX<dS%@kG9}Z>~bb6TB*{%TSLSa*u!h1Qjf{w)!xeX0A9}
z`wcB+#H1)*>pUPFUu1tOV8&||4}Y#pOg&kcZl%Ex`w<9P<0A1iM+r=52Ch3%FN=V1
zqDyC@xy*sCDb$795!ddV0WI$J!=7ReVeeKZI3pL+sTEm|4l(cY*U!yDmZIPH<9f(c
z{tS!OXQ;@*B!}tFtQ<t+=lXE|71!aG7vJm&JZ1{eT>gwNc2kx4l>j(dM%yn*Lb39Z
zTfO1$T)EFx++N*E4y8aj_2lW5=E8cEdz7#vx4nlcHOJ%M{FPWcx_Vtd#$Dr-*2fcv
z&2LcoV@%)JR~<7lh(;N)p=jn4TowDU3k@jryi$&o|5+L4TwH(g2Lo#l$OT8b0X!b$
zU_;+15`Bs5)xJGbU_RL_oVP8^yxP$t@`|IjI$?4$LB}_}GkNjVWHM?kJo;15wFK=E
zkZcH1Qv&d(!m%zfFL?-~@}=z2_<{HrOzN+{E?|RQrp^G0PpE`}qa?cB>!eB-pP;IT
zy;chQ=tO}$LG5F{0p$<UcBvL;klw^T+?*SP^LdDmd)}ca_l^}a905mq@1{4wC(r!s
zTAo!9s)T)W{M9=+b}oqW4eGDme>^gtPbi=g+L^na)-(A5J$KH8N%;M9E%tT4R9B^U
zr@)v#HDyj0Tln8Yk+x2Be;%Rv?axHOpTHtJ8ttlN-_Lwyg5LI%S4n|9F8$8;&9Ni6
z4q1?{aJ4=c=<JH|o7X}I=p$>tw$f~Uaa0m4>f4f0Y}Og}tDf`H#anHn&`f@riCRCV
z1g#o1pYJX<`6tpuGE@&W__+?SMKhGi@5NX1j`?P-xb})7%ST`VD1|SanvN7cYfnj*
zM0pusgCUe9hC99B+@2Ox0|V`NDMs}Psm5qBSxAaU8SK*HIHtLv%uTk(<;5JFOGIDZ
zIbui?qqHD}Z;-2`$%`w@#+xE4yxEDjR5PL%;<w|05W%c;;+hURWr@*5+>?8$OX(a~
zjm5Z2vuwUb(fp^XYh3(iSzU(a*&%1-<*PAU8lfhM))}OfKml%kl54my3H;7-h*z%I
z^7c3RFsM)-_x+I)t|}pb#Vg*!metC^h-Cf$UjO+t>)#Wt|CbkL#1ur*f|hz=?n|CC
z@g#1+hZB6hB_ZA!M&dypQYV7@B<sTMuL3iMh1Og1Ld0k-AgnBSRjF^#$*yIfB61Z=
z<z3pun>ZB_rtgZ9!$#xHEK;c@;1n${B4}nFs8ZXrYkxgRA6-_$t0YtWR<`y_GV*0I
zW&B(5q;KdaQJ$hSNz7GifA-*_@5&!KdPpA2L)>jg0=UtKjoqG@35OpFw80fx1Hyht
zO@?4T?%h@s4i}_!k=xu=tFO`VEM)@y7<8e7m<2jwy1hZtBhMTm<gz#n35ZFo*ln}(
zqG;|zh)-Skz-(^Ja>w9Swg{R>(_671!HMnne8yl8(?M|!h7vqBG(wdNn9XVXP15-Y
zOH-}mn+KcWs?R(8lZ>$wA#C7>S5pG_pspFyG(}D*vo<fA_)~*lm;iz(6EuDo#B=T(
zApW@;W9!Rs?WQ7jrIk##7SE@*X@TZ6JB;9B63=IuJ3C}lXT1aLBiXsmFP2RE0|LP7
zAQ;A+0z6;BvkN$|fHn+2hCzi=XrSD&gy2PM6)JVL*lb5S+qeuL*rKqBt&x0^^>^oy
z5288FrYT``)mb~N-j_+Kd5*tTfrE|s3rf2d(NxaF&J?)pQRp)G|Hne~zX>enzs>$X
Dcz8+>

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-deep-learning-transformer-network/images/image-6-Heatmap Visualization.jpg b/apps/api/app/data/demo_documents/stem-deep-learning-transformer-network/images/image-6-Heatmap Visualization.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..8615f85548a6a3a551eb9271da7bcd7e251a36ff
GIT binary patch
literal 30651
zcmeFZcT^PH);-#Yh=Pa`mDDOK2r32;3DPPeB4Ue37FtCmw1|l0P>Lc7A_4-6KugZF
zNRrqJ5|q%AGf2*%X`plU+j#CdN6&cQyTAATdG{ORa>l{hP}S^RReSEa=3HyDJJ~-F
zo6numIfLNfKp;54e+YIDLKCrm-8$}dT<f{Hxi@TB&$Cg8ZzC`7#%%(E{6dmqNGVA%
z35o5y4#;fZxldX`LRNY2zJrGp6%~;(D#wo<RzGk=@$l-0aBSGHVI%Lxt$ci25ATrJ
zarpoB7yA=p%X*HdYY?0qI}vNPaByznV1Gd%K|i@TetseT^~JG<b1m08?)4jZc)<zz
zn-Oa`I62p><>ca8yB3`74StVUyM;?&$Dxz!1of|R?{pM8{4gYLz4WP^&%&3Q7Iq!E
ze$RIUkBI2jZDPCk$jI)MQ&c*td`v}E^R(6(?Xx=P3@#fQ8Jn1zS>3pK%i6})&gs6h
zi>sTv$D_x7PyC-g3kVH+6&?}!`b|`PLSj;KN@`mAhupmUg2InQ#TAubs;X;hzkX|O
zX>Duo=<Mnq92y=O9UGsRoFXlfmzGy3R2qGCTpVDWe}4Tjuz!qe3mDg$wQD)oa<7hy
zV~s2LpL5Gvt{sQg37pjDzUC;n^YFv<LZ?FFaz1a6K5}V6`1-vj9+6#&gS$zqL;E?h
z|FePl{(l<TUjzGlT-}I`oE+fcac)7N5EQy>`~#lKwq@E3ez@iS>;e08tax&iVu;n*
z;YQ9Qh38+MKnQ-$`c~D(RCgBdoS#*a&pHYpW8yUiu-xazvGQxybMJE9rpUqN|8(Bm
zps-~*NWkJKHmjolq^h38^LIHGb+yOVE~<%rZ+Eu2k3Ibn=hFUidyhEkm`uE{ry(Dz
z@`z@dW~yCO!&sW*9r0R$bZrT(C%jxI4&OcdmAJMIgPd|TGxA%z@<QND(dAvK>h@Lx
z6LL3q3%l5!dzIdBN-g&spH1(lu+t9`o@bBBIWDOOgfT9l=VYcWwb+Oav4v~|Y6BbL
z6UmfiBOVjY*$CWYHiDoF3;Vaf^T2d=zL=)dq)J#RG8DmOyc!8pWsg2V+DN}I=AD>R
zovNvFJ394vaG4cUVV%WB5G$a8BsPKvYb)X-jq3IYRgAo}P@j2O;_fl2ie$Ic9?gsm
z5uRevov)(psqh*$qGF*Pnh?H5BT$>z2;NFlHsYP3{}>xFtOt5?<TU7wJ8FI!3PLVC
zvB8n&Wmqf+QYM_|fikXRBgO}oDUo@>&!Y+wGCR9;lDp)tT-kO08)o|vju2v*N90O0
zt{2^2nsR<2HpD)?t5=Kj+0HkTIxnL)e+pQ-9n~LxQ;{gDn4on*qvEKMA}VhL9`eb9
zY`?O;u&}5-&!akGq%gT5e#5~}Mf*iwRApt(CNoan?Y}j5bawL5{1sQG0-rVf&<OdK
zjR;a3qScFOGn(0mUHE;Oqsrd=>2-&h$ItJxz9i}a-(E&iEyakeHJK=7HbM+F=!Qit
z@w{gaFtK&1Y2%Sj1cm}P8==uL<c*4RdogVIeFi`JWS9HUrf)@`WSaB-=v)3bDhfW$
zl7Y)23Z~<Z^FPH4i+u>_I*Nf?!Whr!?Ji|Qx<N9hN(lk$V}3j@&ahs~XvyHMh8AV)
z2+MOe4kzM-<#GbM@@dfyzjhtDP^yHZbD8)!z)GX7#whg?oC7QJ5xDnQ(s6BA^hquo
zaUz4ifsLpxf!0!|C{<$K4Gj%RrTc}-O}5N^-pXA>!N*K@ly6}pYB#YFa5=Q1Z@l5?
zvU+a^hkwEorxfwy{Q7_NvFVQ&DP72@=368i@$;7Fk5C}7{6NpH9~OtdWZpZxMwk33
z*la0^mSMm~yv!eGxk9Y<?at!nQe!%PNtOnNR-PtH4*&E0%q$x1rSs2}BAE=#v)Ncd
zYDOCM(U;AWEt4xD+B<Xh`F%LJVGjHK&%aKduf)(KXHnD9I64R3DJ!j@J*D1SXz%wg
zvdu<DY{X$U;*S?8cvc1V5tnr_K6CMfZZ%FYAGvY*kg0iR_qX6R-^@;ReZ95y2g6wH
z_xIQoC4w5kf?0-FWFx-!e>_)VV2iVQSoc2v;P>c3m!>Jy-*;b;s&N!6K$Ni7&Ea^x
zcRRsp884rfg&JPrr%w<XQ(`R|({8${p&Wf=+ECs1AV-whzut>e0h1b=34h$$Y;1M8
za_K^K7*}6@rl5M*(}1th9QiNYG}^MR@K@n!B3Y<u612pf7WP4PL1@@OaJ`<zQETXb
zoQRedTGxmN#yi=Fn?Jym>t>?$*$BVEOfVX`N-{*kYb_K89>|~H)MIDRQz;P|$z^bC
z>vc7j{8$tP@<%T2?DW3LMl=N(U(hQ<%cy+580UW}Nn8znKKI*%vkMZ=A+PPAkF-ZQ
zw|%P;S3FqyK;p;C4fwsk|Fu)?gb~hEHliaBN8f;dD=!y{wVJqhez(}d+YIsU8t|L{
zr;%8Lkre&)ZnF`e1~%iFmpdxP8oQCXPgiK3MSUgNXogbfzfhnC=J#e<Px8Y=%Ovy9
z{i?X#QJ4JoU5?W;mG?PY_QwrR_ybNa+oY?LiTQ-*ss)i*{hc+*U8?5wO&N#0Uh@0c
z`TsiK?!x=oh!6sJweTshbI_H!d*$Q37wZm&CW-vWZl3c9{`F+6oApq8TDDtg<@vW4
za$l&uIeH}S_QOXldrGetWBdmeQ8ok1Bo-gfy^lHD?g%Ja@8-IX8}UA_C1iY(v_ng{
zZhF{&K;ladznP9suD(55Ox~`we^)?lddgjCo4!!Bu?MOFKj3{i7+$mRUC07Fnj#g^
z;M|}J@lTmONpqt_MGuKLXjqhAx)ap1{@u-U!V)7RoKXWL{nxf3TV-<nN(UoKPJKJm
z{sW<nVtKr&`nF%%O9^w+ObMwuPB@C5FC5o?D?{la<86IC53S)13>0~bRC)d&k+B9%
zPSa>g21^DO&6vc7O|{HYrNB(9M@5p@hzD+we_VEAq1gZX_FLOj?w}df#RGY^1afx^
zOgAI*Z_WHbjT)WhEZuFeZu>b_Q*5+xO88Y;M!r%~F<!Hw!AZgX<Qbku7VE<FH}qV9
zdLlf5msxZmjK|cl7F*qw2gr@XFwKsROuaNyK0IEQj~R#Dr(d4&9Xc#@;~?yu|B)U=
z@)nW*oIN?(d^dhfJ#^EdkH&ZhWIr;-3wAuGD5s^JzI6ONx6;`{nS1TSQ#QTcdWQX|
zQk1H4@H~HGsgDz(OG30NI7(7poe9>3nfx(N?RR)RY9zTTc^DUU0k<GVp7m#>ET&)5
zh*Y55C0P>Qplz0f?4^9OZ=?E9;o|%h^r-fso_f!e$EXqgX2NtI)-H!BduUMaAk<Ra
zUge@~MP_P~Ql{95gP9830Q|<JgQ>x3p6@q|q6s=<=s#>c`T3YO9{76NVt{P6)zU${
zB~_b^*bZQdPGcjwwA}eTC>1Cg#{jsH2!E452W=S{hvx1rW8O?$*4Mg^6c8p~NMR#(
zV2SiOaM2cgQpQ*e8a~y5Tkc~cmZVJ$C%loHn1&jdG@}67O#U?0fhUATH8ZF~1+~O!
zIc~Xap##>&qUqx@@B?h`bbMrmmkR_hm5Gj31juIbZzkaak&8+_;O|F46AoAQyJCKa
zOtUfE7h-uG)VG(;rDw}VAm2kBTCg+UFUK-B3anc|Z=G>bes@tKgb}kmFuSS%MoE=S
z{qWfj)#if>F@b<y96t|>xQ^oH@3YX7@d5I$7~k=(R7W;q=YIco3~OuKpfDKaCe(=5
zdpe*P31az4MT3sq3~*lsm~YzjwS<dEqmo$oglaI$QwMxr6zxNK*grr?tc*W>aKJYu
zokuo4N8|Yt8}VoWGNo&>5xE^{#t}>@2A$Z9WW|=9E4F3IR9d6vb7?+jW#a>K>oi<R
z4$L5WA<G*@&a~_LwK3v}OBe(n#ji!<x=-LIjQBJWribZbV;M<QZ#F`DB?t@=`Mu@E
z$PnQnN}Gm6gWk6KxCmKAH(e}iE4`$64=td2=H^Xn#ABGWLV360oc!UOi{}<MNXoyU
zhAZBsy7VR5zw1jSGC8IlbV+CYvU<zP-=>>eoPXqac0fidq17{>h8mREi<Lqa78cl4
zW;GX)H?2E*Y>AQ`Eq<=le9qd~<j6Ol0W2GFTzkZZ;f-f5BSSJ!3%+&(<mL{Tfg03i
zZjUNtF6FZk<wUA+3&RdmfA?N^`M)l~y6WY{u2jhsJ}*6gVe4j9qz8Bgj|Bl##zqh*
zU4U7(eIN<r{Pr7bw~E{<dK_9UypeFI_n?ksaMImd$L6o;TnK+#)bsGOw_U=M63nTN
z6+H@*fvX1uvJ1@kIp`3qI6yTiR$wlc0+tK<Sp`-zUQs}WV~uf?S%{iWf(l5;Zv-Uy
zIA(^s8{<zC_?+CY<tP!nVSVNX6^V`Q#3)>U<}s#cqD5^%Q;mz%r7f=8tI?cg7K~FK
zV&p@eT|+mbn~i2%uL0tap;cqy8Odygm!<3=k5uot<9tXPwB{A{8q9}->i18Fbk2-(
z0n{@aRxen}uBnnC>ROZqIy2?pE+ShEW#T5UvAS)AN(+_}>Kx9MjG$5zY9aj#W4$%m
zZq~sYCqDuB<jS(ETbSq>>_K>*%1^O;?jz)-1r61;1)5kM0n3b<Asdmsu27!08uOC|
zeroX)eu63YPiGQwHt_+USZn2fCvKLSmSqdU@CjEoVwucFd<ba9eQ{SAU__T0k9i0S
z>05Ar@$+g)16X55hD!+WW9+0IE#+6HX6S*`t|SPfBc}|(1mm2#P&kNZzG%lSH=<dH
zj-rkyUP_>20LF{Hg83sxQJqLyz)9lRh%yB&+Iw(`<`;GAp&Dk83+TcajxOH8Ytc~^
zOcR@BBc>ZrOUl_IMJc2s^B)E%=X@R-m_ao&$mJ#|M)U7Oov!_FmfApPt;gbiV?EjQ
zkH|pG;(mZmLu|wZzX8fGhGxy^LmAY7yD_S<B;N;1K(&F_mH|6GqvWRLSy+jqZMm)S
z0i0c(WqZfXosIYt44QPb?s&QDngN!&DS?f!Y=$QGl;6fD=HqFIDb(_;4D5>?>#oLY
zPPuvhNSpEn=!i}@j`~3vX!m&u7KG&~!%+fvIh?!X&qi3|FJ(tT8y32Vj2Rdc3Xmgn
zkr=}?2NT;T3ruV@b6Tvx>$hf+)c6Dy`cc{BbJ9Yga-N3FbD&e<Cq?O#K1isRl>l|r
zEGZ5b9mD@XH^JI1tpFd9F@BElq3=q%gYJ$=+I*FkCgR(Egkts$?+y=tug&##`>^!K
z?1})ya9)Wdbh#}rqYtB#)11(v`SK-ttTeOMz~&Q&LG-Z9OS$nEB29TFTBFg%`mDIS
zp@<V|=CKg6vDj=-W1ronNgt8?SfMkw$}aEtTzyn!b}217X=|Zm<MZ9S&GKyPZr#w#
ztaRYf<a_yI*VfBMpEx_OgXg~i0b&j-HUfazaz;IB@L)NZmLhCK*lPUu8Uqn|p|6DM
zBDgRRcK8g1EMYp2K_g5IE%u++29WrkwK=EZ*T!DFn{emIbA)QU0&|b(0J&md(Sejr
zsZ_nJvHknI)@;kOqc7jfZ{awz^#yGyaXbJ&rwo0>7*&qq2>JLF<8itKiYX0VJCrm`
z1utI{8?l}N5o-Z>q3Fw#Y{bG-6EFomgBzfVVCw08(0EzR7-3L%>h%M-w~_)mj*F=7
z@P+#w)RiOU3XU#+CT6*yY{0W#&JxG*c6E2x-3_~7w(9_g^xB8GbK}gFCE*6k@N@Qi
z-(IS!6e)_!3S=XGo}Ms^oPqN-i4G^VWBYyID~@c-U?UROL;l;~@W>S_)_il`sD_KO
zWAM4)T8x2K!}XcWi;P1sWm3B<m_j&57*R+|0Kd2}Ja(M-r1*XL9g~~0#1aztik03i
zJvW?M-p*?E3cAVo>hT`X2<R6Up+FPN2Q0$2FwW#AV`7y?tgODp1fJ#j$Iv1t0j#n(
z)+^(e9e6KkFbyQx2$mOkv*YtpNKzME;c*2+TCCq6WE7(~1ucpI*v+12BjUv9X63f6
zY{bZZFrh34*oad~L6-ha3zRB@QF=I-i(lwrSyTYf()lSYr!WwKD$O|$;`pEu7qGNv
z--9OBl{FUc^^&QvW+Ucxn|yAA<?}m<e;YLiTw_6Cxu?KSmMc1(NmlTg5{OPlv-qa{
zvTd2?88d~fX572W?Kl#Hn{^*EezEnh!%Hr@x4e}=e@$tr#+)Q9td)VLGchcV>GEvu
zp$=xC5pJ1EpmVko2d#ZfVG6pH)GZrdgf8QuIQXOfighdnEoT?T;nU{)nFRWw3^Vgs
zDF~h+d?D;{1|$VwhW786VgEm12JSzDKnN43RU1=85*4%f(Y|v_Cs&?{jX4Q9#$C_&
zE}*mH<I1!Jmlak@EWiE0^<rh?c2~!^=jfX%&$>1=wsbxx6EC!KgbWfz>|7VSH8UsQ
zn~T>($lfe?T};an84zE?vG(@$^|fkfMK<E8krAbP?UpN(<bmzQMq4Td&#IY6M_8)V
zST5(<4$dB}mei2lakbd<$mgQYm-Xv!sWZRK-9e|N`y9Mwv1e!EqwyF1tcVn`3mGfe
zw7Xd|H_~0y$B<kThbvytZ-*S&_`3hrH-^L^WJnrnkb8lRVA7OXFht5IzmFp~5mePD
zQR4|d&iIwx4&#_-J@9+fy!WUA^&}Gogc&_H0>Uw|hslPe3w?FA9+%6tqD}U0yGY%2
zWARgLV#mpGzy*(sle5juIF@xxpA7qru((`DyRM`f-b-x_C)5tt+`<d%X<E!@fH|@u
zq6A>dBbX&a1@z;WmXSjQt`8Y5Wd_~%F`Q-aV7`?Pe;xO35FBc-`{91r;*kVSo`3JU
zlRs9H-4`LxrF1o+dqQiDrzsawg2yrPUxbFm-j5o6r#DJc(k`&-U@u%hOO`wWfZ+1a
zQ_ifwB<A$^j5q(@!fT9SnKzAx0!l`-Sp)59Zl2@Vpxz$}nCe2WJa~ecZu)rC)`Yky
z4bM+&haf4C+4sd3M#5r39eOVKTZqIsIw`2w;=SY=o<hUSb^Eq+GJG>T()j(5O2)%J
zaV9>1{rp8f`2QpyZKD2vbB|g;z5h>w5zJq~$Q`eX#to`CrXL<P4esE?neqsHlrxIP
zYYBA#zVbcjrg7Yo*KyKinopA1D)oLh?IQ-5%B(FLab*OYz~>p`X1yx+01@O5xhFdS
zvw;MNC8K!>^A;?+dFq<gKKr2B4hOKHgUjN|?&kM-0hABP9)L?**a%IJL2MKxsKMCJ
zM%+)C5LQZI`g{fuCQ55n`sFw#v<s&P_;<UHo$x0nnC>BVEige8;F!mJ#zQLLzdPGf
zSUw8ygXJSs(}4)6tYul<1%zk@^QX#s28qn41xQn9$;$X~M~RmTxLl-iS^<7;*B&wM
z50<+U1(L$o7(*d_bDWg^@6iW#a{q7PNkLA=cY3T8Rpvj1fZW8Iv9h0RH;pU)7(4j%
zNq@88zTk%u+c#A{$2pqi$2cdk60Wr5E4{Tc+tu`{CuVw2FFE$0z8=EJzsk&_@hu-y
zKt1HElVqIUTT2y-3NGhkawny?cc_u<Hl!@%r+*d-Jy>?>)Lt2JWHX)`SxI-Ait@?q
z2sJtHkQJdXCSv|!mx0(ZNy^oAv$1X&Qp)*J^IA`i9k^L|?QW*o_QxUlA88MT%f;eT
zjE;Ejv=)`k7f$<u>niqV(yp)(13<9gLFGF0(-w<B{GbO5Pdb_sCC)u>kmvB7Gu}Vv
z_>gV@Hz-q3`k0ff1Wnp7B_VQZ89Y8#JsCOErwMyyL-Q?=pNIb=hyDA!4%s_+I&qaw
z5sOu#r8nkCZzt<96bE`)T8_nxOw})`;~UqIs66B&SG-j&o{J81onWE0_kFsIH?59$
zG@708z^zn=vk@o76&NsKSo_z8rP6o}YyNxF&+i>XZ##=%PsS!>J<+H=-{P<y@5R%E
zJZr4&n)Ld_u)L+Q(nlU_gqx4EVs6a{p@AurlSx!TmC=oy-lk<}Cq4YUPw~q2`FnHA
z@B(w9p8zC~OXM)dK$6rw079vwYVH??KVuXlOWX%leUv(GJIvv}74iF@);W-n8@&%K
z@HH8wiv!JZH3qd+=!guh{Xwi2ntl$U7?LX)B_v6i(=Uyxu+m&Q0!?ZdN=k>fJiUxO
z=j~E+!~F>LwGr|;VFcX<O+U=~R!NFvKBMDVcNH5B0y+9;6qB0N?Je8wEr%`^DDxad
zG9LhXF+C3CO5qW6bdtw>#mS&QMQJkwYOuU28{rfQ!k<$h(r_B`{U-}q%KtsOkt^d*
z7@QACsauw7(h`2Q%x(U=oKdOqPlUODiHd$fWFz_`<C&cR0^)|Gj{MF-rhkuauC!3!
zP`Vr#NvIQl%e`@bA12O3)YI(%Hsq2o{zgMOynhRB(r^`x%v{zSE^RnZU+W&uLwIgr
z6ZDsoQM%_>U@^)oR96RdtqXeQbABo{KA@Mn_yWMvc1dlxED>O(o>vb>2a8$cXoaS`
z(X6!{4f%kfwJuOTqb>{SYhCx=1_<yk(F=Y*^*Ci2mxy8<_Xxk=LPbAmga)h^nJ>XD
zu#WJW9~z*EFFVlb(6~uk?yrqn3QD_@jaVlYxXANM<f7DIth>N~wP(fQa#UQ3<ku=_
zjZg5RMl5)4smvMqSQ5YAelP8`$w<)@@BG)V)WzR;H4NUpmw44TVLAIrQJ?FV_cp3y
zIIhvQto)d&tor9IwSrF7*Sp_^a;x<OAX1boW4Nq8e0*QP*j<&?tGot%Si4qxqcK-b
z<Dpo<Op((@-6DQmZO!K<DDqpkATFHCnbS_X)j2?YB7R&DQ`|0H^vED;ZNw+@^hE3-
z4wr+p4@KJ=ogOs@2O1Sne1!8~jIF4h7EL`JYPEL8M@5<$(3n*u*_bI1_(c<kjm9wd
z*-OLTc)~pJ+lGK{?H7~?5%Vdm1sv1RNuR2rl3=>CwQcxX_|3rW!B)ip^w)!B2>io*
z1av!NoQDMwzp~YG9B3E3;%8Ugnt8?`ikfcw{XnTDRFJvriM%arXzr^SMA%!4c#+T!
z5Q}=MhRFs|)(8^*Ry@lKKJT%EPN43hM$@Q>#x2&HuQJK}_^kWa-m?)VxZS&53Cm7_
zNXrPG&@{biPa)Kxg&i9~CR>3Jjlf0-YBS}tFtE>UXuc2(0UHNC?K=pE{NXbo1ORc%
zFD+~d11ZSF1+WoEYT<!MvcktvXC%i|gqeL?Z=}erW7llA$`_nPgat=@R8aEf^JvT;
z8g`1a+w2|a@Wy`U9kSE&G^y}mMp;Hwfk3iklD^q^*()ol!vbNhxiVzq?@eR)xKw3N
z{gUpSoax2b@P+rZFuT_?InHdvL*qo6{giw|`4(o&RA0FX;jMA%3?-qfmv+7}<$#=S
z%c2&vzf4QY+#?_-w?8O$$@9pg9zIJU9v53x$1`@%2K1dwd=3Ew*Sx%{q!f@%d=8>W
zXYFvypPHPmsIq3fjmO+1h4jxd9^lQXfG2L({YzTi?J-c{KwE?PLt2%aWNL@SKt*+J
zKGyF5mVEaz`7fLKU(aToVCjy1iX|ny=2?5@^<yW_ey_2=^Wml7ow-D-dH!$3JdJG!
z?gt&un$I_#-Cuv+XhXK7G4|kR9`rp~&PW2uaeq=z&0x%#PK`JRfv?^-GK8*0@7?}n
z@cjio2e<fUwT8p8Bm0ETi;vQgq%?7}1s0sD_=NEOV|mcyz}q*BoNv+|a<)1zOJW6w
zjMAJFsV@DV+J+(7Z5!nH#U%hWFl$OoZ@uV!dR+E^O^M<SHsV@0aQiX!kRP(sg#czE
za_|b0xu<x5NePBoJg7mXcHr`rLX-*PG*%FrrjP1Ah99?fXZd4UG$5Y}S5jZNwk#KA
z#UbMTwi9H+*Cl|7-T`!}SQ6kzaTX%siKf&rbnxZYki_CwFM;`gch&qajC+*wC^BzU
zH~EQDj$wv&MB-a*QC1p?V#N%mHvM_f@ecTRqVWJkHlXGw6X4BdqOco?tROvS)*alN
zhHvf-{Yi=uPH~qj&wToUL}%Swo)PPKoEK=%e=%0}hJd!cblPFT+DlsQB2AX-9F3G@
zM5SuF7mD-6VhQiQ?PX|*Yq^cLN`)^xV)@|V8BD`;E6LJ$A$SyLR71HA+grwc?6@iC
z_5D2c_Lxg`gNM)AFrn)Sy*9mA^mTWiriW9uvNBQUenbStK6W|PF7q5Ua<L5sh)Mbv
zl0P#*H3blppb3Tk8Zg6s^|geMw}q#n4TO;m5D@TC3|aiHe?o)>>gl2ro}vSkl_fFR
z_(F|?^1qoY7~S6?A~)?j{eToT-HUK3OGw`YchQ;fyChP2<ae=EOW`qf1}yWF9tsV9
zLi%P>JBI(^NSn=-|0CXMKt02GN3apa21`6qEimdT0KP!xl-MuF7rx#mCIiwijZ)(I
zhri<5_K$ey4Rhao9jbql9;*hFmA#a>-^7s$Y+pHeQU8)$vARx`fIRg@QX@wi(}6)m
z43?e#jfE^l{DY>Lv`u)U`Mm^}PihGn$uz~{7Ch&tQD>nQk7c>VfnTi`J=A0B?Qzx$
zr0|tXNZ-iay76}})?5Qbb-!4%!A?tFsD*12gzedpgA`_Pw=&BM(!A34tNr5G8*RKG
zGXYem$tl_R;^4-LBAk$IBt`7Sn>3Tj_TrFyop?|4XKOgexGH^5ZWDKGNf4XNh$ZnA
zK0T0s{P2F{MXdN40ao^nCo1cYU5ZBC+3GkY%lWp&OD)sPY@%4ATQB-zr=|9NdbHEV
zqvDP{ulqiZUn6cMHshHWjUD*R*B0s!dqhWFy18qaONvpEPrP*ZMLFpV?RA!oYu%q5
z+Lv|h>1`cOkzRy4NA#xrCTxp&<@F$^UHWk^5jU=`yX$Q?*|uU}sKzawHkX~^Ut`OA
zCRx{}sdiNR7}IvZssPOFy)@%w7U3M=7$ph}YM%FBhxwDx9sCFr`oYUM3{+dr`tllk
zHbUKCF)NVwSypDV>@J((wS$*`Y{KR<d_bgva=}nY*srAyTx}fzbII=mY_q;4cRbYH
zK|6C-TN3Mkus&8U^s(`Q!ZM<PY+aTGLmQa6ip~Swq7a!R!&=r}@f%<=0U&rAN3tFn
zfez^oFjm-zLG4Z@2ij5@h{+sa;bE9e>slgQj2op$Hz}F-q%_SNrrgWo^xZIZG>W`G
zp*hRj-@u?)*ZlpXi2dSM`8`}JK|Eqm8u?}J{>22Iy{YDwRmT&WgA$s5^I-{xdYJoY
zx7rTX)QQ3kmLWxDdhUcue1wIzx)%@~XWIIIn!}zSWt}dfJIETG>Nv)IAmtyp<6v-R
zY*`8I_A`1~b%>`|w8I*0_R_TWA3ks$lcZ68FQuA=cENq}&G7<kVP^y|T(9ui8_5I`
zMlJy^I{h$J`5nO%dD%^aYpYP6fyVdqJj-}M92eIDjT|2We3XDiyXDo?tzUjp3~d>;
zM$HAU@(n=3zk6N%9ZdeIo>*V}FSh&#V@tMZm1<VB#=d|`Ly}};*p1r}CK273eWiY#
zhg?2yzj{EGlk8!vPwVP4I*>CIqpVr>q;c}j$j7K7a@zLTT{Sk_1zb2^oMld-c<Pe%
ztPZs(Wds@R*dt~-r{3((Im#{J0V|1=rB+#Gb&6Yvd83UNcOTk!Al1r$Z)xb4je_qv
zrm5e#RMg$E2jY@VySgy`B_$@?vS)7j8J^48bwqaC569(njEFw2qCM^my2p4`>1xy1
z*_>~3ze_KpG(rFDMnS&NZghUp&6yL#4i#b1FOmY@&`IC+z7<uAeUE8=$9O7J>8+Rb
zJ}2J)F_zZx9CyaeIz)lOCv}?8tJIb9VEM+0c-?!5YO_n|@c>um_ToayEMXov;yh$l
z%!QgZ;FVlsBVr_sS1<D5_8UEWf4#t&?$2+7saw)<3%*kW0|3kj{!F>j;>Q}2FDE18
z>Ph#icZ83J5G8|LuO3toG^|K!&L=7>)enm8ZL$Rt<C}KxWaNDCx8S@=7KvuO1E{r@
zF|00NIXr|Fp$g*^$OU5jfP#Q}(kbLw2UKNgAU)(yvk`JksD5JEcF0?5*>LgvCPWQm
zPif6JXs!c|dUpHH)zG!3g|$hda)&|>O`G&<GK@psTupcsZ6&fi=PjiZ7`rnXn8-Jg
zdx6xa{R%9H8Q>iK5mdf=X-$6p9XEN(J<Ivw9f#;07Go)tjL?PgIm=<!yJaY`fmIut
zK9j9nQALMuQzZZ^D@2ddc2a<CozQ@uH$>*i#3jsbn81D?QGXkwl(Vk;@Nqda{Eg3<
zani*BIZ@Q^fiIC68WEA7ktZ@SqEKy8+RvO4Q_yf4JdTDxiq%iVF-_<R6|za)Hr=+k
z>$^Qb;wOl6ppIG~9B8>~v{>dYyt6vJicP_+S4OX3>AFU!51Gzvgn^9lXn4)PQ(aX3
zo9_N%1wHz&74-kN6=W=*WnrfrE2}3$Gz`?$$`##X#iO(9OUZ#Y{!hGxGQK|7nu`-!
z0*3N4B+(WTyu4WomCA*iKjrEQ*MA7xcIzsS<eTnO%RffMrci21>hh@;7RgDru1<U-
z5u%nSO8nOBtGr&g{qEK~-Hz2-wqKLA_T)RHZ`frz`0z*f`tGSJH0o3W(%`cCfe$@q
z=#)D9B(wa)hZ@A>h`n3o#9tcTz2HP`LyOpWlqc=a?~hEkJhA=K?p)vDujJ2jNbZel
zH?A_A-|<HI`z`h9TIROBE;Vj{k$qk-SP|j!jQj3k$6lbgRGNtG2@|e6b&Ky<u#J70
z;R_E><3oddyNE-qOJs)T7uo&Ior=cIS4*y+&mcYFe13H}Hbu#4sH&pJ&8)5S(7I*q
zZ%KrQEO{?QE7hFmD?9B|3!bB?CR@OiP$A4y*a)-W-&&=t1HA8UN^A*vd6Jpd@8rP)
zl2&Jw7vX)wD{X2q6z0D5z~Yb?pfK2otSc*N$w<K|0lN&@LV*YBA4+oatngCde&fpT
zvO6lj@9S1P@Wog6K0WH&hsvwcv-a3Y0Egyc&3?B}7fDY!K?_d^Oc>7sANAA32EHnB
z3WRF}xXcxK13j<w^P3ZN=Ng0XaRRQda>2M)f>3PNf)8UhpdZr^tdOm;oWxK8PLf4<
zTRg8$`7MS&%~)l{d0FYl7`5|y%C?g;!Es-0E?2gMrnSA&XoSk>`YTSrnZ~nXy!DXQ
z7z0Z^BKEc3G52-op+-42q8ru4vU?__-8Zh07whT4!|-~8;o`@Q5g#|kkXG}d2rI!W
zkeNmkOq{-~zOp3bK06`bI;x&q-tyKZ=8j_<mubVL=C`VbIm^!t>pLp0qXHF-X*jfw
z&z#27EA7gGXy&CT9P6%9PE<9?ni&uk$#PT*Z;X<s<Sc7H0s4z}2bV`p1&+3603=F)
z%(t)8?HWQL5)okl!4YIIqleT>$5~BueEmF#bS5<v|4nF?>MhFe^=BF!I`w~D8k`H&
z>6bJ(rQfvU)hsx$u+7ymbr-D-L6|jO^UC?RG#C0m@?h*U?UpoB{L44c-vPl^aDs^b
zMILr{_&iU@WP#<hYq~Wf8CT(T)CpvVMUH?RnGE&ZaYzI_hk*>J0~l_q)mgaTn%UY#
zbPXi+;1cHLuL^Ot-LDC;$L21`Qw5hmmI&#Gaa6x;PWF2`K79B(<^A46J>}||>i*Z%
zK32O~K0tabr4N^0=$@MD*lhc~ztnX_zsI~`18sjIS-d`^h<2g+(k7JuY95`9+c{ph
z+jCLk$Bp`R_Vme5`5*q)bAnq%1%W{EJhC)z(Ed^&rtXo{|JHtYX2&|+Q|XJv9}p$4
zB@kPqU72zaZznNXC&M(%<@WXBHT8XG8>`gw_CL9<V=<aTZH*!ZDrRx(KWWh?fB(8A
zvhnP;W~H?obFPGsEK5r*aXfO$z<S(DOPGjy`*qg`%)7vgen*p9&CTV0+|52#JK+(0
z^1B=Ed|uoA&L5@EzlzmMAig;Hs(I_#bWVw=W_{@G>^teaVMK@5ANe}lbBOCpd$$n(
zTD+im_}YZcj`^u8*^%YNVwd8l^$aY|qp6zrQM4ro27O>yo4KPH$)qc<)?I+aXmfoK
za!m&_s5WqWD>P0YhG8+N=g1sPCNS1P^)GVa&3*i^w>S(JQaf-|oEc%EpP&($RKFwd
z>E6?_;%if7LN`q5*+E!46q)4+gdM&e`Go|OO{uTS_#H8w%SR;cswfek)mymT`!?S?
zU-w}k-OyRiG{byR1x?jkW+P}!3}X=o(g^p^ff5cYuxRLoY&=8y0_d1H#8{DqYg-88
z)dMgqU~uK-jOUdlC~Q%s4k<eA>fx84*Kw{%S1uuV@0pXwj%Va8N-weO!pkGCMjlc%
zHP4XuUH|-sMEm?t58hg3@9pPujiOfqs-X~M%BlyRGHv$LnZN9A%W9%s-b#Kg_ImNL
z`LRYPx{+%XOh~e&zFcc=UwWeuUGe@8OWr*cX!Kre#8Iz1_SuIWfY?k_VnOHBJC<2;
zv8!hMME^iPD#oKgy+<k`LEt|26g2)iqYW456lV%`>@X9itw>W_mZ3MxLIi*0Y2lzD
zB28FHfj)%2mBR!aduMhMh!pj1+}DS9dFv168N8SMl&+Cy{~NG<yDQ%Y3qyYbo7pAc
zf*k|ywND0F4WzFWql0;V%i!y1Zu>puH*@N~MxZ||hf`?HSd~~>VjO-m(eWGqnW@vH
zJE)<CVk0~(1IgFGCH_y{h`*=smEeER`gKANSr6PK%)Mf*NzP*<f;&;uKnGNP@@pgP
zgZYukbkJjB!>Ql%_$-$Hk@lMm@v1EnDaAf1F96hk^PVvN%|>5{`YmC{thslA%tlad
z!n<il(pQba;cu!P%m>a$`brp3QI*K{-n+A)T5j<E<84t(f|#T2N*+jq%7L}4iy*Xq
zwq%|1OIB}b;jcM<E$BfFaTTCh;OZ8ELS-0hN+twCBMxnZ=}8c;SQ!z2Z5d1VvXK1D
ztsV-s^1tQvb}0Rt<QMHKBh1`DN7d3jK01i79>D@<p~0OD+a`@#^$_m2qwb6z*Egf&
zn3AL8!DSW=Zp=ejZ%wDHDt&fp?9^S3m?GKl*0^yC(|^Fpw`2ptN`eQ_GPU5f^9*51
zsKUDNl`vMUg0g$8Q5A83RxsaJs6Le3?w}aMd*zX7oAa?O!`Y~&oz7pO*N3DfNH5&x
z+w<-RnL2yA?=}}_=miztoGp45ysefyH8rJq6cRSGOSiJI%8Tf0D_@Mban%^6ZHI+8
zaIEk_edt<t&#uixC%H_~qqi?!IkM)2ee|*I$g)Wjg6OP*g1QV=@;Q26JZ<aa=S9_D
z)%a7h#PQsEn~JQQ60c~li!KawcE0{;W)mkL$!abvR$H^<Q3vLW>%s0xQYkU#{5wux
z_s>gduWs(P$;kCm(mI!Ui|!R1-Eq48R8Y4)h>p!a!mkLO#RL|o0%0C79zRc+l?Hz%
z6B-VJg`nG=5U~b6HZW-7Z479f#y~IeooTNczLZ3mvB1C&BL^rT{H!Pwt%y8Ihy33a
z5TfL<e%AYi=C)LuguHa01hRO~Q6!nfM!Zm_8ppaNZ&N5edA#bw{4?Kcxz7hr%v(kn
zK2DuR*@}dNqJ_E!vh0wJth|FaGE9w)n6+1ceMKM&4XO_Q<+v2bI64ozL&KF!8@Qna
z$a5Gfh&#pT{Ao2s<mj4A$ab>XXHIR}*k#c0<|UmaPQ?;&P-TEW(zL`#Y@gW{|4DR9
z7@2>bXBoG@On!{~jVI>p?#`9P^oYl0=fLwzSxm5k?!$(zAm<pQCFA*DEqkXQ3l`(c
z>9T%-!4F=E7+prjxF9#5sa<0A-uMcVggf}kys>llZr&EsfZl3g54nE%O83!<sha}D
z5DKZxse<L@1P^*gs-p>jaDE*1C2$@Ax*0|ew&3_ppbp_IRVG=GX-g;6(*rP-!SNzF
zOhbTf1wYXZ+l~q#j2HtS`dQ|S0MwV@boC1X7Aeg^Db1Pm5c#%p;lEj%rC}c3IGriK
zwaEb_$FF7qBq=;yBnMNpr(S^6#q6-*ihmn>#_-33$NHD$zcl_|%l|*a@{b_xNpdUh
z$0eFi<=AfNt=g45J8WcqQ*Ny-VU&AJ=A|2eG3+bSl|tjfmo^a|w<5h7?ojS!CnhCy
zCta3%ph4Q-QK0sn%LK2)CvMrYU;Im5X3|WxOhJU~<DBejhePMD-sO2d;yQiFOQ$TL
zva(?D+t#!aL)wYy95Bm2FqL){-!8t8w&_`X=VVmN(`L1^N3UoW=_XSqXg#%`sy&DD
z%cX4`r(tAaeyG-oNZmbV$5~ry&Ig-KRHzvT?o9bK=Z<0SGJ?pB5MyLDr#Zw7B7%is
zJ_J^B^g*V}8n&KFo!}yHvJq0?#ed8V$75)q@d2N*@`@1)$?b(Iv}}RC4w!hkHnn{$
zCZQMWq66I~?Yks^c=@td!iBpz6{-N2=qoTE0&;Cws}9`g_0OfxFl4%!xVMdD^|GGw
zJFhj$^FO~HKJK?$6%8Qj4Jepk-AZ_DxK!i`Z;{l5J$j%4J%E1|(y0*9+<`Gks7MEQ
zppK15MZ@Poy#kQF{%$CNOnQ6cx$@z5_;VVQ5CA;>Q^X2NJLUcP#h&mNTGu%xen`-b
zjYn~I!?!iIvr6;}^5FWe@ozbEj597H52NiV*~1QH_d321MOst7qc<*C&V=L1I~Ixg
zQl=|u1&pS`{`V`VR%&9I=ftnKII$*CD`sR?MH%mqTaU;acnQbY@7|7`Ih=HRmoa{f
zC@n-wFF@T*xSM?Ic}M(JPZ@uHra=_Max`mgxIw)QYCe>Kybdtue8;#OZW!GLTemc0
zN`m7hqiRWLW}sLw2oy7-zLK;xwzi^vVh&~%b1VZa^6WE;mWGVey?{;hQfVHTK{N5C
zx%M8oioqZ;%FnQIm0c+ScIE7oIyVs?Fr{(g--L~;jvn%FNAJRa9X+p}|1?K0LzgSQ
zU&~Xjx^R6E&)FJo?B;XuZtYPc?3)gC6_K(bdCaW5VsVSrhc}mXd~@ne4|c*Uy+2ky
zPevg+BaW-mSJw9pMT~tzt4IqtiQCJEzM~(So;HQ|y{t+4V!Vy~X`I!biG|i52mzC|
zHKILjPa4-JhBFiUB;>rqn5b3Vy4%jgV@v6Ttx9SQ@)bs5T`D?aw9PNm-4;hsRZGH$
z@10w4u|6Xbm0@-;wD=}6UuS|4j<gGFg5(zUhi30T(3_O1-UWnm3{^LuNP|(7NmNA<
zoD&E;O^Rr1vBIgbxhrYMMHjObzHH8_&Q*MIc9#PBT{adLn011oU=|&{fY)2_iM)xY
z+70Np4wC0atoip06;*CNc8U9h+|7MjH|ta^cuYK0uCFjlCQ}AFz7J~DASrLj2{Vpt
zggZfX8Am;xhoS){REu9#&UeQF2`U)Yf=H?KtP2xF#vOlaD)eTocy}TeZ(GlM<4QHq
z)br#!$);P}th5WlWdew|L*CzaIMld)#5GH@VcO#3Z8aUT)KTjfPj))qEe}jPYSW-u
zRA$rLpWiZrR_>ONsp5QnpGZjrIEZb;Hfih;_zOJhdFblp>L1<knEJ8QdHH8r2e`Hh
zcb=Tl5J!<N0EAtx!Wt-r4-#pjw^7pp?J+*i&tOFsX3SepVX&rY6M&Iu03%0Ip$<W_
z@US5Vnn*rBh{*)wBT3Rz!Jw{Cj+n@^tl$UixOKpkTou8MBRbN&6#j;d{3MdpEeCjt
zrQZhvh*qx$|K6MX3nfgE|3wLqp7@`J5=HjV*~lv-;iRO>{+g7m=w^BIbEJnFBRr<B
zUYywVz<W9^vrN-6zr|sf@8Fg7nMviLCytp6Z%5v9XMtRxyoK57AjiR;#g4<%uA&@D
zDvz@#<zDxe4^mF~uIpcS5Rnxu)^pN1;Z)>i?ZdnePSrkq07|ax)R00`{O&iRk{=$$
zVSRe`rzmgO(R=wrM(U^zf=;e7A$hloM4d-FDmw0nMl^ofID2Prb#Q@C<4V!b5{ccO
z65K0C-vGC+2gO(*3~K+{Fk&ML?i1<j&45(gmcXzEOaD7RJd0)40ZJ3dWDs@uI<pZD
zbu<)`%7vb>KLS52fGC4dMNU3%Mvw++HZvunn+uV7u}Ev%wqu+Dlc>KxF5B89r=&H1
z?}1GFq@u#RYwCDJ4IXfOmRcT&ycx)A*m$ovKi@LedXKVV#DORv_&b1kbc(Q24v5i7
zaRLJd+SIR&i_o>Hfh9f=4iWYP=JHEJcorV7TTsWlHMc0~ozgREkb);el1~^WUtiyQ
zY}zvDBOT5kQ@s<MR+(<5y9akaB(b)>K@fqE-bJ!}RJQ8Y4}Yl;z`jcC?kxf5=H1aC
zWL@gVfgEV@7DgpG8*@X$=@m7=NhBuL#}+V?AMcOL7n8p7NxtZJ_W?ED!!Ct!c;k&(
zIy=qfe|YFWoHROG7?*(c5bHhQk>XDnv3w8GYvj$G-@J2t_eWS{if?p8RpT<4#Eb;y
zG5QXy{1?LF{sF*Qq|M%B;spSP7J`hTD?!&ms&Pl!$X2OWS3UF}O`hRTGF>|PaMChv
zp%OkpAuI#5{SdIoM4nsbe}Y=%{udG%<@p?`ZvdVmrgqK-r0{5*{WlCH)tjIHulnxb
zl>Z9b{~5yeGN^CW9=~?Q^@aJ_st=ZWshS>5=cK(g1m&NeU86VcyAg6#k$Rn7otxAg
zq35&TprN|QxWJ}h{O&Cy?&CRmET`EM601v8?wOqAN}w-yzjDmwJM1~(+g&?&_S@!l
zW4t9?CDy{8Lw(Vda*)p4`_a+kxr^1YPMBaeF|sftZy#^kO$f71st=XhZ1N%gaQe8q
z_YbGpi*6Oox($0|hk8C<5DyC;bRcCdv^<xqzT|TDP1>>5dJ1fU9nZV1l27N(eocX_
zz>7`H^|@Xq$k;UBj$%v&&!`c=M3_$pmRa8WfyNgO8AGU$SXWjsc<D77XaP$OtBE|;
z{`RvDdp0*dAARY2woX9R0D3>ivI3D&MnpS)XN!`Ky>;K%_De3$Uz|`HzxC$1r0`7C
z9X4XjW7{o^>T<MPGN{S|+sK?%#M78);9L747hc+8$W$C4VLXet*%Gu4Y90rdA$we6
zL!kk%y~Tn?nK?}#Y!7g?8GPekJbppXNiRYs=s;`9n)HM2G7IUeRo)-v_up#QoxZ>3
zd|m)|-Mj@98@oJrQ)#!Ez&)c}^^L<^61&e<@1H7;Ed8@AoHjYH4NjWACw06YFS2E)
znf*8yA<0Qiyt!EK{<8?apB3Sv-yH0wlC#7&jamdvo~d5Sur%=0A63pbxw0h5A0$wZ
zq>ad*O0{9ytULhs^N?{aCVB`8LIFqYnl{yO=~O%BDaiY_AONsAlSel7kp_uwE)2Lx
z>`Oncx(vNLK2qp<CY?jRr5qH1N|ArYGL|<3mIj_ci|b3lRiH*nHp_--{pKxHObF=(
zq@~mA^}i)8QvW3_zt>d!r;(PAY=kK0=`xm=x9^_4;Q82X7TH72L5bn#hERtd@_x3O
za-6mByVt)f@^V?*?2`Ra?AasO-92Rugy>z}-_jrIY~6MTZTb4$Mt)vmYS)3ct|IwR
zT9@V2;jW?C($D)&sOY>531>u;eGi{GmPLH3u|2TTW20zj)mTQ~K9hdY&`iMcKiS2`
zq`E!n%iFJeu{e09J2OLYl5lIoibZXGiTS+1(Faab9{QvU)j$*7*rT;$J8#t;R4+uz
zoXUGQ=X^Cj>1lv><5n;9!w2%oD%^2`{0o31_{H$E){Fo)P|1`BT>Y_2Csbz&p%)V1
zEj<uzR$&qr9w&dIxA|4NFdKtmk^876-Y^)<>V?#vO8oE{)frcLn_OnRh~9`j&11yF
zh?^-5vWLjsm=;j=@O^%yS@CsdoZ<abUydw~g!N2YY_&W5g%}#ah<5AFyQ|n{=AqU@
zSkA!#ENOJ0^Js&lYc#d#w^oN1$R^?=G8Y4ZC<^uj+ff9xTzwzHu*E>v*7CY}b;9x^
z#=t{jO6BBjNrz4GFScvg>TlWB)2PZY#OLwP!TAYJ_$#{h`)<iTxUqd$184S${Pw$X
zVfdij;NWikJ4A8C8t;3K;qx~v87Ee&IJ>z)6=woS8Axb!IBA)(cQmx$hq*`N%B^%3
zxJ8~z8Tvldm|m;q#6{88ma@Dx!Cgd9JpR+lH=N($ttWMg9;NbNaw(@!w?OKt+?ZX~
zgPv=MrISWSFtOMFz#3~!s{WE@uBp#X6bTLTfuzk$GY2-42O0D95fC1&B8_Z(OhHh-
zcJa|N<v|?NR{=Fm0Ootc(T-#<#jVZ%YMP<8jg1Y=;YVD+t_3c*J^yYGnpO?}zx^rg
z|N2w^N&Xa2-4n>~GwrdM?|I^Z?#||~ug0`JK3#3PLMnN;OW}NMjQp*f#9R|E6K9<R
z``h>K)5_fy<iA$ss&-DV(~=O!b@M*CA-w}eq1zh1JnpPbaN9qcE0B0s<3w*8Bw+Fx
zO3@as5IHG(l|wojR0KG!bW6S?g=a<`NL$m{b)}SI=AbWu=Y7!Rv1Zp-%NVLk5;eus
z(`xXo?d@GRUiHg`eh{L$pza>`vppA;ro`QP;huk)=&gW(g`i1@{FyL6yeicGee52O
zrGGtv(JwNZTU+m_%PPx&zMq?h;izROC$7u;3uH5dieb$x;i+eq2(%vq6cVBOBfnsu
zUg9*ltE-@P^Ik*g<Cg`$rsI0L3t4Nk3G<WLDO$M&txF&0=6}2x8?0LwVYsn|n=@?I
zd~iX(Lbu!0<@>jS16ekUje7W_j;NkUfI^+n04Gxx?gguPY$Z%Z4q67Wo+UxwHF|*W
zjmlBP)473!n`1#R3ATEx**MhhkQlxtiOci>YWt*_29^$ow+&2+-8OTs59#blNId_o
zZtL33svTR(2&Ir}b98Il_cu-r5T-eJ)vQkW`O}|%wwZ~MavrWfuY~q#D+`PMibl8R
zdL1E`HO}1?#SdHX|8&ls8jW6NUR*S2Sx#6z0Z&_X%k@W7DB7d?jUorkNZ75CYg)UM
zgsz-^cfU%boOjDl<A-sMmjbZk1NO)lZg`g{VY#+F=+-n)P&h!`l6~fba&p;{yR%T9
zVeF6aNeEOu2)cu^YamAJTVgFEK~d&OW!&<>s^gP|d`@<9pcsQqsAS_y_{08<yPf*q
z_~zFQZ2n^scm9lT2+x>;*M{UjI*SDKPHom6jVpevCz!0$UF&%x_RM<XpoNxGH{n@z
zh;w@4OZghB<oyek*AjOpibJH&#4^MUH&n$zTY7s^8ptWByzo&VrE8<O$@WFxqEm?N
zf+eZkQ8}cY{a75odE(};^1S)G^>rm~`?#gu&PNKEOpDo<f4tvytu-*-J4DiKgD~&x
z?q|IpjkXO(wUR^<Y?EzC4ekd6j=tJ%pGfxg^yafYhtG*h>pcE8ZSFuyAav6XNgf0e
ziH|v$t>0Qv;}z2|vyf^G#Lo)zRRxs#vtj`_Ex)vcC!jm-3Z<AXXF>$VNuA7)zX+0B
zc=3$IfkCqZW1|(33<p<rBk}=PZTZL7!a_ce70*+3LCOxOS*6T^PcE&g7Bie944DUM
zpMTJ6b~aVu#Ahcz#KPI*T6b@$_*OMv?u#hwUH;%zewoDAT5L3x)h4OEQV;`_6<!R3
zxmrp7OT!ZMfBg#}tY~n<u*@ol`K8qnI5W(wX=a%PlVNR7?{pKLYj>Y{->z?Z&$H)}
zPEGsA*~(VKLxVxLI-iYwke7he3SXxn?xD>hfg9YmuyiR&O>N36Witp5E5ip)c~`dT
zfAk1=<Uwx&e)0r=Y)+S({8%VOVgc7)%v#+lFI#tzLOc*x7`+c-D7k8wdl<ic8k4T5
zaVd7SghL-lDZsdP`op-+Jf3>*6<uFfM&O`EUN^OyNcpgA-KD?k^oZnwLD3NXKvFqk
zrW6BWn_3<+TolzH-a>5}6Ec{{;=ggz15@chTiXwHKtR2H+mXmr2I{RI*p3tk%34_M
zVfEe~RvYt0Gg#j$NB><$vz;7LvyzSYb5|_s$;SU(yJG!TqvfXef4eOf*dt5ef7m0h
zpgi;+yHtQZ^3n$9eSK18SNHlk((=nro0jIk6mU(ZEa3P6JuN4W(zdS(>-%T}RfI+5
zse$DsHli^n!}_;Y$ed5GKfLj{=!kGLQv<}f3{Z@W51znA{aV3wK`kr*UduxMu~Vi#
zt<#uySUyP7nW1K{Ss`s)6f2>5cX~6X6mk(erE!NUmEUKGoi<mSHp(jx*!C`R^w2jB
zJ}OAd`)boYI+i~anP0Y0R`p@Bnd^yb#E}*I?;~>@jXK<%h#$)B@2GiCVd4BuH#le0
zC=zLm;NC43B99Vm=}J}fF3SeTUCr|6a?xXXo|oma(Z>**ij)j$#I|)Tnb>R9gnSsh
z(U<FTH}lZ*V6%W{AJrs}shm+78qX(g)UgU$!#Bba{CWhw6|?eq$qp3x4Vo*nxU^wl
z|E^qyDhfc@5zOQUg-IF2l}j2K(^SkD6G@Y>?iOsy$X{4|qiAF5A<*ZO{1!wdU4#ia
z)B+Odh3TTI1m;eIg6CHm#$k`f=DT7Bl+PnEW^;85@>>imu)3H<_1>1l&uvmp8N1G`
zv`%^@uOt9%ViYx~j$GP=0-_BYk&^%meg>NIFv#!&x`EgV^xkF#a{mEghf2$bA)}xt
z!5(fypl{#x+@B0u7>);V^}SjF!b;Cr_1BWd#>0njC0AlR+%^gw3~}`B9sP1W{koX5
z>ZV@V-o1Io?v1VkeCsBi_dzZwR#X{xokrUyFNJMy4cLgEKM;2)^MX}V_PZ;fYx_5s
z-Z=@JXZ74!gIP)fu$eutm%Vw068uO>C10|TusDnAR@#Iew^M7N;|zc14!dC00Ihf_
zInHuYf|PLCNNOn9U*^cApg59rL(ZAKHW|ks9<mHs82+1aj0;a9!A=Xp02+QW60;^M
zQTZq^fg$PK_~%Vgvl<uwsj=SrXBvv&e?yr6*c7`zLYQpc>h9xJa~}?%a(1`r&xrAA
zil;JmR}Xnrh8`W4CvOb-P|`iZG)|hPh`z_zdL+%bgw%ZSls^-+%PQ10&Ut&Zg#EEb
z)$i*R{FffBBgAJF`pdLrXNqXG;$wu3#t(%&_%Wu}Xt?NMmG9s-Z|2Q=+IQ+0C9=qb
zG<sy&=(uQX+p`~@DtEkeGcn0U8N`i8s*~mOFO$)s90CVEoxJ2&t-2}SdMK}1bI{W$
zs36QEAsKo&?WHJut|_o9>}adGwh}VPVI;`nY9YsyGZTI2kqcUCu;6}8*lpF{0T~Td
z##}25JPmN}7r_gu)oJ%yN-eK_OT9fSNrr`&Q2$qF=NZ*hy6*8%6ow8;M`|cirG#EZ
zszg8%S}4*&4ZQ{t0RfGn3kV{D(j_2}5NQK~B2DQ;LXkT3qDT=mbM~CMXPrB<*17kt
z`(dwq%HC_e+3)`;@BjH_`oyc9y?+OAf+()*?H2&4O*e`1J%}RR5W&cExJ8<fFBo$G
zopTpfpt*Fg;j}ih+qqUx(bVhipzA&gc3Ee$41ThL3}`l8e?Qh(e|Y;>-AQB8xaC$~
zs}=6SZHx=LsPl)IYW%@e{MkA%p1zNr1`;F(pb=b3;asOPZ=}(+r09NLhU3qi^{mEG
z^*5(;<wYIf4j=X1iUi{TS28-)_m0qSK|c#zTYtp&E$p`I_?{~ptIgrMCQBv8OS9oL
ziQa9haCl$(xwR(+5ks$);aoZ2o<rRs%caWmy2U_8>#=Rm$0YNh5d2NkEna;Ctr;JH
zr*ip(b0*v!*xHOhy5JYT`yObS+r2=xFE8eEY}!+{flLG~xV+^mRtRgB2Y3=Dl_`}U
zph^~_g)jW?5bd~M)igeFxMyMcg#+_lC@EtA7pO~EJF|&*$0C|2`3h&fr60_~<Hvxe
zRrI7*Tb8ev&LH(56H0`p8iZ`$@Rx`UwoUvdi>&hZrhtj@heMOEKM$oj1@q9r4(q?u
z0D41GHk}gU(B8V}{uGn80xMMS)408G>W<g3-Fdxj_u_{p&lr&5{IkvSvB4#6e~)5d
z7ys{4>A>~a8~6hPshZ}f{^(=#`-4X@LvqC{pin(cK(`345Wl~0`)q&poA?X2uW0z+
zb~$L|C+zzY-b$Fz^@!L@|C>v=0~k*K@vq@@PS|JRN!uQepeww@$gW$8r;|1RKb{|a
zG^x&{S_o(V-)zJ=IQ()rK=$Lbv-%aPJ1r58WLB|SjB}o(`oV|<?8Fb@e;Zo=pCDbA
z+d89dUh~#@?D1a@nf%L~#NQY@kBHj9nd!e6J0(Tbe$7wOg?R<OaePYRLzksrMo`^V
z*Lw;O0l5f&Z4>`z^p1@~Vy@7<dZn$&s6=t<-)zUgMxN5m1Y-W-CS(-w9Sdpv={vqU
z3YXi<TRQqWX`O^ndU;`F*J}1ogdczyE!IW=LyLbyj7H-AB#vGzx~!Y{2WIqBl%FCn
zZ$bELPE}yjVu;3)p#R47R1mquKeMW~{ozagQ#7ArqyS+7=9MNy*<HwQ!gx?`B(Umq
zB)U$CT5G5(LEj6gSRerRVdMf7Xa!#bl98U2AR1`RL#b~adLLt;tpni;qA}bW1`>1S
zsoLICtw*$_G<E9rGK7{y%hc2JX#&+h8w4w9QGq-$4`ieG%f!(cj}#?G&L(5cj@=t|
z=qT(sI?CO`APTkQ3A`$NkkRL!mHmtn&-w$7Dxtfaewdq&%5ah)I8|lB<?s*E?{;?=
ztQpu?^8-EI&AO;y95F{#crz80opE#fxLhgMjk0UH!>bFIWzx!+ZY3%@+6*(}<y5|w
zSu5COB_;q&@;iKUhz|=-)R&4cgVQSJs}^#HhOz0>RjbaJ-}1vMVi`3&d{*!YqX|qn
z9^s6uim=W_-VwcZI)E*<0FGaD#KVnm=rJ}ZIDh;DIdf0hyu~N*n+($Dk(t=LvVxl;
zn?qIl%Q{;wLaZl&ztOKHnT(ZTj9Ai}8!`us4d^(ZEa7g0dwQn0*(55Xct6VyQ9Hhk
zR#HVj+pQ1VW)9rovL#2Rd3hnvc5sWP&*P?NOKu4q*Bs^SzVqZFtLA&!lQ)`!xqA1c
z&pG`JmiA60t51{ZkE+0nRMi{Vg93`$jjd%q<prM>qy(}p%MFj8PMZ-L5-R=C=jLA=
znW9|Cn`=tav-aBO<4ULvBKYrvViy?Z&LEvX_8(GCID2M?`GKO>paAk{a>_ySD-Kq9
zD*AZl_-=)g;@8{LXR`vNSo1#lfi=rUcQZT@e5?qBqB@nIa;S1OuE=8jtDXm<&TSzd
zLp9y&NQ%p}6LlVqO@y&sg>CUigs(IGd`+TXFRXbjX1LxmK|8&C^?h}=?YYysBjquX
z?A6ZUnCJ6G^-RMi@ru5Vk!zfSWfp^(n_pkF^hh<`w>rckVd7we4>RZnsi`Xu@9OI_
zknk2ap3<&2oEe9Ztp^2rfOSH~cWVH(`v~_9;C%&tA%^bOC*549wNsKk8#*5vtR<(v
zB}rZFVn2{(Q=+fyel2uSE+xBlo>+O3hk(MQ!UCFl`@TL0-S-faj0C-RiLM-IV<k^e
zypNx{{tzn^`bibO_v4)9{!6Y?<TGTlTrH}^Rzp+@ZlHI!8U@btml7}5leSB9Sf*^T
z_x)gonn+)$R;`^8y@IF$zhk4xHpldi5#m^_TYd0b-l8`>52oHt@tQ7ViCE#r>tfzP
zm-^%bZwuAFLGsM@dnxsDSG%WzVo4&4GvlcEMIZc5B+4iV_sL~O1+&Fb>%er8b#AfC
zDRvpB#A<k^Ep*VUceY~d5pCB~x4l>58!!}V)`ZQDmnJ=b$jLhZytadzg(k@=gpA?+
zj@oXEyK?vhRmCj=iymL#!^#saS3=&>`<~M~eMldH>lL*DbsfgM2FnoKl8!^T0;{Xv
zwLl+H2?*t^m_43L_zpxU8J{<*4e|02nbWNJ{`qXIVRr3{yRQT1PEEY>SwE^>t91H?
zBw-YPBF;-~inF%ABMb+kGf;YHdjKV)k(rT_*JZQ$8*9pX4{j?5)o6!G9k}OgH##$_
zDjKh3%;8HT(?fdEB%`Bfy)|t7abLa2gm}i8q*JRiRLtOIOFU~cYw?ox8@+gW;~zBX
zCbY<o`{5-yntS@A^{X87zFgcK=g5Noo}qLVrW^gWXFut>HNCJTVyk=xGhU`;#b14&
z?&pCsv-?RsGy}fB^A4Y%HNBV(D|QMnF=1+JG~uODsZHZ_eBfaA^S8hpkA)5whg*aZ
zm6NsmbkTt-4UEYFi_NXn25){Nm?Uef*YbulOR<I0H)UjuwZw5bo7_CfJ!;tvki3qP
zD}Azku22P;$$2irR^21Li`8*&y^$4V^ZnU8yhSxHvT=5pPu5x_N>n=&)W5(~I6Ov>
zyYRNz28v=BWNxQ8B`$p`b>Q}A&F#|mGKIX_ZFr&e3TAa(SpcL14d#QqwLA4rmkS6i
z&EAZidBN~rSav!ABzCE3zMx>#cOE<fK}_KB0sT_Q<l^ZpNycMrKo{Nn21sR8*#_|o
zeZ9)r^~V#tj4IL#LQd?Y!bQ|xEkPy-MBZpJKE5)L-5!$Z$TK!KrQdTBBNDUs4h^A!
zR)&Z2?Q|w;s|7Y~Itmuw@5=NTd;6HCTFYvI=@251tBh8@)_~ZWqq)JZ!B8Qm=;`rB
zhx3>9U&>D&hS3UAO=Ua0NGro<Sv%jA4H-dC&KX)a=yJ3?+sUI`cWnJddy<TBTh`dx
zG4JdA=OUSSECO5EPcx2i*ql@j=@`1MViDlMYYR$BY!CK#oPjnpCEOx35)(N;ep-3}
zH;z#U*;*#b-+H~Tn<7%E!Gw-$)$OJ8rzZ(7m)0ddO_t8d#y>#{XdXQXsc(M3*U$lv
zl%A@sid<0TsT;?pr*;^GED5pte0_3R#7CrA=7MRSyl`s5T_^c>0_i85hVY31kCXi8
zbnQf&OSxoqUl_{Wy-Rx^s`gH^mTz*1!qME8C?ZN#?bNqGFB-JqbeNU8!eZ%1uepXN
z<f)nvlb1sh%c+=H{oYQfDEzXKchkk$htIu7Q0?OQ=&&RW6)dM8x1P&!(e%q|&E3};
z%Y+M1&UUEm7&xR}cDIY_P~sssUv@_KcIcF<F5|>E!&-z7Uo2VvAg4lp-zwLw3Aw$(
zjzvDHKt#*H+hf(k8KvrSwLeR&nX|Q6EC;hBiD`SnT&O3$o&310+;P}gYnKldQL3V^
zSlqYNrpbbTTVwnp$`;{<)6U~qGI+%gnNJmx;AVYq{VX3RBXZ{VY>0AzYZ_H~su%wW
zKPZDb`Mfey6Zqa@A#7sulB?@zxYo;9|Aj&DcFhyHf{8%X3t1}0oc9t$naq<1Q7F39
z#dO5|7g_Z<9+}s)37VeEBQ~NpL!$!L<$DXt$#Z_(?1&ydg#wjd?fXGdUH$3{H+`ef
zkxdndO;ytjRPd8!55X~$5iF+biva1kHLnO2UVRAV6ApADLs`I&g)%Sgw!qJ3y(NRn
zg_ykaf>Oy=*;A&}Muh8)&#rjyF<p2c7#zK!pH|(jSmI=H04?3fHeU<VA{#qoRD;9p
z3j=iNrXX5RHOCFd$xCx;uXC=`Gpy7Zc!IEr>OjEw1mWj8sSbbsbvCEmh>aS)`eW@o
z`tYdS(|4x^HAMN6rI1)L;rS}5=Zg6k%OmgTZ_cAHlM)&4kwL>wB%`3k4u-Ksc{#kZ
zCU52{IDL}y(P`p&qY(1A<4If~<PzgsrT%!;=R6zT(JN*vG1Tp`pg#3s!z|1<bJ?UB
z7@_6aJb-spzVb)n_QzGlH82`T-a)x>%U&6$@BONy7E!%kLXD9sp|6uGX-_C=Nz_;j
z2uz1DRdxzb*rL5sik+tIXAs=Izk?*ip`SL2SkQ$8BM@*?(9PCSeA_gZghoAmTjp{5
zl}xj48NA93Gk-CKXG}d41v8?8p+TB9!2L7t4#4jUW7%TIM)f&y;WPYPNPHua=zZ2J
zmCG0xEdAl46_wFNE7}l)iww3r*$`R#dsbB7m13=&o4|uO;rJQ4Htry=0Fqc)ueiM4
zg8hfE&un$#&HF3N7l|Qzoy}>Kelc)uiasx_nhqTDrshG_o05}w$I065!(pYdPlKzQ
z;}!!aw2M(q9+m1xB`jpj3gWGc2-M~C^*F))K!uW+ohLg1wvelB_c|p))#~Ryn!WEp
z`rQ$kfG}FJ%)asA_!-e6C(-QChiwH9gnn98q6y!aQK4Fg&~mBfjrGfNy)pt<Drtu#
zD;$d9LWzQEIi^jMy-nUscC8_)t0}kNU3t8NO}V9tO=L0Qku1b{ec}78wiSJP`?sn7
zJ;RNBV=w8~=U8BDv)D+D9Smr<s*e3oF4UFl#NID2*wIMwbtYqMUPuP`X*xr?37wc&
zeK~AW+vw#cSvRMu9BbukSBQI@c<r@ruq9rem*m59OOrYzi&O+cUmP(EPLOy2);B~&
z(0U3a4F~&~FCo7O6vEIeM|rxp`*A(KtN69!<T3WFXKlx=Eb7Byww_-irXE4=O>MiG
z;m=_0*1n1nxjc=@{EygX@`dh~ury;<afF|N3T(b;mzNceR~44?48%Kn%$nSj@T(@;
z>1e*rdVe*(@YA@oWPB7~N~sK3MmAYYzs8~9KJ5b42#eW8s^{dmoVkb1O+^2!F%OP>
zp?z6oEvfL=%IJqnEf6htaSUZZnKnx9m8Y>1_DXPA(JeF|c|zN!)-bkSJTKoL(v0OY
zb3r7gNk4v@3_GW%s!XD(tOs36RyBQ5sG1J5OH1Lk_hjFddEEF#=UZWMVLth`>XBoa
zg51lp)iP*}5C?M!HEb<01RFNhQ2VRo%-ozqA4_4t?k*So;`I+CQ{Lv6_}CB<FKC5k
zNB`0)p`7qY7mjPUGAY`AK%LPCn|wRGEa%9Nva{xcH;jk3k%&*z-f*<afE>7e1!#&*
zhsEY`&e1j7(G|<a%}^yVstoGWo#)vrN+}ZJ458;k4(ZB45jTyqdq?{)UtUWO^oS&E
z(%0m*>K1sYJ@u}1L=2|2EhbnuY-GwjdG^+<Z2kmezdi4Nuf4e$qo=;)>v@eqqt76Z
z_kF3#)-%pcM<+C%uROWY)nTK)s^=)CV5xvx<ED8cy)bKO3CnYSnd>nt#r*ajg|3I$
z;9JT+O}A`Fij^l1VR5cE@Dty*VxtM_f(T?v=ytNcdmTeUk-)yCMJ&lupR-<NOU?iu
z6tJ^<RiLU+Jg(CMgIzy$YvS_0(WF{Ryl=tyO090z0}_b=#%bNWD|<($9Ss7op@U3r
zRJvsh4MrEKt~#@t6))CFjBS@aO<xw9DRqwvHTIPp!9T1n^iPxS^>tb;z8;PYsusmd
zmC(XrRyEXBJRl~}<(!$G2pWSBrm$<v%mNr*#3r*DAUr^ov}0>T91mFJNNc2DfY0l&
z(2154UNyb4MQEAIO{SZsT)9huyJJAo<@5QKn@qS^H~-LqD-}NQKEY|uKny6IF&b53
zFSnR3mFeb@cC|{d>t+v=?SAc*YgyNl819$q3wHgXTUGL@W#xS>&hq`<%<blKBdWVC
zAC;e>JB>hasA{)XQ)Hg)U?_U1K`QKb5OuHL<exJ3hm`$auk$7kR2(34s#-pQ?`j*I
zjDoZAF1MKZ&jW|#CV~X>1O3TE6syhHp$>B1eov0f869AOREj+inftbck)kn12}76o
znGwUnWW)!$eBxeAigM8!HYOhD;S_y&g_tZn>6vIB;Tv%+*NrwM4$$yl*3~G&k$~O;
z2Mdc#h?gkSO*EFseY|r4GGTqc{RR6Fg1ZQ%p`DWrb)<ApDAd-=Mszp_;p9<d8Ufqq
z0_PW+LvP%9EI47U&xyKy`3@vb`gf2O$z|X7xe-RMN!G2W)S`hdZ)5m|Cex(#0wTA$
zaeUl4(>GEr%Nc>-kC-h5vxs>Q4|V7-u=j=maffj{+6;LXbm}YQJ6Sr>Ir(#3DF183
zny#zsog$mV45k@BH9p+rM0UGcVK6@0-L>c(5;YKZ{A=KOP2k&1%p5az6YXvlE_2W-
z%b-ex1x{`*b^81o1Bf9eQXNdZabA-Iuk%T(>B#*+Sa$gQX~2_MWDKSW&Gqt9?-M>v
zpB*&<d9u<Dir3ZVJGKq$mWQ2toBbF>c9-b_ebc(4qjR>QmkKOaw;|<`$x-)?p5$r$
z9R1IjjbdO4fF>gSW&!>(bFXnOzX{R%bZ+$fop$tb&8c^4gq(nZuXi1Lx&HU`=^c0(
z?BnfDWxXik+(#|okzmRNhju-juU>$#UlhlX=hxpslY7F;ylXs16<ZYU_Ahi#{6k&}
zk9$d52zl6MfqEm&p5=qR)xk)N6cwqME#=_MzGLM+iNrShcD)4Bo+W)xOk-|<rthfA
zYyaNy$Yy=@X76vOr*F2oJc;aO?5{MsJy)_r&9oQ7pJPDd`Gy>Rj*vAny{4aOLS%gH
Zd;)q6>jCs3{wq)TSHAEcK52fR{s(rXxC8(I

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-deep-learning-transformer-network/images/image-7-Heatmap Visualization.jpg b/apps/api/app/data/demo_documents/stem-deep-learning-transformer-network/images/image-7-Heatmap Visualization.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..c00450da1793275acd37c499b188b3d233d2199c
GIT binary patch
literal 22458
zcmbTdcU%)+6fYP>ET|w#06{?k=|y@cqC)5xI-x1O2uSZlMMXjrkQSN{I)om2Kt+o5
z5_*%~K}zU>9q_mBy?wiX>~0+A!`wUNo?GU8&-Z-ibm;UC=$4YaqCDur1rX>0@DFr4
z3VH^*dinB|%cNJYT)A@X+Eua}R5x#2zkcKH?K>1y_vsiJ?$h17_ke|$?Ew=v^SyiQ
zq8!|h`Gtgp7}><7#RQ~y1%(98ZgSz;wQD!7-=MvDlUCs2y@vw-pMR&{L6lc7e7dkl
za)AkSk@5lw<%QE<AV#2_q!-SAp#OdsE|Od#y?o{BHL~l#3D{epix)^pE?y!bCB1YB
zINJ}X2VJ5hz5S41_VOLrt1C=SR08iJQm-;UE&c)4==sYcXzKj_8W}YW?OnP@tZeKY
zoI=7PqGI9_&z{T4LlqR2G_|yKboKP%X66=_R@OGQF0O9w9-dy_0Utho3j7>|jEwpk
z9TOWDk4i(QXJlq&=j4`@mSM{)Dyyo0HvDRAYHs=6+S`Zk9~c}O9+{e+nVp+oSX^4(
z+}hqD?C$L!9G=;A0Yvi8EMWi7u>Z|2O2Dp*moAZ9x^iaMg^M1*e-g?|q!0No-<E}4
zdF6D6N#Na8s;3dD#Xqhw3u^oYn>zQ9QL_k5J=#1o?cB2ecZR+H|7F?#FzkQYH3GUp
zase1T5=syRw0Fp!_Evy^v$ml$$ajx29v@enGZ=mLwpZl(y_g3e5KEN4$=|QG<r?yb
zgP-P#OTDNCUBF{5pWAMsJ!v19zl%uJDaWQY<~LjwrJ=5%-tsCk94(@_^D-dh{nZCw
zWG~URs$ZKhY@^w&|GYt<x1QA}Ern7ktY&f5o4)^ki(D{_oy7lSjhoxDI!cnssF_Uf
z<XM!yyD^jMQxf6oITHJW8FTT&$Ct5%h?!24jF+=`B^}<!&O!(*%PA<?=CFsD!*;x_
zK2Ta>{X1ig()c&(igxUYSJsLmF^})OV#^xyCn~g^&9k*Ba5ukxy8{A;U@gus9`FPE
zW+z)(pMq@LPC-(A1oV-P`oVk(29{RZU9z{EpYp$+-A~7_IPyJsa-;;&B}BA7>5n>l
zj+T==CwE(|^8YBtpFdv9NyVLW2n-8JU*%BZpfeeX{C5%l{33my(Sgvl6}Zn`$~7ii
zgstNF)3fW#EzjH4e{*d`@trQ2`+m^ZjlU?yQNe!~4=0>GQGcK6rB33PRj5!XxPQ*<
z1OtI1{%dN7Y=<K9XBKC4L_Tki&ws`+{%f#p7<;2!kB&uOo)X1j8PNuU&G^>|E|Ii-
z9*pqCP@!H+UR6mt#7OTc=-k4Ab5rya!ZDykqyviF-R2Zzr~F?}!A;J4>O1;k(L&Zx
zU!=vxnhjzB<zI%@`FaX!6C&DvA{FlJ=2zpr?XEx<scRYjzxTfJE&=W1J&^n>%tiA^
z=lphz|2^A|&&Rv3`N4~&(Knh^Xd>o(D8v6f0GlGG&Ut_Mo3Osine86C>F2}LdEci0
zj*d5&+T`S4Cqw_MNR^Y7+gMXPZyVyjfzG{*6ptJeH{knUhyJ_;FVe!S16hDk{=asD
z)*JTkd9{jV|4$VU$oOuZRh0bKZT<gd0DEo;co^|N4EtAW`;khY^#5K8j1BeE8ovLt
zd1=|xNbdKmOYCXLmTvZZ3b3kYkxjX~hqHdd%4|jC^dr(4)v#s<Sx{uEOZaqw?e6F=
zxI=KZohWMU6g1*GtZ#4nkeVwl`jb>6$-GskVDoF!x00h>``fWgdU}}97iz9;?_T%h
zkNV3;D6`A_p*&tmDKTh#8@%)&(rAp9nZ5GxwpYgQc3~NfCiX@u*lOUKf+Y)O05aSM
z;n}w?fq53OV*HWz(IscC=-DCS8gWK`_hd8E+`A`Y1-_NWYjmF!O#A9x%kh#2U-t1z
z@R!ATMma&}!|={%1-9&*uiOQ~Ts0JFNG^KR)<@yDY$!M3&t33pht;6Gha%xhz@`!o
zlZR$w^4r%xj!1L7k>;pkNQ(^9`MKzSC4-jXYb*PlUqjrN3n(}FBwM8>+xAM_MI?I;
zmqu-hZ=cPU-?nPO5X9}?7QC1PIzgooUdx%#t$3$L4&0F1ldbKO_Qdd>HuC-KTN)Of
zGW#`3FkfqHO#;5B3a83DN1$>rff<L^hQUNdb8?~+tY`5Cv3L!9SzKQ+?>s@s!BG<i
z(`*TBR}1kVS5=N$(M~%B>0xbakKtwgVPnFHM!$X&&};)S$XWbiH%wW9!xJ+@kG|X5
z&W=WkWwoe_!4&0;K3A3vPTAN*5?iyO6HlYM9n>**Ww2myf6J?O;GP<6T-v$MkFa2l
zMJ<aQX)qWZUb-!`u=OY{EiK$?{@w``CP$^i`YxnbfU98eMMHN;A4@WOGE1ZuG`hSg
z|2vHs8wvi;oqZiGf9~!_{q-d?{cChbUg|6gf|YKDJ6#oUP%rKj6fW)`9Z=~#u(o&X
zrF^pHLda)!eV!D!&QRvSP}a(MKq=K8HZ#wK46xbB<NjE!;ibA}bPE;o+Ja@Y%EV>|
z4HPqI`oQKyu_oB3v*s`FY5eKS&Z*RMxGD3%1F7VS@XyRFwty-!*|Im%7LY%8b1BLm
zS9Bm%MBdcmx#FZ)m3M2+QAwmCLs`ylEh44F+`ynWrR-2M$3?N<@#Sp!j7W+Su=!he
z@Ors3a{GjW0y-p_0y<dx3<>uV%SE$jx7K;(?ouVF(yLl|(ZQvg_~}Dg<+wP;6^jPZ
zm#bh6!W)lUzA?zr-@KskpkE~aku#iqjD3tNe7F=nLaL3sl>5>n&*0-TiFi=6?Z^i&
zTh{hvWfTvUh-d~qeQ*8&&l)sxqJPOpdu(>r!aj6K=hoY|j7lbta5*2=SQzk$U(2uS
z`2!8;z&m8LN=7z8<2XCzG(XSFfgNoMMen)^J2X4oWutL&W^YL!u^zDtk57_{Sm(9=
zb^~Vg0yU>Ao^_>tl?o<jBIOg&a&-A7txy$OSf(GmIus}LTXtB(5;f!eNBe2+{L^Sr
z)AF0N!hA6kcrW`kqvReB@hW}lo65H&5p+`JyE&8!aAY(X8DjLSkv3~h$X+;5ypX*e
zraoegP83&*M6&1KykUe;!&UiQCyM^I8@-0oLb`KC<}ovKyd>}Y)FLK@oOQ)e{2HWt
zlohz)YCwNo(yRBGr^AOxup-I(T=Yib%VOpnnf@iJ7o^hgs}5y(pLv-SP2C!pLq0J~
zS0zYFs><BCnN+5;Nj;|Vh)i(hossr`v#LhU6^6wMB(2lqvd7otd*plIN9nfG<Sy!s
z{FepQ3zSN2?U~bVsc{rF(xxH1MilBTkqel+nbhJ!4#LaqHTQVJJ0u`=oIFh_*Y7;Y
z&c<AB4XBOe?omVu8awijw(tlg(i!$rMrm@0AU|k$2i1&(PT);Lv}|qGKW*3w%Ci?B
zX$I!OYZ)Iq?xv?zlRL@IC!wrY)EZs1>iKb!&Y!G1Xwl&0Ow_fIZN>5=Ifty&fH1Us
z5AdgqlXD2rpQa(&+jm+;sRkvTG)&VH-g181VEOpS!l}**%V33tq6CekJ~zildL{Q8
zRhjxNtMn<%7jQgR9kXO_gxJ&D9t0K1{X*If#;<A5m?Ub4zOSuyaj+c^e|9yNxzZ~c
z4{WcgUV|Gq?i>G^lgx2aW#m&bYN~#yS~)hK*c+u_2t%qig*N343;2CA4S}Hq^(5)@
zKCw%|P!vkp2Jv?!w~7Vjt$`Ib${Zr7L{E~z%8~wOKs$xoAvC)grDL9O*6*-&pf`W7
z-R)mB8;bJ4f*EGy7<vMW!_BgR7xA|_0pW3DKOwlm(8%?gqu(koo^N^C{EV@*{P7*c
z@HRQROW(7`q`a;w+^Cm(x}v-??AmNur4_$d+|aB*Xp6^%FV5oA)%I4;u>)&p<kUjY
z)EDI&yIZugL4W171B;paP#BvjRgpn8R7Xc+OJ%%OvRzR8Y&`ybMnbo}vBXQ)Z`Tj=
zL&@Wvm}FU2^CIq9JQFP%dve_2GNAd}?Lwph#~Qu6R27o?@HoGLG1PT1WpjzGw`j4(
z;BjAef*idZ50$Y|^ZG8W{KQxDL%heO_mwPK^rJ`3+XYI|JZvuI(Y)5I!Co?D=7;^N
zfV(>A!PVCyB*JZNR<8z^s|z_g!lSHrsO%Zu*F_7PEsS_DPfTE0$S17lL($!uGa$&t
zl7hjK*whU0QOjYBC?g!$?7>q;$z7cHD-Zi(BRZgJnvFJ!E=o<>xS{deFJbRg&YeIt
zF5>qZ?J-#}Yf{vTJgF8_no7c#cp>w?A^=WQv;Jg*`w3|b2!@V#Fs<hEP<_?f0=GY8
z69N#I<i!vQrQeN{E*9*guWG_E^r4a@y+DzYz&bf>^{$Y4?{tW+y1=UQR<VHX^_T}d
zdX2hOjGRO}xPY2<d{%4g(K*DFXK(aabh*4s$RcSJ1#`YDbJAq}(%s6bLZS3nn$rte
z6mbg5hhtwnpl=3CzcEdk4a>c@RRqk4uahqTXouvIlVlc`UwzE}Jq_vK6a3{d#~b#v
zFfAE(TB^Y*XO8}RW6=G6&G+-qI~}7##{8_u{A}-~Xv(YS6h0e9N5v&L5i;(DpaR(N
z_=u>AoB~5bEt|2WpEY<E;N}S_-hvy(Mm<aVVc*k$1NQ3cg1Nw>%eGtL<#~2#OB+7!
zCT$wI)Iz-L?Qe2(#aSXRb4m0yj@XZf5}QWjSc`%(E6XZBH%qWzTCiEZdXKUhXEY#G
znman0)-n6r(GA=xGv2`d{ZB|3nt3z7p3a(@t~}Vq&B=B5j)6g|+>UZgm_U~21HU<D
zag#O_XauF5q9VxZ{+sqya;4M&kBurt{M3&dG#c_Z$ZmV$9Y{znUB2XRTKpQ5fqmO7
zJiBLKBV+!9#H?>toA#J<TA3Rr2Y$-*)jW(NP9|DX)9zE5qlh<^l{Jf8z>+)#;NvV>
z?bgW5@9m`j*vUaACUXF;?NFG9f)t}r<j1KHxIxO>x1{#unT!5l?0Uwc(b;5+>`{)8
zm-B=cJz_^QCDw*<*^>A1|FXNlp7p0Ez^HbCg1t5TN^jPWOml5{-8;`cWxl>V)QYDv
z*WMO*&E%HV%g35zNZ=Ia2~E8;Fbz|dvs$wls<&d8xhj6vB#2NIxFn&xNsV(BxDw>j
zo8FS%LGD<@9xO+tD;&BGR)!q~5ro}yY$48&oPrQe;*Lrl#ObRT8mU6}*ltv6(=*R0
zV6O0fZt_i=pCPZ*ARlyu)6*i}=$ij)$%%nCY_1~11#qB)5fRTR;%c?)I3I*uWzk#-
zppop*TWx@jn^mHb_TaX5SLbl5vi=N=>39fh?Bg;Gn0AiHGwUpv@^JLpWjqaHnF6nk
zD)f9(0fE7LvTP#=Oc}~Q&@xEXpP@f-c?@r`4wFRP8Ld6C8e3@8{vi3wdY5g9zv_GG
zal2>+{3=p_>u2%Gn1gh7mN`uB{emW7qSFHH1Y0-FFK<J4KE9YdC#sIY8@b<05^s6k
zWehc&JQn=hF_7fuNE#j?R8-AU=NdX!eChHJhc{l0cKcEKCk^Grm0sUIUE?$TWW)A=
z6K%!D@>asFz|_dV0AGeP`Bm+JbBNKot-9;;{38p}JW!mM=>PiOE%^)gtx3u}>pIe}
zdN^!NYjyG`g1G2C_b_%xLuTFSxXOqJfvw~n%%o)G5>bY8$*DHkPc2KTK21MxkNxyy
zMkXGNWzS(2Z*3f(nFyVkNCSN8hV9@mllbrJmLYw*^Bt1l1s$F2o<*3)`x`wdet9lt
z<unNujb2M!h7W`C7{8K4ujN;_{1ubow(j28&0A$KInU;NFt^p*u`Q>!-^d8EHpK4u
zQaoB{tOvC+CsrUSOm3^vZz4%d87N0z-Y^p{dEJ8w>^uco5zyy*3^6g}AmSDIO^BQ9
z^$k=0Fi!hALYD@IvZkJ>J?XgovTEIq{a*gs#li<2chQbG-brtd&-uSP?#{<L;#fyK
zWGy9-Dm|#KFLkeMllEKL@cp&@Jo2hRjCW@ThO8mBA<J!J7Sfrandl?v5d^~sgzQ#?
zLX#LMxQDe5UUctC05L*u^1Kw|NxtIQm5ZEhY#!GYNh7$k0*`lKZ+tVtCO4E(ndv|^
zEta{qSD<vLsJGIvLh}Z|gY2Ul@{`^Tnm!MgT~O{e!A&+U22J+N*M5jd3Rxzg1l30b
z{7`fjpdBHvyhU4T2>&6_m!wJ}Vu|CwkNbCoNk;?UzFTJR5HN}7hd)JWsKl#cO=J4j
z<onh%R`<|WIQMN@y<nT&yqM<KdNSC{UEU~WtkZ_!-4I}oO1`1QnMBA;$xp%7chMeL
z&wI_-7R5>!aFiDIa#oUzJq>r~w}2EhPv3gPbj(D*!-Ky4Oa9|uESBzK#@9$NF5VTv
zy@L(a;ZajJjllM^Z%UVzAGT;X{}COZNwHlOhOBOyZrOesgFn~Nv3q~<p$1to+q?G{
z7zimY(<V0+ir|LJBX*cWQ?UtiCUXY~*9TkDhc8I09@*@G<KN!+n|JHV-3N3FduHFj
zeG^OtDNLLnpHzZwfVh&kVtcEz71?Xz@T$109(1B~39TkdQW-lKT)N7EUXkyQQjImL
z7Cf($dI8y3fqjx|;@8_Z(?Wq)JlFHyEsnbeY#D5*iT>;2WBz3c9X?1@@w~WX)B$Eq
zP4U|6d)oH%>F<KRlIWX0i01I7dl9?AybK3s50z=1>z>e!zUa?XW13%Y=&I4|qZ0QE
zrxtm)<+sn!rEzG)g3+gKEm6AqG95qH7s{Fvp^LmT@-vEZj%G|9d5n*VoD;Smt2h@J
zqRrYJ;WHS;s<Da0wcEZur~u$ts)>+~3+5YP`o1J5AEJbGS9NZ+<w2(jjVgwvn|)*(
ziDHci8u9<i8BsaTp%>iYC<{eRyho?ucolZVyy5|q-sjko8{Lt~%*WGk-qjV(V9yY0
zWE~MKmgj8#TKCmUdC91@<!7U>4x#82Bo|EV(U;LU)TzBEOUpP8ZVdH67UOOXv$8h=
zUVbpi(sleQlxjqm<zY6^umbpcudd|dP3PcZVK7D9M44CUik=G^JzV0JWr_|8x*~Kq
zz$5fZsIRCJP4!jVS}nt!5tyx}$xnW#k8llyL`TeHv&S?IeX*=Pu#T<fh!t%bch)lI
z5%v*IK7O3_HvK@woTbO35l+uE9hFG$eh5F#cDyu-X2#HS?g-<Pq$fhm{E+<g5GD1I
zAhZUc(ppEC;$`D3r#hgFV>Fb?C+R&wGD(gKW)yfKa2hADpw-K)tnez?n%A_FdRqh^
z$9(Zc;ytS+JlV`_xA4%;xWnKHB~C2qO=&5n^<zovT7$Voap-}`v{_%y>aiNCZON(N
zqxh%AvFG=HGDlFpy!ZC_4LO4B$3QLrbOPo&tU{ey)wy?6;XR4j#cPThBJ0g}my(CS
zktgq{I;K|tOq(|UOnT$UBO)y83OK;x5x$7Jwp`gu^d*z>{0;Agi`Ar|Q$5T`*+2zt
zJ*!lZWl3dja1n|g$*(pY##t3q)X>PPjuFq{ipdy@A5<I5R!M;i_}N%z<7?0lgT}lz
z6r)zOX1n4hH5EJjv|go2u@ZP^5Ag$8g5jz8owgJ4DdmOT1A3qR=Z!!1MCU^BLyfdK
z?1c%tR;6nSn`$rk)zY(QD{GJ%^ExyaL&%gk4~Fl3HY95po5(C*xs2nks^~!Q;b$7t
zF|UsPF%$yGomD65HNALp#U-8G=&Zx0L+#eNT-=P_YXCs%Sls3iTTzZ$wk?(T^q`0_
zlr1i0(xkJNtd}^8)8Bw)c{}+lV5638u8B#ZF!OACgWKP#XEwq+({ArYxMZ!Dz&URm
z^`v+o8b4d`3R)Kb^d!@2BA)Gm87jL0Ci?BAH|*UK?9U<HW51hrrq>=zb3NrFDDLFf
zGCqU92p`Mp)|Gi^9cr_#DEA2b+x#_4;GSjPEPjjP3!YXcdcjOac+uOF@!jDk)w@D3
z4`BgIhE_JFqhE$|ia6;Vz`5S*84l0A+(vgpRLCB4SYw3vYwnhLlZk}O$}&q^w-7M>
z?K?No-C8s+uaaMJ(wz0~_i2JTD89T5)r4!*OR&1nS&(rgzea5LAS9%QPC*N4CvM9_
zGmN?z&=!KObK49cJcADgK1OlLe)%3c9{Ohf`W{3u@5=GhrgK`UilNNhd+@V&#T}Af
zq+vLm{d$rx__ybbrZUB9+&b3FwT3?UlXB3XmnAPBa$flHeLN&$ZB%H3Y|J{!L`A6U
zj<IdY=aL?EcZ;h6GB5d?GyPVwr$vNu-pviWMPnvjM^<sNbU&^uwa?xLX<ypWG@LKq
zWN2!J)>LDQ`sqB;-0%HFJZIR5nVcX7LdCRCp0cu}A}=>fedUoM!mQ%+6v`>GlI87V
zlH2OEmrFK$HD9@Xv!k@FHtZf7F%YVdu=sr;J^a4*yN6$QT8^Eb+?QKwOsrR0*ek@?
zFLz&0;+&@Tx+U?a%t1S_J50_+#QnO(wV+3+CkF18(dmvIL1LI3IpLhdQ3Gn=3i`o;
z_@bVof!Z(YP@$k_B;CDzlnNaXaHBTdp;=o}Ebk-LS%hsA(V?(1FDl(3>V1e8P>>p2
z*$WkIXCM%q!ai>r;EQp7w)1gqyZsBr`Sp)|`o|vym}D~q9_Z*r+Y0!rRKq)%(PPrq
zW70O2Xz;ewDuI{?1(+vuO(%Jd9L3;Bu519daR6^J;`+}rpRkq!7w5ylXUKU`GJ*hp
zQuw%DGn~erTeS*^JL<6HfCn|s;%G81eKlVpox47@q93CoHE;@YFLVI6>BwxR8-J(?
z#Lx#~<SJp6I=&f(g%W})ziuFd+YsyhF|R87Jdg*kpAvV7Ci8yA4C+G-J^s%b41nvu
z%71?^r&<fEq(pY2_Ilh{4rqZ^0$ajO`kQ{4fz8(|z5Bj|pe!5Ip2!L%y^UfDK`L>+
z=6B{ihVCiv<R8}GlF{%Zbur~Jw^McoaE>Z~WU7Qj@bVCj>}7dc%@^~P#X9p)f3Q!!
z8x?@L<|Xn~8K0?Vr!CqlO;C)B+d?NydlcogTjrRVqZE;D;Ki)ep95$oEjO3oi|TtH
zt##b1noyG)WFrB@Sw98To_^Pc30$-gBMVrnTVWOgEa*YmwBrGmF!^mFSKJs^_TN*G
zgwrXgAn;H(2_?THV`WUPljHL2oYVteP>H)%d29L%eM@qRat!U#dH1Iij%t7fa9y(U
zwegAj=LuC>C)%q9WE7-fj|DddzI7K6t~=f~T&zGP!qYIhW0;>mi+@w{RG57@@LCqT
zf0MTk6}pNTE*Z8KeL8Qo^%57+5-I$`B{Xp13PepjbKkhtk9t>C#7I)M==O6<%BA+X
z$xAmosxCvtI{g54Le%ZP0FPq+h$0KLtjZv6`0CMj%7Elwf+U1o2G+lI3Dd#+cD}~q
zPh_;Z%ZG0<(2|T%{<spLwkaQl$X`;voRF)UW!TLARq+mZ8+3`vR2;OBz4+wMPQmTT
z=T)_vVevLD*`CP*^IUcT{4pz@#%9g2?1o?mzZ2LOc9OpTQcsrUSpD8n<w}(55v8;H
zLzjKfHONPo7>}aKpO$ZxZi!4z{OU<0(vraYhJs>T<Zak7+)w6&R`GJko_R*u7fVKC
z8Isn@C_$K4U^fgXQ64HjdiFIM;d^`vqRh14%WM<$D*S%b6u%()tuS42Xj>mZ$@S<0
zVX9M*>nVt{Z9Ab`=Tk6;z2fC7<B-;pU#v@tUNovBHc3E`FY1JL0tOA5u?97bqDly*
z59NSH7&<vP{G1NaZ~&Me27JAFW23WIL7`KD8qTo9aO@NWIF=^a=C6i5C?&1|v0!&L
zfr=xnclOeZpy&}cwM>^scY_Z4s!X#SDT3^r)59>oYH1WjV7bwI7?nof7`FXB0wSJJ
zX^sn#rkRyQV9ADG@=qinwP{}wva>ePN<q#716|%CKD}qu(=J^K9c!1jdFUL-DG{F#
zs#PBy@#3vGYwoowJ@x01HOAGGGCwpBVU*V4PeJ2wne+YR@SS#R;#o2FkL0(I!|Vc+
zHFaWtK}<)m{!hOb2+rxIpFQ$B4Ef1t@xyk$>)7io%Hmvrn1jd04QU&_uXNI#ho%Np
zFxS7?md*yYA@(7zSk2OLwhGArt)Xm86FAp)JssUr;DycLvt9*Y7Y{g#Tcs*pkSZ=~
z4Q-9-e{R+)2#%Uo^i6u0a`#{mIXuF}_-pe@Puy+)!-0L9EI3y?GGb4^31J<6FpJp8
zg_J>$w;+4{&|R&QZP?jPw-?TKfo=CQ;D4YehXrjvx4lLb{VItoH>`$q@0_1uGo|;-
zTlR(e;lRn$+T#xBkZ;G|!G-Rze}LC#T$;jDP>wb&+*Nvp{uj#C1NF;00XqF{cdM3(
z>+;W(FE^LA-((F|br}E6z?Ce!baMMXtzf;MV%<Mf@w-NnYF%t0IVpE9$U&H%D@ow6
zcVKIM;x5bf+M2jkyZJ+A<_Ds4Uwm{tK9=D$mHWGm+PwHigb1jE%;;nYmS!=Yh4=E*
z$C(S(l<4W->ye{s*z%f~4oAnx5xcmzlXPISt;nmFqP06A$SS}KuGCTf-9=MXczEn;
zJeeMR0rJ}Iote`YdG|#fN)qs6)ebXAIO3x)Fi`iq-;lojnM(Frbb!6(Z&)YjSvOsj
z@}O&y_w7S_BCa>QHhb7&*J2q$`GmT#ex}tV!{tD@+XT`474T~--UfHO-uy<hBDsvN
zGDm!7Mp*(hmoi?H%R0kMw6f-${{mi`UkY4qGsV+~%_qziW>^c^;Obz5y-{uI>*1|9
zVQF$7Dk<zv-l4#S>{LczS%vdJsv(>enQ6iO51)t$$1owPV^g*I=R@;hNI2I5F=z3J
zpZ^J{w?~sRC=X04v>srMwoXH~jj!5lc-%~@vQMi<EdYqcxIk|Z=XkclOvbCofv7|i
zU>5;4Q8&*8`K#JHT)ci9!;@C}^1v{9Cahm(?_~3M1(k1@;e(P(5B32lO|6Mj&;%rj
zeiC3Y^N9)TGUftKK`3<UZ(c>#1QU*+-m)`4<xao<c*o?+vi4EKib{q_tqe8^5=y6K
zJj2tYnpW4c|D!)Ck6&;4$GR=i%64*j`ViF{+Y}VjWEFQ(<`ur8h~zgKxf?tW!MMfn
zPQDCCIk1F8JL?tHeWzGG@`uc!fcMT+vq3aHY&;4eNkuC#|5(UvK89wwc>0>xQh54s
zjKK)S3l871lf~n_t|lnTrl1-9Av^VQyt)$s?L^2+h9g}4wY+SIJqNmMC4QZSjtmVv
zL7c;coTc1UZ;;Ga?64B`doeDxZTss0Zp`9H0ob3OCm-_1-7cZ*xNe00EL#yZoKbb$
z`)L2^M95De=dWPQ5x2=W(fWLEGc1!ClA>v%m@^-GUSOBm4KwRQ7Ls_KM0d;{qLy5F
zUAIpTPNEy)G8d0KLj=n@I615fNh0>78Qg}HIIPhTd*p6Ig);~O+;QY&m>9kru)Aqh
z?>`>su$CgyG1Mttqpg1RI%I9Me)WR45MOD*MwwTgNlML${y`#f5*H?+b0sK0wW`1N
z8P9q^fwAp_cNycO1}(p@QgRrDkYCvly<^n*Zu)Y6^vhV~etTAh0ENAn(A$D<u3jRD
z=RWWVBK^w0beNoqxSv#><j$)<dlv}p9@m>pSk<eTq1x*z{yKhk{Vlv_XB9R^ZU3}C
z#JRDeK>zXg@Mi})byXQ1If@yI*TO|Seml3Z$-l_Y+N9r-{+{nhy)R)8AK9{}o|fb~
zs#KwQ*t}lwBE<I(;#SuU@l|Jb5_JFbj*PMEHq2qB^~?$%@r-Y-cFl7ol^B!(x!^x2
zqcI_V+Chdm?y(c$zW-L;78l&9nn|r;AC0t>y9>^Gc(1{tNe-$Z5es4O5N$;$jqp6O
zY_X|uD$}gZ+Cc*a1=f44?epV<?T&G7(n~diM-AJ#k*)8o?w&A@#Ls8#)hq34xr!@~
zo>k;kE0g%w2K?Aq(@VBR`0QZr-|WW<fo9hrtwoLUc(%n3_EXSpnJnGLdjLk{n&a)V
zZL3`8zzl?FfLV6Z*IN~NQ{{lnU1;c%Qtztv%ox|jie1r+SAPaE(c><YZ3L-fw-lb*
zQ;_Ue&A-+^3XK<%WkxqrGW46Vx*y;3bHCx&^x8ZH`RwFd`FssD8wv5z^xZ!N;SOO7
z&BTq~%&wvx&MqeI_UqX)AMpPFB8?os?Fogp7O|73d8>{}`^U<}<Fl2SNqw#R6OLxq
z=AanR1;`yQ>FBjlBzYeW7&q-?$>%>(gM8M~^gkpB<)}JKd((TJ#U6NlDs$a2y?qTJ
z_-Gk4qGtCH2#+HOXG9q8A;)#DzfPHUoP)!{>prylyP9nGLpD;ONi@d<^`k`{8dP$9
z27|5lN%Ul^YUrc{-@$UqUU$Ks%7Z2M^joq)UdLR&eenb$*MN|kE7xra+B*lj3Gwj9
z;W;?cJl-C)ALz@q4(6`T#bsrb?@+2gtN3q<GZ&Jla8aKVtVLD0I6_7yn%rg>Tm~=h
zlH7hx1p}CAoewKR>;R|cz<{kU6_{t#AL(Hn?l}3IHyVhsT7k$UKi%>m8>P6e9i9Vz
zv|gIjLZCADMyhk1f@%(X<{*0r_}-4xrn9u1s|4S%XUbmJPJu@&V*Lc$V~y1L{$6|n
zk>PA+zglOB_h*&|UcfC?gRj^#(t<yR#UR-WTr^1<t1~)dv*1M3JpD5_*O(12fpulK
zm(5;xNwUcVoAh)pXSw8hdbb@ZN|_6@=@{x8KD*4T_~5lV_vITd&G5xqO&@7oC^iFw
z!E`jGI`c3q7pX9Fb}GNa+dpe|K~D4Bo>BU=VN&sTGLU<wH`Cf7k{&VfyJ#93v_JIN
z`NEYfp$khMlbdsVN7$|l$scsq^Bivu#5$4w;t=Akw4Qy@+Av19z`cqQ+E)?LDH?rl
z;H2>4L07?*-iiz#Yb!~^1RJzXmctqCXOols{#%pHQ2MjPzPx1nZF)JbYe;@&In`ku
zXkwQDG0m7_64Hs@j_vOE3EFhyYdf~8$H^_6f=Uku2OF)!Io6GUx`B#7mYewxK*WI)
z?M|;#(CP^mJ7wdsQXE=&Kwpo26>L(Og656gq?`bf0lv}U#;ZykHWYA?n>#c@mQg~M
zVQ*$>gxiR9eCzeITv;7&h6@e243GD=h-%!Xb8|xVWlSe4Cr`uIuGUwdg1+Pfu?hi)
z5-aGiwlv7(eEa^gzimnj0;W~=u6nNdh!L;T9J^sic=Vf#2JGgX_2ncj{2@`!V2il8
zMO=Z{>T-N^^{t83#G7UHrfy%ssb}-@r7!dykmZ%vNm6YXJ9eB{jZV=VNdfQ@($286
zICht&5C*f)lILeiankSGAI!mMRWYXK$%%Sk>2Z1MtG=M+`C~&tN4t|F1m|LfkFNOi
zLL;t_v1zgun}*xD!d2E&*5}*hI1ny4N+|eyzihB@(PRtMcM4h=hkPky*p{w`6V}Mo
z_rDAQ!4dD$<dAMOssTkw5J~0L=>QOBc>6BV`s}Q~#NbsoAK8vQRVdP(IA(?c!1{cl
zYR-KvPF`3X5V4*U-r{#F%ARRWCsl`@9p);giqd2|pxx;G7DqRrwS2Cs>D%%R>Lf@*
zU1v<{ucc*ZQNO`HTv_8=$gEr5P__dNzu81thQZ`>wUp|1zGCI&`Xolv*nWgW@4r68
z@3zm(3i>zl<({}<GMjqf(XXwXq_q4^a0caua{GfKoS3C$J9&mp9x5Qhp5I32MF+|8
zvZIr(a7jq8r=_Ri#<BU+9J~=%E54|NG}F^w6!m|8;zoLCQ}H)RWJ|%wLEblt^+tgB
zACgG1Tn6@D1O0FnteumKC11qGLsOAjS;h?#{FNc6HABMQ+qHaO$y{Ps69<7=JXSq|
zW-n&u4Sz2GoVNO_Cc!87%fC6j;y(phRu%H&@_Y=V|Mc+Ag|S8V3ot(w6_qXl(!EY1
zv3sJoVq+%kEIUP%i&6?(6^M2<*VR$n3m7gzfUC8YYTC`;C{reGbi;Oo5V%9KmEFrS
z-Th(Dx|IC4*R;8f(sjpN-g8cnI`xN`iJ(M+?JsYy$pafHEjS51lvn!O!NL)%+P6`$
zon1Syn_tt`_Ri<crNnFWMTBgbQDD%eA+jdA;54x+)p}uEp2yGI)SH){%&d!U6)>(<
zFmCtlfP43E&)fKFlGV(5IReCy%M36>iFaMm8|VQ*u(iLET*0ovP==*1zWF2PYku$t
zhh`Ye0RT^;7^_bE)!%mETQvAV-71`2e4!m%^udWq&ip)O1z*<=6Hw7J%a@a5U1+<y
zeI2f%6iY4(aXCZ|HkuFJE){{)z!}WE2f>~dk_ocIcK`xL#>~5CUKC^2(l!qj&l{`t
zPH(yR$A0BxF&FYWst3VYk;iVYX6hw{c&Js*m*JcIFJ#-JRrWJZNjnboD^Zs_&e=3-
z>3i_d>!pO20ZnhpZT5I_z%^<7TU?J8JAgHAsd`s<Zx<rTh?+aLdZ=t?Xtq(YRS?Ts
z<wzH`Yp1?9dO%ifLPsaAE=?q5@Hr$4U=2a7v8Qw)WR2@nRVIh%5F{tkz`EW{MD5<Z
zl(G-qIRzc=sn2o+(?ucax(BumfQY!_Tege5UFWQvi@+}pL8Wig1*WBcAay1fYh7|q
z4#oRa<_FKHOp#o%(ey^2ZP*>kqC?88o(q2lGKHGX`4B8sd&*f}eno3XY>dFD^3{T0
zer840*}eZ~QhHp5WExMvL}<W7405GLeCN)~y&SUx-HYgSZs;?^$|_;C1vP4^es1;3
zo=QCZdE{Vhg_UMB1qxmOz?XeDbyck#@Hh=`zi(=%AAX>-kMzr0EuCaC_DhO4XdPOJ
zF@7?3>&~KGJYI@fBq?=SA}Ho?M!W255~r*SOZdH4fiZDi4|c?_JlL|U#0#^R9lSP+
zxR2VJHE6E5Co=Fl<@Lh?cXc`=7UyNIZ|x&g0wvOW$?wYZ>}@XjDZQug{bNOSp?igK
z>sr+*$mMX5qQe6fO9!w5>w|2S-pHLIjWWiZHX~z&uK6&#XKw%v8$()+bXG(lyG^~b
zdUjqvY0V8$rpy*X0oh1LsizI4b$SZ{%{)+A>>;JJMzdCWj3%17?`6BQ?dfji=^{1{
zAVgQk1(<F>)Z8iJwfcJDoDt)@erQnY1CVdU+M1ql{htY6IciAdDF|R9xOyYEIC(o5
z&}SKa?cJ1T@_mbT3w}rmKQy=1L|(gkJpN29CX{N>J;*A6(kckczXzbK9O{{6Krx`I
zjK$rg2dbi5y9|;j9b_`AYEv|g)CP8hTh|%VaH|mpBfj;TEgf{eDUfc%b9q7fn6w;y
zV0NMBmh#A}_KlSFQxF`VkK+kUJ`S%T+UYtUB4;q0C@26H#_G~S+m^YQ!pyV*m-Tfr
za0{%KF_477W*r3n-8%)DYu{WVP8|%km?FX<x(6v<0Vb=!{QOzZ)GxzG*gOT*LXtEl
zQYILalwYsxX4k#iYesl?rZnMHZ41ZSdXm)ofxstwq<)++8fX#v4FS9txFCx~0Ab{;
zlqU#V`n|bxvPIVf7^gWY=Z4jC-|)K07M(JGA)z;}T1T;XSe2igN7yWQ<&Y8rEEUMs
zdP<9K)H<L-tV)d_2E6JzE&`TH6wTjnyyk~JfH=?`7GWrQ{kj99_f9e)OaCw9WZ^*J
zU_wZ^&|vCdU@W&Dup|tVyV@s5ynuj;2Ob(huKP-kO0xt!)XL%e>*Vk8;`W`Rm4gA)
zE}JZ;cqj9*tqDJ*u09FMmB&hQ(J%MUq(FB(ywRu`h&|CxKxn$G!l?AvkE>v@>6cIV
zUigAWW9xR85Fm44@#S%v$zSsA%x8!u{l0@H=}iJuS<>M;GjF8Xvn-L^G!iKGw3=|C
zADebdIcN?%Y7XI>VkPo6{?}x~+`G>8x}i?b4lm;8Udr0MB*$MBBa&kz&f%|%N1t)Y
zsJPtvR@m-uanGd-zO$yTOcyfZTIU!upldqoTQ$BVLAlnDY@3-e)xukLUtI-@U_O!?
zpK~WI>Xe_p>?iSp6z3okD_0%L>Zu=fQDL*nYwZhk$<QdB!v2~f?|jwk1>YYoI|ok~
zGd$=DkKeCD#tTGn+_(1(#GU9<hpEgptqb}ROC7#n{+&}%h|vyyYjcp#cD<yp8z57A
z0Al+_4=P!9n*r)dF)}}M0vFxRF7jiquKjG(F5^fD9i2!!GB;WC*WSQ{5FY*5DG2!S
z1ejEcG)Ljbd8mI?J)W$~qMO`L9J*qNxIAv?-;71E^>A2P6o7TS0w(I5+n1`T6VXVk
zIO(Ou@0eGg)uS}w6cgQm9t_~@rn*;a?tp)p>pG#Pr80L5?bs{o0i1TjjX0UI$O?!O
z>;6eIeW1w(eR|g>+4d0_8-NyWEqPi}3>nWGF7QTfalBT?`B_iYVJ};EK-t#;dR?M+
z*7X3fL#g%Hk8`)+k8Kn=A`pm|z|eLR@BMt;&4uMtkl>CK%@G#zx3C2`$>3FRw&LP_
zM3US*A5QVo+b-IL4T=T*-u;<nJKcTf9V`6>C~*p!#JKlSvyry2TO4+PX-jrROn_TG
z$3MgjB&fYvJO1c6T{TI~@z?-SJK0*0s1Zr$o#@}UB;U8BxhnKpc)+Ly5X%tOuD$Jk
zec|5%`TAOTd4xs9RgxiP8Hi<gImdGUSpQ?aMSlZ8A!fJWK8c2p<>e`m^omA_J=&s5
zUhKPYUaf9Qh<cJiai82#b+8=kru?R1Ostt*D(zdZ^ohE%VHs0?l@U8nIRi~`X+@9o
zOh_6a-L$P@QXSThb9C_O1&IG9h@_v5DA^jU`{!&zAVxw!R7>)s4D(SdOW7sDxiV2t
zuh^zFJ>;EAhbqn3v0VZUeV@eR-m-PprX94Iw^o^M{A$mlkB(e1jy=a3J^XDq|4i+@
zEY|7K1phGNA8V^Y$mf}_QE({Kx@bTBu;lxfC%?(6m_vsP1P1K#SO<kw=^G`I^XxJY
z1mvv})o=cIy%Crx@VL^V>H51)uF6f-@mY~_5%=5As184lj2!eq=eb{^t0a9ASwYer
zE;rq#lSJj~`Ymwf@9(qfgbX*EQ}WI{6_ruv)MF6&dv)W<{Q|6z`=KztR3V}%C&ojJ
zBze9v&!^3&^0>`r8ui$zTJ(nCQiM@mQEFMjm+!YUzt|z4>orkoL%-1$s$ar2FFTux
zK0g;8s&w2f7^S_<o#3N!FbR;n5#M}gcd`z+mTgV=V9TQai;5)6i)-0>OBdg}_e`_V
zp~;aA$WMeGFW=KX%5yt197`bp2aKhKIfWLlX}C<Q9WU^1fS(GUg19FSbZCYL@q>zg
ztUvg(eSF7q;CP&O?|eOBUGTN&73fz#o6#;TeHYeuZr<_RB>Q1sk9&xQqYQrM;FGG^
z=lM6KBHwzWe<IySL<T9CCB?f(X1R(-4J~Jkn>4Ab0EqS@EYi20AFp{PbJ$h8=t*yv
zlA%8DqwVvm?kPnEd<&YBKW7(u^PFSOnNT1Ic`@Vh;}=?OXWVlD(Ccxwgp?g|CjCw0
z8m~?^PTq4y`^xhXr~M1JA<usxYBWzlWXGS@_Huaoh^)Mb5QK!i;uRW7L>(l_LU|@U
z2kSTm_!_?04QT9!B9J|R#`%%@2jm=lt24p5`18{9toa;w9Ot38DZb@1-f3ccKgQog
zyK|`BS1&+X)#A8|MquGbw-H|1XS=-YnzRDo(+2|PX8p9>tLAeD({}PJWx|$l|L(=b
zawQ6dTmI3%gZE$b@tsGf^wy(>BrNYr1wuUX_VX9(^r^!79lIQ54Y7a5%7g<HZB>!{
zFAmlg*|$f#b!0j%wx9dl&x}G~MZNrS*^Thf3h)v6<eEJ2OhAf5E$goND%KGrYOm0?
z&4{75!${xYhL)#)M0m-M_%iQ(O(zZrVOh^bIsWX8E-rLKmXqF*f><X-<b_5T({y5d
z&nKh{%enB$(z?T|c6CP@#aJ_fw6sPi1(rh3v|ai?t?VRXqSJ>nCNSKvpOJhq=Bmx@
zYh@rs2i#@vevg4N9`z?ayOr-(RJd~&9HwgCfCOe9tT$hBQqI?lC-Bhis9!Q|olCcf
z`y){HI*@Vg=Jyk~&iyF461*FPPodv_6??rX(&&krS#=PLN!$!NAVk#ojk5&Et-9j)
zeF5N2c&j%krE;c@2Ht_^D35bH%I-u=USW*(>c=+D{8H`Z*05Sn&uEgV1TW7m|Mkye
zWuBJDfs^Kc6L$gsY<_a&@3!b8;$qmR%hla`P`GlaebwBVTrZ_59S{eke)r%xD}&9~
z7cOZ7Un-zoyiww}47XNdAhro9GXQpTkiiOnXS9hWZXYjmlM$#J?l=(&f`6zWrXB?Y
zJTCy;s#eJsYpJdrvlJr+MNhP&5mU<Db}oHqQyg$He_e&|IOR;Sq#okMa?GZH1bVL8
zqaVYOJ^!SwRetdmVu#zOAQ^R&-kPx#__PSy9(2w)(*Vri7`yB|ZL})8@Ed61*-q=|
z&JlVGZ3+;<+RH}w8bdkdBc~efh1L&X%aQ1GCSvLdY)@Lc@%3wybpW_Ys`PR$=9R(9
zv@w7>M!xZ6F&~#|m~|85l-G3%x^N2WmV1#m@$kTH^otlH-^qI}K_`On=03)*tN+Am
zQS8x4hx#$s)}x$<kos`q)bVop%(Bhj;_aE)vjYyqZJF$WiobJ<ol!v6EcZWMg@2IQ
zwm{R2ULBMBtsh;RbiF_?m%6=S5UX(cy`oK;&71;gW5NM7%w$Xo0QDHoNNsIwD<>ep
zF-}F_TP%m3#IbD^N^JE3mKG}aQr%?edUuk6h<2J`tVRZzBBRdryMN|+8_eb!^+!0x
zzHieYOW!T&X(wm=u$BX?)v9Fp`qEp+cWx`%-1Gyfv`w<z;mOyEM2VR&PQV1a+(fOk
z_^(Mx!3<~RUT0InuNmJ{d59{s44Svdw?c^^+iWs!Jc+12>{$RlX_Kbk&fVp!tm?@r
z)BN(PGCxJe<X~|!3Er3PQA4(>_wui*oRR~-eF>UnL_Q3N@nre|5wwY{Aw$2rg!tXd
zs*1EXs)UGni|pU;b4g&dLi3Fze~hUHFUdFVWTaK$kfOWoz!9Ln_Mu`JPU4}0X~_mn
zJ6^Xr;V3~)9LQKRwtw9HbakkibNGhz=K@{Dzuf%$<s6R3g6WSiICSoqfqa^{#rCbd
z*HU>PdOUek4bL-e5sC6>t70<aT4ZN4y?d$ygmd0(lkszCh%u9SUwyH8lIChEW0xLW
z_1)eAY1I`638%#FE1JODtmXCwv1`TH%{aJVGtKA}R7JGw+@pZ+I!{j3YX;xhd<cXB
zXIcZh9`TO*{ECWVUCdaMAw)HT6O&f7HNQ}aQ9*8V;cd}65)Y}Swa#lq7}rx;F|)7;
zeIMPSg6E#tR?(691NBLV2?BM~$<lG2{464)10b6ug26jBi!NhX#r41q7k#PIJtMi_
z%RtxG^z|^4S2w4x){i;P>6=16^2s(Xhs&jf0D9B~@^6`s#ivsu6md{ZRikSmKXw3F
z44prLfc8G@oA>)@F=k1TS}3(Jfujc!_=yKOE5>0LDmvUo3H+FD@jW2iQWuuC-qswz
z-MM4Zus{?r1gK`nGFNH~0o<|Z%r=s~un)<`Z1DTpeX4a7nBHOi$G--)o4}<S3He@1
zRSOgBZVb#dKqv&bs8@E(-lrf>e>X^Q!5?)hV=kGi!+?&)$?nct`6&qCK7_YC;~@5D
zQBwNLmlM>n`?|BCsw+VBgpXOTw+WtS^!3=wN0g5O%~0>g55&F^UL`9rkEbH1z{s)7
zcpjo{yZt+jL)P~wVDeMToP0bu_N~$0`lrPQuXv}Hxdio@+kzwT{Tn<uE>Ydk+RDmx
zo8~w2mQc)HhO+U{CHbZujPiZp<FlN!_W<yN%)Li&ZY6~-8CRrkej6eIzD&GxK=!A(
zMwUj^D5m^847Gg?bad;2Wo^0>$vhv}Ayq?^ES9NiMPwKweXHy&l+qiHbz#$cpiCon
zplZ3!2*i0tgL>Ce7xq;x98KVRkBf=zYIKE@7NHG5f&%>ph@O_~&PQkv%8}Gmdb2rs
z2Y`T2dNXIXJ<_)|kNVvy&E6354*5I30f~ld`QgG49Ne4gvzzdblRJ9TLK$qcM$(oM
zeLZUbrsD!GSDMj+x51_%1JI_h67DaFyDSE_&g9*f6a6<%8LN{o7oKHj9t5w*F?8&b
zySf63U4>4~W)HYgW{M4K-qa~*&GW|S6V8vXSp4RBpS<ukM>Pe*lL*%t$qV1J1*$&w
zOMRgKir!u6gV@Oa$hF`16`OJ1H|k8j{<Kflr?ua2lHS&n@CbDEWBvuPElrw^$BeMA
z*8VXIy&D~u#-L>ZB?-3$)l7@&%rp!Z^S_~!x*euPxPNt4H(^wtCtY4_LjG>2MRYnO
z;kI3$TX7QIBBGdR*R|_2SQu*%Q7;&NXOoGM`v^9dVw+%vqnBRknHLW}l-=qz++)tL
z@d{qF{S;5Fq2`0EpFIU(0Y!>Y^N3{9t$KE#%6gloyXU+ZcD~m!o-*E?qhTX*Is&{C
zUO$HyF|&OBr}mDrS)Ad(!iS-o-jF@|10AsazKWG`2%>1RwY2b<!<$?Z-Mts?EgJ6a
za3)I_46sh33!9K$7X9L|XfrCk%yDOaMH@^XH1YG`-*fv!j(RF4%I1PZ&5j#)gy#`9
z>hgt(qZ`Js`E4L|vHs)HhCxfGcWhm6awv2}vnMw&;iPK?dbTqfU}}a<HQkwL&G|vO
zkdj>xySlN=75&#`1D{3PypG5&=mRfIv-B%d$9yy?t<OdS)tm$Djjz^d57enPYb|_D
z{K+A6DJQ}3g<aI@u|<~G2^TJ^V>BtzzUwc~OMtgH1@$40fmK^*BKSEQmya`<_fLA8
zsB=5=WEH_;VJ~c@e#urRtJnO*v;grxPu7In_#4eqELgopI#o=rz|@=;j57(#&|&4C
zq=m$~PvPQzH+BC(wWCqS$QY@)9pPtMGN#b5Uxb{!BW=6VD%}-To+q7KU04SF-JJ5C
z@_cg{{oO*1o=-x`4^KfVKr|M=R;b=Hc*0T+ypY<cPP7;1DaPc>DtLO-&OzN)L1_N9
zy+&1J5X}uv+a@%=5_74MHY2Tc-ePD$3M$Ybb>ZEdx;n<xuLL50oM+O=Q9V7G=o@%2
z2$@3w^P~G^uPd|5r^2Q-$m{T)dQO>PMzp`SK`ZciGLUjS+ZQA-3q0Gt4SfcDD+u#C
z@*M38J5!g04+KAcG-9XzgtnjR6jWlz2*^(Su{l!*70bCIGqVnaj!^aG?H$V@#B?)$
zRTNg8Am?i|yknT{z8o}rp-46hf5#7q;%gqu5Da9RS^42f-5WrEF*qO6eM0W~p`_|8
zRTubD(^AvIEd%0{uv9Q(*%9Xn;lAWU9sy|Yq;_#dm4K06=2#2aW6e(wL<SzrKw2wT
zj4lEnsh7xrtAgP^L+cOlGP(xV&)??8yF`@mmpb}7B@TK`V+8f^`43MT@v|k#9HP~!
z*B5wY)~7KQD*=X<QDz>9naYQL9={%s$-ZLly5AilLCK9^eQIy+P<6LcBFvhkTX^{P
zee!k1OCP}k&#jHBcR{xiWK(N&*N0S!uYY{uKCK5AJa~L%v*1W`K{bUqGFy(^d81*=
z+sxxyfSj~Y*Fmr5EaR13BTPo&RHl7-MX$Q;n-EF*BV46Pan9kzA@T(mq#_0|^Qq;a
z%Q>5dZbtLNwIX+fEc5h@GnOicLh7D(T<db??^@9**8l2B>`TFR^bySv5`kX3c{B<#
zgQ7r^rZaa;A!c_=rBy*TlGIPaMt*f>S<-74vvHMQ=E3K)bzHQ|m*MCs`(*Qm2|&r`
zZ!-RjO@)m!1j<QX%q12>urfc2D-LAb*N4VKbh`|ficRx6=ghx1D`DU1?{&6`f&SQI
ztP5=Pf))e40!P9hA8D%#6A?-nvuyemn8d|zrM%>jkH}My((>%0g^OmpO#keWU7znD
zkT-2Fu`9jKU=TUp0DRHMv2g2w>9w|8r}ZZ%SXNcHNdvNG#Xpm=8Yw3LBMLJrm@$NY
zxJDOp3`~E<Wv=2eKfBIfd3X*1dq6Rro$=RC$?gHYFN`Il=2qid#(e;lHqERU?%wZY
z`=#U5Q83oh{yhl?83)G_Q)u>5w!syc#AN_#e+PIOeZuB`Cb1SsG5ddf@3@RVXDYLH
zeN841?V6E4A4TX1&ffAyMvgeS+232fN-l6ANAY`yDl0Kv7bTp>)obt0mX_yL2xPO<
zVm4DFFNw424)KS{XiWCjD|$QlTbUActHrbrd(Th#N+C9N(5wW?19<WNE+z<&n7v`F
zQrdMZB;YzJOL7$mpk41p-X)(gj!##b92zjBAaDU9kYhmURC74!kr`QSlzrvh?U}6t
zDcgA@FL`_Ke^h_2hbY7ni*o->`Ox`_?~NYEHx4{$@y?e%-y<1i7GCfXvTJYaX=(gE
zo!@^|?;x+syC!PIuz$+N+D;8lo|ZFag2Bxtm2y#6TWT|Z8_B3T&K*$4n6<W5eVo1;
zqd3KqOto`302$Wo&vP`Gx2_)-jz#YN#pLos!6u<!{Gz4d;U!sl8t`$R?zr6Otqkih
zpNRjXk?V?Ts_V9)_o4#QL8+1i=}L%HX(A#Dkt#?L0!E~UrgWqknt;+vj1ZDY5B;O}
zDn&X-5$O;hD$Sek{^O2uAOD9v&db?ntugjqYwvZ|oO1!^P|rosO>l`}5=b2%3oh7n
zyMakE5oJ5mCpN+Ao87J9QZJGs!~sA=+7#|7>1_$#gd^Y9+~8sbCXypX!7+T>pF^Fr
zMXL(%*Om94TfIqGWIJ;`$;qWq5A<Xz7p}V{Tf9e*v=8aGsncjfR#r$~Vk*@WwTD*B
zUrIP<0NB&qxpRU$U&?Xp#~mqjQf^{miNb#YzK2(bC=`S2g>dYiht(J7*W@XFGdk^l
zaf{oVD6_mXzvhVK7yiWO8I(8TN}HNoKlg;M7g5OWhuvr{<RI5WYK790ClC7q!xh+c
z$UwV4<hK{+ak+8u>M|V4<I&`qJZAH$?y6_NKGlzVHBpmu8pgX^kwXlRfIgNpmy!`o
zBD>6oTUlFRwFd|1xkVtjuTn+*-PM;L#lv8CihfsUnWB~(@H~9@BO!=D_Md}Uy%ZP1
zQohJ!o>D_pvb~ixd-?%KA+ys49N{5O>g4a{&u|bM0`NhpU~s-Pu1ZcUy`dC<`N=aU
z2Uke?TYR_QiEVut*Q^VNn}b>pgSZ^+DyO#<rEf^2z~?T7EK=8LFxgEHFWYg8KY3;F
z)vid?kP1Y5X%!W~JvHj5#@DSm`XR+9i`qmyi*o8Q4@@lWccqKP?cEKBWeb&SVFK1d
zyS%tL1X0yrVN$Wdh750a9C$4~2wDAAHL_O+LLQmSn~vwU?_<fSyPbUvY-6BC#nP!y
zYp9&h{WO;q$>y}2ue4~LIQ>N@e)}L~7qrA7i0lUt1x;*-oJ?Yr(&|{1!#^+LNXr4M
zwe^{onU#i+Dsw(Gw`oRTYr<bWO4-eH$?hS4zF$4x2U6Q2+eh3AZ|pclJ4#JQ4b%sr
zor(6M?+J5P#<H*2N>DoZDA}DK;lLQ*9>Owem+qolFCqS|C18g6>@;khPi$?~x1>P`
zwYN>dIUly&JY9Nh)ipX~HA%0Ik#h@_e&k+^i(8x~+a0cZ`~|$pI0FI=8uovD@(pps
zXt@nPlkA-Uw_z)<jI1yuO?L;6H%q6Q8`Jxa;?cPz?eau$vL#oxB4L?I)G5@&<_UNS
znX=f$f1Ki)0pk?siKDH!y8s&(rJq@ssCb|kD7c&lZFnoQjnw#m24#q6Vlz_bRFsa&
z8NJCqUgici)mA6XPu14?;*zl}SwJ9%nU5f$qoC{Y=})&?(k)J`XSgnW*0r8{0*7QO
zv@Gl?2=8|)Zr}Xm#Ziv?3*fYXD{hW1*ldwDkY!dCH{#aB)UD;jlUi1t-(;KT(Qn?$
zBu0V0cw_~W7=&LAHoLvOW+z0HX8S$5BQ;O)&Q+&y1Ga4?q%b5YMvG=fC$^X^+E@Ms
z<QZt}O_g#zT2I{+EG?(}m4yHHap!<@f5`j^X$6f~C>E;t>nEEPckM<V<W5wRSv39}
zMNk5X^jb0qFVfzt;GQ8eo9s471J8BXNvdvT#Xz0bESh&4*KdEZFUqxT>nS`@$q>s(
zHLmo#W2A}B`--)ja?SKDvN0;sxlT<#8*~YHc+pp)TxpzgH%=u*k2!`#Q8<(xQ_y+G
zO37R@E!9Q7$oM+~w!7RmtQU6!Z)#<L8N08>T}g~K{YGCCQdX6CLTB+8umlN-a`flF
zRX;{J{_{SzIxD?SpdKf-78|k`%5lc{?XkYhw(!>=+mC+%QxJ`F>K7sVLK<!5%GP;|
z@F#iC>%Z=-*2Y4~7D{9CQS5r;nYXT6y}t;A#uaPe&G<9T5&|LgU`m@XSayzo)uAyw
zB75(w_D;ZtRgmGY=fS1r)7Ee+wl&-n*o<Eu=!$5HD$hKlvzRDK#<T!VgGqDH*qPU8
z!}>$CZbm4%SZldrhVGQHey1M|RUA@poSYZ_`g+QX&=urb54rJt45S^Fa-S(wL#BP~
zW}{HaB8bP2r`fp$%$4~058SiL%XC^Zm_ys2Oh_kB-vqq`J4-lbO1_JMhU#$~eo?YG
zzB(Q(Qq*0tfh^znb?@g3Ll;-a*o=YHY|&Phu<Uel=YOnq7f?#y4UHofibhL|4<%>h
zya0`A<I&9d_EfxpH)#%WLWWHguevobn-?PAZW5}tEO-o`X?{i5B*dAe)Cs(&=cDz!
zj|ggqoy3g!b>UL*<-XPG_Y6E^2EzQJS3Pr=i>=&Lzz6rvVWheAG0}ILX#t*~kEX+R
zZa;QqMNQsj4#kl^liN2_@7A2Y%_KDqt=dC!nQLA%RLjDVEMjAwImN0xBM}!%*!rBw
z9JHnK{G3G$=RXahJsr8BGU3Lq2}>?`U2jh|92>Y}w3By}B==C`iqXfi3I&JpD&Qcy
z2q(yZ{ERiZ4-xAt;`80JR(M_pAz=FTc#9_B8L#Wzcb5)D<;$FJi<ScP*c^f(%~gK^
zQ6Zm2s<mRSOWIL52xmLLnl$+B08g!k9kKe{0}2#@CI3^?R<-+|8H96>Y*F10$UI(2
zPE}z&8})MTS09d_-NLv{);mw&+`YYiCP!6(>KwGgzxyR51!n#%O+1+2!7*r|+&?&a
z;;eeiR{>FTZ(ay59F4Em$EW$-bi4IbXjF<MF{UV1@-h9}1NbYZ)4}ow5aH?qXZm-=
z(>ehz9xlp_eZs1jC9Z{?0Tnym+=w?Zau<TQ!+nj`2Fn5f@2)fwLTWW0x8OP0Hfm<{
z-{Np!S-OFT80eDLA#aLh?MjNVAZeEp?Bez6iGm)WOy~3ox)0|$CPJq$Sh7?U)PQI@
z4NtFN@iR+%UPd}eKndw-34Xh807!Yo5V#VoTs+mkV#m$62cGLyu1f%6kztHOs_R_m
z=+m+_+t{6B4rUv>c9-+?BqKGh$hnPom+!T>Fb{-Y3H9HzK7jMT;AjS`f4y}<($1&A
zY*&<LYh|JO`L?YDU96U5kw_{9&y)1=5p?3lp-?t)Fu8Z56L|zlaT^Rb<l~?GjCSR5
z*m@ZM;%*YO^m)=g6I5C%A3725S~dF<e9Vi;cTVR#xaUAsBgZ!9MAO<`4LdL&;920A
zU_I353^Ft|DzhChEu#<mrgFGo7YrQ*`vf8XL0O1KpKhmiiKDLZ%H~%Bn7#+D(o0rW
z06+eM7+*CX4c76v)Aey}kn4&P`vq*Y7U18rY9Eo@I_RqWE-SklO?&d8({qtSRx;?z
zrM8*-WO-Rkr%sjAHPVXkQ|?4jz-v{(Z{Egm>=oqPdLC^5=*_iw9e3YTA9R#mc}<)4
zp4glDy4hi?xV^{w<kaHk4@$(KNG-K)IHsyVr_#&s1|UV?7@I3K4$43H9K~bZ?>_^K
zj}Q&elxAg1IPCH^J`ie7WBXBnlZss(Q>LrdeJ0fLOw)KED=8v-4~iV-wxP(ym``n9
z?&>m_=zI^5qot3e`JLdYtMmP|AFtD1k61f;YCcCE?Nx9Tuqc*7%~2S*0Z4Z9snNnX
z89j<l3*g_O1x`aBc0(u2dX?-pSN&U^POkKn{45M*)-(5U@@2)zY4Oog@XK6?Duis`
zGi6Mc3vIqV^r1|RdcOIlbUrn90bau&JzO(wZL>YJ2$6VQx0QgBnc$+L!{^`=)Qxkh
zR1RGHdK?++j$8isyVy+UNaXV!5F&l`_@l$a^$WU$39K}rFiskP0m+M3+)KXRD|xH-
zA&Vo%B>3^qeCjx$Sm$FSkMC@5u1@}Is5Yd&o=jhxifA~5)0O&oGRHA+^Oqm&7i*qR
z|K&P6jIPDM+ICbU%*(-|U~~{)q`Kr)`Z-0z*U%lB%Z=HJX{y75X0Ya4lWSkAnjRTn
zo|@TIWN}TFjY%@-3@@j9#hG?2PLu7I&rXV?6e*Y8PZDyu50rD(8vRb9vy+;)3_qrg
z_Q;qeF=_y*?=)@M`{$lM7;hf@GBrEX4aN~)^?InLQp>RvIqMHlF^EMB0(?ZCRox14
zKLv@vyP$g@k8aFvwL>jfWEmQW`t(`n+8C=<{5DF>eNn}q=~4d=*%3ASrG0~~N$l1e
zv58|3_V!{eM=pqYSJBI)feePBDOoNL=h=7oa5?q>;UlV_N8j$ItDtnB=+RkPIB^D2
zZdV5!F}~LLn;k{>%c8b@et#mS`_<k68m_G+xLp;I{XU+sw48p&X@g{VJF@={G5XP-
z_r0m$mumNpHr0PUb)~7fYfxmdqI>rtx49mGCZ9UThLE?6F#d8>d~6I^SXeZRLWdP*
zH+1!7_0`HS0COW(cz<Dax&j;EWd4c`o_3>g+2wHhQ!NE7G)$*{r&}zW+B11ClzpMp
zW`q0$_s-YFLrqHBIY!<NqtE@ggTG~@D!`*L0-BW~UBE^hNS=}*1UV%SdhNX~rIdqC
z2X2!i9gpwUCV}zoN?ySmn^df-LTU*jn(T-9ErqpN9Gsgb!Vwra#J8b(5=G1+yyOLG
zzTlOjB`%y~f*avjBS(12AX<w(_glQ9=S7N@c~b8hk13Ik<|N5ror`MLJjk6zO~tRe
zDx5xPZNM}NeBAP*Hpg!HE{s3Ah?U_!>1bWPUubYI1G)_WiP@q(vsrTub|$N`I_j&*
z<(`g(@X1QF-@~UMqGFYO?5*#wxJZ8IkRPFtK45HKcOtksUIGnMDJ_|KjW#Z^`B3<{
zh15=``to%x_sexlBN0yhJ4Z5jo_O&1Fzdii>iS*g+icrY42St_9V15{c6IyUenz(u
z%jQJQ)+X<SA2<P^Uc*&{J5!x$n0$f<%^1?^$9AwWHoi&f)Y^zxQ$2y2eIC8k&~eIw
zHDC@)$tN+jQr5@sslo)NynI4dsnqqTKYsN20Fkzj>3tXB>dSvg#>0VtolRhtbx;pK
zOY!wwo-W5Unj2?qM!JAUZ}rE(-_v=0wr&@Ga4<9AHt#M1sGh+QN;!}=y_8{->KZ=*
zBOT@fu`yBeK4}0J8K{>PBAtF{QdO5EJ94N^&^+oDQdRbf0~DylqURVpPHf*7iZk&B
z`5@vTRLL#mQW$x}O0&#bM^Ns|JW83l=qDY;?lnL-Bdu`$1n~70!^#|&nlVuRNAK9{
zMBQh3uVjw7s9=lt%c?$NYRYS(VW-1__i%5}%+<P-v@`$i)0sA~-$K@r;gw+#JJoUP
z-k`*%cb_8lfNB=tBF9>sd?fA35^@=5s>zDtEs%AH<?NZA!-my0nUpMfn-s<Yio6Rq
zo}^a&vT}ZZsG=xd29)ov<ND*%q#p1!;03}dO};`u%19PszY<6MPZIsVWcuGcxlNvw
z@e|@hKJ!5fkRIZ~&lQPYX+vr&N~W58GwK-x_>UQZ9Jk3ILyR479$D~ChuUyt4cy)i
zG~>CrY@sA{)#w!d3}dVRN}Ti;Fo_Uf;agGNqSVDSzKM*oIOQde%$qx|_K|6ck~cx+
zJ?q)K<gObdzhRcgG)Ua0aS3fr$|Uc=b<yJA?AElq4gkKTAj%<Ng#H;wNJrpNjV@#O
z3<qs8R@{k(87~>oEf__+T(P<jZmmeXA8(U#M@FEkE_`--)6%a;e98_=@J3MydU?i4
z=QADOWU!eRdMW^RGXjFGy=_`VpIqys10@*DFw%%IG&2sG+=_%fd!;_3pHsvJJh#(2
z3_cH;+1Qzklct{i{o1K^WbKw9{9ZrN<z#;J&zr`;Uj*u18V{9-{8=~TO$TKko)JUp
zFX>`lYnH7Nq0HI|?9)(+>w$W8XkEgF!jzF%XKg9Ee8uM_j?cnnB-H)72=hWSUh;GC
zmfkM1ET!LVmT}ZPMlF;zU?n$z+)0uC$^o_mF;6!#sJDB`LLhi+aH9vG&Ocv7yg&bA
z6@PI_;x8c5AFhG8ef2K@aTxs1iT`2EibiyZh?{giT?qT)%;JJc(UyioG}#W~>QrqR
zniR@%O&l>quhlbXS2=po|K;f>W~t{JY+v&sMt&_rt#a=l%x#Kc`upl!<DfGQ$D$c`
zIeb%7S-94n@V<(W>hN}kgX?+lr7Sh`>d0a7nz9WK4DX!R&yLF-s2uqOBxP@cpi<s!
z3z;X;l@iCz8F}Sx_GZ^=-m{6(944Vr5d`?gcL@_VE7wJYxb=d>x2(1Eoyvd)&%Ack
QUzExJqH+NL&G<Y0KW?B>qyPW_

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-deep-learning-transformer-network/images/image-8-$$ _detail.jpg b/apps/api/app/data/demo_documents/stem-deep-learning-transformer-network/images/image-8-$$ _detail.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..f6806d57620cfe4edbcbd2ae3496a56e0bf2a3ee
GIT binary patch
literal 6542
zcmbVQ2UJtrnm(b0&_b6cy-5`WL<IvVU8E>QkkCayr1uhvfJC~A2ntA5kRnBpBE6}A
z^e$D9o=7o3Nak?wtb6DAX3e^9cGgZi=lpwrfBpVV94F2J^g0^a8UO?W01)s65T}4E
z03`(ll!BZR3WdU8lvFg#v^3PzH0+E_aOTq-Jlv-_xVU%)r9^o7B?P#*M9-g*I4dJ3
zC&wdlL0M5&N$Q-O?1>Nv3<jg2reUL{Ws~LO;*<T42eBDopagyb;iM3LfP?`;$^ap@
z13ch9$svCX;J*iigp`b&0!j&^q6TlMrUytMq@*Ndq~zpeWZ>N);B|nEft-;~MwNoe
z&<4uy!7Lk|{EAXQ?Oh9t(Evv9oULaBjEeOX8#{-Pu!!gxF*$jK^NJTPUb(8Sp{b><
zbK|D5iK*Ewb31#7JC1jqoV~n#eEs|b0wW(pMaMjhMW;M|@-+2X+Vk|B+`RmP!q;z#
zDk`h0-`CWBsB3L&@96C6?)fx0G(0joHa;;qzp%LUeR<`_>KgXv&hFm+FWkZ52`&gg
z`X?;#{ZC-O;bH)Bk&uy*l0i>!K}h_-Ny<P*&L=~`sA>qc@nGVY4X0#QOMdmP1txIL
z2*YCQIY7lKC^s*JJ%RQIvVR6F;{S#0FJOP;ngnP_A)xU{82|+E>rgZ&jOw?^*+>(u
z+~&_Np6RiEy^LX?!LZ~rb|0tf=qa~qO@B`;R4e>IP@r5g>u9a9?%$sNQ<}1PbBQSu
zyI)wmcAi^k*!w6bXhO1N^X;r{QJL3TK*8ht-SCi{1_Xg#`3fOM4@Cq>;J86lE9^D=
z;H5kfz*8a?O*itOwFAi0M1WHG6%n{n&_o2nq4>K*-~rr#2)r7yA_C2k1i7Fykipfg
zpYG;k#}WKQ;A>Q%gTE|Z{;724L9l6w<Wy;An(j`;A=4O(9f4l&@8t&mme2j0e5T*z
zZ^@a)5P??cYt+}(G9oaiN(4AUqYqai3A}gB1ID&}lo2M5XtOfT0JT$mPxkXxd&J9?
z-=jre1375XlL>)eLGoc{2}(XqN7U0O8RWM>4op@|P3mY*nfYyfE>l=hpZNv0GeB}=
z<Zj8CU=_coQ48bdi&y9+;@MLdn7_r4-BD+GbNtGI2q4^1vn>XeJ%z~jcc1;}Mv?{D
zp3oUb!iP<-jL<Ca)vx+Ul5qOm(KhC=cv(os);Aq0eMo9<$}uy1DgaKZCdJCcm@Cu5
z=Xu+mPG9H6#NGU|sZANuki<(&bZs^HYKQlq3NKyErM&jhvt7iX=%~itZ@mxJA*s^d
zXlb;d_;ky-K+og~{Mpm*hTS(({O3GOt1X6#ES*v;>LuuV$oeDWD$A(~f1LN&5;t_M
z%CBQOu7)vXMBO+$$@RuabC^jlx=TIc6#7!yQ{>$3tXcR+N&(DbJ}Zg($oGq`jXhUq
zB)^6wGzUa^9Z+Sc2vwO;GwS#D5CQ)YzQR>CV-X`^!Hj;bYwPcLE_81XXTnOTwX4=I
zIYfxp`bv2`S6%bcgM@ytv?J(PMIhGKtd2?Qcs8k}4~`-U1gd3u&d)(*Xe4#?x4Yky
zrG)&<#uY}!0~Fu9!Gv#m8>)Lg6wS#HjAh(P9%1&g3s<4bDL($#PYBH>0!<N#H4{Xj
zf0*YN#(*5XxHlWk&46XiIgHND7qCRkrkuBz-f|C+9}fBJf%LJ_d-;0P0s>rGqNJ_C
z7v@nh=_~CaUTwPhp<BHwH8$=CzDU9C^~6v0+c+a684<|V1%2xZ5s3Ff(hPWu>&IOd
zxjV>~+G`!;M3&a#aOp$;g?{;UBH&g@1hQTuw&$|xP7#=&g(H425&;}N5m?m3pOGd(
zeH9`C7(OD<Szq?orVaOx5C?}RS^(xz^V<GQgm7svp5O#IRBH-G<d_7ECK4XJOWjdO
z7XBD?a1{A<N}D84S|H%pzY5LGn(GgfELqC5luT6|u9v9|1}L=Gk@3dW)NJzNu(zd8
z8XG<tsY5xR>@h>;vuJ|_=HOhD&ey#oQYL3)i(+TfVlTn1t|O@S^yz|?F<nto>FZiU
zjGWP&!K1bt&}>2MZNC;t?#^#x7L5_)2|mMxH8c%(&Z<&r);RB_1EM)-K)eeda_^fc
zuCM@i=Wu!6`}GFL>Rhy1rriqH;wrKQsb7NX2?3Q<ehKwM<MFuBcnpCB{-9}P5>y^Z
z7T&qBzjd2*V)IBl<@BuImqv&FA>l^44^#C4Q<ilfDs(T6G6>$V=<6`Qoad@2kQ8WF
z?dWTrca&C)No=Kil}eoh=Y3STvR8m;b)#s%sm;>*OwnNMo@@wIK0n`5JAmIQ-K(eY
ziW{dAy2Y~XAg-RmQy~JbZ#Y=Fm3eftp(aJQIgzDg@^tbUqwW?zn%(}@>l@Nii_lhm
z3fOx}N5=A*noZZ*L}b+>CZna*kO4iX)tuDiaxZy3Za7G|YPc$1{kxNW<&a$fTi7|y
zv+(9!C<4P#DKtt1m`;0rQCD^IVx~KoWK?dzj=vA|C5hMcn|8yC@xW01)nf#51a5!`
zP{p)b?QHsh9-vQ<_mNk=e(8f`{8ap?t7pYb>${?giY05Ws>s=7^H8o4$I+7fk54EK
zGi)swcDfSk8~d#a&RC*<Zh3XhLmxa;jM(5Y^u~u)7h-JpH+MrEbw7MaT~<D4m@)}{
zT5~qen{4dH?U<IVriJYzn$O0pmI~ii-WUWLs;-(i2Nbp>9+0}s?z7htY#XH-hUU8P
z;nm=MCpq$&3OTc(3c3HUc<D_%0-Jkn#7Fybzs=?JuR?9`$NskN`uB5p%4~|#qo3In
zTO4N@R7R|Et=M<7IbvVM78i5z;3YuJUt8=zXLh-~-N8-XP<wPWeKV)G#wkU-ATIfb
zZ*o>=y&Fzd=?oE2+s_~ZVe15DunNuVAD*h3#Y3$yZ<Yima--eoagbNhLZkO`=_43&
zKG<8s1@A*eL`t3S;&07qr3&fUT{mQQWrRqp-?I-@WC0V!|CEu9V`{Z_Brt5ACjyW$
zyy$nh<FdzDTvoGzaQEIL+K<|iv=`iFGJSsr8WI86`7qkICbN^1ZpqA&BqABj8UO=s
z&V=VdH4kjPiN&Xvyh`%y#Oo;sLPD)1_m%zaF-(~eSQ439vv#GOns9VY^O~YT^3!wC
zHJF{i`gK-MMNU6$?+u-$(}g0*Ns6nci`cS=oI21#o-GbffDNIe@zrEYKRj<HGgwrE
z^uVGDx&;+to(xlXOg-sFAT7fge&X)+yAX|wnrAW6e<<O9I<KgStWCcF7h`nO#wDoe
zvt)gF=iVO6_`d=#8JC=|4(F?h<&ULcVQ>fbnFrq)M#Kt1^O?Dyd{X*XV<Vj~b_A8l
zU&qn+5ou+**(7MuY#@n3yP2g68GI9?7d4$)!*N`jsvtIRoJP8uL|KAj)574SEm9Rk
z*X?9Xph><QJ54d>6iEb<!8?zyRi)grnH6Xd`|?G*M-WY2Natr)Km?+i<`9Q$U~X(O
zLSezwH;dsprU5hO>>C6wy~NFKzPNb3Ske24qPAL0SiiFLhI{wss(N)|bm_KK3GdJb
zcaTxB>?5B882jnQGvi}x1cxk~1%VXQTm;Y2o(LF$TC=Ab$kvRjaasao0Vj)qsabQ^
z>W~an&fG;*)K%{gGE2#KLlVKGYV)Ce4X=5bhNcaz59_xAwxgBo=0Xq)jt}?P%Oq`w
zmdq}<iKL8^-;Asx?=DmSefK5VKhXIZI`06Q6xSjAnWVduEMH(sfyT-4o!^BgG&H}f
zN3LzxZvVDFO}r%Nh9FOBfgc|}CIYdAs8&P{_*=LO{C@~9CO=R`QR`2UVeOz!)3YS3
za-n5)<8FC~<u8zlQKOnsyJx`?6`Dr`7F_hN;=<>x7?8(_I-}OL9|ZU%SnPJY+25vB
zg-|#-#LLw)Vim?HW;E!|t#04;OZ2X%J!g!`-;By*tr0LmBV@@absl#s=Cpr$gl_D=
zm%W=4IhY)~oJE0HqAf#>-&s6B@7C?;NAmon7;D-%=Yj7Cv;>$9)d3s-F~ZdlKSF~r
zxNlld9y-KQ=H0Bl4Md3_lCS*nP0Y8#!d8{k<x#Dq%;yfgsEgPvT3p{sYdURdWU;@U
z#VKF$?=sO-feLT~r(9=Q!@vyB>3B}$h)+shr&Mrk*lE>RD%4^d4@NASZR%R;7W>R-
zP{I41TY^7-U3zwh91J(#eq=;?sK~9e*1^(c^j#tf%K9sM&lXIwWMx0kTl%VpvdKrQ
z9)5N0rCUnA-B5Y^7WJ^%VgtnHd}4LWBO#@4xi7L_^Jhv`vkS!>oiW$8i}1FSsGm^l
zeoi^t>Cr5LEs9wXeloz8(aJFp7p8Dp$&R#;MFPci&(_!sFImQG7)5Ot2UqQd^m4Cg
zhRAvP3olrlu}`M0w3&$weX*jnQtBMnIjQ?n3pxAQb>D1g<CTa^lwMd2z?1P}um75f
zD(+=rgC|(!Df=3X!|5VEkBw#SF{9|KI-<!Qx7KZRl2dbjwq}o3{=xYoD4q2g!?$=H
zJyXL>>NLC95wc~3XxhybKtO3F!MQK4hr3Ds7+=QHwpy;s-;gJIbd)gY(KUo_v*KP=
zTMLR+5-<HMSOGgH6n06=pdrwm+}thpz0_1j>*S7t!qWKC;!p|6jYO}anq;dECOHX?
z3lh1WnreRU;osAjKY~oA3{!R-ZA0)efj`_=*y)$WxwQ)|3kXhl1J;m!eQZ%p`cop%
zu1|lL)%<?s8}q3NE1{W=-lfatMP+U!Brg``M*4mJbgk}xQf`Ey`I5{)8ut_HKw~}A
zn^gne#V>UZ4OvR+*af}Dsdip}JUeaKDe?|;z0u1V-zD1#c&wdKNSzCehUN>fT$RuS
z?8ly?S|^5yzz>x%BCtK4OJMCR1PcrW*uaE#NZtKK3U4Mzj%<IFUB_BZ-p-F29X7UC
zd>|E^qv_g)co}2@&G*0jXko@h7dzUt0L5H?k9Bro%u|zou0Z2uX^NM8sZV%7iy|DO
zFXT?cuQ%`Jk`6X>5m@{FUgR=7?rcYp8(qzOqlIQorYgtubk|XNSGGv?Wru0F?jMgl
z;fhOmas&87HDUiC8J{F%I;KS)d`hp&aXT1z9d7>qkom^5knnx8rd<Xz1RD`pN_DZ?
z5+Ov32elD_pHfa)d+VnN5#oubDx}CQj!kxsT#lsL&GU+Zmzm!a*cer)pvV`Q(>LF(
zJGmBiDZGv7^Yu;q^!*ooU@3)`K;}!a)arXfYh+e;i{F@~bv+p<dd?r}H5?h)#b3F5
zjJP?t^1dmxFX-XpzIe&F9Bu1(^wXux&{b$AWWUrx7<~~Ite)3Kc20hQ`MEBifd#LR
zB59cNnoQYb$;^1F*5D|c&C@$GNrXEac7y}Ay<VHoZpHGSyC?0Fx|H<ZNu<m3J(6jE
z8}LJQ@q>I8PxPK!`DEqPmqgdo1wR&^U-^*ug@$>zdz!M}+?iqPl%tQ`>q%!rx%ZD@
zEZ0ZpA_~7oc9))7w2j0}{zxA5*CGNRJG?(~y-S5{m*%6_5K7rr)jHf7R2P#JPos2}
z31HXTBVSJhN-?10*rJ`p(9QeG{6hpKu=^-=!52A4_y7HU?^;CUAR4X%{FWVmbMU{q
z^Ro?h^YaU3ur-eJ8Q<l<1esiObRkXBf3NOt!We8e_?CC5GbVRNvVt<zt;+Qq(5%>>
zA2`Ay`@jLqS7`ScRef0kw0C7LSiww*05Wk?{}EzW;s;pSSct$_nNgmt8Y6`k7u-D2
zM!($aTn`^sx_$l8Q3hKTEyI>;#Pi%!!P)l~m40=Y6NYghFIVeJ1evGRao`Fb3XiqJ
zO)Xs5niPS$P1)W$_s%M9AKNz#gcdY@`cvG$tzWqp0$q?!u#V9j-SF-`cg-n9H`eA^
z(9;_)Ajl4Nc@5YMZ#^dm<>E~w8em=%Eg=KxhC!eKG(8yf&?JRMB4Cq|xGX-n-g}t_
z)y;_n8-?Dk9hOyZz)+nTFlAY^dg$SAbU1Xadg#8qp2@0imn*E38O6jsd+faF(uD^(
zlF;N3p#=&eky|L;09!Xqb?^-$aFwtPHW->XkjGJ*b|7~3x4<ics3<oRlg8qgteuyV
zA!%}-IYkwDxeGBQHQp)g76jHZH0npz45(VrML^o+j4LF>9?ufU5;4UbeedgTvzBoo
zgKq1*F5+Y}3UJHry+s%;KQgR7x{34`WbXIq;W0;kQf~L)K%j$-^ZkczW1)CHQzKeK
zJ1dbs($C{EV_eI1ZaDLgAji!?`GI;Dz>Bd5TixTUO8+J!XEamY5XX6J#(wbeh2yGe
zwVu7xugQ?2w&m*SS8OYsrwX>epp{<)g<Jh!8!hqjgQld!8oYg>;nl|FnD{B9a3-W)
zzou@YvN!JX^a?xkamv;?QM?IOEv}~R=nGwKEzi7VQ)IA}!=fJ3k=oz|KJTOsCC0>b
zk<+U9b&hwTR3ZJWsBv4JK6gWgwW<^InOOhk-2Z#C01}#}rFwJJI4>AR8jTSR>s_JH
zQ6GK!3IE4!e!f^|6HG<`{|Bi3!|Q<wF(r!im%^PZ<ukOUMth8u=cSUT14a8>&L2S+
zYL3Bf{MV3)Hw??Ya=UIIC#$VD#D!5;A}Ay3-r_-MPMz{w4Kt3**`qsx1NV<)626Ts
zL%nTPI+}Q)c#253*V;lA)%o52ZdWVB9+*XJDV6!ot?U#d#t|${YhbheF+FjE2R*w7
zcHy&nH~JYE;>8vgH%52N>pD))v?Rx}iOyp*5t~%@9LRjJ4&~`vwF%2?U0>i^xd;?i
zFzZtxp#@h$1VHY8ygQ7t#+wj<Hz>lP^MwU6clF@WNz3H&=X!Y)=^CBW<knO#c3z;T
z2If+xG%6z;rUX62Dh}zzUk<+w6<)pQ+V{$zz?1Opn?j1l^t33uyin$ItQz4Hb-g3z
zs6`gW5P4oqLtWlTl&<2$FtdLcrobDHZfAH2IDTASsOO0ZrORlU6vQGeCHr0lxR0GT
z;%(hlj;U7Hesd3Mqq?dN&A0!D;dc^(F^Y=oNX~gz9?QtZ{YnqXU47ZsiW%O%(OB#Q
z=t!tlsrdAIZ<S&m54VyYp9bZmHz32sQ~xbYSs1KQf7B_`MWL6++imgM5-VD^@ib#(
zD-w_T2KE$-QB<zd8=>4z?#RB!iK0q$ANo_<+;42jYR-wxwm)&Y%!vzU(3Poh2iQf>
zm2(dE7~$x*ROJ;9=`|=1)B*1k_W2)W6A%tW(`>|g!28Yi7OCu2#jEU&w(iV9DJpmu
z64x6Y3as%(maBn5<~iG`lQ6Ts*jcjpw<?=mqg6^)HeRS~#mdCq+6c2!yGM#UH1~Pj
z7UN9lYOtL8k$U2eE?z!f68B5)^E;%lPIc}HMD^d847=oFkya+j_aVHkO$@4Wx`mx0
z|7{cPL_DJHqC?tK2l^?EOxqXHtqGdd&IS;5W&;ZK&WdvXm?H%T^{`v=LtlF1YprW9
zPcJ{uS=(7Zr|Usp_ADRrP&hc|#V_l|$6qs>blR}c7;7v%fj8o4lcMWLR+V3)!{o}c
z6e+{%823p2{O95+@mM+9Yf6tTgx7;gnk3tmAtKoxUlTjSF6x{dHusFlI}UWj74Ys4
zSqd^;P?U+8JAb?vjvK8u7~LHn*|q3Z?jys>QV>?Vpcq9th{oC)EvLay)#k-d<j)Lh
z?<5<lMXA67=q_ePuDSTuHbIq_t6%rNT~qjZMY4+8`VoKf4xNKdW=9x15x7&Y^T(0V
w$+6Lydd+O`!x(ZC07$c$tH8qr@PGmKEn(MCg&I`Fi8@HA%>Q&DIC0{?0NZVSCIA2c

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-deep-learning-transformer-network/images/image-9-E --_ G[_K.jpg b/apps/api/app/data/demo_documents/stem-deep-learning-transformer-network/images/image-9-E --_ G[_K.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..1e53ea0503ed09c2d27757a57fac0164497f604b
GIT binary patch
literal 9871
zcmch72T&B-wssQ-lpr}XN=A}oiGv{dkQ5|?2uPBoWW)iK97O>Mk`a(3N=}31AX#$G
zISg@t32!|2oqNu?b#MLe{Z;?pQ+v9rd)4aw?Y-9CYkjLRlbA)|hK7o|3V?$H065qm
zfSCc503t#{5Fr5(2m~S~Cb~vKO-ge8Itc?M6*)BvBbb$ik(v1>hamS&Hhy+yW*$ji
z{yV~AVq#!!DY?5MvVx*wBEOX25EB!VTqmI?C8Za+#e7TTe|=zD016@;PGAiWhYi4`
zz`>)y!L$QlY(EKbem{W!K5%gH@CgV(M8wywV+E>i0Ju1Kc)0j@1O)i_Sm^-la{!-$
zfby2`JwhryD-fGIwMfw0Y$A5WitjWJh7UPJpF9sHzD7$&&%nsZ#m&QeTTEO+@~)J$
z(tTwWRW)^uhx!JO42_IUtZi(c+SxlezVPt$^7irdd;KOPG%P$KGU46(#H8d8DXBTR
zdHJ6T3X48}{Z?63T~k|E-`dvR(b?7A(>pTyb8LKKa%y^Md1ZBNePeTL8-8?ra(Z@-
zxVZd<3kSga2Q2LWKY;xUE($CzTzq^ye9$jkIJn-}hDU)<a7&nw@}3^Z%AJZ$B#4Mw
z@ojd+cVc$Y2ZuCIo)2H6<q%uqg#Uu}JF@>7u;BkIWd8*AC$4FL1P=#0d3Y261USFs
z$qBsnZ<^G7c*i@W>bq7v*Yu<eFC+#4n`fT)^m}?PC!s07fh+kp_UJ608<Q$%t-tIv
zU$jQeGFy){mHk^~|Lz6<ytgE)2d6oS@v&#*igGV?{EnZ{LA7h7e=<9HSA1?F5uu9*
zck230Ma_pWpgI*uLsMY@77Q>f{SE`*O(1zNz#9zE1wGNu!vHO(7~tBD^-tM;mjIc*
zu0&idn4C8)eHRjR`l+vY#$?c~=Ecl+W?KW}d<KqSH&yGdm3xx1&2pMu>Tohk8Vt~S
zoma#tO6MD@!sjAru7Pz<*jxz7jh4XxIiB2TP&vZTNW4k7L~FD8_3rm-21)mZ(VacD
z%k^ZIRP(A6Tw=1H0aLU7K?e$EYmg-fd;vvO1UZz0wpPkY!r9D~+9@^}(IM_Rjt_bL
zJ>RzFwRqwLGLJ8fS9aW>3IH9n2wQ!h7mbzkEfeYrBnKmi!z^pMMfWOoWim>Ysdew<
zMDhUtlUB}mn2Ah`V}VYnK~AVFiY%0hs|yx|!c(hjJ^Y(ARmUksMvOn5hbq&5x75HN
z_`Ix{Mowd99wWWKPF%_sV?yvS^wINsJ*+uJ;vr+`29{%^K4z{X2CpB4`uy5?@x+^I
zCFKZHFUW}iA_@Zlu*(x@>+DwyknP%Ti6FoL6Isf84^?64$&5>mdL!D4rybQJyUhw(
zz4SNSpp2o{<rGJD%}~h?j-Do{ir~lWi@w2Qr&n<E^CKC9Ak0i$GgqOlkn)QL?`K!w
z{@9dGKmE+Z8h+TODVz?C13lfu(`jSWnyZ?ttf`J;QX<)^SELUfbzzRvGtQ930B_G*
zEYEI0QTTco;QI4EbO?+Bx=4osEQ+SJijeo=^C5*wxfWZ~^3i)TgFb1DhU_@{uW$q9
zA|rXSvi>K-`xhC!Hs}3DZK!>bokUm9l?3C$4+h%0YfR<l3le;@#r*;pV0Bp#wo3>(
z5w=KHAfVR!Uo~d#SfqKeLuy&d(jb|sl3-O4p{Fkf7;9rZeIj!ro+LIHx%y(+nI3$3
zB36$9kjXGI=%k?Q`q<P?YLtWDZ#8;ZzW4NF)E67>7z|dcm1&&XF%-7f=8YFHppxO1
z=+FQr?DX}6r=VEV-?STs9g<9FCz-63e9=OE68!GQ9jcZ{&AY7|^fpc@eJF#w+BY7R
zx@n>=l#px-dOw(MUFN0(tkA^O6b;8EGE*YhmqmQCk@sa)v94&}1e=ONeb}2yUjc_W
zL2Z$SSo_FS!TPAExj=bjsY}LWlxgi=nOPUjk8oU368Hpr_6Gg(M^MDxx()QJd45Sl
zV{ua4>N_Cg&T|o*PE|2~zwF*v>novU7>eXl5{;9p^y#G`@D__dQ|BwIQ&uh9NK-SR
z-gDLa`m>1}9N~3|DpGjf&!S(yHf1zeS=jQLc%XRLSP{yzh)c}cKD0At8g^T10mrA|
z;kZzh7O0(e_+F`l?aT2u$am}>R$EvzE?aMGYh5@pdufWb9xn{g+a%wxc#)GPYNbqV
z0O%=G|DPJpy7XVCWyW#(xnupaahEm8K!b_TcWxFTi3sapEC?MV*x1P+CBntX&}dZY
zX5@=EsS?|HXR@h%=qW@o22hMm#sEQ?D8JQmmFJmano;U3GR8YK{rGev(@L()kw@y!
z_L`jwZaxmGq?&lQWnewzDQrg=e`JCIo_-gpeNTIAOmlwQxf7%yn%VjVR^5CX0}N&7
zV}M0FEV8)0@<`YTj{_9JfCXLB6k^e~uBwRvh)%*(Ms`{CAvPb>R_)g5t%5K>fPv3R
zfUj8hN$r7i>E2>^7fZXZ$lYnhHMQ22U^Tho6jokDk|%pX-1RMp6NPW5P<8a~fat_{
z9xFQ{-DUcxkD<o#7~cCU`|bzs8I}ImnqH?c-SII&m5uv8=$s8mFnvTJ+8}W#|NIAz
zY;0z!$Fz+k?WJuaorQ6#7*QviS2~G%>S8Die*ecXIq{aolfaHwGeh9c4A0ESJohCQ
zez0XV^mI#_#$r<{zL^#SB&;kiTprh;4Yp2O5ujGTvgAU?=38*;p`McM5brL~YzSRW
zoF%%-+hBp9k2-~fCnqxdKfCD^htZ0ib%<VqQ<`*huFr2tNo_p?G$~)S0FR%B!e{+X
z=ztXr(7bu|v<d^r!!f{u$8O8kW|{R~>ICwt3p;$ne+qrWE6Ayft9G(HJ^-W6RcFM@
zFV5r8S2;h(GNLE`y)xsVb+487uCu7r)jXdoiS?ReX_Hl+v$=E$zQV84gGd4Yh!i?P
z{zlVFMQzYZI%9k2%0mngvhm_(2zFuIb-T8|;sQ67INHHm=A2!yi*x^K(1`)uHCjB9
zLeJ5ZQy&ArTYmKR&>s6a!5mfmDW7vQM6x^R+5!D?X}~wEF=hH-fP;Fk#~vsD0j+V+
z=&)JWA5e1tg#8qxqx=H=Y#g>R54qa^Cu-#nEOInI{-RrcsuVid2tA*p{rgL{!1_P;
z6q42_eHD-$rgw8%JgN0*zeR=9-Wv{8)=|U7uHCq~sW!oMNh;UE^FL&?=(&rSn)b-X
zRIxw!q4QWueCfPd6kZT>tNvZvIPDh)G7Fy7y7<ud9vs&kB)_l-Y(&bcmYWW8y|tz^
z`eLJ+a%kq!FVecvac8oP>7H|<8F=21#o8Ip)}|9Vz~k|a*{PC>w_h8wWLpR*<wF-n
zO?Z59rcgB<;N#92^i}R&Gd3>CkXSgMbFV{SeOK0_{OZzvupM@>@=IDL`6pT5pE6))
zxGEA}jkTPen19NsyyC<FgDiY#bgEQ<!fx}-a@@s=^Y13KKn)#aa=qHGoke2ZG(*}D
zg%Yz{wnV~5U<X^d|7+bghSCQ}LE=@4duOoSFGO>lbFKAn;@TaG)eFP3jxB^4m=GOq
zeK{``Eh*(|*+yUe9LE55?EQCV(#Jpj*-7e`f&VW%`Tte-^}i3UxW%zC{4C_zbZD-X
zom{$EufQs2qJOHCE=yzmL^wa)9-UW3<@NI)t_h%04_B|6X_9XRw})2^Maha;zb)~)
zK9N#)?j!H5@_=4YC8KLc627o#M__=PwUAkwTw_1{;r_hVCvVMorZv(RV{@wbZvKjm
zMP*en0NX$jc7aa7?#^6|-<E2S?@)Xwtj7*bH|exPkNCGUPq&27!A^bhOwb<42yE6B
zMOthk6ErrgOfz(+gm6r#%;kW+GPR#|s#l;g>);)p)PN7DhOlNQz4>c>-SJZWh*k5G
z{#7$VgK2UF|6n=Qd@jQ1`nmiHVmEURB1YXpBjwBkik1S+QlmEa)ykOo@5Zf^k=l2z
zTjLcXcLc}#3`W^9s6&KUmvk=%775&fv=@EZqu~apq(TODvD<h!Z&M9?R;lpg>~F5v
zZ^(M*dl8mM@A3gof%8t9Y$fiuo*U4Yxyc8AdS_ap9PuWGJ2ma+{g8o$2f*SZc6)Dk
zbAjPt;~>gnRnqS<$s%+hDd2Ry#Axe$`hKuc$+(r+Emra550j#jkGADqUcEOD@|$?%
zpGmG+#G`0nYtyAjT@8u<yrMTI!2cN5aK&FeaHE^;(IbV)jf5A`Ka)(Hf6CJ(bs9vQ
z)&F*<V6Bgq{o*I#%){o<o1;&^Y1%91^s{TwCz{#tu+|=^WZ6TVCs766$4oNFrYo|3
z3@|qr{WON}k(TZpe#~fhO72B`^a_maYiDL5DddXTR48$S_UaKlCgj{>r=iNcdX(dZ
zFKKW6{c|q+dEUq*&{n_97shkHkDaBy&Q6>q?lagl#w5BUisXzfN{GU=pW5lUqFKe`
z2X~BEO7y=#=2l9@Wg*TIrT#B`otcZ+IxFa;?&`fx4H$@7ACy)sq9(U-jxX#SQQzBA
z$uh1P-*w3&O1RUTq`0Xs9h<Mt9GCwvt-Ts%U#X@(B^qzMVoQLV#Ge=IcdcALv(Pc#
zbb9bvbus?4(wlBGAF}UNlFe?UI(Nht6mmvW8h7E&xRBq9XIW^lWm4E1^fP?yQib{&
zuBic}XsYPA5vn7LC3f1!btebi!5{XRRrDWHk>4TP>0+NXAg=7!d=NY^?&MjmCa@Z^
z@Pjmow~``u%*Dr3PO($dn18vZqoJ#|*7=7D;j9PPM6hML>Z40(?nfm8Pkh1$<g1P*
zp+nuyY{$7rtJ8Q~FJ7M(eGcT~ZpQ#ex3^)ZJKR|7H~IQf2kR=;*g(nRD|C}9><fLy
zHSE@JNsjW%+%ZpzS47;Qbi-$UXXY9VTTO1miWOXrKPp~k>i26UC)}hY;JR^{IPViG
zzfE3L=KJi8>q`!=I(T`6i$~3eO>TRc$@fli%Y2vU#9hyRgs9G_hY-osq_MAF2P641
zgY|6Y3&YcoE-VbYzpc?SMMOW_b+1_y$b9ty>2y=v{&O{B%%=j^jj4feD)dEsld)N`
zosmH4GUS5RQ|IyoyEohuU&|zgt!8dn?n|OW$F^UwV{;fgeGE{p4#j3~#)mU#b#x+n
z1-j{MGCWIG7Rgf<6!J$VanIi)>Cp?bp5D&<FEUs9r|(Kl%(ls$?5M<aQ)H)Xb;%@-
zazSGi7rHIcK9TcsEJFJeySuhGdZ_O7%J1db&6JOnD3wj>czWZ`-Y5O?$V*T-STwb>
ze&nFk1P)5^r#_$=@G87DHsRLNvZeqD${XW%DdTRsGoxM1J~O~T^Srlqwh`Vid8t1a
zG{jYG#aZ{!Wl0#XvKby2aJ#B2++&h0SkIFxZ<I(0#0>W9jQTBU9WF@X{k-ceTvNRF
za{`^Wi~@^@l=#!LPS2k%g0#bV(dPFAZ{Qjc+zJOL(mi(i_+Xme#Iz_U<bHHuGUzV4
z`R9eFCcTw<UPFkrd!143MOaO#m6Ef&brGuCU)}ai<2J6~y5a!QGyhoLON%s-?f5w@
zr?t*kLz^*ibFQ{6XWaN`G4r5dB{6Rb{x9`COeDp;-E5i0^_-1K)gr35sUh|$iO?y*
z_E({mp98VsAn>dG!{YcH|FF2m<Bn9FC;{hF|1^Q83@1~|UJ3JSQZZgfH{u*0cqv%j
zTka8C2$NtGOrgj$XsEt<`*=-tz-+>N5sJSxf_OA9nq6}KB4*UWj3hzFB7pA$!gZ<d
z;-&1MRh}m2*rl&?fGBB2*JktB32jJz47+;GSJH-Fg}loNK5vR-heaXMdnAt2;%U-B
z$G!pE`{e~qW9UeDD=VLAF8c=f=41=_N90sa9!U(>fRp({<0Q2+Rrlv#Ri4XRtrc<~
z6Gl$t1m0|_(wt$~vl-~gwVz>q^Q2K#=L@_%Xm23Anc<z$x1gEbiAN(i@44@?GqXC)
z*?-C#FC@n%iEqL>El+e#!B>}%);NUPOIr+Z9|K?$ZCEanZ~8M|n6PONTeg=0$L(01
zFQ3m6@Y<<5Ex3}_P3@87e#iISIh^itYKwMv<x4Dd&T}->rOuP%EvSnLe7$e1qJPPH
zJFG1YMxhQjG?yH@D>9(fyASGd(TMAdYi(j`g&axxgh7taprx!M3hu)`-#Q+4Z-Ik^
zrs9_Z-@8F?r=cmq4A5c7Pw2rWmIgYBp#o3)#i6{#hv2G}@vPWfoR~ZswwbvNIX{7h
zfDhvledq{uE(U<AA`C0xnjKiRKIKRbc@Zqz11-b`@55+nXsgnS&?Wa}90~<qvKUjd
z$6{);fyYJUG-#^JlKa(=H6)4NomFv9f0FCUgoqIeiSl7Zm{ZTQ9joj$H{Fg4cWuOu
z5UW+ZsagfU)srZ8E|SG+$b8SGVUAV<n)VG7`h1cO@)7&)=b(;^+jL+%d3@NhdxKr7
zXk727zmIqmtIh=zY%dV)IZW~-&f%u4>E9tkmTtk5QB){ZG&=6E++jI6QZ6qLZuu|s
z^oue3%QQB9{v~xdlS%KBF`$;P(Q;lP+g{>08fdg~m)TF>n^h9dnRloJ2^Pvtcz$2Q
zmf@vm7Y%u*Og|J&3kn+_m>Zwx#sI1pfya5<h_jiXiwV23%D56Atxpfiyc5XvT5_k=
z$jp(Z%Z014l82m^jp<n;u~3bt*^;r1>ehnqoR^4CFhCV=%)W~)lb#O#$w|5Hm^-Qh
zo1NA#jMQ^<e#g!peFnwh5yGx5$<L(u7~e|MFJryNzB?!D_qhL8>>tTXAA+9>5Vvql
z$WCWuLpefQ@$cl)%<si?P1ju@RhL=({4;m2tI2m<|A4$$VCvq9EYDM3;d7Q^x8MCr
zi~*9u#sj4+31c3jX}zOTIl}wS@{e&`L|>b8hn0%YKq;K4h?Y=m-(6v+WiqW=%j5{7
zSGTXEO_?$)%RkoDf<XD+UgPq7)fo;6GK!-T>p$KTO;%QnJ9A~|t3~~GHDH-<wonco
z<bfR2ch0SlUu<AKCm>aH1$?pg`xWl`0LmZjdk=eeEJjE_)hR-t%=&0UyV#hKw#i!#
zS?`rg{?40@120~+uo%ltu<K`@w(E-K^go{6_D+_3KC^XL93IOuyJ$D^<y45$$t1SI
zv%tr1oR@ZJFV#2g8q?4tmqhaDMLL<~ioRac2vXpMboUt3N<f57)E=JJqRR?XaZYXJ
zglX6CoUfaWNyruYwA(SP9eh|@(wAQ|1N~Nu(`?>QTqhyV=LGk$t~|zl)|Jx9Ls5Rl
zVzUi#=A}iY3Bw{AU>4YfL>Ic?8Pm`SJ|5^pUy0duLXLZXT@dttygWx9y+&UaOl~Lh
z`JZWapJ_%%GY9jrYfe<rS6O{>9O8fYWj2J&Agsz^0gNat8AOSSk!%L7h{qH<dV`&>
zXrdL>17}y$325TV5%2WO%{|P?#<&|PA~=1Sh#9ZOIp52RYiaL0JgN8*=n+2zl7b6e
z=^-r_F@PK!Wk8M&KjA^pcum!n*7FtPA={%R)bO*H=+-(&I0%b05%F-(;ThM}{S58#
z?g7FV=EYM!pSSi3?Ds^8dSlR)L{mv!#&xw=5;e-><|1fuy)1MhuqzRSIyY)Tw2=6E
zS)Nbj4@N^b5|dG9_Se&7P7f~Duutzxf848Db+c@z`f*iKaC4krdcES)_8n6vTKH#e
zcjmX%_v915l}enC&Wt+(oA1}|<$vlzmjv+s{KZB9if+Uw<*fB^?`Wh|;X=V1{yi$q
z%ET;5Lv7X6m9ilj!}5MK)>r1RQ3N4uRU69#eu>5amo&IfX%n-M4~BP@^I>OF(Za5&
zj|S9>BkbT-boPvbkeyt^YzN6>i~b^xY=!Cu`-k@E8=rm8SI3m$oRwOu-L`dgcF8tg
zhr*nCXPJHDL9Dg~K1$1vQi``3)34_R<e=|y<mW%L@q5%Y^@{(}9(E2du9xSmxbvNZ
z&)v;ViLHx7IYpnDvaOn&`8+SJ{qm(=#0?$USGp<l^if1Z8%ZadK0DvD$e4Cvv;kt4
zSBNq1?`Yw14meF$n5?RO(scSY@VWE*x8y1h&C?m@@(1$HZV=lf;wIZFRVeX1*7R6q
zJf2fXM4Y|h<-X$e0Ur#3jG(JIH7LLG<1)*3lY@v;a@Ki=4C?9{u5nJPS+i<ts>w%9
z1Nr<AN)iWK{+Kgmh|qZ9OPM5dr4Cl1hL5r}T1vgds38J8;gdPM<)jbiI^<_kk`Gey
z=J*0u3~Bq8TkY_aS2s}BhS|moee!ih#&<1mPd(vL*jUF;M;lmJ-Y}gu*TUaF>b4VB
zrWU4be?y{Lw;`3Kn%utxj(CVjlJlKVlZ*hxL;PmEHpDB=ETiO8g-}Sx{jdmrlW{3M
z7gp7`xwJbJBKww&*Uq|5sU;)$8w;m-_U*h$UKVC^jykltuzU%y#|ya<>d4fhL!-sj
zvwa%cO<W^$4$mV?Z$++qh?w@_xu^p>aen)3aGH>gv8JZFBnR$@r&@0laE003<?2AC
zZW(eiuXqr$LGQl4g5W5ys8qgK5um^9JPlhZzu~00d__vv_NYRukm&_`WB;3&7xQI^
zFx`ZOPDXlDbq)clMFHC_s=-3!v#}qCA6~}D%N6<^shSYlnr=d<v&PCi#nIiOvpj}B
zVxq|sJ&a!(k(n|I>R8T;`%zhHG_!~4;Ji$(^o{6}d0mLC6Q|j)bN#fSk^Jz9c&rG8
zHD`?s4U6<@^pha7qdC)7OUkN`n%d3v<~REu?;h?YRwUecVbbRSx6%jd1wkk=$Nh=+
zBrf8Q<IB9aY*m8Q!sC;!YAr6#a?zBU5RRJU7aL(m=>FAANiWg!SLqx1fE&yf@og&y
zyR~-~TEi`)kium~(>`S*lctuCWYUgr3E9|9=Y=_zv*oz-H4VsF%KJD+d5c1*PPmq0
zGJ1jmj`gf|SX)foMU*l!2Jm<#5U-Ic8hfq*)tDG--cQ2-=E~3K1)Kf-1xQdSvuXJN
zdA`S?vTw1D<I#+GQzN(cfUmW}@W?;hJ5r*My7G4)w^`V>M2%uYeJAw&o$@Q9S?H$0
zc8Me}D7&2b+ZT9TTXDk`siXpWc0^E+ad~d(J$qL}LJ29Zot2Yoi9=0&MCib@kBdw6
zX1|+mpn(d}bO6tYhiS2#uK5q^&Ythrp5OEJjvJ{PL})d-Vk5TwV+?=`LSVx-;+hyN
zxA1Wux~PB+nFyX-9G3p1%I}&Q*?pfN5pC8e^MYMEUe&Ux`x7M8Q~6s)yE6V;E!VY9
z<+dD!c9toN@}2=~@<(PFX~7ZVGOdF*kkcP*2F(}R?*RgR&S?Y++T&;}H+GwG>yrU+
z(xNw#hg5q(anyyMv~8BCO@obIDcw0nADuOkhKRgeZd*xzK0Vpvdux>1S1%phG+qN)
z5{JW3R1JejBJk1!1f-1-oxj3|4ONn+Wf(FjT%DiB)OH4L@CVp4sw{+g1ZW?$)3M$h
z%cA|N7R=-Py~lvHY7i-b&8MQez-M%>YZj%kd_CnJnKTIYj{4^OY=`S5TYi-}zPHpR
z)JZ;Go>JpUCsmI<JKeeJGd1;Hs#gnKkW$RQ2Z|{e&#fFThgK)+rr%Hb_{qj_F1o!a
zdL`ptnKzos6<bCbmTAP+HiCXdjLs|2OK$H>#0^Mmka22qGhJPPa(TPDJNhl(1+G^V
z&vyDg%XjUJlkS(0qG{>(RUu39QcfQA9u##hC3BY1kEmgkNIlZ_vm+ncrKiES#0p)K
zdBPyVD+Popws1)MbnL=cAIf#}Hn$l!=~wy$DU&`<N)00~%PTL8WBUbQUg|xDFEaeC
zLfj#g`?lW@F-yFQ)&40oT<vOZrumN8BIjQ^m^+MwEW6So<_Ftfv5h{|s2p9fsjgh8
zn@TI<3Ywf9sqD8jhqE+)`)nK#IzKKFuh^f&amw}8qarR&o&$VJ7KQ<A%k}lD6i&)T
z;1;i!1?aj!9cZQsEp->?j;6J@0VN8Xz0hlf9&~5*kxqw>61qy#0^eGCIP!@&-><p_
z+|KWeE8J!bZ_2oPOX@YxS2_$}$S%BrS5X2+XubTWvC{os=bgb)UnklJki(nM5d5h$
zla0`QaTZ0V_DO_2>)q(+v|d*dV&+)z>m7r4ZI{s^Q6HYI-1mj}I@ZKBy%)q00W0d@
ze&s*}EhEa<Yu>fc@rebc+?W$IBFl515!aqrE)Op^<E#nV=X}!PR)bf#GadMI#{)t>
zKe?bP*V^*=otYZ0)H7m<#pg1QCq&_&RiZS8IPQyxY*)m;E@o!Ey@2GJm&B$H-q;dd
z5FYY&^rcQz^Q|2d%d^gKF>`jEbTg5jo4%axLnK~VUJ|7xr{%QfTQT0Bsxz&gwpz|h
zn5gVUo_rW$BVY-UpnoIGZ=DmZ|Ni&o;g2lzwp7XpF{9Z0lDfgET!^|d@UqxJ5Jnf%
zc<<A~Z?Wge#b@2aUnPT$tS4<EFClFvk4GzO+sNnd&W^3g(+n{gAjXy(y3D>icwysR
zpAB$t(|7&bfjl_&|DELW$YE(mc`LZ`Lb$WMfRlhb8~a>qMdP&#RNG^o%R}PJ)N=^_
z7Wnaqb&@h_H4=g|-MC{gv|x_PF0<}@65Pw1cL{)w#rM8+vPI~r0Q6a);Xg}cIL8wm
z0e0=u-W>uGNBDPU+VHv@^TQ74@YN>I2S6iDR7=gV)}s&3Y%e~%tUF(w5QZCSB%2~~
zm-vXfL^=eab0F>$nw{x@9Ajf;m)F-K2>_FhKS+>&IkVaw9-uYA?chsv+=aNGt#4)<
z?1Be+1G;kwSsmMY|JSM=&bo;qGM%dd13V6grA~aBNO7<{a!Wlx1+$@@EYki~u4Q#t
zcD)dkC&e-|PMIkDiTsIFpER^)+-vC0^u{k9XUpTSs{eY8vkoQ0)`GK<*Z{vAo1MNh
z{A8Gdl);izVQ>%{mW$T1NcsD_Z1bT#txm8rqNs~fKWE>hL=3=9T!sNA*@V`swkrRw
zJcH|3rE78F@~jR^4r}?D`xZpNR%;QG=%%t?9MXR%J&PFU1o9>+EBv6Qz1t%P8qYMA
z=Nu&~U%G0zFY}bInHIepsl<zH$s*1ktt@5pZ$M-PPixkYx=YR-Gi7mH9-Gj#H|NM2
za)${}zf8b^`ee=?!9yTtqrb*tMi&SB$-?hV%iC!9<K%6go+oZV!6Ul}$g0s8bZ5X4
z1q|Uvk#fzW%{`P{l0_70HJd|nnWHnc3GCTR!pou=jBIZBur*Go*QXiP4hx8189zIT
z5U`fGQ^(|Ds|y*wbnh*Hg-+ah3;=k5F7BVkX6JPN(AdXcufCcggU{Q8bxE5CH*v2k
z6tZ-)I`wS5#c_Nwk5FA-EvP<d&~F~Z&Q{k%t}u)NmT0SkO0#NX*J*rh-YPMqglbay
zC1|k{C8-Xv628rg9pCo1H;>g+i8b&&Xz5x~VB!21%lo5pNMA1*T2g7Qsn=BPz;IwQ
z-@CykoZwZS)hB$JI{k;YVb8alPID|L&5XM>^5B)v3=8qC;|3zJeO(W-3&>K<8*J=g
zcC6?oW4RWW7_{5Q&~HD}Ic(a+)I0LEkWi)5baojltntUkJ1PbqJS{X<!Q}4B)Hq#p
zKGa%IJtjRHt^!28)~dDgItCO}*`Ei^jMSX42zxj)l1gzLQv!NMg%4DG28&MRHgf{S
O3jfl#UyBZA>c0RMvqL!m

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-deep-learning-transformer-network/manifest.json b/apps/api/app/data/demo_documents/stem-deep-learning-transformer-network/manifest.json
new file mode 100644
index 000000000..c5b190bde
--- /dev/null
+++ b/apps/api/app/data/demo_documents/stem-deep-learning-transformer-network/manifest.json
@@ -0,0 +1,62 @@
+{
+  "version": "2.0",
+  "job_id": "job_5184790cddae",
+  "data_id": null,
+  "source_file_name": "dl_10.pdf",
+  "processing_date": "2026-06-16T03:40:35.535316Z",
+  "processing": {
+    "page_count": 34,
+    "billing_status": "charged",
+    "cost": {
+      "micro_dollars": 51000,
+      "credits": 0.051
+    },
+    "timing": {
+      "started_at": "2026-06-16T03:39:35.098598+00:00",
+      "completed_at": "2026-06-16T03:40:35.529163+00:00",
+      "duration_ms": 60430
+    },
+    "stages": {
+      "timing_ms": {
+        "document.profile": 3886,
+        "pdf.extract.standard": 44922,
+        "toc.detect_range_llm": 1241,
+        "md.detect_toc": 1261,
+        "heading.merge_pre_pass_llm": 896,
+        "heading.hierarchy_llm_call": 2029,
+        "heading.hierarchy_llm": 2038,
+        "md.predict_headings": 3302,
+        "md.deferred_summaries": 6795,
+        "md.build_dataframe": 1,
+        "pdf.parse_md": 11556,
+        "document.cleanup_unreferenced_images": 0,
+        "document.compress_images": 0,
+        "worker.parse.document": 60372
+      },
+      "token_usage": {
+        "prompt_tokens": 5588,
+        "completion_tokens": 169,
+        "total_tokens": 5757
+      }
+    }
+  },
+  "statistics": {
+    "total_chunks": 25,
+    "text_chunks": 8,
+    "image_chunks": 11,
+    "table_chunks": 6,
+    "total_pages": null
+  },
+  "HIERARCHY": {
+    "Deep Learning Transformer network": {
+      "Transformer network": {
+        "Transformer network - Attention- What it is?": {},
+        "Transformer network - Positional encoding- What is?": {}
+      },
+      "Training a Transformer (Seq2Seq model):": {},
+      "Inference – autoregressive decoding:": {},
+      "Transformer network - BERT - How to use BERT (Fine-tuning)": {},
+      "Transformer network - References ii": {}
+    }
+  }
+}
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/stem-deep-learning-transformer-network/tables/table-0 Attention Matrix.html b/apps/api/app/data/demo_documents/stem-deep-learning-transformer-network/tables/table-0 Attention Matrix.html
new file mode 100644
index 000000000..185812596
--- /dev/null
+++ b/apps/api/app/data/demo_documents/stem-deep-learning-transformer-network/tables/table-0 Attention Matrix.html	
@@ -0,0 +1,69 @@
+<table border='1' border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>Words attended to</th>
+      <th>The</th>
+      <th>animal</th>
+      <th>didn't</th>
+      <th>cross</th>
+      <th>the</th>
+      <th>street</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>The</td>
+      <td>0.2</td>
+      <td>0.3</td>
+      <td>0.1</td>
+      <td>0.1</td>
+      <td>0.2</td>
+      <td>0.1</td>
+    </tr>
+    <tr>
+      <td>animal</td>
+      <td>0.1</td>
+      <td>0.4</td>
+      <td>0.2</td>
+      <td>0.1</td>
+      <td>0.1</td>
+      <td>0.1</td>
+    </tr>
+    <tr>
+      <td>didn't</td>
+      <td>0.1</td>
+      <td>0.2</td>
+      <td>0.4</td>
+      <td>0.1</td>
+      <td>0.1</td>
+      <td>0.1</td>
+    </tr>
+    <tr>
+      <td>words crossing</td>
+      <td>0.1</td>
+      <td>0.1</td>
+      <td>0.1</td>
+      <td>0.4</td>
+      <td>0.2</td>
+      <td>0.1</td>
+    </tr>
+    <tr>
+      <td>the</td>
+      <td>0.1</td>
+      <td>0.2</td>
+      <td>0.1</td>
+      <td>0.2</td>
+      <td>0.3</td>
+      <td>0.1</td>
+    </tr>
+    <tr>
+      <td>street</td>
+      <td>0.1</td>
+      <td>0.1</td>
+      <td>0.2</td>
+      <td>0.2</td>
+      <td>0.1</td>
+      <td>0.3</td>
+    </tr>
+  </tbody>
+</table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/stem-deep-learning-transformer-network/tables/table-1 EEA Agreement.html b/apps/api/app/data/demo_documents/stem-deep-learning-transformer-network/tables/table-1 EEA Agreement.html
new file mode 100644
index 000000000..d9d564577
--- /dev/null
+++ b/apps/api/app/data/demo_documents/stem-deep-learning-transformer-network/tables/table-1 EEA Agreement.html	
@@ -0,0 +1,70 @@
+<table border='1' border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>The agreement on the European Economic Area was signed in August 1992</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>L'</td>
+      <td></td>
+    </tr>
+    <tr>
+      <td>accord</td>
+      <td>(not labeled)</td>
+    </tr>
+    <tr>
+      <td>sur</td>
+      <td>(not labeled)</td>
+    </tr>
+    <tr>
+      <td>la</td>
+      <td>(not labeled)</td>
+    </tr>
+    <tr>
+      <td>zone</td>
+      <td>(not labeled)</td>
+    </tr>
+    <tr>
+      <td>économique</td>
+      <td>(not labeled)</td>
+    </tr>
+    <tr>
+      <td>européenne</td>
+      <td>(not labeled)</td>
+    </tr>
+    <tr>
+      <td>a</td>
+      <td>(not labeled)</td>
+    </tr>
+    <tr>
+      <td>été</td>
+      <td>(not labeled)</td>
+    </tr>
+    <tr>
+      <td>signé</td>
+      <td>(not labeled)</td>
+    </tr>
+    <tr>
+      <td>en</td>
+      <td>(not labeled)</td>
+    </tr>
+    <tr>
+      <td>août</td>
+      <td>(not labeled)</td>
+    </tr>
+    <tr>
+      <td>1992</td>
+      <td>(not labeled)</td>
+    </tr>
+    <tr>
+      <td>.</td>
+      <td>(not labeled)</td>
+    </tr>
+    <tr>
+      <td>&lt;end&gt;</td>
+      <td>(not labeled)</td>
+    </tr>
+  </tbody>
+</table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/stem-deep-learning-transformer-network/tables/table-2 Constant Matrix.html b/apps/api/app/data/demo_documents/stem-deep-learning-transformer-network/tables/table-2 Constant Matrix.html
new file mode 100644
index 000000000..11dd4e597
--- /dev/null
+++ b/apps/api/app/data/demo_documents/stem-deep-learning-transformer-network/tables/table-2 Constant Matrix.html	
@@ -0,0 +1,201 @@
+<table border='1' border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>input dimension</th>
+      <th>0</th>
+      <th>1</th>
+      <th>2</th>
+      <th>3</th>
+      <th>4</th>
+      <th>5</th>
+      <th>6</th>
+      <th>7</th>
+      <th>8</th>
+      <th>9</th>
+      <th>10</th>
+      <th>11</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>0</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+    </tr>
+    <tr>
+      <td>1</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+    </tr>
+    <tr>
+      <td>2</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+    </tr>
+    <tr>
+      <td>3</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+    </tr>
+    <tr>
+      <td>4</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+    </tr>
+    <tr>
+      <td>5</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+    </tr>
+    <tr>
+      <td>6</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+    </tr>
+    <tr>
+      <td>7</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+    </tr>
+    <tr>
+      <td>8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+    </tr>
+    <tr>
+      <td>9</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+    </tr>
+    <tr>
+      <td>10</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+    </tr>
+    <tr>
+      <td>11</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+      <td>-0.8</td>
+    </tr>
+  </tbody>
+</table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/stem-deep-learning-transformer-network/tables/table-3 Low Values Table.html b/apps/api/app/data/demo_documents/stem-deep-learning-transformer-network/tables/table-3 Low Values Table.html
new file mode 100644
index 000000000..04c53d1bc
--- /dev/null
+++ b/apps/api/app/data/demo_documents/stem-deep-learning-transformer-network/tables/table-3 Low Values Table.html	
@@ -0,0 +1,139 @@
+<table border='1' border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>Position</th>
+      <th>0</th>
+      <th>1</th>
+      <th>2</th>
+      <th>3</th>
+      <th>4</th>
+      <th>5</th>
+      <th>6</th>
+      <th>7</th>
+      <th>8</th>
+      <th>9</th>
+      <th>10</th>
+      <th>11</th>
+      <th>12</th>
+      <th>13</th>
+      <th>14</th>
+      <th>15</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>48</td>
+      <td>Low</td>
+      <td>Low</td>
+      <td>Low</td>
+      <td>Low</td>
+      <td>Low</td>
+      <td>Low</td>
+      <td>Low</td>
+      <td>Low</td>
+      <td>Low</td>
+      <td>Low</td>
+      <td>Low</td>
+      <td>Low</td>
+      <td>Low</td>
+      <td>Low</td>
+      <td>Low</td>
+      <td>Low</td>
+    </tr>
+    <tr>
+      <td>45</td>
+      <td>Low</td>
+      <td>Low</td>
+      <td>Low</td>
+      <td>Low</td>
+      <td>Low</td>
+      <td>Low</td>
+      <td>Low</td>
+      <td>Low</td>
+      <td>Low</td>
+      <td>Low</td>
+      <td>Low</td>
+      <td>Low</td>
+      <td>Low</td>
+      <td>Low</td>
+      <td>Low</td>
+      <td>Low</td>
+    </tr>
+    <tr>
+      <td>39</td>
+      <td>Low</td>
+      <td>Low</td>
+      <td>Low</td>
+      <td>Low</td>
+      <td>Low</td>
+      <td>Low</td>
+      <td>Low</td>
+      <td>Low</td>
+      <td>Low</td>
+      <td>Low</td>
+      <td>Low</td>
+      <td>Low</td>
+      <td>Low</td>
+      <td>Low</td>
+      <td>Low</td>
+      <td>Low</td>
+    </tr>
+    <tr>
+      <td>36</td>
+      <td>Low</td>
+      <td>Low</td>
+      <td>Low</td>
+      <td>Low</td>
+      <td>Low</td>
+      <td>Low</td>
+      <td>Low</td>
+      <td>Low</td>
+      <td>Low</td>
+      <td>Low</td>
+      <td>Low</td>
+      <td>Low</td>
+      <td>Low</td>
+      <td>Low</td>
+      <td>Low</td>
+      <td>Low</td>
+    </tr>
+    <tr>
+      <td>33</td>
+      <td>Low</td>
+      <td>Low</td>
+      <td>Low</td>
+      <td>Low</td>
+      <td>Low</td>
+      <td>Low</td>
+      <td>Low</td>
+      <td>Low</td>
+      <td>Low</td>
+      <td>Low</td>
+      <td>Low</td>
+      <td>Low</td>
+      <td>Low</td>
+      <td>Low</td>
+      <td>Low</td>
+      <td>Low</td>
+    </tr>
+    <tr>
+      <td>30</td>
+      <td>Low</td>
+      <td>Low</td>
+      <td>Low</td>
+      <td>Low</td>
+      <td>Low</td>
+      <td>Low</td>
+      <td>Low</td>
+      <td>Low</td>
+      <td>Low</td>
+      <td>Low</td>
+      <td>Low</td>
+      <td>Low</td>
+      <td>Low</td>
+      <td>Low</td>
+      <td>Low</td>
+      <td>Low</td>
+    </tr>
+  </tbody>
+</table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/stem-deep-learning-transformer-network/tables/table-4 Color Pattern Table.html b/apps/api/app/data/demo_documents/stem-deep-learning-transformer-network/tables/table-4 Color Pattern Table.html
new file mode 100644
index 000000000..4e534c684
--- /dev/null
+++ b/apps/api/app/data/demo_documents/stem-deep-learning-transformer-network/tables/table-4 Color Pattern Table.html	
@@ -0,0 +1,158 @@
+<table border='1' border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>Position</th>
+      <th>0</th>
+      <th>1</th>
+      <th>2</th>
+      <th>3</th>
+      <th>4</th>
+      <th>5</th>
+      <th>6</th>
+      <th>7</th>
+      <th>8</th>
+      <th>9</th>
+      <th>10</th>
+      <th>11</th>
+      <th>12</th>
+      <th>13</th>
+      <th>14</th>
+      <th>15</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>0</td>
+      <td>Blue</td>
+      <td>Orange</td>
+      <td>Light Blue</td>
+      <td>Red</td>
+      <td>Light Blue</td>
+      <td>Light Blue</td>
+      <td>Light Blue</td>
+      <td>Red</td>
+      <td>Light Blue</td>
+      <td>Dark Blue</td>
+      <td>Light Blue</td>
+      <td>Light Blue</td>
+      <td>Light Blue</td>
+      <td>Light Blue</td>
+      <td>Light Blue</td>
+      <td>Light Blue</td>
+    </tr>
+    <tr>
+      <td>1</td>
+      <td>Blue</td>
+      <td>Orange</td>
+      <td>Light Blue</td>
+      <td>Red</td>
+      <td>Light Blue</td>
+      <td>Light Blue</td>
+      <td>Light Blue</td>
+      <td>Red</td>
+      <td>Light Blue</td>
+      <td>Dark Blue</td>
+      <td>Light Blue</td>
+      <td>Light Blue</td>
+      <td>Light Blue</td>
+      <td>Light Blue</td>
+      <td>Light Blue</td>
+      <td>Light Blue</td>
+    </tr>
+    <tr>
+      <td>2</td>
+      <td>Dark Blue</td>
+      <td>Orange</td>
+      <td>Light Blue</td>
+      <td>Red</td>
+      <td>Light Blue</td>
+      <td>Light Blue</td>
+      <td>Light Blue</td>
+      <td>Red</td>
+      <td>Light Blue</td>
+      <td>Dark Blue</td>
+      <td>Light Blue</td>
+      <td>Light Blue</td>
+      <td>Light Blue</td>
+      <td>Light Blue</td>
+      <td>Light Blue</td>
+      <td>Light Blue</td>
+    </tr>
+    <tr>
+      <td>3</td>
+      <td>Orange</td>
+      <td>Orange</td>
+      <td>Light Blue</td>
+      <td>Red</td>
+      <td>Light Blue</td>
+      <td>Light Blue</td>
+      <td>Light Blue</td>
+      <td>Red</td>
+      <td>Light Blue</td>
+      <td>Dark Blue</td>
+      <td>Light Blue</td>
+      <td>Light Blue</td>
+      <td>Light Blue</td>
+      <td>Light Blue</td>
+      <td>Light Blue</td>
+      <td>Light Blue</td>
+    </tr>
+    <tr>
+      <td>4</td>
+      <td>Orange</td>
+      <td>Orange</td>
+      <td>Light Blue</td>
+      <td>Red</td>
+      <td>Light Blue</td>
+      <td>Light Blue</td>
+      <td>Light Blue</td>
+      <td>Red</td>
+      <td>Light Blue</td>
+      <td>Dark Blue</td>
+      <td>Light Blue</td>
+      <td>Light Blue</td>
+      <td>Light Blue</td>
+      <td>Light Blue</td>
+      <td>Light Blue</td>
+      <td>Light Blue</td>
+    </tr>
+    <tr>
+      <td>5</td>
+      <td>Medium Blue</td>
+      <td>Orange</td>
+      <td>Light Blue</td>
+      <td>Red</td>
+      <td>Light Blue</td>
+      <td>Light Blue</td>
+      <td>Light Blue</td>
+      <td>Red</td>
+      <td>Light Blue</td>
+      <td>Dark Blue</td>
+      <td>Light Blue</td>
+      <td>Light Blue</td>
+      <td>Light Blue</td>
+      <td>Light Blue</td>
+      <td>Light Blue</td>
+      <td>Light Blue</td>
+    </tr>
+    <tr>
+      <td>6</td>
+      <td>Medium Orange</td>
+      <td>Orange</td>
+      <td>Light Blue</td>
+      <td>Red</td>
+      <td>Light Blue</td>
+      <td>Light Blue</td>
+      <td>Light Blue</td>
+      <td>Red</td>
+      <td>Light Blue</td>
+      <td>Dark Blue</td>
+      <td>Light Blue</td>
+      <td>Light Blue</td>
+      <td>Light Blue</td>
+      <td>Light Blue</td>
+      <td>Light Blue</td>
+      <td>Light Blue</td>
+    </tr>
+  </tbody>
+</table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/stem-deep-learning-transformer-network/tables/table-5 BERT Embeddings.html b/apps/api/app/data/demo_documents/stem-deep-learning-transformer-network/tables/table-5 BERT Embeddings.html
new file mode 100644
index 000000000..17e077a7a
--- /dev/null
+++ b/apps/api/app/data/demo_documents/stem-deep-learning-transformer-network/tables/table-5 BERT Embeddings.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td rowspan="2">Input</td><td colspan="6">[MASK]</td><td colspan="5">[MASK]</td></tr><tr><td>[CLS]</td><td>my</td><td>dog</td><td>is</td><td>cute</td><td>[SEP]</td><td>he</td><td>likes</td><td>play</td><td>##ing</td><td>[SEP]</td></tr><tr><td>Token Embeddings</td><td> $E_{[CLS]}$ </td><td> $E_{my}$ </td><td> $E_{[MASK]}$ </td><td> $E_{is}$ </td><td> $E_{cute}$ </td><td> $E_{[SEP]}$ </td><td> $E_{he}$ </td><td> $E_{[MASK]}$ </td><td> $E_{play}$ </td><td> $E_{##ing}$ </td><td> $E_{[SEP]}$ </td></tr><tr><td rowspan="2">Sentence Embedding</td><td>+</td><td>+</td><td>+</td><td>+</td><td>+</td><td>+</td><td>+</td><td>+</td><td>+</td><td>+</td><td>+</td></tr><tr><td> $E_A$ </td><td> $E_A$ </td><td> $E_A$ </td><td> $E_A$ </td><td> $E_A$ </td><td> $E_A$ </td><td> $E_B$ </td><td> $E_B$ </td><td> $E_B$ </td><td> $E_B$ </td><td> $E_B$ </td></tr><tr><td rowspan="2">Transformer Positional Embedding</td><td>+</td><td>+</td><td>+</td><td>+</td><td>+</td><td>+</td><td>+</td><td>+</td><td>+</td><td>+</td><td>+</td></tr><tr><td> $E_0$ </td><td> $E_1$ </td><td> $E_2$ </td><td> $E_3$ </td><td> $E_4$ </td><td> $E_5$ </td><td> $E_6$ </td><td> $E_7$ </td><td> $E_8$ </td><td> $E_9$ </td><td> $E_{10}$ </td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/stem-introduction-statistical-learning-theory/chunks.json b/apps/api/app/data/demo_documents/stem-introduction-statistical-learning-theory/chunks.json
new file mode 100644
index 000000000..83c0a8416
--- /dev/null
+++ b/apps/api/app/data/demo_documents/stem-introduction-statistical-learning-theory/chunks.json
@@ -0,0 +1,2186 @@
+{
+  "chunks": [
+    {
+      "chunk_id": "84debb14-fe3d-57f3-a62e-868f197a7ed3",
+      "type": "text",
+      "content": "Carlo Ciliberto\nDepartment of Computer Science, UCL\nOctober 5, 2018",
+      "path": "lec1.pdf/Class 1 Introduction to Statistical Learning Theory",
+      "metadata": {
+        "length": 67,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Class 1 Introduction to Statistical Learning Theory",
+        "tokens": [
+          "Carlo",
+          "Ciliberto",
+          "Department",
+          "Computer",
+          "Science",
+          "UCL",
+          "October",
+          "2018"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "29f78cbc-320c-5371-ac77-cf126a372b55",
+      "type": "text",
+      "content": "▶ Class times: Fridays 14:00 - 15:30 $^{1}$\n▶ Location: Ground Floor Lecture Theater, Wilkins Building $^{2}$\n▶ Office hours: (Time TBA), 3rd Floor Hub room, CS Building, 66 Gower street.\nTA: Giulia Luise\nWebsite: ccilib er.github.io/intro-stl\nemail(s): ccilib er@gmail.com, g.luise.16@ucl.ac.uk\n▶ Workload: 2 assignments (50%) and a final exam (50%). Final exam requires to choose 3 problems out of 6. At least one problem from each “sides” of this course (RKHS or SLT) \\*must\\* be chosen.",
+      "path": "lec1.pdf/Class 1 Introduction to Statistical Learning Theory/Administrative Info",
+      "metadata": {
+        "length": 490,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Class 1 Introduction to Statistical Learning Theory",
+        "tokens": [
+          "Class",
+          "times",
+          "Fridays",
+          "14",
+          "00",
+          "15",
+          "30",
+          "Location",
+          "Ground",
+          "Floor",
+          "Lecture",
+          "Theater",
+          "Wilkins",
+          "Building",
+          "Office",
+          "hours",
+          "Time",
+          "TBA",
+          "3rd",
+          "Hub",
+          "room",
+          "CS",
+          "66",
+          "Gower",
+          "street",
+          "TA",
+          "Giulia",
+          "Luise",
+          "Website",
+          "ccilib",
+          "er",
+          "github",
+          "io",
+          "intro",
+          "stl",
+          "email",
+          "gmail",
+          "luise.16",
+          "ucl",
+          "ac",
+          "uk",
+          "Workload",
+          "assignments",
+          "50%",
+          "final",
+          "exam",
+          "Final",
+          "requires",
+          "choose",
+          "problems",
+          "At",
+          "problem",
+          "sides",
+          "RKHS",
+          "SLT",
+          "chosen"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "f7e9b473-e838-5303-9b4b-10bf784b0422",
+      "type": "text",
+      "content": "Main resources for the course:\nClasses\nSlides\nBooks and other Resources:\nS. Shalev-Shwartz and S. Ben-David Understanding Machine Learning: From Theory to Algorithms (Online Book). Cambridge University Press, 2014.\n▶ O. Bousquet, S. Boucheron and G. Lugosi Introduction to Statistical Learning Theory (Tutorial).\nT. Poggio and L. Rosasco course slides and videos from MIT 9.520: Statistical Learning Theory and Applications.\nP. Liang course notes from Stanford CS229T: Statistical Learning Theory.",
+      "path": "lec1.pdf/Class 1 Introduction to Statistical Learning Theory/Course Material",
+      "metadata": {
+        "length": 497,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Class 1 Introduction to Statistical Learning Theory",
+        "tokens": [
+          "Main",
+          "resources",
+          "Classes",
+          "Slides",
+          "Books",
+          "Resources",
+          "Shalev",
+          "Shwartz",
+          "Ben",
+          "David",
+          "Understanding",
+          "Machine",
+          "Learning",
+          "From",
+          "Theory",
+          "Algorithms",
+          "Online",
+          "Book",
+          "Cambridge",
+          "University",
+          "Press",
+          "2014",
+          "Bousquet",
+          "Boucheron",
+          "Lugosi",
+          "Introduction",
+          "Statistical",
+          "Tutorial",
+          "Poggio",
+          "Rosasco",
+          "slides",
+          "videos",
+          "MIT",
+          "9.520",
+          "Applications",
+          "Liang",
+          "notes",
+          "Stanford",
+          "CS229T"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "83696650-7104-5ddd-bc17-8eb72d435a59",
+      "type": "text",
+      "content": "▶ Linear Algebra: familiarity with vector spaces, matrix operations (e.g. inversion, singular value decomposition (SVD)), inner products and norms, etc.\n▶ Calculus: limits, derivatives, measures, integrals, etc.\n▶ Probability Theory: probability distributions, conditional and marginal distribution, expectation, variance, etc.",
+      "path": "lec1.pdf/Class 1 Introduction to Statistical Learning Theory/Prerequisites",
+      "metadata": {
+        "length": 327,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Class 1 Introduction to Statistical Learning Theory",
+        "tokens": [
+          "Linear",
+          "Algebra",
+          "familiarity",
+          "vector",
+          "spaces",
+          "matrix",
+          "operations",
+          "inversion",
+          "singular",
+          "decomposition",
+          "SVD",
+          "products",
+          "norms",
+          "Calculus",
+          "limits",
+          "derivatives",
+          "measures",
+          "integrals",
+          "Probability",
+          "Theory",
+          "probability",
+          "distributions",
+          "conditional",
+          "marginal",
+          "distribution",
+          "expectation",
+          "variance"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "89e9a239-be09-5517-8475-22cd2ed2d51c",
+      "type": "text",
+      "content": "SLT addresses questions related to:\nWhat does it mean for an algorithm to learn.\nWhat we can/cannot expect from a learning algorithm.\n▶ How to design computationally & statistically efficient algorithms.\nWhat to do when a learning algorithm does not work...\nSLT studies theoretical quantities that we don't have access to:\nIt tries to bridge the gap between the unknown functional relations governing a process and our (finite) empirical observations of it.",
+      "path": "lec1.pdf/Class 1 Introduction to Statistical Learning Theory/Statistical Learning Theory (SLT)",
+      "metadata": {
+        "length": 457,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Class 1 Introduction to Statistical Learning Theory",
+        "tokens": [
+          "SLT",
+          "addresses",
+          "questions",
+          "related",
+          "What",
+          "algorithm",
+          "learn",
+          "expect",
+          "learning",
+          "How",
+          "design",
+          "computationally",
+          "statistically",
+          "efficient",
+          "algorithms",
+          "work",
+          "studies",
+          "theoretical",
+          "quantities",
+          "don",
+          "access",
+          "It",
+          "bridge",
+          "gap",
+          "unknown",
+          "functional",
+          "relations",
+          "governing",
+          "process",
+          "finite",
+          "empirical",
+          "observations"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "44b7e150-420d-51d0-9ef0-b6d363ec5ac5",
+      "type": "table",
+      "content": "<table><tr><td>Living area (feet $^{2}$ )</td><td>Price (1000$s)</td></tr><tr><td>2104</td><td>400</td></tr><tr><td>1600</td><td>330</td></tr><tr><td>2400</td><td>369</td></tr><tr><td>1416</td><td>232</td></tr><tr><td>3000</td><td>540</td></tr><tr><td>⋮</td><td>⋮</td></tr></table>",
+      "path": "tables/table-0 Housing Data.html",
+      "metadata": {
+        "length": 281,
+        "summary": "table-1\nThe table shows living area in square feet and corresponding house prices in thousands of dollars for several properties.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Class 1 Introduction to Statistical Learning Theory",
+        "file_path": "tables/table-0 Housing Data.html",
+        "keywords": [
+          "Living area",
+          "Price",
+          "Housing"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "df07e316-9d81-5a84-b29d-2556a47ed4e7",
+      "type": "image",
+      "content": "\nWhat to do when a learning algorithm does not work... <details>0\n[images/image-1-Housing Prices Scatter Plot.jpg]\n",
+      "path": "images/image-1-Housing Prices Scatter Plot.jpg",
+      "metadata": {
+        "length": 98,
+        "summary": "image-1\nChart Title: housing prices\nX-Axis Label: square feet (Range: 500 to 5000)\nY-Axis Label: price (in $1000) (Range: 0 to 1000)\nData Points: Blue 'x' markers representing individual data points.\nNotable Patterns: The chart displays a positive correlation between house size and price; as square footage increases, the price tends to increase. Most data points are clustered between 1000-3000 square feet and $200k-$600k.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Class 1 Introduction to Statistical Learning Theory",
+        "file_path": "images/image-1-Housing Prices Scatter Plot.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "e3b44510-fade-50fc-b09c-082b23a357d9",
+      "type": "table",
+      "content": "<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th>square feet</th>\n      <th>price (in $1000)</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>1000</td>\n      <td>200</td>\n    </tr>\n    <tr>\n      <td>1200</td>\n      <td>250</td>\n    </tr>\n    <tr>\n      <td>1400</td>\n      <td>300</td>\n    </tr>\n    <tr>\n      <td>1600</td>\n      <td>350</td>\n    </tr>\n    <tr>\n      <td>1800</td>\n      <td>400</td>\n    </tr>\n    <tr>\n      <td>2000</td>\n      <td>450</td>\n    </tr>\n    <tr>\n      <td>2200</td>\n      <td>500</td>\n    </tr>\n    <tr>\n      <td>2400</td>\n      <td>550</td>\n    </tr>\n    <tr>\n      <td>2600</td>\n      <td>600</td>\n    </tr>\n    <tr>\n      <td>2800</td>\n      <td>650</td>\n    </tr>\n    <tr>\n      <td>3000</td>\n      <td>700</td>\n    </tr>\n    <tr>\n      <td>3200</td>\n      <td>650</td>\n    </tr>\n    <tr>\n      <td>3400</td>\n      <td>600</td>\n    </tr>\n    <tr>\n      <td>3600</td>\n      <td>550</td>\n    </tr>\n    <tr>\n      <td>3800</td>\n      <td>500</td>\n    </tr>\n    <tr>\n      <td>4000</td>\n      <td>450</td>\n    </tr>\n    <tr>\n      <td>4200</td>\n      <td>400</td>\n    </tr>\n    <tr>\n      <td>4400</td>\n      <td>350</td>\n    </tr>\n    <tr>\n      <td>4600</td>\n      <td>300</td>\n    </tr>\n    <tr>\n      <td>4800</td>\n      <td>250</td>\n    </tr>\n    <tr>\n      <td>5000</td>\n      <td>200</td>\n    </tr>\n  </tbody>\n</table>",
+      "path": "tables/table-1 House Price Data.html",
+      "metadata": {
+        "length": 1410,
+        "summary": "table-2\nThe table shows house prices (in $1000) vs. square footage. Price rises from $200k at 1000 sq ft to $700k at 3000 sq ft, then declines symmetrically back to $200k at 5000 sq ft.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Class 1 Introduction to Statistical Learning Theory",
+        "file_path": "tables/table-1 House Price Data.html",
+        "keywords": [
+          "square feet",
+          "price",
+          "trend"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "7fb3602f-2fd2-5e4a-8add-fbb72a65566d",
+      "type": "text",
+      "content": "[tables/table-0 Housing Data.html]\n\n\nWhat to do when a learning algorithm does not work... <details>0\n[images/image-1-Housing Prices Scatter Plot.jpg]\n\n<details>\n<summary>scatter plot</summary>\n\n[tables/table-1 House Price Data.html]\n\n</details>\nImage credits: coursera",
+      "path": "lec1.pdf/Class 1 Introduction to Statistical Learning Theory/Statistical Learning Theory (SLT)/Motivations and Examples: Regression",
+      "metadata": {
+        "length": 290,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Class 1 Introduction to Statistical Learning Theory",
+        "tokens": [
+          "What",
+          "learning",
+          "algorithm",
+          "work",
+          "details",
+          "summary",
+          "scatter",
+          "plot",
+          "Image",
+          "credits",
+          "coursera"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "44b7e150-420d-51d0-9ef0-b6d363ec5ac5",
+            "relation": "embeds",
+            "ref": "[tables/table-0 Housing Data.html]",
+            "position": {
+              "start": 0,
+              "end": 34
+            }
+          },
+          {
+            "target": "df07e316-9d81-5a84-b29d-2556a47ed4e7",
+            "relation": "embeds",
+            "ref": "[images/image-1-Housing Prices Scatter Plot.jpg]",
+            "position": {
+              "start": 102,
+              "end": 150
+            }
+          },
+          {
+            "target": "e3b44510-fade-50fc-b09c-082b23a357d9",
+            "relation": "embeds",
+            "ref": "[tables/table-1 House Price Data.html]",
+            "position": {
+              "start": 195,
+              "end": 233
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "01ba1b9a-cf54-523f-b929-fd0c48191149",
+      "type": "image",
+      "content": "\n</details> <details>0\n[images/image-2-__details_.jpg]\n",
+      "path": "images/image-2-__details_.jpg",
+      "metadata": {
+        "length": 55,
+        "summary": "image-2\n</details> <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Class 1 Introduction to Statistical Learning Theory",
+        "file_path": "images/image-2-__details_.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "a2b7f45b-2661-5cf5-b628-22e2afc8baa4",
+      "type": "image",
+      "content": "\ngraph LR <details>0\n[images/image-3-graph LR _.jpg]\n",
+      "path": "images/image-3-graph LR _.jpg",
+      "metadata": {
+        "length": 53,
+        "summary": "image-3\ngraph LR <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Class 1 Introduction to Statistical Learning Theory",
+        "file_path": "images/image-3-graph LR _.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "12e16a3b-1414-5c9e-9c3a-bcb0e96a077d",
+      "type": "text",
+      "content": "Spam detection: Automatically discriminate spam vs non-spam e-mails.\n\n</details> <details>0\n[images/image-2-__details_.jpg]\n\n<details>\n<summary>flowchart</summary>\n```mermaid\ngraph LR\nA[\"Stacked Document\"] --> B[\"{ legit, spam}\"]\n```\n</details>\nImage Classification\n\ngraph LR <details>0\n[images/image-3-graph LR _.jpg]\n\n<details>\n<summary>text_image</summary>\nf :\n→ {dog, not dog}\n</details>",
+      "path": "lec1.pdf/Class 1 Introduction to Statistical Learning Theory/Statistical Learning Theory (SLT)/Motivations and Examples: Binary Classification",
+      "metadata": {
+        "length": 391,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Class 1 Introduction to Statistical Learning Theory",
+        "tokens": [
+          "Spam",
+          "detection",
+          "Automatically",
+          "discriminate",
+          "spam",
+          "mails",
+          "details",
+          "summary",
+          "flowchart",
+          "mermaid",
+          "graph",
+          "LR",
+          "Stacked",
+          "Document",
+          "legit",
+          "Image",
+          "Classification",
+          "text",
+          "image",
+          "dog"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "01ba1b9a-cf54-523f-b929-fd0c48191149",
+            "relation": "embeds",
+            "ref": "[images/image-2-__details_.jpg]",
+            "position": {
+              "start": 92,
+              "end": 123
+            }
+          },
+          {
+            "target": "a2b7f45b-2661-5cf5-b628-22e2afc8baa4",
+            "relation": "embeds",
+            "ref": "[images/image-3-graph LR _.jpg]",
+            "position": {
+              "start": 287,
+              "end": 318
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "c5a45a02-6fb4-5f90-b557-4c71066aeef1",
+      "type": "image",
+      "content": "\n→ {dog, not dog} ### Motivations and Examples: Multi-class Classification0\n[images/image-4-Image Type_ Photo.jpg]\n",
+      "path": "images/image-4-Image Type_ Photo.jpg",
+      "metadata": {
+        "length": 108,
+        "summary": "image-4\nTitle: Image Grid of Objects and Scenes\n\n- Row 1 (baseball): Images include a player in uniform, wooden bats, a baseball field diagram, a batter swinging, and novelty baseball bats.\n- Row 2 (dog): Photos show dogs with life rings, on beaches, lying on blankets, groups of dogs, close-ups, and one dog in gear.\n- Row 3 (basketball-hoop): Various basketball hoops including backboards, nets, rims, and scenes with balls; includes text \"America Conference\".\n- Row 4 (Kayak): Kayaks in water, people kayaking near waterfalls, colorful kayaks lined up, and kayaks loaded on vehicles.\n- Row 5 (traffic light): Traffic lights at intersections, digital displays, pedestrian signals, and traffic control panels.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Class 1 Introduction to Statistical Learning Theory",
+        "file_path": "images/image-4-Image Type_ Photo.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "74dc7b10-e74b-5e26-babb-75698fbf50f2",
+      "type": "text",
+      "content": "Identify the category of the object depicted in an image.\nExample: Caltech 101\n\n→ {dog, not dog} ### Motivations and Examples: Multi-class Classification0\n[images/image-4-Image Type_ Photo.jpg]",
+      "path": "lec1.pdf/Class 1 Introduction to Statistical Learning Theory/Statistical Learning Theory (SLT)/Motivations and Examples: Multi-class Classification",
+      "metadata": {
+        "length": 186,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Class 1 Introduction to Statistical Learning Theory",
+        "tokens": [
+          "Identify",
+          "category",
+          "object",
+          "depicted",
+          "image",
+          "Example",
+          "Caltech",
+          "101",
+          "dog",
+          "Motivations",
+          "Examples",
+          "Multi",
+          "class",
+          "Classification0"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "c5a45a02-6fb4-5f90-b557-4c71066aeef1",
+            "relation": "embeds",
+            "ref": "[images/image-4-Image Type_ Photo.jpg]",
+            "position": {
+              "start": 155,
+              "end": 193
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "4a7c125e-3ceb-542b-9dbe-590032b2a172",
+      "type": "image",
+      "content": "\nIdentify the category of the object depicted in an image. <details>0\n[images/image-5-Visual Data Grid.jpg]\n",
+      "path": "images/image-5-Visual Data Grid.jpg",
+      "metadata": {
+        "length": 102,
+        "summary": "image-5\nA large grid of small thumbnail images displaying a diverse collection of subjects. The top half primarily features nature scenes, including flowers, plants, and landscapes. The bottom half contains a wide variety of objects such as tools, musical instruments, vehicles, furniture, clothing, and household items.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Class 1 Introduction to Statistical Learning Theory",
+        "file_path": "images/image-5-Visual Data Grid.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "7fb0692d-5766-5652-8993-f710d8ef80ef",
+      "type": "text",
+      "content": "Scaling things up: detect correct object among thousands of categories. ImageNet Large Scale Visual Recognition Challenge\n\nIdentify the category of the object depicted in an image. <details>0\n[images/image-5-Visual Data Grid.jpg]\n\n<details>\n<summary>text_image</summary>\nGrid of numerous emoji icons and text, likely representing a collection of various application or service types.\n</details>",
+      "path": "lec1.pdf/Class 1 Introduction to Statistical Learning Theory/Statistical Learning Theory (SLT)/Motivations and Examples: Multi-class Classification_2",
+      "metadata": {
+        "length": 388,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Class 1 Introduction to Statistical Learning Theory",
+        "tokens": [
+          "Scaling",
+          "things",
+          "detect",
+          "correct",
+          "object",
+          "thousands",
+          "categories",
+          "ImageNet",
+          "Large",
+          "Scale",
+          "Visual",
+          "Recognition",
+          "Challenge",
+          "Identify",
+          "category",
+          "depicted",
+          "image",
+          "details",
+          "summary",
+          "text",
+          "Grid",
+          "numerous",
+          "emoji",
+          "icons",
+          "representing",
+          "collection",
+          "application",
+          "service",
+          "types"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "4a7c125e-3ceb-542b-9dbe-590032b2a172",
+            "relation": "embeds",
+            "ref": "[images/image-5-Visual Data Grid.jpg]",
+            "position": {
+              "start": 192,
+              "end": 229
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "3642f12c-21b7-567e-876a-26843beffb08",
+      "type": "image",
+      "content": "\nGrid of numerous emoji icons and text, likely representing a collection of various application or service types. <details>0\n[images/image-6-Grid of nu.jpg]\n",
+      "path": "images/image-6-Grid of nu.jpg",
+      "metadata": {
+        "length": 157,
+        "summary": "image-6\nGrid of numerous emoji icons and text, likely representing a collection of various application or service types. <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Class 1 Introduction to Statistical Learning Theory",
+        "file_path": "images/image-6-Grid of nu.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "c2c86116-9667-5259-9673-c2c211d97e44",
+      "type": "image",
+      "content": "\n<details> <details>0\n[images/image-7-_details_ .jpg]\n",
+      "path": "images/image-7-_details_ .jpg",
+      "metadata": {
+        "length": 54,
+        "summary": "image-7\n<details> <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Class 1 Introduction to Statistical Learning Theory",
+        "file_path": "images/image-7-_details_ .jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "9069a803-e353-54ec-86fb-e0e460e392a0",
+      "type": "image",
+      "content": "\nCoffee mug Speech Recognition \"Ok Google\"0\n[images/image-8-Coffee mug.jpg]\n",
+      "path": "images/image-8-Coffee mug.jpg",
+      "metadata": {
+        "length": 76,
+        "summary": "image-8\nCoffee mug Speech Recognition \"Ok Google\"0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Class 1 Introduction to Statistical Learning Theory",
+        "file_path": "images/image-8-Coffee mug.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "3d6e9cd9-5f01-5937-abe7-61f3ae4302b4",
+      "type": "image",
+      "content": "\nNewspaper Speech Recognition \"Ok Google\"0\n[images/image-9-Newspaper .jpg]\n",
+      "path": "images/image-9-Newspaper .jpg",
+      "metadata": {
+        "length": 75,
+        "summary": "image-9\nNewspaper Speech Recognition \"Ok Google\"0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Class 1 Introduction to Statistical Learning Theory",
+        "file_path": "images/image-9-Newspaper .jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "010ac87f-546f-5206-a4ca-154e96ce8229",
+      "type": "image",
+      "content": "\nMovie Ranking Speech Recognition \"Ok Google\"0\n[images/image-10-Movie Rank.jpg]\n",
+      "path": "images/image-10-Movie Rank.jpg",
+      "metadata": {
+        "length": 80,
+        "summary": "image-10\nMovie Ranking Speech Recognition \"Ok Google\"0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Class 1 Introduction to Statistical Learning Theory",
+        "file_path": "images/image-10-Movie Rank.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "50f0b756-3174-5261-84b6-e0269f6ee370",
+      "type": "image",
+      "content": "\nuser:127 <details>0\n[images/image-11-user_127 _.jpg]\n",
+      "path": "images/image-11-user_127 _.jpg",
+      "metadata": {
+        "length": 54,
+        "summary": "image-11\nuser:127 <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Class 1 Introduction to Statistical Learning Theory",
+        "file_path": "images/image-11-user_127 _.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "326ffa21-4abb-50ef-88be-5ca242cb4721",
+      "type": "image",
+      "content": "\n<details> ## Formulating The Learning Problem0\n[images/image-12-_details_ .jpg]\n",
+      "path": "images/image-12-_details_ .jpg",
+      "metadata": {
+        "length": 81,
+        "summary": "image-12\n<details> ## Formulating The Learning Problem0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Class 1 Introduction to Statistical Learning Theory",
+        "file_path": "images/image-12-_details_ .jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "500c756d-2e8a-5e5a-a3f8-dc178293d610",
+      "type": "image",
+      "content": "\n<summary>natural_image</summary> ## Formulating The Learning Problem0\n[images/image-13-_summary_n.jpg]\n",
+      "path": "images/image-13-_summary_n.jpg",
+      "metadata": {
+        "length": 104,
+        "summary": "image-13\n<summary>natural_image</summary> ## Formulating The Learning Problem0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Class 1 Introduction to Statistical Learning Theory",
+        "file_path": "images/image-13-_summary_n.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "fa1854a8-3cee-50e9-888c-b468deb65629",
+      "type": "text",
+      "content": "Image Captioning\n(also Localization Segmentation Classification)\n\nGrid of numerous emoji icons and text, likely representing a collection of various application or service types. <details>0\n[images/image-6-Grid of nu.jpg]\n\n<details>\n<summary>natural_image</summary>\nCat sitting at a desk with papers and a cup, viewed through a window with curtains (no visible text or symbols)\n</details>\n\n<details> <details>0\n[images/image-7-_details_ .jpg]\n\n<details>\n<summary>natural_image</summary>\nA cat sitting at a desk with a book, viewed through a window (no visible text or symbols)\n</details>\nGray striped cat\nBusiness suit\nCoffee mug\nNewspaper\nMovie Ranking\nNETFLIX\nuser:127\n\nCoffee mug Speech Recognition \"Ok Google\"0\n[images/image-8-Coffee mug.jpg]\n\n\nNewspaper Speech Recognition \"Ok Google\"0\n[images/image-9-Newspaper .jpg]\n\n\nMovie Ranking Speech Recognition \"Ok Google\"0\n[images/image-10-Movie Rank.jpg]\n\nSpeech Recognition \"Ok Google\"\n\nuser:127 <details>0\n[images/image-11-user_127 _.jpg]\n\n<details>\n<summary>natural_image</summary>\nAbstract blue waveform visualization with no text or symbols\n</details>\nProtein Folding\n\n<details> ## Formulating The Learning Problem0\n[images/image-12-_details_ .jpg]\n\n\n<summary>natural_image</summary> ## Formulating The Learning Problem0\n[images/image-13-_summary_n.jpg]",
+      "path": "lec1.pdf/Class 1 Introduction to Statistical Learning Theory/Statistical Learning Theory (SLT)/Motivations and Examples: Structured Prediction Image Captioning",
+      "metadata": {
+        "length": 1307,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Class 1 Introduction to Statistical Learning Theory",
+        "tokens": [
+          "Image",
+          "Captioning",
+          "Localization",
+          "Segmentation",
+          "Classification",
+          "Grid",
+          "numerous",
+          "emoji",
+          "icons",
+          "text",
+          "representing",
+          "collection",
+          "application",
+          "service",
+          "types",
+          "details",
+          "summary",
+          "natural",
+          "image",
+          "Cat",
+          "sitting",
+          "desk",
+          "papers",
+          "cup",
+          "viewed",
+          "window",
+          "curtains",
+          "visible",
+          "symbols",
+          "cat",
+          "book",
+          "Gray",
+          "striped",
+          "Business",
+          "suit",
+          "Coffee",
+          "mug",
+          "Newspaper",
+          "Movie",
+          "Ranking",
+          "NETFLIX",
+          "user",
+          "127",
+          "Speech",
+          "Recognition",
+          "Ok",
+          "Google",
+          "Abstract",
+          "blue",
+          "waveform",
+          "visualization",
+          "Protein",
+          "Folding",
+          "Formulating",
+          "The",
+          "Learning",
+          "Problem0"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "3642f12c-21b7-567e-876a-26843beffb08",
+            "relation": "embeds",
+            "ref": "[images/image-6-Grid of nu.jpg]",
+            "position": {
+              "start": 190,
+              "end": 221
+            }
+          },
+          {
+            "target": "c2c86116-9667-5259-9673-c2c211d97e44",
+            "relation": "embeds",
+            "ref": "[images/image-7-_details_ .jpg]",
+            "position": {
+              "start": 411,
+              "end": 442
+            }
+          },
+          {
+            "target": "9069a803-e353-54ec-86fb-e0e460e392a0",
+            "relation": "embeds",
+            "ref": "[images/image-8-Coffee mug.jpg]",
+            "position": {
+              "start": 715,
+              "end": 746
+            }
+          },
+          {
+            "target": "3d6e9cd9-5f01-5937-abe7-61f3ae4302b4",
+            "relation": "embeds",
+            "ref": "[images/image-9-Newspaper .jpg]",
+            "position": {
+              "start": 791,
+              "end": 822
+            }
+          },
+          {
+            "target": "010ac87f-546f-5206-a4ca-154e96ce8229",
+            "relation": "embeds",
+            "ref": "[images/image-10-Movie Rank.jpg]",
+            "position": {
+              "start": 871,
+              "end": 903
+            }
+          },
+          {
+            "target": "50f0b756-3174-5261-84b6-e0269f6ee370",
+            "relation": "embeds",
+            "ref": "[images/image-11-user_127 _.jpg]",
+            "position": {
+              "start": 957,
+              "end": 989
+            }
+          },
+          {
+            "target": "326ffa21-4abb-50ef-88be-5ca242cb4721",
+            "relation": "embeds",
+            "ref": "[images/image-12-_details_ .jpg]",
+            "position": {
+              "start": 1170,
+              "end": 1202
+            }
+          },
+          {
+            "target": "500c756d-2e8a-5e5a-a3f8-dc178293d610",
+            "relation": "embeds",
+            "ref": "[images/image-13-_summary_n.jpg]",
+            "position": {
+              "start": 1275,
+              "end": 1307
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "1fee5460-93df-5326-ae84-19ed917a5e29",
+      "type": "text",
+      "content": "",
+      "path": "lec1.pdf/Class 1 Introduction to Statistical Learning Theory/Formulating The Learning Problem",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Class 1 Introduction to Statistical Learning Theory",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "ba241116-ef0c-54c9-969e-815f74640826",
+      "type": "text",
+      "content": "",
+      "path": "lec1.pdf/Class 1 Introduction to Statistical Learning Theory/Formulating The Learning Problem/Formulating the Learning Problem",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Class 1 Introduction to Statistical Learning Theory",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "5ae7f40e-9137-565a-b028-e374630eb7ff",
+      "type": "text",
+      "content": "▶ X input and Y output spaces.\n▶ ρ unknown distribution on $X \\times Y$ .\n$\\ell : \\mathcal{Y} \\times \\mathcal{Y} \\to \\mathbb{R}$ a loss function measuring the discrepancy $\\ell(y, y')$ between any two points $y, y' \\in \\mathcal{Y}$ .\nWe would like to minimize the expected risk\n$$\n\\underset {f: \\mathcal {X} \\to \\mathcal {Y}} {\\text { minimize }}   \\mathcal {E} (f) \\quad \\mathcal {E} (f) = \\int_ {\\mathcal {X} \\times \\mathcal {Y}} \\ell (f (x), y) d \\rho (x, y)\n$$\nThe expected prediction error incurred by a predictor $^{3}$ $f : X \\to Y$ .",
+      "path": "lec1.pdf/Class 1 Introduction to Statistical Learning Theory/Formulating The Learning Problem/Formulating the Learning Problem/Main ingredients:",
+      "metadata": {
+        "length": 541,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Class 1 Introduction to Statistical Learning Theory",
+        "tokens": [
+          "input",
+          "output",
+          "spaces",
+          "unknown",
+          "distribution",
+          "times",
+          "ell",
+          "mathcal",
+          "mathbb",
+          "loss",
+          "function",
+          "measuring",
+          "discrepancy",
+          "points",
+          "We",
+          "minimize",
+          "expected",
+          "risk",
+          "underset",
+          "text",
+          "quad",
+          "int",
+          "rho",
+          "The",
+          "prediction",
+          "error",
+          "incurred",
+          "predictor"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "72758b2f-862d-5730-afd6-66ea5f213ad5",
+      "type": "text",
+      "content": "Linear Spaces\nVectors\nMatrices\nFunctions\n\"Structured\" Spaces\n▶ Strings\n▶ Graphs\nProbabilities\n▶ Points on a manifold\n▶ ...",
+      "path": "lec1.pdf/Class 1 Introduction to Statistical Learning Theory/Formulating The Learning Problem/Formulating the Learning Problem/Input Space Linear Spaces",
+      "metadata": {
+        "length": 122,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Class 1 Introduction to Statistical Learning Theory",
+        "tokens": [
+          "Linear",
+          "Spaces",
+          "Vectors",
+          "Matrices",
+          "Functions",
+          "Structured",
+          "Strings",
+          "Graphs",
+          "Probabilities",
+          "Points",
+          "manifold"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "43e87468-5a10-5f4a-a1dd-8a05a8902a1b",
+      "type": "text",
+      "content": "Linear Spaces, e.g.\n▶ $\\mathcal{Y} = R$ regression\n▶ $Y = \\{1, \\ldots, T\\}$ classification\n$\\mathcal{Y} = \\mathbb{R}^{T}$ multi-task\n\"Structured\" Spaces, e.g.\n▶ Strings\nGraphs\nProbabilities\nOrders (i.e. Ranking)\n▶ ...",
+      "path": "lec1.pdf/Class 1 Introduction to Statistical Learning Theory/Formulating The Learning Problem/Formulating the Learning Problem/Output Space",
+      "metadata": {
+        "length": 217,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Class 1 Introduction to Statistical Learning Theory",
+        "tokens": [
+          "Linear",
+          "Spaces",
+          "mathcal",
+          "regression",
+          "ldots",
+          "classification",
+          "mathbb",
+          "multi",
+          "task",
+          "Structured",
+          "Strings",
+          "Graphs",
+          "Probabilities",
+          "Orders",
+          "Ranking"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "9d88d4eb-79b4-5537-8153-b394ceafca5a",
+      "type": "text",
+      "content": "Informally: the distribution $\\rho$ on $X \\times Y$ encodes the probability of getting a pair $(x, y) \\in \\mathcal{X} \\times \\mathcal{Y}$ when observing (sampling from) the unknown process.\nThroughout the course we will assume $\\rho(x,y)=\\rho(y|x)\\rho_{\\mathcal{X}}(x)$\n▶ $\\rho_{\\mathcal{X}}(x)$ marginal distribution on X.\n▶ $\\rho(y|x)$ conditional distribution on Y given $x \\in X$ .",
+      "path": "lec1.pdf/Class 1 Introduction to Statistical Learning Theory/Formulating The Learning Problem/Formulating the Learning Problem/Probability Distribution",
+      "metadata": {
+        "length": 385,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Class 1 Introduction to Statistical Learning Theory",
+        "tokens": [
+          "Informally",
+          "distribution",
+          "rho",
+          "times",
+          "encodes",
+          "probability",
+          "pair",
+          "mathcal",
+          "observing",
+          "sampling",
+          "unknown",
+          "process",
+          "Throughout",
+          "assume",
+          "marginal",
+          "conditional"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "09a454e5-02d8-5366-83a9-616342f1e42a",
+      "type": "text",
+      "content": "$\\rho(y|x)$ characterizes the relation between a given input x and the possible outcomes y that could be observed.\nIn noisy settings it represents the uncertainty in our observations.\nExample: $y = f_{*}(x) + \\epsilon$ , with $f_{*} : X \\to R$ the “true” function and $\\epsilon \\sim \\mathcal{N}(0, \\sigma)$ Gaussian distributed noise. Then:\n$$\n\\rho (y | x) = \\mathcal {N} (f _ {*} (x), \\sigma)\n$$",
+      "path": "lec1.pdf/Class 1 Introduction to Statistical Learning Theory/Formulating The Learning Problem/Formulating the Learning Problem/Conditional Distribution",
+      "metadata": {
+        "length": 396,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Class 1 Introduction to Statistical Learning Theory",
+        "tokens": [
+          "rho",
+          "characterizes",
+          "relation",
+          "input",
+          "outcomes",
+          "observed",
+          "In",
+          "noisy",
+          "settings",
+          "represents",
+          "uncertainty",
+          "observations",
+          "Example",
+          "epsilon",
+          "true",
+          "function",
+          "sim",
+          "mathcal",
+          "sigma",
+          "Gaussian",
+          "distributed",
+          "noise",
+          "Then"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "a77e64ce-1612-51c9-9a4c-a813e4916637",
+      "type": "text",
+      "content": "The loss function\n$$\n\\ell : \\mathcal {Y} \\times \\mathcal {Y} \\rightarrow [ 0, + \\infty)\n$$\nrepresents the cost $\\ell(f(x), y)$ incurred when predicting $f(x)$ instead of y.\nIt is part of the problem formulation:\n$$\n\\mathcal {E} (f) = \\int \\ell (f (x), y) d \\rho (x, y)\n$$\nThe minimizer of the risk (if it exists) is “chosen” by the loss.",
+      "path": "lec1.pdf/Class 1 Introduction to Statistical Learning Theory/Formulating The Learning Problem/Formulating the Learning Problem/Loss Functions",
+      "metadata": {
+        "length": 337,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Class 1 Introduction to Statistical Learning Theory",
+        "tokens": [
+          "The",
+          "loss",
+          "function",
+          "ell",
+          "mathcal",
+          "times",
+          "rightarrow",
+          "infty",
+          "represents",
+          "cost",
+          "incurred",
+          "predicting",
+          "It",
+          "part",
+          "problem",
+          "formulation",
+          "int",
+          "rho",
+          "minimizer",
+          "risk",
+          "exists",
+          "chosen"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "3348fe10-65e0-5889-bf3f-ac5697e82fd9",
+      "type": "image",
+      "content": "\nL (y, y ^ {\\prime}) = L (y - y ^ {\\prime}) <details>0\n[images/image-14-Loss Functions Comparison.jpg]\n",
+      "path": "images/image-14-Loss Functions Comparison.jpg",
+      "metadata": {
+        "length": 88,
+        "summary": "image-14\n- Chart Title: Comparison of Square Loss, Absolute, and Epsilon-insensitive loss functions\n- X-axis: Error values ranging from -1.0 to 1.0\n- Y-axis: Loss values ranging from 0.0 to 1.0\n- Curves displayed:\n  * Square Loss (blue curve): Parabolic shape increasing quadratically with error\n  * Absolute (purple line): Linear V-shape representing absolute value function\n  * ε-insensitive (yellow line): Flat region near zero with linear increase outside the epsilon margin\n- Legend identifies all three loss function types",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Class 1 Introduction to Statistical Learning Theory",
+        "file_path": "images/image-14-Loss Functions Comparison.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "b77ecb8a-2fe4-50a2-9fc5-d95d3ea1d5f8",
+      "type": "table",
+      "content": "<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th>x</th>\n      <th>Square Loss</th>\n      <th>Absolute</th>\n      <th>ε - insensitive</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>0.7</td>\n    </tr>\n    <tr>\n      <td>0.5</td>\n      <td>0.2</td>\n      <td>0.4</td>\n      <td>0.2</td>\n    </tr>\n    <tr>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <td>0.5</td>\n      <td>0.2</td>\n      <td>0.4</td>\n      <td>0.2</td>\n    </tr>\n    <tr>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>0.7</td>\n    </tr>\n  </tbody>\n</table>",
+      "path": "tables/table-2 Loss Functions.html",
+      "metadata": {
+        "length": 707,
+        "summary": "table-3\nThe table compares three loss functions (Square, Absolute, ε-insensitive) across x values from -1.0 to 1.0, showing symmetric values with ε-insensitive loss being lower at extremes.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Class 1 Introduction to Statistical Learning Theory",
+        "file_path": "tables/table-2 Loss Functions.html",
+        "keywords": [
+          "Square Loss",
+          "Absolute Loss",
+          "ε-insensitive"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "1a393e24-9e76-5c8f-9041-823a8ae5f56c",
+      "type": "text",
+      "content": "$$\nL (y, y ^ {\\prime}) = L (y - y ^ {\\prime})\n$$\n▶ Square loss $L(y, y') = (y - y')^{2}$ ,\n▶ Absolute loss $L(y, y') = |y - y'|$ ,\n▶ ε-insensitive $L(y, y') = \\max(|y - y'| - \\epsilon, 0)$ ,\n\nL (y, y ^ {\\prime}) = L (y - y ^ {\\prime}) <details>0\n[images/image-14-Loss Functions Comparison.jpg]\n\n<details>\n<summary>line chart</summary>\n\n[tables/table-2 Loss Functions.html]\n\n</details>",
+      "path": "lec1.pdf/Class 1 Introduction to Statistical Learning Theory/Formulating The Learning Problem/Formulating the Learning Problem/Loss Functions/Loss Functions for Regression",
+      "metadata": {
+        "length": 391,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Class 1 Introduction to Statistical Learning Theory",
+        "tokens": [
+          "prime",
+          "Square",
+          "loss",
+          "Absolute",
+          "insensitive",
+          "max",
+          "epsilon",
+          "details",
+          "summary",
+          "line",
+          "chart"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "3348fe10-65e0-5889-bf3f-ac5697e82fd9",
+            "relation": "embeds",
+            "ref": "[images/image-14-Loss Functions Comparison.jpg]",
+            "position": {
+              "start": 246,
+              "end": 293
+            }
+          },
+          {
+            "target": "b77ecb8a-2fe4-50a2-9fc5-d95d3ea1d5f8",
+            "relation": "embeds",
+            "ref": "[tables/table-2 Loss Functions.html]",
+            "position": {
+              "start": 336,
+              "end": 372
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "4c26451c-14b4-52f5-b064-93f0762fe772",
+      "type": "image",
+      "content": "\n$$ <details>0\n[images/image-15-Exponential Functions Graph.jpg]\n",
+      "path": "images/image-15-Exponential Functions Graph.jpg",
+      "metadata": {
+        "length": 48,
+        "summary": "image-15\n- Chart Title: None visible\n- Axes:\n  - X-axis: Range from approximately -0.5 to 2, with major tick marks at 0, 1, and 2.\n  - Y-axis: Range from 0 to above 2.0, with labeled ticks at 0.5, 1.0, 1.5, and 2.0.\n- Key Data Points & Features:\n  - All plotted curves intersect at the point (0, 1).\n  - One curve is a horizontal line at y = 1.\n  - Two curves show exponential decay (decreasing as x increases), one steeper than the other.\n  - One curve shows exponential growth (increasing as x increases) and intersects the decaying curves again near x = 1.5.\n- Context: The graph illustrates the behavior of different exponential functions passing through the common point (0, 1).",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Class 1 Introduction to Statistical Learning Theory",
+        "file_path": "images/image-15-Exponential Functions Graph.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "c1e363f6-8706-5645-88f0-ab3f71838ded",
+      "type": "table",
+      "content": "<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th>x</th>\n      <th>Line 1</th>\n      <th>Line 2</th>\n      <th>Line 3</th>\n      <th>Line 4</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n    </tr>\n    <tr>\n      <td>1</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <td>2</td>\n      <td>1.0</td>\n      <td>0.5</td>\n      <td>0.2</td>\n      <td>0.3</td>\n    </tr>\n  </tbody>\n</table>",
+      "path": "tables/table-3 Data Table.html",
+      "metadata": {
+        "length": 574,
+        "summary": "table-4\nThe table shows three rows of data with columns x, Line 1, Line 2, Line 3, and Line 4. Row 0 has all 1.0, row 1 has all 0.0, and row 2 has 1.0, 0.5, 0.2, 0.3.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Class 1 Introduction to Statistical Learning Theory",
+        "file_path": "tables/table-3 Data Table.html",
+        "keywords": [
+          "table",
+          "values",
+          "rows"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "017456a5-d7bb-52d0-b8fb-55742caee3d1",
+      "type": "text",
+      "content": "$$\nL (y, y ^ {\\prime}) = L (- y y ^ {\\prime})\n$$\n▶ 0-1 loss $L(y, y') = \\mathbf{1}_{\\{-yy' > 0\\}}$\n▶ Square loss $L(y, y') = (1 - yy')^{2}$ ,\n▶ Hinge-loss $L(y, y') = \\max(1 - yy', 0)$ ,\n▶ logistic loss $L(y, y') = \\log(1 + \\exp(-yy'))$ ,\n\n$$ <details>0\n[images/image-15-Exponential Functions Graph.jpg]\n\n<details>\n<summary>line chart</summary>\n\n[tables/table-3 Data Table.html]\n\n</details>\n— 01 loss\n— square loss\n— Hinge loss\n— Logistic loss",
+      "path": "lec1.pdf/Class 1 Introduction to Statistical Learning Theory/Formulating The Learning Problem/Formulating the Learning Problem/Loss Functions/Loss Functions for Classification",
+      "metadata": {
+        "length": 443,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Class 1 Introduction to Statistical Learning Theory",
+        "tokens": [
+          "prime",
+          "loss",
+          "mathbf",
+          "yy",
+          "Square",
+          "Hinge",
+          "max",
+          "logistic",
+          "log",
+          "exp",
+          "details",
+          "summary",
+          "line",
+          "chart",
+          "01",
+          "square",
+          "Logistic"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "4c26451c-14b4-52f5-b064-93f0762fe772",
+            "relation": "embeds",
+            "ref": "[images/image-15-Exponential Functions Graph.jpg]",
+            "position": {
+              "start": 254,
+              "end": 303
+            }
+          },
+          {
+            "target": "c1e363f6-8706-5645-88f0-ab3f71838ded",
+            "relation": "embeds",
+            "ref": "[tables/table-3 Data Table.html]",
+            "position": {
+              "start": 346,
+              "end": 378
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "e7b8bc0b-b341-5068-8975-eaf4e3107cae",
+      "type": "text",
+      "content": "The relation between X and Y encoded by the distribution $\\rho$ is unknown in reality. The only way we have to access a phenomenon is from finite observations.\nThe goal of a learning algorithm is therefore to find a good approximation $f_{n}: X \\to Y$ for the minimizer of expected risk\n$$\n\\inf _ {f: \\mathcal {X} \\to \\mathcal {Y}} \\mathcal {E} (f)\n$$\nfrom a finite set of examples $(x_{i}, y_{i})_{i=1}^{n}$ sampled independently from $\\rho$ .",
+      "path": "lec1.pdf/Class 1 Introduction to Statistical Learning Theory/Formulating The Learning Problem/Formulating the Learning Problem_2",
+      "metadata": {
+        "length": 444,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Class 1 Introduction to Statistical Learning Theory",
+        "tokens": [
+          "The",
+          "relation",
+          "encoded",
+          "distribution",
+          "rho",
+          "unknown",
+          "reality",
+          "access",
+          "phenomenon",
+          "finite",
+          "observations",
+          "goal",
+          "learning",
+          "algorithm",
+          "find",
+          "good",
+          "approximation",
+          "minimizer",
+          "expected",
+          "risk",
+          "inf",
+          "mathcal",
+          "set",
+          "examples",
+          "sampled",
+          "independently"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "126d2fc4-7b4b-5654-bf78-652d6b0fb30d",
+      "type": "text",
+      "content": "Let $S = \\bigcup_{n \\in N} (\\mathcal{X} \\times \\mathcal{Y})^n$ be the set of all finite datasets on $\\mathcal{X} \\times \\mathcal{Y}$ . Denote F the set of all measurable functions $f: \\mathcal{X} \\to \\mathcal{Y}$ . A learning algorithm is a map\n$$\n\\begin{array}{l} A: \\mathcal {S} \\to \\mathcal {F} \\\\ S \\mapsto A (S): \\mathcal {X} \\to \\mathcal {Y} \\\\ \\end{array}\n$$\nTo highlight our interest in studying the relation between the size of a training set $S = (x_{i}, y_{i})_{i=1}^{n}$ and the corresponding predictor produced by an algorithm A, we will often denote (with some abuse of notation)\n$$\nf _ {n} = A \\left(\\left(x _ {i}, y _ {i}\\right) _ {i = 1} ^ {n}\\right)\n$$\nNon-deterministic Learning Algorithms\nWe can also consider stochastic algorithms, where the estimator $f_{n}$ is not automatically determined by the training set.\nIn these cases, given a dataset $S \\in S$ , an algorithm $A(S)$ can be seen as a distribution on $\\mathcal{F}$ and its output is one sample from $A(S)$ .\nUnder this interpretation a deterministic algorithm corresponds to $A(S)$ being a Dirac's delta.",
+      "path": "lec1.pdf/Class 1 Introduction to Statistical Learning Theory/Formulating The Learning Problem/Defining Learning Algorithms",
+      "metadata": {
+        "length": 1084,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Class 1 Introduction to Statistical Learning Theory",
+        "tokens": [
+          "Let",
+          "bigcup",
+          "mathcal",
+          "times",
+          "set",
+          "finite",
+          "datasets",
+          "Denote",
+          "measurable",
+          "functions",
+          "learning",
+          "algorithm",
+          "map",
+          "begin",
+          "array",
+          "mapsto",
+          "end",
+          "To",
+          "highlight",
+          "interest",
+          "studying",
+          "relation",
+          "size",
+          "training",
+          "predictor",
+          "produced",
+          "denote",
+          "abuse",
+          "notation",
+          "left",
+          "Non",
+          "deterministic",
+          "Learning",
+          "Algorithms",
+          "We",
+          "stochastic",
+          "algorithms",
+          "estimator",
+          "automatically",
+          "determined",
+          "In",
+          "cases",
+          "dataset",
+          "distribution",
+          "output",
+          "sample",
+          "Under",
+          "interpretation",
+          "corresponds",
+          "Dirac",
+          "delta"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "2440ca50-2ea9-5213-9794-ecfa7ddab495",
+      "type": "text",
+      "content": "Given a training set, we would like a learning algorithm to find a “good” predictor $f_{n}$ .\nWhat does “good” mean? That it has small error (or excess risk) with respect to the best solution of the learning problem.\nExcess Risk\n$$\n\\mathcal {E} (f _ {n}) - \\inf _ {f \\in \\mathcal {F}} \\mathcal {E} (f)\n$$",
+      "path": "lec1.pdf/Class 1 Introduction to Statistical Learning Theory/Formulating The Learning Problem/Formulating the Learning Problem_3",
+      "metadata": {
+        "length": 304,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Class 1 Introduction to Statistical Learning Theory",
+        "tokens": [
+          "Given",
+          "training",
+          "set",
+          "learning",
+          "algorithm",
+          "find",
+          "good",
+          "predictor",
+          "What",
+          "That",
+          "small",
+          "error",
+          "excess",
+          "risk",
+          "respect",
+          "solution",
+          "problem",
+          "Excess",
+          "Risk",
+          "mathcal",
+          "inf"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "1009893c-ef52-5e1d-ac7e-a8c7294cdad0",
+      "type": "text",
+      "content": "",
+      "path": "lec1.pdf/Class 1 Introduction to Statistical Learning Theory/The Elements of Learning Theory",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Class 1 Introduction to Statistical Learning Theory",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "7a3daf48-3a51-525f-b5a3-f7c7c93c591d",
+      "type": "text",
+      "content": "Ideally we would like the learning algorithm to be consistent\n$$\n\\lim _ {n \\to + \\infty} \\mathcal {E} (f _ {n}) - \\inf _ {f \\in \\mathcal {F}} \\mathcal {E} (f) = 0\n$$\nNamely that (asymptotically) our algorithm “solves” the problem.\nHowever $f_{n}=A(S)$ is a random variable: the points in the training set $S=(x_{i},y_{i})_{i=1}^{n}$ are randomly sampled from $\\rho$ .\nSo what do we mean by $\\mathcal{E}(f_{n})\\to\\inf\\mathcal{E}(f)$ ?",
+      "path": "lec1.pdf/Class 1 Introduction to Statistical Learning Theory/The Elements of Learning Theory/Consistency",
+      "metadata": {
+        "length": 433,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Class 1 Introduction to Statistical Learning Theory",
+        "tokens": [
+          "Ideally",
+          "learning",
+          "algorithm",
+          "consistent",
+          "lim",
+          "infty",
+          "mathcal",
+          "inf",
+          "Namely",
+          "asymptotically",
+          "solves",
+          "problem",
+          "However",
+          "random",
+          "variable",
+          "points",
+          "training",
+          "set",
+          "randomly",
+          "sampled",
+          "rho",
+          "So"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "61b37d98-1574-56b2-891e-52e01646ea23",
+      "type": "text",
+      "content": "Convergence in expectation:\n$$\n\\lim _ {n \\to + \\infty} \\mathbb {E} \\left[ \\mathcal {E} (f _ {n}) - \\inf _ {f \\in \\mathcal {F}} \\mathcal {E} (f) \\right] = 0\n$$\nConvergence in probability:\n$$\n\\lim _ {n \\rightarrow + \\infty} \\mathbb {P} \\left(\\mathcal {E} (f _ {n}) - \\inf _ {f \\in \\mathcal {F}} \\mathcal {E} (f) > \\epsilon\\right) = 0 \\quad \\forall \\epsilon > 0\n$$\nMany other notions of convergence of random variables exist!",
+      "path": "lec1.pdf/Class 1 Introduction to Statistical Learning Theory/The Elements of Learning Theory/Convergence of Random Variables",
+      "metadata": {
+        "length": 422,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Class 1 Introduction to Statistical Learning Theory",
+        "tokens": [
+          "Convergence",
+          "expectation",
+          "lim",
+          "infty",
+          "mathbb",
+          "left",
+          "mathcal",
+          "inf",
+          "probability",
+          "rightarrow",
+          "epsilon",
+          "quad",
+          "forall",
+          "Many",
+          "notions",
+          "convergence",
+          "random",
+          "variables",
+          "exist"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "aec6578f-54bc-56d6-a3db-10b27a6817f3",
+      "type": "text",
+      "content": "Note that we are only interested in guaranteeing that the risk of our estimator will converge to the best possible value\n$$\n\\mathcal {E} (f _ {n}) \\to \\inf _ {f \\in \\mathcal {F}} \\mathcal {E} (f)\n$$\nbut we are not directly interested in determining whether $f_{n} \\to f^{*}$ (in some norm) where $f^{*}: X \\to Y$ is a minimizer of the expected risk\n$$\n\\mathcal {E} (f ^ {*}) = \\inf _ {f: \\mathcal {X} \\to \\mathcal {Y}} \\mathcal {E} (f)\n$$\nActually, the risk could even not admit a minimizer $f^{*}$ (although typically it will).\nThis is a main difference with several settings such as compressive sensing and inverse problems.",
+      "path": "lec1.pdf/Class 1 Introduction to Statistical Learning Theory/The Elements of Learning Theory/Consistency vs Convergence of the Estimator",
+      "metadata": {
+        "length": 626,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Class 1 Introduction to Statistical Learning Theory",
+        "tokens": [
+          "Note",
+          "interested",
+          "guaranteeing",
+          "risk",
+          "estimator",
+          "converge",
+          "mathcal",
+          "inf",
+          "directly",
+          "determining",
+          "norm",
+          "minimizer",
+          "expected",
+          "Actually",
+          "admit",
+          "typically",
+          "This",
+          "main",
+          "difference",
+          "settings",
+          "compressive",
+          "sensing",
+          "inverse",
+          "problems"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "96478707-8087-5f16-ae05-5323763af418",
+      "type": "text",
+      "content": "However, the existence of $f^{*}$ can be useful in several situations.\nLeast Squares. $\\ell(f(x),y)=(f(x)-y)^{2}$ . Then\n$$\n\\mathcal {E} (f) - \\mathcal {E} (f ^ {*}) = \\| f - f ^ {*} \\| _ {L ^ {2} (\\mathcal {X}, \\rho)}\n$$\nLipschitz Loss. $|\\ell(z,y)-\\ell(z',y)|\\leq L|z-z'|$\n$$\n\\mathcal {E} (f) - \\mathcal {E} (f ^ {*}) \\leq L \\| f - f ^ {*} \\| _ {L ^ {1} (\\mathcal {X}, \\rho)}\n$$\nConvergence $f_{n} \\rightarrow f^{*}$ (in $L^{1}$ or $L^{2}$ norm respectively) automatically guarantees consistency!",
+      "path": "lec1.pdf/Class 1 Introduction to Statistical Learning Theory/The Elements of Learning Theory/Existence of a Minimizer for the Risk",
+      "metadata": {
+        "length": 498,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Class 1 Introduction to Statistical Learning Theory",
+        "tokens": [
+          "However",
+          "existence",
+          "situations",
+          "Least",
+          "Squares",
+          "ell",
+          "Then",
+          "mathcal",
+          "rho",
+          "Lipschitz",
+          "Loss",
+          "leq",
+          "Convergence",
+          "rightarrow",
+          "norm",
+          "automatically",
+          "guarantees",
+          "consistency"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "6e90785b-128f-5052-a6df-9feba3b1d65d",
+      "type": "text",
+      "content": "Is consistency enough? Well no. It does not provide a quantitative measure of how “good” a learning algorithm is.\nIn other words, question: how do we compare two learning algorithms?\nAnswer: via their Learning Rates, namely the “speed” at which the excess risk goes to zero as n increases.\nExample: Expectation\n$$\n\\mathbb {E} \\left[ \\mathcal {E} (f _ {n}) - \\inf _ {f \\in \\mathcal {F}} \\mathcal {E} (f) \\right] = O (n ^ {- \\alpha}) \\quad \\text { for   some } \\alpha > 0.\n$$\nWe can compare two algorithms by determining which one has a faster learning rate (i.e. larger exponent $\\alpha$ ).",
+      "path": "lec1.pdf/Class 1 Introduction to Statistical Learning Theory/The Elements of Learning Theory/Measuring the “Quality” of a Learning Algorithm",
+      "metadata": {
+        "length": 589,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Class 1 Introduction to Statistical Learning Theory",
+        "tokens": [
+          "Is",
+          "consistency",
+          "Well",
+          "It",
+          "provide",
+          "quantitative",
+          "measure",
+          "good",
+          "learning",
+          "algorithm",
+          "In",
+          "words",
+          "question",
+          "compare",
+          "algorithms",
+          "Answer",
+          "Learning",
+          "Rates",
+          "speed",
+          "excess",
+          "risk",
+          "increases",
+          "Example",
+          "Expectation",
+          "mathbb",
+          "left",
+          "mathcal",
+          "inf",
+          "alpha",
+          "quad",
+          "text",
+          "We",
+          "determining",
+          "faster",
+          "rate",
+          "larger",
+          "exponent"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "be940107-f71a-5ebd-9c4b-3297062fc171",
+      "type": "text",
+      "content": "Sample Complexity: minimum number $n(\\epsilon, \\delta)$ of training points the algorithm needs to achieve an excess risk lower than $\\epsilon$ with at least probability $1 - \\delta$ :\n$$\n\\mathbb {P} \\left(\\mathcal {E} (f _ {n (\\epsilon , \\delta)}) - \\inf _ {f \\in \\mathcal {F}} \\mathcal {E} (f) \\leq \\epsilon\\right) \\geq 1 - \\delta\n$$\nError Bounds: Upper bound $\\epsilon(\\delta,n)>0$ on the excess risk of $f_{n}$ which holds with probability larger than $1-\\delta$\n$$\n\\mathbb {P} \\left(\\mathcal {E} (f _ {n}) - \\inf _ {f \\in \\mathcal {F}} \\mathcal {E} (f) \\leq \\epsilon (\\delta , n)\\right) \\geq 1 - \\delta\n$$\nTail Bounds: Lower bound $\\delta(\\epsilon,n)\\in(0,1)$ on the probability that $f_{n}$ will have excess risk larger than $\\epsilon$\n$$\n\\mathbb {P} \\left(\\mathcal {E} (f _ {n}) - \\inf _ {f \\in \\mathcal {F}} \\mathcal {E} (f) \\leq \\epsilon\\right) \\geq 1 - \\delta (\\epsilon , n)\n$$",
+      "path": "lec1.pdf/Class 1 Introduction to Statistical Learning Theory/The Elements of Learning Theory/Sample Complexity, Error Bounds and Tail Bounds",
+      "metadata": {
+        "length": 886,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Class 1 Introduction to Statistical Learning Theory",
+        "tokens": [
+          "Sample",
+          "Complexity",
+          "minimum",
+          "number",
+          "epsilon",
+          "delta",
+          "training",
+          "points",
+          "algorithm",
+          "achieve",
+          "excess",
+          "risk",
+          "lower",
+          "probability",
+          "mathbb",
+          "left",
+          "mathcal",
+          "inf",
+          "leq",
+          "geq",
+          "Error",
+          "Bounds",
+          "Upper",
+          "bound",
+          "holds",
+          "larger",
+          "Tail",
+          "Lower"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "c2bd4750-b3ff-5917-ad13-1c86a0acb4a2",
+      "type": "text",
+      "content": "If $\\rho$ is unknown... how can we say anything about $\\mathcal{E}(f_n) - \\inf_{f\\in \\mathcal{F}}\\mathcal{E}(f)?$\nWe have “glimpses” of $\\rho$ only via the samples $(x_{i}, y_{i})_{i=1}^{n}$ . Can we use them to gather some information about $\\rho$ (or better, on $\\mathcal{E}(f)$ )?\nConsider function $f : X \\to Y$ and its empirical risk\n$$\n\\mathcal {E} _ {n} (f) = \\frac {1}{n} \\sum_ {i = 1} ^ {n} \\ell (f (x _ {i}), y _ {i})\n$$\nA simple calculation shows that\n$$\n\\mathbb {E} _ {S \\sim \\rho^ {n}} (\\mathcal {E} _ {n} (f)) = \\frac {1}{n} \\sum_ {i = 1} ^ {n} \\mathbb {E} _ {(x _ {i}, y _ {i}) \\sim \\rho} (\\ell (f (x _ {i}), y _ {i})) = \\frac {1}{n} \\sum_ {i = 1} ^ {n} \\mathcal {E} (f) = \\mathcal {E} (f)\n$$\nThe expectation of $\\mathcal{E}_{n}(f)$ is the expected risk $\\mathcal{E}(f)!$",
+      "path": "lec1.pdf/Class 1 Introduction to Statistical Learning Theory/The Elements of Learning Theory/Empirical Risk as a Proxy",
+      "metadata": {
+        "length": 786,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Class 1 Introduction to Statistical Learning Theory",
+        "tokens": [
+          "If",
+          "rho",
+          "unknown",
+          "mathcal",
+          "inf",
+          "We",
+          "glimpses",
+          "samples",
+          "Can",
+          "gather",
+          "information",
+          "Consider",
+          "function",
+          "empirical",
+          "risk",
+          "frac",
+          "sum",
+          "ell",
+          "simple",
+          "calculation",
+          "shows",
+          "mathbb",
+          "sim",
+          "The",
+          "expectation",
+          "expected"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "1294e2d3-ebe2-5f95-a138-451c5beb6654",
+      "type": "text",
+      "content": "How close is $\\mathcal{E}_{n}(f)$ to $\\mathcal{E}(f)$ with respect to the number n of training points?\nConsider i.i.d. random variables X and $(X_{i})_{i=1}^{n}$ . Let $\\bar{X}_{n} = \\frac{1}{n} \\sum_{i=1}^{n} X_{i}$ . Then\n$$\n\\mathbb {E} [ (\\bar {X} _ {n} - \\mathbb {E} (X)) ^ {2} ] = \\operatorname{Var} (\\bar {X} _ {n}) = \\frac {\\operatorname{Var} (X)}{n}\n$$\nTherefore the expected (squared) distance between the empirical mean of the $X_{i}$ and their expectation $\\mathbb{E}(X)$ goes to zero as $O(1/n)$ (Assuming X to have finite variance).\nIf $X_{i} = \\ell (f(x_{i}),y_{i})$ , we have $\\bar{X}_n = \\mathcal{E}_n(f)$ and therefore\n$$\n\\mathbb {E} [ (\\mathcal {E} _ {n} (f) - \\mathcal {E} (f)) ^ {2} ] = \\frac {\\operatorname{Var} (\\ell (f (x) , y))}{n}\n$$",
+      "path": "lec1.pdf/Class 1 Introduction to Statistical Learning Theory/The Elements of Learning Theory/Empirical Vs Expected",
+      "metadata": {
+        "length": 758,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Class 1 Introduction to Statistical Learning Theory",
+        "tokens": [
+          "How",
+          "close",
+          "mathcal",
+          "respect",
+          "number",
+          "training",
+          "points",
+          "Consider",
+          "random",
+          "variables",
+          "Let",
+          "bar",
+          "frac",
+          "sum",
+          "Then",
+          "mathbb",
+          "operatorname",
+          "Var",
+          "Therefore",
+          "expected",
+          "squared",
+          "distance",
+          "empirical",
+          "expectation",
+          "Assuming",
+          "finite",
+          "variance",
+          "If",
+          "ell"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "b5c7932a-1d9c-5a45-a20d-3d26e5af7a70",
+      "type": "text",
+      "content": "If $X_{i} = \\ell(f(x_{i}), y_{i})$ , we have $\\bar{X}_{n} = \\mathcal{E}_{n}(f)$ and therefore\n$$\n\\mathbb {E} [ (\\mathcal {E} _ {n} (f) - \\mathcal {E} (f)) ^ {2} ] = \\frac {\\mathrm{Var} (\\ell (f (x) , y))}{n}\n$$\nIn particular\n$$\n\\mathbb {E} [ | \\mathcal {E} _ {n} (f) - \\mathcal {E} (f) | ] \\leq \\sqrt {\\frac {\\mathrm{Var} (\\ell (f (x) , y))}{n}}\n$$",
+      "path": "lec1.pdf/Class 1 Introduction to Statistical Learning Theory/The Elements of Learning Theory/Empirical Vs Expected Risk",
+      "metadata": {
+        "length": 348,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Class 1 Introduction to Statistical Learning Theory",
+        "tokens": [
+          "If",
+          "ell",
+          "bar",
+          "mathcal",
+          "mathbb",
+          "frac",
+          "mathrm",
+          "Var",
+          "In",
+          "leq",
+          "sqrt"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "af70faba-faa4-5d71-842e-dcf45d775686",
+      "type": "text",
+      "content": "Assume for simplicity that there exists a minimizer $f_{*}: X \\to Y$ of the expected risk\n$$\n\\mathcal {E} (f _ {*}) = \\inf _ {f \\in \\mathcal {F}} \\mathcal {E} (f)\n$$\nFor any function $f : X \\to Y$ we can decompose the excess risk as\n$$\n\\begin{array}{l} \\mathcal {E} (f) - \\mathcal {E} (f _ {*}) = \\\\ \\mathcal {E} (f) - \\mathcal {E} _ {n} (f) + \\mathcal {E} _ {n} (f) - \\mathcal {E} _ {n} (f _ {*}) + \\mathcal {E} _ {n} (f _ {*}) - \\mathcal {E} (f _ {*}), \\\\ \\end{array}\n$$\nrecalling the definition $\\mathcal{E}_{n}(f):=\\frac{1}{n}\\sum_{i=1}^{n}\\ell(f(x_{i}),y_{i})$ of the empirical risk. Note that this in particularly then also holds for $f_{n}$ , which we will use below. We can therefore leverage on the statistical relation between $E_{n}$ and E to study the expected risk in terms of the empirical risk.\nThis perspective leads to one of the most well-established strategies on SLT: Empirical Risk Minimization",
+      "path": "lec1.pdf/Class 1 Introduction to Statistical Learning Theory/The Elements of Learning Theory/Empirical Vs Expected_2",
+      "metadata": {
+        "length": 915,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Class 1 Introduction to Statistical Learning Theory",
+        "tokens": [
+          "Assume",
+          "simplicity",
+          "exists",
+          "minimizer",
+          "expected",
+          "risk",
+          "mathcal",
+          "inf",
+          "For",
+          "function",
+          "decompose",
+          "excess",
+          "begin",
+          "array",
+          "end",
+          "recalling",
+          "definition",
+          "frac",
+          "sum",
+          "ell",
+          "empirical",
+          "Note",
+          "holds",
+          "We",
+          "leverage",
+          "statistical",
+          "relation",
+          "study",
+          "terms",
+          "This",
+          "perspective",
+          "leads",
+          "established",
+          "strategies",
+          "SLT",
+          "Empirical",
+          "Risk",
+          "Minimization"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "f6c6e734-a3e3-582a-9842-1a9676e583ba",
+      "type": "text",
+      "content": "Let $f_{n}$ be the minimizer of the empirical risk\n$$\nf _ {n} = \\underset {f \\in \\mathcal {F}} {\\operatorname{argmin}} \\mathcal {E} _ {n} (f)\n$$\nThen we automatically have $\\mathcal{E}_{n}(f_{n}) - \\mathcal{E}_{n}(f_{*}) \\leq 0$ (for any choice of training set).\nThen\n$$\n\\mathbb {E} \\mathcal {E} (f _ {n}) - \\mathcal {E} (f _ {*}) \\leq \\mathbb {E} \\mathcal {E} (f _ {n}) - \\mathcal {E} _ {n} (f _ {n}) \\quad (\\text { why? })\n$$\nWe can focus on studying only the generalization error\n$$\n\\mathbb {E} \\mathcal {E} (f _ {n}) - \\mathcal {E} _ {n} (f _ {n})\n$$",
+      "path": "lec1.pdf/Class 1 Introduction to Statistical Learning Theory/The Elements of Learning Theory/Empirical Risk Minimization",
+      "metadata": {
+        "length": 554,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Class 1 Introduction to Statistical Learning Theory",
+        "tokens": [
+          "Let",
+          "minimizer",
+          "empirical",
+          "risk",
+          "underset",
+          "mathcal",
+          "operatorname",
+          "argmin",
+          "Then",
+          "automatically",
+          "leq",
+          "choice",
+          "training",
+          "set",
+          "mathbb",
+          "quad",
+          "text",
+          "We",
+          "focus",
+          "studying",
+          "generalization",
+          "error"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "48483a48-d13f-5208-9429-d1a028799da9",
+      "type": "text",
+      "content": "How can we control the generalization error\n$$\n\\mathcal {E} _ {n} (f _ {n}) - \\mathcal {E} (f _ {n})\n$$\nwith respect to the number n of examples?\nThis question is far from trivial...\n(and it is one of the main subject of SLT)\nIndeed, $E_{n}$ and $f_{n}$ both depend on the sampled training data. Therefore, we cannot use the result\n$$\n\\mathbb {E} \\left[ \\left. \\left| \\mathcal {E} _ {n} (f _ {n}) - \\mathcal {E} (f _ {n}) \\right| \\right] \\leq O (1 / \\sqrt {n}) \\right.\n$$\nwhich indeed will not be true in general... (next class).",
+      "path": "lec1.pdf/Class 1 Introduction to Statistical Learning Theory/The Elements of Learning Theory/Generalization Error",
+      "metadata": {
+        "length": 529,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Class 1 Introduction to Statistical Learning Theory",
+        "tokens": [
+          "How",
+          "control",
+          "generalization",
+          "error",
+          "mathcal",
+          "respect",
+          "number",
+          "examples",
+          "This",
+          "question",
+          "trivial",
+          "main",
+          "subject",
+          "SLT",
+          "Indeed",
+          "depend",
+          "sampled",
+          "training",
+          "data",
+          "Therefore",
+          "result",
+          "mathbb",
+          "left",
+          "leq",
+          "sqrt",
+          "true",
+          "general",
+          "class"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "19d4fe47-fb59-58f3-b8e2-77e3f3d2a95a",
+      "type": "text",
+      "content": "",
+      "path": "lec1.pdf/Class 1 Introduction to Statistical Learning Theory/A Taxonomy of Supervised Learning Problems",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Class 1 Introduction to Statistical Learning Theory",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "d830c289-073c-5073-b904-81e5e21cb6c1",
+      "type": "text",
+      "content": "In practice we can have many different problems and scenarios:\nParametric Vs Non-parametric learning\n▶ Fixed design Vs random design\n▶ Transductive Vs inductive learning\n▶ Offline/batch Vs online/adversarial learning\nDifferent goals and assumptions but similar tools to study/solve them!",
+      "path": "lec1.pdf/Class 1 Introduction to Statistical Learning Theory/A Taxonomy of Supervised Learning Problems/A Taxonomy of Supervised Learning Problems",
+      "metadata": {
+        "length": 287,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Class 1 Introduction to Statistical Learning Theory",
+        "tokens": [
+          "In",
+          "practice",
+          "problems",
+          "scenarios",
+          "Parametric",
+          "Vs",
+          "Non",
+          "parametric",
+          "learning",
+          "Fixed",
+          "design",
+          "random",
+          "Transductive",
+          "inductive",
+          "Offline",
+          "batch",
+          "online",
+          "adversarial",
+          "Different",
+          "goals",
+          "assumptions",
+          "similar",
+          "tools",
+          "study",
+          "solve"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "a643e31b-cca0-52f2-af2e-45d84811a08d",
+      "type": "text",
+      "content": "How much do we know about the model?\n▶ Parametric: assume the predictor to be modeled by a finite number of unknown parameters. Goal: find the parametrization that best fits the observed data. In several scenario the goal is not in (only) having good predictions but rather use the recovered model for other purposes (e.g. identification).\n▶ Non-parametric. allow the parametrization of the model to increase in complexity as more examples are observed. Goal: find an estimator with optimal generalization performance (i.e. lowest expected risk E).",
+      "path": "lec1.pdf/Class 1 Introduction to Statistical Learning Theory/A Taxonomy of Supervised Learning Problems/A Taxonomy of Supervised Learning Problems/Parametric Vs Non-parametric",
+      "metadata": {
+        "length": 548,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Class 1 Introduction to Statistical Learning Theory",
+        "tokens": [
+          "How",
+          "model",
+          "Parametric",
+          "assume",
+          "predictor",
+          "modeled",
+          "finite",
+          "number",
+          "unknown",
+          "parameters",
+          "Goal",
+          "find",
+          "parametrization",
+          "fits",
+          "observed",
+          "data",
+          "In",
+          "scenario",
+          "goal",
+          "good",
+          "predictions",
+          "recovered",
+          "purposes",
+          "identification",
+          "Non",
+          "parametric",
+          "increase",
+          "complexity",
+          "examples",
+          "estimator",
+          "optimal",
+          "generalization",
+          "performance",
+          "lowest",
+          "expected",
+          "risk"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "6d5a8381-4e83-5d13-b078-0e8775a1c3c7",
+      "type": "text",
+      "content": "From experiment design...\n▶ Fixed Design. Given training examples $(x_{i}, y_{i})_{i=1}^{n}$ , the goal is to achieve good estimates for $\\rho(y|x_{i})$ on the prescribed training inputs. No distribution on the input data $\\rho_{X}$ is assumed/considered.\n$$\n\\frac {1}{n} \\sum_ {i = 1} ^ {n} \\int_ {\\mathcal {Y}} \\ell (f (x _ {i}), y) d \\rho (y | x _ {i})\n$$\n▶ Random Design. Agnostic about where the learned model will be tested. The goal is to make good predictions with respect to the distribution $\\rho(x,y)$ .",
+      "path": "lec1.pdf/Class 1 Introduction to Statistical Learning Theory/A Taxonomy of Supervised Learning Problems/A Taxonomy of Supervised Learning Problems/Fixed Design Vs Random Design",
+      "metadata": {
+        "length": 514,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Class 1 Introduction to Statistical Learning Theory",
+        "tokens": [
+          "From",
+          "experiment",
+          "design",
+          "Fixed",
+          "Design",
+          "Given",
+          "training",
+          "examples",
+          "goal",
+          "achieve",
+          "good",
+          "estimates",
+          "rho",
+          "prescribed",
+          "inputs",
+          "No",
+          "distribution",
+          "input",
+          "data",
+          "assumed",
+          "considered",
+          "frac",
+          "sum",
+          "int",
+          "mathcal",
+          "ell",
+          "Random",
+          "Agnostic",
+          "learned",
+          "model",
+          "tested",
+          "The",
+          "make",
+          "predictions",
+          "respect"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "7b4e6719-4965-51b0-8e0c-c6df7699b7aa",
+      "type": "text",
+      "content": "Do we have access to the test set in advance?\nTransductive: the goal is to achieve good prediction performance on a prescribed set of test points $(\\tilde{x}_{j})_{j=1}^{n_{test}}$ provided in advance. Transductive learning ignores the effect of $\\rho_{X}$ on the risk but focuses only on\n$$\n\\frac {1}{n _ {t e s t}} \\sum_ {j = 1} ^ {n _ {t e s t}} \\int_ {\\mathcal {Y}} \\ell (f (\\tilde {x} _ {j}), y) d \\rho (y | \\tilde {x} _ {j})\n$$\n▶ Inductive Agnostic about where the learned model will be tested. The goal is to make good predictions with respect to the distribution $\\rho(x, y)$ .",
+      "path": "lec1.pdf/Class 1 Introduction to Statistical Learning Theory/A Taxonomy of Supervised Learning Problems/A Taxonomy of Supervised Learning Problems/Inductive Vs Transductive Learning",
+      "metadata": {
+        "length": 585,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Class 1 Introduction to Statistical Learning Theory",
+        "tokens": [
+          "Do",
+          "access",
+          "test",
+          "set",
+          "advance",
+          "Transductive",
+          "goal",
+          "achieve",
+          "good",
+          "prediction",
+          "performance",
+          "prescribed",
+          "points",
+          "tilde",
+          "provided",
+          "learning",
+          "ignores",
+          "effect",
+          "rho",
+          "risk",
+          "focuses",
+          "frac",
+          "sum",
+          "int",
+          "mathcal",
+          "ell",
+          "Inductive",
+          "Agnostic",
+          "learned",
+          "model",
+          "tested",
+          "The",
+          "make",
+          "predictions",
+          "respect",
+          "distribution"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "6a93ef9f-3177-570b-b2fc-6f0018369505",
+      "type": "text",
+      "content": "How do we observe samples from $\\rho$ ?\n▶ Offline/Batch: a finite sample of input-output examples independently and identically distributed. Goal: minimize prediction errors on new examples\n▶ Online/Adversarial: We observe one input, propose a prediction and then observe the output. Goal: minimize the regret (i.e. choose the estimator that would have made less mistakes).\nNote. The distribution could be adversarial: $\\rho(y|x, f(x))$ instead of $\\rho(y|x)$ can make things “hard” for us.",
+      "path": "lec1.pdf/Class 1 Introduction to Statistical Learning Theory/A Taxonomy of Supervised Learning Problems/A Taxonomy of Supervised Learning Problems/Offline∕Batch Vs Online∕Adversarial Learning",
+      "metadata": {
+        "length": 490,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Class 1 Introduction to Statistical Learning Theory",
+        "tokens": [
+          "How",
+          "observe",
+          "samples",
+          "rho",
+          "Offline",
+          "Batch",
+          "finite",
+          "sample",
+          "input",
+          "output",
+          "examples",
+          "independently",
+          "identically",
+          "distributed",
+          "Goal",
+          "minimize",
+          "prediction",
+          "errors",
+          "Online",
+          "Adversarial",
+          "We",
+          "propose",
+          "regret",
+          "choose",
+          "estimator",
+          "made",
+          "mistakes",
+          "Note",
+          "The",
+          "distribution",
+          "adversarial",
+          "make",
+          "things",
+          "hard"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "a5944f38-db40-5e9b-bbe2-3a3af7fbc77f",
+      "type": "text",
+      "content": "This class:\n▶ Motivations and Examples\nFormulating the learning problem\n▶ Brief introduction to Learning Theory\n▶ A Taxonomy of supervised learning problems\nNext class: overfitting and the need for regularization...",
+      "path": "lec1.pdf/Class 1 Introduction to Statistical Learning Theory/Wrapping up This class:",
+      "metadata": {
+        "length": 215,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Class 1 Introduction to Statistical Learning Theory",
+        "tokens": [
+          "This",
+          "class",
+          "Motivations",
+          "Examples",
+          "Formulating",
+          "learning",
+          "problem",
+          "Brief",
+          "introduction",
+          "Learning",
+          "Theory",
+          "Taxonomy",
+          "supervised",
+          "problems",
+          "Next",
+          "overfitting",
+          "regularization"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    }
+  ]
+}
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/stem-introduction-statistical-learning-theory/doc_nav.json b/apps/api/app/data/demo_documents/stem-introduction-statistical-learning-theory/doc_nav.json
new file mode 100644
index 000000000..f28494754
--- /dev/null
+++ b/apps/api/app/data/demo_documents/stem-introduction-statistical-learning-theory/doc_nav.json
@@ -0,0 +1,447 @@
+{
+  "version": "1.0",
+  "file_name": "Introduction to Statistical Learning Theory.pdf",
+  "stats": {
+    "total_chunks": 62,
+    "text_chunks": 43,
+    "image_chunks": 15,
+    "table_chunks": 4,
+    "max_depth": 5
+  },
+  "sections": [
+    {
+      "title": "Class 1 Introduction to Statistical Learning Theory",
+      "path": "lec1.pdf/Class 1 Introduction to Statistical Learning Theory",
+      "level": 1,
+      "summary": "Carlo Ciliberto Department of Computer Science, UCL October 5, 2018",
+      "chunk_count": 43,
+      "children": [
+        {
+          "title": "Administrative Info",
+          "path": "lec1.pdf/Class 1 Introduction to Statistical Learning Theory/Administrative Info",
+          "level": 2,
+          "summary": "▶ Class times: Fridays 14:00 - 15:30 $^{1}$ ▶ Location: Ground Floor Lecture Theater, Wilkins Building $^{2}$ ▶ Office hours: (Time TBA), 3rd Floor Hub room, CS Building, 66 Gower street. TA: Giulia Luise Website: ccilib er.github.io/intro-stl email(s): ccilib er@gmail.com, g.luise.16@ucl.ac.uk ▶ Workload: 2 assignments (50%) and a final exam (50%). Final exam requires to choose 3 problems out of 6. At least one problem from each “sides” of this course (RKHS or SLT) \\*must\\* be chosen.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Course Material",
+          "path": "lec1.pdf/Class 1 Introduction to Statistical Learning Theory/Course Material",
+          "level": 2,
+          "summary": "Main resources for the course: Classes Slides Books and other Resources: S. Shalev-Shwartz and S. Ben-David Understanding Machine Learning: From Theory to Algorithms (Online Book). Cambridge University Press, 2014. ▶ O. Bousquet, S. Boucheron and G. Lugosi Introduction to Statistical Learning Theory (Tutorial). T. Poggio and L. Rosasco course slides and videos from MIT 9.520: Statistical Learning Theory and Applications. P. Liang course notes from Stanford CS229T: Statistical Learning Theory.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Prerequisites",
+          "path": "lec1.pdf/Class 1 Introduction to Statistical Learning Theory/Prerequisites",
+          "level": 2,
+          "summary": "▶ Linear Algebra: familiarity with vector spaces, matrix operations (e.g. inversion, singular value decomposition (SVD)), inner products and norms, etc. ▶ Calculus: limits, derivatives, measures, integrals, etc. ▶ Probability Theory: probability distributions, conditional and marginal distribution, expectation, variance, etc.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Statistical Learning Theory (SLT)",
+          "path": "lec1.pdf/Class 1 Introduction to Statistical Learning Theory/Statistical Learning Theory (SLT)",
+          "level": 2,
+          "summary": "SLT addresses questions related to: What does it mean for an algorithm to learn. What we can/cannot expect from a learning algorithm. ▶ How to design computationally & statistically efficient algorithms. What to do when a learning algorithm does not work... SLT studies theoretical quantities that we don't have access to: It tries to bridge the gap between the unknown functional relations governing a process and our (finite) empirical observations of it.",
+          "chunk_count": 6,
+          "children": [
+            {
+              "title": "Motivations and Examples: Regression",
+              "path": "lec1.pdf/Class 1 Introduction to Statistical Learning Theory/Statistical Learning Theory (SLT)/Motivations and Examples: Regression",
+              "level": 3,
+              "summary": "[tables/table-0 Housing Data.html] What to do when a learning algorithm does not work... <details>0 [images/image-1-Housing Prices Scatter Plot.jpg] <details> <summary>scatter plot</summary> [tables/table-1 House Price Data.html] </details> Image credits: coursera",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Motivations and Examples: Binary Classification",
+              "path": "lec1.pdf/Class 1 Introduction to Statistical Learning Theory/Statistical Learning Theory (SLT)/Motivations and Examples: Binary Classification",
+              "level": 3,
+              "summary": "Spam detection: Automatically discriminate spam vs non-spam e-mails. </details> <details>0 [images/image-2-__details_.jpg] <details> <summary>flowchart</summary> ```mermaid graph LR A[\"Stacked Document\"] --> B[\"{ legit, spam}\"] ``` </details> Image Classification graph LR <details>0 [images/image-3-graph LR _.jpg] <details> <summary>text_image</summary> f : → {dog, not dog} </details>",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Motivations and Examples: Multi-class Classification",
+              "path": "lec1.pdf/Class 1 Introduction to Statistical Learning Theory/Statistical Learning Theory (SLT)/Motivations and Examples: Multi-class Classification",
+              "level": 3,
+              "summary": "Identify the category of the object depicted in an image. Example: Caltech 101 → {dog, not dog} ### Motivations and Examples: Multi-class Classification0 [images/image-4-Image Type_ Photo.jpg]",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Motivations and Examples: Multi-class Classification_2",
+              "path": "lec1.pdf/Class 1 Introduction to Statistical Learning Theory/Statistical Learning Theory (SLT)/Motivations and Examples: Multi-class Classification_2",
+              "level": 3,
+              "summary": "Scaling things up: detect correct object among thousands of categories. ImageNet Large Scale Visual Recognition Challenge Identify the category of the object depicted in an image. <details>0 [images/image-5-Visual Data Grid.jpg] <details> <summary>text_image</summary> Grid of numerous emoji icons and text, likely representing a collection of various application or service types. </details>",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Motivations and Examples: Structured Prediction Image Captioning",
+              "path": "lec1.pdf/Class 1 Introduction to Statistical Learning Theory/Statistical Learning Theory (SLT)/Motivations and Examples: Structured Prediction Image Captioning",
+              "level": 3,
+              "summary": "Image Captioning (also Localization Segmentation Classification) Grid of numerous emoji icons and text, likely representing a collection of various application or service types. <details>0 [images/image-6-Grid of nu.jpg] <details> <summary>natural_image</summary> Cat sitting at a desk with papers and a cup, viewed through a window with curtains (no visible text or symbols) </details> <details> <details>0 [images/image-7-_details_ .jpg] <details> <summary>natural_image</summary> A cat sitting at a desk with a book, viewed through a window (no visible text or symbols) </details> Gray striped cat Business suit Coffee mug Newspaper Movie Ranking NETFLIX user:127 Coffee mug Speech Recognition \"Ok Google\"0 [images/image-8-Coffee mug.jpg] Newspaper Speech Recognition \"Ok Google\"0 [images/image-9-Newspaper .jpg] Movie Ranking Speech Recognition \"Ok Google\"0 [images/image-10-Movie Rank.jpg] Speech Recognition \"Ok Google\" user:127 <details>0 [images/image-11-user_127 _.jpg] <details> <summary>natural_image</summary> Abstract blue waveform visualization with no text or symbols </details> Protein Folding <details> ## Formulating The Learning Problem0 [images/image-12-_details_ .jpg] <summary>natural_image</summary> ## Formulating The Learning Problem0 [images/image-13-_summary_n.jpg]",
+              "chunk_count": 1,
+              "children": []
+            }
+          ]
+        },
+        {
+          "title": "Formulating The Learning Problem",
+          "path": "lec1.pdf/Class 1 Introduction to Statistical Learning Theory/Formulating The Learning Problem",
+          "level": 2,
+          "summary": "",
+          "chunk_count": 13,
+          "children": [
+            {
+              "title": "Formulating the Learning Problem",
+              "path": "lec1.pdf/Class 1 Introduction to Statistical Learning Theory/Formulating The Learning Problem/Formulating the Learning Problem",
+              "level": 3,
+              "summary": "",
+              "chunk_count": 9,
+              "children": [
+                {
+                  "title": "Main ingredients:",
+                  "path": "lec1.pdf/Class 1 Introduction to Statistical Learning Theory/Formulating The Learning Problem/Formulating the Learning Problem/Main ingredients:",
+                  "level": 4,
+                  "summary": "▶ X input and Y output spaces. ▶ ρ unknown distribution on $X \\times Y$ . $\\ell : \\mathcal{Y} \\times \\mathcal{Y} \\to \\mathbb{R}$ a loss function measuring the discrepancy $\\ell(y, y')$ between any two points $y, y' \\in \\mathcal{Y}$ . We would like to minimize the expected risk $$ \\underset {f: \\mathcal {X} \\to \\mathcal {Y}} {\\text { minimize }} \\mathcal {E} (f) \\quad \\mathcal {E} (f) = \\int_ {\\mathcal {X} \\times \\mathcal {Y}} \\ell (f (x), y) d \\rho (x, y) $$ The expected prediction error incurred by a predictor $^{3}$ $f : X \\to Y$ .",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Input Space Linear Spaces",
+                  "path": "lec1.pdf/Class 1 Introduction to Statistical Learning Theory/Formulating The Learning Problem/Formulating the Learning Problem/Input Space Linear Spaces",
+                  "level": 4,
+                  "summary": "Linear Spaces Vectors Matrices Functions \"Structured\" Spaces ▶ Strings ▶ Graphs Probabilities ▶ Points on a manifold ▶ ...",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Output Space",
+                  "path": "lec1.pdf/Class 1 Introduction to Statistical Learning Theory/Formulating The Learning Problem/Formulating the Learning Problem/Output Space",
+                  "level": 4,
+                  "summary": "Linear Spaces, e.g. ▶ $\\mathcal{Y} = R$ regression ▶ $Y = \\{1, \\ldots, T\\}$ classification $\\mathcal{Y} = \\mathbb{R}^{T}$ multi-task \"Structured\" Spaces, e.g. ▶ Strings Graphs Probabilities Orders (i.e. Ranking) ▶ ...",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Probability Distribution",
+                  "path": "lec1.pdf/Class 1 Introduction to Statistical Learning Theory/Formulating The Learning Problem/Formulating the Learning Problem/Probability Distribution",
+                  "level": 4,
+                  "summary": "Informally: the distribution $\\rho$ on $X \\times Y$ encodes the probability of getting a pair $(x, y) \\in \\mathcal{X} \\times \\mathcal{Y}$ when observing (sampling from) the unknown process. Throughout the course we will assume $\\rho(x,y)=\\rho(y|x)\\rho_{\\mathcal{X}}(x)$ ▶ $\\rho_{\\mathcal{X}}(x)$ marginal distribution on X. ▶ $\\rho(y|x)$ conditional distribution on Y given $x \\in X$ .",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Conditional Distribution",
+                  "path": "lec1.pdf/Class 1 Introduction to Statistical Learning Theory/Formulating The Learning Problem/Formulating the Learning Problem/Conditional Distribution",
+                  "level": 4,
+                  "summary": "$\\rho(y|x)$ characterizes the relation between a given input x and the possible outcomes y that could be observed. In noisy settings it represents the uncertainty in our observations. Example: $y = f_{*}(x) + \\epsilon$ , with $f_{*} : X \\to R$ the “true” function and $\\epsilon \\sim \\mathcal{N}(0, \\sigma)$ Gaussian distributed noise. Then: $$ \\rho (y | x) = \\mathcal {N} (f _ {*} (x), \\sigma) $$",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Loss Functions",
+                  "path": "lec1.pdf/Class 1 Introduction to Statistical Learning Theory/Formulating The Learning Problem/Formulating the Learning Problem/Loss Functions",
+                  "level": 4,
+                  "summary": "The loss function $$ \\ell : \\mathcal {Y} \\times \\mathcal {Y} \\rightarrow [ 0, + \\infty) $$ represents the cost $\\ell(f(x), y)$ incurred when predicting $f(x)$ instead of y. It is part of the problem formulation: $$ \\mathcal {E} (f) = \\int \\ell (f (x), y) d \\rho (x, y) $$ The minimizer of the risk (if it exists) is “chosen” by the loss.",
+                  "chunk_count": 3,
+                  "children": [
+                    {
+                      "title": "Loss Functions for Regression",
+                      "path": "lec1.pdf/Class 1 Introduction to Statistical Learning Theory/Formulating The Learning Problem/Formulating the Learning Problem/Loss Functions/Loss Functions for Regression",
+                      "level": 5,
+                      "summary": "$$ L (y, y ^ {\\prime}) = L (y - y ^ {\\prime}) $$ ▶ Square loss $L(y, y') = (y - y')^{2}$ , ▶ Absolute loss $L(y, y') = |y - y'|$ , ▶ ε-insensitive $L(y, y') = \\max(|y - y'| - \\epsilon, 0)$ , L (y, y ^ {\\prime}) = L (y - y ^ {\\prime}) <details>0 [images/image-14-Loss Functions Comparison.jpg] <details> <summary>line chart</summary> [tables/table-2 Loss Functions.html] </details>",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "Loss Functions for Classification",
+                      "path": "lec1.pdf/Class 1 Introduction to Statistical Learning Theory/Formulating The Learning Problem/Formulating the Learning Problem/Loss Functions/Loss Functions for Classification",
+                      "level": 5,
+                      "summary": "$$ L (y, y ^ {\\prime}) = L (- y y ^ {\\prime}) $$ ▶ 0-1 loss $L(y, y') = \\mathbf{1}_{\\{-yy' > 0\\}}$ ▶ Square loss $L(y, y') = (1 - yy')^{2}$ , ▶ Hinge-loss $L(y, y') = \\max(1 - yy', 0)$ , ▶ logistic loss $L(y, y') = \\log(1 + \\exp(-yy'))$ , $$ <details>0 [images/image-15-Exponential Functions Graph.jpg] <details> <summary>line chart</summary> [tables/table-3 Data Table.html] </details> — 01 loss — square loss — Hinge loss — Logistic loss",
+                      "chunk_count": 1,
+                      "children": []
+                    }
+                  ]
+                }
+              ]
+            },
+            {
+              "title": "Formulating the Learning Problem_2",
+              "path": "lec1.pdf/Class 1 Introduction to Statistical Learning Theory/Formulating The Learning Problem/Formulating the Learning Problem_2",
+              "level": 3,
+              "summary": "The relation between X and Y encoded by the distribution $\\rho$ is unknown in reality. The only way we have to access a phenomenon is from finite observations. The goal of a learning algorithm is therefore to find a good approximation $f_{n}: X \\to Y$ for the minimizer of expected risk $$ \\inf _ {f: \\mathcal {X} \\to \\mathcal {Y}} \\mathcal {E} (f) $$ from a finite set of examples $(x_{i}, y_{i})_{i=1}^{n}$ sampled independently from $\\rho$ .",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Defining Learning Algorithms",
+              "path": "lec1.pdf/Class 1 Introduction to Statistical Learning Theory/Formulating The Learning Problem/Defining Learning Algorithms",
+              "level": 3,
+              "summary": "Let $S = \\bigcup_{n \\in N} (\\mathcal{X} \\times \\mathcal{Y})^n$ be the set of all finite datasets on $\\mathcal{X} \\times \\mathcal{Y}$ . Denote F the set of all measurable functions $f: \\mathcal{X} \\to \\mathcal{Y}$ . A learning algorithm is a map $$ \\begin{array}{l} A: \\mathcal {S} \\to \\mathcal {F} \\\\ S \\mapsto A (S): \\mathcal {X} \\to \\mathcal {Y} \\\\ \\end{array} $$ To highlight our interest in studying the relation between the size of a training set $S = (x_{i}, y_{i})_{i=1}^{n}$ and the corresponding predictor produced by an algorithm A, we will often denote (with some abuse of notation) $$ f _ {n} = A \\left(\\left(x _ {i}, y _ {i}\\right) _ {i = 1} ^ {n}\\right) $$ Non-deterministic Learning Algorithms We can also consider stochastic algorithms, where the estimator $f_{n}$ is not automatically determined by the training set. In these cases, given a dataset $S \\in S$ , an algorithm $A(S)$ can be seen as a distribution on $\\mathcal{F}$ and its output is one sample from $A(S)$ . Under this interpretation a deterministic algorithm corresponds to $A(S)$ being a Dirac's delta.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Formulating the Learning Problem_3",
+              "path": "lec1.pdf/Class 1 Introduction to Statistical Learning Theory/Formulating The Learning Problem/Formulating the Learning Problem_3",
+              "level": 3,
+              "summary": "Given a training set, we would like a learning algorithm to find a “good” predictor $f_{n}$ . What does “good” mean? That it has small error (or excess risk) with respect to the best solution of the learning problem. Excess Risk $$ \\mathcal {E} (f _ {n}) - \\inf _ {f \\in \\mathcal {F}} \\mathcal {E} (f) $$",
+              "chunk_count": 1,
+              "children": []
+            }
+          ]
+        },
+        {
+          "title": "The Elements of Learning Theory",
+          "path": "lec1.pdf/Class 1 Introduction to Statistical Learning Theory/The Elements of Learning Theory",
+          "level": 2,
+          "summary": "",
+          "chunk_count": 13,
+          "children": [
+            {
+              "title": "Consistency",
+              "path": "lec1.pdf/Class 1 Introduction to Statistical Learning Theory/The Elements of Learning Theory/Consistency",
+              "level": 3,
+              "summary": "Ideally we would like the learning algorithm to be consistent $$ \\lim _ {n \\to + \\infty} \\mathcal {E} (f _ {n}) - \\inf _ {f \\in \\mathcal {F}} \\mathcal {E} (f) = 0 $$ Namely that (asymptotically) our algorithm “solves” the problem. However $f_{n}=A(S)$ is a random variable: the points in the training set $S=(x_{i},y_{i})_{i=1}^{n}$ are randomly sampled from $\\rho$ . So what do we mean by $\\mathcal{E}(f_{n})\\to\\inf\\mathcal{E}(f)$ ?",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Convergence of Random Variables",
+              "path": "lec1.pdf/Class 1 Introduction to Statistical Learning Theory/The Elements of Learning Theory/Convergence of Random Variables",
+              "level": 3,
+              "summary": "Convergence in expectation: $$ \\lim _ {n \\to + \\infty} \\mathbb {E} \\left[ \\mathcal {E} (f _ {n}) - \\inf _ {f \\in \\mathcal {F}} \\mathcal {E} (f) \\right] = 0 $$ Convergence in probability: $$ \\lim _ {n \\rightarrow + \\infty} \\mathbb {P} \\left(\\mathcal {E} (f _ {n}) - \\inf _ {f \\in \\mathcal {F}} \\mathcal {E} (f) > \\epsilon\\right) = 0 \\quad \\forall \\epsilon > 0 $$ Many other notions of convergence of random variables exist!",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Consistency vs Convergence of the Estimator",
+              "path": "lec1.pdf/Class 1 Introduction to Statistical Learning Theory/The Elements of Learning Theory/Consistency vs Convergence of the Estimator",
+              "level": 3,
+              "summary": "Note that we are only interested in guaranteeing that the risk of our estimator will converge to the best possible value $$ \\mathcal {E} (f _ {n}) \\to \\inf _ {f \\in \\mathcal {F}} \\mathcal {E} (f) $$ but we are not directly interested in determining whether $f_{n} \\to f^{*}$ (in some norm) where $f^{*}: X \\to Y$ is a minimizer of the expected risk $$ \\mathcal {E} (f ^ {*}) = \\inf _ {f: \\mathcal {X} \\to \\mathcal {Y}} \\mathcal {E} (f) $$ Actually, the risk could even not admit a minimizer $f^{*}$ (although typically it will). This is a main difference with several settings such as compressive sensing and inverse problems.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Existence of a Minimizer for the Risk",
+              "path": "lec1.pdf/Class 1 Introduction to Statistical Learning Theory/The Elements of Learning Theory/Existence of a Minimizer for the Risk",
+              "level": 3,
+              "summary": "However, the existence of $f^{*}$ can be useful in several situations. Least Squares. $\\ell(f(x),y)=(f(x)-y)^{2}$ . Then $$ \\mathcal {E} (f) - \\mathcal {E} (f ^ {*}) = \\| f - f ^ {*} \\| _ {L ^ {2} (\\mathcal {X}, \\rho)} $$ Lipschitz Loss. $|\\ell(z,y)-\\ell(z',y)|\\leq L|z-z'|$ $$ \\mathcal {E} (f) - \\mathcal {E} (f ^ {*}) \\leq L \\| f - f ^ {*} \\| _ {L ^ {1} (\\mathcal {X}, \\rho)} $$ Convergence $f_{n} \\rightarrow f^{*}$ (in $L^{1}$ or $L^{2}$ norm respectively) automatically guarantees consistency!",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Measuring the “Quality” of a Learning Algorithm",
+              "path": "lec1.pdf/Class 1 Introduction to Statistical Learning Theory/The Elements of Learning Theory/Measuring the “Quality” of a Learning Algorithm",
+              "level": 3,
+              "summary": "Is consistency enough? Well no. It does not provide a quantitative measure of how “good” a learning algorithm is. In other words, question: how do we compare two learning algorithms? Answer: via their Learning Rates, namely the “speed” at which the excess risk goes to zero as n increases. Example: Expectation $$ \\mathbb {E} \\left[ \\mathcal {E} (f _ {n}) - \\inf _ {f \\in \\mathcal {F}} \\mathcal {E} (f) \\right] = O (n ^ {- \\alpha}) \\quad \\text { for some } \\alpha > 0. $$ We can compare two algorithms by determining which one has a faster learning rate (i.e. larger exponent $\\alpha$ ).",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Sample Complexity, Error Bounds and Tail Bounds",
+              "path": "lec1.pdf/Class 1 Introduction to Statistical Learning Theory/The Elements of Learning Theory/Sample Complexity, Error Bounds and Tail Bounds",
+              "level": 3,
+              "summary": "Sample Complexity: minimum number $n(\\epsilon, \\delta)$ of training points the algorithm needs to achieve an excess risk lower than $\\epsilon$ with at least probability $1 - \\delta$ : $$ \\mathbb {P} \\left(\\mathcal {E} (f _ {n (\\epsilon , \\delta)}) - \\inf _ {f \\in \\mathcal {F}} \\mathcal {E} (f) \\leq \\epsilon\\right) \\geq 1 - \\delta $$ Error Bounds: Upper bound $\\epsilon(\\delta,n)>0$ on the excess risk of $f_{n}$ which holds with probability larger than $1-\\delta$ $$ \\mathbb {P} \\left(\\mathcal {E} (f _ {n}) - \\inf _ {f \\in \\mathcal {F}} \\mathcal {E} (f) \\leq \\epsilon (\\delta , n)\\right) \\geq 1 - \\delta $$ Tail Bounds: Lower bound $\\delta(\\epsilon,n)\\in(0,1)$ on the probability that $f_{n}$ will have excess risk larger than $\\epsilon$ $$ \\mathbb {P} \\left(\\mathcal {E} (f _ {n}) - \\inf _ {f \\in \\mathcal {F}} \\mathcal {E} (f) \\leq \\epsilon\\right) \\geq 1 - \\delta (\\epsilon , n) $$",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Empirical Risk as a Proxy",
+              "path": "lec1.pdf/Class 1 Introduction to Statistical Learning Theory/The Elements of Learning Theory/Empirical Risk as a Proxy",
+              "level": 3,
+              "summary": "If $\\rho$ is unknown... how can we say anything about $\\mathcal{E}(f_n) - \\inf_{f\\in \\mathcal{F}}\\mathcal{E}(f)?$ We have “glimpses” of $\\rho$ only via the samples $(x_{i}, y_{i})_{i=1}^{n}$ . Can we use them to gather some information about $\\rho$ (or better, on $\\mathcal{E}(f)$ )? Consider function $f : X \\to Y$ and its empirical risk $$ \\mathcal {E} _ {n} (f) = \\frac {1}{n} \\sum_ {i = 1} ^ {n} \\ell (f (x _ {i}), y _ {i}) $$ A simple calculation shows that $$ \\mathbb {E} _ {S \\sim \\rho^ {n}} (\\mathcal {E} _ {n} (f)) = \\frac {1}{n} \\sum_ {i = 1} ^ {n} \\mathbb {E} _ {(x _ {i}, y _ {i}) \\sim \\rho} (\\ell (f (x _ {i}), y _ {i})) = \\frac {1}{n} \\sum_ {i = 1} ^ {n} \\mathcal {E} (f) = \\mathcal {E} (f) $$ The expectation of $\\mathcal{E}_{n}(f)$ is the expected risk $\\mathcal{E}(f)!$",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Empirical Vs Expected",
+              "path": "lec1.pdf/Class 1 Introduction to Statistical Learning Theory/The Elements of Learning Theory/Empirical Vs Expected",
+              "level": 3,
+              "summary": "How close is $\\mathcal{E}_{n}(f)$ to $\\mathcal{E}(f)$ with respect to the number n of training points? Consider i.i.d. random variables X and $(X_{i})_{i=1}^{n}$ . Let $\\bar{X}_{n} = \\frac{1}{n} \\sum_{i=1}^{n} X_{i}$ . Then $$ \\mathbb {E} [ (\\bar {X} _ {n} - \\mathbb {E} (X)) ^ {2} ] = \\operatorname{Var} (\\bar {X} _ {n}) = \\frac {\\operatorname{Var} (X)}{n} $$ Therefore the expected (squared) distance between the empirical mean of the $X_{i}$ and their expectation $\\mathbb{E}(X)$ goes to zero as $O(1/n)$ (Assuming X to have finite variance). If $X_{i} = \\ell (f(x_{i}),y_{i})$ , we have $\\bar{X}_n = \\mathcal{E}_n(f)$ and therefore $$ \\mathbb {E} [ (\\mathcal {E} _ {n} (f) - \\mathcal {E} (f)) ^ {2} ] = \\frac {\\operatorname{Var} (\\ell (f (x) , y))}{n} $$",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Empirical Vs Expected Risk",
+              "path": "lec1.pdf/Class 1 Introduction to Statistical Learning Theory/The Elements of Learning Theory/Empirical Vs Expected Risk",
+              "level": 3,
+              "summary": "If $X_{i} = \\ell(f(x_{i}), y_{i})$ , we have $\\bar{X}_{n} = \\mathcal{E}_{n}(f)$ and therefore $$ \\mathbb {E} [ (\\mathcal {E} _ {n} (f) - \\mathcal {E} (f)) ^ {2} ] = \\frac {\\mathrm{Var} (\\ell (f (x) , y))}{n} $$ In particular $$ \\mathbb {E} [ | \\mathcal {E} _ {n} (f) - \\mathcal {E} (f) | ] \\leq \\sqrt {\\frac {\\mathrm{Var} (\\ell (f (x) , y))}{n}} $$",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Empirical Vs Expected_2",
+              "path": "lec1.pdf/Class 1 Introduction to Statistical Learning Theory/The Elements of Learning Theory/Empirical Vs Expected_2",
+              "level": 3,
+              "summary": "Assume for simplicity that there exists a minimizer $f_{*}: X \\to Y$ of the expected risk $$ \\mathcal {E} (f _ {*}) = \\inf _ {f \\in \\mathcal {F}} \\mathcal {E} (f) $$ For any function $f : X \\to Y$ we can decompose the excess risk as $$ \\begin{array}{l} \\mathcal {E} (f) - \\mathcal {E} (f _ {*}) = \\\\ \\mathcal {E} (f) - \\mathcal {E} _ {n} (f) + \\mathcal {E} _ {n} (f) - \\mathcal {E} _ {n} (f _ {*}) + \\mathcal {E} _ {n} (f _ {*}) - \\mathcal {E} (f _ {*}), \\\\ \\end{array} $$ recalling the definition $\\mathcal{E}_{n}(f):=\\frac{1}{n}\\sum_{i=1}^{n}\\ell(f(x_{i}),y_{i})$ of the empirical risk. Note that this in particularly then also holds for $f_{n}$ , which we will use below. We can therefore leverage on the statistical relation between $E_{n}$ and E to study the expected risk in terms of the empirical risk. This perspective leads to one of the most well-established strategies on SLT: Empirical Risk Minimization",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Empirical Risk Minimization",
+              "path": "lec1.pdf/Class 1 Introduction to Statistical Learning Theory/The Elements of Learning Theory/Empirical Risk Minimization",
+              "level": 3,
+              "summary": "Let $f_{n}$ be the minimizer of the empirical risk $$ f _ {n} = \\underset {f \\in \\mathcal {F}} {\\operatorname{argmin}} \\mathcal {E} _ {n} (f) $$ Then we automatically have $\\mathcal{E}_{n}(f_{n}) - \\mathcal{E}_{n}(f_{*}) \\leq 0$ (for any choice of training set). Then $$ \\mathbb {E} \\mathcal {E} (f _ {n}) - \\mathcal {E} (f _ {*}) \\leq \\mathbb {E} \\mathcal {E} (f _ {n}) - \\mathcal {E} _ {n} (f _ {n}) \\quad (\\text { why? }) $$ We can focus on studying only the generalization error $$ \\mathbb {E} \\mathcal {E} (f _ {n}) - \\mathcal {E} _ {n} (f _ {n}) $$",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Generalization Error",
+              "path": "lec1.pdf/Class 1 Introduction to Statistical Learning Theory/The Elements of Learning Theory/Generalization Error",
+              "level": 3,
+              "summary": "How can we control the generalization error $$ \\mathcal {E} _ {n} (f _ {n}) - \\mathcal {E} (f _ {n}) $$ with respect to the number n of examples? This question is far from trivial... (and it is one of the main subject of SLT) Indeed, $E_{n}$ and $f_{n}$ both depend on the sampled training data. Therefore, we cannot use the result $$ \\mathbb {E} \\left[ \\left. \\left| \\mathcal {E} _ {n} (f _ {n}) - \\mathcal {E} (f _ {n}) \\right| \\right] \\leq O (1 / \\sqrt {n}) \\right. $$ which indeed will not be true in general... (next class).",
+              "chunk_count": 1,
+              "children": []
+            }
+          ]
+        },
+        {
+          "title": "A Taxonomy of Supervised Learning Problems",
+          "path": "lec1.pdf/Class 1 Introduction to Statistical Learning Theory/A Taxonomy of Supervised Learning Problems",
+          "level": 2,
+          "summary": "",
+          "chunk_count": 6,
+          "children": [
+            {
+              "title": "A Taxonomy of Supervised Learning Problems",
+              "path": "lec1.pdf/Class 1 Introduction to Statistical Learning Theory/A Taxonomy of Supervised Learning Problems/A Taxonomy of Supervised Learning Problems",
+              "level": 3,
+              "summary": "In practice we can have many different problems and scenarios: Parametric Vs Non-parametric learning ▶ Fixed design Vs random design ▶ Transductive Vs inductive learning ▶ Offline/batch Vs online/adversarial learning Different goals and assumptions but similar tools to study/solve them!",
+              "chunk_count": 5,
+              "children": [
+                {
+                  "title": "Parametric Vs Non-parametric",
+                  "path": "lec1.pdf/Class 1 Introduction to Statistical Learning Theory/A Taxonomy of Supervised Learning Problems/A Taxonomy of Supervised Learning Problems/Parametric Vs Non-parametric",
+                  "level": 4,
+                  "summary": "How much do we know about the model? ▶ Parametric: assume the predictor to be modeled by a finite number of unknown parameters. Goal: find the parametrization that best fits the observed data. In several scenario the goal is not in (only) having good predictions but rather use the recovered model for other purposes (e.g. identification). ▶ Non-parametric. allow the parametrization of the model to increase in complexity as more examples are observed. Goal: find an estimator with optimal generalization performance (i.e. lowest expected risk E).",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Fixed Design Vs Random Design",
+                  "path": "lec1.pdf/Class 1 Introduction to Statistical Learning Theory/A Taxonomy of Supervised Learning Problems/A Taxonomy of Supervised Learning Problems/Fixed Design Vs Random Design",
+                  "level": 4,
+                  "summary": "From experiment design... ▶ Fixed Design. Given training examples $(x_{i}, y_{i})_{i=1}^{n}$ , the goal is to achieve good estimates for $\\rho(y|x_{i})$ on the prescribed training inputs. No distribution on the input data $\\rho_{X}$ is assumed/considered. $$ \\frac {1}{n} \\sum_ {i = 1} ^ {n} \\int_ {\\mathcal {Y}} \\ell (f (x _ {i}), y) d \\rho (y | x _ {i}) $$ ▶ Random Design. Agnostic about where the learned model will be tested. The goal is to make good predictions with respect to the distribution $\\rho(x,y)$ .",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Inductive Vs Transductive Learning",
+                  "path": "lec1.pdf/Class 1 Introduction to Statistical Learning Theory/A Taxonomy of Supervised Learning Problems/A Taxonomy of Supervised Learning Problems/Inductive Vs Transductive Learning",
+                  "level": 4,
+                  "summary": "Do we have access to the test set in advance? Transductive: the goal is to achieve good prediction performance on a prescribed set of test points $(\\tilde{x}_{j})_{j=1}^{n_{test}}$ provided in advance. Transductive learning ignores the effect of $\\rho_{X}$ on the risk but focuses only on $$ \\frac {1}{n _ {t e s t}} \\sum_ {j = 1} ^ {n _ {t e s t}} \\int_ {\\mathcal {Y}} \\ell (f (\\tilde {x} _ {j}), y) d \\rho (y | \\tilde {x} _ {j}) $$ ▶ Inductive Agnostic about where the learned model will be tested. The goal is to make good predictions with respect to the distribution $\\rho(x, y)$ .",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Offline∕Batch Vs Online∕Adversarial Learning",
+                  "path": "lec1.pdf/Class 1 Introduction to Statistical Learning Theory/A Taxonomy of Supervised Learning Problems/A Taxonomy of Supervised Learning Problems/Offline∕Batch Vs Online∕Adversarial Learning",
+                  "level": 4,
+                  "summary": "How do we observe samples from $\\rho$ ? ▶ Offline/Batch: a finite sample of input-output examples independently and identically distributed. Goal: minimize prediction errors on new examples ▶ Online/Adversarial: We observe one input, propose a prediction and then observe the output. Goal: minimize the regret (i.e. choose the estimator that would have made less mistakes). Note. The distribution could be adversarial: $\\rho(y|x, f(x))$ instead of $\\rho(y|x)$ can make things “hard” for us.",
+                  "chunk_count": 1,
+                  "children": []
+                }
+              ]
+            }
+          ]
+        },
+        {
+          "title": "Wrapping up This class:",
+          "path": "lec1.pdf/Class 1 Introduction to Statistical Learning Theory/Wrapping up This class:",
+          "level": 2,
+          "summary": "This class: ▶ Motivations and Examples Formulating the learning problem ▶ Brief introduction to Learning Theory ▶ A Taxonomy of supervised learning problems Next class: overfitting and the need for regularization...",
+          "chunk_count": 1,
+          "children": []
+        }
+      ]
+    }
+  ],
+  "resources": {
+    "images": [
+      {
+        "path": "images/image-1-Housing Prices Scatter Plot.jpg",
+        "summary": "image-1 Chart Title: housing prices X-Axis Label: square feet (Range: 500 to 5000) Y-Axis Label: price (in $1000) (Range: 0 to 1000) Data Points: Blue 'x' markers representing individual data points. Notable Patterns: The chart displays a positive correlation between house size and price; as square footage increases, the price tends to increase. Most data points are clustered between 1000-3000 square feet and $200k-$600k."
+      },
+      {
+        "path": "images/image-2-__details_.jpg",
+        "summary": "image-2 </details> <details>0"
+      },
+      {
+        "path": "images/image-3-graph LR _.jpg",
+        "summary": "image-3 graph LR <details>0"
+      },
+      {
+        "path": "images/image-4-Image Type_ Photo.jpg",
+        "summary": "image-4 Title: Image Grid of Objects and Scenes - Row 1 (baseball): Images include a player in uniform, wooden bats, a baseball field diagram, a batter swinging, and novelty baseball bats. - Row 2 (dog): Photos show dogs with life rings, on beaches, lying on blankets, groups of dogs, close-ups, and one dog in gear. - Row 3 (basketball-hoop): Various basketball hoops including backboards, nets, rims, and scenes with balls; includes text \"America Conference\". - Row 4 (Kayak): Kayaks in water, people kayaking near waterfalls, colorful kayaks lined up, and kayaks loaded on vehicles. - Row 5 (traffic light): Traffic lights at intersections, digital displays, pedestrian signals, and traffic control panels."
+      },
+      {
+        "path": "images/image-5-Visual Data Grid.jpg",
+        "summary": "image-5 A large grid of small thumbnail images displaying a diverse collection of subjects. The top half primarily features nature scenes, including flowers, plants, and landscapes. The bottom half contains a wide variety of objects such as tools, musical instruments, vehicles, furniture, clothing, and household items."
+      },
+      {
+        "path": "images/image-6-Grid of nu.jpg",
+        "summary": "image-6 Grid of numerous emoji icons and text, likely representing a collection of various application or service types. <details>0"
+      },
+      {
+        "path": "images/image-7-_details_ .jpg",
+        "summary": "image-7 <details> <details>0"
+      },
+      {
+        "path": "images/image-8-Coffee mug.jpg",
+        "summary": "image-8 Coffee mug Speech Recognition \"Ok Google\"0"
+      },
+      {
+        "path": "images/image-9-Newspaper .jpg",
+        "summary": "image-9 Newspaper Speech Recognition \"Ok Google\"0"
+      },
+      {
+        "path": "images/image-10-Movie Rank.jpg",
+        "summary": "image-10 Movie Ranking Speech Recognition \"Ok Google\"0"
+      },
+      {
+        "path": "images/image-11-user_127 _.jpg",
+        "summary": "image-11 user:127 <details>0"
+      },
+      {
+        "path": "images/image-12-_details_ .jpg",
+        "summary": "image-12 <details> ## Formulating The Learning Problem0"
+      },
+      {
+        "path": "images/image-13-_summary_n.jpg",
+        "summary": "image-13 <summary>natural_image</summary> ## Formulating The Learning Problem0"
+      },
+      {
+        "path": "images/image-14-Loss Functions Comparison.jpg",
+        "summary": "image-14 - Chart Title: Comparison of Square Loss, Absolute, and Epsilon-insensitive loss functions - X-axis: Error values ranging from -1.0 to 1.0 - Y-axis: Loss values ranging from 0.0 to 1.0 - Curves displayed: * Square Loss (blue curve): Parabolic shape increasing quadratically with error * Absolute (purple line): Linear V-shape representing absolute value function * ε-insensitive (yellow line): Flat region near zero with linear increase outside the epsilon margin - Legend identifies all three loss function types"
+      },
+      {
+        "path": "images/image-15-Exponential Functions Graph.jpg",
+        "summary": "image-15 - Chart Title: None visible - Axes: - X-axis: Range from approximately -0.5 to 2, with major tick marks at 0, 1, and 2. - Y-axis: Range from 0 to above 2.0, with labeled ticks at 0.5, 1.0, 1.5, and 2.0. - Key Data Points & Features: - All plotted curves intersect at the point (0, 1). - One curve is a horizontal line at y = 1. - Two curves show exponential decay (decreasing as x increases), one steeper than the other. - One curve shows exponential growth (increasing as x increases) and intersects the decaying curves again near x = 1.5. - Context: The graph illustrates the behavior of different exponential functions passing through the common point (0, 1)."
+      }
+    ],
+    "tables": [
+      {
+        "path": "tables/table-0 Housing Data.html",
+        "summary": "table-1 The table shows living area in square feet and corresponding house prices in thousands of dollars for several properties."
+      },
+      {
+        "path": "tables/table-1 House Price Data.html",
+        "summary": "table-2 The table shows house prices (in $1000) vs. square footage. Price rises from $200k at 1000 sq ft to $700k at 3000 sq ft, then declines symmetrically back to $200k at 5000 sq ft."
+      },
+      {
+        "path": "tables/table-2 Loss Functions.html",
+        "summary": "table-3 The table compares three loss functions (Square, Absolute, ε-insensitive) across x values from -1.0 to 1.0, showing symmetric values with ε-insensitive loss being lower at extremes."
+      },
+      {
+        "path": "tables/table-3 Data Table.html",
+        "summary": "table-4 The table shows three rows of data with columns x, Line 1, Line 2, Line 3, and Line 4. Row 0 has all 1.0, row 1 has all 0.0, and row 2 has 1.0, 0.5, 0.2, 0.3."
+      }
+    ]
+  }
+}
diff --git a/apps/api/app/data/demo_documents/stem-introduction-statistical-learning-theory/full.md b/apps/api/app/data/demo_documents/stem-introduction-statistical-learning-theory/full.md
new file mode 100644
index 000000000..f72565ab6
--- /dev/null
+++ b/apps/api/app/data/demo_documents/stem-introduction-statistical-learning-theory/full.md
@@ -0,0 +1,658 @@
+# Class 1 Introduction to Statistical Learning Theory
+
+Carlo Ciliberto
+Department of Computer Science, UCL
+
+October 5, 2018
+
+## Administrative Info
+
+▶ Class times: Fridays 14:00 - 15:30 $^{1}$  
+▶ Location: Ground Floor Lecture Theater, Wilkins Building $^{2}$  
+▶ Office hours: (Time TBA), 3rd Floor Hub room, CS Building, 66 Gower street.  
+TA: Giulia Luise  
+Website: ccilib er.github.io/intro-stl  
+email(s): ccilib er@gmail.com, g.luise.16@ucl.ac.uk  
+▶ Workload: 2 assignments (50%) and a final exam (50%). Final exam requires to choose 3 problems out of 6. At least one problem from each “sides” of this course (RKHS or SLT) \*must\* be chosen.
+
+## Course Material
+
+Main resources for the course:
+
+Classes  
+Slides
+
+Books and other Resources:
+
+S. Shalev-Shwartz and S. Ben-David Understanding Machine Learning: From Theory to Algorithms (Online Book). Cambridge University Press, 2014.  
+▶ O. Bousquet, S. Boucheron and G. Lugosi Introduction to Statistical Learning Theory (Tutorial).  
+T. Poggio and L. Rosasco course slides and videos from MIT 9.520: Statistical Learning Theory and Applications.  
+P. Liang course notes from Stanford CS229T: Statistical Learning Theory.
+
+## Prerequisites
+
+▶ Linear Algebra: familiarity with vector spaces, matrix operations (e.g. inversion, singular value decomposition (SVD)), inner products and norms, etc.  
+▶ Calculus: limits, derivatives, measures, integrals, etc.  
+▶ Probability Theory: probability distributions, conditional and marginal distribution, expectation, variance, etc.
+
+## Statistical Learning Theory (SLT)
+
+SLT addresses questions related to:
+
+What does it mean for an algorithm to learn.  
+What we can/cannot expect from a learning algorithm.  
+▶ How to design computationally & statistically efficient algorithms.  
+What to do when a learning algorithm does not work...
+
+SLT studies theoretical quantities that we don't have access to:
+
+It tries to bridge the gap between the unknown functional relations governing a process and our (finite) empirical observations of it.
+
+## Motivations and Examples: Regression
+
+<table><tr><td>Living area (feet $^{2}$ )</td><td>Price (1000$s)</td></tr><tr><td>2104</td><td>400</td></tr><tr><td>1600</td><td>330</td></tr><tr><td>2400</td><td>369</td></tr><tr><td>1416</td><td>232</td></tr><tr><td>3000</td><td>540</td></tr><tr><td>⋮</td><td>⋮</td></tr></table>
+
+![](images/130f421007cfaaea477fe6676367db25b8f408a5fb8193f4e8bd47f92e4e84f4.jpg)
+
+<details>
+<summary>scatter plot</summary>
+
+| square feet | price (in $1000) |
+| ----------- | ---------------- |
+| 1000        | 200              |
+| 1200        | 250              |
+| 1400        | 300              |
+| 1600        | 350              |
+| 1800        | 400              |
+| 2000        | 450              |
+| 2200        | 500              |
+| 2400        | 550              |
+| 2600        | 600              |
+| 2800        | 650              |
+| 3000        | 700              |
+| 3200        | 650              |
+| 3400        | 600              |
+| 3600        | 550              |
+| 3800        | 500              |
+| 4000        | 450              |
+| 4200        | 400              |
+| 4400        | 350              |
+| 4600        | 300              |
+| 4800        | 250              |
+| 5000        | 200              |
+</details>
+
+Image credits: coursera
+
+## Motivations and Examples: Binary Classification
+
+Spam detection: Automatically discriminate spam vs non-spam e-mails.
+
+![](images/933c4cfa11e9b6b09b80ddad813e476c342506f43c76addb08ee2c3572cef92c.jpg)
+
+<details>
+<summary>flowchart</summary>
+
+```mermaid
+graph LR
+  A["Stacked Document"] --> B["{ legit, spam}"]
+```
+</details>
+
+Image Classification
+
+![](images/899609955dd03e4c21fb21432eab58790a1f67b1c381b757d9380d40b107d30b.jpg)
+
+<details>
+<summary>text_image</summary>
+
+f : 
+→ {dog, not dog}
+</details>
+
+## Motivations and Examples: Multi-class Classification
+
+Identify the category of the object depicted in an image.
+
+Example: Caltech 101
+
+![](images/b73272eefd03c715ce737ff948f4134759e71d88a36eced7bcb7d9a005b51f02.jpg)
+
+## Motivations and Examples: Multi-class Classification
+
+Scaling things up: detect correct object among thousands of categories. ImageNet Large Scale Visual Recognition Challenge
+
+![](images/c49218950f69d09bcbf89b28e7feb5ecb3ba222777df2ace4ac9b97f9487fb88.jpg)
+
+<details>
+<summary>text_image</summary>
+
+Grid of numerous emoji icons and text, likely representing a collection of various application or service types.
+</details>
+
+## Motivations and Examples: Structured Prediction
+
+## Image Captioning
+
+(also Localization Segmentation Classification)
+
+![](images/25476d2009878f7a2e04bf7c55086a7c487132079fc2fd0594393228659457ae.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+Cat sitting at a desk with papers and a cup, viewed through a window with curtains (no visible text or symbols)
+</details>
+
+![](images/2c299d79f71e9b33d82df388ffa2c92c0454718c9def6fcfa7bf9166786c36b4.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+A cat sitting at a desk with a book, viewed through a window (no visible text or symbols)
+</details>
+
+Gray striped cat
+
+Business suit
+
+Coffee mug
+
+Newspaper
+
+Movie Ranking
+
+NETFLIX
+
+user:127
+
+![](images/b459366b99a647b3228e24d712bdbed7960a5000d2636990f6f9ae69b333301d.jpg)
+
+![](images/46f73a7eab5bea2922df3ec9989cc3d858e8b9dd5280086ea72441d93e85f638.jpg)
+
+![](images/e8bb55e54ca29d04d82c2bf1b521cc63a2cbedd0a86db911cb99d08d4b54a1ce.jpg)
+
+Speech Recognition "Ok Google"
+
+![](images/e6f03e84ca7dcee4c061f343371cc6b235116ee114ce0172b82464b7144cd8f2.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+Abstract blue waveform visualization with no text or symbols
+</details>
+
+Protein Folding
+
+![](images/b01a930ba66ad1ecf8aafc1df14ffd85b78f8105dafa245723557e1d712dfba9.jpg)
+
+![](images/f222c147bee68cd28f4291bef0775a0f8335ca96ad13eaf890dfc15c074d0043.jpg)
+
+## Formulating The Learning Problem
+
+## Formulating the Learning Problem
+
+## Main ingredients:
+
+▶ X input and Y output spaces.  
+▶ ρ unknown distribution on $X \times Y$ .  
+$\ell : \mathcal{Y} \times \mathcal{Y} \to \mathbb{R}$ a loss function measuring the discrepancy $\ell(y, y')$ between any two points $y, y' \in \mathcal{Y}$ .
+
+We would like to minimize the expected risk
+
+$$
+\underset {f: \mathcal {X} \to \mathcal {Y}} {\text { minimize }}   \mathcal {E} (f) \quad \mathcal {E} (f) = \int_ {\mathcal {X} \times \mathcal {Y}} \ell (f (x), y) d \rho (x, y)
+$$
+
+The expected prediction error incurred by a predictor $^{3}$ $f : X \to Y$ .
+
+## Input Space
+
+## Linear Spaces
+
+Vectors  
+Matrices  
+Functions
+
+## "Structured" Spaces
+
+▶ Strings  
+▶ Graphs  
+Probabilities  
+▶ Points on a manifold  
+▶ ...
+
+## Output Space
+
+## Linear Spaces, e.g.
+
+▶ $\mathcal{Y} = R$ regression  
+▶ $Y = \{1, \ldots, T\}$ classification  
+$\mathcal{Y} = \mathbb{R}^{T}$ multi-task
+
+## "Structured" Spaces, e.g.
+
+▶ Strings  
+Graphs  
+Probabilities  
+Orders (i.e. Ranking)  
+▶ ...
+
+## Probability Distribution
+
+Informally: the distribution $\rho$ on $X \times Y$ encodes the probability of getting a pair $(x, y) \in \mathcal{X} \times \mathcal{Y}$ when observing (sampling from) the unknown process.
+
+Throughout the course we will assume $\rho(x,y)=\rho(y|x)\rho_{\mathcal{X}}(x)$
+
+▶ $\rho_{\mathcal{X}}(x)$ marginal distribution on X.  
+▶ $\rho(y|x)$ conditional distribution on Y given $x \in X$ .
+
+## Conditional Distribution
+
+$\rho(y|x)$ characterizes the relation between a given input x and the possible outcomes y that could be observed.
+
+In noisy settings it represents the uncertainty in our observations.
+
+Example: $y = f_{*}(x) + \epsilon$ , with $f_{*} : X \to R$ the “true” function and $\epsilon \sim \mathcal{N}(0, \sigma)$ Gaussian distributed noise. Then:
+
+$$
+\rho (y | x) = \mathcal {N} (f _ {*} (x), \sigma)
+$$
+
+# Loss Functions
+
+The loss function
+
+$$
+\ell : \mathcal {Y} \times \mathcal {Y} \rightarrow [ 0, + \infty)
+$$
+
+represents the cost $\ell(f(x), y)$ incurred when predicting $f(x)$ instead of y.
+
+It is part of the problem formulation:
+
+$$
+\mathcal {E} (f) = \int \ell (f (x), y) d \rho (x, y)
+$$
+
+The minimizer of the risk (if it exists) is “chosen” by the loss.
+
+# Loss Functions for Regression
+
+$$
+L (y, y ^ {\prime}) = L (y - y ^ {\prime})
+$$
+
+▶ Square loss $L(y, y') = (y - y')^{2}$ ,  
+▶ Absolute loss $L(y, y') = |y - y'|$ ,  
+▶ ε-insensitive $L(y, y') = \max(|y - y'| - \epsilon, 0)$ ,
+
+![](images/154a0bee1083f4c26439233b1afe778c7b25a0d7626c8cb51f3e20bdf8dff08f.jpg)
+
+<details>
+<summary>line chart</summary>
+
+| x    | Square Loss | Absolute | ε - insensitive |
+| ---- | ----------- | -------- | --------------- |
+| 1.0  | 1.0         | 1.0      | 0.7             |
+| 0.5  | 0.2         | 0.4      | 0.2             |
+| 0.0  | 0.0         | 0.0      | 0.0             |
+| 0.5  | 0.2         | 0.4      | 0.2             |
+| 1.0  | 1.0         | 1.0      | 0.7             |
+</details>
+
+# Loss Functions for Classification
+
+$$
+L (y, y ^ {\prime}) = L (- y y ^ {\prime})
+$$
+
+▶ 0-1 loss $L(y, y') = \mathbf{1}_{\{-yy' > 0\}}$  
+▶ Square loss $L(y, y') = (1 - yy')^{2}$ ,  
+▶ Hinge-loss $L(y, y') = \max(1 - yy', 0)$ ,  
+▶ logistic loss $L(y, y') = \log(1 + \exp(-yy'))$ ,
+
+![](images/ee108933fe14119599a5efa57665e51009c4875b53d10c79e157a603e1e1575b.jpg)
+
+<details>
+<summary>line chart</summary>
+
+| x    | Line 1 | Line 2 | Line 3 | Line 4 |
+| ---- | ------ | ------ | ------ | ------ |
+| 0    | 1.0    | 1.0    | 1.0    | 1.0    |
+| 1    | 0.0    | 0.0    | 0.0    | 0.0    |
+| 2    | 1.0    | 0.5    | 0.2    | 0.3    |
+</details>
+
+— 01 loss  
+— square loss  
+— Hinge loss  
+— Logistic loss
+
+## Formulating the Learning Problem
+
+The relation between X and Y encoded by the distribution $\rho$ is unknown in reality. The only way we have to access a phenomenon is from finite observations.
+
+The goal of a learning algorithm is therefore to find a good approximation $f_{n}: X \to Y$ for the minimizer of expected risk
+
+$$
+\inf _ {f: \mathcal {X} \to \mathcal {Y}} \mathcal {E} (f)
+$$
+
+from a finite set of examples $(x_{i}, y_{i})_{i=1}^{n}$ sampled independently from $\rho$ .
+
+## Defining Learning Algorithms
+
+Let $S = \bigcup_{n \in N} (\mathcal{X} \times \mathcal{Y})^n$ be the set of all finite datasets on $\mathcal{X} \times \mathcal{Y}$ . Denote F the set of all measurable functions $f: \mathcal{X} \to \mathcal{Y}$ . A learning algorithm is a map
+
+$$
+\begin{array}{l} A: \mathcal {S} \to \mathcal {F} \\ S \mapsto A (S): \mathcal {X} \to \mathcal {Y} \\ \end{array}
+$$
+
+To highlight our interest in studying the relation between the size of a training set $S = (x_{i}, y_{i})_{i=1}^{n}$ and the corresponding predictor produced by an algorithm A, we will often denote (with some abuse of notation)
+
+$$
+f _ {n} = A \left(\left(x _ {i}, y _ {i}\right) _ {i = 1} ^ {n}\right)
+$$
+
+## Non-deterministic Learning Algorithms
+
+We can also consider stochastic algorithms, where the estimator $f_{n}$ is not automatically determined by the training set.
+
+In these cases, given a dataset $S \in S$ , an algorithm $A(S)$ can be seen as a distribution on $\mathcal{F}$ and its output is one sample from $A(S)$ .
+
+Under this interpretation a deterministic algorithm corresponds to $A(S)$ being a Dirac's delta.
+
+# Formulating the Learning Problem
+
+Given a training set, we would like a learning algorithm to find a “good” predictor $f_{n}$ .
+
+What does “good” mean? That it has small error (or excess risk) with respect to the best solution of the learning problem.
+
+Excess Risk
+
+$$
+\mathcal {E} (f _ {n}) - \inf _ {f \in \mathcal {F}} \mathcal {E} (f)
+$$
+
+## The Elements of Learning Theory
+
+## Consistency
+
+Ideally we would like the learning algorithm to be consistent
+
+$$
+\lim _ {n \to + \infty} \mathcal {E} (f _ {n}) - \inf _ {f \in \mathcal {F}} \mathcal {E} (f) = 0
+$$
+
+Namely that (asymptotically) our algorithm “solves” the problem.
+
+However $f_{n}=A(S)$ is a random variable: the points in the training set $S=(x_{i},y_{i})_{i=1}^{n}$ are randomly sampled from $\rho$ .
+
+So what do we mean by $\mathcal{E}(f_{n})\to\inf\mathcal{E}(f)$ ?
+
+## Convergence of Random Variables
+
+Convergence in expectation:
+
+$$
+\lim _ {n \to + \infty} \mathbb {E} \left[ \mathcal {E} (f _ {n}) - \inf _ {f \in \mathcal {F}} \mathcal {E} (f) \right] = 0
+$$
+
+Convergence in probability:
+
+$$
+\lim _ {n \rightarrow + \infty} \mathbb {P} \left(\mathcal {E} (f _ {n}) - \inf _ {f \in \mathcal {F}} \mathcal {E} (f) > \epsilon\right) = 0 \quad \forall \epsilon > 0
+$$
+
+Many other notions of convergence of random variables exist!
+
+## Consistency vs Convergence of the Estimator
+
+Note that we are only interested in guaranteeing that the risk of our estimator will converge to the best possible value
+
+$$
+\mathcal {E} (f _ {n}) \to \inf _ {f \in \mathcal {F}} \mathcal {E} (f)
+$$
+
+but we are not directly interested in determining whether $f_{n} \to f^{*}$ (in some norm) where $f^{*}: X \to Y$ is a minimizer of the expected risk
+
+$$
+\mathcal {E} (f ^ {*}) = \inf _ {f: \mathcal {X} \to \mathcal {Y}} \mathcal {E} (f)
+$$
+
+Actually, the risk could even not admit a minimizer $f^{*}$ (although typically it will).
+
+This is a main difference with several settings such as compressive sensing and inverse problems.
+
+## Existence of a Minimizer for the Risk
+
+However, the existence of $f^{*}$ can be useful in several situations.
+
+Least Squares. $\ell(f(x),y)=(f(x)-y)^{2}$ . Then
+
+$$
+\mathcal {E} (f) - \mathcal {E} (f ^ {*}) = \| f - f ^ {*} \| _ {L ^ {2} (\mathcal {X}, \rho)}
+$$
+
+Lipschitz Loss. $|\ell(z,y)-\ell(z',y)|\leq L|z-z'|$
+
+$$
+\mathcal {E} (f) - \mathcal {E} (f ^ {*}) \leq L \| f - f ^ {*} \| _ {L ^ {1} (\mathcal {X}, \rho)}
+$$
+
+Convergence $f_{n} \rightarrow f^{*}$ (in $L^{1}$ or $L^{2}$ norm respectively) automatically guarantees consistency!
+
+## Measuring the “Quality” of a Learning Algorithm
+
+Is consistency enough? Well no. It does not provide a quantitative measure of how “good” a learning algorithm is.
+
+In other words, question: how do we compare two learning algorithms?
+
+Answer: via their Learning Rates, namely the “speed” at which the excess risk goes to zero as n increases.
+
+Example: Expectation
+
+$$
+\mathbb {E} \left[ \mathcal {E} (f _ {n}) - \inf _ {f \in \mathcal {F}} \mathcal {E} (f) \right] = O (n ^ {- \alpha}) \quad \text { for   some } \alpha > 0.
+$$
+
+We can compare two algorithms by determining which one has a faster learning rate (i.e. larger exponent $\alpha$ ).
+
+## Sample Complexity, Error Bounds and Tail Bounds
+
+Sample Complexity: minimum number $n(\epsilon, \delta)$ of training points the algorithm needs to achieve an excess risk lower than $\epsilon$ with at least probability $1 - \delta$ :
+
+$$
+\mathbb {P} \left(\mathcal {E} (f _ {n (\epsilon , \delta)}) - \inf _ {f \in \mathcal {F}} \mathcal {E} (f) \leq \epsilon\right) \geq 1 - \delta
+$$
+
+Error Bounds: Upper bound $\epsilon(\delta,n)>0$ on the excess risk of $f_{n}$ which holds with probability larger than $1-\delta$
+
+$$
+\mathbb {P} \left(\mathcal {E} (f _ {n}) - \inf _ {f \in \mathcal {F}} \mathcal {E} (f) \leq \epsilon (\delta , n)\right) \geq 1 - \delta
+$$
+
+Tail Bounds: Lower bound $\delta(\epsilon,n)\in(0,1)$ on the probability that $f_{n}$ will have excess risk larger than $\epsilon$
+
+$$
+\mathbb {P} \left(\mathcal {E} (f _ {n}) - \inf _ {f \in \mathcal {F}} \mathcal {E} (f) \leq \epsilon\right) \geq 1 - \delta (\epsilon , n)
+$$
+
+## Empirical Risk as a Proxy
+
+If $\rho$ is unknown... how can we say anything about $\mathcal{E}(f_n) - \inf_{f\in \mathcal{F}}\mathcal{E}(f)?$
+
+We have “glimpses” of $\rho$ only via the samples $(x_{i}, y_{i})_{i=1}^{n}$ . Can we use them to gather some information about $\rho$ (or better, on $\mathcal{E}(f)$ )?
+
+Consider function $f : X \to Y$ and its empirical risk
+
+$$
+\mathcal {E} _ {n} (f) = \frac {1}{n} \sum_ {i = 1} ^ {n} \ell (f (x _ {i}), y _ {i})
+$$
+
+A simple calculation shows that
+
+$$
+\mathbb {E} _ {S \sim \rho^ {n}} (\mathcal {E} _ {n} (f)) = \frac {1}{n} \sum_ {i = 1} ^ {n} \mathbb {E} _ {(x _ {i}, y _ {i}) \sim \rho} (\ell (f (x _ {i}), y _ {i})) = \frac {1}{n} \sum_ {i = 1} ^ {n} \mathcal {E} (f) = \mathcal {E} (f)
+$$
+
+The expectation of $\mathcal{E}_{n}(f)$ is the expected risk $\mathcal{E}(f)!$
+
+# Empirical Vs Expected
+
+How close is $\mathcal{E}_{n}(f)$ to $\mathcal{E}(f)$ with respect to the number n of training points?
+
+Consider i.i.d. random variables X and $(X_{i})_{i=1}^{n}$ . Let $\bar{X}_{n} = \frac{1}{n} \sum_{i=1}^{n} X_{i}$ . Then
+
+$$
+\mathbb {E} [ (\bar {X} _ {n} - \mathbb {E} (X)) ^ {2} ] = \operatorname{Var} (\bar {X} _ {n}) = \frac {\operatorname{Var} (X)}{n}
+$$
+
+Therefore the expected (squared) distance between the empirical mean of the $X_{i}$ and their expectation $\mathbb{E}(X)$ goes to zero as $O(1/n)$ (Assuming X to have finite variance).
+
+If $X_{i} = \ell (f(x_{i}),y_{i})$ , we have $\bar{X}_n = \mathcal{E}_n(f)$ and therefore
+
+$$
+\mathbb {E} [ (\mathcal {E} _ {n} (f) - \mathcal {E} (f)) ^ {2} ] = \frac {\operatorname{Var} (\ell (f (x) , y))}{n}
+$$
+
+## Empirical Vs Expected Risk
+
+If $X_{i} = \ell(f(x_{i}), y_{i})$ , we have $\bar{X}_{n} = \mathcal{E}_{n}(f)$ and therefore
+
+$$
+\mathbb {E} [ (\mathcal {E} _ {n} (f) - \mathcal {E} (f)) ^ {2} ] = \frac {\mathrm{Var} (\ell (f (x) , y))}{n}
+$$
+
+In particular
+
+$$
+\mathbb {E} [ | \mathcal {E} _ {n} (f) - \mathcal {E} (f) | ] \leq \sqrt {\frac {\mathrm{Var} (\ell (f (x) , y))}{n}}
+$$
+
+## Empirical Vs Expected
+
+Assume for simplicity that there exists a minimizer $f_{*}: X \to Y$ of the expected risk
+
+$$
+\mathcal {E} (f _ {*}) = \inf _ {f \in \mathcal {F}} \mathcal {E} (f)
+$$
+
+For any function $f : X \to Y$ we can decompose the excess risk as
+
+$$
+\begin{array}{l} \mathcal {E} (f) - \mathcal {E} (f _ {*}) = \\ \mathcal {E} (f) - \mathcal {E} _ {n} (f) + \mathcal {E} _ {n} (f) - \mathcal {E} _ {n} (f _ {*}) + \mathcal {E} _ {n} (f _ {*}) - \mathcal {E} (f _ {*}), \\ \end{array}
+$$
+
+recalling the definition $\mathcal{E}_{n}(f):=\frac{1}{n}\sum_{i=1}^{n}\ell(f(x_{i}),y_{i})$ of the empirical risk. Note that this in particularly then also holds for $f_{n}$ , which we will use below. We can therefore leverage on the statistical relation between $E_{n}$ and E to study the expected risk in terms of the empirical risk.
+
+This perspective leads to one of the most well-established strategies on SLT: Empirical Risk Minimization
+
+## Empirical Risk Minimization
+
+Let $f_{n}$ be the minimizer of the empirical risk
+
+$$
+f _ {n} = \underset {f \in \mathcal {F}} {\operatorname{argmin}} \mathcal {E} _ {n} (f)
+$$
+
+Then we automatically have $\mathcal{E}_{n}(f_{n}) - \mathcal{E}_{n}(f_{*}) \leq 0$ (for any choice of training set).
+
+Then
+
+$$
+\mathbb {E} \mathcal {E} (f _ {n}) - \mathcal {E} (f _ {*}) \leq \mathbb {E} \mathcal {E} (f _ {n}) - \mathcal {E} _ {n} (f _ {n}) \quad (\text { why? })
+$$
+
+We can focus on studying only the generalization error
+
+$$
+\mathbb {E} \mathcal {E} (f _ {n}) - \mathcal {E} _ {n} (f _ {n})
+$$
+
+# Generalization Error
+
+How can we control the generalization error
+
+$$
+\mathcal {E} _ {n} (f _ {n}) - \mathcal {E} (f _ {n})
+$$
+
+with respect to the number n of examples?
+
+This question is far from trivial...
+
+(and it is one of the main subject of SLT)
+
+Indeed, $E_{n}$ and $f_{n}$ both depend on the sampled training data. Therefore, we cannot use the result
+
+$$
+\mathbb {E} \left[ \left. \left| \mathcal {E} _ {n} (f _ {n}) - \mathcal {E} (f _ {n}) \right| \right] \leq O (1 / \sqrt {n}) \right.
+$$
+
+which indeed will not be true in general... (next class).
+
+## A Taxonomy of Supervised Learning Problems
+
+## A Taxonomy of Supervised Learning Problems
+
+In practice we can have many different problems and scenarios:
+
+Parametric Vs Non-parametric learning  
+▶ Fixed design Vs random design  
+▶ Transductive Vs inductive learning  
+▶ Offline/batch Vs online/adversarial learning
+
+Different goals and assumptions but similar tools to study/solve them!
+
+## Parametric Vs Non-parametric
+
+How much do we know about the model?
+
+▶ Parametric: assume the predictor to be modeled by a finite number of unknown parameters. Goal: find the parametrization that best fits the observed data. In several scenario the goal is not in (only) having good predictions but rather use the recovered model for other purposes (e.g. identification).  
+▶ Non-parametric. allow the parametrization of the model to increase in complexity as more examples are observed. Goal: find an estimator with optimal generalization performance (i.e. lowest expected risk E).
+
+## Fixed Design Vs Random Design
+
+From experiment design...
+
+▶ Fixed Design. Given training examples $(x_{i}, y_{i})_{i=1}^{n}$ , the goal is to achieve good estimates for $\rho(y|x_{i})$ on the prescribed training inputs. No distribution on the input data $\rho_{X}$ is assumed/considered.
+
+$$
+\frac {1}{n} \sum_ {i = 1} ^ {n} \int_ {\mathcal {Y}} \ell (f (x _ {i}), y) d \rho (y | x _ {i})
+$$
+
+▶ Random Design. Agnostic about where the learned model will be tested. The goal is to make good predictions with respect to the distribution $\rho(x,y)$ .
+
+## Inductive Vs Transductive Learning
+
+Do we have access to the test set in advance?
+
+Transductive: the goal is to achieve good prediction performance on a prescribed set of test points $(\tilde{x}_{j})_{j=1}^{n_{test}}$ provided in advance. Transductive learning ignores the effect of $\rho_{X}$ on the risk but focuses only on
+
+$$
+\frac {1}{n _ {t e s t}} \sum_ {j = 1} ^ {n _ {t e s t}} \int_ {\mathcal {Y}} \ell (f (\tilde {x} _ {j}), y) d \rho (y | \tilde {x} _ {j})
+$$
+
+▶ Inductive Agnostic about where the learned model will be tested. The goal is to make good predictions with respect to the distribution $\rho(x, y)$ .
+
+## Offline/Batch Vs Online/Adversarial Learning
+
+How do we observe samples from $\rho$ ?
+
+▶ Offline/Batch: a finite sample of input-output examples independently and identically distributed. Goal: minimize prediction errors on new examples  
+▶ Online/Adversarial: We observe one input, propose a prediction and then observe the output. Goal: minimize the regret (i.e. choose the estimator that would have made less mistakes).
+
+Note. The distribution could be adversarial: $\rho(y|x, f(x))$ instead of $\rho(y|x)$ can make things “hard” for us.
+
+## Wrapping up
+
+## This class:
+
+▶ Motivations and Examples  
+Formulating the learning problem  
+▶ Brief introduction to Learning Theory  
+▶ A Taxonomy of supervised learning problems
+
+Next class: overfitting and the need for regularization...
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/stem-introduction-statistical-learning-theory/images/image-1-Housing Prices Scatter Plot.jpg b/apps/api/app/data/demo_documents/stem-introduction-statistical-learning-theory/images/image-1-Housing Prices Scatter Plot.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..bfd00b70c566225b60a88a83b56e1474458e083c
GIT binary patch
literal 11300
zcmeHtbzGF&-tRLE&5)7;0s=})3kVD$r6MIYAfTYq-2y`hBGL#*cZVWFw=|+4F|;&@
zG!jxX@37DDZuPwH*?Zr+&;94#htC3@S!>qwi|_j7gC0fC0Ax25RTKdb2mnBs9{@c8
z$OHJexOliY_;`4D1O)hm5K3YQ5fOxr;v6X@<9VhFjOQ5`nA!L)GhgIkWnkdA%E`ko
zAS^7*bXi<VOi+?fNLcV}6A%Fb0fY!bOH52F$il!P_?ItqGeC|Hx&z7vgDwJC<RCCP
z2;BxSVd%sG{dNKWyg*oBY#dxXd;&ru%z_Fs01E^LV_}1FaImp4tGzMv05&-e1&e?z
z?m3Nnco!Wg1^uEj@LA=`TBtNXZm|j7cl0M9q^6;zJI{XUG6yG@u!!hYF>wj`>k5iW
z$|^Us?r7`i>gmHw%^o~_WNu;U<m}?==I-Gc@FXzkY4Ed<=$IF=aq%w`5;L>1b8_?Y
z3ku(qBPuGZs%vWBwzjo*bar+33=9qpBS%KZ#%Jf|7Z#V6Kd*e*-ub$_w}0^M@aT*$
z5CHxMTbSSfVC)yZ$T56jVPk`_@y_@HVYy)jm>e62MF5vVRs-*z!?}xse)yDfQ5j_|
z1gt`uTU7TQKN3>23D2@`pRx8EXMc_{|Nkw{{ug7v^ED1Yz#xqBz~lfFI4C%8G8!T_
z>NdFu&&b`ZLj$Q~XkdCC4YUol790)qW7BV-f#oOAgKubHTiEWW1-t71fA)8A{U1nU
zSk+D=?be$RtH(|btZEECddw7bzG7^CdfeND?Il^Y=e?K5vLof#4xvaJh%SA3vy^u}
z%x~x?b$x8yM7hhO0eA!&IA=ID5^i&^T6EP)jD0EiM!V=nSOUCWC^|130S%iA`EpHn
z&~{w^b{D>YpOCErv)44o1ry1A+`!W2-N}`!Q)r+MAHKPb2IkDC-Ozv}3mRzZL<7%?
z#ZQbOFzv9Nl><%h;x1}tbwO*Lhuys4!Jg;Fi(Z9kYEYJ~97x|8K=5;0<35DYFmD_x
zI*kl|#WT(RX`?Lf>65LeC^W!?x>V!#&CiNq;H~q!LAD$6g)i>25mo0AuT1ASODGml
zm*pyW6RxWW?Zgp>GPq!eV5|Mer{Zzb;VkJX3VNcdrU1zPKR%^^kpc4;9|R)c?Bs$J
zDAmF2abg!O9!9Z-;p$J$fWD{{8c&QvPjQOjTP)CyBKKn3t;$SN_on<3<MLLFqD|32
zqXM9X`t%VEeCEa6`4OOm;dbU|V3)cK4KzPN1Lte@-Qmlj@Pn?bwJi)#XwkrClnf;r
zs6xPxi1g6Fj2t|S>4&G3dZ#iS&NH3va1tZf$QLj;@(KY8P8+h&KtBv~hjs46{HF(s
zNL7SVBVRYODw1DJXIH$9%k_VOI4*iCeBN}uC+5wMqO*{`EI(27w~2t`SQ7fR1A4rm
zjssm^XF~ZSq2I{T=9TvMF{f76is=MjZMz`-wLkUC;QqrmcH$bHfaz{QV;||sb_D8>
z5~OzgSP2cJS45z&FMs>^lMF4F$7V6sTL5FdFGl>JO!au({$*{7FR;gfCe0#m8OZzh
ziu=mluk=2e%GxkLDL)=MZV*7$Uitkia+PGflkpc|59Y5=AWUp{oX|jo&kIl>W14>^
zIktpEup1@TotZMWgAEmE*rg)7SsTsv^(2kgzNyjeJPPr#m+Ac&)(sb2OJjZqh|=%G
z`HDl=Ug1?H<*a<Qq;@i}=!LOGFA37da@~YaU*C>cfeCics;r~>*gIZ)blRbdVMtCz
z)gz~W-{1%Ch^Otvr_0^>&2R^B@9*4ZSE~s%#Xxz;OX{9=B{KfVnZMNjnFJs-(s0)b
zpLjrRF;|;#-n>)f>hHVxa-xBs0S^5U$%fxGrtuy2>4fkf&>iuE8g-@rsVFK)CD~13
z3fg|!m#;xe;+oJBK>jCX{Q`KW|6WjkA7xsGqp}VZ8DTUOtP30{YT}52-0yt-8zdH`
zJ$j0A|Lwqj=j=~IFe|l(V0|ID!&f4<OQRjo{kP`{5%>Bc*P%u-#QWpzzlE;h&kHJ9
z`WIcC@5Me4$My`+=(Zz`o34q-K#}V=Qidwb-WB9`q{g93Cl2Ar^d)nF!eFvPrxxbm
zgl*B9eDe{9irQB88bo#cJ+10`b3Lcj*Z`Ng64)@`{9VOy(+B5nm*bDnm~o|X0Pd3W
z5gJBMJ}R!!ebkR<rVv#09M&E{EQE6)-;T0fX=EqoBX3Y*VDj|#om)U|x-g#8S6L2n
z5%qUb9^!nGK<D*Fc6lSbac`=5r~AUgr#;rEQ!P!fj%~)AimIRrMgLD6iFc-0t`izA
zI64d=_m~MW^!_IXb6vFF%q3bcWGAaVEMqn_4YD#uD=oJTi$Ik$29-;Spn;3X6f|I{
z<11pG83LS%%K}epFDD%<#D8alo``dkkKUSJaX@+W10^J}#qRv5(mBbv_^xdVTT_7o
zD`$XWGpJ*dUy{PRS{UTkZoI=|$+Y+GC}gzsrp`7_Y0>Pu5l3eA^PZ>f7BQAxNx`4;
zqy)2_0y=Mz-@T>PZl5$8%Vs$5$j=H51XM7d?aaIV-2-fVYT!-$(A^59P;w1bU1D65
zO7E_p8_TMRk24B7Lc)WTrRfHP#c^@ci7kJ^4HkW!OZ}VFv2G$^8#-pNui~|B!$L1;
zMffK@B+A7qvfH&MSn}H_pq2No8O-{rj*x>W*)?l+cR-jJW?XSodewo_idp?)sJKlQ
zI8|@QyXdvHHmy3aPZc%y>X2H5^l0%^!TN9K_q+VS?Aqop1^xLwL*8%oojixRo!Y|&
z;d?f_A_=pY$0Ih6<`AGFjKHx-@>XvuOQe<X0+eQ+!;F?h&r68Zs}L9mkzkXp+-TDz
zpou3{vuR{Q`lP~qcf|zN5%t6m*?TpLuKZ;nk?4?PAqaa>aMF1xu;Hl<2^wg>jN%NF
zN7cYJ45*g5v!+JP$Jb)?L{g7UqE#By#vgp8P4Ll#KgoY*vflx`lJ&n7Bvr!Q<CM}D
zih6+`7s7!7-`_uQn~o}v&i8JO{3Z$qSc4mpDo8s~`87e0DYQg=tGP4Cc{Uj}>+vfJ
zfXomMFw+mvE{0RVyUOz6BUip~-~W#s+cQ&e9u0h%_-rNAYP`d1F}>GrrHTfItNM|T
zf|?d!gH5X;{kSER8Z!82diyOr1Tn0#%3f?`4%f`)j-9037uz%>a!)e~xD~y<v3@}$
z$e>HFrD|P(1$2jal6oPa567y%HuQYarG$He25gn0A1bqj2|sd@llQ-3;*-iZ2%TF(
zZdUM;>W0tV^w2JDZ?ht6c`hipW*U=LGqQTOmz29RA(LFx=d<^uw-rsBsA!xI{jkwE
zlGf<KG`AA1=6Y0jr<TDkJ_p9E{9S`9Jj2b&hK<P1dJvCI95@MxNJ0Z8BRe9VA^C`u
z@oF4O4b3z7W7F6P%G~0AW`M`sIQ}Qio~1Z@IQ~MM1+`ee?IS1Obdv00B4e_Zt5pOz
z4ZEtWXrKs>d&%vP;CRyWp|9}g{8HPCh>Ex+Hv$NUnVS@qOgA*v1P#2k$RpCOe*Ado
zR+(2TssvYXJs>Pgs(d<}18X{@X+duYx*ESnRc4r4_G;`)>IEcg;6t@bj1xJkg)7xz
zJ&!{Rm;#-*3}s!I66}N>a~*0$AwqkUAYP23F}(fxK}FR*BpUUMk4<k-Y;qE`Cslae
z<a23FD<m{jtGuEa#*rEMNBa@~Y$_@|zbp~y5lyNw+)xBXz4eEm&zOxS4RW3%k@d4z
z0IW0=C_zc3zT+gB#QhZ)ZlX?uuEVc<I^mAn^65mrw5#zYy6^MOnXg=6vZ=us0eZW8
z2yYY`uWhg-D0P;SBXZZY$POH4joB#UZWej>O-Z@23^{JmgvfikmIE1&&aAhoQC8kh
zl?7sU4bR=a7BITHM^9TJCHm#9*WpzG;Va>FdSvhv$JS<nL!rz2K^-;n#3Qk`!Ef4R
zaAcUAXIw5+jA<y7TvgxtHXzKXW9m8>V9OGyk9DZ=l(#CpzHE6^_kkXY3k^h>s-uBY
z;~|}PfKo%@FAaGoE1U%*?Y8^MUsFo@PnA5wcT}v`ZW_o9D*NI@u*L27?LouDU)dnH
zZHVSv=?KD=_l~qf>Z&J_Ojs(SmMX$kXiVQM#$%ftIcaGq+#L4Bh}8G&<Zz{Y$|6o_
zBkL-KxsJcw@RllE6v+zvpidQXD=N)1ACXoM&d&^qB;=y6NhQ)}54&0$8i+cm5bg2c
zv!Sps-AO5b*{8jnaZtGERo|?a8Nwy={XANy{lmmS|E-CkOJz=meS>SfoOowXK`njf
zdXSF<L|0&Db<ai*)}EtE$!mSf?TSzxzh+T91fUOBmbyLITsp2#L7N?|bVq@XrxS3P
z9O0c+^<35-;=5N<8<;9$-NK+OSuZNR74_^SkjUOnz9h5Ivg|!y)MKi~P4O9*2n%3?
z%OP|-@oUi5ezx<zKO^~oRB0UOeh77Ca^S?ZKx-`g<JQaIPk{}-8}-_lFs35|6UJat
z-jJ`cgM4ed-Y!dT;s(86tC&5+TR-O!dMh9%?L~g~a{9Va0JbXRG0fwV_=gpNv^+o^
z8}Ub)*3!9d8tB3nI&<FTACS<dd6Q6ay_N=B4i_RWcKLW3)}YN6TilEhY$S`7^7#cr
z+Li=Qr~~Rum7)`q7>Abq-7o)7e}9crjOqe&eGB{8*dQAbwrWen|8!B&aQpg10Eux*
zSVT$g8|%6LHlGZAi)`-a(XJ_7tSP~^ppnR+9<R)D;&~j>E@q~M@Krw4wa1CCVTgdO
zEJd*d=`;8i3aYFOR2$<IGi^l~(%S4Rv&5{kkARGOX?G5xoQ&`(V^8Xt{cA@UKO}JS
zlXN?`bx)q3e|qYO%B<u#bB#X^tniF|G$6=S2C9NKbTheyr>*;>co*(bYKz}xw>blI
z<o76-bA06^?5>)9X#28wjMNAC?Fu&C%CD0u*p9YwLQf4DUX7f5)#0LDXAXLlDE77s
z4R}1&IU4@TdH0>eIc@rhn@P`uFVF{2C_1jj9JfSuRv2ZzFq_*5!W>%VKeB8;&i`uV
za)0r<=3pI6EP~75)2IkP)qd-KQ@>vI(c0CK==YG1UH5cDW9Uc#T{}(>=I!noCeyp0
zF?E{i3om$^gEkg<)-TmWiYrIfVQcov(9MwKR_kn67VriRx2ag18_OP{X#3phc?mz1
zAykx<w+pZAl}w@A`P)gZ+fwa;#qTLooo(2-+L?}9Sp%Av#{;VwTsmsJ3(P(1-JlPh
ztppqh-{NyXLhERw9er-syUmAeFngFqIKO_G1a-5wTh#MJrI?z|Ho$J)y!O~F#jWR~
zB4yVYLnS6!a25tImgQf^ojv+)o(%nqetGvD7SqL#P)y6ITmzz?hu@IMh%<5}!wj1x
zLO2S5LeY4)b4KqeE0@FuH&g<SKfrHkf8mNzxt5O6Z8la&mfd6F@h8YlTTM3X;%o-!
z;EHZx4h_vi4DRoo*|dLs@_+vs2xl_76C@z_z}k6|=5Ux4V)pIP?XH#`nvkKNUDLlt
zv3K0gb=uhQwq*y;$*sxs0cP8JN*$h>txICHs>M3m=Cs1hCUFiYTwrjTCs6)FFs{p4
zY=xA_ds^XM((BtwJ!cl0|6o#a@p67oRGQ_=Tq@_FmtgkuWLrh-M_cIx-_0mTW)j<T
zN*mT>uF#kj8IsH_fA><;uPpYTZ-YsK5^xr11eK$tmqKSdq*r#OcMpwft+98XtZUwO
zr<-{gmoGS7nJ>$_hT{-^)wUBAaI`$0Z0eJ)S6S!3O*GNPrf#q2+?S)KJ~7^EnPU>F
zn7t6Vl9>1mhT3RWuSX=_>?+lnjplgTM}~cvyquP2?Njk^e1oW~H*SZ3jKP*sNVTrE
zs!E2B$+CMV!f9nMCkUS>-R_c9)ag#4R0G#Uy*5gY`L+K(=fkT`Ji(m;zCJU3@|{o^
zU*KV*??lx8y@+dUW?xUBBT}_@1ScmyNeZsK;hwN<E9qoq-B@l~8ELT8igECIe?^A5
zy54^{>S4^i$XP+@?cED|Qu0#SG(2I#_j(*_*1VM(RP`GTxNZ3}L&Cl12qfz_$6aS2
z%i9GoKX$4VoQ2BD`>NW};x{92M8u4eqMG162v8SZs<&kh9vSr+?tZZ~|I<C_)vu}T
ztI0kHS-C2gVm2AkYw%t%8h}K43FVPFLWpF}4`FQo@6}aoT@A_o7<q>G;94qubu9I$
z7GS&G5!|f0Xc)1MpJg?*;;}G}t<UOZOIR0<6oX!sOpP7akYRX$2A)o+^t<Sr)gQ|x
z-Ggv1;_S?m7~nD9*8AEi+wOX!FpDsqREC@Nhcx2%EGL1-N?4WNUpojNk3ows+ug=2
zT4eG|jdqK;bn+dYDoqvB{pb0i5J4kB0?zPHXh7pm=6bJh;-_(X<?H;+%AE>~c!T|q
zwM-CIm2U2)_<ir9PLzg@(meBA=!Vn7*6c(tmc7fhM`f*SaNn}$%5kpnY-pp@ajt!`
zZF%XOb;p=`S%R$O{56NwX{l>2MLO|OMibA23CzP?%V?)|bGRIDY~Gtp4Jmq%FPqO3
zhP$RXL2utdUws1Q62YsxX+5U+My>jufv=KR>X4(ft!@@pv8&MJ-7Xg(dLrCJD>P3^
zttn$2b}MB2h4{E4DI3#=Of7DGEO~+u=NZP)lcGzHYORD3jSbXQ1Kr0}!RMknr}m`N
zk5gkaZ)bf%qF&kc8qibkV~Wa)6CGu_P8Ev45y>#)uA3lCa9o)+IjW*hwhykcuGt($
zRqs&tj>}h>ZU0~?ySOGX_JEG6uqUpp_<gN<mcs`}OBhG?)YO@imXUX`!WqY|erBf8
zrL*9p%|Q!5w!b*tRJc~B_h)?dcOQ<)vEBc2j;*b#=C-fB)U^~_AKzv#Iz~IQl~=Ya
zvV;ak$73wsFRti1NamvfGe5FS{YkPqCiXWn9d6$4bQyLg*P4DvJ?j^(uka$gU2-d{
zE2pffA4M*INb0?R*8}=iH|@7DM-B4W$m235%)tuSJ(T%p8bO6O!F+5y=7wq0(2a#V
ztnMBZtRRpxlp_k!qKe1G{Pq?@nqa|+8={HNRUvh}!G|^-t_979Pn%YB`8H<XR9P(B
zlwJ8`ZQr<*9^PX%^yzcoOFa|$50o=rt&=F@Qk!l{Ck}mbLvS*GpGfgSa!gEh$a(LO
z%=etJIpNDo<Evp=sd!aVTt^BFH*|!xH63MW3w7dzCZ@YtUear3E8$-z-(6Wv8)R@1
z$xzTYGMFUmnhjyvb11aO>k$~tkq+U$w85YM5aI8ksc#BdIlwe3NC$E=6KyQd!V8(d
z8nl03k12%xlw1$5R;QX1=CnnU3DxpvryYOBq&ra&kd;>P)3-b3U>GJSz-ClK#zmeL
z8G$oL@MB=a{bRY{w{wm!-D$V~s=`CQZ)M4?L&96C_E93=tj9WA2q(n0m2f8Q#nHCb
zNA2E?G!yPIS@woP1)f}e8u7?IJ13Nb4o7B;o0|!S*1xS#_?N2-Kv-m+IZj#gWvbTq
zbEkKm<7$tkLbVLohYrY7HcDUjbeGYyF0uG*<0X65&($Snh(60P#J@i7QtVF$`M43x
z7=C-Mbu!fl!IGSUti!}HFoc_mwMGd}8x|nXl|biOse*ly(8s9UNhgJ%P~mx;?U!La
zZ$+jy;%|j#G_WR&21qOi^v7DjACeZ$`#GIb^BAqN(q;bx^}@5WjZNd&O^MwJ?sYiO
z_U&9!P~Ymq)Ciyb+0rS;W$@+nbjXi&q8ehYHtM5FzoNHs2V@@h9wCD`Sa*1IJ!et{
z^GZppM39|4j-{Wc?s`7BtpH%+tlz!E-}wKpHL(6vy}4(h(Oi%VdUNF`f=;t3V&SQB
zzZRANbwydc3=G5<MAS%Sv%kT0WBF`tCA%aM`aMw;xV&Zdcyy*Cm#0HkHHDwKc7!}1
zAr#PWyjW4)u(h|>P-vGj$3i34z5D(SYH}FUfYighZO|Ny20DDNel8|me{YNmeBN||
zAA#u?{`+|glA2<Z`PQo*XyDav-<KfdPO3y!v{eLN+M1f^$<LTrC*K)e*eifniNKGj
z`Ov`DMd)@q@ew!p*hv=+WZd7xG$t{nob%8>S`aj$Kf>y#V@EtyA0TdrP+HwfCy5Jb
z{)NJbAE^iX{Nemk2GXV7A~co0&Sc;Lbbxi%UTk$WG3giLfa%QFKM|PqM+@?G^+#|f
z!@aJ$-V;dIKECe7&l@vR&3&kjcT>RxZfl8Y^zz)r^l-1kF-^&(S7<=4eHw+Wgc1fd
z{o%ZmYVm5&3WK}tW)HrsF+!<(&2wmaBC+X|hz9<RoatLX?kSbuX-yHP?^}j>tH6&O
z4PY9@|9)Pcue?;aU(nrlT|+McZ=CfoXaEmx__t82EAgRvo8xJ#oB5~v6h0rBrXWNl
z4IN7JT0e_HhJIHE?<Z0G!Mq5=5wdcBhsTJ%PM<KcWIy;DGzD;W)|E{B^oCsC{o&ec
zhBO35qMLsS61ML1ahE7AR=3OsSzT*oy+AkUi|O_f-I*{z($SJarWQisoo(=W-TG@*
z4i9E0h^$`YwAmMSfj*GtnuBlu;)Em#Inqf5?s|Tc+&26&P*PLFWYG{Lr!%IO6ui|X
znp|wM4E02Ki4<GLC%!K<y4z!$TwPtxx){#voBeVepU0uEhOwx=c{it1JQsnNe^z~x
zBhUo3bmG>}E$bnf--OwUaK_C(s3+r>X|hP*qcaT+y+F9nSTw-VjxVA274*vT()Dwe
z2jsB2h;;&A@S5YC{9-_rUyUil(eX(7=Rq}xEdBQ`X;O2VhqP?-1&oCoc<DJ==~8-_
zM}gj2!NT*btlZyxX_PC?d3~$7Gx#L41&qV&2z0Lw7641|xAKKz9?}y|kltRtl2KdH
zNUS<GrYoA_-K*6{x_PF;Ch7>hf{5AY3ATvqaVno?y;gKMC!KiY6!AO#lJgl3RzFpq
zb=kfqow_cpCcbbTA1Z(d9_oS;WW(GzE(rsXl#lqPc4Rt5J`ZUiX9qgtt_Hj0sK7p<
z=B!?j@Z95UA7WNHZr%C%wxDZ1@1UrBD`jG8Y%=OG`(B}HB~gO7AaQ!Cy@aTOGwp>J
zri>giduOE%F(|o}E}46rfq|5MMjUNby=G+D`sgH=@7)P8aWFu#9Mb#Tc!;>+4PU`E
zN<QWUrrw(?@=7}a<&j|i&a&NCYQ-sPZ4y3F-gXwQca0wK6w@pMF5MaCkj|}#IUYU(
zr<pqjF$;<ZM9iI0;+MTl{X#umXb(zjYcl4;nCXxTwSk#cR=E^1%`e}^PfEE{v24f1
zFHgSBoL%($NJnu|h36PoU=t-g>XAb1fD#<$E4C}9?m3*V=1a0s!g?UcVeOUY0HnpU
zmOj>bB7J3WlV^`^?MaMC=%xEf4)w&NEk^}Zw<qRsqu5_Rj^4hNPn56O!?cJ4nrEX1
zSHW+{IJq93?#4yZr&ums^I+Ajt8OO7>6W|2y4Xx#-LmX^4cYW$&*t`l-m@#ExmIyi
zQLlLE_$${W8=g3HIG!FZ4^#=OorA4bjfn17?gY;&*olmQp7G#!=5txOF)XFD1X5y(
zx{o?W2J}`O5W1U>1b9qat@UY1C>xQTj=0j+_iOHKljJ^lsg|!=X-NMxELfC$Q}!#T
zacr<@AM2u&=SV&VHl8jSpk+_dih@ZiYKM1lp}JcX9QbpO4W%zbITmI;K10v%-r$$w
z$g?N>fLv~@8d$KAm|Cj2Pwr~N4*D|629CJ#F*C<+5xx~=1s~fVcwW~wM4U-o;oc&x
zJN8a^Q3fiyJu&K5bhFg>G|voH(e|1Z-d6E}bRwy@Mbq`98RERxXSrLf;kPnScr+=Y
zcNWEJ59QTV4%%KSue2(9A!iz>j5G1Nn^`yYed(&`Y93-lDCq^}g^}w{iz;p`F<^k3
z8^F7@jF*}|lB=O)@KpYtfpH^Y>#^-;y_c;Gqw4y6uHyU=@wswd4IZ7IyYH0ZZgO03
znGjOURoJz5gi6GN`!xrvaabAiJNqBTg~)i^l4cq5>7nqxZ<8s+YSi5Ru~hWIJs_QR
zsqbBADvti$$9HU|Er#-Z%S|;2q4UiiJw;WE^W3Rw$Oa+sKs<OLrR7U#6Un5SOZvE~
z<Jyj(_dYF;Pzx(Kzn!W;f%&(-{9lZ3-t0k1EfU+?gr=JZ5RzPnrTHFxz3H<}WagQ^
z{7th2{TqAq$NICi?p`nBnQUH)4lv%>Ag;4uu=yZWq%-nXf;VL?-hSc+yW6LUQnLpi
zPER<kNt04j-cxFkUbKP|ujr5)DcISrGLFZ_!XDj2EC+TUD)qY4u4?xM2(vDez7f-Z
z+M79di*sgCagEyy92JoIIFTb8XX={V;BEmV&Ot&vRIzuUZUexiJITp0-OGs||6<z<
GJ@#M3fX$Nt

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-introduction-statistical-learning-theory/images/image-10-Movie Rank.jpg b/apps/api/app/data/demo_documents/stem-introduction-statistical-learning-theory/images/image-10-Movie Rank.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..f64fa41f5f059b873549058d2d0f94c54fb0b46c
GIT binary patch
literal 2883
zcmbW!c{tSj9tZH>m|?6rb8MsRBm2@pWwM3LSWd~lFNZ^xkbOua%2tXgl#pzpF?PnD
zFm|IX(PV8bjWtOKGgs%_=icYJf8BfEpXdAi=lgj+&*$}g8Iz1T;1^?*5efi-004Ac
z0OKQ|53sVZKv|esp-?Cr8!I~}FBc~V2dCh#Jlwp(Cq+esPYMZ%Nh(Q;NhlzMgk;Xk
zDxCREO-)Ty8mXnOqN${+rt)(Lh>eYnlY<k^#RXRp7ZO+bpTlSeV61=(pbG{`08B6t
z7zSc=0iwryGK2mK@Xvslzz}8@C@UK~$8kg5F8~t=3}%9WnVBJw<L+C>?*IhG{HyqH
zx-2|qe?TPyc~xR?d8`P%syBS*@4iT?x&_6uvGWVS1y7!ql9rK`Q#*U^ygKrN{v`tx
z+R(_@!qUpx#@5c>{Z9|iYhK<y!6Bhx;h2cXJ9p#a6B3i|J$js$p7G>q=Ck~Q!lIYO
zC8e*bYijH2i4BcS9i3gI?w;Ph{*lqK@%IyxA1L#ms0)ir%b#g0TVJ=o?R?+e+yC*?
z1p>f-vySh-VgKQR9lMwy5HJM#(*<G*KR#d>gjxJImS1(vpnnANNT|fH^6KI8s@||6
zRL#Hexdpvr=a*EQKfU#n_LuCxgT?+|vVXz;?V<pjV9@dBfnk6Sup^pCN3?z+#$72W
zPUG39iISV+Pu#@vb=zWQNfSTZ92LjQ%yFqApsLoIL+Mo~Y0_3M==T|$%xaJ8kvFF3
zd<&7#6p6|QiWRlXUyavPu4zW%QX-4|^A{gau5Mt(Fdbdjn{Rr(><)VhHSWlw3f!Yc
zDZIa~vwE8WoTQA2jUKuLNPh_BOP73LJ)P!Sko<@n*%Q!F`Hca@KanvYZ8OK6N^Kdp
zgM|gqa$%ZQVXsC_n3l5@8-_w$zGV1%!WZnu?(8N#K<OA$v(M#<V<h^&hE=Y~!Rzif
zH}7@zcr;~KznC|0X`W0Nnxci83j2P?)#98CdM>^NI~ojkrwHoH%k_EGioBd<02L0~
z1I%-e)ElkTArISjdVR6NFo(Vy8+=g56LnEIUw5U5V!Sj1h@(=K_i647;P&iMq<q|g
zn#)XnF-~Aza3}ns-^iw}gExzNhF`LlE{dg1JGF(!i2u9PdHL)gfiCWQuLtOTiH3$2
z>Vi=CzI|KZmU5hpaieF(v<TT|N@)~HOBM>zAy?K^jS5Pxk)u1BrYN@t+YLX+<2F~F
z-_57|vY#=EaLUu;E#y903%Z5xUKlO&D>8Cz=*K0eY|qpwRA>(<R^e`7ki%x1R>Eby
zrLChH>$*GM${Xg(zH-Yx=&u#~KgJ?YcX6xss9kJ}pq|Yt!Ib*nFKW7*VKMM9kdDDq
zxbTuFqjDy0b8UA^$q>^Q9I>8N=}l3+Q2S*~tHRkLoZhK{?!bGWzd8Nh8L>e4u<(s6
zA8y}2DOe2`Ir6eX+7_8+xi4>4U1k89AHU|eDi0+b;INif2bbK}3M0{75hs<oItFrP
zeJ%o<spIViOKJhaJsDf;8gE?NxdWXaQ0uJUDeek^LK3ud<!w^52CM9y(FjNe>)q=w
zLZu9rk>ASY>U{M2`Bxj)T)$XWDK<U8s}nS*D?VS{g5LSoC!M5VYwy^oFj!bE1J(&Y
zWPKI(oR3Q=f7x7lvC6C-)XQEhtw^6Re%I7GFl8EY$-~L59Z4~S?#mvo;AiFRBk<?I
z4w(*9ENm%<VU5%FLtg6)fSZoSb5^hkDust)8Nl>wQ<Z6ALM=fd;aP+y&iD>_94Xi<
zjDo(7eE;}roEV4yE4Z=EON?XW0nfgTmewcj(w2I69!a$3TpC1l<P~9?e;a|)SicXV
ziBm=Gb)u%Hp3koZ?HS-hT(HC=!4Zmc!WeG}EXh_}4nUMj-5;{HyH2dBx0dPMZ{jCM
zrw6T<PPflnfd{K=K(USHPodic)jZ!_{u}+cu6i==i9$Ocg>`2$d+dOPE<taMD-OS`
zOk)5zfj$PHRhVCPl&;g3o6h$+xL|Q#G<Xs#HTVT%@C?Zrlo?x~6a>eEMp`Vro=ddG
zUwb~eWQ)_Uq292DYW|?M$$!KmWTLqpm{hbsh(t@3nVf3KYvBLt2cf!Zk$p1=CZ=iY
z1+v}BY4fMQ9Ob0vjqRB9y}SI@Gl|ESMMqXlq<|2Tx@XhL-{j+{7yC)8nd7o77_uzf
zoIO69NP&$XBF<DNoc9`#V_pGPd$4SuT6#KvJS;s*S9(%9v_#2{b39!ArZYk;_AGZd
z558Gb@?J^J!Rwicm!cI~zcOcXSId{}tgwwuawl*845;1x?vR-PkvK6>Ov%f>RP1vG
z>=x5EtZOwBd;z<{((tsN)3`9^Bf*DaNHWOrPoE#)e&nQYQ9WIYln7XMxR8*j<~tx>
z<Q;AjEO|NJ>unkXXsb$|P@JD;x$G_Chf?>e{cM|r!=zI8ZlP%osXqMtkBZ8!l9-dt
zu`B9txvvw0e4i5xN#2dM;<73g-_@SS-&=3FOFs;;$=YcY)+Px{KOn@-#HYe`i{Vst
z4ToooAy3yg7LELQBdVfah}y44xsgIJy*)qXkPILcPYyW~;J@_DWXsDf*R7=6k(rFT
zwY3MPIqirKsSS$D8|3gemUC$vN?gS&jIb751Qd+g%ayH0LNzj-x3DB3CGtz7T({UV
ztE9PT0Y0D2j^WUfth`T1i3XM0ttXZmwtn5S!>@06ug)JFgxfypwjcq}6Np3^r)gf$
zn{Lx0Z~r&EgwkGnj0q{&NUN6HH-Nq0`kLLD5g2iitb!gI9TPQP)kNkwdvD2eU_3m@
z%h!4|teV`l;MS-trPAnft#o2yfVH@f(o)z%@k~c10rmESBhzSdeRom>>}WGtNeYcK
z;lkk>WAsiT4)V}c3z==NAs(~Ihbx#I${ec1F}MbyLv<wQ1>uZG&Y&!AV<>^S&N=wX
z3lNnwqMsk%U8B1A>AbAl-1QsU=`kf3f7Ts&6HNJ^P2RYozK=vN1T@8wo<6j;c&Z<D
zFFz74N_orxhIclPb{W7#ev``{ngP(V=(UzNZJ)Tmr7OB<=gfWHxSBc;0iUCm_<X(Z
zCpFL|?q7J?v6p8NvK>2(t~^W2J>{A~o!>IFxOr5LAc_SJ6EKSD6Nw69_vCF6SL1q5
z=q|>OV0VkR&$h|&d5BJHs0yjZ5fIJeEy@Lsw$U%T+_P@8NiS(G)85iUNj`Lelq<xB
zuvQfX3kA5ft6iqmZI|okY4)<^nAX&&4BtDcA3=!X1LuzF3jZjhK-E@KQA^o|$8bLo
z6ax-jgNp2QqTu5iWaHTh+_;Wsfv>Rk<M{#Id<V34&>*!`a*pTmdbix}A>w3|K<UX>
z>Y8b;Gn2?e^ypbKWkp-jP~x6iE$mW}nUj8~&@Ntr0g##@aqC8`mgh5&(gA~5{{pYF
zYo_ppqs4&L-tnLiR9yFie22_G)6<v}ubg8+c#Fvhr%1BX4plu0?Pf^Ag?7!^XIR^p
z7gr}L%P+tWje<k{M+x}OMo^Na(j1}rVPM~?)43$kB#DVE%T{8&(Iu2j=D7{_D_0_V
z79A`)CmtCG(FwGvCA>NNI^r$1|Mhk+7JcYdmb<PDiyoGFy_shaa?5NNc~r&t@DC+I
BRo(yq

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-introduction-statistical-learning-theory/images/image-11-user_127 _.jpg b/apps/api/app/data/demo_documents/stem-introduction-statistical-learning-theory/images/image-11-user_127 _.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..2a8f5b7595ce56ba19881f042485224611e6fa8d
GIT binary patch
literal 2165
zcmbW$do<MD8VB$_7sh2=#;sg3xeFo2EhfpEa1I@m%Ty!RFkP0JVvu+%s!2x_Ug}Nm
z$%Ltp%C(t@YTOM;aw|#9XqZgq_fEZMowL^a*E#3A*WUl^XYKWT*4`W9KodaG)6K&T
zz+eEt!~;NYfGd!altf8NNTE<DX=y1Lw2B;BRu-+Uq^zK_Ndv3BNkdC(v%a~}W?eHq
zEiGfaEoPS6a5x;+$N_I}<z#M+v-)ueOj=qREsNeLC%4f`M@z@*e-6|NFjBw;q#|It
z0FHqnFffP-u;M-?U_S%?6&M_Wl#oP8Nz2HJ3+faB9EL!^kq8M1BvM?REZzr5jD(WT
zHWx`{pAeL8tcumISw&KMyBKY%zP(HO)}iFH(lTlrHmYkF7#bOGF~Ql`+Sxm7cl~9z
z+a7lhPrrTp{R0An2w~w7kw>DUV<;z2#l=$-63?AaOTTdO5-t1M^_<+i-|`EJOG?Yi
zEACX@z5n20U46r&#>ef?n5^d=oiDoj`UeJwhB+gn?<c3GXJ$WqocqM(Eq~>&tO~xZ
z{cynm;!l=%{S)>V7e?%YBasLs>W2#kj~7n_1}UMlO;X9l2Ne>ltZVhFl*+EGB1W6E
zp0)3iYACr^Mol00-hlgq_EYxX!Os3)vVX(=;~E8M1WbH+2n=ur?*w&RQ{qza#m}El
z79E>@6=itB7T*!KqTQStfPjGP;`1E^DeD3V%n!aB#ftVEvJ<s+L!d<aX?h*a-|AXC
z-c_{WLq;+V0zxhXhRd+pPeYTUA+S0Hff{1qh}J-s+%$U1#?xey9EW#5P30ymgh1eo
z^BTYJQ?RPj{u8(79@8ZU491R_EPX&%ptJ{D=ZJt*WxQBpq1M&gxNM+q<~%|yf9T{>
z`R0&Ibot!J7a?KT9C-*lecO#ClOCrl7ZC2r6Mnm~RlRhF9rc;$X3Am*1c;e}L*o_@
zsKEa0tXjEqrHp5KZ(`2keh9y^xgv3gE%j01w^#_YVAm6Kc32A-kJm4YzNhf#+2?JX
zVh555dAyv3*|l4=Gv)%iiPBL~NFm>OJu&h7L9U0$bgyt(46gR&4R_byw-@%#7XMQt
z#lP%((Zbz$M;C4w3njRhviQnTq}Ff=0!<__nv|(1^kX{tt<_;?HZ)X@&8NI4Q457b
zEvvJc0)og$#IITZR(*Vk{gM{f@s?0I^RrUngkNK&&=mrm^W_lWIHY_H8@@VRBkF+w
zZ+mphihS_;M*g(wWJg#}?&O5Ve6wa${V4m2*+TVoC%uzt3T~s)@J0;VyRPxQY<HD~
zT68ucFG!*tedk4+y-jJn?g8zrNvZ0JrsU}fEf`0^<>1&TMV>iaJD<4EI_7w1NyyR3
z+Ala8B?fP)lpE~jS?93(<c{cNL%vfR{U-K_yV=++wI*F>1(rVR(3wM}-1#7Jmv3NQ
zt7WG6D-$E_HzNI3qhBBtz3o*wdrLAMHK}?w@VUb-cHLvNcK1)0HR(Im`n>^VX6mb|
zx4rvLX6(&?;Hn_gIYR6{%`A>`W=yySCYJ-R$bA)=f5eJ`7%k-`OPoqs%DCD%8qN3^
zAsazu`9|%Qvu(XhYRMCzcsA+B4)isd%fd9aPc5c8bNd75O3_LIO$Pd{(=Aac-!|di
z2~ifJj707d=c>|^>)HWBO(`oEAduDX1%X;J1U`1u=&-054!^9CBXDJ&!S>Z{EFF00
zgFAD0Yx<b&x`JT1g;SHhc(gyLhfZ&Afd{^q>0bCunoU-2FBrb~vT(#!`Cvkrd6#7s
z--xyvjAU7)eV5bDxsyPO>&MaWwl1(kcc1LbsL;>0XLwtde|fcf)jHS6@P;E(@i^Ym
zf8XQm!xKZ1Wpv=;&+bA^5t&i8y;GF&6}ybAikAu~fPJ1%)d}}~sW=srO`UwySl1vU
z6_!fL7{u=-Cgppm?{`XLdp3BpDN%U&@}OgX%N%!pE1H0SMnkmf&3f`V^$<<9&}Ycm
zM-c-fS%J4M6MDuOPaC|Lre8WyHSh-ojlIeYUJ3TeDRk|&)7n##^$QEPL0F}O?1IQE
zVVcnIs$H!0AkXZghp;(^{DDc%OFeSDv-Mljkka|G;>bL_hF{da=S39GT0z$vX@kO<
zov~l`mc@Ea?lHacyimT*tZx_5O)t*U%lIF$pA27*x}^~fmqAAD{BY4^<$CcTji(1|
zKD^f_FktPH+KQQi!E2K42fv8T2sYtSU;StE(7(KX-KKLZX};su{qERhg&+T6#(#VA
z>yjk7GWu3CUhOZtwX#X9vpsx$KAzH6z?vy+uX?(frbE3$FVRdNE3DCFT(}q>?>NTi
zS7&w@zH2AS^f_(OqOJN^{7w!KGE?}k5&|0?7K!6B6<eMCx>!Aw-(SBGo-kd#oAbIn
zTx2qv)}7Sf+(WuI=&)b%O4$=Onp*B*O!f+wJ?CpSJ>(tPn|2ujQ6@J?q2sG|^%Zyt
z3NbQ<dL%sSz%5h9u|d7qFU$JRoD*JD!9RAo;L}Yp`UVf!HZcxzmNutf4lu@4B94A_
zpwHx%zGH3EjE_(Hyx=fHjyZpA@${g7e!gnbR_kO-{5-ReE8MV75tZK$g+QQjadY^}
o1-9sZaWU<%%0r*O!)eC1T|AA8Q)LLox8b=oV^B;pMnEHf023np{Qv*}

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-introduction-statistical-learning-theory/images/image-12-_details_ .jpg b/apps/api/app/data/demo_documents/stem-introduction-statistical-learning-theory/images/image-12-_details_ .jpg
new file mode 100644
index 0000000000000000000000000000000000000000..76b582534104972f8bd210a31e4c86c85e4bbcde
GIT binary patch
literal 1929
zcmb``c{JNw9suy0g(O4?32NU`yOyMup;gsLqmR5Ko~mUkcHUEBEv==Bw$`GyR;zZ}
zM$zDPn^&#kF;1T)W2?4y;?Yv1HTVth&2rBCH8W?v_uTu>_j~U7e(pVAXc+ncr0nfz
zb^rzg0JggTGzM$|T2vGzDuPC#P#6qa42ze*ii>0SOUp>&l@(M~logbe)U=GW)iew=
zm6UYMbPWy}lgVUNZHpu3CRRoyvdP{hFboER701d;NXVP0E2*3O*8#l%I5c1a8Um&P
z;5Zlp2ZP#y>TaJRu-^jwJz#JIQbZJm#)ygU7Bou%I1GV+BM~AZNaSvH+-@EqaU#;{
z#x|ld3^q!GgEzU9Q-;<&-q=Q9_I=VKd4(lm#AM~<_bU(&XzS?ekq?`inOpq9_5{U_
zdXi?(a{A8sw96S+Zy#Sj|A4@t@QBE$=<_kLmy=UcuUx&BmYa7Yzo4+F_-1)UWmR=e
zZQZ@5N4(~i)*l}~dHJgSbw_8{&)xk4gZ#e?4UddYOioSD%+Ad(2v$}<udQzgzkJ=?
zbHM=Och>ItJM7<FxLp?<i9{e#doCC}dUqpmND*~oQE3|nip`PHFu8=rAI~XkY{O`h
zn4bt<VSQq<TI31h${y`E*?$I0`k!R~g#F7k3a|*+?&l$Jz#0fU{jmgs%XRvnhj&tM
zJxTaFr@FmmJ>h7*Shzi~t-A)3U4Xz`NrLbb1X2`hAaI8Rf%mU=2!{CodkS<w!1br)
z(gpW7*Dgj^pAU*?EhV{|irXc_?+Udbpf|=ptnZ+~{}|$jb8An2R9ahq!S;I(X9zI)
zv#F|jQ$2?$2ZrKmD?>C({0ByPHG~J1JQ-8odnuQooRFm8O7NP<%z({@1`Jx+c(Y|n
z5Bn8iuX<S)|74WkHU38mcaifx)BJgTX-e*>%ZkC(7nu{1?7{fM!-2mnM7xIOzC;(i
z^VOWr_M_T<JW+mKy--Ds_h^9q?D5+qC&>nE0}28|&Ug8SM*c2d#b-v$E(!ir@tJTr
zZsOFfMx}&N;)hIogD`FN_=>vwzXYBR^$<@9Fw@JYfRtmL63Lfk!+s-H&KF~wEG<@v
ztC#W8B3)WaD*3jKxl^p%nVYLFGpP=V)Xbty=U#4;tJ{N<G=x^(U~ZU$nnpS!i<azX
zp=l@-uSdk`&3Fk~S=4BF`k9;W4oLTyWF%T_Z42IPyt@SfYtBvtEND``-WcCknbTBK
zQLDCUsW5#o;<oWc-)gtO7SoozW84@H**Mv=G}0+&d#beiDQTxUVcfdEaot)xP=P!D
z>{-h}^JB@^_DAbjfW#O<EPo(3eb7P9h<DqP=~E!+*Dbaq6oqF$ta4A2|B&f@jexTw
zIC;X{6Rw<FzG${V-zRA4H~Ok<7-GAeb?%hNIxDNQ|EYRcIfoN9k4dNCRq_$?IaHjt
zQczWvTR;b$d$e&~@vjeCJ8J?LRY#SrItv*2nWT&lkw^KChEbooH)F?$9aS><*Y$rm
zRv{l2^Fl34*Mrc#6i#P7H(d$|mSP?0!5@b}gr`s5m#7DCzSz;Xwx|$@PqD2H3LkGb
zgg_I2mS)<cIMZTkg4SPLJQMHO41uF^*1|0aWXdU|TRz%(y!QsB-~3}Tx-32tT;7e_
zvcuV8ZymhP7h3!Kjm;*aUmVHq%~|921gf|NOy_FKG$r*lBJ0*BtIF%T7mQvuu!vZ1
z&nsA)wl(tRahtmR-Se%ODo4XebM0*AkHOUwZILA#uObj*Y2&Q}!At9k_tzxm-Y)H<
z{aOLUUJpH-9C${lp+~8lV&jWWcFa<z=JW?MeEge(7j9Nna|4Wim_CRjhB?(CquMH;
zDmYl`M(d9U4juS1KH_1pZ(f#iUa0R~w#bM}cZI;+8)t=65P0b3#M1bc4FUJP;iFfp
zuJ`OL?A+Ky;u#cR6CD%mji5)8L))KwjDgcK)>(6TXL+s7sc7EM{<!UX)A^t6OkR@`
z!TJ$e{p5v!b1a_~s-BN>eOW5iwwKEB{XX=Te@p7OFkr=QkYx0JlXrn+AC??X48L=`
zp0^Y~_noXmt*iTqtJ&w;?x;QPY7<~Ay13&;JMUSIY0E<zx}?O@NU2a8Rfap(_4W-F
zdH&MW)3lM^9(?0xQ!CCgxOe%DnoK7*RwCouHeY1a3cAcmQ3~tHOb;$}wz|*c;~CDL
zhagaYR!Co~>7#%>6+Sgh2hQ6l7<gjUvT{-o_Fx{PYTv+P(BurS3v|khQP9ZW0L6q;
AGXMYp

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-introduction-statistical-learning-theory/images/image-13-_summary_n.jpg b/apps/api/app/data/demo_documents/stem-introduction-statistical-learning-theory/images/image-13-_summary_n.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..2547e73b6f6f0caa7a6fdd69a7af7d2d48450819
GIT binary patch
literal 2634
zcmbW0c|6qJ9>;%UhMBR|Sh8<pkR_r)LX&kuOk^1zLUxs!Ft$gc@Z>3yY!Odcdt|g=
zOqxovqy>Y)AhKo1zD<UitLM45`+D8K?!BM$I_Gs>uk$_MbKc+cIotv67_isY+Qu3H
zfdBxs+W_tmU;)7R_@I2eFenrXhr{><#e@U}1O%l-ME8ivNh`?9Nz2MAqO{c%ky^^K
zvil9ywGQf{(P#xVBh$lrCfbM4dOwnY;BdI0fS{z1kfffHtdidUEbeOn0Rub$TQCR-
z@E|~71c>_<P}sdEFX%4;{}hM^4B_R2!r=S@y8(530Ui(-%mV@Q@<JfH(eb<M00hA+
zqNHoaC+g@6MH0mH5;O0^l+B+si92;Kp$?t7lmzGBCm|^%t)i;7UtI&OZ(w-X=!k`-
zl{NObjqNFC7gsmDyN92DKwwaCNN9LOBrz&FCid#J<doFkuBYA3x|5xgo0ot0K}l&@
zc}3;JKc7CUt*a+DP@cbOe%sR8*8Z-8*3;WZ?;jXsd>NmZoSObR!<=1SSzTM-*kpa*
z`oRSPz<*=yj(>yw2Nz<Oiw6P$L!dvnKs-^q9gKkRD(Uixm^ngy38F~7M3|U)=KUv4
zaOFczOX6oPb@T5-p}(js|3LeT?7ss``oGA2g8iF|0SJOYyN?G(02pACGICq1+)xB)
zZ=X!W8<Ib(B{6UJ+drjTW%;k#D!i2*Y2X5`m{Hsg?9@=Q8i`lc*#qYiE?`b4)#WX?
zTBS2)>E0UA(t0g8$4?7p;!mC~a^jk~z-1g45clj%e0{gavDYh+(n!rLlj{j#h;hK{
zq*9#JVG$+F;>n_`cWv#J3beVv*B6-0NiMMLe6EoT6m@Zd(JU^|;@p%dC0<ZHmlMlZ
zxJf2i`XswJ<`7NAv6n*1qWsM+oFCoZyvo@w=4j*w{G3vpdri*ANigQus0K8op$fJ4
zLxAsMt*`xA)&=j3(>)(P+x;@!qLeZ|velwEt1-ow-4c%bu|4&#OgD2ARzEASR}xr%
z7NsR-dL~pUELL!?X;{!oewM<y7Bnrd@rzxIz5rG4fSLcPg3J(A@lJEwA}IX@Q)eMe
z)#YYjij7Pt*kIgd6L2GiN}uOs|A`|ARgJiN27Sc0PSmbL+zJwWhPBItCZ(eN0*zfR
zGdp9in;j}oM_!DZi6x~HqQWawNV%qu?1CXqF_i4z6FUi`RR3s7SoOLPa>C<|+)*QZ
zK~-?ZmPsne22!-gq$vA!^r^Q|(wOUIjUu}Bftu);FTF*t9O+cD6SZdu8xxjh7jnc$
z$NM0n%cZ;cg;lJB@Xm*uVMc4O_H<S<Lfu4435$$xGSM4~ktB)cyYv#@haWHV7uVhj
z#Bxj`P+M&JbUvCMdnDw%ZqYmO62u2khsZ_vhU{hW<nX}yeBBcl_kdDuM{l=En4YzJ
z<z?M!e1#{6-62dYwrxCZGgh-NZyS%!%`$k__E?k)n5H-+Xk+--AN4wyk9})0&K&+%
ztv%8vc207Ec+8rT6W#AnB%6sI5nfqP89@<5N=EBqbgrFqb9&i}o};*XJCX_0;3S1g
zBsIacPU5*sABBlJfw5f{u&erA$XsS%&!W%84rAF!=p60Jz#BXDi1(CvZRp}exXcyf
z4BMGq@71H0cCxI((M|)6u<==WgRh6zA$~=z6@BYenUl-*EweR)`HwO2ul+KpOb;P~
z%uvepzV1}sUyyb8Q^{1-i2k?i<NHhf+*zIP&4llV&M8j(s;s!<yn^w#Tpe>@@mjIx
zlT44Hd7i<>Bl2b_;#Y-xXQD|QO#x*^D??$THKA*ZBkuiWr^hS!?q=#_0&9!R_G-Ya
z(va}&wiOa1;vQv7jV0^g1r4Sp1cmPFf3-qWcWJ8^ir18h$*fAh0jkM6VCUH>b{rmp
zM`k!VXfg*R-jmZY3zZ7DD)RLgYQ+{Shv@2|cx5BOQjK-Y!AJSqr!E8!G(LMl?zBMR
zp)=uWgFn6PDv=g3XZIdo+TecrWRsHBtxBzUZ0xF#qc=yCikMtc$vF<W%3~usx!q>F
z8gLzz|Jb730XEY&(|?(VMv6$OKW^z}877*3{9J;@^7p{L2rnNdPSn%$Q4$8Veg-Fb
zbe#%oX>8Ark(RE{JWotqeQI@*0#1Tfhua55m6hfi6b1iw5PMr+31n(W?4(o8FF?-H
zvXAAk&IP>qEV1^H$Vf=h(%L@4u*`(}X5tF*@f)W0ULkKjk6B=eF|MgWArr+guV~`R
z;Rn6BhWm0g0PW`f?+T%-_Q<pM_PovEgysd28&=A!=d<b(x8XGbJtq5qHCk4E1Idl7
zQhqOB=m|=y=v~Eg0m<#X(^Dqciv2uT{6ZHY#Y8h>GJ(HerzViu8R)92`}_|7D*?1O
znbi?f?$yO)|JFWMe-Tq1_foTyBZ5~Urvx?*%iHC*A1Ex;k>wa?Oq@>kWaS$<pM8QD
z*fsd>2|o<(F0Y*R?VTU7qg7JdWlAw9bc;@H+j_#;N|-S(njw|yCBd4YR39hhq;btW
zS3JsHnUEb|#77wwjgFf)BtGxE0b|_EO68AUbxwdEeVMI4oiBe=Y_r~NbZ{9sZRwl$
zvSFU(CKIr%&Bnj-(r!gdh*HvJQg0+5-3gwaiWMt~Pp9>_F#MmQ422F9E)b@Mt=)=G
ztW}ShNkP+=u)UEP^WRJQ7F3Jyle+H^=N<xULo}*r^GmgyA^SReb6WJb0(H5$TW%yE
zY@$cC;F+6Q`=_g?yUx%>;FdKPVnRO$P~SvaZ^|_-Xx?B8Q^#A__8kLWjAI|g2*xIa
zj^>*z@xi&RUg^MWRKaGa#vStYm=M_|K-`=@jS*xKn{mn?d!=~Fo?rU(HH!uA?b9Ke
zj93=L%7-j9dp0a_fg6h^IuXe}lzSW4!tYKQ7Bk0oc;kxor#%c4N%JpNN#y9{2W*`}
zT9QFQ3QBx^%%{KHmG%7A!~Gq`wKcPrr`#-~6lUAlOfGPrKj*>EZ{S?l;rNcV!I+)E
zUK?ulPdBo#my{ZASTMfPzxQJ)PNn|-*)a6HM>qXgWok!(+~cE6{cotil6_raBa_%-
zucWeSdu2^cdHb^9t&Fr^9iysj0_nGOwIPL<B=|A9UfTH&=3>)t-#x#%ZKs9Asb?Of
zImFe+g0}iE0<r+`hfB*!71Dp<lQ|}}{^W@)v&vaS$M1Er9g=@+w2#+E6blcA=%Ks6
hXAL(rdpb-FXFOzjtT~0T(-xYp7&~=a@nE=v{{VO$)Di#y

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-introduction-statistical-learning-theory/images/image-14-Loss Functions Comparison.jpg b/apps/api/app/data/demo_documents/stem-introduction-statistical-learning-theory/images/image-14-Loss Functions Comparison.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..22ee5bd04b85602368eacd42e4dee6744d9ebb1d
GIT binary patch
literal 16704
zcmb_@1z1(>w(g``8tFz#l$I_f7Kn7GAR^r%Atj)6gCO0p=uYWWV9|^2?ykjM?sLw*
z|K8_6`~LghJ9!2?u)b&Vjromy$2%XUAC>?-c^QxlfPer12=Fi9VHS7^prfLqp`xIp
zp`l@5pkrba;b3E7VUrOM;u2Aj(@;~9Q&Q40K4Ye(f672f$?}5rDJK^%FE0(Vpr`=1
z$TJ>Z?%y{-z`(%3#=<7W!6D_Qqom{hx37mE06sbb8{%6e1bP4w9{~v;;h_tlf$tLq
z;cpl4pBDlm5;6)Z8af6h7JNYs9)O5|goKEUgo1*M3}5XH{~SQZM<Jl&l0+p`d5cEx
zK*a4Aor%sMRnbnYI(o#&W8&zKfl2b1l#HC|2{Q{T8!sRK3jsl)m#?H{WaU8eYU&!A
zTG~3grti$&n}4vdbaHlab#wpd5%4)MDEQ0QkeJxG_=LoyZ^>ENIk|cH1%*YGRn;}M
zb@dI69i3g>J-vPX1CX)tiOH$y8R+uL>e~9o=GOMk@yY4g`Niec_04a+5CEkAPz(P3
zKNR~Xz3}0BAtECqA*21)3jxs$E=c&uD0Ez?1d=LfZygBfx&6?Iq@pt`+A$b-RF8;F
z97i!p7<reOj(@B6H_iT<V*dYEn*Cj||E(7kz(zuVA084uAP!vKuw?mSvNbO1@n>8h
zn%%0(FmX`^l*b@YXEW4jXCQ{K{2MYb;-XWd=h>S^y5i~C53bE7L1r+fj1ro(EnBI|
zH`t-0)vAN61}Rj6=3a%#Jl@K76ZLSI^cC`8N9!RE-Tp)#bHNIwdFE*YVd+OV4|}nZ
z6WLR?o%}PXypk`hM}-WbisA{+*dc<%<E^X^faTwkVx2|k4hB1Ph)Fy5!*^eMGLJ|P
zph}uZ8R6d$G^SMr&~l36)YEmmIo;RvA93eT=2kb(m1mu{u*er7HN4~d*eTd*Jw1X;
zb}fVvMLtQQ?WlRJRl&;T^_BGoBf}IjtJ7gx?D;99?;3O1%qE^<RE=jCU3=gkr(Yfi
zt8Gmm>Ut@kJ$s%q@54};l~L8?4}-85TOdabG{pxys7=1(GtLTO0sev@F@qrH5U|~<
zUcq|8#*S5-DTZ?3FMFBQDBSwt8s+h3=KEX+_e1AGl1xer4}YH1Yn$}A&GkM3!C_*^
zs08H$5H4^uN^^E?{s821X-VpDMl>&8Ni&`Be_XVzo@o<y^Ue}6rz&<F-Zy#|x!<Y;
zbvV5ioJqGnl^`6ICIVFcvb?t<k4p$8&P{&W7~ap0Y@W4RTzAWUb0j>%o8l@X9>&+d
zR8?O-2D+7#+~~_sx=bzbeE_`s0T1kS`Pq@P>QQF}Q9(|xFF)SXbj@qS7-O#{iCa@>
z?ifitOoU%2AnjjPz0fJ8VW&R4^RAf1GO)4WppROc9E3kfc5bPE$HL1QAAqk~p{t3x
zwP2b!nEwi=eEJo^JD(pYc9ZYh@<D}Lr!Nt(oRgAghK~k<9chM)Zwa+f%gn0~<9~=z
zwt0@z9J4ie&C@;ri63$AYH0S-SI$IkrX<j5@f>lb*do4pKdQ-=bY-A6=rR(q<p~&#
zi!_b;6rXCcpRp*L^Q&um$ib9{a!>rUJF@QRCPG-%V(*goYU*2?G?DtZKq3_hl)oUq
zPgZ<Q&+g`~>H&Zx6=#$>^(yD~1~LVyB&{`8Ymzb0&dH`p+v?1;zqOzOR}uwr1*&#e
zEEe`>VElEz%T99#+pML1BoW9~{k3OL^eE4lea9nA$RJi<o-9I2mK?h}!h<bhEjc$I
znkuxgt38pUR4W$*S`^eaRf#5l04lRj1^KAIAvc0|cC{)hX_2*O>o<5s-@U!Rpov;-
z$h(S!J$Xzbgz5O4W~iap%DwL??rpE-1MnkUUt>Nrc3r=C1GMbU1pDbNvyM4$sY+2u
zbS_PctaOEmLZd%9Pox^V;YJIOAyJsWBjCRwoV>$V@mDbqfP#pmTgtAH1PD=s=7^pG
zhH9k?>%oy9P*8~Hpor*2Q8K|b!KIxv|GE@!oi$+-RWq5w3?<eo&f}v0#G<r<Vl64+
z#(%6YwY(CKl>I1Bu8%LLMqVN{Eyyt1Tj<x#o2(y;5={yE#`>}&0+)N86&Lii?7~`O
z;?>5oK}t_9=9>pCjxQ-jZVI<#9TakQe4zXXOp*P~e$7ou7#lBO8RuyA1<&MnzmXHE
zNYnqHBY6bt@^`Kv^(b~?ldwnVdkzaR3MuY+5oFBaOtA+H0w}EkEr9XWjtXudQ(Shv
zLa_`qv?1ad!_uRTx~B)y>p5<SteKB^D&MiJ?%>Mz9OvJK+B^V82|hP!#Lj;`9B7F?
z01O;3kFASJhiw<O^a&!E`Lud++{w-qIBTY_pWN536mO{~KgZIiwey7XlDG;PUr&+}
zPo|=qJn)r@Z-z6`1+U>so2vZgo%jPlNHKfw(x4E0D_VHw&n>}lzcII{So7j*X`Z6s
zQw~b-MmB9tV6Zwe!QlgdAkn*nVyQd((#!$}+=v`Rgr5~LfC>~F?s>odT96eo^!DFK
z6@O1FljR~pK2@d9ogXjhzDTi3yEp(Ti_Z%uZoy*)+L!jRjjE|tn&Y+ZXBBsvhw#95
z*^l`E91-qn;dn1R07(?*k;U4>R2`N#mbNW{uKkbfpPB3^KLFK2h3Bi8V0%fxA6*nZ
zw}8^j+_5G6j66I}%XPSs6;(zCU9_F*iwM3ZJL0)s=Ox54s!+&lKV>V<r`Ya#4-FQ$
zKWwVkw@c5SjjBn8OzF>BF~C1z%|WCh7xh17my$y~j#+mnH9e|DEB?wauIG!@tJK$E
zau%d7M_m=A)nl`A#d+OX(2}wy^h(6u*y+IC?H<d-5GJP;Q@*ONHm@~<4(94{?9(h*
zMrbrdW$o=bKbF13%)lcuJ}2Fklx6~{#BVu3d<7S&o<=T%;M;PfD3*xOvRAwKa^$d3
z!#ijrKmU$ABAa-XfS+`~IkmN|%Soq|-?){`)dVrLNeZ+Ni>0#5&MBaNp`|t&w?+=Q
z{DpvsVrE4iHd3wY?W;L%D|vFlO>cPeqWu01ic-;z%C_q#D+UGj@(5D3L;20D$m2b3
zOAZ>vn4e~i%`S;54RrZY&eUI8Lt4;QJjb4~G7Sxq+onEBd{;Y?V5=Y!;Rq4j8S;#=
zoG1QPw!>}F_&P?<cPb_trHE!F{@3FpwAeiy3_)Rn`ExT4aoCfEC(YxL{1>z{dLECL
z20D*1(~k%ZP}CsKTW6_k&>n7WDL;j@(s`Z82FCQBQneJt?Q;JRmcqYM4*cVqqLwp<
z9aeMtN-{NP+fTdE6SDR2v~W{2!8iuwDG)hz91ZxbM$1>GeWpgwAAODe9D9(F<dU4P
zGa>!81K#_cqv)g**!9wFAsD)O4iATx3A!i81P?$K++?Si#o5y@jc5Y+oQa*L77h^c
z$mGkBsnJDu5y#UXE#{@uiO;w_50w=^X&=6;WFC0{aM!mDP$WN^qh^|O<PMq0nHiMi
z-yM1HsHntOdlHUnH!7}OOetntazAbechmc|cyfw&2s>Khyz`u#pp)l!g-36{f0g+t
z4<k$>?65#Y1(h<Fnjw9ibbbwyv=Qe`HZ~}!je5{_O1zAYUIG-28-yPvG*rU9%OFF6
zWG%g7sft3N;`WsnqWj&h<1dR+4u%9zt(y4YpV(m~{pW0Qcj182|0yOY&l^aZS#eAZ
z`3sn+{@N@r{Q9GRTmMe{Sk(wT=F>+%af*1+5al!Y64sHHmY>#<%*NGPW@5lL>A5?+
z50>Hw>BvL%>h79)Jku{`+cJKfgBw|L2;!%;#A)u{h-ja<R6`J6ommCba6JINnMgaE
zkZL}#oQ2Tq%eNx^5*XM9Yta$-J|wg%Sr%<Gy07_5VejUePac3_koJM=9f&W-IW%$b
zu8$X<3gH2cfjf(*2}Og9@jJlQ627vihxIue!q5EHA$)MAV#~t7@P|%T2&=D(Vq71+
z6G5>Y(LT04#(wOyCNtDa?E#SZ$?yOmtvvv%8uA=|P10|@^Si~*up#0{VoESR)t3${
zY9c1y!V21<ID3heJSfAANO=9d)*)VzgNG8<lP((#rl!u5mAsHQ71w2ycp|xkQDpuB
zVN0u1XjJSn_2E9U<4=wmZ`uM~wD)V8+!+*#h2!T@#(lUX=Ev{%I17-<Dq8EtON?8p
zV~6Tek$SEe*gPnyExYZ>&A+DTJOH0nM_%0+)aE0f^b<MSFs;&lv|Rm8pi{{yhqO>g
zWvUvvoR|NpF}`ySx)UQ!)$Uc7P)7$aXHvLt_=<9etnQzGr9YMprBAp|_%#5*NE8?F
zjdSe6{Xwbe6X+s*eJB4kr!`H%Dx5^P#=`8;-um%|&6<qdrZM9q7NilDGOn?6Zv~~R
zcOoFMVmBujF6}kXU}}BV&A4ZPA-dXBTKvS7!}F}RHofpS6vaBoj<Y{vd4B@5o0p#v
zUz*ZVf4|7U5jEE>AK|@d8_#pMQTByAReFLUK!%C2BW(~Ooy-)Cgz`4JK|a0jggyEy
z_W@u$Re1nBXzt15Cu+J>NKM@kLGIz66-dlyL<oGu8&OtJaBpyR8D6IgS8IwENgauF
z6?G?TSZ`H@GD6>G!1s``iF1m3@oo#I*}2qb3iWhBE5E$HP%e??g@y$&ABIIoLwtop
z*n=T16jxpb#Cb)R%=?P=HqYqNhiV%o9Er;As+<jljF(On-TqzyAn4u<2;Zt<e=eho
zo(htoBBfDLwy3L=e^=FnU}xNOXU}N(tF`w`L^Du%yu@%x*1@_%c$(Y9Y2>EZr_$%<
zzKAi|tIw+9Q%Lb!uf&T5lR^+tT*8yv(fXY{u*Q?*MttIl>K6&Ix^uMd?_W|B9^@E@
z^dC(OwY^JGXmY$vwz_`QTk<um=K%;=6<eB|ce<InlXvkHb#eDyfn1Ianw|(g04~F8
zKXp4b2GAs>i8PIsC#t*0_cdMxQ6#0ntxA?lV9UGLMA%=NM{XQ?!%Ei>_R`1NRlfrl
zxG+0c8>cw}v-M4!T|>3cMFkKF^ukb>5#4W+X0HRLVZ4K(ijGx=A;tNYc$Tgp7uz?J
zeP(ZiWGIQ>P6xCXtADlpH3WA=WO&5}{Fykxcprdho3`DP;Rit8q}0D*m`cX%D5s*N
zjF4|4>nkBe;yt~Xj3n7jfL?;@p_K(Cf&NeDKF;^)wwE{iz$Xc1<g@?b*8lPEbjVxo
zV9p+f-(_bH9y9gz)kS7TJpi=A>Bb)@HReNZK1Y@siA7uQ)jGgC!?;!Pvu>qA*mKEV
zHNA?SsIKUqkT1S$MPUG%1Y2wRThwo6RN#6#!a~!8_aX_*4a_l?6a0b-S<@_81y({a
z+d}G>o+AB3C?Rx{Akt+bZxG_=6xUbZ;HnX(6BoHuLB!slc_vWeULjK6>w9QP>OiTJ
zp_=i;&1D<<72I<Q4}d6>X`<cG@qWl?QHoaO47}+y+j&edH;2RBKQPegeER&Z;^hNS
zMZK76&Z>j>%83v>UsIHRmH1;iHTbU9;ST9Odhz5O><f@0A!gOqg+LaB-SHSz!q`F*
z;!JG}SFPcPk@@%3qTD!gRy>=~&@i^2o0@1UKN`O7)2O8H>0ErKjDj^!C_iq!Qr$de
z^NeGewi~;=m>z!&iSiS1{PH4>kNF3!M$KHD-0qg2<0naRwqZFDdKSo!zI8jtDWkfi
z2cLP1`%Iq|3%ux|_j!h5&?o+R$x%?mbKLb4*+}&@fr2P`$NVTc-v{u7oaT-I6^`Yo
z1kn=2c~%d#yl!m&ZI%5?y<W@`b5X|((`3cxvSYjoYBsskdO8x?6%h-xzUiuH9!=7K
zM%$RRi-M_LfsUS`#2c^TFA37aBmQi{HWUg~^^Zv!ZN3u*vM`09XkvPV`F*!%J10Vr
z7o|}Qxh^v;uT{vi*=OrPBI&_0pQ1De(~Ua!w7ux*n47Oc<00)?`C&}pEwSaPvBQEG
zUK*OGJ;&D#4s7P(GBIEP)+6*zMbdR!{t**ENc2IjO%#VFd@%TdxI+8@B=iYKUIg12
z#%J1zXlWh~V+Dsu&y@&=#8kjj%2%e@H{xql!W$}3H1TfOwx~C*SWU_$)eWwbNmgTR
z&;`Uw?=voTpUU_dn+$s42QadUyY0qXJF$58^+VoGysA1Kh91+{W5d?vV%vs$cPcj6
zR2RCq8~Uy27S)pJW!n-?z!`@DK<g{n#|JN53?$%(@5|{znlox=q+KIprNeb`MP%;x
z0C1@LxIb#mp3|ID?G*t%eN#qJU}h$WO#NAHH!T##T72$T4|$f;C0kRHbKkiY=HWpt
z9O9YmWjX&QD1;^F{XaW4v7Sn6=<Bg(Wt+qCHiYt5yMbil10@rlw=6DHVjBZXgg9M_
zgnsvvq~gDPxt(o1to9|Q=R2b3_`YiuuE&N)$U&Xv<#rcEQJCOCjl;%Ek~;h%)ZJ{l
zQh}p$S<8Wr2s^9_&oj((4b$Lx=c&adfg#9^a;nWV;ukX)UeVVW42lNE?`g8~Wrgla
zxAH633)>{3GNdNWMl9cx`st!J*MG@v3M`Ev-MR2;!iW++=4h`(?2M+)EwMbtUyI$=
zO@3dOYo)+o;Smnr>5_1=V{3(Yn4?9+r>?#c;g!7?gXi7t*BT@L0%;>Qytu#-`=!^E
zID>8a)F<PdIfDpMYZT8Cnlxq;m-F7LFlDgLPl;P_e-BO76G0Ke+xZqdW=`%&YrV}S
zkLlqHV^Jb!#Nus!wP8nSPgaWUx<UDmkGH%=^ACXgx#^WNan<VvF^vIuv795JCE~N<
zwh|>Yy^Y2^dZ6vI7vl5c0*vFNDx{gnc%1*uaZTFp@!eT`1hJ1;>yNQ&16~Uub^esQ
zei=gxB^^f7MALJ|$>>YdA^LkF4bR!W5)R#ujuOinGCI>|%EGZa{4q^rk8-^x3!-K-
zVoscDNr#nO#rGoeAAmBYu|3U>xx7=xQnx{Nm*`<tpU(1v>RCaRg^N?v3x`v{k>0Sc
zwX>}djG2_T$V0IQHx+I8rr{W@b%-Ie#9p8uLL!-wLvkOitN8)Q3{}6&fY(~iL@}OK
z??Zb2@sC&4p7k3b3d8Xn4P$wMV4R3v{D8<@u9MOS;2T&+jA_c`XfgQUT*u^N^XCDn
zbPpL36dE<%iJz7Zb2~7mx~eZCoZ3C+7R=RdAv&bQ08RXxi8+r4053=4-n<)exE*Ij
zQH=B;i<5Dyj80jjVh(9ol>I&XEhsZay}>Wx8527#J-1NM*`3v3LZ@2I5lx5}-38Wm
zcS_wfBS{Q$8j10(a<spC0x9yvuGaH21>x{FC$J9aNvA@rQV>Q?Rkhjs@2|-yW$QMk
z(L|^piGDyD)l#YSlxfl%bgeb4!cd26?q^Q?4SeNS-3?)^386@`JIt!##&B1@zD@*!
zws+XW>R`}_2LRME&LMJ(WuR(TJ*TJJh!sAHK-C@^!|8}YX`U9>3puoDE~Kw&;^)4~
z6K?uoTIYI_+52l<Vu01A_q)rm2XI#5{Xw0xF~Gvx_d4Lv!`r(E9MP0#sr7gSI^WHp
z16m&rCe;K8ug%dGnisVqR*0w09)P{sYv$N4lFPz%oxYusgD;2JsJQbYNNKpl9DC%S
zIj@R@6@{*I$-A^lqV@31YZ2+&F(|a}^4B-><$<$X&lJ!4&$VOSyziDoY)L<v<d&Lt
z;7vDK3dM)%#(>X487qyt-f|1*6ELvVuL9ql4#TFD{v7<{8+{j^?SdVKZpJ_xDeppr
z5dD5X*WgKtFrgjuoriqy13(wMBkU2GYc>8j!NEwkrTNFctt1+X+?M2?WKpBbTAplq
z3&Va?*Z~sayS>$$h~A@;sm5y$XX=~8+z`QKcQc9O#(1;0QIbmm+G$h?3jFmW&-ANn
zNl&OExo6Ysz5CkL4qDG!v<(^j^&IR<b?H1)MG~SPmz2|-e?72A!gZmpY392$QlY3;
zw^t&bXm-OBh+$P15;}u#csw2;CjJR8=PGCQWh!5?#XH-6CQk?fx*!Md#|}|LeHerT
zIn3?v&BJ^!#1{==*=UosI|+q(y+t}n2FZfN0iE35Ti>1E!alC4lZ)jtjU+(MH92Hv
zv4kFl;mR6a=$);(=IOVr54FC}g##bHe*%0UeLo(J_hM!B!(V@_nL<2W6br{9Fn}e`
zrF(YApQULK{+1w8Te)ip+3PR3Rm7@3blMC5RHOZm=pud+TY?FqUkqpo^GCJjG0vSw
zTt+zee3dyF&2Bo(6My@DaTpTXV~4lcpV!r8QM(^HL-YWE?XFjF^Do<;ZPZO@5V83d
zp#n$%rYE@<){rhsR&<hz^gH)p<zz@dN68o1NQ)2sG_`BR&gP8P(@$w<D-Eep#5Qd!
zA6Imq<MIpX@p5{IteMEdTgS*K&xF#TqU}a6A;T0qQ(N44OcdmE)46m<N2P{h^^JqG
zY1DrDmxKxo$gfboef<Hrl{B#|sx}(DS(fi=xMh4Qwk3Wt5_w3y5U^tr4lm&bD+5yb
z=V7MM6$uZ|qV%DA_V*Q6^EbG^VRy;D*HnK6pZVuCs^iv*a~6!x=$k$t`WwC6@>V~i
zFC7KtOe7KW-Y$D1JPl%9wTXS@k?r9bv2;mnTg69Vk@?+H6V$l;*t!Du+KwjwwzEJy
z*rUnH31_|94Nq)q?j6nPLLSH6bBETAC(#c8fuf-e##K!mUr(AR%JA^xJLK<?7kbb}
z^1-R<89oZYMw{ur>gztED2e3sEq=UM*Z7T0E_GR6_eb(Lj`*10{fNLju_b@@kDh}m
zhm1||KEf1pV3Kz`pUX&_SW$lV3B9|{<7OLJ|NW!iwcHBSO<I&kC0M;u?@It3a!#~3
z4t#vnIj%9#IljLRIn>jw3{RCqyqQPi&e+-!Z*41Bh17B!&^OjatYDDH<tX><IFeEa
zeN$C%sbKmOQ-+)IxPo{fQ{Z5rXR$OBWj0{Tu=T?qw_XrDC@i;U!%!QT_hFS3)gsMY
zWHZrG8}_99&V{Xg8T8(MU3F*l%d2P8kMYlxF_@>ZC)ZQwv?inHIx0&Xu?vzPf4vvf
zLI_@ALG<`D5WQ!j%shGB*_-cTexNBY$?4)lTMO)XD|;%<zr^z9+t_l100W_s{)<E#
z)K8}#>C#l7vs{RCd)_SnHTIO+i*F8slzk7t$Rl4@#BUCo`a>0_W~iy=#JQE$AzXn}
zN)5~nqM%~9!a;|{zd?MwC<I1dG*zqgQG`i8vSvxz`+ig$QKb)6r=W939@v(VuG<$T
zZ>berTs=XpCWA}c{3LLDr_*%Bwd{D>L=&Y2Hi+m00k3jV5hp+efW=6!+xpNnHSQor
z`l-)G2kddi2Pb*OJH(;l8Jm#2@v?WpgEiF%hvt3ZO0THqTY`7&*{rZw_BcMXC~z_5
zM7N%Wc~o5T1ze`HT}Rr0GJ}NO2}qS0KV)jiO0b@(Xwv>M;xHpU`L+QM$fAU>8=_6=
zXfmpo?AUlRlEg1>(c~V041>h`E2E=AuX$91Q_}|^?JIl=hKXDe>${r{R)w`g#J3)s
zJpi8`-?8>*ZL7#t%H}~C3b9Md3uq%gJIJ5zkv}eG<*RO($S<#`O<03A_PTJ#YcHE1
z%*Hql5&27?0b#3r#rmaRmnTNgy=Al@8EJZ{QhN1eM=9~|)(V+7kR1UsWYg%_Q2YrM
z^>a~nrO6WALA9!&gNZL3L<3|X$_O?E3M@tL0d{r@_x*hn3eyn2j)Ds!gh-baEG!%=
zHJ#Gup)=axt`YPq^4^5&#IS^=&F>CM5HFp4s~5ZGwuveO7lUq((-FcH@PEwZoVU|{
z;!7!ZcT#VeJRhtV>s?#4K<wZ+<utx_N<ctI+S~)JB+4Hh6q=WPsH?h<?5~7~wLj}m
zs_@Dj@b|?(xuiXnATPg4>#)$n;+}n;0*f0E$zG=v7wl_CD<Es{v1GY3$ZP5DZUT3y
zy|lV$r|3Qf;a-koZ*JMkI_RIl&|6wtTI|cWRTf`5;A~Z=CJTd?zRdMVV6GO5dOCfd
zn5TF(WdbSXINakE_6)4Ca!wdZKMP_&nBGG{E1&O&qct21Jwk>xA8l-`>*Ovq7cJ{7
zmfq>8h3zw!zQDfsoJeYxws3H_Sq@qs0Wpes$dF-2`|G&Fx3?p>pWHFp{JdD($lXu}
z)@2H*o~lZJ_e+5X87N@k7JIYilCO7VrySaCs_l>EiOM}-`?ICfx<v{-(#zAH(krLV
z5Lf>QkX=Q$Is1vIKzevi>Y|Y6_auqM9`(dgU~`?;VZ=#`qU*-RfA=y*u|R=3l`XUY
z`t-{uiBFQg@=N|6=OvzY7*?)^R7dlbp%~A3Qzc6cL@x0gUwj*_HD?$)+t<@I^m8F8
zUIDov*LW&ws=t$4doTP-65UuG;kzp{7_gEqn*HgVuv3;$_gMG}THx_+v+RmI*J1_C
zf2vkj{*n#kMyP0cP_OsdF!zmjdwYAYC|i2q-E*<X<?FNE+qP;2+7Bcu6UNG#d^dr+
z2a4)P!NKR@WHx)}SfXTaE0vxJ&nkQE#v@@h$cG10+4ny26=wUh_|sdDCe!3O-F}Px
zGbN7Zq`z%5;{tZMxvNJMmKj$JNRrZC7RK4~{=oZzCy5p%>#<qtvyy%cG*enYV@uqS
zs<o)_?*r`f=bjf9YYsVkR#!yDnsId(r(eHcJRM5EM>{zKW9_o=QIPE&M2Qg6$r_p7
zTNWy{4Jnealqe!zIBZ&w2PCvr{NSd!w!^=Ti7e&xCZ(~Q&1X4j`aL4|Wls}7Rx~=;
z&YlOIdgu=HmQ`}yMOKssedFcQZ)YT=?<We;7!7)fG*14ZU|@DnETm)XeWF~80m<>q
zim_r~=l4XFNq+GKm9cTp0KIB|l`41?^q2Zu%fK#dRNqj2bdc}#9-|>-QuYf%dJ-$c
zc?J$Sd&E&!rEJ-K3>me8EQF(!GB)bH$&XrZZR~V?4LdR`T$22Jz4&qZARMXjSmK<a
zSb|jsk3v;o|9gywg9L@)KNUC)ZB!U~9gbhf2-I9GDsof@aG?zCw0LqCeP9D_QC+^+
zTg`)k<*(E_HMQ;%RHu!y!`uIz!ogOX=>rFhm?k>$zRt+#d|hIp>K8#!>!+8d05P!9
zBMuGO15}_AcJxJqRz<^g9qTN?^1vXT2S72&BYl}FSX7Z$-PGH#JDk45M@UgiMdji)
z5Xyi?zaW;ybvT!{IgL4$6(SW^dI0aK5HX7jE%7WooG<GbzhoM8A;k2SBQ-DsxN4fk
zsc?WTxQl^uJ6S#b^AyANXL$CByya64pI`W)djv}tZ6-7_^1ILV>d^Tic+z{+BO2#$
z-hZf7b_j<^xEm8qq<YEkw@J@b4%L)IG)F|n1ms2)c&L3fT|N^m%!RA&V^ZSVV7Yw7
zJ*K&c+!8o1DCA#AsmM{xo9;*Z=H%RdXx<(lEKL>d9lYCLe5N7=VyA-_ORo|C9iGC!
zSc`58e%n$Tv*0pM5r%&+n^~mmGCn#4wb`|W&sJpV;26yD1K_zMgnxAj7RoP}4xQFA
zz1G6#zcNFLv)jRy5)S#we9Y0)MC5Wy5rntX=x94`?bsI(DaLcTBCgCWN{TsJ4u|0P
zXj^K$kA^biE^lb0gz#0ir+QA9L23hypZC(9-cO!WXPl!}8o^k>Rzur4mfUx+giD;o
z8KbsrpB6pIqUg$NpQyB8SvalXx04{Ksg7k%JWYn$491W#z6=WQrHi|uolvAvN!Chy
zGtOU{ZH;<|jS*WNy5||uOJ7sWqdi7_Oy5xL5~^Iw1YQ%xEqYN@_wtH*{BQ8<n~>~W
zOHh&S$4qk8=rE@riyq8W>JPxnIpc|)SJh*`J;)D*>O+<<TW6lOUi(wLnRZImFuAX!
z2ti!_!pGfm7YPt)A|*S*UVP1P9Rzf(gD7GASx8=%FC021_vx!$JpTh}CNpHUBc_wr
zic!@-mpvOh2z5oopWX4-uUVz)h{<2*`}?b;a@op7*=4{#W3$@H;PJ~kpXo-gKqfOB
z7yGu8L$b36z^2K=(VK;htBL-5I)PD57R^;0wDlRO^Y0-N7pza*bNqPM006Kbp}e%P
zLJ7~&tR4Nb{8cI|q9ZS_L$x&&UVpO^5UFU?VBLB@>#&;5pT$;)^^5TasQLu}k7Nsj
z8HDt*#X0)U-0l5vnOk-WQ!#nmHr5BgnOYQtSj~Hj<^5bKXkf;*6LVkxd+ZMA0JN5_
zrUNAo?5Kv;=G2ed0dwDmXI5!k>CS#B6*5C}TB6T|^Ts%)OIRao2J$n+PljmJ7Dv1-
z#$!U(jgIyR>bv0R-uiUZY2IvGpRf`w?70hCe&J?~^_XcmeYk13R2EQ_VGIbX6$|vt
z9`JXBuoU6_b$Zd?ClCLMl7x^_0F`G_l<GrrLvMe*^g4Cq_7bh)COP&V%K&0Pg<M;Q
zt}+^gn~63OIWn=+*CYe6O;-s7)xg2=+@9?GdtRh*w{yyif={a(MpH?bBf&45(<YbC
zIAo+QU3VKXW?_bJw<zwHf7p3ZpEv2~_9XLJ3FK9OGimX?o^)e~0!P4#I{k$MR6jtA
zc52Picu?k^nl#jz4yiuMo^wO1r=2{xOytJT{ymQP4Ii3V)>h3Jz-__eIPsf0$3)`;
zFxX`}c3-o<+jpp2n`m#OEA3)K8$+hf&3V9Pxw(nf>9+400AqTgloCkAkpu74d@7X|
z;N+vRxlzxZ`8WO{2*~do{{T)pr3poKFN5A`FQ_JJhB3UhwbqyY(T^k^ZmToLH<9Di
zQaw4e`h@J_(5Mt5yJkhvlYYWccmL_XV|~PGs^f1Vd&wI%Kl{|fQFUcSP*mn(B_K94
z#OLAi3cMlEQ4#~0wfMTQGwRZXkQSvS;qgYz<Ya^VII7%l)BPepFLRwHBClLYiBTi-
z6$u9mEGhI<8jwCcdc_LmyPz6&iq)+ihy^)j!0j6E_roFnIr{)~E0l07Z-UCB?vq^W
zzuUjN)L467*uTf7X!y~^b2URpuCM8(<zw`ZAv~i9dxtl0D%og58V-$82n#JG0!~e{
zm#x6EY{umtik{_n+e@6D9j%z+-0(D<y-wQbXaYB<do(9a>ynl78g2T1q=ff^=B5*0
z4?qRZvm`aL32p?2Z`>4Vx6=m1XQ<E~0K+m(F2&aOFW`fZkc$7O*7u)V;s5#_`JM3@
zoDbOx&sHV|;3}U!A=fUB2S7w0PHTAp-d&uDc&O`khj)Xgr+DiJ=X;uLIi@0OUWo_a
zANQ+WIrCLG*b&b+N4@b|iLx;h?N%N;V5+T$4K+KSu*@U>ghSp@aOkgE80Ny6SmnBX
z|KUZUZO6@`T1ChSM3Rx9blq-C)<g&&S~B&*lPHa%HBqBR#+%!9(Z@F6$&*8F+<SDl
z-Eqn@E(OY?oRP+Uih_48g4noHI94pP8s)*G(!>DK3<JpY!<vS(y+(YHBw7LQ4hs@u
zhwMmMHsl#u@_<?>M$)F;J(uZ@c<{KxxaPg)_*2^Py`1WLRa1wFH)L{aoT6Vu0@R&D
zue%@?x}iuuhzA6wh$~|Ll84g~z0+{~UHqey%P#DF3z7N@H{}_fpDy;dbV2+vGH1%%
ziVWPA><pl()$s$xDv68J`!wNP8Nnf?)colqNvak_*%GUh?Z?W8kOQVl3)2w29G5QZ
zJ!1Qu^&q)^DxSq;plmhgqX;XTEbCY3&dAdc1h!A3Gy)=@TpG-=CoiJA9h@&!3$F8A
zG@hSh0yMrQN|bU@SGpiG7dgnm=(i*|kj}Lht4E@n8kAEy`C@WP5*^z(-pCe?qK5!A
z|4A@Fc2Xp+CQ#xHrBo?2cNM^dH@OswK?a8BF2#K_^vcrVO<_c8lQJ|5Z?AD3E#Y+$
zF$Zj+QMBayje&fAek1GMaCvD^T2JJh<__FR7&w1-o+aUS>dE8XZ}W==iwxdLg<qPg
zOv14sGaofyp>b#rm^#)Pyk33D1MkkQgEzk2qh%Z@NeC8H+psC%^X=ai^XIz+)yH{H
zAmvzWh2ESf>DK2Y@*qs|yQWb=jJ$Gvhw2^^cyH^Uo9=-2&k)1Kpn9PJg$tQF-)({j
zAAqN7WB03zC;KWt9@V(k*@~|iA-$hhf{*3k=7w9oe|@9bZR)0SDjHntCrzaB1@1fl
zCg=CBuV*XGG)cU;#UfpQ*~+R_Vk?9Xqw3bpiUk#OvTRTNbdHg9^cU`XG?Pt*n~i&+
zWH(r2TJD2B$NMF>8bi;ifQ<jOM>);uP+IntlBkfCrKW0Mzo)sMCvfcuA7^hZ^wwo=
z<X1HXt5gwWT<ftN*RLx{m553cZLD0wJ9gX$0NKXnDMQJZ(l9dZcbtOAs#Dyr((t3=
zwPGbqV~SqzeLY8NHoCzb%Lh?@g;x@`WfZ;x1CDUs7oTHzjUGCj<fMwA18q%mK{t)T
zKz=c~zoDlTS-%iGp(G{BE)#;9@@8uo;=)y^$A2~S!oDui0YL;l03WB$xJ1pFuqM=i
zJm<Y8Ei#ZeN}vir<hhyP&>e8M)zThQb6HcU)t05P2rXT_4Au~9cIL}A^+e4!Bc881
z43UiTz~4dNlUxe1E@V392oq&^)mGK!Ex#o(#hTx3M&!`vTH66KaXpTaHT7k^`7U%n
znQduO4q2}ZwN6UDk$%g3S^MRSaZAv0>@cNiW>z$s=&G64QD-qQV7m`bM>J<iyN(ne
zIQ;NlQc5=NNi^IQqxCA%yQ^x3a54Jtj1-Z~*57A|U|)a-1)n{sj!-CeuoI*aQFwCH
zcJvf`<ZqL1;=sZ=g(Ab+P%{R4U!3y}YLl0va17PEO>#I_8;%fVaA|9!c*}2!DT|a?
z3iU1SMUF3Nr1HE8R;bi-4;AeH$n;59R#YdlkoV`~#)kC13Oi)Y+T+=F@?IiKVtg4y
zzY+B~6}jItdw?yWxM+5p#OFi(Tz3+qiVXKj!&Z@SEU0K_5-MGu;Qi}hmM(~^5%m2`
zgKGHXP~EwOZAEW*Kit&Hs4_l?SWw}Wct>lA&)23iN{t@2Imk4c1-V&!qqmU;rVE*t
zrA$7%70unL+S~*1u_@h{_3|~eWp?|RfP-G3DOzbk{Irke9&0w@{8_dek9?y`tjUf_
zLTo{xaK+^wS{Vck)qQDZnQ-(BAI&L7$x+GCinV|IcOd7><Sxnz)WC$}U8I2OsI;>G
zzi1x*e>EY9m3CR)LfbXM?>HzBF6!02*J*mtE`xW({A&u}-FQ$^-&%ybrreC-3;jY$
ze;lV_3zy}uy59Vc8z7Vk$=!mUjvm!78*lPgMA@d{r6bkCLb6Tg@wOeEsAzoT+NYW-
zjW^jdcO%K{GlsL4{L%9>L$Q*y1C7+US2UIt+FHqc-MMSY37?NUo#^I8OTOXF-G29;
zdH_CrqMZOg*Q*;(-JhYJgwfsZg6gA1d*2($kP+Jo844rh|87XM#NENmyW4yMajE>v
zRi5OL=ZbL5&i4$CDojsF$_>ETZYXl?Xqg!W13yYiGvk6(xzT^SwD^bK&Z*;VNbLPL
z`{}Bv^z-NN{0usS9sXv&VKY&{33&gFm#y+~fhd9FAmsr3*pZU+XO~yNG#q{{ud0ri
zQ{<gR73p8}tQ)_~i1ElRviwa|bSefhaLT<^YGF?c5g$f+QevRr2`8WZ><XpiVl{W&
z0!mV!L9K3w_lvJ)C=2z3-FA`98)z17VF5^!-y9U&D#Rl5`adu=wfv?wcD`B7@*918
zAAkQ*bXOJLG|bxW!3`amII-AD#R5##>>xUs$$8(MBfH__bU#5geIzbl=v1oY<G>W;
z`&FdR^{4w?yRBzfWGmdQx<Z<Awni+h7*iHjPHb(T<!*qK&X6i2P%H+rOInxlEOdD*
z^i!48<856)k8Rg!n*5ZGWN;;SJkntCZYr&}L~IO7{2OYO=zh2R_rQ+QTQ!4uxJ6$Q
z)-p)`5@fsp+@2I}PsWP;ELbRgmP;yk^F^&P^3&SQJv&>hqpKcFno%)d`#yxkg63yK
z(qWpu_XW(?83|IVB8|aV@)@2HIe){)|6hcSON7JzVwa6<lz4%&)3KO<D0&=Gqug^}
zES~94Sv^E5D$Pf|PaQ-GD&^(E$$X#t#riEGB?B>VS436BcEfAtp>>}lHiO6e6jR=W
z$1fEc9hdxV-rH8PzzBSr#Z`vEmJ?RHEQkBAxe0Rc`swf2-i`*>7sPmidqVlri#|*y
zSIWG{r97tWbi%SpVAuiQ3sJ9x^Iw3%5)zF$_DD~Gt<|csihEq*Of8IasSlen`Gs3P
zPpa^ns;Ky|K3v0DWQwMgk(Y@K)0*qxiI)9FecfToqxyk<3RJbLkmQPIUVL^J!A)b#
ziLaZT5@Kd47{&K{K55=8(Re_P6K=$JZ|;$8Mzv|6$&=qsc0A0X%QPqF`DT%Km<*@5
zR~VKp`MXffg6^k>SurY?natLq=P!e3zT_-3l}RSpS!awtU9WDCI2z#Wyor<&+Ni2d
znOSPEp;7UkQhByzE`D<Q__A$*iu98xj`akN-fIK-87aB9je*UBAIF_2B4A5r4E200
z^)*K=VQo~3RBeGw$(pm2Zkl1eWIrC`!|CgXv~AT9J5a?VIc~5&w~({Q6m!{5oAuH6
ze%E3<PaDtoiClyobx@Obw8pfI$<j>rUAN(EXcI??`>ofGLpvNak@uF{-4gvtf`aDB
zRpHaE@Tm^xSG3iWw^XIMXou<QYGdQ4(^`_RLl}b?Lm1V=iT;Bm#o85!90NzSGF0O)
zrghm#e26U^hDLPzpJX};b(#ddr%@HtfKR#cmG_QGz_5zdQLvIm*w<2YI6`y4yxg>_
zvA1Y|!OJIV+Y6em<Bk<c-vO_vp7i<5NcP{Hm5iAc?cVK}RqqSHyTdr{PZz(Bk<xn<
zHUML;v9M@l3W{yn&wTPxd~!~{dp-7kQzSiKek6Y=`{;g!zP8r?7gX5ugDR;hg(|N;
zTjX0+9yZqZbn4hKN`UI5$l9)!&4=K7MAYt1+-u8Km`>!|JEKIfDXZRiPGF7Z#KD+y
z9KJdJ&zyJOr||FypI?l4HyrAo!C#}pMi^0fWoiuPRz*c+#7H2;C@KeLeZwBrm!v$B
zi|M8h2H^*=vyvg>kK-$4{CUb@6UYzphP^I)(#vv7N>w5h5b@bV89DA>QrrHKQAZqK
zkdEh_4`T|=qwvm#iM{r#T096dsriucNQUD@cZJoIM}ZAq%g<_(Zk}hr*IZ){x6{aV
zt*TYrgDs!S@x^6b*W}!q{r&wMG4qsnJF%!z*-x8-c*c#-3(h%ghvi*BgH=fjCKaVC
z6?rcNFUY9xj&K0w;V|*0%m-jm%_mS}%*M<7Z7vk5AQtVyi2u|^WSHwCI_X?5m6Glb
zL-docOyL1NJ7n5$;xvwsui)KP=WQd+{rQV44ZT4lvU$*lZLvsne+TxbcANy^CHya_
z#Ed^>XlY0TPS?l5m(Jq1J9bCeVw|vpV0gKs2qPX*k)Q;(l!Yy|G}l|4eI!_pD|vlt
z6N-s|)l1g%DGzMkLo*NOVjmW^bu?nKASE}3_GppBN`bSwAPlt8)W&^sJ+f5NB%@aY
z3zMWe)jGPo8r;G|I(?-5tA(ZTnf&JI-ye;-?b#y9{EmnBF8>$sI|z3H_i`Pbq5EZN
zV-+9Hr_R^)oO8lv3<Lw}@1)6WGE+v(uL(!Uf!uUbA2&E#uQl%hz~uS+&GcfGs9Kt1
z2ii@-6{<V{9*whkNf&lgA?UoG@2u2Zm#OJt0MwV$df&_3ifLBlMr7sVP*J5w*DL;l
z>1O9^&`qr7|2{MW6e5Ift47%{7b|ADXS|{8Kf|I8BpC;`NR3Y;dv_3uKOSFRdhx-Z
zm=cV5LPc$$4(ofVm-juKz_+OO00e4!8hv?QB<apPLQEed7lsJB5PUC18s=i~8Q0uS
zcW*1-SWy4!_O_KAu0}pwjobnY>ZcRx9I*6d_Au`;`XTxIN8I9=`&*d?mPyoR=F8$V
z(+nJ?b!K?nO$E2=5Vm42I;p-A&J17CK&y7UV>bMtmZLS;Ny%@TPllF_w3^Mqj}vjK
ztp$Nri1g3Ft50Y;;MG$OUE|?zt58x-THjlxI)O9c8_o1%3dIUNb!tM)=7XPuJQZtI
zgyXTltm+zT{4a2yY%nE=4&3VHX#}v|p`#rY77`Ebn+7zD!I<X!QOmMs1K_0zaqv#x
z#P?S0W3R-GP33gi@z_C3x|W897|tKDP45vm>)uRkSF5SU%)~fyO0I@#Yf^anV7(+b
zle=3-Izr4Dj%;gMF1y|FIVvp*N%`p4V{y@jXKig#`|(cPvH$xZZ)}2f%twLCZk>Nv
z`4o+?Q2S0|+&F}|X=JZspcJA95->s2*dCb-uW1V@+0U-?=fI#3dn;i9H&k5~km1rF
z48Euwdi9G#erG#>bpDClgfZMT&D`D<^s3dHZ?P9;B~ik>-rmpS!fsOTSSz20u6-RT
z4SK;!Hvjxe>(v`nCHbMTnp>PV4#Z8hhCIB|LC6(BPy=rn_*<Ol8Q3;YI=i87!cFt(
zMj7=K+?O8dDr?gR4l7wU{Lyen$7?<~cVbpQenBwsW_mx1n;%V8VhdGP?A*(d2kwCr
zWnl-;tj$1Y?wU|j_AHSfud!`Y^de;RUrb2r{vkX#6DgyK|MAAfR#vORp2ah1-qacm
zNpjImL$7FMzSg)e5#+X(SQWv+=Rbr9&s!g|1&b;EiotBX=1~zVUOUbY{m7_jR5Fh2
z1@NWQy<w_+s=P96z*Al8^iOene~&I&lG1=<mG0Fq1DVNf^U+Z{9e7QUVx3aq-$_-`
zJ3dkJ4=exp=!M>=tju#7e73=djkz%O_s1DmY(p9;6jh-Y7Z(s3o}ZO2pa43R1cOep
z9ZrvNkAyn&T%nxxnISta?I{QCF^ccE*pZ*yQGK6`wN;A^`BZlo)X({>PFEPTv|bAC
zYHnBb#lDK^X<v20F2O~n4odxV!qa~tV*m7$R97)|zU@m5{FRkd+J+bszd_bh#2%t0
zr0BlGkj#?p<nYM?XlhMtLpmtAuj9Zk%atxJJ%x1V5yrlO84-elY=zMKP*daK7BG1A
zb6ueZl6bDcp8yi<VaGJVHCVIr_RyCbdEk864>TTrSnQmPYn!BA$LWpU#Z_6pJa#H?
zQu*Sb`pKUWi8a4`3HgPKV!wy>=8e5rjZvqrngxj)CmRT-_>CbHDvNC_g*JfBh)~Z3
z5C8(;qQCU=FYp`PfeWJG$|-m~l+jMAfvS>AKRB2dM`qwu#<N}|2U1;E#VC|6IQX1B
zU<@P8;WD_z)ma(s`HCp}tt*Q|w!UluqvyU|XBXJwiH9w2Q#m6GZKUq@I9>)}Y=jb+
z<4<9Agy5W+`SumjPa9UQ5m?{oJ}^Gb5zy{PLtu0i_S1p>`c^P+8D2Q6Be&tr=E;E7
zh#EfQr~1j-`1Cs=v=PdJm=I~={F9`oJ>64JuNT8kwFuQm9?qTlSIGSzKSOw!`CrS+
B)vy2n

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-introduction-statistical-learning-theory/images/image-15-Exponential Functions Graph.jpg b/apps/api/app/data/demo_documents/stem-introduction-statistical-learning-theory/images/image-15-Exponential Functions Graph.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..d33c1aac2f0069d657177f454af2c3fd3f039430
GIT binary patch
literal 10793
zcmcI~1zc2%w)aL_N|ct80Rbr~L23jJCDPI*(jXu)pdgHZgrv06-9tAB3P?(K3=P82
zoip=>bMO7$x#zz3`|kI?^Y;AK?Afz(^?$9k(Ua%};MP-lC3ye~3jnY%9{@cA$N~g-
zc=&j@1o-&)goFe)i77~kiHL}4Z{H!KV4!1SWT2y`XJ+MPXJ+9B(bIE?aB@H77ZMU;
zVt*_tDj>ltC?s%w5iCMNLSiCf8WIv3fqV4#1pc2F^f!Q<0E-=~85@fQxIvDEO^$_b
z2beI=iHr670{nf!x`B;@i-%7@c#{ZoK=m!)1{OB<4IFG-TpS$C(cYN-01i3s?R)&v
zcy~0+@L8NG1bm}12tYFB-zhbR_E-g9y7&>^q@t#wrDMC#&cXRWNcfS6=wmV2-{j;K
z6qTN8J=fOJ)zddHx3ILbwz0Kyb%VHjym{;C{~;hSDEMPYbWChqe8T51iJ4j1Ik|cH
z1%(xrRn;}Mb@dIcZS6lgI=i}ihDS!n#wRAHrWco%S60`4t#2Uq4-SuxPfpLyFRuB*
z0<iza7UuhJjQxo(atvQLaB#43@UQv8y5WH#Y;qjjd;EB}r8V%)obRv*_!3aaL}iqJ
zCj<#<?oqyU8M;ZuDzwP9f6dzOoc()@`TdVL`#+5RCtuS5F*X)PdD!Ft7&yJ)C^QJn
z6guaT=;{u9`+@I1bSxg<7BpCczr;bOvL0HcA$Q{@N9OxK634VX74>N?m3!rRjA3-e
z`|tqfh49Jm%=_Pq#s<#BQBO{xCzPY$qY{I44j?n+ucyN4fLMe0G|A+tgEg7#h^)cL
z*Ke;L^ihzAi)RVSe2qU;n}S5v%slp6A=@p5X3&^z*{hcAf|s<H2>3dwCT1K;B&pQS
zt<XRu=NZgV%TmQ2GRlz|@*6IN#*=>#eW{;=b;P`8y@Sk>qQw|rt3gEvC^)qKttQ1|
zc6g-8*qAQYLegsdyk_MsqaxWt(-^MS-yD+aeKy_LQ^&^CvE(TJR|wZZrh`XWEw%sM
zx$8Ym1&wuuI#JMuwj0-!;})@p-lap)XWl0}n^&gtG-k&zv9=a8@KL7`FI%*xamF69
z4oidAUnyy!_KtExBZ^{YGebCUQE12klxdI>TX%ynI`6S7a^wCd5$x}%*wZhP={?5-
zT;^DsDpOJOPg8r<-3~MBq7{WUauh6IXuSI&ll4hJi3a-s*x+?EtMbjOi!%S{S?MDa
zYX8}B;f`Tfg}f3iWBP*sy7V%o|5A4J$@HXQ_ON%TdQIvg)uZz)V!}?QM`HV_aqIy+
zj?Dhg6D{5hZ)zmIA^(meuLvw0b>pCffK*a6@JVtW82}+ea>X~?Tz&`2lHc^mzYBjN
zI<`9yU8{O;388T+7_ycBzhZ9JCY;arYH^g?s;bU-=ve@b7n7Q2Y6zCNou!RPjGE0!
zZFtfq`vE(6{@c0fdawUk+S9RONkbHyK~8f;)04@XuV~<PTGYU0G4#GvT)j$y@JWLD
zKO}!GeV1m!hE!$mr&Cpz!Hbd4TR7eNXd^ToR~MhWT!@4)h)-x6p#lGv6*3PrU}h|f
z2A-~#`2CYl{?R}Gir=7Af)a-nKMOL7LXFWQ<}h-7PvV327+VolgSGYmQn+O>vhymC
ztRZo-SOvn^uP9tckx<n$`yj&NJ#ukJH;_qoQ^lQ^?lKonF}b2-t`B<A^-ZAcF%Dy3
zisJjf#{}%SJ=GL@lI9$5`d7TxV|?TCbM3cyS37CHZA|KF8<qN5ezo_0%IUzOEH}pY
zQ|n``U|MzWCoQMm2(LuM|DLL^pDz8qG>!#h`j8x8w!X6AF=FGw1ZNi1zca`3R_zQ+
z^nw!B(>uYPTVEZq_LHo3swKrKRfOIpXev-)iOjCn%$qdFjARAp^Q!ST#`IJCS$hAY
z+{*+WU4E+&j_fBIauiqtZ-iqvL_%mB=}I!9QWY+Yss|@{7GP36ca7yQxWwHWlb*Ne
zTkFLtF;lxN2%59gFxVHQ-w5IO>#1<A4}xRQR$Z6OiCi%&`vINWQY$Zdu4%V^^TcEP
zbf1>_-L@zML>x5ayFyp~+)1dtF4pKf$k2r2TPlAyW0=^(6L8=I4q=fH%j(f(J$CaC
zQEEFmXu$0Ryp`%xEzxItZ>Bs?jzT+_ix9k|T>AM!&(2X_5>(frcp*xA;lF8Et)*2K
zsWq}%6&pt?Q1VqH=t0};EwV)wN~)O3$y%e+Q2k+^d(ld_(16_x=j5vFjWcH7Q7^id
zOvG)IX$jpYY{!*vML5J9ncBfqW`RrwwXW9oZ$Q*KgZ&_97DDw$;|w&`8H`mQMpS>k
z+XP9ow6Sz@YLZWR;EFCpMWyAqrrxTpD|1j#YYOn0zzMdfkI-k}#paa-ww^N98!aEg
zE<=fwF&=DF6KK3oW9o@F8&sHlA{ARx<39e7fQLDPAn3PnnaE*Z`n(U&niKfBxf-eu
zHPO<)jdGV7<MnQsurzA%t0v-vLGE&tY|rg5Xd-ibE$|e-HzwdFJf`j1G?oLdqrhKH
zlsXq&-5{Ncdc_>sl#2T+&g)*0`AEAl3c{iyTJ=q3`d){E)>n=+i^|DA?x6w83m<&^
z=_+eKuFnRv%laVaKpk4Vc$=4X0hx(H(T`{>AYI@9OQ_YHZOfw=(KiZL^|R$%XaMke
zihRu2nm3x%BlYs!qe0=}c|r{crGMwkOQx-~Wya1ln9Vf&yBCl+tsO1cp<uqQV7{%*
zBm9{?*`Pnt_AMHaU|*=c%*!In$Y~f6QFYwPxfK58fz8EUSqd%H*wl<MCC#s91IdK+
zSC1ZwRyBuiO<3;~JXZ1^YD9{K3>9gry?A&W;J|wz=}yT;{+n)o)~;+S6XL_Kb%UC*
zxIwXpmS&%%yI2C%d$iv_kSCBNG27sFOIjOTW$&K0D07{Y+DB@EPrDfdi(F6~=UMI;
z7nSZm6Q;1$EvCQ|E6Iq7P{X+A5GLJ!F4dXWj5f?q9jaE|ry#-`mp!R>QQi@+956H1
z{>#<(M{|(&uy*jq3Pe!E3-(XYem`amnyYN?E!aq&dgkO1bk#Tu-lc$6vO}|cAmwuR
zKRT<K<Z7C1O!rjBwOd*t#%qZx<W3n|w87yb-aApK%Aa4$nL6;Sg1sV_8IeBKo~LS6
zqb%fbnF_!qd#}e^n%;lsK~PMQZ5o0VHB`fN&|^g;5NW+WzsJqw8N`^;$FW-|%v=|U
zz)d8iQk=BZSCuaG>`0yt|9q=1WQXeZj54wt|Jfy@G~<WycYIC|2y4T0G+;g|bu=DR
zppFK1*-<}RU^Y_-TZwtAx^P%2&>b)^$5`n3@WMwlkM_v2!_<ytLo9f7OXp=EXIz+T
zt7j+kVk{a+l_xPN=6S|It$~^fW~%7AVVb^$PsBIo$#miqS4Uupb4z-Ke6Gq;iD$f%
zXCXy?9Fspf9uwC4KX0+UV-8?7CeSbAmzo=EyQ2PtDgFuj{R0F3|F5+r6*N@Dggj~*
z)82OQq}wW9_zowkG&1vQ=t1{lF^T*M%o+{g9zX+_{&`ckGVMiuy_^{uXw@J?-l$Hy
zqV7gfK>xVm_4tG+DOQK+iVYJP2f6go!1s4)iwb|*yuMD3SDt|#2Ni<SC65D6OIBF6
z!jxk%XPYq8wi+$0Z29<kT#b>ux2E)Wuo07I4C;0;be*yo4J<UP?G+cH0oq=?#_X9N
zc?e~P*TcnK7j8*21d20f$4j}-4dJ(!k{X8MVUX3}uQ~f~GqFk5I%{kuP>JmOWG4xr
ziSc5ak&+a*2HB^q)ltt9-DWBnrS^Z-o6HqO%IY<9?h9vaoa{deEf5-+?Zi<N{_ws-
zzf50Mu#R|v^tjhxc7E2-M8S-)0Aw)NfaAp}P?Gmx@%_0ejs<zYstd`}07YB-%q($R
zo|cjz=Y=Hw<=W8_1Js}KI{!c;WA&JB@)>rAj?1?Txlw9oyT}3)+B;kQ<oYG7<^!*+
z>5od~bE&2Oa?Gw{zfP?Y(dH~dMw?(m+v*>drm9A}*{7fGUWP#d1el@&_y;`*Sc{|F
z$;+E>8exs+-ln?`FV=TYnZh}e3@$oS$8*ofzMpre(^(?t-Q-%3jk=i|vtN^I*TCZf
zp*{f;-Z{k#?mq5Pi3%wZ@$znVdg$@{qAGR#<nN1T)g)BE)FWp5B<OO}SwFt9HNP~<
z!$xL|LCFWlQ&ReKa%N<moqTE&Ekfuxt-GH{(l#Gi*QhR{w)OW^LVh?Em=J}=+g2;@
zy?m<_?(D$_H+jFWlZ)Lp?ce8%jCz9xni*iLPD^OOInq>iz*URGR6C0+PDOvmAjq_q
zIBLG*M4$zJ7|h>tSwR+y3YxC=?dsalJG6B%;7XAM#ZRGuaXn=etYvlpE(Mp0)9D#!
zCv`Kde`OhlI_R;S4e`EtC+?yEds8!e*UH+KPsr`Lj>5^;9|?4@nD#7`3C|(7sg`d&
zlswXNxVGMJhca=_X6<8x#48%6cJ18HocERGD6}~KA>{w*`ayg_erL`UE!;qXl~sdp
zE^Yv>u>-w0wzJKu^;61)L~x8&Hqzr_7YK*v%JLR@HjGUR$YUAO(7)&iDh>lT&8IKd
z=Z1zDehn3qN?}XZoHefK&NsewN-BmuMU9N3Cu={2iE(5rJ2aMI;O8xjZ2*5Fte&&`
z2wR?GE~}9p^AJhRE7(Ytk5PSNLI76p3bZOKkG3RLFDsQg@VRdIXb~52Ab!4Zz{2i1
zHXIF1>SBWKaJ_wcIx&x!t&rE)PzgK{e_)c`HKhl<8pE{9v4N2M4!a9~ba%MIGP5oc
zX|$g#1`R%u(5hyTB2n$$&cnC;uB#O&Pami?>EEX{3?ckEY@7HITiw^SiI^z(f{^;0
zd=f<=lwB?4bFgL@k{CA5TV|K>{LY6)>EL<f?haEa<I!d~X}^B>kLFA9_?5m_GepoP
zF_9$_n+De4Zk8etF{RljIZN;8&8O#8R|7U;)8Z~I$9<6~zc)uLl^zinSt67?ZGGdf
zz!S2JSp+CiXZm!n0&&AV(1y;d<IuZP#Qc2~3*PH&n$cuugljpK&9yDTO=Qt|q+t)c
zylEJvGY?uv)WZ}!oalQV-%W^<N<YTmcwW<B;nMvIb<jr{g-n84_NU|vGNXY6ub*8l
zPtd>{pT}934zM?4+__bqS2d<{KhS_T9|(nmD}GAq_0E9q==p0SS;(#UIh)n6qc@We
z!NCQb@qf(Q|Nd`1&+zsJ*yj4Urht69cf%?fe*qeZw}Upf9nc@M_+{O#c!UN*qS3&M
zUkcSRza&d?v_{|*$H!8w4L2j^2w)D&wSK}FGkm}jhKpUTr1Bxho9eq9g(mBNXY#A>
z?&KNDIu)3*JgiH@6dN>MzZYLUs`#p{4TYG!!kdN&4P{$81Kt9km&q#et{AX$)8X8C
zz!d{_DANiz{53*ELS%7QNSfysh(FKFkEzLshYV)==8iN7R;4_fXZ<uQ&)iab&yl(R
zwU@v}0fOw9GE3jH<O^GGr<XZPTmFpys^UCkqR9!7cO(&#pgaZ|O^3p(L>|`khI(8M
ziDVozd|#In$c{1UGVBu&|036}Dg1RQjC=pMGmA7#GIB#hwxAoQ*S?^m>{%!I&lW_E
zRA)IFut3qm#3F21>H{(og`-7iF!;}2gu&^y(`<A|*FmXJghP8myevvD<{F{KoCcNu
z8a#m!DffD<<BT8RKU-MNm-+y~pB&L_j(lCN>3y?9|Jh#Fv=L*aL2Z2JX2jinyv!Nc
zl=ry5X0W@{Z0~twEK1qnNUJ=JWg{bjvBipB&Yi9N^WN<Z_Z!|xJ89p>Ki_-L>_;ZU
z$r{cU*2%(^^;$bn`ihHtooX-o!tHQlcY<pBvhr9q?&^J(`f0)!n4HCV13c}bi+L2p
z^n>sq8xv#o;=read2*$bLVld^tu;wdqbxaC<_*|a$QWO2GowHb@WaAqKF$1M_HX4d
z%7j9Mi(xlIfFJjC>@t7GWqIjarXdBy8w!&9@K1eO>M14EPe%wY-HPg0KwJ(?r!%9N
ziq1po+ZY_I=KrkH(Ehc%pZ=E!{mEl1$!<x6B;T{hXSJ53BWheusUDZZEd@tM*y;4z
z2ur0R7ntAQtKL7yG(bllR@#;`>zyof__OA~xGVU{%x!b$Q;7vq)L5y}T4OqV&Q8ty
z<=}aY?ZKpIT<}dAzmkWfuU$Le4dPAD%{)rwYcD#{qE1<3#QSLtj?)~3ly1*}yco(N
zrXqJN?qp|bAD<IqufNTkF*LIEw4i$Q`iFp_0l~7Z6=(e@kiMvj)oJ3qZpUy(=@B*c
zX*kZKQqN7$%(s~+JzgSfY}V7|vh<tHq;9D0M&sVbOI`J42{h0-i>U>e78&prqQ$?e
z93@eW;=z36Mhx%8l0!J~eFVQP!`%NCy>)a7a+O&(@;82#+wt=bHSRo1JM2S#B{M%8
zhf$C`N*PjkHpVi#V5M!7_pwIJiGBX#SF$5Xf}*jwf(;iHF$A4gF<q?k`@YlrraR#L
zBT4BMuijj{as(%fkOS^4`>T^-@AZLW{Bn9aOVQlYJ2I6!N9C+*JN;S?ZzC);;$o&I
z&Vmq<_A(&}6sIg}keb|g$5k!ChQ?`){hFq3j%Yx(&t_EQQJKk;L8IR)<l)*un_Kqc
zA`J?2hkUOT_92P)c9HuRNIS>n=C;|1%*@*Qz#ZJgIqm32>pd<H461gRbCoGvJIv#S
zqR6x%I83c+a)3n|*^G>`?V*vLh>>ASHyU_HU%DX=nNcmW&zF}Z3{=CoI?RsKu$(?L
zH&AgOw^+g9NSBHP4XE)if_KZ~koKyanW_A&0<6KF0uPx{EU8bJ{RBv?l+$f16fGmL
z9r!U(v8MQ?Q>UZg*;=^lyopr`Wy}eW$plIgB2*_mEZ*e{KAko{#*5rm-h`eZhuN`F
zo(2!UKzZ*TWg^>BXNu@Xb-ZipbB&c&JKxeIpx!DSfRP82!Wk;!v58*SkiYd`+ALgL
znqwxk6KW&NhT%`;x@3G56D|)J+hz*ZF-`Kud(*jv;}r^)mNa#vd9)EMKF>{depN(H
zq~~pT8f*-89Xz#eO5UlfGxG;Q<rsi%`GlO@6#9r^p;OnC32I&`+q)N7gIM2SH!UAU
zuLfiCe(?XTgZJ1J2idZ9k&wvK`~z74U5Vvcv)*?3<?#x#VXW<fy4g}0KcZ0)v4h_j
zgsFU9=wrFz?HExRtyqI#kpDy$I*xhSp%W2^Y12x(Taj=hjsYgP+0|2TFuA|Mb9JF<
z4|$WMqNI=09Vhqf^E(6vW8$KqEwm^$q=KwLoSNnc&#@xaV}Gs;IK@y(=^f}>HFK1T
z_4mTrjmn(Vn&(d9X3ZMGtCId?3sA?P+8lx6oMNA4m+R^}$vIa*b;8rlZ*H|70^;vQ
z9bBM+s>c^2+rq+$P8G8q4yC|A?5}%4g-lCKrTLUTMer%ZdD&GXd0Oe7<b{G`92c^>
zd}n*T2xKpXj>0sbPy}x;T%R=IW_>h2YLY?WQg)wVQ<Kv?l`WoKH#|@~c7<G3KutBn
z>_|gS9TSay@1hYnI`EW&4t5-tzJME9@R+VEu~x7H^&>6#6qDk8ap-Pf4=N5O$8}#h
z%w)a$05aor?BSjex*=h89}|%iKxlv=>(T^4c6K$iGYIvW{g`lc-m*VEo*7CM2m6wO
z_cccqWiZzs4IOx_7LNu_dtZzPGl%(qvg6!dsE@R4=kG~_N6C_nR}KWZ9kEUqk2`GI
z3(A9cKe?k~?HDf(g>8z{%IwOZoi*iazC(@+x=3AHl$&>vp+C|+$;k!$)xp^x<6w16
z{h>i%2=ZOH9T)qh4*?oj-Wk3anKN{^#5`sU=(y<7baT=hX9uVg7ZhSad(|-HCM?>V
zGtF7DNhjEdD@SW({vN-e806uxbi;fkW!r5o(ko1&ZJ61U>||hZ^Vu+ez3@(fWZ%d}
zgQ#x3345K{=k4Z}IjG##-h;KIT<P2=-Q?EM^7BH&^i4428hC|tj3+LxCe1E>yqsG-
zPmbwl>aV$Ct-JB@5!Z->`M*OXfBgT~JGx+@qKTUs5k>iy<(N349N+K&14<|nGYCy(
z2+>qcfe%Z-iwEmI6TC{^ogUCd%0JCqGzM^VA4=Tmh;CoD2ZaSPes~_Mjz<=iZ$m##
z$agd}KAGHy5!H*dX7H56#hu~mS5DgyE;DCafnHisQAA!HC||0hcwGDBBmL?9lYXo6
zmQKNTQK+>^gjCZ7xthyP&c37Fklx1<rI(v{jX?Fw*R@J9PV84iXJnN=IOBu&Vg){3
zHzVRcER8RX8#P$eR8;rJZr&+}vo%5sKcRuGyjdUS@f=El5U&`QxcEHEnJUt7+-c&b
z+un;i;3ml*#)Y*tRHy5imiGqN9^cw_lPdJm=J#^V`IMNj>(Icn#ES`q#uRQCnCg6#
z^K*IMd%5~VI6qrQ_et0H*f2j*X^QHX{~Ad0*AlsGOl(&bGo|A_UI2_MgE(<fu-@z^
zA;Ls9C6+P4=?5R86}>4vQIfba5an&tm7$CS*nr{XhkMRw;Mw2-8qo4RE^2U(bjTC@
zNi^WWjNBgWbc@_hZJT`IrB&-Pd;1Kvd~?24=JH(v;>3ODVS{&7duG@Qb-%1g84crc
ziBR8D0Jo-^Q)9^Sg%WV3Ym2lu2uT8o(0q;iDkR{sxrbaAy39beM-pBIn_UbcOFgKs
z-mTXbp+?!*n6j)f>4T&8i$rOb0CbUcg!<!Z{NyS1LkYbrJuF>Jd33kQJMm=h6&e_L
ztlbh-q^-KFG*WVS5=x}6w6o6%?!lxCUJZTlUW9EoD#N-)GW_e$sO3G95O4)=7G@ym
zZHJW1K3HKY{B@kUTV`Ucdwhn;7rIl&lg(=xmZC@TQ?V$!`Qeytx-C<vYUO9oHn-=f
zXKCXY55#DqRMsFQ!`2%jw8Rz8yENnXu64h{$E@-~`@(}$Jb*&mc6WQbl!u4yC0nDF
z-h0|^ZEm0Bn|S(}A@Y!CjxXv(X+^t_(s46G6d-ckTa*f#s<;3Th30KaWqtrFTFnkH
z;KU-v!nySp$0G+5!hVB5h{I^rWJslR(n)o{i-i}DU&MWIiE+g%@EN|}`jBL{?iY=u
z7iN?)@0Y9O29s7_`B7{~Fza#oJm{R<m<^!N#MiM>|5kxqAbV;6aAeOl_Bh^s-#>d8
zX>h&Co6$;z70gO};5;7x{w62w*werlMD)CBS{uqwa48K?sCkuYYHDsBL2hRY;;Vi{
zC`Nt{i-dp)xhPr&*}oNZ<_x3`5($GlsGj=ns#vG@Nc`t$;C-@}&WJ!JCiZC4a;pLq
zRYp1YYxs5BS%y9sj8$&zCKG;~$M$BWCp)9!GGkzsdoyKBV<C|2$EmM9S_C`~yQP3v
z-m=J8$+SVI(%#_J@{?{TDE@p$eU)s2DO?hNrv+r^hlNA_$)37zA2;E);WR=ca>=*p
zBX~EyC+%`wlRczrm1)CoseQ%&B>!oN^!M`)E&p9P|EcE0=$bUC)HP#{(s)&qzJBtS
zS@1Wg+Ap20Y8t-U2Rjj%cE`9hb6ei1r&q)SW&0V!_IZ0(;!WgwHZk~V;6dy3)y|ye
z(w%_B`)wVb%i!RJef@*FEAZ>4FYX~dD)L_VdJy#t!d4UJb_diR3j4zAq{!Kh>d;P?
zilBW~n!;6)|C=r^#jloGJLl+^<#r*QA|-oCflC6^63Y|Eg}17-mA`7XsnIrlt*u1^
zB^3cENa`GWO<bJNrD5+c^8kJs4MI$bdQxyjnD;W4^;mHxzl8Tim2Yl+qUcMLQV=fo
zzHnS^yU6_8ZK1BnQ!tco?RD0H-8(V76ej^AICWD!4sPm++Cx8R16fbY-YpKM2Zj~k
z?Zy<@)uC637T|+Z7vk5E&R1$@#9kvAgSYjgf9ceD%R|KDEbf|xp@B-8<^9J}$CZjZ
z<ptI+3dN#d<5FV^WicW-itb$HH>`=WAHtQ(vCC+Mf|=xGZCxq1lc`_dewiv9MM%?A
z)`cWd!OY)75C~ctfz*W+%|R?VmWF2cGEq@cNwOTCYkSrFnc-`R!1{gP{p0z{*YL3I
z0ny`YcYp~ao2XC5HTmz%7FC(k-}($6aLg<o#3fPfK%9f98mh;WpGWsO(LXbtJP)4F
z<)VWUni?5T!<Cod#<|tpgS9a>kK#4+BH2^PJP{n}q|i%jT{Mu<rh^8)d8wfUwRf)A
zyx-lUX5<;0l@;h?+Ht^RP?cVy`!A2(ZDR8-&{wkcSc01<vUaQ<IN-f@9hFVZYzX1N
zPD6bgLj&ut$6EFnN6<jns0SnMXbCK*HtEMjquc`u$N>+YGz|!;;ufopFM=Nk5x0K>
zTio|4DgVv))?2C|fSByuTod}j4h<ZM+RdMl*`k3C`}EBBkG+@(O>Jv5^rzp{>P8R*
zlD|umjc^@pOFcIK6EnuR*7gk*Hi;6a+q9oDw14Xt5r3#nyWLHJ_2W#d&7jft^uX{<
zi)O99u;J2r%{Z(+pgqKJE%?BFWjQPrpln0~1ap{I3uOB-{o(iSX;)TNN8#F~C6K$E
zQB-TKX7mA4n~v&>fu65Dy>wvWzMbC};3jhj#2OzRqDXjz>)E_zwRlLrMrT|n;8w)6
z7ru#MMFP=shW|S&`I(`<osoEm&HS%t`z1vuc^}QJFL_Ei2${`$I(5J)dT8K-lPN|y
zzqB#R5yvRUSdPMoR7wpGaWF6Ki4q=D`OzTu8)l|eeXf17Lvv8(S`B@GX$}18p)ty+
zqxT;0hj?}KSfq6{6n!mjc4ObF$+F+J93XdXd-!X-7}_dQis`Q(7GfIW40)Jtcu8gm
zFFup^0^C%i=2CJX9HJYh80~vvsBs7i(rTB@;s6JzHq-4BT+WG&kq!3@Lbo3vY%&*I
zsOLz>j=6}E?zYe&Dh!R<2Yb>itM5kn;#kN<eV2UTya;>y1iO>21fOYt<5~(u*HY-k
zVA4O`zwm^SWbCL<Y`S%zqoLS+e2DvD-jsvts5(H)Z?T7Ou*HG785;PLOzpm=`9mC}
z;ORB{xrI?x70-0HYV!C%mGx`9TR)+6*C)NM1(W7AdLO<?-0DUHl6YxWFibEZa8;kW
z5^Nk<NmW+6Yrija@HTqermU}u*SV5`Qen}=SC0N?$y<-dWM{t#w{YiOvC}nj(y%Cd
zS>t%Ei4|BbFzBi_Brc6~G{m|*`*=64VkRw)h!UXq1~j^L8tfGDsf<~E9Xs~oyr=jh
ztUObo-eK|6BQ<OWPfbq*S0$+$f&FlpNTjeYYK3a^D!TIinJL8eO@iy$h+(3ee7J%1
z9U$9J{^l}H{#DW7db*v;tA56jZ`3vTkh~CHGpF7ANmh3c4=S|=7T{KEYvW5!bO;BY
zqRQ5Ji|V_21)9*Y!#45(n7fer{h8U-mc_gKWJofx1QeD5bic6lE#@R7i*gzr!m<2m
z4D%&hep?1{Uhw5DuJTM@`r0dy4`ytd@k<k9gIsDTVeQ?fyTu3{L4EkygjV#N<@Cmh
zvPRS~`C20#2R5bv_~6tI#u&Nj8Sb@u3u4~rnxxX+i|M3`QDBKPI}z9TBu{o#QBn~C
ztT;5WmFQ2)+T({Gvj$S=Et{54Cv(tX-v>)$Zq_QY#B{+3;k&v~g~9sTqeD;VA(8%&
z6tN*52MPOv&YQQjeY!CTL}{fnHG3@bO#TWpXp-&6%;eweq+QuHBywO!RPQ-fTK+;}
zY(DYrLDeuc(;%haIp(KN>$ScA%jMmqNXB0@)i;J>4j*u>?Q^OyNSTqxXEecQj59}(
zw_FdP4hx_Qlo<b@E6EK3mRlA{#^p1e(7>YbC~EZOt%OUq(%F9JNInLY-<|i5k|-*`
zM6Npv+Xlum(<jRvp4l;mMa91vOqUE!Vw%_7WuBy&Rhfgwin9s(CIuWFkE*EBeLjV#
z$m)!}5-y?%4{zL<(7iD!(DQELY5aUG&GbWQ+5xB?9Fr3Mi`OM8kH0>Uv{y=ORp8&9
z?pd%l=fcy9IAg|)-vyP1RnwfI9^6GdV@Iv}`nq;u9NK`z9)MJ_#k>ge@3e9$zvOLb
z>f2qw4vn}&y;&VW<lFq)PwM(rJ+0F*qn?q>fA3{D?As24`Z1=4Lxp;w!py8BFZx*c
V_HkqSzOhf3E!C`Nz6YbH{sW?=#;^bY

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-introduction-statistical-learning-theory/images/image-2-__details_.jpg b/apps/api/app/data/demo_documents/stem-introduction-statistical-learning-theory/images/image-2-__details_.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..701c0afc94ff06b4230ff3667247fab4d6afd797
GIT binary patch
literal 9375
zcmds7c|6ryyZ@PGNQ4l!F+$2*!Y1v6Q|5V$%9IL~DSqM@GKSD-XP%Rc6?Pd@r_6-V
zHe^a{)85#7|L*F%=iFPp_r0I{o<Ht=@7+FY`>fw@4bQXI_xY~pdDccgAfKRJ1}F4S
zKr}QEL<9aHWCYTMm>C(F7#WzEn3#6#U}j<CW@lq%W#i}C&A}}sfD#rG5EK-Vke3n>
zlM@#dlvdj>cSu25Ss5jDMDwtshP;xp;<rI)cI?=}#>&RW&d#SODk!S>Pk)e?5GONq
zo3@UQMhv3mq@m-aL0TXbkduMt_Yd^PhlZApo`I2xc?SzCXi&WiqNSmuqot=~V4$Z5
ztwX?jh@O*yOH@IJakt4CCNUpw#T&_4%;Lu?Uh$ZAFH0!7_=fLb;oZZ>FCe*3N_xMH
zvWlwO;Unt0$1x}LPU;(&nOj&|S=-pUo;`Qo&E3P(@5<F{{sDnO5x+)8MaSHXO-a3-
zmY#9v?!D}s+`RmP!lL4*l~vU>wRO*)H#N7kwza?Rc+=C{*FP}$VQ3gXF*!B;d1iKQ
zp0KjIw!T3mZEk(jiw2_mn_A%eZ;Jh-7bnn*mY$xDp6Q!jG_?Mp&~ef;h$=90>6kE`
z@!2h=c!QbySaMdys~zG>rpr7ozTGUm63Tc<!Z+1^*X+NiSomMk?B5mp550yVHaZ%x
zd32l*8X|5<XNR%;R7769h<fv}^XMUMi%@epeF>m?YKnF-ZsZznwGDv~2$Dje2^o%E
z6}xP1jBSh{ke=iPV@Cgt(Q+~Yhd?iPAP^}QU9$+!Bp?tKGD4sh%P74ve&H$_ETz^9
zfix~5&@wGd6-!!t;j}pkBT(3G1S0TcB`=)ND}&q+$a@%pI`<+F8Nwn^OwRVjL2AG_
z0)3(fk1+0MgSwL!wD}R}N0FqdBh?6$sRpK}K_d{SEtv6aP!}Wo7bMHA>G!_)81sC`
zfN5mY+e;FGP}s?jIhuMiR*ITl@^iR}yxu49^uQzn9g7N6anBKpg`~6pwMrXd&(?kP
z7PSU}x;tz$<Xvm832B$&IN_p71S(&+L=jBO3q&B{6!^J2-Co`9E6>R2{CDyX-B<Lz
zb}K2%=u6T_Jg`8ZFYGAljcYIw4>zSYe++Ol0KE^xYcv*R31fMIg*<)d!w<{TpG?j@
z>-zS@*W7hiZC>0HWq6BW2!X~U5r_r-L(S;RLgyCSD0o+g12Cy9N6#wxBT(oB0F^Wi
z{6pLSTRnC0i+s0Er=3gg+GM42!)}gn*ZCzXr4``cgz^w9wa$IqHgOL?rZ)FgZ>dvH
zD`O{yn}+wB&X0TLYIEMbC9GFbMtIGWd^OwNp?TV{)FEvwsm152B^x@TkL9*UZ8O!?
zA12PDsA6Htv&HHvzh&GzknmgCa~o$pzxcCh^!@YyQXu>hfL2(-oYZ!H<#h}-zmtk9
z!>##Rrp=Ip^r>@?SVB<<l<fK^vW#cZ1VSl1NThbh<}U-2j}x$>1U4hkBbI0#1WHP9
zrQ&cK@#Zws&u3cDTtfj7rd8qVynOO`i7JOgn@Vmm`pn8iljS;j;7&43+KI(GBo+{~
z+Ku|l<*>S|0%QI$xH~yMmf~ptMwxQ*fig4|;FKJTBcHN*oq7j>BJWO=Z-R*sh^Ch;
z{Zn1G06eG$UtKsLv=su~%%SoQU;z^Vw!=74_a)sDZ2x|8z3(dy=pW`oE!R{b&=vs2
ziVUDY<?CUe(fIQLB~%zt%gZa@tmnt-90K9JJrHQ^AOcMR>zr`^J87nv6cC72snux}
zflySs0+Pv(RV%>AtX|+N3q~NZas=9~_oGZAN0LZ3nLr*a2@tgqx~ZXD_jx+8dCU9b
z;&YEhmy{E9{O7gx+xrF|B2d$CF9OXvA<*j*0QAA!xeTvD4^{snRC?_$i7cguS+@m4
z`E%Q1GX=nEx%~pj!x~7>X<MC!FW=<7(z&&s1T2H6<m4F)w=vDXNMTfq!Sw<D8eFfX
zCK~kA11#vHM^)}m99&n0*D2lzl#^0bj-Ko>BA$ZG{xL)?)S|&QS@+-;-lHgxxjF~=
zx)*Alf<RR+k9MNXdZ~hqWdX#&;ETilN=d3ZH`RnjHCHX*%1{7^&Lt`)9a~J^|Ge*N
z+`@FfDCSvRigUi0L6nQn;8+n@`3FF*NA)P;6apm}$DxOCtOzti1bg~cZ{t!E0&Rkc
zUO(->L^8|3uI-7SlCgvwD);mZh2awd;iSm!w4L9z>!#da#!+E-MXuWJhgJY!N4~LF
z0D7qdfdrt+e{Wa?pC=y#Fc~Mu9kBeV85(~Y5TGN+_6pn<CWk=((GvBYpcc6Ank9WF
z=p)we^>IwiKTzzU>ftg{#!J6TF!jzxLPJP}qaCmh-&Jb(GCZD2Rhd_}xbHEnnGkpQ
zT1{;t*Gp#w3p#Y(KIW1ifo9|Q6B4VUxJ@w7Un}<GiPxRHJ|(esmfE+Sb8eD$VG=$Y
zeHfL6*3lM{<eAput04>~t`)8~SUII0fBIbbTwV=UAo@d)lERl@|2FoZ;{E0pa@IHE
zGxNiEW2GO_{!?Y5UJsAs(R?>nfFI{JVt;$R+xla6bzRe>`=q$URbuIQ6pG7@aD8xC
zwZij&%Dcm;BYVQ|c3y(lM4vDdA93hq$4Wz>(B>Bu4Y?0r8IH=joW5~OeooS_DKRY>
zk3f6f8zmd-Dk{<~8fq~qhJlmPcxHN4jth!Z7l6G<)ygx)Z}CR#d20u~3+IbA3KE@<
zwUw4cz4{cos)0b)UNmqtIij8t_GL{ZDAbRPYICQXsIIl?hz9R84>hOh?Z#jv`|Hix
z=~G)$I*8(KH1}tZcF|Y;u^X-dag<Y73Ty|@PL;`alGaiwy*7<v2xJC4M5lrAts}Aq
zt5i)11iI42faU;LugHT3AE39O!Ye2eX#l;jjX>_LW&to2lORj22l{j|=srTA_O=Qz
z!1(qF8EEC9e{<*oY>WDXfq{&7^clWY=gxjA@;z~6F18baezj|ZSEmc%@lI-kw-?N%
zq3c@ise0M)qFDI6^({V~qZTo!N5!b+s`^t1q*;brdRfw!Qa~0PQvybDK$l8|*Jpnm
z1t2yuZ{pJCBA}2^hVOgk7<U1iX0D9~HvHBY*e8|}gvRp{u;fio6cJE)Ij}IiN5Fk*
zupK;p15ozC-EgPZrR`<uK4lrW>A)m<bEOZxG=o5nNhC}?SR*alXbKsD7W#1{TgQFC
zH69ozezLl{JkzR<y$M(0svK3f(P`6PPT_(>;WbV}V~qtW=OunXJ?U8p1f#dsejK)e
z8fzt#1R{X%*CjYKlDjJ)_?M_@8@I$B$y*9jhqQNwtlDxLk2bYgMd7AwdeI95XbQb$
z*|`8OD(0aQwZRqa1je(6&jiB_{gq;sMC~45F#^ZqHcLAKW#^SUmkU#JM)ks!r{vUx
zOqlIgv}5hDeW6!qX0<@fkP?V5-)67{=TzR~@FyB<2`J!9u;+xAK6iK`vY}-<K!FrJ
zOqm^Rc5-r8qO_%B%`>^vm2O{UE9es_DFwjd0!MoTpxLfdN``5o%aq$Ghs^EVJEUsg
z$ZGj79tpCYS`8jhmVO*+#B0aMxHm92zGig$B+~<*R{%wh)mJD6gJxmxy!NfLS4}xb
z9QQIyt+L+VcDf@SxN+%aUU_ZhzB6){i*qDaZI(&J-En~gL)!gqpG~#52(4UY%rDdm
zkF*|Dy=1ORG#(9XG>lrwRcJhVXnuc9MwgRZ8Qn$BlP<1F6GHGq^YD!(X8F9@gqpl&
ziR{B2`%WufR;RdM<xNm={%rTLm!9*MAI5i#voCFty*|o6`Lj!@MeL2RP@;~*DH#<D
z>;0m~Jbg@Ar1MWHUt6y4RnK)-Q&M<ITP+vD^BXvE+&sUssroA(3tXi|wa5F#qu$i4
z0o}~2_wc4%N;*6j&TjC)?&<mdL+c(T?^O?UTlWU!{1Wp#FtI1Mj3d3!kk_#e6;qr}
zRjNoaH;l=z-8o|M@buW-h0V|_4Y|PyXG&DA@?N=ZddcBFk-hG{Uz_X$Y@4OQw0G7$
zypG88{Uh!6!W5kPMT4Wsr*F?+XPME*xOv$2=RcO@olZZQI3(^9g^HddnX6?=_R7hB
zuFkaF-NJpF#n&(1b+Am3Q2iBs#-yV;ZM>o!<F_$(pz_|LNG5+-d_s+C@=3N3b)Qqu
z2q6#5sw|h^`BleOo+#iKe&E+<x{>_Vs^81;W9e*RanSi9?~<Xo5-Yi1(?r(kgAfSa
z_Sj<Iz2}Oz?VaS(?pT5SW<^iouY)l6()gBT+8V=k;6pVN(N%i!DNf1Q#TUAl?bM{3
zQPF6Fvsmpv&`&d=9vxNXptlj-TlLmkwa><SF2N^|rQpqP{*&Sh66YIIje1L~N-)(=
zY7)m7Bw{A*AtT#Wj_5EiG~e}*a>Ya28bt+dqcLXHfZ0OLsVWP~kQL9w!RTvLF~UH?
z#7!017|C9Zh9@F>om?{(MvlDN;29odowy{hAaJlnh_!hmXs^SN=TVK3iWkH{-?A>(
zX=A>bfv}^+e<TMK>i^ztFCG6+V@X<U^gr@>it5q8J84S;HgOpkBW+d}JUI#6!SW?a
z4iDrMqS`w8@JrdyovDhO`cf;o)VIL3oM{@QlFLaJ&!uS#HXMPQt;LHYPQy(}UmDQV
z>j&VaH-J*@vcqKHb8`r^iU$iHYDJd*FZ<?)4~&iYC)1l;+#a)K=$tm~)@I-~`MvP}
z>>d2<r~a*_A61ILPL0@bdP4Fu9?)3arnc7-t=rVx2BlEC4h-BhfQFZ!tS@az0oM79
zodhv}W-#^U0B*B@H2BCwTNt?BtQ?MjyRMc~J*diXQ}ZBh_8}1d9-I*L|Gz&<VGhT4
z-64-OVphd#=4jUet11sgor_RJ-Qw(e>@(LIg35I|Rpenw^ygKwek=3UE3l$LGg0R8
zU3|zMy~Y=fPoG2`eeo<aus}A$?V4QRV#lKG+Mj0$jg^U4fA42?-($oZ@RdrgU07e)
z8E;?17uc8qPO{yqa|Qc-<yvS&F!|QW8I-@&htG|v<${!)iFgvnsXN(st;{f1?IL`+
z5}`-+rljdU7>gtvKXVLHU7Sn&P+-XsF5yv6hwrdY_wQM}d-LlrhIV~4hBgRvOA>)7
z!N5g+bZ@3QFqUL=G9p;!w5UEy{KFT4?Q;%0D-lS<5JY>#RNzgk+=RWA8@YPr4@8}>
zKIvu>Kf{8iz>z*KW*7D0gY$m<r^ZHcreyW^54~BMxz%K14?#8Xa<PEfvBv#(OS95t
zZ9Z*A95?Zg7!mK?yw_b#5WcTjdsnjMa@}_K>sQvolZ-h%Ds~BW#?Mj?H_Z_eDk|)i
z)R;D51%vt1JM=ZLJVl`Jqxq9XHU|bx2oHzqj0rX^aRS13op<_>?v2;g#?JFbo#oie
zw#(~b-?<Rh7VlzZQ++o-K79kf>Zn6LYjmqB*N81!Aq|!K^c_A2bp*XrAGl#J1r_`K
zdZcg7ANJRd&*71j{}R!(E973=#`v`*8A7jC9gEDRomcwdFQNz63N?h!sfXYnaH@@<
ze(NMYc}DSs|9n@JwcJ~Kr)ZIjgAp9R!k4x-;VIed$4*Uq(h0U5XIF|pRyQYe&R=HQ
zBy;2$mIkynV+f}c@S789kE>0`%%nH1gsW>f3r?uYM=y7G4;bCNkl&}F>F<3}NmeFJ
zxX#&U%d*<dtJ2YKmbm)^bWxlpO#BG{%-TEegOMNSvWJWI2z`y$RBG86P`_Y#FCllJ
zoFyjd>-#qGh=|_x^|DipJx!?UQIA1d>x+5gRl?j;GpLzr%UXi!P1u98A)P)0rEEsC
z@`PVA$j_WCT(mE%*ukb*Lj6J{y$t2GU@|p$K;fE?)w5B{`%^{oR!oDHgIgh(<;I7s
z3jzaKVkIXJp1rB4^>wcVHD{%)EckS^X^*^1GIw1<{Dq(rSMl{$-{)F&$_akviF155
zoxvhD!QxS`IzL%fS1)mmsH6^gB+7sNYTOpi$hJp=>*QAV4jr9*iy(_JNdqm*5Z<_z
z`J?&=iUW2kXMWOc<h_|Ee%QDbzLjt7HLR89x^dJ=@m#I8fb|*4vxldjD$Qkj9xyU^
zRzV8cV2)6($iB-HD0Sdj7+IgpVB1U9!7n%{2<$i$cA+CKjO^1{ly%fbQz-IqQIWy^
zjw44UNoqNp{F$f*0DD1)j~Gwybi-o?*on=I&t%WwVC%=B5>Cp6s5iA%#(KKdCtxwp
z8f+;BohVUX2hz$>c4mT%P8k6oA@Xa_E^xA?#1+GX#jr$?rPpU~69dKcbRzn7M*A*3
zsVJ%Bu01!ClV5~e(`^ZS=#>-gts;46VT=pub}7_Nri3gUY{RbX9}D^BdJfcPeC5cy
zkg}1m3EzFSA6?w0c?3JX`_6KCM@c}q<b=wLH-)o`c4UUDJa0+%uJ(jIln{>3{e32e
zco0z>0!i?_(<q80LjXssZvF^aukwDA(NzT6(P*x5EtW;?Eg4?C@Lv1N39s>znWd;R
z7h(5uK7GaLfP}e(`zg8hV)5`xeUz@PU_p6+ff29%83f|_g_rX*xAX8b$t2(4oukr^
z6JsISNWwW{oScSNo>AWLNBdcy;opddUI|ai)p^H+92tq|@^k3trfI*fyj<4#D_L5k
z&tAXS@jWr4bf?}u(xlc)j&_v~-9N^){}U0_P<FkpL$8LbRLoVi>S!y~MgRRVZJkw*
zSL2=6T0u~9mNZEX@Ny#dVJA;FJzH9{3WL9Uq_<&|h@Oe6MxYRVs<O3wFoow6YDnua
z2wnsRDeF?CZc6H8(k8wP9yf&(cv&+M2ou2cL#OYD!-UV^x*ci0@AKnm&VMI?<9L<?
zffW3U;iCz>w;0z=t!3|sBc0c~y6oecomS-Lu<HvbYPhWB(|Q%)%e=n}d>MeuS+Qyl
zw!eA<APZs`_oYp#bkqh<5>Uv{@s&NU1;wN{nZ*3jeNj3pq{%DLnu`nbUg?XD2*sVY
z{RVm}69iMQEOA@=y&jdzFFP#7lSOlN9(j!k*5ShY0xbvAP37*!?+$C$aCY8FTIgxe
zvGZko#n1n0UYbUT>-gELmM8emow=o#mBs0bIc{8-!%}<*TH~IVrhWFL>OkEH=E2O@
z#0F3I$&;?ulbGWsVa11-@Tap=^e@PYb6E6Uyr9DO>qcYfeX&nZvs@CuHe``0GP%z;
zQn`)}4=KGb+kSGU&3cNK<6`5eS3$m<NtUEIMyk$Omf!T@i0O9!;;ink<vEIEwR4)8
zY4;y&61n)N*!y_fokC?z54%LeX<Yj@<VMWde+x=oGRm$hU|=qM9C<=U=5?gE_kgQn
zQ@Ac!C-Ctlr{(p}m6NEQWAwF#><VL_ZB9}aI;x6A)|~F7u01Y}%}x1`TM9Behh&5l
zTd{$a5!d`4MwHuD2%0ntv~$V1=g^otb2MQwvg{oVL+?q~h9n%$$cwTSn5Kole#Vr~
zp;FBrnfKyi)Ud>b8POA-Z3-CaR!LWbYWu0_>ZW4&+y^(bOGLiHbi8XX&&Ajh`*-?f
zcXyB2y~bxU4~4yy)DbZ)tCu}``bpb9pQu~XAN8_SB)J(rbY#U&h;tJpDl!Y_`A{!=
zXR~i`w$m$UBnh5O5`Fu$kRhpPz37|cy$K?IH}Zpn3GgBy9)q3+qn1p`!P2RFZ;vgv
zPOlG+CQcmVf&!*e{BBTWGf5W9;1Z=N!#1&@{A2FcSRS?VOlLaZ()G;9xU21g9JbKf
z{7-j%f8PE5r|$g{r=F4xM&eM_JN6dE+om+mPh|z&62k_($79c__HcaB)V>_}8%(x<
zyh#5z!;;ZlpvBvBTH(HQ0J!F3iPQN$e?KG8*)kf`?9eBNH$=;feLk6b<@m$m7B=!&
zzaEvhJqCfE0lp430tD$GUoe@pW7u;reNany)h)_DQD5sF=h&+lDT%46ej}2#FdM)i
z;1@|irvh1gxaArRJ<3}YNI#N_(fA7iN!#h@Z<$hp1t1qzx>wjWIS{6lqQAN39E@-m
zaL!VmfJ7>-0{nezbGYdP0Y#L9zvVtBO1!ANOcCf=;O%u-!)-}FO$&j$p2&&`^j8qm
zi~}dH)dWoC+5&$B41tqEpxCnVpL(G2&H+l)NGv%mn(R)u=O?8>k|&81fqdIR>Xs@~
zgZsWQnCZr+&MjVe#S%q$#O6e@6BegVCs8)hWQ$<N1b<0tWWm^}+IMv|iB`jh)D**g
zHU}R7c)VP8qp+ekWjRQLc^(<NM(0%hRl5U?PtocN2GF^r(X;JjWZ0){zC1{dQ+J~T
z0cv^_+h1DF4!^F<hX+gHE#@*?-9K^juke3Yn4Vb4*m3N+R2HqdMN1EUU0M!ZZNagd
z6G8$U93EY7i-+39Y>$^FD2C^X&~x6yHt#WZ6mksq$ho(#5kKjyL+Nv9bxhTJ>T8o_
zYE*5y{E>5{rd-gIhk*#egVKd`!rS<$$U@IOYL%z1OV*|3U4AOf@1o!Sw)b8Hl}9QX
zH`DknTlVcD=<!OdKdT^$EMvq0cZPucU-|EsD?d~nrnwy=6FGkBne$T}j3nRG&IIz?
zsm<f7<KOauCE$9c`{xIPftWpKTq6J&^zloZOCVL*|Hqxs_jRxO?6@ZtufXo-E)&T_
zkR_Z4hM+QRJ*-zSw=rOxu3*<vA?lhM39)SxET!`<EB<`AdCC58`2F3F2L88!K-cq3
z)5tJxvFEK&>(l|+i$3hVZG4~DJ_)*kbcl&IHv(0{^P(WZ`soUeYyoZ{)_3)R2wmNY
zDg$!h)OQF}7*&8kH+sOjn8W80s881nT)@o%@{oQ+x2;Ca7Qj-OfEU|pLb;DXChUNd
z=<>i)7iNcXd>P-0@q|f22LVrkn-|J)6*PHg1~7N<ivaXLF)yj=<yrgj`LjVG&wrPT
luIy=T;=r4|0ah1GM2_>nhxmA0{+6--mbL$%E_BGyzX9M1(R2U+

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-introduction-statistical-learning-theory/images/image-3-graph LR _.jpg b/apps/api/app/data/demo_documents/stem-introduction-statistical-learning-theory/images/image-3-graph LR _.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..9676bf17a2fc3f4deec1c84471eec598949d3c7e
GIT binary patch
literal 8368
zcmeI1cT`i`x9>O71Vj*tAieh@(mSYh0qGr7YCu4G5eTA4C(=6zp;r+?4@fUc?<Gj@
zy@r~LzjN;Ici!*aG2Xprj5o&n<E@OD>^=6}S^2It*PLsAf}TLn0mRDkO7Z{(1^{5(
zya4nx@D#X>gM*8MeH#}S7Z2|?{vA@nI|KxG9+KQABBiFFrJ<&vqM~EsVWnf>Vx*#C
z6K3an#3vviK+7sBDe_o?hhO0F?=Qi?!^68naEF|bko++{75(G?aYKIx?%f97-GXCc
zFaWpiVPM|FK(_(3H@_1b;~x$9vtiuA#KOkGy^V)YaN__c25w<sV&1~S#Ky+Ly7BhC
zxej36!zQ8Ulf}8O@d}s0iS+UNsLb1pPs*D?nuB{x{I8t@@bDjykw2thW?^Mx=MWGS
z5*85^d-_aHUO`bwSxZ|-S5M!-(A>h(%Gw5O>*DI>?&0a>{o!Nar=Z}F(CC=hxcG#`
zq~t7Ec1~_yenH{4ib{A@bxmzuOKV$uM`u@e&(QG5=-Bwg<kbAa;?nZU>e~9o{=wnV
z@yRLb?EJSb3;^>FSvT*02>Ul(_il9E!otGD!u_oa<Ce#bVcx^Srsu;Uk=4L`<#eCn
z@%!7PPogr*oADU=HTOWTod@wBFbT{v@Bfze4`u&7VF7<j**}H-OV<=|2NUCF@-XiK
z(!l9CTb4imUo8^+j00~+rhp?IcAY~63k9lCgHZ3*ec#^RyudP+N_VA}i0~jRs?dYP
z<Ba=?{#7MT_l~UdV@Fg1g}I^5oe1*NGQ1SCeF;`ft=iAtL4sT~Ok<~n=kP(+szZYd
zw~6VE{@NXpQy9(h@)$)QjE=?u=F)%RHf%84_rhvJSLB){b6mxhx2SPd59-agYdklS
z;x{bruzRT0i|p#$HNu^RZ8~ky>L$2+>AcW3pRHYYD3wQklb!>=MkL16DJ<sqN*9;5
zoDkIxn9qj48|N(ajHVVT?3EgtEeTydHt}AbP_-}YE3c+wioGtUY1Q}QA1U9Jm)!ix
z<)h)kWyI8&;Cbu^hZdn?3{1Km-+53#7iYnR>qodjzWvrW`lR4<k33UM<S>p?I#$aP
zmC9sMZUwWydcApet!nT|^W!S2OB~>Ok8JxoU72Y-64ITLqYLl4@o&XByvHWhkokYY
zv_~K#ycY{4qpDA@o}ht7wp)3@qh_)-gyApUq!t?L4z>(yADvkuoC&?H!?b?x^$s~s
zewK1nlk?*GG_J;l2CSo3WJFl=4ohtZ8=}Ua=!P-IU)$yXP_1OUxdu{Z{l#+_em5>H
z-}aRMxyLicuy3W(IjWX#EirsT@FejTVDWsT6>8SpBw`3|OxnltJ*$VM<<?ch#e~Sq
zB2tdW1XOx_+3JKPO(_!3>W-BA_tQU=Zk{`fo8Goh+#$}C<og8*I9;`}7w@1Tis>*k
z*~x8sh0w#UGpFsVj}Y23-O_op(x56qUyST__}Wa$a0gh+R63t?F&&*Jq<KduBwQz&
z5*0e+%19fSSlC<UiHx4{Z#dMbl(}_#X)K@&(@mCLvmJ+DdoEl%y))S7S)=;4Td2W9
z5E*Nv9ZjolMPtQ*y+ha!T4w#1;|BX$GHE9px?hVFi{MbW7hz5b624axg5R|NzQcA@
z<iIO_LrJA;Q%~QMRRI~0m%K5oA9>L4^2M!FWYg3sUy4*2amG-(Ru`0n5n=M-Zt4gd
zl5`nNtsO8K`I;vq&;tz+w49wT8@cPaoR4QrNLKoD#gH#uZ?d?U#_jDO>1z;dWO1fx
z=i@rkpE|i!`+h>Yl$wwrheDz=JmHJ1lF_8Vza4iZK(`1eah73FO9QHIulv(f@$F}?
z9|-8zFN9)$%^Ux%<NVchP9rbYbh$|Kk&60MY|H`{f2OQ_@cC?95zn@?2E2}@T$%Dr
z=Nw?m3jM>%D8_ev6c!yHpi)!@c9<0fj4UIO3>iH{&J$-zh)-L0lMIjg@tTXKP<rYg
zOk-6Fne=Pk%64~mGES3XRLGIO!1!%Cf<(sz*Qg>lEe$mAqG>l2__-fjf*Z)oq=}(J
z&bq<b>?mmWBjlOl*)eDGDQ)mw^F8^j)_mE^c29>0?DplBZS?|4>{q(Rd2+XFA5<cF
zl(G*kT{e5&9_WS}=q)o!#YrM!-%k4*N8^f6X^#!JMf;Zwj3;P1JU?D<mKPR61K$>t
zvF?b{jB<9_1G03};V*|DoXEfUI-ht{KtJ4^s^Yxrv<A!3<crxc9p;+STIo`Jz8W=F
zC5(l&2jnwk*xGjhdEy~tfK^@AR^&sL*=+vV!nXc;N?$uMZsn=v>W5LZxp<q#36VZ#
z_SrK8dLoL~DC$03)Od=i&$H0u3P<7y?Tc}3wmi!2q@J9#sGa1rsK()??mK*uqM#-3
zKG*f7@HR5sPo0K2S(oZH<s-V(^ItyC4@7e2>|?g)%P=vDe}AiB+m|Cq9hN6${&VL`
z@=|>uBdbV0*I?ylU{p8NQE3*lMx5nJ(d;DG+C=y&=w4h{sza$Gn9Mz4KY%qNgVqfy
zxY39SP^PlcavbfNi5OMJ>$QIV@)k#=%nxPswwf6E2#dNXYO3zRDpwQ|`e*RUq5*mq
zG~lXJH{hQY$_D%m!)(76^^DQ3Y8;f{&qFGKX>wcplKDS1zpUxc6I_#exQ83$!)=MB
z>-~nvi3YDO4zs5}(#UDa54226g$9;jDDjP^a}m9!KY~f_#W3&G#dgYP-YDn2NSDui
z{hN9l=FH5lOv8Gza-=$U{u#Xg8N^uy8-{6Bac_8d5{oSZEZ8M7@`hsEM<e;1-Hj61
za^)C$@s)!(HpqPmr4j=|IjUgJW8RjdL-|&pSUzL^!W59iC0!blOXjFba~@B&hyP&H
zO=fn+eG@*Ktb{aXN;P_Z)8lJ=i*f}Cb<)A&s2Yy0Mf#vj+!Co!U>^;HHQpXN>L*lP
z=*8#D-be;3kQhL@6mtUR-gi2kuL@522<#J%hf2||d&5tpMj5^-wxU8sRewd!Tnj2J
zvR+2pzq_t&M*}d;!ppm8AX+IK(j<Ky=?xqy|6cUH;|!zB!)RbZ>m7DZOVvuWO+z~e
zMpuUd9IPk4*sF5E_}y^%pnJK&UDM0{dQy|@n89D7ehv{748JYtNMd9gU#^h9@eIj0
z9sk(=EJQ0KmiEzj?Ko&JM%A8o{!<7+z5!Ek-^4B=3=<9bM46NTPu&kXt;N5mtmsd4
zWX!%4p-pp!+=W9P*q&Q1rE?8qNA##yf$*xG&4;IR?Y>4o`@|YAj~|?q1eL+nGDxNk
z5rB}$a-B<F>P59(P{X8M&tKq_{LYX6s)-7J)I?0O&QQwcgt;S*rgP#l&Vd#>Is8nQ
zDTG#M(*g6ZLuj1WrJUzjjI*X<%*f%kv1eQX^5bNhRi>+4Qvw<JZs@|@JPESrSa}bR
zO9PSd8_%5GMS9XFOL6tBsz(#0<kkG*+9|*lh`t|BhkYbV{I-%PKa1at<UG6H$a8s3
zBMA&sN1FV>wmbHnes&ZW+BM%|jpf_KX=+Or)poj8;#6$=v$-5DC%*M|aM&D!G$$p@
z;ht9S_ZjpDrjV%*=8ZfIH?}UH<2`)qL2C%dV~OE+4%3sP4e>Un2&4RJpeSmdj==T;
z^-N7iR5jObsCusk@A^&D%;YHb<4!e9YYZ<$?=Wj(a38)#U{#9HEK`fM8E^1;y?Oco
zv>~j=!e$<vy6{L^c}1Y!W}8{F@R9gJ@rGeQ!c@tjYlp2ZbB~E+i%LuB?M{R-yhcf0
zNxUdIT`N^5j51yZPo#O%n48+k>QjYHaf=KNktye}AAy5be&*{Q5MRu2iC4*Tf09F{
z|B_zTC5i9wM%Y@xm0ebBS!STk#PO?tCWL(HC8l3Hq18sI^EX)@%Vp-N9c_}6fRjS1
zLsS6t=cw6s3FmcyJLL2V(h;LSDDaCIywa*u5xFz+)toe`nK84};~J#?9<pZm?K0)k
z1`~EYHPp1mYK;aU<CivnJ+Vtg1A$s|X6Fxzn{JX3h4j2OitIYDh_}0`!(UALFa1FO
za$MVw(viYO1DUoz4jlJk|G%&Qn`3AfwAbI^NN6_>edQv2;=9oGf~#}Mhw3eoQ|~VW
z|J!TpDrd@6as?qhRY7mF{dz(0;oSX^eHog*$ZvG6FMH%=ap{H&IgM=IY{ROm!xiq>
zf{0xK_X3-Ll%CxBY#WnF9R=pZIea$@R8VU?4ePLBtHymVrqxr;Sn0$sMECcP_E8s$
zIPde;q}QLSah`-ME|c9QKim%28_+qt%C3gs_%Rx+In^O;#EJ+52fV^!B4O!wrQk={
zz^hF|L_6ZAJB81?oh6KK@=wA~(SYOzZdjWTAEGmZuuCh3yiajA{OHQ&!w)p@abeTr
zyr13uim(5uG_n>(rqNw>`mH=%D-GEPY4NzV(sw;~D@&!*hh`Grmb7Wqt=sy#m#-O2
z`NqIFwU*imdN>q8hAThj*FC&_-^&PsByTs~OP8Lfgm>^CTGP}+(STuj_A)cR$J+Ga
zNU*7KdDD|GBW{uu8|255F@|04XM?K&>OO~PV6*6arFhD|?l!5CL<yYie1wKudY}ID
z9Y>xNU%$O|ZHMx!qWO6dsh7dl;~qc84+OPh3l3$aesR{{)r>U?^=%^gsXNO!#Y3?|
zIPJ1b?0s&YqmpGuCKj>XMs|<O3j0MX)y}GP5U5^X3>=Kg&^jnT)pD0c#P=G{t@jAU
zjK&U!!>q6LXR|^%^C!CYdGe%UV3NqMPZ{doH&{5^JqGQwlu(#5x9Ms~|BQMhI{m)8
zvrN(!a#P>C%7w37)mKf(*9`<_rW%7RED8p~V|Avz5$@GziKaB8rMom6KQv?#;){jN
zVVGUgJq5i*w#gkiE|#z}ji-(W-A*iir(fE+BO&uV`#7_Wn&#IiL$jN5)x|I;B{A=O
zfd&w$YdCwg&99<MLS}M><U*+8`p|(MUGjzT-k}`NmqFwt|Es0v%aZ)b>Xd?QbsVZx
z<-T!9{DP<Ttc@<6-V^(>8uLY4aoxf1>&GwcQbs?1nBNXg5Wj5i^D7C}(p5Ff)c0an
zOH*MwE2%;QJgYh|=BWvVlcdZjWp-%KlNw`>Zb6t%<?b1dA!M8s4GhQ`Y#ZfRcpdr-
zy;)`*g{zwDB>zxgCndJDNbAH#H1&HI75A5dDYVyp29Z<!_uDLFWaVG^t9f6i*{;5C
zDBCKE$bj_QqXE-jxtv;Uje3`ihCyi&jY=I5#HDm8C#9%t&+3;v3b#ciIRk;J(X(I9
zl=e@!d7DoXVl0Z?%Tw>J+I+v<6vN(^FL6i+b8@tb6lSs(?R>LPusLgeNjIhTbE{4K
zim$q9F?2fy9HDG(g)`&YE^^U_BzdN78*4nIT6H=$h6aKj2}D@!Z8(F)ij@;&9z=}q
z)QuQ6!u`(cz+%emDL^;<LwpWupYr`r!3-U9YF7xSxJ{JSkvbQu(~!>Rj5dLGghI~_
z*<?1fs1dYZ>({$Ibh?ZN0!T9Mt(|PUaShCN<UMBiP{ZqERoNhVGx6)39*<u9+yXQr
zG3a#T`kL*8Q=q)BkQvWi^wSBauL6Y3ty5TLyd4B}ouc*lopsoH)Hv2lbknZo978As
z$AhJ4?8Gdi6Kdm$2fu8z>r3I*PKPcwVtYc>9kHLzPv$&0Py0Aj9Dk5j+?@KAj`p-1
zrS}C@VWv)i($g4Am*(G!a?rj$B)J96RV<@LLFVF7k=u(Iq-qx{ae<XW8Fl1Z0c~ZH
z9{3}Rk}IJBeM6L#BK9w_<VZfs=$C&#l}Kj0<-Ko4>Dk8{OoJmP9|e9qV=LCOKA4?m
zOn-Oi4ul9(Dyhu2xSp4At<G(|p<>uRvxXU(7!p9>yX9?7HGqwf>fshvg_rxkrnJ!{
zZ@%8}$6e#-C4GU(639ar{ZP-<nO&adOE^W_UiF7cN1VxiJD5?WMn7u`%PN=B`MK^f
zDWD-o3h4X^9ypNNBhtT7gg@V<Gsd3Vo}>_Tg|lOuek!Hwth@IeYb0bzt?_3258*Qv
z#{3!~|8AjnlUuDp{2Omkb*eY9f@pEcJ5~6|qqfIgu)@*c(r?i(FWXLwLykqwe5{_3
zJ9T=m=!&K1a)4JDv;zQ1rTk-60h8~AO`e)bIY!?~w_c<k=iyB#8?jCmh>OF-O$<^I
z$d6+i9v#i&JNt&`+GqeADIzhZRPB_`zisqpV79dT(_;87vCzJhr-<_K*~C^lM`X<w
zvMBey*33#Q)$^-YaB+e~Q1hEe1qosW+P<$tDo}yOlNnWysg*R}Vw)<D{bs}fmvic2
zs`<Gd!^tUet@^j7WFig)<tZ_kP}~nYr~LLj-%QA8CPv6<79MqH3Oh4Y(BW*!goOZ)
zo==H>wsl%U=OJDMa8z6<71$y+V<ys&SoAJTp`u#DU_++$Zf<GYulnw7{R#_J=0%ov
z34ihNG9Th7riM`i?=z>>L%{{DS|-7FMBjyaPs;l*E1+k|L&+mOusX@ae?tdjt0KQ=
z>u(swob><l?4%dq^Dd&K!F*m)?WOJzEB=AG|Fiedb<=G}ClInyk67`W97m9X)@Ru@
z8%#!{!BU>p$nzF6jvYRK7ynkt^%x>zQ@Io8&qhU50{Kg+<}=>sx>umEtQ32pvf7l~
z(#xNYMBwOk_XOP`XzUEXyb`YSOF&I3PLrEodvJ$^!ZC)sxY$^M6@$njV>NW04L0#K
zjyb1_$f`Jc&BZZi!yB>0TaXB=3jTBe6TJiJKP;M>O?!}uWy4B5Bk%ESvQx0cpswR{
zT{e5wQ_{hzwI%8Zb`50`C6mUhXLGS;MzNTlQT9@O=G9=K#lByM*5kPx)t_Eo2$e(b
zKevqK@Ct_@`fR5SP#<H+M_x}>JM6Og`MT%{*wee#n7Mv3SQ5{6nJw2|W^dojbJjMB
z_FkV^5mZ$$szOy{8*ooWFl>xHu^)+OPbj*#-fy^5Bw>>bIawbI$0)nZpi@?J&vkjf
zZU~xkF!zM1)r<;=a@%VQ<iz?bQWGKG49aoZInPW71j#`<el5M80FU4BOKn7yOu!sn
z_>#rEjD#OZ?#NzUdDOaL@TWRqGm?pf>dyJ<=H+I7R!%d8!aafArMQNuZX`H)r(y7E
z{#E+aprW;Yh<Nb%7&KVGdPIQU5)7w!oI`pvXAY{CqY5)R#tlwe7)z~Z6qXlW_^ANF
z(jfo->|VJjV4gY_N2<eYY0j>aG&?40;Hs*wGG@^@h@`*^0ox<L;+<?>%gGh2CtoAp
z>?6-~_qpE1lV?a-_)}S=e-J5c3=LAXA6V0`&CRj=SvRdk2fnr0O1z%%l9Rwyei!af
zb&XR|!muxt<WLntT{5EaIe({(y5<B8NVt|}g*p&q-fL50Nmdp1eV4ium1Pp4acr;q
z>|K^n7V9(G)w5widloOjSNUKvF!g~yQ~1|bB8c+39j?XzON@?*x?25(VBe#;(q%|X
zY^Kd5XR=o5vR1O%l##t8_e5p^Z?GGseCYhkZ}5lU?1*k=g?Zge(o7$5a;-QLDWd!t
z+lF)LU^qF&?4ef3EAzuQ;kOj>K!f^|PxB@_?QSgykc0TboNIGz%e8%z?eu(wE+#uJ
zEp8sTRm&jbB27oOI%e;G9ViJvPgl{vV86<K)%Dcyyj8)SgF+=&^H7kaNp;anKYUxW
zfRhSCAGSgB^vB^X27u&fwv`qtfbh**>f`^40{)qP|3!i^X**eI?lwwql^ufS-)xOd
zW6<p^jn{e}Ma|V8h;5s#a5iJGNU3uvm3mL7X-knD7eX>I)8*}wMpoEesXdQNqsead
zJG}j_$C;ltbhv4}DobGe`iUCYBVoryae$Ujaa~RSp_-c47xEAUISA4<{sm=gWTK~%
zp^6Xz%N|UeI6Sh8uN=k-^kfyB0H5<l;a80jj_6jNJ}xM4+l<<nrD@{h+A6po{qcSf
zHFU{N@bXoGdi~pQQF0z!76j*uYO;H0dK^py!wlse5tjFN^vMLrU7dycw3I56?WGn@
z&L*mnP>8XvPK#w9XWm#t?*;$IEufg6=0KJzv;|f#l$Z554D?;H@Tari7RD^BG0fpM
zX;%h02q)zM&m$Sr<IN0!=-jUY4Hz$8TQ#_YMM0Zrpklo*v*c!;&_GfNeQoTCWaYnS
z(vE+S$p0jg|AS8)tNQsX-nKfs^>cW(htPK47*)YBZh5gJ?)OKYRtwTw2y5-gZc2vk
zm0x5xNb=}UO7$oD{O@$6Vf<`(T8Tt?prSy7!OhG`b5Mqg@seW@PAJC<->ko~)$iXK
zI(gj%8@8E?w5yF22o;PJyd4VYX!zsii2X@w{|USPIOoXCyv~%I(W%QR_^RS&C4$i`
zfRVIlWU%YQ=!;#c%2oWqmaSVNbYG-_ztplKd-mnsz2wuf?QIdF<JIe{YLpgbo44U{
zTGQ?{B+y#SR{nGToafuUm8xLKf{v#r8c3I~-Gt(yq8C<aClZ=n#=8ZN%ss2+)e+9E
z*OS61ZNf!g3^8Q&)fr?jUz^NDy;!RABku>nvEcjJCLh+9DJtyewk>!phD!It=i2P1
zZm^5Q-s$C)qTgp}l-791Ipx*ls<aANx&`{O9=gd}zCuA3=*IXqcTue-LY5r)5H!)9
zZNjA=IrRK}=MNJO&oX65-8k+wGUJlNavwX!RRx9y9EKo)U~;x3Wmwe8xZ&Mw<BW2(
zPRY+>E^A`7R??Hz(x+SFCA7o_yxR3>;JblzOC|&acDh=0ma4kBQzy7~fdU!`ugzdo
zu6N9qFaOm-LuYUo`QS9_w^~fk>8I)lfyHZNHX6VWN1e8|mW;qQ9d49p&Lt_^(~2QI
zdD|TCb%gk-Upd+K(%|nu`ARz>2E9Vro_qOt%&)B94CC+3ZcDB@xefHxArTEs-@pxg
z<z)6z>mSi5{&uEt8;all$I$oQI3+OT#(}M&Z+li({{6o2(yjZ$f*UFe_UzYNTafJ(
zNT8zNl>i#};f@BH?5{z}Ld<>3?{8QQ|4y7kMM>#=LlZCN&WoD9+t+R|ZJEEZrT9DB
zkpJU7I)txOCLU?TBsVGcJbc^A;4dO;$Dd9-^5cu~j2k&<qL?o-n8VmS2XN*?3DPE+
zmdedti9RwAruAOS|8l3MK{B^}Xi}O3PLpO$i>wa!1KEZGwjIGz+8RfsTN-iz=}_n|
zFWK`@H&P6PEpCg80eQ%rpsop~YQnA&>$0Ki3tVa84@ccnTe9kKjhN;aWqeYcrCI(W
z@q42`X+2gz1P1;0TIov<V4g6Cd_v$Q%Il$}@ApW~tbACgNH>SSFNfj3{w?{pHTb`S
O=>K}H{#`%x<bMEDEWO$Q

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-introduction-statistical-learning-theory/images/image-4-Image Type_ Photo.jpg b/apps/api/app/data/demo_documents/stem-introduction-statistical-learning-theory/images/image-4-Image Type_ Photo.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..3b13c55d8922f8bf3d6398a856e068de1047dcf6
GIT binary patch
literal 60878
zcmcG#1yGw`w>KKBI1~yLcPLtlyOrXF6nAKG2<{#V1&RhKQYh|TB)Gdvu;T8;-NKjm
zJ?Eb9f9}lr=H5GVpUjiV%9iZ4pS73#*2?pr=QY4fB{@Yo01^@afP{Dfo)-Z!0E`ze
z&|jcoprfN>Vq#$75aHrrW8;t!zQQM>BB!CIBB!LJWqkXFmY#!wl9EM`mE#>ZA0Hph
z8)0!F9<jH)d_4b}1PK!p69*fI6c?A2hmMkt=l}Kf+yNlKK&nO-K|!JiAQK>=5FkDG
z0B8{FL__-b1^CYk2^j?y?FBjpCKfiL1N0>T83_di85IQ$4HXs9+aJ*mKqWvUq~n%;
z@k;FrI=wRy&)2wY42Jhroy6*sr;NO&E<u=BB(F)y$eEbmu&}c6@e2qF35&>lkd>2H
zP*l>;)Y8_`)zddKx3ILbwy||}bNBG{^7aY-77`lvJv<^l;YVUpa>~!toZP(pg2JNW
zlIogTXkC3nV^ddmPj6rUz~B&UYI<gN?$7+f`o`wg_Rj9!{=wP##pTuY&F$U&zxYA|
zp!^40i1+_s?El6W0fH}NR8$mH^ndY%gzSm9Q3z1c=(t}HN~@uNaehV5^A&^WeOz``
zCnf{0`YExg%On;FBi}mH*}qu(H)sFP7z_IU#Myr__P_aB0N|h?As!wI0YDOPGfyf1
zYCxJ!nvrEt=(2*ED}2`Tg=VnyoOvQMH(Mk#QjBx_GWw>`jF(P0$4OX>W!QrfnLBpm
z>XP)+Z~BFhnb?$SA?!w_D=`8o>ScF#s{CKcyyo)c$96ce>^NSl@(iLo{ZFptxZaAV
zM+X_0U&Ho|)#JWSA4>#P7YmZ8>xk2OP02IR{i{<RH9rh<y--r&a4dtD8t`UGTcC2I
z)QALJbLRpSKw>K-eY7oROSBk9^I&!9HOgpz24EIIo&n-aG`jov(Qco4ca$ObyT%qd
z%T!+oGG5es;|~??Y*O9(Xw5>|wybujs#MEtVYjieeFoG&^KK!)S*v&of!L<EJ4-1W
z<p<>7MC=<<of%#@MO0PnFkS+5$kv4FY?G~Kxekpa+Hd%t0ryXk`$=?nC);lDIzt%T
zkDuldU2;?Yk<sZHFdmxw3<%tP1X)I8ldhh|bw2|n$RTi)%(GlLp%8etTkRRp;R@%k
zkp-B6yX5g7Z*3)S@xXnMTZQ#!KqjvIGXQD)c6O8qDH_2TrR2qW(KBF8_!&Sh`H$Z+
z;QRE#BeQJrK#;JL(zTbvmMq@-`WN-pi}npsAYM04y$u6LnWh~TEA2BNuI&Wgs&SXP
z)yAc-;+><{i_{Y;*T4P#l|XX;y#}qj;&+LzLK6y`(MLk~`!+A=Y5#Yn1mbS}{tV(R
z;U{+Exvr+iFx-l`KCdO)@+}hhxp>FzoC+X49{xT~%(0-cLlI18{H~37=2vxHJ2O&0
z7Pv1D(y4Pk@cO~S0cc2bmUr^UhHFPW@3tMNHAoonKFg7EUwLliiG9Gq56LS+an8cd
zCm7Bz>xbs{47hkTJ_Edk&D|-fLG-AnS0pB<&1>*`z|lJ3aD7y8fPK5R$yp^u^7_@1
z9qDS%@@dC2Alm$Z1{cbnE~mHIQX}iJ!f^LH7Zx(I(v`{KkvQ(^7_mYoo!}yQk`3oK
zYU93D!5{UI^=kG~R*Q1ADj4|FDJ%w0OfL4)(QXJE4pXg-x?z1|0*h3x5;Pk3lq7GV
zmE1lWpR|!&clQFqeN_YEQtx{G7|J@<^M1$3qBDBu#u>RBz~tr=x(G5{&zHU~Qvb*w
zsgp`Q_NA00dt?$DBs3gu9h*VJ*lB8g)8o<9I^2os!cKoI8sax^VZ~hPR3*PYz{zvR
zJLp1TB`$RgS`@=UKBy@Y?vc`3RIW17$UF1=jvms&>0eIaDg>2U`DEuXj5K#vN%af}
zO@zQh`Vk@pfkS-+dr$6|Qcs>-fKRxf&4_qNR{MIs*)t&9`5AD^@C+zdd<NjM(>!4#
zj>}h?C)>OGrg1zk>O-CH#w!Y(9K1JaCxh@kcx{@ZQG~jhj#VlCf*NU{n7~#>pdt9G
z)TMuuy0xf}5qiqGnZ4I%lzT-yXhR~R8k#c2_vb@y*#$n2%-v<V&Ws}?4gc^H(V7n9
zS*!u`h=sQ8&^w0*@AMCuge@90j{{RQHxARYMkjsgAXT!aQ}HeE^_=8@w&cR@*asMR
zRW8Ndp!Q2-n8Q-~>R65L)hx%5P(<`2PF%YUpB&o?MV!I`&Laet_77%I9@#>(?Q;)p
zYP74u(+V@mL!58tFgIwzYV_XEHSz7-Pq=8%v;ezX-PJ3x+Ob9Gv=r?fHDJ$x|MULb
z2I1kOsu_^e*xkPF4erYzjnpG4m{w$XlVsq*ePY-j-Ns`B$2`Nfz7a9%?TI8G++hsF
z17n$dr8!qV0w1<yj_5=``ac8W)3}~|dLN?!KIo5pNpa5rDfae<$M$vk|3;YzPS*|Y
z81|)%>Ee7spAs;kF2BM_Gr=(#KsTz!KP`F-w)U5R$xy<nTBE}(6Tw}L*o&Z1UioVH
zXrN3=_q!;Uekv7L{iMVaujCJ)o;sTyMS)P+!H&aU+A;68ni5w(*G}Ce#_hMC!t~{z
z02R-Glk;al2+e;d{T>A3ilpfjInA}HA||OJMM_Rd@d<ySDKygHZbciKOXTKfK>IM9
z=)Y0KYq{Mbjbsm$fxZzM>(PcdPca{TzDiMFARZD^9(V%l1pW-*y49)N^C<zPQe_lV
z+7lXmVAM2=&$_M*ao{X~#`g0NefcxDu!{c-*vi}kU+w(>JWxD&s#V7vvs_-rs5NTU
z$D_CNTX}wOZ!UlX;rzi?R=&>pHoW@iJ<fOPZ~vkzV&VjpcG5&!cT0X(l0$3i3bsw8
zrE0|g<vL)pe6gAeXm0K?S)KyFL1<G!udpeV$IM3%`HsoUB^k<UsWXMN6x2@wg3G&a
z;>N&OO*OXl`oue$gA6YskO63Y&g~EfFczTkpHoCWG&ycP12%O9(2b|;dk73Zb`0UC
zbi7;qMJ?#uv7d2eX#gQGnjd#$q&DCa_3QcMNwO9<PT~5?eRCy{-_tAXKgY|Ryu7z*
zPe5ogGiA>WVyM8O^`ef8<ELB~d;6B%(6J7wOTN3mmHlD)b<xZhg$>x#gmF<gSC@uY
zCsO2#EwWF`g6H6~-2d8{Fq{>J&|XgZx<ox`oL$h>rSQ%EBJrdRe!!W^^?Fd{_rXt?
zCK@MFFOSb&-?*&~J_GuqSLor#X?K#hv%N$}F$O)-ii-tje-XUtsogfY6268)oKb|#
zqUN-p0nTlqErSvpPiO!it$|+)L!2K?H@}>Z1SaAx3hfeaCfovzlMOPZTU$@>GBwj4
zRMnH>@4jlwE?3Lkcz00s+g=@g9B49{dT&AaJtaF_M#8yo!YB3Y!FSXSBrs)Y<dyQV
zthmiy0*wwEC&(v6d=F*z${aUmneG{o@gX2_XJd$k5wAq|VJ_b`49@f#VHz{!?{qSG
zxnlu;s0$ho9U^0T$uvfiowQNJL%iiGU#FKX8!DO84te}N>~CDtsiFUt!cH*92~pY-
zQ!AX88>W;}ic${B%@U7x469^gZ8+}RFK*^dnsPr(XFg(Xh%tNVe-|UwLu2?^Cr^LH
z!1j6{j2fz&nHxNC&ELJBDjq#s=}5HlIsE&QKbl9XN_kQoQBqw4!E38)#+!T%0+G1w
z6cM%HCQ*F!JhM*?=KibA{Xn0EIrvWIGr*+k8KB>L8vLR?(?(saE%(qs{~53}^$a+?
zmONCVAmAMJVXYR5#^&xI-ZqvzGcHK|C6MaAINwc*SIsQx0}uP-<5|e+Qd(WyIc8XN
z@~F6h4aVJ@vVE1SSc7C{T-Kj;T_pBq!>a{Y&^ojTZK<joq~~n5Ih<?tUJ77OFwvTF
z*WGyi0g3U=v68sX#Di988mCUTtHB{PHM24X(NiuE^&+#SfBG4~_NuMaG#^iEn5p=X
zPg^joMe)mqinv2r9z~PlEC0RmY~mVC^O>LsmMk1=$t?$jlBm>#TQ;tS!|p^Zex;1f
zlfn}xrJn%|?yFBeg%|w6XUtxor|gZLupB>w*_@Zu|D0}~QL?f-ThRg@(=ddouPpJy
zJq|DoC~_3~vGA|Tt=*oGF{8q*BVc|#BD?3~N^|v@D$!2iSQqnvQgz@F+2X+V`fb?x
z%T(Emc-Pn;+qdC<ExqdxFkeE+`<Z$D1MOHkq~uegXTVVr_UBh$_gGvY7kJ}UT`HSL
z9u{<B;?CnY!Qc=LM{=)xIgJnQ)O$Ovv>-Lq4jk|rbFRM?_qyqiv!|&~yLi>)QO(q5
zl2KwNk|;nnf3#-uBymtrJqh!M4K=Ih-}4^Sm)vvtK4Kz0L2|D4+?RJC6oa$vx@4!%
zjiDB<0~9_H8P>|O3<`y>Jzpg#FDp4mrX4mcPQOLpV`KelVaA;A+x&ZF6;`j&Uo2*-
zz_-7pErf1eazoAAKnJ-N3&cB$80`cLSJpz#Dccj;fGa=&alMq;tMbgy(dxS!7tHtT
z)zO1x*SCS&5d}#<sS6R7UqAMsX>_~HwKuPeV9IN=ep_)W;x<oEPdtbF@&uQ!r{9-V
z<3@|lel^|a8PGMbOdOm{D;u(UQ@0y67Z(jOs%f^KQwUjh?$9tEJ{>zfAlcc@em9^2
z>H~*--O~OYp)4ajy#wn#iCjHbx>~*8%Dg9^>$|#^|CdMN^M83HKIYURYbMA7xrCtC
zLzNCl*7g@8dDMjq&3Y?}Og*`1URW=XAyVv-x6T`@zYX8U`M#y~7{LQBIRdjQfzy{~
z&SVW=o$1dv#X-Y;ti#J-F5YB{_gZwL==Cy~9)NeGu1_a$sB+u1Op{*fJCWU3wwL&-
zS1z0+8%OU>H+Y{mqvj;2U4OuQ-G%opg~mgafge~5+%ez$@~b!6^Q#FP50F($64I8b
z`U$bzH@Fd)JIU{~CM1bK!%71z2Z~rW-pTaR>8O{966l*Tud~0uzTmI?X`1bzD49yS
z&69^rCWj6@EnGAN60LQN?!1Z-ou)I^L#9tML#W>Udvg!&yLhyC4@z_Yg`MDEtGpfx
zJ5gss2jOD|l#oa<6zXyZ$D{WKwpK~sPpjcZ_!pJ5Zq{4Y%SzSpdDJ~RRk!1P&elWM
zbtBB}U&ftj8gH&EDU)<kb&}*bj(bxww&tMkHR4<9_Iw^o*!pKBktMg17oGug-jXSm
z6t@r0044#G`>V)1@@wG#<efM$3?IVU@T{ARD>vlelN2Kg#zGIGczrFit-!VPylSr?
z-*4;mA>optlH~wjOQ=QGQrD<YI01Ixrz6Qk^{FfvXO7ojoN!l4Q9aL>_yOs>Cx*{}
z@B9VT?V+oGH$2_BF6xBF-ifQom{s;Wx^vvnzw3<In@Z}JZh|JV^t$p){b=nO7oHY#
za4UB?bjYNP(G9+i+qroL*e01oV7p_<I_K%3X~dd-qkCfK-T08?Nxs%p8#zQ6-OCGW
zXzG^>pXC~*{_f|PI~0NUlgOMhzA6Z~tIh@CVEFt+PD*%jJE%R;yOoGBsaGW4;V6xo
zer8IyT@aJJ4|A`CC;;GA`5R923>cK0K&anI_6?;6M?^^WnDB%TZzcTs!p)c|xO;_q
z5<c-_@W(a;V0J&7m>FHG++yFPC9x|xlv7iideaftZ5PMiE&b5Whs<m24PH|YW);-u
zEJ|-PwRd=|lem4vwR*#N$!bu1SY=!H8s)}QO~BWoR5~shOWM$be=T}l^ucn`-nC4>
z0jVy%1}A`My5USN<4>f1$l0SHL9JZj0)G<?oA{_(DN}4i*p7IB8JwSVqV{yeFG)1U
z$=va*lA-=AIm$k8)w-Tdv{R&hU;o{sMteQ2@&1jP&q?6s1<_Lpp3Icw@5`s56=^0P
zOGGS~YHCexZUePHZ5*Ijgv>T#1H-QqJ_|<)hzMv`4sVP~sz+<feMTBTwg99C%+haJ
znV`O0?5`%qY8>Ouu+`r#zd96}E_;m=h=_k>mq+#MXU!TCOb=#5n(P;YGslWmxr!R~
z+GQ=fi&Te@>TNKb@?)b2GFvap2{h?wjs+*?e!f{U$*NQVH>}DSn`b%)1O<vqwBYwN
z*%zO+4!|dBl8%)hy<xR!pNC6X82y?<v5t;0Dm|NG^z1ESFk61=VJLE^hfz{`R$?@T
zWKCa*3!E5DGyfJ0^4-_&<0gvdD59Y{C9QClqMk2PzV^pEFvc5D+$~f(r_$)X!SqT>
z)lR@2UFwi49e-0Sndq}qi++u^L-g((h@QRCvNA;B^~PYF%kHbvaR-|8(R=6>jSREB
ziF$Q|E`Kz?UDS{^8J+#!=pN9_FflaW)zjOPC@(bh{a1tE6&L!P8`!!>_6*C!<wIiC
z0-AEtd*X@}G&<34Tx5!3yB6v9$16U_>_GDp*@k0+Oa>j1=(jk!%5G{dj0#^F9{MS@
za~ACY4Tf=X$Lx^Mhfim8<dz8>ar<Wt@xJlzUWkjU_?UL%G>OdfS^4KFZ?~U036tGx
zD&wqUxAq;d0#%~%(d{4XZlwx`;ZSJh)2Jl8-3$&5Tieo_b|AG%Y0mUn`iCR(-R@1J
z51cu5a#9tOcq4;(imU8+>td5<v1*I_MrnMyHqBp-MDZmhL@Ap_9QaDndeO|L?rXK?
zGeD18l*Xjo!x-~SvpyEv_a};BA;vC5Sl$di@npM`zt$Wra=J9XOE!ik@4D_w<ukX%
z+^u1(ZVmr5B4Vy>n;O}ovTP-EJ`!vU8;xFlWHhE~0EvDRZU_;1ch&EF!0y?#`s(Op
zC#G9ptG3AwH3eLfFqP5QFz9Y14{Q?gs77nc3C3o3rW(56EdXKdlL*8my__&l3J<%_
z@rgV7u&8uKCDaE@a#*o~Maba9geJ8_c2V;+PUeLHrwx~F>_Z~fRd)k3*B#YPjGIKX
z<dl^5#`1+VJS_QW&IOGSdb9-0i%@1g!`8>OrMg@8Sp(jW>{-EZxx@DRE8q_3$89ri
z&kEI7&NRXk`*uUE@{x>wsx5g2`6ek<0Hd$gEhpzUJ4JL9$$W3l(9De;!v!+4kC#7x
zyRMeoFW5+kBvRP_#o`{@8NbX{D}2mxO?I8MU$5h_Ux505hGO)5O}!xH1C#%(t0=ZB
zKZMH~NYI>hn^QR~1)x8&T=P8xeh_UhU9xP}GsL5DWST3a9B=u~WzeACE>C%0{{?_s
z<S$EjZrS^Q%-v;uJ(+h0-S_Hl*^jvz$*!>Og)$a>V9IX0?GFDq-k$!<T&6c;$n<B^
zk4T1j?f5OG=6~E-{y^>>R@aRRL&f+OJYwl*)XW=~FWx0M@&Af1Xw1b`0;b6`V0alw
z)qXE~UC#}Xek-e<)_rdnG0>Dhp)rT511$0iuxj?GC*b1>Eb0DnLnM>6)XU>Y;QiUm
zB@oZwmP*laKt1T#Y4tR8pT(8xY1TifT)tq?I-7R(WJdEdjuZP-OEVhjJN$>8DyTR$
z41PPLwW$)3qTTPelfz%4cu3*DE#hpXs*Y{&bL;828C>6p#XcuN)r(doaJ`+%A1UmR
zmoUgbw14lBY)K_sR?RDLY~1XKLAt1wzVZD-0j&U}+#YkZS-j0$sFywb%ona`jBsHM
z5iyyJ{_RTJz-{X@fUy!G2^9zsCA-|uQJ)ZyNE;j^LVnE!@S5j3l1nR6keDOf5OBP+
zZOha@TkunFAuOvBme)x9?ERvqSVc2BW#jL7epYR*ckeU^0rN3rmn@9s^P$mwJ6hsx
zaKG0PT;qD(S=N1Rki1yLw*Di75vAd#B22f+`%FyFN-erAccGzhlvIfTX7Y0|B7Yd2
z%}6P8VIia(=AUKm`O%DarumkkCFzsYY9F3ArMAx>6JukRhNWhy;f(HuI(<nNAUjWJ
z|By+}+4Qt}Vm24Z*R3&z<kx{Q&*Dg=N_A)tvH~bxcvq-Gu&+%VqKf~eK!LGYOp!&H
z;7R=ORj-5y`;P9u`u6ulrXhGXxUc0brG~^*Q7j(hqif;LYClOGAH^ykpHe-{cwSrG
z=xLT@Da<%!oztu+QFBXx*uAznc=O<6uh(k->K$t};!Ks949r#gVIc4k6U2TPZNW`j
zJU3xv5-cKI8ul+~$^qWc=&1V;n89M-IKwYMF8`&~SFzVcxAO9@aS6o|<oc{#!%&L)
z+iW3SC#Z|JK7HaKjZY5whFwt-d*X*}jkCG035sI<`d<{k%@t~uQBBaA=G=b3g{cNJ
z1Q4-s2H{VURZ^VE_T^@KRiAyxH}M`9Bfl3o-nu)`NeG6uIi5Xr8+kSDwaHOX&Zr*G
z;X;KEhvzGIFRc7WY!AEwwm0Q3jx>daj#E&y0>(jK;qeI3@TllCofK)RY3L_|(C5p>
zZhdVLc8PoKoA$|*z9d|FY%}TsNu^~%e_Tb-(ck(nnS6Y_MI+f0+uTo9M_v!fuV9yV
z&YAF5%RvkBHz{Llo}ymk`GPOi8{fAr+=3CCh>%A_Wc8sk(lQ2B%Irt8=O$@o?LXWW
zHZpmx*U|Q$Pis@%^Gf(x%>I-Z;{1aD(k7xI;1|_Hns(FMVr#fS#uU1b*ta;<PA<C@
z5&d49rUw=H&ZDr(YB}yf+-vkGG3&N<(Y-X!D)h9x(6l@8qSuUxeF?^?o3z_U?vY>A
zI&?5)GcuI*-n7FI$FrQ>NPoiundYU<jq=kxB6^)O9PRsAp-)w>^KvK`4(7z5xtSO!
zIm`<Wx16-Id<Hm-t+75flwG}@6ICQsl(U@Vcq<JTwULs96^&dwvyS+r2Ya9<eS|~D
z3(`>0x5-B%W4ufcB-4%SKzX8Ob25-)!(R0*exxH;Ck2u@f!EzIEiGFYWmfd@)7xi&
z4+;7mdE8$K*kWPLRH5Su-GT~Zs-Hkr63HCNgEuE-9%NU2!EBp4e&HtQdg%$5P2Q%Z
zRwql;{X)AKS9+b{iN|aD@*<hxqC)>rzPYKzhM~PaLtq%Ni6imtQ@n5VGS#8s@}HtO
z$5{4vTI_U&39#C7G1>A3f!QQIsRNW3!j&BG(b;md!HBIKzlZf?FVbg#`79*F9bCIy
zzrdLBQdsW~z;!?7%2q(<W7?`5#P{_2_kBSUY>BG+n2k7e3X<<Uc=LLXtqtN>Zer4N
zo#tRi+>zwpsdOLZS&9iS4+v_aUDQt*WV}SUN$5Sv`hFS0t&I@bI&ZrZY$I8w=@Le1
zdbVw(#nwN^D6#LO=Gt{4ZetvY3nSl>0s~N1z6C9;EYMe!9DGV*@W3LuYkp}vC~jgX
zc?MjeBzQ>ZUpIDiWPBM92iY$uzo=9|98ys~(G-eGSW6+~4VvalVc|nPmHC{_s%8+_
z%00JCdt~Kvf?swr>RGSV%D#ul4@KguT37nGz)ex#1a+HPr%n)MRR!7L;FwphpssRv
z;Yeygz)T2+*IL4$@KMBZt{apmJyf7He;@1jUyO*3A3<Uv;smNfFY4`?HJsiVC5FNP
z9l{5|L&K!FEJeJmIYISdr%7<>+bkAKGAn@RxX<2YA?Dk8%~HBPd~jOjf$hPoSHMnn
z_5&TI;(A*%i3a`&gobeiB96`<L^S-xOL+)lJe>_W!KvCUP;of?N1Ic>nNDM+ERhxl
zsIMC5-9Q<q{0EJnSrodiy^a%73@-x3rg{VfL{>8F_`RwJN7UVDpZwW_tA5V}Him4b
z54i|(4W;bY*Kr$<R$5~hRcM4>7uQCU>d)WtJa(@n=&&jcmO6N^2Dh-|F5ep(dRNiM
zjw7GONRO|Hm(KMol{=cDRgGAq!^$S&4KN2==cCadqvya^2bm*t>}Q~HcyG-)ChpF!
zxId;%MgM?Vz!3|1`r65699h3@bU*vE#c^C@UKZtJ<19|I90*#L85kaLvtpFoAp~(o
zMY31Kyqed0m~=r(dy}}>tXwzVW9g0LkuNNom8%X<`A&hhVLE=TDxCD*eD_XkvdC66
zT%aT1%_Hlnt-xr&2=hm?*~(sjoP=LW4OFT&55kwRjk%BcB-2o4l^ishQ!Y4EF5w`<
zWq<(^(;ICcEw?nJdes#pTwq{g;FuUm*C8}2Q>c^Ij{GD0u|UHR^g;@*AAmYbUBAI;
zpps|`au*GCA#e6Nu^T(;;{jt0Prp`Z^FLoSsG@XWNX@j;6F0XZQ*WyhDr(UwHzYKz
z)u^fDtM-cQc~f2lh<chba=f+*(_z%_DSS$1xS#RnaC;|(hCr}txDmLoDsdB^i8$A`
z6~&uyXssU)t)vpv9=xHv*YYP<y}9o4#DLej2`3(0o<d_HkWLKEFG)G#S8m8fjYZ9U
zWb+1jat=k;%1JIf0`2K(7<mPhqQC95imr#|d;7b(Q$5wkxs&4rV&LGv=QSLyeX;kA
z{OTD%#f?bAVI7H~nI?J8Nw&o6xDP9`Tcp+orRvwPHt^?g_!%Q?pbi3%pF`;PiP<*6
z%4!KN@F4pf_%I&42Qs0U`H4oPCPiqlq--MsM2)7bN*@|>lCHEpHHoG_L;DSFvVf>X
zxwN7NPlMHr8D^V-czd(=oK0SlhH>lBc!vh=Lf!^d_uBk9sqMxg@<t-mz1~Fz`yMWa
zMhbCq!Ho3?Ty73w3O!?v-TQqFcqabrW{h$*USF4w%FZFOC?m5xE&3rpIc6=+DSdtK
zX}VelCv#n5^7T|P7*NT_qJ%T~Zj3~67uY5VBUmbOkP#ptei<AUJjew_I85hYZey*p
zcuB!cMw_S|3~;$mWe4Pr>AL-D1-QdL24`BNsEn!Gj}c38@n=D4J7b!%p(c6FvW4-5
z=8aje--+j@k^Zil-okn!@i{S&w9?|Xs-#SU>|NjC#TPH(%5;4F!aw+VeBhVzCHo%r
zAA)pomu^msL1zrz<gv4i)0?%f_JSjnT*T4qk|fUnGj;>RpzFV`5Sc^c@<J~-#jqn2
zW2o0aXZYFFp3O49X}$dTNLiHDS5yza96dmX$L2~aq*vRRI8|uNKp^zoYWr0d)d2C%
z3ezM5?5)|kVXaG+JL>1CYkp2Xl_(%W##+E4I5FL5;WYa8M1kx_?P1S=bKs@q{iV`v
zeB0tbt#}r88^SciIrPIDrx(T|Eh^^yW1gtiS13_k@(7NFi^Se_!wH57GW?ommw2Nh
z09)p_V9TEZA_e(2dpVBWU}p5YIngpd$!P}dUxxejN|F)gAggCU+mATo+y<X%mwuf6
zYE5|)IWpq6n9+*4J&Q^+W#KgQ3*nj%qgGD!v;maAwDkB(tv#_LLvdP78|&yw7hb7a
z1CP0I{C;ilZ}|ie>t84catB;1oP6ILY6vGYxZJ35OMXA24WT1RY8vStnx&r_!htZ;
zyhGsd*5(AaTDOl>8|=e2gx%V|ry2UlJo&87zeN1qz4gsrRq9g_w^LLLgQgU7uEwO4
zgRyT-7rVKEl&@Wu?nay4^30JIBb1Vz+{w18ZykF@K$Qz_ps?@m55jo(Yhm}AE=zwx
zdw1eb6{nsI<hm~_J)7$UKmE|#4rwawagu)Yl8kn7(LGGMc}-wqxO70nb&nI<UnK*c
z`sh4ICC9BY2`plZru+rQg%%l8K#rQV>YT`6vKH<d(|B2#LzM?}0fe<4{xT2zCXyVO
zsOG!%BO)`So-#B1X+n54o_5TEv8FW~coY??@}xUOx_&~FJ39EH(m{BrEM)x;Jqhyc
zCRo^o&4Oa=B}+z$!OEwHe{4_~hu^-Elsy2^{VQMMW=uJyA*)kg$D^|I3@Ed)!qLP_
zL2jIWh`c1u(@<6?+t&f|c~rNynCc~Be&7rojd|g#6TRdm-<ukm?dj>fzG&Xs*rqu3
z2|h7WHyMgr@&Lf-Z}n9ne$OMO+~8%P*3ZGYc&8J)xRm^~R7Lp}(dNFLr!(uaFoqeS
z#nM4ZNxnPRk;)eP9(Z}7VkNZvBR$4eC@*M;b~wH?9!*COYf7=-tn+50d2{{n#X;pW
zz<-+NG~9-9cL@COcTT-1zM2<0rpihmC$;#?oOQpSc<4YsALdm!pnlqyuR*h7+$gyV
z_366RQPzl~%)FT|@eDwjIN>5WurA;!IYL#Er$nT<Wc4oO21-04o4LhMi=P_(=|^|S
z=umeLXPa8V$2QM^s|T8^qDvswekxi|&7ZRDEu-?b_e)x>#(lnr)=4XxF}ekMnoaR|
zqLkXU*VA?rIn`qAFTvwu>Cb?G%t!0<M}#ty6ahcogU<>Wj3WmA`9<#V8T#Yn{xjeP
zarXuC@0CHgdT1^#5D@t);wJx(nGkuIf6avQe;!Qnzb!M<nWu`1vi$GpU)g$*>`1>T
zb-ont-&EPUt{RV{w8WKt`SKnB*ljE&Pl~fB?TcIKV$u};1e8(HzYkx{zVHtVa=Y{V
z$@F9M4ei$iAf!uxSv^NjY7Cve^<ENv&l#C;P)gjJFSv7o@K+@9nCtYEU;0<2oC7bV
zTM68Li=|-=`L#yU^wg+Q<2|uAIl*z3?LP}4xHjytN%>8siN6v)>Eme0o%Ms!skxN*
z32K7D?rww1r>=|M#3x7V=}c8=TANFVTzHpYz7<?t=OS+%pJztz&cA;ge;xlN?a+w9
zKBt=qS16;1&r^Bcg=<2?PV28*&yQb%?YOTBD}oD(I_d%bAYoWkV#Uxk>>zGKBqrDs
zXH6Pq5Ywck)m2k2(WhFD8ul?^P>5ln_2vN|;fH0QT;%@yL#FfHw7-!jzU??=WOvC~
zsR&yYB}7K|zC81f!w7dzg;?u6?Ui`x3NY*vQA_i-`y$T~-^RWZDx+7%pMET8Ak)oP
zF5p|k%1-nJ0}w_#SKvkdroJWhb*v&(=!+5E=~x`10w-MCt~QcWLW8N6jw}=t9cqu|
zSFxq!sV(gI&xA!k@lES;I`pY@VYw@zleW8Wldkzf7g0O$&C3KHs7-UTrJYCfQq9B>
zu~!7^;Cm!p@M@g=BOUeYXFwKl*wY;m(wRd-5iYM<#C}$co5qDa?Z6j}!~5x`okFJJ
z*92}60%G*{SPxwAmk?}(p~vcmKSoHdW1O}>0m>v#2J(k0omaEZ9O6n1_ZFf&lPa_(
z&PCrH<GNGxG@in<ZC+&CVI3r6mD9@ws2w)1w3R#qzA<z?11^z&BU1A8klXiST>q*q
zz<)SrGkg^vYoh#rTrIJw1Z_^+>i;|m3rfO219wDq6QLtr?QOBoNMp*p+$(f+vALE%
zHrGBDMRiqmF)IK?g1!bo>ge<%)%ua;?aG0O3UqYxQ=466QpX+(%8rqxf=PFRjElJ*
zwxiK8snvu|8a4E~`%&cdTQGi>Ui}Q4<gIoFVq>yh`r%I#0>^$jzz7>Ur-5ySOa5!f
zBRdccv1yHnf|h_iMBReTTKoNL4)Dn`vV?80dYBfBlUz^jP2l=+S~_&pD_M)Ypa@1c
zVk=NNp)+T;ULP#gae5RZxs><Mp`u^UjEJub|Hr9mCD<$L{xiC6Kb&O4|HlI76m4wK
zqVu%tsyIG<XjbRn%boay{-(elKJpv2P+)nR#rIw-jX63feR6jIA@5uFHz$a^LTPZ9
zk4qr&aiSER=0_*=tZYA~!mKW3k1U+esy?64gdSTvcHTbv=R<5`&=yMihp@`yWfv*2
zCaH;jQ!zEuTra`ET}*{X>^nwB;_?~R$U!L^VDYzf45Svmp|tq6E*#DdMrj_%Jsd|d
zX*G`}^QQqRW-P{sUq~6o_-Rkezwe8$Jp<}?0@=H*oLwoc{vI+)CCOjJcppBNc=0_n
z`-U?{kanUFRJnNF5YwJ6S4UwtpNd!Day>F6tzO(95QwjwQsh-9=W`={kA8plQ~eQ-
zqe~QVA|ySZ0k?$H;C~WGd9!uLe@9U*(oP7ocD~v;;C&#7;l7bYAOKy$|I?Tp&aCge
z@;KIi#7Y7|qf^IR6FLrl!glhH{s>WBQ&ukwtsU6Zd|8DBATw0~fF@;$0BQ=lEW<C+
zTLniU4~KUXD0>BA+GIHR6R>0I+>0!<oCKG9$XN8y3l~WdfIe%RDcBz@BGv=Hhr0m|
zShFWC-5>XrS%f(L-P%0&(0!4M$bxzW{HyifWd2I~3QanIlPK+9jd}k;i9|SD!A~Fe
z{)@W&H<kIXo+1&BDVeJ#V`;m+h{{9__&pI46VZ%?bK+<DBEACvOHRc9ulL1j)OoE0
zz(YQcbom34Oz>=rnZm>suJM&VXt<%A;mt^#xp*_4&s?jY0?a`FG`q&od`Ye&<BxEK
zB`IBXm4T+#0{ZCJ8;Gl}lCzfhQByjpA781U!`CnT8JUIUbs2i5s*NtXnd<(w`D1lv
zrl?WChrULCouljfY0Sb>Mat3IEI70TPT7_!HSS7SsNS;E$PFbjZ~awkRVh!P6lDnN
zgBgk5<qVu*ANQvqtnrNX0w~CW<yh%=r?xPv4o@3iYY*i5atSzuFU2mXmI)`=DA+j=
zP9__%5|T(9#)7`OF&c~T`o-xsrF|vfCzC(?1%I)&eB4geBCt_ZydUZkdasw>68SS6
z&h=~Eztpu`e|xsdzj2NP)G-cr^qEcW`~=}If2+-y7zxl28n->EB!wvs9?p1(kzZCU
zD}k2VGAtyqRp`!0;wXmZ^}_V<`S*RAc6Blnron8Rd|Vi5_MRV8mXF_kqzHMKnFn#a
zD3?UEta7C${&m)zwAEzY1MVvRzRw&B`C(NqIYJHHTTY459XGXsYxvH36f;JH$Yt2&
z8Ac+=RJjwhEnr+n90d*WSLyWXtIUcW*T*1X)e$Im0_h^vKC0E~MG3WhGGo;^_?04Z
z9*j0NRMT>;zR<^hJiNBqJT@{fE_M^kh4(6lw?RpOD`mWW_fu1#x1H5WL%DKqw6~8$
zzbhllJI#<Wd{_-XmAc%UBb_-*=>b`lT<YnkocCLHm)cRA#gB)A>P-T%f=M!}@&i%*
z2`7dsnGuy)vO&Ft4OX;_F0`hKmnWaR?}I5yqt)3V!dlxNcxG%mIgnwR@WLam-#<jt
zQ!7e6t;f-Ro%7-$XRnzyLT+WRzLS^;44v}6mjejl8g5ti*sFp<t7?PXoikIGo6V@9
z6Z<Rg5V*O}!nyiLwkMflzqpk60g>gXL6qvS++6l)a^NMjr3s|XMW6U3iIF;`>;V#`
z)~8Sxv*CE1h9%io-C|I*WaK3ym$Wl?#4{|m{xeje^RQoOvup=ylV~;dsYkO>bE$G1
zfb28Nv!l<TTU77i*}t(;$};k)FL;$xN#YG?bilf5e;a&tm=gJba^#4WKQ^#w^yETA
z3E4-~<IL+bbv5a&wz%SEF@{mbO{Mle$XJkDHu-&;O-PP;L!IVqa1VrB*-J%PCldy*
zyaN|iI4VRe$|a)S+b#``pZp9)fk-bjr93+Iq|m~4?f~l;$Q9g)P)pZ(g><9PaweEV
zD$G{{a%ab_t$#^|YTXIZ2%gYkxjz7+aE`oq=Ne*#_G5GLqUc4A!+K*-*S7sheiVkj
z+WBtL4ph;=^+lmSNto+SJo>1#3;6q7%>D}hbeWizn9tSR32mG`;Vi*<qvIxA>+s7t
zQZaR@oNiQ=lVH3!dzb|MG-Hwm?(r5OPZUxg9yhF6DD!5Bef#N6pN6$DYkTN=sxs!=
ztqY=ajUBOwm2aD5zK3!jH(BME#T!6Pm5)#LPv??d$q%lG3}9v*BJh;I)mCh)H4;67
zyQCSVJ@#(dU*$j8|8^>;kLqJY%_sp)2K0*Z#aJAXH#HXc$rQ1F6a3?6WwZE8;~7xT
z&x<G#w0{QpK~5`K&JJX}iFfjG4`i6i=w5+-wTo>Md&-}+rq?CpFZ4*j#);HId0cm1
z1yP7|&sIg-5<1G7$*blVWF$Y;7bDWpQ{YvGM;7=Z0{7Y7Z$F8H6GPmK7IjDB41dd;
zuXqmtO?}Dp?KdcVOH*iL$ixPvKjYuX`%Gox*L`!DfnJF?9<>7D0cr3%nsxc>6+~<x
zsq*iYm9dLkj@@4!+0UnbP=PrIX7sP*hp9tT-9pIf+m0I5d1Ij9#=qfDyFaV`r-cBC
zOiSZ4&vU%Dm!?%fpHyDyH1QrMt<2{|RYxJCd5M`&wAiqjJ-lBMeDaL}&8K>$b+^%l
zm}}6_b6cRtz5{JRf0P-x-s>cWD=$cBRHQEv?2n!`_oa0)XFK$qJp-sWA8nX!=Qf?P
zbEoYW7yoXw47^J3FkAVR--*tM1p8g(lM(d{plI<3X1+$4RHR-(`0L~t=h3TnI7-CD
zW@EL1q>>Chq#@YRZ$dO<@pN^gKjKk-GhI@7+9AtVFVYbkL*0pYwprY&&zK&1CXsDr
zJz&57qvSZsNdmeliH>&?L9W<A*$xi^&5Ox+I==qSPr4bhVn#RCnPJN|n4jHBS}d+~
z;kDYU#=K$w2mJfTA&}}2ra+>&!FWw@Sthy|e$?ksfgDQ1A=~CSRH9$yx%_l7IO@9M
zTc15MjFux`WYb35*4P=pj{p0kcI9<X5RhZ2`H9=mO{XrEI@OUY&D^?Cld>i=-<e^9
zebu(^2H*O(EW^vMCLH2|cr)n-W5*0mg|BU>XZa}-8qCdou<U%&`=nfBcwr@b^NrQ7
z6fjmK3}@y!uUR*~9q8ZiCNmwGv1^{$3Dl%XyHza_Bn}XVfHr;4oF)y8<hq4$UJ>sY
zOSCt_9<{{crDBGINi7*%9<<Gy#uqqY$2cVo!>p3-C9AcH0ypHESBlhyWw*OV^#jm2
zDfmNguR4(CHl$;8NeO%y+v`dqLF+pzPCQ`w(C{VJcIbm%J*k(t)X}Z>rD3I|nLamk
zaz6w846nFs#YnbDA*QO2OsPP4RI_zXOq#lo&v}_mewRpU0vRxdE?nRzB$XO+J=GuI
z;^S(V0X@T4gwAnsz8^c6cN%bN0EG6siI3T<_G?c2$%68gok_}R(g;Zy{%)dQRY)Mh
z;{cK086UhioEvy}-ea)HfuR1$sZKG*+SYw*;us~NvrO6_smcWERK4;h47WM_EH-^3
zw}MpU<~<jGHU|2&R;kV3ZuS#$lygoCMS;f~4g>xD@j&V)AEBXVTw+tN(6|9W+yvbT
zlX?AdXOxfnJk2t9=7G1JWS482e>~~JHguvgcs?F%3DYpulU|KF^qvW7o@<OGi9g7l
zAOJq#=`=2N46+<nvcq&`4zH--{N~o~afA(ucu>UX8J6+j`m!wF+Ro)-dtB9Z-J^5x
zpShU%$_VP~1taF&J{Ltta{p|1f;wJ_D+(tsi%!4IEWpm!jH-=3_X!K@=_DNPh>OMw
z%<t4&uEq%);=A4Tz6v_$_q&vHKf;zBNQ*TfO};v5QOO)nYA4&6B95vBp>ftq;!{q#
z>xxt*%cDo-sSXY41pd7m232Ua?_@884Kr;A&rlOO?J2}_fVOKt4bU0R_l<oDbL@61
z(Y0#}C3fV)Ta-CR`q;_h>~m?U6*y1yQdPs>e0Rvz)>i)H%HA$oT6wzV^P&oG2WDF5
zJTaKiywc2ac__4wiT$CfXlzEU<GNfOw1%l1FAyPizcBUicK>hO`#hCz9Y+gI%OYlc
z2KZ_NWfTvsB8U2mR&G(Z3mT-tR3N4C(f2v8=jql2d^9@+7W{$g`K9aXhmJjawcCA#
z_MOiFUEyBo4YF%cGJD469o9Z01he32xl49X{I-IjSL5#)=bv#ongN~q<jHIG9}a#o
zbbD+|uCsX;gL|NthB#JE#0kZ>1uHYCpOlQXH(lPYN%qX;GUqmq6SLa6>CfgnS{3rm
z5eCv*Bv?ywcm8GPZt>nS?z-0Y#4Ew0KG;t5zOJCBIE+kjtZckspz%@HOR*}<%F!g$
z>lAwiaPtV;UG}|x1f{wYUyCqMaOzD_IdmO!x`0UK7ahz@paZa)(zi~4@m6yccjC~{
zxmVTbU2$KBUjnh%?8#?Y%PIn^&13epK4tzG5X6%@jFFdAswuY7ut6kLG|$4?W0{Q?
zaf<RNqo^NmdR>P+|G-$G#k)-bjU`57zx9xB@R<pGzwR3;R%PfVvA6jD#_cJ~#m?w!
z@;DvM45PYY<!ni5sbu4iN7If=n+Q_%Ka8G)s&FZvF-{&3D55f}l&mH1u0~BaUdojO
zJMW12qj&h!rI#Ckl3yR}+ijQ!7n%JbWS`|PeZr#>Gd}caE>DumwZ{9__Nsoa)%Ap9
zS0&V60=v0X@#WFGFEuByhO@O%wWGK3ll&N2tk+*1#X=^xG-6X6!o+cf#vAdNXWR4l
z>g%f)_fHM}<Wwzku)Mqd>o4!KUU`YDI(t55pb#)ckoMD5n8I~`T1O|V(`gp+wiq?(
zrk<yULJxllt3>Ep9Hf_Pop7U`*ngUlIE7U=(WiNQ_0I20-Y96@h@au7R`m2X&o*yM
z%*JoN2Y=(2+X1ldF@;W?_$Zd~*{1eas}jZQ_T-x?Kh1TwQ>s|>@L))&?uSb{;^YTO
zb+~lZ)iy+A7}VzGHEvYgnWsgL8eVb-*DQL*N@pi6K`*RQ;-?m>tvC-P5>2V}dkdbn
z%cS)^%(j=}0>!^eB>Hsu%k}kO(uRxW@eqM>gQM;t>L7t#lQbZ*aymUzk73i2gRt2i
zE+<OT?At$wA~x;<r^_$2TpO8WqB2!kH*Qx(on&WjjXDA6ac6hr+n2c7D+@dOA-}==
z^~}!aH~q9zS!di~+Tq81!>$yH!x&wSZ`ynU+$w?=Z5^un{?4&_M`4nlglsbW-qKF2
zD+SwNlX96RN+B`D!9Pj$Nmv}FPC(>?+>{}=^2bcc!{`J}gibzdl;nRL@#cZAESc(;
zl<oCC7*d+C$K!9ym_eITs`3-zr8eH>`|+bb6=iQ}4ILQ@JhrG;68FwQ-)HaYy`st*
zqZysDAqD=R#AFp1ftKGYZ4712=K1D}5|G3zn0u*Hkas8ytGbkC%j=Pq*@|UVqiE94
zlnc6OB;u=Bew;@C!Tq7oMiSO$Hp97-U^Jr?B4IR~aPj$k7wU^1y4F~An_tK@p7zjZ
zA+L7M^L^}v>mK{iqvZ`lZ}Ox<T$my$x7^s@cyGz**KOT3a;x7?_^;|f*j{MMQHPD$
zE0|jQaT)3O#M8D(@wYC%6odAe8a(E*n07o|hBW!k0f3pe_F^(rWh8L(dItvF={|g;
z+{XTLALD%7nUx&+R9=TK+Sm+RCj)!n`{{#rXHP5>nz#`|<@LznOzywCBp3D%ALZ!?
z!r?T=J~KwV-2w|*1yHK1#;3ofObI>D0Cy?V!VBb9tY?5~wF<WKlmoqnn|Jio_Fdp0
ze{U~{!tjv9b!F)E?<Z#GD0d-=tFaxJ;3swSeqi%7$1dSOT3&6`5WQV)6jf#B2{Hyh
zq|o-vI`vW{x~F;&kxPhCmyD|ZWp+*s^D@zGtByC47#rM$dU+0Vyi3Mtpm2@)<>VrM
z`1;e7-J@)AnlIH``yNcoKdN21h3JKbT7By3A4iLtv#MHVxstVJYC)u{Dw!`VW7h|$
zk~5$a^B^CAOmE^%<9FdlN&NCO@4ifH(cs;hTAbDuqD`&*QAXi4=xpD9XnX_><rA(L
z*+)}tF&y_N?LU?(s4D6F{kVxv@wTvf=~1SZt!rp$K%U~)T7cHrfidTd!^@<`^H0wJ
z96y~`rf=#SXnScr@4PiaZV)g~c!p6mD}Y)aR-3_`m$akwgJj@J5}7+e=FE(jSNOLu
zM*wt<?KO>{wDH;L`5JJ2ocMEawAk)dCGy}#&dqf5t6YGOz=Ct8HGpN{ipnOE?#<kx
zb~y*r^a(Art{dodNX{i4?>vgSXr#2U{(Uhx#z#BjYu3_jf?k+%wY9d5i*#aF5z0!d
z<<z=oSo!5whhg!fJ<&JKib@>zQQPuP?EP2R!fuE-U5(8#^nLTDqs(jpulk>2>3-Mg
zM~b!5akNL%NqdJ1x?c)qhm1xNC$up$bGP;C5&b<Psej+Ng?UgAgV*Ql&iq3|HZb*6
zu3|nX)`Y&zCA%4@Fz842esuK5QT{bzqiH*5`NLs8Cbq58h3qp%-d5Ec{u%2Pn!u6B
z?Ka=^`QpoRe*3b>f!^<Arg(sRpP6z|-P)M7kXRf__e!2}9acSRD4P;@yM_ZNH|OJS
zgX~XIdy4yz>w^6Ng2~-R(AO{2OS{fHW$E<<9Q7I-^Z}aasBr#98+Y<963%>dDYpH(
zrWEZNlVUr*PjV3e01iuui!CeT4u2v_A)4Z$=A(RZx}Z!`o5D>K-2z}t{BZYSHC!jz
zMNCb<gr4&5=b+g!s5)K3-NSkCJfrXoy<2;sjC*y|&a+SAJjU5rzDNeQ;hmnGN8AOz
z{$2~s8S*ngy){j-QM7zn8PG4PaCx2A9!~PKtmd@Ks5u=O2_0n}R5aYa)Jq-P9BvXd
zb$yg4t^5d!9VFcGNaEosbowkwzEN4b?hy^u@Y?c)yCMF=Y79-knYVhgBW8Yc&2XpH
zrK3+a9VrjJB}WVU)WQZFeYpnlId3&s56A{@P$`{p9l==NZpFD2GH|G}&-mf8`VMFR
z`bxU>WOFl-2_2@#PxBu5>s`KCu|qh~F|B_*+`SFcQY_B_DE?XVB;K8qByiWR3Dr%S
z{we69xf=}8zoHmcE7BXrmTzQKFT?EhE}!cfu8rrfZPBV5CgH)UHov5<oo5+!d}T}C
z`c32G9;{ygE2~4Tk9CfBwcF>d@=2tFk-#P~%B_dWE3J2ns&lHObmnA+aZ@P5^y!Q+
zTOC51-^-n7L&b{(gWlial)KiB*I=wJ=f+lknp&Un5XJ|&5X!MMnRuyQhYiW&hzoy;
zey4dGf=+LHVS(-;57}+!1ALzelW=kh7RDu<sI~s7tMc4x9^Z__jp3rT)9t@1#nOeN
zVw{w`qqI_#F~XIix2}#3emX>{?)i18arz=gdHS)9f{?`SBOD*s3+eznoqVsz_w{FZ
zVeW-vaj!V+ss<UqJk~KFh5F7htxKXF=<9svyrLLzOVd5#B%jd%elN~s^cz!n23TEX
z;kEa0d*2f;eOTi&*NK)op3OF@?r;J6T$h`@QEI@BUc}=yCXG5B<=}}@rikro`PKD!
zIB|0>pEsEm=3a31uy(}gL2PQ!BjU@$R;5v&skGxx<;|z9a+H|(Thqs9Ha{u}V&?oV
z%}-U(pFJ(fmQBT4n@Nt}f@lDtca&u~5)4He4~{0$VNIk*NA`S|b;(-pO+ULk>70|V
zFLxSm%hj#*tu+;*J0(qQXC})&>L9P#r7Ys)DDcP^h~t8kD91)Ne`LxiUfy!<+!0`x
zebHCR;-$XhtE)S5b^D#&4N%II(aO}OSP+dTu@uYH&<~)A(aBH_xukQ2K}!`Ui%AuZ
zqP?E<hPdn{tgN+KN&#CWc#RUbm6W%^8{D8xmG@&S3yKxQKR)B353$da)+d_l;`Ygo
zZyWQTVXH%bpM@5U$el{F<tCg*T(LB(>i@YLig<eKq@Q}|D)*Kv-$H{er%)y9reh;t
zi$@OAl(cFwqr;<^3#tG$qO<rW(#NcQcYlqj7ZDuTClbhNTvA|I`Bi9@r6{49a`<_|
z=7ylmo|pF<MsPyvyjOyMVyy1U$12_HZ5hhX{?ffXE7ErQq)Pn5kQJVc%)iBOXeFpn
zd41IL{j>vZtX@&Pa?ooh^^Q%6yI#|6&x-B$0@KSgwF-PD`10;xZ;At$3W54?EOLW=
zpa&Vsn}uZ6hQ=^869U^8?8?N5DsRR(WOI#2y`wSqbdixZ_Oljlli@8HcH&TpY%|I=
zh=%dcBEtpi1v?NgCicrnOfqd6nIpB?r)YJt$ew!g@|#E<{rEjwA3MLE>x1_qcqt|)
zcvmh%>o1zEHVj(%TT-TrIY~TUJ<3b=8c&+#=_y)R_N&$hQMH-&)>?56l2+o~&Q%_~
zyp5m|!Hw0I3;Y(f=~;!G7RK9{$9DcuH*p0<15)+HIlC2&;?%#L3{eGKSA@|HX?}R{
zO?XY*{m6Be^t1fdg^FLx-qCJ?y$iU4avN6e*=A=e9E<Na8>g+!lh%?Zv`XytVzH<G
z-Lm-AQQpLPv_q$q<VPJz-+V8KOpJ8qQJQ$3!zYq;uVWFx^-&*?5a)T_nm<ObW};qZ
z<%^<(K~6W1wp+8@>>iEstxlO^x$S#o5r15*)FF3*{Kb{hVaY+Zu`O1$4s*`T{{<vL
z+rC=#zY|Ed&}n<(a*EPOe76cRG1MNl$X&cwH&)X9vhLT+n|O_3QZvBGBQ(Ow*D&td
z^4b|~ZZ$T55{c%#<mG$dIL~U}yi2NF-)ap2zk8TNaM%MUr(iQ)n|tBy6H~nxT8x^7
z^N8}J1O-u?bB{`+{{RT@hcyJY5?aX`zsjo{B9ZUMT42*TtqSpMtukP@o)lck69K#H
z(z)$-#4D)IRts+>Gs5oN2h-BKtB(QbyB*=WzE+L4mRC|p^sH@T;pLsD?`$<AmBA@G
z;Qn<gB5By?zu_d*4T4)ssOk~{$CT3@fO`tq(fn|hOp9?G^F<mJ5hSG)=hqz8Mx~}t
zqR75|x{<hHvyj!5sa(N3M)2DtC3teZ38v9EvFa9{JG6V7c`f5h6>=jj1ZvJnJQBnf
z{HxM@t2m-rZ}nTOk;6-J%b%dn^skt#lHq1q;gCeia;{D=YuJ1tC9_$_aj3-i7i4E~
zK4yLLcv=S^Gt%@KEN-=%SB7iZ_B$0aDP#u+_?waVSC;Dk01Wjjy=waYTj(S*%<?e7
z1dNl4^lbwE?fge%pJx#xF;@zu&NiG9-3Q@Nc!lPU+Gl{bm?jD~`?lZfQr(EE+G!)r
zd_4iN@objbWxRHGEf&}$kxOqN9oQ$KuG>J><`REr_>t6KL`y>?lWhPV#P>ec&TE?M
zX*c?PmAtWBEIWeSq<AR69FKnW&&Tl(O}N)m?@`hI(F-V5QgTCd-HIutcI1tvCgPFn
zHij)jTU$%Jm7a7A(Zr|}fP3dYm5<^mbQg+IXAquP!Fj?;TP}d*PCdKT{{RQ4nQ<-Y
zvUrS3gn2oAr;s!KD+^li+?I1qeQT&HMCM5uWaF<<?oDQ#d8}Odw=%S^7--*SxW2I$
zmXR2MyM_io>q$L0!5e$~)t|9LXR0C5=DaUFW6F1s5>WC%$iU{f3$#rSNEY5(B=g=R
zyTRd<ss33XoonbC#QKakw#AxDhyXE2&A?x$v8Po<N8Q}2O}FoAdVYuD{a;al4P?u0
z91hJG+`FVCVB}+_DwO_Thi@$-8Y;tUZ~M5WR0W29@g#CaDqjxxp6=U0d#zq}EV69c
z*c^_Xdzw|&mtR}f<yzlpF`s_)DMdR+QYv3rHDg0g@g|3?+)Ev+mSh=i(UDp>(<L1F
zPxVay07}Ks{66;D#m&)?6(lSpjYa~g!6)m*YLBxBq88JMP~@u)_&ol#FMAx0a@{Qp
zGs9+{7}uKBB33qT8)ATQgI^*nE0MkN^slaEKk-Xz-}UDI0La(KV<#EUHLNx&GICce
zMu0ggGEV_IlU~2zF9kN2BwDt!1d-f0#6Ye@8SdVM{*{UF*TM$+;yqgJN0z+Xt9p;(
z$MUaIy4Dj+nPP0ZI|Y5`IT@@gRr@IErAq$uG5kfR+{G%#1oumB8+eu$#t-;ch3de^
zt6nUd-1&#*e!p7!6T~{rsM8!P0hB!EzIVQ!OT9wkUZI?vdsWekL{*Y!t$xq?^mh97
z&WUi?Tao8L5BJxv>02HwlV^^#5=KXz&2irZKFU5NTK%Bxkiz~@$5zKr%DYb%#ItzM
zPzU~d5Pp>FE5y7r_lrXJ%(a3q;E)_2aa=sNtp>9!c?-3;ImLBoaETbfP)XW-D+9z@
zTo)4?q$W8qHyrTQ!y0;?l&WY;sd&b9w}?jDL|=I0wRGMd_=~4q*|dIPS;FIM^)=@*
zS)`WoBe*4oGn(gabgR8Rl2lg8oU5s=;Z8F3Ij1>C(D(bTek;8)RPzZNc~M>=;u~9s
zx;|0;)5-FtFc&p)-s@4h(=Ki-u2?)M8c5r&I%HQjHTI!B%DYO$jAQFvbmPk&Q<kOV
z?seW7v|T<)E@fphg}~#b7uVaJuyO|-YaUyzMksC7nL^H|9=vs^o^rTB%|%yz3Z$%b
znr5S%D-(>;J4YU;xp9U$JanvBq${wg#?ziV)6(=wG2g>yhOA+9&1zYr-u@ZPCYt9D
zyAZEGjcne#rOc#4%mbW}Tra^(u|BP;AUv!KmGt?m(5FA?68`|cf1P!sjz&<D30S;m
zWTTP~e`8sRad)XBJjk%x@;tC|Wcr@N+O==sh;5jzAEzDb4oylV62z>b<NhAPrc!$e
z3wj}oOL$|9#Tx<-mGYb(xW##tUI~)kVRZ|jouy}pNW%)C<Y4;apTfK7HAy7XW|ry}
zm80iuBPVaLt}9p8t~E;+n@)_!4YY&KNd_2$!1`3CRkbVYGh0g?@<DR5HOb3Lz1Y{D
zJ-ys+$V>dEA9}n001j#Pw_4m$-V!67z-3;w-#^0d53{osy2&{|ysC<9C86xpQAJRU
zuM$l5{vE%aF}^rihJ8S<0=&MS=FRWoReQm?opX)DJXgK=r=JVzL;jtg{{TTX^E=IX
z3mGGdPbdO6g(XLN&QXM&r?Jt8tvXG(J20}-ZZ%84w(4C6-9z910IgjvmWgX|C@r;I
za1To7f3_yKXx?~aXypKh3xIubS~2Q&)453H{o?gT8&B(Ael1m$^<L`Q+aBH#;iXB&
z{`1whz0StkAa;~xLPsSy8LN73pK+sF%Pg+aK{(wUjnrWB4RTOw;xQN#pbiPn;l*|u
z3qh=Db9vX22ME9+IZ{1Gy>ru2-7Sc%2vBNV%k?m|T|RFRTtt?Htg7Ib9Rl|zwYB|9
z=RjRH-%pcjFe>D)EI{j9b~e!1L=rCl0C|Yy*Ei!<4ElM<ICkyrMJz<>PBD|ck2e!m
z6)HDPSwHIMrdvPSG~F^+$t=j<jw`^vD8x^XHK!diGJoI#z2{Cp@g&knZt481!~Q64
zJ}}lAUy=~&p@`*)QNSI|dh6nUBbE<Sg3{c7V0_KeWaHFi)|~qFww@k10pBUZHhBZm
zx&HvL%N4VeAqxbEN_!ml{HxP^1>gj@m37TX+uU2sq{R?j`-ftEDxHMO-UQQOpKh&l
zXv-em(U}H68qM*ikF9kJi7jGcEumq~e);tt)pOz(jcx5u{3H5oh^(LshF$<4+!+09
zoA9=g2C1ys+}vqqduR{NkuK%Q{_y>4HkVLZohO1Mmh(|JqS|<(aq>$TUI6ZWE34DI
zzY+MB=2<3|YYRl!ta;pj&P`j^uC%QKL7&LBiV0+l#~f$^l1RpJ=qoqC%YSR(x#RLY
zr@CfnCmeys0V0HwMcCi)pNZ$yJV~f&6Kq*@%toK>$BrB8(!6KlZ-=#)@tM#1M3)ln
zh@k79g1c`9coSam=B;_H-D}XKl7FmN<1S?x&r&$&(z<UE+ykgXc^Hq(w<Xbt9A$C1
zd(kGAsBqrQ@R;ni&j;&v*G&wz*Kjy|9*jGK>}%)^C&u~~v!p|K_YlJFF(fi|M(!)d
zyi(IlOU%+r#ALf3MOW~2_78I<x@oU-8C?GT_J(2H5#F<<Q<+_zHR-D>ZhO>P){sx`
z?=41p5a3j@+*->204>aWy`&Z8;@3!(A9jU#ZrD3dm_R>F_53RLhx`*PkM_MpN|Ay4
zwGD#b*0;Ji?9S(2wig;*lx|~a^5xm$E^+PYT(ypj-g?fjZ}+ywl0wP=@A_8Pi!E-Z
z@b;T+WpzEc+`)`VyC8NonQI2IXKL#nvW#Ov3i;6ymprk^&-oRi*c4mR#NsQ9J9~n+
zains5inuHQKAd_|n=9nJwOe+AVGu3y5R4C@1annoo5W5nZB5;xxozxnPT}YX82swx
zz22`i+{RlQ8Jab~Z!~T^f1dR0HnrKA(nEhGtkFxSvn1000Lw@a6gmF&UAXY{^VnQR
zzSAs#1nv0oOqTxuSCY^78dNrnuk#t@-QTDKHK1kHCAjk2Q-(1jU@F8<Bz2;~QNGEX
z71xDa!{tq2Cgg6|;g{2a!R=h0wcxnnmg*&jcnm-|-5J_J^{-p=H5QGw+iCZ+g&?^*
z8OY>h9DCMAu@<JzC6`OLMY)T}ky_^p4{ia?F><SH&l`JqA=rUdO{WZ4@M}{*)b(q7
z)rP?u>D99w0zK=WaqC?jx5JyAM|^TaZEnbZ_nyy@>;-l@KZG?MF5m3-HwkNHAjF0U
zNsymi$C_3|^2@3^j|f`ao2whWO5#ZG9e!(h9At2Kz^th?n=MuK3sl}ER%KOjw{vde
z9=!ATR-cEwHx8e#Sxs@dr;N9iEc4~tDtaw*Hr_GP=kXg_+v#^Na+eLt#11gnE%d0A
zZh}x(T*sgI$49w_NN%ha;KnC*k%-15>Ol6c64vPxT7r2Z1{9bUL)>SY`bufiS+!{0
z(WQYUXrpXlNC4;g*UZ<}{{UyzrGw5%aVOtHl{x1kl{q&XGUlw$tUNOMNYhy~tFv;A
zhm&-h%91)(F0rQRT71%6%*^OV`l%amU!d(+-w3qE)AapOyw5T>DYj5YKQ2h(rtz+B
zY;JDt<p$mr!?^5v0a;4k)7>uaO7c9<$M=Tz`$~>7BaL7Vild-rVoCSlR)@peoj%gr
zQjX~fntTLgz$62o=UjLO>hwF7b&fRyC+cbQI}bDLh{!~M=b`%6%1fOoY$X<<%#U%o
z@Ri=7qClc#mMMspyuekJyB<2%E3bIMTU~Hy_Lf%hwXqP%AQ<y;+}CAc;zSl&UYjhq
zypq;3tNrFb{c7@ieb?SD)o$)ERb+Jy+jeSj^W>9u6>H5V+3s>_uXm%_G&u*$K4OFS
z)rUO#@m_hU_@`6RZwwb+R7!E=MYHaXhPz(~>hr&b;WH1BBRgF80=&241=L!XiK2*4
z5NOnLPBET;l|&-tH*#fV3m&K8%d3rl!urxLmF6|EkAu*Vai2=?``-ZTdVR&T7j}{C
zkb&o+%7O1*&EUx`BJhT|wwEwTbZz{{FrGmQK+SpL_^(#D)7A;zCL3@Wmn7BHe7YkA
z6&ooXwvQF2nPn0|BCHU^0c`PsS)L@<bj#bz8w+U6x6;h9Myt@4I2o=sO;1w1wfiwU
zQAhA`nrtm~ZwxGvLMMVnnItKfB!9JB@KIZvO1gR@(7a3Vx=lw)kj1G=myn?$0%9pR
z8RzR>Id9=DLiXZVEv%-Vcu5ijA9Rme^{GB5UNyD8=%o!5Wp?m49AIuW$6b6!n?%!X
z?6jz)i%|2LYq?4SBqZmLTGFKDWT`8+_k7IPES}?j6lu*D#JxC}+&oO-!5?>mIj*zC
zP6v%OES{GHQ~n>{=z8CataWR6Uf)u<W;4Wx2pexC4|=WRU}N#7q6R)`vQ1ArlrGho
zz8zXk6k)q(noWT1RRH_sn&+?X^DK}^ayqZlwk;&Vm5IjX7_MUYd6)R<oYp6G#90Ew
ztDNJJRv^7s{mjZtZNbRRQA>F}Iv#6U!%BO$PQ3P}iDr!YJURij)N?cGcQF)ghn{}&
z{dnTJX)H8nMR+xbh%n1W@e=BN0q<U;9-l3~l=gEEHr<EJkI)}c>0G3~57WH=05kWb
z6Vr8fM`Mak%;sbU>fJ8T$ky=>CL-gL>-yGlY%^!@u9H<$5L-y&2?T$27x~s5-M-k1
z4!vs$KX}#~4vI{~0P1SHw#iO?X}0fx2c<_WpEu)5Ba=Ow;6iQj2C#9~)j#wq^%=ky
z5*`Q6YlHYHBoe*jq-rJd6gv*5n(r<!CzCw<$NASvIcK9YH5~0sb?1RtAK3o@YnEil
zjQ;=`Jf3TAdw?%U$ZeyKYRkP1CBj?>kqF?0IM3FL2=hB9zwoDx8p`_Z#fmW{@sR6+
zKp$Fd=AkYAn<cfquaza-=4*)$OlRc-^r=1|U0qsgmbY@qliNSakdes8Q=iJYvEqml
z7R(X?Mgr~_HJp>^Qn96>>I<f7(91Z=MEl&R^fm2~Yj95rN~(6ch95)CeAsViyGPjr
zFPZX<fSuLsI(4P;>2``zKtw1A$NM6xDXqmPeUEaYf<OeG0IqJs$DSP2wPB`O>I(NP
z#ZxFkxgA2W7$@me2DY(e`i7BrXB#TK(K0D+fRT#gv~L1x+HROFB)hb5Nh|?kr$13%
zhec&pjB2Y$Y1raVf@gi9{=`D`1rHykK`+DD<&es4?0nPJfFt@>dqrZfRF>EK!<n9V
zzYFZV{{T4K+J`461+n>Jv|#W{Lfe*991(y>$LU>_6>kq09#-AGLgyxYCvmq6bf9~Z
zf2CsUe-AYsL|gecmidi|V<BPrU{|A2Qyd*A%b6`l%*=Z|CTndr#@U?<Tb0~KaB=Bg
zZR2l*-XQTeiY|3qO=8L@q+nu>VEK#y0RsaZ*RauDDJ$GpJPI#>n&R5s$0oC<vrQ01
zAs-4uXVSY{PXc&{P4Gp&jbo`;$9)`LQJkx711FKjbAw)yMHUhBl)tmTi07ZpmtE6K
z6P9hVWc&25Rq)5d$UHBmCAF-G(vS?Yu{n12uHuRsxYU|F)5M<*^*wu7j_hArM+zWK
zq%mw~C$=l9kHdQ)NJ)!gfS>{CT@4huQ2CjF{vVegx|S&YeoW+77~cxD39qM`eQ};L
z50t!sr`%%|>QqwXh;y@mzW8Y!{i0jRco7vs;2<?~Oz;h+nG_b$#clRz1`#%%eM$Ew
zyE-a;ggX`OXKP&N^*t8;?iE{Ut)pZ)Lh49bs-7FwL_j{L36mc&5b>XC>Zq+bQ5?+S
zb^QxfWzz%~H;neiM|ZUWLmt42rv{zkvkY)Mq}*<2xU^jEKaF}d6#7^bv$^MT>E0||
zQ*naEOH@Fr#@H6lI{;~HwBHm(HOoA)yiQKY<g!o)<ZICA#XE)1IvRh8Rwo23M<ju7
zWT!v((KTpCuByW;#XGPADwc7AG4-zQiY`85f{GnoF4<Q{4;gLS=8JD$qvd1#g%`G3
z!$&L;Y4D-z8>Oe2gZ}^mY*%|l7ZQ_7$CbwiisfY~VXCZ&!OOz}KjaN*HiP0zg0lp-
ziz5;w^1O_HP%F@=qT;(ajUU4Lg@(OvbvM|a-9aFwxekXNGEG&7NWZhbxtTQSSV&l9
zRAl9|UV}wT)mW&@l=8{EFRDL?^$kc^F@x;V#T<R+EuKGG@oV3OJ~0}V#IR@=1`x%R
zD*E%Z4*1SL3i|SjQI9C)K4Z*02czmbXM`;@>2!;WIn)s-bsVwkc&wYB3hV9Q-CD*A
z37%Q5LnLp2O7oIAuVtd6*(=<B(b~t!ZQu_YEsUW&HF_jw0Aewnznx0|01td*EjKQK
ze)D{!?opig?_XEZR^pquDvs7X6Hf5Qh~V+fmF(Ib*|v_>IJfNuQMTas?N)q0;Z0*t
z{?WC%&~7s<vW1yY5Zkkc74B4&xe%P&I2%14{P-}~wS=(FA}SDpoc{pz>(6{c@TXVR
zd_^twwUJ0CL~YK;a-0B0KMMK+mYgHX?u6xjhm!a&!1MTTOV_g%&z*5?<$&pc$NiqU
zt_nX4>k0;RZ9xA3+q?1lSJL!SoH?D@oZ_T>;+`GVz+d>2U!3!wA-eum9G)K5!OCd&
z#e3%6iT+jel@*_`UC8!Jx${^2BRa7;I!2;Ty}SPag-aiYbx^^-urD`b88*$I&lU8A
z6nh2SUdzn!KLcqRjjxL=q?<{(w~0$-+TD~6JDRWKjT=|E@m=)R`eo$Nw4W=-3lM)0
zE8Qt7y^^(!sXu42^Qq9aq-G;Wz9fIsyL0+hEM67y1;(K7CXJ{74na20kL6!d(NpXf
zbEE4IvGas}4b_%H=SsW^qd)3fC-kn9!u}q<TZWqFO}U5z@`r_o^sj58oM@!)aZ0;=
z4>;8HYsn(Y+RVUqR6N%&K8vdFJ9Nvu4mgFs!o9wV*2XQ|`L|H;&b2Iz%cI{OKj(vg
zg<{R&KM*`*e_`qe<^KSmXa4{S`m&0b1j>xsK05yZghRy1E(eG8JbL|={{X_Ge+YP>
zvHt*ydsICC0MD!c0EK;(MG6TG)NJvuf_hf3rrh5D0BLFWHmGgXA(|qYJGyc!(5@hv
zr<3<G5LogQ*F{TKv?5OI;?9uXd6jLPI}8)B(;rN@B!h1u^!W{T^iWNY9r0Jg>AXpA
z5`ioeLP<vQi3dGF70zkD1*V4V$*4&r@u~S^NQ#5?HS{eM1&=q=yezgbB1fl~_ViVZ
z;;tPL$<NuR{cF6V6z&!oFjEA9hzeBXp2HR4T4klx)$WmF4!M5?gjXzdyNR^r5WJXd
z0CS$3v6}Z;iYzW<89=14_OBc8;=>-lqTbJCcr-hkrd=vGz7i}l6>Jk8IN&$aG=_T>
zx=9_hNi?2ps(?G=8;&_RscN>NJ6h?tHwXb}qGuWP12yIvH^mFxT%=nPD~265WlbqN
zD~&6ju|;{M*N?C4QKX&W5wBCTrDVzRjop;T3aA4F0g%VnG@~wUklb3__8Ke1uD&hn
z8?$a90Q4ST0;sRWuM@ifTGBAYfL<^M9`&aq5>4!T-4)^&UlBZI3<79g%6RtVnBoMF
z!m<y>KNSP_t$**xs7*bJbmbk<^feXpyL@BuXYjqJ{rMHrcx&R8vvc9E5^CCva7x--
z2`osdv@s-%9DM~<iREXqQC~Wb+Amnz3DE4af7@^IrT+kiiq=2q31$BPeYF;4ax>_f
zE5<b6jT)8qpB>9-R?1tjW~-_3a`}!wvu*zX@1s_!N$g*+pJUdjuPu+_o#cR@uv_ul
zCZ!(}FN)+?TmCF-MTMyP3)s)G>9kjyKg6rRszro6{{XaUf8k`_AG=`@_sPXq)aw5L
zOkT=ek4U1t`20b<5Qi3UXVY<_FCX5%3t8K!{{VQ?cpA&6;xA_-&}gmz{6M-~lV=Xm
z+%c$!#7nYxvx6T~OX^j-ej)7SdL<ReXg)8v)%9hwlG-#<rMD?PtCqU>v8dbM+*_`j
zZdNH-0W93$;;^kwR9`H}m%F*^6jzid#cfHy<{5AQ0DUz${8ZGtX_n{y1l5l^C!HRv
zMR_xPS=875VRruj_tRBrJ~3)&f8-Txf8b3|odS|)u~A+nFUH+gFn{7vYySX!wRT$n
z0FJM8oi{|fhRPWZp>O9%8IQ<trvv`_p~)q7QrBa<qP(eoD(VEB>6ZBRV@v-43sX?Y
z2Tg;Y_Kiojfn1FBN-N7x#Y^B1{7azY{i8@eDqmoq?CXE~=+W(<K1O<-73B-@V*R&&
z#Jbyq{qs`Wd{e%j?ify=ZWc)uG8p$X{j5ad(dtxJ53G3N>rK_Cvr9;wVr&K^<kbW5
zBJ_XDgdg|OuK3_<NhX%(E5%Yy&7O}%d9nDFdOzjD5BuoTKjCIx{{YW~ANSF!{?D)5
z@fX(VcRezS^Aqtt_<zhk5BuoTPsI!G`Ul(p0N+NB?E3w`5c=IN=crL!Hjm=ncUU{3
z(%?vc=c5+q>FZj0&xr3dts-lqWDKz`>^A|1Mr#RBoMp=QHC1BO(bG{}UxoZ<bFU_#
zWwnYgvqk1E(oRpkd82;N8n}^^XtsYV5%=1OP@H7o)~Io*87^dd{T1`^{h+mR{{S#s
zKl|;e<KzCWMt`wv{{Zi{q^QmGA2L1qitqvP{{UA!{{Ujy<JWsshvVL_jGY?K{`+cb
zg-5auWRH8IxX%Ij&f~?N7`WB0ZDWDqc3qK@K>%mHKmHTA{{ZL3zwf$Hqd7K`*ooGJ
zJ|=b)S0DcX3EY44;{O2m-7ownQJ?v7fBWvM>eYJ@^{QRYzKY`J_=#t4{=OBD{pmoe
zpYXM`aB-FY0KU)oR&JY)kMl<Gyw%|r{!jdl{)*!5{vuf2{{Y9lX(9AkMt>@w{u6Wu
zA7X#|?y58=EmFCh>p~9G(fOuzv{xnn013Q*^W@+6-CnoxD$k_eU;UVYY%*7O-laNI
zgn6X22v&sOEMBJl6~QOOxSl|RO^|w><NPY|@wr=3as8VijGP0!S0C1>_c}eCyB&QM
z!XJq-hQn#H5Bq8V0M?=YBu0t})1ROEXgK{TeQu9(y^Q-E-4(@u!hGI9oBJkzEdKx&
zc>Yxv{498}pX~Sl0KbBdt<mlt!lz@pqPR2hCNSYnoZue*Xa4|NoBsd{E;4YsW0U^?
zT?hD4^~yiY9>%9*zN0nE+<3LE^w=*N#QyYWX8u5|CitWki2lib4nNk9@T&UFCDerm
z_B)+VQnS)@`EM_-A%X-Pyv`MK*b-~UybE!r>K-h#)Zw4Pkj-%;k!cINTqZ%`L2aSE
zNF6g?x2|7U>DpAcI*ctfs^fAj22y|EAQEee@ZP_qU3kvuLloXk&z3A=I#b2u6;r&I
zC;-paw<PYhV6CIxhdWfj;GaRX*UnbjrG}Ihbh~G`xW+u`ImaD<>0d?bWG;oM6Pycq
zGmrO8e4`$-Cy=QEDyReIBcIEqR9amMifp@jZ#8M!d%M3adKKNr<<g_KipbqZYL`DV
zoxAbS)-Bz{vPqd8pXzI0!Ma21o*{-mm`4xqU4iM2pREo}Chua@RnDD!C+Az42B&P6
z<p^n56*0HC{{ZXMsi0|>`chf7?9<Bx#H_ml5HJDY^<JK&Q?(6V4N>(=8*6A{FvvGB
z97sn6n0tFwXf7py!W?;1ZVI0+`BdX7JvNckrC{efZfcZnSD#DNEN7BNQ4>N0N_Sxj
z_9xdJ>l<CNdmTq?iWIsl@HjagMRgaN{ic};G|)8HZ}UbOzToai_B|^r#OwB*D^1i}
zcK6(z_Z>wMZAmtS^;Wsdp7q-JE;X0I9yUi%%55UZ_4%5(hGDk54+>mKZ}9uaQ$%p<
zXBG(`?GarGq8^%_OzZ*Xl~2DFTWh)8bNJTAjbfL#inBh*SC=^bDJ{y2a%V%LYKsn!
z1X05zt&$D~6n#mpNp%aT-4Z)%UopSCA!0thm59p@oh*?7=h}u0im#G0*N&B~1^u{X
zg^ZDIL$nx(C(z>+ykAD_b;Y|`mwwZ#+sJ}Qty$lwM<6e!IIA)1SewYZSAt$JPt2VA
zj-QQEk66>)nVv@83VfjnBL|=6YMsUF-pM7r2+_3e5#9J8XPgeb0Ik&8*d3P4>_n`<
zE^-H2l{YJJ!|<%A=PCeBFfsM1A#x<#K*e;a#XE(Wy9$|~Vv^2Aa!(YoG7pk@08zlr
zE}rqnovbp$(ybUR<&hRpRYzUJt!?dTrE@14T%jbwLRK(XjsOFSi)*MS4jA+E3fq<&
zI6-EXIKca$o=s%k-`lLXMppx?V~We#rz<G3)LpkXybCioiQ`rdNsY4D<F#=5jDPVu
zy+8Eb{{WqK{sF%ec$zq)b=YHUfVi%1_Sp`zckerYI`Z=d+||{OKNW6dSGIrv2^{)W
z)r*6`6=vSYfO)NB43R?!LO|Qk1FlVQqn*mm$mb=Cc)?I>D&oL4SqDzl**tF~Gc1I#
zz{dmDvM03)3F%J5Qf=9sMg6uEk}K2vU<dpoo)yn)5&r<7C2;qUf`_@Tx8fbu#jb<l
zK?11;&z-~ll&XX!SKN-{g+&X=ob+e{=g@jos~FEva4}eeSHIi0%8Mts9Mtx@t>P}%
zg=J!To)76%^7_kB{dS($CA*5`-$anzEOELvS70Y29=}=zzM}~F?x1Bq#L)i$JQ{*s
zT1UBxMzkZ!4f2D*&#x6_b;vM7S-;?FeyLe~lD@M`xmGp5O+Z@tcFhW==^8LsZhCj>
zd97;*2lkby$NaWK`qo9A{hhkZCG!i&<+p9e&~@$7w6xtu%1u(#30xC0V<7s9nPKWD
ztV&g&`kilzhI~tV{{H~<tU@b)#S5Pi-haRSD;1W$zK8JR=#L7o#{Ejnw8FJutuU@@
zQVPXuqVS)F8(X~dW&~Npeq;UP=~;GGGGE@sYY5B8+ef#(do6~W7M-TWWdPc!xFmNy
z&2VF}KFU0?-JN)9Jnxz8i&oaq+d{Fzim0Oi0a;r7E2!v~(QM$v>aFXQ>MK^%gKnc~
z7~`6xzv?Da#7ejs{BvF!ZudPWtWQ1oWH${|5%;aeYr$_IMAYt)MlmxCekQ(w_-qtj
zYiNgZpkxQ=#8-&wv7&1iqi#QZ{{YUtMeo;g@?Vk94|bisOt!W~0Gid%tS#?#Sj5qW
zfjMM62KGMHQ(z!uR-T;e699@gFvrYz&#9vu3C4t-J?w9TaCPFUZFA7!F+3v+Xc0Kr
zk$`}D5z@Hd7wDFj(#3aZo?1#sk}v>J-mC0ucGh=mPv3&UR|}EB_pE;t-bZoeTf}#5
z`JWvDubj$fS>lvdx7_*+(v2wL+@76}OZY<=kKyK^7yf$5{HlNzr|_M2{6D`R^wLk|
zSh|JmT6L>UCP~f_2Ul*uSJB0&PNRD!e2sWYql99v*q67~`g|T_?bP8>Mp@6G6-h1i
zJy37Bk*sacNTWZzBi#0>w9PU@H};O9hrMy~ukgaZ-Cyyd^H`P*MeMDtCApChI}~65
z2DvKNbJgg(f0^Hh!>VtVl2Vf0yIFc)PoLaPZK3JVaxGQcyGipC`PIL(TJ-xgSoGK{
zFlt)M50gd5`|}Du)8ZLE?wx3#?@gM=nk!}a8%mXFJIZVS00Lj;Tc1MHE{0mwQM){U
zDIb+ml08dA8`a-Xu^)LG{cK~@9`yy*qpsM=Yxae*RGMXv5rR)O)B{9p-Q%Mi-AZvv
zqf?9Nzx+4Ir)_Zs?Xp~3NF<565!m_>*w<a*yHR_h>K4p!Bp?%BeR6|9)YkST#-DP*
zE@NJZ-JDmX_*eHjee+}x2q5+&6|Gv{(uAWe(Z=wqjcC-T@XK#6C+Koo-j4>Gej>Ns
zwZFa8*509}M<0bP8C&LD9QHZuT>ajoCDrp>6Otc*Ye!MlUj7K9Rr2CRA0~Lse6n%Z
zL)B4}vCOn=&mq7dbQMzic<gOF`BW8BH&ymVlIiw<0Qab8v0K|o?dBVi(2RQeQc&)0
zrDvhPrFh>?dtWKS><fZ1*174PDdmz_hS=G+C#EZwvhWr5ojOT<s2{VtVl-d8=cxzK
zS6(0pfdIe*3y(@wBNYAFT@6k%S4zyT@iU;10(r|Ea6KvZ(33d~00)3-)}DY}#F8;s
zr#@4*>?)4LkF9EJ*0wqfcF!%sBTL=f1t+#DR9ja_iOMTWnm#c|?X*oa7tGPF2Gi7g
z*PA;^WNfnMC$)51kQ3M$n&F;e0|3Nh9l0j34X`Xpl}3H)<yW3pGp87(W8Za~2=y&0
zYk6)iph7npEo3Pm$2=PG&k5@?9~Wt)olsiMI7DlmW6j(d7_MW-KXi{{UdgO#mij)K
zHSNytEeG(SW1id&YsNe+s0+Uq=y!^~ZS3>NlUqKTVvf}aW+fjTbNS@g&>SbS>&G4*
z)KC38N&f(#n)vb=knLP-J4Xh-!SM(Di@KNndddF)pqlu-S&AWUp+Kri<-pS{ufQPJ
zb>OLgv+P;o07)~KkoVfXE6q`vSZ(}ktMKj2&Z`SPz{<)$8j8OOtaWBvT*#NQ%@mBR
zWM&Sh2a{S>ej%RUdQLp$Wx#w7FmsWHKj)gpnM@Z_+rJV<<w&NqQlhMn8>%<mVx$8?
zO30H={{T|C)-FZG$z9<>C`G^kS8w8rc)#HUwE&Iw?1S{?xII47YuVz0-8VZo<y*cb
z)m}XcOB`|~05`5GB;PVfsI3{wJfTK0ithXZ7Jml#+BZ<jZ6e_J`I@}ZrDqu?y&K`4
zPlUW`5B&PW{{W#ibR;FKN0hpf*aN;RywR*<)AaO4$d$(DKK_-@_<v9PR-n_!GYl=9
z9_`pyVAm)H0%!25hK}c5D1D|;zqeBno-n)65(5vt?OD-YmjXm$TjfZc{{RW}t%GnK
zvE_>A7&W!z$$&^FX!bwUQ)%vLCvA(;-MhrtjX*7jQ`9ywQ|YCoxsvF|kO)*B_!+Fj
zCgjN(1LR!)01!PK{VSo+tfg%(-vvN%xUoK_lw_}{qjt;DZk@nnVf5`<)>>SWNswIQ
zwOO$ix@3FiQ#6B|V~V|T<8-vzmUdR|<$m_xx_v4oR<xa|#^#RE+?6jEPJ;_&y~jJq
z;<N8H+nb<e7TEV7kyI~yS*Xl^ez3Gn)k@$W%CoI?IpvwQ-3YKa=YT7sl^$PuaaZ*r
z&igU)YFdTK8^PPqag5UzS*D+n3}Fu-w|~Z}o5)^K9E{S8@ZB-%#Y1^5tE>4+QGxrX
zl7AZM=X+R&mgl5=Ji1fj$nE5oBPz!DSl5hk-m-N_q=Q$vEx<D|ADvS8Ozhr1hdKWM
zQ2zkZrkhrK+w1#b14}YY;fCF(0GyC($i_ZKnZb)((nn3FY@RW-)B%B#aa$2V7U-dA
zM)n5*m#5abeKow>PbE|ws?3EsBy+p;Badp{b!;3uv%UmGec{J?!ZPMpM>4hbL#_fW
zQ-#4XoHo?!Sa+=&$C7YJ$gL+y)MxI3HpuSSABVkQc!K5|CR=F!c@aTr4+I}fQ`W+5
zUiK>5`C><yLJP0l4agqn@~)T1aL0G1_-<E>0rpZtgMc!rTveW~wsY?X9%6-MKl0P*
z?_J-G<XJSo4!Wt@_SpmKsaRp9H7PdBj8&}8C;L9z0|<J0)Uj!hIN(16B<7s&v>XB|
z{*xqMZHZ=+VBPYQ(T+MA>Gt&%z2<2eH067uDEvDkvXN}Y7fr%KdK~doZ+tk$MIoLS
zLA|44)OY=Ad%5pr)hC);$-ZH?%FY7fwuQ`>dIDTde|-$zR^mC8ah^X+){7BRI;k>!
zjX7xIa!aOpfS;7$k<-xCiw!MCr)b+({c<1FRhxBqq6)=Wf_WcWvt)nbXKBYCV*da!
zT1OdIt1@^>X`K&=hx}AGpYMN4#d4@VW&`SRS{^Nydyf#`!DPW%8xJE66yu=xu6kV(
z&R8=#$#CpICPyUo=Dv=M+ou~YhnZ3fo!#{;n~QwlPZ$06DR8VZ2qV-~5NR57MkD(a
z7*bIDo`=?{wuj^^Hk&N4$gWDLV!{20HKUxCwk1L@sp%dA(#H99DHkMu?mw?{UV;V}
z-nlOX-xt!Ou$~o;>HrIbJTN`|y$G(foDA2_;wt-Ejz_IZ9FgT22N413T(^$3^w2ap
z3}7|X=gWZy@j2=E4yWl|E6TREuPm&nhzm0@zyq%};riCD{w3Dr)YzZ0CS$Tg{m$-3
ztA8w2VW_&*IZ-ugDsa0xUxl!nbkt*J-r@jRzr4hfPv=}zx&@8irE>dPM&8cgIOCe`
z{vG^{s-BpGIj=8GRW1BUB=MZXE3!Y(@%-zf6Naf$w3R71*)58};vq_!l}IUHxvYFU
zqe4*45dn?|?|PbZSonG*1#OwKLV~VH?s-2!nr!-P_h}2q6K?Y)WK-^(ezcJ3)5oGg
z8ieyEeXi%EKxaApKb><!3p-wQ<o;((Ok^IBr4(6)&rFy>6iGOaahT7V*v3fd^%aS(
z+t^!NEv=kV2^3~roPd1=blQj>9(ZQB2+b5m8(2Z-10cwLr#SSkF|KBs>PekLJCaGR
z+#VSx?IPX1cR4HKT$d!0J$vDB$AIsKKjoyK%DB*fwERIUzc5&xh`z7f*KhFESv(PZ
zS$5^*IQ%Py(9Zt=w$1+lJuY0<6`ktIcV$vsuyg8_zW4q{wbk*oNYx;cd8E$B)2YW&
zPhnVAS2~os{rszE63A5*(d7H1864ueRD<mf6&qy0A1%M9<5_-0_BxfpRgPIMBmkY;
zazH(+mZN;i`yF^xy_~IU+pnrE$8&lZiLAy4R*mykEw3TCJ5-gBbw?OAhjHRIwOpGr
z`8XRS2Q?ge+FV{+PjxgF%Nrlvb#9%_FKCm|nk+v$);jrrmZh%|o!44IdfkKkt9Tx3
zmejQ?O-EYN64qstWW=^RS4vJQ;M0?6#}x+(bmJvwXZew8i5%KZ(nvDCSvAmjUD>`I
z$tyk`t%g{isIFI5yNVq$=sc*T#=rvHo-3{Jm6~4sJr<Jv*)5e=eREk?+FpaDr3KBm
zH|TOpJ-Ps%Y<{OKIjwyyY;F=!HQY+X5<Y(Qov!#(OVeP4q%jibZVq$xtK-0WEVj^J
z&eFtwPm(9Xo@?jf7Tu3ep9<EuM4En*x0ekPNHd(1o+|avhi+qC%Alq?isSVCDrhxZ
z*kZo9wlPlVfm<K|#~-FDd+&)CJ{7-RCjRa_@X3eTxH0FkKDFsljCnoy{LXp85`Vg>
z@_K$d8M+Ex&wF?0Jd>4T2IHNhJqM+0ym%xy+BrW;cY#vYElTc7o1fiF7F7ttWSsP@
z?-c4Ob*jFXr*4t5Jk<vbK|Ke(V5r7)`I91UbS29)EPCC5w7YhYl(tgL;dpF+2>P1y
zZAZjW_^-uQLi*{VwOJIh$lo9!cJv(uOXJJ%vPYm;{_ZF~dyEWbOnu+NxxEibm&7{7
zo||eTis0vTk{%lz^!g5!wJH#&7g4)u_al~79Nwp~rjuc;TBP?{ovf0^OT}vhyMf12
zM{lK4Yh$?Kc+ahIz6G|p(!5`J=UUI@1d<^ymQ{0_?wUj_PVV)=UYdltQ@Pnnq@=EU
zuB&QqG^>~e%$B9l{`xPxp5nZR!Z%SiucoEesjtg!mn$8+Tu7c=tjNraRB{0UvCnR6
z*7c2A$3@cSzSM4GwzffrmOx5^dS?~lo(t6cKd5{~wo3~=BG%<3V)Lx?NVg|zW5_}_
zryWV;ax30A4`}fR{EM2G{d&p&0HB)q#vocK!>%$04Sk=lkUTr7XQ$a@{{YZUd~cO&
zSd2-y05=oWc&dq{2zG3c0N5V2xui}P=H2&On#R~=!vXVSky=_kliW=3p}}xD&rWGi
zR9ey8*SWFtd|M6N@G-J%O44KHZKEV->&0x`Y8p<fZ+iq*%!Sht=d*iyRx)c*Hn6KJ
zPIUWO0th2v%CAgkj(eYa+MaI<-dN1AU%{nFNb>O$GXi@aaro9!i_vx(YUWOWUeegg
zz@(Cms7S{h@m2gsDm>`{P1{E1$EmIP?Hp(=a@TR*4L)NFTq|TcV{(!Cn)B<M*>3J$
zVov64k?BoF^S@!;DA<v$Vlm}G72o_hgUj%jjWEP+wTF}2=4$i7aUfn;V>Ri247c9+
zbH(t*5s}*35D*OR`I@zE%Is12m#KxP+Cit=t+<mtOB{XTYR+M7g+N=}*2DOE=?3{y
z3pDQ654Ms^9V*oUpHLGscD35r{c}+qO+A*rho{M76x+MwY-8}OZC6j2>Jd7o(CLCt
zVyCa=T~zvYsf4s^sqgE|KQ1b<vX%@vTdkW5e84aDs&%6%+Tw7z$<J$gh>iAURe#;C
zMgiP91Kf8Ny`;l?{gG-d;CE1%CbTq|Kee=|Nx6g)Hi+Dl$o&O$b{-8$l||M4+Limu
z1Ym{q>T4NdVM$(3@M2K5rX+e)(j-P(#xEvw6ibsIrfL~{IeZkclql*;9AH;*ainQF
z29+$ayU8r8v>7JL{dSI(gAJXTfn=WUNg!tb09MWychnAX_~x>PKBUu>TeqOpV)_}@
z{u{HoWGSedqqj0`LIMhy_%h8|LB5h-Fl9WDr#{D;>D@G&J4l|&2<CPKc??`A@3{5i
zvfEM9?c!22=^25_g^;qJa4}e{Re9?c{{RA%V{MLJ<HP9-6)ABR3HhaPKR_wEZji=S
z{{Tc=rac2O0DIS9_ZpSq23tQa0HezWMFz5N^zBzW%n__0?n1H#f5#QHaa9`SlV5mp
zMArCkV>BK(N1hc{5x5(A4xA5K=Jo4~=yi+9VLJlK>Ih$cmDc<?dz0e0gz>ICx4{Fa
zO5n99wM{Qu)uUM$Mv}=U#v!;Z(;dBNs@$TSndV~>_L>&-ZxAk<EHX>xhmFI0qZsuS
z+h6#W71Yseq5l9$okXzwylo?&p|3T%mfGstCqpY-XXo6w2l1^vD%->*qMF*)<)Kat
zhBNm&jGom{<xuQ#s9l|9zlf|Y+G(fXC9;Cb;O8<9z;@@oaJTy7-)avz04tJ6YPGEC
z8uGx(nq<*gsVo&n?Bw+)sjATU7sV3THP`k;<~|ugAUPh(oY6Zt?pL#S*o#QiE!SL@
zJDYW5<gkt8KP-3|JbU83W5te==w2CU@B>+fPWT&B72wY@MRM}pNX68c*a6D1>Igjk
z74#0KG_&D<3(J3Z9k5+J3JF!pk+Cz9p!DOdB@0}rtxq|&{@8g5noB*Q$R8=s^Qqy~
zE@Hi8Z?d`)2Kboe8{8b%Wp0`c%CFe(w406J-MI*J^k6Djd^tNjjrMeyKTV8;0qhlx
zROz;jDZ4wI>uNGhzFUnhDcx`squ|JW`eLHL*Pc672G4A04#?xj1mhrjn&{WU`h!gQ
zvzb?&zLf>nhA!rXm2~M0xWH$PkJNqMhuXR6%Cy^4R!41GbSbF1QoH<)XH2~p@wxjf
z&=~$!60SL|3pmI2jix{6qW=Io+lRuB3<|N?T}8%9q)tFTh@?*qYH;4$Ngce5iz1R8
zLL6t@*F%e1qk`Jlui^`VVdAYyE1~7ZB)j9A_<0=(?NuY0NLJi7NH}5BK9#%Ts8U^C
z@JSevH+;x@isWX}EN7F*guD_L3=A?A;~D5UucoCZ8fkeRJmRG${LL_-By~_SPU17`
z-lfyp)ipbDb27%8_a5Z_9c!MGOOzer>g|Z-qmp(24|X5J{(Wm#!dhj-n%oI*Wp1({
zVqK*<J$cUG$WpIa@=HRgQe4YZPgkGD3*u?@EfY_Y3o#IlaDj}VcO%xZG_Q<4CA8O#
zhPP`AfJ*Es<+|h6y^<ExV1!0&twN9QT_64;zIOPV_T6V!p8ne2-7RC0)XtCBAMFr0
z^sf>TyU||9qUGG{d~@UZ{70cp9)S#xY6|_VIl*uaSr;8gsqa}jZT-HfVHMS>9$OE)
z-A|#fG19e*-wo;xGrBnj9S<P-5n7sFr!J3uE%myzmJU?iqK*)s;uYv&YeJJrb=>5y
zN>f_=k9P17{ob$t0ABw9<6a=kBF`>(JCF0PZuosPbK2^Y!r|k4ZOX%;7&YR}=F4zo
zD}~&Dop#e}>l68YMp4p~erKd;S52vSX55h8bXkT*UI+vDhpEMATgSfSGe)FHxph<W
zGLN`_-fUI}fv0q^)S@a`ccJ-LB|!udKLK4-Ru?mB5ysd6$RsSgSOPxpf8jtu{{XIn
zyvpm6q@s?fK4_+KJ}bDE`@}bhFzE|<O3Tw~jDL+_ru1)=bgS2wa}94%{oVuINrm+J
zj}+8Gk-1<48un-<2q>I&F6DF9{v5kY;G5FmXLN&)rFr?$b(;xf{?EBX136%f0mf^(
z_-g)Nfi(w|;48>U^cbvbZAQ-Rird`BAp;~SuO@V%Dzl4yPLHhAqZHzkO>1>@bEi?)
ztvR^UmOwv=GAnY<@*Q5o`$B6rj`3vj@W-6vujN`bX52^QzTkwb1Gm00SyaRFtKR0c
zvC3}Ti9YJ+^Zx)7OBRhM*{m%~UAlenq==C60QdK-?FQ~ED|tTGroGJ0+qW?3`PZf0
zM+EmzD2Yg8!DSh)Tf{yVThP~fdGfB8l7Qh~{0(P3B<;+Zy)4oz+?03ga<XbybGZJ`
z(PE5_j>9B=RWZ`ML#Thp#o&bx@TVWjpzzm;UOC2>sVR<SI~AB<gXn9t2CkMK6IX4&
zz|OW|QWCTvm!AIsnatbxGSOH))Y44e=Di!k`)xcweX}8B10C_jbNQ{CE2p#YuCH?#
zQqiv97-S!)r-`EoP?svP&rcIty=CnsbC2-`rS{pB7Gt-8p2DrmeK*-GB1U)fPy~s8
ziLyYfcDvDajBjSsF5CFIcv$=QU)HA8*5gOD(`KGn)#F{UNgIYzS(^+Grrh)IUolP&
z_dRNpQCk&!f8rfCN7Qd^bo+@HRFnZS0l0v`9H;wV<6b{Gzt^=>a?r?v;qb0iit*bZ
za&cOIH<XQcO}>^#b-1&Io<%&dOrw53Ep$2;i0ow3t{Q2hw=qBNax!9%(M5V6!-e9n
zbDk0QkKT48xADcb%SU1?UOAyqk=+SCVpMk+>BVnoTD%cnOMWd^`%`Jy8-;l>!TQ&q
zczVEUekqn%B!3|!W>+KTZ%!&5PJ8Gt{MDVd#@`~7fDUn*&ZQLPXz0$|J}S}nbyqZh
zFG3#_>J2A~uViE@#lUjiOJkNlQ&xN-EY|)f)9>JgnmcKOGX>z|sQTi%Ek8t$#@5ZM
zybI^)spj1V$XkfVMFe$Yj1O8{SdEsJBTF{^(71f1sxCaG9na8pHFBt(K328Z!o3*A
zrPI3I9*wTw+B^Ymp=4=6k@DfN4@_dYo#gXN9Bk2ZA$C;@yVk2@jw{IA>!y-gA4y6W
z#Njc&Y1_M|dsmQX2gT3gojObF+odtw`4U3&#$$NGvq<Gfs}&2}1+QO}ZiUpg&{U1X
zx4n2bg*3e~A06pJ((1{iNy{6<1c1)UuBB0r3|J6PxHzw*Jj2@c;hzs`L;jtl{{YZU
zd}6B6sxH&W$;YjIqpZf#=$G-vrJe2FR1W89uagglHHBdunqAPq<oQR6X_`RC5vflx
z8z-qzS~j}GmUhn~+oSIJ0nRp_#-M!*RP$FFW$00j*oC>N?zBxo!n`_F@Kx#zE&deB
zxs<ZGkS6d;alz<oypzK=O=ybABo4Oa<tW>MAa_4p*BpF5t8U!7b?H9vH~3bZaQL3x
zTV=KRStIh<S|&MPPDd4;NXk~Tv2^7ar*&~O>(_q^>ed-;t>w#+?AZRbf<cXgC?xv&
z*0dTfvF1pNr{1DSFxZ8;2eIO$mqOMcjgfTAqBF@6G2`;B5eUN$NhgnW73m)hrIHT{
zc-Cl(Ar`RhJBTCZZsNF+;oV$hwwZa;sD;16y$j)$mF<Uzd|cOdGDn+ucC7J`8w}pP
zXqUpukHm}(_cz&DXPQ7c`Q^w1@in0iodVkLw7F)NKi(=q_5goc+<Ukh980EJpl;D8
zC-SD+*)+-;IVH7Va-|d;e_G>p<!!8bi6b#AZ>}d)TkD2GGR2DmKLcF_wt~J|dDqdq
zFz8Ps@T)fQv;|h<QM;VCMccQJ%A{)@KIr9=<uZDy<ozq2b!RUn<iFvDnnM%AmhmT+
zu2^UIM$kUKm1Z9dUqvsO41yrX?-@BG+?p-yZD5l&-)f7T@*6GnHKb6oo+gx@F|_gc
zn#roqME>+AGKKDwro|BR+)X1Ms>Ji}j<r%f0>(JYBHWfEJAoj502Q(={>V2+0;_xS
z$MmRYzL^z{8+S|+NFPyG3RRl2Y@TB@z_xL?5T*|$Wsriy+yk1d+LgVlhQgya2W%u~
z{6;G0k#Q`+=9_G+I4Hc4{VGPby0njc+Y|x_EW4SjrWjdEOI#g9x|oJjcHbjlHcrTs
zX>W2(MkBn6P*qBfxO_1+&?3oq8%VaoHU9Zb9QxE34}EUKYD^cVN@SYqh7L{H*%Iq3
zXkPFwoXO&(nd49lP0kK`de;NvT*c!lX49BSbu6VFFnJBfeluRB;TWfrUP<0S07LR^
z!LADO!rDDv>gCLm%9kaSxA5Sf(z3+DG@4R(JnT%lr*oaK7Z!2c1PEn;_bQQ*yU^EZ
zW8=F$Lr9e0S=?K?fUW`DGJPwbV6t6EV~mZ*bK|)^O-f?|7C@K{_l7#u@+rj`!frbq
zHkso+Ht$h}#@Qs{bG_FCj@8^je2#$buMoSpxPg4@Y^<yI2wwFhUMTT8#pMWM-P3<R
z%CeOfpSpKZtxdwy(Ud+g>2~t?v|QOJSC$a-Z0KK+lkP?<&^%)cH-Wq@ZVnl=)m;Ao
zz!JRT^4{*|SGc@ql2<t-gI=TK0k^~c7EB&2hi~>$x*gOG8A(cR+a6awiF%+okU1a%
zI&o0N9o?jZ6BsehOBBXE>#bHN_)q0Yb844X@<$|j3^B;5Rpr!|O&po=HPhZH`(&=c
z!tXK=GwYv9u=@6`8px@r&J%81%e!OO=zXgi-@=z|uK7+s(b0pm;PO2yvKlp<a1>iL
z9AM)jwRMS5IfzcPe4^quyOJaQ>xTJ<=UuOc;+7Mp$8ZUiWE--?<L0O>tkTLqD&8+H
zFnCd%3csd?8m+I&f7Y*WddgKCi&04Jd`6qKo3WBIagp1K<YgpI_Uy>ahjTVEKtIbP
z`PXT$DgN5II6r!@F5ogcsEd{dELV@EeJrDTF>A6sh|bj{nU5sQqxYvHJ4rlqkGg*j
zYogFD<I!$K%f{?Nl0x!J8pM4rb}^#@$gDHRUV5K=aax5BO{a{#Wmp_RyRHi%NRSW+
z?!lel4grF@4(<eZ*C8Q57~F#=xDD<af(-8N?(RA{{jIh3+2_yM*ZxO$S65XxJ*D^i
zJeRr2>_JXJEyxO)4Lcn69n|f!(CCJ>nx*Q8zYRvPLRpFH3b)%q(r6(A8SQs%R&vM4
zM$K$kZ3&JH=7}RN8ut}<mKQuG0Re54DG`HVIBrX>9QH=5Ph<t7X)hU`Wc=%jj#Nyq
zf7hUjVo70M+9vWwRRqCkww(sFMK6VCB2I%A-h`<=seF1(hAqj$eHZ%_85$4!vgjsT
zd{;@pD|*y(4fXuu-`I6T3gu(7dpG(Rkn+vIoodHDGxo^X?sAB=@MAt>+}>5?r~413
ztA>k5Ui_bGmX?A}`nO|zD%e*ot(!p7dR(r%OnqGLQ|*2}w!I1(F^gn3c;$&#eAM3*
zZJgHYJGAQm3RlCqxTiYt?LgC%W463$Gcya8@2W{-hM%l|QHENU>-)JsO?L5PT30e;
zi-uENKZQ-@uW?0Sj!yFZ!7hPampL22zvnCQ9Pp=M&D*{uIzwgk9T+Pj_n#qGrj1m$
z3Fx9yDQ{;!>MnpW;SfVIv6e3$wS9GFg+T;eiyQeg&I}kgFy1=mdfKIDG}kGq=>Rm>
z^Ccacr&<f~Q<4idLXAY_j?jsi&3ln^*{ODa)vx@O-Q*TN%wEcKFH^>7HSej(qP}*K
zm-Y53%twfG|CYI)6dh#R^!Lp0nU~eDqnj>Yeb1~C^|fJ};%0|X|754{M~ll(Sxg^v
zi7o+N#S<=>$eod_EWuvG>Z4r26w+4F-_DNd&a_I|*5d5Go6T9E-blwly7ZH!e%!ZN
z;#n?~iy-uXk^7|BHq!K=mbT2er9StY@||cm9eqMFA%m<+2s_*9$@PoE3T#n!fPEFa
zns;AFxvOoG&DtWxr!S}-%O`#1EW}IzfHd0^yGwR#8ZJ0@w8#Q|;q?_Hc}YuV`h10{
z78-R1;^!eptr84F>*!-pe-nN<4x2@PoHYAd^1vU>qx3oAXJVXCII~Flkis<k67{Th
zELnfQWbvuJqILqgN%zFUfjw)YZRzR67TpvL!&1&<<x)gLq|Hr)RXc-6Lh!J_J|Yxv
zs)D9PKB?<<Wh)^kc`VHdP4Z*<gWTxoUbUtXHu(h)Tk*Y#N|Q;ug-8Q1xp~zcJLl<o
zzF;KJD7WQhF=bQfV&E3*USzM2=UBGf)5!GprFyx=`t{d|>Q;dx-5R?N`Uc#Ob&<+p
zVtn0prKp<{3|AHN=7RX4$7j{a8*JF>jV;l?>M}boPBcUA(^uNYHG~t%-bs4~oc-9O
z@%w#u!<*i+3oS8{MOrl+HN;<PySv3-*$-nw8cr~!xFl-qhvl${625HOC$#IV3>9WN
z8BZPGU=hj~;59*xbfSo@n$m*hGANmu@BT1cmD{ud!65QO4|fRVp|N7$wHZBSnwnB<
zDes~aQ~+18zgi=_t$etuS@NP!bF@YDOV+=`i-;wr{7<7XlyOf_dn-QFf6?Bqx-JiI
z?5?`2G$Gg&f5WQAP7Lkii)jNT_D9j0stWR!Zwxqd$M90Xn(S^tLSY$f_0XdQg%^5h
zOxa45rWeYM_R$RQ0$$jU(@NIs1*P%D0bJx|336ExC*HLQlTWUp^r!`FcnCi!zC~e6
zC`uy$heQ-fb!x9n{nWo6{Pzi(zJw35(pI9{VG>2^pYVI5e;wE(06PxmnQUxHJC2*E
z3&_gSNUhZNHk4;l#IRC`bX|jHa^nw5OMG5D<oPjr@l%eME7?TC=PT8xZO#4Mzs<y9
z)NU4%;1#@_FCl`L768#HttgG?#!>spz%`63&<mpJj1jmW_oAhhr0zoVt_S6{ZS0*i
z3Yx0!f1Oh!B&zBOXCh&`K}VKxaMVq3{7ri^Y>}P~;eXXsRZGrhN_ji1eoLzQa1#!H
zfmBN)fS$05{%e;ysF%{T7U1@E#n0x;@YImq&A#|8{sEu-ENU;uMaF*ZfM+H}CGe<K
zr-lr!S_F@kQ{EkGyo61`1A!H*PV=JNNJNukzMQKg?3X9JPV;&oD;x0He93<9ABq3B
zK;-0Nsz@6N%476w2txF)hzK?kT>s?%JS^M?2Iw$DQXt;uHPlZ$lvjP?PuuFZ2H=M+
z%9l%Kea2P{>i4z|e?pvbP^%@>$vIR-9UNm{s!h(zJT#oPs#TvDfNlL843nqJPC(gN
zB`fFt9H>Jl3mo4Kg7A%$#lWo(!^V91<I+2JFthcoV~qQ)aKPh(A{^fi!j9~G{KWBa
z9Rh!eJ<od*8iEI$0E{mXC5K)sEnHP?@FX?{4+PA<I?ZGMS3*dwG@+R}WzEt9HbUrY
z6*Nn91ge|zuj^x2G3jhMFHiWb(hS8!%D{0|*M!5^OD$f`dFZ`;(JdWt5qij^ha5$D
zFWJVM^YBU!fSar30&q4$=A>%GZ-;eW@bnNv0YM*=us+V*1pqHr>b0SdEt2_|;_?+H
z{mguVH`VahmMiDhDE9fW7kF<|y`jIpZV+5NXaw%SP|7Ei8?H@rQ~L8Lq6>QvVg~WM
zRxT?93mYN|MZU?@Mr4xziO;0eAJ5H85Dj-rdX&j=cPAg7b!of6qzw(SqUcLsWKW-6
zv$ki{C)=}Nmo~|bk-H^dNJb6wP_&)3@ffm9_T%c~VmjG)q3iitcaQyZDTn1Qwgk$|
zxE*WS%9YwJM7>91RW)Xk0GRin-Nwg(YoV7y0a+|65aUtuup+wYXwwK9oKnV59|_42
zwPHdFIBDlU$!|Z`=SlOUwU1Z)g@j$6VqgeXoLb^^p%ccBeL~gLYY=0Y;>8%Um$UTD
z-kmp+tdRi)`1Z;8$8d=rez!3(Vv7##UHYa$v?z)Ci@3sH=^`LKxv#6}IM(T;Pm<{E
z8k71Qbwhpc%CEHw*9`AHV%VTRDCwRRX31_EJMzWsZb1$q%I~^>!7Oi%s)cJ2#u;nt
zIl8=uudl2t%iU-8)U@YqI4ixIJ4=GqI2NI&EdetYtQ2aTt)M$^?@|ooF7A8Y2_qX{
zjgG-_Plp`(?a#Pz?|`?a$w8EtLx6mDg|*^z?@n~xuf5?<uuJHtKT+u*yu`>_p3Zvk
zK`dNU_O|GS6Tq~~k}h=e#L{x>M_L_SsiU5((~Amxl7^ir_ABPc<$n7hSQJPVCnfpS
zYRjnP)E)doz=B&Fx11g=u=Q3yyc0Wt=Rf&tbuN)@0i+GAEI3k=BtzLFp#>qn1<%2Q
z)g@52-U2WVdG>U6$Ai|fNCX4!J1hB_vBhH>n&=mR=6x<1iTs@?%2;2dC)nF&R)()J
z?ian%8B)_`b$w2xeo%aAN7^m1Rr6;|mvwekhph^h@F~xFM`Oi4QW9H5zBl_m&#3r)
zNBrhjy?6XX$Z`x6^&iW(bK*3L7<FzvQ$|cCjvgr1asyOib<=e_Ycc8YKEB)ny61WY
z_DEW`2;X5<*qfvFd*HVwZ9*&6jz4N%WoY?5-Br4s`wqKj?@`V+6fQ+COvDtBcxIZG
zm)B9vh<K$tm5D~wyft@lx(Xg6K8W=z45G!1OScg?w(fdvnESBBWGcqiu4fK<rLum5
z;HM*Or&HWdK0~4!$Mib!5%l_KR>PLzjzX)nZc!AggHEM<kcYtmGmH=k^`KYeSy5Zf
zKp`M|i2dxqkY>5p@x8*KNIfO@>47rjkjd-EW@Dl&kxsWd$xZf?A8x5?^J-&H(_BT$
zAOB$#aRr(C6g*sy)Y}(;W!G;aoz_ZIYLMi@{uBzD{W%MA*B^3;NB;U&@oQ5U165GH
z@oKJDv+-mh>=$-KNSQ5r-l}oV{fV6o1-H;@KI>@qxRoL*mlG;wa3v5v)Gn*lq06P7
z76gi`(%@WdsYJDXZwsfENdP&pln||7%<&coCDYNlt?#Zp5(d!($eV<3_B5o-t=X+i
zI&(OQBc*Skp3ngFY?>MDr2`vIop>AdIvN{E{7AgOM{E|hQqeFn<_84q#7CmSnZo-|
zZo9_df(qg``~73j)Rz|UPSk%0IL0VAFU+4~Bn9+A7!*LeiA6&!KtTu~`AD+BRUqsH
z>jUKr`Wav`llKqdM<u$V?Meg=C#AwvWOsUWZ+r{R_gEKgtS<9FWU}t+W0UhqphDx7
z3~-cKICaRA9K#FxBzWECAHpU}?`Q=0eX@-KO(iitvkm_#7qtMnt$W3W1<+Ch!&ule
z<PyAY3Z!HdulsHRxAGM~=K){fZ#n)p4t9%%X)uv?-%+8Mbrqb@EC&?TfV<^^8cG5I
zdjFL@(?rn3#So7x5S_-p<sUk>BugxQ3W|<>J344U0}vW)IpKx;F7MvFY+gT3-d3NI
zl|NCccaj9=EMofied=?atwD{%1N1Ha(;w!%*i~*lrJabdTQ-_j?otg9pBY<bvo?Ka
z9wKwD3m6t)IEQXAa{S1aZ#VaAe5M25l2|zW34ri5fZ{d8_W-(hZ46%TTPMb(7}>NH
zL-j6`lOfYz=i2*YzgK=KY@B3~vxx0Sz>s?x5L=fI9{ZnCP3{$BpC2iofY%K*?6dXO
z_7_MT9x1CN*I(pMrKOUSkvxO@;J2m61rpgIBBF3`+c=2}U6C7)58)-^g)ZQouy%gD
z9r5<EhBL~=taR>&M0spBpFE9%s+AYtN`vo}`oy;Y>D~X-4XMup9ss`N06yzxgk|kw
zhYIUP+byMHfji#)nWC`V=2Dx6nQSFafrtY_aQr0jT$bW{|8p<LGrbf%K=tJrcw!Ju
zYc<(KOXXo*E5=cBD_qtHVB6w=&Yb2S0$BVJupR>L>;LaE-Goc{HFXt?LT?5E@|*@3
z4Syd1|F4S-&-6fz{wLE9EphGQr5eYShS24+>)3bEItRa>_*3h>t%JY?COK+ybewfg
za;Kbd-T@!p+A`oDVAu)u0F`Ali2ZFlR>EU;>$yHpOjZb(WChy+V-u0>7xBKh!-?1j
zD~1C&@8`;bk3~@TL(j|HhuII5mxCr#&$i+X>wqJa23+ddo_8*rSv0AlJ82fa6ax2E
ze89fQdvd~l*x}d)tW5&iZi~=R3kb~yZL{3|=VVdybi$fks@lAQEODZ(04;j&M+D)S
zXe-zCvUTyj8Ng4nFoWJpVSh8cZ;8)=J;F`4GP83-m6C*YRD4t3ee8wL<h+uyA-e6C
z+=!v>pGB3Afh9)S!hKpDd(fiZCy)TVuW9VXQ-8SQ{>seCa~tdJt|Th0QXXZ2+bTgj
ziOCPPRW(emT|QbjZa@<U_ujsHg6M|$dZ;x-Bm`$E_#>?O8YQx$$P3rK#8xyQ`h;-v
z>l`%Qo&$S@Zz4sL>zjCA8b`0shq%1`M&>{3VR5g-74``A>ZT0!C4LQALJ$>W47an>
z$bvlU9Lk?1MOyd&j>INd8j?Nb94PG0lxRoViprC2zEmCL8IpOv90I{%t_#5H>`6Zo
zn`CoKUkk0cE}5~Eq;@!t0~6lsh&15RBU*xBs_Lqm5$1L>hBdOD9DPr^ox6x$Yx1CH
z=IZ+^yEl~Qv4$7_5L7YX_}xYa-2Fwak|;ua05|nCU*$#0?w8KXWKJI_z3I!kdEQZY
zcfr#T>9DJ1T;8<LG9pH?$~zYI!C?Pv^>bsouuN-<{A+~*enyNnWM9#;Y2FRuagLq}
zVE;LUOSU~2W_5O5$$DO%KAT#?S3>zcXvU_vDsuO`!E%k|TbhAU0nrw1av0Rk(AHZP
zp2mM!$((+4e1Q@2M+4ERTg2TsudLY!_vUZH=eIxugvh%|I0Y!j_<JQMj-~E>azik7
z*ViZ-WAl;~qtE-!vy!FV2PIoHZS=+IfFa2plTrn@1r;`7V-dDZ5WGWA3)#5n5{~G4
zK8%g<EUcS7W8L_yyZeg4Y909&D*h_3t8jS@+GXJHc0kH6u7Ox?XmqlYrR#fHY16_|
zsVOsOk|THC&&mHNnGz!s6?GMI50c=Ii2jEV(mTzC_(6A3$7BPQ_8-DNeUrAW)%j%q
z@k6>iHRu>k6ij3EHjkC2YeIjqC&$*`^^)P7iBw&+`RIO{iLse|?Yws`wcc>aM76EH
z(kH^R6T6J&gB0Td{1lvJdLR^M{sA$m2JZ_^?C39pC(Vs^t^suDu-yprR^}e%WHkFH
zjf;0BaVVT+-Z!uf-Qwm=3#Vv`%*_(36Va7E+m`DV-}X>5F6vGqQ51XP-4_2PSR*o4
z3nyZ`{K3PQG+WllG9_xYo}C|}PcwzS8n!*^uL)6yeGTHL5J8vXSt3f>tXeCL{}6&*
zts<A2x~@NP8A`cS?}|2cIb;WKPro;yEuV|qqA(tg-4xudSo_>JsW)wwrxqe&3EZSh
zl2>Gh^CoZV%V(BGyOwM>zuj6$KqF-N0M>`oE9%G5Z`Hc|=|hXQ4vx@W7l2B`QO$2B
ztz5j=gWBfCyiU?+8W7A15fYbB+MoUq&ZeeZL7~h1D7@P4IQ^*Uhj~HD{%K!W?n>_D
zraD4N9(8Q;L~fY5wbLgj{&3hL(!@Vi>$NmAOxSxjRG=e^(^QI<+@>c@sqVBXsa1Rq
z_CCeZ7BPA=v{2%|(vBSul`PH7Z<tA?udQm1_?<n88g-*15u#ogpAUmqjJ^hx)e%b4
zH+hXl2N6zHn4Y?b5iF)bDj8&J?TQ({@zSlL2DR5gn)47ln_2Zf3&;l&er>5>yMEVR
z0r{vsyk>J=jX*sko-z*)a0b(z8w}E%KQHYF?%*?vbK~yHUwtcZq~mcZHY>D;Qt(%J
ze!qJ<qXchF6LMd_vE=A;@NL)Yhjb?qxjW=4`QADIZDWmf(MqM-{cnL_+vP3ykCh^j
zCyzmIG8FMx{O@^Q{&O_p8>7)zUk+uK<{<5k>ukhye^s7Ri<t#W*qlR_5=hTJQdWpV
zb@lf6R}ER(GZK)cAmj`6?i)}(-7Q_}FrFV)$#_WGIjVI@#k6Qi(Pi@_eN((xDtl^Q
zW9}1lJk(UA5L`i?wlwuKC#;PpiC=b=F5Lo|NmPuFC>FV<^~o@|d)?k4ep`|dS4bH8
z+mL8Xz>mdacW>3luk(3satUo~RBt)Ey|W*>g6q)5kw!lw{nkiT<SG^_rtMnTXGcL6
zwJM%8K!l3+TLM8__Zg>1_`SDKn(oWYx=vV8`8z1B4G6*U^;N8<;j>@<$<t<#MdBFL
zZ0L;Z>^IQsqtSJyD?@vm)L(W+m30!k__2jrj3nyi9KJS2O`jjWw!%i1Sq=1``B{&9
zuuIT~x^g>$C0k{bW!=+MkkK_Mi$*sbF?D3jAeLBM1rR!WkUMAc1QDJdGD=SIEZ=Wi
zUL-1kh?P27L?cE&g(^sBGQt%)!aiJb2HfmR8-|H$tSXQ9Y`yk8gRJ0`ye1HjmIC`*
z6)fe?X$W9?6{{!M!7K5hy(in()%FTAr<0pnoggcV<PSjy*N-{{v(@-*2Fc`Oze-60
z8t!J*js84sCVMl{kZDayz4ugq(01b`rI!`jZIw}8?R002sg4dIXPG&P5Cark6C6=g
zH;m=|o$=_lqwr0I9_Pwr1;RHb#~6ei8p#4#vLs!Lo3lnrr@xnoX<Ph2ebr(_e@oB+
z!E;F{?$X&`z1ch3G(hRogH3C7_Xzn=J?sRY+qd!#TKt^2b#pY(8q5B>B~~eB>GjwS
zk$-Raxz)<pC{WtP_(NN>{PmNtK}rKZ*T#<afHr=vh&E<5(dh5X_!wogRYO&Ouq`HM
z+B$C7)t^5|O(QO5#pW(VvI=cyjyd~&T7fAX_{5sAr7Xs4hn?q%vKDXi&0|*IjXjk=
zjN}{{1qVdUaeG<>WV0mf%58mo_+V~j(G<0pJ`<^?`Mzyks_Lp~&KMP+c%VelU$<=t
ziP>XIKym;89)dzIXLtx22^sFxt0{^KNIuj}6Aez$_d2|`_y)T;F_MxelTS$y825)<
zx>r!Aye+Egp4v?fbo__#8itz6Jh4~CLd}7`IAjZzOW2|(`-a`_;ccIhBCgOs!9mqB
zdw~(o^kxY0OzYXR<j~JtW--8$WpDT={YkQiD}I?;wBct*`g#M3l(*jvUy>OLuKCy*
z!WJ+_m}Np*$v}dEThSDAEO^l_TXhz(qiwTW8vd<0T#vho2|{I@upRY`42K;WZHizm
zg<5|~d0B>Uvt^yX=avH`(`s++@hQ(TXO%km=c0a^&<V!^AFxHi^rs8$ohD5|bMQ_!
zSU;3WbYVghNfPJI+`-TX))TiAI=EH*fGl4aAUm4?zV6>>lDJGpvh6?1>8oOQ!qu54
za);6XuBl5uTxY9O<!&2&^=s50tZ?=#@td0nrlAE1RGOmq*L|nz?D8jWXE#5Y7kF3;
zn}fw)!Yx3{@&SYmj7-AkyyngiTYg`za-=ijUFGOh9GMt(;7uc(IQ>HyOqx_(5hxY+
z%n{W8zKF2B70kTN_@fo#t_2k{YUe%yEoz4?YzIk}m?IQe2J|)7yerPeH4jL3K)E(s
zY>DKcJgy=DowK&epgD0H28FoV)AC=g2us!o*u;^YSWKtaou{M@si&bfxQUhtjB>Sz
zrfFuQt2;f{D4q!|iBrmAl=IC(KCmS~-k@GVhdL>B|I&DT|1c`|X147wX_`gamieoa
zrA$v=`#pYo!7ih+Y*~dy`}x^IcFtJ7@{@WF0<hz}ysgM5nR%;#%c8|<>2eyI;jajz
zdT!j>*Ci6Zgu?w~Z<C7+Lxp1no|=DcB&*szL@hY3v$U2zeucp7t(IMBo5t><ofUMS
zN8*}pj`SR4wz`faT>U6cHgQB2=~l9m2PMF+7zNeVi;7$IzI)%UML|**(;wGZt0UOx
z+;5{5N7>&fAuH`MyJ1+6L5>0f3s>#@XkB$}QPo=Xka`Y0*j87<WpzYfT4zzavnYG?
zy$VF&G~=?j-}jXk+ZqRWV*3}r%B~oCk-177k{3lR<egWPA7l+#GZEd)+wTIj@#lu9
z;hhi#35JQXgGxMH5vH>ExnnnAV1v>Dnquo1!^%XgZ2{Q2agYwlf&2rR?vR*n$F}i@
zIPo7v+7728me){G4*k{;Ss_>ShEfc6VB2LBOfuABvp2iP>dhIK8Q)LwEv-Oich}@2
z7m9#}1etZctF|Lcb|DHApx!VWZsF)<R@K<pjO**=GN_I3hSA(5b~C7VIOiJq&5|tz
zG~_0x!S@e=dCnI;=jl_Z)}c`>HPtlY)*xWU!fn>WmMq%NX?UHxT)^b~yOB$owl)2B
z?44!0{B8e90@^hcV9)bYE@+p?xZb(B4v>p8?->)PUnsI9^>-uw!LKh|8u2F^fA|p}
zL86-0EI^UG_Pxli)O)_0P;W4*WU0hk_Omm-ETh050o1k11EaSE8`Yd#6~AejL+B)5
zeG~>{{-^k5H+{3@glYN>Z*D5~^ry?6SiP1MN#8Y_Qi^N^gY`$--v%gV99l@>Gvhg;
zIuBn#Wj6BbzI}8}#S8={Rb{+b4PU{<dJ=(Vj-owtxN`k*eLbNXC_Z=4b{5ITIi3fH
zQ!%{>Bw7e;XYXc=x_zvx#Y2ca4LK{hRNAikc_fPb1x)f&b0@;HT5Pp0NAu4$IsF6g
zk+9;CJak*HkxM019x40g%owxb+sf(lj|9;!dGud?GqLzf28xC4>stPit}XlmbpAMc
z9SH6G^cO^&9_Wf*fbp7{<@}MkXn7uCi!9}qu%pvZulL*rzwHS1gPW7uZ^)MISsXaa
z+`#bg4Sj!60L>}ec;c~r^F`<}Vm*eh1<2(AeJIWiP*L3`;ETwO*Uq3p6lM>~I)atS
z+z2LAcWJyCl2YM#Cr85H+F+1|x5x0Iquy@~rh_FIrb~`?RJG^mrXQB(i+r4lYt)kg
zKMWgiKBt%-I-zz1sn`44_6O#O&`D?jYBu#8<<bk&ox5&Y1*F35I7b9`Z$xW`TfbE;
z<M(0FwePe~ri69}ySPr1geW#7tSN^v(ANAyW#IiHU=bQKpJchc;hJdNvZOhdAiuA?
zi+Ry&I7JlLEF=DX)}i)u0yQU9^WTe;^v(kQN580Zt?^q9Y)>7rBAkm9qnrhn1VJ~n
zo6WY4)%6FKA*Z2CoMTSo*o#JL<qu(g@>2)K%6L(L#(i@nV(j1M)x8OFwz@;=#!uT>
zL#+>hR(E~TQqr_jy@Bm^ink#eD!C7Wjxcxm#9PE`q;Zm!$(vSx#V_@ZH70c}DE8qF
ziTeoU%+1CAk!o)CS{35T^)q$k()Gem(>hvA$WgLxh5pqyk2<ft`MtAgnmV)63igCY
zxj1!(=TbGfmbpdBpMG55mZdvoTTKsJ8OkkCHIiwm=Wm@Uy0U+HC_Eh@SCyNlxn$p|
z&y<cj<IHM;K|MmndN=%C(K)hQInMA(=p;7ePlZ6D#jAF1%aMA{>{!)gGMBjDG2bR<
zRo-tNbx#^B6=Z@~*jieU;v@tI7@GQDSja4`>4>I4-e-<65H<!c+e6AlO;z4}ulI86
z0kP<(SEBIbxQj6>5-IoBRb#Qu)N!uql@w)QdzZ<j5guiiNX~^1M)^_elnMcjji4#o
zISr9XJ~3-^74FGKm2-_i`Gxs*ysfv#Z;x@^kER}He(Vf=Zti=C3qneKE))2NP?CK0
z&4u%Z_se`r_A-S8>%wD|`iq_JnBK*K`bHRQ7id^Tb+)ZeL^w##ec3hrhLW<hF^tsb
z^&7RTn@XzIjuaI2*Y?!e1pq-)`6c#`o7VCa#8T}03p0P3<C()L32G9m2O15kpr&rk
z(Gl9qu{F&ZvH(>OFX1!YkT-f@%Bm?%Vj8V!sXRFgt6_c#FTU4k6ejf%ENg*um7qqB
ztzw~)+=`1^G%t=|*@@wN>%7GAri}C<KW2361cfH-vLAScBmcRqH}#?lqnoP+us0%U
zi$&WobJrn@LKf$40vbi`a*jkQ((QSnTlMFoL{y>b;w`}y(NyQOwdlVbmWRccOP!jz
z({#h^3h}T2P_dH4z2U;X1F*cgGqsFol_EEUpt@4&Jh=`z`_oWm$iAOnhkl5y4mpPM
zqK-aNNJb_Zf;9K~6L6^5h|QLfAd;m*H`n;5?`-u0gO_YAFr|><g5TfI5pVgQ@P4h1
zSzI|alJkv6QS(DOdM*n=?Zxdg4-6&Yn0@lgwhH)dcHpm2|MvBF&NxdnRfO!BMym?G
zh@FN02v<DLZ{M?;Ev9EkmC05&@ytV;*nJm8?Z=<RH=_B>Ja1cd8KN7$KYRqO2_9WT
zxtIG=D41sFh8{0P$-a?QC(9Mt!zs`A-V~b{+i&u_f5RTaWg?>JxWR{vUX109&?@o{
zLncJ>Y+2EWSpC2^W#jc=bVHdRv#ggg-;;&;xiCHcbWt}u-^<poRgdr$V1HDok!awa
z5)=g|yRBCz9Z4%-`TAuSa(OJ;GJGk2!D1N;n{zeT?bej9pvKsfrg7{#mAHPK#hMGN
zZ<WgiwWucFIuKG0@p=WSyzFHeW$SJKpdpIrGW2+EnMLm5%8iCwT4n}6Y+Y3r6lvt$
zr;Ewd<PjE(UTrw&e;1=|GU!c{XzX8=*BrAjuA~l&|4NKH+m^cVd5W)7#F3lF9J{q?
zo$L|hzNzfD*$1kd`i^oOtf)vuig=A$QbA_nR8drx>h?tGF>(<=fm0nhJab~f)w%NS
z!xi?+)r<Xrh?M_EnE;7D8gEtFV!@2$_8z(KvAwf)-HerYww%+K_!zxQO7R~RB=9$j
z`)PUcXvc%nuJwfDHwUw2<TUgeA;!@;T!DqWXDuJ?PCClWzr^Qf%g@9W;~<0v{n|~V
z<s5h?uO)DdWqXiK*&6++u1cx#qU9Cp6i*)7Em^g8XI6T{Z8lM7O`{Echy4M11a+Lt
zubZVh&+CeA#m1%y9gIK@wdfCFM<Y1P`iy~1g2=Ui1zYHs12|4|i!|=qayON+F)Jew
zc2L?m-@sH|n11_tBaM(Mr}9<3{BaZ=-^#Y<gip8*!)`;J6=e@`n7yh_a)k(`KTRm+
z?5G?nm8)S`qHn>WDvz2z*J%91kA!S8f73a6)=9<l$4xyN-L>P&W;~aCYY3YKNy?6w
z2nx|)9A_eYM9iR=zPhzB4u;gjbw=ZMs49I|TE;nFZcuWlGA>R6^$kStZCNF<Y%^))
ziQncJr|8sFhNUy4rf7vSx7|>u*VpeqrLbwtsrpv1GemE$N_Wg!w5ytb`XjKHJ~?i5
zQ(RadBdwP=oHDU(TIq>8+YC%@4J&U;8r$_KFhUu<_(*7`x%Ns>+AX?M((yyvd)$el
zw+MO?gM0swae=*>@$|iv9!u*!2x%lsw<lEZkyQI2G^7~|4!mX}qFJqTVsm2q5`N-#
z=KTZL`~7_oer&N()lAMw6y?y*EhHl11O2gLf{?LxD=nHGd600pdDAwT--T4hZgaOL
zlL;u9QB<>|NOgUM^hr|w)XFhVl5d@iz~VXh&~62m)X3GB;G`w6a-=7uRKosqj-c`F
z1yX}eDkDz2-(5*zrc6dezi7C+L7#&9_=UBkuJ`eFy%hV-a;q#+IWXene4H6-PLW+r
z$h3%Gti}4feWj$RdC<a`n|7E+!3?bZ%If|@s1yWWBbjj8CK6Sw8e^xTp^Li7*dMk_
zuChRdc2_;tFsr$Q_J}n;O8e}Vtz!vo?vk=mDn7j)!)VIdUL|~OA)YNx60t=i;ig#8
zNoyrUF{xk_OGD_A#m6B`;gTHVK3HM*boj1vVUi_}m9r-FHDwY>NyYx!ybyFWjc+bx
z8rfRC8(5mPqnDt9u!kejV(X9QCnW?DAD9&ksb~a>^Z)kSM4MB;R31{8lqaHfoxaMM
zESR~Ls~bXYY0RRRPaP6i&$I5FOHb6CP)RFapo-&9FWqq;-@|*FLm9X$8skPq$c7Xp
zKCB0M6nEO<Gq&>x+RY@tf$}$-ud?9MtX8&GeEf)AVNbtk@FUmPqSZ!yJK*cHg($PH
zl}G)uYn?UGk?wHfPYqnTD1NE=n@V|w74)9P{+Zf#-TInb^_@@w*D0bs`nu7g9b3!;
zR);H`x~ik7OVl0RMd^a}`g=mvr$$5-|80*V<N3fuLtVDf`|el2GLMbdA9dIkb^L2N
z%9<x`2Ur-K#qTW|&hs^4yaVYBGM7n~6^Pq_%lO<iX;|At-iq6g&tK*G{5&atR0@UY
z*Zf3{F>?uRtKPY)Z$BLNb~BLwZV~(xE_(PtYS<pj2GTn8mnqMYs=Yw{;lROqL(Yda
zLaT0-;Y3*Z$$!?lTW}$N+KeG|@lT+;A#}TuE#P$&wB7G(OnX`Wy@9Q(vujCPP5DH}
zN<xuJ5z7rZlfY$PUscJ8JrjF4>6WOSK!9!OZwj**Ghz+DfM0tDdW+y66a7(g7Tc!$
z<blj4WIj%cofL<2{u#ImufD?0ziNLtw^uRe*Qm=@L;Ic`abU=SOvr9ui~bYBnE~>q
zo)O9TvGc}l)y*{yc2$;*{KcS)Zo8&!3xVu8UnhwIudV@8lAB<CHaoTuT6cK#cJ$-m
zN-We~7QLj*$$jWurhas4$z0@2)Gvon!G~6)gZt^+qhV<mnMp3};_|&lh|%wX^}UeE
zA}Kt%>eA=Zk1V;Pa9N%`LTt`Cbb2++=#Xh7eLs5fIxQ!L9Z`FZQK`i`4+gAKcJUV5
z`aA*>)x|Co#psKoFu<ekU44d0U1#%3z1o&npnZySm=LJ~rp6cvVk}1mw&8B;iI1T#
zqvJPX)K53bxGTO$Cs-uhWI@LyyY`xgm;z!H`>}4Vdzn?Es7PY<9M3FeXtW%5hH(Py
z?nZQV@;eU@3`c=6h0NuLcrIb;l6CUs2}fR}BntFs_q0^Dxg!16A|LwI`MN?2+Mj=}
zdz}y+-@NV@y>!<Rn<8`l!Y3)pJsYb&zgHPRmWn#69^sYz%#t=2M3J%2I;)Mv+fwKM
z_gp>p3V(m|X7JTJT-yVlk-K0(t|7ag-J{uZ%1AM?VgGVL1k2aelL|s*I$s<jK!Zd!
z&7Y0cUdzecXNlI9Onx-ior|CsKAY7nzyIb@d#YeaS)%>>%E}mOjzSxR7wa`d5i_C9
z6y1Z9N29Bayep4ftQ=h6UnY$a(n2SAgD>d_cooG7FUjbVMPZsps2>w@JqPvpn8li`
zGF(+My_W%dZTOxT|Gr=v4#IWg2SZg`=b*lr-X8~>tdZOMu>7<LTimt$QfTYHDV?bI
zZ}SUQcsa6-*S)KOk;*sGW^oC}o<q-f#W$D3XRB|9@>&GczlH62`H^^L<+&9HeAdwG
z=pke;!2@>@!FKKHvzuxT>G72tT$wQHyl+bH7NepqwuiTn&g6vRK>>Uz(MTdr1^*D*
z2#c!AnWWuW$cZ2~%q%0zojlpDSFeOCxTDNuw~Y7jyO*B%<v0I$)L?cd`-DD!2P|@G
zW82z5waskj`OgodId|cc6}fFmdPDvawZpuWgm&p|kVwv`&@MR@#K&2qZY4vxixY<N
z3q44lixrjFM-|ufpWLBK&HdL5ymL~RRbzJw{SSvt$@+Z7H$0A&BW-~}<||l!)?sAw
z7EKhTSU%TV!%Lxy-B7O}f(sU1JrS%oZe^F%0{E8!s;N4?(xd6EEuznP<O*4o<_r5Q
zB?Zv4g+iBdUkz3LM2++XYI!FuUx%PCtggq(zA3+<^*ht<WAG}>fMk%??CB|lVR4r;
zrgViRgLPx^dXF+_s6@AI@w@pV$jrJ})jsI!sfCSRLzP(*@`#_ET?;`OBE%rlHpo~<
z39Nr{{(yumTaC9__Dv39Zhot#MPSrmps*!x&!stOpT5~C$9?vhBTw(3gD%B@Dc8sH
z`-WCjrKrFmi?>!yU0btfQ$v_BDtqv4rRcrB>@zKhk`L^9bf)QZWH{|0qUecSKLsP`
z5temgNhx5`u)|H|R&-zfGZU?EcoALiM>h9^ZF`FM&B;lnK39>`k((A0%qi<Ic%~k0
znzhl`+(RrtqE`EN3qOBBfq4&ZPxfx^jCI1n`V^FFO68BKC+#_l=;%_d^JfSQWRUUn
zBDCP>*r84<Xu{dfslTP4KvlgYfmJRQir)HzGFrR+8<x=IoMeN8tljTIn)_{0d%j(5
zba``5eHkW}8p8~s5plJq>FW`lLHXf?p4Rv(MCR@yign0#$28|0e&u>u2z@83eZRlX
z%Kb;!6>mH^*DhztTgR(`TaG}p{@aF&D%lI8#*Ud;%a`&+FQ}tS(Ti3S&5Wx01IaB^
zH}9VPzK}1&`rw*(XHmR+=&m_tOFfG^T30Y4$lP^__mE^9W4-Jd0d>KoXneZSi;2TC
zhjV}-6=xJZ<`Zu!ZT{PKznKFFsZyMqv}Ns1m2F;k0Zu=f<DiRs7xX?r!t*uN@?VB{
z1f1cZbBgSn5aMnB^c!sCd#oGAgeNUzN7AH7N}il`CN~p{`M+Oyi`k{i{lW3Q`hnT^
z%Km}&JpDD!z6nY=$Fc<ua*k~}+N|-=qSthtKf5g$;bf1qbFr-DDW`1Qa&H{*Tj1w1
zVmcOw_K7v}JdK>oe<nZ4iPLz{G+mc7OF-X?meX@!8-sB*jEJWX9#xt*<cD73oyzl#
z8rA!{{u7nGJ;yV2B44hSVT~>y_wvUdTU}r6J|i$qQMi{oX;EyVJCKVxGhHUx({6HQ
zK^cFEeA383p@Qgc@KMKAMVNfXrMgG)C0EGP9vrV?lRXg;7ltVYl8UqcP$)ds@Ao*T
zZdD|_lm^|TpR>`OfvuUCl$7s{Lx-w4mn&31`RVjuuvkt;wxjwy?2i>P=0a*;Vf@t@
z^dkT4AiHC1zkyAhgJYMtl!5<^G4a(WH*f3T*Zq_Qe*U@rp=2mJL{xY98dx+c^((jj
zq&AJ24gJ9bcNK;@xcFP%7y1LY&92F@>0)ffjTb8$U9W87o3})~%FB2gR!9}@O_Ca9
zd@4(w>e%QXCFoW&Y=yrDPyQ`;J?JmQerpqKYRhMGw*mfJSEQJd@V$lQ&A`$8!?*qV
z+m<^PMyiiirv6BOC_`oaaniT>g0>C#_SVFQ=cd8uF*Z5ZZ)yMv1p|(Ec8o<91-4q)
zf;Uy(>(p(Q<i{u5v{YOMvfVE~=+@MgLWA?8zWJHwwJA3$?1^bo5M48jgJytC_S=BX
z_rjs<&L)%dU-$kprbxCrpE;<A2xBK(@U`bl4`#f@v|2w7@la8&<esHwtB8-X*w!rs
zNMJ8PQ{?j0+n$@&F*E-m_!k6z00#1_KO`s@2n0kZmpSgWlP8aH#n~L7e=SHqTM(5O
z(C-aL?@vbysbm5oro#`gzuxD0Ll`xm4Ns#e%H1<x>_(v!1$cLaw?avfw(3SxVii$Q
zmNnUM54EnaL`x#?OTuSni@byHrt=0CQ-k>0%zOzkVMKmf78)8*3d<Sj!kw7U`D!(|
zykKPHdZIcK@wJ5w8K^LTeVVHE$w5siiW)(P-G?q>tiT(`M*lOj4jb15;voS(@e8xP
zGGAX;7L;{8xO0_LhR}NsFY~nAf&?e(VPY@n!*~84r(=}hNAzz3(}?NUdo}g(L+y1+
zuoA{MJURc((}K^wYL(jfCUZ3pIvFn2j!LLcQHIJzWz<f#qaG80{{zgPGd>~bJU>YR
zBqzGze$H_kFd^uAD2e)#v0JGo?fnnozj6X_+OM+nY~p*198c?-w?D*dte;^yz9H>)
z_impS|3+O^x6bL^VyHgcM#As$_D|S0124Kr_)CjX!qs^#6a+0xrZwH>i%K0{RxgFu
zzZ92O4+i9GHv6uBX*6cs?z`53DMd}P;;>j*d<y(j9&5Vmj6Br%*p2%(k9ao)jYfww
zlJh8mGyOmbhhKO4MVit&T<|gx{!r5J%e-z@JsJ0N{tLHGYCi&3H_<bTRDY!4<<w=t
zWgdJJu5~P&7UTgrmXJ()_|(gr*OWt=RD~K651Dx<`S!CM_GC65VlWDm+cLZLhT}}Y
zu&V}Oh~+BJ&;S@SmK^??sPjW-C1lF4<uu!l3mg#?8#hVPCVwdN!86sYGTafP>f(ik
zQ3$+Bz0wR5Ah#c!>z<PPluWI2=#^;vz{)wCK^JZ0w-F{S^^#?k`I12Sw60w;$lRZ;
zbtl5ifn{hJ?-mIk7}1)3CinLGy3rDvC5r|kezxDo{txR5fYSGPVCw~dcox6=Q^cH@
z68$a8qEyVdW0Jn6k#CORP&dxy*?QkLovm~Jx4C?D=4E;JBWRinaLXBLFd+4&h$iBt
zyd{YLhwy1g^*?m7zD&6e^xgVm{a8jNoowhGRyQi-4lP(5UCs3COSaGp%P(i_{o{{|
zMrjmb_yB_3d~1W;xX{D2?YOjaLh5<|(J0PLf>yO>Y`b>s4WBq-Y-MF%{|F<X7KFWA
z#hb{2O%EuqG3$WeKMNf1|9gPHd~xo)A)=i)ZQ>XR8~t`rBhuex@`*)%^%m{+;cW)m
zLp<D&<j&-noCf|iCFgDj{5Q$QPwt>_5xfTcF41=?^^=V@J=Oor78G$k#iF)62}n_W
zAopVy;7vNavW!s`wcqdlb%0utW(#abf}R=SU6bPb#Q%N3q99PLsZ&2(X60UbHXMId
zsz_wk>?X>s!QCfh`t+qE4F30jCuS0_@`!yz(F35b{}kL972>_attT?s2o%e4uhSnO
z@7hRwDGoIa0A*-3TtK^f?P(0S=;tm6G%uqrSymkDhA;#%QyN?(w@vF@Lj|6h*m=rW
zN|X|p%9_^`4U-Q`6L;lqTztS~ledn`51;IV<p?$xwr+f$<}5aRG)AX1FFYp&A&XoM
zrAOZk$Xy>n^*P8swiO+d9tPa}MtvXcC6!54Qr=^xxbl29{cVyITVNiOxKr(0zPi%>
z*GS=YbQ5)tZsyHC%lP#flATaNoyO`iv|I_vL3?OxO_XJRbJF31TDAUXh!C=&R;M`t
zkYr1iuKS*ZC7W&V%N-wAR9H77>Z^|;hz_j3^#du#LzemYdQ5xrHApcm{voi2vLXCk
z4rDg^@)?YD_%@0-Xo!Id(Ek1IN0IYhVF+=Bu{+_|{qaImqEOG^pmX73sc3;O`7&eo
zHN~$z=m%a;i>-$*D+s0%W9n+X_H@&~+46kJGLh92P4r@seGD<Nu@8QM=YTFGRGBbT
zMBFL#!-Ru{hSa+%#%&K#rd1f;M=$>z79a|ilU2nGL4NRgVL4Eg`^5OG?FBk~se5<i
zIE`aNf-utuy`4K&|Mu$F0jnj0a=n;o_wI+QK-=(cKNc#P$@0Ok!I&&lm%kNcYP!q(
zD`2ByzR7p3DeT_3s<cnjm+?^*Tr&3iyyr#X)224FH1K(jd(GI;Yg{)Ee`@d%1gIWO
z^v+es-pG|fc_~^H0l8dhB?cG1{I=A1^vw0#GYtvh%PZE-vq2yw5V<3cP5JN*Kt<O8
zwjMoOvmtf%fJL$}e8_$I@FPb`<E4W!3Q-KRSs($*QS0*Efr)Zs$TP6}<}WohHoF4;
zn+Sh5h6Nr+1>y|;cmg>Hs-*ttmG_@Cac!2y(?(;=7iB6P_N!pTh|Nt`^wW~(ZcE@u
zk?D?l9DjYS<-hin0~L0Kso3Dd)V1h4Qr?F+sg6&AZQ=`;SL#0dGLAHgx^RCoGVTk-
z->DAJZ^=+6u>V!Xkn?fq@_I}^VQw?!x7$_aGtFqWMgoRn_f}QecB<*FY>~RLBX&=_
zih)<sy=VMa1evK|WqCjrn^YaAj4y&D!57O7h0!J9t)(9u{+{Cn{o%(#WiI4pE^aqL
zC^-fU*RJJQ-*Q$Sqs?Kxy!A()a1gIZIlGsK4qrh<wAfkyCC2mb8Z0dUvn)ph5O#n8
z3)CQ<R5y0t!iH4cE2=^cm3eosXy@?+$ZPe5P-FWVbC>LBRDHf5w0&@KVVZwC3)zK1
zy8a=g0^%zjfXM!LK<;#bv_kBLN=Sj_?NE>8>8XI&=uq31;DO;;B%GE%EI`xZS8pNj
z^j-X!?A5EUfOGjH<T4txh55*v*+`hq%nWPXAw)=F8^`wB18)?tb?%#Fz~K;tyL6VW
z&i{QZzL9_O|9k2GaM%CsrN6&k@=l7HAUMC2L|_;>Jg$k5n-de`NI6A~^R{RgIkkLD
zQ|ruely>~!4!SQ$1h~L=XRm$QW@~L(?nHx=EWm7K7;;@O9R9`Q8kD&lU^ek9%Z$KV
zgFslq(9O1ylBllLitc)7QdZk2KXx{i3+Dh21dI#*9!y-k^;p{2ZJ6md7OS^{v+rNb
z4|vVievd6ZHO!ffv04Vn{+=*4z=o+}E0Mn7p6L0NnUZ7%*iK*^KjE+bLpXhI=6Q%S
zqDYnY1^NhL4|_}5l)o3+qo|VZ2anTd7xoG<zPa`o!+(#XWQ0OO6w~x~=)5ic@bUN5
z1576ATf$aYo$i#L@G=q8_s1Yf9yRfuEAh(c^3h#IUp%yQuyP_24lh|OtXYH17Ky5;
zTyqXU*0UcPvo>v(lLcrsTkzBJq^-ct200Jbbd*a~)-Q(1?D-(Ioi9-Qw3kNI=PN&y
zdf;12aaLUHZhFuwlKv9?<^40Z3P~HoJw<9m(Xt@j{CI9L*seRL=^AX;`vS{b(mWND
z_u`lU`isT!e+aJo@VW4(SlPz^Nn0CJjrN}m<vfc~pKJX@+r>5p*!z<42kyuEWdFAC
zLZ7{4_Lr5Yb?+RvXBjW<B4Ri<2=?IF()J8QK*XlJ*a=m%prWN8FaDnMRwW+Qz<C7F
z1OS4TVoXOm@0X<9H{22o8~Vc+QHSj;gxtKMHsSWquw(1_8zGj_IhZjcAo-8-pF5;{
zj(XqB{bd7Cc<R*pynhJdG{B!6SCrK`788t>tQngr_0A<-fU&zddl7N8*tp;k9HovB
zCdO!va31lW8fj+nB)Z3R*gtmzb{G2|pzOxzXN~Y2w4CQR_>|8K9rUPh>Hp+Oolqiw
z0_>ixD*`FCj{V3IU}z}vIEVtsF<gO+dU>|`bn%!FL`$rG)Iw<&6MV;OUk`s<UNnu(
z0|p7__r|_Rtgg*J1Q&&;JKyp&UEg$i)=sYbqQ9EuKk?AT+;VkFmXY<A<^o-Ac=vgg
z2o#@Gh&<^QF{=rME&8jy8gR!{=-ozO9JnnNa%#3Nk*19o8;?;tJyM;4j*Nu-7(7Ly
zdLO*n*A$Cw&(FtSiQkvr9B>So=-##l{K&v0;q+ON3L?<<F-g6x#2-t(*Z3rcO{|s?
z$w>Gsu|V^y0L_z2&_C0gHQ|k{z^1Y;+E9*>ozmWFa%WMb5sH6if#ID^XAo>>uY_}9
z_s<Bgu{@!wUuL*m((b`u*(v(VrwG?fl|2kAS%T3{)J9&XbP%<MfmV;4=?&&~c<5Ou
zD9zXl7cW0+!~YOgtP1%}r(5cGWvD%wWK`#xp=_-&5amy8&8W1*?3x^(x4B<lUl-T)
zJ8L|teLFo6S;({e#+OL|5Wi#iiwQdiHSl&NznF$8UXx>tA^$YA=J=#Mku21?db-hA
z)@;g#y7W`Lcv{xcNteJ{MaMiNiC@NxhRZ#)$w}c{mh7Ucc8byT^yfGA<%`j6b_pq0
zjaI5vP{CBbqoBXF)uK1itp>W~a}&}#ztCYow3Wg^023L~CRScVEoX!4&epxpZnKfX
zXxH)eP4l!4T{I^tGQ;p4{`9?yu-OIrNKcfLSpU`+fh8F4`{a$zpb*Hkb01VyYm)6l
z`{c}BFOM@zalaPA%`L;LG9S&}lpvO=*XLNNOg-oC2PxGLS?Vv8?Ah}#`jKQVkgd$(
zBv9J;dyGli&nZepq&9Y)t5aT%r5J|B)B-^dARe0GV>{t3?YXf+eQ^5+U<%C<y3V&s
zJY}{RWMK6o?ZXiHEX@(g+uO>SM5MbFE4Tz#4n!)dS=gVAa25JA;8YqghlKhnb8B$&
zwGF%L_$20oHLwCq!GUZ0jtXMrG;5m_uxj8WmPII*o4|p0aHWXJNt$|9h{O7g`n~J^
z8*znH0zz5M+`T8`wUE2c0^hOTqc83EjT=u|*>adw$5$3lLkWJMy!~eQY~w@i6<A?C
zh!H$sci#CF@{qpQBi|RbLp}+PcL60R_0O~s=Jtr!-iYIwY<M*$ty6@=%*grh{|)s5
z+GttVs1SI$*TG`t{RY2J+Sm)X$&M})j%ZmTVo2GKZppf`!Atp<oJ$_4&d1`-+&UiF
z5E0flW}Ct>K4U53{~2iHU|@1y;E%mLQEsT#ROzk%Y!YXBZ82My-ynCLY7prqDeyXm
z``8}+Jej#PwIRbB4#ay<du^P<7b8n2<vET@G?vzHzZOffo6b~hM-O}mMiMUoLLAU#
zWdQZ%<h||sMISlG^A!O2^naNB<#S4U=bkO}o%eFSe282TM<dCuRl44v<C3>XGU-?T
zR+-2e94`jw{3Te%27pMMP?|jOxWd(?{<T*f>rV9Wmf$)cLcRf4LF{71+dz{7i<fG^
zS}^DA6o9EsW=g<Jd*bK$9?p+%jDr+qpP9%>;om?x33ItGz~p(cLM-EOoCv`(({FlA
zu&*+#7EA}1(zR3d$q~69>zd8Ro~!%e$WHfDW$@S%Mik&xnb&5Uut;5j!Smhpj!0we
z7w={#QRlYxxLC+P1gT2r3xA@`DJ$&(Y4<;Sxsa!Tnz|#?-x_(X_BSFe6YAxY^H4i)
z?)NXpplF{<`0i34$egiDdCN=2+l6Iz<WCjEHjSUTRc=Yuw7G(0P51n^<R#CyST=$|
z`1chd+Y}MeS^5-?`c(8}GgN@7RTMILkE^(Xp)y;y2_Yu2@8nZ54fe$!IJji{K3rtA
z-D;R5vq!O}a4Sk}#MVLHO8|ALS{Oh=9olHvYY=2OFs7+E@N=vvy|nS`He4zsVah`P
zC_4SPHHV+~ElGP6#Gs;&4rO}6iB~z}jKuWV)@;k7CTGz|xdbIV{KSx6xvUh~_U4r{
z3{UA5Ipgg4-fWy1udzG2!h!yCRsO3XkAIpk{Qc6=XYI6+Ls_hX_F>GcAu=)jl+{1m
z{}5_8m#1T+`PE~LR1g%YUX~rC{`xynZ00s3|8@lepmCb<u2<&acyT7F(}hN60Yl*f
zT%4nUmrQF?a($09O3Si-tb?*C_F?luAw^rgMool~zTj%o6BOGt6*mk5hRUG&RA(>b
z`j)<ILsb_v6H{rU3@v`I@|3a&a)`CKSFPK=5wlzI3GUA)!^Ga(1Cf$!L)`8cU6>)L
z^j>C6v97_gZU*aRiHfV4A@-LjvaisRyrV0w$q;RgNN_94*dXdBFv(3U%JP1~f(Qw3
z(nYzcZ=xLHYT&%5*i2!l)TU50KU|8>;{WOED}&mK+O45bD8&lJwM7brLUE@+DGtSo
z6n6{3-9ph4+=~XcKvLXGad!{yF2TJw_x<tRd;feh=TBzNnaP>G_t|SdYdvc{rT;@a
zEUI&y6r6zg^iQTzb?5#=D}s#8JR%&L5)bs+jToW%yneY-v42E#FgDsEc)T3dM64io
zu};u5rqn#^B5a>C4%eRLx3jn$GsPlZs&^$Z-4CIfoeIz@M$O8T^xmik@!V%0`B}dN
zmpf-2-M-wpFpi}9)VThlrh#MUr=l}Wm7Doq%=GyJfj1LG!$n2O+?5kjvS9Q@J^_bJ
zD%M=>bf5=pJ!k5pS$D3sr=w7^Cr}@sSw7Al+ogpv$A_@a&GXRUxf<ER9`tL*E^li#
z%$Ym7=DbM*+ppk~vyPgI<D75{`xp5fkd8mft&P5e^T!3k-Uf{ln)++IrAvKjBMbC0
zsFnNL?<4d`(~pB$qTTuI{BqCGjYrP;RSFKV?x?IR9^pFsX0z{$<F`w1CAc@T*?j%w
zG{-p6Cr@A|*vaf~i$93z*BBKm|GqR;(MlMH=)}pF%+V_%AsBvYvz(VuLw5BAPnsQ*
zL<bsr%>$z;DOTR7jr8p-VNDOK_lrB9-YIPEQehm*bw7aEFU06-`@EXh&2|N2i|4*n
zFO|@lw=G3&<XrO4_-RCJpDu^ecr7|^^nAsZHWmY%j_?om{vv*ICBNEkW;eB+bz4%g
zue(je;iqQ&GycS7%sf$4=|~gD-Jb9^O#L9{a?Wlx(i!R%a5hi8jqUNtlv0ht$#rh_
zhY~d}S{pZGt&dUoV-A8d*e)SHCI0vDj~W-k9Rs0EQYzPIMY{!fdwPe;60dc)F^N@W
zYf7*DH>>EnmSf&gr{`+p0USn!i0%s6SPbO0EZ6w`{Vck#rBmuz^=939!~J${!t|y;
zbhPvWs{28Zh241DxV7=v^R;!akL8qIl@xOZYkW8c)Pml4*Y4u!ZPr}jFKVf^z5@fR
zWYQZdF@i%fTH*QN`p;78H>=>W3E0M~CuGnOMLV3DT%pW)YX%YU;qo_y*SC-|1*0W`
z^hv`^Au!U*aRZ~!j;z0LQ-{>MOux1I#fW|mX)(s)W42h|-y_N$MB`goppjzt`tN<R
z1ntHNKeZ|p_z!WjBQ!PTAJQl=+dl4g_(D{9`zuJ~<;DYH*^=#_5Bjt`JMyg)$1J)=
zDxwPdmT|ZC-N7FzHPGH{`gNusi8;7SITPzj!3Gk(XvJh~0X4Jl?<XHHo?mb+RUC?-
zXu_>%`7hiD^@ERqW7Q;)gWx)ZW*k>>;+XSy{0c-@zDKbYPOMAO!xc)><eRKrmuxKh
z^3~iylur6hn_(4dr@P1fqVO!-TaSx^pc7e|d`FH7q^0GavUm5@k}g9G6PeNUEIsm~
zJZpe82OJDn&gM>k%xQjV{i+ETOXxz$W|vQEvtn8c9}6(>2mZX{ddQ8n2iK(2cEwjq
zv!EmUFi!z|S+#5mET-vStMLoF$m*`xuRw45`6}UT_l=_!Y7_2PEmf!t8087?D*l#p
zmlqsoIgB}fPjuFO7xXhnVg|rEtkC$;2`KKtmwNYxP_tOktA0Qyy+O?TIpQy_01d>P
zQgOQ}BV|Rlc0BsX*^&g?e5LJZ&~XUz(7n$6ek<ZuBr}FBNk{v7#+9O|Qi_5-wz+q5
z0<PCHexvaqut;I?rgVc^RnhtDT?C>R+zo_Em#FxJ4m~5|exJxF>UHb-9V(`BdWmY7
z4L0mAMdK8t=M7lg1bxu3BlONobC2coHvRNvCBerzW;)fe)Q)IR(=GyQl)0rxHqL=^
z!;9J(GSi&GMpB*yFY3X?*C=xVd+6WNJ{1>t*>i4quf=>{4~6Mw6PpAF`1d~o*!0=y
zZ{$qsQ#C_P6ck>=*;ETT3Ntx!jj)^5Qt@ENz08F7a*YK~Ba`{37urRq9KV0XGXzP$
zMwGoCXXb2ei2(E^YSc~A^|U)UW)Zz6s(LGWP<9$uhnk5`U16Xa|M*kxo)O`@+4rR~
zMa+dkhKmDbBtOB$9EPePD!*@jnB=r&+b_at>^Ck8g*jDL)RZ(~NLC5NlH@J+Wx2N*
zagTYTdHyC({hQ#qneYghx$!Fs3yOElZ=2~_w0)Dc7UeLQW_csE8=W&PeZ^xl#iWX)
zv14IwM?4&rkvZ`_`hj1CMvDM-kTuTYQiC+uCA*TrrF?K7h-SS(MM;y(t4u`?gCv1t
zP_fZ|XIp64LuKQHbYGytDPC{BL&xQJR3)gGZ+}?In_4|zWKyjNHatwfCId_JU;-L>
zS}D_3vSP<MkNmgqIVhNKNvNGc#hqn-lUNomK*B|VZG-l@zg!jHPqKDuv%0>it|125
z(RHZvQWqJ2WVotcUF>5pfZ%2MsvdAxZ*~>a?w+B=$ur!$WkBCec*|i#{twLwBy#Nb
zbN1e0_~Ey_J=U=hjCwu%Aq9^653NBW4d!R~2mbN2ZK_Q03c{y}OmIL_|3jPQf6|I2
z5u5pk7D@i;4d|MzM4HT3yHVmkl>RhdO!M)gRq0Nd8OTX6w)FE;rj9hnbdnEE-Pzih
zTnu?BL)D>yp6x7e^2j3cRujn2?#%&XkZz2_Ka|6ELgmPwx{A1D^XwT71KXtQC`PTr
zqxqW~Ti22oawI>sjbtmwD0wR-vlJu{?kVM<@##wLjh+{6(Pt`iEp@s`h}>q%-5+^A
z?%Y<76+W=~kR`97>)z(JVr@uqk&T{I32nHuAS_&-abZH%r6-CX_ZaOXdX3n@o{`rO
zRB~S5^!G>-n_%|l?VW8Vlv!&^oHd5HEg($8#nY-^7daYbe8#&=FNMnIn639}AF?eR
zK>ws0|8rD5bl5AlhyIrGf-ncQt`6oOyd~xj`L5CY2KGi9)Qt-*R?a>a@7-n7vD_S<
zgGlI!+Zp?9U3cb`8q<ZIv_r)Se4=!I4ZTb3v#~%!k0R??_L=ou_opMO+s8LzN{-+`
zC@z5S@!amH)+eRg8iJPBIQql9m7N9ThUWJSXPSi<?DS}j3QOgDb8YL0wzjH%Lglff
zUysO`d{7(qesRwf2bHUxk=_66(m9t6a8>hNViV<HQLh5Hp#-8XzdPj#C4QDGaB6R#
z%_qK96zYEf2rMC9#$^&G)mdhI#6wx1x&r-e9hs<=)tCC~k1%&$78ki-?-;5S7NO3M
zFFU(*oFkn}1g0B8Wa{K81mA2X1|J!a2$VZ=FipV??X_;$gKOJDRxfuha@{e{IG0%(
z!n~6zy7VKNpexzSEi>_YM3gpPLj1F(XA3{Aud^%UCG>d@bppDXjNj7bWQXNMB<DKm
zzm)9nmZ1?;ig$SD%W$hPm{r`ym-LzETCXyvn$om3KGF1E4tH-NzoE_j`$l!0R(!<y
zua8T5aGa%*&5!-tr3Rku2l^uZb<hfcv#mBalZGniY`V<t=YME-r7j1iowDKjT@}wP
zb?!Ua2$@`sHuAekd`Q8P@dak29X)82-CnY}ZXa5t{LQ-T!E5=qSXizx*rrCQtMsoU
z4v&HS)Fq5cRyb%9?-}o=q!a`Sd>T^2YQz(&>;4qGnhES*K`v+ip;_{e8+<%jyq^^>
z?k7QnCRNH;y-f|%jPv53ROV&(2f$K#GmKsTeiF2mT`{PcB66xHIy4j4L9IC>MW2n#
z*$H~e3rO7!?~#0C!h{qHT^7FIPK>KzrDsIQccREvw%$?xx0~vJOKqtP?g&?B;8*|9
zupc89cy#;BQRp3K6C@Tux<~D`XDseVIfIq8fmP+vrBexPm*{DUo#emJM|<v_T#ArI
z`p{`2^L6jZ!_6n-E14%(W3S}iwV=)VBF*)lW{{a<`Bv;wTZC}U?{rvI)qjx6ua;lT
z3nW0_-YS8N3mww)6$TbwEiDbb;M}Y;{NYlJI;eT-U~Q{(djxWk(5$zPc8kbnxvw?%
zG=y=z4f(YwOCtN%Ie7N;8jgKnaHIUi8E2TCx<%!?<`r<)hoya(@o1UdcLv+C+#9=Y
zqxWWZjI(y94T~?f(o5^aP~Nvu=^3a=h<>J(Hq_j3*`6^^=p>R`K`@L@H~;>~FVHon
zr=fWTm-#8DKBkY>Nge|xL3Q|v8@Wcy0)Gf7R?UTB8zHCC{pTky`tr}s|0Y;dwqIb}
zjmKUcX?!!R@#M=Nv>r0f=<v9<BTC^%JMNIFmeA8*63{H$tt{$bu<FP`Jo|ABAQ<hv
z%PKf{%&Ro`t2!L|vUAa_NkwrVaknGi6l5YTPl@*Q2Gr4#VfMbCEoOgY#d*@EwVqRD
z?Pu{HK?~T!8L5{<DB+qei<|Yg=LC}TKW^@3K}C8UGtjqc-Hp)K-(?u$Ua@<?(YM`C
zhB79VqNjo;dVekH8qkx>^-;=$vHH=_^5cX~hE*Oz{H`EAn~8DcG5*yW2k>WJa3zm8
zoL7Cc;#fV~jnpeYb*^=a#MuYy>oq=CN)A0eT)^$XaP1^-+T_~%`SGtcrFD7NB9(b&
zT1gaVt?0^xgZv<1@580){d&U^b?@xwTcEppjQpkvl&3@^e1(R{FyG*_!NW#{wI098
zL}}UXYp6)9PUX_gsMeqHmQS-DIBA%Du&3`J4xHNzn}Z+U9+=maqJ6cdlZ}t4?3wXv
z`$BpX<c3-<d*Q9-4|0uDM{o|ZftkDY_i<l3MozyBD1qEAM=NY^uqN&%sJmOLr-4<2
zHFo6eoS>zJi9dgD&*8~RT>})QZvs1Oy=Eg<wUM0j$Adk{va|soIxkuPf>04jPZ6q0
zF-#M+P7?KyznH0ERTIEYD;NYbtrpa7vVgm1@`}D2!*@V^N~8ZEuUz_c&vyaQH`c5o
zM_t(L+tR&LRF{P^>Va6FlFCW>;$slqm6hk5sRJx;P7J^smnWpQ9_0bu(9ev*ggDCa
z`XC}dDbF>>mv#A;g%$TWT67Erq1Y0FbT<zNX%l{;MP4T|F<1Tq;(}^6=WHyP+*en8
zGVJ$V#f3xO?xXm|T`GfRie5Yn*@O<yJ+jHO-?tEzzHsOsl22g!J&Iwwk$#5n+8Lc^
zr~p7If!m@sV%Lq0*vFr!Wi}tgXUK)OHD@2e%ikuV$1-7F*AX0a_#(&K3hS)MhZ5=!
z!nDvV!C6Fc_>NbdxArP-U@;!ah0w(?;3iz<UOf6}Ve!k8%O*pe;#sSVi@@m$$a2)x
z0W|*2KErg=x@c|JSyv03p>klZNReJ+E~E*3Z}Tu}^gC$&LC^*6R+d1@!$rS8TBrad
z$ZVo*0omIEXUw!E+q~|yR0Kr7oL-KmdE^OL+J2RohDhtoAi8YhWMRv48I3PLF7uBM
z2eeJc0ABB}m?#OUY@g<szA%W_e<BbV-lz~NaTGjstht)+Juuj=vNw9c*mC|&kf`h<
z)2!5L<qKp_ra(iSo;<n4(gwU$6!sseSB6xn;Q`1LXedNWwI2;T8F3&B!^6Vovfnc`
zctx^e|H%B2exXX7Y4;E96#Ws<`HAJm=xP1#r0b*WGd*cyCg%jtOkaN$i-HA(R@@L%
zvZZ>lf&sssxIm@XnddXLK<j2ICMc$tjIg(-3wEKoj*LBHc&CQkhaiEp2A1?4*oB_E
z_=hS2%?ypL8cSGKUGuRy$I>!o$b@r@C!O$mYw;Q=63&01lqI1?XHoYPR=ty=;T(K&
zVx(k|?gEu@cYBf^2$G8qFlpIAo2~Mq?$q;0cK0u}xjt|&GU_O$7##|si37;bZNLht
zT}7Kc+q7-H0N<xh{xInwN-P4E8uGIK_MoFdRQ1CDH>!hlYV$~~18m7~y>hkR*!O$%
z9Rq&dph_If&<+&aL%3~gespN<xCM$2qpfESSX)Oa5nf+O9CDbg7|RqXm@<Xjx++yE
zU#K74&7^`IQS3oT#SxZYJ8|VkPB|2+qP=eh<T(B`MC1`~XDKUo{NM`SZ0~XBK@bJ+
zHZ9~fCz<}tEQpD=kO!)}UKcP@?z54frHIGNlDuwMb>|;dL_9bhStT8c1_}@ei~DLG
zedK@Zi|0vDC3}nilkz2UmPsd9j_@nTSH&~K06BgIh5EtDJt}&tFVY9<keW1oVp*Y$
zA5Z-6euCCD$v4zbF@!_I6fm|)Z$}s(ui9=P+oK+k)7;(nujM7N1cZCW(EA?tcRgg^
z0vBledih^UJ$r7-IfEe@uBpjX`Tm3TBE_o31w#W=DZ>(!$PcbG153Ip897&OKqx@}
zuZC!eTvTDR$<W7R^3RD1>XxLuq8wc_;zx!*$@*jLN?eFsL8y}D#+fZS89h6!Pq@{v
zKq8O4?@%&*e+kv8Q=~+%b-Gt%=c%3Mum`+q?`6p=PRuhpC%LU*)nYF<h1Gj~B_u~(
zE<lveOw7_C^ZcOO0rB@MoWMXZE}Ab2`}x8fqJzH@zl#0yFcbFIm6GJmGi;Jausos?
zFW{0fT8-P;BCXS=Gx^oCRx!sjObgUKvM4~{ON;N?&yWEnmDCoHqYvkIG-__m(9OOx
zsn<UHM2!J4*UCch*ER#J+z@>&=GfxA2jKo%4)tU^&5%Z`a%*GT`8r~bF{=?$g`G1f
z*)_2)%92+WT|Wtj{dd2FG@@wSBDqDz7HC-|oc0sTeK{w7F~FVt%6&qwbr50Li8ex;
zCyH~IJzXp<)V-hq&{xn~89EzH>W{jD%^dWQllfp}71+jND4NGR<k*C9c^UU&HSkq8
z-;4BPHk*peK1r}0q>uFAatI(9L3IO0vT=}9yEwGoHMOizvhi-Arcl3WWpBqIo#I-b
z*$!j;73#FhXl=D8U3E;R%~BHzfq-y|YZ%X({n1c@0O|MOB%072#%IlKVNFHV&R#Qj
z{^c6GM{j&HO3^in9iG8USG7Ld8R9c!9gc6)y-OTKZWmzcha*<%@3o*godrt1jCR+8
z+@BM6EErGjUn3wJ3*SwUSB0cW_R=C%W%%7`Nv~s#T-Cf>wmVguK341vyR!|S$sT?S
zyGFI*OMg{1RCPW*tV5B$R;cUUAon{)15^yACClCR-7IzPV#Z*r2&hWDtR+oX*QBKV
z$S|bsVC6u6TuSTE+AH`gRdM)9dFC_b(9{cf>~?g;P6{@K&0@a4RJVU#u~R$gS!!1n
z?>&95PZYYOg7JuPzBbZhY(zA(UbT>uSGkYxFz|i#=i_Amcd2Cv<1bEEXXU}C{Fhew
za4E;t*%@gJ^7)79Pc0TY{Z|6yO_?3kxZhz+;`yHeh)WfWuC~)+pd0*s_A&qSb(*Y<
zh=ofG(oxOiesbzLBs(;`xjB7XLph<*gJmjnVxiN$)v7+mp!C)dTUx;xC|<B^I7R$<
zbro8wi3*kK$DLcCATVQzg6Hh|KeB(2agaZ9jirq6@+wL`c20d_oZ)A82Ka)+DogL9
zKv`DOIN9q$YL*2iIfR;eBDWE>5z4;a7|yh#pq{!X$~}6-lW?W1;kbUHDDrU`0%MH?
zhpv~qk3+;rnjx}YAQeLv$*M}JE^fA`WdEM$s)1;9$*(c8Yr8H*2-w%>BcF(}Xohg2
zjB-r~c(?#vA8P<bNYakHP5C2+N-?6@3g6i7!sr&k{D`C)5YX^1jdRU)xqQt91n?r&
zV-aH(+~V<GErb*9_79C`Pdd%$o_7Gw7ujxi)?!D-ofy{7Kd}qu$Q>g-wFq+|p)v7*
zP1%$&TBb8wnvTer+s&MImfI@!HG2w>(4eeM7{OP+uYdsfrsJTktMOgqqMqGB(L<Hr
z827+N*>q$qu{7JQN182lt~iu|+T5jC7auyAoy@Mw+^`%-|Cs=!cPl4LpzZlc@JA7N
z&gWwEM#(qY{mlnuIDkR!jXjWA_w|X9yJ_Bv_eAUm45D^CXGo!s;h|bAxgNI4@TS0!
z0M}R7%k|o}suar)@vKannK~1b-R0shIu;6Vt8v&z(|6)l_Q>N~KA2O+*98`f%@)df
zd;t#$K1Vy(>s5%>@|*jXEUe8?rr>}H!{WlpU7yx1IXfh)cGyuxYRXT*+#>xI&pM9;
z<CWw7s&szNsoWis2<O*a<KJqjD3u~jE`*kKGjg<UrqXZ;E$TiLm_%vsbQ!AHyS-Rf
z`P$L5|9x`c-gRA=%SDPpm=rtEUFgJmDsN$JE0d@H?f9?XX7gJk<B7ek{!*K?(F?y0
zx1HqKqNGs8=oK<iLj_y^4;Bgn<~+cjL%egNPG6LCMUeh-xGmYcr*aJnr?_z$p@5r4
zR4_AnrwtMd(M`Fr5lkr0oXUkv^ic5Irpq+NE8t|J6*c?(9n&$WnlP=OW(ZQqM<>k@
z17grjUXBvUtPOMeOKY5Mgkm3`E;f5m6f|RII2>+%`T%%R3DM)PXjh7mPXSg$mxy3o
zN(|KbVOuhXhhFTx^YDfKZ0W`Phvt=-ctd0)U5E>(y&39vy8+Ab8gTE?NY`J$jYKkx
zy23`j)!aro6Z33gqs0heW7U+BlBB9vlz&GWra($`mGDlx94LS~I4P<wzFLI%Hotd`
z2&OBJj?=f_eWwwHO<t>#DycU%ppyO?*0-(bOxd_Pg=o(8ns|>-VX)7@Xl*T{hBf&O
z{`AC!9DWPGS=gS2w56wu6<AfsuOu7=ECDI?{-1GebAp5ugyYHsWdodNvBAeROI*wc
z!!D+7P9D*VLB1%s*2>8@#reGJR1uHZoTJ(CcqQ9*V5v{x>b;&GA{KvzslF_N8%wA6
zE^*fm;Q9Oan8`?iN|Q>wkaYh=w|Y#^5+ClMz|`CM_tb^hAtitMi+k6)YW%<Qz8r2I
z!3gpfnKl~f2ai^^l^WYlEa>&SZ8C)ukwzt`UcfT`!f}uz>A9KxR|*~$PC8o$Ck7uN
z^C!g!vL-r%@7#SP+5Uja8&4+Un;lh)L|@$RpEKR*Kk~WSHt1f^6I<UKNBOrKv)nXm
zLDZ3-N{;xV$q@z&WI|{(1QIXr+PYBXAHb;u%EjOm6e%JQpFcPE7_1t$yuNO2?KYx|
zetF5yC{~&8g=|&aw6HK|$UN_7vWw~}yC5yJTw5~MnzZ~=Rh7QJj8Qv}<pC-5_(OH0
zjfhETDk^nnZUTA=tZ~g@#Hgwc{3x3Fd9HY|5-hvse$Yj*tfZGR4@t_}M=9s>^YnN1
zEXXF8_5=mtOd;hz6cAX>Jx;##9jzZ_sJ;kR8ZYd{TDrUA$PFC!J@;OiOkC8_>qOuW
zYEMu9(SLxS3un0%4_us!8j`I%v7{uBn`!kQ?6Zg8K>i0F0$RuB1S%Z91qr%iBU;Ya
zm$q8NQJ%5{hK7ojQY2DY3wcqq5b$;~C9Dn<KPe;2qkXK2v>02s8927ZT9kwc_&1p~
zK?uCEhxwHBwW&f}N+tHW1RaETeXq*>mGo|0%a${s2N}2#eHcU5_N#8Cz!sHN_Rm4f
zcf-#zgJ_UO?+E#_@R(SeUOTYY8@C)l!=tvhhH6C?Mk(}c$az%!`8VU(O3tprB)CTR
z47O%tAH-eFOW;>sXZ}#fWYR7vzbcV4iBVG0>&OSf(i8oq&m$%`OO3HYd*8!$)&PNq
zH52~xP<d;9Mv8mI*N(8P0HnXR2tw&ZR0Vy)kP2HCuOgEtGguEpcAB)au%+sw`XAI8
znY4cn#XgGw^YrHTXX5@s+(~1eqY?o^W7lHuDBhy9Y{Pz&QN>0Tib+;eS<}gFvK~vU
zJ=_Un`*a;=tPlOb?~*-Eyx>w?v9ym=tUI}*63HfzpUdQ?!Rs$xT)V1BylQ!;z+zC>
ze{fE<(`5>$R?p>oK+)x&*F+@(Z1zfE)=y;QAt)yjVZbfqH2;5oq_5qDu|N3_9$PIV
zAm@xhH=QUO#7{pi=<jHK!y_4@V^Z0}-eIPE!N>*X;61sYUv~|AD$R<?<S7&xb-To`
z8T9zjUY;y-hg!ud@eplxF{Q|uhnkcTP~2Igz~$K4FGY%%&gs?l`(ATlSytmc^B)jl
z`EHdwN#~gA$@cFNTwi?yrC<`>KCL4VN8h~RVoc&ndYgWeF7$zHNT>$_bH!rf`N3bj
zSz(j*XSdGPWLoqFI}6}7F=JPFjb|i#>g4=SR|>R`$_}*6Iso1bfO$l!hAmF0#e2HX
z5DjO;t?0VU0NU4n2d~onM)?;ohR}{Svv1&h30jGoo$a+@XpC*Go-B&NI;ZZ1p+_ro
znELYGTqJ@LUha%osSJ7yh1%|hn<o~o>HddJpP-H<eB3qTE*Juy&$vg}9q#T_z6=W@
zm~AMdBB;6FVC=GkgM^nXqXJH)D4F2bQazw#`+cei71?#PZX#VYY@`K2_B5#}%V~y5
zp_H(%yFXvObF@RE6eGu?&3yl7r%t-O8ixdHFpaS#9*czql8hQMT4AO?uLLTod6ko3
zZO__AUkVMivONYKyE^m<BuRA4=k?;%JLUq9fwNDamh_xRZta}pa$&vgGYLz*&NxWY
zk>n!eAIwy@Du^1k)Pgu5s9r!Iv1wq?)i;nZt*=K;)n`wP+uGa}j*{>7m>M3CC`-y>
z`t{B-GLmeN(&Dq|x$nEGEM-IU=5DN&<M0LOFRK1hTFdez9?P%iOkUvX8xz@4l`k;+
zMtGLEVGl65W0lMY+^b7knyqf(*jqQyvMUNNt;L^x)peu`F61@R%&!67WkscpSoDA}
z^v~+=q+_KGV9_oFP)y?A%gl7f4V^mDOyNi8AA!@;QU=?wBeMxeM~mZzPVgnI-qql@
ziNocsj$d24J^FL&t)U7Gg%lfasHT@FyXPVNyP)R}s%1yM?PL&~leddEcP}r730K3z
zE>^3I(@<YEiB=)iKAj@03zD4886IHzImscPzo=56jHM;s3lU67wlxe|p+c5Sj{>1R
z-5RZ-3eC<Y*=nMgyAGVB%f+AueB)JE8c(y$^{j}u*w5+fcL8Co%IUV3r8Y%L$!X^V
zji(viR8pQXOOAQ;y*RhAtAMcpf}2m*GBM{GQxyoD;+OF~sGS;B1K&%G9cZ=xEk<W2
zUQ%$R)_4HcNJ_7?>-%i?j)ni7vwG!vrA<EgrjZ=7mi3OK5Y<tE5Pc|u-Y98Qr+i;s
z$oTn{Rv#uxgyP<fUH*_x%+U~e2&2?7>1P?OUzI+xXx41YiOPR}8Rv{Lxp}VeNul4U
zf8j)^G9D_Tm?a3PUWT*O`0CisW17%Z)1cqXrr3Ep?~`i>EqYgacaK;0A$(@p-Pe~i
zwZjjuedj5FXoG(rxQ7+4dTL*NZgxdy`t49~Rn9HsHC>ZrKYL4*+R=(5G?hHb^B}X{
z{HUbv>z*xt7!NM6aiXRjEiJqAjHsoh+GDC|a0z)Bt0sntzbO3(T&>Pr{K?n|-uXZT
zp;q<z;g|6%{RQ96T5{hrDNgyT?Ic@St}8YwzgXEb$Ml^%g;LI3XY+uFCW>4@)?b&v
zQcUY}xWKfSX6b?8kac5<sEKOwGwzqrg?;~nyqH6T41WE9Sr{XR--_2ODT&f@$|Im#
zKh-jT+ao$$?pz?5ZaRhfMad^?>IIqWDyYIRQ&uD$Ju)Uge?<=0K!HCpQ-LH(7kytG
z-zWSkD*BvJ_S+f3a$ZXo@aQB&4Ka^vAYeGuT>o-k$H+o05=%=KeFc$E{zGfCDA!7a
z*9qkkdxzcS<DUH3TEFn&=vZL!-HHgapX&lcjs3+v`*X{x>iRl7mkx?#-pjvv;1i+#
zEwrxHKq>4u)70{BV+3%BSr-YO{g5F+&(+Ols;O(Pi4o24Dw3SXWx%43&jSOTWF4}K
zboCbuy#)lukI@ABk}P~^UhXDL%mZJOA@O8MOtCR0!0-F=nGY+NrxyDGxTxMK5|fKP
zJ*RH^Ict^3-(k<4+t<PDe8Mz1V;6y4(VTrW|IkL8K%sBO`F`ETDphHCi2}#0FY>^$
zfqWeF)S#+zkL>)zz2H0b$I$%8l|v})ABeRwh>f*~iGI#Ub?Iras<(K4@`2sDQ^Yb9
z24kwPtP7J2!HQwlz@|mLB>JISYMeCFeKwPMOraFau}e=j%>zXg+D=xyLr^=WJ*yLO
z>&pY@6ZiZmvb{=iVXlp?VKZiuBQ6<TWmm7@$Z!I9{ba->p&6HXX2oBWSk$F%K6&)&
znG+c)#p=Cw)f|Er1~gf2!8+@a%mW`+oc4}whxhcqsi}*35{y}9vZvER<Bwh+X8+nY
z#gK5;F|*cT!Z!wu`&6JV<2;x<PFIBez?e?{i0*ds@LUzOOA-y^J_R;;K0PbGQI}Cb
zQF|}8QBr?NLs68Ys^$YLs<P#ZB8YN0Q9M^*=@W^%<p1w^G<sAco$<x<$+lBciH_JC
zIlhl~&-PYsUP9JnNYFqX!nvR^^8fAyK&j(jO03b0we8{-gI3u<p(JV;>!-(I)o-Z;
zvR{};k(EA?!jUwDhpb^j!YI!s_IT6~DFa+bH{zdW*-q>~MAujs36VyWJ>6~17-#7x
zP{-Ni<;GaKrDzucSFFN?4z|FP)4-fWc`Yw<OKSP&QmB6}XJw6;LwwK#)&@F6;{WVr
zWDM3StgHd#sFX9^_ps)bB&pZ}98&H39f|9FLeQp%^=6h}hUqUNdGHc~-+|dM^0{*>
zYhF8${kC@686>SRb;Q$-VGQHL3jmg31=Og2>!2qVyl^5TOhOOaAoczpQe_&;HosFr
z@{Kyfh>W@RQPg>a<noT{7!}emPk?Q#$O;3Cf7N@$nZmmueS<;EnpY7|G=L?dv8pa(
zH7Et<;$h9JvW)mKN)m|YmIqGJqyCW{lrFjGMWU|O!<}TFQ&bh*`kdrj(z|?1Ti;?-
zgi<+gjxg>A(?AL7?-Hl6sFp_TNmOB%QlbOQK9zsUpxpuL5YGdR(W|0{z~VncKsPS2
zOIVB&J@cT(K<D$E4R&~q>K(@3KeQV>$eN<x|GAwtmxSek5%KX6{o)_m1J-}0&(Z6r
ez&p?r1`BHXa1q|f{jaCx{?EO6V0prS^Zx|_oEcaE

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-introduction-statistical-learning-theory/images/image-5-Visual Data Grid.jpg b/apps/api/app/data/demo_documents/stem-introduction-statistical-learning-theory/images/image-5-Visual Data Grid.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..ac100ec1e9c7abfc75dd7f0adb505bb833198036
GIT binary patch
literal 119414
zcmbTdbx<5#^!GUgPjCq?L4zi^OTq)gpuru2yW8Laf;$9v9drl;cXt?E1|2l`0KtM}
z`MvMfZq@#^ySJ;mx~gy8>QCP~_nz}Tr~fVg+X4_M$bsYlC@25`%F6-xw+fH}U}0cj
zVxVJTVq#)rW4*>9!Nqy=28V)(7@vfOl8%;!lA4;HiJO(4fs>J%`n?bv=SLoXettSu
z5eZ>lac(|--v1c{1sfY1=M4@yE-pFmJL-45|DW5x9snU0%I>QQR1^llD?$`hLX>|4
z0J@j=L`V5w4e)<9lvk)|=opw-*stHbbZ8_1yh1@meT9aKj*f=*(mUYgIRK3io#-9U
zCk$dWQ%nX|65imXLM+D5b-kqOGe{;rGq(`z*Kf(lDJYp)Sl_d;^9u+H35$rz{3k01
zlm{tjXliNe=<4a4TUc6I+t}K<dw6<zgMEBMzlViKL`Fp?r~F7wOV7y6Dk?51ErXO-
zRM!7$Xl!b3X>IH49~c}O9vK~*ots}+Tv}d%Ber*T_x2BdA0Ay?Uj4bgxxKsp`#)SL
z0M!4D^>Y2+VE+#;!WXVrXlSTtnE%6t^2+<=L?uK+f5(GC^hpiV)RmZlHyDfLb5dbl
zFE%5eI+E1PZRYh`CVm9-#s8rFFS7r4U?Km%$o?;||C<XAz(GZMnLJcNfE3_%>1(uZ
z4$3IhO_k<1;i|HWb5uBCx@TOZ+P(JE(xdPAGve@1ZEi!R>|%_!qZc3U^t+ucNxmEl
zj|0+Nh3L1A>Et2~ekxHroA}@e4N<Sma_qBIoUm6P@8v{x{T81F=LM4}tW(XUU0V}K
z5mHzUSRUu3hHC?--6xmqk2~MwhZj4!%}J!?uG&WFdots<4d(Na)umC<ann!PotgE|
zY%}W4%-0;A>F>PK4p<xQo$lR~UHdll7!2$S!Yy3-lnyQ=Goc3Cs*#N`Vpq7aNhK~F
zcBC1WQB?H=PyYZ)UdLK;wGBEXMQOuO49vnw#<ro-jBf=NDaIPe^dZXlM)z{ttRGdJ
zX+82#O^n?{o%jORNngxJNJD~rrW3Td8K;{=q-SI|z~1UlE1S{sbod!n$bWo{JJ4A?
z_Qw52Yg6G6pE@3+V{&!9aQQ8~PFx?Yq0;h=yGT2@dGbHN`^))V92ZUVa;e3H$iE9i
z!8^wsyX=(?gj6mgQ@7O!jja8YlI__u@BZOu+IRBvC^%!SSj%XCFylpP9u!;79o4sq
zl$^(sTcna|^Ut`MT*b97dYHP*Id#O`l0GseZ-f?1`qDK03M%#Iowe$=5>k1kazA?H
zKJv&m<zMI4G@ycqH!Fc3s0)<?3K!-(Gi~X_ZGso4`iR{jWDll{Ap;>mhd_aKaOv3x
zaa^Vgxjw5XCU()-Z_4IC;!}n_dtDC%jH$MD_RWZY9cwP_kT9l8uav&$;Dp!Wsd!Bz
zS+Z-^z4q0Yyngk@yp<3TPUYxtERjRwZV0&8;6mqHV=ED}!N?a*Uf|_9Yci&Ui-ceF
zVi-`Hda<tS!)xT6n$v-`RP3KOdN|&cIfU{U3OxNNe=4dU)k^FHe;KZ9GR=HO@%jQD
z9rVwaSUAxc5)4aIcjw92ExdNR?~!7YOx^I8YPa#H**=bR;)z6fB)*b+V}934gCBTZ
za#jQv*=j9GI!(TV{TD9e<GetMM_!*4DhrAA@H>844B9tN+C#CX*33oLV?AnftXo^#
z8e6hXmtjoV#Xu)uvq>Q|rZ+1yTPu9(J>je{3&vI#wi>PLQV#K*4vs4+Rox-%L#(-9
z-kCqB1cTjE%(1^YgH2;VU$dr3LT-Kap>iwhe&4Sm%bM3>poC!c8zEjMBgKiR))U?}
zMvY^`XnMvgEfvvA;Dd<7agf6q(fD@CujT9aUEFuvJ{{%PsUKjp8aKzQ@SN_qkL2fd
zo?%u~9~pv>wdo%6--#!|mT^`Q?m(&>XDR)1`1eu&Y--F8;TFHwZf<IvHilCwt^@u7
z27@qd)35Z5?T%>%xSIas;pu&>?0)2SewBY8SNrt$Ww885S#xLiopmq80)?6(5^D-!
z8vEo$&Yi}V330h~4Bs!6+)f&$h_dnrr-(JSAZI2J!&r+aPU{~=hN9Mm69>c<lzTf~
ze8-&{XDRcpO1rgjj+4uA_wp8Ab~T+;2Zq^QK^Dz^S;v239O#K+wAHPk?QdReg+zl|
zYQ`bof6S)K{4U();;Grm<(`!<q0o`mr5n&lh~#hlG8yEAa+pqf)j3qlmD`l$^h=)W
zd1R{8Fd=)w1p*P?E?>7-AM_#;dYV5RwOV_s7a5XlsnM(yUf12r+DlO^{8I@IRRj-&
zsx@Oj?I!~4G#49I-ths09A@yK%xL&S9ef%~9h>-v+BaEdA6>Q)1J=869j?$RUw5tN
z@iKYKoN-Ql!^C1sIf9mhc*)dB4Kh)uS)i;a^~HYcIni;JzpGEaLsUxHm+)t;EOAf7
zjZwdvMrgxhL}-q$&X3K_H8@yq7F-fcdVq2h>tIw?BU8I_c*E@2<fFi=MaB%P7&cs@
zaTsba+M%K7_?Tp`?HgFUWAsMhr{D4TwW7t)!D|&>7tz=KCb3-@R`9mjWM6#d`zMYG
zaTAAhI(#QcQ?ib2-n-r4L~Q@qAojfu3B)=BK9-%(-)w%-1`!^)M^Z)z>52^1q^xG%
z>GFOJNY1}bGImb#-JP?}0>hj`?fCjgX|iBcIz3Lx$RE-w%t-#@%+hG8Qm?3{7Mg@o
z|MM-z0H2*s-tE1e)f@XTTskx>7U<-zAEPMzXBcVpcVp~ZnEUy;N)tnoV%icdZA4@1
z37a2IwH6ZvssN5}XY9{We(#_BYRNSHAtVn=IW|Ikik^IHV{`Qe@+3SDo9~`I586D7
z*N^^&eK*yDM1UW}Gvt?Pu?OFfzVEw|%h%GeJDC0lSoL+fHaUIcIN?$}VVG5a>&jF?
zC679qTW~vUs57osy-0Z)td|Sb-j(4-B;5|F*w1#@vPS6)1kZYetm|fAxfBG$#20@K
zh;S@xeH_E($m={{y{&*T6rGv9ir;U+#{oYmFPxdpv9!cFkKvfVvv5e1h6P4kK=TLr
z1~J1LDOj?{KB4+QM^Jk}vk%=<Ym{}NjQQTF3|(`f4F?!S0iWR_ltL|WMuA99UJjTf
z{t-(6k-Z+&Sn<2#D*3^i<NNtMmiA~|Uu4EV0Jst&%*g2c**<|Z+QYV@)D5AUxstni
z(;4yj+zWd!D{5J4IM!VRanG3_*c!XXcS>-K{dqE*)4c!6Q}y5Q#D+B71wdYvo&;ja
zwq)WdSDs}YBcoAO*e%SMDp|9pB2!O}ZnG{P-hP9v4g_UHF8TRKhz0m+#c-)FsfCp`
zru(wNRd^=B6QXm6lpz)7od1z#@Cd)j3u)iP8+AmSVqE%-mnx#?`>QAQ$h{`{>OJX8
za_oK-n?va(_Ksd^fXzE}dI{HYdlMhNqFT{gF@St3h+1${xk~xQvqU%6ri^J&cY&9Y
z6`s$QjLGaKhef{?!l66$7k4gM$7TUPZ8Z;Q7xM6>dCt-J=*%)2Ye;Xk0BZFQpwZTF
zK^U3Zs|6>U&f`<RgR6JFX-!tD=(F%V<DdkGi732XAjq@<ulAo*j#muGc=U)r|9HSB
zxA85#T+y@RQFH;Jkco^O!#k=}<nz%pK@ueK-3QTgGmLSP^oPF&D$;a_5UmI*w1n9P
zPueuprRJ}mm2-9kpIk|Zl&UxjquGvn<x~$1|C6Lo&}?n*?rLE(MXi^`mu2tN>r}CS
z)04H9H5_}Lxwx)9S`!t!^Q0fzLz{UNn92h!WhI@4P%*Zc(1AT`Dd+6~6A*O&rhkCf
zjjr4442!3ZR&5-7+*@UQBac;+mKStkc)4N%16J~*TCcl53XH7+1-rAOJj>$u*S{eY
zQZc32Fe}9A`Zqe3caH6LtD_|L#Fa}yJdwuqNrr{$SiO&SCa3FC+>-O(A)GwZI<RNq
z`7{1*BG`?=(1TLW1WzAc|K;$${RgFs(-jZU9-jE=FeX~)5a!S0=<DCjV(y;A-CQ$&
z0?wlvvaxR0Oyr7Vzq!c;ROZl%BCiL!G<~DVgtsc_W?R-3rL)xBD?qe&D_<(M@(6H}
zV)Oe+mHp|bHtm8w`o!&J@S^ezqY<x4mDz`viF|fqeh=!;xn72VcJvrre)qpiPqZs5
zuGY1cuL<xbZ7~n-tjoHp(HQjZ!kO_n<$hmiP#W10`}j?W+MLEdy4{2jeC9o097k?$
zRwt%|`cTv+`Lk66sLaWctezHm+v;gATpTagVw4QswcP!9ji!mcEx`?BZ;q4~9`5uB
zuMX{(d^2<U_82xMc`x!Xuv`A;Am08*JQ5Z-js=D>zs|$I1s`tY9J^(!_4>)T8vdmf
z8!7vIG4i@rBU;|MAa8jM$eR%?64*~;AC82U3LJbdZOb+Am0Vn(zgW61V})1KC*{dr
z9;k1~;61n2ejv+!GH(9mI=kr;>oU1+V&z4d9_ew)0eYTqYgMyOdRRb@kPy{oyURpa
z#+8U>eK+aw5~3@0*<gK8KIr$m*gK7KGUH*i1mdPdUtYVDluuO>uqC~<9yc$%kB}LC
z;+QKmnlC9^fZD5KQy8C{A4+fx=g}@Y%jU)x)vIWBy(au7S=5xRQU58u{X4!l>D50#
z@P3-3nV#Zfo!*FUmD3+`iC}7vW7UP)lD4kZ{m7kuz;~MAe3fghDt6b_@yN0Y#Z=no
ztgw>mBC&GaykJA>1tZ`9rBkwNfFB8G(D%F`_KQulNuRe}nL23#t|6*_yRcC=XIo(e
zHB+TEM#^p{6Na%?b!lAhS<?1(Kt}np%STOFKO`M<`xNpjeKm=}p~}sAlm?}rXcdV>
z%{o*O*Lxe;+q$MvQQ?N+h8G&(v}aoZpKTvv2VVJtu%2NF*TwpZIM)zcJ5N)WqxMUQ
zEGdG+dgyMO9BpwH=ux(8Rb_h8gLK{^1lRw*Y+cbl$l0ZONO`N(#l`&uU&&9$c_(AV
z3F^cE_p1Df-YI?hA5ThhXGC;AJD1*>FTXM8EURPP`c-@wR*grdMU<sBI=K_(yiUyT
z+x_ho=$`5(H5<T1l{#zl;ye;Q2Wpt*DziwlnI9W}niUNc(7bT05aEi~<2HhU;w^qy
z3F*-ALIlvKAl6n0Zl}Vi$Pv6PB94P&W%YB#ju1!5`<-_~(heA?^V&;sRwe|XQahD+
z=HzK)z6Zf@-Cr#rdDem*kmn?5HOrKOGOYROkpy=7#PJ*=xOt1znSz;<$6@9T6!a5L
z(_L+3{{vu6<X_zc@d1~}Ox@{})?O`MqEj%dVAhge?dKvsy#0JuZxg<-8NmaiLOH{b
z4Zt~g4H8DJsHM7KjdPOR^lCFK%n|{hj>@!HqaDz27y_9)FQ2L)6_BmX*GG$@je`qo
zYV4y97ue=ssq!*W6NajRWp~itj`SGi`7bW@qwag4e}Gry^!dK|y?N~E>LK=QW^vq$
zf{7C?ZxV%fXnb`9H#j>$uv{N!zH_SRo_rW-SosikXM8kwsW+IhEPit^-F+A<RJAVl
zCvV%@{VV~#X>jb4Y!x_2Wgc?n<X^}*yf;!0_%G%+@S3!*zt(QnWay?{o4KFDKa46I
zkwfjb7_d3Ov3zSZ732D9P283`val(1HNnoqe%5s#QZuMctg-8tmst$<1J1B!8Hvtr
zU|Ry@-;ra|2%l<+>mcTrv{{JR70KUeC17-n9dDD)Ck51x*>35^Gs(*0tT0m0yYOY5
zHcA+rcoA)GD!@p1Fh^0D5=H$|46cUMmM4urOr-Q169#ao8)QPw(O$h`3^*FPOGO0O
z8_su3ijJ~IITo92jJ&dtpOC|U#Hjq;B~U-l+@R?Z@6$|TR6sIJ{_MX<7uTU&YjBt4
zr|75-J{?f|8B3r^ZIPF=pU(e|26yLms#Q&^tvJti9K$pA$)CHkm|a!!Oz|d6YJe)~
z?=(?Bb`R24Xu9;*cM)}Otf_6F!1kMMRRX{)w2HkgxH$}l7<N81N^R<{HoOBW_^>2j
z{@vcU>2LSXK>OMxfv#lNyUs+4yox@^Zf%4-@<lIcMj!1zFPs(!JdlbwJERQyDl&*O
zW1(XWH*t(JbtHCt`SmMNUQ;81r!Mpk?|NqC2v&M0ad4$P@oXC<)P-oD`z^s<DD03L
z@A<~TUG$)jN?B2p7;bln!@Xj&;!PkCZ{Lv8pJe-tn+=>Tf}J5dw%RRTV(*|2QP=V$
z&)bt3mlo{2_yy#H-n5h#C>OLbIavE4YQ*2S2;*_JD25Tybv4!^{QGA<HU9wL{nZ$G
zVZ|#)ukpukLc)fm;3G~?Fw&Vj;y&-2ET=}tavMV1Lr+SEA{7fgz!aEir^d`akfpo%
zLSVEpTClk}XTaR`w&zI2XUcxw;X@%MuU*>37*e1)D=Bt2)}yylt62Nuqx!El@y|Pm
z+Nj-54?kvItr9J(TsIvlZj6B78WWtm4})L8VgBokCyV&hl~*8Mp7D1SJ-2_CfI&Nd
z=DED!wnyn<-+ZvN;e2yRf1d2ik@?ZpjoBu3pP3EH%{g}qUc0y^%9@jF?AOh4dV&t!
zzvm<Jx{0T_&bZ7$ye<|)JNGU;8i)D#{-0<oXyz~VG8il^2tjkGNj<1FAllXn6Fw)O
zGOU55xK*H3svX!~w>4j{DHLW-7}SP`LM~A;oYanMMQWTb?)%~UGhfUXU;sP+mzAfJ
za?OM?+Yf<+;NI)cH*mXA%<K+AUKhR`&sxyM!GPkbvfF|3Tv4-X{a5kX0g5*Fd2^C~
zfbe|cqIsx+(&A%et>q7(y|@}02>ehIfB)>+mb|>%ChSb&FLcoei*6Jf=lUqnIIubs
zJHj{IT8$k@cz1bxZfm#vCl~*^);t2V=(#R;vmIc3>VQ5UMIyZw%R`q6s`<SH_ev1Y
z@+$OA87f^!RxzMSXjEP}H|uN!;u(iNDsQcuX#H%K*IuC&p3&M(N0*nzdK`4YM|ux>
zdyAwUs1l}(=v}HF8W&gEFSP}QHMH(F81&u<m*h^pdCSfhd_2D-LR$#6)A6ah<Sd{U
z1+xAfIF7x@*GE*Tr;2n62<WyYC9t#EOTF<l$fZ(hjxyIfWq3dEk>fV%c(}%5&7Whj
zq#<HdH|vaX%1EC6n*8+G2tT?*r`ndzqN&+B%d1X1O~;@9IHkE2D&ct=I6Hj$Yjf?L
zQEl5AU^FRD6WO11ZuC*#W<6eSQmA6?FbJnZRxqE0&q&syuAzMFAApbKYs-*icnxd6
zgv;T@vS6+0p6vVg-{`Vw_>6%4Moz~%$id0=Jw%($8O48LuaP9wU!UwYax3BEF5KLV
zVW>QggVHPKS>uE!=FF!;)>`Z-Y7I(a`LAH4<xc}Ty!_D<(Se`BhNJ~x`B-*~zBQ|G
zTb^olIV@)$!1@Ry#h*c6%&5lUrtm%q(f@qTnK-c5!{~A9SeL!d4R^EBvhgaL$VAhe
zchMvLQ4?IJ{d||W93;@WR@;Oi#<k|`{{WvZH1nu0Yxonb!*xrdiH<`X>-{bUUz~Z<
zyR=)A_*+e6^1VH_deJto`*G}pPU)T7vyT9F^_kViI9Vp0l&?6_^+;4Jfn>cbzXayR
z7&}h+7Uwq}pr$yizY_H4<@-=*<{VV)N}}BbZRZMYYx;KHq&YTBv-D+Zg`9l`^hj=Z
zqUs~(Cf$<zN$h$o$3Fsg%6y<Bs=303B(4uX_ed-wUaYg4ijLsUUAGmkW3hWmXQNz_
zmoer0puOPoXMcOOF$$uuxjqwz2*TUcvm2W;c;Ae5Wa8o^{||7yAQDKaio3?w>x14l
zw8^7XnCMG<ZuE3wYhGpua(K&7KJhvp<s}5on%tp+WO3+p=`ELYPZGSAdL=rq9rm6H
zawMYjBX^v@pS$%%3Y^M%UN-RQldgJefJ$u*(LeK?<hqt%xm-{vNgfzU{)uVI7^*8M
zN#ANSVUYCMoXUmo4{2tVzglzMk`w<0SvCnuvWm!u_<V)M*u(b^B?{G*5~`AOT_oTx
z2`jkUJNb8+hDymH@|Ysze{~w~x)st5kfr;%IFTtz-#Fx5c(H_8kx<FuZO$wEG<^&0
z8Ch)Y4`B~$IOu<NqYwN|tB%L3?M`VPj~&srfaIoOOs>KA3vCy6`%Z>!xz_#Nm?mJm
zBfVOy=JCNgb)hxi{f6s&oFlTVwWY<&o;pwi&50WcUO+eH#e=fDarlv2R$PzAi<#qL
z@WI<@G=_d1PQyRl#Kc6=u25>NiKb$9mqYF9AllS%HjZ*`6;j^r=FbEoC6Z>133)Dx
zA4G)DwW0nzm9oXmu^&Gl;7!&cg@}h)AFm7tn`3B|B?QQsG{LZQdi)5d4v)igBibbI
zs`VqCx7$bVjuJ^NVVV7=&53fZzk#IuE<d1frNzn|Z3uhU>kE|R_j@4}=H$3hI$nI&
zyE^t{-<jqgN!<}oiXLk1_-yltL>$t`1k&+w+D@|YKQXT5AlgzsG4W!joseZ3$<(pQ
z?ONhNh<=nnRVJ%qtC=_cidNt)^|inptuCv1ewGQ5m?JBKCO0p_r^MJKpk!@=nKvAM
zG=@b^{Wt5>pBd5O&ruA`bs8+v=6pk)tg3Dw+_a#)E2)%~6XP|WFY*!p9{}1$hqAt*
zSb5~t>^-;Ez%zuI_0V#VZ*IgLTks=`|3{^Ot%HYecoO<l4f?TY_!rXo91FZpk4N2c
z9#y&aeco9CS)t-R=x94F=Y|I{+ych|3`<`cE={=qoAaTsk9}+*Ka9Vwt+LZOL|%MY
zRBsM{zuaNo$|$bGZzRBG5HNu+8q*ud(fn<-MDVUhEjtXhr{9HzbdGG;Bq=MdI7t$s
zIbp$(UX~`O)9;ywEbO(A)mA@ckqt4%?*4LL#^d1Y(|P7-zVHJ|JYCs#X~H^?)q*q-
z+M&oP`V?!^?SB9?``U6|TQzC8eXC2C*A!@qoVKs+91Z-bL#PCH6IGmb^V>>>{9e;M
z471ant$HK7RA`9>+-%CE@xw5W7vD{|V$QgQvRYJJ=$yKq-i>cSnlLHvo`xfHyP^-m
z$_>#d<S_d69*hwnrsX$3&DeUC&uL*nrCPoZnG@%zmWFu>Ml+>m2M#7lV~XR1!bpc!
zCIc!I7IgwYENplBDD>3OFF%LoMPwytH(v-vSQ5|?+eLa?)MiEpX_VbM?004^-5nrq
z>T2z(1WE*_|NAsPwnYSjNsX1;Zel{hYRX(mF5gq_aF>$Sjqa3By6eYxZ-WF*KMO88
z!QY?JsJ(G1mT0NiTD<=A`ogZ6r;gd1<Lg1}P3`BbUG2|xC+ff3+SmKZTd}Q~zD^WV
zseS83g(q+J-%2^yI8ln6ril;r)@xlY(R_lwHK9A!H!iwy=Urc|=CL#hai>gy&EHlO
z-$5K5olH)Ysk=Qmbr0aJ)*+?p%Jr#0(lO7aJk*8@%m_y=PYq6;#0oXukK8D%p?RH^
z1xTaCq%xp&ficjP@)ZS3ioHdi3h=U$_qeUAwCu3?;^-g1jCeKOCR~h%Vwbi@TPZ8P
z3T<EbQ7K7jnEalk?jNAbeh!i*S54Lt`FFSQ>_(IdhHk8k$PSQ1EP}#st<lT`%@Z+v
zgAJD+IdZk2iDJ^olrG@CoN5{0Y<oBE+IlXEj#k@)Lk-71uy@OxhJ&Sl$cs#pC0{;(
znTj`KR#Tc+;_B{Y4-z+L#hgAWjjbR*oc}E@fcX7qon%=_sPJ7VaqjS9xjilI{0HY$
z^`jM2YA36gd;$dAuOaH#lrwE8&|ziP67>^nbuN08mVMS7{ml6*s4m$sc2`ZjER9XB
zWN}DJ_lKotYwb<~{)Sy1*7NAkSXIfp9#+)Cy{eIdJI`$aya)vmF-`eqtae}^3Uq&I
zU=#ii0G}*7#^;G&SNNVHCh0n9&1gq=b<KKU^s{I4zZ;_AvFN>@=a^tV<6nz;2HE5_
zr#K(5Rv8j8FnBRdYV7RjaBFeLI>-dKB{sSDdrh3=aAnMW%Hb<^IL=mDif-dqU)k0~
zpuSgwLKWmhM`T2Kg^E@`Yr`S<UL}d5a|2zL#NEi-;N4m1c5CjAmCQ;M>yfLbzw8!9
zYp2f%Bu;#2O)Xvo>fA5M)75!_p4xDmF6<)>H(~Fq9o=!{R}?dvdbZ${N#;v%9{c&X
zhJB{qmr*p?1Fjy`jrj1YEY-`|X&1zz7N+^T?599N1iS%Wx;H^ALqgp8HTF(K!sqcH
zKy+#L(a4mg)YjQ*tF*ryE$D54eP-vpXLhcf?rEc9W|1Dn=T_XtUn7T_^(~X{9gL_Q
zDvZ@W9B$%q!}rCqA#$tZvQ+LvfCFUlAT7~SqZF~k{M(@4YN_l>q4?iKZid(wgFP!(
zH`vnjC_wk=W#?nfjn0$?heKLzoOKaw6F%#w=L&ibHh#^W<9UKw`ajyJC-R6F&gkU}
zn!#V(wpr8-mbZ``b&KLO=Cy}{UrhK0x$05&%TQffdL>hb6)&9nMoZo<s{c5mP}3BU
z8W5e__+?$P2|p5g%i(F?(HGZm*?v>~8}SZ(bUHe<_1Xe%(kF)AAtVIPNoNA3#`6N$
z#pr@coxv%+mq+PuYb@SHi-DEwuo>x6eZs3)TFW>;VAQyEnRx<xk99iCJ-0Khke9Y?
zjn^GOMLlRq3@dAF-LQLB1;Uh^7@JLuhW^gS=MufOiJOYE^@!*6TssJXvDkfZwE6s3
z3SsP52->DP_FvsRQa1sLVO#JLUZTL9o+|NA&&h&d0XokQ0x(W-#x{Xn$;2d?p)au^
zA7#NhksYMfx<}rUvh9jC{l3(D(xY2{J!+l1J7QGp(#`@lG!<K$psIU@{?8IKXS-~8
z1*Ts<&WziEScT8*?HU$j&DmrX-C29Oa9bOquEqA*x>)45wI6yTn7jL0-X!4LE0$-V
zSr*2gj!=_gh8oX7?jXu}8fGaSOFYGVDA->B*MFeqdUs(rRFNAryoUwpgvHg;kPOw&
z8;!BQHC)t^7Q$*o*~&e6Pdx=&^59d#DmRvfAwe)Z#O~ZRg>!9elbiUvQeE+s?g|l>
zPD+!=q(ftd1ci=SxIv~u*vCo)NcezaSbsWw=$YES&eTR5dt&enl_$GF&Ml3q?|vVm
zFwFR*nH?NnRx-1v_FF$LFORh)ZCSpe@zlcMt+t3*g6dQ|jPx*Fe>0qDNd^2kO!(0Z
z%n>~DcpNx4&?YdhNRk-P?gAUPDfsFd-*L%)R$FE3B{<OGVj##{x`X2ypB<Q^Jyt3#
z<YPFb#jLH9b`S>!_6zL{xQ@EoGrhgBMx7*QeX$k&^kIj5WQKxX@Y93|o0BO1T-G%{
z9ylMkxS#YjnIbw~;{<`fBymJXVAn+#p_WDAF(NrbVguvoiN|6L9{p1zVy?3uBUEUz
zGM-sHOsl#4Mex%WKyJn;HTJT9E0=NnGwPaZ>kl^!po(b9<5QK7r{k+54H93+0!x~c
zVhJ%k`>IA!!Q#^Yisj;Jy1te(7^3EZZ_C3--y9h;l2i_-4QH@4Tbgqwu<@x#W4w=d
z!IWh!pk04hvMkk??A)Tr+gOufYxB|Om$-U78n@L~&PgJhsowqGd``-#`PJQkQLAp|
zYhy^i@;?ADbJ;QUH9>G5uv0%)eIdtAy>*A|uQB8%r2cd7r{j%IgC0u$Hr0q3h<ftc
z6cgNchn((UBeL;FcP^BvPF6F~KUuD{?)tfL&cFl+zWi_c2O+>sl~mJ_tcu%hU;Nj=
z24zR6VN1O5hV2Jt>$u>llRVMe+AlNwh>}A=ZIRJ%f|9>^*AW3wcmTv-D7qK)T6<Z9
z+C4PC#zu8pj6)g2QCq-v0L6bm31c^SI!|;)A?F<%|HKcyq*}1t=u2_Hz<+YPB&pIn
z-d40P9()sj0^Z?Y^dI|Ug18KpF*!F+=&s&Uq&1Yl!N$eO_Ehl_;YZMZ?eBj8;!^>(
z(;B>dFMYG|{T3}_6baq{9(`caxbnCMOJm*Op>OV4)|DcTZIq@@^g4b^%_ffA!GNGU
zwR4uXH)Eotp{xF>z>jCU-ZK4h;#U}sbEtU-oysK}2CH^ofKS;@B*I!eLzP+y6eBg-
zuZsK^MNVp42f*!!_+sLJ0K0Jyr&K6T%6D}yC}`K$H){^L)Vs=&%iDLQ-PQ(5Hfdn`
zm>3NFf{%8+-+o+6tZS$!(Al}7N1s?y(BEP`8)HJOTRNcqYps1;>@?;UUCwp3?lz#b
zw$|Lh)*bb~MThE*8|*VR3a5QE1%%I<Ds2Po?OnD~{R~Y>o6>}!99i!D)*>X@p+mr&
z+MDd=hHzxcbzeV9FX}k>$u`S422o=rOf^1xZl<}G^pq-tAEc(5qNeW;!GBSCY}W^E
zIlZ}@?V1uBXw57wzJB`#X*O=0_?<rLSK07){b}LHAdW4G&u&nI^zC+gH_6=%OktsH
z=0#i$8Mk}C9H!|=gK{`b7xq<Xz=&Qn{{)LKp?j~){n*gGkE2tWF}!?Xmaax$k!;!6
z2GsagkN2Dc#XA+vQ)EPPZHd*iTGq7)#INFH%o`%xyVe_yMR6qSoBqhsMcrN36#XFg
z!37zYM4l8*o)nyn@>>Pdt_rUf@ll(vWK~>^E|0%H_G@U*!y5I{XIC{fXLB~h?n)st
zaolg~xU|i7C2XhsstZX@UImAQOHN(n3y%|;KNMsf&j}cH=-67?zqX+?m!Y0*+KXpK
z^}-a!-278vFsPqYpXKT_HS+0lnO^unnBoAU03&{_wKKL+Ha}lvaaSq!4}kqU%jhYr
zpf#K-im5fKm5mA|x9d^cqpkZ}Bgg#G{=B0_OY=8Z)(zPy;P}&)vbQAN0@Xm9=dAH+
zi8mpS3Ad#-JN{=)FNR-Gab`qm`oYhcfr7LR2a?!-fH>8Kipwf7ThoeBK@Fr_BVDAw
zUVt~GNHE*k?ww+A&e&jZ56m=Su@-!D#Kv#G>Yd1l))%_ABVhG>pn~)cr~1+yy~4Qm
zs<T5O6zyWzcZc~d)5CGQy%l*qk#;hu?oP=AGmX_wDW#QF=J~9eoi$uxtD_uHxUw#;
z{AQ9!B(AN3-qmm^N*o=p)aCZCf4+5lpoPpB=$a-@O!-1<$Ico3DH~`*&&PT28Vgk%
zul43Mda~s%vEE2j|G!>0Qmv-&wZO)bQWdp^j8qX-3#U)cex)|vuMmdAB)lKBUG4xx
zfLi>n<eMFh`bE+-DzTh**1hzehmTdOk38Gi0RfgxnN(90L)TP#L3k42s@p8fU*F~5
zHAXY<7B*?4{asYWD@*5?PRAs(^1&%P6%Z5QZ;cyMIoz)jS~rXjZGH*o>OB2~QiifR
z@{|g3ruO`Qg<y92t>>n8a6PR0d8c@fjlU{Gm#wwaZu<ga>1uAoUD?K){8NH_Oj=l0
z)Bo+G6UJ#J$=;aJ=Ta{;VSa*j=Ig>yz3```V_tyt1EF{N#N|T{H%IAoW44jHo_LKM
z_KUDIE)X&9@a!2^bxdiYe{z$iZ=0?0+5aDaeQCmh`fJLvMyVWOjPjaWf_rv7^7&yL
z$#qlTR~3Gq%6bJg9~>tQZ)eiwdf)gRNRG*b)w6}ti`lx}$qqA$%24!n#?37j)(e~t
z;r&D{#8}8kDr2<tV(H~0R?}PuxrG4O<>MHTdM7EmQH4;SPf5Hpwzb+v3NBkSMrKV^
ze%X;Jd0BYP82{<qxC)W0O@b8Y_=)N;cJ>N=ocHYbx>`(?=+2TN^v-KmH-oUzRCe@m
zsoVFIf8ARlfP2m0cLfP<OSOy>$-$wr{*uz~8WT8EwaVA}E=S>#*jf1SK2bkf$VXKv
z{i}Q`TbDx~!v;5|C{K?$_MJ1DN<92px*A_`p&5Z=7;}kJw!%<02`O#n8JoZx7(VZ3
zczhCdrWIjDm`M)KKY&8XtVr8$Fn78qQ}ZO}nOQVXT2hzVVf1xvIOWgzMqITd=>eWZ
z_uPK2P_@abI}w`gG%7-h#H#-s$P#L$YMk_rHz;RLoN607c}#Uv-)i8z!#2E_gNkfJ
zb;EbY_KL8tI;TRON6U}{O&L!INyGE*PaMfUmO)`DrF{e!G#O69n}af}gUXUVdNuo&
zuO)S(L-*a6AFit|!DH~ftc|Nr-m`gh0!}g<LwCbtI@Gj&OPo1WZC<kjmx2jg-Q5O$
zBBXh81CG04&Z$(Pb65LC$c^@LW5aA88ZTLM-jdjl0Kz7oKefQ*<NnL)WR_It-K10*
zOA6MXbbeWOM_nXyN=452#j1NF-dsiWNuP;&++h@?lh_*RZDmkwkp2U;_AlIpsbYsw
zCVMosR~JsJEvSh>3NuZM&6_}PG<$w;rHb&N4dALUO{GtV5hC-4qBX+oom3lah0#gX
zsav77>~6g8hOF)o(l1Bxh@fC|rbK65rt|HtWM%fQTR81pDm#c-HUZM?rjuzDIwY2^
zQGeZaO)xc5soM#VGMwguUwRs;P;;1qhyY-zG>)ImiybJH9T&FGXwjhHuN01E4oNw;
z`-w--sP#$oZAd0#+gN!fd)*%&r%;ZE1=cOsw&f8YEOag~icnEwAUhW|=v`q9mh{d$
z`F1DQ_+(%!2^H`ba<FYGxnAs^u+9zNMBo0dw!i7tdI~v#OF%t*1MYo1*5r%1;CGp<
zm^fxHCNDBmh5X2Qm>2qM@obzmjb;^3ygzpGDr{63R^yko3Rd6mb>5#nDdv@qe?X{f
zDa4{42M-!FA{UbnW3nYA5t{x52JELV(xbM2jZtBhiN>U3LkzaKRKdFcrO~jRrr0h`
z_NsVL9tYzPfuV6}c+SjyaCF#L)iIvr{=63I0Q=d-e*lU*oxbJ^Tb(AyF5%FkL4c)}
z$PmX{x~M=RAq-HBMWScK6WXi16&OETOZ%p&U}mso&Bh&LueMiu8ktVIvBx%ZIB%e|
zoKW6y)*juqTr0-U59V{t6FT<&yLI>Ob5aL2zS`Xv`M?>+6V}FA*3S655scS`I3=h<
zc<ya=&_JGz<;wMSu-KRAwa4C)IBAaS)xV2S!)Ih_O<~;jCN;47&TQ)7L`a*9bYn?x
ziGmq_{hD-e9Xv`oq-YUlweeA@nDMgqOUia__@h=4RUELdivP=+k1b6<<F`T3nlRMk
zuD?%tKcj=to?)OpcX3u6<$RcWp>j5QPX<I`@>+6Eyo>RHJOO6^ADjYYavk~;x=?h%
z>k&V3vB65Wn1J*63AxZ15AlKAiEtS&qS?l^6<h_o2qGm^>_2~qJoTSs^5rn-lamgJ
z4f=cSVK)zdz4P~1_0xh|HKs15Q?(~alWyRMPb`6ZYk;!P(__g5Y{7m$VIYp%kyt(X
zK$@4UwCjGlep`tY4JAHPs?<&GQEu9kUb*>OGWoRSZt52(&oFWckA=5Z(z~#W*6zC@
zr{$eQ^IerPyPN;aW1QRUoxN__(*)8Oh?d>dnqrrzDk7DyX53r=?(cWAQ;Y1Nb95-L
zKKG`2w;G%h++cArt?3HhL_C+Nzv1HguC)B#V}0ui7AU&#C8jKkrAF1}+&t;d6=JA=
zSGlp$k<YuKnaCE<ZzV1Kc=U&Ip|q*cmp;pq<xG7KM%7H<8-4hqywiX&`Zc1mm3cNY
zzkd-uEMif~psUr-SG&;p&c`8B$ll?Wdw%nN({&UUq_zmvBJy_VEl%%TJZQTNgq5rA
z%dMz0X}!6}vscud-w|z`cY1(j!&(RJ48T==Ut|u9Y~Jm-Uw*8M`xqd)aH_gp8{z0g
zJH=t}qb2Uf>22jsf<ttzJ!TQ}oWo@TX+ykBKaL!n=i6I`nrq3%<u#>IL^n=5BRVB`
zL<=Ss=drX&%%4jnuL5!OW>Crg!Id0K_u1R?=C)cQXooIh_LQEMT1YRLmV(Jb9Th6Q
znh>Nf=#6h($kIwFnP3Z^ksql$O=LKue?m7|nBdE$p`@TCn+=yAp?8s!H8prtpEWo8
zATFFu;>H_u7k|A_8!Im0V+uLauwmXyV~J-btm36NYdN4zB`VKxSl+?NozYO8T^tg@
zOA2^Pox6D6%e3Hp^5UbN{R8aw`~z&;gF4hqZQY!>8-{I)9jixe@;}gR;Hv%uge4)m
z|6;t{_<y)t68&KXEp;~-^$_i*mP+61)Vg&XKs)<Wo6mL1l*h(Myic#elg>m$#fS=(
z%-Q{`Gb?%>)>KirzPzDe)|ADYEKKi6r(x`g`MrY-Qq`07{n^$bN?&&DNzAOxr`5t@
z$1OehtcFSGQ$#v_quBhV91xA}i|7)jY4u3jl`L0piV`nbRH+l__K&!$aXZA8mOS}B
z4qDT8zhsKf9?I5>N^dSOp^7YiNrT$K2U|uN1Qgv?K@_7@t&-Pq#<o(PRO%p>k|~9a
zhm)+XoV?HQ#))s4<Ss{8!y?CO_J1WNV-(BfDt|X)2)>zjV%mKsg|GT^wYPROwskI@
zmdd}rcWpoiW9HS&FQ(OO{R7~GDij4PwjsQXUst0TKbQO=KR(o(im}jK`0di<dp)49
z*H{<DWTC<4E#-;wP=M!Ween`XP}|NPQ3f=X&9(gqCNIJ(C>JQj4}GNn@1iz}Aqo=v
zxe`WH|4=KTsyfte`zHpiUeUTe=9Z_@GIF$Mm{9^;&HOzjZgyVtkJCZuo&JWwo9mXJ
z4dB#^s{@MO1LSr)m;Wc9O5rr=6h%j>w!8wAA*m0GZ81`>ZO#Kfgcq2@gBI$rN}l*s
z7CTrWCU&^qPp!^Q4`1HDQvuMO<Ka3-K!i6mW_}q|{dP&yA(V01$1*S*0$5Z3@))5z
zX!N3#g!ovO>1R~$<-O(Qt4~T5>lB-tlb(S(!e>0IG?R4S2UOw({9Id%&qplQ*N0#U
zWZRk<4YcFD9sRq|_e0ae+fv(c>{QpEma!?FeOK;jW(unU%F@u$ppEnDd<baf!s~kY
zY0k7Y6_K|;tK6vw!TfC};?S^8gq9@mhU%-~V@X_X51Ki@0^X3fT+m8b<2l^aSx`Bf
zJKPNf!=&xBS#b96#<%l+8#}gJDaGVycp2Dm;a&VI7v2D1-*xOuioICME2@<VC>Sj@
z8V{<_9k+h}`nXlodpNKgp+>3RveriX^>4={CHXi(58xw;`IFc@(vD~Y>}_l<^HYYx
zjTe=WcPA$(-?#2V*yH=#S&8nL!4ABYWg0x;>vf~}^fIuw8ghLjxbP^cV-DSi$y&!f
z9FzIe;gA$%`HUqST;U*bun8ocIme8r_)+2_UW7W~DtZ>#MK+LjOvo-IxYvt$Mq500
zY~=RHArJkWD|gt38ZM{@*nOI7uTd>}WLFkNIH&8S5E98}Em?sXml$jHQx#mj4RTWk
zG+ga=mG^zfV{?1(V%eY5iE-8EU$*VEs-<IP<yTnv>9ox_2NW#)n+Z@{TiZ6}mi7>n
zQyZ<~B;De;(z>aS%1*zOy!*DQeY&P3ro^=K4ix9l&)&Yb0G%7si#NFi_2m|>jR(~n
zdh;5{kduj_vWfjVe5sZxzXSH^P{#hvX+vDmOoXW;<k7BsAhyOt$lUl+3<%z@hXq##
zrW7dOpYj|2CrE=|gjn+j8IEmjr)z^GM{es7bXvn442eLEKLS%=(rXcMMcX}De%=rv
z+?KWCbBh2z<J4^-WPIs6vcH4%W3if%XJ2^pm8^=9Pn)6q5a;@%o5F{VxdN#?n;Z9o
z&Z#i1_ioEqA0i2>^MvMKw}oE`qY;j%ZM1$Q8~@adJ0(@)#~LX~B^4=<ool?Q`Ayb6
ziok&@6)sBPGiff14By|PX{#(mMH_V*&o5IZifLU{B?QTG<m?g|R8#t^bI$$)6uk-t
zpq_u6+L^mJ)fsH~G9vyPO3Bq5-d7FSfr@#PF83mD`i8I=+Lk`A^%I~03Kc?Byi%TB
zwN5*jOB=cj0~uPh-CLXA8(yEO(wW%xX|ilY?xyOx3%L_Q+U2?4g^ZSDA@)6FzpP5H
zCaaQHHfs}a+VRNXHS?|+y=o>1L9@wVMMb5*l=Iu~B*MqwYK;A8>-+6XGMTNevv_b0
z&P9$UrE@rx6ROYZk&9Ek4Qzaunc(KD`9K-<I}AoeDoLkzum2W;-nl!wR=umpGd$7b
zq4667U8ggbWYpTzVSs}o6kEI@uFa9j1tdaGZLy?Ls;_sa@Ft>r-mx%x+hMr#yG;ji
zaNd)$X2)U&qo?4g0F}<`qX~6Oc6kwsgT<y)3J`<H!pa0wMdck(U9ULJ&*seRvTOQ3
zS?PmBQS-miqq#&jCsxV3pDak)1}xae+~nLuuZ3x^*N-W!Vzy5)j2IQ>YrHbGZM$F}
zSt$<0RD2E%J6>e@6UXAFxog``QIV>m^JBrPYKvv1*hc&}e2yEx2bw~^IBMt_#3Tt6
zgs2Y(dWYngx(Ba{YX!W|1}AAcCsIo;pqDyn2It{_aW^`PLQr)Im<0een;m(DbCj`S
z#(AC4EJr1;GkuEgtk89bBO`+Yx2{NsO$@I<Ge3&jb2aTs{o;|cXcrO%Af7#Jf}x!9
zEhKm=9@u4%F?K$nBPjtst1W9L;7RJYD5e+bG5$_@F3wkC`<9sL;%MkdMVmC~hdCoP
z%94QffH93w%Bs;z?cn-n-QsFVvqa##Z%4THua#vvGBwL{pt81Abj^drqTANA`uN+J
z71!i|{f>Wt;b)%<iCM#uRgBr-2-%xjm6?W5RLl##_%2nyyi@nKd{LG)^B9rOnbrT*
z`Z-OFVQI&?^-C#unzAvQ3xilIw)3c4TT}^kv2^ddZ49l&p+1MJq=&wP!#7^PxC>w|
zj?MQ%1fMWa)`ZRaQ=(UpFAhLM99!1*;=({dB2%Uc;t$NOs`9Wc#tzp-Ak08jSZZaK
z*MP?Bx;#vTOCe{@m-@svAg$EYWhq?>{&o?%_cdS);W{TW%6JHGQ6+J3RFGmWO<Q*?
zBFq#PUL6WJo<8?yb+58__QQZWQp{7|D~Vu=ND1PTv~Bj^2^fK(WecVt|3;(Xb85U2
zt4bF~-5;~!PTb-%!O11xC9t6{V(udStUt3k*PN4=wWh3i-TJiFZ%N8kg(-}x5KKuk
zN6b}`N$107JViw@8)zeq#0JqmFCze;B26KXV>8N7%0D5-cD?Q<trebcoma`b8}L$N
z@j7KFh8Yqe{|oQ(m(YaaS?`d%z<j?Yc52aszmM8&G(vTHzgiWM?Wm5f_n{e$YeJYY
zQCK2?Z74Q*$t5<~dWwy!@B722A(zV9(3I(CiQ}0L_A4NQOWl<WPQ`d@T*-^aGrjcb
zLq8V<l%m-<Q^p+Jd>_Co7AP?N`<ZyIgUga%x!gY`u^qx*?9F5j=_bje)wW8mdRq;a
z`Q&YfGrc_a)r*S?owZ`rSmK`cdiG9dkZ9fZw#{-LCy5=KH0LWyhm*0db)#4M26dC-
zHkpyGX@+alXV+Ee8P6(dpeo+VhCx@Jfc=O146k$CedTYT(CQ?FpX}M@a?&}IlJ^W~
z6}K}QF&0<M(7EREnHX|gj)%LH9S8US0j%}8j^DNt7!p*AaO?>MF06biIBa5{8Q#XW
zj1*i5;?n!_7d0!+pRjBL#JmHJDoHI&rmwCnbo)-r_uJj@hfC^@?UK~urHYaxV?p`e
zIe|BN{4E=BD({R_-by*m3XNWl<%3SCFVovC0aEJm?-`Q~8j=xknSG(jSd?Xt?FRmT
zfHyMM_Do)Rj9&w_tpy9}-b@Fa{kTS^z66<(L`TYCOk2`{&wzrDr?;I|c3_A9*f$Fl
zDqZyL+`GsY_+faPc1d=E(}OfG`Dgj!jnz()cv0GG#bKSlPMv=CPd|D~UxyeZrE~<j
z)GFaTdluy5@E;qDqHjiT_@KP|)QoDoo4>u^z<>VA);@qBVE`rbr(gzP%`b?Iba}25
z>V8d+v{=O5F*38=`EIz%A40!*IemaxG32Wai*u~rMb<0wV>`S{6cpAokcc?goUJ;d
z!{L@{bmr!~&U7rxlcD!);3UgIdVAj9RDAG9udrJRbSi}!uG4W5qBXI;25R&|2kqab
z`Rlw%h!AW}^ZU_Q#Pkg(F-%U10bK(r*c=cz;sjwJKUK5DM176V^&DVdmwYSzbGCTe
z=|wEGlwVv&=$L%WF+V#Hm|U^hAg(t!4mz#+4*CXqJe+o*_zgO|o7->Ovmq9ti?VeV
z8Z;0-qk22(NFJ0<ADfkSuKGjQII6JO;C<p#Zg9Uf5}Gn7Nr3F?4sfn|`CHGizlR~}
z`%G%$yCdvlT_o7LZ#EL~QX{z$kaYIiB8|S__SrMXaxCj-A-ConFbN#8zYUW??)4?I
zMEj*_EG3S}f;=x!)jN?-d-eA&qwLjg^_NEY#+_n172tFPX?ShvA<r^64=x7&4_Xfk
zzw%DqC6FE-H%xvc`QEB}r*MinK_&?rUOM+ErC~@R(x+~YI2)`D<<_m_5e*4j<AbHy
zuba;}?oQK+oK&0I=Ze#)D6&w6gs~Q!k3PB^*5vmtb3Tf3m2|!TX)`%HVTt-0Z<c4N
zM#~vR;g@_`o^bOwUVhcxLaL=gwD4WCGS!VbeR5jTmbuB>sIbsAP#IT)BVo(XPLxKC
z2`}Hs(Kv$`b**WF(&Bz9vWbRIcA+2Kta5o)Am6ds#vry3Y~H>~ik=?2GpB2iPjl$~
z{z(p%Ky2%5yZz&}IlA@ypO3m3>MFcPV?wVM_-O)o2lM*fgCC_jl%9iT>t6Ev1Z8<u
z4EiJ*OogLp=6lpSMg3cof=9z@4XQ+k?r&l=DBwGLMm@V*f3|=9*?eV7>F*}{BFf`%
zB{h>%>Eu<x5W3r3B0|JCnh5reX}*RBVGn!x8pp&Wem>`|9HO{T*la115q^}VoLZ9<
zJ@vkrIRmPj_YYv0WTX`l-Y{NO5>4Yq->x7mj8D%Fq+XJs`_@5GDtlwo;Vz1hzh{lv
zJCMrd<X;zCixx1)^wPQrEByr@WE><mgc}bLS)x&=qt-}XDNDiUe00<*eM-I#pHG_n
zyt7BdX>Y@^9<4py4u$ebxHy$2fa2ba2?s{!H@BguXDkt?i@5Y&oZdq|=PFePsXGNK
zl|NdO#mCiC&;A&Qy=hT$&5Ws{M~la2rTL|=&tMBrtErHoNq&NEcx`eFkK<f~Kc}t-
z^?|kyUFlXEE|M|1$OkR)0U*n26T7USNarFW*@<xeCOtyFk>O^6)b}l8Cu44^=2Rwg
z)x?T^oyN0*&EJX8BGAFZ<kUI|_NP{VI}=-)vCXO94rXF+{w&y$xG=tO-QuWGR0?3Z
z8W4@Go7fbu*MD!umqUDLs2cf9eppjJZ2K}5Oxk5k(Nf&o+`8;rw4Fys3TL}DQ+A3l
zbgu7{q@4@BMukkQww7C@Xjj+dP*{JBvunZO(t!uoPo)Bdz@vLejr$~WT*da(@UCn^
zT>AM$Hm;v3p3gX}2>f~7U&tEgZ?#(_>17{XvP09!R-Q{xs+-x?(d-YiYk}CE38;lC
z%cLk%II}!A_I*Z(*H&H6?V!7f<I5_VZ}R9RdU_^K<LKkUl&;fy_;Y`g;y!AmcgsE6
z`;q;L^*NN|9{-}2CHz$har@@PqE^AmDtG}dg>e+$`5%t`7}Nt1R0@|!Q<TH@B6vc4
zQ=RZNZxJ|_{Gc6#eWZ}o5Nk@$5SwzR6Lsiq%-Hw?4$bB3b^quCv2p3ILuDjqgm>P)
zA3SR2Et}QPe5vor2i|2vGKw_$tiU0;{Zx27@g-TS$lToUT1R)EYJEkPTCs$NUh(e)
zaw2N;*0DFI>M{^xBk<H1(4fpnlG7lR@Cm`bBGyjW^H`OIbPjt2npT6V?0f|wdlth#
zi^-VV^LBB9*xj|$+muyfK2voHDNJ{`HMxTV*rSq8i-B$hDYy8wOw^(9c7uEz8Q1M6
zXAN+(p~M_IH}9)h4_LQvV?gQA-)vo=Da6ocW{Lv(e*nrrHNS2nWb%*@c7i}T<I<fD
zu|2<xwe2qc*5E>JS?%r&Oi-x<E1Y`rE6mLmZ>v9LzvwzGb9=`(;*A2#wT7TkT6pf_
zP|4gE0=Mma86LCajdN7g*Uq<&?5r^s`9=WAAa$x<CBB%8D-AZzd#v2Yz5JFT7jPt#
zirv!g^&K<Cy8Wf*m#B*ii?*68h^^U`vY-*it|~IcSL)vX0DUeh{H}TuU-&n|{vgxt
z;f~e;G(h3u8wzp9O5j@gt@H~h!WPAhc**I-dIq<xO{Cb)x+jOVON+Uaf|jfoC;P;X
z-j(M1rkknBX>Vz9V|f&<YZ#MkEDEt1Bc*iJ_MXjL>cA>q+4FYO)X1>a=DE}%hA2Q~
z8>D`PPIx2QuXvZuyw$V_rIO)elHK>TC|H5!9&kF;R{k5ggUDfRdebHje5M<ZzZIpd
zX}%<Doi6WA(XZ|n-+IW=BL*wKJ9FD2rj<Qhp`x+Xm{*LVsm<P3zo(G}=Yws{o3vMw
zeX1pq-bD<?U+ySQ$Jg<wyb-4jUrm<Q>7-Ew<L)WRY#{D>R@~EgklD;_{4K28T{^i}
zNXhb>KQ2GKI_A0iT?51xejaz!^y~QUXTE70bZxn^gC~x>)!@CfZtJU_T~!zG9qo&0
zlSd_qx3?DiN&pp05C#d(I`_?S+V6#=vePeY(rwoFH#XmAmO+j_e1lsynEu5oEbp!F
zGMj+6Zb%s14m*G=16H)vCh(Q>n{7r*k#lZAk~U+;{znz*;v8KyZOkY|s+Z_kvha?X
zYiSfS#SD^4FiWp2d;Kb&gQ8t{R()dP&Uf=#z?3PKW&P@K575@8m9GB)#I6&m>H3%3
zBN$+|ZgPEkR9+rB?}~L@Wd@UT25dIl#PO8ee8eY~z|SA0eEteJwN>-&*Zu+M;v6|j
zx_^naZBFDv_WeO_0+-mbxx#_zo^y)X&~?3D_f<qUvdb19B1u?|6p_K|Dy-fD@ro((
zG&kNxLl;2H$K3=qY3be+@g=sPlU`^uM{62CnJ1cuAjU`C4eMT|q<Q9rvd=xky~;y8
zg_K0Fow!~}J8^^0b5O|>LE>9!EtwJ)l`|WWyyWwqJ6Ab(rRsKeQ-5XK-otUig0Z*V
z&Pb<NX!@Psi8TAh8iavv5tzvn1<pouk;nf4TC`JAj@p%TZ^IfLh1H$K&CC(cApy24
zoJPI(A6l1G@U$^$qV~q_BLr$B2*)SXfP2<9jd`!>@<|F=TrT$9a|0fE9+gThJ6LV4
zaRt*W$XKC?z+z88F~F`VINHr>2RC=&<<`7itEZpkd2`7mjkh>m-jxo!;Yc*SB;VUz
z8G^paBV`+b#&eKyiqO=?v!{5YQ<~39ye!kW$+u=#T>Uw$okBklY7zNTX;+B|P9uud
zm2>pRHPdM}n%L=5rr~C_Jr~3JNYwR4n&R$%BHGH)j7cd2CMCe@$3t5>=7DLd>2pV6
zb9rxh5|)q3nV2yhh$j`5plLoK(zVaFHiM{K>DP8P>xkHZ7($~Zax>2y^scsXs8}l<
zFT?luR}!HLXH9`VzomE>+E~Sk=B0MJcKL-h4o!D4{3}15;axE%W;3h=J7+Hc06QoH
zKdoucZ6ix-6!4pdKfDhR!Qkg(9)x?<Eh|CSEcER;CbeXE;bU+nT!446;12b6ch+un
z_+qw2wey{`n|3Tmr(c&f^-%ax#U-mSd}IBmb7yNMtkR)~$>s>9<no|k56Y4_7+Kq(
zx@fPyR%Ls}ZM^-`4|CA*ORQ;LCb+fJ<<hk4pEf3yCNYc*{JisuFLaL;zLbX3M!QSI
za0ze;W!r*(O7SuD>&mU6vC~J9MYdsUNp-DhFJQ{XVXQ|QA#)%H%ab_IYTtvw{ui)8
zV>OoPCyYkrx|5ve>zcur!yYQN@Y$AIJBxee)g!q_kYu*l-<~tvf%w+(*N)k5FSJ|l
zv|9+mszA@U<K{WW4Ln3E@<uQ&i;k{FR-57Jd^36Ci#s>k9@g2RD*S+4j!&&#SOf`e
z6xWZv{{VLpd03Y}on&cJc#mHH0ED9Y-$}WS?nJf_Mj<P>EQcoz-yD%$1-75By}S!`
zqFo7*ckVFm*xfJ>_*OXDc!s0tt&XfD=*7uMO$$sT#4zd2J;T`DTg<Nrm9oqio^xC_
zwWY3+;+wlR(;d-CG22Zc`B$iH{{R(t7W#jP;@1}bJ3E^cwX~ZO&k@)ih64~YpP;TE
zTwQwl;qLG4FXp~x+S2`<_LS|nj-J)mgN;bWE^kpmQ<Z61*&E&(@lEB$?Y)%HL?i);
zkbUF|ry0lLP|xBGOUUz6RJii;Kt5|7$IyG!dJdl~J|VD+Ot91mn=3z^11QN;+>ctf
zH^bi(v}Fd3A&ipVUggG58SB=)JU6k8bnABcBa;(ub<43@$HaP#)!ms(>xTW}?oU0r
z<P3G^y-i^a+Q~K6v#)AFFD_m?R7;r^Q!GbNdhztDx<A9+e$L|FX*5PwMqR%+`38AC
zde)?V9r0bwy~w}Nen{kD9C3)rm2<)6xUM|XN>aWRX{GI_+-FYRO#4_?#`$7>b5WLc
zLRLBN+njg6Jml7-mNGWKs$5KDDDn~kIaBh0Mm;_2hSYu>_~HCOFZAsKc#%q!Ei8HC
zsUvlEx~lk&Jznk`eHQmJH~Qp+vauj{=~IKHDstzn+y4MExubMNs9DDFv%G5@?6?IS
zj2v~YH(G0ly|rg|kxiT@%qKZG?_HJmhqboTB@*dZa$M{SxGwCUZ$Vi%o*UMd@)Ei=
z>mpi0ssu*>gyem5UX4l8Rifs!>S;~WRifs!Ib$T~pfrq2fXnk|0=4b*$UH-<XoB_R
z`z#hxJcwMWawQ-Sr8a*JYwIdH_<s4k!}9?N0Y|-C)HJUY*<a}QHrfWEEK6$fPaH9x
zKX^z7^fjJgD9T*4ceB^>I<c~#>Mv*WIxCw`4&7OuE9@{NLpbvIWj@W<HHqOZChpSS
z<4%iMniyi#CEqGYR5I*LXP<goh&9xU&x6A{t4`x4Gj71CJmWv-tvka081XsNUg~`k
z?JqyHUQmnzU=?0)NXX;0d3b7dp&5Hamk}y@Si3!kiC4tvvff^<h^h<8_O=XHrca^G
zLE>E^SQ<NY)h_N4ukEBox^|Oc+b<(L9Q#*Et7*P9j?UoO>B8vA50~USD8}O11E2Q4
zL0DQZhP+E@qRn%!>333GEyPU}YQfkAR~g`(@N2q~yw^l$QN`NGpIFdg)S?i~WAjh|
zq+oD+@!q*zFF}^qU%#|#;Q{+NRk%kEs0*$#bBxzns9X4mpt!cvB$5<D%1RR^;f!&P
zpW<n3biG#BOTW2~Oa1d=Lj;hJx!k0TW2Xex*vfH|ZX4K|e-dUSw-DGox^9(a0^6(R
zb2t38Z+}D6pK6Nc5vp4?*fK1_-r_l7g+Ws%l;d+?_2UESSKCOv)$Shh)+@_Keq>o~
zSx!bWKqK|*RSuo1`4>8MmX&`e`ZVnK1~wa<#J~m5x%}(ru<)9x9Uc0frAJSZ*mSyH
zjp2<BEkgMWFx)VU5vE&l8RwpyR98M3OK%itw|3+#V(uvvaJ#oS$tSt?tt|nyCD0+U
z)O;^{B1ep*_RRTUr0(ZE>I<W;>i#Ct%4iy-F$<_<m5e1(0AY}FJ7cYV7emd|n^w3H
z-e0)^ip?R(?eiM9qO50G)1>Ogbm{dK2DheOeWv-NvzV5aOky_Ylj&3FwioHD>4sYw
zl&sN~B?tgyR~u1k>$y5|8JhN{_BzI*9`@iP-ADmR$o?adjPb{%a@x7oqp^2__Uc7H
zFp(y16#M6`bp9mpSBUStMSUz<J=4K0%#0mWatSy;tw?+`;$s1cbSt2xarZ~_^sh=a
zBPh7Y?uBShn^IP>!R+(?CdMYcn%Y8<6`2=v`JPhk#(I)**19hpeX7sH7ve}Q?V4$$
zj(8PD{o|7P9dlWlqHF#e_>VTJZKK@FBuI(#TeB{Fr3a^{^rv{zY4r^@4L-+5zm@ka
z^4&BN7GhWKoQ_B}&$+{LO;=8RN8z7@))<~iqPMt_LMbHv`viWV{uRyLX!oh2+Tz0J
z%nu=yc}FS%0A{@+8@*3Y_-)~BELhzt%N@a;mKH99c>o?b9Oj|%9<4sNpjc=Y-W|EM
zkPXIY?c4~8{mrM`XFm0lljbC|c3nOn_&rpSn<vQs0D%h4HfAe$WoZ<d)rug_a5|Ie
z*1CB#%jWP`g;3c~G_hJZb@Is|?g!?q(;l}MoQ<a4$g^W7$!w-NV~#$RokrWxq5$m=
zfpsyFlYIyo@A9ANn#$6l7Lm(6#k<Ki-Kd0cppU(uVcNH^EH8(GFVNUrE4}PQCz9Fw
zr;sZTPPx_W;W4eH;5)chwsNOEj~%;Hgkat0*mU`MpE0Fz66&4_@eFas1ZGQa2VNhO
zT)aLUisCt%*-q%w88{mcy>+@BuAw)Cyhf{Ka<a(Kx~Yh%KR0T`(xAJMZ@;v3%~T0v
zAfiIUb9Veas_1gY+{34Cr3hiOx6(DpZRQhA9+=B4h`3O9Cj;s0THYA=d8C^dFXz2C
zjWkV;2bK#iI336**R^L^XgAGit%TFBn&wS4(LsTLZ=G?DI`LOLJatVkOSaSh0I)T2
z<*xU06a3CeBms^GO4<!?V&lr?sTP;u-}pv6ec{=YQA>oD>@Su^*9QljdRH%_XqFm=
zw{Vx2w!?e5R4j9xo<6?S*V$<rjo-y>6I6>$)djJ5-cxZ4{^hW8xg(&iPRB;Lhf=wo
z^4C>Tv$G^|S+j2EuI|+Cu11PR*MW=ZUljCP7~H(xa=`5I<7yn`N7p@Sw}dQhruc>~
z9%v>}dn!+BF9&ND85!Y*4>;z!9}ns6Kg5k1=xDl{O&!!^&gy)%OlRi#c{wMX)lCyi
zi^K72THXGaeRZhZ+{tZgZ5_L1BPZvRryL$CUYir8&L_p1cAuqcFKuX~xtZLMa)^Zd
zsy%QzpL|zrZW3)y`_J(Pq?4rk63#1@PzDAtGsviK@1oQ+?MF(u@UE)Xjfb+i7NkoH
z?Hxz=NzZ!eWbkIRrfayoId?77Tp3Z6Mg)pL!7N)N=~+$5!8ElrrlZZS$1^FE+-|t>
z4gI~o-QHqdILEOB{oz%$neMKeOLe+wC2I&sl2eu^oD=U|ZQg<6+rc=K!S@-E0h26e
zIP6C5D+gKd{;h4OSy;)X+{Yw#5UVQ2SRv;laLD4hTA#Cg!^Jo>oJyxmxk%#FWPPxg
zRSbHZ@tXCG9r57p6vo^Xm#6#Yyvlp865Q!l`V(o=izu5VjjL{84+B41^vx2=XnYr<
zL-u)tEOKQ^9FLs!t~92g+>U8AZ*;-Zd`WY6;>}A>l!FXph{icmwbA**)YcuJhwg2>
zRe654(un3=$0&IxjyU6`ZGD>O{(a^D0KN@tkDO&Vx=PB+?+VgVYn1Q2O{vYJcy{+u
zw}EGt-ZJYO90op_uP1Mb_l(HVXz?_ROBDNLgAM8QuTt@i>>783wJXb*Owhv#c8q@(
zJ6D3+c&o#Avo@h5LJ3&%mXTy8cpM%MbBgz9s5I1-&YEg1YIS;l#VtVUky*Bp1XA2a
z;oMxjf+h+`;EZ;zU&4P7JZa-CW$k6vB8C`ZGD#$GjN_mf&#9}kX|icPC9^ATJgbCq
zuPk7Y3NhfGho04i@b1FX!<MV!8|$KrEN60O3$s6|;<K-4%iUHqr$tV7TP@4B-xK^>
zp!kA)D)MW2rCXTdIgf@?ah&IlG5ORD@iWDDdgSp*soTJ-Bja)r!jpl=bBcq+ULUr&
z)MMA|u1vmV#7`zjVS?ir$4cg<wNtK4T}z?3kg_4e0l4?<E0%M#Zexk3DpKV=0$&|?
zlE&mnx{^3NtZg4CJ;y`;0M-?)b@5+PI<?h=+I72|K^iQcWQn+t2`3y5rnrwRT-*ZD
z#)2+c#(sWyHF67-PZMjf&1)2pi6eJ*aIB|b!T$hgXScl=Nps1?vEkzxPSQFn{{V{G
z#j5%Cx-?e{ZU>&;e1s|d`4}C2>OUNON%0_u!!l`}OfRX~3Em}K{N>2NB>PuCE#;=6
zU@XK!IgPY}Nh2Hl!Ulfm<E8-j6=wYu+;|R279z1}8;eSQMfsbPT{TxEZjGzcQIfF~
zzB2fQ1*=Z;qQx3{pDLV@-;ZK&YqHcnD{C57o8jn<g|+0mg@VsCjLe5|Byb1PvtDa4
zq1?Q)Eb-jJ#z$d>0glxw4^Vmf)<&ys6Gh=ilHpNTMhc8na(DITo}AYlE6Q}-nzf9o
z(@|>7=`|mTSNe1*IMQNr2*@{5ar)F6*TubJ^T0PcuAddXwbWP1Y(j$It06u6))$EE
z<83iSEF752V|P*hdR7*bsm-JOH@&~NL@t`lCv1utNHMlSr$%y{)XqrKv+@4`j4wPP
zscP-0g?mY(ML?f;H(vh$O6aUUBY3F%BGk3{r-$vZ-bV}#<d3*<oR0kFsoHpt?RK`P
zblYg&@((}B7{g#4y}iF$q;;A6N$_u8mgQoBBh=wQr~nb50RBDesn{B^%a4pcF)H8b
zs5f#?m;V6QuA{?06+BaW;m;DyJ=9Glm72{7^7#y8RX<({uQk_oTOCka3p*dOm}A&m
zIW3N#r{h~53dCL;@sW{tsMDh*bBvEUDq|+q+7m{moAF!57k3ypY62;2tYq`szpg89
zz~2-6RjBx<?3Z^)(VJ=9sgJtGSbm^Y9|gXTdu?*FT3f);##v%^=V8g+lhgn?@6xOI
zS5dRQ@t|leR5My!?UWJ@(F=@YrDGbBb7`#$lu}nr)6za8_|soQG1O4(+#MsfBLFT(
zBaEL)yW!7?J}O@vX<8M{>PZaqBF>L&QI{i;^K<yuW8p6fcwhbyyBVUvgvKPA;7U+C
z5r*B)J*nO&)4V@n;vWhK?L=4q0B%8U@u>Nfbqsouj+N(A%(<~X$wk{?xFs8xQ&qoq
zB0H8dHsR%lIX(Sql-lm06v)O`A3s9OI5@|8%Gb4cZ0x4KiWy^=FwDRMo^hNGn5&jg
zZLjDlaOOswfWYG$fIL>Sf4g4(zt)CazU}U6_>aU|oLc?eq;9JmDuy%20F(!k4?LR7
zu<<6ZX=0ZWUWsLCg05GL9AslS^{n5BHxt-vTAcA9VzHsY<Qzu5t0Te0-FSWieB%q;
z<qXH>;Eetm>0MJ!>D<*tSlaQ2j&-d&#ut`W&SOYf0t_BT0X~D)vD?QUCum+{cBl&v
zm&+%E_~N7S?20^pb{Y1f$O|`cHjb5-b9o)qA7!<bg87BnRBp<j;`|A%9G&cmNcBxW
z$5ycTM^BSixKlL0Gji+lha))y+qtVZek-=K0KKG=2=OB9xME&5IaVC^9<}C|Hxu0G
zI!28Eh#8^DmQkGLoZ}ewH8zK7bEU_tO{{&M;@#|;J5V`0kR6|fIQ(hePWB%n<+<4S
z+sB%;64|eX?ro+?!vN8!mylOE^dl#V%DM3;iy_k*=GNt8)RjZ*+rwn?F`RU)O%GX&
z#bPD3OE{&HX!isP6oo_6(DV9Mr}nL&o;lT(U}?OswK4fmwR2RdH6r5$vnH|lgW`wq
zR;Q`nO$uGx+{GFxfC7N$AdkYK9yRd|zKtfSsm-$G!22H10zXcmXY0;7R30MKtuH($
zu8VJ*$+@*hlWsSYxc*gz9<yzx>CjqR>K<6~49?O-Bv*6B+ylV?U{aLlbj)R;)#-l{
zHK{xqu4<R9Z9LX;LXe?Co44-yeok_5D#oqjPZ8<s1<kIHZ*yaD7Up%5QenUZhQo2+
zpK9}qTd8CCW8zDQ9g;=8v}Iw`AD*Mo{9CK*T2;l8UqJ-nhn%4VW>|U>7<UJsdfq(l
zDWHv-)as-7%c%`Y@+)mN)Oi+i%#u8kH_WM=V74)lSR>=FiS8~J{RYE)haV`Edvp(6
zo{@ild3S$hcX8)=R#z$-Ofdu@=*OIURsAIw!q(R^>ef4DoeSG#RFG6-ui`6Uin-~n
z@i$u2H4AMme#B+C4#ezyugY+KW<HhASo}!whQD}=CFB<I0f}=C06nmCf)B51^SuK0
zeM7}ovd+caBd9%i2-VW~Zd6?nSzribZLD7>pQoi%QoY&JhNT*{EY6nq;wO$Y9bVD~
zytkIt>SY0pIpZK6{B^0dFBf>?<6hJSrQ{LW$9F7BSuj9TfO_=pT-5im-bra03nXIc
z2nF_%caAyi4Rkho<%Q3PHH{wU5nRK2Gb<mvBJV$_%_&JeVre=wqgKu6$gVtH<J~98
zxSsym?TetyYEK2RSG-&C3&wU{Ce-ZWXvUostgsOn1mF%cpL)abZ-}hnYi%af31yYh
zOJ{^#<MlYIel690&G8FYThBU6C~l4v9sw#p&*w{9YGXLVp3yo>4;c8yT{bJIbvPq-
zgvlE04iB-({CZbTo<7#wNYUC!A~IfBEb_2WGIDc@@=Ze;WRNzQ=I^{s$r}tR=Yh2S
z4RzP@J(i20O065LI%4igMnfF6FLvomYmreTv^xt=8DAsD(aNnU1eJ0~$LCtQpNqUx
zZ6=zUcA0H+70gOyxR)SA#o2iPgNzLS09x|P8_A}%U0GDa=7170&mH>LQF-FD)7Qh6
z@0FKPw({g)N6Nlq08V>nHI88~V&(O3dc;Lt>UT@1-CCo_FKk-y<i;^3-kk_C9xIcv
z_^;v#wD)VxBGNmhx_fgNE<Wn1&tLYc8wGdN=0OLYYxjwA0|D%N)-R1N%=19VNd|UQ
zZJ-<kOlQ>BiGs%0l%*Pu{e2B9!ZBBg*umpq>hCqMM^Utenoho*Ycs{)6SZwW!$#*!
zSYVPnh~o}azU5_ej(yZu6ZX&`P8qJ;pD~H!9gZqL65TDwg4@hc<uBmg2O0TfuVz(g
zN~C?1p0~ZuShsTRmyA9lY8Hm+ULgyv^<puT?Sot11^9{LjYnI))AdV;T02__<pE<{
zhCm3(?_BD5iWzkDXo@6h@@F^zp5M-*@IBhz_@i2oM2U?a?M}nP5V+6dUY%-igjJrV
z%_Mav#~vWn@0v?FiMIh1KFy$<{MZ1FgPQ1k8L#-GQP#B^d&|3N^whUwXEbq)vkYLK
zf1P=kh3*>S8$B(eXrzU(%$UOtxykQ?UWKJ;DPlD%n`@$hG^>Ob`?=hHZR`GhD@oz$
zdo@xLz5f6MSw;#er*gzTGbtNOc_C>emukuwqJlW(bLuMoh2k6czjEGKw`>IhP5%H>
zl25gH^_7%fC-5XP=+>fHU~sn<&nL_V)6o03BCPm6`hT`*b|Fvhq}y<^_BbaXb>M(2
z(0FPJjHMN-GivJOnum}4K{fV1)f`(FA(40^Jx@6NDtLTzu0uF@Z&A0zenwr#AdW{h
z=C{dttIu`h+=VFSEwO?WfJh&QQ&XA0vn-{tn(<n7ha-0c5;*6r4wV%fw5(}ldIqQC
zy>Wb7ePZQIX)#Cw<x6(QTvnauiM3l>2_~BDQem)0iVJK#FnQ;-Woj^5SZf-OnRKD#
zo6aNy@^Cu))^??M_cl^N<%0PIZXb=j^}y|4J9yc<lVj6w^=tUFi;K3^5zfFol#FB&
zql}JolbYl2d{yFY2Iw@BDc%DVbU6#`4_<18#;`QqcT`r2IVF{0Xr<5HAs38v=A+d7
zL^XFUaLU(_uFw@eP^5bL=DgZfaS^W6wTpl7#7a=NnbBML<HZ`y%yt@WuA4H8A$26v
zms67D1sh22F<gbW#h)0=ZjHBwV3+Jo`|YngY&pk2H`cS}*Y12Z;+-<;-ZXDFOe*n#
z_r7*)4?~evyg%Zz;e9_>iU>UGiOO9Kz=b=MZUpBb0(*XS-zt-fc30REO!O@~;&!dB
z_+rlO?O}#%mzh{YxF`r$zH$#fwG2KzyJ<v3Zb0A{QpX;>{-2d`IxXN&18JM1WH%QV
zSSU^xEWA^!(mOeY*x0B}TapK-HPeEpPIYAJOXYr@%;eecejn6Y{?<nGmE%GcMle^7
z{`}WB;!hXp`Zd6^u?F^WlQB09wmf#@srIORIXhnXM*8bcyNV%j_*ok}Qv(gp=go53
zNA?z-;%jLZ`r7U{4fcZ3WfL97eSf7Y)>CP0TvKTF4-aaQYZ@)R<Z2gk;g>nuN4;{o
zr;hX+e;B5VG?D_?65K4sV~x4MHPdNd*_N7P&!;Lavx7g#cs~Bs^6!Xl+WT6+)FHMo
z!z{-!GH^M_=lWJNn~GL7r3Bl#^xudz)X}^rb*tEzt`-RQA>FxKoOKn%X&yJ$HSlJ+
z(o!hG69J9f7jLHSp69J|dK~(l$H6Un+V0Km<BS6gjtJff2Y`EhDz}EbL8q!Z%B>fd
z5`#Ow8JOU0`h5juh^aWkngnvCD;<#W{;Octc6adEL2+=dq9tZ`MhZ_Saqo_`#>3;k
z7F{y=j}k1TI_5ID`g78`JCCx(@fHszdEf7sX$d49t(+6d6(x&Z$8Bk-MSUEDaE>K^
zz3Gg7Gv1<7sGy~NSdvYig=6C%5RFn4h<WNU=6P|K*fWEkaqnANpTs+sFBCc~mor9K
z0UXSrdS@MaSC`4DU1_?#q{i-4Te-GMVnOo0MihH<RnNpZwENlZR?!|P<&a3NAp%3V
z;GgG?^>}AiQF3Omj1#nu$$l$%n#atO{t=jppdpLgNZ1`}-m~!w#F1-vmgw*$kPEb6
zZd`>q&wLYH1^)oV$GY(M*`C%Hyp!a~KmrbWW4&#7k4)4pyhAnQfC!#7nHM7)c8;U!
zIvUobrOSPYtr)9voo$beuMCrjH7LVKfJMD?hxZ3RrEO~7Fw`wB4Yk#hl#1OX6P9Sq
zk`)B5(0JgQ@+~7o)h@LocN|wH+8`xvaK%qux$FM`*RH3;6G?flh9*d}Z3hf7$&7K&
zdd*HsEwc;R9jE*yGRTq4EXi`ah!Z$b>EH3iL*q{vYH)aaO1aZoG&fU88|($X?@VKy
z=D6)LTd4J>hUP^gF|i#+RDv^u>x$_7OMeEP;LR@KZI#?hG?6l%03CaEIjN;NIW+qU
zEw^J5?_KfDzM9fC&9HO#P?8ufGD#Wh?d@F8{46gQf6zh?`}TjvqPg)*ccXMu7Ju%J
zyyHIq0OZyu_7(pC{QSlG)l!|~?;~3zeRF+hZ+~Sit=ua$ysNe2agf8%*8zE>_%BAd
z0&N>dw%o(Z^EfO!9AnnK7D5#XJ%(%LzZ7e)tN4oY@sY~B#Zx2hDBuisuB+IcdLKj!
zJ6&SfCDo)wHh$^jZP)~3ApSMww;v8X2nUrP_SB{+i~v2x5m<HYQ~V{@Z>83MvgMja
zw>IwKACRR;>FL&~_>*6TeMW10dw>ycq$L9P&OfDPR;r9{mZMFrjcq^SSAwFsjyNAw
z^HGtR66<nq&PI5_=~<ejegd=AF0EEAL(VM1en=gDgb|vTz&;?Ab?7V#mh+{-V%gi?
zxt&*33*yaHj=~b=MEQrg?^&vz(h1v9H+8AJ?ciu*jNQSiMFVA3lP4q$k<*-1n)iwR
z80i|_-JRByCA(d*+&e`1VgTw#2eorac?Is74XnEw7z1Z;?pPkb(zxFpMy>H5U6M$h
z;!BLS-h+YGu9CIgf-c)0!C~VchpA>7$4-r7n;;@VCg#C8#s}j|;>|O_dgMA}^F?^D
zL1YcMg^Xw-EJ*4PIn8k%7SV>Yqt7jZC7cFENiXJM8YEn0P!cl79FS|P)zZ#uJu2NU
zA~Cg`YOf;mx1Ml1imH_yV{)Y?_bO@{SArq2w`;SjEMfr=32;tO9N_%C_O7;7@Dg}$
zN}hX2u49VWM`&)r-{pcq1pPs;D;F0R*K$}a0hSZwf@H@XbCc_l*Vekf5={d5XGhYd
zw2Xml&SypifZl#k2kLWKdrK=5d!1FLx8XfVL1zw^YRW)V-UvaCgE*_cBJh8MrO-`<
z?WC4ga?Z22*u!Pq0s+Vej%&&^^|gjOd2Od+n~SJCpK)EUjJ$hodEmJu(&czAZP-O4
zxW>Xl^v?$%{#5YuQ<kH5=tUob{0`cz3m&U>9u-B8{WPnpfxz3cx0Apg54G@}?uQ#+
zHlKBHlgxb2pMODvj+|G|cAA~Unv%SeVn=K_X)ponxE|w-{*~?;HTJH)1p8#??T_}9
zSe+O-Wgq=|+N7-p*5g-g7|-yl!BMkj+fg{@i@tIH0DRW(hW;D)Kl?vYva=VU-`j}h
z4L(M|!G;M@jzFxl;u*#1it5#rIvB%k@0@4p$^5HtL-7Wlu-(mU5Z=LH^6V$&z`((-
z1&FMr6(yrKaE+TVwSR`*4%6k2?S|~TsElmA$qJ(!;W!wpz8vr$f^@GC7PdEjdRj>P
z{?X<qmcwg*2<Hu4r23LQtIIr!^A`+=ryEH>Hhp^jmA&CB%V>37M&bTg<FJ+F!OsH(
z*F-BfG`cevu`IfOfb@+jeHIT8->rnIM36npW3Em=c5(PrmO6jK=zK+{%W<z?&8k|+
zpJa+#myitOXypLsisH4~y(`28=h3b_$k}lFlWA7;so>LCc&ka8Qa6XTQ^!I!)k~HW
zX(AMxTAql*!r+yKF62he_K}Dn`*BumU&F07@|Oeds<dRDefSuzM^L_KGO-0y)UoU{
zPPNp0o=8v~vd1{v&1C7)y}3?>MOx<8yW-D>_Zr;deL~@{Vttb!hF_Ox!Nw5hrBPoQ
z{5cO2Txv5ys&^`^Q)f9HyuOvjX<95=hl_QMLOa;J>ubqft(q`PF7CO`K&iZE;k3HY
z<kX&6VVWcuj4G(ce~Z3-D@(3>Sj$zR>e}Cfyg%YN;@4P6>2n&&vNZls+R6%?5!_>~
zL2dBcM_8@I0#ajb%IkTS_Zi#BtdA00%^$<h3c@5YqgX`D#k!Fa@mwyK;wkivQY(mL
zebKSl3mg&ZMtQ1~)LA^v_C0d`$HICP7WP+`4S4b4W88vA`H9Cod(>$Ug`Q@%xY6vw
zKi=92$sA+!tP7@#RJOIgmU-6YVlNc25!99$Ij%0_#aC9+q%an`g+Y&e*jC-#@#uOA
z!PT3;Alck_!%FZDp>L<hc(*Yk7Z&MgO0MEYbAWxT4o?qwCfiL^X*D5kWG%Dp3{*Ev
z{oc5&&1PG<w9Pr9x0Wdj$aa*$KX;sVrwFFKwT{)$uo*Hl916~Oi7gopZ5>s%hv1+1
zLbWKMd*-zBB9e0Q9mY@L=N&nxXx<+1%(k+NDCRB7hmvfvDH~1>-ZPU~c8~}@9(aMC
zUos%^VD!ib@x@T^?xP$UdqjppRTfuHtagA&{PX$Jt6EV?MvzKNQ@GMR72!QAMAWQq
z?OIz&WsRqf;zJ_t0PP^)dYaGw0EAb-UQwPe4{7ZYBr7YvO<dHZo<9Z6J>1E<TeLfY
z<CE*(t}D&&b^FVRrL?p2A^@GNh;zq(rFA;$DJu!1)inPA0C*}$m`9;o#Pdecv5A|N
zBLoKb6`8DfXTTTcD4yEdcee#L$#WtEABSF)d^OkQo(L>23(a#T>_0%N7ykgQSywQl
zU0fGnpgZzLd)Hkx8Pc6q_E8Q^G`pKxN5kKTl27Jo)@UxHLdBw<LQoNcMo+y`li`<w
z^w@}ruLDSM!ds#;KPtK4))398JS00Mt9{XokzRGIU))_>%W)yO-PN<W;D3cooKj77
zNtGGOF6(o=(>@>g8foJ(8QSJD7^HKS0|$(pRUZ-jI`A|)ozA0p_tDQZ%<?(8*rD5=
zK2unJ9@ejP?MB$y>Guq*;bnG+p7<k<E1>v;sEO~VvyD<%qmXYwoyD<J9z>fHoSwZ*
z{Tt!GfHf<a=Z;(FkT7)HbXbxPe5m6!(`&u}@SdS@eAC|C39e@IW{d4X7k5wYoL3w0
z&g|Lvq3m8(Hu9jtvXh1fjD3HlZTQDlj@MkfSQtqlcHD!gBNe<O34)Y~G|z^94zs*T
z&D8414&U_c<DNPdsr9WF!D|?^xP3xHXKEo|DewvqNaq}$Yln-(?Qwq}nVqDJ0mcSu
z=Zr2UhgV-BS1~j&lB>13E5QS={{XJCuL!7VsO039hNhow;FY#mnjJx*fpP-5ko_<g
zwXQ9`7~W}CQfe^?5*XS$b8;ly7jZcGdt{pB;kRpBBW-OoQBQvwf;JGvI3xqtlg>R2
zQn`_B?KJc_D$&UsAi?B0{<X(aqo*Eg6Bj1+J9xD}0nCEXwX(pdBibgEVSTu*n@tnI
zhfLpVXAIWMAz;UQ0K@^*`vG1a@VLE`%#jBmf-nIFyPYyigzzQ8T1Zwkxx<i2bMmSA
zanM#&YOa1)6>A#KGDz!&k>M$d&bmgJ-0ThJH|5fx@lJu@Nc0u{)PhSZcbzviplq{+
zZKI*%8>`5!^#+Poh>#cfgG>k4BDULEms9ZcHq&2umT+Fc31!?-aUnlnO5fVWCe&=q
z(svx1Z^HRpv@_~09BucSNdW2q{ttTT{2`_MH-}Zak4e0}7gJeD9HLU&1Wo{K5}<di
zc|1P%R#3(wXi`W_$|4;&&tG0EGs4z)7MJ%<$qKSrNTJ8xVpw32QHI4T^HEIFapgyQ
zYv9ic*ttt-mG=GCd%u`*jPSmdv0-E3-8$apYpp@#Cf-QoGEe4WEDhhnJu_Y-YyF@v
z#l$k*O?4A~^LrHssVk4CO5D)AQ+;=Nb0nrDU$W04##1bqM!-FY<E?r;sxf<`D9TNw
zj<ZgS!1kYL8fLcfqb^;N?5ncp`@1_Hg0{2`Kf_}FOQ`RqxROTmH@wA*Hq+Z^#{}1p
zYLYC<F9n-G*JW}@3dzPp4gdg=`BtBT^$AzRT5?A_T^TZ@GKE;q4&vR(+niS%u~lcS
z&qd*RV&vYZMw(}V<J4N(!8HdmzCKw9=l=PoTzG51HuqOInw7SoL<9+3%e#~JKpTFQ
zjiVdKyPRqEQV?H>ij9kdpYZ&vIrOXjzuFBvhT-Q{W{{Rrd!IqqjyqROWh#+L>T%EA
zJ$F;^R);m!#nxy2^ZBwCpJ>U)A9V4+s!8B458b>#Nh_j|Sf$?LIsX86n&ZABc-~Qa
zbz^6CrYKv=mLhSu_ccSnTFuAX-u7F|Yg=n^8q6e+CiwI3*VeP-U4?dcdhdq(5iX?W
zd&`fuqakSg)>Rl#2Sq)xRcyRD;H#MuNT-k^Wba#s$?MpqW_X4*zSpkq?PU)WsBpos
z3hf6usyckp$7mP;TOTV9cGBdH_7#!W-dXqp!EI7|IWFanA|aL0ixnjBNXMzH%XIjA
zcW~l;4kcMeBshJ?AO5PNd2||WK0^|?XcRJI_;)ZksC64?A-Q*ef}9<>1g=LyeznOu
z?la{Covw73@ccc8OR}_UJBX~=r1DY#zyp!HJpC&WFMwJvAlcnKd%4826Iq(mk)~+-
zT|wV20X<GufGpP2%9I2f_Zb59KA%oaCsAJQ0p01J@P=D>c6)myyBc_qERdbY3`e2%
zu2yIGZ*6w*HlHf&Cp+Fia60kp=~2qkFNF1JEgO5ybr~DD#uVrD70c_$HCtr9wumP9
zRoIilo`?EYocm~0Z?W#a9o4isES+?LDTdl5J2oG?+a9Ni&ARbUi43yGCZ7>yegj3x
zJ$d7;az71j=7e~W4g|1A9snMrAo^Ba%-g4Cmm!*F1d+!gubn9EsB3f6q1Ut@5$P9p
zmysW`#~AxUIuMx8818G6z5f7(T@33CQR!xV*x4gUq#w$%JT-qLUK-c&FV7Mqbm({W
zu5(d}2fs_Dfj-bKNm*TUl?r(yr+RLtqCFA_ei!N&B3MO}UosU2E!)8hgN*mZbN5~!
z@C-H<w$|yWG!QY7F)>zBdgS9Z!04AZ7QQKtHY#3y`^W?@-8jW`kltHf=pgChRMk)@
zNcQgD-h<R0dF@!@D>x+58uB%)bU%l8x{8)fRqmseBvlf-0#EUD$5G8|Ua!MnwK}hd
zp_1UrRzmO*lb%oKT(+AP?}y!W88s;Fr7p4g7ZHb9l(*d-2t4M68}++_<AEcR2VM?E
zX7O^eaoCM+j*ixUh7h|+E`e<kQ}UI8oAIsN!QhMiLU`8kTJ**@!RI>RanRs&_OCU&
zwNY_0<Za00@ru(~qPp>vqAfP*<bn2=hTul09F}jC@%1$0ifuN~uJ2}g9+Ce52-Tyv
zlXVnp8u05oIUktzH8uU;gXEM?c^cd~MPV^gOAK&-D&RG}UqjP1$gORB=+)v?bd56_
z@5?K0$nM<nSza%eHlEfk(nj%HMhRBqk&<vLN_DxTdkMab^muQ)B8EdQpB!qW6xgKX
z9+@7sTf~~5f-h_|>n%d=TU2&wEuq68Vo6iD?H~;1yq-JfUnB`P%IY?PF}P<OS5iC}
zd{wCFHn$fGX&hD#<(z!ybgh7@PbRgEOY{Wp#v=SKvXvk0yLO?76_P>^uRdQV-mT-|
zNBswHzwf920OBjE*ZduzU3f$O5y|9=*ULm$=JLkiK?ft;;OFaHXZ$LU3jYAmazFd|
zANbamPjZiVxD0LN3HOSSzg$<%a{MgudQCaGTQu{Suz7BPCcc94MdX$q8Na%T8RU*4
zLa$%KyskSbwKEm<#qHvwE>RL@UBmsaPs7r)t65WaWhl95jX#He1=chjX>}XpZ{-*n
zKX)ebNyoQNE0WZF3F2d^Y7cJKjIzrk#!bp)a>t%}R@UuPPS$PFE-o6$)y!Fyj?a|m
zB%e`Kb=!-r8rCKfoS0R~mUqi!4xIJPYet-L5xwnVC8M!7gghUwX`U*xyP0iPHJCKN
z=_=#_oZt>~T;{#-{{Y4p9wgK+tt7IV(s|@DhPglhEJ)z@#dLaX(_Y6jr1vW{AzZL`
z0CSuinuAO6=Cfmad^MZ9se(L-97f$h1Rf4?+ltau6%>{4aa|nx_z%VQ?!HIa%xp&Z
z-tjS?QO_MKZ&>(i;ya%aYZ|Ok+I^DzkR7f7I~hPfpGq}98~Bd;)V7;`w(O0$SfpS&
z0fKTz87Bg(YCbvfO{Sr!Tehh9ffcreUO#k69Y4H3TA0V3Xi|}S9|3C#r^lvQ={8eG
z5ZnXmJNoCGaqH<_CZ*v`S#(W43ux`^=15XGpD0#6x%pI(O>r;de-x#Vb=D;eiaf?x
z)D76_oOG=1Ys6ZFl1F(ip>;I!S;XvuW&xXTTmk^Bt5RH=j{Mpki1>3f@-@}Yrj2(r
zz{+4MtI!N%BlM_zTkz|}I*d9*b_s0e)(47QNDvZTi2VqzKGIEdQkCA``r;tGgfll@
zxcc#30o1h%?K;9qZs!vbAUiG?WQN8uo=+eCs>U&l7ckTc8c)Ly6~}85J;j>LW?+$v
zpcJSBjuhvi`c}@N@Q1`&zLyo8w-%P;?M7)woLDmK3cVC^FlvKp7gh|2_bwcas!cn5
z{-I84w!f+BXTwWzX{g-7Mdrr;07+l~C^!c+<22{7a)XMwR@>m7ypt0)p{2nTG6qrR
zm&x=z40NvZOz<Cx^xYcj&Ux*w5#&d<jwwi3@D5ny4{GuIo9$*8<}>R0ieQkf=duDv
zTx9d@T^EJ*T}%EEo9U+2?&Y7&k1O_)+ZP81uU@$ovx=ItAxWdM9u(E)jzDf=fxs$3
zon2QasO~vED$bqZJ!Z<sRhn5XoXuqR_T;jFT;O9l_N)jexN9}paXFRKD$P4>9q<Nv
z)m;x))a@j`xV5~znpA+8q9n<NGAKMAyc)@2qMhzrs_avXz#b};FqRuNR$rNg+Gjqs
z(fDV;`n8<5@l7?RF6<_PH}jN@?|?dUirW6!)groyXVq>ag{}O<n4<*o&+zuGO*>q<
zlV8*A+U8=iwiyo68-jDf`+C*;7$%x9RnvAn<4gEU;%y~lwm14N;^BxBxH-rBp7qe%
zd^^`=*X?f>^G=c|9u|>Ob|>V(JZ<a6bb7yvH0gp135>#3W@cCA2<e)=;k{Bz+k&ym
zS~$TB!#F1%wbAuxNpoDM7PYa=UHCIt@;Au@D5b%2WdI&~)6>AZmCd?Hu*BRBR!~93
zSd&}2Sxj$zasW`p_wF3~ReN1t`a}#hOPp@NP}uKOu*vIkooOYp%csLX7wFzJyVl}5
zX@=ry3db$cUCK^CJbf!aQTSow?Q&V+eM3xmrIgL&t=B{A_j6jh_OEjWyQq1WcV$**
z2^W}g`Fd4owadxlAlzNT<#MHEAbl$a)y)+tN*w(T!&mSowWw)2b(Q9=V-nliM+!$N
zI8vyg`*X;yZ9Wm|WGlA4q_Qs`dGJrCO6sqCU3I0%kjl|q!Q{n+lZTHeGIxJE;;*%h
zR!Iz2*OCaA1qqb=zS*jDRJSm?JEP$JUr*8O?IE?czLpV*8_g)CdHF_p@7B3?@E?h!
zy^-y-`zZeac%kEImDxvX$nn;-c=`v0Zf~_Ki(<(*kVPzr(&2y~ciXwF4L;W6QY?{b
zdhM@LXPWG(VT^zVer`Q0CqfC_t<P1L!aCZeulgd&k(moDlYkdE!N~2w;;2vI%~{?^
z;#+?y(5CgcOz!85XSu9D6KXyr)BHK%JwL<xz2uWm6uYJpb07`XiS*4ZGx(In9Cv;w
zz88`!1xQ!~Bn<T;vYiTUS7uUiTb(_xf;HpdeP>8?i7qZ(3`L{_5Drd#DwcuZyZs_*
zr=ECbmE-c;bie>QW8Sb=T-O)D8q7M)_5Iz%7nbovVU(lgiRi<qHGnSUvb>cbn_Xvh
z%f&S0lj;;_)b;I(8jMm#uy$G=y(fkBTaN<VX)}nYb&+1%1P%v3G3a@&D^2hwxtSJu
ztnKrV8EykH&u{bTTAl*bnr{gBu4tyYEeuPwW|i5H?QSwpAO5PtyS=!c%GziicucYr
z#LU1RpM_hDWoIC{+ju|1_nJPcm$N;owu&-^l2F8Pijsd0OEbvJd1O`G^X7V=rD5sN
zU;hBYGvbS9y`9|JDUMy_?KwP-eXBG?>unM|*HSPFtnE93#~hP`RUBf%N8IW}l6teR
z(7ZQsrdw)J%YSQeHPjME9?3D5Jq2^xKZJGL4Khm$xGdvs<OtsBTPytiD>}zlowW<A
zM4DCE9E%!>81u06*Y&PP!y2x$1^k0hmr$I(+)X6x0*>8%u~8bzy1UZGkc&>qT=YAS
z2y6E@a0^Lc+N>RwZb#h&fA#90i##E%YdZDh`ee58ER*?(D4kC6j+iHomBr6-D|n2~
zHC;|LGoeV*cPhgpk5B1}^%?wMBHRmAyN+p|Qy$1Rvy2{aaljex`qr8>DP21>a~d~;
zb^SA2wYY1<ks`Q9lpBb`g#>5i^#eTC-nsDe`%lD|dbB#_ls<f=(MdT3`u??-u4<kw
z(X5+LxbZ6+R+DP1c8FU9@sdX;K9%U&?}_X@H{sYd3*1R8ktvQWVWe%KpQpVwWD8S^
zhvAGC(V|DH*(9JH@4S}DImkcKw*LU(URg<H3r#1S=>o>rB2qU2#&cFYA@K)G@pPus
z$a_shCzxQ6XL9<f@AT_jKa8~fTI1pk^~@T~me%&-BOSSsytW}hIb4B?t0^tYQEk~B
zzx*NA7f^@=$Y~dEl<Ocai~s=p^sK#O;l1s|7LeJ?Y$LZu%#yiQB$7$s8sblh?x)t4
z%6M4{GUDb5n+$Q&uK=3r-s4o$>};0uV|9dQlgpKg^2Y$5Pz6OwDskmw<Y}4H{5RBP
zpE2rsZtwt)bj0)N_kNYD7lie_Bg5^brQL_xC6vn}d8g$B05P0;R&3rcx<mrm(`yrt
zn<afQSsp3Ay1%otV}EjziP?8UDMG-io_%qiD=1N?7jz9W$NVa3CA@pfyQ@j$mCO9M
z1af=xOL6eySvq9)T6C7O+&s}pnYjS$Rd9dwAzX!pmF%}AFZGM!K_nP1SZDJlw!Al~
zYI-%cqatc|E=xie&6SyzNPPG1M{21kD88Y}*}HGyzZ_XwrJc;S0ITjN?Lapp80qg?
zx<7!tK$FOCQr122v}+)jb~Ci#;CmX#ZxeWgz|u9%#@@M*?c%Ozz9I1y&CSD4adeOf
z4$P1jc2|*}PkQ5_DlnfsBW7IbwyfE!KY;J8=8dG(tYZf`R%ZFL)3qY}F}aF6hk>j-
z$!(;Ca2RKDkUMnAtWo1TsUwidtIUkDh?ShK3C}p-`c{nk?zHw7!Sw^htjwEa86+XW
z&OK|;mSW|2wYiVg;<ZL~-@_^Ibtq)Gz0<Iaq2cqGtA!ZaMk{j5!g__ap&8R>uvLeH
z5=u)2#t7wk<BZn}rE0fLrX}W~s$cnxSqiMBLY~YI8OJp|<5SbMT_*n5UDRgN?<Q4`
zbj67E3;-C-b4HvJOH#R{)tS<0{v7c(k6|6W@I?>=w==IKoSIYN9}r!~a|9n}HsP|M
zOgr*N9s2dJInk^<ajxF5ZEsPxgADP>B+Nqqae;%yJH=3VlR~<T*?6N+ktO6sCBp|?
zb;%qb(z+Dmep`nt-0J*C@T%`p)^6sOOC=LZ(kN?!rv&<9t3mLuQ?-^c1e$jIahsgv
zA6_b#jpo<n@m`=bxi06PJ**;*M#uqIBn<Oe5NbXlkN!haUt3Ed4zZSG<JTR9ORkb`
z#(dUSJwo%rI>G==#e_kTQ}>b)(Lf`os5Mp}0_rNT#V(<z?+v&rN^sc#dV5w5uKL!e
z<IDS4bz8f8NOqPYLxmex7#Z))SJy1HOG^nR)3y8dk~AmFl5W1>kH)P|{R=z2Pr?_;
zZ)^l`{^lU2PcQ+To;mu~De$fPOCdpQ%_4vYp1k1Vvwz_()@*zMq1-_<(=_>0aWfVH
zw;#Rhz^2=LTAdU}a)w!>`ErMDanDN0#xiY|pxV&8u6PT?mwI-dme#R`gU&JoGJrBy
z9Q)wb6L=%VO5muoXuu2q03S#>{{Z#ZOMT*Njb_(I)LvQONra@tu0S|t033Cx=htn7
z0wNgXWAC0To~2mET(%OV*+F~<;wA8P{gPTFR}x&uEJN)8-~}L^-MZFxkKpZo-c^e3
zJ3q6;3WfVh9FJels%oAm*7REg{hNJrGu&Q;K++Z@6*yjdRI_WoJhq2+CYTjtDS!fF
zz{%am*0zgMiqMU3vE2A$!&<JJr|M;(iHz|oz{wzO*kW;!$9luN@Se9d-}+P9TgQ?@
zG^>^$O6D{#h&tY{W2joa?b5VK8>5!_fi4GO)0)#=Z&~y0;{MRMb#~h9T%O*wUdx%<
z+Z6=cI*l8^clLT#t8Ef27gulu7gIQ3TXufv&IM;r@bAPi1UFj7m^y%8aNUv5@YbG<
zb*P<QRFhDiMHZ56jie-JZb7a}PY_+&Ot3t%xhkeZBc8s4CjfFP9jV$aTohZCjr&iA
zy8XL(vfOD+wHzNHHs;EafJhkYRJ1<?YdTe>v|5FgtUGg=gup&?(x>os&Gh~;Sp@fO
zZf#}V8%$a?I0Sxqt{+3T)OFuFM%FJSF-+h_w=6NvGI`BSSVFZsOJbuI<;rz_An*>q
ztLwHmntiyE-aVV$?o|EO$>X;amwo{8FPV2RhA6<1q>aSuj!7f0O3l+?ztcQxqN8e;
zFB9A%JVxP&C({|KvDw^QYg+Z*rGKcrO{q?h#4e;%R1z@G0sjCvs#IzFB_4>E2hC<}
zCxCoSa}blthD`EtGLfG6HM6bw3thN&FzUK}jkL{{+{_%3I%E&6dH(>2ZDbl}+H}22
z{@!b5R(Sr`Cf8i^!6%;e>sqDjL3ux&cOX$A!UrexttjE?wA$)Sp=YUvej7d2w9qZ~
zn>Ez1h>VQv#9?v3#~f1J_#aq?=Gr4?73xD|u(iuiv=#%NI`*q}`oi60!E)fKDmlhG
zRxgVDQ9hG@5=pAw!X$|>k+wnOl1Fc?ROv<$x(GowR!;%z7q@n|LdwU_frBbrU5%=}
zPaXL+ud8?q#1~qYiFx~(;jvTa$34!%esb8z2ev;d=HT&V(Jd$T&E^mm=1vIj)9|jQ
z`&qlV@E(tRmp417mGbUNu^i(yi>RWUntB&1cIssK$HLw$02x8%zVUqN8qcKK+Nb)M
zmgtrzv17NM_09hP!kO{cu8aQwe^37a6J2G#sz2c$mIFNBZ7wEO41Vw3>-7ez{{U#}
zAM^Jw{rx}VS<e)s_DHen{xFlt@Sde7U9gj0GiT$ATPXw=@JS>JK3P@1bv~FqM{c$5
zI^@yY=vULr0?v^@@))0^;1h%SSI!gsV6wTKI`~GxLH-@8-MZwhb<UJ#?;*xbJr2s_
z##VZ*^^KmNX)HF%ByG}=7?Py$2SHrL=fvOb{Um9rXKI*?10<l5Fgp*Z6}jMVh}M1~
z@eQ_}Cxz^xW=R=t09=i#PB0XGE2=jdRm!1*MAP77)GR1-`HCYIO<Fn)Z*$LN_>ro-
z_V!H;lYOKlY|5A*WCPRmuHRSi%IYFt^eIa-7A^tE_Z6#R`f9o?njMUfykY#L1bTE8
zsd3{-4)|iXxJLwlz$xkMYo-;g7M`YcA<Wl9#<kxC-=~DqYfCHGX11AB#3E)h207;(
z{)Yy#JaeOKkj~Pjh2+aRByF}PVypt5!>3=&*S*2xC?i58j^b7)f<mwIsc$?*Jo@#f
zkzj!yMOmhrP68nr+A;_&?NFwo3MYu^-V@dalNG(yy~fp0`vh-*PdtytqMJ!!;|Oi1
zif`Rn!qSj-fHvT8ee385H2`leA{WMSZWnjTpk(Kaf$dzUi9A=L>0Tn9-si)n>giQ?
zTm?+G9Ch@kDzR~~aHl5y-A^*QztnVlmz80HOIe(hWjHC02_qdj{VHqtmdejcFv}e2
zG!HN*rsi@_<a5WhbrXC<(UqO<{53VuVS)@%4xj$I>+}oV3&g$`k5Y$3iq<gC9C1k!
z7EB(%aahepqOvr!p{$YP+Kup*SXw}{<wjV53N|s2M^8+9Q|9p=m!o(lNN=?FyIZ@!
zBP!uqGJq0)QPa}BhTBciZdpP_XmSIE`!snV{uJ*OTIo7RhyK+chpcZl$N+`oP&we9
zm7Hie$u`95CajMXzVX+Cbz3_-8T6~TVTDUb@w%3GJ9CabkLOAKv!u_V>oaH&O%us~
z5fL%S^7arv5<$&xOX3_i$>6Ow8?%ooI(mKD?ff~Y==UBSmj3&~)|MgeJd+eLt8T!^
zCxPl~dsvGcjj6S{@G{%Tiw>%zaA0`{-nktTeMqjRw$e;*p|n0yMUv!+5cC|^w5{%p
zT$t_lAwP5Mk?=h!{{Y*59nr0))Wwu>PXt(dkqRSVkUEd3r*Ls+n881YFJgvE%`W~s
zg^y;|g~G7!pIXrH%=(ge??#4AGWIZ%m6l0u+h7Gr&hCP`_<kqo@+toSiN7bICLxN}
z(mZXa-(0P{cf#gL0SYr8Toc>rL6W4Cx%12yH^|cn;(f^@VgCRVUDtpm)aUV4n%qk-
zmZ>Mn=5fj%-&*dan@^fu%cfbzg#FP95Kpd1tGZ3yjlQWI38&kM*cVq=l}fKp!=AMs
z_SZTcORF=>Mv<-w{O!u21__Xi{sN=L?X}WP71SGY4jMoQUr)xp3tRD>{jJnVZ>L(t
zYa(tJ401uvHtpM0CisB5a@(2oyE%o!m0mz$f#?>gsVB>FF8OY7z9_qRJVAc!qnVqb
z``q^QtlJCAt@0L)n%MKpbm#QxUi~(Ur)o19n#S2#@XeSJvVC$!YDj!DV;0}^dv+Pi
zFWI9Tzac}8x|JG@LB$>!;``~Yb$=!)l?p`>0Y@kIYuDDYv^F-^`|hJ@;S5Vfzi8X-
z*S&jgwRxc0Ud<GmJU?hm12~BZ=sicJP)$cehEUUKala=jZQ>dHg+6t$3Jt9eXU4Z0
z6^4bO+~35LNQpDr#^?xau+Qb!-nsj&b54%SPct%3SPjs{4&8|3<yFT3j1CQYcBQHK
zcJ3=nIkb2;Bz|Nl@gsR^PdEf%bga4WG*zA}NVF*3S@%95gRf@BDLKceSmQinsNd;6
z9`MD~R`Shr_IcGquI-tAqz?G5Z&vY^rzCcw!qRkj<6kk_6O#NBw~jlC_WfhVaOoON
zvszfJQNHdD2bY7$#yjS*pU3*7D=N=v6kBpqS11*SZrp#KYF(AD)IE<jr<hnvb8+zZ
z#FtF6S-hH^w1`_O5R!UlwoP2K)~z3N>vu_YEWa(Yt8EC)>yAJ<`e0Y3_<zPRc)Lox
zgH_TknQiV8BC_Gt$pnH%I`L5X8aMnT38ft`Oi83d=tZIt(2zM9>}x8qgLacDH01si
zQSf~6&ET&U6&9P;*;Sg{a6nhaPjWr$n$rYk%5cmWpbi^x03O1<4)<2J@UMh*o7l7)
zFfG<UHW+|apCp5v5A&Mx-}qbc%B*AXrJ6?V#sXk_a=g{5eDFy!AG@PE-v~%wK=C{7
zV1CZ6kVmOCLeo;Tn5@2ZXryITm;x%_g}y3jw~%V7KZoFk-rB{kXJ`VJkSPNja0hym
z!yYv7$BQ+E(`>YP)rc}YlG#8NRC?o{`21@eRu|g!uq330>EC4gLtiS!V=BjZ95>2x
zYm&LQp5<b?xR@ohWHfQ4gL7{jXZ@UZ_OEW)rfKo#Yz8(~NTFy^0~{Zh*Z%<5T;=Yo
z57-2j{uYG0CmSLMk4zQm)|MWJvx`mKe6B9%hUunDj}pNvuxJwHV^-ad;v50rwR*Ou
z_EvZE$!P`L6M2GM+Ue}=CgX-yJ8{~XXX9N4Iis|>@Rh1glPd8Ft{WqqU|`pGr1-jT
z5Jzz|HgoCr&`8mF@-h)41C9ah?_CKcpzSI9%=5i}#8BK>Tv=QAb5zt4<}J~*)~>4*
zm?H&9;B-7!YvV5mOX9x@*h6n1g8B%PV>mcDQI$WZ<yzMsC~ZG;m~L;7jHr!NXVk7b
z)<&uE6xiw)79z*zOoe^pAY&kqe=3+x6K*Nq!OG*QgYfg=jrWE%ht+ipg`VqSNcNs1
z2ZQzh0PEK=@k&7_jcy=homfPGNf|5EM|$mt#CzK}*)^A*%rnWtuRSsc*Yd7_-q~uF
zQQll>7R@B_2i(9h860&Tt5qB5fwp)Zu8W~t=x)udtd~)M>=y@fb=&Gc`qkHXdr^&i
zJ!Y>gMk&@o<vaYx4sb!w`OSAQ+UXXzLElEQls9i8HRtLUms!>Hy)0X>@a>b3h1V(u
z)3}Z}r%|XY&tb}Ek!t#$n;g?LS42q(Ai!5?3_E&vJl13y*6$8m-rZtI#-`iUFy6!>
zV;QeV(0oIs>w3N1Gk9lD+ZIb^Bs+=qJ9AxXTljigG~c4y+Nw%OSnZL<a58xucB~aj
zPU#6tn?!j8cM!GoLOX-<g30GdJ<kI^^!+njx3$yn=KxCSbqh(6$vBf3AbWHJrFzHN
zyfE`0_?JS=M+59Jai7ERt*r*%M~qyXOBm4McVg8Oj&Z{EqR^I?FW%hoX7RSAx_g-P
z=-Nq$-1s3_cHsX2I?&QQLv^Xga+5^&H_2}M6-LslxpFw`+w!ky7SZ`zzS$YiM)DBz
z>C&FzZ7d#8405Rd09>%3W0UDwx-f!rZ$u8Jnx8jW==z&YB7b6CT*2nFn;JG!gyeVY
zf!?}X8x2a@%JsD^G{xjuPN>-=U?Xrxsjp#OQcMDFt^of4u1Qc$tg0l&;z_54QJJD>
zlMVnRf@_^(u+x%CXwTZko&^_<QuZjVb^B3qZ4*Y3st+&8Tyv5+^rqPAvg>{^u^<R+
zV3Z}Ys*pUq@%67(pT&9%@@6d?%NXPcA#DC)uIZj8(G0Odx-RKUU_X-@k<Xy6u6T4}
z=3UP((mY*zYi46*Pb~?KHa{rhu=U%ybsM2^EzQ3jw`4nKJxzNwdi{m)GXDU=Jl3%1
zqr(v=@WyJ@t?rW}=1m<WkFuL+h7aLfpIO63TFn~!b!!||#;tFmd|8tA>U1&ShDGbj
z00-AK7sT7^TkTg)zO`t|yc;$a8;%Y^$EQ7OwAQtM3O)S4Xwpa87EDPgwT;UW$MIEI
zweJYWCz&>qW*}e_XAmRuuT|yM<sBoVIeF={)z3QDyhr_w@e5a1S7@Zz9FO5U7a09(
z3t91>+F_C#MlB<Px#_poy_Z?>kB6hWmN)SDmQodrrYOld0FJ)KvTeL$;ke{4FNcJn
z@rJjBe~_$OQEeNoj13z|ZBya)l9Nd?+pG<+pyPRW=O=-R;S)q_okmrR&u?oU)!pTm
zXFc)xSI`gR-4@2e-UZX;v=YU>Bv{a@44-^fSoou)rPONiUzP3+yjbJ0=lNDV^zQxR
zMNy?=h4Dm^TlhCek57tJA*I-)jq8HEpYz_RnI)G@OQ^2n5+%4|8w9DxarLiblf@n!
z)h(><X44vY<z`6B#D`}iIp^M~hVZ|cE3TZ9#TylPmdY-Dt2t6qeAgjMm9}_Y?DyJ-
zh5X2pN4SppSiEXUAG;)U{(M(OW$_+Z^qrU5ZlW&A?U&1oB2$h|PfYi(Z}9d0hVV>u
z%`{pnuo5VRSDbOuuafTUR^`H+kfH?Qx}zBKf^VVoo}aJXeV+RHG~0U^qDayhyp5^@
zN-`a=3mU(pc&g=e&2o9#(n;1ZEaM6k6P%x~1Fd_Ph_y?7KS7%9?ID;(S1ULHPdLfo
z*O|A(B|^b;%LXNhj7ExAANS2@*y7qU{0-t(*Zf-QExd?RPM>sZCg9Jvlb=edXQf)-
z>V>r%wM1lHo1YnO!2TbddN+f7S#7IoQdvHeZ3$Re+E~y6MnEF~4_fIZ({yIRhSCU6
z1eLc#oOJ3tR8EwtJE40^GlKA)t7-l=@*tCaquNMzj1Me<(E9sVoA_>9O%KJ<UKt3B
z&0#23BZHo}>MQ6=i;XKwwVLuf7~0|(9m9EHOJPYPBc^d)7jf~INR$sN!B#OaZ0`9^
ze>JL9oE4caT+Zmv@Y^E%QnFzCmTglg*~lxBbNbfd)$Q*!O=8ANh|=cYQMo{l!G2#g
zh@{f~GHE~B7HFOfvs;5Is?G|AQcf~3wduYgve6;EBl`lt%PSckV*)cVJe=frG^G^P
zhZkpa%rCDr+g&z8J={5PRH$G{&tdD$cDlLqHOs(GaVZshPqomz#S&;5Y{jHd3AaJF
zKA2kA)I3R}$9*IpXOcN$kgKqP8*%(<RZ4hu?=ebz%;Of>P%w;bB<F#Q=BW7VN0(61
zVS9Tab91sLEC6z#0x(8F#dnbSgG>?zWtG4=C~e~z{6#LW;<)VPjw@Y0J+eZwE3g2J
z=Zs_8lf_c0@I8kObT~f;_!iR5VZGG0yy}36WZG3+_3h3$>)yJL86rdBy)97XMDNq-
zQV$m0VE*PX4?q!k_vu!(ePxqJ(`TLtt_8;S*zv9x9C5{EQ7OghY0B3_jCP1<(cZ86
zz{Wo)a52~a0I!c)rS|y0xZn59bl>ohF2JWxw#OuoB{@I$&)4&&{{U|%{R8d)0PoU&
z@iomle9z(s26{(|Kjc-_zw6Fl{Q%d-`V^XQx`baxAp_;Yagok>`ewe<)hx!NrCr$<
zC@vysivgT&1ZVZH4R3%JkvpK*FOJZ8TQ$M|0LQD-YUXI;J{ipf{{R!Mg``F+VFc?M
z6OsnQ)cV(Bt{a<e7I(Fntn9l`fszR${{XLB{tfsyZQ<>8b!649ouXHaM=iKa?ou<<
z`qsJdRB1Ctbql8e<01jK`PNg5(#0twnA7fWQLM>r%zUuNby1(hZ4`Hzh{-f^IZdPQ
z;GPY4R$dK++@>!smuqAhApjg7tuo``wuK$bkaZR^F>+CX0Fy-}C4OL&zQ!h+Cb+PI
zYpY>zBcM188x^_ZyStlj464A;0+7cdI|5ud!BV*Bc<Wj^UxYN<L^g`rgGM?u&5%BZ
zmtE5|ySZM`^$@QVD2;BIW>vuek)HT8>MwUeM#<`UuYf#2ZgrXL?`|#{CVlKT95W07
zyZqw42gcU^XNWFcN&;g{=dVhKPxybJX*z}0pqjjv$_DpoQB@FQ*EQ34gTb0+t9ts3
zx~=SN=)b$Sb;ba|AQA0Za=Bi{^s2@ZyF8xe#{L^(9K`5;_zm}0Ipg0PS9js$cs>~*
zibg`SNOGX(uWTBTd;y}!>l<oXsoj7}GGKJ}uAfh_(0ntbMWo59#1nH$ziF969G}CA
z(wcF1Y*ngLlzr2|ybyJbTgNXf?RJsms+BAP?KuG8^y~T8zIdG+_)si>2J;s<sI6{1
zGY#t)FKnV9<g&T|<oo8eFVe?c)0)~F_=<-Fv}86h+O>@0+E+RBzK4b0-fA%TiYsKc
z4P@Vag7cqT*LHB83qm{I{{ZZ@uHF;07eXJk%5p!}2!T=f=CzZ<I%?@ZVY<5WA`^Lm
zvJ(dw#Z$GkDYMT+^DNQrRA`Uh=LA%G+;=zL8`W*>ksjfpU5ea;i4dCYpF!~aPEaM&
z0D7#W2lcCP_-{gMc?!(&`Kh&oOfsV&{uLHu=019hL-A4(og&6n&Nu`7Yq#)Dk$(=i
zYd!9tYi`KQK}F{qPjGMzdMVMgJ2GQQCy+N*NfiG8TDxhdX!h}ap>F)3p_qvzQM6!!
zO*=AAEAc+RtZBtRvn)Z0Mp{Ww^X=_fUIg)Ox2ya^f*X~KYQXALMn=FsZ(g|qy#r8h
z4oM2bKZqejb;u=?1bUB}j|^CNKT5q*r)w7NcR${c$c32p9ew%=#-Ft2_qHxvmeBHb
z)b1K2O-goq$z7y$mAZX905Q_7-?hc^S*^G`M4Q;{>b<|nuAcA0{u*>GcjM~|qmnWs
zi+bmtp{qke(tI_i*(^WsoZ3ji$qhG_80Y>4R^u!44bD8grJsnNBk>NBw${2mw8T0q
zd65oTy*`!B=w3hZi);3_^1(FH$%SZT8Ak4KMle9ldbIu_&@7}ePk#%LK*?nzIOn}U
z{v`0kD6^aUSb;cJ-5C6iYWaHHN_Nu6BjYKq4zYFQM(-yM$fG=9XCk@B)Fz+EN%q98
z!nYg2`e!xi`j3ZneNINyMxj3GKw#GMFCc-_*o=O4K|CYjvv4FcI=L7!vnR{-KDC6Y
zHtvp!c&}#;TO5CgOpxi;)28N~;8;NZ5td+0VcJV3mjH%cMQ55<0zmlOy?_VOy<bw%
zd@pHj4A-||kPWGs)CU<p_&sX1zK!7<*;$~Cq>&rTV2%k)9CkG|DJiQqbH;W!oqA-8
zL(;O_*L<!?{{VPae!Hp7e>x;udP*ZZ$YQ;_u6q9fO7xv);qITQMP{&S62TpyeXGQU
z%N(4Nd8~!_e*r<AM(7av1z-w6z#rb}S~`5rK1IT+j9JUr-bti*D^t{9f#Z|yu@>F6
zkKH42+r}%Nx}R1qHFqcHVIZ6w^y0l+PWXRgq3Kulms*^c&|gZf$m#|@QZPPmdaVzF
zw7C2|K8+>y!@$kG8I?nz^apn}HE5~I<<Z0{X`Hs5b#dZ<hkh!GVp)~qK*y^blb_DK
z`pd)C^GMeBh2kg)^8n!ckSpka59nGpjiXPe+OolK^6xT`3pP*8PEJXzhw$cr_afpe
zqZw1mf`@lL=DRTJ5U0w|KN9Lrqi|XtIpO_1tu#**J1IEP<xTyM%sW>(;XQ6$31qmA
z=17c(VDg&`2L%2cSJ9DpSHm(`-<ylojtT9a8NroMi29Sk_Ul}A*MNQ#S^=F=pO4_a
zT8jLw*)v=`r3HB{Pd{%OY9287kzsvs!ZeH(f*A4^FcrUFQ(cTd5F)wo+*W#ohAX&}
zXP8@V><^co{-^0(28ZA;hJS5>T`N@v{jwlacpbM8N8Rt<l5c~yvA>peYpItRJ8hJM
z{{W9vSzAJ{uBV>d>Q>s8qodthOC`jP%8px>`B;7Lai7FjTYD_}#)6jio>!A$B)@4^
zJge_GIODe<^yaqgehpa1ezT^fa)uUG8|~C*oZuY$RmnUl;TtQtF5>Y7sdCP9<lP`{
zPDnnZ*w!^+DJw3fw5J&A%+CT{Urlu_rNyk0SRlhoyC5FS2jFWz#WFK^w)84t5`C>G
z<dL*@^w09H+Rjf8$85?xPLQgc67LF}`tT|pW59OWh3xn3s>o7TR}n)J<PWGLIpdnD
z6up|)aaEd}u6d)Z5?jXza$$Tf<B-HCJ@L~cCcP_9IMFQ_K3DAOcN0}3_;qVLI<~1e
zEI~WqP=g24J^uiubnD^du+uG~S>~BxMUVF}1DtoqrEdpkshd3e!a7!=WpjS_cyyNG
zonAsoVV)1STEF7O+i4D0Btm%q0D&6qBhsQ*2omq+##qKMGvBR8t9U}%{uD_sT0MwH
z0*-mjMkRYne6b;;$UYsfo2%;16_s)T4aw);yUT}hr%WTp{{S_BC!jk;S<pNeVWZsK
zJagT#xnZ5r00-o2qE8N3+rcBu@>~M@z)qmx4%Nn}P0Hm(+FZwsO{eROWfDtu=a$TG
z1fWKz)UGp+Z)){V3IiRT-scSBCEUQA6U|(03rgJ2_Dj>BfAi^9?cvjOizb_7u}3l3
z%PRnT`kK}hWSz|%m5v`u)h?#-<3Y6fN{mP+qh}=jYteN^E2PN4bAkNp4iVv~Z+_bv
zAh;>B%=4Ex$v@uptCt$yk1e#Tb$XE7qUGgzkSdJ#Ij2^Xr$$g)v_$n<98S4+u19@u
z_9&q?#D4Xd62qUZStaDOxkcQ}*3x8k=V9qrCGiJ=!?<m77Yp27E<X-x)}5$$J5mPT
z&snxJNRGP&!k5N5IM1gw;M2;n5tLg?L!a5pL(ML3BGV%B<+shr<h+OELF@-pQRzM>
zl<L+N@k1Oz?hrG9h9e@otwZ7OhMb9K)URgU{mB%7DqA0gejbM6*7+~51EZ^=yo<>P
zfzrK4hp6{0-RO=F#yW-l%&<qK`I&Yq`;OHh`s12!gRQllK3BWDkufGV!lbYx=xfpk
zhx{!Z(;?MXY2hbyUTSVu^vA7eSm=5Kln`Em$K?yXbCKKYUVN~4g-_WiuheNu#|f?3
zyxNW6DYQI{az{>U4&TGqR<p)U$C(o;$UolAdfuxShHNezUfxENk_$#|6<BAX!8K0O
zUkF~#ut$Fm_P|hXS1eB$9P(@FWsSx+7LvL*g*-Zqo%J~z{{Rj7$$NP)c@L7J2;uwX
zf`Oc4kyLyu;Hh9|zSU9w)ge1$>w(7vWA(34)OC*zX)~>r{<UdkG9V&3W>syy0q2^@
zxA8B6+H*1SC8Cf>8}8Ht`qvEURFiMHaGWBJPsN@VzSVD0pbKvjK%om`?+x5zu=lPb
z{t*3HH5|!xx;Gqd951#zSG!-$;mN#~y4B%L@vM=Pa0cZ)2=xZD5&R)EjvG=$+J5s~
zC<p1yd9^V3zIk#rVa9a6(aGBB_PSP&rzO<*oC&tBFc@V?Jt>Ai?FSKCJYWahe|iRe
zbAy`h?tDAp-EztsgpymRZOa5U(-X<YM;&?!%sv6|$$vCy+K^y+tFXzg>QribIH_-A
zo?5qUjXw@qeU{qgN!_|YK*l>&PY`%#TGg(DS$KwP3v!q+Mu38Q<n=Yt=~_LWmjiho
zcv&z=nnJ{WeJab{#~h+D1h2>&m2y8i?2HnPhZkgV9x{sN&*8PycXRo(AdOkVfDg<%
zSB_h15yEiMD<SF|n)(aI)*61N;d_fa?M^*930VQSaxe~Z2R^v3AAbgTUQDO_Cd#-w
zP9u+#{{Vefso4Y7ntu*wj_1UeA`;4m(VK4^atB(|@f6-Xx4Z{TwzHZa?%_Z@oCB5z
zr6<GB4ft<G)+C<S#gSi5@j5gNQCKeoo(buS^jRm<8MZI)hB6FntO)kzsYxYklG9IP
ziHhr0y71lO>d@N5arRkvM+qk%A@{GGygi}Is$4A6D<zC_D4Jq889V`=q}SKaXQk@a
zliMtwT$4u8^5C!xF_1IwTtwdwJT+~nL#7Q}n^?Fu@j7LgbuG?wQC4?K!bti4;tAsM
zb*s;99k-iv8=^)A&^HWY74(mbCJ?-m$_OAZiyh85{cD<s;LnHewHtZuyhA!{lgy6P
zlx7$?_0Bl1-(9fNFC}Afs-S3`;xz!WpH8)moszp9?YYAEGFC`~PFTC#DZ};Usvi<h
za-Ji-@*|Caow68n*1Jm`7e{H<QL2Pxk#MdQZXkj?*0!&scz$WxStC<3G2S3`4WD}C
z#nGKurA?<{b-Fy>!s6m#iJ(O1?+Vt}4%f3F7R91>>&f-5ojg6^$)xh#ZX?Hcn*e?}
zqf^i{hLS({o5KP}2t|#ZNx<YBlh0bi4}+^tQggPZl=PL^=CEolbARRRnkeHq!9q(P
z!;Du~;s;dl&W2A-l7BkA28E<cCg1IJjCN-z0sjEUs`j^|=~8Ld7MB{_P@80Ogze0O
zJm6>6yA>%U&80N#d9+eZJ?lusq%r)epWZ&F`F?e4EALyQMbH*qhh7TIMslg&)NZTa
z@QCQ&^fJZyFZk3dQbFw^dR5WIw1@qZTsE_)>NYkEZ2th(??5+<fC~VBO75mo@Uo7i
zRu-Y8z16uus#|g%NbJD>07~w$&Y4;(iKm8A+5Z4k-oP9h@Y(e1sWm2(?GqCh%2i}y
z3i|c0piP8^-b6$Pax(CJK^5hP!5%P*@R)6FL|rmx9XPBiDJdqk9rY<_9$m(uw!-E?
zGRUPy^MWd#v*P_n!k#(2g5u&?tmT}sg~@HPp6l3ty(^=(@D9HYxov$EPymE^gi15l
znxDj93SVE>qQ8<ridcEWAeK;i3WlX~qVap2POIZ9zZGkc+G%$Z#bm6kiVv335OQ*J
z`eU_s7qi6|j`fM;ZK%3^n-boiKj&2k!auR=kzLsgz=#6G?he-V&1v6gcar$ORNrGP
zmd|5p7=4FpGKa_q+ai>dxg~Qdysax7*0ru%YQ7xTlGr{L&ADNMaqall&yKZ7boSHI
zd1Q_`Es;r$a!*`U4QIkL!Jz8D+4^P2+9kJS2&zs&>;-Q4tHWBRseNW)v1woyi5rqY
z3Py9*rjqv_hH>S-n;cb!zo&hnAXypMkc!hOUVXX2tDYj!bq^JIgG1Bof}@KAB#$Ba
zR0$Yzc|B>-d^^-uVz+v1v&W18&IliuTC=O$c&keBH-@jY%_i<x?X3)Rg-niI<rw-A
zifJ~jC7|bSg*)$t`ktM61)Oq2bvwq=ffyqJNY5whSz6RiJQ;Z&FzKmAtfY`Z2y!^Z
zdW!hBQJPDGCxrEQu7p8iEgoZI$-!aMn&I2S9w^tmHK+#Cj5l-YLUSC95N+B)!9963
zpRrM>rvg&c<&K4W7MK00<rpFI)y!g6J3%-HlUrUCvt3`p*U(QJT!X10RA5{FS(=%A
zCGjc?CbCH4dq<4MVtL~~FSj+Jqj*=wnjeL(qO#KAeL?S1MUAISYzRR)&N||*jB4HU
zmnN)n_u4h4ov9e*wTOmt88P>2#P-&<S|+b?VQz~m+JZKYqs>f;(7W(|kFLj=FNb4m
zlEtKzuh8z#w`!M8@IQ^boA~c^Sfg2OwkF$^Y_|0{;Q9keQmyTjx*0XDh8}~Ze{0*V
z#`aj<Hz3a^woj*eH2XKV*A1k=x)|kB0sF(tYT1XwUlE|WRb3t{YhpHqf<*Z~q@I;;
z{t(|3nT^c)Q~8Swpt8D>#G?U#52^iYsdHZJ*6701^q&vf>2~j^*{stLN-MEos(KGf
z>AWrB&k5XWOR2+V@Loctp^Y2l=y@a8HOeo9d{-=Jt)Sh;5dk??^xzJAR*r|^FA+nl
zTYbMqz7az*xMa>a>7P+t^x;2gcJwW{^4RmQ3RsJcW6he-+`}2mAmeb&S@BkeH0^A(
zX&f=LmPGRde7m^hcd4!XA>#{Hl&6RFAYAPvLV9Qa0IgAv1$eod5PUnS;Yi6alhpHG
zk2kwx8*6jW{5hdpU-*Mn)u+sn#XDPD!u*W&W+UrYJZEpGT4=M$brKas$X%dgu*c(9
zG>ct-O1i!h=r`>H&hkc5JdjEB<AYp}iTpp~FB58JR?u|_>|w^pnK_X9k($G;#b?Y~
zST60+<#-xvOS>y^<q{ZV#GK=eq;uc-RgbdU{g3SL3R<khbx;{e=z8(rn%FvDjx6p{
zYh3_b+oilQqM4R9QX^1s3G8wzjqZ=}BU-tMB+#I>x5(Z5)nkFrJo8&ZQRUSSVtsE+
zI$wkI6mb?H-xKX`F+Owhlb*bauVZ^Im42G9n5^ojbVdF~EHcUuPJZzGM{4ivG)s%0
z3dg4EdU=n`iIQmgkGy;K_4cetz8FOu=x**VZ*9{)TqQ;aZb<g}SDRKc=5{J48}WBs
zfu!)==vf-hXyh*#ZKQ%nr+V_8RiuhzHlKZV_L6+j@09OR?}J|D@i*blz2d0!xb$l%
zRy#20RpbePa7Hs+EvLbc9@x$1!*6GtV1sg`5nXie%C0B5mEjR}d7(6{?I?oyGZ|Qr
zpvHUlt!J@{>i$_J^90*eVMbAhT<1JjNu+!w@jb4Abz?HcZ1da+50@ZtM$$3IPEBva
z;C*c^VM#RYI!l;9Q7&C~f4l+axvN5?q})cIbI$H`6t~cB7B_8|PZVxse74~r&-49p
zSbiYztC^yn!)iigTXzM&iyR-wSEcxi;rEMf?5`dOVxD(c#4*K));+EpjGTTwYZp=Q
zFODaQ+sM!zWmy(UOWa3>z~B#?+}4!UODmR~Y+)TDEi&>+t?-%B?p3hgc!-ZY_pW-^
zLDnU(j%ig^-r;v7j^A`+f_(*g6#fJ8alE;_n?;o^Q%<;yD3KkR*$4mtPJ34~ci`_8
zK#<x+r0WwDi9?o&ilN6v<BA%RitaykyRqH@Xmsxy={B3vYl9<sk|D~V*mxeN-o0w)
z#WvbDsis=pNUIg@@#nF^qW~}u*EQvy1@M1~Z9H$L%X6XM#R^E-mPksd%8)Wo*1cxy
z!I!$7n_B8xVoeKm4<hmI4tO=JRgs%_I@?>NkRewL4hSIn_pdb5bT-uQ@4U2*7**T{
zat2!`kN&x?$HRUOJ{^EVYil~IFlH}ty#A)R%Y7SOvDI!_^legDB$3HzK~hFeD!Hr{
zIh}LDHy$05Z!^o1IpzTz5z3yNS7NqWJKO4CXo+4~?x&98Mq`y#h>!v7004}4tgS~w
z@lK_st3H)}c1yHC$&-&#DoMT{c)9#ts9ZImlSR9fO3^IH8U9c@9-YCY<m828&;B2O
zXWXUv)XcN68&nxcz{gtC)i1R*zS6Ap-Ad*=bEn0zM9c=>dEoWwU5|)<7++sn$oejc
z_8Y=B{IkXtf#aMX=}=t!CGjQ2ww6^bR$E&bplr>89dn*>S*0f2i@I7Ita9s28Q|6~
z-GSS+=W&ydu4(#~pwisve`|ZW3qb1Iq%J`cHFoLnufzt<5A^$SG5-Ktfx`6QdebHN
zW8y^BG-)FcNVbaNSxmf=S&nhvsI56u9GbR=p50Edc%|+V3&E$Dlq%t|yNsT-=)N4h
zv9r)+k!Nui+M9mnBm=Z?D{y!}U)_SX?g8W(D<0e7w}?NmTE=LgLf36G4Z*U63}E)@
zO-9<>%`&%$wOA*zEn_RlP=O*vAq0JU{{Z@{iSbPLH{Jnk+fNx9gea=)ShvY1AQDY?
zukhnrw}WMkt)zT{cd~*{)KzVB!Co*=4Mr{OqMuMp_@z{Z)BuW(4_-fu^`))K(_@Oz
zJTGHorwMOiGG01@L-GcDRy6idS?Zo4g4ALr)5`@NvdP7Ib>@%a$I^sW{u!K1MhFu|
zpnv1l%V^&Zyjd0YsdcPq(g?0COn6rea#?UNq@LfUMKvWWvsunA3Mk?<?F#YjrxQXT
zNt7x)-zd&=_3c}p0kwi39@<-5$Rv<KIFe7{E#<cWdJ0Sb00Q{0N@)eQm8e{am@-U}
zvtfM?q0Mx^5BwLdr-;{EzSC}Oni%Aa!tgLM6B`Y~w^A!!cXxe^8dlJ`;(ro0hL*{3
zDy72wt@d-3E4w>ze+utB0j}9=x@=OXQ2EYDInRGVTyDMa^7q8|>`k@g8#(hNPPN*2
zJHbc85W@^9Gbv!sdUNkkWfXEADY~`M^}F=}&Be{kj{aUZ0lR_ye;T*pE4eOpJvLO0
zqKw^yRb!IF2PU(8XQXS=_{Q?;$3(t(jD&fM8DRYN9@VSii!E;N#2Qt`p`zW}!)q{A
z0SbUfKQnuOjbqCBuVZ_Vc+$=bzloagl#T1AMA50oECD0=SD0uTbhchL(c!p@WP<tv
zazEP@>i#?M?zwT}`^`$jOuM*>OIYJsA^?IwIUm#UtTExg66zi!@crDr9K5${Y2h=-
zLhZm|yT3t-?~6$pwRCLw!@@1Ed}KFw5v$olWgbxT<{z7n)|XxI29>FJe&RbFItw|1
zksIvk$jSB1b>1MolE=j_B5Bw1x01VNhSlUw{A3C)d`CPMX&kyG^zAbBg4K@SsK*Al
zXUybl7oo%Wi%(k%?G_2KD7Mq><6({)XvK4+C9#*yjyDW;p!DbY*LmVyD^b)n+Y5_p
z3#Nzc(E?0lZS@Dx*DK-;7sMAgY_^&;+*a$^VaX@C$n8ZaHs#E7q}-Y5KMtBJUkj?a
z#_Na2>0EZ9sQ7{p9bEW#PraHwKJHU4^#g@tl0zPy#syx|bT1X&crGa5MzXz%Sq|BO
zLVoTup2r5aCDD9Sccnn8wib862bm!G`R{}8O>;$Zo5CvEot%3X%@Q^&vEe}{CxKo=
zH;k@4A>%DV)@yk#Em}{XbeUxtCoB2%_ODCOZS}Y``4d@NW|%k#ZL@}4b;0Os%KUHP
z-xBMZ!_Jx%rd2*(_(&-tjO}i@2OW)RE4@%H4x{3L{@eIwWwCAX%RCaRdM0z4@@so*
zX1KUmp^GuLz-8o|0ng)JrzVH4C&7f%4YaGN!~qbIxbYz%asJLLhLge`BZ2KDwb7=z
zmP>FXX@7U+9o;%}Syob)x{i!HjD6-u;N3q%xxCda?_g2pTS%<vc95iu<-20HbhxAN
z?SZt?t`=(u)=4F~ei(zC0Nwup3a#PK2Ka>})Dmqu<Bn(~MvrDUGj#!uGgC$39~8%?
zJ&Zb3k=ifI98T!W!#&P=RV5`9MCBJY!@z9X#<8U85ddBnRJq%QP<tGA&*fbI0FJe(
zY;G>$Q35mExh(>G-d=Hy$G&@4q4-0>dbW{qXzyv{{`?tmz<|B_8uP!19v1PQui^=o
z&%@VGY>eu%#~A(KEKYjWLAzO*Nh_K^1T{N-M_-N`m|yMC?~*C}!-9oKDo3xqZTSBH
zSZywA;R+8ireaS$19tbUZ-c%J@eYUMIBzvg9`4d5jzuou1sPuTrQ<&j>sp72+Tsg4
z#zeYeq(n-U&U4ba@p0x$$&t%>tCjpOt*dHwR+C9A(%k&(xkk_d2kJd52U*i%e;#V5
z%)y%c<=My)jojdLu7gAHwcUoj9r|fku{w>IXwK2OfhVUOKU!wF;13mC_@`68g3ELh
z+_T5~#pDyg>rsb}?JdJ;yA-ug2^)J$mbJclq_^DCMo&9O@eX+enxr)F+SZ*szDlB5
zL{>|WnL*jq_CHGL$AY|DCZf~40TtpAx9?Y#+q9{{?khuB@E)aq;kb0uX_t-&*CD|9
zm)^Q;*=t8~hOupGY?dpVOJQvzCy{XyDxOA8Fa|q%)%{mQI-i5B)+t17<Vm(banZB-
z;8u2<;Qs&;Txyn0s@Y6!tpEyv*J%K8z(1{ZUMRNI6T(u#X{XHBUQCLS#+!)CU~oOE
zBNm;DlT984r>p8W8g;x9ZMv4=BD4Ph4t?v|Kj9s`{{Wzg{DpY59uM(o)GcQJ0EBx|
zLXs;IAYtFFd*Aj}q5l9rlm7tU2DY8<LOl;qc_P!UWQgKKiJ3m299Pad--$eIE+Cd2
zVmqSv4CdKa7#^7EUr62m0LP@i?jPk}IBR-iLlw-h?lUxdt>PINZ{onL>eO(O2&<bv
z4*Xr?8?AEY&r-ULtfRD=P!c2qcwB?P%~#XBU#{!t{V!KY=R<{Nw^BBrU@C8hwwG~S
z-pzVt61|MrSyu!u+T=Vt_IYm_JAgdDFLBRKIn8%red<z|RA((Dk=DiI4S!12E$txH
zQRA9K-?rUADo#G2;=4~9_}U*2PM>Pi=DUx6(p7@0uYP*wyvJ1X8^k(nw)g@=5h_34
z9Ou1nc)vuu{{V!iRK1lF>eZj*jgJ7F3=!$gEKe^a8u^tCTRSfd_@>KI@+Y$k9FnMF
ztl+lNc<=P>R6I}P4Npt)1hx}hd3IAfDmg{MV07u4^3Ml&OIEb;Bv<}WSuJm4MjNrX
zalB*bLHsMZ@y()YI?e0?V2-ooWM>1tdG#mC_bOT%ns&Q)6q{{zc=t=eArO=Pd8>Xc
z*1Sh)r`u0wd>#{M9_BL=Ww|+F$0UK%rFqPr9Wkmkz2BPg^4pHw`vG2otlcQH)1ob%
z)(Mb%<glz=R+ZBs9PWeS+l^ju+IG59;eKGU+A5smw_eq`<3AAUT6UeGNcTcX<&Dh0
zBL47(9D($%THi>wv%0aJV%XN{5`|7PkV6ye+OGUfRC_-QTq?Us8o5;;?+UeBnZ0@x
zKJUbOoxEhe<%EwhNlc6y*N??AFM>t<*Ko#yc@?+E_kdA=0O{7a+x=4NM2_A@R*7S1
zTmg;BNm2Z%?W4ze;2SGR?ph-q^z5v>{J<_MC{&Yv@oo#7L%N3M`s>5L+COd6V+J80
zfz*Zo{m|U;o-tH>H{$I_TJZL+ZFLwl`C#(To%Vg+TN8!_dFzVe)5W7q)1tIQw{J2<
zg7SA#NeTd7M;Wbe4M}Rg8u1Z^b0o}Sd6=A>m;RkU3hRun(i2)T_4cc*!UWH*E%8yl
zNfOj3Vt<DR7(7=|;Qs&-Y7$xMS30J)lUm!vvZ*%0KPhvP4m$D0ags}>-DxqIoe4&5
zs(*-~BRKZSsN=mc_!Gr*ZO9hzjC&bC#b~14*$!J+O=sg|vs}2h(;&KzH+76iSQZ5Q
zr;lO!*ID7OiI-j@)6gVwTHT~<&lWS4+DK*k9CfdsbX(aWzhe_e8OIy_2XDr`SK-!(
z*Y`L2?*b^&NMS+hROI`5Qqfo)+1U7dRn+`NV$Xl5Nb&-9Dng(P43bC`)30lKUx@Ur
zH8l|SbCtwz8iw249y8olZkrTVI#s>2^E7f~Ox|8d$ZW20^b}uNlj6NP<}zh%!P-K3
zBa(lmZ08kO>F$f{*zNAMuq_0-+&1x{a3NJ=l209vy=PkZ`%8*Dh^%5(@`)^{NjV*O
z>t0)9<6v|<TlrYabrCVDGiRV64tw;huMO)_TzH~;`7s+wB9NKsk@Hq}4Npqeyl1KZ
z0BBCa#@0wxnk12f1K)$srBRp18kML^h;+MB18~D91P}MCD^|O@hU-*8`>S`jEDK<Q
zbB+n=#bv>EO`O(6B6oG%jIJ_RbI^MGSD5QmQfr~VEL>CSc77u9-o0<)T`tDX>L_Em
zv4(k(;}`|UKQZr~)t#&Bz9rJEq@PFeC6uzGe*PteP6j&q<J8t?iLNazyiZ~;?R?dj
zM7HwVb_zPF^zF@QSz1Xg%=ggSMwT;M$>t<kB#o!1Vfa(8T2P(SDx6b}r)~cL38UHg
zGe^6;x0d$e{?I#^ml-%2ILEzmQhY=H!#1qCXWDLMy28XVBoKw<<JUbsYNw0*$vz(V
zUrw^Pk~t)^+*}=}Vt`Li!nj>G!*>?mBGXz+<0qJ&V;0U-;PIO6_K9v_d&i7?Lw#qZ
zSl;Q*RtdrLM!-lI&pGMdxF7gQ^$BIf1_n+(a-;DT+TKF{0Pw5InFBC^^4RyUHHX9Z
zlIeFINM@SZ71}lBj_+??MKq&0>g+8~Rnt5}szKq4y-M~8F6DzQ<wdnl&;jey6~owk
zQ`1vSlJ8Q`iWZw{2p>5Z&pADR`qkLzRu6UX=-bX5Nj0mZ1M;?4jDD5F_@38EZwgNx
z%pYUZk~Nb}P=rd1SDnOXc1}4pP_l^9JO2O(`1?um8#ESi%LH)57zwtF4CB<)9w+f-
zm4}F|^!B$)hPg%9`?x|}1D<+fyi34sET7uGS}{=!Y6u_g*Ijd?UQee?+fp*|lw;NL
zkZ>`;C#HK)=M^h5Ztr8&^({*4?e=F*ynx!GN%n~TQpXGOk@$+|JXhm8Z63zneM=7u
zvnL929~m7z#w&;Lq*wOZjl*3q*e#^k0m)yG_pWo|F24R<hMyS)gr8`Wj)8as@#dOo
ztpYlpy<y`Cbt_A0^y{T-cZrJpqk<Ihea0)3hsNF|)O7{Z=RdeBxuuph0G_-6J9^c>
z3CVAHr|HvMqAX7dCu-v@u!H)8So(#YU(U9-^X_&Si7LcL69OEJcjOGzRE(t6in8iy
zX<rca!QvQncS!}Y+vMB`!z-!v<BG-9e1ES^cRW`*oPJzWl|=GXvE+e(22V<ElWTKj
zWu{(1xtS#!k%`O3TaLcf+IUJ07VpBB#_q~FS}V!StXJmT8zTp(<83-F$%NvQN1j-G
zOz{wsQ*V3`j}E34$T>Yh93HjmekSov-jtE<m7QmXFtG$5GnLLW*c$oYU%ZMfW6rjW
z#d9RAWQ%!V7d!)A@!}?Sf@YnwZT3rM^2(3BwDJ$HN~*26s|qU3neXFgvAch;+z&0V
zrM3f{4_=+=J}3D5UhvMLYX+Gy3pKLHL5)c7laeajQYMk4L3ANSwq*gMXv1z|c;n~~
zHBaJww0GK!E(@#2Xsnw+=RL4~m4zuu&8A$8D-VndX{N_IL;nC12f|2!M$_+~%e89w
zui_Vot*$gVH0$NIhVsN*%C8EyJJ@#~fLE1i{t~{py|^j@#}Ev=_}%UGuH(e|WWHa9
z)Hj*s>57e!*vQqlG9{}N{{Z1<cz|59LwgKU$hq@GN`FK6RLSvA#_`zM#QKe|+NZvI
zb1bkZP@zz-Pxp;xPoQb3d?tz<obNGq%~ZVb<;Jt&hID<iTiwaFFfwF2Pz+K|-9Wd0
z@dL-Uy3^WRL1=D7fR<P?GI}0AI_|7IZL77$t8J~`*j@dKJ8~V9%0TWIk&u0bbM|@^
zz8;5etv}lC<%uNo9q^nS70+CNa6M~hMAK~a?K0|3KGkl%(QzK&=XoOxMsw*{RjVZi
z%d$sJVXmdbEi_tvyN$UFlI{#h&s_V|5%{9+!p3XUr9o{xae0c2>~``780QCy^ZE2W
zb`KHVU+Gsj7B;s8NXS<sb~yoYj8>+j1?A11%TG2^J4X^ZBpDd8V=8z6V~l#&9BWGH
zDUI#1eou&+j-hg<Z7Rx1NWkT~b?j?LNBEt4dvLZsO{^>Axm|#gyHuX!`d1yK>Ut)V
zAeH485~4QcY;sRbeJdlu*08sWV^)-=_~!x1`A~Un&2^_WWZ9cNAZxmv^o=uI#_Teu
zDh5YxpN((mciO$pj2EynMGVe&C;_qoAoljJKGiKuB0F6!cDODvJg~3Iy!!O!y&uB%
z_c~98ZLC>HSi$X{2`8V<x?>jZ4Wy1zO><vq=6RX|@6_!XBA^~7)$C`9&CR@0yLo7Q
zut`3g)*bEHi*pNUW^%0@Zjxilaz`Y07!{p=c&Vvdm14jU?6M9)82<n~RK`u1uJ=1X
z6ZoT5hs2i_^2$7zn5;<32IU}k?m4Pf{xrO|yMhlrR%a|>#A6ALxir2w)i2gfTGrlF
zGRcI5GKLX?23V8RjN{(C+rs*Bk5)5lt#HsNWRJ=@<ng<n)U5A&nkcjC2#lJN`FA2V
zjYwb)Mov2M^{RSR{*!+t(XzK;_Bq-=F`MOS2V8T=_pdtfPPMDSJ@%icI{^DtUpU&E
zMoxPg=QL?`iwi=q-Ny-YxQ*E&ubo({Gt&H9;(OZ-Np0=!V_SJ41fw81&U4Ljzwnpe
zS+pW4BFewYc4ukFTBoeZdn7gzNgB;Dx5GFceq+vaT>LiE-QA3hk+00m+<pSMoZmZb
z*wG`|biIA=ye{{egz@=eM_FBfKook`JRT|1C)8lEvsmPkTaP1hWUHZ4au4NA(=@;B
zZ-=w##Dz1;;5K;A1XrKx`aIqezDtmo5wv#-W0+(r`ty%^iB^)bLyQx--~2)GUb*3&
zFG*b&%QIZv7&f$fvb%T!sVMQK%nN%ap{K>D;aICd!u@%vd{L=cyxtkTxX+TevTZ%L
zd0c-w*PmOkjy=x6XYU3W#d<X5?k3D$=M$y;LGhpVmb0holUuBoaibxQ5HptpBh+Bi
z@BCG+Oj23yl#nnp5EYrJYF1aiD%S5b{K%rl6=ocQ-fHyxF-vcAZt$s{l?%28{tkQM
zu&&yWEl!_A@s_=)wZta<cdew7De~6}!x%j)n!WM9tz&+R<@wSyh`ZfY0o~Mr^*w6;
z0Ebo~uHJ1-#+HxB?m-n7h<q`uc*^!|NNRTJ6cB*|k&VP>jyfNDP?vU8QtD{w-YeB@
zZiJT7+j(TOJYWsXp-CAXah~ASJ8y`3rS*^YteSS8hjEjcHv{y~O0lB&UeM@TCC$LN
zH_*mI0@&fn03X9RtW8qQ?G{@Yo;dW&xWp~E^eTFRR|y4;n0_SP+F#oXTRR4l;lj(c
zWClF8FmihLtsPI|)|lGU+a-tETGWyE@ONjNW3b11^1E36&8pj~$>waj8Dg7r^Llou
zuC$fWwIg|UB$(XXOwz=h<#WK#tqr905=izfFUR(Gvu)CB<F>ny6lm@V&hEW)$ReBL
z&k)O}$_=~1_l>X!SLSeWlgC_Ry?B#qamTIO&uJWx+r7eViTH3h71?;!<L#do?JXuG
zTLxHge~1(tznwJXn4EP*s}G1egkB(6^_Y}eNT&|Vu#678k-N7}YqRkWh%VbxEepjZ
zqFYBO+`Wo}$GOdTkHiRLvejUQ&u|E(oP^qPPC9n3tKt>rp{K{AHJY)F>>(@^WDp}6
z&*xVM%@MWA>~;43D!J4x<hX?`z=-*7tOh{*>d%S1Y&5SAX!kb?g6jCo3fuwm#uK2&
z;y)_!{Wb@>hSd`3VY!&EmjnrxZ%x?dyC02qUtsX3hAsB(B1y?y=LCf$XX{kfmJ=59
z;!N6oi@M7N+Z4{kQGk6-a{mDEx3%y2_q6{2zjV(7_*i(Z+AC=Yx3!9F&vvRyV2`*x
z`d6#}0K%H^H~jowf8S^PDX63*nd@4W%2{dG7cv6L8WtdT;=J`WD+}pTX43&Ecy?3r
z{SNBxd_+L-_4zBf2wUa#;=Xs)JWn>Kc5K!+g=1WVS0i`jSXFNJMaQ}8wl|t@_Pa#(
zMN3=BnFdMOjz&rJt~pP`^jCN-ilYKKNprXJs{RDOmhSnjZc<z#A1&Fk22}Br+ZD&^
z8jZe_a`tT-Z`xE4-zm?wD-~X}eb|GI-iLQ(b>JJTsH2GonGAtr4zhv{eqJ-{U3~Xi
zB(F5{-B`4nkC=ALk5A6NanS|E&x>sQthVcgV~&6WlbY|>U%C<A%QU2JnnjCuKtUi<
z#A0eeE9x~JY>z^VSMZ8Ux-Cab1itp>OqTWf)}-1lo2XoynbyVSk->ABK4QZozj0nO
z;q3re8@t%9GR8beW*vD1kb8ILyAKq2+Aj=1s{*aX_xe1d9OP_N<dgbQMzm_l$Dm3!
z-0Y8r^l*&L9hgirXLJ44I6eDSo9!DzWQIA`AGF07jTEzm36g)Uc&3H%0h`2Hq_<5t
zv%Oh%Li~uChDJU5173&Yd%K-CPrlY{nl_#&Q_BSMpx|VV<C^Gn^t4e2OCN^xry-11
zy+%&=<MTCv<6Td~x>TBdz0H}riXcP<2|EsX=Wy-?c=nZbtm+!nSGuh7-@@&bji+Vv
zbLgXjIO)b~xbZHenr*h3diJjDA(#lIQI&E|IOGf(IU^P3KB6BG_&!xox-8Di{?lV0
z_tkY?7`gC{xu&?1!6UV^oU#db5FDr^=O?y0`d6Chn%%9X%r}2$NgUgoc~ry|oUrT1
zTocx|^nVTA9TG?^?g~XM;b~PH0D^<%BfVugs&VGAb~>fC@D1e83XKv+552}Dz&!Nl
z8LcTTJPoC3cS&z)6Gd^cZiTxX;ADbwdS^BB^lxix<C%2((3Y?xG#|L=7!!ljo=>Mr
z^xJ(dL!sWo6uaHLvT-0_Mo%1cqE%dH6>S-uosm4cmw^7;4YYbp!)YW2l;@mh7;j4I
z?5w;QbEIBJ4xY`W-9`ZCKp4Nibb*<bg0LVQ5<$*5uPlzs3S_pPD3uTIa~kd>0&$bi
zV_gS_Zf4S!;%iCKt);ar5dQ!h22q`-t~1uUDoMsS64dDzz}^KH2#u%d$s>%YV=|n2
z@@u8hEVMlyAF*1)1ZvsBK(ZW?4suVmc*lrk`&0S4gG)2Bee9kGx8Yue;Y~|Th7CJU
zvY&IXC>Bz84hg}}rE<d%<zr4=2y}lK=-RyULvN+H^1AL)GC%LHYLia!W{p3Lt#ny5
ziDJ2D!n-Njc+NrH(~nBW@c#gYVX(8gc|*u1e=W~oM{JJOcGtrf5%~K>)euH4Rxg!F
z=Kvm_y=#7H5Owp%qT0vi4Le5=@5+&85A^F%$2N$Q$K~moU<}-pvgaR{2E5nD9wC5%
z1OVIQ?JOiKu!GM%jw&AmYw_D_Ggu|x+ihLT#?K*kBOa!wntZo3<y#(+uIqjt)3q6_
zPLCY7K&!Xz6saU+emvDJ1H?Wa*0tfLpAW>709jwiTrLMEt#aNykU`=dVdGcxrSgDf
zIM_V3<a_@Bg=2g#)U0&t+li%9_Tf1ZtI5(cf#0t+thrlCE7VD8x#*rXvG8@SsJA+%
zn$LF~vZQ4sD4|Ant^pN~f8(7i!xmP9SkN^XEvFmcC@?;sc;k-MZ{kjkXLYVxY8Shj
zD3u47y8($OAI`WfUiRMW!`CaS3EAu~0NCzI4a1<%;A@(rT=tT=5puI<u3oQ&uQXja
z&LD+FvOT<Wxm}3(ARJbI_9ul5(aO(Zxdw73akP7LTo1%)r?)y`wo&Dq2t;kSAf36#
z9>Tb>E!L@~7LRcIW26a@+~69nbov@4q4aI+))v}CD{AW2NC=F1j0rt)oby;V{v*;M
znad*C%HR^t&6dFEaNk<tbtIof_;aSh2|i8psBUw&VCOZ({kG!&091}Nh_Gf=^GV=m
z)b_2SqbS`F(@gpn-^7+scxvldZ{Aud*g(q=PaJ}JbgW6dQ=ndG@mtNNTTf$*M-hiA
zFmcm8D+^45S^g7h*6NKj{j+8hoQ^rJT5UqpO>G-OQ5@F)0Dk6G&gFJ2pcB{w*j3uX
zJzK-lXnMYbaCGe&+TCMtjG`@y-!UJ;bK10yooc`@*zNM8<<9Ye`TZ*&z*fm^;mfN?
z!ZD6ucaT9jB=b}18t}Ed5F|mFe(@(8Xlgw`xHQc=*(IK97&fd-97Vfv1abyX*0}9g
zM(|v>#^!B1_mU`&4KoM89WlDQWs`lZlM$GVOiLb}I@iws01$OaEj)T&RWm?{83uNf
zmBxL!tlRhbP%AADZ}8*zYT7G%OKT^LCRRP9kOzE{bKKK)&k=ZA!hT%dUfHEwU=rUi
z=j)2Y@Ki3|7||}0K!qX8#5;^JKaYCxKNa|awXIF%ljKh`0S`M=6M;^XbG`ZpGU$8N
zhm1TQ;)(6mEoYkTn0%3)xFGSydUIIwc;n&axV+LW1<J)V?AH;P<;zG9Cm{5%Ht=oL
zm7kC7Zfpsj-Y}{QuF_nLV;;vpg>UIzAF;X6HC<g=IPTY1Ff6PFQa!|+{%7*5X)TAj
zs+ym|YgaMPrAo241-yxO6ZIy&a{EKD*6iT|F!s!d#U0!X05<RsrF_eKsp%IN7cfVk
zE;lNS=R3eZd-1PU_?4+^mR6c1T6M$Q>9Rl!^2QGi6k~B61}bFG(z)5s;q4~U+6TFg
zGXi{o7m$Ft^v~A0&lh;_!8TgL!FV1^m4$ionUtv+TwvFff5LaKHPUI&>en*~8Bi`m
zf=^*t{ykY^@vKrQ3h~?9w>^kZX+__3IY*TA@$oajP@(c+C|iatYUF-duD;6S!G0^!
ztu>y}t3w0MS~51Ao-@-XyhF!&d{F3?b3r_8W{^87ob^-9blwhzZ}?Vra!0+IH<*af
za!GOCmE&uPYV3E=>Ank1NiF`-rwf^Z`9#tNVc!`wTg7)C1n^abl#}UF-A63!V)9&_
zuYr<sN40P_z9i8gzqY%XZ={?=V>X3QCzuWi5@&Gho|RL_7c%Nz4zQVqRvkgZKU@Nf
zf@=9j)`vp>01~_+8aXEL<<khVRJ?3L=j#6et#5c!#U2Nb!}`Xtr06nRC8>;Ds|@ZZ
zI3N~1E6ug*J2?Cg9r|1so=u2QFu>1TewAOtjh}>mFe9g*ZT|qFQE18}YjeK;0EOe>
zhF!8~toh*n;d+1HRo3`Z#eNv^ZLQRCX;FNU2_!=j;HfwR89o01m3StN29I&2qq{&S
zgcmCy<;cM!KK$e9UXAd|eKj?&5o#8V8bKwjSyP1ycjGk*5Wa|Kp~<A^CRSwd_LNun
zciMt~8k_7s7_zdO;_pVXx7iDsWrExcCJu3qdRGmtc;e}GS!{IQB@!6PW|4mJ9Y%Qr
z(;e!2j~!WSz7^GMU@aD{_6bVHzr@=Q-1X_wskMCvW2KtIL9zxYqe!jgUC4vY8@TpA
zN=scsK(?7<kX?wks-3GjP}u-(CyaEiN5dMhy6}8+O7Ato7_A&QCRt>`{vNpGkD#b;
z^|NPlr|I#=1>0UCNgEHD6p%|}(}B%IXD)5DDp5%tlP`oPxnUdW@AGFLy=M36P^)+x
zN(}cJXikS=kREHyZTxj%;oCddS!Vlm(uUs@gg()d0OJ@Z?+)PBHiP0F9{a-a>DP$M
ztR&20nE^Y~Im3Qr51_4Vj8swY8jt)UKW~?H&4{})4>(Tk)QYJczk+_!4ASXCaljBW
zWVdSbj}@kr{w9_ixNoMpxpheVh=E*s6P|I&tUn^fZktW97m#XkVUgYu<>wjeo`=??
z(#NRlpAmc=rt3F)ea?*67ZG4Hh|q~XQG?0!#bF<bz6y>5E$@X}%Q#gjYPip)N#?xI
z#rE<K5Z$!)fuv-J$N?baBIj*%BS^I$36@FKw-5A`RpgJG82pVAX;`jPw$waz;CIvQ
zE}KE062rO_04P=5MhFZ$gISSy>%v$Jo*BB5-FbG68|D81$LohkZ6veOWo7w(#5|x+
zOi1~wmYUR1%PoRhtg7IQXCF2zDcN)`5Wej73r~rj6|&K+-q%XKj@oyWq5v|bFdIDo
z0JJHR{9Ew<0G+a3I^m!^0kCKJ;<&9dL6Lkrqo9=wEYp?@GrJ`T9@R9u51V%+>l9@X
z^2l<dj@(t+8fa%{ea}L%@fU*pXJY>VZnY6XYcSd`K3|-U-1-VGH17o5T(h$2QZG!(
z&RZXya+k<IvrLjr6q9+1CUjk(?TqvF#bDdrwbjH)1TJBIcd#qRT=F^m`_*3BB5ZoK
zwvXTw1<Kk-Xo;{Hj7-A{2t4~|6`cBKgczt-v2T|#<)mYd*!^powYCPwQb^l#OA@0f
z<ATGC({H1XNw*P43xA`a3gyO092|OcP~S0eg0<P$+n)&NmRCBKV`hm8$@YEc<s@-~
z-=$<;c(cLtkF-N?d`{t<#`riG7y$cMA0q){aR87kHxV?F1I`I$>+4f#nogVhyM($8
z5;BI|g?T3fj;ESU+n{nJ&eKBiH-qNBv9q$W)RswIRwj}r+6n2BPfoSgPo^cw3i^JT
zB4;2;2{=Br=H3>G1@W5Ype&lALugdvat0Z|@7}xr02BDO%fnh*O>*D8V0^gHjl}x<
zQ|3`uWb(G`iR1A0mXn8VBTL-PmSwjD`*Z7ASLeeJ-I!BHvoeCr#qBZ)2cAH!%_{Ed
z;=&nj0{N0*x?=$J<F^&%nw{X6RMqE>?+pdS=pa0AAp7>gHEZ6~O*D2^3E^9b7HPDd
zHF83sTU<8psjg?lE#Zw*#Wyk^3tnC77Sfb?P@SZXGBCokwB1*1$s?>l2^VT+yPa0i
z%=0a)2tk#d%J(O|K1nZ#O6L)Crg(N+k1FrMck&&;$Whpn>CXDx)qW`WYr~&s)2=jI
z(8ARjBV<#xNWfE*=qqwNu^2%(Sl&Wa21Z*Q_^%uIt84bZh=_!RN4A6(CjfA1D<F3}
z3vZ0x6Z6EfXi_T$z-VAqVff~^Z}0vdc*8={q}D<}hB+p+f_7zP8@3X5`>l9&)H-}N
zZnk#i=Vk$4CxPCqYjGd!{{RQYB(Dx^WeimF{<-NXCa#9nosVho?}+>bp<4|%O4T%&
zpx#~4426l~CnS0ST@U;$F9d(kZqNS!9{&Ie`G3f>w$pAd?WIJyMcTl&NF@3n=U6^`
z-}Bf103N5z-ov$zx-}@CeL8rPZstM;{-2F`j-lb}%SkY!MrmK}`HV(A_)=@V@pxwN
zey$Xd#?nk<u6CO79}nrDVDROXdWEbvcQS&<&s>xZ%C36*{xta%n6G4d294o;L2s<?
z<hijZ5bqH&JBd;_9+|Fh#NP-mH3nO_^?O(ZY5T&_lb^s*qWEfCe-UW<#kZIciI(yt
zKO|>i+HvSd>scChpL=(v&vk5PxKFrF=J^{r{*{d37|Tt{ifrD}z72hX!3t_no92}r
zt_I=q2FXx8#aYz88reyCDvf+Vrb6uqhd6G&wTBj;sKGUaqAQV`gxpIp1Y}oB;tfVf
zHQV53j71v_s?Ck9&pGY%s8EF0ytXOD#pqa%!L|ttTK@oRs4^#(-?}{W=~HWe4*WlV
zdlb5hk3V82RR|?iV2%%Z!qauJH`(xzypJ-*z&SbRJoCZ+b;5X=wXIL$ABZ&TeO~I`
z2<}XawnoC^908hi=+dIE9;C^(^*tGW6!=;RSfs#8O8_1+!Aa@HarxHIiF_$-cV%m3
zE~gEo5P(&DuDBTNezoG7ou;uG$#o{Ra~v?L$CbEsCj-#+tuGWvZg0F7Yc<T0#XgWj
zx0rr%8HgvpYSJ|m)eDzf9;N>P2)Bpf)9kJ7?(O0GITEY+c`W$AVoyJZO3(2J!|TmP
z+R)kF!8N=}>|~UXPUD`y*OlMss0WlC;hCAX6=F8_8P9Hq@vmU9n&(aUVWccGG8MJM
z$TCRBagOvxYJCfo98N+XhEHtfZ?{?*2^cRUV?N(4cRn8QhNEev$qn7a3oA}!4G}B|
z#yRQDaCg2e)NZE`-rdJNnNS)wO`=BVa!1q}($kjy+u`ITZ)b*huP0!FQaB7gOy`g*
zI-HV==2{KLM&;Llv`dXnN$!5fEz_Twq=k<o(xtiheI=!%4Js>PB#woGv4~)29=^57
z!Q(Aq6v%H;_VCKY;GeE)=+!lA-64GY*%oKLjILbm3AMA+w;esJ7^tZ)ckv~|LkCg#
zW#Tw>pFYa=$~4`+Yg>zkbYq<JgyefyXQy~8SZHRu*X}GW<PiB0t)h~Mo0R9Lau4ZP
zt8{H-Hw-mJf&Nh=OxWsvY;Nht>qmwp)_>t9zPG-bMz?zhaD2ka)L@LBE3LHjXpU26
zZv|T1L}41l1;+|n5^#NKJTdV4&q>y8?w3|ux#P<KP=ZDX<I}BYolzub&zt*~EOzv6
z+;dhf=V`R9YVBo^O12UR`Nlq6@#t%w3Kz0PIO(~#x*n;dLh*Uliv+BAkd`3+1DcxK
zLe}Kf^y{XU)Y@CFK1N`0LFh5`uQ$`>f3xQ935?r82)7P9bIxm2+CdZPH?Uk>BOB{<
zR$I0z;K(uv&s<iDQNF_E(&KfXgx51f!sA=CK_eWoMkJF}bPt2Nj+=cI?U#rwTg#9f
zd2BO|-2G|`y<P70{YohJfgQ`KCGa!2ifp#Jg};e(Stk=LZ*vyYxRr01e@f})r)?#v
zimg6tG<F^{@GhaNY8N+9-`iUx`v5X2VhX4S`Byuo{34h8VhfR}K{$_Tk~L;rkih4s
z>0M5t<EyPJP`QeEE#yU!l~p2gKnI~Y#Y1KB8Kjlgdy60kATqRVkIdBDTbgq-Q^y_@
z)I37v5=cdlk`_SH6=fjjBLnGNoPQ5BEoR>0%KlqBi*!XXD$e6`1IL;2gVWNqHE$f;
z{{X^EC4?6uAc0#8Avp}7^!#ggPw_m&tQRt6r1?@&>+egIJwn=8i&yZ3cPV8Z#mq4X
z?NSv@jKeCsPd=R2GathXOKVuIBi5B-jzcm76A}r>e@>O5<2^3IeN}Z0Ls7j)mfS{`
zurbNnPc_WJ;VUbPGceY*WC#EuuDMa@YcFJ*dKVeV9o4^tlTFZ}jc0=4MaxUNWn!l*
zj9}#Uth*lwC9I5PdkvCm3wWd}aDZ~3c9rf1kE2_SFHpEJv%5QarH()YsjS(2U#N&$
zWxtV7a05R-{c6%Sin0^j?qu-)0G;96t4%)V3q8r05O!@D1dQUm?tg^vNgF(Rm`3?Y
zY?IN69BuU`wO7SA-`ER$H7P)8a0z_>014yTss8}NSFB3vVY<2~56pLuo7>y#QtDfv
z)LT0r3V34w07=pAVr%udGqN;t0geWG@$Xh=(&7`ax;D<il*r5*KHV$MHI08&x$woz
zqf@(#nUF@pPEdx!4i0<$D~$(MxQ#9))$ZbtBrEyPx<l=Q%}cD4wSmC;B5OUGbMAPO
z10K~l>7EBsTsE=r_rtpV*t^s&)udRwzmc|px$F09%=BGC?mOA0pH#V=Ev)QfF60BV
zfO2uiT8mY+)^4Inr-I~JkT$)$?<48~tSVJbX|pMNtoJKDFHW<yj@r&!U_^dgL!M4B
zJ6D%#-vjO*=pVM(z|t{dyWHm|x68$6ct^te#2zNobsx1n_M%eES<00gPu>Q)S^P-$
znvjNRF9oZ<3rhLV`%8}A-;HZZQKr4#rA1tKgnkfBrC-H(w>DQz1iOajY$^I+X0{*U
ztd=%9jhkwgiDP{^nX-+&T>2dU0GyhN-%_-i<``{m8fGjTsU!eE>Uz{SH<4Xm%?eCb
ze=y=VeYqJtjP<7~=_|8XQ*GH9w%-ISrj6RuRJW9F<hUmu)$6k8%GM$oSsEpbD`j(#
z1}n}YgnZj%W3=!=I5kVfTK)B|zb&$BS9WlY@UuAwZv$`F-kPZvH%?cwIy<k1Iv$~^
z+iE&py{)v?&7JY9F5`~t(EV$e@lV1@^^XxX(`xqdA1XB1QNM+8=~?<`iS>)9ZKjLF
zSEhGkzSiS%a5{Y6^}XY*M)kZir~R8;zSH#u+WXPmEU3efO7$Zd=lau)MBgbBrzN?8
zC&CN4t>LzlS+sbdCmWVb^Y~Yw_(#BvrFeGU(BH)7Cy?bMJ5F0Y@N3BI{7K?_3$|!=
z``u1PAG?X<lymewewE%`_>*0*&@}n)%<x@G8_ZucuECRne=3(Xep?d@-$PRK;eUtq
zTk$EJ3ytN5*vRB{%|YUig_jrl1-_f5wXe%F$sv58`IHVi`d1?#kF}4rN4iZwK`F#;
z?7$z!yUi<Dzqrw&nXcvY8OUHIErWr^eXB(!dlw}7oML<(RkK@5y-FsP06`cmK|bdd
zr3b<NO2fe#_K9n8Ze`RYh2t_g!tFUZIIH@Pi*93y<F>w<TY(^4AtVEyd8F6%y<XSD
z7V@q9={sD;rIqk-RmmCr1y?qgMrWDN@HfP;$YXo$C@|^_um1qVS99QBg!=x0ZLCMA
zO=80K2+|`PvjA21ateyixL*=Ft@HSkSB@6P?xMNtlYn#Snud4rZKa*%%w8tco+h^W
zM3)&T<(H6uI?6bTZd|=ZbZqKh3vT1PGQIt{^M=v5w<quwqosT$I&YhDCV?*684+gO
zTWMq~o}Tr?Mtp4Xsc#wH2O}W_`Kc|R#!GQLdXBw+cVO0&?+qbn&+gl=<6EgID<*+8
zb7BvMTAh}u6!Cbj&O4ZXP{J0@Fmvo{S4Q|}8tU-fpAaR~=vADRB#;jP6I?!w))!V1
z$vV#?MQ^y~R#2yL8vq@^<eqb%YIUxg9-Duq-a~yfu}?aMj#nj+`}+Q!suWU1%I{Wo
zSKkISXVjVQHL1j{{2o~Qr1Y!Wcf##HD}ZeE7$lG{%4D<zs2p&3uQ&K`ms;MVt6ge3
zz4O6foAx!!?QD`c=dcx%;|Mi>4&GY5zlbmHEbkP{6Mdn^26}b$s!cax@--e~-F1Hg
zNh8T}ny|GlN|q3kM(mGYdc}v~Y_}pP*Tih%2*hjqgPovY0&~rIwd(keZxr2^*R?33
z`%7$vZk!Fd$nStFQhS|S`!4QA)%68Pp<>VWmf+(&5Ndgnb_BFNF7x4LgK>D;hM@~w
zO|^GO(>PufE<%o-Dkkt1jozCkmtm@0+r;tUDxB>d4^^%KZhS+35PN?S>T$NnkyU4H
zs@__h9((7ny;h!27T8%d*FGoI1GC_#+8Zbjwtrg2b*SFW>V<ZXMz{EBZDXQZ*<Lgk
zD{C1~v^;+?8;Kpg#bDcfE47DFYlPIJV$zlog<v@tQPZ_S4zI3S_+G~G^^2x+3kKgY
zK4IS8{c5aUCf3sZSnCqIMuEy14%hWudj9~0Ta0%uE=?Vr-T}Ra!rBWn0rJ{LaMBP7
zY;@z=vzNj8q_+(U+*-#s-2r57IOiE!hs4^Y?Z%m=N$1?hGqa!xDI1%Pxacbi=UW#_
zkx6}Z9LfP1k;ZuS2ce?r3B|o`b>HxW%LSQ&{{T{o)ufkt6jpFX+z@(IL*NSqRVTzv
zw}1x6!T$iqs~1YtE^hR@mbsE?U2ekt^1uzeW1cEyxeX!t*cI$+Xr$4Mq|>p~T6i|q
zT3D?$fXv8;=0m_%1o!FEvb;<1{WV+6%dbNUgS;n}PBY(w&1c@ut>Hfq`D6xL0&=I3
z^AF0rLfY=}t`^YGayd9DBV|YD$gJgL%8cEteGw1CNz%j1i&TPn6$k;4fO0|SA4;hY
z!@2Z{koorO8IVX~GCKkk<P7c3GILya!aKKzRPhvs@>0uW9h-3hK5@{WYVBXeGs?Mr
zZSAAa9$4Og7CZ`;<JB5Rnd(hp@Wx2|M`Nu&*?il1)@5~-$sl#eBM0=ZyH@c2k$Eql
zs#`%jGWmbKQo|i^1#x~I@kH15@<TqcB<@6?D-1AD4_?ImE0M9*^&9yLE%OMQC=-?}
z4@2!!I<Sh=sM3>q9_eo%nHsz<rZLmo73Vs~!&&6MxVUXf7$Ug3nql&i#K@&U{4<*8
ztaXU(wR=ljsdp{Jim|Yd7-D)KZ|h!%d3$yXs?R9H9AKK(l;bsYOyJ<`&O=1_OEro|
z3>vI*BvTh{z>|VH4nG?0H9ac#&X!%su{4JnldgTSSTJ~!=JHZ4?x!J9SmF8;o)5ni
znvS8XJ>Ai_)aM>k{{X8G(0f$Ytr~H=BF&mn={GZH?DlqYOO49SD+0Oi_iLT;Z^Lb0
zT-3&*WV1vNA~<(E6&&<ll>>OL^=4!`mD0EOOr0^-qSyRgsM=nqmw#|tNMm4$Ap@2E
zwUsLBqiG=6&bIhVsI|&$yR%}z;di%B`{ufvuY|3sY5H1RUquAgP_%ehw~k!51d;1p
zy`POWm62LqLU$R#Qz8EVKDD{6c&_f!&rX#!3zZW<%mT@RPU1Pw<y$2Y-IRafO6ikL
zBnhm?=FP?hsqAy>PX7RgezyMrptN834gUbyRt3k3JV!LfL9Aau808Tp^!{~M{u0j=
zf6#vK{{D~fsdG`#TBGQVZ9L5u@jty257NB08!Ly@9!XscMl}(jPEd}#``4>#S8HRZ
zPju*AVqL{Yaa>HEF|(3iGwjzW2k@(?U*%f5iXfui#M&Eq1>webMA`Jn2DvW>nPkxJ
z&8p0Wr7_B5ISeo`N23btH18MMJ;K1YlQTIde2k~JPM+0@J|fu5dLd0d^4zy*okE;<
z=}_%GQA+UK)cY~iC(@R0v;iA@fw)i<4p{o0D~a(&psC{RO3B2YTg-P910y^fS7~YE
zi*L0k`z6C~V4ysTLge)vS1;lZh}xZ}h_xL)Ei+HqZ#j)+D0h%Od939q(OlAEomJGu
zi#EEAq<h?tv?*mM2Pf(HQpsZW-xIt;cX1SgIi)^SiV5sE!1b*wKZzQgcM(S|hMysl
zRR!G+S0oNOu7g_mvlfx9-RW(mNbL)3^A=DyA5bwwYeKTTNsPI+IjcpI=GN=YwJ0MY
zQZpGU+3s>ZD<jADQdxML!V}q8ESC0qcxH(Fss{Gs{{XFBVtis2$+YPc%6(qpbNULU
z;xCH#w)&K79*tzy?`V^&PNkho4n}j^=~WoUH?ey4Jo{Gh9QT(VOb8-!nYp@E%ScaU
z7#IK%UZ*~xCY$ir!-XJuOwpuYXJd&UchjL2fgi;PEv&`FmKOIH1ZQX2@&Wb#0PELf
zY2r<9T+y`sLra56NTpUKF74zcSzL|)VUCpHYv?&M&o8cGk5;#{8houZY|kWMV4>=u
zvEbz6q3vBY-MrU68Pklhw)t+Z9zhzC7dXH^)u(r<c*4p%o5Lo9Hr3tbJW>EL=yz6c
ziM}KFuftkSn>y+GRo%t(j21XzkZn+^-8XgQ{#8<q<>VaNXmW7b%EZdhOc*}jE6G1M
zIM4O2pG>fy?RHk~vIv^`1vyW;FxmeA3d5J;pN-Q}vA6pbmTuK#97(b~_G6me@YluN
zQ&N3SJyT1zA7pfmKFC>1ZY(qN6aCtl(o>R4a$LDqrdN%n)O78At+e=VCXhD59Bz-x
z>Nx|3>G^f5o)#CvYx(YkhIg@(V+A32BZ}$2;X5WEe#?G7lP-FHyHbC`ek0TF+*!!Y
z5(mx9fr0szalrSkhlZ)x&)dY}7UnY}A2`CS#58#O-&)qQon_NCRE!X#PME02B;)@8
ztxmc4jXa7PEiTD+oaK1k?b4m5d{Vr))?u?cMT|=(;9UvG!jt_fRuX%Q+M|-U)$oWj
z8ysUK<Dc`*baUTW%W2`;Xc{j(>QP9`7dboECyt!vw<q!K?ASXJEPu~7BQ-ULj_+D{
zt=br$dxb9Kmgn)UKeMW>Nc!D3q2oHI+AX|QtZcYtEqf~ftDJnswKRQCQN7nROIwK~
zmMCu{WElIuF#Ri|(>!(JzYyFpi$>F7+D_(3k0U+FHFh5v>-H1MWw6r>k-pNVHshWM
z<X0=EoczsgD_@}piM%_jNw40taNV1Bn6m!pu;<X$ewpE2QFVCcYdeQhyG~(Yit2Ct
zf2hN$+`^EYM<GxIqz=DIXz}i?B7euZ0F(21-~DfD+mXJcy0J$o;;#p4nwN|&C5qna
z82q$ExQ+tc>>WQUr3Zriac!tTsM1|TtQjSl++csZj=!CIJ=cou;L?2ifg%{-S)a*a
zlk$UspUSJ*_@>HxdwbC}(uY9eDP&R9bYV-C+|fM`Hu#BQ;%n`8!b>&zqqR`aw2zx4
z9zE+9P4Kq0EbRKU&E!4{#|PeQae#Bd_pe0pzr`uMIdP_?rHnJhdkZ;dW4TCeyb(}n
ze--q%xS4gi<g=0#1S=it{2cbrr6z$go~z--zVPLhu9a(Z6j8I1tCHJ}GrO*9lurZr
zp5U#m<Z_r0k|bEp;y=4yx;%9rp`=>sI!&`rZE|D^&y*u;ZRv{1J~O*B7zA!*kCstz
zGwaCPTEh)FE2Ak_igsocUKN_p!@|Va-8y;u&&tKKx2;i&!`IQcFK2x5AsImt=O^{A
zQP6eib-Qb?w8AX>vJ^7DNzc?&@Z4J5YIizxTAk6kff3{x7*%eVILA1wDp7HjnXD>Z
zT^>Q>7_Ric3~CbF>5{;ijbRTNILr3;uQR@q^4`MI-aCt_?k)hG*r&@GIpI%VuS)ut
z#M<P370@KUo9!1W9an|{xjwkA8r$NeH%DwXI+L+GNAKh0`(#u&#c0b?ZJtx$h$oj-
zxsK(fSia3R><y%yhrM)TPe|30*HF|VQ_BG^LHz5#(tagr+LhbdT&?Z2URykqOzJ`^
zf=>Z`u}^P^{{RnAGPj6W_Rrbd^!Y0(Qghjv)J{^l!st-l{{U~>B$|c9mg91`J4RP&
z&Uh8O9+#%eYl~-@;{XG>x?|8D_0;J;H}GDms@qy=`s9+`PTOLPz*lkllpoHzooYq2
zv3Vj69Tc!wuru}G)hbFV?T!h=@vF@;C^c&-wE1O*<LwBq5NxZbbByty%C&q~qsJbb
zb$4+SZAT?tdZt^gdS`~^d;Jy*%bRscB?W+H4nWVY1v6OIv^!g7OWju5)p^g(xjv&D
z=BZOsMaFGC4;%3Au9g=Nd6&lO)?6f_UK%5wFnf<$)$vA=e|xQ8$!%#V!xI#OGIDSR
zL9a&8^*;^jaW~kmBDm@Px*dn7U{qv#*5%x2(FbdXw?qYtBLx`u%~PWXZy|Ha_qp?y
znWlKED}^$_y;S*ZWw&hpgPxshvefi_Q&_c!PD^Q)Re=gf%66_(k)E8>ZT>WA?c+0G
zziXFF4YE0qd5tR$KIrUgcgFt!6?A_KYOAJP#i*IYVqDv80}azTq0)oZ4bA<dl#j!$
z;X78E9X{&v<fhW;6Bkc#KMteu6-MUYS=M|lV<q05cO>EEX(5sltjoCIayac)-{aMr
zke1q3uPM(Pra({rJ6_49-8Q%3>nqGnYS%ENn{)G~KsY}2F`}X_bH^<#=S?mfW2fDD
zAvTnF-H08>PTeb}&@`iMp#7fO%6OymoP{dc83We4D@)sbLsPo2hW_`=gYSHV0geyM
zR|k>nTDpYd%T1bMvp<%E;vttmLF-nbZ9&TCowkBj)genMR3io$L!W+V*E~5suc8Z5
zWq_pd$Q#QfoGTCOU1pJg7Okhta+7Ls2$-u0lMT~6U~|{CYCux{!3=X;#sT}s3g_#Q
zLygvio?maJYL;sx4Rd#JCj)y+0XWCu`c!)5rQ2w?&_ii(?c`)_w{Mv5UfAZhBlw45
zbpyN+YOZ6M;`_)Ll{h~r$^9#!@b0SmpM`(7CKqulM=N<Q*<ciro`aq%nm8n?DYttN
z;*SGOCsJ23E{}e)`u&z%6YGFDuA@u6zfC6k-hDezfSXy1Jl4*u_YZO~E4c9Qjh9-{
zH9PrXy|$jpBPq9e6z@U~(hfW06??$mA-LD{d;6_kKPm0yXyuH!c=qiK4^Kl~5~CLG
z$D!aBF|+Cg(nDo9kxp5d2_qvI$o{p^Sz1jltzj(l$#DY6qABGBW%6<W?f(GRuV1&<
z{2eT~k6ncwPb)4XC)?&wO>9`58Rg$?e{XQzRRhLGeLw>_t1kLj`Sam!m2ZFI8|w@7
zxP|3HVSE(?f_U`rn(I7O;Jb}$NLvZyxED6EGg-+bLu-TBu<ibFUXd=e8dhL$6m#;c
zt_SH=Zv0f1AteyrPV7RY0!70g%cs3$++41iag$2T9($;1(+yJcAG1tD%*3|F{BgxI
zQ_(Kp!uPgz=_F=&hy%+cSGUb>(gQfTxQqqKjTmF6(yHmu+}&7PPjPcHO3E0jI3wGf
zcNooICbzj4JTFH#_8uU6OT9AuSzTMgJi%<tf<=u$IRlR3t@x5jZD1%YbuCJ9pDI7I
zyA1X$K<)2d+pT@3I}s(Rb0WAKRl?*Gj!6cfxLc^TD=1O!9w~F?H<&(B2OMLX%6Mo>
zeC#iC$87X%b5ih*j_qM7bw~4{c-c=b-Mdml;k`oM(8Y11-EU<5+eW2|H~BT{J~-F4
zJrdH`>6Tw>l4sgcTWbsq@%dLfW#dcB%{~jr<scJ+u5fn_sz>?hS~<l#GNa9H3RgB#
zpA2cy>M-0b#9~4=rU-5}=D9naD^h`>V3!H7@%z4eo=^GhUhQEtnx2ge&fZLuCP|O@
zPquSJma7Z}p8n+#K`iCeV0-cHL#KCe=kh!%&erPBMY(44)#kelUDIZMQ_y-<W=p04
zm5C#tzt+9qOqOj<+E%)?3va&`&nGVFkG{Z;3G}8un+n~fuIWgTS<8^WE-}a5_p0Tw
zl$G7jABca&DdIPmDvhTd+~*%M*O|NN7V)FSEQaCG#?qF`73fDme;WGoJwDnvOhy!N
zM%FBVmLB|bRUbgHZP<-KCm;yZ<@#|-RPG5_@PCAG+g)CGhTb;wiLg{V6#U9ubnjiw
zuAi!DBkZ4Iy1TMu#7D{-koq^T*1aOq!rH_E5+HIgUuuRU@B*@~H7ITMQEzv3a|24-
zW7t7M#(gp>Wdyfok&{OqW21{!xxGyZtlT4pbI^^apy)p;;nd#gh>v-1Gh0Yi;Sk4>
z?Yp;H`U(qwAsaJGFe9vlAIk!$+C9Dh0GMIExXws1oC3dr6%wHtNjA-6U8Q7r)`_LQ
zz2ggc<c3J>?c`ZEY}$@TU@?xk>FG&zru;!oVtHZvafi%utDMKTJPcyJ$_pb4hBq_F
z0O;fq{HfF0nOrcrnml$!03Xt+QMQSh)Trj}&kfdWd~us8bdfc>`77tbw!{5zM$Shd
z_55oGP+uI{__I=$-%Y-n1eK&hAUGqBx^enf(SkIJ<QBY;vCboR7(a$9%)Dvi-G52(
zB${@eZ4`sdSYjNEk~5RdIYC;|6kM;N&uQ1U+MrRX_-^tU$t9cYY&R3{(yI8cM$}tV
zic3oir&WR^AGl-uKEt+aN)L(NC0#-YZ!PV@&Rb!LivUMZa7}vE?x|;OWo;$>@7Wqv
z+%_J(bJ+1&(xXl-xQ=bw%^n2?i>|z?r%Jq0pS)pjZoGYKq}F^rs9ss=5G94vh~Q-;
zMtD2P=hD3@KM?40ItACICw6%_&rUP9rD|Q@;S<PZXyi@7)b{K}ZFsG2O`XpbgTi{u
ztQKgl%xDiLGr-S4G0j>30EAM1`Qvr}0Dz5NlWl)@EcYtY$^=sEQ@C<452w9p{{U*w
z=#`srVBpDoPImZi`2PUYBVHMMGnvs>?Hdm)$&7tE*U&fC(B4@~Z*Vt4>xUV}MRLc&
z+A|UpN0vzc0EO0bh90Blr&bb^x-Oj5Rhj0#7nHuc7nWSXhQWODaB8HfFmWVl<|e^~
z547jjy?VpKnoM&E7fzN5Bm1SME!QKCYOT+NbSq|9qq3G+2+qNCwEm{5oElbQoYQ(9
zKcH&usCbM-Z0;ZtG6GzkrL)h{t?MvDCy#YzxyXTT*vXE#&MVg~d>x|}^9_vfx-h_L
ziOC)KJk~C=@YV~>M(+J??#o?DU89UA%b%@bilZsPMkX^{$By`uR<N`2C4?3*I4>kX
zA&@$OyBoOfYohTLtJ?fP)U^pBF1~09f%5GjZYR0NpsoJ^_)(S@db(cEso%!XGO`9l
z+CVwLBmDDS{-@#nEW1x7yU8rXh6^x4PjWJ9=}_dRms3i1j;D*?Kw9EPwX;cKZUl@%
zqWgi={XOe5#BeisirOY9&HbAI0p!{b9=(rR_UL>&p~(>c0Ev5;!u|1Z8=&q%to>8K
zT2{GyC%CY=*kM?gY>EH_q1+ohRr@xTi<Hx6f=tP25imh>5MPv$DZ(7{k&Zz%>)sKD
z>igkEoOU-qXStCkSmt4!r_E}X^WhzZ!o(wON+6_VL5PlkV4ex-TUP!Q)U@q7*H6=L
z?`<vMSL4WrLdBT3IqBA_5o>ZAO!5n#30zs3W53qj?$l?>%dv1zuX@_K(Qf=3{g*L_
zYK!MhGj7TVP)4DN><4aZt<_)}6zlz~;^S#FqjIda*1?>5{&l+k5T9P~#MU<&{FB3a
zne&$3FhU$~3h{%C=9`EqSo25t%>;6JQQKRHvygys`O_OvhWAXn)@`k=;f85qi}zAz
zYcAun9e~djrr)#HnkLva4MmqY-?lJ5y?(XQXuk&Ze-GJR!7TUMls62A%H8GdWzQo7
ze|nx8nx$1uyV!MS&j%EaHqT#zJ%Us+Df`*LAo~$h$9om+j-wvawA+GI{{YuTuDU-5
z_%-hq%`D~nM)Hjp+kRyu)NZY7Z-=@lhT<sfZmkTlgfcYy_{cZ|KEt(olf_bL+UF0j
zk>v&$1-|l!XR)l^E*KZYFkGyy@+^&m{^M7wTzoLo&zOVl;ZWsd4IU5EG-=-mbm*MU
zZ*P^zbqglL_kkJX>sdy;5njcfYiF%kyT&dqQF3?(Cbg~g%^3KC#?sNt%l4F3ecWeo
z=~wk1gZd7TeA~Td`rS8eN0LaCIrhz8&^{69v+8!*rKYEP{{Ux^WegrBR$xKF+gi&P
z7Plc`tjKh4BTbCu#9{k}#~JmaX>D(BnkZPRM}}#M++QuzCb#ZB7{aO}7kBf5OJ#Nd
zJ-Mq8{5OX?7V_=@03?+|y1aP8N~4o!rsp0@Bg8yGbK*(-ORU3V4abx&B;qJ}3!G$e
zn%D4!t?iDTbsnW9&zmU?3d~MaW0G^yy<=JUeWymZT8#Jie>3lP+=>u)>N-<2-wNou
z^gH0bykj0dZR^+91L<1bnR~5T$CP--R$D(3n|tV5TPL=LHxWMBQ{)_j)AOtPPN!rn
zF=cvgkw?h4N)kiQKzrAzYab0fEvn9LuJrk@Zidy6rOP2WP%=PZ2LM$_{uOvrdMEZB
z>LEOzwzdb?=BZJ4=1hFb);Jwz+fLPdJ>l(NRr9>HNn;SlfOF;^d8nGp!56Z}Y|v^C
zB!Hhi*e>2Wanx6=-h4l?n?<+L?5-rVuz(%0?Gh7{obGI&*06296WXo8&F$hU@Czzo
ztEvu@run`uge}fzQq>QKydj|3=nPS3X;pmH2j<_&`LltV#?#YOGtT#V?w@5WguJq~
z+<s@%1D@E$dWNI$*Gat7>>#?H?qg%T#v^q@Cg$8h$f~mZGw}7!pCz<fP0hN<!J0^>
zUEChWCl!w~vaq>#Xyi25@2|8iZpOz`OZm;jVmYJ*&>g3sBDtLx#uqm_^cq#ZoGtEA
z_Q`NAN}rRj80az3*Rg274D?+iPLe2%=@Ph=l1V{eKp+5dSQ<}(JTIg8pZi7$F2<ru
zksIB_cNXA)JN2g8Y!-^eEoV`iQ1ITXZ>>tQTZW85BrEd+yM}ISk+-q3yt)D(5yPk3
z!b8Hb#@m#P9I@zHy}oY=={laDEI0Pjd2<zM5V%v7JY=RTlhr&W;9V;23v10jb!prz
zAL&i|!=B$asjQmT<*y^nQ%<vrEl2w|Q-f4_tmiR93~j%aJYyBk#V3hkja57u5nOEy
z+EXzn)RHUd9V5YB8}R+YYPPnIZ!{{$bI#4Q5rdvc=~_2lE7EP1589)0&42>|{OGa~
z;$8{x=C3b`G_6Yi07+YChTsyBTX|s@2a<7Kv*Re{o@gP4;h`QxjB)&U#}&}Wt5{1U
zaizkSlkSgP)jeXxuV##_cOjz(5=6*2Jx4!EhfVUeeahz4o5S&l{6Atj{{T|CuOj%9
zr629sm?N}dS#TFBhm)UfF<!}FOi&~S2ZbY0sl9<Deg?2FJbB?rWoX}0vXSyt!FA&u
zj%!#(%E(;ScRqaZMul^)c<$QH>F$!yxqdP?D)WGSIK_JB#T_G4zgQz%_e~}^9!Io|
zitiENoyWQK?OheG#2*M2!PKl^*f6KeU(+2cXIgs;jWkDj8p~;NyGwb20SC5nI{Q;;
z^%IrP3-I@bd`+lXUSGqe+UTf~szGxUKujCW3fRHpjO6jsv3@e#{e$8xi6l#KR@NX(
z=jJ<l@y&fBrNs77i)ieo5tnD)&Zh;5W8c)&H@+0nFZF-zYt1eTo7IcT4I&20gOS1G
zKJ=1E8@ci9I-a3353%XXxO6eZ%zv4$tG*bCKj8w?-f3l$R}9bQ9#rl*9@zA)-92KC
zUn&hPZIMUbRX_)~6`~X%!l)hi6vT5{4wrRl;w@J0U_?_n36t;qt5;i|NVK`W&cIxe
zh=K0is-26ZejvUdy)#^GER5<x1sKR3dE&LEf+;1AX#m|8NF?wnErxvA;!hRpdJl;q
zZDsET*ptj6E0eL8cN<i3)9|l;@ZP5mp{IGV$K|oZuxtWy2PYMUf2?>HP}R~a;ilY8
z6rU{86kx6Ot?gS}(7ZLKM|-GUL1||p5hS?CVnHBq4`59R13YTZ3ynt971U*lA$vUG
zEtQ%`{{VW;lB@FrUcumhE^h^CWgB|50I@xCa!4cBC#7;4PsA^Wo*NTd>AI|9+F4Ay
z0Xt(Y)GkJG-yZeVXg)UZw!3<4G+j>Kdx8w6IFyX~o|IS{xnE82Zj++kYKa(g7Nrpl
z8=e(La--XtxuW=X(@5~c>H1=<Vq|9A{{S{whg0iP>za*)q|mM8vBcOVOHPsG5J4X?
z9<{4xQ|ys#7)^s5gT^@IP%Bu+pTYV){e*B|S=-Md#t_V60FnkWD~OB17TzB5jhyzj
z1(W7{#F+qb$<N)zclW*{u(6qAdE(0q{L-p_Gg8><)>@n%WO7Dxk;8`Ib>tjWN}6ut
zO{0sN$5Q^v8kB1RN9W5j9IBJSJYe<dS#s&D(nTv=$YfKOC-}XGJP&H?rnvCT7NQ8X
z8+jrPkrLjh0OvX6(G;E)nlR6OYa3_owc?-aSxSZWDNe?Rif(?%;QdN(IiV|T*pUY+
zalx*0;Whl1z8jq-yOwu`eV|Blv386AeLL54JaJ8C@w7r{*)UMxhZyNpbZc83GS}?3
zwo%xqKk9}#_u{tYe94cUayXpt#I0I=Gf1@-w+fQH;Iw<N%%hzB0mtW5wI2~(!K~=0
zmvBgvTgJ~QY$_HwEPaTr-xc^S$HjkVlIDAeWw-l{3jhf22s|32{{RRspLr|}>341*
zMUQEa9pQWNoK_WKRs03hl{CHMPsGtIt7OFRvJ=Pqro4B>wpQ_6$ksE-1kt+6{##{3
zvFthmdYbl)TR}RE_R_8Fuq+BxBB&v~3D2c*_CE}4{{XZnd&|qorD;6u$+H>lfDJj)
zl%;V(X)R6E@dD_c6VoJUT3Ka>fIUFwvV1G5UiiCLyf^VV)2$@=7m$wKK|BoO)1`Gc
znj{ivaq03$B<mOfSx5{Iuca=T3u$&j-Wv;op!F=IvHbn1@=w|)eF^4|FPXFe99KDa
z;%f_U7~5#`F<YmP_hb9}zm_(dzo~0>x<;5UbrNlmouOQemOZ$yH`H~%0bO{e4R-GR
z(*8C=h$a{;r;Lu(te-%Fjs4@*FU7&LacbC`jkUw-Q+SG9ddxv%sU@PwL$c4q0D7Es
z{cESuJWr-;&`Bkg%DIGQRR=phzm-^rR*Lr7ZnX3lmhLi=!s=DOT6!}*iW+65)VhGZ
zxcf>7!=kLRWH2YLF~>^hul1Sj^=paCBJPl)F;K+-IK~gIJ6E790-0a|BcZNt`$)FE
z)MSv_$WHD`$eUZ=9YLv_8(I|>Z0T2m{{T;l;~2=n`i>4MCerQYn9hh2VlZ7sGfcB+
zZ0%SSXd;DrJb|zWC!wslyltbSVmZXCjP6s9!<xQZtx37FZy|*i37w3C_?-Rk#<|@?
zRMqFdlGfhF@vv|NV`5|7&-AO1__sv6Ataqqw*aB}$@ax;&peTBG21kt^(sKe=4j<(
zOy#ZoFMoLAT|(wNbk2OMZ<){5L;VGC9yCw3c;-zc4W49(Jm&54b<KMnjsF1KfpmqI
zA&?&+f<eI?SD*N|!}><Gs7-ctE6C>(WBnc=b`ik<kx@9^XjERhoDQX>Hi4;WyChk@
z(I(Q-w&hg>1JAyHO71=(=>t-_@cJOQd0G}kiYW*Ofz%J@S(cs!(8Tbd)O9Z^BfM^e
z6$d#z271@4Ky9V9hVtG&v=onQOa>bqWDNZ(eVb{axopoovG`9N-q+PGW`zbe#SE>x
z80cF+%DX9SVbd*bY;E`XFhmhIv1Y*Ol6uy>H&aPA$Fi0+{`(ap^fcScA#iu@ZOS+U
zy*EzLvJ#!$*~#ho`+leiBnySd{qVJ;Qd((7D~aFi_bc{^1G#2g1Ask!t4sSTKl$k2
zkgUCwi|0n042tI^^Sn87WK=JtNOK?un^yG$`<*g7bK1H?QA#6aB2BwU!41%g>M<20
zSrJ(nGO);D+*J*11k!G1A#)OM1op>2(x}?o-f0@VR<^L2^qY;%o!r_tTn|(}osYF@
zYH<ClOS-qfK5R^wCmlv9J%C$l+k42Ft>#HK@Y_yyoM)Qyx74*)zn(bnu8;2+1ri<x
zYq{`VnLd}I7%pwZ6B!9%oyE8VB>UAj@HBhf+fiVpnX%;o)aR~wt!T|fd&EvHoT_S?
zl0F*xcjJ-foK&9?<Gj^0n>3C@OI<z%yu6UN?+We5$UC0BYo|{G!UxNK#CstB02=4~
zePgdpXMd+@I#ic2+*?BfPPhar?#?}Xcc)fS-Xo@+^*pD;DRrppR`cnXGcwuAE+&oN
zU@!s)ZmrKs_8%7O8kUo%X{~0`!vR7XRmK>e*z3?&pJ-kZ@eYf0E-dt0kX|N+P(Z;`
z{dg7b153BmbQrAl8(_%DHzV~2`Wl*3N@`M9MbwSeju*k6JwT5Q^~9GD1BIVyB^x}c
z?~Z-z(xRR_h=kC{u8g@>2ZLN?@58++R*Y%44QJ2JtMl$1&nJUg*AZN3x_z#fqglxy
zAdfkZ%NWljpHrHwRO#EE8}>7%q_k&<d`s}{{-vzkTxwV|vk?W#46XtDhtLn}UX}1$
zLe=yy2FVVptr?bMBr&sRYG7mOp17{E9Sch~>bFosb1p+Xk^scFUcIYjcBXJJ2jN__
zdHH?)%^#7?Y8INjb0GfGjPGI-5#WseHPA~c+3D>p@5E8%+vqtp6!0wfkW6I(V#z6=
zyn9to657wGXcsVA{La99pyO}{Bxl~WVmx!g*E)^w#H+|;(kFuANldazvf-mr0bWVR
zBLx0c>l!Apd3~>H)>jCED|a4IUZ8a6`TjM}X;*rdnF&aIHtl}=J=3?|KIhZ%uAjr2
zL+R1nTwKbs-d#TVS$Yp@gxg~a?-ObE(>=7SBalis5uOe+kIS07qh3X*X>i=Y<>7pk
zVhAK;<Acpbe`F`RS4eF)W9E`%4Bo=8T0*w==@PJD2V8ZbuX^G+Jw>#uFNi69tldEq
zeUTxs6R-d?J8s*b;y*1}(I>K-#+v8Yo)ROD6_`fDnK>kp^v5+<$DR?>{9$Pf7m!?;
zV0^_S4ybwS$?enfr+6E|5O_}BLM|S8<r`U>91Q1@I-h@PusFYqe-Ll<dF&U%y1FVl
z$R;ptlMD#p^~YMR@LR{aw!M3*r--$6mN?QsBhD(nF(-l3lZx!MAB5f%y@ptt8DKIO
zW@zNW%Medrpro<*N8sxVMYp%Ja>7KFq-l#gGIaj{KJ)>t@di7od>MTmq%A9uyMlEK
zkXZgz&ip3Q=7!q({zW1=wj^GJ4o~DxE4tPrd9+*DAy8#_9Z`Kw2o;y$dt1#r!j@K=
zf`qz^5bKb8liHV2oVUfh-ET#*wA6I3-C8MOc`PgYzz#O#{{VNbaDET?rS>guF*c(-
z+I)?PVYqW4LH*!QJRWQ48@p&PZ6&w4jbwsUDCol=gVww%@8Ct+c%oT!jYcRm`7?%Z
znUEf<j`c!4lU4C0hK+3;w-PZ~22jR@@;!b~c&>f?Zw1U|TT9r89PP)={{VcEn(1w{
zTUd0vTNzi*TWFRgcl*QvjFVBv;r%TqSp+CqPCz&`CWOo#aO)bkfo7PaTHX`63}X(d
z>+DabrE&fM@eEpOu9I(lCC$M3%FV}^d#ADVIrcT|Zi?ttfGS1^Jq>W0{{X|iI_ci`
zNp-Wn&hP_#tbe5<)6&MDinW$c48?J0a3B{F1m4J70|b>IcjFc0l3zTR3?Uv|dznl~
zc9d2ium!P!k;Zyw+P!;2(r+cuXSLPi^5l`p!nWe4A9x?HHO>!*(p&0FJU6iz)f6m>
znUFAINg$qb2?v@)ofm{}C%f?3S(gSQu@9IZD}jzhVfePqZncdTSzDWDGOyRnjDK3|
z^vfu$H0HOqwh^Et_66ATP6tZ!ABZdB`>lS?Z7W7;Eo`3w$0kBbw=15RQBy68hUca0
z5*YkFsJIy`1Dt*axh*Qz)pQ$s%|bMiM~!j{?l~hk0|)f3olV}M;Yk{6V;$7?r+iq(
z9F9jd%xQ;O({0k;eI8qdkM1xlmGtZB(;}MFRwGs@Qqxzlg-`^M_acspK+p26{ZCl8
z(_+J&(x1B+>P>Stv1(U(wWRXcOA4#<<b$wRMQNg2+T6X=tYw!u4CjUa0PFkGo0icQ
zg)Kh9`tI;*H}W!I6C6Xgzqiu9Wz~<7eRU*g9$79V00qg$;yACay00DU<|_cXKt{j6
zhn_HPTIHqC?j*C4XJ8|l5S+2^o=3H7K`LpJJx)xhx)Y>;d6BkNk1S4k860;N^_aJU
z<HPm~aG<IrE;HDSb6+*h@Y}|M?onZ(+$F1H<ar|{e<NQ?&7`KG;mEY>qVa<YD{VL+
zfGX!DD+wzjP6^_gAn?etA?V6-DsI)p_(#IGnkDtbl4=gt;O$71{H{N|M{4ZMint8G
zXQoeDiKLyAxYKsj%+e%xy}nn*74SIv)}ygdNEyJ*W@)U+b#`Qg#0&ha%szi{&1!Y2
z8Rgy<@kP#~<C$&lEm#uL0Nmw9anIx{N8&}?*EgCUhNG3CgH@fr(&})=BwfWp_pPff
zDee4L_X!HD7?AE5<hD5V>zZE~cwqQ~#tE%v7W$o(o_(C`G8Mb4f3imgn|A{pbe$~+
z_EPA`HpP@cgJUnQ@A7@C$vz<&q0ukAEM(2SrlSP*+m8_|#V%K#*&nTXGkBZD$WqYw
zF72;W1>TdV*~#_Y{oiWlJbB<9c3%ORlHK(kdj9}Yj^gQUS0Xf6+$t~oE0NEsr1k^F
zuKYaqsLXDlC1Oc-?!#fY>G;>8{0gy}%i==`K-z6(RbX-(1ZKFy@bAW~**+e>CmiJ~
z(Y_0KL&SO?j!ovPq+QzE3t1FNDq(ZS8L3K3b|jiT0bfUp#TwYxq_v9h&$&L`j5HV<
zHe}-*9tV8pw>}?a_;N!SkXbdvhR=Eb0G2uVaqZV0)yDi;@D{1!jb_hK(_x0`R@}hR
zyqgSXIS-!wdRL|Rdcm}<0>e*|MUq>15;kGbkU60(O=RyAhw(<0_U&HI1cukmXe4ho
zcveg(WEcSbde*0e?1JcKHHtXc{h?2mp;Wf!1mJYdL*u(26-gztcxpRBRT*TF+$*k1
zo-#UowYTBBO;R5ZBI<G5$A5_n2wN+XNgt0q)9Oz{!t8uAZK2uDzDiu&JCP)<7XJMJ
zBZcertLNc%m91&w@k7~6+>b3VI5_*KwRP4W6!A2(NSd9Mv|)*FHaUS-`ma%1nvQ|u
zFYK9<PDmQ%fK(z-0*_kBsb1&~>RH8}pBUwzU_=0N&5kO*m2mSm%c-Dygaa!X&p*U-
z_4MgZp3Yeo+>4<MsUFfwhU<)x@9$7s!E+wEfmT1TMQ^e;+&69{XODbyT9RqqTt{mQ
zOCu_xf=e?10Q#EdE$(k_?|#<u`Eib8jaYm2!64_a^sSw9PMcG)mfjg)h22W|(nKWN
zpY~4&@u;jcNUh+FCAyN~)j%hO2ONFT&{ZHg&mQ>tKL}~j#1Z7YxQM)Mx8=a#^U$7p
zSCZIx`u_k+)&Bst3r%r50*o#R2M3Zd{(4u?`i76DY7oU8^_9Hw#KGedpkSxlHRj{t
z5>4YnsNQOyYSO&JFoI9NxSZ@Ky65~TOibytPZQqF;hj3~P=F=X?&A>)v=#mmM{J7A
z)O>M!rrem`;?OYUq=aW5pHF)4-qzkoL{dW=Mg{`1f&i{={{X-~8Pv5Ae>IpFAw0dw
zAp;*yl!kFWF!4ic{sFqWngxYzuMsycO1H{MKZS6s;9a^y>N8%(OGEaAa59V!BR+>8
zm3p_ty#nX{75eF#2AXCmD*omr$=idI?_O_X;V%+H;n@89JyJ|Y39>FiZtM4Rj<wBI
zJDbvK+MQp(;L4iBZVpkANc`)+)QiKaSlL-^wu6~28Y}__@PImFJ!^~jH>PVkbb7qH
z&YeA+lSr&Q)xd7OE4hl*Ztt4rc;gD<KzEOrasuP<1lH8mqp6hsEeEBo{8~-iH}`2a
z?1YjvD#3mI{{X_if7SJEZ^AnJ+26}ChdG8|PtLzl&V6g&^&jm!j}FTop0N!?4XCr9
zl;N?Hj>HevyxxBbc;8Xitu;MD4IS11QLTj8jnsqGFg*0<+Np^a{4e7;{7Ywd1ei0W
zyPd#x+upgD5w0XyBLKUQtIvAuhL7TyqMA6gjV{^-jkhhVz_Wa(jBOe1Tm_|{i>={}
zB=E)jaw!LJL5z;{oZLZ0Gg8~-zJ+^<R3Fa0gT!|;TWAwW1~-tYlh6iW3H*(Ca%ny-
zp7PX<4*moaD?2QC&phYaz4HFiFSOZhW&5%wJvr(>S|dJSapfhn2(XopZq;G{UX|k>
zE!1@l3d;9ZDzhqINReB}6b3@Xk}-mL@6CG-l=4YszFTtyh1fD2di5Tnyw_Lwbr!F!
zTxyqBx|DM7aU3Eo@vqKEBkRGY!5(30@e5PA)uDUe+}p~mq8ofi#tsV}tTSHyp<L<_
z_(sNCJ0-aP07nd}WeUXlbI0pmb)ft_xrbk!wTo4~vk~QGXc>%-TPNi`G1Jn$dr6IL
zw8$da<tl;#k+%aUwHtxWzr;IxJzCRE)bx!)%I4#sbPNFQa-`%|{m+QBxHNRt4br`&
zoJQyiZ#l*WI-U(V^qo3=OlmSluW}VtT({i{Nf_skylHQAOAG%1vx(vPZRGPKRV6@d
z=Qtf`5s9Yiz9iHx<tuAywt$_DBC!6y(zUa%`dEH#T7i?GWy$n3`d~V%+}qpSDD&e-
zRpf3N#VzDhPiZVrPvlC<Ld&;1Pp&Hh>%x=W+oI2|>JKO*EFWT#k+^MKbpVgXfI0{s
z7llj=jUF(i4n`?wiaDYwDyt#t4@$_=ye+0^(koc3@rCGycPc;NB;v1L6FUnu{xO*k
zqW=K(=mI@HS!a$(O6-K;VN7*V{9ljq#d#I?iS?_S>1^9nlVP3X@*x9o^aYq>742I>
z##8}-Fa>x9r19HdOCIEyJ<(%kIE-ZD=5F8TikUDrExbjm{hMT0<za|<k}PetV;viF
z9$VMtu9ANi>d?qzjiH(#6b9M%fdigv&Tj6-w25mlTZ^b0FhRrHM6Lbf{x#BGYWA>R
z$prF7C0u1=&JW5udsC+*o}{$;8ggsiB!nOA*{tJIbLBO-8TuOQY`jeb8eOVuas<AT
z*i9-bWNpqnd)ERr{XK&I^a8^nHk|(eD(h@4ZuP4@J5q`jL~9Q$t2ZIHXBAJC>WgxG
zyBhFoejkeAyn>=o<|Zi-;Nv(yg=<?}TI!YwJY-34D9GF~kzD?lpx#<t>T<}j;^O1X
zj}6;yDVmRm^=sb`N2S4ZZGnudnB?2eeTGQKxUA_pNj_}?t)nYPRBKr_iFtE07K?8r
zkl?sM(~>`!HG2B$*47X7whI$*Nm5tw^sZOJo(G%5i*t+r0G{A3=8O_}&#%_HYmGUk
z)9x*e#EfP_rJVH0?TXRqu_)r(#u|OTr6=2TH@4Chwk7MR>(3>6fN|El9Xn96)U;*1
z)0{n{Au+I00Utx!ylYeN--t9#X7Xu`-Sw=$x;u$vWp0NUAY+d~kzSYKTU}Pe!}CL_
ztWm^^w%rhNs0KO5uV2QKwXP)H^(b5GcJ5399Y5`bh}w5;DmwFywY%X>Mm<YRnrM;)
zRh^R%=WjrJfzLI@MP!%dr~b{J8DS)=N4R;M@IVA}?oD+535N3C+fZA(N496V^A%Z(
z5(<uTN$w3}PEGD@B^zjQz9ZBxCD!lb{{V!BD?uFX8ljB~C>Y1yuCL+s<<-`abeB4b
zzVc<+9HmrXZ3iDO99N8Z{WkdLRgqhhJ01@zK;peS;N*`lhA)~&W^c8TmO1_vuDLID
z39S!2(>zJ6YF9T8eW={XR#r&P<p3)6&lRoU{{R$fvV2jCNE(dNSTQ+?h#>r#>w%i{
zn64*<?&6K3P;MNtWyvGjx4swxek$3wU>JYnhP^qZ98FkTOFzq?b2p*Yd`0-5tLQ#1
zyV4=j^!7-$gqmb$W(7k7)DHDy;n&3btzX0zT4tePWF@;&1h&XkfyVAZ;}{*PugA>^
zQu9pK<Ba_0$drNHaz9Qh8{vnAHF*4ArRpuFT*qq*ZfRXMs2d3HUNa!?{v!C&`@_2B
zwX`<2lg7~R{rVC?&Nv{~J!$b~crhbrmYdh3MoRYPqWGwnnwN;-SZrtA5;S>K-MD8U
zismgm7vej@1X^sWr}(7#N9$b)N0-d@u=Mb*f|X6ran?LoY&5$G#+=tbZi!qVZU#Uk
zAHtt^uG;B;Ws=WLGQG{eos=PVryWn!is!sT;caGpBF0wKH(J`*#}iqkc|K+UEEsc+
zI#eDd(r@(-3;2A;r`)x~N6L|71zA_7PCIZbEe{#m`W;@etic`KmAf>`_fdvbT;l}b
zXP<hOEixn`MYoY(s9^X%&Yh{+M%t~B2%&-m2ONQ#(pys+wq(i2YR=ENjGK*SOC37g
zsw=dtz?Wih0j_S}#u{D3+hRI-kT>1hLudSotK<8-`#%q9?Pm~lmE?)~<#W*FbnjkU
zqiK-o_g`)j%_Qr%EL(Gsz=QK1bIoN}5UHzMP*A(op8mcmw~I<^tEZ2960o8l^`~w?
z9_Fw|j5LU2g68HMJ9}9nCSNn}h5+XPb?7+vt~bP!Nqg|!oh@z!!oI|bBP25w>Nw~J
zdh>l!>g_DF<(M!ha+u@<9x;>ZGgIwk>}v?Z&gapd4e_3tu4oa=F5*dIgvl~(*dtt=
zA4<saH;(je8u~VmO^;BD;WxDC!>>$!mF3?Jw5j#y*7TS`QT8CPyNm;g0StZm)$L#5
zzPo2?&uwKb<f!39F`-r<_sAu2T`ApM$o9_(_=4NSx*)!^wUXKp<}i<p@sCc`=bkRS
z*FWJhy^hjm7N`|KQlN$^4{=w%5omh0nKr34{iL?G@3J`Kla0(Xleh8fT!+L>W9)u4
z)R1alW??FW7$YQXQV%sUS6UYdS)PsXzV7ntNWWX_k2Yv-ieqRSI2>_Y4~ez^02NtZ
z%M^N}HLE$o$fWU~rFOpwE)snwQ7Lq{Se;3canz{b;=E(U8s*LAu)8b+EF=ykA3v$b
z)}~zAa)W8M&sFfxiLWkodkZhOv*JLLM<juAF`took<EHGp(G`dX17@eNco0vaoWCp
z@T@m-d_>W&Ue+{$?t>Co5}84OKVQnd&i3C_mr{;Yn%y8kN0;QWZ2I-ZXtp4U^_v|c
zQMx5Ym4E^`@K3R=U0?05rAl<=g|2qx5@2?>vBhKF=*Ib@l2??tB(X)t>YK!uTJ@E!
zxzQ|A=$whS5tL9mfN_)ULmDLThNA|pphJF^$!{!~S&@1NQ-fO<Ht<g$`b0?TzcAc0
zk9zVi0!gjKt6ayVr`ljM?!1!llnM#tD9>KJ_pe^LK=zWOXAFcN%93{mtj-t0`n{&F
z;!E3CwvfbkNor(;LXeGvf)09-)~NhU)x1TgYF3G)>O#)dq1_=HOJovw1ap!6t0Uos
z-K5?piWn|lSz)uA%tm~KCPe5l$L4BpiW;OgUNh4zu3=Y-Yh`6-&&uK01K<1Jl{RvT
zyyBx$$0+*ej1u<4?3$#m?2PvkEGd!$w&T-)1}k>M$C~nJam@4msym4Y4S0Z^p%)-v
z4&>J<bFAA*s_GXKU#W)Q<&6;S2d@B+Q`grOhp6jMCXc2~6u69DOXe7p0~-^9IjU6U
z2YEk{ob9pb!^c{n8A}a6Y3Kb>=k>0e!yY=8YfHH`6p3MrVnZFgXLB<WFa~+(YsBBh
zFhu}BvN=#OwGZQ4{t4FB>g8mU&5Ag0p^=GP?)hco^TjC1y~QMw(DjpjG;+$#r&?OT
z7jbEb+`~BF4D;+wXldRjvbr+Bw(`Yo3^F{$<HiF0?g9GOFLO1^-0Q7%7H3Ej2vR@b
zUzwY)eh4S>t&a`G0Mwx1?^L)l?ik9J9Y<bCC-bVCchJTv%Ti;g{j=;hT2+mcT1>md
zb14$K`i{%%&2(B##+`j{_R9et2`Km+s}8Dt!LAop{?hRLg8NBHrqU$Jc}osuw`16M
z+IxCb-wZq-srY?wFYm5qh+duFVspEk=X)RT9{8qN$#|n()|bV)rJ2_ZD;(uxi^)dX
zy+=6rt?!3=?y)wjeW%@At;Bz3Go+0Yp;s6f!0I{uD~<6)5KZE3ertr3nC|4;BCz>!
zj&YIFuKX*xdAv!g6En)Ir^&IOgN%yol^FXjYm@Dpe6~6pZ;4ah$K^|5Z+c*VE#w$g
zE;u9u{VPcPL2W7(GU#4RZsBtrfQ+67ab6qY&0O2ZBqrYB<r6Vos7U1dcdo+YP}X(0
zR@O)*hTD3b(x6-bLHg&4;MkkW=Siz;J|eu=E}(+#SR}3GBSwU(=YTRQitBzRww!Id
z2_g~>VNs9BR*tuAZ62_72yY`^s#Km?hhRTCTU)5_rQ1601Y}AVJX1!8saQMRXjbxE
ze(~giOYR?d<C>x2%b4#?%*$;YO&bWoRmEy)>Z3}xRq5pbKPtxXjkvag^a2j)^PGEC
zEre(Iqs5n29w4>QEHpE!+}uFZvU$M(P;uN=TwW>F#mmP301xg2umH`n;xn`!LH!Lw
z;(2vlBjSy|w{M}|>Nbm~7&C6U!xqo-rp4oZP90A2>R$(IA!kHI0xXfYInN&T$5FK1
zjS?W&z9KUwiFszXQOBr5ArL7Ww<`>SJNK@mMV=i)PloKp0eJvz(SS$cUUesjx9Q#&
zy1iMf&7)3HBwRLG!2yBi6|JZ=v7388wEd3B=2+rOd?JScu{m7ubI3TW*Fx;AW7O>A
zGb5~raOs0tdeoYJnE*tyic6U?V~ZHh2P}O6??#<_D%sCCMU&<M3UnjXpHF(L4uo|}
z-?q&;lG;!U=d8YfdMCGj^?c2(4BD~D__xGfAhP&(E!CFDr8g194E|c-)tdwaBN+EJ
z<m1PlGHcYdT}CG)@D|P^$FJS5Yxu`3c3%&gMgSytQ1tE1cm|o`J8^JKaYqfw<Lx-y
zN9UXmprOuCS}T<Zr>keE_#?y~C~qG}r|LIeWrX%_=>9}&xq^d?s2vY)=UOdydA|>F
zfKGW;>&<iD4mJ62ykQQRBkpvzn5&#N2HyPj{{RYeXgal==)+OBxn~T4WVgmM+#ScI
zRVhu!-b6~*(C&OQady|!mXzdMxf~9laoU>qx`g3UY2I9(0}Ry<1o(FAPu1j_eMP4q
zW_8)+1ssaT_>q6AX%Jd1fbt`dkoP$IzTVZ-33A1@jM}?aI=f9nP)U|3t{yZJV4wgG
zdgJ_O;$IQPtw(JRr!-JXs;vrbBXJ`jaa#WX4yV+0T_5clklf;85?o`<9CKVpk4>$X
zy>SdG$#oe=4!i)w_4@Hjw9`>(6$sk*8FS-r6lwEGWfr$_5saK8?NT`IG4EdR`mWtR
z(iv7cq>|kpPcgBQK=!YgCDiYwylAfH^Uxd<Fb+o?@<x01ucGw<vfjllpp~UI=w3+T
z-Jg^IJ*$$e+Kth6)VUU_&`cH!D^xB(`B?M%RgV|mKA+)>yX1i+ngtA-mvB>%Gx$~%
zQR-4kn1b*fz;5!u$G=MHyg=SZhA+$f+iln#-T0-4l%)OPOGJ4;fxK6!YJMoUv$zRy
z6zq4d!SZ{I4lC2VRd;h~X>M($Xv;ZMx46Z5ufqM1c&8gc^COW*9rOPH)~^2m$2V}<
zX}0suNR4H|AZHmKg1alH7H3V}T;v~9zKZ(YVwkDJF(F2HAN_i_{k^RJ0MJ5D(ztoG
zE2;d%R&wfGD+FwToQ_8w1}OgkgqCml<o^Ko&0>o_h<4b8k3chCe<#IFF5pQWqFf21
zU>`9C$LsH1{KGLY^#;CueKsuuYpp<Dr`zFl`%S8lSITC`U+<5-_+p29XbW@K^q(7P
zTF$DPWuv^8K1q^57lg+JPrhqv<g&2xq>4Eh^Soywyr;lAYy-zX+S+8s=T4pp7tGE|
z$T5(8GuE{JC$!c#R(I)eQGBLVMp9Lr5OL}_C!cC*HV2}>&e4%1i0|B>!2GMmul^wT
z7RvVXO_t6*$t%Yy{e+Or8x5bEn%($A;v4?}5Jjm;eh?dGSkxgWu1_SANv|x>bWIaf
z@!r2KuEo5&`2=z9+7Hf7O=XCxsMB+oLrPF}CCZMvFNog{Y<I&2n2B8c!|V;uJ^pI-
zON-kLKTWleSqU0g10aqNeozM|+mYVBdiblO=(h4lsMt6cGRziLLzO<@cIjU2;v_M6
z0ksIEc<ya<?8fRdjH>qU&{W~;D)3WCD%0eZhS+$gOqW)*((dj2o14JK*fqFN`06qV
z=CQm{@pn$}uZd*v@zO6RxJ6Q}2HmG{$N&@XUSHsCYf{v{CTNSP-5akaMp%Q!7jES_
zJbfx(h*uHYe07<m*mp-1Yrmi@n9XZ8;+sN(Qj$+&y_e$@+I6|Q)O<CmEEvvJRAcp`
zUynKrI%TEYntl9c?Omf#s@U4adFR@Xi1!vyco`;X;tr7cZyxm{aX>l_zlC_#iEjnU
z_-tG%vMe_Y19Z=tde%PK#uAje8%mU0ijPy)N5}0U5nb&sah`wCz~lb<uH(U;J=6Sm
zV|R0<!*K|=aT)tUfyo){O?if;rr1ema;;?JbVWiH0Imji6Vn}PZ-Lj5X&xByHOJmq
zuGAnM&fY5=CN*LsCu>-B@ZQSSce(4c>M~p13t6u%gv_~B^4t7shlqS<rub(?gHgTn
zE+Upu25poau?Mj|IIafrIqq(j@>}Uz>Sx@_4pm2g(~5V*T{7Xm99hSnP0*KXHa4!)
zS3<k1Ho6(qrlA}4G$r`OqpYrBg6KpC0Na9pFx9u=zlnNJimxQI)1bOpRwjMYpbB>5
z-`>1Z(g>xL+lcb2fG|9D<NpA!UWxGL-$hRpsM69>iD<)nkTOm)$MWl4oV`pgb+Pzw
zMc3L}`E>gUF65K<{$wODVbn0sTHMieNOV|ax3+@T3wCYWAdIg*^;=QXrna2wI&cee
zqvld@vXAb!^gXLfP1K>(t-RQ>7#*)0aLC=k9<<n8<v-yJ@TB^s&7^iZL){<}JUa<>
z1ody5y=iG)3DNYOMQ^S2+X$yY^2roLFgV9t)m=})te2DPnmpz$bRE&k$K{oO=ahrG
zpI)Pi*6{Yey4AC!(6y$cZg$;TKi-MGy;Sxitv6C_-LaM>w7R%u7Y5Q)Q;;4U;QIBb
zZZ7AvxPlojt&yd0sJ>Yw`*o}LS8>{+mL;8z6$d4aP_)qp+uKmQe>UKskamoE3dT-a
zD3ui-v}nx>G(^H96Lx1@ifyzr0DjV8W7}flv+i!SIPPRrh?v8Cr)GGlrh~*+NU~b$
z7S_2Ra!X?W0Io$@Cn>IcOrJ*A?{uWm?=ITafM<d&!vth^_o_?rc7GyAIt}VPKo*Wf
z3d}hqs3)8OT;Gir>rU}i_2ifBYVEK~G*TGVn`qBN(>dds<C|CUCy8xtZDYQkZ7HM?
zH=8LrJduw5jc(x^A*1NO3+l1>r^B|I$%G@!2|(-0;E~w-Rhy~5vmzH-h1IN9>V9@A
zMtw2Oao!y97Mb90hx!~^n@o{NS~YY{!AK<YT!ydW)8gCvnXXdyJs}m6&28h{OW@(#
z@xZ|Ktejogk8p}Rc`aAT2+<Lhz{uylQx;cBROZi*y@)^h^_}5uQdaO~h32ITTSyaZ
ziLi`d;2eHcQ(y5zF#8se-fZ$=cdsKS(xSk16589{AX%V}MN`0K1PbJ@;?ZE%1)SEF
z24-P`)_Dt_fSlJyq1s&8X%NGAGfOxGyB|~9xGxiLy7-T#Mxj+6K^8|=$0t9X5U0)1
zP1y7+Jub$@i`v>j12Dlcpi)IT;V#UXf>@D#9SJ|qr;~Vvysf+O#_pM~Kk+|`WfG>5
zrOt1)S)a-=TMz_Xa!ILgmt;}jB+<EKSyA0MaHk|1<+XnYcw1i7ZZ4+M^!uGaFcZl#
z7C(1@aD6dXygi`D;ja(*1<aQW43`rz$&t@fpH9Q+SlUjZ18W+)B+5+Et1mxzD(xhG
zAd0_HYtY~D{+FTX_R_(kTH9O3WFkd?a9nV6?kfuK!af<dB3rvH4HULBG+<=su`Sl4
z@MY>f-lYo3yLO>0sy$V)$o9@_tJE}|F7n^~I?momqCRG1LGqE_jR58J>pu#|sX#3y
z(M7~^4T})NZXTaETIfaf+?Re@G-!^@v6&G3*y=J5UJY<w6_3NW{{Rs65oi+T1y!2S
z{%k7@ZpY$j{{Rtn?MK6U&9Jh92_d;q_<h+D0zoT-=m&3KTB$`Rpp!iqCI0YC@NLf^
zMtXjA2C1sUVu3fYorYBwHjv}j3(aHrN5-}uCbme!2=A4Cc#nK_E9xttlEU6cc|4^O
zu>{Bm&Bwh&n@d85Sj8yJjpT%JkP<zI@u}|1i&rSfryXP&0DIRtrTD3jh-dKruWoHG
zfh}sp<u0S_RQ~{b9YtN&wVQn$M<w*48%Z-8$lU=wKdl`u!7IBWu9M*{GeXo&^@WXv
zw6c7T@kYUz9!TrzD^pO=biGn!xV_Wut|yFbjpd9nUUT?!Sa%*X@a@)~(Z{XYtbk+?
z{*}<$Y7t!N!tgilcJANUk5NKvpye4YWR6lV3HWMz!ESVIC78QzU$OJ@_4;+|T_vA~
zw4E;1;M26*J7r_LYC@rRV;Ljxu4_rZ*T3N?mg4>!DC{l*C}anI32nLe<O5yNBNW@d
z<eZ%PuAgnIe`QTAjCXhqm$t%ka0YXX=C{(u5dwyS+{gw=Sil>-YlgmTd_Ywwgo#zR
z6&c6Yy%+(C0LPtYf#X;EGf8nKz``E;N#~zq`PKVtVu`w836$_z6B(#)u-CeH{{W`U
zfAPkvti&lQ3m-v93i3yH<~NrtB0PMmP~?8KEGr<1M9i%wIVvzJ8K=2aCMz~}><a-^
zQhi<T&>Kk7)S=wW+=lJ_DclMdJ`vNd?`FE6PSWL)MlHHaP|Q!c?^blL4_Rq5JkVKK
zz|5OVTfwo2^e57;T%Al?NNv{G&$R3eTN&+|=B=jqf_2yy?$bmXQU3s3(MaY%J+t1c
znb<AV-I&J`d5}W{ai}H7mNQe@$Cb^(z}dkYW5rdtAuMJm00`TY^s5_>mJ0L0=|zRm
zuc&x)PrQ^*{hwm<gP$^JLlN|(T{6zhNiEV@C8~`5&4GTToO;sVc$&h=-VkJ(b>PPu
z=Lg)@R2H^gF}Q1s<0Oz<I90PPgbj{M0r$D-o;az}<0ZfGI@!<mYiPbmz#FlUMmWbc
zRCu}64X_3N_7kc6>p#RcH>X@C#ba23!>jPP#~gL4t7U#Z@<EUGN&dCh7*n>W#kn4V
zVR*WRo|h`63y<RLY4Ii4lo@1%$BY$KAm{U}t1Ub28Vm}=q^hR{PaS#@+*US?;_K~8
zNqfi=&fvpw_GuvA(a48zQJvk-Tyb2IjCq}nmF#tQ`YxTRn40#^DcU2sH;nB*)sWsA
z(`{O5rnRtJVoS&jWDIpA^Nz!{Yr}semO^PQWrjk<e5WHIgN~z$tu!-T0rr&=C^-nc
z52icOWEUWo{{T<XwAdO8LM^4?6#xSm<Ad6=o5l{Hgp2?W%arIpI-kcgCBB;kjoFC<
z*NXG|e>URENfzWUnTI1Mk7~uab6EuHMhP~0UA_LF;)Ht}y*(z0R7lA>2SP`&s853Q
zk2#3Y^g$P4_7%-@J{r_+BeB1_v4C7&$7)(QbAap!#d06;vwUo~Uo+YU2L{~Q{+)AI
zO}4cgw?o-9?+$5Nd#%JeUY`ZfQl?vbbwiJ+8Kt<;tsRk}wzdwZtD!&EouS=b-e^|0
z`i-%-yOJ&P!a3M|2l?+_BjPU_>oV*2*7}X*<%~+~A&xAd3!Vrgsr+imZpXYqr`ubd
z(ZL$XMhOD5?(7}GNmk9%uE&QX@g&!qd>qz%Q>$us{{Y%k-CXH0rXiZ(bGtkManBXZ
zd}Q$kqYsL%tZns6l!X>BVvWiGN`sC%`sd%;i;W)bZDi;pP`2u+_myGW`Ey=1s(eWB
zZmFxyYCIV&-SL#f%+RZr+DPC7n%np#t?C-Jz3N|TQ{8z;g;G<y8P6d907~Qh5oK?x
zYZKkeFc+2@gTSFq)@Yr${{X&9oPA9jiMtxQpNhO4;k{Bz9aq4NE+WGQNE9i^&Os-h
zqPsm);=Z4wU!6Q@7j97ysY0P}$_O2O>!0|=8)^Dxk9Z_ywTed)<mII}`D6MXbL=V)
z5NQt<s~)2)Xt7NMCOHc3!)zb@YMDtzU6mB%^fo`?blTgNOPw0@xH%hH2Ophxa%&nj
z^l(_-TwA1<u!mb&Tn1$$IK_DL>CLa*#TT3QsX#wBmJ<pGuo<sI*S;L-{wB1td1jW@
z?kG_Vv4BYcd-wOH38^cDlUg%-P4L#6r`?;FY;B^ISov)d5L6$=wC=2JuN6|_6_r%v
z2KB5xJ6LTt;@?Ns0>yGh%XybRT;OmpPe%4N(KD){W?&R`HErK<TE{;=iKbc^F0SpY
zmIP8<`D73|_x_cgv%>!X^aNl02Q{ehNv>*2(i~}a<Pjfvq#WhH*&K1)*7m{u(fLpU
zOsvqlsR4)}6WG^{ufow~9I)PMOL2K|FP$vkW_HNW01?xH`q#2eBE<{H=L&$a`U>T*
zynUhCJSZ<<W|0hl836fzS}k#=*2Xu1{1bKI?QVPPO-O%a%p3g(Ldl5^K4G5RS4rZ%
zFG|+5@33l#F;@AJ;YKWn)DR6zq4<K=TzL()cu?8SK^;G(YrKeqEb6`aIHO>D>T-V%
z{4b{XUrV{S)8@FH<(GWZTt-ot;{apO3gLAxf=eE!eXIWf!bvnDd7f5OwcU-xoN#N{
z?OS|iLP0Kb!OjP7(xcT`lSjRDICX)_k~4#}(vnhEV~m_#(c;bUHFdw3_@d#~HpU*)
z9Q$O~vE1pl@1QoFcD{AL+5DLo9J+<U=~R3e^GV@52`(Hw%!IQAz$YiSYKvR(bQ(3=
zK`pz!)eKlS9MVcKR$3MB)t7d1eh2tvr0Cuvy4IFPxGLb<qsHmvb<b1JTIc>G{3yQh
zCyZv+W7Oe-Igu4np?4!_$2&o;<Ng*!pOfbcDVi{O!wl6QiyEBv-W#$u*Am0$&CbT!
zO6|@#{3@dPn5PLt;zyX?{2bOVA%Z!z*clLEacej0#cRp%QtllaN-}Hd3)-uwG1|NC
z-o?6PA8M!J?RUkK+{Xot&D)}%nE8Y#9kZS*)I342%VI3N#+4+J+&ctr{ps>Ag%alP
z%+3n$;ij`SidxI#2}}$)QDq?*<F7T_d^PYF{2>}W^fTWr@?JQUpCqOLTwsDta@xPd
zIW+58Wb-5}6qxr&7jf(jb$<(dQzwe_8SiCD5!OJZUAJK4oO@KNFs7{)V0C3Z%_;2k
z7Pu3bu27yzq%VvQY*oJzX!GmZOb}U3Z3$Nn8sgu~7{MG4FnOw)zO6m}teP&K_$2=R
zMe3utt({Wq`zuNFRleg#AI;BJRsOY&DaFmGBIg+-xsNXY0EKp~ET{WbR$ZhqTPZQ=
z$2HRUJHXAOYe!ichn|u`P)1@XdB>^t^sOKGNu)3r-n=Uw7tl(7_CZv9U9H|Hg*ACC
z?j9LoA1lUovf@-7euUQi-3;t@H<!>_;Uy9s!#^ZtzmTeNX)#BsjY%ewGRuciz;TW@
zXVdfTUpl{xd_fvBwz+;3b^ZCR4-NR!#5$I*4X@j7t|4WU9&CiHhhf0ysG;btG_LG@
z4>qA|Z3mky$f=Mr4tmyo#-FC#Yj&ESp0VD-r9qBBrd4m@VcchtUPooBT51|RziNwh
zn_yg8x#lMR@}Af=nQNyDZxv|J$vfOxJm~g!OmOH!494EQYnFy5o=!4WF0D5WwLRg@
zt)o5MuF^3$2k#a30CuZ3*Rb6~=0-?d<K|MQ@-@RxJbGn>*Cd_c7^njzkO}Ep)~L5u
z7WYAhUNvHU$Qk`>vQbe+N!;GK)$A=JXPV|P7pPXr{DnttuIZOSysNnWTx7A^{OjaD
z5nfxv;_nc}JW@*}mr^859Dy0$dBtGM9Loy7n;|XRCZgq7`qRYP4X&gvJn3z`i@+7h
zLn9G^ji7KkXElvy;cX_~IIS(E3V`iV<gi@&^!;m}Z?#2XrA-`;K(Vz3AO}CYT=Htj
zmwRpn)rmY3aaHYF*j77DL%>=_v!>Wv>W=a)sbZozHmhXkk>0eldrbnxg}sfkM$xVT
zXvn}Ggx4M7D~Vw6uAKJn%Ob@iDfa|oxoZy-%OY&Qje~Y*&U5%xrFC}1ud+SD^6t(H
zW^0*aSjwIW>OF;Vmdm7B>wnsoT7+u>8(Q8-&&qn`eKY+l$v!p8<4f?nEQjWXQ;>T6
z!nm0<BEJoz@eiLT+8X@AM)UVJ@yFLSlWHSM=h+t5a9u~b8B#&P`3`Yhwcd%R$>W=S
zYFmq+GTlmxaS13~jBn4<yw~=5y;wAjap#f0*G2|%Njpj6y@9p(Rc)j&$>hwWmmKXl
z&N%Der8O>Bpjgzph)-!OOw6k2Rf?Pt2<IO4$M|PO@b87%L#M-V*D?dXd7@@=GwY58
zbT-=Uoc2w2&SH&!g~1Ki1CM`ds-7c-+Uv>8<`55-6Jsg#ZNzg(4F{GjPfwi#GDONz
znbfX0_pUYkKci{#fZCJqBa*9}@IcNz25V|<Zr@Yz#op#oF|>DdDnLAPMtYBNUQcRM
z%R;cR&-Y_I_4ci4(o@}u&BtTZ^j!+V8@R7+Zq%HUw`S7adv(Qhch3shN+(xnnM$x#
zEJ!?duO#r*z#7~eQPT@14l&NklT+~)u@oolB**|KdAI{O>N%w7s5>SlHr3hQcyqz}
z7l+tf>6VQgj+oyg64*TBo|MlOXgWT=_VH?qbLK<|iJ%Sgmg6}9kIuNK@g4LQ@X0#d
zBkw>^O}ja4eqHKs8hl0Z4}|s6V)hm-1iv&BZex+|Gr^?esB<e4XnziDZDnPLSkzMB
zxpXnc(Wn7|!N}*JuS}lhEg<t{+*EbirH|=cCxZNYsrZb@w;D$gfIQoBN|q<zfHCh~
zHn!7S#4h36zZ)4{xX*5CUWFC)eLG6=Y$<CnxJhDREK?#hazsJutVb1RU(+<p{V`zG
zB59ypW8^MD^}z30+J3zxa7Pi3&3uqRa6+ELJ%37niF{{o;g^f;8g=E&Y=!2M*+Ym_
zcWyz)zqK2UU20Lc@VA4alkDrHD?1RRv@CP=IK_2h3u{{+C1VL~65vLwz){;3$?5(j
zwZ2<jM#AwQNt#EILn|wi4%P!bMoxc_u98hc-r5zGS%Rd}1&zBBM-*8hxyoCzgc0cx
z>J!~8cRp>;%Hh$<^~k^@1Ep`X1VYC+1D^HETKLk&=IL#`o5XVEJjZ~l9@)w5Tl#(U
z8ilc%+EFZfitZku<N8sdCqHp#r%A3RsMFjH(3BDVnY!-I?Bcqpr4q!hpy7r_Mi1p)
zE3AA`ojgIRq*|K`3wf0wSR)&l0zA&6k~spq{U^n--gsJFPBoHGE!Z!fLKYe0IOCzm
z;YqZBui{%<`=1c$_g0$Jws!VR46qAkVIe(v9dZsmtF(=V(0xXFSB<xcb${(Px{~=y
zZXdc<-5CV*;|Gsg>Z9>qo;)#gcd1DwuaS>6t)yllOJERs_oSK~+tBT9Z=tm)CExR$
z4X9iBRQrJ$#}(uM0PwK%3l9=my}q@7cWE>%vnXQA8)RURdE*AVnEXYj>N*|fp{8E_
zqsWPmIpE`rk4k*VEn{+hQr_M}9D-fL`>`_*%nEhA^cR7|Tfttt<15$dE6gI*{7EIO
za;C8pG=%lE`?%~Esrs6mPVp|k4ckSlVr3%%poFf{P65qAs|h|;xZGM-J3kQFE!Ks1
zWb(9sYKfr^v6tFNJm6K0F5Q2!;DsbD<e-ePLb)JgI5pw%YThpkm~6G1;7(MDofn?|
z;;zZ!9e4XC<|&r$%IevZ<!h!pi5VktJmVs+F8YJfa-P$5Z(_UdWr#5t-Lzz%z;&gu
zyReWrwF-ew8|2x~<6Irzk2DQB{!3e{^hwm=$D!|BV)%;2?(XJDu2>|}6CNB4^Yy0F
z=q(RhzqztqLRjROi83+-Y=4zRWV2LPX&plx48Y+304njVR{s896Y5uM9mJo#iQ@>l
zAOr{L)~E5mjqmSlG~C56p9+Z>n2LaL>)hmYq^rwdbk^s+>FkEWBN@t(kVwT>g>>t=
zT@uwdhY~jHeYs^kHb~^=zJIXRd`OR@>Nc;aIvZn~c*|^OF5{7(r)t}W#2!6e5@>F1
zu2S{EG2FT^RP-2C<k8O`wCpX9cOhADMnzQ@7Vmb}qs$TkpSW@P^sfoF@i&R3@a~&E
z_Mvo_K4rp4Rf>`nt}+MXPEAL|x{N#1RMp^zcF{6qsXm=(zPbVH9y8Ep*7W!iE0u&o
z#h9=sBOZddtA7Sewz5LHfajgY2?ht{Pw?)ws~->FLvea0zJ_%XNjsDBk<UEiq3uvj
z@dr}UZrA%l&gep*lOi{og!^qAk8_Tqj#aptQdVbE;GYanquoh%_h~dTMX^*PDF-8*
zAEk71UTLXv#o)xi{r>>7l27A`!tig4qVXIT7m`EvVt}8WN_?Za2B_V9Pl#$p+fC5#
zZ{Y_9<r!56spgVOC2G#@3y9}|WlZfoHv$jjYNh&E2-UAGW0iA-%syrh<ZF=DJWzGN
z18VZy+Rbfs0)S#^06d-uVcV^F?Z1olyYI8w-&#owa7Gp~Se9dsc?X(zL2I7*8lobq
zDysGXU<%=UY4H0%@gA=pqpK|HJd+s~%6B_tVTm4tBDn1)_f(N(ndX@ta#S>}kN`aY
z04m~S@mGq(21xZSMS$9O8QW<G+;rxgJ^h8L@16<pu9e|^Hh6Tn*d((SFCviSb_AZd
z=C}(Vh5DC<d_>yHYOt`9R$~%C>_{!2ewnTs%f)^s6Isc5s^7+v%z)<L;{~`FJoYu{
z+K#n<X15ZX>w-hDMe`3QJONGnuEMp+{AJ+{TjC5h)^O@p_V(7N%qsA|&c}@8fzW2V
zEnmad*P0Ag*Hg}d2-FvVWaI!dj%&^Ayk9Nc>mT-vs?8F}p{6-G?T>19r>Wjs>er4Y
zoS>11-eNw2rK{-1wAk#tGvO->3+XQHbsOm&M$#pWApZc+N2PXeDnSc7lZ6>L89$YH
zRQ@8kl%h4;Bc5=w6=BAC8LswCRjm9GYdT6=;z(3POMqFAPEAgc)el)cPM_@-8n^m8
z#O@Cxd`zQ`;E}<nUqKpa;Tmm;A3nSfZuRH-hm5ZDyL&~qXzy;OK(nN>;KLx{zExlA
zQTVYY)u7XLCzY)2O}6$d$K_&r9Dh1WcN>k4`qx_1qKP7nrXZYW$!rpPlZw^*R6q04
ze>(Y}Q`K%7^`f%Bd0-_IDImiR`0wdjzwnG}AM?&%`~6kSD<4Bjq2gq2j4*4%rT8tW
zH;LBa?;w*-5tI%I60cr^1ZSG|+t!gSBxr~Z2Lz1PMAs_O7QDIGsHBpTY~#N}S|xo+
zy_tvLFAmS3{j<+WRLO)@c>|5BoE(nlH3y9Je;HlsqU%Dsj9V;We4XGDd;Q^$*0~KM
z;%>ip;=5ZfI?UL~bW_Xnzj!0Tz%8D*1Dflm@!*{ob)Z~x^4yg_%A)FJ>m5VDQuxGb
zcd&Sp-bJ@q)WYl+8?(<NuNB*BE5A#-ToagFV0ZaVady5t2+_c{fQE3ndxFQ4j^e56
z-x74#FK3Et3;f%bLeWcrLY{gbYPeF9_(+`A?Cg9jo>zwK(5YN0`CG43P1O7`r|Q=t
z;^WN{V{TFLn&9oeE@><K=ydHyMI&e}Fk$%<SG7MK-ka-~V(|6Mu-my$Id6nvumR37
z?^--PPN-0;%Kg@FN$~#wMv+RhT@l=Qzx`^d<KGEgc#lf7g2mNMsU#~Oy~YJ#Tl_)0
zxs!FigEY*TBqpdB53dx@5ctOIwWaE7HhMzMW|F<N#^x!OVVr_HjD8iIsW>Z^>Nz_}
znOaVZ;=LzR5yfCgYz75*{Oe=Kx=y=ycVYG&I$8Ex1(3(cR?i};={_jB)pYs(&EiNd
zu2H^eAc*Wi*cC6|o@=pR5!vb99<`5Fy%OC?7Jqk?XXNrZIO*$2E?r1%Jr4`<FT?);
z7G6bfI_Ot2v1VP0K_GjK@m`hid&AnNhP*4OCH<`Sw^K>EW12n`;{zBxiq}3h(xPyy
z75u2fIgaCYKQo%Wb@2kq-^wxDJ1e<DUBKwM80((2Jw~jFd@*3!c%D{@;^y*pCP|EY
z7aoIl4Q}eT2UXJ=(TR_9#@QU>Yli-n=g;vz6DwSQW!xDM{IQFZwZ9BvwsdcZAKO-%
zl&NAMYdF!!GVjjgjC2^Oj8axbPNST;rMY}~K?S=<_J-sz&OJnf{{U)!l~2Xq9J!mq
z+N@SFz0JhnY>99Q%&N!q2ALm-E$)w<B=W@UNM-XF0s7ZNqH2kLvLZ^d2*4RyZZ>xn
z&z^4n9C)hw<jW?3G%?@-1VnA)xyxjl+VJmzyh&rK!8F=b@J5RN0K9Bra)b{4_3V0`
z)ux{*jEl);RP%&!%16tddXPT~wV_|z>Nb*10JsVqs|n6dct4jkTxXD{f-Ww1+)S>s
z$WNLPa2wwht)%!h>@RIjWNT!dCi2^ztfx5@*?7amacFm%Ob;B4F77rljmRpz0&qD!
zYoV~7*5VKJX@sh$oUtT*bI7RnaqLr*vF7@W?Q^Ey+!*A`#OoRaJT5<(tH0V4TPnmN
zn{0#?`3^&OAJ)6QM&0GKb$|gN<$hv=@gkzqt?pyBKWg&BGj3H^XWBhC9<{GGb31lE
zRPi;cUHFSvo=rPYisl=c1XEi=O3HU}yFCs&kIJ!cEv_cD0rcD7I1ouOoRi<T@~?RD
zSHuggGsL%gc#;7W6736(j5593HA3IVnxCJ(8;f11XZp{aa!yAl&<e%L70eFOE|sT5
zwzC%d6|ev)$i!>LYGov(jrM8xu{(ZR^`UWW@L}eR9fN)t4ZMDpOkP>q$m?!pxqdeR
zCh)(BJX7ThoQ9!l_ue1URbeGcI4Z;3S3fU<U4~U!Gw1;#ta#Jney5>p;?B+sR<(Fl
zh?^mU5<%o2YQwYmwS5)Jd6CB;{{W_PyW{XDn&^zQOG0e*k}<wBX}3d5@We4&%`cS<
zp^70m`G=)>f&ScWG->AA@9e?1d45x4Kb3tEt9(SiZ4Scr$?Zs*c_WpYKf0=*p8Otb
zHg6L6nY6~#ti*Q~a%^~7FwEOY8Qe45CbN=Pvm9QRMIV5gJd<e})ORsU19{QlvST9$
zJRZHP*<kSgn*<9Q+wR)_U@S>Hvz*sE;XQWeUhsSBcW8dsZd?_Gj6v~P5_qpsTVJ%B
z71`7&y>18BIIQH-)s+~xvDwYx^!qxb676`3v^$hxagGi;@BqzFv+#UrBTaKOf&7yK
zBu?8^PI)=%c{Qn_xW3Y@@0d#)Tt$+Gb08V?Kh~nWQEPi;8hO%3E0H4`k~RQ3<GoeV
z)JZ$o$kjAEt9>f&>4Hfuy}Zp7aRd9uWWgsrI3ILzUQ2JO_|7Y6podJ30Duh4{PFbq
z*T2LfhSp|+W|M;1X$$j;@|%wyUH<@U7-yJ7RzR(=5Dy-ir*~}y)X4Caw}>BKiEd<t
zH!Ou?NZaoeIQfshD>G2=&%|xg#cyH0Cm3RiInP{Yk;Qtyg|+Lu{ao6-izFLaw-w}^
z4|>|x8apV|q?ZqIJfb+zO4tm0kU9ZNSE&4t9@9KG<6|YN-@$TXS3qMCD8hyvPvKpg
z{3(X_#`k*muc$rj60h#!afe>O6Vn4604uc78E&m(m7ZZdMWdBj$s2*e;QpS~U&WgB
zhJ&UV?_O=k{ZvqAd$*v+YDrsG#}wPLMXe7*w$N?mx3i5ShDl7jQE|!YYHdOZZrV5m
zYS0i&gpt%^10SD0)zA17#ui>Fwzx=Acy6uA`LND;0Q4i1#|FA<n^d@9T1ixn2bSf3
zl~&?ur)FVk*4FT93vM*?B+<4dlqS@S<0HR6hHDGPei_uY4-#75=~s|ji4;Y6(#S)3
zW2P4b9;UbTJzql5zvKS^R%C6!i2U-*f8ZmU$nh4dsm<aTtTg+(cw%T4QRXWKInSZ=
z?NcdoYQ(iUOYaD3{vPm~SZUYr-dfw-8-zg~WeUeE6b`sQHa)4jhJoU57koLjxZ5Z8
ztTGU>9LBREwgD=B>BsV|tz!QGSJJKCYprhDAgVT_M&O@*8#USZPgZSf!&aJu$rOfV
zB)mfka7gb<p6`{SxoxTQpZqI-h}(hw%qO4u>_5i6!{O$Ut7skzj?U`a7s~9;vdNH1
z^gflfVX0crtICMamS+e|q^l5l!0BAi#J?G9J{G&upwc0RM!WMji6bt4Tw?$ldM!nE
z&RBdN)mvJUXSlRBlStA?t&({;z~isKwQl&ELc8$igKnU-^DiFm;X#ThzF5Fh&<;j%
z$@Q*I>*6<xEpB6)co7RAoCbzP&(U{tUCxi<okLoRc&>g!8I6?2jS~>So|)-ToM$gF
z*`#?i5cryHzE+1TzCatHbp!LRt3vROv#Z(a8g{U+3^#CqL<xpmFe8&*k1foQTZb)h
z+na!n#Pj&pABp@!eWG}7{{GP&?h+tUIoa@Xz!TTrwN#qei|cclKLY&gq<`%r6bhhi
zc*DuZY>W!%Zu|(kPL+K2jd^u;EF_H?hy(86Du6ouYl6`JCwRYBH&OXEu>GFhr^|V*
zyKis3Pw>~pe-!E($Jyqyw?t@VZQnV;Sj!FzdVy0JMaji(ig(<vVXJtK+SJE&;cZY$
zxUcS@WAfwHujrENw|csWygR8|31p2WmUU%ax%9`SX`dPRp7A{MJ-Q6-AO=zS16MT9
z8F-Q{TGGmCAb94LL!G6L(s9(Etsc!@<GVT8*Wy*Q?F4=smPCxOSy4bFXMzrWD$a}G
zFB59Y_Zrok+N_dpF*hzpA1-si_a{8|uWO#&Zf5)PsZoQrLZk8&`)hTALOjV>k^E8?
zAE~EhxRjaTUMcX6wyUjONpS_ib(Mm$WDql1OW@-IBEoJ`H3Q{XhdA{(ucU5mVU_&J
zC6O>NcF0s#Od6JzH;GP_Z#?teM;DzSM=cy<JO=Cu^s2azEYvn=yJb3c-RLP2yip+}
zjevH=W$28zme(=I;aN24i4D9(CdXexxSoE3y=PtV-Hw5+MW)@v14;>53t$27`By(_
z@oPjDvP>h8eE2IYxjhNvKY;v2VCg3JElHfVt!3g9rs;=D(5@a8i1Tirb+<M~2^i~J
zx^|=EDXbO;&~9NdsT=Mi8E!Zu2e<XD-yL}S{t<r(S?bZ)n~`-OU5hTwia|TFK7f8T
z<{$9CWb>7VitmHK`(uysqEul!b95(|((!JA;`@y=OI<Tby_wafGx=?`mnCuEzcra<
zp!`R<F~ugEdv6qIQ}@ms5PS9OUqWej!%@<0FLs6V;YkYTJ4pbMpKg`TT6m5rJaKWR
z90=AtiCW`=+<c*WX0>*;gmAEUcT&>)F3`(iapnnweax`|4snW#D?6QQOK9}lQ*ShE
z7&}J$+#LL;Ju&pJV!pkK#s->Q#448By+|Evgt_sqogS$SYV!*>C8Utb<d496(O@z@
z8~M7lx}Buyac`S;gu6szamX12@PGQ%xPB98zh#CGw`w~SgD&ZVdEZ=)KMYpAw~X}5
z>uFAxBTn#z+$2K06ON|2eQ)ACdVa1g9>Qml)E&!mP#pRSY8O`yYa6ln2T#)UjaJ&h
zray0uQG~6#Xi>-WHNjo{KGk%1*xCz;;*0@nvCA^IsTjxfuS~S@1oPRuc_K2l#zhQr
z!wZlPt#X$>Fuahkp6WPc^4P~1VuYUE{cAd&<gCpgn^#6ZhWsbuO*-D=?KUmt$pnA~
zlrwHB-LuD0SPP^0(i>Rehr+Vupjc)yqOfINm>J;v=DI%*{6*KM@kO<b*|mETCT7^b
zI|M@99Qumw{{Z1Ap8n1`V$tr5Y;%>JP=VT<Qrw<n#<dR$c*9$`)0*$YQ^hT`>4_oQ
zk%SBnE8P3nVXJsI#244n%BcQU_c5y}<30F3mD#t901H9%zJA2^_Va01Y9wHyM{U4o
z)YB)|uC6AM4dF~~Ps$3Df_wKBTWC(_pICe`yS17*r?t72(B(q>pdZgC^Qs#C$HWLV
zO-9DYN|sGMrjV%?`SStwKgf#pI5m5yLE8JX*Lf}c&1P$#6tqn%Ri8$^TbSpI8<}#s
z$OnQbY<4`ROFtf6*hgzFlJKgYWJ`8w7<y!mKML;-gQ#6-+C8<^oy3^2Scd5Hweoic
z{^=mEKE|&>@n^%9t(d;iASwqkmdEE;yhGya=q7=!=1W^C?G|jy31$Ve*Pb}3m87gS
zc$riDBhl_7j#KCTw+ZG*?9Prr=jH3q*1Hzd(%Qn(%_C-t7=kFrVa0G3o-@{+8sgUa
z33ieIkx2*W39gF!#QM;-(-tESn{{j+Os+m+dmhy3#cqkID=kY>czVW0%h)FeKkE7#
zpX@9D06bsvHHkK%;yZQonnXK$d4&F%sK4Pd*Z%;!7ybA@<60=Ev6HLIx!QQzd2M_h
zsm}|Pks>UtI)h#ts`#f@Ti+?J;_{>%D}d}Xj=qB@y?e)t2A+H`sDEnDBo-b~GfN-d
zRrMSn<z7W+H-WAe;p{byQsO9x%z+OX^~_vWGfnKynsQOqtCY0aY}--N_D^c}GBV~d
z66bc-2c>1{lg$*9qv&?*0RS}7md{>B2TJU;kN84n@g|)C)wLh(FEn{DI-Ra@(2*GT
z?_CY-ULCQznh)&n^-YZVt<6*)DkfU9&a|7eb*u!N!_h*U)m6f6+QGPC?dwg{uP)PD
z)Gck*Lz|ZYvC60<o;#ZKttmV;f2qZ94WJV4EQCniM<e-F?PAlymT1>ET5Y2{$%4-x
zRy>|@RH{@`Ql`n2BGXexgZPVGkz`n)mOmmf%z!V<-TC_dHL>HZN-G;{^p8-untO}A
zvRlUF1zn(=;=M-8N$@77tWJrhmWYlPEQ}s~1zOd<ANX4GXVhiTt!^fi?~+L+C^~hm
zD^-<8?`TaJs(Pcrd^vq{YxcIXos!v<86_m{W7$DHIX|U!^JtbD_LZdF>apBN(`itq
z=$I(s-1GU@Yir>z0NmaG0A|Of>Ex0as@yTj_VueiBJdW0bL1%0?`#s<1-FXU-svJh
zpp*PcPJUxt)>4lvX0;ofuVc!5Cv~Fub5*?3-emJ;Dgp=3%rn6_#&Bz+@x{%QP-vGw
zZ;lzHwkVLur-8Wq+3D?9qWCr8Lo{;zyHMU+Eg-&(k?;Plx;;zb--fPqyEMDEYukGm
ze5AOZ?_t}!KQT}Tezj>QK70QFk)JC^jKSfpF5so%)+Z_s45|j!Ami8Cx~r`n^zR2<
z-`h@Z(mDL=e4HJnKqHS%wbMcH_rUI+Og8a?-6Ks^uutb(7k}`Jcpk#e$5geMVYp@%
z(R}wLkOuC6k<?YmzJQgF9<<hUyFV>&?8NCXJ4htt_P_`E*PwVe`#=5>9e(aBYo#Ov
zmNf*vRObOtPPKkpj|fVJ{!a=qROrUl!2{GTD_21Ahk~v&{ZX`V(8Xw~_h4Hx5tD(`
za&yH>W3j|r>$-Z~#}(z4p%hXT+RA~pan5n?#}(;XOcCi?E&b-2uW=!S$cW#@KqLys
zZyac0P7-6^q5lBlYj?vwCek%{ZeG$>R)=q!ybu>XIUrTGp1{-UcwhF9i#$(jsNKyo
zB=IpnXJAQf$Alfg>?^+bWfr4iZ!UF6u5IPFiNo7vysdyKQZvCldGxOG>2#LVqrOW^
z39e9lv$KH8e=63B{?g%<1o1SCKI*VF30S8#^k<HE{{U0F@fNqELmjo%h0Tr9?Upt3
z2hV_59CLs{{Oi%QePY(%QELbDQOc$r;@TXMjGS<!k<;8(y4goyzFm!sURyTj0kO|&
zi0LVHI^0egDL00A(ScXmcqHRJhfH*!S4BS(>i4$S7MgCJVoRH)k<7BGV2Fb!0CguI
zRDKuL@2)4f({&RQ&jc|{lSHLMql1it(1NC?@m8B@f2YRxEb$mya$H9@l<^WV@|+&I
z#xc%n9|_uN_HkXuYb27~2T?oEDS1u@${QeKj)N4#q2gZ=Q&6$^fvR1LUDmQTNf_*)
zXEjC*FkC?rK^?=~Mpt>2a57GDk6~W9;yb?u-`+}>y4{;htjR1dc8C=8AdDYMr)zcK
zNTposb}_Ee^9$J6f;)7k2b=svnt1$Os3n~9^5`as7><fD?0Bp@EmHE`r3pREPU-^<
z{eFZFKMMCfS4r?S_1w4fO>HgQ;arn;P%t21_4KL`_;0|5<TS}>gP)jRlloSC@$Nf5
z$3LccS5MURn>}+^GE5TNZ<fT9^0RVIYn#%v?J_NT?KK-nUMXT{weqB3s&n^Pk&cJ8
zdooAiAsjkvSFn^3Wg!z}70K=2n#+>g!B#ho71C+;#&yXCP)m&e0CyBwG#9pqns}PY
zygT6g2_i(fh}~R2$lMUos{R$3;jf7+r|5R}G3ie$+efsymuSH6fGgEC%^$$CXg1bO
zsY7XI(ln6-x>&;!21wiwwQ`m|2l#gk&m<bimGS<s`%WW~{{VbbS}P%Fc0USc{?zdH
zt8npzj_T={L=JX>qawUz(V(771Ciy*(c|cGUqSdHEehLBnhg&2D~QCKq*R$?*hs(`
z0D4tRp8;tS>rJSCV}_8)yq~lXta{|FM4;r6aF;F3C$f@n1e+^q8W$FxTx}V_7+x{?
zSAk2YUha*=^1P}FIF>_&?O#mD86YAk)tC>JGl5(!{kMeduiRhh+H6xh62Yd=KBNJ~
zO=vk<%<IA8Axi2>_cA^eTe;G;T|uRnU|%a{@0FMgmdD~N%dW2y<HR0m+^a0ZllgJ^
zSJ8GR(hVj<<yzY5o>@EMm39DnoZwfV$>6^P3!yERsk^_+s2~~oZ8fAV2&CD~h^g&r
zxus(N0D#qE@f?u`Ewx(&j@T8;d``cTZygAtNun^sszWgW@N>9+2E8N0+FpZWc^%EI
z{_Ce*n?BI5pVF)NkKyK@t?Lb{IlFs@05YWNiZDIY{{T7`t3wuX{{RZ-xo;LshDll`
zw_?g%;~<Vm{Oa$;JC{!o*&?v{ZArly>fZI(cw@nOet~js;g01lFjM!FhXfw{0arXj
z;ma*;p=+B2xO4;u^GX#TQADELY;<92s#R3vu8%7CS9&A(i+yjq9(|Dcany#+YS+cT
z9BTG@vS>O<o)k@{;o%2-g@!_|ImSIZ*P!@s!a8n&dvSMdrwC`2LK#|bF^Z1EJq2uP
zGkud6UPJ^a!IDP_k3o_t!Y(N$7>cp0Qd3Jtd8fnQhq9MVYs3&Rn|A0erX;XG-hB7;
z6&H{0e#`L!*A0ev5Da}<y+liT<$uvtL2MGTgMsVQ>-kro_|yInS-eE&T-N5d)L@MP
zg$W*|e}MYbSBsj^!WN0={yv&npv-ROOkr?IIj>*%Wo*!VIMSkK1;j@`T$<rzxcGZ^
z7wx_voGO1B$+&~~M_!TPne^}YM(x+b(wplz$whZ<r>{Lg{#6vAILY%DDW@J(Rnx4B
z-f7E>G;YQJ002dEKNRI?yiehlRx01W!w%dE?@~Lc<TEXdeqk-ao7eEH9~S63M!9vS
zPpiH37dGMAAF{UqoMaQU*3ws2Av-&sN%0bSn&R42oxIkzP#--8fBki@;9Wv!VY;2A
zW|Rmr%yZfOYW??xyf=Myy7En0R*i%!y5Vp+$4#EKt~8$ocw<g!F0b$HV3tVG$u>wY
z^KDQ<f4xyk4l+%bDP35#f3DAKVs33(IOGk2LJvyj^!cwmQ1{7uJI>7u1qXqR!=S74
z>Yfk#P_lc=lI$|Eo%vzUIP(6rHjm<8huS>X7Z&=o&v682&x6Z$+A;zD0iJRB*IS$#
zX&G7dF(X?a3EasI&9bXc5gXX!dUqe4TGBi+k-5}Gu!UL)94}p=m9Q$-yW<~+ejyP_
zb*IUGVOAlewUu@+1orn8(CL0T@P@m89)n{&%Fl4E5=L#E00B-wBw%o-@~${hP^jv4
zWw)h{YSz**Y{{?|EDmaGOH}^dvwU(SPv>1eqo(N^O|-I!Wn_hX$#XCTM`MkrJu2mn
zg{8{&_bV)-UL*^=5$Zcu;d9S^GF)G2TJ?>^rRCH~J-N!oGa~L&*8ugw6{GM{{`XUZ
zRJp&rxtW8iM6*cF0LD%;R{TY(_(R3fh-Wvqa$2)|(MHN+2d^P<jDgmr@UFk${{RfY
zx^<wrf=Q$p^CNa=B;Xw2Q*|TBVhn$c@!gN?`PHTSGN}bsh*H4koO@Rx@LBa6zaB|)
zckF1%n*`%-K2S%dPZjEZA^4%-{XX{VM%1VCZenecK=$lcKU`w7wC{?Z1k(%K#uCdc
zFtFP;8{dVfxmITz@e9em@wTAOb8~C8REEaX+rY=v*DrBvZo~<rfJc&8C#gL2J&$_z
zUlD6R55}u<Z&1s8#Z1AAuT=->(-n@I=fhEO744Wta0~wTKDZoI>3fCx9KVl|wGRS#
zLT8+;MkkMZ4loZH{438NK(~f6=TWt6^w}U|`D2>;g5FOD>b@7XirPp%#uc8~C6LD5
zPI~i<=ChZ>{ui{CDHy<zNuQkEfDf)PIp^M~PAFDvzwq)I<M>x(j$BM_+~kZNbBgmx
zWp6JT!;X#IA78F(*Wbk69MY^{h+al5+!c??4B+Fa$j_~D9&dt;=#-g!z5B3aeWRaE
zzt*#yTeX76pz4TQNsr9QKWAXX{{XvQHK|y?IOL4;iuR2+Skk;n1j}VHl_U9I<tvPj
zaap$>7q^mTAKCkpJU`kok@;4Z1J67c8%1w^7-RQq*ZuKW9x~FkS+)NFwOI$5S~Nuq
zfw8$bIqU0Q*%yX%eLe{`#K^MYSeGRA<MpgNyG;ph=8oavM^{!MuXd0~+A=Z5L9JsX
zqh>2>avdGd_FFu%?#7<QqyriGIW^~+hN2f!g5nest3*C_h%h{y^~bGy4W5aoojvS;
zk}~kMx!WmX7Z~8<t}C3l_*bSpW)0W!z`TvuC^sK}lCiA0rlh(T2IC%6hS8&n=UDr8
z^+{ra<&ZD{xG^_jz#S?t4SY-%8W-5Fh)LlAQb$ari`$;Yy)#DmZ=>ngv0iPt5<;wk
zHknx&N|iYQMtCNzTzDVDgJ`$#<%FZY@0S%3jF2u<%QZiVO{m;j*=f;!>7|d)mlzB;
z4i`1wTwGkpL~haTiJKc&mKo?xZCZFI!-^J1&@ADVTOcUijC47vE;LOy=X9CcLP^?X
z3(kI(af|92bU9bm;DUc9aM3Q%M6LHp^v!eM7A)S!U$fMN2_!dG>ZIozU4FcDBE1?t
z2TPhC^rtAq{lO?<{HtqI`wTi$8_{mo>Yxv_5wQAXo+-6-E9!jhqEG#ye{EwGiiu~L
zQzev@$>*kP(mo^ICZBSF6;3VHIUNQ~c77g@N0-c-O|{dLZWW%?t8?f`6(5LvA*XnP
zMw;u-GI@If#^FI7dy16{Aa7j{CDL^jywlB^2#|xEh3THAyF2L8ICO2Ngtt&L)~@M)
z4fLx$%j8_d8<O8?4uA9-=w<N5gs{OIJlkMTEil8UzZGyvD>5oxTO7Unuh~dvDh@dn
zmx%uWzbEEvvK|??dCYGVqAqbKnh(>AQ~v<r5Yztv=cNAt_t^gc3UuP2tYcC$lewYd
zT{=Bq!?(5)xk%@XqYyd8dG+3rXQF7oVbkq|Fk}Y6``PQCQ(lp*M{zEbaF)3<mH9cx
zHRbxnpNnqwMDr};OC*fu6rM0k{{VR8))nu_>~%*|oYQP=qw$`DI-oL(^&8Jz5O}WZ
zTZ$=l3z3XJnt85wN$|gjWbr1Ga@t!ZtQTu6lKJtFpabYhJ!`Af^qa{wE0zIQa~4d<
zqd%=@hm4dx;;*Tn;mdVT6WNiBjl+-kO*_ZdH~NQ%CrvF?uA-Dms(XQ){y3}pCYyXb
zLk-Kqf+Ws%$PV9>j&N&JQn$T=-brG$6EQp~aHI1zv~HcyPR#Rvhp}pL=@VY+aru90
zaL}Raunr0I&oy_&7rKPrC6`NkrV$iIg&D|D3Xb1g*GHo1+KtYO1XJ0hQo@RjwpDOW
zJ*r<7_(EMmdreZ%fpr9H9Ei<;%02zEYAdNtI|VyL^SSJj(S~R9CkHFHj33UO@fK^F
zO@7kSXJ<%k<H&Q>`N{V@SAU`SG6OKWzmX@95PX=QAbn5tt6nAWEIuRDKG`&d7$8+4
zut4|Xu!R|@KIXpGDrvLEVY_i`Utu3Ecxv=bHRYe+UBgbrouiQDj(?AeuP4H}B`qD6
zv2Of)%EOR93htrsyh-5a@b{UrHi*U@duPArTTz6f^$PQZlI1+}M1@~Mwm)WrV!@Vn
zi{@jFFny}e#p#;f^TF~X6mK?Rk;Xnnt!+EPTD85h>ECVB$C5VS7H4J8TycU$XMAPw
zuD{|tJqTzvjXbt;$j^sWz#%|9pJQDT)mZ075!dw>+ZemxfHD*2{7q8uyn^!Y#|tCp
z7PjhG<NM^&$Kmf5TiGCe49TcS05J*U03Xl#Rqq1$E5$Z&_@+%;O!6kwB8Wo1U?GTN
zNZ|b|7{#Q@O<co{$`h%p3)d1E!g(En?9TrHPyYa2blNGB!^1u-n$Rmv6e%L^91;mV
zKMH&JD(Wl2JH~?KpSosIjw_|`XNNEJ!K#b<by)5KZQj7E0i5Qtqs`3jbmFQ)cI7K+
zma^aJc9(n)Iuw7Grz#Kiu7ga{9t)^$Sx!-j{VMvwY>}jK+}p;e01Au%1JbnMbYuu5
zS71582D;8O#QbIP7hRK6lE&R8(xZX?=s1z_+@DXSb-xe3A-=yN>3WoB?V)m$BK)!e
z>*#A^#$FB6JWFb=aVpx~C;GdNKO^cY?}dCZrg(2o31S4YIQ`|p<)r+5J*f`omHb8V
zKC}M-2{q1`mvTjGZz{Sf@yH&dn!?ic-BmTEyBeLqmR3<KZX~$}sr)Of@rQtXL96(>
z`u5r@b+nLzvdJ(|I2}h?ev|Nq{7DVP-mPjCST-P1`N8!#swJK|bEL(s{7%)aZYA>K
z`&`cW;G8kwR*#Ro6Qt-`HLj(l+(-+!j#wpN#1aX}KZSMr&%plx5=-Js?Oxkh(=F0#
zhn6z(IA94U2j!~wUj=+$tprK@MWs$78C4QK2fy8*W|ox|uauW_D#-BJ+3bzG{^<$*
zE2q?N^i6L{l_QQPxGG8&OfnJNp4FA8d@b=B`Epw7dVE1Gp@sa(90E}lN&CK{on`R<
z0L0?etv|H%fMghB6z;^2PrF`wr!{>JwJ6zYV`>-oS}vQV-`m>Q&Rz|xxys9p&6ED^
zaT@1{?6o`jX4EY10bQ%Q*5Lf4d*JcUwR+~W@U8B&n<Flv9Cz?2j}0!^wr(WjE1dIO
zl>Yz-JV?H3+G^T5Lgye&Iby{3KP7e3i%?fNrv2t|9yQi2^^XncQd>bJF+kG5t0Bqx
zLU*hUJ6E^UEr;3d43}~P=1n2UQRt(w_pf5U_$jPj=$2OVYFcuecXlrFHXCqJ)Gw$t
zk^cY+6H-xut!V+zL+3wF`{uN<CEtOL!$;PgS=aq0JmBN_O?rRZ=a$FMj#+V!?-N;H
z4Za)PctcLqVZXh$xQ^;Yky-*s04WDK9`)J7Wu`!aIPM|?t^*2A{RXUa7aGOohle#?
zQYVnQTQ`<lJRR81KN|5TySTe{n&M?<a!D_eN%!}!rsdNuFLe8xS0YF*BQY=pbUkri
zC9C`-)S$ePY;_AMpk_E{pJNVs5Pzj%UNVzL^d}hZGr}6qr7nTu4ID}4M%HgETgljr
zG3(GD>0I5Vh2(c=?#%O!OmU1S`TVQb{3-D3`yayEg}J<nd;948wwVbigU}wmb5%!x
zZmr7))GPt-mmvQDD#}r*WRVk;T&`kxW;uW1Bhwhh;e@$h4o6D$9}jEOYhzF|X_ppX
zWx8k-Ot>-u{6pCLX1R?k!ME^hcDJjk+L*1}G?B%UN$=Xb=_ZN=23J%Efw<ze!@<Tn
zkuA)PQ^XIaYr0OHH0znx{KyQ^u0%yZKR2<@>0GY8@lq`ZQ@Xae(XTc_2F7$Nzn;AI
z^!2Yoj!5QR@v^%5gPMZ&8yR9~?@|Yi#tO;?2>ffHlh5M#g|8RW-Ml#O1?|SjokIh(
zjE<ww_0B5)0L8o0ZQvOQVHC2>60T1f&g>ui=DSOGwq;oD-Xf8J0-+dD&~&aR#=Z-@
z@g|^?OX3f+*{cn<tfOE69G`Z{>*#0`GyWC$p4s#X#-nxQJl9OneWFjim{Gwb_s{28
zzYx3>HJ=@(qL^*a1|%oSHu|5XH2f;mq!!RWh_vY*EzTFnP+CmoLBPu|u4~aG)Ab+&
zTzM`8NF|Y5YL*LvK<qO`^#jE|ANV?5Pfq^Rxs4%#XKyT#%Yer`dm8kK^(|||nhlhC
z1(Y{&%R9zaKzHus@CO*cJ?Z`*(DhplF|^5zk#w3v7ne9Ck(jX0zctqB8fmuE0$(Iy
zk=en>A#>aw+*6&{)`tP7>)#Ny*dn{KvW^>RPst>J07tGcPAcupn$6amr=4EnAGQ-A
zV6fw8+!q6$eRKL(cVaZ{I?f9#Y2#R;0TE1@Kc9NX@lAx6lUfMjLKHsdeV{Ht$0YUo
zdQ?U>DYelYADkg3-J!UVRtJ%!ZKN|UM=g)MNX{`?zA)3;_row*NjQ-b`WGxl8-<W^
zeNKHVrcDa+BnXl3k#Q1A*EuCV?n&R*9Ou@JN5a>)S{hi}K^(0d@w>><p!q_$C7U@X
zk=C2Nv=ZM_inOuRW4(zGnW1*UVl(BAxjx?2$K2_sPw{TLjDez-AmHbM45^Wy&b@{Y
z2VEk9lSH`c1;Ua1>zLL)A9$AR>XTa9#WFlQBH3`InYStD)9#weoLZ5j+GyuA`*@zs
z%yu@<`-a__+ozV9HLc+khA)abVMro~iKWR&OMeXgjbz$*6UG+M$rISJvqZ=T+GFZM
zk6-ppZuk?x{wcHgfn}-R*fQC~@|h$vD`P6)bUkvywy}}B7N)npDe)9DGclUcypZ|Z
zv>$G3OTs=Qxw`T7#*;e(6cCk-QL?!J9!IV-&0V+f^qO7$%&iKaG$~awE<gt)a!2!}
z@aKgd)5cQkkwlRsk?oW$o3d~~=y;;QW9YJ9X%{xJ*g<don=-VwbMRT@B;;qVLEwHh
zji_pRmZ#$xEpF{#8f+~bwv(vC1`N3w>(4xWD?d>1=Z;~pyVD@knkc1}o+(o011K$?
z0X+}3XV~~h$MfImk;|u-irQp(U9J$b0NKgGs!~p!tWBNE-Zh89iQ|j*)FSh)CY$Ei
z!LV`AjPPp{%kYie*^TXdyOMYSmd`i`BacJJt#*DT@E)gg;{8ifO)Xj(=Pr`8sxy@X
zBPWjaj~Bz8UMV8`9+(<fLD+uK3n)Ev&r0+l^i9oJS6f?BhmAZx68M)>ySuuQG?=fH
zQ45IFBK*z%9`!}+4wTj}b*DY-5~xH-)wh4V*y)Vdrg)pede)(K@<$S^I9wKW0Q{hT
zO3k<MpNJ5YiIDk)h(S0#M{aXoETyY1$miv<wvG!Z46PEyZH8te02v#hIL}(jzkfQ}
ztqj*P!)#escpFnaanByL-s_(XwT*L4vkP|(oQW7qk2XWd3{P)bOK*nzFVa<>-x<IW
z+zc?r++wnHoB5lmq>gjLR@T>gPKj(?{D-)>$$SDp+v)3GlJ<IY+W8-5hs(w=6jw8I
z@b6l%(=6fB(m(Whrk6f&`2!UrB;!2|IO+Z~`#Fsw)0E@=VYyTKX1x5%2Z^mHI!?(I
z3Xxa2cfyk{nGUZ6GLin4k)c+{@RR*2_2-GD($$0NY-W(3CMIReA3>f?Gr>L-lS{L_
zgI#12OESuYObcfRp1$>~s`w|v`mB&iJ;(1LZP77sN}Bemrl6F!Io{?&_=5Xd@Sd+J
zxKw1e-x~!DvAOj6SD&@Kaz$@<s$XL2bWWu1at22j?fom#F8m(0eizj=y(3kIJBz5i
zv}srkyyWEjgI;xY@V~{kL~hhH_GK7SFNoWLkM7m(BcSjOx2?xzuU}tX3(4RI%Vr-h
z+yzHY+4QbESNNIYJzmD<((3Uo;fhchqQbLaXBo$HUDtp<9_yM?YL@!8uWc>0>>gj0
zZz+(YbPbXRYNX!+^tYCBd`iWflOmYcAI^cZC*fy}^%m5mv!3>8tmIi_5zIp}l}z9t
z!m(`id)vFn);X`@nrD&x+k2M;?)6-O$7=NN2mC10JUOh3`1N15h~hD<ArvUc!OjWw
zt!uxBUJRAVYZ&dM&)$aNqagkbQqvq-N!;>J3;5T>lK8scOa9%vnGM<@^BhPDXOYk0
zUW|45WjAdVy6uUW5@g3hdS<87z7_al&tA6F?5?g%@i>$xo)|Vgd*h{Zx`%*u`L5?g
zztX^I3kc-7bs!U-%U2x}A+frDie$A}Qgvw+NFlTB(z{QHx|?af0shiR5_1%g$Rd;O
zwn*Uqb;3dL?_DY)`*x5R9zxu)C-YkLPZ{`L^Tgf^8ZEu_R*#6w$m&>pxIW&L`XMb$
zPlTHL_>R+6y?s8~$cdvt9lzZmFIsPp^=)RuRGu3fsbEjBtjNgS!{LTLm8bCE!SZ-N
zO1QUuLM!QKo6MF(7+#nF52bHv_QUPg_n&8qeTvcTk-}p*AmsfGOtmQ^%zQ1Wc#8V^
zV{>zNG(KAFGbu&fPdLEmis`&l<0Ij}4B0iT%QfWx05;Y6n8%U}C_Q;1x+uQWHZyx+
zX&LCY_;&vQzMGHIq?^L}EY>jF-daaIa0V$P+_I8MBp%$8(xxa6C~t_`#g?k+rzOSW
zt1p;t=iC@@P8CKM>+4&;@VF=c0HJNa@F{=7w=KRM_&&|pz|$ah$x(Xzlkc4VwR`>*
z&xHQ~=p29WB2WG*s1BO`X1CMsCO`{E8#vEQfK7bSbMf=UzH0-f=?(7CvCsZJUrb)X
z_M0i~_igiIWZmhIMr-C@7yKf%@XTBP0JZM#ZdsQQLt;+_uukAe;AGGTWAMA;wz=Z(
z7ABK>YhewylJb7yBBvuB_30Yti8S3c#^$t=LGqt9h{5#82DpEQp9-Mx=B*cqEw!00
zRib#ra$6YBKT}Y6yTM*4zmY|Wk~WG$!Qybr;QEY;Xb(ovwf!?tU9dg0QWJoYp1+{Y
zR`K?!HjUv~uV7>nBd6a`!>^&P7r~wm@iv`3y5B6#vSA}nGmZvx@{E&R*N<&sz3{ZK
zTu0_a?zvyahJerbXRlp&gGRf!x@2OP8y8{);{fy(&wNR{)oe9iv_mbyv380R5S*ej
zws1H(70~=Mv9{CnYp88v@{rBAj!sU|T=&HdQYO1yEZa8qp59?GY$(H0y_g)XpQ~!I
z>nU&M&jB%)VwY~=hi>)h-Z1f2qoQeYCX-}t@1uq}7!@o6u_Gi7PfGH*8YAL@VJhH2
zN!r_oCp~M?{9`PZcea-{=_zKjDJ*g4H$ymB#y^M_Esp&uP3UP#-0J55Jb&Z3kln4d
zqM=a1Rsojv7|wrM-Pe47;!821#_RSQo2z3j%w{q2;fT*UBY~R87ak#++AA;kM)gq`
zZog#4I&-@j#V^K_aSpSmv{tfA=FBPDg|YKw)^Lk=)akC{rIEM)0136kdI$Enznkwe
zmJr5EZN_*D)1_^ASI56-@b0Us>QkGDtX)Rv&?z8{^!#hbA@Oa%(i2a+(Qgg3TfDfU
zxAN6N?pqlo^gXN5J{D+@YknHlVV>S=Sf;sIHjoZR-T?$-iq$O+Hnlh6_`Bg5WDhX8
zhC|3_x5@kn&2@S|igbN;#%s$9!0<xbBrJ@D51|BC4XJz?vUM${U$jlj2<MDC=Q-*-
zS5x612u0zIB6uZqntO~i<Sr194*+^{de9<WUshC>G_`?Q<@rR-4&bf+)oN)o&2eac
z(p98WgM|Z+peDH|)UA!vD&0Yqlc$=w9Al+){vTHU&oaBKnH-#{$iU)&GyFw*H2LkL
zw}uhC=0al}irQq2Y^9bIRAz|blw-FQ%J{7wT}e*z6*ll!t#p<w@@PtA1QQV$K9tO(
zJISNxCGifd?(v)LM&*#@vpWS}#P|AEw}bWVPUprNYz=*=B8d*@B$b&6+J6Enwe6!@
zTTME~(v|3nIXu?Cg=`9VqQYW7h@4~nlUn^<E6bVO)7rM}Z43zYoqk(qGwN52dnmbL
zPd&zQ_*MH2OJ0uH`M0<5kU>qeF&N3~lZwK&wvtslZ9jS4`rv&rR;+a;RBK7Y6eI*9
zF(Up)806QLcG>8@RTJrG<4LTc^HF5^6#T<H<E>_RWL=vHTKX-s`SJir0F=+m)3z%g
z#lAhT@J^L#*EaLdJh5gt;$K1EH7~=j65M#BMYz1UhB%5(u~iA_v>)qT$s9M)qp7*t
zEoCGFgeM2uyyxKtr!K3fUrBK(nbJ%KZb;<un)D4@fA&?^lt_Omut(CkUx#+<X@7AY
zy}Db%L1$C|205!r>f*6`;$_6Px=ouyE5=O6l{n88<yv=$ukKFSE+;a1g!0E29WX1?
zzAE#iSpok5J<oskYsU1(RlnL#IU|m1DLqh+rL@o`(XBkdA9N|5!#U!x(^8E1>GXdp
zJ%ZbQHV@9XG@tncS^ogn6#hcE_#=>fWS&B@6#D=G?K^YFdZsid#LZh$(KNdT(xw*T
zNm(So7%PsP*Oo=&&k#JOCBH^HK?EXTk4~SZdSAuHBTUm&5EZ9ja)E*QdxP4%Ud9bN
zJwo1jB$Cv^`^-%j$bCQ@j8<-!Jf5Ydk~>R38F-KE8kv()U~R$x5U<KhVDKuB{3Y7+
zVVe3@+%g+rJHJZLl5HMqPY~W|(D_n+=Xu_KY`MuJ*CVxL!Qx#)($ql(%wiC76_l_Y
zco{zRRPPwrnOU>bd=27VV*dcd*4CFd(mV{0lwbhiNfq1cGskNTw{vQC&_xg?NeU_2
z2VCS=koY^qx7WTTj7usxSS8^G-QOwe`BtX2py}G7XPOI?-yxP{jz`4If4$F7^V+t8
z=G2Fw*6G^LuyxCL*5zfhmBB8Ns0=Z|$RA4R?ltW`CS<+3gfbubX|xRcX1H$+!)K#i
zAhom*#K$gIc6bNZHF|FuXp9QWWjy=3gK3a|F-1+#;&qySzh!+XhQ{hCHu6>=G1uFQ
z@vjni!%)-pxop1CJdC8UFCidgoMYP++}il-N4J(ccr^Q{QJ5&%ZWTc%6~*|MLXTFt
zc~FG7SxS~1<u`Ia4z-(7aeTX*QE*bc)`i_WRKK~kN#eblHerSdDHYva_=;toSQ07c
z5aC>e2L}VzxO;18Y;D#ER0SRVea&d<n((sLFCkcD+_GnI@4%;Na-}WEsNv4}Hag2)
zWXY$!=Fgc=$h!a|wPpC0>s1#KI*Wyk;tlf2g(QwfGhFldp6hb8tPw0AgCLWFet-(h
z@t=$C^xOR~64BZ{s0LO9jm!b<{&}ghB{8z<`qWyBOtV}Cf;NySayJs##~y%I<hr)0
zsOZ{t+!r@nB!&0>_o)uU@#$Pmyl<-8eXLJ%>$S3?GKk;TALCor(>=e1^qXjwGZ2bT
z-8^7`M6K)4{VPf>^NMz{D_>s#u5Ruz)DZP%^IFuR@az)(zIJc4xFwq;fTNCUnVq$5
zjBM^*BhN7@4nF|j<5KGvW)BA0w2vWXx|0OQw3D@XAat$kNjN*AVFaG$iPm+Mw~ki3
znNmOsuxx|+RsBE3n!c6cy<+|uh0L+ED5)~;P#BPS;=J}h7kO4cXEt(5c>snZ^y!M}
zbnmrleh1bCwX}^hHM@CHsb>4f(zz)n;M|p&b&^u|UWCznSn&$(SFqERcEzv%0A99y
zKjY63c#Hd1&SZiJW402;*6|qFHt;&<(AS*J;ja|SH}0%%0uFH`PNzSWc0LQywGR*4
z>spSh4a90~x!xND?i>JXT5WS9Hy3N%*)6C@%8xwxlO$!&Jk_<m)a)R*c<ydQ(L*Z)
z5_MpQpGwHL@s)&=#d2bigln`%w5w;YLMmkOEI0PoF$-y8o9wfl?grNRSnzAR+QsQ(
zCl_Nr*To(vzq^J8mgKaKsg@{un%RfM8uWVQoGEuPf$luHRZ4&`*gu%Ttj`UFS?%xN
zQ?iMdEFyfd&%Yd1&C%QHR$xtQE6IE3W*G?}5<XHf$NvCcrPPh>Z@|fO+jC9t?j)7V
z-O9vgmSTA3o|>J)oTbcwoMfvIYmrYAG+LR4>e>i~{1DS&h&?zX+)`a?*Opgi(e15F
z$aa+%Jmhr;j<uUnIux1h6WmJfRhTk^z-0!QE~Jf%D=IPIl|VE4SBmTBQ##%Gv(zr4
zEi+^@u>fbb2*)*Q#_v|s?xDDj`sV2t7FiNvSQFTV{<X;Q6pa*HJquRxLAKQ8v$?sq
zRO1OK9P#z0#p3-nClUR!)nrlB4nG54b*~$%pAb(w+0Q2RLQj;$eZf$qQZGN*(+~S(
z)qd+H?Pz;s*QnZbR}xFXjIlZ3f!?vj>@vq4%nqAa22u#ftO+$2v+%y1z6ET+`HE0S
zM?FVs^Bdn0UcRqu6`XUzjN4?7%>CXo*QP~OV{!8y<$bQDjg6n3JLXXS`N6Ch{9~uS
zt2L;Uvn)#c0(2S1YL)%J+Pp2L-AchBK_GYP2hChggxYleH<JQ6Oo+DeqZT~w&f;_U
zQKAH!JMR@<&8+xVS@h<(^I*D0lVLHlpa&x(oOG@groEO)65i(J7UCsfvRz0TCeJ`~
zh4;>VtJUMONHm$P+Bi`g<lPJTzrsdO_*V&YHj8I<J*~nAnGq1Wk0>)PI;T0w8T@H`
zSjAbI(xmD;B7X}{e?NzHJw^d`W|BzMM#ZKHh9S0tliQlO+Wx5=EG0K_IOs*OAJV$7
z4r!1>7NI4c>v-<Gw^c#6XB~%bb6O3etdT^MUfv%sJtt+|lb&#URjRzYB#b9dncn9E
zqj;w7d&%Q{Lg7(hW^Iv$JQ355wS#n?AlJ1Qn&V%SPPIK27R-n02Lioz>rJ*zHtr~*
zL^3NK*vTw==kOKf_b^8kV(t|W89SX1W6=IYRyAsKO6^#vLzP((Y1g*eW!(1hYZ|Qg
z0x1UhE(ysBduP|$r|@Tpq`bF=I6l!l-brHjB)N9aBRT6?c2QePsz$`B&-1X}d1Wec
z6z2qf6_cauZQ+Jny_@Y-z?l?$(fT;{>5)rR^(h^selFGJ)~z)C;waW^N<v}2@#8+2
z#ZPtPi6Yb{h3&)QLZFk$!T$jDR!@jE-wo>tVS8<PZT+G4h}C?i1=&jsgN||atNMn8
zZFctoB?&QR0!BdP4tn;c+rEQGU16%*Pi~U5g4xgTNI=2*^fi&Jc-H;(8=E~kca33~
zBeNi2!=4vEN~LY#pSEdm*vWk$SWfRTLBaLlllfO2uK0?=FBV;C^4nawhH^K%Z5zjN
zjww{;no&p+OH<Nf@oufB*q0X2%1=O3Zaa4Nu7gz7=AT8hk|ju|x)}mNou}Ho>+R1r
zm{>92v*kW!;wz<|4Px)ZS{39lw5B+LlqmUu^~d8^UY8_vGg7&+q2INvFBYp1l2In%
zCdD`(=QXLU>rG)a5hc1y9ILsD9C4g<t{yx4i<`GYZ7g!K;bI`<oZxjIjdhyWhwgQF
z>={@_(M7gEPp&JInr=E8Lf6#M8it*;0Stb<7qut${ipYT@!?q0cwND4TapOJ$t6+$
z0EBig`SiW~t2a8`jZ%T$T~4;v&ocs521p%ikJLPSq{Kmv`a#Av#|N2{^{$7+m#L?C
ze)956`EaJ@$Dr$8ZEdaScfJ$alR+iJ$G8R{5#OHTx|=dc>$E=}>3Y17TSD`+(wt^k
z!XI9lt%<H2xhbk7YEDA=K#(iS{5^cuy3U5TkXeY`O2Z^M-WbR7s|@$&pK9u$y0MYu
zX@qQKApGYAap-YS>RWR~PUlZ!sK<9Qn6)^r5V0Fk2PAgQWa?fk(=0EpEpK&%Llb=Q
zwYKbjIIKHePfXJ_2rYEzfK`{YfQ*yRL0pf-IPT87s!0U<QCo3R+28@33d*f_6uC-N
zmHp$ri^lp$o*R2zVI8HEM}@U227C0WynA`2=-PaD_tp?xyPdx@A&ZgFdsmR@{{U!h
zTFASxRk?(x%rF$NA6oR!i@J(w+Ag0fHqdS{(>{i-oku095{gYEW_VA;IxfAc#ROU`
z5lZK24Q{GR`w{7ZTfQdo^g14_+Hkjh&~3{u4stqk(zp)@YsXRX2Ado+0<CgBP&VV{
zB=UJZMOyfS5N{e@ou?nU?d&S2CY8x*&c{m!#EB$rfg~re+O^r~dZ5-cPqzg7IT;(A
z2F5$rmA%%RaL^ljUn*dvG0(BDMewz(cfJ!A?p;yjZ0$HbYGXF#U}+(->oUBs2bE)r
zSv<Yv6R%=NZ1k>*>U6NMxVmJ@!y8D!MhV&p{*}zf;r$-_P`R^?_E{bUQs|Qc$VokT
z<E3tEi?hQzn92EU<>dbWxNAr$U)~9F^gQ=V_{pT|%FdJBLKmtvuq;0#&3cS7iS476
z56dD31dha4#~u*ce$~4@7pLQ2TW&$&sDsYXhPF^7M%uvb;|JEd>(fwb#!+pyK1&Ih
zF_P*c2>vJ(fm7Sav00tdq}wx=KmZ=t6~|e44$D)qitAL>H9bk>P~~3es&mdTxUC%z
zN43y&{YKW?O=~oFGLPciFaXPB<n^v?OCK(|Ycn*zZ(lEx6v7S#UemRkTd3qia<T+n
z%u4M6eZ_c}{3K~_cPwBTBi=wk!2tHI>%f~Yn)y~XK_pv7?{I4cR(#fIrlX~qyMHHz
z?O42*+FiO4orMvNTkzuOnxqeXV7Bw3O31P-Aqd9@74z1splVI1%@i@s=lQrWh{<e|
z+ZEh=H}H>%ZM9J;ntL02X+fSTgDH@8ATLA5dgxM8rll4+Q{{GNq+Mvf8MK_+$ERAw
zZ~$=2ZVmze04B8Uyg#LVnKxNmzIo4-27e0TwcF|9@qNJF&9e%t{?0N7>smS+UAC`o
zX4I}G1o0aTEn{_iSXX7A6?nr!(C;I#)B}n3i35vaDx#B){WFT_v}-7=t$%Q0@}>RY
z^5PMLk=Fvei{loJc$(Z=q-th{<^gP=uw9Ry0{WB5=RNDF_(u+<28A%cNfB77kIiP>
zMmgaB07~iQT(?F%&zi?m;_Y#KJ)uc{(aR<oP%LN|l1@9-9|-ELu3DS4j$1OWM3(Z~
zg(uL1+#g!d@j~A|le0{9OVaAmGp6MQdE|Z=u0zAA<9PMRuXSBZPm<n75Xh0l+^<ka
zVb-9~>^xC6lVhRJscSatJ*AqNSTb%Sw*%I=zXIw$5b=HG@7OfBl3Q_?j$2eyhCC2d
zob)x_c#lh6Z^N37m{>2`t==Hb&=NQ`;a?0ipA&dr#urwaeVv@><s-ayxmHmgbGb-4
z&I#>JBnP`{_wi_Y9QU46m@Q*0%Mck=1E?MTmBV;r;%1ZLeNO5)E+w>Uc+~lqa4Hwc
z=rC(n;!dMAo`d#u4dq;dl7t+UBn)T%1<iRi&xNk6HH&F9ZAwigWVcx5Hqrye8M4HY
z)b0G~1<#^h7_MSdB1a&`RI-8xzcoYqAd)w=y8tnRY_$cI+TZwA8Li}NgXDlrXXa)c
zAIBiqC3h!@v>C<4#nQE;@3kV_S(KCCw@NGrc@C9kuz7OY+c`gYh*SprF;%WK8&{Js
z!Dkxd?){Y;pI((7mFLf;PSH-nXJfWfH(=w?*CTtT`1W>?jd-XJuq-ypy?trD1#`WJ
zOR=|MBvy9mAQ;?{Dxc6(ZY|{}bXO6=o`xWQon-0u7y5RCa5W81=I%oVOHH(GIOiAw
zyoh-7U(|J&Y*0ec>{Jj+aHNI7Z2ktKQspfxo|S3i-7xFF*wVv0T!~D6X^j<fK8K}6
zt$ai9{+|(LzJqe|e4wwNW1gLBhw#>sd#QND->k4=DLnZ?t8D`rAQQp+!}6|bO-v1a
z=9@~6DEG3o(Z&gocgP)kb4#D9HJo98boK2Q;tq+bq;cEN4aCghPD-K4JPda~N{_@k
z#+jySl31>j8I%CVP>Mmw&wBEWGVVEiX=gMVdXR3TXyj!IR~Y_v-}udk{3Uk-9E4B(
z2BNJ;7~K$|t(mW*>l$tS)Hc#-5wV$qhG^6U{HvnZZnVuN*<RriHj%cgECJ3(wQwFA
zxyHL;9x=LLD)+=qMPFHh&@lbPd)pqZ{{Ysgr(MbpOtnc$Y9~pdYPwdddiL<TO3ItI
zHL9n6w9Rn%ZcDefzSE$V<}rnLw-2|BkJ7y3Mb(o`*KF?*{{VK6wf)raYqZz!`s}g;
zkVwJy*;nmbjmJ`ogsh2Szwqopv&4-G4p3SEIr>%)i+pFGXfJPT4~HYVNnvJ3!l*;I
zf-#R?YP_I}cOTzW{&mHCNu3i^(^ZMblIQ;bA{x!sl3E&Js6urVXR)Y0CTX2dhEtpl
zBai$mwa|P^;olJGtvucuNa9O_8pKr`XJ|R+9dnPuya-)G<>0a7IImLpaVkmSE1#Px
zw~gQZg{b!REOz2>bYTm}bFX3Hz{eV7N~Gi`*y1}!r&{0BwLJ?@jpVV@*3>(sXUdEM
z%yWQ3{VU6^yhAJBq&DI`o4_H-<R5;5yL(yZk4ct$c2#omkj%Tl88qqEo03fPWeBBo
zYU&;`g56B<napDtMT8RG<2bDwJ!4DpBDI-_N{pMDIah)|m3hyJt}mBVwu)4Vo@n=G
z6M#K4`u=s&d^?$%8;d7pK1j$QdiCe(D|I)|VjNd3&Vo+}X>BItva?m}zh+a9#-vRP
zL(*+c)b@69h*6p5@>M`w9R8I?e-rBP-!-g07Sv}%$TtIOqY>$olTd1R+J*lBfVD~W
z9X?A5mc~Hw$VV--<ct%=Y_~G7*VlY2Bdc5L+H6td?uZq$_~Nc<`k#lc3nVv|7gGcB
zg^g7E0bU!YYVgAd21M!VD*lbBBlxFIl}I_54n6q(wbJON8}k{dYik{)#QHtU79Jhb
zk@Lx94qNkIYGJ(6VrG)#!#aJzC+~#-=l=Pu`KI!tl&K+<AHtB%9wlNjN`up_aeLd`
z-`&{m^(}tN*7M1hXf22UkYfygmTIebyGu!93wr~A-#7X`0Uum(^{+GdhifF>B)@Ao
z-R34G3+9{_Y%Y5A$*ilt2VCg0!)vQW6I{PJNl6Ec;AD(<t$o}4Bv|)NM_>CT(m=Kg
zCg|0}Zt0)GptRR+0=J!JvSjhd7$22z{wlw{v+;h50wh6J!<h)rI2j+ML#*ohnb7Wp
zalvwS{{X8ijPg6y6U0U`<+0Nm9MR@I3t76-7(%!4#IqC+wV@Jxr?AhxLkEX6IpAA}
zpt2*AxZ0-`=RQ60G}hO8bTcBQ+?Fvskf%J6$RCYzRzDH7hG3&~PzS@r219@k2D4SC
z&ePE%6)Ws}M~HO|8qdT2WEw@a{81zALZAVUy?{qv_^whv5ou7^3#fD`H#lD=DD6-)
zu_q&^7{@iuYC6TS@aCEJp>mT;_L86;0r`6VeQP>z6Ret4B3UJL+}ltCyB*1FbKk9R
z88(wMYT6#tW2#y%lNH2TJQ1tyX_ht^Opd3DQx=PNGfkUNcqe_JC3Dbc^sW!Waz%OI
zy-G-9JZ%w`!1GBMA-kMZ)*42!E|qf?y`+U@Q`i7_7yz1V(lJe3^;-$;8bcMdJ3vh5
z7|l`D^@~k1_82a8i)&Y$fgDbNvHt+;dz$iipIEliFHx^r+Gxyhtc@T(Sl%+DY3p1i
zw~wu@%#Sssw^uTMt)6+ew4YOs2em0Sw2q?XSJe6+#J(zr!*NE}_JZcfz|uUiI+rAR
zCw%9va54N<@Qj3*wA;wzEJ#yh9tW@SR}ZH#@lKz2eG1Qrtz@>2+`i%lRQ#mlk8ISR
z59YMerPQpighuX1-5hM2m;k3fxZ<;^Qp-S$F6?*O50AVRsq1!HWLi{`O?5CxU9BTk
zMn2)IQs(=>zi65jI$R0~jzoKLgN_I!k81J%014Y#+x$TAfrS)G*C0xP$tp$&C+nV`
z)!1v+T7}<<)es3GMw4`|s1uMz2pA_B^fhV8tr0CH@jD&Xg{1fn_VP8fwb5>6W0<_C
z;|vJ)6&A6ti!Dmx5u(Q&Fv?Wi1y>KxB#zzdkob4tW1;xY%JuKyxPP3Gs8p#aM;^5<
zyQu#FXZXiaMUG!KYlk2YyCB_zpGvpx{6t0bY<1S2EV4_utv1?EB-p|#gviJl9=&UO
zQ;yV1<#hXBF<UI=6=HueUQOZKc&>b3Yj$CQogY7svF+ZyD_qtr^rXF>>Or{Awm8B0
zp8<Lbs#1%3j%lI>)+4l$QS4xG&&ncEo<5a&e;HWXz>pYbhC>)(<)CF;^T##9LE@V&
zX5t9cc^4jL3{G>EJOlp#)~ouQZ6>53f<HEIB?i&-u8DgqU6}j(BX&O<>Arf)BV0;j
zWB&jy=m<Ue&lR#fRA;q@>e9*NhEQ?5?I44Xdh&Zc8&}ho>GcaIi5gPji-yj6^gLFc
zq2g=JD@C!fv5Gv+6O$tXO67>-6`Wlc1teF$&1QC~<0*dDz`z_H1VP6K>)x$@!dG$s
z06^yd0KWeK`qkqwYC5DcBV_!IxDs<)zwn-4f6qIA`}Syz>AlfSGuicv1l2T~iy0Uy
zPK608oPHha&L81NhT~R&p|}Nj4-7<S->DVoJ|noewa_l+wAuEBPm_4a&U@D>sA_TA
z>lSvuYPFW$bu81BAST@I<Qxvw%{z58O_Atd4g58w+*@i8#V?;~!TigdhBzI0?Og+2
zczQs^BDS4Zt3-<9>5*I<o+5_p#7Si54sA<D$Vo;xVZl9r`t^<BX8z33bnxl}U&-b<
zKiwp%{{SkgNly0^<l=gacit6><V4?Kx0fRVK!{1t7|&YcyjSqn>s9d$&Z!oq<wtbG
zd`k&@s2w=z&>YvD`2Hzk@ji^_m>yWbAao(dMr+u7W#brh1+ns2%{Q67qecJ~!5Am;
z6y-@uT$UHKcDc$}d?RzLL3DK|+XRUzR)nrtHh%Hz*jGdGCq=RGU6r+iYY^H!w58vp
z5yx?!Ds}jaY`R=`(?SGls%P57?9W_!;=DuRRCbr%H@crk$@@UvJAK{x0QdD6tf6c2
zqORVjp!i?FdOwGCi+i{60$eq`p~e7JC%#T=pz%G9lXb2&<o+VGh)5LqAS)aIInM9t
zUpk#0=FWAB;@rgvb@Nc3qxt&Rs9$(9PuFgveKz_SAX`Yhq_{$v7{KQz+Nx1s3ma|f
z&b9Q<4G<nJeO0<}z~|~WS6!lA=^8$T6bD?hD&?6aX%%|=XR)uI?KBzW)#THaSI$N&
zo!>4;eE$HRwQt52*IFEUU6fZ*wYtM6n;~2-;^YuJlk}lNDd;A8u7wtZr1+xaP=m#G
zuRQyV`^o_z&U%IeJn_YLcNe-&w__|&>bBBC!K0AHI<O#)LBaH|m|$~tBRfSE^lYbm
zPXR_L+^?=Zjds2dvC{lGs%dl2ENi9R+{q#t@q`8}Z9k6{TM}wV@OwtJ)+H7`A!u!7
z0k#!Z3+x+r^siusYb3RfAGE;h8meTtJq36#iS+LdNhQ?!UBF4c)hG!M%%ygMoOT^)
zejJ9GwTLD{jGjs3qjJ=HNzO?yaZ6L&VAVA1P0>RcjdvaqI49PwiJ`u?Dy_q>Dti7^
z=6bY0XVRpZWp#1482W)-K8>;)#&O2fId8;Pt_1THWbkK)732+JDJsMg5xG9x^IMu8
zji>3wq_amtcp>r${LOg(0FIjK`^DE$HlgLO$Q7d}ZV2NzJP}!b7oFnqZjln+O)4;x
z=XYQnfOCOd>8pj$dOCHMpQ%f!#}oO}0Inll**>+Vt_lX|2+j`%yrMr4NZK{-qGT#9
zWHEV0Uzx}tarxHFa$GFXmX*%z9Bw$~uiaY~?)7GdyQgS(cVg~sNu!m><`+^<D$bNN
z8)R7){{SWjBt68y9Fc?d;MaxAtce6*%0Z7Ih&}4H&D%A*#&;aHdE>QkeQonu0P{c$
zzr?;(W8M5?;f*K7G1{h}Z!-&dk;!OINAs$>H-;L=TuY|b^?BkMDGY;ZbI;62U&gpS
zUsAf$uH}1ZN!-kv*b>=L3C0dFQCiP;s!8NE<dPv$%ml<R@6$N0rCr|16YSRP_WPU2
zAPUY4oRRVjkyUNyxAGP*DrZ9cW+FE8#(ti);<}Eg&#A|y^3kAzVIc*wc7fZTde!@l
zdN1ue>rtpl8ePXCG-?=fssnBG`@L&qn<VvJYh2N7ZRNDS)h+GXM8RJ<Rra?T13CO_
zo3xX`5MFuqlh~nQ8Y;uFO0tr3k<U5(E66Wx>~H*Cq{n|8bH>^_6yMm5#Alv*R^&2i
z@LICN6i^jknPNb>Kc`Q|u&G(W+Q!hNq_1<>HQBTcPfzl1bsJS(*+vs6V8DM5sjf<0
z7s4~$7;mncaJK^D7!CnZv@YHbNaHo<I*X&|nq*M`^NZ>EIU^f7^V6vOs@=w|E~9O}
z8@V9+9BgGszE*xdRR^v+@mC6$Mm0UzSoYrx={i1<r<;8op@<)ttecK~`Qo%Dni(fs
zd2QZI{{R=4l^OT18~A^$&3B<{Z6Zw+pKJ#QIU{M$BDdefDl7%eS36ag45hMD*!AZ)
z{OFxdR9qnBk4kwWv$x8j*t`XebNUK{`%)}t$+#IA{{U2L$+d~@HGLZX&N-aS8X4OT
zM$`oEIpfq<4mG(gncz=6FpqMEl(E3zlatr2V=P6IX&Ndw-Je71GFxi8ZRL!wEwpk*
zRi<Uy6nf<GUUwgXd@ZMHer)>G=5TkbIY2S&eL1d2Le!S>ElM_$P)(cdSs9yg+s_|B
z4;727YIk}~gtK{!%2Qwt9D|<UI-WDzHLW?htJs$X9WHyGg>9p0c2_3e`I#S+ynu0x
zarjphz8CP+m#9DCBW=Wzk?mZNdvbZM6Tr83I+6(uv^%_+)U;?904e7HkL6Up-qwup
z-P^=gIKngMBk9kt6iIYs>b?`#?0g^L`zzaPpY0pjq>a?7Y#1aS1_!NaYfyM%_fVSl
z=UR+OAqrM0knO<64SBAQtm9j;x3y_dd9f0KgQqSBa&g0U#bD_WJ^rb!3#gRE7?q)R
zz)>fe+t-R5Q&vccPD!50r&@Sg+fj;m^{CQIb`Oc9MW^c;XM-=bYnz=zUAIezBYGRe
zUAO>a2d4tOb5OQuEN%5gvRj=-X=Q8cfJOlMa7Y{h*11m@!f$>iUqAr;?a~jxg`z24
z#@Y@umF|yyk45--aD|4sZU8$@>%>!A7g}YUrU`AeB$nNgL~Osj%7oepAoE{6{7|#D
zj`qU#%@JXiGJq=W;ZFqqb$zunYo+N(5lQ<5Jg_}B)u_|^MLA9NJ(5ok#u79Apr?Q^
zA|&vBwT<IHg(t+4+FvfXZPqBtVmo6da>cXvhC1TBr~VQtWIH2-1|)pyhmYxAxu@D4
zU*VOi4MbYR*A8a5bt4PTc8~HYa??-U4r#8Z9Nz=dIQO@TokvU?BcJ^ay$iwr01sgB
zzlSA)=T{dI%{iDzVhPni#tA-^&+1+t@J+6h3s0`yq>r7KW>Ue(9P!f?)N4@3W$@0?
zB=dCyRzeyS$#6*^;M3)dw6Hl(t0Y|qK}O1M&loFg54B&L!!cgzO%<l9_R*J8&l;{&
z0DfO?wdNCPSE+n11B*)&w2VoIZ1xL|Il#_qy0TY`;qI~-Buo||oaDCyoYMAiTA_0{
zp+f%v!e4Bg68M_<xLts)s_+5mD}Ta%6MY*{`)qpCT|m(6cwQi<J&zUOYb&w;09gEg
zwrkmb6nWBkYWvHR5|<$vi91d>q^*06?0O}|+S_f+Qpvmid7)~3!GW!uTm<q;o#ISw
z$9(6tcs{Z52jUllbyl_2wA7Y2W8}PNa!3cE@A_7*hvWOt80ot6Nu^6?acgAk9|Xs{
zZ$qE1aas^}b6EI7d5Vob%5nyC1WHtXBfVR+u<+tVn|n(*AENJ#Rh0UQ^34OqFC0QG
zP%aM$=$-w*#dVg~(9Gy}g$?&W&&~SQe$leIN_QR|(}WUZ#8yPN1S5t&kThHPZ%%j+
zw}`D*9DK|a;C)SS7W$5pZ0;rAHiFHB$pi4M53*Y77Rh~U=XnfxFBwz$8oMThcAD3M
zF79<n?;_NKOCzhR3wCfekXNDSpr>DWLi<{hDK!m98<kS4B3hIH`jAP-TA_b+;@b^E
z=2)8ETSS+HF#N?y<EOQAddI{Ke$|=MOK3qP1ZX%Pk6N|M+*WMwb&mpG>KAsmpW2Y`
zwzgPF@`)@!!60Y8DzrWcy}C&tI*O{}=HG7057V0C@2{GBp(MJoPdX^tQYG85iVlN3
zW~t9~!0rCkA-NbA9fy9s#cr_hYW&F0+sSBpX0@VteoMQ5?QLSt-tIUNF(aaq2XVOP
z6_zw#3Q7(<K@1>&%R<qpKSSQQ#n6Vgb7gSEPm55dMj)OYzlhVdZvk6R2~V^~8wCIo
z`Ski%1n{(+oz=~iNm%IoLGbPm5NVc@=^i4tk{e+v`P)RKmm?r;J+b=MHOInxxop-o
z)nkrD&R^`0$ogigS?KMg_*YKTmUUz^&nEDhBbDh=rJVl&Xfk=yNF?O1JpO$#PnkpA
zNNO$WYgqg|o5Ow=yR*9SRh7D4NTp?z7{cLt47UfpEsdt3YhgB%2gDmWl3*i819@Ea
z!)`TB>qpYAybq~=XvVV(JBZ#8T!8W(K4G6mJXa|WuXCb2Eu}|qZx~(0RuDquo|*c0
ztz+*ilH}u|-`jjNmgh>m(v!q?v%9=<e2Pgz8#yCA>ofioy{)Ne<dO+k43=9rZ`U=_
zcpp*KHGMYf{_^TWBLqcNK#73gczV}IG?yzd#LuuPJTVm7vllaGEu{P;YY3)^by06^
zG7v?yTNzm6o_Op!*2nxH`fY($Gu=r$0vc%H1)H}d3XTh#tEul`n&MZ5?aA6(p$s}#
zF{$d-wsM%(>UhE*nnRWu^vz6Zdr5NG9NbmTiXVl#6`r+WuO-XDC5(b`@~Q^F{w^yH
zeF_Vk`J}h;J)FWx3jqr611BJ49<@h7))xLfQr6~48sge17!Aa%(d;-p*FE8nA5EoL
zM;)e<Z5U8E5GOyCXp^Mec4BEyQ_y@l;n?(_5T>O*xeILh86;AhxHtnR-mCbFz&CoA
ziEcG`_3L<{k+2|0OOeid8lfM=OPlF!qirV9T1Q>%@Em6&oaVZZwJ4SOA9()&I*EJx
zjV@h|TSoX>HI}lvknt)gM^<Rs0)XJ>jI~+U{uOGPp09nWw!S>M<}ybb!pz7ILD!ns
zyS!4pMr!@<jr749tT#m-#_eLbjISgGKc!8SN4dk={2RNL<jA_?tbutlTC$G5xvt|#
z@Wz>-^LMJNUind^q_|v#7#LI2J$>s!$Hi9qmZN7KywN;T!0jOo(Z<{X`PU)iTOmJ*
zE?n>mCP*1ScdctmnyT$`CnptiqMpk|)?<<xHA$6Qk{!SwtyP=BR%1`LTPx8eyb8fi
z&oPczp5I#Y+iMm3FbML>qaZx1wTRDg+Pe8K=J5B!v#DD|vP%SRQ5&IR_!<1`S>dBj
zJjsy?j!xDm{{VzJ2_VS-0Qd^kH~cH~{{Wt`{{Y{ESh^R)>k*+^-RttKH<L@SM+{`{
z;2h(y8Ls#HdrtoVpO5@>*EQj5+}o9x{7Ve;_;UIyYk#y%(GZa58_%VAWIhVl9aLTE
z@|d@S<i{eafsxQ;<NpBHUcabJ&{$0>V{$1YHOBqFP`#2y5lCcGGI>?$+vdl$Orn`l
zZESKEz8%(1wP+*oyuW0#-L~oHQc!F?068^-XD+v?SXsz)E7&Bq2%b~hxC^ulV~&;T
zdUmsRmoh+O+NfB#amx_7<CDc>w~a1tipus8f=59+f%;J!M?@*g&hk0kdq%w1G`m^j
z)2;-u%^aZ`A_|bhBC+*<3w%SLQ=RQ}(y)+roW|KX?UT^gd28c4m?uz{F_9xGlGD3j
zXSQp))Z|!n*(G%?v}6FqdF{xpT~23pxtwin4-2>OmyG4`?d_H3k#N(@xL!~Jz~h5l
z_P^mT6pe03(?GnIBB-WBgtjn>4hZ1%ucEv)Gu&xW%Q6JGz!HUaW!;Y3xy4cOFNmx(
zo4BC5wY!zsHv<Mh13tu7QKYWg>ROeLoR`AhFC-T5?xB|XTQ=>$u8sUZs{a6MSw}vP
zdgU!4U9PSWFdYvVuT_J_Iy|%6ve{}PN0Vp-oB~f$Gm75vCa5f7h84#7+W?YAI(mEJ
zii?q5jY{X2Sa=#sn`_I~g8B_Y7RZ7`0yf-p!5xKRc;i9T;+sv4wCn4fTe;tF3pkC7
zo;n`Y>$;`L(xb4NIihxE0l}59&F#-lwa5HL_>ZsX8upiEq9v({^4LsF$Xf)GI)l=t
z5>8EDU}^R^4F|*b+C))a$!~u%IVJ7>$sjSXJRY2!aroA~zLl-(Hc$o8F3K(IZCNc@
zLMcw99@*nQ)xWKH$HiJ+lMb(IsA<zk(E~hkKvXFw058qY<5#=`<IQ`;x<%xd@<9af
z-YfvcAMlhU@P3t7jN<IZ;N!W?j|A)TY1b2-CS)l-&n064-Eob|JvpeKK=Cezr`|oD
zoqHV9O9(EI?<{~ZI0vU{^b4`7$EZshYJa*`jc`|!zuz^nr0Uo3$9k8uB*NX0D{b5I
zkWW9AOcIX5XNTTuJ~g~ZY+FUtQWWLhOI9rYnZUpmzo3sE-N~t2PXp!c{{VIbI}07l
zkQj_~&3c@Agm>@eO>W5T_i-}--#`s?5M3*wCkug`liIZA=0r7Scty8?JX<Z??>3U?
zJj7*bB}1GOp8o(!euLmo7Fp`rG`AW<DqD$s$5{|<+#49@j<xNN4S}C|l!uq5CL=#V
znzaf?X$cBQjAe;tC-pTd2`eGk@>Td-clLpDi0D}Ebd{B|-Sf?DN1^zQOiu8CsV6&1
z=Vp3!^c}gbvfo_LHSy)!YH&=z{luGVepv>!;f*4RV~;yP<0mw^5m#r)2g3d+{p_bk
z)P_#rg59YOkK(Bv6nJY>Qdnh-E_?G{^YK%~TAzjVt9fkUh{r1sWO9D+831G3HQH#K
zpG2~i{`{~ckI6qVP)}M)oNgD;;%_`Hcd1D0ai^DoqxnwY2yy_=Ur*&+-ktFG#5#7M
z{{Ux*qztS)&oN5@>5g(g$E|w()xErg%QLctTodLM0D9GH5A56Ew^mmkdZF35CM+^P
z8mU1ssWguy{{V%1;ve`)bqko`3u;7Z4&%!eMH$HL*0S#Y7x>ch;cjJ`BR<j#Zt0#l
z<E48(tt_o_Aq;%5p|~U*{uPI&>QY`r^T!m>7^Nr#j!tpkuS(G_#GXOp9Rpjk@s5_O
zr(RqwzMT{jO%1yh+&2Tzf1k#&=F_$Nc%)c#O<Goz@)q5|$NlqPLu#6>#CG^HBCA{P
z<b~YWJOW6@Yn+e7ZkKR|nPFy>0AAq_=kr!_qt7d|T5d`@9&e`U+S}>+Kbxdoqb1zi
zgWItxHUKllJ5!TYv~scdcJ_ONjLjXh<ENk)HQjjM#~RLu1(QG^XeHm~mQ#>ajAH~>
z8h$D3uv~qbSnPu`?*Sxc!1wvMHI&>U^;-!=$$FYT2GMo>N5fZ;-D$Tm%x-sqK4Ty-
zJdN0^QuqVJ;oL=JQAx)1x&uC^8LPS<#0_Us(<Bl-ylj$)!3cR9N$zUgI_=cAYius#
z6R^nTvHa+BgwUhS4GjA~2zbKY()I?oW-`W+#$>t-0NuzO`g+u}cq3VfqibCrBFdY0
zG|CGT)RUUfgT;EqpN20cyqrTcGboMXh{^JnBOMM;6@uPAydl~)x|Nvow%o7tBNUvW
z6|qa2THLvJ;JsD>cX1Ak6wPTOxJiM-mB$O;Ju8j9_;Idk8g!AxqRx}&JEX?n<(ln$
z72}P2SMjZ;pF4%qUKb@DS9x#=>Ivey-xg~+et`*gxqDfRi~GqpGL`DZMsP?U&b5Zu
zi4C=*Jm<ik8@uqnmwTpP=(>aIS0YtQh@veLf}AdW&#hOr@Q$iv^X~Nf{2UdEIC(ff
z#7M7ovWD4XS?%4OB~VqjmINMi$*vdTXN=p!k85RWs&6Jj!OIX7bQ})3B8f+<1t+vj
z4L`y<gIrqe(#5*Ra}>=ixbp~B1da!MXOr5n^-qWQHrfpET)q6Vz0}f29lgHwQ0G54
zQ(lqq<Hd4#g3|WV?jI{qv5*OXVnYTQ1ZU~`S5K+k>DI6;nvLXk=sFgYXa4}Mw1Y_#
zD7McC@Q;Hf{=?O*4Ys8O_YpG3EYO(LgN`tJ@mW%Ma`F$0cb9j%W#d^w<gB9E*&Tua
zF@Ssj04n+$OVo60g2|_9FwD*TD?ao26IlK;)t^ee(W6LZZ?|164#>xW^dDZdN=uX!
zUoqgGGqu#Us~BOm(Dg@>IX7<m6M>9$>0O4E;2YgXMAD_7NR*Ybg;+T#+koT{dRL<B
znv|MPi!|FeQubG5DIQ@Atj&y$dFP+Tx*dM%*H6&yudic~?d_v7I>(*F4tT{y)4D0$
zS-z*6f5HPT$pY(6V2ZA*7(urj0g^tSt#9i#EotCH(+-<^bdnZ@qPCCcL?HI`?ODD9
z_=Bc++gG@^7Vl>wlF*}0%*+QQo^kk8KNGxht@v-nT3(l>%^XR4Z;)Cb<UafZ^u-*u
zR|~f6a~ijXr=Lf%(c{r|sIBc;iV+6(ZNnUq^{(5**7}6M3au@z?e5~ZQxY^@R%8HV
za-%+(tSR+B99mn+d;PhmISN~7fRcOQ0x?|%nc_`${{X;}YAZZ{Z~H(%-cZ0?1B`w&
zsl81rL8Z|0YrQjCx>I6wjaehW#Hf-V%n`+UAA<Co>o0~n-JG`9zH`X_T22Xe%8r7t
zo8l(4x`{)0zIc;n;Sk&DoL5h*c)P?JPk>)ll6d~wFIFJlP{zVND`~D(sxoktY}w|C
z;Xe>C$kDIA@6oS8@Xm>@LEs%u${RVMzmi2UqaQ4h-;;`|7sOevC5+6|G{wSzu$960
z=Nx<2N#M^HYCa(G1=Y0k!eNFoOi6;sc)=uoHJU*7IXJuv;|Z^=@2}$%i+#my<ha~U
zMmmx}sO<b1;*CF0y}5lo<FS@GS&?N{Z24pk19Rz8Yd;v_(|l8^Y5Jara7C=9BsTX%
z7RPqZ2RwAH+u^^9r}1uuJ>0ee&O3R0sPQ3i;~D)jDv3PeEeBH#<-VJAPCjMwjsW`O
z1M@YjrfAxnS8zzSw_*Tu$}j`yD^Byp_cPzzH`^je)!0U)?K?BZdGxEE67hrF_=ew0
zd&uRAWPAh}`NutefY&Ok2QE{k;p!;!Sn@3b$HZE9iKDnWHSvx~8aW-UoP`aM+;r()
zfpYq;pn)XPuCloKe3k)wam9L`wAOZ(rt<8_04jrQg?T3fq4hOO!kVR)v1c{asga7v
z(Ya<M91=L>`d3QRLk}^6(&k4yt)FS=abADp9|CGx)#OhdoWT=0F@SOp@-?;Ne;H~T
zEcZ~_O$!xZf;Js8GtN1zTW=m~Q0may3!7E7c(>$@%pZ)dY5N5yYwA+wQRW?U@aFbg
zl$A8qbTJ~n_FT3U56_CPFT-t5X$hpl*f|+=86Kb3wf-S|K|USTqtl_bGu*T*CQOA@
zLC>dJ=dQjY-DvaMhhMi_%NLqlIgOMPz!>20JNwr=!Y%H|B$rLqbW8gyL!?ULD_{wY
z8PQ2*Jyc`3tvk8ze1~|n$%B;x3ux#0iqi3Citp_-h%W5q0y%9Xol%$gh~Q*;<bGAa
z>Hh!`JVy7CEbRb<w$jQQC!BGU&JAw`?&;7PvDImsKC`N5cFrs$+>^>3Wle=aD}n*X
zy<GnQgkx9%qFV`A5t7WygYDM4j|^U2YI-M|dcmYD%1VvAS2lIVU3}^09NL-upY@Hq
zt}~p}s%oaF))AAsT@G8uz8}?XyahBcSzMcmE+b-)F7u4@(!9I-4_{!d{h6w(720!Z
z{QjQx_0I@B0Imk};!lMlzmUAwa!Uk-50<UBDsXYmF<M1gSr|QC*^BU&!&HY#y0*QJ
z;x!vgLU`G5GoJqdjdxOLcMm#Z<OuoQh4t-QaL*mY5zQNJjztWo)EdOqX0?Y<3o}2=
z0d)>XQ;hZErgBSGILEP4Uk%(_M{@RZ2a)aB6gT&Y7_UE%;kStuXL;r~4JgLK>Hr?X
zy_rCc-v~|>cqHb$s^`T1BfOU6v)e~)Y~fRKo$gQ2@Hy{VQ?BVdp*V9bOgnFf{v^}2
zL4V{jTfu8AZUd_qU8Dhl$?N(G=QO)LLekYYXtzax$^QUFe2>z-XTrWJ)irHSTYIt)
zM+-K?9yuKk(z%Nd8S3)uwsw9ZxE8QnM)F51FO~qo+H;ZD6&0#F?(C?+MOfy==Bf6Z
zbxk8u&zhYq-vDHFBv)4}YHK{eY4>D#jf3R3uhO<W3F7Oma?#H0#TDyY`NVv)4Didz
z>M>nPYknWp^+_xjQi$I|#wLVHQGo}Mj`a|Nin0cIq|2%|O*-$d{PAz_u0vbV^+xd~
zu2)LGVDq!2iEQ{MJa)mae7@Cm9}mp0eW^ulBMd6bIm!GpTy@vQD?85`r-h)hnSXrH
z$#CtAx`IGZ4o*k|tzWZq*b}klap^kmks}K&N;wp7Ra<7pa(%h4N4~hby|}k;?CnH(
zkVG0`3Cf+LC#O+Wb#IAD;TvmRLTf3fg5u$=%v`G|QOg2J1m^=4r2Z<r*6rT^08Z3i
z-o|B96m0^Q+EGs@J#tM&HsKy<^&I1`ERJ)^)-9S#bkgtc0<#fuJS~|y&maoh)U@4S
zRrqAK(dn}r$sZm@Fu-rmde89gyW(4$r(2CoLZLFJ%2xS{9F9+*Q~1??iJm|4H-)3n
zqSEf7X>Q_kD>Mql*f0YFwQDKLO3jdxTBDS|@CS-!(`;5P66DDYu1Mp7wLm?6tET?W
z@qhgb_n(^o0F6!Y2gH6g@Sc}rs#sk@LqLN2bUTQU_W<w*ZY#~d;d=P%{(r6i0Pq!S
zoza8b(M_Z3omAsXxc>lf*DGOj4YYDcEN>VR5Rb6oyPN@CW~DW(8hp~;x}~zNWM=3E
zagz9pL)u<Doi(BjfK0AGrv|pV>LlzrrW5LON##6i<(;fohZ|d*{#;i99l{vX4aO_b
zbbk?eXHwLb1-{ds;mAm1iP@QtIT$0-tZUZZ8_^+-S?sikRgMpyfFHmClTzB<6H-3W
zBzfh$%GWTB+03i_#d_wuG;!$;9o0+VE>BbGR5WcrMAU6o?kzt|VY}pOa2R&SIN<wM
zZolH48RdO4`7N*|5s2>zP3@90p1|Xt*`X5%aw{5M4V+1)&Za=pEXN}`ARJ=3ABlSH
zwwJA1MLmVh!!#SWMBzXij~t5H@XoiRz*-$H(loVpJEetLi#NF=-`2WKYU(Q+2fdJ5
zh~iSt_Xhz~R8*#?9#(4y6)VYI9x-L&{XMR1)B7IzNttkb#XRTfUW4OnnG;j9iAtzw
zvW1Boj!s7%cpWPDhkQq;c$Q}V&o)y>5&7^4b@V$(^{IS8d!bD~*!4K%X(HqmQ<0I_
zip%QBLB=nB<<y)TP7$%eJnfknkflftOPq1{LG90_a~~0>hS$X28~aN%a5kC|nLx_?
z#{_<r=oV7=N@?a<?It1y+M&F{7<!O;^r`$$Yv5f@8!bm#uxV5&f&vwW(7fXSigYNd
zZMnS}9M0#JY8sSsSv|GQ>Pc=SSCU}3ET}X3@yESr{4v$7th60VP@J+rb!0s^92nZQ
zw0M3RYnQ)gk4PdSSyyvP8H)AeIOB@%bngTBOZyd~v9T~&8NB8J*nH{;$;tH1Tq6j@
z#xGLmHzu66ISoh0nn}O75Us?<Ss-QG9^Mxj>-4Q1J6c_9O4cW{6F|mD&=ZZo?P`+a
z!u}DHSXj-dbR>TF%yHYVOjgCh_*cLhS-N$Q+FnYF#$^S7ILD_MsfwNTVv~bbiRIdi
z_kK?6iQH<*C=m{ew;0O$d)KD;Z%~s|v6|InM!#EPuAX2cb}^Di6_0u2Zwg(_9BZY+
zJaQ1I(%ZKL`tikeULDlDIW^g~(k;>%iWVVa*~L;xJ;gb5C3Iv%;caD?d&ppA0AM<j
ze;?~zErpHm+1?w6+Zl|e(sFqiqf*uGG_;OOnC+4|B@r+04oN2ij8>JaT{iEvM-u-4
zbjIZ8^sQ_`;<tYZb-geBBF0EBf<F<dD*JyP{@Jdd!LQ?OI_lcO?!n~Kw_)U*jnS{M
z&o$C&9x}Fq=Hk}YDJ7oWw#o_|1MQBrp{96(3;U(BWOTaOyp5-BJK)r)tLRrVYRu$*
zH$fb~4_%pnl`dlPv)zd!ACWcJcw13}Q1I5DExU#b0wb?<V4x6v^H#N+Yg@fJ;<~rB
zxQijST>w))r!|}5-wx?oP;0v=5-DaFZ!Tta#(2g}KBV+H{d>Ur&Z((hO$M?O)^^??
zV1Fa+Svp^Ud{w4ht6FMNTB%{ZqL7fo{oG*JqiXujpQBotudglb!3SrW_}qPmQ}|U4
z55?L}w#FDWD=98=aTHQ=N2mt|j#aq%ovdZ}k6qIA%kgih>Q?sdBSQXTZ8-I;yPp&2
zX>eK{M&In}pfjU_xji`){{V?vKZ4TSYaS=JnTu_NJS^LeGC;sRE1vK!gWye4Red{8
zxKnYRs$N2eXD2!IKhCe2D*{Z?@w|<B;fQ3ib#o+ev}`#Cp0&?uz8N=Gu(XRK%(!<2
z0R^+zfyH_*vvc81G%lNcaST#L66}H5xKa0d3eL6hM~7F-j9=L#VBv&vzC!yAwbM$Y
zj4fj+MYq0(oqSxpHrAS8ETK=D*dwXpyyov;xAN^>?FRBQCIAHS$2Ig`t)=)I#P$)~
zT_WE>12UtAa22>D9AnzK#_(5ynl+YP4%9?A4fdH29)h@~PV)DTh|MV2;(RNqX~#op
zjFJRvz!6C5`wkTTb=iHo82AGtJh$OpKAZ6O!B@I-Lt$eiP%OejwnhhjF`Sd>Ouq1!
zg_h+!*&<tIJ7jmgD}&#Tndw<NO=yX8?sGbo)E62J=rSn5jDlE@PVNErtP6XqvZWGj
zIuH~95yu>J>z-@ZY`hQQ%UgL2F!_+q26sulPdNltVWeo*le`u%Y2X4dO#4`o*zr>E
z&Sffz9A|*PdE*;refKT{k32?IW5SWa@0z3gLf?c<BE}TV$9$~A)21>0dRMMnY1S5w
zmxeV<ghI{bvByq+wZeF(Sn!4BsIu!q7MX{a0eM&)cE|&P&2LJVDzP&6wHM%ri1jU7
z!&2DlXyvSkSR`e^G2?)KpVqjK8*0N|__b`dKu92wV8f0#Av?be*Rc3sRMQ<2&dS=}
z1!0u?I{d5v>P|T|R&NJ*UqjU7*CV&Lg8AfWH_vcUS(~q3JDPKYYQV1-smuH{ZDzy9
z+SZ?_*dmLR7e?h<s0RuM;Boj?=A)+TRyy6?<-Un)s>eG5k1OSof4TuU0=j!E8w-h`
z)Zuk$LKWQ%yOW$`alz?X+NX~6T`n)*T`W==j0h$LLon+~F={C==GN%Kwea4ft7|rQ
zms%Z`mbTLgeArGMvD<^t*4K*koBd~2(Bid-tQNOI=2^>t03XASr!_UdjI3D*xF^is
z7ZE97a&Rj*QuvvrT56XXUAj#z?YxC0Qxk0m*ow7Hy#?(o?o{}KnDIA+=4M2UUhQ(g
z=NSi&#=F~*6Ix0q$COa-&rP`Iyz5i=g`mlG18UY%h+vSsY-3_U9S$*y?re2PwXF&r
zM^6FbxsQBeP*))O(d^|G+v+D#NhR3%-{DL#ABxQmlp~hN85}zgnluN3KS5ic9Oqka
zh+Y?(RtXx!8JPA0O7%?w*GvA>n)ghw(b8<RS5sNAE--%S!2Wep#=aEr$B3^jX4jya
zSz(N<UR#m!lh03jHw)O}Z#C^Z`z~esWH}KNjl(@Fs`zIVSKbYhHo;#%*Zq~O<?siF
zBzE)k$yNfp3klq|-qocJvEg5a+GKW+MR>N?60?n{(tOwe{X0~sr0$Dz=2kd(d>+$y
z(oHR`<QCuB4VJ+J%Es=$LtQ7vt5IX{#nRjyCEP^*wF7);@bp(tBU_XuzVU^@`kp%0
zxz_wG@nc21(;`{!Vzx2MA~xuTdB;DUZ8`H;b!$qcxw;=OolT`<mz4oen+=l9>-?*|
z_+x*0V0=lhTDV(?bm<vM8Bo~-aC+B!Kf^Br*xg43-JDTLE_NZke79lS9c!@guYt5Z
z2``q*PK`YH_B?V*(j$Y|h8;K+mWC(GGhWZB-&|haP9ElFX(W-z8;R>)oA7_c*Vb3}
z`eC@ugIh^CiIi}`dV}~^tK4{JLAO7@@ZX2gT>QTv<o*j+f8iX^^qULm<<a!33sG*~
zWbiK5+mD+h41r4b(K3>@tnp1lOw=xQT*Qkkw<qOT&q0o#fEB6W%R8+%#2RJnj);$N
zs>{`|c>F7~(e6AbZ<kQhE_C^&h!CgkZop&_(2P~6Y&<aq^h{dZ2;>qj+m|h#qXQn@
zD~2?Zp8B4&^9qus$!#oj9}wc2<H2{(TgD`oKmw^aJ#)vu6`k<9%6&V-rq1CJC5+{^
zoRV0U=ii)u6wOcKKZhpKyzekPQYbrRQV%^bjGWYVpAft`qv^6e!FWpL-BLCze!1s9
z)!%7e$CGu+VR-V|Sar#6#@5{+3a+CCwv2si6HU{tM~W8KNm$Dag#<)}a!3a`9Y<R9
z-x6EsI;YvJuboZJ*%DjE(iALl?b4vqyeXmG-2VV*1d2<ToGFqEg8ZuO<of#5wJvUB
zrZp0WD?Cf%Y^@)}X)t(ONJn0o2Dqoxu5}@AY`id4iFxbIeLLcRhn^Ji4y^i?v2Qcn
z`9Ky~Sw__ybgpwq_-Eit$o%BBkQE@OmvZF&PHDP{XxV~`eGX^FnvdE1DdCHBIhtz-
z9Ivvk_@C0E@m`bto#5Rvc$HP*!oCN0T%XpxM^*4wg{O~CTiY3B`!ov-1Ur1Fy#d8!
zTx%W<)b%MmJE<5RLclBuBNAA00qhPr#%Si%Tjoc5ogc&7_0+r_XLh6?FlDjXx*yh}
zgTrjzDU$M06I+*O3EUnqe>&RG^xZ#5(c^<lgUGby)dy_#teZ~~i8X00BZ@G}aLie`
z<Y%{DN9R=;a_n4ZDBi}mh??#{4{8R+7oO|LVH9cAn2cA>gTnghig{a1yF&vgb!eM$
zEJzsRo|W`&v8-EY)<Wv%cE%xB13dPwJN_1pkD4PeoR{+V`A@TO>NjJpQf@2M%`2LI
z06M%r3x?ZKw0nD-aLE^)#`Wr?<B``Ng?V!Li^MbPx0lSZUKre@iH-mVqW8snE`#Dr
zJ$g9=8@$+nG6JLkPo{eGtov;SD>+}u)9jKnF_e!q^(Q&TKT5SVO*qOoY!<HRk$5A;
zjp9u<c;41XWVKMNTcc!u^{dS9wVf+W)QW01X%f1$v9CNg11HpRUe~7C$8Q9Rw$MP*
zl2}4`KJ~zOi{ZD1uXV^)=Eu#JWFjKhPP{KCfG{g5a=BeAA*<|A@DGTz?SI7AZ(%5P
zTSgl~72ALYIsSF#I;HjBiu^}wrOzUSjxV!Av~o&<R1@|7b?yEG@K1&`)c)JiA}i;{
z(S})>l&*Q;_sFE1;h%-zkuPm*Slz`am0j)`a6!&^r5!dI<KG9aFH^>L_JhneOnk{y
zebDQjr22o2bdh`}@g}L_yX&dtTMK`-Ng`bC%dp%?WdQ#Gg?g@+;Vl-%<u72fNG=-;
zL@ag!4`KM!_Z~3ORo)A2Qo*N*w!CjHHuHl`KA_p+-X!=-;(KjR&xM~?iSP{J{{VVE
zp^x&eA78$cMfj0@a|?d<&i?>#Z*?R5E9vC%mW>#1w(8n^K#{Pl+0P#S_0D*c!M+9;
zi+g#eS-sW!w7aE|$C<`U3|6qK%W`)<e(}z{`jgsOhustb<_9_EOfmjKy-UL>Bls@J
z#y}z%$@d;w@ml&Hg?=4)hf+3{nq`H=k*PBIa!bdi3BWbkwwdAG9s^+ou!qY)7BE`_
zjyWE{S2X1qK`Aq7%i2xK+n#Tw$X@p_k=KByJ^9UQ_=88c)%;iCSG$oyS=&u;BRyS&
zfC2Q+HM^zh9vsr{RnpEVN0w2FNh2HskU9FAXNj!5C#ijo=IJj?mXR@nNFCE?C!CSa
zGASzXmdzQ)n~ZEx@pZ&Ht(4Z245X-4hZW;L@UJcZ0O$Mv039{z?w%dJL`mN8M91$N
znKw7n1D^F~{t%A=dg_1p6({)Bdq{U1rzOz!4N@C>jW&3$z%Vk9`RR)J`^VlL(sVn^
z6w|I{`#s0aAeD*0+&Kfe=lNIATAiz2>9gA_ZD~-bK9%OTUk*afpKa7)lRL;+vT>1)
zKN_Z%?8&)vS!`!$-wt$*JH?t-r)hg6uN12ylP2u&Mh<F+#Jl0Bc(zFTrJ}4u>(u_I
z^siIW^jPAu)5ai>+ad*-GxKd2B-S^Jd=sZ?gi4d8r1BD6w;{55KU#{>QjMZ%hrAu-
zsm^>T)IQIuU1|BkPJ%!^8Gri6^sYb023<$u<Hmu!n|PfA5ytLIV!e;Tz7^8+cvfq2
zC%95q&d*P3=DbPa9a8JWLsW@i+C13fR*((b`W~Hl{b^H+jBLxPB`IAVWu(cg+IaI#
z5!}31A8Sw*dNC-u1bQ4}o|W7Da=N=qO)}rg#epp(k_?=%$IF53p1!rycuT^`3k$tM
zD_6QlX8;}T5g;f5zJouFZ1~H=>*8+@OQ*Hx*-((o`$G;n<W`C6shQxv4|O4?c(+NL
z1Vtq46ZQZwAZPTiWY;YI)#8$eqm%^x6@}rigxX!B&SutRyjBauY7oZ3g9Znlc>Qa(
z)ilYaypri%5kLoVY!QJ~bik{w={j^8ckW?G<x)0~dF{dcD}eFa8-ELFAP#=fC-koV
zVJ4vP#kLi4xgWd)laKJMFC2J3SJt#EJ8eB}%$Dx%{$!g+BaU%d)rypPQE-){n>d{c
z-p<}Op4!<XAq(U#4tv+DLob)$sohR8t%LQiHPie#;>c~j%$B-iyRObJc<25DUZZED
z+^2?P)2G-a1aHG+V<W%Pxp4Gn2{$9B6H*h3<vD1Su}Fyli3&|-d_h%z0NBSS;$yxj
zG3o<XX8J~sCLy&K3{TzM2S1f&_`kw>hOeO|oq&m$Um3>t+BOh>#<%5ZGm&U`+6ZFP
zE*<2O8NpC7oF4xG;a-98p)MuXCAgfo+$*)Q!NAQ?x$riyyP$Dnxk?-~{c+S0iu8XD
zcxpWkXLzBCDBmo>4+NZZ`d2+TNlxc=dXRL|TeHbOXjIidwe*=ovT4eNV%q&>&Pm6x
z+t0mwM}yY(KL_b6sD}GswTw%+<nG6M;(jjpQvU$O&!gK}+}XgE&m@u?i3*-};{zP@
z{cF;#u(q(MVAw?&9XeNWz;IB<3v2qD1{oJmzk)zG9cy1n^8WzgBT%FlSX>c~*%gax
zqiS|OG1e|F-r6fmxqQe!eUih}jB(PpbX_{&c!BT3ME3qqm$@G&c4+7aA>*rkS_|>^
z+u=35#f(v|Ku|qLN{_(sYL^<9mt%flf*r3a9z!mA0n;_x_@_X$)@8OgSFLVi$WQ<~
zvx;wqJUwNkT--}(eD@5>5rY6R&TEg@&)V~JJvED`^=?nK=y2Z{G$|vJ-(HgS<coUS
zt*IX><S`^4z*i^WO&PWS02V<U7beB+lkEZH8;flqW1gLB*M1^+ZsWw>9*Wl9<{M^;
z;bt!`cHjar$JV*ehn@t#@c#gaB-E$Aw4NagL{<_>1dw}=YV172FXI-rH2(k*=vH%}
zk^;VC?f~Ex+DP~5PQCFSkD}>fD>*!=_Quhecr057jCRLb(D<9+OV1VS5Z@q!$+oug
zlgyWA&Ric)O0TB;JJRGfzGbbUxr#D}Wx+eLJN_p%&r&y%XGA6L*xCgq@r3s?#F9xh
zjk*P5FbT;&=i0V@%WrNLVQ&uP2R|Smm0{{$3D;-Vpw)EkR@T{;(l{PDV)FwP&pm04
zqxiE>2HrmsX<^25<y$uIex|maIZ3C@(HOnVjY@beY%dvdkjbe#?H=)|#~$XgCDvgO
z0?u~tB}P7;m9uy7*I$FfaOu{UHrI2D$GDN?V;DP>4}VI;UjX=uNS4S;rwfIUlD}v@
zz#g8}r1$Pg-*`Il?z|&=JThWU&9%=MIIje|@jkJs>kVd&=10Ag%gDnV^~mdr`UAoq
z7`@VbDS4&q1~oGl1)-3fDH!WqkB9ye=$d8Y-CpYD$C-slIODDh9G|W+Q2dEz*M-db
zcf$LKuBDs(957=58<lu07t^T&(ztDV#mcf<Y2F->t?dj&W&2Uj&DW{#{cGE!wA0Rv
z_ST^i&tXHiraS#>hW`MB14n7VT}2u-C6!2QgO9E;RS7tvmF=mwqUvx>qKF<sE@HMJ
zqm{D!FLU3me50$rp{r{1-MUEcE3+;+zz6zQ);eE@po(^$+Gt$I10t+o@<`y4bMIX2
zz7LuS*ecn>G=sD4J$ms}o`uCGwPzvlGgvJ#u(@Y5TZtq@Am?V^@vcwA`u+C5u3TK+
zO3VY18WZxyx!?g_?ct9PO=Eu*%8PRVR#M2>B;)DLbDFQheF|Ml;&1Jlt!0)&Ac!KB
zP)>1=N++w(CuHq&hWK^j3(Y6RHZVgphT7^;6tL&zZ1J3SHJ|YZ#vf(ZCDQHf<6#BU
z%_NW4e&*nM3}U@=!`}_GZ8KT6y^B+OsqK%M<&;pQ<AcDjEb(8$4;5edn^L}4uvqRc
z9!SKO7&{3#Jt|Q*8Q~uoSjjK^c+Cyv#OoxoL_ST$vH<ksHQ3K(5b;-tZnmj+x?#_z
z1#><h_+{ewHGMP9I$znXWZuaP;1=~`fyu7&e++AO-YnFwT`fhO<i(>eHXFBWR<znl
zkuA}I;tNEd!#52oD&THb$6SB<>2=Q?%i)iPx(<=1Nw-kCw97ag#UD(MbJ+V<r-*z#
z;yqr^>^5m*vR(mej$0m_R;1qy^nFLddR?}@1-7Yg0Eg`mKRbs($ioUMKi#C5zS-km
z7x8`1g*8iS>k}g@@pl`(M1wq!uf2PAyW%^2OGUQUH22*UkOp2k2PY%yE1J^24rvK?
zvTC~7yS78JIO0zzx1eKPp0VKuXf3Sth+?<0f*pYY#twS>*ECZ|(BW-$3t-mQ*7IIN
za_49}n5&=mf#S1%Dcen`+G#>Lyok(_i3UjBlDvOf?eyObUaY1$H5*bK;41QJA0Buo
zTGlP>qS4~EaS?LOG=*?*G3<JGrSDnT-W-l=n`6UAhZ0>*c&EB9hlEzhC58Yb^!4Vw
zAK-qTwkzTsTy8G0E=O)nVo&hf#V>BKA=3jMBtL59i8(pr@UFW;@E?n`%?DnG%Cv^+
z>L`-fq~rKc&5{QkP^ByCT}aVUc6$D&1Fz^>wui4rr(F1wOS{PkFi0jXfJwk?=V`B3
z_*bZEjx`N0SiLuw5F*Ia7Tul9!x{7#t`Ph-@f4ryq_Am@NzKkqez>li!#)Y|U8aTN
z2o~bb-s1WMg4*dOFMt`hX9FXH#Sm`p=;xKJh&)*?mt(G*JwI1zNm5=kWM#J}peNJ$
zVzuLr+5Qmtg6b`BYJz(ycgml3G8FuwbH#bP{0Y|}k>h=LOh-R>ZhZd$FM8=b9q@m|
zIz7zg^_w@-Zy=Hjh~g}F0;dO&jDw0JO({78n`+0N=+i!yA&pphPZ*IHoDP4z>CI_c
z-e2ALhQrIB&9>a2ux##a-$7obtb8!Hc-3D}f;MH@nIq~wII8+z!fEVn;(L8k8C4__
z50md>wrd#CN=|mv+Ets1k3)c#>Mbuu(%jgauQ?Qy+yLMMQ)<k*pM-987KNdi<9+Mq
z78wV(;A^DRJ{D@XT1~uHw=mj0y`f0mW#CK4UOF1ky!d^pU3g||EjD<rT1d8+l2Oax
zXPj3<f4sSe*s)*YQ$?riI!>lshFet5J8e7>`PQGpZB7Mi>pj?cO1k9mNX~yAm963r
z0sjDN-Nk)zF7GU$WRZr!8sj6TeQP^J_<JS3rf%(S{HS0c!XkadH*iTEI##N2<T@0h
z;mZ3O{{RrYMGlW<_WQrmZlWm~kH;psPXx!PUfz|0;iI#I{b4`Jee16A_lBFqQbvhA
zymt{s0!Z(I8@MAK4QKdMLDe)(CGD;!vflC;K1p+sc<YXOSDjW8a=JQb)u$Rfy-z~F
zDfUQ&j8#lz76$}z*FLrLFNdE)(LN_bE%nPaq%%AD(*j9s9i;o`y?Xb=tq)n(Ec97)
zdz)|}46_Mm*sKTxk6QBk?}VNuxRgkTPC#+Dec)n$99K^(x#wLUNZ8)nUU+^h%UL(u
zNeOgtI*fI$N_{rcJj|cDxwt&aWH~uGIQ*+~!a8l%mEc`BPM^#BOcsJR*xQ$OJ0D8N
z8hrOwP+L!NZT5wb7XnP=<nj8|^aNh<>Vx6v$Ne^5ze8SaYiah47V2Rh%V-MEhR$7^
zmB95mADw!?iZq*zV@!tD+%80_To%X6&TEr{!}^L_$!&IRe$zIlvouCt1S-R5;B~-W
zDOHndDRg%TXy2JXfNkZppHz-W%1Ww$t8tFC<Gv^OldVnSEmQkC^ucK(7)mOF94=Qp
z_xBa_ZLXIl>!!E?T6ny+DBR<o{{W47W%t0(53Sn;*Y0i8Ir80Ai2P~Pl&U^sTtBm?
zbtAX<XW|F(AB1gg+$fO&hES(~%g6G;tqpR`Wz^wj`I)0(A3UcRIQ;4_1b8aP!CGvV
zwl_Butj*>-Ou*#h82}DAsr6VV{@IG<q=q<=3LtmEIqStsPn3q&J7|-_b}?!C8o>wx
zFisQ<0rak8#r`O35j~VrK?-f!^2pydNXP(JW20M7ZKnuk#(#u{&PFT7JVo%|UDS1Z
z`7UqlicN99XP#69^v2W89Id2<b#truVdHuHL}$~k;6Wvx1a}b<QdI{WXTEFA<GhN;
zSJkEwdD6)wiiq)^p^4}^f<UhKz~2vV^c{8!wbvk$C{UwX!k;eF&tF{kuFn4e!n$LA
z@^+3OWDT98um1pEw2jjtq|cl+9a`sFfXOnT7Nnt$7`7^sameppx$zD=`DE~tTOm)g
zMrM{=jy^!UKOENJ_;I9NU#;z}^vNu3le2CzaoZl%x8hwbZzHn?;wXe!2Y&?d#tkWV
z2(3;_Le)3;^G))gU*B4?zR`?yB>rNrc=J$~NP|+pf*~xh#H^}DM`4rfI@G!zfVSH8
zt>DycjFG8Lh`B5~jMm<-rAs~3w*}%@NC59Wv5sqt8BS7yvc9IUX-M(U26($x*EN}}
zuS^#Z`9?t`QS9>0dLONITG(ZR(2I3-5jXER%KYbw=%Dc2ai1>8*+$ZHi1^))!kejh
zQ&G5v+93_Rs~V8SpBT$$jEd!jDY}kI7FIWe;<slLYVT_@uGRB0Sye$SymlBg&+QAJ
z`S`g10KilJ70^ZDYsLs7ninOoit`_teTw59_^n^~MYRw4_lN%e{{Z!?Xu@lBX(`3*
z&Y#9Nt*3ZLQoKhfVuZHfa7W`_H>h~g?IJ`?PUYt%PSudM7d-d$uU7b#$HSd>{=Hhh
zLtR0<!r69jrfbqoC#mPO+R*wNN%3F&O|+=tyOKn?xmbd<hpq`cRM);Q*2In$?lsy-
z;vwtrUOnKgQ~N{WH-^w}R7-)CJ=+GmnKTP2?(YKKv1R09=ef_lCc$aB(&>IB*Jsu2
zqL)#TqIuO_L~5Xn^yywvsOwt$YS)Plt*B&9-~n>@Uzp>J*Kwlgw$N(&G>dlLXt{{G
zn~dka0M9(tm^?dar)j#C{INB~%G?s-9$7(ioO|HZO|s&7z}GxPnDcdgMH{dDe7Mi+
z*1Z>3YxdP4c&;R5dwX_pTRfP@tv2ezP1U?J587cCw~nU|Ai>Da27P)D#;;t-Zyu&0
znd6MDwWuJtU-@U=vyyJtEj6i?shhai815MW8EhKS@stzI;|rpf6QB@Bw`7C?@{ZZX
zMXg=fqFe-)0(`Qg_kf(&O@F6HeXm~KNpS>A1Tk(BwlkE^6%vcpA;qPuI4E?h*^10A
zryKE+y}IM;UW2D<*FG5dXFi~ieXdv~a#C3c;GA{#u3he<SrXdL?$&b|`GAo|J9^gs
zp&iWM2eoyLLr$Jy#D6w$z?^;+o*mEHw92c?$eKLEQTW^9yUVze#jULYZ~{jNIp?7#
zHR<0G^?gT7wD9KLLThPeEG96yK<8@qA5+D7pTp0D`o_1aS?d~ve`C{Om1P1@L(PH?
z6@5L;dVj^K?Cj2mcX)`&43d=((>Pk_#XC}VGox;Ga)!O9YZ7>3Z9>Du_e*yaK45_*
zId5#|t}6%Nw~6(=QukV0{Z8uh%UFU7iJ8J=wsD`Ob6za*q&IqXvRj2zkOp)@7b}jO
zcj;Gt4_@2FHoHBow76x2Y*1L|EnJu<IMcmDdeKj2d%Rb(NpI#b!|o%M$4)C3$CJ)J
zAL^2cSy*{^WjG_}UrKGRp)`>pl_uTJP{c+BbN(mPHBC!K)U=y>2^!g<Ru0NRE+k$7
z`U6_guX>g;ohFgx;q@o8`$(GP!W(HKR{sDR-|)Pb+HZ{XmcE{083t?_O9H!3Y}UVq
zEaisJW%Y-W(T#za511NH?7NHq03X;qU<ln>JnrE>Rs;Ep?JzoBN8&`SFZ@fbN0b`|
zOMr5Ha0mF+{S(K(X}h<yzP2&TGX;&}<xWT(j@^Ch20sC7u>%_mH&Dce6A_=yYUZ2Z
zZDlp9E1QP3jvILc60#O21RQkstW##17yck$>M&~BZMBvB){)GPU8D6J(cv4b_SR#!
zn^d^EUo5)`JJtUHh<YW?qol!kW07@a`^GwyKX_xmt}36yy(;xh-miax(}j)>-ze&F
z*k>P=Y-U687sZ!aJl2+)UBHg*SW74>8A=?04t?r}hkSE=bF68}tKGp0PVEVbBnlbG
zJAF@D&G@OM>R;P(Y7p5-)=zGT^C-y3B=j9CknnA-=Ck7cCP-~2n#$hjNh7NKs0Tcr
zopD*oyOxr%&3se8zK`OLu>@DQF~%oQ6(wK?$~$JE@m-VY8cmJWrlESWNO1X?uz1dT
z*0;ncB9G!Xh%YBWwA`dh$FV3Xkn&Q=E$&E`H^PN;p1zfOwk0Up-*eqQ7GIct6X|z%
zGCZsm$t+1`JI)1droVQQpEFM>8j<D^jDUSP=kl%(!~PT0^?!!iEwzQxLM`4v%EXM1
zF#iBgT6NFEZxY=@CBNHZRR9Eborovb08qqwz2(~5Y17@P4za}206XAjzIC<uq2h$r
zBEFXSB#K#bZGlp%x%;Gb74I5Gi7lUoMwNL#oW&U##z^_I>-Ddmu6#4%Ch_N)bE4f%
z3SKI_(ApT{byfo)4#ZPJXVE&_UC-f*vtcU1cP+8<o!@9iBZHpbTJpUw;#Rw%JbEUx
zXAR}rvVm~Y43y7OMniY!^RHdhw5vU5N|#Q&hs?B{HavTZ<a%UsE9aee!AC;z{JK4b
ztc`Cn8Eqm`No8P0+@7a{-kK5WzY?!jZv(ShUI>YvAY_J5yOZ3lc=oq@cc-KS?RU{n
z(TYy(9E*>>r$423TBn2uguW8b8$+`0=IS{n2148hJ4ZdhJ*&+_rNXQ;$Usqm$CDrb
z09vu1#BBtb(|9KO_TyQR9{%Q3YfFwAW+OgRW4%|gvDB^{7_M#u0x_9epVp=DLl5{$
z)d5fV^|&7(;lFfw6{BQlI=puA$l@nbtr*5|N9Rs2O-P#5x8Qg#q4C|Qdzqw&thoK*
zWj`tRuS3>#c(j3RB{^xN+mA2|FLTXeXgYnpkBjXiw}izQh_GI`B@SyR$1>WV7sC^c
z&XD7;Opa?+E?Bz~q0K8EjT#;Cva!L(LtLMNba%S9lTp>R?MCKznnJe5@s(p;#{&TK
z#w&lqj+1y}OmOV@h%V+iJRE;Y@XK!*y|v}c2KUP;JB(xu{Kpkj0mKVC^w!Ljtl8^6
zFVNWN*BX|Gtm-h&7~UgW$qGn2jAw&cn$L)J6udA)cQPs}hG8MeJ4S2Hul#E(S{rkG
z?98NKHgYSp*JASST2(^AMN_yQ2g);7M%UCNO9sEG!s^2I;g>xgQh)tbm*P!FSiRR+
zS?U)-Jcy(UvoHyj>s66uxtK>9F?0D;mpa~`;qMvAYpRmAGg-qCnMO=(6nw|qtt?Ws
z6Gc<p&yIf(2iSFMr_Ue>n15RJ4+ZKM{{ZlWLo2n##O8Svu_fEDt#Nlc--h(nYn0Y)
zZ`_0AL2NfWAAd^iJ|3CxJPQ<&0<R^^j(ZW4T#!$jLZsV9-L2KthMjYBbsC_`l*?zY
zT>4g}t?|6k*6m2kFVnqMTPdux`G{cBJ`X(e-mFO>O$DToDq%8v0nKzaLMt}zN!y>P
ztvet1^IV+u<ku#;)swP;eQtLg3^=X#)Fab$i073gV9pUjA#O>)Cmp@&8?v~}{{Rzs
zvfIOo5v^Y0>Q%+GG2?X76M%|3`;*WLv*Cy}v1D$w+1KrN2Y=aO07q^+AU#PP%}sBl
zMK$z#jr1t@QD@0wGGYXCk8@g6yQC5{NL|8`sym+5H00#2(Au$9^Hs63lgpk#<{pR?
zvmd}!T^Gbw8szsWVLCXrAtYR3m5zFj-7C(nyeZ;q-FD+rp62=Fl}ZF$AVtqXf(3Pc
z3GkcveoLE)A@Zb{1#h1@1K4mYR+2=SpA&u{9|*<vb&Kbo2lC}oGOy5g$o1(}J`DKB
zRq;-VI%+HCi$k~VFD~gElbjKO&|{j(_?-`f;nbwJ)hutIns*aVcW)lx{C6bu7#s|B
zsD1*cmv^rVSf~EYcUFQ~5P;s<?rJZoM{VNIi5ho>THPkGy16p~z@mVo2ON{%+OGIJ
z#`<@REv1su39Z^96_!=wKE!ZpeQ!d&y_gFbZDNW;nMCn#=h#(SKLp7H_R>qNT=`Iv
zO|%HHME?L#1y+JBYZtd>S#1N0c*yx#2;RfgS3MS~s@X~k-pcTY3QVIQ<n;R1-lsI_
zsL3KO6o3G6kVvel;+s*vwTLPtaUU^)3=I0!Bxc*Wudn#y!~Pn+OFdTlD|y{Kz^|T}
z#&`y+>Aw*CH>^!0I(_Uj%N%A#RL(+<r=@e=JosThjWwt>Kex5JCA!75L>M0V<d0gZ
z;SYsZeiYW9P#0}-S|)@kMN9*Oo~P25g`Fpgej!-+atk39qg~B-o@8ha#Z~nrjz22p
z$HpnrLR&(Kqa8v|f<HB_?}(ley732xEdI-GvR&FXb_0S`@IXJ2uP?Otcj9R#SftXf
zRWr$v_#cjG0qj%w^G%1rE8>4DZ?l{aCj)q5agR>5hCVH6V$E*On|2VXasrHiI`^%O
zd%<n0crMe!*7q^mtU)(6&A{Mu$JV_1@8HhA<UBCzR+6Do6ggz;_!`Pe`!iT_{iE76
z`^3JoOPKSrL=3qdh{&#9<HS0pz2Q@)z#|WU^Iod&8R`ZrrP6I0%S?veO}o-HMk~`G
zV~@(YeNVyKcDJad<@6K0(GM&Il&bJa=svZiY-Z8g#QtPT<Y2JQJu5F$yOzdy<}Ylv
zr-w5((!S%aewCvNm4N{mAx9pSz<9pjP?qv{gHO1W0ydO@Ibn{+JadWw@4Uekp_Q9>
zRNhD(Ml)RIr+cbAa!+mKfQm{eU=A_gBD5?P{ro3xtrjm$vVxNwVX@rvS$7|8wy<xu
z**QCK%^%J`PJc?7N10e@l6Ygp)9Q2mk5GmPZoHu?2<6?qKfR8ksrb*w7Csf4I4`2U
zw@H92c@?;kJ;r)x+PLoq+v-QgsXd*Pl39yWZucy^M1F^!y!Ndt&jt97eL14Iy?d#*
zmt=pMGQ{;6JaJOxB(zs4B==_TguW#Bd&GCK>9*Id_pGF^nHQF1$6OCz@UE{@)a<mI
zHoCu=A%#c<n!NABegv0H@ddTqmeB`<msb&$!RgQI#cg~@(`LNUR(;!T?SYn4-9YC!
z@BaYSp-No0Yfw>-HLs!3X%|a$_cF(E=RqUyi1rK91KW?*px1<^NQ8228%}GT_-(Ig
znwFg{rLDx0T)@P#yhRSucq2WDCb~^+)J+yhA1SRDnJ-4tGql*Q1>8mF-G&5^F`BXB
zyP2(H(!?^fVq4`$+SuH?7~uPGDJ*19wMFv}yehwsAIY%OZc4F8FVaWA&IZ;W%!&j@
zH1{xDtF6<k<#G&!o>&euT`r)-EXxMl$mY0-FCOaM3dX>0kEzEShidJ$A`O}PiZ=s{
z(!611tLiOdZ#0|o;afP}v+o+~w>S5j^R8OM!rC^Qt4XO^*~b;sncX6j->wF5GhIbf
z5v3$)Din1Lr>G+!)j4#FIWe{*i`^q$e=$WBC}ff8wvlby1bdhG_AY-xRc7$^mo_nH
z1Z)m>Bq@{mgGCfD9|nh}z*U8u4I;MS?Go+>>IGYCSeiCP8#i}QGes1DWOgv3ZDHo~
zoVtR4l~%pbtS_5%&_}x)N%D}AKNU1lOb9>W7t*%__Gq{{{{T}TKltrgy3uTI+`GXT
zbB)X+LR%d&NIfW`lH6>pJTaxJke2bTNASZK{{Y!*P76pa;Sj?bq+|G1Kp&8ziU49-
z6qG;OXCwQBjDISUTX^PNI)lamARJLeF%<s*vEj%1>3<~u0OD%gcCo~pP+;Q)fB>J$
ziYOTnu^|5d$KAp9%Krd`J#5p-c%*lkSo7v!{v9Zyiy;-4Mz>u2?}9Onss8}P)8Nvr
zpp?o6=gvW7Uzh2CD58NAJ*jyMi;0vFK2;+F^rt~?VFz^5OP=y$kH`urpkmDrogTp>
z$L^TV>L`K_A~2p~zB|4%`U)tZ1(Gi@NZ!ky>x|TP_KR)^S!7^)HaPr%qKZIPy3n-S
z&Bkju3$e*_3Kl2VBpQW0H>M*Y`!q}wv4%V!{C0{dp&BV`6fpTvsEIoWzyMTfX3FZu
z?%{wr!xh2(D58OuNXW)bR{IkIzv*`zcFObmQAGe*0|OOWOA#c(Lvb*{$WT`U^rDIY
znoD@4O_CzI`Y;4lC($h(i3_tQqN0ECG*LhkL#A262G}Dk0UL~Klb@idn?|&0H>&LP
zR7C)Olu<|tVAHMb`3M=a!!oW%<OM}>qgh<evpgsyU*Zv|C+bKvQA`mvwS+dY`Dik^
z$OHkm>3}J->9*4hY*_u#7eA;pQ9ua}mu(Sjk2gJ?SC6IzK5G<}vLuo}WDEU4qKW`$
z(~(95(*1s3e@c>DC?-M~0650rqa*VaQ9$~Y;?gbRaNC)=<T9oY{ySGzBteB6N1)=0
zC=m+U6_<IroyJef#c}+qSz=jYF_J(d98pC8Q5r3<ZQI<O=ao<XCa*^bjxd|qvE8ws
z(uyboAF;OV{jT79Wq-n_jy;LAyE*>zb)t#@Y_J(IiDZu-+#{dNRE2Uell7vC0Hpe2
z$^e$;X$PZ(BmV$FsUfoR92K~jpcoOIyMIAN6agf#848g!vE%!MbNPxOw=nL^^2?w3
z=tm!r6j4A4HL}bA-pT&%IsC;(1%z-&TuAMaj4)h&fKf#NO)NfQZ4x|u^-O2=6vVY<
zkU6=XfH~U5ar~&FfFzbLH8$^b_grW7s709@f6}Mm=c@DiQAGe)C<w++)~kJmv!AwH
z_34%W017ChsL9?f=*k_Ck@uGw6#%jz5%#-+PB|rW{HUUV6UPya0+}7p_nR61RS2?S
zpY*$qbKQT!iYNkDpz@b#mPtL|8T|mJO=@N!i;1Ja$H+(Z28t*GM2IQ{EX{%Uk5f@i
zW@aFZnd1Yp5HtEwMIkasp)uz&$oc;H9DbBd51OEPj+i<5anH9RiYbh2Ho_eK@!vn*
z$Mh7J7K?Bc867d*as5G}iU4GKddDb#K32!@ow)r4OFSNQWdyQE{?cPVsG^DhiEMVT
sCgyhl=WA`j{VK~KVT00&C<3xr?36jUnTPjVZa<Y-^3(gGiYNpB*&e<}S^xk5

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-introduction-statistical-learning-theory/images/image-6-Grid of nu.jpg b/apps/api/app/data/demo_documents/stem-introduction-statistical-learning-theory/images/image-6-Grid of nu.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..87f47eb553c4d5b1cc6932ce8a8f1c2ac0602997
GIT binary patch
literal 3632
zcmbW$c{tSHzX0&h7&}>K2xA|+iZRwKSw`8u!q}IxXAdD;h^%7|k&+mhVQ6G05fMW6
zwX%zneH&@6e!u(N`#krrd++-^=lt<L=Q-#7dd~AEPm$*V7JXekT>u0E0MPjW$g_Yp
zKub+cLrq0XLqkJHM@!ELxxmQ4z{thM&J5w@=I7((hQS2jm&F8xq=jKHaYYGf8CfI}
z$uFj?ri4(vEQdt=y#z!@N5{y(c=5u8iwHrOAmaZV<aU6S7H|UaV2}_%!3qMig2-I}
z|9PEMpnnDMp8=u(Q&LgW(9+Q}oFAxT0VqIVFa;%;ii(o*{B-2`K0wJz#U?1LNzHEJ
zNF(GALBwPh(+X=5JD{e++i*FjfQNMS9Gn-qxJ5+8#3dw=@(PMd$|~AADBbHf^z_Zp
z<`$M#);7*Au5RvkJUj#M1qFxP4-Jcrdla9Ln3SBA{WvE#?@4~a%aT%T*{gCKzUEDB
zU427iQ}g@It`FTkAA9>oM#sh{Ca0!n78aM5S60`)uW#(^?(H8O9vz>M{<=T__}{Ga
z_201n;bJ{^QBYEXDQW(?KolY86U<6UB`8bHrfEXs=+7>Mh@pjOWfl`V=!E4=x1mk}
z!}J_*<bue~U)sN9|2x>j|Cj8)VE^r!0T{uc^Unjb0vf=6HTQA-QRn30#9<jAlGwCI
z9Xcr4mb!RmaI+TC=Qzj1FR<9Sm8RcgHPT1C*x*~VWg4MQ6`_KCLUb1sZ4n<yN%meL
zD2tV-Q648BDN#iU8XL1X$S$XUjC$mpIbgs-h<tqY;;HqKf^J=~ZV2;v+A^=pvV4jv
zibWEqWM|IRwuAjyJoR8Ca^Tjn-j#ax95T>`GGclc3cuRRMPlBr6p&-B;D|zsM1DWK
z`BTF~eYNFBLkdHqV-DAMjrX{o#gx?`vo|zTXjA67W)iOQ@rfO`LmzMKjB(RDjif8i
zw;{Npa_E)Av$edIfHk*Yv7_r&ir3@h9hrRg$bjL{?yK|XdG(H@6w~EV-rfm+PRhS6
zQsdusFrV$&jTQY+DtGx?AlB4=aMpOI9vjRP)<vr{Z~h}4@~!JdYQFmW#<%S88R5wj
zt;(r)&P(JQu^%}8ZSr7A%zaq`w@A>OPU!796(Sa&zI&uF=cdb7`?l~Z7<YNKv`uDA
zI0D3{Ht~`S#7&x9s+D&C1GZ9Z)xTC=!o!)~8a^(0^QQq$eRcC)TAf~y-X&|nsfrA(
zJ&PfXJj;!)sG|Y@dTZ{zy<Yth=RJOc4z5EjDad^|M_pdf$Jwxb=ob$e&??<Fg?zs0
z(*s|uR~HvjC%C>nZ`$tbr@9r#cPU39-awdHXTJfr<=mtL$}kqvf$`UeF_ksAQKsFM
zEUdfAI}T2(jgPx^5F}p>iYdS8i%E`bTk+=BzC;G-__}LAhlEnQ2?cdGnmVvf9*t~q
zg-p@DR@C~_C`p{eS>Jdf!u#7<_a8Kgc4_YSYDw1fvp|y@Mxr*zds?dN*GKAp9cx<6
zaFGH1jIeS-cz0j2mJ4yagfHioQCmaX9=tBo#oXx?Z>oL*>(ZEIw(Sqj2b??5p^RzN
z<BIMumDQTU6C*(;moT4Ss(U8j+S@^uC-SE}E#Pu(0dZ=5_C4^r9sc+^N$r{eJi4=G
zH5~@p{Kve6!OjFL;T?3?<NG!pO^`cEpQ!P{TFaLPt=OpI4k#^fss*?ZnOqEU$6{U+
zKb0168y@vdx8lB=MV=m$l5`Kjc*owPE*v-^12;p-Kn!<6rz8$56n|Ay^iAh8=)iE6
z1kk%$@W~YMlh$y1Y|7VXHL^lrsCcnCVlcps{|b~&x8qB?H@c%{0nI__qM(Emxd=oX
z`%)QoBfj$IVWs^MgVVwu>!y+Tub%~ST`ZiV=~f9qW%B%*Dh9phsqicT#pgdl#73vo
zcL-42|8P&?g)&ef#ojJl=k`U1gJjg%gdHHnK-@5)+7y*GJ%8fX_}_o)dzqhT%EjZf
z?`LMik(vJb-QOIZ#DHrz;4{)1o_8kLWXNPJN3_*3Mz6)_y+Nmhu|<`=^UJE+5~c!y
zxzxPmG*e64B3yjzb`A(X#?C&TT;nCq<jLee3q{&Icz$HoSHaEn;y|gIZ)};9glRy@
zt}1M7MuZ|t>lM1Sv@b95I}VxIsg4R4v${Ou665vC4U#7g(|QDmWEQ^{y}Qg7g;lqt
zYVTJ5f&M+({1kZthA9%94&3^+KS#*pw8MjZiP_EKhcfCfo6lQDwi>=&_QE^pm@8@b
zOT7|lvVucdev-}}1}*Wh`+QuHzUjqJnvdESHu~&j_DT!i&Vq=<Pj-!4j8`5>Xf%?6
z=~R>46>p^YL(ypwyL-#@_su{3bP$}fcRO%#^ka-E(VT8BXwO<1i+!h58J-kkXy~gs
zfP(&xk(22Q53cHMx#LXb60G8v1aIgH1WViZ`0vX%L@i!I3>kXWHCiskeb+pKuBAx!
zJ<Y6P#=`fs6lMn%U0kwfN1E{ZAHPCQz9tq|cx8Jk`bZU<o*}~0HSL*WTV3UoQjFiu
zOiXtL-1rtatDZA3w|=3&YvJ=QQ-F~>+j<lI-e}Pehlr-7%Pv8?S|-GOR9Vxj0q*93
z-?ls}VvhUpyAsXGF=0IdU<b4LEmrMU<)iY(azA|+Fy+fo^*=9LPPW_|$ApqrAI0GZ
z2{eLeXV_XX&0bZqIV4Sabj7u)K=$-?=Y6hOOK){Av9%X|E9lGl3cJ+T+Lcxb9)8Wk
zJ*VR%f7m&j-uHcXm3kgYr70}Fri#u&JZxtQ2s96&qzuAk*2w=>uOcO}`t)iSk}S2$
zS%?Vya<x)bU}wOi@#X_<duoEJzwK5i6dfdeSK?CFk*d_K*4DAQ@T98PGS~}BR*ZiP
zdeZ+IUM992=GH<6IJ94F?3R+eN)~|3_W6dem9(dDS_4Popj0k;`Kd~Yyo=MP<WLwl
z{s+drV5G@viE^o6$R$KWGW!_a0ToQ_RyLn}$mBJ;d2sA7BPzaJLlGspd*YbO+Kg%^
zO`^Q;I`tXVFrl=zalFq(eM#FQ)N#yG`pvH!3EuP%TxnYT9c&kQwLE?$-Nu8IsEEn?
z{4fJ#AhUQhqf}v0a5ZG?%Sxj^qPbDc|3k3jCU?ljU|4T6=3Zq-%;~4_*blmu%TT)<
zVVaSASH6zd^&yA8IaRr{0(S9Vdz91?uy^pcUKFZ+dh%&v7t90RXk1#iVYks=+PpaU
z%PItVsqRVc_5u@o_Cdv@>=R+J%qi!IHx>WLvnh0r=ZM{NvHene5lp40Y-S-k>Ql#~
z?ay8bSD?@Sw!UuqHmgr}C!yQ=5nREIWw{<rnxIdyQ8O7<AwI9rwP+YNejM^eF#Q!6
z>wE0Es=;i3V>4(?=f}eYOn9vIBAhNm*R%8mW_|*eX{@Pl;~8T4K>T%xqzmXDWxGN%
z!f$Krlx=ABy?*dVXKOB6DxyR1^nm*Y+w~Cddi_snX|@@6jlA*lyw<VF*~7f9-B@q@
z$Ql0173D9@HO@Pi;&z{OeYl}S6%VSs@mnz9-eGIO2Bm#zrR{Fd_NLuQqg74$lg%x3
z&iE|Ps7~5ht2t8+qMyzhD-c~w?5Xk++OiyLHOKY9Y8Eu&<uxQP1^6px&9gtxAv(kB
z4Wu5jE(7kWF}9<rhlr;t{n^fCws;!w?S;Uj)BsD;?@cLb8n9|M`tnu^(Q2xNugWvm
zzhjv+hOVE@<Jlsr=H;;!*2azL>M`#$tQnF%d-1Yrb4?w<&pg@!W1@Q~;>+LYVMyVN
z$PhEn+)UeISDBS2GH_>-32CII_f@yvP5U$V#PPI$c_+cc>AhuoP>b)3|8MhET={Wk
zm?ztnC6vmB>>J&zS0VR;YmS3&f@aV~3j!GPCS?B*92)nA6+^OQY)(i_JgKw9o?6s?
zi!vP=v#5Y&jfmbdZ+Sa}dOgzCOUs7v9n_On8RH!8aszr<bk_4=1@oO7go%CrW1xK6
zZ^oR>VIi=0N~!Ws{qiA_)NBxlKUGO$;MHf*>*X3yE@0(}4TYo*n{#HH*sd!SL*rgX
zkO3aWTkoqc=Tl%_z7Q^xa#?nF4HPm=jwXsh!&cdOSi;R&-l@4Fv!wi6A}gp@ZOi?5
zAL>J`qJs-9jkxpjolW{-mbN@o*6%s=7Q3l8KPkV2lvt>=a5YyI)>^7!<_5A1(~AP_
zd0Q>27nVbBC)Q6~O~$MhY>JE_8OHClbzYdgz2<!zL<T6T6s>9%xV>X;R?-t{-Ia#C
zCrq)DzB?hh+xRkqh}+#ua_%^OeZMC?%3?dn;p<_e`T5ffJy^)YjDpJ_9QV7C6P~F>
z1x6T4<fmjW*$<+g*GN|uzth-`CV_?K$iR2qMyqQA%U~3=QzLQHmeVO-)WKQ1CkP7X
z_{=gLuU_;8Vq&AiFl^gFyq?W}wkzq@5Zixiu7?anB#T!i+h&?MJtIj6uQ@$hd;P&t
zu2EHvxjR{^%og_X5jI<F&2O-TO?|8F+cSuT+|)3gbdAsH=E=AOR|<xxN*YEvvZ@V!
z6%Za>pjAkH#+lszR)pYc0mqqjtfQdc&*B2FBt3VTyBcXEV}c5lGwCD<o1l0pbv#m0
Skob81w<rkuV`&t5`ab|?J-12#

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-introduction-statistical-learning-theory/images/image-7-_details_ .jpg b/apps/api/app/data/demo_documents/stem-introduction-statistical-learning-theory/images/image-7-_details_ .jpg
new file mode 100644
index 0000000000000000000000000000000000000000..cc12de3c5dde277ac7295d5eac2510bb06ce2b32
GIT binary patch
literal 4427
zcmbW3XH?V6w!r`NE+QZ`MA`{OiP8xr(g{fKNRi$|1Qi4!C>}roK?LN0ga}A)A|2^1
zbOb_?B25J89YR9#a?XA0y|vz_ckiAx^JVtT?BC3uy*Fu^v<O_**Foq26chkJL2dwP
z7SIIfX=&+bY3S+b=olF28JRg)n3<TEd9JXta)5Zj0w7*~{%ayqkZVHMh57l#6vVIJ
zyd^6u3x+7EDoU$J$;e9oy$J;a0|PS?GdBwhx3nO?p!B~jq&9$!9&iT=s3?R0N;V2A
zHVRS~04Cc>L-CIQ|1A`hRMa%Ibo302Ok{<c%K#+>6%{2l6%7qFHCa2HJP%N_(OeO{
zrB2Ik>P#mTz#;u2DVttcqq3dTY;;dV#w9S4f$=IAHxIAq9}qEd30XOL1w|#8rk1vj
zt{y_)+``hz+Q!z-)y>_*)63iE(c>pU!B0a%U;Y^t9rNmS?7QTY)c0wBrDx>ie#*-)
zC@d=eQdM13TUX!E*wNY5-Gk}v>mM7(PE1Zsf1g=eUirEDYi<4a#{R+K(ecUY8SeaV
zE((C^Us&YvUts@-i;c`hNli^fP4_n!1!XX~Q?XIg2;QQ-qHap(9KbFl{eqrDBPqMG
zok3W}Y>(3=aFp??i0qQ+{@-Z-kp2I_BL5?@{{j17t{H%tih}%jRBQkoIDvBc%6Qo^
zE!@Sqs0)?5@dx_88*K_M-cY!~5xwwW?oHf~SC}JB3)ueo!?5+%BZ-5E7)BB>Gj)Af
z&!!ESvSjqp-&!kE042KnvpFVg;uyKQ6h5s;;#l`elZRlph8{l?3sSl$#eeWEn@2B$
z-;w~v1V7|~T0HzRyrT$8Sv(i$6P}{XIy2Ic(<0KMv>G93T({4%RoWiAzfR+V!D8RX
zuuG3_Wltl=!iOd%cfMEFBQ*&UFQ4XLIK=d|W7G{ztBG>Su;pM9@O13NWJ`dohYQmU
zO`<a^*yC6a(+m-Dj*~)Q)NS5@Cb65Ef5lXplhrPL!pA*Z@iUs)&`Wg@w0W*S;jvFF
z&fU=@0b!E@Wh6k5q4MI;!fEH*Z_P^mPhU~tX$i;5>4W#*KIc-o;RAoYI|(8Ie;_04
zK{9bmJNb<~ZcbH6_28cDj*K~@lDkz8z?@FKv_Y(GCSm4<A>Fhi_@7oRRr&4j!6>mO
zc&lLMa34Q|UdIJ|&md6>E2KyX@Ahfful;xlh)19L@|j5Rt=>aM7j;phFg)89sbC?8
zU_#F-Ch>`lzw@6WqV`vij@q34KcW@(6dYNNvvZOyD!w_{L<|NmT;-^Hz5|eetkH;d
z%hex1eA#yUY<wZ-CYsIiZbu-kL+9|F#GWR6M{m(1ahr}<n~?D2oQ4TVv;NBrFX3_8
z6nR!T?68^3)8a3g*t}C_#wd(z^sAK(@4c`p&l-7nlQtudsLFnZCN#Ko7JY_G-n8?P
z8S<PjhjNF0lT}cv75elU|0$xzB=Oit!hjOtyd!?ZHoQ>)OCbTf8J}>o)^h43fSu=%
ze82pt>Nu@h2-ow_BBEvEwYV+4A9gzu42tE*UUV&Fg;0`1cR_oL*jCP)vZQjyVhp*t
zFu|WH$gs>M-I92yc`x#h+jo2-7-M-#J+XP!i38p)Jx3V*$_LZ&Y>wW`&px2IdRRmJ
z1QFZ}6rc<B0vLyIg%Cce>1K+1fdoEjJ#AFyPro<T(~QN%*&!x|p3_g?PuW-68k7dp
zw>HOTWv$FKd{|(2{7@;{^i|OOARm?(8dwk=YuFy%dzCR0mBKZbkb|3%e05udcKG%=
zuS8~ANjMFv;}Qs=hRGbY*qaV6j>IP=cbXc_#qH=8h3UQ3UShC6Vuu`7!1hpm83(4{
zt(qm5nZ2P=Znj*3A;o$l`Gz4C(PQ!%PG5de>Oyus56f<1$L)vmPDw!0rp3p+OCg3j
z=f23S*Qd%H^YOQ+$C8pQskvg5r3L_L;}pe0tpq1$?8ES7&hNdg=}7p`N7q&1I6Ro}
zfxKSsCQztf>6+<RXeaqm?e6m2;`S?ki|ENi59HjV-#^QYC5Y~4B;YNv!kCD}klmXE
z{6t)fyKZP8a$VGno@pVr=*v?<Z+C2$z7j6Su8M=pnhp25INHgS5nIDIiy|KfFX@;%
zsl?}zfZnv_L^*U(8}i%DfVUD)%b)|Pu()g7xHpZ98D(X6oou_;R7t>xnm~A9iAH3y
zshKs7Y@)?pWhPeGN+C47f~chl-uVz4gaQu}Le0?+x#{&k_o=128knq3Q@u=>!$Puq
zPnAFp@MZS^BCd2?fW~*zr_-{&Z6##LqkcswIh0rMeMww3AtLp$&x`7_VWnxMa^!@8
zL(byb>~9APaT0K)zQvSS8gagv)OwOi<ih1<IPEeKpoiLeD-1qkRUa*QT(csZ3c9&Q
zH_merS9Y}c*qXJ2h_^m${Q!ZRB!405?rn55{X)1>^(XEM)PruqkTsSPzOF5qvJE!3
z>S&Ucg#AIq2)BOb1iej5Uh~Fxw!}LE%_XSXANhSY8;`?vuGS?Cvae|k8fQ}n<uouo
zE4tTkCHL}*%BaI-RBHN&qLTjlc`jz*K(dbnIB=a$Wu94bd@4|Mc_=wb2q6JN18c-k
z=y5q~=Qd|KTD4R6l$B@4*N(SGa)=mxR&ZY>+=)2j;}h)b?R5{qH5AdL;L15LAXBch
z+cp_g5_}RDla#spz|b>qZok(8)epDZO8c6<rrChC@lF1&#`&drv=O{lo<Hj_o?qjg
z<;;|`n){&j#jc}2=is9?*FZ(#`jT1%J4V@F1{csZtg#}(>{&7SIdt6;(R2CH``(ge
zV-A#2pwOM$F+P>+tQ91{vE(ecn=2Hw!s#UaLqnx^`e(RqvrV{+R)hI<|7VFi`6Fq2
z#n7u!KC66q^WU}b{c@f$6fRk(gq<m{F%X~VIj*8zFt5SmPE$)a^Ss3x>x!<(6A*p6
zHX61*EiL^}ce1HMeX_dj(l1+b5U;ks6UF1?0YEC~5>n^vH%#Zwf`qBRsa8o%%zXFj
zI=B=v^mxf(qi5T3xnrVMBEuxLA<bC!zKm8<p(pTp<wwETuzLVnKO4VVYZ)PqvCsU4
z%I||`E`y<pJo6c|$%ex`E;VPOr`)i^oJ}r9W6@s9FLULJ+jfm#HRKS3OHE^#ph4HY
zArE_z%l5EjapB+g<Au3~MrsEK*o|yci;^w7fS}gq{7DiZD?J@uuTc+?o9c`j^XpOa
zdhvVPK3@86+@BI|^I0;nzuy@|jV&u@v(fiR8wDgBuU&XvWUC?WpNHfkoLgtue<h4m
zWT@m~6zb|=<93ZOb;>tQ0WW_v)W4(_%k(VT@x{v3jn#OW{gLXHs_060ov!6+xhEc?
z7oSOv3<Z5gPtbBW(Nlpx#mnzLf;O#+Y76JHSUzd{`KvKxW$%0yjn@L-L$6rahQTf_
zl_KN7XINdfigsvygX#FPQ%GdM3+)HZ6)_z<&ZQJbaRjfDbIhseDGwgJ3vD{T+rz&;
zN&=<^BZiwuKsRq3=S_{+N{aY+sqoE~{UYJp)K3n_&!=La#)f3Am-ctF0u}lvH)|~#
znikfb<E-;oZ6mhxB-5GRZK<D_XOx0E-4XLslqIv6FA=iJ6nEt(+e-A>Uc`%m7>-LU
zq2E>>N`Dv8l`5-ARHUpsN|GC@S*gbn``3Z>5dH~B?V;!!dDP&uP^*g+0WAfUd*P_o
zJZ14CrTrTnDW!O%*RLzqwMmr+pSQFf^==%yC-L1kE8e;BmFL_%9_*DUEwzPCQw_Ld
z2p{-MTJ81*YhFOH6zs8T$kZD{$M`b;oSR9J^Saf6I?9%tAf+2nE3GDosw>q?jjnVT
zy%A>vpnJ>7&cd0~QQpC{_Nwu$dFvA#3WbTgZYQT?Ijqjp$H`gn`tiC7KB_+Homgjo
z5csVpIMHqqtVHlB8yXB~SFO5gg}OZ_^IXh4z^*Dfz${d_dg9o?_e19+P#4mE;Fmar
zhdPrNGf7bQ^es2`6^U}t>%)L(+#Szc{48a0RvYxrvHh|hNuP~xe6xbbd)S28Mnv(|
zLE(FBw)f;Z%0h{yBYgSJ;JpD7a35w~Hlwv)msx5XS!j;UC|hQ+zKa!wg*_a8pQP5!
zmg|gn%UF!xIuxXN!A!4~+U#Apfq-V5Ca1Pj*jXu^_V~>6CKMOx5BJYxPAr+vh<D81
zH7}_h8|!G3luW;sCc)5mR0=XWG(DuRscgX94$H?JlzwdvJ&+gl_w;6U76*_uns`@p
zew5BuG6^vJK=3L$Mxmk07LJg-)+=3=o96t@Ws~9A@Ff#I77G$EkhgGg?!WhmIE^I%
z>%!!!Fk+VA1?wpw0qT6Mc;do}O++<xm7w1O!MDEZ8Gj-(*}p{sX343JQJl|aLfOX}
zeR|Q_6AOJ!++BvBpm&Ini53`hn0!0(G^76f(9u9Dv2bv7nf6-XeEUg-#aWzC_YzNf
z9vgE1_9KGGPu9sM9xfZ>ugiM><WI)!T<E+=+1HIU*XdLSt6Tx=s&MPHpeHO#zrQOW
z7~&IVjaUr*KFwkLs&$<FuQ9H^H}r3P?F!$!N;b&+qPTNypF@`j__|vm!X$Tfl?Qz4
zo)IMp!#$mPscznDjHUChsk}-KwYj6+E}><0ArDvbLe3&_jhk=Lcn_Zwl>g(`NU(W=
z!(>9PkE^HfFSX9|u{U<_vIcf_xCg%=+doYiRqiwmF>H_K%|VyqF99qwQ3s~a!!>A4
zr<jIJ$E!<%;~uA>y#uCDACa8-8SeG`I_MbL30R_o+R<Yb4nhmLU`R(nR1#3y@}r5f
zIXt`8J2xngALiEjl$vU@jOk4=9Ay0^yM!o?HJU9iT<>&V<NcOW<~C)yfX(T={<JjQ
zWKOgL=PhXOmg*?^<Q1r-VBBnGY)B--!j`^|xij`>l$@pPe4_jlkdlLBChgY%G2*at
zI-)W@D`42Jk*{|#&2A!W-8Brx-1w3}*=P$rdOXWH$TnB?rnkk$#d^~QcAPA_J-44d
zD@e2V=o>}GYKK`s#}BD<67bi)97h#>k>s;4gvF4o0-^lehm|aa<r*(62vd+<a2GaB
zN?^wd#FT7uT3+rUpW3~ms+8MmXLQ7_JzWZ&OiJV!o95(GWr?>|%*na2t8L&eyp_o9
z&9;dIzw5VU_Hxs?P8-U*Xufoj!A49MKamj2Y1m3{9uQyjQw?qKFDA!CdNox2&7Mai
zI~ZA0LoceS_F6HcvFG4(4|vaO6(v89dL3|!knjP;bFZA5Jjh_6Yt6^qRa|!2;#tt!
zGz!Fy5O~FQWDzu!RNM>SP9x{nSP2J2Figp$bMN9qc_s9MjJZ`5v-BMTpOq#73ut10
ztVBq<)orA}EpFoXG$MfnoLI7*d6ny2xR}8=Uy%S_u_6s`-k={mSF~JX_quM3yk&jQ
zaIg6g9U8FLhJD?rP{IB7qAk5g@%SVs)&};@#uqY07z{8;oLVLUU!lWv@WQZbUm6;`
zb0$P%f<?pL>O{bb$lmP1dd@-)DbH6(Kx|IzI4a}d8VQJ!@hAVxhKN1>h<yw2%bOA3
z9yk%`zywPU)4|RpW;o6E2mvEX0@?z|iNg#WIk`r3eMbTo6-mHyVNRONB`sM3dma3c
UpUh4XLjpLp$qO<4iKOrU1<k03fdBvi

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-introduction-statistical-learning-theory/images/image-8-Coffee mug.jpg b/apps/api/app/data/demo_documents/stem-introduction-statistical-learning-theory/images/image-8-Coffee mug.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..d9987c3e38b99a91c999aa072b71e86270be726e
GIT binary patch
literal 2789
zcmbW!c{J4j8VB(27>2Pn_I0KVvhUj%CCWOeB-?1?7cos3>-bqpC1fm<y^ItlLWxnN
zkbTcylgJh(YA}{c=IZym=iYPfU-#bkb3UJcKF@j1^Ew~)JN74FpPiMh6#xPO0BElO
z_6Oi7zypDBL%4Xjxw)ZG9$tP?0e(I{ekoxQAyGML1YAy9R(8LF=E42)>PT5xWg``J
zZ5@4meZ)c3A!A)rO+9_x-$Ou9D3qU%Us6CoQul!D0p0&O>?Q!l1Dpe_!612n0|o-a
zK<rikv9~7|=&u0(42T2F$pzu&f%5Y0HPH3}93U{5gA>ff#mTwX9liGsaKgBR59pXf
zL{47dmJbruy_R0cgS4n>7IPY8D(HC;;-I|Z5|UEVib@BSRaEs242_IYCP$B1T3OrJ
z+MRMf?c(a@?&1B%MIYZwe*VEBp<&?>#K`M6ZpPnANK7K%$;iyg&dJSt@UW=3g!-to
z>{)dUt@ingy81UQt!?ccon75S!y}_(<L}<nr)Os8=07hiE-_Zu)>#{yTif4%{C0r=
z@ZYSx`)}BPxL|uO4o*%mC--j`h$DROfMJ|m2Xr99<|nx?1c}J&UgHt9NH45vh9dQx
zm||XpL0)kM{b|M3-?YDE{~avu|C0R+_HP#*;0J^DJ`W57%z&@2wIX`lnLf8Jgg!`c
zXlonDI9BzovpoV%n=@m++?D^zw~0H`mIT^FZrwUL{;2ZjW>S`osa6q2L^NG1Tut!)
z%}?Vu{eGk-6s2Jh^eY%WyIaKR4{<GW19pjqwbJN-?X&0hZC+W^FkD{O+eDJ;+9O$g
zmO>p*;1hQ8H{80AA<i{jW)(qq8WY2wrH9I54-ZraHCY5#FXi>6Xq>Xj4L}Niz(_Tv
z1zK71I#gcs9%`H>Mjcg^>8zojcpcLov&e{K72TOFXjMK<x52|s$=r5NgGBmLHd;Lx
z^>s8)OZ_T!CE@T|LlLs^vV+q|Xujh-HJ(`PoUuRRwy@yf%`Z#VjdRlQ>k=IW@P0Ro
zT3s=xzS_6<KqDKaLLG>NtHSt|z?Zgcz{2#(($p(rXz|DS+cx-%Sx8mMDPNh44Q@Kk
zI*}%P(@hToi|=Xd75TbA8JRL*2?#RIr8Mq4Z?V?qlOS2B;d5jH9s0$RNZWl98v{q@
z&gqzzc+2P@i45X5OM^fCk&Cf(vt3IKt=&eU-8fuR4dx}z%l_GCi@;KaKeN9lyS`-u
z2=6$&h(*#ID&FA;lBZLkdp3DIg?epSQ!&einyE2leH+(#x66IVbhc8vbpf84>5-N~
zR#kbGG>Nau?wh)NN-9)`^bjm(M8M^aR$h3~5dNIteZ}r3{r*q>ymt<e_T#WgI>_jK
z`K<3n+mjzVXF<1Q$%iv*DI8CAJfxKBll!7HQgfUQ`HQt(9~nyx*bUH!ONPCxeUx&p
zq)^DsvFhGmpOO-O_==Gt81+@Y8NFpK>Qv5D|0R((V*ylu>8ld*GT4k{d7DZp-NJsR
zPC<Uq_8@iJ*M7v*HI}N@pEcIgOiZ^$U+wbJnSAnPUv+fjlM&DI3fv5zpHi^ig!NjQ
zZ2es7@t4O<ib>^yQ+|G3mv4}mF%1=-$06_TuBi6DYQ|+}^z9FwsA}(*f&KavnE!Lt
zApr88j^?Y=6v~nylmc@D^FJbk-G6!@Yf@aDUSYqat3C!qh3>`0np+0==ZUA|i_iFr
z5BHniedsrb;(C5P|9yu=-HxT$D^#ggNLEGN%2bUfN#Z6eao_aN7NNjG{B=}nYhF1)
zN_;V1F%fO;61czy;3sfPh*W8;|7+Rd^RB!ubG5Ob4Az$^qIr-WlNZg#qK+qC6*(nS
z9`)}|HA)wboSwnPJ5|&w@-}UB&qAJHx3jSgjV`-yNeV)r<I{k`>)*JkTcxqn@Lr;7
zxBt+#tvgsfceBrD9#bZLqYGL8`h}2OJCzd?@06C|e4vVA2Ks(ltA-Kj(AQroSa@k2
z)0(3?|IB>RdZ@za2ILbs&?<6xhM9cvX={O}G-}CX3{jn%HmNe2C!{<9UaKeGh3udd
z<ClHO#}|(6s*Y*mcXF>h*W8F&mQr-IJ`_X=`r?5!Pdej*Hb!=@Od%;P_YtHJlYuym
z2h72SI5FEJ3fe1idOM4si}K#06o@Q(<_HtRPyU+X-moRf*lv&YP=$Kw*qlhSVLf>6
zf|Wv?+c}<CJbd}I4Whv-m?buEloh-9-B}RAr-z8#C`cqHuzrduniHk09MQaMJ#}Z5
zi|MXC#$7QJ<N1jJbh!+Cr}u3R-N3_jl8;!S<PFU+w`47u{G{%q_>G0i=*I;2%gYtL
zTTY-FHXu>qQ72(Uj~a5L6W8$arfDGKnP(2~26Nef_lp#RbZ3(k!V9xvVF&fF<#{LN
zLB0kupv_Gs_*XCH6^Xxb+v%G;8>Z4>W_Q<~`F#{0JL4TH)jS`xv*aFnA*PLlz^q#^
z%9HGui=E+aD+gjh_r_hLiv~)UO4Le`w5xH{D%9qV%BG89t=hgn_>;7uvj}sy$wRCB
zhSJJOA2ig5$|Sha5~zb~l7&Vp3W<@(PE*|UcYOg*Z1y@bM3A&%86IOiG`nh9L7Tr(
zuq3`()&=uq1|?HE=t(R;XGfE-gnrE*@XXa`r^GWKipl<Znm?K2v4*X~Yj#87zJ!?5
z!eX2$k-V&LbdHVkD81tDx&eCU>@WH%f>+mncR%)aU7kV00^p146H{5o<RH;j9ff{*
zkb-jmrynM5(QVbeu!d_G3aIH@@;H$={TM5swFx_;whWlu%WPs0BFYtZd!n%z@?@A_
zOF4*_LsEonyE0TyGHWy3lE3uX-E=Yk!J8-QqO+j{=jLul241Z~0Ez9K4e1kVB`}T$
zCXAa9KO3#Psz*039(wE;0A;KM$##_lrq|AiC<}h9?h6(7sHn{MmZLQUXC$8wG;1$m
z12^Io5xN5d=Pg5ioh@)WR9+9ql}&#1)4`9bD_;8;RugkxRS<0$v7?4KJ$hM7AAJ`c
zJeMmnr)nkoqu^ZYxaF#n+9BVgl%pCWg#8l@98d%)YGX4up(Cd$5{zLmU(J}|)Z8iA
zMG=*9G7f7>+6{Ltsu42_s4dft%?AxF3S0Uvlr~uZ05$d!I)E18jj{j4_biwVfSxEa
zqvNwLMh=~^3p^r;G+?EYOi{QQEDnpK`6L<oX;-8~i1nH?r&`8#Zi|N@CezpeDFF9S
z>0>{BZm4naoPA>wbm+wU4>h~okQ)7j<@=liW%MpBGh^<1_h#y`0bG}=Ol;wl!i+h&
zj?}RdICQXCT|GnC_GibAKMLmA+qKSOQg@YVXBSHzJA_h85B_u!VFQ=Dc4;r!0FNX2
zqefEd79(Ukx~Mbvz{sy)>;1ucy$z?rFCM<5uQL_k;~7<TKGtM4k%do=sxuOta2>4Q
zY7xu#^zg)QUhotwWIp$x^;pk$noWU!3@2Z<FB(9S`-a)TsAagsVd2qPFS2{`bvAHF
OV&_s>m1!^g{XYN<))_7U

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-introduction-statistical-learning-theory/images/image-9-Newspaper .jpg b/apps/api/app/data/demo_documents/stem-introduction-statistical-learning-theory/images/image-9-Newspaper .jpg
new file mode 100644
index 0000000000000000000000000000000000000000..3055a361538b4f7ee5d08d6cfd0bb2ffc4d7e306
GIT binary patch
literal 2763
zcmbW&c{tSH9tZI6m@y2Z8D#lc!eoX}V~I*8C2J@O$x=i`lkDp>S+a$(ge;9D%aEBi
zOBBTzp_IgAWG9SY7};XRT>XCcx%YYQU-#bkc|PZ#^LfrWujl-6cwc#=z)nk33sV3D
z0szqV0C<DIaX=6X6@c;!3J3_mV1hy-5<5hMg+*i#;$jl=vWg1wvT|~}ky@zT${H$i
za%g=ujr|y1U0p@g!6OFRhFUth+P^me!C){EVG-#aJEXOh<dn4k=kVSDa6!NYFb0E^
z0X{eg3<vROfa3N&`9XgL_-8<TU<f}{KoBM*yxmZ<6W{}Z!F&)fKR*Pr-HqQ~2Ow~M
zgc8OWDt`K+fU>`Yc63IupvtkQZzb(|7Lht00WmP4T~g9AvU^lfXf<_Ry#x9N2M--L
zIbmvMZeeME=B$IG(>Z6)OJ3fWuUz#B3<?ej4GWKmjk_J6keHO5nRPciC-+`n{=<?-
zrDf$6<jQByU)0pr)xT_LX{EK%+uwC`e(wF!*U$Jmz#JQ&n4J1PJu}N<Fa2CzSzTNI
zwei~p0>FQ>w&%ZL|KWmfyZ9gwFht<D3&a<?U0^tbUkL+67@ron=r69U9W5wvETj18
zTbPQD-J+yNK#$Nar0&=r_HWu>vi}Yi^MA?y1^c&)35b9}+m8o^16W}7M?g4kIehAN
zrvVx)TB5=4PaIb(xl7w14FDbXXvoc)PwNY3h$j}^N-Dbku#m4eMc=nwknndmtRueY
z*pq+ME1^3i;Mwuqw?8s$&fZ5yKD7%~j~6AWR;|{!Ae_%v9m$BY*juH|iq3{QCB*}4
z-*dMRYPIoOy<>Nu7~Pl@Ew2vC<)|_Z<hl+V71Dtp!IlQ~BL-NqCeF7h<$$;jy>m46
zB@2_b7nNF>J+!BING_NEU`4yQ>TuW8OazvL4EQm`t-z$~OpBJ6N1R|Isr8f!(YHCY
zRw7leZD@Aqpq2Q2n?Zyib2scTqu5YX^lHuqrZMkA^6EfoR#>Y2;d|31{%y9ax2*;T
zXbi4<%TgfMBjgtk$mQt2o3~9w$#j?Y=obwW8|N6MN^FTPq4!LZ%5`vF7&bM$C}}~H
zbGWjt%*7hX!0}yA+gDgDPpp&QOHwfCop^m^$m?ia`UeF^6t#=_BCNBc=Ff~Sxe~}{
zf^+V2bG7X?9uSvlyCFo}<Y4K^?B;cwARh2*`|J+FR*ghcqvIBSU*i^x@U<ShAw(c>
zz{5AyoI4^HCmd@MqmeD>FC<!LO#Pf#>`eqtRhpuy5T1SW>ifr!+ZnO0R2o@95%94y
zOJ#k^{zxs%em}D??i*U@BL$a6roMVm2{vgpDugE|R}V?|IG$u<lSq)7#o#{jldHqS
z6QLX3AsGwn{eHLgHgT$0Rqvpms{HO(E|mOXq5RsDHoT*`;gg^9+!^0Hfv~%Vlh0vL
zTe(Gy8*XvJxHp&_jQRq<v?-x9k&+dUT(YgUy84#P!dZ7`U+K&tZkRo9UF;t>mriv!
z;FuUL0ySRvg;)2ze}DjWnlnNcy~}a>p|h)}r6c7sTX(QvU5HB>y0oNER~cw|IO?eo
zn_S=!vrjTih($;3mHR5U7<RGHA?S5xQLAUUxVzLLYfHx_;)(u|N&gX%pgY!n)(!m&
zn7~RG7ffWrWZJZ%Oa1`EXy=S`a)&{<$IJA2jq+PJv&G_qc34>~rq?{ly2iFpoe~A1
zP%;KaeV>Ni=W2%)lSEE;k*!cUrHO!ucoyphdU~xegQ#L*vcv<{?K646$Ce(~eXF_2
z&C}^Tpvj(drTm9_sN%D7PI+;Zt4EQr9>YH7DcyLPJMJj?Fzg}Tv*m!J`p@w0M)|R$
zn>PCcN!iROcY}3%YSG4}q7BU6mYaz4zEk_=UkqTb)w^qXsp=DKJ(HQ0pQp8C9kTOg
z^ZPc50z<;3VM<P&M7?NlX_o(-+wn2Ft)M0I_J`JS)<Ep>o!rTj7H=-xyv5xSL_#$(
zdYyWyD}w~>mf<O3<}p#^^h)K`QT%y2NvYw>cg*ae;K`{`M4iT?TR^+pgUhAr7#q!J
zY;hl-E)Sdv?eJLS%M*QVPk|U}jWL7=qy~{-?3`O!-2CzRadaIb1Ly5VV9uJ12*{#h
zEnPis#Kk0fC~KsLk8a|_DJZ%dsDJs0`MU*KS|xe<e66Q|qSjbnVA`^2oWlf3-Oj;`
zvL5j(gVG1{I#+c4;GTdR`1ML=clBYP)%~pjB$L3rJ*mY;mxaPU9z9sOD}=$ma>%>*
z!K;%wi|X(8;9AVuyB|kT#4N|7Y}t-ZTyEy<4W`Qla=JV%GP$kS#|AyZRJ}VHLEs>3
zw~9(7f4Xy!vQ!Qa`0%U8mbEm0c_klDq%@(=S&^gk`>&0)7icR}@KJ4##p3gY*8N)4
zN?jXtyXlt)do{n}F|N%?<3C?v{iW9OF+3n+*OUG!jq3<gu=h%0(Mh(mO-ZT=iGGGm
zwhvjS*!6R;&|-q8aLgOO^r|2xhQTsdJm#}xMZUxDIW{w$e}I{OC+?_(Cq%scqJti~
z6o2%wPPn$kl`e^U-Tfl4EsqxuO!6huT+A^sc-v~6mpnW+E0-4D*G@Dv4jq?X-o$HJ
z!6-7-@XL7$dQs8MDr7mfTQoNVr;wrfnnv*52kl6S4YW=n5fFq!ORfs%s7A`Fq)&0R
zvM-*$4PaS#O8aF|Fh2?EtG6y)@XR#4<QY(yT$_o)6XCtN=N3tI<k_4gRCe$+`nOt3
zGbQ&d{}q|H8)rx|pQic^g*6irOO~$FD3<q{qdE^N>fiA3lN<Im+SN4TM}~%Ybp1gY
ztGi#4W-+7IB*%tUg&x*jJAin)CG{<iaA>m1&Of50Hrv2Dl4{@4JSLU3b*rI>yWzL^
zuqk2FYmLKx!ULK|xIXIm#y_!DTGPJNcgj6wAv4u7*fl0Y!tX(SwAsB^Q)yykN>+QF
z;-y8?awGqzr+C1`oSRUSYHEtV)b4b!$V75j;!v4}>id;QuHXLS!NLidACW2CKX0_M
zB}+?KA&LVq|I#eI#)De=lQbKv>&tE7lJSkg1u>sFnJ2%xUt{Q3_&7EknQ)ttBI0z+
zyEkoz72+b!+GRPLpRFjPf|;fTtMb^E-rZ*#6HbYLXskFFD!{d5*pKh<weHo8oUJ)r
z_Pj1NBoB=9em9fwl3E}@AK4{XYmSqDLtl;aeu+EZwo#rqKUHwPA#>)C<f(6oo2exa
zzBkyYl=T}r29BqC&o2#r$Xrr`)Xo(?G>t7@83oN-yY(1ams#*VdOj!<@hTLH{<x{h
ze8p^WxLumzr54wUHqd%Bn$l;P{Nya+WPi4!buBS)`>!c##f~KK05EoA*)jgK6W$p*
z;*z)O-d2a<Xfj-a;i#<?=U+QnV&4};!lbFyTl)zeXa*0M%OuRusA+qPs|tGx(&%?1
o9`}@i?c|+t1K%P%o>!D)i!se%9mutZ$!h5mr%wRCi@+QB2ji<IV*mgE

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-introduction-statistical-learning-theory/manifest.json b/apps/api/app/data/demo_documents/stem-introduction-statistical-learning-theory/manifest.json
new file mode 100644
index 000000000..5e6ecfe13
--- /dev/null
+++ b/apps/api/app/data/demo_documents/stem-introduction-statistical-learning-theory/manifest.json
@@ -0,0 +1,103 @@
+{
+  "version": "2.0",
+  "job_id": "job_b7df53fb0c31",
+  "data_id": null,
+  "source_file_name": "lec1.pdf",
+  "processing_date": "2026-06-16T03:43:13.444399Z",
+  "processing": {
+    "page_count": 43,
+    "billing_status": "charged",
+    "cost": {
+      "micro_dollars": 64500,
+      "credits": 0.0645
+    },
+    "timing": {
+      "started_at": "2026-06-16T03:42:23.200783+00:00",
+      "completed_at": "2026-06-16T03:43:13.436355+00:00",
+      "duration_ms": 50235
+    },
+    "stages": {
+      "timing_ms": {
+        "document.profile": 2779,
+        "pdf.extract.standard": 34500,
+        "toc.detect_range_llm": 1236,
+        "md.detect_toc": 1255,
+        "heading.merge_pre_pass_llm": 1426,
+        "heading.hierarchy_llm_call": 4878,
+        "heading.hierarchy_llm": 4891,
+        "md.predict_headings": 6790,
+        "md.deferred_summaries": 4632,
+        "md.build_dataframe": 1,
+        "pdf.parse_md": 12877,
+        "document.cleanup_unreferenced_images": 2,
+        "document.compress_images": 0,
+        "worker.parse.document": 50165
+      },
+      "token_usage": {
+        "prompt_tokens": 5628,
+        "completion_tokens": 718,
+        "total_tokens": 6346
+      }
+    }
+  },
+  "statistics": {
+    "total_chunks": 62,
+    "text_chunks": 43,
+    "image_chunks": 15,
+    "table_chunks": 4,
+    "total_pages": null
+  },
+  "HIERARCHY": {
+    "Class 1 Introduction to Statistical Learning Theory": {
+      "Administrative Info": {},
+      "Course Material": {},
+      "Prerequisites": {},
+      "Statistical Learning Theory (SLT)": {
+        "Motivations and Examples: Regression": {},
+        "Motivations and Examples: Binary Classification": {},
+        "Motivations and Examples: Multi-class Classification": {},
+        "Motivations and Examples: Multi-class Classification_2": {},
+        "Motivations and Examples: Structured Prediction Image Captioning": {}
+      },
+      "Formulating The Learning Problem": {
+        "Formulating the Learning Problem": {
+          "Main ingredients:": {},
+          "Input Space Linear Spaces": {},
+          "Output Space": {},
+          "Probability Distribution": {},
+          "Conditional Distribution": {},
+          "Loss Functions": {
+            "Loss Functions for Regression": {},
+            "Loss Functions for Classification": {}
+          }
+        },
+        "Formulating the Learning Problem_2": {},
+        "Defining Learning Algorithms": {},
+        "Formulating the Learning Problem_3": {}
+      },
+      "The Elements of Learning Theory": {
+        "Consistency": {},
+        "Convergence of Random Variables": {},
+        "Consistency vs Convergence of the Estimator": {},
+        "Existence of a Minimizer for the Risk": {},
+        "Measuring the “Quality” of a Learning Algorithm": {},
+        "Sample Complexity, Error Bounds and Tail Bounds": {},
+        "Empirical Risk as a Proxy": {},
+        "Empirical Vs Expected": {},
+        "Empirical Vs Expected Risk": {},
+        "Empirical Vs Expected_2": {},
+        "Empirical Risk Minimization": {},
+        "Generalization Error": {}
+      },
+      "A Taxonomy of Supervised Learning Problems": {
+        "A Taxonomy of Supervised Learning Problems": {
+          "Parametric Vs Non-parametric": {},
+          "Fixed Design Vs Random Design": {},
+          "Inductive Vs Transductive Learning": {},
+          "Offline∕Batch Vs Online∕Adversarial Learning": {}
+        }
+      },
+      "Wrapping up This class:": {}
+    }
+  }
+}
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/stem-introduction-statistical-learning-theory/tables/table-0 Housing Data.html b/apps/api/app/data/demo_documents/stem-introduction-statistical-learning-theory/tables/table-0 Housing Data.html
new file mode 100644
index 000000000..bdef17b77
--- /dev/null
+++ b/apps/api/app/data/demo_documents/stem-introduction-statistical-learning-theory/tables/table-0 Housing Data.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td>Living area (feet $^{2}$ )</td><td>Price (1000$s)</td></tr><tr><td>2104</td><td>400</td></tr><tr><td>1600</td><td>330</td></tr><tr><td>2400</td><td>369</td></tr><tr><td>1416</td><td>232</td></tr><tr><td>3000</td><td>540</td></tr><tr><td>⋮</td><td>⋮</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/stem-introduction-statistical-learning-theory/tables/table-1 House Price Data.html b/apps/api/app/data/demo_documents/stem-introduction-statistical-learning-theory/tables/table-1 House Price Data.html
new file mode 100644
index 000000000..8a393d6f8
--- /dev/null
+++ b/apps/api/app/data/demo_documents/stem-introduction-statistical-learning-theory/tables/table-1 House Price Data.html	
@@ -0,0 +1,94 @@
+<table border='1' border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>square feet</th>
+      <th>price (in $1000)</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>1000</td>
+      <td>200</td>
+    </tr>
+    <tr>
+      <td>1200</td>
+      <td>250</td>
+    </tr>
+    <tr>
+      <td>1400</td>
+      <td>300</td>
+    </tr>
+    <tr>
+      <td>1600</td>
+      <td>350</td>
+    </tr>
+    <tr>
+      <td>1800</td>
+      <td>400</td>
+    </tr>
+    <tr>
+      <td>2000</td>
+      <td>450</td>
+    </tr>
+    <tr>
+      <td>2200</td>
+      <td>500</td>
+    </tr>
+    <tr>
+      <td>2400</td>
+      <td>550</td>
+    </tr>
+    <tr>
+      <td>2600</td>
+      <td>600</td>
+    </tr>
+    <tr>
+      <td>2800</td>
+      <td>650</td>
+    </tr>
+    <tr>
+      <td>3000</td>
+      <td>700</td>
+    </tr>
+    <tr>
+      <td>3200</td>
+      <td>650</td>
+    </tr>
+    <tr>
+      <td>3400</td>
+      <td>600</td>
+    </tr>
+    <tr>
+      <td>3600</td>
+      <td>550</td>
+    </tr>
+    <tr>
+      <td>3800</td>
+      <td>500</td>
+    </tr>
+    <tr>
+      <td>4000</td>
+      <td>450</td>
+    </tr>
+    <tr>
+      <td>4200</td>
+      <td>400</td>
+    </tr>
+    <tr>
+      <td>4400</td>
+      <td>350</td>
+    </tr>
+    <tr>
+      <td>4600</td>
+      <td>300</td>
+    </tr>
+    <tr>
+      <td>4800</td>
+      <td>250</td>
+    </tr>
+    <tr>
+      <td>5000</td>
+      <td>200</td>
+    </tr>
+  </tbody>
+</table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/stem-introduction-statistical-learning-theory/tables/table-2 Loss Functions.html b/apps/api/app/data/demo_documents/stem-introduction-statistical-learning-theory/tables/table-2 Loss Functions.html
new file mode 100644
index 000000000..85df8f661
--- /dev/null
+++ b/apps/api/app/data/demo_documents/stem-introduction-statistical-learning-theory/tables/table-2 Loss Functions.html	
@@ -0,0 +1,42 @@
+<table border='1' border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>x</th>
+      <th>Square Loss</th>
+      <th>Absolute</th>
+      <th>ε - insensitive</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>1.0</td>
+      <td>1.0</td>
+      <td>1.0</td>
+      <td>0.7</td>
+    </tr>
+    <tr>
+      <td>0.5</td>
+      <td>0.2</td>
+      <td>0.4</td>
+      <td>0.2</td>
+    </tr>
+    <tr>
+      <td>0.0</td>
+      <td>0.0</td>
+      <td>0.0</td>
+      <td>0.0</td>
+    </tr>
+    <tr>
+      <td>0.5</td>
+      <td>0.2</td>
+      <td>0.4</td>
+      <td>0.2</td>
+    </tr>
+    <tr>
+      <td>1.0</td>
+      <td>1.0</td>
+      <td>1.0</td>
+      <td>0.7</td>
+    </tr>
+  </tbody>
+</table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/stem-introduction-statistical-learning-theory/tables/table-3 Data Table.html b/apps/api/app/data/demo_documents/stem-introduction-statistical-learning-theory/tables/table-3 Data Table.html
new file mode 100644
index 000000000..6726fb879
--- /dev/null
+++ b/apps/api/app/data/demo_documents/stem-introduction-statistical-learning-theory/tables/table-3 Data Table.html	
@@ -0,0 +1,34 @@
+<table border='1' border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>x</th>
+      <th>Line 1</th>
+      <th>Line 2</th>
+      <th>Line 3</th>
+      <th>Line 4</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>0</td>
+      <td>1.0</td>
+      <td>1.0</td>
+      <td>1.0</td>
+      <td>1.0</td>
+    </tr>
+    <tr>
+      <td>1</td>
+      <td>0.0</td>
+      <td>0.0</td>
+      <td>0.0</td>
+      <td>0.0</td>
+    </tr>
+    <tr>
+      <td>2</td>
+      <td>1.0</td>
+      <td>0.5</td>
+      <td>0.2</td>
+      <td>0.3</td>
+    </tr>
+  </tbody>
+</table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/stem-jurafsky-transformers/chunks.json b/apps/api/app/data/demo_documents/stem-jurafsky-transformers/chunks.json
new file mode 100644
index 000000000..834ad3e7b
--- /dev/null
+++ b/apps/api/app/data/demo_documents/stem-jurafsky-transformers/chunks.json
@@ -0,0 +1,4362 @@
+{
+  "chunks": [
+    {
+      "chunk_id": "babc058d-28ee-535b-9ffe-892d38458e93",
+      "type": "image",
+      "content": "\n8 <details>0\n[images/image-1-Transformer Encoder Architecture Diagram.jpg]\n",
+      "path": "images/image-1-Transformer Encoder Architecture Diagram.jpg",
+      "metadata": {
+        "length": 46,
+        "summary": "image-1\n- Input: input token -> Embedding (pink trapezoid)\n- Positional encoding added to embeddings\n- Residual stream processing loop (repeated N times):\n  - Layer Norm -> MultiHead Attention -> residual connection (+)\n  - Layer Norm -> Feedforward -> residual connection (+)\n- Output processing: Unembedding -> Softmax -> output probabilities (over tokens)\n- Key components: Embedding, Positional, MultiHead Attention, Layer Norm, Feedforward, Unembedding, Softmax",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 8 Transformers",
+        "file_path": "images/image-1-Transformer Encoder Architecture Diagram.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "7b7a45a5-5c07-5273-b864-780baed0c0c9",
+      "type": "text",
+      "content": "8\nTransformers\n\"The true art of memory is the art of attention\"\nSamuel Johnson, Idler #74, September 1759\nIn this chapter we introduce the transformer, the standard architecture for building large language models. As we discussed in the prior chapter, transformer-based large language models have completely changed the field of speech and language processing. Indeed, every subsequent chapter in this textbook will make use of them. As with the previous chapter, we'll focus for this chapter on the use of transformers to model left-to-right (sometimes called causal or autoregressive) language modeling, in which we are given a sequence of input tokens and predict output tokens one by one by conditioning on the prior context.\n\n8 <details>0\n[images/image-1-Transformer Encoder Architecture Diagram.jpg]\n\n<details>\n<summary>flowchart</summary>\n```mermaid\ngraph TD\nA[\"input token\"] --> B[\"Embedding\"]\nB --> C[\"Positional\"]\nC --> D[\"MultiHead Attention\"]\nD --> E[\"Layer Norm\"]\nE --> F[\"Feedforward\"]\nF --> G[\"Unembedding\"]\nG --> H[\"Softmax\"]\nH --> I[\"output probabilities (over tokens)\"]\nstyle A fill:#f9f,stroke:#333\nstyle B fill:#ccf,stroke:#333\nstyle C fill:#cfc,stroke:#333\nstyle D fill:#fcc,stroke:#333\nstyle E fill:#cff,stroke:#333\nstyle F fill:#ffc,stroke:#333\nstyle G fill:#cfc,stroke:#333\nstyle H fill:#fcc,stroke:#333\nstyle I fill:#ffc,stroke:#333\nsubgraph N times\nJ[\"residual stream\"]\nK[\"Input\"]\nend\n```\n</details>\nFigure 8.1 A transformer decoder for language modeling, showing the residual stream for processing an input token. A single token is embedded and passed forward in the network, with the feedforward and attention components adding information. The multihead attention layer takes inputs (not shown in detail) from the neighboring token streams. This is thus one column of an autoregressive transformer language model, taking an input token and outputting a distribution over next tokens.\nFig. 8.1 sketches the transformer architecture following a single token as it is passes up through the layers of the network. Each token is first converted to an embedding from the embedding matrix E. Recall from Chapter 6 in Section ?? that E is a linear layer that maps a token id to a vector embedding representing that token. Each token in the vocabulary has an initial embedding representation in E.\nTransformers also have a special mechanism for encoding the position/index of the token in the input string, which is simply added to the embedding. The resulting embedding represents both the word and its position. and is then passed through a set of N transformer blocks.\nIt's common to think of each of these transformer blocks as part of a stream in which the input embedding is directly passed up to the output, while simultaneously being enriched by the application of various processing modules: the multi-head attention layer, feedforward networks and the layer normalization. The value of the stream at any layer is the sum of the original embedding and all the outputs from all the previous layers and blocks.\nThe core intuition of the transformer, and the component that distinguishes it from the feedforward layers we saw in Chapter 6, is this multi-head attention layer, also called a self-attention layer. Attention can be thought of as a way to build contextual representations of a token's meaning by attending to and integrating information from surrounding tokens, helping the model learn how tokens relate to each other over large spans. It can also be thought of as a way to move information from one residual stream to another, augmenting the stream at one token position with information from another token position.\nAfter the $N$ transformer blocks we take the output embedding that is produced by the final transformer block, pass it through an linear unembedding matrix $\\mathbf{U}$ and then a softmax over the vocabulary to generate a distribution over possible next tokens. These last two components (the unembedding matrix and the softmax) are sometimes called the language modeling head. In the rest of this chatper we'll introduce attention and the rest of these modules in more detail.\nFig. ?? shows the transformer architecture applied to a context window with the words So long and thanks for, showing at each token position what is the most likely token to be generated. In this full figure, the set of N blocks maps an entire context window of input vectors $(\\mathbf{x}_{1},..., \\mathbf{x}_{n})$ to a window of output vectors $(\\mathbf{h}_{1},..., \\mathbf{h}_{n})$ of the same length. A column might contain from 12 to 96 or more stacked blocks. The arrows in the figure show how information from the hidden representations of preceding tokens is incorporated into the transformer block.\nTransformer-based language models are complex, and so the details will unfold over this chapter and the next few chapters. Chapter 7 already discussed how language models are pretrained, and how tokens are generated via sampling. In the rest of this chapter we'll introduce multi-head attention, the rest of the transformer block, and the input encoding and language modeling head components of the transformer. Chapter 9 introduces masked language modeling and the BERT family of bidirectional transformer encoder models. Chapter 10 shows how to instruction-tune language models to perform NLP tasks, and how to align the model with human preferences. Chapter 12 will introduce machine translation with the encoder-decoder architecture. And we'll see application of the transformer to speech recognition, as well as further use of the encoder-decoder architecture, in Chapter 15.",
+      "path": "8.pdf/CHAPTER 8 Transformers",
+      "metadata": {
+        "length": 5592,
+        "summary": "This chapter introduces the transformer architecture, the standard for building large language models. It focuses on left-to-right (causal) autoregressive language modeling, where input tokens are processed to predict output tokens sequentially. The core components include token embedding, positional encoding, multi-head self-attention, feedforward networks, layer normalization, and a language modeling head (unembedding matrix and softmax). The residual stream allows information to flow through N transformer blocks, with attention enabling contextual token representations by integrating information from surrounding tokens. The chapter outlines subsequent chapters covering masked language modeling (BERT), instruction tuning, machine translation, and speech recognition applications.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 8 Transformers",
+        "tokens": [
+          "Transformers",
+          "The",
+          "true",
+          "art",
+          "memory",
+          "attention",
+          "Samuel",
+          "Johnson",
+          "Idler",
+          "74",
+          "September",
+          "1759",
+          "In",
+          "chapter",
+          "introduce",
+          "transformer",
+          "standard",
+          "architecture",
+          "building",
+          "large",
+          "language",
+          "models",
+          "As",
+          "discussed",
+          "prior",
+          "based",
+          "completely",
+          "changed",
+          "field",
+          "speech",
+          "processing",
+          "Indeed",
+          "subsequent",
+          "textbook",
+          "make",
+          "previous",
+          "ll",
+          "focus",
+          "transformers",
+          "model",
+          "left",
+          "called",
+          "causal",
+          "autoregressive",
+          "modeling",
+          "sequence",
+          "input",
+          "tokens",
+          "predict",
+          "output",
+          "conditioning",
+          "context",
+          "details",
+          "summary",
+          "flowchart",
+          "mermaid",
+          "graph",
+          "TD",
+          "token",
+          "Embedding",
+          "Positional",
+          "MultiHead",
+          "Attention",
+          "Layer",
+          "Norm",
+          "Feedforward",
+          "Unembedding",
+          "Softmax",
+          "probabilities",
+          "style",
+          "fill",
+          "f9f",
+          "stroke",
+          "333",
+          "ccf",
+          "cfc",
+          "fcc",
+          "cff",
+          "ffc",
+          "subgraph",
+          "times",
+          "residual",
+          "stream",
+          "Input",
+          "end",
+          "Figure",
+          "8.1",
+          "decoder",
+          "showing",
+          "single",
+          "embedded",
+          "passed",
+          "forward",
+          "network",
+          "feedforward",
+          "components",
+          "adding",
+          "information",
+          "multihead",
+          "layer",
+          "takes",
+          "inputs",
+          "shown",
+          "detail",
+          "neighboring",
+          "streams",
+          "This",
+          "column",
+          "taking",
+          "outputting",
+          "distribution",
+          "Fig",
+          "sketches",
+          "passes",
+          "layers",
+          "Each",
+          "converted",
+          "embedding",
+          "matrix",
+          "Recall",
+          "Chapter",
+          "Section",
+          "linear",
+          "maps",
+          "id",
+          "vector",
+          "representing",
+          "vocabulary",
+          "initial",
+          "representation",
+          "special",
+          "mechanism",
+          "encoding",
+          "position",
+          "index",
+          "string",
+          "simply",
+          "added",
+          "resulting",
+          "represents",
+          "word",
+          "set",
+          "blocks",
+          "It",
+          "common",
+          "part",
+          "directly",
+          "simultaneously",
+          "enriched",
+          "application",
+          "modules",
+          "multi",
+          "head",
+          "networks",
+          "normalization",
+          "sum",
+          "original",
+          "outputs",
+          "core",
+          "intuition",
+          "component",
+          "distinguishes",
+          "thought",
+          "build",
+          "contextual",
+          "representations",
+          "meaning",
+          "attending",
+          "integrating",
+          "surrounding",
+          "helping",
+          "learn",
+          "relate",
+          "spans",
+          "move",
+          "augmenting",
+          "After",
+          "produced",
+          "final",
+          "block",
+          "pass",
+          "unembedding",
+          "mathbf",
+          "softmax",
+          "generate",
+          "These",
+          "rest",
+          "chatper",
+          "shows",
+          "applied",
+          "window",
+          "words",
+          "So",
+          "long",
+          "generated",
+          "full",
+          "figure",
+          "entire",
+          "vectors",
+          "length",
+          "12",
+          "96",
+          "stacked",
+          "arrows",
+          "show",
+          "hidden",
+          "preceding",
+          "incorporated",
+          "Transformer",
+          "complex",
+          "unfold",
+          "chapters",
+          "pretrained",
+          "sampling",
+          "introduces",
+          "masked",
+          "BERT",
+          "family",
+          "bidirectional",
+          "encoder",
+          "10",
+          "instruction",
+          "tune",
+          "perform",
+          "NLP",
+          "tasks",
+          "align",
+          "human",
+          "preferences",
+          "machine",
+          "translation",
+          "And",
+          "recognition",
+          "15"
+        ],
+        "keywords": [
+          "Transformer",
+          "Attention",
+          "Language Model"
+        ],
+        "connect_to": [
+          {
+            "target": "babc058d-28ee-535b-9ffe-892d38458e93",
+            "relation": "embeds",
+            "ref": "[images/image-1-Transformer Encoder Architecture Diagram.jpg]",
+            "position": {
+              "start": 744,
+              "end": 805
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "57935e48-86ad-5e38-93ff-8cfc4558d833",
+      "type": "image",
+      "content": "\nAfter the $N$ transformer blocks we take the output embedding that is produced by the final transformer block, pass it through an linear unembedding matrix $\\mathbf{U}$ and then a softmax over the vocabulary to generate a distribution over possible next tokens. These last two components (the unembedding matrix and the softmax) are sometimes called the language modeling head. In the rest of this chatper we'll introduce attention and the rest of these modules in more detail. <details>0\n[images/image-2-Transformer Architecture Diagram.jpg]\n",
+      "path": "images/image-2-Transformer Architecture Diagram.jpg",
+      "metadata": {
+        "length": 522,
+        "summary": "image-2\n- **Input Tokens**: Sequence \"So\", \"long\", \"and\", \"thanks\", \"for\" (x1-x5)\n- **Input Encoding**: Embedding layer (E) with positional encoding (1-5)\n- **Stacked Transformer Blocks**: Multiple layers of processing blocks with internal connections\n- **Language Modeling Head**: Output layer (U) producing logits for next token prediction\n- **Next Token Prediction**: Predicts \"long\", \"and\", \"thanks\", \"for\", \"all\" sequentially",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 8 Transformers",
+        "file_path": "images/image-2-Transformer Architecture Diagram.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "add5d859-e260-5ee7-9d3b-e43e88cb3bf9",
+      "type": "text",
+      "content": "Recall from Chapter 5 that for word2vec and other static embeddings, the representation of a word's meaning is always the same vector irrespective of the context: the word chicken, for example, is always represented by the same fixed vector. So a static vector for the word it might somehow encode that this is a pronoun used for animals and inanimate entities. But in context it has a much richer meaning. Consider it in one of these two sentences:\n\nAfter the $N$ transformer blocks we take the output embedding that is produced by the final transformer block, pass it through an linear unembedding matrix $\\mathbf{U}$ and then a softmax over the vocabulary to generate a distribution over possible next tokens. These last two components (the unembedding matrix and the softmax) are sometimes called the language modeling head. In the rest of this chatper we'll introduce attention and the rest of these modules in more detail. <details>0\n[images/image-2-Transformer Architecture Diagram.jpg]\n\n<details>\n<summary>flowchart</summary>\n```mermaid\ngraph TD\nsubgraph Input Tokens\nA1[\"Input encoding So\"] --> X1[\"x1\"]\nA2[\"Input encoding x2\"] --> X2[\"x2\"]\nA3[\"Input encoding x3\"] --> X3[\"x3\"]\nA4[\"Input encoding x4\"] --> X4[\"x4\"]\nA5[\"Input encoding x5\"] --> X5[\"x5\"]\nend\nsubgraph Stacked Transformer Blocks\nB1[\"Stacked Transformer Blocks x1\"] --> X1\nB2[\"Stacked Transformer Blocks x2\"] --> X2\nB3[\"Stacked Transformer Blocks x3\"] --> X3\nB4[\"Stacked Transformer Blocks x4\"] --> X4\nB5[\"Stacked Transformer Blocks x5\"] --> X5\nend\nsubgraph Next Token\nC1[\"Language Modeling Head long\"] --> U1[\"logits U\"]\nC2[\"Language Modeling Head and\"] --> U2[\"logits U\"]\nC3[\"Language Modeling Head and thanks\"] --> U3[\"logits U\"]\nC4[\"Language Modeling Head and thanks for all\"] --> U4[\"logits U\"]\nend\nU1 --> X1\nU2 --> X2\nU3 --> X3\nU4 --> X4\nU5 --> X5\nX1 --> Y1[\"E\"]\nX2 --> Y2[\"E\"]\nX3 --> Y3[\"E\"]\nX4 --> Y4[\"E\"]\nX5 --> Y5[\"E\"]\nstyle Input Tokens fill:#f9f,stroke:#333\nstyle Next Token fill:#ccf,stroke:#333\n```\n</details>\nFigure 8.2 The architecture of a (left-to-right) transformer, showing how each input token get encoded, passed through a set of stacked transformer blocks, and then a language model head that predicts the next token. The embeddings at each token position in the residual stream are passed up the stack, and the arrows in the figure shows how information from the hidden representations of preceding tokens are also incorporated.\n(8.1) The chicken didn't cross the road because it was too tired.\n(8.2) The chicken didn't cross the road because it was too wide.\nIn (8.1) it is the chicken (i.e., the reader knows that the chicken was tired), while in (8.2) it is the road (and the reader knows that the road was wide). $^{1}$ That is, if we are to compute the meaning of this sentence, we'll need the meaning of it to be associated with the chicken in the first sentence and associated with the road in the second one, sensitive to the context.\nFurthermore, consider reading left to right like a causal language model, processing the sentence up to the word it:",
+      "path": "8.pdf/CHAPTER 8 Transformers/8.1 Attention",
+      "metadata": {
+        "length": 3032,
+        "summary": "The passage discusses how static embeddings like word2vec represent words with fixed vectors regardless of context, using 'it' as an example. In contrast, transformer models use context to resolve ambiguity, as shown in sentences where 'it' refers to 'chicken' or 'road' depending on context. It also describes the transformer architecture: input tokens are encoded, passed through stacked transformer blocks, and then through a language modeling head (unembedding matrix and softmax) to predict the next token. A flowchart illustrates this process, showing how information from preceding tokens is incorporated.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 8 Transformers",
+        "tokens": [
+          "Recall",
+          "Chapter",
+          "word2vec",
+          "static",
+          "embeddings",
+          "representation",
+          "word",
+          "meaning",
+          "vector",
+          "irrespective",
+          "context",
+          "chicken",
+          "represented",
+          "fixed",
+          "So",
+          "encode",
+          "pronoun",
+          "animals",
+          "inanimate",
+          "entities",
+          "But",
+          "richer",
+          "Consider",
+          "sentences",
+          "After",
+          "transformer",
+          "blocks",
+          "output",
+          "embedding",
+          "produced",
+          "final",
+          "block",
+          "pass",
+          "linear",
+          "unembedding",
+          "matrix",
+          "mathbf",
+          "softmax",
+          "vocabulary",
+          "generate",
+          "distribution",
+          "tokens",
+          "These",
+          "components",
+          "called",
+          "language",
+          "modeling",
+          "head",
+          "In",
+          "rest",
+          "chatper",
+          "ll",
+          "introduce",
+          "attention",
+          "modules",
+          "detail",
+          "details",
+          "summary",
+          "flowchart",
+          "mermaid",
+          "graph",
+          "TD",
+          "subgraph",
+          "Input",
+          "Tokens",
+          "A1",
+          "encoding",
+          "X1",
+          "x1",
+          "A2",
+          "x2",
+          "X2",
+          "A3",
+          "x3",
+          "X3",
+          "A4",
+          "x4",
+          "X4",
+          "A5",
+          "x5",
+          "X5",
+          "end",
+          "Stacked",
+          "Transformer",
+          "Blocks",
+          "B1",
+          "B2",
+          "B3",
+          "B4",
+          "B5",
+          "Next",
+          "Token",
+          "C1",
+          "Language",
+          "Modeling",
+          "Head",
+          "long",
+          "U1",
+          "logits",
+          "C2",
+          "U2",
+          "C3",
+          "U3",
+          "C4",
+          "U4",
+          "U5",
+          "Y1",
+          "Y2",
+          "Y3",
+          "Y4",
+          "Y5",
+          "style",
+          "fill",
+          "f9f",
+          "stroke",
+          "333",
+          "ccf",
+          "Figure",
+          "8.2",
+          "The",
+          "architecture",
+          "left",
+          "showing",
+          "input",
+          "token",
+          "encoded",
+          "passed",
+          "set",
+          "stacked",
+          "model",
+          "predicts",
+          "position",
+          "residual",
+          "stream",
+          "stack",
+          "arrows",
+          "figure",
+          "shows",
+          "information",
+          "hidden",
+          "representations",
+          "preceding",
+          "incorporated",
+          "8.1",
+          "didn",
+          "cross",
+          "road",
+          "tired",
+          "wide",
+          "reader",
+          "That",
+          "compute",
+          "sentence",
+          "sensitive",
+          "Furthermore",
+          "reading",
+          "causal",
+          "processing"
+        ],
+        "keywords": [
+          "transformer",
+          "context",
+          "embedding"
+        ],
+        "connect_to": [
+          {
+            "target": "57935e48-86ad-5e38-93ff-8cfc4558d833",
+            "relation": "embeds",
+            "ref": "[images/image-2-Transformer Architecture Diagram.jpg]",
+            "position": {
+              "start": 940,
+              "end": 993
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "59eddb21-9635-5244-8db6-08b2133942fa",
+      "type": "image",
+      "content": "\n(8.5) I walked along the pond, and noticed one of the trees along the bank. <details>0\n[images/image-3-Self-Attention Visualization.jpg]\n",
+      "path": "images/image-3-Self-Attention Visualization.jpg",
+      "metadata": {
+        "length": 120,
+        "summary": "image-3\nDiagram illustrating the self-attention mechanism between Layer k and Layer k+1.\n\nKey Components:\n- Input Sequence (Columns): \"The chicken didn't cross the road because it was too tired\"\n- Layers: Two distinct layers labeled \"Layer k\" (bottom) and \"Layer k+1\" (top).\n- Focus Token: The word \"it\" in Layer k+1 is highlighted as the target of attention.\n\nRelationships & Attention Distribution:\n- The diagram visualizes how the token \"it\" at Layer k+1 attends to specific tokens from Layer k.\n- Strongest Connection: A thick blue line connects \"it\" (Layer k+1) to \"chicken\" (Layer k), indicating the highest attention weight. This demonstrates that the model associates \"it\" with \"chicken\".\n- Secondary Connections: Thinner lines connect \"it\" (Layer k+1) to \"road\" and \"because\" in Layer k, showing lower but present attention weights.\n- Visual Representation: The thickness of the connecting lines corresponds to the strength of the self-attention distribution.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 8 Transformers",
+        "file_path": "images/image-3-Self-Attention Visualization.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "90ff64c4-8c9c-5379-90b1-5a28aec57a20",
+      "type": "table",
+      "content": "<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th>Layer</th>\n      <th>Token</th>\n      <th>Token Description</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>Layer k+1</td>\n      <td>The</td>\n      <td>The</td>\n    </tr>\n    <tr>\n      <td>Layer k+1</td>\n      <td>chicken</td>\n      <td>chicken</td>\n    </tr>\n    <tr>\n      <td>Layer k+1</td>\n      <td>didn't</td>\n      <td>didn't</td>\n    </tr>\n    <tr>\n      <td>Layer k+1</td>\n      <td>cross</td>\n      <td>cross</td>\n    </tr>\n    <tr>\n      <td>Layer k+1</td>\n      <td>the</td>\n      <td>the</td>\n    </tr>\n    <tr>\n      <td>Layer k+1</td>\n      <td>road</td>\n      <td>road</td>\n    </tr>\n    <tr>\n      <td>Layer k+1</td>\n      <td>because</td>\n      <td>because</td>\n    </tr>\n    <tr>\n      <td>Layer k+1</td>\n      <td>it</td>\n      <td>it</td>\n    </tr>\n    <tr>\n      <td>self-attention distribution</td>\n      <td>the</td>\n      <td>the</td>\n    </tr>\n    <tr>\n      <td>self-attention distribution</td>\n      <td>chicken</td>\n      <td>chicken</td>\n    </tr>\n    <tr>\n      <td>self-attention distribution</td>\n      <td>didn't</td>\n      <td>didn't</td>\n    </tr>\n    <tr>\n      <td>self-attention distribution</td>\n      <td>cross</td>\n      <td>cross</td>\n    </tr>\n    <tr>\n      <td>self-attention distribution</td>\n      <td>the</td>\n      <td>the</td>\n    </tr>\n    <tr>\n      <td>self-attention distribution</td>\n      <td>road</td>\n      <td>road</td>\n    </tr>\n    <tr>\n      <td>self-attention distribution</td>\n      <td>because</td>\n      <td>because</td>\n    </tr>\n    <tr>\n      <td>self-attention distribution</td>\n      <td>it</td>\n      <td>it</td>\n    </tr>\n    <tr>\n      <td>self-attention distribution</td>\n      <td>was</td>\n      <td>was</td>\n    </tr>\n    <tr>\n      <td>self-attention distribution</td>\n      <td>too</td>\n      <td>too</td>\n    </tr>\n    <tr>\n      <td>self-attention distribution</td>\n      <td>tired</td>\n      <td>tired</td>\n    </tr>\n  </tbody>\n</table>",
+      "path": "tables/table-0 Self-Attention.html",
+      "metadata": {
+        "length": 2020,
+        "summary": "table-1\nThe table shows tokens from a sentence about a chicken not crossing a road, with self-attention distribution layers listing each token.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 8 Transformers",
+        "file_path": "tables/table-0 Self-Attention.html",
+        "keywords": [
+          "self-attention",
+          "tokens",
+          "distribution"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "435936fb-3270-58ee-b0b6-2f96fad6e361",
+      "type": "image",
+      "content": "\nLet's now turn to how this attention distribution is represented and computed. <details>0\n[images/image-4-Self-Attention Layer Diagram.jpg]\n",
+      "path": "images/image-4-Self-Attention Layer Diagram.jpg",
+      "metadata": {
+        "length": 123,
+        "summary": "image-4\n- Component: Self-Attention Layer\n- Input nodes: x1, x2, x3, x4, x5\n- Output nodes: a1, a2, a3, a4, a5\n- Internal structure: Contains five parallel \"attention\" blocks.\n- Connectivity: Each input node (x) connects to every attention block, indicating full connectivity or global context processing within the layer.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 8 Transformers",
+        "file_path": "images/image-4-Self-Attention Layer Diagram.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "f13fb6d3-b2e3-5788-b20c-20e9196b0929",
+      "type": "image",
+      "content": "\n$$ <details>0\n[images/image-5-Self-Attention Mechanism Process.jpg]\n",
+      "path": "images/image-5-Self-Attention Mechanism Process.jpg",
+      "metadata": {
+        "length": 47,
+        "summary": "image-5\n1. Generate key, query, value vectors from inputs X1, X2, and X3 (dimension [1 x d]) using weight matrices W^K, W^Q, and W^V.\n2. Compare the query vector of x3 with the key vectors for x1, x2, and x3.\n3. Divide scalar scores by the square root of dimension K (√d_k).\n4. Turn scores into attention weights (α_i,j) via softmax.\n5. Weigh each value vector based on the calculated attention weights (e.g., α_3,1, α_3,2, α_3,3).\n6. Sum the weighted value vectors to produce a combined vector of dimension [1 x d_v].\n7. Reshape the result to [1 x d].\n8. Output of self-attention (a_3), obtained by multiplying with weight matrix W^O (dimension [d_v x d]).",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 8 Transformers",
+        "file_path": "images/image-5-Self-Attention Mechanism Process.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "d5d65d23-91b3-5928-bd1e-4adec5dedbd0",
+      "type": "text",
+      "content": "At this point we don't yet know which thing it is going to end up referring to! So a representation of it at this point might have aspects of both chicken and road as the reader is trying to guess what happens next.\nThis fact that words have rich linguistic relationships with other words that may be far away pervades language. Consider two more examples:\n(8.4) The keys to the cabinet are on the table.\n(8.5) I walked along the pond, and noticed one of the trees along the bank.\nIn (8.4), the phrase The keys is the subject of the sentence, and in English and many languages, must agree in grammatical number with the verb are; in this case both are plural. In English we can't use a singular verb like is with a plural subject like keys (we'll discuss agreement more in Chapter 18). In (8.5), we know that bank refers to the side of a pond or river and not a financial institution because of the context, including words like pond. (We'll discuss word senses more in Chapter 9.)\ncontextual embeddings\nThe point of all these examples is that these contextual words that help us compute the meaning of words in context can be quite far away in the sentence or paragraph. Transformers can build contextual representations of word meaning, contextual embeddings, by integrating the meaning of these helpful contextual words. In a transformer, layer by layer, we build up richer and richer contextualized representations of the meanings of input tokens. At each layer, we compute the representation of a token i by combining information about i from the previous layer with information about the neighboring tokens to produce a contextualized representation for each word at each position.\nAttention is the mechanism in the transformer that weighs and combines the representations from appropriate other tokens in the context from layer k to build the representation for tokens in layer $k + 1$ .\n\n(8.5) I walked along the pond, and noticed one of the trees along the bank. <details>0\n[images/image-3-Self-Attention Visualization.jpg]\n\n<details>\n<summary>bar chart</summary>\ncolumns corresponding to input tokens\n\n[tables/table-0 Self-Attention.html]\n\ncolumns corresponding to input tokens\n</details>\nFigure 8.3 The self-attention weight distribution $\\alpha$ that is part of the computation of the representation for the word $it$ at layer $k + 1$ . In computing the representation for $it$ , we attend differently to the various words at layer $k$ , with darker shades indicating higher self-attention values. Note that the transformer is attending highly to the columns corresponding to the tokens chicken and road, a sensible result, since at the point where $it$ occurs, it could plausibly corefer with the chicken or the road, and hence we'd like the representation for $it$ to draw on the representation for these earlier words. Figure adapted from Uszkoreit (2017).\nFig. 8.3 shows a schematic example simplified from a transformer (Uszkoreit, 2017). The figure describes the situation when the current token is it and we need to compute a contextual representation for this token at layer $k+1$ of the transformer, drawing on the representations (from layer k) of every prior token. The figure uses color to represent the attention distribution over the contextual words: the tokens chicken and road both have a high attention weight, meaning that as we are computing the representation for it, we will draw most heavily on the representation for chicken and road. This will be useful in building the final representation for it, since it will end up coreferring with either chicken or road.\nLet's now turn to how this attention distribution is represented and computed.\n8.1.1 Attention more formally\nAs we've said, the attention computation is a way to compute a vector representation for a token at a particular layer of a transformer, by selectively attending to and integrating information from prior tokens at the previous layer. Attention takes an input representation $x_{i}$ corresponding to the input token at position i, and a context window of prior inputs $x_{1}..x_{i-1}$ , and produces an output $a_{i}$ .\nIn causal, left-to-right language models, the context is any of the prior words. That is, when processing $x_{i}$ , the model has access to $x_{i}$ as well as the representations of all the prior tokens in the context window (context windows consist of thousands of tokens) but no tokens after i. (By contrast, in Chapter 9 we’ll generalize attention so it can also look ahead to future words.)\nFig. 8.4 illustrates this flow of information in an entire causal self-attention layer, in which this same attention computation happens in parallel at each token position i. Thus a self-attention layer maps input sequences $(\\mathbf{x}_{1},..., \\mathbf{x}_{n})$ to output sequences of the same length $(\\mathbf{a}_{1},..., \\mathbf{a}_{n})$ .\n\nLet's now turn to how this attention distribution is represented and computed. <details>0\n[images/image-4-Self-Attention Layer Diagram.jpg]\n\n<details>\n<summary>flowchart</summary>\n```mermaid\ngraph TD\na1[\" a₁ \"] --> A1[\"attention\"]\na2[\" a₂ \"] --> A2[\"attention\"]\na3[\" a₃ \"] --> A3[\"attention\"]\na4[\" a₄ \"] --> A4[\"attention\"]\na5[\" a₅ \"] --> A5[\"attention\"]\nx1[\" x₁ \"] --> A1\nx2[\" x₂ \"] --> A2\nx3[\" x₃ \"] --> A3\nx4[\" x₄ \"] --> A4\nx5[\" x₅ \"] --> A5\nA1 --> x1\nA2 --> x2\nA3 --> x3\nA4 --> x4\nA5 --> x5\n```\n</details>\nFigure 8.4 Information flow in causal self-attention. When processing each input $x_{i}$ , the model attends to all the inputs up to, and including $x_{i}$ .\nSimplified version of attention At its heart, attention is really just a weighted sum of context vectors, with a lot of complications added to how the weights are computed and what gets summed. For pedagogical purposes let's first describe a simplified intuition of attention, in which the attention output $\\mathbf{a}_i$ at token position $i$ is simply the weighted sum of all the representations $\\mathbf{x}_j$ , for all $j \\leq i$ ; we'll use $\\alpha_{ij}$ to mean how much $\\mathbf{x}_j$ should contribute to $\\mathbf{a}_i$ :\n$$\n\\text { Simplified   version: } \\quad \\mathbf {a} _ {i} = \\sum_ {j \\leq i} \\alpha_ {i j} \\mathbf {x} _ {j} \\tag {8.6}\n$$\nEach $\\alpha_{ij}$ is a scalar used for weighing the value of input $\\mathbf{x}_j$ when summing up the inputs to compute $\\mathbf{a}_i$ . How shall we compute this $\\alpha$ weighting? In attention we weight each prior embedding proportionally to how similar it is to the current token $i$ . So the output of attention is a sum of the embeddings of prior tokens weighted by their similarity with the current token embedding. We compute similarity scores via dot product, which maps two vectors into a scalar value ranging from $-\\infty$ to $\\infty$ . The larger the score, the more similar the vectors that are being compared. We'll normalize these scores with a softmax to create the vector of weights $\\alpha_{ij}, j \\leq i$ .\n$$\n\\text { Simplified   Version: } \\quad \\operatorname{score} (\\mathbf {x} _ {i}, \\mathbf {x} _ {j}) = \\mathbf {x} _ {i} \\cdot \\mathbf {x} _ {j} \\tag {8.7}\n$$\n$$\n\\alpha_ {i j} = \\text { softmax } (\\text { score } (\\mathbf {x} _ {i}, \\mathbf {x} _ {j})) \\forall j \\leq i \\tag {8.8}\n$$\nThus in Fig. 8.4 we compute $a_{3}$ by computing three scores: $x_{3} \\cdot x_{1}$ , $x_{3} \\cdot x_{2}$ and $x_{3} \\cdot x_{3}$ , normalizing them by a softmax, and using the resulting probabilities as weights indicating each of their proportional relevance to the current position i. Of course, the softmax weight will likely be highest for $x_{i}$ , since $x_{i}$ is very similar to itself, resulting in a high dot product. But other context words may also be similar to i, and the softmax will also assign some weight to those words. Then we use these weights as the $\\alpha$ values in Eq. 8.6 to compute the weighted sum that is our $a_{3}$ .\nThe simplified attention in equations 8.6 - 8.8 demonstrates the attention-based approach to computing $\\mathbf{a}_i$ : compare the $\\mathbf{x}_i$ to prior vectors, normalize those scores into a probability distribution used to weight the sum of the prior vectors. But now we're ready to remove the simplifications.\nattention head\nhead\nA single attention head using query, key, and value matrices Now that we've seen a simple intuition of attention, let's introduce the actual attention head, the version of attention that's used in transformers. (The word head is often used in transformers to refer to specific structured layers). The attention head allows us to distinctly represent three different roles that each input embedding plays during the course of the attention process:\nquery\nkey\nvalue\n- As the current element being compared to the preceding inputs. We'll refer to this role as a query.\n- In its role as a preceding input that is being compared to the current element to determine a similarity weight. We'll refer to this role as a key.\n- And finally, as a value of a preceding element that gets weighted and summed up to compute the output for the current element.\nTo capture these three different roles, transformers introduce weight matrices $W^{Q}$ , $W^{K}$ , and $W^{V}$ . These weights will project each input vector $x_{i}$ into a representation of its role as a query, key, or value:\n$$\n\\mathbf {q} _ {i} = \\mathbf {x} _ {i} \\mathbf {W} ^ {\\mathrm{Q}}; \\quad \\mathbf {k} _ {i} = \\mathbf {x} _ {i} \\mathbf {W} ^ {\\mathrm{K}}; \\quad \\mathbf {v} _ {i} = \\mathbf {x} _ {i} \\mathbf {W} ^ {\\mathrm{V}} \\tag {8.9}\n$$\nGiven these projections, when we are computing the similarity of the current element $\\mathbf{x}_i$ with some prior element $\\mathbf{x}_j$ , we'll use the dot product between the current element's query vector $\\mathbf{q}_i$ and the preceding element's key vector $\\mathbf{k}_j$ . Furthermore, the result of a dot product can be an arbitrarily large (positive or negative) value, and exponentiating large values can lead to numerical issues and loss of gradients during training. To avoid this, we scale the dot product by a factor related to the size of the embeddings, via dividing by the square root of the dimensionality of the query and key vectors $(d_k)$ . We thus replace the simplified Eq. 8.7 with Eq. 8.11. The ensuing softmax calculation resulting in $\\alpha_{ij}$ remains the same, but the output calculation for $\\textbf{head}_i$ is now based on a weighted sum over the value vectors $\\mathbf{v}$ (Eq. 8.13).\nHere's a final set of equations for computing self-attention for a single self-attention output vector $\\mathbf{a}_i$ from a single input vector $\\mathbf{x}_i$ . This version of attention computes $\\mathbf{a}_i$ by summing the values of the prior elements, each weighted by the similarity of its key to the query from the current element:\n$$\n\\mathbf {q} _ {i} = \\mathbf {x} _ {i} \\mathbf {W} ^ {\\mathrm{Q}}; \\quad \\mathbf {k} _ {j} = \\mathbf {x} _ {j} \\mathbf {W} ^ {\\mathrm{K}}; \\quad \\mathbf {v} _ {j} = \\mathbf {x} _ {j} \\mathbf {W} ^ {\\mathrm{V}} \\tag {8.10}\n$$\n$$\n\\operatorname{score} (\\mathbf {x} _ {i}, \\mathbf {x} _ {j}) = \\frac {\\mathbf {q} _ {i} \\cdot \\mathbf {k} _ {j}}{\\sqrt {d _ {k}}} \\tag {8.11}\n$$\n$$\n\\alpha_ {i j} = \\text { softmax } (\\text { score } (\\mathbf {x} _ {i}, \\mathbf {x} _ {j})) \\forall j \\leq i \\tag {8.12}\n$$\n$$\n\\mathbf {h e a d} _ {i} = \\sum_ {j \\leq i} \\alpha_ {i j} \\mathbf {v} _ {j} \\tag {8.13}\n$$\n$$\n\\mathbf {a} _ {i} = \\text {   head } _ {i} \\mathbf {W} ^ {\\mathrm{O}} \\tag {8.14}\n$$\nWe illustrate this in Fig. 8.5 for the case of calculating the value of the third output $a_{3}$ in a sequence.\nNote that we've also introduced one more matrix, $\\mathbf{W}_{\\mathbf{O}}$ , which is left-multiplied by the attention head. This is necessary to reshape the output of the head. The input to attention $\\mathbf{x}_{\\mathbf{i}}$ and the output from attention $\\mathbf{a}_{\\mathbf{i}}$ both have the same dimensionality $[1\\times d]$ . We often call $d$ the model dimensionality, and indeed as we'll discuss in\n\n$$ <details>0\n[images/image-5-Self-Attention Mechanism Process.jpg]\n\n<details>\n<summary>flowchart</summary>\n```mermaid\ngraph TD\nA[\"1 x d\"] --> B[\"×1 × dv\"]\nC[\"2 x3's query with the keys for x1, x2, and x3\"] --> D[\"×1 × dv\"]\nE[\"3 x3\"] --> F[\"×1 × dv\"]\nG[\"4 x3\"] --> H[\"×1 × dv\"]\nI[\"5 x3\"] --> J[\"×1 × dv\"]\nK[\"6 x3\"] --> L[\"×1 × dv\"]\nM[\"7 x3\"] --> N[\"×1 × dv\"]\nO[\"8 x3\"] --> P[\"Output of self-attention a₃ [1 × d\"]]\nQ[\"9 x3\"] --> R[\"W⁰ [dv × d\"] [1 × dv]]\nS[\"10 x3\"] --> T[\"Sum the weighted value vectors [1 × dv\"]]\nU[\"11 x3\"] --> V[\"α₃,₁ → α₃,₂ → α₃,₃\"]\nW[\"12 x3\"] --> X[\"α₃,₁ → α₃,₂ → α₃,₃\"]\nY[\"13 x3\"] --> Z[\"α₃,₁ → α₃,₂ → α₃,₃\"]\nAA[\"14 x3\"] --> AB[\"α₃,₁ → α₃,₂ → α₃,₃\"]\nAC[\"15 x3\"] --> AD[\"α₃,₁ → α₃,₂ → α₃,₃\"]\nAE[\"16 x3\"] --> AF[\"α₃,₁ → α₃,₂ → α₃,₃\"]\nAG[\"17 x3\"] --> AH[\"α₃,₁ → α₃,₂ → α₃,₃\"]\nAI[\"18 x3\"] --> AJ[\"α₃,₁ → α₃,₂ → α₃,₃\"]\nAK[\"19 x3\"] --> AL[\"α₃,₁ → α₃,₂ → α₃,₃\"]\nAM[\"20 x3\"] --> AN[\"α₃,₁ → α₃,₂ → α₃,₃\"]\nAO[\"21 x3\"] --> AP[\"α₃,₁ → α₃,₂ → α₃,₃\"]\nAQ[\"22 x3\"] --> AR[\"α₃,₁ → α₃,₂ → α₃,₃\"]\nAS[\"23 x3\"] --> AT[\"α₃,₁ → α₃,₂ → α₃,₃\"]\nAU[\"24 x3\"] --> AV[\"α₃,₁ → α₃,₂ → α₃,₃\"]\nAW[\"25 x3\"] --> AX[\"α₃,₁ → α₃,₂ → α₃,₃\"]\nAY[\"26 x3\"] --> AZ[\"α₃,₁ → α₃,₂ → α₃,₃\"]\nBA[\"27 x3\"] --> BB[\"α₃,₁ → α₃,₂ → α₃,₃\"]\nBC[\"28 x3\"] --> BD[\"α₃,₁ → α₃,₂ → α₃,₃\"]\nBE[\"29 x3\"] --> BF[\"α₃,₁ → α₃,₂ → α₃,₃\"]\nBG[\"30 x3\"] --> BH[\"α₃,₁ → α₃,₂ → α₃,₃\"]\nBI[\"31 x3\"] --> BJ[\"α₃,₁ → α₃,₂ → α₃,₃\"]\nBK[\"32 x3\"] --> BL[\"α₃,₁ → α₃,₂ → α₃,₃\"]\nBM[\"33 x3\"] --> BN[\"α₃,₁ → α₃,₂ → α₃,₃\"]\nBO[\"34 x3\"] --> BP[\"α₃,₁ → α₃,₂ → α₃,₃\"]\nBP --> BQ[\"X1: k q v W^K W^Q W^V X1: [1 × d\"]]\nBX[\"X2: k q v W^K W^Q W^V X2: [1 × d\"]]\nBY[\"X3: k q v W^K W^Q W^V X3: [1 × d\"]]\n```\n</details>\nFigure 8.5 Calculating the value of $\\mathbf{a}_3$ , the third element of a sequence using causal (left-to-right) self-attention.\nSection 8.2 the output $h_{i}$ of each transformer block, as well as the intermediate vectors inside the transformer block also have the same dimensionality $[1 \\times d]$ . Having everything be the same dimensionality makes the transformer very modular.\nSo let's talk shapes. How do we get from $[1 \\times d]$ at the input to $[1 \\times d]$ at the output? Let's look at all the internal shapes. We'll have a dimension $d_k$ for the query and key vectors. The query vector and the key vector are both dimensionality $[1 \\times d_k]$ , so we can take their dot product $\\mathbf{q}_i \\cdot \\mathbf{k}_j$ to produce a scalar. We'll have a separate dimension $d_v$ for the value vectors. The transform matrix $\\mathbf{W}^{\\mathbf{Q}}$ has shape $[d \\times d_k]$ , $\\mathbf{W}^{\\mathbf{K}}$ is $[d \\times d_k]$ , and $\\mathbf{W}^{\\mathbf{V}}$ is $[d \\times d_v]$ . So the output of $\\mathbf{head}_i$ in equation Eq. 8.13 is of shape $[1 \\times d_v]$ . To get the desired output shape $[1 \\times d]$ we'll need to reshape the head output, and so $\\mathbf{W}^{\\mathbf{O}}$ is of shape $[d_v \\times d]$ . In the original transformer work (Vaswani et al., 2017), $d$ was 512, $d_k$ and $d_v$ were both 64.\nMulti-head Attention Equations 8.11-8.13 describe a single attention head. But actually, transformers use multiple attention heads. The intuition is that each head might be attending to the context for different purposes: heads might be specialized to represent different linguistic relationships between context elements and the current token, or to look for particular kinds of patterns in the context.\nSo in multi-head attention we have A separate attention heads that reside in parallel layers at the same depth in a model, each with its own set of parameters that allows the head to model different aspects of the relationships among inputs. Thus each head i in a self-attention layer has its own set of query, key, and value matrices: $W^{Qi}$ , $W^{Ki}$ , and $W^{Vi}$ . These are used to project the inputs into separate query, key, and value embeddings for each head.\nWhen using multiple heads the model dimension d is still used for the input and output, the query and key embeddings have dimensionality $d_{k}$ , and the value embeddings are of dimensionality $d_{v}$ (again, in the original transformer paper $d_{k}=$\nmulti-head attention\n$d_{v}=64, A=8,$ and $d=512$ ). Thus for each head $i$ , we have weight layers $\\mathbf{W}^{\\mathbf{Q}\\mathbf{i}}$ of shape $[d\\times d_{k}]$ , $\\mathbf{W}^{\\mathbf{K}\\mathbf{i}}$ of shape $[d\\times d_{k}]$ , and $\\mathbf{W}^{\\mathbf{V}\\mathbf{i}}$ of shape $[d\\times d_{v}]$ .\nBelow are the equations for attention augmented with multiple heads; Fig. 8.6 shows an intuition.\n$$\n\\mathbf {q} _ {i} ^ {c} = \\mathbf {x} _ {i} \\mathbf {W} ^ {\\mathbf {Q c}}; \\quad \\mathbf {k} _ {j} ^ {c} = \\mathbf {x} _ {j} \\mathbf {W} ^ {\\mathbf {K c}}; \\quad \\mathbf {v} _ {j} ^ {c} = \\mathbf {x} _ {j} \\mathbf {W} ^ {\\mathbf {V c}}; \\quad \\forall c 1 \\leq c \\leq A \\tag {8.15}\n$$\n$$\n\\operatorname{score} ^ {c} (\\mathbf {x} _ {i}, \\mathbf {x} _ {j}) = \\frac {\\mathbf {q} _ {i} ^ {c} \\cdot \\mathbf {k} _ {j} ^ {c}}{\\sqrt {d _ {k}}} \\tag {8.16}\n$$\n$$\n\\alpha_ {i j} ^ {c} = \\text { softmax } (\\text { score } ^ {c} (\\mathbf {x} _ {i}, \\mathbf {x} _ {j})) \\forall j \\leq i \\tag {8.17}\n$$\n$$\n\\mathbf {h e a d} _ {i} ^ {c} = \\sum_ {j \\leq i} \\alpha_ {i j} ^ {c} \\mathbf {v} _ {j} ^ {c} \\tag {8.18}\n$$\n$$\n\\mathbf {a} _ {i} = \\left(\\mathbf {h e a d} ^ {1} \\oplus \\mathbf {h e a d} ^ {2} \\dots \\oplus \\mathbf {h e a d} ^ {A}\\right) \\mathbf {W} ^ {O} \\tag {8.19}\n$$\n$$\n\\text { MultiHeadAttention } (\\mathbf {x} _ {i}, [ \\mathbf {x} _ {1}, \\dots , \\mathbf {x} _ {i - 1} ]) = \\mathbf {a} _ {i} \\tag {8.20}\n$$\nNote in Eq. 8.20 that MultiHeadAttention is a function of the current input $\\mathbf{x}_i$ , as well as all the other inputs. For the causal or left-to-right attention that we use in this chapter, the other inputs are only to the left, but we'll also see a version of attention in Chapter 9 where attention is a function of the tokens to the right as well. We'll return to this idea about causal inputs in Eq. 8.34 when we introduce the idea of masking the right context.\nThe output of each of the A heads is of shape $[1 \\times d_{v}]$ , and so the output of the multi-head layer with A heads consists of A vectors of shape $[1 \\times d_{v}]$ . These are concatenated to produce a single output with dimensionality $[1 \\times Ad_{v}]$ . Then we use yet another linear projection $W^{0} \\in R^{Ad_{v} \\times d}$ to reshape it, resulting in the multi-head attention vector $a_{i}$ with the correct output shape $[1 \\times d]$ at each input i.",
+      "path": "8.pdf/CHAPTER 8 Transformers/(8.3) The chicken didn't cross the road because it",
+      "metadata": {
+        "length": 18334,
+        "summary": "The passage explains how transformers use attention mechanisms to build contextual representations of word meaning. It describes how attention computes a weighted sum of context vectors, with weights determined by similarity scores between query and key vectors. The text covers both simplified and formal versions of attention, including single-head and multi-head attention, and explains the roles of query, key, and value matrices. It also discusses causal (left-to-right) attention used in language models.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 8 Transformers",
+        "tokens": [
+          "At",
+          "point",
+          "don",
+          "thing",
+          "end",
+          "referring",
+          "So",
+          "representation",
+          "aspects",
+          "chicken",
+          "road",
+          "reader",
+          "guess",
+          "This",
+          "fact",
+          "words",
+          "rich",
+          "linguistic",
+          "relationships",
+          "pervades",
+          "language",
+          "Consider",
+          "examples",
+          "8.4",
+          "The",
+          "keys",
+          "cabinet",
+          "table",
+          "8.5",
+          "walked",
+          "pond",
+          "noticed",
+          "trees",
+          "bank",
+          "In",
+          "phrase",
+          "subject",
+          "sentence",
+          "English",
+          "languages",
+          "agree",
+          "grammatical",
+          "number",
+          "verb",
+          "case",
+          "plural",
+          "singular",
+          "ll",
+          "discuss",
+          "agreement",
+          "Chapter",
+          "18",
+          "refers",
+          "side",
+          "river",
+          "financial",
+          "institution",
+          "context",
+          "including",
+          "We",
+          "word",
+          "senses",
+          "contextual",
+          "embeddings",
+          "compute",
+          "meaning",
+          "paragraph",
+          "Transformers",
+          "build",
+          "representations",
+          "integrating",
+          "helpful",
+          "transformer",
+          "layer",
+          "richer",
+          "contextualized",
+          "meanings",
+          "input",
+          "tokens",
+          "token",
+          "combining",
+          "information",
+          "previous",
+          "neighboring",
+          "produce",
+          "position",
+          "Attention",
+          "mechanism",
+          "weighs",
+          "combines",
+          "details",
+          "summary",
+          "bar",
+          "chart",
+          "columns",
+          "Figure",
+          "8.3",
+          "attention",
+          "weight",
+          "distribution",
+          "alpha",
+          "part",
+          "computation",
+          "computing",
+          "attend",
+          "differently",
+          "darker",
+          "shades",
+          "indicating",
+          "higher",
+          "values",
+          "Note",
+          "attending",
+          "highly",
+          "result",
+          "occurs",
+          "plausibly",
+          "corefer",
+          "draw",
+          "earlier",
+          "adapted",
+          "Uszkoreit",
+          "2017",
+          "Fig",
+          "shows",
+          "schematic",
+          "simplified",
+          "figure",
+          "describes",
+          "situation",
+          "current",
+          "drawing",
+          "prior",
+          "color",
+          "represent",
+          "high",
+          "heavily",
+          "building",
+          "final",
+          "coreferring",
+          "Let",
+          "turn",
+          "represented",
+          "computed",
+          "8.1",
+          "formally",
+          "As",
+          "ve",
+          "vector",
+          "selectively",
+          "takes",
+          "window",
+          "inputs",
+          "produces",
+          "output",
+          "causal",
+          "left",
+          "models",
+          "That",
+          "processing",
+          "model",
+          "access",
+          "windows",
+          "consist",
+          "thousands",
+          "By",
+          "contrast",
+          "generalize",
+          "ahead",
+          "future",
+          "illustrates",
+          "flow",
+          "entire",
+          "parallel",
+          "Thus",
+          "maps",
+          "sequences",
+          "mathbf",
+          "length",
+          "flowchart",
+          "mermaid",
+          "graph",
+          "TD",
+          "a1",
+          "A1",
+          "a2",
+          "A2",
+          "a3",
+          "A3",
+          "a4",
+          "A4",
+          "a5",
+          "A5",
+          "x1",
+          "x2",
+          "x3",
+          "x4",
+          "x5",
+          "Information",
+          "When",
+          "attends",
+          "Simplified",
+          "version",
+          "heart",
+          "weighted",
+          "sum",
+          "vectors",
+          "lot",
+          "complications",
+          "added",
+          "weights",
+          "summed",
+          "For",
+          "pedagogical",
+          "purposes",
+          "describe",
+          "intuition",
+          "simply",
+          "leq",
+          "ij",
+          "contribute",
+          "text",
+          "quad",
+          "tag",
+          "8.6",
+          "Each",
+          "scalar",
+          "weighing",
+          "summing",
+          "How",
+          "weighting",
+          "embedding",
+          "proportionally",
+          "similar",
+          "similarity",
+          "scores",
+          "dot",
+          "product",
+          "ranging",
+          "infty",
+          "larger",
+          "score",
+          "compared",
+          "normalize",
+          "softmax",
+          "create",
+          "Version",
+          "operatorname",
+          "cdot",
+          "8.7",
+          "forall",
+          "8.8",
+          "normalizing",
+          "resulting",
+          "probabilities",
+          "proportional",
+          "relevance",
+          "Of",
+          "highest",
+          "But",
+          "assign",
+          "Then",
+          "Eq",
+          "equations",
+          "demonstrates",
+          "based",
+          "approach",
+          "compare",
+          "probability",
+          "ready",
+          "remove",
+          "simplifications",
+          "head",
+          "single",
+          "query",
+          "key",
+          "matrices",
+          "Now",
+          "simple",
+          "introduce",
+          "actual",
+          "transformers",
+          "refer",
+          "specific",
+          "structured",
+          "layers",
+          "distinctly",
+          "roles",
+          "plays",
+          "process",
+          "element",
+          "preceding",
+          "role",
+          "determine",
+          "And",
+          "finally",
+          "To",
+          "capture",
+          "These",
+          "project",
+          "mathrm",
+          "8.9",
+          "Given",
+          "projections",
+          "Furthermore",
+          "arbitrarily",
+          "large",
+          "positive",
+          "negative",
+          "exponentiating",
+          "lead",
+          "numerical",
+          "issues",
+          "loss",
+          "gradients",
+          "training",
+          "avoid",
+          "scale",
+          "factor",
+          "related",
+          "size",
+          "dividing",
+          "square",
+          "root",
+          "dimensionality",
+          "replace",
+          "8.11",
+          "ensuing",
+          "calculation",
+          "remains",
+          "textbf",
+          "8.13",
+          "Here",
+          "set",
+          "computes",
+          "elements",
+          "8.10",
+          "frac",
+          "sqrt",
+          "8.12",
+          "8.14",
+          "illustrate",
+          "calculating",
+          "sequence",
+          "introduced",
+          "matrix",
+          "multiplied",
+          "reshape",
+          "times",
+          "call",
+          "dv",
+          "Output",
+          "10",
+          "Sum",
+          "11",
+          "12",
+          "13",
+          "AA",
+          "14",
+          "AB",
+          "AC",
+          "15",
+          "AD",
+          "AE",
+          "16",
+          "AF",
+          "AG",
+          "17",
+          "AH",
+          "AI",
+          "AJ",
+          "AK",
+          "19",
+          "AL",
+          "AM",
+          "20",
+          "AN",
+          "AO",
+          "21",
+          "AP",
+          "AQ",
+          "22",
+          "AR",
+          "AS",
+          "23",
+          "AT",
+          "AU",
+          "24",
+          "AV",
+          "AW",
+          "25",
+          "AX",
+          "AY",
+          "26",
+          "AZ",
+          "BA",
+          "27",
+          "BB",
+          "BC",
+          "28",
+          "BD",
+          "BE",
+          "29",
+          "BF",
+          "BG",
+          "30",
+          "BH",
+          "BI",
+          "31",
+          "BJ",
+          "BK",
+          "32",
+          "BL",
+          "BM",
+          "33",
+          "BN",
+          "BO",
+          "34",
+          "BP",
+          "BQ",
+          "X1",
+          "BX",
+          "X2",
+          "BY",
+          "X3",
+          "Calculating",
+          "Section",
+          "8.2",
+          "block",
+          "intermediate",
+          "inside",
+          "Having",
+          "makes",
+          "modular",
+          "talk",
+          "shapes",
+          "internal",
+          "dimension",
+          "separate",
+          "transform",
+          "shape",
+          "equation",
+          "desired",
+          "original",
+          "work",
+          "Vaswani",
+          "al",
+          "512",
+          "64",
+          "Multi",
+          "Equations",
+          "multiple",
+          "heads",
+          "specialized",
+          "kinds",
+          "patterns",
+          "multi",
+          "reside",
+          "depth",
+          "parameters",
+          "Qi",
+          "Ki",
+          "Vi",
+          "paper",
+          "Below",
+          "augmented",
+          "8.15",
+          "8.16",
+          "8.17",
+          "8.18",
+          "oplus",
+          "dots",
+          "8.19",
+          "MultiHeadAttention",
+          "8.20",
+          "function",
+          "chapter",
+          "return",
+          "idea",
+          "8.34",
+          "masking",
+          "consists",
+          "concatenated",
+          "Ad",
+          "linear",
+          "projection",
+          "correct"
+        ],
+        "keywords": [
+          "attention",
+          "transformer",
+          "contextual embeddings"
+        ],
+        "connect_to": [
+          {
+            "target": "59eddb21-9635-5244-8db6-08b2133942fa",
+            "relation": "embeds",
+            "ref": "[images/image-3-Self-Attention Visualization.jpg]",
+            "position": {
+              "start": 1983,
+              "end": 2032
+            }
+          },
+          {
+            "target": "90ff64c4-8c9c-5379-90b1-5a28aec57a20",
+            "relation": "embeds",
+            "ref": "[tables/table-0 Self-Attention.html]",
+            "position": {
+              "start": 2112,
+              "end": 2148
+            }
+          },
+          {
+            "target": "435936fb-3270-58ee-b0b6-2f96fad6e361",
+            "relation": "embeds",
+            "ref": "[images/image-4-Self-Attention Layer Diagram.jpg]",
+            "position": {
+              "start": 4955,
+              "end": 5004
+            }
+          },
+          {
+            "target": "f13fb6d3-b2e3-5788-b20c-20e9196b0929",
+            "relation": "embeds",
+            "ref": "[images/image-5-Self-Attention Mechanism Process.jpg]",
+            "position": {
+              "start": 11959,
+              "end": 12012
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "770bece3-4834-5835-864b-56439a28e1c0",
+      "type": "image",
+      "content": "\nresidual stream <details>0\n[images/image-6-Multi-Head Attention Mechanism.jpg]\n",
+      "path": "images/image-6-Multi-Head Attention Mechanism.jpg",
+      "metadata": {
+        "length": 60,
+        "summary": "image-6\nThe diagram illustrates the architecture of a multi-head attention mechanism, likely within a Transformer model.\n\nKey components and flow:\n- Input: A sequence of vectors (represented as $x_{i-3}, x_{i-2}, x_{i-1}, X_i$) with dimension $[1 \\times d]$.\n- Parallel Heads: The input is processed by four parallel \"heads\" (Head 1 through Head 4). Each head applies its own set of weight matrices ($W^K, W^V, W^Q$) to attend differently to the context.\n- Output Dimensions: Each head produces an output vector of dimension $[1 \\times d_v]$.\n- Concatenation: The outputs from all heads are concatenated to form a combined vector of dimension $[1 \\times Ad_v]$, where $A=4$ in this example.\n- Final Projection: The concatenated output is projected to the final representation using a weight matrix $W^O$. This results in a final output vector of dimension $[1 \\times d]$.\n- Note on Dimensions: The diagram specifies that usually",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 8 Transformers",
+        "file_path": "images/image-6-Multi-Head Attention Mechanism.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "e28cb543-3349-5d91-bd08-a8accb95486d",
+      "type": "image",
+      "content": "\nstyle C3 fill:#cfc,stroke:#333 <details>0\n[images/image-7-Transformer Block Architecture.jpg]\n",
+      "path": "images/image-7-Transformer Block Architecture.jpg",
+      "metadata": {
+        "length": 75,
+        "summary": "image-7\n- Input sequence: x_i (with preceding steps x_{i-1}, x_{i-2})\n- Output sequence: h_i (with preceding steps h_{i-1}, h_{i-2})\n- Core components:\n  - MultiHead Attention layer\n  - Layer Norm layers (pre and post attention)\n  - Feedforward network\n- Structural features:\n  - Residual connections (indicated by green diamond \"+\" symbols)\n  - Skip connections bypassing attention and feedforward blocks\n  - Normalization applied before and after attention mechanisms",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 8 Transformers",
+        "file_path": "images/image-7-Transformer Block Architecture.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "ef9fe40b-a3cd-5af2-a7ce-ef4883f409aa",
+      "type": "image",
+      "content": "\n$$ <details>0\n[images/image-8-Diagram of Token Residual Streams.jpg]\n",
+      "path": "images/image-8-Diagram of Token Residual Streams.jpg",
+      "metadata": {
+        "length": 47,
+        "summary": "image-8\n- Illustrates the flow of residual streams for two tokens (Token A and Token B) across vertical lanes or channels.\n- Red arrows indicate the path of the residual stream:\n  - Token A's stream starts in a lower lane and moves upward into an adjacent lane.\n  - Token B's stream follows a similar trajectory, moving from one lane to another in an upward direction.\n- The diagram suggests a mechanism where token information is passed or shifted between different processing paths or layers.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 8 Transformers",
+        "file_path": "images/image-8-Diagram of Token Residual Streams.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "aaec2f26-726c-584e-b1f5-5e2afc732cde",
+      "type": "text",
+      "content": "residual stream\nThe self-attention calculation lies at the core of what's called a transformer block, which, in addition to the self-attention layer, includes three other kinds of layers: (1) a feedforward layer, (2) residual connections, and (3) normalizing layers (colloquially called “layer norm”).\nFig. 8.7 illustrates a transformer block, sketching a common way of thinking about the block that is called the residual stream (Elhage et al., 2021). In the residual stream viewpoint, we consider the processing of an individual token i through the transformer block as a single stream of d-dimensional representations for token position i. This residual stream starts with the original input vector, and the various components read their input from the residual stream and add their output back into the stream.\nThe input at the bottom of the stream is an embedding for a token, which has dimensionality d. This initial embedding gets passed up (by residual connections), and is progressively added to by the other components of the transformer: the attention layer that we have seen, and the feedforward layer that we will introduce. Before the attention and feedforward layer is a computation called the layer norm.\nThus the initial vector is passed through a layer norm and attention layer, and the result is added back into the stream, in this case to the original input vector $x_{i}$ . And then this summed vector is again passed through another layer norm and a feedforward layer, and the output of those is added back into the residual, and we'll use $\\mathbf{h}_i$ to refer to the resulting output of the transformer block for token $i$ .\n\nresidual stream <details>0\n[images/image-6-Multi-Head Attention Mechanism.jpg]\n\n<details>\n<summary>flowchart</summary>\n```mermaid\ngraph TD\nA[\"Project to final representation W^O\"] --> B[\"Concatenate Outputs\"]\nB --> C1[\"Head 1 W^K1 W^V1 W^Q1\"]\nB --> C2[\"Head 2 W^K2 W^V2 W^Q2\"]\nB --> C3[\"Head 3 W^K3 W^V3 W^Q3\"]\nB --> C4[\"Head 4 W^K4 W^V4 W^Q4\"]\nC1 --> D1[\"x_{i-3} ... x_{i-2} ... x_{i-1}\"]\nC2 --> D2[\"x_{i-3} ... x_{i-2} ... x_{i-1}\"]\nC3 --> D3[\"x_{i-3} ... x_{i-2} ... x_{i-1}\"]\nC4 --> D4[\"x_{i-3} ... x_{i-2} ... x_{i-1}\"]\nstyle A fill:#f9f,stroke:#333\nstyle B fill:#ccf,stroke:#333\nstyle C1 fill:#cfc,stroke:#333\nstyle C2 fill:#cfc,stroke:#333\nstyle C3 fill:#cfc,stroke:#333\nstyle C4 fill:#cfc,stroke:#333\n```\n</details>\nFigure 8.6 The multi-head attention computation for input $x_{i}$ , producing output $a_{i}$ . A multi-head attention layer has A heads, each with its own query, key, and value weight matrices. In this figure, we show A = 4, a smaller value than is usually used, just to fit on the page. The outputs from each of the heads are of shape $[1 \\times d_{v}]$ and are concatenated and then projected into a different space by the $W_{0}$ matrix. Usually the dimensionality $d_{v}$ of the heads is set so that $d_{v} = d/A$ , with the result that $W_{0}$ is a square matrix of shape $[Ad_{v} \\times d] = [d \\times d]$ . usually of the same size, then projected d, thus producing an output of the same size as the input.\n\nstyle C3 fill:#cfc,stroke:#333 <details>0\n[images/image-7-Transformer Block Architecture.jpg]\n\n<details>\n<summary>flowchart</summary>\n```mermaid\ngraph TD\nA[\"x_{i-2}\"] --> B[\"MultiHead Attention\"]\nC[\"x_{i-1}\"] --> D[\"MultiHead Attention\"]\nE[\"x_i\"] --> F[\"MultiHead Attention\"]\nG[\"h_i\"] --> H[\"MultiHead Attention\"]\nI[\"h_i\"] --> J[\"MultiHead Attention\"]\nK[\"Feedforward\"] --> L[\"Layer Norm\"]\nM[\"...\"] --> N[\"...\"]\nO[\"Layer Norm\"] --> P[\"Layer Norm\"]\nQ[\"+\"] --> R[\"+\"]\nS[\"+\"] --> T[\"+\"]\nU[\"+\"] --> V[\"+\"]\nW[\"+\"] --> X[\"+\"]\nY[\"+\"] --> Z[\"+\"]\nstyle A fill:#f9f,stroke:#333\nstyle C fill:#f9f,stroke:#333\nstyle E fill:#f9f,stroke:#333\nstyle Q fill:#f9f,stroke:#333\nstyle M fill:#f9f,stroke:#333\nstyle O fill:#f9f,stroke:#333\nstyle R fill:#ccf,stroke:#333\nstyle S fill:#ccf,stroke:#333\nstyle T fill:#ccf,stroke:#333\nstyle U fill:#ccf,stroke:#333\nstyle V fill:#ccf,stroke:#333\nstyle W fill:#ccf,stroke:#333\nstyle X fill:#ccf,stroke:#333\n```\n</details>\nFigure 8.7 The architecture of a transformer block showing the residual stream, showing how most information flows up through the residual stream, and only the attention module is sensitive to information from other streams at prior token positions. In this figure and throughout the chapter, we use the prenorm version of the architecture, in which the layer norms happen before the attention and feedforward layers rather than after. The first\nWe've already seen the attention layer, so let's now introduce the feedforward and layer norm computations in the context of processing a single input $\\mathbf{x}_i$ at token\nposition i.\nFeedforward layer The feedforward layer is a fully-connected 2-layer network, i.e., one hidden layer, two weight matrices, as introduced in Chapter 6. The weights are the same for each token position i, but are different from layer to layer. It is common to make the dimensionality $d_{ff}$ of the hidden layer of the feedforward network be larger than the model dimensionality d. (For example in the original transformer model, d = 512 and $d_{ff} = 2048$ .)\n$$\n\\operatorname{FFN} \\left(\\mathbf {x} _ {i}\\right) = \\operatorname{ReLU} \\left(\\mathbf {x} _ {i} \\mathbf {W} _ {\\mathbf {1}} + b _ {1}\\right) \\mathbf {W} _ {\\mathbf {2}} + b _ {2} \\tag {8.21}\n$$\nlayer norm\nLayer Norm At two stages in the transformer block we normalize the vector (Ba et al., 2016). This process, called layer norm (short for layer normalization), is one of many forms of normalization that can be used to improve training performance in deep neural networks by keeping the values of a hidden layer in a range that facilitates gradient-based training.\nLayer norm is a variation of the z-score from statistics, applied to a single vector in a hidden layer. That is, the term layer norm is a bit confusing; layer norm is not applied to an entire transformer layer, but just to the embedding vector of a single token. Thus the input to layer norm is a single vector of dimensionality d and the output is that vector normalized, again of dimensionality d. The first step in layer normalization is to calculate the mean, $\\mu$ , and standard deviation, $\\sigma$ , over the elements of the vector to be normalized. Given an embedding vector x of dimensionality d, these values are calculated as follows.\n$$\n\\mu = \\frac {1}{d} \\sum_ {i = 1} ^ {d} x _ {i} \\tag {8.22}\n$$\n$$\n\\sigma = \\sqrt {\\frac {1}{d} \\sum_ {i = 1} ^ {d} (x _ {i} - \\mu) ^ {2}} \\tag {8.23}\n$$\nGiven these values, the vector components are normalized by subtracting the mean from each and dividing by the standard deviation. The result of this computation is a new vector with zero mean and a standard deviation of one.\n$$\n\\hat {\\mathbf {x}} = \\frac {(\\mathbf {x} - \\mu)}{\\sigma} \\tag {8.24}\n$$\nFinally, in the standard implementation of layer normalization, two learnable parameters, $\\gamma$ and $\\beta$ , representing gain and offset values, are introduced.\n$$\n\\text { LayerNorm } (\\mathbf {x}) = \\gamma \\frac {(\\mathbf {x} - \\mu)}{\\sigma} + \\beta \\tag {8.25}\n$$\nPutting it all together The function computed by a transformer block can be expressed by breaking it down with one equation for each component computation, using $\\mathbf{t}$ (of shape $[1\\times d]$ ) to stand for transformer and superscripts to demarcate each computation inside the block:\n$$\n\\mathbf {t} _ {i} ^ {\\mathbf {1}} = \\text { LayerNorm } (\\mathbf {x} _ {i}) \\tag {8.26}\n$$\n$$\n\\mathbf {t} _ {i} ^ {2} = \\text { MultiHeadAttention } (\\mathbf {t} _ {i} ^ {1}, [ \\mathbf {t} _ {1} ^ {1}, \\dots , \\mathbf {t} _ {N} ^ {1} ]) \\tag {8.27}\n$$\n$$\n\\mathbf {t} _ {i} ^ {3} = \\mathbf {t} _ {i} ^ {2} + \\mathbf {x} _ {i} \\tag {8.28}\n$$\n$$\n\\mathbf {t} _ {i} ^ {4} = \\text { LayerNorm } (\\mathbf {t} _ {i} ^ {3}) \\tag {8.29}\n$$\n$$\n\\mathbf {t} _ {i} ^ {\\mathbf {5}} = \\operatorname{FFN} (\\mathbf {t} _ {i} ^ {\\mathbf {4}}) \\tag {8.30}\n$$\n$$\n\\mathbf {h} _ {i} = \\mathbf {t} _ {i} ^ {5} + \\mathbf {t} _ {i} ^ {3} \\tag {8.31}\n$$\ntoken-mixing\nNotice that the only component that takes as input information from other tokens (other residual streams) is multi-head attention, which (as we see from Eq. 8.27) looks at all the neighboring tokens in the context. The output from attention, however, is then added into this token's embedding stream. In fact, Elhage et al. (2021) show that we can view attention heads as literally moving information from the residual stream of a neighboring token into the current stream. The high-dimensional embedding space at each position thus contains information about the current token and about neighboring tokens, albeit in different subspaces of the vector space. Fig. 8.8 shows a visualization of this movement. We therefore call the attention function the token-mixing component of the architecture, because it mixes information from neighboring token streams into the current stream.\n\n$$ <details>0\n[images/image-8-Diagram of Token Residual Streams.jpg]\n\n<details>\n<summary>text_image</summary>\nToken A\nresidual\nstream\nToken B\nresidual\nstream\n</details>\nFigure 8.8 An attention head can move information from token A's residual stream into token B's residual stream.\nCrucially, the input and output dimensions of transformer blocks are matched so they can be stacked. Each token vector $x_{i}$ at the input to the block has dimensionality d, and the output $h_{i}$ also has dimensionality d. Transformers for large language models stack many of these blocks, from 12 layers (used for the T5 or GPT-3-small language models) to 96 layers (used for GPT-3 large), to even more for more recent models. We’ll come back to this issue of stacking in a bit.\nEquation 8.26 and following are just the equation for a single transformer block, but the residual stream metaphor goes through all the transformer layers, from the first transformer blocks to the 12th, in a 12-layer transformer. At the earlier transformer blocks, the residual stream is representing the current token. At the highest transformer blocks, the residual stream is usually representing the following token, since at the very end it's being trained to predict the next token.\nOnce we stack many blocks, there is one more requirement: at the very end of the last (highest) transformer block, there is a single extra layer norm that is run on the last $h_{i}$ of each token stream (just below the language model head layer that we will define soon). $^{2}$",
+      "path": "8.pdf/CHAPTER 8 Transformers/8.2 Transformer Blocks",
+      "metadata": {
+        "length": 10353,
+        "summary": "The text describes the architecture of a transformer block, focusing on the residual stream concept. It explains that a transformer block includes self-attention, feedforward layers, residual connections, and layer normalization. The residual stream is a pathway where token embeddings are passed through and progressively modified by attention and feedforward layers, with layer normalization applied before each. The feedforward layer is a two-layer network with ReLU activation. Layer normalization normalizes a vector by subtracting its mean and dividing by its standard deviation, then applies learnable gain and offset parameters. The block's computations are broken down into steps: layer norm, multi-head attention, residual addition, another layer norm, feedforward, and final residual addition. Only the attention component mixes information from other tokens, making it the token-mixing part. The input and output dimensions are matched, allowing stacking of multiple blocks (e.g., 12 to 96 layers) in large language models.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 8 Transformers",
+        "tokens": [
+          "residual",
+          "stream",
+          "The",
+          "attention",
+          "calculation",
+          "lies",
+          "core",
+          "called",
+          "transformer",
+          "block",
+          "addition",
+          "layer",
+          "includes",
+          "kinds",
+          "layers",
+          "feedforward",
+          "connections",
+          "normalizing",
+          "colloquially",
+          "norm",
+          "Fig",
+          "8.7",
+          "illustrates",
+          "sketching",
+          "common",
+          "thinking",
+          "Elhage",
+          "al",
+          "2021",
+          "In",
+          "viewpoint",
+          "processing",
+          "individual",
+          "token",
+          "single",
+          "dimensional",
+          "representations",
+          "position",
+          "This",
+          "starts",
+          "original",
+          "input",
+          "vector",
+          "components",
+          "read",
+          "add",
+          "output",
+          "back",
+          "bottom",
+          "embedding",
+          "dimensionality",
+          "initial",
+          "passed",
+          "progressively",
+          "added",
+          "introduce",
+          "Before",
+          "computation",
+          "Thus",
+          "result",
+          "case",
+          "And",
+          "summed",
+          "ll",
+          "mathbf",
+          "refer",
+          "resulting",
+          "details",
+          "summary",
+          "flowchart",
+          "mermaid",
+          "graph",
+          "TD",
+          "Project",
+          "final",
+          "representation",
+          "Concatenate",
+          "Outputs",
+          "C1",
+          "Head",
+          "K1",
+          "V1",
+          "Q1",
+          "C2",
+          "K2",
+          "V2",
+          "Q2",
+          "C3",
+          "K3",
+          "V3",
+          "Q3",
+          "C4",
+          "K4",
+          "V4",
+          "Q4",
+          "D1",
+          "D2",
+          "D3",
+          "D4",
+          "style",
+          "fill",
+          "f9f",
+          "stroke",
+          "333",
+          "ccf",
+          "cfc",
+          "Figure",
+          "8.6",
+          "multi",
+          "head",
+          "producing",
+          "heads",
+          "query",
+          "key",
+          "weight",
+          "matrices",
+          "figure",
+          "show",
+          "smaller",
+          "fit",
+          "page",
+          "outputs",
+          "shape",
+          "times",
+          "concatenated",
+          "projected",
+          "space",
+          "matrix",
+          "Usually",
+          "set",
+          "square",
+          "Ad",
+          "size",
+          "MultiHead",
+          "Attention",
+          "Feedforward",
+          "Layer",
+          "Norm",
+          "architecture",
+          "showing",
+          "information",
+          "flows",
+          "module",
+          "sensitive",
+          "streams",
+          "prior",
+          "positions",
+          "chapter",
+          "prenorm",
+          "version",
+          "norms",
+          "happen",
+          "We",
+          "ve",
+          "computations",
+          "context",
+          "fully",
+          "connected",
+          "network",
+          "hidden",
+          "introduced",
+          "Chapter",
+          "weights",
+          "It",
+          "make",
+          "ff",
+          "larger",
+          "model",
+          "For",
+          "512",
+          "2048",
+          "operatorname",
+          "FFN",
+          "left",
+          "ReLU",
+          "tag",
+          "8.21",
+          "At",
+          "stages",
+          "normalize",
+          "Ba",
+          "2016",
+          "process",
+          "short",
+          "normalization",
+          "forms",
+          "improve",
+          "training",
+          "performance",
+          "deep",
+          "neural",
+          "networks",
+          "keeping",
+          "values",
+          "range",
+          "facilitates",
+          "gradient",
+          "based",
+          "variation",
+          "score",
+          "statistics",
+          "applied",
+          "That",
+          "term",
+          "bit",
+          "confusing",
+          "entire",
+          "normalized",
+          "step",
+          "calculate",
+          "mu",
+          "standard",
+          "deviation",
+          "sigma",
+          "elements",
+          "Given",
+          "calculated",
+          "frac",
+          "sum",
+          "8.22",
+          "sqrt",
+          "8.23",
+          "subtracting",
+          "dividing",
+          "hat",
+          "8.24",
+          "Finally",
+          "implementation",
+          "learnable",
+          "parameters",
+          "gamma",
+          "beta",
+          "representing",
+          "gain",
+          "offset",
+          "text",
+          "LayerNorm",
+          "8.25",
+          "Putting",
+          "function",
+          "computed",
+          "expressed",
+          "breaking",
+          "equation",
+          "component",
+          "stand",
+          "superscripts",
+          "demarcate",
+          "inside",
+          "8.26",
+          "MultiHeadAttention",
+          "dots",
+          "8.27",
+          "8.28",
+          "8.29",
+          "8.30",
+          "8.31",
+          "mixing",
+          "Notice",
+          "takes",
+          "tokens",
+          "Eq",
+          "neighboring",
+          "fact",
+          "view",
+          "literally",
+          "moving",
+          "current",
+          "high",
+          "albeit",
+          "subspaces",
+          "8.8",
+          "shows",
+          "visualization",
+          "movement",
+          "call",
+          "mixes",
+          "image",
+          "Token",
+          "An",
+          "move",
+          "Crucially",
+          "dimensions",
+          "blocks",
+          "matched",
+          "stacked",
+          "Each",
+          "Transformers",
+          "large",
+          "language",
+          "models",
+          "stack",
+          "12",
+          "T5",
+          "GPT",
+          "small",
+          "96",
+          "recent",
+          "issue",
+          "stacking",
+          "Equation",
+          "metaphor",
+          "12th",
+          "earlier",
+          "highest",
+          "end",
+          "trained",
+          "predict",
+          "Once",
+          "requirement",
+          "extra",
+          "run",
+          "define"
+        ],
+        "keywords": [
+          "residual stream",
+          "layer norm",
+          "feedforward"
+        ],
+        "connect_to": [
+          {
+            "target": "770bece3-4834-5835-864b-56439a28e1c0",
+            "relation": "embeds",
+            "ref": "[images/image-6-Multi-Head Attention Mechanism.jpg]",
+            "position": {
+              "start": 1679,
+              "end": 1730
+            }
+          },
+          {
+            "target": "e28cb543-3349-5d91-bd08-a8accb95486d",
+            "relation": "embeds",
+            "ref": "[images/image-7-Transformer Block Architecture.jpg]",
+            "position": {
+              "start": 3133,
+              "end": 3184
+            }
+          },
+          {
+            "target": "ef9fe40b-a3cd-5af2-a7ce-ef4883f409aa",
+            "relation": "embeds",
+            "ref": "[images/image-8-Diagram of Token Residual Streams.jpg]",
+            "position": {
+              "start": 8900,
+              "end": 8954
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "566ee9cf-60a0-5204-90d6-23e7ab35e530",
+      "type": "image",
+      "content": "\nParallelizing attention Let's first see this for a single attention head and then turn to multiple heads, and then add in the rest of the components in the transformer block. For one head we multiply $\\mathbf{X}$ by the query, key, and value matrices $\\mathbf{W}^{\\mathbf{Q}}$ of shape $[d\\times d_k]$ , $\\mathbf{W}^{\\mathbf{K}}$ of shape $[d\\times d_k]$ , and $\\mathbf{W}^{\\mathbf{V}}$ of shape $[d\\times d_v]$ , to produce matrices $\\mathbf{Q}$ of shape $[N\\times d_k]$ , $\\mathbf{K}$ of shape $[N\\times d_k]$ , and $\\mathbf{V}$ of shape $[N\\times d_v]$ , containing all the key, query, and value vectors: <details>0\n[images/image-9-N x N Grid Structure.jpg]\n",
+      "path": "images/image-9-N x N Grid Structure.jpg",
+      "metadata": {
+        "length": 652,
+        "summary": "image-9\nq1·k1, q1·k2, q1·k3, q1·k4\nq2·k1, q2·k2, q2·k3, q2·k4\nq3·k1, q3·k2, q3·k3, q3·k4\nq4·k1, q4·k2, q4·k3, q4·k4",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 8 Transformers",
+        "file_path": "images/image-9-N x N Grid Structure.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "f2fd271f-e2d3-5541-a56c-a44c42964946",
+      "type": "table",
+      "content": "<table><tr><td>q1·k1</td><td>-∞</td><td>-∞</td><td>-∞</td></tr><tr><td>q2·k1</td><td>q2·k2</td><td>-∞</td><td>-∞</td></tr><tr><td>q3·k1</td><td>q3·k2</td><td>q3·k3</td><td>-∞</td></tr><tr><td>q4·k1</td><td>q4·k2</td><td>q4·k3</td><td>q4·k4</td></tr></table>",
+      "path": "tables/table-1 Causal Attention Mask.html",
+      "metadata": {
+        "length": 257,
+        "summary": "table-2\nThe table shows a causal attention mask where each query attends only to current and previous keys, with future positions masked as -∞.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 8 Transformers",
+        "file_path": "tables/table-1 Causal Attention Mask.html",
+        "keywords": [
+          "attention mask",
+          "causal",
+          "triangular"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "e6309067-0eca-5a32-92ab-5a898171f6b2",
+      "type": "image",
+      "content": "\nN <details>0\n[images/image-10-Attention Mechanism Process.jpg]\n",
+      "path": "images/image-10-Attention Mechanism Process.jpg",
+      "metadata": {
+        "length": 47,
+        "summary": "image-10\nTop Row: Linear Transformations\n- Input (X): N x d matrix containing Input Tokens 1 through 4.\n- Query Generation (Q): X multiplied by weight matrix W^Q (d x d_k) results in Q (N x d_k).\n- Key Generation (K): X multiplied by weight matrix W^K (d x d_k) results in K (N x d_k).\n- Value Generation (V): X multiplied by weight matrix W^V (d x d_v) results in V (N x d_v).\n\nBottom Row: Attention Calculation\n- Matrix Multiplication: Q (N x d_k) is multiplied by the transpose of K (K^T, d_k x N) to produce the attention scores matrix QK^T (N x N).\n- Masking: The QK^T matrix is masked (indicated by \"mask\" and infinity symbols -∞) to prevent future tokens from attending to current ones.\n- Final Output (A): The masked matrix is multiplied by the Value matrix V (N x d_v) to produce the final output A (N x d",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 8 Transformers",
+        "file_path": "images/image-10-Attention Mechanism Process.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "ccca02ee-7994-5974-a303-4829ba166a93",
+      "type": "text",
+      "content": "This description of multi-head attention and the rest of the transformer block has been from the perspective of computing a single output at a single time step $i$ in a single residual stream. But as we pointed out earlier, the attention computation performed for each token to compute $\\mathbf{a}_i$ is independent of the computation for each other token, and that's also true for all the computation in the transformer block computing $\\mathbf{h}_i$ from the input $\\mathbf{x}_i$ . That means we can easily parallelize the entire computation, taking advantage of efficient matrix multiplication routines.\nWe do this by packing the input embeddings for the $N$ tokens of the input sequence into a single matrix $\\mathbf{X}$ of size $[N\\times d]$ . Each row of $\\mathbf{X}$ is the embedding of one token of the input. Transformers for large language models commonly have an input length $N$ from 1K to 32K; much longer contexts of 128K or even up to millions of tokens can also be achieved with architectural changes like special long-context mechanisms that we don't discuss here. So for vanilla transformers, we can think of $\\mathbf{X}$ having between 1K and 32K rows, each of the dimensionality of the embedding $d$ (the model dimension).\nParallelizing attention Let's first see this for a single attention head and then turn to multiple heads, and then add in the rest of the components in the transformer block. For one head we multiply $\\mathbf{X}$ by the query, key, and value matrices $\\mathbf{W}^{\\mathbf{Q}}$ of shape $[d\\times d_k]$ , $\\mathbf{W}^{\\mathbf{K}}$ of shape $[d\\times d_k]$ , and $\\mathbf{W}^{\\mathbf{V}}$ of shape $[d\\times d_v]$ , to produce matrices $\\mathbf{Q}$ of shape $[N\\times d_k]$ , $\\mathbf{K}$ of shape $[N\\times d_k]$ , and $\\mathbf{V}$ of shape $[N\\times d_v]$ , containing all the key, query, and value vectors:\n$$\n\\mathbf {Q} = \\mathbf {X W} ^ {\\mathrm{Q}}; \\quad \\mathbf {K} = \\mathbf {X W} ^ {\\mathrm{K}}; \\quad \\mathbf {V} = \\mathbf {X W} ^ {\\mathrm{V}} \\tag {8.32}\n$$\nGiven these matrices we can compute all the requisite query-key comparisons simultaneously by multiplying Q and $K^{T}$ in a single matrix multiplication. The product is of shape $N \\times N$ , visualized in Fig. 8.9.\n\nParallelizing attention Let's first see this for a single attention head and then turn to multiple heads, and then add in the rest of the components in the transformer block. For one head we multiply $\\mathbf{X}$ by the query, key, and value matrices $\\mathbf{W}^{\\mathbf{Q}}$ of shape $[d\\times d_k]$ , $\\mathbf{W}^{\\mathbf{K}}$ of shape $[d\\times d_k]$ , and $\\mathbf{W}^{\\mathbf{V}}$ of shape $[d\\times d_v]$ , to produce matrices $\\mathbf{Q}$ of shape $[N\\times d_k]$ , $\\mathbf{K}$ of shape $[N\\times d_k]$ , and $\\mathbf{V}$ of shape $[N\\times d_v]$ , containing all the key, query, and value vectors: <details>0\n[images/image-9-N x N Grid Structure.jpg]\n\n<details>\n<summary>text_image</summary>\nq1·k1 q1·k2 q1·k3 q1·k4\nq2·k1 q2·k2 q2·k3 q2·k4\nq3·k1 q3·k2 q3·k3 q3·k4\nq4·k1 q4·k2 q4·k3 q4·k4\nN\nN\n</details>\nFigure 8.9 The $N \\times N$ $\\mathbf{QK}^{\\top}$ matrix showing how it computes all $q_{i} \\cdot k_{j}$ comparisons in a single matrix multiple.\nOnce we have this $\\mathbf{QK}^{\\top}$ matrix, we can very efficiently scale these scores, take the softmax, and then multiply the result by $\\mathbf{V}$ resulting in a matrix of shape $N\\times d$ : a vector embedding representation for each token in the input. We've reduced the entire self-attention step for an entire sequence of $N$ tokens for one head to the following computation:\n$$\n\\mathbf {h e a d} = \\text { softmax } \\left(\\operatorname{mask} \\left(\\frac {\\mathbf {Q K} ^ {\\top}}{\\sqrt {d _ {k}}}\\right)\\right) \\mathbf {V} \\tag {8.33}\n$$\n$$\n\\mathbf {A} = \\text {   head   } \\mathbf {W} ^ {0} \\tag {8.34}\n$$\nMasking out the future You may have noticed that we introduced a mask function in Eq. 8.34 above. This is because the self-attention computation as we've described it has a problem: the calculation of $\\mathbf{QK}^{\\mathrm{T}}$ results in a score for each query value to every key value, including those that follow the query. This is inappropriate in the setting of language modeling: guessing the next word is pretty simple if you already know it! To fix this, the elements in the upper-triangular portion of the matrix are set to $-\\infty$ , which the softmax will turn to zero, thus eliminating any knowledge of words that follow in the sequence. This is done in practice by adding a mask matrix $M$ in which $M_{ij} = -\\infty \\forall j > i$ (i.e. for the upper-triangular portion) and $M_{ij} = 0$ otherwise. Fig. 8.10 shows the resulting masked $\\mathbf{QK}^{\\mathrm{T}}$ matrix. (we'll see in Chapter 9 how to make use of words in the future for tasks that need it).\nN\n\n[tables/table-1 Causal Attention Mask.html]\n\nN\nFigure 8.10 The $N \\times N QK^{T}$ matrix showing the $q_{i} \\cdot k_{j}$ values, with the upper-triangle portion of the comparisons matrix zeroed out (set to $-\\infty$ , which the softmax will turn to zero).\nFig. 8.11 shows a schematic of all the computations for a single attention head parallelized in matrix form.\n\nN <details>0\n[images/image-10-Attention Mechanism Process.jpg]\n\n<details>\n<summary>text_image</summary>\nX\nInput\nToken 1\nInput\nToken 2\nInput\nToken 3\nInput\nToken 4\nN x d\nW^Q\nx\nd x d_k\n= Q\nQuery\nToken 1\nQuery\nToken 2\nQuery\nToken 3\nQuery\nToken 4\nN x d_k\nX\nInput\nToken 1\nInput\nToken 2\nInput\nToken 3\nInput\nToken 4\nW^K\nx\nd x d_k\n= K\nKey\nToken 1\nKey\nToken 2\nKey\nToken 3\nKey\nToken 4\nN x d_k\nX\nInput\nToken 1\nInput\nToken 2\nInput\nToken 3\nInput\nToken 4\nW^V\nx\nd x d_v\n= V\nValue\nToken 1\nValue\nToken 2\nValue\nToken 3\nValue\nToken 4\nN x d_v\nmask\nQ\nq1 X K^T = QK^T masked V A\nq2    \\u03bb    \\u03bb    \\u03bb    \\u03bb    \\u03bb    \\u03bb    \\u03bb    \\u03bb    \\u03bb    \\u03bb    \\u03bb    \\u03bb    \\u03bb    \\u03bb    \\u03bb    \\u03bb    \\u03bb    \\u2667 a1\nq3        d_k x N   q1·k1 q1·k2 q1·k3 q1·k4   q2·k1 q2·k2 q2·k3 q2·k4   q3·k1 q3·k2 q3·k3 q3·k4   q4·k1 q4·k2 q4·k3 q4·k4   N x N   N x N   N x d_v   N x d_v\n</details>\nFigure 8.11 Schematic of the attention computation for a single attention head in parallel. The first row shows the computation of the Q, K, and V matrices. The second row shows the computation of $QK^{T}$ , the masking (the softmax computation and the normalizing by dimensionality are not shown) and then the weighted sum of the value vectors to get the final attention vectors.\nFig. 8.9 and Fig. 8.10 also make it clear that attention is quadratic in the length of the input, since at each layer we need to compute dot products between each pair of tokens in the input. This makes it expensive to compute attention over very long documents (like entire novels). Nonetheless modern large language models manage to use quite long contexts of thousands or tens of thousands of tokens.\nParallelizing multi-head attention In multi-head attention, as with self-attention, the input and output have the model dimension d, the key and query embeddings have dimensionality $d_{k}$ , and the value embeddings are of dimensionality $d_{v}$ (again, in the original transformer paper $d_{k} = d_{v} = 64$ , A = 8, and d = 512). Thus for each head c, we have weight layers $W^{Q}_{c}$ of shape $[d \\times d_{k}]$ , $W^{K}_{c}$ of shape $[d \\times d_{k}]$ , and $W^{V}_{c}$ of shape $[d \\times d_{v}]$ , and these get multiplied by the inputs packed into X to produce Q of shape $[N \\times d_{k}]$ , K of shape $[N \\times d_{k}]$ , and V of shape $[N \\times d_{v}]$ . The output of each of the A heads is of shape $[N \\times d_{v}]$ , and so the output of the multi-head layer with A heads consists of A matrices of shape $[N \\times d_{v}]$ . To make use of these matrices in further processing, they are concatenated to produce a single output with dimensionality $[N \\times Ad_{v}]$ . Finally, we use a final linear projection $W^{O}$ of shape $[Ad_{v} \\times d]$ , that reshapes it to the original output dimension for each token. Multiplying the concatenated $[N \\times Ad_{v}]$ matrix output by $W^{O}$ of shape $[Ad_{v} \\times d]$ yields the self-attention output A of shape $[N \\times d]$ .\n$$\n\\mathbf {Q} ^ {\\mathrm{i}} = \\mathbf {X W} ^ {\\mathrm{Qi}}; \\quad \\mathbf {K} ^ {\\mathrm{i}} = \\mathbf {X W} ^ {\\mathrm{Ki}}; \\quad \\mathbf {V} ^ {\\mathrm{i}} = \\mathbf {X W} ^ {\\mathrm{Vi}} \\tag {8.35}\n$$\n$$\n\\mathbf {h e a d} _ {i} = \\text { SelfAttention } (\\mathbf {Q} ^ {\\mathrm{i}}, \\mathbf {K} ^ {\\mathrm{i}}, \\mathbf {V} ^ {\\mathrm{i}}) = \\text { softmax } \\left(\\text { mask } \\left(\\frac {\\mathbf {Q} ^ {\\mathrm{i}} \\mathbf {K} ^ {\\mathrm{iT}}}{\\sqrt {d _ {k}}}\\right)\\right) \\mathbf {V} ^ {\\mathrm{i}} \\tag {8.36}\n$$\n$$\n\\text { MultiHeadAttention } (\\mathbf {X}) = \\left(\\mathbf {h e a d} _ {1} \\oplus \\mathbf {h e a d} _ {2} \\dots \\oplus \\mathbf {h e a d} _ {A}\\right) \\mathbf {W} ^ {\\mathbf {0}} \\tag {8.37}\n$$\nPutting it all together with the parallel input matrix X The function computed in parallel by an entire layer of N transformer blocks—each block over one of the N input tokens—can be expressed as:\n$$\n\\mathbf {O} = \\mathbf {X} + \\text { MultiHeadAttention } (\\text { LayerNorm } (\\mathbf {X})) \\tag {8.38}\n$$\n$$\n\\mathbf {H} = \\mathbf {O} + \\operatorname{FFN} (\\text { LayerNorm } (\\mathbf {O})) \\tag {8.39}\n$$\nNote that in Eq. 8.38 we are using X to mean the input to the layer, wherever it comes from. For the first layer, as we will see in the next section, that input is the initial word + positional embedding vectors that we have been describing by X. But for subsequent layers k, the input is the output from the previous layer $H^{k-1}$ . We can also break down the computation performed in a transformer layer, showing one equation for each component computation. We'll use T (of shape $[N \\times d]$ ) to stand for transformer and superscripts to demarcate each computation inside the block, and again use X to mean the input to the block from the previous layer or the initial embedding:\n$$\n\\mathbf {T} ^ {1} = \\text { LayerNorm } (\\mathbf {X}) \\tag {8.40}\n$$\n$$\n\\mathbf {T} ^ {2} = \\text { MultiHeadAttention } (\\mathbf {T} ^ {1}) \\tag {8.41}\n$$\n$$\n\\mathbf {T} ^ {3} = \\mathbf {T} ^ {2} + \\mathbf {X} \\tag {8.42}\n$$\n$$\n\\mathbf {T} ^ {4} = \\text { LayerNorm } (\\mathbf {T} ^ {3}) \\tag {8.43}\n$$\n$$\n\\mathbf {T} ^ {5} = \\operatorname{FFN} (\\mathbf {T} ^ {4}) \\tag {8.44}\n$$\n$$\n\\mathbf {H} = \\mathbf {T} ^ {5} + \\mathbf {T} ^ {3} \\tag {8.45}\n$$\nHere when we use a notation like $\\mathrm{FFN}(\\mathbf{T}^{3})$ we mean that the same FFN is applied in parallel to each of the N embedding vectors in the window. Similarly, each of the\nN tokens is normed in parallel in the LayerNorm. Crucially, the input and output dimensions of transformer blocks are matched so they can be stacked. Since each token $x_{i}$ at the input to the block is represented by an embedding of dimensionality $[1 \\times d]$ , that means the input X and output H are both of shape $[N \\times d]$ .",
+      "path": "8.pdf/CHAPTER 8 Transformers/8.3 Parallelizing computation using a single matrix X",
+      "metadata": {
+        "length": 10905,
+        "summary": "This passage explains how multi-head attention and transformer blocks are parallelized for efficient computation. Input embeddings for N tokens are packed into a matrix X of shape [N x d]. For a single attention head, X is multiplied by query, key, and value weight matrices to produce Q, K, V matrices. All query-key comparisons are computed simultaneously via QK^T matrix multiplication, yielding an N x N matrix. A mask function sets upper-triangular elements to -infinity to prevent attending to future tokens. The scaled, masked, softmaxed result is multiplied by V to produce attention outputs. For multi-head attention, each head has its own Q, K, V projections; outputs are concatenated and linearly projected. The entire transformer layer computation is expressed in matrix form, with residual connections and layer normalization applied in parallel across all tokens. Attention is quadratic in input length, making long contexts computationally expensive.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 8 Transformers",
+        "tokens": [
+          "This",
+          "description",
+          "multi",
+          "head",
+          "attention",
+          "rest",
+          "transformer",
+          "block",
+          "perspective",
+          "computing",
+          "single",
+          "output",
+          "time",
+          "step",
+          "residual",
+          "stream",
+          "But",
+          "pointed",
+          "earlier",
+          "computation",
+          "performed",
+          "token",
+          "compute",
+          "mathbf",
+          "independent",
+          "true",
+          "input",
+          "That",
+          "means",
+          "easily",
+          "parallelize",
+          "entire",
+          "taking",
+          "advantage",
+          "efficient",
+          "matrix",
+          "multiplication",
+          "routines",
+          "We",
+          "packing",
+          "embeddings",
+          "tokens",
+          "sequence",
+          "size",
+          "times",
+          "Each",
+          "row",
+          "embedding",
+          "Transformers",
+          "large",
+          "language",
+          "models",
+          "commonly",
+          "length",
+          "1K",
+          "32K",
+          "longer",
+          "contexts",
+          "128K",
+          "millions",
+          "achieved",
+          "architectural",
+          "special",
+          "long",
+          "context",
+          "mechanisms",
+          "don",
+          "discuss",
+          "So",
+          "vanilla",
+          "transformers",
+          "rows",
+          "dimensionality",
+          "model",
+          "dimension",
+          "Parallelizing",
+          "Let",
+          "turn",
+          "multiple",
+          "heads",
+          "add",
+          "components",
+          "For",
+          "multiply",
+          "query",
+          "key",
+          "matrices",
+          "shape",
+          "produce",
+          "vectors",
+          "mathrm",
+          "quad",
+          "tag",
+          "8.32",
+          "Given",
+          "requisite",
+          "comparisons",
+          "simultaneously",
+          "multiplying",
+          "The",
+          "product",
+          "visualized",
+          "Fig",
+          "8.9",
+          "details",
+          "summary",
+          "text",
+          "image",
+          "q1",
+          "k1",
+          "k2",
+          "k3",
+          "k4",
+          "q2",
+          "q3",
+          "q4",
+          "Figure",
+          "QK",
+          "top",
+          "showing",
+          "computes",
+          "cdot",
+          "Once",
+          "efficiently",
+          "scale",
+          "scores",
+          "softmax",
+          "result",
+          "resulting",
+          "vector",
+          "representation",
+          "ve",
+          "reduced",
+          "left",
+          "operatorname",
+          "mask",
+          "frac",
+          "sqrt",
+          "8.33",
+          "8.34",
+          "Masking",
+          "future",
+          "You",
+          "noticed",
+          "introduced",
+          "function",
+          "Eq",
+          "problem",
+          "calculation",
+          "results",
+          "score",
+          "including",
+          "follow",
+          "inappropriate",
+          "setting",
+          "modeling",
+          "guessing",
+          "word",
+          "pretty",
+          "simple",
+          "To",
+          "fix",
+          "elements",
+          "upper",
+          "triangular",
+          "portion",
+          "set",
+          "infty",
+          "eliminating",
+          "knowledge",
+          "words",
+          "practice",
+          "adding",
+          "ij",
+          "forall",
+          "8.10",
+          "shows",
+          "masked",
+          "ll",
+          "Chapter",
+          "make",
+          "tasks",
+          "values",
+          "triangle",
+          "zeroed",
+          "8.11",
+          "schematic",
+          "computations",
+          "parallelized",
+          "form",
+          "Input",
+          "Token",
+          "Query",
+          "Key",
+          "Value",
+          "u03bb",
+          "u2667",
+          "a1",
+          "Schematic",
+          "parallel",
+          "masking",
+          "normalizing",
+          "shown",
+          "weighted",
+          "sum",
+          "final",
+          "clear",
+          "quadratic",
+          "layer",
+          "dot",
+          "products",
+          "pair",
+          "makes",
+          "expensive",
+          "documents",
+          "novels",
+          "Nonetheless",
+          "modern",
+          "manage",
+          "thousands",
+          "tens",
+          "In",
+          "original",
+          "paper",
+          "64",
+          "512",
+          "Thus",
+          "weight",
+          "layers",
+          "multiplied",
+          "inputs",
+          "packed",
+          "consists",
+          "processing",
+          "concatenated",
+          "Ad",
+          "Finally",
+          "linear",
+          "projection",
+          "reshapes",
+          "Multiplying",
+          "yields",
+          "Qi",
+          "Ki",
+          "Vi",
+          "8.35",
+          "SelfAttention",
+          "iT",
+          "8.36",
+          "MultiHeadAttention",
+          "oplus",
+          "dots",
+          "8.37",
+          "Putting",
+          "computed",
+          "blocks",
+          "expressed",
+          "LayerNorm",
+          "8.38",
+          "FFN",
+          "8.39",
+          "Note",
+          "section",
+          "initial",
+          "positional",
+          "describing",
+          "subsequent",
+          "previous",
+          "break",
+          "equation",
+          "component",
+          "stand",
+          "superscripts",
+          "demarcate",
+          "inside",
+          "8.40",
+          "8.41",
+          "8.42",
+          "8.43",
+          "8.44",
+          "8.45",
+          "Here",
+          "notation",
+          "applied",
+          "window",
+          "Similarly",
+          "normed",
+          "Crucially",
+          "dimensions",
+          "matched",
+          "stacked",
+          "Since",
+          "represented"
+        ],
+        "keywords": [
+          "Multi-Head Attention",
+          "Parallelization",
+          "Transformer"
+        ],
+        "connect_to": [
+          {
+            "target": "566ee9cf-60a0-5204-90d6-23e7ab35e530",
+            "relation": "embeds",
+            "ref": "[images/image-9-N x N Grid Structure.jpg]",
+            "position": {
+              "start": 2850,
+              "end": 2891
+            }
+          },
+          {
+            "target": "f2fd271f-e2d3-5541-a56c-a44c42964946",
+            "relation": "embeds",
+            "ref": "[tables/table-1 Causal Attention Mask.html]",
+            "position": {
+              "start": 4784,
+              "end": 4827
+            }
+          },
+          {
+            "target": "e6309067-0eca-5a32-92ab-5a898171f6b2",
+            "relation": "embeds",
+            "ref": "[images/image-10-Attention Mechanism Process.jpg]",
+            "position": {
+              "start": 5164,
+              "end": 5213
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "713ea161-334e-59c7-8683-6fc082f8e6ca",
+      "type": "image",
+      "content": "\n$$ <details>0\n[images/image-11-$$ _detail.jpg]\n",
+      "path": "images/image-11-$$ _detail.jpg",
+      "metadata": {
+        "length": 48,
+        "summary": "image-11\n$$ <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 8 Transformers",
+        "file_path": "images/image-11-$$ _detail.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "ebe2cef5-fc30-5a80-893c-a0fc27eef34b",
+      "type": "table",
+      "content": "<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n    </tr>\n  </thead>\n  <tbody>\n  </tbody>\n</table>",
+      "path": "tables/table-3 .html",
+      "metadata": {
+        "length": 133,
+        "summary": "table-3",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 8 Transformers",
+        "file_path": "tables/table-3 .html",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "e5077fef-2d32-56c3-a333-837657417fb8",
+      "type": "image",
+      "content": "\n</details> <details>0\n[images/image-12-__details_.jpg]\n",
+      "path": "images/image-12-__details_.jpg",
+      "metadata": {
+        "length": 56,
+        "summary": "image-12\n</details> <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 8 Transformers",
+        "file_path": "images/image-12-__details_.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "135b24bb-f81e-555e-b9cb-8d27ceafbdab",
+      "type": "table",
+      "content": "<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n    </tr>\n  </thead>\n  <tbody>\n  </tbody>\n</table>",
+      "path": "tables/table-4 .html",
+      "metadata": {
+        "length": 133,
+        "summary": "table-4",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 8 Transformers",
+        "file_path": "tables/table-4 .html",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "22eb67ef-70b8-59ac-a0b0-c498ff36b4a5",
+      "type": "image",
+      "content": "\npositional embeddings <details>0\n[images/image-13-Transformer Block Architecture.jpg]\n",
+      "path": "images/image-13-Transformer Block Architecture.jpg",
+      "metadata": {
+        "length": 67,
+        "summary": "image-13\n- Core Component: Transformer Block (top level)\n- Input Definition: X = Composite Embeddings (word + position)\n- Process Flow:\n  - Word Embeddings and Position Embeddings are combined via addition (+) to form the composite input.\n- Sequence Elements:\n  - Token 1: \"Janet\" (Word) + \"1\" (Position)\n  - Token 2: \"will\" (Word) + \"2\" (Position)\n  - Token 3: \"back\" (Word) + \"3\" (Position)\n  - Token 4: \"the\" (Word) + \"4\" (Position)\n  - Token 5: \"bill\" (Word) + \"5\" (Position)",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 8 Transformers",
+        "file_path": "images/image-13-Transformer Block Architecture.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "619d4324-d7af-50f0-ac02-0f1b204d35e5",
+      "type": "text",
+      "content": "embedding\nLet's talk about where the input $\\mathbf{X}$ comes from. Given a sequence of $N$ tokens ( $N$ is the context length in tokens), the matrix $\\mathbf{X}$ of shape $[N \\times d]$ has an embedding for each word in the context. The transformer does this by separately computing two embeddings: an input token embedding, and an input positional embedding.\nA token embedding, introduced in Chapter 6, is a vector of dimension d that will be our initial representation for the input token. (As we pass vectors up through the transformer layers in the residual stream, this embedding representation will change and grow, incorporating context and playing a different role depending on the kind of language model we are building.) The set of initial embeddings are stored in the embedding matrix E, which has a row for each of the $|V|$ tokens in the vocabulary. (Reminder that V here means the vocabulary of tokens, this V is not related to the value vector.) Thus each word is a row vector of d dimensions, and E has shape $[|V| \\times d]$ .\nGiven an input token string like Thanks for all the we first convert the tokens into vocabulary indices (these were created when we first tokenized the input using BPE or SentencePiece). So the representation of thanks for all the might be w = [5, 4000, 10532, 2224]. Next we use indexing to select the corresponding rows from E, (row 5, row 4000, row 10532, row 2224).\nAnother way to think about selecting token embeddings from the embedding matrix is to represent tokens as one-hot vectors of shape $[1 \\times |V|]$ , i.e., with one dimension for each word in the vocabulary. Recall that in a one-hot vector all the elements are 0 except one, the element whose dimension is the word's index in the vocabulary, which has value 1. So if the word “thanks” has index 5 in the vocabulary, $x_{5} = 1$ , and $x_{i} = 0 \\forall i \\neq 5$ , as shown here:\n$$\n[ \\emptyset \\emptyset \\emptyset \\emptyset 1 \\emptyset \\emptyset \\dots \\emptyset \\emptyset \\emptyset \\emptyset ]\n$$\n$$\n\\begin{array}{c c c c c c c c c c} 1 & 2 & 3 & 4 & 5 & 6 & 7 & \\dots & \\dots & | V | \\end{array}\n$$\nMultiplying by a one-hot vector that has only one non-zero element $x_{i}=1$ simply selects out the relevant row vector for word i, resulting in the embedding for word i, as depicted in Fig. 8.12.\n\n$$ <details>0\n[images/image-11-$$ _detail.jpg]\n\n<details>\n<summary>text_image</summary>\n1 5 |V|\n0000100...0000\n×\n5\nE\n= 1 d\n\n[tables/table-3 .html]\n\n</details>\nFigure 8.12 Selecting the embedding vector for word $V_{5}$ by multiplying the embedding matrix E with a one-hot vector with a 1 in index 5.\nWe can extend this idea to represent the entire token sequence as a matrix of one-hot vectors, one for each of the $N$ positions in the transformer's context window, as shown in Fig. 8.13.\none-hot vector\n\n</details> <details>0\n[images/image-12-__details_.jpg]\n\n<details>\n<summary>text_image</summary>\n\n[tables/table-4 .html]\n\n0 0 0 0 |1 |0 0 ... 0 0 0 0\n0 0 0 0 0 0 0 ... 0 0 |1 |0\n1 |0 0 0 0 0 0 ... 0 0 0 0\n...\nN\n0 0 0 0 |1 |0 0 ... 0 0 0 0\n×\nd\nE\n=\nd\nN\n</details>\nFigure 8.13 Selecting the embedding matrix for the input sequence of token ids W by multiplying a one-hot matrix corresponding to W by the embedding matrix E.\npositional embeddings\nabsolute position\nThese token embeddings are not position-dependent. To represent the position of each token in the sequence, we combine these token embeddings with positional embeddings specific to each position in an input sequence.\nWhere do we get these positional embeddings? The simplest method, called absolute position, is to start with randomly initialized embeddings corresponding to each possible input position up to some maximum length. For example, just as we have an embedding for the word fish, we'll have an embedding for the position 3. As with word embeddings, these positional embeddings are learned along with other parameters during training. We can store them in a matrix $E_{\\mathrm{pos}}$ of shape $[N \\times d]$ .\nTo produce an input embedding that captures positional information, we just add the word embedding for each input to its corresponding positional embedding. The individual token and position embeddings are both of size $[1 \\times d]$ , so their sum is also $[1 \\times d]$ , This new embedding serves as the input for further processing. Fig. 8.14 shows the idea.\n\npositional embeddings <details>0\n[images/image-13-Transformer Block Architecture.jpg]\n\n<details>\n<summary>flowchart</summary>\n```mermaid\ngraph TD\nA[\"Transformer Block\"] --> B[\"X = Composite Embeddings (word + position)\"]\nB --> C[\"+\"]\nC --> D[\"janet\"]\nC --> E[\"will\"]\nC --> F[\"back\"]\nC --> G[\"the\"]\nC --> H[\"bill\"]\nB --> I[\"Word Embeddings\"]\nI --> J[\"Position Embeddings\"]\nJ --> K[\"1\"]\nJ --> L[\"2\"]\nJ --> M[\"3\"]\nJ --> N[\"4\"]\nJ --> O[\"5\"]\n```\n</details>\nFigure 8.14 A simple way to model position: add an embedding of the absolute position to the token embedding to produce a new embedding of the same dimensionality.\nThe final representation of the input, the matrix X, is an $[N \\times d]$ matrix in which each row i is the representation of the ith token in the input, computed by adding $\\mathbf{E}[id(i)]$ —the embedding of the id of the token that occurred at position i—, to P[i], the positional embedding of position i.\nA potential problem with the simple position embedding approach is that there will be plenty of training examples for the initial positions in our inputs and correspondingly fewer at the outer length limits. These latter embeddings may be poorly trained and may not generalize well during testing. An alternative is to choose a static function that maps integer inputs to real-valued vectors in a way that better handles sequences of arbitrary length. A combination of sine and cosine functions with differing frequencies was used in the original transformer work. Sinusoidal position embeddings may also help in capturing the inherent relationships among the\nrelative position\npositions, like the fact that position 4 in an input is more closely related to position 5 than it is to position 17.\nA more complex style of positional embedding methods extend this idea of capturing relationships even further to directly represent relative position instead of absolute position, often implemented in the attention mechanism at each layer rather than being added once at the initial input.",
+      "path": "8.pdf/CHAPTER 8 Transformers/8.4 The input: embeddings for token and position",
+      "metadata": {
+        "length": 6355,
+        "summary": "The passage explains how input embeddings are formed in transformers. Token embeddings are vectors from an embedding matrix E (size |V|×d) selected by token indices or one-hot vectors. Positional embeddings, often learned or sinusoidal, are added to token embeddings to encode position. The final input matrix X (N×d) combines both, with each row representing a token's composite embedding.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 8 Transformers",
+        "tokens": [
+          "embedding",
+          "Let",
+          "talk",
+          "input",
+          "mathbf",
+          "Given",
+          "sequence",
+          "tokens",
+          "context",
+          "length",
+          "matrix",
+          "shape",
+          "times",
+          "word",
+          "The",
+          "transformer",
+          "separately",
+          "computing",
+          "embeddings",
+          "token",
+          "positional",
+          "introduced",
+          "Chapter",
+          "vector",
+          "dimension",
+          "initial",
+          "representation",
+          "As",
+          "pass",
+          "vectors",
+          "layers",
+          "residual",
+          "stream",
+          "change",
+          "grow",
+          "incorporating",
+          "playing",
+          "role",
+          "depending",
+          "kind",
+          "language",
+          "model",
+          "building",
+          "set",
+          "stored",
+          "row",
+          "vocabulary",
+          "Reminder",
+          "means",
+          "related",
+          "Thus",
+          "dimensions",
+          "string",
+          "Thanks",
+          "convert",
+          "indices",
+          "created",
+          "tokenized",
+          "BPE",
+          "SentencePiece",
+          "So",
+          "4000",
+          "10532",
+          "2224",
+          "Next",
+          "indexing",
+          "select",
+          "rows",
+          "Another",
+          "selecting",
+          "represent",
+          "hot",
+          "Recall",
+          "elements",
+          "element",
+          "index",
+          "forall",
+          "neq",
+          "shown",
+          "emptyset",
+          "dots",
+          "begin",
+          "array",
+          "end",
+          "Multiplying",
+          "simply",
+          "selects",
+          "relevant",
+          "resulting",
+          "depicted",
+          "Fig",
+          "8.12",
+          "details",
+          "summary",
+          "text",
+          "image",
+          "0000100",
+          "0000",
+          "Figure",
+          "Selecting",
+          "multiplying",
+          "We",
+          "extend",
+          "idea",
+          "entire",
+          "positions",
+          "window",
+          "8.13",
+          "ids",
+          "absolute",
+          "position",
+          "These",
+          "dependent",
+          "To",
+          "combine",
+          "specific",
+          "Where",
+          "simplest",
+          "method",
+          "called",
+          "start",
+          "randomly",
+          "initialized",
+          "maximum",
+          "For",
+          "fish",
+          "ll",
+          "learned",
+          "parameters",
+          "training",
+          "store",
+          "mathrm",
+          "pos",
+          "produce",
+          "captures",
+          "information",
+          "add",
+          "individual",
+          "size",
+          "sum",
+          "This",
+          "serves",
+          "processing",
+          "8.14",
+          "shows",
+          "flowchart",
+          "mermaid",
+          "graph",
+          "TD",
+          "Transformer",
+          "Block",
+          "Composite",
+          "Embeddings",
+          "janet",
+          "back",
+          "bill",
+          "Word",
+          "Position",
+          "simple",
+          "dimensionality",
+          "final",
+          "ith",
+          "computed",
+          "adding",
+          "id",
+          "occurred",
+          "potential",
+          "problem",
+          "approach",
+          "plenty",
+          "examples",
+          "inputs",
+          "correspondingly",
+          "fewer",
+          "outer",
+          "limits",
+          "poorly",
+          "trained",
+          "generalize",
+          "testing",
+          "An",
+          "alternative",
+          "choose",
+          "static",
+          "function",
+          "maps",
+          "integer",
+          "real",
+          "valued",
+          "handles",
+          "sequences",
+          "arbitrary",
+          "combination",
+          "sine",
+          "cosine",
+          "functions",
+          "differing",
+          "frequencies",
+          "original",
+          "work",
+          "Sinusoidal",
+          "capturing",
+          "inherent",
+          "relationships",
+          "relative",
+          "fact",
+          "closely",
+          "17",
+          "complex",
+          "style",
+          "methods",
+          "directly",
+          "implemented",
+          "attention",
+          "mechanism",
+          "layer",
+          "added"
+        ],
+        "keywords": [
+          "token embedding",
+          "positional embedding",
+          "embedding matrix"
+        ],
+        "connect_to": [
+          {
+            "target": "713ea161-334e-59c7-8683-6fc082f8e6ca",
+            "relation": "embeds",
+            "ref": "[images/image-11-$$ _detail.jpg]",
+            "position": {
+              "start": 2328,
+              "end": 2360
+            }
+          },
+          {
+            "target": "ebe2cef5-fc30-5a80-893c-a0fc27eef34b",
+            "relation": "embeds",
+            "ref": "[tables/table-3 .html]",
+            "position": {
+              "start": 2438,
+              "end": 2460
+            }
+          },
+          {
+            "target": "e5077fef-2d32-56c3-a333-837657417fb8",
+            "relation": "embeds",
+            "ref": "[images/image-12-__details_.jpg]",
+            "position": {
+              "start": 2841,
+              "end": 2873
+            }
+          },
+          {
+            "target": "135b24bb-f81e-555e-b9cb-8d27ceafbdab",
+            "relation": "embeds",
+            "ref": "[tables/table-4 .html]",
+            "position": {
+              "start": 2916,
+              "end": 2938
+            }
+          },
+          {
+            "target": "22eb67ef-70b8-59ac-a0b0-c498ff36b4a5",
+            "relation": "embeds",
+            "ref": "[images/image-13-Transformer Block Architecture.jpg]",
+            "position": {
+              "start": 4397,
+              "end": 4449
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "0984ef58-fdb1-5436-a0e6-df196704605d",
+      "type": "image",
+      "content": "\nThe job of the language modeling head is to take the output of the final transformer layer from the last token N and use it to predict the upcoming word at position $N+1$ . Fig. 8.15 shows how to accomplish this task, taking the output of the last token at the last layer (the d-dimensional output embedding of shape $[1 \\times d]$ ) and producing a probability distribution over words (from which we will choose one to generate). <details>0\n[images/image-14-Language Model Head Architecture.jpg]\n",
+      "path": "images/image-14-Language Model Head Architecture.jpg",
+      "metadata": {
+        "length": 476,
+        "summary": "image-14\n- **Input**: Sequence of words (w1, w2, ..., wN) processed by a Layer L Transformer Block.\n- **Intermediate Output**: Hidden states from the final layer ($h^L_1$, $h^L_2$, ..., $h^L_N$). The diagram focuses on the last hidden state $h^L_N$ with dimensions [1 x d].\n- **Processing Steps**:\n  - **Unembedding Layer**: Transforms the hidden state using matrix multiplication where $U = E^T$. This produces Logits with dimensions [1 x |V|].\n  - **Softmax**: Applies softmax over the vocabulary V to convert logits into probabilities.\n- **Output**: Word probabilities vector [1 x |V|], representing the distribution over the vocabulary V for the next token prediction.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 8 Transformers",
+        "file_path": "images/image-14-Language Model Head Architecture.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "ced50707-0b91-5279-bf94-adaf780459b2",
+      "type": "text",
+      "content": "language modeling head\nhead\nThe last component of the transformer we must introduce is the language modeling head. Here we are using the word head to mean the additional neural circuitry we add on top of the basic transformer architecture when we apply pretrained transformer models to various tasks. The language modeling head is the circuitry we need to do language modeling.\nRecall that language models, from the simple n-gram models of Chapter 3 through the feedforward and RNN language models of Chapter 6 and Chapter 13, are word predictors. Given a context of words, they assign a probability to each possible next word. For example, if the preceding context is “Thanks for all the” and we want to know how likely the next word is “fish” we would compute:\n$P(\\text{fish}|\\text{Thanks for all the})$\nLanguage models give us the ability to assign such a conditional probability to every possible next word, giving us a distribution over the entire vocabulary. The n-gram language models of Chapter 3 compute the probability of a word given counts of its occurrence with the $n - 1$ prior words. The context is thus of size $n - 1$ . For transformer language models, the context is the size of the transformer's context window, which can be quite large, like 32K tokens for large models (and much larger contexts of millions of words are possible with special long-context architectures).\nThe job of the language modeling head is to take the output of the final transformer layer from the last token N and use it to predict the upcoming word at position $N+1$ . Fig. 8.15 shows how to accomplish this task, taking the output of the last token at the last layer (the d-dimensional output embedding of shape $[1 \\times d]$ ) and producing a probability distribution over words (from which we will choose one to generate).\nThe first module in Fig. 8.15 is a linear layer, whose job is to project from the output $h_N^L$ , which represents the output token embedding at position $N$ from the final block $L$ , (hence of shape $[1 \\times d]$ ) to the logit vector, or score vector, that will have a single score for each of the $|V|$ possible words in the vocabulary $V$ . The logit vector $\\mathbf{u}$ is thus of dimensionality $[1 \\times |V|]$ .\nweight tying\nThis linear layer can be learned, but more commonly we tie this matrix to (the transpose of) the embedding matrix E. Recall that in weight tying, we use the same weights for two different matrices in the model. Thus at the input stage of the transformer the embedding matrix (of shape $[|V| \\times d]$ ) is used to map from a one-hot vector over the vocabulary (of shape $[1 \\times |V|]$ ) to an embedding (of shape $[1 \\times d]$ ). And then in the language model head, $E^{T}$ , the transpose of the embedding matrix (of shape $[d \\times |V|]$ ) is used to map back from an embedding (shape $[1 \\times d]$ ) to a vector over the vocabulary (shape $[1 \\times |V|]$ ). In the learning process, E will be optimized to be good at doing both of these mappings. We therefore sometimes call the transpose $E^{T}$ the unembedding layer because it is performing this reverse mapping.\nunembedding\n\nThe job of the language modeling head is to take the output of the final transformer layer from the last token N and use it to predict the upcoming word at position $N+1$ . Fig. 8.15 shows how to accomplish this task, taking the output of the last token at the last layer (the d-dimensional output embedding of shape $[1 \\times d]$ ) and producing a probability distribution over words (from which we will choose one to generate). <details>0\n[images/image-14-Language Model Head Architecture.jpg]\n\n<details>\n<summary>flowchart</summary>\n```mermaid\ngraph TD\nA[\"Layer L Transformer Block\"] --> B[\"Softmax\"]\nB --> C[\"Unembedding layer U = E^T\"]\nC --> E[\"Softmax over vocabulary V\"]\nB --> H[\"y1\"]\nB --> I[\"y2\"]\nB --> J[\"...\"]\nB --> L[\"u1\"]\nB --> M[\"u2\"]\nB --> N[\"...\"]\nB --> P[\"h^L_1\"]\nB --> Q[\"h^L_2\"]\nP --> R[\"w1\"]\nQ --> S[\"w2\"]\nR --> T[\"...\"]\nS --> U[\"w_N\"]\nT --> V[\"h^L_N\"]\nU --> W[\"h^L_N\"]\nV --> X[\"1 x d\"]\n```\n</details>\nFigure 8.15 The language modeling head: the circuit at the top of a transformer that maps from the output embedding for token N from the last transformer layer ( $h_{N}^{L}$ ) to a probability distribution over words in the vocabulary V.\nA softmax layer turns the logits u into the probabilities y over the vocabulary.\n$$\n\\mathbf {u} = \\mathbf {h} _ {\\mathrm{N}} ^ {\\mathrm{L}} \\mathbf {E} ^ {\\mathrm{T}} \\tag {8.46}\n$$\n$$\n\\mathbf {y} = \\operatorname{softmax} (\\mathbf {u}) \\tag {8.47}\n$$\nWe can use these probabilities to do things like help assign a probability to a given text. But the most important usage is to generate text, which we do by sampling a word from these probabilities y. We might sample the highest probability word ('greedy' decoding), or use another of the sampling methods from Section ?? or Section 8.6.\nIn either case, whatever entry $y_{k}$ we choose from the probability vector $\\mathbf{y}$ , we generate the word that has that index $k$ .\nFig. 8.16 shows the total stacked architecture for one token $i$ . Note that the input to each transformer layer $x_{i}^{\\ell}$ is the same as the output from the preceding layer $h_i^{\\ell -1}$ .\nA terminological note before we conclude: You will sometimes see a transformer used for this kind of unidirectional causal language model called a decoder-only model. This is because this model constitutes roughly half of the encoder-decoder model for transformers that we'll see how to apply to machine translation in Chapter 12. (Confusingly, the original introduction of the transformer had an encoder-decoder architecture, and it was only later that the standard paradigm for causal language model was defined by using only the decoder part of this original architecture).\ndecoder-only model",
+      "path": "8.pdf/CHAPTER 8 Transformers/8.5 The Language Modeling Head",
+      "metadata": {
+        "length": 5809,
+        "summary": "The language modeling head is the final component of a transformer, used to predict the next word. It takes the output embedding from the last token at the final transformer layer and projects it via a linear layer (often using the transpose of the embedding matrix, called unembedding) to logits over the vocabulary. A softmax layer converts these logits into probabilities, enabling text generation through sampling. This architecture is also known as a decoder-only model.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 8 Transformers",
+        "tokens": [
+          "language",
+          "modeling",
+          "head",
+          "The",
+          "component",
+          "transformer",
+          "introduce",
+          "Here",
+          "word",
+          "additional",
+          "neural",
+          "circuitry",
+          "add",
+          "top",
+          "basic",
+          "architecture",
+          "apply",
+          "pretrained",
+          "models",
+          "tasks",
+          "Recall",
+          "simple",
+          "gram",
+          "Chapter",
+          "feedforward",
+          "RNN",
+          "13",
+          "predictors",
+          "Given",
+          "context",
+          "words",
+          "assign",
+          "probability",
+          "For",
+          "preceding",
+          "Thanks",
+          "fish",
+          "compute",
+          "text",
+          "Language",
+          "give",
+          "ability",
+          "conditional",
+          "giving",
+          "distribution",
+          "entire",
+          "vocabulary",
+          "counts",
+          "occurrence",
+          "prior",
+          "size",
+          "window",
+          "large",
+          "32K",
+          "tokens",
+          "larger",
+          "contexts",
+          "millions",
+          "special",
+          "long",
+          "architectures",
+          "job",
+          "output",
+          "final",
+          "layer",
+          "token",
+          "predict",
+          "upcoming",
+          "position",
+          "Fig",
+          "8.15",
+          "shows",
+          "accomplish",
+          "task",
+          "taking",
+          "dimensional",
+          "embedding",
+          "shape",
+          "times",
+          "producing",
+          "choose",
+          "generate",
+          "module",
+          "linear",
+          "project",
+          "represents",
+          "block",
+          "logit",
+          "vector",
+          "score",
+          "single",
+          "mathbf",
+          "dimensionality",
+          "weight",
+          "tying",
+          "This",
+          "learned",
+          "commonly",
+          "tie",
+          "matrix",
+          "transpose",
+          "weights",
+          "matrices",
+          "model",
+          "Thus",
+          "input",
+          "stage",
+          "map",
+          "hot",
+          "And",
+          "back",
+          "In",
+          "learning",
+          "process",
+          "optimized",
+          "good",
+          "mappings",
+          "We",
+          "call",
+          "unembedding",
+          "performing",
+          "reverse",
+          "mapping",
+          "details",
+          "summary",
+          "flowchart",
+          "mermaid",
+          "graph",
+          "TD",
+          "Layer",
+          "Transformer",
+          "Block",
+          "Softmax",
+          "Unembedding",
+          "y1",
+          "y2",
+          "u1",
+          "u2",
+          "w1",
+          "w2",
+          "Figure",
+          "circuit",
+          "maps",
+          "softmax",
+          "turns",
+          "logits",
+          "probabilities",
+          "mathrm",
+          "tag",
+          "8.46",
+          "operatorname",
+          "8.47",
+          "things",
+          "But",
+          "important",
+          "usage",
+          "sampling",
+          "sample",
+          "highest",
+          "greedy",
+          "decoding",
+          "methods",
+          "Section",
+          "8.6",
+          "case",
+          "entry",
+          "index",
+          "8.16",
+          "total",
+          "stacked",
+          "Note",
+          "ell",
+          "terminological",
+          "note",
+          "conclude",
+          "You",
+          "kind",
+          "unidirectional",
+          "causal",
+          "called",
+          "decoder",
+          "constitutes",
+          "roughly",
+          "half",
+          "encoder",
+          "transformers",
+          "ll",
+          "machine",
+          "translation",
+          "12",
+          "Confusingly",
+          "original",
+          "introduction",
+          "standard",
+          "paradigm",
+          "defined",
+          "part"
+        ],
+        "keywords": [
+          "language modeling head",
+          "weight tying",
+          "decoder-only model"
+        ],
+        "connect_to": [
+          {
+            "target": "0984ef58-fdb1-5436-a0e6-df196704605d",
+            "relation": "embeds",
+            "ref": "[images/image-14-Language Model Head Architecture.jpg]",
+            "position": {
+              "start": 3592,
+              "end": 3646
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "5de60f6a-7b06-5f67-a585-29abffb11588",
+      "type": "image",
+      "content": "\nFig. 8.16 shows the total stacked architecture for one token $i$ . Note that the input to each transformer layer $x_{i}^{\\ell}$ is the same as the output from the preceding layer $h_i^{\\ell -1}$ . <details>0\n[images/image-15-Transformer Architecture Diagram.jpg]\n",
+      "path": "images/image-15-Transformer Architecture Diagram.jpg",
+      "metadata": {
+        "length": 242,
+        "summary": "image-15\n- Input Encoding: Input token (Wi) passes through Embedding (E) and positional encoding to produce x1i.\n- Layer Structure (Layers 1 to L): Each layer contains a sequence of operations:\n  - Layer Norm\n  - Attention mechanism\n  - Layer Norm\n  - Feedforward network\n- Residual Connections: Indicated by arrows bypassing blocks (e.g., h^1_i = x^2_i).\n- Language Modeling Head: Located at the top, consisting of:\n  - Extra Layer Norm\n  - Linear projection matrix U\n  - Softmax function producing logits (u1...u|V|)\n- Output Generation: Produces token probabilities (y1...y|V|) used to sample the next token (w_{i+1}).",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 8 Transformers",
+        "file_path": "images/image-15-Transformer Architecture Diagram.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "433b23c9-f753-593c-b6ab-4540d0d35173",
+      "type": "text",
+      "content": "The sampling methods we introduce below each have parameters that enable trading off two important factors in generation: quality and diversity. Methods that emphasize the most probable words tend to produce generations that are rated by people as more accurate, more coherent, and more factual, but also more boring and more repetitive. Methods that give a bit more weight to the middle-probability words tend to be more creative and more diverse, but less factual and more likely to be incoherent or otherwise low-quality.\n\nFig. 8.16 shows the total stacked architecture for one token $i$ . Note that the input to each transformer layer $x_{i}^{\\ell}$ is the same as the output from the preceding layer $h_i^{\\ell -1}$ . <details>0\n[images/image-15-Transformer Architecture Diagram.jpg]\n\n<details>\n<summary>flowchart</summary>\n```mermaid\ngraph TD\nA[\"Input token W_i\"] --> B[\"Layer 1\"]\nB --> C[\"Layer 2\"]\nC --> D[\"Layer L\"]\nD --> E[\"Layer 1\"]\nE --> F[\"Input Encoding\"]\nF --> G[\"Output w_i\"]\nH[\"Input Encoding\"] --> I[\"x^1_i\"]\nI --> J[\"h^1_i = x^2_i\"]\nJ --> K[\"Layer 2\"]\nK --> L[\"h^2_i = x^3_i\"]\nL --> M[\"Layer L\"]\nM --> N[\"...\"]\nN --> O[\"Layer L\"]\nO --> P[\"u1\"]\nO --> Q[\"u2\"]\nO --> R[\"uV\"]\nP --> S[\"y1\"]\nQ --> T[\"y2\"]\nS --> V[\"Sample token to generate at position i+1\"]\nT --> V\nU --> V\nV --> W[\"w_{i+1}\"]\nW --> X[\"Output w_i\"]\nstyle A fill:#f9f,stroke:#333\nstyle H fill:#f9f,stroke:#333\nstyle I fill:#ccf,stroke:#333\nstyle F fill:#ccf,stroke:#333\n```\n</details>\nFigure 8.16 A transformer language model (decoder-only), stacking transformer blocks and mapping from an input token $w_{i}$ to a predicted next token $w_{i + 1}$ .",
+      "path": "8.pdf/CHAPTER 8 Transformers/8.6 More on Sampling",
+      "metadata": {
+        "length": 1605,
+        "summary": "The passage discusses trade-offs in text generation sampling methods between quality (accuracy, coherence, factuality) and diversity (creativity, novelty). It then describes a transformer language model architecture (decoder-only) shown in Figure 8.16, where stacked transformer layers map an input token to a predicted next token, with input to each layer being the output from the previous layer.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 8 Transformers",
+        "tokens": [
+          "The",
+          "sampling",
+          "methods",
+          "introduce",
+          "parameters",
+          "enable",
+          "trading",
+          "important",
+          "factors",
+          "generation",
+          "quality",
+          "diversity",
+          "Methods",
+          "emphasize",
+          "probable",
+          "words",
+          "tend",
+          "produce",
+          "generations",
+          "rated",
+          "people",
+          "accurate",
+          "coherent",
+          "factual",
+          "boring",
+          "repetitive",
+          "give",
+          "bit",
+          "weight",
+          "middle",
+          "probability",
+          "creative",
+          "diverse",
+          "incoherent",
+          "low",
+          "Fig",
+          "8.16",
+          "shows",
+          "total",
+          "stacked",
+          "architecture",
+          "token",
+          "Note",
+          "input",
+          "transformer",
+          "layer",
+          "ell",
+          "output",
+          "preceding",
+          "details",
+          "summary",
+          "flowchart",
+          "mermaid",
+          "graph",
+          "TD",
+          "Input",
+          "Layer",
+          "Encoding",
+          "Output",
+          "u1",
+          "u2",
+          "uV",
+          "y1",
+          "y2",
+          "Sample",
+          "generate",
+          "position",
+          "style",
+          "fill",
+          "f9f",
+          "stroke",
+          "333",
+          "ccf",
+          "Figure",
+          "language",
+          "model",
+          "decoder",
+          "stacking",
+          "blocks",
+          "mapping",
+          "predicted"
+        ],
+        "keywords": [
+          "sampling",
+          "quality",
+          "diversity"
+        ],
+        "connect_to": [
+          {
+            "target": "5de60f6a-7b06-5f67-a585-29abffb11588",
+            "relation": "embeds",
+            "ref": "[images/image-15-Transformer Architecture Diagram.jpg]",
+            "position": {
+              "start": 734,
+              "end": 788
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "91427ec5-385d-59a6-8064-c61a29788ba0",
+      "type": "text",
+      "content": "top-k sampling\nTop-k sampling is a simple generalization of greedy decoding. Instead of choosing the single most probable word to generate, we first truncate the distribution to the top k most likely words, renormalize to produce a legitimate probability distribution, and then randomly sample from within these k words according to their renormalized probabilities. More formally:\n1. Choose in advance a number of words $k$\n2. For each word in the vocabulary $V$ , use the language model to compute the likelihood of this word given the context $p(w_{t}|\\mathbf{w}_{< t})$\n3. Sort the words by their likelihood, and throw away any word that is not one of the top k most probable words.\n4. Renormalize the scores of the k words to be a legitimate probability distribu-\ntion.\n5. Randomly sample a word from within these remaining $k$ most-probable words according to its probability.\nWhen k = 1, top-k sampling is identical to greedy decoding. Setting k to a larger number than 1 leads us to sometimes select a word which is not necessarily the most probable, but is still probable enough, and whose choice results in generating more diverse but still high-enough-quality text.",
+      "path": "8.pdf/CHAPTER 8 Transformers/8.6 More on Sampling/8.6.1 Top-k sampling",
+      "metadata": {
+        "length": 1176,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 8 Transformers",
+        "tokens": [
+          "top",
+          "sampling",
+          "Top",
+          "simple",
+          "generalization",
+          "greedy",
+          "decoding",
+          "Instead",
+          "choosing",
+          "single",
+          "probable",
+          "word",
+          "generate",
+          "truncate",
+          "distribution",
+          "words",
+          "renormalize",
+          "produce",
+          "legitimate",
+          "probability",
+          "randomly",
+          "sample",
+          "renormalized",
+          "probabilities",
+          "More",
+          "formally",
+          "Choose",
+          "advance",
+          "number",
+          "For",
+          "vocabulary",
+          "language",
+          "model",
+          "compute",
+          "likelihood",
+          "context",
+          "mathbf",
+          "Sort",
+          "throw",
+          "Renormalize",
+          "scores",
+          "distribu",
+          "tion",
+          "Randomly",
+          "remaining",
+          "When",
+          "identical",
+          "Setting",
+          "larger",
+          "leads",
+          "select",
+          "necessarily",
+          "choice",
+          "results",
+          "generating",
+          "diverse",
+          "high",
+          "quality",
+          "text"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "fa832dee-549f-5b42-b3ff-5c1d65e8ae03",
+      "type": "text",
+      "content": "One problem with top-k sampling is that k is fixed, but the shape of the probability distribution over words differs in different contexts. If we set k = 10, sometimes the top 10 words will be very likely and include most of the probability mass, but other times the probability distribution will be flatter and the top 10 words will only include a small part of the probability mass.\ntop-p sampling\nAn alternative, called top-p sampling or nucleus sampling (Holtzman et al., 2020), is to keep not the top k words, but the top p percent of the probability mass. The goal is the same; to truncate the distribution to remove the very unlikely words. But by measuring probability rather than the number of words, the hope is that the measure will be more robust in very different contexts, dynamically increasing and decreasing the pool of word candidates.\nGiven a distribution $P(w_{t}|\\mathbf{w}_{<t})$ , we sort the distribution from most probable, and then the top-p vocabulary $V^{(p)}$ is the smallest set of words such that\n$$\n\\sum_ {w \\in V ^ {(p)}} P (w | \\mathbf {w} _ {<   t}) \\geq p. \\tag {8.48}\n$$",
+      "path": "8.pdf/CHAPTER 8 Transformers/8.6 More on Sampling/8.6.2 Nucleus or top-p sampling",
+      "metadata": {
+        "length": 1107,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 8 Transformers",
+        "tokens": [
+          "One",
+          "problem",
+          "top",
+          "sampling",
+          "fixed",
+          "shape",
+          "probability",
+          "distribution",
+          "words",
+          "differs",
+          "contexts",
+          "If",
+          "set",
+          "10",
+          "include",
+          "mass",
+          "times",
+          "flatter",
+          "small",
+          "part",
+          "An",
+          "alternative",
+          "called",
+          "nucleus",
+          "Holtzman",
+          "al",
+          "2020",
+          "percent",
+          "The",
+          "goal",
+          "truncate",
+          "remove",
+          "But",
+          "measuring",
+          "number",
+          "hope",
+          "measure",
+          "robust",
+          "dynamically",
+          "increasing",
+          "decreasing",
+          "pool",
+          "word",
+          "candidates",
+          "Given",
+          "mathbf",
+          "sort",
+          "probable",
+          "vocabulary",
+          "smallest",
+          "sum",
+          "geq",
+          "tag",
+          "8.48"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "8c3c4bcc-1b48-585e-861b-197bda1fa206",
+      "type": "image",
+      "content": "\n## 8.7 Training <details>0\n[images/image-16-Transformer Language Model Architecture.jpg]\n",
+      "path": "images/image-16-Transformer Language Model Architecture.jpg",
+      "metadata": {
+        "length": 61,
+        "summary": "image-16\n- Input tokens: So, long, and, thanks, for...\n- Input Encoding: Embedding (E) + Positional Encoding (1, 2, 3...) -> x1, x2, x3...\n- Stacked Transformer Blocks: Multiple layers of processing with skip connections between blocks\n- Language Modeling Head: U projection layer producing logits\n- Loss Calculation: Negative log likelihood (-log y) for each predicted token (long, and, thanks, for, all)\n- Overall Loss Formula: L_CE = (1/T) * Σ(from t=1 to T) L_CE",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 8 Transformers",
+        "file_path": "images/image-16-Transformer Language Model Architecture.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "d7c64d40-e8cc-568e-9ebb-8a512b5696e2",
+      "type": "text",
+      "content": "We described the training process for language models in the prior chapter. Recall that large language models are trained with cross-entropy loss, also called the negative log likelihood loss. At time t the cross-entropy loss is the negative log probability the model assigns to the next word in the training sequence, $-\\log p(w_{t+1})$ .\nFig. 8.17 illustrates the general training approach. At each step, given all the preceding words, the final transformer layer produces an output distribution over the entire vocabulary. During training, the probability assigned to the correct word by the model is used to calculate the cross-entropy loss for each item in the sequence. The loss for a training sequence is the average cross-entropy loss over the entire sequence. The weights in the network are adjusted to minimize the average CE loss over the training sequence via gradient descent.\nWith transformers, each training item can be processed in parallel since the output for each element in the sequence is computed separately.\nLarge models are generally trained by filling the full context window (for example 4096 tokens for GPT4 or 8192 for Llama 3) with text. If documents are shorter than this, multiple documents are packed into the window with a special end-of-text token between them. The batch size for gradient descent is usually quite large (the largest GPT-3 model uses a batch size of 3.2 million tokens).\n\n## 8.7 Training <details>0\n[images/image-16-Transformer Language Model Architecture.jpg]\n\n<details>\n<summary>flowchart</summary>\n```mermaid\ngraph TD\nsubgraph Input Tokens\nA[\"Input Encoding\"] --> B[\"x1\"]\nA --> C[\"x2\"]\nA --> D[\"x3\"]\nA --> E[\"x4\"]\nA --> F[\"x5\"]\nG[\"Stacked Transformer Blocks\"] --> H[\"...\"]\nG --> I[\"...\"]\nG --> J[\"...\"]\nG --> K[\"...\"]\nG --> L[\"...\"]\nM[\"Language Modeling Head\"] --> N[\"...\"]\nM --> O[\"...\"]\nM --> P[\"...\"]\nM --> Q[\"...\"]\nM --> R[\"...\"]\nM --> S[\"...\"]\nT[\"Last Layer\"] --> U[\"...\"]\nT --> V[\"...\"]\nT --> W[\"...\"]\nT --> X[\"...\"]\nT --> Y[\"...\"]\nZ[\"Long Layer\"] --> AA[\"...\"]\nZ --> AB[\"...\"]\nZ --> AC[\"...\"]\nZ --> AD[\"...\"]\nAE[\"Long Layer\"] --> AF[\"...\"]\nAE --> AG[\"...\"]\nAE --> AH[\"...\"]\nAE --> AI[\"...\"]\nAJ[\"Long Layer\"] --> AK[\"...\"]\nAJ --> AL[\"...\"]\nAJ --> AM[\"...\"]\nAJ --> AN[\"...\"]\nAO[\"Long Layer\"] --> AP[\"...\"]\nAO --> AQ[\"...\"]\nAO --> AR[\"...\"]\nAO --> AS[\"...\"]\nAT[\"Long Layer\"] --> AU[\"...\"]\nAT --> AV[\"...\"]\nAT --> AW[\"...\"]\nAX[\"Long Layer\"] --> AY[\"...\"]\nAX --> AZ[\"...\"]\nAX --> BA[\"...\"]\nBB[\"Long Layer\"] --> BC[\"...\"]\nBB --> BD[\"...\"]\nBB --> BE[\"...\"]\nBF[\"Long Layer\"] --> BG[\"...\"]\nBF --> BH[\"...\"]\nBF --> BI[\"...\"]\nBJ[\"Long Layer\"] --> BK[\"...\"]\nBJ --> BL[\"...\"]\nBJ --> BM[\"...\"]\nBN[\"Long Layer\"] --> BO[\"...\"]\nBN --> BP[\"...\"]\nBN --> BQ[\"...\"]\nBR[\"Long Layer\"] --> BS[\"...\"]\nBR --> BT[\"...\"]\nBR --> BU[\"...\"]\nBV[\"Long Layer\"] --> BW[\"...\"]\nBV --> BX[\"...\"]\nBV --> BY[\"...\"]\nBZ[\"Stacked Transformer Blocks\"] --> CA[\"x1\"]\nBZ --> CB[\"x2\"]\nBZ --> CC[\"x3\"]\nBZ --> CD[\"x4\"]\nBZ --> CE[\"x5\"]\nend\nsubgraph Input Tokens\nCF[\"Xo\"] --> CG[\"E\"]\nend\nsubgraph Input Encoding\nCH[\"E\"] --> CI[\"E\"]\nend\nsubgraph Input Tokens\nCJ[\"E\"] --> CK[\"E\"]\nend\nsubgraph Stacked Transformer Blocks\nCL[\"x1\"] --> CM[\"x2\"] & CN[\"x3\"] & CO[\"x4\"] & CE[\"x5\"]\nend\nsubgraph Stacked Transformer Blocks\nCD[\"x1\"] & CN[\"x2\"] & CO[\"x3\"] & CE[\"x4\"] & CE[\"x5\"]\nend\nsubgraph Stacked Transformer Blocks\nDD[\"x1\"] & CM[\"x2\"] & CO[\"x3\"] & CE[\"x4\"] & CE[\"x5\"]\nend\nsubgraph Stacked Transformer Blocks\nDF[\"XO\"] & DG[\"XL\"] --> DH[\"XL0\"], DH[\"XL1\"], DH[\"XL2\"], DH[\"XL3\"], DH[\"XL4\"], DH[\"XL5\"]\nend\nsubgraph Stacked Transformer Blocks\nID[\"XL0\"] & ID[\"XL1\"] & ID[\"XL2\"] & ID[\"XL3\"] & ID[\"XL4\"] & ID[\"XL5\"]\nend\nsubgraph Stacked Transformer Blocks\nAE[\"XL0\"] & AE[\"XL1\"] & AE[\"XL2\"] & AE[\"XL3\"] & AE[\"XL4\"] & AE[\"XL5\"]\nend\nsubgraph Stacked Transformer Blocks\nAF[\"XL0\"] & AF[\"XL1\"] & AF[\"XL2\"] & AF[\"XL3\"] & AF[\"XL4\"] & AF[\"XL5\"]\nend\nsubgraph Stacked Transformer Blocks\nAG[\"XL0\"] & AG[\"XL1\"] & AG[\"XL2\"] & AG[\"XL3\"] & AG[\"XL4\"] & AG[\"XL5\"]\nend\nsubgraph Stacked Transformer Blocks\nAH[\"XL0\"] & AH[\"XL1\"] & AH[\"XL2\"] & AH[\"XL3\"] & AH[\"XL4\"] & AH[\"XL5\"]\nend\nsubgraph Stacked Transformer Blocks\nAI[\"XL0\"] & AI[\"XL1\"] & AI[\"XL2\"] & AI[\"XL3\"] & AI[\"XL4\"] & AI[\"XL5\"]\nend\nsubgraph Stacked Transformer Blocks\nAJ[\"XL0\"] & AJ[\"XL1\"] & AJ[\"XL2\"] & AJ[\"XL3\"] & AJ[\"XL4\"] & AJ[\"XL5\"]\nend\nsubgraph Stacked Transformer Blocks\nAK[\"XL0\"] & AK[\"XL1\"] & AK[\"XL2\"] & AK[\"XL3\"] & AK[\"XL4\"] & AK[\"XL5\"]\nend\nsubgraph Stacked Transformer Blocks\nAL[\"XL0\"] & AL[\"XL1\"] & AL[\"XL2\"] & AL[\"XL3\"] & AL[\"XL4\"] & AL[\"XL5\"]\nend\nsubgraph Stacked Transformer Blocks\nAM[\"XL0\"] & AM[\"XL1\"] & AM[\"XL2\"] & AM[\"XL3\"] & AM[\"XL4\"] & AM[\"XL5\"]\nend\nsubgraph Stacked Transformer Blocks\nAN[\"XL0\"] & AN[\"XL1\"] & AN[\"XL2\"] & AN[\"XL3\"] & AN[\"XL4\"] & AN[\"XL5\"]\nend\nsubgraph Stacked Transformer Blocks\nAO[\"XL0\"] & AO[\"XL1\"] & AO[\"XL2\"] & AO[\"XL3\"] & AO[\"XL4\"] & AO[\"XL5\"]\nend\nsubgraph Stacked Transformer Blocks\nAP[\"XL0\"] & AP[\"XL1\"] & AP[\"XL2\"] & AP[\"XL3\"] & AP[\"XL4\"] & AP[\"XL5\"]\nend\nsubgraph Stacked Transformer Blocks\nAQX[\"XL0\"] & AQX[\"XL1\"] & AQX[\"XL2\"] & AQX[\"XL3\"] & AQX[\"XL4\"] & AQX[\"XL5\"]\nend\nsubgraph Stacked Transformer Blocks\nARX[Yx1, x2, ..., x3, ..., x4, ..., x5, ..., x6, ..., x7, ..., x8, ..., x9, ..., x10, ..., x11, ..., x12, ..., x13, ..., x14, ..., x15, ..., x16, ..., x17, ..., x18, ..., x19, ..., x20, ..., x21, ..., x22, ..., x23, ..., x24, ..., x25, ..., x26, ..., x27, ..., x28, ..., x29, ..., x30, ..., x31, ..., x32, ..., x33, ..., x34, ..., x35, ..., x36, ..., x37, ..., x38, ..., x39, ..., x40, ..., x41, ..., x42, ..., x43, ..., x44, ..., x45, ..., x46, ..., x47, ..., x48, ..., x49, ..., x50, ... |\n```\n</details>\nFigure 8.17 Training a transformer as a language model.",
+      "path": "8.pdf/CHAPTER 8 Transformers/8.7 Training",
+      "metadata": {
+        "length": 5616,
+        "summary": "The passage describes the training process for large language models using cross-entropy loss. At each step, the transformer layer outputs a distribution over the vocabulary, and the probability of the correct word is used to compute the loss. Training sequences are processed in parallel, with the average cross-entropy loss minimized via gradient descent. Large models fill the context window with text, packing multiple documents with end-of-text tokens, and use large batch sizes (e.g., 3.2 million tokens for GPT-3).",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 8 Transformers",
+        "tokens": [
+          "We",
+          "training",
+          "process",
+          "language",
+          "models",
+          "prior",
+          "chapter",
+          "Recall",
+          "large",
+          "trained",
+          "cross",
+          "entropy",
+          "loss",
+          "called",
+          "negative",
+          "log",
+          "likelihood",
+          "At",
+          "time",
+          "probability",
+          "model",
+          "assigns",
+          "word",
+          "sequence",
+          "Fig",
+          "8.17",
+          "illustrates",
+          "general",
+          "approach",
+          "step",
+          "preceding",
+          "words",
+          "final",
+          "transformer",
+          "layer",
+          "produces",
+          "output",
+          "distribution",
+          "entire",
+          "vocabulary",
+          "During",
+          "assigned",
+          "correct",
+          "calculate",
+          "item",
+          "The",
+          "average",
+          "weights",
+          "network",
+          "adjusted",
+          "minimize",
+          "CE",
+          "gradient",
+          "descent",
+          "With",
+          "transformers",
+          "processed",
+          "parallel",
+          "element",
+          "computed",
+          "separately",
+          "Large",
+          "generally",
+          "filling",
+          "full",
+          "context",
+          "window",
+          "4096",
+          "tokens",
+          "GPT4",
+          "8192",
+          "Llama",
+          "text",
+          "If",
+          "documents",
+          "shorter",
+          "multiple",
+          "packed",
+          "special",
+          "end",
+          "token",
+          "batch",
+          "size",
+          "largest",
+          "GPT",
+          "3.2",
+          "million",
+          "8.7",
+          "Training",
+          "details",
+          "summary",
+          "flowchart",
+          "mermaid",
+          "graph",
+          "TD",
+          "subgraph",
+          "Input",
+          "Tokens",
+          "Encoding",
+          "x1",
+          "x2",
+          "x3",
+          "x4",
+          "x5",
+          "Stacked",
+          "Transformer",
+          "Blocks",
+          "Language",
+          "Modeling",
+          "Head",
+          "Last",
+          "Layer",
+          "Long",
+          "AA",
+          "AB",
+          "AC",
+          "AD",
+          "AE",
+          "AF",
+          "AG",
+          "AH",
+          "AI",
+          "AJ",
+          "AK",
+          "AL",
+          "AM",
+          "AN",
+          "AO",
+          "AP",
+          "AQ",
+          "AR",
+          "AS",
+          "AT",
+          "AU",
+          "AV",
+          "AW",
+          "AX",
+          "AY",
+          "AZ",
+          "BA",
+          "BB",
+          "BC",
+          "BD",
+          "BE",
+          "BF",
+          "BG",
+          "BH",
+          "BI",
+          "BJ",
+          "BK",
+          "BL",
+          "BM",
+          "BN",
+          "BO",
+          "BP",
+          "BQ",
+          "BR",
+          "BS",
+          "BT",
+          "BU",
+          "BV",
+          "BW",
+          "BX",
+          "BY",
+          "BZ",
+          "CA",
+          "CB",
+          "CC",
+          "CD",
+          "CF",
+          "Xo",
+          "CG",
+          "CH",
+          "CI",
+          "CJ",
+          "CK",
+          "CL",
+          "CM",
+          "CN",
+          "CO",
+          "DD",
+          "DF",
+          "XO",
+          "DG",
+          "XL",
+          "DH",
+          "XL0",
+          "XL1",
+          "XL2",
+          "XL3",
+          "XL4",
+          "XL5",
+          "ID",
+          "AQX",
+          "ARX",
+          "Yx1",
+          "x6",
+          "x7",
+          "x8",
+          "x9",
+          "x10",
+          "x11",
+          "x12",
+          "x13",
+          "x14",
+          "x15",
+          "x16",
+          "x17",
+          "x18",
+          "x19",
+          "x20",
+          "x21",
+          "x22",
+          "x23",
+          "x24",
+          "x25",
+          "x26",
+          "x27",
+          "x28",
+          "x29",
+          "x30",
+          "x31",
+          "x32",
+          "x33",
+          "x34",
+          "x35",
+          "x36",
+          "x37",
+          "x38",
+          "x39",
+          "x40",
+          "x41",
+          "x42",
+          "x43",
+          "x44",
+          "x45",
+          "x46",
+          "x47",
+          "x48",
+          "x49",
+          "x50",
+          "Figure"
+        ],
+        "keywords": [
+          "cross-entropy loss",
+          "gradient descent",
+          "batch size"
+        ],
+        "connect_to": [
+          {
+            "target": "8c3c4bcc-1b48-585e-861b-197bda1fa206",
+            "relation": "embeds",
+            "ref": "[images/image-16-Transformer Language Model Architecture.jpg]",
+            "position": {
+              "start": 1450,
+              "end": 1511
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "632928a5-fe02-5c55-8329-bfe79fb0cf78",
+      "type": "text",
+      "content": "Large language models are large. For example the Llama 3.1 405B Instruct model from Meta has 405 billion parameters (it has L=126 layers, model dimensionality d=16,384, and A=128 attention heads) and was trained on 15.6 terabytes of text tokens using a vocabulary of 128K tokens (Llama Team, 2024). So there is a lot of research on understanding how LLMs scale, and especially how to implement them given limited resources. In the next few sections we discuss how to think about scale (the concept of scaling laws), and important techniques for getting language models to work efficiently, such as the KV cache and parameter-efficient fine tuning (PEFT).",
+      "path": "8.pdf/CHAPTER 8 Transformers/8.8 Dealing with Scale",
+      "metadata": {
+        "length": 654,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 8 Transformers",
+        "tokens": [
+          "Large",
+          "language",
+          "models",
+          "large",
+          "For",
+          "Llama",
+          "3.1",
+          "405B",
+          "Instruct",
+          "model",
+          "Meta",
+          "405",
+          "billion",
+          "parameters",
+          "126",
+          "layers",
+          "dimensionality",
+          "16",
+          "384",
+          "128",
+          "attention",
+          "heads",
+          "trained",
+          "15.6",
+          "terabytes",
+          "text",
+          "tokens",
+          "vocabulary",
+          "128K",
+          "Team",
+          "2024",
+          "So",
+          "lot",
+          "research",
+          "understanding",
+          "LLMs",
+          "scale",
+          "implement",
+          "limited",
+          "resources",
+          "In",
+          "sections",
+          "discuss",
+          "concept",
+          "scaling",
+          "laws",
+          "important",
+          "techniques",
+          "work",
+          "efficiently",
+          "KV",
+          "cache",
+          "parameter",
+          "efficient",
+          "fine",
+          "tuning",
+          "PEFT"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "cb68a4da-dcf1-5a92-ac51-4499257fe233",
+      "type": "text",
+      "content": "The performance of large language models has shown to be mainly determined by 3 factors: model size (the number of parameters not counting embeddings), dataset size (the amount of training data), and the amount of compute used for training. That is, we can improve a model by adding parameters (adding more layers or having wider contexts or both), by training on more data, or by training for more iterations.\nThe relationships between these factors and performance are known as scaling laws. Roughly speaking, the performance of a large language model (the loss) scales as a power-law with each of these three properties of model training.\nFor example, Kaplan et al. (2020) found the following three relationships for loss L as a function of the number of non-embedding parameters N, the dataset size D, and the compute budget C, for models training with limited parameters, dataset,\nscaling laws\nor compute budget, if in each case the other two properties are held constant:\n$$\nL (N) = \\left(\\frac {N _ {c}}{N}\\right) ^ {\\alpha_ {N}} \\tag {8.49}\n$$\n$$\nL (D) = \\left(\\frac {D _ {c}}{D}\\right) ^ {\\alpha_ {D}} \\tag {8.50}\n$$\n$$\nL (C) = \\left(\\frac {C _ {c}}{C}\\right) ^ {\\alpha_ {C}} \\tag {8.51}\n$$\nThe number of (non-embedding) parameters N can be roughly computed as follows (ignoring biases, and with d as the input and output dimensionality of the model, $d_{attn}$ as the self-attention layer size, and $d_{ff}$ the size of the feedforward layer):\n$$\nN \\approx 2 d n _ {\\text { layer }} (2 d _ {\\text { attn }} + d _ {\\text { ff }})\n$$\n$$\n\\approx 1 2 n _ {\\text { layer }} d ^ {2} \\tag {8.52}\n$$\n$$\n(\\text { assuming   } d _ {\\mathrm{attn}} = d _ {\\mathrm{ff}} / 4 = d)\n$$\nThus GPT-3, with $n = 96$ layers and dimensionality $d = 12288$ , has $12 \\times 96 \\times 12288^2 \\approx 175$ billion parameters.\nThe values of $N_{c}$ , $D_{c}$ , $C_{c}$ , $\\alpha_{N}$ , $\\alpha_{D}$ , and $\\alpha_{C}$ depend on the exact transformer architecture, tokenization, and vocabulary size, so rather than all the precise values, scaling laws focus on the relationship with loss. $^{3}$\nScaling laws can be useful in deciding how to train a model to a particular performance, for example by looking at early in the training curve, or performance with smaller amounts of data, to predict what the loss would be if we were to add more data or increase model size. Other aspects of scaling laws can also tell us how much data we need to add when scaling up a model.",
+      "path": "8.pdf/CHAPTER 8 Transformers/8.8 Dealing with Scale/8.8.1 Scaling laws",
+      "metadata": {
+        "length": 2454,
+        "summary": "The passage discusses scaling laws for large language models, which describe how performance (loss) scales as a power-law with model size (non-embedding parameters N), dataset size (D), and compute budget (C). It provides equations for loss as a function of each factor when others are held constant, and gives a formula for estimating the number of non-embedding parameters. The example of GPT-3 with 175 billion parameters is included. Scaling laws help predict performance and guide decisions on training data and model size.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 8 Transformers",
+        "tokens": [
+          "The",
+          "performance",
+          "large",
+          "language",
+          "models",
+          "shown",
+          "determined",
+          "factors",
+          "model",
+          "size",
+          "number",
+          "parameters",
+          "counting",
+          "embeddings",
+          "dataset",
+          "amount",
+          "training",
+          "data",
+          "compute",
+          "That",
+          "improve",
+          "adding",
+          "layers",
+          "wider",
+          "contexts",
+          "iterations",
+          "relationships",
+          "scaling",
+          "laws",
+          "Roughly",
+          "speaking",
+          "loss",
+          "scales",
+          "power",
+          "law",
+          "properties",
+          "For",
+          "Kaplan",
+          "al",
+          "2020",
+          "found",
+          "function",
+          "embedding",
+          "budget",
+          "limited",
+          "case",
+          "held",
+          "constant",
+          "left",
+          "frac",
+          "alpha",
+          "tag",
+          "8.49",
+          "8.50",
+          "8.51",
+          "roughly",
+          "computed",
+          "ignoring",
+          "biases",
+          "input",
+          "output",
+          "dimensionality",
+          "attn",
+          "attention",
+          "layer",
+          "ff",
+          "feedforward",
+          "approx",
+          "text",
+          "8.52",
+          "assuming",
+          "mathrm",
+          "Thus",
+          "GPT",
+          "96",
+          "12288",
+          "12",
+          "times",
+          "175",
+          "billion",
+          "values",
+          "depend",
+          "exact",
+          "transformer",
+          "architecture",
+          "tokenization",
+          "vocabulary",
+          "precise",
+          "focus",
+          "relationship",
+          "Scaling",
+          "deciding",
+          "train",
+          "early",
+          "curve",
+          "smaller",
+          "amounts",
+          "predict",
+          "add",
+          "increase",
+          "Other",
+          "aspects"
+        ],
+        "keywords": [
+          "scaling laws",
+          "model size",
+          "dataset size"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "6c81f386-8261-5df0-b76e-d8c322827536",
+      "type": "image",
+      "content": "\n$$ <details>0\n[images/image-17-Attention Mechanism Matrix Multiplication.jpg]\n",
+      "path": "images/image-17-Attention Mechanism Matrix Multiplication.jpg",
+      "metadata": {
+        "length": 48,
+        "summary": "image-17\nThe image illustrates the mathematical process of calculating attention scores and weighted values using matrix multiplication.\n\n1.  **Query Vector (Q):** A single query vector `q4` with dimensions $1 \\times d_k$.\n2.  **Key Matrix Transpose ($K^T$):** A matrix containing keys $k_1, k_2, k_3, k_4$ with dimensions $d_k \\times N$.\n3.  **Dot Product ($QK^T$):** The result of multiplying Q by $K^T$, producing a row vector of dot products ($q4\\cdot k1, q4\\cdot k2, q4\\cdot k3, q4\\cdot k4$) with dimensions $1 \\times N$.\n4.  **Value Matrix (V):** A matrix containing values $v_1, v_2, v_3, v_4$ with dimensions $N \\times d_v$.\n5.  **Final Output (A):** The result of multiplying the dot product matrix by V, yielding a final output vector `a4` with dimensions $1",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 8 Transformers",
+        "file_path": "images/image-17-Attention Mechanism Matrix Multiplication.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "6e7590a7-d0be-5ada-8f7f-fb6e586f8d4d",
+      "type": "text",
+      "content": "We saw in Fig. 8.11 and in Eq. 8.34 (repeated below) how the attention vector can be very efficiently computed in parallel for training, via two matrix multiplications:\n$$\n\\mathbf {A} = \\text { softmax } \\left(\\frac {\\mathbf {Q} \\mathbf {K} ^ {\\intercal}}{\\sqrt {d _ {k}}}\\right) \\mathbf {V} \\tag {8.53}\n$$\nUnfortunately we can't do quite the same efficient computation in inference as in training. That's because at inference time, we iteratively generate the next tokens one at a time. For a new token that we have just generated, call it $\\mathbf{x}_i$ , we need to compute its query, key, and values by multiplying by $\\mathbf{W}^{\\mathbf{Q}}$ , $\\mathbf{W}^{\\mathbf{K}}$ , and $\\mathbf{W}^{\\mathbf{V}}$ respectively. But it would be a waste of computation time to recompute the key and value vectors for all the prior tokens $\\mathbf{x}_{<i}$ ; at prior steps we already computed these key and value vectors! So instead of recomputing these, whenever we compute the key and value vectors we store them in memory in the KV cache, and then we can just grab them from the cache when we need them. Fig. 8.18 modifies Fig. 8.11 to show the computation that takes place for a single new token, showing which values we can take from the cache rather than recompute.\nKV cache\n\n$$ <details>0\n[images/image-17-Attention Mechanism Matrix Multiplication.jpg]\n\n<details>\n<summary>text_image</summary>\nQ\nX\nk1 k2 k3 k4 = QK^T\nq4",
+      "path": "8.pdf/CHAPTER 8 Transformers/8.8 Dealing with Scale/8.8.2 KV Cache",
+      "metadata": {
+        "length": 1387,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 8 Transformers",
+        "tokens": [
+          "We",
+          "Fig",
+          "8.11",
+          "Eq",
+          "8.34",
+          "repeated",
+          "attention",
+          "vector",
+          "efficiently",
+          "computed",
+          "parallel",
+          "training",
+          "matrix",
+          "multiplications",
+          "mathbf",
+          "text",
+          "softmax",
+          "left",
+          "frac",
+          "intercal",
+          "sqrt",
+          "tag",
+          "8.53",
+          "Unfortunately",
+          "efficient",
+          "computation",
+          "inference",
+          "That",
+          "time",
+          "iteratively",
+          "generate",
+          "tokens",
+          "For",
+          "token",
+          "generated",
+          "call",
+          "compute",
+          "query",
+          "key",
+          "values",
+          "multiplying",
+          "But",
+          "waste",
+          "recompute",
+          "vectors",
+          "prior",
+          "steps",
+          "So",
+          "recomputing",
+          "store",
+          "memory",
+          "KV",
+          "cache",
+          "grab",
+          "8.18",
+          "modifies",
+          "show",
+          "takes",
+          "place",
+          "single",
+          "showing",
+          "details",
+          "summary",
+          "image",
+          "k1",
+          "k2",
+          "k3",
+          "k4",
+          "QK",
+          "q4"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "6c81f386-8261-5df0-b76e-d8c322827536",
+            "relation": "embeds",
+            "ref": "[images/image-17-Attention Mechanism Matrix Multiplication.jpg]",
+            "position": {
+              "start": 1288,
+              "end": 1351
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "82eb92b1-4186-582c-aa11-631c45cad190",
+      "type": "text",
+      "content": "dk x N",
+      "path": "8.pdf/CHAPTER 8 Transformers/8.8 Dealing with Scale/8.8.2 KV Cache/1 x dk",
+      "metadata": {
+        "length": 6,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 8 Transformers",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "83c01058-d48b-5f22-b304-c7572551ef66",
+      "type": "text",
+      "content": "V\nx\nv1\nv2\nv3\nv4\nN x dv = A\na4",
+      "path": "8.pdf/CHAPTER 8 Transformers/8.8 Dealing with Scale/8.8.2 KV Cache/1 x N",
+      "metadata": {
+        "length": 29,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 8 Transformers",
+        "tokens": [
+          "v1",
+          "v2",
+          "v3",
+          "v4",
+          "dv",
+          "a4"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "e7716ae2-e525-5084-aba7-aa2e3812b355",
+      "type": "text",
+      "content": "</details>\nFigure 8.18 Parts of the attention computation (extracted from Fig. 8.11) showing, in black, the vectors that can be stored in the cache rather than recomputed when computing the attention score for the 4th token.",
+      "path": "8.pdf/CHAPTER 8 Transformers/8.8 Dealing with Scale/8.8.2 KV Cache/1 x dv",
+      "metadata": {
+        "length": 224,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 8 Transformers",
+        "tokens": [
+          "details",
+          "Figure",
+          "8.18",
+          "Parts",
+          "attention",
+          "computation",
+          "extracted",
+          "Fig",
+          "8.11",
+          "showing",
+          "black",
+          "vectors",
+          "stored",
+          "cache",
+          "recomputed",
+          "computing",
+          "score",
+          "4th",
+          "token"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "6b6445af-0d60-56d4-bb42-9f96bfb50197",
+      "type": "image",
+      "content": "\n$$ <details>0\n[images/image-18-Pretrained Weights Decomposition.jpg]\n",
+      "path": "images/image-18-Pretrained Weights Decomposition.jpg",
+      "metadata": {
+        "length": 48,
+        "summary": "image-18\nThe image illustrates a mathematical decomposition of a pretrained weight matrix W.\n\n- **Central Component**: A green square labeled \"Pretrained Weights\" with the symbol **W**. Its dimensions are defined as **k** (height) and **d** (width).\n- **Decomposition Structure**: The diagram shows that W is approximated by the sum of two components:\n    1.  **Top Component**: A yellow horizontal rectangle labeled **h**, with dimensions **1** x **d**.\n    2.  **Right Component**: The product of two red matrices, **A** and **B**.\n        - Matrix **A** is a vertical rectangle with dimensions **k** x **r**.\n        - Matrix **B** is a horizontal rectangle with dimensions **r** x **d**.\n- **Input Vector**: At the bottom, a blue horizontal vector labeled **x** is shown with dimensions **1** x **d**.\n- **Arrows**: Arrows indicate that the input **x** interacts with the decomposed components to reconstruct or approximate the original weights **W**.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 8 Transformers",
+        "file_path": "images/image-18-Pretrained Weights Decomposition.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "c369905a-3415-5608-96f5-8dc41fe2c09c",
+      "type": "text",
+      "content": "As we mentioned above, it's very common to take a language model and give it more information about a new domain by finetuning it (continuing to train it to predict upcoming words) on some additional data.\nFine-tuning can be very difficult with very large language models, because there are enormous numbers of parameters to train; each pass of batch gradient descent has to backpropagate through many many huge layers. This makes finetuning huge language models extremely expensive in processing power, in memory, and in time. For this reason, there are alternative methods that allow a model to be finetuned without changing all the parameters. Such methods are called parameter-efficient fine tuning or sometimes PEFT, because we efficiently select a subset of parameters to update when finetuning. For example we freeze some of the parameters (don't change them), and only update some particular subset of parameters.\nHere we describe one such model, called LoRA, for Low-Rank Adaptation. The intuition of LoRA is that transformers have many dense layers which perform matrix multiplication (for example the $W^{Q}$ , $W^{K}$ , $W^{V}$ , $W^{O}$ layers in the attention computation). Instead of updating these layers during finetuning, with LoRA we freeze these layers and instead update a low-rank approximation that has fewer parameters.\nConsider a matrix W of dimensionality $[k \\times d]$ that needs to be updated during finetuning via gradient descent. Normally this matrix would get updates $\\Delta W$ of dimensionality $[k \\times d]$ , for updating the $k \\times d$ parameters after gradient descent. In LoRA, we freeze W and update instead a low-rank decomposition of W. We create two matrices A and B, where A has size $[k \\times r]$ and B has size $[r \\times d]$ , and we choose r to be quite small, $r << \\min(d, k)$ . During finetuning we update A and B instead of W. That is, we replace $W + \\Delta W$ with $W + AB$ . Fig. 8.19 shows the intuition. For replacing the forward pass h = xW, the new forward pass is instead:\n$$\n\\mathbf {h} = \\mathbf {x W} + \\mathbf {x A B} \\tag {8.54}\n$$\nLoRA has a number of advantages. It dramatically reduces hardware requirements, since gradients don't have to be calculated for most parameters. The weight updates can be simply added in to the pretrained weights, since AB is the same size as W). That means it doesn't add any time during inference. And it also means it's possible to build LoRA modules for different domains and just swap them in and out by adding them in or subtracting them from W.\nIn its original version LoRA was applied just to the matrices in the attention computation (the $W^{Q}$ , $W^{K}$ , $W^{V}$ , and $W^{O}$ layers). Many variants of LoRA exist.\n\n$$ <details>0\n[images/image-18-Pretrained Weights Decomposition.jpg]\n\n<details>\n<summary>flowchart</summary>\n```mermaid\ngraph TD\nh[\"1\"] -->|d| A[\"k A\"]\nh -->|d| B[\"x r B\"]\nA -->|k| W[\"Pretrained Weights w\"]\nB -->|d| X[\"x 1\"]\nstyle h fill:#f9f,stroke:#333\nstyle B fill:#bbf,stroke:#333\nstyle W fill:#cfc,stroke:#333\nstyle X fill:#fcc,stroke:#333\n```\n</details>\nFigure 8.19 The intuition of LoRA. We freeze W to its pretrained values, and instead fine-tune by training a pair of matrices A and B, updating those instead of W, and just sum W and the updated AB.",
+      "path": "8.pdf/CHAPTER 8 Transformers/8.8 Dealing with Scale/8.8.3 Parameter Efficient Fine Tuning",
+      "metadata": {
+        "length": 3267,
+        "summary": "LoRA (Low-Rank Adaptation) is a parameter-efficient fine-tuning method for large language models. Instead of updating all parameters during fine-tuning, LoRA freezes the pretrained weight matrices (like W^Q, W^K, W^V, W^O in attention layers) and trains low-rank decomposition matrices A and B. This reduces hardware requirements, speeds up training, and allows easy swapping of fine-tuned modules without adding inference time.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 8 Transformers",
+        "tokens": [
+          "As",
+          "mentioned",
+          "common",
+          "language",
+          "model",
+          "give",
+          "information",
+          "domain",
+          "finetuning",
+          "continuing",
+          "train",
+          "predict",
+          "upcoming",
+          "words",
+          "additional",
+          "data",
+          "Fine",
+          "tuning",
+          "difficult",
+          "large",
+          "models",
+          "enormous",
+          "numbers",
+          "parameters",
+          "pass",
+          "batch",
+          "gradient",
+          "descent",
+          "backpropagate",
+          "huge",
+          "layers",
+          "This",
+          "makes",
+          "extremely",
+          "expensive",
+          "processing",
+          "power",
+          "memory",
+          "time",
+          "For",
+          "reason",
+          "alternative",
+          "methods",
+          "finetuned",
+          "changing",
+          "Such",
+          "called",
+          "parameter",
+          "efficient",
+          "fine",
+          "PEFT",
+          "efficiently",
+          "select",
+          "subset",
+          "update",
+          "freeze",
+          "don",
+          "change",
+          "Here",
+          "describe",
+          "LoRA",
+          "Low",
+          "Rank",
+          "Adaptation",
+          "The",
+          "intuition",
+          "transformers",
+          "dense",
+          "perform",
+          "matrix",
+          "multiplication",
+          "attention",
+          "computation",
+          "Instead",
+          "updating",
+          "low",
+          "rank",
+          "approximation",
+          "fewer",
+          "Consider",
+          "dimensionality",
+          "times",
+          "updated",
+          "Normally",
+          "updates",
+          "Delta",
+          "In",
+          "decomposition",
+          "We",
+          "create",
+          "matrices",
+          "size",
+          "choose",
+          "small",
+          "min",
+          "During",
+          "That",
+          "replace",
+          "AB",
+          "Fig",
+          "8.19",
+          "shows",
+          "replacing",
+          "forward",
+          "xW",
+          "mathbf",
+          "tag",
+          "8.54",
+          "number",
+          "advantages",
+          "It",
+          "dramatically",
+          "reduces",
+          "hardware",
+          "requirements",
+          "gradients",
+          "calculated",
+          "weight",
+          "simply",
+          "added",
+          "pretrained",
+          "weights",
+          "means",
+          "doesn",
+          "add",
+          "inference",
+          "And",
+          "build",
+          "modules",
+          "domains",
+          "swap",
+          "adding",
+          "subtracting",
+          "original",
+          "version",
+          "applied",
+          "Many",
+          "variants",
+          "exist",
+          "details",
+          "summary",
+          "flowchart",
+          "mermaid",
+          "graph",
+          "TD",
+          "Pretrained",
+          "Weights",
+          "style",
+          "fill",
+          "f9f",
+          "stroke",
+          "333",
+          "bbf",
+          "cfc",
+          "fcc",
+          "Figure",
+          "values",
+          "tune",
+          "training",
+          "pair",
+          "sum"
+        ],
+        "keywords": [
+          "LoRA",
+          "Parameter-Efficient",
+          "Fine-tuning"
+        ],
+        "connect_to": [
+          {
+            "target": "6b6445af-0d60-56d4-bb42-9f96bfb50197",
+            "relation": "embeds",
+            "ref": "[images/image-18-Pretrained Weights Decomposition.jpg]",
+            "position": {
+              "start": 2745,
+              "end": 2799
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "9e38b0bc-3309-53e1-923a-ab9ff5ae216a",
+      "type": "text",
+      "content": "interpretability\nHow does a transformer-based language model manage to do so well at language tasks? The subfield of interpretability, sometimes called mechanistic interpretability, focuses on ways to understand mechanistically what is going on inside the transformer. In the next two subsections we discuss two well-studied aspects of transformer interpretability.",
+      "path": "8.pdf/CHAPTER 8 Transformers/8.9 Interpreting the Transformer",
+      "metadata": {
+        "length": 365,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 8 Transformers",
+        "tokens": [
+          "interpretability",
+          "How",
+          "transformer",
+          "based",
+          "language",
+          "model",
+          "manage",
+          "tasks",
+          "The",
+          "subfield",
+          "called",
+          "mechanistic",
+          "focuses",
+          "ways",
+          "understand",
+          "mechanistically",
+          "inside",
+          "In",
+          "subsections",
+          "discuss",
+          "studied",
+          "aspects"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "a7f75d28-d16e-5507-a85d-b3663a9d5742",
+      "type": "image",
+      "content": "\nThe term in-context learning was first proposed by Brown et al. (2020) in their introduction of the GPT3 system, to refer to either of these kinds of learning that language models do from their prompts. In-context learning means language models learning to do new tasks, better predict tokens, or generally reduce their loss during the forward-pass at inference-time, without any gradient-based updates to the model's parameters. <details>0\n[images/image-19-Prefix matching and copying.jpg]\n",
+      "path": "images/image-19-Prefix matching and copying.jpg",
+      "metadata": {
+        "length": 475,
+        "summary": "image-19\nThe diagram illustrates a sequence alignment process involving two sentences: \"She owns vintage cars.\" and \"He dreams of owning vintage cars\".\n- Prefix matching: The word \"cars\" in the first sentence is matched with the word \"cars\" in the second sentence.\n- Copying: The word \"cars\" from the first sentence is copied to the corresponding position in the second sentence.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 8 Transformers",
+        "file_path": "images/image-19-Prefix matching and copying.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "a5f59c1f-a097-50a5-ba32-b07d2edd344d",
+      "type": "text",
+      "content": "As a way of getting a model to do what we want, we can think of prompting as being fundamentally different than pretraining. Learning via pretraining means updating the model's parameters by using gradient descent according to some loss function. But prompting with demonstrations can teach a model to do a new task. The model is learning something about the task from those demonstrations as it processes the prompt.\nEven without demonstrations, we can think of the process of prompting as a kind of learning. For example, the further a model gets in a prompt, the better it tends to get at predicting the upcoming tokens. The information in the context is helping give the model more predictive power.\nThe term in-context learning was first proposed by Brown et al. (2020) in their introduction of the GPT3 system, to refer to either of these kinds of learning that language models do from their prompts. In-context learning means language models learning to do new tasks, better predict tokens, or generally reduce their loss during the forward-pass at inference-time, without any gradient-based updates to the model's parameters.\nin-context learning\ninduction heads\nHow does in-context learning work? While we don't know for sure, there are some intriguing ideas. One hypothesis is based on the idea of induction heads (Elhage et al., 2021; Olsson et al., 2022). Induction heads are the name for a circuit, which is a kind of abstract component of a network. The induction head circuit is part of the attention computation in transformers, discovered by looking at mini language models with only 1-2 attention heads.\nThe function of the induction head is to predict repeated sequences. For example if it sees the pattern AB...A in an input sequence, it predicts that B will follow, instantiating the pattern completion rule AB...A→B. It does this by having a prefix matching component of the attention computation that, when looking at the current token A, searches back over the context to find a prior instance of A. If it finds one, the induction head has a copying mechanism that “copies” the token B that followed the earlier A, by increasing the probability the B will occur next. Fig. 8.20 shows an example.\n\nThe term in-context learning was first proposed by Brown et al. (2020) in their introduction of the GPT3 system, to refer to either of these kinds of learning that language models do from their prompts. In-context learning means language models learning to do new tasks, better predict tokens, or generally reduce their loss during the forward-pass at inference-time, without any gradient-based updates to the model's parameters. <details>0\n[images/image-19-Prefix matching and copying.jpg]\n\n<details>\n<summary>flowchart</summary>\n```mermaid\ngraph TD\nA[\"She\"] --> B[\"owns\"]\nB --> C[\"vintage\"]\nC --> D[\"cars\"]\nD --> E[\".\"]\nE --> F[\"He\"]\nF --> G[\"dreams\"]\nG --> H[\"of\"]\nH --> I[\"owning\"]\nI --> J[\"vintage\"]\nJ --> K[\"cars\"]\nK --> L[\".\"]\nL --> M[\"Copying\"]\nstyle A fill:#f9f,stroke:#333\nstyle B fill:#f9f,stroke:#333\nstyle C fill:#f9f,stroke:#333\nstyle D fill:#ccf,stroke:#333\nstyle E fill:#ccf,stroke:#333\nstyle F fill:#ccf,stroke:#333\nstyle G fill:#ccf,stroke:#333\nstyle H fill:#ccf,stroke:#333\nstyle I fill:#ccf,stroke:#333\nstyle J fill:#ccf,stroke:#333\nstyle K fill:#ccf,stroke:#333\nnote1[\"Prefix matching\"] --> C\n```\n</details>\nFigure 8.20 An induction head looking at vintage uses the prefix matching mechanism to find a prior instance of vintage, and the copying mechanism to predict that cars will occur again. Figure from Crosbie and Shutova (2022).\nablating\nOlsson et al. (2022) propose that a generalized fuzzy version of this pattern completion rule, implementing a rule like $A^{*}B^{*}\\ldots A\\rightarrow B$ , where $A^{*}\\approx A$ and $B^{*}\\approx B$ (by $\\approx$ we mean they are semantically similar in some way), might be responsible for in-context learning. Suggestive evidence for their hypothesis comes from Crosbie and Shutova (2022), who show that ablating induction heads causes in-context learning performance to decrease. Ablation is originally a medical term meaning the removal of something. We use it in NLP interpretability studies as a tool for testing causal effects; if we knock out a hypothesized cause, we would expect the effect to disappear. Crosbie and Shutova (2022) ablate induction heads by first finding attention heads that perform as induction heads on random input sequences, and then zeroing out the output of these heads by setting certain terms of the output matrix $W^{0}$ to zero. Indeed they find that ablated models are much worse at in-context learning: they have much worse performance at learning from demonstrations in the prompts.",
+      "path": "8.pdf/CHAPTER 8 Transformers/8.9 Interpreting the Transformer/8.9.1 In-Context Learning and Induction Heads",
+      "metadata": {
+        "length": 4689,
+        "summary": "The passage discusses in-context learning, a concept introduced by Brown et al. (2020) with GPT-3, where language models learn from prompts during inference without gradient updates. It contrasts this with pretraining, which updates parameters via gradient descent. A key hypothesis for how in-context learning works involves induction heads, circuits in transformer attention that predict repeated sequences by matching prefixes and copying subsequent tokens. Olsson et al. (2022) propose a generalized fuzzy pattern completion rule, and Crosbie and Shutova (2022) provide evidence by showing that ablating induction heads reduces in-context learning performance.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 8 Transformers",
+        "tokens": [
+          "As",
+          "model",
+          "prompting",
+          "fundamentally",
+          "pretraining",
+          "Learning",
+          "means",
+          "updating",
+          "parameters",
+          "gradient",
+          "descent",
+          "loss",
+          "function",
+          "But",
+          "demonstrations",
+          "teach",
+          "task",
+          "The",
+          "learning",
+          "processes",
+          "prompt",
+          "Even",
+          "process",
+          "kind",
+          "For",
+          "predicting",
+          "upcoming",
+          "tokens",
+          "information",
+          "context",
+          "helping",
+          "give",
+          "predictive",
+          "power",
+          "term",
+          "proposed",
+          "Brown",
+          "al",
+          "2020",
+          "introduction",
+          "GPT3",
+          "system",
+          "refer",
+          "kinds",
+          "language",
+          "models",
+          "prompts",
+          "In",
+          "tasks",
+          "predict",
+          "generally",
+          "reduce",
+          "forward",
+          "pass",
+          "inference",
+          "time",
+          "based",
+          "updates",
+          "induction",
+          "heads",
+          "How",
+          "work",
+          "While",
+          "don",
+          "intriguing",
+          "ideas",
+          "One",
+          "hypothesis",
+          "idea",
+          "Elhage",
+          "2021",
+          "Olsson",
+          "2022",
+          "Induction",
+          "circuit",
+          "abstract",
+          "component",
+          "network",
+          "head",
+          "part",
+          "attention",
+          "computation",
+          "transformers",
+          "discovered",
+          "mini",
+          "repeated",
+          "sequences",
+          "sees",
+          "pattern",
+          "AB",
+          "input",
+          "sequence",
+          "predicts",
+          "follow",
+          "instantiating",
+          "completion",
+          "rule",
+          "It",
+          "prefix",
+          "matching",
+          "current",
+          "token",
+          "searches",
+          "back",
+          "find",
+          "prior",
+          "instance",
+          "If",
+          "finds",
+          "copying",
+          "mechanism",
+          "copies",
+          "earlier",
+          "increasing",
+          "probability",
+          "occur",
+          "Fig",
+          "8.20",
+          "shows",
+          "details",
+          "summary",
+          "flowchart",
+          "mermaid",
+          "graph",
+          "TD",
+          "She",
+          "owns",
+          "vintage",
+          "cars",
+          "He",
+          "dreams",
+          "owning",
+          "Copying",
+          "style",
+          "fill",
+          "f9f",
+          "stroke",
+          "333",
+          "ccf",
+          "note1",
+          "Prefix",
+          "Figure",
+          "An",
+          "Crosbie",
+          "Shutova",
+          "ablating",
+          "propose",
+          "generalized",
+          "fuzzy",
+          "version",
+          "implementing",
+          "ldots",
+          "rightarrow",
+          "approx",
+          "semantically",
+          "similar",
+          "responsible",
+          "Suggestive",
+          "evidence",
+          "show",
+          "performance",
+          "decrease",
+          "Ablation",
+          "originally",
+          "medical",
+          "meaning",
+          "removal",
+          "We",
+          "NLP",
+          "interpretability",
+          "studies",
+          "tool",
+          "testing",
+          "causal",
+          "effects",
+          "knock",
+          "hypothesized",
+          "expect",
+          "effect",
+          "disappear",
+          "ablate",
+          "finding",
+          "perform",
+          "random",
+          "zeroing",
+          "output",
+          "setting",
+          "terms",
+          "matrix",
+          "Indeed",
+          "ablated",
+          "worse"
+        ],
+        "keywords": [
+          "in-context learning",
+          "induction heads",
+          "prompting"
+        ],
+        "connect_to": [
+          {
+            "target": "a7f75d28-d16e-5507-a85d-b3663a9d5742",
+            "relation": "embeds",
+            "ref": "[images/image-19-Prefix matching and copying.jpg]",
+            "position": {
+              "start": 2661,
+              "end": 2710
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "30bff2da-bf25-5dd1-b542-5f288ddf6d95",
+      "type": "text",
+      "content": "logit lens\nAnother useful interpretability tool, the logit lens (Nostalgebraist, 2020), offers a way to visualize what the internal layers of the transformer might be representing.\nThe idea is that we take any vector from any layer of the transformer and, pretending that it is the prefinal embedding, simply multiply it by the unembedding layer to get logits, and compute a softmax to see the distribution over words that that vector might be representing. This can be a useful window into the internal representations of the model. Since the network wasn't trained to make the internal representations function in this way, the logit lens doesn't always work perfectly, but this can still be a useful trick to help us visualize the internal layers of a transformer.",
+      "path": "8.pdf/CHAPTER 8 Transformers/8.9 Interpreting the Transformer/8.9.2 Logit Lens",
+      "metadata": {
+        "length": 767,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 8 Transformers",
+        "tokens": [
+          "logit",
+          "lens",
+          "Another",
+          "interpretability",
+          "tool",
+          "Nostalgebraist",
+          "2020",
+          "offers",
+          "visualize",
+          "internal",
+          "layers",
+          "transformer",
+          "representing",
+          "The",
+          "idea",
+          "vector",
+          "layer",
+          "pretending",
+          "prefinal",
+          "embedding",
+          "simply",
+          "multiply",
+          "unembedding",
+          "logits",
+          "compute",
+          "softmax",
+          "distribution",
+          "words",
+          "This",
+          "window",
+          "representations",
+          "model",
+          "Since",
+          "network",
+          "wasn",
+          "trained",
+          "make",
+          "function",
+          "doesn",
+          "work",
+          "perfectly",
+          "trick"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "01cde55e-8527-54b9-9c86-dba0cc08a844",
+      "type": "text",
+      "content": "This chapter has introduced the transformer and its components for the language modeling task introduced in the previous chapter. Here's a summary of the main points that we covered:\n- Transformers are non-recurrent networks based on multi-head attention, a kind of self-attention. A multi-head attention computation takes an input vector $\\mathbf{x}_i$ and maps it to an output $\\mathbf{a}_i$ by adding in vectors from prior tokens, weighted by how relevant they are for the processing of the current word.\n- A transformer block consists of a residual stream in which the input from the prior layer is passed up to the next layer, with the output of different components added to it. These components include a multi-head attention layer followed by a feedforward layer, each preceded by layer normalizations. Transformer blocks are stacked to make deeper and more powerful networks.\n- The input to a transformer is computed by adding an embedding (computed with an embedding matrix) to a positional encoding that represents the sequential position of the token in the window.\n- Language models can be built out of stacks of transformer blocks, with a language model head at the top, which applies an unembedding matrix to the output H of the top layer to generate the logits, which are then passed through a softmax to generate word probabilities.\n- Transformer-based language models have a wide context window (200K tokens or even more for very large models with special mechanisms) allowing them to draw on enormous amounts of context to predict upcoming words.\n- There are various computational tricks for making large language models more efficient, such as the KV cache and parameter-efficient finetuning.",
+      "path": "8.pdf/CHAPTER 8 Transformers/8.10 Summary",
+      "metadata": {
+        "length": 1712,
+        "summary": "This chapter introduces the transformer and its components for language modeling. Key points include: transformers are non-recurrent networks using multi-head self-attention; a transformer block consists of a residual stream with multi-head attention and feedforward layers, each preceded by layer normalization; input is computed by adding token embeddings to positional encodings; language models stack transformer blocks with a language model head that generates logits via an unembedding matrix and softmax; these models have wide context windows (up to 200K tokens or more); efficiency tricks include KV cache and parameter-efficient finetuning.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 8 Transformers",
+        "tokens": [
+          "This",
+          "chapter",
+          "introduced",
+          "transformer",
+          "components",
+          "language",
+          "modeling",
+          "task",
+          "previous",
+          "Here",
+          "summary",
+          "main",
+          "points",
+          "covered",
+          "Transformers",
+          "recurrent",
+          "networks",
+          "based",
+          "multi",
+          "head",
+          "attention",
+          "kind",
+          "computation",
+          "takes",
+          "input",
+          "vector",
+          "mathbf",
+          "maps",
+          "output",
+          "adding",
+          "vectors",
+          "prior",
+          "tokens",
+          "weighted",
+          "relevant",
+          "processing",
+          "current",
+          "word",
+          "block",
+          "consists",
+          "residual",
+          "stream",
+          "layer",
+          "passed",
+          "added",
+          "These",
+          "include",
+          "feedforward",
+          "preceded",
+          "normalizations",
+          "Transformer",
+          "blocks",
+          "stacked",
+          "make",
+          "deeper",
+          "powerful",
+          "The",
+          "computed",
+          "embedding",
+          "matrix",
+          "positional",
+          "encoding",
+          "represents",
+          "sequential",
+          "position",
+          "token",
+          "window",
+          "Language",
+          "models",
+          "built",
+          "stacks",
+          "model",
+          "top",
+          "applies",
+          "unembedding",
+          "generate",
+          "logits",
+          "softmax",
+          "probabilities",
+          "wide",
+          "context",
+          "200K",
+          "large",
+          "special",
+          "mechanisms",
+          "allowing",
+          "draw",
+          "enormous",
+          "amounts",
+          "predict",
+          "upcoming",
+          "words",
+          "There",
+          "computational",
+          "tricks",
+          "making",
+          "efficient",
+          "KV",
+          "cache",
+          "parameter",
+          "finetuning"
+        ],
+        "keywords": [
+          "Transformer",
+          "Multi-head Attention",
+          "Language Model"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "5c61f648-fb0a-5d26-b97e-f4c25b8401b3",
+      "type": "text",
+      "content": "The transformer (Vaswani et al., 2017) was developed drawing on two lines of prior research: self-attention and memory networks.\nEncoder-decoder attention, the idea of using a soft weighting over the encodings of input words to inform a generative decoder (see Chapter 12) was developed by Graves (2013) in the context of handwriting generation, and Bahdanau et al. (2015) for MT. This idea was extended to self-attention by dropping the need for separate encoding and decoding sequences and instead seeing attention as a way of weighting the tokens in collecting information passed from lower layers to higher layers (Ling et al., 2015; Cheng et al., 2016; Liu et al., 2016).\nOther aspects of the transformer, including the terminology of key, query, and value, came from memory networks, a mechanism for adding an external read-write memory to networks, by using an embedding of a query to match keys representing content in an associative memory (Sukhbaatar et al., 2015; Weston et al., 2015; Graves et al., 2014).\nMORE HISTORY TBD IN NEXT DRAFT.\nBa, J. L., J. R. Kiros, and G. E. Hinton. 2016. Layer normalization. NeurIPS workshop.\nBahdanau, D., K. H. Cho, and Y. Bengio. 2015. Neural machine translation by jointly learning to align and translate. ICLR 2015.\nBrown, T., B. Mann, N. Ryder, M. Subbiah, J. Kaplan, P. Dhariwal, A. Neelakantan, P. Shyam, G. Sastry, A. Askell, S. Agarwal, A. Herbert-Voss, G. Krueger, T. Henighan, R. Child, A. Ramesh, D. M. Ziegler, J. Wu, C. Winter, C. Hesse, M. Chen, E. Sigler, M. Litwin, S. Gray, B. Chess, J. Clark, C. Berner, S. McCandlish, A. Radford, I. Sutskever, and D. Amodei. 2020. Language models are few-shot learners. NeurIPS, volume 33.\nCheng, J., L. Dong, and M. Lapata. 2016. Long short-term memory-networks for machine reading. EMNLP.\nCrosbie, J. and E. Shutova. 2022. Induction heads as an essential mechanism for pattern matching in in-context learning. ArXiv preprint.\nElhage, N., N. Nanda, C. Olsson, T. Henighan, N. Joseph, B. Mann, A. Askell, Y. Bai, A. Chen, T. Conerly, N. Das-Sarma, D. Drain, D. Ganguli, Z. Hatfield-Dodds, D. Hernandez, A. Jones, J. Kernion, L. Lovitt, K. Ndousse, D. Amodei, T. Brown, J. Clark, J. Kaplan, S. McCandlish, and C. Olah. 2021. A mathematical framework for transformer circuits. White paper.\nGraves, A. 2013. Generating sequences with recurrent neural networks. ArXiv.\nGraves, A., G. Wayne, and I. Danihelka. 2014. Neural Turing machines. ArXiv.\nHoltzman, A., J. Buys, L. Du, M. Forbes, and Y. Choi. 2020. The curious case of neural text degeneration. ICLR.\nKaplan, J., S. McCandlish, T. Henighan, T. B. Brown, B. Chess, R. Child, S. Gray, A. Radford, J. Wu, and D. Amodei. 2020. Scaling laws for neural language models. ArXiv preprint.\nLing, W., C. Dyer, A. W. Black, I. Trancoso, R. Fernandez, S. Amir, L. Marujo, and T. Luís. 2015. Finding function in form: Compositional character models for open vocabulary word representation. EMNLP.\nLiu, Y., C. Sun, L. Lin, and X. Wang. 2016. Learning natural language inference using bidirectional LSTM model and inner-attention. ArXiv.\nLlama Team. 2024. The llama 3 herd of models.\nNostalgebraist. 2020. Interpreting gpt: the logit lens. White paper.\nOlsson, C., N. Elhage, N. Nanda, N. Joseph, N. DasSarma, T. Henighan, B. Mann, A. Askell, Y. Bai, A. Chen, et al. 2022. In-context learning and induction heads. ArXiv preprint.\nSukhbaatar, S., A. Szlam, J. Weston, and R. Fergus. 2015. End-to-end memory networks. NeurIPS.\nUszkoreit, J. 2017. Transformer: A novel neural network architecture for language understanding. Google Research blog post, Thursday August 31, 2017.\nVaswani, A., N. Shazeer, N. Parmar, J. Uszkoreit, L. Jones, A. N. Gomez, Ł. Kaiser, and I. Polosukhin. 2017. Attention is all you need. NeurIPS.\nWeston, J., S. Chopra, and A. Bordes. 2015. Memory networks. ICLR 2015.",
+      "path": "8.pdf/CHAPTER 8 Transformers/Historical Notes",
+      "metadata": {
+        "length": 3827,
+        "summary": "The passage discusses the development of the Transformer model, drawing on self-attention and memory networks. Encoder-decoder attention was developed by Graves (2013) and Bahdanau et al. (2015), later extended to self-attention. Key, query, and value terminology originated from memory networks. The text includes a reference list of related works.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 8 Transformers",
+        "tokens": [
+          "The",
+          "transformer",
+          "Vaswani",
+          "al",
+          "2017",
+          "developed",
+          "drawing",
+          "lines",
+          "prior",
+          "research",
+          "attention",
+          "memory",
+          "networks",
+          "Encoder",
+          "decoder",
+          "idea",
+          "soft",
+          "weighting",
+          "encodings",
+          "input",
+          "words",
+          "inform",
+          "generative",
+          "Chapter",
+          "12",
+          "Graves",
+          "2013",
+          "context",
+          "handwriting",
+          "generation",
+          "Bahdanau",
+          "2015",
+          "MT",
+          "This",
+          "extended",
+          "dropping",
+          "separate",
+          "encoding",
+          "decoding",
+          "sequences",
+          "tokens",
+          "collecting",
+          "information",
+          "passed",
+          "lower",
+          "layers",
+          "higher",
+          "Ling",
+          "Cheng",
+          "2016",
+          "Liu",
+          "Other",
+          "aspects",
+          "including",
+          "terminology",
+          "key",
+          "query",
+          "mechanism",
+          "adding",
+          "external",
+          "read",
+          "write",
+          "embedding",
+          "match",
+          "keys",
+          "representing",
+          "content",
+          "associative",
+          "Sukhbaatar",
+          "Weston",
+          "2014",
+          "MORE",
+          "HISTORY",
+          "TBD",
+          "IN",
+          "NEXT",
+          "DRAFT",
+          "Ba",
+          "Kiros",
+          "Hinton",
+          "Layer",
+          "normalization",
+          "NeurIPS",
+          "workshop",
+          "Cho",
+          "Bengio",
+          "Neural",
+          "machine",
+          "translation",
+          "jointly",
+          "learning",
+          "align",
+          "translate",
+          "ICLR",
+          "Brown",
+          "Mann",
+          "Ryder",
+          "Subbiah",
+          "Kaplan",
+          "Dhariwal",
+          "Neelakantan",
+          "Shyam",
+          "Sastry",
+          "Askell",
+          "Agarwal",
+          "Herbert",
+          "Voss",
+          "Krueger",
+          "Henighan",
+          "Child",
+          "Ramesh",
+          "Ziegler",
+          "Wu",
+          "Winter",
+          "Hesse",
+          "Chen",
+          "Sigler",
+          "Litwin",
+          "Gray",
+          "Chess",
+          "Clark",
+          "Berner",
+          "McCandlish",
+          "Radford",
+          "Sutskever",
+          "Amodei",
+          "2020",
+          "Language",
+          "models",
+          "shot",
+          "learners",
+          "volume",
+          "33",
+          "Dong",
+          "Lapata",
+          "Long",
+          "short",
+          "term",
+          "reading",
+          "EMNLP",
+          "Crosbie",
+          "Shutova",
+          "2022",
+          "Induction",
+          "heads",
+          "essential",
+          "pattern",
+          "matching",
+          "ArXiv",
+          "preprint",
+          "Elhage",
+          "Nanda",
+          "Olsson",
+          "Joseph",
+          "Bai",
+          "Conerly",
+          "Das",
+          "Sarma",
+          "Drain",
+          "Ganguli",
+          "Hatfield",
+          "Dodds",
+          "Hernandez",
+          "Jones",
+          "Kernion",
+          "Lovitt",
+          "Ndousse",
+          "Olah",
+          "2021",
+          "mathematical",
+          "framework",
+          "circuits",
+          "White",
+          "paper",
+          "Generating",
+          "recurrent",
+          "neural",
+          "Wayne",
+          "Danihelka",
+          "Turing",
+          "machines",
+          "Holtzman",
+          "Buys",
+          "Du",
+          "Forbes",
+          "Choi",
+          "curious",
+          "case",
+          "text",
+          "degeneration",
+          "Scaling",
+          "laws",
+          "language",
+          "Dyer",
+          "Black",
+          "Trancoso",
+          "Fernandez",
+          "Amir",
+          "Marujo",
+          "Lu",
+          "Finding",
+          "function",
+          "form",
+          "Compositional",
+          "character",
+          "open",
+          "vocabulary",
+          "word",
+          "representation",
+          "Sun",
+          "Lin",
+          "Wang",
+          "Learning",
+          "natural",
+          "inference",
+          "bidirectional",
+          "LSTM",
+          "model",
+          "Llama",
+          "Team",
+          "2024",
+          "llama",
+          "herd",
+          "Nostalgebraist",
+          "Interpreting",
+          "gpt",
+          "logit",
+          "lens",
+          "DasSarma",
+          "In",
+          "induction",
+          "Szlam",
+          "Fergus",
+          "End",
+          "end",
+          "Uszkoreit",
+          "Transformer",
+          "network",
+          "architecture",
+          "understanding",
+          "Google",
+          "Research",
+          "blog",
+          "post",
+          "Thursday",
+          "August",
+          "31",
+          "Shazeer",
+          "Parmar",
+          "Gomez",
+          "Kaiser",
+          "Polosukhin",
+          "Attention",
+          "Chopra",
+          "Bordes",
+          "Memory"
+        ],
+        "keywords": [
+          "Transformer",
+          "Self-Attention",
+          "Memory Networks"
+        ],
+        "connect_to": []
+      }
+    }
+  ]
+}
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/stem-jurafsky-transformers/doc_nav.json b/apps/api/app/data/demo_documents/stem-jurafsky-transformers/doc_nav.json
new file mode 100644
index 000000000..ab15e77c4
--- /dev/null
+++ b/apps/api/app/data/demo_documents/stem-jurafsky-transformers/doc_nav.json
@@ -0,0 +1,300 @@
+{
+  "version": "1.0",
+  "file_name": "Speech and Language Processing, Chapter 8: Transformers.pdf",
+  "stats": {
+    "total_chunks": 46,
+    "text_chunks": 23,
+    "image_chunks": 19,
+    "table_chunks": 4,
+    "max_depth": 4
+  },
+  "sections": [
+    {
+      "title": "CHAPTER 8 Transformers",
+      "path": "8.pdf/CHAPTER 8 Transformers",
+      "level": 1,
+      "summary": "This chapter introduces the transformer architecture, the standard for building large language models. It focuses on left-to-right (causal) autoregressive language modeling, where input tokens are processed to predict output tokens sequentially. The core components include token embedding, positional encoding, multi-head self-attention, feedforward networks, layer normalization, and a language modeling head (unembedding matrix and softmax). The residual stream allows information to flow through N transformer blocks, with attention enabling contextual token representations by integrating information from surrounding tokens. The chapter outlines subsequent chapters covering masked language modeling (BERT), instruction tuning, machine translation, and speech recognition applications.",
+      "chunk_count": 23,
+      "children": [
+        {
+          "title": "8.1 Attention",
+          "path": "8.pdf/CHAPTER 8 Transformers/8.1 Attention",
+          "level": 2,
+          "summary": "The passage discusses how static embeddings like word2vec represent words with fixed vectors regardless of context, using 'it' as an example. In contrast, transformer models use context to resolve ambiguity, as shown in sentences where 'it' refers to 'chicken' or 'road' depending on context. It also describes the transformer architecture: input tokens are encoded, passed through stacked transformer blocks, and then through a language modeling head (unembedding matrix and softmax) to predict the next token. A flowchart illustrates this process, showing how information from preceding tokens is incorporated.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "(8.3) The chicken didn't cross the road because it",
+          "path": "8.pdf/CHAPTER 8 Transformers/(8.3) The chicken didn't cross the road because it",
+          "level": 2,
+          "summary": "The passage explains how transformers use attention mechanisms to build contextual representations of word meaning. It describes how attention computes a weighted sum of context vectors, with weights determined by similarity scores between query and key vectors. The text covers both simplified and formal versions of attention, including single-head and multi-head attention, and explains the roles of query, key, and value matrices. It also discusses causal (left-to-right) attention used in language models.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "8.2 Transformer Blocks",
+          "path": "8.pdf/CHAPTER 8 Transformers/8.2 Transformer Blocks",
+          "level": 2,
+          "summary": "The text describes the architecture of a transformer block, focusing on the residual stream concept. It explains that a transformer block includes self-attention, feedforward layers, residual connections, and layer normalization. The residual stream is a pathway where token embeddings are passed through and progressively modified by attention and feedforward layers, with layer normalization applied before each. The feedforward layer is a two-layer network with ReLU activation. Layer normalization normalizes a vector by subtracting its mean and dividing by its standard deviation, then applies learnable gain and offset parameters. The block's computations are broken down into steps: layer norm, multi-head attention, residual addition, another layer norm, feedforward, and final residual addition. Only the attention component mixes information from other tokens, making it the token-mixing part. The input and output dimensions are matched, allowing stacking of multiple blocks (e.g., 12 to 96 layers) in large language models.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "8.3 Parallelizing computation using a single matrix X",
+          "path": "8.pdf/CHAPTER 8 Transformers/8.3 Parallelizing computation using a single matrix X",
+          "level": 2,
+          "summary": "This passage explains how multi-head attention and transformer blocks are parallelized for efficient computation. Input embeddings for N tokens are packed into a matrix X of shape [N x d]. For a single attention head, X is multiplied by query, key, and value weight matrices to produce Q, K, V matrices. All query-key comparisons are computed simultaneously via QK^T matrix multiplication, yielding an N x N matrix. A mask function sets upper-triangular elements to -infinity to prevent attending to future tokens. The scaled, masked, softmaxed result is multiplied by V to produce attention outputs. For multi-head attention, each head has its own Q, K, V projections; outputs are concatenated and linearly projected. The entire transformer layer computation is expressed in matrix form, with residual connections and layer normalization applied in parallel across all tokens. Attention is quadratic in input length, making long contexts computationally expensive.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "8.4 The input: embeddings for token and position",
+          "path": "8.pdf/CHAPTER 8 Transformers/8.4 The input: embeddings for token and position",
+          "level": 2,
+          "summary": "The passage explains how input embeddings are formed in transformers. Token embeddings are vectors from an embedding matrix E (size |V|×d) selected by token indices or one-hot vectors. Positional embeddings, often learned or sinusoidal, are added to token embeddings to encode position. The final input matrix X (N×d) combines both, with each row representing a token's composite embedding.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "8.5 The Language Modeling Head",
+          "path": "8.pdf/CHAPTER 8 Transformers/8.5 The Language Modeling Head",
+          "level": 2,
+          "summary": "The language modeling head is the final component of a transformer, used to predict the next word. It takes the output embedding from the last token at the final transformer layer and projects it via a linear layer (often using the transpose of the embedding matrix, called unembedding) to logits over the vocabulary. A softmax layer converts these logits into probabilities, enabling text generation through sampling. This architecture is also known as a decoder-only model.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "8.6 More on Sampling",
+          "path": "8.pdf/CHAPTER 8 Transformers/8.6 More on Sampling",
+          "level": 2,
+          "summary": "The passage discusses trade-offs in text generation sampling methods between quality (accuracy, coherence, factuality) and diversity (creativity, novelty). It then describes a transformer language model architecture (decoder-only) shown in Figure 8.16, where stacked transformer layers map an input token to a predicted next token, with input to each layer being the output from the previous layer.",
+          "chunk_count": 3,
+          "children": [
+            {
+              "title": "8.6.1 Top-k sampling",
+              "path": "8.pdf/CHAPTER 8 Transformers/8.6 More on Sampling/8.6.1 Top-k sampling",
+              "level": 3,
+              "summary": "top-k sampling Top-k sampling is a simple generalization of greedy decoding. Instead of choosing the single most probable word to generate, we first truncate the distribution to the top k most likely words, renormalize to produce a legitimate probability distribution, and then randomly sample from within these k words according to their renormalized probabilities. More formally: 1. Choose in advance a number of words $k$ 2. For each word in the vocabulary $V$ , use the language model to compute the likelihood of this word given the context $p(w_{t}|\\mathbf{w}_{< t})$ 3. Sort the words by their likelihood, and throw away any word that is not one of the top k most probable words. 4. Renormalize the scores of the k words to be a legitimate probability distribu- tion. 5. Randomly sample a word from within these remaining $k$ most-probable words according to its probability. When k = 1, top-k sampling is identical to greedy decoding. Setting k to a larger number than 1 leads us to sometimes select a word which is not necessarily the most probable, but is still probable enough, and whose choice results in generating more diverse but still high-enough-quality text.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "8.6.2 Nucleus or top-p sampling",
+              "path": "8.pdf/CHAPTER 8 Transformers/8.6 More on Sampling/8.6.2 Nucleus or top-p sampling",
+              "level": 3,
+              "summary": "One problem with top-k sampling is that k is fixed, but the shape of the probability distribution over words differs in different contexts. If we set k = 10, sometimes the top 10 words will be very likely and include most of the probability mass, but other times the probability distribution will be flatter and the top 10 words will only include a small part of the probability mass. top-p sampling An alternative, called top-p sampling or nucleus sampling (Holtzman et al., 2020), is to keep not the top k words, but the top p percent of the probability mass. The goal is the same; to truncate the distribution to remove the very unlikely words. But by measuring probability rather than the number of words, the hope is that the measure will be more robust in very different contexts, dynamically increasing and decreasing the pool of word candidates. Given a distribution $P(w_{t}|\\mathbf{w}_{<t})$ , we sort the distribution from most probable, and then the top-p vocabulary $V^{(p)}$ is the smallest set of words such that $$ \\sum_ {w \\in V ^ {(p)}} P (w | \\mathbf {w} _ {< t}) \\geq p. \\tag {8.48} $$",
+              "chunk_count": 1,
+              "children": []
+            }
+          ]
+        },
+        {
+          "title": "8.7 Training",
+          "path": "8.pdf/CHAPTER 8 Transformers/8.7 Training",
+          "level": 2,
+          "summary": "The passage describes the training process for large language models using cross-entropy loss. At each step, the transformer layer outputs a distribution over the vocabulary, and the probability of the correct word is used to compute the loss. Training sequences are processed in parallel, with the average cross-entropy loss minimized via gradient descent. Large models fill the context window with text, packing multiple documents with end-of-text tokens, and use large batch sizes (e.g., 3.2 million tokens for GPT-3).",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "8.8 Dealing with Scale",
+          "path": "8.pdf/CHAPTER 8 Transformers/8.8 Dealing with Scale",
+          "level": 2,
+          "summary": "Large language models are large. For example the Llama 3.1 405B Instruct model from Meta has 405 billion parameters (it has L=126 layers, model dimensionality d=16,384, and A=128 attention heads) and was trained on 15.6 terabytes of text tokens using a vocabulary of 128K tokens (Llama Team, 2024). So there is a lot of research on understanding how LLMs scale, and especially how to implement them given limited resources. In the next few sections we discuss how to think about scale (the concept of scaling laws), and important techniques for getting language models to work efficiently, such as the KV cache and parameter-efficient fine tuning (PEFT).",
+          "chunk_count": 7,
+          "children": [
+            {
+              "title": "8.8.1 Scaling laws",
+              "path": "8.pdf/CHAPTER 8 Transformers/8.8 Dealing with Scale/8.8.1 Scaling laws",
+              "level": 3,
+              "summary": "The passage discusses scaling laws for large language models, which describe how performance (loss) scales as a power-law with model size (non-embedding parameters N), dataset size (D), and compute budget (C). It provides equations for loss as a function of each factor when others are held constant, and gives a formula for estimating the number of non-embedding parameters. The example of GPT-3 with 175 billion parameters is included. Scaling laws help predict performance and guide decisions on training data and model size.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "8.8.2 KV Cache",
+              "path": "8.pdf/CHAPTER 8 Transformers/8.8 Dealing with Scale/8.8.2 KV Cache",
+              "level": 3,
+              "summary": "We saw in Fig. 8.11 and in Eq. 8.34 (repeated below) how the attention vector can be very efficiently computed in parallel for training, via two matrix multiplications: $$ \\mathbf {A} = \\text { softmax } \\left(\\frac {\\mathbf {Q} \\mathbf {K} ^ {\\intercal}}{\\sqrt {d _ {k}}}\\right) \\mathbf {V} \\tag {8.53} $$ Unfortunately we can't do quite the same efficient computation in inference as in training. That's because at inference time, we iteratively generate the next tokens one at a time. For a new token that we have just generated, call it $\\mathbf{x}_i$ , we need to compute its query, key, and values by multiplying by $\\mathbf{W}^{\\mathbf{Q}}$ , $\\mathbf{W}^{\\mathbf{K}}$ , and $\\mathbf{W}^{\\mathbf{V}}$ respectively. But it would be a waste of computation time to recompute the key and value vectors for all the prior tokens $\\mathbf{x}_{<i}$ ; at prior steps we already computed these key and value vectors! So instead of recomputing these, whenever we compute the key and value vectors we store them in memory in the KV cache, and then we can just grab them from the cache when we need them. Fig. 8.18 modifies Fig. 8.11 to show the computation that takes place for a single new token, showing which values we can take from the cache rather than recompute. KV cache $$ <details>0 [images/image-17-Attention Mechanism Matrix Multiplication.jpg] <details> <summary>text_image</summary> Q X k1 k2 k3 k4 = QK^T q4",
+              "chunk_count": 4,
+              "children": [
+                {
+                  "title": "1 x dk",
+                  "path": "8.pdf/CHAPTER 8 Transformers/8.8 Dealing with Scale/8.8.2 KV Cache/1 x dk",
+                  "level": 4,
+                  "summary": "dk x N",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "1 x N",
+                  "path": "8.pdf/CHAPTER 8 Transformers/8.8 Dealing with Scale/8.8.2 KV Cache/1 x N",
+                  "level": 4,
+                  "summary": "V x v1 v2 v3 v4 N x dv = A a4",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "1 x dv",
+                  "path": "8.pdf/CHAPTER 8 Transformers/8.8 Dealing with Scale/8.8.2 KV Cache/1 x dv",
+                  "level": 4,
+                  "summary": "</details> Figure 8.18 Parts of the attention computation (extracted from Fig. 8.11) showing, in black, the vectors that can be stored in the cache rather than recomputed when computing the attention score for the 4th token.",
+                  "chunk_count": 1,
+                  "children": []
+                }
+              ]
+            },
+            {
+              "title": "8.8.3 Parameter Efficient Fine Tuning",
+              "path": "8.pdf/CHAPTER 8 Transformers/8.8 Dealing with Scale/8.8.3 Parameter Efficient Fine Tuning",
+              "level": 3,
+              "summary": "LoRA (Low-Rank Adaptation) is a parameter-efficient fine-tuning method for large language models. Instead of updating all parameters during fine-tuning, LoRA freezes the pretrained weight matrices (like W^Q, W^K, W^V, W^O in attention layers) and trains low-rank decomposition matrices A and B. This reduces hardware requirements, speeds up training, and allows easy swapping of fine-tuned modules without adding inference time.",
+              "chunk_count": 1,
+              "children": []
+            }
+          ]
+        },
+        {
+          "title": "8.9 Interpreting the Transformer",
+          "path": "8.pdf/CHAPTER 8 Transformers/8.9 Interpreting the Transformer",
+          "level": 2,
+          "summary": "interpretability How does a transformer-based language model manage to do so well at language tasks? The subfield of interpretability, sometimes called mechanistic interpretability, focuses on ways to understand mechanistically what is going on inside the transformer. In the next two subsections we discuss two well-studied aspects of transformer interpretability.",
+          "chunk_count": 3,
+          "children": [
+            {
+              "title": "8.9.1 In-Context Learning and Induction Heads",
+              "path": "8.pdf/CHAPTER 8 Transformers/8.9 Interpreting the Transformer/8.9.1 In-Context Learning and Induction Heads",
+              "level": 3,
+              "summary": "The passage discusses in-context learning, a concept introduced by Brown et al. (2020) with GPT-3, where language models learn from prompts during inference without gradient updates. It contrasts this with pretraining, which updates parameters via gradient descent. A key hypothesis for how in-context learning works involves induction heads, circuits in transformer attention that predict repeated sequences by matching prefixes and copying subsequent tokens. Olsson et al. (2022) propose a generalized fuzzy pattern completion rule, and Crosbie and Shutova (2022) provide evidence by showing that ablating induction heads reduces in-context learning performance.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "8.9.2 Logit Lens",
+              "path": "8.pdf/CHAPTER 8 Transformers/8.9 Interpreting the Transformer/8.9.2 Logit Lens",
+              "level": 3,
+              "summary": "logit lens Another useful interpretability tool, the logit lens (Nostalgebraist, 2020), offers a way to visualize what the internal layers of the transformer might be representing. The idea is that we take any vector from any layer of the transformer and, pretending that it is the prefinal embedding, simply multiply it by the unembedding layer to get logits, and compute a softmax to see the distribution over words that that vector might be representing. This can be a useful window into the internal representations of the model. Since the network wasn't trained to make the internal representations function in this way, the logit lens doesn't always work perfectly, but this can still be a useful trick to help us visualize the internal layers of a transformer.",
+              "chunk_count": 1,
+              "children": []
+            }
+          ]
+        },
+        {
+          "title": "8.10 Summary",
+          "path": "8.pdf/CHAPTER 8 Transformers/8.10 Summary",
+          "level": 2,
+          "summary": "This chapter introduces the transformer and its components for language modeling. Key points include: transformers are non-recurrent networks using multi-head self-attention; a transformer block consists of a residual stream with multi-head attention and feedforward layers, each preceded by layer normalization; input is computed by adding token embeddings to positional encodings; language models stack transformer blocks with a language model head that generates logits via an unembedding matrix and softmax; these models have wide context windows (up to 200K tokens or more); efficiency tricks include KV cache and parameter-efficient finetuning.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Historical Notes",
+          "path": "8.pdf/CHAPTER 8 Transformers/Historical Notes",
+          "level": 2,
+          "summary": "The passage discusses the development of the Transformer model, drawing on self-attention and memory networks. Encoder-decoder attention was developed by Graves (2013) and Bahdanau et al. (2015), later extended to self-attention. Key, query, and value terminology originated from memory networks. The text includes a reference list of related works.",
+          "chunk_count": 1,
+          "children": []
+        }
+      ]
+    }
+  ],
+  "resources": {
+    "images": [
+      {
+        "path": "images/image-1-Transformer Encoder Architecture Diagram.jpg",
+        "summary": "image-1 - Input: input token -> Embedding (pink trapezoid) - Positional encoding added to embeddings - Residual stream processing loop (repeated N times): - Layer Norm -> MultiHead Attention -> residual connection (+) - Layer Norm -> Feedforward -> residual connection (+) - Output processing: Unembedding -> Softmax -> output probabilities (over tokens) - Key components: Embedding, Positional, MultiHead Attention, Layer Norm, Feedforward, Unembedding, Softmax"
+      },
+      {
+        "path": "images/image-2-Transformer Architecture Diagram.jpg",
+        "summary": "image-2 - **Input Tokens**: Sequence \"So\", \"long\", \"and\", \"thanks\", \"for\" (x1-x5) - **Input Encoding**: Embedding layer (E) with positional encoding (1-5) - **Stacked Transformer Blocks**: Multiple layers of processing blocks with internal connections - **Language Modeling Head**: Output layer (U) producing logits for next token prediction - **Next Token Prediction**: Predicts \"long\", \"and\", \"thanks\", \"for\", \"all\" sequentially"
+      },
+      {
+        "path": "images/image-3-Self-Attention Visualization.jpg",
+        "summary": "image-3 Diagram illustrating the self-attention mechanism between Layer k and Layer k+1. Key Components: - Input Sequence (Columns): \"The chicken didn't cross the road because it was too tired\" - Layers: Two distinct layers labeled \"Layer k\" (bottom) and \"Layer k+1\" (top). - Focus Token: The word \"it\" in Layer k+1 is highlighted as the target of attention. Relationships & Attention Distribution: - The diagram visualizes how the token \"it\" at Layer k+1 attends to specific tokens from Layer k. - Strongest Connection: A thick blue line connects \"it\" (Layer k+1) to \"chicken\" (Layer k), indicating the highest attention weight. This demonstrates that the model associates \"it\" with \"chicken\". - Secondary Connections: Thinner lines connect \"it\" (Layer k+1) to \"road\" and \"because\" in Layer k, showing lower but present attention weights. - Visual Representation: The thickness of the connecting lines corresponds to the strength of the self-attention distribution."
+      },
+      {
+        "path": "images/image-4-Self-Attention Layer Diagram.jpg",
+        "summary": "image-4 - Component: Self-Attention Layer - Input nodes: x1, x2, x3, x4, x5 - Output nodes: a1, a2, a3, a4, a5 - Internal structure: Contains five parallel \"attention\" blocks. - Connectivity: Each input node (x) connects to every attention block, indicating full connectivity or global context processing within the layer."
+      },
+      {
+        "path": "images/image-5-Self-Attention Mechanism Process.jpg",
+        "summary": "image-5 1. Generate key, query, value vectors from inputs X1, X2, and X3 (dimension [1 x d]) using weight matrices W^K, W^Q, and W^V. 2. Compare the query vector of x3 with the key vectors for x1, x2, and x3. 3. Divide scalar scores by the square root of dimension K (√d_k). 4. Turn scores into attention weights (α_i,j) via softmax. 5. Weigh each value vector based on the calculated attention weights (e.g., α_3,1, α_3,2, α_3,3). 6. Sum the weighted value vectors to produce a combined vector of dimension [1 x d_v]. 7. Reshape the result to [1 x d]. 8. Output of self-attention (a_3), obtained by multiplying with weight matrix W^O (dimension [d_v x d])."
+      },
+      {
+        "path": "images/image-6-Multi-Head Attention Mechanism.jpg",
+        "summary": "image-6 The diagram illustrates the architecture of a multi-head attention mechanism, likely within a Transformer model. Key components and flow: - Input: A sequence of vectors (represented as $x_{i-3}, x_{i-2}, x_{i-1}, X_i$) with dimension $[1 \\times d]$. - Parallel Heads: The input is processed by four parallel \"heads\" (Head 1 through Head 4). Each head applies its own set of weight matrices ($W^K, W^V, W^Q$) to attend differently to the context. - Output Dimensions: Each head produces an output vector of dimension $[1 \\times d_v]$. - Concatenation: The outputs from all heads are concatenated to form a combined vector of dimension $[1 \\times Ad_v]$, where $A=4$ in this example. - Final Projection: The concatenated output is projected to the final representation using a weight matrix $W^O$. This results in a final output vector of dimension $[1 \\times d]$. - Note on Dimensions: The diagram specifies that usually"
+      },
+      {
+        "path": "images/image-7-Transformer Block Architecture.jpg",
+        "summary": "image-7 - Input sequence: x_i (with preceding steps x_{i-1}, x_{i-2}) - Output sequence: h_i (with preceding steps h_{i-1}, h_{i-2}) - Core components: - MultiHead Attention layer - Layer Norm layers (pre and post attention) - Feedforward network - Structural features: - Residual connections (indicated by green diamond \"+\" symbols) - Skip connections bypassing attention and feedforward blocks - Normalization applied before and after attention mechanisms"
+      },
+      {
+        "path": "images/image-8-Diagram of Token Residual Streams.jpg",
+        "summary": "image-8 - Illustrates the flow of residual streams for two tokens (Token A and Token B) across vertical lanes or channels. - Red arrows indicate the path of the residual stream: - Token A's stream starts in a lower lane and moves upward into an adjacent lane. - Token B's stream follows a similar trajectory, moving from one lane to another in an upward direction. - The diagram suggests a mechanism where token information is passed or shifted between different processing paths or layers."
+      },
+      {
+        "path": "images/image-9-N x N Grid Structure.jpg",
+        "summary": "image-9 q1·k1, q1·k2, q1·k3, q1·k4 q2·k1, q2·k2, q2·k3, q2·k4 q3·k1, q3·k2, q3·k3, q3·k4 q4·k1, q4·k2, q4·k3, q4·k4"
+      },
+      {
+        "path": "images/image-10-Attention Mechanism Process.jpg",
+        "summary": "image-10 Top Row: Linear Transformations - Input (X): N x d matrix containing Input Tokens 1 through 4. - Query Generation (Q): X multiplied by weight matrix W^Q (d x d_k) results in Q (N x d_k). - Key Generation (K): X multiplied by weight matrix W^K (d x d_k) results in K (N x d_k). - Value Generation (V): X multiplied by weight matrix W^V (d x d_v) results in V (N x d_v). Bottom Row: Attention Calculation - Matrix Multiplication: Q (N x d_k) is multiplied by the transpose of K (K^T, d_k x N) to produce the attention scores matrix QK^T (N x N). - Masking: The QK^T matrix is masked (indicated by \"mask\" and infinity symbols -∞) to prevent future tokens from attending to current ones. - Final Output (A): The masked matrix is multiplied by the Value matrix V (N x d_v) to produce the final output A (N x d"
+      },
+      {
+        "path": "images/image-11-$$ _detail.jpg",
+        "summary": "image-11 $$ <details>0"
+      },
+      {
+        "path": "images/image-12-__details_.jpg",
+        "summary": "image-12 </details> <details>0"
+      },
+      {
+        "path": "images/image-13-Transformer Block Architecture.jpg",
+        "summary": "image-13 - Core Component: Transformer Block (top level) - Input Definition: X = Composite Embeddings (word + position) - Process Flow: - Word Embeddings and Position Embeddings are combined via addition (+) to form the composite input. - Sequence Elements: - Token 1: \"Janet\" (Word) + \"1\" (Position) - Token 2: \"will\" (Word) + \"2\" (Position) - Token 3: \"back\" (Word) + \"3\" (Position) - Token 4: \"the\" (Word) + \"4\" (Position) - Token 5: \"bill\" (Word) + \"5\" (Position)"
+      },
+      {
+        "path": "images/image-14-Language Model Head Architecture.jpg",
+        "summary": "image-14 - **Input**: Sequence of words (w1, w2, ..., wN) processed by a Layer L Transformer Block. - **Intermediate Output**: Hidden states from the final layer ($h^L_1$, $h^L_2$, ..., $h^L_N$). The diagram focuses on the last hidden state $h^L_N$ with dimensions [1 x d]. - **Processing Steps**: - **Unembedding Layer**: Transforms the hidden state using matrix multiplication where $U = E^T$. This produces Logits with dimensions [1 x |V|]. - **Softmax**: Applies softmax over the vocabulary V to convert logits into probabilities. - **Output**: Word probabilities vector [1 x |V|], representing the distribution over the vocabulary V for the next token prediction."
+      },
+      {
+        "path": "images/image-15-Transformer Architecture Diagram.jpg",
+        "summary": "image-15 - Input Encoding: Input token (Wi) passes through Embedding (E) and positional encoding to produce x1i. - Layer Structure (Layers 1 to L): Each layer contains a sequence of operations: - Layer Norm - Attention mechanism - Layer Norm - Feedforward network - Residual Connections: Indicated by arrows bypassing blocks (e.g., h^1_i = x^2_i). - Language Modeling Head: Located at the top, consisting of: - Extra Layer Norm - Linear projection matrix U - Softmax function producing logits (u1...u|V|) - Output Generation: Produces token probabilities (y1...y|V|) used to sample the next token (w_{i+1})."
+      },
+      {
+        "path": "images/image-16-Transformer Language Model Architecture.jpg",
+        "summary": "image-16 - Input tokens: So, long, and, thanks, for... - Input Encoding: Embedding (E) + Positional Encoding (1, 2, 3...) -> x1, x2, x3... - Stacked Transformer Blocks: Multiple layers of processing with skip connections between blocks - Language Modeling Head: U projection layer producing logits - Loss Calculation: Negative log likelihood (-log y) for each predicted token (long, and, thanks, for, all) - Overall Loss Formula: L_CE = (1/T) * Σ(from t=1 to T) L_CE"
+      },
+      {
+        "path": "images/image-17-Attention Mechanism Matrix Multiplication.jpg",
+        "summary": "image-17 The image illustrates the mathematical process of calculating attention scores and weighted values using matrix multiplication. 1. **Query Vector (Q):** A single query vector `q4` with dimensions $1 \\times d_k$. 2. **Key Matrix Transpose ($K^T$):** A matrix containing keys $k_1, k_2, k_3, k_4$ with dimensions $d_k \\times N$. 3. **Dot Product ($QK^T$):** The result of multiplying Q by $K^T$, producing a row vector of dot products ($q4\\cdot k1, q4\\cdot k2, q4\\cdot k3, q4\\cdot k4$) with dimensions $1 \\times N$. 4. **Value Matrix (V):** A matrix containing values $v_1, v_2, v_3, v_4$ with dimensions $N \\times d_v$. 5. **Final Output (A):** The result of multiplying the dot product matrix by V, yielding a final output vector `a4` with dimensions $1"
+      },
+      {
+        "path": "images/image-18-Pretrained Weights Decomposition.jpg",
+        "summary": "image-18 The image illustrates a mathematical decomposition of a pretrained weight matrix W. - **Central Component**: A green square labeled \"Pretrained Weights\" with the symbol **W**. Its dimensions are defined as **k** (height) and **d** (width). - **Decomposition Structure**: The diagram shows that W is approximated by the sum of two components: 1. **Top Component**: A yellow horizontal rectangle labeled **h**, with dimensions **1** x **d**. 2. **Right Component**: The product of two red matrices, **A** and **B**. - Matrix **A** is a vertical rectangle with dimensions **k** x **r**. - Matrix **B** is a horizontal rectangle with dimensions **r** x **d**. - **Input Vector**: At the bottom, a blue horizontal vector labeled **x** is shown with dimensions **1** x **d**. - **Arrows**: Arrows indicate that the input **x** interacts with the decomposed components to reconstruct or approximate the original weights **W**."
+      },
+      {
+        "path": "images/image-19-Prefix matching and copying.jpg",
+        "summary": "image-19 The diagram illustrates a sequence alignment process involving two sentences: \"She owns vintage cars.\" and \"He dreams of owning vintage cars\". - Prefix matching: The word \"cars\" in the first sentence is matched with the word \"cars\" in the second sentence. - Copying: The word \"cars\" from the first sentence is copied to the corresponding position in the second sentence."
+      }
+    ],
+    "tables": [
+      {
+        "path": "tables/table-0 Self-Attention.html",
+        "summary": "table-1 The table shows tokens from a sentence about a chicken not crossing a road, with self-attention distribution layers listing each token."
+      },
+      {
+        "path": "tables/table-1 Causal Attention Mask.html",
+        "summary": "table-2 The table shows a causal attention mask where each query attends only to current and previous keys, with future positions masked as -∞."
+      },
+      {
+        "path": "tables/table-3 .html",
+        "summary": "table-3"
+      },
+      {
+        "path": "tables/table-4 .html",
+        "summary": "table-4"
+      }
+    ]
+  }
+}
diff --git a/apps/api/app/data/demo_documents/stem-jurafsky-transformers/full.md b/apps/api/app/data/demo_documents/stem-jurafsky-transformers/full.md
new file mode 100644
index 000000000..eb2d05395
--- /dev/null
+++ b/apps/api/app/data/demo_documents/stem-jurafsky-transformers/full.md
@@ -0,0 +1,1364 @@
+## CHAPTER
+
+## 8
+
+## Transformers
+
+"The true art of memory is the art of attention"
+
+Samuel Johnson, Idler #74, September 1759
+
+In this chapter we introduce the transformer, the standard architecture for building large language models. As we discussed in the prior chapter, transformer-based large language models have completely changed the field of speech and language processing. Indeed, every subsequent chapter in this textbook will make use of them. As with the previous chapter, we'll focus for this chapter on the use of transformers to model left-to-right (sometimes called causal or autoregressive) language modeling, in which we are given a sequence of input tokens and predict output tokens one by one by conditioning on the prior context.
+
+![](images/3079c00a53ef3a9108b19a0c19e3065112eb09cf88a92b00d3fd800feb259912.jpg)
+
+<details>
+<summary>flowchart</summary>
+
+```mermaid
+graph TD
+  A["input token"] --> B["Embedding"]
+  B --> C["Positional"]
+  C --> D["MultiHead Attention"]
+  D --> E["Layer Norm"]
+  E --> F["Feedforward"]
+  F --> G["Unembedding"]
+  G --> H["Softmax"]
+  H --> I["output probabilities (over tokens)"]
+    style A fill:#f9f,stroke:#333
+    style B fill:#ccf,stroke:#333
+    style C fill:#cfc,stroke:#333
+    style D fill:#fcc,stroke:#333
+    style E fill:#cff,stroke:#333
+    style F fill:#ffc,stroke:#333
+    style G fill:#cfc,stroke:#333
+    style H fill:#fcc,stroke:#333
+    style I fill:#ffc,stroke:#333
+    subgraph N times
+        J["residual stream"]
+        K["Input"]
+    end
+```
+</details>
+
+Figure 8.1 A transformer decoder for language modeling, showing the residual stream for processing an input token. A single token is embedded and passed forward in the network, with the feedforward and attention components adding information. The multihead attention layer takes inputs (not shown in detail) from the neighboring token streams. This is thus one column of an autoregressive transformer language model, taking an input token and outputting a distribution over next tokens.
+
+Fig. 8.1 sketches the transformer architecture following a single token as it is passes up through the layers of the network. Each token is first converted to an embedding from the embedding matrix E. Recall from Chapter 6 in Section ?? that E is a linear layer that maps a token id to a vector embedding representing that token. Each token in the vocabulary has an initial embedding representation in E.
+
+Transformers also have a special mechanism for encoding the position/index of the token in the input string, which is simply added to the embedding. The resulting embedding represents both the word and its position. and is then passed through a set of N transformer blocks.
+
+It's common to think of each of these transformer blocks as part of a stream in which the input embedding is directly passed up to the output, while simultaneously being enriched by the application of various processing modules: the multi-head attention layer, feedforward networks and the layer normalization. The value of the stream at any layer is the sum of the original embedding and all the outputs from all the previous layers and blocks.
+
+The core intuition of the transformer, and the component that distinguishes it from the feedforward layers we saw in Chapter 6, is this multi-head attention layer, also called a self-attention layer. Attention can be thought of as a way to build contextual representations of a token's meaning by attending to and integrating information from surrounding tokens, helping the model learn how tokens relate to each other over large spans. It can also be thought of as a way to move information from one residual stream to another, augmenting the stream at one token position with information from another token position.
+
+After the $N$ transformer blocks we take the output embedding that is produced by the final transformer block, pass it through an linear unembedding matrix $\mathbf{U}$ and then a softmax over the vocabulary to generate a distribution over possible next tokens. These last two components (the unembedding matrix and the softmax) are sometimes called the language modeling head. In the rest of this chatper we'll introduce attention and the rest of these modules in more detail.
+
+Fig. ?? shows the transformer architecture applied to a context window with the words So long and thanks for, showing at each token position what is the most likely token to be generated. In this full figure, the set of N blocks maps an entire context window of input vectors $(\mathbf{x}_{1},..., \mathbf{x}_{n})$ to a window of output vectors $(\mathbf{h}_{1},..., \mathbf{h}_{n})$ of the same length. A column might contain from 12 to 96 or more stacked blocks. The arrows in the figure show how information from the hidden representations of preceding tokens is incorporated into the transformer block.
+
+Transformer-based language models are complex, and so the details will unfold over this chapter and the next few chapters. Chapter 7 already discussed how language models are pretrained, and how tokens are generated via sampling. In the rest of this chapter we'll introduce multi-head attention, the rest of the transformer block, and the input encoding and language modeling head components of the transformer. Chapter 9 introduces masked language modeling and the BERT family of bidirectional transformer encoder models. Chapter 10 shows how to instruction-tune language models to perform NLP tasks, and how to align the model with human preferences. Chapter 12 will introduce machine translation with the encoder-decoder architecture. And we'll see application of the transformer to speech recognition, as well as further use of the encoder-decoder architecture, in Chapter 15.
+
+## 8.1 Attention
+
+Recall from Chapter 5 that for word2vec and other static embeddings, the representation of a word's meaning is always the same vector irrespective of the context: the word chicken, for example, is always represented by the same fixed vector. So a static vector for the word it might somehow encode that this is a pronoun used for animals and inanimate entities. But in context it has a much richer meaning. Consider it in one of these two sentences:
+
+![](images/c45c88589306f9bcac236eed8b566d8822fd384d45e73330763f503ed0122ab0.jpg)
+
+<details>
+<summary>flowchart</summary>
+
+```mermaid
+graph TD
+    subgraph Input Tokens
+  A1["Input encoding So"] --> X1["x1"]
+  A2["Input encoding x2"] --> X2["x2"]
+  A3["Input encoding x3"] --> X3["x3"]
+  A4["Input encoding x4"] --> X4["x4"]
+  A5["Input encoding x5"] --> X5["x5"]
+    end
+
+    subgraph Stacked Transformer Blocks
+  B1["Stacked Transformer Blocks x1"] --> X1
+  B2["Stacked Transformer Blocks x2"] --> X2
+  B3["Stacked Transformer Blocks x3"] --> X3
+  B4["Stacked Transformer Blocks x4"] --> X4
+  B5["Stacked Transformer Blocks x5"] --> X5
+    end
+
+    subgraph Next Token
+  C1["Language Modeling Head long"] --> U1["logits U"]
+  C2["Language Modeling Head and"] --> U2["logits U"]
+  C3["Language Modeling Head and thanks"] --> U3["logits U"]
+  C4["Language Modeling Head and thanks for all"] --> U4["logits U"]
+    end
+
+  U1 --> X1
+  U2 --> X2
+  U3 --> X3
+  U4 --> X4
+  U5 --> X5
+
+  X1 --> Y1["E"]
+  X2 --> Y2["E"]
+  X3 --> Y3["E"]
+  X4 --> Y4["E"]
+  X5 --> Y5["E"]
+
+    style Input Tokens fill:#f9f,stroke:#333
+    style Next Token fill:#ccf,stroke:#333
+```
+</details>
+
+Figure 8.2 The architecture of a (left-to-right) transformer, showing how each input token get encoded, passed through a set of stacked transformer blocks, and then a language model head that predicts the next token. The embeddings at each token position in the residual stream are passed up the stack, and the arrows in the figure shows how information from the hidden representations of preceding tokens are also incorporated.
+
+(8.1) The chicken didn't cross the road because it was too tired.
+
+(8.2) The chicken didn't cross the road because it was too wide.
+
+In (8.1) it is the chicken (i.e., the reader knows that the chicken was tired), while in (8.2) it is the road (and the reader knows that the road was wide). $^{1}$ That is, if we are to compute the meaning of this sentence, we'll need the meaning of it to be associated with the chicken in the first sentence and associated with the road in the second one, sensitive to the context.
+
+Furthermore, consider reading left to right like a causal language model, processing the sentence up to the word it:
+
+(8.3) The chicken didn't cross the road because it
+
+At this point we don't yet know which thing it is going to end up referring to! So a representation of it at this point might have aspects of both chicken and road as the reader is trying to guess what happens next.
+
+This fact that words have rich linguistic relationships with other words that may be far away pervades language. Consider two more examples:
+
+(8.4) The keys to the cabinet are on the table.
+
+(8.5) I walked along the pond, and noticed one of the trees along the bank.
+
+In (8.4), the phrase The keys is the subject of the sentence, and in English and many languages, must agree in grammatical number with the verb are; in this case both are plural. In English we can't use a singular verb like is with a plural subject like keys (we'll discuss agreement more in Chapter 18). In (8.5), we know that bank refers to the side of a pond or river and not a financial institution because of the context, including words like pond. (We'll discuss word senses more in Chapter 9.)
+
+contextual embeddings
+
+The point of all these examples is that these contextual words that help us compute the meaning of words in context can be quite far away in the sentence or paragraph. Transformers can build contextual representations of word meaning, contextual embeddings, by integrating the meaning of these helpful contextual words. In a transformer, layer by layer, we build up richer and richer contextualized representations of the meanings of input tokens. At each layer, we compute the representation of a token i by combining information about i from the previous layer with information about the neighboring tokens to produce a contextualized representation for each word at each position.
+
+Attention is the mechanism in the transformer that weighs and combines the representations from appropriate other tokens in the context from layer k to build the representation for tokens in layer $k + 1$ .
+
+![](images/1fb4e57c34a18f66351c512509d3462694aa198b255b0c8a589d32c625236170.jpg)
+
+<details>
+<summary>bar chart</summary>
+
+columns corresponding to input tokens
+| Layer | Token | Token Description |
+| :--- | :--- | :--- |
+| Layer k+1 | The | The |
+| Layer k+1 | chicken | chicken |
+| Layer k+1 | didn't | didn't |
+| Layer k+1 | cross | cross |
+| Layer k+1 | the | the |
+| Layer k+1 | road | road |
+| Layer k+1 | because | because |
+| Layer k+1 | it | it |
+| self-attention distribution | the | the |
+| self-attention distribution | chicken | chicken |
+| self-attention distribution | didn't | didn't |
+| self-attention distribution | cross | cross |
+| self-attention distribution | the | the |
+| self-attention distribution | road | road |
+| self-attention distribution | because | because |
+| self-attention distribution | it | it |
+| self-attention distribution | was | was |
+| self-attention distribution | too | too |
+| self-attention distribution | tired | tired |
+columns corresponding to input tokens
+</details>
+
+Figure 8.3 The self-attention weight distribution $\alpha$ that is part of the computation of the representation for the word $it$ at layer $k + 1$ . In computing the representation for $it$ , we attend differently to the various words at layer $k$ , with darker shades indicating higher self-attention values. Note that the transformer is attending highly to the columns corresponding to the tokens chicken and road, a sensible result, since at the point where $it$ occurs, it could plausibly corefer with the chicken or the road, and hence we'd like the representation for $it$ to draw on the representation for these earlier words. Figure adapted from Uszkoreit (2017).
+
+Fig. 8.3 shows a schematic example simplified from a transformer (Uszkoreit, 2017). The figure describes the situation when the current token is it and we need to compute a contextual representation for this token at layer $k+1$ of the transformer, drawing on the representations (from layer k) of every prior token. The figure uses color to represent the attention distribution over the contextual words: the tokens chicken and road both have a high attention weight, meaning that as we are computing the representation for it, we will draw most heavily on the representation for chicken and road. This will be useful in building the final representation for it, since it will end up coreferring with either chicken or road.
+
+Let's now turn to how this attention distribution is represented and computed.
+
+## 8.1.1 Attention more formally
+
+As we've said, the attention computation is a way to compute a vector representation for a token at a particular layer of a transformer, by selectively attending to and integrating information from prior tokens at the previous layer. Attention takes an input representation $x_{i}$ corresponding to the input token at position i, and a context window of prior inputs $x_{1}..x_{i-1}$ , and produces an output $a_{i}$ .
+
+In causal, left-to-right language models, the context is any of the prior words. That is, when processing $x_{i}$ , the model has access to $x_{i}$ as well as the representations of all the prior tokens in the context window (context windows consist of thousands of tokens) but no tokens after i. (By contrast, in Chapter 9 we’ll generalize attention so it can also look ahead to future words.)
+
+Fig. 8.4 illustrates this flow of information in an entire causal self-attention layer, in which this same attention computation happens in parallel at each token position i. Thus a self-attention layer maps input sequences $(\mathbf{x}_{1},..., \mathbf{x}_{n})$ to output sequences of the same length $(\mathbf{a}_{1},..., \mathbf{a}_{n})$ .
+
+![](images/557411430fcc9a5afeea99f2dabf61c6c01efa8ad19483eb299e4b4970a58e2f.jpg)
+
+<details>
+<summary>flowchart</summary>
+
+```mermaid
+graph TD
+  a1[" a₁ "] --> A1["attention"]
+  a2[" a₂ "] --> A2["attention"]
+  a3[" a₃ "] --> A3["attention"]
+  a4[" a₄ "] --> A4["attention"]
+  a5[" a₅ "] --> A5["attention"]
+  x1[" x₁ "] --> A1
+  x2[" x₂ "] --> A2
+  x3[" x₃ "] --> A3
+  x4[" x₄ "] --> A4
+  x5[" x₅ "] --> A5
+  A1 --> x1
+  A2 --> x2
+  A3 --> x3
+  A4 --> x4
+  A5 --> x5
+```
+</details>
+
+Figure 8.4 Information flow in causal self-attention. When processing each input $x_{i}$ , the model attends to all the inputs up to, and including $x_{i}$ .
+
+Simplified version of attention At its heart, attention is really just a weighted sum of context vectors, with a lot of complications added to how the weights are computed and what gets summed. For pedagogical purposes let's first describe a simplified intuition of attention, in which the attention output $\mathbf{a}_i$ at token position $i$ is simply the weighted sum of all the representations $\mathbf{x}_j$ , for all $j \leq i$ ; we'll use $\alpha_{ij}$ to mean how much $\mathbf{x}_j$ should contribute to $\mathbf{a}_i$ :
+
+$$
+\text { Simplified   version: } \quad \mathbf {a} _ {i} = \sum_ {j \leq i} \alpha_ {i j} \mathbf {x} _ {j} \tag {8.6}
+$$
+
+Each $\alpha_{ij}$ is a scalar used for weighing the value of input $\mathbf{x}_j$ when summing up the inputs to compute $\mathbf{a}_i$ . How shall we compute this $\alpha$ weighting? In attention we weight each prior embedding proportionally to how similar it is to the current token $i$ . So the output of attention is a sum of the embeddings of prior tokens weighted by their similarity with the current token embedding. We compute similarity scores via dot product, which maps two vectors into a scalar value ranging from $-\infty$ to $\infty$ . The larger the score, the more similar the vectors that are being compared. We'll normalize these scores with a softmax to create the vector of weights $\alpha_{ij}, j \leq i$ .
+
+$$
+\text { Simplified   Version: } \quad \operatorname{score} (\mathbf {x} _ {i}, \mathbf {x} _ {j}) = \mathbf {x} _ {i} \cdot \mathbf {x} _ {j} \tag {8.7}
+$$
+
+$$
+\alpha_ {i j} = \text { softmax } (\text { score } (\mathbf {x} _ {i}, \mathbf {x} _ {j})) \forall j \leq i \tag {8.8}
+$$
+
+Thus in Fig. 8.4 we compute $a_{3}$ by computing three scores: $x_{3} \cdot x_{1}$ , $x_{3} \cdot x_{2}$ and $x_{3} \cdot x_{3}$ , normalizing them by a softmax, and using the resulting probabilities as weights indicating each of their proportional relevance to the current position i. Of course, the softmax weight will likely be highest for $x_{i}$ , since $x_{i}$ is very similar to itself, resulting in a high dot product. But other context words may also be similar to i, and the softmax will also assign some weight to those words. Then we use these weights as the $\alpha$ values in Eq. 8.6 to compute the weighted sum that is our $a_{3}$ .
+
+The simplified attention in equations 8.6 - 8.8 demonstrates the attention-based approach to computing $\mathbf{a}_i$ : compare the $\mathbf{x}_i$ to prior vectors, normalize those scores into a probability distribution used to weight the sum of the prior vectors. But now we're ready to remove the simplifications.
+
+attention head
+head
+
+A single attention head using query, key, and value matrices Now that we've seen a simple intuition of attention, let's introduce the actual attention head, the version of attention that's used in transformers. (The word head is often used in transformers to refer to specific structured layers). The attention head allows us to distinctly represent three different roles that each input embedding plays during the course of the attention process:
+
+query
+key
+value
+
+- As the current element being compared to the preceding inputs. We'll refer to this role as a query.  
+- In its role as a preceding input that is being compared to the current element to determine a similarity weight. We'll refer to this role as a key.  
+- And finally, as a value of a preceding element that gets weighted and summed up to compute the output for the current element.
+
+To capture these three different roles, transformers introduce weight matrices $W^{Q}$ , $W^{K}$ , and $W^{V}$ . These weights will project each input vector $x_{i}$ into a representation of its role as a query, key, or value:
+
+$$
+\mathbf {q} _ {i} = \mathbf {x} _ {i} \mathbf {W} ^ {\mathrm{Q}}; \quad \mathbf {k} _ {i} = \mathbf {x} _ {i} \mathbf {W} ^ {\mathrm{K}}; \quad \mathbf {v} _ {i} = \mathbf {x} _ {i} \mathbf {W} ^ {\mathrm{V}} \tag {8.9}
+$$
+
+Given these projections, when we are computing the similarity of the current element $\mathbf{x}_i$ with some prior element $\mathbf{x}_j$ , we'll use the dot product between the current element's query vector $\mathbf{q}_i$ and the preceding element's key vector $\mathbf{k}_j$ . Furthermore, the result of a dot product can be an arbitrarily large (positive or negative) value, and exponentiating large values can lead to numerical issues and loss of gradients during training. To avoid this, we scale the dot product by a factor related to the size of the embeddings, via dividing by the square root of the dimensionality of the query and key vectors $(d_k)$ . We thus replace the simplified Eq. 8.7 with Eq. 8.11. The ensuing softmax calculation resulting in $\alpha_{ij}$ remains the same, but the output calculation for $\textbf{head}_i$ is now based on a weighted sum over the value vectors $\mathbf{v}$ (Eq. 8.13).
+
+Here's a final set of equations for computing self-attention for a single self-attention output vector $\mathbf{a}_i$ from a single input vector $\mathbf{x}_i$ . This version of attention computes $\mathbf{a}_i$ by summing the values of the prior elements, each weighted by the similarity of its key to the query from the current element:
+
+$$
+\mathbf {q} _ {i} = \mathbf {x} _ {i} \mathbf {W} ^ {\mathrm{Q}}; \quad \mathbf {k} _ {j} = \mathbf {x} _ {j} \mathbf {W} ^ {\mathrm{K}}; \quad \mathbf {v} _ {j} = \mathbf {x} _ {j} \mathbf {W} ^ {\mathrm{V}} \tag {8.10}
+$$
+
+$$
+\operatorname{score} (\mathbf {x} _ {i}, \mathbf {x} _ {j}) = \frac {\mathbf {q} _ {i} \cdot \mathbf {k} _ {j}}{\sqrt {d _ {k}}} \tag {8.11}
+$$
+
+$$
+\alpha_ {i j} = \text { softmax } (\text { score } (\mathbf {x} _ {i}, \mathbf {x} _ {j})) \forall j \leq i \tag {8.12}
+$$
+
+$$
+\mathbf {h e a d} _ {i} = \sum_ {j \leq i} \alpha_ {i j} \mathbf {v} _ {j} \tag {8.13}
+$$
+
+$$
+\mathbf {a} _ {i} = \text {   head } _ {i} \mathbf {W} ^ {\mathrm{O}} \tag {8.14}
+$$
+
+We illustrate this in Fig. 8.5 for the case of calculating the value of the third output $a_{3}$ in a sequence.
+
+Note that we've also introduced one more matrix, $\mathbf{W}_{\mathbf{O}}$ , which is left-multiplied by the attention head. This is necessary to reshape the output of the head. The input to attention $\mathbf{x}_{\mathbf{i}}$ and the output from attention $\mathbf{a}_{\mathbf{i}}$ both have the same dimensionality $[1\times d]$ . We often call $d$ the model dimensionality, and indeed as we'll discuss in
+
+![](images/c969ffdb2babae14653950354072c94ba2da859ea4681e30bdaa3dbe016fd1a3.jpg)
+
+<details>
+<summary>flowchart</summary>
+
+```mermaid
+graph TD
+  A["1 x d"] --> B["×1 × dv"]
+  C["2 x3's query with the keys for x1, x2, and x3"] --> D["×1 × dv"]
+  E["3 x3"] --> F["×1 × dv"]
+  G["4 x3"] --> H["×1 × dv"]
+  I["5 x3"] --> J["×1 × dv"]
+  K["6 x3"] --> L["×1 × dv"]
+  M["7 x3"] --> N["×1 × dv"]
+  O["8 x3"] --> P["Output of self-attention a₃ [1 × d"]]
+  Q["9 x3"] --> R["W⁰ [dv × d"] [1 × dv]]
+  S["10 x3"] --> T["Sum the weighted value vectors [1 × dv"]]
+  U["11 x3"] --> V["α₃,₁ → α₃,₂ → α₃,₃"]
+  W["12 x3"] --> X["α₃,₁ → α₃,₂ → α₃,₃"]
+  Y["13 x3"] --> Z["α₃,₁ → α₃,₂ → α₃,₃"]
+  AA["14 x3"] --> AB["α₃,₁ → α₃,₂ → α₃,₃"]
+  AC["15 x3"] --> AD["α₃,₁ → α₃,₂ → α₃,₃"]
+  AE["16 x3"] --> AF["α₃,₁ → α₃,₂ → α₃,₃"]
+  AG["17 x3"] --> AH["α₃,₁ → α₃,₂ → α₃,₃"]
+  AI["18 x3"] --> AJ["α₃,₁ → α₃,₂ → α₃,₃"]
+  AK["19 x3"] --> AL["α₃,₁ → α₃,₂ → α₃,₃"]
+  AM["20 x3"] --> AN["α₃,₁ → α₃,₂ → α₃,₃"]
+  AO["21 x3"] --> AP["α₃,₁ → α₃,₂ → α₃,₃"]
+  AQ["22 x3"] --> AR["α₃,₁ → α₃,₂ → α₃,₃"]
+  AS["23 x3"] --> AT["α₃,₁ → α₃,₂ → α₃,₃"]
+  AU["24 x3"] --> AV["α₃,₁ → α₃,₂ → α₃,₃"]
+  AW["25 x3"] --> AX["α₃,₁ → α₃,₂ → α₃,₃"]
+  AY["26 x3"] --> AZ["α₃,₁ → α₃,₂ → α₃,₃"]
+  BA["27 x3"] --> BB["α₃,₁ → α₃,₂ → α₃,₃"]
+  BC["28 x3"] --> BD["α₃,₁ → α₃,₂ → α₃,₃"]
+  BE["29 x3"] --> BF["α₃,₁ → α₃,₂ → α₃,₃"]
+  BG["30 x3"] --> BH["α₃,₁ → α₃,₂ → α₃,₃"]
+  BI["31 x3"] --> BJ["α₃,₁ → α₃,₂ → α₃,₃"]
+  BK["32 x3"] --> BL["α₃,₁ → α₃,₂ → α₃,₃"]
+  BM["33 x3"] --> BN["α₃,₁ → α₃,₂ → α₃,₃"]
+  BO["34 x3"] --> BP["α₃,₁ → α₃,₂ → α₃,₃"]
+  BP --> BQ["X1: k q v W^K W^Q W^V X1: [1 × d"]]
+    BX["X2: k q v W^K W^Q W^V X2: [1 × d"]]
+    BY["X3: k q v W^K W^Q W^V X3: [1 × d"]]
+```
+</details>
+
+Figure 8.5 Calculating the value of $\mathbf{a}_3$ , the third element of a sequence using causal (left-to-right) self-attention.
+
+Section 8.2 the output $h_{i}$ of each transformer block, as well as the intermediate vectors inside the transformer block also have the same dimensionality $[1 \times d]$ . Having everything be the same dimensionality makes the transformer very modular.
+
+So let's talk shapes. How do we get from $[1 \times d]$ at the input to $[1 \times d]$ at the output? Let's look at all the internal shapes. We'll have a dimension $d_k$ for the query and key vectors. The query vector and the key vector are both dimensionality $[1 \times d_k]$ , so we can take their dot product $\mathbf{q}_i \cdot \mathbf{k}_j$ to produce a scalar. We'll have a separate dimension $d_v$ for the value vectors. The transform matrix $\mathbf{W}^{\mathbf{Q}}$ has shape $[d \times d_k]$ , $\mathbf{W}^{\mathbf{K}}$ is $[d \times d_k]$ , and $\mathbf{W}^{\mathbf{V}}$ is $[d \times d_v]$ . So the output of $\mathbf{head}_i$ in equation Eq. 8.13 is of shape $[1 \times d_v]$ . To get the desired output shape $[1 \times d]$ we'll need to reshape the head output, and so $\mathbf{W}^{\mathbf{O}}$ is of shape $[d_v \times d]$ . In the original transformer work (Vaswani et al., 2017), $d$ was 512, $d_k$ and $d_v$ were both 64.
+
+Multi-head Attention Equations 8.11-8.13 describe a single attention head. But actually, transformers use multiple attention heads. The intuition is that each head might be attending to the context for different purposes: heads might be specialized to represent different linguistic relationships between context elements and the current token, or to look for particular kinds of patterns in the context.
+
+So in multi-head attention we have A separate attention heads that reside in parallel layers at the same depth in a model, each with its own set of parameters that allows the head to model different aspects of the relationships among inputs. Thus each head i in a self-attention layer has its own set of query, key, and value matrices: $W^{Qi}$ , $W^{Ki}$ , and $W^{Vi}$ . These are used to project the inputs into separate query, key, and value embeddings for each head.
+
+When using multiple heads the model dimension d is still used for the input and output, the query and key embeddings have dimensionality $d_{k}$ , and the value embeddings are of dimensionality $d_{v}$ (again, in the original transformer paper $d_{k}=$
+
+multi-head attention
+
+$d_{v}=64, A=8,$ and $d=512$ ). Thus for each head $i$ , we have weight layers $\mathbf{W}^{\mathbf{Q}\mathbf{i}}$ of shape $[d\times d_{k}]$ , $\mathbf{W}^{\mathbf{K}\mathbf{i}}$ of shape $[d\times d_{k}]$ , and $\mathbf{W}^{\mathbf{V}\mathbf{i}}$ of shape $[d\times d_{v}]$ .
+
+Below are the equations for attention augmented with multiple heads; Fig. 8.6 shows an intuition.
+
+$$
+\mathbf {q} _ {i} ^ {c} = \mathbf {x} _ {i} \mathbf {W} ^ {\mathbf {Q c}}; \quad \mathbf {k} _ {j} ^ {c} = \mathbf {x} _ {j} \mathbf {W} ^ {\mathbf {K c}}; \quad \mathbf {v} _ {j} ^ {c} = \mathbf {x} _ {j} \mathbf {W} ^ {\mathbf {V c}}; \quad \forall c 1 \leq c \leq A \tag {8.15}
+$$
+
+$$
+\operatorname{score} ^ {c} (\mathbf {x} _ {i}, \mathbf {x} _ {j}) = \frac {\mathbf {q} _ {i} ^ {c} \cdot \mathbf {k} _ {j} ^ {c}}{\sqrt {d _ {k}}} \tag {8.16}
+$$
+
+$$
+\alpha_ {i j} ^ {c} = \text { softmax } (\text { score } ^ {c} (\mathbf {x} _ {i}, \mathbf {x} _ {j})) \forall j \leq i \tag {8.17}
+$$
+
+$$
+\mathbf {h e a d} _ {i} ^ {c} = \sum_ {j \leq i} \alpha_ {i j} ^ {c} \mathbf {v} _ {j} ^ {c} \tag {8.18}
+$$
+
+$$
+\mathbf {a} _ {i} = \left(\mathbf {h e a d} ^ {1} \oplus \mathbf {h e a d} ^ {2} \dots \oplus \mathbf {h e a d} ^ {A}\right) \mathbf {W} ^ {O} \tag {8.19}
+$$
+
+$$
+\text { MultiHeadAttention } (\mathbf {x} _ {i}, [ \mathbf {x} _ {1}, \dots , \mathbf {x} _ {i - 1} ]) = \mathbf {a} _ {i} \tag {8.20}
+$$
+
+Note in Eq. 8.20 that MultiHeadAttention is a function of the current input $\mathbf{x}_i$ , as well as all the other inputs. For the causal or left-to-right attention that we use in this chapter, the other inputs are only to the left, but we'll also see a version of attention in Chapter 9 where attention is a function of the tokens to the right as well. We'll return to this idea about causal inputs in Eq. 8.34 when we introduce the idea of masking the right context.
+
+The output of each of the A heads is of shape $[1 \times d_{v}]$ , and so the output of the multi-head layer with A heads consists of A vectors of shape $[1 \times d_{v}]$ . These are concatenated to produce a single output with dimensionality $[1 \times Ad_{v}]$ . Then we use yet another linear projection $W^{0} \in R^{Ad_{v} \times d}$ to reshape it, resulting in the multi-head attention vector $a_{i}$ with the correct output shape $[1 \times d]$ at each input i.
+
+## 8.2 Transformer Blocks
+
+residual stream
+
+The self-attention calculation lies at the core of what's called a transformer block, which, in addition to the self-attention layer, includes three other kinds of layers: (1) a feedforward layer, (2) residual connections, and (3) normalizing layers (colloquially called “layer norm”).
+
+Fig. 8.7 illustrates a transformer block, sketching a common way of thinking about the block that is called the residual stream (Elhage et al., 2021). In the residual stream viewpoint, we consider the processing of an individual token i through the transformer block as a single stream of d-dimensional representations for token position i. This residual stream starts with the original input vector, and the various components read their input from the residual stream and add their output back into the stream.
+
+The input at the bottom of the stream is an embedding for a token, which has dimensionality d. This initial embedding gets passed up (by residual connections), and is progressively added to by the other components of the transformer: the attention layer that we have seen, and the feedforward layer that we will introduce. Before the attention and feedforward layer is a computation called the layer norm.
+
+Thus the initial vector is passed through a layer norm and attention layer, and the result is added back into the stream, in this case to the original input vector $x_{i}$ . And then this summed vector is again passed through another layer norm and a feedforward layer, and the output of those is added back into the residual, and we'll use $\mathbf{h}_i$ to refer to the resulting output of the transformer block for token $i$ .
+
+![](images/ac23c1c97b00da820b37fe355c65936205cb97e0f8c30d3a66c95da8c6896c22.jpg)
+
+<details>
+<summary>flowchart</summary>
+
+```mermaid
+graph TD
+  A["Project to final representation W^O"] --> B["Concatenate Outputs"]
+  B --> C1["Head 1 W^K1 W^V1 W^Q1"]
+  B --> C2["Head 2 W^K2 W^V2 W^Q2"]
+  B --> C3["Head 3 W^K3 W^V3 W^Q3"]
+  B --> C4["Head 4 W^K4 W^V4 W^Q4"]
+  C1 --> D1["x_{i-3} ... x_{i-2} ... x_{i-1}"]
+  C2 --> D2["x_{i-3} ... x_{i-2} ... x_{i-1}"]
+  C3 --> D3["x_{i-3} ... x_{i-2} ... x_{i-1}"]
+  C4 --> D4["x_{i-3} ... x_{i-2} ... x_{i-1}"]
+    style A fill:#f9f,stroke:#333
+    style B fill:#ccf,stroke:#333
+    style C1 fill:#cfc,stroke:#333
+    style C2 fill:#cfc,stroke:#333
+    style C3 fill:#cfc,stroke:#333
+    style C4 fill:#cfc,stroke:#333
+```
+</details>
+
+Figure 8.6 The multi-head attention computation for input $x_{i}$ , producing output $a_{i}$ . A multi-head attention layer has A heads, each with its own query, key, and value weight matrices. In this figure, we show A = 4, a smaller value than is usually used, just to fit on the page. The outputs from each of the heads are of shape $[1 \times d_{v}]$ and are concatenated and then projected into a different space by the $W_{0}$ matrix. Usually the dimensionality $d_{v}$ of the heads is set so that $d_{v} = d/A$ , with the result that $W_{0}$ is a square matrix of shape $[Ad_{v} \times d] = [d \times d]$ . usually of the same size, then projected d, thus producing an output of the same size as the input.
+
+![](images/2fa93647b739c2075d59a7dc012e40c7e4ae83b5a5d536f7e6ff8ddca1cd8c38.jpg)
+
+<details>
+<summary>flowchart</summary>
+
+```mermaid
+graph TD
+  A["x_{i-2}"] --> B["MultiHead Attention"]
+  C["x_{i-1}"] --> D["MultiHead Attention"]
+  E["x_i"] --> F["MultiHead Attention"]
+  G["h_i"] --> H["MultiHead Attention"]
+  I["h_i"] --> J["MultiHead Attention"]
+  K["Feedforward"] --> L["Layer Norm"]
+  M["..."] --> N["..."]
+  O["Layer Norm"] --> P["Layer Norm"]
+  Q["+"] --> R["+"]
+  S["+"] --> T["+"]
+  U["+"] --> V["+"]
+  W["+"] --> X["+"]
+  Y["+"] --> Z["+"]
+    style A fill:#f9f,stroke:#333
+    style C fill:#f9f,stroke:#333
+    style E fill:#f9f,stroke:#333
+    style Q fill:#f9f,stroke:#333
+    style M fill:#f9f,stroke:#333
+    style O fill:#f9f,stroke:#333
+    style R fill:#ccf,stroke:#333
+    style S fill:#ccf,stroke:#333
+    style T fill:#ccf,stroke:#333
+    style U fill:#ccf,stroke:#333
+    style V fill:#ccf,stroke:#333
+    style W fill:#ccf,stroke:#333
+    style X fill:#ccf,stroke:#333
+```
+</details>
+
+Figure 8.7 The architecture of a transformer block showing the residual stream, showing how most information flows up through the residual stream, and only the attention module is sensitive to information from other streams at prior token positions. In this figure and throughout the chapter, we use the prenorm version of the architecture, in which the layer norms happen before the attention and feedforward layers rather than after. The first
+
+We've already seen the attention layer, so let's now introduce the feedforward and layer norm computations in the context of processing a single input $\mathbf{x}_i$ at token
+
+position i.
+
+Feedforward layer The feedforward layer is a fully-connected 2-layer network, i.e., one hidden layer, two weight matrices, as introduced in Chapter 6. The weights are the same for each token position i, but are different from layer to layer. It is common to make the dimensionality $d_{ff}$ of the hidden layer of the feedforward network be larger than the model dimensionality d. (For example in the original transformer model, d = 512 and $d_{ff} = 2048$ .)
+
+$$
+\operatorname{FFN} \left(\mathbf {x} _ {i}\right) = \operatorname{ReLU} \left(\mathbf {x} _ {i} \mathbf {W} _ {\mathbf {1}} + b _ {1}\right) \mathbf {W} _ {\mathbf {2}} + b _ {2} \tag {8.21}
+$$
+
+layer norm
+
+Layer Norm At two stages in the transformer block we normalize the vector (Ba et al., 2016). This process, called layer norm (short for layer normalization), is one of many forms of normalization that can be used to improve training performance in deep neural networks by keeping the values of a hidden layer in a range that facilitates gradient-based training.
+
+Layer norm is a variation of the z-score from statistics, applied to a single vector in a hidden layer. That is, the term layer norm is a bit confusing; layer norm is not applied to an entire transformer layer, but just to the embedding vector of a single token. Thus the input to layer norm is a single vector of dimensionality d and the output is that vector normalized, again of dimensionality d. The first step in layer normalization is to calculate the mean, $\mu$ , and standard deviation, $\sigma$ , over the elements of the vector to be normalized. Given an embedding vector x of dimensionality d, these values are calculated as follows.
+
+$$
+\mu = \frac {1}{d} \sum_ {i = 1} ^ {d} x _ {i} \tag {8.22}
+$$
+
+$$
+\sigma = \sqrt {\frac {1}{d} \sum_ {i = 1} ^ {d} (x _ {i} - \mu) ^ {2}} \tag {8.23}
+$$
+
+Given these values, the vector components are normalized by subtracting the mean from each and dividing by the standard deviation. The result of this computation is a new vector with zero mean and a standard deviation of one.
+
+$$
+\hat {\mathbf {x}} = \frac {(\mathbf {x} - \mu)}{\sigma} \tag {8.24}
+$$
+
+Finally, in the standard implementation of layer normalization, two learnable parameters, $\gamma$ and $\beta$ , representing gain and offset values, are introduced.
+
+$$
+\text { LayerNorm } (\mathbf {x}) = \gamma \frac {(\mathbf {x} - \mu)}{\sigma} + \beta \tag {8.25}
+$$
+
+Putting it all together The function computed by a transformer block can be expressed by breaking it down with one equation for each component computation, using $\mathbf{t}$ (of shape $[1\times d]$ ) to stand for transformer and superscripts to demarcate each computation inside the block:
+
+$$
+\mathbf {t} _ {i} ^ {\mathbf {1}} = \text { LayerNorm } (\mathbf {x} _ {i}) \tag {8.26}
+$$
+
+$$
+\mathbf {t} _ {i} ^ {2} = \text { MultiHeadAttention } (\mathbf {t} _ {i} ^ {1}, [ \mathbf {t} _ {1} ^ {1}, \dots , \mathbf {t} _ {N} ^ {1} ]) \tag {8.27}
+$$
+
+$$
+\mathbf {t} _ {i} ^ {3} = \mathbf {t} _ {i} ^ {2} + \mathbf {x} _ {i} \tag {8.28}
+$$
+
+$$
+\mathbf {t} _ {i} ^ {4} = \text { LayerNorm } (\mathbf {t} _ {i} ^ {3}) \tag {8.29}
+$$
+
+$$
+\mathbf {t} _ {i} ^ {\mathbf {5}} = \operatorname{FFN} (\mathbf {t} _ {i} ^ {\mathbf {4}}) \tag {8.30}
+$$
+
+$$
+\mathbf {h} _ {i} = \mathbf {t} _ {i} ^ {5} + \mathbf {t} _ {i} ^ {3} \tag {8.31}
+$$
+
+token-mixing
+
+Notice that the only component that takes as input information from other tokens (other residual streams) is multi-head attention, which (as we see from Eq. 8.27) looks at all the neighboring tokens in the context. The output from attention, however, is then added into this token's embedding stream. In fact, Elhage et al. (2021) show that we can view attention heads as literally moving information from the residual stream of a neighboring token into the current stream. The high-dimensional embedding space at each position thus contains information about the current token and about neighboring tokens, albeit in different subspaces of the vector space. Fig. 8.8 shows a visualization of this movement. We therefore call the attention function the token-mixing component of the architecture, because it mixes information from neighboring token streams into the current stream.
+
+![](images/1415c4fb26602e8ddf6e7ba57246ab86c0013ce3b99ad32d6a6ca78bbaafab36.jpg)
+
+<details>
+<summary>text_image</summary>
+
+Token A
+residual
+stream
+Token B
+residual
+stream
+</details>
+
+Figure 8.8 An attention head can move information from token A's residual stream into token B's residual stream.
+
+Crucially, the input and output dimensions of transformer blocks are matched so they can be stacked. Each token vector $x_{i}$ at the input to the block has dimensionality d, and the output $h_{i}$ also has dimensionality d. Transformers for large language models stack many of these blocks, from 12 layers (used for the T5 or GPT-3-small language models) to 96 layers (used for GPT-3 large), to even more for more recent models. We’ll come back to this issue of stacking in a bit.
+
+Equation 8.26 and following are just the equation for a single transformer block, but the residual stream metaphor goes through all the transformer layers, from the first transformer blocks to the 12th, in a 12-layer transformer. At the earlier transformer blocks, the residual stream is representing the current token. At the highest transformer blocks, the residual stream is usually representing the following token, since at the very end it's being trained to predict the next token.
+
+Once we stack many blocks, there is one more requirement: at the very end of the last (highest) transformer block, there is a single extra layer norm that is run on the last $h_{i}$ of each token stream (just below the language model head layer that we will define soon). $^{2}$
+
+## 8.3 Parallelizing computation using a single matrix X
+
+This description of multi-head attention and the rest of the transformer block has been from the perspective of computing a single output at a single time step $i$ in a single residual stream. But as we pointed out earlier, the attention computation performed for each token to compute $\mathbf{a}_i$ is independent of the computation for each other token, and that's also true for all the computation in the transformer block computing $\mathbf{h}_i$ from the input $\mathbf{x}_i$ . That means we can easily parallelize the entire computation, taking advantage of efficient matrix multiplication routines.
+
+We do this by packing the input embeddings for the $N$ tokens of the input sequence into a single matrix $\mathbf{X}$ of size $[N\times d]$ . Each row of $\mathbf{X}$ is the embedding of one token of the input. Transformers for large language models commonly have an input length $N$ from 1K to 32K; much longer contexts of 128K or even up to millions of tokens can also be achieved with architectural changes like special long-context mechanisms that we don't discuss here. So for vanilla transformers, we can think of $\mathbf{X}$ having between 1K and 32K rows, each of the dimensionality of the embedding $d$ (the model dimension).
+
+Parallelizing attention Let's first see this for a single attention head and then turn to multiple heads, and then add in the rest of the components in the transformer block. For one head we multiply $\mathbf{X}$ by the query, key, and value matrices $\mathbf{W}^{\mathbf{Q}}$ of shape $[d\times d_k]$ , $\mathbf{W}^{\mathbf{K}}$ of shape $[d\times d_k]$ , and $\mathbf{W}^{\mathbf{V}}$ of shape $[d\times d_v]$ , to produce matrices $\mathbf{Q}$ of shape $[N\times d_k]$ , $\mathbf{K}$ of shape $[N\times d_k]$ , and $\mathbf{V}$ of shape $[N\times d_v]$ , containing all the key, query, and value vectors:
+
+$$
+\mathbf {Q} = \mathbf {X W} ^ {\mathrm{Q}}; \quad \mathbf {K} = \mathbf {X W} ^ {\mathrm{K}}; \quad \mathbf {V} = \mathbf {X W} ^ {\mathrm{V}} \tag {8.32}
+$$
+
+Given these matrices we can compute all the requisite query-key comparisons simultaneously by multiplying Q and $K^{T}$ in a single matrix multiplication. The product is of shape $N \times N$ , visualized in Fig. 8.9.
+
+![](images/187fec547e0fd396ddcf2d47baeb28832c5381e7ce9bc71d2b07c3c9ed6f0be6.jpg)
+
+<details>
+<summary>text_image</summary>
+
+q1·k1 q1·k2 q1·k3 q1·k4
+q2·k1 q2·k2 q2·k3 q2·k4
+q3·k1 q3·k2 q3·k3 q3·k4
+q4·k1 q4·k2 q4·k3 q4·k4
+N
+N
+</details>
+
+Figure 8.9 The $N \times N$ $\mathbf{QK}^{\top}$ matrix showing how it computes all $q_{i} \cdot k_{j}$ comparisons in a single matrix multiple.
+
+Once we have this $\mathbf{QK}^{\top}$ matrix, we can very efficiently scale these scores, take the softmax, and then multiply the result by $\mathbf{V}$ resulting in a matrix of shape $N\times d$ : a vector embedding representation for each token in the input. We've reduced the entire self-attention step for an entire sequence of $N$ tokens for one head to the following computation:
+
+$$
+\mathbf {h e a d} = \text { softmax } \left(\operatorname{mask} \left(\frac {\mathbf {Q K} ^ {\top}}{\sqrt {d _ {k}}}\right)\right) \mathbf {V} \tag {8.33}
+$$
+
+$$
+\mathbf {A} = \text {   head   } \mathbf {W} ^ {0} \tag {8.34}
+$$
+
+Masking out the future You may have noticed that we introduced a mask function in Eq. 8.34 above. This is because the self-attention computation as we've described it has a problem: the calculation of $\mathbf{QK}^{\mathrm{T}}$ results in a score for each query value to every key value, including those that follow the query. This is inappropriate in the setting of language modeling: guessing the next word is pretty simple if you already know it! To fix this, the elements in the upper-triangular portion of the matrix are set to $-\infty$ , which the softmax will turn to zero, thus eliminating any knowledge of words that follow in the sequence. This is done in practice by adding a mask matrix $M$ in which $M_{ij} = -\infty \forall j > i$ (i.e. for the upper-triangular portion) and $M_{ij} = 0$ otherwise. Fig. 8.10 shows the resulting masked $\mathbf{QK}^{\mathrm{T}}$ matrix. (we'll see in Chapter 9 how to make use of words in the future for tasks that need it).
+
+N
+
+<table><tr><td>q1·k1</td><td>-∞</td><td>-∞</td><td>-∞</td></tr><tr><td>q2·k1</td><td>q2·k2</td><td>-∞</td><td>-∞</td></tr><tr><td>q3·k1</td><td>q3·k2</td><td>q3·k3</td><td>-∞</td></tr><tr><td>q4·k1</td><td>q4·k2</td><td>q4·k3</td><td>q4·k4</td></tr></table>
+
+N  
+Figure 8.10 The $N \times N QK^{T}$ matrix showing the $q_{i} \cdot k_{j}$ values, with the upper-triangle portion of the comparisons matrix zeroed out (set to $-\infty$ , which the softmax will turn to zero).
+
+Fig. 8.11 shows a schematic of all the computations for a single attention head parallelized in matrix form.  
+![](images/2ad1f620305b178f211dfa04ede8865bbce7265a6cdc78840eade6b0134c2be4.jpg)
+
+<details>
+<summary>text_image</summary>
+
+X
+Input
+Token 1
+Input
+Token 2
+Input
+Token 3
+Input
+Token 4
+N x d
+W^Q
+x
+d x d_k
+= Q
+Query
+Token 1
+Query
+Token 2
+Query
+Token 3
+Query
+Token 4
+N x d_k
+X
+Input
+Token 1
+Input
+Token 2
+Input
+Token 3
+Input
+Token 4
+W^K
+x
+d x d_k
+= K
+Key
+Token 1
+Key
+Token 2
+Key
+Token 3
+Key
+Token 4
+N x d_k
+X
+Input
+Token 1
+Input
+Token 2
+Input
+Token 3
+Input
+Token 4
+W^V
+x
+d x d_v
+= V
+Value
+Token 1
+Value
+Token 2
+Value
+Token 3
+Value
+Token 4
+N x d_v
+mask
+Q
+q1 X K^T = QK^T masked V A
+q2    \u03bb    \u03bb    \u03bb    \u03bb    \u03bb    \u03bb    \u03bb    \u03bb    \u03bb    \u03bb    \u03bb    \u03bb    \u03bb    \u03bb    \u03bb    \u03bb    \u03bb    \u2667 a1
+q3        d_k x N   q1·k1 q1·k2 q1·k3 q1·k4   q2·k1 q2·k2 q2·k3 q2·k4   q3·k1 q3·k2 q3·k3 q3·k4   q4·k1 q4·k2 q4·k3 q4·k4   N x N   N x N   N x d_v   N x d_v
+</details>
+
+Figure 8.11 Schematic of the attention computation for a single attention head in parallel. The first row shows the computation of the Q, K, and V matrices. The second row shows the computation of $QK^{T}$ , the masking (the softmax computation and the normalizing by dimensionality are not shown) and then the weighted sum of the value vectors to get the final attention vectors.
+
+Fig. 8.9 and Fig. 8.10 also make it clear that attention is quadratic in the length of the input, since at each layer we need to compute dot products between each pair of tokens in the input. This makes it expensive to compute attention over very long documents (like entire novels). Nonetheless modern large language models manage to use quite long contexts of thousands or tens of thousands of tokens.
+
+Parallelizing multi-head attention In multi-head attention, as with self-attention, the input and output have the model dimension d, the key and query embeddings have dimensionality $d_{k}$ , and the value embeddings are of dimensionality $d_{v}$ (again, in the original transformer paper $d_{k} = d_{v} = 64$ , A = 8, and d = 512). Thus for each head c, we have weight layers $W^{Q}_{c}$ of shape $[d \times d_{k}]$ , $W^{K}_{c}$ of shape $[d \times d_{k}]$ , and $W^{V}_{c}$ of shape $[d \times d_{v}]$ , and these get multiplied by the inputs packed into X to produce Q of shape $[N \times d_{k}]$ , K of shape $[N \times d_{k}]$ , and V of shape $[N \times d_{v}]$ . The output of each of the A heads is of shape $[N \times d_{v}]$ , and so the output of the multi-head layer with A heads consists of A matrices of shape $[N \times d_{v}]$ . To make use of these matrices in further processing, they are concatenated to produce a single output with dimensionality $[N \times Ad_{v}]$ . Finally, we use a final linear projection $W^{O}$ of shape $[Ad_{v} \times d]$ , that reshapes it to the original output dimension for each token. Multiplying the concatenated $[N \times Ad_{v}]$ matrix output by $W^{O}$ of shape $[Ad_{v} \times d]$ yields the self-attention output A of shape $[N \times d]$ .
+
+$$
+\mathbf {Q} ^ {\mathrm{i}} = \mathbf {X W} ^ {\mathrm{Qi}}; \quad \mathbf {K} ^ {\mathrm{i}} = \mathbf {X W} ^ {\mathrm{Ki}}; \quad \mathbf {V} ^ {\mathrm{i}} = \mathbf {X W} ^ {\mathrm{Vi}} \tag {8.35}
+$$
+
+$$
+\mathbf {h e a d} _ {i} = \text { SelfAttention } (\mathbf {Q} ^ {\mathrm{i}}, \mathbf {K} ^ {\mathrm{i}}, \mathbf {V} ^ {\mathrm{i}}) = \text { softmax } \left(\text { mask } \left(\frac {\mathbf {Q} ^ {\mathrm{i}} \mathbf {K} ^ {\mathrm{iT}}}{\sqrt {d _ {k}}}\right)\right) \mathbf {V} ^ {\mathrm{i}} \tag {8.36}
+$$
+
+$$
+\text { MultiHeadAttention } (\mathbf {X}) = \left(\mathbf {h e a d} _ {1} \oplus \mathbf {h e a d} _ {2} \dots \oplus \mathbf {h e a d} _ {A}\right) \mathbf {W} ^ {\mathbf {0}} \tag {8.37}
+$$
+
+Putting it all together with the parallel input matrix X The function computed in parallel by an entire layer of N transformer blocks—each block over one of the N input tokens—can be expressed as:
+
+$$
+\mathbf {O} = \mathbf {X} + \text { MultiHeadAttention } (\text { LayerNorm } (\mathbf {X})) \tag {8.38}
+$$
+
+$$
+\mathbf {H} = \mathbf {O} + \operatorname{FFN} (\text { LayerNorm } (\mathbf {O})) \tag {8.39}
+$$
+
+Note that in Eq. 8.38 we are using X to mean the input to the layer, wherever it comes from. For the first layer, as we will see in the next section, that input is the initial word + positional embedding vectors that we have been describing by X. But for subsequent layers k, the input is the output from the previous layer $H^{k-1}$ . We can also break down the computation performed in a transformer layer, showing one equation for each component computation. We'll use T (of shape $[N \times d]$ ) to stand for transformer and superscripts to demarcate each computation inside the block, and again use X to mean the input to the block from the previous layer or the initial embedding:
+
+$$
+\mathbf {T} ^ {1} = \text { LayerNorm } (\mathbf {X}) \tag {8.40}
+$$
+
+$$
+\mathbf {T} ^ {2} = \text { MultiHeadAttention } (\mathbf {T} ^ {1}) \tag {8.41}
+$$
+
+$$
+\mathbf {T} ^ {3} = \mathbf {T} ^ {2} + \mathbf {X} \tag {8.42}
+$$
+
+$$
+\mathbf {T} ^ {4} = \text { LayerNorm } (\mathbf {T} ^ {3}) \tag {8.43}
+$$
+
+$$
+\mathbf {T} ^ {5} = \operatorname{FFN} (\mathbf {T} ^ {4}) \tag {8.44}
+$$
+
+$$
+\mathbf {H} = \mathbf {T} ^ {5} + \mathbf {T} ^ {3} \tag {8.45}
+$$
+
+Here when we use a notation like $\mathrm{FFN}(\mathbf{T}^{3})$ we mean that the same FFN is applied in parallel to each of the N embedding vectors in the window. Similarly, each of the
+
+N tokens is normed in parallel in the LayerNorm. Crucially, the input and output dimensions of transformer blocks are matched so they can be stacked. Since each token $x_{i}$ at the input to the block is represented by an embedding of dimensionality $[1 \times d]$ , that means the input X and output H are both of shape $[N \times d]$ .
+
+## 8.4 The input: embeddings for token and position
+
+embedding
+
+Let's talk about where the input $\mathbf{X}$ comes from. Given a sequence of $N$ tokens ( $N$ is the context length in tokens), the matrix $\mathbf{X}$ of shape $[N \times d]$ has an embedding for each word in the context. The transformer does this by separately computing two embeddings: an input token embedding, and an input positional embedding.
+
+A token embedding, introduced in Chapter 6, is a vector of dimension d that will be our initial representation for the input token. (As we pass vectors up through the transformer layers in the residual stream, this embedding representation will change and grow, incorporating context and playing a different role depending on the kind of language model we are building.) The set of initial embeddings are stored in the embedding matrix E, which has a row for each of the $|V|$ tokens in the vocabulary. (Reminder that V here means the vocabulary of tokens, this V is not related to the value vector.) Thus each word is a row vector of d dimensions, and E has shape $[|V| \times d]$ .
+
+Given an input token string like Thanks for all the we first convert the tokens into vocabulary indices (these were created when we first tokenized the input using BPE or SentencePiece). So the representation of thanks for all the might be w = [5, 4000, 10532, 2224]. Next we use indexing to select the corresponding rows from E, (row 5, row 4000, row 10532, row 2224).
+
+Another way to think about selecting token embeddings from the embedding matrix is to represent tokens as one-hot vectors of shape $[1 \times |V|]$ , i.e., with one dimension for each word in the vocabulary. Recall that in a one-hot vector all the elements are 0 except one, the element whose dimension is the word's index in the vocabulary, which has value 1. So if the word “thanks” has index 5 in the vocabulary, $x_{5} = 1$ , and $x_{i} = 0 \forall i \neq 5$ , as shown here:
+
+$$
+[ \emptyset \emptyset \emptyset \emptyset 1 \emptyset \emptyset \dots \emptyset \emptyset \emptyset \emptyset ]
+$$
+
+$$
+\begin{array}{c c c c c c c c c c} 1 & 2 & 3 & 4 & 5 & 6 & 7 & \dots & \dots & | V | \end{array}
+$$
+
+Multiplying by a one-hot vector that has only one non-zero element $x_{i}=1$ simply selects out the relevant row vector for word i, resulting in the embedding for word i, as depicted in Fig. 8.12.
+
+![](images/08f9d83e4e6a1f27712a4f87cd95fef80bac5ce53ec46181a78302d9e4117d06.jpg)
+
+<details>
+<summary>text_image</summary>
+
+1 5 |V|
+0000100...0000
+×
+5
+E
+= 1 d
+|V|
+</details>
+
+Figure 8.12 Selecting the embedding vector for word $V_{5}$ by multiplying the embedding matrix E with a one-hot vector with a 1 in index 5.
+
+We can extend this idea to represent the entire token sequence as a matrix of one-hot vectors, one for each of the $N$ positions in the transformer's context window, as shown in Fig. 8.13.
+
+one-hot vector
+
+![](images/7a2ef0d0f306cc92a464e320223ccdcb5677279123697b7a07f0e1a88f202230.jpg)
+
+<details>
+<summary>text_image</summary>
+
+|V|
+0 0 0 0 |1 |0 0 ... 0 0 0 0
+0 0 0 0 0 0 0 ... 0 0 |1 |0
+1 |0 0 0 0 0 0 ... 0 0 0 0
+...
+N
+0 0 0 0 |1 |0 0 ... 0 0 0 0
+×
+d
+E
+= 
+d
+N
+</details>
+
+Figure 8.13 Selecting the embedding matrix for the input sequence of token ids W by multiplying a one-hot matrix corresponding to W by the embedding matrix E.
+
+positional embeddings
+
+absolute position
+
+These token embeddings are not position-dependent. To represent the position of each token in the sequence, we combine these token embeddings with positional embeddings specific to each position in an input sequence.
+
+Where do we get these positional embeddings? The simplest method, called absolute position, is to start with randomly initialized embeddings corresponding to each possible input position up to some maximum length. For example, just as we have an embedding for the word fish, we'll have an embedding for the position 3. As with word embeddings, these positional embeddings are learned along with other parameters during training. We can store them in a matrix $E_{\mathrm{pos}}$ of shape $[N \times d]$ .
+
+To produce an input embedding that captures positional information, we just add the word embedding for each input to its corresponding positional embedding. The individual token and position embeddings are both of size $[1 \times d]$ , so their sum is also $[1 \times d]$ , This new embedding serves as the input for further processing. Fig. 8.14 shows the idea.
+
+![](images/cdd2a7ae6c8e243a3af268e23d657c2aaaef94c003d4c58c6d6662a55e1085e8.jpg)
+
+<details>
+<summary>flowchart</summary>
+
+```mermaid
+graph TD
+  A["Transformer Block"] --> B["X = Composite Embeddings (word + position)"]
+  B --> C["+"]
+  C --> D["janet"]
+  C --> E["will"]
+  C --> F["back"]
+  C --> G["the"]
+  C --> H["bill"]
+  B --> I["Word Embeddings"]
+  I --> J["Position Embeddings"]
+  J --> K["1"]
+  J --> L["2"]
+  J --> M["3"]
+  J --> N["4"]
+  J --> O["5"]
+```
+</details>
+
+Figure 8.14 A simple way to model position: add an embedding of the absolute position to the token embedding to produce a new embedding of the same dimensionality.
+
+The final representation of the input, the matrix X, is an $[N \times d]$ matrix in which each row i is the representation of the ith token in the input, computed by adding $\mathbf{E}[id(i)]$ —the embedding of the id of the token that occurred at position i—, to P[i], the positional embedding of position i.
+
+A potential problem with the simple position embedding approach is that there will be plenty of training examples for the initial positions in our inputs and correspondingly fewer at the outer length limits. These latter embeddings may be poorly trained and may not generalize well during testing. An alternative is to choose a static function that maps integer inputs to real-valued vectors in a way that better handles sequences of arbitrary length. A combination of sine and cosine functions with differing frequencies was used in the original transformer work. Sinusoidal position embeddings may also help in capturing the inherent relationships among the
+
+relative position
+
+positions, like the fact that position 4 in an input is more closely related to position 5 than it is to position 17.
+
+A more complex style of positional embedding methods extend this idea of capturing relationships even further to directly represent relative position instead of absolute position, often implemented in the attention mechanism at each layer rather than being added once at the initial input.
+
+## 8.5 The Language Modeling Head
+
+language modeling head
+head
+
+The last component of the transformer we must introduce is the language modeling head. Here we are using the word head to mean the additional neural circuitry we add on top of the basic transformer architecture when we apply pretrained transformer models to various tasks. The language modeling head is the circuitry we need to do language modeling.
+
+Recall that language models, from the simple n-gram models of Chapter 3 through the feedforward and RNN language models of Chapter 6 and Chapter 13, are word predictors. Given a context of words, they assign a probability to each possible next word. For example, if the preceding context is “Thanks for all the” and we want to know how likely the next word is “fish” we would compute:
+
+## $P(\text{fish}|\text{Thanks for all the})$
+
+Language models give us the ability to assign such a conditional probability to every possible next word, giving us a distribution over the entire vocabulary. The n-gram language models of Chapter 3 compute the probability of a word given counts of its occurrence with the $n - 1$ prior words. The context is thus of size $n - 1$ . For transformer language models, the context is the size of the transformer's context window, which can be quite large, like 32K tokens for large models (and much larger contexts of millions of words are possible with special long-context architectures).
+
+The job of the language modeling head is to take the output of the final transformer layer from the last token N and use it to predict the upcoming word at position $N+1$ . Fig. 8.15 shows how to accomplish this task, taking the output of the last token at the last layer (the d-dimensional output embedding of shape $[1 \times d]$ ) and producing a probability distribution over words (from which we will choose one to generate).
+
+The first module in Fig. 8.15 is a linear layer, whose job is to project from the output $h_N^L$ , which represents the output token embedding at position $N$ from the final block $L$ , (hence of shape $[1 \times d]$ ) to the logit vector, or score vector, that will have a single score for each of the $|V|$ possible words in the vocabulary $V$ . The logit vector $\mathbf{u}$ is thus of dimensionality $[1 \times |V|]$ .
+
+weight tying
+
+This linear layer can be learned, but more commonly we tie this matrix to (the transpose of) the embedding matrix E. Recall that in weight tying, we use the same weights for two different matrices in the model. Thus at the input stage of the transformer the embedding matrix (of shape $[|V| \times d]$ ) is used to map from a one-hot vector over the vocabulary (of shape $[1 \times |V|]$ ) to an embedding (of shape $[1 \times d]$ ). And then in the language model head, $E^{T}$ , the transpose of the embedding matrix (of shape $[d \times |V|]$ ) is used to map back from an embedding (shape $[1 \times d]$ ) to a vector over the vocabulary (shape $[1 \times |V|]$ ). In the learning process, E will be optimized to be good at doing both of these mappings. We therefore sometimes call the transpose $E^{T}$ the unembedding layer because it is performing this reverse mapping.
+
+unembedding
+
+![](images/c0f60283117c3f6f387ed00e782203c35743e82bd350fa6b6a088b9dad8fb018.jpg)
+
+<details>
+<summary>flowchart</summary>
+
+```mermaid
+graph TD
+  A["Layer L Transformer Block"] --> B["Softmax"]
+  B --> C["Unembedding layer U = E^T"]
+  C --> E["Softmax over vocabulary V"]
+  B --> H["y1"]
+  B --> I["y2"]
+  B --> J["..."]
+  B --> L["u1"]
+  B --> M["u2"]
+  B --> N["..."]
+  B --> P["h^L_1"]
+  B --> Q["h^L_2"]
+  P --> R["w1"]
+  Q --> S["w2"]
+  R --> T["..."]
+  S --> U["w_N"]
+  T --> V["h^L_N"]
+  U --> W["h^L_N"]
+  V --> X["1 x d"]
+```
+</details>
+
+Figure 8.15 The language modeling head: the circuit at the top of a transformer that maps from the output embedding for token N from the last transformer layer ( $h_{N}^{L}$ ) to a probability distribution over words in the vocabulary V.
+
+A softmax layer turns the logits u into the probabilities y over the vocabulary.
+
+$$
+\mathbf {u} = \mathbf {h} _ {\mathrm{N}} ^ {\mathrm{L}} \mathbf {E} ^ {\mathrm{T}} \tag {8.46}
+$$
+
+$$
+\mathbf {y} = \operatorname{softmax} (\mathbf {u}) \tag {8.47}
+$$
+
+We can use these probabilities to do things like help assign a probability to a given text. But the most important usage is to generate text, which we do by sampling a word from these probabilities y. We might sample the highest probability word ('greedy' decoding), or use another of the sampling methods from Section ?? or Section 8.6.
+
+In either case, whatever entry $y_{k}$ we choose from the probability vector $\mathbf{y}$ , we generate the word that has that index $k$ .
+
+Fig. 8.16 shows the total stacked architecture for one token $i$ . Note that the input to each transformer layer $x_{i}^{\ell}$ is the same as the output from the preceding layer $h_i^{\ell -1}$ .
+
+A terminological note before we conclude: You will sometimes see a transformer used for this kind of unidirectional causal language model called a decoder-only model. This is because this model constitutes roughly half of the encoder-decoder model for transformers that we'll see how to apply to machine translation in Chapter 12. (Confusingly, the original introduction of the transformer had an encoder-decoder architecture, and it was only later that the standard paradigm for causal language model was defined by using only the decoder part of this original architecture).
+
+decoder-only model
+
+## 8.6 More on Sampling
+
+The sampling methods we introduce below each have parameters that enable trading off two important factors in generation: quality and diversity. Methods that emphasize the most probable words tend to produce generations that are rated by people as more accurate, more coherent, and more factual, but also more boring and more repetitive. Methods that give a bit more weight to the middle-probability words tend to be more creative and more diverse, but less factual and more likely to be incoherent or otherwise low-quality.
+
+![](images/ddd6ed825da89b3ecb395938eda9eceaa5c76e0acede677834be053dec84ef47.jpg)
+
+<details>
+<summary>flowchart</summary>
+
+```mermaid
+graph TD
+  A["Input token W_i"] --> B["Layer 1"]
+  B --> C["Layer 2"]
+  C --> D["Layer L"]
+  D --> E["Layer 1"]
+  E --> F["Input Encoding"]
+  F --> G["Output w_i"]
+  H["Input Encoding"] --> I["x^1_i"]
+  I --> J["h^1_i = x^2_i"]
+  J --> K["Layer 2"]
+  K --> L["h^2_i = x^3_i"]
+  L --> M["Layer L"]
+  M --> N["..."]
+  N --> O["Layer L"]
+  O --> P["u1"]
+  O --> Q["u2"]
+  O --> R["uV"]
+  P --> S["y1"]
+  Q --> T["y2"]
+  S --> V["Sample token to generate at position i+1"]
+  T --> V
+  U --> V
+  V --> W["w_{i+1}"]
+  W --> X["Output w_i"]
+    style A fill:#f9f,stroke:#333
+    style H fill:#f9f,stroke:#333
+    style I fill:#ccf,stroke:#333
+    style F fill:#ccf,stroke:#333
+```
+</details>
+
+Figure 8.16 A transformer language model (decoder-only), stacking transformer blocks and mapping from an input token $w_{i}$ to a predicted next token $w_{i + 1}$ .
+
+## 8.6.1 Top-k sampling
+
+top-k sampling
+
+Top-k sampling is a simple generalization of greedy decoding. Instead of choosing the single most probable word to generate, we first truncate the distribution to the top k most likely words, renormalize to produce a legitimate probability distribution, and then randomly sample from within these k words according to their renormalized probabilities. More formally:
+
+1. Choose in advance a number of words $k$  
+2. For each word in the vocabulary $V$ , use the language model to compute the likelihood of this word given the context $p(w_{t}|\mathbf{w}_{< t})$  
+3. Sort the words by their likelihood, and throw away any word that is not one of the top k most probable words.  
+4. Renormalize the scores of the k words to be a legitimate probability distribu-
+
+tion.
+
+5. Randomly sample a word from within these remaining $k$ most-probable words according to its probability.
+
+When k = 1, top-k sampling is identical to greedy decoding. Setting k to a larger number than 1 leads us to sometimes select a word which is not necessarily the most probable, but is still probable enough, and whose choice results in generating more diverse but still high-enough-quality text.
+
+## 8.6.2 Nucleus or top-p sampling
+
+One problem with top-k sampling is that k is fixed, but the shape of the probability distribution over words differs in different contexts. If we set k = 10, sometimes the top 10 words will be very likely and include most of the probability mass, but other times the probability distribution will be flatter and the top 10 words will only include a small part of the probability mass.
+
+top-p sampling
+
+An alternative, called top-p sampling or nucleus sampling (Holtzman et al., 2020), is to keep not the top k words, but the top p percent of the probability mass. The goal is the same; to truncate the distribution to remove the very unlikely words. But by measuring probability rather than the number of words, the hope is that the measure will be more robust in very different contexts, dynamically increasing and decreasing the pool of word candidates.
+
+Given a distribution $P(w_{t}|\mathbf{w}_{<t})$ , we sort the distribution from most probable, and then the top-p vocabulary $V^{(p)}$ is the smallest set of words such that
+
+$$
+\sum_ {w \in V ^ {(p)}} P (w | \mathbf {w} _ {<   t}) \geq p. \tag {8.48}
+$$
+
+## 8.7 Training
+
+We described the training process for language models in the prior chapter. Recall that large language models are trained with cross-entropy loss, also called the negative log likelihood loss. At time t the cross-entropy loss is the negative log probability the model assigns to the next word in the training sequence, $-\log p(w_{t+1})$ .
+
+Fig. 8.17 illustrates the general training approach. At each step, given all the preceding words, the final transformer layer produces an output distribution over the entire vocabulary. During training, the probability assigned to the correct word by the model is used to calculate the cross-entropy loss for each item in the sequence. The loss for a training sequence is the average cross-entropy loss over the entire sequence. The weights in the network are adjusted to minimize the average CE loss over the training sequence via gradient descent.
+
+With transformers, each training item can be processed in parallel since the output for each element in the sequence is computed separately.
+
+Large models are generally trained by filling the full context window (for example 4096 tokens for GPT4 or 8192 for Llama 3) with text. If documents are shorter than this, multiple documents are packed into the window with a special end-of-text token between them. The batch size for gradient descent is usually quite large (the largest GPT-3 model uses a batch size of 3.2 million tokens).
+
+![](images/201394956ae9d3cea5857b4129e6816564198ea8326e20d11f2307695655a8f8.jpg)
+
+<details>
+<summary>flowchart</summary>
+
+```mermaid
+graph TD
+    subgraph Input Tokens
+  A["Input Encoding"] --> B["x1"]
+  A --> C["x2"]
+  A --> D["x3"]
+  A --> E["x4"]
+  A --> F["x5"]
+  G["Stacked Transformer Blocks"] --> H["..."]
+  G --> I["..."]
+  G --> J["..."]
+  G --> K["..."]
+  G --> L["..."]
+  M["Language Modeling Head"] --> N["..."]
+  M --> O["..."]
+  M --> P["..."]
+  M --> Q["..."]
+  M --> R["..."]
+  M --> S["..."]
+  T["Last Layer"] --> U["..."]
+  T --> V["..."]
+  T --> W["..."]
+  T --> X["..."]
+  T --> Y["..."]
+  Z["Long Layer"] --> AA["..."]
+  Z --> AB["..."]
+  Z --> AC["..."]
+  Z --> AD["..."]
+  AE["Long Layer"] --> AF["..."]
+  AE --> AG["..."]
+  AE --> AH["..."]
+  AE --> AI["..."]
+  AJ["Long Layer"] --> AK["..."]
+  AJ --> AL["..."]
+  AJ --> AM["..."]
+  AJ --> AN["..."]
+  AO["Long Layer"] --> AP["..."]
+  AO --> AQ["..."]
+  AO --> AR["..."]
+  AO --> AS["..."]
+  AT["Long Layer"] --> AU["..."]
+  AT --> AV["..."]
+  AT --> AW["..."]
+  AX["Long Layer"] --> AY["..."]
+  AX --> AZ["..."]
+  AX --> BA["..."]
+  BB["Long Layer"] --> BC["..."]
+  BB --> BD["..."]
+  BB --> BE["..."]
+  BF["Long Layer"] --> BG["..."]
+  BF --> BH["..."]
+  BF --> BI["..."]
+  BJ["Long Layer"] --> BK["..."]
+  BJ --> BL["..."]
+  BJ --> BM["..."]
+  BN["Long Layer"] --> BO["..."]
+  BN --> BP["..."]
+  BN --> BQ["..."]
+  BR["Long Layer"] --> BS["..."]
+  BR --> BT["..."]
+  BR --> BU["..."]
+  BV["Long Layer"] --> BW["..."]
+  BV --> BX["..."]
+  BV --> BY["..."]
+  BZ["Stacked Transformer Blocks"] --> CA["x1"]
+  BZ --> CB["x2"]
+  BZ --> CC["x3"]
+  BZ --> CD["x4"]
+  BZ --> CE["x5"]
+    end
+    subgraph Input Tokens
+  CF["Xo"] --> CG["E"]
+    end
+    subgraph Input Encoding
+  CH["E"] --> CI["E"]
+    end
+    subgraph Input Tokens
+  CJ["E"] --> CK["E"]
+    end
+    subgraph Stacked Transformer Blocks
+  CL["x1"] --> CM["x2"] & CN["x3"] & CO["x4"] & CE["x5"]
+    end
+    subgraph Stacked Transformer Blocks
+        CD["x1"] & CN["x2"] & CO["x3"] & CE["x4"] & CE["x5"]
+    end
+    subgraph Stacked Transformer Blocks
+        DD["x1"] & CM["x2"] & CO["x3"] & CE["x4"] & CE["x5"]
+    end
+    subgraph Stacked Transformer Blocks
+  DF["XO"] & DG["XL"] --> DH["XL0"], DH["XL1"], DH["XL2"], DH["XL3"], DH["XL4"], DH["XL5"]
+    end
+    subgraph Stacked Transformer Blocks
+        ID["XL0"] & ID["XL1"] & ID["XL2"] & ID["XL3"] & ID["XL4"] & ID["XL5"]
+    end
+    subgraph Stacked Transformer Blocks
+        AE["XL0"] & AE["XL1"] & AE["XL2"] & AE["XL3"] & AE["XL4"] & AE["XL5"]
+    end
+    subgraph Stacked Transformer Blocks
+        AF["XL0"] & AF["XL1"] & AF["XL2"] & AF["XL3"] & AF["XL4"] & AF["XL5"]
+    end
+    subgraph Stacked Transformer Blocks
+        AG["XL0"] & AG["XL1"] & AG["XL2"] & AG["XL3"] & AG["XL4"] & AG["XL5"]
+    end
+    subgraph Stacked Transformer Blocks
+        AH["XL0"] & AH["XL1"] & AH["XL2"] & AH["XL3"] & AH["XL4"] & AH["XL5"]
+    end
+    subgraph Stacked Transformer Blocks
+        AI["XL0"] & AI["XL1"] & AI["XL2"] & AI["XL3"] & AI["XL4"] & AI["XL5"]
+    end
+    subgraph Stacked Transformer Blocks
+        AJ["XL0"] & AJ["XL1"] & AJ["XL2"] & AJ["XL3"] & AJ["XL4"] & AJ["XL5"]
+    end
+    subgraph Stacked Transformer Blocks
+        AK["XL0"] & AK["XL1"] & AK["XL2"] & AK["XL3"] & AK["XL4"] & AK["XL5"]
+    end
+    subgraph Stacked Transformer Blocks
+        AL["XL0"] & AL["XL1"] & AL["XL2"] & AL["XL3"] & AL["XL4"] & AL["XL5"]
+    end
+    subgraph Stacked Transformer Blocks
+        AM["XL0"] & AM["XL1"] & AM["XL2"] & AM["XL3"] & AM["XL4"] & AM["XL5"]
+    end
+    subgraph Stacked Transformer Blocks
+        AN["XL0"] & AN["XL1"] & AN["XL2"] & AN["XL3"] & AN["XL4"] & AN["XL5"]
+    end
+    subgraph Stacked Transformer Blocks
+        AO["XL0"] & AO["XL1"] & AO["XL2"] & AO["XL3"] & AO["XL4"] & AO["XL5"]
+    end
+    subgraph Stacked Transformer Blocks
+        AP["XL0"] & AP["XL1"] & AP["XL2"] & AP["XL3"] & AP["XL4"] & AP["XL5"]
+    end
+    subgraph Stacked Transformer Blocks
+        AQX["XL0"] & AQX["XL1"] & AQX["XL2"] & AQX["XL3"] & AQX["XL4"] & AQX["XL5"]
+    end
+    subgraph Stacked Transformer Blocks
+        ARX[Yx1, x2, ..., x3, ..., x4, ..., x5, ..., x6, ..., x7, ..., x8, ..., x9, ..., x10, ..., x11, ..., x12, ..., x13, ..., x14, ..., x15, ..., x16, ..., x17, ..., x18, ..., x19, ..., x20, ..., x21, ..., x22, ..., x23, ..., x24, ..., x25, ..., x26, ..., x27, ..., x28, ..., x29, ..., x30, ..., x31, ..., x32, ..., x33, ..., x34, ..., x35, ..., x36, ..., x37, ..., x38, ..., x39, ..., x40, ..., x41, ..., x42, ..., x43, ..., x44, ..., x45, ..., x46, ..., x47, ..., x48, ..., x49, ..., x50, ... |
+```
+</details>
+
+Figure 8.17 Training a transformer as a language model.
+
+## 8.8 Dealing with Scale
+
+Large language models are large. For example the Llama 3.1 405B Instruct model from Meta has 405 billion parameters (it has L=126 layers, model dimensionality d=16,384, and A=128 attention heads) and was trained on 15.6 terabytes of text tokens using a vocabulary of 128K tokens (Llama Team, 2024). So there is a lot of research on understanding how LLMs scale, and especially how to implement them given limited resources. In the next few sections we discuss how to think about scale (the concept of scaling laws), and important techniques for getting language models to work efficiently, such as the KV cache and parameter-efficient fine tuning (PEFT).
+
+## 8.8.1 Scaling laws
+
+The performance of large language models has shown to be mainly determined by 3 factors: model size (the number of parameters not counting embeddings), dataset size (the amount of training data), and the amount of compute used for training. That is, we can improve a model by adding parameters (adding more layers or having wider contexts or both), by training on more data, or by training for more iterations.
+
+The relationships between these factors and performance are known as scaling laws. Roughly speaking, the performance of a large language model (the loss) scales as a power-law with each of these three properties of model training.
+
+For example, Kaplan et al. (2020) found the following three relationships for loss L as a function of the number of non-embedding parameters N, the dataset size D, and the compute budget C, for models training with limited parameters, dataset,
+
+scaling laws
+
+or compute budget, if in each case the other two properties are held constant:
+
+$$
+L (N) = \left(\frac {N _ {c}}{N}\right) ^ {\alpha_ {N}} \tag {8.49}
+$$
+
+$$
+L (D) = \left(\frac {D _ {c}}{D}\right) ^ {\alpha_ {D}} \tag {8.50}
+$$
+
+$$
+L (C) = \left(\frac {C _ {c}}{C}\right) ^ {\alpha_ {C}} \tag {8.51}
+$$
+
+The number of (non-embedding) parameters N can be roughly computed as follows (ignoring biases, and with d as the input and output dimensionality of the model, $d_{attn}$ as the self-attention layer size, and $d_{ff}$ the size of the feedforward layer):
+
+$$
+N \approx 2 d n _ {\text { layer }} (2 d _ {\text { attn }} + d _ {\text { ff }})
+$$
+
+$$
+\approx 1 2 n _ {\text { layer }} d ^ {2} \tag {8.52}
+$$
+
+$$
+(\text { assuming   } d _ {\mathrm{attn}} = d _ {\mathrm{ff}} / 4 = d)
+$$
+
+Thus GPT-3, with $n = 96$ layers and dimensionality $d = 12288$ , has $12 \times 96 \times 12288^2 \approx 175$ billion parameters.
+
+The values of $N_{c}$ , $D_{c}$ , $C_{c}$ , $\alpha_{N}$ , $\alpha_{D}$ , and $\alpha_{C}$ depend on the exact transformer architecture, tokenization, and vocabulary size, so rather than all the precise values, scaling laws focus on the relationship with loss. $^{3}$
+
+Scaling laws can be useful in deciding how to train a model to a particular performance, for example by looking at early in the training curve, or performance with smaller amounts of data, to predict what the loss would be if we were to add more data or increase model size. Other aspects of scaling laws can also tell us how much data we need to add when scaling up a model.
+
+## 8.8.2 KV Cache
+
+We saw in Fig. 8.11 and in Eq. 8.34 (repeated below) how the attention vector can be very efficiently computed in parallel for training, via two matrix multiplications:
+
+$$
+\mathbf {A} = \text { softmax } \left(\frac {\mathbf {Q} \mathbf {K} ^ {\intercal}}{\sqrt {d _ {k}}}\right) \mathbf {V} \tag {8.53}
+$$
+
+Unfortunately we can't do quite the same efficient computation in inference as in training. That's because at inference time, we iteratively generate the next tokens one at a time. For a new token that we have just generated, call it $\mathbf{x}_i$ , we need to compute its query, key, and values by multiplying by $\mathbf{W}^{\mathbf{Q}}$ , $\mathbf{W}^{\mathbf{K}}$ , and $\mathbf{W}^{\mathbf{V}}$ respectively. But it would be a waste of computation time to recompute the key and value vectors for all the prior tokens $\mathbf{x}_{<i}$ ; at prior steps we already computed these key and value vectors! So instead of recomputing these, whenever we compute the key and value vectors we store them in memory in the KV cache, and then we can just grab them from the cache when we need them. Fig. 8.18 modifies Fig. 8.11 to show the computation that takes place for a single new token, showing which values we can take from the cache rather than recompute.
+
+KV cache
+
+![](images/12c485d1c141da02a684c4dc37bf30600d823bb4107c7ba1633991b712d283fd.jpg)
+
+<details>
+<summary>text_image</summary>
+
+Q
+X
+k1 k2 k3 k4 = QK^T
+q4
+1 x dk
+dk x N
+1 x N
+V
+x
+v1
+v2
+v3
+v4
+N x dv = A
+a4
+1 x dv
+</details>
+
+Figure 8.18 Parts of the attention computation (extracted from Fig. 8.11) showing, in black, the vectors that can be stored in the cache rather than recomputed when computing the attention score for the 4th token.
+
+## 8.8.3 Parameter Efficient Fine Tuning
+
+As we mentioned above, it's very common to take a language model and give it more information about a new domain by finetuning it (continuing to train it to predict upcoming words) on some additional data.
+
+Fine-tuning can be very difficult with very large language models, because there are enormous numbers of parameters to train; each pass of batch gradient descent has to backpropagate through many many huge layers. This makes finetuning huge language models extremely expensive in processing power, in memory, and in time. For this reason, there are alternative methods that allow a model to be finetuned without changing all the parameters. Such methods are called parameter-efficient fine tuning or sometimes PEFT, because we efficiently select a subset of parameters to update when finetuning. For example we freeze some of the parameters (don't change them), and only update some particular subset of parameters.
+
+Here we describe one such model, called LoRA, for Low-Rank Adaptation. The intuition of LoRA is that transformers have many dense layers which perform matrix multiplication (for example the $W^{Q}$ , $W^{K}$ , $W^{V}$ , $W^{O}$ layers in the attention computation). Instead of updating these layers during finetuning, with LoRA we freeze these layers and instead update a low-rank approximation that has fewer parameters.
+
+Consider a matrix W of dimensionality $[k \times d]$ that needs to be updated during finetuning via gradient descent. Normally this matrix would get updates $\Delta W$ of dimensionality $[k \times d]$ , for updating the $k \times d$ parameters after gradient descent. In LoRA, we freeze W and update instead a low-rank decomposition of W. We create two matrices A and B, where A has size $[k \times r]$ and B has size $[r \times d]$ , and we choose r to be quite small, $r << \min(d, k)$ . During finetuning we update A and B instead of W. That is, we replace $W + \Delta W$ with $W + AB$ . Fig. 8.19 shows the intuition. For replacing the forward pass h = xW, the new forward pass is instead:
+
+$$
+\mathbf {h} = \mathbf {x W} + \mathbf {x A B} \tag {8.54}
+$$
+
+LoRA has a number of advantages. It dramatically reduces hardware requirements, since gradients don't have to be calculated for most parameters. The weight updates can be simply added in to the pretrained weights, since AB is the same size as W). That means it doesn't add any time during inference. And it also means it's possible to build LoRA modules for different domains and just swap them in and out by adding them in or subtracting them from W.
+
+In its original version LoRA was applied just to the matrices in the attention computation (the $W^{Q}$ , $W^{K}$ , $W^{V}$ , and $W^{O}$ layers). Many variants of LoRA exist.
+
+![](images/07364a7c79fa2f97e156b1f66e6afd4b83ae8903ad63c3eb1dd5e29c7890a18f.jpg)
+
+<details>
+<summary>flowchart</summary>
+
+```mermaid
+graph TD
+  h["1"] -->|d| A["k A"]
+  h -->|d| B["x r B"]
+  A -->|k| W["Pretrained Weights w"]
+  B -->|d| X["x 1"]
+    style h fill:#f9f,stroke:#333
+    style B fill:#bbf,stroke:#333
+    style W fill:#cfc,stroke:#333
+    style X fill:#fcc,stroke:#333
+```
+</details>
+
+Figure 8.19 The intuition of LoRA. We freeze W to its pretrained values, and instead fine-tune by training a pair of matrices A and B, updating those instead of W, and just sum W and the updated AB.
+
+## 8.9 Interpreting the Transformer
+
+interpretability
+
+How does a transformer-based language model manage to do so well at language tasks? The subfield of interpretability, sometimes called mechanistic interpretability, focuses on ways to understand mechanistically what is going on inside the transformer. In the next two subsections we discuss two well-studied aspects of transformer interpretability.
+
+## 8.9.1 In-Context Learning and Induction Heads
+
+As a way of getting a model to do what we want, we can think of prompting as being fundamentally different than pretraining. Learning via pretraining means updating the model's parameters by using gradient descent according to some loss function. But prompting with demonstrations can teach a model to do a new task. The model is learning something about the task from those demonstrations as it processes the prompt.
+
+Even without demonstrations, we can think of the process of prompting as a kind of learning. For example, the further a model gets in a prompt, the better it tends to get at predicting the upcoming tokens. The information in the context is helping give the model more predictive power.
+
+The term in-context learning was first proposed by Brown et al. (2020) in their introduction of the GPT3 system, to refer to either of these kinds of learning that language models do from their prompts. In-context learning means language models learning to do new tasks, better predict tokens, or generally reduce their loss during the forward-pass at inference-time, without any gradient-based updates to the model's parameters.
+
+in-context learning
+
+induction heads
+
+How does in-context learning work? While we don't know for sure, there are some intriguing ideas. One hypothesis is based on the idea of induction heads (Elhage et al., 2021; Olsson et al., 2022). Induction heads are the name for a circuit, which is a kind of abstract component of a network. The induction head circuit is part of the attention computation in transformers, discovered by looking at mini language models with only 1-2 attention heads.
+
+The function of the induction head is to predict repeated sequences. For example if it sees the pattern AB...A in an input sequence, it predicts that B will follow, instantiating the pattern completion rule AB...A→B. It does this by having a prefix matching component of the attention computation that, when looking at the current token A, searches back over the context to find a prior instance of A. If it finds one, the induction head has a copying mechanism that “copies” the token B that followed the earlier A, by increasing the probability the B will occur next. Fig. 8.20 shows an example.
+
+![](images/ce91af053069b524e9a76621eef719d2c6092bb7f122cba2d2cb05941d7ef088.jpg)
+
+<details>
+<summary>flowchart</summary>
+
+```mermaid
+graph TD
+  A["She"] --> B["owns"]
+  B --> C["vintage"]
+  C --> D["cars"]
+  D --> E["."]
+  E --> F["He"]
+  F --> G["dreams"]
+  G --> H["of"]
+  H --> I["owning"]
+  I --> J["vintage"]
+  J --> K["cars"]
+  K --> L["."]
+  L --> M["Copying"]
+    style A fill:#f9f,stroke:#333
+    style B fill:#f9f,stroke:#333
+    style C fill:#f9f,stroke:#333
+    style D fill:#ccf,stroke:#333
+    style E fill:#ccf,stroke:#333
+    style F fill:#ccf,stroke:#333
+    style G fill:#ccf,stroke:#333
+    style H fill:#ccf,stroke:#333
+    style I fill:#ccf,stroke:#333
+    style J fill:#ccf,stroke:#333
+    style K fill:#ccf,stroke:#333
+  note1["Prefix matching"] --> C
+```
+</details>
+
+Figure 8.20 An induction head looking at vintage uses the prefix matching mechanism to find a prior instance of vintage, and the copying mechanism to predict that cars will occur again. Figure from Crosbie and Shutova (2022).
+
+ablating
+
+Olsson et al. (2022) propose that a generalized fuzzy version of this pattern completion rule, implementing a rule like $A^{*}B^{*}\ldots A\rightarrow B$ , where $A^{*}\approx A$ and $B^{*}\approx B$ (by $\approx$ we mean they are semantically similar in some way), might be responsible for in-context learning. Suggestive evidence for their hypothesis comes from Crosbie and Shutova (2022), who show that ablating induction heads causes in-context learning performance to decrease. Ablation is originally a medical term meaning the removal of something. We use it in NLP interpretability studies as a tool for testing causal effects; if we knock out a hypothesized cause, we would expect the effect to disappear. Crosbie and Shutova (2022) ablate induction heads by first finding attention heads that perform as induction heads on random input sequences, and then zeroing out the output of these heads by setting certain terms of the output matrix $W^{0}$ to zero. Indeed they find that ablated models are much worse at in-context learning: they have much worse performance at learning from demonstrations in the prompts.
+
+## 8.9.2 Logit Lens
+
+logit lens
+
+Another useful interpretability tool, the logit lens (Nostalgebraist, 2020), offers a way to visualize what the internal layers of the transformer might be representing.
+
+The idea is that we take any vector from any layer of the transformer and, pretending that it is the prefinal embedding, simply multiply it by the unembedding layer to get logits, and compute a softmax to see the distribution over words that that vector might be representing. This can be a useful window into the internal representations of the model. Since the network wasn't trained to make the internal representations function in this way, the logit lens doesn't always work perfectly, but this can still be a useful trick to help us visualize the internal layers of a transformer.
+
+## 8.10 Summary
+
+This chapter has introduced the transformer and its components for the language modeling task introduced in the previous chapter. Here's a summary of the main points that we covered:
+
+- Transformers are non-recurrent networks based on multi-head attention, a kind of self-attention. A multi-head attention computation takes an input vector $\mathbf{x}_i$ and maps it to an output $\mathbf{a}_i$ by adding in vectors from prior tokens, weighted by how relevant they are for the processing of the current word.  
+- A transformer block consists of a residual stream in which the input from the prior layer is passed up to the next layer, with the output of different components added to it. These components include a multi-head attention layer followed by a feedforward layer, each preceded by layer normalizations. Transformer blocks are stacked to make deeper and more powerful networks.  
+- The input to a transformer is computed by adding an embedding (computed with an embedding matrix) to a positional encoding that represents the sequential position of the token in the window.  
+- Language models can be built out of stacks of transformer blocks, with a language model head at the top, which applies an unembedding matrix to the output H of the top layer to generate the logits, which are then passed through a softmax to generate word probabilities.  
+- Transformer-based language models have a wide context window (200K tokens or even more for very large models with special mechanisms) allowing them to draw on enormous amounts of context to predict upcoming words.  
+- There are various computational tricks for making large language models more efficient, such as the KV cache and parameter-efficient finetuning.
+
+## Historical Notes
+
+The transformer (Vaswani et al., 2017) was developed drawing on two lines of prior research: self-attention and memory networks.
+
+Encoder-decoder attention, the idea of using a soft weighting over the encodings of input words to inform a generative decoder (see Chapter 12) was developed by Graves (2013) in the context of handwriting generation, and Bahdanau et al. (2015) for MT. This idea was extended to self-attention by dropping the need for separate encoding and decoding sequences and instead seeing attention as a way of weighting the tokens in collecting information passed from lower layers to higher layers (Ling et al., 2015; Cheng et al., 2016; Liu et al., 2016).
+
+Other aspects of the transformer, including the terminology of key, query, and value, came from memory networks, a mechanism for adding an external read-write memory to networks, by using an embedding of a query to match keys representing content in an associative memory (Sukhbaatar et al., 2015; Weston et al., 2015; Graves et al., 2014).
+
+MORE HISTORY TBD IN NEXT DRAFT.
+
+Ba, J. L., J. R. Kiros, and G. E. Hinton. 2016. Layer normalization. NeurIPS workshop.  
+Bahdanau, D., K. H. Cho, and Y. Bengio. 2015. Neural machine translation by jointly learning to align and translate. ICLR 2015.  
+Brown, T., B. Mann, N. Ryder, M. Subbiah, J. Kaplan, P. Dhariwal, A. Neelakantan, P. Shyam, G. Sastry, A. Askell, S. Agarwal, A. Herbert-Voss, G. Krueger, T. Henighan, R. Child, A. Ramesh, D. M. Ziegler, J. Wu, C. Winter, C. Hesse, M. Chen, E. Sigler, M. Litwin, S. Gray, B. Chess, J. Clark, C. Berner, S. McCandlish, A. Radford, I. Sutskever, and D. Amodei. 2020. Language models are few-shot learners. NeurIPS, volume 33.  
+Cheng, J., L. Dong, and M. Lapata. 2016. Long short-term memory-networks for machine reading. EMNLP.  
+Crosbie, J. and E. Shutova. 2022. Induction heads as an essential mechanism for pattern matching in in-context learning. ArXiv preprint.  
+Elhage, N., N. Nanda, C. Olsson, T. Henighan, N. Joseph, B. Mann, A. Askell, Y. Bai, A. Chen, T. Conerly, N. Das-Sarma, D. Drain, D. Ganguli, Z. Hatfield-Dodds, D. Hernandez, A. Jones, J. Kernion, L. Lovitt, K. Ndousse, D. Amodei, T. Brown, J. Clark, J. Kaplan, S. McCandlish, and C. Olah. 2021. A mathematical framework for transformer circuits. White paper.  
+Graves, A. 2013. Generating sequences with recurrent neural networks. ArXiv.  
+Graves, A., G. Wayne, and I. Danihelka. 2014. Neural Turing machines. ArXiv.  
+Holtzman, A., J. Buys, L. Du, M. Forbes, and Y. Choi. 2020. The curious case of neural text degeneration. ICLR.  
+Kaplan, J., S. McCandlish, T. Henighan, T. B. Brown, B. Chess, R. Child, S. Gray, A. Radford, J. Wu, and D. Amodei. 2020. Scaling laws for neural language models. ArXiv preprint.  
+Ling, W., C. Dyer, A. W. Black, I. Trancoso, R. Fernandez, S. Amir, L. Marujo, and T. Luís. 2015. Finding function in form: Compositional character models for open vocabulary word representation. EMNLP.  
+Liu, Y., C. Sun, L. Lin, and X. Wang. 2016. Learning natural language inference using bidirectional LSTM model and inner-attention. ArXiv.  
+Llama Team. 2024. The llama 3 herd of models.  
+Nostalgebraist. 2020. Interpreting gpt: the logit lens. White paper.  
+Olsson, C., N. Elhage, N. Nanda, N. Joseph, N. DasSarma, T. Henighan, B. Mann, A. Askell, Y. Bai, A. Chen, et al. 2022. In-context learning and induction heads. ArXiv preprint.  
+Sukhbaatar, S., A. Szlam, J. Weston, and R. Fergus. 2015. End-to-end memory networks. NeurIPS.  
+Uszkoreit, J. 2017. Transformer: A novel neural network architecture for language understanding. Google Research blog post, Thursday August 31, 2017.  
+Vaswani, A., N. Shazeer, N. Parmar, J. Uszkoreit, L. Jones, A. N. Gomez, Ł. Kaiser, and I. Polosukhin. 2017. Attention is all you need. NeurIPS.  
+Weston, J., S. Chopra, and A. Bordes. 2015. Memory networks. ICLR 2015.
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/stem-jurafsky-transformers/images/image-1-Transformer Encoder Architecture Diagram.jpg b/apps/api/app/data/demo_documents/stem-jurafsky-transformers/images/image-1-Transformer Encoder Architecture Diagram.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..88527d57a4eab521a1a920a6ee697149d9cf384c
GIT binary patch
literal 33126
zcmdSA2UJvDvnG5Hp+Pc|vx0&kK_#aakt~vP5)ny~b8Lb{2?7F=b50VPC^@U-oTKE>
zO>7CxocEi1XI`B<^UZhXu79n+S%<au>C<&~?NIeRRkg3Du9pB}d1*Om00RR6Fu*_H
zdKQobaImo<*jP9a2m}`w=N3L00X`lcJ~ioWA~Jd!Mh1EsIyxp6E>@<y51Hxc*aRLt
z<axx)%ge|rBqsP+l<Nua<G+Mp;Ns%q<Ka^g5Kuk7LwD!#zx=sw1xRpi7-1w}V%!C8
zkYHevU|e?sj9@>pF#hoY{_TTt1M?;pHUtOv79RKjoEW%)fr)wJCMFiv&70uU-r)DZ
zO%g29JC7u=Z>tzX?%I<*_KVKMVSZN8My@)HV0rS|!5{Y)1tk?V&At1qY!BFZ`S=9{
zg@h%aOG(Sf%E_y#YiMd|>*$)iF@0-hZei)@<m}?==I#;jJ}@XaBs450_ETJZ!so=K
ztn8fJy!?W~qROgjcuj3xeM5UkXIFPmZ{N3((XsJ~$*Jj?<(1X7pX(c&TieLPqvMm)
zGt{s1zx2WYF#o$+;Q#-w*dKb4fO_4yc@y&{<S)H2Zn%OMCdo~#JCCqQB~&2B_P6go
z_QN527M)qqhRgg!6+!;mVfYpW3-9th<X@`&L$m)o#r*$Mn*9&O{-<6u06r!LIC+>P
z02DYoXUp=v_1jgH(2$p&_g>&^Vj^?k_F$r#{b}F2FXymIatP(Od0vx#!KjDgj+0Tk
zK}RapUxF-H>q7BW5_NQ1MZDe5R(v^Cw3CR!oaS96s>ZX^*q9rXpF7AmevD4dPpjJ?
z&o(QZvLyK$uQf5r7ECzwt&HsAqgw`^y88Y7DLuScd&-Y?&l|f((|zKiO;$>w%1H6d
zjLxmo54;f{+{2zH`?0VMI6UeHY=%`79kITsi6T3xmc4rLVka^A$kXzT3#1QqjP&$#
z%>E`?Lw&5|o_F-Ztcbgh3xx)&*;&KYqR*%Jq}-sa7_q<;_)t_3&x`Wvb2<jL8}sBp
zP$u1)!ut`X&dy@Fsq@oz@uhZ+19Szgf~<narL*(WJ&GX;Fi%@6YC$5=BH#2vUW~V4
z8}Jq~socKI&o>45&r_FbkKSina!pvbh6kKkY0j!wjxog>h#$`E%6xqBgu~Yx7ZL{4
zOF7h}aeR%{7~<V2#$irYt4VXm*SaAU(i4eENJV#&$4J{@LKv3xRrB=BBd$ZTk|QVj
zE~Y)co@hAty8TmnYw~1cn4@!nB~L#-Nt?|kQ#7mA;|I!eri_khJ>|M-gX*Iv*wOFG
zOKo(SLvKFe_#}=JRmN&y|3uTA=;(H8XUQKkf8SM-ZhN3^Ck}EqL1V1+*!uo~YNPcR
z-OiDEdOK`8vCSJl$)n9mAL<gMqU$;HQaRfpZ(?2*y+5RUC@o7h*ku0UyQZwZe!Hg6
z-8<bZ2Z!fqG7LVl4&G<Z@4xwLs<z<~bP}SDi%!q;(p?=n;qa@H(Jpi)+q&kPb6<zQ
z23uE5x?3kZNaVX~{8Rb6-*Ub{Zu+I!FI1jHkz1T|!E?7<x%>?z<|V1gpX;gD=&@#Y
zLz=+J*Wl(e5P4}nagLrC>ubkdSD!!bTd#sciTQ#<c{v|2>D*R(^40(~T_J!^_$!0p
z8#`HJO^nWKg^(m!*hGe%JnXB84<C76Vg5EAvyRcsT!{=R)mtqbZv?m$oixZNoNDXC
zrky#Sh;}&H<4!t8DL;vQSwDXKUF1_u!<aQwUF^Qp!|jsAr!N%&{j7?NiF7n+V=Cb~
zuk?lRylzAKNyUa$z<y~|Tj0AP3@I|@|Knw7W^9pV2_^B;7F8nubf)62U_p=4)PPT?
zWZ3ZNxyY8kC~4B`&}H~KTvM8(W5jD@U&f@xv5QMDR)E=i9J=B^*by0PA{Ef3CS&|C
z;xL52P8k<XKYgRYYGahIJanc%8_#Mp8?oP){i>49R>1D2!(%~coNIzESAu75#N&;Z
z@T68CYkFCY3Nw$AimKrFfM|0@d~tW4ePAf$GUJt>^6r3aFa48#z^!)LOHiEN4Z}wD
z8;6iH6|5THSpCVnS6=N<z;UKw{@JK(1u8aIYPr|iIL2Fe)2QoBQPFGMi^^rU0W?Ng
zfDVE$aBW6@Yl6l)x3nhnw6RWeUd4=-TK0}KRmxdu6Kh8Ump==-Z=__`Yczo$QABaR
zqzw5qZyAq!A+{C2zRxH&fuqT@YH!ce+oK;&H>r?eF~e8h%}7dC`6XymZ&nV2<Zj(t
zts`o;0VN0Fv$6~~fet)pv0el^abpk-M}JH7aU5j$I`Lsk*C{E*BY8>}erc(~l|=ry
zD8(OhmC3>LEQ648rNN?-2=D%vUf$CQ=GzB?292~qrzfXH4XHIz`Il0o%!p&nFQPNn
zi>L2h<cors(i^!b!}m9>N|8!Ivz-FM5AI`P#ckH52_@J?^FNO3#({b^8ID{EWNwB&
zw(yXOOX^2gOWepqZrTYkjA5*P+|+%WjwtS+9BD1a&UAj)&^3LrXQO=?KL6Yu=h3L2
zfx%VThkP#?L_6v=halJ6Nav==PWEEGo4s6=QBC2u4c|9dhixrRe>b&x=;980OTrdq
zd*-rAby`wRXwghnnXDYuaqb;h{qd#send5Uu$zW;j^6<0E#U9~Z)@RJ@-lX=qc=m^
zq$L+Y=ZN*u>Zd2~+Mqm8S3qM&ZlK&dTW?`2$$FyJHdFH9(T*eIeLmQJPxZcIq!QIh
zxs*5_qETPc&Py!!*U&Xk46D4am4fUk=QB}93<Q=blFgJwn|QK_N}myP#4#i?=feRv
z>)O*73zWl4W9wDcoL&a(a%)~+Zr-U=Nn>U?KjxcXm^D9#b@tzd5=mKM_UF&T%w^sb
z75v*O+7D_}Sym##yo2r-ZSiDHTAICskK$;g+VPiJu{hTX=2avxHQ<n|th@~?IlQC3
zc+$G24Ec<Df);P4zXqn*&wiD@)!v$UzCee->drMYxm!~xs@msBN^J6@lY@fMRdflN
zbo$vTf`4k3iuXb`qVn-mRdS;TdIkDKpBR?Z)y!%5x>J&zW~AQ7v(3g&?|tkpjd36g
z$Bcmq1BbS^#ePsQ5;wPgr+a(ecaQmw=8X_W5qG@WGLg4A=<ilyo-%cwi+C0xLod>i
zcf*YMJz)>`mnCizQr(_&F4vDz{1Uv!pb=N;oq-`f^~t@CR(fA(HPTZ<jJy3DJ5)4w
z%Y!d4Wh7jr?M5c^D3jA^1`+G1b&05e)pBFvyJG^Amz4H0riB(iCe9i^FY8RA&M!Nl
zDh7*P2G;<>*U&`VC>4^7-bhMrk)MVmf`fLQx%X%dAd3EHBJYv2cfW}BGTB+4mged0
z2rDimJ2ht1hi1X_Nya>fAP~;xSQye#Ik;10=0~)}P%0NkYbis!QqnhC|LJbemHJKI
z@p{BH5VnRu5tw9c?|A39o3SzQ5wOdk`+fyM=q7XWgE;xbZgqd}oZzR)IqfCxW4Y7D
z9MNId%Yu<K1+S>Cs8SG7(0&D%n)%Y{ry`Sq83r6iJUid$)MX48HOZ+;(JqZl+e!%;
zgCqutO+`W*)pw5znd%U^^G!YPA3m)Q(NoA{Y4&c9KDyH?;z!+QgRw2;NuL^+mTq1X
zulZ3=kISV4-<a4eHjqx!J2+5OEO(m-W}IblT5FrqPtZ{8IQdbqA8>%;Ruk~k13S_a
zLVOR(Y_#^c8dHhoJ6^}0X+;K1q^|ahNGJ4&6Q-+FesPXpar+sw&T?n$xqLANov%A^
zR(3uyFwu>Hm0Hb@@Yj~PbyHccPms<*j*lWU*J7rcgD}_F%9E7;MB%gM)6#8B%znUq
zA<As|N~R0_$d;_bMC?*ag2c8xoon>fl$xuQ=vw4SpZ0yYtMxJ!FGt<7qibPT-rW3+
zHqMGb;~l>gAM)Mv@*rM%2lMrDCr{dGlVye#EC)!Q?AD$Zw5r7GyM=g<ZSxq3&4TJW
zu{4fkR6?X+1`*ZQdUccnXIu%cMS(=26n1khVP`z|(bp33*AZ=lXL97(R(bk5ZY?j9
z2NCd3QD(x)))YdR`W;nJo;H0<f7~9pN9IWNdfK|n7x?3OCWTOZjs{aYV1tq8luu0o
z(HxM)+n>8R!Eepe8H7WwKqTomI^!$)$(%+bzttP65!62KOmgbpwa~T!Ir{VlYM5do
z#=c*bGo7l|<$BuDG4r!gUhyigfCjJFq2O`!_W-|0iB^W7CjBj8i&3qY!rp}y$~R`I
zw7vm!;arc}HgZ+RyzVW}8~(C&rYCyY*g$o)JF)%4ev~B=Mgy!GHwUXAp&gC$;?%}r
zp0oi!<-1ai4-+s#*N!5UbdMX_YlpPmYOF1nv!=<5W^^Q}t^xJLxwVTJV6`%AKI29h
z+rNC>qFE>=49;A%jP*Bx2j;R1S6~J*tSu3hy2-R&*=pAyC*T$(GVBDZ7NVnf)8kKY
zU6fAc)b7iuReNX+Idsr%Q)rKm@w}pX^M)<}MNBlN_1WuTkkD7DRpdj<WiLsNvgH&W
z7p5o=;Dr4**#0Ms|9@!zKr)nxLYGSww9LOQR?LdFi>}%$%Tk~5<?GjWrvJL1#(WKw
z<HC+<fTO+pu&}hdBc<?=OFd&_^0n9Idok?-B*hNc^0A|1N%dFBNF#LccjzTW*EP_o
zx#$O5lNf^Tv@>1-8aiI4ypsYJ*(e`y)cpq}$<Bzsnm0}!uw%c{k22OddP3-~KY;E>
zm0tsrKhx28udjg>wm;e&#lz0YiZHogl}hfl@9A-qR(Bv++Ad7tntn_-lq6(88FZ|t
zwq3Au#)qIC)T6uxNOU}u{Ly#JU4;X?Q&%|zO~-6#*0-A5Bi3c*?lqeVZo5&Dk4>Q#
zx=;IU(?$*#zUk${Ytq!IQWL}cGf1EI9)xWbtiRe|u}hzBA-@JTy{fK(ws%ICQjCAJ
zU7b|dU!TSZD(x<YT?5DBI@iEb4LAC3)F17}2DWwMJr?_B3Z%dXr}7Z~1u~@KRarq&
zVAY_tGd{=dJNhv>Y?xGPv!iM7ZTOm2`k~R+2iJfhCFA+cxE*-b)C|}5vJ{yb8(UTw
z@LzFp#G_)b0hZBD*vT?CI>12DVUZNJmgE+N{(A2k7&6DCY;8GY+GIRgCPMpiq>mgY
zCw8spF13)r;nkC>yfp&xS=ybg%RO&jT4f-(FGGYOS8kHmK*lZ81HWpHovm_wN{XWa
zM<IAa3<ju(IWyn`kM8%@>EW-kF9!jD*qHrRg;KGSSwS*{Etc1+@m9x2y7Y4FYDTHb
z5m8eLzt?6ohWYv5&iG;GA49&8z{mFI>IVcxC$+c(d4;NZhxJ~DXy2KOe!#BLu#ZnD
z>AAscj;0uKdT>8!0GFV1n?i0Q@n`fWC)&@kQN~g|Kcd(JI&{@8#SrtuLAJu)s%&de
ziv+9}xi7JI34t{&Eym!7&M^8NVehT_nD&ux<F9Kd2`NRiZ`e7=V%8rdZRaBLKJW)H
zgq-S(u3B$VCM^}4xk#GX39&ZmRt`H|32!STYu{32QEA^Fc|!4=O4&i_smF=fkyKmn
z;rkI2Mtq`>wDnU(!-;niPG>K5`Q&P_Fa^6I`F!;yGc#7_r-c#17dr9dr2LESr&gZQ
z(<u)KVtRyFExKIN5fK)QQ%YG^vFLjP3cTVbhYGe(e#f)=9Sv?Tl8nXe$BT;AZ1Jyd
z?$G}TiGB6TR^t_Il!{cx=M~MveQ3}E?PS*1ICveEj5Rg5yWZUk`}G3)fysF<d{S=-
zTcH%#wskraIE$%TpzM7lONcL_G><pR80FEJhZ2z-$*K0#)9O!je8-YHZ@hR`Qz*!o
zK<@Kh=F8}TE!Q5?Vcu7}qd1qDUF;{df{;0kv}1mP?AWi@K+M&$(mA3ITu3bC2IY5u
zyYr^ppp?0yTAYkbMe4Etf5QC!hbFstacXwk!@ECX?wOv|=cEV9*8u64Hpb{;GLT<L
zA#7E@MD5OKMV%yzkg@jF&NhB$NSuRy%)bWO^O1~KWThtPE7+;?_9qo%9R{sy;8uDk
z>{t~Zb#ZbHOb`Fjo-9(4Z+qizbjc1Qxdw*iC!hzD*MOP!Icor)n9q)8Z6zwX<jGdT
z+Y#IOYk(MtJv)E%<-D+57m1xIo{+IHKhru%DMw9#DCmn(Yv*3+)OzoAyJnJ?h|UVv
zvq4Xe%jji`vvnKSr+68YF@LWv$awuW+ZP@B@;_cE^GDmTP>KSN`P((HtcHq0hiO(^
z13oPm!qDHFC-R^yI@b5iG*ZiZ?kDpyx=j-&MjU-%o@F;>Jp!pkPY&kJllC{WKDYlD
zOb(9C0cQ#4n})A-VG9e765`Epip1nZZ*9PqO;FtEpa|A$;6}owWqIc{0GUJ0wjJb6
z>z4?qyr_M|an+|IK}$Qef7x0_*=C0lF^o5$)j~uj=Aj}7f7VyVOiS;=Xv_)@7Lio<
z1YTz|n3)Vi|4k|fC{^py{2B<1T536`;Vr+!HA0pgptR7$*FdI~!Zpxp3Qj6?*$5?x
z4lL!q1~3vXA2`x@QqF;s{r4YbqbZ>NpbIb`X+hkBbyrw>(J$#urgBzu(!8zx*u|sZ
zBtqw`)`J}a-q$(cdbl!FZB}19yYakcQ&+5mnVIfw<f~KediXVf$Jhot=Cv?Fk+!VL
zTt0+hfxBZk7q%pS4Mdp1+FKC8S9rQcXiRRD3fMJpVKN?bTEI~FEz2@I|FmCKEx)P4
z1}XttCOW66Zn?xZLS%my`>+p=MtcuJ>xzIz3w^U3HJNtFkBkaBo_Fm&T(pX(K+f-|
z_S=jM6y1B)A7rF5sJs0dVe6OQm^Q%)k@5WC-Rxv#6BujP+uK7;Zh{8A;(O?(?g;2`
zsbTH^P%-;oQBlKl5F16)PQtekkljY@{B%Sw1MBk=VXB<qKl=LaAAL3Y_r8L2^7qlx
zSwxgy-nj;zO(a|czTeU05~6&FL#fbMxuGdVp_=dzwe?SCY=YZ7Zm0i{=ER7oxCCK=
zq;%Xh;KzaHg@FU{KZH-XUV_U72Q~!H1-<uUaO4<&7f<F0sqpS+L}{b(z{Qgd&Q~ia
zhvxUSW+n2+m_+@#*n|S6n%ATLn0WnBFSF$c!#!)>J=n|odfP@aty?<H0YZF(eM?H%
zlDEHe2RnU=AgdD5%eVzmeJM!3p=ro4+RTLdHiS};fsY&$+}$!w*9v0f+-Ffsjb3HE
zvT63M-hWYeSgLbOK&JBI$A1<qa6}*{J1&$cJIH^2?NOR66}J+5#zif=#$i&lfuwH?
zm{xhpptH<PJ6}_<K#p{}(a~v#2zQG_dI~cniU*Y2EV;tdSCwvB`0$T(!8dv4pSkKT
zNOgXM7Krt{h(!0?v=?VYx)d%qSweA8n;{286vFwJm0t}5SgT;?QDVl~S*Z$}{fro}
zUbU`k;FJagD-yaJ&en!!&nCZm7Hs{*8hh4y9~s??2|@6U&ADl5R!khgp@ddE(;rSr
z^=IaFe+?%B-6wZG751nMSk|L_M$Lucr4uEi+qxyg{mve*08<?HB40!XzVm^EwTQO)
zn5ayaTe5V3#yDqrsk0Iv1J&MhBQsOQRjW7gbS6nZjaCfy`g3Nwnj5Y0m@9&%g`J|-
zrSk#aR=Ztnw<UYS*dlXgwFzFUBm18b{BkUZmrV;cYaHPlk@W}KDkuSiFSQ8@BVO{H
zycYC{YP<Dye%fm}4mJScOI&K|90Kt`^OGnNR8(hejj(1ecCsmbT+>M3y@L3sZ&Y2D
zK8n{LuT-jaHuKnGaerVL+l}M=NzxRi>s7_x_p^$Um0hl{bxF%L-_6SceRqsc#bx9}
z-JRg?&V5D?Nn)mdg%0L|=B}OS8XzNEphSb)NqhGius9TcYxHD)|5A8};_W?nStATd
z+qspqZMXGh7jE&^%Kk}}yBFI{Ux<Esu9Pd1NO`ncj*~kF9<2RAP551cj~cK1js2q<
zLZ$DQ;?3jr(D%;8Fw$+Bg@|%V>wDW$w6lX2>oV{4&4M6eJwN;Td>8|V-<xP8T)Z(%
zmAO#(MtyW{_SU|Z&U*0WahKW9#vN3w_$OzwSXD(2w%w$4yueDU*OfOQ@vBr!Ys4~5
zB3(7j93MJnyax)4bqyuOP72fJIdA$%Jbpk+MfU{~=>s2wwX+s(4=wbp7})Mb>(A1f
z)>enKk=}4@!Af>S@F>X-G$NoOa0L+&0-3Hy3TCFFs@<eLR^Kc97>pMOF~86qJ=K{?
z69IvPTde;0sN6Vb^>@z4u*w2Yl_&c0z(egA{&FV!e#bQGmd5H~Czdo?6S2WiuDdBz
z9q;euuw;q`M7QmP?Qn^56wg=*oGma+tW<nZd3DC4WU+x2OLcU6or(pct+#-;1>jH5
zx8N@?=H1KRwk@F6WiXv@{0S9+tnZvFi->$i?uhfW4DprP&>N1-aPqJGd>ycBe0dTY
zML7M-jcPURB+q%zw$r04FClwDGS@F(3g&D#gq!@>drX4`-?@*k*kT!4i89d~_L*(G
zc&3m5GJkg;3szdkfhXHf_VgEO&4_}Xtsg8;a8-ZktzN74mMHPM(0l&^2!C=|w=J~k
zk%Uzw;6+`uBQQC05(($Mt(b4{5C<Xi<?${=a3eNl74A$)Njx*#XK&9gg)eWg=F(mi
znUmID#|>nRyz`PO-4<~44qM+H;O18Q_Bbm8TQP^A=%t<5Bb|?Jg_ovdEkB!r{YrDz
z4r44I<{#^$jf@&}mo~oBKW)xOMyYvnK+-zeG)G>qY!Xx&eStbVUP8YYZU7$W#5^7I
znRhfUsn+!H9K1@wkFPMUlnM`&Dk|Wk?~E%e{Y5;@iCOHWd5R#$n(PA>a<wiX#=P-+
z?(1J9&0R>D!0K|!%@GTarn-2FpLBLefwyW?*T8wClr?Aq)hIiR=%${>PcV|+zj#bg
z!1_hY6f>jmwIUQv%ox&gtkQ$VQ@gYp+sx{66yJ!4wPPYF(P4rhpR|NUFd}>}rLKXj
zNGL)#ebq2uiUY#im<Eza9HLI6bGFrM0ITpXZ}s=zc%+hP3+2uo4x*m=+y&963?qtD
z30daZUL($nbn=MZ0@tsE9&JzcYp2bDtGbRzpRK)P5PBMq&30(TpYxi+IdU$<8f|8n
z%~pSKPO;sq+VktX@zr)oJfUziX`!s+_LjrELjH?hA-PP9=-%BD>Yho=x~#T-t_=_u
z|H~cA{&N`q67<i8fr8M&RW#@F-UPfb!-xVkv7s@#`cd}uksgk!zSGU1EtEITj$yX7
zHC9}S=ERpAp68j&k$f{n*%^QnIVV}4%|#%Y%2TZW%1e_bBD6kf%24kYV(;kn5%yYd
zZ}0YFp<=#u&1>LL&CBE(urWHnpQJ^W8aF6&VNiSd*Ti~<9dQR}5qDXwbh>97p$fQU
zzhguPmTr8^esza=qK+u&$xU%KRiewFeCW60Pm!)Bv(1y%*8r3Rw)pykXQOAQYfajN
zIJ)j`0etdcW&1g;`z2Iw=tjH*u7Qt+Afz-dZn?rywd@Elb8%9Uk~98iiKze7_v9Ok
zG|s<{iGn6eEq4<r2WrfB#wFKk(ZVHA8lZ0+&0*QlUCSSeIFeS>bt9ZU!Hwh`-RkY#
z>0=gL;#n_5NfQxEt)!DeL)YN3>YsIc*Jt;!rrKmAhHmX$QZ9cm!a?bNm#>Y`eExKj
z5b{`F=0^{5YZD+3hpxepL|1lIXjQeywZUaRjzKiF-)Rfw9eTdPmQ-g-tx4U83k#Y@
zH<kb!o8GzjBJaj}dP=0Iv!4?l2dr9QS&q!oh5M&r_u2}wqApZB@{LF(V};;W*Msr!
zH?cx<V@_||FB53BGRr7st56B|x+~EX<4(!ekKhU^GERx!7l@vH1}M$0Q}Prao{6a5
zgw*SpE~bvo)gqo<nQK7b&T`N<#DGJC#TUEOMGks0G~PcqL7UPu<--pmdsxRcaCUGF
zz*SBeBU+9b!PxoL#Wk>}u{CkVW6*xTCP^sk-SX<IZ}x3%<eU<PKhup-vmnN~20$;p
z*n%FH`9qFY;V=leeix?h9lUCL1-XQRMDH57&;V@%#{XXh=|Z~ap#s<k9p~{NK4G|U
z*}rtjM+X`Z`8VI|S)qTah^af8GyGKs=ey1iA01!1&wV>Rg2!v57|a#re5k%`vkrT=
zyq+`R?%;=x9l}wc^ANYvm2u}$jA~CAN~KhXPsqlP6$lh5Ee-W#?26O;#`vMSjsLol
zaOd6wS-@Swba3~Xw;b!o?P#pERR0wKgIxt?g7(-!8IrG+W=Ue8xUxttW%9Vq<<upM
zTF3RKb>*w*#iV25<>1RtL?8{F#Do64C%FIO^v=-FBt<~m&2zWGC)b+w{GG5rZ-3od
z!aW^@ebL}eZwxA`1<HV~d_5#<G%Tx_;Hh^;Q%cSgcZ)N7R!pj$q{Xr7{4_T>fw-|%
zVJlJGBWg`Zi48QADBmVKTAfz4as2&+i|)H5kw!2)JMmMUBcYX+`IWeXG}L`swx|Eh
zeM4GaGqP52j{bOC{IVu@C6@pF7JmHp&^BeDs}u+Dtf!XQ^8r(Q@9ej=HNUln{P)dF
z+x80zH;*iJRV^uRn3rl}G`;!txm9*PwinYi*E2O0-jtf6IT8I(SvpgN>=lN>65}sy
z%k)!9um{6IwaRN@GE(=f3AGf5#qZB;)f{T0W)&5zeWlZ<&69yu3pFZsnHMJE8s#V%
zACQ?19p%H8nxW{sO<Z9FQM@4WbX{q=A`*5*<ADxx1*E#a-{2V8%pm$tKPJwIst#~)
z8&!x4ejd}Mp)~fs-@||mV|~V`lfdlx#NIJCqs5o0eg_xbZOzVPi>S=Oc`>N?Q}Qjo
zLAQ;Lnguq5Pj=oQO%?A$#3Q<#B3w<zs7=`ebsx$dHLGiY(CNc$0=FGAnB6WWdz~nr
z<4d&ql-~RAp2{8s>DR#8XYlEhy=$QA)-FdB3XD^+bQpmldE2Yc%Gd{fEo<p0TXdUd
z%lQK<pD&^W;Mdnc2ki6~=oE$(^o{`)DYAd*(uzS3f$?4tJe*PlUjtHohHyiLi)YtB
zZvgo2DP6`Z%6ou^vt0*T9uflE2~0nXX-xWaC8KXkTV&Vz%dOi*OXto<Jq7ys)}RDl
zR{Rw!^DZ-MUks%B#~Ugx8toc=8bKSmNWQHb_emH2wdVFd|6xRBQHqV>>ZS~2Y7%3~
znxPv;i7E`g6=hPyq4yY{su{)PNz%rU9%z0hZ8;(Km~WN}QY!P?!pbY~!n_8U`qj|w
zXRvdgv0kS$;f7@&HdK_x(6KlFq*NSJ%eZZJr9!asg6zAWzGCM-@OiC7FK}FqmIg0~
zBrdl#*P~t+AY{TT20Kd?#3w)-{s9CqQDDw!SbnSpK?OrPkD;=4Y>C_~FEnLu?pZS+
zY59ld{3ekl7o0NPl%#rJXZT~{N65MQe166$sX`L^dfrVcvG7;47L8k;U54ADo{5@(
z<IAB6MiGp!fiBS2;mCx;HgheFQ20<(!(O^-MI`dw!s)zC@_y?`f#b3Mda7%Ij>TrV
zr>pI|61zN$8#lbM6`^Jro*t<KjKBBJ3D!=s%6R@jHvx@Fgyw3jw|V71H>V(K--^A;
zTz3mn=Ant7##OE8Bf=81puk_@S>+OYqlF`Ic587Wp~|18RAcuC1wtU4TE4b3Ro0(J
zW*S@!lp4G(L56pS-;wqxqWrwAEZ@h4i71niI>4eP8q)FHl9Y(e%Zm*ptjsK5Zr04>
z;wb3|Vkp6_^(-m0KJuQ{#virU&$Fl&vz>pmf0mC;2-nCqBl$yZ=rRs63Jk+4fRVVr
zUTILdtx5E_y|$*G!&l>Gk&fTy(?O3E#oI52N(xM$;xQS=LGq-aW`ymhCn717mv<N*
zfiOC*5VphvnuJZzBrtbF!T2rrB{t)wfy=0+3&m;sy62902I~#2I1RbuKEeEZCpjOx
z9veIzmba%Z@hwh&>N#?1M`Wv356=2;qZsw)oK2da*Cf*yG{h=bD>%$PFMa%;byTR^
zGBUQDKuvFaSC#j$<b~cnnYnv}$yG8{zMhs%1F&|Q{E%v;kQg^f-3h`fTe09->-{(3
zEYTl3i9L{Q`<_ng4UA#1!xwxYvp5A~&Vh~r=$8~d=vKvRAe*59`ulhNx{AyV$u_uE
zuC0rQN|zuWd{u08MFwxtX21rc@37^T3oKnQYMEPl9`i3pala;<23`Zv5T$G2OEvVI
zOa7$j&}fDd{hS_(ZXW`r*0W)b76&mNDvL^jI0#I-eTti##D}hBxCNu@K=$(BL63tO
zBEj+JfZXQ%P7umR0%;q8fUVz!o_ZWiOXBnNyD$3PX5c{9t3@<~fXeR3)W=L6>jt+%
z5AnyLyWFmz&IEF_wofgg0BC}qsDnLeT11EQJ!Vha&@wbd!meNe&|NXeQMqFIBUJ0N
z{-p_4!0OAJv~dncxp&{wN$XLrrLaj1FkW}dCu+HHcVglIO)6%y@y<B#>yh+p+k{LE
zjGk2k`u@_Uy~f#j2{ME%4^rMQF1SvVCR&|6Q2B<RFR*lLx29IK*-E-6SXX;)(M|k(
z`&0?PgFBVOz|a6!d>X%PP>3#w?iJzG3j7C6TIQ<A=04a{uKdXE#c$|I8K!Qv4fDww
zJ)u=Gj^TW;T*k4GK-!z3TVY7zXaS2mdT4{*ds|UWVuUY~YMgggZ;*SRdWBGHQ%OEj
zQpqxkv%(*XfvR%c_TBz5h&nPvo34SkgpmE!?~&^KOTtm5mI`?&_vU*Gy4o|-qPAJR
zHl?dlj}8{<z8wz$P~URNWZ6+0-r;;j<9DY_SQLAtpIhm9>bfLNmiK61v{j6hl!iP@
z48u~ZKB30UY|a11ZSL-!o0d-W-V2X>j#x6sV1QOx<VH@VwYbq|Pk$Mhgl<C)jden}
z&7C3A1(sN;dg1q)893dL{qI;y{Ei1<$E+jAXQM4uN!?RZd$Xq|q`%ybXTx7-jvmu9
z%h$xubiAmp2{L4n&D0=5pV6Ut9fGSx_ZbOvroA{v;mNe>=+T-;0;#e`i7XF-m}>Q{
zSujQl`ih$Z_ZGvM-oBYYk6J)7*?|B?)zV*+<@ZXzYGzFc-c>MFdibp1239x!YTl!n
z40P|P&v&fyQ}6ugy(!U0?i`i(>2HO<BH3nJ+r5?VIJiDqQsS&g*@4`epwyZWetQi(
zQA;Lf;taaO<0`~-)D7`i-{Z^}<INrYQL|@*<{*hS`Sii!<uiOlezajr;U<lA^>9so
zo~|KP^K#lfhn5#3lFNHE3y!?P8Zoj4Z|1(RiF`8F%fE@)mf32VCA$i%bW(tY;^rIa
z=tvn8CK0Auvsm7p)BhEyj?l|*Qe2{{?)6ex**u1E?^-$HsF3_3+ZFL&4L1|x_%e2E
z{X{p=cx;!moLMqXXO*b>!Yo(3M}G9Ub)~&~W=s&{Jqf!_YwG~SSSdkOf4{`O<NshW
zEG4co-+gh6z^&T5=qZa`NxzIGfT5dOPL1_PQHhH(OVa-oRh(e^{i_7>f58wQ<G%rD
z*s=a6jIHqwqF-zbcdmgl3fMRKeXHM0%cs@)Cn!ZoobqbnG5N*<<|69{(RXC8=%1Ti
z1B_*-bhg%uo(pv_&}kg<qgK)F%wQ(2lwn=r`M{MryRV44A!r0XzAXgdx@XH3m8IqH
zM&?CWe*O4_K<MS8Jhw(^Z*Gmyq#JGH+1BN>k>U9jYiQ>xDT%^$$)&CWDh6((Abs$x
z%r$UZ=JG+Z?K$nG3YbpFz6L_e6|+*ON}~SC9XtW~yCf_Oir|GI!N^Tw4QPT|x)@P3
zP*l?K3|k`}^N*J07qhUT#g(W_0>(>4Mns-<%cd<-28|tszTd<j#?{_?gey)s-EsRn
zYxvg}(OL0t1u_7L+L;w)yErg%X|%lQ`~gbomT3|_e~Whb6MN^Y%jVC}2oFdnl{1K!
zaltwoFh`MV$+)>LdG<Qwh`F|ANM=0H9Yh>Bd>jNcYU~LkC!C{CcSeMw!-Q)a!3e|!
z>&S;Ml>*Rz-ZO5L8vo+4018wa^M5lGpd``nXtMs=D*`l#&Rao<(+OU;-p-<fKyV9N
zG6#LM)u?&a?!!ohb|WI*bR0wdMZH0H&jNj}KCT1PBbMo&Z#bBke!p&+bwPjKrvbUM
zCv3O9@zyFDtR?8<nY;#eK(hRnEXW2$i<Y|vK)Ji*AY#snuie4?!zKPday)Q}f*fxZ
zR;_s0vutp;qc=6pTH-C~`>UDvnpB+Akx0KyqFlg(B7emjBJGfrR%L9#M18nkr(t`s
zmNH43ZKdndvP$4{p-``vtQj`0siBI&Bun@h+sbGK;=6b0Xklv0JJN3anRF9{fr}OS
z=!l;ZQ<R|dNGC}%(Jb4oN_*4^MS-Var6;%&;R#gwnANk!ytMes!6w@hJASlVfN!90
z98q?q@y`zMk)&VxG?9Yo_Er`m3e-|;&*?wht0c>@nJ1mU#HNhO3k1<+0H4wY9+;Wl
z?2x1E=is@hZvK6byj2$vZeS~-nXUF9%-ZZSur_6HUGgV8QnqxY3GN!i+)5akp0f&h
z8yeOUcQb~KxnQnH;*vlUT>X<vMCSyxXpDYv$~B+?Gn#3Oc*luJ-P5@V0~YjIsz1CY
zsafd|z$Hg<b*x0wxNY?mC+Ey|k6BvY9MIUUmEzdt@cs7N@f!MYB9ws-==?KgVM}z2
zVC4;>;S%hn1h}7Cg<4QyJ1v#f2fq*?-)Z4Mlfg_a7LS&}1>mD~$?j9rNc3q9w(N|;
zL<fM|(bo}%B!ji@ARt%R;Hm-E!R5zMhW<9%ve7<?zAQ(nT*c+X1_R5leu1gd9jh-6
zDeu7ip6Jcf!>pYbIv;(-`vmeY;(9J0q7s+63EXatz8Ht|`yUG3dmFCz4TaT5R}?)o
zS@HKiaIor+iSjMCna`B)*X+3R_}}MWir5(QYdzzgU_WOI42S)nwObrFdNy2|Ro7Hq
zBb%GZ^sHvNa^Ei7Z%6AI_`BN8wQF?wpuxi{Z)H5DwY|hlz6L_F(UeBM&`thD6a>VD
zBnGahnyJ@-I7Q3ZPgr}@Zm9^`ixYP6?XNtio<YF>GEhVjh5!rEUN`l=_5D8wO6|??
zalMK8+Gr^~74f&B2RA*O{xM$hyS96LB2>2TY?$ldiLNpat>cXKTmHUvE5xyHgC^kD
zYTq>d<+g8n!(&3ox|QwU+>pWh<Yw$Yuxl$q;1W#y5&Tuy3+{O-PTPN8Z2v!86gg-F
z!Oc_8ncdP-Qxmf-L59og_o7UeR-GX~dUV2<Yk~{D(!|_x9+YSdv-|E^_~Q;dl-bNo
z2vd|0m=ogdcbM#~70!#jiYU;T-a_`bC?CD%eprCh&eRP+d071gnMZ17*k+`nqZRU=
zRnV1rEDd4bug_StqRET3$8K`ZpV3j=P_niPyimDGu4&WgCZta+u{Tl2{Tr0#m?-Xp
znH&8gb^-%<c#@zATgxDNSw;ox1qYw;eA(<Wr)<4W6&HCB;=6O|sdR-cUjW98xU0kW
zYM=vkj6hclxb^4e!L1K#F*vEGl|QyzZe|2g^XzKW1y0meTIs&&a4JGM8+i49<qLg4
zlzDeQAFMr#0WAb}H3!rXBm=H$VDLc>c8sZP>A(nqt$o@|muoq89KC#U4cz1ChUqC?
zQCOryWTCg5UNDTpHaChVeXzs4T`siXlkie;&-pY5T?Nw286H9NzO4hpH%S{Yu!-Dg
z)XZ*fccST4h3A{9s;b$oFIDsUfFRCO5p@Q+E2~eHV_whB1;XxBHH~}C)2z^b&=})S
z4vw-pi$IPM6FwQd+faWAS#QeyhKkaqi72$EKa#sGSAqP*{C4E)8~c=Dv*jr-nwh)`
z{F&~eNlUO!SmbSt7M(2}p`C{r;F2l-KpQ{Rq?_{b++dM~YL&&gVWe$tgwJl}H>gYL
zF2ISJ;7>1d3!|=Xyii9v{~W9AIh{J-RM!=?J`2M*dz9iYCRA3{x<IDL-L5vXO<~Na
z>VB`T#$~>OHZUapR1Nbef5r`)*4>&pU2nXc_d<w5!HW8)8V&hH{T)djdOxwkBPjz6
z$#xPent|FPqlKLWn8}xME~eV5aNjb}*2M=?Grf6*Z$j2Wa(rP8n%DLk%IHweeZKpV
zQethPJH^At3f3gt6w^QLU7hdEr5QsAub#Hj*~=A~Yc@2kCpz1+d^>mUnYl~y5tDzU
z?p;81z$`f(`lR)Uz)ZQJYB&RtSA56wN<gEE=f%8@b$ABzmCU^ON`r_wA2+qt4AR?E
zWt5Y5Hrvb^E1<;8PFbOzX}?dD@N?+_shfa2QfeaA*?Z$&cREiJwehPGJBgWT2**dk
zqVp*K*A3$~&h$|2vE#&Yfbw<U*uyC*e8~qLCgI^4j$P$Ef{oUWok=G>!N=7T3=_*6
z%~f9;0wD*_1%I_}($b6EkSld_npaXm#usMRhQi(6J$zUi_BmIDH&W88>-6Hy5`K!7
zobgf<t75WD%;;d$#RF4qEw?*A0@lq~-o#D{(M<%_gj!pb8(HBTCV!Y(jg)%L4<vSD
zKS_J(&MQ=wK9OnieZ(7vCLg@K7lTSxwYrdVVUgD`cGB_sDvb3jl$s^hur=6$gJFqg
zqh%Ryv}Kt%w!_eSaw_L_*I9XDENkMVjqrt2S?E)ZTf!J&iG5<eM=gFWhj&26Y)lP?
z&~#^ii`Z$hwhnk<KB6bghN8dg!F~_#oyZD!fd=lk_}z)$lI<^6G%ZLbHOkRpx{Lpt
z5@n7)cvPt2Lvf*TFV5vbBHhKg={{OqgKtHh>J(fG0HG|f=1l;2^pmgD8c~X>6?}Jx
zEjO{sdQ*%@zgRH9N?YPyU~8O2ETLJ$z+&>(V_cIR2shpKo;}^Bij?MD{@&F)iSlL+
zYyPE+qmkyA6Z`vnzt?hw{Z-2qr(+<=fvrh>lg^)`*Ljg_hbFlFfUIX_k)VfQJ|t9!
zBzgCYeZNtMiVoo}XfnH{1-GT&DK6Mbqe5s#Sh*I$%zB)K>K*RZh8MJ7Ee|rc*iZP1
zu^G<r9ch=2-QP1I<-H-Xev=g=?4;YRU&)Xp(=AH>!-{Pf+`v&jXi#(Xs{pf{O~mK9
zY>o#I)}PGugA<M42k8xFy%>$COLMSyXJnus9e?h>#oI}7+<8hrFX8HGl|ReZzxRWG
z=)QmguOHc)r8jB9lPNoBA!NX|riW|bF^3%WE^|{|W6SF=8OCQ4bJ<aa=UN;qO0)*3
zo~7C_HC1?R?U>U}LFqnL@j>WdQk|)gsGVn8s(S{J?j*OU40d78>}HYyygz3YmOrom
zl1ze_Swu_dEmI1~N1QdsuGx7ag)wJ5k&9V8&kv1v6{{;VOh^QOIu0R(_QKK?LCRu~
ze`T+9byFkhALYIre>#bB-ST@^nP92)C<uKyiO?Tne8q(8j6rLR*$F*qAN(a}(Es;n
zZHnuC7;XllIOSM;9Ar_1X%CSVYAKe?P}G&j119{Wqd^S$;*~+#wE8h=DDr%?FlIU}
zfHqh^Eb6zQ%)?vHNIgf~AZUrC{Hs7P+Hq`Ln5aCry+y4tRt%_z6U*FG9agq<Pxhks
zpRkbruu=+>tBU^qK|wEz`I*ORKBIoRhY?Es4E&+;SJ0>UMWFe%oK$}r_#P?!ej6lD
z`7NM33<NO(zAds`AuEA>7n1b*-E1_u7)TDtxWPTOWCDu-L-h`2t?sdx>`jsU(dfHw
znJN+wyOF+t>y9>>9HED*eHyG)feKv7#1G$sm(#Lqglwe0f{_?(blxe{M@jFz7$Huc
zf9m}iDi!t^>bC0%_yu{(V#a{EN8o<0Nw$0fj^2wgJS8ip&6w<W(L|X{4;V6)GPC1c
zFg^e13L~NrO#f|Wx`D0~llIbTWb?15`oUt%MKGHD45@_17C`+)i_)$EbQonA4DqO?
z8%%KsX}uC1{X-UCGs*ln@PvT(N+`2&u%wG!N8Q?F-mnrVkh^1narBZqOK*$jjVWga
zgf>zqROn$({rxY$Qzh~#Ek^L2azWsj8ZKV&<o(kug0`UuD%pBT%vPrI>*$P?)n%fM
zral!JG45>j{!UtUF5vn}>(QzaRnIabPHo6txWO}?;rCL>uk6+U$yetaxlR?$sBvUO
zE1fcCL7B-*WQy=YdU=12#hDhR@bkl2T6g};G<AA1|GC?(EI#D$9D}*VEs6x!8buRF
zUirhBs{Kcg=n4g?dq#Y@hUMyA_IrEEEX;wdkHn7tgo3<p%&4i4GqAG4*no0TM013v
zEmEn6GC@;K%EGOt9d{Z>N4lNX%1Q8G%P?39@M>r#u0(VuB#Ad7jx;8mvEtA@-ewQm
zAB<hi?Fljli)S?$C`mL7edS)h;Ph+-J!t#%j5!F&9+f>TqyBDp@xhv@Oxix>sCBS;
z_$i}+MKdE3tH;;N$~JE^sjDW`;bW?ZQX~EmCFz6LAAIe7J&0b`mF4~78w_4}Qj2`9
zORx?eM5R%usI{LdwBTHmQW?VR`6gD+w+B`y2b&{MAG!_sked0<%NPCZ1PUFM)6*Xc
zzMZg>Jz{c@Wo1ZDeQmIlcE1^=?1cyMhX*#*_`R-6&9wF-=`eL$OTmcx&Ub7|hH+FI
zcAVVnrDM$+dMQx4lO#B5y;@OQ!9^-`gU!_XYe1vxGoqL9XC2QbA^xJSS*(F@JdqED
zoClnxnyhxrM;KE%hd&^zZ3jj#RGyOWlE=P;YpRxf$zTd6wqx)5w<E6qRRJA^&rf6>
zd{p!WI*yG{3SPE7iqB2{is!8D2lipITlMmakzNCONY~Jx6-dtYn3x6LieC?+9g;uW
zLYSFI!owr2WQO|Rd5TH?mI10WLOt~YqY_dO4UiYYu2N-|l`v3Y=ih$qU3wSkKJ<8x
zeB8qzS=o%2o?N)2b~ghqmKO#Z9?b<XtdNyh0_LR3(F0L`v@?c|8#us?tLK)F4trY#
zlFWY;RsYrm{&SBIbwEjb`M)E%^&h2wC6Ol;i$t^C0J-xZl}z^Lp}B{}g;I#K6#r>W
zg~LvZ|C$SMJN!hvbrsf@#>hZ{@JY<J!9N{Zkv0sHzLyeZ-8oKl%S&YF>phVLJ(fw2
zPl-p|<%~Z*ZIls7pqvkqcG!Tww#&a?WzfH~uR!}h^Nzs$pX|#HEN17uFwk2$2;jY#
zdS6q^KN&3_-0-=VZ_e$HFidIzO0`EFsTsRM{j*-LiSv!N3iWgAudnuRlEQAVVYZ8!
zc)KsR+_VJC9r!|N<R0b)d9yEH13#MzKfdzT%3l}e^uEoRLK74-;VRd>;3isl+uq>Y
zcmKyibRJsJRombO)+i=;l*Yw#Ro!~?yc$z2;6%SNI-qT9rs0!vNP#e0Yd_!x9zww1
zqA;XJ#ldXNRkynpb~xNcCq?ey*wwK@wjI2;YJ@p!Lq#PJiwa{jZ>y4@-gg^$mS$P-
zc1BjHjp=QZICqe+I%U$@&~{R%os|MlLzQ0Op@2NkK#|sg2dSdoXfvaQ@Y}*nOX4}h
z>ITl}%38urjgS71QHDxlU%<25{l|>KY4nY#{1q7CptZ=R3yFj%jeGsa=asS_;+HFx
zlplLe@}K7w=3ELlBGAd4qk3{HiB6rk{FB757$4|g&G)p_pYR>Hh*MOIUg{LNMLw{h
zIZ}-jT$eF@RPYp-c@#aG605z3=;%1yq$!JfV({IzU{UO%u{TTh?K?;6TaUu+Q%;1y
zBZy_mnL9K@AC5WpFxv!tXhQ~=nvR^+lSD$2fuB0{OmC3CG&OnxZ_9pZX+XLL^NC5z
zq^=v0TTm`|77R%4&Ie-B#a?lYSGNQa&+bqp#lu$!^b9;n6;rfE0_dKDF$TuY1u)>K
z0t=|=BRls_2;<w~By{LjeEguhm1?ahMo?{2;;bKV^&p>bItxC&DAw!w>aXYYrv9UG
zF0IUug^iXba{k18-7Ok}vQ$&X1S@NrE>bf=WgejeDL}UbN{LFFZ9`KvPVBG5nD4dT
zU^{Po1mK^pos@oCzjQxMM@iat)dW-2bV*;}KDij{oey`=CX^QHT}=YoM=!lsq{p04
ze72bS)3e*`KK+ii9tj+cHtOQzzc5x~cXqAf5wHj^HKGtNYx}~@$;UIgPX>8aw=H*G
zsR|gAMmkW1n@U4+-)ydaN4^Y8CweHVk<U7la3TNgL|><i5^1xb)IZrWnlu$gpr$n0
z%(7LvDclGiw8^Q|nU^vj#C%Q3WJ^Er6fjE@9>Ok5Mn)<$ks1*jxV>H<eHzAKtNT;C
z4+==p5aV6;&^FjPhBZ=lroL`J10mr1^tL1O8JAr44y=t?RqMz_C)tb}^=Dfsn${MC
zO>r@LP}eY)AiS?o_pZKoq|~EE^0yCj=!j)s`@jeE%+n|*Y@K%KX<M7`ct4$Eo$1cx
zMM|1yA3WjT&#o<>3<Hj>7DK@Ek@3Yu!C$HQ^UZR5hxH8<JmP0lrM2%?#!Q_sj%g^g
zgp<f*x|yj~4B2oS8Mxn#oPK)?+54Vr;XS|hs;K=S+&)2oQs6wV$#j*Iqbn(|;Ouc(
zdj3qJ=8vvnoT*lm@knW*we<`{T6*D}wwIuvQ-qwJ+_+85aZ|A$p^i4GeQVpcXTa7|
z`Z`qR3h(4>N37c|(@DceycB(f(!<qWU}a35zR4nMBu5rPDZ&(~-T;p~jX5{W&wX*H
zzUB$;(*Zk4;0c(N3@xeW-C0HMb3WJ6_kM5wmf7*AKwQfYR-0WD!M&8>C2Rik(G}Jx
zuCjM!cWN8z{W9WZ6IGSTE7hZedf<Qu`M;N7{F$EkkL!EDWaqyZr)fDFdcsT@a#uk6
zIsIbfp({mvMV0id_KiwHB9oUQv0}klaw~mlIP}>=tFNmDg0T^i6`8xKiNS^e^@WN}
z>7mW@#<q}C@9t1Lrt10+)Zx2o?MnpjiEkY<c|Rg3&_iV+1}gZv;>IwYt0!*rRnALi
zQyaX0<#!fatJ3qL6tC^e?6%>Zw9^ZHcx~8`mm`0+s1?g=zI)TP1gk={ksc;+2lY=W
z$?*|%k8RGkOl;-G?z`uX!l~jH)oOu0Vj&&M>gcph7>}FiIE)aL{|vDZU073Iq^C<U
zZu3q0Ad${Jy**&vwpGnE994r}xSG)Oemo{vW%@SK)Bl@#ueNa<j~n$(L{A3!hTSEF
zwYM!?j6>7B?9Q0Y-9wu*9=j-CueKx1g8&1$zAhmfXI1O%!HkDxfqN-hcd0XVuz$)W
zSozH|*A5-+gjE>onIg0#(*_=Jl{xQN`9s|)PyOrE7V#;gH{H$&<Di!hh(M}5q+sxG
zS%sl@9tPy=>4+RrFw!Z(>H0r&5`R1g$sIPd0I{}Y2ke-1683M&nU9FYtDEq}f23i6
z|4@?bA{K9m^cA#|;Z9XOql5Za2n79$@rN=bPsPwE7p&Gdgdp$b2YZ=1Gz6u3Ef@q<
zQd%rd-#gnHY*Bp@rTjZ>uLF<I|2@O+Lf&%;QlJ>)a<CYz7X5<_^Pgw)|K+ov|0To`
zXHP*XK#f7F`=pJCEV^bgv`1QPDnQ3&(0hfW{&>%Df5Ow7OC!>}^iX{A{?PVF_$vVC
z7q-MJ2Rop&Nqz;7Q+(xgxu(nZw)~n0TVFXj%Bt9kVnK8)GMB7?kNU>k8ZmQfB{Co_
z5o3&~y-4MQMHQC@rzgXXGV1R{GhgaHLSi{s*VY%dMqLD(G6eaRG|hbtv4OHMwgNuU
zZwD(fA<p!+DwT++K<Ps3{2$iq4M|(C37EFY=<LMv5qV$;%@`?yeot$3N!0@u->5U<
zUISyOVsytO;{~S&R%f$Rb){cwh#o^7bvb{{;~aLuoXF2A;aSOowx}24tgxW~Fvk!8
zmII-RpvyccFs}ZLpd5`4Lf4gIrPj1Zpwa#=6Tht>VPTJ-%s_n6tcsxt!SpBEQnBz6
zph=H}b7F9kTffUPyU>X}sQgG}LXW{>CRSv~)nKh-aplTb5fpjx3HFEN0#Itlit7~)
ze+%kS6u5}WmgZXT=!7Ffl4<qpW*kQ$3-z9ZbP{<{#C@(d6k>N}SCuOXMs1YmFeBZs
z9>~z@>fO8Y>fV&F8K7NZC|!-PZA<uQC5~5HRs9}>yp{@^^O@{E2#iX%-t*gf4O$WC
zdj{sG0>mixne_+Ot4=A4-FeFD#8aHnX?161m8UD5#*<1hU`2)8*DBYzAFC|>*hASd
z!iT~na!XArd{MaC23_Xy_STPjZt!c6<37bWXUjvv$!txpyt;OoJ@s4v)F&H#n<#Yg
zm}v$i@!e1~djk;x>cfSj;@7WfEH!#o^`!$w%p@r`EUV<j7BDjyN&LV*-siS9w>N|s
z$GwGa+kMlypne4sCxYewbe1Y=#+`P)2iL;KIL#8pkL_QSd_Mu!)NJ`YY5CpWe67*T
z2pqwVldQpZqc=Z4F(_#vJ|*6FU_^ZOdI@H7vB4|^HaN>j4Xnw|7D|*i=|$(lEj<Gk
z;haf|vruN4SYH=^$8&G1FNpP$nS<bme46i{O)7`t8`okDzMB+42B78sVi513$6n5M
z-DA#VEb*sg1zpmc$00d#S#l<?dbg>yotTdKdVezw99hG#HOze2WC`pXr_A+lz}+zM
z+y7TN(Ep&$_3uSL9Q9z<qVMV7YqoiFBJL?x-mP4t<LT`cVk~t(2=K~YU8FAwD`~N;
zeT6f~><&Q)mL07p_70F~;Vl)6c}XGvTXSC>6;-?MKZ=wf7<7%af(TO5Lr6=ibci4+
z-Q|Etm$WoU3Ji#JOAa6*-8sO}%#b57-t9T}oZqYGo_p^5Tj#EI|6t9UnTK7o_w$WU
zJZ&*)Dt2<vIj^BzvuX=Z0@md2F3Vp~%O_7IfcE$wK>fc0mLIZ4_cP!A0B!mJ)t|{$
z^hILB*B_wo_=eC4cC1`2<d?6St|b^MeZo~}z2YG2A(V+w*vmsPce(f~U>>$lvo#m$
zU6WC^(Iq3PA*{<j$G(ISU86trb>HSrs*|8jMvBjCzpDWEr5sk|ZsZTp@)b;{>QM2k
zzt=W1bGll}LjdTx^U52~OlpF6M8#S}pD$Dh&oq?s4cx8YSWw%_y2D^tXsso`#2%DI
zsa`p(Xcpq%`r_Gy1H78V8hlGn-(Ukssu`B&@9I(S%nQcgklAy|$$8OPq#WurvM)_q
zBwALA3$rE!h!UCg++JbG$O6NRZACf*yKOj~?zbQi54iVg;e+sgINi5mS#bzV`#Vug
z(*Vbvl5F&RC__4Zqg#M%?f&>IC;(}&$W8C8+d_K&KrnmpD`x`wew`(K?nQs)P>Ic1
z*E+EowrbsNS}xgQ)i+7CGN4B;ikk!1Fa*x3jpL`ray4Uoc)DxOc86=Z#^1SGNS!Gn
zE$tFqFG*jSdkcEN8K+;-Ng?{ak=oX>LWVWRBhhj<w}rjefpBIm0p6=aeB5t2&$O-=
z^wHIqEs{<pPpJOWxAX44LLJ-}j#a9ve66kGHe-;_E_>zu7RN-!pZhxVf_n_3)L1?v
zuB5zyx2Lcr+X_@A#=W#BM%>JGxO0<K4iR$%llYV=?VBn#(jC>_X>@JMHcQ7YEo6Bl
z)u(~jVy_ubUUfF($n;SqYIP#uXe;wNYpV5|W#rEAEbc*$1Kf^q<+<%lbX!BW4|u7;
zjF2R-K(6?9ylss}FknCOA+H`Fa`_e#oi#CZd6)kHapn5!Hq|l3!6;|RsMApgSjFAI
z=<kP0{g_sut6u@o;i|!>5+d6>u&j#esOfR4r8f_%m?Nc&q9yT_5E4Alo_piaonUNq
z)Q8lylFZCaVNR(s=Ei^ayc<%40~}X+QEU?sbiT<txBQAGoDBS*O(F<g1Eg2|dNZop
zJOn1N6xxw>UC0_{?04%!j)Os>EXb|KSNK<GUqJQ(^!Ql3=zs0(q!Up@+?vRH_)9bT
zaW6pL8ImQ(D~La5{{eckTy{ok0Nt)yPe4L{3GA#MLS=t_!udM%>Me~Jnn!0Xx<fv5
zpJaZB?s&(Ujxs7Me&ou<-0`GoJkLDTh1!%hgWX{9(u573ac?F<MR2dfD?cWy>;B>=
zUfPC++9#I;eLIPz3_GJ7d^sid+H0`1X!GdO>G>_1+L-=?#mrYF?`jyEAJO5htcA#l
zC3=6donIBe#CgqAp>g+)T`_f)8D=%k1+|f6zC-NU;LePMk%Gv3%R`lC#o>mMbMwTq
z=GBqNZprT<YP%;r2=YEy-WlLpIL&_i64j96{c+J0hhR;+Yc6^y`cu(qRpW$v3P}?S
z15;&rR8I-=j82WbkA#3RnMWtPl^W+0jPCaQ!dPfy%p|nU{X>4Z#78~@Df-H<xP5%m
znmY6$Al{60slhyojE5t;dwSodtP>C3>v`N<?teGSbhHoGl9;7gS{pLjdo;RR@=9Q;
zvw!FP%}v$}{XoS_T&p|8MVG`fa)ujh&4-tb88GH+qMk+sn(N9O*&NA|c!+Nn)z);k
zTfp6Ucj>U12+t!Z(fsV3vTuG5E+)bN7TPK!I40HbW^$<^VnVUVV?=et_3o>i6Y4E>
z{xY*%k;N)2INkH|I8lz{wfR+}w5|2kkr#1=;k8xKV&-GV3Xx7!WUowugoQTr1ykN;
zkW3sMj`BCjd6ey9Cu|)ptVakhsf$%qI(&&b(tK;U-E8a-pIqaLNGF+58!3CcKZy51
z*EZq?rNwi;8cU@6D^r->w{ta%(pf`2IPPlRT<Hi`)e76)%QbRv2M3$bp-OtyX(*A3
zb3s3~uj=l;&KnAfVy1HS4u__eTZXdfdA;Y4M|Y>^HC~;*BB&q}r4DG8w0j#7#lcFz
zGK{UFu}zl+x@c68l|&oJar+ODJlwGJw+}SrG37@xnQa3HfP(BD36NtN0n^MnQ{BQZ
z)q{&3_qm_T-susL5lWE{{F*MTtBL(X_s)JC|5x3>Z>FIC17YNEG~j>AUHE$zpzUnH
z15`Nv|H))1pzq0Svl1;LQSn3u>837cM!X?ytX??9buW+Rl`}`u7YCyT!IVBPARFnx
zIm2-+`x28xS5!i9{{_>($UEJTOhet;qcqhUb}lmRdPbB<WL=*Q+s$U(sTzCBCj0U=
zoSxtdV(SQIjM1aaJY@XIU;{;Z!N~i?xbF7!z*NX}S<O6U&Y#ppQm>%6Lx;#-CYN-B
zyaDvr(g^x37@+H27O+5=mjhm1cU;7I?-q=@hBoGg;c_uXN?35<vt#6kB3-Z`G>%7R
zD~);H{nx{$`=v6j0O_G4YKmFtkf~tvsW<6N9|G{_`1=+Cl<ONn*UBaZD1ujP#w>Gy
zG59sftH!8GZpgX}zzV!XBZZdR_LKJ)Q<qwoO)hO&CIvWMOXMhtf+EJwHu$POqAcYH
zh$Hh$`huhl{$g1uNec=)Px!uSJf&-B-;)D$=XI(A_!+;iQuOoV1HM1IcgX)cSb@#T
zh~AKaZStpPu@0cW9jeT7!VnATWskI&*2{fpop}y4Ngbm9vi&uyW}@+({3eglLGMdZ
zLSu&dtRZmJ5DLD0<#eI*nj2^AmQ~3uu6M5=tU46oKYssRXt()j=SZVXGh9>oxoiGd
z$UR#u+{D(l!9DIKyn)^U)bF(LYqa}a8l$Zk)9@Q|UP6ik?STM={u>xz=rVo*0u;f2
z>W}=lv{xJU4_X;XhV)-<bAYh(M<5nx0zuw34)OR7WdL0-)L|sJi<Huy?!9eA^y%8q
zV0B6WM%6Xyk;>S-g6`93MfA9e9zAcrjn<{X4a62KaXA5mGq7?)oL1eGTMXgV7Y3Q}
zh{Eo38#!>Iw$yOaZ!s|lA@*P?^XB@=Ltbm_gH-J(9XEN}sgl?F$UP*xIA)_?V_1wH
zL3GW0diP`*xAUmP$u4%Rg#1zQ#q6%o>2gDF*xE9!vaX#Si_T&oajYl<xnvJJs!%{E
z-KG`GJt~kI-UNZ4P*8jpG_BGncf1aNyi0xl(Z@9p(>Ezoh%q&MXQ(UPQ1W`<t&yOd
zPTV(ym?_<JQ-Sv_)VCYv?k6pQZ){R{heWN>KF)nF)V&3iRe?3mKp{;EK%m6KYldGe
zBH^Lj0LQFSoMQKyyLwe5+ZfIZap8w{F*qa<Y6eb{RD)D|hjVN*$`7yE@toXaO^dn`
z`}{IyyWc<4z}F_=mkka9>^M6l_AU4)LQI{L?2a?MUdI0~hUB3KqOFQN?DoAo4rC)?
z9jLAa7v)tRZRR?4RdK$IEG^R39h%{pRvInXWl#5qTKS@pjf8I9Gt|K+ek>N>&WK;y
zKyH-@aFMEiivE(pE?-w2OKx5vgd6XthSbFpp?9;FqVYGT1>pYY%KX)Z&vK)Bs?*BF
z%)E#C8vJ+owE>iSrVf}D@H-(GJj-7X78tSNs;~YzTytdiUcr6FS{b@j+AALyBaQ({
zGBV|00i*8@IlTRofCB0VqpEkI>rw#ldnpAlD`iU3c>`ajdrdh}c~tpX(RQKTonn0D
z%5$D44o8r?R9$=-1TZd{WoI3mhcwW0#(B2Pp7)(dnU{57eA=W8sZDWN4G4uD3Ev_q
z8J!d4TQpg$&kMn!%8A#6Xz`}{Yr{&%?+KcE2JpA!d3W(n!o=L>sYi1v7-%L0uA>RX
zwm5Ck5wU_uagU8%PMl@6(Ef=w>e80-DutHHoc%s0si11)o)X`FbW*@B=Qo#htwDof
z+bVGh6Rx~o{77^}wBuydTW@XQUtw%_|3+Kj_PJVqKREEnEl#1LCP+w&NoA3sh=E&U
z7X9T2#!YZ8+lZF<>~a>3za^sg{nhgF8WVH(wjvJoj(*1PoI}uoC}}uN;98Zv3A>+<
z>=ma0CO)xi`<ET-f@VP?86IVi|D*%kzoi35_*zjZy@+@0i)A<?=IgR!1M#axcI<bh
zJ=0~kL8GyD%UK^A^zEZhZ?U03_Uv8`uMk_w$WQ(S9sOM&*Y`7OI%hzD0PVR9Is2*i
z$)Z``N<;quoyQH{fKCFER?sL-!fQG|2|5fE2fVHU#F?StBaDEdw${jU*rT||$uDA3
zshqwxFjX|u0nBV+6u`#tfS(ry2S8Vx(KQ!PnV%F6PZh(jr<=Mn8V2A9rpmEKHH*9+
zi$d!WdFzpMLF$g{ApOgVbe~s_aWc-eALPReI~OnXHWvoM>`86Z_$j_Rjo^k}P6~HC
zYqzrR3RK-ZA<BTudb(AV&dtj#L&-Lt2nVQ^>nq<ZSe>8rWPv~S>*d?FjtojJw(<%J
zE!16y<u}H4B|UVf+3e%iXhyv>J$SJBU_hSiA|vHf-PX~7M|4+;ec+Ke$DoGpGgoRF
zfn>=kYO2+`MYAwuGqq(*e?e)Br?a!OH*!`MKbh}U5adD7WhC8VT3SkGm!4}i3{ggG
zbrM6!ReHPWCp9lZQ$tDXxhqX`175UqUOT_0f-7xaRYX2diIlMLPN(%mv>Mda28OX{
zn=T35JM4eK&1U`sl$81+>IODvH`7s1PcXm~LF?<RJ#qhj3YK$fF*I=laduVCp+WlH
zC3t__1pgd=!lc3BDQDN=LN%sqtM!|;_K7lmSGwzQevk~U!3PolSYg^vgv=SuRj)_d
zrrkakd9=}1*L(Yl4|6KWj{2K)5Cu_*)!@WsWUK|Na7`K<>E)GxT$E9AQq^%lLMgC<
zwu+hYU~a?Sp?nw(>vy$eZHQf+N;hnaznx|ar|R_TDg)|JeL$^t@|W@V#Y#w?EY_UI
z+EQ*ou+gz)K2QG8+UAIEwg1jC%{>mi0J9qXLXOiek@~+Hv%h%+9DF;S$h4AL#*CFM
zt^mrCM`~DMqi`ed0)>z08Ux`07oe%1q7~80p2hrMbEQ($epRsXanJ$}-MqM5+|o%%
z0$ByUh!02@!dMy<6VIFQ{A$b_Qm=p~AsELZs~yyq^yTA)yOtsC{nT1?*FCpVeD~h^
z&=y*2i@ZHIH27qd!KG>$@Q#P%rlbg|(i`OBgx_wdS$d^P1d{bdZ2}qi<u(69a?10&
z+?Sx=7}U;*0Csp-sd2IO^t)Z1xYpO#ptnoP$le7#OBC1CVAOPa+I-PrQO+NkzmY*P
z!aW%HYR5d|(C>Kg_08LEF)eE>UKVsI0a&smzm|1Ub}Vi`&_D+!gsaM5j1TdFd*JdK
z&;>6%ZP>b9SFq&EsrXHd*(STk`6WlmBZF&O)pB;m(U0RWPet6{o-^ky$hg~W8qLPp
z#Tkpmd{H~O@jmdp2(V!L<DusKwyz_LvPMb~+XwtAG#$E=D)!gvD}>Y_?)Q{$#VT&9
zuy*LNju%)I_6sx^P6c0AL?X=5L5p;B(HaKk6{yUm`OptWn@J*%GE{Q8_@Md914C(~
zsUJ5m<L+;oX?-AQi?{qcW|n=Q)fm`h8&Zjw(o6CCM{Xl#$eN2M-n)y=$*7{%ih-34
zv|C;#?zeuOQ9<rJ$ovu!Z5pFnpZT^CTx{I$>7?<p7CucugbZbepN#3?om*%Ax2N<(
z$GrMosmoo9rS-B`y9gVFwa<aDonDnndFrmGcZ9Y@pJdg1gXNF1hUvTdO4S&GD=qp&
z-A>VPx)*hW7)>L9Dv~9ZiJ=70FLFSW^v8>rcVxUrvbHpQ&hO%_!jcO8G*xMT#n=kM
zD3c&O7Z<Q;?dz;HlKoA9nx&=sslF8<+cWIONvZR%mt3=;)%X%i7(l--nG|j}?3Fq_
zANAF4e6x~?cOz~|B7|Nk4tbqm+uVr*`A4#UeS?kVy`2x$)uD`USPAJYYoBR+0lAU)
z{xT(Smc;#Uz+L^XMK<_0q1V_`W+{9nmPOmL%o3=zAbw7-{U-9Bu!adQd6-9<g~@WP
zBN+V`--w2RI==~o+h4a76sgJy3fd%p_xxg5p2N4bTVlD+@dt<*P*nU??_RFo+RTG-
zFEmhFbfkb~4Xnun4eDuB+{D)xa<A(K9|tk>XONGV0R&i&uq}<DwPCv<F4Ndy^VzR~
z&S{GdQiDp4v&rY|Y6q(DwA-bWDv{cVppx2dY>&*~S&!i)DG_~+Q_2$mcl>j1afO%~
zx2Tp=I@cUN`Rw1j-PVhT_Ox4GEYqEl!Eam*jc~{A>+fhyO)C1tv@yt!=gSn-ZS!j<
zL)!+>@)x(RLHF&k4*|o$Ju>LfPvsQb4-mo?uONTO=p~RFi*|w!e~ONKS}=29R7E53
zL_cabJ_n|X$Zz=nrZIR0owgij1}NM9z={ytXAGPBPX;tu?_Vd?a%eoh>g(Tuq0gP)
zkRa0~3U%30#9evh@FJc*s$lebq0}++){_qKO)*)=r6x^6EZvsdryeT~MX}WCjy!^U
zuT}k=F<SP1jnFcy*Z9NRCFeLL)`F<6-XsURDfYhE2*$mbi7JqHB>9^0uje-O+o^-R
zZ2w(j0G(Zzp{6KzaE%t{!MwFyV)eJOd)qp<{15Tb%;O)SZ5?PBa`&DDwRNb&ET>_w
zX@sw$Bt%2I@xdaO`B_JdM-5yXVAML09&!>0zZqPZYY{UQW~Tz}`alXKVwPZ>k7EMF
z)6)dE<)t+)XRhi!{r|K&@=Rzsk6!?=%$X!CpkOTHtpNgdDgu1w1n^V&|Dw9=J*b7B
z8`A>Hl*>R>6?3!UB=uSqo{Gcu;ubik-|Vd%Vt_H%2_ydCMP~8fqeQ$9FcJO1n8*(V
zav{qE5c?HM7<AHl4=D1;e=4{wWXYb={L!L`?j)K3Oe&_N2tQXU4aQ1acVPq{pi-p<
z&kumWBG=>$rSLHj2uWH3lz!><uIZ|>VTc}KeUH|!c+A;|Oxd|KN2BDW3kGgdjJMkG
zZQG%#nOw&5$PQwPb5%8jB+b)5S@Zw19s&89I<)68IuWt~085W1@+UY+-{z@N*rc=@
z79<s3WSW@}-d)WfiOaaKf>HBo%hLLov^1q0T!YHjjW_cO!17_P`HB~@;K6F47dQxe
z4LC-->S56SOyV9uPAG+5cpaF&&^``PX6BwBa%{0bdvrKhrEm4_LvIVJOrY!(Ts3&M
z{S$oDZi8MEXwsX|Od$=SnG5SI93)~<#l*z#BX5$Zc^z|agHM6G5Dqy#0tX&a^Ajnr
zzf5O)`0&8+a#m!~&O3?Pk8bNvpKLlnP{3*z09{h119CE(dF~dCd4gpE687w6@Y${!
zR@A6UR?z~G0kvhKDKE%>n$|2hLDAEYB{fVqHY_*<x>pCm?0AilU0P}R*P8-)a-ZJ?
zfGy~dIsg)$03Cb!{F+u@&2>+a=njAqrB`!P+RXmFm(M`^p}<zWIzIOjX)u-^^@zA$
zHv3Gbbn1S-=$hlY{-=#EAjjeQe}g&g<v(ttF=cD@B7eJOdPogBh$Y_~Q6X>S<{t+9
z<nq#Im!6U+vVSV$N@s6CpM$UOZ0E(P)Ks0(w2^%ukv+KOP`q*A5S*y4fCLq=)Uau4
z%pU1+&?+~0p9$IRuqndU)Y09+9A6G^kB;_Um6nc(1s(BMAtYFame31bHvKqy8B3Mv
z4^<SGs>7ti%wE))Mgi30^FWX{I2C+;sCKrlu?FxJ#BX6w$yYx6P+_1%wu#gl^-E<s
zV5BB{EBJDEcI@y{{2|j$2m}W5s`-ciT7{x=8c6{eptdmv=!5_Uw0HJ!et-rOCa|~=
z%s2cZ&vM}1qaUE=K!#V)gCWRXwvna;0fwyNPG#-ACdr0Z(c=Lq`7cGi`NNBRE_gei
zp?aVrdqK$e^~{rRIsMUCFZPQ=PC!+-B<}&n`jobyfS<Z68ly3f{{xiCS$2LEiq0Z^
zdSLnklo1Lzqg@r7`~gCKfG$WkmSM@<{ed^VTR;+-d2U6!80@d1ERfz?xDw~GND7ES
zbQB^SN^{R>Ts@2<B*-!L?XPdPOt|oQTNF-qvA^-yeg961d~2SfCG#mND7?_%-2|o9
zb+x-V)aH>o*nB^M!arHD|5ui&2WLB~kXuBlGc6CqL<{;hZ4(7O@8?B+(tD(?Z~bZM
zL9Cp@Iwx);6llA&xiZ`r;NITbUh6ZSIstEqwGQ+rZ!A#l7&g~@FqoNduFLMawuH0e
z=6SUy3?ds(61lLO!J~cS<;cs?;E1R!=Bl6`7)y{sh?zYf%R^xj(ytZN{Z3;lO8Y{^
zY<ZqGlgy(C)Czuwh^O1P($v0&N{?y5$oGi;P^!yRnT_wi*GH!Y4WJ9)^x(D{O{?Q+
z+oRpAbWNS<=?6#mAA(yIB&tRM|MdZwH%S#tdgz|KZxA3s*oP16;(Mx@4B<Dc*jd-J
zC6!KJq&^$jDKpuQ>j2}AT4bM)R|&AvtEMO^3C67I;lq7zPbOC(>&^@cBxKX$Jk`sd
zQ>B$3iIGapPN0lKw#Bs36^3J#3!>Y@Rtm*PwyxgF=V+s{EX?b{b~ib=s^@q&U8nuM
zAlcwiMhFi>N19uw=SA>&+QSg&_6^d5s7ij`MrkaSTDUg6<G9>F(xuiXn>A-JXntzx
zDI!dT^yw$m7&5eK2dq{f&`xMi8FwjkNq5&ddal?{QW%t`?P!}dCxbZK@yvZYJ!nGz
zIg8!n<qJh-D!4?IeJ9OLOk8_X%9F<?R`F!<#M`cn@rah&>iB?|gz#Z#rFXiB{f&)!
z7cbxQ9{c(M3oEX4?7D9|F<&clljbM%Kuhtwfke7R&Q~%@6`YM|H_bEa>fuQtb#KH-
zlU~vzw0(&Ah^>#*MUuVAONXSJO}V9eE*rgzynX><87dYw&7^3-I^uE4>J;3*NH&x4
znFq6Nsh<g+sWs!%@sM4j46h=}4Tme|PU}lK<2K?gZ{)kW%h1wAnBf@(6x6|ljtCc9
zP|)MKgt&P{@^-Ec-tIPX9slkDUWKig!;gDnl)f%vIzgNC^_{sqlG}>Ud#E)HOzRH&
z6`E<r?MoXUIu_B3tER+tIwkIl;%i60*y)Y(b&l@xyTcuEuHgvK6~hf_S}Vz}aeO%t
zs*fcX>lT_8x)NCIgsIUTJ(s;mSeg-~X7-ifT&-_(fA-ADgVB>c9|ZTx%AiIk6a=%N
z5=y2uhI=b-Y?ACD<u9=ZFw9bb7U`C24(*A0axfXnlNrn}_`B}`eQdr5aXnOBJn~+k
zY%9Pc3h=O6Q?_Lr-7GimF?Ftg!IgdYB$q34#xY9dKxYEW(Kyy9j-aPi7cr}$(6fp+
zu&SU84d8Te?ly@Y&uc-keSWb(vr*Gq-*+0IW6<43jc~XeB&ybzYeB`7(oBRVn-DqZ
z!3(#cD9*cxVXAU_TI1MYd6vl|`dJ@mLy|_~CscLU8}QP}1)z1U`oYW49&yyfUy*|e
zK172>1xBh!uls4Eh(l!9Aq$8E!m-gv2%!8Y?Z*FUy(LNiZ?T>9tit9kjbauG*7v7B
zHl_5J5(V1^EkcX$CC@a<l?5@272@Z4DGE`Sr5@Si1G-UKE~IxYV&Z-lb}C44mC162
zNk}Iu$ILo63Rz3%=gTO|%g!qu)jd>khn2SIjK&v4zShivf`-|iJNW1?em^{^tF5A_
zajQA2{&dA8K00ex#J%6^8DJ*p-OLMI3rJhb$!N>DA?+{kyz>5U3_wg*2cS(mMPAk4
z&lM9kHFbTP;Xxd+#24qMIQV@<yJ$niMNcl$G+$Du-NK%}o?`PE*`2{fj@3WskoGr6
zwWrz-d32}0Iy>{qTv0MoWO>C=xDxAq^}gNnit5C*wWmP@@r|(xlg~7ISdPgN?n&-H
zK-8|L_I4w>7=~fvc?I6+!upJWA^DAo(#rvgHD)$Iz*u{@$Ls-Zo!*66mTK4`LQ3od
zA_4+V7ta8P`d2m!hbpdso*PK~$fu{KW~`1KruC%X>9=JwN8*u7ZgcV(qP3EjreG$`
z54i-!_t-?e-ID=ts3j@!P0z@tF#QSuLJll1gANG*)gSX;%{Yim0af=0n=-6CK%ItN
zFn7Aqj4c6cXO5b_yX!MM`St1|w6Yh^x7aPpr0DLE5Co%7b8>OZ5V{Zf=~z-Nuy@K<
z59IYwOv?5V?U^sPYHdq{Q{pi?ndLblqh!zG)9M4bt1Wql{DWTqQ3UlBGtD*97Y%8U
zbFN5lY-nlAcQBT%PQQ!{6NOlIO$wLybL|Y9QM2K*Urp~*elVBbvhzA&dsL&3q0{}p
z+xZq^tYmfEVpvn!{&t{wj9}W87m~solS3aj$Gsk@D|#}@X1LTu1hU^pUKJ|%xiMkV
z|K?2YRVf=vdw1JTg-`Xb^w$xzKWE^Zcq2^il*HprKD!9yHh=sv0O)pdqGde=$Xa56
z&X-N&2fzlOv#x#m-0aOY>G_$C44Sb@f>Q8T<zk>o=tNtsj{`0hMfZDIf3C-uBQD`3
z5Wb=<TD(CavYRZC{!u@#v*c^A9QOG!b2&ZdAb+~e6O8;vnH-zXU%i(I7hXnvkV96m
z=Q^1JWm<{*<+!@EjoQs<^AE|yLk7}uGE9nOVbt^_&-?+eYz?)1^M6*t{7*h7C-3YK
zOdOt_?S0pJGbvX7FSodwl;%XZv9Ym_**MGR%2<81D^n`fp7A@r(y~aLAulN300=M6
zuAAGQ8_R3mZ)5$J``tkKPH*#vO)pYetf86^(MF=1+q7?*pqm2=u=s@nLdq}8jZ9Zp
z-)dZaYU;~7ed(XK^kx6)f|8lKF@if;We{}Ts5bod4G~SfCgiDBXT6&ac5y)IjhDA}
zmKJ`9*j@Y(?pNIU8l(5@Ub%ngof5hG{R_TmLc`S?n%c5NGc6SQ9^SgOW4DxQZs_!)
z6ivjUmfB(oXR|IDG@@*d>+J(wub{PZ?T$RNYwC#AJBpcZ#Y@)`KWG(3#u>gfA~nGs
zr8Hum;C^1`zv!`R9#TlmqtIa*GxPmfPve7^;u(?F!?Rb0Uq<N=y!=XLnBz_t!QdE1
zSYbg33!l5|W0>7s><zWJ2tF>v&fJa}>Unuv5TDNF<9(Pbl*mJ*y`vlxhF$Z}#LF1h
zdScJ=>M7Y%oYgO4*PT1v^a|dV2<SJ-tyz_7DW8EqDcwjSVo>bvKAS!1J}&8&pr8IQ
zt#4o>0-H~=>_u%H^yc5z-dzbK{=(pw_N2B>w|`S)EvLjITrb=`>_t%9;*9?N@T>8}
zAl6*=y_;%t8__V`$}ut7Wzl{jsnPq~E>;->`o+l5M^C<%AK#(IH-C+W!(66=12mCO
z>qhx6EHsDn8bF3zsrgeORM&!@1i`7P@@Fx(RBgBfIcZb-C6Fq_)e~;}r2Keitu>da
zZuN9;Np25-)$2za>B}%hmQ~dDrOYF?n$zA{)Cf{WjYdBlTb8t#jg*$<Oj2Vj9?M%j
z%Up67##&XBH;hE;E9{oyK(<IR5+0k}N{n~DEZaxcoz>$!wvU%v-6ovw&R=4=QF$%b
zBEo@(1B}tuP~i$U_6XK(idIWzs|vGvVofeg-F9t0S!_8xJmEb}a}Dgf*Qi@c+Na(O
z<~PImTdQ5IPPMzjVp<WO7clajjx#?%Hk%^pu&!ihC$v#FT_{s4t^y8q57mbLhzF-i
z`mSz410F&nTGK}a&14GlX>nhrb3K6(^^;8R=~a&{^x359dp=jFxkOux5UpkZ1lSV|
z(<dWo!nQu5rW%c!IYucpQgCZ66Grum>cC9-Lbn-6oMVh&cAc;f=EAI(*imKl&8WuH
zsEBE<(u8GwU9%)26Y(!LM8>JC?TdEmyplc0DsL9W)sE1#9d!r?)gxc6QT{U(tu`Cl
zGZ(;e#jS@nA_$CZ(*5ve@ZRT^Q7nlyr<K>p0)}b%F|dN8VnMk$X%SHU<)j5{yVYo&
zjK>)2_0t_6-0@hAtl_-7E>)7+pzOV+Xlu6w6swxC@=U8b3|V0ZSK>4=e1*xT2YctF
z&fJ3x?urGX3^`+pkm!lT+ySrnog(qlFf%@R$1BclOUp4bIV5jyyt6uzWBj`d%fDC}
z_4jc`Htr~y_FMCVj#i!}8^wG{miO%1<fx9ma5#RS$kUKyFa{6@J{bTT5AFb1_zW#S
zoq=-rA*WP60DS2W%*7qrg&L9u`@okPDc}oY33fm$as<rJcYq*Boed;2?aR<}Qe!Mr
zlXTc+WD*d4BfbIjDibsWiw{6rH-O5xpA;Jez6J0Fyne>qO)_;#u@)?uc`)GYMGDle
zC~+tz46-C=2|eV&WCEHKAgqRzsekaRTLr%S?O=o*Q73JQSV#pb&Lg~|#k#J-``yAc
z(I~^MT~`kJ=I}kEHB~$npRwZg4EB1=0$!0H+ed!r^muh(Z%qtsf{xCyd6a~_S}K0i
zCFddNZ#xALl3$PNa5DFnbZp^sdKpmr6^l_f{?q^cQv^E3zx^U!fn>OY+`nJ%bnurJ
z;_pLMYk8#$(j`<gb4CHQh*4bpeSwWpbxK+~D>558>l@c`pK17k)^SDtpj7>vV)f6z
z=D^gBZAq}s4#!x-#%Lsyoh2%F7pIQiQIfK-^nsXXz7@(Uk(XZn$>{xi%=IDq(-g5w
zYP8i+mloqDy+(J?l#=1?wxt6T>UwY|E_Ps^Po#E^EKQdKoX@xJl$t7|$CE!=$7~Gi
zS?l@sb(_`bpUDO9Toq;|-0~j~k{C1dXi<{5VSfuh=}h2hojv#37u$kp7|33m(0ge|
z)jqP`yg6}dgmIW*4mm3n=bc_V;Kj3}8V=`EMBl^s=oqImTb7jG%e*l0vF9533g`pP
zOMM=pRR-Ul^G;N|9Vj~tGcmI^D1{z?+!6Uww=J4Lu9e!{-iRi_E>3bAE-n47$-Z(c
zv~GDF0SOVWW2LX7t^^~x(!H4=^~pCo^P1YAV<OL3ooZzw>ZiOSJd2Ci%1a9xI%rIi
zYN|o)u!$9G$~c5~^QrNi{wZgR<Q#hZv+ZkU%Np%Obcg^I?0()ptcnmu&6V%`<tlQb
z{5Fmxy(@Xw?D^v%*lM%F_K{7w31_FrakVW|Yt2W~5qh;!JV(Qqd9#$q4u&%dEN@(N
znH`7XBLXCE{Vluxcf4w8hb|=|+EN;My7rY><9kEGlpox20MV;h4@ojOFLB)m=w~U9
zPADGUkOv1b`sc<{sDH+%mR4A5s-F;D*7u%+$W0W)sV4Vj+<Rlm<idFz*lTL%aXTjB
zu*|Y#&gN0&1nhZDBkz@<WzmHF8GJ9n)j@hbNjlZ+LS=;gEe|*Ghf1S6h!MM#-QBh0
zp~V{}SHD011gt|hz$;X0ZS!?q;+BzzF#k1k6>~-wyKpnCjxm2V3N!sB>OD)Q((&{i
zoVT6hnP{bfO%;(-W&I{bE(#CZDMXYM+cI5r?St7dAY<3k*2dzr1ockqC$~RZrqXu)
zq)Q$J0x$#eabS+LzhA%>hcH>LJB-v);nW<_TyUBaRk2=QSwi4A1q~W#k(A|Z)*l1r
z97gnf>QyRwr`>up-&qV^MaEMrnR3n^Oqxwp0NXLKS!$ARM;f4fOWd6|M4C#5Cl|;q
zcpiTZRx}_%zJt$d3%|_Gn@`AJcc;KUOx2JJ65eJ@KvacfQ$u;ORRXA~*u}1%aNNQ1
z2h`1;_`zZpbcxPzu7PYXH0L83rIK3B959b~$d)1g8{4%?lti$-Gx57Y`gkRDcb+bR
W#yhDMn)&|$EA_uvBNOst>OTNY=z`k-

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-jurafsky-transformers/images/image-10-Attention Mechanism Process.jpg b/apps/api/app/data/demo_documents/stem-jurafsky-transformers/images/image-10-Attention Mechanism Process.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..17be571781b039612b0d8a43826d4c8960c69856
GIT binary patch
literal 91348
zcmeFZcUV)~x;{E7(h)&=RX{<iQlt}5X(9$tdJ_@pAiW!kfOJ7Y1p(<Dq=XI;>Ae%0
z^d9NGB)QYI_g+iazUMsW+~@x8KX;=OGBRhz9Al2Jz3=ypV8^htz@__&DvAIO4glbQ
z{{ZYHa2FsVARr{TKtxDLNK8ybLPkwaMoLP?Ky{gdnuU>#m4%U+`3k21*A;d?4rXR<
zu^W6hZ;6PAuyIMqhzm&z2#W~)>;#9Hn3#-|jGmmFUg#?GRiXd&5B4iSNrdZ;uZxGn
z4&YMa;8EgWn*la(oELEZ_yPX;gM*8Qe}RCIh?s;Fya0X)z{SDC!^OwDZ~-45yxJE$
z58zW?pt^cXp5U^EDIvQfwUB>IDiOz>l13WMfo)FVr%nOHB(!w&42;*Vb8+9`5fQyD
zCN3d)_nv~HlCsMEM~}6%b#(Rg&7PS*x3ILbc6M=fbNBG{3Van59P&CeEcWfYxcK)U
zJ|?84XJlq&=j7&<mX*URDyyn%zBM(sw6?W(bPf&;kBlP6#wX_H7Z#V6S60{7cXs#o
z4-SuxPfmZ%3kSga$F#uT|Crd{=0yq43l|?B51;Voyl`;c!2^#H|H9Q<1XS`Ggr<&{
z*@gUxsPDw2mNXJ`2y1TBJarl%q2&~rySDRlYJbe^e>Smz|3@?Xb7FtZYXTs{!vPl$
zj}m|YM~SsLwzey^)i41f4y$KQ#1nZ!P}Xl>blQ^HT*=Ce<2bHF-d@3n&D2!S_nlmJ
z?K>mv!vbj&MOKhq!V)Y{?12ULDdia0wv#L&d!uJq;KF;zxqbBU!*aG0lrI(t=t{we
z8L?2~^uoTme#QcQ23zN}hFD;y1~Mnv4_hfb!jKBUj=#IOs1r(H0pig>EFj~6*w%B#
z0<Ei9;1x<93nW+09P?FUfd$ur0XgQCb1r>~^MeK~&}a@0hAAC$xsVX!H3OS1UBLp8
zNF@cpIpsg&`OowDkNo^czy4!?{$mgS<1hZ>Pyc@wZwMV@fu=9byIqbRF=_D@cDENV
z;Ki!!o@!{Hn_~fXvDc6vOkjkSmJkNO!Xb-lNXQR12qxURIs*%|v$kRC7qCFT!lNCF
z^U#_VbRZa44cO_3q@3W5VF6?v?3Cy;={pStfcn=%ivgY_Iip=Um{k`hb@ob-jO@iA
z4wALJCb%Sf4Ql%y=_q%k`TB{Dbo<KjV|Ni8w=nL{xc}>;&^u>rtt3>i*lt533J=Qj
z84@bWU*AlpUNE|+B%;<?XUhQX4+CQV*B$>)2a}((e%nj!RVDI>*ujRVJGT8ro^TXQ
zGNx!_u={&mdqtyk6Yp(m0pVERTXL5*9`E;Pw&|6qZb&W(*gfm*cqC=OnhbaHBjHZ_
zKYrYj{@Ysrz5V~%+B>mPy5NtTiz5dNGm|qjFMC>ewBd3YD|4M?kTEV{n2jOLM%GY9
z>)<P+Jp6nGF_ollJf!WulhWQgN()AGx;xsb*{e55@6IhdNNLtk<p>2yT*_N<=gMv6
zDZ~Q7u7VWD(_JRp^<iCBF8MZjW36lS-08$Tn^(-0=+_kh_u*gV@PG2U<JqNeyOrM+
z_+TWy9BJ(l5kdtwmEeG<yPuCt_Hl2k1O0J)FU!L{^#mxpR0frj9Z89ng5s=8ucM|~
zcH=Bts3iMp?x7u*i535*t@=FYM;%^vK?Rv89)3b~#IeN%WXORUmqzvApcUs3oRs%@
z((PMZ&-^_#iO+3#<wsqk>3!~PpB<+_efeFEv*X)k>SDszD45>eJb6(i&IL&VycMW5
z<SzU-2eWbZypd{CgG^c32$|X(`Y}<VJ+9qNLyB4FDKRq)^#)UOLUgE)l`m_;Q<IBp
zevN!fLP#-|Z>*j5eTC0`)DzF#c%gW@3d|G9Io}lB7--+*c6>Nxy$NB2eVZJ})-^m9
zI3(JD8_|T-eEwP$8l`QD`n0zt#~P$St&a1*JP2ua+%YP~2rOWzg9YyD&lT3m(>1fW
zD{e1;wlBv5<nS*ZH2rPpf}L5K@8dZ53k|Yyt22}?;Tzsx85=%kHLgq>-lOF{%G;EB
zckmRLWzEVze%ly6FG!$ob#it++nm`+&yY*^x&nP8OX*EVIhJRa6zuR{$TKQXThmYy
z;QIIDXljcE6}jf8P)v%wwv}zmyD~0BOgYky5#>>CL`9`lSORHb-2c^qE3q6kLCh6b
z(Z=}RZ67bznq2Hr=_nt2!%$ILHT)e_Z1eb|z(DQx_Qo}1hIxbh861yz)Hg4djr#hO
zP(5SZU9&TZ?-lJ|-S90~vA})c&`wNe=)fguA5~SPN&G-a#Nw)<tKn%_tzI%)e?gsS
zs{Yz-;tEoi$+shYZnBGe`YwQm0`>p+(0-Ud&ks>R4DoFx-+Qb1q0zpPSo64-cq4hF
z(9oiVh22Q!>(L|qz{3rRc+6N->Vj0&xv(6IKuNyds=mT#F6?U5=r~#IO@=Gp7nie3
zYojo&)4NyZB^LB9Np9Fu#>7n2O|~Qyyc8X*yP7s}+YGrBwLU9o$$>M))`quT4Amk^
zeGGhlf-|O$JMh=AaY7daPblj^H2-8W1x-Dy@q1Gp?_3XbO!gqke{uqH3I<v|To}1S
z$iWsHCV(g9zxGjpA-HmQiM7Z6b4*Mfg#vX7*>@fBJ}gD90O=QrWar`KNfv5ITg-T-
ziM*#heQGQrS!#$z+e-!K2K+EF6DnE-t~0N#SjYqoGA}QJ8}P!BBmG~>_rK|bik~tk
zS=77oe`*R%_l&|qpzp1r&2!0$#OQaGv}NV~unBfK;!_e}EvLw)F`+j<e_}nifD{5B
zvlh~eFH?N{Brin#ITz&CmJ$Cy-K_kY+y$ED>5BvKVoDFl{ZWBBn_?xIDN^1H6AKdJ
z{qB1UJH_%P6|udoOrG}3wH`>TWZ&AEsSUtll^eI^pSFY{KACOshim@#r=*6~bg9~&
z6N*laUO2ILqD}o(AR#XKDVGdvO7*cobMJ&OwL3A#jWMrWz^`eY-1@&aNdKL&`p3CP
z*Y|urN+%`T50$-i+iYWKvj%)=T8yX8@05P2s&zP47=IF)afQECSshvocX`P=Y(8=>
znrZFK&RH4%VoEa0Enkx0ibaJQVD*<acrGD>T}-Ha9*yeg4LzyX73mVb^ugk}vF*Yx
zHO{JwwruE}5owd1u;qkN{o9AYo93!10>_l@(Uw1+>0NieFZybHv>T2>SDyvx-iRsr
z7NCqLyIgmsa_n*18dPBDQ6p;SV7UCWfaymVWF(EUt*db%w^%97Pa*}6f>Qo7DFxN!
zMqQaRiD4*B%dpvIM<XY*D<MIR^?wyj*wnN}Y&L2rs^0pF`+89&U5~@n#Wc=b0^gev
zaHU~{lEv1k@QB1LcoE<ic|CK>{dc33;i5+w^OdIwpLISy4A?8i^^rnsx4kafawYBZ
z4p%nww&M}+q79~v`4rqvFYVuIGhq48P=hBv-__G1yY7(Dd7X|#andD@gTD_Ve2G93
z$?v{k<otkkcl{-K4ICc7%;ffA=Ia?*)FozKDo;~67C0zA^vOb4Acm=#?T{SQ(g8IE
z*1xp@NK4A@byUhBMG6*BfEy0N7AefIfbk9%SY^*WF2mgW?u=>N16vjO3D9%@A28H3
z1dXqLp%V;-B-n6Z`8#arkYdRGRU^Z0O$K^b66N#!ciVKQ#gtfJ%nSVB9hwnCSX((_
zlWj?k{!kmKLrXi<kni1~95=~oEF=e+%EdG~VgY%Zt@992gdgn}pWy4kkVHR8N^Mk!
zYo3V{xQ<V%u)t^d5#}xynCCvb(1yNHjM!zv0+ibJ8J2d};~c9gKUfTtEbJGveVw=+
z?@+k8DJqqZU*}<Krw@I%NCm9ou=Hh;6zY_ba%BJdd8IJ{$SOa`dcMH|$6>AS+q~{{
zSh1A5BTK(egjboB!>t(7xEN$VaMYU&`9L$R_a+t0rIeAh8!tZIsnW8Gxaf6h>XK*b
za6!$NQhwin1xx^P=7a(ZyiWf?$F@%kGJ5T>a|P$Mg&YANg$!N22_rQd7<1uDxcj$v
zFY3LXFfSf1jMl8P=;yo9DzJSqg!Su#jO<mAZKa_em>Tc1T+pa_C%qmKi{D5n8%Az5
z!lJbGGoT-Y>E~%>Ex&y-Sdy<mt&=17mxBFtI~+H)_}T!nx1eG4Opb8v3*~psPx8V7
ziv8N|!L8)t1y0@6v+bMm>)zm4jq1fTM(eIE7zmQ17(XQxeaz!XB<&a`PLCmYU@wPL
zD#==ovnujyjHc~YCbA=sJK5b|UY19vh3_BW(ar&Xyju(kil8eNcsU2I6VE$?vCd4(
zM{Y6I3Z^Gu7_m=Rg9Q*Tz`0R-{@z3<3ZH%#b_#3yy$9~UH4klND<4dyeL2s^0;i<k
zVKY^*<1p!88#0L$g+pT81!zXAtP(TF8*zhHmpuV0yi3A<g!lV%Brn%gw;$7?VPRO{
z2LyugXK@_?+Zb7Ca6G0zotU8(QvK%7z#_w;=H<Kc=p&{zIp&lmij(WIEFgEzS(K-T
zf3vQDm?$$!CO`fd)D_OICd9#F+~5qXEvOIe<gjRo8=;@M*q@P~sR|#y+1=5P5y1i*
zq%)@%RImW-?YY$<+wMg;7AR6V57I3bonJRe^~uRar+Q-nxm?KBE-aF5f)24y@)m;y
zxQ<6^GPA5J66(vQ^r}4ubza40__Vj^I&YG*8RRhMxE}^>p>aV3i0HtGz$}eH2*?9H
zJ5O2AUQI{2N(aW#K*|MSt2A6_40I>`?9LI!UlTU7hy@sZdk)~A;&-MVl+<@8KfVHz
z^0S{PzOr=|XdKk|cZQ|>GK9g~nO=FiYnroU;Gm&9`R_Uq!z!3H%wu2s>^Dwn2706G
zgG{gR`AYKry!;fc^)u5!si$hf)PsNf6^x3N{r-y7x{(JcHgYQ}>x6LSijva&(yLEv
zUjwsl9iPc1c{!R{uMJ7xO6@4Hb{5jh>er)ll!_uCd|8g_qqM4!WrST)yT$1ARY1DM
zF!mMhO&L#Sbpp>FX~cF(ND!twS!JkUa%EGh3}HXzrS*6x;uI17FnkWBytz@x#2BB-
zK}pSp@ywDvJ9D9FI*vj<-hs5#>Waw7t>yZDzLBu><|G$SS!F`%)~xq4<lXItb1TZJ
zV<wHtV5Ih7sQIm;k=j?u*I6@;K2s?EH6LzV-j5A^Hhh!ro|YyIDF1}zp=RV}*o<if
zlOF^%i3LK70yRMEVm^a*grV_~bcE;LZJ1e%)=+RJW8@xjE#u5~tTo%-k{u`;iQwhw
z7%H{97@tDK)*fs}G*M3zb?9~)bWqsk$!m@a<?EF*Do|#N?lOXstJtfJ4`G3CDmk#e
zxJop}0dqb2SVffLWVZs8haS+FBBd<yl^nAQ(cN}tq$zJV9$bq1q1?x?FFi66FJ_mw
z-iGt#qK6DQDY;6}IH*O$*Hf{8toF>&3F0^bGRHX#S?Qbvg-{F&T-LKhu?H)XWv3Fd
zCqdWCn?5F8j4puY7(ww5cbd%<UTEGK@8GCnjVm#13xO>1yMw^tGHCp**HC@=Gz{fo
ziZAQISaCBO^ewTVks!!9=D^%zy9gT-0H2WpzcCWFXgrJsP=h9DV1x}16d?b(zOxIH
zu+_|hR)>EXHyw^FScldQAv%x`u`hutDpGoY1!D8(1<wd{!CsyF389|uEOBK}Zl~0^
z7lEAdSLN{56|^u&w!Jyf#=i_X9st2<y95liJc9+4uIU%)A1tY5gxy~<*#Mo8EZxk}
z>QD7s!1xFvw)#Oefj@>DX$~n4O`jfg%0=Yq-Y|=QlJ38$V0zHe5V*vKE`qFlJHwzU
zK;<%o^#vWFPuUi<bJ9_7e+0hE|Gz(*S0^?)G;OG_AXI)h>9ff4=tbwsI``?~86o$~
ze>DmPHp7%>%o(>QKDmpTSnLY0zcqbB{D=YYb36etNFYX$9)cQ#qRDw5)>^6cl01k9
zX&%cfe~4*SG5z{PaOgaOc&f!^Ez8IV9ycXz_Y}2zdH)I$vV+%B(;By6b79C{Uq)C}
z*J4B+Cq%`Z2<Mb60XQH{^eE=PUh(m+f)M?8s4EA)4$k(s{WV#Zk#f?LTU;UbnL!_;
z&%Z1UG<@h=(m7YlH$g<5^QNvLp(GCnzfaq?^^gdX_=bvh`P>_D9g}_}(a$Gf5!hT|
zW$MXyE8f6O2d~?S5YN=~tsD#Cw|qST5#PJbNFIgWdXJ;KGWX;*B3|BwM7oa{Kubf^
zh6)SphWT#q@F~mSMv#>K4z+1|kHd(HMEPYU()BKPe%LUL`PB9pQu+h3(o1nRtKFZr
zSnTZO!o1+p+Zwij_}BXy==Y}Js=t8E;O4JyRcDWwIG3bVZT+aFIN1xt98<&0$6$S*
z*p9xYuWwcPY8^>2@<w60zF>hAambdxx{=l4i^gRIJ1WT<8gq3bsUR--Oz+US1fA+B
z9gZC~j6$Nr8Hp}z?SU)uA8ilFj~n0(GjEL&-avvf{eKo<#cWfYrclDhypBKwUzE3i
zk;%jYp!elj^1;KTH$x6tL6z)B<$<A9v=wX$(&@*&X0l6E3L1GzP?^{ZN7Q&R^0X!g
z-@u6PQSroq?bO=9WQS{OOO@L_>Al#`$;l)0GCjlsX2SYCRBspt-dSWR7eT*aE;kHZ
zFZ2Fr_vvnW+mmU7Tiszxp$vFSji+aiy>!A|Jrgi1I)REMLoTT7ikg&-SSk|#&Hz8=
zSVB(5{<@vyPcC<Jt%RFi=DU*D=2dG3eb<SJ2n_DyNT^k@B;?Js0)vQ<IyF->vkO5>
zJr%(vy|KMJ94}A4XdPZ|OEtE+3*9b$EyC2Lrr2(UeD6T>&8Us9kA$~N@MATRA}3xe
z5k686^19sHa*H!j!=I`r!0?tmhuMG%=IEj1o)#9E6Wl&JbTUaY9@ei5zV@a<_JxoR
z%iSj~(nC&fR|#k%=hQ4zU>EQAnTf;`JJZZ;vB>K^Bd?Zy6nm?G0cF&pIe6d;(JwnQ
zPIP7IW(uRdI}oC-r0yH}Txs54FoI5w(RIo*KqYdxU4zMt`<um<?<V3QoFW0LE=iJ}
zgFa(BJ%yrl@}km@z)*V)QmDl?f5n@zTtmT|!1P}j*Ko9U-m@G^;{ki%{me#2Tji>7
z{FSyVhB<8yZ8D24&-c_u6Dj3?6PAtkB;Tb(l6)0gRRg425SO6AK1OM)UC+zzdOZIA
zP&c|PU0eYY&N#56^xAyrAc^8mMWssC=(SibzGhDio~2J_xyx1Ih2kF5O>H&ZY_dzL
zMlx+^shqbQ>&r#QcORKB`p5?wvWZCAhmugpOV0?uyh5gqKSSo4s781%<(q!_&V+T%
zgTdTj3!>){CFU+2O#TFAZ<{MpsAR7mTZz23P~O*0*u(<8YFXD?TOLFNsIY|67b}Ah
zG8J_Of$t|u4SwQ)l9UPdCoAZbZ##t8iju0Hv9OQ!E)VFjdq3N4&|W7pBsh1LV*(%0
zpUk#73g*;>X?TAk%74A`h!25UgT2)p9X^!)VbNND@%}UxFxg@0IiJuv$VxG@d2!f(
zQqlT6sekTcgDKqk4X_fiT(HW@8?9;JZ7|l%nAjyvrNDaM;g#R9?56->)Z=Rd=g@SR
z<>awz`3e6Pm(2&`b!|nso5Tw_#fuq>ha6m}$K^9*s8d`0=V@>B`tlkbU9T-_PEo5w
zw7pj(8Dl2HmGmC5HnS{udE`<1Anb}6ofs9oIeyK-0mqYNLEMM?hYXYk?--@1RlbWs
ziXctT^F0caGWjBChKq#gFZX&qLEgsT4NpjUcjXi~IB?X|#H*UR^4+R=(Ac1(@kSmm
z=gMeh$oW<0OzR4<KAH$pW*v52yJ@9~T_MWgmj*bVW)aE5Mj?DuVpnzq5}mEG4HY;_
z*Qq`{F$!@s{S+W&X4UKU6pnhe-4dZ=d}~Co@cCt{+p&o8o3a|xpBcV*&qnur&~aCz
z6nR@pPJxlm0;A%Oh<#yw*N<TI(DrWTU{4GaZ1b>sdZmOSh&kFHv9QvTa>(`*U$z*z
zI>{1%=BAhyM29aO&@?oz!(o5$>b5ECldD$4<FFCPS(cxKNibyhL7fyBEvTI5XEuNz
zAx$}5oM}gjZFgZ*QbJ&;R>+dkwWD(nurLLA9i!;SI|gf)L}IGBc4?mG|MmJ>^S6l!
zm2pl-#&}*vI<u&+7gY{vep)Tw_HtG31GT$KU#eqarK+%ekrE|dMb73=1QYTcqLcc^
zD7Cs_{clVxW*gk<%8^;!()BYg6*^0V!=s0(z69^H4Nbn^GVu18(4!}N^ZD5}&s)dA
zubx~<rZl7BW(DiQO&JQg*4iuGH7-W4o1WILNGUype$IFED$u?>KGl*_b8J0hY`L+S
z`RT)XI!^m^+lS^?ekv_q(i7%cnK@Py`659Z>2EuYZ-0rAlk#Wv)Ao-fd#R^zBf^d&
z!j~uM9<8*~;eyJjXiT2bG=s?MxiW`p;EOfJR=bcpMD%<F6h1qn_3>{2NkBGEaYcW~
z_JGMq*1J7^cP;ELfzuB;J`WZG!bdF+GJ9-rUVaoi4TXG%bf!E=MBhu<Oj%OL6M>!J
z>cWuaVA?1juBrqEu-8J+-r(QQVYSBd!hfbhns<WVh|UnMPna@@(H7-m4uudoG?fZ~
z$433U$JYJri=mJ$j##={#G}4TH=+sGmvcnBksy7%?{J~L`FlmVNN5{OfQt`0^hE!M
z55+bH^=+Da6waIY;aWw~N0H+N&JRzm7!~m^0TLXkBKqgDHG%WZ7*OXfzSGJI8@pU@
z&p^Xa5@Ci{1OsWg_ume0%#Z9ac8J#+2$m2vQSd3%x;aLy?6koZ3XktJ8H~F0m@ZeB
z54)^fXA0NWdj4pHiAVm?n!)~W{P+bsC5-%g*g*>j2QM2Mvh8fKodurgSml6`qtF(n
z3V{i*>Dz>J?|0E(izUqs1a8^k-B)5!R)4`;NwCrVAd+Mb4kPU<I<D1-%c!Z;-MC_7
z^_Y_Kquy(-GP{LnSf+~?<hAWV3xx&w?CY$9cpHmIdJE=T^rCL_nCa2=(FtvKgREz-
zaX!7tj2`kgiq%Ni<(!4<48x_8g!VMclLy5);z@(-B#L6Lx1R)<#hHG(NjUg{Z_9<B
z<6%RoO7{_~ou5h?<xM^M4^iDosRotm<X&ozQy!F8BP#0?`1dAPI<NK8$sDdQEbc`N
z*BIH;(W#Y$KNzwr0Amv!eCxm&yh8o7+zIP=F{IAz(aKvr{1pQ?@4g8t^H2UbJ6gjJ
zOmDB82Ni+QdH`%y%}B<Xl^GNe_ze056iu9;UCc#!uBbnjS_ErH<id~zh*O*bEPw~=
zfNam812$m$nxny$Sl|k|5~d!^cJ-@SfCyaWC>ZgB#s<u9#+NW4{`7QF@3FwON6oN9
z@)GdM?4p`#7GBK#lu*bI77%);LgkohX3hiOV;VsCwC|*qm;ZZsUkqW`VV|ezI9CQ~
zFm@EC)&LA_77KfHj0Vfa7ko7_qzZ4|1Y1m2MOEdLr%<gX{D@|a%bhfq6j;7gWlN#I
z6gjl~rB8Z<FRpxs7WI67YvWL|_>?33J?<sx1{(P`35kV-{9MCTnDtJ?`%`$c{uG@9
zI*Gp4#npk|jYysO7XL8di$ZeNRtB$=T3uI2_HE_vSUQaOL}5E(1W|+!WrGW{dE|b5
zsr!SJVa}t<C<1D&yrge!3D&F}k}v%iNYx%`oXM8(C~i-Fymgfy_gQPbW0e?(f1trM
z9el`6mL0X=X|VRBGG2Vz?OK0!Z==eheVh0~HqG}B{a>Dj>5@H*a(tMvZuKmnQ9*&F
zo2rNJRu5AbG45k+{8SDOjtV7F{^u8NVF3;@wu3b;OmJNGZ(yR{P;5Jf;ze2*uj5Zb
znAxI5MrP|J+e{D8(-NvWro7I0oBZ6r$i2ypqwOWt&dV>Wuz8;?nufXdD9%YXj5Kkv
zW<2+D=zJWl^7s2S;_Xko0;IyCdOL?6mPZY?jxrfowo=h^5QWe9iBsb&!AOcTcT8Rj
zoZodStZ8~!IYb9WtMPvJ?+;qMzH5~Z*@`sB@bMKEYU&6nf4Nr@;ye;X$ay-F2XLo_
z{dP1WK?n*$O(X;2ldExoP0B7U2$WF~Grf|<M&+`2{Y@~ky%RWZ5AS{CzCyAh!k~mE
zT$rlGo}yhIwF~0Yqn`WIJT(KwcIESYoRwkoyc}#35$`#vsFla?1-Zn{Qd(=I5ahbX
z$5DNT@45vF)$`K65TRe_n#GFUme|rO^I*M!ACpy*(_)K+*{ZtiR%Fy3ty~kMOm2?R
zvU1^XRef3+e2_c1NiHjAPN!3O5;GMWAR&%7`ROH%@zFe9lh`;V-)xoe6xT<mt)*9?
zhk?5Rs+T7#MN7C|@sB*QQM+?ExJ(+Ft+KE??*DEHNtUU6E_9Pe+~=}`1+$u2o;B@J
zOb2iHm-fwR)2a2wcexA<Yb~^I^xaBD>Ld!uVG1Dq)w!GWF{YnNafy?P81Kr$m4(!N
zP}g==XSM_}uWpE-Xod<j$1Re5tNHo1s;Az@s+@a2(F8$rTRN-`ae66RFlZ{*Bxa@r
ziTnfVSi*jAff|{43u$B+-5h;F!+{09#6@G?wHbRZvAF(!z(oV#*buK_KV-bIKsxVV
zsHWNkfVEYE)e|xx1MusKzr&r;+le{%YmCw&Z}0d80Z%RyE-~+p*qq&WIK43QQUiQ8
zuJfG&Kl<l4r9}()3(wb{UXO)b!U9$;w&wDOAN-i{KH&}fjV-$6O|*r;i>W&D)=9Gr
ztq?Z1)!Rtb=sy)aviDTc<{=`CQd!t8I{Kww7nqeA$o<uBbwV%#h4+;yAT`_Zl{Q%l
znUjsqqFHe{;k9~&*^$?)LIa<fBbM^w*T=|F3GdamD?U%uM`aw+t*1<cI|?2~4r{8F
zJb8Ap(Swka47bhCrWP}pi1Bxyc?UZ;Vw-pb>lZlNjm84u*?m{IJ-i>*lnkHC^EVqC
zy1Qds2wzAIbt?1`Mm;`ALp`i{+s5dY7V~_N>BfAlT2t`zh@4jE0qBwr7AOZJzRyNS
zOCbABr*!ykW}md-JRPKa*G22UA|AW4AwV%OQ9)Zle!Wo3zL+z?o7#pcM`_~i^4sT9
zr?>Lb={7DUx5<O-b<v;fwU!$6VW7@n(LU<4TK%vZS)$j5X<)P$7*Uvcm^IO|Uf$kk
z6i7Drwyb0sdegfU%2@*7AqVr0l^XSR0t$<-40ivhbpE&~{N*WyIX&JIOMd#l*K7zK
zAgV#XW1@PVP@O_+lQ8XXiyV#D_iafixAZ}UsEA2jSiKbSEb3s$=3hYK$#I`r?MR*2
zwaj<Mw#y#O0<(2|d2O+BtK>EmuV$MkCwL>ky5}t9ee;T)Ylk1rU$(Jxb6Kc|_;u?k
zPJKF{Kgx{`wVNA(tJ+kAk*d;PeK#e%J^g$O!)b;T4f3_fw>o|QI+mP7O;hH{jo@eT
zqK{>D@5F9Bxf5Y=g*ChWS*5?|2M5|yE}`#M74atKN-;i(xlgq(GC;4)&faPz?lBtg
zO}|*MDd3}#I&R!z;hft@-kf^Bbp_x4tQJw5Jl<;c_PA260&zw*QCMmiDxJ<?uXTpE
z_Gu>>-fV5mII>bVN~KEvRQJG&R!h};jEbg{`^If2#VJ?yarzc(=v<@{hBEr{c$+2T
z^5IcW;8FNTYNBnGzB8^Oayruva#1POvqsbBM+Bsy-(X!*9$mG*K;BE{QP|v-emgj{
zOr|o~<Ve7&3*Nc6)nYx$^{PO?rH|ZT!dPMHVe}32DJGoE=ga|0cWxXA551f02aCo#
z9ZpXYLDoVvTQ7m_+!NFe6Jglu^Kw+uruWTbjrL<EjO;n+%S}%Z`;SFIc4ZcJe7@t3
z4p|1XTsM(M%AbEyUs-CHEa(w*H+$F_v<-DXBU?G<wkF8Q^_O74QcRBp;#}U(?972@
z4HHioS3rWfLu7je?a_9gpZ*u-=)d4iaY6{@SCO2UI|W+5HgtlIM5KrG6HaFy?JU-K
z->)QfFyFf)>#CORY3NQ`71lm-ZBTPYJLH@DhI>{+h||%WK!V5U0}8%am5G(*cCd`0
zJ}e>UHIaf=N5|JT(X?E9f3tRhV%J1|4&C6>=SHrd1C-6flqgB5I@vn$;&}J$IhME9
z!V*7COgCnuXd_KINAIIDrqy^9HzWh@MIPxEIpOpH^Yx_(uVW(E^P;NosL{o5bQgUj
zENEjE)Epj^31!Ak8a(_`S9nFo?8;LyDn+*l^o{9jrEn<CvGE3fs=<4Nx#z1VQWWeD
zNnP1%)_El0RTqRD4ya%?usGR&A%zSAODwR9{{?)C;ER1q9qV||u3S;2I6Vaa%G0>j
zH$Mj%NDz|iGKPe0{BYGPUmSunb<9O_zL~sJkjEsYsCx0`BbD;X%U0Gsr@RTE_B6x#
z5n%K-^XjK9A=p_Y_N7U*)E`UMoqi0xDxt+gkH)kh_cHrf=U1Yg3(~5Kj~^(ZNl$0c
z$54zwzR|fHyu`-5s{f!|OqhtB%>w$dos$Bwn!THzAk&mA(_0g^jF`K{wl9c+9nC?G
zYl?jrP<FRF4QdNX4V2j#o}WoFJ4bH~^svtLv91^>IGb#Lh(4t|K%8x-fX4IJ2J_A)
z_}`^m%Sc!~P<yc8fLF71dJ{jHy@}8!$24X#P&@ArOv`Hx*(Iw5*)&1WU?$AdVWgGN
z&X~B#bwexnXW+I9x}UM{i#O8~L>vU`m+nNLSjvC^V$goEeGkRJ-x@fl3%3alRP?yE
zr`u^3nMt^K@oNN`ed|MF8cN^$vsP<qQ^E2%Q(1{JL&DL#9nt}wPcF`8oVgV%+jMbh
z7CPI@uag#XH<aPwu2Y;H^QOnRQ!ZEPgi1?3;1|(8G&an4sfinoDV}I#idQl&9QJ!b
zVL#%aP%7Dwo~^$w=43PxPMjoNZT>js-sc;fvlWDQytZu`z^;wJuD>1%WWC=Qh3y>>
zqR*+hdDp*oZu`Wl&8c#TMDmia)!eOmQ`9L0H3o8AR4w_Xb&6ZS;-0qBu^*AR5gRYR
zRbakbVF8FbY^G6ZvJkTJ#{d<&vTBJYen%Eg4Ri@N;09&XuV>`~dA@>q2puhBBiOvq
zXbX!CMovE(?G5JCJ}2~SbDh7PA%~6eAb(~PtZX2=c*79X1Qd-w>fjGqO!lzBG-@MG
zZ`fQ-`m^f6NfLS<2cZI)2-zkuRgqk?zUY#2!ee|Lj9h#}_LBX?ToEUPf@q(~pP(UM
zO9wPKZ=66g(1XB4-G>{$6rNXT&d-Il^Xy@&ARs90EoUeyc9|ixy!)tXsPOs#rhm{t
zDC4c<1`gh(7r?bB3DLFgyj6{1p)Za2&nWefFWCl)_m9iZ>Ulc7#T}RAIY~67T_$e%
zAM1!bi!EbVrjuN57_xd~wJPd;CKY*qV#1xL!HGSGiuuVc<_IvdAI~2`F=k~tW>}r7
z9cFsl$tEKs9m$8a_tdVR-&TzPk_NmilH=BHuEo>NkI9?c(Ze+>=GZls@ES?|cLO)H
z1kQy&&lr$;7cxN;C^_y^ZoG-yI7*~n_f9@A9+U}aBTqL(HE<vT2G0zuD;^Klt&zVf
z!5qp9f3};Y>?Z@u6uxXnE}pgp?04m_k(Kq?N+ZuQqwjdELgCg;+2aP1b+m3fLd{n-
zV|ZfdR|D}j&s=i(H$InFs(M?R1=F`ui4XJS>;o@&%sCI`oL*iWvJ)w$^2i(Q<X~oB
zCTMgsdrQQ*7^~(cO6}HvSENh<--@r9!APCJi2%oJ1~1B5|D#l`{{vWi6Cv6Ql!DYu
ztI;PQ%nPPC-G2-Ej{8H!kI2tC?@oc}U`k%W+~&0JkmZ#-snxZq*gj^;CMKTP-WL*P
ze!RjMDkBR_5Gaw`LTo#^PO5GXvgtQ_)4~>91sScqj1!$<&U4=W<aKtuF`ks-cwF_M
zFL?D{54@#5?3^s*+{#<|hz=g&oRd}!J63T`Ii&%y$JcgPYo3*{*syD)z@!FzyS}5c
zN}kiaXdXXsBS9v^JET0sx$NIQpzATCIs9^D(L;X)%{W&$BNjvP(J>jb58i>o=HiNl
z0w{mmu_(wsFBA*-zXA778TOyw70Ayq9y45v9h=f`q0W%bnTx+O`y}@u5^>+!(d)XX
zc;&MmuwEnQr&Giu1PQY@6(AdD_#ESi#LLq+X`25o*&?l!*JkI*(p(A*_$1zbLwDqJ
z5o(C^1u?t<c&8#^m^g~$NP(_qBRFHo)b42l2W|Hj6(G41VK!9nI;i9SUEcWPThsZC
zj;Fh8$nY#9$;ruep_<FQtTZ2$c<7@pf_YqP3i9K!jTeO(QAl^k4yo_$M5K09?Q^Or
zh8IE7b+}@hvOY?RMb=ke!o{07-tsE#q`6%-chTAFs}Ci)xp2cx@a~!)g2kKh5~C^&
zL+nld&eR2Z>88o)9OQ2!TsHK*Tk}8J6-RFfa7NT8wmH0rIvn)eDS2xh-*kmD^$L~n
z@qD3`ET6C97BtH4`tl%)A_sp)sd6NOgg)T&lE)(KeyZuL9zU&=vuidwfhbu#nO{QF
zy)%y0Y;gs|7DR@lEr<}G;C_mUO4zgJ0W6T;miXb&qPPn+9n>>ylafmqDR>YmCZDjS
z;;noBnJo4`u{o39iQ-KtSD~HBpTH?c^t<4hjY7>(-4<7$dc*VYlb(cGie8V8{sLcJ
z&o4jh>qnttj$^=_X)J6^u??(2OasXewou3}cQN{vEo?uJXRnVBl>;K*=AHNFucxno
zR?Dsr6K2i*w<ZpT57Y`VaM{23fMpZ>dCQ=7T=8Z*J^I5{L;srsAU}bhNvif^JdBKw
zJQ!`Ew$O|=e?wMTh<`uvcVzWzB1x-e=US}@6K6Ozl;ac64YPe3lLy0ga9^QG^)jbJ
zBxNYa(+sNYY=R^hILfnskiK!pI`=C_u|O%mVDj9C+4iCk5tVzS>XvC$5C^B0;*G2^
z)@lWh-bC+==^0Da`Fibpa9?6wrtr!z2~Mh;U0+P&zb<g46j~lTG~+!O-tUUEdF&xF
z&SxJxXfu94G{%Be?^?s2ZL3tw<24aFncJ!;%i`2h&p3MvMUREe&Z;RGS#)oK&YNRj
zTLDqng>|o2gT(e6b;^qg?nb-BA@NmQ45&6A_ZF{%dkdX7e?cJY1C8OA=xDSr*Fj$T
z`8^6V?J(}*C*6Or6-7|Jx{>7_^&wl)TjsdB1smb6F(1QA59|X;ADoH3Myx)Eo#TX`
z^Gaw%7=3(~e@CDjwOTASEKsLmQ*1>`Jb%ZmUYPKDD_>-2mDx_ANts7DCfEYBI`oKd
z?<@QoN}$!q0b^JZbly(*p}~hbWxdFrI&mBBlF;kQ9c!!2qtWAa3ZRh`#safsCUZ&^
ze!fproQu<{`0b&Wtr9M#!`MPeRqSl|I<q?YsPdFqWb#@*z2r>poVM5zwvQDx3#YG%
zNx3gmj)$V&@J=eEY4=TRHrW@3V1O13P3|1aovlaPBk+;^aQ+TYGf$e^!Q;GF#5cZ$
z<qStu@X(k+UQMQj@$}$=CI4hF%KN4j<!_WYKh!|uZ^e3uLeIc7+$sYo053sz9#%;1
zunAU#4Pt@onT1wAJdZ1?M+TD6d0^m41_~bnBn?|Mes5|?ZPBic>I~@>xK}zG_}O1b
z%J06~-ahsC3A1xl!$`g<%qDlN#oJsGYA3X*aygYIwR?Xgt@02og6J2*0vL2L7NAl3
zy{Rvv&Rf*#{`;H%ehr;bu!kE|OfBY6(!Tn`hGT%N^C&!D_%4{jxPd?|JD|x%lbq}O
zp0bfh{48^5+X_egfCyqjgTe5_hXM<*O$&mWdX6}~&WOsT{uxBmu(X|ft77IbTGtdn
zsKQzXtAfP=&L-rr#RLy$OdUH$Yrw=gd+HyFkm{}AnO!w$2{3g+30oB%F!{4A3GaHB
z!eH{Z?}-n}_?~L2_&Yr$ghSCG86Yjtg#~bs=RChbo3JI`O-pr5(;#G(4us2oC=4~s
zbd7DFv=kIGS1dq+Ft+)89HJM-t0vjXZNKRNCzm63xc;Ps&*_s3eoSD5ujHd>;dMd~
zmHl-K?qB<(>1bKtciJhR<W;-fcBZ&Izdqs2*|VhBe~A>AKv_1)dL$*nfe|zLpuQwn
zYHQ=Nsq>Pu9^qz0-l{SozFFW<f?LXq{#C@6{piyR<FHvtED*#t=B0$j{ejqKfqkp$
zv1qQ@XnSqPx8Dp8;}%URL44$;5cg!-9wUr`&R_7Nx#7%f<bU^!0%V6j8@<Qi6(2vk
zHXss18k0GWON|A(E`YNf1W{z#PZXKiBQPth^v_HPXpq57$m8-~(<B=le-w@tDMC(I
zMQ2XuY|b-4lMSNGMGqtl6;!+%TUxj+Os2Fwo~x^4vMXx^J0z<E@oL3L?cdt1QAC^e
zNYVM3<FoBPbTCM$3}_-%4Uyrng{>yYAp>Z*6;$uJ6K%S{`#e@K_v%&AEuiF%)-bNr
zffB-QoQatSHOS_kyF6Pc3purhrV7PxQSj#?*w>U@sI(|px}9%=riS<HWO@IriT*wJ
z@t6o<5xvCb;&xbs1PQQzFJhVu`2P0l8Qod>ZdNp3iALoM29Bz1WYTfKicaOu^AdEN
zeYb3rJ@T?*Q+L$OzS=Ir{FqO^vT>6VPWiE3Bp*_w+-_gIc=LtT<j*dO7#FnFWcdXj
zY)`aTyr<o8Jq-7L<n%*`@IjP{1n2N*1Mje%S=fSZU`Md3)fX}a`W{NIRB3x-xgYYm
zhv7N8KMn<tl$I1*FstWzMe#_7O#OPy47}VlljJ5ItMa*|R?PrT`rH?SLU%vHO%CvR
zC4iXlr=nc7L7dK}oL<&}8ms+*E%?naa__Og!3Gx?)eC-w{raTxK^xHyrY|w|U=>}z
znz;ulMr8)fUC`P6BX`k1@XrEz9gYlGhsF*B?V$_%qf`l$o!IpGl+&FdEbwU`r?ObF
z%&Oz^V*1qA0vwL$Ti#*eXCzH$Z$XRvAmv;OS_o^)fE*kUVj}e6hV<2<*PcIqu=RtN
zViO8RenPOF$1qb}m=o-r82m(7A>)d)O^(r80<-XVw`p8)VHzJGp&h3cBKtYUFi+DS
z$vueq_5}kD`S>!|AGVDq<OqE6^&{jsZ)K*<_AQj_@Y?uLVR1u~%u0eE?-mh};Zm@2
zUzYcv>Ou#*WaQU=K@+thd*kW#ZRHe!p@7bhT{xdoP!C6>f<x}2gG|vKU}Sn7is6a=
zWsF)WV&R2PhYlti@uOMayf{-vZ?zZ4ozuJKO*0@5WDJ@aHwwRp-?gz4;=5>c5l2B>
zT!M4O&D$k?2EIwqclgT~Azun0)esCmc$XIKNE+$gO#-dB$oiDmFem2c{pd9YED+)K
z)*$Xf%I?kR(|yP(eWB#R&CUIhcJCl+4FjU(It$QrdYPbu_!0X&m0HrjH4Q&Rhcb&7
zhtkW6{j8S;W2NF7u>H#hBY_LB6H0jB=`JV^@}l*+`x2OT9kFe2`Bg9>potANy5<Z6
zt@dKdD(qnOoy&#ovWz14Zzg-ppb@Wc!*m(ZI5$vXfe$O_piRi3K5aK`_i8=_^ae2~
z@Gf6mqcIURg(Q6->9yzu?&$lO)k+u0zt6@{!E_v=1#+WStAAu(W<q5L(An9(ADY=Z
z6J?)>x0>x2oLeKNL1WxtaBgD&cJ^mfKjQTxt-c9yu^2Z>)MQH!Hp7n*G1I~vyhrcO
zEa=@j&JhfO+bOP3Daa=Bm8jxYICUMpfK6P0NtW2n7xHISmekf)glN9VzgFe*>P^It
z??bZRZPcU^)~4zsb<Rdjj=Erx^dqpJxjUcA;}JDBlMqeK(vugxNZ}@GgHpqLODb%s
z=hg<rl&go@7~j@Z5~byGiCz`gvrb?!W;#+TTGe=Q?9UE{>C7~DAs%+O9Ug3ur_}M@
z8C@rx)ZMguuJSp~o%8j$HtXkM_rHQ;74L#a(KQE>r;9H+K}}4-0*<6?Xr3_8eZIT~
zYySj8VcPzPmhrkI*TEw7|Fb*loMb_05G~`4X*vR9YjLEOBPeBqSOE0UP6$vg7P^eV
zRYrsI5+(Xq9Xz$mFGcPT5ySi<wPJM*RZ-K^()O`;gBZlAzyDQv1qRHl%fU1u5$9sL
z)7LVi;O35wSHHC}e=d=+F<#%DZlx3*?jSRd6O;Hl)eJzW<cdX%?yR>C=|xTa7$@zc
zX411CCi@ma$7$jB5WwH>k)K!1N8yj`TW;Blde~hX+GH2Im~}5Eo8fg8UQxfI*Yom2
zt9sm(jN8%H6ARWo_1QM2wi;g^Sw0<am0Ua>Syu3|S09sLU}!AntJ=9<HE|~&`l6=3
zw}7wMZXt&KjDDg;^SV93EZs$?hnqKF;9NL*J$*Q&nDVHmTzll+1<VjNl9a)JD!mls
zwl697678ptHxvkX<<PG^R;<iOdaxGws8rGq3%oax@tHBH{)CB(o+B=Ll`x&+>?t!p
zX7a%_em3xW6XR`qKjDD3gl{3LrK9$rO9y6k_s?Y1rwy$iec8MI(XfoqsIO-?UYwqu
zAy-4k9j|}=&yp(RJjv*p5>Ul6Fy*V@76QDn5ir3y_D4~JgjC-Nw-Cr9LC}l`nR=Be
zyXqiS_vJC{R1|f;%Erfb&ylU!LJG`hw=c}492LR#wOq7%QIK8nV+%AY1x;f_b9bDf
zJ|<{>>jZ}j4I788J=Ut#H5LHXlM04JzsJNW7?itEl$sq^{$p>&5gQ1}4nKlmCm-_D
z3lZhX^8X93`L==kd+W16hN%xz1^OcHRkmkvtvX`R#lK@a*a2OA`eMGQ0qDwafbh(O
z4st4cf0CkB@+RW4q$GD*P4Dba#4l)Y7H@K}kLbv?68$stQR)hzv6K|;8;A4jkB-`<
zR;XTi6xjc>O6pwS-uio#j_S_!_p@WJwRUcfc5d(Y3^$zc3|lwiJa!e&!7m2lv}@(%
zl^e19A>iVxKflAb?~VGds5_yDtC+V)P5##JA-$ik&7cTcRc&;mVZ_w&!W7Tay_h#&
zZ({1geE6SOBzLlL^h8s2k@&|=sgNmE6DH)-I~UqVU#lA46r6>73fi?s%4Yi3sGfyh
z4f-IyJCfvy$Ml*Iz-YPODSfLqB4Wez{k}mVq@&J-cBqp|cU1XMU@zDe{}b!%Mdf1c
zXF8e%pL5rVW{3QMCoi~{C~UG`@1ZYm3?2v1G&!qEMBhtL4ZZdp(h!MQn7TX@YzxND
zlKUhbWkUr%vhR^Y)3qX7%Tq?i_tOC~oKFDt#W=S%jnd(bpxzWu2X`ECs>#k$ftR1>
z6WHxf(|SQi!1@S=?4CJgD3t65P5CeR3&Snvv5;?3N{wtg;QJJ36rcl3yYdst<HOqT
zwz3_vg6{jCypbz=z|ZZ^X*HlZQ9(>OENKpl!FE<4XlDm7X|dG=JGtKQ)2H~DoDvlU
zpJAj0V5qk+4#T6r&Om-UBS-TCvd98rBg3~R;7-_I8nN>nGUYLRgLjPXhjO$o_Bp;$
ze3@3KRGoV5i52G3(EenX!H4J778UW!k1ux03s;zk8wXaR5|*UT3b~AS@T^(6Mwh+}
zQcXOLpjW+bNTrVXVZjBMv3QL}l`Jr=miuZ?uRN$8I1nAmtSz^Q;k-!g9FXDHsoXAG
zzkb45E+>#W`w>y;k}EP<+hv(nRaX<gE*9;hsTu%~Rhe^f;Im4ejx5aDm_E--NIG37
z^*mh2Sr+D1tF%|<Eo1VStfbFL-C24)DBz02{GRr<Wla5q&_;r@|56r|ixbxaNUpc8
zK8|r9qhnur@XlDyw55)YvS*nu>Jp8)csmz9^CR@ErD60}x0q(=VNsTS<nb{1xJP%g
zeNRZ9T_eK+%W;dVYe<?$fDu%^erQW%+~sUiL4{E)?ipEhQijkc7%{#!VVGc@QkHL}
zx|$xpTW^e2g7sbI6uY%I;}>>SIF>koXTuYkZcp4@{<TeFkxxUF>=twMUA6yJebua>
zC~r6$3rh83G|Y!_8p&__^xF=X(I$Kb$-#CW&A5er0mo=+Yc&v<y~Z%{!oJCa3GO=;
za4g_!0NYt_twIV?M7oSa=9oqT1(Mv-gzS!P3K{G|yd%iS_L3Ead!?+uf#MdkrwYoI
z`3feoqUhdv6cOAv5JN?}bxH#-K3fN=?`R#F`AGX+)#8is+slQlJ^HtCdJw%nxda2D
zQ0bLV7b!$%bbf~_19U}=w8bT6zjvce7je+lQOA*^IL$PYsu}+N&Ey8#O;o4~nzyFN
zyA85?ZQW#35EERkuwG6C?=A<u`>TL6Opu)o=ClITo#DSv@OxSoszl7_wGU_yIro}O
z4oSeN52zYlaK_++p|<B-@!18Csa?%13aIBm{w!JhTSjIUoSX+1m}2X!Rr{sn%h=mH
zYtq`w#med0RXV2=XK4%Z15IJ0DoFW*NS=at+JW`UCK<ZbA894n9G7&&>DQ)^q;t8M
z<wGLoLuodV1{#&_u?Ah$`l1RPoB>b?9s=NWxF#h$vi#JwH!a%!P^YZXoxGM#kN%GG
z<j|Ex%H)(F*E0p1Qd<{?IT_|wTJdX@yd0g;4vw6*U{=}NO8bKRW_q-BvG3fwDkEWN
z0F&i@zFrHMlec0Rjs^M*!P<;I6a9490#mqn0Y{AO)tb7{B0Mk^qtVtn5QksJeE1c0
z9B<4&3=g&A-=AdC5UJQz<>=$UzZ3ms0gsQuKFP{BxiNQaKu=#g-Lc@<Nop*He={@k
ztEM}TGO<bXGi};P<{gi)30@h^BlRfmBv%#lj~OA|U%x)sF07RnlpihZvT?;5_#I09
z+dh!4W*B9B#f|luT>>z-TI>ngzpN*V11^;N&xQKA(WB5;2P1ccIN16LyEwkG?LMsg
z2~cYt(6sQ^y<z|QdWdQkCd~biFa)X%L_!k>VD>j1)&boyL3>(Zfiq(;ZBu-_AA)K4
z3`#?|c3u%E6|5jrjvQt?y=6V(dE6IDcc~zS(lTZ8)Yc7VxqI8NNfw=0wp8U~#!+-D
z!N^n8<V*R4aq5NiI|W-S`X`fL833QI=+SCB(iUX@T7unjncGBUZ>FUH`<Ee?Q6WX~
zspb#~jZe-|HVL=9QxgV{A>9Ll`!khh8(yIed(tV@XCrT)i#Z=TemYvy)i$O_!kJ)~
zbUShi<KM$_4H=%scYl0f9{j+e3ZQrA@t&{X+$l`7_Ifs8^sPpwC8?!(urpJS%r=lv
zI)L<&JVTFR)lOVco%YI)gm-07x@7*ja*H_jUa^|!8X4h^{k(^kWJ!;{o(2t~Xx$i_
zX%pP?@>diOgH<#F@J|dp=&vd|5u*YP5*`N0zAs$YNju=IXxJV5`lN|7EbQY<?VCIM
zlgA?x=icdxbNr)+Cy}M!=X=L9n)y>cEM(tpT!ss{KAmRvHBj|0?wULq9pECcjmSCd
zqv7uzePT6WSQJx$vYK~Hvw@87NynSmP&|uDen>CSM%MFbC3rzxT1QKB#4qa?jMfc3
zp;tnCv7yPdlf0^6bL^~h3e?))B%o|6j<j)E^#!ETO^+)lnN+@r^`HX7veB9IkW;!R
z;1|ig2J^(cs;!`t%mh<-nxLh+lkeK~`sJ>833OVCVuAdwF^s^5_jVweW1<9}ID)*~
zPI|#YwDR{JZb&<T(bVl~5X)(Tw&HqaKGRxBpKDi1(C^prCU4(PEmoTKWw_d(8h_O`
z)o|v*l#F9p*j9exG00Sc)(Ql5#rM)qZHbF?QXz-$!SSsc1!4gL4sbVU0R`zg<0%%f
zJ@FzFOwx3kS(~+!e&*Zz5<aaXH79ry1sgM7zyju}GOT_HW&Q8ZRGVS@0*zQ8kn-oI
z*g7tmjkbt`<%UvK6@|#xL}i}UOq-s)gb12Sy;IN^fZ3wJ0@%L!h?T<G@|gS957);U
z3T`amqf{rj2+r-Q9RyR=bH0#wVD>9eL|%2B&qo;<vxpqqA1r@T?w_A0Q_hV@L9}U%
z)^gX%Z8eqWu4|6eN#qzFS3kIvJ5X%Q6uvx7Fn+a{U}|ymL=xs!3TF{(7P~BY`=i&i
zc24EhC*B?#30JwF$l*&#;3a+E+c5Tb@Fn}fE~NNg9#6$#nOEAAg@_=3&8w#(_sM&k
zv$$BDQ0+T7d<8nuXN#jzHxjD2h8H*X3r$pNzYIf4m#Z&Ln+P}I$83!Yo73Arp^%UH
z6fx@Zk_Bm66aF~4Pb1=E(b44E(JkV1DrE*;S}EnPjf<>tYowmGyB$=9cLwhXvlHTH
z54)xDcIhoyrd9{5P~)~o5d-_2BoddrMW?#9vl6er|J>%lC)C8Dy!&D4!~L%6&?P@S
z>B9w-KF9|Avm%ZsDu14+ysN!np|q}{Hda_L#xhJ#otakZqa4FR5!4hKu30&<&t1I1
z5OLYge5#6L83>TNBu_2nR8CbIu3GXP+yTUkxd%eiV$`2-6+{tnAV|=~0w79QN!I)S
zU{BCbS!I>nLWgXD^trRnzv0y;BQO}iq=Lv|q9#B3`0zct={yHFDh|Xa;ew}gKfl@G
zyQx*p#Sf=O>F^xB{!}h!C%0%X(8dxSf)~k#gVBfBF*5QRQ$4J>uK&xab`n3lr#zmv
z@WK#XvM@<pT(o8r+bwbCgn*%@3DKbFu|knVZadXbvKzQT0vGR6Mt$~k-cb3yyMezo
zUB829=jOGVf%4j!a^HNl@{|ppT!~m3GoC2_QVF~YuSd4~{2b5#dcOTGad!Xi7`_)g
zubgh`IyN?P$XKOpM_ZZfts;(wz^#72yrwe(_b%Y>Yxm3T*4<QM>YiMBCP!KUbeZLT
z#p4<*UDyr@Hmx<Ns*}pN)`|E~#{bT=$wDg7uGe`QtcZK%eIMKwrU0@riRYGoYt|T<
z9PHse%vp!LY{N9XJsmdr<*qu_gM9n~w$}ruI0M#h-erS%)$qs;SaX#OXec-u%Z^Cj
zohz}JCl|Wwm@&~HDuqK8ZyBveQ&L5<-wV+{crB&R>%ZL>3WqXz{9nAiWn7eN*FKC=
zA|*<PsGy(-h;$B!fPjE>gVHe4T@E22T>?stNH<8gG>Cw7cgN5SHH`1c-uJ$@?&p5)
z_xbeyz)wbob1tq}=UT^ctYhU^ipx|!a*^ruNH@H?Ri99W?XRjnK|eS10vEqvbZXi|
z3}QTF_1bAoaiuft-qhL1MxFLS=1&X*i<tv%3&=4sKrq{KrdCkzsUVwV^ypBx{(=X+
zGo}Dzt2M>THK&e0E@{r1zT048QaQei?~%cPc(>bI4|PAgp$53{TtxsUx?7{U6@mKV
zmvY#Rfr-h;R)o2qoA1ELbe9#Ci<}TE`&5B>Z~hT6NtoEJQ`;UXvXb+_T-cAHEP#Fr
zSAf3D)Yh53%L*W30)VSOE7vJ_mA0pyX5N!tCA`V4t0Ay(NuoHh)DpXrK&X6n{*fy(
zH{K~YC+YEzaMJZ#l**W!$Vrb>^hecg0M&LR6u?GBKzNlX(;I*+l9~S5oGM1DFS_iJ
zVT!y5WJls^set1^&Y&zx-_WN@&2~L?rB>4{xD@Gy9S&z=qNEZTvdeY3ftFx~Y|O8K
z-qB9&SJQc`O*Q2X4vHG5NADm-YB=bQp)z8w$WW1qp8Mh3b{xaiVFLz13y`^2;ioq)
z^lCo6=x@~<n&<&20a~Tl^&Ndzj8pZZDS;q0MoRv97yId{{^Ag5mIPV3i2msbNPGJ_
zb>;tRVp4JDDL;z%VD%};B@inui^`5jtnuI$^>A`KJjf~QWAi$%dfX{IQ1|dG>7m(r
z#x%1gne9@*J|h9qjsoRcd%k_Yi?2F$=}0%t*u>PB`F6HmyALv_aZgpDYN=|Rzp+rR
zVFw+Wqbp&bWv-^K+=?!c{-kbvdi_DysAk7N$+&3S9G3kJN)dw)ul#j>A$qME$_Ih0
z;ao$G;n%vdp!S+_wzO_4xwM4HQA0nKJ4NQIXj8)Es<nam_^l&NOWqdh8D#gOlKIHo
zt@4n<_Y_C2YLs1=l}D%Q_PqY3EWruxfu&HqdlfH=YP3^0ynhh!VOFGTTMD$!B~yH<
zFe{+(=rB-XwBmmirhpl}CgD5I)}|lS^P$@4x<&TG;&w-xR_kk>$uHhKZ5Qw56S9r&
zPuXevC|oz3ouey-T{|9<wcL+GP~@kZ%4nl=$Y^`m1~q)qe{imK2`Bv()cuNOli&w6
z3EUBaE8V>EeWi7DjB=cECB>Ro*vfxA6nnRp^vNWtj3HsF*jXGD4*w?eOw3@rOT6bE
z-QXFBA1H9H+7zFYVwi=WTsdwAY!__x9Si7FZiMXJ*bP4q(Eo`cJzG#6DR$A~@M0R)
z{vPlQ-3>8vF91;39@-8J1VFtHoZ!Mw?oIzu@L!bmpbq-0;0Hf~gCEg=Fzo<2#mGO~
zKEa(_K)dqpab3a=K>6mwHlkp+)mX?o9UF?Y5eW+TOKhAsRzNarkvUcX>$Ma_pF;ox
zpvM_j6Hnz9;A=2gz<qMB)=^iBj}+@UCH3vSBL0)A#x`7;Ovl-7SxxQC5$+F6NqNS_
z6+FWxTp`k-J>PU<4ZYh$3w%vLZXsN{eRl8@1EosC-Ft$_gw24EGM}9>@`8V&A;77>
z*%=CTDlb=m(Ymb7TFJ~55*n4&gL@T|?U9tNT=-Y}E>gHf&A_XOF3hZfgCTE>FwqqT
zTLWzj&rM>PH6AE@e?lH`ydcwWRV)FyOY*q$`6&$j0M1q86?+O9LrHt)xt`SzS(A#W
zeYYIdSm9q0tP@mYanaXSxUL5!KOIgqN-CxwFKvsN4aaabYcj@g=EG#%*LMHqXtRDj
zG19t@n9ocxnV9N${v~@f-5i0elqUf?8V;zI44LYcsFMVRvrM$+#fenzTE_7Y2m9k+
z>PJ$G)3R8<47qHJ$E7?G1f91+;bw=o#rROnU>{q=eU;o`0^Tl0X0UWCYFMR8#f<7o
zg!GZjLgJZ0U7Cr>v`gyKqMf~s5rGit^y=L7uU$BV0~iFrn=XE!B8km%A(?erCy37Z
zzOrve2Oq<3VUh>WYsehWK)$tcE$nhZDlhVOBJte<oJV-;Dzu1RSX+JAr^~<bkk#w^
z-Qq6>H&O0+`C)-<pF%AyH2dfIkcrZ5ltJGrzJ7=14wx$cgOtQYZUb3@0=VK|R{?3%
zUODWzuplfTKBw*dVC_hz*t49r=&|-vNe%5w0$AB5G*TjwB)Dq&AJ_oE#;uNn(QnV-
zC?a2QHVa^_)IBwKdjmp}$&>HIm%jFzZgQ@OWBT@J(nh*-A&7y(wvBD&v%2sC{N(x}
z`w;~Q)mo;%A4=11Y)PT)9IM#foxGhCiSMEAc=-E7jU`VFwtP4|Iu58=lF$>tG~lW-
z*j*gxQL6M4Z*GC7RR;FwF{FR%TryetjUWZJfZBjVQGntg>%*3hqgMAcjtmPPO9C?R
zH`<gU*dYEH!UK*w;S!AfrKIz!t1$n~m)nRny}%6$$Q;|w$T@+Q0vf0Ng0(7DY8R4z
zDE~!r_Hi|>KW++cWg+(&>-ITG9Y`}T0|>IIj=Y5=bHcw&`w4^2L^hU0`xKUKyFA|~
ztU=f!l{472^e<Sb)~6}?iV9D>-o%Vs=<ngz{G~9RO{u8fWB7?7|7tJ%#Hc=I%-6~K
ziIFL+iOG^I433?Sn93V>`_gFVhwo>V;;ocM|J;f6OdnrUo4eFsJ21oFm5o|j;|6DS
zi~-8+rY{|~*?ICd8kT@QXQej<9|8y3>IPZeSpBYZ&&7}Ub2RQo0h`o*h{Pg_YaM<x
zU7<bCU5syKNMZO$<?9yzVBNHutD&G!R-h%sb4?@A;k07h9TE9}*`M$EAC`S0?Frx5
zzD#3DO(REGn#GiK=fV120-@GvX+~N@2uC}a{<EDkvw6z-q3z{zKc2g_xmTXUz8Wf@
z4sDl!WUzN1Hj|#Zc?8=>%^a<nqZ$fp31^649a^AWj|u&DXkdhCPGc!twf6dVW09vW
zcSYO3Psa?a$LSx3loczh0B~LcplQILV;Iu>6XS$QkNN@<Yd{BUjSYflmdq8Ld-{uW
zAG&jfmhSZj?lDx>0LUHwLe=*--~0I|2EZXq&t2CpaEJ>zslv(qX@KSz%0W&pTGd8S
zZeZ)se*s%<%~e&<Wh*E7FvuDF!6};$>m+!lj1xhfd5(zyJSsD&JIESC)T18UO{mnG
z|K{?-t6#DMZ!L;LM-4s~>fYRyrn|P5IjyU09-KKP#<hK&F4M-r=IvpRn4W|q+-wN4
zN)L|DTk67y==W8>6_hg1^)}yYIJ+{G;V&BO{1Acv<$dMHp`p};h%{Q$O5B@%+dhXi
zxm}(zrxWr+>~A_)nbhjz$D}3i8e>ybLLNtsq!cXtwkWA*DmaIqJR8v1^yoXe$uI4z
zao@5zxE4tBKxwOu)Pf?cFB#!HndFh5tZZi-I@4v*7!bm=PB-7zD#*7sDw1L;-t+as
z*+ekWwbT2VpZ~gAc&P>afEc8NUsFLPtYoEN!%=%bZ9QIACa&5li6Wj?)|m_yccYgn
zH!jeArhyKl)sam6zZ_k9#?)6gSVt3N0|51_2BjP1J+g7TxTnuaS|qaDI-OTmZZ?%V
z;zJOGBJ%^i$um7qd^8yE-?=fRVRxlanK+$Ge6mEsCFmI5+Sl=hs&tQ@<RhwdnCd6S
z(g02E<ci>Kd*Om!XQt*)3{&%AB+M*%w#l1d<T^!UZ!X7TwDy&jT{y~h4TdBI$=#2f
zDN`5J6kB8_4Wr){PNsFSiQPN-t;Neyi%>ztg;&=n6JLM<;58g~+l{D4@fFMLJxvDD
z;#Z2g@wf>_&g<*wZJW88jaL%wF6GJch(`Vy&NV!ggr#R{oBjd857^Et@M~0gmMOhm
zTS;WUa@O0WE?sEvcw#gG5I!$(d(XPos?}fVYb}6(uDv|wQ677$VjyUA<sI%Wm$um6
zS>6HlipSlb7#zK4_>-{B(tmsaJAvGM@p;MOs98RMInK6?b$F>TNod30h`hg>dOa*;
zd*dJEciuLn4RS#Eqv6jZ%=Wl*nsD5uCy+-T(T${`%Y|}2t8t#(lYNl5B4kkdxo-cp
zKxxl-kk1hU_6ojvQ)(PZ&(zx+S5v-eAD(Up+qD-Kx_dG?@@m@2K~3HdnA#9WvZELw
zV{e@1mSCnQ2~G=16KCfvT3(MFdr$BIVtCkQy+UW_R+m3m&(+7|f1kj1LYGD6T8!jv
zr^N%R_BCC|yRF;hg9k^+DxuGn35vh=80OFeEj9`b;2F=LjZ`aH&T3!1p6+DVObzz2
zQdvqaXqJ!|)GbO+w=9(zgX1xO0;SCYA4cM$Z7W+~8kE}cJ4M_h1pyuILGtw<k1U19
zrC9Dks;5T7_*TeP_5WTPQdYWsa_);hBXbJ3m)AHFs*&z1@EL3UvTKd_^g-v&8V>CZ
z8XRJddC~3=Lt7@CYGHaYU4ezh{)sjJ>8It9R*M==MfYyE1W=t#*KHJ_hX)!~ki=)3
zis$*6u-;AjqtO)Rf={VrgI{-fvhA(2Ta7I(-7k0Haa!<<J5;dcCNszdiCSf{em&sN
zXQ5<et>v^Ne5)*B;eDBL_lxvVn=H;HZziV5Y0wD_HJ{l(!#zhnz^{{U)Ao#<YU<Gx
zz0{`gojF>~Elf_cCaK%*LTbM#oq%q5-2l|98@Z9kaR7P~0$1R~7<3LQs^cyHKWP*U
z0Ie&;Kx-kK1zSb_=8N)%9@ZfU%CsWne+NKR`WqHWz%lDEfM-}jyYRYp$rJp3wWe7g
zF%k|er`eI@V`z&Os#-EMeQg*ScjG69p_J?0?t|XJVjbGc(tI0-g_5xxT<kZllMQCK
z>rl7!p_pEMmd2crwOghkE7Iq9zszm$HSyBE(YbKW=YILwS7XQRIwNdcXP)$O#gbJ6
zYNt{)AIsZhV;=B?Bun82)y@6HpzO?FkI?8eDtcy_;oAPO#;90^!5Eh|WYJf1_n3Np
zpoJ$>ez0)!HG-=cN;ar)Ly-4_MlQ>JTpuDQH23Fvtg>=)%Z&B-&=6!_=M9~weI-3#
zcvfcWu5?=2VYDhQV%}+PiQg)ow<hYks?}`hjNKP|gT?5?4x5Rx@s`7B{K13eJP$JC
zOhWq2ii*DSnB^-IZZ{r0oA{{zzz(mS0e8AuE3g!a@i+Hg=JszuWJnQx2e&v^hbeqQ
zYj}%Qh#_@Cx0xuVCnfvJ2PrK2mXzI4!~hlAajH+R@#C@{ZT}&Cz#9$$!t^A>jGrU>
zw6-j*CHtr``mWujCb%-1d#x1oDkuF0WZ1U|sKmoth@({oA3B+vcc<oToo^gYW<;Y&
zWW!IXFHBBhVE<llY}I6Qay{%vhAWQuqQXQ#V0T*q$bq_qo_nr~iP5fpK&lAi2xX1V
zt8ufVdkl!PTKnzzX@K}BEuj4iufb+k8;+;MWxAB_#l)tef8+hj8jn+(Z#1Vez^`va
z`MR6c7{x!dx25bQ36r!F{+b_tECIX-EkL4*1}Iu+pRr}rw~06*a6kU(v3eGMPCn%R
z93(5M@QYS^EOmx?YXSvgKkh(<z_PI?8sFRa?*&6&5#y5h`l>r@<3D%kdLkrOi1A7u
zYj^en4Y^pdE6zSQXBrS>kut=m$5jAf*i++0-6;Wga&O_EM{j`=e%Cmg`z$0%MhWUS
zbGwU&DLQ&v`_+-DBpFLdW}c_J!tnO+rBrBcIw{k4R-=lWrkT?Wlq>uBK`dDazTRUg
z4_lC?Z|Wc41%F6zLG>{I=Q4l6z_<GkE-|L?Y`?a%5ispf2ihEz_*EV4ajAQVj5W@(
zpyYtcWuWRc)Py-%qpkp6JSca3X7UTjpVHBCvRVULH{Y<y$!Wfa6z4V6@S?E*N(h9%
zp~mN94Lf&$@~o;(n46ufD@&iw;z*&~e_a-;@fu0sYHIHMFw^!SF&&4}v3;wuuB>JH
z`u$~#o1R0Z(QTJgDX*LqPuRS)5nL`5Puf2M+vNYUd{KdiGxU0%%{W(_wY_lllYK_f
z6DfkF(OIGo+r2XW?C(hQgx^!YiFR~$b+~);$ur+?E~B^vV-sQa5v~h#W<OY8tp2ZS
zm*fj+TDs%J_D#sG%=GNIVuk*AKebGb)NRNr@JW7KC1=&<;>H~yAH~%(RP})%N?}I0
z8>(gkLfPNSgBADW77<cAk*nYiDGY&a^39woU|;wfvZJ3&bAYHe0b3Iy8&P7u5THN6
z-#*>}SHD0G6{?`R4I(q0JqT!^4HBdA*b(p<GtDq05m;Z8ticm}3I*h_vmr8%H~_XM
zhXUv5<tpUhlJ?Qx-IExFuRsmFp?|sv?@$f;?ZwXYvbRoIKp5A^fZTMh5INSAju<s(
zl+j*dffN-}CgyN;{5}G+nL0hAIBimQ3_EOmTQO#|Bj9DsKGp0I)!IP)gU_D_D(N29
zbL?!AlaG9{Kz3O=)^vD|?O)vyrIW_3&?+;ZC%kt$J?yUg1kbQKq7|RT^9UoV;l-te
z@!CTKHyv@yI7@xhkzEpK&3eWVCA`erNKo~%s<8);?rf+y6>6(n_zqIM+y#YL3B0yz
zUwNn}9Sm_d*?VKa`-a<!WQ#&T&a|DHEf{8QDm-ZU@JQbz0=GTNX{!@8f<7hdA4#|u
zJ&#josd*qR4zp%mExXaW>?$G^ml!({;TCebz`e%JDXsOD^e;ugsnN_jV2m7q8J8Co
z$ZP+0OB9=DC1SsB7DxU3D9))!hwzJVYEG5jMpUNnOb}cOT-o1zSoo)u8>#Q*&XMkX
zFGrBWsUI{iM%=tpM<tC*xE;1!?r<jlDsy6-=Hr&fd%P8$YepW<1{hdqGLs+-mdJ3l
zRH!q$5-{ZV0YLSOXgM#}gP@rN#bcpHHi8O|*FX1Vha6azSq=a8(l*scFrlp5r2=%~
za)K6+4}eclDeM1-YPpZDNid1kewrV|8+K4s+rkdG3;e6L0kYK*mkq0IIHm5R`yn+i
zB`!g#5+y#XaKe;)QG2NtqJy+nS>P9aeZBwg>vJGmOa6M%lA;Z;=KrZi9{;`Ja`ta}
z-$wh3k+e=m<^opV;n@Vs=a5_ih_RmyW4!u9p2b8%?_P`bjl`;*QfmK(Y(0Gmtnv{j
z+X+yF#RmJd*4Pf&`i|F_b|a<lp-15|WfgK7+-<40Rm0;=<aRj%-s?D`4{f8>9(qV*
ztY3dO`>}$O;3tLv*@-xrRoxW^ET;mim8SU8wr}o@=Gk&4;jb|#JMm)gh)F%nZ4P-E
za?R7CJpFTmtQ>=Eh0CoW)7Ymjh>AzoWZ_&(VKz8K3zH7ZCCgE(xQ?&fiBb&-m+BV?
zy6W)R@aV!Gv_7Vcx?<>m7oXOGOvMS)TOmJ!S`VDrzpYpb44Z-X#RWou2k;JVhr`8r
z$h$6WGDr3kY*03jP+Ulu4NxM0g}0w;IK!C$B~h`qTR6%WY+M^4c(2|oLf-^sEg!IM
z@dd2w4{QU@bRa6jxcDlN0zh?C()`Tn!N5<9_ZLk3XIQ7)uJySasDQs&U`!1+Ec63M
zGf=}wvTEi0UjMEvh%o9rDRJyJp}X41wi37~mCTIs+>~ujY^7YzT%BW~MmxCs@)g9V
zSXb=x+?YW8YoCo7XPq#kpi%dEqN(bwH(Q&&TFve!Miig;+LH`kO6;e5(xJmzRa<d`
z<F?_x<h;}i9D6-mh<`Yeyu_(mFi8=xR08+k^gN%yS{1+F=7i|%SfI+wel<|=x>nO9
zo~*mA%05T_;g;bS(=LA+%I7#Y%oi6!9JjR|m>=RNH<`Y}!;8TP-;QctIz3foA+&2&
zZm9oK_CaV^{<>o1V3rmCq8)^KzuUO*Vd*yIn$p^MXgB&Z83NsF&KUUU(dXi6oIan-
zTM;mURUxKK@l2PJ7K}9oOGX4~aS!X&)XZ3KuV_l9H_|#QLi5o+fKD0_6_jEATyi=7
z?{YO`Xp7yFE8*k8#0^ikch7m|hIlJp%3i}bTu%9wNFTi*(pMsRo2F!}2}FwTwh1|n
z(2rl<d~{+=cN;h3yX_j>;-LHLiegQlrOD7HVc4e*p)(kV4vTZ6k{E8*a;aJVTYEk5
zSceO<qnl!9PRX=$l7D+y@LZ}Tj8?rRgq{XG%Ap0Yk@pR!c=_v%yA7y!<16Q`vY>d4
zpU!gw_oETZZxne!R8<4mSoRcvO8Y=Y;PSC%|8E?4K~U8U9_+h4y6K4ij1}Jm-^4)`
z4ifT?LqOvQw1ay|SIy6K6}Be~g(HcIK?W12nob-tL5LDht^4AuSe)FmhCk8c$M~Yv
zE;Fm+R(Mkt<XBY%Jd~fFHyqP})TEuI<a3RJXy=bw&a`6-yjT5}@mH2#_E4KfGZHvD
z@#O<6Z~{7e^pkPexoyHpyXtxy*eU<!&?m%ag$a0f+HzCx9XhhC6O-nATc>(vEaXEZ
zR>)r)tIIZ{yHiT|1v*hmu7RLy6x>CxU8jzcbAQpll|Nrx9i}USzq*NaZM5Qj@fP0q
zb}CzRkEoF9e!RQ<N(u{0NbcoJ?YKhyKva|@<L>!nxRK|CLVY|~I<iOUc?f;WkS6L?
z?j&FfOeX@#P-l7FmL^t|jCNQrC~i3~!Z)M@iq1b5uf~A5juxglUjomppW@DNihH(M
zq(YW<DTUZaI<3bE<x!ZHLLnivPPrrh=D3-oYc-^&36nhSAU7b3l9eFw>SF(wwE7;b
zBiJ5bS5Eq;s${M!?;Qt0XOaOx4xU<HgN^d6fE1aV^dB!VeqxZr{v_XEAa%6|`C5c9
zXxRpr@KaFce;ZCnagm}dUX){;nqW8B0#`qsSXcG0KB#XfVX%}Qxb&~O#evxS=Kn%f
z-ycDSyPF`_oNdjzL*%Sf1okIv7!ERicexyS2Rs~lpAQytwG9?pm*qnh-F0<K&t$KG
zeC8P+jcUDEFJp8BUp^tUO`T)S`9+sCTX^=kjuusvG|6ByV@{24h|iTt;wKMK(^pN)
z>aMLzvQ#-L=V;3<E{Zc@+}A-hWB7LTxT{cz;8YFuBQ2rIKJ!RKelul0PgA7Cy<N&D
zi%ISLj7Mv&P#0dOJFXtCCe`}L5VfdIsPNbFBKtd^YOL(O7GHYt64f2z{dFyVZTC9W
zb!Nl<%s55&hT^h3&bDJazad}W(rnB^E0_7Gqq$AHv|X)fak?+l_#1-e2&`f;wkwVg
zG^`{$1zj5XaWac`R3dc7bbFmmO0=iXvs1qmYuss%?H~~~fW1qMn(<?w8g)yc#;J77
zvT7+;(wx%lv0U+<(uZQu`0HJ{?Og!wE!B~O!fR`}&bcIa4}n-4NnFBQrfv6(zWxF6
zM=v5?JNe5an(1agF~;Jm^V{Le=k*&18Yjy=w1keS(D~#_SXlu3TW)RmgQg8#%>%Qo
z*8Vo+;$%``o#ErSwjZ`Vld}d<wv}{#|8Ahn9g<Q!1G6O#;KM<X7EvU(+2<f6K@-q~
z5y|hPWeDKNtAJFItTR`${H^Yzo}m$%l-i~GU88MZ{d;Zq0x4;2^vb0MEeh^YedNVG
zZZ%91+^~oR2Y=lk=!6=A4s-JZ8lbs<_R{`SoBbd>820B-CJ<mgj~AN5_pX-wx$%Aq
z62Ki}Rkgkh>qy5v_s{{`>dAv{HIUl`y?~9h_M*e1%A2=(LfBh+!h)C!N-8hz{;py4
zQrx*G`<{iC+`s!D3zXX`s*#Z|Ph%6Z#@nyfDxO>)`$(kO6kX$jM%soA<qMOn%*U)V
z-re?dG)q3`qO;{Xb3gG|yDn?bAbz`TCDgZoGbBQc&eNhS&gYO-r1yE$gmSsA(l=;;
zd!Xg`)2e-i@8472`wQJ9!r|!8hm*Fa)FR!=zMsZ)*E3cnw=3AveIaQ>k+<8A@F8S8
z^sTM)*6-Ut<_>u=Azb)AJ=rAA`6})-6DEf0>MPfe0LU&(e|9SlfsE67%X{OyQEl;c
z@mnAKjXAa`8!@q{2m4Tr<0dJl9!EB{5fYCD#4U<asi?G<uD*G}vw+KZ#Lc}D;?PBt
z>2J1uwYgNMo32L4snzS&vt}<FNw)=|`Ooln0g1Y)mWOe9u><ee*shPoGixl+BxDdt
zP+vWyQfQ8shLLYjkBn`-EHxd2lC>BUA@NrPvKMh4)E+eoZxrWE*{vv+7vaiQ1Zl@b
zDm%0v+1_7A_~2nU;gr-e6-+^8v+jP6RcA5h3uJ#ScCClU$H}L=g9$h4KH^i-VpUi;
z2tNOX2;OMEAc7lC2wd9H&8C3(ox9L|<G?yh+w_stkW&T1zuYeivtS)O8^Bs{kJ}*k
zw=5Q;`PdayV+)`fBLr!bC|TVv)fjz1!=Aj*MKv~hQH_oK=W0wP?z%KtX_N%M!kuiE
z>qXeTpBTM3w-x{P$TYYRe|L_#G{2}Dw&H4>gRU-@ah!iD>#o0}zIc;9`I3-HxpmnF
zjWGF{N|;e~(6@V065d1M-yTcpm9;^~<#QdK7i`U;Hg5*7KLuOF><@|UlhCB_bu0{*
za0^m8vLo<3I8t=SCfEXPt?e4dwyjs5iS8|2QK2wyw!5?uvahu#;k}lHRDZ0kBhZNS
zd)G;RUT?s1DN4}$2dzq^{#Y+@65-@^i5ioG2(qcQ2)B`#sZ}jRL2%w$RHMDSyE82X
zgQBd#^P+71$CF`RS-5zSmGnA8YCrVQG;L)*d+WpI4^!j0`{KXxPVg};&PL@XmUD!m
zl#tL$9VEVc4YY+FYD>CG)ZfSVk~ovBcU^?Hc)*(NGnDQL6w0fywf!peInU-O-|Hen
zFEK%t1@4=HX$2n_Jk7>6@MWniS%XeqYz9tJU24O@!?c23ZQf04UROIhHC)pw)k;*x
z8Su+flExl8k*R&l9xKWaan2#bp)-ux=Z$q)fcoz`@b<pYJJh6WjpTV9XPE8Nf7gfK
z|BqHXWGf>T@ufEfhuh$3t*-Qu7F5Zb621Y#Jc);eVg-`KCv@Dv*A6tl;eh%MhcA5Y
z3mlml*s!Wq0ko7r9y`xMzM#B&X}3I4At2=jTasfr1aZkHL)Ig4a{-G;aAmwEXJrev
zm}1_5yb216zVgEkcw{4a4emcyN#2!AohPr_*^O)7xvi`9*vkTA+nP;YWQEpfWxNij
z>caZ9ea0WQ$w`k6ihWn-1O(@SureVzpx+#7KobOjjvNg=&OwhSXp%v4YvM*yV+uBI
zjM0+-%b4kr-)P`Fhgw)#%UZa|xS)nr9gqz)W&;FI1!nG&i}vfHM^VGk+`5FM1vOVU
zivNH6Uq8Dw{<Hs8&(rl@D&1Swj8-UvA9m~aJYPygnF9B!z_0aD<$LVBL86RDxJ!R1
z#KWwmcUAh$c}@#Txz1=<V$ORyrxs0m<<ccxa5JD1C~@n%ZBY-CSrXh&=!6#EP*{+o
zKeXB-sU>sMG>@GS2P@T4O?a=8hxu=~Q7{0AB5gOUj!-?JNy|UafLBq@m~aSn#3@Da
zjT+0W-0K-1V`K-_hVBF9VkT|gcLy%4*SF-JkYH9lwUM5d(yiPGw~!6LVOCx&{%|~|
zQaW}2&h3&qPf39h7M{ogJg%;6gf*t7_}zri$7Ycqj4UI?X)SNr)sh_KPSfq255se{
zbh^xTTgs#F@0(~+(Jc}BNb)l<&Kgd~Cr*@kt&^jtbp;VS&zLGWK9YStsVLxV6Brgr
znrG<>l^^Z_X&E`}wO@u;a5#sTj*$R@MuDM<u0+X<hxgR^ZU2Cgt^S>^Vk5!#98N5W
zHxt8R5?+~mI?lVZN|#Cv+zaE?ePVdWvhuDCDYk(IPGi@l5M?W^ORFOPy}Vuiv%D=M
zKEauSjZmN^LG=pzrFgZP0cC{13c3oi$L+hbjh1e>pmOPO(OxVhN!-As@DFn!I{|vs
z`(6szNI4vp0YWw%F<QnnxM5>L0VLDLp9rU*XyMx+InII{7z_c+(O(*M|1<^a9_G&C
z(ooVw6lO^Fyy>#ox5SLnHshn$@_n+)9rrHv`e@^uqEdsWvGe`UA_ot~zhglB^amS$
z;hC4TURRqBpjfTvq0P{gBoaOP$8(?jwjOg<c~iZt{K{0-YTtH0B{`cd6H1h8olz6%
zXiL*Yjo^FmVX7B(MLDnZOjk&r)nKn>pKH&fWy@(PT%>H_3?=1K&5IOnE^8liB!O~w
zioA|(dOB7bdGyT-lQ)YCA&>4qT~JV|Ehz)sXo;^jq0*@tZZg%|Dr0_gbxeQ$gB+yZ
zEBmo^mf&}mtm##iF$Vs3*|t_Lsn|&uKJ4cj9<j2zp;cQ|`^e1ZnV(7QT@zL|MusK9
zB3wrI5zWk*G&p|VcA2)hBXds@Z5#>q^j>JHGj3tNxS!WxzmQ@Yw4@W;udB4fN1V1u
z8lO~{5?8UxvrXc)I(#+WFC%4_0U=<Of3w7zEpZ}EE=?nJHt%HyZg+IE#|*pH!ByqZ
z52OQVNfMys1~EjOEK@TO_?lh;*9q*>DM7#ui1=S_K%-JjyBGleFkbU%5w()fwl3*q
zWWq|e?X~EgS%91@d;%_HYhVP%$Zp(eC_TCfM8|tTTCRK6G2c=nO-me-wrjRyQjC1(
zAVxgKNMsnRG}_MhZGpS0p$)d*E(T;01F&7LdO?sX5`$!~kRKA`z#V$Pe^NIU<_rt@
ziLnv}wsKeo2)a=Cj-X4C3xm`dm)3pX&90@7ci-~}n&O9yr2N)qEO9^`SA9VD>j!Xq
z&-u=yHbkDRzJysQ)bhVa&9K>e_k$4oOZAMm+LE67!y2VlpG=Qh&aS0D2O$zKtnNG?
z34v_#2)^m8v6?y(cD7GkuJ|8q$;=HN6GYpbIiNeTX#1jn<~PbzJ(n7|0GEQc*9G4F
zu-a{nAEn1A)AT2Lhn8Efs$w0q*S;F0JQIRYcFr37AtwKXc)nrU=dh7vFrgMdrgu6-
zbvw@XL~NtY#{H1iq{L)LK0xS;V6z=&H`1GWS|%%M#pzIVRIS&Bg{Qe?Jj6-M7**|A
z>vnfBa-uPCY$a3!5ejF(6*5f>IpmgYN@g*SEM1-Gc9*P5Mw*W<y^uLpq0=}(V$#dh
zw8rm?Z8;1at3OMoT-Y;t*UH%wC1%fPRj?R$JI1@Qmw_(}`2G|2kq@)DST0vw>)4ZG
zq<AcKr{sK-&vI0_%~l5y&|+F0Pj2>loaV#Sd>Dm2BjbJJ{l}kPdWR9?j^taIp&5q?
z3Jz?uG{(iPb4B~b7r%Yqjqu(XqvXGtB)lsBkn~eeShGS||7L1QN$@uxp*cJ0PJYJd
zPR9Lc2_T+x<2~yFcj?vET~@!LF3%Lx!L$mW8^NqRuzQ+}O#ZA@b{GhFPbkhhbOvkf
zh=KxQmK2E<bxrIcJr=EZ2Lo={r#_}sF{V^KsWjln%87oeU3hv5$`2r&1>(bbQ`EaS
z{lk5bgQjz+Us_7~f8oapa#Oq^5MBARU~A(4XpDv|5(A=V)cOTD!hl~XSd69tqapt|
z^Do04g;5{wEj2QjA-?3h#<!zRfl7W>8DJIFaR3^Nkcd0C0R^8JnN_X1wC<{z>B(>J
z5$ZNXdp?Bi+y{mSQ@Zhr1lMK6Zj%;cj;iT>oEL_?__2AY9xtd-@Jchric$3eO@?ba
z>=x5LclgNx$RoaHf;__E_fIVrNinvlDPTj)DP8&=g-t0;d@uca+xHwsrSCOfxKYAy
z-s^W<)iVLVEfNbkCI#2jDx4D>GhCJ)brpu@eIBPj@OhY(tGrU&-YIMs<Esy;mus(1
zGK6~IGg|Z?hoA3o8myxc9PF+Vj*yO~-E40#@I4vs{&zK;&s>He_xWQkgj>rW{s81P
zX`#yVv^9l=2#@>+w4PD3?TKA%_F;9{f@l&h0JtoJq|F<lUI0?KDbU{xHbTj6Ex>lx
zJGl-m4oSKq3+G}KC|vB=5lLo&guUNK@-%Jf4acjAkDm^pedD*$xMiH6?vEU4`iY@k
zcuvZamSyK8X(it==b<>~7a%Ex9vg=9mInva8Sqzzn67h1u8QWv|Ndp^-#VhDIE(BB
zX%zxdY(>WknsH}PEzela@{u}&{I^0Rld5%sO^<j!n!(Ds`#!wb&6Yjy+tzyXzn0$2
z%T7e5-wc6(?l$f@j^j3pste7XyK{OQ*C%g|XzRMRA0dO4Vc;SaQ`J#!*+1H)i6&mJ
zHkD6Q0Ua0FpcC+l5T$baH|eM`&C<`tJ%zn#smB<T5!m=XqEebHT+|&?Yx<Ts`SkY|
z?-_)&pUF5e;S5gB$!Q$wxDlLXCZM_kMnyITg+1~76H^rWrGwnjY4_mV^@aYX)gL4C
zXI?(BA>F3LSYU|nwhp-7YG;M8N|l`ul+`Gmh&A~peeLDMNXBpnZgwO0xa+U0ruGgt
zth5oM@E|A&-N>HwyT#4=$JfydF9z>gLY`Nl`)ygeSU1;MN3)1{m@i8#FvJMW4(Cmi
z)LIjPffRNVxPxq{RXmgN+_#igkBK|nOv@aS-=u?E_7QAW8f-_*`-ki&yI^y=3{o8u
zi3s~=;o1SJQT<GPD}HPSF*@xKJOSq?qj&9-KRJ@Y=eqBl4k!&d3Laas8V^znX^rzc
zih6~%1{G+mB;$%{{g<VmCs`UG!8ZLjd--kW#AzVyF|#@^r?FTEuIsi|S<jKMiwE<f
z2MqvU8>nETAbeT=Swe#>&KcCuR6j8$T%ZMMF90Wmp{gs37IXfWZ9i!H1JCfS+}=~b
z0-fT0BGA7ml|3#><q3dAve=!4ihwkbcaJ;ZABw&T>xPA<KYqk@Db%>o9Jn83ARj%I
zxw7&@1ppcmpmpSoenTzqm*#3cPTTsKkx4TXa0iN|17!^?pZ>2mYN-r4+P;6;%-6xc
z9J4TSdgj#&v;w{$guzFDVrW6;ZuJ9E4rI7A>+>$+-1F;yUPI9ZiLRgJ1cthQzWXCv
zLpr7YIS-`T6RP%?DQj?h#o-Y~H$7T3mi`cN(W!$_>I1|s9sn}+z&ERR3PwspE+8|Y
z28Jv;0N{7>LWD*Ql!}E8h1Y;F#M$}dndg-iHP8IntQP(HBCfe;B$9M&YYqj!e;tx5
z@r{r{zUmBq!mMR|?o$8=Kg&AZJrA(FXg4uvbh8JLylH2uOOwL235$kTKiVVBSu0}B
zQ+d1V7GAG(AeI&=w-GwuLe6L{{N&rE{^4h&rKb=AS*1z=VZO&2EtS`;FTU%a&Gzxu
zmmjHTgzHm=XOe~uS2ilnrRZV&$P}d{<dq*;$?bAFM`5r<*};ZM{c}Q#qv!?VQyeqc
zF=qmZRU3l3eIBp!&Ef=Xihq3GA0!0*qMSUB#MTzwUu4UlVVSAO3DVsq`?v^{`rh&M
zXo6*My4-}|l&~KchFy(`GpKOc(cYr^LgixT-<7{V)b#xi#vH8i&8c;^!ntGK^XzdM
zAs)UXjZC(U)QXvOyAb$e>&k|*{cB=`um1@aN%(_>t?(0rX}HX`BmD`E?q3v~tqrWb
z7PdtUYDmGU(T~^8t3etH;Py8(DCRQ<*nZmz8pV68n&W4cKfNxi`jKEa%Q@txs=Up!
zqsD?6_bNu1RXEyZ66CG^z_LnYiXOFF1=3JLH0hb_1aviCTe{zDD2O~{(TYye!i{?i
zTfai;Cx(y}3>XXe(f|6pWfJ6ZHta51uXu7@RE=~*;htB4>#Ey``v2(X{Z@D}<pFdi
zh#mc<4bcBf8vwh|1~lw0*#03YP>1ZSprtFop>2Xv%8TW8lJIY(Rs$%t>H^TdtU#==
zs=udH3uMkZ4<QFsW|-DGj$v&~PFHj7FM)ZM#2n@`<8Ck%*nwa(fZ3pyvnAU!P=E2w
z>Jt`81k42_qnl^!CkFu1XfQ;v_)=II+kNIeQvksXzF~caYFLo-6qk#1s#{7W7JmTW
zP=c9`!Ftmh&d=!Q<e)5ARPIn?s<!7A`~?aQDUi|wAO%K)C!`@4%@v+y{srUaUY{3#
zV~heMN%|ZPP+^f+0I6((GdPCS-(Rx^*Q@<lam#B4Aq+vozy!ZNAmgF`?SP$;o^hyC
zZE&HAft}jlpDtC61<f+gPKt{Sj*bpgF+w|R|GJ3anMfDf6KsGNvp=swN;Vr-`e)GR
z;XA2Qm&?k&Q;6L9exsd@Ro;p3wZ}q#Im?~tX-XmSvk!*hJeh)|1gM4nvW>y!iLu;k
zM<9<cC+T+SI+qLw^vN?=v}(0;AeVcR!MCZ0Tc67-E2?DQx_*9qn<e?Gzw*p*3G9oI
zCdjiaDSl#L_k;B7bR}P2$ytikO(`*2(m4z~FybSSjUI(1UBZ_eH_3KIN>ZoRN}yU#
zB<!g|KXR=(V|a3M>!CY<E*iU3A4LIp!S)S^p&*r~o>MXCqHVs=Tc6UOyWO>b8M&08
zea6|*_+U#~I24!Ifd`h#Q4c)#)#_&q8s?zpT<f>G<u-329I{ETo|I=j@@wmCKKo`k
zIqZkF1bA>A8c=Vt*6P90d_?xLX!X+|)Y<JOO4nRW+C<Nf<e8D2MGu8GyVw8WyOj0&
zVXhDRrmPFR$<MOTiaE^xKJudRa(-FK)2!l;MDi=IqnF|GF%H=>k88M6C2eBHeke+i
z^*df95R?MH6h>dz9D?2R^?H>e)AsX~p7n{*JoCVe3_%{|Lr55aCCdhF#=X5|K`*Ss
z@GzGgdgE%4tG$IEAs|gP%qZM9^s}R_<vYe@rNiGG@z-9n-rdj7V>H@JwMvbsc}F!%
zeoLkASX@5vp^vmpq4~ovjNWnfczEnIwmt#E!U6pG3SXvRKb|O@A>ngUV^$5Tx0%k*
z6n63-*3f7=aUg2%#IBaFs1K$W2l0gAt2y9ZGiDiNHu)-K#YE;tcX{|m8d;R#c^p+3
zLD7k~9GsVScP*$42}+AAAX#`b0AdsC$T=1evNV{ZNwqsz7ZnGARNDeCOWT6i&2u)m
z)7-M0Zg++6_D}$B$~vc#c!u`sDS;Y!&38qzMyJW|vWrpfQPPl5tzXt5!=9>Znur=H
zn0>q?!`%B_82kR~gM040hLwNTF<^(^H~*uKxfnDtb8>APG~^8cw8@|V^ZWk`$0rCe
zWRWljHVXY8#mmy0o3M@>K;=@@4anE`!j9_ny9oBPfRh*4bievJWv9bB?sTCmK?wd7
z<aoYrj<mMhnS7odl3vTol9*_dgU1afRN?AnyVLl+kfr>9fy+2wJJD26btcgk>*z_9
z^m6Cmg}3u-nY4rn7Jo{@uqhj8L4U1jCX_d0xPL%p`U_>6E7yr4gUw^r4+W&>o=|<I
zL4-qsn7z}|oyUx#eoV_wSL=j3a^w|%5Z~)(C>}TrCGn6*)tPh^xZGZxr#Jg`8j3;v
zDBWL*s+~U6%*EBJmN(11V%$F=tKIl+`XJA)1eCG&YU$j3Xw0PtP7b}8nUsaH)Sg*`
zJ!yA-V#q#vN01OciR;8Mke$mdpWoCTbL=k7b5wt=zWzt1CYG~p2f|2qE;3{4=H8`=
zFq?Mojc&JeGRX~%qA!E5OV5I1WNZ4HrXOC{H|t#cacOc;M*cbe-~3;p>Mt{p|G@>y
zte|D+M$UcmL2~kXC{un&h&|onsLS1<0%~`M#5HzgU?R#Z>eAkny^n&vRyOD><^d`f
zVeW7g-85`>d?ktEzTOJ!bHT)_0t2Z2p1`sGh9jW!{2XE=(DW{EH0P5ghHh%uFV#RP
z{Gu6fal04pfLQgG1_Yht_;xhWHslx~`{^udCx1ej{U0r?*<G`AmmS6)4c&e2KYrRe
zLEsx<W4wL^>t+ik*r0x2gI?WfQeV}n?AuKc^#3#Ac)!F2SFF<inF)F*>ON^|>ISc$
z=CejDDp%6nSvf)yMH+QgMK7E(7YzC%WO#0k*4&{wRHxz}?op}eYnBvfHz@tFU@eHb
zWyKlhvGF2sGQSW@x?0Wgd<Oo-C}|VMC}}3fqx}0yHYTNJ)t2R54vG@59WLt5Uuq>;
z>AyNy2g}NY!v(2!3&j)Rt(?M#L*>z*r`Dk+Xx)}#X<D<wkoUTqypOiSgf|qVhhLW^
zT(LqJ-8P=YvLh_W%Ops5zvjZ-sbvv&lORC#OI5!keib!RJ3+F%+?9OE$Z~Wt=SgKJ
z<!cApVaZ^|a^*FV+tnqt+OCDxi^<ISX^{vmrOT;ze7>S;cSGWHKkVHLmyg{WzoKPs
zbvula&(!&n*ulNXZA*g?>AT;V{ha;HF|a-D*E&!eo#{n`Cfc$a3EDNfkTc0sDe2O-
zYL2*<hE4$mS0*`qL(Tx2LF}SyI&=W5(9qE_-<5KG2z54HlJrY^;@h>zeD*!Z^`<YW
zj&QsTA~~Mv-Dkd-tNfQ}Y?@6oge_$D5%}^STnf*Ko<hb>3BKrxj&+Ebor4|qD<%l0
zVI!Xg<QHXl{x1{td>a;p7a(T@#OF+Zn8t#}BnDi7DsHkhoXY*1Qq0bQb=*7p!<gP;
zN@WPPNa7B%DiEuG$YB_wAV9d~2z*y?Kq|6Ymf!Wa7}UT86D>XRm!aiw`S#!CkX|!d
zY`EdD6B3b2_Urd^b={Y1OPWVctIq?Z`?o%oQB?b9^mj9gym}F}Xh}u8KV2vPC0~d)
zZFEvhxGbadrE6MfZM&eB@<(E(M0i*EgH*=oN?ON;ceT=4I_6p`>PVZ(E@yX3TL;UM
zN>NEFWhYGf=kxiR$EoV!>g9b~ixu%^Wrl{rEw+|7q!y`E{5r>{E}g0(l)sj%kJl$~
z$-FA9h+Ur7XPbW-*BwVM@Ho*o!i{9O5RPLOAS)-N{XHxCJnebKW4zk!leOionVNEY
zwIvLGR#U}cM}-^XjX0@frE2lVWumvHB9Wda)*noB3EabF4!*5KH&SCcWlUM#yJ{sd
zX6wit-Gg88=6s?gtaiT#nv$IuUFLN^8U~ghKxH5NOYEtN!3hHWFS^a&U1PWYbdCK>
zQ}-YKy<DCOO4+W4)A@^1wt$WJ_$d6m5tUo|TUTHUW1qMsN$gWm6%0);gl;A4*kh(b
z!CmZvV%Pa@16J0ETg4UT3zKTn?>W(kXJ<A3fL5kHxUzNY<GUcU$*^Z?IPteD!j>{g
zS}Lx4`OAIc^iCu=<m)ULYyWuNW<;wct~*s@m86&K?Qr3(pkWp7=G&NET|_*Ki$rD>
zyF}UPniDhY%7JsS_w$=_bA1IkIQD9-US3UfCIf}BfW#y_VOyLjqxJ2Wm`_Uh$$2gt
z+p61Klw0Wo^Xfr#0^P%k=CrqP9M5W3yaZ;6hG?UvXLbAMs(fY2!uAZg``d)Zh@G}i
zhpL(LU;N)Bj@SNft+t;bf-EKgr{u<+iz2w1rr~%Wj;^ZMD{!7`Kt<~l0doNQb1XFm
zfgpf!U*OzV7aiD7?(4Aw`34XDDOL;+HUdtdQ+gNZ!HU2W#Q1;UfLNlB1A%gXs^R=?
z9@vcR)HPMP=^pp0m210?dW^<Cea|-E@c5Cj5Xld3ok%D1kU5iG;=t>mkwE>-@l#33
zP<KS>8PD_Llbnz2HNN|{-V=$-frr~SLLn{GlWw6w<K`66lChSSZ~?yF+i)jw!wlRJ
z{({z8!F1seq#QKCJs4gllWgeGzeQZb-*Mu_N2^8{-n@ZnpVgbg^4)5Cv6@4|@j>gI
z*l&0YSS%!4#0y&YpI#{t(tJ}*5zL;t7gO3V@{LLW^D3l!ql?<v*FSBVX;&!D&8L@m
z{7%agx*F-gE4Q|UFl@ulp~^}-lD@gRI=#-8f}UBIY_IFeM9PSMeHhdzjhWK^YE6r$
z`X1akN5?{Kr`DO5Ih*5#$jDU;Tob1i41xubgTz!Q`^HNyAbR<J6=Zh5P&RojVDozm
z8v&TWk5==M`~dXz+gqey@459K9+N*Lso?*ApKvhbR{YBhgY`P6AIHSvgecCao6OZ^
zJIE^T`L^+}1fd8l)vpnWt~#(%DwtM@_56fJJihi&mHFF1OYT9Z@2o8=7zNu$VZy@e
zgbGa+y!C7qgNE^B10UM&F0v-|OOtOu4C4s@V9InXVYCj4Ai|{qp<r{n-I@GB^&9%K
z(bOH3l6S^cuh1Hq9_G|WT6WUm1k7`|by>TJR>!ZeGe5cA_$)EZb2li;n%ulNw3v11
zdz<F%YuaCXZ*wH_f88Xu-_RsEw$~WQEU7EiW=RNkuc;z<{Jbw$iqi;iG*=cv+=gv;
zc+wbyPM2wDHVS#>(km#GzWN#2%;skGh%I2f>~qClF{}YIcr4Z01iPfz2|l)|WMk1@
z6I;9{hD8l_f#U<~qd369lgT#6E1QjTIfc`bbXKJ~R6Kk^&NxfX4^bZZp*r#R`$(5|
zYGPRS1d$g`toHyQ=Lhx|T`=A8v%p1bR|2^A36IX5$^gRuZlhNywcz5?+-TF^V{q|B
zH&#GS?`MJ5#9v;0!aXke(-LzZJf`Kj@d_w!FavoSa*m}6`QLSf7*zmh!DRqsuBco1
zxj!hv4^lRMolyWf7A_4!HaTFwX$Vy=N&QYEd@1dgX>`cthEBYEdgaRFLVD(-T>bI*
zU%-Z4V+!Y#l;yY^(nN6uaq(tc$X$NjCmI^LcdPI#w`j9^E-`$%m$e?%jMOzCCeURa
z4vRKl#xWl^yS~`N`=DNda`YLluU-jo@s0HLgaQIk9c50TIH33>ed%-7Dpn5eem?2U
ztDDMM)9csFIW=c=-W_rckvV1;Fh$-m)8Gj8WxtPiB1PGLD>)-t!Ef7&3jsM(;y=iC
z3=OJw9PGZPUsB~VthV$%f)C3(ie;E6GxM5Qec7!;990nMB?cV^U*x)*<p^AQ;04j*
zpDM?vyovu#vv;0Q;9m4*d3>O(%d{kn^|{%En1TFbg`0=pbqU|lQ<+s%`}=3CdrCKb
zW54EoEl4ygl@=qd_>do2D1{ybb=S)21o|fi`*GiSHb7i^4=c{m`n%am&Q{H=Lx1P#
zFk}WCO#B(1IXVGjQKt2^6u3idro<Q$(oU2_72Y%@k)D6XEe4lTz2IMiqrmVeRoQO&
zE```(mYNT9?%7Wtu_S_AqSSq;`d`BybIiw+V)LQM1pE(Mx28MmIU}p&ub>Dqw10^X
zf4iUN5^L}31_Vq7Z+MD#(b#kG*h$~im?ivb$iHy&u<Ebe^`Gu5TFrBO9QOqRIo;(3
z4F?g=cPFO4rUW6XE6nsa%Dnhi@*fJsl%6K_z-glGU%%Tc81SMOblpCZbKPnXdGFY8
z4M4&YS=~^_%eVU@bZVtc8vXsmXeR5$)?F~ujVHSRh-#)YrH4!2H)_5I<!F-8dHm|g
zlHn6=EN0XtOfrvlflT{RvqGxjLdMFWLrtRG%<(RoHiz=4E#vo36`xyTnYVZ)u3#)K
zQa8Ap=u7R2lySHA4d#`RAYI9wRo{lQ-&W_tSX{Xi_7bUQnr=QW7Zz25&*xDh<gclj
zl#~>1rxA@nNG9ZtLP_M<;5H?|s15Uruh+()(c#9Rt%`?Id|tIwWZJ|@zuYb9;zxmR
z^;^rrpSYQp+m9F5-%NNLu3ZuRT$?g=Q0LCWl%}MdtG25cEA{3x+BdpfsyIu3fSTgJ
z%yM(vxtQe!K})g&B!5&Bb`VbuV#iJZD&!3(sG`5X*0{L;>Q_nzCEYFP_UTddMIXLh
z_Bv3IW7h+A{lZ94l<GGp!Lt0CUlQ8m-yGV@3;$C>o6UABY<*nT)tPcpDZeZzk^adQ
zhV=)6#DC9yQ@@Z21641l*a%9&k<rbsMZiEyIK2TGa=cG_lmCs_YsZd!$hG4DosxcT
zU0#ifvhpgpOl4JBWzokDB`+)Gh${>>x4`g;{;6XHx%vc+sKxIKYM|v;cNTl}QTn6D
z#2$-#*Z@3uOO5}w8a*&{$SSFcxY>Cxv5lHCVH^9ZmlYqC0Ulqz>-^zMqsCnl$Q*6m
z@NIv7uCv>8U$~;kqRc1EIw?<XEYn6v(|QkZ56r91L^@KBk4{gu{cx3oG6oa)NMjjG
zJ7Q~G7q%mw)4jXm<4`kJz-Z3)`AnkLMy8nW#qwhUJBN9RcC0tI24HhU+V3VUw1zWb
z4AS@kF{!$rnTS3;xTW`Oae-+#W(`Rw?Z9fPTs7=S$Dm$O8n!&lm!V$jWMt$yO8*G!
zn#u_O0x@a8U`koZ(0qwc^NVuX&n0hNKc?w+jtG)Tv#vj*3w0`5dnA@Wwf=37YAYp-
zLJ3TMD5j+Bd1E-8V=+zIR~DmRI{KAXKKi2)<8-SA58kas+Lxz6G0fRIgfTC_Q9XMg
zDMm;5mrD!3$^*X_m%Y7kEnfdyJok_0D%~6{2+I2*7z}o?sf-_ye7GQvF22;*104_g
zgamWeAGvZ)YD|>2T}Jz+wBISIzq=k64{7c;KsJsGzJL3mqfXf#`=N+e{CutU&O$S_
zX;at42AGbEA{Vh~(4_hP@f}SCEvoU0Br)v|+?+LM%Pezp^*nFtd93$Y{1{(+!-w;I
zh{fZ(c4kmP<5K6YfM)n~bq_)}**QByrZ=_<U{>Rj;dxDN)v(7vJ$+*1KWpeWiAS&J
z$&5L92{)x%ifd;g<0SoAG~eVVsp)Qx08Vt~YCKsoJpFTiqM|pIa?<R6W%A--Z=DU#
zDR)5V8>ZtJAqk8+-)9=PN=iP!SuqQiJ?rq8>M$I~VS$WwyKVWOC`k;8%l(Z%@W`Hg
zoDF{sdR-Ofw1qhv8%R9NiiCXSONxA8?6&q-Uw!!0%SSuwK9XrZvSU$gT##a+F)`Wl
zrA^~y%&W*&46T0!-hWgqmp2r?400{XPRP2)Je|ztdi9lW{V_|!Z{<sC6Q;H#@e?oL
z#cE@LYU$YTCA{q`yK^2JNf;BlbeI>V;Epsl9Sspt9AJzRI8|B~xmEAK-Xxn~=;@j<
zGbt*OW7vD=x>%e1G^J_5BWPh<vw%u0dHEB(J7EJ5Q?pEmsE3EmzBPy0tR9dI&HOB%
z3F|Q<a|1($8+G0UEzz-zH#)l=&iJ)jCYRZSq_a!ibnD6*<7K;?YTSbb8F+>|E|ERv
zqXL8ERykW@1$y5(Lc3&17~LH5p%0^lV#f@WL_hg4h4?1Y&Q~z*6h!Riq+S22CKYoN
zKaj!5^lU<==oY<Ldzsdk9|s75XK7{Sd(+JEWR{!q{S#q!u0RCR&5bvshOJAZ8MV+9
zxnA+r`q@<a-uwNch-Wv?+|)Ve5C+p{?RS=CGu#tu$Zx6*Pmt4I^JORkly+~KGr5}D
zspDs@@%E*rw=udc3qV)0lFij%P;ur`zXuYqr+V@zcva#8oxl)Z=Y+1;*zZ&J{yD#!
z^N;!6K^tgckk=JhqH+_DL0ZK)(hNru1GG$xtPe0v?Rhg>^h*H0w?4U-Obg=hm4*ZA
z7E|R5U#p8RoePcAU4}OL!*9)iAdI@OL!m#pfAbMo(g||Px{B!x<OJc*U>obi=agj@
zIUD-BYsBZCV!(QkJYO9iavW*Pfs#tovWPdzcU)P%GPUq%vXh)>`i#;v(`~NyuJBY{
zSh!`%S2k{F-F<d;Hb<7V=|^d^uk2<xULRm$sAu$Eoz(8ck0O^~ezxJmp)-TJO^!sK
zTC7!Pq-0KxYMn<3et7<RPon+XTtxPwDIX<wFBOYs$Wj^cJC1P+Ey-L@(jR0Mbrtd7
z_<31$7(Oou5g6U5T)@0ndI+bRHdl8#eeEj~@ZyZQIw><&f!T`j!EIH>Wa95O!d3Y-
z5NvZEm=R`AjOA=Hx#s^z-g|~cwQbv?g@7O+2$Hh`l7r-=fJhdRoIxamfJjc3prGU=
zsDR|03MA*8qh!fZvQ!aEC~CdIN_)A^-e>Q3?|tX{-g`gln>9zxTyu=kd+V*Y{(&!X
zkg<EjxsT+|8`cmQga1moiqp=nlU7+W?%jd)jQczA)j0Y2*K{>E9`fH&)fM6!>#syK
zmKBwvJ4U(2HPs@H26l?8nX7NV%t(H;h%n}Edb>;0%7+ZuJE#A;tFzW3HjRrzzn<hX
z`qcNfwVC9o!kyVjp#=S!1mo5G?`;-g@e+edQh`P#Uv{|!B^(%8Q*5y~aj(CeiIczl
zozL4_OQ|azGZr3HaW`Z6T+etb`hitNfK3rolDPDhSdLU$5{Plv<P6!|gj{5hYmtaS
z^|%AKd63t#Vo0W4ewvb)5kY{5%aAA;OxZys^*?3d$;gp)`>IUrl}q8&Cs;J9u8p_r
zM5~7VkeBb=YqokRgi>F|_2pgyd@)bv1W~+Kv=)~<_(0y1!4!-V8M<h?!+>FIqQ5=e
zKEipQXJmgjTP4c)xpEaoSpaTVmX8<}W$L96grAfCq_5Dj7wW1*5rwLqmd~Ag-&X4@
zaaZ5mQ|giQ{di}4^6*S(^zh6_D8cJB+x3BDS*AvbGI}LJ46D-eNMhN7ZSjdjS`ztF
ztsc^dcC$X7oseb0Ibo-_cUcfu2Xpeb+>Z?$HcQLOKiArjDf@q<abgLUw8}=BTRP`>
zCU#DE=zgB>BirFT4p!vZUPINr-Ew}Z<_$T_{{w3P%b$34&K|W3!44H?#@vGEEaB6=
z@S55vGff7c6JL6T2a~pc@n*L_j0^VF!N@j6qHmlDlAqk}V|y%2fkzRxdU%JkIPQm_
zM6T)A4K>SUhg(|+!M$A?`LWv-%OMZK7kzs({p)DY&NKxhiDwqR8mc_|GBe~NS<->)
z&~Yrm&IC6~QT|qV_{pq%fI>P}!A7dAI3r$Fx`!$_j`CAa&|FPjz-4|H^$qm(@x$Pb
zY37(ao7Gjd;cNFCR;;a*n8X$dR&&L~j>vKZ!?m)ewu?}z>Bb=M9w^)}f8i9!ud+OA
zr+-6-NYa?{Oq3hvK?99V8Ob$~*Yan5vyn#DNv_2-58;jZjHPACL)r&iX3@Squ$#hX
z^_4Pffj=U44keuDYdPsi_UGzvpu>n=&pcF;_|ZEb+*e>yBH1<?vDEKUWbKV7o(v!6
zInfIzNaKcJiP{=cO-tQW+QAUyUYI$gu^&h_on{I#{x~={^H5-+$jUPoAefmW#$W9m
z2!d^yZ#SFiVwH$7mM$h=_Tw1*XzgLP#7U#_RkH7GdNA!SCKmBNqKi&ofmEsCp6d2=
zR~is_6+z#p**o2J0G=lCuXWHtcnW|>+eKCAcM3*0@&6-9b9B(|i;R6U;EtcOUktl1
zKuZHy`?CcSx-$$Nq6E=oe}%6A*h(e_@#srHkKyK-Aj3hc)Y+o?v5nOFYv@UHo=qxl
z;{Xl{9*IVh`XvzkSYkMba~QB);w=LMwImbJJH=+OdWH4`5T`F*e8_Ky2Bh0Pf8~;U
zVN_4#n9}gDl`bj)|Mns4^&D-VoMs<6oTHw<aujahf?ZP0+82fq@7~3XF{P_(WF1j{
zN9X&t++?|^dCi!sPf(OW_YxMOdU}fzPAG2mQcMb5ZmYh-@(}hkGDubY`&@;EXK~?*
zO>c?jJ5Wkg49lDPD73|OLKB}gn5U9~JzJxjhSm|tlC7B7gNRS7>GBW>^2sKOm*-=)
z?R3D9REi6YVi%TUvy|%#>pPrZj;Ovnl+Oeg7E$kSUi(lqK28umW%(9!OBLcZm(uQF
ztts3{UomPH+R?h$0VU1t#J3rx$zBZ53J?z4S6knFy37{Z-G*0V)rmu=>ZSDp2f-6x
z*~nYr;<kK})R$}M)ncAZ(ad-0;g=GOSIMbox_J&~+Sy+-Y*15hL@8FW0^<tPekzgV
zNWIJojO?olY$G&dX4AwxR7E9sE~`e4*)oZiT~u_r5JermhV+e5q6(isUi)}uaKu84
zEG3nJ%9B&ciC_k4R-w1(K~8~~laD5~V)pWn&<Z=)o-R!rt!TRH$<#XG{lUj@9l=i(
zFLs&EME;J}K2a9LN0rRqX}M2g@A^R6CS1+^xG%9T_vOCB%x8h?eLfK9`KpaSVKz=<
zH^suQQyih0J*=2%x#&so+Dj2b7oJpPhKR*llor5F^enWbzD`ITtON7m#d{RT%3aOm
zN``5P*+KhIc@6`cD<(2rqFHCgRVWk)p!tOiqX$a?RYL-LcG$F}aO@U|`Y{7uO%P$j
zgW0ZH9<j_0h>(Z%cG}?c-qW+tZ2a?-<x*vZ(Dgw;iQq-5pMNq3)C_k(&DeytM%u12
zXc+hZ0;!mR4z-(}Ol9o4FB~8!&W|}|&&0dXzPsRE1yLBl;rPdevK=SOfRp8=er|YO
zSV*PXKgGC?9I(?gj}VPww#j{!p4&{i)$=J>A5_)`U4V%<Txy3S<s$e3)HW2*@=$8%
zl!ny#EfAi$eDUIwsQ@Bq6btB(zm+Sl)2c}Mfw2WxT0rUE29vkhbpIhr2yoL1oIowM
z2CgSICc=Z08aebqCG|MK^7?CW1Bhi;=Bylvd_u#N7KZd!3eXK9IZ!KO=&;Ei`n&^Z
zr0K+wrF?#4AyFoB#=ngYIDwvkvI;jNcluzb_<;4kP~C(K8A*?{RQvJB_+!)8_ojyw
zbs&WA3`LOs?Kq@99MIl?odI<J1uLOp;rtAke{VDXdf4*ZjIWw#Eeb2AW6Q~N?C;=d
z&YGg+n1JR=)<c*_z-@FfIC=TTZ(CXD409J13U4SWMysp1F%r0Fe37&H1I)eDa2{Tn
zV|FKel~bsqm2xe-mOnax^Ht&!UDm{hY1PSKw;$y%>&!me2YzKZ@tTRppQ0Bf+j#c~
z+lS_U$>?t3vX#y5vfjHY4N{1}UWd6YnqZ{xy`F&A<cQsO)zvCX{ZER`4<Q)R8@EAH
z5Jue6z-5N3HYJ-nCmtTcaEtqs4+}RM-ZK*7JU!4C-}84ka<FwP;MRQf<w%W7j-?~i
zf1PoIPVbuY)TFK)#A{&PpG%T^X^7lT=cEc8VftyPGs|jPU!1%|nSamFXqK6$NJo_k
zd+0rQrGM_#yEJrnsho;?F}Y@>HED17Q{n_U&J~RL%H;IrBV9B`Q!Vt1i!uYL@7)XN
zl^(=cNm$wQ#dy(32cOy0oHq1~ycZ!D@<dOTv6)1^oyWcEPSYodH!dZ_BFRIre5&t5
zR4<vuv<S8s<fNs!8^u2Mt55rtNk83l){;)S<mhr~SK#5=Ba9lzGpP{<l)YVuZAA&?
z0zAxizRDB{K&ll56ce>a(Igs63OO-A`eSXDzzHcYxMv7M;X)A^XyR~*iETg&1^Zfs
zi2b`?@yMy=vJ;tO41-0wFO_=XKNE<^nTLImQ}LL^{VugKZF)kqUu?YuL&d5QLMLCF
z_SOR2e`Wrn$|7ja`K>t&+WS)cPb+EFmFNc>8aNNnyFjXW!v#}}VPC!89K9Ba4)um?
z9MLE=R1hn$1y9_M){lMGTjD6MkW-|4cA@PogRh3dbV7?6xN0dUSt1x~J|3$Yq65fN
zke3%w&m%tr{p)LhI@T-<E+Q^RPOT(o%EQX~tB}(vt^stB28!st+XKX@?*X(E0>+~V
zolm4bczyvp{XZRD;jcT4rbn8ol^B0au^0!W8*q0o!RXk<_R|gquIfAN$M|J;M>@Yr
zthl+kkru6a*_F0F!bn<Oi?F{J!l~FHr;iKbB9F<Umz{_VJaeRLMtD^+T_8G&gVZ88
z9Bs4228WMuKHB{PAw=me-=Vb?9|~uRAK@=d)=4JL;*ckJ;~^yz;k9e>;VXxG6b&s2
zKL(iQMO~5h*3N0$<h2berd#6W*|tYSoaRhKM?RMy4ktafo~ZpqJ#yTpP*Fa{+i^a|
zM*RK0iRs6P*Trh0+XJRxf1d^HZQ&O;8prFoVO`k(!i+kJpCnKBoR+@*jhFFNL}NwF
zG<^kpvaOM6vhav>!pZSg#Qw@I9~p~o@a>A)#TW_5?E!B$1!pV|ospUTwB<NF@#MuY
zVrkmSishaWD8Y<PDAuUGW&tKgJia4^Pa_8HVwj(O5ljdPUApR|G|8N36fD;m=Qu&F
z`6HxLF)XYDer4LZ)T?E=f#bIb-i1|NvGMK9FYL?A00;B)0xzXHtan}eLJIwfXkT7H
zeALyIv#0(X@>w|0OGckI=c5P;37m_Cpp3t4pgX~=JCXf7*<#^f30P1ss3ZBEe!v^R
zXnEDxnAGoy%u!y_KlaQmCjYj~%g*I^BEUQU+W+K@_YPa;c25Cj`#=FU&{Tk~rhqYj
zWC5s$cNx2Zh9=M;^?QR}(z-G5n=iA5HLc164X{^^&_hjig`d`>i4fMP;95}ZVI5>(
zI_L_f{J;c+z{z?jC>!>I>kp=gFNhQWt;{ni#`B9*d5VYdlW;-7+R9NOWBi>M;~^Ky
zn$K}bUNHiT(Tofoo5qgs5)y1TYU?LrO)U0&6ca?dhbRg9y?w@~f0cZ>6gW|pt#22f
z;4ps3H$S(&1Ftj7>@xBmONh_0%=jwwEzO0l;&W6H^BV}sGbv3IV+5zP6A4NQew;$q
zW;h46p6zoGPoiAAM@96FgNWSoBT518jx_07wL2DhW@tygp0E75SZ(--6l3Rc00yXB
z+I_HkOMI81w|;tWSs0dKWG7CTl_Mt->^oem<&G!`Ib!(U#2iI|<8db!bCfNA+OvV$
zuX@bna>JD5%B48fx#Iw(uCd8$^Na}7;Ci|IubyUyecVz?i97qV^X>cP2j(nV?3C)G
zcWf{#D#mtTj^B43ip}GF<gYkWC!0Uv$3St+dBNJKj_@O|dwxAK^h|9$d&<dwuOs$Z
zB$b9&OQ$@ja+dptN%YeaCV_0Qo1E5tv#YUe=$>d$6{bqumhC~1cXTml;e7N|Rcl)y
zS6bZ8u^KrdxBql&>!Dr~qJ4L+?$rVUrV11QE>r-1{p9jm3s+K5V8~LYTSHEoZ&m*S
z0bJT^>4^FFoC8m}jwo^YXTCF&O1VwmkwHIsDdEkT^hHvIr)at9+Q#0~=<Ij!d_~IG
zTSv3cC7#quhOI~rW5`iab$Wq7H)jF@8uGrak-<;-%i}uN>X6H70{#uHNh{R@uH_J2
zu{^sMT(2I*b4#`9h`5I+yq8SK3r;ex{h>g+UQ-+q0$KB=%dtDI@;*YBT4N_ohi?r=
zwK=b2tCO(KPdAJKb;aMMg7OVo%WU3nh4gn$OOwefNvJ^xE8IgM2Ps!PPwtKS(xgoR
zF0^gdKxK*(L9Spy_VhM&06!Bb<ss*dUDU5z88s){)cX-DxB*WXx4X9li{XiY=I_~>
zq`H_=?e9vF>1dM1a=jvbb3K>`tyghf98Jj(BS1|X(`$xEJmZb=_25Tg?wcH2RVh~P
zR*ap(>r4~1{LlDpAnCD8R70fY5Owv6c6R>OQTfkR9Dy%EW%9tqCgQ&3PmnDE!%PAm
zt2a+>GvThutWT0+41f6@IQ|1b{%1?wcwZ$1@7qIO>J8cZ9`SSBR<(7XDcccgG;bcJ
zJy#fMcnCOGMiA6fcnK5Z=A`cnEyy07XVwtNut6#c;(v=Aw4r9t=)6}Rf_u6zQ@l%a
zo0I<Gu&O6(yS*3cdd`;kCHdXdZ3^Pq%~gU>+t(o@ayyy6tqtFKkJ!;0sRZ^;lp7S@
zca96_Q_}}q=6I6tTiED(2kBt=qr`R%+$o0b+^?BTzvp`xpxD>ht(^SE9-^?!*;cO=
zwPnILCaIFWxo?EDepnsomKkx6<oG@-59zac6L~*plXY_s2dFvrTv8r)c{e@l!>~-}
z5J>A}y+^9&^K-$onc&O@i-WsE_KpYQIVT_3K;mmJTp<J}xL$WTzGCd^{ClFWS5rGL
zIm*xTNi(iKC(5$+)H&@_M#inEfNFv?4)>Nlv;A|PHCi?f3dfFNPLjP(^9*Ti(?h1f
zHhQl1leb=ZZ}x-5E&Sw~!jtBGHq6O9%BW2L*a(~=%~9Tt@1d4ZHofq6;$C@Ajb1_l
z<oGmXm3dOqrn^^?42LlcRN-L-*)0ZluZ(;@RKwbsw%q41HZ;h5o?p30Nhq&iF#kIX
z<N~2tvQWEjGcP<@flowuReAK0p%agcA1yQGZ~(5Ocf$AFRDw?=fV0u46j788wfs!H
z7FofJe!MQ_>Kq{@K5@~5^G_xxYAwSitI9IThx5ExTwZ33jeIqk-V%N^udhaXJj&*|
z7Ph8Gzc`F_sI78Uqf1MFx^qjyAFBu}i_l&CNb@_#+;8r)w&9%e&_m(n{bf<r{yr>;
zL6Pn`QlEs1-?Enfpw$1XC0UQJEW)oVpk9JJ$Novx=Z3LoxGKb-zHUaKbh6&O-4$}W
z5)M_nsYm}cN1HWDnmO-~F^n4WHN8~wMzPYe=@r}B{*pox<Bo5FHqR+y_=uJay>J>J
zq>pg#ToqO_4-#N5&J7*^ut?PTl1|Pg2Kn)QmpeT}1m$W~ZAr}DF2=r$4g_N=!agGv
zuQm=o>iWZRpkkmq40Fw(-6FcCt2YB?aIi<^8RK-#(_mZWGrTJpyM2#v^j5-F#?#y`
z)+)$k)|X#zlrk9vMxtrj8IG@l9EUHeau+(ue_e-2b)@Xy+6G`X2sz7D7>z(ziGW9F
zg1BJ+<o!#M!6WS6zd&-L=bHD&9AB_)Q1|Pc0W~0rx7mr_;e}Jvx0902@V?z;_mvty
z@`=v#e8PAz@AYg;XJ#C$JB*6C@0tkD?d?}4FgeKW=TVXG;<e8*@>a6E9QOQCvdi*~
zh&u<BDa(qMS2GNQUvU@OJR}Q=$!wBntk^1lgngCz8+uQnB1NlISfu~eP!&Jtjw6yo
zk*WGywGB5)VKI`#UM&atLe*Yr+);JaYTi|eF)oNoPmBtOPR<+1;<cdejG$y~3q4ab
z5LW~A`|^zC1eItDZU$ZnufeH;9QG9N|2`i7B|`qwto26#Cm#6Wj4Hs6IQ})<x-w0l
z=$3^NgI9$g+Jr9HR%SUds{Qb;;F)<p3!5j~72)F^FP!+UsH7epa@0b(oa+gdDTlAW
z*%dTYh&MFU+8-X26(EQmgwUO{VZKFr<QZ(!OCXXnEZO3xSErR|A{IM9FyMOmHam**
zR*}$DN#jW5bRq0^|MQ5@?==1qKMLl_;I|?dw+A#<ltl1^sIX$>m@Y-Hh~h%92-P&~
z=4+Nhd9Tgej@psT3JME&ZQB*5vm5!1tWb&W@MA-qQ}EaBvWyAwUf+HowRA)0jLCqX
z?2JI#f+KJJ+m@R5C=%x3LJ`EZlUnU#b3`YPFA<#Kkag4L;PLU`ZRErccu@$l+B5!2
zvBRDL(M``~OX68xhs6LTy0<rr?5D}z1Pj_87AZ5als8-B5M(~5q;IFU!R&j%;)&Dt
zf&pGpbR21w;EOOZ?DWksThEK~EfzTNUOnjWj%%zlcY)2@MAs$GD8|@o6+?6fXX(#5
zBWsXqPI<Bf;!VLv=kgNPx|K@n59GB12!&Bym{fOyi(T4Hge%}`?L*h+dWe&^?D4fK
z-$dd2ezlTn&0xCq@=kn62fU#;?{Y-UHg(CE6OWYl5H&~p%YAY_9F98=m5TEJVO;!S
zWPl}S&v!`)`{k5ideM>M&*_Go0<;->a*P_<UDZO{WRccObrQVSw+v9vA37f4u7qe=
z(U3AWgAQ@JngH4VC@JffZ=Xys;uaZeJmLl`o99Ixo`0QTJ2o4d6xyYTk3Ttf(VuHC
zGwcr%V{(q_mB%gi(Sg&47kbt`KnTwJ8bl<^$OpdTN_8c~73);HCqD5#!^(|Lc)8zb
z$bLOdR;cFEeVp1DTpV~R5#g5*Q{?BFW{>HQDXsCkF*IUS4|(bMTEC{G;VPXj5-Fe9
zPPN!Fb-w&C9H+h`N;Y7Gx;y+`lGS=?On-NGXU?LkI<PrejC8%9K;}pA;6sT?H4@4t
z#cBDd{Flav_!Cix^#&Ve59-Qd1AYgZke+e!@tGqmPl@aEykz*ddoA4<xKcc`1Wzg(
z33A@Uj|C4N)H(4ee0ZpWh94lu_EEPhR1(v2?577m=FBTvRF{;0(z#`IHuF3)+h=i7
zX33O5-&6LUDwCR5@>gaL&D+>PD@hg@U4j@De?-szyQTJg>!9HV%%a@?`;tcV;Fni7
z*|#v=AZOYkY?q4AAI<Wc8ONSFz;5UeGF1m#JZej8yCkruqg-&~UTPjCW5jJ0If!<}
zC>K}Zi#A(J2kdOz{hPr$lJre%l<R`qoHVM!U$~z-Jg%rzt05qMEw|T9i&rWKv9v=|
z52Iw(KA9?&HQx4Xlf2P;eq~pWUii!50O!(V@WYgx>1is#W8M85TC-$|kDf_fayHIV
zpD6zzG)I1*T<b-GU!6cjeG?NRPk05(8vKVh;q?dGjcmhDeXXsIEAw(Xgx^>UQd51@
zy0mw`$%ldGjcGDz^bNLHB%=4lbxz#YF-_cF{`mbP@xm|s5Dct5TK^$Rp)YJ4spMSJ
zoobrW`2XaY;jkhk&`R&$LbnID<KU$GNY+QAC<zZHItINel}|jnV#E)$sBW;%CWY+!
zdSsi}-@QEHI)m%GU6*JT!FGZ@+f}Iqd2uV>u8{;i55Jln`CPT(sG(jJtM~cD32p`f
z?jaMc`vAle#SS8w7xLy)-rGMy#u4w|x~bs{MdZfAhtjwbg}9ig(lnc+6-7CS)I)}l
z+G*Rh^!~Z5Z;K}I&pzEV48p%z^0?Wz%~rGrC!}gcl~*6Z(h=|PbX_L>p~sd-fHrmp
z!+wXnhh<%oIVpz7>w1M;&;0La>JgMr;BY67majAeHB5U-NsG5UF{uO_g%LsvZ+5x3
z59@4--5egSIXEzVh^92}vFZ}V9LYmU$W2JH=P%fp$f_-sp6!aS_GZqk9^hZ{xJJad
zoP{`kmAB<=Ymogmx-W0z<jEE#vqORS3PEBWi8wW6)mIa!M+6qbmOueZrEHVwp5ht)
zS^Z9gpd-!q&oMGs*I#uhA8qaLnxV{>=M38b=7C#SYn5V_-{Rux$dhjEkQ0;2P<z>H
z>p36i7%;s5{cMCegysfGHL`#Xw3dT@ZO;jka6^5H?R0Y1;OlRh;?mH&MN6`A$GW?F
z#(Qt;MXZ<Y4Gn$1vW9aPXVl5!LsZhbaTpQXY6ylm0OBFt&=r@@p%E(I4$ykptst)<
z(?W_73@<<{LEnHl&Ezi-E1@1=)tZ!+<Qs3=>1m>_nyLpVI_^yHFYApf9rQ+QZZ90b
zRN&}fhoy$gLkeYHCi5dwJi;FWR;?wYAbXqI4!+#xPRlC0-b$>sjdfwNi9tGg<_s;A
z5HmH+q}Xj~vid7owza0OcL_f};~Cj}G0MHPR&4P?f9iC-$}w)he%h}o1kEFpX3t?Y
zQdmAzsbJNAPnF%T?gLSSzcDnZp4WQG&_2=lu1~D3;4Z&m?^X|nqjJ|vT+=72ItboZ
z4w4FPwlAvQC%ETX;RYP{w07rv=XKwBcS;Re0r!7(GnpE>Wa*Td6YU@zE!bqK%W~6U
zktFqe*m-oiL8m&D=*_jwg!<_ngKv2*MGcuCztO%nnjwC}eYbhW-+y#l4}n|(bizP&
zmYHs%;24*zlxUaZhBJ(rFjtAvutzvKUmodoNeYuAj2~K8D~?;fdnr;WCQ1qF=jDKC
zERfYyqk?vaFB6?z1{8vg?DWW=S6?#xH>!|YD3FNwn-uyF!16TI9$-aF14+O=km}5K
zY3*Oxz5gri&)F9bq{7{Hb<Vl1M=K;Ki?9?};5Bp6VUXwI)Z4kKgr+Uj<V8!L_#JMd
zw`dAzyc9>Xbj{gbA1Yx$EL<sBL$>~6O5**$<@>=g66*ef8R~$a2;I5$!L%a#;eq?L
z)Tic@Ekj1@72eptaixH(ixIrS`-AvGH2?8T$~ozn`p>J6F#nssiX$ad>NlZ8DNx<M
zCKFJH>ATPkD}duI2Qm5&hJ^oQ*!cg-Hvf+?rhnz={F52;|Bvnek7BMDqu!sN5?|Tn
zIwv9%Jp-kjEs-jUR#^fazF-<$(o)9g^CiRa?(HU!{(b|XLVz}Kh?{%K(1|)RF&D(>
zUz@f^dqrIDk8kI=^^m{I1ELF<R=<XM{u%Q0uiA7RYl>zzs6A#J)9MoLED29HkKR=~
z;~W&-)=f`lA1mk2^w-N{YhH}Vh&T-RcDdT#EkS@ktlTVU@s8rQG_5$w7`{DsC;#iV
z!?O^oWonD8G5XhG7I-`54f5QEssX3C>k;hlf%xo)S(gZ{ea<&uKzevBG8Wz9zA)H8
z_$M;|e``c!zk+v#74ls5xdTF~1+PObxEwCiLT?FiE7uVYULL?{k5Q!$&z~`=XQaa7
z{*-z+@D#wCzmw4Z?UGDWbDYc7;jYTL@|J|XUTLE~A=z_)TuYO06f2;~BmKcFWd-6s
zduy)ZI<TDW_$z){a~*DWtAX)Mam>$bF75uWOfUatpZ^(z<JUi7)olSJIuQd-9w45c
z5@>@=r($T23Ow@M2ZSj$Za>1g2ufT$Pi$2+jfxS$zEAR}>SRUbR!X$Tm#Pb-h>>R|
zWyZP+aCEFwj-p5lVTS9rGr#*&j$NZu>ckZS0abXH_P+K9*7wZ$4J(9MP0E{#<K^9g
zG^#Rt+>0fi8T)G<cpn~L3QLyomnM~DS+1^Ew{~e9QK6IX)x_R?mq{LoZfM!@nUphe
zTaq_~g`)Xu%Wf2r)7V(JofYw!K(C3y<o?mY{@U68_MHeajK0yf<bbI)^3>w>wn)NS
zZ-#0L$GCoLu*IDqZ^EPPWMX(6EQo6jDh6|tDEnrzMY4a;bf`Y%UaZ+{LReJ`uL^$Z
z)^KA<JR;{gv%o#|)ku%-=IA6s#XFpuOQ_m!?@mleC%KEW(1XAo;C|3PuiekkioZhB
z+}!E%<I&~7H$gD&7tCApOkR(LJ>u03J43qq336iOZ%204=Kp1s_}hj5IePrm&N=8-
zRgZYzPUXu^cQg<mo;}0T@uMQDi>0k;F7nwbkC^DTG<~?7ms5x&TQbH7GeYFGBQLi_
zNqd#BhOrWth`RMR0@@_n=eSwplIr%h2r0R7N2l=07&Jr7=1I+!J_{0wWM^=Q3=;>0
z$>4+p1L23=G>z%C5*BkzCe{#-HxocF=vD?!@LqPzWZQ6!xMK=wwLp~fw}JArXDKO-
zuy$1<jY$VV#lsn=J4F>XJXSR0?wy(6oj!!E47*6vJr$lfUj6Vmgx`BdTHuFP`5$Qh
z?@OIAuFf<wp|s@XS>-z48C!zqytO48b_1js-%Nzz?X^U&D!4WJ+R?YpRLjj)7V^c6
zzGFrsC$oY2nJikV7$Ad2IOx|ElfS;ZKaU4q?y)&l?Yo9LV-<-7O*@<tRb`(?7eA#d
z2|pVVyN6HW?b31g`=DA-GV2$^2lcg3BD<=ay*@O-3EEZBZ@Llj%n=GqQs<9}9%lDY
zD+e;mx!%zZl7TUf)_d76al&Y3?R1HpZ%-u9aLTd{FgZ|a56zi)-NAN$K@306yV^bt
z7!-TdEBbY&N5tK}q4#&GdGGldHXT6PlY1x86a$&2R&V;yZ7yYfltYP=WE)>PXxT{E
z#;-x~!thpa4IkY?HaHcBKHbdAtSD1$@QmvDROeEc<NKtJ1Hx8(>tI=ucw0O^I>$!5
zG6$N|O>VQBVVvrK<Gu_e3NiB-5n7tdbD!qpr{g~^4Lm;`#J;t!xTsCu?zbl9^zn_x
z<rn1`8}D@4^N?q%pGRF26IJX7l>Ll7rlt+#31SE=Vq-47Bw|hoRYnF{dhp~p<=ak9
z3(Y4w9p^38OG91Gk2n->zLdb@^sho@U?xh04iVbxh->cz(^9`iu*Rz}yelD4el;~>
zV3%ixQ0sWUF#kiCeA=Nf%rf>0!+cMdj5OUjS+By%oTTRywQF<w3kG@=SDvzjc~$9)
zYEomSBvwB2Im|7GF(`Nx&TJZFzsa|$qIjGr>m5SkOAv>x)MlPU4cTEU=Ga^2;w&)H
z+Y~2+6=sG0@bDm4XIGr54d@r)`;M&(gmi$Cl&!(hzN%nJPth!;@9dhU-8DXM^E+&q
z4gbsnEjBknJeZ~kDZeUis3ra)e-EREOD5tGe+C_&eNM5&@{4Gmg2m802bnYX<UYTr
z3Xc$<X8q*lAjXKQ;Dy#&yt$bf?(v-y;u%Bf0e|L*sV@4jQh~1Od$(a9Aih^yysaBK
z`_0Cd5hsz7{KMCd#T{ObThYB9xmuccLYr`e_fOF}w)E%^H{+jN@{dt7lcr^jxO-FT
zbwwyAn;^n7S+BauZ|Y1CdmQsDDfWl1Ys6>y;xH=8OPQ{WlW%QL<G?$}BdMF8a>dTO
zD7mV3WP15>7{^R1+wB_v?bxH@m8H97&Uv0ZoHR$CN8Gn$&0Rnt0rnG@UmzG=t2UT5
zzdxe?8ROI_0(52;fmW%bT~M%%5AZ5~Z!o=RV6(xz$Sl0D_c3B+>DqY-x<AX^jB_=M
zYCgi!#c+Wq^s0!J_eou|7xorh-5b@=@_cta=DK%GdIKH^U)GZ?R-=fWyv!}V4{S$z
zSpwM2)tT={Ci2`xdv+?2jeYqCbMX%b<Nv88*|*w;7C3KvT?&aw2m7#_kKR&EO*nq2
zerzBQ&JD#qlQ<bj0B$!3Y`3F45XxPKl}+&MD2H`bxhDa1N<26*{(}tt-88tnlR{~E
zp4Ja)k#$R|9LHF76`#Lc31^72l5dTXI9+a#ci?GV9yAmyESjG-J&Gz<R!3)03fXF_
z-^;~IeGK7)q!RH2Mz$_cg<AC@Rg4mEGc1+XNVV;RqrG+WerIj|{hpsokxH#5*f$;R
z0i9U9i+s;CKvNq9{0SKJ{DZFXe~C!Z>n_b%jV=`z6l~BlxqmLHZiqQ}*ywuqK|bmo
z*JVu1sR_YGp*PFAVXjy4*vu<}`ZVlotPk20p4~hPU}|~d(%nV2t070*t)ZnWJFaIz
z9bhcnY3^uQR^{^aY;lhAuBL16DMJ>-OD#~6E)5ym-gM1koJ+&YV$7m~MC6trlbES&
zvdd)19GtwuC)3UadA*(F{TP?7TVNlwZ>|cSa`Nuki{#D*LJ+S5K=>kx5C?S&Eh)Nw
zc8>?T8&x=jg#kE-8SS*tK0gJJBx`qg%7)qQfKm{STiV0eJlJ|AJM!IiWMnG<+k*ho
zZr7iA%X^*da&+EC*D`szS<P6zjJ;bLzru0l?8%JYd%fyM@)#SCZc*6tc(!l%Vmf1P
zpeY{7(LXT!f-0YVh36iYdr1EdV~GJCy*W+)(URBS*EDy?bwoZI`5f+-kq7C-F#fWV
z>@r<m@e2fpff}WP;4YX4Wo8T<3QL(C_NhwTDHz%@cK1xWE8&HmmO-~U-JWHzBJ#jR
z`^ps<Bg<N-T_>OHPpX3{iE_g1^RmsofNU*FN$9o3lfyg*CU|Grvhn4s5*=t(1WT_m
zcW<X-^h)K-;12=H=H0MY13sz>q}N*NdP77{Xe&D~S?6C$7PKU@f2qeOEKBu_-vH@B
zTi0jVKhm7v5_wvXhWYKV%U}X2<Np4Xr^$ns=#pCTY<H>nt|itDNJMAd55^E3`50z*
z**LD$xV!W3;E+KG)#~y~@}CTz-wmYbabqx$74pe^XSYcuv~EFTjYyKbFUYFsJ1>_0
zK1oQKOGozXGO5L)uIj&VkhE1bTHI7Qwp!K`uxf(SZErA&2T`&pVPPV*YuPSEglA4~
zhzljhSrl>?Jt0=8UX7ASaTy!u7HK^;&<z$ccAPK_Ow_z`{1%@#u0|dcBka}ofWvR0
z$qPl4|54+;=?8lwfSqB+vOi=2qey%K^=|J9bTT^)m6}Re3mzX{ZQ%Np0|8n;YVSTS
zA-{e=#Ea~_Um$j-K;aIk8si|f682E9bkU6fsy%$Jp%WG2lk_2EBzxrT(5}kf>1F6@
z^M&A81#i;^)i01(OceW}wvV98xnt_T{9S!#*ze!|T<M)uMX_L+Fx=WHa5IIEkMSDO
z0a=zFuqpTXx<ITJ2E=f)o=!a1ahKQ_7{q%3dS$FM7~?SobS9)euU3T_mJbOpLmsDM
zcY2@8Jp%r5vgzq%kbBIq^Z+4+dM&tc0&<tWa`M#Km@SFA@EewbBVLhgI=l*G;G|k3
zkxFZT(P|G}SVEIU%Q+k=Klx_Wgks(YAe2zk9{l2-mssDU{Q-Lr`Ua^ZN9w2X!9_sb
zSD&eSLvW(kT&j@{Yy<sikM%`h_V>YnZLuL_71KIu);|FK%Xvtlt!ljIn1*PeA_FfB
zVL!h(q8>8+k-&Mv!U+-@C`%FQXc^3G%<SMsAOJMTkyoun=A@JZy3jJm3r9WBsJzo6
zi7By<^^)qsmt9+l%2!bA(4Vf7%v39zwjZF_|9Bb-KV4#XdSt#Pp_QG=a?efaf$U0r
z4&eFGDM8#%asV;@AD37B;_Un$bke5jP^dsiN;}5~M*z^1|8g$%zdp^+Z26~IeE-P<
zOdE9@g}&f6`I2T%qe$cV_?a}IPt%i?8pQ_#8Z`l!(RtB<bZ!-G26)$<<+uYv*b0Mw
zoqIqP`I*qwl>6nSW7Z{SmfH$kCCpFH?vpg)d?>_WYsk+zzIbJ1gTQ$Bq7cw$I;=UO
zL(BL-*|dE96i5c%D9bJIf{WUlo@@>M0tr(;e_sIp>ZKy+LV*<ew&w1l!i4RAu%SZL
zOFyfRQ|iDM?U=0a!^5A6q_FGb3TM12>Hzs+{Lby=@udpr=OgGTtq|<&$odyZCwuL%
ztmj)+^OAHx+uCU`MZdXfk3QE2N_rtuKX2&ciN7s4*ct+m(4T(bq|tJC(bq0c_WA|)
z_ygVj2Ql#hqtC7oJ6E01XUr!QT^4%#>dvkIvKt$^Zydae&nBAo#sLw6GHZ8{w{R2~
z=aGN=A>)i!7j(Ba5P@&ffuf#7Izdhc1pdkO_QIF9Ya9J-q0Y;@`j#J+%xH!EJ)em7
z<BUW)V4Oc8uh}TqW%&8YD*XL_p`X9>&kz3d!(cmx6a9Lz;h+6<)et6$w!#g5PzN{C
zvz3|%2*#t#Yv$o<F7tI9Bm5e=^20F+wPFk*4Eqm`_D+vMzYhfbU=$b?VywYiF`0*c
zQoEH7UZ&r1f>px0Wts*}&7f8~Ztk7$F9x$+Zn(EHkvKP>Eo3Qy{VAXx_W>+jL71so
zX60CZz06uy?s<w6!sEnM4Hc>|gEBs!yAEOzBgZA*d7ad1#=jWl{Mk5RQnMUMW~1Y5
z)Z>uxfVnyXl0OngAt7^mNe-`&=CiqW>RhbEDJS?#LfR%}QP~-2P9kHX{e*HsalHT9
z`tq-hg`Xsh5RPfEZE=mZbSB$yyz<w*vOj{G{AcLcFe}r6os2BJ<0{o_C$(I1Gz<zm
z=3=J)i`HsTgZ2eC{Cl8qHo_*RP~(0g#Q@e`v?hpv4cJ3F%(m0envZZ~<bchO(DUAa
zz8m{@jZctJP!BIryJ9S((l8W1>t#i$Lj-|(H_<@%FA)96*2>&}fbyk6eTlhyT&Y#H
zK5o$#)@=DoowI(6eySP=LPV$d#?S>~D1t20R#|ytg49yT)s0k__nRHVAvs7xXaoXt
zK&SXG+nKalo*Sf%sT(zY%!LjcY@?CCW-0WKNo{bufwUw!kQ1T4bBjSI_rDy6gEO>9
zdHy=vI1gnWjy<!U<VmZBt3_Np{6Kl#P>xhb{vXHzSxZ~N)=2wjx`&VTtS^a{NFjPZ
zDk(gZ=;aIo$@<U@cBwzIBh<9P)B?g9zouPe%-kpZ7P8b-eq?%zrv^qRAmX&l_VXV9
z=_YIC-12A#3mIoGW`rQ&neny9LDEFM8Do>026EZOFWV9CQE%rNL8R1S2pwX__VX(H
z%m2M<Y=5#*FNh-16HTi*o@(g&Bck)P3&Ud)^$yGkpsytZN1&YTSDy@11aLZ|>_Fo{
z6FNd!+1LXu14dm_VSqG>v2)t_(7zB^21%fuz8W=6<#6u)N`AF#2j+&sj|UH5m(0tH
z(P~$j$8dhkbie-+Aiy3%DOuaoR+T5g*>hPfWr^KMsiL}_&j|TmWC*RzQ%1^+HQt=F
zrPki<Ok4Wl`h=RQm^p^OqjSem?DUkx-ebw~Q)7z9^0tIxJg29dhvJG!NSZu0^LJYg
z+gsk;r0QB0vQ8Is5cCMl6sOcW1LlTc2xtSsq)q6cxH6*yWTfs@6f>#z9fPg!eaba8
zrJpIPZr^aNJdkYSi)bl%<|kS#)X1^vuvp;dj&FObq56YCSJs>J&FVn{KMA)%ar24H
z*}dFcuGQ*<UMikcL!UR&BlkW#;ZChOHV@u$)*QwWT893>wQc&Y3MK#@V>{0j^gU{)
zvsma(+<TMk>qrZgXXzy<Q!YNF)#iGldf?qhG!Grh;<@-p&yt8b>(AQesV9rw$f_pY
zcuBu1JTKxd=*nBSi(HI-71Sj)QXVItWf5pTX_MWVY-E@CvGS$J?Vh{eJ{e#b5Ft^u
zr!e#@9lLS{#1FS4)AP%PBN5G{x@3s!13nU*K4NZZx&4EcUu<K&WM(iw65icdE~}?n
z8c=mSD6(t38L3|CW*xkT>a%U>!E)|i3=o)38}psb!;X}5s(lfM4a(*0Hf_fM6>rU|
zpA4FUGikl_kbP59eR~5~2rorj6+M$%mEUBdQ~ig_kh?~betSd7;{quh4aK-e`JBn{
zh<EYSPSdgK6FeQu%!xuusIJgg&5PzRDH-FdTE^qeMSkcssqJ#pQ|j@Azka7^Z)VHx
z@uwkCq!eSyg^|Ben{aXpN^|l8y%DK^|F$2N>yWg%(y!e$OY6QlXlH%b(Ds?)aV<ws
zWH!*eR=Mrt<y9WLZldx{@wrbWwrPR1(HE&zvru$H7BC|+iYsflucPHDo3^J-&+){!
z?R$Z66<K^GfY?hYFT$n$pd!&dG=SJkUZ<R@+%e8K0ftvpQy{PiZm^<bhIH*Ci4nAv
zu*g+X9k;=TYy*4pga?y0RVQX)d=RC_8O%wpC}*_^A)h-qO4Va~b1@STg0OtOmx^>a
z6QyNhJAGqX&I7cSo8nd9=VSvs7sJNyuo{iJb$@3bb&Ox){$|5$iG$Jg=nC!8mS}p5
zm9-}mT8>lgbW;Q!?!9533|Byf=%gHtIGs};H8BU1Ixt7%hVb_T!Q~<`$1dLBi1b{W
z(}@(A9{w)>qLCqm1qn7INe)gf-P!1qNiHh{*6B^f&Qo0SrBSoyd(Q~HHOk07W*Bug
zf&P^98oJ#uiH@yMgCQrS;REeDr&*gJwiKS>H@zrXPu@Oyc4t6+oM(3rrM}o#rxb7R
zm09DtDjU`7FmpMNwMJdlehXyH>Q4tXWZQaF>Ug}jr5o63)UMZK`PBF-^+ZxDDsF(9
zqcY9!^2Zz_)4AJ*KAzJ`lmt<!7H|$xH+%MSt?~9HE)xvrZ$0}jKMX$fc9wf%Wn2tx
zVc5U5x$s>C9W-V`FFY)%;>J?>-rFKs=s>b6c!euv-niMqj}1JS;98Hfa9|!)NC;N2
zXU9I+V9T_^%lhyVN5d{Cw%E3I)q}*gO66JnfglP0tCuUeSP|Ywv>G=%1Ia$!sxhZ{
zdt-Q7o?^e*kyx0P6bEZP#~@K_oU7bH*g;mkT94bzctr8*q8|?P86H=cmCk##f&&h^
z#u!W|#%|8SlM|=!gHb|$wyYnWoSj^loyx;|wQ)ryLv{-)Bb&WNp-UORAuoOH3`bkg
z4;SU-F03G58Q?;NqdMHi^GbdX1!8pBEbNnlyvINqK#G+!IEv1Ic5Akq9+Ntqlabj^
zVylHG8=Hm)l3FKe8r+xHw$`><k`ZOy)c+V!thtPXdbtDMRTg_7&VcRa*6S<1e(!VF
zIaU$$@Nq#7f=Stw`VR2cVbVvJF08ETy{pik`-rA<*Ux~Vd#R3krCtbNc-K3BfgFwW
z{Q|j<2idXtop`u<mlce&{vf-?lsx5Blg#a?+ZW7}(U(rpjoea)*&N#&f7lI}DZnv9
zy+HwM)r_*~FlN3MZ~a2a@&@Q^fO{p+d(K={9Pnq9kq^YS@N5^32A$4h3dTXL>w5_v
z=Prq$9&P^7?<HJYLpaITI}Efx9j9443v>wumehXWr}cV~?=w*}HCJ9GoLhX|0I@q)
zfes{0$s9UXRbD0&sk*()A2~>h`DyBCbI*8=h548y#s^zxOlqZ5t?frhnRW#c5)lhW
zKMD5bVuhE%K>3_O$td8w{(2uUQNY8A1o@zIFol17FSOrznGnJuwjMGuuk`I%w0zcF
z<YTd0HLsQAT&AI6hYia65_;zKN>;&HRo4waUm0^_Q!^-78X}$Fe!)D>#UuEwG-yP0
zTJ#&``)@<s0Sb%k`z7MFZ0S+d^bFu(1_H^Oi;-!^KH}mLhOvY9V+1${>XYWiu8mj%
z|D7&d5d`|L2^*UKIw2_)|J~ovL$dB|seR20vYd&*8}#r+Wi4y8@|!^Db{DYKr%5p;
zFUHD5po!Hj1l|6&0P>_*Sg3#CXR|XycpUcC&fS$GcdtQ*Y(P9V&0uuu0Fgq%oSt!Z
zpW$Fy>TE;(_^s4>IrL<>=%Ivwkfg-p<Xh+kb;kNL-miR=PrufAJa8MZ*Mi!-Li;Fy
zY-7B;UvN;zk?2#>pzl3wx#&OE{L+bj>@u7mvWN6LG@-(71N#M7EgQCmLcz8-m6l1T
zwx%k47uS&^mD|Zs;;kj%ZHG(;o)^dE%$m;km&_QZ#VAq2^EsPSBMwv%SWxn;FUzXr
z-*&4Eu<ly$@!|0}k2*`Hz#4pxjsoLz>?W#?ql{<nipV-sMiYurVLkc8l2u;mV9ip`
zYuB^(K_BB@b?02e?TGPPOZINqyO|<7BZVao{8yq0W!b5)w8pVN#TBR6(-p;)3r~Cr
zW9I85CiTH+&fCCD_z4H8kOZCT##NE?o~C2vKA7ee6hBLiiq88-uT<kzc_ug$TOxVb
zO`lXruAU1R83S?_F;B(SyGw$hDxSMp+|23=zGdu`(+mARlc`?}m1*bh-;B{BrxacF
z1{u7M$Ws4;d=!AehvB^`FoK8e2H19RuCB~ToSj>@Ri66I9>)rnktJ{~=`k{SRLWWE
zZzX&J-uPj5#0+p7#_Nj=aBy}S4FW_6XOm@4U=P#NM(Y|{m;Z)>%zRJDk}(JT^fRZ^
z)uwLk^HeU~5A*gEwX9)6UWRI8unJpajZPMMo2ym5hK_^+EhziZ+$_<9r_C$ASSK;U
z#XAY_ybVG0&h6U$SFh>`4yr^u+_lsn-d@wWRB>|p8bBgnpd0o&c7I*5F};pKxuk^2
zOqg7;QuThGsSfcXBiHtnzQ7?@f%c}LK52RwZ7^vPe^nI|*^aB$Anox)^T$tVCZ?tv
z$0yWr!KL+&eW&oPZE+Z)w+#f<b;|!U6GA{zmZi{yp&{lJ?Sro!$!}~}s(+I{Uz(Yr
zwZ803w;7-sT9N>b@sEKb@{jE}F_N16iv<%uak!62%H-NV3N9I4P#)}_Vqjy@jR55c
zE-F9KHiZhD7cGUkp@(A`kob2zxxZ)O9MevU7*u93ghmvSd?PAXtTR6l)%ZAlowDU<
zxnZxvbe{qaq)eHCnvnihW5d!m1M%iBkSC2KxTvxBx33i{(?&Rt)a3Wbdnd(ZXJ~4M
zOqBacJVdrFh1RJkE>+i`Y0fIv^oN(_p*B;l2?9O*))%}D^%Dl)JJ*<mD}yBQeZ|)k
z4yQS>Mbi57C16awzC<Kj;z6)9WW(Jr`9oNarS-4dSc);!sSz)UOpXfR$@4UKq}s_R
z5O0@4^*<5g$f>`?_P$CgHowI2zGjtrysu>udX=T4{rHrt_FZtE3MPLvLjn>Dc0*}f
z1Ig2;fVf<-JSQ-as5u-plW0*BxBBQ(?0&phr#FK%XEj_o2p*VUf<=)C+^I?3f=YUZ
z&!cWdD%w>CcfaI5J$NOo^^}s5awQ~3!kBd3V)Ce_#q;`uF(HQ6L0t-C5g%P0zY))J
ze4ob3iEMW^+6x;ssz5a69E+`f<UR~F&y!^BOR&)nI)Cjq;+^tzvQ}M5tE}O5{<P{8
z0!obRY7?#+p0<gZo>t4<>>)iZ8v1y%%~1jOnzaks=tyW}b9giUz*p*xLXC*HH%(m7
z6I>oFqSyc&-^sMe+b}SAZZ0vL?z#N}$=p>CIwW*GG@W=8gN#*wY2aDur>Q;0jZ!1q
zR8iFMx`yu?o~A`tr`R(zQoDD3ll+?J`{vVfo!qJu-BPZDgIZ}O$^mb}y0ovzH;Of*
zys~e3NIA<bE;lp6owqnpx4Et<;8{PlBefnT&^&(S=3d%{Y*GedZwUDup3ft;&o`el
z8$jRt(_pWaAsL3It4;B@Sk<cHrO5SFbL$f%HEbtJZ{JpVO6n*l`_hQ;q1Ph%?zS9@
z1m_j4&t(d+NPEr7@fRG1bDJLa`TBH1QDkrWsGnPNGSJc<t|z!xxp>&a->BH!N~Y1N
zx!({!8?}iMU3E=?slq!wJ=;CkC@G1+VuC0@`tH?He=2NX^~l<Z)xME3bTEGfPok!W
ztrXcSme!`I!w+nucZ0lEV<h*eru9}qdYD1YA~%mU92RmoK)-z^Y`Sasw&<JO-0F%A
zCBs9`x>s$-!t+ekljbD&HM<jEgZ83sCWR5W6&cW;VdcB;OUiauCbN_y<UiTxEYK9`
z&|!3Rbki`$VWQ5&m)<Ty!&PBj9xzYkkpqPil?4Jr+s}$j@hA3Kog-A4SR`v=%`3_F
z(>6J~!ox2n9SE;CYs~gJExvMbEa5Bt^oT3*gz<ixD`odCpzGF9L08>}q1$nj=m4Nm
ztj+2<yOX+ypA^}_@Z;89U=_jSFOaX*7i>Vhm=D-~UR8(1wdKNp(61y@+V3*g!HZIY
zD<teKQyg<{M$M6h5j(KX2oZiNLT1l&oC*i$+v$khw$ss={m583^`*qfe=GoF!)H<j
zqz>e%E{Ae<>)6{?P$)6I2qU<yBNW+Ipi0weU;@i}LZf2n^(02jDn{W+8-76hBGH3M
z+F7pzYphwX%#@GOOPmg}50IhD8`+JCI`t8Qm-TN=2gwH9L$pSW#{##E*j{H~ao1jV
zIGIkFCNchufV;l(I{v8W(cST_iBp~w`$FTb;hEjWy8B9N^Ie{%wR{gR-wC9c=1Ivj
z)tjH2`SG5dXUOqv>M8T%B+OS`#dc!j-@hc}))Y@3nZK=#)j^1~=8Sc{eXY^wz|tOW
ziHoOedp;x?=E_>6rS^lFo)pXi6Q-wpx^Cu6ehjLkFu`pVDULzJr<~WyYf8>Rooan4
z$Ig0p`9^nLVOMP3$<@7dDo>81+Y>__)ES$5m{U6Q`Hgyb)_}|u%j_X~d_ef)%B59U
zaCvjhA{|`>&N(<ie8}#d>jRR;OXpSxnxzT9Kvb&{WVQO`%9SEgPl%1;yWiWsxI9a+
zRvM8sfz@~o5j4cBSyneLl)aB`E9l5`h-fFU;J17(PpHS~1hWI#ivPvVzA*RzHlqe!
z|49|z^J{FFY2!sl_HQ$&A7(gMGCr+Sv#}<)10k$Fw-=_9=ur9Qm(xyu{YLP(2Df1Q
zOh{CYN5WJ~%Z9hEoE*e6uId%a_*g4ac@$ReQ~tU*PqMaHK6|e9api<$G|=!_u48~~
zOx8MP<@JMtG88KDqVb$GiKP-$^1J(&s7eT>w+97`*GMt`Zs2c6AyWXFioJL4YXIGR
zpglQ^BgT`s{4K8Egk@BNzdircjSv1))<aaq_8q5}%e>sOlyYqkJR>I9Sd`346L<8I
zO4xZuS*7d!Rw61kff{h|tfy25!2CUr4Dsho)ji`}`=%;X3$l}2S~#m=8jH7|K50nD
zj^<w0H}&<0xYG@a39*o33?ZRtSu`hb(!)$om7I*RUC_XGjsiF>aDA94&@qOSGJgiP
zDaH3tfr5Ld>mukL?XAu_U|gw6plb#IbffLPn+B&3qCuJ&u}1jfdoBCvbbfE$qH&vY
zfW3+#C~>^%|MK~BA|qW7Ihzr?{%Lg$9czK*$g8vVnD-2C1+X1%Ba3Mj6@QQt2R2Kh
zwMW(EB;2T#Bm)15hw-kFoE^ory^$Vr5Xt-pLdQACEwwTsbz=Wz`;TwbXN<S<6EZ18
z47A6{Js7NOVs7bWp;w4o3S4#hBBh2=G=&D9kt*X(svpj{cxiWd))JIHggN#_i0w|-
z(n-nIlq2F{g^KV*pYC+Uaiw{@FxoKlqoPxeq(tD<a7YjT-K#M2cmt@PW@@L$??Jdc
zqK<ky3x4CnzsuaT`9H@SFIE69R!rKG(<x$1Dv1p68i5htqYi8sPt#u@qQ4`QyzRK3
zZDr_WIgO<8qN5ZN;&jhA9|8p;eABc2rX^jWg&&t;=e{$*{9nzysOV=-qoKnAwX_9t
z5cUAe)kU$Pdq<nrTPM*d7>FKos?hol)oA|p7z)Qaz{I^v-gL4CZ7upD_v+)xe{%q~
z5|_Jc68MHbPS;@3PNarKrgsgnhX#}5n*K{@^g6&JiHev(bWG{O$Hy4>D_m$yUzVwo
z*XO_`as~e$t=S3}?o)5#O%QZ~hXb!_=)4MzSp~uz#$%kV*UDHj_(Mj47vl(u)<Acg
z;B-yMTB#+PCh#22oKQGUXr9W`@!QYK{@qrQMVf><W-WiQ{!LBsO)@_#^6u^<2OVar
z80PbSK5k5hri_)9x&id(%K}<79=|{i07nbxrtJO#=@>m7=UcNf^cy|Q<$|s<fM%oj
zKk%mSQa3S1R?R>cC7=j5+Pf5EW<jFyr(^kSj~;N(ps_WN@;$1be-0<hloWwRIQ@QS
zrbzicpjwRve<}v}gy#QxY)i5nkgGHYd}B~j@Ye&nLR&?kK+)=W0ZF)kGG;KyrY&r1
z`~~tT<!G80RGJ$wO>CVkW7HYrZYC(|sB;H~B6J#{{y#m&lp@WB*8cu<;PU_UKqLP*
zF5=aF;Lr#0{@$}{r`tvjB|^FH8xOgW);+Ol&6M+w6YDWQpPnto8`VsVVSfr<5eq&5
zKVU{78WyHt^#W2~*OPeCSbHuxnWMw`7PUc?`pr3p8w`ahwPHa3cVsfAp(cV>wWgo<
zFI$1AavS<(?Iao_1yMB3iJy_MT?)X=D|{gG!BYYLHER@b(qDgo4pV@rVzU5Rs7{VT
z#%*fJmuC3}QDD)dP3pR(Z)@C24BMuS_8w>wGawOa47wC#2s!ow7u=xoD7sb^piL&V
z)OkYgS_$90DNW(AM5mXwO_7(Oogje!=Or7KYt3DEn`-^}goF0Uj3l0Qts_tiyI!V*
z)m?id@_qtQs&5UKYQmvt1vPM%Ngvobt6grz^Yrm!ZfNWO#oT+xHMMT*!YCptO{Gak
zx>V^(6_F;=1*EG82qE;|A}B?wfPm7aNN)n66Y0`Bk<g3uUIT=z`{LPaZC(4^v(G)>
z_ub$3hmx7h^3FNmGRE^fV~j`AO9Tb5X&`i<mY!i_*uxt^Y!L#V$);b+Nd;+2@LMzc
zf4^ObOE9nBzdQs8K|?*$RrJF~!St22`xUpW6s7q$<2UkBegzh_hl8tsd<R;BzaDA&
zZ&w;wCl`G%;c^@CYnvE;c^DNh)0TK^XuAuGPCw1n5nW7y*}`eks~3n~ZxkVfm&m_$
z0w5Ot8jPAk#2#5;b<Il*etIC5`Yzv3uuu-*F}6l8mkr~ZK`k~mDJEbzvKJP6_v<J8
z8B>X$G>VRp9dt%qlY!+gAC$r@OLi8k702iwo8DoU3<ERjo6g3mJpu62(R7pmj#KL&
zR?V4Zddz^17X{wwqqG9(+tXo8UO;Bm#|7;Qael;%z*fa6VZ1aJA6&l$>~lHJAF=cT
zJk~8SJ}f8Ph5b->C;d6h8OGTwD+#huJ*wpaHauGd@OArP+uEJz-Iip!6j}IHNVRoW
z+`)iAlT&zu&ON2CEYnx^=zd-;3LO+IAqnwk*trG=^N0$bA@zdXAmk&B^j5h95jY!9
z+``n10)|Ho7uMHlc2t4Z`P__M!9KQD+bH^B;BESC>3Av<tY8FMU%}mt`anU^zQ&;~
z(NjXWNdnB@>gRs)KMw&rOI6I90U5<Ve|I=0X;!;5<~G+-5e*s1v2{5JxP19ewDnB`
zS{Dgj_Y&!9M9eccNlGj!g4!$n)GWpJ_?fP1k$8F7E!~5t@{m89$@)t(+s~S*Yg8g#
ziHM;gJqbC|X_NW(=T&3RTE*~>oBMf`kxMgn_U8@p{kTW3yNy4~{>E7vZvv$U87b`<
zG!SV0*iIl}?dgJ((pYVa)=$0&u<oeNUE8e;baJr7IZuCv?QP33Z1VF$#B-QEj1y-b
zHe=;RgAGvT>qY<}%`Zn3*8JQ<g#D0mCzTk4Ph|OmH~IxLhT#AqgE`Z-$5h-1!2VrX
zg`e#LUhdiXen^n#J%Pkw*@lEVvp1luL(wmC`b!`<(%H;gfLH-)nODM~N8#L-E_)8p
z2W5|?{{T|YX0)Vj+6apDEP?yGbkRiF_oN$oS+4Y+n6;ha+DLB#y#+dV2nn0Nl?6lI
z1+Z6<(R<xW*BNA0mD+k7!yXaXp&p1WX0v}gqDl^8F+SP*Z}y?^Zv6W$xddZ5sQ%%6
z_Irw*lo7a*OT$@zLBa3is`uF}cj{E@0ZJ~h)A*+rp|%y}E?4_h|KV5SPthqObz-%%
zgIGxbZn=~cd^v}B3363^2Ca++MrisvDXjPX)ZqZ={Lh0I5$}Lm`oI63Zypa;1}0D`
zE!dRO*#J9ui&*TiJz17U=a$G(?wnr?$Z(gqUo+#j4P_I(>bT4PNf?Esn*lSx4Xr<E
zt=8%sFAnqnDkGIX&i|ZM=EB$C&I<GrcL&+nw8BSVjN^Dtrtk4>WN<GmhB`~d)ES%Q
zj~W<z!TRb4uPDzi3n<@s_O6h2`c(cUuKD0>n_uC&P2t6|5&}c2>u$!Pi@xQGofc!l
zpJs~a(T*(uCby(qQ2rpl%oxl5w()r8)wg3^p4{*HY9}&FUpj4Rs+X@TURL*c+Kju8
zGZY`(hTnE7V10on?cs~3Vz1f?a3HJFWSE<utTdMoJrX3l@JU%~uRjEHqgytkH<#5^
zi$2{{pjyz)p=mL7&4u|yPTz(ecYF!c0y`hlAz`jnf_5+bnF5hsrQ{VI(dvTvP$WsB
z;M%zasx^b1LeEAI*3WfYo(2QXJo-r0>#Nt_RIza1zt`~?NAbdSkmOVnR|Q=<-L0z`
z&^V>TCA1DF6|RlU$m$d1U`W!157`>bg>59;@)AWYwR4V9k;F3ih~h1$cr1F!!e%82
zWPK%^XA0Q$`wCt}I4>j#GB^31uaa-*J*gy5n*C5Kmxs}-d)=seb*$Gl^(N%wWjtn{
zl(_!4Uwf?=UP+pFHXlo67ECN1=)zvsl`<?7(5h+*E}76ct|yMj7XThdxk>tf1c9~F
zac!iT5P)6eiAjnYHPKUiHU#aRA`Q=P-f?wqKXxggGr&HK1C_)WfF1P-X#3BwN2=;y
z^@f@t-i^rQ_y`!I{q0HyT0bHEE8jrUB&Y;mnsUxWMidkIgW#L7k>6(?d#gZ37(%>6
z8G_3$3n42ZmZBNOJ$aR_D-Oisr<|khG)5+-NzrX$Ef^$<E+Wvz8uK7l+A@GE$MjYw
z9=@G5eHDgZ8*?)c(mCguM7(K8{UcxJxxvTgOMWAB(kqAT_z3ck(yuYP-g5>&sz+Xs
zIHr3iS{0A3DfWK2ET=wUM<QN>RGaR_x5AQM8<P%VtRB?3L{YN*_8d1XsPehe@qUhO
zRaq68Q^_c(1ZsW(Omx3#8HIl*6MChC_U)z`W#q^nC!7@xJ=2c<PyW%i1taG9W?(00
zH90d%hf(RXjq(LEeis#oSmv-37Dd#R+w$e?0SV0vTQS|l=^{A?=7W@-qqNT-K?%aX
zPFqODbm~hC+*xhtuqf`HrK6a7Y$O2H=@36?9dk)~5GZ+Zd{Nly_!y~D8ntsUEAII+
zz*vvwN_rMst?iSFt&M_$6>8#-_Lih@VENIRswWG(jnjUZ>7lAN?bF$eh;D|=kWkX8
z8i)=&vOj$#mvWnEHEB47sha=5YMDO%pMeQXY4E!8T7eLQ4;DKw_?3QCLc_&!+GN*_
z?WYqur^tv*Rgktt*0vx8>p<gWF9g&1)Vy>)ZZ$`&u<Z<MzKfV~o#i!0TCwKs9GCHC
zqV(wTp-TPvN<C@jG+=A}#cr3odqT2M?arR|<aM>CeB6cPx+^N~(AGRp=qER=hp#og
zd661*mC7OC4+7M`+`U2-Ko&juWq!nI8M;5ety=D!_uW!IgQ?|l*0D04HS<&Gv(-NP
z_(J8Hn6-@!Pl}{m%j3Etl+)OlXQg0-z-8Rf;}@=(AsSy2)RP;zJ|u78>BL^062R??
z+%&eBS(nzQHm=A)o3F|S>I~UDfB(Hnpp!h`l=(stO|K9CNHIn^f0dfAS<*$3s$e>b
zhGocheMrzi{vKYWT8^Zr#@fc3uV#&<;CEq?t1nU7T{@_MJTr&{Vr4GbS>E<*d^<8o
zN^t8fK4Y)r85nFx0#=L}y2=q@BDO{dq)t~0{?<mANOR_bh&>*S-jkgtp|r#pq^WSN
zOMLIE^-q<Q{14b3e4ssgWpJA)a#ew+oRU-j7^?u$tEj)(U$(lGU*v4S1<A4hLIv33
zUe(J*EF-ll`AV5?S$g!h64dI7>mdeEVZvuF7jeuK$Dhn6o=~e@CBoN2fUM4XJPbNR
zQItc@JgP58#BY<?)7vR~5+`+ENwLp0>b0z@^6MEfNcgD9!KAs#oQS6}6fIZRMX6IV
zA;YP3A&8DeE5?kO@%6GHNf6`q1!{`gD8td-ndbh7s4u%*cS60I4|~~*G99Iek;!w9
zYD%}|S|*Y*3&W`V8X0PMN*)QN7I9BbAfnW(D`Uj-l1s86$5KTS#mlJ7r19cEaPk$|
zbh-9%hDk2Kz9nSADyNQVbaB(dM3A!qzNhikp3A$IJFIaB?#;m;@I~pfin4^C@9NYQ
zZ<)MVgW8U%1ZvdYHZ=Z>`yk=NmKsiqz75^gaWTGC$06Rrg0+H-s_NuBjG;E}tWR^(
zhoT2k2c5k|^(sWE&GyUZ8Q1wP_<ofNq$6@C>dAY$J_`Xkiw->sBQnQP3DA81&tCl3
z5(z~V7qcF1>nGEH88(L__fv>^)AU!4ec!ZX$qFdZl|fofY-zsrT5GhwAdZR6`usWl
z#qs-ihw)}x)6j=o7mtQXa3Ysg>*~t}q45jHD>N_3UYW(;3%<PE4vLzzfV359=tK3&
z3K~{1?c5bgm(|L#oA!16YQ`QOT2idzlPlELlhDsOj_G<01W$|^iO4ou9JwRjDK(&Q
z@S|Qn-ss~Lg&6gkybIX={7UA+jlv-2)1kupN)@sBiB&8`CB(g;6E#jsHjQr*d57`3
zwEo8G=ZLQ^zyk~jSDS@lq8YBikkLpTgp)Vddo%z~SUQ_c_UHG9*~d*%3&6wGOJ=Ns
zs8G1a>6Q&VoI4d*$5mip&gM=}PEydHLCi2GV1uXL05^hy5386;@+d9uyQ0}3AWk)m
zD8kfGOgJpH-al}XNsK?|tK-xCu7XH$3p7FWvkiS3l!&Pt^12U?>=xKitdOIB5`HSC
zBmXJeD*k;v>(<m;FBu5LG^@#$rDEh@L6C{R^A=4d_wCyxyM?zJcdU1FWvbvFU&It^
zB4gr)RpscPyC)m(Plc}c-q~+)R|~LqmZazLG~TLz%`N7%EiZH`Fnj;A3;su!=$&~d
zs`h*Yxm%v*)?ozmFpb)^71Ea)8Nm+Qs8XfQyL8$xV@~g+iAc_viD=2<MCU@~S$0gw
z2;$%x9IT;!RYk!f`k|BOg3+rx%7hS-Br<-^Hixdcg>Uo3Zd7gOs~H$z-->{JX>yQq
zd?Ss&^bs?SP)}>{?x}8@N0%$=Xh0~$Ac5$zz0>YEnLC4x>eq8O=uaWI%}CeynD^Af
z3svqf58>C~5t)`+l`$Js4$2%1x7%C2Z*fSaJsun1KjsPyY}U`eYVcA&`J;#Jn4;z4
z&^4ITmkW0<gdZ_{%qIzu5~xQCbxKlncE%cT2^_lWMn(PT6zNOPBmQU#$eX6o8WE4W
zr=Td50)qMsw3a@-W_U4#xWIPKh!@q{OnD4XixP*lm|JqsX(e)8z$y5CuG<w$0w9CU
zR>b~5FHo2044GPD!j=?bVa%0jIacwB`YPF#v6DN_+?3GF(jHKzF8gv@ow>eS^}x=G
zxD(Jxq2y82P_|hi2Avl;B#uT3mVFw=pnk8ntXgr1UVZW4=Rw}d2Nm%0YEaxbG>4Ij
zyps9HQP4@%rV+b8Mk{wkY<o~xZosh9^kC`5ATPDH+&HCa^bqE&-<>-`z(RftOaVp^
z9EEJj!oF`Y@^)Y#1?cF#I^bxBsGZ&luEqk@3Rk=>jUHEwm~N0Nv49XHN_y`~$4ISZ
z4sWKdMY@dXMeF!uosoED>r`mX`FB?;E<||{s^dG$xj!-?-zQQ~tsLRz7W(dVLg%-D
z+E_j1)coH2o-)*NC;G7Fd7b{NyTFeE)F7+{c5p4^4;&?))zm^*6KEI1w#n(6KOHMv
zaic+&5g~)T8@4vq<}sJT7f|;jXj~Xyua4EZv!(<~=+08DW9fwkzOTZgVupnk=NnGM
zOo`vnZrCXtNqAJewQ=@TIlrQErD+}Y(Wv;riwEZ-wy!r65?5{-J4!d6DkyE829%_A
zFS-p3n7Rr#RWeuuq)(6L`n|F6i?9M5kCs|cy8e##ygju)5p%3*_<XX`VGbueMY5$Q
z#a4JCUEi=8m#0RoB&-I!hEth5p>wYb!EI>)(6-PK2qlg4A&4EaLBwj})CsF@A&TML
z(lZ1IAu!h7CO&-JCn4YcjAbo;KjnLxwqwvDA<k2Ax~y``TMl^%s)o6X7WwGKCe+1L
zZfBZ5aCqllT4=u=m(Tk2Jk=iqNezAw&l1b78#W~HCDD)MK35AyCT~gKJl%Chv2bP(
z1#$Z{Ty7A_QpBi@YsJyq9lnSgzu!%6Jt$jjBqhrlKbGp-<MRS_+x;LXv=GHc>Hww8
zg?|Fk4+1_6UE1*l*|4_Il)znbO|+gCS`XPTN4`j}l#)NOBBJk}pbW%1WreahJlMYC
zc~|j-aIQoExkR@j_81v3w6a+8{#7x(5ux3e!UU`5pNOWIa)ir-k1}qfb-{bTas=>e
zr)^s-AwXt=Qi<aftLtkA(^E7D5v3a+l18u|ofXMaX48uW#<^nh@lHu%;)34p9_rDH
zlZx~@?Y%7LFuD6U<ckz3+p7#G<xBg2ehTw`N2(#GKC(gdIndkgLUS7~obiqi{#GI_
zLu1t&WAn$FUH8-ll$P+GE+-5135O}HQRq&ZHMHL|HM?$FI3Q26RV3Um%%!-$dJ&T9
zbP{qIbs$t5>+<w!6bm~p?2B*kAc#XtTg5UBBu>bfk%y!Ax&?$?eB?#N=jiYsVTH3;
zU+r6Qq?O{zo^|BgS*M=Lz|l}J3bUVN_)YXw822^cxmzdpf$de;cacRPfD<PBeUm)(
z|4C})67#K=_t@L;Z9!!_KIppsFf(Djp8Q>wPz&iWC<qBFb$i|cqa1Vlm{~~)KPa#Y
zy5VkiV?K&M5i1l&Pgzp6?TmQK5(R_HSdE0-Fx%<iZ~xZnh#r|BJGW@(#Zp%4o?5)k
zi?GP(W>!3QqLeXR%zYjD3MTDQlI6wGw<ZKNc>oD%-%GkL!--Oyqv%dt5V+_#7@h1_
z)4_oYrn?y}S%(q>D=g>s#hlO04Y92Y^X|}a-z|Zrox(JdE8h*!aJB35yCD^&2GU$y
zKQ1+V0|^VzbEpcARAP^*29$S7XrY9frSNdw#L#{556ose=56w3V@Z?K5sQz@O^!Hy
zz;G#cKE(Rtfw+s6lpSpe(Cwa%ZJu7ag0q?pgnr!sg`r05@7e-HH!3Q+nFjHt{yy$$
z8c{~*E3ctetJrQ`>{<Tm%_e~47f6N^KCg}R2u?2rBBGQK=@U>a&4@<W<Op2~LR0{5
z*D?}!=g6ybNSiLc2y>QdXet1}I7_3sfZJ$EIYk4?A|#OS<9~IAe!CyL+y-Fk_@}}f
zo6H*+q`NL~9}JhG2%akd2KI<H!h3e+sQrP{^wU%OpLl409`iR(ZG<uigPRW7QZ$9b
zztl#(h*hpEi0kq$NF;4oB(Iq*IwC-uU>mQ)mbv#`s<_};pPJr6AFJFbn*IZaP+3rg
zJy0kx=0mCYlU616#OR6w%LzRc$hllFQ6@^!bGxs@w?D8_f;u_4ac!Z7v+(27xI7QI
zNT*B5k@B6l4}7JoX{g%D#YS2OnjiA;JgvB16{W^`J7Ij^G(6*YIGCfd&>{K8Ah)pX
z1^qEA5uHOjDsw5r?Lfn$q8<_t74eyaKr{DTC3`aqcc`bB3SIt4kZA>~#x8Z<>44l8
zXlrlj!;ngdJqS|v@t8{N{GcV7(>m$HeoXILw?Ic{7Z8G$8svMH42s|D)pv?lO%RF`
zP|iY0#DQF==Ke|_733TvK6p}B$*GKrnlqzC8+Sw&w<g2ea9(_GcEiO*dvi(a`El7&
zpv5jRDSiq!h*6wV&rLOe<KU(i7XA(1w}f|uKvx&|-eQQ-(Xp-D^aH5L<K^=-KPq%$
z?lJDKj?r25Vs6&c*cCXYTI!NQ&n?7uh*&T>vxG()lxcJwPzn`5-qj_Q#hQ1o&p<Sj
z^<JfNXx$jA_{@*W`vb?+(#NbeWfbnYp1zZ6d(-i{Db3@#A2-%G_sI&mN<~$-4#F~2
zSWq@GW|rJ3-qXJ774Un@di0co`Q>WozU!}0yfZTRQo^rt!<pUFMR*7)JsojG>a=+X
zMwG0Ts|(#kp;ign^ApM{KC=tRpGD$6GsSA6ZU&zZehkHDu3F=ARP8GZyE*SI_^{-Q
zB@QvPU_jujQ%|3uKAHOb<n;XHS`J%WR;Rtt&XX~T!It?>=KGl$5hwZfQT1)XvKf|H
zD%6&P>qM_^P<$redDY{yz>iFhaR}BWAB|xom{Y;Q!MSFHgMX3(j1~bfTGms66~k3@
zipN!0h>`}2>wj47wwP!>V70$b>8Q^B182CXPnQQ2LsCi!Laer`{V;lDvJ!m?=!Cc2
z8ogBEPX-=HY7c>g7DcBqS+HLJqSGUjtvo07^PIUH+UmI%ad2_2=yRl!NQzM;%u;T%
zhUZwbSBRC^iIQ_Raumy4xat!V0^Q0}qVCDJy{Wes(i~`3RT<Ys{IOGTk)7o@er3=0
z=!#niwlVAvoV2t8kD0{y=#qt@#P_I24Silzsc7>BgD|%C>Db5Le-yGtb0y9ZH(x1r
zovC9w(TK;cw3}5W4~>57S`T=W7&DgWycs%DK%O+YVAyk56^teAf3Y>|=A$g{&BG7B
zm@FGg>s#ZpK~iUikyWp!Ez|f)?VrtXxTR|Z*c7!R$^zILGxSU}{n%hZPNsrIV_TtV
zXoz`aQ>bS3#Ir#DJZo97nW7B~fj>`V<ffmXwzU*R^YXK7!&Uv^fIPZTodNIQALQzs
zINGX>_L0fuOJy3pTu&r3qDmeT2|w=-NMIfAZaiXROLisV^5c)P_k&$oSofh>roep!
z;p)DR@|K!Zevy3Zszgb>63Ncf=_q-e78fB+&6f{VtnKyjn;>dLy|_=@0-MiY%G_1S
zGh&aqxmk6eaG@LnR#4`tFxYBl3O1-<rC|$(iSPk9d|@o?m<gUbmYgL|uc}qE<_g$F
z=cHD%ia;S{NqO)4V~QmKJ9ARj%jW~V_S@Thux0Cl_xksAKkn7>_Oxf+eLvQiZFn-R
z6ZYScft=GrefCXX4Is^3c5(eoS}kaQrM_uBQeQ~@q8SogaBS6ctbnN%l4pI%JPMD8
zUhL^ysLNh~7+AOd#kS@8SMm5?X*C*tB?+`vn~Ahk+i?#aodJ=l4P8Fn$E?Bwzk1xT
zedSCxakjZMnKEV40~f>BQ2F^O?B|!~h7Ht#4wgz9)Hd)w`(_26x?-JiF3<)$``Ltm
z4MreN&5>3+*Z!ye>dJ128hStC6t(BE>#1Y%rEM38OT(b=Nc)xQV71a>qD6;+i-wIj
zpXAAKBy%i(Zp!atw=hfRUS>=pCK-}wkS9&MsYDECrhQ||e?-r^2)Cl$UeA&>;Ga_e
z)O_dte{KH!NoM@{w~9^;`!FjIwnpQ92K=7IhoxX*Oh{ng1rEWq=J!f$1*Ak21oHfU
zsw*;ovk>4}C5v-XK-{3Xk?lX>mm3<TibMXXm4`eg8y%rEC=?Q=3i)n~y402b+;0Ar
z{a5^Cx8o6uKnYvRSvq;6yJhRLDs_r-jZL0cWmz6f3rxrB%KmVv8Ui|r=Ko%l7f@AH
z{v&eY|2WConHr<bZBw;;*ajnP=@z<GpEmCw`EDD^Pn(0kpKG$^i+06&^Ga`t!LYpL
z7+~Yvgb{%Fh5Kr!tjUE)R+pi&JN5!r9)bzL#wTe)>@M2_&T|k1VggM9{>;?T9w4s1
z0`)DrdYL2NJ;gC4*{H`BdsUhkm_M0qSbQ~LApsus5<?(tabWHb99*Dnm|e|C3%3{t
zrF(Wa@zGo|Ra-4(Ur;?p$=2(&9~G`wE-{eT{QZz+?4{qCc!%hkA&2)>$yuU*-*xHl
zO?4j7Q2uyGDN&O+g<<re19qHp1co>T2rdd;4YrK^DMP&Yujuz&w=Be6*m$l8>i)9s
z+@;Iw&-;J`uCWtHK;{aZ?E#l8D)EiSW?UQ6|Bd^L6WmbyPcE4Lw?mOia<sjbj-6*>
zt-n3b)-Bi9Ww$Ww&$wfwD9x-R9XYVf--TVvd(q6GG`;vKuv_|2DT461g*e_>SmU)b
zx@<QN)J0l2vp>NzU<RJZ?jj!+51hLNDJ#coF>W}p;W)MR#tnw``T^cs)lYTJr7a*e
zIqC%O)e%^{ef<i88?*x(4hP2cgF+E>OHrc+wKjbd=k+aoM6wRwws?^L%j(;~yCq2|
zUMKAM9{mwuWWCL>{W*4E&;Km`P-r@9f{8vWl!pujYqA?`NCCTq)y^qC{zooSiG?v`
zL=93xj;9{s{X7Nrz+GJqm)9%1s<X9iKX2;0Sj8z3stAjVf^EmA$O9EzRuE#1W9pcb
z6In<dF=_EpM=j}t^l!UK7dzV?)0CTF@PXQ8PPk4^Zj`pG0owoyAlVGVw&+0z4n^|K
z)iG$kz7MzbQqCT~g{V-ElC{QRZ6)cvdY8^y($P5VZ_DN#ggg0VsTU@{pQiuxHK@ll
z0nGhrNzk{c3RZ3zMR#>EtO3R;U|km|d)B4V-3-4qZ!#^Uc)^_HfVcomK`y{@dv%b4
zF|V4yeK@S!D#fYjrImAkm8aO9f<SWsJAW;)`ChC2SNfx(dxa)v-le!30$ZaGJOlsS
z(D)j;`%t5_KX49=!I+W#Tm()wauzthR_BThR51b9&j+Kk#kwEl^0z;+O6s!x+b;~G
z9-F7c@dzv~a9*~9N7Eu8QZwthu6Gz1EK$uq#8s9U?Ht3l#W7s6cl!Q!lW!C2Ty>M!
zU++;MM}baz7o5It9sD;f3_9P9Lf9-H=B=p7{x;-i<;hP-6{@@PYimvI9ikS%6T7qk
z{3cmA`0v$-31}u-K{(}@t~>>E5rk*Wk@xo-&?GKmnB#j-iBY|vNidL_V1{-Cw&XGb
z+oA@YG*nkX4##2gDm-~mYg>Yn5`+{~zjv=p(l9E8oSSFL-5z`;rmJQ62TmXuyVA3W
zlS?gtaERUS`z!kzzWD4Nrph6w`FNH{kw-4oeu6t5!whTP(pWDj;%EIm%in;Tj>``8
z0d(x=iw?}eoFOGL^|O}Wulwt#!M}+9FbYPD#=|h^G1$*4fzqWyU_@>MC={WLCASLZ
zejVe&2}0T}!Kj=AcGy`F!n%zVGrII@y|FyPr$O(peLE=N{0n>$P>zYdQ>gptC;XDE
z{^tsy`_VuTRbFO2(if$`l3JwlYuuLP)yoH5YDfEl*wbLC7H}acKp;$&X!RQ&K4&~3
z&%zvo?&H(K@EnYalqayw?>S3pYnOi6Q{j7o^x_D^$pNPaM-8CmQv(>T7R6j=gJ$#$
z<4OzYLjFZdxsti{>Hn^lQWIz?3&3P|f;S0<fE}=I!_xr~Y#;;texprnARf-o(x&FW
z(YeZJ$lN~zxu9yMy{%q~Tw&->&$6wIFIB!)^MeFjZ{3w4;p3L^1qnUp%3U67mpeuY
z{IE=>vv9=AY9=^A5V~nTCP)i367z(Wehi9qz52$vt%5~YZstO5EjrpgUw_nUd%1KJ
znyg}cJwIyWTR2nGO@-9Cy`uZrZ^hK@!`Lo_?d>CaA62i~McXX>8l?v#+BRjtnb*GY
zZVWW=FaQ6^$Qg*#2E<TcJcHyjNC_<Sa1-n@aNjj;fR+1K3Df`6&yIhS)ERDMZgVwN
z8x7A3){SLGySq|e)30fv`2)wU^2US_<!^K@^1U0P$(X6ni*+^uV){%f!qd)HG-+W*
zS?tGo-`C%07c(8Tm3q473vP5|eyo^{pmvK>jQ2c&cni>RvV}oYYs^pNKh;p}ypk}L
z<Ts+Im|ay?;nNNuSRq+Y;G(D&iRfhSjI8uws`55zl;RxOYcHFUepo$ddtKBI^0g6i
z&9{<~pjVYx&Y3#y^}0o$?R1&n)QSG0+R3%L7`xt`b-WMfJqbtD;$-pLKV9^l^YqqI
z^`*E~<jhj6oR_`M)R8W*Xs-0tbktF0OD)6}qXsK%@yt5)wYIs=k!pW3jHh&T#4N2g
zQi`FRhAKD2zn3<xghNGUhw(5M6<7>8+CI|jzVmz?JO*ls6z;*Ux`ktB6{&etm)YLP
zH-E`C^cuy*UyfIcGq_?H|NT=s<QNu!IS291?r5iqf6}i(P#bRU#hE=H{h(d~J5-9O
z*y{Fg=_$8no`AR#$o{as(;3k4b^aX}x0}nM$rf)2+ehxp-dR(1<6QPBJRKc>;Bc8n
zj(oA+0~!}&^jz~gd3Rw--jPTY*8{55r-CP6nqT;dz2nSJ8Z|6&wUC`b&>B(+S7PK`
zGt1#|KVpaSmEDPI(0ADv@CTAS=T5w(Th@tMCMx^R!u$8lwONxwrtu_q#0a&VNN~qR
z3i7R_7)u8R=;X=#%T{mela?)dz958q=cWWpQG!WdW|j}$!djPEULOxXFg6e<Bh53T
zd3ghcPY1hV{9~VFV%O^BYCY37cj*Hmnj75f6yGM*+;baOUJpoJYBB|AAmFCw>shL{
zD2jwDD`IChLgWQQgA89-l(foeBQacabzaMsu2TMz1!c_Z6j9@<OqCyCq<Hrfm+ahn
zAo@@CFF8-)Dde=6k`Jgj<;RNG#+=9hYV?)<L%Q<C*uk!n9IuC48*$F=gqtqQFD8vz
znso}df#opHdr?$}FId8I)`-b+bG=~in^ShYFx+oFVVyc)&7uQmJ9Mw*`M>MsRx8+R
z+d37WRX!gbYmX$jMb?rUUnG4JO4NX3>|y6{E0a8X=xKgWy1}+{=I6NFHcMyxgYK9R
zBN~Mt(LcV8OJCD=GNJjLlhGR6rv%GqON`TMvH1{Y6n&F`o-BH-K!2!~0V4GphL=GB
z0#T7-u<v1Oc>%Dvm)u`TznfRp;m&MS%{WC(DGaTz7Zh=m^VYkV2e0v7DDkUgOirCU
zdR%C5_5EFCADV5GpwHV*`fO$KhDDO4hKjLxA>WJJ+If|z78&#rpH^e(>Cnz**(+K%
zrtj(g(Cq3mdZmuf65rd8VV|Y)GRazvA00@IYQ=v$Up)Sz*8Ii<+hhAF+FcD;qqy^|
zbU?g>4yi2pdd8|Neo_k0N4k2QwmU*o9H<bCw3Z6Sn?4=t4VgKW+L$w_@P9#}t1iUq
zdK(A6W+#{|uB}GwHiEXIZpjKNbjo2Ie5RB!#7*GNq0|ueMXgIR@4Pq(g%!h9;Vwhe
za&?X6J0VSj05^FS{AcD=cd6Rjs16EFNg8xZ-2yd-K{C5cIr8=Fa!&$A{afzsuHUGn
z{YBE=q5K}iVWlg+Y@5Xk|0p^jL}^XYguW;t@_oIz9J&Ci61B-b+#1rYc2101p|lr*
z!%IKuTuSF*E_5Ix_H-eSn@#cGb_+2qi<K@#Esw-I8r+K%<Z9t{2qhzgGMF@G)S<mS
z3tvw96u?+~Zc?yyb(^^}$#77O)j}`4PAqQWbCmJfl!v|)3q{qZ1C`i}hIw^KvhFoM
zvg<*r0&3(-+6$AEee+vC4&Urm71FzZf>&J^eApujedN!MZ=1TtH2}$tYx*>He>|SH
zs2Op@mdp$Yy34Q_r#@I)Eo_72has}L=&!H$sF#67F^A$i#NR0(Qu;IcVrFd<>a-d`
zIx(q6OR;VBsFype{IR=+v#^dD!_sxjI9+|CS*vK7%OCVnbOU#K#GGj(pVV{pZPv=9
zyTuQx%EitIXMVW1M)ru}&fEKHv?oaEgNUo+7^S+(!7?|YI>V*lXYfiVJM=s6*(_Yf
zt9RD~4IP3Vtfv!6qb<z95=~`11#w)aUI?$&9(PIGR;;?7^<GuV)VD0cqZ~H7l#kKP
zT$Xv}DL$rGsK42Lq|Vse7vY8ENpn*@(E@>cp0L#VuuPND8+=gxB}JP|cGlJb7vEk9
zZ5V|YU)*B^D8<6cT0X$N#va&1id){xnSXiwYlY#J1o`=$rUb3*ZH8tQhWlG9D}6^5
zs{$qPC)eQLbPG*xX!L5K&GXPbo9kGDfg%y>6S;}R8o{KRq_f)VBD-qH{fIY652KM-
z_;Hhdg1t?YLix9^c#7ip7@b(2C(PEkLnZLi##C!qgJ)al9EfiS_z7?*8F>VA-pX?o
zQ_*b^BMx*WFU-nCp?Wzw6u71%SJx!FpRHg;t99SF*(zeczZnxAkCTUSUc15a^zH?U
z>Fp=S*qD6FdM@Pt6DPT0>vBnn`z(S?r-`}mWG^mSuC_u*?pGlBeCRAi*qgRj<LO%7
z5)eA(3&`DZX?WfxfKYwUk!NWC2I@E@#CJ_^HJ&#myY<1vV?Kd9tWO!jQ;E_0<k2%J
zbb1gm?Sk%ISu;mxNA9Zzf!qUR)-UW+wsPyKw>V`#qkT3_w4^FB@3+&2+`4&={fd3l
zQ(E&X=}T_R&Glr%`NEOUkpjxxea89{{iGMTM|HzOo_f3^c2DacGAu@FrAEve4H_F5
zD$N|KTv<6;yE>WRyFl54>+aSwpilr=8f<~if-a#ZkweDcZr!tCmy1_DA8lBWloeW3
zs}o-oRLd$n9SqwOqJB?+7jLn7^famm|E{#Z(TETPaaCy>|53?PUJDVw+imB9{D}v=
zw<B5;l%G|$*{(V{Q`FzxnoOmAVl{H;kSiYaR6OJ9Yj%Pm@Lc)A_X+A88k=;sPL@lo
z>?Pn1G_Tgn<<&lXz*FUl)g56&2hQwcn?vLg5lWQ-c(D)O335IqEk(;LPZgMa**d7p
zN4GX<4GEpg6l-7+tNU85qui%!Gpzmm-exjCTBDPUHqs!;rD*os-l@gC(h5Zz=)PV?
zXwR4J8`?eccZ4Z&=J@suWM^ua3wm9}WvIdq?q|wBDf_^9?ik5G3k$gHND}A-CBC)3
zSL2=q`50wi&$x<QxO-RPsYP&d4+)hemZEr&S3=U(6>4QXurqSYRLl9|?I?NKXWk7B
znJ-757#4qd2`;Y%&V}-ChO1aOLbGL{5>ij!aTRpwp_;N6>Vj);IY}ztN1Nu!dfOh{
zF&~<a9cb=g73rr5D$WdWTpg)HmOE*bCxusEW?3KSEMLep%{qcX>nh;82G%}Kxe2|g
z?eilvZaVvk#oK_DV!uNK^#yJ?grM1nV3^lg+@R)V*@P2Mh@N8g%#X{^$(P?hu$SQ6
znszjxNoqch@h|TZK~lo|4OOtYw^+3;r6(@T1Ba;A%ZqEIfO}yO1YiVD9C?;2BW@e%
z`L}h_yPC;MX~eX7A&b@VrNK0EM1n5DHuA%kS?iq0|0Oc+FI)I2u=xL?+w-V@iHZ9M
zWIE$-9}h|<Cp1;pXIZ$v^t%HbG`POh?#CXN_fmoO<fBN*Sv9<6<6AX@8_pyWlA#HM
z9ZzvXUzdL&R>1wtrDTkvQH!5kZgy*Mj?Czuy|quLDIQ5^J~{a4T~NNkOK$VU1**;9
zy$N1N=Zw*Dswh*IOAAl1t5NBZYmlVjdWP>-@&4-_D`GM6CjNkX{gT@zb@48q60Myb
zB&)1EptXla+3E5H4(2cgGh7_aV9PJhC^E*_a#4X8w{|p)U&rb%j$SLSu_L9i=S;wT
zXXpN(Sm$4Q?K=9uK9&@HId2uP;Rv-5n!)|hSE)H8^R-97jX_IG8+yN$PEED4q>}Ji
zWoYY(D)FVZi&byz^)14SfD)L8SLSp2#Mrm(Zs^?@=%~EiB8>s|yuG$iiD#PI;-lg?
z?V-<<{E9YawGMqoQUVf@J(qgRZN|{JYT*z|UfX?w1}N^B0&P#ig-10HXCAw3j${r>
zkeFqepo}C>Pp3;X;gN<NRE!r)U*Yu9I_eus;w*#E!7d__-|^!%fK|zpfwj*Pw#Ttr
zQdn(rp6c!I6<+>U@I~j<{~I+If8yfv&J0JK$CRgjMX<dWXK{Pkuy$QwGOv-k10IF(
zKhl~K7F|;;v7|Rm<TSk3JSTBkGaF{JJheN4*aRq({~46<PgOBU6f)g1_R+8hI{`xV
zYG6|UF}fmM;k0?Q0Z;{CSeLyl5WdStKZP8(`1LFdW7V#hL)#Nz{m+1e4cW$$h@#5>
z;w0(nwVp5&ds!6(yl(r-Y4ZIOsL5ST=`cw-C+#p>z^42&wb&V@eEZ<Qs^Luh`zJm8
zKl%GNN_iO7zFig<lIv#u#6VVJ)t%dy?L%|MB^Iq+JloC1EUVY+^&B8ViynYRuK`Ln
zN8WB^tU%0aY`#wJe=tP`>myPA1E&FCW81+}W3v&*=ayk;VHlSG$&-a2|85_-*D;X*
zCH*C>)axyy!=Qvl7pQHzWiP2vrrtigR#(_qyL3+l_Sds(v*vMXcy&#r71#gzwZfQ}
z28ari<og5XBJjvtIjz;WL?M5Jhx1IJ+X|;Rdk73Q;tUCMHK^IXw(aWQ6)%<e<!zxv
zrjgt?$9WM4ugLJbOR$2+I+^mki!ixo-W4qjd$<EYC1?eJ*yj;&bUOBxhY6MlfOnyf
zzbEV1^gsFi)aieFc4SZP>eT?q%MTPY8bplSo)YDNfW==MlP`_0Hv4Qw{M^N)j4}fQ
z%cx^H+gcCb%UEZfzCzs&S0NorlmvJU_qu_5cTwQyQ}3Te9AA8iK=XrFbk+_nm*B<|
zg<t@>PyxJgy43{BukiPSxM?##{+0;foF&^AtXRKvSpoM=8KRy+sKZW_OO{c8p|t+y
z>Ys_DV$sn6Hbw&2c!m%A+K9CR<I#kj#%lL?DFUzuGAn(850Jmq_@#B&+yKKN<q-&t
zD*FctVviEV_)CDet!Kc&>(|hU8--$r4~m%h%AlhQYcvP@tsZlzDg)_ja;61t!6Jjs
zdcH$b*9}G`g6wIn+;Qn14{xHC0h6361@Ke9c35Mj6?<2&NWO`<7&TWifYGZ-j&WBJ
zXzsYP$e~}hIPdDEaEVdR*E7Ms)j`1ZX>3n#a4uq4`(S+xMxgJ$K+G5-A|%v^dO|F&
zEPFJHTZx=_bzZ*8PfUD{Im-U)rYgVJw`{px<^d}0p*$Q=gp!#t_yxrl>T9t<6D>bu
zV;i-<_VKwVCR=d;+q&oN`UehP6qr&N{<h7lqXydXU$&Lw$Fq)}fGXJ8+`0~|u;X>m
z;4}&_`}}f4T#0=c6*3>*?MI7BBYLdy<2cn`Z*s2k$`Zby4@_>Rw&Lx|ZW&EF(I2bp
zFf6+!wC$I3>z<y>%DELz{YAtK?`!O<<4r69>)Dj{+m>N|vW}CGt|W-7b7I)TN5Z!B
z_|RZH{kqlB6cdAG0?msCOs5G2;#h;ugU+2Y+)FWTk}MuY$E?5mq7r_IK`m1DnuG-v
zGu551`*#Y{u@n;0dz@%+BY0D%G0y4(Vo8-2okXf5!Lx`NQ-F5fFA9cjfwwUVu17%6
za7=zyHqdVq+W}uN>OPtqUw>K1_4`Q}wn~7_@kzHu8qEu)`s@Xxrew)(le0(nn_^L+
zf%@GDZ>@4RPv!&&56Qk})b`_>$k@FsuITU>q!!1YPS|gRuG%(J7b-lFF~-z8+M&JD
zbbdYZu|$#r7WNd-F^*?EjTz+z9olun+AuBWNGt+_Z2(C5BA}|$+lOF_2P7DLX^auX
z_50*zi9>MK{EGDM2|gA#1<M=34(>4JyYv?A898TkKv3V(@h6r{*8A&^&c+8^GcSK^
z%$R-qcJ-<nbNz~@&uZVtijF<;T)+wMcK%%Z&d8ZxIAMa98)4PZ%1}Z(LO>IY=24F^
z@@Z(-)*z0KLa>+=EN2AoCf4UU0K3^id|08Udr+yI&dvsiZeHL!*@2;RCH}c<h`X<O
zaKVoWKoNGC9L|IGK6ZD7?e0>Z9!X=gDRyx!z>E7$LnlS87uT%3&{2d9V-xv2?$y2l
zffweQT=~Cf3fKZVA^&B{!KGR-&AbDsbJ!s!CW#W;K$&tZ@}Ek};y}0iCFLk8xh*9W
z{Z2#9QA%=~92wxn$GZOBzI-TJ!S-6*2D7-Sqvw^1Pwix5U&O2g1cP_-HmT8Zjn(Ve
zq})zOZix47qX$svBkLVOf0|e9IM*G+n}n5TbTV<#tIZlp*=nAy?qq^g85NPD#TV*v
zIZ)^B;LQ29@ItLE*G#w~*B)!gX+#qJ9`^G$OTe*rR?<*(3$&1&ZRYRQs`M(v*24<x
z%+fkQmSNK<#mBrdk55J=tC4)O1zLJT5@uO$3J->)O9|n<?(QBXdEZK2mvLU4zV10f
zrteabiFvX01D=xy&$B(?`V6m(WmQt>5aohS&-oFH_u=RDKMH=CrLy%cidS(w^wPK0
zfs}iA<O{~^+u=3SDn1J|Us0K{xt0Cc$FfAN_jVFr3Dmx>+%@VAggP6j5Kl_l{DHGx
z{gx){JyTkM#JYN_ofz@nIsL_!W8st#o?1bBJJX?!=ey73waNn}Y?hNr$RP&EH3?~=
z{ECg03ej5-`evRupOnBl_mofxp?VH<xxIPR2R^30SWj`^5vo}0Jecg770Fe%j~Im+
zI^6ZhBkJ<FARcHrf#b;C$B8MQRyc4+&!mNa4*9?T{ee*iHWxzxDC-G`vSW_nmGoJY
zqZ=4eApf=i-ATSkmkt)XyA7ZTz4*8wrvfHyYwPj$^J+wNCp^UR`8pcccf*d;$W*tq
z&nY2H^>mcyDbBZ!%%BUteclinK>~q&a#}|Po@&*ClM40e<U7p5YD!3<2?z1FLSvbg
z%I@)(sbs#|51m(#^a$rD*83<;f|yqrM64HKLp_%BKBB!r$`h$1U^Bq>Opy<}vO_l-
zwB?o9ajrO^KP+zZzs#Q?H5rspFhBHA>8q+x(r22{lb=CS;Yxb!WmX`$ZOS{l>2KYb
z98FUaAY;UtxVvPj7u?lfXbLQt$U#soWpWkByiq9y=-sAd`XRZ1%xrgE8d<S?)mdRl
zf|v^&$3tR6CB3to_{yYttvlmiz9a@*oG6ylR3RrDDe79uPAe7WySl6|cN!M9KilFA
zV~>MU477}G;p2`^KSs^7dWVT|hL_}xE{UnMX8Eke7UR4y(`-I}Z%L}0<v1*}@B=EQ
zd6hg(ZlSE`t9Gly%i^_8?caFxBrxSuy)<Tzed$!w#L~~<60Vpmg7Uaccu}G9^RI+^
zQoMe6H`~WP4aHxcQcu6|sbI5<t!u^vL4s3E8ZY^K8#?=Ug2<wWI&2dvoLpj4h9zLA
z2)SjLdYZpw`KJB~*J<%n22%KxuPGijRt_nLS4>{z*K96X!oi7_OKvKy3+M!0=9fVE
z%EPBv!L5^=jxtde2J{u(XGUc{xP4%vB%(z$M;x)$1AwsDYwGxNVK5Ra0fd=_5KLYY
zIszD0W6iJwl7v5SWQ6<mVQudj_Pb#*RyLp{#ZO8Up9WYz1tW;HTlSb1YaOZA*b2Zc
z7iYHZl9w2J|05MAxjs_8w9b8CVB_*6{?5Xa3_?@e4Y(MCsnTh>*=g2k!oi37u^;Y}
z@|!8<_BHe$a|BDQfHEY=WP33c_T8lyaK43~H+E2sqZ_uoOclQT)p~}Up^1dipzzXF
zMG^gT_>8M?V8MP}ZgVn}VsRnUkhw!U^o~qj5huzH-@{5w(YHV5{hry~i?8Smk%5SL
z%Wc<F7%+=6ijndx@-FvQ^gLd<llQoJV&zjPVaPp(V`U=E(f4o*WjV4J7UV4cWP?nX
zFPII96Z*49qt!Pe3m46__f364jSOxuO&evMzFC9qeHNR@=OYIzJ?|j4(M9@Li_T`)
ziQ!(FpZ&<YcNdku(yct;Ascdv#7*bAwbbE2B+h(i^B#!I1$joK&YnLoy9eALp9?J-
z8Mb$U*?J}Als%x@YVX-r`f%13-#w6@Cgf~&{coiM<qTQXw{{hE+4Q{9ZFwVhhTv)I
zhn~50{Ul004MW#ppPNtIe0n+zo*>Fz)S{Lm>-(5kNNy+6628NyMLs9KC&ZQ<^iZjW
z@jt^4G~*gur2Uh;K`?^-y#Jrkp6)GK7>_pWx`*VSpG-|&To?kvr;>E>Vr`A6=IL{*
zhK&@#?SmMVG%KY1NRw7YvK@i7{Jif_gvMU}x_GP3aaPD;-#WBYmJmEw$ka{^7tZ}q
zhjVv&JYK8C_zw2Vk-hr=VTK<06YRsDFd!87M4Zx`DaQe~+^*jb>^~x4cBeo6hpRvF
zTiWnjzp2Iwa@O3@y>Ia}hszS^990rjhYCh!2c89ny`|c?OZ$3*a~-J0lES$jY+ayd
z*sg(4dtNAkkd)q-kC}g8KkZ8K-0drFfzt>|B*h|ka^;=DT5a7WUY5x=pML-8L_(5#
zoTp^@0Sl90W!Ad(KVQi4X=aOvR!Q9g)wZPr7RsqJGgNF@>n0!QUM=Yv(0wN}Pu(+!
zxjTEZ86;-=c7Iu@@@aWR{5cCt=919c)AQNmN~?o7#N|s)>iCgvd@Xip&xUKLu`#Jn
z`Nmed5R0tl@9re=qt9Xf_%6aLBT$C}d*ONeHiySl*V(yqC%&=}p4xG>2-yZ69wbvn
zH&>g*bQcA$?Ne<qDaE|+z3O;UkcHNBP{@(mUyBz>L%|~;UI%d$wnER6Cl^G*LDjT(
z_as2+Z$2po>9_md#wRUm7utp7ktzWbAN@0oT<3jH8toj!OsRzX(5k%#gJqYj%TGce
zc{N_G6;}lrMEDQ&zFefC^Eib#fO=bP0h{>EBino*@xO<E;6AXCGXDcd(8WH~lpZ))
zAeI*maV&HzeS~!K%;x!Mb2C~!K*vn485;BKm5-gk-L{cBrvLqle`W#vs8vfrD|+1x
zuZOluZ?+d*tQ$(jHpMTjf|#&v`(Z!BhJ&}1);<<jw8Zb5-jJ%*t#gaR%1aXgp%gH&
z_cXGFH%XqLBh*gFx85l%WK;$DKUbf343Fv7d?+|HS0GFspDZ`4%y%7yu6Z~tEJ=U4
zh<)U$eg~gCAtWgh59LBUKR=IDnp@|3QnnQlQe;~mP+eLbE(kT(IzL5Rg>#nEwB#V+
z<+F8{LDT<fip#`J`-hnuZguOuF<{BL*phA73r$sV6<E36xRz)O_5J96Mb)Y>hQ6SH
z<l6EiZ4^{Z3ETJ9$c9gkt^iJ2VzhHlf^d$-8!~{w$;ILg4!>eNs=5Fh)G3e@y!U0m
znNIb1tZTRYmX6*bTz>lYZT=R6q{0yA>($r_iO#RpE_JzXvigHg?a?w$!x=9(nC#gu
z*~ar!-oV98#`=Bn(s%YWp+oyUVTo0dy2PEJeVaer@+OXjC7pP5`0&P_=0W^qqqeh6
zTaa5wi!nu<W^KPvUY?P_m_|j&iNfReO1In&!g8oXF=LAJ(<BA1*9+pU>T!*PF`dGC
z{xyl1_5*X2`$6I4-$ed~$Uej6B}4%U{l9tPIu&oZYn36h>s*hA_T1QNQ=Z5`IO=Zj
z7rH#4wEQj}9UX04Q{?8+*6acMUi8LKT9~!#0oV0F=0v9g{UXbGUAR#M|Mo!)NSCJ2
zf~-I_8R<<ZP{B)Y`Pv2=zVaO54av#$udl-oSz{a87xueV-xXGWm*;ln&b#Sn9?2Np
zG7ZhF%(vP?r3$fb${K-M=qzW~XCBpc3Co}4I+}ij@FTcLXc^j)IRgqDf4CVmlvq&;
zj=dx`RIGkeT*FQ!jw`T3mWV9o<RoPBr|Q9JdFpmc8$*?qha)5ZjrkOw)ji~O3O%)Q
zclr0PU*X@q%R13VecWY93R?A`#=-hS?O5;i$Vx&&LVNx9Vo8459xQGOA*w}?ImA`v
z3sLP^4S3O3pD*%vvoI2_GiN#2qducUpgC65DkDX7Zzzo!!cpXd>;}abI3I3!e_;KP
z5_k6o`G$~su0HB~0mQPT*K)v6r3kIBT;p7kRA58U{KfW)3p-7*;E}GYVJKop{H64M
z2QX=69<Jv76)$W$D~gG>y#~ayQnsfTkg~wArxyW9#(}ZrICTv%pWp^+4-dkYE>;up
zp|>i4fu@Yf(|YdlrwS6%BGz&c_spIsX{Oj<^IBcmVJcw*4ZR}!E4S4r-9>IuNZoC=
z$P6pj>YWC<TJ?v%EKxW|V433W>%yn2YVlx8GPTT+D@08h$U52_XPl&c#LYPhRJV-h
zd!6sZaLtN3GyL20nt(h085$Q9{akPCAM4U)M7!Q$zmp@>zvy#LEVC{vWN(W2$vA3?
zr=#q;)kBd_=VbIQu`e>SSLROg4|~a_q5F*P2ci6y_(R4*oW~hW1P`N_k}KDb4vH)*
zzLb?mx$~?)3s9Q!>ZX16C~T$KS!yBv7#dok=FA#XGcF-d5tF95P6b$mr1}X?@3gu#
zg>pk=$pXXmvKlTR*b}L4)=%31?*DYhsPM8<#hs%G1-vThhs$1I31&nP!@k?Jo!OCb
zCzKDd-PE=RW+~s#eJkIg?4VuTFr{-}Hr#B!iWmC|=PNZxsk0^aP}lN`K#gM4aINmF
z-lmt9eWuY9{ZX{H%Ms~Uqe2=RC7w#?!G57=o6l{Ke3UkPWW%yRlSbJy@X7iVbbNz6
zqU)S`@a5@bwShY676uY0*j2VqPVh!a)fHTZq=o8qk=ywzSws<b5c#ntic&X`-X>HT
z#F<cMyM;s7j98sm<^p|Mjw)wYcF&cb)<^LRd7f}C6>g<ewM>aDb#sn}16tlDKQZF;
zdPoFXcUJuL;Xqr{c2_*KF6p(R#P?Fxe(otT(ywyTZ?VQ-x8zt$4ZbX}-S>C!+2D`p
zC|2<Gx^uJmt<!ACGny7_O?UE02JtvM>vs+w(Ic5k`Xj8WB9`gBUV<}YdR}^&YBQgc
zr!5B+osFD3IgR;yOx2a9dNuFRmzNi~1uQnH&C!gpgcW8Ctv?OwJiL~Sx>i-^Z)=Gl
zl3>j+Zg4lvtQGt^GiO`g)u4F5D}#}fv&ek1>VXIoI+dTW;W4j!C1I`Dd(17_#&{B(
z#WK<1s4|s>Ax*B|&U!1sQ)ps|%7>$hB0m#+2rDlMOP04wx4W=)`EJ{@C)jf%FJ3qM
zaCs_y9^Qw9yvzz!CTM1Re~TL-5cZ1n74aQfU1%Em3K4E=LH?85%FLz*rnFJDQE?MV
zEgzC^<E$D9!^55dbIHn1=F83=V`a1_-HAM<pWSUqoQxl2`My23^qAWvOlG|e6t*b?
zoX5K9;y^}``MP+zSrG}dAnet<!hKfy&RN0SLV-g?smStc=1BGB$PS*F>Iq*2lAw>&
zsAcl?XA`SpD_4;;gGwehQ-|(X;kTP?>>M|^=+y#^DWh6ZU6z})I{Dq_!WXpN4!x&o
zT<)hlnnQ&<r`BaSEjiSargWoCGMmj}<|{^^pPZtxde>YTz7eb5yMSZmZP4Pwnta$I
zO07NYUyu@rw2hR&L(RbFqs9WJZ1tDQp-fG(TO%o1%kXwv2z{0rT)2JJnO=!K%DY=`
zHX^WEI*3%g+Ta;|mh-uYo?Ro2gc~}}S^;g9LXPr>PctbtdPTQ4LpFq`2o#<<3yow8
zEfp^Ce?75Tu)B2c>(y+*=qLd@u39+KS$UPq&3X?ZcrRMf94hlxUhn+1if0Wg{Dbun
zpTQ=V&FM~C;+5=*+dR1jJ>(x{*Kt4HV2;$EG7DTYF&#aL;OiKTKC}<DD0-;+a72-I
z4#MKL*~CCO0Z*{}EPBin8<!>7@HUMNvib2Xe{^gAV7SsL7uvSjG8>~e=xlJ3)7`S3
zUvio_)<H4GeO_K5UBbcOv(iG{!>NXNymU)j+h;%OV{hnv>1H#%Fz@GT7RVm(t>Chd
z=Vj+?=fKyZTMzo$cn^*=!WCQXkF^}bCSvEDnOz3PUEfI0EduA4T>4mz$Z5C>EsK@%
zQUFjrz<@KhkSa#+&>9nJ)5g9)fk|;DrTlMD$nL$(B$rmj;N`Z?pIWaNkDUf;Kv!y>
zP13lsSX9oj)lmlzfF!Es1Hn<H5;ZL;#KL!ZY|Z+Gsmvg685vCZADqv4fp>1~9U0-A
z1TqsP$4z0^BC#<0;$9IKhvp(}A~F7qmd5>H)g@*;N+<Gv2Jv+Nm2s7ItN8zb`pwLj
za}){lB#)P4?QHD4{^*?i^E(&l`S<h6K(bZt;;o7xK4EVWgKR!1b9j$|`~NEMy2F~v
zwtbK)AWb?_Mo^l7B8W-}ML<LZQF<E$m5zW&sG;M40R%;jK<F^irFR7cq>7YKgB0mP
zLJg3_w|O(pINW=E_s;vi_s{!-@0@+eIcJ}}c3FG<*7~ix-YLWm>BoDej~+?-7$(Pj
z8n@EKJ$<s2qfqT!_bh&P=gdis<sDy5rM+U5&jzj7*bsmU^{65ufOYgchSlj>D6n48
z!qKG-yR4o=XbY(z`X8r+5?AJ*>e)H!*|SFtj0I^U1@_Q2>SBQV!hkBwd~-jr_P9$G
z*r4rzvYA1bFiCj}y1B|v3Klu^`P&Be+tFPPwPv^xvqugru=7J8JWykmbOrMi+-+7!
z<o(@2*s#7td+!E$8!otga=PV{K?uDqb3em?E+B^4rLzjS4zhmbs>_U=)O%E+VYDTK
z+F-9Iq=C>15mHM$DHuKR#EPKqupca;`#NGRUHs46Sm8EWKsRt)ZI>b)FSAR3vCVj!
z@$-+L!Pm~;{%B7})Y+x0!(z-_tEfd`{5d36cl`RixN4**d)$>au%)2d@1uYB&)rh8
zx}p?aD<{#3Q{zuMKOq>#wHD){OTvI{?!1Hzi2pcDlKp6IIy#=B{rva~vNjW@)6{5W
zAu%cw{z1BfM3BN8p3UrD^`L#iI=*8472;|KWWf%E^afCza6>Cf;k$Ik02x$;BV6FO
z7OXbtUjsaV4)7FyS775evgjn`)I5iejzEc&d2sAc(3Y4lUw|YBp?D_Lv>9rs+K5Pg
zs$sQpAME-|!N{U%F{)|~EE}acwQSiL$fUT_>(cobgP}0Y=12HnD>TM^GVY>%f)$<t
zHL1BJ3B<45A+?8XnADl<^Qy$K$@%`BI!NUfOzo!q<LA$ojXPd}bK<X~Z<L6|n<pIi
zY$Q!aDBvtZzH7hh-<{tuzF&>7)?fU)4ar(xP!k1OBZ63$4ni<Yfo^o@D8cTp;;j1a
zh2OvY`ljcY(g7h9`ElegoWZN<YW6Qb4K7zR7Z99t^;u~szF)XYWdffF1Hhh2>Vnv5
znHm8_%4&ERG&k1;`YP9SR(NX**cnwE`3W?-xb(gKlqM-<F(e9M{NUX84gVJ@XfG~R
z)*q<Cf7TD$TXTjm_&GIgvr+G1>uMo&v0`!uAMO>gvU;Ek{}eaUjo}dFN&n^Mbf16$
z62tu2@S<o_oI>_l90y6O;TPyKFO(GM7|=>mkoYYnm@z*ybmk>~Urz@^f~q3#PlDgH
zj&I}64FJO9j-<wC{GEpH)S$r|W>Hluk&Ddl-F`|?q0084O;EhnA1l&Rlm%}*0w#=}
z{U97_BNX95Ri;Y$c(>MMV#aufjDag&rPOL?Ar}mo#dYA81V$mvxu~xYMOiq3*Ak8!
zLFLxZ_#14WLi6M3ND3Q_dkn*%R-T}02cDZ+iT9oyE#|C>(SNQnb&17c+qtY&gX>wa
zJWxRO>@lA;>HF$BHvYXg62TjL4H_n?df{{X(L^D+JtTQeg20FrVPgRJD0q5*g|yo3
z)~xUw_;<*5{l(zwa`21OVkWmEQWNZNSzH%-5prcI&mwpRLS{3&b`LUF#5zDdmKo--
z`z+_x1UAI3VZF}?pymT}Um?68OwO5u<OBR6@D~BzHeFg@uou5+GzKt509o?@v_BaH
zEHM;9@n854-nzJ230h5hf5i}}(cL>d^cAvj)wAYiCYCDbUeF!xjL5tK@+FQ?Dt+4I
z+lw?5{MYplRvR@iUco<Lk?-EcW_GY92Y>r)V8U%*O8;(~wZIN2Att*TQ8uZg9h9N&
zue3#x8VTMfz1$)1@7`(+BQJFLP>_==6y27qE|3-}`s6nqWl5mE_{Go2O9oGk-|;9N
z9(@$3h`7E!O7dH6z_RF)PFA;z8yh?^cw8#pPTMv^*aEn){3?MW9+3Z}_qgt?*Mk{b
z3yMcBfn2%GQM>(wXx;BGD|~-L!Rtt+Vu647P544)@_1Tw_eKp9m9s5*&WiejoBEzJ
z1EILH`<_IG!sq{pS4w*8>cuLCu=cIeV30`s3c0dzMeH`E#2e7(#pXzUu5c_cxHrap
zcV2fWvS+B75xQ0YpKI9$5o}fjk?+pMKZvCNkN;-SZ2Dk+#M9Q-?BTSTH*0CpYx;z%
z44S}!EK=OK^{ENjkDbVFkdc7-`mr2<B#Qh1WGC@z7BruLFaPfL{!GWF`wq2satXD?
zhynyIW#%8@GmKyXwZwq|dOT3_+qZu^8trq4pYYHI4?BS-MF)dC7%mMn1@@>difRD=
zebA$}_-`<VZFYjG*7p@&?H%$IdwGXj)_eN+35}!DH2r}lx<wZVBIF<K3e;MaL{XYp
z9><YWAKFY(Pq%ecneg`CU6UP5zjNZwinJYBzk#^F&DENsIMV3#Qe?LT#unF^&+WW7
z{PVptnC!Be^7^vq#gDK8iO)Rg3BvRRiYmvrA;`$K0m6+GJC;`V{5%sAEh&-s&R5Mo
z(|wrNwW3qn2(M<P6Xo_P$o3YPe(&U4dIaC{3U5Fu+2FU2{69RBb@{0Q#~`;U-90Lx
zEv9gfgE+TX&qAV`?u<Cy6h9$8h6Rx8z=@E-Ss);RQLEi4RGS_p@^@Ry9}W)xX<3}E
zSxKt5R?00~E!SLzTJK2{ozn>~x9u3~w%NiZ?z*h7^l^uZ&JIUs{uhGBSI%$o&L7%j
zW6N*$N{Ah6){3+>VR{@AEG=gG8&sS(v^mP<r>+zVqSIW$$6YKQ5NbF-c`PA6{+=E9
zTb5vPy34o#ME(*o8FBlb4hgv@dE8UXXIilTPN1A!-uulxI#*^>JAL`6rAkY?C&KLp
zJ~LbS7k_(6j!S_}NlEhJtxI|>A1{y#Lu|po3(*>o@T@zDzVZ5wqhn5Uae_HZc9y0C
zqz3dusvnW;D*tb|iM~0iemho4z%_A4Vb!e`AHtsr$J<C`Jf6@#?!T?kHk4278LS==
zA%9UE-%7R1oMQ^}be3b386E5XNV!_d`9^rrF$>t(#e4izSUm`Lv7P#9wXRthadG-^
z3i=SsFq8Fpq-S@9V_t`Ajb15YD%^SbT(1A*qfc{Vdejm4@hq%s#3q!|g2VZucUpCC
zrpvu#hi9QEgKo_--({=C8^m6d00C?ZV(O)FepxPCbtD%Euvrc>_M*HD&3AZ0rI;Aj
za{fFt2?CRf3d?Lj$ewqyT!yKy{H!Fz{>j_^jBudOCqfO*a@9e=?6P`}iVKsss)F-q
z^qJ_PyitC-`RWHzN-@qqM_J!9?>brneQveNen%+IUn|$g@af$&`&j!y=F$hTl0%O(
z?9atqEf(fSK<@ET6&LpttftKn`WQOIb=ji~!ph4DlNxWx<}>atnOL&+m!hb;aQu43
zA)S4BQa0A~6c8n=7e+;p_#Gq90z7#W=BNJfbYDj?%P&KHqvi^ymWYEQ8k&Pu4cvI$
zOW2CWRaVKUTN3QE<E92icPI)Vi@L7efr{)SZXS;Gi!>~0mDJ@L4yJ2XbdFw1=WsXK
zjry$Y*-f4EjM$M6OgZW)Y`WYTMb2z1?i89H=)vE5^4~nZ5Z}316O{Don&>8555Y%=
zG!59grvi8g8ZoVg=rd!c`3b2mUYz7Ce8=zcYAs6BC~X#J!4k~ALU@*t<YsA_+3FNg
zBDb`6LWBj&#XA+`(lKh-jwX_1ub@Qk0@W>?6rs+H%gpaCI$E>te)6G#FS1~@v=kmV
zCA2P4;FOod=(YwhJVxpTWxmAAygFRub-<0Mw{+a5(F;Bzcc{~}aKyT9-Z|r%S_n}d
zeH7cW<;vyQx0Eax%X{})@Ofva5$Rx&7b@#-6t#D^j_FaS;tNgVo9bEnHy@^&BzIFi
zwXq3oesJ<vJkL8Utf#4X@i52mO6-o8Ve>kDNX3Uo%$qq%!tnRfI7Xs(oqPNx675A{
zgamU#iA&y>FJ(Eg_bnn>{Cs}>w5LaHKgr0_F=Z!fa-#h5k%V+vWaup~iWbhjM6{-*
zFE-)Q%WJq}#g(uL^QzmoFHo?YR`+2$u&LC;_~$Nr_(#3pGi>_oJv>}<%%%1Gt{xR*
zv(%0-pAcBaoWPn$mR~1NQb|B<zJqQsn_E_8`YEGjc!*;5e$tOIX0`Nf!W2~c(q~bo
zU%ptM+q$RP$=S-CDp*e?a>(Id%)1w?cwmc7Z$NgwmQ+`nqVX~B6KSn0`1iLM^(Y+|
ztH;Y<OxEPPX^u#wl*<XW3vNeJ!IY*dSAR*sjxQx2F0Vw`hFh4~q|=A%hcY=P)mOf3
z3^;~^26-Ol%5Om_wjktDo3YOFX+7KVJ9^al_7{U4Mii6Nxn=A<X|Lvt-#krCy`K9t
z;#1EKi;UDR7T7eD+2%0kaSVmn?PmR#ifUiZRj;uH^K=9^Hu?q4($6vb4Yyv6glvw?
zl<7XaXc;qI!%vH874oob=97=pd{!BED0xRHAgx^CLZ()_o#CK|0|$5LVohds<&&Dr
zb8+rkZ#H-#g^D<-h<v~6IEU>k)$Mup{8Se>R@DVwicODkLsk`Zri>NNI@`!>tzDH|
zJzk<0dL(ZSlDNg0Uyb8+ZI&}dMcnu2H*Rzs(S0Z(u?m!C`lQz}ca9M~EXV&Phcn-8
zoSIfC+Rxxqm*kGzsD-(C%XB@xg=XcF@knx^w=1^qT{7d~j6|;eIa^I}c*j7oplt{`
znz7CcBZwWJEu2EpJ0z?r7unzFIJG3m)X8-YQAu$Wr7tc%<<+!MYoFD6@|hc3Rv~Sv
z_Nk1}IQG5XDoCQ&F+Mx;JS=c=j`Fc0`T!k1h4vFccbeDh4U*U?7gVM#Vc?cd$O-3p
z6!iH5<hD1p+iV@3cA2ll$@Y(`S(gPa4;88!D4*Y&svPZ!=$Z1jGOEYjcq^^LT-Ik@
zamU)8!(vAu01*B~KX1{2cq;Lh4LHll!#06iZ~3B-OR`>MB<FgWYS5c`dGv{2Etl#=
zaG$p$Wb$w6@HJ@%Uy#fWKH+^Q?wWzh&#Hmqnb@S{iflWkVaIKDw9$hdgp0r(B`2Ge
z5?lIn7dLkY*^4J9m=-XnUp8ad9l4U%D1&#~H;37_h-gE-d&<*DNGtYfLE&v&lu7xZ
z)F8=t<6)?gr5++9rgPdoT8=@J*Ud8B^6u>ne2psF6Bth%-e*skYh_VJw|q3x%j9|R
z#zfZ|U8N}QtA`t7$56b+N#tjbB;!@f2h(&iXJUg&9xz_>eX#G9;J_}D*)Pr{P1emg
znDnQ_VLIiHefcV;df4qAni=(OzBg`$ex4o6Sw9Yq5X97tRKX9!T-H_k{WRS?g&2^@
zY3O?opU34Wb2<fuv^ssDK8<{bdZ;80Q!^-v_b=;y?7rw5t)a3_9kNldZCTb|D5ITo
zKWg13hqd$QvJq`l%1=R@ibvco>Nc6>ADw!LUUo_0=6@z?Cf!xfCB%R3?IUNQyM>b$
z&wlx7(B;1POMfaeJK4h;&B)2;r<6CX1KpM97468wvFJyBD$_a+=&OOerxu`Vy#6^Y
zS}J14V+1Cz9hO*lBRk=^``XTuuV2<kXUX1W-HEi-n`p$t*!05hf^XU)9~+WpRl=yP
zpRz+bf8(nAyN47YJvD>;o{{UTg(638b<9h5#>bv?s`#aF&Z$6!ZXLOn-H4#OIM#a6
zlZ%V*3K(8&8Iw8%ZG}6ic}hx&%bNualNA8eV}zq0!P~2zg3jA)=O;~Kjh?>bC>uDc
z`D;nri8D43P8?!r8h8Yh$sAFgd%FfRdW(FTXWMhDt)lqql^5w;qQU7oGsj4*WaGWY
z>;Xb@n6v%&IVH|Apj?l|kMAT21zhrVBVs&IjTQ6cKT3a_LX9s0+%F!aw_x)$U!IH9
zB?K+QmoQKwg#nZu@Ix2Chm_z%_5lxIfQ(g)A^HNNP)a1E>Yz90KPwxP#6EzuF4+3i
zG-CGhgkx04db#Ux+lA4`$;oBKfO7*m7Yvv`Kle&GZ88=uR%?qyE~_>8!J0HWDsP)D
zz4NrmR<r|7!~bG#|6A9c9tt61=jdt9X9Ko=B_8Z%c33HoKVQ36Mn%Yj!NlM>5B3WJ
zWc|B_Ug02(4D5!<fTyBVk7oaKnW7TWXa$x4Wr%=nat2yg9dZjF({wICq`acEU$~0>
z@zoM7*Q1nLTZv)u0&!K#G+CA~{l=x{a&ChAnCXN`i*;9xSY9vcQ!JBvdiiP1e3xEj
zu8|dl>l82T_T?IHeawm=D}tHqjZ$dvS^UkYOw%LG_kX$3UBW&!oM6s7&*2IJ7t;bS
ztWv||bg&xnk}osgyKk*s>w{-pET#xNO+y|np85li(SshO`{g-;`XuTLQCqck@9tyb
zQy<B4Z?jqq&1fQ`&S%}g&-atBF0Y+xqkUIqr*l2#%MFi9x)e5o0?{;W1+O9@>1hiS
z!`!^lFK2feZdY9P>#Ff`);s$s@&0BWP3>W4k5`U9;WhWFGe#2OcMR;xCF&aN`fayo
zDm)e}oLR|!nbcufZK`H9wHVA9i5!h9x`K1^jKLe!+f)X%z;<t{HF4sWVCi3yoG70S
z*A{MVyNsinH~~{_THtv&2jN^PPWNGHl8b!bZ7&-!nao=lNoM2IhCAUj7v9blURn7!
z`wUZH`^`WVP62cr%(uxW&r+rWOYA~4&U5q5?1tqxr7~;RGK#WQvxFs**p{CBLHI&;
zu)CW_G&_qeZa4Kha62)c%gz{U^>;qzU^4dWPAu8`_P8?^{(upVpx9TC((B@BaRsC8
zuWeKvw+749FXR-a3FXsZWe_g_68SNtA@XAz0st#G{+XEnKVLi8plN~7ufzWZ`KgZu

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-jurafsky-transformers/images/image-11-$$ _detail.jpg b/apps/api/app/data/demo_documents/stem-jurafsky-transformers/images/image-11-$$ _detail.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..14c848a7c271ff4d7d6fb496b13fbf2e4fe26ba8
GIT binary patch
literal 6361
zcmc&&2UJsAx;`OP0g+yWL@9zaH8e#bAVNScRgexMs1z0H0fb1G&;$h(l^_x6q5{$d
zq=_gUks?K^1xTm?lbkusojY^AcdfVP&Rg@|$@<S(IlG+w{d@o4U%-#xB(UeSo`D_!
zg8={x`T^i5paZZnGqW%=v9hqRu(7f3;^5=tU}xtL=Hcby6B9uq#6(0z_em;B?-Q4o
z5EYeCJ1Bqnh_bRWQu>(2QPc@VC1upkBrrBMHV$?UAx=&q)PB+ZsK0!HjQ}?*5W?UD
zhlv9W+%Pyd3~T|A&^no5f4_i#TrdVWBNH<VE88x1s6)jbfB^=FGcdxLm>3zM-l0%C
zz{t(Sv;T-TGq0I5i?}x*Dm>*8tHjCYP5kD)BuS<7J`rrY1O$bIMWhZ$%N&$dR#8<u
zdQ4sCl&&5|-{ABa3(K=s);6{-t`{y|a&!0a_45x1#0CXNMn%WO-i*Vi-oBHTo^khH
zW)AUj?vuRyg2ESN<rOb0tEy{WH@CF5wZG|j+t)uZ_+jYd@W|BX>6zKN`GqfE$t$aC
z>l>Stt?eCLFaZ85Ea?6#us`79hHx=3GQt^Ic5uNM0wIBOGcxTz!px&>#^UVFD~<|h
z<vW@3=y?;HgpxUl|GZD{E&)m9DJk*}w7(<!_kczGN67vO>|eM>01h||+B`TnfCe_V
zWpZxp`lHCjP;QstE?Ezc7$GVU1n>Qxqn{L|4>5Y6H2r^6U-n(#bjOMe=_l*_aEvdW
z@c58nRA&+t(EqG`Z<tqY@-L<=Cc1p4u%E<N4%R?ETYqs=kh|?ez^JXTjW8R^=P`F=
zU-d+^Z8RyvsYj*uTW!6|FLkmj_FdhtcsGR@uCX{~<=oH^$Ip~kT^OkIFLKIVU)~74
zWoS|P!*I()Q%!%=Hwk9h{>wbRVX_+G#AaQW)YTqllVq?paziaY2M@^n4?-+{k7JGx
zQq1t&C|Zwu)xCS&p*!i=c|drxRD~qg5Phblchm{%cm>%?YP+C-Z5^4G;1bsic<JLC
zzE-OLVcoB1t-zm6;gDjV{8fC{A=EFt3DMpA{51!=Iz$nQWJGw8jonzg*AwO2D(^Oy
z*{*by>pg0eernKm^jjwIy(pP%^sr(%zD|RGuuiFMU+uXU+0KMdzL5^m-dTzR^5xz9
z*sy8Sy2|p%j#?+wXUjyN>%|<m6G$Gi*EzaM8#|Gt<b{Sc)@LBl=n4Y6&{N1>+yb{V
z2;AtP^V`vRksP?5_Q$wMKPRdsl605iLXXjq00DRo2z)Mz={qs1Uj_oK^mq`^iszy-
zn~;cfZkixHTmVVoAWT^{OdTP$(>Q`LbQWC@Xf*=?w&WP}f=eHoq<)Al8?Ub*-c6O*
zK15@XN0Wrnuaha5HK%PxYuqFX7kw54qS~90Ye&8yDPn>kz>lFG&=dlJN6Groau*sX
zg$n!1<I(>M1o`C=eY{hs!s}}NDSWcUo9BSTz>i-lMuzxF_db}!Z2J<K^|HPf!Ea$k
zF3i>1u9<x;iNMQbJO6Yj|9D7u{_{U9^i&VHD<Ic7TbXVt#dp0sd@$k$7E#r>tR<ps
z#YL*Ms2Qw7=Xd+&8{#T0s*(=QTpLc{u4MF12=;bp1^CQ#|0FIRnsPmUiDwm*%m)>U
zm!8~w8-Hz-KjY|+_Sx>2zBUNvK9^^;WTx3WVa6HxPC*+fizBQb;p$0E_a%eFvtnvG
z_QhP(OPBd{Yt~Rk%A_*aK#Pgb>?aYW6F@-XLnR0}rZ;rie%9QtG894e&874kzYOXl
z?|vA>;X-ra{z2TD4C7xANEhVB7FoRVV;B#?@~FO<DF_|IHAcIQjf{?q=e|2AODx8V
z`M?jpL7Te4(aphU+{Td=<!O~;izs{a=B!I~H*L+xl7ykgZ6G)LK|oK%k3VH9ggsHI
zIXyj4pT});$yB?|KIP4ZGOYBU8t1?FloDx3`j9yiQ;JQ0*%aY*`N8uAKr|ER&ml%&
zua-<#Ri;VB=<ZI6m2F(xH*g0qvk`nH-RrmL)2&xK;2dvS$Jhi%*in^6HA2qT|4GaI
z?>r0lw%G#vxHm#xHEg`C37+%s-V!b6+TN@Mfe}lyvA30^Vd5-?)=JG^A<{q7ExyWS
zuP|>xXWJVmdm<kMsv6SN@qkwva#L`H_%``R{MMQL>_2ztCLL{$m4xSQq(1_I+}l<d
z`{fAqj6(+fb#N>_-N=F8SEJhly$j;i6zzY)|Lw53QX*S2tzwi{LyGLT4$s3`ZSJl$
z0wKvBgJ*Z+n;!}D0p*rrCN_O*)~OCw=4H>5^hOf>)mwzN8CqOFcu}Rp_CR)2bP5ET
zq9Dr#{P?WUkZn#xp%*-Q(In?zt?fVT#XoP$T)>AGth4bf{3XRfS#_@S{W&!)zT1@=
zm7<wna8t)gu{2IwX*!4a4vQSJ9HfhQ-qukqD#SW&=<jw3TFUlmh||!>XCS;*jjlr%
zhd#X3N~;Jgb7u0cauHf|47X1rd`8FCnB1p5ETMP|ylb63{HZbb<7%q*Tur=Tr{@pr
zrQ#*=s>(Z8ldSF4kFGObb7SzB^Ecreb01gk^+SFiYbpq;s&&Wg<@JVPG#@;$GO|bF
zL0~42vX}O)fyO5Tugk&9z#}WkTnYY4zTSBwZU%0ZXPWj@rFtE{nTuVycBJba`I~v7
zNqf|-{iI%r{MAd-Yxz{=cUhu!e!~6@1E-U56-K6CzPo55Q_<@g+~@}(udKYK=}cMz
zNqN()ZO){gj>dOotJ~%v;6~Y`hf>u*04EJ8#6xb(q~L2O`XFcO-7@O2F$2UFd?nAx
zeoQUuTv{B@>05DjuY~fwdNKi@uVE*g(_))X1;<_5A@6c(P}QN^Q^i@{bKP`)m5il2
zolvhm>_Ck42s7Z4LcKvPQv7V7*<Rp?>m0C+D85t$y8~$4lwMVa736p#6bIMtE=NC!
z6}ptds?<3sc8gHkFYB&S;?g=|oRuLyq=Q3!782xrtLK_ximdHd$js$4drt~HYhdPZ
zy+ms&CWz;)t~FT#b^S!21GB@Wen<uCvH)}5^lSY+6t|Rtpfd8dsXrQ_sKgZ$W6XSk
zK$U%()uuGHB{64slhCCxAy;)91Q?0}&)Iucns&kP$Hm@oX&D?tJ2C;t5lsycAmBJb
zV4?#AD4FQ;>meYZN#6?s4bUjEN}z70&6?rCi;{183eE>-sSj=g&GcUKGW7?=i%vHI
zftEg;J7qOsLb}=R`GcUc`K_~yK8ccq^Qo(J$F_oJ2+FviSN|2jQ9UD>kEaLg1{=7y
zqgAIxBmxAwxj1pZe)#?wsr67<<~hM2;qZmirNVSvw32?hZr}3BnVZu0_9MSXTtnwV
zWQIoYXhB<(M0`(3?u#s-kiG9-S4Le^lBd$stV~>lNz{~8sTPxY#B$o00SJU!3{?@#
z2h+pM_evePMDeXk)mUMf)#3^@Y0poXxI`KrVFLjh$VhqZ9NEc?uMU!82qi{W(^tld
z1mc9AnLq7pLNCpe3t#$ls75oE;fh19y(gGg=uB}@Q{VH_hH-1YJuF_o@rcdHTx=dC
zUY}q%sPG}gW{4v%U*o36&F`Lic!2a?+Hx?A9UHDJ7GR)Al?s^uZuPOFQu;ZaNET}i
zM4%}d&Ql5pxX+(49W1>Q8Z#nM8@80>P1Ve*uP>lFlT~A%U>%JR^j;M?ns$Kg$0WNz
zEvnDqV3$;^*tZTU(pl|wgOGa$U9FF6czHkj6|8ktnafvo1{Owtc#0O{5ovzv)8NBZ
zN^R@Yt5k!))o^L?0Yvl5@80d&jin|}bd;_3Jnnh(LRUNnqjL+Q`2Ga|velpD=_Pv*
zNa@r9fzpr$TCRhNulhVS$(Dr{@(BbMW%HLVI8iS5=injYX1#iLYVtxw`q3xfSM(e(
zldN?Axp8*#rT99Be9yCqfkc~^_t2@<?kfg!KF#QFF`CN_wrktuL($t0Y69cxF3f(h
z+8kZ(3VSPYJnYi9>Y=rQ5TdOIIb|WxoYG*_(4S>jFT365c_(H@*F_Q~Ub#0M_3T?x
z#h{f!E+upI3^^gwHPdo~;KiSEpQf-!*bXafo*M&nhpi9vpE^xDiI;g|pwon0QS1Z(
zXAK<?Fg)-SUp>KydsBOe7PZbrlh3S?oeRkt2;+ld2JwiTnwrWNFH`51uqBJ19r_IA
zqAU=Pvw#ARq%xI~SBZfti^NZ(lCB*LI&=2~d!)&sGH^9IZvzVm^bA36XtE7SmrbS^
zQ;{H`;}{D9kwQ31;WT<miljzk6^W(u5@?A?QYvLHJ&F@r4O=(8?S_W5$w0A+r<s4A
z<EW!us)eDK?3<`0qO5+AW&Bh~z3Qf}L3s(vL3N-O=B1D~d{d+A-R@Tv6@L#sMA5Cw
zTL)}QKOCZoRE*exKzq5<64$K#eDazYre&O`rgv@PMez_5Y7_NBHu~Je>yoUro)Nb6
zKB+4GKGSSe+w2|Wd9ChQEz#wh5P!RqmT7e$u)uCrB-grWX6>2D^r`*s%Y~s`ee##5
z473v#S%jPNaZ`%D==ntuAR$cX2dd>-tKE`BPr1(Ls4f(nPz=jWwtnEKED)>25$QaO
zy!5aM5P;1<)a;3{2{^VT^>H-kIr^tLl7AkR?hu*kkXR$f`}1%&D4?x{d@ccsuo{EV
zl+0rnJ|2T+D;$SI$5p+XUIWn-F{|w7^_AB#3t>?$FVwH1s&?lZb3D~<nsMFZ8O-)%
z$=^ArKM;elRxgb{H(00r<QvLEu%|mu@GwR&qikO2a?D9%Oud(x1LmBWE+6dmNB1zf
zKJlvZ%6{eeyPUJ{$Zxmrq?E~*orsj1QDx;y%FC4(3B)Tr=Fy#^3Gp*3`rp&nGS-KG
zr&{^y0@sE_aCk++^%~|R1Bb-Ki)PiKyA`(hm0!~3vzQ}{;HTW~UXi1f9ykK!4(r3c
zTB1hvdHBW3yK4$a-&;2KZPMb;opZe(?BYHy9TKU8#p#V%A486!7Uk7>G`kaqcE0dZ
z#3XK#G>|DZ7e^ekdwX#;;F}Vr+BLwZLE#l<yq)=B!IxLEb-g8iAC<2lgi7)%)6_h9
z^}YG<Q$AN#yT)9zl*VfzuN@O<Ox7)r(62)i8M33h$_}!!bpW9Ryxn~+zE6kU{Wy`=
z%<nl|w3IS2_4ex98IibB=QJDS`N-{UZNQD1mPq)h0QHP+Wqf-Y2=F+_ZR)_)$HvIX
z_i4yEs%Lr5jiVnwldp%6bKF^cuO6=`FxI?RIT>Ps93GeXfg$YVLy5Jxd&!IU0+!m;
zT)tDf<f@@DMe$Ao_E9`;>Y8Sia-8Q)Ew&>RzVz5pUX1YL72vuSVk{di1ZuLwLq1ru
zb{;loL|f7k*&A+pa^B`n6ywYd&F)r(Hp1ulya~l{Vycyki_M*@PCD^nx`BMAEFxq|
zQ;u6(Y|afUIQ_tiHwdJz;~IlGCt^<UKUvu9W*-}si*>WU(|KHt@kX#(uAkq(QfvG9
zr0WL$Q%>ymUju?K4{gex#PE6ObBr-x_AN)AURcQHQlJEqHdZur>n=<Ss5y$)Y)vN_
z>*i}5UDzv%E9<MJ;k5eejEE+=9_imy%9|Mxg(0Y{mf#N%lIbkSV@DCDh7$IZF09vg
z6=aVqsS*N3W?rj5*oKV-d{rNM-uvfVhyUF-!pbo><oa?T2$UB+`2(R_ioGiW0nSW6
zGhIJ~mQ^xUB=Z1SEivFtp8wM9eEt}9sKkE6&att_!LId$!X_~desDX|21$ydn9!p`
zq2LzSi99`Q2dX+`%C}>0R=h`_j8i0Z+&0e;*tj+0l{S_jvz#zV$i1q#NDNSOdEocn
z)edXe9AI^1Y=jbG5P|KQNtcruyt5s_tX+b4t@VSV^t*TjD`dt2PCwYbBDZZ+{4BdD
z5_H{R+;{1G+!xouUMr=s4I(K!2Y+yftN)aF{9nEMOS*-41Neu){)!)hvSfz;FR6a$
zOUEd{>Gew>u#x6B_|sV`Bvz;4rpk=*GEXDl{Jv%-gZ+84j!!0U30?q!XIa0dXS(*?
zz9Y%6Bk(ehO@F7A-?Z~zf1bs}9eS#~sCaDgfn?0rag;vGth=SP?{_254=f3|85Thr
z&K9?@mdzm+*iy3*M;1KQmzUMyr(y9zvh7n{%dOoK3Js#<$fWh^&z~@7p1ph)k4Yc)
zT3YHGSFXDGrkG0}drohV1GnoDS*`g6Hnu54&OIf6m^<iV=Yal$$xuDrOB5vJpQBcm
zMq7;b$_uDQe6mR3Dz9QbuX#f@xgdKt!MMKmc8l%9#FkFUfF8RSQw-F1NbmJ|x9I}~
zp1-r^!ca9j=1L&Fei6NqtNj%BW;Po)R6jxQD@>ZR1c8|M>M}VsT>E}sbbIutz4!~M
z@^2~gfAMMk>R?6IvVM{rHWMS5-erk7e%4iz4u$F#rZ5Y?hvMz0Ui?5jy!y;;EBQbx
zef7wBoRU?3HisR%%{2Mqb00FQSzfhsZ%Q-&#Dh>2TD^npn0p}?OVp|vP@F8UT)Eo+
z{^4uI>DhCx<SedPhiJb3vTCJdWqV^Zo!4s@6uPzN;wEizP+)c+YXueP<e)67pX&K6
zr*uRq<E!@)<PCmm*@;6&UpGL7H7AMyVH%n+L=Sl;**E#;_fWZQoPVd>b{Yy-%0WQn
zy9{yU@b-g{2e?1Bpr=$xrBI#Eiq4cr8FJP|^u`WMkIh|YQVv82tWKr4;vG)Xru~m`
hJXt!=s?o$KI%K5FfA2$D8e~rYMmg=*tz!X){|4CJdL{q>

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-jurafsky-transformers/images/image-12-__details_.jpg b/apps/api/app/data/demo_documents/stem-jurafsky-transformers/images/image-12-__details_.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..4a761ea05845df5673ea5dcf0886ffc12fdd10e8
GIT binary patch
literal 10228
zcmd6N2{@E(+y6aw*<}x7Uqjil3`1f__Uv1Q5JL8KM6zU;l*&-{EGhdoNR+Y@k!?tJ
zMrdfve0R_LKJQ!4`~LsW^L@whe#dt^PIF!NT=#un=XqV%@A{p;dx#UnIe_uJj-Czx
zfdBvm`~!$nfEGYSK|x7DPDM#cNli_4jFyFtmWGCwlleFU3lA5Rmxqg+n@>nuluzKK
zAUC(z8S#^+PRq;7Lq(O<lw@Jja`Li2ZUUjErlzH#<)EYEkmcv*m;G-a#CCv*3V2Im
zM+y-DNSGj`Ob}uh00sL=4*Bf>{(eA6NXf`4D5<EA(SQwV837UqDJcmVDLFYA8Q3}k
z{2m}<B4_45tx0j*<T9mzFN^HW^n5D8v(+7}rbF98a#wCdQy*hv=iuZL77-N_mylOb
zJfoznqIFJN2cfHX-t3~eg{76Xjgzy>RaZCnYkvL#fkD9`p)t2&Z^y+aBxYpZ&AOL;
z|3S`^rv-&Y#U-U>FJ9Kv*3~yOHg&%0dfnag=56or$mrOI@rjR<^O%Lj&r4sHS5~n*
zUw8NRzu^uJfA|FfNdM**`2TN?{lPCL&@U1)GEy?iAAUhdf<Pl>A|vNNO~I^bLV4Nu
zxPa_UDweb9`PCiNf^w$YtXFOf9b*%cpBKjdaP2qG{+eUa|0B=-;n+X@ngnP`A>iPV
zG68Vl+o9N#sAK;zt8{wJE7Uevi)5J6^zs&ND-N%Fp}Rhn$@eHqX=5B73;6GvXag+&
z$Lt1*Y41CV4kz&4_@!62vaVAm=gzz5_OrMB?9g}oX{6+Aw@>a@D5uxD4I@Gx;J5BR
z?#s9_Ls)7(ZZlNgqWN^%-6qMwtFYHI-7jWcb6s<(QHj7M(kCt*Zct%YndS4+`XCj$
zxgQODN1Yja5#0V72=X_DL{a!{y1M~S62<;wR&sB3dL-27xHP7bp6ZQ~;3@;FR0y8H
zQHKqBwc)6rqcmwPy+z9`8|{>K;j^w<Bk6V?Jx=AtrUiL~Cg%RQ#WKVlV{FAI-2RRi
zILw)AA;pAgZI|0kYoxs`IJZB3Z#D0VZujX_iv_H_4K5POfHOiEy?8}F-T%zXFW_^Y
z;|wf6e&KmP<?}p-vw!Aixj~p+)9_}w)XAE?)`k{WhyzmmqQGKCAj+g$@_OTABtZvF
ze<Y3Eg&0V_kkIR<%ZJy)^ohXP>0$yM{JS}HDp!~Y<X;~l0u-pDvRbi<)*RSY#i%S1
z`2V+i`Z4ctT1)1;Ul)2;Y7#jI-k{dxs1f6M$hHCBb|(Up&rB25au_N`<;uemrFxZ<
zD>*62ta*)zh!m?T*o@hA%@gd<u&P@Btlm$^H(Pl`V4Md1nJ2*fZr0<J!{dI@nc#ve
z7!`Yx2>dl`I6_!7j1u^?=iQ_WYwK@!%}m2YJu_VD$|wj-qZ!I8eSn)AuPE12b;U||
zr>*61k?#FBt5e^k*RkyjpT;#Eg0^=i^^G`#m#D8hH#)aOQM+_wU~O_yvKk9&Sce1+
zau$=nW|xAs2%7Bhea2=YFtla6hd4iCdA>G-EbR?%i0fO9jv#5o{3Bz^$M5EjbQluH
znWp%8xyJ&pop}nCdCc@3y)7bPRMHn1DM<uU?d1ra_t1x@ERIY@cgIFC^@z0MbU)U1
zK38E5ML4%H`Rbpc(oz5sIN-vo?luyEL301G_iIF8M*$bK;ztDXj+JaCJwwvv_?u|^
z^J<uAvjCt$(tU}5U|S3ku#+YNcLT;OCI4{3;y5nVj0P_RLXzg-U&STX9^9Rd@%kB&
z7g*`oGLgs6Y`eS`zvh3vk}Kd>dzUd-t)sFt5%>&~nYY(EJ04JB_|+nDcQr#O<&M|q
zEEhYUAYK)0%v7emJ&Q3!`*&mg(&XGUQy)~`J0mh$!907hp*Hb^n^&EL;N?jCNxj1y
zU{^x&b|TF|;c3KzmpkfF<kA304k*`gO6qrwyi07AtXn)P#Jjil6yr#X45e_qOHryh
zl8HGzX3>Ht+vGoFQ6eP<wuwM?D1Y_nCS!|(+=u%l7YR%684<>s^>c%i9@-%viVhza
zJwPg;lNI7}XQ-XE-J}#>3S=f7p&s$(ag8XBv+Xze&EURR-?qghFdrx)VM%f~38@-9
zS*-1=&sPtF;yue#lWGI%a(Xcsgq!C#isX57(r-NQ;OSQQ3C54tf{yjEC+)qg*|>E1
zB^mTAU7I!#IBH2-_ie*>k>P}g&V{U=OxI|Hkn1{bpw^1e`vJb}`vJW*h62ZNkkU!p
zclM)A&k?=K_|f4@BCr^m;z4IRBPi4+2fF7+_qSFa+P=mUt3gx_GMsA{AQDKwt5kv|
zd{bDH!d86df%t-#TbnKsFasZB%<ysBcSD1xkM-3j+f}v#>K_s0tApLqic-nE6G_>s
zZp&lHabY-k#M-L;t+&Jg^w3Cyr-HTXl}qU-NqI1W{UfzEZ@*`Zpi(?w8KAmm^Ab1G
z6{<$4@GY^mMtBY?book(2M9MNv+zzMt^u2Fe}Vy$55_^SJhr!nzYqZp))7m&DkAV^
ze15iYfDk3|v`MxCujoFc%{mzJ`^2Hp?!l)VG939d6HLa<?J9n*Ss7u}F34=BnP{_8
z{=OuBEQ?>vf;}N1Y(wU|ERXt$5NVmpzJ@cj9gI}YX}QYqRV?nqh9B=qB9K-bi(VHa
z0*44cGf}s?3)4>~1qp*#Z~V>>e5=&$pG6Oy#Krv)CG~2v#>YqbnAwBRPmr^wL;oy(
zNM;FhkNY4IB!{kn*%AR*jnVg28~9J<p(m+crw(5mE(Pt!-9di2mp}v}^btRmZRAZh
zilA1dpLz*1Si0Q8qSr|8!rIp9!FngsH#|4WH90xpflY@CwP+lO6!3L%C?RTZVq9BX
zS!aDM|BTXfEQ^WF!{0zKgb2h!BrzJrv;ocUk+bH@tc#P-xZ+Xo7HwZ>e83%6mFbBc
zFXwpC*|o1aJ@90}W2IzWUd-~yt08lMXB>z@l?oJ%A_GFoIgy`RGs^jh0Q(FXLwNeZ
z7)OiJ)%!irWY{@J)PXxN9TO9?_%-#KZ7RJ&bL_+JTmcJkt)}rjEi&2+2G^>B4CbDi
zoc>q8c#+s*^;gkG3yBZ)EIcYqUEqxw3*TI;JEL^*h!tzOU>i39S^Wh#lLY;el`0XK
z;?jjl$zwO~bUO%2P@BTuK*$0G-(sTV_MH9ZS?i!!ELo7jsm(luh~D91WWXRU#qG&(
zi|~?e!sGKJC+;)MD<q4?n&J#xM3Y*y__A!yILb0|JJHH5ejTsIRJNu2Ugq|xPujzc
znSD0Cq-4?!c9%580DyNd_hB~ZZl6cE`|Kc_L~93dV@Idh#}xENmnhRom<H4GnBm#;
z*6eL8AtI?Jjo8RGp=i-$;jerg2nj1+c4aYi7GtoD_2B(*7mO^+hT!`sR`pvP!FiNZ
zJ))VHJ&1se$*S}Y{k-NCy?wsa_m+mkIw|q}`Ln7Qb8UHi*X$B;KDBRS!`(45XM~X-
zG~aTkqeRJ4&sP%xs)!HZmOvdB4-S9Pb0oG5Snhid;e3zXu$Zt7ZueY(+T>SCa+EI;
zfqTC8-8*5@p{Pr`<!GE%rEe-uAFsVesAC`~TzJ?yqREuu$calZ_R+h?@b1U}@Nk#t
z3n;r#{7u#_a(!RPm>L>?Bq{xx`}I>>1{^MWN#}l$@fl}SCF0A4n9dO+-sKk1xx6gU
zIYz`4SgwQ;Udg%Pv?w?!oZmv%_!d+0prVv4kiy7wT(#?&j}XGQC%%4)zCno=$XKOb
z*q+JFh-sp@S<HJ=w?7g!TwRmQdEH-1<m*Lj9h&a-_XA&nxAa^W(g0pPwbJXmG|wEF
zKTYT@KpCaVEl%5Q$#yjR!4eUNl_<XU9y1Ldw)-@zIR&eJq;GCgE$f1Pf45z}MNI_W
znqcFOd_g=Nq|>B~EqqM<V=D0*4uez4Y*{ldF|M7Bp*S3Y^=EdRo_T(IK+aw^8_o~!
z%nS3+V=(wLVpr+vNCeWWUZM3-M}Vb)T|XMca>uyHZ1^Eima^Pizx}aTo5fOd@po3j
z$qwC7U54*<ZXF=(&2QBIT)Pa9-#dlw)YN9V$n!e{{>!Ib&mH)p_`LV`V{k(Hr*WfS
z>!Snn&KGge{J=!9Dy5z1M6o=QzZ-3`HvzuO@ckG9Bou0a3Oyc3ELcKLn8J@BYt@yL
zP{{J-Hju4LI_3Rfa*_jhF=|I<awVsV87IPFl|~h8D4f%!)PAkrsAP>%Zgrfjurgmr
z?@{W!DLEjWlk)0pEb_xt0t`FtL#2F}A>oDiW|`BGO|bna(aC^~nA7<77W!B?JJ#Q0
z!_4G)oH<ry;K~~jnKHw?O-_!3MoeP_yH;J(_R@op5Ddfdx4u$ImS*?&tbHEdb*av!
z@N3`Aqwge$JB`Sr&nQK^+4!w12@#Y^YqG93jft3je;^GH4C59fOYMrxiuIjaI}zq9
ziHqxcZ53<W)KX9l1C+P)J?5rVvyd{5Se5$|PxHqLd()>X0IO=mX}1rr2<m)|=|w!F
zbRR|6KzwW7;Tx+ectqILr>p+bNVdojseR@3yqAjg7<(757>SOv9({%Mxa25(Bs#s=
zKG?8x(nxA=i$%4J(@La5eBvoC6@C;7j5kFG<IfZq<Za%}bMMJBl|vQpKC`(bQ+6%0
z^gV+BnP5J@#uX4ptjvPXcG4Kt)W_p5T;cPQeAXM}n#cX^&6BB)x**;wMQDtF@I$BW
z$(ly9q<y7jH<G@V8zG8p=$$>@CtG}*ENnukD^&Q`{u?LVmXlU_zSin}t{&&D?JAC~
z`O-iI)5Ijn-xkjNZew4*Q1(T64_~&0=L`HefEVHwSs*;wAp*&OfA<oQv=qGm%u}l6
zlA>>FWtc@|L;01LnFQ<CK_}j=H?Bt96nKH0C#ma(*W>j;cFG@u?9Ol6_Ig~d?%c+Y
zRi`08rr@r3#Sq{gq*%%*AGay!MfwT%Yz{cZ0_nKa;TP*B?`;&GgKRlo+SxrWfHd$o
z$aWY9eUu<LpfLfbs}Wky^s@x(ZK7pp+=u&1+W4><%yI&{0q%i~4taii_+-F<dq{f@
zO@5Fe;A#;E0z4+P9^-!%Tku}iR8>+m^JvId8rfZP=GMA=fvs-9EQ<hwGqX3w{4UiX
zuc55!p;;x2v#6`sG_#9W@T%JwY^bc)dK@khldEGj7dA*i_;V1sShpSUxaWRpRq$h8
zkqK;Fh4jS*wG<UD*H;?~{#Efa(sj1Y@6z~R9&CP*MT_-p@rDgj7XQRcAg{vp#=>p$
zCal+Zxf4%3)K{j>i7mbGRw%M((C?Ao;BMdbVExxkj!892wFa_wr3WqvZFre!E99dO
zD?k#jb}%xfCZUbRqjbTW)`(Uy$TWVdraq!n9EOki3X7O|nv@9a8L<Ud>2C+dNtc%C
z*RscB9MO{d=Dg_M=aF2iGg4Uc$4f6U9GB~=TYL^9N-pSeM}8T^Chdg4Xf2uMB1F9J
z*n9<<-iVe|azT-*lsNQ87Xq$?PlboA+;qTz($Oi(YriCWf05V;I+p@-3o$G9lxb3|
zOPRr_*MgX|?OQ=jH#+xc-Slt2xOz$P3t321;F|4WOQhWM5s~JaG5L3m{3qU18u-gX
zMoENW3&kvzw#6Ryn*n!C#Xm)*CnXJ!@V#jOF?d#!2vo8odsSASW&NQ}jYpKm5}3h6
zHE;QcJS3Qdp$VXa4RuksOLzDkj6x@Kka!|si=6#T1i0F<qq!`1jB3>-Uwk*OzI!0K
zZ;4_^Y0%JJX!SvP;1oda3Lyf~cTx!gQEHyo0?DFeDiYLyEM#|uW$KiDIP{Ehygc8F
ztrHCU2JNq0QvxlY|C9-V8PTtZ{U1bd)OPWw56E>%Ul1BtV`Og0zm=|(W{xnWXh?e}
zFtr-Q#P2t{VF|cS7?W|Gyit`Lt}i&%pRT{}EscoHf_gghl<Uwl6#5dlqTTSq*E&Tr
zH$tUae7#H~FY}(>7=`vXJL0s~;UJl}BLW?LAi3u*^TDeQZRDlUg!Nq)b22XF4sGo$
z6I%vm+w-WrJwF?$8UUPh1=aF5b@Yy%GE_YrZL*W4N!IzCl_f3u{!$V*IjPdO*Lony
zVS7LXG<lFjfbt9+Zx7wR>5kfE0-vz$2a=!HgB0eEA7Rua2D?}H{hE7U>v9}C_nTFX
zwQfz+4bX2+6<@So$Jb02;O9`;DG&O<?%krf0B&|E;O-pr5Jiwq#c9+G98!TOhEoO;
zZp<=CRzC_B34I<#vSU*tz1ni`n2zt7h5y8(Rh8tA7FJ*UnKn6uB<3DLk)KVGo#aKx
zK?Jz*ck~T_lo)~MvvEBl0~2^W_a`EN^@n7V-^EBu3Z96IJ}3&3@O^nwbHMNh<rn+o
z=Sv0nryIW}i3_Hh4Mr*$5g4W92+=A;fIxp8iEDz-lZ?QZ1;MmvZV3$Qoje+mrPC+i
zTc@g?6E<ExS}0Np+bs)y&#cc=P*UDWb2lqXN6(~VVM-Y<4u<B}7!CbP6ahrxE53%&
z>(<t$nDB0@j&@_Y)NqS{e;dhbMBq=oG~5^GACumM6{owt+!?u+`87JyLB&-*TO}Ne
zi|hnw-d-DQF59sZ=j^Gl{|h6arYNeC@-)!=p7JzV*iEunyW=ri_-AsR$eoMfm%%ya
zNd$IDZT`j2u?>dK9LKoIE$Q{xkxw&Z$NT&Ogf{1Iu(-Tk$<#OjN+$o1WSxSazUFeh
zC9hX&Z+a<RlqzQH{B#!LhR1tQ%t$uFTy2IX;a#Xx^^?9_7@pePSbwjYdPD<aUOGmG
zd^u90Wu!77%uIDc*EvC-u_E`q3R62g*1Ig$xC{U;K_;VMuCE=~#?()Eya*oYNM|2;
z^u=sAdy{pum-0FhSU-}L9Dzw<D&)GkxNVBE6>+l(g78Su&2m-f7u$0bWQ<fWMi0_g
zGsgz;QV}IH?rcRf`rjBNZmU}IWQ9U9j22cjcz!35zkT|F(*~a$$#V!!?`4vvYriT;
z7lU-n(YO0l#0rEY?p*;$g>uIRLnu?P)w8qB)?Ade`PjPn)Sx{<=%VOn*yniGNh1th
z5P_M8t>2!)<AnZ$k1h=%3u)XsT_P-xoRhvxHb_=6E)PWxVjbR=Sr<OBIxz4V5ld1Z
z>F``=4W+2SGIVl9#7ryJ7u&ZW<$b2?gkH!w0b-_xhQ6rK*wN*j$j$7*)#b7rr)mAd
z$+w}b*K-xz&2>nsIR&>@ELQvd1QrO02ueZ&I8nsb$|@~>sg{dkd5hR_x*#o$`Hh?Y
zJEc+bKGqc<3zH%OmqCU*teUg3_Qx|1@Fx>dq`T6f#_)yL_~$)2y@Ckz5N?9kg5t?8
zWo386#;<I7N^4Gy_Dnk{qIvrNG73M7jjUQm=!TY>9QWOK50wSehb})ztBLZzTpQo9
zk$EA;wCUklm6(+?zIO2+37zY??t)5ox2G~w9d;pw+FGu#Y(<{|sg`@gx;Jw;siZgs
z^E(6uCq_qq(KCMP^S?d+i=-l1^h<VPj_`M}#d(f^3_ow@A6dbj)B~Pf=;3@2{%K`d
zqwUYN=cumG`;PN`PZA~QqyB9o^m2W#Ptv3{r+>htHg^^B;Bty_f6R1fV!-~(BKMbC
zbbEWPEtx#kCtr|DM^J?30Ih%6`V6V~m<GpBV+Ib61=|ujQ;9%9kb)e}npK^0*&gg?
zKP>O3=aLG7ic0DcDWNkRobe3y$-a}bc;qs4p9Q>7BXr%PF0MV4!#nD1hvrEQ(#Cvi
zI~S`{dzA7Y1ybB5l}#KJIb1HMAsVW<hBqrCc|5WY%PPZ#!^(`j186;NUgk?Hdjl-r
zx&$Qx=AQn%@0NPduJ@apoM0nscT<Kty%QwExY;(h3gWD@G(}~%H4lR-E5VmdRZ1@#
zu!haZ@^=i0yxlZj=fkY>Qo7lX#rr5<(vycQ?^=@7If#XD$zwkyt$n-ezTcHv@|xK?
z_=$*lX3q_Nr&zk;DcU2YJo>}LxmiQ34Sx{!eQ%y~X0dG)96Nb#1aB@unc5@Ul$+EP
z&`3!Hc=G7?6Tf;Hgqyn*IeyY!$j<Pv4SM)aB?4`38p6@%t>s>ELRGI4=5WO$)*!!v
z|HOmafk`PwwLpNsCFEIg!bXdxQ?WK?MIg~b|4w$=gof_Uj4)~X$hWwiV#H<417ldE
zO4jJE%Sgo=FlBZlZGF<f<bsJ2j}P9|;^P!QLV2a*uAq({U}g__z%8o73*1tVYw%37
zb|S9^*AwDE&1u`#n+S9bD?Y~5oE=z5$kKQ#YFG~-7iu6gCU(s31c@xto`nbYMmqK?
zpFs6GWmqaZk;@_>JcvI%G;d^M2Tp5D8KLbX3kHd&%{yh$pocUN<tdAl@N=J$)IK?*
zbYF~9XypSAirWB!?pl)b#3j0DU~#LKW<%MA^@1RAD8|W|j|*YF<NfVzFLEUXieKOE
z^%@pAF`7aDiF7hbwe0_-8Xw|%XIIMbOOItJ5r`|0tZ=um*g>#G+TMSs-zLI4M;jsO
zAj3R?YZ~cnD$Kq3*vRuadNx{<<zaf<70Ii;Y8t@{rcId_a#h7EE+?wq&JZYnGkm=L
zMtk_H+Do%I<}k<jNiZNmJL|;_Ulmj}G)(6?PUeN;CzSREDu7VBKPsX2YJWUq29HfQ
zn~RK{6noOL(EEc(|8BAhzlxDOe}vO!w{Xh*+c>hTRIw>O6v1SuH<qIFC46J@$=5mw
zor{{j$Qw42&DH|UI-9zJ!JK5gV;_cWc_<&^ps#FtV(~6v#rAr_{mJC_re){5&v!cy
z-0c}dX0NRLK;IuK=NT`o$ZYFTeMoBM>h7@xA}~+cRNvC}&=9Ns)P?o)yJ?std2?)#
zvL{>8BiETIIe*M|n7XC92X*+C-KEU|JPkD2pyX>v#lft<RaG|1=%Etc_t3mx+pv%&
zStwE(ZF#-?WCa9%a4aGGc<F`SVO-PE$56HxHA<j>eG$TQaDS!A=pia67=|YTjyN`n
z2r=|jz$N$?4Jva)l|5+fTrT}s;n|Gf9ut2x^YRT{@J<<Uiq+?Nx_GCOCn@h-ufg}T
z06&%LOadcr!gYf-JJP%AQ)VENJ2Gnscaw3Yjp;_BeSoAvIYLn4nlc^|=EvG~1NYKc
z(kGd_z<M&e_Z6A5cJ8&sHoC@!+cT1>%ntqcUfVD!JbrlK>_hb)1`P$?VY|0*`ZcHI
zo=^4*5rLqA+JX7u8vo(h$;0Q+)msUv22&JUD+aCG277ypmf+1z<+N$j#63Jr6_rh2
z@ml=QG?{|s%wrX`7kISUl{-I9rXaV*fUC9-BKwN#;qEFAxAs=Qqp`Cq_6AO=WUKn8
z?*}*G&xba=s2Lz67N3bxuuK>7=2#UTQMLLw`PpwA+LT9kt#|xPNT3$M`r(^fs0&zB
z4=d-k`V%K-b!qg(Kugs`#VK3mfy2tiQlag@3JI3XZk0Rvs}-)-z-;f$MZjH~F!c;V
zD6zxmKA31m+q`=r8-Y3}2zT=+4WD&fm`3$L3*CF>rY%^gp-BNOCLcXF5QO2Ps^|cr
z2ZfI8j^)W?u~|h%gtK6J5;C?0j^3V@;ep%;rz*O5#h^(JMdv;fxbc1;6MpFIs&K`T
zY}G7FF1U$c(0az&h8wvk5r$K>NIwQos%6vRkoXW-z(fQhOCbLUYWl)RU`O+zh4(G+
z%|{9D6`|oHxOGv~2y9<{cFglmw@RY4U+l|TZXz&S);K>)Ege&~YV)Y6a3((_vbwxV
zMJI}kjF!xthX|YpR{kC9`R!ael*`V*eXi93GwIHsqk7djLs6nPLX$_LDjx5_aJ%-g
zoMGeemJ4C{u9i1U2YwRG&HSEf4dj#BtPd;KX!4eWRLbjy2Y8yigE5lLJlKXPqdE_f
z1(POJmpZ$!wCC{3buL?LZrAt@NM{B$G)0WG<QHb~zoUD8ODqqdDITiyUvqBE=*IP9
z<)5haUb?4Fy`Y>1?Qh}|R|vQ&l4;?}{{@#xh^-|8?Yl(a7>o!oBM0lyI9}AeeFQ72
z`ey3b%DyrKybHA}RYjmI#+m%mer@^bM7w&GQT3Y;0=P=@y^z~#@XpkKHn()t=Iw^;
zg+`=k4PZr&Xh1Fh<_dx3=hjV!V*95Uo{g;g8o6WW^e+yFA91PbN>#C8tPL=2ERwVU
zrKpglhc>HkV&V&hTP&<UUSetgKWXL96!TBY+*_&e#d9CfYh$a$T_}2Z0*pO~yiWV5
zPP%*|fVo%@>VR0Vz=Mb>AOZ%+p~{{W2<gwl$YTlF^Us_+zDBi-rXd+JG$xQU+0ZD3
zArHqL)nF&W40_k9DA=q+k@q<ILuCcMVWI!ksiYA7@k{%ktO)W)9t4CpEplp{aEApl
z{J+dW|AW6U`8)R{Ink^i_Fd0Q`ib?WtiYx-I=op5pp0Xz@9M2E%5HkDLal8}eBk1z
zQ@(qwYAk@IFy>uD%~6;}OCz&X(}~y+W)Yu)yzao5q`7fhZTa=h3s3vl*=|6$@4F$t
z?#U2H^+C1-X6w|q<A?y<6wLkQ(RhP^UGwicei4Q|AKxH5FXt11fl)M$P6i}f2)qav
z6n_L>6*Ua14GQB!h?>iLN<pstf4s-9j~E9h?oiz5{PZL3$_n>qxG999)X8Ubt#8wl
n==1$P-^|e99{1K}rJMe=Tue^212S)Mw!iwLf#2I9i68$9MjO19

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-jurafsky-transformers/images/image-13-Transformer Block Architecture.jpg b/apps/api/app/data/demo_documents/stem-jurafsky-transformers/images/image-13-Transformer Block Architecture.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..2a05d074157bfdaff391fec693eb204072197642
GIT binary patch
literal 34066
zcmeFYby!?mwl7+^LvWYi5+HbR2*HB~w-6vm1qkjG?oNONg1bv7T!M!X+}+&@FRXaA
zyL<26y<eYx=e&2n`@KJI@l6V9ty**F9KSKfoR71QtAHm;a*A>Q1Oxy80saGcTmZ-b
z&{0v*P*Kp)(9ke2&@r)zaImqku*nGs@rbA?XlbY^sHo@|xmf7vpD|ETu?n$0d(Okp
z&ri!DEdGL5jEj$-_qT^2U|?WiV_}ow;E?e?rFzQyKYl%a2jHV4yhBVuLZAmA;v*p8
zBRuv1XyJ6CApGqG_{R$Y5eXRu6%8E&6AOL=_z3_J0SO5a83_di85w@JFZ?<H86Sn<
zDUUQNp@tb6y(1BCKtc{W!^@gZV$CrKBi}oxKnzS0QZjN1CT12^Hg<jiL7^AIA~LUJ
z<>VC<m9*Yy>*(s~8<<;IzPGZrv2}KFb#wRd^a=_N2@MO6h)hiSl$?_K`Ab@EUVcGg
zQE^FW?YBB`eM4hYb60myZ(sk9fuG|OlT*_(vvc!n>l>R}+dI2^`=@8;7nfJp(3{)e
z_(A|6{hclN@4qwl7ryY}d?6wuBO#;x#uoyjJA5GFBcnX!K_!sZKr?eBq~{GlCwiHX
zQ`3pTz^4fze&;lXNy5m##&r4{Yk%YHzsFeM|0~Y^VC<iK%>%HJ5a7x~!UsqKu5Vd$
z{W1SrqtaRXG&8Gc5u8!04DxCvv+H}Ab(Nl7n7dGml$YD+cIpsrA(}UOlxs4`G_1DE
zCb`Cb%Kd=&0d#Ux;a8<qT^YL_xz_Q|5A$FIRRoWKQRaTwBOpxzeupvj5OFuCOMBh)
z7J2p&uyQVc&t$^%2*_56dw2x!`<fKJZ5B=A2z>+um-Td9VAMPUI=17WO0CL|0I77^
zJDBxtn`)<vJHIZ@BLG7;0<=qL{s;gK(L$0vQegptlGpcRmtGlxyT{g*l>ajOpJ>h7
zzZ69oTO2bI`j^T7g{-N4H>|v-+(w5#&;74dl}#R!$~((`T=~=7|4Ni@$t>6Z5y`*k
z>HmlXZlVAGvl5a&I}R^5_0R|TtG*cVI^Uguo?`JIQ~}1u$(NORwyA>7`J)~3GHJu=
zpZpj_Q&@8&<NteWOTIZ+@q#=XSF(40XmF`Nd$0EMPO|&raNE1Mg~e&t<e2s>`=|BM
z^sz-Pw3^;&MFk2Dt~iDoekQ;|S(dw~@5E&$l{9J5g!?jPvP3%T|K+3{k_PRq6Lm9<
zH4~;9848F?jOcoV0|OV8TzBgd;KC6g%1#iMS<2CUBXJe!j)U~sU1Y?YXm>1{2w7(X
zmT=c0Wet*R7;)poTXw}p@8pl@yU)?Q_H6T*m|PHKiL?N@k*x5s<@yL9mq@PY&9k``
zA1?7b^&Fv6eL`<V&N%+*llCmNHqq>CtL?7>ML@E6Tgl{ixSRn0GAg<CPKS=dA}vQ<
zPVkgVjN~zYy>>^C&^nawsL*MGhLzYTd^_-a(oy?uk@%QI`xCQwJfM6@kFI8U%;-AY
zM;A3LcW&QN=IV$2b}aw=orhn{SBhQR$s{)^A`RK+n5^ZTLOoH%&@7!X*^=nJHH=h0
z_ha(CSV<9;f=0@^zuod5qQcK}CP>@KRfWH##e3Qh^`_0bcl)CF26b}``tLjz?d4JQ
zXjUhOF>Qb0&d;xlmRTP^eLMCeCpqk+b*16j)?mB;bRy6Dx-V-37ie)ivL53)Zu}zq
zthw<hL>f~6amYJ90%*=a&9+Lh8!++BM}W&H+7}N8m>A0=pz4cc#s?iCcx>3{T6HJY
zM7o(C@_qv&dfyevTKW&Y{HB|K9aZAcs7C+;OAzSr>4Q!iX6yAj_kDCGJbYA#T^bBG
zbYA<tjRN6cE-6cg$)&5foinwek8w$Q@pNUC6jsE=)U{E-E>;T5%8Zep%$KsuesCT@
zj>ko~I9mR4%8=fH`3RUb5UDwRd7}OelKSP{c|U#z$-aWbZTIj;Z@2QT)^u;|@25Cf
z;XZu117(97B_=Q?TszBG7*CH&n_$VH-b|M1r;wFUR~()mcir>ecAjffryZNCA!m`L
z5&!gV(s&OCHPZP{@r2vxjPBvCR_`7AP;IXYeC<GM+z10e)&%p8hKO)vvrlhheQ~UY
zn$?QDFA*OB;fFr@YZ=t{GVry=Xhv(Hw)Lt4{Yf<=B9Ys{BVfNwg7;M5cFDu<=Zc0g
z#e`Peue67F!C?eUj8)fzV-C}Ghx?=<!-rmY@SgrA5aTwYJi$+C=dKXD^Rlr{nscIm
z8{J}_C%N<f_OdK(%Z|m)zb1cgnR&uBO4ttW8b?bMK2bqDDq~)})nX4Q&Kx-hMeD8g
zW$T_K2Z!{gVBZAit>Z_4Zo`Xv+iyZ){ZahRkXyqzaNGAgqmQ1MYDtUL4vzqBSGY9{
z*rmfd86E*IOU89fe7{HDY0UU&uOAFy$xp_9F)J*MDk~o4PZWj`kEp?F3Ym`ERyzo7
z>M06K=j)S7B$KEn==7f^RWrI$#lgV3Dsqwt9(Q`Fx{3_rU^o4omN(BzH-vTiCt;t4
zv~+^j(IPJlIk6SRLo+^dRaS}B7NhUx(K*BTPo`m)-{mJ;bt^n(Oh@_K6bw3v!uz&H
zh2|z4mZTRGK}xBbji<5=(RCd-Hn#(u%o%qFU(C^v37d_Jgg;;-WL|>0B+oQ_EI@nt
zlD8PSCopA`tVh7x2Dp4<L`6*=K<c~#gzG2R&~(*tJD-;`2W1@e;+s-8*do<5-CteG
zD8f%kgIwE4JjG-sN^C$b^%LEWWB{w?jiNQ(d&5Tn6K!Y5$q*bzMM^M%Dk1$3A-Oqa
zZ2VWCO=N@P4(~FLS`ePz!AI-*6vr}S;~G<**)x10{J094f&=$u+EdHe1lM(R@Q|p+
zPg%h&-fp^GT#O$AsZ}=3%n_%Uw|Bi1?pgW!3KckGa+aY|&)*#FWI@Wjgds84Q6Jty
z>H|>5yL=X+AeB)LvAX2@&Ppfgz77x8NN+pfh|x!59fweLN}}J+!NuLU7S%c_`xQ-5
z(oBQF#o!BzhMI;zn|V+37>zBnpr=SEaWfT;5-7B%I?&Naz{Kq%;BabLr!FP+oz<s(
zua?~oa{FWR2?sEu%cUCgFy}E}tm9rUOLVK9bBTwSoxr_lsZIP+0##~SNDHGQmz)|P
zNx1|Xqyky#Gi+JXbjHRhDmM${^XaGdmq^a3^ihT!m*kq*+?vh{P!1NSksWQ+`zd2%
zZ+cG)=_GE~ms`*XH8g;so@;mBiqq@MqGgt`+QPU1F_=Kfy0N+bWUD?}2tQ>(Er?~L
zwUw1TPqkC}Wa6Bf<LgXaSq15uX;?Y8M`P?Q!NJ!frq4(Be34T#$CO>P_^Caq>OXH~
zFRL3etw$RYyU7@F7xAXk9VUSOL#n3uP(*K)mm7wudShE(%$j1i03P4QK23*(gELIE
zPmMc5>L`0_nepn3myxl5gk`IHU)=YaLtA>>{6s@%x=kpp+B|m@xmfh(G|47+7~|Rd
zYJ~2eg7D2}s^~xMk=926nYx}jFwKw+O9Wl!v>iSy0mg%rPeEbebmpKp>BbZ9eN#0S
zk#&PXJ_Me(e#ud^;TMkpY>(?cq1)ik>hb6sv|e%xT>*yN8=Vyg^L}5}UN%II+qX4(
zm|AGKZ*HUw)IhGjRQaf#8tm(oy->(|vve<-gd7L*n_N+qpSi%(DuCpBU1bkd0);|f
z9KR8$&%#H25r6Rv6j1~76)8PmLAE8Op`GRuBP{))pZzP%1#Z}!?+zOFC41beURIQd
z_PmD2((3;b0>E<}(zU%C0f*a%q?<@qsP`|g5^9{y&-cB=8*iX<*2nN~2Za1Tg(86&
zC*Ip=t>SDv&TqqC)>V{Wr*56+3q9Fs_k&cVecRy1mB^0peXnHP<<7vZ4*XnuN@d%%
z@W!-uu?i*phH^!`gW{t4GAWK@F*IhMow2zg*<D^twY_vT(mjLr{zC0;S64l3?Dcux
zBOo*45#Wm{w)+U!$px*v^rw~O8;*l{u{>O`{_`@xmuN&p@@6;ddNl9%s|Xibe|#(M
z9~ZOH{y#tT33?|v>X#k)M}RmX?3TzA4p>KCJp$T80D>Gq58@P7h8V*WWGTMOB3Yu3
zeGHKTF=(<H{(qwN52E~O6@FG0=*zIJ2J+$v{Z96um{PD?ZP2Wip^~~p&jBSX{#$X7
zD2%^hqvy!kFXzQ!RPRMLqmN;b9@CKe6Jazipz|@wlN>3$+<!~AM5NU}gs$-iTYxGG
zr4UA07jf-S>HJ8tY?b)FgraK=DcXYHpC<p0@2Df~7XDKRzhC_?=Suj*oBS3t6P=;r
z-*de7H;$D&pAxY?upO4}YftjRZ>F2@`P~5iP$hCGy4{2Yk37L;7punYn@|6{4B&sI
zRYm>XkP$9*HQH1px`3$+o2H*=*X_H{i@61cL<STSx5)40$rt+}w9~~l)1=GKCf8Fu
z(kRK&onCooX`Se6SCG*u?dU^bUCNSpWk2!0uyM^@ij5h|)?wJ$$7gpH_Y!Y5xI4cz
z`0oHrxYr{9qG^)DN}+~oQwY4TkZ7P4KUtARETQJMzm#4eet867cG2GKN{U<<us0Pf
z;)y&0Ld@{)FK9DpA>~iu&Kh)HC7T;-<Brtr_te9{6x+j>Wg;hW|JG*wMP9TOlJI*6
zd&CE0d9U4zld$@<%yghHR&Bo{!OzmwGFFBc3^ml~hrp`SYFbE?s^dro9OvZaRr&)&
zFopl)WWyb6dT=l&j<zFz&w&ow$-X}rv(8I1{(fEs)p-JUQ0W`EoBlyM>vrl#u>%-!
zu;lrup9`p~It=E8H{3=N`JZR$_3>OIhV%!WfGIzoEtVdIFlhF_U~CwB!$;uJl{PUd
zhJg#tp0j;cg`6aZUHzlLfDH{dm_`~K{hp)o^am}Z>Rthk*`BvlJrGSb`y-Q47ym}b
z`Tv-X|CQWgLc`Wd#5i&dhl&=4JiWz#(#v9!h`QtSY={wPOH}d<xeA)%9&sPqozQ*y
zY!zdv@;wL~DkpC~<eJHk1jFBYv2%1~daF(B0zeqm7~)#>ocV_W;O_bl%kbhPa#n7n
zfg|64C_wUeWtl|DQjH&@W&EyzxZjmElRGBQ-x9E6`nyr({X<BuyLJD07U2y^l&Y{+
zHs4~YDuJJcvkcLeQJDz+xo7>OYyv_dt@t!;Yh~1O+8!*4Vk$(D+KIBFdgc>!8<TIZ
zs}xROpmllmQ$MqM1dQ3~)McY4SoQ0{;q~a>$i({J!oYtmrsM+&gobf`;E+_<=T3Z!
z(C7LE4r{VVCFcI(L*_n`kgR(~7(sn|i*D$tVytU|(&j3$**>{ay*$-SeLS9q(IX&0
z3SOimeEDMMkO#C&|C^Vl{h_75`tLuDObTj->KU*5ca`+nJOc1s?&R^9$>MAeI4kJB
zh09~2XzXc?X?go=$PxkmHjMD1TBXaOlD!6QCC)DIAq8V3Ga6(`4+JvT7K^CsMeT|w
zM{))0Dq2RTM^&Ns0v>erwTK(KZ3^R3L=UsN9~oF?itlj%?vom_03r>e{@7NXWx~-!
zZ=j=V@zSsQdY#Qv#)=7v?h1g*g>EKyhy<OoEjQEYxl9T1(v`;{gWyk4(+H#6h`|y>
zr>S)RmMCr=NBH7FZd@mD!{tN5Km*Kx`MA{A8mTb1sl_3j2ETQ(FT-J-Q$o3RL7T+v
zTqs){<CbD#Qs99>F>7E_fWuH<tT6q<ILZwgO4E@P1;4JS-Np*W(%v;G#3M)zX!s6!
zoZNpd^9x$0x7XAXWzRfIxSeIwxPU0|NA9`|;f~d$D-lAOtTU-3z7Mr^d>xEo;?rwB
z8fG+x7bDcD(wj5V#7E^<%HBA?cnxYjqj(!xb!XgPdygVt=n7kIoM7x5#7~sp%M=Z{
z_1pG+!~1;8wyQQ?dEm!7dM`xfP`;m1|5B}y$%oGuO-qVmQimRR>({V0IQW34SLdQ<
zYB%3#5fYe)g*$r?$Pqsy@st)5s@r`e2rjS{$(W3Pc20s|84`iV8^RILZ}JIY?~RTj
zG)^{3mSS+fKC1Bf&n0sCl*Nspm4w%$_Zm6S1V&%VH}!32FlfZt;3c&z066w{#UqSB
zXJE31akodmE!>ICnCDrP&=pl*W<w4O-m=#L_9h-?5x<<up35+l_}I}UBO@(0#~}4K
zgTl#V30g^UXwwpY{8)cAjKz@0`vNVf?yH3bb|hf=uT=~9|42yvl4ol7itseC?6>8#
zwd12N$B2*bhA95pgSldWcKeuvc-(x!7y57|^%CuYrKg%Jf>U%(7-*66kd;{e2j8_|
zxwk1F!u6CA`*}1{v|U)R(U{0M%vs3Dv)$a9CgB{R|4U5@UZdK%hZ{fr{v%-KAr6)-
zYmDNV8YAXgG+0ysZe|Oqe48fvrAQ&gjA(zeuZe5$48Ox#(~Hp9A<W0ve4T(Hh5{>y
zHZ6RdF^U~2aIBf29AWi5Uf~Bh5$^De2pp~l{I&K&ZUV3CB&g}bi#z0xfD8RH1JnD!
zXB`KDaNli`r10oh1CP6^i16ENT3dh<9Ryi(BIRU)xfxjBZxWOxiU#QTux*HoYS-7+
z&O=_0g|C}4I?40V$Na3K<UK~p$PfL_LPmrz^M}v=?z`}JUCC9`n<p3Cx2N#xkTlT{
zsL#tUh_Sj^(UG6M;<<b*f3VQf3S)F>{*}?Oc*t81v_28fQI`s4R~|)d$9art>%x$N
zKE#xm1#_y8R9xQg{lzgOS+f!UGH@x^Q)+OkLKb9|U$swyldhDN<={xCEX(pB%Scxo
zQh*l-20j81_fKD?CDGO!E-^cL1UnDx>yq`)jJJRx$pNQP9=V>C_T0e|uP`{+Vwb#c
z-m=nVIw^{)2=!#*P28)v7A_m9xB|V4RCWxP40y{Uy-S|u6N~q;B6+<d!N34LLt$)$
z(TL0>WIeIgmpt`2k*}YXgid)u_YPEMvzAPM`U{&Pna-I?dwgg$777pK4fTA9#}f2?
zwrpl)yy+1Th5O7^5*0{zYHnFpHBWXSHQP;Fh~uTF-UgsmDk`%P6xmLdNG~xg=*>T<
zS6JwP(s}_J$@OIrF%#mYH;6YS#7;}0ach-L%wMP=1~SEkS)9XijBy^gKjk48v@v#7
zU0GZUcM{y>9x381lzx3&sR)vdl=d&L`U_m2LzQKMy862{X65+v$YZj1w$VyhDxHVD
zw*7@iNTJHz&+ngiG^j|7Qv#KlQ<mREqsnRjthR4rp}HP&ytQnGruNa|t{4RyHH|J?
z>4(ZRUp&Jz>Ce2Jj0<*ik|hq=i4Zs#B4I}1pR1Hlk=iYn8qnA?ev?T&vC`A*)?C5w
zJZmUW{=DyvY)zXSU;hVuDJstXu!{&kNyD&-ibx!)k#B>PuLG_^8FJ`ozycu!ZE<}d
zf?gZ!kMdj*RIv%g+V7X5SKTY;S_R%ObDI*9Tiw~tQ$9}*Oa10{xIsSb3y-#;4mkRq
z>p1c~5scec+x>@C<YrsJCeldcBO6jwx}9;jyH5AQk!$64_Es&48ct_Dm8xVhMdJSb
zG?(4WudhrnPicaHqJ<%}5#zr^YI;8M3>Hg#K{~IDTI=t=niNB`^tM{Zaga;d9k?nk
z-^NTdn?;@fe)Ivr%Q0prhPHO6hOW34U~Mr`fHrha$<08coC3T0=zJtaCW$Y`y><W!
z6$y{+8lU>W*}9<kE}G-j!L?HL4&$o#c6HtuxJ_Pb%tyBfWMSJ}bj6RqY?BtXHbEzN
zA$G(f-d|-jz3;<RmwI?LpBfG?uPQaX9kZFy1@!hy%>t@vlFO=~s1tfq@1_o2#bx9s
zH-e?FqA(CoqFr<}(dpc>an)Y8Phgt})H>iOuRZwI&19a<zGe)4HTzwJ_{RI(U*x*n
z*r0FRA*dZG(@@XE+}#{MArGaVz^Uots!DcTf@bg5!k}!?mLfI>R4Qe6>`=Ld!<`~0
zSVgAJx2L)6fuz_DF-{HH%Dl9D*7^<k^e2gh#a%@s7avp|jc}upTdk)9XOF@prfAt<
zVQ$db!R+HYEA|(<dO#<g6RPNBO0!x-SdTBBZp&DmIC0n)?Dgpjhvw+m^yfmvF9c@x
zP4Nx|j49P>n<l|JtrN3tm8JHQ<6{w<sr?e4`^{8FTai#xE116(A5f%#OJ0S(U~Z4c
zN6c&?0w9PF0bDQOpny1iojkuDGF>LdrKxwg?P50hBsj=GJ9$0sh6tQ>dkU`~%7Ott
zYwO`m;8XG5)?KZifynh*V|G2t)!YpxS-maoz&xnwRmjw8ig?$Ut6rWCt@|&a=Y21&
zHa>xP%C~kV=+cQRI=>;1l9pRFl3$2#fwA`6CzQYxG}|*&o&oY9mu0|d*gd157xNd+
zn2P*c`!X7o{Fg75XfPmdu}GGxj{7)HU1{21E4`s#?G(4-v-k2-4PhBv-j+lf#`6B~
zP6Qm<{B!txtCDv~+#O#Es@;*ROPPz4!y&VI?)$p@5VTB_3l>A<Qmqo`L4HW1Y!g%J
zt{ZZv;NIA(`+g_XCbK?5wTOr9;n1y<GX0*znEt2YRueeZjcYUykkhG-m@v#Y^1-=g
zRgF@u%zAHau*KWL8~7lxj=`C&C&RMvR0q2lag)SEihKm@RO)zje?57<Z*JRKV)l@>
zb#i`mn<b?oOFZcTZ}6!9G4z(XQWV5UD~AX_C5nrzC45>9WO#>Ok=A`$bRV7xPXwzi
zM_`e*fSaA(`iVJ@e$9p^mFV)!mm5fjYk(++yQflA?r816eCQi4NpSfwJVnb9tfrGg
z3u2i)Hqdwk#C}(6j#K&x&Dm(lQ10Qi5uBc;pHOjNR22WJ_2U?A*qOdsBlEe)hVTwj
zDHOE9)~ec0UESOe$dSRPgO%<PY<=36u{=@t5m%!Y6-{ZYNR|Ct@(74Hrc8^oNP0q%
z10Gk93Px;lBRPs8e~n9cpT#t}RF;#Orcbzl2x7<=?>(st&0u5BNh_4Tr63gFY}*-4
z!{aAic8s5^WRs3Qh7UXftV=%mVrf^AL&qxad2*n(%Y8pJQ*6Y(Eq<^4JQwj@svEHC
z<arQhP_yblo_>P22(|a7d_g08WdAO08YSvi?<D&|7sN1O#POoi^nF{0I846%6f9ZW
zUUfKCb!s|%=SM0L`tPaz3ZsiEY!9`mwPWh&VDHa+{q6J3H9q58Z=~4EfZT`d<$c7_
zuZ2mT0(}!db6@_7_Dez!mjKUs9Q1)^Z;_j^Npw>AOl%E;#|0MYwIfg_1C&ZuYlJ(+
zc_uQ2Ptc%qN!_rgkgcJZ#Hb_o)4ZnodcCjB-;cuP0cLfAcpuzHsA>x{Ttzb<p4lmE
zIdzxX6kgw4J*XAF*&@nZPf4e}1>a)2y3+hTFZdJ2c;imk547X#8LDTEZ>h)V3P|)Q
z;Se>2BOYfhIO0(RT_8zOWkW|+Nyv>Ie_WCX(carPtKmZP<WG&iHh6K)H3hPqEk$$F
zP?GmiOP`pSLKfDUv+{f-#$9geV!S+`%AqRTiEqZ#9(tI~RJcm8o?cw7;8uz$=IJlW
zJaf)h#?7%eH%|rJ=U<}*Nl`x#Z_zwG73!hIoS!{t7|b`CH&%@oOeNrLm4)q|V{GmO
zI>y<8y(^(RUGvisTrJM|%Qm+K>jsJrKr9BsZx{1D_usuo(LAjxZJI;NK!pa2H>oKo
zD8IbPJiSA86Q4VYV^mO_mI<D|S|Pc&v|MYbtv{z&I_9<?{lS1JhN4Y2NR`<Z;?hhS
zbs59gBeYC)8aIbC)Rxm8csr$(52;%InHeoP(ukI=VWMWY-a!rxQ?&yrP2P(a%?s|-
zP1wV1-b;C$Q!?1R*cF#GY=UOEm%tZ<o$f33`ld>yQF-ESLh2S40zUIZG>0=*q_$~+
zAyFxC?15I}+0zt@07`Q~<5(gyX|daj3d~d5@SwhW3X>$eszsamm`}F_HKc+y{AyUC
zKQvnd^Q|&lb&bnCl6t)QW4L^{*W_x!cgP%^mk*2Yr9#^G;Z16qj){2OE@NlaFq4Kc
z#>R!>#g`MkxP77tsu)Yrcsas(@-zHLUh}{h-i?t+^5tc@*}({+wXk1kY9`6s6fW)X
z^&@1fzyKP<NwbZ^Wkx-e&7PDaJUnr&AdLJbtUoOyteX>P0<Nox-Jj9(wuogF%;WxC
zmWZ$wE^du9y<7Ec`V!vcqamL#I~6S8iobPC;c+aKC3J`sdix?iQ_sQ*{J|rx=XPr*
zvZ9q^O~Z!zz|gmH|LjPa5ueZ>F}7R<;O?TErUyqzB33;r++DZVSH3-@B<HGJNAE28
zP&B3H)qZ}D^>yOllRGty^)Ux}mRfsd2H1}d()Z^LlG}u9eNU)GXQAodlcH&p)f_u^
zaNze=j*%NV)UB1np1uq6bXc_bC~N$8NL<?rU-0NtzC8j=_#Oef^%VvqGj;`SkgFmf
z;&BR4(Oi1J7oD~w8xIwluzH6fpzM7lq+xnQS!SKzRC8v0b?@)6=pQnShE_5_JnDhf
z?e#v&EN@AFUm4`?T0y^99g+Jyxgj0@lf!3oM`1dvkK#P~NhZ=Zo}5dYgG3_!vFr2O
zT3|~xHd6bIzD@QwRT>RN0!3>?iRZn7y6PMcnchF<d8H98L&>jyHtqWlQP@)vIL<e1
zupAlG>`ukqF`A0scU1P*jmZ*^dUpOfNWlL_8}?&^v?qJ7IbfO^nhel1a7EZ`>-VF5
z+0KrUaucQ$jZPYVE<!N{Q476@;dtpiTeW<k>#O!Ua-EItET-1ClAZ`DQ3gL_j_!zT
z*S40!`s!-JG%+4a)LSm2eUnd`EK~tr*TBFo2z89VA>Xdttr;i*UO6u?24WO}BT3j_
zE`Dl^U7M3^Esn1@EVMup78uTdsA%%D%44l6DH=J0wVyBU=0@&{t^PU5ESIDJ{fJnn
zy+egRe7CUT=g(7tuk&Fc0#O{UOX9uJr*iG(Kcr~CWaHsMv(`AdObNuNlf4;i`EnIK
zEveftqm%Ep&JYs;qG~L{yTCjMb3op1{W4XON(b;DJ;ttmj-l(F_1uR_M{=2;{up9A
zqTfa%`&-%rhtIZek4?EI)Kib#W}G02WdUc$yVTFsOE&HH4BBx5y|YO57RxpJsZw9A
zF(hD;L~?kC&wrqC`?lEQe?9N`z0yPRPNzvtu1<IA-Ob6?gPV9tBx_~R@L!uj5+0{v
zAub1x04%7tR+NUGK*Y1)cN0HtB;aJ=oFVFxGdPloVP<ujkWADqp*{k%L=u;5mwi9+
z8loHUeJI@L^@CyAvrBw1-=cFbVIEF>#<$Xtir!#ID-2bz3|TT^7AM*~Cco=E<I}Y1
z+4pMI(zjf-3Y=8xaPou~IPA2>>KQdf%|+#>n{Kke4cxyjj6ky|BWE`cFsoKL*7!GO
z6zZ|kEn-r!HUSdMtvC2;P@hNKe53NT33XfMn{D7CenxjdQf8|&j1UqNQXjT%taPra
zC}3zu0qHf{Y$n1XWc$Py&=IH`5YUpD+pOYB)2-jw-29`yzNIx(N78Ms;OlVo%95`9
zYoXVLd|!1`dIn1)9s%Dz|Eif=>^YZBq7)mg<LPewXq=ybySRg?X1n9$H^pW8Ww%T6
z(C+-cqe3lv;}M|KA+4IP0hYQTEBH4;$IPkdJKGhBcFYrtv!gF99(ea=6+w458;=%(
z7tJNcvl=5L*AB6Yn%|xyH|ow8)=FUsRJgpTprx`E^5cU7eV&O)RvHdBsI%6$)L3tQ
zq*k=lNPL3}o7%fjM?*W6S8JOT<1Uo3v~qN2w{@%KmBDw@#u<Eq25{#;i4Y`BJz4|R
z%&R$W9=M$iZuXfDN`L+K_9I$J<$fgK?1ey#S{H~&OdsUB_Mo#P+hUE-1g^KitSv&u
zTQ|v0_)7I=+Ksg1Nvn-_<zSJCO|zKSn>5#w*6@DDA!c`pi60tCFfT7K5yC2kYU)}C
z-kx$EG<9w0VY=l5_B%r$bDHQc+T`TUele@@2K#%_vfXCW;CmJGwc?zn@xm14Hu`SH
za?NP!?4(pAa+<=n$Vk8`h{~hzt}lhcI5TXm!r^di|GA2*cyE#%Ax>AofJFWUK&SU&
zrX3L)S9*}Rr#o}Y3??$%t_}Wqb(Y;nF8_j|qs=RX2x0TqB(KyXb%Qyh9Q1ZyN92`(
z%V?*-Qq#*FVa7**J4?2>V_ILj^fX=<wc8IHp}u2d&+S;eZylfacGwn4$vI-3$J_cM
z0c$XJJri3=oGQ)_6)a7S?}MInlDof1P+WEXUOr?$qXTK^LH9AV$~UoX_FW2`Tkf<-
z---CNrLP4IgRkmsTuoU|Je2ITbnB;GhHMWMCs(7pxBH@=ImxNIwc2&=bPyqQF@Gxs
zu26`HdkV%m7c6ilkI&2av@nC>x0Vn@<rDzk+BgQjSX!~$l0^3sQ*@`#tq|?l2TnOG
zj$9Jdh8B|2F6^*6V~P&O4{qzLB&y0<O<t-n0tsYjoWb}W<j26$Y+S3g%XYBMsvR%w
z6S0_*XI7xJg|A$yqy0@-(K9OlL}m!^DfnBC_~d~dm<2=adG1byZjoz=01QCO(;FcY
z_9g&f3rm5U1o?P{UHQ97i6Lj29Cu90l-4f=8LE6+DepcKB|d*H&Xy?v$8rXs+Y>u@
zEpVeU@ZWB;6}wxH&EU)m0gD4)hHm3n$Tn5lahYJ#v%U8eti}u0L_IwB7v}(WrU}hn
zL;;Upj$6#o;KMswe645pTA`T7is%YI02^c__wJ7X#_OJrE6iqi?Ow$gu=j7bQqdTn
zDl1KvKYQ8?iPjZtj#)Z<xozm(L>GSID%~W5@@#mQFM7jqguL>g`&K(SByn+JUKyu%
zoMCu|m;YN*T=Vf}O`k&FN8w(b)71L_&ald|BG8_N!00~{qd&zzG^|s~*WM0zwg!Ds
z#J{{IUJ)tUiM}dF)BS{(97tz=j_9Y3W~7~kVDoC%jiRy)Wne}uj@_yyqkwJp##2<=
z5TV`30zWgk;kTUDwdxk~x182!LUNNB-k&fc{H-#FVEdPv+HbiGF0glAM6Gbi)=g)I
zv%DW6cCLciI#Wl|kt`5Fr5{?0s<_^C5;E^|8y9*g0D98vDp-Zj%*OSen`W9^pZ@ic
zQQ6zCR!_sIImXJeAl&!i26zu1@a9@JCSdok6;Y1Vq#hw52?+|~q*wJRf-5$Yg^r0>
zj#O{2#Pzb2_Bnp}5L%J66yLv6?p?ZSQ#_&-&%>z0`!R}ENY0>l-?dLjzNki<fkRL4
zV5M!U`H`bb<5*xMj6%}CARz_1KT>G)_KYEnOYPyjwrasdaeWBuyC3=Ilz5|WwwT_W
zg>Ql`MXix$D;?}U#EUQedj9kU&a(h%$ruHun4I(A@OKPukZ!WeAy3JWR>?x>bx%9X
zbgQy`bI|-go*B?im|4_gV$928r$SxXaV<lpA4X7<D3ezhJ2MU8OCdS@DZ|Q=Ej-MM
zG>0<Pl=32^$HXG4iO^#ZPhB)JujD}Rs-7aq&}c!?6X?L$t{6{%St3>}+)up0@G7jE
z7FDYk(mL)Dx!%W`a+Cj|lj^fnF<%IRs)&`?j8=&cI|N+hZ%;8lDpM?NF~OBv`~1_7
zCyBk^eu!<lbY|mDbf!&>gtt-`07-2KjEuiCCYT}935z2z!oV#?VO=XX%rrFc97z`T
zz5*K7%aJ$8lrtvK(lus(US1wu6TK7o{W2RjF*bQy5?f3UFSw4Ar%uK7OX}dA>Fnpu
zLE6s)nVFZn*IB0<@OGrp!i_o-)8rwY-aK%@x+e_XM4Phxi`Z0U9(}9%nrU|x4$uUl
zVNxIpdD7lKI;#0S%Yf7&Vv!`bbHA`a4A-}kJqffKF>YY->!<ZI6N-U{?Ixn`Vlm6#
z@u8z=ExpD1Do)d5CWZqdzPpL)dcJbbnnp&QHux#q9&6FAo>Z)~5mj8LaouV-))FYq
zlP*BD!v{5`up^S|F=2ueRloNm!Z5JB@%W_!fy!DOv55x=M!@-OFKTBm>bYF34mmIK
z3!E9UY&=6?f_QM!>;U$TIoanItcFxhc&}$z;QfF{04`KlzHR1N1>@uiS6+Q4rT$f4
z$ZX6{)kA;433Nty^$OBT2u;Hwz|oR#N&MB;7vW2rQe&oYj_-Mp**_7vQ6(l>U~*3j
zk;rj=pJ)u;Bnj12eXYW=<#oZ2a7>ZBUEW+7-~3Kr*^IxE+eG(f3UKop^n75%1jokM
z)IgsdyfjI&-;Ze-&#YDt9QIKun6qx@hPoEnOdmMd;B0-5Wnv7W<Xc&s1_ibX6?j~o
zo1T(JROo6ni3Hcj%Lp@ZuD=G9wju0P0K8_>$)bjMxl>~n&illj)$4OClKPRB4a>)|
z^WSS@ch6cex4!Lj!NQ9$ApobykC&Ir_U7AfwZ`#auwoqPyodU(twAg=^~+n24DX&9
zKQt{x=Sl^H;(8$YqrJuiTyV;mG>`k(74BWX=PR^L;CDM|z@hFsughFZEo!VxX^rZ0
zPa1?|bs7AMHMycp$LI+wc?Xcp1kPChwy_i`>$K`V@*FhN+W?D;ZN}UYv*Tx5n~u~U
z7fkd}Ivx?VloJ=;Eo??Fi1kR+%P<k5O#ZZquUSOOLUbu@1~2NV|Fr=^1+N1=0yZ<@
zhZj0^O>f!CvMWLTsDco=h7aeA4z890t+FF1OXP1HN3;yx8q}8!<sBX92Z(~$2bYU7
z#TFYTF|2bVv;PWyg&zTAkANTazr6OFL9parV-#mU-lm4gzCN}}hM3qKpdkD*wlhP`
z#wc55jJ~l92dXA7Iy~_#>23Ip(tr0%ULSbPf<6`u5BBhNdAGhS&EY<<{1NcCUQIEy
zQemPityGa+e#c;tfK-gck`C|JR2z+lJ-@diU9yE5o7|R|1vW*d$GOvrdX3w^+p${-
z`rdK&)SC8k4G-qep{zY+R~N<S_)&3SKB0<}!404zA87y96nAb<*tL0LRe>p18r-gq
zdgw(lG+kJ9xG?D^0^b2r_vFvr9$mCt=|=$iNiVfipIXX_ag4)}nmIjAZPiTtiqZ)?
zo1NWG3Y%ph8)I-v#1aClLMOX7m6tjigAL>sOD%#_g3EB5gO|GAME7T6ZE0Qlx5<#b
zxW3fx4!l*!BOn?Kdct|GcD3F|=}a<a*VG_^tLh|m$Wfc?{{rrli2GN5Pur(`nATCo
zSJa<Yaaz?A$}q%jP{kD8Os45}chv0Oo|)Q?n*v1^Rj8Nq7^U74vm<7Uv5vfkX)kI>
zQ5{M=`R0JoyC!;rGgUj!S@wg}>;twv5(^rG_`xSoSSDxVSXTFp#0&1+8$Wfdce!qH
zWauNA8N6NzCh4*ObEvM21O=o%BabrR<A*hT&m6&%>poRUk*Q>{Srf4hr{s}Bn+tVR
z$&fm3s9Y<bdEP_Ok)-9zO#7kqCYC}~k=yB*oqLZ((2O8VTl^_P05T#TG6mq2J2aEx
zRLcW%{GfZ8-4LCdLM~-_d+0rWwVUzS*Julb&JBTu1s|SqbBOp%=&@DiR^_G;Dd|v8
zm9X$RS`IQc=AoS(XSv<<^7t}`2dSue2qNo<7(%a#6b;Z3a@}jt`_)ULV?)M0_o*rG
ziw`Mml|(eeD=ZV4O%-;|od&^a;KHi47~mcK+48IbStdR|L5~PxK19B_avY9fFB}k8
z`pZlYykPYL)CT*%<`{ZE(8r>Wyv;syUQCMwg|<6%SMYU}l#6NYjpvW9a5hSc)VzId
z+3Y+auskM36%E5{?`VVcUKLbgl?{>TGbL(RGu$bf#RgP=rZpIDg3vS+0^M&@gT-E@
z8F@wBH0ZdK<XX25AAh~iztsiF0zTH$;u6esQyhi#m2pm&RWe`=Dd~kO;|Bzzg^;hl
zuit`<q^}A>`sYv6@oM0G)klE2{ZZ4sV^&`SJWb-6xo{A1K!K95`HenX7Ht_oJbL(r
z1V~7V8Tw9MrCOXay~Jg*^)|wuQN4;)irjw}V_#}WSqepc>eAbnW@I@1*`Zr6!NVTq
zD5hIQNpHSQlF6^~0kXSNVMYjAgTT<-!hl%6!IXvE*TUUNs(g$Yq!nrvr*)3T4lBF}
z7*@v(zHqVpmk5-yA&&j|1^J!YHFGDi78miR4T-`;j4eprU8+kne@u$TKs`(2rRn+Q
zmXG6xB+fFFL%Y6yx_m2B;bV9$qTZ%UW#~ws30dpev-Rl@1u5zbdcpoFEYa_p#G@iL
z<9b)_A5>*^a#Ka`Vz=4MGZ|A@bYuFqEQOJ^4x&Q$?%CX;l9&@5na60HMulM~rFWpD
zd0kh`{ZgCV>D{B~PpQ1KaFDiW_B#&M7T{D`P^$GVE1Hk`j#NhT9d|p+*OMg6Twrmb
zweiz8J92@a`u&1nXPR%tb{x_33qi>dzG`KltRgP@4wfc3=QI|>w)orcda-X~X0F<+
zk<AbUuMYk6NGBfwV3=Qwd}{Z%^aEl(8>fu(g(6YDdz+&pm>hRRD{$?Lk5HMRe8n99
z5%3w1EZ(AioabiZUUI_}yE3F;zP`bNg=9?5oEQ6e9#v9g^9qN{($D?@RK*aZT{1KR
zrHKK$;%wEqlbk(EP~a_Z+c#Lx)P+=Zn=IVVTU3hO`8@PV_GGQW<gF;n6Uw8m^$>Y^
zIx82&LDpX_^HbovMR(o$l$6s%ap7h2>_6n8pEeD~O|Z`|N!!+{M<+c|SXtY*aUC)d
zCwvWTkV~k=f8uUF!BTx)>9>qmi*Z@;ZVhMP<+y^{03z<kc7LxKX8IPjxd~_oH&i^l
zL_<s048{Lf!|h~(vinCt!81X*BLAqYO7Xo9Crpsm1BZ`8%yA6wgz=bXGy5OXHpLt^
zxZwuj`xFefhj<f1iK%$P0QN)>fTN`T)G8G0Io-9QQ`?;4QygMMaPP!p)ZW|4CL;$=
zX|lY(CX{J%rx~lx{WBtI&d{29a)+L*PHefQsx<kgY<_Kh1`3<3I;-qzDb~@}ecvE&
zYpZnd7A^tDKeqI0PYPh!@eUnV=3@}}S={1jX&Nu~TiOUrHl3}%JgT!;)n&4+J-FuC
zpMjo{rYpa7Dwb?ruDCBt$2Xn3tAS=+y1m}cp|QcDa;NB>-)}Cx`PhGMXi&4x^RWF0
z0N!Xxr@s8UZ(x0XantS{Wj!n>*`BrY2&l+_pAP6|P?_Y6h3oyv0B!0v_HifK{eD<*
ztIb*&2xIr^8_>;0#Nbs7r2;RdHCd(P+oPc>A-|59g#II2XJ;5%;oP#}%DlX@9bF<h
zs&?4Tfz}K$M@OiYozetO(U0$o3swNazKiQC_<@$%P>aSu;XKCtNNOjZPIBV8u&N_&
zavP?Oo4i_HtvG&pc(HO^{r6y~O|7e4KmKf}x08j%R<5-!W)?x0Dp`)b<ui83FyE1p
z>ZcvON#;pc)S*Kzb3@JNoMEHa65zpz%Ds7>rAL72IJ1*_RMInpd81`xxCm^&Q%3u3
zBmDf{9`sP9rM=++zN0jDmrKrR>U{olFlLniv-)Cn%(ML9$q2tX)Z}cPiSgNht9?#?
zF-j+Gc%{|%=HVK&Ab#j7q;2b$EiFO8BqrsK{jb#-?iy8G_<2sl>&q9u`3qO6lNT|B
zhH=^v8wp}jvmTkK`$dypK?ep?JqOZn!Et)Jg6@!FRu3k4B`d{>N~pj!&9&#+z_s=I
zIT>>Tl9)VH#bvGRr^-a;L6s{EG%jj0q$>6UEK8)T|A)8yzKZ-e-;tOih1Wd_WIYz`
zEY0F&od`R*Ly7>Ysd5R`<(`5)SCWT!kAS2(t$)4Ec_zEGtb(x~G$XCVuAE{>#T{#w
za{axzT&Je>OcCuz0^7UASbx_FVEV4hlJNURMl&f)iE}{_gabVigI;iSbJ&&nASiF%
zL_GbIropl+rV{qU){Xy2)xoHB+N%b4`~#6<R82lRhp*-AUbJqKI}0HqNqz$y%2k#-
zJ6kI!!aC&3BWCl0G2%nx`?t-0aAR$&*_0AjyE7fUarvZS62q=hK%@5v=+5xwpo9C8
z`tOhu|8IMl69VyMj6#k+wUcF3+9l_YGkzF+vbm6SuM8UjyAeg_d@2LHiGJcm(ba~c
z?FM|${3$uJpLQMZVg-Fa%M#UG;8QLS*`g_{W3+3Ya;7+6mzPg!a2I`D_zTBCbm=~E
z-!egQr3uw3@SCxv<BJ9IVBH!yzAJr&0Zi|J(b)dT*|Cc`ftKJYFcTuO`IVv3CL0=M
z)<b!0Mp=MJ%pGIfN%zbIjBHC!cgPA7RbZpFKf|-%TyFVPrg?g-BkZB!`s&D7n@BfD
zF4{(J(66d#I#KBdJcP{t-WEl#w99F&Ph4IXNMu7LH_RdaksuUmuQ|Opufio0<sEu}
z58Jr&qCFE8sq&>Rujeb+jh;VbHhsSKGFFkLUSzxJVDu{U!X*(_ejmbGQmIcR8C$W_
z0y%VCkYOCTT6n)ek@A9|gaxUZYI-`axVK1(y3>>DD3WO_-~K!1_J!#a`rT1m5;kX0
zt}%a<InQea%ogT8v>JBDqlM~y7fuQ_e%tvk`rP@ZOU1$pL|3LDEtndSu~OVzuYSdS
z$H<SZSn}oZIY0W{G{zFitID#l4#zVV?FQ51xZm!SmL=XDFQCxaikOCX<E;_?Vd(%V
zI{2P^CyLN4?$90Y1x6eG2GODhlh-VF2S@voKMwXeBG&5bQ@p<rurj<n6AMPsMq*6#
zepgc=t8JV%7m+`e*)LG6(2$0*us|zdS)cTN*xgc1DQ~TT!ZhF_$%kTPpf+5g7O_A<
zqm$bCNZ){@0p}=YB;19=W<d&ALT~-qXV%E?lC)UU`Rprx>{2r|-|KYa#yHK%Jht~?
zt`&J8(mQ*}_(uTCNSpE<hxbZYRna}q;HB=6LoLPoFM=(OGzBGcnnSn;hH@}&dB^*(
z8*$6ub*yvkJDi`WV+c>T46)&w{@dA04lJY5&8APb20(N$YZ$17_YvUQkpo{!-O5%>
z4fay_OqO3)FT5<+OlU@cdApbIkH;vS{lEpOO=@Wb^i2@=fEY(RmSfr;+77s-8zcxJ
zz7>@PjDD7lZ+&tV-s#1Y(pjAA&!ZOjZbV#G*bh(IT$2ce&QG%#@sE`T`m8vq(R{^q
zOk0H9^X%UaE#7{r0bhOH&w7iKRhy!|KeVqv7j$|2T<jWi;Eu!idhg(1(^-std+e^D
zjaEMMc2B_9Sg>(>e)1w1<N=2z_Z_J!vcxNYvuGIAo+6V4T(`Er>-K;4PK-0P1&(P^
zb9cmP<(O9dN*~vADn+Q{5DxFvp+B7af)6#!tP;0*Qet@qlP^T2I}bf~h}B?(aTr##
zkWaf`;9DVrP4BgJPQ|C%D{|-du9A8kX{y|*E1_RS>h!s}8DL-XgHE%txzVlNm$4wY
zWdh)0zQx`vDCbk`U*GsSKJ`hq^Q=T>t??VgW~`|l0w2x_f@@_RoQD~u8FEa#%krY#
zG?SNSB-bRD`pXUAd);vicH(Y#mmOe}*|>rKQXgc;YFRMEa(47|#;Jqzl8>HuDyEKn
zsih^Cq}2ST70CO};UXFEIaJszlUHQg>Yjy$fCbKk_3unbua`Bt(&7|kBzGwZcqaBT
zhIAvwf;^;Y5+d-{q<%}A?_ao3({HHj^?bBV=y!WcZu2DZD0D=tCXZT?N!54v{#l%1
zZOio0CF|FISC^Su)YSzeg@m7{2{Q@o8%wm)ZEV^aFN-m=-y)1+ejk4XIB%Fffgj)-
z(X-=%wFD=?&rae?QU7b1K*ud-9fwpQp1GiGR$rJL%h@R*34UM*Uy4HD=lx6YomKEw
zJ)uGce+jlD8(EsXU3k@Ev6~K^E2i{@K%U+D369BdwSh;NV&?l7dh2a5pC16W6(yja
z{yqb3|7{NR6^+lJdg(|yzm@`rQcS=v2Rya4kx<=R)UOo`9rJI&PfC~tGOcDotBBG`
zumN#4KazoBJS08+ee~W6dWD=UGJ^g(bDDjpu!mpQmA`EnM7>X=nqE2rWBqX4&0SaN
zfbJRmrLJ12{On`T_|F3>Ti##&06a|~ajV@L|GSEHUt+zF(jDRWkAOIJ)FWpTkx0=j
z+$fcnWBW>mz%eZ9c4sP%=d>OyyiYuC#LMjawW_C{p4Z(i02`Yf8j>wce-Y|+!<d&}
zuvFAXk&NxyTbh7~qiC;h{c%K<>mfoR+?umu(^q8zKjli!-(m*?TwegZr_s6;!Qo=!
z5^)uE-xlYLUK8w{Ex)@NXF%*PLz6$b)(4KltHeb=(tgpN59%~N0{X+@;<x&%<$XwG
z<f%(+&Sf3sqXLL4mdl+s1dl~_L|kZ_b)v%P<YD4cl;DW<mj1d?CPP=bwnmqRZ@4Y~
z8MDYAK(&6(hxyYnp+!ae@n7l=4uC(xP>#0rNzaj|;Xc^2(6^gmSEtvICF9IW=f^<;
zI)P;4;1EhxLmqM(s$-J%<fy(8=;Z^+B#n#tPLh@zv#@qWGSg2b4cZc22u$b~O<ox#
zTW2cv7<%0OpqE|<bFjTg+u3{==@A9pdW{#*nzFxvpQ`Tj|80}*zinb*#(J)S0~L>%
z6mnve#S))uYf~$-__Hg89?y#|upL>F$6C(|(PT%{?nt44m%vBm?mDUXY7X?ritj%D
z=$^#yBqk0mDcY}YZFaq^*tFgvKibwutlr1a{ODWu(}$&MVC@kQL~+#m%Woz}+4)`e
z<x<P$gWj7CESDXKX@meR_M$MBbJ4=SB3%45OSN!fClU5P?h6VDCCznuI&e<4i|rC<
zTSbWru?mx4mkF%H$WGsQ;YO81D-O5XCw=70TMc~kt#F=efl<8?Mg+z>V((Sf4hES|
z!@}&!FBS%L@ZGIkx1-$c1Eu8E9D4y?oWwiLJ3T6@BYnE<q~rWZCAMtXnhPlD@2bsG
ztXM*{H#&rgW==;UT&Yb|2)l1lDu#2+38+<pQ5o^l9N3>Hqf^8^vvDD&bM@KNSnddI
zdOa2Pj5KdwZ#Ww5ke}#q4EQjVuGn@^3dm1h^i5P{j}wq*^P(9=AS{-Plpy1qfd6mZ
z9U^dyDmA5i%VZJu*upCd_72Y<yLpRW5srZ)T=QK6q{gSdOC@d2-A2!O4B-a)Y)xx|
zniqAuPpv_BW95dJ%uQ&T?k>pniNKDZa15u9d@hjm)@VK@=|f_EO)p;hmZ&-K)A0+j
zY3D=NwQ<E?M|M{A?RAmcbBTtY@ggs%cr!z5D=%Kvw5m9~YKWxPoc)5xx<EZb#=7d5
z$cyAk`#LCywwD&Sm!h9Kvp75tv+V76ghP%T$aO@yk23bzY`;qs7K%gNOLNAo*O%p&
z1{pD3xm#Wt%U_D6%WQPgVrrPNic{V!K9@54ia$H86Lwcc2+hPhS?qK|yBnnky@-)t
z<-Q^O&~FCceTu*rplJx(StrSDtK=WFqJ5M2R&Dd(Mpt?h{N4o~2oZm`V^*L+xdC&G
zd&%n<`c85)ipzv%_Bba6qyr=4`gnUQV`am$6IZ#-mY4xlP#}|}tNiOraYccajbR_5
zCx@<-Pvom^-)N&)YFvm`e^fm)cY8|4-gv7+eH@<VyJ@f;Wk=-|llP@Hn9{uIMya+o
zR*3jL!fo_5IdPlp`*eAW)xz@OB(?USHxqWQSUO7%&ICi`;#2+%7Xk?^#}ZE$vTp9i
z^M7}~FRPL_1TLMk3<!rv)kF`#YY8^URR8@&ruR$Ga!5YxW8|Kg&Tq{9v8U3RhGU9r
z+FONC^-FeBi*6z?<Ze`|5xMH_gC6U}O`PqonsNRI0dz1phCJ5frI1+I)aSGQ#Y9^b
zwXASm{i6cIjRoG3tW8PwwTem~o63W<#_`K^N?+dbz3iB+I_%ysZ6vXPuNGNdH5m&v
zyJnN-C>+M$TAFIXtsyzh^`Rc=fr;6ck^!YAv=L(5>mdPHZK35P==c54?DAvu6A&cN
ze#Jm(yB2XNks|8S`^TZN2d^4u>Y(=YA@&T87UY)EUoD)_=`M+9P4iC|tlw>Gr)&vu
z@GyqA$Oxrn$BSCAoEK0Q8ow!(Zu#IP?hK=Rm@Zj2bhz0mIWf)aB;0}BzQ6yiUatBu
z5(}R7R<^Nm5+C4&1G+JwVW!#W@2RgQANy0cr`mFg;(&tkDncGpOdxiC;4>?_*p;W*
zxPtH&ZZJ4WZ%S*ZF8-vtHvavKJQ%5^7=QHhIZ5{yWSbeTk^JhVk)<yH*a+%2*<7jC
z*>BO+0g_9^woU0R;%Oh%BNcwNj?tw!dRzE)mlWN${2)R@8|!FqFP%d>82SLkmEjJZ
z*FSy8zIIN(2aSN9A0s_{ean3(YD?iB=#kzNR6XTEYY23{AE;n!598v+{Hd^ikOjFu
zzFZ;degtR`#rslB<Ly(x+YJ{TOVF7fe2^cd;v;~E9&{u!x%$r~`{m0(MF6fMKRBbR
z#uV2!IzNz;>F-Q30ZyGOt4gXe-tG8?B%M>p-}CZbSecz$Jd8?F{hh-yiqcpB5<uIS
z4rS~E5jKJY835GGe&j6V=FPvFLzM94|7z|#qnc{FZ9z~hROwv-1*A!rE+QZxM0y92
z4g%6U5s=;lq)6{QM1;_L2?)}AhtPXMZ;5yNp7Va+>vzt$_wW6Yu?Zt1BYW@lJZrAG
z=3Lt|M}P2XW0jQ2SUg&DulDY?FYVRNHsrIdX{(y}4DP6*9cILPx*xNU;db~`YWgnm
z?=yVj9&p}>dP*+^BU{1D+wCYi=+o8qaIkX?l-Hpx&m=jK0L6ARq7(s$keW#1887gT
z%L4!eLGHI}RbzbAp%s`3;(rQYBE5f}=>L+V#5s&d_bCzA3l!1(rvz??lj=$ILY-7S
zQulMJG5mwh%Udo`(&>kMq2&V8LYImmma83tI~s5BVr*x~F!zxgA5S!3iHO;beVWT>
zNzPB|qYk3aMe<P_kpf^wtLg<xB&==h;N)It@`Y;ktjBmDrPFgbuTh(-tliBzQ+yJ*
z!CLqO>Py5&@v9eM>MJ3kZENw0ur~m6GD!Y4&vpjfu}JTc)7Kf7$|k4;t<hb06=|CA
zYRw(HjeJLtZb;@sDr>liw#dvjl_e^Rh#eUdY9|gt)o6}!-Un5H%~(GC+|(YpA$|1G
z6YhjJ(qxlDqOr<`N44Zu_&?h6c!Iw-dk`8t^$TmuK(OPyWJj+S#SouuEt))fbIhs#
z(PZ3r-swm-f^MHl$3H&1VN9GoYBuH)=4wo;kSk4;jJn_m(^I*%=0o?Ej^sdh(7BT6
zT6jA&we#{MBgUi{BvDmr>*In}WaPM|zW)9`JBD;<rBHBFbCt%f#XnQylfsIf%o{#K
zpi5+)qQ2HA^jxj=!H)rs$sG}TmsIx#&hvYimph=#9iT^>n~~Ru9*j9o+LKIo2jHKl
z(JkXq-@mqeh|~_G8x!pnZ-kx<_2G4#TIj=Jw5UmFN#Sx~{*k!*yJe62_rB;X3AA2f
z-59U#=m6*cTC?Z8qwBke-aWS%r3~c2t0Qa<GM#SjRyx<?UE6Zh;&sF~V1SEa_b)8P
zcjZcOO3dSmfcZuV6Z&3WDJ!QO`B2Az;wE>7rXBYE=v{uBv@$cRGp~cNeG>qOe1ggc
zPwR;3Zar80i9ImkCc<z|zAzbQU2Q};?jvLC47E*SoOM)$&^PtRP0?R0ncC}To<@1i
zzl=^%*@XSx?W-2g05!0T4LAbqYMcK%TAE93oHrSy@1P$E3}OQ<yo7>ZSO7PANvnSS
z;WknW@|0R=h&DS$C-gITQ*g+W$2lwKGjS`i6VZc_A%M5}YxE6H7_g{TvjLuN>dEXc
zEV)4g7L<)1V>pkU4?lEM`O$R&LYYU+iJpZyE|t)8C(v-A5EvkG_W;wTwRkDyg@S-o
zkqc=)st)dg6_Yt*%JcaH{R2~P+hqLPsGdj*#-D#(#IsSo07Of^6nldD^Um61dk!!K
z4Sn(|s_=QTjkgDBCxe1ei0eqpE(f6F$V~(;*6nQ?`_dJ(;#J4>)~HUdA>Ts{+kokP
zy#4@Z!(iB?B2Ys@GBMG5nN?A#DqkS$UIfmEej5n-8nlG9S`0LS6MXG4DQ$qMyvn3F
zw*g;lo>2h%gctK;sY9YI{S4KAZTDKBaH&<b2{54jMpKMKbS2q<cu>;)Z-<%w8@xMZ
zHhKkLms9bEcSp8QErM}%$-^Hn_X#b0;J9Z54r9++l)8R(>!E2XPn9QH3g9;txAt9r
zxH=H&>B|%wZXJ9VI)donEqgf;k^eZ4Xs@40$~N4l$Pk$Lx@XGwB}KEN<WTPU(n^b9
zK*f%-;^f%Y^%I|0GhUg*V9Ql_Fk_`>>ZS9#1BN?YVkaA^eeDCZe%o_@VJX<{Bp@?l
z#fjTWBwI=ryIk$dzAcC*7`D<O@gz!1{`ll}Hj3&U_*0WgdEGhK9YuJBN!`-=g>}AK
z2}bp9a%9$`7ds`yfpD^WvI<_j-}VcuE9IXXXg`YRIzkVM_WV6DhGwK}kr)UySP9_z
zOIy6e&LYH7oordAL26bP*)eRr3w~fKfA_<4deC8+5;U|P5}kf}1;yQt)$^~*v!+~Q
z$aBTn(PMZx0)>Hatrw?zzR&BWdgler-Y`rSb3V|$jEOigG*+q|*=?kS<fDJu-4XtP
z8z9kv`;|Z7maj<JeF<HK@@ioLMv`r>u3pGs@O~Lrh7_;8SvtLb0oIK7dcE;YpyoON
zINsgInU@L<y7h!<mn!~+TO$hV5><CdpYA_zgYf+M85Ks7#3z^^#&zS9QY+x3c5P?i
zYLs@kW`dq*#7mv8xsWFyY(X{W>N=HhpDXs9?yDa86G)8scuw(_FxX+Z%z;0%O23;M
zyzmALG5FKh*Lb>txYZ&Y;p&U`0_n7E`I_xf@^;uQcW(LKA1C`>+S%HX)<@?#j1j-(
zVV`UUU)R2yz_`!myR=Tj=W{cTu@|lMHX<BO1Os)DHr84}3c}2q(LM|v?~24PC)EuS
zlU!F6fDvT(Y3Z3}ru6Hgb}ij~F;^k4EgE+^{K!%}rS7V<lz0T{#$m)fSF3mzL^)~i
znfjlFF~@=PvAh$UXEws6DtzR#tQk#@T3~B&Ji`66Yj%dyaKc@*tY^4~(~8bH2v8I!
z0<6M2W!Lw5`_yrJu}o8h<F}t}ibyE1j5V{<#DoF!2FP3DCQdJO^Xel)42Rj>jOE~t
z`&KwJMNlS`O28rkQw2&WsASuY#;}Xv1TsJRI*FvN?U{Ylfo}67lwdGyW!_X7b#tPQ
zA-;et_?|KsOXqizL{Dmw(;FWpnse$>cTeL%HSUR#SI&`37L8JhsQ!%*7Y7R2LZuSJ
zt!k|Z#{y8v3&g9h$q!%X__R{sdf(lAc<#WC{5l>JdXjnmDi3xvvpZk$V$J<M`<bF!
zcRrT8BoT`8`jH>S_X$kjsWFU$k@e?d4Zi$B>mW!m2JXiS+z|N=XsK_^p0`Cb4@dtY
z=IZ9a2QSN!#$1IlS7zjBs~^p%gLy@~UTqwEdG<38g!a2x&^zY|poT%x8POoa=eI=5
z3s-$hZq`@V*IUQEH8A-$Petb>1~@>?UG>*d&qk%bn^Q2F9sR<p628u`*!A>woTS^3
z3bNJ4;^A&tc7YYnSX>F8;(c8`5EJ%Hp06qJ1y(*~U@F{?5HmFCI{!}Vs33ZrsnJa5
zx$}|ZS*pnDM&w<r(-e-5Js(Y|(X}vgA%US#z$>`4L@4<(80=NS@mYuQz!XQq#vxRa
z(BYPcg@nBHq-$uUE55dBzt=wN&F=m|xdBnP#~&q1!VifU0bM9Eof5^j)7_qFuKIpP
z70mSr!_21QmoRe8Z;NB<Cy+_5P;Q;^K?pUV({IJw%j=LF^V<J8{rG<m&7qr&0k3LG
zodE6YUs(AcCIt~ZBvvy-(*Q9Um?`X@R6U))6?u$DFYD4Q0c^hjx$u{txWm9b?8H#}
z%2;_wKsTqlp$TZP@9Ug}n!Yv*+SG|(_@1%hMm~eTF4#h1&G0Z)Ii$l)o6ly;leC*}
zTHH_V)<qvL&f4r}S+5{ZqXg)Arh@JXfxNad2o$I(>Vi_Ruc(h|dl{}hhaNR5R%I@T
zZ<_rNh=Fq7-#zYwUM!c)&|NwtypzgHVEov!s#5g}tGtHsQe+!M=hKWo2IRv`Gks{`
zm-g2H(*PTad8}WV1!UL1wI$d;&kr!NQ{df4zfYf6n-^iHtv#w-b86tFe=xu9TfgxG
z&KuR-v{U#W2tyd|hE#cfeQ-yzC2DF$!&5@4X$Q^m8(RpX0c;WFY}8a&W2o5O4z>SY
z%1^trCUVt#dz+(d_~c&0#X%#GB$Jtw>>6eU*C{~S$CBe4i_@o4#|rttY@VE7STsA=
zw75_84R8B!&tP%aMTKVyN4N0gD@`q=x=&tS6Lz<P4<A{#?6+Wo$193w?x7za{yeVr
zM@S(bF<(wdeFRX0;wX3?j3y|}g$#1-o1Gi&E}kpNHA;DTQ<;gJu-$>!Y+REcdc5NR
zUmVxg!Md};-K8(t$^-so?50!s14}H~ak|Fbw@GQRx(uogDwtjPLAhTxqHF(%YGGHu
zP%>fB27LIY9N5^&e=BG$%O46l+&g#fnmoIM_yW^Sk6KSzVc&3>BjhWLcATh4>Kv3y
zX!_z%k-OX^qx~I4Fc}OhUTRDfb98m^#DBrVduK+5ZHd^I!$EH+A3UWs_zO#(%ZbJ~
zOq|}N+=iyBI~>v2*l<Cfw<JR>LQ;fN*y6Pf;|R6itFle?#Qoe?tSkC#v)AGU0Z&yF
ztx8(LRYnw0mxQ;txrhNFQz|`Jm`uZnE(O$77@-Rvc4w*U%f6cvzT(AkAar7lc<%2I
z!TS9w%OnH$<O8sGG7`XUT%~&7eN_MOzW^z=Q);?&smE;G^<D#q&WI47o}!xE`?qY}
ztRh=R?qtmrwawlVy5g4fC1m{cau!dE92(ZKoU*PaJrTa5hi4sLg8fky4N0Jkd)3vr
zI8TaJ@y|Axw+z<5x!OXBJpvZ`I?j%SDoq{8oRlbfvU}+lOc}6g>+ugc$h=&Ir%rCG
zu`NYCyvwACedG9EH1D3;IR{2kT<I5<3GhSns!x=ZD($2cDl0w3;WhqDJZMA~J|@Av
z%@~D37+>9uK|iX=$yi1F!V3P4LD1S~e*DPYmPMr^DM9&PSTn9e+ENIfcs*p}LP}~b
zP`)}|pH6hA{foQ+tgVa}6fon<qf}t5uVB9JZ#z`1ttJ4{L|On-9D{dBp94{VozaGF
zl6<Hvp*;e=w&d6&VH=4V9tLlg+Aya4!a@lyfGmA|mpNVuZ0#-8J?)g4lUdKAqQ0=j
z!;r*Kfrm_Geqpt}0hUFZ&WS~;7thXt>^z<hFi*gV!~{{tv%mr3g768|(VL0;Ztwa~
z{=#Bx2J*wV6!6xgCa3ya5r}&PFZ+wPY0QxCnayFLVU<(+gNoaYe|}Iyl9^5x9oOPq
zn)iTMni{VtKL_@V5Zt;NgS$l>AMapa-Mz!OKZptZ9W})0h0LPg{fp*ekCx}70w4WU
zII{i&TnsnztVA()i(=}Q&yc%`m&K90EpfivB#y(B3{CxBhGf`1TVX2~`$k-zK77?Y
zq{Tu!BJqxlJd0FtuTgRSWhFG_@@M4u&+2~fQ|p{XTHY9LeY($tk|r|^G;BCg-;oLE
zns$?A`IM<efW(%7CQ~;;R!P!Uo^6bLgSCWU9yW~nP%?Zi($zQG<i#9XaP}H7`B#~)
zt7+psTbe8!e$HU+y9}i{?>%gv?2?+M(341SpHrd_Y-k$gnP+@@p?y+XpBa3uoOAyD
zs*~ZqoutcHg5<1;&(Dwbk$7@OA@tI}uuj~^-r(J{U6yb+8ab)GHZAJx*7zhtpAgR*
zFf9L~p}zTp!f9Dim2udQY(@fF2+?jS(e$L|JZt)zDb6ZfcqQ@}<NDhYlGKHq)BuIl
z-%2MxX{rfz5mD}fw67uNYvT$(x_y@OC|P)n?Cu29TC3`8D`)G-;12hi)+EXa<L9}u
z(3jkL#ZU{?&G{%IbuPyPUN*}lxu^ybnyB_vwY>wsA9@<j8|l3<lZV6$J`m?vW~(aQ
zdJyN5sLh3Qzt)md<N-s-NIjql?Qsw%r3gdrcPmf88tjDC0yS-;BrhcfX<iTLV)sVh
zUfKxnJCCtk;egO82X>|u#3VHbad943#k-CLh5TH*!jAWcD|^f37EIfm^66{~eVf<o
zeTq`d{(`wx;gX4Ut}oM~v?nDOz>!B4t;M+}H9x1a*g=M!4w>>;=<bZS$)K<Q-ds@|
zrKT+QCSmAB$9XQZf5t_@IZt~^bvlB;vNL5zr@P3;pKMm=)?u#ZzQSt7zHQCFX?_tX
zAhhl&0q<bCfhu^poDs0_R8xv-6&Bfo@)l-$7A?Or^HGznc#&hRlEmbDX@|PxLN+N=
zyn2`tHPB<9%vi!@nEmjvuQ|dhmAEY5)HF8KJlzp}YqeTqDF&Girj0?UN0z!U$LbE&
zO$WKFNPyT=^^vfQ9D88G%}jn;O6Dx3vXZtxvxP(Ru13=AB%KTN9WYx!tdru#l~V1M
zY{k3OQ@%q{WGjtde!lKDvWsBV;$^s5I@Y^dR}s7zuNaN7lwq}r;hXS6=Py;&cu5ZG
zn}Mam&n1u?Li?_A-08DkG|l*R0e!8Gh6cSA()SF0uta|#e>rj=RL#Mo+Bo5(UofvP
zzqaKiJI6!#DCB2diV*I7>4&C061Pov0=tyTtt0Zz)jOIQkMJuLJaI|usE*t?6gz)m
zH4Yz2^jmBD(%2~Ou4F6nH|AO7F+7aY;0d=^8TM};xj{5}n`lRyQ(OUT>U%S~`I~?{
zA#>oHYPC=U^jPd2u{)c$SxCEaKU$QCj;9!JCRKm`@V&i*xg_m_eC;#lEq%pEy`cpU
z55XKUMGh(Hrg$~v{#Rd~%f8fC1>n*LtQQkOjtn0Fo)f?$NB_nnsv6`K2xaz@7NYqn
zS*C8WAP*M%uqRJFew^Z$*d~t(3XCzixI8s#bu-kfyI2Ct?9DNJa^iRrQM?!!H}U9_
zt!!Rf)%!!D))Urodw+d>usZtmSaut<JoeF9al<Sxr@a49YC^-SCUk#RHA!(OCs--@
zDYyMTpGggi8TXL1dmEnB11vev1NwBz*D-R#oGv|c^?I$b4id(|q|Z8Fj3(UU<wZ03
z=mG6lXbxqiuv?t*0`K)qLs6T;wx^4AN!%D`Rg+VfC5cCh%h87CylGX4{h7%7TWZe-
zn+$*&r7Ck#0J)>J^Ye2R6K$kdF8dVd>X96{@d=uIWV7v9bpEcL9(+BuXl8rHh4NI*
zGx3Of?LD#Y?FWZ|+L=KbSF>dGn#m{1xRXMmlL;Y~VAN{{N+v3O=uk?t!x64H(4EP4
z_yb7m?Dri-Gq1mJv|QcP2X9XAd_ob|qk_iw0n_7<y#05o13~@T4<)UK%=Ee;PykCd
z;dM<MT3<#%Lvy1tX4q0@&L8}E6^8%)t<wv-jp-kIFZsH}*#-DmVxP^Ge<FYD9UwZv
zKcX!`Cs7DW+<3H{DppEc>_Tq=r%kMhl&H>m_=cN#;ORp2vq7ld>;(B6>nA1Ta>W(^
zU+Z^at5vzHjk(WrUoXGrKmg5cD)DnA!TRGvCiS@hcOg+b)rBvv772ED?f7f!>jHWw
zY)ijtu|1Swi4$oB1Ra^}wRS28Iw-%dt~MD)33)~@P(*z9&-mc2QJwd3J@Nd5CHMoo
zY(17PsznVWz{QPYInk=<wKpS6SEN*UQz@?Qss;I_B2SOMoW!O*L=mrg6fDJ}cb?t8
z{t$RE-avHUcxqAF6k0|=-x0br#x<5hDdo!YLZ#j7#vNQ#+XL#7XqZLP<)gi_G|q3|
zdbSJcNcIVDUuuoyQd9|NFc4TpkAx2nIhc(#iWL|uVZN`AuxD=f+`+hJ8_1`T$Nw=3
z!&bw&gTBA<vtmPT>|N1}rAT00i+%bptOtFdOGIXmW=hZSs_(NHqHTg|%#Rxn?IlNV
zFPj@1MA~=D^&Ag0ISX2Nzlr;zF0FzD{ezU*PRuRVw{~0b?O=HIYDKzk&3Tx_tCFEr
zYw=T6LlnOpmsd6q^s#s87xmAP^Q01|MVf=Yb)^Ncy1vM`HPy$Hu+3u~lb8PG&~lx8
zScwq+Cnp7|_ADp;8hQn+!?S9?2NN_i`g=AU+BL}_GA*rA7}X8D{>O+p(t%sPPsY0U
zBt^&b<Kt}|ZdS=$W&6j5Ud92m*9XnZV|KNOsA)2`uI>~$4@uS<v1QZ^1Axm+bWc>M
zXsTowk!(a0*jq6?plQjpbGEk=<S_8fnW|n6OfQe}uOlQR#O`_UQC7Wd3p5RQU}lrg
zJ=aruUx>j?JU@V!-avO`^;A{s?~c98?I*1P^k82QcmIPlDp0zwOxnd1EU#8pSPOX4
z!$!cX1VA}tgaX_FOyydVp9k~5A@{EAnktn)C#~!~<+;OjiTXITIej|N^^c2feC>Ch
ziD?JeoxH>or8i@CRSoJAeV^~#4b64#>CP#M){S|~VcRZhIFO#(nACIs^3tuLHj?h*
z{nXvB2QYH7j5TFLLCAoCS<;iRCW8SeLab$vS|FW}%Dny)QPtd>S;zZVJqGxcPPfIR
zsc`ShJ(m#l1XzH<)a6n!_`2<ya9oYkVcZ5VV7hzg?oR$q;o`m*DQU2K$~*>DDTh|q
z%Hj_0QkiVgBg74-B}i%={~-G9sWEZoe82NKnX=Z#MxwhNB8<DD>7RaKeb=zOYKIOR
zaz`@CR16i2m)UKlB$Pu7Wx(c-&mU8(N#hcKkjDEA9K48S^~*u+@;#G2(q?Hg>oP8-
z(|Ru-R-Eu|Y{Tn&5pk6j8@=M+tpIBK<-cUD|D0G$z9vM;Ab<iziL0BMu276X1RC<g
z*@9DXr?qfT-V)hgl-9ddA~Felo{u&PBk1)AY(_PM<*OU?HEZI8rQ_~G0Yi~O&No3Y
z?YXIRBZXH%ow==(V{!&4*>a39Gs-4PrLAgl@1eK-dpFNa>m&K3nn^du7%wcCtn-X^
zbR!pJ5gnpDSypZzGatrsk&2!>xqgy03H}a?A(^wuU>ThSRTE!m{nVuSnXtKmb=^(%
zLjZe1)yO%^<NUm4xqtpxZz8E+$FY5nIpD6IPbbIs>Ro*7$%zK+(&;TD`sy*kD6R2#
z#MyDEITj~g)g!{d48WW>kyB9xqBsY4Mlo&9G(lFn`|?0X*gG}l65Cud@Mh|fL}y>f
zwDhXdY7dlc4jQ@FZLpF83|A|*_G$+3QvPX@H^F=<@=;I+{-rmgO~Ze+*v+>W=tf*?
zqLr=$J#(p|J?3)~@N#-SJ!NQ}$OlsEFRb=Ec>rb~sEE0`X8=aI7UrFMD-K=5M|UUK
z&AY$y^DA&BZ`DmDI&@B?lj+zi?+@t1Gk3&+KE&^0D(7+GsJJzzvZLjcobi&$Mk|(h
zd0yixP1}NTS?pU24*l;gQFj^uiu+p<EIlHOB3=yf2tF?ssaD1qe~p@pz8<f1CSU(-
z|JKzb|6@I0TEN})>K2)t9aGD8#=}QeQm2G9f3-XXqn3$)mIC7yo<6VwVUUy~(1YL7
zHx3Rh<U%Z@CvH(UxHi&GDKtGNK|U+?_FIWcy{b2OfWGARV?Zt-B?_0?<pOBZu8D&9
zENeZg_$$eNCQrw8MFmfmZsmc_N<Wr~gul+Oz45B8<&YWhskK!vUb5Q`*>*pg;Bnyz
zOp(Q8yrWbwF)Lm#U%Lq4VMakV#e@dZ_$%KZSd}|JpFD8A!y^DunW0s7>X)_}4hz?m
za(j7Dl`$_Xoo#zLczT_J7rMvA)O;v8jC=YT&i<K>f%da>x8C-;yrrlp=pF!6hY^ft
zcHm>m^6zz0f4;A^@p*q_bNwDT>A<JuZeW~Eew8Cx2Z_`=PT*EFB+lz(<dwZA%k;6R
zf5Jv%_uiSgRgacV#g*gJ0o`RnNA_j056P~xApr!^lu+e1@l6(&gnKNU<!*@t7Tw*%
zaO~<c5eFJ@8S(%fB##MA$$X6}yc`77%2OKP&9Ks>$&-Gw^Wepf1%~h;!^T_d2*iQo
ztK9jjw}eWhhA#9uZp-OeXqEEp20+^+0{Es<!B6_f9b6eJ`|PrR6!w+27c+Ob{G>D)
zJoBV(>$VA$0XTRj<j)$2y<MR(AN3Neq(Ru{4v8*1zYux8rs&H5*WHg{`F;0uORQ$x
zVD{f^v>XkXgjTsF%^WmMdNV&rmx0fv1^mzK1%v26j+c8}FVx$xeH%-ef{%)G<XTf2
z+g4ZcxCi8{uUlrkA$r5`;uS-yzrKL#bEtC|=z^|M26NJa2`A6i-2w!ZNul6{-$D4|
zTcbL})=l!^unU@+%gh$`bv1hB!L#RtLmm6^gW{8}!dA>9d3(zIkh0mu3u+$@;J&a+
z9Y?R{3^&T!mR2RMu~dzjFt&WJrHYdRpC%0lOBXwUSIv=7^e12mj)<kW(l2#u7AjBu
z9^t(t-U^T{H=>Jkw`Rt_)r^%P>Z0_W9O!bvo*+%hr9hwoi1gpW3920*_r@+YKwUJs
zjH#LwOu)InE-TY2)Kj{hMxMPT=C-%+Tzlj7@$kNeH~!t3oba38L7r!UEvt&dQaf-)
zG?sSO<d^9k>*d8DJ+~qhb)={dEi)eNR7nu^Wvn5UyT$Z)keglQx13tEk}gUvV#!m`
zyTMS%Q10=OMX-<~jm(^7@mo=hz#eN?ecH@gbbP6mwZ+-D#vub4w@SI~EK)c&y}aJm
zx<0+n_NgcsABgc;07FjR0|8W%os$tYK#kM@ZNhSj%qy+>ndM?s<p2crEhqd5e)}KN
z$Nw5XNJN1=O+audAy}iMLlEY}2|V%r>V^4($%<*d2;OM0=*}?|dtusk4`JxuNxD;C
zMJ(W!51F{VjO+YKO%4QYa<E#Us2DnlvQ)25T;3Qj&@I%}RV>ExufZY~*;lp)s&1c$
zBLYpJws@PGiNv#%#B5jI=0uN<3cFQ1k-bRA1B3O<ESZu`22o^sc_BgYSBKJ^De;4=
ze4l+@CoeN>f5ZNbj(es>3x=EZn2K!3PEvhMMKY&-cPW<i45+9SbuEJ2^&^b$xUpdT
zt!Kfs#|(X>ly(sWC<J0BkGrrOMZX+cL33-Ou1U;q!XRVs2=wLCaKm3OJAK5vm(jU0
z1FI6#_Z|#gBwnr$U`KG+C@T7YK`=)X7)30*sDtd#l?Xd$ol01&dHBHo2UE@#m*!jg
z<RdyB@A_0GVNvhcS-qpQ`;LaE$P6Q@?67V;+ljNn>8;Y|&;eWY%dK-*sUh^0{8>t=
z@Rwdq;hqS(?qyB*xGr&VXv!w3#Jr?bm448x@a&BUJt5WrM`^{mNxqI%N_iATX<2n@
zk=!t?HMeHm9BJIUn||tpKI3~1t$JEOAFW!g&)q>NxrFlovN|pP=s7h(q_ckp8&1-B
zpow{|M?+gmd6ENpbs={_HDr}dU4T>aZL2HJ<?xanrAp&@$O`1e_6YSp^B4u&j0Qo4
z;_8Y7fA^aHC2L26p_oC8{@97HlKxnhTH@hi5A|ET@-8ea-yKUi<akC{vCY}($iU%t
z%?*Sj^No^L(|aGEO4el&DlK=C=z27CyJ-!V302srRyjUsFE;zpx@Q!nGb0~dc5JAx
zGX}{|FBrD~LWGK3OZ9h%NajuS|4X3syD9IqAn*%IcX{zQYe*t!YU@WdBrfkr4~G_X
zyK-7rP^Sk|ige>@4Ms^#c)0)734N&yDzCruOe}rMERDu@Kn6qZ5YV!TLxjEt(o{I4
zRDu>X<f2gK(q~>%eRr2xi^UAk2I#>E7Oy=A|1x`P%@x0o4x)m@7XC*@gd;<)!vL>;
zAOsjTsyET^*&X+{Zs7NkeD%X-955_eD59X_$;(3>-KXxj{xH=BUyezR!A4qu!4(bx
zxN2H}tIkQRXXB`jF5_#k{_GLc;k+HMw=HUTFeMlv9%?USuPrl9?_G?3QtiLoq(|=s
ztTfR`O80f5$`1M}bEY8v_{c*A!SP{3@scw!5%PVRW$*=!xC~|wiU~NG&}RMfEdeMh
z!_GJgfPrr;{{FdtUR7rXCL{*RU1taNaN8fDmt#|ItT5uBvWQIk=yrHpGGX+56m1y-
z-hCo<{BrDaCksm2fDgsn_PjPCMmaWS0(jw5+{~<A-3^gA4hO!umy+8>_D+N<Ac%|C
z<A4l0WZ%@ikh=K$N&@>&&11joR?Mc%7uf@ykpb}K`eJXj>Z^HaE@i3P;GTpmARUSV
z#G)+Z{e<u*sa3@x@GiXraJ?n~W4Jg_N&go?4jgg*nMUB-jD)aznIzU{fcr}4sqFei
zoJ8+Mg+1ME%<H$uB725$;GQ)g@&CSWZy<N~3dxqry##Xdl?@P#%T>-c6g8vgnZ_xI
z@tT(hA3i~g27WG`k&i3@TWR02@zotbEtTgE(9AV0hkWPSn07Vr7Ja{HtRi7YDOqs?
zeHSo)nKk9_OZ!(Otfja`5rs-pTF)5l59eL_Jb2Zl8c>Wc`3c9U(8zb`003H`OB4_d
z&&h{FwBK*HmsUqx9CY}JOq9t*l<v^H*i!zKftX;I9OfhJWc*^;%#okj(RMALXXE(#
zK9}g7x5Rrt0Da_u2b{wxd`necFW@D^e{A%tjQ})bwr>GKnoH^w;tK0fU$IQrUjdv;
z8q|N(1djDdUB)-JXz~YAeai&g-3Gtwbfq1@n)r&OuL;~V5%qWx5OH1<X*Y*+;dYXo
z_v(}Pb~JBm)z2zM0mnUqKk8mPhHZ=>IHp*zt4HRcjI98e4X$E{wa-ylZY+y}K|?7{
z>;(3-CX_s0H$cl~$Q|B-)D7ek5DuXW50TO+!Mqv4G%b|EgWy-xGdm_?F$ND-uv}Mw
z??zi1?xfg7SD5C_8SFMU6WZlWb^Em?uHxepsd4n{cQF#X^4!d%(QS^gG^MYrHIzVD
zGiVq$Dy^D6W5J%K8#kud(JRPB#Dt`jM_Avp5uT_N=T+(Mi)^%w>vVb%0BQzCS6D%X
zQac%*BJC>*h{z1AXA)zJ=D3P$VV^orM{4GKSZ{(h(1yhxH3k#c%Ei_U^kXjR+_Oq1
z<Xvm$3nRU9icDtsgsVe%xntVGBzk)N&SJa4WPD<8)7Yq4ab_A9`VcOcZb1mf^H<EU
zB#oi=L?KXec_50G$G{BfE2Ri29z=0^NS^65#mlAKDVtv#SqVy5iTbkf{_EODk+zj^
ztYZj|M&(3RgRc@Ob)c$N8KqEFzIM`v71OEV1+Oc#qNtd+ac6kR_wzIJdyBq`_DD9?
z%-=KOgu`J3q|1c?Rq2Ea)F%)<o+q<|tbI{(N@AvQSbG|hOhhzO)?UihEsljYLh9Rz
zodz?V!{Xeu4;2sZ#%6e-fVphwx<W9p_)L6rF^`QcuR!q?E#n*ZdsDNM)y{h4T?RWf
zBtELOBZ&*6ead9>cOs3O<``++!R|A4P@<j1`{KsSuTJ`CqiEU%w5RF5@xw;hMOf3A
zQ2t{`Wh}38^7TO!_dX~jg&S&J*!37z`jd-mFM@<B)lp4hr|NBHZ)GD0dM$@ki6=*+
z2V#mk#E0Aa2^t<&TbRsB@x{hw)B!SU;9F7#BgAEjJTPbNmqPh@o9zQst4Dx~^iki_
z0TQQMcpHY=pUNAR1oOuj*uK{U?=QTIozoZI-&e2nkJH|Cd`?gBcT>703f?1NTY%v3
zRbzg5Oc(>GTDtR$2h#QHgMzAy3+Hqe<XCFb@tt^H2X1;Z`i*y|`hs5qJ;K_GR2`TR
zb0ds>eQ$3a-sR`uGT^o3QXVcy=3=SEQ1-6Q%z9ixZ(EFu;dI+HblHDC=9`*L%W2c_
zvX2CWbjmlGXsr5)w;_@GBzJbIZZ(DId+ta2_qPuRww(&p@`~O(7n2rwV73xiRno;p
zJuHe;l5=68gC%x%&?u*My#J=#K^h~cfrZJb+RUj13H*lbf4_jd!+7W+rQly1H#5y;
z&Nv_UaIN;5`V~~VTuFV%l|V|ZcC6~zN^S63V;@9f?jfJ)tyjrNswHz3Z1GjP4LyEU
zuhgNUY%Yb(vX(tt7y?AN^Qxl+ovzOqUV(=c$lAGt?z^C$7)s~|H;oB>3>-Jr;_RN<
zV?dV{j|XhKi4G~Aai72TtUn7a*G}&IroS;BC((c5`O(+e&|G!+IMtW*bvS(1o5?&y
zfzU{vm2=m-f+hZ>bi9kzZF)n+VB~i(7Wd-6VJe|9e8s#u%4JU0q2#5Rq(4x~ogYVB
zjF!5;`BptHa1}w@)0udb9WA@{*_X)lV5auS0lEnWlwSO{6s4W+iTUF5O^s7i(Ek0e
zg9d~N!*V&%k=q^Pk=mS5qJ^af-R8Lq^RFH0o{CkR-c{DdOxBC@gursVi7K%#6T3jR
z+1p-wWBj&4?cK^jou%&#jdbT#wELeZ2I1mVk;dIpc_yY<rZ${T3dOCmlwR)Beec7Y
zH~q80JfN2<&5JJ!?}WTimb~3F`yWnGJhGJ^C^(E1IVxlKA!7&j86!)yE@6Y#LlFi(
zF0wn|wA8m#8+DK8C|4b?s29eGE5s>$@KOFX9VxhE)^Go+!z;X36juIY#liJ$>k4{J
zeb3OPL_YE7ezx8d@v^b9S^o`>nvSQeJoICeuO*oEJxy6LmkD?)$~4i1Qa`Mhn^e~%
z#7|zm@lLeZI>x=yS`4YWv&)*QHntw^tG4`tH<Xe4c3V%h_)+Ac&SCdAEG*4p2K@&R
zJ@M+-ivX+ldHHXh{9nf-fC`ApARC3uhH<^S;>^8*QnPg&sT=tlBo=3FQ_y_5%m|@#
z?sl5puR8Nh&7?YFHf?=})tf=c|Jga+s$Wj;AEDOuSE#N0JJhmaX!SEuzgWSK_5|y>
zRh*`OhuX>5cAKjhz11V{B=INWizMga%bronP1WF84bG0kSX)R5jZmyZj&<zRY|@9k
z%D#tvy}M2W-E}Mg8k{IS>0<pkE56m2q70-&wO4<OzJDLJKU-aPZG7_aTwyQ2=0Pa+
z@EnjVC3Y)&swPO|?k~CTrJP){;lz&mm;+*{dj?a5!PoL{;qy~UMb>btK}HuL5Ucpz
zA4siKur>0vj={7+hxe&i!j*U|-;X$B9Bb+yJ-{Pa*s_R3MqOslG1vrxyXAlg?~3Ua
zruUr*_aWqP7w)_lzJ7Asb&m-gJbCIxfL_@;CFEX;CT+q?%>J^GYx)e2nwfkL&>_d|
zTtX&08}=AwN2-*yW_s^!?jP(Q?7hB6Qz&-JtD>x5y(2{`MBJ|2;5@TkSQMUG3_2}U
z+Of6B?0qL`HHQ;BsCYWVh686t+MK7hGdxnJZFltW<M5{%{nTTcv0_5>l`M^o<*l!+
z+!2Bz7re|7#YA++Hn)?=W=P?lZtQ)bIm*RR2Q>)~@@=3s8zGxxt7rVl2L~Z$_+)*3
zM<y!q0Cf8$oR!M1#B)wUV#~)7k$OO*W9{a}7z}HvlrL%%96O^>rg|-W7mwvKehAxW
zSQg6@y`Ju~NVyM999WtW4w)f&7S>qFnyfNE1>bes(ek6#G1Bqj`c~Okl`*qr`bB_W
zP8Dugksv<lAdBUZ9unjVC>k}JDI2Or3uxdWerEx2S6=bbbs=qn$oo%a<xw16^@X9=
zTm+4hRO82eFB|;J3&xg-R}Zk&c;ob0HY5X@j5`<T0y}5)ru$r-ty!GPh79y2C&Oho
z<xP(T1AK0Ri;buH5yqr*+ouzJVaqUziq@zHn}an6rpPRO2Wq1!M&h~Y^X@h^8$F{g
zA)27{)YntY>+)~i*#}?0D?C>>1zU4hZ`l@4d$=il-g2vtm9)X9@4Uql#7fogrTq7E
zLV%j(T5*9kM$sHb$!I^u^j*Za0cT@<(>c-wQX0{xuiRo?7fj!MZ~d78n*TYe>T7FL
z!-hQ7S~Ihgf;Q)yV}9n1!#}^mH|L%Xj=jOH(%^8lpCquaA)y{K&m|Pb-WQ!PhlX+P
zH>&z(<$SBH3KseLgH}iK1D;4vw*YqKKQ=4C6gsr+ZsI@Nwvmq|8t#ysigRFCm}?on
zCYVXFP4hU_)zdwXsl>){`uWY?npE2FMW2`G3*!$nJhBL@!#hUApU)JAp6s#B-i9Y4
zvp!4u^lvp3JnL3Dsr%EaL>`2QA+8B|J8GtHA~h>``+W~j&D+nh4cP+{97eRI-odT`
z2zFgUI_BUfzNnFpk8`pTPbcogQJ0%UYhM)|V)Y->Z!1`Y-%ioZd$nRzwu{9W20YVD
z$A}F@W5sa4Y0_>b8f7;mn)4&b=NqGk<wP|Ff}ia5evvtj71vls$Hd1+|0pxCa>6@e
zx+vn#Bh-dfY4<3Ew!}nCU}u(C&S_DNL$}t*{g)j`I}nV7TlHVsX%!CM)X#pE7U!k2
z#63QS)a^g44()RkaFi3RiX`*1_{fqIYiNj*drONNmo9+a3i$GW)ic1~*(EzdqMUAn
zzU)!<_V;HvAHMI|xchADB<tR>s*V&gc{5;c@U-9%o{j#R$=<TE@@#f=vPBW#r;BuK
zg+$ZW(D`Ng>)*b}e8|5&vnFH83dMCPJ^mk4rT@9b{onr9<T6&T8Fq<iQrQ%#fraJA
z_Zd_V@qKu*Coj%x(8fXv|1Qh)#l_@vD-sy8x6wj;@OG>Uif5!>!E0!%<<ymtuL1&P
zm!aiBqdu|-D6x|Da`MUal6iG){rG<3Gp?`N`!9tmvH0U0C!1Woj5}iRw`d|MC#s#P
zxx$2g2#&?c+k;%>-ch83kp~@Ki4e(rN9(64tAS3jh6;4fvGc<^x31+SHgWo@BqZtG
z70+!=isA(;m3*T82k0rEy*}Y+rP_Z6=~tT<XGB2B<(E@+c9Sq9gRoGpNt-*G(=tJH
zH*UJ882dL$<O=5M>WcbCTU%D&a%ZCWY|<X!7)h9pXEQ3wo#Fab(DXgQaUx(r@Vs}Q
zhI7MyZg1O{|2YGTxJ0r1va*<FB@z=-FxS00*9{edhUtdkR#r$ixV?I!B2wP)9Jvs~
z2v@duEYRmf>dwx=dt02e7n?%r$^#acGlT3La_hp|4PzBHWZzHn2{t;U?UPW<h@5uW
zf|l)QHag$z9O`E7z0zPBs1#krU*ZcOug}ODx&_pm|6Vbkl;Iok9exi`5<ztUAA09e
z8psCk`kI1RQUbX>z61MOeD1C=;ZSuo|DxZrc69B?&Y+TrtI6X5LttR+a|Z3aS?b5b
z7)E|dWgeYG-9YD5tB-NwSENit?O9`hpzjVM=8Db)c)rsLR6np|MzbcA+jZ*wxT{!l
zB6Z>1v>8<^{DUZAAWSQ%orY}4Q07szX?>&qRtV6L5LgOeJaFud#-nq|!Z*GHJc?BY
zHHdZxw35SuvzoNZOz>{i=9cO}^YJTYgXUAQ-l)>HXH*QyrDOk$S?rBWs)qp^9Vss<
z)v4@OC+y-B$g307Ua?Bl9%wWwETb9QY0iRp8b!<rGrfg!5*_Hj&7Ou*(J!}NO|^=M
zPkNT0dn=*1zPNccWz|<JXqnLR;y4`-5HZJhEB23wV=vE>sw>M)Ojy=ODZV%p=2KoR
z-X<2KZwbQk%zzYH*H4BtDwkO=PzPgJy+iD5bs98db@_<Cl;j5#Q>i9EBqVPG4=4rQ
zvDQ1k(hTtM<YBH!USrJ+;_NsNWoU*?DIh!Ao#qW*U-}e?g;=w|t~8pZoyQxSW}VM9
zj;<w<djk<B`F*y$5um~8N0j&PWdFcWW6#IDUn$JTa`fXH@sY^(5Q8V`k@eFRP(7+0
z&3zVpi}R_5>0KRH>b)V&%-c=<gPnJ@;X<1!h?%k(#XG`nbhtk4l2Q{mXEExt;k#Uo
z_m*c3?;gl0-Iz!!quKEp7<oO7$Mx8qwDmxb62mxhB9<<>zCY=6>3xy-oij3u8ZKH)
zjq8f{VCYu*AAx3{xeTG;iO66{kr0|U4}jB#CiAc}A1rjtok7*g^r3e)lj^U%R!_~g
zRSOdz>!$NHB73QBZF>biXOOjArYG^k?kgAk<WS0$JD0!X%xPclwr5{*3lArJcx+Mw
zMH$moHbWm>M_wN9AV5(cG?_rfE$Mk<@9ka&pO<zaG+4j|`2&fVUQytsQf>kCdmqwb
z8^jte$L%cJ^cd>7l;^9$1amw;fE>iSIBn5G+tSQa>mQ#sQ%@~ggJ)BGd#CkhWnCaQ
zgCGYpl0WL4dQ`Ag(}-^$817kEdENTD+=pYCKYRO~C7%eVVS0>~#XBWNCtH<2&CCG6
zjj(pPqzF&sV{x~G=!F`>HH}$uqt695$@@KK+hY*u$1`1mc;BqJSL#URQj^~g;=~3H
z8u@*}9$ZNGZWA2{b96+ALEd$!HtKT}*{?*Bx#QWwHSqCc8V1QjifwA@tHVeaRV-}5
zH2IA$KMKL2hfo}t>xXkO{V_p^<WXnygNQdZqh?1C$lh)z_8J_g$DJ;A^C>$~$J`XH
z@t#Wk+3CPRB_N~D<e_ar9gKV=!UgwCuf$y4WyOT)?d=fBAkR*PAmzrsr309;di|&j
gqeYI}l+-^4UvGrZ{V65<Uz!6q{y+R5(XZ+M1M=X?5&!@I

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-jurafsky-transformers/images/image-14-Language Model Head Architecture.jpg b/apps/api/app/data/demo_documents/stem-jurafsky-transformers/images/image-14-Language Model Head Architecture.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..caa281fe5038f4333ac8864beab24119f6e29657
GIT binary patch
literal 57576
zcmeFZ1yo$iwl2KT#x1ypK!5}b?iPZFAPKHPf(3VNB)F3R2@o_`@B|6&9^BpCy3r0a
z&ENZ+bI;j(pL_4S|9kiU$GC5t&L}#yx>xm_RkLQz`sP>bZuV{!AX1iBk_S*w000H~
z54c+ZWC1KpOb{jp76=5w#>T?IBgMzV#l@o{xkpG!N6kP_M@>t6pP7sG{sRssT3R-t
zM;uRh`1$!6SVbg+dBwT-_<4V81O*!#8xI$c5+9$Emywo{_y6_lt_>i@LfJvrMMHT2
zpc12?5u@C70SrhvF;M>U0{-?wK}AEyzyx7o<KQB{P(uWuqM)InqN8D8pra$d?T`E%
zKqtl^VdRm)yr=OR^uU>vHz+X&i|J`qJDKJfgqhFGB^VoroPv^y`XLJ|+oQ+)0)j%q
zBBHX-<m43;m6Tt;($dz^)zde(uzX`>ZDZ@|=I-I?<?R#lE;KAWA~GuJ{fFd~)Q_Li
za`V3A7Zes1fBp8ox~8`7M}0#_XIFPmZ(skw_{8MY^vvws{M!1)=GOMk?%qE1^z8iN
z@(T9r`Zv8$0JOiVh5Y+h#r~uhF;Xv7baXUy&~JL7pn4(;8ZkNsBM&Btj0Whn^SuYW
zL0F_u6LYHCv6=WZA!KGQV>sl@{A&-Pzp3^Y&HihO1^;hp_IJhpq1QZshlYY2JTziJ
z3b-sY>GClS7ibbX>q}ZJsaB$EN=m`5bMAQ5Ml(}Urf~<nJCMEuGG|(0ob`9WhMUP9
z&@Vp<KBNNQ0ePHudD#T6h<jyd2w&qnV6}GV4u~DQ1F)xq?f{7jFvP(14(K_^%MBD6
zfxW0E{B`7e2Lvx<A%qm*tok7MW%C`-Za;Dd(3HnT0XtG_qN7qfH75vM2QX}j0rJ_J
z;cWiu4#23Bf;%*bvY}=ClQ`fG_iXTp-3pw1@eY7C?C$<co<9uNzxwB2_Vcg#^)LVP
zFaP}4<?CPm@L&G$|89SXXV2HIFIiFKA3VHn?!Lv}A!2VC@j){?u~}M}qxCbH_5ng!
z`~4kY>br7FXD0_x+ySQ=)eJY7$jEMYP=EIzqxB9*ip{<QW_j;`J3wB4MnM{bRO4Ue
zcYQ#+H3R=p#)@dWYP}Ynj^b+F%(s!c1R=xOvFU1c6l84tkVfVXsI<HT5HU67arJ|D
zz%RCW!rKt;JK)^1%*_qZkR$#7wP-t3RM<3-It%7FR~495c14UUJvx7;t`|S5o$PYW
zujIN>L1O$oXQxK+(us#*fBiH?6I7trFZqK$IFJDu(zj&Y0n#f($S6PV<Zn^_UoMUO
z{nCs)oeCKqE<rZEoW@km5Z}{pzC+5VV!m#srAP0Beem!yMlp5ZEZ5*$G;vwvK0vG$
zA*6F2Ph#V<_^sVaJb0Uk+Q2Tt7(0RfUC*kZ1T?B}b%lJvYeebCWa+9`*+yg1GVe|*
zZhSf=<*?5yNzO>dR>*Nab!cPs%Q%$#v>&$yL>bHzocFUYvk7ve*s@XoQrN{z8dEwu
z)ABb#_hf81iWGMT-o;O<W6+FHSzo4po69pcHhk*wGliVb$Xj77#<pFpYC8wH&sb5r
z1G23mzz_vb<Q``KB=pd}x)o=y7Q&`DJxBHN;>~^XHxm8KNxtv(7bf1^4t}Rv%H)xz
z-T9M(ihl0-*-M-$jilx$N-WVHU-KrjxP!C=2x*Kzzd3sjxeB+M&TQkJ-!k|R%JhZ`
zE5GH;JOgI|G817hu94IERqspHm(b+(53e`eg)Lw2V`bw`>r6K!f6z(MAzn04Zp=#&
z#4DAE)h##agg#7-5mz;L$l;8vYa$K`{H9n+8?+#)%ewe}xgiQ*%l-FDg}=W|fu4%D
zzcXEPwX9oG--4FHbfrR^TOCbq)r_U=l|}rsM&wTuruG#ajOCxiit|}I<s5x5T=ss;
zi&qsfg-r+DuA+xYloVRMG8%4IC>G8pa75hmmqG+(G9ov4bSuaWUf!QClqY^xxBSR9
z%=>~pFuu30*0s&C%sge>-@~4>P<w6@aHe7ciHP4zl%@eg()W<F1`kSzz&gGIe%l%T
z>4M7o9Y9hS=C)vCT0`NP>glX+u#h^}ym-9|!BkT=!MDBg$?y4*YQSSv)Ld<VDJlI`
z-v5PCHm;9CgxiqQ&lJ9@G(7L=vu98havz7-w$~Z-c^TUIE{KPboJ~q={_+oTU1o+X
zjzQeGolK;Xc`i(Z&PH+osm9-mj>K25atZbxYRMphyu`1}VeFspfX5AZM@)1*V$<MQ
zNk%;{ZuN0aE_;iNeG>aO3cX36)D5A1gX$o2IakCJ=yPL|v3u&iZyLN=<CfWoFH=2*
zDaCKnRy37^JJI9hebiCMe)AT(0bEe#fP0X``KFX1m#PNVl#1%lKPk#34qO6p*mD0`
z*g=|5ejmqZetV2Ey_J`GdT$7W7*hE9dPU0ikv34-WU{Ucf4H{i?#-FDW$vcNX<{Sx
zk=xLB6!VBQVj<CB^3Assce`{WU)71c@nf$0jU-eKqYPXt)_qI80U?Rf)YUpPpt!B(
zF@e~py-yn&(_c(d_a0W(?tCZ#3{9Oxh9yc|PP()OMYliY4L_tvi)xfc-3pLN=|7UD
zp45INTJy7orG7kJ<%f#3{j_E4{a>0q!fe9(k~Jm&SYgNp6xNM2uX@tL-doz3-=-H}
zwamGTAC}`5n-M=vaFS3gvX^Au)vt>_5*N#R-tggDUOzuX&^+{&RfRk=v>Wi?|7~cr
z?BzXcCb*87dSE%8hUa~naxPC`>+36u5R0o6JHCS+;rwLgSw;`lw$S!IR&fh;kfYpd
zug0!1ua~lRmvwf<%W`4!Q#5vJ?6i+VLgLE_m3PdcVNK#p<p=mSh3T=p*It`pdY`n+
zVrB007B9{T@1h_*4<afj*LbAZTAO0#N$EYqg)bE(8Sgkydcf4Je^Ky%;L@QZu!dZ|
zXvB@~0F#tE;98Z;t)_RdNM=oqd_PsR#GCp}$(9P;8R3%L<NL9BiLD`w>cLKgKlys^
zllsYV7~g{h6~dC_iDzvEk6!yNg%ok$W9Uz*@Du%(?1o)aQqAsLwkQFw-~YO@KLe3&
z{p{Kz4kd_P|9I3SMqZp<o9fJ=xwKDWI}MA}`lj{LW4#MN*&FiEfK9YRpC$IL`{Qc>
zS{h(-fDW{rjh7Xc1>IO@xFIwK?>?>evqTg=L$1R^6^L+kn@mOsOFUhNu2=N4PzNsh
zZH?PP8iz#0nad8<IqfTohML0Y8vn<=&pvV6zda#2J-tM0pzJbDmfi^Sux~<jLSdy<
z2U*FHs-yf?^yt~|fJ8AvWb1y&KH)4e{%V^d`*NK7E$$(Oy7<GY&y62q5Y;FI>3E)!
zG~a_Q2uV{S;tF#xfCo+a^cx6bq$kr>W%4hz%`zJSSKa|-E9Y~kGmg2iLFLNvvhyRK
z%NfO~vIn|WwauSiFAnfD2%4eg^vF=Ho`rO~1~AO<v#-#aczxHKJjWMx{LY#Dg<-z-
zw53hS>Wy}<I3R%mI2i78V;1^md$B6lPzOGCtT6JBdD|_m3ENf@3<{;6dr$}GT-){I
z&Xz5Z;~O3rV*dW4Jw^WEr>X_!^K!uxWtgfj*wtU~dx3xMzAVRZ+D*Zw#0zqDDdnYc
zxZJ85p^cr@>vf4ooOus}>7Kv%#mb8D`Qt4c>TohL`a$c;x;R2cKQ$%!<yIZ*cDFBe
zp=j-#&CNG*WM7|$(&a|JV1Ddv^z$gtyA9OrHu<+u$Z3Vxr1xusC;UFNB<bX`d07p&
zXXPUNU_4MP?J?*^VV1`94p2Ic6ZMA&7}>?cTo7Wu_Ogh3AEzFkQ5-h<W$J)DufLxk
zNYgcwwZpm*_qn6_o!7jks$bR}ZGPmH1gD>TUhy1n9QgZcxLu?6i_Mt!4yX`2*}*V@
zN=8ydzy*qIcp+S`AD7+E?3cla@U6TuR15d7r6S0&t!k^zavBxY8^36V-mYp4+FKX~
z4P#3bb0O|~nMsHmM63ELHhfmE_Sn$~V{yG*{ElCEAWa+gzIbpWdIiTu=YHz=RE5AR
ziGp_@6V;|Vh1Ooi;y1~z5>n`P-vJCv+Kp+8ak;OY2IITTp@lF89msY%OI7K<&rbM}
zfP~rZ2nX@LdTUZh=+pK}HBH51+no@&#@dqPf{sBevGo{Ljlri4kb3yG{M!=$<8zes
z?EM2MS`R&aBZEL~VnK9&?`wC~KGK`OQo90(8ax12g6Pyl#{Jk@=Mu7OBVn;?;{we%
zGe=3E3Kxo*9Kj}^hC!8WUyVtj3gK_L;7_lNAB^Q0eAZOTVO0;`c^ZMjAXJr&zd{b~
zlkHf!q%yfBmT;@-87y8vx>5aSKH|X#Y7<=gr`y+DuQ`~!#`y!{lw4l$0>(a3heZG~
zM*FRxjYx8KO{cwxUuWw*;kSQ5H5>nHyVnlPqdUKy)FKKcj9HTMrVC3+A&<QSRO3$~
z>3`v{kNIij#uIy)yd1|?cQ~3Cc(Yp;{~;@<+rm#2lE3q=>B-v~u?PouszUGMH<8io
zJgcS&gwkT_Ad>k$XzWbq584yO9DB_Re?0bTD+DIK9;7zJAIhMV+I2k=;ht{p&Yxvg
zTiN)e*PgmcqiuiDU7&2$F<i))0{Wt+XxY$U#75Y<8kYBlg;HPMLmM3sVagG}%vu|v
zg>iCKkKonD`{(tu5884sjjI^-K7272rVgeCw%w&jVPOnm^A|DmF(W0rK26$YmqI+%
zdrkI>udZkr^e1LY-B0lK_okh_Qq{8zpc04L6HAI4mS0Z|`k(uKcAhyc!$wf<v$hHO
zXs#?Q+UbX7r(UIM9xKjuhTS*47l;XBNOoHmf_zzK9k-WDo}af(p}=*wbn1Nkjr$FK
zSfKdHx=GL$<Rth@!vtKW)KGS(qt4^%O5W`Q1?B6khW4t78ee;FsYtj0l&PoT@m@o;
zwIEUV1I0l{ju;0jU3X@`lF5zt89JrvphO#emi!GuI<J-$btriSL87G(3A=$oZ9IpL
zgfAOI#}i(g+&e%U(%c&jXJx7I_Qh{WxDNa5F8*Z%s~tn-LRf;ZMm9%o{YT4v*z#4U
zec^EMt$F6~uTN-x^?0TA?X)rUQ_WVZMlPoeB>N3VQ}6BOyWi_|(_%D5TVEznFk74j
zzmO6IwoTIwM+0aI;~g&+Zici~DA%g1z4;u8-rJV&W~6}EIn-Ec1qf008%#nAX6)fc
z<w6nmWkVB#59h2cENP-BM`*n6<LoW8+ZFlogmmbC_)7OSFQ_1#nIj65$^}#UKK;~)
zp>^v$cRD<n?f#Bz+}OsA`1}`p#!u@#1otSH6+m@o*?4qswr_f=PdZCV4Eo*XE^tMb
zZH|WNd8!>}eeVUM9Hq@nogcJ@%`b-+?aeP2dlsx1=O-V1zU|MTyQNdwl_7IAf%%u>
zp5Umg*$t}5jhcFmmDkbj007c$w1YDFx)qnHp`K9}M_fDI;5iQ;hg9Ku6$1)yYHx)l
z4qZI9Y`hBM*vDYfeU)`bs(qB?wr}I-dX`J5<|U=JFHZgKJ~d9c<Lj(y*U=3vEe+1w
zcFZpujQSk~KbvPB5uw@<n72W;-y3=nYs1e!dR%%T*4s#-6aQe4*x@IsUz^9y>5#=8
z&`}FDfbn$&&}JT}C0A5TpW+T3=Jz`d>q(0RoB&p7Kyw+4>D8Dxw^YPixL#RHvlU9c
zXUc9hNixkR@$w*_Krv@+skMhqQ*a%~={|epYTe`!Yufq}vuT`PWq{={0fBRx03G4F
zd_|s6Sb2H1;-RGs`t_GLYNCn_v<fkpOclaqpPI-xB$*+xQz0E`0paMCqKdsgP5a0^
z0-yM}CL!I3@%70InB#_BI!*DB14Wkuxh^wX8<jdO@rd#yG(0R|32M;sYewLQD%`c|
zi7}brjXAAcZyzC8f1&~ATB^D_LcDw6YQ`lXp;wV(c2Z@|RTd`ZLWARjDsf=dy-Yb%
zQ8R>Q0D;e2H;;D}nYD5;Iqjotp@>js<3*1U8Cx4mLB%AdhPpF9XDc|<RVP(FUCm0T
z<8|&YC!zCIn{<;YG4}f2?F>uPg>U+Ly&)eH*?f>~lrM^QU|i%!<LbS^Y5r=`c&=1{
z^C1Vl@LXLOf+?6M&TB_<D&9N~t~`1k3OW8P8SZRF;w?D;;po92sXyi>8b;vWLXb42
z&vbLe!7>dbv(PVXsy3S6@wU<})bg_hEvoddU=r+&nLUF$fS_Q4LARNjFvh{%=t&3m
zM8(p)uQ%TyD$KOGDy}BKXjk&d#M;;~Kb<|d!`mDlqxNDktP?)CMY*D>YdoSxd$fsr
zou-wpFxpQ(%_w7ZzNT7x-rI`%{h(qO-bM}JgF&k8(dy0_AMVax#N_=ZYF<8;N%QAV
z(p5n8Oq#a0)0Ep@;K(KnTzz4)q;x{fzzIITr*-~HRbhj^*&`~K?r{$dWk(D!{5<xS
zU1jZK7&oxzQI+4J<Vd8{b$Np8UAP@Ui|TFOw_bCuMxeK=Bbwjc^uC`f-_4=W<|8c+
zU}}oTh8EYV4@@}~2olD=qnq1{f^uW$Knd#ISI3IUAw#i0Qxk}ECC&|CF+2y<l7|W2
z8#O-L&AGkn_$)?(c8!hJENvg=f5^KZze{i;l#OBVDdY}0ubp%=IC#yOk@mFO<KV59
zRvr_kAUbWurt5MbzkvIzQSLF)$7Q8~fH0a(1<&-$0hr8c^E3C#EVYa*nU1VmoMu^F
zjA|7K3iE;@K!<o~*z$gD0Za^M9zR!owkS(_?T54dfc)A0M;rH7H+|GG#K@5F!^}E!
zL!RHYQ23|pYQ*7;)k$m1Sld;(r*>jiyD{^Gxm44Xxca5CglB`*IcBqh%;;g0P_BWE
zs83~Gol$oEAkV&Dyvqxv3eIs7`<J~{Ho?;eecz$@mpS6GXc0X`9AFU|CFacV8o(D%
zqx8ua#V18M(&wmIe+8vbhK<1e%H!ZeLS()+ugp64e*|X82n1uH(`QfHUq!fm78o!x
zc@`&{E%q@0jpaLdO>9g|NsLefI~)I`O8*WRsg}Ar)Je3H6tDRPJ1ek$T!}Bhcth4U
z%d;~W2AT+FGI?9$IkeGC$wVfE*XAUi%WK!}PDo%)VM1hY+SJ@=Q&Gm+)Yu%yOXV;(
z7xLf^aHGZZQ3p*(nbq6@S=Qi_+2Uj^(#J(wbO0r4y$Uy-O-B!k*J*kVb!3dw=X_{C
z{ao=KuqHYNZg#!{0#pIFY8`>!66evk2k|$j*1sjX<q#LWx4-yN#>Wh2km+*nt8%H6
zek6`kMsYL4aJ4xKQjv2tK_<ytmw(&=tt|1#47<sRA$aAzG#zO|_Y+jzv9`T>nXl9t
zX%30`M*BkQPirqLo5mS9{HM^fw)C?8aciZxN$D<veM~;)O6Q55;qx$P%Dv{?myKrE
zB<=G4e9}}V=y2T@uCW?Lcgj`Y8@t|g8qjsIk}0Uteq+|2Y~Rl2Z48zDx;7n_G*(5H
zBnj91Tthk!?1Ct8^`gFEd*!!&2Sql8Ja&`|stV*{@_(cnC)p4(iGvI-d^Qm9G$du<
z|D!JaPkyHcSKmO4+|KJ$yrw#d9opYV<S)#JzYQRo@1b_<*%9IG4cVp%G2GW~Ei2NP
zYJy3Ze4OIUow3^7BJ2Lh%~w6>aSak4`-ei16-paw%#w{}`V-B}eQ)>Zl9W~p&6ZcM
zNuNd@RC*r!#5hYcDEdcDApDUiWvf~IKdhNC8`jYIVzl(ovApodkJ^~0Rzy$Eo<d3$
z%%sud4X5M(ZbR7wiLV}qssnUDe!1P>rJtNe@QpgqI4=0ro+nd*4b1|Db_?YAUv_=#
ze4s?*LPbdgCRY0!sQPc<>R;b+1VtsY3YM0a^cFZ?t|&gNcTzf|#IxAE_R-q^<2U~b
z$^O@_5xD%(>rj}SYF206pe-Z!D+l^)K<huHDGayn0Qd)c5TZR5xg+PDZV>(ZHt#<I
zKmR+g$9b>U2JK|Z#WB--`nZZ>SeRApRrM(+`TUlWM7+K0d(aGh2>eX*K&<A3NG_*@
z*vcW-w}WsQu@7c~-DrDuH}<<_y}MpaQ5bN1ER4DQB>n*t${m1W_DE=y!1!RjqSF!A
zSmJY8b59PlMfi`}APbssL$S&cI4BAX=hq2oYpa}YJ?S!myX3)4){Mwk+8W#!Y^EoS
zjC!|+_^Uu~m^1J)1M%>5EN{cV+ySFp$eaYq1pG0LyhGWizB`~(4km^06KK7GB2z-N
z<?=Th4B-v|kM;ssRaBqr&hMQXD26eg;qsVa(Lm!Ad@e=~C0G$b9wsn?tTly8dSpsT
zx{(_WQiJ5~8qf4?g4c5440nJe^~x<Q`VNTGxC8JhR*^UoWcm*Hi<k{3|8WZv6^Z{O
zQXYbuyZsJ0TPwQ*Rw7zqTkb2fK5Dn9hpiAgsgC&HH6}OeYr>Rx2ZTjKz;Kuy_-dUS
zA))~1Hwn1|b~=%fP%AMQI&jchd7gERF$Z211&1>HuBqtk%N7Nuf08#IX59)xE*)WY
zNRN$l`5VbI;MaRn=eXbQfHt=~07vR~?NP`a`Nb*xSz-prSO6h%fxve}z~%0MUiNZC
z=Qwzm!txFX+(VH5u{o}g`Cs%3kOSm6_&v-v(zPW|%SamZ7Z~{XK;Eb#1}&8qYUKGp
zQ7PK^KT9q3Cu7ku`h$(K{h^nPKsBc#41XSs58yu;aO2HAC1eW6C>4QL2-D_J!mQwk
zTwB4_U6G?9wVUgZvHw9!R95o|;*+c?X2s7b|JB3-IShYn<eyB=9_g!j)(Nl4n~?Sq
zqzOKiV1UGUg&;yJu#lOtS6T4*7t3<4DpisH1?xeY5ms-6)UG}x9)W=rweKAKr?$yY
z32Z!g{@gkLJd<jXp#&uqbc<_Dj5Nh!sbBP;xFSpS7*h_~(;iOBrWlE?if8+BB;J=&
zoiykZ$)D~0U(Jo(^94sj+iA1?3AOJQiyFygTE;@OWR^^i+b%GX)9(*vuk-BYpJ$t4
zd?bPg=BW?OdRG%|r>bgy9%<zpn#4@dJ|#VmmJqPFFXyxKd#{mqL->#3(s1Lp+jNoo
z(`;e;lhj6@|49S%|BesRQC*9VpeKR_AK6*U8huR>Osx!JS<#qeXv@(0z5g&)g0era
zhE&ACS<7}S6|7tZ#z?SUJ+9Jz;Uv5%0-97W9f(zFr0<ssvz+)M6hQaGPVak4od?S!
ziAo=EW^!K6L2(Il!VpzmYv8)C$G${wQJMZWT+QlXalA<tU^I7jpW$>`a`jd!#sBMj
zeo>#tG%7_WZ`T^$ZHuUj-eMJhefRg=(!b@H{tw<=Q~$VfHXs+yWaJ7kOMi6-DCmz#
zWBhs9+(BlkH}kBeF7c3y>{v?8*yvv%@4vv_l5A6~W8$1huzQeZ#OCdp{5RBB$y8MB
zAcj~w9T6xRLg^$z>Y&5%7JU>G)S*VVpD8iMed4ajv6i&F`Yd>gN`^*e$5lvtCPya<
zG1Pkc=z!tkTIw9dxZD4-;_xQE@?+>q%CgeOgdk|oA*yp4P$lQLAQ+TOc!Zl3!9db<
zYv9bolIrtD7q%<kAu~cFO_>jKU-vh=S*wUWJa%V~jyNp6n(t>yf^G`QP7;9ViqQ6`
z*|%51jj^U$9>93LYZyrP)%6#Kp$jrJDHsrJtNxuL$}*GSWzNY`w|FwWeI4GV_Ph><
z2P7h9jh>b=5^-bQfbS96nP-sSqY}7&ss@y+X59dZ9v}=+ms$?Y#a%-+65C2z@yi7c
z9OLxk5=(8bgevUu#;Uw&?2hKq?1xd9K+tT$9JUH<7-O-CG3=yU!^n7Xgw}gDY2YWt
zRbe)36pbdbtHW{(xN8@0-y^)d%f2Hd&aPbJs!@(7b;7&`<&uzD=qp~>O0S2HM;Nbt
z^$q*_cMJq=j}C2|($0AOO1S>+ID%Ip*UQ(qc~V@=Nsr=)L(!C|)=7GkcoHQIxYmyP
z)iJQ51sj1f=>(tXHGCWAUtcy<7m~xTk*4EyQeqXLy-d3b4G@5NO4ma%E-sP=2@}SZ
z+p6W_2R4L-MHrs@v!U&YvhOg^d9}d`*R^KC-5E$!vSBXmX(IHTbICL1PcN7ud~K*j
zyY!FiAgo=Sq9dJ%N9hKTivwoYUaqyR6fqwnOa%~A(R!d{Mg<-$5t`LyObD%6jxL<D
zaankp_^qZ(lkf8Yc0U0Ktb8T<D|MY9CiDJnw#B$f{-hG6WbCG2Aw)QvFk76pqIca9
zdvAXH(4@MJUd}jbBa9&kvq|*oG6V{OKjhQ1xfE5gxdZH;be+mEx};ZPKal2&w=G<C
zq*YpL4K?N*J2vd~H|w@f$dvhTc;BCf6<SVy*102J35i`SiM(L3OBpe0F~z;cL-3<q
z#*(cwkTofk9nedT!%=cg`b|^CBq#WvYkjPJfla&0HY~PX*<`tfZ?%SB6CZI-NU}1V
z>C^2@y0c{_!^9-~*h!vHO&=MO)|*5uvou4(gB{(=B-y<kOf7KgaP$baflX8-4t075
zL`e||sOl&~THfcpxOB0rR1hDcA$u!=bI)lLZ%0b`C-kJ_R<<2Xc<jh2uHx&7Mmdd`
zcD!&*p|qr04eM<Y8wGubOF_w2qTu%m4|K-b>4y5u4p0+9@DzX~U!NIO6H(O--xDl2
z8f25&uz==BCO_tdXjjmJGd(;gtISpZoj%w5oPxS9eo9UCQ2y5zUUz^OT2;>$o`R!m
zNEC1-6-_TR*@V5;Xr!PLJZ_WUK=f^ii8u6dZ)|CyxX+Bv+R;-ZgHE3}d7`;P?sl}p
zRl%g>>MwZJXlH``<e<-5xM5V;wlnu}3tCSL=bzwy{lN-dMF<?z;~;ZszcFSiu)yai
z(zNm2ClNk%ft=OF{3X7R(vCLuBq!r$=P`L|Ql}e_=ucH;pH()0c--&oNLx;1iaLPZ
zTPLudRb2=7^72JA48c?K#+x*tnVj?kV%)fM{kFBcmGu#p32gJ=X&<vdQ8mC%ZMsPd
zimL^=y(rJ3%g_C3?#1M^V-X~;<RZ$Td=d34Yt`)xxz<limvfIQIA7{5yVH?1b#q9G
zPq9D+3cE~5_J!y<prJjH`A=uRSHI)w>+c1K6F|%{8Ka=dYMqfR9KY9ssZatFtnPBj
znp{K78@jIaZ>1DYJ;w@E=x!qdER8w6-s?k8!4a)Qoc3id0Yk3~Rz5@VAULGIoFpPy
z0woYpzb00%BDQN`$wj*<qC-n}KzLJeCYp;<-*Ylk!X@ELs`DaoiNgImfExa~#CV^2
zX({EC#Y%nHQp+mykro{Yjrk&*@aaqd(*d<r52sKE(SmMmmiv}t;@HnTCy{nMkfZVi
z&adbj3Ju5|aD<j)(-4=>_2qR6F~-jo|J?R@nnf2WoNJGNkPH5eWPp4Z0fXYJ<%(@p
zugZ@XLlAwtQZIG0Xuz9^2Vh;Pb3ga`Rg+)j$SAoy9)3W$;RsKXa6AAZ;^Xp)29QW3
zc=PkF$;E!_bVJk@0-1g57aMIom;#r%lM%Wm9wS#j)PEy1FgDezu+u~rqdda1XF{0_
z<hx}L9AkzS#_)SxEI5)Z*gRQuu=5oz)ifm~!MrlhfDW@aPL>}X@(-3Y=5spYJwFX>
zj8qrdXeDc(^&%f$AK)}-UuK%(_w}vXVb*B<1d=-cc?WPz$Z^KSw_mqZ6zeX@l+WE}
zA_hEyHea#RuDZF6m}}=j9mC&DO19J26*kX_JyUV|@_tw3;K<m%6js>vXpMnvw;=;M
zSY%U%r|SQ<5v`jMNCL^mtLg7uRDfW%+~Gn`dSBbos_Rji{dk4aiP7hO>!P+J7dF1H
zw6Q|b63OzpVDCCJ%f{c^scMjOkljCx7kl|tVsHI=T8ns1C6wTO?$QCZ)_|(*h`ZnS
zuPFC>mW5t>S_zk%9b>us^Q}!?=3Al9czP1&cO`X|ju*)WcEu_9QO`|Pb21^wheJS@
zTJi56#vDR#KMPhFnkL4Oh`szqmpHcsdoNq5mv*94_3mjqGofg3jJ!0HgyIevErJ7b
zQS(9QyPXHNz0`Fve#aVghW0FKQ(Po>ZwAS>X)<y3w!-i1WPU`Hj6CWi(k5;dG$e;K
zqs}xw+ZJ|So7!=#3z7S=77<V4BpYARhh$EchFbVA>rB6&!<{Y9Ng6GOiuU2yUo1_K
zWtp#!5ZZcXnO998a&f7lvh8RNom1^VDg?%}lxkom#dG`7Zqo{SDa$l=vf&9QH0D$r
z=ofk2DOXkC4k<pE&Wka|=vQ^R%OX>So41P(0znll(V#~M>bB%MLVODbOACYI=-9b&
z(nC~I%fMy;zro7f(jdR~jFT!e{x^#_=^nvzQ&EO8@2swRmN9_?iI<&m2kW>I%yHHa
z;=$>Frb^|7p%b{Hkq~9xMthm)oBab5N$i=SB#)cZzJN2K8@&y>D!J-=`i6T*JmJ~L
z%*WmaiYjat)>-Ne!Gk|v21j#5mCIbr8_>hb*T<)EX%y`_%@pm|WN4kU+qBRCoHe+@
z401bI*<FZ;C0o%>m|f0nmm@Q#dpfYbtzyk}w3W&6E0H<q(-S8bl)mkv(KWc;!;#CM
zCuFzh4Ca+#UP;S)>rb~gY&gD3J77MUBikk0LGa%J2?fPSo@WX8_K|=Ul9A`tWV}a^
zYyK_la(s5)n@ww4>tUpskX6AG-`|)or0O8zuL}jKP}F%v%-M@*rRTe%RIeY^Ao6L0
z!E+|clV2r~@ps}xr^!Xf*)KVr5)p^jFV~T?^vloRKos`A03?3dXWqVYam9)VCG)xP
zChTebh36%PXxT)f4Y`GMgW+Ai7lP09%&nJXnNUj!oopswioWn|=jzW>wb)GgUY|to
zk1}#0FplJ#a9>=X+`h9!xQ|Z<<FF4Qxc5EDMFXPIQ#}Rs1(vS6i<b;Ys2-g6ZK92A
z>3xHtb$aT%?3>`bvvIl?QCUR!`pa!9VajW3)c;_TC_<YqD!1w~=Kl_<79=umclQ3e
zj9)oBtFW!agmOkC{7dH8wmcGwGxBP(V7&aiSxsds@7-{UPC}@6f@e&yEHdn=%xw~q
zfs*XE61y+isgH^qxC(s8J9JXOHJf^7#Rd%r_&h)&Wyly)s-Xdb_%2ytS*FafRbMak
zQd+!<IwK;4{ALwQcpyz*BIi8_e?5VjMP5Q5Qr@3O)Z&oM8J<imyb51j%^(pTc|JMe
zr#E5h<zO);kU#b&(M(mZEHEfi7{7n1`g%Q30yS!@Np2(B2v;jwv2Ma0-#{ycTkNow
z81oUmbAA7PwjrdPOXba&MaB8H9@lXnQGQGmMrsGhFj+5!WH|R_6O>17Ds;sYW`PJv
z!ZQ~5GZkyGBuC#2i<f=6LClpG%$qygkq+S{P!aJ&89F|X3rCN+#m>gIE|)cgg;?d=
z+2`uo_@sO<?g>`Po><3Yd^zDu0*vJIPOQI3^jsTyscoPt!#v))aiiw-bg}b7Q@ZzM
z#w9<>oQ7^%eAM}nPzP(*cy)Z?FI>@IrW8)I^8hQA2wIudfuz{?as8foPBD$vDel+z
zdJFZts4bqm2RLQB9ZUy`Hn1m7NHXrFUOSXIbAG-}-hNM<a;8=v!MvY+FM%(ZKv?7p
zWT#7vkjyr5eox;c|6zUjP|~mLF5+60)4|PP_$db9ey+_OA+Bb*Rxr`BLe?I2y=Skj
zJ4qV5PykO1^q04BA0e6B6%sY7>3TUNneW0`wh<&FR+ZGt{91b78tqNg+67^xN5X!c
zPe5YM0rh5zYVEPABrw*sG~>*~dC2}!4LTiE1k(l+=g&oTEDFtwZ_Pu#U1*z}xNWp}
zWfLSto$Vqx^uD%xg4dQj)y5s@v^kZxXR%rw8w}8sK~>#$u<%~(G?qewWV=FJ>Xt%&
zW3QUZ7!k#@*q=%O4zOQTj;TgH4@>U|V5^H8zIicO%CSj7o|<@=B;M1l*e(L1vqS5U
zy2n%n5lsEwIe(dFXJs4d33ha#7BH23OCs~ulON@vT1QAI&dvJJO>EZKAl=?}jq}JN
zR0bto%9q&`kH{y>w!RFOG$LI;zS<b)X|KFz&&b2ZXc!Yb$AlI)myI9AJ|ZsUSKCVL
z2bNge;w(e_JTz)~r9sR*VX}Vo#UtdUBOWZ!+9DqIiN=!nh?NG~DCWP5HiopGE(YRr
zDFWjK{iU+W3U`~!5?4n`Fuw(c996%W8X7}Hag)eKx(ShOe7;hFt>~NVltDMsmI(PC
zUgyMq5m32wHbFsDZ!MJb^GZ~OxCGwI=BW&9{?kx;O^2J3j2#b=9#Nf#P+hfr*<7!0
za~X8>zwkSXg{^5r-^SgxiUQ~Q>@l$93c*y!^{FrG(9mgFS&r<WcoV7=s;Z-xl@g*I
zGW<C|m1}zRu^3PPn;u<+cQ(HMZ&A)*#ji*DYPUfr;B)sf(m$rfvQd%rZe>9vsA!7B
zQg5m3jObib|3s(X{WqEmP)bN^Fye`%G%U|kv1F<|(iYy({JB}&2Dqp?j!82-fuR{d
zuL6-_3ym6zZK|EKP@290a$60UhhCPSj&w_kLwgd-cV`0b)sI=cf03}Ts6<+Y`96?{
zFOXM8;P90?Xvl=HoJ*Xiz;KTb&fnSs#Z~TM|HJ{KqNMp0K7ev8TnLv!(u&{uv2Pq0
z9N}sPZ|@JjWxI?MpZ;}vFaG1%g1~t)DatkjYIT`{B7}5${&VQmhwV#wV#AKHDh!>B
zCm^x`KPE_R9zn^5us}1{b<glMd4!6q1C;%dRljB%TKkail)#upY~m#E6ULxjIlymk
zwGYYfKt0hIZ<5H@v%9>fQqK})>DB3mpZvOxi3&gNLl)kH$%&2aB7sPzR1Kn^GpZDi
zX^)r*UuOi6%_76^)Yh>Yl@eqK)o~(M*C3L#GO!F9J*Mh;!OJUQmk(j+R3StkboZP2
zzOP@ia(&a^gH6>BSZuJqPg2SzWF9MkQgmcRQZFWXy}1Kk*0fmZ4mAkUsT^x-<H(#p
zD1*6lc2kG<E+EYg!O&C{x8WAf!>54rQBljPhcCuzxg{buP|~`(vIP>}jsNDV3xU@H
zMfc=Yw9i*@lu+VK7)*Et?JX*4AWvNvtB9MXzF2v8a^8q-z?M4~<5c)TOO`kGtB-|q
z%*+^abcXlxU=?i)B<?DA0BC;xAjLCuaG{&G@j=S)jQYZd;tdJ*$6HNGuF#E6Ph-|F
zECKATFc~{E2O@<Zfral!&@<Ka&zHb!Xp3G2jwD{@T|(64IU<}-;v{xAFPIWzF79u>
zDf3cWd*;I(Nz>J^UE^AAr~8ZLlOTtm`F)Ed=e8ZR@jzj23Yd-t#ItLmg0wJnqRZzY
z)GB4M<KgLC%ccDEyv!!8d4_g)*w&=D$@+reL;&rcC`&jl=8qpu6GV-sJDX-DXC9PD
zKeM=-joQSmGb->&%0`7#TY}~Ge9J4^sO<Yk`3LQT8+2X=#(T)&?}yT?rF?gXYRiqE
z5BBpPY3gqIMwq^ddeBQ)AK2F3zcbyy5R*wZxr0n^5=7^%80qUtKj5@~d&*%d-1bnW
z7qxjm3V@nKW!{@P^m8omI_pf~20ttxkz5ww_+=b!y%|hEAgT?Dc0VEaGYT8*ymox&
z=yu@#QN>xH&ps%SDdjPM#(bT2%@PGbR-zaP1XPR|I`!kj8Iz88o`&A{+Ata(_(JB?
zjCi|As6PM&$BMs(g4$hev;(jw?Sl_}=W4|q<`o8_tM9!JiBm*_R^;qv6J}Mk(Am*5
z!sxQ)Fg}bOP@Ai;&aukUG<?q}r=f*ljp%=AVQI*E9<B5ZCSfbET0*1B^)Vlf0GEs>
zu4M;px+N|*P+Vx;Dzv5-rjlm^*{vEZ#%&iEs*SgN_f+fqJ82&aRNu6Vcq|#tx)3*A
z*2wiVF*dD@MCES@A@@T@r>96!)>o?O!%OV6^-1>hjgD^Qm<wd=98M4W46Uq%D|8@-
znlfvjA3rj;-c%7z9_ztD-WS(XU6f6T0@GS+elxh<8^PsH$Dm&OEmJI6udvoF_DUJ6
zlQ<+%_i~=@q+^9--)X-Eq(-tw!I^Fs{~g-{c=1HJb|NI0KvZXZQXLczmkiOJX;P3Z
zN8pb8iF|n$duh1Wm-?`;jS)g1n&bqsU2S5r^Ipv&we4RAqu5e!9iH4orp$~`_4jMa
zfIJj_ic}O@BRf)(VYh{mf%-(i$fVP=!M$ejB?Iirk>$w%PB}#IeB+>7YpiwcA&h5(
zQ=4(^pjk(u#c`>*p$ZS>A(kl?I;zY|6M3ZH6qa#ZKOutKkBKW4!>rV+YLj&5NZSr8
zpYdW|_Mq&)aGq|7{|`<+Y>VUG0S~%NF2?SF&#&P~Y(Gh%>=wx|9fMBq1c5hoqY({K
zXQd<2mwfvSI5o4J2~E+|%CErg%sP(!uhQc3_*(w3b#3$Gf=b4_uc`{p99=>e=M}b8
z@scns?`P1`cbRTCN*&n?A%e-Xu6}`g@{e8mZ4Gmg@wuH%>p4+1G9@*L;0OP{^6o$X
z7{w*3@V2Y~8CpM`K->Y`u(3bXMllNIk_2OabHyKGf(dQcXV$trUL54Y!u7_>=%Q&<
zyxU`y4yvDs*?mP!Pk?tBkysfx6>j~93Wl5IUMAjH^$`7;Dp9{H-LdLo9hb36uuqC3
zq}z-zjJyn0SFPgUrS-0ik;pM9HE2w!NBKs_<PVbkQLc$bx;Zrs$W&M!SHiL7JDZo-
zW#c5Mn|Oc>D8|RE#127J4aLl{3b>jNjor$&jPs>>XJ6A0lHgTl^1JSf|K0x+Y98-p
zGSrOM*sE!V=`GvKB^Ho8d5jZ-{{ui+jPG7!lt)VD2~@uqv!&p4XG;vi>HW4!AX#4`
zH9wC8sX3)ikg!`U!|y97#Uq1|E5-EA8EQUN?=4lYnUW_7*bhErY$;N1EK=uqLk8%S
z(Gg=%`WjDn+>(V6j=`H?0+*5)iz`+ZB)a}P;eIdZ=h@?*w|pI!X%62#OKQ4@wr<Bc
z>;(qdNoC;dfltIHs=4vzU@mssm1(Ooo{v7xH$IADk?_E?u$o}0_=9Eqp%PmBzcK_u
zGLFbE3cjTF?0Z-0#vdmw8oD2R50vmg;)U$>HTA)l(=;VEnz}49%r1<5mQ43U&dYUf
z3{;W1v(Um@gbB1%QF`o)2V^Ibqjc4SYg&lWst)gkk~EbbuP<hA%`2l=Mt18F<qGP|
z1FbQ4w!(4#=)RL2>JCFCmT-68K8prDMwC1>kJXGP%qTNO<?#p-H4^ZsYe&}Ax*9@4
z0nVJsjQpvcP^puyEVxg_Cu-Nc<P}%@?0(iu$H)_|o$<1b1VcSzRi?$f62<JkLhJKQ
z7T357mz}QERGrkcRQQAC2TBBaR-y)UTrR_j<&<G_L9nw!JKz8OhvF<~cZ=6zWi_V!
zbnwq>Gnv2Jlpo_wUsWxB!FJqQm!!lBS`_Xb8kueuY`XemQ_oX%XDZaYo!6U5hM77A
zvm7H8FKw7jTd(@_K7mBJ_b18=p{Ubr1e@a=TQ{-<!Fo~lYDKT!Fx}=~l!^9EFvyO-
z?XJl`s?_XWT3+Sr+etd?+WL6KQvUmK6-f7dL*nVlrSS?$qOV@L#?l9`Y$1U@soz(g
z{^uV9^~SQ$3WO{@0TNiPmpW%FnQZ<2?Wf$4X~~6=aQ8KddkUFigGCPUpEfHkH4i_c
z#|dL8os(|Vs~bblRY^6T?}@BngDYmhhYz{W%2Vnqepjg`?uE^C^T2FRl;U4jg&AQY
zw1Y3VHR?^7{Tjn~g8lv3BcaD3ko}3yI{oE%*Vl#n(85pVf~hXV%O-0$5l$}t7{2)3
z)f6cwj;?sFo%cI?ABSnvzoW-Dn}yMIG+6F7eS=)4V+>@JM!wB1zMyr6se>~0ZSUDg
zk%;q^z^YQ_Dyqrq^mcw}ip6Ywc;Askc%X00JjsD1VnrbcYsShSG&EFtmve2^nXa=%
z1%)vMy<b>aZl=&2uf8=KDiaW6_Z{>Q;ZdV>A1NpFsmOzQ%0u94^ojZNx+NK{iA0(!
znj-ut{a%C!g$f4n>{ISr3d5Oq6^A1ocL3$y`aWUpm-*<L){o-d#@_5R^cM%Um*gJb
z7u6hX(D@82y*J~Yl(C}(>c;8b+J1%kJ~K#9PaZpmI=h8(JtXgMu#}L^unaoJ2fU9?
zzaoabv;eR<V;g<P7g%t%A5IJakY9Q+K-dn((w|rQ3*88m+NX6|rCz=y`B)3~e8Us}
zR>Qeq)>zj+Y<pndSDfueyoy~RXw;sG*3^7Yn%=j>?#dHPQgN<gq@xPCn&V{hY)M-d
z`cc0$JjEqFFGW27^Ddf|L(;uT>LR47Hw?U}Dhl1`-;8=DR%6UJ3sbH)v+F==gDM7T
z8;}u-FNZnSSx0G`kHuNMt(})bXS`I#Jb8vm-;I=De?0rm#~z*|Y5K=sWY=?`{5DJo
zV);odBKRB?jpW?-!sSb(`Ch?TqqdhtRue6v<Ot#l8G|;7HPUhUUSFcwpnN-pSA73v
zJ~$U+zYt?iS3F&tGA&p&Key2B=tw!A_%w(Zl#Lc7O>eW>tlTRDy^7^OGTWw6xhYw5
z$6XXw6GfFY`f|~m&l(<^8j0ZW`g+}#-xD|Q=OJ`Y;is$0BHHMh3!l+t)mquTE}RgZ
z@zN8&)*n_8JSI8&kEgQ=X7>bbYzp<-ZQf>iurXofL6Ct~nsk;%x)RLFwSM^h*Zzmg
z;HYs9alK2k0V$l;a(yFNXqLvA-%IZB(2E$B@r}Wl(snQF_5c)620_h1;$8}|E$=?h
z?83wIuOuqTk<a4tvN>ZC+tzcZswLQsYsu$pKim6aiD+d$xlt<`kv-2QWJv26wWWXj
zgPx;t=7Po_)4K3|U(C}8naBB~tF<!16^bx-N3y!kEW%zK^p}=2L?9PlwQW_~S(vZ<
z1pgfW0q5i4<pK3)2?{vx5{N^7m~U@PR~RgG+BhOlcJg$h+mZ`!sDBM~0|<a@JVLr%
z21pW&Pjeyx{Dl%e=yCk5@aLBRCWcsNW1K0Pbx`!%ntGJeYE_=s_v2EN;+F%Y&7l>#
zUu#7z!#;j13yrPG9oSYvC+2v)cwrvYf0a!r2zyz&=fe{I)q1|{s3xVvs_4axjqCl`
zbj}3$1!b?~RJU!SQVGnU*Ju0Fz5d*h(sogFW0p9+n;Enp!-Q+bD<w#aYB=gxv~748
zySe{_ISu1YZ-GzZk-n3@fq_2f7jmfF+vuv-&v1hL0a~*_5jxl2Owu|?sb_$FK?(jy
zN`mgQex{$gF>JDnzUSR$w$!&vNK9ymWJY7cPvFvk?ep<=UF<RIB43qCLZc3}d|<FW
zfO4XS;Ru%#?L}SV@UyCgB1_4<I4PX;|H$Y8=q>sFw5sF!)9&)x@}YcyYs=zix4Heo
z(?G$HUNo{9KQScL+#W%`S74+(y!5ur!?2V2YiX${yzqTy-i*K;cc`Caos^9cb^DuB
z{MxM`h2x0!7g?UPW+ketCOC#ec;CHTRXjtV_Nab!0?AAyu%Y#wU)T$^8RJb>$kZZ_
ziM{)<n5WbhMb25BB{PW-n1xHvoHw43d9id1T;ryPPHlYZA^~CjXk(81G{PWj{NB4@
zcAuQk+}jGHJFiGPShtfAtq>G7Tm=D#olnMcRC7wA(B@jqIn?Wc<cIkZ--k%kgKvxY
z)rjF5ld-u*(O&i|ea^}6uM~nMB>YQ2-D&UYOmMauTcJZa6oOH&$NBqS#|qIBGk7xk
zo{H+!6{MTKUwWRRJ;*tWy4IykZHkF`7M~s`Qd(ky2Gj1}v2!HYOXT0xd|KOo_GmTk
zGhsg9l!9&V3l(c8iRZG6@B9g^WDGO~`rt!v;ZM;zuct#dw9pk^3(YwW#MO>N-y;r8
zky`8SQcI>^np+m=OHWsQ%(e)Xm4CPSHNyhcyW7=R40%3nUCV@Ec5b0J&*<>xP4*dl
zH|Sem)dq6{Nb(#>zv5(0RcMCNjT3v8FA1!TXhnZffw6(0<>|)buV>tFZy!71c{=ec
zNPH8P3TiK@g~-|2lQprCuq8ZT+a<+A(NqV8dOf|~>7iZ;^%L_dRSP56a|b#@IPAB&
z2zTw4Y(JML7wQ=;8qM2W)?Nv*x}C}4<PG@i1r7!X{Pn2re<QB+w_{X)!<oY7_m@u@
zM5nz9qnRBeJGm4z5~c6`+p`8<8rAmv6hpP;ad&VS%Kj0t_-^_2vQX$nuc7Y*GPuyZ
z1CG;x?EnT??oKy?+(`QvEBnI;hrxs4MRrqqyW$E_*uy)3d0Xllj$|B<4*78Y;|%m~
z{FGNZLfV&3pUMlPu!4Z5ax!@z7hC=REehrzc4lrCnCL`U;zV{C5N>!hF?dD+nHJD?
zbk2NT3devrlm%Ql;~t6ksqkyN6veZS^43a*pv`}8UCU@fN-HDbh}<2?{q`8LS+?9m
zLL?<I%mtEqi+<61b4&5tlgE^AR#(E0TG;jiC{>o8&l$}sxt&rmouNH41;lvbB-nT7
z&+H8lF9<vDfJ@BuJK(90r>O<FQ^ZRJ5$v;ai$Ibae|zQ`-qsrTHTD7c>Y5uNWZW*t
zUMUVnPz`pNoZtJ6@OW+lcZi2sabtr=)qW!&j)9>KmpE*VXh<s7pC#S>vy2s{xzYdK
z%}KhzydjRA2(D4Cijxy};rys;14|+$O3mV!dmqHlj2z*7sqb2MS&?k7mEBg@k{z4`
znf?({N2aNoN6z%m)9n8%5<M~s+PDKC!^X&)voq_Ed(7P5o+9_B?whI9kej8K`co$=
z{7C{|4ATEgTQfukEch_695nUaxv%e%>d{4{mD0Qt6ITwI;=((?e`AvRTCi!Mcjfez
zBrSMmXax~O$3IKO@L%Xx<$urQ8{1cK;R36X^E;}+HWhlxw_o=<`$#V-0m8O7jgQ$H
z|8gwzGbHu;))Ucz^a`STc4>d8$^3Ud5az%CL_Eq?D`kzU!>|N7J3eQAt!QlHZN4Kp
z@2P`uxC39v?QwGJSJ<FlWr))E=uSeR2!Z=Ymnd#6hA2L%>6AS@qpo_$$llNZW~bbo
zAT)O*;A>OpuDL*TFGcuBPm&YbM4^8foCQf(+%vw{T9f2>MDvPmLJ=E9DET1>`LGmG
zRkR-cvYE(y$V!Bpz=S*DxAY=onnZq=0w?db_92%R45(#cD1yp>JW8ec>Gt)um>8CK
z(i*(8?VP@_#uDbJ0fC!Pm2OXPR~*|rRPWu7yGH0)2)%RwVU0|p^itB<@pT{w8cfg&
zW8J8%z(h7z69b8SNl8!3+jDUjm{=FnfQvHo?kjzQ_(Fm0#O;HI=wI5`M%8OqlDskr
zfdE>GIco7<i@?+oT-GMftEBTFUkUs}Z&B8bHA(^PAvR$DHo(0HwtU*z?GZo>{g`y?
zCakY`vfMrQrg|CZXYZTu1T7q>PH>7-6u}zhLZm0%SBMO|pVV{BoQewuc@x~E(w_I~
z1G{Um@O4!)_92DNOd^BZ2h&#3LrJ&hDP~z-Urje=>1&p(8`2K+1qyO&&laL1I)Cxy
z=)_#1`-B+tNFcejen-k@H#%C77cEJx^PHSJ?u)CC?k8I92SHKiE8#vVRV7{wFPdkx
zLeHb--o%@W9*gN#n91V<&ey|bMK)ksF3jXFErtHhdCblo4~ZWjAW6eJ*_3cEvPm!V
z?wRYBnj)C5;W%b$iGIg-`#5KQm##(3mq9BvRtto%R?n47RJB_gxh!~UnF6BC8F}Pj
z04UD&6GhTM_|FRW=p|Kr)p#~_hofm$tNORH1m<Broq7|8oACxS6gr=?T%On3Io3E|
zc@&H6h~G>%d)M{QDHvB(j+#L(4pZu8^rJfR8La(^JL-yt+0e$V%gsBMAFGkV<Z3Wp
zVjL<%joQ4dSv1bLcls{Bn&7yzFBz;&fA%dhQgL-<QfbjMa1~@W<qZf9<bsuS3#D;x
zg?;+6dup3jhS(rAHjU!fqWxYELR)A?W~yzzE_$Vz5O{?@H4;)MFE}O-+f=13A|Mo|
z6e*35FlI_ugT^K1?~6`Nhp*j4dnOqyysr83fu8B?i3gr*Z<#AS{iL51MUR+X_29ux
zx<Q$sB2!CiiXQ&t!uNMp`@lvFK{d*RO%{ot>beAD4INs0u-APny?HxG&?lu|<^x-C
zPh10eormmHpnNal+dL#$R7AFtesz&w;wXGPOVSw}nWXm@^Z43|1%eykg0GKUkq6GG
ze{f1JZ!?4<h@t4(<A&|I`=^GB-PFg9>_1I)31Hdy+>yr2Q2tDuq=_y`a%w*v*UrsF
zgJq8W7+S%801X73^;Otckil}G6rGv(A$k+lDy>J@J82Z)$AVp0v~<IYlsjnj7e}v9
zI!wF{bef<Tm+@=dg!o$LrzEHQzB%ZMcfcYD<cxS#YeGW4(dlz>H2t2lpe!ekW=K#^
zUIvZHE@&Xb$=UEKtVyl_E&(NsbaTA-^DX{#&coaM$)aVWF2}eSkVagxJR6svsU)M<
z`{y<3hty%2oE$2QFWoc<jAV9bP5rIW#<|7SImOWtY&Z0)wGYk?m*0pM**8|5%rJy{
zBRPB;>+BU2UM$DGouyD^YG3P~+#;^%4qV2*|A)Hwj*Ft})<hdYkc{MvNK}&KoJ6t+
zsN|@CB*{58L2?ohP(X5&&>%Fi$ystnkkAbh1-d1*(6m#&=lf>f@64S!=iYnfkNJaN
z_ik#3+O?}{ueF}%S-*UDDgk&4m;$EghjeTV;>&8CH`As)e3dGJ{!&0@mI!L$5x2LR
z6KFIJrFUkGY?KM926yG#JV@~-!gnX!1|Cv22-eCMh$=9tiND3Mk9GoQ>vJ=xfg0zL
zp-T%<i=t$x)OL-7g2Ws*iWhMGdF%f8_{2DIp@tdZP)qHz+)Z+O&%Cx0u`2oyJx^QZ
zYjq{Eqmsx3P5SWC(9<9Xmt7ZE0a2q_{S|$JD32*ao<<)HscM$BcRafLz{0(PkU9Tk
zIZW1y5S{B^w4(RkG$iMT-^|y|vGuMOxPHosJLLzKewz@c{p_7S3s)CKRR?&)Pi@(R
zs18sshj(9iBki{*4`c$fb9&Z<r!Y)Hao!(8e|%l9g~;vU_79Y*->Fn07|-r)I621N
zL{F$fGq}>9<r%(#OytAV?xX-1YhK*8{Gq_66!;;7AWW>!Y_61c!T0Vj2J@Q)L7IuY
zJ7uD#GIa4izhFvjlCdzcW$(}Zb`jfaU<HC91AfqQXovF$;Htw|YSHSC@}D-O>rLh9
zlVm48d?Z2nDUm9S-qRy>XrTgaZ(<yJXD{384NSiR9jTrz&4}e|5)~*4|C#YNOkM6}
zn7oa_T;cR-PKVlttcnYj7D9ZK0^gm$%QD0V#WWz}nwEEGE||8?L8t!1z-1$9upcxa
zah1$hjan$LbXX$<nB8}UL@sY>Kay}A;t)tiGbl#+=O_5+lJ0lnWWZ4h%?MIExTYz0
zw(fo0w-(FdIMih73UfH8&!6&7l~j1v7RF4?9>^+pG|h<-6Sr#`I&g&($((Y~6#ow~
zp1;YS{dwy%5B>MZNNrkc7Z3s;uBW^92JcvKy}F<`y5}p1(L|UX3b-A;ZtM`ZF~N@T
zWC`?7w4Wa{f4ZM>)xz0qDZPJ?4IsrZNqGW*V{#OH%^e>`j#h5W|8=>ji1Z5ph%rvZ
z7%}8&cC~4`W>ro_u`p+hVJkm%UU>5n3z~pA@Ba7Xc0aGpYbzC>gddri?z#*_ewm(M
zM<$;TI8_zz({<iY>CdF2dul=~uX)IxH~i!6-6)RC;YprcJ-k$Zm4|sIMG5-zTWPe!
z_qjWKwJ1e!$t5F`11j=}^9h}n9V7K%?K48PH%po>(#4MP5((8c=`(w*sVjMoZwN=`
zc0~tz?#Xl|zBb(6-cqfE9M_htbEH$InY8CQ2Mt>7H|k!IECa6$Z-Bb_50y8Apo8JY
zYlZFe*S`!=Vvywa=ak?K<LVR|VEXcbE%xG@KN>O>xO9(^XM-K(J)fK}^GaM@i>Zjs
zWcOSOn+zFl;XN*mCAj%MH}{m;VDjJ1)-~+d8Gfr4P&%r{tqrtQPc>g1N)+eqBv(g3
zwZVt@4auIR<XNrnaR<GULmY6Zy0K(P=m$-4zC#&8JA0<Hkqtwe#gcf!>kuzf545O8
zHcj^8vxV*#ZPLXHN4Y__KM>{j-!@q;iz{4ly66-@xeR0s6fX~u!X!QLwLKE+^t@W%
z=k>`~u9JuzB#@J@iJFeu+jxQb&uP;l80qPgiV2Q((*FQR+(<3gi92*3&DAQ*dzH&j
zx80{Hi&p(2iZi&Oa<3b7IDzkBLF#2{gh{~yQ2~gv&~=T)zq2y`#)R-%<AilOuZpV7
zx{}rm7R`udDXWM*7{u`mL%}jt8SqH^HxR|F1hcoUzhgT%E_@ei!+92OC=qOciUGHJ
zS`>W!@}v{%{ya}=;Rq(Zad2%o^3pl>1~p|R-)Q(Sp05}V8|KckF6P=fA1w<53>WCc
zD7*`IecyfDr^3n6>qYQ_J9Gl#NuKxIPCxtcR)oSH!%*OEunuI+;SdggUC(w%s>Ns0
zTq&i7m+RGoXj#=(Pd7m}CoL?oH7z>}1vsheb2=popMg>a!(>(_2^|<iN}Bz$Gwa=4
zD38)id{&?atR)}(KedI1!#kcH{al{;4YEi*l<Rts<aFXT(f%%S`=qBDOtn9<sYves
zOcVM#g<_O>5eFQ7t2+P(qeL_1Z)YIqj5yW1QQcI4vlMVQ3@`bhx9vRVb@PQ^wpux#
z*{x$PQB9WzYCe1%!2`w|H|TSjt<P$kS|NXy=KoN2Y5b$mgEN8Fz7A~%_&@i+AHAXD
z{(mnOM8t1*vbU=vkNe3I4Wbg?P`Inp2!)&EcbnqM(%QTr<jhU~Nd(&Et@RpU6`h6g
zFVyLf&L0)}54cpn-aO&XV$oor$DNzEB1d0Nnl3P@w$DOI*$i+0s&WQXsN4q!+~O1m
z`7|2c4nYad2pAp>X-%CaIT$yMw*I(7&iq)WR+H&{AkpN!oEscMi;-PCHg~ElUDl|3
zGIhUX%(MJn`o6lkUjey#5iG0UQWiD?3xbdG>4^4=7^{=y**;jozj6?cD8)a{cMaH!
z-#c@Q^*uLj-;)WAsoKAMqtD-b+oYHLYadD2R%-N+s{?LBQ5{AIQAJMcIJ0V^?t$BL
zF9NZ=EuYqRXTO>caPmZJw>y*>m$bxjxwR#3P@U3<2b`yrFFOO+*<k%Db5k>Og<R{;
z4Qc+7zn<RDdS!kp``){!fLyr<*8C*0pN@@TqiI3Bu`@+?Hv3?tx%ubaxDr{=;5NTU
zdYbc`aoyABH<mW260<?3YSy1jl0ghSGc9J|IQLb@DSk%t&&~~&@^5Dz6$i?&ef&`0
zixb(-a?sey|C&n><i@*&`<6`J0n`9%n&U^bH+<k}&hS&e%UngS|7<Z~4U&#5?v{Cf
zU{hhLp<9%BAN;<y8A0=Xuu>o;qVX${#r{@KC0#Xb0=B-3txcgUO!gL3o3J=r<Cy&(
zUKyd8KMp6$^L$IEF;C9vI1V3g*TnKWSn;h?GskQrAY#JU$CU(IXflnOG3yh1F>ido
z+8@scFOl(7m(Vd%9T}ZkZiBxzBlZHjFrB|BhSTtebMznl5lH(0ic@@=fM-Jf7@G_&
zO86Jd7Rc(~N!HhT{!g&2fAwSidBTjmi1+>~=6DzEGk5!PcDLZx7)3gRFuU+|Ut@5W
zu2veLU3BMm<ZuPNIbv0-hs5KC=R;oe{N9qHu)Ar?YbJ&!cjC6J+Q!0CPsIiPaSE0`
zD0S>ZOCn&LKNN=-ixzw<0mS`W=2IuyHLs-!L6?bhi!`#N9)?Tic+iHN1rwUM|EK?_
zd8R8m1FHrn6fff5tzO*}2*5#wm|EQ&RwNcHlA#4WQfg4&wy3Dus`AMfAvY$S-J_*#
zfLVts7dd46#dyE>?zq4H<6LiNG$lwuL{qMwr&50R#*exInb+B3sfum;x2_#Y{@uy_
z<+O{JHS>?WwGoHQT=yK8XKt=hU+MO^8)+|I9`AQOuNb{P#U!~uSrG`7?l~0P%3Q`v
z-7@AdN<XesA`a0Fd<ViO0O;Ph@2yD8!M#H{{Ym@+j@;S&nDmcV%||1f^aI|hD%7`Q
z;Yl3I)A~wmZ_B5ZZg;>awLZgy8{;m_E4V_V^QZ;gL6dS%r<HDfVbH3(snLVy?)Y}4
z&o$>xv{Y8@?T0Bdz=RXU3Ak*MQQmr|dC{#T84}`T%8OGG$B3tDph{0v3?lORUoRm7
z;lHsIN^0G@yMFQmzCsJOUyGV19fLGuyPQ0UFe73Q4jq>V&*lolpG(eqN&#fu?7b=`
zW8@FU(mBa#3-i6pcf3z!N7eMM2qy+fh}w2?A1EvpkO&y5q6A`+T*ZHb$Op<+xd4RZ
zY+nFhzl|+t)s0V{(pv@)Tz@}<sk;kIMlDS(tzBI~9p}G@Pwt~4q_)^Bg`WWkI7JBH
zY2B*;Z_of=02R&K*I;anj>>Nks0PT908;F0ySb2B<DYzv&@h#Ma^}i@J58%1$%ypr
z15epk#i($SWjx}s&(5^pDSX)dWJ9$|u+&}1lmkFdQ^tu6eG_;b4en2TfWQB7cDr)j
zYIQ$5zA#z(s0oKCuSiVQz<dJ$)3G?<dj3;R^)p7BB#V`Hej|!_l<VDaJORHJ#Z4!D
zCHhO<^iOD+VO3rS!D<RVh$5ew^tJQk4$?2VHuzRBQ@d*X#I1f!f3CN%-D;wUcJ~f^
zU4`CuA@n2LhD?>hgXT*eSgl3POO4Vf<J`1_yAoq*PjGPa-u?Tr?&9Xn!GsZeaxZ<}
zvjgNE7)6QU?e)nAR}utcJqEYF>4vu4XxF(79c-|HsFx4<zz%6CWy`*i*tSLHZZ{~x
z*%tro%jOi3M8KD%sbJ|^sTH0iarv0&pNB36^*@3;6&gX=!j%5U{WCmcaV)v~eFg5d
z1EB>nZ2d+$&&85hCm+?*W@_{hGq9{Cz-j~RedQY1o*Dfc%(K>LFjR3GL)4^hkbH<;
z8mqs~d$7d8Fku`RzyB$^w8&9rIMylKBIDwnX3C-Ao?vg_rn}Uh5^Xk|a_ZY#-&>f;
zU>orXf6<{f_2dFrmS*xH?esk7)uR`hoRmN$ov(~HT9iSRS8cUrllA?lK-Yv)hta!x
zfp!`3UzFdPcGnYd6v`@%gRIf%2-+mL8-?St0LIV7r^4muW8o^^Q5OcTXzBCX&lQ%t
zrfQ{rq^su{Ha=eXa+T%H>i$SiiFyX+lL4#$F7ZHSZ**6Y&EHA=m;Odal;*B^?0ca_
zC+R<{AG%3Oh|z}2t7ydAMVrN<m=i@lbw@Lt4_CEyrr6gSU#FqyD?B(o)dpC3*nFmA
z?)S|ZY9No=B43A!&7G6ch166@$WLZXE`&)Rd?XlLzCI5ZtZtJp?aT;a=^JtrOP+PX
zqaD#tvAftpnJEzCK;)j^8kQL=NI~B)NI|Qg0h?tOadONJD6l8<x!L>%>MZfG24)sO
zrOTfAv`L~k=q--TRVR!H^aW`jCKN1<a2`DvtqQ1qp~*f|lvwZZGVS3HraPcOGC~A2
zSn@ZBV<=Ja01Cmz(I{d#E&(hrS#}H-$MjE1kq9<Ir-chix(Dbc6nE?WS3dR7(YFso
zuR8nUK{*4Q3iWVfx(`o2*%Hb8FbimwoU#pl+2+(g1Cyl9557#AKU^rSlnDSkwe!7u
zy!GjRSOwvryL9)6R88Ao&)A({E^HT|t6BH1Yog6`8}|3ol)5mA4y!pC3qBaM`fjpD
zh%$<Cfsqy}D|D3(@cTZf8oWrYx<@2(izm|J<2V4Im@%_ZW=3k2+QvU8sU_D_-iYr9
z;)PUzX2R)x2QXSN<~Jy=fJ{_xzHx;-iP5q-Ai&kT>hN9-5DD*oK^Zf`ba_L)E6^{_
z?FTTy@tqWn)2?^h+Up$u4Ld;}ze%FboVSKOTi1cFQigDOfACJAoy|I0&hhz~wcFCY
zAE^Jo08i{#k;-Wn``bL67jp^Hht5J}nSQOo1xs!>hUc&^Dh6@PijOG!krg6y5CY#D
zUrF)In;Os6&O$%j+H58e-(`&cfUui)wY=&Lq>BrC2Tl4hPA&5AV`?A!-hLSr#=fyx
zh7LSmvC`H)sClw?bZqmpudg+>H>~gN0~sK#jGStKb2&g{grChHj!7&WIJ+~N<lepU
z(%d%hp172l_A%?emm@1*8{n^{l)_F;et$2R?rIRBNFJW73{mZx7OOG5wK3;C$~XLS
zTk1$)K~=ZFTIo|8BuY-P_LtRiws_LlINw3La82c1ay@`;l8tsl$g7yNEWQ@{Uf&TS
z^WBCqBMsPgb4cIuXz?5HgBt11@_XlqH_ldXG&WhLD$}d7g;hNVE&3!&_(~bzr5~DG
z_0BoM?n!*wyvVLO8`$HS&W*aJHnIRa2%R3}i1PLG#1)C~tXcFiuwoYMqhNBu!bJn6
zNm_{WTS~@{_ZZ(#k=$gWw%_-3z@_S?l}z)W9k`r7tVR+Z*+82_)t&|G3rY$GR`OIJ
z+7v0AW_Fk57JV;677E=Jj9qGq1OZ2>6dUiEO*c)sDk$JpIQ-hV7pvH`;KSq<A{5JR
zH^<e~{H^I3ZmZHATkZ!Xc_p@sWdJ#GDEBw$Y`iN&=W&MIlBI|{gVqkfcrm_o8LYgL
zUG8zjOJC)B=cPieVe&P#&l+b$&PaKKMG$M>i85?;;bg3>P}1Of%DBAhuQ4o7cs2BG
zQ5}BBBBuzy65y83wrz}6<9rdZbR0ihK+XtorL|{-ybTUM`HvL5*pL5mcqtIXOHa?j
zmspPuqA8D8Y$~0vEq~OJcg`ddTR+5E)tI~KA$5V_YxwVvxBs0M&401>4D9pFmlK3g
z0_LF`^rP0K=8RzIkc;yR_ZMp$b{~hguJi~T$>S;A7@QPX%+ya_|Cl)#U++7TTE>@|
zpCsSUVw_00dA5+_Q8vzfxX_Hd^O#b4!v_!)J^>T%HMa>3fT_N&IvLSz3vhGX9O!#x
zB_ypkCX+fm8Ep8_NrAf){S2N{+O|;3ztxs?Ws2xk3!3DV#epW9v9|oU2@1-vbHK9K
zFY?S4Hi)>*)|xJa9Hiv>3{`Byj(dvLI~I1J$m3)mX%}v&|B?6TUdh$tC+d`s%x{$V
zb&EfPFUE{#mTvO(FF@lM2QLvc$=aWv+B96-MzV<lz%?b-9uGbh7ye2nt>LIQ&hxP>
z1PiT3sP>gUczQsw`SLgCEPPxyQI{Z_h)`>FdHJe%Bw1F?K9;NrWm%8Vd8&B_nrmuW
zvZWrz;y03;^?GYZ&e~A^#HsB#Qi1-*+>V9TJ}PF#){8S<!`e(>E__xD=h)jQ4PC4T
zL%X>+B3yW^76jAy-fwn7yV^y$`dwEvdv?E_(M;_zCT#&h9`OU7_K($@vo2fl_;25-
z@uble@GOMM1~98KX{`Gw+n^2c6a-@Qkv8ab_0MfxDWmq$U!PHad7c_3y>n-g$3H83
zr(cnF_p>wO$C}(g7g&9Qc3I-!w=|;)hCy=X_-#2MJCEYv8*^t>IyMGoaj(BGMeqLd
z{cii>eb``c&|3%GmFn%F9A2Q`sI4T6A~5Vt;-SK3sg9*l<@){_`#g*f&g5da-^)}Z
z;C4pb!rA|mS5Knq3@@*IEfX<w0-sEjQ)n_BEDkDmx?r=(Tflk=CqERaO$=b&#DtMQ
zD}u%JWz$?Fo~2ONRv`rJ#IEE`jcX2TT$kloWtz=#5`~n<y}`r~x9>A&NfOvg=gm?l
zFOvZeS=ZEJa~qGN06<80m8Kh`JO`CN>mo-#)9TF94Y4#K9rz}vk*X&0khTAEL9o5d
zGFY@@`YcJveBSl+Dq-nRsQUQm@je_))_PU_hknNkQAD0s`4pjd1{k?(LgW^D@GEUE
zD6_s2vdKi~;%MxdyR0WbYZSW|+CC1J2jQ*p%$pBASmiS@wcU7>yK%^D4H)j8MKDSs
zN@E9^g)AR<l5_vXw)VUD%gJZSjvSd1Qi8<1M13``D|^|C30QXj2CbZa(~p@6_Fh!<
zhxYe>4B+23-f?o*1jsg^z%v?MJs>v$>-HdDTtNW4!;Js8szMH&aOMb^#Sf<FN&T3O
z`B@#Y8U&N0nFhb{2hxed_^$`K6kpE^$W4l1pDtN!o}wfYHg4Bit(YzEMI1kcMcbSw
zWKOJhz8C@Jb(y|Z4nm#`1+pY{LMp5rvZvGVn>*i+O=%Ugr>5Lt(*m6_@{I(G7Ow_t
zMO^d;cD7foJiK_?XXE(7+ggJ|C2WYrIBy#&ZpKEjyLRJ>tY(wXSw8E9?fl0tk6pYj
zl!q?Yz7~+HRkLvPPw%gBE{fSf9agj)GD?L~xzAR+hv*@EjdRsvDa>fQU?GTq{Q2_v
z?#fySY;57@4XK_~C4u$$E*tm<j5f+_&_lCo{j1}&rmJ22pbgd7wqlkSnQwTW>~@%Z
za{SL6*^j!tmRt)!P6O!SSz`91taB<0ElX!loSS}U94)5<u4pqoSPNR%1)zidT$9M+
zjD~M<KkP9hZ8^yg1g)S5;)<ty1SrQ3O>I7{US}99$TcKxp~l^e5)#^T4vFFN^Q-;M
zbd>9Sn*6mUxrcIT0pfoBHd^@uGHK|X!N4#(cmBo>S`$B|_xlHo>9BlL&{-Q_Zy}2N
z^Exg@MQRR8<@KV1Dabi)HEm0c^D%)O^Tu27{jUocX@opo?=%0JV9hFv0}pyP*E>`h
z%|GY9BaDZT8+j!=E}+2g_6OOC*=jLC6$4I-I?lw}TYN5p)V5*nK}IYHc~>xnQz+$(
zx7pVX9nI)M4*^&dy=lP&Au~MgM*D?oDg!gVA^n{TYMhVoRoC_YJl6UJf#=mm9)vg2
z)5_cO3x_{3vc+!#G>Mu$--TrM8Czq^-A+TzTO)eHD+lIAk>a+<Cs~^;WT?7qycr9#
zXe=-1&9~%3DT8f7QGs%8R^f-Wf<0HhC5K>7-KR6miCFpqvW0(IVSoE1v-z9Nsw{_G
z?mqdZ^|p`x+fR)i1NBOtf?Dw34#*9imdv_W?hn=#m6NfXAI)jD{9uvebr3e;ad@ad
zXYapG4I`_5j?Nysvl-19>R*hd%@6O|wX6RP>P$f!iQ6D!;6D}~Xp&_LZra{-y}4CB
z#<upQh53pE@TVfn<!%BZU~HJ&{NJF2VihYp4ltHBB^<E0UID<h&Pg-?CFq?(DqfQ;
zgRe2QL0Ibbu&!M^Fj54J6->ucF9IceFj5dGWrqK-^#&swFt>k$R3w1*zz)AbQ8^na
zmkg)JS6Ajcn0xs+fMrb6g%ouAtMX77&<_b9s!j*&=jqh`)bBzz$Wa0H6#yRzI7$e^
z54j1Rnk)maqs)ge_rN#6Q!K!!f%^A>&bz`Dcd2-=H%EVi2J{Pp?y=}%`1Ai9UkV62
zJp}x&y~9YWYf?rlEMARgKC%=>44i8vFj}j>szbs7881of&5?grcf;_z0n;%xT?*dN
z0&Gp7dn<hK)N~2Z+*5E8AZ}DDM+!7C(uKUQivoU);@NP!B+&g!Rw{{+;B)E{xVIl^
z4|J)Hy;+W){tY4~?&&%e1JFTe`ut6EKg>NLT%ZF50AO<?ALFP9*Fdvjg9R0l_W+|l
z>E@3TUof&Rm<gDGCn-Ryz%>L0!Gi_B;DzOCfKC+9&|nJ${Z!!=ph(7-k0Ao1im}u&
z5sEt#fPdgdb`tJajl(Xu0up>pYAS>!PzO%!&lL>X0L(AOMqLbf0$?W8vH`kf5#XJf
zW1x;HFp+*hVd1aBp9YS);IhaVpaC{4$=%-|L?sw5^Y?O9Byi?T8<1ZYfPcL^9dP0i
ziS}5X^j-k1>HL`mK<=;C1I~8I=&g&P2YfSs4Z#hrc*!Vc^>05I0Skdhs0Vy9cm-6_
zMeF~gIPs?lzMOMl{i0p~?sbOi0*lA$-$o5w)Hjp8<=9si!2IAMfPqy_g5j$EqE}hK
z^a6`!;m;MJ+L%1rXF~&PaG_Y~{HZ(@mP&{?|JMgGFox{Ux&LXUuaE6ic#jRuLiZa)
zW9bF-&C$~dSdVz*SZ-i86eB}?*f6))Fn^uQ9vd<XZI6u>-~oEI`M2p1K(1et$mnA6
zhp^(?>&QYF%k`l)Fmk}n_ea2th^}XSeGXWs>|k`Z7`Yt>uoU5Z$en9~QwWA61>*>Y
z-$(BK2E9KAMjoCDT;zZ(46hYXd(r|}OgDgG#r-)KLO76q^AmXEAz;)}|Cy3<aIZf6
z<TproRTMZ3SVW9gXw63QOESkUG#wjy5ooSA5*dTJm<JzUf>G4q-Uy(CaazB)Rz%1D
z8Oa<N&NT(zl>|sgf0ncmhBJ`u8sGaEL!^s>@B@9~!r6XZ&UgJ)Js(*h$MqYe7}$0F
z8w9M!*uQ4f2usOAg^gqcWAVz-e{M46qWoV8OTaAyP6|-R@RAdPC%1u>3kJrw>79?9
z#8Lu__0R^u^bG;acXvwuU5W{IZF&+jP_2mMQXDLaG?=ZmyRBSdI?BGAI##W_K^j1g
z5xsZ=DF6Ki0l=QWkaxo<#U4@uRpctRs@!QgQPNNk+AH24tCztr^d(+ds$2R%SLxhS
zA-t$XC~}Rx3nkPys$HYGY*t|#<on_B3mv`9zPr+7@T>M^HGA2Ah!vCqsKmv8Di{1I
z0Lle_(@XjP`~ANVF$$4yLoUV#%OYyDjghIdwKd{~lorP8vfLv|gQs=`5O?P(fG#M9
zY<?rBW4}r2+|PLZ{msn2q4O=Xr#&yN{q=5L71-pJ=iMij?a33Il4B}dcDMxgzj+_{
zQ}{^$&{FEs$7**b4moBYh!#M1+@I`Y<z19>DfLh2f4e6^Tv`=dRQD=P^Fy?P@15Y{
znQDhMY7}b{LWts**WT0JY}n6lX@kn{$)jPyNiCC`7KhY0U;Ll-Nw(4T0eUw+0`03q
zZk(!!mo}rcL!7wD>P}n73QYcSFpiBwks-a$&2wVXW1r3KK8TJmsZE*X+A{k=jDTS*
z>LJ&YV0Q8uF>w<qcEx5-(kGh8IXb4Fy;XSevlh(QTH_zof9aRZg_4Y>d(ukh8|Uoh
z9C*kokz2*bE4~hdz6qjW90(>w+JnHOjsQEc?9vhs8t6B?$D%*O)K_ttcX+ZVW`l_l
zRc<k+U6Dt%V)o7ctbBwBN0qb*<6o`jWL<sPXGFZXVGF@D)wu9$8|C)K1j`u#)dqpV
z&6{IEO17LN$zGAk*Oi%h3@F`L*t4<&1pybC<wY$UuF|9g(W7^XZoV&8>S%TWLb1@s
zG3lCr;HFjDkukHAOm0?cz~d)#)(@EOSff@HP34&2?UUr%5czL!rRKz?-R}N;|FL4J
z`*rvvOT$?$z=+%mc7bcJ`kanGQ)`c(HJd3DSsoEdXNq_*jNZZXqe<e4hP^->T0I8S
zg6&KkO}!7i&dmq{7!d|nr3qxzfkwsCO3ZZqy0}gX_p=8N)L;=4M`CFU-@o%qu4p{i
ze?YGA;jD(78vS5@jcv9@Eay#q=L~1Ei-Mu~ClL}*-&Kjbb4^j0loUUf{eUql-sxm7
zP$#Of*JMQ}Q!Vp=t>=V1LpSuS5<W?~=E!;<rBLa?Pl{h9_f)CAp1<&!<LX<`&Q$gv
zd0E(zTZ~^?uomOYs#y}@j`lAXLYM75y^7a1^gHr_=a5H0F8~<G$T+7zQ{f(Re7rgk
zTFt#?EO-%M^dS9X3FJ=X%qPcAdX!)@;y{Q3-Fk|q(lMenq~)K$t?Ti7#hmMn3k2wQ
zsr3l5jnQs{Yb1HtQ6Q4Fbg`^D-}g-^Yevq^X?%o@w@(nv7^#Q$Lf|9MGdKfFJFp#g
zl`LBNfo4BWr1v8$iKK>DJNV{+TZ?}Ipa~FL&Nb@1+;#BKEM1K&u8Y?ss^cITXJ-ik
zvBKu#<ODW#IEG9w;>7NqRu;^W*!(bhvN>j8Ztu><hdWzwC;POG7dLzg##FU>U|Jq4
zXXN4F!?dDeL(`GD$<oMEakG_Q$7adj3PF<<mD95)5u5Gw2+3W<s3IJ@6ZXFQHM4!e
z1;p^r&AHNTS{*19?!p)(%pLCjc{TVj26X#pFf1<!QMLCUr3MIep~l%V1O%Oep8;x?
zZgDVaFQ0O)#fyleHDtTc`+@oVz$hR?0R5!tnR+tyEG(gcE#rHDr>oRc;mC#Rh0ul~
z$4>THE8Y1T%Khmj(MMZh8qzGc3dp6=vPC~!o*9cm$4fjrKb8*nm423Gl}}*9_;#39
zEiEnYHR*jdQ3iM|_bH`{&F`lu-5&r2KvEQ#_E~vR^0kHKYi28^x|C*4^}}O~4w*`u
zuGA6!L!7=4jYr0t&sB*&fk3`DKK>(t*WVxoe}oskSZ@MQ=a)j4zz%5w;-AuIY88L#
zDAr-QKGEb!Zw*h4QG2$Oax$R*@9^k2ejAf4!T0mDkBKZat9JudxpHc^_1Ae7PdRty
zUbd6t2OCZWn|+>NzfycI$7He+qxeHo?b1D@YW5%u)zu3`@JGkmfX#-zQ+aBDYw?ca
zAw=yG8M3!_mBrBV(T)Z|h!A4I@O<RQ=sR5wMzz28s~Ct+Uh-PM&ccxK%>%UZL#lyH
zE5{k3r?1J^9)+54{00RCra*L6v<6Yxsm(wf)%dw2o$o?8>3F|hjCHK7d;9xSTzOrn
zj%5(a9xEp&3xxLD!3Rn?pIdh=?lU=81r5ViOb~f;shvC|A~K2b!Cm`S*Rz%?8^_d;
zHwu&kl^w+v?DL#asaB3SB^(@)Y4WmDWQO*2)8-_dGK-C)qlC~d;*bQ*&X0FA7Y=RH
zxZT=2K%0t|d@4pL-{R|bi8y!%y;D}xFvN#5J@#d!-|ABhX`5Z%IxmjeqLwN*wgv~8
z?*m6^=h;mO3_&>r?<oAgWVlN|JBS}`MQ7BkIMn$kVYm+p9;k4R`*yk;c7LN{5%Hh2
zguO~2{=k~9FEHP3-tl?zc8e;>Gy&5));Gy5wL}L9vgUGPd2M}UgPDVo7pJy#`!f*&
zMLscWkNn3d6Ti#O!m{93^Dk$-Gv^?#-n#}ICyzA3m@|Fl2~Ngo3B&@SG{X)GBJHh<
zc2mL1z~;)%DS<qno{I2gp730iwfE^KAa}X*Wv-VKD+{u+Ylhud--Bzp{{rU;{os2!
zcaOYA<KW@rPkaeEK^py8q60*<M2zZ0B7r1%XCsyv)!8CsZGQDvGu;4*;yV#DBkrH&
zT6<LXBFJ<+x+s8HBE@LoSK|XLGb1=3jH@C?r!8VD#l-}ok;0Ji*5#(De}1mE|ILEf
zM(*K8E$X%h3{oqzxz?)VHYhoTjztIcwJDyLl`=ncPUl4M7Cf8vvfj$q+CKegdGQ=Q
zO0*yNJlo~4GnLb`cZQG}vk`5`qKuz_n<ft+GS`lTB$oZlQaIg``bd(C@0LOU7zf~5
z_k+V^=A++OH@YYnNW^(gD2q@`&?lx3dY}#Vf_)&4S(#MMp|n@D=^-*o={3tEoR8Q2
z0&xaIVfxnF>LIEgZOw^3RET?xY@`mw&tXv2pjNIHiUG2tgk0wO(^6ztQmxPN?e$&1
zHqLC9)i?J~2yzw2o;-N)K<$C@r1YL@%oxO`rllof0Y4An0FP5RO?zO#_SA8|=bgw~
zWd=OIT3JLhCSBeh+ggr|ZggVho#W@46|<mHb<x$&9=CTnx%Dy*gv;O0oO@1<oAKeR
zzByo-yF5i$*z3&6DF~d^NGzEr*tU^n-BM>V7b0j@F*RHh`P_n}!*JP2m?hZAs&;W1
zyFZgUXt6298B0!!N7$pruLerL?p+d_A2gpA?NujrKW|F>4WdrFefhF{8fNF`5fW5#
z5U4!s6J+M)Sx@*Tb&~BOHSBC7dCpimb#dC9CrU1)(!Vq49)GYjXQ1;9!DCjBCZ3*O
zdKARxBe;o+eoEYcMA)l?Kx_tlTpj{-UaGNXA<i?t<lP@yGD=%T9}Kcly4lXa2ww<f
zgvq{|<B~Nd_uI`^&O9yZeK+SPo6mrGJSE4NM12wh(H|PM$GI7EHB>|nQ3zWkaDh*<
z23uwbLPv5`kZ|_2Z};$(m)^($+i=I0BLb%*x!Xu*6=Zu^VI|vPh>h&nN$pdKgN$eE
ziv6BJiAJT*I+~=vOLE8pIVplAi%j<zU%!$yvt16$P5+h_l%~mZU@E4s5&3^Hz2N_3
z-d3D3e>$vcY}Y~YAKC?9&cD85q5uHq?MXaIJvqADoOQ#cmeSNBb@H+DssRM?p|@fo
zPntK(c4ovmWusc&#x7m*`IuiaLtJkLu~3_n6HhA$?8}f9h$+UJzHX9q?uHqoUtDkN
z_plvut3w0lKOWW=JF={1^c&IsBq^x}vW@;w)rO#*)lq7BuYGcE)fOuH`S-D(88TO1
z&}_=2^yM=IOSWe{M+#utqH~}8^8Tf^Gt}k{{siy1DbG;t1Z_Q}=?i{7>*gjW>KyRG
z^+IH?dD>EpS7hST6L;A>r~JrHq212AsjtO_uhTz8*7ZsE%6j+K?|NZ)2%5!r8=EBB
z(xx_c(9Lk%;*NfqxXkZw-!vHKPY5MbxytOMXl)*O2X!!QtR=ZsJbclbWfbif7jv)k
zsgeSEAV><@O!W(K>&^Pfto7=zxkhtlvu|((J^;}MEe9`|E&@K0S`~v??+_jYcT2E-
z<$ktBQ^B5xosWw<N|k3c+VH*tQUQAS{9jN&)9xPat(y-_chmfB2HTRO#kCXM>ge%{
zgWP8XCU7|KSd-C}IR_1Ze<~APM;>;aYn_%F02>V&rEZWlk*T2Ivq=SR@Q6es0N+Va
zye4&)IO%UvU_{SWPF5bpPq@g?FK@Bi#qMzU5`a!8Yx(9KYZ#@hhpXwWx9smGBn_G6
znF)OFO2OV;)-BYSb-Z+WgBlO~^pJt;X(0|ruD$pdbm)3-_LD?!0AY5pyq#XPl$q?T
z+MYpE_k_d={}u-e-`Zxplpd!>MPyM$H+6~|-e>+aK)5Dk!45B_un4iW??2b(=@80>
z%#RZgt9i&G(R-<#lM@tu@=9ZCb4-r>@#b1}uo`MD3bMPv7@FjDe&M{!mAaYK)LS@6
zOew{gYja@Pr?2jUr)4N*qsqg1A4GUo1Rp6)-QF>PBGvm3U3V;AHPtQH#A`bbKGYK-
zq2~0K-|qy(lh`OR4#@{Pt6aH(k5jpN9##pH5%T2~P$gb5p51$y?0t{l@h<D9{adBR
z)51_{Yinz7)_3N?)yS4#Xz_AjbFK`;tEacyyW#=yEdj^%b6NlwFm=#gln^7BDc8&L
zYNcC29z}J4Fbh#MN|Q}6o2HVXq`OI|=k9>CtQB96$KIKH*_6!`@S6Q6$*_Kj(h_;(
zFaZI>Apipu;2WSgNOzK9g*cs`6jd$l^Byw4R*V-Z=a3(e?PFzVpE)B{H=c*sz~-Sh
ziVUMgQU~J|o-1iev6j8BK6-`*u)Um<fZL(g5pcWJc*z{c!T^owJ(-1eze0ydon&J>
zsDepLdSWCuA^j;m#JJ*n#JxHGY0fa_uzhmHB=(l|XTzAALB&D?E;?erj#<}!_9%>t
z9}G`=KmVRfx0Ou(UGJOYqOgCSTTC1kuywTD=c}y3`I%tV3HXFUD%g^ONa`X;QcGU?
zJgjdQ^aUccRUeRx(NI|(*9%M3&F|2KDi6l)hy{^)70Q#S)d|h5*;cs@GSR`dSNShc
z?Beo)$NF{C$NZUiu+JHr#^0Y^Fhi8owZJg~a*|#M?UfpQ7prGx+JrP`d^u%lH2ma8
zgYc2#9*Bwm%=3G9`3g6xNFvQ+5<=P0e%%Y(gj*&;pfO*GrS-$SVTG<RF>}{@PQzH5
z_Z#RJCG9jxc%HJtQn)*>)132B>Vr}oFzg`Gr`TDhI_BjFV`iM$^;>DL)6H)ST%Adq
z$B82Rm+xX8B1b7kDewZSe!u`%S3q4y_n~DMT<FFwD{;e5?}P`R>-w9Y2G5M1x#_+L
zKU7YyEG-Hs3rBhxqPPp%j{9BI%;It~>NFL0u?G*}>R0!EEjAcCo(EdIGc=^FH#2+m
zAoWqW0T{>7q15ZnKd832|J!#LbAJEmRfiCK0vcrF!PPOR7s*`T#PDQ8O1!y1hifRt
zd!)=az_u}Nb!n@fmyo+I^xn#-4|2#Vo?7rX=#@bDB9XFUfq3c0%9V>sPoVsK^#~{T
z1beIQL+TskEqA5}gy3K*ZTv3OjSw5X_j}70%hc;x6zb5pW&9^nyZ13&v@izJF%OAP
z1I!hY#BS_y#Gbec-*6}4>omQlU$WW=2FA5k-(+S{$qd~834zixvtFxuUuI-LyMA17
z-d0MWm^L_%+VoKRdbyJgIuxIza=<dp0v4V@XEL!LyNwjTEl+`gd8VRPIeeYjft5GS
zzj1U>l6KR(>EzM0M)9IENaKQLTk@br7jX=#iJE^y`H_T4eU8IEWqeuE`i4SC%YX~m
z*7*R%^QdF-Y?b_Q5ARFnx$jTThJnT{<}GX1fT2LpdOl(&Vk3$RJ0GC`*?7R2FTk2o
z1Z|b|HgFcA!0#{e#ZG-5*3Yi3i$|$R9Tcs$V{nHx(D&F_kyJonc4K^xqChlZ@ZI6n
z4!`u-29Cai;S|r0rTzLlMl<%Q(K5|ro`5Q$(U8JD3#$G#@-`XB*T%TD06`0@3r{tU
zo0>zGun=b(6?6(bg~BPJ?5mZ`n$#+_5rrJL{(gJd<Vh`oF?Lb_nQ--N^hzl0!%67T
zF}Hl{<dt!4<R(EHKTKxI1-r-yV|&SWafw+vPP9>s0(p0`qt;_!!rqzLNt+=xi~h|K
zblEyxYwXJ1m-DNlKwK13C;_#r=;O`}`@qBFkiz1J8&ML-`125-oOTjLFc_mg_eZlh
z7%u^g3oGLfJ$A$ket+#u+#hIJ_yP{ZvO6Xq<ra;LO-Yq2d-XD$ijrd*a<+-~1V9Y8
zD>jrL?RwHD(-`;!A|@HVVD<UQlqTgc{E37tFW#c23!+B$A(AYq3LU9`oA7mk0Otq$
zOf`VVB4V7UOOp@yi_77(rCmP&p~EYRD?#CAUxKV=)S$3={m(A=J+!e8OP4iv^m_8c
zg~IfA!S&at10bsfEXUsEL^(Xc1^0PNy#0c8^8VLNe_Mwfd4sSo`L2AW(1q7xt9}DU
zexY}>5lme1+6fZj=S#I?nDUP+Z5U__pdbQxy)*quy0Wf|uN&yHX8kf!+mRE?ee>YW
z3&hTKpvrGhkq*dL1Y?S{l@#t@uA=rV_$C00<`ftvxpF60j0rY8??8N{>yz=ca#|e0
zqok;}rgPNXr7_~_BHHxf<8uaoJ<_-vPRm|Ybx1sj2yZx>6i;>L)JEaLG1-MypPQl*
z)UuAQiybDd5QD;i?u>J3uqLvpA;jf{V}(>lix;Drw%c9Jx00SjNa1fN3$iMXzT&kJ
zCK~VN)QlLthq;U=`Sd#Fih~fmf!m4u_jZ1*c(kyqG)iu^)9eOLV#1*0m*?rg`%4UG
z7_BnUv<&V|;;=voRu}~<!dh}O?O*oegr^N9M>KjX#$p*z_+?@%vLk6{Z`+hTTsU>^
zCYSo*<o9KtTys2aZbthcFMGUmLeve~-sRx<+)L)QeX5xndysfKV7?ID)<qLcDSmK$
zUvsSC{b4n`-Ook)r(^xOr@I8yID5-L5FZ`gz3ymq7x7JFns#Ye<z5fo1H9X(pKJz0
zS!Kl6>U^XYbsIkvWcwK!kd@z5Qy-sX6ZBe!9UIJB!PnXmEA-*F_mLr8kCoTH4=2q9
z9o=8oDo3o|IO)q)>|14BaMsA=n_SoSk1CYp@?_{fIH4T?1#(BC$ol}To+tS)0ujjC
z(`W=iREd?rH+=P(4}K`VUSF?-03YS^NdMPw_^7f(B5>%3lv7W<FKSgRr!mh2Tj8yM
z&;uK}3a3oGc=^}EQWIO(-Ey7?ne#m(K!GDO(j1jp_Cm#Xd2A|9WAr|mJNb)rCDsoH
zP^SLb)6uH0WRz=k8F8n2x~Em*Lm0ibAaKlOqA=UK<&TCGma$~IUsOsAYjg{<%1Dd+
zSd1A$HtjM|n<vZj`6t>DV#d3!Ja`@_-es$phtNfF2)W}L-MplxSE%a#d!n}9Sd(xQ
zIu1Fnl)_KFvc$RxnG%83bpvi?yOr1P8|t15wL5>_N$Lj4dpwyHZ0w>6c4_IF&AvCQ
zF@uQ{<mfTV_=dc75T5#LiXa5Yv=JznBT-nPv$d=wsmVRFqUMnc(ovD<DqUIKJO6CS
zlV3ryJQ!C0&PJM^0GDNwCVx}MUUvqjC}vd0)ZB@`KurDp$Rhd%4*F*hnR7B)yX>RL
zmBH*;!6ZUQ-X^Ru&5h9EIsJlY_|G$fxp>gN!re*n<|w?kS}4U87qzXI<@mOEwn5Kz
zYMk_f&2%WW6Zf(hHCy6Y68fvS30D(O4|AVlfPhu15_s{f9Gjxmi%zNna)UFVo%^#u
z?`<NERwK?l^+b3t_=S}y0UTbxOwC}iWXvgXvD>*eA;d@fjh>cz-H${{GKLh7VdnS*
zv(|ZzDLJxp#__X`)stm2F^%D;2D}VkKbOXJ%We5o$+$*&l?6+p@Jm0D9GF6@FZ`;(
zZ{ANV4Sh}|pZK%{?jIcpz43WJJ2c+yTcD^~D&#~AXK(J0WADE*6Uu+UO8Adh3;&t_
z{|E5&KfcO;{&`r616jY;nbc-hmCr5I*#r(-aITxlk`-W=w=J#R6z&AG`6N7zJ?Lb7
z2DN{xo7vIns^ts++z}2byjPoWS41XSjo$9XTlK=CO`RJ30kqK&kSEk7cwF!Y!@F17
zCZQ%amk^I55&45+h$PCdhnQ(Jy$Y?iwVVB!Wk0pv*rcO=%zkeOYP|=h_5lP=_X&%F
zAI)+n#SnrSJ^SXu`%-*%ma=_+xG`291&Px<)0yWN&!Io|UTLYVDY^Rm=qsD94S<Md
z{A1wKvx+b7Acx+#oh3NfWINkEt>pI2tz+Ii(A@YK3a0i~8!~Q<mU`7fV!|;o9nFz=
z&BuqB;(;ea!*kVQfF#<c_Pw;E$UgNR0^&Q07c2TxIh{ci{^Uc8Yy2qg_A(1ovp&|`
z?>7F;cAdVKo*`9T5Gu6L33_Kx5LWnZBRT(owZqvw4J$9zl;daP>;Vh?`HNURc@yW|
z4yy2oS7OuGQQusBMGl~qsF1(uLbB>&Wi3Jyo-9y^kJV{QD{pIp?n=miiO^+By2;};
z4ts`DF`mYF2t_wS$OTJfiaxu%i+NqU+0F7PglDi*a?Z!ujPDqC(#BaXoU3hZz3th2
zD@#=j%A&SD=t@b9k>=FbG~rR_^PhqSV4q2P`G(~V;=Vxgelr2zwGh7nTE8~WqZ8}o
zI}9ySJEJV9wGY`Y4If))pi7-x%l>x3j<q4#LENn(zp7vlIITSrJuKT@sFa;a1o+0L
ziz-vGCvSz*kDPCSi2~LXp(x!Ik1Z1@<SPu)k@n>9>n7x}k)~!AjWcjrl$BMf6Tifp
z#2Vmoria}G3Fs||cZe#@u3Z_x;uluI$trV~ICJ?g#shZZvBF=!u7Yj-pDrDkHYU}R
zXqj@kz4l^1XAYW|Cx?@@BF2@)Cu5frXN13tq1Q72uPg=lGwdo-wf)1FPiEAR&O7J^
z1PhSeF-+`NO^x!3U@^~^FY<ogiJ`B9Y)XAuiO@pD{=NotPyiZP_vD0sQ<%f&OXa>7
zM&}G<RJhk>mz?r~CHbQxX-%~aA+-jL`frfcTFtcA$B|KYU=L66Pd%Lfkka<X&gf}1
z?mhZDi4lA;EohaEuREEK>hivF%a%qg9~l>U9fj8^k{EfZf^5~{NwjQaiZSq6M1q$8
zn2sC6eWE;AWNyCsc3F<fY^@k>;iyZy&I4jEvU9d}T>90ItFk-d#j2nePMu^^J{^?n
z8eOvsX0mqru99^QO^G*Z$u>NW&nn~;H+0F-uMlQ63Nvc$8FJ07Eg!zWg<PlzOR;I~
z0ok9&CHs~wQ;R;b_AZXpvG*j5y}H`U+)4`=Io65n%hqX*2Jix`@w2WOTaB#h?{~JO
zhk>pqrN^Cs_}x+Ih85`nZMI7(HoIZPv7Wx>WdPf)oQInbIh>J^O?ju<1mt=jBUwdu
zM(Mkh0Qwb@EJ<?VH-X#;56nR|Adj6-fhOn!Qrc)ATxrst(OI`PeSp7(6y8@;U#NAo
zq?&59ptZO=^dye|)#OK}@0b~Xu2I{1g)^us$h{uJhI~p#@HkUL!}_hJAD=p_8lize
zSir#w)NSAL_S9Jlc~9Z`68{42ZXA)Q#BOimJ;R9&rQ_@sAfUHG9@R-TTYGrSQI~Dj
z9+2i=%hQ^sZm8Qn;u<+y`Wm1nQ2NcUX$y>3-z`O*m<N2ppOV4Az<xA9&-OZndy9-X
zQ{S6b%iiB?jR_)O4Nr8PIQn>!{XN*FB)r@)&<}IhvDQEI_V;nT$2wy;YPXBI!WCk2
z7ySS{G+Q)`0}m@cbKICh^lg_>;yq`^+Ev_9na?slv8W4ftN4Ma3QIqw^8KS^Ro*_S
zVGjI!;LRi11)vZr`~xQ+<~#v5e4nME1|Rx*Lkv#ZyK3}P;JR;KO8gXfv+fx2LS~hz
zl4KyJDszN&m9G(q&~0OTF9!1|PRrY-TwkAd+%VyilyoXS6hTs`M|i^U$9*pc6UzM~
zA7?$8cj0Jj%sK|ZJ%xCl<Sp9};1ZX`AUFFI*yhsp8XGdTTf&V?TU!DWmCkkg!!ZYL
z+Eb^8G!Q1;=ASy>`^+a#8r)LbnmISil?NR3m2P?}$WB9(UU)w%HCr(k$hfo^C+**6
zzoX=v80ESnFKc9>3WPpP@v{(28dT;puaCZhT+;8nRa-qz6U8(b@{5ItYOP-9mz$c>
z8mK*ZSlJ@9N`U)T)?k_UMq^vZyNkNDQF}M8Z=l$6|93F!Goq#8Nhoh!17mm>?OWnm
zws)>__1n}FzDI)|dGjv;AV18p#Nr^7jn-GIMsm64d!NKKl*`aHG;9HSlvTcOsk`#S
zr52V&sk+k(`QEZSn%Z+g;~Ec|K;0}^#4^wQIGhtZSstaf&b={KLKfudoPiXIKC4lD
z-ZC$~Bv6obrLfSu#>*pes4;iMc}UN>v0=aO+z!yo{%d96|KUUUhg=u$|A|lB_kZ&m
z8%b_JRvjg2T`mq?OX6ZS|Dx&t?E(0gGuwdF=FzO2a(PE|jUDM~!<nX$ltRH7!8b3X
z-2!sLc`P+Lr~6{YS&>})UTMs+cDYt}J!>xJGkGn&FXsZ}O{a)sTWR+UMjdC`$5xj9
zF;V~cUiufdSD5i2QqMdf4IuoO$t<;U`E@&S?D3u6FL?k{fZ|-5`uJPL_>he`MK^^q
z!CO@U|KKJtg#uZ<L);?fK}_n%&#b+XlryWr4!T}8ic@lihc}}pGXn7~CxZDS7unWW
zH&Fw8EVnC4yk#=;U8)?LWkR+>?V$ayr0M1uf3|c|_(y7*ygp@Pw)nc2R?khDlrd?U
zh@-Gcb1<jxnfvV9cNqDGGdb>_r<v)O3p%R0fFoOaLG{OE-GM<1*upYnr-d%Nxz`)*
z&EJ^5<UKe@o!XfH#EX|^2r!_~%5p$#_2C2nw+izBfKDzeE6VmREYQY#B)55=CyNt(
zB2WVD-Z$lCN!<?RMe7GZ{J&UH8l#I`?!z+-f^%M)JZOKytWlm{s#y{&jgt6SZL;<a
zqdG5S9buQI?RfkAOTkv<Sb5~B_#U;sX8_Hgj7T?c(r6njh#ivk97DB-Yh2Q+)0(7D
zSw_y87gP7yDCKlE#~<p@!H+(QsLohCRPE6}Nbk2f$dnHgGyb5X?$wC`_X`m8yiEmr
zY_HvZ*APR>5omu^{0++hk&f;gTBrY}={}^4>|>7Vx!%7bBguajb-LZob`wKA)2NyC
z97WQ#V%o>@W7e)n?F{sDXSIvnvJ4-eKr4v(XT_E$mI6r-gQ0T%zGoQrO$1@qS~oLt
zCLdGR4IoYKQT%h0`u9(-P5{YeRSV!Kw5)b41iTc8uMhJI{S^+!Pt$m2Q?MQ0^8lm#
zKbI=_#((0t|6)o<{QoCiyZ<-ohQAY&5)2A;@!5R}Q}H#4aT~h4GSW8?cM)7Sp51C_
z!Q=C+l_@5BV@Q+S>QOw=W*;k3O}6Cb@l#9I_FQr6@`D2zkc-GC6}K4wsmLv9{LGRU
z{|^=mNKK7g>x7Lim=cI&`&<{6KE7lvZudz0D$2xW@qu1pUwzXOKuP$=V0hOl$?|Ut
zfseoCV|)Q%V@$ldZfsW9#aI`{v!gd&uy+U8d-uLWx$mK9FHQjP;Gc}YL{@_~<^5*s
zS4RLy_phUVAX~8%=$VBz%`J4gZ|bAc)x?Id0+RHLeNs_)Op=d_;G+I#bcX-=qCWq$
zWWLmwx?!vWbQNQ_@M>0pb=B0QSbn>r_Y0?TnnAdr$6md0(5u$ppsxUDH*d3d)`2c|
zgzLk}p*BgtTMb=~IRetj7M98b>vjO*2-gpO$fCfp2Hwya0-&1enEO_-eZb)I2e-i}
zh<j1SkgvZV=6*_?N_oF@7t;p-{1Ih>67xn!0GP_Lvm-Hm_jb7_LmRH;pY}a0{8t93
z_TTnh+(}mFymEDGlXn*hQ3ay0C61S@`7F^{_N1lNU|*>$-2D*U*6rG9)&9RP{=a{x
zi9;mmREw2GlRyvGk6fk$)BHI@M1LX5=3&ZqCA=o|qn_W?-RQ=C1bHk2(yBVE<A4z1
z+Gk;JWeT(NaPSc3no-GV_tJCER27=GDa=iu{3C$pgd3u-YW#oc{nK#PVah_T(K2VR
zp868R?{U4y5^JD(@#+qF4ah;?9OfG;)}E*<QD3?@wy9_r-&6kcIx$-HTS#xXF7^w`
z@0ygB4b2P4u+IVdE9Q&mMhRWJ4gdhX2QUL%KV`o~;itS>%+5*@tJ1c+Bi7*ff|{y(
zYg~yXie_}699`@G)EH(|4s$Kc$kH6P4!nJ}Us!5>uspYjGDf$3QLk%}SOo1>x7)I)
zi=3QM<E;EoT@+vO4XmGv8G|=~7;dv3fwrob)mKZvxnEe+_ZxJR?Yb@H2ZRoQg1`6;
zib%n(DzN~$=9iq>pwZ3vNsy3C!!~ti*@Nf8C8hYL5)U<vR!&GLZxNIUTX6lGwQm^O
zS~XC(M`bn6G}_=aMB=~7pV*^MCqGJ|$T*xlI+&%wontan%@Q3tP80cr<6MM+&f{WP
z;T_KGe`2T}%O4gS&2*top%OE%4=?ae>}PKX>MEy8nl`n$C0NkR4j7VDi`<&==KvtM
zdIUPE9*pu69T2XSy*0tl87{7@%dh`Tj%D$OfXjuff1UdRvdsAHuFo(Fz;afN!4fH6
z`LO-##DvM1@@4<)H9V9xoPP~%X|(V+)8ra+<NA2`iGIfA{kOz7X~{UGJ$DjM2YGRe
z|NXA2!nH==*xEtxh2~4wPn&nk08=Fs83y%r;dtI&hqp6I+97(%o${lL`oFdJoncLF
zTf0FJkg7<pDhNm@(mO$sE+D;w0!ou6(n}DfNQ;7i0@8a&dhbn|w9tF+1P}s*c$e(&
zoGbh8v(G-y-QRcr+#fti7Beezj<)6;;~irZU>f_t)UE304EafQh|EuUTa6Fs%K<3*
zQ^0ybip4a6&H4rug>Af>9}}b{=?EE%X9G%Eey>Mkav@dEKFt@L5bFc@XCA;>yc|+B
z!{NPnjp5hv+Dg*o|NXZZ{#395PFnL{lpNvhymimU_6;UqzH|2C0hKUIA=Y7X2SMLv
z9~tzU`wY+k9>9vDyAj%FI6$CsmkQeS9ta;(^(M=gp0N#2L=cEr%VllVrd_V9V7RAz
zkukcUgkRV8J6dpEWPP@vnst=mVVR(j;K0r5DklAA=8u?Pp=0zee7YD!rE^o>^SvHf
z->r3@`oqmaVxNA^;pzz!Vgm7^nJZy_dNRcxyGQqiIQYS?o)s%$B=Fg)JCUzBH(y+N
z<gh6YE~y*zREwhEa+uG#cB!T9KHux6*%h?ji8f^SND|IogP$&yge)5{<h8CLW`6fV
zN|bwp6(|g)-0*VduP@=ETC07*xF8)V7bVB|f`-dpBt~)v)&-iweq{%nA&d4<GF&+z
zKdpXz{JMDQa3Pqk+e*?d@-6GS?h76n%B$`RNy#1mMpl#j*QZxp-ixViolfifw~vtO
zV)OywMb{kkYdElfC8(d1Jv0xhUlq3lwy<4jvO!hpceH)KULuA5IvP+9U5xHOy@Lk#
zlztCbnyf|Tme-;-7AzB(B=jO#E|3gRD0ZJ^=&w5Vv%ZDxM)1tFZi@5?i#O2B^D$os
zP{QeJgv<JkRgQ2s<rN6buBp@_`Qv54S@?JU{r!bV{}3sp&A$LWzPwg{NHqv#=BNKG
zu8OEf`5pkDR6j$0fD}xB8p@x@=81)JRCx8y$qq5vA3R|F9vL}jy+euQT#*?}D-T-M
zWpuLkfBFz?w&<g>CP{k>+0`~p8r!6jBb_D?oPDg-X$LZ8m(2Fj4U>3&)k`F3a5ulm
z0f=cL)2C0H>u$a?+8|LPfRCGn%XHXdOof<Em(&=~a;UeE(_ix)nD3#HiNC{1kl%3k
zQQ~G(Ts*OXb}~?l$G(gjNZy#4Z>eHVE-SRGAM10#dL*!ie8=i+lK46Vl>*Ci(Ks&_
z)#DnAmLbMvI0@?f0ZNS~1F|FL?T#ruZvZG$EBW6poi`T8;a@OD?hQaTc>$xF67{nV
zg7ps&y`Jou|MU8T7bA-2T&CAW0Er|14GWO9Z$Chr!*Z@&ZFSTLE`JWE(UOdT@8N~*
zgoUO|3@-_a)@A16+v6kQD3#q%VDsk5#P?ai+9Koh;fw9cXPQkbV%ZV#UTg`$DB>*S
zYpq?s;nc&o^r7}&Ca)O2dMx18eW&wS#o!S(<W*@fjBskh9q?!ec-}YK(Tmqf4}SPQ
zd9)j3f@~A&^#TvCiVGER43-v9NH5fiH0@~nA6kEUY9poKi)FESW2MWKm5OlCUkpg6
zRQSo!%7Saqj=?$NQ(Pc5CpBV3(O@L7e$jFl$X&}g281Ep9kgcgFS-@|(b)kUgRnz+
zBTdoGcYs*vv!9(g$brn59e>CsPr?ba)o*tLw|TRRA3#aP2*#hQDtgr2!|QHgo|mKv
zT*1t0_29Rk2Jb#g$wwYFoowa8v#e9A`PRU9ojVy`UcPa#4fw9cje}5HXtt3WviS!^
zm6hn8@cC(L+);CI)9jx6i8*7fr6&hGt#o%fc&@q!)2O7{pIn}~axgXQGNa>*MblA_
zVI+zwGoy{l)8JVty3d25823mpwmQtAoN@tPE@tlKnC=SJtt<Y}>S$-l^j;1ms>6kY
z69k${uF;o8zRd^r3r#F(GX@{|org?<P*}zXIc|)cVM4322Bz<g2G6B~7G4CD@tE<4
zZhT%r`$Ph=mJ97TntT5P^l%4qK$;)r!!7nC3u=lK)EVOS_aBfkJ}P?$Q3J;hi19il
zBJr9yF4>66)t<76e_t4VYq<M~X)c=middPI@!Q48RT1xyjOAe`Q4ck7b?@af@)DHm
z(K{ruj-deDBe=ZG;z<y0S0%^ZE{>Qv5bHNZ-3;48U7=5bI&$>DQye%3d+sc~dXBl(
z6b6R28Zpt64<-)XF1FkvY;iD<D}ddkT<B(`^>K**Y}FUQ*Pr5Q{%}yTeJsy35N4kO
z$+wP2ym60yn_oY7?MqoaK26|}m0rlZ&%qR^{XhUUci7v%BS~GQ9R#!`DR^G80i;Vl
z-BZkT`zRAzW5K;|TG@-E01XmTwVR6-qRLyYsjdES&(a)Qu<zz3Zv$o)OWIRUe*b-?
z-HBB}IElVun(|@i%{R#gvT?aV4*nft@29hnLk4T!yt_MZ^;N3t2A_w!n(NDj6yOU{
zMm$~&!)1C2G?Sp*IN2_YG4^vRAe4v%QoKQ7a@+7ZdVc%fRG+&I7_GLh>dIe$EmGS2
z#0FT@!!>Wgx9^CX4d;beI}2t+cqP9U-Tl*60J+Ae-=DlL;7<R^PQ1lMFlvh;77Y4K
z{1CH2EMA#gFM)t`(t_fonK)K+D4+Aycf(Wd13l2z>VKdzf22l#c5Q{Telg7wa)?t4
zV9ekps(>x{wbqyq{twVG>p1b*Yc4>4pXR-E>IDKroig8`n^aK1nsHdC{8z<^J6G_o
zFoA@b4ihgYCl=S04B4oyx2@ynxb%)aekUS8M1(uLuYPV1e+vzg8I7ZR59J5o+gGNi
zP?b@4FeztF^IkUs-Be9}^><`$h$z)nrUEFi+i+o@;{_qJ$M>|<NBu!C2kp#6A|pXW
zYn%yo>9_A3uP?3TFO^z~k8@x5@eYNhLAL4yfW0ia-w)7hH|Q~al^!c*%&A>y{p#f;
z=<KvHS~lh1j>y)t3q+~r<PGXtQe!2<m$sg@6>xRkq6PND?X}O5<%Y(DuIg%VN^ENj
z{09NZMX_6Gb`5X-c?J;w)cwAes`R&6Oxe*}OhJ3Tkb#u;kDnzFTAc^u;ue^L%8~Qw
z2oq$;>bUF#dH2{G^jJjKsJ^qq;qw&<K$NV#%G+iRE`6)twF5}cIHCwxDq|Z&`5CB$
z3q{ifU_B51U_^{_XttrXs<j9TUg!0NM^ATb+ahu5D6Sf0*g@G#iV-i&TqW|G*9ngr
z9)Vq%+LtlOo2=;jMaCXc_3rDsm!=Qnnhv6KAz0&TX}n+NCgrJoP1IQG5qDr5=7EVs
z<RIX5ADQs90djje0O7#i13-!53>PN$ec-Q*fir|S&CMm?uItqa%44x~J~a2tSdvER
zypp7%b^(&Za+_ZqiYULn)#z|LH_gfIMflBTV&qZ2aWnc7!rcEmap{;scb;&(#qE*K
zFc)!``R?n-Bj8hsjcB;ua#rH{wXa3fygk>y;{E{1!7gbW+2mdU=x)8L2U@P1Sg<?6
zurNjn0)CwLs~1EfKPu?=1J+J#L$fBWRX6ld@bqQeaj>GIQXANQbh`E9rEN(}p-0$~
zv@xrhf2s1yKV5mnPE+*aj*8YYpSG5?<r6DH2)})O!z0v(gY|NoM-&dUD(z-M3%z<^
zmtjHS=epl|@XhXMY)N7!eL?x(&G+9fXoEy?=bGz8vo^eN&7E<~;28cwo~Y=?W6dA|
z-siH99NHgJPa?MK(A2wHX_*c9hJmOYP1W#0;n9zD$2S(nYoZUG;kN8cLp8!~H0`vl
z`G7y_(&~MM#3P7f*eD+c+`yGVuW|?l$t(*<%bWIpOIH(|TfxH?g28ga1@RY&+3>!=
zfQ>ZZ_*zhgoIv~NQJ@Kzet;I;C4L(L`He;ABhFZ4hKTY{rYjxnIDqP=kA3kUd&XLH
zUiOVz`V^F}^Xf<v<g)rRn6X2G1oCddwVZ4GiaA#f*7S6YutMve(Y%n#qT`*YeTj#c
z?Asbh$?l%uuJ_LX1*V|>pskaQc%DtEVyN&()WAeCFInSdZ>Jkh8}R6R{aYwVlCGsd
z?iOL{{oCek%k7R~%Ow{78P9(;Yk%SW-{#U~0~a9oW6_o6ds$YZeq1(etX(`;aq3tx
z1CW9MezzXT-*>k=qaMzgSCVa6%hDfpb^qF_nrvx4<V4qo>m!7F>762dt%E_dZyKWf
zO%2#GxpP)DII5iMba<HKgTM;MxAIzEqr#C=2+8OMb)WC@@XJB-rBIeF2cgmgx8qNW
z&pq>nS4c6QP0Zs2(%eS~3ydpGXC;d8md1+S6MJB5Q?qy%bR-tES_-46ah|3{w}sIJ
zhrV!ax&JUy$9czPHZ1rgrfHY{ZI0#i9R$T;w13hd-<h&ds=ugtXi})A^RXGH#B+Lk
zZg`fbKz}}Dj%CR6Sj&T$sHEyy%<PK)i!Ee!q)L+yhvGtyi*{9gZ1X<ScD$+A{1t^p
z#S{KP76Oes7!+cc9Oa!5_fHm7c3XRc)1)0GzU)iF2O!+tuPG;q1pF7{=r5bK&K~Vf
zO{bU(HdjMPr1`re#%72aokxVnn9(u=?t9$&&fX-$c{`}<yp~bq^G*7n>{1FfgD45!
z`e8Umt@z5gE&GUuQk)u}GGEU>3qF0Y(nGFalhoNJ=r{;;rkWwFUld+QI3)s(4~ans
z)O%;t5DKKe5rVgIcC8d_Bdg|-`Aq5l^j!@f9D*^R7g>_@QwtIQtjuwF=A5L?)Q1J7
zPdq*@vsavs-IqMk%KI<)j6wTbF<J4nrZqi1|9Yp%y}MtV>N2Kdl&WutypW_~xm3he
zW0-6?Vq@*-R;JN5TU3nkK0eW;vRZEYhEM8I#AJ1mizRKmO5&E<2Q6W?E8lNbGrqR5
z>RcA&s4-8Rnryct+ctYQ=knky?{`MBB)444LxBQE2N%k>+~FAx8)2_w7JXTT@i0!*
z13MbCPr|op+X_%D-gH2w`!bNQ&V?o`#?CNx#BywPx)vr)kXnd?Gr9+c?G2s=AFF5T
z+#U|#PV$;Bz&B8&b#b|*Zgcm&M$?j1zNGkFhar#IL$WSUuHuqYiMny$CfbdC<MHA`
zEHH?yaqAuBwN*KBYlGzL;W@`@J`{<VYqCSp_RAt1QmrBa(LAkAu9#o8F~|~Nnb^rC
zh%i5omr=V$%d&G)GG8G)+&a>lRX*OyK0!qHeZ2e_)C`+HuJ1VIiK>)Z2M1TQSV`Vi
zUg#_A%q>7FqktnHq~{07+ZY9A^^w8tNI$kbYei+c-tG_J9&ODWQ^HfE8@f#=b%zsJ
z8(h?Nqq(D13DF@W1nf<kzTBz43V7qt8e$~dwC$=H$k&R)x7;}Fu0_&VPUF!6&bp#U
zGsptzK~5|R!9+Q2=WA4L5{cKwD`!DKOOv$A=hK8`an5zy>AKcS)mQ0TdrW>EYp@uT
z#T1uoHK-fmn-ZAVq7Zb*b;I97t+0%mjj)m3>v%+5n0DiuFAwV<v81fZFSd<IKhybr
z1>HiLL!BPf0m|ltk5yH;%nu7gi4dcpf@jCj-JD13A`F2y{T=w!Z<owJAX#z-QVR$}
z7KG_h-^qG6RkjP36hN3DkT}4|N#QWlxvk~M<Z<h(8;DN3m;9%(6UIC^lcau+)+J}J
zQhNA$P#;(`kgvvsc9fUbV&A`l(f`3=TLuiuF4x3aXT{5YK}wvMvaVR+NT-}sU>WnY
zB7S{~4Bv)E!Z9JSFYOsXO_#YzU~je$odKThcpbp{Fz65B&u346#f8Z9i-_OHkPh3V
zacsw$m$@nzdB+yJlyO9{moytKL))(XB;T?svOK}Yg+{ibpl6R3X8KxV$J01z?MTVS
z!Q-vQrTcB&!c^<nU@Q<es39@CsPmC`@;M(~lGB6xoxrazm#*?$o(hn;2g?F!hDx<i
z8%5)FIXMUAPRMju_Vqg&RA?Fn;e2}}$%u7HeD$0SRmhFz+y?xG&i1?YNUfom&=0C&
zFelsxYTZ(=8}bEBpici}0~9DdvV-~oI_E>4K8LmP5J%Mf__jbuIEHBnV$<F_;x`@g
z0X-(bBfsMGq}$fWwf%lkm51ey1DhA1=tQ5^vDpkEfI4LHN?E((XK&vej(}xh!Yc=Y
zlofovS}`=;K@z^dEovMVSdzzaZM)!_R2*jma16NDqY7)Mr;m~jwF_ImLC~}ifz%Sl
z@W;j3kT1gM&_reaTv5BJM24vyR)oCM)i8ecmb)yNqfWWTe?oVC^IXf3!z@QT7n%ph
zjix2L4&U~5kBoS}J>NDfk2xZdv2QeeMs@Nks0D=KbN3G39l#`=sDA$`T`*;!L2<Sm
zVtg9RL-1~09oB;9oHDP(qHry?y49Fh)cMkx$l2sVp5wjqW%(un3SQzR4~T^o1C6V<
zTR3T*=#+212@vc;=tYa<h33^n^!%LnWQ)K8EOBw<#<hDLstIW#=LE4jm$sQ>wB0GN
z37*qCtSa@}%5}MF*kbAs$v&a7=$0?rrLxVnq>PDq$<NnN$B{;xp6?rnEt9YQ;Id4s
z{xxAL`dLS<mpdeD)H!lx(Lrr@@$J+;L#HoQCjTVA_lKnW2OzI={cM-dM8?Vu#PC<w
zX!2arHi=$CuL@<u(R|-H^BH}?JJWKF+Ao!{RVrz<Za$ilgy>2Bv|HXE&R3UTHN455
zXI2rveUqA?NWB6r71IIKcG+pJ-$%_H0UNHSFI6Gbc2NnF#$N+`4JjSzWD`=YI?Y`N
z8hKi#Jugqt=wo3wZexhMKdWh<D_wq{WWj}9Ar`ypB)@I5Ps4k|A!Lz=hX)t6k-4VC
zn!1?D@?VzLMzkeHIh#o!I%wKR(C)Ix!Rct9f^EvY7lYz^#;O`ka~dCMuJ&0%$5-bI
zWuwUiwESETmI^{jXu3Xb&DC~?)3REO$#|!llyLEfiZl&x+j7q9L{PE0&?}1&#4I+Q
zKU>t^;Wko{p075e5P=<$Rj8<lG;{3dErre6TPxHougDiwF^E@zp<dX7$3g4t{1YD5
znqeoJZ%r|@v~2<C^oGt*vjX0R24BxQ>xQ%=!JnO)|IYvYEhlhrhc~AyMYDi6;c#iS
z*Dcbac%7+y44c*%=}Gs6IG|<HI=Fi$Ww)TIvm|FruvxcqXmotL)R~7N+8#ssg(67Q
zX+v+&wa+++P-4_o#4&IBIE+1X-p#%(V@GWC#`X7m3w#(8ss^OcYxy?@#bi$MeGm2G
z{qXwu6RUK|A3TW!-=IURsX|)3)W-4Y)Q*}QCoCw!WvQo2=c%p=V;Cm4-4FM2L}g-D
z482718;W?)B=B~Ac7{aXlxZ)%gXK*|6r5~{rXOS+Ea`H%Tw?aFI+#ShlPNA-e%m@`
zNX#a?KJYssMROeudN^8HL-2*XXVjb`f#0Kh9PQqhUnE=;lg-{R!XLmgqO0{EKRIE|
zpNpB5oO`{{!RRYxx<kYb6l#>VXKeYhdL<2Md~dh7C;KeA*Gt%r%(NH=X}{AUcF-W4
zwN-bsaPWJ7mc_uRH8p=_WlZBT5z|8wDke-UT2rBUA5nL3FT;H3xU20-OX!@(hyIi>
zX8(CbKdp*qPHJS_pHrCp8RMLLB=+YeiqegA+B1<n+pPS|+@qA+3vNsiRGKdvt|Vju
zc>%Y{+Scd=Ya&`GsJQ}5Ae+`7w+J_FIpMC;H|*Q(F|o8fJY|QW#r5SWyMA3r3(pyw
zQ?)B0x<5dAH`|<#HsTy5>HVbbtJ+(h6(g|pI3to(a;7H7ZciopKlXjpayBn>O_FL-
z#h%+Ruej%SDvyEGVs}TnT)FLN%Zo}nd)FS2guJOgbCkA5sEqE%S&VfhhjK@bsm16U
zTz&mM>nUkguA_y!-buy6O)n3oE6>2#lNi=ljjIby_wpyHwV!_?>6a#(mis-(>VN99
zhPD=BYC;|>g>?aEVmd9^zaWvi4zE6H<AFdq)~C(XyWHXpt58k|-Wr&(xu40I=Sy3*
zk($mc-$|mn(gGuXxxJp02LM9hZ;h?|t2oWy5OdKcLzuMfs39FQ$4AHeob0#AM-xM;
z%b3*cam2x;09X`CVR@wOzT-<zBb**K@o1mLETk~dO*RUsJtVXUhr+nHwotkm?cP<Z
zyIp!kjw!jZF<z5bs3CEj(;siu-U<S0Z)E_RSF)+H&vUg_0~{&}GDSi2RA%8em0015
zbS(*0%GR}ry3ZaiyLDfC$9w0kBdyt+X&?3qRM{R&_E8ES6i5O%&Yae)l=7eg2BY2H
zVmp!SU=CAh-Qezu)i#L`V#?>k0>uc4q+P%nW2i8pR{5D9Y4*n8f!?BCz_H#V94w+#
zH2)^wBb?7x1BOW1d8LuSv_USrm!B2B3Nc0XUgw>VrxKb>`J76hQfoRrz8-%kwso2*
zK(4N=G+N3=q>XA8EZ*5^(j-yQhY7EB4g&4N$Shq3J;{p)w{kg|s&&|hCS>ucFtn7K
zEvOc7BtGVGQR_@iS=SMSPs829XVmwZEf&~s8FTnAGbZ*q8s?E=tkm89R=^Jn^dq?v
z1&0zF=*1>c?e&i#FISlZr9UvulUAc*@GL3NL<s)&z<F4QwOP!fe)mFXljJFudA^6c
z_BWuSPJ)F9UE5~_8w>Tzce;&pt2XZ&%tLAAyG^8qUhTwbC-zH&?zveKp2d}w<5y8>
z<Pa<bEj}wb#Y!K#L=K5`Je!_Lb1v<2O_8aOnHN`Aat^nMFpEk>+*%Ry*hhODJXt>#
zwl2P|&AXZ%C5V^-`)P;i^fJ9|qasd1Wly<VrsoF&@Xo(Ikod2J{laxwu}(Y8o|{cK
zI{E2Zzvm@(?<ad)?_1I@bhRbCKMJ+DV=?NlGh7spS~%8nvTDOS8X~Ef!P4s?4?2pb
zA~E_p=m%-ac!erHXni>pl%&DtLrMS=RU3IXHPr(+(NceNBLC~w2Y<)^|IW@E(k~Ro
zyYJn2V}iTY>N@l4;FQC$5ndHvyfEcHekjHAF~!KDX>OD_5=M(*)CoA@=^ddX0%*<I
z_)A0HWX-c(ay7E_VNQ}}`yq$bi>F&5pEJr>G0ir{*N}pFQvx|IcS?uEf(aiA%bWWs
z_(;r!tT36^x|7#0SQFx_1t=<tOQ{bn!FtHuUrLw-eHIju!;?s_NjH1v$${{Ua+qwL
z8{?W2dEn@eCA-W#pHzvfqOg%RoLfVKFxIO@U?n^)9^QI<O1By0S!jyI_q3Y+0Atva
zUZ}s+iwAw`2{#@aJAF=3bgVY<*nGvv!`+-e!VaOR5V@6FF~DEVA+jzVMyRmf_q00d
zv}T(LbMzfJ0M3yw2E^vCz)R;=Z%3=df5o?;y=hz~_K@o9>ycOG(^bU?!RF`~iO)~d
zBxCAQ?ECM>C=cWZ_)P3&SQshGZAo6YsAE(THAW1>i?ZaZy!<Bh#n$lI6-;ofFb7!*
z*R6~COYh~b+0W#Co=Scw$mAkNqE!3#kuvX2kL%LT8!k`T`59_s9iy-1Cr=M3$ejbQ
zsc!2u9yhMbQPO`Z(AtH)wLxjmt@5*KwBPA=xhgpAuQ~VbjCd^wH2Dh{2P2d~rTV3X
zi`Qo6a*-3)70Z~<O+73L*Dp^5nvFx)rjlc9p5ur<ovr2ky2W{IJJqb0T>eEy*aDgR
zY4eHKS&n{<4Rtut>c<=hy$|Xu(e_1OfxS2eP;#fwW9Re-2q?^$H+m3EIWN}&@_Uq6
z#1!WqQ!S16LjSJtvt6R_Zk5lTJdWu4AD}z~;CoH{id<KNTS(4ey72?I99t|XsE!s#
zQb%G?fU5;&OaUG3bU}st-QoC1XOuL1#;aO!y~FmFO_FmfXaBMKb5EMIQA3U<{_c>(
z&@Ww)E8|tvtjkeHnBYgd+X<NyZX}Ftg4k2nBl&@YH7+)g)+xSIzw>jBdQ~y3FCwO1
z$yo~A5|5W`<Bp3%JNbKJrbeKvP5~Iz&!qgU<N#suQ7RE=0N<9#Xfw4~Vv)_D#Db<B
ziY9HHLdM1V<EW27D<=iaYLzu5Uf+NSs<P`GoiTa5I>I9`Akf9By_X{b^FP>9xa|KR
z{05El6R-5r)$@@$t~l~o3?iqn6F{EedF=zwjRd4X82&t0aQ1Ub9%bAv#*73GJD7k^
zE&gcc=;wU$^vdYz2M<nFFUjn&GHpi&^IP@b{}9zp%#8F%V*xtDchzdGuPv3qZ8;e4
zFn?n-Op{ff0KDMUgEcqPEz7YjdRkKRr@nMmcx!f|D1U(73BIl0G^s|bj-;vfaBO2s
zq|AL5Re#I)-YgJoMrmvb(d$#euw-3tvK}m1!G@wsok&%CScdR;Ru6gaBlti#YN=T_
zLQbdw{M<k139vuUP?J=+bGxDY%QwDL8qIRKacKk8K+!WusQI)jSfQrM!`~y-To_C{
zs(L_~9~LCMG|B$Na++k2uQOf_b*#uasl+@B!HZDaZHvuHwZ7Fw-XwRoZgK@)W^qnA
z6Rt~^+z-RA*y*HTH^#n(HI;Gl>Ej0jC8M2lveX{Elkp-nPWBV#_^7i4odXR(S89*W
z0Df+0wZ{8Bd1^^l^}tX)MXvSZe!P;U>ixK=ZX(-_MrzIB?ue3Ti{2NS%nc06Y;Cb~
zN`epFs38(+vzM47>=_g$lfx`sFe%h_%VM*Ry&uPLaS832O~joH%ZU-D=}*e?bh)-t
z-qivoWCTt-A1ku)ps=be96P|IqS4HR(u>d(`cEx61DKwl9Yni$^w?Z))tNl1zo9T%
zgOZSuq<!6*bD?2ev$Z9HFFMFDm`t~V>R=v-0<J`?V>8Fj*$6(|7c1hcd&avWUrl+C
zI#hEfecg^me&xZVt74x7UVqQ~%DNJnXJ6Daj$~9QtqgMt-}*}H=k|qoBxs=KTP~N4
zS-EQvID|YjsBonykBt>jU}0mVBwxbuju%kVv;Jhb+%9=kf1(|)x#E@|!D6^~dO`m=
zolJ}`S@J&I`(#I2O@8y)tod%vxSij@6t|g9%a@%S3BpIF^pVBVv;*7N<Y{vpyy}rm
z5q*K#TP-{`IJ=oPVq|H$Q?m92&YJ-@&0^WSQ^@-JW%<f0sG_T|6TGYrcdpCi!D5)%
zni09M3)2}^m5Phs#JjtCc(<8W5%f5Sl$<F7rfy`udny;uDp0jK9x{Tl`TgzY{9fwB
zX$hW;V_d?=eWOw%>s`lS2nAQhTL9)6{%D1z8uQCw4R40!dohRHF9E{L=997mNkg7D
z)2-BV2WSEV4J-VWQugxJSy!S)@M*WAeGjT>N-AWl-bV}R-u@aF@`78t041JbMV@|z
z(PHSG%Y#-WD^*#svI@#5`fL4sYgq4fa=t>s)C|tt=F3)-Q~wz@`wL-{|J$*DTiE3v
zPJ%n((zG3FI>X<-Yf=47mb#UxiI;d86NJ%_&VDsDkF6z`(Q5?{1EQ|>Z}47j1&uSv
z?*IZgBpTWY9?0qOCIVcY1;O>3X4PnUN&3h?K*0ZFAA}S0J42=Y`wRcJ5!pX(^)Fum
zF@Xl6OvJ_Hfep-;ku=~ZZqA{s>f)KI&>t|?G=9nF{S_hp-~ImoNm?{O3m3Gwr{NEf
z>Ft?4g@f#U<Ja|wjrpBZs&gH}N&A!YGRAT}He``--tLq#{|D%U)0*b*FPuZr{x|&2
zfFZOFyjq7foH$qt7QgTI?9Icx=Ybjo?|YYN5r(ZbU5+-StGK#Xg>dq5dqDEiZa{Ts
zH0P@KRRr6rHe4^HoISH~_Q4(hwc%H1;Ch@J40<3vaNl=Wa20*<g6f=gFo*Qc!=lz@
znLyL71==VahPzuvum1W0+O42TnG<DyE(j*IY&9cu5bEf#k-?T|NUx7L+y8)4|B+Gn
z+ZFvE3jb%X;EPIY6!|+r0Uc!jNmXUBk=b_Cs~ROhs>o*c!hVwScNfm{`TkLiSr~Q=
zCB9o8Y?o3y!dG89Da{ZCJA7-}v>5k<k|=dVo>U&|4ymctEkD(`S)$7lL7=75z5oeQ
z1T*lo%}eu2KE9tBy+x9NKj`-uqOdO6&;S6DmP&~O=&uipJ>Wm>0rw1Jrp80ZZySGd
zDA^*Q2q79C0*<tQRiVk2>+xLSVxEw7lL`nDQJ_%3kJN6fUI2iQ>R2n^fvN`o-(>u^
znG9*t|7|}0;(NfJb1bxYLm0l(e?X_7>oJs`73l+67gzyGdHk70`;UL?Ppsqb?}gE8
z2<=oDfNm0d0Eo0ai{uTof);Q-dF(NBMrSPzq5u#|swE7k*g(i?wM%bxBMvw*g@+~r
zxp@GL3+OMYHzNDjY?--rOpP8nOd^ThPB6OE)Q`JLm&!Mp07%{O=1(yg39VnGNC)m}
zuJQvk@NpI6{aW4Kst_f|d3;eS1G5Re(YGWJo9!{vomU5>0L0gr6#8uvva1giqdy0C
zjn)BKJxLYN*)j+s<&>h8;XsfWMGlnBAAl1FdrGnR^97dPwBo!$!7c5uzqPmEJZ_xS
z%OjMC3n}tc1#(X8fgGUc&;^}3x?Swbxy<ia#R!Ym@0-!#=1Nlgb-cr{#JoG6w(n6g
z0ZsL0-D>x0rtM}GGzwvq+u6#F%7fo+)LX}8k~kwB=p&Yl<?ZZV_T$6&uWoUa%o4;M
ziL+j^`(?)cXTkHZ6Pf@tz9~>yza6Pc*DXR`Ot`c#Z6KRx$P`U<*X%~-RM^--{vm+v
z`Ilc@vq&VeYF8gF>2aQs88Iub(r<Nq>V+l4vH99jW-Y>hA_|N4YF<OTIESMVGl124
z-NbN62C!D16P$LAy&;%#(S}J4FxR=pJF6A7Ub;%HOZSr_><wBE-OYoy9|6<{D+=qF
zO^lD?$eopoKCJ@|0RZ)>q3uxsdiF^y*BNc;z&9NJ3k$kPQ9}+=j2@^7G6n4qRHE`7
z1uFByep%8Gngc-)PdRXF$S<?P$Doz0y|270bi&d*K&WFrQ*q%XY@Sbo?3CFgoN##`
zdPyzqjcdD;nqv&8XLrVjzmGuQsPXCiH}dU0#ZKPzq~jT?_4d=`vigfmbs@1zxW*nu
zqkc$7F0LiV887Ou%bB;(aV$rR?Ty=a51#G%qOD67nI`dR&h0k3Bdq1K0tT-l0q-`=
zU7a{#st%kq5Rm)wuVw5fWbcqG2(oI+faHLoEC#=e>no2u>313_uRPVTJ=FdtV?si@
zl=6~kZr9}!5iVgv>(3U+!DyKTT<GY1=owQyklyqs&#r$wl>YgemSg37!uj4M%g}a@
zBiWLcwMzg;QZ(WlvAQ;pG5|DCf9q1e(+H?^xDTUmUmJCZqLV|eo~6=_N%q;|>y!bH
z2Y5Yu)+I3q;i>3WgzOpN&-Ak*01*GO<k7$3r}}XGo;W??V26D=m-E{d3N`~G3@X}Z
zKHR^fdKHTge-GXdkakTe!eXCaG{R93rKrB+&F-c0P|G$0A#g&6*>n;bSwl3EwX&}8
zRV4zCC)Lkw*5CGc&CoeE-*DYXaJXdkjqzBFQ_a1&JClQT`c%DlDQHb=L4v=iINwF-
zI!CHrToc2uocjq<T$&wn`g~odxNwA}yso(3k+AmQ?lF7#7CVV_C*|V|0`87R+Si8C
zjz-+4F%)P1HuVRLf6{9FuRgN>lX3rJ`)<JUA_qza+zHK9I)RkLj~i*(dUcUDd28C#
zPNPs}r$*M%r#BXP;#;obN+dqIJPwWy6|*y^^pOb2%qGD96r=Cru-=i~ERlLuJU{{Z
z8AxA2>>i=9fn8QxCT3dh%vDS7jXL@vzAW#pA!2f`E3^y^vvBi^<MwL+?~{ZCJ%HBf
ztVa%m><f{ytvR!8LuOy3=7)w%tHQX%g*EP7rP(k4(77>P%h+@x^i7OA!_v!WnoO7Y
zC~mJEVPXaQ^P9@fdfhseErF|{iErogd&GY9|8CP?Nu%%UkRa9L#NXpKEeL?B7>J>>
zW-}-&m}uJ%(Eh^Q4vHWa(2Da+O(U03pi@YD^9+&-7)qVe3#8^Ck-&2k6ELp}8lay!
zEeyE8v2r||7CMmzsCe&M6?2+EF@14?p?;SWmJMBAY4$b33cH#yTf+{Jtq{lzqqFa~
zU>fa6sB6)H{MuRZ)87(ZQgSV|PNpLzK0DP&-(}!4CkVl1`|5GE;o3HsoFCDejq75e
z=X39sBUsUPTU?jS0CVFt?8$(SNDw&Ycl4ycIPXM4$R9Cf<df7K19`z~8rASl;$U^v
zuyvuDgC$igNxR-@b(RA6?V24Lz_$tusNdzWL-WgCq&8+8{3Ybtni1YNPe|gZ!PJ99
zLZv+06koN9uFEb@e7lw9R;a$`CE$vmy;EX$r8}S#zgifv^-clb<Bds6f;w`z;3C0Q
zS6pY%o}S`B-<k+0A{$6n$+!L;y)QBhu%F8{(g4_7<qZzBycfEsW+irE!fKW=%qhU;
z9A4{W$G@n`rv*RE)S`K6B6w9l+R;al*8VQ2vja!!Puu|i$JyOr1cuzzL~PQNKzH`E
z6*Wuo@om(VDhGEMN%Rd``V|7I3L6vg`LsDMmxmmTM#1qzSu}jP%S40Q!l{A|iA!~L
z>&Gek60<H&^gQSH;^O`fX%x-y<d4VSxy~`%TD^AkP0=o+Ev;NKyvSv$4X0a%JO1)L
zu7FY%0u<X&Qtc3T?vw#jG)0tcgYUpC!dyu)R?Lh%Cy9$vkzM6i5bUJLQd~PICeBWz
z@x`lZ?uCXwZD8a2WstefhRdL9@x1}AWuWZE_%gUf?S3!T<91F_f7(;pu;Ep*R;5&A
z%z}Oy{AoW*$ce^coHgUrsevtY=&|f;<O*Gm)bE&go_>8%gnlQrAbP;~Ufp(zeeV4X
zNc-C2Gt@iPE*ln;a<pjcF4oi4&2dw$y!<evr>ks0auy?^QEWv1ukA$trqsayG&~Ko
kh5se`@&Dfg4dCOdfWt&25V9Gi2Vx7ddi~O*7(d4T7v>?i{r~^~

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-jurafsky-transformers/images/image-15-Transformer Architecture Diagram.jpg b/apps/api/app/data/demo_documents/stem-jurafsky-transformers/images/image-15-Transformer Architecture Diagram.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..4dd886ba0e9f146b28d84bc5f929acec56a831fe
GIT binary patch
literal 82154
zcmeFZcU)A<z9+hnB$APwg+`DlInyALWRoQ)B?+`7$*~b6CjkK^M-j<6gOa1<Aekm-
z8VL<F&GbI^oteG&z31FJZ)V<`KhEM)G|j52Rli^Ts($HP>vr~b1t58*sG<m9U;qFH
z`Ukk32jqdfI5@aC*mrSpaq;l(-XkC<B*4cfpdq_YOwK^d#K=HPPtOeEWoKsLW~Ha+
z5Pih`m|sXph>2ZXT1-HSS5Qdc_f9bI@bC!m38)DPsRbU;KM?qzzHYw(q<68fF!M1n
zSb#gE7?`9Ow_N}edYsr8f4hMH=fb#yiG_`Wdl&B>KDt6J32+Ak6Y~xhCN?$}7P_`S
z`aXa~icR)_Uk>NK)=OL#7jl8O@i}){pHzOQ&>lMm30k}f!n;RFMNLD?_K=<95vP!_
zh^Uyjg#1$lMI~jGXFAVy_4Ex4jV!IKZC=^h*}J;Adw6<z`vkuW2@MO6h)hWQkd&PA
z@l$GUUVg#n!Y@T%tEy{i>*^aCn>sqXx_f&2`Ul1*Ca0!nW`EAD!q(O|Hn+BScHt+#
zPS4IS5SLfK(}e+G{u^27-~UF~U+5x5({%^U4=mi@>B6|<i7uF=SlAEvameJfa9_II
zXAyXNm;6b5PUUwzRzdA!3X3;m_b5R^t8DP!N&6dR|24vb{$Ek{-wFF4bj<+-m>B5E
z!z2a3z(v&FyuV1t=GCDbMQx3m&^U?uq^2r8kryyc0$&PLd^*!`3sg9a+yZn(Ql7T}
z=vP<!`MsuFU`)-p;uiQ4cQc0kf|+#-yxWt#1u|#a5j>5zz?vJh!#x{10$D~<F5Cj}
zrtR%)B3IP?QcRSu*)6bAw{;7|jNJlw({FD9>2m0?vFk0+vzM0}C_aKvuOYrX@Vy0s
z=Ce?uN=SAiT;zG{E%5zsgD8uQ1h&Ad5~JX)+9MRcBNVa7bev(!^lR?o7Qn6tBORM0
zI55-yHJ*R*=U?*kul4n>{pVl%;lK37|2O(n<N{V7bh`6Sbgt9*nZC11$<`C4vU_eT
zV`dE33b#PNVh!4ourj|Ac*cRb4Q4?9M+(k&6I9lIs-w3L-etW7+@PEt@MUD;2-z(#
z%ei+8C<r@tqH@6(N+;R4V+!Pe*8dH~U@j}lPck=|Ho38IuIWt0ksN&UD;<^8YY$~W
z;uo$f_`3#lA{-pjF5AYgMsW+Y%tUVi{Cb0__I0CUoMOMQ{E=p+a9uRLjCm+B;+WKS
zq>q>7Zxa^Mj5em7yR`DRK=vqZ)!&-k4eOCM&QR)^_TYeqjyVtB0)Dx-fP^_h+h=iE
zqP)xBW>5M#F3RBn>N&>V$p`^no1M1snFkP1n*@$(5w@RgfD<L+ohF<Mqa4g!sP+$5
zgHYCor6mjPZ>(eFZh>CB8;H^J3OF!_I#Hu3Ye}`9=?ae=W4s?u{5}5Wh<tnNX1>d5
z-M%D?yoHcy2`-Gb*W3r851z9kxQ@?dG8wg@bIoXLOSD)E2|A{SdUkpg-fViH9Ap7R
z{fYo|-KrL;dkY{^;{!OoXhs+xRw51JHXmtpEMt=10xZK}D`7}`5ro=`615C%4HBPt
z-S*Btm{f{Jyu+(d8TY2S#(Y!3ZXOZ$q`CKJZK=fT)04ya_V_YAr=VMa_%pQ(ldepW
ztH3S5UNRULD1(zGV?s3wosrCio-*5FP9!{y_f*^+@Ga^q)Q<!2|H_r!RO9NR9sZED
z^oz6-&CIV^)1PjEdxgEJPRO7DwxtFpciyLIN+_Am(`;g^+!m*P#8%Et|7nanRkkE~
zJR*E#PdR|wYZ)!i@lmUb%gHjx^R#om?N0P$W)oZIwzNM(T&xtIkR3vXMbzJ!%qIw*
zsV$drHIGZF=Ir%1t4!^ed-WUG=)F8MSq~7xC{`fX#Q2{qxPw_W=Ex5ajcXkAF!DgT
zadUjAXTpUy!7OOAJV8sANe*#@QrU`t?o+tm0=cR6FK+=Yrt7>*J*wDSU_H|-1@&Fu
z{OVD$2h$mP7Mj3GfJ`Ju_MQJ<3Rf!pRh*Rc%9mUR`_o?TZy&Q`@cWq=oN+aZzGV|7
zN5Vr9?Xax-m2uxt_Zl0b(|I<wCBgJ0**9i!2w9nji26;qMl?>E{fz^+#M*T}?-V$~
z9yl$9^aRizAHOVyc<B9TwXl;*L?LLL#v2&q*UsO)y5<Y3$<Q!r0=rno4eDJv8{Yy9
zr3_Rn=0R>5<t}zIg^#!V*Yl&%tZ88SD7?ILrI(feecf(aWZL-_c(cS717+sG><6zt
zK#agNE^!bZgHP%m6BaQx`6k8LZvpy(TOdSrO&Xd-fk5rVx82lc9)z9gGF=S&@{nU}
z`j~%n!n9lc?L5UOI1bj-@N#5KByzuI1Q+3?_<f>=N8)FgQtTqy*IG6h*)x9rpUMZ0
zdhu!ut_kk7j#6a{JL2<O!?3Z+c$0_a$M?TqjBMF0JB+`=<(!_N)bw}01jkeC3Tfg-
zGhzGb9TyI-9#K84ex1Qnj`~F`*Y3;|e9sL^D?CEfSK+nwy*^oLWzndJzw(^$JCc5;
zYQid3JkNGR!E5$qQm7mwEKt0i$nVK<ePmEsQi*ZP!7adh!o+KSy-}gD8n2kNh7Tzx
z-({q3n|CNS5<$FA=NSSy>T76YbP{zjE{Yv7A%%_~)%ebgozWS8?$^nglT4P`{;C-u
z8BqHRRRDo~JPUW6W+IU^B;h{fJ;*oA)0Iq_p#~ijabO<!a1F~)`Kilr*O~Gezng<p
z^1&Y{G---k_pP?-!|APvRsYN4Oq>F?ZNKE0&N?TEx&;(f6qx?Jx&mc_|A9^_;rj<l
z4Dct{lEwbtQuL`&0+VOH{Rc?4T;2lgme5D;_-XOjb?_<8z~P6)Sa0Kefc@<<$!mES
z(+wa*jHFRPd(vM}qlmCuK$Z~m7QoSl!oLFhw*RF%Ix6sY2PNIPUQsIkOgb5=#!O<W
z*wYf>>(rNlTXw+ObW;<+@ip~xk#+7)3T<qjbMkrePMZo-Hq+!eW~1;xCk#wuKNeNW
z)!}h|u8#S1uJj^_JJRPqEtkX9{Z!!Kzcz}$P*X%y1i!~@+9I4gM3qQyl!xQ=!bs}X
zo-9KWMcC>Hxe+3Q*MdaD`io&h>|xJ31~-AvE3BaWH`LAwj{kn~7|w;h&D*^Yxu8u>
zdF3tK=9khCV)EH%jWu#CH;`0U>&cgU*)M>{KtXOK!0~(e+7z2-m%lSZ8-m=yE^VSp
z)|cX-=>HBQriHkaF2$@4(n(U$<v5rf<R$A$(+$QLzZy*+#dT0{S%P-OUEw0on+v8R
z7%|28=dXZ=kUql}QW>r6p&{+ZB5UY~h}K`eYvNk|gKoV3-s|t(uofbkuI3Hu$B;Vt
zWuM&Lp3Rwbf-@Z6bRsZcP`q~2qhE{M`vT-fa{TiW|3QM{<$J}uWnACJWwO3NjOY)$
z=0-M^&;cNfTY&XfNuf@%OO)})ALXDm$~LZyT8fQ1ikm)oi%(60=uctEh|<yfz0~tJ
zT)tX-#eT{aReDaW8t+CpaASHuL*a8h)CC-iymhxg@P)l=Cv72-Rc&h<s@<dTm4dKU
zOh&w^D&LZ(H~H?KWYB-2i2hHmSemQpa>}sJt*6uVDID)G8PahKiPXikhTmYqHY1(X
z-j5*_&MPus24C}Bg!~Y7*o(d>L$w_8U5eqyT?6H)m~5gMr76qln!fVfy5@Qn!SKUX
ze&xq51DOg+WqZ?R4Ar5#$UfFon56s3jLXs%KEkF!jTw;$BS=jy#*J`vGnK$^<SB93
zhdnWV`Q01;j=F~ZR*O8$ckl>k@j=G>H$R1wQ_gsjmQl*a5`TI-!CH|`?3CMb(GkGb
z3SVmW{5ro}8yium{8AOjR+F@p+~^x9li=7}YG_9oXzm^PLfzqaoQMY!B@7LWf2KUu
z71R5$FF9x_HbRbZIH@1Y7b~Rzlji#FP_V3I?OkN5Vdu#lE<hF)w5oA)id$~9Jh5zY
zJksSL`m`C2Jzf6ttI_a7-Z9K>ke9f2wzKPapfp+JrVNX{XDT>QI740|{kta?U2eQA
zoBE0*+#~~)wdT*)5!P*foIEU(huzSereVuUSrX`I`wf$M4J_g+%UG!3ZB_{5BSnOD
zr&4CE9z3<1o~w)GU5|&6dDFa3(e$a4(fT1i3|2QM^U5=wtTFJ@^0X|pHRiEu3<6y%
ztY5zw>I$wQmXl=+E`x|<GLAXcLSV4zpQ8Pho+5&=xNG{%pB#DCJ_%MS5H+5%3a<q`
zm=<<fX=m^<Hfb{6Yvo-M4Lw#Q876o~v4Be#rp~3lrwacZwXy-{^s2IRDs|A?R1?qE
zsQTEk-h(6REVh^qmt`#0t))Y_wTkSbwmjn<?yEi=ORQB?$6Ylc4tL+ncsBU7P3BSE
z@pPECEic;#<t)3TS#<an^BZo0cnKj_m#0r`)Y|Za+Q!;6d>*NOh_?%I$^&9LD@L5v
z`0w3-&*rBua>aHYO)+&xESqe}(w(>vg6PO{*D@m`$h3r1ka?|He!^2-fd;w6#JQFc
z+2dOvTBCCqY)}V(eSYCQn_oB0g=I6VSd^rQWtD)-lli%}CX3d5uZ{WmX{GXunyJ^k
zHjVWFiIps_wqPgbQlJF?S}FZbf<5NJ!@Flp`_o;9G9Cx5f){UmrU&fn1nkG{RNsVN
ziM<=al?=KcxcuA9`<<&+RMblGUX0AjckWC+FVmpl4|cLI`wqDjJC&xwdW}!~6y7{B
z=yqP~i@S)YQGX!ioHvP{?fCpXy{6GtkzB2F$-<hHA+>giKy_&)*3_|bwsyqZBHJZ$
zIN|z??F<);MrdBeChn2rM-wvgH{_1e{UvEmO!9dUBa>tqsjM!oMU#B0I!}?b$MkDM
z(eLP-p<zN8hvfQE_KYl()^OfRNV(VeuZ|hbg(|xWI%{J)7AE(>s`r;i30%`ccziaa
z+*Xsk4!n+Y%+{I1)#PE<1I}X7wwQ{4*^3CwsTYSWS2BDK7Y8(OGF(8862;uF<&fQc
z?@F>KTA1?YjG2}5s>1>BB34!rD66L!@#~Mac#RP8C6!S7)hXK6kR`{+Q}C{xOhlNk
zsg;y-XZ_4%t$%!A!=}9<PR&roe>qwAMh&JBJyTs$1+_u=%o>O2Juri*t1I~tf$ssY
zqGcX$OWf&&6f7F=8s#l;Kg6=o<8LM~3<Kgcj80wp%6SlDg$DBo0ld|!`bf(n<ISfL
zy0HdZ@3|(G7MY#_YXKZzG_Y&0TwGszLtLGhcVizajI0lVY4`VH5rybj|DN_OP?o%W
zrN!VOgwf*#SD4OO<&iOSC=>o*mslOXmY{$;>8LAqUiPEmh!)z{y;6RSpLIjZ<6hm7
zLU|&`JfK`ajTw9Qdo~^yS63!;)p6Zh_Y!-8j-|ynx{8MVD;yW>kuVv0`zl)rXgE^3
z#6+@x^>RrLRGKiok6&zs0)PC{Lb__}XS_04s?=2^bPLSu_iB;~l{Ay^pM3kiVwvtc
zdPf6J*CXMP+H_vH;>0D#ELr0jInhnCJ@oPBu{7K)vCw?pzR963$BzAzgDdSIolg-B
z#a5;uTmuP8p2;LQjt0*eg>+E!mg%6R_eYPrmvh8MFfZYzGhsFFMx`VRcSsxKU#}>8
zX2HI#kK#%fanvB1vxkWXF6OK!MX6E3F?m)a4ZO=49`3ym=!vc$+Wt2)3PX*R^#tDI
z$PK&)ktkn!A@e!IOdsyM`nh`TI)hh@bF+igHi0|KK7K|ryho(iM-%reW_<j3>W@h0
zp}bv)Xs6HXIdG`ku*hnjU8#d*$eh5lWL;p5ncii`%nlA&)oWZE4j8xvRGTMqBJrKr
zLMCHN)L~w8F}*?<d#B^ug#^3AIl?$uj_0Wkr8Oa{o%a;GeaHZM{dm7;2$gcL!5%oo
z$bBh|qDr3L+7T3Q&Z#2BNxD28D4qHTc_$KtaYh`pNLsQFJ9w7ObxZl@%Qc>7z0O7H
z{+wYz8!Tr_=s-<n=sa4K6PjrOj&c$B^F)LtEG6s=E)=Xb`F+B1v~sr0JEn5fCxC*t
z0JOx4=q=o-RAsIhb%<FURb&<#>3DSZ?Rz#sGCV81CJWmu&$#ZSd}E@vKli5_P0)NO
zCVow{CHO}xSatHjR85+i;=(4~N4@7VLxLvkZ-o%<ro=rG{vC&*TZXL>z11)D^gEBp
z>cawPA$2}c&;l<Dm27Lr6|3IMOl-ic75<~NXk@L~7dw<eQoh<P@&MEO^V&=H^fe%O
ze!Llqzo6#5D$TM9Q%taX4fAGbswT%uG;?1)pj2aD;VpM{Bc6Ac<ciu0l~!>Fy+UC|
zo)Y6i`;u~Qfth#UD<GQy8u=BsGe&#cMLH|R9W%DFFX53M;~AP)aATB;XE=Bd%_$p-
z+0p;h<2UnM6VK{wV>LBn_E`Ga?}$Jlm>!|blYH3pn<{JC6jTQdcuCba4D*OE&S**?
z<L(cv_OIv>sl25!2F=nFVh+a7{6$xnQluaerx&s7SL^BZzizmcz5~1W?VGNPaL!js
z40l=0a4*lxstg`v;sn_yD1UUYU6j+7zAKb`er)ulVqTt}pKnolk~1!wBHekRmOOEc
zuh*$>Kuq1}tKD|;5=8Z;hcXUQpa6@pfT+$SUp;BJdl$=k+RHRKBL|8gcK}6GkWku4
z0}Ojn$1{vzIRC}7G+p?Qx4db-uT$R8m{G|}h3(2QxID|SeUkR3Y6@jF-lY@raDCD}
zW##A8{DQovW8(ZkRmU3V_M5xsUwyjI&O)kGUVfIz;SwQ$aH!=myn!ShkHiS^fIB@X
zQ$*FP6&Po<Fw^NXSM=Qpilq35X$F*YKCIDTS?PV)?WvLe331FIEYged30SYKSGD#2
z5$|7OhExry^@UdT@nj7K(ubJP`}@x1&)f$ilLnox;Na<I`)C$BHBo=V%zM0?cFor#
zr|3o96g&DK7}J;=BY%#=C>>DU0&KJssPFO6?S77I;%p?^ssE1>sKxlb&=U<Q)mz|2
zarq7TR5S5a_${!=G!V%2_t=ohS1+5h01j1{B~SZo)^C&+(!E1VOdc-LmW=3NgZpz$
z+zewc-ySp4mdO{#4dYI3#q(i}kz6~BqP6jtFHeGKTt`af*gMtaT0nJtz7W^13%l@L
z&tHA_de$Fve+Ag7scCMwCOEQ*WG*^VrkAAZ;JjfxHLA{;ip36s0wwUcroF%bm!s&b
zX|?3wHK)5#rGlN1yd^t<p<hO|`*HNi%|D*K&kohpVAvb`l1;?W@}N}JbCoV_Set7;
z=ApMuYo<xDvZ-<hz#phC-g~E}7EH9bgt&e(lb3)2d5PVnoyWhV8i+F%Z5jJU!EI6#
zmkw@@Qt@a<@21Pwk4tdJ+8#g{DZ)Cd7Hs<qM;zl-ii%aXgg^vweAG)y3@&Ez(84+U
zWI=;v<AUyz!8+x1YXcwJOtEQ>X(7!o*_>}@?*Z$jQcOHyF>a;mQ>(NNq3_)`Vm@Ae
zTDU9L!~b><p^HC4gh-Qxs~41d>0e9iE<c~U(9{1hc95hfn#UonqzP%u4U`&i3Ts-*
zS<NEv|FUG*599GCHRv&X@m7aUlb%eL0j{w07LMK$J3BjOsAxH7Tb?XAXwhnj=l0ws
zU8Cz;6YutMAjjCE4GVT3X6lyks9yadG(TJFHZ?IluNnWoi~M-|8>5C#DQ>Wz`NMLU
zZ>gdwr}@F6Xg?2rQ#k0JuI3#)uHZrU^Kwn}P})Z15Q&9e+DruUG9e(A1>+cn{P!yN
zNP|Qy31s_lcT#66j_Fg?8&}0&e-59uP1c!L*(3wSXDAH;)O!iu48Ak23V?SWQfex#
zQ_wCKHuwWdatqkwEM5DRKNgWW^nBsgBfV#{*V(ksM3&g)W7XvP)5NIP&YPm&g(bHQ
zW;u74ow1>8AQJf1AHc9=f`A%VC!F8q;}x!-Dq)Y~W^qcfIhIB3U=f@h=^d1!9@u-H
zYwcF;NLVMe<f=w+gS<gam<ZXIAv(*gp5&UiS<7~9(r?f3sdb*t2n`k)t~#jvG^21@
zvA!qIaj;a6BwlTlVqc}>VT6P<B$IS6V&ErRba6<BI&<Zq)$H%8_76oI9gihIO2Ijp
zPX7(8ppTT1J6=kb>k~mQ#ye#T#@+4?JT2Rx(C3d>L>09k%OSaf$B%@M?if9c^3OBh
zGt#X%*>^f!CmTT9iEL5K8%lJca)4VlUK`KP{5GtH$z<K2qi6AarPhw)tVCe?H8{nq
z)#P}Yw3Thg@-XCY?kcpX{rDf3M6yU6>^Ekh)RAt9*47_+`3S_ULPguhR9}2=Lv^{A
z%gZ~aI(`a4cMX?2+Bjo5X4qnrzi}{J9dlr`lh+VxbOn%y4yx2$D|9T&KhogWS=UK;
z({=AaNzTL*$ql*%ax}WL5S&i%JQO7vbhHpQf}{{djAFobP%6`TM?7eVMt}HTRT*LS
zw4Zy?Z0&iHO#JHJqiJ*~n(I93C&>mTGrI+5KW>67ta$)fYk~BJ`;lvC90Up80<YQ1
zdMc2HtLJdaXr7gZYo4=~es^ovde0;Q`XbhbUE)gN7~+^S2z7T`^U8sPlO}NV`5SL`
z;!T0IIB-Q8FG~;YHl^J)r`;jh5iHR`#NPkBl)Y=Ar^kmNh`!P{h2#G=6Big7vq~qD
z@am`IAbmfnGH_WjBufJj_cZ!b8uM^<RYNX(l;YftPfF<teG99jtSl40Nc#A56+4BG
zvgV40v^=NzLC(Na)l0LM>6J~uK&1sQ53Bj&w#c{oRPTI@09)<Na^kMKIQ!&G{?3G{
z$xhubb0h!Qoi#$9_K%>Gw5CIPdY{ORTVVAi`^~)oZZyn92O9GL5oBP&bl0m)h4@~f
z8VBBm%?sSg(K~x4NZsRX28E<c@Fh+&?RtxN-fq3o%}Au5Jb}kd)%SB_Rq6$?nqZH$
z#xR0?XBB#9Z1<Xfmb1d>LEHinejp7Egt9~XDGj!VZX7J;4w!6P&~8}Lc)-xQzCkWI
z^!bavwQbp}=*aKE-AfO~VaBG=4%&?FaRR!G2ijf_Zvopo1N~Wt@v@XCke#MI3Yf~x
z)P46IuQAd_>|{M|Q|HPOUQ+%pS=3?mQ;Wh^*P^{d|F3#Ij{_a#PQQ(;8D#P_Fg{LR
z<UQ43nxD;{mrkm!0(oMJU-n$>WW&GJ*2gXpV|jfQ%he2zdht;g6ChsF!~zq5C%w{8
zofqaq`dn+!uz&}XNOwUy65@RZr~O-Cu6#3hpTC~njyXM00@J9C5q{6hh(XCS)K8yf
z*`C<FNlixR-gpHD?veNw;FE}sW*uks-vUowMS+hoz=#dN3|?bL+}Y~EG0FKbL*Q%d
zw+G*f8HvzY7cTi*p!_cM6vO04BdmA2hU<o>g%vg%vOtXY-fr9D5bG7=D`~qcrKn|<
zv67mN<FF`e$_mhfADO`(Q<!4E#CBw<WVoRHyfZfk-<V7XO_Q8;jQ0X0TWaDo$F0X&
z#GNEeR0!uEHMCm2=!=e2eo7$lMn#N)tM$JePbQM@oc7f8TI&)en^&VJOFCKi>eIhs
z3~iD&WK^TQ5}V4HTkQB6o#2rP6o1gu%+H}>yg>eDH>MdJ<hu;#_hZAFULv2!$z+dw
z9z}pQAaxQaY3Fhy8<dhcrK1XolsV4D@k+|#y6Jo?9r)`gt$$lGoF$fW+)3Tr&i$Mr
zjDOjj_$;At*s*L?fm|;%=kEr@A3p!DPaw5yt$BvGR|L>4DbO7>PJT4(-K%XxBgFhd
znZnDTdKyetSLiaR(qouCfX}Gb!imzG(#_Z^Nq02)Rk0r|8PbHVy<c#qs@(Rstzekx
zFuxD&&^rF5(U7cm;gPqWLjSAvF^0^BM^@L2lNsBw;)up^TPWIfihMoCqfH*aZ-QkD
z(pL0z+zOIg@i;BlLu1Jb(b%@^;kcVyz#Lv^gVRb8kH)U4qjRBhX-wCs_BACWn*{C+
z&THt=6*`PdUqa}^#fl=!z(fU$fG=*KJ#mO<Zp2pvv*?`8*)2dTZa{ms0wr%_>CZ))
zjk46I+)ycSUOa2>vWCeWh4=O5JZw$*WAipkc>6o%L>ODHDy&$wv&^I=(G=vR>M%SS
zv&D?LD@Jbk_AF9jkhU+Hh8jl?mpOPT!z3l-OpWWw@sF$mGq2>1bBNeeur1MjpK|=3
zwJ~Rj^HQgOH>6X&Ka;_9{9&8vlm?w9ZQnx)y{Qo1F8K=`;MGT?;B7(6TL3zPwB2|C
z88iHIBWQ<CHgwdc7lmH4h_QihGr3iNZu1x3<|Vx?SFrkXtG{rX3)3vJ@2}1N$gEhs
z{~h!5zs?MA^8-9szgwxO%Gm2d{zVP3miP}R#Wa^-(Jd5)S<$M42Ok;2Ty6U0H{%9M
zMJ*)XSjzDWrB!pVpZnPUp%ZcB3Y@3*dPK-0e)ehJV@1+fPh3!R(Z0CPc~+PVaoTqo
z8q|Ql@wMXpN2!!2QtjN2Y0O)G()1(Mm?f_MU<v)vD*9jfTgK!DjXYS-GlI?v@ZHd`
zkq3-HPqa$G`!rOj=!8h%iufP+FcmHT!0Y*fajK;NkpI1C3u0>z$pTi1bDyxgL^VsM
ze<=y6U6_dw6mBa3Du39%{$uZ%f`H0nhL1(gg}jt>o;jwITqcZx<Bt7*z==D~0+6t&
z7AF^PKesG=WB;lnF-WwH&;>)>B>e0P(zJMS_o~K>Vr-oY)DFMkyan!D(46+NA2aOb
zjn|Y4b~FjHNI7@X9%aJx@YCIG*t1c(Mhd2fbm>Fp#7DyVRE%uXuNqUnL{fH?kH*LK
z-5WxLtoUQ9AzaE#j1BAO9@KIt2$d-_$Nucy(b`>RlH#)VaB!RVy)n{sX_{juxxpvV
zSm8f1>5Xg?l!x)%+x3wOpqk3@9rTE>vc`JE8l<3_K5Od^C1_z<y-{85iSTwWj9^c=
zV~U)ikqqCaV<;{`FAv;Krc->Tiz^KjXG_?3b86P(`ry+=GADxFdNLzL-2w$b#GoFy
zf%u}RZt8FD8TIa<$Quh6d>GN2+FjyM@HQp*=rjwd%XA!wutdGJM6Y0UVzFBvjr8rf
z1<+ZX994rGa7P@%{CxTJ5rnA_p*1YCnzQ|v`dWYP&HENW@?AS!k=MpeAUV*E>n-4b
z*80hnSI`jpi9_1IKHb|q4k?&7i!?Y^h-v+(3i;$B;2rJhx8lyudR(gUKc1~m0gDUo
zhY{0zId$Q!-sn-ErtpAx7=KF-dhF|#muhNY>syXwmZ3)P;s)sLY#a)I4(-5Pjl05*
zyS_n3>?q8jXowDK9u>l4d5Xq^fLEdO(9wdDfUH#|q3h7F>_695`g32pTWIs8{h)nY
zdm5~9oc9Ngx@t7o`r!V#_P?I|FK+)k2@8GIn}xqU#}~w1R<j3Yv6)N|apIrnwEVD!
zg$`%EmZB)xwykHRnP$VZwR8}tcDnh1V)lphqu75>Aiulr)VtCx537|lWN9%@IQhIH
zt7PH~MrUH1s&2CVWU6{`it_E7yqGaqdrEK{X>gfj?TY&G<txyMqL}Wfm2vlG*Oy;0
z>j@qwFuguyKaq~{5bj(4X=_e$diMw&pm?=%lX=LR5OXulpwu808TDP}L1Tm6DUV5f
z(a(g&fGQ4@mCpqhZ7HZMaDO{D^8J6PW?)kKFa}E$*&<(u5k+@x%+x-yE8AIDz^mk_
z9#R2J{;g7vvktGXGaXADaO=WQ;bPVBGqyTWJ^gT$7X3<zBate>E9!25GSO?MbLrtk
z$(dvhjNu`&#>t&9E|D$o?R%4l`Y(49Z-Kp~X(_wa(mVS`yG@Hp1>b2-@;^9YPR8cJ
z%jk51jS(&-whpggkQ-z5Nxp>P(;KySRlssrT%gx!;m*jz(l3aFy-o?D_Z4*gEUlC7
z5kH5jI657oA9WBv`KF1Rqf%~1YG|}1Q(#+H|C$UhI?pQq<W6Q-PRX?s148}SlnzR=
zQ^uq3*JZ+Sx3R}{;Z;L9Lq#nbthQ<%%zdc)us*TNLR9O5=C=eZV*7&@og6!DG!W;x
zL!r^7jbwUuIJP7?Mc=lwH#x@qHi~1kMGk9XN20WJ-5FZSuS_)ZWta0^J4p)@)_YJU
zXhOFT=)FE$XIwu=LQ=1VDBG#dHtIuI4E-b+y6njXz28}_wQ&-M81aQ329V8va^T*K
zb^EX^6`r3=;M$P+k-E14aBE|OV{c}l^^B3BDox$w;nJfYqx0_-4PKmYwc0^s_>Pal
z3S$Y)4XdkD<&t6zWi6y#CW(Dc_y`7tnw&bF_%mQ?M!S+80iQ|e*?08)1npoMN+xit
zbG-oS#*A9=mkkmXNuTeEDRczgao9nO;#M1@BfCxv-7S^F1d%kLm|!l<(IAP)HTSIW
zCY!jmQm}05wT7~Fq`W(KVu&q0prs+@IO6lFV-P<^uybbG)!eS0zZc4voaz<}H(n32
zzz&q6hmRN)z!+o(%%j_=f4x3f9<FY(6Mb6f4ZO${X9<*8gmh;z9k2DI_LSRMoe<=z
zG7~73NvthZ`PspeCs2$_UcquL^&h{;6Kp>Xmvh(I_et$K<|)X`S<|3h*mdrfDP_!A
ze=87bRX-<!J)$6W1BskY;L;#Ms#T5$#XO`Nw8XMQm9nw<b(?jjJ9A*p9|~uHH7Hg5
zeF^THzJH%rLC9s98~gd|-aq2zFSN>`TNH$8Y0%`~x4#Pc+Lq$+?qi;;j2A2JVf@}C
zN;qpZO@n+_Vk?Ths`|Kl=%8qj@cY!e(#LWgyyPVJoius^r5zodRO@T&n$omtRee9>
zVSU!BdZH++GrE4SFdxy|nR;-VY-Cnz?deL*mK&+5j;k%L)KJct_S6>nD9?`S!pPwu
z&#P2tU}D`fltO%wgd5`<2+h|+DbtsBmTT=8gLV+Y=9?-5PX%i8!~rlLL+cmJx@lo!
zwfoN+Cixs6)Q7VDxJ>8Vs^~uxqX=7xqy6bs-BD>@?)r+ML#gS6V*|_h#HE=%7RS4E
z*k*|?gZ4xm7HcrX>(Q4JDl4`!6RAQ#g2X-UI~k{w9GrKX%#V4J95(#=khNaD24m01
zJjPG3bUBSd(6q9tiRNa~_0Di?!x@sxr==HGmsVhhBCKkfI4C`+#fJ>Kd=_rPcDU{x
zXxP0wLa`Ik&{GgfhY2<U-2VW{V&eU?0s9va7~qe))_%#J$%e)(>&~De?H9vto<a}f
zHVn)pZ-E4FnE5rfDRldD=`3_o3AK%S4*b#R=Cp4=!EHl3J>KBc`z9&hZ-GlTAEp~u
z=neJMjJ@r+oql+vVJa?$Y(Kjltfl!IBX?S-%-sngU$nF1Rk3Ky%Js1(g2vmzOUh>y
z*AAvZ0@3p+C`-(?&2nnV6iM1@c;D@GFF5W~ptyxE5rl{-JT<8<1Lih$YRf!TLrv)!
zNf!hEtwf;VwUygxi4!TrQz9jTo43|qwEHo_2qIWDH;tF;>e3SQ(4f!xu^3IShR>G8
z#D<ELyIrA|xn4z>&UkzYbHd`!^|`y^Qt#K(57>n;el8%Nz<H7r9bl5>1aeei1^g)w
zk3>0RWyxOm@S|hfS9(kBu$w1LByy`qggY+w5_#XxKc#xNd~tyNz_7poCC=)3#t7~0
zl?Q`g)KxX4{@Sk_JokdxBr<<i92JZYzI;ym!6z$3Dqx8%PN{85Xz@vhBqXFVYA6+t
z<k-WVQ>g$jm<V9DuYySQ#24E>vi2_6DfN9gAG7laH>QxuE!uVR4ZqP^_hA4n+D0`#
zXInleuJcbDS`+)RID6w_qW;O{3nC4s5n<*a;xDy;@alBH9>wR-Uca;AKd!DW%^5#)
zw7d$+Bnj@6n1^W2(ivJpL`Xl61<hZPzWqj@7zrGfBMnOjQWe^Qv+<jUpNu&!sci7i
z&ldr!>5uyRx5bY%ZBf$c&<;5#n1c+D%#nPAO@qiU@5+|f`9X!iR%~dagOTyPn!IfN
zOsV_%@!U3?FX=OPo~Rg5vSdg&k&V_}(>6(~Yel=60%Iko4DyQg({9_tVRN~D44*b;
z6Kj%tv9?lyUEVfkMAKkrl~*eC?l&Pzsx(^sg#}L1ljgF87x4Guz_niMQOr?3s&C>{
znp1KSqE%%)9jStBD9vT|`!NeTaRz9F`w&sxJ_}g{d~PZ&?8QdAqz32|IQu)EubgEx
z)4#1&;R2q*`Uc0txl3NIU9>;K{EKZ*Y~LIGs8f_@tBK4mPEsUz9;8$Y_%Ma~>H2?x
zP^A(zfBu|NV$@T;A89V|2*!>vRzYlbS9oeB)ek%_^b#i7s`2!=U^B%c8Ag5Nl>bpx
z@_quPI5jd4Gt20-3E)gFFH*>}y+}>pJ)p?v6Z}e$K>q4Z*%XgynZ8mBMAD$_@F~y6
z{D5;+y8pO8@iSoc^oY)@ZFfRr8g!h0-?qNw<2B*WR2ayzvnu3!ud{?+Y~>oEE>cZ2
z%#SZ$9_kAr8}yW(L_L3ub6xxmRC!9VMWtm#{lEza;nX!p9GUu*$B96o_jPG}`_O`4
zYle?yt^4QAi*K2d)9%vps%<UfXCFc}Y7M^GoLDQ&4Gf3_=Rz13=5%|sp>JV?QnpbJ
zFliCK(<r?r45>Pu>)B=cXxC`{w77!|u9d?q>69?;eOOcS&yDubUt|jmYmmqI>6IWx
zud?fBHIubB#@zv2iK@+2_01Cjot926G=>Gb+NvLR1$^!m7un7gBeBN0^CleE+v-#e
zK{W<(=^|p>B8;xFlNjyAh-H(p!sDBFne-~PrUt(emgv7Iam<kMZ<r5GaOrK;j_Nhz
zMJ=aw3LuPz_5w5;BGy{LHYe(GHWtkdV$_)F=S4@UdnWMuAmMPK(r5U(#?_A-YprYr
z(v&`e!$2;XwQnTpD&d)sUl8!@kMK(TIPObp<if$?gxD5224&LP{7<2B5(a(wcwtk*
zsfRUHmXAMH47?T_0T<||^el0X9lABP$gd7^If!aC#{N`m-SN(Tb=~|{lemqGRj(E<
z9o<gqcxo&;d+7MEM&v|^l#m6hE0jfPNOnXWbvC>=W|yKjr-q7J&APv!_6mx1QGWsd
zal#pT8AzmJ!(KM_HWE0UKVp*0MkHMP1}AJXFlK9Ps%rTq$~M5aWb)!=?}hj9YlOL8
z+l-r7E!TnQwbTOH@wahDC?7)A`LXgALvbiv{p}Z|+H^tn<At46^$#HjW$g7FGgMFg
z3gihs&a_FS?n}`W@A{Oz%QKoN<93&{d2GTRF93>eaf*%))tNz?7@WVy848Mb@d|eI
zMau*pM7K#hOX$w61%MW6WT;bx#eUH|zY!olEu`>#@c`jk*f??MK3JZ*r<oMHHe<_v
zSqFV!LLAG-7r^GH;Dl|s&_YX@5;h5nz6DBLqT{~3&-OW#TG6jSyun7p$Uc#sQjR5_
zapK*mc^!3tmm!%#&54_trpiZ_lgM$VO|_?s^A?FU8ggT9gj}7|s&)kioem__l2n^c
z9*!mc!+OU@5f*UrH&Pz@BF&buy7xawj>|r)nCoRA#>J`I`ys_wB$JpI_3;2T#%i#m
z2{JyvGk%}C|NFN=%<=5+_CC@SN{W;1wWm>#UwH3^8u^nKYl7rxj`~VQC=j7ro#*{L
zrRkzP8yb=kHvEC{iY9CK-l#u*bZ-$?G=j!Yy9qo?-DOR3Q#ed7{%$a);fF|>U}kN*
zi6lMZN^q~J9Q9t>ll-wY!z*o6-#9N{OCo<bfg&|8Oc}5`U7v6>RjGB5Jm7P5SU3Fq
zc5S&CqQt7`eJJp`2+@vG@Es|EUhzXR7+IS}h3sgj2j~)<gpDJlenxvKA6l_f>-9^v
z7R}n3GMwp5xl^BJaBiXumY%-F{}4x)Hf#0vGPThl;4wPMp!7TN$$V0qjCY6j<5Y=S
zUw!govf%@-0!~9i`XU-_xpfcWfCep?((z%uJEuWf%d)+W*smuJ%K4s_qw8zgWxJt-
z*e`4|K@R3RO*Ih8dgb66Z5ny+$f}m7@o_01*xPYF6?sMO4t9<1#Q*GMtE5D|9_H8A
z5gaJ4^?2{H;hG>Zt^W?ZE-rfGf<8_?{&Q#6WAtE;sY_yhJ9+v<!NzeTQ!mEy*B$@a
z{155xeHEc(To#Q`TK`2>R9hjs0avQB@^;Cg-pRny&hxLsw0#)67&NF_VV7w}md4t~
zaiN;(h=bI*G0?{$`OtU}D}Fr|F;}LN(Y`HCw3=&Iysf9mXluss_fNEXw$Cht^keWD
zh6IO-zxD4KyLWl5p`JX3&i)Qre#XOPG2a#E0`qnYexVJrV>QkaVi<~|Bdw<=cqTq#
zsoq%^dh=?}DA7*Bc(I_d!3E@!FL!?U%3W^cWimyM3BeLe(~O&4^5y{Di|U;jQtHnF
zjw-x?bX9p+-u~6o31mv<xw}gG<2kLi1OyvXxjfAfE(%uZOPum)rgzYFlPFa40(5(;
zbO7V<g=hq|SAiR}LiB_6Nx;NrT>JVbm-;f1*v38Mvo0_)ZtoU&DR&Fx6C1Trz$vEN
z$z$BD2`f)tHbg7%CqCj#5KJ;5jrEzZbzq>dP=P7u!9hO!RgG-xr2hHjC!HTNH5(S2
z4|^8YXu2I{NYU8{RwUCoIU2^N%=_p8Ykh8olqgJTX3qH>XU0lPgVCC}6~s$^j6>Y#
zwN+{h@rf9BlRQwcAgiq*=7_Ev?N)S2r`M!><dxRNw|Z?`5Zkrb9AS|CK`A6w#6z6<
zSICOqq$67d2ovMO<B?YHt?)Ch7*!QwcP!13yOS^6BcJR(Gwu_>15ioJbI{&&rn6ya
zk_e%#n#pizxf3iZZI~B5F!|Rx1KvYbC125Em()w2BaINA&`-DXiLztYYFB<Yf?d$b
z{d!)Wscs}toe0cH0<zep97oc@V=^1_Te6O0>;=M|9Pr6lWtJLftfjqJbIRr5L(rc-
zWl6ANDH3|6M;dF|0>rT9(14^qq+&~=0Yc&Hg6VuOVR!3nc*z?o&3<QA5E;h$t9qY3
zUXo=$!tsrd$?xrw-yDLM=01UoO6}Uc>Au%9Xvo!}F}dT<#r1$-?HS3H;?Ir8Q=cr8
zNjboQ-EPn4syWa|eA)jVDb~^)^mZWVC#Was<<4?p_-1oObc!KNJ{8ZP%2mwK2cnOR
zT{@iG=dWvsd{IbX={zeFMvftD=@s13#24wX7G_YX8pm-MDcj8`xLcA>dO00kf9}j-
zSGE#kSQm5x;GJ%@svBT)E8oL$oeLC?p;|o(6OvXCrh};1v_+FLbT4)#HW8nDCQu!J
z;YHDS>0Rh%X(o4QUhr+2C@>5~kPq+n(b*v@AVu}fb<I!CXGnj`Ua4`U#@y-Vn=AcA
z{R=kq?j2q4kdh`EUz$;g@Lw&JS>#!%bivZkMR5$BI7Gf2{W5}?cyfAP8dXZA(K1z1
zs~Y8hQTL#`rFr%>(c=Zo;P_oa^_g>s8;{W;hO^I8E4q=@=_+?~a$`F)wy{$~7M_O%
zn=rMNyLG&WO09rF%V>$(!Dcx{ox6BROwk8Pzy5ywda=D_nljuDFkX!zlIb&{r)ooe
zJ3p!SJ(GUg0eN~S-Per#W*IJ?4tCTDn=lT|be#B(pn%T>dIUKig7U3MmjVTrJB_4b
z3KA`%Za&PHB+<mbl=L{p0N{J6L(?cmgsb^vnpSgdDp#*&!Z5`7xaO;*OowQI)Qqao
zm~q$mFpCoHndb`tsiv4xH$GQ8B-qW(%#=Y-f$Rq4^LHp|Dbt8DJ{uL(=Ck6_x-k~A
zC-@I*&9t!Qcx9>@3i~qEsMxE7OzX!aN_#&c5~J5z1(SV;wG)3Ymcx5%%`5fUd8pZ-
zT<l73P&xd$;Me5q>~xzz@mAk&GK_ErM0;y(5}(JuDCI;8@8EW~a^KY?9KqFD>1Ev_
z$@np%KpcBT-<tOgkt$|G`r986o28SvBk0ev2Wc-my&dW7F1p#eH%fElTwMv+evqp$
zoA%C2+ulhoU0vidi5(NBGZ)=|Q!>3@B_QM|K{6nB1K~49_^u8^wH*`>r)|p_o~R0!
zc6N+^*}uNKi1=kHDUnNMb1&PfQVe*mci}M;ZZ-{jG)aH|ekgz<$4JN|8fBeuJCKnU
zCYw;taOAO6vc_ZCB7Fa*H*rS%NZ+Z(6s+A=(b8Q1i<cWDFfVh?XiOU9OhnAsSmtxl
zBbtgEqF!3IGsf0ChYYE&&oJf~chLKxVSz`{=<fZ6xB9cZofB4*AIfR2P#|z@^-Y>$
z!0SvR!AM}jT3@>a1C5P2<jS0A!CTGX(rBO9Kg~CmMEZZmjbB&l@xcM{=}b`6OCOY0
z=bD&w-fzEKrA%HwA#Jbcrq;Zu@A9p`N236E<D=gR#<#utAbNf-&@bGM^o@%8^w0pj
zpa;6Q_m$d-rwo)J#``j9P0U@1Kz|qanN1GQ5Us;doeQX5<-U+svxA<q7}hyWHolOq
zgM{&?(?OMT7Ui=15L(-@dQNdo1Iz`?O#5MgTptfs9%;lER=zrZFn`dLpW-qv-4v=t
zxd|k{whZ*~EIa%gO6dQ1E=$Xdb<OnIEue%L68^~h@S5?{D<_`G2eA|QeU`4V>5jO^
z*~E^y4I>c}`Ns$?p&JoxzOzpW13%xNh~8{6DfAD!W&&`9!VnaRq4{pLiF&{UHz^Ay
zsJbye=xgjcEKu60aoDNDQfF#)n%f<6z@-z($Nr;kc97+jq$$I*O#fm@bwm(o+Cga8
zNp`YEygZhBX`f3;5bF6Rv9>jaHwO+Vl`ii1h`cR=XdAre1J&Fmqui_KR@^)%$0%G~
zzGu8mrC)#K>;A>wvpZnS+fCmWdpny0<GBxpDYiE>5UFp4&UmClE<Eqc7b-wENuBeB
zp0Uzs7v_vmGwc}=M?9;ij4496>W`n!|D=@kz0NlcNjp3O5<VTI0*7Dm=f#BSX!gr=
z{O<RR^)>c9k7h)};D;yq_rUjKbJ%`XhE7j5&9{McPqHKhzX?~muC+>b)}fdt@+v0F
zL6h8is$wwB6B!EU(!R@Zsm%2IvUisWht5fNMBCV>9c#n}U>))#3)#mp%(D9}Zo?ki
zQREO>j^~;b&)oozGGkfviKV(C?*e-X-OZRUa~-_2bXEC6hCOH2AQH)G6+{ufv0Bmh
z)m97tJ1pOJBWU-T=_&Ctx&@I2*~D_W)qdcTP8h?TUj6!5<<;i!XAuuYIb<42Isfgn
z*xyf${pFJ@2$2bep${|*8680a5$G%$^UGVnl=3SR8IJpvC^8UzHvZ~74h<-vSoQJk
zUn!4R;yK>G&Na0*+fsMw*_8Z5p;10Gc=nrqlkM`!oe6ZPU=DnPr7wxL!NTS|<Ak~*
zJw@uzFCoTVG`1r-43k#@x`_+4O_iIJw4sd_Y!y{?Gu)@=$&b`Jb}q=&aet1Pa3nmW
z{-q>+$xgkQSKZcH9W>C5lrF1aRV5p0a%*N0Il)PkvN{%<Bl6WfO@l4JBR5>!uJnqW
zmLc1uT-cZHyKFxy7-^M6-ER*!KUF(|J^~|B2`<eo1<>|mf^Bi3U8-k<+YZl)bBNnG
zc2|tR+NKqo?2|1}xubnIGLxmPy0IcfcG~7?B#O)TQ(d*hKy+p37AuWbru`O@9ZCY-
zPFq5uk1h&9J3QgIsEF314RoUJzGCi1ibd<ho=?VhvlH>22bnPJ$CBdWcJ5;Cr2*r5
zY-bQeVoQDcENTyu;oF%aTGh!G<eg<nbCPFA@NFYjWl1m^=ajlM3!#o;MxT}zZAIqa
z0x(;266FX+d~@G-c|Zg8Fy_hlzQtt#Z;Eo5Mxx3TOKn{U7Kw3Zr8+ML*F%HDn{jwF
zLAuAVSp#aW*|_+Tl;GE1T;y->T;J*Ookysa55`Ah?&*V9B@w~5z|*CR6LeN0BJX!b
zf&b1ZVSLp}eeGtrNa-8LGPhQrA7e)^1dVu2DJO-DkMD1CE5C6T41$QP>A;11!rdxg
zmUco2xLKc06nbRcFauRo;ql>bUj|9MO^??5r`*aJ<n6J^`(kD`Z?E@g^}t)sRDa-8
z%}<YKuNF7no~*xO{X$)QVRR8L+`O4g2c|HX7y7R7vGOE5TH&JpU~ki7d7>7b_QhN7
zV!C>G(f%O|sfK>r5)y4i=Q{abqVIH#+0d6)>N>TkNx_#*z4Ub;UlP9GODO#DxMpZy
z<Mm~5H0|fLZmp)J+3mUR(s4O1Zu{cO0!Sx^{??{BPnxvEbp1b@>>N9f$HEN6+LHwh
z&CSQPL-pglIZakI_>Bw9^)AUEONeEHzHp%=qEK^+rDf7>(a4<Fd!Un??!jFLS|QGm
ze!|vyarUBf3iPX|{=odd&WvVFGlfO-Ou{C9^(v3Pdu8?WIQ;AHWWVA4@Y+;ZOa1!G
zE2P|_t!d)ymq+IFF;L|*c-~EZb(sa0!%0vyW6O%w^e6ao7l}Xsz1iB%??Q@xY1JPD
z*q**>-)h00_H4h}%wB}{psW0qbChF~Ng9i#I~~gd(jw+wYH<r6*WhjwMwa$qokZQR
z4iw8TQ07iD)Bem-T5gC|tm1-=$hI09Cih1%jr)rb6Y0+uTYp6~5h^%^6o#LP!IDYW
zNAA|^%VT;6+bOI+8w{?`JrhdqG<?faD?>B&n}EDkmFh;B<zw}etQ1f2J_fIgV(4F{
z_s^5hBcE&<?VSsE^U>W%YD@Ym-MXNUFGNM^q}BH3xl$ONMshD`-O7@F;zh;usqtQM
zD`qDZWeS-Zv~u`k?}t?aPLYaUuAVnk(p->#HY0^!j7%e^`O56-doF8u-k_9^$X2li
zn%8k=23{CTz5Em>|BWg5bpf0(B&qcSElxF68sR%CDt>Ie2n*Js`F?gz1CRfN5ZW;A
zW*UAouN0+5(c;g0q7sEi!JkUE;(xPQ;^QWZ>@)U>-&gs;X>6+hymB&clDDRubk~Uj
zDVT*wYU&$2f5Zx1(Y>@vWNbLwGXnopmi_)D^4G$q#_F|^_zp~6B&x2ESB@9_c4Yy>
z8+|<{p*o3`Kkn*boqk!`>n_h*nr}-gw>NjH&7=~&SNZOt;>p4zOs3}f__s#p|LJom
zoYrS}=T3h5@qN8(WW2+gW{+HQQ~!EzE7m~Qg(`wqds$=h)Ikvq<xp8o%4@DCQ`Y#|
z7ofUkoAN&2vro#Rrv0DpSww~&0;ktd(w%3?R{>GbS59Kp##^DwWQ}^3g2g!BKrgI<
z)O{^J-9bdoD~g158r2R>7zvT}t;!KNf)ZV}5<_v}rO-ditX(OLDROT1TIAEp*ym<v
zN8W~?hobMn@~3&48!48VaGZ7*sS||W+Ozgh<HjRio@|a-N2~as*^4wks9bQfH0;mg
zNOpGekphWo(HlJ6u(ujt)V_j~ULwH=Q#ABsDTh7W{d)O8gY*Z{PCwg&zVG)mKx@$}
zF5dw6T`3pz8%S)>(Grth)VoK$FvTK6@-`-VgvSE3+SDI?lNh>gR(}h4G~a7<{Psr=
zl$DJ9y@2eFnd*x9JzF!u<BjuH7}wLbDL%)-`x=4_$JiDWnp^90z>ZnH89($@PWM-P
zG|;6Q9uOt<t1(4wLTaXN5;~_Ht~9)0ZHt*+-Pmd#dPNlXiheGnEw9`}UJBy;0Fti<
zdhq^qap9sYOMUb#MzklD0hO|1ixehKTQ~c7CdR=2E;jVBqJcY>)$~?~6b9i)r=&lf
zac#m6r3T-=ajKs@d4kDmr9VHA8eQoJTGmYS)T-&2Ot}}QN!`3RS1xz}dQqW^$rCGJ
ziy3#!6eL6lRh}t#kHTt8s+DZW`_<1vK@_lpB2!^!P2CF3DOy6{ew$;N8!j?7Gc{2X
z{?bU2_8}t8N>P5)vfj_4wNUnWBP;AR@9X{bjJ1Zw<c*;rJi-V4n1IWUA@1srNI!Om
zRrHH%P8IC<Gv{`!@udVPc^VA>jDG1RO<bnj?WP|oYpoBj)sLSC&{ik<QS~zx;^*(w
zZ^#&BwG^hm&9uuRkP^&~!|#V>Xe&XQ?Ht=ioDW@I(N=F+oQ^Dk-uuiz@(^TPgf<N3
z+S9etHs^~pJelVTT!15<t|ksltiP0ywZq6UZuOJf-Jyxu!Of#zvy?1PR0#s5)c~)y
z>O4EA<E39(<5CQs0(WCN5Mf%GVq31wGPXd9`2J&zvM96T>6l`~{I^7VT0ea<d%bbG
z9=}bCiXzj6^HTH+Zk{J6?C|9+dL^1Qjz1v}9X=!nSt5Kmc<R64#!BcFY<147-iRvH
zXBkZ8HII{*w%*hX(sz*t;ms-Xzn!QBoJC2N_E2Crb;Gd%97Ov%;*|q={a7c%SBH_i
zH>&Q7rePh|43^L8rcQ6<H6;9_J>~X!XyLp@STB>+2GjwmK$qznVJL<?w3xwI9i6aX
z)$*Etv{fAs9jEYd(!(N?hUj#fQCA&zf2c6(cX1K!`V2`c{v<jm6;{ljP4wT`d+)F&
z->h8}L`0=Y?*sv<0)l|_fCz{PhzKZE1gX+{ji7+kP!tpdl-_&qy-M$$gx(WsfDreq
zGtQ_p-<0qCzI|q&eg5D|F7lS=Sx;N#UiZ>!FI=631_^pe9X3B0-67><3s!jb)Gt6)
z_~9ZJo=g-<OB`lJG-^Qanl4+5*cUU2w@a6~xn?O6DLEBJy){o3=36~Sf?{KEd0Yle
zGd<aR!&~qh!NIp4=nFWMzB+fYM{B^FQQOS>nw33+!J~@GSRBIfs<(=ViSkBa{Nn^f
zxLC%X6a$V^pmS5}l%o-?E{=oOck}FF#!o9xE<@o7AFOg*gB!J-7DJ-PXkQ1ijd4A3
zwy$KY1=FtA@XT+hUd(OLr1eh~%E@`cV{JlAPs5sc9rwI(!s3`Hl1~;hH-=^~Wp!bj
zp6y=lw!T+lP~BnGyd5sxc<|{mBRk^o-F)H|l#T{sCdJ*WwJj<7X0y$1Zi@<$EZ=SU
zo3T&;YB_+mp)AisMfXbH!&u$+uqr=aKCvL{CkJY77o{IlP4krU9n&ovIZ(FI7|naJ
zcPQh<{PvXu<>gP$3#W$x{3FrR7>%0xL7^F)J08n3E)*eIEbpqzE{f|+KfuGWNnUqf
zd3^vToX~4`u}ZdF=JxRD_6>GB=deh%(FVCUji_;Fi(2RwNkh~g`3ZT%xde$YM=<to
zVn^+<;|8b=Rs~AYnXxxhPSS%c%5==@h6tx`K7*M6e4KH}Zbr0P3hDy4r1jk6;e%TB
zCpD#-Iz}GMn*p|sTv>Rmc2UxdY97gJV{>@kQx4|z<u@!N705$BX4Upm6KCY#9ub_9
zq-vkVE*P?k#D9#73L{^we4PL$wbZL)G~0pULkR`P(t0iZEB8EGNt0vd-d(k8Tx->R
z)kHa<Z|35#E*3h|8^(5}$APO_X_-@fnITyOFU086hBW=HmuU7R*D0CWF|?v7V``?s
z%>77-#i(=H6pvK5pAt>)>3;F`Qf;Eu47PKVC_D7#!Swkq-gS8|FWv0aaXw@$Mc-4X
z-14+Ll*M3F&@BIBr<0YDz?&JUCRXO8sy!D9aUl@MFE@AIkgP3x=NuFMX4=|~N}`f!
zh4te;ngb_hR6-~jrP@A=pD0rhtm+Z>!76=MKw=zSWIJ0EmR4;*1L=s!`<B}|cY>Yi
zWI!}&Nt+gxp{pp?llo;yn&m0Q`@ErQrbVM63K#W)V2#1;{o{#Ix(sb9W2PGfH|)aQ
zmS2i0)9F+VdJ@ClmG=wr+*eGUiX8RUBqPbk^T=O&0wSo9^_*oWEV3c8=pmcFPq=pD
zSn0##z0;m)M+xVAnIS<`NjzJhvQPZy5+A0}6sE#Q4?cawy6Lm_z)b8~c|ghg{V9ca
zFa;MvPTZm|kN2^h*h{hO6DjK#wEzQglg}Jrhr)F!jezqJO}fT5(TPv6hl%7FRjT7-
zDP8TrV?u6d?|(~A!QNf@HB~YB5O8Zph649L?Wo^3e)|Bg-}~>P9yI*^K1f2E_~!)4
z{F@a+Pe-M0xCSU!>h;gKIx*XA_R6_GC&yk$z!HPLkx)3VU7~{b+KRCydhJ@{H5cfq
zN%CHfGM8wsHv>x6;8Y@pQd_=Q@F<XWo14a&4k5O+p??M>uYrTmN-3z_)8<J&e_r`y
z``EX)ij^-5Pnkur7L$swi?s6jeY=261IY%3TYgTTR?1ZJI6uTW<v=#?n?iKAjbA^V
zqUMJ6u3?yDJ5Ql>=TR$ZBf*sCc%*VVcco0@;V0q?VKivN`JFdW=E7r_O-76=!>*(n
zJ3h#5knEs2m*|Wk8Qt&J;qZJ8KeJfgzB}Oft_HW+*z3Ry@!2j?HPxd7i&Pp%(mc?H
zz`i7tz>?)`<uW!{U7ArLhqqJeI-BBD`eaB#{kneslb4=Oh#e++vxgC1vAhRs?*VCb
zd{>?*WqLlUEA%Prv4goK$tHvhK81*N4tctynI{s0VKkMcRjOB}9+yU$n@k)P`*Bx`
zOqJI;4A%PJ*<*G+64-uti?fktn>g3D2&LL4U@ov~+FG`2KIk8sms(^}v)iXJS8pyN
zGA(b0BMXC~qxgs+W3gIKGz4>n=M)C51gGS<Z7fM!so6hbhgr=06{`IMvi;L1MT4j6
zSFCU#c$OEecV-JB1F+%*;EkjaS-5m>J)m-iQvyy8{eiDotIYWt40IT2ZOEC20szPj
zs(oDB^>-nIKVi2;h(q)_0qe&Ib_VlTE{_2o6aIAf7EWb7Zl6?&CbXFWf+1B6h?U!`
zTN?y1d%Mknx)hH@2vK9VkQ+(`l_(dxjA@;KniAL1$%pMn9*ffBH0?}Av1{J6X0+a~
z=9M{LFx`l&er%lwcKyO=66hj)Nu*bd;Ih|wrxG=}tA0NLhyI4w$pIq*gbZ)016>C)
zA#PLjYk?P_$7Dj_lV$M!RSn|6OK-h_B;Af$8_bq7MLSv&xY~X0Y;u!psrm}A{9b;i
z8T!p(^xyg4vBPicR_%X+cTtNBsiRRhfF>PtcN&f!JGXs)k3~d;7aQ~@Z?a}*;o0>>
zqUQ=Unl<I;J=}a>icbYRFL*Z`-oz|()M`6>9{EfLk=AX1WJ_}ua4RPxeFA;oKqSik
z2}^xjiWGJ2`tt}!69N`iP?_o&XlE=|hN272iD3BR(rsvJlT{hJ1|v;5U;Wxyy%FmK
z;8rYH)t3S=l9>!*Guyd4&TfIYOT`U?>_=~J&``*q!qfe)^X4%N%=S?fzu)Gy+FXpJ
ze(yvuZv=fY#^Yvr6II?Ext;(H(5muvPMDnRQwkC1cxZ4v%sEqEz%^%N?D=pV?Yh`&
z?d?F=7Vq8dbLP&`T|@NIbWc9ior3P{09-ZMsP@|ff*w|yyT{%=F6EoE4?ob_H#0H&
zM77%Oxt<W(v?ov&4q9(-jVyiCpHRiWz3Aqq+|^)gOi#Pw=uxf2pa4rq%~Ymcd!^*z
zy6nuTtA#5s;C@ble)Q<gfif^@7T8~1EvoQ^AClObm^~IA=8yjrv3&{PgbDq5M%veL
zjM<drlcF@+Mh2b^+c46-?7GBtrJ!-E$4R3RwSiGk#ReEP<qgir&2T=AN<4?vo?GK_
zva;wJg!$ij*o9*>9M(KNnlv|2`?6jqgYbju&8>4XOIsV&F84jg;yw8ah7RadN%Yo*
z`*ke_*JDU#KlI<k#k-s?NyUJ756*5J+(=s*LNtd6QGk~QaLqB5PUCZcr)Pq&4(U`u
zuJ=$CK$2GcRryCuDmSA=s1G`s>^3xP(8^~4;6UC|LZkb_Wp*uAxnF$rsW{qSB<_R@
zpAp*6QND1bvtn-!C9F-kCHtsM2YgLKQMuWc8bfb1m8xO|t3<N5>?cq!shL|ei1}l^
zVQpNg1@Np?$ljPd)NKZPIHrj(f_v8QqgA=R)CQ?5+EP{y2?_9&6AWLYZH-?n3@Nd@
zi;uk#R&kUs79c(3r0P3MTjH^y%nNt0VioAV!YQ#JuGWq;O(^xokIQ9g7bEcILd?F6
z8N=P$bW&zB(I6~;XVyz}@t}hod;Ldr@{igG7fN|NbVd#~a`Brwtw@TR=GI-z^hNYu
zGK=(+)FSNdrRhy$H!Xuv?w$CkIMo<@uM6c4*Vny~Pv|^t_BrIG5{9t=vqZrY$ghxv
zd(#RUpf%Kob39d3w1q}LBWdwnv2i?BkxuMb*ws-{+O&to7lIeOnDrDMDDg-salhjc
ztY$XHk(U+~nF$@=8LhO;*eZp-7O-#$PaXN<(9y4}%eKaHVIzcc$+aPkCB=%k-IiFG
zm}X+;Zp|BO$9H$<#*2hu2NcOL8<Ota+@<KxriTnhD&cY-FX-%j<uwMXlZh0(lS>_i
zTGuwq6R8dYw`>hd2A`HzJzra)VHoxZ4?uLJ+)N!khyxR^j)~=-7U}5ZEl&!xtYAxT
zD>7lPTfTqkDLo3;=_^_D2KmcWi7WENu0JJ4?~A{a^&on?6Dap=P|%~Y{e&>D)LaM#
zc6vq}QeN;Zty&m-m1QUh3viql)&O`*S?>=3)w~U6O5^FP)*~%}DIL_FY^*C}RF3gI
zP1O4N2@370mKYaC5aN}tg~#(@(@61hTv@S;i#$^yS8BrEr=x7{7T1gjTAnfYTrY_i
zpdrN%yun^KT`?`aVv2lTY4plxxR7jmBY_>^rj$r}7N9<W?-z^dq72f}Mb<7{^SQrp
zO-0@zXj_H=`}`HR^O~SgULGD#l00Q^t<9#c2e2yPM=zyP!ojq0P2sweDDa)~S_0mr
z0v|TQVUbW-(>c);f$~sKPMZZ)g1)5b>CP9CRU*+hE<H?_B-S1;D2A#G<-RavZM7o3
z?N<ep#sR;3oTcKVTBdt(@XO?zo7kpS%lfW{A-HQDtOxLyyaP`VWyRI1d&vctjlk9u
zERp$P5;bA+4o8KpW)IG5Y2BF6R(7&u3cIM55;2vOLBonUR}sfuPvcsLJ6v+wZ9r^J
ziat!RN}uF4Rq35Ccy!(#kFBJRReO3CEiyJ=qG=x6)1k56VBg>+&0JoRJ*BLmSX@)^
z+)@<w<SO@&A-$K#mNb1Inq^iPNHIc!5z16RcFq&AP9(1{pgWkke#PnzU5Hd?UbQQb
zlg1~-F+~MPTe`GrCz%7NPycP}9l3-A(+}*Ciq3LTB$M<BVqrIDD|0DbYZP+iuYK6g
z*|rh78(zsu{YDzA4>6CtFYmWi9=MO%(qDknTktND$dum+4GEE9BDnR5ojoW@dC1c+
zYb|=xuRiRh|FY0KoYlf}*fccFqXvG2z1i6^hORVFKdaQTi1)U8g&d(fr>T8tqH6F3
zfEEVGmK*zMaB}ezK`@VtUVmw|B&d~n6pp{Ln^UTD_lw2ud?N27)~#pQOs`&rXqoC7
zw4^<8^x{*6#+}w`4_INHHb!eW8?K(?24ZcY&TsvHY%t$GDf&<gm^(eHm`do`MJ*ZK
zuUKK=#rwlRROtOztbV^oQmkxhC}46kAJm_gj%$GsM;N&c$dP41cJ!u<9Qnh4Oa%DP
zhywrm`~NKG$&Z{rjhz?Q54a)4bCWVo7v^Vmkpa4|!foXRxLV1v{50NXVr5bT6EZ7e
zjn-J(aEN&*m$bn*ZNyNG<osgj`*!fXN;xcJb4H4O!Ar(5iUXTDso{nR7d0M3?;o_6
z-T^3}THJ%zFMTr4c3zBrufqmcRUgVc$nE05xhBE?nJvW8Y4Cb|u_Di*`sMe#Dh}mo
z4$4DlcG%Xn&sN|&Lt6<K_~=@#KS#W2WLgkq2^#;EhvM>QucWn;cUyi-GxZ<r46jB{
z92M-2hmgIrbv@`Y0Lon`Tf*A?oo4PS-(K&1yq!j88aWBS>j_(h-6ce?>lw*ndJ&Ie
zRRaX|q~NR%veR|#=ra>PI3(7{+p2n(4yj2q@`HSG54g|7rW6p8qkg1%a*_vI==CKv
zI+vI$d-NZ}#h%*f=TiEmHG5_1r)KOOT$8JQ_T|p!M_D0cK8-9dx#fefmgZ4TFeNL>
z4TWGuwe%SgH$(Fj!wN?(CDIf~agZ_<Y$ZUDM;XAsm@n15p$O8+{=mkMGt3K@#yAZR
z{FUeQuS)+IL>I3Gz`WxSpRATXK!xATAE;l%1w5@|C6JSg*&_<S*#nw<_P#%Orz&e*
zny#!@g}9gco%KfLw1cAgteg}1#rz_uNtj=aW1I%nr0I=ZZQ8=HZ0H*r=tC!2O}}E9
z=2$U9$TnyXOOq#2yJQY2owUkdu}B{yT=HZ<;AhkzyB+-x`sVYh1drFiWD-_RHrG1e
zvH1~y;GM_3FuzGE9=|w$h)0fHG)s;2YuL^6bYt?XfE2CS$+3Ya>~#RZhmDyOXb62P
zEto+{_~PSE)=1$sw(zqRXNh8v_Hfcmrkdii;TLJeH9qWR@s}0JUvYK0ztVlpNQx8=
zr7r3B)G1eyd1H0Jebv4{tgGn4Lm(8rLcO6^N{+oKbrpg63}awBZPA(x@K?LyAA1LZ
z;N4s?MenbO_j;$53hrQSXnP{(%wy`v%Hphz5~i9nLVd*rIuqoyQGF@RS)Rgm=4tV`
z$tmlF1=v%zy0_><_(cxdQ=MZ~;u)bS+U5n_f`!^G1<79;KW2pxgkMm>6@Rn*455cf
z^|En-*E*G&ZKaSl8&MQZP2n-n#9Y@6OJ>IztmfiKx$(o0XJNTe(L8V2BLLSz<iE)i
zv~>H}aj0w^L%H4_X(ZoxKf#trGP^kGrARwsB~;J3K8$BV)hJ0`0TZBm6r3v|2Md*y
zP|8FtUw@p)BW%{0I9rt2FxQtqZ#lx<S9jCwa5BGnZFUJ@PL@lcVR__vu7^2Ys-C-i
z<@UKFGz&&3mRG{fx?`h}R?roQ+cvD@6JJEND-UgLTGcpQZan`?q;ViT{L@p1x@tn<
zCLX@~r3F4IW>!g$jRb_3CzEm5D;qX6Gb-qN1Lqfq4pg_|)gM-l3WfR$RaIWjzMPQ6
zF>HvvGn}Zsmhs#AT|onZfWJfuxIg7V+CjT)7LbE4kk#8j^q!34ul5`_^sjraMz=Fl
zQV{1qV*mJee*2$x(fk<YfA=#F2M$5|1e`f)?`-^ISc7}U>QBH0jrG>;2S3>Swb+q-
z26c$O<})pgA%zp&yV-PBeKD0IE=E(Lc}1VAOUvs@Vh7jBV`q&yS*-<fQl9#9;561q
z&fAcqlBJ7BW8nT-^)Ev1b&}nK3rlJ-t93{);xVU}qGaJ62l&SjnBn>jx4eKpXb+#=
zYaCvQ0bi-rMTEFxMxNCHu`eU%9t)YCE8oMIh;BMl@aYZEQ9olc^jUFD`S5jEb;$>|
z@((!e%=G^1{Xtf7w{JvBRAVR<g2Ag98wPIy>V7CngYh~L5Kqqa22jJu^@AWzy_n5~
z@m<JoKY(G6T#GS5VWr0a(N}x+C`Zz!<VO!i(JW6Uq~2(pAQ(|7M7K2$NuF^_y0vKA
z-eZ$5I|#%Unlg~4XA}&UyMWgNs+FTAH|`;FD3SP28UdFe&YUxFO>DcNr>7*SS@kmP
zymLpWtt+E%{CK>Gv*^x0Zrx{OZ@QNuoDZ+r-03>Mp2aiK0lIT?4f7{KTdUQ$DhyC|
zAbVR4-gm+!Hnzm~y_CVvLaBWgq-Atyx9J8(b3rK~18Sr7oDkFj2$3c61X$t<+Gt><
zFN|!Et2s0FO8(8ma`H(%uOnY*6E;H`ENLq*fcKe;NZ5O8=DWOiX4lX{TP13?hibpc
zAj8rd3#l5guhjDd!)Z}b5}0~U^Bu*T)yh3pb)Wu&HT_mQJHphG@>`@S5ALKcM)XoV
zvR4#ZFg=xBfCPE>Seuj}OyYQ-$85*NFeYx144r;j+?7uIKo-JWCdm%ddQ%D__mnCa
zE>(@)j0sGgg5I*cLI?VMbfNlQzM+w2+G81`=jUWB&z%oqrM{e8`Z(p;|GgU956$i0
z`TR*`m>a`I3MmdKGQ=yQ*FPhfOm&hW9r%EMF&_Zx?2~9^gJmL~BMxKN?P*6@0NppJ
zKSzJ*XTKczffZM~?%=lIjQk8Q4=<T<M7iDB#dTsMeUPD32AUEn-GAW5T8VhK@0YXP
z(HE|`0#=2C5Lc(Q>VSk}w0OE}wrs_q(_PPQw}A6rt5e0Cn+nJ9*MgHSw-uO`NtMX5
z+vWv|KKkQ*#v6>+7lp;!JVfciW#;QC?inb)UAaH3^ZK$XRzmkW`1L9MSfTI5^YpJ~
z{T<ux-Gc!l`M&XK#k-Q4ZFw`f&Z&Oz)l+nhxkN`#8S-k6SgixSF<_ZEh9>*u8VwhZ
zm+!u17jo^3fZ#)p{pl1_<R@jxfgaT1qYC7h&*s&qN1Wc)wEUfqhY1Sz=|Nq!q?KDZ
zjkI|FdB)X4n|)KPbo$F~+D|U-Pq!=}^88;aZZ`p%mf^R7x%(v}^@A^9!hOWzv}{M~
z!5Ng`pf{>Mo>zH!0EACq!l#-~(rynF5McqQ?O`7}?x!T>$>gkyLEAuNi3G0RS^>?P
zVYHYt1=9J$1A5QoN*W0w$^1J5FC@g1r`EKeS2dbjSF0(guPbgVF2-iVZ1C6WuJk`0
zbgU?A1@T=y9jtdTnob<@>DL?~Shgy62A0dYU;My-bM`v4+h6y_A6BA&uAwko1-O=P
zKUWQ?-{k{vG1Yp0_8{Wn{D7@S%(7+v|B-gizq49?T&tTHmP<Ga6~K<vg63OnaD%l<
zPc?$`1nh426G33TY2~w2VdIH&PYMGYH$s+F7wu45diuAFGJ58B$mu@v7sZ$9GVLEQ
zE@Yq;+z&Q%GWe{FD$CwI_m`UvOZVl-C|%a!PqN@hDyIH%SbvKb1;Fbst}zM>62;|6
z>))74jv$&~w$YG;u3Gj&U?0%}VwSYM;EfarTF!%lT$dQAlHl)v7(2Tllz4g!`ie!O
z003$H>sR>!qLR4|z)KZ$$i-2O)Bf#VApimyYKp-Ck%1PquUG^tu>2DOOYqSy7{go}
z6vW$roI{y{2_gMPz&TPM0UWp#>W@&DU_2~})x&wExzDY(4Bb+sj3G|)st6CQvaxXQ
zes5M<(^pRim_1dql=gfkIXaAv%Nn<DDhspRx`QHv@wmtqj#xRxn|4<Fu&FJ#x4}Mw
zqB7P{-|E)<`YQ6iiMbYt4I*{+6}R`1a*U_!DCZ>!FX~%o``i;|Rz3^$h~976r=Qx2
z0ZJrbXM%J5-gW&}Iqt#)Aei<`&!E4(h+^}RnloM)z$7V(GOa88i=6iPE~0MABUIkL
z5Ok%HEn72ryB(={VB~X5fQ=fHk)!&%c0Hh@`G1mXG)=kVAoL|ko-s%S^a1=iukX?D
zmY~NaKAYzxEw7M9<Ji-&yW&r*Yt-Oc!`m{)aU|@<`VEkT%3RKDkG@YI*7V6<bqp>%
z5V?$%=bL3d3NYCg-)R%ccD(rC303@8_x$e(Vf-|g|79io;T7sD?hglmuywG67%xf6
zonH4K_<pE^CL*+%RWzZaOn>IYOJ>vSD;B^02&*L*g<ZJi+tC_!hTfGoPfs;Cb)>Hi
z)_8qdH^Z617xid&*ah^T8L;;1v+A;VoK`#XAa`<GIX6Ne#<d*UYuHzj6NA_f@?P|f
zxef}~OF%9woE@N7_gF9|7^iv2I4Q(gbq}R>=EHsjxQD=g^by-sl6zmEryIuu-!I*0
z020?(F`J1ih~(3As@t6y$YoKMX<m<&51^y5z2xtgj`;u)Ud6Ksa34(J@O<J-6dFTr
zuTY_T)F%Mm$zM_UerY}qrXlLI2$I+Y-Mj>@W<N%AEJAH7cM^;ta|XT8?^o*M{iP+K
zA8qSoggMMf0L#0sKA!RWwKc>)S_1yjv`EROl{z<I8GAv*cA<e7vhvy?2}O9k%AEuc
z58~pr0#ojD5VAzAYjLambLm2Vd5f`Yy1WMje_i06=XKUS1y-#Gl~bPA5%INUP*@_x
zS`jOiy|z$YGKq-Jn{N7B#hjPD8d}|V{?wn?nrq3D?S78Ox9eyHTu)*re)KQwZr$g9
zugQPzp66crgj{AbYgwA+-6ga45g`H}Nd|KvKSayw;n(N+edrwj+*JhlhbaI0?j!t!
z<Nt(Fj`=Z2-=|B?(WrBVK79S+TL^h1E-2SQtiDB$O66hnAl=&Ob+C)n*3fQ`+edGP
z2<WuKflzTeO2yRhjq@qM?Z9`Vn!{jjz3zIwqRkWu=h^hd8<{AGdXGD?pCh&<Z8!7$
zAw0)ymNKXxFT#FgDCxQdg*?{hu6Ypx0$_puVNua<Tg`v&w({q#2%BuGm3>y)qT1X!
zcT@<SwMCAtaLPP{af5b2H-lA=m%&`Ma#(7Z4j@k;!Du)6&%foXNs~j0c)%;~(HTE}
z%N~A!3;Odt;6MGAb?|RLE;|yHm^LMg=rf35!Hymdx7+5f&I7~K(UCh>06*Sm%(Isq
zp4>xLX(+=_9jo|4m8=VAX?g8`ZdYag>#tb5N)q7j^vyT5Or`1bs@>98wN8X`qUF`I
z^nx{>Gr1Z2+IzWct{lpxqxV4XZ09Jf*y`#KUb(fy(UD5ougO}E7P^G*ozR<J_(Us$
zFl|XB(phu&PdcnB(giRtBU4}U)NbJ&2R56$yza>dG^M}v;p!#Y*2yq&yu5`UE%AW(
zBgbp|4k1A`3ePE8c5M3_C9dLBcD6lZKgf$xj-2d_k`wz_9@BrD)xmasNPtw@qyZ-%
z2y0?R{f`fTx*qR{`<?oCkMA;vcxK=#{=|m&6SU%IGxERl-Lvv{7{G5#e%SjUK-Ktr
zb>R$M|9&C42RN&L0AAr&C7@<Q1C?xdR_&I8GH5zVV2W%-S63##mnFBEk-cKCz)~(d
z8U;jp_qDmdKw!^Y7chZdeHcOjb@2w^K4uRCuf_nCrsqe%sGvl1BAC%oMm|5_q6l1o
zo?JTuql8p3%uv+h1OTd$WZ(c4A$s&pJ39>Drj!&5+5`Q~FTdaVKlR9LC@LEug|BV_
zAFM;(=lo4WxIwMn?8x>&G*5<EJtB|Ss&0ZRW(8uFytzofHF<Mr6#A`YB`Cl+W-V?8
zN-}JH#VV%V%x;rlhuhG*8Z}LN2LkLu@a2_FJ2!8a!yq<{V(&~kgO{c0Z&H&?5%&vg
zZjqwH%nl2R*OwlHCR~zsY+|Z=nj*?YsW--Ag=_%z#KJZC_GsPM6684zG-_!ZK>bY}
z6$vk_T0(yp+26?YPtvZm^t!EyO7=*nhV81~3wjE_x=d<p=sR<FA^qNR{jVdN^SDN7
z;Z2RH9UO$xy2ajGsHDnrDkn0zRBk=B6Jmr+o|LV4d>HgkXT-O@K~<7!+JEaa_}ABc
zf8751zx=q3d#GevrzuJHRz~U?1iHL$X;PWB$t=aY>oK;kE5k|HyVX*~^ejLt=Y09!
z(K-Kxd;U`$!#_Kc^EprgcxdKZJJ1gYI==0dqV%x`?z@Svz`N}Fknx8L$3ZKto;V6g
zYH}1SloW&`BekJ9<yz_rgf;iH6<MvaKDn@^<?+Eob4U7K6~E{urK>Qh;G}wg=iY=-
zF{-e!z4VdB<ZYq-d>U7Xj@yvRaB{+3vM-L~T~pv1@|SmyXtHrys`!VjoN$M)TIy7u
z*WBe~|6*@Tj@>DW7qmAcd;%0wX+6<6b?x8aF(McepBitax4omayr*|}l9-x)S4@MD
zzC8_<G}SsL%myMbn7Lbachk;f=OsJ$z@68iG=*IA&3@g@lKMbe0NVA&DPDAY{%(%6
zYYJU4vmeh@2?!ClhJ+O?lcgrYDcFc1l4V*-WxUyI`lAv1P_CVJ{8?^UIg+T!JX$=v
z8aH}Y7*Bw!Vd~Anxf~01ZIlZvz`sRP(-NmPZ*BV-A4Tzv&JS-%B8ltOWnVku$43Xl
zXYgCpyD!9Ku<qUYoFEVqLVnbYb@wPk=*(n8dCXJX)TX#=m^Xo@oL6Ol#t^C^XQxe6
zXybyk7?p)nAK2WwA4$D(my#nmK$GLO7yN?aBD_kKI=+q*VTZ$N&}A!*S;`c-#*OX1
z&^}99Ivl4O_r%AVQkAn#lOz9ZaNY`U-O^-Cy{NXTs;s<1k-g+;)Ta#^78bCYJ}AdE
zhz`h3JPE<ieljjz^Lka-8B%kbwNv1x@!|AiT#6A??1|px!#Vwd_Jr7jmj#-^;nw`8
zF$?1beWmItzAKh?@UwG6N_zLKR47W^w8=fmY8x9bV|8DVStY#A$kT7_7?CBL*)*ze
z_PV>TYw;y{h%tS{uvVhwi4san8&M|&-3%2QZQRm4%Z)Zx>^#3c(-gC^e3%n|Z*mgI
z%Nw(fdK~xIf9FAAkVk}Bcq8{EEb+^U@8{<~y4#yQf;X)ctkKTK<?ARqq|T%clXUf$
zM66gNLtc6u(1&sJ9syg)&~hYQ?lba8QCd-QZhm<@JZJ2NK8IGv8_f(goCN$ic1)Ku
zlCh;Xaovvmb77b!WcRURm9jiS6o6B^UMLO<uExn5@l;J(jeelFP8)Kg(GJS$`?xzI
z@hz{C-706eYq3n_K%!QFy3Zy_lSDF@g%pc`Kipp7yi2}FKcAJOq->LWTN#{3Oc|SJ
zYdaNG?f=482HbS-=rBwFs)v_JcUx6iEWX*8d@qSW<|R9>4xFMBgmjPj=DSTQNmdjP
zS@^6MR&G_w>Kg3e+lBp<=!Pmwx-L=;^aevhnY3_f%@7y#?&8vLSfz6H%SC&6Zm>>a
zX+XR8rLwSDAzzBh-G$3HDng8KCSzoL`A{loYmBzFO);m)B9sHE-c4t4GELMqxIK&M
z<*rtYv~+tbVSlybsYg(3C7-{9r|3Y#DhuR{FgrJAF=z7I7D=#|AJPD6Vo#TnG9Jn8
zN|;Aa2YuToLgsck9s}?-&AH>)1B-pzdTe6bq#*830FdEt%RBx7|NGCTNB7-598xW_
zjGM}^`lNdy+WZ_xXG5oiQ)c6NWBONr3dXzE#W>`md25FEJ@N@HV)LRT7h^QFVqfT+
zPoj=>omm)8S29{X&KYPcdhkT*NsrlaxG_D!c2w_ww~n1nanm=p7^kZqW(hhWmCysQ
zQ9GC}C`ud1k%Ce|=BvMA73FIr6`qvx&m;gIGJIfU`Xk^wXe!7dz-&7T-e+|MuECu<
zd*_}@?xp=+FF_U5dJ*0iGp|aKwh&dW+@`t$C@X$Bkkz|L7Yu&=Dc6BE=h?Rle}7yk
z@`2bp8ywftw+NY`BH|7GTsgjMb^PMa_7>Eb$s9H+=LL*EjW}klj~sB-{no<7kxajd
zMIcSR7(NZ?L>ECpM<UIj&Bka(^q%fv=0e4kcG;+tDlw`^l27GqlM<T73IzLwcT9PD
zZ#GC?%6H4V2^7<a?7IRPD*(C}?HAyS|FH&4#Z!te7fXBrm9#vm_Rg_@C`|Ir3zCQF
ztwM5_6D}YvGUl<<=7~qEZ2Ta*O5Z}m`mc^-H#ts9Z&XWUV<-y&R1-_<9Eumf=V$zl
z6uyh=!B;Hu=sO&k3rHi*_1v^Y(C9mFuJaGF=OL7S^jL!1c;Dmz{w9ZiHb^nwM6hIl
zD21L~Vg%mU=<*foxdNKU2tX+-1lJ>g!JW{`8c_H*E`y)M_m(2%kCX<jJcY8%wUuiZ
zU9`$$-|DMPemK73!Y*08@TtcGC_K>b>sthXn<;)`ZTVxZoBwF5W_NB92c!5p@!**F
zAj^PgF?Ipg8?wE*vvgy+ogI6exF1^!Vn%$-#s?G>2>*(uosMY7D7J+Hsfcqx31Xo~
zF3f4|3a3j4=_%-MS#uF7a_b}dCh|<V7N(U=(}_ji1NyX<Pp{q*4qbWQHpJJ>aa?#*
zp|No`u%`Kf4awJ19e1Ydng9e^2U)5-Jh=5FYs$FN>EeAB6J-+|`Zbg`p_5ciG#iJ)
z7<J9^#+_r5IZQnO&*{%HBwsP%DzZy=R0NEMuULSOJt+X5h$i?}V1@z%c(vt-Tfr#m
zxdpu$iuz)xQOwk%ZQDdd{z2jihc^JwZ)gL`8-QU38{qv1Xuvk}3B?G_3@8*spB|2g
ze`H5<pP6EUKtT`$e?3qXLF=UNj2sLs-gzTPsEd=r6U*U&?KqVybf0NBR|+rfL|$+=
zftoTlWIx)rTbq~Eyxl0pf{G9Nc!Mfs{&er#E&>5u;{&otRm_E3s4+>Hm4yL5>gHX!
zvH@8AD0PW?H-G5mjBZ77l5U3(qDqQt8zjw(t%K(yaVixRg+A7#$^u?Um7FQ*m3LMx
zIElK$*N8F(x^nl8fA5j(JfWcsJDfcTi$2nZ4sBk>C{_d29NIci3cX;)H`isbIaM#9
z<if%v0(N!oXcuB=e^aBBi*isKDcKTN72^*BDrXzp*>Ukcs$jBW09czGj}6Cl4?Lh!
z7luc#a-t&OYBX*1bM&Bg!R|hPt&`A{=$JZjBtuV0GO3(Ur=#7fjEGS0S<J&>2n?%8
zxaxUN@ROJ@?lgOv*G6`>*!0BJJ9@_6Y)Ij3+~xGo=2Z@Bnne<JsbBKgDlgi$+6rfM
zFqsOzH5|9rpqk{G^t?HIork5Q7`YP2vjwL!3gV8;dex6*%LVy$L|E%YhfC>ZxW<|%
z9m&elpIRqdrgIg9kBfI~iqaEA1tr+f7)-2H?an-zidR>T6-n|Ja8@zKUy4X@W5qoB
zQxAdJ-BdpcS^fO2pd=0*+U&PM8#x72^<>-%h@2duRhFMs3ij*#axb`p@w9i=l5MB0
z3KMfJwKv@+Sq8VY>$W4(wry9)q=6l!$Z+>u*kflR_u9^H)XG0iH^DIkWiBlh<jpL*
z2E&v5yEq4#DM<gk$?ZZbLcgT7Nr}&S+o{fYUE|cRak3Bg86++7Tea(hocID_Vnf^F
z(iPJ5rK#oU^Q@WWSuFWk%(ue%M+2yxY2WFr_ap-HX`}&>NT_|E*#I@g&t0=DEd>A?
zBH)eKuUK5M*%R%BiDjA7uwPfh@Ap(E0TaA&E6YVh^;hA8ep^)AtH~4X1s)dheIf}9
zEs2B&R&0j`q;r<;LR;`BGcw*THP27P_(d1+!oc*%EscdaO2{HkGN3k@OaY;qe8W8V
zh<lm<aggZkO~CK+W&Bs?%b#mq{{c>&|7ce$_ELQb9y$uZ6z6w9a!ou%?CXgHH5eAY
z@$#mhN<%vNAt&g7lTk?XV|1VY$*l}vOWrrqkhN!X;=HibDe1)}=SRMhnE~;jqKBu1
zd49Zgq4cJU2%!Q-g}uq(V0Es`Vi+Z+fW9ig=T!fZWYwOV511-Zfrywh_glNM`KbKn
zNr<0>jFU?;TBaP)z0PZz(BwM!oY%c7Q&jg%DgcLqB<6ZvyNGC0$NoL;4oK+^c(v5r
z0L24Eb7015fbDoB6*6B2M&x>xs6ev%swCZmc0pSneJ4EHS{QubWWNml`JTf8;_nwF
zSA=w1UAKJM>nHEk>c)3iyK+XE%MIvhfI{L2nmkI}*DlFNQ?_HsJ<I||OlRnJ<}Fvz
z;;``rTBo-3<ZRBMMauH{$A&Q?9h)-kYN}EMb)$ka4+-y0DGpJtQ-sapU(|U0BDdP3
zZiJ@;#CM-qd*#1wd*)#{-}vx$Se!EAu;e84L+xOVq#<sxb*!bxt4=$gh6f!Ig$ati
zUR)PzB;hmMa#e`s_a{1Qeak$xi-RJO)YDNVpB`SK5fRNH{s%pe*dsPl@7O2-L^7w{
z31g4cu^03(XRg48e$l>>Y(pOshRO;z)4$%oWg{3$z81MQ)Xg$At=qA2t-xLp_jdR=
z>q5ki?#i#CdN5j}lx<!m*|U_`nhOTFRPCb+&5_x6?Jr=rFQC*9Bd7{87hO*HUZo5O
z#dDdNgl=7TY%6}&65zs1UB(~cv?E^#<BpeYi}lVYK%_=)-YO^*PciG{CutMm>Akzk
z?K>!;kYz!uoI5ku+9TEme?)LNXg(1A=7cP$`YhiKIDfMNTB*ht5ST)Vf8!>X{*i)4
zlB@9E{rb`6$X%wGORQpcZz4yL)i*yb61m*6k<mpWz=2>G<E#6@DhM>`WG8*DV_2I~
zn*!k;!w203)<}!;Uwin=WT;KKkTE>Fx|QR3li!9k@6&*rShp`F8*9>gU;0HNhuDUC
z#7=0w1nVsITnfHppdnS7*4%Z=&`)V|Z^N<J*@}Ldi@(g@^eyJgp>pE~8CTlRn~is6
z;4wC(<X`>elH^nUJxs9XJHP}P2Tqa1vOthVqNDo(#Ul9U2@A2Dg$!5>)+2O4D7CGm
zfAtzi5anG=^MIB_S?LR`gVT{sp@ljk#CAN~hD680Js<iBDcKe~>s0&kVnNCavAZ2a
zDnz0Ui$tpT4!PRwmt7PzI7H;X0GsG5>7QL)f8h83J=pqxXfIPx48tb}Eqzm8-|dy&
z@rlKX4r)WBzcE5;`M)U5u$r9}Prc6Ud_IplEO|{w@TXAv(?s$+5<n`}>CNM`_N@eO
zSUFwUR(md%&5v-`FZ-}M3fQ+;7XVOro(+()Oq=K358AzNfT_QVDUC<W-cBUke=7F=
zhi2@-5cpIqLc@g1U@7(SlQzZ7hgSmFqqH|o3s=UD0l0-fBFz0PqW<m3XGHz&L9{}e
zh4;15O`Zb=mD2}tp5<zR&Kyj*4<@jPZPKN={DBjaoeaizvTw5_<OsrrEZ(*``HGbY
zSV(#F>K0;j>f`Hxf^h}WcZOf3ioyN{OBn#H$pC-Is@@<3aT$zZD>KU%|8OM8U;oc8
zOa5?#Lx&+DCIB?;>J&ihC5L?DQ+nfSit(Fa|B8hLGzM;I5+s^vE6QMVACcf6&2!6N
zuv2QnjUj2XD0s=V_fp4Ns|BzauEG*es2mf~=b!*kD+lrhyzU9unugT|%a(yi!ql{U
zL%5{L(EYk$V_(Ix^>VG*+d2Zo)t56nFDo3$tGbVJmXzWQ{gVb)pbh|j+tehK?+L6Y
zEITE~<^EPU5NP4oS?{j!rU-P8Z5XP#Wh7KG2F=%1_42SftS>%J3GF2D?!pFfY?S#?
zO%nr1*VnSm;C<dTFbWs+of?Umkp?h=T>t~4fdeqxV|RP*O=%1`g2*RRBiAVTo<=D=
z6B4R4Gv33RP2S;(KpAUgxSBQ}R#Etvr6gEpe=3^MRpl1HhuY|DI3c+FP=)IV$Zh;h
zh=7*)>uYtbV*G)VfD~2T3KS>AczwB{+g8xLQk7!dl2UM4K~i+<iP-&OSO4xtZN_Xj
z+exo4RH`C-AGDW}>@z|d76B^ny&%v03dV@v#vY2gBXJX$EZb3Ev0eg4JyK{z42=)_
zfL8mwMs~l-a#h*w(1BZ|EXH~6ZREXe`i05VVNZVC_<TQ>)8~7->*Ywg)5MYrH;6r&
z$Xm@<o{C<r>(plz{7?HMm-tH16!j`=HI$<L@b=?o02nvK{%*NgAi8Zc%0~~cSs@BT
zBJ8sisZmy2>3frf@+zhLWdXPOhmq!bH-!HAl+HO$wEaV8v_w9fHz3W`#D)kJEL&JU
zRC-a!%#g>DIz*9f#lAon=cCc;-F%aLP82Xe%*%k@WteSq7F(-bOMlavHu4An29|$I
zmi}pz`NO{dza2x#ip@v+?9^|}s-B%6sq)_@E`8ExQ*9GR$F^xoL*0XASC0pTXWy+t
z4tl<;qpBb}{7{H$F+k^`Xm$Vkg8X3e+dlh=)6HiqPxnP=cJ2>I;4Tmon;o8L#w~Oh
zm6V^C4^3jZa)~`NN>W+LZr+A8t<)<2iE9?|R)mEWZ)%(hqi$zS!Brg36vvHTfEfcZ
zQ+k-r4piJo*WHK~Mou;JCNiMEu>0P=G{0i|P<lS$U8V!va*iBzt7-CiYRl+JTE1<8
zUX6<8-Dt88y$USb3m9A-v0HvNHSBOn)s~a|z=zwj>%(-*3Dfej?D7wZD6qErMvLkg
z&7HNOp*3>wc*z9iYw2bsyWTL9#t%c|1>dT5w2lfnjn$avPFR%bbJq+xR#J{mPTdK+
z?NhdtAb<PPi~T-}WS4B$Brx7tARRzjZ#g<(Uap;^Og?z~v>^Wsk>aq<uOFP{Dy|jK
zqNP3OchIpvvGY!DskXH|o;)WRyPYZ9XfFc<n`!NhBDginlmP7Xrw@7V!PoEF=c%Wd
z#T5ka_h30P(jX>Xt-H+Rlf58<yKcp*9>RyFZA6lIrS^Tm;eic0dr6E5&A*e!ZGce8
zg)DHOm6BaU1*_i`pI%icpu)<7x9l!Vm0MtKndRBY4oavSWw=$f2f>H8oJkhh-bb&v
z7*&X(3-zvj=T~sE*#fpRR$viq?1DA`{|jOA9AZwsT@47OthVJ6fAcE^0|1Og@MtEQ
zA7JUQONNZy0-PYB8Vntog#!VRycZW{)59KM+6VnzPe{2c8s5JEYC$_l_EG`+(_c)H
z5^wSiG3US(3w?$Wo2Ny?n@*Qr7wFz)VI^zkb%&-OP{d~drGr~gN|;)@V`VK*!`xLV
zcI35@ym-Vu;QMT>iHjTHDAzDVV>fg!q=N(K$F8}y-5YckPWRwu1R8jWG7vy=#)E<C
zc~Ret{@1~G09<4*aIpF)VuThFC$0c(CNe<NCj$61X3)viZXhNfg`sHQ%!G&ul~gmf
z|F@q(?!jfy>pQsV0YbBCv!7jX1d7gGRs|ebq&#GpS7HzhE<0*03}P$`1c5{$2zv+s
zY<mM)4dBBNsiM@ry&oWFT%YvY@jFnn=5ykaQnM19mczWyE|WV=_ovzDM?O|ZIlvBj
zM!pQrYLizwM_SrtM&OICx7|2(Kxq-4MG&7|Spu|lz%_9hTyzyM+UV<1qCombW~0>u
z%^0K1F)PRHQy%W7vKTR&LjqET>thb<X4_dIs?k}B&s1?l8_ox<3k4v;YM+(4hkZ_0
zBE8|-HOnRVLQJ5jfXmyzrurv|k^kJ0fXk5HSJ8S<>GDB|OE&5H6LcG*3w7AmDTxmS
z6ge2M?N19Nu_^lV-w3kGX^aXYvToo_Mxia+>wjvc!r>k8zHH1_EIf8Jr<mjH9z*K*
zfu&9#{u8~~8J%@)cV$nwlK<(m_)RJ^5gwn0t)QNYAy0gVB%L*4m-JvIQvn^n`sS9F
z$a{5L4T}i}E0F(UtjW*f!7G5MS2f)Yd|s4HZJe(ybj=^Ln(EH5i8Kr`{8+csF&f(1
z{(8H<7`>&SYO{HKKDvJGliLgO42fG3WMe{0|J5`i_Yi~has#6{FpJXX(YMkN;*rqr
zA#G-@f1$6Y$YkU!7Bv|veAILzSv)mvq3y{pk$;nKilS)KzCBt}F`pCD5rBDP4`^sW
z0KpIRQ~OglGrwYqZ1J`i0!o-%5~SZ0@Ip2Kx*Xv2WF7!&p{4^jJ%oh1uKXlLj$a<f
z_gv|?Ut13f=)Auy3cxe;%L9>pKh4Tt=9J_+z7-jBXG!SKGkV~+^<vrn^VIu!P&p1C
z)yLzej;~3vS)6#+U>FdGQEs@~sdm|o96_@(Y%O{dChanP-VF&On@$Vfm&OD^M5yQ~
z<vPSAMDBKyXSPl<Q^gaV(*zTNl#jNO#rmCkZ<CVg<fa2WzOf*fG5vu?5D*vS`0@82
zU=aN&;E1C~dB@m^Am@gLzYMtotsHGTEf;eLuG&lRWv9PUN`7-Wp+%la(XD=R`R-WK
zjQM@DH=09C$sdr^V?r!4tnVC(y?tfxtE&Bu`O%`i1+GhQh~2|>5u;a)xq4q_`oP1G
zMY!iRAjA}kPRoV7dJ1VG;Wk?KIG%vo+lvZC{Jeo{f5o~0=n(Rd6U;Z;CjaIQ4Cu>d
z)3!Syxtc!z^bc4W#k)LL-#%&o3zbTNX%$i3zO$1otVLxv{nWO4EXEiXf@f|IZrt7V
z+t;>KWS`>A;i*|mI`)1brO9<^UAjk4Wba-}=LA7Lav!gGvb85QES2c9A*jzv^79_c
z^_1))U-@3K<)Rf-up2|Zzp)<Qqn?e7s;^kmHnX9xBS4w#5n&^7Y1-3$9t+flMWfI|
z|M&IJqtrsXd;FeDBv#qWlg}@d8dM~#p~3STO9Kbb1gleYGNjrt_FHc<pT6&;k+e*Y
zyfisCQvapzLviMCjnVUTeL9iNQtpknAwUkCW}Cc^sxmqRWL-DH&<7P%^3W58F~VU&
zOv@uyFy7wo5$6NKs1R@0JXy5@F`Hl~kDl8GWK)ytJoJZyYf^@q$5<TeFT)$cZUXG)
zL>_wTP4?}n>sO?U^m~}9jJR8CT?KADATQTtT%lm>y<~7Q?m1Xl3|SZ_4sZ&N6K9a;
zx!oionR6KM<xNp!Ue~2#k&RfvdeXA2S?XBxot))r#amOImW9^T@|V~p{8pI4O0^yi
z@#P84(Y()PdtNp8EC_G>cE_o%m3n`I!pftqPc<VtjUIwqx5u>`C2JciN?pGwFXDD~
z%#-yWeU_&jI_c-#Idc(SLIo!)u!iv*a0;SQc2kCvOH9fDtODOEF%1rdjT$m9E`2?5
zBGAUm!`<-7Af1TB;OfMpLx|n*yuG9)v~<|IWDcuy{@4?oshD$}^hwgSZ0hGT;jDX7
z+p|FWTq!J+a!(2Aqw~htI6$_n>{PzFF#hp2b`{yyoy<lc!g!xNPRxr~w-|XL{%{H`
z^hjKe)#0i_=<s|tQH$m~2S)tTic)1qU771r)`fPg-p?pz1FWe{Go(s~M#&TvQ_SK=
zKg*Fn3i;u#-usFb{1jri3Wa`f%6^t!aXPXwvIwREFJc46^Phd)`uV0fXqKS*Hegyi
zQ~yKmrk`1K{>|_IqXp!C$%Fcd2kT$?zeM@rOF%Jv27m#-g&!dVkj0N?bAPrS5+^U1
z#lR~4Qf0XHS~TzpTL>0?9(mJssKe?)@YKI6nE=DQs!^ecq@6~(h9<5V$=wBKh_-!$
zVt4GAk!08f)XJehA`ray&DmX?+MVZl0|+$UsYLW<X06#cu^xT{8d$4^Iae@TJlaV}
zj?MqR54rwXkrcF)G=;yd@~`%S>uKE|qTIfF{YA+{O?*Z=-N(I1NP9U&`<n-LC5N|C
z*%{P4FqALq_gPTofTOzod*~>R@9ZLm2hgqTfFl=3fxQj5QZ@ke0rgj)92cZ1!{CI$
z6PR?bK$x})uLQa;b5r+U{XcmK)YN~E*h+vH^`r=R6BIs&rUC()<j>8r0P=kC0Unur
zAfgVO>EpmbeEBnE)d>JM5I|08C4p8*mUMt&CV+-}8ypNl=t6+d=g-eesYY2n2co(9
z639o)=9<(;>yM{blAtk}*+9N56(+y{z+C|9aAER<VNLV@2^|7-B-kUqGore0paZ}|
zWu$=S@&lYcV*v7jA3#2s9lF}wI2-~J`Tc$w&|ifFs8W6p>i5M^0G{Lm_$>5yVZi=>
zVf=Mwd>2M%wUq<hIy=Q2>1y+E(9uJDe1~`YfVw8l>O&Kgq+;h<!VJIum_C1ojwKks
zR2lTJ6v>#LwR+@II5Dej@$fjsrk8=3ngwsDTur}EZ<w5%hcG0So&8&8rp4X=k2+s|
zQZRognm;~qI>Bb*_@;=9^?(68XjB;_<e6BdxIke5t9g#0TWxXruBQ#0eF87OuRrsa
zJ+nw`1|750-uhFaPqpd5O-J*aOq23<nk3C3L5k<B#0wuxt+?&y5|oQb{uDD@mAVY@
z1HPU+08+Uye!3XoDEo_3+6GO*0+az!2Mbt`WfQI2i-6<po?&p@Js5-K$hBfEeyDDC
zb5|h4C=X1tbN!bwFx-ZGgObc*k3A@dhpqU!)qb@lzhiHffW#;bhYq6EMT)7vzFb|!
zpyU{2R2Q_fZ9P{E=2Ht<$zRiLcEx)V)~7LOB_T&nE1!J5sOs#E;C$zZ%XT9ps#lWR
zOk_e=Zsu0YQF@Co$vO}1V~bernJGiNrLIpjWRh(cSyn9*s*#vfB4}E-<f0~FuHOB_
zBR-4gr$Sj?LxpZ8EDWy8iSS(h)P6J=1}c@9L|f6OjP?th55Q%$cf)$oA+c+xXI%<2
zD4SZdN!5p#8kid(S8ly!eNgTE_IXEF#5U(?R*z3JV1P9Z=k7zV$k}AEW%9gBn$cbd
zJ-cDbOA*okQb6E_f|33!Sj9nKVQp`v$N9l&t4I;1fM-*jAO~l_vQrOgt3r6^=a|#x
zmX*RmVjd_>@+;C0@tp`izUkg=uVkyf7}Xs}COY}abd2JrUD-?9Ko@wfON%#iVd3bf
zp<Ka<2xdsp^}N<(!jhE`kAsymuH5wCgBcGM#E4%=*{FL$Ci&p>%=_{jMKY^rZ&WU^
zGq_TWt!d*Onq=qBd8L2B41IV$v9!=N>0|eCZ%8s5R{~ooAu5?IKF5tVFY@`W4Po74
zgz>W{jFK~=45ucsZz1{8H=RJFsDNhkd~>a%g4vm=wa|>mb37Fx;Y5RZua-JQ))bwx
zT?a>pWIr5mlQ`t+wbRNR>ZWE<kAM8Q)F(R?5$0bq)!^dpS5_=soWs+bnW;_3FX24J
zTo#;1am#qGlXXw$7KZlJuAg}F5MtaL1<CG<E4{ps-#sR|y8MQ|rzSxlu2l;|C&gNh
zk6YvN?DSMpVw#`D<jYo@jOd0Qp3gz>mSwZAmtwL<g*97Q<lQkd2fBANVG{r!@a<g*
zJ-58GbeBmhqq1FLBkMM!YG=3J?f1#e+Ei$k$roi1^HYTnPC{*Gas11oFO1mJ>|#GC
z3SMX>S9|hT^{+m}V3*fy?vS<&0Iy|_WOqsNlbrb^v3a|UZu#ar993y$k0twKX#Veo
zh!QElwO*S5<vh0?<DQJt#cv2+Yw!9}OMZegB$<`&TSMjX2_>#P#Agz`bwmD+uhb*b
zmU+fA%gU^(gwGeEQuWqvDVNQTQpL(*x_ni4)8bzbdL*djqE-|J&@NPddD<qGZb^YF
za*U6jBSRt`+T>l~wG<Lk51!r!a~&&aAku?`5@~g=ZJy&X(pMCsej0IDaK58a#d}Sh
z2=7J6Liq?I?r7Rr4PCmvUVzRLw4+9m$}(rwSqe73NCtKH{Gyw&wBrq0kMh**_f)1I
zT~RG6H;!Qqz#|SJI-UiypgJ?r*W;b4dsLe+9JT$l$6v}HC|rqUcNp=FyrH@<7NV7`
z_Hg8g)65Nu=FX>s45$LyL*p|D(h<^Bg)BcKKdnbovVX;*(vO!@C=Pfk(T<@Q3$0&G
zp8*^<g<w<_7^desg$eSS!{Czvwnn}R0MH?7_-9Yk%ZrC|2=S3voCw->M6M-hePA)N
zJPxif0^*_`BF;EK%F-{71<-WAymcE0$&jvMXbL@Q^)dLyk4zr9VY%^7kbf*Zq_Dg<
zY&a?yEO~E6&#=nRL@pew;YLUArIlF8kK))XKvGbR6@Uwn+5wbgz~|cfP5<0zo7-34
z2Et;G6VZC^PUQbe6ZY3R4sAE_-UIvUFM?9|RgO+;!)lwbabiG^^K)9TIpI8lpsuT8
zcmXt@KET<Rl;{G)>sx?8=0<5TlAJ1mYq*5mUoN(ZI?atpxWIFs2>q<g?2moXP)71Z
za{(iueE-^U(C?xdOIQ1M#(WuysC#^{p={bRd#whE+Zt?B688AD8sNyDoxIdJ@6awY
zMzQLs_9#-D39!rF|4cygM}Gg0H8d}WdAM39?WTtsL$3xEbaXI5hc8D4VIlh{fY3p=
zD;U$b^%bj}Vgm>u;ddeBGlqnZFNavaz>eB^dBMxi4KE1rNG;U>QQ@bDU$Lfw4#oab
zLTjbQ3QkkQ15?V?pS`#oO&M}NJe+6+e`-UA-#|x+FTDIp+{@3gO!Eb3u`wECpc0yY
zgq$>`goUMiN3(K=8YO!NQ5N;dB33SP%HqL#be0WyqOkH-0N}rt+>>S?_N!maK+R!*
ze8K%Ec~IS9r)o0dLwVn-PoBrGXRk9Fq|f4suIy&f#x(B`T1@7)rMo=0wc!;$E|T+-
z&^Zhtcx@}@p;;FCdEAUrzE36W(aXy4Kx@|b+f2kYo2rIwcG5IeXqE>ExwE$Pv}TI&
zf)61ong-X(7;%geGcqNJfdD6?572AW|Kjeu<KbMl{YNB`NRa4V5`qwf=!_vEh#-hw
z6GRK5ccVlvg9Hge^iK5NTM(VmdqihO9gNBEwfEV3lXK6$=iYP9=bZcdBOfzw-g(}q
ztam-@S?jyL3%Y})sjAXDr6FtfI(GI0r2rX&p;Q9}^-j)FPzYb6^Hq9-aJBJE>+@1W
zDJ++9lPkcI+*sKXB;j+K$%aYo_u%W?FDN9(+52>O789>_2rR=rc$QAm9^Zrm(V{#@
zqaPqFAp9^tv`lLGU0oF8tYr}*ALo6AiOx|ko<IW>`9VSE{so1>x1Lhnfw7~59GSw;
zD1Acm($go@rW%Vh<$MM7ErQc?9UXi>^1w*d9fh6^#;i7J7&hmo2_;_15H>Imd5>rm
zju)Eq5IQEn$j}AWt+w_Y@Hp6Ynbu+<ri!xKGp9!7EN@FlMo^8;PGr}gr}u2@Pbnzr
z6Q<s)G*59*07yN%Rqk!eSVdoX8)a{vj6F<@)!X;43H1K0;PJmZ0Q@Is5a2AbVBvnl
z7#=U+-AKqbycbtba*K0eE44zPM{HS?$dnd$z>bdEB>rxUjHg?AV{dC<Q>UJTUU)FF
zrjqXQGAmUJE#qfIs1JKV=H-x_Cs~aoS4Z_d8*b$o3l8P`7YoViG)uANy>)#d(WKA+
z&EW9q#SoHCV|S6hYVo;`GC=icTMpZqR(%FNrj7<Ve5Y@Rs!G3PnNa93Adb@mxdnD&
zM;Sw>UZlp5V)??a-jkxw*hw?PP!}Od6U+^r7?x>jnpK&f>s>bP78SsOY5Yczxgc_D
zh0NLL4MRmidBo+Gu1de)nc38*l5>|yhTt#j5;ah;$L4}t(h;N)0#_c0zDmAGBern?
zWHNBu_fBt0L5e@rXYjgwk_QWbZZ-J<+MWkCLHB6%9m}++9=RAzO?~0;G)0nmhtJvE
zPcO>0<V@W_42(^J;jy<Tgba8$&KGzOo)c?mD|7CuMc@ZG&DKC3h8Pw5$=OEqyS%)@
z&0g0`?#1QQEh&%(fMQMWNDavpg@NvlwD0rJRalaklG(d6A|h*Qn!_dR+!$<<;w}?E
zY{o`;m}TeG$Ui6<vZG-?bYfJu9gT5(aE;`BrV>yoLT|4HWcn{UM*m+F?JR=CWx|#0
ztoBs3+N3zPam~a?$2NlCo&D^crx(nQ1v{S=n`uAjp4u4oXTxijxkV^wa7{v_zk93^
zE~F{sXr4PyE|n<i@7;@4p9PeWxXWFmFWtXkFm972eM>VxuVupKkRX#JQ<Rv^R+h09
z<8lOM@0i+hJs7?=o+QmEC-)tjDc&i2M?v($&6{Ej9ykm!E!9YB6?gUlVG;O7ziz|b
z&U??_Tn_dEZ)-U0g-<UJ^V$fdC^h$0(LeVJ_x2v?y?7zL8G@^88omrathTgbeLv60
zr1s4U&3aQi*!|70ypEBTx#e6o-u)(8$`bv=<+5wVW68mf&NB(!g0y}MCZ)!A%760d
z+;7~cNfi~o-D8@u9~7ByDQ-zE;${g(m}+z&Y4YB>Bu;3U*+`Nma6Sub=ZnHu)3f-p
z@|trx6{HB*<+Hi&$FFSHrKGJpwCN)#ZgDZMC^>sHEypZncMCtP^htoBIqkB=O^!oo
z#>YpfxE=<uCMs`>6I6Lfc24Iyga5R&!*3pjf5qSb=qw)Qr0i*)el;zgcV@RoLaHNe
zd^ljyOrN{&i_)>7wUEX85K@&@`FHER22y&$^IeZ77U?z(-5LWAp^`&vyEUYp&q@Tm
zHqL(li$0H|v+A#PM)EaHax`K15h5_F*u_B$ijq6uW+tixf#P3sV8Pw*HAM}y)a8h%
zx4gasu|ZdyKCBt)Z(oYr7@1lbuUHbJodMYn0>ltbu#lY!o`k?!(gMxZSpIKCmD>iT
zZV|*((oZK<!CXQwlM8yIpCI>AXRnycD^Wg5O{Vz3P{Ae4uKV10blXd8Kd=9&3Hk~d
zA2~-?vUYT#y7z!q$F=7^^+peQTjD2_rHGI&kz0PMXW<bf8Z)&%UWC%83jrA}PZNyG
zgu<yT$sEHpHO;S&f0!99alUhoJ#r8z+Z3&;3X}(sWZ26gwN-jcL4SiT<9p69+icAP
z%{o$4;pn`NBK-S>M^auz*w-MO)CEBK1|_ZUnUJ7?r{T8cwik=YM=UlB)dg+BG9-1K
zmsS%7s|jY^UL4A-ONtd#R=%ZLh`OQv`5u@1JJ2zyB~iP5lSYt)j9bE;f_PQ8(G3dG
zHjT*~ZTd!9nqKypRq4K*wRD4#esOX|)jWup<}<9t>FXPt!mPKWgL5nySWO$R<O+Ph
zB~(5#zn~MZC+rPdke&sTxN6U=)=28sxcmUEBfl3bbWbT~8GVy#lQ67rUkzW^JoNK{
zl%Tcsb4<x<?c(F#j4fkSNM1s=hGHR{*q`cK_?p~_M97DDBn#^RV5aO^ysNWQP>>VB
z6!TH-GG>DxC^!Wd!49QS>^@Q&w$s)cp@CcJNX6cIrEi6sY=bp1ETf;HVXE@oh1Gx2
zU+9s}{qPF8OXy22>UpZOm_+vU*-UoEP+}_=8`_)xkIL26@NwJ)z)RR!e{Mni9zy@k
zv-!{Z`yUgM$NDdE%&(zj)iPO*s`b_@g2HoG>WU@F!;)%yrMt1u3F)Wm6e7XsL%SS+
z2rt!#=5u-`D1N8EJXUJ1mI>Pa90h>wb?J^2SVvaB?sjoaH`CtkD;bAJvKL2BpL-zs
zNC4;ic|vFVTa_)tdDI3B5WwQ5bj{IPT4K)UM3jZ_<Z90I*3BMeCJP$o26kR$C8r{H
zQWvU>I|vy(RB=KYg;bklnG(#(WaF_)6qcJAZ?NCoHmI;$slO(w+nMkFI>LMuJL2)$
z?h0#rZ5vV*<41EJIN-0I;E(qpfpt6l%LynBT?}LPXlDWKSb`1Qj7+K*QdrVuqj)4A
zdz{H_ec-M$&HCa(tF=v>(WgA@H7E&m$!Y+C(5VAZ$NDF<BjTYSfWtcAb)GZcvtIk9
z72|xyBf1vdLu%U|G+F)$V0Q!qm{`5@Y0#M(C<^d7RN<7SPwdA0H{F66u{W$|?t@<j
zZdn$fm4V<-+Y`VM;|xG#x!quM`N#NzMwlzZz)O-m+6kmJx%H^$=w5MzVy@@j%n=#d
z`#4M_U)MQ`Dd^Ov0N)QD#yT@-*w0P62-p*t%U7&&tG@lI^)th!?bh}lSK4syBKbD`
z^9=kn?4oGBy}_gSA_*tHvoj#_(`u|OjDSl-7IXS^WdD7ABy=omt-T88o<=?1$l=kZ
z#LSv&e4pZAkukEYlmeZradWnx7pYPl(6}$vF0BoCC!~I%0R1oDntv>-{y#Z;o`CI-
zSdE$d2?;$dfQI?CC{+>UbV6=f8ldwB`W%65Tp)faM)Laphm0>d0_U=?wy<M$3AMi+
z-c6Uhh_42JLoE*k+rQ0K0|!~Xz8|2{U7J}PbRe1T9$`7=MJ9>>Bgfi8w}(e}WT`50
z4f-X~4nQ`u!oJ^8M78ImxgB;CBy8huo~*;O5|`LmFyr^R?x8%3>zAb>hc2TvLj^G;
z_DPkGBKi%)qKrqdHUqI}Eoau<7iAHtk<Ev0$KP|arH}l-)eur8Vcl+E@PCJ2BV?sb
zEy5c(MI&w3C8Eu>(RfohjN*K)!K>G)<Zf&6oNYW`Cr~U0XtvpxmHjG*Zg(iyZRhzP
ztTcVh!{<APwdyS;jBjVosunuj6mA>@u9UQ3XXN0{$)VnCD$Ftz-Q84YH?SC_suB#6
zC!JzXHZspKCRz@g=IvA;vkfC_eNe7jE=9W=3!OI`pQKX+fV)>JcHT#*VW!?D6|h`l
z58q`Wa9s?Ij7>p3XB^7Gb)>OvI`6q*k!OK!QN%$PUb)%cV|@?IV#Y5lpXm5<wQ&za
zXV$75C8W6!&*PJ9EyaF$;!@8O8@V+VnEWb|i=l34GZFD9#+)O)Bz{naUflhrS=4ne
zYln*m&fD<H1GJIT?XH!jDcXv`wKeJ%E9;^ZC%dDLz=;YvKOWU52u$Yrsmmtj_949e
zQX3e%<8ksv&*6B<SA+I<<~S~g$jBD=G7Qeff7c8WdY>Lb?Bpk8a8-<)DWlt1Roosr
z{K0y24i5ka7~=8CRSfDXmpPg1`}@4;5M>#ib&iX8ea}>3-ZtnFoP&dVRIjpsQa`Ha
zEB@E7#2JeG0&K8Gpq%_HjrgM>S6%~&C?O%%$chhY=IRD|BcQnOK_j64r%jWf&v2+Y
z`}%X0{=8sCQ@rY{+zf@U<>ah!Xy55P93v~pB@4>UyXf<6{L7+BKpKc{mpQv4V7K9h
zn;B2Fog1#E&ZML1%CuDZ$LBJcOky`C#+75(KM`#LjJ(rV%_!|tvt?KqWX!LYj)_NK
z<*h1?^`~gPtk9Ecqv}pO%)X<k{I;>I$c(f|f~RYJ=&-|(Wv1-imH0Xd(9?+=9&#<f
z#W&02<SOBmqG`O{wMP+YvEkaHHtV0Ef0HR+X)E}xx0=W;WLmP@Os*VeK(spOam*wf
zPt52k8bQ}dcTa1-+hwk-_#^&$UiCA}8@x!<LT@5c#mDcx;@`~UfXzOZ`?X}x2vjrC
z`Hsn?l=5afveRD^*3-M!K3N{xY_}<1<Hf>v1QYN7kRVy`lA)k1I6|Ibox~z*xj>jw
zJB5pVl-`HL*ZJBf$`TEFvhu&2zOm}jT0j*xeK~+6Gq-M=2T1;!1~5cw19fYxmgp`Q
zJZm^A6wOx;9C-|E|Czqr({267`gP9&h_Yi|866SHTm1lu0Qzm|Rwm|;?5uQvmzzNT
zcV2F6!8gmVIen=Q2Rj;k#nOtIC$sAAbp{W8*s!X_2EgZmNXcVwNz6DrWYHU~KGUUw
zvAjIBv}HoJk7u<9mi=&*kZ)>4jDimK#A>R@73U-hJ_kFxNN`-1hEi=jbZBn3(<MUX
z$hvR3vDM@jeC!u;3=6(6CboHKl*!X07~eC+tDqS20lGd-RJWMm4Mp4m5{xQECXqrI
zClnt5MF+HfP_8aYNe95#f5O4Y0bTzkUSd`c*#QAg>-LlTJ6Aiu>NL^>=a;zx@)7Tj
z2OxX_EXv%{kwf$5!Q#v`8W)OTFM-a=I^tkF=ne!RKsZSfeJ3Aip%)k?6A)gSTRPm@
zCU}nDsyYr>lRXdsd^w{8*gm#yRdWvLZG<J}!pW~R>JVwwz)wU8&~YbyOU4indq9_f
z-o1VM%iT^+exLpHS^soEnY$2Q2%fD^iCGukJ8iAo#hMlt_}Y~Ob!~DbE<ZJhsac`@
zM~AlT_V@Jaznx~0>guKu@q);`&4B6co`yOUzypESrn5kO`~eb114uN_lhuLe|2(lk
z+=*v~?hpk127t4HAL!^jU%NTdab|H~KP}y=>QD0kZHz$>9D^WR*1%H2@;UD9U0X9e
zyEc+%SI!QwmvPU?3FNE*3`f6rxn$2(dsf<#&o152&%OU?{Q=PfzY(I){b?5Z&Q6jk
z5TiTY|DObUcj5a#yvTo%-<B(MIH>$q!P*3yx$#L_Fq2%lrccoTMM6)c`^J`yCu*mM
zW_6gg2`xVx0-24Rg3Za}Ue1vppDU><A*yP#B3it$!LSG$21~g3m{G>}*$^isCjr5-
zjQ@YlPnNWd$IE0XgqJ+O&>s(ok}l=3&N39rBkCSTn9xd7@^uOk%6Ct889TySIhQm-
z@*>UBbWAIA`?(9oG%kD*Yk2wc26GQFR)3$CFdboTcVw=X_EJn_?nZFdeiVC#!KFzG
zxz|k;U>6m5(cC0N67f}V^==vIKJ8O4eo>A)VIGOrqCMPLH4@euZJ{D9*&=UKm!c25
zldqcH{;E>-VBEV`r~un)?ScwWH6;MYcOIVRyF%WwGBVM?av=&X9=A!c9*m3ut!L!O
zUq$(#C5?DS`z?2t9>zXDdgVfC&?@e;hNri3NLw}sqtMcroHo_4^fPDcZG2@R998+D
z7WtBT*7=2pPz<XF%E<`|+-82!TyFkZLH`E5j9FFm^o@xM<57SnFEbD0ae`+3d9%?<
zF|KsZM;}Q78anV4C&N$;C+^ai3+!O;SA+bPVGp}f59Fi3%@?E2%H?#;EPCQsy<=*g
z<aHC&L$|C%n1Q_=z-^5?kDOo*Z)p!7zuADi&w&EUwY|kL8Pkyb17yCcIy0CNPc?Lx
z!fSGDr6>oHQ2i!67*>yw>@T;{#p=U@Ndi=3-Q2(7ZuvJ)r`o<l(k9xmtPbzRZ2ITr
z<<iPCm>BC9m5%VM-aS`A*V3N<7|tzYZvHB2VL{Bqj%LDL9h?0_y#P+ASzPpNOHP2B
zam-XMezXfiMCWtj4EhOlDV4>VQQXVYH%U=RtfOZ8mF^X(I;IY<Y$tW4)nB)L3!LM|
z9|5XBBs6|zuNKb>VSN~AV)x>3w|U=k?>vDONjZg7a?h0pMR|oTGgNd_#MCk+hxe`0
zK@QS8w~PkADL)G&`J$($|DAPfo(9j(dD{2xZnlh6aM5U&LBl$`x!T>ZIQ?L+dy?m`
zd&?nJ^qg7%8DqQOgkey_@qbYm+V!%ya;W!ipG@^d(HV5TcX+%c&(aiS|EBE`Y3$RX
zypk(bxrJX0={x=BH(EcrW*@*U(Kkq=Nh#k6MrCG9Ppoj>y|3M|M5C`1mT_)fA>LV4
zmGaX3Gm1u!i>5{lLt(Tomin2Fuol`oWwFhIsi_}B8gEyt*j(x;@F$dR;NM$r&pGDP
zgjY-J&w?p-)z@h;R|4`mZZvk?YFv1b+14R{K3vB;eaU{zA~8#+iJ^-zm8J8Z^(94O
z=5f#Z`puZOxAl~kd%Pc?TROOz^TurKMHfgV8Fxmg8ChHsXuY&7D+d|=L|s~xVTvKO
zytY)ZN){cCN0YzK&Q8s}w?<_`RewHoo_lrG@|yY>>UCMbE<x$4Y5`l5SJh1=BEo{a
zdxE<H?Vw><0*_bjEm<vYP^g<jmiRX<o$l4|{zoj&?K5cK=W6!gkLi58(atb`#G)L7
zmm~6mIAgMn9;cLfQPe7`k~ftjq=W;%EU=_!ZN&UmmC~N)qU8%!+Lv5p!8592h{MCZ
zqsAYg<$ZZOaLwS}l<oV8l?ajxHF7u_BYqD{fmBDqvFfz%bCYb7m#NNWGF;<~+j8kk
zT#6dI5F8bi&)UYYCHEwSsA8mm8mm>Fge$@rkL6T-2dqUX1@xN|U<k9BqsMAAs$=Jg
z0~iC6M(8hARSvB;--A`7nE2`Z(Jjth&it0MVJDfnmFEFN`Ck%4__xOgSki!f|Ax!v
z;XYuHiSbwf@P=vM1VUH3Bv)|1?YfMX@6-nIbA~6Ok0aJx*aayQw2|vkiF4WH(aq_P
z5DP6qvb3q^S!frUB02qRg+Og-X7CjOy+FGw+|swa!)U}P(8kzp7}^OFvbt;4N`^G+
z3%fPPaU#!RJoRr6>Rnsox~Lk54{G6Sghxl$G7nT!Ifue)iOQp9C;bTX(N*qZ0OZGG
zIComJ>vm4pi{2*J7k94qOP1eU4<8KP>(WQbH{D-ig*s$R<?iKXbS-LY<+u>fJXcm_
z!o2`;O5IKM4MGw$o6T_$o4M14Vhk&bV*2Mhd}n!QyzCP`$dm76k*QEVtEJVP6x7z)
z>pyBPHMQiCB-pE|pc+_EDvLANZE^Y9EB-o`F@Qm95&shm9uES6?%{|sW0`dbo6L_h
zB5g5b707G7wnxU1`RvIm_q)H|UuYE-x+qwt<Cw1slt7d}XR1R`-v8}0!l#*QTqDfz
zdbW`bl!%n##cQX$ykGObushH2r40b}1aSbH{Fi!yIX$P6V)IR`*Lrslg2yqC<MYb(
z-RTdG9)yhJz!Tp@Mq60pQ5izDo)t(Gy=~9E#D8`xSgyMUYx163-p?x^+kgxJ*wmxx
zy#WZjn^jM)(8-RX^ZSlcgYe>k;;%U5B<AInNROGwPuYYIVwko?N?QE0*OI%;K5{4a
z7`z57cmONZ0|}@@t<(MS(PfCFVRs*$E;%%8(*T_V7BC)41VxTP{`k0`#e8^#d3sp6
z;mCnjfNb~7Sz?4FfB&SjD?z6V?VwZD?z!*-6v%{eLdyar#em)J_s?ciS*)?yF8q`(
znR8wwNBxgyp8>GU)y)I(mDP$_-9LJBx??n(0o<M1xT~sxTVvnHCMn9q1;d)JuH*2x
z=N!SPmsJkkVfKar(TY+0jRC`)78JKDmIQ&q&#`0Y_O5R@8U5bBQ$3xu%Qk`EA(~tv
zEnVg~ER8Z01yX|IP1W<w*&09OCHiwkDQ;c(g3S=TcP@Rk=KyEdZUWJRN`fvXG*6@L
zVZVQ>iP&#;Hq7(3%WiQpw=q9=-y+cPra#3PzSY~O8jc<-kdbY*)Z(bJFJ1Ske5S9D
zkTcUYTfesIPZ%~d+qyEsz8DT|Ap#B-7)AgOQ+(=k$$J0F*ekMZBlbiynt|gHT0?yI
zptykzJ1Q!+Y15iA?-!evyvkbaR&U=9fPteApbap2Rq-?cOQSq`8x;$bp8}4>zkeRC
z9G_@#I@e<^Y}1I&3FkMoOr(BRTwD7C^iBl$*_Bhbp7~jgg5>b@mft@^Bsfs^?$iWi
z;tTAhl}Ozkd6bmM572Q@TW5TY(@wrcJ{_upGA$@s_m)p(>CpODE?D&kCVq$q+Q;RB
z!|ckDnvF&)$;~fofJ%QQ`Y%E&{09SWe$q4*X^EKTfe~oWN#)Wk=qdIv6QG_U_5hHl
zKlZDpal70<qyL?RrSkL4fCjO}NCr8%!OYNxQ8NGZS(8(IW*;4}|Eq(zsQSFk(L>ay
zAE3c|(DfQs#A3i*cZ!}YN3)g(E{vL^MkSS76!YZ){tXwz0M7!AgcEAy@w0UjH@UAu
z(knn5qY2tLivW_`dobq!6>w5A>55-{!VVP#bs2DYT-TBOoQ=-k5E7W5*f7qc!jKVo
zLY8=;2tvyfI(#jW^MI8NSmX85b*MnFkM08WwM|>aM4uKPnw{<(wD%R@wqTe>OVA<8
zT`vRsUlFj`yoDl(U2y9<Ff)rVn~FS+HX;q_EMq}iIO%@0QWrzistaGVMXGAVJdV|(
zXJ`r8*_IRrF$`!fcrF}IZtu#McN@y_jjEu-;B=DLsft`xK}SA!By#(FEX~ch;~}Ln
zU`D+t&h`bhX5n{X^jlaxU-{d2vtyz@exk#5WHc-s5KeY6E#eOZr{9UbYBjOjGq1{4
zd&8BrFt)2CrW<F=HMlLUqpoVT%>U3u5#|rUZH==<-u5qGs~(3M)<tO!TSf;T!8gZr
zfGOH4pxv~68qvS9-$sd+A@lvF7Qs*kQwfPRFKvJ^<DWAUXmj?K?qA<zuO`!X0q3Q@
zEYc-Mmq3}bg0np4?`A#1QK(<laQ1_V5SwP=PPZFbe`Z#DQ~Ap8MQGE$D}hC%xjVBf
z-=k8)I!}$E$K&DYo$o!#Z@SCB(+|DlzBMLsJf%Wlf0X2#nYxTL)e$NRZ5=iDjV5Vq
zyrmt)*mlr3k5#^^sMcmkGTk(r*7hn(@8f$>Vr-_c3MQKE;Tj<4%_kGF*b@U?CwCp~
zWhiv>((Y$oB47Jv?I==mp{&``2d*PO%2edt{?f5JmrG)6)R#PuekOdF#zZ5vBnT7f
zx3T}|Ww_aFEX?;X6<!);o<&;D*WXjtBi+OcV)~Ag2Fj+T8}QAao4j7KYFJSYYbyBC
z{<_Nd7}buG*|52)sO7ji3!X~hp^7eyLR@p*A28qu?_KQt2KPg=LH!cUj&%3ppeCaW
z2h-1^-M=nctbb^AYT;YwDb`8Ss_Ap64{I@TnG2F}gtI!@8384!a6OVDK<i!h%Jt$%
z-PwhruLx7C<^jkD*4x2Z1{Sfgm)qwvGwWtwqX1F|BLL_KDE2v4ivDaSch!B;RN`El
zillPOpF|vT_I8$EMgHJl^Kw`d1Wj+TE>G`~mSN0wYIKO^2(FL1KB?&!7Mgty-r$(4
zsH)sjr!Nb*AK`%214$E%**D!qynbh*@wn~w%edkb!#ddOH*C;9`7c2<#JKK&8J@6r
zH3$fDNlVZb>!RP8$sb*m04TT^k~~Dbk<;k6J%m6;Bg-m)FXypn!X!cVCAV@ofW5C>
z7|C($l~=c;q_PHCq5lE0g|dL${)ZW~r=8)aKhtWSqGI%oWQzW@j7dAuvMSKi`SPmV
z3y=|KtMxs=?g5HI;(cB0Eu~fY_A>Ih{i_;j>a1t@SR`!PUpHRs03O!20e|s54=oH;
z8zL!xfD{rQ4Bg!^zu3LJ{>h1r5a6`X$q^66>Um|?#?K>p*5EtiLdbjaaDv{}R{RAA
z>Or*|5JewKz+Bb?yn~QgT;%>SfeI9L+Z)Z=Z=A=G^K3&q{QES*$MFc`mkmJ^HeiUM
zjU@A%hqM53EkXtdrJB+w31@M*Lf=()`qzM|`G&P^dIziyXy7OUM80$q3}}p0@<W|>
zwF505YOlqCCfPm&)V{L}xJl34n+s^V-|4_iVg5j6NAL|(z9c-t?$)l@PQRz+hVkpF
z*^KxXok2D#Swr?kB;l%<Yx#80-d*5D@=}8|!hRarl5G!3yVD%`T?@8;Dwjzfj<s*?
zowiecrH{l8RT!qPTU`8L#{GIkj5pnhTZO<$An^KmBidIXo1vi9aB1b7L!WR0^i3VW
z3`tz+`2jlr8R|oKW==woj4K0AhDjHX7&o5|<VLOB;Xe2pCQG50UaRc6a(_bg`D|yG
z<<sJbO|_zuVreNC;}_OjEZ2X4*e(MI&%~ju$nh)m0M+c7c}PAxrefV@_dA0n>z1;8
zuWU<Xxs;W_^R)~Uo?ad`hughY@MKt<!(n{%r?l{NQM(Xr1}OX7gPWfE{Pr&{N`0xv
z&NDgEm~8x#3J`#)!s?csfvvFNF5N7^^?7Don&rsSg5-wW(N$hvaplhie7)czPOmxP
z`NV^F-VG$gQ(VYrq%qn9OJk0h;Yz7jxnH|#l*40f{m7|(_$lgpoWZFUKwMfKpvO5Q
zC&0#j=D8{}NP>`;!<)jwcWohM4Y*pz*<YjEx5jVa)j5`mZQzjfI*RKgG;5p#Fz=}~
z9kL8W46oE3l1Xk$FX9k?)X3DCHLy-Nvj%@9mrA>VAKMI^%6=N*nUy11=2if1Yy7fp
z`IE@}{4yl3k_h>Pf7czuaH1SCm-F*Y?VY=Qpthxj?KDZ_?H22OpS{mpO@lexNLF_j
zAZMHqRm`&8WCouBPu%m<dg7n?`Ts~TE|=!^J7X0re}HKCSFPuM2L%MFTHSHqN)OPI
zRBq2lx_)O#!T$0Er{I|7IQmUjX@Z%>er!B>B*hz7Y7p2osed9M`+Zk&*%y44uQzh^
zd8o^r&GSRqgjt5^mdki8ZF5x920Y4p6tNSMj)ujL-#`}Ue}Jd~J9nt!7Pb0<$cZxj
zJ&@Pd06QSus9R&QLbsSW+SEITh9E69k-|mwhi(foO_vm1yQZtUCB<NO_cvIAr?8Pw
z-`$W0(DSA-FP6);OPZr7BX~y)EK+g3+ZI{{=XpAH@U04YL;XG}Xc3Hva6)_9-axk?
zD1|+OVBKxxEFBsKP(<x&_-NDYlGGo2&y%6ij)12a*noWK^iHVbAhdv1_yWYFC5KEe
z^iBWmW{BNXK55h71lr1cv;f~Rk7wYG3FfnQdJ~*vbVHBUDUVAR+wqNL?x>_m;*+u9
zBEgmY+cC2W+dkuE8Po)^=ZY~6$RLcnF!1DX;8lfvb_Mtr5@44AEC>{l9YUF@#vYtN
zqM_9^3%$Aw)C!nxxmTzmPE2Tdo92my3r&^#t9ekaEwBxF1;aI{Ozw@eiv;6JSh{}j
zHSX{+w7@3-d3$#m@dhBD=aVA+yt?}HTHd#@BWgWM7fB$eW=3g`hx@bkH7!RzjUijG
zDMc<fm`k(M&T9(Z&slP>KFaCAMS(U^P8}ay@|h5Pt}Lv!{&M*<olRb&Bd=SWZ-gAs
zp;@$XgV{sY$;2xL?DDTobuqBfroN77ycY57Qsc)_YU<F@JnP{G!Kv^xV=@ifJ&qic
zTaHr#>eV0SB0EVYgT440+BBk1wa0vf)5>vxLcmVyx#F7oJgua!Lb%uDx8<%-7Drt(
z<*Ri1TwLb+$T;zVwTysPg#4%6F8QW1hx8^|tuTVM>~}G4U)}ZSS?rPR?VEvZXIc|E
zy8!yn*h9U>A6EFa@g0r}KN_3sV6_#MLv(zVrYCQsuc5u($8L*v%S9$V;9JC&Q-gm5
zZ&eg_m_Wn#3Ls8!dht%r#~op?Bp@aKovbPCYIxc@460(E5>sNgv(l-YK_=-Y@fz}z
zl%85jg_Bmqk<l0lSs_d#e7XxrZ|%%QU!L2%zN+Ci9I`9RQ+zC9Wkcc{6H=<KnrL1B
z8Z0nRA3U5fY)B4}(LMn<QU=BT1&}T*pw0heSl79*uq<_d(A5YRMYxea_fd$hSoMH;
zp2*jIs{^)s6wDz_;TZVD{4_DvmP*0=!G=2<B$zFT*cYjDVd=@`EuXy!?}YsjHy;x_
zyxll5`wiO5^XmFmeUZLm=nzMqMeiL}2uzU7SASqmP`aO%&!^R4f$?_0il*>lp4q4?
zTaxr_4K5q?L`gGgPP;k%F>p>7P`0$|o)YxI8S~)H_=QwGEDVcb20x|uT%XpiUq~^V
zYIE18<>3G)+o<nz(rlAD+*lrCYIHR{kC%*3fpfDnS5#s|Vy!Z!pWG}d6K4o@!4f6S
z$diA9JoZh@(ooYfajyMvdx^1I=IA-4mYxx=I5oA6x3{+8zr-2;_c;0g?GF3jh=Tss
zUu2giM(!=Z8}nHox<sT}FdS++y=5CicI*v64n$*WLVt-$3Uo;}M~t8rrFvc8ht#YW
zZ@1qkq!6ywrzz;NXs|JNy6)mM7cV?h3{Vvf1a8Bqj7!~bpz>!m@x(M_9u-wO-MT6o
zhL>)ppV7@FG?&s>97KSJHcXK3%Z=#hSbap)X-RPX1F3dm=?)GtmYX?St_at7Zb|ji
zY-0<lkaJ$Hvppn}%8dQ5G&QvK8Zhx;REE(mRutwfR&jQl!TsthrDenW@Yf%NSIM5m
zT3_SpEZ5tg@Au$Pka!(`6FxSe8IOe|6YoE_4lvGCmIb81JO@8K+a6AL25l_m2{pzP
z>8@BmbhS%f9q}(4&G{5U<3z{FN>6RSJXJ*rve=m}vfjiNvgtBJ1uu0a>V()fkJ%bC
zl&dn4pTAzem_hB3$2S*&M=HzFqM`W)iC5ieZh0<K-!<6jjc5CAkEx|6S|AaXT)#bK
z`pQn|<4av3#jvX8MrDgz2U3QY9)WtcKjE>OvB|emevi)4RsVQjav<gYsHV&h5FJs4
zV&Vk;by21(?Yk`wBwv@OK!}Y<DBf;r$=t+)@vz!tn;STj8V?BOSoI$RHM?W)+Zh{h
zUZ$o0ep9JJEpz555LELoQh+B)@X!AJM=MCcc|brtRQGL}o8#yrAI6i%1t8(b1r(KZ
zB6NhaZs&6L$kK`0!M?THR2uEhG_ZTX5T~uy#K3v$^N2DsF4#!e%8OZqrdZ@IE&Vpr
zkzUaeZC6w0XqCNH@FH-m^D*lay<i<rG047Atvk1BvcV8>Me{xBdHrU+=F8YCKp3Zp
zdmVT9$&j7)BML^7k~@UbkzZI+RgK3z+puemvE{PcpBr)eN}Jzs0IMgTPiW0i5WOaD
zWM;9DSnA72e?I8~Kbpmv`O{VDYEDDDxhm+jiB2n?u3|=3W9{e;KZsML)yK9pY3>+#
zpI5fBmP&(bFDrsg?=r*>SRdSy+sF>~1s^o*<aRKF@|0%3Cpu)JUdjZG2Qa<U)oP{b
zmK%!npz|Ql%PZWW!5wa@v{4(AzTZ3`EpY#urcHr<FFu#!C%ni1Ll!Q;d-IDX`A7eX
zX#G^J)x8h8rH~6*qaecs1KHMx1Z~hQd12t~(aX+1CLXFHI0Q}ylXM-QtAR{>hVACM
zJzRieuTNI<^AAu4?6?n|fwl8biq@*u))ft~X{=y2u4vlc;4b=d{i57O>G@o_OE<2G
z;UtnQOrQA6FGEhKY*lya*Aq>~p^Ia}+n6tDk?rqtY!1uN9~pgsp0@(XImUebJfiy?
zT7%(T<+J5HT5q;L+B*BZE87~8bh6kF%WyJ>iyBCPFYA1wl$m_o^d!WfuBNp35x+{j
zaxl@FbUqb=4jrc&2w9_q>`i@0GFG7lBXt9L@~<~r#tbV)%a?dbTC$VRFMANUVw}Ls
zkJ#nDSjPlAeOQGcqEMC?Um7N$K#l${OrC6r>Eo+{KvAJK3{Nv)-4`Q_j<4(`p!QLH
zfEhc`kg&rs2A!Xt*Ki@#-_6()vP8+a0^W9U{I>vVt>6a;psG6C<Q#NX!|^`G=SUvy
z@(Yid$xP27**XNdiA)~(d^qSrQ-;1>3v57%e$s$9egrtt!G3Pj3Ml#^OaW;0<8%xd
z1CX7a>eZT>n<+SS978yb2h3zs3g9$)1)Z1txy|YUX+(Zgm&M!)E8fLB7mD6FJ>k0h
zsy^&N!R%*AegLtj5)W|GC%OYs4O(C#z(E@XL?o5}!{M0_H0fRhNh6NaaE_+uB@3RP
z%n<bF(fm9^TbbOtzE;NeV-<Zb%*--{Ge~ZRr-W}kI(Id~k*9*J33j0i_i-(4DeemS
zMHQTcr}D%#K^uGlGPd1||J|s|6Mh;O<kVuA9FcP5N*0Vm8#QO^4#@#ZeLUF73cV?7
zg6`Y{SnH|iP{TxLRvjS3kiQ7+tup}*;m{D;7C(6M$a>xEDWL%t=TvKEK!n%lj|I=*
zaHm7jHnzHShMXG|KW|PSMjrOb02u?!Hk}4czvk?-0fD=0=?ma)p99qfcp=C<{GQo;
z&&`}qRo<c{_j)M5yzxDsNkOw>`O_Hx(i*^$b9y9y)fy9qB;6abqziE4x1Chv`dI)7
z{t0ulLq((iWUw;?qEK9Qr}K&vT((Y&NY$*N+G*CDqrsV5hZQkYw`Y->)<ebmV7*l0
zC9bls6AmPrWCK}?8bXHDQ>$191r_n8^YGXT1~O;f{adEpKYIQDQ0XEQ6a36XlLP+W
z@>62}@R$#M<iLpWQdPSB1p#3^xIGX40ebA&@qsInBkYX<k(`>coO4VO_<AGi3Q)KR
zNKd&6q^D@m0q;H>RflP%%0G_Ea6FZ{qJp96p~<V7XJd3w+kC4T54{~q-r8)gClm@%
zSbZGbN&-lkGvJNWmi#3R{TbhDs%&XJA{nf3+=I_yH1{V6@$qCOK#r}^4sM?u**k<-
zCl%FsWEC}EZh5scNaZaAKNh7Lr;&%3=na?Tf>u<ojiCbFc!e%A;%EdD5qA#Y<3COi
zU)FX)sJwR-spOAZlB8+UYI<FWbyty;twQbURYDir-K4e#goG8iJ3T|kbh{H<)1sR7
zjsLE)GU)0)*i1ylVv*E}S1`1WIL7=q$DOURDnhDjOuN3$FoO4J{2AR_iZAp7F(du!
zB@oiKEYqI+6;d{m3HV;rUjK!_+rcwriuhYn?Omp0C_-|El2A9JXH^614C-uaM&VCP
zRX4u*T&=f1zn8A<NK3(C$yfyE0gFr>1Wjs;eMw}{9}Lc9k$1iRAc!c=nHFl8+U_*l
zbB=RxQ_qA$hmh?XZkElRsR|stagmSN*#kMdbY$8q`-G0(N(F%(>ub5si{IU#0v&vt
zUu4+!Zn02DamW=86q_-Bui!Kx`mo+^*vUEBWcB3$_T-uB6mFo~qm`{DwZY;dXB!8a
zlt4nIV2h?ZV<Q{P3dYm}0#t66&9pZ~D2im2*O|&)I$f&#L9}{7AuECwH>{RqjZG=z
zlV{C7T0Sv<u(JAfASqflVqw4TLjrT~{M+(ucb>s9N0}!Du~HF(GS~Ve9(rP*qjGE_
z{n8HJ4)21fBU%&kRw&KaN8ih&cYbeK_>6UcV`e}doWVbzDx&(_rWGT}l(I@$GQEfI
z$F`G(ncA}(WW>3OY*<|zk0`LqRoP=>InpQ?<~bTKe|h(<rsTr%685|WIjA20GDUm-
zqas9Yg5eySxK?n7MSd7V;8$E`kdbk#7(c~g$#ZE094^al&afI&-XCif`c=x4o?$U>
zB8=b$5iFO9?0IJEf<UawP_;?+_z%!49Ssw>O6fi$>r3437U{9eIJmEELIJd)nrY=?
zQ)~}m&m8McRb_D$v?v=^#G;4U>}=b2?9m!_N<}&2abf0;*7?ZD`0hzu&E?d(7kmvL
zL>(6gXPCw}XDF!{n1kCHa|d+ZH$gs5;$dqCMcyS7UhihM(n|~3ybAr2nF1Yt2RQ`g
zYUDpRqWzezss8Y5-*|Ju9g7s^`kp$H7sZ+s;6}h|KXK>a;2>cb>8Ml;8gj^K1_usx
z^J5(QI9mXaqs`_z;%<!b>*2D2CYoZ<!Z-671cYEgr-|^L5AiN8R-VT6^=V%eP9MM-
z)BE=v-~TuF{6`=8f33s`gg8$sCKPjLG%aaB^GA~bD@nrWOd`u??JM#O^T(9G!N#7n
zll7;CK1I{w(b^gX57~IKE2Wt|;N#ys1Lj!iX|6!yWID#K@#)Y2^*G##X&v?i`94t2
zd)`!PZxtd0XO(%J<OjMc{FWbBfG8l@K%3asQ+z{S=-~FtRBpZKc2Ry&t0cXhjNUjq
z#c6+!=?$>s$2e|dP!X^-c>sCQ$BkS(M&5S2B4O=jp&hg!;*4oVBpegT(?X{S6^;XD
zA%~3d!aqQ@4Ec%1$*b0D)agCCBk_RYl4LU9b2RrDQXmZ2w+{!}684)Tci4!5R=nRG
ztR4|HLU&|^oqm8^r6o^4w&rbXOc&gHwym~sbn)_Ru%%WocVId!k$YXYb&9$-A1^*N
zOA@a!<7F_tfT%O+82)q{i3|~6;T8H;=&47&gT8Q-#{{IqAe#ZKler}|Tw5Egnl2-$
zF`8C3l$qVAfO<XW>oK9w>&AP1)9oUO=S|W-Yo_UY5?v3wy!-7n*u>3L+dGn$>hutk
zPxo4<$8cUAe}z;vI%+IM9xrCIyrZz#Y~`7U)n;HtD#}|LzF6reTN}8%PN4$jV7Mtz
z-}40FY@0auvi6I0a?|N~In&wE5(p*AMzSJi><8#sD678|!8H{l3JPjwCi2a(oSr#1
z!f|n!MyyhqHm@kImPJRcGuA|cMX}pUXa}jJ|EXa!pIRx^5)%wZFOTMx>~S`^J9@>6
z!#G!SuVD)q-ncj8{EWU$hg_eRC-%in&YY0$L5_Vf{`#KfX<|$fWC560fC2cAH9XVT
zVWl~aH#!0z?aCpxj~19`L!HgF4C`iYz~SLJ%VWD<(<TlkHm{_$m*X$3ToU$PGZB6Q
zN8&$oJhS3I3mQjm=V$8#@ZTCqZ?VE|g+0E~V*Y6Xr8_NihopfbW$X<dj>BFCD3>Hu
zUYCXIom}I}xb@PGd5uRSx@p93J*NEV{PP|1Sx}>td`+yQk6~OCiH@<AeD5!ct-Y2)
zn++!3{uC0>&T<)@ofaZ*LKTor0K@?m{+Y4A({25G<AC|l`{T>Q_aBKm&N*ludPrrH
zC;_SSVc`8^mv#WD6$5HQIpt2FVD&LNxfzw<$wtob@CRPv;k_=nLvUBI6i4S#3!ae2
zV;zkAO5C0fbfSU@jTH&rKR{cLcOZw~e}E1-v-15HeK+U8sZp_s<EDbUHJ<O}q1O6k
zr2(-NV<csqBHsL)qBIiuL1-bDl+LX2RTVC^2MvaCPk3A9MW;Txz(c+#8>Wwx>@H03
z?ge6*q`c0+nz43Is!nbayuSj3xA#J_^5Q91`Y$cYf~5k;vu%5X{LUw6c+1t4Bb5_;
zg-IM`w3hcRkMq)xqSCJ<7~N*Z9@tGFF&3efid7xTz1!Tx8DIb^-^I?P-G%J!g}q|S
zZ%qZt6n)h9dd_@@o==p(+N|?#E?NePyx-DqvNuIrUg4`YhpoCTlR_n;K>k!zsoQN8
zN4a++7Y%Vr)6rReBm^VUxLDH9;1(5H@260XS1~hV`-#A2fT!lZ22tq;w+mzAUtUBe
zx;5wy&<8dm%YxGpc^_ZzRnn$sXkD?7q@5ZmzVyf`{0J*J!E}jxk_qtRk`Blgdi7se
z3TwUQCMTHSoH$Q+Kv>dqhyVbgqTE;<KD&2zVYtg0kzd5XLpe55*Pc6YdA$a+YE(>P
zLE9k+0Fmh^4lF6|QpPWix3l=>qLhW5AdnoSZ~kPXQu!lm-E=P+f1OC)aP=>smvfBT
zM}qU2=?pA>VEG#Hqi?${($q(xRJrO=>DOl<2mJZO&=GC`S@;UgvN}(2M4nf-r_p-a
zQ<72)hc!+Uq5?a01~%nBWSSB{ji8p7!>ORpUfI%v+}-^1gdb{s>KD9O2!0W`osZIv
zC%|A50U)5cB$~Yk=LZP-6mVJa<`Ec*v`p-1uy)tY+B-sy4*f7#C3J`?VY=gEV4$Ee
zn4w66O`mbTAaEKUo%sRUT%ki<9E3KmA)x!a1ZZqi@Vlc6UGf3bTeqbF>J9tpLjl(4
z!D<P@RUM{cbCsS4VKNJD@j~)kD@Wfz{A^)1y`Z!b$RE$*MjIj2!=&6N46w06-Ws^`
zr08?!cF<GFRs_kRTxRJ=$LaWvXoQ0r=$P7}k%LE>V^-_ZIVOC2@mKnI)E8Y;W0fi6
zQ~5n)za4n2zZ4&2eCG1vLq1v(5n9c*uBix64VS#$=e07KMk0N$Vp)7Lu*T7t2F5Zp
zGs6iu*l0NSc(aQ47qBDYI(Twmi$f0L_Pnl(L4wjeHSeq%Ge#P#G8c-zkb@6Z^BnEF
zr<$5#>`HQEh@~xQNghGo7#y1g!R8@ev)To2C1e7PqxXn6PffJ~bNAzkPsS*Fa#(Xd
z`4fF5Mm8mTf$@d6Kt@nmkX!+xG&kcWrnPWz6K*u7e#74WdKFeLc6j_~UMz;p2v7iZ
z8PFN3r|vwC0-hK0zX)G@H5Q|U(OrRKGilcqBJpc-S7L~RtPCw@kNi2<=jf^;#5))_
zf<@0CDc9)B6_=r&&&o)x&tC&idfJZNYw>4D(E6U!hD>e<zafR02oz))y?5>-fITg0
z_yL+8gdp%Tig${2Jd7vBucO-1D?+ZYhp-QXN^U-b-hv83JqFnp0~<YX_9i9>_7#ET
z`9D_iw8Xr9vu>fV<jh90sC!zDPEX5P`Uv}<-5^<*pjWX}torekoSl*x+736bZwZuu
zffi*7-R&nhrYu<oxG0h9WJlfys{W4YEu3hD0ewWePw~;g*oI?Q*TiSyz%d@ZmH;pc
zaGwY66F>FO5M-{;TNBoL{!)epsC+;7k9vIn*6;uAp5XQu(zA{RRN;f!SLbgaOm?2)
z;3r%XCZIeIllnkxt2}5S3h2NbZP$B<)Ik;FyLmUwxH+5d@<rr$US`O28~1MqOXoEP
zg1)T_lO;MT&bgUA?0<Rm%DxqH>+<+MYB8+sYTHp;Oy-OmF48X7rbQz!hWlt;Ls@M-
zh*kLMCy)hw$X6$bk3H~QzI+s!DDw82!!W!*b%h;>$O$#w)ZK_kF>o_MIMOvmjY*V7
zlE!44m|K@weF|^be)mm?*Sc**)|UGz)>9n~u?%&2BinexYGkoBqtrx-UT~-+378m5
zr?GWhW?+5o?)+A6?)>$Ku|eif?_HFWMw_<$8vVhEI(2ABP2tM(N&oiip+V(L;Wic9
zTH7E{8>~nY(D8xg6kU|@*0j6lQ)L!dbc-^nIaAe0<eZ0=j1n7BI1ofHhN(w)4S01*
zcMDwR^2t$U&6T-+Z}QfPb2%QzjdeN+i<tG?J8BR+4}#P$#$8P~a|T(Jne{vDAp?M#
zEdaSl;V>ynN@hcc&_~-BDg6d@qje;ZB?rLw4-^dscz@1*b>LQw-W{9luG7bF!#j>e
zDq;Lw2!JxsCoDr}zYg0-&}rvRfP;mo`SvVZ<PT}qAV9_46M~?#U$wi4-R#R=@7-H_
zJ$?3JKR=r%I&Wn&SuLe^L`zpohNTIw8aqmVfB}&_7-L4EUB$?uf8Iv-Pn(bv*3A+!
z)v(3TMvbeK6_at+mswSQd9(h-9du()B(ei=-D}S!pu}8-?77F^-ravqukDs~cjDY6
zXI#icsIz{|kV>;iHsW?;%#tniPoHEm?U=SFG*Ub%Bp!A2jC9q?#&YjX2%ER<)x{fe
z-#`Fz>5;s@Rgen-t5j9g-pYy$U(wYhsWh>Ol$|y?n_%j}oJTiz(SB>o;n0`pXMm4=
zstI6o0zw5y?!UTl1S2<v>F27~dh_HJ7`|e>mfL@i^Yaa<{Q7wum}zR7nFCoo4Z^3j
z$lQshtL2+CRcZ$Y^}d}@L@;x4fuH-h_SUfF7FiKsqn%yCpH_5m3-x_NrMkSoTEH&D
zBubInMmuH6ClG)yun};;ns{#agobZ&k89ICiB)>5Sj?w##GuxS1=?WSciu&F%B+$n
ztTgS}b|n1iyjh@Zn%VN$)>KIe)pXUmzD;OWd+x=ZyY#%_Jmo}&V<po5m1!_V(_hWO
z&lh+m`eas1s$e5c1%KDglEY>W1pfn}rgd<dv!r#zmob-bb`A+GNv!T98IZ8J6*a+G
zZ&eJE92SW);#m{*!os;R9O3#BD6jK86FMvf-7y_LaVE7D>uvyUmng!VET!sD(*lLa
z@Y{epl<~xU^JhWh|Ly<%CkLBPlPsBHqOZAKk*D|m)m(jchGXeW5?{9GN4Ym1opj{<
z=_v>N&tcB*3-@njbtoq+<nqzmgq*fmi)+cDIY__bU{&2CwwC}0ha7$L0ib392==&h
z&73xo3IgJvznef{c6cE*KL1XP3yrDeori6kT+~2;3k4K1lv<fd5ubBnCHXdKEEpeP
zC_~Ajb%FGjX+Js?7X)n$`{{diPX=7DrkX%KsX7)z1O-%WufuE`<|>ehPM!Q$7gl(@
z$LmiB(&}dUkkDfscWUSifJj7kKz{lzlB@;>8qL#eBdx6I@(CNbRbKANuAFb4Ya#sM
zr5_GUZum3>1w|g@uO9L9g{)BgV(qmzt76$?KnNQ%-pWT7?r18@)wm5XO9N0}yVo|A
zy6@xSz0dbcCOP_}!TrVXJ_^g?*e?v%j<Yy+-h>oBE`2Q$5||8xo9X~>*^&@q9;mtl
z>|UXO<Lc*2Dxp61n+Ed5e%5<+vknQ(UHLkWI@%gn#?_)Ujq{WZOClxZt4VzExd;>#
zO>~HBOKW;9l6u#7mXZb;%VRFRoO%)5sw@+wUr}jfNdg?0es2H2c%;G_CuwPdqswE5
z3b^)?!#?d@cpm&3TVAnUNuc8V#V2Lt-I5C3tSmhe!%V%^^yW4xCB<X1JMPXO<}D{v
z44gcCm!y}6#|nR5gP*_4;Az{6?|tSeMpetsnsaT779);UF7<c7RRgRj+e${tHnFdX
zQLN#c_V`sZK@(S<Nf!vm)lIlGWdWh(iQ@%zTMfsl;Gh{X9Dqn}Ho?#obQl52pT5h^
zu2wCTkQIB5J3?iu3y@?1>>D>nFD!hu79IDTO1hUaLmevVsw$}?`*%%_igg40ZB@bJ
z;_D{_c+f`6IpCy^j|QSc4dH;d_}yP!iG(QRKrFH00NWoBx|s%WvpX~>E1+%`J)p~&
z|BFk9A$og=U&#D^dNqE2RbUx#0!wVmc|P=8JQ+--IFL-DQuAUO15Ww@dJSbk%FwWC
zqN3d_4f9a2CW4gl$3;CxNm>Vm@}ZuEa%4!f5X^E}CzSMErg)Sjk9y|gB_OD`eE)Bm
z#Q*5^f4fQjCqRs|m4H=t+Vqo6R`79t^<6(Z;}Re}CXjzVyw-O@&y;swKJk@ign(s#
zij*?GbIcoQ23I<GPPWBU)6usT4W|j|lpK{r2VBkPV5DZXw@PInIr2!qVw+F+9!j3P
zbZ%$!*d@mAY#PicN_oHf1!Uy~aNZp?gAtB-7xdwU0}*T7?S|<cHj@MtelfJM8sTt!
zMZ*Y#oofpmyn5Id;)c<zJvh+b5`aTe5a{F|cbD|{NeWkacAfqa9U@<t27o!hKL9?4
zRc$t6o6d4tn|XO$l)e~Zep=npOltcLqLptfliY+vp6-E(oePJLGs$exVDUOFmCw^I
z@?!R<v_7So<EXh35hm!DNTy@Aap=;wJY7X3u}rRGd|!zs7*~uVa?f#HxHEe*3^Y?J
z)+2f@22K_+eb_50Z9WV2bBMOm7+)F_E|Rfe*H`wGJ8@K7dEHm&nceh-pLnVxlUie3
zE>yns6b<nIa(+Ia-g8x}HP(joBVxZ%gsoJ>a!=5S%u7T*;s=N|b6=@=e(bGUza?<=
zNir?!-pl9B;sHOl0>!p(V~u_F%XpHp*CL|oRzF$z8Ks_~uA`%AGA7jYvTEbLSxK_4
zVyakMEz9@l*&aX2iT$U`l_D_Pz2Iy}w8f<dHlA_%!n7Y*{r{J42NOA@W<i{Nx;`TR
zS7*0e-(2|{59AfuZZ0l<<zKwr@`>pCrM&=E%z!P=fB`7AEh1GH44P*+vdgBW@uf$y
zwi1yKwg)|%47EQnm@5xqn;Xb+Wy?0b1TDxZ5!(H*7bQjW@r^~jE$Ew3sY%MT>hVn)
zorF|Zj-glV`LBw*DAm}AOB#-N;r>{0g<<5c!7Nzjh>yV|MZI6%v=;J>w*Kx5CyCCR
z9(DB7f$z%VN|YCtA&#5LqOAxf+ixxqIXt>?&Mj-IAYDTf4IDvJ?2-Po8}*gu<S&{D
z<@0PLs!FlLYp)602#y)oRnl9>J|JIA8yb%Sq|94WL(<2cb`^fbEp;hIqO0JxLu&a<
z=qE2Of`X(Ka#$-E{MA_9*2F%}8seOMKy)yGzL;n!tU?TelzyLqRz|Wd+m3W5oDp0A
zCGxw>56egx^{~&_=>FLq)LR=kJf~ldpI#*epamz6<{sQ73^C%H`yIsYJB^o_X<84F
z(x$vP7rY|%_-`y8+A`K;@l6woaF$~SZf%A@w`6!Ahsy+*5RIK9C~7b0xB;DAcXix1
zrSS3p*SsBnh6Onj6U;YJGVfhG7aVR*2SHrdcJN2@rK0jB-B?vUx=c6nl(jN1$cde|
zQN20v>XXmSz<!btVipf?kBb+cX$QQsuxjKBTPT7#7k*;#5K>J*!R8p89oj<pWF(dQ
z*}O)zTSexjIaKM>J082;n<`mPFf0SIL>%ijJ>}!#A34_j5*n;l_$@Tpw^9p2(#Foo
z92+$V4yC>yOz5gEto1K`B)5@rPE24qbTQt;p46SF4}j|sO`!tey^@(z4?lO^(DzEF
zA^UWcosen{w|=Z~Um{7k?ucw||M+4xCr}mvz=O>(V_HyvrWVV;3Z2e`paOSsS-|gv
z@E4<hfL@?=09$3)7qU5+0OWd))REOK@yx=Gc9~8x$P*=KJ7~QA_xIgfq9YCV63<3G
z`*IPRoZ$=FUNy5%vd~YjVm_wKOXSWfukMQqIGVrI&|CVvLS@c-y%EdFMG6`$id>F0
z`JhkwM@EgPWf+S*=2p$4K=%$BADd44UJ<qjRWF9nEJ1OzdSL{|=Ms*CkS-W+9df|c
zsR%`qtPm^iJzW!u*FAfk*zX~#vfeufrRCjlk>X?;D4Bu#$b?J5ICB$HgkasqFUd(c
zTp-B*>+Z^<+1lH6&{Cz8qKK)~P(#%aZH?6mrN>Oo)X>II(pC{;v}%f}C~BUInyP{#
zC`zayNNR|AsCkN_si}AO+;zWozI*R?*E!#CzOMU6va*uj&i-ZZo&CPQ=Y5{%C4KbT
zm2BJCJB6@6Is^de4<?2Bzs~wI0JQwo5z_d{#=)jHA~4#%ju~=8B|-zP`DRhk=}eTK
z+*FBFF}TeY>mn$tv#4kXur@XPjnv?u>Jk2P`+^&Jlp08!g*Fi84LV)vG%I{+se*at
zrWoB#ipn{)vK^ogPTXOKJ%7YF1ypiK>)BJhOp}P2E-iw&>=2~h8^RpN<!V1)J*f2Z
z8*Hhb*qF1aT<TtexZdJIo{P{AR>t{q1u;}=Y&B}sf*YR!cZK*PouC%vE<OB^dcNU_
zy&CK;^tO9#82i`*YTa@WV@n`6lr^D<9Pvwk`S!lTHzKX%+*avGu4^Pf<duk|^mX`h
zjWhD5!L?2-)!;iTu@5{#wdAD3_+qosVbgR-8GjARR?3t4_yi8kG<GMTiU6HCC5JrS
zlYK)*vrzSPii4V6MbT1iMWF60chk6$aoz~ep&X*Uqbw{8_hyxGKB&g)m)SHu8moU1
zTJiUw96vL{LHUDD&rK3ONT&gK8msJ+d#8GQSrHrIDsziJD)hh7ncZB53qfVznY>-e
z=^J@n_uY25wV<IoH8(=P>|arOx+8o5wA>qT8Z@-I;V+S1KXE<Z?w#X{PIjg1)zTEZ
zS&YhL)5(!D&J*BIL-26hmt$5sy`~en{v)c2&uQ4#$V2(YCiwez2?7M5KfCYni##t0
z=42*aJun9qu~d&*IRXj!d{n_wQ(Z&n>h+obS_vl;n!7xsv=^}oy>D`M3i*xQ&k3-i
zMjqxR5dS3@)&IY<E~a8Jxcwc(uq5Mb{$d8~7%E&WrNpY?DI6$5)#V4o2w~M}l^^<w
zAb0CF>kEZuE}Su_?G4Uuk|{a#xNH>9-H(`)W#(5+AIByPF9g<7EiEf^kRVAYS-ksw
z9*!Bf=<<MVxN9D_e(09cveAobA(_Z(KtJ}jDu#Knk=IE6RsQkHtCUxgE6+dMJ{csA
z9i}qUFNR8UC@vakN2e0xhS+U)xTBN<Pl|<;lNLG)7H`K|TM-2(s^G_PE;4Fs9E=HL
zn5ijag>n!P>m<`$j0m1LvO^KOr`WKd^fC8qJi$=!vY08L*}Mdd;345dhmDl&hn99P
zM~zXk&)v>!RaLxg%~zSYyS^sAQ#2L4zTjkKPsc%5Tl>B<i(%rQ>{0RKfA&WoKeMmJ
zaqocQh07l{8-@7P&K_MDiyVbxyDbLqZ{yq&mRZxw9DR^s+sWv0Enc|^9mEv}+x{23
zcf6@z-AXo1#-_+A7F$=79*|%mYI_;c_+;1?hj`w}g08D$ioJ+!{(@wPqo2#GDCrp@
zlI<)nk$ONVdUynhe=m;p`l{njHV((PRbTEy++T7ka&~#QL_FvZV$s`nI=}u_gzt|3
zY77>$i474ykSdTpErWBH@viZTcbDi6EtWdEk;VGrLZ?Dw2+I=i9Qx8v6B&6f|LCKs
zdQwnO?iV=)xA8CQ-$CxEEk=r(u+;X?=w^qbbKk0w&Y77=l0A}i=)DrXv#agkqI|Yr
zQT5Go%Kfv<>Z;NAT@$6R9(S;m&dg@59q`Toz{aL8UC;vndE~r&0MxQF%q159`u&?5
zyzwVB8s>;uZtjW7b9?wjs)da+HEk_>!n@r*H*MBT1G;M56c6Oahp&!Cjg;FA0$Fwo
zq|iIn>o8h-)CXqUE1LO%Tfw*yza5T_Qk)z!U4CQL@GhBO9L3Hh^IWE*WVFGgttQcs
z*f~Yl7q8x5VP!DH#}pKkIuR&Lh66I1*=vBwwQNxU_u&Q`a`;F0`7EfJydV}O%gv0_
zs@i1B+B8?=S5GoVi(lJ07l@m-Kr*7&%-g%nGEMQlnMy~c5TZqLoI&Boz`M_5Ghg)4
z*!)+py}4c(x!!E7e(Ox&aRAPaID$r59AN;iPTwhzO$egQ)+{SQFudKkKS+$xPE>14
zg@N3%(8|lGNay5~FPAG<0B(sbNoAOhyDGrmIhPS6ROc_yR=13(=4C`AX;f9FY|&&4
zxZH{ty`+mNeSU(E2Teijw}#~*_S=qx(Y3XG7%|5_BJRAjQqPjA*ad<6_Hax4_;wwI
z+fT>|ER8I02Jhh0ZYk&Uq(5{KPc@&oK5BX<`XL!c3{?0imPry0=e>sMTN@<k9v1jj
zKT8_@Ja?u(8>f@dhEOpg0hB~mMNQU;_><S$$1I=tV=PXEI_cNUk59f5q59<bt27q%
zm$r}p*P`to{p_bE_XD(fx$9kE>5E@M36`_Mcv*^RYiV-)VFGDEGt6=gFH6`LoK(4Z
zuQ@h++h#oTwMqRD&ZnuB`|=T+N$9r!ZH?M@gVPPQgp2le`30iACw-2)1vLe{D}UTq
z3KxH@prCa9ZpQqC)S2$4tsyu?$LdW`>~Q=w&cDU>Wz8&C|AO!`M4gAlt_d1LImETN
zKnf{+fLm{nT7T6|^hR)(P%0wI;R`sc@6x5aC&1)yNG=oO(&6zgl10ncSYq$)8{&9L
zWr;(cL*e^-i?nMgYmQlrXUX2PaIyvl;^E?-z5E5cyOLOy@v;AvS>?Hpp95B?G8!s0
zFNahOH*(`%Yv=dE7lww+<8>q55(Flc^%SbFw)r4~53bS#qumQEaOXQ<ajsh+2CE1r
z>|k{vRp(BR&q6!Txy|?`ABH#8aw#Q`#w^E1(5gBo-qWNpJn~_<I$woO#0&&TkOM89
z<l`-zyWCti_-iC7S0h6v4$o$Y^%ef%c=Jc&({IQBtg(s<8*^aP$gt@@UznvdLJ7Xv
zflHQokjqW#6zJoeE>Y%M@!GvKz7lYSB<gI)7dNBeg1abd-)U?e$dL9Bt7_=XjBN2H
zc}Rrfa>ynN@%wKlE~{?T@IEnIu?{yFX%G=A!~M{VT3tS5w7v+`D8d2M>wYGE278K`
zpa0B<D2jXc2ya*z^3qJQ2Q^U0IsHN8%18JiXrNwpF2=scVbdn~RYS<GP555?`1=zm
z&p|s$cE!`B1Q@ZZ#E;6gD7PW>Lk#nH4wsB-F)d~04OIIk7xGlhQ`y{-Oh6y!=&ga<
zH*7iIJNvb=_hEF^k~KJ}^`V)jaEPHcTiJII#^qEn9mQBVN872l_Uw(J0D^L|4!*~O
zu>uMtXO37xr#;#kCV3F(%XS`=Kuu#?^nz8w>g@2`5eGTOAj8$7rSV*?%!;|<yEE@v
zEiG!s;>Wf-zgm7t*%sZ><;`nkBQeCz?#tR$yGcM~Rgd0|^vaOWd`s9aH+hOEE1h}w
z6dK2&Coi8CVjz9uKonowb7iZZ88Bk({7bci<Xz%-wb;*u<e)4}XvDElj;?kI<qWn8
zsid;s#X0YyNLM{{shyh6Dq8zl%5IfOG~#x<Y%lYxr1D<CI)hdp`|467%)5*S(cq@)
zREyib!J!5&@o)TwTd#uBJZ6e7w}q)^GE@MTLxUBEPxrl+p{M!X-uI5Ji_*5QXC%L_
zk>7X%0gT}@Mq9LB0Y+9M@rqqAm$|s?o5v1v6*C9pZ77g10}u#l-}-(}0`z!-kJL~d
z<L~s!%;~F7W04ncI&1z*4yNxQ|KzZf=pJD#(PNvlU^l9&H^wWUFL9T+bIq|YGW576
zeF4ElC?&l-=tw}LcqQ6(dt6ujDV^_-fqk^vT(-a~A3~$Rpv{bAu%Ds*bQje_C;AiT
znhZ3EbMzd!*NhxMQfWJ~6nV;`P;QKQ`ecYlu@&`g3dmJ^tE@ADtAXpr%2nm%<eAZ%
zO=!Hh_{E(lgLO%HF$)Qd#^J8rHREjvcBP5QPocz5KJ_MkybKaCs#}507uQ}8&vPZ3
zaJecSz6R6Ulf7nr70Q`!+P=l~ORUCydx3t~a~d2Qwv>UU@YNs*tTeHEYC0hcI^j8W
zmS$F`@_D;y1dbI`G9EK-ki>HGhA5uO8f&92h9vBC4{p*v6yLAu(0Mo{egfo!>K*XY
zC_p65S|*w6OB1m<ir44P(Md5=YQ+=iXI0GG`rpH8{iKdjs?-Rrd<R(xWiehKP(;A}
zpbX)!9XX?8JUqafj&9YgFD1|4)oi8c6|KU4c;>S5VZcwJ*m>}_H2ZqFtFfmTBjz+S
zUF;+)Z$wCd5SfcAvT6!<__hq$JRyPiqsg&CxY*oE^*0|}wr3H$zYeF8y6f0+OwJtz
z+UBJt=iu5o`975hBuEfV!qu`UJ=0)3AvI#SM*7N{zz9voxcQ?wG;&PYw&OtFB&+Z5
zSr`7%ZGKAhpf)Cq=YkClS^kTmC1iw0I}g$6of^!(5v|D+2($`?lPqq2a&yB#N|*NT
z*OfNLc;YRGp<SKn^;Q~>@^t}0t~sa*;0?EGPa|nZiDS&fXLDl{9XhvuIY`SOPX(|N
zOfr!z9|=GaFr5q}z##AeP{|EWC<4?Y3MBXu=rY;JEZzBm){qkQTSY^_5<j{UXntjg
zT%@kGA)A>4YLX^4KsZc=43@SDtNGHh*|Ry>_DF5nxPN<B^!?5;rjDF$?wenw19)p%
zNmJUw`$lBg+Jyd>#!qwJwPOLh>+X>r<<P#noBPC0-q1We=Q#Lcov*sS>E5$hMUzyd
z^Wx+-6ryr)x&T10%{jdyn=1P8zmSb*#LhqeJUFVk)yiv#rtj;QN;5IU7nc7B5x<?h
zK0q%O1E!thH8Xhtf^X*EGeO6=*AO1>`<rOj;@4*<;qGUk{Ch?0kdJ<XpDv0|5im@z
zHS6{I?vBu1HgipVVY}U{^u!$4`(J%eAx4I}Y6gy~KDq#Bv{}3@=PBtb)p&y|No|3y
zrVn=YI|#O9R0cC{zjb2>NJ4Y}J7!Ap7RuHC@-y_Yk}+TyBcf*7$1h?`MPYR3qz4NH
zdrj~?nG^QRu}`PfXOz)P0@04$k8<jGUbph$3$v(890QL*^{A<-FDYFh0DWj5#!P<)
zu@g1D8IopFJu7Qt)4_UZr-JHJBkWg>F*Jv=j`UyS;9=j~X$n42am^dOxm98YOVn);
zs1SU4s0k_mbJ}MA#O}So$tfyYKJ6rLJdyi&_~{^9%60i^bsZ&g79&3?=|kpfOw=CR
z%Xqt%{s5eBFZB{>Xhb7%GTj&I=Uz-!`9Q=*x!MuzOg&;wpRXY`3*0Fb?6{2^7q$g?
z9)oc`*<lRy@Qre5_VF9);&;AOFj8)yA8MBS&E~<XCb)?cwDe~#Xnya4=;vPe7z&15
zogEQ(UV1)i>fpc?L_U2=83o$fU|y6joy6i!F87(@gwo*-E0B+6268-bdSBk;hbt-D
zgb<Ou*x4xK{5u1zzvAdc@2M7#YyNAx5d5um((ir$-=>fh3me+8*oUJUS@GF*vEu7l
zwNBH9TOGy-;U%jE?}c#WTqRlZr~v?PwmCul7;^S>s%9CV8T_J~L_VS*WN<*!TsoA#
z=Sj={*EN$eKi}zkT}CsPfn`zIu90I8b(q4&+zIw#kz5O}#2BZaNfjfi^-$;ieWqmW
z<EW($dc4Q*X2b)@zRyj1_j5>w=-2A%&0-5Nzv$5vJJ~P;DXjCGrT!idxDxKb7hG?4
z&LZY39q1I?)WwrC{V3bsManly8H)O>#Z(d2!6A^LB=&@y{d&o#IyiU4$t!WlC%--4
zZI=$tUrz}ZY?r5prDV3$rH3TXZg96Dec{e)9`wzy=R$@bc`xCdLG?3}VJQL0(-L<3
z+O?h-bmA>pm3y9a4|1<4+Vd>L_>6CchGmgdLe@M^n5#cR#h(q%J)G~epa`55E}X%%
zYS)MAldVYnTc2v0Av<HS)yi851_0+XcbcxtVv^QL*U6oJF|k5GR)<~em}OA(Gao$~
z;i7|EHTWZ8i$z`WmiHEKdvki#;VKX4o}Nu;UcU0REXay<6f}LPu`fS!D>Zd9!+zAv
z0<#`*IDb-Ef2Tz0-qs*?)-6JC{Da)$o?1t#*faWe)j-;fHDe4D(l(EbYfnt6>SiP6
z)rDrfnr`8c_;?VkxlE&?1*)CpWp74qR_YD;L5k9fpk_HAF|P9>qN<;D7;mgtL59N7
z<MR7D_=`f`5b!4+V~mJZ2Uh&re)0MPvG%GW{)Wwk4?VYTi9Sw^=(0T)epIGuR2Z8?
zfN@1v4UpZ$$|(^$c7S+wGKNVlL;W==_-?w!C0?jXi}DMK;g!tOk5AF)`O?nSy{ikq
zf#XiE?6ox<-;I>~Qsjp5oi0`q(EW6eFuQ+zpXI5CfzfkXJ`(oEP!sF?5jfN=)S6`c
z7BPXpUT<Y!cCV)P4N5(h@d6+0j@IlZZ<IkLzGOg!PF%ixx2+V5%CNaI@{K8x=yl)n
zxygeL0TgJ5n-ROm)>MqVI|>;)8%$r(=H<MZtmok{Mh*2~ZAQGIAZfhsrco$s_s3*g
zt^I0~W``)gjp^IgAc#++?7?L_@mGil9L*5R{-KA2pXeUJ*3_HQ$gnStnr7a4H{T&8
zI@uj2Jf0$_+ijBE>?H`KDY7_*S`|n6n2~(zX_j@B?f_$~bxBd@N*#V^4@ND7UeX>}
zNADaZkCHV$Fq1<yeIvr+z+w4P9pPyVv*m;FttmV0^<G8s^qMeNm3X?cN91K)72V$2
zrE-&2&adHiyyxAC5rs7SHeN9w1{XpAhdbeBDRJ7=q2Pk%4FUQ<q^hA--e*C!Bk<&w
z&Ac|}Cqa?s27BLcqtLJGkI}c?f-mOF#n7jqZ?P`nUZSXJgt=+gPy=PdUCBaT?Uwxp
z>%fgn`sv?+w*MB*_-DTUw;>}YNxE+{cEKaAd~xd_H5tqu%$=Q+!yPz3W0VMGLupig
zQtIw4Q;CBm`nTWopG_<jb9o38hQwxYCjeZ5=vZB+l%96le7WCRm-%&jzN%m^s99Jg
z%F{@XS}t{3l40>H&bPoZ#XldvAl>TrdTgheDyAjLXtN-6r?_K%N1LsEYep(K5yASB
z@t4?+T}TBKWE7-@FSUIaGSN;HDPu=>#EO{FvI9Z0V>U(hP*Qh5qNg#{*5xjR-MpCN
zZHTx}nh2F5gY!5Gg*xC3GO%M3yu&TmOPW^5aS3C)!LeiYes=Tq9yUZ)@-+LX$$<EV
zxiVA1GZ~R>nlhzga}+4|Fe*P?+zF<QmPdf-3@Kl}VbJJ|^q9|Uz>7oJ4Ztg6E`_;w
z7UMsZy>870MW5Iy27a4z`Lqq=3SL95G}m;Zi@l{&QM8-pmCr1(4C%1cXqAT?*-aH6
zhP?eI7IuRD_?2(E17-TxSm!Iy@9Lf|yO^GTSA&ZeYp27;2B9<5H7tQ+{hv5otuK=L
z27Kll<a3>%X=MalGWgLYoz+8M6Md-KQoHB8g)_|Hg{WDlb?@T5->s=dj7Fik6=Wo+
z1MHyBvmy0}K_)i(sKLelwr5Shq&1sJ|7h*?g5x(0BaN4{%a9#3fN-(gNoD(t!BV^8
z0P0h$sNU1GnJVAp#uN4L8a5Ns+Xy(>o+kH>5#f2ImFzP6X`pd~r-}&x&G$UsezU%9
zH|ZcQ=JpJ{+QbKFlI^p8Z%X!OjQhFMz8`%>jNDtfdoa(n>T_eY<QF)O-66ctJ7rm1
zuryd_9A`EH{cM3vFM3xk{mA=#N)?nPPScE5koE2xVAJ;Bn|S>h<Nkr<jzy1Z@lPy)
U{27<s|F)0+c_~6c$nPWn0kuQf&j0`b

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-jurafsky-transformers/images/image-16-Transformer Language Model Architecture.jpg b/apps/api/app/data/demo_documents/stem-jurafsky-transformers/images/image-16-Transformer Language Model Architecture.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..b1b880600e373651309669614696184c301b6485
GIT binary patch
literal 109648
zcmeFZ1yq#%-YELeAdPfOD<R#fQX(mx(j_3>41#nC2na|?H%JWKEuAtnNH-EA48xsw
z@9%uye)av%-shfs)?IhqJ*+<q82Iz+{ylf!?p6VU=W>d201^@aAR#`0y9MAWfQgQd
zfsTfWfq{XAg?SH$7#9Z{8;64EK0YxGB^@mdB{elY6BjEz0|z5DHJi{w4sITPettSu
z5eZ>laV|c7-ajru!otGB!NwuS#U<x`K>dLCfBALS0T5y$r=x11ATa>Qgh(iaNOwH|
z9Rf}?q`$p@|9BxGqoAUpV_;(4!$$l<9RYxhgo1*Mih_oQii-Gcf5iI$Dj^!t10EUl
z`|73`49>*7Z{u??8J|>ll4wkvF!7nW1YzAHB_pSxWM*Myd-#Z7Ku}0nMD*!1Svh$H
z#pf?IwX}6~_4LgxEUm0<Z0%g#+&w(KynTY-g@lHMM?@when?7A`IwsaIX5rAps=X8
z<V#I$T|Ky=v8k)Or?;<vU~p)1YI<gN?%O<MZGGeW=GOMk?%wIykMoPmE9lSbKkz~V
zQ2ve<;`84T`vosT1YXFfs3@oyf8d3L?1?xigs5l_c+iPt)G<t*?=$ee#Uy?bpHtn5
z#mJ{|LSp7JagUUVe~tO{57hpK*}sNZ(ElyW{u8nP!V3c6pdcZbhe8NQ0hi?_JwC=^
z0xd#61`-xaYZYl)5|XjN&Rq{XsOBom)$f3J`_gwn=3G0Jv+)kta5K3B2Ia;<2Na+?
zAeYlVHyh6te!m<A?rVGptk!Se0WlMI0M_i=J3yimbYkFo2lVadehw5FgR0cx|2*`)
z1A-Q^;6m~+R(%ZEW$PW#=`eN&P*uc60^3q+qT^EAb;odQM-X(0?j*y8?g!-R4nPA-
z!5o`J*-$?H1`eppJsUJ;zXBs&yaP^~c6R;^&!5=!Z~FXOe*Udr|F%E>w$FceU;nm;
z|F(z!f3t^1G{i`wzs7A9E_VR@xnS@e@apRwa7$rtL<113%l?1!=<qnL_h+rkZih$?
z<Zzx}w35+Ub0|GJT!;&3%<ZJ*0FmuNVx}OR#kJGSU+#TzS|oTpGHx!`q=um?ORR?U
zf8bz<AmU?YDw#W=$`V27=(>v7Mg*OIvO(}~gCE}k=a%JeZh*QhF;ejQ9YCt*_4tWs
zTMo`y2eU$C2h!{6{Xr75;~qi5Wzv)$p6Z6`*y$w{QY<&@OupsD%E&#cZhgBdR2s8k
z0$=!v4o_wBiCogU6!r^+i3=+BsF()}d8)Ok^mo8~3M5d%TBS8kV~W%1v$pP$sbZ2r
z5e^b?^F!Odm+L}o<jEcIbey)^pmmC~R?Ii0e$tANzoG*$0vAJg#%T-cY9*xf+s4J8
z<{J-|@5~aAWW8u<Z=m&WM@_QU7JE-Po*5b_p<QGvIuZ-U?WyObAi@r-f1ku2L9iAk
zHQKV$AzF9U!@khGWTKY5IB$ThSzVX3zS8R5D8bhZ^_Q&kU1Nzti>a@3rx`hjyDfBe
zs<%&ZgH(1quu`=e6lde@-2r;lQ%<!vV#O3z)66^uMH-&m8a)<ntDdD7TPB2V*#7c;
zZ3Nz2l^a4rPS}`S%iP&={g04-8cfGJ_fiHVB9f8z2-uUR`rM-O%tV)Z!Q|vCCrm?n
z7P&_<R!k?#fXDS^yTclkW3w?*4{hnYb~qzSsB55#!g^h4x4V(KT2xox(4JC;wlaRN
z+JX%0a`GDSkrr#SYxJDV+O5mw-dqoyX~v?#$X7}6<qdr!p<YR`Wmj+*=bZQc0x{B_
zrcRJSeY<Op{=NsLPSob<{Srg$tH!4e4~3au1X!(b!~zSMNz=AI?9leUfQM1K(*pc8
z;DnX0UxE(TH9g)D1!&;YgsBt+N~lC`v{4uvEkUI$H>bfG`pbs;WmAIN7K-;OHWpXi
zEBXTOv3>r}BmQFz_hRNKq+-z9o&S&)>=HSpU|16P5y%Ym(N0?Fbwbgz!!?%*KYX^g
zpwjE9=D#FkGTTx?qq6@T%DAEEK$Dwb<l}{1+^OYC?li@CTB&!k667alzPhi>=~gO|
zov`G$l|W+7!~XStbb>2X4IKt)%R+yDU9&8En_2DMw`Sn-dcT2iT1TSDPyIwYd7N`4
zoHM>K#zMN}$fIh2)ke%kWSeBm2g?^f><+l^C!SE7EUH<<T(OZ+()pzwdc0@f1hrmM
zCVCtSF}@XqShv>cIU4H*^XG@T_~HesVK|u=>Fs$Cn&>X}I@>=wQp|m&6*k+L0?l82
zHzQS(-s6#Fvs43(w7!Ko+}aOvxU*+4UV=`UJY2+01r#~eithj&D$yW}Rn=|d)*L8%
z_j~B0DMd=7yyOH(<wt#HmM1#NtQFp)HYlFYXKN1~DGH_>HyUHH(y%D_LgJm1V7!lR
zy`4J38S73w%AM{X$8uV&5w=R}b_ncg{-M@?I@;Q;>qcbVq*3nWcHDYB{r4=yt1s0D
zVQ6-9X<nmF*alvAfJ#$a&2(L>54%}CM5~OQmmvY<H6#t(BrfCwZV-$fx_e%q4<I(z
z!(>AAq-T+}uch|`JMKd@uft-*h4NK>ap9E?PMndYh8*vL(%X(570)RIHYrDD4p(|r
zQI}QM__EoJc$wmutn~WOpFVO!k+@a1+ifDvDhn9TWK379kNvK%|CC96DCdKS7FCrO
z6VArIG|e3l=I6eaMKZ!9%2J6tJrOfPJ1gH`F$=^WJu)GHe(hc+)*S_xbXr+#5`G!&
zo_-YMd>pyvr)+Lt0DE&{*&EZMeP-Az`oc`Q?bSW!Pwx9_UihkYr>s3=6#M$MgiA(x
zMo~(ZsZTN09H~*Jj$#AaYJoP6)BMoJ3Mj1;o_&COZBu2+oBFda7JlvQl^7=stu8H2
z>yN|uTgBE@g9HrNZ5%4N+({xWBc4QXYlhN$evh8}@@IptE6IIIlM*T}=I-t8Pm>oz
zm0vT!*JPAeghJ!O?o$Obv9$GFlTb6#?-q`o)REyZt*?3-#5aC3j)A?lLR%RTaNiD>
zt18hel!n*4;@Q)$UZ)M{Kc!KiKAM>X(4@82`yKi?0S``*Ibq42pA?L3MOe}5gXA|f
zVN|Bp_y;!v-?iT}Pd6D2Bv?jcIR7{?ppZbbgE5@6#o%`v33^VI7i3;DGWR6(&}1=1
z6Uj?+^GMTNW|ZjKUAy^&W_gl~<ORDZQ&}n;8`h2WRwC;g*X6Y_*8k9|&j>$46lA<L
zEB6gey3eN^U}zh@xN>JoxU{&>w^$Nbx}Q=21TA!hPc`&RzO@JArLKX(gyybo>n)X9
zp9nk5st4b6jePalMnQOp=leaB%9&xeU<nv|fdl?!lEZ-JCuGb~pIO?R)2E&KMkild
zPSL&?Qd?>nb!|@<(Fd@!e3?mYx3quX11sxr9rxadJTIr~q9g%#>z1|Ga9SwVp8VkJ
z!B#j(<xtgd@wv>#xdWmpYvW;j@bSsYCDarG@*_@5MwjG+As<4cf}HYQ2wrqkXt^&*
z`InN=<d=(=7c4ELd)7|#0RxSXH<v@y4_Jgr%JWSYp;7Ch$!$_o`87cX&Vpg)?D$MV
zH|EXn#jZN~p92?%PkYnwl5(Gx?oocwuIB^H5?*Pxd6R1h(MptLzCFe0%4BU8Op~lb
z8yP?i|4%j25jbV<N}J8Ew2^!;$-(LFbnpdkmFlvlt>znjnpK&-ue)J#(wDP-O8`yp
zYKjYWFS4RD&)C2sj=7y;c-vqdD<^W5jc@ijk`4IBQ`Szf4*`XqM>t(jHI#p*dnBHL
z{r-&<wRXPsezG<gA~3DvF}^6rXobaZ+VMaI58nqk%L-15Hl}ZOFuMbKAu&hI3`3Sv
zw5vY}`<sFA)3*!c64yEopi|XON~`QyA>#*i1|be*ghn%}IhLsSqb>bU;`vSH+pct~
zz>%D?v%0vGa;WM0Mul7Z<8%35teu&3)h8?&HvC@|XSZgU8oU{F`1shEsu?qDk*4kd
z``vy82R)|;{t{+<RPP)Ht8fzIXTP+siJi1VY8TYY7V7%)h#_)sQ}b}IRDho{7s8dC
zCubRqiqPD(bWf`(xAUaK51+!X7%k<$OFh~R!1t0;s6SCjDp$3{9W8bVGO2s<c9|QG
zL@lccK*<Mu{E5}2(f;C43q`x#0c86=7n$k#cKEqA42;ZMxhREcCSTZC-(1I;bT#bz
z-rNBgFvW5HbXBTFub{D)9+6v+BWJ$uoq5!atiq?WsT&K2JOP|f9X5)&$hwgS1U`XU
z&S)JsyIfRFrs`hpQ(gr-!0gvJpLREy>DdT+h8<FV@Nl4ZX++t?ph^b<YLRyIL9kCM
z<%kd&^$wVbkneQ*Np^7u+~6;Pm<o2w=q^KN^i*WV2@pZF15w6_0bKSL1n<5w8DvA5
zwD}wfu>I93+R9}28crOFmlLh2Qj@x`qDZ9B6W`RtJzyz<>TiQIt*K^Yu!Ju7qnG<-
zC{M#{x~{}S?K{BsMhL?2<1~xiYw4$ZHdfJJUHvcoY#R}Ke$Ta$y2NQmpp;xUG533*
z`nMp0*H30`UzJEt#@?H0kXndmu{b1<IsOaMfVj`JB>PE0>INsCGOL!Jc=D@#re|1;
zrb~*bDAR7o1|QTg9u|2KP44o~bJVfl3L;z^n6zqnLG)(~0pRdPvlNeSs{Dy0_3l`n
zv995sen$7oaH7d#OX=1U+AbAM1J(j|tk|5nEMWR|O<AJlscHE_?QDwnn{+>eB+WFg
zfz{ymV&<qX`5$9JpuQT@TnERM5cYX}>)K>38*>j4D;Y3-mWzErB+zyGIK;v4MZKK;
z*M)}%1wYD<IP$O<cu;8-7*Xk-k50Fsk&KqI6c_CKRK)u_Q}(+ve~O9<%tcDoQ&@^y
zC$DIV1UAi}pj?@pd0Taf$zFTE6u8qzO2vYg8IwF1A`(8nW))*=%95b_F@EBwMgrA!
z4KeqA>hNR+$<lArgfoC`vhfH5$n`PhGToOfYnk74EAl-~3Us;ev2?=+6RAjfadMHF
zShANEQZr;Zohg(=9#dNF5txniHcrD{KN1)k=f^g|vpv(BALQ$2?g66?cOd?;nJ`Lp
zCcE~Z4Gqee8(kPaSrANSZOKKKDNeIJbJKV};#(!y_GjSFw}#igvqs5@r}j^#$YiRT
z#vgN<nLJuiZ{T8%5yh!|@%8{jd11$fxa2tW%vK7wE(RI9r(vc};k$iQ<Cl^j!h3J9
z?n&J@(h1>DJ%5a~>!UT*_XA?U#LNFIi3x|A2&sR~fFyX0(|Frpvcl0Z$SF>(32YRM
zV&N+Kcq4=uX}~rBv;O1`=*}XrHRf!oGobof>`3cn6xkE4V>_rGii-EGMAS1(@`23S
zPVIs!`Oe|mF)N{+<V&g~a6kEm)6#LKg#C=;A?NWSOKo!q3pn+jB2{$h!#&Ijav0so
zw}^7{rrFO^A2(~yr!7do`#6lL_672_p)T}0tw!Ae^v(Kh<zmvuGaE?6LU2+0=|>gm
z1@pU<ex#KCO$HF@X7dPi<jA_;4Uu<cggEPZ^W$)gKHB?<Dw%qRvUR=rKVNb448@<*
z^lum^$pT)Nb*n4kkhZ$d(6p^%xfJ!OBO&=hIipt*Vj2C(<}2qF?Q$mtIi{!VhNm27
zkaXoI5VqVHil|aHiUCIQjp;c{-L}Uwo8x|TWp?#9;x|f)%u!xL$M-zGds6fQ7GA+!
zp4Z?Wd|dkzrPuXox*t>$_%Iy0QEY%<XuK|@KiE(8Gqmrx2aeTP%~=FIuDv<z5+Mf>
z#jl*wTyK-?j8ovY$QgQvpu^loMT*%_1{_<kH`)oknq^K&TYd9cFa0Omzd59K$&%A2
zU}3l>NI3WFU+l4EBS-$jDcRFDSDQRKh<Z&%&>~ws<r1GYTdpomYrYnT2JKfo3CLe_
zkh_vgR}tjxG&}hjBz^peg12E|a5vEi6y&Cqg$w0VnmDFqZKw_V>hUh&-S<o^;Oe~m
znhoXaVH?>>dvJ?h&a&|WQ(EuM(!wB?6($x=&KZXDDBp`O6Yz(NHWN^vqivb0FAB2F
zD+^)X5N<(O>6Gx1bmhy>f#RSSQ1|sDsA{Pf*Wr1OE87immri%Z?SWyS^Wj_LEC*8#
zNvbdvtEasBnApf3M_6D9QLAFFZk@*QbNqS;DxZJFEZrvyhXgmdTk_cpz?%=oJ-e`a
zKubWT54wEk`NW*{BV2oh8*G$1il6T;DRClw8W#GwE>sgd^LpO$OA}KZm&~5@D4taO
zp%FsXw?+Fy#hqNzSit5b-+I?MCGV3A<1)qAx=E-aSmwFMqxo3;;YKCZ9;F$yY6lXK
zV(J2BVMjjZC~HMGpvUiT_qovja}4oEJW=GhZhNpDqJYcvIy*C!kwkzPsSEnD<8dL3
z#|d-45_Q=o$<p46`OUBbeH8{{@KjM5r<g3XbS;M8Mqg_*q)7Lfc(cLR)_o4eZv?`^
zFoe4Mbe;-Uy5_ZobH4Lxonfd=@fsT#>e(2FAxh;V_t%CYLT~Fv1S%7b4Q9=gDk_<V
zN}mr&AE-=Zscgs2OnN<*Z9Lfyb}OenUH6SrKy~3~`oPMXLr*t}FnWKIoqv!c%)<Jh
zJt?kr@~s!!uOrC=<cjynD6LXH8yfHN$Z@>R<rC&{#3Z(U;0!C3YXn8mohkdtBV6xK
z(D{978qq3CoL0<%{Gvld6B6?H3gfK!cQXA)=!J5>H<RqkX<XRWL>-nRLw!<GYWciY
z=gasY8M=IfiF03nGMU<m!%Q7;-Mc3-5736*#wq~TC*}9pP*P4z0?*r#7nZvVRK0nZ
zhM3<kHdUkIIM?Y!+IwL<2ZdvA@Hu<mey;v$#<~A}!*My?b!xe(<i7>wZ_!{8S0(4`
zTq2{zZshy5{9jN}uPvr8o^LDHH%>boSCClPYdRA(pgwqQ*?9am`V#ee92K;1Ep&@^
zAa%kl)mMvzlk*`6bAYk+jWOEPt2uGHQadutX1}MN?#>C>Nf8mTJYzTa^8D>vVo2F$
z`N_4Aq|cE9Y5t<7^)J_?{*=7_n#}(Cy$<uqb{6*N%JTH_82rVc{xWO2M%~HM#qxWS
z%EMf~UMidj55Hdgn+_6~{TLj}{yHwaws~Ivn}Mwd_&#QvL!WJaQofn0L*!7l=b~yh
zKwJ42p#Nuy&M>8CEWJbM<f<WId4;xlJ4Wi#Zr{Ei&gYe)ak2?dB&ZcibND{~;(hUh
z7AT7j`zLA)H2DA>diMd0Ds@dar$dxnNLzW89X`4DB+psjc0%wpmvbg`#Q47z+dsq^
zPib8W7HK2lPDOY7D6$E1W)jo(V7f)fvT&gO^S)A3!@B`&2Oedd(nqVSw-?&vhhWM6
z2|pp0e5tUq3imf;YMDIz6Ga{2;E~O^D;ezL=yCM&zX*H(GZc0)7P$iq)|_te4eo#)
zUL6Btu~Xk(N^q$AAp!OSUvuVZ&*VUA?uKaIkFgj_uXg19j`qKyd@CyP(J=1MgK*_D
z4Ek?AY_Pa#Go^57KiC$&>^1!F5&T8jjAXsReXUCBlj69}5@k<(**`81o$>W`(sw<_
zuK{>gK;wb<vfw))&Zd2lZYZz9zQZRozrsspPIr2Z^vuM{#-Vc{lr}#4YAA3Xky3zV
zCddDieg8Ao{`#ICWSH!}?U_JZj<eN7E{_cfmZK=m-ZvPxy<DjswJq4>qW2Dn&&Kmy
z%ikQ$IoW>N+>)sj72$BD$Wf;E@kl(uzO+JYO&*r8f)ARjgb&+SXCoKeHTl{l^Xg;o
zr_09c(Hven(nr%88PNFZe1IvOrbNL=)^7w8u7z88{Ps%4J)#&poPRtV(~vy5pb@1!
zayTC&G+K~#cG?g~rce`iVaXuG$+IAEogzl6&fb~Wp%kc3K^y+Dupn3c#0slXT^jH!
zY22NTo=tMa{p?i~m)Hl;`SbGK+NaGOz&UKy>XsABZPR+3{YD&LzvFG7c@q5|#O=?9
zGR0QnqmqwTnFrb9M%O)J&_k~3e!!T-SdBp+r>^sxu|fHSh~*PvvhRRzym!DIAg4bk
zZ@75}z&<!&z&lg!fNS2_CegpnM*bmXV1L|`);KQCSG>26nOat!_esvc#-&7s4^qee
z5gKy`FfH_CUE-zR0n+?P@pKU_PE2+i&&I1d2s7kN-~uX$(Tuo$x^vWV(1|%B$)GGv
zUOC;xzlnmC==W!2rp(x;uAIa}H{gM3_;4IVO?*QW)Fr<Wca3Z#1?52i8KWIzzIT1S
zb9L?BGOI%*@BgNLP?Y#v?0g4({ZU{hI@`9Hmz})}2&w>cM!=wqaR;Cy&^;}YT4Oxz
zzeVDwgOMXD?0uzjks{yVr7uQ*1*j|wFN@gAM8W9sixYSV&6h!@KpHs>mji>!qy=Hx
z4joll>I2EY_`6&<krXv({63<V-x=Kwv#Yhq%?SHf&>?oMx-RDv`{mE$enVj5bF2rQ
zR)O;B9YAPee`;r2G%sWCZt8hyZQvapzS1m@N`&Aot*A$lxYoMAj^b?X2)n}6Ay;8b
zsBLOR1tqg=bT*vibz=K@Njp9wy?d~}a)TXr%Nm+<sssA~!UKJiL^S=L1l6`TyGF=}
zwzP85{WDIGWQmCd{42Dur|W6jfO^WOYuuoMou6PoXLQ$y+8^9L$<2sZE6(>&MbzKv
zVx@Ml5E!iXA>>3J#uOlY2V}D#lICCv5Ol_{{*xi3TNv$GQ3cXrd|Gm>hg8WFU;8gi
zW!0Btn=71RZa;y)+g52d7?8h=Zugf#k!spaz?0DYf1P>OzY25KyB4Kld;QSz!o7OZ
zda$T>Sh_7l)0rVb<WZhEF(h|&>?ci&!TA?N7Ve})AvkP5@s82W@KiqH!r`%T)g*t6
z=;)qrx~(I{9}L!#lkI?%C;phh|4n$r6%l<VAvr{!NqG()6IyHYA<gv3J67zPe?jg_
zu5@NS9^fubldg?U|FFPnxW>6C-nLrNDnJw*{;bXan@W&+isF^q198#aGo~B22;pLA
zK)I1KX^Ezy+w-9&@Q)}r`3<rE(28FPi<n6Jvq0(dtB-c?)eay3cEev827m3;j9+h1
zo$@nUM_G^IQ=H|`5GAkdX=bi%_P+N)c`;OWU#FCE1OA-#T^ks5&GN}=p*q7*oDqY`
zhuOP6aRY=XQE9am+UD4Nb#iIm&~wK^K{^f(AMsK426Z3*B;Yr>zM>nR8L6%1?w*SN
zJ{_a_F911~kpa>w_@{X5I5K&aFDtBhFUe{1)00XDCSYvY^L3}42QW-RF2!se>W5Ei
zHQwv#;o(1#*BANLR<3f%@~^Np?k|ZsIC}@Iv7MsqmV>fwRNQWQT7xM+<PxzsXDzvi
z?5-d;`LJ!9Ug%qS{;J=<*cz?e|2;FS<=bt{HgoZq(AWmjmtpO|FBreX2wCJW85;c>
z+(?GOW_yvI4H|qo4LZPbLX0SGmPDspY3)2AXcB|0yMsvWC!hsaauc<!lI}G@6c))x
zyBkb{?EsqGZq=NFvG*MyAlB1<v2A(>)Rp8NRJcw=ewx;k`sYYlkB+YVZnuhlC3rby
zeyOpc?e*(9?b$4QuMdq;!&vXpRap@}OI&~-k?;IjxPP;jl;~wmN5PgQ94sVF;R=kL
z35|zo6S)~d-7oESe)o7wJ{!GljN?vjzK7UP1?QYUt~lnhF^<PAUZ5gNCQVGpi{Y0{
z@n+A7TRS*W6YPj0%M!hNM)|Hm3k3j`6#uLG^Ba&hf4}%wBVIxwZoM8O`9sA>RdzCY
z_UIa0(ARgDVruwJP9RU9^QVh)pKX}d9l%X@gQts#dp8RT78nX>38QSzo7g_r3IBJA
z<==n)NbFsLfvtI{35)g<BITTVB4J?(XK5mJLk!phxY!-=IaLV$hZmx(wp>%CTv(A2
z80%52c%?{^7r4t^_%Zve5ra{JPnxFnkHB2Bee(QPn-DM8(#exR1k0JgeK+=<Rtlc^
zt9KZk5M2wDBjJ%(w~2jp=al1jz=^sLB0L&L4^7XprIZBK@Hew_c4Hijb9mE$-rXCo
z03Bp<BV67rqSF}^(f*UA{xEsXA=jXoAz_v62QAwWJMH&}9MYGA*W>8ck>Wz8>tpyv
zHrJ6>6mwxHTQU7h?pGKvvAGX0&QoTD)AUo6>UO%{HWxE?`T8J08{>U;)|zAKar_+M
z>+WscH-<gG?;{Yi)cg@9OVTA<h}k}C$RomYy8G1{`bL$4A8F4`3zvvf4i~SFM&E0D
zS_91>!rYL(O@t8!N69zIMwi7=d#D?)u9rHX9;g?q2vcM|t$4bge+OKebdPBKWND1t
z;>UhHdxd{L!tkBOJpvVMYYfK7gVHfcMo`Z}PbSXEz@}r}<NDFIYU$>1$$qJPz+IAZ
zf=X`E!8~*Ca_j0~2TZhNtR#4avL)<6Z?Rp#ZdX(1pe-T5nTv+IwD=XR_Jy~Hcw(Ha
z+OYqJS$;_C7I?k66-B8*upZ)O0|{A2vtC~P5Fvz&)IU5d(+|A*6o^+6xn0ShA-8;`
zL}_$82}#d(O16EG*GH00-^gT{MEtgo{8TSMXvXr(oFAVlUIoOawaL|)^<!iK=6Fqz
z?i)omq^oSaSp;U|*GYX@#k-U<hohM(y#2!Q6Q47XMK@IzPw5Q_<eyIKsQ#@`Nc~%U
z{aa=Izp@^+rKJU3eI-v%@izuN`FY85_lhJGB_7#rO0s|k`A^Aiy%k|aD7n?`HPZ(h
zEma5tLu5Xrk>Qk&3Nw`HV4t|c6;%+jW4MBd?FFp%jk!<dsyDt?VtI-1LutDRIhQt1
ztbk9Zn)pQrzURGwk0r@>ZkWz&c?<hG=n(hO5==H*p?c{35qE<XgsI;UPjP#y(DFnl
zu0^rjUjMa2(GF#A#=2u;<V+74sWsiA2U^E*pijUn+GbfV!*&vwvTwQF31nr5(y(3#
zosEA)QD3M5*hr-a3JUn#n)|%5p=Hv6%kgj)vZb5!J;Z_t)l3BGEq$D`G}-@Xfc%<3
z2u#iKoKnFR!4XmiG(zw|8x)b_gY!c{isOpax-h%SRPncD!n=uDpf&cB?OPm59XPr?
zTp-sGMXw7J^|f*Pb5If;?1#xv<CwK^h&_#g^7PjjDYe>Wo(<6amY(2t!5bA(%8t|a
z>tk$0QsjYui~M{qNh@IQ?K#P?SJRk!Tf>BGY!-9Z{2rn4^L2%32epo(#g62kZ_lrC
z93QTHs251B!zV&`7~g)nOF!q<#nJQuTV5?<3l9pW?IQAR1~817rOUx_OkLKu{L$QD
z>N^6~Fk2BIF$j}BI<vnG2|dL<4_c}=Tkb%+j;qZUFoE2J#gNP`&FG3o9~?Y}>N!SS
z!GBfPI0sWLj<>lIjIwqjBjQ&acSL!Rnh`d{_swD}^Bwqs<tc3?T1r^Omc10aewwgH
zFE(l5K*$_wJvq*+Pxyu&6&Xy;b(7ChWE{CR!g#UW=oMC7i0NJ$Du3Sdk*F)5=?^mb
zS{=t$wfET-=pQzZfl^xlc+MRad$VWQ3z&~h-#BbVSjmf9Dhx=)=k;Uw4?EBqHa5+;
zmx_(i_ZIw=9wSOJIta-SVHJ~G_Szpe`+Ra7*;j0yS9jPf<6gq_rK9LwK`&D@xMHO6
zw8C61`G@?83Yesf-CeNSpRK+n)WT-#=Ba~51M?T+4f6i4b0p)7^ZkWhVO^wZcR&d^
z(kpSNDo`p(j41C8s1$T})1jfQ0lBZ<%J-Pq*?X76CwE_KdC-S^LUoQ#@NgaV-XP&!
z*%NAGpDLd{^R+i<eR%X8%=WHtEted%LgweFYgSiM)V92itaG)!PpOxReaMGFSG=NG
zW$tJ)9_%cRDm88sCz)7P$C<+1ibBCsU(Vi{`KpK+hi4OIR%&XFi_J0}j$y(5&eK&7
z3+())?tu4UQJ@1Zsq;+AuwIihbr_;7^Xg{h_TIhpHAH^>P8?C5F-2sfc_-77j}SR{
z+}hX;#xlZnscBcPiSOJ2bXz9gL;_2UCHUIHMesR?J3xvMv|^U(TR3m0j#*iDc$ACr
zMsZySxL%FSy#p`{!=!eQ@<FTApfx?(#P+Aktf4Q%H{~TGJLV)#G2n{u#yh~cTz}Sw
zC9&{@RrTaSxh12m7v}_d+>5t*v{Jl^tF0=N*!JmBQ6DLVbHQM5MJNC4jXmcliyH0h
z4PeUSOQX;*Qzy!iB0J3Zg<NVjBqVF6S5lH6Zf+faNH<qg))**Tdvk;DcT&ljy}w=R
zsIj0n7a=cG+NX+&io^DboSog1DL^3^sgd4glatO*B1eAXi!}Cn8vZZ@X6!b?)x{pi
zA~ta3Siuysp*z9r0qd}g5boGrAs*QB0KF{|SQwG-NsEmu;B2v0jiI!yAo;}CFrbD+
zPQK>~)ifrVt9wlN3_P41ug|W8Gak5X;gV|}x-;Z0fnnD>?PUJtG_#n4v}tPSRF-Na
zw<8e;>B<6?T6j-vHFEJJH0LwI$G9~(IxyE!ZPvAf<bHIN@(*?&9Ao4+kk)7^n|JD=
z?131Sok=sAFf1KeCR;L-=wx>=GG&Th3Mi?aYR(!HPYI}-;V#|CP<sr2>mH2dJK(jI
zq}N+Afodq(+vFwbd$pX$DDi{~KMoWT_b6+9enjKh-$pxmn4nstTe>o!&l|Yv@WKLT
zH7g$rPs6s>^MejqDYWF~MVMAI5oDOd3NYxtKY-(BAs%Q-m)N=6Pm)t<cb$}6oYQSK
zyR4GK6Edqi$bLq;h-o@S!!uTtZ`L?5sl}<P{bgcR@i@=xvnOE~p;%zgs<n;qpzvUs
z>?y}3S-^uZ^?80DO{_Oe5%<WnHJ-;Oj_OplT0k>5G+RzMTQ8=QOTfI4fmgA7XXr_o
zNMIK^ITex1&t0w)-;PV-f~CHDoH|V+YA3R-#wC)7L5=u@-gc$Ox1<-ES3JFU0FHHp
z)c1m&l}oH9M7CNr8)NO22!HN~C<(nvue_zgeaaf@HqT`3RDWcq*b7^=-l2^+BDcSh
z!1dW|V_*OWS75U-TfGaCS6xQ98yi7V9d>ak`yXV5sos2XgCB!`YU}hMF}0B<FCzpu
zA}^Vt*a>AQK#%y-AqF+dY`&wD*qK<`m1vLJ9(JJ&PKr>dl)&fkqHn2vTTFqxKAr+b
zFxA4Rg(k*^{O|okE)AdT-}IPA;~>k7%5lGO)zdy5EQHQp=_a!$S522QXug;J-n08&
zD}^eBemj0&_c}ApI=ENA?%+Oi{*6Ju6E<!_d&=8J%^wX}P57)Rv9{k*SjYG1dOF>S
z5%UpWj%63*SO|IISa>^?aCk6K&qQbQFJK;o?4sh)-`~aXBzG`f(7!<vPy2q}`cf4{
z*y&pwqeAtQfz)HnyRfyzi&Yr)yAu;$AsD$HW`a8nC!S8|Vo5m6wuq+x>e}sa)n}_~
zr!o?2a^Lp2VAu2O*2g*#A~E;*A4KzvjN;}P0;S?7kd7aVO4QuhUk4e{v}p4(lX{B7
z)J`44^1rb&Q7R`cS}EwVnV~wLyit*~t6OW1YJ^d_T!G(=Fh#j^aQGU8y;1xbE5FJk
z`&RkDy=sJ}=OI5YN4#jL{L}Xx=k!;^*BgF9CB~3%Q2kL;6d8Z(KoSL;Avto_Pt<Xy
zFJ;%GD#71M({0NUEus1)97hsq9L)$Sq`0pGC=|!Nq?BpZvzl}cbvHI&ZeB>)J>2r9
z>bq@g_Ssl&OdkPhgVTF_apR+&$5_U3w^^VG9ZE^n^IdB>c<LERnM_^?M#^El$mn>+
zLB_(E+%HQrmQQ*=P0X&Z0byAq)*hFyz#~d@nq~_NAm3U}^S`B1Y-Op|**<Ywc(<%u
z$+|^x*fGMA<$IgEzJj`xYW86W{Mwl0QQ;M9ws>65cP&{vYh%SJn~O(hh^e-fGkTl$
zivy|DO0`P%6ApqUKat5-4Ur-_33K-S458YnpMvmFwKTtNclo{8y(+v)`H_#8x5^FM
zCxa9G5mStV^FXUOAegcuMu@nWgScyFwym==6^0^XO^lwd8~xkPvU9Q44dVtWOuPCf
z)*t}~m5ZT;1v@gw?>LD!Qyo{VfWLi1rUm%zR-#7_g&09K3_#85YU%5i&FV41y;wps
zZLDueJF*W?-da|8iZ3**q9@(iacz~x;80j_X>BQ3SZ-hwQ>Nr#r_S(Wx!2P>^5Y=#
zi`6Qc`ao5RWA$aPFQk;j`etQ6>@Cu@-@lKHOrKA0N1=O6A#S0mlXeX8d(2O$x0Io6
zZ%*)qo7??E1-A+}G2Qy;qGuV^2-jnr9ZABf27}_GvW#$l5!94>H&|xjGE1~7_%!z>
zOhp8$o6?S|g~E?&**2=kJR(T?uJB0LNni7jvzoJwVR)#B>d1iHE~`+811!#jW0_ci
z>I;cL3f6CwoBTA^vdRHZMeVBWu4AW(_L3d2-m{6ROR8n#sfcFz9B}y^e;K*-^Io9(
zI;Q+><05Y;s%f!%0`~l|TdVQeu9|#-;RwnI`2%L%4(1O;&WrBi!6RZSr{Y9Vd*zur
z0a7Plf+SO;NooRvKy=k1Ua$2A-}JbH<9GGOv>~j@FV!BJGl;*qr^F8b;mz1)Lfa}&
zJ*QLxSzPe?+D$s^YS4@0F~`&MMcTwhE1G((&#O<=d^schB`9Uxy&lZH40-DAfasLJ
zSEQ<x)8NJ5)R;xjDlyuBY4=ps7xAJhtT7Q}*jxe@y-Y&}J80)G%Lc`b{9SWx(vq`q
zo6;B7EXD7$3(hSLJ+ER69Pp)%d#=sDEpMsUgaJ#EkcW39BZ~Es`dO-!fnd{ODyvTl
zH~QbWHBx`NP`!7KK9jS<MS(xhL<9=2lt8z1oSH&BJqYuBY(FNoRp^xhZ#j^<tn;Dq
z-iA#d6WsxG8Da3*a@LbiADz~7jXtt{CBSGb_=#B09D8;Lw1vok3clIB#}vS3w{Oq_
zha=hy#6mAtgU48Zl-&W)r!9{WHRI*DJ0Oq;bSe<BD|RkO`pi7Uo%P#{gAQE!s{P`a
z6&_^QniA$FA^6?!+YZFNY?XjHXofIQ!W)JE&|^!?i0JhD^3!KKIgHj!Nx}ddOW<zt
zS1(_~;O>=sZU*!5`L0gHYF&lsdgN=GwDS@-IJ2Y0#e3JJNi3y497mk1R7bCZ1a+Q`
zG3!?2*186f2_G7|=_}9HoPeK%j$*~;<SL_0=?_xLjZSPo{DCxz)!#re>6N7wrFT+y
zl$y^3rVKe}S>lA%Ye%;ay$Fn33dCad5Pi94k-qtpOaLE2p`JPU$@5O)#J%|1UGY?&
zexeG`SFfr?0GzmTt@=5E(ssfXn{W=I_0H`0`S{DlC)*r4iPeDvoueuuy%zhV^~*FM
ztc9<agDg{r7Lg)lj6|d43|ud~nEK>ay;hTUdyP+)YqCL(hODUpX``QIJf_R_$v)7p
z={zC>tO3{QAF^S?Kg(7w%uCvvd=1{1Mk|WPGDct_ig|@qC`>mfdiogQR2soLzB%N|
zf=5cO&Xh@t$bfF3Vjr*k%gOrfA80M11UStq9X^izB%4k}Tu~=(w(1d}dajvri+4Fh
z96v;G+i%*vRx?}75_BH9Y<fzdbU}KS=}(q2OC_r6eUq#S(MQRgvB#PML6j3M&7obB
z2Bkq?ag-W|az#+)?qQXQMdY8rL<N)VIr9Xgkiv#jI3KW;kZ5qrxOk6>nxz-oYuE>n
z&sbzKE0$-j&nlM;kr&9VmJfY@wR$G1Zdz<0-<bb6oWJ2Uhf`i7!z{FqbCXa+dnG2d
z<ELx<9Enn|$qyt%>3TB`9;?4y0s8*I%N)K2x~A3|hnB)$NnKJ`BO;Ek%AD#Mib5DW
zK1Rgq2AR5l>OgDO85yWfaM0eoY>u3r!Nlb#yoV)B!kK?qcN?u!Uz0aGnVle_wyCG;
zEKSN*HbU1UDj&|6rp%}obo#&{f!sjMV0_$9HaEu0##%klF2obtXho9e)5h)yU_0?2
zW89ja1oG|<oGsZOH=o2J^~sQnM<zr9t5Rz(ycpqcuS}qHh)jX(<-8x`iAR<{+GcCW
z&=_hIlg09I2e$|{X=lay-$w!2-@8rgyqIp0DYA!z)RmNhdGx!fA60c^CynlWC4D4B
zor!Hutz%-y+Pgn!c7k*5U){T0?u?g#(X7zT2>*#IP13@OAASJ}y=>~sT{n6z@qBCM
z2q~0Jut?-#2oE)^IiRs(TZxQ4ZytM&*9eo~#dkpOGNvEp?Wmm+m2mB?BxDFF++kfe
zmo_pR>H1z~Alp7=YjQ}wYSGHq&4n)BH@w5DNSdBzZ-66ZGcQ+#*5+xdo@<zafXMs&
z@*ELT0=iY&FG6SwC)9Y(enx9ql>3s8YNy>sp2|h`b#K*zn-%GZ;)lzCPSXLJH=-`K
zQZ;Z+gsXJzmV)B4Le(%nYw)3I3`?u=D(<k4E+|9m<<MK#@~=oIK_RYb+ufCsw5(AF
zP3<upF;SlsahqzNe_bRf67t8&#y6Z2VD~rfd|ZxY?~RSQc<zoPw+0{VlR3f^NR<la
z7t2tyOITPGfTC%y8V}RRd@p$q!}GyoHyfJ7mF!y{nn#v#qU@!_U(+H-IU|t(%=Dr1
z&uV8GXEtg*rx~9_I7{>-G!>K6lbJ{6+vgiYK|M`<Ikq-Vuj_1yJQXsubuBe9y<AWp
z0(32yBCFf6h^A?dP0E+0x|!t%(jg4>@=MY0l|*(70s)GC@lU5?N~UG)J@+fxJ~GvS
ztL()z$*`MU6&n|Wryi)`-P%`u4&**B5@4C$Ox_w5!zNE^31`gmPFji*YeUD7z>xBe
z%Xj>bMJ!iDU-V49mhJ}K1d&vJ)!*6wi&pP{4X&AawaYi0V!RVDVwqT1ifZ<V6#Rgw
z4r(9?!`K}ofzv~jE)z0wfzJlElpd99?zLc4IqK*A3977LF9dQxtL<dFlAKN?P^<0d
z$?(gW2h$EtLgAUx07r;-pPX+%-5$RhMlvF)#f3dJ|Ga+{S1IeXo?)fVx42MX7KfVg
zDf+#OjPUvSw&>hiVfcj<nN3=KrTyA1hiw8DbNX{_qNS?NpP|4uU2&y3VsOi|hYlZR
zTOwO*TXP3=Nt7)Zi3mbsv!lV<CBDd|3-wahGrN-a$Hzij*b8<>-Z)ZD5>kAKc9c+&
zXxxC*|HGJ3V_f*knQ{xF5B6%e{T#(eLVdQjNMMQR>UonbDfWOq79}qVnrV;>eKZ`g
z2e$y~&yzZOd{%6i1`~CY)jEv}?<(q`wQRowC=fNy5bwvgc#@2FKs&+}!>qnszCM=(
z<MlQ@Dul5Qf_9uw>26_QMDv;-)YXy#52GWz16IC*;C%8mrWXw!oYQ3W9@inC>QkIK
zs-6or(IT3j{x_PSlS<}0Ag8|vbal3Zn1e^S;Cp8#*VKQ^H-Qi;0v(|p37cK}R>~5w
zy^yYV!T!@h*TE)DmMUeu0Z}M{UMiaiCT|VQd$Vyy2k3l2C$r)K#|Bet(LC)`%-;p;
zhs?!@%Ozh<@J|Y*I&~E>-2q?eWb`ue#xbH=SPS>xK%0A<ZwsU{c{m%tttMIC0WbIP
z*CIv8+v@Q8LbAd*UPH!VXXR;!bupLkf}<_9q$&C-M8q?_1za|izBILgTQh+x!8>3t
zk7-lF`QmtA{-4l-5x@N9fjmo0p)%jlWsy>qr(s5HcP{VktT>*+7;+X%k~!Dsrr-`-
zNKTC9q6_f_jgQ;!q>qE@Bp|HE#=6waPedc9&*r=7MUe+@9X>W>u)sgE4>JM1;r`g`
z%^*W}X5BM6-Oz!fmTi{wJm?$SrlzF@8QgcsEHQ_NTi&E*3J=2Rk-!+)gG+OBCUBDP
z?dQVKI5-?pyg5yiS~FHctiZ*E-vP&)e+WTteAGVwu`fn9Vp|W>3k>htxC0c|iu@3b
z31+(PtV?{vGb_fk%Mo#xm+?wB=~aBUueUGrW@kg1eZ98Jf)*%5)BK*8rX<seA1z~h
zb(?5rZsFp5UVJ}uVm7mh<Em#a=#AEb5_O5K=JpTv39a7&_yxi^tI@IY?rO(K#Lm($
zVng?<U>$t(cch7O(^CDFc)v+@oK^S!n*(e8U9u+Gkqz4^8RpjM!#CrL$oItj4}?c$
z&KXaOInKRP3=(zQGMJjU{WJMP?&UdeJ5wj<Ca%Qg8~t`;@X4htY8Hi8G}0i8(jO|p
z$hyycFeKU*CjrkdG?8%`ntd@$Z*3X-q?_Wkdw*f8n9}%cAN=@bWBQ?J%rdE>$Dx+Y
zl{&f#vA-f~8h;k%!hV`oePJPVqvxf*Aq#ZL0{k7cl9~NIfW-9|5{Zz*>r}34c=Aph
z(s#iSr-jF)U1##i3M46^=82&TpR7L-fw&&&wXoxi6^cw(CLJ)_=F<27Xtrkl5>`X_
z_N{)_uY~-K)YQ=?dWGL|=t9d=w5FXl8ymB3p70Q#C~f|<l%@xegF9H;XG@m7B-uwO
zC7A0B&TGPRA~gG+zosu5G<?r3y1gQRFmwNmeFNS5{5PcL8u5>6V;BJ>k3NINRivL<
zQs|(8!}XQ?6nK;m=+C+*P`Xx$C9_r<^JGnc>gFcuGJ1q_KbP)3LAHYy@M=bmlTUPJ
zLqkxZ=ad!pVTlUfDP(djNI6jqlU>~re_E_>Ck081&2qQD-&JXG8Z)q|h~XpTPLlo`
zs1Iep&J#Uygqt>CS<T;A|EsRr`U=|rVGd_#UcQLZ1jh=+uP0Dw+vLBnr17Ekl7LFq
zBCOgk>izqrR-Nms*Cbs0Q8CgTO)=|AsJvyL*-X!_zI>`!*Na60R?YHf&hut+-coAE
zWM^2bG%Gz;?jTUO98vxa{NEI1pci3GEc87RNn(0O76zu4mk6vfLU}P{QNF}>|D1X-
z&cE}ZA(G9A@e{YZ-ltbQU(vQVQ4_p+WlN#Y7oJQpPrE;+hK4RrGURM}J9HQg6NA3e
zX*@dqGjsS|xUXj<dlg!Q@;hd6srgU}iw#~c4n2DnO&GLz+Ap#ZX?ju-J1&b<4`LyE
zOdQ~sZq6zK5pw>NDS`Ls>X*BIbvTUpWm5;5iQW2!1+W%AI&hIv{AH^28+4%WNO&XK
zxmVnV(q++LY;)KG{H~M2J{1$wCkXr1IgLLWqPO~soBNf2f7sd*|45HEiYboI;Mf^1
z2GYGjJg$6ZlIr(Z=KUzKGlm9FtvALnI+0&T;BKKKd~Y(-g@pafU-YuNzzdy5%D84`
zd(J)Pi7yX*s8}NdTl1VfHHV#If2#m`#_*om12*A2_nFN*0Kfga^aN;s5yWSlV@Q(H
zwNtw<d~ndBv(Co(nLL&`8JXBRd-&PRb0NMQt(Oip&;JF3IPELwcKg3%5e>?smRLMy
z*JnAbVjL4tUY`!<<;5p2O}pgL!ft~5xPE2BFI@5!WQ`2o8QvdxbfuR$b|X{1T3^?o
z6i<v}VM~Lj!}VkpWe~8qz8EP7DJAMnaJfM%w(7it;FqM2I?z$0V^dKm&IP3Ye5Zht
z`bkE8!mPdjMixPr6PNZZ?&LzuSrxO+t?J8Qd4#ilTEk$3XRxG!7y!_8v#dsiK>CzQ
zM96vhsL5Wtt(vnIZxyzU!xzfG?PWPOL@F`6$MS1_d%EG_lK127GQyMn63YDf-}Afh
z_*-RJy`&@nH#VoMwxkUkOQnl4l%lWzT+MI03DA9F`J%T<RoB?%rp~`o8Kg&v`HNa+
zJ|Lat*kI+*r9M-XY($Lr{4;Hjm7_!0*V^n5;M02%$-0a`&2S(*->+`EoDSbh5En(O
zaXPlN*iJ}?fVt6kF8WZ`>J@sA@qy1&G^Hm)Jp*6dBYCAiPj!@z?|+zqVdE87jFonm
z??K#qd(?X$&9}%HvK$uTMZ5l>y>QXd=FS(uD(3!N@;_&{Kvs>lH6n2PS8Srq<?H{2
zNRrLaR_6`$?L|69s3Hs4z`OhiOYKSWBdrc*)nONInT>)+Vk3x-lU_@e{i(f!gQW{t
zhCV*uo5mHq^{821{KR#N0byf*C0ZURY>bkxJsS3`B$p|bvjYVVn;00p9v0)JBe0#L
ztPgWHxA*4!G#N;0lVuK&6QR7?peOu9ZJkqsn`5}=dF^*y(|_qN@~+B2{z0N&_A7;>
z4vW|~z@BTO_IW!-ciFCXQ&L<^i#%ufu$jUqMW+F&%l_a$w%2|IBsV^|r?WLx<@g!z
z{>i@JoUzul$Kh*j1y~Q8uF#7hJn8RrMFJXgUF~LZ>Iwo62U=|nkF~_~joM5*I#}8J
z3zY5usnl{`k4O&prgS+y4z0btf1^0d&WNQbp1;_|kdJf-W0b68jp#-_fm$tg8&nOV
zP)NGWf`1YG$K77~mqY8vJxv$u^Nam%??;%#C?>#Mht)xH^5p^;E|%fJQHnHm#OnIg
zrvEU#jPBT+ZJWtFnKvci>r^{G@RUEmoJB!|x)`IfRkd)pKFv4<J>42V$rja&ZDY~E
z?rk8iBI}P*H#KzDFmc8l=yUe)S~0pW`Coq~#0jjp`oM;rp&CN(_*qWXPDKy}k%$51
zpzTpmGuTn^XkiKh{)bhae^|FbZY($G)TUfIET6eO%4bSWp|h<=-mvRsH3P^u>RpXE
ziIH&2&>`~=_>_1I;b$7yw624I=Cryr^;I}b$2Qw=x4xXY*>KsYA1P+@o_Tc8$b-v!
zg{Qp^5{G%uu()!b$VuA*8?%i|j<ax8ie0ja`PSaLjQqhcTXG>Tbsc9o!F`bAb{kS%
z$<CDyIMdA|jVad#t>W-STvmmT8hX>peDgb{28xfXNc2ouqt$i(_G(it$~n3mr0wR@
zj>e=e!xmj#XK%QHO<>RKyr`U?YQX71(t)^WNo<)u6+;Cep}8HrV~2k~|NAoQ$@Jy5
z!%`2W|6-z{B4q_~EfIa60&5Bl8%p`-c$H1uAYQ)UX^sDy$oLO#{U6zgKpKONNrUb~
zJ&dTAB<jiz+U>kXse9Uaw62)gL=IGqlSW`v<5|y6l=I>Z`ICL335_wc$~3;brKdai
z^pG}8VCViF(BIO2M7L=;*X{I^C6gM_9LH=wrv&!?+oe)OMS}g)>9Bs?%DZF!LtLb3
zr;fUq#rN^-Cr3SQNJ7-t8^!B?JV0+)660x!t``G4)#j4T9@l}Dai|Ed9)6Av>di69
z?!}-VVooW+a_#u~hsnN?!~gVQFy5;D>=FjrCyS!~?+I;Bn-)z}=Hb_QHW;Tw!@Ae6
zX>%p!f=7$m$i9GQH|C2WmGeiKV(&sE)mE=?vV~ySG^Jwe*097|`CF*exu5&&Z@l@_
z&VVuBX_V3_ZR<McJqe!4+1bfG;lr)>@mt2i)`s{;MKJ-6y#w2yd<FitIAOA8a)XbU
z*3MRxrXfvnmpDqYcXfB1o#TC0&W}4Q)IZz?6`?rR-ubVmW&GolGyeAVmL$Dwsj-*j
z59J90s+-eG%lJVoBBASkGg07esK3I#k%YW6VkCR=4rl-+0p9(c<aJ7P$Ohl`9yTFI
zxtsHzmE+_(t6n96t#8+iQw+g>@UiWG@Nv)PPfOyT|Gdljzw_SzLz@798`~*cay9%i
z&cD^t;)fR=e5|k>sDsUViKt%SXZXIkw)(i@0%80idUFkzO5(3={-&bn=mBnH8$UnO
z-qx(wrY6x@>^`9okcX3Egdl2HY*NQPSukaDh?lBttr}@Bv*}F1&p{YIUA_^#A3??)
zD(gESfDHD~wR?CBf~dW$z49`F2L;1nh}g0RQ82+q=|Vg;hnVhaT@}t!0y5vtI>$p~
zRPESsk}>5<F9|LSaL}ySu9=vH0j@~J6S^nnPmnH0s80?$HQNUEEKl!%P)aiO66ELa
zrJPw2PaM%T#ykxO$@8L<ovN(t5%QRg@8<}3SwD*s{~l8+L><0}7(Bv;#KAGG5Y-+x
zkfWC?Jme5juR-Mloi_PR9Q2Rg(0IZ)@c(EAs)1G_q@ajW!au@1NAD-Qh8cci8LZ1l
zjrG{Am_APOXoom}rHSpll|gq_;eaE98eLmgEeQXOvr-z(#|$~J?93l<lCRoDLA&V@
zPw%le?$?_V;Nqw}+<tBS+6B4$WZ!UY!mXZM)FGAbq7&3r^H`iBZ_)2^=h8JeDFK}k
zV|VJTmwNnF32lU|_ef!QT^818^7Xv^El;|gF`kiRTl-V!{mIsQ%j;C7UfV&k2@i>R
zMLz{StaDJluWI(3?eqJt$VU~qMUY)>-eu$G452&;svy%n8{`?Q6|Z20DZS($8ubx#
zB@{@ecK{Og96ncJC3JAGKK{I%vF73J_uM_HTNC{n>(yJz3AufzTE(Spu^On`?ZY-*
z*fWtlN4juYG7R_=1X~CHimkX*N+>AGe`hQ4Kk}Hkacw^FPziKWC5~uI$sm+F08!;y
zw?SkwZxQ{1d-yk}e=yZB@A^1+y(s}grCVtoei+Zezt#B7A1ekEV?m_gFL_7`!&qO!
zmpkE#DKuHZbUZvvVvZZ~fGnpXwl#GS?EaJ3HPRi9;ep0mix6eKP$#&M!rwV;m3hgg
zf(mYW@xCA0OpkKP?<!w|=lN~_7a<;(r1vt+`iX$`#~-k2noaRXd{#88u1*j_N}6PP
z@ODS0pZ`a$t%Yj=VsB~%p*8mmPY!wymG|igcCHg2&F^VXHoM8t<A7FK(<Un=TTTL^
zJPI8u=T~YvJT^{tueEIII6<A2P2O}`lVZtIE#dyEcR=Z`vdh;s%ZCL%S|mCu(+=(i
z<dy#yYi}JFWw*8sgCL=VAV@PbN(#~)QX*2)CDM$5bTfo>gMhSjcb7<)ba!_SImC?L
z<-Yg5pWAzX`}yAI`QE?aH!xSMGuFAzbsWcH*~FKm>ZPr#IOn#E{-bgs9Ck_XazcP)
zS0Y|G<|}ma^t#@p+iWW^oQv5sWy=oJGSP&^8+qS<uLo?D)`r*WX)mPTn7&TG!Qk$N
z7+QX#vbA3myq1V<_^|qc2BNrstX+#B8!ZW-9k&{84s8ZvXf~ss_2PviK3D5+Ve<FT
zE=Z-7SCShq{!SkA&fuifZM`!Mxi&Q;=1iKC9Se`}#H$dS&Bf{cWtvnOg-e~}ln}_>
z$k2nKAv)t}nrf+2f0!#3j`#H6EmwaGdxZc&hL_?1&p`)9U*?V;g4?=%{0c}RC_qV-
zl_dP-dfBMrZw@8%dxUSD5305${Xj^k^F#~%L^|tJLrI5Wl9Z$$c)mdROhK+zA?*==
zJY6eHladISg8;;FD?S9u1#5O*P1I%DtMG-ikmcX?7K+Z?n88tit=3~8vH5c<Jd}%j
z^)1=LZ})-UwU3OD;PcBo4GV}Fgd}EYkL(kL_A?Zq6BKgh9*M5g#XjfYUU0sjb6Y|d
zlXo$^4^x9b?k0-Y7~Q302!EegA8_(9#?#$P^b4WfGY|T1i_}2^Wfdi5DLYD9Xjpt*
z>nthVy<=5cEVpb?1JxTG#OJYk3bn4umTYOA#I*p9$&HU$XWYS}5klP7n;`X|=$}YJ
zlPO-77^N!gn0=6^jnMmd)6?kb?5-H!fHrAK$aJ9C7?oZ@?%euhCKlv{<Y%J9<or+o
z82#UetD0!V`S1<8)<3=7xY0BcRe@!Shojq%<rp6+Ya#}i4yuT1*dguTPg>#k(c!RI
zz*eQsU0!S>7tfkSrV`r4!9`v6yhkY?!j;>sWrWIC><5)01b3n`&n_1!g81lZ)j?lS
zRUqveC$|W%^Rn9$AW`#Y%|@nP3WEM-qQBh*Akef1E}vcHK$d-gWHpr*=e){l|8bm5
zuF+&OhF)UeLf2S%kn)HA=q2y(K0Pso;5}I!IE+;P1iCRN<+v^<Ood10LPi9J5qIpc
zx2i7gGWB|u7PZT7!=BxBKiv-e;;vfZ>tg*Lzm3JNdy$d{3wMp_)tQ_SyM0dov={jV
zL-l9-jTf7s`Sksy9U<;@+(W_mu?ty|p2BW^$@YPx*41k@EpC?t5(Y;HWhpsvDZ<ne
zu(}&g%2h(8m3aHt+o2_Iw~@H-qs7U~k9XW$ne7X8Xv^N>HUzG4f`g;)#Me=_7T?_H
zf9}}ur9JBvhC=|koQu3q)jHfrT6Dz%)yw>%KI`YX3r0=U6S6>h`YrALElLXDkw80t
zgy$bGtNfQ2SJ@6URjdIvJbp80{?@Naj}()@(mN&_cR_9!acJKdQL&QBurY6-m@Ub7
zJ4z_Ae}QD|#jX0gNk)Ou_c*S|S&1at(U$Q!R}i?llXSK+Be(0>6tsHBPXZ)yVDb5T
z46nDYGQ&IpAf}rJ90s~mPynxike3!%9_j6LtFNk!KB_n;^ByE0J?Kci6!?1-<APv%
z5or0XVVt<|_+M2B<j*REAW(X2=G|_sF=YBakh%F+XG7;w2_tH9_Fg_@m6&ttcB1pH
z+ng$!PSbbcm8-vA2|r{&XQsoF#vRX*0k2`(w5zfR^m)q2n?9(MOr*WJf#a^YtLj$5
zv|d@HMM_Co*<){3J3l!sF7IuMp4h-s8DseqUHyOK=f9!X|C25Z370Riahwk|K?TZ;
zx=ldMEwIw@8rQ52(frzgTKEddFn~4%Ur=rS_!@lyfS@oSq#Hn=3{K^%6|X?Q;Oj_E
z6B<dd0v1ODVnqvkp4K8VcZcq{?0A3HnT_KZvAvw+az=0FFMdi>rCz{_HBWVd)mo!-
zt<A*sYLMJL=)n*smb7ON0rC--Mv_RH5E1mDY@kB(gh}lL%TdzS!=kzrS!lkA&6gD3
zu}T&PE$-ofX^|I=(>1ae4JEmaa_h|w5!g)?#9<UoAD@d8ARoNdNPrnAw<L7xV}{5N
z1V%t`nk%zjb;|xkV*Jq|l%~iKZlDp5`v`W#e{mbmImZm94{=og{9W&jM>YB}?;HL;
zG;d*v5NHwA4SR&pbB88T{F!<EK{{T=!o?>#WsC8kCbRcA()RvEH)s({Tw~m#k1Yj;
z^3XCalRwqm3a@v@%ac9&N+qZW0N=I&ZpMVhr}_Pxnq_~X$JwoyUFXgx3yLld*S-t7
zsCM^`O;OqT`S`z=)_ph9tb__LChcl(rundz$M9WPd@8|eE0^H86qMy}6P7}9Q~1SW
z;nY&W(AOenqKP*ZMk2V`5TUhXHCc5v3=eXTe+1oer9DMeeRcHR{!;wTuuQ&GKjRh)
zdvo^tBHxkBo+l!1N==xp&*6}5ZWIkw+1qp2{(7ra-9F*PDS!4+d&tv#x^2gqoN33!
z7wx0{P@To>1m0sZLYpd?Y64U{-m1bFLDQyrW-<kyA!b1`^OBNGy^1b;e>H$>d%r+0
zFYpeWwSPrN|0$|3ck#8?frt^U^!BK8?wGqZ;Z6%!_P{|E_S%MMQPF6n#O-KGJ!B1A
zU`;byKYxJik<3U)&Z@#2t}&IVTNQlW<lA`{k@4r8{S^znA!x4e37(cQP9oTK^<9iK
zM%m^S>sy+uqdhilv21DQH?z98Oh5B8p&>Db`E_yH5W84ndo5{Q5Tnm<V{SP=eS>#_
z!c<A_vC=JR@}jMf<?5PN&d7X2%E2%|odnelPv4os*F~lqoTcrNBvOEyz!L?*uI`oj
z61)>e{+t3CJ7n=hG}IXC7<bqiKXsDq+WAhL|Fd1lj8U~=zyaP&Nbf}H`t&#2dDbHI
z+7YWwtxbK6L;OQZeNQ!l*xmXEDl>_942J~DTI8MfZG;oJsL<kQz7A#_jA9U$-oPpZ
zuP*S2B3ZGC{*WSa!R81dEK+|_8q$zXHXobS1Hoe!{#-=Ex5p`la1r&lklXLSNkBJs
zQy^57Z`Ogc&F#9$leTWX&|r%2W<+6V9=bGzmIW`8iO$T~6F$JjZ!Nn%yeMt$x{0;$
zB5h9NnP-ew!_5#vxlY=?V>GT6A+JF)+%(`HF0h8gKU<FHrOB$~QB!+F^HfdQ8|nMK
z_z-546z0_FF)K68u{(CGVJr=V@pPs1jI9+V?^D_gCllS9$9jbJjWuKDB5b2Vk{_Kk
zQ4<uKKcD-XJXIdfJQl+|Y)o-x13k%eHO!mcb>h&{)RD5X!atPFR4UBcVM-5SGp#y_
zuX41al@j84(MMLMX7~?hm_&Vq!H=F%hB+a^s;jr_mh0zoNkrrv)gQ`K?@ul5-xo=i
zn55KUPK*?TOa;|WMbCi=zLh<HTQ}jT$g^2i`qg{!wa~1@>+i^Enm#_)8Y(-Lw6yug
zf0&%~`o`diixb8B$-LH2-2NL0`1oPAWXl~)m9}So#H^=g5#Xt2!nIi;jVE7Eb#yu|
zwK^qxQwAo?uusEF1tTVq1Gvsl0>jqE4!Q@)G(xmW4to}B(>Na%;`H{<SBwzy?duU5
z?p;}w-bq&mjQX{G?O@jJZ_ZCsA~YJ#SL(bmR^K#Z9db*5q{3NLppN`G?2)uMLG{}x
zyD61A-)1ErJ1#3J-?(8sQNViVWv@#gb~(v=t`5}Dvf^L&dOkS2s}v>OX{ODuEm#dD
z3$z+@HPpR{TS*_QYvr<bP<57GBv6*E;?<v`8L0+`UP~Xddc7Q8GWrfmwG|;9+l)@v
zn*ekM^Yv0!>h7vk$0<|1B=6-w7xGl6&pjX0b)LFb<{tqiwT`0$a6|?Ql2fKlJdfV%
zLJ=P+0(AyPzDv+aqD$$vOoKBiLjt*t>jMrz1#aE0yVJfx153uPLr4Q+VFot*5I^NK
zGXLH0A^B6hx9-SYwq8W_3cNjymx&)GL~?0bs~Hj6_rqjp{PuF*u8$VwLfMMgf>#F)
zUl9av`U>~c(=phg|B$f;YaTds7%}(U#AoHYc=2-$bXV2Kc&6D&M~Gn@dXwYzDbF=h
z2$(gDvoc2c(M4rdppeI*PDjK1dZJzYWFq>_jY8a&7#b6eJH-<j)G(XkQQ4dwNKi^t
z$2`<B%$FFNpfrOPd|-=`DcKD%Gn3kJr<Xumr<(q|@N>j@zp%aT$yV%|prlQqmdtbV
z>@S_sls_W)RfNS$6+04$%7+Wg1wL=BoxMslBEsTNBhniM_#9vo^hE{78?@5K%V4Vl
zItIMwAG&pU#){vb@&VXZ+a&IGO9UH~q0U-TOP-ELNmf9918u2e!p2F-{jeau^X<$|
zerCvz?FSh}yXrSxesc>?w?BK>h0lbvN?}$X1(?AeYt=i{k8nRmBpbF@h<b@ECxCni
zXQz`a2jQ{ndSt3$heX(yt}PfV_CJw4A?r1}Vw?7QxH|F;qeKq&UffXBB!-v@ZR6!7
z-Z*P?B}Mf+PEmYj#*R61H|`+pz@~()G}S)FaS`8wWuV>PS*szKF>cr&F&`mn0PG`E
zl*Z&{RVqt6(wF##JS~3h+px$e8`wR!d2v*j<`tf+o2(<xxW%9Q+BK$EfQM{T$>mzE
zhkI1rpkw}1wUtfB8AY9w^O-IaWf|&_u?%GvOTXuXNg4ZBP7QNX1RuLAx=4FS!<fE)
zN14$8t(O?R9XmSzG+w4XYixIhOv;;t8qGFdPmU$K_}tB2TZ9{We>mVA&)qzJ@Wtzj
z$m$BsZgGA(Pf_hNJ@=kQ=a47;aGrT>?Nw5Xbkl8CFs-2uDiWEm+e-BJ671m*#khDd
znb%Nq!Oh5nn=p@g%SYH%-{C>l*=_|Z(~0JkoTDBbo+W$FJ>$3ZUMZYptJ0Znz-w>W
z>rXzW8Hgl%7R^{)U@(lmpGf`0bBvTy{Rt^V!<jMfo;Tky)}FIKd`vrB&5=xQqq+(6
z%425Uf_CPlV_%1R$b~=YXjo;6hf}J^@`b)w@pF%?PZBa83ekWGv{-+etL{Mulpzpa
zV98huU&^pKYokdakFZVO+yUE#*v5u7;yZy>aUVh2#WRa5!|Oh#Gdb>_;lQo{DlCA*
z<Kh>sK+x*VJ)6IOr*Cd>*|-g$VajAmHo=P&&lYu!E9p46BHEOt<%IoRQ%eDS%>L;<
zQP7*z4@-L4tRw3Upn^Me%N;KoO9i7<*R1f`mNq=InF}~_uKA^Wp2d^eLXJv~Cir?E
zTrPW=#bzNSrn15f@B^%S4RF`e3swz<lR^K^_%TaL<2nrvav`44b+7T+FO~Vim5P=-
z%;^pF3S?`Pp@q5>wF&WKyOGqp<YB$gZTOnMSGH=zX2;sZLA59Ps}p$AoQ3-HxlVy=
z@Bm2Ny4bUiAp@#+(Ve&gw^6G8n7~u}c<^ByI=J{l|3?=gAMJ}Z(&etM2@mSxU0$as
zo(xwLrtaD?Jkpn!^H(o;?|-i4iBQb3bfC;zWiD!J!A!c@EzJwLJX-j%Q#e$yAV(TQ
zaDQl$0;xn0E->)6+Fj>XmaSyLFf-}-9t1`I8Bax~)S3<nTUl|uf~aa^^qd?4G0Gmx
ze5KdX2Gw?B`l|~NhD$B`lQ}(IDf7#AOf{bBkXt{RdQo=C01}FPl$5G!2qr8Kf!D?o
zW1-=6XrFssto3z9EQUPoRe1kEns@YEqd@1>(PMR3T%L|j)IjE(0{wV|L?6%O%bP>>
z4{q;k_n%qYPr!V$l88&GT}-8177XJ8#0lvMg7{l;76(>E@l)|lO~-AL9g8?_!*}7L
zv`a0N&FkG$xe8eNGI42RQqjbY<lc~sJLbAk_U@dlxkY1B*~!Q?=FGcM6#=TFaG+0~
zUH*Tmcl|%;TN_sdXSjTcD$RK#uriGc2%sr2bqg}%62UU(rdU3O2<A(azHxz17nB~=
zr)sR-+ZDxU5n|>JJYri@zcov|q6odOQh%gDGVF$=B|=fSrwB1w)3X~|bIA&UuElds
z3!<TLJnJy3?_x+l8I~VEyq{!A8amfgz>tS!LzB)XwM`bX;j75My;Lpaymo$~5wQIB
zmVIuUljY-l;QSWH#+hFjlH!}mf^5s(e3(;@MhbnU?tJzE2~43Mhtqan469{?)uvfI
zcV9)QeOpmZg-#urSQbez;Kh6x9&9?+Qh-z>wP5$eT%WzBK27f4&WNB$$|(mQ<oQ#j
zPpd%-=r!)TDm_AAIu(}aI_jtmP<Q#A+FFo@;Oe4`>L)2@?wBI(`Y$K|T7`tREC<OL
zH*n30tfQY>eo#<-jP=PP+d-n8xDtizJ8{$yvpc3iibF@uQuYhMU`J8<yoUIXCiv2F
zS_FqH8*o0P2M0+<7*;Xv!AAbXIL05d7;6=bVac5aCy{fz<2j8B4+mgYB8ZVp$?!!S
z+g&l@z}5OBK<snEMo6(lZ+Yf5ov(#)<b(P)Js*ivfwXTI1AC2cG4sK)bL^o9OKWDP
z<ztK4m930f@oMeX2<o^y@OZJ!F@4j7%H@!tjtc{(4SQPIc7c-fBavf9Vs0nFB3Dxv
zqcp~N(QhFum2eqLq}A%kz<vbE2-o~|Ud1HW1gDgv36&P>Vld0s6<_`~bgH#FE?kU`
z%snE~)b1?zLQDH@8gNm!iu!XqJPB_Cv$VLzD|P7Ws6HV%W_YI=a`KMgM9@A>fHYQK
z20D%RlV6*u&Btr<N6GSG=eM$JE%?m<8u89+7jkjRlmW#&aQLh&WuNj@7KPFKS=1mQ
zK&8T`i{@J>4Wtgt=X!-1{C(q)d#l!>NXKGSVxU+mzX!W=cl2dUkgfj`9ny#WCMSeg
z_ft|0VbW7Ui{iY93mSKI33@HDryAtjLPmr>W*N(xU7IfUU3F9O;PBcZ+Qx|I(qfWS
zELo`U%!o@ZN^3yXI#kJ;h_NsF5B-6HW<&ZG)#!-aHatC&E3^M}id8&x|B*cFU~}bj
z`2-CEdOJ)B66qE3XT9H1-zSaaI93U`=QpdGm<ccTM3~6F3(t;@NVYl6Ct=L{T1ZLu
z4JsP!A#74K?=s~Wu_Zi@lWP6yIiJaGOAt+H%L^qaW5-VQlzZq4`%~RM!56Q}i|}ph
z@5$ds*+N=v=p!G8$!F_YP(JeGMFR`YtT%n)T?(ERbNGqmOoeyBf5CRtvE{U|6e|VA
z-XnIzCD~KaNpFrXm;5kz*rM_A4x>bm7f^pZpsgG~9DC@3*kdo)liQO!Qe-F@Rhc(#
z;H?Kp0QiK_Yd+~%%i9Q7h_d!Y>>A|yNe%AJhGhnnx@6D*g&*=@7G;i#IlI*0yTK`o
zHe{MZPYTRBJMnS(u`zAOrXZ2Qwni};*S?YfhU)c$A22`}hROy;`V&cD9B2ebdDg-0
z3^txAu1Iss14m=LH<lrQDz^5=(am&`fz7};UvEc+@O0bg9(Trc(8M{|#=Ud%6%1LS
zk2qacZXqfvmV9@n+l<y`f;IkxOzyN>w&(R-Udkl+wnd*zBUUw8EmB3<oSLV2?Ga8J
zm1ir%T31z5TC&AVscKf`Xz7R8zLVk5GL}O$r@3^dJ-+XBhC<)9#Hhl|PzZ%PDVb_&
z<JWA+`=ej_F9JsMSK?G$JTEo;P(#?z(D-@((W1NwC*7zFSF&s>^wbx90bryFYa}({
zBp0}Z0+OQ7<B#T;Lwz1EzB#RU{^;TL`*)xe!VWXCU{s$FXA`|E78f&RC~t@m;FsF4
zu~pi7)z4Nu%TK>YiC=q)m&kG1;OSEb0HEBY(0RaYwI}mc?lx)*qW757U{cw-yCV3(
zh|z5=0~)=TC07|yVFI^)-ZJYKB7Tw|=ovlx-Av<5vNY-A)2++J5~(#}0Lu!+xW^9a
zW`@K*2d0#J4_8w~HYfvt=25{Nr=169!7eRelm>TT%as>&(bpPhcE<tGR3V5t-m{X7
zlNXjUj^aD!**1+{pGniqybxwxWbYvXixt<xj%t0nz=?HAeu#SBQ_Fn|wM94Lw+j(+
zYyRtU^e-)Rj180TC!?;orQCx&h$$CR#NH^&X$e!H8`W*{C8Ac0rMlmOCQE)Z&Ae?H
zYC}>LtII)5ix}snG`FRW=EVSz;7=CsWO`oPhxB*m*jG+FEb^*_V6dC<Tw!#Bwbl{_
zlAb6JWI27`pQo@a2<$d60UMU>lKK~wVz!Q5y(l=Cr&F`()p%OqULaqntzBEe8pO+y
zIdpn#ut2Rw|IIL-5xIfCV4b(Nu2HKFF&D!@QCU(|^26PozwbV=V{g<wq?HJ!xY1Yp
zrgCfShoZPUV|z)NFwuh%0@a^L_zXsUZ;2_*#!o0GzX}PLL}B=~8B>ar;sKj6aj{T$
zxo?14WVFen-P+=+1<+dDY#g3U`9kM5JiVjrq$M{a59T(lII(EbP;Edvq#u)c622eP
zWPhB*pBgxH=>9qR<@5!aRQV+Lj@9{ho|^bbi%X?__}FHmZ`!KuMaiway!%7h5>{$i
zt5v1wZa-wP118I7JhM0oM?fsmNc>V&RPE8#+C2~mt?AhSk7jtxqWwfNZC>w5KgBHv
zAP+SN=@y)2gm@NwZqWl{DXk|B=5h>m4kEueLxL+fI`+Z92<cP^q7ip%a_X%bENmNk
zUxo{+^U@^kZ3stLQ!P^8_w9WZb<q&R`1OuDJn_c^)aEBaIl-MFiYRkc^kjsgr8}1i
zG4lpwvkr^WXtP$HDE`s%poU?b?Db75Ki!(n#<@Ob?Qi+q(ZW4RmDj!#k~NojO;?bG
zHu7!$W2O0FXNC&wmaxY4mqyjDV~4rDMr?HNKv5hMkqKj|A+LJmS@hXks&9qnS_5mC
z-@7eZyq*sd{+?hhepw39lt09)-Z{=Xv4q#|vaFzpGj4xaM`(ZK6u6y~u5B4V2fJhl
zOqf2it`oaIat8X*zxJ|^+=v7#knx*kUZ)N2-V)se7m5C6u~lb<j!u!?+L{#GknBMd
zo>x<&b5Z3)>Xkq`OvZ8e`s&0CfdSC?$cw66AZk<XQfqqVdYT#Nw*vjk2PYx|=+}uU
z4%c!h5dpQ;(@mZ{vt<Bl{B+_?(Us)-R!^;cq-Bljk6!zzkirl`F+dmy+50{#feO{H
zrt`*y`YD3id`RH>C1l5Ow<4uGZ?3r&fYnD|0UL0oW`H@%6a(R}Jei$O$|N&EnA_?2
z%g!^j!XhKhUTBR1n+Q5c*)LQ3BWfnzPQa82ogYM4tkwE&rM(QHBQdl0&RUp=i(LC+
zQh)L-3ky%EvYGBzD^ujVy0mGR%4A9P?II6YPnp`CA4*o7_dt#cIbC<1;w(&q%$A|D
zt}@waqPvtG^k7Y~^5F-Hy!6F&;_YMW!siPHEr-QV?DoTH=Q`;7brathpRMEclhyJX
zmkmUu?#?&~G|3wf>{hr6h=x!#R!OKmR;{^}?1@-<FA(3On9R6TRmx>$`821YKC;aR
zPrmmsBMoUI_O`!0e(LH?O$;BIjzogS2g7^&ABqj0s=w?T5-{c@PdU@m2q|`CwQn2D
zovqRy_9X2Qs(kmwh?dhBf=5O89dTuyv6wK(w#61~Q2@T-&Mh)S_j^sm5vVtZ*?WP0
zl`7r~uy`nVyWT%zoz@wv?xlY}mdY%T*Sm2cm^y=U><cDZrA&w9zyvU?=^kq>(CE$8
zuY9#l2#Yi&8TMTEKHjl=Zy)3I)Pj^dEzsl=%=O_#B7M9xJ6)+;Q^n?&o1|7LLb_iH
zq+zZ2NFKcTW(b!W9T<e#25YY1;0xR`F9?tp)SVFB_k%DcuWsLko<N%5U~>-;kbR8+
zJe4I7)_(wo)L1pt$Is=_zfByi)znC!$UkfMeRE&l!rcmDM0i-d%UzvM7x9)~U3Ed}
zehBjm87NNl8pc+v>;zS_td4QOlcA||E)bsix;`n%#5>Xqz4mG6;V?748+$QQhd=M}
zKm7SWAX2$9hE`i}F9*48mb4N@@8Bs~b`%bh&qqae8bQl+3Lj=^GBhw$*TN>~ymh$d
z=fAWq5Lw$!e|sTDsaUZ840>;FTRF^hSZ2f|N$P-YE6lf5O=&q*K37W{7N~#X6kI};
zEFap@=Zu{lcx6A>9@CL!rQh8`Gu*EIBt6fP=Sh;A6u3aJWx?|BwtXFY$d2!TBVrOK
zXC)Oyee9t6Hko!)^Qn$ZgoYdy(mSh<&JHN8T*zCEPzc)I((~~<)?~2afmE}*3vQnk
zhiB7g2<Ed`pWP(qa1WwY1>RNAWn6gmqeYhI&CV4mavy(aP$w51_3`nSDU1ryX1aKd
zZOyg!S~YHMZaKwmuY&|R=%DjC??IoIa2(9j-=rS)(X-B-8WFrq*(7ozfImfvnkWGv
z2WvceV8*~|xE<L;LC4zK3AVfJU|>yEP~(U1vN(UQ@S*&nU`K6|=WKNZ8H7+f)LjQW
zTn&$w>kFzyCKg8C!FCI1SSfkj`MAy26}8Xto~!M`ysi-ECj_uqjy|v$ae2{kd81aE
z_#~|eY-Lwxn;(6){jAsN!)Ao1+#r&xO>k6S_ML>-fq%__c*7fvpGa!GSEZ4fCsUED
z5F!|x=aY73{;d{w*X$s}T*=4yK)(*J7o9Qbpj3!DL$4=aMmS<)f>Ay>W1H`c?zNRQ
zS(p_$77o+lWu#$&p60@0+m?div!vO&@);O&3W{Hwu)P?i;c6<17?d%f25#T^QA(uH
z`bcW<N6%G!GO<5~TkZ%lahIbg<{K{}^Oqcko1%=Z$D|E#v-Ub?w{KbY_AAW75|>(-
zbuG2u9<@;+P=sEuvk2amBprEBXS4>~(dX{s_g2bVJ(;C&dqP)bG!H0?0WDgw`>p_i
z3<d|lQu`YkS<@-M*kh54?1*ntZ$+quBVt0HmfC-Ahk}9_N0Jp~x%$}CF4qrso|uF&
zN4@gZiTEgXl@F;E0ty2Opdx~C_}y9lL<*|*pLSp_!ba$pHf4Nv3{ew|?iuywHfo<6
z2QPu@n&X6;YJTu4Lx%aI4jlo~xKB?7!RWX|3S-v7*5ObE*y+j%!0o@(z)k5*s9ia=
zbH5Vyv^>7-34!d$rvn15&mrMX1gZieB`D#s>QMRa0YKwMcfnV5gBBe&WfrgjH4R=Z
z5tNT@JMFzJXL-G@<c&t<csrT53O7?~22OfO<y_lnNllthb_wx*Y`1ZW_QrG9!?Ade
zRAD<nrF)~j&aL?4n|ppOxXQijCz<UxErJi>6>I4?_&^t{Eey0S^S4J)0Zm$@Kz{p>
z4Pcfm%IG(Zu{+3pV5sq7hz{?x%U_UH6I4X?ej|)N)~KhbTsOwmR3d$NsWbm_tk=_f
zcw2Y-6N@#~SoQ=r>U@D^O!B~2w~P-~kvl<z5ERMhWv>XPl2h*+!_pB_C6b5+(y8L~
z$3KyJYw{t}v~NK8{PA0n-mM#&07Sd=ePhVx9k69g)0GFeC!A2PTuhZgfeIqTmQT15
zj(JAFn&j5zW}~%N-K_KY8U^xw`g$rg^3LzDbsylzQNM!R<0#ZD7R7h*wYtwDl*%K&
z-Q1vKtQKeV-~eYKem&;7@V;G@Bb-LqS+Z$7^@pi3e8I2S4&}4$5itr(oxyT?VhAw<
zRfJ;#-QSgNTxg*x#rw4j8&jAYU4t$jvw=>0?~Z-iVheNTNm>;{!zzr;nn1=A5A5Fi
z6RAOfqEwV4`asHRlJXxCgzG<%eseMN-!5I+UcZdHFW|r33CykuMDzy-Qw#H*Z;_G{
z7^67tkEK4HOpGS120%^yS5rmh6WUJuFUx}lN;8nqK_^U8zg;RDI#rc#!J9@RPZs-N
zaj&9{?*Y!auncWvdlM=8g`3sij0~Emd<HNu*&uhsZ3yleH7kjm<=5k-Hb)EeEzMRe
z;X8$#7U+`&DczB4^7B8D9xd!l&ym+Y)|oHqXsC}+BTIgeXR(sPaf6%V;5Y;m8CrGd
zs{x-g=kJXr_f1@c;ROLN?)_EyV$k7jVw<4B;*9SVLdaTlKNi9?3<FF^101nfZL_US
z)Cyg<1(e*9uhk(PplbjibeIJZm;<43WjntOzfv5FkN&oMqh#soKYSO50RiS(hSJ&w
z=Jac(N5Ez}8bU$Oim9ng@<DRSQo)+ets*{Ku;JH1$O~<FHeW*o)mxr1wDmr8lADl_
zt=mrC+G88X6^$gK+dg`D6AJ9Hic2?U$swzUxEYE2AgMw1C;dtZX@*GX>*%A*#(AAD
zHdfS)by0Gty_M4Yqo2b7WggS>XA-v4_F+{`(+5<iRzheeGBNW;t#u@f1wyBudp*BJ
zk`n>tXEIN1^b}ZPvsS5#*Y=ypw$tv@&(!lu-aa*xtu2Sz%YU^4S31^3s-)gYae`Z1
zUww+c0<qm!kHQ%g@2AOH6GUs9wP9?s<IArs<|wl6cdYYwySa~-e=B>_Yj7Az0N_g!
zL=jl;fF`!+ZypEGtD^w*=f69mWlw<PwUDHlqfnzqyn>D0WtX;E6vrFl0DX)hnH9_7
zFh|$(RAfY#UxB{BoECfW@OM!u5~G9M?9u9cE(Ox@*L8gnOV52G)rDtnV`DrAv9`<J
zJgU@50JdIaIQn2`2=PnM#bs;nbOzu)y<Ctceb@EjYxEh&^xRJ*TKzzP!AdoXIJEwT
zYNKd0EW{0b_y%B`>Y<-m?lZ@pOy7kI050MH8Z0W#FM^T`uRYkzhQ29cXwBc%b`HpG
zb_cP0q=Q3*+q%`fjZ!|!tbhwj4LTLz{-wKVjQUg(ERG;W8tH2wv)98!r7b@RShC5<
zy6-J9Mw5WrI4jHBRP%MBWb(9&j2LQi(Qk1(ej-&JcOSFeESOQC>-&|Lo`#s&OnwD?
z^RE`-jxFU4<<{cLRYdPkH)@U8t;!d3zOPPvyL_l&Rk|Q=v3mGw3w@SLy|OnvY}Gdg
zcU$Wl>V)+L1Z9`#YMi7r&s!+w5!!m}5IO<+<nB@z=)bd^1(&dyQWGq0&5F%E=2AUc
zry9=+iQ1%Zn}q+Wv^x~ju%IgPw;YiBt!~X_H1&>*sW2?Yk@+Li-F{`MVh=CA?%bS<
z^<@9TJ}0rUiBJ!4v;;5w>@?Du0JZ#lt#m-2d`dBh>!E_iL5%jpIJOGe?@<j@<Pn`%
zkw)6py@nA>7%Tqwq)0!#RBq2F2Ds91P@<-Q+ShXwn0XTcRBqAu>Q5w<^jBxtHVBzT
z5TYR+p41`&x_EY8vfSQ+y?T;n1Eqy~2EskqFG@3isq60_i0-dKN*oEfMF^zy+RK||
z)-cZ*#>cQZ<#*XjMTUG#HQO6d^XcoiQE}ZCi(Bz5Q1nJhi+QhA8Uq59r=Gn%k^xC0
zO-TdEdRU+}g!qvMAqToIP8K?BQjlTFVallz=D|APP2A&Y-GK6Se|)Y{@gW#MMZ3+N
zzCAtaHf#(<xc&$Pm%+~g-uG;w@cn??sX)+gGo`}6&Ck;&x;B9qsS;;v>>&;Vp)r?E
zU~8*2CM1P{*j~USUlp+xNWPK9b|o<eoFB3&q7Tr{&1e5Hg&T>w)%+fo7DE4N)-LV#
zf$Jxm{r)t6o3{y7RVS>@!`b$gn>>H<+$%xvUi7q3-PF8D9&MI$&)=VRlR64!{WMih
zH^%WRUkCrn*HM@~UvD&|fSCBi!bUY_{Qovr>)mJg_-cCGh`keX%4P{*s$1g}PR<Zg
zFwsRs4eozj^1S+e$z!_Th?cmf$E5H=qxM!I<<kq9Ely*<=>90T+ld>mWQ&~Lj~2Bb
zuhpZZX(EKXYV(Ov=wcuOby7%x%tpHa=u>8WsAR=0lWuF`(=)v*-m)J(Ab(mHNeLT5
z+{eivSjwjvHjnMwCZ~1l!xrHpyZ>;q7_cJ$|AK=3AH%%<!GhSnNXM^@UGqedd6KDI
z*j#AB9?AUvXg9(hrXj9x1;w8_I_uHL^zBjd6xqyaoVAN)@fURx_4h#^PeR)BFj!MR
z`IZQFsm<INcE>IqyS3fo;Wb0g%dr}EwD~}=phzGdLD0Ku=ZOaH6QSBkqbeV(Zn$87
zvS1ni6KQTL>)=$g?a>edXG6)Q@N{NRpAI@4g5BePKIndsaBqr!g8enbEYzI#{f7_M
zeS(4fH%jPLLc!#waumu0##Q7<BGtWY?;0b2)Ftu9@-32~fxeWH)dujMOa-pOP0^;T
zTdVV)Xj`S;$f0B#2{J|p(g;OIG~+N~crC8BK)U@Dfz_64f*28|N!}0Rmmg(uyws4P
z!zg3k!m6F$XamJg5C!=?o4Uh>D6glM%&}}|E@)3n!2F0wll$F^-#%F0+NT(s5w3gD
zoY?qVAs&d7pgt-&p24@xFY>yyAjS&tDyfgb5VF^A$%gbk=|Qvr6V`|n63_wt<9LTM
zK3MeWqD7e7L!VgvNL}>KCh2tfGXmr8Hh>&-J_yJQFjxcUnYeFGREL6V_}ToNt8g&x
z&NPZriv-ErbO(zd?ZWHRL3g#JH^&Aqo5Ecw=hsPY@>(1w!`H$Y^o%6p$<*<dB?fHG
z7_S&58*s;I(PxtI9P;|;hLS?o551^o`YawUT4-+&-A9gRKWLaYGK!9>=M&zufoYOz
z+`;zKVNU^Fwl$_m#W|UV@YPwB>2=0X*1UHyi{dsc4;EZQh)^SSRqmvt8KJm-EVS>Y
z6$-PLH1{iHSkLoo;4*DX3>+c_nP59b+?#^+v7@YLk+4GCRV8y?5zG;`p$x;U{V{!k
z^+VO&X;qPBu^)LTyRRcmYDRY_G?;&(@&Vj-It5U%-X{XxNip8BU^62;xQFiubRkfJ
z(97r}$+dXIJQOW?_49SfM7X5#`Dt{kQy_esq$iVfmpSDmu4JIiwbb%aGw)6HlDiaD
zhvcK{_hAv8?2L;^jRLRFz=~<k4|<{E4_A{<A=_!9!2Uu%Z131Kn$Xvtd%^quCA#P^
z;oHfLu=R#<7c8TWC+QbIG!!+z5!c=Fgrj=KA%Xm@)Fag$$#FYJ-h`*i7;I~6yJF|g
zmG2lzh*H0XUSu?kny8To+KFT(4W0O(F1y&xm~DHzvI%pHpLadmM`6le%nV_E{5UbV
zb(Io&f*`~8{OE~)#J#@zjRW=tzF$>p(>W)(uT5|{BAVdhZ&sb~E5+OKZlQSw7pg-Z
z6)*LpeH(LZa<B9o3bL>-m+AR|{6L&!m}_)7u(097Qjd|o>wmDC`tTp)>G;QZ68e|z
ziQqsvf-e*v>%_P~CKV|Y9La;vO_U%HOowcD`n+gmV_|`9@p$Fn+({K17RQ;a_#2H3
zjW0X@*_e9&wAnxJL2xg{`NLjO1QZOh0&Cm&$9^%Uxm5;MM|gGpf$*#EH_UIBPs+K<
zuA$SSC(1yT()m{8acx7QO$}TEle%Tn^h_vG0~hPzX%`7akinPRimyX0Z!?UCfJJeE
z&{_-hVctT;4$XTA?OQKmUm+3P;_$mY5Rn0EWFVWJmunAj3Q(QFICt5K4o}s|9bS2d
zRUhSc?A^Y(1&XEY-ZQeJ^c+^|9dmA>_MJmmhE3YZb5N{?j;>i4@ow6)@`+wS+F0Dk
zBS5>YN-w6|5i6UJmMY@B@Z6N}$yYHdUu5)r?qL^>p;*^^n2M^;`(^WrVW@Vm91^5{
zK6baZk!h=08M`ZPDs@eem_BX&O;q+tdrlhI;yIlXx{8Pf3OwCykWj)SR*(tz)h1;1
zorS^KdMRWj6G$0BS%@cS0H;AjU>os(O%yoqIO~vhp&KU31oS4bg}*#(Qh4Q<M0*v>
z8Xf(LPJTE7s1FUPsz&?YXhek#N8x_MHUl$$Z|u6Y)DYlly}y2P^<;|Z<BOk2Ej41I
z;pRJ}J)b-{Z0H2u1eb`>3+CA8=r;9wY9-2X^{QwyXN}~SYW(f~Mfo0Lfwv;IIlJ0F
zZv3cq%$Hv$5@rjrZJ8ipT`<<rv}C)7l0n)f*9Ss}TMRRv)%cB;rl2rGzH3-|Y8B-c
zx8m$R%rIB4CA;fWmREST&r<9xm|lbrR>?^-kvr@A1vsGExO1{M$t$yWcrJ?augcoB
zEGUOGGSp#EKs5QFXE1gqh1^Tb%W-!km&F&Tb#)F2B0|8DgLgc(Yb~CNDl3S*J8((q
zb2)e%l<;miUU1^H?XW4#>#LXJ?1b9Vma4YD#<xm8mGL7M>nP!tPAh`Yz3g|BA<Udu
zHmH`52eajK3>rLTWD^eTEB0x8zHIzN@}X7*)_;?o``GM(&B|avwV>3jx*_twEzD_@
zD*|aiifxia@Xe;k@Sz646#J_Y3xx&L-e#5#razLnq9mWB4hBvE%r5-uOpif0?7`IJ
zyTAG^f;w6&BdCkUub+>R>V~x9-*TYsjenUpyG>4$0DF*?X}!%7Jih;k@bhh<x3IgC
zYKo1+U?hfYLOQ{nnX7fXyyKG-*U;XjqTb;eH^Pre?7>3ptB1lL97>2ZYid<f3$k@%
z6btC>6dOtalEh#0{ZovgXV#8tT`sn*b&i9IUD!YHADiSsrkg)F^8x6wQ?HO3w1%~*
zsq>yOE<sjp!TmMX&NGYC&M4ZCr%z0f4DBO5G!%_Y&{7R;Oe}p^57#xblxM}hXAgNO
zyqsoY0d{pGXrrbgJRsRm_h<l$*ZSn{$xoyL#T-|KY(I6F9~bm)RL2KD-L?(xtWng>
zK^kef<3<<p<%4ToXKbwwgD~oT?De#=rUAYcsTE&i*k|fic0{e^QJ_a-d??s1k3I_-
z{^cV?SygrQ^-v)fP%m}%ZdvId@Qx{)88^$Pr`>Mo7r?!jOWvSDkoLiTBJ@oxTSbOE
zVG(Mp51`kjc=RUF4wUh0wk!feak}MY_4i**Q`JAks(_db&6AOb`M0$lzdr5&&b6^I
zDlZc{IVb=_W4q$V%jK-U*2Ukq7V3KFD^tpB_P4-kpS}R0yL{=q$qg>)6B6Cai<EDS
zczMH_FY5oojPKmI6)#)vPI6@cV}^U&vVb>U;6Qo6lX;}*hXYwU>JE{aQu*k`E<1(o
zCBO?RNVoZFs_JuI8vD1KAioi;byVwd$!V><6VHX2h=3hwl_orevTYW-AxpL?Zqx+;
zlLc_i)j#t~elxv=-HARp=@UCnMv=mHvkDd$2X6e+-UEqK&)NJJWol2gUSws4Fe&o&
zL#ZFGwuq%)ueAePhZrY!pra}Fh%!_Gn%ROMb#{PQt+y{k7q`1H5`Eq?T_%|0O6kFz
zfY?&f$j(k?2==|da@YTV{ElPy6AAH(#}AML1G<fH60jb{zjgn2{zbAaBuZjShZM|M
z@~R_D7JZy*W8HCC$~!*d;K-C(!U>QiHAWraPIJtjua<{Hp2axm9n?GUtDZ)WT<&UV
zFZ(!9K$H+8O};M24_s}8OMXOg1;eMFO0Qm&0t$g!WkSfSO^XaY3IdSW`#!9eR+}zq
z_-;{qlEznkTe0#d=z$KN%8q1Y{P;UBM|ux!X|MYiJqA0EMYg%e0Uo~U9pi~ZrsndS
z#FBK|C%H!k^q6~UyoQRxjZR%oN}W;S<Q!o#r2fh&E66^Ie<3sXLa~Ed##3!$L#DG$
zu(Bxw0I@Z(N!&ngIfwZvW)o&pUhAMG#N-Z=FDH(8vEmb$rf!iusaY#wpT*5l(dzi6
zYZk9l=yz#8W6GWz2$Nl;NRj=s_M5D+r=?Eg-E*w{k(|zT_II2a>rfIxX9T_;5yBUs
z*<4K;uhNh7|Cr1KPK>4>h3wD+O%G3C631i<1vs0`klVcoIj4u5dEt)1)ry$QdfGB{
zb;W54#kOqQ76zNTI541?z<zf}J-Iz0gm*u6uD6bdFY?MSAvj=X#{Jz2q)CsyCy47A
z?ZWisk6uiPH%=*d(Z{|rYhd*6jZ@)PD<uT-uGR?;O~`Fx16CYFU#Aa6Xjp~pI1{LA
z+|f0%!%+dLlVjkxu>X3tKDN%;q-u3}m*khqu?6BV@+rOJNUoW;B{A~O?C%H)5oYOQ
z{%;h&+EryWHTiZ=$tNeG+ENX0ls@@Byq1m+Z<I2;M^R3F(7Jt57(=1aMHFJ)rzzeq
zmI6p~q-&qIVw+>;=@fB#&y=Vr>6?!D*O(q=(>yc|b0QQbP~m!U5i0KdZZ|ANBX)L4
zZdLJ-EIsxmSwN>ZZlgQsY_8>NSQzQroyKZTb9hcTa_@$!V%Cg;o@NU{#UTE`<D%|$
zrhYq&yy?VQOW<Tc299p5%Z4rV!}D{1t*4=2ww_9}Dpqg7YJ5~lO)CnRVJhDteRiU)
zEh{&(GBCJW^(PX?FPlWd<QxocFo9j$Wi_Fg1BJvQO|R!u^donyo~~8|F-sp#OR~b9
zU-WNVA_<;~e?P!h{HsNi5L6@C#%8TGMr781SOkVIO3H6CgKzfi#9gEQ+lj6dZ>G5Y
zdoi@vo2wqxA8>825)df*{<@6bjwPh?ZKThWP8ZqmN0lqR-f_Occ33`%*=aq;2apxt
z@@?ZT$>VcN2!R6UzkJAV&58i><JB_aCM!nI-_&y4B$_%nCvFlCO$*SH&|Tb)a0qpz
zS<G&Xt?d4U1qYs1zoDt=P^arLMmE~gxR69DBCqv&tw03=miSD@vY;m#>LEoO#5=>9
zjOWYIeDf12ZE|10vAni2Ldbz|2&U0tk=I_jgWPkkajy1;)}go<*yyBAF^k}W)Xr8R
z&!3h;+DR{!%&&%Px7g#K*sL2U<|EX0>v(qUA4;!NO((cywU0^hCsFl__g7vJOeSp_
z_w&kFNPQ%A4lAo3p_+UL{xa>u>3IT>?q2Pb+!<yp;KJZ|>2d^R=Ut||eXd{ls;x)0
z4E{1MKtm%z3gDK;wZbpte+`0dIth1ZlL1yoj>P~+Q%lqfE-gx3*?##aAZHdM%IhvC
zed5WXrqw12sde+*7$HTnXR73duNtFViQh@t>kCd*gCj8wu6g5+KO$ajD*h0Qdn1}y
z8Z9KAA+4JOFHEo+^b1Q@y;kl&tWY1B{%^yZ;cwxuN(X%th#zkyO@n@A*K<x_Ctt3W
zOqf`*uYN-xs>p#Rfe|8dw7j|p2CyGJQ7b(;b1j{Lunn@eUKEPET5i_SfL3ZyQ>#<F
zgv+oLrMFslYE87QpL^0b%yBk$M-pzq=IU{tHATw{s^?$Ty<&57(=GGAnvqY1t2#UL
z3hnpIG56n};K%QFrp4*bIT;S3o%+yeSFW=YKrh)QdWd`0<urXM=Wab(KP2TU-Lg90
z!U?qGovcs#^O$zKNaeJmpPo@%5O!K11Y9IKinS}t*N1{WdS%^-GA#vmC6Ny_IAToC
zwyEBP435X_yk8rwk}`p`%Vz?M`G0umUy>u6oD*SUk-jq2s8c&NttLau;>p<{eQLYG
zYZ`Pc>BHz4!E!AT{q>46iNBgxcQ~Y`gye{e$oF)i?(zrctG8#~5u6ZliO_?$>UkC>
zt~eQnHtyE*U+aTS!Yjgxup&n$E}}s}Tu+tgoG<hJ_|*7NgvS4xkN=tT{+bd)Y@Y0V
zWK+1|t+v!e`2I@LFDx5|30?dhnp7=5%$IEui?t|$)<nlD9YN#@cBB-Pvk5}3rxEGm
zfcS$H&<w@VU0#CcZl-CGZ)SVRmC!0CXpu_e7BsC;5X^To*q%L(7s+kGFPzb$k8AAq
zBPO&=c6R3BXqI`$?r=ricdvO^d=fX{LW_l+xFl>a&S;G1;>Ha@co3E`QLqE{hT8al
zTHOri#1&FXnmu4BEw;W#d=G=_6eFjMXS`-mqod@~_0gg>`#l~$;~UWKSfjflnRy+P
zP+!{Ouv#20D5y8zA-nch=F9xgzMB`L7hJ^+PKTCO@C2_i?-$8##9xf})kJVF3^Lyp
z`7DzRkB|ac>Aw<DMgtVhpUxx+F`J0|RBmY8ms9ve_D+Gk@_;LG$m5S$%*M>Al65eG
z7QV8%X4uF>IsXRzwq{uaZ$%F*U3;P)Lf>2`?_UwY+t=|?0F<k^1qM9lzhYZ5tO@ns
z@?R7zS?Z6;YP657y^6b#tSFzQB)h&oN(LXRigcUZ!#P(X=fjjvgZq7zqU$ustF2P{
zNe@M*R!e#+^k?@xM-hxmB`WR%5?N>ic=Dnl9<pq+nmXN1-vi4pZmxbJU1*e9Os&lg
z@j*v`g$e|xB#fCZ2*t=pPfyjE_f>zJ6oCpcP^bTo4hjAb|BpOm0D$wPM<53z5a6sf
zR&ZA7zgKVntqRSbpcC#<W0hh~Z2P%9f2%UPUL+$u3R;28c&7(njblFEM{*6{_Muz&
z=+pY(s|WUT(LI?>y~V4DX8!j-BJ=4=`Q{%az-2%srs=^;l!(nyU=vgF&T=eW+}y79
z#BUIoPh~b`?x@Zn!+6&kYQWM<uw!|l5g_(U-kAeb=+xEYBR$A+27>GG`N+oR$;);|
z5!qEm%bt_SPxQ?v0kL*8sPZ4eaD=7YP?sNj2#xgK(=#pr?FHsdl{Y_xqDzi9V`j__
zB`|1ySeKc9L`&sqp>3F<gLvfHx*c?v4|oKn&Gnin(_ZVUnTz{vg2B}eBph^7)hrAj
zD7!ru?M}@lC2w?j^4|56ms*+OiaORq@2na1$UBx}T!`I10*(tUn(`7o*<5|V-W)HS
zE74k}I29Xq6A%!P{8dNuY5Tp77O;<x&+8D)?Qr7|0Qqmsnc@c<-$VPy=!Ru{4j@5`
z4?$|16nbIh@$f!!xE=4e`<^|P0hDVkoPH7K$QueP763<HMU=_r&tWQE6`jq(+^N1!
z|0optZ?AH(z?eDu>0Fy1_$yi4H@x_(wmG%lAUrzcs*r_$z3_nuF|aZ2Z?bx@ju0lg
znb!H|H~zd{!N7_|@IP*Q(fsRr0NyOZYyp?I;)E8B?DNx0!s*>K@|tp_!~6bLVNRJ*
z7)Z+A&!3t9vs4aPn`8dcFZ<O`Rn<72&&Yz#@uhOikB>-Sab#3ajCoP3HBqOzZCB)+
zL5qMEh=J?+F^(38suzRd90B`HgsApcFGd*Tw$2PO3yiOF!b^0ZF^R#oeAej&oNSBB
zdj|!@IU4-MN|7+FU*0thzX7ek8GjO(0_$k!oORJYTIobm1@T=(%UqNU!^F3M0)+Oo
zpxGUY@^Zq1#M9!QE~Z{)_s)0nSD&uV3CAGqLnl{PY^}#5z}~0&m;Z%}0zD-3WQ0p(
ze@^K4%J?nnYYq9|d>Sm#)1yz;Vxrb63+$a>^{ZY8c~vKUF*mmOhOXJmxlS23J+m97
z`BihoY^o$HJBWgqGdk++2C1W1`>%Cdk>0GND~T2XX_XX`tw6f3(dR0u2zL!ZULSfa
z+ef1QZdQmqqg=_YWxcL@PMpt4Zg4IJ7d&K77T9ad;vp`pd~n;hpBs^T0GWV4MiKO9
z4C-n8#ifDHmvdligCij55eS>qen0ZB*DAl0TP3l|85Ix06;utO?kQ}AX=MF2Y+H9a
z!05IlcXSifcYUkC8vgSAT7r*ndqLSE;FIW|xBEW|c_32z|MjGb=sqSaq7LY*dZ52N
zX&z(eGENne*O=c#$M`9i-48C3To(qukm{NB8pqmrrP=N$-1iDBzA=tEI$@gROVR~q
zKCX#e`3Tm|$gTU8YQ3M8hSJ2n!{FL`ijq7j^vudNUJ3}pgf!Gx+jg{@kn<bK2-sI#
z8WFTFAYdCJ`(FVBgxM{Zq41OR7f0yPe>x?n0qSdN`;7>K%d&UvZmcpNA0LdtmjN9s
z^5J?)l2s6fyz449!^TUD_(@`Nw~)DiUG30|%pV9x@am6sgb)o-;(+sk@BjK1P>f;-
z{loJ&PPjUOehnzjZRzo-c{`*^2Do*KCJfIHd*zRSq^K!Za`K(5>9Kr<<c;(k4M3AB
z{igNx7bU&_&FBA1O*dH*c|uftfw1$Oza5m$#J?p=?W*ft$SHRyMgnC0AeKAfyqdvr
zlSsTyk+Zt5r6R1f+R#wettMOgw6tX|btOOm;V}T$*xpqbr2_cn0ajku&YJW55o1qw
zWRGO_FGMC6r~2$}d^I?WJ-D+hdNY^b)M2%D?~t^<7_`86PeH4AyP@%zr(td2`0>7z
z!0RNICrJ*Yow<8UT6A`!v@x%GvtTVuih@1MXYke5J7fT96)|3&mMt(6T4iRk0Yr|_
zIO3YXl><2Hg9}(lN!fmLj%?k&?SQ~gL;*@>))4gS?kAE9us%mJ1A1)Lb_3-tEh5``
zLdx(o#l^fu(RN|x6qqA{+3Ij$uoU9~2Y~W2Eoe>?b}->xB5NZCfM+BChU`#f)Zr%*
z*^V}AS{yhZ=DAWGY#5$X`K1EsopG?(@Tv?;6M9|V!Z|L3==E0mRc}^bB*HZhe##tv
z*8EF>V~Ol1()WK{i1PR6i`Vm;A3t)^e{FC!D0&?I)`kn4QAvfZdfyduZ%GpyXe;1=
zlmC7V)d|O8(wzdZqpOIIaMfZPYA|+j@2zpPQq=2D_juiuEm)<CRIU5s^G=2eRtpra
z0@$)$dN?(IIHOT6wGJ;e+F-#lr#sa@<)2!wubC5{=G}yhmeO{`<L|hA(tkEiz}($t
zy{?ZM^5z8~&0)bkxThnNsjTL(zf(hoVZF*Pr}X^Ja`HX0@`A1;7-d)}lw6kgMaB1f
zX|hVc&O30#+=fmE(T#siTp#_=d$uULS!DJVk^cHdO`7+ePCYcBq)bm3C|;0*`P^r_
z2|SSz4I-1oCkhv^#S)i*%auA-as_|T>kTho0I4I(VwF`}8~i?i!(WR0!8)7cFyWF*
znf7>fB9}QU*OotWQ(e4_9h5mX&XEE-R-<h}@Qj<#74XUS>QTW#56EF5Abk!<*jEE{
z$ac*!{LTQukhtw~i-0uq0zf99{|}uLItKKTt^kt92^s_;sCJxqYpM4uC;#<3kudcn
z(A{MVPznJpp3d>#zax{neteBMSw<iY1B*NJtB!e<qjxU2-vy*|R`f_uEv!4MbeNyZ
z5n$bV)QtZAFjZWvyxliwfo9ordz2t^RwKMDc{7gp=mq$|!4)Haw><suyUYKFy7vx?
zD$CY~K~xk;5+xP_f(nWfBvYaS0s@MXlZYr#0um)!k`W{eC@47!MGg{6$%uf&LUI*3
zR}l*+%HO7E=1xP;ojd8?=llNX$8MXm+2^da-u3R4c5hV}z$VLNpz^S>T|APY2Eigk
z)q6~6cCEmFh#XdV*HJkTqgesEG!AY&BRD74at_AYHGgF;BXbVMunpN)=h~M&*t7H6
zVf91?Z+IS`y5w=+LMB#1b>R4ez3ZS91Y*_RCk8amIbzJHGfBhdGFQ-TOv!u0*XJHc
z@M)567k5{+<>(4or<GT{HusnJS7bS!z8QI0_)Rp%xV*xDd4#__;_>UIDJRLJ4@##u
z?`w=}&?=dVcJjS;(TH66MIsmvq+^oj3G3?fIdA%-Uo#|#Dd=L&#-#Q&`{D0Hnqq>@
zKPbY5391;F2DP4RBykmu4>~4OLG&4|u<(%1aY>PP#~8dn`)ZBj4Zls-${d0CHi5Y)
zszE<@^n7oW{qlvU^!Bu5C@j%cE_(P+fF$y)8k%M~pE9Igexv40(h~q4VPf!BP(HG6
zww)zLFPfz`qnXl=5;?tD-ft>yMv0u)xhQ-ql|M`cc}Rhrqk7x>Gd|`4Glu_W#!6A(
z($0NoV>|Sdht%dzs8NXHKHvPRl<u_r2#xK|v*^CR!kO!GMFxJ%xND}z#)*a|SA;>(
ztoWVyx3B&u!?(yvEe?w|RL_~lR-@wQUl-u~^NtK{531;4#R6wJ&e24NqSZ&x)qNn+
zLyfX`Z7`ZTWEvFO<Yh4;SCZQuMh{?DT46uoo;7AfNVT80Yq|^>>P+?2R?x;@>^?#L
zi%+78V1H_euJX^Tk+W`{zDD^nvUcbC-fgEBzMBc%^@LNuEJeAzXmEbXUBJvV^DMZb
zAZqO_sIYY_Hw0;&#JV^z!KJ5%sk=PZl>$rcPK17U?}o+qmgTz1GBTFTIoYyz6+CvL
zJh4ors{2ZZ1w+F$axHc5HF_Xs;;tl}YM&|bJtu+YWwb-nAR+E@L=h@}C}uU8EQ=qB
zCbVSWP3m#8Qjc<8p&|)ebQ|YtL}sBo8)=Ua&c|&M#|_NRSEDZT_U0SJj5a@%d*uWT
z<Lv7mn(Mz7TsGP<dTu?G3)%8Ozi%<_iBHy8!>4Wo{Wjqo$8!(DY04Q}EO!FJ@=Jyc
zI!p1^GI&iR<f9Ku!=z0fV{SFN=@Ru0m8)ie_*(uV@d%Q62T&;vKF0ld?0}2wI;1ur
z${2P~uJ*NJL06&vSAs<H<cIcNUql`dFAS>H<6)a4>!Xq7;;9xrXw+QPVH$h)3)y>W
zrSG0{`(Du9&9n2yzqAus;6MNBdQoNN5h|@m)ibjmAJu^z+V|g7_nzKr`V=dH2r!>#
z>0Eh>{Ej0u`tjGC1!Ibepdnoc&opW4(8b3kFPo9$aI&V0odFy9w91$&1hav)@b#Dr
zFW6)5wnB6sbNM@Wj^t%5cb{6&yOd|9cQ)MG+-BV*Ra8ych#8S*T2-z*9`QJ&Y07*b
zb!J{NS0vWU@x<5bXfl_1v{@_-bJ_uBKnv?4ZD}_@|8w9-j)}?OTv?=%@twjOK7#G{
zRWIJ8SLHdTz`~nAk}vU^4@ayx*H|w#t8H6$zM0bjp4dVw9mm7wWlhk)(9o;k@b-Py
z&%6e0ZOHlOP}`8YC?c(-t(>)qF|x|6RqGk)dIzi^=sf!Mqt}c)_x!ZZkhoJ|o}gs(
zJTcZb&B{><-aYDZ5)VcU+IU0tdF?@SGMqWxs_K@e)x}l*{{sA#{{npI_L4ieRD~Ig
ziOV>Q17QcWsn31-B|v=O-w>j|e@YFDx~0p@4IB33-+QzJuR7?(EIBneD}~ussL=k@
zf|>i=$sN6v{o<<3>2WHayI8qkSJCoE%DEHHr?|Z$r9DcKU=~=<O`zE*<Q5K&k8AG&
zgbXmIb1~7@SuU>0C4Qzi&wXeNBx8>_f0TG6fBTSIikzXbRt1GN2OTYlP*C*TT9U=e
zrGRh*#xmgm1pR^D?O}m?43(qpTmL$3k-%Mf1L@4>^A>76hF{V!n}D?o;{c6g)IX)i
zwrr#b1zgVrbP+H{XDuX%b!qm`uX-MFe_HK*l8#L;VzZSynd|+DmXSH5veb;h`7#Yl
zSK3H^j-Bic^1^JlIbK6^7J-I-B|TcHE9R!*@-5sSjor};yZICgW7tqD5z!d?HFFX8
zEVPFcslU!;FQTV%%^Y+cY5prz|8G6>FVTNel_8bVlHSYtDcbbI6W`ChW_P2gQqb<b
zoX}JUds`lfPBjcng^1ie7I#rVFAmeqlEC*mO~H)K>4xHS&qme1-oRvULc229S+|yQ
z4HbX-je7$84$8pT6{i-qdFRwG619L;vAa5v#~ojC78;4yZ(jRUrBavvi)57N(oU4V
z<Ew|Hs`?DBiU>1T_ynAmgIS|LxLHu(#ksPgn6BysmD9fF{C*cj?t#oEm<{2v-~Zvq
zYeKL|?{hlUF4R=ZMQrM`tydEja-x*ujKn>%qacxKwClU^!K?=S=t&_EDw#b8m>-%0
zkUWk&$=*+Cz4`?e^!;`4gA0Z&LKpy#+P@PAn+AwoNH^epsu=jrNh>5?No}9ZfkR;|
zIOwg@^}(^B@!<T?yQ@Ef8s%(vrr#xRgs$y3%3lCyL@+w{;M%c7Iuk%df2ab*t&_4P
zN-Gg~Yk?&v#pHlB9mfdHVK9Tr-TI$-|A}37Ex}%xxVVcAXdHf}K3I*&y~3Ef3B#V!
z%|e6ShaMx&lHrokH<+%!Dxg$igdN_eR=$|E>ix(%lzzY1`NfdEVmcyo%!r=vr+at&
zZ!imzbV&Dv=p)hwX`aNC$%ZD?l!op!xhpH0y{8cW5tI<L$kIX(tqz~NudAZIYx(|)
zJ2kRXYy|ZI&sc^JHoVuf1U_rBn48!gBA<$6Cz}-_4R1BA+i}im^~Vl<6Pz09cN2Z-
zf@31pVEwCe5gtD^a>SuYUkCyajDu@TKhq>3-#$5D999fwFr6Vwf8ZE+7WU04o~;T<
z8a6gi#@eRJcD>wwaN(piTg7V?G>bC&xri~sSSxpIWbUOTDqgA2wjrv7%IT;a#J%yg
z??vVr9S$AxGr98>=SQVOQ9lCyU9ncwAZ!*^Xr5G^-1EUCZsTweB0~h2r3@|bxDN`L
z<amHSL<$kbRsX1}sfT5uREik!L@%OD4?nE5NfQL0+3%Cm1Tl%GIXL<p4!U==)P%s3
zu@BZDH*-LZH%qJXt7YRB`42ufOZ<w{AmH)fNI`KMi60UAgO1{rJv2a4`;rcbe9R&7
zOPu}XPFn%RMnSPVPtwg8Ynm!DVJn%JMv(7#QK`}PPp<nWUB5l7T@zDnd$(`nlDdGq
z8cer0rNF()fd}fB{_61^Kl$*M8&lqI#y9dG=LHGBjh?a%x6fL9qrqgUnuE8WrzGPR
zia)(>KC?0TQgnsPs{Iq*eq`#|H=j0#c_kKti&)Wh9`bZM2o>8mR=>|sZo`6mcp5Ci
zJoi@Ttvm?EXstdOk^6Z0bA;KKdEg>dmIXRqp1roDs(im^Nq{hKisO>nyVfeYbZxNX
z%8~jr>eAto(2x2lK}BIqUF$WPTWYEy^lCUtH(2XgFCCN6E5|oG7&6&sf@%(mGd0y}
zCnG-NTtZ0hyu%!>mCIiNn^xp~s!+m?i^}_UhcvMJ!ynI11@T}pj=5MPDRDp!^ywt-
zU#o^z22PwU^^n>jv5}yu%3D95c)ACU8wAPx1M>a<k&exy0v4B_$-GF*D>lnPd@mUG
zj8v`ByBzU62RWs6hSw|(@kc|*k%QD$_JL<wbLL~)?T(5=%)LF2Eyk#QtLoTv?jT`*
zl=o33PgyyKoLhfjgEbkUo0pz4s#mnU_UK{iUfw6TjMk1o?o)9rW-pH*!l3@s;!JaA
z(%jBzqY&4bdZxzGRq8}b+ev{RCcaRW4mkZePER*@ncVpyaNZS_^58S7@o^$wyRfZe
zZ7Apa!sAXqa4Cs^LKW%Q>C1+9#bcPfWJErd_S&BNT>S1^;J_2L04~mEmi$XSB^tDC
z8T!hWnfMUv1O^KoBAtXkZPp;PZ|6~sYQu%22`qhP74Pb8`W;T1pZc8gR#IZct3#lz
zWQEqnd+bh$H%hzjad{}i?L^|~lj>6xB$9OFI9=_x6E@nlrr**l1rK?df5n6K|HX!V
z4_QCtuu=k-eaQO(LU!1{rVjQm*J3we1^=#2yZ@&hYg4}WrO6^($X;#g(`<$8k8<L4
z##RE3lyYVy$NSD~d*v(SOJUW%#|6B}U*4cnT=u+eiEH3WyzS0W==$a+$@ih!M@lx)
zv!#7%<qV@}n1vmbHf2}T?MdO8hO%-}Rhs1lc;<pppKl$eLz1*ZNq<s~n+Bg|4yt*x
z2@CN0%Lcc~I|*whQ(Cg&mG8z*J4s#=6)KV^mMt~#a6ESdw{uVE@5se-Mx+_&Hov*`
z>MEpRM46xti@`;#5zNrDY;SjO^STk*jB3QNN%F=Tp9V%v@M8_+3OySsxHgKBR_omK
z5?lUAUsK@ZRNkO+b>7Zb`c219n9#z_tjf_Dar~A35E^BdLJ2<-&PSi;lhv<|7Ux`0
z6c3#!UFZIf2tUvE|AfSJ9mHOf!@vqTh?cVdc@O*uG5S7hpgprQ&vI~AH~0@UYB72u
z)~zf(yUi4afU&-HRwVv>4L{XplUt{CKI7)uQ!yk@ITi*MQr@JWb2XS`FYDro#Z7<Q
z?4%JJhF@w7J~?69OS*+rhm#r**?NDGl$Hn>6o+)45hOPo+sK%Y$Q@Lhv=PoH%jRrU
za{#%jjHlT7CiNTAq}ww){YCg&Thc-2Q;Pnp+7DC@|2zNwPmC%1dyO~(9ksy8wFuMf
zEJ7ppjSUYDl3Xp&g#w~t9)ylw+N(Q=T;*c0O#TB@Iu;osBVV*qpC|Mr$oBGz_O47J
zhQUyHQPz28RzZZwbPJ53N7b3&@4`1f{R~>RKGjG(7dcb6gCOXXUuiqKS%zy#zjZp9
z<q7%OxBUTxbK!t{hhb<4q=46l>cs26H5_tWS-bQgQv1#n68#vE8d;BX;9x=ii^K|~
z*nYqKJRB_;K=g&v!pA912=-xkRS=p=hBQF%WWZIk=kC3M&Y&>gHj9_-$FN0!(<ju@
z0a6DlF-yUj<rFu3djTy(I1k;`a)M%Gz@hjCG!TkCE<}{P6VP<6oHp$TUdZ^j8!7Z|
z+$3w^+WrtE``eQBgPj%M!AdQOL^nL(hZHo#J}`3}IG>q(UnCZc*k95D%2B6Bvv-2X
z1#${!koYOc!C#?N7(mz|=(_7|N!sG|zzL+&<Rly|4?2xLA!dU3aMA;F)~;xmn_~vI
z^)Fed%sl=yptahh+(gppwg||`?_a#g<7T!R=9IMRDIxL&?H;yWJ<6WJrof;mo~yi)
zJg?lfdeRwr_deD>Q%{R4?YsrrIC?}RG{}I++w$P39{8-9afGq$IDDJMsdHz?cJE|P
z_eCp@TL~|4{CiKpS;|CU4_2PXgVES&7bn*0?4WEP)H0k9XcG&uH=%TyFm|lMuAQ3p
z*0{K)1+-zwPv@93=jWD9?i%&#?aa?z9x#mRYr@q}R<xt7HdqaqP2`1B6xl3-Cni~&
zPcxp^%ZZ6spKS#qj(`$2u(3o2$lfQAoBsVL$=NSM`3Rl8jUy+LH2xxK?BT;Xl~zAd
zCa~q*^2w3?a1knU?z#I3cxQfN?9$WWFMoHn?8?N(73#qo3&+EFjKZoYn~qU>p453H
z_Zg}Zd;?#f3cDXHh7J9+^J*8XH<X69Lw(3@t~e5AO0&Iz4=7EvhacP=D2Vv|*2~ej
z$IQR!j!`5(xJct0_ZiOd?YH|Zvxn##_9taE;;e(LE#OSSUT5HcU(08aXnu_yIvJoE
zudc#zj_^A5#C2X5pv5GQK&)kUlNN9ulVBQ{+|0Qw{3l!b`s3lK1SVg#7dAr^{S6_j
zcfwxP>b6STp=#V2L05upp4ieQ(S?0gS!;dq45NoIyLCM(wGgO^pV*w%kblq{{d<LU
zQBhSCXgLme^D<x;CYOvxo+nZxC$==fbex#H0BjM<9OLvDEp+ly8pteyjPq6FDA0mO
zM!YeovFDM$#wbeUC3gig(MVb)7!^20QeBGRRCBLWgU2Y;FC{3fu^A2+TyBnD?U35(
z1E1!Aw6kkDaAJx6GP1TARtX%va$PpvCwX;~F8+*&=X!tKMeLDD@JqT^7^7=wn&jQf
z@O5j~s8n*ky+lkqqh2};0LtGp%m*}Y5@?<+cH5>kn_ND@wymtIztSwr{d1hy{9{n_
z%r?%rt}s&C+MJ(!{-V|i==KYI0RRx2|6$P;Dvt*}9;&Bzg?yY|KhfAgJ}wQl__4$M
zjhLhZ1b0#j{v+bgAQzlEaFgiyQcyN`_ruCT(0BkpuyZ430`D9^C8a;1(q&K?`;Tc*
z4l8xB&})KI+OX{Ct7C7($-fo#$#wC@_bHt!bUA~_Kd_EgS<HkUuHVlURJ>i1I(0s;
zdM<CN`|8>!KQb8ms(`*|DoaN8&@{iMnqDyyV8;(GG?4}Vsdirxh&O7eH8!l*^JVbn
z#811#T7zwhbxCMnd3Q!;L#xt9Je;VaUJB+5kP};t+MnyQW9xA|`j+OmIImB=qgmE5
z;HyflCzfj!YHa1v!u894Sl9+y6H(}o+C%N3Lf1Mh2(1QIe0SdzE|NPKn`Pp6+^Meh
zcP`1%!Her6Y>A^yOG%UyZ4>Fv#{4*)06uIJ!YbixH|3h18oPyU%CUFJB=(~jpAiC>
zF<;R=)~0UQ$?pXQ&Gd^*--SPsHm}I$MA4u4h6=lC7a#f^Og{d-OMo2m7!Pc5`Cl!B
z2hBHSlY9Zds{|97W4%SZ(&u@1^%Vdlq4<A8bUovK&o=0xhYz_M`@!aBcZt&5CW>8V
zpL;fmI|41YG>>;;i;5{d6`Wsk;G@hi0*s$avDy_}vn$6w*xzFNOs)HLm0`~pIx~jh
z?DzbJ{QJMb(F7Znxp$KD&(5b3dJscuz&a?*z8mZK`--gv@}LLd<`58fEdrk_hh*B{
z6DLJ4FRI$yGpA<s&5$F0=@u(Ust@WuQnYSg%_En{zm>;RKW2f%EluZ&N-qib><UYp
zZhqDlUOwk6LD4L8+Nj1&RP(N~0880Wm83~v;_CT!Fp=Q?cK?hYa`L1tP@`s0+>8<I
z67rqC&rLR+c`N{7iMQ41;p(z(7z{~!%!Qu0H#FSWiN00yorV$KvXul!H50#=j({5;
zGL5@BLmVX)5s%D5J*xJSucQj}&IBz$nmOsiR`7|6oMSe@&>coGY;vkw^+BTZ^p8Zx
zDIdrDwQz5R-ZEfs$j^4lkP>p5AeN3VZiuR>-gzTlepU78W<)c0G%fe(wJSW+_Xi6a
z&H+~!%_32ivh{bZUNbD%n3YEW-EJAMd+h`~s@I-iimeu?G@*uB)FLvIAUQfTf6}y<
z{hkd6ea~UH$!vh1L!&cVM2+~ytw_QIjfNC?WY(&vHKw*hOWMgNYQyXc>vLV~CMq5=
zh=nWZm@Q5@6Q3j&_~iqRLA%-WKjGg0s2<(F^G?!#-@tT$5go)yBAp}Pb3A|MbIeKw
z|HYW3I~mk4u7Zwb)!6E@D@$pYm`bNBeqJnN^eBw9dnGbj<6k{wT>BY?$X$F!IGa19
z;&kdDCxUgu%BdL7{8VgEQCDBg2gROTyNNrKV=X8lY(4RM0I^cc32?|&8h{FUYJ?C_
z1xg8>1Ore~b#B$tv5a;pFoy5XCi_qP!#)M_{co+wiC<$u$EI+9rPLp~;{X0-g!=_b
z#!fg5qI@_UWl9KfyX1;$gl-=Pj>iZ@_@Cp$-w#v2y(@L^f$pE{UP;?scJEjBctG6u
z-qW{d8wvfi<_TM2fxHRZ(s6i<^P8?1^B#<zYW8~AQ+mSq!lL&!5YAM3wU37lja{1%
zfsDh!*vo}^G3qLr0NcZaVI6_-8YT7aT28!YDcg|2H6yumd>E}aVQ(LMG-%F~n<?1G
zCeq6=nk7m%#88E8qxr#P)1)T_Hgb|K!q>P5VO2%YnGZLvz*o@vFRp{zAttsUoa@*I
z`HUu?Vk2X(om)k$9q|($Mb9hqUO&quy6PDjUIC>5)rBgvN}sz-pc**mLG{ZXdYF?8
z8%ENqr9K<Z&Wv{n^4N`^4gD{#_K|PdlqxAev1bAy>Fi$}x~tE+T0g~b*sJCQKGY}`
zZx`@`xK_o@+ti-L%XJYdWRx;x5{JD_MP4dLnMltX^YlF15NJ)p!;dE!-{?ZrRX1IY
zYQB24v&Oj$$tYuRWZTWQzPwDm4s=E}Pab*DJ~FJB7$#$$Id8AaA=jf-q44>BwXP~_
zdBJ4{dZQO0cFS8a-S$=7OGB}?#-HZ<1$*d497uS%pqg2W_2Wm5%y&LZP8~^Y<J2Hf
z+>9HP<Hu)<kMua15~mXxOm<jnG~KwAQf+a2odPrg&lomc`6^7ek3tZT0Zu`XnhVQk
zdFM4>CiUzdQK2nv?Y=usePLzJn74CRyg!1bn^cYUMZ-{7O)AV6-lK8)7&w1%od4W;
z2LL<WN#q15o8jcHA^+5xRbmA{QAXhir}5x;Hu@}%<HL7o=$c4k#|_x`FkgZbR2Xl3
zk_ItaXeYE<*{Jvu;?k`+EOP-ZW~=9;4D9xHug9y6ayaE&S&{s)(bx<d&8l&i6!R@k
z|Id474KFFNP_I%pTM83P0k^KV{sOQxS5_VAn_!mt(1*z8q+B*QsmrpAtDA|Bby%*m
z9XPF|=$E8mZ5v7iiuJlK6}GH$2b#?hgB89cV*@apv6=Wwq9IR~QWH9EoE@TXtL57c
z7$#2^ygGCQq#W?N`Z9^Q1xthxAgff|lQV1b#&+WXZ}3}pu`#g@rkKW(5(~HktxU>H
z=E;Q7(n>i9epO>*RLT~A%8+L7xI$VUIS3S=tb*<&Qn<vK?Ao0M$txQWzrUB?2ByG{
zlJ}k1NSGfK+RIY2XEveU2;^Q9(+CuzdtsSgNwx+{He6~BAc(PNNWSDwAFk={zmONd
zs%QLhfHQTkbm9WE4=>jbb=`0}Ltwg=#oH%iA?Z>rU;&*&5b~6W5~Wi!U!758*J5h9
zYdJoa+&+8r7s-*&&5Wm9SnVRXx*WUq_7tbTfE|&lf@JBBY(pBAD196)2F~On{2gA*
zRsq@St>4yRL|@WN`dlMSxYg}A{9Re@jwIZ!rjs$2+|SYAe$`!kEE=ywSSu_me*_)B
z3E832#+C;7-a+y0HdNw|++ff>`Fx@`a6(i(>HTbxi;sd?F!GH!&5~7FHZbM}SO8AD
z6s_lU>MTvD*vDIfUs~ElB2#4*8`$?Q?sY_93)9#5dSvdoftjKzQF(A?0mIE22lR<N
z!5-D_4T%&z#i`1^XnR@YOXoe8bdE0z%VI*uCB949hKl`g6SZ~wid@MwnbM1_NpE`D
zhz;7?gWNap-@A4VF7>#w*;h%8ObxoRhA9F7N+zo?gSVe}w{CkPYu$C_au`vXiDu@`
z<GEvV3*$pnqBPr^*hOLJ-j)myTvDH}my*a3>^r=QWBFrd<`mlzs8nvu;Dc&~Ocz)9
z!cd(~abi1`N>`1OeoIhDuB`T05VWNw<CUNQ-kFaE>gzZZ0BQW>5_2+)D7T{4@8k*5
z>A8Og^ioED3=EeEm&e>rp)*S<2$GqQ8Rty8-&6ksdMVAN8wl`@<IpKnumkUl-(NC~
zY<Zl;%r&R&^xh3?HD@68nxF|RmwM`>9-V^pN0`0MJs&5#pvo)ov0<W3i)7;H3{)H=
z?zj>xzO`di(;J8Kzr=a#SW3+3+z8F{8{<yvV(}Q@Z4u?Z8`4Pp^|Vq8L@V<PsjiPH
zEG%bLufa0Quphsl3qjUvP~1@Nun{_%W)}*zx9cfo^@<j1RLi7ynW@J@cFa?ZkZW$Q
z<#^M-Hki=f%Irqf3&R(`!(PHZYJfnD5qbTd0A#Iu>TMXo&dL{g+KG#z5d)!84ZUiX
zF*5Q}fsKJw*Cj{y!xJjo#x2!_r|3Wcb72?Khy(pk&w!{$5oFV`O_zMW)EFN4@>~=*
zhbDuqp5uVE&RW9k>1{2Z30tOb4ayT?R6m8XE4&o};%kaS5F{42N6&}9oKV6|g65DR
zZGW1*V^+Cw@X$P9Mj8!A;XTd4XTn;9dk`BRwa2H|Fr^KNi<Ud5loL}0;oW)ftn>U0
z8X)vSx*ON}yXyk5t4&ZT5)45ay}~eh)4qR@sw$=BW=%)>6^iGwml+`0$KPko>6H2T
z5o#F#@$VGLN`+2#p542+;x8kRVugX1;SCyDiv`mz|BNOX_r!DyiTxbHb9WDN3ldr8
zBl09f@UIl1=Rgh7#rHNmEhT$=un}X7fYGJ=0X}EFq2nACoj-4rjgc)ZAYtPlA1Sus
zWv!!jxAb#?DZjfOu#RXKs4E)5Bkz@&9G|n%<njm}QCE7fTfKZjl@qSNz>SB$M82p?
zI2y2rKbN@usZaNGbMyF&pZq&K>rk%|jM=_`AoHbEf1=LKMty}9PuC->&8GVV`oS;6
zP0*OEuZo8JCmdBCP;W-uiOf?NM_5X^Bmkm=QYhEhJ0ZrzGKs}Mt-n`x4j+(q8(wuR
zHwiv=^-k(K!az-^o(WM4q19CZt(qDqTcuxGSEDk8d~63E!C4k&2I-FiE$0Y|CDKa2
z03n2Ye5Bp*wH$6A{8<KF8qvNIcN$u;%)t#Xx?9O&2<<;qw-|AJ<HFREZ3Cx7E_l)<
zQKzd!+CWv-qyaaq#vRCA)pNEa?2&2ck1RHyVy|YI9UYL8s{4#>a}X<C`nvqI*9HRh
ziUK!>j-j{w7G-#{jC3uu+gy&CLM%bypl(Hz^32h$hmyfire@EKp;7oVe9P;*bo#$Y
zG`vK{Shyx6=a0#Y2Q8U(EEyQtZdL18KyMGATu{J}L|qdk_Ujb%R3A56Q`#5EUiCd1
z`tjnh+|{lq$WKnr{>#lzO1e44fQEkH+Or`04oCC(+kO^nd-IE=x7~SSHHa@=#CXJk
z++WNf9A1-UwF2(w>D2+X4|SkjIN@0}z5ORQu?@l%qN!?P_ZvKMCIxT*RU<oYDuDRv
zd;zDXXpOT&Ac0KeX?2lNIq}WMiyHWwGFpyuCP(J3`ixq91*o4lK#ZOTmm#=hOc3P=
zmV#Dph)_TmB0Q(V@YfN101pgs$9A^#N+nNg5RS`w2a{rmXR#Wu9Y@YC3zgVX{*<p!
zoD33siBu#y4yg%!D-CPMiF;qt_1Y~dF8>^hJ2G4bXI;-{bz!S#ed?cHQQC#@Ykud`
z{+7igf9pe(QMpep!dmpUT)Q=;q<rG#D-{!iuLaIRu8qzyhvg15AJ4h;)AdR|xXW9R
zEMn`Xpea&iZUW2yCQoTc0;Q#)6r(GMRETIH<aAX7N6Rzn1ylyID~xhdQ@Zt)lZCks
z$~yeY94FhDB%Amk#$GOoo2I`c1<%Yo4=o{>WU0-c)i&w-h>UipV$h>p6VP}?q<rOH
z!Rj}+vKjp0DG`6lz&VjZhU)Rx6zozCaFw#}ry%%U*2S#M$0Be0UUImY-R*u_RNm#-
z#vJV&94MGd$JNQp?$o?3E5I~SZ_JFpKfb&7RJ|u+#Tv~m5brhpeYO0XkHoh86Otv8
zM>R}2#)Ct{O<^*sXT7QiwkZ9cpCF$XwkTkSe(gNno{y(KvBLYJw$R~dhDLSUR;q1A
zKbb7f*vBxS-ay&~v|Ej&sg%>rVbek-E|Z*dSO{r`+&A((_3*c`SLah+35<bgt=tT;
zLVQ)MjR3fB_*rl;2{8h+oZzzz2Xh^H43YIT+eaWfv%RY5b07C_Z2M1i#O<%~&veBZ
z!zVc0ur4T7Z1;khd{IT2dqC}A{M5sN(>xLvGm!`qw_}VAa}y1q0hnLPKV7aAonIu1
zS$%L*hMH!ij^y!C`zskacp;2zMmc)q=DofryOM>G+Hs0ykrMq}ll;8)17utd3B9Ca
z_YCu*aO5}oHg1c~5=X4<?9&l`Qy;=}$0<Mhy&?~_tW0dMrJi&1Yy1#7($OElY_C74
zEb2VAQshm(o<v;~G!fOHIZRM2EG?~77KMc{=93szu~dH{TW)fL=y&@xxiRd>P8XEN
zJGLpE-?C*Bw2}WhaC>`uLf}KfTT-NgLmYposFC|UDbFe+gVASenrv-4Ug;VuT+hX6
z(x1%3>1AYXgp&N{r$Rov#H~szbB<oPj@G|hCEp>NMOK<pv2w&p+zsjFXmn%8Osuc*
zQ*{yT@o8DCM4tbv-(<d)9|T{e^dVN!fKl|Y-zR8t0vdcf#vM~YQYPiM{-z)SkYj;-
z#z6y~bT5@kI{tiYZtB1qWB#?{3X2;6BP$C{%*nHFZ9)~!*Y}?GF?>6AN`~3Nc}qu%
z*P#PHysCD#<2X56;SV=$Vn~K+y35O+J2ANB^zv7?P?RTxX|H~MlQ^SWOOEv%^R>=T
zsX{&N3;CX+V0kw`=IRggp`E)&3kXu!XJjYQ9|b|(y-hx0O`G{EC%s7(I)ni}<ZD7u
zy9*~b7H`nPDQ&J}dX<WI#Z3p)+bcQ<?t6m^7G!+TQ!Z{o8*bDwiOWBmpy>u-syzU$
zbWE)hm+Mk@v?|Y&X0s|@3CvkPlL^LbKTiOupomz|36>8^Xnw@ia959kc>k*KLgL2y
z*bco;8kpSvT4v>U=?X)ohQy6HTM(Dt$Q#Y}I8O_dn&G!z!k^;rhT6E~sJll*hQz+P
z<SXNzBqL_mW?8G5oN483A4Rl?TpoXZB|zqgRA^~7rs~quyV$9|GB0<In2cSI_mjLA
z311Sf%N7s5l9V<%;ez@0jYIklPAefg^GiH;s5Il}=h9P&9Ic<k6Hj?)Wz%o2ypBuF
zo{uni_m+5y52~_4kcNHIb8-7Nq*tkmP?5mN%qr_V+h8Hvrf9-yM`7B9jqczRb-eeU
zycJ7&-MWhU;Pckx-a>b@uiYG$weg*7XP~WlY_<0&i1TfA9VM3LFn?`h2vp(^s@9x^
zzA|}*j2T=HI$y*xy@b74XTRofIn&<rNoDIEgH|xydz8Ff(nty&Rx_CjN{391y%eOm
zBu@~T@p5PVx^=^ps@@~x<ECWD#}g?>M@@oj=)R3BNouW`jd|fw2%VGI1tQc*XlL7s
zbxTih{t;H(7tmQ9v?q&3{=lQonX=De>=uJs37P4a%Hp3MiH|<2a3o76Odb?@{XS1{
z1s~2)t^MOB@zaTkUnF)U*%m2TNq@?VPF5?V;fuB!^%X`#a=yaSt}6{$e{8W-T>L;1
zAY<2ims~z)E&|4CxJiFicbeoX2`4Fe@{W#x1GZeTmt*KbuT%R?cP0Uctd<8)3&==l
ztbXGB{HwBEoME=qCXHs<BH7AQj~GZ?Stv$oJ}rmYW(|RX<71i?${P%?1bZ&DxL$2#
zrzZB2ejoBUi@lV2b@rwl!a?Nen%j?Hbf=H0qzRQ}uIJ-dP@-R4*q1?_ppqPeUYs`K
zc&cdB@p6lIWev?Yqm6%&=+Dm<u+X~b)Rzscic(z`gm+3yptdQx{JRH-ADwbZ0WW<7
zaKpGi4NLr&W9y@kUnG%H2sny#zx>5Pdxr|drf!>p*w9gBCtKcj3JrRdL|4YI<~u?D
zzepD86))Mw9Vv<koO&qEzRBp9hNoBUsy5Abi5qoqs_7-AYv#!gv6tVze%Jj4Ul<+u
zzc}^cbgS5&Q6;%|yJ%gG8->Gc)88Up$&wjJtHVM6B|W?IW_W12);$H?&|7h0k>Wav
zER>mCM6qa$E%l&F&h^h-`DqE#?jcoi$4Q$`@ErA)c6%^L9b$`KqVBw1;%YqF4ZXyw
zdFu4?b+Yv&Dpuh2_L1<v3k2sv|8{^l9qLE7B?&zc{XK=r-{xGW*};QhsWDZb(y_@v
z!!A(%mJ{azMQZjhCAvLyKGi?0W$H`n8I@Eue6O4T?!!Y$0rws4{tD}CBbS$}L#h?3
zo{G0szKTR1k(1!}A!Hp{swrV|?iw<<$$sTlGEb-&MOJDO$@62Xx-U-`qC{7y<*hLS
zvn!=yPlPqt=yFd=On%yIw(7w4M`79^^e|@q(R>gXk)}7Z301uzPA5!3Y3J4ZgWTZH
z4Ts0vf06w4(qgzjWc4U?qbny1lyHZ8cJA5RPQqgGz~s09%{F3v?ZI1I1JW~Gf1wQj
z?w^w2c)WdnkY>+E2-MY@Bfy|(lS9q%f9g#93_Y_TrIuI4^nQZsVi!T$?)a=w-dSO8
zjSmcFKE<K(6AMODJlvJhPL!G6Ct5^FCyiOd6w2@+rp)!b+38(_Eb0gb;p&(|+-}jS
z$K?D4vKK=?VhlWm(Ee3VIciErlg+cf*;rpr5*9qMMNTJW7Ea!d*C|zEc%F1S;vTue
zy;m0+j$BccPokj(L!oUvY{z$fCdm6ErJLxau16SL*B53m*IA+e!NecbhfNGxhaR7G
z17o!>bPs8HZ(@|Kr*GEIO4H@~K;*`+=W8+j5PT%&eI;nf+xHAPYC+xQQKUiyM$vIM
z_W>R9=5@}ix%ihFXIwH>dXnhy_R?Y0x2L<0-78>`2q`$u%u7eIsK8g6Wwc;Iz4UBU
zyr5S`GW&XEE>pPwRqn^GS?|6Yn!ak1kc(b&yh|SPlkF0`F;1cwSC)!l`^=<gc4g=W
zPuZ~(eA-%?Nt2ZJ4uhbPpUDM&9d9n~zwwlIfvHf<S}qQkc+K*pZRO`}pU3RGsC<Q^
zcb8XFZf~)F3_7lM!JqG~irG!BGt>_r(;!Ipqt?jD_jq?=b!27bb&@kAB+?Z6zYS&m
zM{7R*qD2?xciysI3v<mL{vdC8>N|e^#+z~XxKuQRRtb|xVLABS^ucfgWniYSU48!e
zmp(X~g$XtSZ*L@}Hz;sT&b&pP^_IpvF4>~5_MW60Elqf}WDc6I+G<qwt(I_Gs_~GH
zJDSyI-${OvIEJ6#crEHgR`t8u7&2chl<=l<X3tZc=-USp&&0zN0Hhn0XW(@3eoN%W
zDzd-I4I{_<izK%PzAyzxIB%$;uX}@5@ZbDOQuuM@FAO@e6Q-Zk&<0f;OtL#6*j+(E
zbtYMYNZ}&m3-%qa;UC9q<FoaxcC2fYO@-TGAPl82tDv7Rg6FM_PV~kUAj9_9y`0Rh
z>>?Q63)VK8IKxL7=idI+_Wrxfc``vT#!UgthNIa&WeEja{jQUSiubq<Ou8%zoOlEX
zjcU->q@(u~7#04KTVS6FmC+&hk-2&;U-YG=9-RcH<5Y}kICNY(3~jKv*63u-*g(yB
z;jWa#>^DVuLQV%!2yf?vIA)ud$IBGw+^_mrg07V}@IBmI(=OD$dDfkV(jp%{a%Akb
zxP}vBhMBjX+;*_!-I1cCrHMDBJ?R|R2Y&zU0}iKltJl!6J2@*m+xvx?AOxd5rV^J3
zN;6-e0bpE^LhU_=?4EleR_}5k`D-vMx<9ALZ$D{bJ}(D`>uy*J+^LAQ?#Se6wyCXR
zw&P!iXftLTi{t3)^@$ZY`dihd)uCP8+F`0XM?-LmJtDPI$IVZzvovRY*;KhG?aFCj
zkrv7KdW1~$nf={}7N|<(pQ!WyzSFpvmkvK3ond6ftX6hPH_nn~_o6U7T0d8a*+QwI
zk}~c=EY-2J?-`R#&sSIpL!?WQ4D@qxBr<Fm34$J4n#xM_1nT5&%h!(Pqd7Dg^37!e
z&eb5gz~r|VGTx?~{4oJ_*INL2Vf*Tx2jpLgb9En_B{wF1oWK5;*&;fB+XGYv|1E!!
z6<en&J@|iLbSChfc;3ZHkRXJ>2cfk3lWK3#aW`gti@5MDl$M<|X#Lw{Ex+D~2|=PC
z@oXuh;&UV|-TAv!g~K%@lRu9050=0K1k%S0hheDh`H1a{kw&fd;?^{Nini6aNzD37
zGjNkFg4U*>bNX7o6TQaX2boeAGpcgOH{Tf@2A<@=cC7n4ipTj4Bqu}r$Ez0$>CW!8
zl9WS)<Z9+)-#A^mLBpbCoplXK6VRSyVW8mGrYyItH9~6IbcK|GG-Zt5aX?1eF2`tY
zYqQhRtxQ}yH0W`VBF~TT`f!&8ZO0Y%_>XQw%Dp8Vs><%YFNz}<O!d6qggX}w4$K^{
z?&wjg^%U1H@VU`{_9>3)<D{KoBX7|eWs~<GX864|_&FB3J?@*ou$xFEH<X8o77Vr9
zKZ&4y8+P@f4VS6C%k-;@LJhN1uS-wJNanOB3pVj&rz9J*Sw4&}kM8u)RxC%D%$qQ+
z@9_>UbXoRq5}z9=_wz<qf03E4Khov(l|0evYc*d7TXE7X@!}5|b@NAMOv=1vnypnU
z>|uh*^BQOJ2IdB%I~#&w!8w-qOzIIwQ6~bv>Amr}$d=*u!R;=oP{V+V;h3I_yH0JF
zwNa$C%2Bn%3-!Vm9(JTwkQL_WBO5%0?o{?HEiKuKv52v0l>9_|F#TT7b&O2bwNr+K
z%6^cq#uaUQ406&4<mTgb%R*Hxv`4!V*giy+Huy|YICQu<XjcoNJ#XH`Y4|2pmPPb8
z--x-8`G8Mi>M6O+^7~1z#q(rOGy-j$1VZ?F>ZK5)*|wDTRjna0M@>;LzAt_`B4w5>
zdohlnTONPg`Vp$$?fcGSc4Naug<WYfe>PR~Z(BpnHI^3FbnX(AapuEiJ?E-%gC{a9
zT9mIPlUvT(jWKr44XURk9+#1SxZ~M9s)8Cds_^p-s~E^*W|3T4xXz)TGofpJc`4Ts
zacxbn_c9mrjZu`<V&M9Vr(BoasWY<Ma6-4sunY5B+Nc<!0_LaDkjg7n>$A`Xk(Opj
zmX<j~?erunkp`y9yh2+HV^7|Cj>Vly)o=Mn3-c&i3JC+UpU0;o2vR6cwir)o`F>4l
zgnfs``ZjL@xcAlcz0nzS=A#>n!gkj=v(ZadMs8p8A*wY!QQrmFUj&{Wd46Tr;fv%f
zOdk}F9;nr<VX9uhBochUVKA?LoAtBD?K{ilD(5-Qe-fO`t9C53+S>8V3@DA?EPSgV
z+TY65-pE)Wew#*-BO8hRFarM(kAduB#y}Y+ia&e79`D|`L(q2X2qQ)~MkzBkBHF6e
zrntx7_2w&(<3P<DTBa91dkJ7ZffUpNVJ>8H=GJNEc+wRP!0Q~GK-rRQAbcelwCXDn
z_{B}u`S1Zmd^zZODQyN(Pgk(O4}*G;nIi)=A`SOIYHfP|5Nb;U`roOxz>P=>=wZXY
zDxObOxb(?>FyfpVcS4Bm{5SbwI7+_*TOMS)o`2F}$77TRN2UsU%5b@jor^Au^ou1a
zhx98L8<D<UiRit5Ci=p*LgWs^YluO1PPxEA(VQ(3A0$MLZZ{~BropS*AZOKZG<!Hu
zUGiHK+4KU@cMMe2jWK~2a|YSeLr+2vz4rNP=>RdCmPII95{%+V7H@!VH6lUqIs+1T
zgf0H|iib#^UbBM(M^U@*%|c^Eii)AL60Pfbs)sh19My0iHW(Ua=ALI^*SMEy&2?Je
zD5s^B>tT@54e#5{qQ)F&CN7ru@%*$%2~wOnd7xNRpq&6d8_#7>t6=h{t}O*Mjlif5
z;_oR?g9k{;>Vb&KezBhZ(tK>4*D?FpQ3+Ke`(2gNA7Y+247j~5FKJ$SRY^|5<izhS
zt)pYCkq6VX;FLy%WE7_fjEK^y+B#S}@P<dwWwnOfo}?s-TK3+zR~;D!mAD6AKb1%y
zpT9%z0gfgf2K&<+CjOu>=Rv}G4G2D|JYavO!!8(PlIik7cpCAOBjBLMfGq0)g))Q_
z_~XL%j#WcJNu>A~K>>nIu!62LVZoqPk})uF-I$|3uKckT{$_(zs27?;NTmYnU%58;
zg~vJM;o$A{?@7dHpou5jQF|wA&w`l!B_QS{JFts`%fSDjrY<k2twtjLV+t;r<E*47
z)F4z8IJ#B0vy@9CXvdO%+d28gi8PF+T@1%DXD7^7El;9}s^_&W!ylOPnC0POrKiq_
z=;$*fdd}V|UY!Vc1%W*O0(;o#e_O2yIOntVpf%e-$SPC!J|TXWubh7k?*%SvvgQZ%
zyxT!>a5}PTFf%tuBHknrImm>WZmz4`Yb+MIs1i{}w)80N4Y(}&w>g^!KiP9BrPq0)
zvXYKNm)zwOMn{zyd12B`{4=1Dx>-|+Gur)-mVZR|y_3|gef=L0a3io^F%KgQhmtY2
zaWvi<P36S*u1PCR_gYAi06Rw0jcl+CsN6xV%!3}<(EmLyWS5Mwo!hK{r47&OmwlA&
zzKyNvRwyhZ(KR=!_{x#<`j1ADlfd4WXo4G!zBHPjE>jjhd<L;(oyX%Ue$nT95cwJM
zAhqVyi<c35Q_1s=_Y{sd(_q{7w6^v<%2yd@?cq7L>7bKJXhUagV|A=WC%Kh~sErnr
z<5Q7Y0qDD`>6E`S4&78)hWP{QA-w$vBYvjYi>!(RrI?*4r(ihE?2EY4ZWXM4(_^Q=
zBMojOw^;}<vcuM0H8JF3LpYiHRd!O_PPTBw?)<s?$*p9G-#!Z+!cUzrZ3QJUEKdP=
z(SukUb`XqVVSoG-096ja`bYF|Coptp$U*nj&xgQpDDF1Ag!J+N!{_dqdOxMDD}Kf0
z{qd`pr4sPD`G+?3kAnKYhH5F;Wp?1n{v&T3T>sfYdok=fb|vT$j;e1jf75!;ul;pc
zdl2p}yTrNMgWqXx8f<*=kg8;jL13tqH>6Khy$-2VX8fSpbe00~<~51T%z7R%qT1G4
zT?fNY2oiy#9uS=>(6-x008XQ>5^`w%=3i%Ppl`T;NDM+wy8nPK05pH1zntTT(;<Yp
zk?(oH7u$^bH1T(T=<vHwM3?vHueX`dEU@~<Tz)ND*2?tdyVsXvY2>NYef>I-3#`Kl
z5F9d)sZ+nJ-ms0b=&J+Fe)Yzv%K4*B>8=zs6RPTI?X5yD9CH3cD$@2hRHWw|u5_qj
z797dgiz2qH_wnD}<R66pd^D8K3S5#?g19_W$GX;T`7A<OvA~*_((b)Hq461DH~)&a
zI;_N9|AvF=M>d?cJ%=3fxSBV3Qxx}gMkRbv+nJ)G!FPh!IqzHbqnQSWg`T+`&*h5b
z##3WMl2?C@<XqL$^7dXRp}WqGD(<eFg^}~sU}^v+98NFx^_u+6T;#3V(}x0(7bP=;
zMn!m6)9!`lE;7(G^hDl@yvl2n_ePjST^^!O;>5_nti2^4QjNRAfPQ1cMvhI})j|%w
zY~Kv5COrK%D*n>Q;)vCs<G_CjME#?G{=?x*5EnWz=yETpq%eoN@s;Raz0KkqGs%3~
z_tkVrdKpt72B*kjXd?N~)}j~>8o{S~`X8JZw5!kWJc}8Xv!$*GsK<QIWwL1yR-L-G
zb-Hjk$n(p7j_;>DCFxOGx6`V|mMQp*)%to)`X8cdVq#Rr3#y@>MeS1xN9C_yUh;Os
zk}zglPHYts2TE~r36)O7XzR@irjs56Grm|>;p?(4UpXwu%F`$jA84OHf9|G3Wr;yD
zGZys<dGPwER6CMd+vvlx7%Qcd?wszCkkRIRjd>>{>x#+Z@ymBIXn$$3n9D8U8gJ#0
zh`!fbIDVHr=boWl{sfg(n_iEHtYyYrJHkjm{ykMYI`k;Xgw@CNkHxdc968y0K~s30
zV&8gfkC16}ic9&5QnQlcmv4#bB+vd_L`tIbalcbO{4r!>0M26^{QDAALvSC^3$k<u
z>bF`<uFace>F7jy{OjXk9K$-X!4B*`nq`4rlTDv5E}yZljfN5FM{W}R3V)IK#6yXa
zy2Y0Ro?=$$%4*O*^QPi99($Xm*0fj<-ZfLxzIiOpvXNbj8aLTtNCcv(fa3dHqY<Er
z-T7zQ!#LzsP>XhQIT@Tj2Ec`z?chh)0cihzbv-x?E3`+U0l;NAkzf^8if1PJ@dKl^
z(IATH?IPEf!hYsYD`pb-D+BgUnf)RmzXsp$Ez@wK*#Y+=Q3LzNPnqxKe?hKa0Cd70
zj{78cU^|>Egk94`)EdwIgTELYgMPna5%IuNkb}E=LG&!xgl$Ls@pW?d?i=;Vs9lTB
z%y`XFV5HvvBD&N-XRz>F?(<KRQC>eN!j@iwn$Bdv_ObCGq!^+_b<4$hXGSUPCbr>+
zabAuke_SPR_%ns~s&vy=y<R!A8%aClkCgBqjcsrTAxGon_jN81qN0%lu{IujM=L-b
z;baGT#qQt7@U9_WLl;EHcD79xjB4y4zl*%4?>E6Z*?qDyX2X>Snj7&+x4CbX$MCa8
zSMyr?-SsY#;E4drqLalJ44W9EYXi5!!8+wsoy*?M3EAhS93`hbUFD<u2paGSnQW)y
zT#^58Nz@o#1^N?yW)_=#579U%L~v@Dhpb-;Be4GjCzNk(yCz=nSxq>B55zPl9(ev<
z!m?xAoAv+SQH$^;2a{fcnkiEhX8=c)+KXqSFsrgW2HuvLDZP_27sefo6OE-2VN_!S
z^|mQ4#uiS;t4pu8#4&_NA8{0Xv26x9Z?mzeHR4y!Q=-4Yt<vf4_xt9q<<A-cCb->f
zII2xY6|WaB%UwN$At(5iBm!wq3v|QUYq{Vp20+2`qlu3)5*uEvfJ|CS*d^>tppyyJ
z?DN?*i>vMDid!;n^(`@6d;Ex+@>M9!O?~9S?>)6Y+V4brsNb=&Vzl1ay^u+I(KyP;
zLOC<q7p_lb%xbI-7};v3&C}g7t0V-DHSyp=P_%3>bk+cZmn;T?i;mqyf_&<aG+?J{
ztzhOx)&aR{$^Gw|=RbosO8crg;4VgJ0nMVmTX%ugK7)@>cY+Aa18vsOWDJyjwp=4!
z>FF_FaXv*Uzv{-|PhNf@txNq`2eebvxBGG}*Q|qu6lMRtdMebQIq{pj*3^UZyeTsu
zFr~@17Bx+N=XvuTdO`4D{Y?kt5Apl8PJfg6eB{CuGCcog)SiJS=>NR))^!Y=%qP<p
zOg6s27o&$!ROkZ%e%qw34*Y7<#C`1L;-^+wJ#98O$e+JTpb=~!?a9tPWNa`Gh4O?I
z^m6&J5;_f$A=*MkzxNgFBvL4WL*mK_W`^Z7B5$DCHVXfUe*etpHB11aHsAeQpBIE3
z4ta@O<N-&ZG)OoFzz^UjS{yhB*3=QuWcf@sj`-LLUgw?#|4|0TIy?n2qx~qx0m*5b
z9Dei=9^YFAMWkh%?QmhSgPQyH;K~9*haWujrLwl*Gea~_knh<NC?a=26itr1|8j0>
zN$A32D+BBW!_1`O(I_@rNm+r?JTf#vI}sb<60@MzJyp<?&XmIF&R0hLE&sFMMd^sa
zs-5*Yk5j5FVo&Umr=gSg;)#`+YlzNM@D{o;Vnx`LF8pu(t<FD|YR{L9)#|Mlo1i&;
zrJJY9dk4dU3AfV5h95oe%lP6b@c*-YQ{u1`eV2)bZrCVi94@oMZ)sZU=CHr~(T8a7
z(;;7Q3x@c3d#n7}2U;U}`vm*nlYma*Zz8b#-*eLcjGF!(6!<sP6sn6V)u2}}&rnKk
zwyh-gYwxoJifrMEZLL-rq3Z%YInAY}=&GrLfPGpp_KU<~u<~{sd-&UX!c5ZN&B!dk
z4fXz21!a@Y!NzIIdMoz-%u&Ed7=P#IfgY(d34+*~*f$=~Yav;xc8n#tx$QRJ@+dyM
zp*yj6aWpJ-Xtt6nBkb8~O-(L0gXM|K4=C-glR^C~z^y|_ZvuHbo@sQGL)g7FX8E3=
z|5RTfms!ZC>iY&?r0x^0o3O+OcP=r8wVk##;b(JRA4*8r==;}Ov;LWOEb@2*1xz9}
zexhM(vz8(8esS-VA38>0mK#k^es+MfwzmKeZ(waI#6W0G=9Dv3ozlt@tsh;cQwksd
z*wMDS@r50gcJDf;5ey*fX_qG&)UYx)ouQesZhEy|K{`i0<}(jl8kU~1dy8~hU9LWd
zzz<r(@Ao}x3PrhD^ekGZML%{TEnf-GyWU3nrIT@9^e%bg;C!uAb$L(8TkL}6i_<bN
z*Q_=f%^N%>HB(u<g%2fKCd49tkx*S0f;8;J{)}uhj?#j)U)*(zse5(zxjMtgFFv8w
zp~u`x8Azvh7WJnQu#DDx7wRGH64*1t!L$grVAz}0mPYK|u;p+iw;sGh>U^a_XqpgW
zx~M2_#?wDhwliU~%Pjd>Lgt6Zm@56hj<@(nGZkycIN54(Ca(hm3AZ+*>OBg-o`MNk
zF$wXB)REr{X{=~Q7!o`24!=llz91TQgON+i{M{uB@9z{3=(q7Wxt`VL$8o0;>$~Bz
z%;q3GJV#_~myt>5>m4KuKKLB8n8*%z0s!_{(L{oCmBykhKhewC1W%oaR@&qQ(0{#3
zh(NA^&E6?Ne)MYmMe>v&30yRA+LtY%_$3Hnjnwd2n_nbtaT-Kv{aUeDMJ&>%RMv2=
zjQjRkZd&Uf)7sm29f>%IKTH5^)E|pUBpDddFnxM%s@B>@FG*81Lz168GF_v$d;d51
z)$c;loqJSc+YW$QHCr6q?Gm(LJ#pvQPx!bL+z&F~rm=Tq5sBr1)+P3(6Ben34m=AJ
z(bb^PRZUX`YDM2FyKB{Nw|#G+NZp9loSK4#TJdBj<Lobz-!1ZyGa}<AcPrCJi^vP#
zioPWI%u`=zrs3_Gd1wSmin6HbzZ@vA)QNZD^1`S+kMi35tpu~mpp$M^>gCHJ#9Z0H
z!i*6&Tx9=@FmWIOF~teRA^r2G3k^8*PZe|26??uD{S3j<!g7HNT|Nn)=&UF5RB^l)
zMZJMEsikB?osLLVuI|<+jo{ZB3S9yk==8Sf3=k!ka%w*LT{$apcOgM}y3zy>t~h~S
zOE^)fCCj=>Jb}ED-a`14wrMQXn=Yc7jMp3qY+8tooN7j$Kz5|08BRQ2ycfF(2|%u2
zOC(%)yg!4@GXTA^N0kZ2c<2GKTEOdA@(ms2@>BF@@XyvoC3aXikkJrqE+TV!*Qj^e
z26JX<2?frTZy@~@#C)NdhmVbwu&dv?Redn7(+^lKkO!u}XfAqf|I&y5#{+G857FMF
zwIrN%UH%<ISUD}Y_?yRPM|&95;9jE24cXMYeEHhPFu12khUe`OZ&_rteGlH?D}>79
zY8H%6EFnLa_i+PCn#~bW=NtGum6wy0>*<I4JJmoTOaI<m+{b%jI>|>}nAKwqtA334
zn%$>daO@I%^I-fcc~tb*&I&|7&bHp%I%P{Cd`E!-N%YQ$?VBPjQmzybWPy^G0OF$x
zh!02VB9sO`YYoL~0xsPQyGf)&l8W!-$V)Ds?aJ^V-rILk%;4&7C0{Yi=1&%Mq}xS7
za{FJ!A#N3~U9TQAA&<KiWu@wB1#X&lQw}DRI?g6jpZK=iYGV-HV_2-mxb%{9;au;O
z!LHm1tUG(L_r(<g?<jZFo|0E7yIZ^av&3CVu^I^p0rBTjmA@;i(J^V@yaZXhpjW?Q
zmzy#{+`efD^(jTX9K`G;%dwSzpRB0q<+v_4psrvsR@wTr;!u^1uq~?<&Sx5rL~oQy
zg~?7qW8Z=4vsZ9QpKFU<Jz!~uXZ{~^?-|xqyRD640hEq_NDT^zf`C$$77*!Tklqmi
zX#&zak=_kO;1#3^NKF9gy*H)z4xx7vYJd>W^j&+cv+!MOf8RcPU)R~cAh}@X$$ZAV
z$9V2>k1>`>ls_chzP=l?DoEiH1(F&tB<F2==I~5HaKx6}uEbI(+8hT=ax6x-XSw(o
z7_}0L6VEhJVACt2MjT1j#2(h)Xh5CU^;Rt8s;NdV@fRdwqaOktt%%(H8BNNp&o3CA
z`;d;Z*YcEFCH{vOQ{GR3%AbzgAyld`0v&xkTV5{>j=~86rLuE?>CSSf=Cj3iyNX}A
zxG@}h!xGFE)>mV!JtCJ>%iFD)Jai(=i_LEAbW{=)v7+q!O+f3qkVrdmueBR2&;zQ|
z5gW&r6p93hk^x6^b$l{w<vwDEJ@7Nj28DS0C2{@__te=(pKFOK-Ne}BOckKq%AGaW
zO04&r=Z=4LlCNvlx1f%3K|?_O`2zqwYsd6Pyq+Mzgk8T}8994>7XO{Q8IG>j&W~CA
zI<9TWK8<c9?r{-nxZz|Cmmp3@7Ls?Yu)Hp@DlaY)-}~bMm@-k^ALk;P1UANa0@!W|
z1bOiQs>+S~Fasbx2}NZAfc#+$EZjzVQv&F+$Wy=a6Ay~>wYB<~O5+sU>H!V#J(zG<
zJt)5nd-W49Ik30l!VR)aG#=mvrg}fbcpAnZJwaBVsY`2mW+BznS!zr^FH|03K7-C*
zgd>5}Gs5HTE_TGS*b6ecy}bXxOWcNGkzu=(mIGuY2Ib6AwU4n?4qI&)FeLK1i@`0P
z%O<-t9OM03o}eU70`n2_aJpUmMcf_e<HYJG?+;RcJ6drqGZD7cKl-K<n3B!?tu!$8
zEoBOH{w4IKt{P^nZHGK{QK?hzU9m3t>YZPe#Bv1}byQv%<_n}!&NaDnZHZx>>p_Y4
zxd&3S>CPlU(c)asHjk-5No^8bA6@qZEwoM)M_x$F)p*HNCJq5dFY($vDNel`-(=f#
z+!_5uw4Pi*kh10Wl~E*7A8#b0g@ndN%OSPtwbjiZGS@3HV53SSokD~xbT`SPy?}As
z{8iP)UpA_q8Tt=rTKh$z_P!mi1i6>XwBxMThO^Jf2@dt*e+#vrhmcp4Z18fdjU*H$
z>=#e(IxE{DSEBP}%pLQszD;%WCB%CyjZq>9Z#OF%yns$TIoyn_ar0rEZjNbNSe<NP
z0f(%}f;9O2z?6pE1smn3Jv{~fO-C;AMT{r(PI%X0XSUh)%#C5i9IZMBxd)g6FaC^m
zwB94vz=CW0O{y8)>^~&<ATK)^hn$S|AL$<%{pWz!ZHmc&S9a@y0|-a&C7kpqLqKld
z=CO%dLBk$xra-;v8hftib*Ly)pUN3|%iJjg1V{Z1h)N_bJ|1D>t{ogI(M~_)cZG$_
z!bs`9YHJ^fE=<=~GHS`tVjtXJygDI|@Cd1W!VKQK!_C}m)Z6AbD2C4-h2{vgajH{Q
zIv2WaW&EbjI!n{cd;E1rCEZHRB+63>64qHz?y#YW{2;H)*-YWnP)lQSM!U$?k*tgM
zPKIXy4-YWLSYiW^d0;|+;@yduI~)Ng+q&uDB;$eV$!;hos(}(?y`b;G+LLend=xoM
zEqqqh$9U~09$fbu$}UninXv@>jNX)8>Qb2w#ifJEhThL9AqFqb+Kl$Z*FcA8V3;wt
ztH$0DJgbMG%8X{Njn!)zWy?|-GvCs=WW1mHRYY^a%~YR!#;u~=Bl}FV+F;NhQ?rnK
zAPGyi{$VZwszq0X4z)_$j_H}N3gkxG7;isK_v3q)K5Swywg`8)f`o7H-Zxo%GIloR
zdNkUy_h9uPS8YD<uxtA5ZU5P0ZOf#+4>TaSjC@u552@sY@%n#8j6rW0a{edYr@u#S
zj#0S2f$!kK!Y$*Yii%ILl_99&P|10!7(cl%P>=NFfIz_L{A%iG(J3Iw`xIeYWk1i&
zsuXiHXPByD5yEX}vtUV*<=FLd1>5T3nj;`?j!db#b$@|W^}9h$BG>urmCN;05lITC
zkKoq3e#|uV&(W4HO3Z1S<y=X*rXS_{xQiZMU3}cxZm&Lv+zqIwa|5f4@z|)TH<Z8s
zn0R>Qe$+gR`m)x_R3Dq^K4fFBqP4OAKe4M+RO0?~G~_*;qpG+h{&XY~{zHH`-fW4g
z<B4jvL=|H3j2wt1(+q$Km)V$?hwf0(D*^w><!T!KT@0MDF^F>^{A4ZNJW8qEmxf7E
zC?nrycqTt&5aaOujbw{))RGN{m=;3g-hnsY{hRU!n*z>HG_|QIyrtR<;JHmrIyJsP
zEd);L7<|~(5REWG24j86&z-C`cmawD<OuY3Njjll#@&K;QUGa4SvWf?ruQi9Ucvi6
zMfzX<Rvhu)`TZ|FHO8Jmf8wz-Nd3es0uBneh%&^7f9Oa5ZIbE#t}N?&tW~0S>DT+a
z@GsFG8Qpnu^UC~Z)<BtTT5`fUAksk>3REf+3;~_-Y@jWB21<e(wNyeMj&En|nJ_+<
zz13;UuX>){Xmr2{U9R}WKIJK%KWEp-w$=0yJ{pY!WKyEMXSjw%xqp6P=y;TR3EH3g
z6EFVHyhbU87#9e^mj6j+J0KR02637$9^1XXIqOR^hT}a)-b2seB2jEaPs{nc=pG-4
z9bT@2U2%goB?<=!RAr7iC0Tblotf3Zw(Wy>qJ8)8I#xP~nZGBOQm-GH=RKtX?@a+N
zFH+Tg77vIQ<)Qz<lf}7`+wd;G*`8|$UDh=fs*NeyCb=O2rKmi&zOlP_9FRuXSuu=&
zypFyD!@4(}->-Ll4_;FR{f(;4^#b%+0Ac~L_@7@Qfj9BbtEs1!3P!v?Pm+IjAgskx
ziM??b=lm4%;dt<~?4%P5K&LT0L69S>G7z!b5&-v`uJ#j;`&VX2b(prrH9=R*gEnZ%
z@6cIKL2P({?fsVr-?bASMUa?_^)IeG9*K2Xenae~Il@y(pAe!aE|U^$2U^lu5@=Z@
zu1PU^fj->v2&%QXguNZ2)$gP}K7L}S*kF=l$cGhf7@5f8_@1H^8s^~kN`2|v8eRhQ
zso%CgPes|zc76!3*nzADBK8|EoSoErbV5$@+a&Iz505ACcZ2c6GSgbWG-aIBkePu8
z%Yn*tI(9Hm<UP<<6AAQ`(rQP7?Vp6~3Z6NX3k0i++<m0k8;asLcG|(K%vJ%BXpSC>
z9b4Ol=ofTsW83Qf2g+aTPHR1Syq=inY=$B*whFr-t(qvsQ?}UM$V_&5d%Dh!7Zxw~
zsh1WIalLNim=(Ljg!mnC4m2AuF!OQFRExyD&p5OfkK?S(n-$0^zn0m*H!ltS@G4k&
z!d^)vPzSXrv?_5~ZDY?4jM*y_)<D@7T4&A}D&)Aa-yEG)aG8`QSh@7V{>(S_!)KJo
z>l(-fJ59AjQ3A00_x)oGuk^Hpay>TSf>aJUt$p=h00nM&jc4#O+FTKdN+a=Qb~W+y
z`0Sv}x7bE2RHcb2W$QrcX?H{K<YgQp_Ipu;=S0%L0p*u1@TSg#PN{*d_|t4(cGd*{
zTJaB_T4#s%foMe4J8zTFe(1V9ILjP}JvH(SQp99D<^kLC%<qS?n}gt<ph+(vvGz0@
zr}r!AXLMoVRbnkuN+&vtXk|xt7P*l!OQwdP(aD9S)HHWmL3aU#tod=b?<f$2yuAvm
zB<`Vm*VlCcN(y`s7<s~N9{%!%GUwW^O*t>8q{A|`3A<a5#|)2}g+iA>K8Rb`S95;H
zh|sMLcBaG#`c9>D${Qd^T=hl|a&1G)j1fV<L0K`r6INe_phAveeKw2^_l6&@jZZAU
z^Abb5H&vkYM^}eu^k7R}I+J4owdR(NRtfPjlDjP0O|=}U%`P45Mw-8!j-J!Zyx$+e
zxTEP`hH`w8D=*^&O2+yikN_Y4k1GbUQmMO}w$LNrLeDSxAI<w#kv0pWa?Xf#(P3n~
zjmEhDnmzr{5K=ISu_xEf0MJraRYI5fMteWj(|yxhbM7Nm01D-g0*Az6EF7NeJnvQC
zrTiS3=?W*ma7%}29SMJ7-m5lLs;pskMPSCMj6musO^<~%YD_L1gjR90Mh&Lhos-Gt
z&sm~q&xuk`Y`XqT_(0w_tf>RM%&(L#B>GQ8G8bI{dZw)3G^8CayH<A2sk6OpWGZxO
z^I7kd(JTKmdf0J{Fjlu5$BdFmbC9^L-BDK&O|_1mPnB9mAJDv;cDoh<BKi+F&fKrP
z1Q<dTuzkNiLGI2D^Q6)D?=f?3L_d~e7i7Nzx#twB^q+VG_Udx2bL8)vF>`HNglEP2
zGZDbu;Ka8$&uEm!nf)D|8!oJV*`WWI(LZ8CgM7OdraDC4AJWpwfj@tVVE{T2SltLI
z5W`;xuY$-_)<#hQlgFN0J6=RRxz~v_V;{Wu@A{@GSoBXnAEV-lI%>S_C&|}FZNg^1
zsnF4FpEp&(#orsr)^Q9X@ERDO*(fetYaI?nCfhd*WACBLDzYbSSrbl(juh`}kE6&5
zFm`QP`Httw>2CM!@8cK3b-sTlBe=9sb7>wLLcotpMRG}im&cSeJI)W{3V#=%Js-(z
z^*YbMh_)pdJ{q=>i?}hk^4MQNjNZXG_(!9P785Z2)EHyFKo`X0!)k4_xpXu9MBD;%
zv3x{HDx(|Hl&`}#hT}mqHC|z>8(ah$@2IJFG}{Fi0DKMGYE{h9gVff0g>q;{Rb^zP
z?!D*~xsp#WsZERTN#c2o{jq)n!^3p5nX8YexLV0=)Ml1B`U5J%1rpcQ>z*#d$En<5
z=BPS`Ol?szszz6gX#gVTetpd_H(um-5_cgoarOoP8u~wvf-eAp#6P=3wPk~W)L+1o
z9^4GjgRjmK&4VFlo4`Jaje!>;IhsVAcY+;l?7qmxY*L07T=R36rK7#-bp11<Q=b5U
ze*do(=aP23hZtR7#V!9rFA0qq!e5uo3~$3->W6<R_tzWLxT6wM^!!`Vm9!HF$bL>H
z29Ata7%3wj0(#3lVDDJ@PPnNJvOrO+Bma$|?MrQEVGAaWLhK&4ry^@&syKwT%F7oy
z>PZ4{9~)2~fo##aazoGqxpT3N6}6K)mrh4H{{2^f`D5kRW6&EkBc_*s^ZG&$5mSS^
z(;3wxQ22LfoHju6$!SyqhxYcw>6FnQ_<*#!!=!Ih+mJN;MQq1$f-X-qd*u7UL1DYC
zqcY8e9*$d_Rgc>|WRxSn>>%7>AH=A#CNXdHLT#P(CIUjP7+UcwJ^{~gR~#UMn+>m_
z3Ov-Qpv~f6#o8|MDZE8YbmU*Q1UU77k;_uFen#&20Zjw1%Z|i?naXNavQv*uBr|q-
zjSbG<)dNTuy(<aiwqfU=tgG{ki0Fy(C9;ie?uU79T4XY*Drm@Kujgwl9p|R&0=)mA
z_370F8^KmyJAO-Y2fC}2{z2DT7<?DSE$%wlYbmZ~L2WFJ4yb^GV#6j*;GbUzu7dx0
zzjMwmpjMnK->-=6V!)^Ftdx93wL;3((}b@P=VURIYcS808L=O+<T-zMxe|H-KQCBQ
z&a%Ou4yqWnU_jQ<l&Cy7GtuNK9zg7Pwye5Li&xY)i?=9l?>lZ%h?^X2SmOXfV(1vw
zx)-qS+duL6{-x7%Kp=k^(1G1HoD1jYVsv~CZHN8S@3pHJfeCcs`~Js@)+skm-+p^w
zzajKt>s?;SeYVp}iB*Qed4)lCn$1k)EvnMc^9-x5I~ER4HJ){9?>>qkO*<|$&FnGe
zV0S6_FO@>&Dj^yE|0sp}KOI|suf-I@WM;0vi|$vvj*a{!q;hG=q8^_y4P|<v@sYwi
zQY5G32jqzKI9%*`Jqwy~)S(GTl3X7(9Dm^R+&qAcfKTtU$4Ft38!;~E1pGJNY}moF
zIw1tBws4caR5My<mb=zIQfO8Uc2}s&{AowL_y!d76ey6m1<(aef`Dj>p^&f4;(qDM
zz?ZDMh^W2`*BUq?2hJID9Dn0EpxE2=uyYcC2A)p@gbR@afTlwhxQsM46mz!(px2#K
zD}ZnweCs^ojO2_EaLjhG|G~6_UIB1Nx(EFm(G2`iGi45duWcaQbs!~xnE{~!09F4Z
zxu1A`)?l2l+~2O_Nq0ndVFeORz;T2DIOhCG7(xJ?VFgx`9tOrz=>WPOp!MlBpit#C
z>?hvUQ7G0Hn9zpvd3eOX#lOY;>#R@@`CA&GEGZ90Iu6PBk?!`zeOFJj6!zV~Md3K(
zdAhIk?arnr3uVxY7s}b7m&irdMBY6S{KNK&l}nMBa+dB_jb)9;W|C5?Ir-VTNr{SY
zUwn+Ik;?_zMQ+f2=I{m1x@KeG&Gm+ZyM^+FLMXZ$)|1^ozKai0c)N3)j%5!2i_R4(
zY(o&c(!Y1E(2BLpXh}G(UP?R;<EW@rHr%;QWev0YCKwfX=}H8Nr&hsO{DdWab|`OI
zQv0ZJh4!IRlG~yI=j8J{PhQ5GvZaV5uC{i`(#96shsS>7_Vx#knZiKS^e2l8yRgxK
zAG!FAVZRv(0+?cm^Wle>NVHts1i5iBAX1k0O8r~b0083Ow(@tQ*<J?%?RMsN@1XzI
zf-<InHK#_1|IeA)y@n%vSg05fuL6Wv=-rwW8+jQqRvpi%fm@jz_w*x7c^?<574qS_
zhiiowc*(yzTOcxO8qOX>C-Y6-p>AU}<zso}^Rj>J>sWeF%txN&?qyoqH#E&&B0wLs
z86{l3ZViyrVBB}lWuCLNn!!E@`WMB)&+dqx^SwddSXPioUHyAsZ4GMoyJ7Wo!?){G
z_0i8!8=y&H3$#!T8$R`Oq-+yQ<0QdjIQYVLj)-%~j)=)8RL5?rOzkvOMZPw;J93ow
zyi?-MQwZ_!2=K`Lh5<ZTR#rAoN@Nt34gZ@PJnZQK-ABX5`-=WsSmN~OWrB-SjZ-gR
zN5;iR8Ax9J_Ej=)6p?bcpnHHJDg!ZG``Xa~(5ruu{4bWPk%nvj2Baxj`^97g7a{h1
z`cDOet4aK>U;CcGx_hY)uKyQ&2^)JcTr0ZBOO|0(G}GiQ*58>rQ4XkEc;<tiU3Dmf
z(-*}(`#43NtH4$2p+T*BgZjn`yro1yhQ<1?WLO|U_)>BrG6Wmw!I-)+wXOyZje&`x
zF4Sfqo$jz=KIP}XGn}S5K8u^tsP~sO56OxlC$SoOwiP31&d-|Lq)HJbbyz4i0QaJm
z2+r<tUpT2BVK222+NJEwc3073?OyzhHjFIPS1?Czzu0)-9yO_S$Ci%nntbQ(VC|U#
z>T7O}#i;N%H$QgIaJOYM1NuI^Z+?>Jb9MF$*|*qx?$!}UFqS_!|8L<3_!oZg{craS
zr57;?aE})~oD=jn#|4aN#bS-O%*R~==3WFZkj{J!hb!l3Gu>x*wvj=MnC)wuvnLVW
zDwIYLHy0VLGe52w<l$YY@jV!>B6*PR8&}(0*=@!5P;|`GFz#luz))3^vM7JtzoG9N
zF%d|wyYnfArdOu-pjl4Lw^S1ah&%$W9KbnHUzk_fFZMn`dTDih_*FRfx8`cVAO``O
zWdJpe4KY)#=uO<6#GbTYEWAj|WT5m_Q=~L(fg|ydeqS$HR25Ad;q@#(ugwxa0@Xqf
zeKXZ9|1cv)r$6?G7En<1u*QY+k%NnL{RMygUv&jzsekhYmcZ>ZzvxCRE`|@_-=FEf
zJelHk;1f*C|3c7de^DyNpWS965xDSar2#ik`Ycp%f`bRnN5DW5%xd{$q0Sa)K|W9h
zA%(|hCJqZT*llN6Bq@|Bf8WakeNv%#HzVVb<!WqBCskP!eXp{HukK&hX`r(Wpko|3
z*{XjukNIkJJ?VdC2pogn_BUKp%_Avd2p)Dcu+gk9r`0T^qwD;doZPr7Mwg4oMTTqk
z?Xno%k=n_)vVRL4X*ZV8;t2NhQeZ3iFzMXY+S$<TNx1`V)ykUEZ*jL_YOBqEz(@Lh
z!|hI)cmKe00*)!EwVnrkbyQafhKqEHQsVBJ8Mfncm!ArW2wZFQp-x31oFS+9Za@N>
zfOZb6;XKBC{mn?>?pCc_f#u5SOM(6=0a4)q_0AbOacb90z}|#^X?Dk2!O0B(OOH?(
zDp;DdYI(wo(Gtl%zg!ClDg23dah$N<URTdyq=9MzCNJreDIh}410zWR0kbojeAN!{
zO?lqQK5INcHPXe!fPQ=Jq?;X#aEiRUuUZAj?4R8%svR_j?+0G}?6X-&qtsk&HWntv
zo4xrE)7MJG^M$07etOHkh4&QEeGPl>$oVX-Dh>$4R{@qRO)IzoW$X=1FaW~l-`>&E
z1HjG}V6vnOL!hEifa}8E28tNS>ThGW0Vg}c+}q$p`<L&V--on@k<G2s2Ob5dcTo&)
ze<9$Ss&JcFB0{83S+acIHz>S#nMc@b$Fw(L-V2cqdtBCk>}Xz3q=-Nlne~o0wadZP
zEk~6N(nL;s$I1i;4wUjoSs$g3i)*7Y_S=kNo`ng;$f?WFy)k)Dm|Ms<TBaao2A45=
z1GJ8u`KFhhINN~4oQ~=4v`*BaCY#cRyv7(im2lob>$QAQ*<w8g>If1>%}CRknbvn;
zDw{-Q_PZ*MRKcCt2DsCt*}?|B0epet*#H-MLymPn3r*uUw;t2}BTC(mD-<PxaGJ{X
zdg9e2|9Z4{nxIbumw|@g&MRW==jvEQ)#C1q2-a*ekxPGgl&9a^Be*;%hWMb7>?hQ(
zK(|omS9NJ#)^FoT4@9-;@^WUn%L(-q^-;^Qs<@g@vailulh1nk-ZB)azma-C1Sl;?
zcpET)p<H;m2}P0uhWE<=k4OHrK<LXPg`vB9JQ8;|c^!wgj<&Dvt)90ARIKace(ltK
zXmiyFc#Q_Ri@jw8MXO(Yseylni7q`0hw~h_bzOZ_QZ}1+R36Q8MKtV>hyYI;8dw%A
zL=({epyk56l)SUGr>07yCJXEf_JyAjaz4G>N+u<Cz+`dcT$5G>Eao>$`m1dL-3HU9
zH$B+nb8QxlDBXqMv2_ybEfLT)osYfjKj%EYXd?gG(*A2tR?eSx-!<vxVn^zhDp^@S
zQ0h=YJ7@ku$+ISxnd6cC)cfeL1645nVc7C*lr-s!=A+|QkKVKgZ}u00meVI1tnYEW
zeRW_mTV1`DnVDf}i*KNa7C7fyL3a|9yv3gSHX<O%xEgN%?ul-Me(YSuL0-McDCv2t
z4^#20?r!?!gyhP#hG87dIL7?NO?p!c+FL64mf|#_Z<gPsQf|?&D)RWVOW0$ehb0Cx
zDkBAf+p+DkFSrD@b_mRa4h2UJh?R<b9DGfgKRgC6Vn*TaK5@AU^Kb_}Pk@S^NFeP6
zFDF4gvEKD@)6;JGEu+z)JkB$G)T}IBF5%Ib#F1m^=lh~yqG`7<rE|p&>HY;jrL&Kh
z^`_cfxVY}WrY!f9=LjqN%g(8p)S~JN60T=rjt%yfQxw|jlZmD|ORC-wmlG_q9SZCV
zW!wXs)M7&I*Lo~%F5?`&p!FRB-^?U3wF1XV$2@31SIZpc;jbPM!14a#8~MNqyfv{0
z2-x4i^hPw7P`AA`M=j+>MLpf=O9Z)g!{V#;ClhC_MvtN$beCCwc;Kss{lrToZ_bXX
zaH19cKLKr#4Ph&(Xj8@PeLzrZS74JK>~-^HrnT4yH_6uYYu8yLsK$H^{l8*d7BvR9
zor#SYFoE!$FFF}dD$WY{z{?4BU~{8t;?JvCu4FZwuOXl-XbJ=bLNs!}zhPi^(ON;M
zAfU8J1QWbp@vD}|Q{=o~f2rZ()9Vw5T=x=Qgp$|oL}mn4$6I_!ncUe>xNS^a%p$M2
zM-6MQF1+X`oU{ERbVq`+-4~clR6J>2gSg_uU%h!65LKKj_Gnj&$XPu$R`W_;0p#X}
zb(Wj$&TFXqom&~q1=D~O5e0W&4I3p)aliREgW=Qo{3Sz6S9jq^tPDjcqh)*tWiF0?
zI<;``bW9b1$`P!@&}5%9%&kSZ8_H~5#L5zuZ*p0Cf-{EtQWpn};bN;UQ;N?}!Fs<*
zVUklgw&zd$Oq>QLOG*?E&xN}~9q%6yvU2SAAr1Wv-52es+=NxXS&X$Nn#LR&-9?%L
zI@<RuC0H)BmV7Y80IV9nqZHyJpTeME##d<Ed`R=fRT3sWmL)GHp4;<)OTd0ov4@J0
z@X~coZ<yj<4}YWUakWPBG(B(dVwl^FXON0H(!B527=>S1o9JLFkd|+G3V2?PT-JYv
ze*B1yJLoE-dqM5KzIb7Hrjpx(13ehyjP#9b3zSKgcq$JGR5`Y_N7Uk~=(I!%e{<Bo
z!%NlCu*97gfpCGJc+?%Y==cog^qL9BysH=Y3oM;~;(>lVsVGHDY^I(Z`<d2xo%$@?
zy@GBt?$WC!PVW2NWd349`efO8UWS9|W$rtN2FJYL?zL6ZI&S4%?<>Ybxy>);$JJ^e
zBZU>J&<PQC$jaeelX5+4Fq?Ps3s=#S+oT`(@D_&$etlFT^tVXi_sGGy;i7dyn;C$D
zmdyoF?;Jqjsr?NkFS>@`J;f-%w*B)z0qA})OeiUw!SA-iw~S1~4DKse4j!!Wm=49*
z+nd{qWoG}OWxTJ@!78TpWsElq<1-{VYCclvCFSnv%3fJM1AQQQhk*M%jTSJmxLyo}
z3x2&Xk#F{3hBc6fq6FmQ#(X%UEJ&SId23dp`phN&>sqvf^vT|t3+U@^x0ZKi%hEc!
zu*|I^xK<f?B53JsVA6W?^1_>G$A@g5c>IO|bJVr8cDF!N_#erNb)N(C0*L7E9)4r%
z!UQo7sSK5|6ABIG+aD61679T>z8lIO>Cc*DW<1RtRGZxnrV*peoe=+KI9(g@5In$U
z2%VSIga-NuSh{#T_i#G($#s7KejqzY<Ipw!s&XBh+lJ7)EdI4NTOD;!&jv(k%s*rY
zy2=u7nWe1kY&^MZ$A0Su>uom@LL{ULGZ+;CBiziXOIf*n1807x5-2|kNub(HI1Pf?
z<xMI1th4n`S{=11abCT8KXB^HheI0MMT;Gc-c=k;Z!Vx!FC>S~H=q5)3(NTZ4FnG<
zbV2h=QUP}@#J|6j8g{n1wE@=k+gHQnW;^C?qSs%YkJQ$dllg>5m|(aa9W;0RR$c$%
z2mb28waA%{+djcFt13nWx$>QqaZW;J>M*-U6cyO3^us6-FJ-i(x3nsneKz4sOMJ|V
zwwhC#gIAGOG;Cr0u!;K5&r$fl_#BNsd?|1QR*<aNW)VawQ#C6bQdafo+viuf&B`XM
zH4vU&48*gyHjkwofij1S&gQS)2mbqi0z45=D;#V@fdeGCKymP&@PD@$353BU>yFk#
z7CxX)PFn_7X)7We0w^TkwEL889k$J3B@)z&6Wh<)W?523&88m6%wHNC3MnzjvQy*_
zJ8tYiYiz9JZVlh%E{l)_u*1FnC3YjBrN+cAO*-1Iu^8))aBNFV#j<%U(Q_x+l~s5T
ziR{sxnxK}v6%Gnz2Db6D0xTmKHA@DxW1s%-(?kIU`VY&_FEgpm_)03!tSS)HAQ>ub
zp8RNhp?m#_8qV8Ia7#mXrI|SE&ND((UPR&*zfw$`1)j1Jq^cq|{Sh+ZunFhv<t2?e
z#vUi(u!#fJDCf_uQ5mULeRh}hsE)Pv@>UJ}UxJZ<G#KY|7s#Y>1H(1}S$bdV-0?E7
zs{uq)XZa_;Fo>oC`0MOG<|Y@%SphUp;DQ~wLKgAKe0iL|eq5-(2yagj^TewviBAQo
zfu}o>NIRkytJA>NqUjE%(T<2%k^=v375m64JXr2&O7mG`{Cf6u{m98{lcDiZEq^f@
z{8c{zu6T{^a*C?OkxN-U3|sU`si;2%q+lxOTs$zJ6sRm%U9dab8-_OH+nkSJ|FJx^
zRoJT<a*XybJ#)%FbS_qXr=ETNJJI-rfqvH%%bnB}sA9DkzD;U%L!5p&${_QZDVcb#
zBcjRW-5CESj^~p}wS>%92bS>nKJ^W-WrNiqEdR|<mt)>j>bWGEm3{GLG}+5>HlkRY
zr1m^CQ0?tBVS(_agC$=;kZSjZ2oe;zfFLp8lz3Kvlw4=@`q{TOE8~FF({-K!*jJ00
z#cj1O7Lz30=L^Rru*SENP%2eI{qJ;&DM7WV3q%&0{B}v2r4==5A7MSrw%#ATfI)2e
zI10h~RU<S(Nxu2+Q(K9iOF!|--)%2$D8IE#x!LbzQCr6^|E;vM$--E}<nXO2PGHD#
z=F)PaQCrfP=Sw@s^jX8|2swwvt&PQz@QBnLP@q$}mJcVIo-ka$|DaOals$%_D!ABu
zG7V_rMQXc&qb#o{(I9}l)uPJ5(Ae;^J`TKe)^_B3GLp+t$;6B0Iv3ep8Qncpwych;
ztFhw(goZ-dE2K{JF414tDNaOe0^y&bGZmpKpiZrDgYxLtihT>7>c-g1XeA%Xm3(+l
zDOLxPKL=9Mdy)xCnf58&Wkx#A(b2RsNt5{d@pmq1QK2DHv8~LcHK7PYVkLRAx;PWC
z0G#pdOLCi<D)3H(2TVeb$peZx=oef)PR<B`F7~7j=3C*I(eC|+*Ug3oC$E-AXYSi6
zmG@_haV|bSPOm&BPALY+-Dgm8j3zK0mEKzDvgfOxcpmKU=%P;Fw}nUqGgWO^H#zm;
zW6C$5mwvR0YNBe6@O!M&JD9;3-?6R*MH+6JDH&LwMqeq6*L(z=Te(_Y#mn;yHWIzx
z_beZl6&)s;K~}6=5MB&fEveh2_DM`WBe~G0<3NsWs}NtOf&OcZ-Uyol`FgBOzy6VE
zLnt$837f)#==E#cb{wCfY&{OTt8H<0nx&|opbYyOe<yB6=-lo19m6<{ULD@xZ&!KU
z9dSKn0ej}SljmASSq783Hjmu2S}Sg?S3G|N!-i-Evz60y7ZOikd_mg}-Jb5an#8it
zOsg#6-a-|3RUsi%_b9b7j*u74dZCD0K14ZS-S5No>=MDWr*c8&CHn7p4;hqPz%u*9
zpho&W{{_2nXD{e$Hv+woK858P3qS=@pCYJ+p;DQ$-6BgpqiRnOn|5oSoD$dUP<#nX
zkDfbGg*KB5VCURwS}WKNue+3QK(9qZHnknCaNx>_^9*&AZBPU_%sj;c$aGVkj6H&8
z@T6&D!WV^--(BzWHI*O2VRZab+mu-ZytI(eU=NG?-cTw-X0e*26Wcc?IOH3<POaNn
zJ&wq;_9Q7(zW!8-qo--nede@E@)PpjYVn6|qH;!@Lkp4tCRZ(mG>addehdu7D&(sH
zp_d2PeZh!s<ALWLgDB|kwBr4*{WJ+3J}mXI-)n39rGnFLx)@o+;!dOAgN~bWbr&1I
zVNZ7o^Q}q8=p%Ma2ys=2;d3sbV_B5C!U{MTtHufS*_d6rg8AO4Nm3o$vMDr08%*4F
zK0*3*xAQw>U8}o>AUkscD}(XOkXq87)|q$)Uj9r`V6sPjjA@t;z9ka=!|xjL+uhFf
ze)|1<W!2H8MMaEzZqJ7xQKN+YXU3<ar8j*Z0fZyWD46^PV5$o^f%9tw34Fv+*yreS
zU~mzcU|{KFUK3H*yXP*pUlcU1MQRr{KL1?NZ!)Zdg0?DwNHFdKN!}cKwH2Y^dUQ9~
z?nUlXvo)|hdduj<I{2voBi+7>oKbW?fM4#N;Wo3RL9oRrr<1vC-|7{4178P|)#~J~
zl?#KWM3g@|Otr5sjepX!RFQS9(0vluIA9lE!HdgodC+i(_5$Lfw0w2*1;eUG-*wkq
zT5yRF`}?4e*4Pa|+<i^Zrlt^Ucc-wxB^2+RzIaE17W3lri(K^8*lA_xwQ~l6lPH5E
zKCJXG%4cXHlAskjB+jSBiaYyA)LM^;vycBU)n1{+=b^hEl?HynCTJiALe<YI=Pxuo
z>A;?SX9RM+Z18Xc@<z|6Ewo|I55Ymio_k<Pd>*rLGSj|7w@)K>JYIS^PsyH2+p?;i
z<nb;V(7=Kveq5u%xT=_KIfJQ*&9Iunufd$-;nJv2w}O$`A%)~7j%1fkPrkvHH4cgU
zNHK2EEH8onf+UQVN==Cl`GD*Z_<gQT(S3ys3uJ|UYOs*e;YrR9j~3jSX;-!!c>sKz
z0Noe3-RC^$r1T1Uxmg-Bk`JP^o(u>P6Gc@#-%HBe`g*UU-ZV@MM~C=A3<|9%$LY<w
znM=zqF^KALM0<z4z7fTE0Ga<1$k3L;S+6$2olz-c*L>~c>&ik3B@`0TQx}KG5?nP+
zoONg8Sij#@_^bv4fp3x~J9bP4qI#dd9%q9d@47>Jto2@CjLDJ+;|N0zJ)KzbAH+;f
zK!)Wgz;HbGpwLAi{w13V+4j0TbcclX$D4A5xWwBVP|8$~L})0WBGbFkJZUPvSR(Jg
zh^v<GJ7p<+o`if8>DV)x4xa&?+U0i3E#1=O{)yK@es%pPp5X4p?JJ*W4X6ORtjtLG
z-DB1Tru$1btULthKQ=BYAgsT=AUrRjd<%LH|HJ12!@XxWzhM;HDUVG8SKop0WoRr9
ze&PiQsk+<Gt;NWLgGL3D8_<o)5Jp{Aa!kAh{qn+*wf7zQVH_VmwId7v)B=2Zi{Z>w
zPE&td=#*)=n}1EoS05aCD82Bb=6;!h*2|g?begx~nLt}ejn3H?r_U95cpi&6h063i
zW%fPUeztKC*}7Uk(4V6L+tJ_vFJ&4;5_?-p_?s9jmtq!$%uoKMzFMx|Gw8(T2dl3L
zO|^Thm4savgiv*w7<{^JMj$!Q80XUa=<{mID*Q>=x$YvY!kP;=(q64~5H<}J*-Aj#
zR`Cimvj&MB>KQzt1%;QWXUuQc0HUnklDxhRG4w64AAWWZ#V}H7x|iRz;H&7#<cAFK
zp4&!TEAuT4Zuf<73g~L0j?!)HN~PVh;UB34wGx>(zfpm7X0iYkM<|@ZD9A%Omw<uG
zqIk%Zv!U~4cg-cF8p0R6bI@Y%0&zR=bUb|kY*4!9hv@mBhL0i`$5yT9FW!;3<etRq
z`)C}{WCy;5hp<b56({7=%R-`PC}kDI@a{jkv?OFi&eJW$iV}~ItJ(0t?%^zagEw_G
z0eR#uxgIZpwr9(iqy)e%WZ7f$^J_8w$Z#cpo12*x$0j&~(zVHr=clh9+G7^-fm5u^
zLNX*0)NEtT;8Zzkt4Se_Eu94dG)~EM@)o)K<%_MZ7T_9VGi!?m%$6yxtR2&W9Q~9f
zYsWFnlSFv#e7J9N$f5;AD9uk6A|c5pZQu0TXKW6v&EAvSJvwe!4ojIr&IJNxWJ^Og
z_crT#u#t}UC2BG`KtcDjUx_8O;J8qN5d=@XSZ&;0K40G|P*qtSu9+uC*dHMFUjQv$
z@|y|5vn_PRb3q=~zK$%+_4?W>K83oI6@GBU$CH;iObLuytd8^7Gh!bR>N{~-4aZKC
z#o{P_<l~%osW!&u&)2x8b(-bAju&;HO?0avflf>$J3|8DN|vJEi?7^1tvZ1%Soih$
zJ5vIZc?5Vj511=e20HoG4AWb!)-$kA+l(Yj`*P+h|Nc=(s6c301KITY&HeK@+hHlT
zyeIOZErHBg4uqq%$2f{@Ih?0HbPnJOn1HCa&l+~N5#CX$-+=OOF&g)fX`6v}N1A&I
z{9rE)mQas|uo=frM3Jn1&e?7}$U`*{VGK`K6+UK`_%bbbn-c7lJQM`DvuiGZmPq{9
z!l)uEh*L^r+=a2XCt=tlKt5QXE9WmrFyCVjJI?vFRE37ogPuopg}mwEpk_U8%)O;C
zVz^uHzCO2cdMg@`^l?o;Y<YOV?0<Nw_O>1*`k3!Fcvs6h6QeoVc;ECY%<9SDI0=jp
zqx058$JFSLJ%wF^PCOE_kDPh;G;Upv|7Lsk{_mZy{s(^kSB5Id;QhVz_rL$CzXM<7
zBIQ>VF}+!F`ZY6;SxH%hTyR0Hzlx31ynN+qKcS2akW@;X{WXakdbSUwnmT?RPDb~E
zq4WSO&Lu%{;*v~vfrpo+rr{J&OP^jZFbW0)^Dn#vf8xFR0X@H2mg>I9u)dWY>P5Bi
zu8-kfx6rwK2lfcTDu+&JB^7S=coUoDB~r^bF)2eh$*Z69I`5L`!|aOVoGX)gS-9Nn
zbrtv1$iuSF;JL~;6Qk}#lsH5cGm*F2Gia9vP%(L>rh#BV33D7+JNJv1vY(^9&HVVC
zYVh7Z`#1gX;>W$cP+h!Zel(SQ6}yw3GDP3!(-534qwn0=2JrMSRfb(AD`}xqU}mE9
z%<c|pcbdl*j0n72VyIwZi6++^zCGl;OKY^|>dIkL>q@CW)NOzKa^d!Mps@eR5xfDT
zGFdltb6CuFjPA)DYY_M_Mp}|dV;k|gN`ea$%L-fYW9Tfn!#Z?LI<+lQE^8A^d|>Ii
z)<31Mzj|(y{ISBJ7$_a})lO|4m8od7fOm2&<YUMk%`WS$;!fa{C^>~F=vTMc)(W35
zdTquh)B=|(?9uesI(BNG6xMqH?U>&-eC|#C{>@h6-t<?=;{LaNi1dYf)G!Q*agPxA
z{Vbs-DSO>k2SRtL5a)+)HHBqGDOX-{`lNS$w%)hiKz*sFqBZGc4~)Er$|~A<yKP(e
zhxemW(D$5aw-x@ju@8q66o>Ra@417|4>=!!l3lw{eNFOH4M>LKsMGH$=C}Z5!{8=E
zn)07`YDhRU|3>+vD?s$rPZ-s+NPev=uBriTo3)XkyCt;YlUKsAmxp#sXu6|(gu6P#
zV~RW6`BK4wZvJ7oOBVZe3Ys&teW&C2wg&Dg0uQed=s6cY={CE^0xquQ&Y1l0!_L_A
zHt4wRoBzp314hZq(Ybkj=&86dY8nvnE$Kx0#7%Gb2ox6$FAZ@&C}Yx73ArLzpG^3N
zF=2FFsJf~*vH4^^wAtDnkl@RO{>0nu0kTcZX=KvdPzs*<1x$$fS)y5B11=&Ct#i5)
zyZA&5oU7nY7}EWERE;CGKv&k+g>m@~jLp+LaTidy2?C)YFk>2+pR@wdpD+zl$2Q%d
z^fW8Ymu?)b%}U`quT}e--s@bWYt1~~BE@si74{dC%CYe9ip(k~7B77pwBJUXB+vP1
zPxk%2qwT@M!WJf}Kls-S$@}0<H9$+~exM!w6lQFJsUmpmtrIL*i}UDcpk;No>o_cj
zZV#s_0`;hh1WLme-{e8Pvy56l0UPjk^RhQzfC8|benN9cBvpFT>fD9|{(uP%(;p4h
zN=VEi%gs>~vS7YFd?-ES5{c|I3CH2S3z?t=+a@fSCHzd@rQEXSigB=|QV!Yyh><HP
zns%er+`<azn`Jp2U#(Nb(Ki#IkMA;Ahf`Uv;_*EdbJ%+8aV6CXZ^DSw>-osTJxt7^
zT!8nYy%=8??D$ToI&{vNErq$iAcM8Ffksd?h?Sgj^yZ`xbJC^0%@+_~kGDNFs_2`A
zUXH1=Cy<|b8I(O%6J89co=}4Ohf=VURTpDI+&O+4+3PWRjHn%#f(gwwcFX55$*@=Z
z++=>Zq-|as_5-!Anp`7@wZ4W`ZcT%Iud%~u`cT;&PI`@TG)&rMCxDNK5=-n*XHBD(
zd$qiorcT@z5l}u-Jogf73A(Zcazf0FwuU<IJl%MZMkph$6yv2vg|^AXNOXIwC$jf!
zlBcVr;WReOCnXZhVc*uv-<f2`T`t_Cad|Hm>1?C8?vm`<uJy>nGKJyh4~#%`3|PeV
z$Z;0U5$pxc^EBG{VH=F1x_8bsnv+J(S%E5!JZ?f|D9oLoE2)0a#QG?ZZ|aT48w!-`
zYp=~x4$&4xE<1qnpV3T>iRQa~Z+SkP^t__1VMLHkWlwj#-#zk1O5k`@Zc1a(-S?bO
zbGM_#bGwjIC5W}n{kcQ;hAa>&0+V9MBj)NsTUkD|y?Cxz473%}>pQ(62HapD8zBFF
z2>K1ruYe6u&r(q^D?4x)R>47YRIPZIhNfP+=~{U7whG3mk)9wO$xXj;U?mI@jJQF`
zll@Npjo@P<5T4@@jq6La&Ef1P*SGc8(GM-t-I^XwEwal4!O%#TC5{&p_!Xn3G$c?M
zoN!l9>7GsZam;(V=*zLo5saoD{e+IREk^jQzwl&e$xdfsAA%E4EOyMs2)9ICN4zcN
z=DR&GdoLXne7V+d<!q4*v1E0V9-avZbhWZGEh@20MnL)`*J+o`YBcsdt5n>E2Xfb<
zR7t@Mq`<?&ZiRPHipIt9o%n!;1jWsZM7%#y_ya?ajI4Z~4VKM)D5H50uPfnC=vwm$
zvHWtgOb7_b>LVRJyj+A&KZ>|i!QE!tcjgyvIn%Y}y|7Qt={Nob`Yzu2Igp?fifLwV
zCfjMp>LW`Ya@;c$$y-`QYs9e&4WTy-Knvx{PemVx986G>KyM11vl;;%Zx}HijS%7E
zgKZwmCFq$2#VT5GQpe5p*^vDa69`h)0l70lbwV_lMg}x_SK9ml5WWO%K`!DXXc++F
zKU~A+;6~6rV>fZMLvI@<>qdy7i^c8GWam;9LiQtGkO5k#EZuVRC*F(E8!zUPItkb1
zuy=H4`mh0F_63h|+n-hR$Oo<iwT8fGtY7(0wz)lus!>5!V2WvC<`#H2YThT#s;^Ok
zvRD+370wFAolS97oF6nMuC1kAODp#q1@p{aLqc}iedU%ob(faVho38Mv}Ib-x0gm$
zDR2yJ4>#Xpq#@hNYlVJO=D^;qNIhV4OT}TQ0Hw+X-lla7Ca^vHEBIItF5a+beDC)N
zLR*4&?9jmcS=j7QlOd~4MqPO&v#H8_$ch~6^2d}gPZh$f0YfeKMMy}3D*+ee>WpRi
zDoi|@XX!LxpH;;ta|FtR12nu8mQV`8=jUtcQ<II*d5Z2#SgydOHQk2rTJdzD9*A~H
zMM7FYCrR*{{{!eHonK+i2BQTt%}Al|y7*xDJ^91#)F+^4f}b+2=zaVu2kYsqUCe7*
z%-_=0!&gmlcdKp4+dO<~>;*qtI$P#QrY{%Q1+?+qe@yD%!do39zIKIwOG0D>ytt`7
zB%lq$mJDt8v{oMMvp4%6C^}$81~}~Rmhhw_6v?E9cM{b>^6jjk;~roK@jXR}#YLv|
z#wVq$udOpu2E4?Oakf#bT>3TAOJ1EhO?5z$bZ_VkXqE`B=3+HKOC%$KqI}Up3G12|
znY!cxS)H$}h!Lh>hj)Z<pai4Y=1(sd2L8K~EBpc32@@;Dts#K!qW?J-TxtO5fTV)2
z1AEp98xkp=piKk2_|zF-c+xFks4Bg<hOHRwg3y^}w!JGTftrymGK$QM@o+tQSFhoB
zRLTFxl0W{w-|{{zx|7w(Ceot^o^NjZjCj7SSB!ZlEMR-)1NYsPWU|0>qAm?<`p6fh
z9^ofC*#GC9_>Tc+{}aCx{<Vs`>c?+`%bfnN2cc?#P~X|0S0^{#UaA>kR+`GS?~W0T
z?dyL<E{X3#)8+LLn6YOGfXi4B?#+9V$$JR3j!E{F+_dvTrD3+>5rM^{B+F-6lwo@>
zPnuK-J@7U*VL)V@N{$iv?vl7SyQvZpXdrPvI8l2shmP}6uROx2(PL(}b=%!b+WArG
zP-&cY#t<^~+^k7OR}OElVTKTEEw^|x`YS9ru?;f>$6wv)n-q)N=dY8SZTC<iOmE^%
zwWA(yKOluYj~I?KY{5y5HXOErqw=XQ^<h>a{;H@K#Uz`@+@^^fAde@MO02nCQh1|5
zfv!C1$Zfu(x9$};qZKi?7(QJB_ok!euwlA==WcyJ@xDyPHmB}!SU``+0i2bA<5>^L
zQ2*mDstc?B@nH3n<lV;;?<HCU1vQ5omS};5p*{fOQUaIyyoAd>kmIcj<GoqH;n!Dv
zgeB@^F-(N+IM^THxgheY`hGiA3;<SPKSwE$w3$rf9C_z_>rk96DJS$}fok4f7fbIo
z7FUF4qe$6YtG5kS$5B+z@`!b7H1Vw?dgT>ujHJlniK8Ta1(b5<&G0T<Oc?2T?!qnJ
zt)=zwd-Rvejog|9)_yG+q!IPFTaAo?VxwXhW7`9Mo{2kA&YH|+zV`WUP~=Q;|ADp6
zuCr1uvs>v82eU*u$Cz%&w2|W^94m?%*$sA5${rzsPU^-@CsaIYb%^E%3f09?qWy$M
z`W3C#@;hEv@_SpT#;3{-OVhjtlqqH-vWvgto_#nR9ur^OJ>l?S2igo6^x?v+@Fu@~
zLcFzEeRW0QM%9(!h~YyuAo`0EPdNAN00Qo?3dz6E{rdAKa1bYXEsGM2&unC<Q>oh?
zu3S-Id#wPLdM}PgGp@ysYQZTa1UGCBK;d}Kr7!ifVWmnvYEoy02{{TTd6pg9LW7}-
ztTam*`+k{Z2bV_1h;zK8t3`Ttl8|#GM%LL7n*>K0P8mkK8TE=;<25eA|D!<`R}b1b
z!8zyMn3?W!B_#!?IC|{y@fR)EtG?J;oP5vi25HkY<Q?ca|Lpj5ptHZvPGmcVjyA6d
zKDnP705E1QW!cj$0=mofX}fvu5x2w&dzV-)mHIXo%BGRIc6fNv!+Z}zRt#U4#khU;
zUR#oR@FBbS>J{BY_UVLEvSfE5v8izFEH4t0Z+_5ZO|%g<baL+8e-$XUwNXMsPpC_c
zPEr41v;TZb*WyLr-0+0pS?${04$}%XCaY7I-w1#K9n!y4@rI`ELCScKfd_k_OOlB@
zFtYqp_SE=9bJ3JuJ22Mq7E#(O4WLc<<*@zKkZn(-UcM3I`Y~jABAP7y^*$w2>jV3^
ztBY>p;!q+xzuj47+LxH{!VMCWn#im$V3?$grEMMcy+!v9@%;`so-Jm#!$ksrFr&IM
z5Mg`QyJ(8l=FQ>jckc*1&cZfKpnPmzCJz2#C|+u7dfAeB13RPo(b6u#x@XVgNAJ5c
z)MZu1$w%CKGVQbPdCoOm8u|2x+7L@sQH|fm<@9Go@@%SdS4|mJ@Fy3sb~p5lFy@*e
z__h98e&h0lckhQr_McHmo%$LCIv7d-rwe65T+1l<6lfdx_nDJ_hh#z!(jw-#otb;Y
z{L;?rT4jm5tmpdoN$g5J%raklzYymtLMSys_imzL=RrVZpfHape^10EYB<O`=A;A{
zQdsfteg2^TiCkpOL)QMWD2vJ7hK21nbI5aC8jClxtVr^9T{~Od2foXk6b{!Ho$)+C
zVYSBY>DD5)(OGM%*0je1UH1ZcG?~Kw=wc5N9VsNU_PIU6^9H7a%1jiHPm0m15A$9X
zf0!)ps4a5rk5$TbJ7UsO7}-9^f9$mTjSZ)g@=D3fFW)Oe%t0X&HCwj84eD@k1Ggri
zt^BOjTupq6LXtl+@>Lho0o|&6@WhESQm!Fh#av%hFpgFfv*jxQMpf=`D&D&ii*e{p
zp*o`y6|p?7(0o|Jn96fMnF93XJ(y^dE9O_PDi#9>u0=N(_fg!r^dAuU57X0;U_~=0
zBMs;c^weFI<UeVAqA2cq%t%!7)vCO@9%hrL%P$CTeQGh0a5a~1U6R%U0d1}q7^pSF
zAD$HZ)*1ip+VVc@{h-Y`IIG*3j1gU7KsQiJYE8X=*<H?7Xy<H3M1@fL|D!+sANHNB
zs78O()H8kTK(mSQ+V`z%67zms2*gt(vdu)EELV4=-VfdqL&Z0#%EL6+bS{TJ285!m
zSX>ib*P_6su`#Yi?<-npnPfz?xhp;*K_KHy@#)rGw_p^@6~<$>F!N+IInGOr_a~lj
z1qhI4h%SJz7&pM<T(Je}qw&;Yn`lMA5l-ih&0hycr(4UbBR>{&#y-m+`cVeyB`nM~
zEX!Y<BR9ZgHzk}3MnrYkzoRmF(aO@|=OD>Zk)@h)+%Y=32N6#VGznwp*%=$d<MfSz
z?9_3R@@k_;i?ejCG+lgXJ*{)%Et0k?@ZyZ4Q)k{;Tq!9FO)m|)%ku3`ZpU-qu=pz8
zi|b-`Z3Um8Pz^YOX`p8W-U#|_F1f#R72B(va;lhC6xd}LAg$ZcZc4I|!};(CqVIAn
zA!A{UNiDOiXs!;zFrI@ofy{S%+LrYu-kJVUY|$tebI?6Q&&2Kjx3lK2VU2mmYlD_!
z_uj`_e8v;~OkXU6=LjZSQjlPDdzV3Q<wYQwD8+k9426u-NC&i8v=HO7gT!*V0@Kf0
z;ry1>A@8DUZfLjNG0kCHwN&MM@hCC27XvtH31(U#_dW%~2}%-1dI{%Y3bfZ>PB+=5
zm!==`CI<}NTary9d6klxm<uqqW;@}FA<hjXWyy7s-A|bm+cizKh#r1OQjctz1Htw7
z>u&?3aBv_{f+e&F=*-lG6Jf9i4{UjPY{a;k>S}EsAnXti^D@`~9`FEQv(}hzVq%d~
zkxy5q-JUM&oVp}>)_mg8)#^ezP<v$*6-uGd=<CH$jDl=DuUJdTnLww>gm1*|>XW{8
z?VI%3FhOyVN!(~(bDy2#jUFoEsSg@KQa|xD)~q@%8WIr3t>9QXqrIM>Sw-;)l`B;s
z4kj$*tx=p67ys~!1QVJt#1`HchS;KdQ4#ls-u5$N!A>@(Su{#Vif)qnvShElB$I4n
zBy)nr2cmDy@BPQOX{><F`KM``cnCS9J0bFGK-DrgwwyVlK*RU=Dy4z5!wrn9!GIt`
zO#{)aj(7Z?n%Jam8t8|PUcB3kgPQ#k;##kKyTz44gjV}0LE%EUsKK4y9by9>OSz+u
zf#c87<nxjQPj(cj`~Fk&%jWRiaf03&w@#rEaw%V7FB^WF_2yY3`z=j_JfC;s9*c##
zJ*B9*$XW*H96gNQ*`1$w@->y7e|%|hjoePIGTuY|I2|26P63zuDXf&B3hZUGW+qSP
z@m2T~&PSxOHkn061@e^@zxOro+BgGu-Mf5|UE9?BSf3uRV&0C(5aTW=x^1{8T4$p1
zS>K?GD4IU%VP4fL9#xNXS(p2-v1_X>%>b{#07O0QIlo(s3PEZFySx_-qKg$@W@wcy
z7U**@`4u&7M;llgvZRWLSINJ>aZRf2l`?Xd5)&_vM9a)3lf^OQ*Qb8nwJVKsxEdot
zHa)*h-1|gu;^IL>KcRJ2g4qf_arH&VfTlVd4v)&fM%vjL|M2r@!lQ!n{q}($3{Gao
ze&oaScpoVmDWnLaWVr2Js^ucE;zZ+?wAGr~*|I`Yk;<7L+|<6&N;WkzUX}#wrvCmI
zQEnPiH=sEp3V56qY+%8q$W`e#5pAoLTZ5PJnvdwfaH(`R&P}PYLu-rrHhUzu5?|8w
zJ>Bb&S)we(j}ieu>sgzV-|kahP;nt<Olqj-D8mk^%^eWkZcu3Zkhl`C_6OBwLEirl
zZEqbGWxMVTqaZB^f^;YdN-Et0A`K2mw+c#^bPj@q)CdR&2t#*BcSv``$k5$g0}SJP
z`#dZ3S!?gT_WQlxA0BWY2y<WOb$0wtY!wXA4&$5UNoFl@7izB1v`ORMvYs!93{U%J
zSiDALGgHXc@r=l*;@60go(TeTRY<<yqYuez7(^8VfBmd~y%QXL11MDf5z^z4k1M>O
zve+?b8p4=?CTsjn@kJ}|ujV=wwidZ1T+A-+PU`3)bkjK-N?r!O&{>&|5Tt!!hM9n|
z3Bc3;v7Gqt1M|yX)K9D$c>*HtQ+IyWI6+M8?|`KJ&$SH=2FezCkAMyqJ2#IDc22dl
zThnq5RGyyY1~Ej}uy~diIvGiY$#MP^U@pkc=}(QLirw_#<wOx5O%5NP&C9XZhLQbm
z`|{~Ms_+#Uo#-n%jJ!AnM6jWNDx2xkLf;+9I7)ATF&gkP%;Mo<eVmit&`<vDP-1(*
zkfVhK2<j$Kj9SvT2FqKQ;4VF&1oDO1U!xXRC+{_l+O9yD0eekmjSaY6&)uwA5X;FN
zi9qE%xo?wYZo9IwQa?=VV2w3)8K@pe^o;_Q7V6C%k4gbF`KL*Ph74q5_4$1RTjLYM
zGHujfK5t^!Anq?JD!H@MqfK_;@Jw!m)08sSTR1aezSurs{0S-V(Tk<8DR>feB&<Qj
zZ`41pju$V72g$12BbgAjo4HvQl?f8@HrYCD_bMvG<VZ2UJUH9+-kkZD!jo3hXhDUN
zY{eMI&hE}<zoF@;rFWUKq_8w%Pb*JjOAu31WC908Z6SR4A&tI77`f&t_<Anknd=+(
zED~&zLVBh$fDPMHgSiN7mAk`E>3QKA8?k0;nC5kd6ayWP!;yo}M8-FNSDC-6&;Q|j
z%r8wqgdPq!^51!WVEn+4)q~3!to$6FwZTDu14_adJQKAdzwy}LdF|hREwVB^sEkWf
zv?)E)P7(_iX1q+E8$^7ChIwhebw#*&Jc$09{0#EEsV6^Xw<B$(v}RpHI~hpZs4W>^
zT-SxneFLVdh5-O7xp2rj9+1z0;QYX#Q0%R}>^XHrYoAfWNNrA3q`$=_yotKr?~(N|
z+pdm~l0{acMpc7or7^=4MOiss{sZHhp3Y`SA!RsMLFN<1^4kwSK4eA4gkBeQn8MDt
zOlCcZwxGyo2{+AoVc#Y+ZzGHr$zCufK{n2{P;&?%#1p^Ky~m^B4J!>EyY2%~<ftpI
z7yt4DBj&2JVAu$7V1Iu*In;f6fD2RZ$6cWqP=<F5;j{DukRJ5XP);#0(DpvPqv;q6
zVCg0x$O=tIlftNpYX8muEy5=bj-KqwEm|K%JX{(G-Zi)aH7D$F*zGv8Yt)n_u>@T3
zFdX^sNQXY<n+PkDA$$HeGuZ;K*UxnGx>5V7;Tx6CJsRLmgO*fSPBC3Vj#dGrNNx!m
zP-`!(S!%V9Jj!JR@*Ay3t6Uln$AufBFQHG0q!$gdvU8C<TM8qxER9!VW%M6gu31oC
zJ=y7e+foJ;$_|RJu5mQ&%>$Duo9r-B<bb}ei4AElQ2=-k#{qrC&b75iYzA6^IB<W<
zarWfKnAEjQrGHFnpsPZ~%txAIp8;EZu0!(Oro#iCs{PT8yRDHk^qUBWR)R`K<-ufI
zWS!8BPY*C)Up%z-{+C3BQUiq}(q1&07|j*>kJtD&%r&}%e3z^92#pvrjo@BP!0uuQ
z0#Cp=PhZ(bjc2(YYu;ql{W`HD(;m>$lhi4zzAk6k^j!WQ!HEI7VTq1iQbJ>d4=$H+
zE39g1!{Fc``@`<QB?B?D!|A2;A%v&Gpa@PK>d7=@{%`O9*H?{+b3TjNUPBe{3P{}3
zw@iTg7abQeUUT#j3yNvnetb(g3^LD{bM{gPa-;A>pZFR=*OE~To3FMsUKpE7_A2Nq
z(`NGYUer?CET5-^X1P8i{w;``IB2c_asvr%|LVpn6F4eg9yKc}6f0<kQ5rzWx<;n!
zYV77I3>5b-p~h)I8v^OCF9by@idg~8@k-p6ND#927uHWz`(Lqs5jJ<Q_5??|!O)7I
z*nI!BX`FetE348`etphY!?xD8cg&&Ls@}NU<_=cR^{iwK(n22M{;5%FyzM&m-b4zQ
ze=u!m*jWBHK%6SxM3`V9_?1qEd@Z|!o}*fHryhi5@m+-#lxw{57x@!)FRpL;g9+C)
zm*;4YXY}=l3ORQ0+q3k$swhS!+&Q+$ESqM9U0;b}2(J@0{my8Pjlu`Sp<H5AIi2nq
z2pPKysu=^)N1KpF&k(JD2=)ky%~^AQ<_q=WwcM%fNc*0*rKS7KIMpu$Q4YSc>~H>m
zBkCXgl-=PUou+Go0Nj=Ku~PuDNe`hJYB<7Ldb2rR!WmV9Dg(z};<YF_xjJdwiHkiu
z?RK!@Q6UJ+PwnCtSGfB}=u57yI#zI;FI&@)boYZt8GU23tHjtf+mQJ;$RKBr?b<sZ
z_<M-NHX_Cchall{e`q|=KlQO@ug#<)sYk}(le{xHvBgUV2U>2iNZElB*4dBmKBiA6
zvjaiPzv#VR+3Y9ZLnjB%ji((M@c4jfCrCTuV)MD2<Bj%?-UBM;_O~Xw{+GF=JW--M
zJ4T~Mf@y9+?H}Fp+g9mVhO-hp-QPS}!u5(#gTkuy)|-A)OzWk)jr)HX3;F;V_rK^7
z1^}ZAj`oc;KHG;JIQ=3CPyR&`KDqU_3uJq*1*OGGEaC}Y5vW%sT((XQmR&-n(rWr~
zIuf+%SSN>*XSbdGUi$eYHw_|cMO64}fP~QBHS_<qRsMSb^#9O0vwsA}X^QxesUycN
z&(hsoa_Q7OVMn{3+6JBY;7s>`x*r%8D9Led=JSBO;Pk=$Q*`+GsGebCz-W-zC#700
zf4dBsy6gIts|r(5U@s5+iL{WFPhXNIw`JMbx*nvJiAm=*2BjEnIv|u>P7mU4wU0Ml
zwB}0qj?lPhzXp?S=9*<yynoC;keS2u&BB6VHZr&aoEElRGLIknt!n*(gIesMqB1+P
zm9ApE0Oqckb1f*Zl84gXvM?YMon(p_6Hr*ZDfhgJQyeAukk)~Pr=*PriDM+p8a=42
za&J_%X+IX4OK^Y0*6EUNe~V}4Zum#SPcb+w0%sdzYJE_qOS!YEs=BK94KnR(kOLNA
zUGIcm6Y3r!1L{cpSyEYso``1vSRE)U$2jIgez2RFw_%K+s1-<edSg=JwDtN?$F+^>
z#>Ls1&e4e)-Hl6~*-oV#%i2y9vx9l9K$3+cuO9zYLx1-NP3eH<mda-;%!h6R!0_Ob
z($LEQY$FAJIZd@)WdjWf`bH6GTktORz~)dAwbY6sqc&xda5HO&S$jXhjt|M0GYe4e
z)*<ELSo+LC==v_!utwb56My8fmQcQSPS%)_KYxQ<yN5)mLyo1$9Vlm*B$bx9)b|)>
zqHDpJ6UoZ6c;o77C0tIq)13WHs*Ot*K89PyK;9>s6O66~<T$lZB^Ob+8}De{dQZNK
z!Km}7{dpXdVG!0<i@{W3#0cI}O;v>3XTG-&fDtb0D8Nk*qUd*BFgJOtB-u|7P7!8E
zy<Uf3S+MO8K&I+O=DQ|lvdEiaq3dhc@a5c|i}%Q5X$r;ud6<vHQswIWQa1D9>>)@L
zZ(ICoqqYx*fRW4xoQL$#Er3;K950Gj^iTLr7e8sMSK%puyaUM84A$JVTq+6>>n;oy
zHM84&Oo6x^8!R7>pBgQX*VXhFemNr`jHXOCBYDcR_bw?<94uuJ7lfY5nVNFz+<sWF
zNr6#tXV`#^C5gd_rnY+$YH-j@8$M~U(!QvPYn=Zb@{VhD^f=#`&~l>RB>#Ie=<POc
zti(W=(97>jsYNaITQa3h2Sgu-RMLAb_cvX6TJtieJ-3&SXoTo=h~7KB)Ji?LT9%-+
zd18ovrk3z<xr%4wVAszEb~p}JqdNJvb}xBVM_KQS`|DcK+O~-kn<s;+BS6u+hakV<
zi2}LTd7u2dTQ$r9CQ~B-VewG1V<&qRM$_i-Qc37ar(L#WDb`u!<hz+|49b(82BI89
zc7zzmPS%{xcEY+%eb`;QW0&O@$!wpT%S70;jQV@-*Y!5t0s11~mGpF#p+ZNj<M9+A
zb#giWv(Pw&L^T!mC)E`ZET76n604mtqWxE192a_fwq6({GXmNf+NLc~YT@D%C{(yR
zM49$>(t>EoPri9Whn}+Z5SX%M-(uJ0I98eyFcg^?%I>;%H%a4a+@y;>Ci|X{PnmWN
zsr!XZCN$(&2R*>zCtPGhw&L=YP;L~q)$WlTo%=0+<Lm6ymyA4`<n-@w;)UuFW9$u*
zuGGk5q~^O_!dI|;#KJsvVC=ShRrOuR?@s6!XlMI4KEn(04_Rqraq2@kX(2=}iu5~@
znZ56P<J|7pd9r?P@5>8Shqn2!)CLMY_h#?oG8M^g`=AWt(Up$D$#Mgn(k4aAsm6dO
zVk2t1y2E_9$19gA-A5;Q5*92z@~k-wOS6?ZX*HRwtS+9n{QSzFgs>H5x*>exo!u%&
zrprnA{3vCOlnLjF^`a`-tPuT;(3iC`?nSH;nib{JJm9<Qd7$`p9RBEetE%!58<b#9
z^F%^p;`NNmU8&h5tYA69>@g=XYN%Aig_5V;o%^3WPBXo!5HD-w7fVCY?ww6dZ^RXF
z_@Svfo78K8I|Lihmz<gHeU%qowPA@StHO-MTHuA(VkGCoeb9Tl&^_C@+VUfD`jGjl
zMe>=ZfP3TmtyS>SShwEEtQX$d^e^n{nXFAoE96=jNchEF5KF4H!+U0-{g2!4BwnwT
z#U>u;JLeu$z7|I7*#5R`^mNFEYt67=vo@)+B+EiiC7@!we^dFqy81C2Zp+%of@iKi
zF-E7C?H<-o^e?%I^g5nl4(68vT~)7gtO2DY23hD%1UHnj-#9#Xb$D-b*xH4W%<gEo
zKa-KrH+!#fbQw;l)qA5d;jY{v+Pdt43%)|v;MYPXavLB#U8Aa?Nc{lGK~|1FsT(&P
z;S=6YsqzeZZ29bRSfiwK_p2NEZ9J6FDf-^Xtxg-BbVEJN7=-)M5sJ8qTw3xlZoxQ$
zDcq;$$=u^ndB*SlByFa*B<dXo$tS)y$4Ssv`bm9?8Yd4bQ3EGVHe65I%E~?zRgt&=
z5~?(HE;D2~RN#pMIL?00u5_k>PS>QsXesn1{Cu^pXGC$JlTuBFNBeN`%`utpl9<gR
zK~AQ>^vLJXt>XG6v~G5Bm5(QeWf3$LvA%!fgY<yh9?Q$4$7p{<>G2y8XsC0NEckO9
zTG8xlH!$J@Ds(y_&wy7$rSTNr9yPQ8gNH-_z(Hpm_Lg*F>x5dxKw)l&NmW%?*t^KM
zS8kg0*&BL|tP`d~Vj#zyc57RDMhqjDqGy5v!uY&VaxZlmUNizl*4`;AhMnGi+2M@3
zajjK8N;dl(VpJLCN1UUy)3L>l#Td%N!pXAKtw<}aL;u@|Ieo!6S2OOpcUQzY;?hL8
zg?dM!I?g!z9r4ASQRZhNE(rn74|gNeYQi2|jpa$$6n;NZA07G*mtdaWpuUlnCdQe^
zYan@_MP`ajcYA<GZV_9Czo@m<gz5RsUgw&*i5tM+SNEd!FaV4-u#i@!l*?ROYwk<9
zn}R`7b_UX0t7l&-R8kv$)zmm#!Cu4KjRUTbzV0jE5_S1u>C3U0NyyxO!$K1>$n&j@
zEvM4@kk9JMliEf1AjaFM&2&2J-a`E|uOS9r<OqTy!JAzwg!x9&oQAU|W(^D14YhG+
z22vdhCC}XTS}}xmlr+s}Zp0HUISnjKN}O1nLeb9A?nN6W!_vygIE9g&49{HErNL@^
z#Wv!!ef>Gii2@`Ht-u2Nfnh&)MR(JpCxSmXXD0D(phf-70yzgvQFA!B(i|$GcEYgs
z@$rUHI$0>6)xBFl8l1evsxsd_b@oXsYY!0r63K0{t2a{sg-t8fZ6#SkuS;6uQF4bk
zKHD>TmW21mlS!InYElDI?yltF8CATGbe5j?fnTuqF)E;5=L!_&+FoK=YfXGVW&&y%
z#_HSbu8XgazNLhkGE*&U2pw--vFWpGl$Q8SVi1ttNPE5<KC!*gGNK+c+Z97%BJ)%=
zFa4Uvi)+sS2Tc4?hO5qS(s#C;?pO90Cz(YO$lgWRZKL(ufg!En4`xw)jothlVZOxX
z@8%=N_8p{RJciS8gsCoEgJr5dRB*Z|2}idkL`&NdWqrq6Wn{08NE2YaHb{jz(SRvT
zMc!&?WI2kQm_-=l`qNnOw4UB}C6R@C_@f6zUnON38v?abdIo_riptfY85x_~AI!dD
zqIK#_vDHyH!b`OK<_!b1Ec^oo(OV@`<Kjk_m)x?AV`5Fb+m(mlGNG9YB@^*l?f9m4
zabOOiUDf;)K|T{^#_}|l6K<Pgwk*q*axmvgC7z!S_foij7FZE#l47Ox?f4QpXCRpu
zdYL8mvGZK>ZCM?nJ=;W4w287YA;Et`gjQhZ*5~@##2gtWVUv{?4w^P%Qblvqg%vQ=
zJ=fcnF6~6shR`A0BfVr+zl*&Eq4Lqf`?WRIWqx<bjNS5WZeF~}-O%1hMFy#qj-x2D
zH*R_;Yq?ey(>4hiS1&WN$?tXX7c+xFTl}7%0xAZBZBLX`p7hLtC-}NeG!rHq?^P}n
z)$gcJyDU|>_~0GTA_@yCse^iRCX=Gp!k2)QB?G$Q#m3yBxLXstk+bPIo{bbhB7u-t
zn?YCfyFwHq)?oX3Iigk9H(L{;a^bm~WX~V=_-`pGul$!A7XFv(zJ>qV?BhHD)C9X_
zhalTj5TFm0(<&XP+yAWH1OKY^r!GJH@aRolrP-C<BvsJESbO=B)v$p#;$%h}FW2I%
z)XTu{gp-SU$ozSm8A;T;zIcK<%E2l<jADlNV3y%g{h(Hl*7ba7xv@<chrv9muIdp^
zE+%<)fgAd!Xxn3REf3k$+|ApF!m)>zx2^6nzwMJ$eLQv%vQ~JUBm*&vcWTX^AvntJ
zfxSM|@8{4tD5Dx&(9D=HZfzp7S%WDz)Vz0dp<ELfqGI-66Z^y<!1KsnD1|7EA-Iy^
zdu{*DD$Lu=H9g0(U*fefztp;RQUS3^!uRodC9CxB7FCX|yqQ;h0>key*+!gLSyT3m
zoO3J^vcu%UD(b|!b`b;(4>_#UYJ=N3dmnP>zg#A26}Pw;0Py^PgxVbumv@EO<zt1+
z_3qor{QfV$(MGr*&tL0Kxe2?8Y|<L@VcM$I9Ei)k|HVf&SiU5n@*MAeu=PS$*A`Mc
z6^@sgSSYyI(a1V#*WZ{;UQ<;UF_UnuglK+1NIhA&X!p0p8dQQ8aTnTgZk|BO%^zJy
zygI(g3(19Ky1NEJmQ4?Eu3Q-Ub0ApZUjaFi1Iv(UKivA+3PYPwqB38zT2~gZw!gew
zvGeIgY&q+m(k+J8nU7AJq9MiE8(WKRg%sN(dT!4K8D4&kcG+rZa#4_W{OYVJ?vdP5
zj6Bk}!TeSmFwFrpoOe~?oz=t7wdt3HQEbJn;9HOu>G?!q(^qhT^zE{>qGe2+IW~<e
zg>1WW2X8HC)oNwkR4QE4%0^<KM>nIQA_P0WN@?YR;m)SyruW5o!b7@jZi%YQb>rK2
zVVX^TJyd+IPorG%GwWA`y7xjLVJP(lI}$fJ)e##p^>pSl{Je1fA^b<phq7Qh#dQRq
zmz|8YQ&+#>_C8Q0r3AX#BlR9m>MZ95tVPERXm?8R?YE!#RuB+~dxC3fqlAX<1-|H8
z^Ekd<J8_x4p?vEJ(NhK3nT&Yj#>MkbMHaHq(#EQqq<w&dZBZ|OV5m%;<L_+^qVGVu
z?$}*y&vj|1XltNZ+~pq@pAnBFsX(gd6n({Nd0`&}=T7#3UxKR`^cf#M=Wg1X18`4^
z63Pk>xTQy1AcR0tt8D{+wYb2}3zVx=Z2l-dR=rMjRQugq&{~F1)H`5q$VqG-uB5@=
z@SN`U(}uA%pvBjUKwj=Fn3lM0-iObfY9br|qeF7%W9xedPMohZq#aBav|=)ABC9gu
z4j)gi*EPO|GVh8HNG|bDwi0UXXFTdCX{Qc&D&?EvgyBLC{5_yO+@Z+LXLC?Ba!#!z
zseY8Pm8XUS?`+^8;yd}e6QVLuM^80d<*hTjT=rzU=lyN15;;f4DdwD1-OkIW&L}IK
zHj$XvNMOVTe|A$)O%IU)znc|PnHP<DEqW?pW1}Esi6}KFl`2(KG*Kf+%m55J00moD
zfbUFMYBe(Mhp)mcZrwSp4ZqA$P*{DEmvMWD@VL<A0J~+WRj*BNqG2J`eqw|JFWZPO
zu{6lP8uQB%Wl{P+FIH}H0cfgz42;~|D?d$^V;yU%H*+(F;+Z!CS0Bc3!D(6iE<#MD
zkodwKba5N7CW>n);vX1H5*2`b{W&nluSu67_Nx39R3$BhZQxq;AHrk%*>P#d7+phr
z72BX_cfx&K%rOFtQ+SX6z}Wf>C}oSQcn|6!H1o5pkOxK5@SpluI5b~>kN{9rdK|>!
zVf{^Nqb8f3^}|Gin@#N}d3Rj)k)<=7PRQ3~`(Cyq);60Lp|Ko}b*nm6x4&J^DXxow
z3*{E(Zdy{81AkvG_!E}*n%D!B&O3v_7Q0*hg~+G+v+{f1uT~!_!`wfiy5^K=A<Y(t
zSLq=-dR(>9dPyVqIzoa|)g<xr9$_4lV~KbtHB48j>a~*{K?<Yz@lAhVc+!DuPWa!1
z$k{{~>y4LRQFJC#*NyGnEw8*3-=unDlZQw0;!VzG^5crH2OJk2?-mQM9}?s|7cQ`~
z>w8J%A!cey=-<`u5*EBfl-D}_Ch^n_vK9t8>ndatWv8vMuRnZSv*xcqwBvPmi6#-K
z(wW0WCMs-r`2-yOLcC(1hV%9^_$<TSGYQR4B~LEJAQ!l~=s{xC0Tg{se*dA;=UP7T
zn3I~&eV~GnZJCZvCO#>aD;7dJ0Co{keC5TkWdt?kMM61u$&D^U6(nL_<<CJnzrYkD
z=}i`h?D&Cw>gYm4mAA9EfL^QyGjt;)Ut3*Q3pu&D(DdF9@VCR;7<pn|;4)#+pLEL?
z&O<?G&kfw3E!kIBN$M65IGbWdlMJ#68>NSZY~@3diN(N}mK*)4{P)6s_yq^$fUA(O
z#CO%s%^RY|(u67xG_uCpNBQ6f#NT&qfh?qCDZy2Imco~6wSZXb!)Fqk$w^>-I9zz%
z(4k&x{*s_OlqLgwZ&|1nPkqHYqHPHj?&PG0APNvt_fuupvp993e^FK$GA%!q^hz~P
zAC4Jz374ovN2j1v>b>>VDoYid+^}rK-eHpP)nJ13HZ2ONh0lle>C^cZw|6!5ybe~r
z&(}+t>}P9y9ZP_#4n?ciC=fa}EMO=$FGS$&I*ugfZYGnIA{}iOt|+udU)Kr>==x18
zxkpKf$#mgF4<+pR{Ou~paPMJ}kX{$Ll~#<P?Zq)WApAL<P5`}Fp6eO|5rR?jfUK#|
zoR7hq4i<pB`MGJze*uc}h3uq5L~4yOS!wE@?S?$a6M_mNlOc}gppAJ5lfLtZ1JIRb
z_LUd$vXyOCRVzdMjNhd(Bd`zk%PxKw+=+R7DbU=^N=0$J3SlHGVGc0R8}*^w`4D*8
zJ4H6dL6cAjiLs$^W`W1!&<=+-o8&h{HZR|QRGvRJWwvkfWWvdG5@Gp({lRiQ;%K^W
z_I3YQeYaRp{$sRs3N8LT<G~cD<Ac)=4B*|%@F8#fp>aF-N~V{)(=nSG=kCvxx#(jA
zrt#q(-bqO4j!TKMiOq1Fq@rM6a>`{$>f+$}ZRf#DoWY;1yp<19wk+3|_r#1-joo;9
zrc@5HlCmvT+X*^$>@lWOUejVGWv7zICO@b+z^=(OL;^Vps<N_?)ypT+uRTmHRxmN5
znr+mg9J-5+{!1lB0VpxYWV$iy6T3TZMVH{3kj)9DQ2XeoQ!ypBzVnwPA^c@figm~y
z!<r#mT1v|UwRLRvcsOX;Zs-TbENCDvx_;Nt{H^K=x=LJ;;pE|Q_UPRo7|&sf-nwhQ
z^}_;=!2j(t?Y|U)|79oGpIsqp-g$Fq&vw9+g}gpP`R_uuq9II1#PhC5BQd({a93po
zXYs<dno+L%-LnoyY`5Gxr6uXn1qG>}{D`02<h18SrmVwjfvF+ZR2j#cC!y1N*dM1d
z6mc(`i!|*OHonZ8Bt*d%u`0EUfHS_214j%TNo%-AO&IgDXj46T@B0=^$#-o=>$&-z
z+{JjYC(MaEZ}kXx0)pbc3T!V?4FFJ`_-h3ymBr)a7H{>I$gCvKd)XIsy(;24w&85s
znDiO+Y=Q^SU}qa?H86p>0K8JqsUNF~!u1W4Sm;^QBeLU-=ynWOjet*&p38!zk}Fyi
z4(@Z6bFwVSk22ScS18OPXz)z&R^;Q41S^TIFBJ(dmeK%Q>U=oe^rnnPQp&1BW_P0W
zb^A&bGjX0sGKRgy-F<*L784Vw;U_MYS<E@&Wu71y;B;eHOgJ)kZdzaFO_k}6{eWWw
z5Vl1p`@$4wN9$kb>RY+if<ySW^r=!xMEq1N>|ckcsR!b);WC}15RHT!i8clMuvYB%
z{oKg$UTb<i5X5s|FnfoFc*e!B8sBZ6*4GoBHfcapN8=e)r(D93==jCdjO?2D-#COY
z@k;56y|-Qzu$-*HpslZH8>95Ud7iFlS-{_ezeFK|_T{IDQ5sGs+RuRsQYfBX@!G8^
znebgHq3-7Sw+hUJ_!S0Qoj`h%B7A4t=M<K<Q&)5B8Ou-$M&kCuyes-*CO5|7IBW&c
zx0?VPJ?J@zqA-B`TsrUvX7?E|T=>ly_<fopU_q0{%bo0%E3ZL;@p|2bx-BYcni>}Q
z<wI8sI0O49_Q+2i_VR-@dC3$9azV#?#2fkCh_w1U0tW^*qq{`9Oqfx(acIMUosIb^
zaMa5J9b^jw(K>=z<o%(ZcTRbg&ok^r+{>)O4UeiYTmA>H#_AtiSeUn+M`xumKX^Rp
z5_SZR(Sg};S)l{%P^>--fD3X4LvmFEtt(ED7FWO}Io|_@P5ic?XhFjnvKlobgpV=2
zZ?(MeRjYnEu(TB-a^I2WH5LBXP5iG|3_1DZ@A80y;hu#rG#ST%;Q~{G>v4)8m$`lZ
z8$NjzO{(MJ8-wvTn7l`iGc)XJeLjWq`uysC!cZJQ+dIeH$z;>VV#%UOl=A+Ny78{y
zKfO`z^M@4wgEtzox(L8h*xEAd%m)y3?F?%WMnUk`;GK>1&V*GI))}TG*#@`dt}fG!
z!?q9;umz`8JO|gDrHWcXT*#akaf;<02F43}HZrHN+;K~-4=sNsgqnd{XRDw?f$L4z
zd+hlEHUjhEJ#UG`8rv{Wt~Xq-;ihmaQyp?PWKbUE%c&qJRLRiL<q}KDloYr3wm3|q
zv$$Uv0cxRV8Y<tRzwN@6-k`vx@pW{Kwbx>1%#?)~i@`ei3tR@^uDKwf^{rtIO;7|v
z&KOiqcsbr5d+4yh{vgHdx&nm;p{8SZ$E;5bd}uL%x>T|EPza2Ch5`YT@q3_sL%^hU
zY{|(VV8<7oFM+EqsIOz?9Ee%RQ&DMS%wNDY4a`E9(Crh}V(JXHxHu}f!S|<@KmNd|
zUOP0A4q1O*$i7ulBSWTTCa(>ehn!QL6knX%UE$@Y6hQ!o^pJN8*e5mz_@T!xk?rA=
z^ocTLnqM#h6t3rhV|v)njh34MyiO?Kbw2xVz0Q;dU@Lt=R()N}tEzVd-AqoJbif4n
zY(4{uS%UTJ{w8W7_R{Wz;Yl9E8R*G&?~p$Rd#osKpO|s!OyfYsBxIkSy@z}k`Ps-d
z{8x&(I%yuJ!=}K!7w5?kP?#65^UC?2D`SMzJ?v3iTtX3AckkLO_X2KgH|UcQl<2Ff
zC!6fc@7o_zdo9NhwOxPmVoA)y^de!aUUP9qN%jCcCT&CSsb0WDN|eY4F0YSu!eTq(
zxf6Pw;hBwoqJ#LlQq}`lrA1k^X=is`j*hc?3c!_dK+nt*=>I~nR*sWgpTU{pk1zeX
zqb`}X!qZKKuwLt27m|oc*D+#&UgES(NZbR*j_lb4rmyn=h?*CVAAr-LiZi)UB@Mzy
zoUVWipHW7!(20UrHl6H43O&T#J6oYh^f+V-a7guzJ+@(OZczKYvpJx_Y@|Tba}RkG
zz44r>&kHa+3?745UOzCjin40#a3P(uWk75J8qd!y$oH~7v7c*^5m(nN9WDr8O$9|`
zyjI@fP`d4lff1#!eZvIkZ~9$bfGePAQV^Xf3gPmu`#9<V4lQZ}B|;T<*)%jO$nttl
z|5dPb>F)ztu7Z<5RpU~l3i2wM-5cTE+$uso|EZZZ%X=`l_<0el?m<L_-4g5mYG}$g
z2#+4;s904p7;A|(_cSXlIL1O>on7|8EXdkv9osf7X%RX&m2KcPaEt5NZLIlgu$LQp
z4EssI5;4zN$b9WjwwcI^%yX+<dmh25-KrI<WlDF{nS-Zz(AisVmawtDBAKs<pk@8b
z4LX-(ZdU5`hs^3cV|f=J=Q5IU%U%lWIxbTx`7oT=kpacjD8lGf>(UTwEWbzMPCqqd
zwiz@L9g#pmU33~b1nhmmk-D*max;LyS<td6NPu{Z4439}1KGd$s0@UVWy~KKHZ<pO
z8SZyqC}$R3oz!I1+T5Gk0ClegJJ|<C7S^@_>E66ibR*6of0era0<>@Un|JX?t($9M
z<?J*Y1zEK**}efWFDqhI-}~AtKBW3a`=)T~qI5lhv;8dgb&RC^UAosX5o1y(uWp#T
zX+O2Wk@OoeBb^oIo#_V@39Dnx)R7Q<v({s65lamR7dfEU>vy&E7iz*?b$yt|Bm5Wo
zr8RY)c8p+ulGO+Bx8m2x4RU&?z+Fe=6J7#h2FBgh=zes+P7q3I4PZ(Z?l0B@+o-7q
z_W`SHz^?DL{=hhzJ^F!h1I~c5O*C1A(prjmH|$jT7bFk_Pv~@yOWv37T6*mwqH%Uc
zZT)=H#lp<3`TV0C_h*V^32VXwmG;}zr5oq8L4UnC{^GD>_TKLti?#7)NtI7o$`cs-
z{p_j62<Pc}4GT?>u&4BlLtGqMV78?XHd%XQJ+4eX01{_{K~AyFWAlP0V#`jw;TLsL
zAhzW<?4Q9pS?U#ISCkB`<hi;@3Ry*dHQtVB*(>6!CDc|<k+A`=HLOYc2Zq}Z3=u?7
z=h+uz@dEEy>Ypww&mRu$L{RKM&^xqn!V36zlv*7TNJ}*PO_g|M$DTGeU-xBpm(%>(
z`<0ni3sa&t&sVtkAIuYott)6p(|)uUy;Q}HA@4%omOrqKw()A@7@r?|9ra>jhamR*
z=k>RtR~8KN2M)-OwFz6dhzW5k6Y196Z9WeOnCv+M2pq*}f9XX351;=RO&ftb)cV3p
zQnBWfk|)gCiEaW*9Y%NdlOjU7-*FYukLxPu=IZ%QzVe_rD+Z_e3RM^Ihf8-RurxVl
zihp{%QP%1}Gf4B<)a-elOY&Rnw><3Z#{06lMV3bVnlgc$inBwy&vx<aBd^Od(!TqM
z!_?rRLUyfX%8FiaoMp5?F34E!a78-D2+a4qL(S)~?HY6JNpri}XmlGIr+VD!lKW<F
z!K9&)f~%Q$L!ZMA5ACOq!dNfPsEXy&e8tj;vE2NnMxDehCvfd5^4X_Cd+V4#-Rok#
z+zfN;IS4!XR!FJdb^#>D3<-4W_P1-_#Js-Q!XV*>FdRrR&5QQ6$JiQLBVQj=#fe>S
zyal)6sHdYn6{UGL&Q-(}^d+b_9Mzv4xF#Be$(n#TzzGDP{i(sOBEjYHPIv{GwLA}S
zx6jv~c{qMCnXL<vRqfIAWs}7fzlq_N)#SOD4|y*r^0e0QLup`_^i>)8g#zIL;f=>B
z=T(oI*CMRGJ7t(3dosU}=B$75bK)R?xU~si%8_<>gNdYjHG{>S@WJ`OQ<+Lk*r`>{
zKXT#ND(Fmf%*resz_`(E3@6_q0>x^7y3FO6E69AK57lozKBAulEk5{LDpt0mDz81w
z9IhAEqx(`hk6V{=KTo`yk+@K2KQNRlG$qaG79xDKVtfm_7=QlqnD)V`nnC|=YPMyv
zXyvFK_s)y5VZT`ej!`!ExSOzt_Fz$2gUg+wPBf`FG1_0m6@7yhIq_Ia&QNz&YujR2
z7q%a{4mqY8ZQ6eb>VP8Uk3koN8*@l9*pi0KaI;%De>QT|obO>lT0OcG#J|YPGWTdL
zfN?F;xt33YPen#wzkc|BDZ-UAgNGx2$FD79?PNz{PVK;2;_ir-bCyNiV}y5{l^of*
zVOw;cuTPAXa`l*vGv%8xiTf7Xm3fZ$tIPfFEzt?$;gNOeC(V$@1L}|-@Y1A`fPmt9
zG|K#E(*YpxDFaEsM3MrUFSPb{n;xGL<B;v~BxT2I@Jx?LJEO21{emwj;1$wJGfrzb
zN-2Y6u6f7Ko#Ko|I*>tn%#%bP^6N3HFZ<P%N9sLq^e3mAab{Ix-Of<Yx2{#YtZW8#
z)EMU#D#r{vt@U!N7yRK-mv<+b_$g2>Xexjt*@%FSRx{MQHvkAtKd?OLhCPTtwdliL
zroi}MlrK7FP8%3|cQXg_y)+xovYMtrKl8o6c-Yd;jyGd6;M%0P^8tiW!s~h13aI=f
zoE~KKTN)@2X4PCak~*keJ68K*AaNlyv5RwOml(0vSNa}%2Djy{+#k+#NZz4QP-;*d
z=be5SrcU1kg~-+RYwn7m+n;PpB(d*8_l>}H)SFw6+(MsVV(O0i0!tP%fPQz-0uzt~
zSm(`#%s+>O-{Z1?$D?EorRp8$+eb30B9OffEBrmNVRY#^w8uqjzw!(G;o_7ys7)j*
zGS>plGwRe^$e&?89lS=Ub8V=auHj-RfKx3q``gmW7^6t|S<q~s&`~VzeIo6vD1EA;
z()v?`$}7>&$&e5c<)M7P0|HzMkF`h`Z`cLg_^-E()h|-){n{?)yMeBuEOS+Lcv>X!
z!9&V>d5{)4K+6xAJp%@%{`D|73~A>AxVV@qYKHcfxgi+}r)Dl&9BzHjA<fYY!Tdwo
ztcyt|@}vAaqHVFYnW0%S5h;<=cUdSvO!Ex$j_17Ey1L!ENqlDgG%ommO#(ZS54sVa
zH!_Z|8maB#;lN`-6BX&@5ni@k$D0q*3g-VTv&33J4kb1LH=+-+U9su-N2=K9i&s-H
zbz0Sp#h%M61mulTU^(c+?bI>uo#O_PRrJQG{#3_^{H!nGm;~-97pGIav$&LirAGnG
zs#<;Gkt`Dwef=|o!31$Ix3x3(?Ttpdy80@=0S@E2^N~Cp4Nx64dSGoCDs%Q1;U>|e
zt1xrdFUgj9^WRfVEor#LZO2&<nY6$^yj&4+*;R9h*w9U<b^KU=-0zfNKrd>jcxT+s
ziHbw&YI918txHyv)M293Oa1lhBC89dvMe{a$|%?IapbMiP9Yl<J;A%tEtxO1<$_;(
zoew|?HC1xh@-ks~t6c6h@4uK$#M6N#(*W`Ll?@qwmCH!irx!)>HU%4kdNzx;RW%>d
z9Okf`>6ZY*-%<tV-5A-p2sKk5y)O_acex_h%Q`%k5480#{HnAJd>ZmC^vpt?u51U@
zOJiwvYQ0eo&k8)E39E6+NHZ>kjx)xGRbd=O&Y#p|OkF6Oh(Jr1nt+7(Us(-r^`oiL
zhu(^>FQNAG5>0FT8|0Iq;QiSJ&Aq0j0dS_y-+cTG;>Y_zDDN%M$<dWwg_m^x4~$pl
zWwRVU)+jkU+%1kimo(yhl8XuO`(Q&kz2N;8@9(F*>X34$8THOBx}B>60X@>7Nxq)O
z*HaNhc+2;0BbzGBG>y{5snu6fB8posSWmIv*_rOGPJiij7Ic3D_>2e4OH<?}|Bbem
zN)AkN*UC%ShEeazzT<zd4VuJjC{~LX*xM%a|FYOX@S8wW6j%(+Aitqx(vfG%qpY5q
z6{hBCFg7BOc$_NBTba2d=Jv>T?rym4v4!<1L+k(*`I*bg2g)r&I(vjl|5a8xEh4VX
zn+-ke*f;}ZTdQcjzID?c843c}+6-6NPJ1YP@Ii`2f^+y{(ygrvtWyV2j7xRGh~4=L
z4_(*X=e6$%iNC(j&q(t(t$&jcO1#;sKm4NM@wqx}#(r{%VzyQ4#UuV~gM>{Hm$;?1
zzyb7x6{oXu>fLz#-dagPd*W+Dm?vP5Ep}mc-qJ7UX;Pj5TonbwNq19Zjs)coj4m8B
zLhvZpnL_8dH`^pY#{kwfDna$o@R|aH`*-L-W#&FFl%`fR;Xzu?qS)Lb<RTw@fn?~K
zn0e);ilsj#A*A~b6q)NKQzV_@=CP&eUAU6H`{|2&gqsXXft=rm5;ZVQqZD77K?1~W
zGD{iKM-~VoW{3jUv{(AvE7~gq4{ZknSb!~`;m?4;#_?I~L3i@5T?Omj&yb)vxB2vX
zCFD2JkSP#kuPb|21FQr(1Os93#bNZhR@|=?E||MDYwmFtRD29W%JZ#DzzJkl&)27T
z=V$^UBCkAY;ej^jy9@*yvI77<XTG(~y~9|2_s{^u<0u-cb`NsjdVO5%l>LTzsWm=~
z_ndR)VvF^w9fR7V1)ST3jcgn2SR@4wxuf$!s*i+u0K{P{ErD7m)lH)ZqjtM+(Ot~W
zTRv{*(zk>b1C>=S*m?ik3*}m0-D3i5xohX$&faXR8E>X~nJd8*)aYz2e&2z3N5JCE
z>x=EqGa~E}_bU^36h3FE*U%Kd!QAhcTSx+$F;es`G1z*VGuE^3-d7JY?xXd5F{a=w
zn9f~l1?Mh;bj<<Qp&mf@A@AK{?K{W{B|YqoWtw6|-85u??%iQWDxW-njAf6&l!LAm
zy&s;Wt^j?b|JNDrUo+$Xakl$^7#_d=Xgb3q<S-lp395gU5UGA@@dLwE0Khtsgy5fq
zGy@>(^o4IWRY_&|F2e;WoL(rUo7cXFStY7`t#Ox>aBPmyF^Q003o%16=@DOD<C{Za
zf%l7ys7|2xJwv$t{h!5TXSCNnwF-=cN2ws*Hv!ZQGMtNvXJL&4ImfBNnfHsrMuF?G
zk^)>UmPBA}$OkkTq=i2Pu(`KY0Gs<1NQMI>#%qLbfvzrrTIWxZ{l~+|sir8!j`^7k
zH>JKCq}7LPj32yh^GJd0sdVB~;mB&KFvo6&KucKb_i_eOH?EdL6(*IaRsKURyoxZ`
zV>jl5u`odteg+&Rw{WGd;$R=G_(Cg|*&MCL_?$d=SJv%V?Bsf$8^~yg4@#_auGULd
zrYCh8Adl9HG{LA82RqJPhm|E&@}7P=-*Ywr%5(o;&Oz;|Cq4{8lN92heG}}^*IAM3
zi~HzMtZqILSr~1}S5v1-$sTVhOn=>`{ls-NkkFZHLN_q{@;!Y|_KVYU&-C;n*Y?_!
z%CDDLIL<S3U1ZMq9<WXz8qdoyK#u5tG#M!{H50?TPfOek2{+j94CJ!o{((`>f5*bi
zB&r`#L{?+W7skG5(%Xw!yl<O$m6+N}LL0EQ=?-)ZI(5C$d8MJ&oINi73?n5hOic#E
z-7fq^q7uBYB3Kpn@aw#*@u57*N@-h9ppHy?<oo2zt}=79WKpw+X@u~O;j_Ao&fLjb
z9zXeFu1A)$<n@r!hq051oCL?H2cO*G2_g@)G-fi(L?B4na)yiR7EMT8*n-@zyj76n
z<@`c}Am1vOdG`^ej~By87C`qoxf2-r3UGtAxL>Q6Oy>=ItNlhwO&dA+{fW4&>AC53
zgylDz+lp)3ABJVYmO<#--V76v%QFD<C$Bc>L%n#O9*t64vcAh}ZYt=C7p<?itYp{T
z(1BcO?&OE@OdD$9y?`naP{=VsZ2bsd2hfHAc|@RtUW)3T%DyjmSuyih?p>(AUAQjd
zlTh_Wn5o{Ki&QH@f?3^uyRJbV2dW%tsEuN|00EP(XM2D%pfZ~1anE8bEA3N4&2R6o
z24vzV{DDa)6+vKJ@HUDq=+|G9`}IL-Qe)e=B7FuJ?O&iCdP{uDlGq74*n}<U#SB1N
z?9wj=0dzS)tDihy>m;dun60bC5#&2U_yC0i<ZqxRYRANOisCBJTbmmh77+_gBg{AM
z8m%<=_+=wqGaE94;_od??^$2K`7_o%0&8-CeM%j2gP61rj>$Jq?^wLHF3DMEH~nPN
z1C^*SwqQTz1cuSVo&sIPC*;es4<ih3x9wYYy-!OjeK!OCfl+{t+0yi16er<VlBJOn
z+E5XFoHbf2ygKS+^Wy$-<sI!ePibC9-FPeaGKv?e4gt;s%vl2WJ%0}p@D|VnR!FUt
z5iDN4=xBn|3lFUV36asB#l_iGid}&~hGa;l85_@~NcwPgaQ6K@^M3Gu$y9m2iqWs%
zgG+P2k0OS5Kk$pQx9UBMan3PVN0<j9SYiMy8IyHvhta~fAOf>tV0TZA-kHKEgKA|`
ztlhEBq2>oup-xOJ0D;w|>V)C8o2O>EK->qu%I%&(lE1UnQj>K13pXbHA*UTq+pxEC
zZhQ7o<qiN<jKzC)PZ()2r<m1G9V<I*GlWM~basC~KEr;vIp`Q`6tYhOYRUQaVvm1&
zXoz{%kvsu)0z#hOwNw5=|4lkwCqrRfdB#u;ERvyPfD4f-#}HkhJ8A9*h7t6)hu7*~
ze=4Zq3GNRS&ZB&tPwkF#zsY}cUdu&+lG)kTI?(11vvhiygM1Iet|5sJ$Z9EqiYsj7
zjW?A?6v0&MO^Vge%j)~AUZq<}JLc|V$4*c`*`sthPu#RB&Ee#nn79!x`-sh>a(CB#
zL2V$}l%p{%Bkd!-l<VF7wJ^O!NtwdI?z_hlO(~!xC!TdZ&gDW!u9)mW<|ban)AjbN
z?oR&P#U`SxZ0k0bXY7MJ&Nq!)Ic%1LXY?K}fN%H&e&~eR3?z_`iBAH^>%Wo?`YTiD
zmLS)ZUSDmyJ{GiBW!M5Z^e>ua>Zh>*$n=YL(lO$x91;^=;FMFR7WiD+PNL&z9>gQq
z^Ti}t9>uHOv>-TqWd_XCLasb|;a)NeS6a=5Ju2K$)H;#r=U&Yj>?CtkU1w`KWNhl&
z%6TJYWzu5T?z~$x#{NFr7@5`3!yV~}4yBTKwXd+0OKFEBcbfb4^?~{xw$%l8%tC`$
zCvAxeXHpa5y4+!TDCLckP0wT`IS_gOBJ;;0j*Y>0wP0*@+T6eoemAqA-^5Gx*R!wx
z_5c`Na)1u9U#N+oHX>lVjPEi$v>B08_ex=}aL7{)CJ!1TaC8T+028$}PE$-}VCa7*
z+H@fiDxfNa67eZ#<Mm7xIZmtML^i2UTGndT%s4wqGD7e#uOP8j<@*t^D_FYp9gzp*
zoo@OqM}r=A#i0tkU&<;xoYXiTzgKH6EJ&+SThq+hREmcJgP2rbf}nh@-Wk<u(P7Y>
zBF9#^R>Eo+-_8@<?ASR1X5N$+&E6B=eqacbZ@9W_Ib+JU3X`w+Fz&Cc#^+qsf!~B^
z3g7S?Esa`vQ=aE3Y@Ay07hU@k1Mye?ggnS<>CL;R9+^Pjk>9~v;(16%(Qi~f3C&b5
zS!Wy5`<o8_r_TCMh1QcTDF~pj994nk1$NSbiSp31=qv((pzdmh*Uwm@Z}4_nv(B#q
zvDGi$f_Cy|Trx%V!JFhk>qBWr@+rfz&ZD}L;M_suI6L~!lttZMHW@cC8oo7enrx|z
z!k(Jpf7(4y;QRgB|I;`8uha^;%f!G$2l2fD1dUrMI1V4nAUXT`SHKkgQwkygbgjH<
zKbm;hS9}b#6L41lspon#bj+olSYVDKQa-9TtiJ5A`}5Jp2iCQ@TDP*ham9nq(atcA
zgwBv`oeXI^voGgLbDKb*mCQbZ5=`yP)J=Pj@ouCd%$*{>J-B#>FQQ{JJP#)&^XFX7
zf0zjW`xN7U_4R*|DF3%u1AoE37-$$Sw3C|k2PuAoeY-Qz=F46T<ji46DaK=l7>0d6
zsdW(B4gf?eHsM8rB|@M20CTxAvex5a-t3)y4GMaaVKc@zO1QKKThs~1;!j3*E^Nk=
zuVCf@i*sQ+)3^g5YN#yWSeH79gH%Y}(?$?NV*S-KB~RAq%0e(!nijD9hkP_3EqFL7
zsQk)*elQ!7bei7(uxKI#W6ipr)y(=^h@Xs|G?qQ1hUyK4f8vyrD;_CTHausRf@K;4
zjfU({EJRmZ4!JS<mJ&qjT-!<p!vXZ?89;x0l;)J0B)!T!7)RQ3;Q{Ll9ykS4c4nLZ
zg|-|ZY|KAD(Z5xXaep`9&S%!6wzn#*@nyEIT_Yw`;({jog_anLkbimO)OjT@fK-MR
z`!*RI1Q-s6GGy0`5Ir;+1k~4%f5N%_*%nTCIYU2jOt;Q^T!4onv0);`Xm>tV#ku{r
zPX=~^$&2Hx7*>#71IlrKQsm1%w|{E=eyMV^*^aBl=w%ft@rF^Et_1BcPS7#*D<10L
z^uy|0ncYRVk+KPE7RqzcR~WDgf4Ms%)<6HWq8Oen@t;(26!5uK{_foiBKDN3ijc|c
z9Vr@Ps(%M%yM7Dz8?Bb%X@G@iRM)i&twOSEol5hbX4bwSw$Oil%RGX)>&+atxS01?
zc6JPRcy!vn)|<|Y#0*aOinV_8x#@S-d_mrg$@9Hs4XQz2^LIi+TNC6?aRQHLm<Er~
z?baXN>s<B_7y~>G$Nd&V|Bfo{#qT)30o*uJx}TI(La0H?o|fjz6hgTmnUjJa^|z{1
zjxFb_nkS_X`1t{BCqv|u5f_dW!U^~N`!zpl3!LQdv;{n(_oP3mVFQE?0wwe7FAtgm
zUtqj)s>6XkRX1cnF@E$Q?y0>g{geXDI9y>2dO51x**gj2?Ne!R><~Ho_ssA&xdG$&
zai+hJCx;J9Ql09F7k;F<WwxRB|0v@Ad-VMuMcz6WXTWk35X<Md$0~QnxJd^<9K<n+
zLafXV?bh0u2i#~06i}LZxekg}#qpMLcZpfpLn?`Z7mvrCRa6mrn-Yc<^%PLj4rNOv
zuMD$F9H~Lt2~wj?#9V+FjulIlw;ks|E`J7GO<7Bq3H;dIb~&H}>;vF5SE(7<a3y;Y
zFNI&9Q*3IAYSreIaximrI`ZvFd>>*EMO-M8wy9mb&#KxOb-GYAf!Hr>RqT+ImcX@M
z3nNs;fjAU=M{H?%D3_AByG4mTEdTiJab2>1PQL5yP8%D}wrrBNfbUB}7^d)#-6`$4
z$f;&H1;qs{(LIx|wA84p+B8JsvzS>^vBxp=j>W;I5BZqQO6=nOL%K65cG*eQXFS54
zv=PVGAWCC9&PiNT&r9E)Rz3c3?^ULP`lx?bzVo7oGQ}MqoPF8Qm$`F@>|j&l3Il>b
zZfXwCkf-43fyeDm;V*#G6%!*YT;U@Yh;Ok3p`!V5U)b4fNguwI7l&G6Yy*h<Q*Mc}
zQ1yxsoitY`f(O@1!!(Xrs|zjnx$(9r;4U5vLEI9P8S4}jRS)bIZ2}KpvOjt+BrGG`
z;Sq&P-mpkBm89S45et=wTO_#RR`MeYfh$y#+#IN@>T=D0ye-V+FG=4d;}+Vx=sI$2
z!*;l&J4#+JS$R4-ttc@v(HCalu7DLG3oa>&qT>P+pk%5>%DtZ)>u-u^wiVN@j1Huk
zvR8t?L=pG*V|ZwiFW#|NSvdPzeZY={DU6S-h+UcNa5}$sh`lVpyp=ceNaIyQ<8K2N
z_=j{Xm+cTT{+n8>t!;KG<}TVQHiRx;0~1~~=zcyF_3;*k7nR^=e)h%aX032nh7s}8
zs65-#N4hSqe2qAiX09yA=dWvY|3-z`^h&M}gM(t0d!He!Jc(O-JmUa6D6i|K(g(&V
z&iXGV%+9nC+3-w{fbp4%m^uT)X&F0w?~VKRArct}Mp|O-OQ0K@u>#3rqa0bIMJu;h
za<fZXO3;U}eIs5tIel(+=K<!D%EX8KvhK8Xmk$rhrZr#3l=PYu&t6HCU)vP%Da+j4
z?9bZNa!r*us7x}QIzgxy7E>Z47i<KZA6d*k-fyVgh;xZ^=;X5}%@wn@*C+;jazjt%
z=Xfs_Fq)kSLDU%D|3<t?3`&%A4WCh|e)K*tFl#Y%e11UeJ3q#+pH)+9u_Dd%0L!=S
zTJ!Zf_9o;Z3|&)oSe(4gpTEO;>RImpEIy@r%vrAN_QP*7X4dnk^Ckx=#I6#|Ljh;s
zpH*ZN^zB@N5Yc^uS<`F$9*e64^3<O3>4EnzN94b0cq<g)`4GB2a<jJx&rF5&eruTa
z+Cg4kmTe7)cxq!fhwdnyx*yz(O%(+@WX^a8D|g->H&r%0>u^A-;#AGJg+48*R`P5x
z0aqnU;>&UNFg+4~gx6ijD23tw(SyXuI2*+YEFQnE>wHt(j-Mv+E+2fPgeM-~>~2|y
z=(SGrPAI9R3(!y87)eO+_J04)+^IdxwJ&n-C4BwyaSE|rXd5*LyrYBDs70yS-ezQl
z5Gc{reHrhy%J=N@+R|N2z9&C-JCKUboqX-g7zf2f9FROP^-SLG-urUb%{JxIcOU;a
zi3a34;M(Ii!X3IVmCq%bgj0wW{*9A$ohHA|iruBUt~vx)eNTZsK<$JzBtLr#AyKfM
zU|VS7vB}eGV;^-({50BtyDguXu)lEqESVFI<zZ9(DnTxGz}6Jh{$4afh{5$>wOU-!
zj;M9%2L{fpn|doE@FVrrtJswt>e+{59|dwio_>x$n{+Q((q9usb#kuMialJFFJ$uz
zy;|gLKFcY;vQiueQao=qU9{@}WYo!QU4bi?=#WE0=~fq?2UjWlG@MFau_PNn1XcYu
z|1l+khE9@I=#*TbVPS?Hh#kmL6u|a3zESiHN9Eb$Z!roKm^mAB0FL37AR;^>-tIK~
z$>Hn>?NT4G_{88!;d(WQ!L8C$ZNZ`*l>c<%thV0esN1@mtt%*R4L0(%fG^ZI7<LCG
z$I=M18a=)jI}vN!*-Pjc%hV)&4pr<&ewepmZ8c)qPfkyh<VdL=PmS=@`5rv^?uG%k
zq(dZtGV7W77p}h<CBG1!5i`!D7W+mB!z0>2?tQ)cRnsDb#KM)=VuL(j<lCEJ32JBI
zwOCQ;|LN{LgPPE?I39?AfPh%&MF=PzgwUHH0x=*xl+dJz5RoQLx=2tU;G>HYkj|4P
z9Sl5r@1gf12!sFufjo@3ac1AnTi<@z+1*e3>CW6Q_s-liXYM)Ye|`s;?<YSAn@x#3
zHvfgzz3?{Ihs0atR_@M#&+T^9<RP3atg-N~(yFuCInO$FJ?2Ap-yV+m4g!36E)&cK
znk5O<N<+mQuBX29UURQ!K)R;LHGiJWL4OvGf~;TL9$?Gy9{e;^_zlY|yn4m5YiPFp
z(6rTrm_@lameF{>$+Q^98b38lKbj4DrR573PBX@^U<5BMDG1rF6>d4>#$f`L#W?NE
zvn@x=6&_|Y>5t0}f*{T|P_qw}l6|pno+qg5cbLV(`{6j}hUy07D)p9_G>r){UbHK}
ziWpKDkY<t8!D_JD<h{D`ItSSYK{X!7QHkYpD@E>z*gcoLpe9DhPl-ZpyeWvhQZa2K
zY#w{<$oQVj)>aJQ$d#m#Gdo*4(N%t*q3Wht1~l1JfQ%!E8*e+NZ<5{JDRV%BIHjTV
z(Iyeo@eBdOWZR%5mqL(bvigrleObR+SF~Pj6?>JfsBB&U5lFIHV#M>0kQ~Wq(&^m<
zz1oNC&nP=y^a~Hk5JNS?mDHa%Zsf1>QnVJi)#>{@!S*4w4Qa`2jBqO7<5N`1OfuXS
zK5$>*m5xYl`(9*caBnto<9N7*#g?l|UMVClZIC6uq(tili;jRuma#OX+>+oDv4~v}
z9Ex17_Z(oJ28EwMU%|!aD@dn?G#)fB!J_YnE8#e+M^gf8z42S@hi99LrFVbd>TaiR
z;%5NCMkO(z_d<qsGP8}1x;J}5{h9o_S8PuTiu5H$VK}_KX1KKzuYAOzlh?2npysE_
z0=4-|*`jI&%CClje3pFAAp8((p<hxU^n2JEuO)g(j7FJ-L_<kH0fUAI-y(Rrbj_eL
zbN*8Q@Gb50B%I^wy{H0&E$w)gQ8gS{Rht^*-GNFxr*J=#gc~d|#<to4$W^LQ_tZIy
zadAf^JkPN{)mz@%^ZYroV{@t}@I<=?9gAkV+(Y6N4g?zSkhPDE_uNQTo#({CV|iXe
z^Fuq75!;Y*<&kD4qE-NGamf&S>EK}X;t6Y_47=sD)2o@aq}c}U>jwwCQA-ywGXCBt
z!tdDK@#{WG>#sc38Gcxzn>$<|Qu@wabJV$!z3#R&GCiz9<}mcCH>P~WKOEfpZgWw1
zf(5$Zz6{~ZfN);CX3Z}W8AsJ^h?w}V;X3~+Ed4h_Qc;lgK0fP(0M>RFGO~5z8pxX5
z^4NC>=)|LlPbfu@|H@Xd2t@AUcAejW-k6&?uWPz)OO*RN&w3yb*o=rI+z8K!;XVHl
zCRz-2WGob`oYyvZO}*~7Xk$v%&iqWL(CUao2$(Xa!h983n=$n6{kBpk>1H+Tz_xLf
zO4aYzB6iim2hjbpJ}6>P0ns?{RJLC^Q%*5itE3|-vd(Y*Eq+L5N_KJd7FW|r#EwVU
z2X0vg?V&ZD*xowyq?x(XECsCZl?I(mxM&{wTtjUtt+rzdoz&4e`|)H$8g|}x8(|f>
z49;z(k`WD&K^JgR`I`s*C&2}DQZ&tOL#X9|CwOOH)NR<fFG^csz!3U$TZ``Ljv0V5
z2wgKl?mHzXBjXntJuWCOsAi>)<#kRCq59M2OIQKV0@e--wr#1Q{nNgjsvf4;8gPXB
zI;QT)f@fr5dcNO>6M%17WengGK9tv0uEL^xRx+R5>U1`Wcqzyr*g*tIU&6%kL~>KP
zE)gHJ8&BC!l<Ad<$tBJPTJpfVugg0*Dy~h|KFnrhP-C47$>3HByNEOA5RfRza7rvp
zi&8WbWA!qM=n66q{1cr22i$Fj*%_7Vm11w2V2J1iXUcaiU3l;j`=yjw<<82?b=T4k
zfBGvUkGJ!9ehXJ?;1->Fn9U?G0WN0?zK6k<)}UxrRI_KT#XEA~DXD>dUjP){Cgc8l
zW7R5VE5pp2i%JF@MB_1WO^7|q$*E5dNV;gV&wzb7)P@l;wwcYuKmO%AfQ@AE8+ND0
z9eBn}25egm)v@v;q7vaq+ZaF>&B`8n0vAqY2xtKU$OAF{h@1YrGS7n`?jl0{(idr(
zMSH>J$fubntyx6v8UYrLYI6gh$CeXqY6qr?d2tuL@EJ#^LcqSXPTnh*p=Uj6=V23?
zfwzsmIs~$JsSJeH4--u!nmM<vJX+!30Sq$~VI_-FXos?21(F+6TOFtY+^4He4l#hf
z>MFD(orV)(b>&ei|7$KOJx5igsW%qEDvepoZ*94zcvMA=V*E4M1yk;JUq3Jr`*C*b
zo^6w5DBu2B)+*}Kn(p|TOU>I0cm?NcpQKb@fGIxvECic=9C04qdxDbg3{K)YotmA9
zPNf;Zu_-RZ9eoqkS$5KvjGDCn?22~CJK-D#{~pTWHf0rdtiO~X`?}iuBgb5SoNn(o
ztb{ysylDMc^+#3KyS3OSL@l}09uSJgUj218Jy|jG7fxrOOB^`tlB?b2M;Pb4hmqE`
zQ1vR+iWH+&MRn=VxM`jv)M}5~HDWwjwLZ1f7E4u|^0czMKyVCm;4d*a!U*U#$~f*5
z0!CoL3^t)sZan<xj?O}BSFg58cEhuMcR^3afY#4!#VRf<coP_*JJOd^)J_h2uOSgy
ztkP*GuFIw%aCzj*puZ_u5sBmAeM#b5n_Id<bkx(g?KZu`I!S576|<IGto|*uFrIuD
zZuRan`6-Mld0LsLYomJ<$vY&a?3eW}4Og~Lo`4qaz;Z;+KgT#fI01(YWG$>eGE@+e
z)cUSHC<kZ$Qf4u>`ZncZQpMX3?3*-hU&xjbwQm<)V{@acS$bTuH2A%ZHeR46X#jS3
zg}S#zAU?NDxbBQ=!iCs-zg)-tJK$1Jb%XfgvhHtU&ugjYcXt)LL@{KAs9oF5fTfik
z^HVNcy0fXnGW5gpRgCVW{sMg>6E3D{ITO^yVbJ03jk6gu);&sx>0oM;0}U&S+W>*8
zerN3ER^%L7Sd<#?go^C)M#Tg^bkN)5dYVgm`N4<fb;wnkXpH=O3(_q@L7|Up<*>0u
zR36%aSB6ewnJYfzR@qq$;Lrm|WOOE)NJf$L9ryx2rT6k2d4GH((ozfpJyXP6p2DID
zEW<5zp*-;(l}lSmzyiD9d;0y)-#B?BeV4FJbAPt!K@8x4JBW;%jln4Utl$!&HAQ37
zNresQV>zVExBZ)QMXhU#O{{HJVrZ`Y)U@1wsSGI87xjsob}zx>?#y2wKswmS*{g_X
z0;{Y}7^ttWPE|;{_ShkhBB|x`WP>sj(Av$8S{x(z{>F@?S|4+>{h4V*op4_wlfouq
zgq*s(fhB1WWHiS>BOCk1+w!%We36Fn1T6_bTNMz$D}y)QBKwY-5c!qpm*O{^Fa)03
zN__<#3cWamTiw7o^iv<(!aD$m0A+*5F${a|v~B0Q4SZIItGHfnl8%D?TqF^;@b}R>
eKmA1hNT~g%>;D#<{|_AJPhR~0aG&D)%-;aO_`&7?

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-jurafsky-transformers/images/image-17-Attention Mechanism Matrix Multiplication.jpg b/apps/api/app/data/demo_documents/stem-jurafsky-transformers/images/image-17-Attention Mechanism Matrix Multiplication.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..09d76992b63f9a455d9bbd9e44a637d3b5a4d1be
GIT binary patch
literal 20207
zcmeHu2UJtrw)UoXPz32jih$CaN)3v1k)l#UQ;;qoy&D7p=}kaEsnWZ2q$o&LdXvyQ
z(u0%$A^ErG-g}P6bKbe$``#P>|BrFw*pi*By|d<8bA9uh-&`B}89M`<QdLw@1aNQw
z00;aBV8;P@fS8bwh>(Doh=_=UgqW0^hJu`ojGTe`3>6IvBZQTOk(v1%rvUdkc0LYf
zW}eFz_=JST#Ka)n5;9jrqy<F9M84ewhlGTLoQ#~Ff`VRzjhRj4Uw&cV0jG&^uHYr(
z;jja^r*ZI3<6u7k5U`&FIKRArzrS#B@$d-<iHJ!^$-oAcrvO|WJUm={JOToIe6Y1I
z_&tDsnt+;3_$uKUt$Rf5jx-{VW73H^u9dx~)$ZTs6g747Cm}scN6)}`o{O93!bLIh
zOP8-mNXlPVP*hS@QN4Bhj*hOLKFsXCxrL>bwT-ijtDC!rr&qv}z@Xr#A)&Ex&*Bpj
zpT9`T$b6lZos*lF|E9d6vZ}hKwywG5Lu*@mM`zc-;Lz~M=;txS?A-jq;?nZUmsRA>
z*WJDS1JvQsH@k2EyuX<R{{J__ez5B_XcsO%J{~^NH@k3f-N6IzG(G{FFd_9-Euwpl
zXV^s^6VqIaNiTa(!Xc`?O>64ZPkNS9Z1z0zn`ysT_H%~$|67**YS?dfApmkb9B}gR
zP6JS2k3vclY5%4=@lxDM>3F-ZvmK+F9k1-?Y>)Sx%7iyR?QZExr!r!J-u=f|z|R?u
zL`a{(0_SX}kI8MIN4oqjE;v1&vf@}EbpsCz083b4zT$`T%Km;i=H<9~lS51&beqxv
zBc=5Hi4hCUe{S*jf%(r^{N^P88H@jn#eeYPKiK(eT=`EN`7Or&Z7lrZ3l!d1;9i6h
z7EoO*j;!s)#{wOU2bdPdC`|lEBNpHxD=VA<6{e)FC9QtXCbnCokXz;JCH(kkpDC-}
z$=%{6<*K2L2M8Ghtsu-yExTTkj~^W#p8e9Y#InrVnb{`v(<=Dh)Eanu&f;P}Ql5<e
z3rC@hFIqcR9t#k!GfJ1u98M$7C_iBxce`+~Cdc$l_oc_JR#r)*LQO-I#`e07waflj
z`<mw}JD2El5lVyHJ0(hKxS>41Kgz|UPFqbul#_Kq>vc@8Tg+)DcdUi)wJ9ybT*C9G
zJ+B^x0&N5JCbN@n>j-PuaKz#}dA3lJfJ=RH+<2?JHnqIFw^3PX8=9h7Q@fDefvGwK
zz>^XB!|_7+*;TeD7ZR;MGi9$krrH3$v^^diA4=v*D6&pIkU6-;b`pFdRXN=eew7(R
zgv>_Ce@JBIW-RKjj+7!6G)4?4aK4DYA^>N7zMDpw@S_obdVY~N>^VQ1b+JVxed3mM
zIIYr95|9w8VD3u(S|ld=Y6pA5uQMp|qqjJxkYIsm@vV~}amWd8LY*YAD9Z%z2s6h5
zM#b>m4As@OXDB-?z<xgJ#I+U+^zZ2E$`R0L{c@b{mA+K9V`!)vBhQ%V$vnfuq9Wdk
z1)2v27`fgCtB&Rj(!5;NvhK0lmaOuMKfujEz2_)-Ol}Zr(Ch6$@eyx;<J=_5rFf41
zUJ&96+jTuHTy~xr9(usr)Q_Wdh+kZd*rCv#dTzv(in;7%5UoZ1@$B7Gf}wn1e-<FN
zMK=@DT<*-ov%X8(W&B|lew>y6?s>k=8+FPkZ~huCm+F{IyyN#bp)g?C0mJsit?pIZ
zD>JkFHM+CycJBr@$Ul<oT68e%<0lRF)!)hT2-8T}(s<E3)@ktceE93q($(VNXj`gT
zzDr0Sv4Qi!1e>R`Ume$HMb7ztZJ*VzR;@~9wAbkcjIH?3&y`&3LMh6k=KQ2sI6l<b
zm(LE3raf=XsVhH>i%7nsf}eUbD6s{@R)G|F=}JbtNs#VT_EF3mKMhVD&}rheEyK91
z8~3gek_a1|@L=p&$(n2B?sZHw<$OqVlx0dNHP;wXd1=F%q;jXbR?c(>S#5u%P0G~o
zipdkm4)-J$_^iE!1r!;#)}TuLVjG0r8)6^f>_qWP=2P8?W(g9e8eA1TKt|{v4!mbW
z@P#}p$Ua#k7U<hpD=5CDjRj&eXR*LBp$UA&ZEv^_M}bE3$Ac)^R`M;1$QT*;+K>V^
z?6AAYvPu8+g;L{Ok#X283x$uwtjuLqlLiOe5UPWhJMBnQ>!YT?3L`HppwT$At~0l+
z5%;OmX<fRiLk0)fAtGY0T=}#9{o%6`S>yuAT*>K`DKb;_iu95_AP1w*O-wc1`^7lG
z*wu3TX#B&YbED!V3|7c)&I4Rtdh_VZiS_}cj}+fcI62BOLdh!`a<)Hyp({#0IqN>S
z+^c;G9f2x_Ufke)+=pfnd?I_UQy?IR&zNP1uX*C4GT`sRZH>4&AMMy?+xRO?Q98ee
z?hrO$fzq~2ERf|is${tQBi#E*Xar5~uzkh?qXtnYkn^stT|SqvKn!IIrp^$)a>!fo
z>+MJ-+hQzBtm!0;)9I3JodP)xXXb}kKe*DqTZK^8Yx(AkTT{#nxg6`CRr5rA3ahC)
znNTjqIp-M5JIIqpY56XNrFOd{C{Cr$)|&N#VaUwni^mdE$4%h}3!z_f|HYud8#*G(
zW$i^%jf(}8kob;Qxf4bqV<n5iJ%r5LS7l^uO|Bwu%bu%Aps#pk@$sYj@zy#kfxV-j
zLEe5E#p=Hjf+WKkdD5t4Yf$j~&s^!&vkh)c>RjlzYB|QR!~QmtE&9(Q@k9er_-NT7
zY3^JbuC-fHw<C9k+3DhV!=79eI)fjx__$+Pd__!?NNTo(<Z8Ny0EEIwwR(RwiaEUh
z0X45MCvE3mJIsU#WdkR*cCxm-WjoIKELl93zXbn2lEJS1Axk8Ii`XB$`ybv;bRiGk
zskMD@5+K;LE9C{^>ktTMxgPGA_tn!!EDf$MfR+Ny|I~rg<H3!Q8*SRBAA;`|!&cT_
zZfl?)m%!JBbFsh|!^-|Xq6^#OnCtw|lS3@9>k>aa`pY?s)Gz1Gqraj3KT!W?|I(D~
z*;4Qq>Fh6_v(0;Qim<nrZ6$Lmxxf}?A81o8`D($fU-aov?c(!YfKp|jw%O-yqmc*|
z*|fCwr&3!jWwQ`>sab<Smd^Y}@)z}5^F`ObwnnQslvtx|Sp*(<x|IsyE2mC5_f^{f
zBdF&07-mDE9*Wjl26`-zP++tGUmacHC2Nxfb&My~EpNU+ZI1;G&EmRu(4QXM{oJNx
z=rytvkx!J?3h@6un*FR@|EwKzb{-ZuFW-{7PuT?GU(q-GyA9%B>TJ_7kqH)9(fJYo
zjHTw`5pPiPt-3Iw0qU7+IMfWpJqq5mK7q(`jA~F8W)*%B*o4n!abbb<N6=%m6&473
zmW&BRVSz1V34Vs3%oc`G+u?|A9t$+JMWL)!npRArFj#<bTa^cI3Jd(jrLs%g*)>y~
z+pUqseNWZ9%02Hc)0;xG9*jb^%P}h1Ay~jL6$}I7ZvT=`{;c1De)gql7j!ejoEDSA
zQ)1JF(?=3(zk%2vXxyJNpx>w-rAZqrb3GFO2tOfKF5u?Se0^fK>1FnS=o%vK6x7j>
ztnl`$sS@{`H7}ZNgzb^biy-}w(;pd*`#b$^4#-5U8M)E`9pOQoBKd{MirW#<R6fk)
zQO&9Ua|`kx3md1)rfKIE8dTBl9%F$M(y6+-MRAA23sVdr{`+D9OrV325kRA*@asXl
zL)X@Oc#$#jI1gR0hBzdfw?xNNsGSU9ZsROh+Nuv0SNf_>Ym|knxjvk`5?xokBtxj@
z2R(Dg##SxwLCLwg$D!TiVeCTd?-n!(hnoV#Js)|;SC>}NMVOuMUTjukcIM&Cljx;i
z#i2E8PoW8Zk63JcMX}OAt>604!qD#g<DTg|^8v7FYH9ZzRP6({fd|VK)!_}@U8*z=
zwQ)?J@1|Ut&oPdVnNK}EhDyF&TK6W>V_^EG|L}({9DxA*@H6dMfb%zld{ck$EZTN7
zAGkoQGvK4#AjOO@3jEdR?+4(&djAIwyZi^evdae?=oq{kN8MN;(-<7;Z@AD29l!z`
zC71}W)t}=DuPttCe|mr0N#zP|LhTkynF;RNjo1GChW=8Tgrnm{(B)OCV-(M^YYzJ4
zDi(kf_&`q5!CVdM4msGy0uc}dUDMYCNAMdeR3Fh4#J&QQP;;SMGnpGBsbBYqPSCX5
z@cqCo^vMK#x&<Q!w=xDr*va-2G<04L;^A92h<TI-E^z<2jS=|Y+Xw&FUL3C3_||}*
zCoJ#1tqwOetHvuZ5Y{}Jv<7>i37>wi^p76$&VXi<O&=cDfHw<9TVeV@&XM{y>KFxY
z^ON2Ft^dFEup|HrR0zVCH|H@J2r~2d+5zU#CUgsAbd11p(?7aT)AXxJB_S@nYgI`o
z@uB6jqA@S1jDp_4f4e~%RlV&0e!t#LA;K+|SiK%?YwfRT93BN=Fr>)Tpe_Mvh#BXM
z>eA^1`16ycP1}-VG04|8=<$N?9ckW|w~N(c#!r47>!@lNymttkK;6^(R?y{e_(4bJ
zdLO(O3^Q9Xx_jIc5|Put+F#&lvrcP&&w?8u!cUsTbQ7VGQJ6!TAmUhC3%%&m&Qxql
z=v|n0^Oe@O!NSx13bbvS|7NTQ;bVH|R=qG5FlG$?T3uXRt8Ri(bqK@)YwentKQL?)
zHlGLJ3QNy}*QItfHk8CY5>d*j{?KrJVq#K>i*7M=($I`Gt9>VpN+hE~`V|BNFKODQ
zfTA{7Z$^RcGdhhTOhvo-iLMk;af8A`>e?0>Pve`Y4-(bhy#owR4i;cZBR}Gm@9f6{
z%SRxj0fSf|vVUO(3w%8R@yri&!*(k?P*w;`-BB0QI9k90N5TcA#Y(e}`nRVQiB(Ma
z_hW^WzcMk<j{cYA=^rHO`@cjIGpUDo;8OW)riBFtYHc%%|3IYWn7@S=ZiLBz$qD1$
zH;yxkQQ42jtfw9c|I=vGj)Xp?Yhh$YR8(EQ{7~-d3p+o)kjYZz4wluxgUE`vo??0r
z5{wk*_0Az$ZT)@f?{|!GkV^FtX?)9Z47Z}-3-Tl2y!5YS6uY-K?Xa!E_f~dskhC<n
z_b<>?@Ar2z4_qI}uagtyxWK^%N9-P?5%ZMT4`Y~7ObXjOtD|nl7YS~wI9dqUMYO&-
z6X<z{`NE0RT)hQ)EcrMfCnPZSxzA$>Lb(_7ZdZC_cyJr6Y@o>b*I<T_319hQD_bEB
zK_Lg=YyC~TE)_Vb3bbER$<eg4)3kbqokcB$?@FcUhS-yMiZ~3(c}2rFd$YYlfv=Lh
zZ;(@ovk}yb72RCD##KWziDx1d=I&nz_s^1C_NTg`%OuB$AUXo)^Jp972Xf+Zu-~7`
z5zsoQ1~Emz2AH1PTllNQ-;W%^<IR(PLWFAI{aiU6oPxi-AC#1}m>Q~#quyQNeyLkL
z&7scR@FA7i;hdkeYG~5h`qHME73bOU@h<B5N1u>ynJrlyHT#GL;N;K+wK6PF%z*{2
z*{rXHqwawcg;CUrBjo6euBCAm1f?8Yqh+WR<)dEc;id*(&#P$n)FrbNb5e2SwM5Z+
zn~fBqpxQ{vGHR3Qi7(Wjm7nlbsOTs}v&s{GiM&etsNdNsv|V4_VJ~5N?<*B19Of$C
zG-3cB{RBM{wkp_$${D<xq|q`KPW$)QFBaIj<--pyV9CEPU^9%WWnk0V$Ddfg(T$hj
zoti^UlNyV1tlkQ=;zdQRdqZv`2|E*p%5JZ<*xb!lfQ3GMF&!)rT+dX9in<fpg&5G&
zS`zAX7JE>3t&2>^q8%T&DT&mn*P0pbbNR>*YuBq9uJ~BXN>dZaD8i{xpJkBR<|knT
zW?!<sD19uzId~l$at$zoGQK69$DD<CiuFU+;y^~*R^0rn#Pl<Q;ZMm>-y*ck0DKbs
z0Y&j|d9E0UV4knxVAKME<F6?qdDNM;BzUlolxLoe$EE&sLJ<*jZa+VF?krC#zx8Dl
zd@hW)<dmL*o!uOLm40V!)V}vwKK@Q_zpId_dE-&<?9Vo8)YJL~M#L{w=u^)7MoJ2G
z%pCW_!OyF(faTDGqLOnHOdo4P?i)r1lM{CXu#9LR4FK@`h-_d0?<?dM`l;9SiI<Ga
zogUNy=DLgnrh(N@mc0Pxkm9PQQGTOz!n1QxwY!4Do}P0b_?lFp0C@EzZ;xu$4LK~2
zN*iVI8jdTI_pPq<@;&iM-;vN(5?@So>$UV0uLuv{u2mE+HRoi0sD$r51ZJ8r#wfJM
z7wF!~^pPa2w}?UsBkhuUwCixf!Vg%E=Az76+#a!^4EfE6itS34hdCpgMFsd5pItAc
z9nDt8C){iGbcHd-uYS%7oxH)X?I2@H=~no>ZAQj%%1=sz$-`6%LiR;+e0;U)atZfm
zdwy4r1d9lwUIyv)jYHEK#-_YAui^@1V_u%oRE1iVsI#a_g%^3s#X!K;3bIxLB40E7
z1Q=2O{Tc88r8riMzLz<kH4YO?jLCgPJjuW(!Laqk_=VjJQ;|k%qH}k~+Wrw&`a^_w
z0B_~HdjZQ``VadTEK@{xOPF---|bQ@mB42{WotU$+Q?Do`*jWRGGftF!ZxQ<V>87|
zlkicxO%*JDIHT*l9+$_5u>R&)5!ssjAuTzG3R(!Hg97cCny3?!g7RX~*<f^t8+7jj
zd_~>pmDgwZEIaEm+5E|)maA6hLszE;4dXs4FUL-Qy6@NY$;*tzV@*f;%sfBz1GV92
z#nPf(i3FW$ZT4jD7j)-N#|^PQsvMrwA2)8xb0$>{U0r3iB&WQJrnmvH0QrlFGFxeZ
z+0{oM9gYrzLC@xwOqyQfZ(3V|oX}USqN)1MF1stx=!RQ8yfx|Z+EDpS+atQ`6K<IZ
z>f4s-CtEPY_9w)L@(BtJ;{kC_(o6hL&XY3lIlOvvVaJ26S)^k?W!9HrGQ`57EId}j
zd1rW1u%(Xc>5gptYdyVsKO$QLm+(>+90Z{i-pzlKN&Q*oMR`jPT!SxW9gcQ}p!<Q~
zqO^tVXrp;S5c3Mg^!>eDAW_1AO4w@ldLWr$-DEd7pjllQDgU0~$`l>ZLzZ@07!^}?
z(cGFZ-PP(y%;a4<y6Ox=C0wB{96xvA-MP3qs;50Muen~B;~K3omR+jSDZEU`C-kZ1
zIG<A8iIuD(ZdU1O#&%;Cr;~ME&lta8GeK(yAbrD^YI}Kn#81ZSn^}$5P-EY6a8P!1
zg~t1O|Bn9nN$(d~Cw{et6=kQ}k6To|FqhxV5!VR?_DxQEB)>yos$W}o=674BsW@KB
z%Ik>kV(N9o6auvy;eJXowl7d&d0*)E_k~uHPO^GlJ@}M>FfR)4JO3ud{cN<)x_3(D
zyT6I!5X&Ev8b>TZ23<(9O5N)Or4}>Yd%p_l1T=Rjtc&ARUKN(uJtzj4xa-vWb2xH4
zFfKTcLcd~xN>n)}*nt!a%z)Y9{P5_CgWJ&!eqUc}--ph1-q**NoZATJ(JOe0e=(;&
zt1hPQXoy7}ftxzMfo$=u*&K9S0|ZlBjR_k5bJ_NLF80g&-%*~z6L&SnsX*^+h8x$G
zI2ay^R*T_m2h#3pphb-mPsr&Y2aDg-4BI!LwBbLGK^Fl&8w$Q>umJfeSc8x!Xg@iG
zL1&ZJn^x|AOILX1AW}L(AnRn6)Hw0FjEPKWSjI3Ef5ZflMIG-{f+3<j>-F}yB4T&O
zpv_F1joE*F0>fv8w@k{rl8Ul;D|kdN0Nv^WN$Pj^2M!UTN8G>NrUKp~J_hf54^G%4
z9Y1MNIj|T42Ynpu)e7Mo+b_I=V{-$Y+4o1Y&G-aKK5_W9;14_ecJn@>o*~_S=ytc8
z$*zzgd^$e!yIbRYt^6zFVZUcGDrsoh)E2~TM&IHr=9mwU-PK4s7g9dS*lJ)-H^^h)
zMNL~RaO9m8tq<3PwC-1ITJ*zAwj)*{Ur)dq$s;B#5SsbBhB+g7Vev02Ksu@qHZTEE
zaHX|K1Esh}b%+52TN4EqXw}XMDk1NyNGzpM(Y|(;ngsE_?4TjvG9-I$0RP3HmICck
z!he;C|Fh4Xl6uk4nm|7uO-Tn6N?y>vKwc3WKWlQd`wO7_Ui;MTg3xaio=3&!R<>o_
zjU(IfBzWr;V4^$PVZsDm$h9%q%-Kn!R9ctRJt3sR;8vsh_gQ!`0Yq2;#{g|B5DE+(
zQ^sR~t6=i#SA-Gs4OYbhY45SXJCGGIe$4O_mu<;{_uU1T6)!vja&Mq%MF_r4+tl`E
zC5@`0kv_kq<rRz8L7EayS$LFiZL4eLf2~u{8t*sv-l~Wlz>F{zSPM5Y%u`16coGHZ
zfKs|U<`jeo-dB(TpTRdlt3UYsWgljg0khtZh8b|Vwcy`7?d0^3h}Pn-i&Q^~8m>Pm
zyDNClP+*S5xuyt`G<9$_RsMrBxn_U^eioD>5p{L{%XPB9HsO!e(okSgJoWH`F)bD-
zF~9<g6yHLM$&R+q1#r1lV}UNlAEcR*@0hQN@$VdgN+u(;udh<yMaHY;wjX9^#O0ay
z%ntN)E5H?zIc<AX+4v$yerfXNxRw*J#~Ig$6PMJ7<PO+_k`)zJJ6Jo~x-fOtmcOzH
z>3S(dE)}|q1<p)**c*Ig!Ml!BZwRc)adynt@WuBl)RvsP^0I&;Ggm^|GRAQEgT(sa
z`$m>Q*t{xZ*6TPDewUCZ(R`NlZs%g^V|vAKmY)6J(!9PAX6J8{4+2;EuN2xDl-cmW
z4}KilKdI#Xp;Goso6O_u>@x<3{fCS0PY)=@y}+bwOZ)FBJ1uR)aKnVLT?JB|Re72z
zh=D~>0Z>y=V)-EQkyERisq-}MbshX{ulsI!f2bS&`LF%4zW8VD@Scq{Exh))g=qi@
z=QD9I!!Lq&DsShUc!P>N&yU%{ANau)A61lN2`aNaDKaxVtG1et<76TErrdIMgIMxs
z>&s=cySgA?H76k5(O=6!oNPz)fI<fU+}7c;C8*~`p>8cCnl`*VX7yC?f}k%r(7}79
zK%E}m9EH-J62Jl}Ztw#Xcm;FpI%|(_lypV|6^5odtZDgG>InuqtMvUPkt%Lfma^^r
zslO)+hD|MRFH~&dSi89cB<Z?Jz`}jy;i22n{|s}#|Nf_xQc=)r96@VGn=qejzcGMR
zbeu042Gj`iz7f3iBB}Na<2or0;$-q1e8<njN4=x)1p-j#G&DHWd>3}iK6-orM==Ou
z0a~Sfg_46!EU+zNg1K0tWqi3Z)y>*8>ibWl*27G;CP4_k--NznoDpR!yUwSD>8Qk<
zOk)Vuz;L8>5@UOE+=M1i1fyBOkk*FfWMC+C>}=EYTM)@R;i&w$>m8-80-Mxx_q8|m
zW|ZHNr)bdH<gYX#moK0A{*tcNZO1)(z1bO)2{LO(wm&I7|Bbh#hWKdY!E8s2S+-9i
z8b*p-&lrkMDr?iT--_t2pmy>AboC9PAuf}a>d04#VPbYt$Lc!$g(Z9gcT`BvP80{$
zaI$9j3GW&-Sj^8WhZ&VsSJek!H=nj;^T@u%!<KmN^u*mG-CW%y{noj#Emk8`qE^3w
zTB$mtn)k!O%#Na(%iR?(&vedTX@@n;MlrOQgQ9VZJFNB7fmcE%z4BayPiHZNn^Umb
zxlfbG*>Rc7TD??Wc5pF7w4&-tkCbjI!bhcUNVYR`+*(yy`+%QdGCbT3mhXG0-&E^Q
zyw~ks?W|4_UT%PB_^`%szgp*x<%5T{oH%=2^=%L$RHk}OHS#6&i|mCIJ4A%v3mpmm
zalB6Ln|+$V)n0BHE4-m;*;|&yi0!5z_e568s?w&K_++_Jd-EXE_ArBVj*FMy)BwH;
z-YNRCo!1IK9^4e6%3;=}n$;lem?qZ<s+YG0rKBsdGOMlf%AX2JV?{)W)9~I;?`TPT
zf=uLW>JiVVyRrNB$CgJNed3VQ(5G_lH3|6s3zF3cYH=QBKNTV-=a<gLA>WbazY*<U
z>v7JqS8j1dSQEXt$cc!kaPrg^Gk?}0BJ!G<@k>E6G6x+{v2{!e11ZmYRRa<8?Q$sQ
zv^w{3Vk!y(#R7CnX!azH13~DvEF2?Hm0JQ$G3pgXXw-&*n~<{OPCoXcsX(184CGVa
zU1V@ut5;xlgL`5gtu;F-+ujW8o-AvK^x(6My-fFYQQypzYI={>>ti#*FyU;^+;;i(
z*Ku$tH{MBIYMaRpherTd^o1T>C{P34G}^A@#8G46V(p?`d#`}er!AC%Sn8%Re8vY0
zpp78gq1MoedeG$$u>h(Lk&%;P)C&GExZmc<Efvh-GKQ!ZTrD86{l2$F`8>;s5BK9X
z9c9n-@i|l|C4DI|k2W?^WGGqg8G1FWG`$W$0`1|=7eKwx=_?k%TgC!&tJVI{1>-nO
z(-wR;TXp42ms8{Xv&Bz)!thy|0eCGqUys42NS7ZjTeAr@+}RYgmR%D3ek{wxqNwyV
z=BQ4!TxhV`*kn_FHr=}ufGZ4v55*Z3IUhmL;TRB2OLC#RDUvo$qgr`gz1j|cZG58i
z+pwRWo96yPwt;$2^0QG+rQO*#x0n+}l(Q1_{H|DBIVZe4_10^l2&}-TkAVvE#d$C#
ze{W>xHsJ1GyP|3L{t^hERyIya)97b#Qurtcf|vl>ZzKi2qlM-MF%N{fUHTv6ORW|b
zfQ({+y`AX}-8+W4SRiT*OsEbW7I<wS4E;f<PLK+1$N(AsatzX>9errEY>#lTOlxt&
z!a$||1;n1F`k1@sAj{F{fo;D6O`8?U86)=)j5~suaGT-65=wXnC73vUtChhjmp(do
zB&>rsy!Hp_tp$1G>w9zC1$9m?wdlhBDiS98d8j6@Q!N$%`C$92s1x6)le2pwV~+#&
z!+MX1jp5VtN(e#d3L7}b@CcF6h2=y?s$+%a6MRAF7BX{#E_L@5=z~pdFBF(}Ht{h1
zV7seiy<kQ9*GAb|O44s1n~rQEU74V}YY959XyadVp1Mig>Ms6n9Nep@*p6v51KDUn
zV{xc@&8kpFD6i&E34#ouAb7d2Y3(yy)X2ywl^mS3WGm?2D)hy-xb$5V(h0O&YudpD
zC##qroqJaw{Dl@Vi7h&hSM}nS7Iy3EdwY9bFvR$wztHAXQGg$?TWkyuy`|q?2wRoB
zuEUu1taMzSX^JRP|F!m2{>p1<c$_Iy@uR5ZmP;u-WkFL*wqc%jO9o-yVU}c^+JcJs
z{!n4V=^!8CBloBE3YSX5@({)<WbeiIJ70CBlYbKSbMnS%wPn3&<W8Z0x>Yn~D|z;{
zI6q8AaerDf;Zh9q>GFuzIQ=&%c^e8fC{VgLwhJ%ESm(Yonh^gG=)Z6lbGm}+nHx*F
zf$JIT&I;m-#ULcHI>SeYzUAoo!*}}O^F0nnM<6<ZI_X^u*9Ar~Ed?+9UvcqI_BYVF
zLJ#q$;G<xw)Ti#@@MPWIhb|pu+wNqj4!<YfH0Cg%fIrsUy(8vx|6*#xTGBxm4^E64
zGm^7Rvfe&D{@H?%3~^5XZ?);~Nyhi@X}eK_n5zi)lR$p>?%m?p+9pPLhty55#GO@w
z38xi7>5HQDTWp}zTXuJcD#=W!d~=k`-X1d<Ccg_GuqVCQowJC)2jZH6pa~K^h-z2$
zZ@KM1s8&6sJ+jVlTe`ak9ncZs7=FNwC_$CX7EFApi|!Y6pe+&5UMyrZH*n^f(XX>i
z>k$nfRm=0>kRP@vOY!E(Oc<H9Ckf(YwWaKhmwMbQ-s!=A6aP!mP1|->v1cA|lb~i9
zC5@Va&2x%%_dgdiw7CgMhg)uo7i4?n=pZ$M9b6$)u(9hQY>@-rW6wjboh;qgir>dy
zIB0e72$QQoUW(vK^!mz4Em9^F&9r#8C6}W*OFqj3)~+}t&RcN7{<JtQtAX9eMc#RW
zXJ+S8(DR6FWEpe+;`ptEL2;%@-5K?b&2%XZcY$Q@CFMyKRx3yvZt(=FYrkjD<rS|2
zra$(hhFU?DZOqwL4!>F=XJ*Sv{h?hc2TC8_5wYaU@iPJHZxMs1^fq<PVgVMt{oG0_
z0{H^=)r9JU5#2Xm*6ety;_p}*)$=Z}p0rV3n37SgH!d-YLu!0j`xfk)T|6@e1((W?
z?=LP9WZan5BEfSmV+qC+A61zr4!?wO5jN@-?@2h|g_8z7p_PAGBjZFhA6oL-1Gfhr
zJd(s(ZAm&s=D?*tcUvTf6J30@xJpI<!NP3qD46(wO~}s=mnPgYTNI@^;dYgqB363q
zU5fayw94#kj&*(_EHEq5Ua&+!IAmN(ae}&KXj`^YFu=a@@jRrAtHHTwOv&nIme_Nv
zdv(1NA%3iAoq9NVg|`R)e0jrA5i2iunf2Xx+NF^41I!I-(f7ce5(<yA)6E0&`!Wvt
zNr>|os}j$o2d5n0A%aFwYK^>Gq<COzjp0hZ-e1Va=Yj>QZD5gkkD{*)daB}1DC@r{
zeF*GlYalP_4wl#<x>!VY>56ii6Y1D8bxFyTyZvyBowwSHU<38Sc5@J_an%D|9d|ca
z)^5UqP9beyatIEyKQTwuMF$cTr*#f2O1~;-Pe7a~WlAlrT#5~_=ZvJEi*nDM=BgI;
zVVO_RAX&-Lv~7Ux@9e1Qb5(0`C%C_45PGB){)pD31tam6Rb;qc5^s81Ex(IhWqD^{
zYErHfKOhCADdVN<KHEg`*~37^NJ@iZk;qc;oYA@pcP!8&`glWc2QAURm|`1W(-69;
zE`O|G&*4Hv6YQVwb~3o)tR!aN+D+C#>8$k@Nf<nL!ll;Wv?>qJec-b5Zg2os`8K(t
zPmhdeQ9;uwh1n4Fz5I`48jF+T`PYL9Cexns^xA8{5+Fec!^_dt<9l?a{%adC*4-Bm
zNd%l<+D(SPoEIxfA45eRw=o)R!`W?fMf$54l>OO>Wz#|h&(eiq>btaklxqe`9QdW>
zGbm)$Y)`w_NtN-$@zHAfWX9eU@$!`@j3PsA?&HiQPnxbBt8c&<Oe+S*%s+=q+<w1s
z;VzlCPS1-O+b}4zy05QvQdKI~%c>2ov`!Au;0~sTgaBSOY^4HD@&$IbD0lUe(9@+x
z-iB+rdd=bY06buigFA^SRBnR0GLi{~@;l;=oVTPCBv^_ksT_O_=VO>eO{Sch&y%^3
zddkNY{s3BDaXjuTyZWj5V7(l7{8jK~W(Pqj$@#KD*2*zkS%Ut(4b{yfupsU!P>5;k
zVsOh3nqctgxa+;lI@B%y4knP7p_Dzv+qKF;xEBkpkZl&O-FNQ8YgeU7&m`cnTDR8g
zibL%;>%F=ku^TdGbW<LW5C4>R=sIuon+P`K-V-hM*VeBMFXo36;OYqh#f^1VXyWyB
zv=|7uHV=NGC=MiG+D5i@LU<9}RyYb>$n?;_)J(%ygn!(|=ah+omVlL+#ir=u{O{R{
z&XBBVCIvF~4vVFFm|nkw%a`CzXEH_KH&>vqj5FR+U0wCq51#F%wH=`wFf6bh?K4ow
zY96)v(s*7X=5gC2dqSlK7bs;#k(tV{&sEyJSCy4{H70!WXEMr20pZQn=k!OTX<C|j
zS$Qw5IR`<$QXwYhBLO~Kcm+NU=68zXHY2*h&;=r@;~kKvw-v#@n%6F<xq%k4{UMw=
zWB5T{B?UP;h8*#)r4_?l!Hf?i7AD}K&~O8DmPiIn_fAEEj|vFKwN!JRFRzTzhFqyQ
zC^!Q>=6TN7zKvVEMTgqdckvihtW%R{>}46++{DZEv5O#blj!6~W8E8CZKS9ecI8bT
z^!0vl0IG(THF^v{jEt-~=Og+YBM(8v`o3GL36OYG<-m^XUrTG+yQ{|sDsEnUXNS0v
zc<Es`bJ#^mLdv4(3D=Ii{43`o5yUfrv>XxF@^b;4UE1>&cpD&z;rP~RVbI<?)4F&L
zSb&WQa&#C4R<?_e>T=N>;3!q%{kUy&^beaJ(kOq))Q#{k4RnV|-?r_8$^_?V3&=uO
znnpn7j~8kLCK<F_Cyow_Fj|VqH^yV#c5HWJ)34p02|v=r)w%<HlMM=_l?Rw>U=qNC
z=}N}<k4_(wVS%S5msg!P!<H24F6Qjtp58s%2=X`+v;t)87Q7F340aigr18D!+vm(a
zNqg(~qQeoH34B2i!ydJs*R;a#3;u2sDpWQ{c10q_{&$&q+;@$O^!1A(s$*kSxO;kx
zuU)480BUqYql&Cg@~S>3*P4d%6lYxfivkDk&wlp<2^r9_ugz2_{<3Dx-`ZN$nfZdN
z`XUPpy%5Jkj@(TOuHwQAyxF0<cLY(_1)wXoqwpPFED-)J&kAfmq43(mfTA)oY2m0o
z5|ZCr>lT{z!#B{`Q()mDy#yTmP7{o%((nT0PO4K>c+-L+lISGB9=>}^CjsPc=f+Kr
z=2AQE81&*+rJFgLJI_TpZftT`W!)I3=xV{gFTY}=jAjti;<TPCa=FN(3GJ_=IyTez
ztU3Z2&atIi$v4@4Y6$NeEe1UbT-pp^qDmHZ#JD$&1|{%$vBnZMUmf3%75~Hz*^+Zd
zg~u;siNX4)mj(!CAc-D$!JAoFAc#XDIq}|l&d!M^tUl1${*k5WC(q!w)NsbKA1t<i
zlFZbi{x;F-=ektcy8_=4MP*_d!Od+09&2D}<GYTF8&l!<Catb637%Oi;2-4uG*%@Q
znyU#PLcYUIN@pt++Y|rE-}yPyqrnuVQy$d#O7FB|BK+$R?+5AylI%-Pas-NUrzeOR
zCuN6B5uu+7AD*U*z2mi<<)Ev6rKauES{5B~ZfQp7#cs-5hM<BLHY<2E4?2FD5}2zb
zEu){AkibWIw@z>+e^9iGZ{Ff#3|z5QtD=xFzhCW!e@gO{u#q{fW^!1az{?4i{>~Fn
zj9cykR~Zf`79f@F19wy{f_L_dg$KGm(`nL+sUFF8f?L54cfe)&P6gT=RRKjGn!sl`
zQ)i9LX?#tu?&ZBqML;k<;HEBWjqS`0Dl8zYJB=dYM(OG+K=h)0Z7eK<=VN8g(k5Jv
zI8YupQjI1nV<7rG@`^@>>ej2bZv(*`!vDwhRr~uavhNPdEw!*a)sYv>69fgWvR7QU
zyuwk#kuLVSxR8iJ!3DY<VgRNaipO6;Y<mj2ColYnc>0kexO`}P*Y9(rWYj@W*TGbL
zg~Ru-9SeNW0{tq!=>*@Q=?W-$gvx~bE$0>oe}5efy!pHXn1M2F^*}+eF*_$@_j^3m
zp<z8+6|}_Ay|@s>O-b8zH)imPrmb654jrupn0Q`%_cK+MZ#X*m4M&%L*&Y88qmmlj
zwARV{*IQ728jgM(*8j%&-&`*QbiL(ou6O>MP|*Y`Z0A9tVykHv|9|*-zMsh2XI(TX
zJO<_Z`F4|`r>u(XtWSlC3cO%5CCWQPX<IaqIh0X$XSmp|SYXHbd<6xyS#_6w)S9l<
zFAuShGPY$S)B}vTQoSF&_dBKE#wwqJ;v|109ymjF#spQMHdG=`1}*zYn92XfAm*!L
zJ{?YjL0r-rZwSf(lk))!><byeInyW$ZVeZT89*ynb+yI~Hi^yS0`Xsxrwqld9{E<D
zWQC79@(+LJB6d!Q#)*|<2`<t`+Kt3m&KfBix!&2`;w<csiJjS|q0)Xx)Zp3P0;at_
zst?c_G@S*LV{8LiwQ-O5buoH)kAscLyf8F4Yl(EHU<N9V&LZ;os`?8t{`rrGV!cSe
zZk<AF4V)hYA?}GKtfHp=^2m0bU8ivUV?Doj_nn9CG==4N&zOEH9I^JaKS)<}2BIB$
zt8a`5wo=HqB*FxPsS$HswsCogWHvlrTJ?EH`jwjb!7RY5h_=@X!<MX#G<hl(!WO|k
z$apIDf`spvn&mGBU><Vd_<}zt^ge!`)r3&Tst6A*>|c49=3i)g`uW8KQ{2a~8dnV`
zQzLiz)mp=5HzYTu##75Hw)o!`wA15LWIbN%y=ugU^UNQI$e+sV>p^LGDXKp!>(%SC
zs|e}EC&Ewg55qcJ0WS)g@bsYq@;rL>dPVPo0uy>@OY6vj5vljEvuDGnGC~4O`;r@H
zB&BlzxNGBR!G{TncM}=klVy!BXy<-URB^lGU81J)RO1-Fx2`^oHMt6nnGJiO)(U|~
z(Bs#W?`MVQCeMl-RmJ5^(S^VlS3h^TfAGC2!McmHihw_zYeMRjr1QUhon&)u<HB9}
zL%*2E<Mc&!UrlgrMv}HZIMCQ6h>-9X+wr|tJW8KAjtu@{9REjE+G6cOQA0iav-20E
z`rGBpef6QbEL9@W&am5>L=d}lkCe4mN#lYd6Kg8UlsJOOuBqD=B0S6qZp?Re@BQ$&
zfeuAtxR^IsPnq_xx$xY^O_f!7@*({x%G(ERind<$#>;YbL-ls^G6qV`wsq=@m95F}
zUX4i~B*cQ**HMnOK(@i$VNOb&<Ws6$-Q(qOf<w1FVBzR1%yqF2{*>QG19`c*t|<GC
z`GEbCnChvJ7M}aEGf1PRFupzBUaH=csNBk+bgHfNL=H3BW!q(xhP)h;3-}B!Q7dC&
z)SiTRCiL^}M;cI2yc;Rkrr$v@i9~Z`9PJfNKZR}V2h74nZ`@Z~D|lWw6F<s+DW>c#
z%eJT-6XVib%h_X|;;nH13*3>DZUXZS<2D$EqKn8a7L?iTeivT>=Q&>u?Z8U4tF9Es
z9R5>xTa*F`BsOA&d<#BX{aFq0yU+Yb_D2qSj`=@0ds06)|2+12p5fMtq7n^`%r9ct
z9d)JKZwBlJypNywbH|wKJeYaQ%!5`33^M*!ZTuO!{VTqwRh3tkQ->K?-KFj@kLwB-
zIFQks&%46Bm$#BedXVIskQS4*k=4-EHg{b=lajVwk%9U2nu>GIn6bKp`0%UxopD(d
zt6qE(*Pgagmv5_nh948BHJ=^x)8a_dH>Dlt_Ss7}>QB!aT(+#<-b_3r8hqYP(~0ux
zmo_T#1_i)FH)Q++bUPk3e|%BIr2{dbexrqJJot&?Wlo=ms+*igr2AA9Eay=6?<+V%
z#Hs>elcw}I8hd+NFNa1Dmr^Zrr&muI1lBc;?I-fJe?nX;!JlzlA-Js2S20bcFP;)_
zZ?}=8nAk-v%3~pMh5Tm!x{yrnU+y#dbzJ_PIQAxM`{eZ$Pc;%xMd+>n*v1_^D!u|C
z&Y1A!DA+JKFzgKMF1l79aq)^p8s{Y#ighuxOHX|+Tn?U?=%g7)4iP|H-476!`075-
z^mQ5n(j!fLozlw6LQS!qp8m93d^J-jmYV>>5srQ%%l1Z2kjog~gM}pJ6i;q03;a#D
z2_?WW4z{aFBtF}OXN931-m_Cu``TZ5nTn6^T{{DQYBWI1z?~;P@DtMKHyM;RAk)L)
znEL~4zi7Yd@-a;L^-g_5qt1u%@P*A@WB=;hG|G#;v%|%&kn9>~$EL(o_-?+@J2Vk|
zj+&S)Z+j>rJlbIAQE;^e$rW>w$eJ;t^Hnk|BWBan6vOkrV?5=>a^!He0^qcb5@C^Q
z)j^CzI8~h{bF_1}DBX;lrMX9?Rhc+S6v-?90mD*-ycr-H@5&iNLR#;vbdcdHp~E^8
z`Z>c-dRc3mDpVY`es2VALer-=(dx)}HRmaMAe{2P)Zvwm`S6!tVRi1I_I9q*G+z+o
zZFD!ZJndKCy2IYY_2%K9PFlBpf*gHZ;-j9gH)%ck(12I*!5&1YR0NTrbFqeKsYAwb
zsE=?fK(JEgR&xR@vZTzuc&NMVjMa6sXC}oHI(wI{4DiHW8M=6mG+z?9F!YZHq<;L1
zBd<4*s8?#MRNqjc{q6<dvarhTghVSyA4v*L2gM>DwGqZ-1Q^yvz!WDw059Vvjz{5!
zTTd#OiU`Ex>tg9H*S#K%IlTUoW8<9!UJ6z2K^j>KCu8qEZOaPvwYq0!J}M&i`ohCh
z*<Kd4QKYC|Eo5UkbCPRq`M`sW@mx<N2Dz!cMB6LZ(ChU@TFbg{dc|3P#r^Dl^{p5t
z!yBKZb9<-E0p==6OT4Mt6W(`Ds9PU&E<a+7C9YWZGgx&ie~Wi%`mM+ebLXf;o39m~
zK^ul6xrLR<`=c_o_n3JkV&pRPLj1VR<~|FYbjHWsY@Ue)qAJ-~Zk`WQ%ZGV>WJ!%4
z*;>NA6y5H$9I5D~o9^+kCAd|VB~Bx9etndeUBgaRgd?7Ek<-iaaFnCi3UbQljzbQ@
zhT~ef|G*AY$fI7daC=oDX>(9feCgaHsY#UGZ`czzmt8ZAR>-l@Y`5czo^9c!=6sy!
z)C84J%`(`IEO(uQP{6<^5DFgHSF13qs(kR2BI$J!f-?f+AXNTKF!}Gm!T;meP)Q)c
zJssjj8ZiH@s}ZWJXWP|>#y{O2!?`<U$$9^A&0XhiFN(@~9k<ePxpekGe5=eikNqyf
Ye%bi)hq3!fNcq0H^8e#|ICkv+0AR_ddH?_b

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-jurafsky-transformers/images/image-18-Pretrained Weights Decomposition.jpg b/apps/api/app/data/demo_documents/stem-jurafsky-transformers/images/image-18-Pretrained Weights Decomposition.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..ab2b38b547720905e785e5543e0c9585c141e907
GIT binary patch
literal 17397
zcmeHv2UrzLvha|jAW3pYL82td=YU8Ol^{Wqh#*lwa^@fkC|M8?lnjz{&Whw986-=P
zoO3vw^N+iGz2Lj<y?1y2efz%mj$bp~Jw07vs;jH2YearVegV$kkX4WcP*4B>1^fpf
zM*(R78xs=?69XFy3kwGa8yBDS96lZ%J|!^;At@~tJsm9-4GjYeH!A}ZCo>HVo6u#>
zE4%^%0`#mR62g4q-24K3-zGu9!NI}D!>2fRj)ISohLP`2|B&wiB5YJ9RAV$0CIFQP
z1&s&=*#OXkcw(UZ<p=!jhk}ZRj)94Vjf0B^4k$SfprW9mp`xQ<V4$Oeqdma;06Gx{
zF(a=OCW(px7LyGr-;<Y#*v!`oK9H&QY_RY@u=U2ly+BSuNp<lOE8Asu0l}+6!Xl#5
z*JWho<P~n*QB&8@ysM>cX!Ow7#MI2(&fdY%$=SvA=`$Z+zvnOf!@^%hL`J=ij!8;R
zNqv`=o{?EtR9sS8R$ftA|FNO5skx=Kt+%g#U~uU3@W|Bk%<R{>`Gv)$&8_X7-M#&T
z!=rC>p#W%qB@6ufSHgaviwL9(6&)Q79qSuiD5y?gK_f!PVC2OlmQukoupwdMdxA}R
z?PX%Y2OMU8)eW)-wmrBPSOlgnZhj-}FO>Z;!o2?>%Dxl!D_tW1J{k)6^3aF?D6oIT
zmgI%|50~tCLTCT>hC%-E&p6i~k10HwF!vGb{xTEZ2w14dkOKc{Mcq<%PeSNsW$hb?
zdNB`&VUHB+p?XYCx|U3aS(ygENn6E>BzM;<3`jr}*tRAdbzW|)WbtIvCqn|pt@ik(
zuD06D^#!x51WK%s8d>wn4;r!6<jzC#8IK)w!rAjAM|~yX=5bH$X6mpPUQGFHr0u;K
zc}f<UOgqBD9et?yw52)CU1PGohVX8;_+=Z5+-pp=ZijP^uH2t`F6N8#WqVzcwvkjt
z664=pT=JS}4OP40=uxhEyN$6Qs)NKo(<ECm7V<$N7S(5wKrs(I+!+ZhAMwogqZDiy
zs@DyA(u_=)JB90w6>nukns7E?elZ$K(CmN!2X51Z&mlPSvzvHkm0ZQSp*krt4Y{|q
zUSq2C&xr4&L#UQqhrA(NtUhVgPNi<|isEP+nwn#C6Lv&CbR{MbW|$`V18hmv$<tql
zf^zKfhI34MR|T#|Ug?$Qtg~?7Os01--*Wk|C`p&6RXOd~7eU}y(}4S)#)wjlNLxKN
z2i6>@zq@OV1d>(X>EogDtmug$JT$kVGje;}u}A=tbr`>ywWAr*#XT3v279nLxxG{u
zjRdHm1@`NQyZRkSAV@zc*u@Et^i&W1=SnB|QQjP^DX&LPyvoP_*N%|y05lhp<Miqq
z3BPxofvD2OJ@vrvR~(X$$!{Zpcy)N!!N3vQeAMFt>0f(#P6E<kU6}|IxcLdGU3>Z6
z#P1!Zh{nFU`2iR|LeSG+<m(ux^7jsbQ{>di&}^+;I8ET2Yh8O6-zf-(P_hadXPN46
zp%)_oyQ3jvf?H*dH-kVmQ1#*;*9Ct-k8Ht4$Po(Fu-y~#E%ROf`Ra#XR-w&QOpDrY
zhg2jlYL)5mWf`Gjai$o?-vGWs&|s~cAclD_>UP+-+~N;K29Q90J?zF2bNxNCf(_#*
zbU|r~HeAJ4pQxrH;yG<yl(80dx8W?^ESsM<U8?%)iZNO$wi;d@>i9i+^htO(fnd*{
zEdjNhCoq2NW(ob#A{HV@d)>TdHRxTk`C!>#zMf72MpE3Bg~zshgtVrpjV2cQn=|Am
z9y&;1p+AQzEn`&C$>i&MW%<Hprgavyl8^Ui7H`~GOt_eoVL1q$j|e$AfgvshRW`%7
z3Xniu9ujC6irO`=38>`mQ7c`h-)?J0AnK3+iR`!`!sRX!m>fa^)22ry_deL`{d|rd
za0>5*DjC($Y*-fu{qYeJfZw8a2s!*}hy-BzNZ>{C(tsOAkE4HT88~U226TTH2^_>+
zJq1y2Aaf5dX_ZXT3dBr28@9fT1U3auVI7jCzCtcD!X9}BwbKykHL^Z)2NbJwou;qn
z3`9tdX1*S|X{OE@<j#Qf(9XMG$vt3+hmeenUxR6foW3h)ajVo#;_AeNtcG(RzUDiR
ztSr16%5{7sPFyN7WP|emY5U246h7)ac~qSS!)Uiyda(!4Fy_&BA@2vwcE#H7YMT`|
z-HoDt9<6`|d4-Z8L#mAOpH|d!OYjs~ub0OfnxLmk$WwG}lNlF*8_!GMNkq*>B+%XK
z#Xh!lp{y*%-m&*EnA_<*>4tdOe5&>k|4D#@*KHDEG}atb6-i1YFdAbGKjAsqg4O3X
zvfm<BB*6;m=gVJ^nx*nES<v6&F^k__Bu99$p<Vl?4gT9pW@W_F0`;0wP6BM=T&bO9
z4dUye4{7hZ(R8Dw|79ce2iS84<1Jhlwi_$D&u3G3qcq83eOAw8L!+9jpJ>~@9X75<
znd=xo!Q1i~ZtLNrHH1UOHAwmDRg>D6-CZ)SlQ-kpmqa@Fq}g8Tm|8uS#XcfYw-Oj#
zPS>U^VK97Tg=dAr45>)KffWcKfy3#^Z_1-7w~_Smwa|t{=Adht!CnMFTF<}VD)}!~
zkh<7$lNZZ{C6=l;Oe_*uSwhFma4c7#E9TRfMS5gtLzB|PJ=qpq42G$ixA7e&5*YV9
z$Zyz1_F3ZWZjnRVQVWZ8*l;oV<eS|K%d{wVS>a;%xDMm}8jh<1DXTO<^2HYmz?wn=
zZj3fpPUousxq@b<R^lV(;Q0M+*WPS42MiC-F$I!QT}3<@7Gk2eA<^>8-n?}$b&7vt
z=%Rb!h@(hSstBIIqt4NeIc~6Y5~KUs(N+^H2rtJC5Tu&#MH1^OIC<E%2aB(B$=>F3
z&&O8jKgKOcQl#j!R8Nr-tQUMAm_H_6I&FglP;*3q#FWL&#XUD-<LDHKVcRDi8%Q*3
z@awGIu(lEAC`p}LhEY<jWsu~P5S7uzK6NcU>C5;jM(3TGye|Bk1s!+4?8QT@*KK+)
z@MtXdV?$)<=O>c#i<}k5#zObQ4Lb~a<c#zUj^4)Pyt~rRomw0JBFXp#gH=AE&B@$y
z{7u9DWo5L7FBxBaji{IPD&nUBuv|YC2d%G>E0<p@$b-Aqf5ebNT&162-lCiB(?qZe
zp@fLqb8Q9pl}o_Jv9=)}W3>T)9n(vZmyKR%%j?)bl4G|CX4n47ichQxR>)5CzktWl
z)D}37!t8Bs&W6Tx4wYg>L+EA93I^1iMl_#-+5=b&e*MWVT;tI?i`lK%FKSg%agdd)
zldp*6ve{cpIW8u&D^hn0MQMB5;$5%q($B}eLNPAX(z$NCfM=F%yC8CPz8_YwB<3M{
zx2XDM>Q$#Fs;ijJ$Ax+OQAfd(FNM-k$RhgrLfd4eu)Hr@u--bENVc&yb~0Nau-i8b
z7tf@d$(56I-lOXOiNO7q$7LJGy%`usU){Hp!+*=;j!wU#M_i8)QM&rlS~I9$7LBV)
zOT#GU%l%oSORpCS-(hxTlTgaf$ZD#V$z6_$ySi~Ze)=4`S(!p6j$tJA69K;5F&Y|F
zY?j9!7Q?1Ml0Vx&T2Ldt`o%I-l!docOZkN2`_hjajKR1+X9n)aL?4ru_G&lPZEhV-
zHSZf*ec6}rqgA3NRYp^}AfP6L>whH^6QFyw^pm%FO4M<OB5fub$O4!X$7wS5ldV+{
zE{ke*856L?Ta;z$(-!Gn#DqsCV<eLjVkS8jJ-uGcz7(rd@&+>U-3ID%fLes+@r{oN
zm}TAi66hDuk2unAA6tS}mnPg4b%0Fs`1Y?iAsnMxlSZ0XT9ClF0*U~N#DCFWzv0=r
z#0PO})=!cMKrc)-Gxl_*M3R#vUAWM3Tm3abvvA(cl!uzC*@>?L&&x_B5Ylc!gY2zI
z4z@pNRB}#Q`cK{=<mzQ4$|9RWBWi6@n!4Al(rk^-mO;v!bh$-c8OZqi?<RY1NFd@t
zPKGur0X9Dm)^-l=TyfnYmdpVX;MeMpXR3(Mj_bVFl()C{5(!9&DILS>Kp*N<L)|pH
zwqVv^w~lG(boUQql9%bE{+AA6zA=dSbPOBjPK-Aea<QVeay21)P+%W_h(C!0hA3cf
zBT96dblc|DE_RaE`?F=TvHfkw|MAMsk$15D22oMAm0|w9nm~BThom*+tA3@J+nqhu
zee$gozmw~*wUDn$c_KAR#m_X^yR8}!(+Ks{sYaD)4{;x~x$p!e@Xk_eH+5?AkP>vR
z_EV5RkEQyp<AwQV8IOCOe#t#DWE1YMRb(ETO|bOrTB;&}TLpFg7VTKWcDQlMNI+$j
zxsDViOGbInAxG@vk?u%jhJEB<Xkc~75g;1A!rqxWM!xrWe59>#w8L9|_FiC$5fu>g
zw<Sry+BCLw)m)+ZRWs#2S?42t*r!TsDkRWyy9-fXhIq#DCRemGBVIAG?^*t0ab?iw
zS|kulO+LAurlMsBnTHjm!L!z=3p~I8%~hVd`P)gsCSwvo(69QB#{<?6d;W66fz%E%
zwPJ<@*pGczKmbADoxZGA>s=V>5=5e=$G%3V1yz<P`!#L?{_e;vHMP|K`Gy-oq<MJb
zqt`?3eg~O%abQ=8=HRN1MUb3|?-Gs<wIqH{Z~{Cbq`pSG_lw@Jlr3p`q~K%1M}a*T
z*|Nse9?E9Fb>SS6eR-*IAHMLHc|`r=OvV=XK*K7+<D(;pu`GCNv0tU**zfO?(!VEd
zm1d+C>e)vQ+iR4$qXqIvwjEKM2%5r!nZ)kxckpkqn+J~g5ASSA-1cY7-JbRSMeSAO
z@F1jmJfR&!in@bQNPuCXj(*M}o@gUEifkikoK!{E5Bv8#7c=M<CFrT<UO@sP9Oh?5
zR&S>k-SrjB7X+Ad4)qtPKVFk6kwAz@-SQh4d*rD)u=O0)FNat_s2v$Wmza@&J&fJM
zCC_d(aU&szhX5qAGYtvUup$D?JAY_b>QjjnOs;M3NYMS2;Oe^RD8HPYmagEPoNHXn
zI{84f&a*20!?~FX39LLNn<cV&O;3ygarK#KL7oe@@MCD7&fn@we4r|Qa)`3NdLrs&
zgE$|H;5!IiqPrMJv9gnsL*N_eY0P|L_;kPyK`VNkl$qqCOeXmrxR0Vs7%YwfNp`_{
zA<o0Mh`3mU)^4+vT2J`Jb6mLVi$|3kiQ^-#&aH+rW5MlbEUyTI9p~Q~dvSt{MyWqo
zZ_=*wE$PHk>V3pm6MlzZmdV{)7o}+K6VTc!ERMS<E?T*@h=&Als6W>x=>>Q^zY@rE
zU&!vI?!5obaeMp=I^0U%UKh)pxY<s2SuLiH`{x?)@#CU%=e&gT&Mu$urn)VXBJj;|
zA%R5Pxn=*lCJ$Ln#7eD!45<cd0;!4&@U4(d7mX~D$CKqH^sZy1j@~#nW@b27jfhxP
zpNolqA}){Ms2VKJxz;wE8e075(+4kR8u&Af;uy_}4<Tun({10a98uKr^tj8UHk)NE
zM{O((7Th3jGro@kNifV69m+DTe5RcnVB&%AscUzgf_2}c4)+VUIL36RS#p5x&{Wuf
zjw4a@^Zlj)$~>9AY{ou;WjE@_*RL?hbm`(cP}wME2#eYUY2E0Q*`N3t!<JMaaX#s9
zhDJs<5}0Lvhy?UOU9@1K+&>80A}R!<MCq^{!7RUqKwjwk_+)s<og{ybZiw(Nij*U!
z7krMEd<NcWU(#s?+ad_qL>O0W(&LKQ=;LyMO0VUy&+ly5nBho(@eL9<njzc{E6pNT
zKmwtiNZ`cA@32)zeNyp@T!!3%DG0H<`xmf3UVoy;*?!U6@1zk)(0#eBw4s=N$Ot_y
zZtuoAJa7bd+zVSM%^o@3%1Yf#enX2`hf4P>B>AsH<bQ<q)m=SRe{y1^-Nf8PEhr*?
zsa%A9f+@dlif$0(93|_?NdOY?&y!0kiePIUk9}pcoBlD3nhta{u=mQ4fMhFleMKLx
zPQMXi0o%b3M<5!JK%-`I&z%(pi<7M9Yqc|<pl9bwMi8x9Bc6o8CO_95WbU}K?VTrF
z)s=JD|NTkj^1Wc@(_(q$+aU*XC3Q!bAah|4!01>y5_skY2H+Bm;`jG>5bQN{{u0m7
zjx~wKJ(}Ob>LqeOg~+FLd`yl6$mHP6Ba<g+EMV-d0Jf>Vu%oiVKtEC*yu2npa|X2^
z@CJDhVgMip8l3cP=Fifr@&h+qB}m<{vG#JAE005je?aXA%(HqHl0QpAOKfO|#$1}u
zqQ;fxx9d|^;?y@z#2PdlSnw8jAO6uKA@5pJOfu=(&29GWfB^HZ7Vwq!fB7Dg{na|t
z<FeD%hd)h%!=iKD<?4fVHR}WHRb*^wSh;2h$tIj_XXH!rd;63t`qNAe<;u4t8PJ9>
z3)kK4rq7`;S8b9%^K5+=r53p~a>BY*_!vhyVLH?Owp$D6_+!?_<KNK>*yokwSk<sh
z_IA5dQp4H|xss1)>bJBH;=di;Kh{pV&gp}Kg?k0ld0jgtJJ*t;skNwwXz;q`HQf9b
z=JGVnSM5_>2lAe*7OpalyJOndFF1Bytmb>QEw9VQ;<$8Mbn|Y(n3ly+X|_Wiq4OKf
zvZ4wLF}C83CTjbTue2<>6-x?T=DKkY)Zkrun*<e>Q#Hgh8dbqs3{S1TK0|G0A>fl-
zU)JU=4`T^6!AGIo&%+<&<l(6$H*eM|8JI@2SD@W;+v;iSuHr`XdfZ??FWBu|CTq!Y
zd&4s#X?#rE<tS8NpzTw84Z-cZanUSyW_5HuJ1y-7%m{%{K8p^J3k0TA=iWu9+{#>n
z8OFF=in{%@BW6a$ogh2yF&d?~;i6hKOa3B^I3>Tgc>K<dK5l`gS0nl&hvRq8O)2uy
zz3rXtU5Gc1sWeGha2gs3ejP;>{C32n)fjU;WkM3&%kD|PownfA(teaaK3tH-sqdrs
z(SF2yR%{!7u;{U-be6N##}Bn^8#Qy!hm;jv((!Z(_jwq~W$%QIzL>8ez@4!l*q4C#
zZwl3xZbE8ubS)<6Hm?@Y*368I$fad$aSaHsEN{o9LHd!vsy>nQl)U|ASV{3t^&oN6
z$kL&sE}q6b`Yik-#V504-eVsAK6jmIk|`KrYbKt7t*U%qJ5Q0=Yi_%z%R2YJO6`)(
z(x0!!N_BRthdt_<SQ?I;CM%b%aMJP8_4v{d^#052gBlOW^a;DR#w{Y2S9h*~niTzi
zn4<hqasH9^AK6b{gFCY?tW3}Y7km+(a(n8n@g`AKoh?oLFUyuYt$UQmCv@&=w>r4k
zkkwQh@^EI8skw#s#*TJ7SxaAP|5#_Z>6ww|kp&x_^5<c0Z|Z!SyRsdhknNU-ZE;n!
zb1iWy$WcOqXR@=Rq`Z_wZqA;&+8bw$BiF6Ubft4<?0RXU_(xuw{7d{*61>4Xkx`{(
zdoRa_$7F1*8QK&{d^PAAY?PuyVszdX9gwWjo$D76tGPEly{v4<x&J8{Vl35i^9$Si
zLpvoHwmJDrQ|O5Hm&)>9Ye?Tb9xr`N!g&(YM?CkcPdHKw>x%kw5Iu$t=Q_mv4@1ix
zTD}DOdo(s&joi}JZ43QC73soqKQqCBCC)q87~(?H^`iQ+N2Z0VXGQW-mO+LVa|3?9
zOF^ZOvaBqm<XZa&(J=^j$tKz4^TD;*Yu&oZ+RvmZXF2cFN5##H<W5i~l|Q-UD-(8^
zluwk#7b_8~H(rjv<Y}D3-DxfaoeLdZuRz}Ft;yk$(7J8Ut`L6w&LZma<IkUzdP~18
zY$RZH&vc01d<$A+t+8$$Rn_sH*;*yI#wABlaanQ4si?wtirJ33_%;PcaHh?etGc)3
zlBul|$*a7K#&Kt9t%5;o2SR*{g2hEogk@(=V}1;jKha_KypqigBtV!{xlui$x0mH$
z<H6NDN|4}eA78}2qYSOmizT%y*lyX5)p<{MX_Ge4(RDH)Ig-Lii}~)OYgiAVE(j~<
zF0{b6LrG73(7IK7q{AQBT0c(mXID7KijWpU0=rH0^A{~OxX+p(wNdXwR6{np!NZZn
zgrAx8YMT0+^Fk+f)?ZcozgH#cR0xlrgOLjQw)mUBSRZ+UYaYcAQnItop;pP+wx;5Y
z+*PrYiC=uh(4PVRGyR%^si5gE%F}!pvuN?Ft!6h3A+?>ZCDj3~xzH)xuA$<AL4kA9
zw{2e9S#2U%Xgo_2Wv<+Ae#xD4HEqN2M(@D$nwmHXM!(0>tJZJ_n086h5_IE*Gj-#L
z$^+`_F-B$R+l5lE>on4LpakZj?sv*dW7_O{ICInbbLLE2f@UMsEYAfJ^YuH=e2ht*
z53x)vEQ-_P*E$wmB2F<%@l>4WlziXz#ZJe}&HYm>PkSG1c~*PlWG^qp%vJxHyU0Vc
ztEtvTQ9^waRh-I{kVoh1cpoTag*%sS?kEwP#WD2eU}n4<j!t<(Q&Q7^orZ7zts}!A
zG{BwzowoDZjMk95ghQ4YdFeuuqMDP1nX=)WI>Rb6O}}Fd+1pAie=7k(Y+bX`-o;gn
zqP9Yhq{Zj0sC-K8p}bAEE-0yJ^V~^_Z!8PFd*G(fEzoWzs3+TLBA;TLuXCN$s8po+
zKE}nU0C5G&89kwo+G}s_hd9uLon-dPnU1U5UiF<lFN+NsczxuVlQ7||-_UKQ>D2Qf
zl`CjB1t)rj0{x1#x4bx!O3;IS-Gj2J_80bVIz@Z9)-*_KB*R5Uw|Q^ICMQttry6mq
zA4a&7yG(yH%lR<1d`_T|Aj@_glF0mo`NHvYl0I66W<kP0xI*T^n<<alL~BC}e6Gg@
z6D(n|J#ArLsQ2%C%XtnAyNec97W6t8Rh7hyPij=Wyl}Veg6c<n{(gGxSpvT-p%3k&
zf_>bb(@RRirCahZLzSu+l~{x2a>Q~i4qwI0)y0TP+-a<3?0eW_uU}xMkZaB)J1MZn
zm8`z_Nr;!3Mq|j&frqFQ=9G5er&#7IuYQlC>Z-B#eb*;dp>nBq6D$Mw2OilE?^<I{
z-dnKac=4<>XfI0(<^4r0My2#j1e&)qT+8u@tF*vk3RdXF*k9(ey^RDopN4&I2G3&E
z6%}9kk+l~rzEY7fdhpHFqEdqUg4qbmfzVGkMzZxzuV+mUo+osv^iv6-cuPzE;^LgW
zCeszAwddSQPHl_5MiFVo@S!bH7)!VjxR;(=H}lE*Xl}AC_1CJGcoO|C5fZ3`MnIx}
zS>fe8^v=`!A4hyjf@2u@UU!63k~pF)h#pgI_v@w_c|2Rb7IaZ$HF4pGg|D0DQ<Ap|
zsx|G&(jJbWLZ1bi$FSzj+`Nx<Tl`>rWgWE9lSX0%%~CoF?C#XJsSGFo)fG|xBRlBN
z#&852WTj6m>JzS8?Hp%V=BmnHYbPPQkMB>&JW_Sz3xt0S3HTVKuQaXm(U`n*Z%iPF
zQrUz=B(<iEOpfJO)iQE@3BDSpKp-NfMiSx~QF0GD<x{&6-;k<Lu7L4%uF9(JL4SQ{
zK{>r(<@{Q(a}$4ajvEF*_T49})c)1Z);$REp()Svxv-GrKP!CgREPtg%k86L_PDmb
z&XSO}W1?BPw2hV2mt74F^eadGqR?lE4>^#M^ra}#+;=@Lmj#xd7hJNv#^i<R7PGLB
zIp<iQ`)Lrg>r+Bczw2JuEI$kh=o%nwH3l9mo{7LzExKdxvLS(UU~Z5$)o&&Uxu_$7
z=k}9$@OzsVGBU@oEoXWXnjIY{>(keiQeAUg9FxBUC=tVT2fhv#N1OD0dP(zGSNst(
zF|pLhI3D1c<R!X}qwnmeUL2)5xSEq~P%f6k`BEWL_?VJfn9~EG$XWg+2ARt-HM;Do
zde2!?r?e8b(lq)oz4+Ew-4AePPu_BTd=qGdW7#izjwId9;DV8?3KVrdg%#d=V#yO`
zF<>NJP*3S@b(!~gvi)-<23=ojS^kBRMF?wvYWYUW-pEZ%i;Ni}FIr7p*S7^|Y1_H5
zkMsogpNoa-$^^cKoxCvVNc&3p#XXG{8fzny{%&}uWJ)!A3Ok3mwu%ypTf%FZzC=ZR
zBR3`5;Gqb<92ULG(*w;SXD5WLCG=zwx}&2RI_b=#+~aQcFyp{lY24_|&F7a?%8CeM
z3vD@u+{KUp^VN97PW%y9W^Sy^#s0QFUxL)jd45|GOkm)tXukfGAfW!)db))uH+Z7L
zcS}sI>{uqnM=N=vH7tdwE!6eNL|%_1rS_zsKs=F_j7jDQ&XliAq_})b%W}7`DmFC8
zoDDZo_A#c2NGh0Y^Q)Bp)Ei{{y;FWL_}gNP1Q6vP;j=lJjb{YVsrP_rNd-X#ifOUH
zcOUe}R6+k`g!mj7ZL)-CYX4eKM{8pQBgOQ`$%l6qLy<sw$Vm@8V|T8mtJJUFySVxk
zhqJDpX=X0Eo6a@Es=B(t@Ig{lSJ+P>|A@)oYyTNu-DA#OB1cdi96q?WH-9X868bzw
zgV$@u;Lt9ZI%aQavo6HduGu1Kx!aqi<ZVNTn8}>}fYQ8n??KMkU`V4$f5XAlwB9u+
z*~nt0!)gbfnPsgCdUhQ@&Gyp;ta&|X5M2NA!DYkr(J^r+ZGY+WVM2^g9o&h!HezP0
zIgCA-ouisW8w$b-KNl<e(mT91fL+fO9aX8=B#4^o!txqTtaV@>9=17j-!1g-aTHa%
z5KubbqkqnlJ4YNP_08~H%$zfP-{ozQ`#giu@q@~?U~JWq2{vYmU;*spZj>jgnjB6}
z!YON`AX`Jd|0cR<X9HOQXQg62b%VJ-87=^BWu~Uz_OstAWMo5d7cds4J9?;A@@rig
z>(ws-t-kL9vE1nvZ%OEbVRmXkYFM6bsrMfAbOs{<r}#uLh9lz?&+=O^|7_o%Qt|oj
zhEuPr^`_p$(rF>O<|2&V7@q`Ui!{l4i0<bsT~0Hx7Z`DpW864?|MGxDv9efay|mSa
z=XLKPL?5`1Zv{Cy9=zbU;W;X^IlRd*ApUvK>{4*w%BbUoPY}yy;jUEIhh(~2Lmhc$
z9AzG$I!R|Zy&VdiJ|MbVdD?!+J<>;&xB>kr1x9mypZsintLVX+-%jp!)<r1(S_NFL
ze-F6xeK!)Shbs2E50o{c{9v=jeMn#e^e|*fj0exQ^>~74KCkb)9MOfykZQVYf#Co7
z9HLW)6REitieNO=UO!}8u<QAOO1uAoiWR79rJtSV%Wu{Hk5~W4s~=?XKTfXXmuM*|
z9^Sq04{XW*a`?68_q5mxz!646yb(I+0i(>G;U~kOO?|A%@v(Nkj%Ff8!M4cfhZC?R
z=oDcutO|O91k4K_PUT#!-x5n#)xRpf%EfV>?~3yg$!$^^qu7oD%2d(fR1ETrJaDxt
zO#j}&#&4RFKOTk{!|I{$0;eyl5#PQrEh(~hPTO9^K+ul=7)=Q=3#OZr@O+EF?_tKD
zv?76xOZo`*;)PTrnyiB8lPBPbo-GWH1D-|tC!ZM)&hhUVqP!Hxy|MPfIWi`$%)spN
z0n_C)^+$BGB=7eHL%ysN-Lvpy-qb7JC+ajaaH4VaA$v>|E+IE@)bkCyn*Rg>{>CYd
zu3IJfW>gbbHNvTfQ%qPXn>m#-;7bFfcPM^8+@e<5zrtzai&r)3eDO7J(8bWpkCQni
zB_4}_S)o?`Y46NOJd4csYWTLOt1KJEKkM>^i3a*t{Qpb*V<sjI<+FJYTC?IsQ?fy+
z%i07P+2*AhLzSs(iK62*9g57{)F>h}_>TJ-5YojxZO!L!JHxd5+R_<JO$oDXBc3Wd
zBJ@5MlkNhg9uL-4dIeVvuM2h7u2JK7H*+{WI`3Gp3;MK#Xl8MEh;FJ!L#kXW0W99r
zlCxJRT7<FQhS|lLqP<J{2U3{wxDO&yKIA$df1t9Qn6VUyVlvWTc11_eXf_O_H{Ydd
z?ynXy$+S4ST_j$V(-diRh5ZWl=#beMHp}LM3~;Y+XOxz`$5LQfn2RfFtr6XT)Dt!5
zC#Kb(HFJJ%yx^>ScXe=ja)zN7d$@(G>4Pj6(rnRe)(&XcTyzGLuD)66r_9B<;_Pfb
zY&GV?!a@IUXW#%WK#KC(;q$HWnnLY~qEDYy?_Yj0{`?UQp{_=%5v+wrEoORt-h0uD
z94lKcL3T%X2a*<lC+~M<hcvH5(F1bVFxHrhmr=YtdP~j<OWR~`AoRFt3c8${odq9^
z(g>q3^oadJPJG)@21j^o+%E3D18dn3*@HGp%auf5vltf@z>GSJUK<FWyi-sW)#kk<
z6h--&urnl8Cwo<MU-r{F!daJleP4eTdUPJ@W7>`KuP|T!;2fA2ch|$GNrQzuhB(Zx
ztDpr&St&?(Z5=}UpJ-puoHUyxEjScXf#p1ZJJbDiT*>gnIirD>b5%I#dUm4LW-D4k
z*R(m_C{OW9B<ogg(%faqPZCnJ{rmKTUYxB|iqvvUezFt~4Zz5iu^jWl7AHx88>ZNU
z=-`{Ig}ggE&?hVA0}<;ZPL1p?nx}!7cf3p~D7Iy@H}KV<M0Zt2OV3W9^`MjScI3I=
z{OAsE>$5#sNSxn>M3DK<xuvW(E@NWVcjI=?dtAP|ab5(oF_But6meR*ET(w;yzc?0
z>}B~0#FPWxGY;@9q&b`OiW>cl!O6@Kp{*&ZBDL1_AU8*>k*^dZ1lJXYv34c8^2uCY
zvqwHaeG;Z5dD((p>ENxd0GJlRaG*n62H&%Rqn*5*?B86LB(t{4<0(FlCjNXip7YUj
zHF_b6X=Sm%9oonIT{i~%a((vRSlUCs7K1_gYcg7kzwNaA-b(pr?yJ=l9^Y<#0ApX`
ze((x^rk`kB$>zkgu;%#oL8=n_63=b{$y?X+ZW$}E9G%RlN_VF!>W(nVa7N>2Q|~2Y
zJqW@4hICRC?KRo{2|dW?X`)w^@szk?Nk?UQX@kW{K?X0Fq@Ky(CX0NzW4StA@`T|D
zs_awTq?DiLv*X9!ji@TM$cGh?&xHm{hC{iLz#f+V%^7ixd<HM67Kw9=fH!uFgj9A~
zVNF4YtB%a9!uw!V8x+LWQOF*Qi49e;HKn>-)FbQFd(63q%T)1GSjWvfG)L+O2Eh}g
zzAQLYKxT3R8EtHeqsBDFmJ8>nX3iDY0?50xpW=l2XG14{XuS8@-e8kp*pj^u#VW=p
zJ`d=P3^1>T;3b&Chz(uO1bUN-U{j2}&;>@UlU+GDi>TZQI{3j~ZN~7ER2eWBQZJnX
z>%K;KycBXEZy$1mErkR;RE#kr$ljcu2Ks#pnb%Zm8rHwg^DSY)PaaHIct*cJaN)k0
zidNl5=py~j`KO4ZWCSrSGs62kY*J0@e<U<IhF%=B<7<=gdkgtgYAP}e|B~>`51||8
zIDMuG1%I*U{iQ8UTKS?VV?)$aUH%hfo3h0M0eI29JH8yW4VNSu9MB|AYO+f6Vh}<H
zdhQpe-|&zv4B=UDjg5AgzURAHy{@w0c6?%rHdHOOsaZckJp?PTW-SkcTXr~ZL|@TK
z+MG<I+Z~Zb7|9=N39*UYy&qz@t}o_}yHV|VaVW3aFl#Jze4x77=+UsXU<Kb5#J$6v
zyrhM1`Oc`NiRr_O8mjju$C|Az>4e%D>jU2s_7B8t@dQqg5l&@|+upLf8{QUoDfmO0
zeqjc8);{Wd1^C@#ZZ{^DKV&W*T;EvV9PI~#LuZ;psZSBqyG%Nu$*y<p4>Q+$A0ZB&
zpE;(b^T1}>^!Lq8Hu5FF<&{VJ(@dn_@}>W1UrxIIsF|xr<H>B+xsqyQ1r{s+<Q(^p
zxaLqA&&%ZD9Rc!BbD>{@%Ebxy-yFu9AI13thxdf~J+a(X*(QuCZ=S#wYbqpQ6Z&%!
z=RBkg-7GWiesD8k@3a)fVScFuey~7Q@K=p(qkn<ZYM0(GYOnNa(YUTaXoNp@dqso)
zZD2mtu~<ctf{yJt26p03e{x|UK<{2!YGbAxv4TJkMZ9aVj@?_LF{1847@VmG)_vm`
z%-w=*k_|}{QP~t-%zFJwWAgM3Qdm6~`3ZVn-4>WgM5J?KOZ&P)>xGOZs1Hu{%bj_|
z0~};qMC?Bbu6S*pBOHC$EDwSy<Ul3~T>TOIh-+Z_65G+N*p;uw7s<*%7q3`<hZsy~
zZPACz&~F6DfEtNo9qt2uC8)C7;%Ly;af8DeL1bFDa1qRJ4Xr!yhfZAxKzM6T9)ero
z^W^2wm5&jBA8)xK#$i7WUbdXNvq+ppFju;WK;wam4(u!rKOm^<XH1jbkW`8U&R}r{
zK}ZEbhseK@O;T=1fDTMKuF@kv!|I?ZF(=i$bbY?Kgx81guy=RM1qMLgdx9b^p8t;+
z@c+_h@=NH6FU3!flS^IgSj}YVxJ3AbKC-IP@a^F0Z$?Z18N=dV@hsU~EyJ->0OBGj
z-Ipq3=i*a7e-5b1D`@}PDppXRJJq6cFG3gkqM9d{)qfSPIi;1|^i2*PR+dzAGM5L4
z(Bv^b0Y9Wppc#TQN6}FqG*7XSYt+{E#Zi}fiw(OE`BW#DV~R&WxltB7T~}RdLVU#^
zrn^h`RIB85rZ!`|vXj~4khA;hdkqCWB>IK;&U@4vrhnppA@~Dd9{;ez{9(oVZ+H%h
G9R7bEtGNgO

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-jurafsky-transformers/images/image-19-Prefix matching and copying.jpg b/apps/api/app/data/demo_documents/stem-jurafsky-transformers/images/image-19-Prefix matching and copying.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..9e4210f29174d612060f68d0bddb123247182ed3
GIT binary patch
literal 15070
zcmeHu1yoeq_y46kC8R?Hl#p&1!XZSY1ZhM;x*NqoK~y9JbPxmv3F(eOM3InEy1P51
zbC~&Gzxm*;-+SNs#ajP2v(Bu0@7y`}?0xqB?9blk3}z5B2~b{B)ldbnumAuHd;^#f
zKm{Pg$0xwYBP1XoAR;0pCZ!=GB_SbYpgu=I!@|hM%EHLZ%+4jq!_LWnfti_C@)Ez0
zu$Y(_8;`WSl!%<5sF=vlPOylGh)79D&y$gz7vW&$5c#KHm@fboArOu84hM@9z^1~&
zp~Av60Bqnm@v#2%0{-&C!p6bH!zUmlA|?TED5nIlv2bv(adGhQaB;!A1HtbBTq-<j
z4q+wybGlXpobEItkD}iZUQjNsrPb@&;1a##@tBC1j{ZCY<3(;B-b<Io#3dx9q-9jD
zLRHn&HLmI3G%&nnWNdQR+UB0EoxOvnm$#3vpMOAb$dk~g&z^_H#J+kBk9!lJkeZgB
z@jf#vJEx?yth@qQ`Jt+=zTs<QQ*%pecTaC$|G?nT@YM9o?A-jq;?nZw*7nZs-u}Vi
z(NDRs0GvOI1%CcnurqQ|fpTHv;^N>E{FDm|+ZSv&RJeE?!uZrmx&&74=Qu?k5z;6}
zzbmdKx*)2zL3_uei<pi}Z0h3XPtpD)**_-O<9|uAzX|qtxrPB!94v71aHs$Xus3Gf
zAfp=6S&*HjWM?~ihq^*?t<imF6e81(0YZ-J5Id};7~u0_4F-sbNWlPuA{YPzsG1C@
zDKamhc*bckK*}!SWMAzU$L1_FSnaU7z$xt`3S$f~;q{AS@2;*te)xxSeqk+tSkB))
z<qz-p13Lb{gh%wbzr+!977^E7YFHKQHQ))^D0x7S0aOIvVgT3^+D$DQti3r5fO_Rj
zfUb?h07oMIRWb`#Fu-h@9b}Ib3{hS1@~%!SD2>kleDh!x>gVp+jbI!&c3PrCTKFbO
zsSn2F5Jx2$k!$I9qfB$=`@btz<(iLc;pNXDhx*mKa9pMIAk|XLGvh(BReaAX4xZBP
zz2{%c&mYwigKw~vBSgRJ42rO8M-%BuVmDa38-HfpWX*6*9~m_tZu9rrBMTI~GE~nK
zA6oYc5Mp4bxNe&O>?H8<Dffqdx_c2N<Wyo$Jltx@?ZxccD22Pg;sMC7B$sVAX8N-x
zZ!S_k$}-h-$6r~!trk&>0el-h8%2{3QpktHro}0q+1uE<-rqZ~(7xB=&JN$<s^psG
z#FKs2<ndum4_0TM4b7PtPEr_l-5Fe6HE_8WcTait!_ZbxN@DoYogi5mzGoi>#5bok
zrDnP}g-hepOJla3uI7>oxn)YTDCiC(>eDxIeED47^Zw1~@L+Sad^@oHZSpQIwr~pz
zj2KwYDp2>U+bp<|P<36+kUrmjHZbqd>}o0fwuCK{kvmd)X1p9FoA>!+#@iMFvb4Nz
z<t_%v$u!z_H+fzhlQ7;C?EiF&mppn78H2PUuD?CGidaX?DY9X8LH|eXG31F}!z5O$
zA_?@i+Kd*tU5rs?mEV{OUw-(kkUXKRG|i8L>te2lOa2((@o^NIGf2`d@5<>*QKwJ;
zxZ|JJhv3)}<+vjqV|ZlkYRIE=IAqm;=b_%%lCJr3g7>ld@*cNxm~iO$#~Th&C~ihc
z)J`=9s10nw090yc&K2>VhPEepzY&*xXU*kr*g;Yxx*#{hWgQ!q{u#eqQ(XXlG<P?$
z)3`#2q^ZUocP4yirraE)<n^i;AUO_kaHSFhO!NNg0``1tT78<DJ6>*OMT|bb8?*CM
zd4s^x*vO$Ax`*e=OJ8VSt&9&vI15zSvI)6~XxD%Q{<Id(8i~lr)Gl&xoqwjcU<O%L
zq3PeJJXiOaW`ThvfSk-Yw$`4j`?|R7>-dbYDHa1y=H`#Sk+RwBk%@gZzuhlgN4=vX
zjCK_{ASp>i6D|5J>aBl^oY&G9W&;vStRa(HSL(4*DqM+|kCnFszR}9du1n`mY`n3X
z*zVrO0C@XsC@9<MQ{bLsGBcb6+2_^!F=0=0)9X6LdA}MDP7akRBg(YLYL*UN8$NN~
z>3;qKKXCYeh{cMO;`4oaaXY$JZZ8v7XO#x)(Ck3bkHR)-PM=|Ygj$`xa{BC#@BfeK
zht~7@fY^zJMp|k7usU`;wYr6b&QNVV;O2v94HC0U4Fh=pi*_j%mKA%_gUa4%sp-`~
zFQIQ@ZLrYjDzdp)Vt^LaPS`2~3<IPIIHnbNU;y+riC_$H`x^#0VQ@5O0cdog|8}Eg
z#sHf?t{gu-y!pBrr5X%o&>?z(D)sw%O4&v@GCASTbtsYuYde@{dWnI)jVRRf0Q!^Q
zd<?K-(%<GkQ9BZ7gJN>cUh&n_xY%F^FG{B4rF1r<&<`I-{a>I(AQdw*wA_+&gzV1P
zVt{v}hHF;Fu;$G?3@{LZKtFX?WGeeDrTujlj;tq^xiEki2Dl6ykb~i!0(qAB4M>AC
zbCF320~FbSQxjfZ5E&%$K+|6y9@gQ2HrwjJD^U<F`X&PXxG{mK%PkDviAZZV%}#G>
zyD;_*u8>KJcjX0amdq6cSjj^$fF?)&Fi;07U-l{nK!8zoL&Oy=7<HghrhT}NzyLVh
zAONrUMDIH}SB^!Bt|*>|Z9KI@Z2y3u@wG6(*Dee|=<^%{D1c}+X+425_Y8QLouhK!
zDWNep(EdKx6RwKN3d>TB#HqX93<U3qT<fAJ4hqoq8a<G5D{7NbC3j9U|BN|q{^C)J
zECS}e6!KU!<=Q!P-~tBt(o%C!1(_o6f-H=~P^2I~ev$Ws)UVMw;7Hcrse->B9Uy1V
zP3gW>Y=h%_;XTy57wgH{;n=R2$RnSYwRi^#tg|O{5*cgNS2d?>r3=eLz004>Kn~A|
zyB_U30K>0QmF7(w+2Y?8hgm9+X~PaxX`^PN<H~UaCmdZmLZr0HFNLrQ5?0XiphgOu
zQMsaZur2OI*d7Jw8_;|JdiKd|r}Wgnc5h`ExhEKVaq>l*TWfSvqRTyYtmM%IAp3WI
zXzJIv{>@OvC({Pk1Io$Y4ZUPd!sQ`mZB3rfpubD2Z21hymzFUaU?R3cQ_@ECD&mnj
zt$)*|YsaJ=PTKEH?B)HhN0EsG@O{Py`19lHN`7O*Vj5VoBP5BWw<moIo~ra(-t12M
z2rGr(sh8L~eCFo<683IZ2M==EK$c?sAevhvs}l~$w`^S5zLzcsx*3Hn@}`j1kXy86
zEz-q_CVp=<=*TwYLp0Gwd70|he55Cz=d}^$a`>v)C_S@s3&nx~IP($x+9&7xlqn8S
zy|9%v43KekPey2E+}d);2QdmeKAM<O+cVGHXG5cr2Ysyzt`9UWCbhq_bAB~iFLuf0
zZOs7xC#I2ka>%53eD7F<>*`1Cb;!wy>t@=qV9#+Bm|&Tr9N!dg3haanIIX7Lqty0j
zldorXigOWt?7y}IMTY&D4^&=DEjN|Qn@ZsFCw|#6m<W2~%AKSq?U9JTcVdVBR)(Gd
ztA70$fN_2eW#jJo)+nFj{<c@e(zZ;a$CG`QR;C~dhvz6)cLs^>p|7-)Rd8$~U&RZ=
znh$ccWh<v&5Xi_NPK~cb3IkN+qs7|j^<*ld@m3T!#DeA}aVeG9cNdu5*KRG5&(%<L
za2%VbN45)$DT^{E3bkJraIoj@)oZ%Xub};A>V~9sbX0d-JqWEBAP4q|4IQkz4BHaM
z03)dwVA0vMM{1cXM<i~~xe&GOdVKIxn}0hrT+9!-iEb+giI+2|C?=GhjLkdT^Mk>?
z3`{78_r*D8#%4xCLrTm@-^kX-hL^)=HHEoIk0=^T#G~je?1c#6?PE5Pqa9)be4_5j
z^mYnKH}L3b+aJqwxAOK&P4R|d=j0Xv<UyV{e)$kbY;Bqewl!(zojLe;i_YWoaUPRY
zUswPxM25qnOxkjP%(eNUu+N?STXgzOZi?*3RM5J)!qpMW!}*E*&6>ujzaQpzDK^>j
z_a~&9q!ou64ONud+M9WymYbdn3SK~#lvTv1#2l?Thv)7`Un`}S->5`6lp|12*B~pe
zYK{f8rXdH%osd=Tnxo4m?f0VvzW70)O>JcLNFT{qYlP(|H5A7%59+uB13Zd_ZF+x%
zYH-t^x&+pLSyEvgAQe7fki-D=re!+#|A9LQ__FNX{M?3?WgJJZDh#>0iV4UzmvEKj
znV(Nqa)S|%_Wu~s?DS?)x+!Wh{7p)KGzZ?abW;u_(d>?}W1=OnfM84pX@qQXIbwi4
zGLTPqIV;kxp?GZMt2DDUJbis8#bVyZpW`~hyAABnUO6R`cRBshD=;4EFXE8=7A)rv
z&!IF6Mi-CJPnhjJ#XmJAbBB(zuO1s*+gyuPq{9HGKs@bqSMxPfa>>IBMsOoRY=OQ{
z<@uk!Ly75?H8_-<+>>{E4jj#6&B`kMoxh7H2|s&TK&=#{A~;Dd-E<?R69@KN9gn33
zNsl0ijG)e33HQfL%sJs<1|Om;ik4n}S7PnUPPLTCPFWfb<~6J;5A#SXwjqn^&;N$b
zzyM?7(UU(8sl_Oc@kc<vDNi9ifoQ#G2wlej`Z4}DEzC^oiLY<wInor;J=7D?Q1%FP
z_;E^aUVdt5#R0axbG?wA5{I!A(krL&a`7xKe`wQeNJv_(GXGAQC*$eJIcCnyse%0z
zS8A#3^-_m}+ve_KNzW|2ah#zXi|gg%ZYiVAAWdgI4~>~HVDUGV&``ZO)?fn7ST)pD
z<0{e+dpSx^E<sI5Oq0m$rj8R09f)+jdh3>9fRmnysj10mag1I;-GfQ2aBCg>iPJKj
zv2UaOhoZgwPkPT8ndX1})azFLXzblpzx}6o=r0_9k{QrVx2Q<VsP&m<=@!(E<=%m)
zj0cHE1(%sUC>rJSvGSKtL(A*=Irt9`@3s4z+$;X*X!9Dq&1+zVcp${~#MzMkDP-n{
zCCGB#!WOf#u$d~!k<*S5GSl{kt?k2?On4JB6T0b{qucS@lXoRg57Y<)H2=tl4ZKF6
zpUAs({@Y$?AdWa^F=XK&JUIAOF2JVfLzRg7&DZQn*-bpe0evu%vGHXK{(<%Pao(wi
zBu<ZQIjGWZv2h$KNw>&*HeCaH&QA8P*j3oC8CYufv@>6Wr@e3+KRn7o@UF4hhw#v0
zMV>^jg0P|}R8%fV$U&S>g92BcaV483iCz!&edK!28?N4dp7Y%uthL0uVhE6dB(1Fz
z?H>OmW{fqc@Xuh7Eda-}2>%CI-*RJ3u0pg8Nj+i0{QR`69o1WhIL{!BRiFjMhj3+X
zv+?zI&NhZJnQ%4QhAFoiU!dkSi(COy4~f&9?TowE#x@~e*x<a6V=`MasC?F{7^yEA
zi<H`J=_uFmozBfFY|EHSAjviTsxoUPrAkKS7C^d>%gT%6cp5cMKO@fw<>`x;R6hSM
z^DDDtzyoB_vkd<Fd*5@d?<UP;X4o$dqceO9D&n#RYjFaf3-(RDD&lw(?m=)}2N$Hg
zza+GM8aoFl*&O?rrL7x9V`eYxZ~G@er42bkr`=SCm-$E<5Gy-Zj)}lxM~XaP(O)oI
z(k&>+i2;mK@DxH`iXIKfcr9AXz8BHtIBvJTt$`wQK6s0U9wYK#M~r>M?e~-Xyw@xA
ze@P!8C2J56miKpS8sqdoBzI_5eW(c064NbBx1Mpwkt*={(Xis_?Evp&5J)i9voXF#
z*`4^PNe7>ZARihrQrw9FY=&X(7~sbWEJDbxpM>uk2d5gAadl%0jugv%YqWP;6upD?
z`+6TI=NZ$iOreJxF^u3xlS-I#(~BQoYuv5(-{f<}=k?FK6&$jIXpbi~^WjUIEJ+fJ
z_TR`>*GZiH2`F?;K3cqe+^=d&s?cSPpA+8RZ8YVvMeFfBr{Pg#kW}hKV}xhk#WJ6_
zYYB_Pa|Yjn6I~&KV;}ZYYuh7V{GC79$C_q@P@4~zMYj;gO{+>bNlA-8%vrYFBKZhf
zC<Un81n5QId*0EIcw*`0Rx(eKT+3I<n}n|@s+gx>CQAY}GyQD)^oO@ZZHkOl=9;aw
zg2~6UycM@oHRjk8+oHxr)_CMUCtX5VKV6+B%lt+lH5zc@nUD}x5_;&kaCmSsFR=iA
ze;HCzKPx7y4R3O1in1&;X{zWi{BdPri$B#_fg}{^f4$P}rpI8TaI#Fl%)zqFxkGr7
zG+m)5<@3SdvZz-vDXgDval(Uq9_lf`ogOTIRO)cekX-HZ*MpX=zFfDe+<I94-P|ut
zw-nyZ_d-+M#18lC-0Ki)I6G&Ba3$%vL~_Sm{SR2X3@Zt@C0n#bBx}dc*Ci$s?7lxF
zq|<rws@bDKxIOUGWfRc&wGz#YRHx#LKM=X3XJ3ZtIQaiLaW}BMzWwk^vYpPzTPE1Y
z%C!?=Loh$l<vGqgG}QKBUHIaq3+4F7(t0aDBw7*VvwP=2gxD!z9Lr&BPY`#$><AHS
zST&e=NxJHFdl`nW<M4RQuRxr5*f3U_#hNiB8jOlThXPUGJMnkLyR0LkLk%9`-Z$hK
zd7zI06y^Ca0DcK<OP<YnQ~LziDMT^0fbhJ7W&VJ{#biuS++1(Ddt8ZMBDOVD?6yZH
z2Tlcr;&%r>)Wyt;pWkBH&xY07sP_%s*yMbDd(^X5URZN)0xafrQd|Q|j(G@Fl-il+
z0GeqBfnFZ(yycabd1t6pXdA-xxL5$<G=+F4M8II)m5PH*bWp%8G?_KHq!OSoGL1OG
zTCzM4kHrAdi#R?-)wW<FaxWhPSgf7xTglh9(DCKT3ms%paj}OSc;8&6KYc;hE5#4%
z{xe`z{^5U>9y(S%Rn_kbCG+$#9OvwE)~o9txbe9x#OcX=l^=_a7cSu_Gr8zjz^h!_
zphsXgLdKLYe_C32o1^{`0ekRZu<^uc?FAygLUwSvYc?EtFu;XQJkuzgK?@^`k#UQO
zQ7yksIi$<t#gm~{ta9Zb>BUbS`7*9JOZuAG3dgU|ongG`2Hp*h49!E)joN1Od8hm8
zI-_1iit3F~$y@vMU6vCjX6+a7*2YxFf*#dh!evej#Wl!hQwzRY;%LVOH{UAj*0{u!
zG&ma@1RMc)ddIF|utkCl*kr#pS}kqu^Ci%!Szlv-U}MN3>z|79r)R<`_MpIT_+n34
zu5vvqY$Vw^`B*NaV?mL8!xt4+0W*f|+%+JC%xvpofI=ktb*FtmfW3(|oo=a2L*?k0
zQEUv1TI-(q5`FZzmV8_+=k<|cX|wlCp9u*LZ)%w{b;g7zH9HEfD3(?aIE(v}rcU==
z%gH5+N`4Y5eSwF0Up#w{#TFgN4@QGaH3wk|^<e3yBLjiP1F1Zf?me$<rCnhsl(5ZR
zSxp)wUO2VVwov0h-~!TYCntY07l-63(l;ygd|F+J_w(QjTQz=^@=@;QJcHhd!<|yF
zlJWj$8T*(VJXC<g4rnG&P`W$SvT4!1a@@Bk?%OK7^A6}y6O}|zOWEN07U;XUxtC43
z59+4--GG*fj*gBQPn3@$iTL#{s6YCGD}4FpENQZkXw$Wo&!@(zcKUg}SIB22;C0>o
zvhMsPA?GJV*M0W6->0q0bfAvFdfTKvSON}w3LYUeg@5e5ha6v|ySotO0R!Q;37w7J
zfgO>lfz^p-5cXYOfK{z>yCoUVK{dYb%iG^;6SKaYpTyE#POu)3q#837A$sjY`!M`N
zhecnxyreV_*ZeTA?u}z|(2o=<Y7VGjKXsZ5>&P!e<08<U6;-rd@i|LW4hUOMcXwxZ
zr@5)*(JU`6+6(hw!n+8)*Ead>68xrQ)#LOHe|qAJ`U`~+zt=o+$sy!pd>N;@wXUej
z)0K;GbS|eU{@SvJ0f3AYySt`-E+nR!Z!UcPMB!fQHPvTE17HiK_$*w&&s#E)GtsT|
zPQL$q-At}jt4x$qNXo!~Ie-{>y9)j;bHt+F-i5RBxsBogE@d7T!=cQ!;V*|CfumHW
z|M?fPL=`PhY_EXX)g#aupJjT{D}yR+e%OQlposxWddDwdfT&M6=sNI@)Qs%1HIZq)
zn)0zX^*OJvhR4vbR_`xfHh0yE)h~^>{YJ$TH&>2YWR}2emo<c%qQ5luBd2M?O+&(u
zn|k3aOd1bh^m~af5cSPcsHKOeplkW6OP7)5Z^8tAd46$)nqg%^V7KV{o5#0!*2A&B
ztm*gDpMlV`Pz|mN{0>MEyr}tQNip-F34JvJhOR}j9SP)A!%fDE<x7@d4jB(AiI|BQ
zZkM(3rQu&MhJGQ%T1qAmNBTR`?nZn~tQXd1x;oQmbQ>KS#P#Cj8m#KlZabKO)#+Qg
zvg8ac#jQ|>7|&MwF?^Y%(>)hHQ$Th$7$`E8tFByo{KKHAm&+fw-@+E2quK*5UNs@h
zb$%O<sJH9DM1TB7kGY!s_u?B|5xwUvgp^CH1I{JRGIsYkkt1BXKF#&bM$U~p#^F6z
zXvKciqzL5wIE`VyiY8%ozx`MVFx%9_0P6|OAj&;wBsd8MYcD${z2}f&h3_0)OYExx
znkC8`e4}Jj<gaBvS9R}<4c`+lziUf}uyVEm8YDLPb)%p<zzH5;eQ+x0Eb!(p|HL}I
zX#aA^!ni|rlyIHL&P2lV!xs)F_F|q)PrZ{fF~o2~{)IV|XQUhpSMuH#pAx6P#-(=k
zL*Lu$a@6k0!uklp;fwDPwE1gmdHuvoc)k3|_xg`peJ|-zu+<OhqfZ&*;wh<92wmh@
z?A<ntd&MuhmNFSXi`O($y`k=NSzFIv4<u=DG-1zVkD!y**lM;rE~V^8?#ZIq((^i^
z?G((@d8fzutN4W1^kfRYwY*NIite7CoALEy5t88kB2n_1J@Pw+T)4r>g=@$zuf^5;
z1l0(lJKdDV&!xF0u?9M^Zl0N}(?cd3uG?5Z1+M(0L#`*Zv}}%>`VZ1nyYF^vVgUQ*
zgZ-u$(Vgbp0KvE1Z*AEt-)MQeUrL@<tR$Vq`mzcD6jq9~{IFTy{+g9muw<m1jC7>N
z0NTA){p7hBfyo-yAu4k8q`GF8E~?)qCmg-cS~hXol7O+)qR+pjQ{2AlOZK_u+OifF
zBP4IG((8^?J*f=0opZ{*kj<b+PGRyXb8)ZAW^C>22RD}?hR*16A9h9hNPJ*7=XX$I
zjrPeI5^$CW0WSSiAY0mnt)7SN*qx2->D@akQ`uTM4p9`t>ESBOI@Ef++lkgeMzIq(
zONvy>7+_1}z!&{d8^l8sq$8h6kL@QqB%MdPFFfY3C>~$8gz)m<0xo0WUI#5Xq}U6-
zkM4bGyRk(MkpVvCE(tkGC=dI>IZL>TzY$^0cuO1VDKX&s;u^}K@q1iWQEzkKwxm0j
zSHq{quEtb_TNS<Yd3{kGaB~>=9hf89uy}K?muuTa#nK$=&C_0K7!eFqyQPOGf6^Ae
zI1%D>#rslWdcv%xST-M?%`ovhrKq^~6bm;_8O~W{1hH3dJPEJz&I7b02Uj!7LM31E
zMw<!xQhs`<)Vx2Pb)c`@yXO5ZLR*(!1O1dGRiJmXb-_`XM>y!6Kj0qQBA)yEb3y+c
zGO%d5cP<L#+h+*v((}8y%K;G?jd^f*#a`5WldCh|HIwU<B+>?x*nZeS0)D?pPDg9X
zOph6y6DQS$5h}fG?L`=%wES6P7g>7cjDJ!rB(w*$BAw}(6EdB4uYq0U^#%5D#@e!t
z&?MV?6~!8Ex~_DqqCz|#iBFdH)vkLt1x%bGJZx6|u!U~W8L+{HoM+jk67#{!;n0op
zAaKX>&!~{96K@5l#%7YcpZq2#Vlr1PsBSniRd)@VUL$w=8)IylFi|bjv*yP8^Hr`z
zE0FCaTQK5kVSonRQ_PM3tDmnLLDqrZ;R3w1)BLURIDO2$4^iKI6jMGHbk-K7SUuE#
zl&~a#lBdnsOeR_B4f<|-%-NhOu#kQHvAEs+BWqvrsSZz5LDiH*dYzoAIMib>?O6#1
zODWv>f8kIN6tOFsGdSJB*TJe%(~iT1IX$DrV)8*6jq$4-B}dPc3XljG!A33T%*G04
z9O({1w90G<pnC=HXgDvEhY9gf?Yw<MYd8kCs+?^;zE(KvX-?%M#o4-JfLLAW5D#sx
zE>bX@Xi*5c8`U0vg2?i}{2)tibnCPI7dG>n?t;bKv?N!O;quj<z?{w72`c>X7wlA`
z(Pc=jF<D#IzUv39ZD~)qdcEl>zx20!m^r+|{-AOwvOc-mL(9i<XyBo{dGVpq6mlDJ
z{q9k}U`CEw`m)Tuc)$LoEC)Ri)35W1lxbYC$jJIkeQ0MHp93q)3te3%%ki&7&s4aC
zOK76ivTUT}cFh<EBE>_wBJinbE=O4zf)-RLHz@&~y9=La4-}4C(L#6BY#ANu_y?hK
z=M$+`lByrxG$&tt99DXg<UgM>L=RW{K5|Gfco*?qA6Du*EO~fat^M2rKjE$%MeB={
zsw<0VqaOWMAMb6h7FYAN=mX}cy8JeDs`kG2*836YtZDiKYjQUsq8~>+Am{#b9_;GD
z@N;!rU2O#1PPe67#&(Pk78V!3nJlg(*8F<MHy*eU{%<#>`xt<go^7|K=C!tt1-6q5
zz`!jr8OV$M6kMX5)$M|<)KQ$!mFJs1eOhghW^&+o4Vk>GJ|EUj<0Y|WW5kXdIAPKa
z77m-hg<b@hlz;Ju93=b<3N=&0ov?-7nhjQMG&i`5#f$Cm#1%yVX0Ojv$cFhy(C1hP
z&@fXBfHe!|9Cm+n@rN${u!}!@<X^{&LblDO`Zl!&3)!MR?tZQ6t=2B1CPtgvMqP>L
zmNiKc1+ur^fjQb;@NY96E3ip91WHTit#NU`oOVinNTG0;akBPk)e}}t(ilY+^%QdW
zcQX=R=#YvVB@wZgK%~2V*Izah{hNDWh<Q_k{#V-bg4-HbwdC%obdiK3>N2Ejn@qL?
zSt-c0r$)ZjP|D%xX~usZ;*WSf?anbwfAEya=g~m;y&!qcu<bULTc0(`9eaD<huvpU
zWiq|bKV=;O7i~?}a9;IXTQhJLmsg$c@Am3nXI)<~O8z=EPN=?L$#x|tiwtoM*oj}~
zC=Y3qd%^4&UdoIW8x~Xj*_Fy+zskHf*PH)JdM!(NKO}PQy^iM&wBw{Kx1uUEleyy7
zk8HDMoBr7nJL9Kub5<L|%fyj(IGu}yQk~w8OFvMea#i1ZG_v!y%uPhGa}+1BP#oIl
z_X^ei^P7$Tx_SBkz^3DWe#h9&*>10)LimxnLf3lFdV6Pf^uvhozE)oByabyNWJ}=1
zh|;l?x*J`WqSaEItPLN=PQ7K}<gvT+<cH?>6`#(+H=pm8&d9rwc(pm}Dl*7e1iM<@
z75`Lg+En?b!=0-*{Mzh-Y=HZts0>RwiAOg{i~wV~K5Sud!O!phmj6ndHWctQ@eScD
z8NkoH*m`ZTTg=KiM&jG9;J5vDDck`~C=H<d-_-Q~y1byj^p{P9SvZq2pz|q={+dhu
cH;v)HOSXTd-@oYt+~4<r0Q^%10cPm`0pZkBg8%>k

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-jurafsky-transformers/images/image-2-Transformer Architecture Diagram.jpg b/apps/api/app/data/demo_documents/stem-jurafsky-transformers/images/image-2-Transformer Architecture Diagram.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..0d0ec77a9a5a6377b1d4068bbddde964a00a2692
GIT binary patch
literal 84211
zcmeFZbyQqywlBJ{K+r&N4-g1Wkl+*qhY%csC%6Q+LMwRi009C7cXzko0fIx}?(R@Q
zidTDgzjJ!`?Q_q$Z;W^U>c#k=s9Iyynsa{hH+?<KJgfju6lCOO03;*;KtlWg5A%Q|
zfbr-N`Xe+9baeE`k1;T@330Hou&~Jpp5hTwk<(C9kyBFAGH@`_(y`G~Qoi74X5)Iv
z%gal{Bq%DtEyBUW%l*eikRCsNjE#j&ii1PS{fzP%_y6(n@B_fdKqf=UK|!JeknxdF
z@R1(60UE@8q9Ofx0DnJ_kWo<49-(7A#>7ILQ2PWxMnXYBMnyqGLq$cL?SuFnK*dKR
zc=l4_(NonA=yZ;R+<q~c81%0zJBZZAP8fKMo%|nT5|faUkw0f-dcn-X%lC?3Ku}0h
zN?Jx%PF_J>LsLuposO=FshPQjrIod_i>sSE*uyg*Feo_Wb7)v>+}HSo#BWK-S=l+c
zdHDr}MOD=`wRQCkjZK|h-95d1Kl=y9Cnl$$(=)Skt842Un_JsEyL+c+=NFe(*RbC=
zf6#>lp!|(2#P7cm_D^)-Bj`d#MMXhH|AQ_hWOu|u!AC`V_VN*dgev+6$ES4Mei($W
zV=^l{9@F!voe&v2jbRcq@UA{T{e!eWDf^!h=KueRvi~6LKk1qSuu+f@!b8CaK)`kQ
z{=Cnt&aImx38LB>CEoETZzok0DRIF7^vUVcCmE^fh6kX+cH{w|C=_vj02t1@+pjR2
z9)K|=y^05*Ao_mnt^g(d0SMd|e*n^^+hOdD55T$$q|-G6GGeoQN4)R=oHp(3WZ*i(
zpO&J)y$m0KmAdT*Aad*hcntM>07T0nCwk5gK<|Eb)+fOc*xMSs--ligfd70toL}~i
zNf-U@s`UZr`12;pqQZb}(5lcVXuI|pj%5ddEz+E%TGE`)T|WS5^`JYuCZQK7-~W9-
z|K`uX_s_re>)-hEZ#?|Bz4*UlPhVZH)%#!U2J+8!=_zPC$d_!tmMz0{Ss62=x|Mza
z`ekYmo`k8<4Y$GzlpPQi;vJDw&U^o|_6v2b1JEA*1K<K-={#M&iyI+$0A^VB9{_1S
zyDoSZ=vwwH1AR=I5K#R;UHU!IVdl-S@FMX0dAcqO3#x%((j((;2ibK4QGifY`oCYA
z2Fj}S<GjtKG6z-j^HSqKHB5t0n2_TXCrfK1S*F#h&24N7pzj8;335zLRnVGVWPQT?
zk5v@6mq0uhR2z8h(C6+%+JPm2$GG%%Y?%<rF05aSexff-HUz8vDzxra#UR8!@w<gs
z<Du^4-^nxs2XyN~f_Y)bwM;I4TXKY1#KPZJ9L33N{^fn^+$`1SgWcs*)TivUmd2m(
zH=<sy0O$<q65`~9TFN2b(jV3$*{p@EzRf2x-|j@%#vJ(8mWrbhs{YrDD83jRt~_Rc
zG058InxdZmvko)RAHH4tJpFUc?E~<{nw%1M>#9R_TP^SfE;pCg=%d>I-R1u2Ga3%x
zG02%}Dd>QV1RfC^2C{7b{Q{bPg&qC?$jD0rKIrT1znRjWBesp^G(60DG2~tfaumJ!
z&QSOPi1k=Ax<xa9?BtcsKqh73J8%u)=06z!Hz5ds!l4g<&56*wM>J_N9Ll}pFhH(J
zMw9y9=4Nr@0l*fK%-lPUw3o-17Iryb=jP}Ssm5*lUAEopi8KAV=H17VjUWcac`tu+
z2As;Dq)|xQC}BOY=oQv<;(2MYIA@%^oD50&0Xg{$Hqz|(Pdk7pp?gatS9^*@iITx=
z%iWycP?g?m?!CmN*LEMid<Gc4J1I-Vy!Mur%(6<pNI>FEGPkjPt;(@(Ml0;(z}4Rz
z*;V<dcn^-%8q!_w*_)odBh+amO+NIf;8l$p-63{lWt-Z|7{Bp6vBy)KE~)%dlg}qi
z#=UzRCf6#%`=8c1Rk9TMZANi-9|>e&M-#z{yOW~>OI-~(de{!OCs*}6s1Mf?-nH~#
zbfc~6Z_|U^rv=JoxUC^GOYiII;1g%n8^8Mo&R<UWF06~5!nBDTS4zEMGCs(x^Mctm
ztzkYailH>_U!y2xIY=T*fQZwm_$6J6yz0QE5>^)#k76uh@x`lHB>Fuxz#}?H#H7?J
z9WS$G@(}HQb7)`JYKLQXqah~8F~r>HD~HhekHhgMj25L*J?r8uaH3LmUGmMG4m$^%
z9l6{>)@Droi)Wv<MRCmL!B36CyYP4O_LZXc-%R>0<}T0+qYE#F{mPYD2<{t99t)8;
zrEXlqQqt>Y&evs3$1b$7wcr_SlP9rqH_k?(0;qOSC{~Zd=GMF5G$-&#LihR@-IC<M
zaz=u2?zcQqIwNK@p+wfVYf8(h1^T-Qb5hA}sjNM8i`I0kDgNo+-QVb=#1}kz$hEtg
z4^fm(4u@l*Pi#Cb&&qzXRV;S*ag@B?NLz`47Wc2PtG{iWw7pm)>Ege-P9#u9JIW+B
zuj6o%<mf#I7}jHs#mUo8Qudm9>zeF?YX%jA;*^8$Im($V$5hX|(A1oN{Gf)%x304L
z8sS^!?X6AfE=r0dOg||;){K2M=T`Sf)-yK~X1FhZ`sOBl@FR32Z+^BQRHV9%yC>=g
za?$q_G`*9A5a*1U<qnsVW_@cC5;<drPqAX+f+*>_z;agD3*heyWiYeVfPWnne*E1|
z(H58a^CecmJu9d)4JT!d*gx&X>8r+KisG|zJxMDU<ESbACz%@VYfY9SoId<Lc=*=*
zZVlsnI2^)KDZh+T8?aw(JFJVuyc5Ds6NGu?)rY8e4wdVOA6{V%dgVmFkbkC6EyMEw
z?C*<{6_)L5rD2?22VYVt*rY5z;$}at$7k*CVo}6($9BCg#s@z#P+q<8rJMAYE~%@(
zPvgi+7Os;DdEBU};r4?}RKCAh3yyk<0;cJ?77BD!Tr+x7XkHg4jYTcC@gcO2Ok|t-
za$a}WJ?2g@S^@0n$y;9itsd_(O>4nIV1HR415d2=)UC0|Tl7RTvh;l3I*l&IcB}O*
z6+YOFIs&}CuL-Ax5h$aBsc*GT9)Qn$1zVAtb_q7UjzS4Qx;bh<%&~UfiC959_8s#_
zi@FJK#cYM=wTemFCjAZRoU~t@UQY1EpYp4mLQ7XzyP+<MqL`gj!R92z!i!=nL{B&u
z$+pwL8F=R7Wa&~B=ElFEr?K+=OqRv9%5pN%(v>o#X7v&HJ8of({|h2h`*?Vqq8m)t
zQuq*kyinpEP-YQ4K1|wZ5}lP*O1mTpy0a-Y+!139*VJR2szIS6JM=rteMa_meXr#K
zP*^*>9KqQmKWa-SaJ7LQvmYA@`|xe1325P8E98I|l-muNMX<bbyGXiygvO^XR{5Go
zY|L1Q9D&dZ2Tz|(k@F$IMToKXl)q<*xPIE@_l2z(J?=)BrOw=DVxee^JSy&`!=1)A
zZ|;f9i-~b1;~Pk&q-D;5O=OR6Gk9b-?Xvb{5H2qh@&FhbO-?6R&ADErWANhGb<Q58
zOG9&7Vo}K~BIMlPd#Ru+t(~7TDV@j^yA}^+TfcJFZPK6DlNsx`D|y*S0rTJfepPn9
zx_uW{jt7|zG`hhkqwj?fd-D{7pQ_f3*_pOYa<Wqq&(b=K`M2|k$pEUc9)||)T_eAl
z45=T0a*Xy1d~quFf3!p3`pC6YKUl}=a+UthK0Q|SK^L9eYsQh3p+5E9u&d;=k<T}|
z<sohKFn;~X+0_Yl=;reV{OUlq1~SaY$Kqs77jXKJb<IGbH(F}@Pc0QGV}}|f@Rt<Z
z&>0+mTobkCfCGA(IHNzd@U10X+`?R6FeE_t#_7pqBw|ZMU#dzv6K(euD;B#iV=qw=
z$js2QnEn(Hx!~grYu~7WF~J)Q9)KM}B)-k<ZYp;}1h{BckMRyNixh0P*IC5wT$@q7
z@|qHT+UI$&M0^UKOz5wT#`6f>p7%HY8ua`v&z>MWzF%)Yjbf5-(MOD7Z~AmeZ>h!Y
z#%55&p@jY@UhcFZ-M2+k8Ea|RVVCBq%f6!aL?CoXwDfC%W;gPyj*i{yujeDYNYHmS
zpr_uFtM9yJO<qNs;LWzo9GV5C9&rg8d%iHn1r8&U^VjY1X^8G9M=$dNC7%yxel(4I
z`?|s@pL&*P4kiqj=ZJp*-se65qpbZ$nR?N)?czcGSd2NJ9UL6Y9L1><o!9P_yTzE`
zohR<Ia}@kEbDlZ<Z7<q)lL49Sdo)$3xB8l`@*3Jmpf|`X&#KhIF1Fv%J80v31v-BD
z8|-r(p}IJdP8$3fScpu}M3=TgLUL|X?2_tEwU3X_`Mx^1OXuWO?wZBKoqe{fJ^Gi}
z-MQXtx=oA`JW@2rw7?i~s*pfVZ{2Cn;FPsuRwrnWQd_1aW{*>TIr<mbRRaSLk}j-H
zIPX-+9jI`RJTZ{2UY)W&D9I$9ek1Z5N`%GTxnc8P)z*Wl&vY6u#5Q?O4?ou@3!hG|
z#Ei%Ow;X+BE6-A^UCZ{m#ocE|$c)VV10b1!qIYT$dMB8>b0gf5w+yS+Ov?TwPGviW
zep(@Nf^l!1kh?}h4aPf|OAj?4zqBQm*J9193C)h3cl_~TCc1oA?M_xN60gUQ^faS3
zVXI4tThf!xV2IG}Wjl31`gm1~&w3<%pC>X{z0>(sVS%-i3|{=xAb+loa6wv=T)+mL
z(kDh=dwS<fesY;wy1rz!&sX{NNx^26!92+2g^1@`b1O2tF%|J5-|k`l<PR~Igdd;#
z`+K?3Kf0A+4ovELyZbK-w?yNXd}xb$WHYhz|5}=V{EHl13lU4oS~8s1QSuUbNgOrz
zL{VY!tI1N!w8oU!i(N7D#2%8wCc>AJPa5Lh*tnr-mvwe;y9ryAx;_8|d^mcFCy$Cf
zve0i`9Q{klk4*JH{X#Dw<6FP!neG~V08khBB5tBTd&{#Yy`SiJ<c(=tsIIV&d41*_
zHHkC_E><Up=AX1{;Quy0x-_5tez*|kcr*0?U?Bn#o73`puQ|vL-#}TWO~LLm#zxII
zg_y-04sj8otY8|yvf|DM;7s?<27zE#={Golr|3Uo$ba+t|93z4KLd_`3_kwF>!C5e
zdAuhx{T}&>TauJ#^OX;P6=mTaF1P6C{C!8G1<S-QR<R}g6H;ScJT9Rrk?>pRW~$S$
z^W^|B@|F{5dSNf85;TQxVW((-u!oIDL~6b5Qd4Z+X9uP6lrxxjnP?aCesWwXZ0%ic
z=#~7_sEE>;u<hy9_}rewlBVI-(tVY=pA5m!n^j%fuFUsE{P@QPJ^wPQLwY(lKgd1A
zfG<*bZSaMlT~dKI@T~<tZG7+qt!hK`o5`;#s7^|R$^`Os#R~KE*bW92dMJ~t@;4}I
z+R@$`O{Y?AuTI8BKPJE9-A{ih5oa-Hhba>LEd9oejO+o(`&Mq?Z`x2F1wOBm!fg)5
z#TcQl1zrg&TBa@ugJW`TH&u|AjdZ{Mk@83Xp!lz&M5(K~vtQNnsLCup)2689qZ4Mt
zbxXDf#e`-mNsRB2Fa<YmFw+`9;nPCN-eQyNyeSsRUImNhX0#Z#Q;G^3Y4b7*uEM=M
z;#4!VpCo>YV&s<TtuD-kgPD|Tr!rp}&C0On^#62Kc_kp)#W<0!CaYpon1P&~yhQQs
zu5mR=W50Hi>n;)zCA|_DXLwA`Lc3GMg(mc$F5Z7A-o9q3NmZ2m__(l(i$gWWS7ZvL
zikV}7ymfU&7D=qZXPtBj#*e_1(_g%~nooti#ZTFq4g)%H^SLaPR)<PD`C<izh0K{y
z#0rqMK8c2fy~sfRS1U6Nx`e#N3eM)d9-yUYYpdl`n>sd|sPP*7$v(FQHZ~7K+h<+h
zl(-b2i3F6au8iny)4$Tmns&d#BqbnqTzDc;xZe-QtpCim0(H6fBwl=eF#VY8{f}P^
z%t8bLs9b8I?gYZqB`QeLg#Y7(KA2u(bobRp`SuYa|B%g)6+OoZSK!OP51>QTFJe{2
zX(V9BaQW>}$N>=oVX~6zKRf`cG`HEmwMe2KfQ>Y8BD_P}=!Uu2jph>n0cZln17iP*
z`2X@fmbBa=9V_BUS09Hj-NI=(H%JSkXalVNaXoWaHIOywyxi8xU007g$w|Biz(DHb
zodN#{f2h<)NbrkC=x2H3dR6-4qL^XlBL~NXkkJXIdl=2S?3H^MXvZoJeusCOy?DfF
z^>lPU;RO9IeA?)WcoK9`q}u}@K9#-4;f5^x!TAgayKdm=D3Vrd{9&(RHd!j73}&jS
zTW8{6V@KC`R!_%w%0>R+d|rqJI2#_E1Umll0Fa9=tsc^OQW0&po1A_G@rpes;DVFA
zCj|}XC=<g1q(P@56KZ>tu8q}j{5{zRpeQhIHd2YFEvwMVvo)&Pvi=o67Mn$xP~ioA
zWpPc|-(afD+3++zDw3-vl=@o5j(84N4s=MpJTjN8bbu}^?Qv@ao7VW<U6-t(G=_Za
z0D1z+<+&B^VJZ(ZeE`}~?kvaber|{ExM-*S<xWA>Evg7J`X>E)1rkYp>~IzHszv(&
zphpjAKVW+RZWKjb`L+_pXr_<0YLg-OEwQ>k&HN(hH+*uP1mXK!ch-G>Wh?bKQ|6eV
z$9?Kr^bPsnzxf~8<ki|WCv_pjIuZbe_HBh|*0!mRB#KDL--TS3;_&o2rsP&me_Vdk
zWZyLGOmUBAzj^$2dS11V(T!IPnG_jU;)vN=;cxsX!GZKNx%o?R=&oJDH)}*1N8a41
z%eQ`7&T6@@H6q)~X<@a=>Ga)eSY|{p<4YdI0+w^;txhX8ipiF65Cu*Pd1v_Q0f@os
zHoC$_)ZWIF^hf@ImIAvA(354I5i934?Sv)p9J5L%*FYDl>k-bMToPVnf{Q~zm&Y`4
zf0j*;Nl)d_5219?Jp?RtK`OMANE5BX2=3Ed@b*6dzUY77Go$~bJ(KBeVR0@|s<-Gj
z+`onb`b+~Ye+NFyXjBB@zpG2<aj1?mHn}|fo$S^&ysq}<@I_vB$>*{NGE!46K~(i3
z1b2$2r>~l9ix-yOe(6lr8Ts9xfyJwh&Kb$)^I-t&{stL){m|W;`39jnM&p^U+Bh48
z^H0g8mKTHZ{cbSxVi#k#Vs<qCcl(6Xy`eQnS+Y#8%jk?BJOXb&d;l(D$^WW9czF9)
z_59jgu*h+ndL1T5jKK<(Pic^*3}3>(ZGtA&k-zLdn%Sin4?t#~^6d$zH`=|yOD-)$
z+GBghTZd+dCUlT%hZ-q*UoAhhML8>Vt}dPEzTkF3*I__Z4iO{cl|E*wCQr8Tk+!hB
zIZ7{^!wP@g{mExTgq!BIuvR2viOQcTP)%1Hg%O1so8sAVQtjfG`v;=RwT`jiK0WBW
zXuREUqBaMPBN+O^AE3fpUXY^b+?v&LF$Zpfq}da&z4;Sec9{Qi)6~aKJ_uH1wVeM&
z+<)2s*Ipqtp|vZ@ztOE9fGY|F)@1G%mh)Dhz+2zP=9Yh6dY)jB+Sw^);l?&J-N-N%
z{g0^Cyde6&UVr>Pyr<H844mSH>o4~R?;L?=e<+@+J|-BEyJ8-$&X@JF7Q5_8N0Tk2
zx&Lrk)-DhI$k#04{K26r{}eYOe>AE$xan)M7s*amnB;%w28rq4XCYucTNg6J&3RAu
zoba#dN8kpp4|1j~qKJr7ip%c_r<(C@K0g49Gy@ea|5fE1>EfSqu|znvo3#hF&r7>`
zvKnP9zjI*=(8eryYD{%`vm%t#9syDnJ=^dIUZjOFeVT9)$-<d^HQl~7DjKOeInC9l
zJy$8=iGn}zgV8h`c>I;jb;0x9$(!kcPv736wL+_j`sNrC7)>Mk?yMWpD~08c1T*lI
zvs%XO$!%^}_HLxtb@s?>TQ^Hf<9~eaq6}U!Q!HSjaBvP7GE`FRN#=~;HK5mQub5=#
zLv3*8)ygB$iV~f7Y>2R+ythPY&1%4dy{T1(X-M`^*ggO?nA;S%BbW0+786U^r^=zV
zHdI<$gr~%j**(}SS0{>ib7dUgBEDz5S9Siek_;fgaG0&dqzsmfhdX1XWc9(PV0R0C
zwDs;yF(xtzMiSZcR%PVkk@X?xuDYcc2KER1B;*<i6?6TBw&ZdXC?Srq;yZHGA%sY~
z7urc+=f3Hu;G#bHbc2b@2K%YrTScaN8!JM)js-bW0eVqq!<0XREuva181LZYat?il
zm(1p%?N*P?$lAWJ<KV^;4%-fpX${C#dlF&Gr+34~PA`rjKDj#>-OqnDZ}k}z!{zT-
zb?{B3rBsTt0o+fj%uanuv+?qJ5<dU{1#m%B2aJs+ygVMIe{l42TBWUz%#DdQQ;oYT
z=219lJq|53nY@#A_p-<NK_Ho{tIvx?fPeNo>YJPIhA9B<=(Prs>nXag9KIEx=WYo9
zb=IeiDM@rEPJddq)p@n7HgR}d%0QsEAXC-74vP<#C=Pp-m$1$M0AS8{(VQPb9)JM7
za=5VmvcI?J>M^lpIYcbR-F$Bc)p0-3$-f-isj%N{o8Xg-P(Xias^pq^N)9aeTA{5b
z6`Pyw)gc+~G&c<^OW{1V)1_#n$FN`V$cMb0vH3kG-J%5@MIl*^(VxZ>Ccpb!=gx4!
z`@32;CKI_Z=bYZ=i{>FcrA8Vz%i70gcjH=S9}c9|$Lx=lrjDYE5z0`@d*&}sN2>UF
z#_YN3yZ~)fk6c-JR~u8ssR%#!4BIOE=GnJF>cs_QG9L|pE}QQSF`T}P%ZiUM-|bfF
z4zI&KtCNu7SOE_J3K6$1*$}J#Y{n-UJi0Je9+ddWk4GXe!LEyhwx3N7-Lj9WZv5tN
zTrbNd#xGfY^pu0oX0K&gj;NQWq6W%x-yxT9NgT0a{Wz~nEVcH;dik=4DG3+Sw7lW#
zT4Odu<t{V1>4PVc6=qW*#pa15Q8)<h>sFs(6VghMv`!4MhD`7sEpLyeP031)mR^7r
zA!W^RNo6z%#-8W9I&&ygM&0CPjhsWb6ZYu0ETEg2yCIj0B88<ru0qykM9D;l>|1hB
zZ+4-LBiKte$u{4zZOq+MgMT)2vBp-t!;RK24N&vwWt9-4*m*9|9H-Ut{eCxZiUZ~4
z4SiAc4<yYNemY%miD}!s&Osj=duKaHTg;Ix%?W|T1K>9;v1Z@^^OE+Fuq8k2uI&C&
z9JnyNiq4d;4~@~KdZN&Wvj)Ngdr3lFY)EUun*-au73pmfEsc$YFsia07n}tI7##AG
zcR{OqU=z5{@dI#TgMhC-n^35TRSqn_n;d5<T)=;NfJccInQO>Bzfom&+mc>1$l$~x
zDr=&IoXQ-2b+fj2MikC8WC@j{HC6_(*nfe0Ym%5KzZ*Zg!^gYIO}$(^3L&HUSkn?W
z<mJME$1RBW>-8l|_h~FfkG($zDrLY@&S~udG4*5U^Y3=rwO}=|JXyy|6|aQ%Ao9#y
zJ$Z}lS>0a}2^8RUCtRo3pCIuT3?`}!dPPmasWwHrwXF-Ur9|;u#WJq=ti!$@Rwf0l
zmg??{Pfd3<eeYFtC#y<rjy_61zw7Zt*F7I0)uD*QFUu0PW1CT?z|E$DyoDecKte7#
z4-E*Q$C2YQSV%MLF?!2M&J>;6GP#6mJhp0mwRFSwJ#cy-;(qpnA8~3;_8h3a4v^O9
z^C6R+WMr$%vNF9x@`!ww>UJik0_x@A!dXG+oqeIT+BsF?jR^hddEDItAhcVk5ueEN
zvXK2FQEI7marW-kdcRj_npE)85;uwxYidz|D7Ug<7gMbzl(?oJJ+y_{)$swKj@e_2
zQkITcjiG0PKl*{^MwGnpxwx6Q)SINpsJov0_;Y!7!-w>0tB<t7oL3SZ7JY@FPepUv
zfrl;zbciIxVKl)4=>SW2aspPhfH=1dIvZ<yInNZF&QkXQ2$61)*_u1DDK_Gmv+R=7
z=tn6|XRDB+lj<-Q6xi>vGIh}*xiG?*wb7-DDx|JolZ!n<O*Qcm-;@L#97Ol@Mlfv1
zHI!U4Y!cm_G8R6%^6RL1LooY4ja42v$vDR7F9)_LJLf6p%6b(DSwe3Z>=}@W-ZunM
zICLg5#d1Bq(Jr)_3#u#5@A9#r7j5Z!@hc*vOi&95h#3uI3y7!ejV_Wb*>zYJFAHas
zl%?&G*;A;hxWvW)DYU+$CNWJm@ZCd#hdLGypWu&unv3X~X==P4w(+g<`aZ7ZhUtGa
zyab;uJ<8HCwkztoqz=x{@}oQoDbNQi>V(U*B;}5m$=|Y-Ltl+7g0>sPYIia=Otl}c
z`G{Bx;S88u$8e^Q9g%t5%gC<l!SSakv`;p3e}!;=o!g#_!aFNH{?!=uSz!m-)EG8A
zrx?1xpjv2dGKysAh&i%uAhqWiyqf!ZLwBAUWgV7sckAOSMrWw_yfrNn#nx*#;T7m$
z1ER(%Gq;3DB$TciRQ6_Scwtg(Mx|70#MdxLy&I)_p{e>Q<2{n1G?CvYtw-sPiq~Hy
zY|X30DU52#gfYL@<R=M|#~v7pAvb+bN#G%Zt<{!ES#4FX`ooc@bDwOOtDDld*5Ze=
z-pC3S#{7$S;{z|kOem-bSqrbRNogE4iJWz<L<fvc%1hgK-k*}dvGHJ9xFOl^_LF-{
z^YaSVz!b{wMfxVIo>QAvZoGFqe|_&|+~i}^=Lrg_t<2l=b-`foK6dNy{)(!gsXWwB
z`J@d{pK+zt{+8-_HVF<_9V=(7@kntR+yGXkhjU=ebl;sap2*0G;uu7JjFyA|Xll?l
z#_82>PEps2ECEMlIrxW~y!(r<r?pcgpxsIkLSJtZuCke<)nWdi{<$A3+_(M$eB--f
zbQ86T{WUNSvg1-!-BoOk3<BYoNP5dw0ws7v+)C@^IFe6>y73K^IY7Y#Mc;2p5T2Cx
zty-)WqoWot!twjHEtsnJCS9&c=qluMnK4-!8V%dva`gG{X~!%Z;+w5_oXf`F`rd<S
zs?7m9wE?SwxRL8PiZbZL6VWxD!r1GyzTgMo6Lc(*yL!j=tpT1y(RF==)s@qtzJOe|
z+ArmdVxo>aiKf^i1CV4;-F?-22Kp+0P#-8rptxE)Gt~+k&eaZ|nUc6geo34Vl1Z~9
z);_&!pirQRnSq7^;QFUv%cC-5D-iP{9E}RXn*paS3*OWjb;e|2FhjETV?t|#nG2Oi
z^7&A_$c*Im4xwKv^uo2pci~f?$Y_0Jq~*ReX(g6`+ot%0OJ(+D$Mca6ZP}4a&SYdX
zH@*bai@Ft%lJ*ZvTRs4tZFLVo2BL7)e)1mD+2lo$VlyN*w>K1DY94ADl$iM%N#B>W
z%<Xy&H#Bd5I$7xfn6q7)34BW0RdR-pf3~i{DDzR7hQjN+#iQCPAq_Rb5ll;{7)xbC
zQ?&Z2Xn7o0v}w~9<Bn{3q6R9c^jh7<31vmuy>JitBniq<N|M$Z&%w{Gm<!t5=`^sH
z-X!lm%dg$~a(l{a=n&(~Sj*Hcd+ed`*Oe#Rd3dc})G_6|O}kCxE{DvuUwb%qQn{Aq
zKP?D|L_`UVnG(x#W?O5!KQ-7*E_wW@^u4AXG0(RRE!3RQWt;aW9;i<|wOUQBvE%Mk
zoq>_rnxLr75OWWAnfztUZ8+Mo?&bIRq!B)IqF>g@KD~Z!u7}tdvx1FvG)@{vj&L8}
zR#8-B40_s$i0=m7sY#_ddkHtgNjR6)=7QP+NBIq6D^qhTA|%Y?-tt8|g7>}B-6*4!
zroP!{W$@bA>e1b|J1_p5XygA%q|veKi*+g%oTy@D$X*i+^(wTJa@wUfVRmDaIp(!E
zD?4kXQtxxvHG0B(jHPTkZ~p<8Q)DEbGyyZ$aiNSS?E*>3n{18M!1`LX>hyVu)1InS
zVwG5GV?EvBBFRY5Nah04W$wxLCk|fiQQdVdMZau{_|I5Ac^Zj%>&^ax+myGOBh=t6
z8k8B`w@@W7zR4xs*Hs@oqgyssP6Q5@n!LiBZKUv=9SK?bfS;=pV&6y6an_bG=NW{q
zDxKNyvQ7`pBHrnRB#*7G$RU9Q$offl(`qBL`n<}#rN+ur^wRZ$JC`6rEAJ@YJ;P1W
z6bE_q3yPeeOBfcN^-;=byT1F;@8ken4w>K)bTEaL^1j1oR7?@%2>RvZpKXIS|4DFv
zTC@NqHf6P~mNO*xWb~9*btn88_{lps4Cl5}__#yG2Vkr*J29+&R9|dhrF%zQ*Ho$1
zNTA~p_Y8yN+P(qc5)KGEh&`H9OsrS@oa{no8Q?#7NhR$JHDqm=^c}l0V1>+Hx=rK`
z4U|n8R-HZaydN6^9H%`|U}Do<g&ft+RuB{Hx-sjM-6hxd*tb&ZjB8Gw0Y8579%I9F
zl?f!)8aeID%|lev7E5cHY0nHcK3n{f`?-qp9%%vdVwdw^%}j@5MaFz4GY3expoUNG
zhZlSOjiYaoVmkeO1T%2G6vjm4no3AKmp_m1QJ9%UEe%i3m*hm)C2rexyP*KoHu-ru
zp|sDb^w80*hVgQR{%lSXIaaslU-PDDoHbXtrL2cdOX_bP-+jG6R7iR5=9+|(o699J
zQ-T;bm#ZBXBi2RM5*k4Sk+0d!g;RJN-@ymy6KufYRnL<6ZAk@f8wEPVrjj1(@3W@Y
zkJl;@=%jSs<UG-B30i*J95Pfd3j*hjmr^SWphlzx@C`3m3)QIfZy8wk8;3evRX?vh
zUnnq0dq4Z7k<<SNieH?nZeA%{LQ_CpCS{&*WR;{%1F@wsOV8``Sc+H&xn8T{taxZI
zqKX)NDXIlm+`lL3s3&oHVra#-$<_@#dV4GmV(A&XkmK7I<S22$L+vL}dfrS^F*rq9
ze%<7NaYa{OlL#$u5iFdSWgjr)KPo*clLT_VBJWY*x2ef@pvQbt{+J#_P2G5MAC(dA
zX2-_ZltlFIeIJ8bi|Or=rut$1QaTT7(!8^?(zu9ZzOHCgDn~%(+`#RoElWpBuRtHg
zOo0HELRx%%&hD#Z_RlpnTJsGpv2yci+8~d`rs}7YQ+v#>W^t8{5aA`=>qg7@e%Lq6
z(=FY|rF&3kQ}V_#TtVOH@&J@-rRct6rR+QrBB60<g{^DW72yA5{j50rT6Vnpa``vP
z0;B;FuiDrRBNIRAmU6YCO!sxXXU!>dN91kKSUcc|_N*P5CYG>t3c=h4HCEP$;zwk?
z5<~1Bb8WTecI(QA0t^H{uka;5>I$aje@W*$6d;|S^b3elVJLGG8ji6qlEyCQO-R%#
z-<n@~-C^q2{6&r))j{GXeL)e)D7fqaQ1*ERSH|6|vyDg@WG3tn_@bkEwedvAB-dHH
zDY%>=8a)N_d~y(6rAOg2N>#M<F5<AuZAZDCH<4a@BB%9MWUgY-oh_KJ-dp~wL9>C$
zhy7j*(Z{4k+R}N@U*Rfa&&H1~ZiP$HJ6IVrU-}c>Vz<<dFWfDPsfguh<xoFqu4@ci
zqrro*2xh(CS?kp=M)@K;G*1-1zKmn-OMA)`V%M8>#WeI}HdDNpSxWh3OzSlr2WXbD
z^)+!!Mr59NY&_Z|WstyzMJwemJG)+9Prj?nf{p@MxT@ao(wWxQ8m`}3qo8a5jf4-g
z-@co!U@l~ZB^;U0dj%niePK<pA>-vl!4iHQG$&70?p}SZ5B{L$?B9j(?D<So9)K^l
z)Ax>$4eP`%<=-UhH}&v98%uBOxtIk_udP{&XVme=MSGyrRnGAM^^q2wbF0KEYMo;m
zrs*I=&V7$H@r3El?+B3%JVm4<iORCF%6o^c?C7c*1}Z*$H>I31c-uLmK4DSaF72g5
zf=jwiy79#8i8$>QU4y%i@eqfJ@}aO3_L<J})=IMk6Oj-C?|c-Bm*24ooOg+qvP%?n
zA0^x$Gb;8Z%*-EsI@CJrwy>k9f9><Tu)-<TwRAb62AnX*G~wFpLK>ylXt?AcjLuS4
z2AS*JY8YI`>d2ebH(CJmzYU`RxAZx#*^JeyFq3w=olT(J2lYv)Ekqi<jlDiNx9)OX
zs3L_fo-(Ss9lAz_l#|k4Fc{as>F4%z^FP_y9^%bTW%4YEq<a`kaj2NU!qKR|Eh;A^
z{`$oVL9&`A{xWF4V({#6`Kgq8cYVrR@n<3Z3nt0?#?`0Kd*i4haH4{8={}lOHY9AV
zPK)@l2F-r|UPsor$Lx(|0m*|Y3@T4D5VTeugqiI!yc?i&qkV!HW3g!0-F@L?>}*P`
z<u>Q~^_AO~l2<1ga_fd+Xv)$=j2{rCC1ft_T)Ch0s9K=T-;c+hN2C#(qg<3Gcft^D
z7_^Aw`hGR!neGJ4=qEG={d39?EF_2Csfg0=H~@~^q_D*|@|&65;<g;&gw?uSXzuQ?
zqy*7(XAE+o2=ohVB~;$YV^8eHu;KGYaU9ND7m7UAi0ga*$c7Fltb^RQFw2@}5o~uf
zMZ6nPy<6|sl0*YbCG&`k_C|iZO}5ooSzxnk+sHWiE01zH)VA(3%`b5&K^4+N&QJUn
zz~#Q${;i@${p4EErQk})h}?#k6C;4-hIQ@koVXH^Y`v4~T3K0cc@q*^j<!_3a?iNt
zNE+_6fBh0U+ZRbA0tH^#N1u(qR6%#r8eCXtDAR^J!PrvejJ*L%zNjLh_&Gcr*&2HJ
zym_mM6>Cuq^i(dwm9^NI#=3=_R1*W!pA7kXTA+ZSNL0f%oW?TwDsJ7!ck5=4HN8fG
z;NAokH7Q#sK2cP|BO*O!cf2vl`(WwhDzXUn{!JUr$#7_H%>aIGqE=%QCQlmvS9eh)
z{TnDeE}Jj#ntwXc-lxbQ<|@42pb_OLi&IJ>4Y*|3NS?~d?XRMoN2GjXko1RU&)Vp%
zI9iD7&BPu6&nD~5OT6DNbV2uy_V>v(xs496Xa)35^tqO0Er{@%*(bZ#uQ%|#`8>sM
z19lCq5V^MJuSVbv?Pu0wt{3LxGkca<VcUX%3%Oyz6rcLZHq<W5`1KH=m${`}FPT3`
z$n5B7_1GQo$Vb6cUSj=@9TBbD-#q2|^CPulbLv~N>|h?-&H0nxF~R1)9ZIzA(e2fv
ztY*s83#w|McY>`V{ElXhc{~XQLKjsf=nY|-{hA{u@wCnnTCWN-3~hu;l2fk(F8W$x
z;^*Y<q}^$LAp_!aKhUoo&(KdeGm6}wSdT6Zx<nVu%Z=&Nk=l}t;?-DuDehJOetE=g
zlQm)IYSlvTaMJT~@>2}^(2~c;FA+`!ZccbCxaht|ha^J`j&5T3<F();#@Z9DI4)Tm
zLAg`*?RUeAAsaidB5=Q<%r&KAy`8SXVrJuIr;r)@5bx)a24DM~h=O7*RQ|ThfqE+B
zBwc#)g7nhHD?G;4?D@g~10`WHGq#<asQagU(7_j<dzKJJTw5M~nX$ET_6=km4!eBF
ztGzvwB&IKyCc8Vp3ILR{yeQ;BNY9UQ%${k@Hp!5G&U@*u9)@}0H{JqWhbw3yX37lH
zr}oEX7ikn04_a}*dD9_U!2e!EEHQcltCl{gpLqc4IELEipPyxPzr9VF*hHs7G$BtB
zrIg#;*ay2Lxhm<dbXedcZD5S}zeUG<ysxZe-f{7)l&yPrYx$7QAQE0~cd$;jJ5QE@
zb)jVxawnMw&X!kFmuuiBw)<85EHaLPlA06+(F*Vnt>;K*+lM5GO+!8b?}&ly^uNfy
z3P&^~M_M5Y2S3{{Ouwq2kNW=07G=$#f8Eh6j`t7EnSWO9%UMr@V;F1K?-iDo!+&0&
zHq_ef^Ew|XPnw*TYZQp}S#v7w)P)?HgI<hO*dv-*7N^O!36a*so=x^ewg{HOGM*9F
zxg|ig_PTOP8SG!);ZEJ*xcc`=L&ccD!JLGWR!&z}CpcnQD<$DbY6dZS5l4HTVMo2;
zxmb_c9wnKxZ8#m<Z*V63dMnQw@ifhOU)6eva?JIZ^VUeAy6voOwIN8qd^Dy90AFU-
zrA^CDls{iyIfluVefT`E(Zit781z_F-FJnj54q-2*nmeC7GA&^m{lKq=`HL`FJTTy
zCDL1AwmcG`5?awNQp&NaC%3pVo%1P4pm^<*l&MaQE>TZfbYl@*!%jAJF+|-vG^G&Y
zk0t}G#C+iyM&A^t7R<9!=LlaNQkye+Jp0Cu*0OxXBl*mVH1g*LGsjRYDW%_G*u(>{
zb=3N5xigKrW=c<^Zj2XJJ`-z4uqe54DcGmJuk`>_@s8Y}>q5$Jm2VKX7Xk93LOzJv
zR?{eYf)3b1X40Eyy;bJ+t^d}ceR-hMFTZ5=Z2Au%_cU-1W59h(5iAye9k1$bVWv*2
z|DNz0GaZoU0FD2AWgN8i1MfcRN`t?!uuJf2QhubdN>##bPp}|Uo98rNIn4OxYH#^K
zWk*}rh3oVB#HBDAc;&;`x)~Yed)wVU(hTh7K>uz_-O&jO*U!*0w8nngyr*`L52Mni
zc8G#jmGSCBc$3&S8}!0c!b2JxV(4drWkrGv9Wnsms&o!Ogr~rH%JOgKU4#x<{H}Fz
z9Y#!D_A4vjoP&mnvkQxxF1QLCw3+hv+nA<uT8TXw6VP%e=H;rb-<DxsFkmR7DO7A{
z5<#^E9hPUr_-fl}*b^#<hquQp^uHOwQTdss&0bSICt;NfJDcd93m&P18Ffty^VAQw
zTg+elA~IE6=K{#7BLKvFXioZ_dD8%MYP)uxldpRuXa_wTvNEm==h2yC4~e+&B4ZDZ
z%N}go@`~(Ji*ekN8;QOYtv5L-bQPrZHXHpS{87lPgEbA0E;<bNbf-yB){IG~79E|8
zB9fS-BHtp@dH6K{9=Nc-BbP@EkXoL%Aaqb%l;Qz+6bm^`-hYt;Dpo&mGKY|Tk{{z$
zL05B?2f>DvS0jzr4M#I4%h>7bcz8a(+vH}=Fh=p$prkZ)91XLNw9Ad{otLQjlDky-
ztbU=@BoO--VjR^$6p=Dr!YH-Ps`o>6==Q@W$toZPd<l6HTAra>#%ePn9B;KXL=5%e
zZoi}qkzCox?LqLr>-W_7;tkov!o}uo_O8y&F~YY4Er14UNRFa&E%w{b&=IbQ!vnyQ
z?Hqmrx(hpjv?2Nx@XNv)mr)*opXKPch!lP%`A!jw_s6Y-Et*i*;zMF#6bm!7{-!29
zbE_k4dHj!u3_*5SA3R;@lD5GU@K2una2y827%pFSiIu~?t|&BBkWTpXfSqB17uPj9
zs#lou<Gl&%IYL`7@*eRpw7y9A&G(l#)TCZqg)$e<9xp076H|Z)<`-Kh#fVQX+zBka
z3w=B0MV+L`_-y{dahsAN@>zQENjU*J=v&#_yrhXsPoF4RwTjcUOrKo+R3=&F3jLH%
z?Q?2WzauAT_Q1El?^tF3atW(toYeHy;lSaZZ}Zr(PRfi0Fr>xHa<WHm@0$kw;=bc#
z`FUY_TI&CkY(<XAA)|OQh`HduZ!x^R$y-X*X%R`Aa;s$X%<SF4t1VyK<0Y9$e5YZF
zP%vu2{#1}F(Gbj|y{^_rwtMK8I!)z_mtJol8)(_5Z-=-^;mvB{K+dEa>mJP+4r0W)
zjPov14TjiJbaxO0R*Xg(OoBEj5S>E$M!(5(PbT2fFnH-7vYDenVL|xz28wWz=Qo-~
z#f6Z*z;*>3WwF0F@}-Aw*VaZ9n;UEDZZ*5Ps{0-twwWM(Y3%6r)WY)vZQvoQG)B<~
z-?7w{h{*Sqv!ZjtgsVN#-ke!ord77(h`lqxAO*x)el+6zHmyd|VolGhzA2=0i8^ZS
z&2c>EjIc$STmWMU%&NVz_FlFtvZpz&zzXiqZ@+{{3A#z9=lD0x$-2Cl_-YrW{1*vW
zr<K~Ti>k}CO$<k8%W#x#1VFC7hS+Vge)kZ$EL&@^$7rtarlDXJCek^)@(0s2ABw}v
zl|;jd+fS0_btTcSI3kubtdrmqUo22)&U<tJNmBVG&CwCmWa0-;W)=w=S58<PGKi^D
zcK!+n8nu!3J)Vql&V>d$$+B_CcF*_(v0m;F$;S0Fd_pfQ+iIjTYp)kEGRxr{vdTki
zZ@I8~D}~`3h!`yRq2+I_nvYR$;xxM%3ngRvEXhNcM32*Kg8y^GoBEQSP~$t&J0q<2
z4HD43oBal>TSXfQ<R=H@=3x1!Rt=owj4wxX8nlsPm44I?_n(@Wepv?Tmzw}BLhjLu
z^Rvp8B{UXT6K$QlNvP>2Yf3?~6Uzt2uW+1w$7(*WhX7Iwrd<0|HU(w&-I4c^1-o#j
zxAe94)kY?*HG#-|_q}t=N>j0z-evNNA1tUjn*3H8POgI3-g5Ob<{XrWcKD~*kc1s%
zKAD3#OZd~uKPJxF<M#ZH!CHk*PoGO9>pr#nJw0_@`37lc8O9s;07O7tgF+$>5RT1-
zm5^}iYtyg!S6>6nXJSPx`nQiP>U9(Q2!z1p9nTCt*~$k1o_8UoI<Txmnl1yYn6Qda
z2Z;_Ep|KALjoJbIWfS}}cJ5rPr*e;`wJAV$=t{<ErgpCcLBhT17bs)xCss@k09iiR
zUbh{Jn^j-OrRNj1F^}%QG7!t{*N$40_IQ4xKrB9Ut<=zfLL$LN6VHc-z4f~VY|FV8
z1iV$Q;9Y#G5H2-V>az2#!H;X4Ux)PUm(L)9GBntEI`Ekp)!^kILIqW7AUA8vw|uTd
z|M;H)`>$uG)L+F`ZnTq)5JpX@`cFkoZe{c7xG3jsM>t|B7JsTJpJmexg`!DeRv7E|
zEkQ*p_wKpe;cTL`&^)|K1JUY|oAB&Y|588v)vv|4UK9D%r|eU|-1(^yfLGlY8Qbss
zYcL?j|NYOcyjJ@I8ZsU0fX(VD<Qan-wroapP$;4&%#SnIjc|BRqi~r2pLmn~7uMR8
zl+mci^z|A%Mycz{(?{sQ8FRwP#q?`-@~&P_DH2s2CfUT1mb85)wJ)~klx@qGqSX=5
z=)XvP3iQtg(47!{YPY_!|MwCv0yC&15gh}67&mH21S0eE`0rNMz|7f@x8<AFmmR1Y
zVcXQkE!)RdlW4L8Wf&$(v{MagfqGc;)6Scr;r6VuOlK>qy59yS_-{;g@ZS|UC=_;d
z&_{g}-8avytqmR+r%(iUJG>63v=n0T`vhW1&N-j`r4Q*>m_UTZ6F04%atQNgXp5+B
zK4(=%SV85z%UybeiL<*h43QGUN5oXpf6f}JP4Y(aXq`c7YW5XJp4azWeIr(i+-vsh
zxY3+@fn0l)ZdRnrmzQZ_@BXoyIC$-O46Y!V8b&@At90cpMs1)j#$7qBj7aOZ-o@6J
zQ7_fU#ED9H_o-N>Y+d$Qy@bseKHILn8+|&tDo$kn*KSyp&5^(Mf6D&Vi_gHzxI;kj
zzk0$&G1h<48T5(fU-hFJ`V_&cro~}pqt-VAvsR_q#SG3vbv&HO9w>PSxV1Zc{SUy0
zB~XtbUnsj~&3aDw2WB%+%elLWo%2N7OL5W|*u2stoKY8t-!N)jAw)h+FFx42yQC!F
z8L3x%$XfSKoM6yQ6dF)4yGwG$rqvYDD;lMDL@eI(h2L1#al9BD*U9fW9f4XYUTJl<
zQ~yd$pY_EoL!im#url@3FDqZnIC8sGem_IuW)FH2{_{P%t7esmCYHg5%HG$9q)f@c
z{-rX_V1DZBEgGCXZC%6EXHk2<b$Kzhj|pYo52F_l*{hyrgsX?Y8M_E?HNGr`?n(KL
z^Mx_q<|h3l6AjT_xg5cTC2Cbne{{veGuqSre)h)J-gMG`jzL!Vm25lGrysq;tx9%Q
zS8&>sqYAzPL{Q-KC^vsz($SW3jO}Vds#!*oOD%`GFASJ~d6h2gSA%2MoZSkNvt=ns
zbd~{(q&KF10cq$&^V(D^R3M!iTi;{73O(lIOX9|;=kcaUm@g;`_g)4Zu~z;^w=$l<
z<Vf79&}@nydo^9UW5cw({&6>!$H!x~%g=;~wO?LR7cbSbb7ZyFgl#>-Aq*o^VhNY}
z#lmi<q=Tp+QrBlKS{-fiuz1JfRyGJ~Q?Gsk1zD=<JW)SsD`%|D=yG((5}p~9a3_U7
z9zArt`1$jSuFfVVMHb3-nKFNfrCL=Nb!(z8;c7iz{w>??a&F&W+fvkbC*Q-D523wn
zAqf9+76QBE8I58j)?Ub7yY;%~=_Th3vvs+Rd<}&%+m@}?8k`k@o=ri*5dugrvsMRR
zoy$(}rn0I<L9up@5XYe|YNUE<wj2M;3!>Id*fiY#h6avhhVTQYk}_=!Uz`#}BqoqA
z1)s`_e0h4G!l_}*18>eGrJo6NC#lO{INm8!9z+a6pk09OhzAiJBSoymAaa8_rH^w*
zF_;5E*k5+X(ZyxBbAE}_*As@_42i8~@n0=}=A*&qAF|7tv4W?m@gGw{T4_Q4>@M+o
z%9ZsKy!$p-8ngEH<UQm!FGz{Z<3xV<4=7cX$>XJ-vK?*@_-VGa(CiyX5B<_|8`pok
zN*Ag4QY?NDMos3*ZoaRXBxkk3hMsW%8p*X$vYgd`){7#TcB4sUhMlaxCtOIAYgAyD
zeQuj7D$V0O;*Gi5@~ZLyAXFFPx)2<>EK6uud}M!M|8&_(ovKp5J_Xm)?g()yH%&h6
zR^M&j_;1=mL-zsepY6mBqZ+c7jHH{y-`G9?$l}_2#RfzcHcbjPo+4L_>e!JX!LDR4
z<#M<MuCb9yMt4VI<x{56F6-ynIBcEkheNYR@+63cFz&3;?}B-G5bpdRvZOYOgzRu;
z{_(gQBe>|B<C`9_E%cxkMgBk$Vf)p4dr2tqSvP4+>Bl9@Bf_UO*_@Qo`dZUnhde5^
zHB+^s3R9&_Q{_tsdZ49HT;$*j5tkyNyxO%$y4yF^P0$OzMAh#d81SLQV_PPs>qTzh
zrlJ(Y+1q|WGK%Q<(c?s<qVpYDE~eE>%Itd+s~HoCW6Yi@-s>t?Nex1I>A4Z{5|Vh|
zp0xJaA5$$7K6r@7=Tspc)wAc8n!P8hZ)>F2R@dApCpKc206ip-%B>gd5+)c5A{&t=
zEMs0X8TjqacgX&%qRM}K?j_|DnabV(L^OnQR#=b~v;FnbN{fp6N=5(+CH>B25`>e@
zyt-2*bOcHv?>{Ze+}u6g{ZePgNs5h|$<u!ayW1~2$xWPbu{7zE2DHYsLJDj7a);)M
z3nFF)FN!s(Iz7G!-Gt#NzdGSTt8A|a`3l!D_=wYtPHXBLMEnt;Hq?DPtZ&;<7GF8N
z8`)y5DJ*K;zZTpo8TRV=qJ)!M*JvJe%o{2;j_=t|{E`h4W*Y6PyJuVWp`|8xZ%KmT
zDP2EBxr`b&-lpcypB=mUtx=I{2E+?9R^)BTO)hp@OTxt@F>9~80~emFh!3Mv0R=KJ
z&w<B<RHYvCBd#kW)Hb@2&?Fz%oV|U*aAymoZ=E~M3Qgs-G`chY%-sB9BUrP{IL9Sx
zsfpwh-R|)=-dQJcvLE-?>f=ex<w}>VyXEd{<)7=4?>ucc)8g}H`>~x2UmII(I1f*W
z9HO*(qB$mLQ*%zTu^-#kmg1~5gqlURS3lo;XG(Lq6rBIh--l$(T$V3gxJP{RHqo`f
zpl#60GFb<&f^2;Wk<7-NS<u_H_wr3~Wmi!5aKSs_F|qc+e_ej}s91kz=^2!KX<2v5
zW!GhATRztx+P`j9M>UX}EJNXr#$fW@xXJp>cDI&#RaA#Gp_*W@B3;+hpWB#W@6tcK
zLkv}o1xM4zbp7mxaPF$Wy3}upBd*52FD%0M_^2FwPwyJ;Y%)#^Q}5HWB+2&c)5|^Q
zFh?(6<u!fp`y3r}iY_1Dwofc^Nlyc93fuOj(^1HxfN?X_JJQ7*!XXON6MPu8N<tJr
z<>u)&qL0$nPk4)1b9z*5oED{>?Qu3spwsxF&yuj6p6v|CVB8hyveMI2bhtZnq>6=l
zJo8$lR<7o$*P-h*jyrvWa#U)-=hT!CU65)mY9!rOSJTWz;Q?J+7>HwZ=MXoeEnEyp
zU*lc=C(Uvm4W<(*PI1Dc*`14MpGh80vAnL@CCOS-w1nTq#01ap`4m(17}6&8Hlemr
zjky>Y9rBlivL$NSW4rA)5OWOmf_Hcf&=c2<Zm@PBF!sa;AX>{jr4*d5IeDpwWos{K
zbup{O+;{b{RYwvT<a0@*$$Ny`%0GE@xJG<6_8M2p@~Kz@X(4OeKTBMsog5LW8c8Ao
z<B#oko-s!6@)t}H<LFTa@XM&cJl+ehMv^Vi3C2$v9lTr@&6JE?6sd8#Y96w!L3xpl
z_d~1%!y8_)zTYv&bB4*|w&OnN*RG!X(pwd@d@Jp@|A;6{;Twp=GQ8xC<<bz>`E~)g
zm+5t~+)RgY@&%(0n$Hr;o*<w^<=#eD(TxzApBLRA7Qf|LcqYcMdvwQ|ogoIZKPB3&
z-CBN9YF5`+H@QO7QtwE6x3}IJnNt>(99I6p3pd*YX94Hirhc@&DoitM+q#cgQg?g}
zT4PfxWUR>)QQ*24IrYxVABlP`u`{`*sW*T!@jXYT-H@$k0L)x6_zn+S^qc11_7Sg-
z;j~`!qzk*u@Qh*6|HIsS$2HkyYr|Mk6j13kDkw@70g)O&X(A#;N@yaT2uP6*0g);Y
z0RaI8={*Qiq(-`k^d>cu(0eD45Wnp+Gv^g&=FH4F^UnAF@%-e@6E^$atL(MbwTgEp
zOP+QN?DkP|L)6DhPpAp03F22C-1k^~T3U~<9sfagcP;P*HqlTTcfYhWR3HA)R>vzB
z`T40awr>8I(LXrnw;gf8nR~Crr!z#6_QKvm$~~o5mLAqd{JfX@-zoKr4U3vOL1c|$
z42}l@DmT&((tKO+V9BWY8runq8;5+>SrMIf&mSU9VLk`$4H@pufyD)$h#nS#Q{!Gl
zHAbYMc1gOSE4O?l9kOzBBw4AYfUl`A+>S3Jh~TOi^i?j&4EETsmxIZmJuITXDARfX
z$UZ!481;=WRkzFa6JzVnigLUTDud;Axjb!aX2dvog5^n88@<=tha;PvZtwmeqv5M}
znjH2WAC3M&_JLwErAsFPe_2e#&|?P{sYD~qL0%k@{O-tVp$aO*I;EG+3}D&HvVY4E
z{_|)5e-~n%9)sUgy;FxZCqKVcC|HcHSoJ0hjd8SQR-HS+BnVMoBKg$T=~fN~Eo~_!
zUJ+%s-t;_~{*|E8=DF}RX}~P@^6VEx2e-!rKk-8LoDSuUWZ^E+e6z4V=rB94?_<LK
zClb{v$x|A0Ssw(QF}J#`3Z+Tk){KeUNYXy_Y8t_`39&H@C2T_L<BB(A7l(#zRt?9j
z8MFt4PVifVwXn7%Unyr<8x5PJn$)3LEo>-u^J%-k&OZ)kLS-S_qM0I;GTnAgKOIeR
zn$^JsAs)LGk~|ebIZhB>TQu;g+BwCHuVw4aXU4~9Ui<Bab?BF)tO=r}UAvdy?4|PV
zJKHUxKgecE5IeJo0LTbCNS;gT{y~OGA<@>vB`|!jeAg$c<Fb8Uct?m+T|nD3bb=}a
zTM>vU<vucY(E!9H^$`^Fuu_ny%-dU@|9nkV(@?ixv`<y@!N)bj;UT@e%%uF2oDaVs
z8is4Q8a(9YVoy}bJl0}n2t41buJ?+8uKSRmpBCn}O%z}e4W>FbOas!9etqPsu%)B;
z*759FY2Jt#+t_URnss7TVn8%T3b{)+cdjv7LA_ZP#nC8zB6P#~WtMc`rp?!Qd8I*6
z$zn~q2;RWe+Ecu_=4{{;#1H#wp2TBxdJVi*B#BPC?Zfr$$D7PNo#--29T3w`1C?X9
zh*y3gO2%S!m*)*le87ZCfol_tuEE9;HjP`{mJ=cW;y@b}f6wFXXMgq=D=isv=GPP~
z9_ZZ(pSUOU*a>N~9uC)9<Csr4rNV38vlV7s$toIseslA38RFN!b(J7GMp>`Q?*Gr6
z|G<rMtO_6V_55+$ZV2ZIN2irpo)}YXxZ-5&-UH3%i}#a1Qw(+yPmru)pNh?^II4=A
zC>U$b+2O`JDOV3{`R8DWJ%Zm&1K6L{z!+m0V`v{93N17>p?rSv=Bv{WDl?ZK$2<$Y
zl1@&ILr{6w9+A97RsBqYxw*?r`;Z}2&z^hA=Ry2OJ@Sf0?}gsUaC5nc>y!>Y7gn`&
zQj$2C7D7ElEbgYpr=K`~#*td?D!da~{B)o3RdH3)&AJKdujokZ8xW-|Jnq)HUj&)Z
zTqFnySaiywZefjL9P-`xw~tm_({G>|9kpe;9^6%&^`4hDn$%fi@q_GFKDG}Qv8Pd<
zs8Q#N6{3ONVLjoy>%zLdnKo3~Pbr(}VsxS>t6P!}p4Ilm?qaaTxB_8Z->Xi4OqnC%
zlk==N^9G#FxQQog<Y<Ca>ZKz)w=&5~b$_9D+EDH6y*EhN)M~;n!iZc#()}Ro1bLGy
zz+|Q{YHKG4!Z2V|RQPT7{WMm!_w2gdn-2)z9h7{=+5-@Z-$8{UW}=Sm%N#G+G(OzM
zS?~GsYvbgHbybmjJT4+?75cY(SE^MC!td-pAwSy^an_rszhFZ5yl&saE4h0<iB!oa
zl=_ZDl)B_pC1jXN==BcXFLL|b+Cn$wvLot4)i<daKG{3@xRNT{Ti%oJ(SrC<<~NE{
zhxV=1(vG7nbm!?4Vm>DIn8#3OsV^$plp3(@_!pLpM2keXor(xQdohJ!oTrRMda#;m
z<qX%ZR;Bgg*SDfwo813E3ThH1c2$DkG^V6exCGujy4_kRw8{{`zbU{BFNY4>yI>y#
z629I~)pkou{7UA0VJJ|FWh4>(s~VvTPoGcXRCO}8$_P{15oAI*i%H*p=(2e@`Ga>?
zA14y_kB<G+(1$J?v6;|e`dIgKH~Y*!yg6jRu$}zk5{vv7e$RZK<f(i9^?Rry@!Avz
zN&H;(8|rtNIjDTP8&I8r%r#!z-QFVwk<gkr#_OKcHk;7XvvV2Nvwku+vxNmtjm$;n
zToI+Vnf>(XQ?BjfvKz|h^J`r18s2Hbai46mQCG4IA2K#{gWiuCcXk(^W4R<VEi}(l
zQCwTv$2Z`q9Hra&R7yIn)M$VxVV~1{uZz8UeWPAHFy7IkC`y+VL2DLjd)2<;O^Ubr
zc(;+42sPbEc(M%@xoe0rN$Xclt>q~otO(evUsZ#rDx7=%6w`ACjmB2mmSn!*PhPIg
zP7!z%*WYJOskj7ci_f+6cpEip{@n9b?)gc}R!p3PHqPtC#~E?cMz!-&Zksmi#*}~*
z5j}WWUXy!i&h0<%gMzB^g2xA>O>^6J>(-NKSE=Kn8!HEe09sP5cWs#efz#NdpQ<0o
z1RzfJ$BJh?#}lwxp(67gPk4g*Mc_y}LrMuXs@Ow8@fR4cLsrwvS5Y~6qr3^vH|}}b
za~-ZBzqQ(58^;{w|Aalp;f{ELo<o+co@vAI9cvE{1==Hi`n2jwT|aTk|L(tCr{92e
z_5XY$ITL(P<F*eZ;HY0#Wn8c=Zt4y2mQ^or%Gh4#LB`AO^(#Moe~W;*sz$g?fs4Dh
zrWpJwPOFbarPNNoppY85jl|E)a+~4ZQx3()PP<AODMzSHh1SaV`}Mke=<F;3<x`{>
zmx1uXkO*`gi2B;q72+NU4<ZtYKrsb)PhfVpqDeo<MDg9N>=PEwK1MP71O#DGN9em&
z?>+yg(~<yXwK2x=ihJkY^?CJ!46ifJ_Jb^054y5}2zMH%TvZ5gPaRbjDG6)K9&bJo
z6ZED0+?AEtW2`Se>LrCt%^73Le~{HSvHxXVF`x<w4d{&pu6>gIS{jLNCkQb!phh5K
zaEhFs0r5TQ9u`ju4@rOJo>ye1j+EKcVf10gJBOXJR{R)`ZcdS=s_7Nv_d^-#S8fJQ
zls9`<B5o;OTxNbdMb~02eeGl5zHsu{ky8=_HzQ0)xyC6=BoAj)BWqY_V8STqERcRk
zo(@!d2=#7;G^MLtS|U8*D`>`2qq8=)Gow8ZRd25;@1&8hW=FiWK}>~`9(>-fY7u`u
zMp+XWPvcl?&HLSRizJ6Ea$6wz4;X`5@HIN4_MIarQaflqn8dTIzMly2JV~8(l;WZh
zc-43NaiFH2s0w+s*11o<i2hmij<wqMd8mp_JY_yeJb(1g5gQaWdXIOj4`DHk=%gd&
zef7F!jXO5rb)9RVfL)<aSFZld4d~GHB(XLz2xmzCt=b822tfc;|KbzGBtI>nKiEQN
zLV-H4g#GdRkpzYa#4HrV<$TD2t*v<A7o?J3vxVx7q<m>iTg~w$dw5#sY*kB{@y%q_
zKJpzV7sw>KqrjRZ9<-!liqccbFf1o)BNfz!lN4*HPE%Ee%G@H8J<9%E<Ig<=4OW7y
z_3Tr{VX`#iHX5KnzwAZymh`it<3U&{&vOe2Rl~POU#JL`vo`|BdA^UO-*5QtfO})-
z3F)v;4;&NJe~`t-{vg}=hBB9Cx1x}C%ZjP`@YNB)tBIa4c5@|p0}uq=P7>Z_c=ACU
zDsYFikKW(rVQ3bd^RHvxRRl1iZS&~04zIFY%xYmZ$cT|HMqs8vj^pPwH9uz-;}dY5
zv-(P$q4lnE=BCd$9!Ye6t_p}Bv=*F0d>asR6WVs$*g!6aR{R&2I>Ib{y`=bKEIDAG
z_1?)LyvFVzJxUL9Y?M^}*I8l>4`KV~&a-&MP2ZpB65Kq^lW<U;dPEyKsjt7}o7SAa
z{2190p|o>K2&E$7JY@=dLzYJN=%dhtp}vx|eb82$A9B~VN}{`_@*(ietgVc$iRz$-
zVC_Xk{p9lY6<n3c8(YF}#NUa7=8quW%p+j9b_^MmAJBx0`s%={-1ga<j8t;T+qcI|
zhtd3ao(kNo`b!ZCQ7wbIsfaD4LEf02oh_sOQg>p1gW9PMlGT&07F2ol5(>6Ff2)7$
z^(0BRKuqGjIFjQoX%n*3mG-$8T0_3S`TGk2llWK3{do>^Ug1K7E(AudBAKcoE1BNy
zlVFflt-qbFGl3I25cjKa8*B%B52rw!!)G$_rC+sor%;d__|9VWdS~l$g#0LPr^32$
z=L#rK^rn#f%bJA;bPePniN!cZc{|>k^!iPtbQ0<d(yja_?@PxtCkNHCage0UA=^Vg
zl?6qj+WxeE!T8YU>flN5wd6<87GX#JiJY-+1B+zrLi>$f;Z9opf@+il-6CQ>eQyu(
z#?LSr7DQhTvZSt(X~KjZ0`J?@rsU|&X@@`ceDbm$-Plt2o~^Ugk*k?`p!nPBa_C*i
z#+Lhf&faO{v`@?(KEJ`lQx*&7NLtB5Wyu>&2<}Orc3g#z#egtgnRN8Uc^~*eiS+6G
zN>xR;(MxhGoKoDj%_6QDf2n{Jxy_LLxBt*E!rm`hpqmg7JVk?qjgYjVT|ZI3e7@v+
z{V#53G56ykvQK_h9vs%V<3)Y7Z3Qrev<KBx%x4@)PIge&6fu#m-xiAgKY#cRFJD}`
z%C63ZZ2?vg-tlPz-9Jc|k;QIH(&ht;oE&)AnM1@_q~$dE<H*$0+<x~^tf0~}L2wLZ
zl_&Ln!NJU_#3M3#4_g_|rT>0l=~z=h{bzJz4U<|5Th7gr;~=S7<IsQO!2kSz|5+!V
z`&8S5nhyy><G1y+a;!#93(Z;`_Tc8xe_B!!IK~uzQN|bKM4fiDfgLa)ItR9_oK-J-
z?pEl=T|iWO9Kt6|Rr92^Nrq$jblnpI20PE#y-b-UTXfj-5yr5JZpW6VTE$<!I)k|$
zF^}H2?H}+ZBRhSli(-Jgd+VsVTO3T9eRXR*x2$>Y-KnxO1ktEEnKAzeRZ~!FC67h#
z(eXi7A4Bo|u(h2b^u&q2fZ@@SOPVh%)GseBlv~?LZ;KB?wjm%O=h}$I(`171I_+B}
zMXXt8@*<lkk<$qH;wc&cKRw<6`r!j@dy)aT>a$wluBv+vV4DYD_k)_zV`~DWqjPAY
zJj7(JaK}pp0MFv~APlFul)Xa?E=6#Fb)UazLTqxw5Z}Kc)^gjr_=!5H*6YK`lzQ#8
z%UIl#{=>NTnDmyt54|oz7`nvYw&eZmA7LLxB0lpOf1X26TwF8Wr-)6)-+&Npka(q^
z{Z!;KvPhHwtYSu4E=r4#RzeV~T&m#8yh5N3M^s^ri6?sz_)w`*c8~)PLr3-^4jhwO
zDn41gc8xYcIx98fd1~*H(%SgR2LAnY@BX^!3W4|dK|<{%kkIi~6x6U4P?I;fQio?T
z*U#fL#9d59i$}!WjUIMLz7!jaDCvhe_6VpqJwVsM*^<grhvAi;!-fLYj?^_Q9-&`X
zjf$Su;$-?yiVkoc3h8|P7Kyh16gtNfwsxM>wiX+b+p@kpIdWI=RxcAUe$cWy@I2-Z
zU7!Proy>S@O3g=oeK8AD-`sofv#jXQEkcnim4Diqr!0llKgc$kB$DlZkj3>BSh2Hw
z=(1fqw_AP>>gkA^cEZd`<*|I~5?L_D2Y$EkY`xQxJRv)>hxjD#@}RWhL14t4ohFZB
zd?4t^*t2<}kp8p$v?||f(51mAhg?Ku0U+}``8yY$0GJP>Cr+{8^F&vAz}BKfx9#!n
zlgk=DE3lvg1mI?asVGa`P0z)Ql}03z&Ith5wkrqNI{qdgF)sTz4w?38z!@*&;{ev>
zj3He_9z6MspNth?LsEz+aK*N(-0wyy2HKvn-m&;zxcyFIgEkVkZwx_*&18T!AP4B{
z1U<;1ir>88`xwy7`TM=ZA7qW{Ki7TMPyFBRFKtA9W%pR#F559oC{f+gQmQYBru6D*
zTaIJ>flrR#gFao-uV;bK;(Z3-RrkBbWTLr6`Piq({lA5672fRQt%eDYq`A~yx>3&{
zbjT@l|0~-Vjg(MNjZgzgk;vg;JaqdRX3@c2?ylX?d()e^n+p$^U&eiEdzL&Rw$Hq`
zQV;8cQKbnc-UDfSNS?s?EJ6@*hYiWLD#k?j1&_YNTo}ZEpBf`q>#RC@eWRt%%tyqt
z9#%9UDFJt!xxP3IEPg8L^;CF{!qg*tnxPu?Z1LE4;jGCJX!T4Mo<vt_zz|Hmjc%mm
zP(>u1dMbKd;BgoZ8j9@5q*%Gn@21nRWI|&D3pDRX)w-Mc+&Mzz=*9dXE6~74H;Te|
z_sk0-63TaU)~l_M4wJb7a+9&cp44|RC@$<_$#NJ4j6e0Mkb}UGPZQ@A#pOgF+!dbi
zio92q?_J9RewXpI-`OZH{(zWEA7G+CsKWHuLa#nhDgct$sM0c#r-l{mmdt#i+u0JX
zIR>~kriBH775#HO^Q=>U&9LAVJpeafz(ix1Ggp=#3i*Ltm)x9#nyMoCAUCHSkdrIh
zeV!y)8<HZ>TEB^#)<I?U&oVQnfqB2V#@@$nbIsJr+-0EnHrKglavYO4$Sv7&)z0F5
zC_NfX_Q(2+MXGVn!nZc_?SoW`8+7%w_w5xju`5f3G-7dIUZeyc8!5M3FpPnDs~6Xl
z3Q97e+H;0f%zY^4Z>Ub)qt=WF+T7>KE`(MB69d{<rH9*n)c25wE5+dl*}QQ_4H>Ji
zjYWQ=4!S1jUQyEeL|GFBgXtnq$m-Pd$}NIhvbJg`2O>poG+#-a)nm`cdma%SM=ezv
zh@?3)ICz!Cv~q^1gi2yGEq`|N(S1<4PN(?rI9YCJ@yCli3n`{qqhrN!XKwezkTVUR
zY?(8NiF@IthA^>rXL!E!-1RJPHj6gdgf9oQatD>ByN)OlAa$|UZCgur3b2$di8Xs-
ztIJhBtZ7=)E7W=2;r)8zA;h{D-M_@*k?CPtzy++}N6FA{5|H2Sn17A`vVLj>rs2Q3
zbj+>ee0bmYZ{^`85*3-l8=a1l`i@w9(~z`m`y*ej<G<l)q^%-)lD=@#8M7J*qV54I
zYD5-ll8EB(SGSJP|KLh}p++|kxcQ}ZrA5vJKEH?fxu}y4p9sImP-p0$O<wam18P{G
zv3Y_YkrQ8sCz)82KHFt}uxi*<t-44@x#NWN@EM5y%Z<n$k~0@uSrZoP8W|MwgG@v!
zSStLH+b#8q-j$iv+RUk`GL|KC=z0%-!z!>NhATaA)mG3CrECla$SF6wqt~x3hj&2v
zFmDY}`8FMUxi+xy+L)|%cSpjb5LX(|Y-+yo9%s0LD_w(I>xkYOeayrZ=Pi!iUR)*0
zZJ%YW$&$|1<cu}Uyyb=6pwXbt4fOhqh0m<<3dDF}^Ajql5mt$JYH&?R7~TctA#I1>
ztB(2}cW8n2-PZb3FP=lb$DGC`2?E6Pd*~7Qy7F~t6FV*CK2vKup*K$pSlB`l{~Kyp
z{=9|4Z2wIbPTIRM{0GIds$jfDk8z2yf#D3{K0oHVf;W1;^DYkhr4(_%jQUS2rw@v2
z(ixsup)?y0PM7N<X@-iNuFsy-8EQSdfujD(U0d-^HGPx~(eUY((-}UgN@SGzyxZ0`
zsm9Uk66K_{IES90DM4ngm{E1H43(sl$iC=)-l@voXsA#jFD!aMg1Je;bL6EJ^H^<7
zhP?ZsI+LKg>jk6Q8ScwbhzYi}t?`7{`YMxz+jqpTE|Zg_b}2UbQ&aDJ1#zC7|LRZq
zd*usw{?BFV{l(|e!d6y#YkOK2o0Wwhxzy?qa&nQp92#SAu!rhRO7(It&7MO`r<3=N
z44NBQ0AT5oCNSJk*AcVShHq`VDOm@Rr1l?VC!{m&CMzP&WV`As6rQ(TD7Pshd;9Hs
z!X%=!+GGK%Mx-4=tnDojy<RGR_g1yzHyW18_WCv<bp7SL&WRIa(SBh&s9PW$jKP3n
zfO?oc32NY$1V?El=QvCeWcLej)W+u!-!t2Q3DW)BQxSG$1%sI212#0|C-(Tu66k7@
zZk&zxHw4_RVX!e7e--$wxXs_59=lZ$b})Dqa6z`r0uaS@X9c|)3+y*!H=%PX7?$h;
z86Lm3wZ=uFc#OvHAAA^L=O^v&kk0jjw}X~R8txNTh?jtWg4^`j*nLEwH5Rm89wy}l
zj_g^Y012u?gg7`o#kpf1L~E0}4MoppEWJ6C6*GPM<s+BYv51ek0I&Q%3!*1ZqEJM8
z$-RvJ)>=aevnML)HLur+pHvQaj8uFo$lln<%O-|I1(a0G#xxUUu^1&g>@Fh4<v}x1
z4s73$i-gwMW!^NcNc^_UN422aS^5ayqsb6hNb!b-2Ejc9P6K(96yt|0+@(jM7ori|
zO?DTODCLp$;#TUurhNEVP*Wj3maldK@i_y$)ZkfSyX`=sL)zD;c~t~sRyfD)IGB*Q
zeqw3q`|<=4+hl%bW!f1w1#W>QdqxjD0Mn1%Fedt>4=k@NN;>41Azht&?vzbWU)fZw
z)ct%{prcqoy+iQ+4>DVPA<4t&2ic#9SSVhcEK!X7+QUshfJ6VvKhR$v?6)yLao&uT
zznnf1_-j%Eh(FP8z$J%R#N9_I!u(z0i4yDqP~Ecw3?u8GgdOqu2^Gho|I7-dYJU)4
zf}r2bUJDMQP8GNhfWr<vf>SxT`Lu(J(t}-`(p>(s7m<Sv>{%XIBHk%$W;hp_K4b=(
z-0s@WC2V$52a^YG7TI(RV0#3vrZYaOI)3s<Ezj3dHq*x9xj6OFQDa5BuF5aC`t|T!
z*;Y_9F=v!Gu^9-ZoU^vS8hflHSn+~k#^A%cmd6qO{ejbi@t0<ASNOEPlQHL3kY&7B
zK^@4i5a&eYqxJD2c{$xT9j4Vzl9WAkVFLK9sI1iwH#`o_86h6KdTCW~l}5Hq^K?<)
zGV-<rqJD3IRE^w#C3wD<xP$dMf2YfE_S|r5Hh+5g_5GN~1=!bRk8BCg!_rusI^bm}
z4(yR?QP{Ee(!OrvCMSU*TxcDNINDg}cmIn51D9Ba1~H<E$5@m4;0gYV2kJfmPE@2+
zdeQZOU@0DWQYDRmbcD^CKdTbOgPg*r`G;gikOtO*3PYf)njkU_B>&f^IrMMLaBxBS
zTm-M&zk#=$5mawfvKG!s#&x>wB_^WF>R9=Uch#TJ-!N|;tDYIC;>P)~iN<Fw&?r9@
z-qD!18@#B0xm2)q>h_IA3)AqFdrsq3+?y$@dGSz=7i%FSSbNHA3)6r_igmote!b(J
z=ew3n3`+v#VW?unVhpB%lp*~JG=a-Hg3ZF<5Y#!dT+nuS2}n8srCd^0&@Ieffy<W4
z#4UNghqs+o)}C~{Pqdb-_vdA>?vPqD($BC-x~$6H`q;QJ+@fqP_+-!HV$<OpTZvMF
zMj83MYN^KQJ&ahm^^uQ;O*+=CEgtLb0y=A~%<`|aT}6wB(@(tr>?Lq@)K5k;5-P@s
zGEftV<5uhYxW1pda)5mQ3Na^vn1;Ayjr~7B&EGUd)|{wEz+m|11(Zrb2wm2V7fvR&
zw2w)ec5R9rkg7Kh>WG7yBS-i}6#<N$oHZU1byZpuUb3Z`b%f>TKYIA7N~s}$6UUZ2
zclD>nf8NKJW|=+6u?8W@8|)cyZJ{bFAi;ow+{vJY>OjrSWwUMZCBB`x?jq8XgNtG(
zKFg)EGset?;E2Y;--EFEBm;y{+B|2xt|bBiC6asRw4HYzN!ZMIxo;ceWlIrdHTC+z
z*W2y<CRxL5HDtJMeovUqd%HI2vW{obQOS!ddtSG3H_|=7I?TjT)G0zpYx~OoSWyqg
z*(A5o=xZ*w{B|!NxU(@!=%2X@DwsdtuD_jKYCkmg0=Vc`4qQCQ15b(j<yiFYoF@nk
zm0*ZI$lq3kWvw^zsa3K4W?lShdGsR64%{)_2UmQdMbZt(*#X+*q=BKK+fuSloDRWb
zF5-ep+m#DyJngEDjBksb$_s5aZ8nf6Mh%VdOQ1#Kvg*8b6z_eNbg9>Z@%KNNzb!u_
z7v?#bHt5Z=&NDJ;vE)s~(UjG?7U6e&b;culiKJX8`+PZoI=fJEEsGdNg8U$J2Nk@q
zO%{9nHgXQ8H7g6|edziAQosFcE%(o#{}c7xf5XcCiv@h7a|^P|ouIbw04xL<kHv+s
zKE!0MHFT?4ZU4~1hl0urX^<xI+j}d4%bO$CX@Tx?wC=RU&rpnJR1Qs=oe|*DFAsvQ
zfD%>W1Ls%Tni(gFN|vI@00r)}r$S)j0VbR)1nSP0COQcl&>v)UhL`9d+8N*Yo!r5&
zwe8iJ{oUjrWTE+EG=^*T!MsKrYE`R~FVoj$)S{u|3fu@}O0!}SUGKtujKOSq?B3%%
z%E@j<Y&?1@(oU4H)Zu`ktMg)Cof-^s9+TBx9kuQqyPF+$_;p68WpJ|he71Kep=YmD
zVCvLc1us`%kyMKT;1k@Y*zDi8uDMsrU+0u~@Z-xd>F}&3>H@e9v(s7gZ6#cB_+VZj
zXDnAwC9J?Tdq|gmp{>pH=~lu6*}a79t}F&;-wy`%jRN?s9>l^HA~LUsD6{%TgK^NX
z<f8+TKHn1h>fs;<4nePPL%(PLt)#}{fqv=36%$TwqO<0CgM?uLbt$CIUz>sj)+l@?
zT(>F9Ka~F_d`aO7npJ^QBmk%E^>CQ7t~Rb=Tb*%)hbh*jS%T)hPfXOPqRIsIE^P^B
z4-1Vis9aw<e%H;h(U_<h+AP4cfA{dfxil%!o2Ht|P+t{W^jcF#D&pfX?j_>8;5A5w
z)p(jhM@rU$hfeTQDeVUJZj&<fS$acR1KKNzZWnx;Oby(I_lDK@s@1*^Mw8s@X6|5i
zzK97gxce}Sv`))rjEpG{HOGncA~5od1ARt<-HX@}^AtD_gFTO8>?P<<Pj<e!!kf3l
zOr3~&YitD?SKq-hG4!sxkWP(AA(yt5k2r(R!g|N#i?(JonbkfFKfkU%JcX1$8^YH5
zeY1sW6IT+A<*Qt+q{>y>7lvB}k)YRdHHgX-bsaILG-NXH0>}0f<okn<HTG)wKWUV%
zL68N_u?dSlte`)IGVz5K(<RHXlJfST^Ug<}xj(##ifdi#B<`%P{D~C{nel#k<Ddof
zu*lv5j4FxG;8Jc=UOM*VwGN9%*-uVt84<JD)+MI!NCdA<i_U8G?TFiOCkKB}(x9&L
zO=FQk9KqEB-M}=Uccu{}Zse~I6=IT}&X@&BLlf%Ka?qz}U!`AJ(&HUzqq*|^j(@`f
zgcPQ!HosYQtfPLrp@m_9fgb5JF{OvKYCB=^`Sgj-@f}pOa<RBwxap$~wt@oO^N);U
zr81p!Mz={~-AExkx=8~f@5$ppeAVx|mK=atF~(=&hKRS0%7ElVhQp{c&!uTOM&Y4&
z+l%s+9zEiz`zgDoeqB0mTd{@5{VENqmem)YVrecT)_Jt41F97#UN~HfuB)`m5`6iJ
z#{MO)H`u74hWE1fB?m0qxo?mXII|asp(e#$L4O@gXu?rbj(90mRK*$g22_+@;nWW>
z=ZkEXT`<7nm)*?I&Y{T*B0ZJq5@R5*$Vf2?ZB5cV?1HiL4Gm=j<$U%fpN73hmJA|X
zo@?%NKU^fw2L@yPYQ+ySog87zR{elAVv|;+(=EDDHD`QIbdM61b*VX-H{$5<rS9;C
z=KC9^4g>F(OOe4lxT&f>-Vc2+H@D=^UxxB`h3)CaPyj!n9V>h?kfh<mv)ympleiP}
zy1feYko(dk+L^B3h#pVs`vhI*T+rjd4u+aVo0lbKj+QyRFek_oQ{v}exp1jCoiB<Q
zzn7_3;9P<r%qzbpm6{Xb-Y3qAhVc8c9`(Q96UY8d-lk=KlW?qMe*79f#WT%7(uX~w
z{;07aYP+UNfn02V;q?ABr=F};wGf{x^9i?%F-;lr8I6J3=>7{<LoZK9<uNglxek-p
zs3T~`$5N0TYkb)9V;Za1><L>|aEZop=_`F+P*;1~G<*uZQfItK`+lzi#}U2?X2!l}
zhgg#~Jt<ti@q0{iHJ4vgloa)0iMmQFF5V<|I^FE-h9)r?z_*<UD!>bW=;d|jX=@)r
zTZ)b`A|%_G`*syS=U}EEv(Oh4$$qk9pFV9CY_1|hEm`rRibzuJ7CZ#;DiE31LsB1I
zIqh>(J=$U7lhj=yfGa+LsdUmckjk}IQxVmdAOtB87hZh^k9;{O&d~5NX#a*v$O!;-
z1?L0>a)cq$ZJ^Y`Sc$rHg&E+(y;R@wKzv~kPo^}U+hc{jNoWZXzEN3Q3ol#er#pM-
zwoIB64Uvfmzo*8AR}esBy&<y#rqIuWNz%!dj}enuc<m8L168zH)|Tmm>56XKK_Q|c
zbbHGFoR8c!xOr;v*$-GWGu~#ysLQ-`fG;b8iS={$xe2H8E>GsAi};X<<g0RHV@hDd
zyd?_&TkJ9wnGh!?@C~G7u^^c7g}QR>)wwE_(#i8XSD2*7pXHauWEqB+ksx^gY=@mf
z+pY`5cQ1RQYo5EXUtSvs9p~@ie`Uk2buQL>faXH8qRf|*1tGP<_<J<Z2HiKW1S2k+
z7>T-0RFw?mrv}MZ6<wF6qbzcjl5l@ANqR7(=LXf2tHw`&-AF5(0{ITeQ4!&>mmC>=
zJ_1(5v2m`}*6DDk_z5@vTc__GpW={IUNI<*Ys4^G!&Ea0i5!mU^sDJAd>wCjO`iE)
zSB_@OGc1v%pzYgCK08+Ekn5Hy0tr@z^KGJ!4}UhZKZW<WDrHx#-$`m$7k5Z*ybi$|
zO7ld9>RU5EXhVJvj<atyzg%J~eSxT6d%w$#n~ppsX<XNjXz06dlU=boLiv8q=gfJ;
ziT-6fgnV#sEFWLzvZTmFt3D~-N@oyK7<(w6RH*iz5vKEk#MOiyNj&9#J~CFLcf{~c
zl)j9b#NCXKM+hnVm0>zr@>u8@9!CCZ+3&BHBk3mPqYU4jld0nu+EI0EHFpFcgCtu9
zR|>MOgL;NH&mbu=72iUlr=03Dg516?m*2$~UU|$fM0Zqf`N2u6-O0!ev%PY;#IZy3
zNNmj=fvqH-Rc=Jh699ADJaAp>|BCQzA{~b=e_0|XWnT`!eITK_9};;vNcUT{HS5u5
z%w`CBw)^N34wAAJx&xWl3mD#&$hBj+j8Cjr1J&K2DZykvt@IU@&a-pkfq4bio%UHJ
zsB;bXs(7bxSNon_6G})Xok6gwkjk6Jbyo<4K)_deJl6^JMZ-t-Kdi}Kkm@hAy!A6G
z1ev-gYyzx?W%LBJOMl;ZJ3WgOKPRdPMk5Uh;yM|IjPQ?}sNNP(V=iF$<0Rpjsw;F~
z1%f1b#CE+*v6Od{C*GGt;as~wPQie2NHt4ZUAp^rB_w1DA*h&)V5`20Y}JPb*d>09
zpO1x{Em<%WJG)t6dBG!56+{o&O$?r9HQMs`wzyV4k9GCY9C=L9BlDcK(6GmEWFS7n
ziz{$?$oxfJ+1YbK)8h-#lK>sRXn?@=-@1#p-7aJrv+jAz-KS`ee(X|wFD+(nTFHGT
zhnUOZ^GtkKTF9zxhu6#=mG%hwYPteLN7U=xDx}0%TU+prW2N$V#^omN$xd>xZf>EX
zApYXi$LFzn`aLZAR^-!>$3YAr4>mYq@4xiwNQOvD;jo?gD@a`;Bttt*@)PlCe~|YH
z??)e@pA({}!$?<aBpwUzUtX%>r606Yo8%eFuNHV`{gFT)lBFLx&ZDKd>j(Sv@S!$D
zJL{WA5~B}?mqwzq^>>Ryfuab@(L&O5c}Ef*-hWN3)ZMvVnn@%i@=Hz4SC&S_o4aq$
zXj%3b8LJMMHy)AiLIu9ax;1lALe}=&QN2r2hg$BIUH3`v_cltHC6~xFa_iJ8*+{Ke
z9p7{bwQ6)M3Vm?X`KIG_D#ha{cWGdECXs+ujQ&Gke(_@KEp2BZ*bHhpR|I+vz3F7)
zJoU<n_1z4_lR~z|)F?;UWX|PC?7Ei|Fj|Qce=%Brd(O*AP43SD-|Hzc^dy~2DS(TL
z!%r+G_1w(IJtcI6Df6oB2;v7d<>~StrRMui{A^Ie0R>ua9I+o;b9{s(mA0po40^UG
zAVAp^$S)x9c~F)UJry@ov*eUP(frR~`F|BL|Nb*|+;1~;AqNK@`AYl$oq5Xn0^lV6
z)&OQQ@4uR6rhOTWeW7|-U&XS#s;0J@mv3<qN6nk4pt~+Z=E@mLHj-M=4r$i*csn*0
z-X60Zhk!FAUn*EM(QVn^;?}*kR9Em;RHLMSbHrPr+4#o5#L-CUo~l=yH_xBNcOA>U
zlFmhze1{CiBPu(v<Rzabo2!?fcXXsIM22#`Nb}{%Wu7~rX=(nLgnnt?7T>+*W3N=Q
z?iAfMlsQ@)$l^ZvkZ}Ka%%8W+jsS@cty;kF5BnLQxBOcHdeDPF$wZ#+*kq5s?x-3q
zpKxSzN0ETed9y2fo9|98bUZGUw4PWHecvm|w4cVJCe<=*)|cu}$=N}0VZSG8DmGn-
zI03H=3N8`!&Y6v4mTF08-PR8uc`q2a8>0rj6VxEh*)LL~qFshw-5Q9adsS;dqgutl
z6U!3Eee*l}$ps}UZEt-XW%or)L&Bw~r1jC0j6N6E_O!j5!`G5PZUEfFHunda1Dlo)
zoPK4XD%(pjR~gq@LchAzW8K{_&7bS)e(xK()viO55@9SaBeh;q!#D_WP5_GA(dn_1
z%ILFyjlhVF>}lu|x!2OEYe5W`Vg$N_>*a_9t7ip+fJkvDFL{jOcSx|0Zg{m<B-hTv
z(r@HlS7Fmc!_}R}f%iiqKgc2qQH|w?MKn0;X^6M3M;dMX>QiN=qE1iQ`jF4ld<u8M
zCARvpah3q?O%cmqIZLGZ&{Gn>JfiFV_Dnhbwah0{GVPu*aYXl)&3tM$#OKndKz%3f
zYQr7a;S-(yu?z`pZztC1OOL3qV`F>LA9_o}Fv#!QZ~Q5-2-?q5EcY3K=H|&=4I+lZ
z?DriYUkApldOmi~1bxQ@8Sg(`E)?B&t|b3KW)4En^)FXt#iG7U-<r46MeypRcFVu)
zpn~`t9rItFJC{uGeuLnmbAbkss9r43QR2tGA`%CU4F-~NwonaFmONoqupGPH485+*
zrqgD!4l2mksQUB{wc+#Xd}w-5B}|E`Wr1DBG%o9(n{HoZa?~xFWwD&oi!-`_znT>b
zG3!BbLK^6kdS=!}kONgxPEF#R?ALlFd9vqv3=NG1;!l+*tqB-ah>>WzG>H$eV;rBJ
z=!&$5We8ke=g?Q`os!<=2$hrUCtdK8+>or{nIO7S4vnaW(2}?rNv{Uh-mI7Jkv9--
z(r&IhTid<%VR-~8@GPa(rKT{{ZxmI8e3QN$P7OCae(D;6UQdZQw?tolZRQg*DP?YZ
z$?<_PVVh37<_n;FxGoGdr=ZO8;_rTJT=;tKR5`Z!!Q~wMb>rZbW1o5+7KKYrV=B%(
zT<eMhHr~g<U&G@mh0b@|Ngeni#}jetfoD7xtNftb{m2D_7<3@f1RB9r9t}VT6?#H~
z+7i=o9ggts#-P<tg$OB1_pM}Nj6~tyI<(zd*3j<-;L43g8bnJ+n&s84q>cNDn*=#z
zPXJz%=e>2->MnH2s#A1<bIItfyu`(b<CuxY0sMNY)D7yr?JnEsU4Php{4LFJ7eI28
z+>3kq!^85#6jX7j%aPY0oF%UPgG>*LK8xP3QApl9{V01u`lRn{+~flLg}0>6%YEJ&
zkMdpK9L|;D7%m~2<5;MV&YhiyJ!cS-+c+UNk{jE4bcZ8?d%6gF%9f@<2h8Abk}5e9
z63;<aLC$*mrBG)9AK3<riuVml>ET||88nj(!~Oc;b?;1Pzi(HL=2-iVB)v9@IbA7T
z;5=e0eXf~?<Y7FY$2FbNvQenjRV@q00w--Dwp*30WG$ZV64_0%$c~e2H8yenUgjn^
zTYlSHYR{$_Q(o7%J;`N!dFXSUq?7z}_t&cep;?a$pG)#s)xLmJ0kGmQLUi{*b}juv
z)XUxxYj{#_dF_4TyE5eNU~#v+@A?8FkU>2%5pv35e0q2q0R5B7aF4cn*itBV(6DDQ
zC?g^;(saYg@Gb44P@AMq%KSp1)m2w)-tO0^o7yUF9D@7fuW#+mWVl4S@ui2{9lyH9
z`NpN@EXYr!D2>KJcbOzbLB~9^A7n#3=%D>O-rSZTkdDOr*NZ#*2zD1tRrK>~=)IrD
zX}s;YF3v{up&JC$s#*nZk6v1f=)P;@6cFs!1Bei?GmkFB0(uL!G#|BdzuTYsndDV_
zBu@iOE)uh-9=(e#dDy+#_Sl{I>6@Rf?i21GWEXU--aR5C`^3opEH*SJXH3;J!*Fb5
zM5?c=9!x`g+jEVH;@Zj9xgKA>LB1U8%6Ye3TOGyF#*#9J;SWYib!0j&pD9ju7!XWr
zj8-#Cy$fg0+Av2TrK24e>k7EWDr9bwPd|{{ntR}N39G8vNS(u<F|kl^9@aipZ#hQT
znwd8IQvF2SvVcsKAlj@W*@@*7??SkAs`4UMayX%Tl#tcnF}3!c7a|MKJc2VL#t_t3
zX-OpukaIS1MxwP{)2my3%-+@dxV{nBIKf>X^_U|Svn?6UC5OKLtN`iVcxukK;VL@l
zWMDbZ7F?hrKsD=OC*6=XxBYF_r0h0Hu4MMz;a_9imGhH69H2ri7qL)@fMqW~-xe=`
zkYs@qQ)OTm1CXm*>OXsX0~LMA1qLNP!-0liAIEq|cLIS8YGeuWI`4EOEh^f|(>|aD
z#k^#++Mpn>3PEKhnou+9*m^A2{%P>xMoU&RKg>W{x1=n*(9H&8SQctlmc+rG?n_Q)
zi8{%I8}Q{=9f)yAAI7ve-Y?k;@BgwWw#yk4@3iua$EE^v9RH=Ed04A5BKg=?L3zRF
z1@+mFWXL6HT7=uln}-p>UW$3Mv1L2zqt>=%mN8l!tdZ;Aqeni{9_j&oKmUl+HvBC+
zsZjcF#eMJmzhXT(7;*O&h#1pb-yd3Vnv>>yHm+xTN%wZ}+PNcnJYEGOVgBP)u+~8@
zp>%xI6-~|34d&yR(>WZ9oT~Gv^lQY~BY`#1TBIQam0K>K^fG)*+_JP^`1|(8G306W
zRmXR4Ag{g;Xh&O{Tdxk*dw6u_w_eWHzGZIyWZb;_WUT7q!j!^IuA>y2wj6cC{2{`F
z^aJZ{PlbK7;utim*RLa7ouXv6Ssz@+J4_%KzvW*nPGU59-FZab{hFIW*tzg3ZozM?
zU@G_9vYcGJ#b9%6nf235&a*J#GpZhT;VChp9|AdX5f0Iz%Y4-W>3I7GJt#hrwgvYY
zK9(j2w+%{}MXr~NGA2949}8Fnf=DdAGnKI{45qI3+ny=B>q=Y(GyIHi+ezKiZ`0jq
zWV!{SwtL21lQ;!G4KirlJ%6j;l&bN{-hJ}dZkPAA=e$HR;3`sqejJ_KHv$b#jRZsn
z>z$a=K{4QiXL<_mRt|=gLeGpzN9K&RT6^-9rf=_k8RmO=*Y=`RLo)V~UkAK5xt^Ie
z;V6tn7tvVDbhJou`s0;}^5fKRKTRe%JrGeN!+YwWW7o066PMl``?$_O6=FxmcvvR?
zh{J*mtINx{r0Z*xNpV<sg=C%~J4>{^rJFjxg#~vHLrCEF8xcWFA_c3{?VuUg8MiMz
z5*4T@HaTIv%P*^NUm#aaTRAe-Bz11(x(UejM}1YbT9t}&cj+0vyDF*NYh`wRX?spv
znEKQ#iBaWw51(`gzk%dX<eREPVNs163kxzVe+VTIOm`9x*k4ml91@Vk7*#MQ9H5-<
zq+Fhs-xdbny#NyWWsYeV_3=HGFfJLo7k#S+Hy*^{D5wqb)8M9bSiyCzK#S9;vxUw1
z{Jpz5p5$W|pE-K_p^kj7P0Y6%W?PEcNZ+P*;u*gCJc^0aDnq;T?yJ+#amlTp<L3U{
zRtqJHWgvRYLAUnMpFuLrFERJr2&^Yt&0pJm`+xlrkHg7d!{m*>+IcoR%%DT?%lbbY
zpmk&jNf_N#Z9LItD?L7M#dn!txD(0r@XLed4vF1IpsO!=sYkAOD|6*FvxgM##g2M(
zKVkbzdXIr+0~EgnysN?>l3bNIPMQh0w*@o%UeI+~Xh2k_%mD)h-lg_80RJng+3$Y7
zdbR-n_xHs~>+`Z~HPyDfC=c%JR_M!|g&=$pm`?qjhakm!aW}Fg&avV==h+<BX7LZU
z6y)A5SunDtN3miP%BfG?Chvd#;>gG@OS?BM4H=ogAx-(dck8b3K=8$g2ZZ7#UsIF0
z^_S@$IjE#R#x?w$Yk0E|Z25ER1bT0Qi_~gJgwAWu8IXhY*GaQg%>L8pA7o}I5@hS@
zW`^|hElI)w0K3sGnWR`iPOADr_5d}W<8{Rf6kYylTB1#5#lw6S>xPFj<UOf1RT1^g
z*ya08=fl$<rt!)!eFAkf?m_j2ibkaVwPTqza86rS*Gr?1?@dJ*Nq+nA&A0oz$B{Yt
zPg^!%hd*~o@#{6TkQa$Zg65ey0B)b#w@Is{`8HpI*ge()P}oWxVhp7ssk)Q&JZ8uW
zV6~@^`@=Zr!d-4=<i30I{z)Ej&my)`T6L{I4ZM`s?9Z(BSE`D>_gvNMqWy>FF=n}I
z6`M@WYMEAtwqXING}dC+y{LRmNh+=VK?UwF-gR^q)gQi(#}&*zvDx-`mE&Z8X|hq3
ziOaUpk#UM#^5r*ea<&L~->l4EMC-}VK6;VK4Zur+lG=>?Z9#OVd!MKCZ+Yw*IbBh(
zE2$s;0^$9wfB)|%vFZAp@7;P)s^^S8qmq%Y)YQ%QDDJD2B0m+BVl*2i3)k~K8ugq^
z`qiQ7B>FY>4BH7?j;5q5YmdXtU7AJ9ZU}PQU5au1lH$wQ?p&}&El*$eL6Is;xZLwA
zeUYwG@8{4b#unEZMzJ3WhEycA0O>QmGrjy_UGp!cnyNmHL>~RBY~C!>A|_Ibqm<k0
zZQAZ`-_Ns7FO6>+k2aZU=d42a3oSbOGfEzc9{0VW)(D}>452E#)K@gz=4dPJ#wvbS
z=#^QsEUvdF*#uWWzq3@YP*vo~=+iCfx?OlA7+rhhbPTT4y*VVyxXl*+cvw519YS9)
z`fQ!t@=S3Q+X$nSnArD0eXOcD7Qu|U=WJcdBf7fzvgFp4Xwk%E0iSD($Yx)W$3Ew0
z%XdzZ1!<N?DZ$_lPA0qvYk8*2yvWzMH&pQC)i`9+SZq0Jq4L%0H`yoMP4<_Qx_R%g
z<_0{ri|jbA6Gd&JRW0$<8xp(;H#|vHypeS3)QF)?dzs!l&G2aPz|S|y4i9BFzsOVk
zz5tKR7*oCc7OVX9ByV*wXTn*Y^<1B|hU4rXvAz<9&=!vy?{);wdRjW!A2BGcSxT$p
zxP4qD`=KaxhL&*%iNRB`nn4F*st`iiIh5Qsx=(vUjN>C4Ptw3L*BYwS);+@-_DXx$
zHee=Esy(gV%>CkU(Z%=2BHV8><}8=MOYyefM;J@yh$Eg=<VnW@$`uYBYvaEz*x}UU
zdm|2O^t@LYzU^&beC2ekqUvikZdT%aqN7ekP3}5=M%JFH33V!-GQZgUBxAtWc7BJc
z;I)snvN$>|Jp)AjuqehNZV~;hRwsGtZ6a}TX{`6=3|-wA-c!p^dgQ*R?IXs=)v}(#
zZI1%%Zfl&Q*X{HFNd3_9WD}VOt+Z6vWY5;AIivYO!p*By<&|Y_nZbhfQDH*<^EV6F
zPBm(?a|F6?_6pU}Ch5jcm?=wjMQ#Xu#8&6s?~cezbxT-LEnAa**JHgloY9<_<@|%J
z=CsDmFq;`hsAvUap+#wkNl755OlV|oz!63==XWPT$c$`bUy*bt6X-+(;GT4`1BEYg
z5Mj3qw#vw}8Gy0J-^j@BoE(-r6r~#Wt(EM_yXe*<e!7U&_e9{_NUZ=2MF+$yn&&WQ
z($2Yoso|p9WmU{fk|S9>j3eAP7=4vG1iRMd9Wbl!m(ep>AjrIG3J`XV?kw%wQzEN*
zZxKXZC?!CAK$ZoOZVa(j37s&(+mk#ope6>j0E)f_FMwuQR0|{zH+xV91}yY-Dah}O
zx$Owe<Pp&!KOLxsRSa<l4YKbH!4pe9^>H_h-22txk<m7f;ulrr^>gLC*9Na&n^aJg
zlYUDr0)YL0wEFT6l?S>F|L@xB-&qWuhX0^2Sa|tE@3Oh)YtwVpjw323PbiZS=dWKs
zf&B=<>$)0m^fn;yf?&&$3z~JX=!IIrnm)6t9zCEU4jqeWjC#**V%y?u?bmU$odKy}
za7i8QuDf{$=W_wkf&#=g&Lf8Zmh0&-+P&zqZM-%E>3J^+2zjx8aNp5>O8>7v(k*D@
zdJdh`=tV39lPt;>XzC&BSFO=ojR+zAr+K4RGg}ZAD`xGi8*iUJg$_?Vu;vKtur52!
zWbjH(jD1U=L=OSPp8*+mB#LD;e#~)ixq>SQBza2ecyR0&Jah@2U)G&`VPiYVdsl2;
zEE}-F7@|`Ru*Uah1W7UF=9Yy<%<av;LE^N(TKcc}<F9DUfOK>Rr3C_5<3TTz6hpW)
z`^PeZwTicVR)tBXL72eMl*~QTnW(g|<WJh0h%=Icv~X5O%*FE*xs?yPz$jdw<qCm=
z1epc3(?Q?>rG7g7{=gL3Wk))Fbm}J=Hv%sHji<Z8hNv458{<DfZ-Qg4#zeac>VLT0
zi<UnxXNE^k1gBYZR@B~>(TgvsdPl~lyg%j)db%0G8l3DVCgSOpMiJ*CUm`e+6tmry
zu`8;TWpE^=0>F{@pPuX(eI`Uot+~~(`of;l`u<7N*NT?sPI8Fp)E|23P01%Nq;$s~
zt1S!<!vnXMy*zmfL`FXASRSwtgI0^<XUS6vr9Xgf!dc+8jTCnaJWkHSI{_j-nKOnM
zj3mJ|)m+G}^<aa+n`r7wRW`2F48sO36fH-iKD<8`OcAOkqiQoqy+$!PHz-b(9S3t(
zgFEqa)WqY?Er-NWJYbx(l;RFtjtv0WIl4Y9Agr+ie&PYuJve8?Z&HrBMWSaLByO%^
zNT<Q3Cp~`So-DVWYkyBc6w<iO$e~v=i!5y~5jv&9))bP5;y9eHp8@G8tVvrS4)@RM
zhZ}D})PPzx6LyPpaN(j{Xaj+N_Im)JaGN+drvC-O|GoUPX-i|=>vapx*AXwFN~`hO
z3`5iW`TJq5JYU7r)c3YB0HH%_2eaS|)ARKcs4dZ$fUts#x4p9COn7r$y(;ELbu5*}
zjE3Ln{0-Y0b)*@we%;NUR0+JTVjTqa-m5*0WZ9?x(B3XYAZ#<{b{KYwg9~iatj%9O
zbIE4nIuec7k(9pZ_BbqLWev;@sVXFi>PW&L3rL<t>5DYp!0Iz;wM(1{iIFTKdkLlZ
z9*w2@EPvRTl9dWQ{KrkfCtl2TwJ^Y75%KSkz_+;3&ZNS15|{A-a_Rv2eeWfRlR8&d
zn&vz>w;irw4W=A~n759GF^~u2XWb+RT#39Ag}ZYTXd+`L5T{MR!GM#KerDR%fpa7x
z6{|+Y{?JH3n0~)p|IjTH=-m|rs0#Rb1_nX@XgPV@-(PNiItIr^4eL`#Hg^)M6f8*<
zE4UoQoqkx>ne6-fxdj8RgNtvu*6%goU$khKYmCiK6!6-eHTh5(rQ^NAaMP-n?D5XR
zEr;1JVY#9!inn?eesyTzD3l@=N({{+Rb_2uv32MD%ifJv-<E_F%iWKCPftF-5j$(7
zM-e+L?RySEQEsq;JkKC~ydNuiWBXHGviL-3^T+eV#={OR8S1xz{y%7){0|QB-rBO$
z#{UKF-MyL>E^H{?rmm8O4$tTp;F8@>baX@tT~FdzK7lK+|5sI8+UPRt79ws<{NJD^
zQ`i2qmP9*8)86HZY^eZX>N-cdH(xC<f4=ycC2)&r(yyh!PA3r$)%HfTsCr%+k1(RV
zt|VU*^EIl1lACSD+1mF84$Y~PuCaOJg{{rM=raDaP5%t%UOmN)b2^l)DRWBx!oxI9
zUnx~4#tsE3t3y`lry0$aIQlfYe(lHbpX$AEI<b%z@6kNBWVf}%KaLd&3f2GI-A8!l
z$c@>~Oy1_KA$S)KvHE`4ZJR3MB0JterA9YZ>Ab=aA!)%-w+?@YX(2SO3qqFTruK11
zcD3c)t-mAAC~iAtjY7`ow_T1YhdiR>_0)0^J0fNzhV_-|37tTcN@`+NEp=bW)V}Y{
zFUe`o7NyU$sCZ4L554v+?Yu*@maUglK0cI<;cib_X;J?Q7`)k<d5hPj{`j{k9S#S+
zFtaZ56az#3;fpoxjra3D%3HHu;k`%3wCv4ov);*Uu#jLG#36k-p-10S^-+gX;Sx@8
zw`ir!4#{QBxaeNMBfz-e(HSICcy3O+NCkel+J)JrzPBo+&iaWX^%MU$uG7AM^vOEz
zmaN`i8vGq`&YHPI;H3L^6_?VAGKVl~zSprv@1l<LbXol+3h+-P^d_tk)dZfcJX5x1
z;b^!5&uJ7SMsqx@m~aZS>>C6o)+u?!OspR;x>z9-hLFZndWDj7-gMRKZRg$0&bD$l
z=btlsbV`ikrsf~tKIwtz`T)i~FM=SK!=q?h&o`Ls*yyou#&{SH=yp^>O}z3Q0B+C;
zt3u*>7j!kvpLi8IA)vNL{|G4Pw?V)V0=2fA03NUqATog#67y42h>f}ZsddF&V4wt~
zqBq(=`eJ<q=w?Zx4+Z`V-x09hO=x}e!C(7*(HQX6teqfE#Owe0R>X{ndk8njzuHM&
z5=}ocm}u#m8`Mk3(c6RhQqq@J`FJ;=*u|L@myiL{&VM-;gVk3(^GPDr{m0+Z#Z=C<
z+6PpX$H!MU+eJz|e7I9ED-WVnRG91Lw6PI0-oM5&QC~h{f{oV}(m}l!xWPD#!d!*^
zO~Fk`jMm!O)xz-7EQ{_*{r>W&`r$@A)-*P@Q;e2L?|KmR-Nw69?+_D;<aqVmag`K2
z29{)ak>ztC{a6~J9M;@mV|zZo`0B!v^1*j?FHPOWEU(Ns={EDhFCc!Q`jvyk1n=~`
z20E(;tia<g5TXYXuhL5jc#U4QH2InS!><F9;F8Csm41+2L$8+Tkld{xc=i8}y7!K2
z>f085qadI(L8J*p1qG?nJ3$Z-_+b>JhN6PBPz0oxAV_Zl0!r__h|)oj-lUgE@4Y3|
z2uZxlU)$o@=j?O#yZ65L{@?>slbMyZ#vF6ZQNE)QPxJGYsUw;UQ}(%Afn$LrC0<$y
zdt(g<Cw(!(2)+kw*<t&JZ~J)EV#FTlX`xoa@>~Wi1U+Ir&2xkw`!DbMWllhdQ=mH(
zz;*D$9%91z%4%yBpp*qr(iVD5FxlBIMK^b3nu`~K_1q`k$vT^-WkIBE6EW|-O;{GD
z>-N;qq7y;|-8xud64z9h;fkCm-YTyJPiEZqA(RuH7QlPP4eCuqA{9?`s9t+BQ8gCV
zaa!VcZc!^+ZJVD8e;4;w_4y;v8?L}%lM?Ia*x>i><FCbG`<MEWDY`%!iUwc-m9Sz*
zvy(R|2CMp*r;<2NWJj>wpbBT|B|bj&uQHf-URpNi8G5-s7W1|Hz}<H!*DcI0Pii>}
zyu0omm<AF0E!CHcLn`@Q4`&L&;1bW5l7D+W@BO}tTuc6sti=BpbwXG}z>x4(^2gk=
z*x&dZMc--lqHQ#ZW2k3q(6vjw(yfjM?O2&`W3$3(RXFp9X-iuvJ0&UgEhEkwi*2nA
zF;b?r7Y=S=xl|bhga2b`Sj=aaKD^?OLpo9ya;UNc#N5?WR2){JK+{$zpbAEPe{UI=
zkF?cS3i>&U9oOU^%Ezcze&i$Etr<%nTA`jB<xCP1BlVF51kglfI5^YuLS$!+@rr;7
zt=VB5>&bOt)i0~OU>e`{NOt?8N#1&kw@l`IH6hwEpF@Tr<f<`V?#BYHLMzw)rQ8vx
zRuK5-^$B=2b8w{mh}mAin;ij!et*`4_P;O5-EXYeCP1bCq+(7l&|h>4`1F)rfU{%h
zq&W)mh40_I45kviC!|jN*Q<CmPE_OZaG{o~-17!)SKAz!Q%#}s{gY{4r;@AWNuI5D
zPJbD-xsyD{6y`C*Y#`N&wnCJunl5%QmKSZj6!aCS23QQ$8ooZFa8m0!`A+ecdEeci
zO!i-@#5lG?r`t6%fYS>v<Om)%*sz#u2{~9s?6VbjD*=_E`iO1hl`KT(gJHzR7a$2j
zS$AkEaH}90J@wH5!>Z+X!{_GhMd_Awu{IKjAPZ=r=!I}EX15pq9YkPxIJ$PF3*}M3
z790%pUoyQ)kp#UAeHw0jdM}MQy}F^NlyUAas=6-u59JK+1TWM5KbR-{k7<}9@lXEk
zjUxAVV`1)p+m$@+^B2xW^8tlTWds%~vBxH_U7g}Ho$srvUNL#abf&T-@A9hfN<Cdw
zoECcJFlz1f7_2#4`OJi?EtjBB>HB&1r$jWn@cx2<)S`1)b)n<RtN#;2T`NZ7qN)Oo
z*5e<6q03(|4WEzA!iW-uZ*9+?5Kem-nL6rMg5B+t#kPXia#P8SE@Pf{x3PeMmZ&$X
zg2zp@Oe>#hU%9V%p3rGO&lrWv^t#N#Os#f!$Kp_WDd62lo5>aWUg?GlBkA6^u{Y*m
zU?OuW^YIsz)Dw!EbHxn0yY1{TAg`F}KT;n4DpmWxRH8-@#6p2S7u!&1sRs$#Dq<a8
z(OvYn=IiB@^P8(1SX+Bo*_@rCGJL&u)Nny#*!F5o^(XlAGrMmuD};jIJT}hTNQTz{
zvC4^(^KdP<whZ^VPj1XIJjyMVxAk?u&6%{3MJ9Fo$TBg74g<76ilk>5^?v!n#d+DT
z2{y&o_p}zih`+v9%?y=d;i?9vag{pnnG2I#KSo#A#~x2_E5SV9r#IQN-aGP0-HVR0
zoI?6!;YUYygg%*i3h-!MWDh1>G6OrAScNh@SCp~bFi)ir=xbtZ!LtoHCLwgo>O6(@
zVIeT^wZsowH@?=Ig*Oujj|~9XE<Z9}{+q#d2QTT;6m^vKR?(+u!&)ga>o;djG~Y4!
z(|db8a1o9>?74yussOZzPq!_ew>FrI@s07rsn9w6SO#K1WEg?c1;UE01OMS=eEIUV
zq=}FTA=~4d;}LjLo(4=!I5YH4l^O~wQ6DKPu&pNXH8k&PM8oh!r8xuBYFCFRY18^+
zu=3XVHibICK;pR}b@lK{VCSX)ybn)`upV30jyEl(;?HXNFg_VD$%b2CE7%IUnCvRK
zdYmcMwA_B`vt&+PAJR?%{3yVQP7G0DKC`b@4#v{L5a<^>6yrf2whnoEE;b8_AMm~R
zNa9K6_t^GGpHqdqNW&{~bE<vDMEiv7*pGnt@j-z<%f&c>vwEi-^p*xLGffp{R`~0K
zBi}()ypajJ#KNtZg*G>lG~4VV->IoLwOTT2Z(68)2P$S$9>de5?;c7UcH^ZMj<txx
z8y58dv#MAPn_r$2Qj%33W>p6+xo_8e@Ac<~#3+JeExyolBbv!oy6aH#ab5YP3d03;
zvd_jRxv#v+fs#ChpK}fNY$<0jejcJvi%KwN_g^VAMv2DC3eE^z#c^7c(<?Csw8F)d
z9LrDG*ikceqhaepJO}x@7@(m<Jt}Op=yHGMZRq7fb#Gd!+uiS3<J}D`NU{><dN2fe
z5{`iBJGTDv6Y6dNouTyb4o*{87X*1FX`$&wA4~RPt>o(qfv;0jEBIrrV%NC^_AhPP
zHRuQ*D`h$_ntLQ$+_aVmU9L-yFmZE|_o9}Y8>yzoeF(Ql`%^=yiR5`vZu?@#$Y;bs
zQmokvn=<sDUQzfnlh1+QDdY;<GGY)~_tJ-@q;sd5FYV~q$n-|WZt5C7ppZ0qgwtbg
zT4H8zHKZT4POB=zc;*T@B$bK}@icXPWqWm_ZTpOr8{^1{B5-QEJM#cI8Cq9<2hkbY
zEkMBQbjiZ~j;dG8tqX;mEeNS+CIa5fx~4eE-G1O_SQksc9=x40-$hwV;oWdB)Ix>W
z3>@~<WB#gNdl<%r52{ZC7Q_UwAR@{vjP}(ID6zB?2()9O7yFcQmp;ajf6LR3A2@M5
zzD$Z$`Lt8C%8#hdHd4d-3>*MO%=*=NNfH|>b(Owzy{R8n3DPg+z(V=ei6wFHDip4+
zBKgYTR*qb>yakQ@H9RfJ8E}$oXan_)HlwzS>}4$U)p(l&HK3VVbO3rZl`>OLtqyT4
zD4Zo>m-C(ldCKiyx4kg$<p&mJ;YPn&8Jw16BgTKz`;2M`D^qn@4u?ftmXz}It{kSG
zq}mBEglp}Wavz883$KhKb{}mwY;*vir4q5Y)^V$xB~)9bo1`!@I2)2KsC|pK;F62K
zu10f>$>Y|S<QoPC9BZAQC!uQ^bdP0HW4FgC50F$!_>-5|4R7>xc{*=as-eDca)yP4
zouIz#N4Z6!pqTr}$CPZ^5lN;TyCxN=q>{7%rPoxLZtELthS!EjpOmYb8jn*7P+?r1
z1_rp4b)2P{@z=1D^1gGc=l69A`*x!;qUV*Gzs5PZ=%UxTdHQzU7N3k1vgz~2FmEGP
z3Pq8+SjNW?m4OPR>Bq)0ROm%x%odiZ1#c}@j3@w9Q=F{~2ZnRGSF<0>X4b&e7PV&g
zL9}#y3~cD-pM~mcu_fOaxCfqF%+^s{)9dQJH6Lbo^e%iV1K7ip<lPr|;17mOhl(L(
z8RbA*9z~&hMK3jmO{Po;blheF9Ybu-L(|uy+u>$X)>Pi4B$u8L*2{@Mc})V8WROM4
z@~xxZ>mOXM8Dx;>YYvn35g-||t_GxK&1)bFF(5h&LBW0~Rb<Snj5zv6MG*WMZ~03&
zV@sNFn8d}49OFc*W8pO3_R1aND_6}CO~!?jo>TVEJr7pF-$4p6_2V+Bc839(Q*#ZR
z7Tdb9gOp2Z_yT>0gZg>|j_zWv4yJ7-J4+~I08$C~xSzFxwF2JiA5xytRkpA#>U#0+
zMXpV`QZlK9@!e}=4|$#Pu0D$?C@M)vkV9*>Pcv4tpHv*b{0<sOPq!s>N%nfb!Ixqn
zPKozdc%h_V!unOpywO8x?nBF&<<8FUAa8BUn&cF+Tgx*rc5o|a#D)=<r3~Td)%sF@
zPtFyOO}QYew9tC~HHftPe0js1-qZwWZ%yR2SxJ(V9fE6S?f(5ks<nD{q)-Y*?S(R;
zoV%{<Z5*QPCXI=s_<YSfDcd<Q05TL*2Bh9k(E=3FZ-9oq7v8Q}7L+w`iKjyp4Rm{P
z`4$n}-<rsj5OF@@&__vhx7<y<Og2IvT^WYu$#vm^m6oB25`=qN-;}m8>fhpSy+=^Y
z^$zehq@bobh9Ln&vY`21z#?ZarpJVj4sV4R^e?cM*T3}zCjssxiDU>Z+@&YB+5?|r
z@&Pzi1*&vq32WF*ZVt^yH0RyFj>>8Yz=iSB;?=aDqAOn&D;-0cr=D5?-X&=Y5qx=5
zPGFtqixzq3c~@!5LzB1IfgTmeoW*@F=++AH$&95pzC2|lZJAD3XeY4Z{QRvK2C8%Y
z@sC%YPFRF6_fDGFR9fx%rhGE^!ss9LyznW;(Q5(*f0+Y&1}moQYh1K5d}uod29J|=
zcN99--b@hG?>@IZbc^9ef<T@zvP5dsD`>VM&^g|3s?5Psr0CF}j?fU%Z6CaX=o`);
zs9MRE7;<runRA#pEo8%&EaT7B4ah^hdFNw|0|z#F9#tQn1NtNT`_74m-<Y4rMbyRT
zfm4I>DrX3!6r35`4^N(c@iL7)$b7_7wfiV~O?AC=kGb!TsKh-62!$|6djE%xO&`=7
zgfi>Q=wZCnXh)~p=EXCUIi67T4qOJaGT}xy^gRPMPuMuL_B4jJ&qLf)UEh|xpWvkI
zE$&2dDV9M6cC<deMAY$2Dd8c4noX}Be|ydH;dnF#JTtr*hg%y)=q=P=!}uyBG~W~}
zcPEbSlP|Y<kmxWW+|oJA7vRMAVWVyIq+uoT=19Ws*R~IJ%5w+;m<5Z?o8zAS>8D}9
z#<+M>9M6BDWW(TmZBX)1w#!7*Ym3|um;^;d(jz_mRRqsS+gF#q=Gz{38|tDBhhoQy
zR0<o+)iak|h-KPJ_h$m8uT)j&^59uEj%<_!pl-3i8p*hW<AVH#f+j6+6>uTWue~O$
zoV@yJcsWudW`*-Sd-A(>Y0GO~KGHJKpy~4wJ1$W`f?Ul~!|P&LJLHnol{}2#qxWT_
zPpYfpdGe@%|ATy?5YT2OcF<zQ7;y&(=(*e<Mhr<a7hl02NB!m%;|BJNMeNRKa1x`&
zEGnE9_NZuamgNi`DIpNDb|Z4&?CkRug2~s!6rrZtG@2^O@!Rjt0AIb}lkZ$fzygq%
z;>eX^;dtH$r~~F~M5uhSorRpAkl9BaCJrLJbZ8Z^6E~~t3s@GU8u8p7;#RF-AhRa(
ziCs1<igL))7~?)4_UicU5RkH}H+8>P4q>KKlBg)gqDl}wi5=M|{}fY{ZdG34e{L=C
z^;H}fg*2Ti$|fw=VAV~^+R4~LB=;sPPn@%Gh1<TJ2_>lZB-MLm>wuhkolgK9puJhm
zX_o_g{(07S4|Ru-YMs;Q)TSMcf}gl`kw0zL4~)LCIg~l)OK{shI*m1rj3&aMCEWj$
zdQ?;M7YgDnMs3_BPkA5#pkfAV05%_NSWQ?5V|Xe6^20_wP&D^s>SZIwtzUIvAa~rw
za7C$1P2e7zYtekj7YA;u43c&!F2~~CU@n(CckENeY#9+9eRBZN9mo!OR&ocJB*GjY
zv+_?<_HGTYD*yi<`N7&UKH=itd?XRCmyi?KRsec^^U(PbfgLf^`z>8C06;AG8%L=n
zbCuL#Het@b@;AS<aUNY-HN3r5BLe6QxiKN!feZNwAuXRrg8eP%1p5AWqUArP_(8Pf
z1pNPh!>9qGB_HF@+-lFCr{Vj-#Z&+Yygwk;r{BkwWodMA-<o4>)QhULYZA(l?5Us&
z`|@t_B!f5%bJT7V!~V7I6czZF4|2DJ^Z;~USE{~zk0;goO3&stj9##%j06_K6Zpck
z)%G?-0#hb~GN2<5z@wF3t*1c7r7k}sqyZ!?-nNAY*0IPd#f+BQ!^@OJ8JP{Qu;RbX
zL=2`50F5is_gVxkoGaa=lbT>WT^-{lbdqmMjq18z+jCW%(EY@;9z<DbKftu19UVvf
zvtR6U*gmUp-1TT4>Lf@S+mK7TC8@A3mLGRiWXwA=7Z8$aQ0j8B*^Eyr8;JnAK{ys8
zT4yMw<jpRJ7-CK|K2c8wj_4Z5QOlrMo-BVFKOJGvN-wtTwL#7%O`^CaT~@T-Pz^*s
z2kf1<quN3B7c7pQqJ<|mw4Eseb!>dDrL^0?C%GFIdLdblfu<J<1trIeGhH8HfqRq`
z*o*x;`>K*_!q$ejZmNB`8YM*V9mG`Z!{<}OCM~=}4KCV^Sd2ls$m11wMDbM-%W#`A
z3w?9c!0hVw&H+7l*(a^T>8`ackBKn%Zr(1U`!gJ~4jU>n<VA~s<8!tx4hQ7ASMG;b
z7|!S<z(yyU*GfWcx6TvR|8}V2Z^gTnuE_(m>42VoCb@@iw8GX+Mqq1j`XCfi?S2F0
zRojxlEPROeb(HWMh{Ie@?lC6V7)Y=H4v44Uo3Uy5GjsfKSQ3ACyfQKfF?*6Z!fj)P
zXVER=SK{nEKN>=8I#C|<n3CRxSpTr~j;Nmpl-DET3`X&?wA7I+5J+f8A8RZ8B6+7p
z91e)Mq}HxjK|}yvJV8b)Vh;A$UEvu4V%5AY5A0{iAC0q)4TTn(0lv@ycX)sOe<_LM
z{o7nxyHcY-vdd9$nY0Y-B*gO;Pio`qZ_3YQI~dODuap$I-31fx%w3J3fwdvlCgduB
zxZIt5#-*G<)`9IS`cUd5?lXsxhhb9Kgn%P$=Ox2#O$Iq5QXv3LEj8=GGfe*k>rl*x
zd;SFIXy4<)K9?ymOh;}vZ+o$g+SK5^fgkx$bc__T;uP;LdvNJi3}qvjq6%U@>==@A
zyd|WTf(_75%4sSg6OFhz#B#;ILe=*6Q?(p%=3z>`BZpt28*eUuCG(wwyh?4GfCKxQ
z9Yg!B-6JXGxfDu_+YFS}jqKR3b?a++_$^_Jfjb=A%1?X7fF4bj3trcGPk1grfgRRM
z#N#41`KTM-EvXK7U0AUB4jN4OFcLOB&a{GM&GkBJ4ikYMuN49bFJe71(nR$5ou(N|
z@KN!C?FzZ*X@NMkU{ikRC}YcMg^o>=5S&pnm?Gz-lAjWnalckg-CAOK91L1Tm6b|8
ziTXw~c!%LT=n-ecztT+7-$7T)5!Vd_00E+9REUYG^exLZ948Fy7D+9t%YRvWq0Wq9
z-C`FGx!j4Hj-JZ|Zz;1PHk%4gDPf@5%+DNurHTyf%xk^MNb*)>8v}k}HFoBp6R;Ng
zgYwfUL;6~dTVU>iUcD)KfujNc>H;A>nBWoYE7Z1ckxQ_(%7iu=8pK^(c=KMSDr~i)
zVo{s$a-fsV+oC><=Ak;G9U0`I;UvvIq7%`70nxl~zJiR}ay*k4l8Z+kBK?A7RIC~U
z&$UfzTR$p1P+UJ8M)%Qp2%$!@tJ7s4*Ho##V^Uq2R$20%m~m!?s%&%PsW8+eZ*l@2
zvxD2Y!?0gRjDXwvOVNS~{0WPEv5R1{h@rrM_0~R*^phwn3Hr;vq2Z|q#m8V$jMohA
zzF)Rd#I~Ly<aMz-V2zz-@!eV|8{9Oj2_C$0QE|{Z?Cc7G7>+Bp6zv>T4pd|wg3nL5
zYEyCN)oOvZ9+UKKf7&P*@hI60nSr<lbVPp{JNlDIU7-9Ct!h5X4mF|<VYOwb{0m84
z>}FgdlsE?tik3mVcQQJ))BX>)NoYmJ%&y?y9U6@O?$FTmu?}4hU@P<|Tuhr8{hIDe
zO+l}b1hKNd>O6V3g+%Ai{30U1Joi6A`a#8x(BL7F>!tlX(Kvro+b<Om72j@5kR1SZ
z`8XMgn@~M*AznFjvK@{4FBXb)Id~Z>2S^RRZS)3USZz^0s6R|;bpQ_4^_nzZF}z9H
zYg%~LA#P#5fbmCQTMKH*>}ptr*1fTB6z>*qtq6lpU!BJOTVXK|cxsZX@Kl>}Yg%=D
zPX@IsU+r^0dC#e@N3ASBfvTgepO~4{TJv0e>3Kbr1IP95r;3qN306hMHNx)9TEJ#{
zwdy-)s#sJ7NX<+Gq9RD(l-VCu%k!U<JDNeASStz}s5T&|2#nK-)`@tP$iU9UfQh;l
zkQqReR{0b1cYvq}@wHv_XqwE8&TSi<G!xr+^bq<3fRFgKjlw@3<MMxLedPW?%`5&z
z5C6Aqt-l&_4D{Pzbu%Um?|KMY@Qw2o^X}nt>1^Mz%FG;?W!t4J={1}ZRsFuxPvzk+
zo1MGmAIj{{?jis9QV;-Gt^If3kLr|vu?7D@)7Q;#Nm2iVW*8`!rs8IUE7pYH+aYZ9
zsmUX>)(5}UerV`0$5HYGJ;2ztLGVDr%Kwr(PXWOBZLejy$Fx0xoc_d^r>v^831@-3
zPb7+lK^DzW015-hCH#O)oj|mgAyoEu{@D@W&7)PqvWE($KPOB5`uG2><f&ib9Dj`|
zA;S%ec|e_9*Y7;PV%9c3+`IW6@FUw;v86Fqw_CILcf~VBKj6{rEqp*OZ4;H3jY&-y
zft<Wv+lPBhDhVP57b$xx^NOLrqheVB&+PB)-Qvpm3r*7`4SU-r6|(*BW5vie=~et>
zW$#$MCt%po4>(*22Ew#|0f84<_6+PZajFq~<9|RMset73p9s=_4~GzyQb1JjZ*=eg
zuKH(CWOWh1i#5nQGX4Wa4EY0P{RfKp&w=gfPlo(59{{+#_&2c@h^_vPg8l<?`qxMe
zKY5y1d+Mv4BGv{18Ku7?Yd4e{E9vMA1?xQ3)gG<OLuK>a&B(ZxT*Eqcr#?8F6>|xm
zIQ$Gaw!jFuC-gBG>RUQHlY0s6EBF}P+WZ{yh5h;DR&BDRRvFE=gNNTP@v54;UAAku
z*sw664Br2v){!qXn=bjrz>5}f{?cSwNqc^5#EM}skQekHD;%{ItZJ<@SVsI7#D2qr
zs}<G<-h*SFR#H*^Ty2nq67HJB$aOOtlV72fqX$}1Yb)q|YKvfpPpKpIk*xhD$oQEP
zMR~sH9K8-7b-L$Tu9|^s<3RKaK=%H91J>E=N4SN1?0IN+x6Q9Sh+HI1ResL;#&0rh
zRFjy=Dd#)L254gN6Ifa#Jw>wYspT7<f`9vA4*%eU{>_{H`%?bE2md_;_`%6QjOrgS
z>C=z*G(Q;pGg$o3f#~T+2mWQcKiSj|kdDmuo{aN6mPXV{*%brNXU4RQNvoVMQA5rc
zb{Yy7Tk4H$huK*dOdC$D?ON+D0YP=sN8_~tlA-NjeeDlO!z=N9f8e4!PMOKYHOr3W
z<?(a)#e2OovV!_K&Gc_A1XN~rM->rkIIe7?^9hnefMu+Q=+vnGQE88Dbt8A}&AU2?
zXIneE@6`G{n@DCw40kUtr;549u7Qe4;aPe&Q(UK8e0&15^bS++psPAcOHs3J3WwwR
z094j;xoYWgqbIx1P3py$zYp##4vlhE539ZWX2HTZ@h}}hTB`bG<=<U_$b{33S;Q$4
z{9mJ)tv(<{>nFzSY3Vu5m<2ZG-{IzeFlPT6C7f0r5x>lMiZT1Q{`muF|M&1;sG~nA
zvu1Ztcn#^c2A(f*Te;=K2ur#Obkn0i4I4tM<|}r+@bY5zxxKQX4Wy{3hAM(**mPOk
zim|`tE(eX3sd1OLL-N6dcE){d@bZ0R|9qVpkln-Q-;NWG{=2TWL}E0HF`@-Vs?)pl
zA;jTC&;eV4%uwWKjIhkxXWQ$$1X#KUsenC#STCQ{CSKSb)k{vv&4sKE6(qWufLFPy
zgYU+(#fp%Hr^N(3cVmPDRB6vgcVC1IND4GPj&^+*^#@d1Gt)Bph8k@nH@GFtqyimc
z{~|%^?P1s_)4t!d^VbWmtkD$+`HO{86F(O$vlbWIG1SOhpT1r>Q269S^{3cDNtZze
zO8*;@{TvtU*;iOE_XI6}SW-TYV=*c-JgqJMXG>H+7T}EY{>}LQ_t)qjROr9=us?9;
ze-8nO&uJ;kIKA-y<j4QXM*d4uw>Wnm)}ZUXg*zR~9itq~D@AAr6#EwIorUcAPijkB
zl}?LcO6IgB9bTj#Qem?lnI7d-5wtJPqouv8f6*ZG@$Jk+<3z1DZ@!HTd&ybS4tyN`
zvy8a}SN8)gU4;mAKKmqVO~roi{*7nMZ|rc;CBrw)0`AP&|EY0ma7)CZG~y5*@DksS
zR`Y#PQ(*#r*oW`_kwUZ$PeQMZA?Aoi@Z(2R6aNj&be1c9)1u7^lWE@O!(VR1AIRvx
zZp*(|z$Lr@CHiK?U##%ImG%EjF#dPx?*A=v(T%6Bs;NOw$Q1FG93BiY$;HJ!kW1E%
zPYC3%HCeGW99bP%uBZQ06W8vvw?RjTfXBDN;O2`1(*yKGO2*ZhR*_{uBbxpEoir~6
zcaPAilC*!09FasnO0huqMp)LpH5L%90Q~)Dz9G{;^Pi=(9L$kB50uyce*oJC5Fq{o
z%I%MTV`>i*vdg#NP4)O}0+!eHx`3ve;PH?4I1wg&@}3B2`Wh%fwGJeFGj5xNnaG6-
zkh}H;d$4m(hD_WvUy`pj6!an2e`Zb3Ocz|{9_HK}C*henApd;pQrm8x$vHM{1_EMY
z8wg|Hu7@LFM*fY?E1<lO-a1UAoq>IH^+6v7+EwAS({Nm=0qxUFF#^aUD*Q&%H{2PT
z`=Mq9+RPo;6lTOvq*STX!%`p*un#D?T)o+Fv<4K1#6#x90T2Qq5|4ubO?4k0=mA7i
zu5U6DfYtF2=wCwGI-Uznn{bGe*lYd(`}X1PmClrWehsVvI&xD%4=H7wIkoB>TjNy9
zB<j%iG~6^8Iz>C%FtwP=_Hr_K-s_T)Me?N~zQ+mr)L$q2SX(d2HKx6YT<9Z6S}m=t
zAZg{xA8Kf#liXo%H~N`A{EtB)qR9bZIGiuR9V3ALotXO`qJWc67=RK&fd+X)$3>7O
z(wJYqxl>pM++yD1AjxzAY6=%F50@01QY47&oP-vscsS0z7sO>!4l)4EhP&!9k)|}+
zaX>@7oD8wAzQ;fZ@7%csx)(kx8U^d4HM}V|mL|3o=Co@oA4_k9pu)07%Zs5!(<M7M
ztzM34zXyARW6WR{<CVeXY&FA^Rm6*dWY;O57^Y=el&*~yFuqK5(7eT^OKOjy2f1lV
ztIuqSP%DKdYL1h1G!}l|-8pXrG;?$DSy8B#yjtUly3`NJS@?`4E^@o^91j`TOs^FE
zICaPJOh=UNS&&yIQaT;0?>|1VSviV~k5&|EcQ9j_#V5QAG-?;l_vrpYHGC)Cr9icQ
zxc8l7hH%l+!W2h!u=++7nQwXNc%kbrPxf5)$N3_!Yc~_%8EgHb*s|(sQFTfTq00lr
ztfMiWimQ9tvE<Tv<>LeY5x>N{Zcn8k%gd!P7p$k!L${zhXqFHb98?b#6TiUPxA!0=
zl@BP*V=cx)(f4EE<UKKA{uyK+3U6K4nQSTEI?^PKtV?#$N9L?0)AS2jNKKI69Ax+y
z4T)vcIB<xC1Qp%lc^o^>6?9!Gp6Q!S^9?~H%bWTl=zA8&9GB?!OEYW7PFWN$v)3hF
z2|&*khHzCqYIA<_{ygDp@wxlY6}i%XT{mH9cE9qFhEPVsa+b`}Nmu($W82Clomu{8
z3=L~J34BA(HwHi1_yuHrrGRy!k^kUmXPg=pXGgx}jC~4})8-sl8hFn;CQ-JzZAaT>
z>rbunH$FexftDAU6*%7pW0<dX>!?F(2fV=IJ{k-?W-W`mm$Tbr?}lvcxj^zog0(Ym
zs*-f^4r}_!A_W479Mde2U#AnQb1(Sjq?|sUgmkVVBSy6+I~=shyekf9s(C(C=JJ$)
z{sC7vR+=}*HCHB!FF?3QZd;?OI#^75FA_<BDv?uzwh5$$BbzF;GMI$7bH%W%K(IJT
zygQw3eIo?D9gI9=vC>y&n9Ov#UW7|&cb1aLO4YdqEN?CQ$=g`HyWlJ(Q9sApukVDx
zjFv<K;;O1J7vklI5gY1BNuSMLdEASi3iO%tS-(yGQPG7bT$FNS6>$MducJTJm^C>z
zqcg5=ag@HMcOnC$<mvbIp~RN;%^7OXdr~$Zo2E9+v^Z;5X5e*OUG`Klnfei38Sh75
zY}}KLp6f|GVtwiCb=G%Vo~v>da-q_Ki(<vhVL|moaf~n6<MJ}Xjz!z{WJy21fIS>5
z%WA<B7BkP$=_2Gl=#8lRYBU<vuB$tL*7nlZ)kqfd`iQKU$B>Q8;O5<jS_D`TWm;<u
zb&1R_hh@tT-FDx&!hBI@KO7fA-tanDqa9jyRR(k|wBkamrxsyl33j-xXnv!X3vtax
z)L7?v^WyEfffpgxBAo`sw#9_$Vojm%!6G`dF9?RjdYooZrFCcE@I%ef&Fj8bJaYTJ
ziTf|CNa-#hNG$6w#>ox}XO;Uue_sn5`|a-Ya2<~G;j$9|bgs|R2!OcqzHrmr33W`m
zKBV!n8npqNlKZImo8StWpzogJK|wM!ykVsw0P#mp0@s;lTjsTCI@Bvh>*4sAWABgh
zOS-prD|7i+?w>hxba8A^wA_&r?bI30QwJ%4)MeAR<3ri^v)>QTjFBdso{Qzw%#RUG
z{WWnotuQn2r{2_Nu+QBQLZG4D&Vu^jx(t2Up;`4CV23!bG-B}`#G$`|70y`K^PDd7
z%<r?fF`6cEPiutX;aSC888kb_L96ag3Cx@kuK%07%ICnReLxs*9p1@@=e8`y8^nIf
z>X^d!WJ`MK#sp#g%wX*$E>SpJKHfTIcXnfVRz66YrXx+kGAj7J{(j2YwKzID4a>M{
zct`;6V(`8t`s=2!ySW^Fojmmd-UusiYYL$vVbjzt+i>b^KuQVPKs7w);oVI#sh#w>
zHrw;k1nrC-&U&zqA9CB(?erUbJsh)i$15TWEi0UMtXl+nB+@^)nIxJZ__7?7<Wcga
zCrY7pBE4=QJOT{RSrdWyWydYiMm<>2b)+pgv4GSmB*m6jm}Y^?ocM#Kj3g>-#BU_s
zCAf23Ct2!qo0SPw;!RKZ%aD0v7kAaNq3@uIeGA%gnwQE$wr3vagV+)&M*1wguJv1I
zoIPryi$8W$4Kj`aawLRaBRGcw+K0IPgc{E4uG%3;VPBPm-U9uJg;a7-mKxbPHC5Y&
zMj>9;s@e~|-qwV>c}D#9ZV%u)aDJL;ouSu*#N70IMzfMhNAmOy?qYWp{*m&0foid1
z?!lCjv~k_Y^@>;DK@(ym^vBC(0GucAm^TC*m$f?0Fr-ZnLGyD!ktT#Gy&3DnC+EJn
z^M$fV4LfEIY-0J$cvG8YlwvqPL}*Pmn=jfw7r#7h!H5hMhT)X%!y?Fw4ig8mhE<t1
zFV<}9i_9f2tdl$Bq2<J~l9$I9n)&-~cbD-`-|q|ey?*)Vuu~?x%7|>ECfsj+3#L^$
zTDK7bMDbKuRpajh9&(u_Esi@{-xTl7MsKP9;Li6s{Gz^de;F6_v0;Krlv}iqeZh|g
zi_*Xt>?T4b0#DsXt&bX?S|`A*ZKbv2&{iu4`N!peJ&+u+h}poqW1R8WJ|NHS(L?k4
z8+B;f$Xv@KJ?Pl}+KtyYGS!KlT;gR4TR@_wb?XMI8eBCSZ3CYhw$|y$0WR1b=Es&2
z!-O<|yQ2#>hNz{f421|f0M6B+FcO8SyS$#4fco@oU1euyj&S-mWk`ox{GPPTTHT#_
z=aCYFYY~!9wI83ox`xE=!n@N4GDnxsP3YG#%su(=6ta_d2VCT&XVz4;^ok$lRKPFI
zxO+VM6|s2x3xso^Tb1O{cixCnS1wPcHmkMFp?+H!Z(29hhUY|Wx`h>IWn+AQ18%zP
zth{|m<l1gDv;qTt4jM}{kM*rg$v2#eJOH(oTS9%6h3@t^XSQM1tTVEeuotvm53`#+
z7mAzT@lnWh=qch>ctZ=luE^=`TdwxlC1XC|m6XEVCwY~j1FoQ(RS}jFI$fWcd<1Tb
z%~xBiHdPps)KeQ8_F8pzw;!fi!d8t*kG1cZxdSd|jopkPDPi{_gWDb9YwzBGovS=^
zP(6l46wA^p?c|D`rEIkA{og@mT@A-H>9LfdhCKD4H9V8(yS2ry_r3uElV`#+y5<sV
z?O$J{kYj9Erqvq8O$ksW-aw+ykKz)N-$WBP+}a8XE{%%YNWDeuOu`;T6vHVCG&ZH7
zJXM&6g%AsmcOH`2?c!^;w@lvRSOsh#F}z`D=l0~Qql(el7|SMj>CtdzFe_*_?uLIq
zCDYMDk-K3+`kI@NjMlpxy|ElSLe6)`vkoew7SC*5ZzjPnOsSCWPb@2k@-AS`Y~I4@
zr92kfx}=M?sXbgOuR+blHmw!$K2i`T<$PInR>#C4bfL7!=w}PI8sb-fdDug8p6}v4
zM|syXH6qBswX(7%v877{s~$-DBVzW-{Qmd*wP(72G0PtPGS(a(fUXbMp6Q%0uV<}B
z^CskN&`D@VKmB-4Rcw*0b(rr)5Iucy{Py;hE6O&-Ol<tOOpU*4l54cM-4A~?HLb|>
zB8XxI0;KbOUT2KWT7Y%T-AkUiuhrF>Y&6x-2QGq>C|>Bkd$YTqUb!4N1x#)TUOTJZ
z@))R9rSRQ7`$<`GgkZ1~3(3fiGYO_4YPA|xo|?R)K%@Rw<?cWG{ePb0^%te?Kl`or
zLYJn%`%cb7S$f6*zrvmKk6$VmGSq_=H}8#mrPq#g5cEOj3`$NQM?GLvF%p+@viyl6
z*!i*R3YH7F4QBXng<xVA23rrYkJtwEky8?+*6uo>!VVdi>RAvSsSO9;L5T05EQg0q
zM0|g}B?EtX{5$C5caR4%wYJdQ;46T+GZh1Ai#smNkT*)g<a0w#(!PUuk6&0j-t;61
z6@f4TZ>Ppe$-0sPZyGI%^Ra$>wX^qD91ADXRPE4<2}Tc9O|n7rym8-D+rluH2RO`=
zWP8T<we$!~NLvdDhl&n4Fo1VS?@{24O9!n(qolOZSHERO`s5x*>qL3T_OmF4sKqYm
zyk)W)+?t;C;>~!B)zM~g<nupt;AyGQi!HaW!=)b&&M&SE3pJZ#`L)?FjhT1o!~5>v
zRiHn+p#IUD5<?P`@EydQN)ZBtQWzt!E-p?;wb1=I%~~=HP*?EK2B-fJSfy>%h~Coq
ziK(1uqB!bt_95pUcDxK%M9Mt2P?U9*HfSA5Cu;po0R+YznDn4usI(~0pO{k~aqlZ?
zd<S{ztKv8ahBoU+=Moq^_6M)Vui(9GKHBl&j;@*FEXj?VXe(#mC=edDx;kKGE9w{|
z+Cv@By2E;&*`x%->}e>L7`qQO>Mdul)TbeGp(%||9aG7zHJT3He#=@KF52uma`y|3
z_%eFQlF`LJ(&gPYJ%YTjM;u5=I8&r58Fv4xZ#I^Ha0_Z`a8uj1XHf8Xw99gan)l+3
z`q0BJ32rxi5{Nh-BuiVW_GMSz@bdB?vIPm+=Yq36#tT^IDMl}dR|hB$zh?1Y#$DQ1
zZ>vGD&Od9Pfv+~M)57QxM!a$yz&>Kst_|7XwV}h;y8M6^-JRf(adjr}t3|DZMg*1R
zK8vU4eda&g<nissct-bBGTn%qR<jFVYjAC`hpH5Ovh5}D@|O{jj9E`}Os#xHEu7&-
z@|E=Lg@^UkMsJi7V;zCuWB}->_nd7zD%;e0H{wD8;_LYwNaDwM{oQS1I=eI_+muR|
z(K*k%HTi82IWA5$_9k^1wo#rEdc;s;HRMFtO>HNjP)a0q2GgK87=bF(Q%K}SOlgrp
z=i>dIefp$Ub3bRn-~oax5(d+mz&UqP+u^s(mmk~3>fH|}p{>vh#jNs_z3afXxZvO=
zgV)0Qed%7+$%}7=+zo*op+|G4ENUX3I@*F8Q(LFlkS6iASjV&n2%_xf9IUviy)fj`
z2L48$0g_H5O{VEu#FzN{YTLvLo@kC$6Il1$K}B48qg~!a5ES<@EU7^yGv$(prsq{!
zFRG6}Y@Y76v^>`f(uW;^Gp~h%ZSj|Nvbzz)LHzv&-)={=Z&ByrI6_)wF85A}0%-EE
zhEHq*_mt)c1<dv`iF%Mhb;=HxZp=i~k*7ru6q(RbQ=VXEy<&QMo}{hw)#_k!<7+AM
zdA<N1l$oL(FkTXN8xx=&O#ppAw1pgPZaS(Y^kjGi*FLurT--Jq*T$QJvD)wE62>k)
zZSv;S1HzM#bCqL7SdDqJkTMC=pv5%o^>T3U#{+WK=0bm6YpfmMb8(xO415H90PGxK
zBRzpT8=?17U4l2ka}8+7o1FFc{NOBAN*_L{Mot%S6F=l=r+BH(4pU|{>Mb?6iMdI9
z3m4<aoidqxc(xs7(TU?I4{mb^6P-KQUpeW1R)v^R35Dn#x~tK(j&6JyUuimi>ZZ45
zFAn~8S!qoR@!ms|{dk8_0)eb}cLA~LzDm$pR0g5FZ)b+u=!EX{xHBQr9>A47&My?a
zSy1ceIkSGVDoP$;-WNmk_7NEQ;-%%4HkRvej?N45Q(}SO-YOvQ#46EvnVs_P28)A`
zL@$+Djaq^(4=#Y0AK&omMQz7{wM5sns)_mG7y}cp*rcv^kE#P|X|C@uuH}mPr{}L5
zBd~5YfSb^TvI#j&GH6rsLKT)b4o)gQ6V1lYOdmO3gTeC5S&Im=xlu$|1`6ow-Su{l
z4(9!g%JaB1+Y(J@L?tr_BtEEqUBZDZqbLb6H*`Fc_jGD)W}XeLJVnri93x9pu3+>A
z70ZXr==Ms$W`jKAi!1%#9>2syY8KaNmPpw6%9jtONri+t;jS$pyCdwd=k;Wt#~RZ1
zUj)*PNM=HJK&$l7i`eA5MOTto<x49BCq2aCx$H&_j5I345X?iuhABoLs-sOy&?1x3
zqeHTHq0P_t*sy^)V_>2?&v~spxPbN-tXWfS2~yk8+^AVHFCuU8Kt}@!dyVE9(ih}%
zcLuhQy+$V(9&7{FtHwZ54L$N%E2No)qJKeJ%RF9}Zk1IMp|?gHSSNq`Y<r_<ZW7J(
z^c@mxOkzY=Tn~Dwj|=F{0CFQvhDXU%>9lXi(mTt5(5BfJEWsCfsR@7%LfqU6`7hVr
zJcrI(04Ii5T25?LNZXd2Xl{|wJXTNr7JWPq3?LcuRxPizq8gJ6jI+`gR!uA*F<_LR
z&<y%yK7wk>ESD}FgxKlI0zEeJU@v_`XARSis}?Z)5P@~R+`evj0p*|AzExA4_{ynf
z*dB4yZ6A$VX?o>fHK?%Q*t5B-zk<gLYPH4%>>G%JpA2&I*bQ}5+-+avAZWTiP<L&x
zZJcX#>rh%m)dz7|4x;yo*3W*@0)KHt|B%O;8OUzw2+i3qaZC4>lJ;Po@5DqjA380J
zF7Ml6u8Zy!eiHpW%~p$MDYrfhlNs0X@a64be7JY5ZSwu5G}o%iQkkL5HJ4ns=BG25
zP2XccO8WwuJ{dwWm{A)jkQ@obmiv`)7R__iqQ^(IRgnGBbvejY*%I?Ya{0FDD?{uj
zLdRv4j=;fYbS&BS<cOZ<_@NVVaw96am$qxIq8h(<mmY6gxhVtA)H$a~<Mi+)pb=2f
z@b~~m(N{Yn$%My+1?DLR4M4HUY8DXfumLz6*Z8RAb6VV*GxfZ`0-NlIZAhSICQ(dw
zOwMY>vV|T;B$1vnJqK7FE&~l@JQJBV^sH)>T_b`|r4s&HrufG$uiiLINy*)9=WcPc
zz&_`?wYq7|)no6)d^|{7ndV_LV>>msU2ao;C`j551oSEzPv#$PSZHoOjMrDntSK5j
zYRB1!u<qHZ0#aUFgy=1w|0Jg={dg$GD&zQ>13MmKph<J)i^41=*#r^X`sS3Gv<(}P
zGIV5u8zJ#|#EYe!D=tXUv#LZfJ>J@i_;m`A<!kcSlT+8jUz%LK0L9!rDEWp3;KB{r
zpWF%hAC`L(FKPDi&bm@!ue%|!ctga@kkUW?H2n1A1&Sm4;20)gEAw5gXB^2KDaWX<
zuL_CggQ;1R{RN{jR4^k{(1y|8H&?(mQ*)|kdLZ>|;qvF@?Xd<)o%a3W9Lr<Mt~g)|
zUxfVhIxs3=eK72Ufx(C5)UJEN8xz|7UXQF<d{TfHF1y(__Y^Z~f>FHi>LDRXYhlpc
zbD!+=-aM+9o(0NZul^43{R`y#Pkzhj<I(}jL53dUs{kL4;RcP@0AlxH5oD8r4j&p7
z3_7N4N9;nSfSdfdpae%VQcHOZ#FVDMUGM9hzk}HJS{e>704i`m4fg&!C^rH(fXzL#
z|7Yp#kMi69&d=q@d2%=D3*+P!gVTmnDp$+O0<J7a6E3j(fzGP3fQZUBVuwE?g6f&c
z1TNjLcO?F3Q^{~V8;OYr-C>U~xq|PR>kxHVDjO0vdfF(<j>_tbK-A7PoU9{I#o2l5
z<4N^lS(BEcUS?xkLmvKO-R})o2%>{QO+UR%0!-$i_i>0KAqVbt<$dKPHIAsuk&7}W
zVb^;1Sqom@mN4Eh*y;-vQU$bIy=bzPL_)r9;Dg%VVA(WeI8RBWI9jwNnX`YNTuzNr
z$>=(VXhk;io>b%vRkAY8nWkwhGv;OfZ_kFYuxD;il!5I#;sJwuVDCKQ#y+OEcPST$
zE>gU1cILK=NGEJxGel;o?5!SZsI+EAO^cXHcRo-qcyVS{&$)4nQQC`Kw3V+w0bx%+
zZZI*O(P;mOx{LBnVK}jvw5%BW<;k2zC~;uZZ#6MZZmOO)DHj#2U1lk{WIa4Oi}kFf
z+jR19=fPo)kIpo~uvbvzd0*Vlu8b6$+Abetftzj5wT8OD?|UHnbbx(xRkt`h7}Ofj
zI86@}W;~qhxz2aQodNEID>6&8P2dz_>U01%tsPJ&a81knk6uRA^d1T&n3tIe&3c}J
zLsVTi4l}rNtFF$z9iU07?)!4DSB!qS((%X~E1oaGuLV=S$C@iiu8j({pz{?H3X@A;
zLxDiEUR&k_5E*Iw4iE?0$pZ|NP|VRuJy4HV52U(WScl)Fq_&90_;1Kv60j5*2ui+n
zv3L>El8I^t`a*~^n<-(!JPX!pViN1=g5BBP(R~q&3_9y$7oK75FrMRG&$aO~_N47F
z=nA4+QXN$+Eu+8y)<+r?Va8P(Nc)`U=rikU+*{xK8xy=8>3)*Aw#T{GG5^7K1#RRb
zY<&SfLtRm6k!P3{(^@uK+NPP3(e}uUfSDX*KiY5(Yhd0wi)Jn_%h^#iyY_Noy_*);
zua3ay9VN}<S781|RI<JTtt@%$$x8NVuZd*F7!FDtfc;>v`8$YQ2CToPHSQmm-N{ql
zL>xB0?RDos9SeRKJQXsx;+tmO+^lC3hFdEdmH$>@2{{9bSInUfRbu&=%gM2tu_f?a
zx*$K5Y{Qmvb=2jAH}VOQgsWCZLx-048CejBSoYSR4+vncli6N`Z=@?((}+YFu8T&w
zYQ@@J%+?}ci<RQcT`XPOzIQnh+}<nd%5o({YEz(h$@62G*>3tQF{a>2m09<I4TB(-
zt%roo>ugOvXzAm^%r*eNJx;-L{9`c{O~EuO2g+*06nDOyNY~iDZf9^Jot(9|(?!bM
z9^iSgC4!lDeZOv#XL?O;i{Iw$1Hps+9a$#k5<eNvar4&}B3@Vfg-%>V&%s@ird~dE
z<qcqVKcjmI3r2gTIjpSLU-Nz7v0^>E#Tk+6GGRLxyjfg?HJayf*V;Wuh@i00;=NwZ
zWgd!TBP;Vu^!$PX6;TE-;xp#?NUtQRWyH^u=2_PdQCq9V$iKYGEPl8U3|dOX0EgB&
z9Wzgvb>WlJo_r%h@LhGf{URRXyZu&<WrM;cMCONjiMfL?{Z{&_;8niq@$K3e??z5{
z`|~9V#jrM6(wPe#M9hx4pKWI8vxxVA?iP2f&lP$Z)bY2ZOohosbUZ5iDR8SfTz<uX
zU9EbU?-`ZegrZ4IM=uTKec<d~u3y;#0yjIM-*+kJ>#*jncG;wN$PAxhl86X%6l)zx
zj?P*e?G<Fw3mp_%a;JNwe+_U1u!SGo^l-<`06xJP;GpW~D8xc!P7wQ#2U2+c1vqd)
zf7tN~kgY|bC%pflo%LMIn8zo~MAc)@y<rxgngk<;Rc*KX8F@uJan?DKO3o{+ta9DM
z0+A^>C6=XpK`&N4_<`6gVF{ZP3p6qNURN!_k*r29l%9E)gTPmY5bd}?J6cjGoVfR4
zcXw6+Xseb%5`fl#jeEt+_gtrBRU4{fHKRM?8PsWCJg1346mJ|i1bV2_R(WKQen#nm
z_-(@de4-~87>;_J_s?`d=fM|UTzL9|gf@r<yU)cQ-H(~r99wu1S+inl7fZO1M_=4f
z^b8X#6xTFfXU|~*zvX+2fzV25hO}0Bj)!3?L{R6mvb6H<sJCz~K#m3?_rL$-<gdrZ
z^Tyfb&fHTUpAr=ZMX!Pg^4LKXi%7`jqi|u8)}H#9Obb+1*Bwu(h}+<;O@n;TmtqGw
zm{sBr0~t@=cv^M{B!^1%yJBUFv%STwe%4Haf3F3uT;p=p$BAUK0ExU3-4L)XCGA?w
zbJ%@F)O?#PunR4bc$q`dVTgcf*_+?$MGCVnT%tI=Xl~T{PP(c3(45N6Ua|elSt%?)
zp;j~EXc#Ci(eV;RGkxfuOMvs(t6i9QD4-8@y<TYbI^V?P-fe+<8+v$B@5&^1y09!X
z^GDv#=YwKJdL7;{dxn8jf1c){@;s08omh6XNXj!@5_bqg!_bnG4nsKI7sUs1(J!m0
ziChVa97lW?Tn3HKxcD*4-x{(JW5vHK2iZP+v>#_7<W6U=8$T_eyzLZR{h#I`{G6Wv
z<~?mr{L<JC<Vg&)ux3vN64c*oBJshNQvtZUi0z0a9YaYV6Wn#)=;WLMVl}(yD`Hp)
zzlwhZI{qgn%ztU(ER}=5-5Mvx`SLaFOIohO-=MV<vf%NMpu5z47A7Aj3=8iWEchD)
ze7PWgO;5OkX*PP?TcV~Q&v0z5=2_1cHi$Ws|6^BQKL^vOm5d;&4pmr+2~jqA^4e>R
z9w*qU<X++eQ7?zXa4@-=%BQ3X(k;9JOrbt@vMkWq4rFsZ573Vg26Z<e*0wMnxch;Y
z(bcJgkcI9Gv$TYECRQEzmQUuv$NP{kniD;?jqzbQV|?Y(MC%h*zX?vtt+hknB-%l%
z(Uh-jxu*v=bOzWf9LG`J4wqOd<uYf3K?4JjMS>gzve4+5q+ldCnG@CWu+VN}T<*Ge
zeu3*nfci`})G)^b<WP`FK=DNFc%d^%3lW&3{)SCaARR7)E3cUK!HBiTlj1c!n;?N{
zy|2?*TL+u$FZjQ?-lDf_mK2#LdVZ$Qa%=TxCn|wxi_tFkdc(nrDBjzW?*eeRNl8Z_
zUxAN#EO7_<GZsf8;jLOO@z<3e&{N^yQK<Id7dS!X@_xsYT2DT$p){E5)0)?JZ;+e~
zV&#6`^_igkx7h`nGvml85B0KyRz_TQ$Xrz?`dm_7w7!ATHRw$ub*XID+GuY{#~s4}
zKo8me$Psxmh(L)z(D|dsE56peyu3W+YD5g%Izqecb{EPrUvS^)1{Z-GL|9}7gpB-Y
z<Nf^No1Q#-uO?O{&)g?}<<d}MRC}e+)`f}t!@?5=wk^pVg9kj%D7ZJbiZwP5{i<5v
ziM5B5uKPvqK{CvSt}_-0Qs_$Oa`$qA(;hf`xlf~Waj!?75JF~c!&+4t(saA$3Xw7^
z?Afy?{XXJE-jXU@U_A8?rQF|~3FKs3Ar>?NXVP546^E;%JiJ*_O4eqaJwioe4{4&5
zQ%R)G12qs+FnqIH0RD}%qi`QaRIPTXP6|@SN@X}T33Zo}UA((@Z;+<Xv(_8Sm3pdq
zB!!;sH_lPSAz{jQkW#CGn!O>Lb3axs8}lwL3P!TE^r4<V&FLj`WUN6(R9ZB7=&Xpl
z)*C~9RLcN&<e$Pk0mk$bg=e{&Wv|7FR_?Mny>9E{g2<*i7_$CLF)lRRn5G;q(gOl$
zTK&aEUwsCkcBE<TtXC5?Y=s+$EJadG>WBBQ6j=E#_Suo<Fw3ahwStUQ3o*uR(1KN&
zo8=Xio&u`{u&GJw>8fwfz|KDBk2MjmD*0~46^>8nD?6l*t@9DZ35CLLdyA2|<w_Cg
z>6Ku)lI(SsMsA{}CL_Ib_tZ#lv%KqrS`Jm9!LK%pGAhbP%XF@WTHi~r3DQ(b1<gJn
zI<TJ>1PWnN07v#$8!(QJ#~d&&VL;vv{fiVVc?1?tw4zagjtBx`>x_3CbJm=Vtn2DS
z-d5&IWZs)%2(n5vJL9=ZQ1PQ%%wIo1p*c{;1S$j6R|RnIvmR<|=*S2R@g5kF^<DPi
znr`G4bwZbZj+~D)A%R*?@Ta(erqiptDVZ@g$CHxlqZJM%)Z^1#?|Vp{wH2@WK=^(e
z$wnLb>#9^VWX7-(Ug<y~^g!qx+IE(b1#+d9ajnE7L*~I{KjAmwa<sVq#n&1ByKRCS
z!P`>Gwm|IqL~g`GoZ?;X>gzV%jNs+D4BeX$yKtICj#X)|n0`ID7uov{Czq4+QYXe8
zP6BPN-CZf^q7cu~g-=rs@o0@UYxNiL3`sumnWyhJi}t4AAP7d?Xb(!6w+#ZIUED&e
zG2@gKZ*3StP3}5bb$t8S<`Al#KT2qL73KHo%hB!iV<u-hdO?*qexhgspro0dAlnjw
zQT>q%B~K9z#E${rWEe<o9{i2A+~{}@@Yu@=)A>Obp#zYOCQ2M_dBD68?HaO1vo|bt
zYGOUU70W|-QLp31`Krr%Y@E*nt2^15Z;Kb_{Pw{>RORD)Mc#^jwrdg3^NA2Dpz@!h
zEW|v3hC2k}d7Glo02Ox*SWGT`(AxU`C<7TjiQTsKD_@^<uvi2&({ygjUUiRDhzPF}
z^t8FbIFeMmA4OUn%kb1@eYNGH0_cS_k(vu_-L-nO-%hC2i<K%=OxUJs-gWUYXHFA_
zCJOp%tTI)Ahpuxzg-rE|(#=nq5@MWP$jFO#)=7G_ePO6)#VNQH+q~7=W9M!ix@=$5
zIZVzl7i;WHC9^hrh%z_|DT8b!h?zyXD<<4;sJ=RJo9&t6{i!LE4lJBqNlgF}_K}h-
z#Lo1^2S<L32sYJ*#olSrr!}e}5dlaybqkG27wdh@xA3ps#IY&c#m^xZ5>$rkDAV*3
zthpZcbEmQ2xLOr-Mka?iT9#S*31$d?*XSZ3`vNNfAw^jE7d2W)NrQ=lj+TX#P?*!j
z9>?b8$&Gf!7T?gJYSfBV)bP_JOun!DnV|>d2(+4e$qm^Uhu{b`$Aibum6!WZo#&$F
zJnJ?~_NeSHw%PB$wfPrF`{?w@CGk{hBBMthn7R}BGfVC5th{vx2gS+3pceGA|3%ze
zhQ+ll?V?Q}Aqf`T-63dj4Z$G<cT2DUjRa{Nnn2Lt1PBn^-KEjs7Tkhcf?K1F^|~`_
z@4dd2efRyobAFt2f8?1@_d|NlIYw2Ds<*1%>I>!Y5f^JCsSY^R!EDod7V{(`a&Cyr
z?y|@{!$5)ne*pY&R-&(QAwa<M#_!PGoV@X7B@zr|%}k!a;FK#N>q$L20v85FZaA2j
zkAp@BJ**Cn4FB$J1Lczc|GOb9rIgCOUf2orvQCAxpCC~*MuFQ-lkog_Z<H*ik9jKe
zik!(7hkZ|n@5QOYdY;{&$^jXE*$^ZuGeQ^0nqUZatt<mQ2<@hKz?=Xpg!j#?<mDdF
zlb{-B9I%;RWwUmGFV{NFc~*krXoK+$QU5X~M~DI<&K`siF4ps?>1wF5O)-w0wsTl~
zRbiX?A@(D)1J5Z7Wq_`<6P&n<Slv@I_e36M2$qgbpb4C<0wD=UJ?Q(WC@0Sz8d!Wb
zzDlCa)q}Cj;t8Q$-mC<x7Ujel`=3GgvB;6{iKr2n8Ef(v4<Z4L{)lt?K=ruX8%g9C
z(%$L<1On~X0CD{A@#SSX^a#i)nM5hNVWjz}^`I#e@Z>sGJPyr7IlGr(<aqmZ1qbT2
zg}j5F@4#=Bk2e~1Qan14OdnSL^ntqtY?;bxOx8t8>VEuI*&Gg`bQ7fC6^ZUGpYm7#
zC##+ov4BoPA>Qsh=@dm!BKKG7-o)L*<-rH(yB=#{UM&#>I3uvs=ujm2`-`%vc=Mtt
zroO#!TaNt)D}R6Xod2!0-y+^<$J;R>M`WxG3-j%1Pnx6OsM;43boW_!M+q%7xR1>i
z1JD^jxb_gh$G%zs5XPyoORpbEMh_WQ=hp*#qeb${<F~_Db_4z59*=pp*$Y&|{3s#`
z36}1wfq)XT5n#PgbC6%h+qZGw0JK2^NJ8=Y<bt_=i@K`%_x&B#+1f(a?~U63wtPTh
zBPez4=*S2N2rH1S6mk2+qHOHI?)?2*!)nC)wV^pQvzr0ucWC`ue!h|h!i+!(*qNqz
zETgQ)k}-(|@0S49X_|i_c!W}CDona><CUx3&Etk0KEz*XbEx)`5yjJn?;<7nAW_`L
zAys{<z17ga3#e8O^B8u>-`7;fui0_!4qd8!y4*DthiL>oIb?2f^J_n9R4yFxYv{mV
za<I!D9ok0R6e0gEzW@F7MXfOTrvU6{-~Iive+kiN$p=TJKI&_vX49?<^3$c9WTNpL
z#SdP0SM!i;1n44BOv3Ko=Rn8k0DJ`{{+4}23}+)6duN%l;WX}z8=31{Js9g&|KOve
z$X^0op8A`}IxAOF;`~D_QvVd`5_k^<PpK1Kt}S<Q4hZLs5ikVkuLu3lD<1u8C*4u<
z8lOYMvV^D;Ttyt}^7n9)DqF(ei3CY<UkCQ*uFq^^0C4F)VcKGYsEUFe?yH7Nr{}E=
z4b0mj8J+&rF8O*Ujou~XHj9`K5*f|V*V%CXrg(b1KFY`I!rCdGASC05RisD$Z|YX^
zOLe4wTZq9kYWyAGR3<x*#u><)r{s?@n2Wb=mVrBPN*qd<F>bXdve*1BEzXH;+{Z0c
zBCy!kPL_AcwpGmWmljbrsqV8|=n}9$jlt;Op6P$j7#P<j<i%Cb8+6^P8o-q!pdKtJ
z7yNBAetV%m?MDLP`+UUY^JxaX%qd(;hcFfv)yh%y<FacN{>ERk!2j&hEH>Kl^8Jx+
zIUQMg6ycCaXdYceV7i+qVnhWwpHgEsJBYYLhjzjS{1`o)1=(swX{ftnzW6ofXD@#R
z_zHg0S;<O(!x2pny2=X;a#=a9@e#k<%eVn5EM@_k<iA<ED?o#s{7B&f357nEvu7BQ
z0#iFDu|yfEvh&q1NEA>OZe=ZioW42XZu@sK!Ml4;C67rZJ6lEou2JGTc+Um{9tM4Z
z!NVBoONJ=@DEamg;Y<E$z)k(#exhdmW)B?ZM`i{d8!SlQ!;h<?QBz$r%J?5;^WUt2
zjm@&aF|vTJ4?8oA-Bt0u>eMk*go2?7WlUY(fbIFe0F?i)>y^vJM<9}ov;mf_zx~YO
zlll#S0S(Cga*QoZuX&YNP`4#1|MO`2PWZ}g{3ssan6Lo{nk>IV7cyJ&QvM_p{htG3
zfAc8*W$XX_s`l!E3Ss1Wq*U!F&ax40SE+sN%|`T0P$5NmbJ;Q?T02Q@qQLs;YoTVC
z^bqx7^y%J0X+0THT7EAPhQ*>t|Aq^7Hvqs@tbwJ#nTB6{PNRjtpEEZ3eJ)EG$z8hA
z=_?4yA?Z;(?EZR2@Y?IK!K1HCRU%54Np4NPUmB9)as`fyY#3bpvtcVCm+uxm-q4_I
zzyfT15R5P4WSit5iv_U>ujOY-^j8eQNY&7D3z#nx>D*Jk8*dwCM;=8gyFIch%!fjn
zo#$d_MQ{9kWC^_TzBH(Lgg;`|O1GELJJ<@cu#<hZj}e*a{7UQQ2i_eHujdDCL&n20
zPWMKtfCwBZBZ(}ywDP2ns7;AV!7j%|0;4(&BkDalv91%`n0HdbBtn~cV{J6jg*#3r
z%im4ACnI+#>oc5qi!bh0U-Dd{Qk&H2yv;gz<83sX+Fezi=WcGFv)fQ%Js2-uR_Ur^
ziT%J?xC>__<$AxGRrk2OWzd^HE*2mc(r!n6m1K|+wiO|y$dv`bqm={AcTFpxQJZT;
zkhK={_%fL8ad@K5xT_FgfWqiHRA0DLd1WY#OX;npv)QW9v+)I=>L$3Ric8DPy#8Rs
zrb_&&nwG&8Eh;no4Cj$Y(v92j226_Z4mKxdg3S3oE9nc&O63Q<dn{^XlvlBZh<x<E
zgSn`ATSOnrIej}a&_GVtr!*yIGru@JRhBMo5C_0<xpmwcN)5NYEM^<fe@b;mm3pHX
z@Nb#$ecJV7nWznL0h#lC{Jv4JjkBe~0U^_MlNI8-X~%!rRNk^b-Y|Usvl%XNJ#=(-
zq9L=cq5gS{6orx~-Fr=Sqtn#*sq>wQNPY_@^voR8F^w6)(DNcbZ)HeB7(;VQntj>r
z%mQBj5=O(DzNs^cl(?Ua1V1i##Y~ImZ01)&(%%X<G<k=0(wY-6vC{KONbEj<kV;N8
z{ji8794leR45kPW2Zv8_+56C1kA<|urVlG<$RhW4;+huOxiO0u9^20=XlwRK4U0@_
z1a`UC$LeD=j6pEs9UblYYpaHBI0fI}PCb)8qvo2-ZXFc~mUvb;siSIM`}K@aSF^og
z!nL_fZqGf|9$%Shdf+Rm5Mk%atzNC^6WQ$VHc4fo60?cx%d+1=19UW)kzaR$uBY1x
z5h+9J$8L3C0<yUN3*NQ-$$~JU7oJvX=&v?Q64FLW?e>RP5DEaclx5ycjd%d?rIkSn
z`+R~peW=R@aonnnkmzo*u0Wf01*E&OF6wx}CfoknKT0P`(fskd@S!pMh!dewF0`j=
zh#bQ}nZ|S|woGiPm12tC%m%YZ<mWg!o-cUM3<?>mzQQ%VL<#te%}j9&=Jv>3;}<>L
z;M((#{LW~bqg7ADvApW)x^>;)qZlDkvY4eJPr%>ANF6Cxy3**D)j$8Jl6A}?Y&~AS
zP~@|*v$AW=9e#2RLFSk9ZW<hhRj9m}Fn%=;q)Wa&`Z@s2qQ-9aF1MYq_7dxT2-Mg`
zH|L2(U&vn}<(fuuSJDJ!ni@4v8SJ|D!q;0E!9T3kzby_s_v(|J3yb+>j09hqf3ts)
zQJa?DQzrR*()Ih-;5jm>8T|*FlF^QxwUy%cIS9Y~SZEg4>yg!`<rcp$>*D12)}CYd
zTNnW@t9$Ioz4ue`n!2P|2kl`bdm`CJl-LtHSq+nG^>H?g$&Vf=juXV7P_yA~tE#b*
ztn=VzVOyylBazE{UF}xJJ5Fd5wK0Q1lsbx(<KgK5*cLd^)B;!w#_~+DR|lT<{0Hr!
z9OYY46T2z`7C~9qPME`$oQv37&gov~iAU=WsRamUN}b)#+hhz{g*RLz5VHcjyG|H7
z8kM|IK?zUi`i6!;VkBifdS<C|G@d+B5u{*YM<j25CQEFyt{%Ij(E>A0xW~-Hd!0d~
zJ~8Ri%lAyeiAkue)PeaiN*^y;7nLYBJG4WW)pMO1->AEqO<|@qTW?-~8g^KULLFKh
z0jc3HGfkuzqw)0u3MLV{CYIt-)f$p#Z2gbyp{1W)_b8R6XXrmH_F9Du>JxBlj>S$z
zkG5*VUwuYWS4W*}o@&K+*DRI>YAZ4sDxkz4!bW<Yx7gFC?4HwSgwDv*Y{@6Zjv=o_
zCRe8^s)~09<ZSd7kE6p(4H^<>&e04KispE|0QiGFzk;{XB^R-!+!p=Qu=4dMob{dP
z&GrN@vtJg*dVd036r|v+*loa)YhI^#mMb;tQPZ9CyjuG`TEk>ojO?zjUjWRI3;Sx~
zuH7(Z#k8GclOo$2W%61>EJPO(2;mEHb;G?M;fCpr%x`*}67O`Wz7&+5vK7-EF7)ZC
zQ!&ea&b_qv+pN~*E{!jN{qqJBJ-Jo!m^Whoo|lzmb28(*zfQM=njn0ymcLc*a6`ZD
zcqWx=&f$pGW*OdxD^q~=Gw?EZ>-|E}Wl!T&Er!j$7(ZoH?)=kA)r&$?rA973{~|n#
zzSdNRxUM#wJmRXY^{VhspXkc3(`NoOZMw7tdq>%e5($N^OJ_FVi)O=w2De6Qm&h8q
z2S49=41l<|0<bK0GKe@JX<o{rD!dn>3dF9}b+vJWeL`QOxZUm)Z&`Df`?Ponwg?$6
zMODo80%ZdpF*d*&!C^BGv+JY1n`0C}z9_{R$1y-j{EN1BAlxzk0~B7m*Xlg0JMAM@
zf4tmlKAp{cAmH4IZJv|`A-!cUf^+6LAEr<x(W<=I!5H8L%Ir!}j}*_viC5BlYa{Rt
zKI?QV@z%NlsbP&tli{stF^<xO&fEtufj2%aF}w<P8%*_Q;#QYkBBdg7MWRMFr)l*K
zoSxEmlLtsI*B%{r1Sparn*J`qdBj=uNM6&>gt^9W_}&)%R+!I}c!voz5v(u-tVwc;
z$vkiT5>+_1oGjtTH5J)9N$j~r1sB=~bcx(|P=opW>8R(WTm*=4NgSItYgK_=&FY8k
zEi0>%qXtVAf>XI74c!`XE<|Y$w7ngLfWee8`DM-9TJ*z=gj3<8&%Ni`Yav%yKle_n
zMl^V~(N%YD_uPcc!rc1E=%NNQANvxHvckkwO$avbTW0|_goG*}v66r3)&8!I!Gq6x
z_b)QbJ9pJjq{%j%)ckJ09OvwM5Ta-}6%e!9MGQrnb&js<DOz^61{kztDMkrL1jSM|
zv2%~0>>*~&-*2-A!>0H+c#Q?SVhwCHcHAGVLC{i_8r_@hVas}bumyL~q=n2L{mHuC
zvBOEl=D3rK8D*=cs?Q7k4l+vbG^{U<FrWE%`>d!Bcz+SHb1o7jWj8gi1P&o-z3I&H
zGWv9D=FbDXQWQGyBX>6;(Bt)|Z5#%>ZS*4c>B(M+a8}QJZ%>B!0F-+y9rT4)VI*hU
z*!6i82DY<gd^*P~aswsvJc2|TojmPT5Kx9~9<lE$m`*gilU2bj1AzFBRjlLOqEg>#
zTY?SBzt}N1O^dOX$)YKlC<j^*^oo879=UG{2WVTVSSC2grKcc<LS^|0YjyF18b1n+
zCy3OzQ7PU^Ol$0J$)~PShtp0xJ+ymCblT@)<N9qvnsY>INYKt4ov=8vP9CFsxI~o9
zOQOPaO<V~}0O{5^!HK=#xp?~MOkxGuu5J?Zke)uz^RV5jVVN2h7OZd1%Ur|K4-8=J
zZBl)(%T<Ih8}uZpO%<pTAN+!UtzG0IcPAT~TQsDS+zJ4kum2T^|EH@D?B8APf2-?3
zIim)6n}4KxBq2L=O|Mx?+^ElS0lrkpgf|{XNX4x%=sqD(A(oxe0Kg3D)HgX-YN*?P
zOP>DA_h%oK54RXQKcX@<9dL0n&&QCD0$qJ4#XiV9=Jn*?*4|9H4B{`Dh9erPSMJIv
z3#;#Tarm;=nlh585SdteIOMIpHE%3^Gk3{cMPeK)7e~fpS+$n}io3JuW3b*z!}$+O
z9U$zg7`Br;iOyo~x=Lo`0z8=7$`0>917FKjyye?kW?Gn?93LP`In$LBmve?RF<69{
z(-kPJ8Z#c*`Y}Xz2&Pzu1n0IA6BFBj-I8!im7C<zhcTrwDbCR82~f5ZC0MJb>iW-y
zo}YL&dF|qk@Kohk&7+rt<Kgbn6`2#3@zRworyO-bl_}aMp;yKzMm$LF@8}fnJ-nkY
zW_$=stS<$;Ue15RwI0YHy09^qS0uc2=&Bq{_l9fZ1pBB+2A(?!d<xV^H8ED?AX?*w
zhsb?(cKUKpxK9amb|ah%s|mKT&#jLgdnQeLKS$z2fSi0)(JqFtRr(0214qjI+vlUG
zyj2mGXhk#|^9BEv>48ax%2N@;u5mWmOUsqlsc%0LQ%l|U2p#(803}@g7(lae1(4G?
z!__U00>UvG4oPHd4j})sCgnChFE6r=Gqc0ll!R~g$cKs5<Bi7FPsv`AABa(4WJ*SQ
zKYG3m{g|~cr;`Q*agQhqzT4}ZtaR?N57EFh;!Q<`tzK|H?tVmbX=h$wl4>{=9Gkst
zdSxXSOgBIlkxZRkNR<~#9qF|4sLp$D1$($)w}iX3COPWL*=Nelypam=Zm&<JvB05#
z;&{p!!c-@^!o)@2e-b~i&@ePFaIh2MrA0($pO}Oa&^a$^jX`vhO|GuE7X&n3*2&UW
z_dUx-WXO#9D6WU{8_SU^TDFGE=sOE?&8?GChteNsU-n3l!r<izr3In2YxXwwV!W(w
z%gPD84|t+KU6!YWk84#6{rs>Q@4mQMc3viEj0h7SNph#0!rkHNJ&}*gYMB)pEoT*b
z;j}Ie`U5nn3vl{^^UL1?NlqSX$#Wq7zA$Kdb<TBXCsKQthEBcbGP$~mcCD2_LA{H=
zqoJMtjw)eOq-eA|RrPv(WuRm-TIrNh6RD(9ap&atV`^q}JV_Z5doDu8k`2SLV8d8o
zx0f3Pi}q`PJ(Iw_8#Lhn5WZfA@v)3*f`eK&L~ZIo!((&e&^~y_B9?@=gO$eL<7Nv~
zC`=RORvSsTbr4;;#~HtS$~lJr`M`Ydr~JY0k{<FNj5?eQS?~s$HNQi2I{cKF)l;M=
z<MX{2a!#|*(LT-kR_vKg_5~r%O#886vi`{3Tnng(TYUi~1wV`Sr|ddpJ#E`WDL>cK
z<$396G7H)6rYQpFI=cmnI;K%t4gTjnYI=9!MkoU}fOo<Io7r$3??KG=7+Ar;K&K=k
zP!22`(|XW4{jKWJ6i&h;8S@6Q*xq+Qaac$Tw7@W{VVa*B%fO)b{c9BgPZAt6GJcRR
zdtP?!MY=rkRC_Ce;_^K~#d|*PuYngr2>SW5TQNyE_jJgeI6qiNzH9XA;qJ=$*~&<9
z;smBaty#1TAjl*5iSV7i;PUpp<kDyyXn!kUwv2S@T7dA7ZhG`4xVi<v&FRiV?wkx#
zGSI*6b=*3RO=O3&e>r<m$xkVAsxoD0JQhP<4Qj4owl&EF^uz-7uwm6>r(K)hSc<QV
z=@2RN*3ctG<>O@rDy=+B497)^(55q&;%(L7_s(U8U@$vjTg~xV{DAm|QBjn45oLoI
z8~5YhN3_wJ5vURI-}72{49i-a=)RUznLoZ4)XM{i1yH<vy_r{N({Lfu{Y>5+>svg#
zQl5KBvm>hHQjCy9^1W8PRGqOt3?+h{n>3{qza;ZK8Mw_wl|lD#W6$G*=e{qZ&{x?p
zRNz#RS%~KDvE8N!H+$iF>)TGbwV$tJ{OYFEU-8z!@(fHS#G0wzy00r9o;|wdk_<Z|
z|414rGhcd%SG$Sl-K%>a-s^7G#4c{AI4$O4l_I`tB4v}q$3bV|?=$t4dCDJLoLw}s
z+sk*{5~l$hMts`P9aFs%hiX@-1b)WfF)?3vyutu<<NQviRRrh!(OFr}F?|yLt&XDl
zXgAJT5gPz<O-W7!qJHDU&maI7+|?oLCUto-0lw#QXj}VClh<HF-=&{?Q4kUjDBq|S
z!Mrn<Z<w(sB28XT6u^^m!tIVx5D`i5JEITmadEMoubMjG*qr>C)O}GkfYq|wSe?k+
z>p-y)VNd#Uiy4(BKvd}zOS8uvNI{d>Wh;9JPtb+V4esXVZ(1x~ZQpB_$-U?xn1Bt0
zXDQ`<899|5H=CgSlx(tjvDPwF0`t2)+Vur(6TG|s>iSg%Q+CQn{Z1}5d*a8<77KS1
zU2)>kgwEme8sSO<)-LH!TN)<w#<(1Q;2KJo$W8Q1bz;R~esLQhG}UcESeBU%6`I(_
z@c#(K%~hV;=%?hx_21YrHYRjRONjDnbhP0Frvs-y>9`*-&qODsr)(sTx6n1fh7nJ(
z#oYQ$AIUbT;`wy@4=g~8O-`WOOy%0*hREl$E9Xbd$N-yD7d{bJ-%lnDFqgHt(V((E
zAg4MO390M96#*J>4OZZPew-fX3QO0Eyi}cN8T_`@H@|WdcAMDB-?nqDo2(D*zbOM|
zv}6p}nsyEYIf)*5X;}hY*1h{`(`O%zZMzqYf;C9QG<p{-g8G(R9lo*M5uhrTJp0%<
z4biLEx957w)C?y~c6uWQuAliy>6V-)bR`hok{KAs6XUTm?y5a8VY8K7e$JjvbqMbz
z)7b}7NtE}ZK)2vvIC1z<nFRYztn~ekiTw?0hcvByCY7KC@rNqo_&dX15D7yH4?A%-
z=lFoB0)d1#;<vgd1~QIxH%TZ?G*qb}LKi#wRNS!O!3D);m=k3SSzXBxEd^c3j||)G
z?JQBzG|dn`gG1+(m1z6b>Gdf-N!%Sl0i<HMy~Lqaq|28u!p<*L-MAB#oae1%)TkbH
z<&Xo3J%gDzMKbaiJ*WipvH5bUAZMqPvto8tn;%Yh$~P<T4Nj3#4b<m7?Fq`qK$&|F
zE9eq>hdJfGa)JY-<A9Mhk&4F)NLdBRW#H@S2?TXvRde^gb#{18=)WAM|8)Jo1DNVE
z0PT`uO!3OZ7ZKma6~^0>%tieN-^slIrXkk1q<+<v;P|LCl_WpO_wl3Z0k}ncdOx<!
zrz_)=To-jD$SXJlYG14;?QOk(amx9_O74aHxIaCd&<ZGu*GlRpON!!aeX=`Yqpp%C
z-m^YO=+YuYA`jUpe-@QiLXX4~_Z#dzdLFIq=?HC@RBV`f8)=}h?urBRN7481M<+np
zJ=c9TX?K<?1vbCe0dn&Ve<jHCR8=B3-bkYMdd2^&OjSemiE{A*W3u(ZIY%Vha3g3?
zTbFf|W{P;P0wIA#ub<l8kdoQh9K3uz^OOGMvy$5;P4VL=s;JC#{^FEN=5lUA+Gz0y
z`fh$q<LBs;6EkND^B=gx3%_@LlkMH;-yo%QGBOU>Tjs2sfz-k&mot7WE*j3wb;e$?
zRmHWpV&+zvVSAE{5~i+E>ReAMA8UUSyib!V+ngu^dXvUedkv3&P6d<oyx)2hX5WIE
z<IxMnHyL(kNW3|CEXT1d7(<I@KeA78IBKxmfSiLn)Kv`QggWvS@|D!Q1>Z03t8FS|
z{JEH0$#Ayu{y9~ktTRxXdCtCM`ZdM!BFE|CBTOdUq7l^zkDF55zdYOj&my-UZM1-+
zSLJj@{Y}@<D5+cWiilGp@G9JC2}K?N++&D<A{3Kxpf-xGLYtBp`P=|{=PeH;lEZV>
z!OcO{AulIa9CC^VE)3l$&Cx7>0P!`A)%C^<EVqKmoAsnaKo&ieUqya6Rq^;|&q16L
zoN;tMJJOQPtxBy=sGnXOuJH%R8j*?&dIWTbNZ=sZn#x2vSCl3JtX*c#(Vnb_?3#sy
z(5fVX0y*J3!cozpfLL1HiNcn1%mko)Umeqsb+}w?uB;8$2g^8_IICr@%<YqB8%N&J
zgXKPQuqNdr%sHuI<DIePmCp{0b*V%4sfv4(rzI(l!DVIVBuvr0UOyM));{3vvg|O4
z@&^6T{3&yzZ|amWFTn%=jxV6MIDr6OkaHv7y>iA3U<mJzp>XZFapeTU1LnoeT3-#0
zw=csl7(6cVDhM*Xm^HLxTRYIScRSN15%RaT+Y*LYF1*ay#@V-B$Ory{)8sP^wq!LT
ztV1b+k2igQ1*Rtge&5&>m{w4p0?WXK_V)mO!|b2_qLL)_$`$E)`v<@(6cltIvm_E2
z<<YM{0B&N@PZZ$9EQSvJYF{qrxJ_vlI;-HBmi&=B5BzUn{E3R)9jR-37`0|r>D^l$
z6{?=MCk%}#`Wg>8HfZ=JcsdJ5sjkF9OttJd%F#F8y)GsV!{*tW55=i=LXOChpj@u$
z)CrhIv$$>C&#3ozIqQzs1k6CP83BN=lC?f60G0wg6@nW54-lbo8lg|&)<yiGXIl+%
zI6waDaSu5yu=n?JqttDQ*U7+M%w(^4#1h*gL@cQSu2FzyVO_}_L*;cWm+k^JxLb`G
z2Sk`AfZY3M*b5NO3!F0dbgD`ENe)Yey3{*$<I_zOqetQJu_q7iOK82c9cW(cMvlV;
z?;hg=C2&4K49-(`r!=@Z4uRr~zOi@Ve(#|2O@poZt@Z2Nm`5a|MO1YQ+E`$vK%?>U
zv!O4chxDv4udLlt@eWY5(?52xLe|2=Q9b<+kn+jVb7Q#?xw;nhd9Bsh{Vq)L&pNGA
zQz^FF?DT6}w;v#m*Vm3)2IsNIr^pu~4R^kRr)7ovBVrEY;&|aKB|_M`eJdv%K$5%>
z%-*$f!lehDB`h<ghW6LFAlFJO{&Fev3p!3kj-ljdd?gvtrc+1xFcJBXg7(?~tH1-g
zO_u2;5Bsbr1$26e%qb*edt>dS&ivQt1NN)?WtnGgyIXTw&!{iKITL)%zQhW3llD?i
z7UbwPyuLt~7r(?Gf?3M9j13}1>63q7Cwfzl*k1CEN$!3j!7(bSek7N{0edha$sKaP
zE%1JQp3CbbuiSSk{IzX{b~IZl<yvOD!|aP$S+eVqY$JMk#}VZR5GUTsw!ok`9UtE#
zrz@R`i|DZSZ8g9`psoVbI*ROkc))~bc+8QIy+nCT+IS6l-Hwrm82u6nbLtkjMSNv0
z5x+l@(RiKK3?JONN(_&^MN^7Nu!}CPw1BdMI<%uay>SQu<od*{lTd$F&T>a@Ct0_%
z0{WNPH;rD#OlXf0BtKjt2%Lo9c7!YNq5XzZK&)D^TemX?^g`!(0#EjX<CiMUo*SHP
zOHMIQGy(qPU^gJJaat}wUlBA9a4eBo$WJ6xrhjuHH~Da`NY6(vXRl{pek%+DP=tuM
zS0KU!$LPb`Xibb;220zfZ}qzM^+X0fO+k14?t1jGns(sGk#F4~UM=r<wSTi``NtMm
zh2mRbTN>o*v`@RRHO3#!oh>T^&a8)*uA!nV-tIsvRS4<tDmIXUgRi)*Y%k;SLX}Qb
z_+Xi<zT=dXN?>#u$cAq18DA99_vD%kkQ2JTpVNb&v36AO9|wQpAAPhlpPsc5>BZh0
z+Rz_X#OCiT4=SQd38&L$tQ-0GrwwBPLi%4eObhzE+4bd|wyW*um^oR8t9vvy#wZ+(
zIP0OL!2Y2k8>My41=F)Hr}>g=7sB4yWS%l95~<}r02PTv6!m456_;#Ka<1Pf7!IK=
z741}GG(Q)CskzIaL7ujUp5?r1Zvg5kz&AQe_q)wxB)Z)%i{h&4SYg&f+NwIh8N+{h
z=RE+NDJd|mbH^)GQ|N3<#`U9Y(HuperwzxzunI7=53o4=v%2)ZebQ=U@(2)Il2kfn
z=enYXv|r+1ad?4!C(kN)s{!Bj(h!(4AQ?B+9+V0Ma^X?I)pfpa&Tc-6iYk*j9v#ko
z(1AB)&F4J*`Pm<|>Z?Fl3?zKb5fWSnhI>Z@3cN{@+cTsGb|FVNmn$4+kBs2D;%qfP
z4IJcu->d((Ih1wovA41mqJ4zs%LY>qsm*X1Ib4PF_qG?9R(xQ1vLO2|PR{Z5)wfhh
zz*t*s?HR1hQ!%2Vb^xK=p9alE0%J0@n~Jbz>YR&wZ)|C}-N$KHDV)0-^Iq=Ry;d&y
z8bd5za@TfPyY>JvF>e^<iOUe^nMw~nS={m#|L;#{XzYA?V?rsYJ)S>l35#4_O1J)@
zue9O(^HB$A3%wA1qM5A|?hq?bmQ7Usb*gmHSf2-I!73V8t-&n1Fjr0>Djt9^Wf$3q
zd=lx6w=XpOAusY^eo5<6^AKC=lF+S2B)%=r`{)XN5zsUyq+Bk-9*B^0sgER)!M39R
z`Fn77($~9Jm=17J0KF(&|I-V3G1$2H_3hNe?6Y;inCztUk-eKLX#Tj5?+N!!o_1dJ
zJs9-ZsAoaVdrDvtgI<(FPukyCX6{kZMP$N#e0$BA#nG)Z$y>wU%+@&X%&kD*kf%%?
zazKAvc)T6wSdF1tb@WthIMr=SsMqNLq4ps2br+iyRd!<Ke>Yh5w{C?0^W}c)Wo;CB
z?;FXW;VrUnF;82&q|wGcU~h3mbgOFa8J7{DgjlY5aPWJpXei(8H4lLWYVeFi@abxT
z87p%(`%xn>-HMaaQ70Vj&lU0#_XV;%8hW*2*gJUr33F(iB6G^UXH{iE&N^)<)iw_K
zGj$jT4&EQFYPr1n@4fIU{-BL2W^ulrQ;qO-yuTEYG{0O{G{1AmP*dBSfa%1&rZ}Go
zqinzr-v>seiX5#Sw9L8>zb)IH_f5~-R32j2e<Dv$-6F-NFX%omXFHOys`Bhrw1PrG
zv*UiVu-)3?-YLW90mr2HK9U{?ff~BVGUjAz$3;5nGh^TIg~2(dpQkv99l@^_Arx?<
zj8Ipgug$iGDR$jjVv3kq7N&`vb+U2k?{Dt7#!MgOVv;5ca%sCi?jR<<n#QHvB&)a@
zktAdH;b~9(R-2%?#Ps+-dqfEbe53(0V79R>`MJCvRzbeNKO0g`uO6qivG+<elh@Vs
z3I#wW&kv}P0c-`q^vL<yqZXOl1?i?P)ibuTn>qBG5rM$%^z#fG#*30w;)aR0;gr(-
z0`LJ=TJtx(uTaE=DZI2Jg<JIVZ0hHI^D{CTTWi4t;EUu&HEzj(D%%NnabZE0-XZD6
zY#8+cH5qg?@jYODpF!aSfc2e3`qbjwJ_3rCL$kM|^xe3TPbE^4{0Qt{%ebx;X4HC?
ze44A=qRSmSrw+0yGXP3_pceVrqt&RG_f4HPKpV^Tfaw9AU%~(#i8c(dLTUpeJE>S^
z&d%E^1G`QZYMR(TCd1fzRFA!)hX@WsFPz)@JY}6F=Oy_50A+BX0vv5tz^Tmw9LWW@
zSJu=Be4u~}S82OV-;KXTHAeuJr2@tXEguUjW0X7@u@H@IOD2)%p79GQ=B&wCSiZ7i
zB_T|qpJ639aFtklPaPzEm$RXIbuuP-%;boqE8Zq^tFbAyo%IU%F6-zsz#Tjx|GIhu
z-0&@j++Xt??XoB#g)cWZuWAg?d9EvxTI%avfXSc3b$ZBF_2P(pXQt>BLwgyquX<%V
zQXJj$u18ekZIRTUPB1TSsG7Itp5_qhL`$C*P$d)(27o%lD}FDCr+Ya0jc9L^?<pLY
zNx<PNm1NOvQJF)_$NU4n6(Al8trO-eqy14Y#d!9u{vwuoBYA|t_u0V3gZf%5Dsgn_
zy2%_D+Aydm>)z83KNoKj8Ib%#U^2gEu5i9PRaIjFupx`-Q1GGr3nmAQ+hUgw{Zy%u
z#=ozip4<RckSwdRdHMga>jkdzPn)Trd5azosPPbm9#yWVZV-J;Q`^uQyNv?$h|Sh#
z9hZJYu*rPY$NU9z^zoM;?Siy~DSOd{ddzlBnBj7994bG^(4e-B%6jb+R#&-xfrs8?
zt-tL<+Bj|j!-dE$d+hH|DSr_iDY-TD9B}HB+Y#ZqvL{1TR1MS@#2?Ebmg_^>3vWHQ
zYjDmv{aUhsm`-QOMP$m4W0nux%DXu#g}W%H>AX1nNn9EyzK{m@klp2#GLZbxnxYbH
z)%)}c{uV4DVfJi+AFry8%F=b*wps$950VFt`igucq`*ncZRSLkwcDx4N}{u-jja2~
z(Zy}!foC#6BEDxZfiM(?SFFirsml_+eKd%;0cKTYTw+-uypghdIM?fSts9~)E}5fb
zQTh+dpUI`4+;s3t<qrW3j80;>wXnz0BNOi)9g1ocl}fzT!JT&;Yt8&c>zq1l-v$<!
zghWQ?NI-pQZl6Dg&N&+FgFj3V_oQ&fg7fFUZ_|-mciXCbn-khq9hd?<Y1^aU7inaB
zuGfAkr@TTK(KN$qzBV&;+g=%ILhrPRS^iDHS)9j^`oC8$*|9GS)1_uMB1xUr=U|-)
zfLRUi574)J55n(}d#=9TsNmn>@7PIafy-4;cFjqxUEOc(P6Ylccle|~1kHCe>l#<L
z{dc8Tn<sd~ZU>o8TIV2z96a9q+MdAffBaIUhb^stWBV&v&wsn^oZ&x`-XN)`$#uuq
z8&f3N4ltx4IJYOs*t4eJD7?+;*uRXs-Z|jl+Ij_NHn|GS_D77(D;(YYyi&d$<N<m&
zZnB$1h7Tc94V16I-76<VW6-_5>oPCbUs((j(^AO=AJg19`GE!|-9Ebw>V7}SE_cL>
z!1*Sf82O}7_u{^(e|q9CKU)z~O_8J<|HBh+X`d;8Gu^#1l*BTudBo2oX=5qYXWMwH
zTEG8+>gYh*j(T50xUC`nC$S<-97uL@s78%;Uq~=coh$3rethqY$AZ;8Q6l>|iWub~
zsaf~wC{+TXglKvY(Gt1L5nUv07+n}4z3gM4>K0|}G30+TiJGny)%&g@eYfwq{s8UG
zs{-V~ksbm^YZiV_CUp&s8FpWAokfe>Gj&tdjDD$`{kv%|7NlZ<%hp%C%^OA!nK^_r
zcxWCx^XcF=M2M_z9ZP(glu^Q4?$gg&v`I4HC~bNsGw(KBNfJzKy#ewg%rc7pT>}5j
z;%hW<#TiF6HKvmMij*|Hv#AqDE+Kaz*>O-`l4~Ap^qd>*=-&<=!lY6IM6;eZx(A;S
zQ%#fNMv7>dGRyW}z?Wc+uhCFjmHZGwmgeufyXgR;O9MW-zKs9HJM3KTqvBTYN8M~C
zWb>puXR3jEi21lEpe0Vk>VRmj<TtPU*(%to?)Ybm9k<&(dDv!??M~u8T*k4<FJV*1
z^h9D0ddPfYa5i&O07wYEZ{Rvd=RoIjPmtsRCKN7NM&5HxHs)4@XNo_-zv$L<KegJ}
zcEs$hN!9ZQme39ls{Oj}3x-{9!B}-IU<&TcC_a<$%-1LgT}-<cW$^mYoymka-Ma9b
zsO5!&X9{Hm=7}WQ^iTVkx7!l3ezS{}Itm9VpYpsZA<{sKnhKD^SplT>(68w2ZwE7g
z`}Ag<{>+4~zFfJL70vdv{C)~WGrr}H?sT(RzdsR`k8!o^!<cdO#bRTUaNmRqHhx$u
z`gY8KXcEMZ6W910r32*aV$`}7E~ai?sHe9mwRYav?xsKt$Uu))6%t44D)!$sTGJkv
z%-KM1udrPHx4ZwlZDBPg9^&kN0z^g+{{TfexUMvtmpHW6p6Q2NZ}-iHQ0tzR?f$6S
zGbPz`tKX&>vp?i0r*8~^q+9V+r+duxv*|0GnH$^7lsYQy=x4WH-Uc2*_u`@S8a@Jm
z)1-m(Yl5aUzr1O)A;;rG9U&&(kI2(^l4)R%2XkdU&+H<&l@955UGBiPP}Fl_p6F$T
z-Cq!O#D9XO|MlJf9f<nh>v;eESsQ%w24W4TS}z@cP9@0NbR1R37r+!ZXmz)5-q2WH
z-lbhVm4gF*7v0DHh5I_HZhZHevaJ9YGgGka9a%`%mcH_fTrWbQZ1srC#pOggt?34N
zby+9$4zC!1484K+a*6sl*w*xPW&?Rsc%goTAis0JDNrx#@^;EGHryGhTKX2u^3x&q
zaJBsw4bSPo$h|X->Qr`YE36#t+UHa(#^Oy5#4WO8E9+q?&+bZO211&j>uS#lKsslD
z(S)o}$l5kjlwxOXyg5!EUM2F=T}oXA0uQb@ptKUUOQ4Gj$bwZKz@_dWdDJAihB?)~
zRn~WRsXQm&zN$M5ZE`!q0}Tifc0)T!i=d;1(Km+)J~&X;1^RD8+rvFngFt!{bbWNG
zVsG9fP|xzF*0QNZjE#1%=#u_Qs||f@3!F5?c`~WAkQ}Ku?t@O*Tr!xc3$eGSEPWv~
z1!9{}*9jZesVx>)3_%6zNghZUK_kz&4%mqxMwO(aS>>H6+tsu>qz^vqqsLpPGZAIE
z9vFT85&ctf;jr>jqV0S}p20a2=n}z^(~Pl6ISN>9TZ9+?I1T^7c+9xS=@ZWeZTg<a
zB4@A<(d-#y8#X#%DW^w18CFJmEkajZ|LdI!e!Z^E`N|>SP~f|g-+3J=$h6!r78~WN
zC6Jnn#-C<bKIU0G<liRZaGv2N@6m2LnH_oP+zcNPubF6B=$0U8ZxGSBVwSMVAu#7!
z1jrHJ{?~2pQh=cSJv+gtFJ<k?3*$!ex3noqx95!jnaDPfihZU5gwMYOfy)wTwtsJG
zjNDn65+v5Sh)w2XiejK#@-G+t>&GBw3tx%xmB{Q54i8fN2E{uzyk!Elrt{!W_X=zV
z*GJ!-TGEr>h17YOhVb=F@_paHh~fz^%0d{dywo<!d3RAB0raP}a#&XN3B%fKel;n?
z)!kJ#)p|rbnaIE6yk#v{cA}6yu#{|zfbtxf4C#xsg*X=VO0!_?sqpl^;@sY>y))_4
zj1VvD<e~q>j46>_q03cxE9t~)odh>wdw*<_EBP}I5FoW3`5aLq{sk?!b3-*j^H;DN
zkhF*Sn+HIx4@LB+jMttL)4(bGmrzCjm)K7H(gK{l_9Ye{t}(}2^yzHyXq|!hRBSVM
zhklNIUe)$0l3c#bi{BF(0?7Bfl=J~+Dw7<sw>XRZz}W7;elj&Ty@81&@8L-ylG#z#
z>A%!0=daatZT;kpyzdJroZ}bFl+Ni}^|u9C;Y*2|`^Qzi&M1HkLrN`=WpCS`MvHRg
z2ojEOr{9ZOno-ok0qVZK5FP#)C1oljG;0rVRSt8sm^yNv9CYUqZ!MWXM<v9nt97e-
zxS<9rDqeu~5>UypWXDiBZbUwQ^DgNE2E0grS5=`al+a)~GvGXN2JT_$M;KiwInheD
zIWJlm;mkrai&5r*#YvgY_#pUGLM~XTw5T~p;fb77zjzOa6UVCec9`D0rKzkPKoj+s
z&QE!>T;5`5l>Y&8J=psurjofQn1S!wszY8IrO<U3jNL=`c!UCAVK(lgd?1PSw^g4J
z$XQcHw5Vjim{4tc<5Zip6@)gaHL-`l7t=_oF%8=V{XmWIR{viS-rpsh3S%nzw(d`1
z|FyB`fK7oU&F3Yil6seXh>jwb<hjPqhsl65i1)Y~K8=5WF&BxWbII?mitssLvH6st
z(Z|2CLq^$_^yG1ldzq0ri9IaRNT!(G?qfYs=gc@AWsrV$IQF}8oIWqiB!#5JEB$rR
z*bp^vOW|e^b3~56R6fAbekxAgqh?fCKc#1A!i5ffj9k6A)|Gkq`f-fZAzMCd)!LCX
zH%v~&d2|)Lt%%DvC{9?VvD2|zE3y_5rxOR8|NWKzuC%Jv(a^8$zt+1SeiU*ZY1o@W
zxKws+;Hl}UL!0#OR7dc0vw0>XA<w?*>?EC)M{Jsau$um}w1P?gO_8l2u7jg9juX{n
z$J@N2OYT8v-ft3|pJDp-^ZF-4x0P=P+yB{eCH=a8#h?4VTXvZDwm`<BsWFQ7JO040
zWu;vmRsd>If0^wHJs*kKpIE$!TX9=_cb~kffYf;`Yci+Lo01n{_)KXSmfB6QbN)R6
zU{xoCLf&Y(Mm}Cq4!y75JX5#3upOnSIIt81*o&BdwVnTm>;DBlTf(#ou+B2&*x|W%
zPeR#&rgy0SQ@Q7>c;dd+sB+;JyrpA(Y+K;MH|dRZ8UKLe2$d#vs#~YHO6@mST+I3#
z9@Rz$B{`qS;ZS`t*_|<fOh?vDEgQ{Fe72vp5nW`pv%nTYF9R88hY!PMIqZF;%(I&Y
z9UST6^uDuvzh^EiJmU9e-k-1V--{A^t+V~{tpVmW@?XSgbsdPB9)p!z#u*cw<IZ{c
zA|u1p<io=bivSv@&Zx4!lUtBzYst1GTi3B)f>Vx%*?cb?_if})tH)B*eC1skS%h7C
zWV6wJ)E|8{ji#RRFA?VJmA8~Q(&<T4I2gT?p9KPAlWYfCLujp7c+A04YZQnocMSES
zBJ;LzzAf;i(B83(D~H#>Sn8esYAr81=uTGk`J+GC;l_dT?f)w01G)?D#s6v<VUB<(
zr{Q<Zw-s2a8O<+<RV5ikeszj{PHy-o(VMB%m5y$39ci89;~lSrIaQJM3E@1NH_lr4
zXM}FE>Q!xT4V8zy12Q~h+1gghaR^Y7){WUVH0?<i=y1VBT`rsoB(hi;73w_>_P|eR
zl6j~PidB`c9nn;xaaBy@)V0;N$$2XmauU8G>7sdu)5dbo_t)|W054QbUb3f5sMFjO
zu%x&4vKkHT#wtC&i+*2GJ=NMi3t+~%R{O_`f2Az?{moEGbLYj;e=5s@n0|5M{n{CA
z9dX@PiQDsiP}@t;YIhAQbV#@ai%*dzGFR3OE$Ar<4P@P)$LCp|kqx-yW3JRi+AHtR
zl~RMkB-g&|F29)ZO6GTobW8VaJROB!QOL5@|9ab-)FCiS%R+PL>u8}B_8`*h6j0Ky
zzm5F$4jT|vf@LW<b5{ySZly$8;ezVZQjl4XoG#c)_wDmXwLl{munE65;?I9CUIZwD
zuod}-5a3?+iajLFBpFE-neku;d6+xtd$cW*je=GXgj_x|=hqz?GwvZe?ak$<x%it)
z^zPRe@RvF$M7pt(pfi`bRSi&#m&S^;*zuMY&_tU*$M_`xdS2xTPLTDqdq@K5`>~Cu
zVM6pi-nyvm{JGcVX_RAi-Z$Ef%v72$vrf-OY`caiET#L4jn)9MlL+vq{EJ^u_oI4s
z`p<)`mWDXjn{kF>eZNeK@J%K-Qx<hksv|aQ^o@iHNBL*FtA>z1)0b-KrvH>ZNj7t%
z7d1~g_{?-jwVn!6XBJva?b9_8Rht?zcI@CQWsR<V8M|L<_SbU!Q$EN4DZRh;5wk<9
z<_YLW{Cvx)6kIj5MP;Mx6^7zjvoD5nvp}`XT8if}w*D)p8GjK+TpL}o$eBRKYFZ+L
z6r-WI2Tx?_zIdH%gfIQllHyB|gvd`}l+y<-*nfZ^mI+!7WB9|bP8gh$DW}yi6PZCc
zWgyPKM2C3(pye#^0M~PZ^GCGDV%HS*dVVI_pAr`FzeqCpf4o4NJsMH)2Z*811TYZL
zyU)6Bw9bt=hYTl~Cm|$0d&)rzPrbtrNk`SBsNZMeNUG3^$-*CRb|MeYcE+}6s(lm5
z3&JP|-o#f1_T~GvvV#WPU9znWv{Hs|pHzeuOd`h`Fd4baj|)wO#opmev^uZIO&&lL
z`C05QmIm$_wxoXF<Qq^AaOzbR8g_1DIHt_cxr?>2c^z3$UVI7Av6YRS+kbl`JhCq0
zdJqokpDIKDAf|ekoMXI<Aug@hoM>p{V39iDG0V=D#8AYrQ6_Pt0aFd~!_7FT;po03
zbFNLd!C}&OzvmJk`(@TN2O$UqLXC}e4T*-SA5L=957)M03N8hO8MrD-Z=k_`L=7Iv
zb_JHf+KJ1;oIfqz2Rcw0BzB&N`iiJMkPPG_7nKZM=1ga9=0Y1Qe#DvkPP!*P#t=O{
zd1ry3{mGfAigJ(16VK(Hm$Sndp1K-x0-;NdkL9qvqnvu&a1oA*AG>+?#us>PH8K?$
z^}nElURyq^{o>wh0~y8MF`;h=rquZUEk<#(TSqrCwkjg{#lzL~GnCF95e6z=7@Y8;
zs&My_c*1SHTM^cN%tyWmtkQdx_oJ5?Yf?5tLdBFl#HfpGW=ab8RPtAPBkAws)FsG-
z%+gBrIfEzpB}0%D(-pZbu-Y`n<QJ+xjFs^gSxD|ZFGY3Q8@BCRyJI6C!YC}A5VoVW
z=5WI+A+V1qRCD?cAwc<gnet`j_=AV1t6`cPQpMp`zEEk_M5U{3hKuOL33svi9gjb^
z$h7y=EFYy{cTA6^ORmj{^~txyn%zAJgLBc>ILXgV0oXWp?@f{f18&8gfE1r%0c(ib
z7b7E@*sr|N8zz2omquCw>8QtdWqIeYy7X1ko*za-E|90yV$j9qZ+bYdfwWSb4Qf{d
z5^L(f@f^Liy*UbFj;T3zX3d0&ndQ}Zzyt0F>||iWNSdLtJ$da$*;d|)(AqN1kx27X
zAszop6wsBzWAKcFtBS<F&APYmhH8Rk-PLzbyJ9UW95MV^{t)IaD5j#@DgPIw=FpaS
zX7eY*nk~@?!+OXTNe>8O+cC!brHB-LCea^6Lh<--Tsr7IZBMG;@?mdUCd3r);@8t8
zo;ox@+;OP_6i%>(_l}mEcUNyUSC=erHE}+QF+=UaC8ZLw-Nd#p1$m<0SM^KYIebD1
zDcozvYq@VdAJy1o8p`LPa3eD__$HlyM9>@sN&|fyq62melf>s6Cfe0E?HaSODN23a
zbH7WN+}*qq&9AKvsx^kB_ZaD@wYNDFr&s>`-u1%nWSA~6tt1^JRMJLsOq690Bv`is
z9qbPv;=JGWuZUlNE~h~aG80B$xia(T7JIXHAi6dJTLaQF9%j`0e}F`gqU=M~U#?tw
zk;SU&;TL453b(B5D?}b2UrvcxT-%pt<STD=6nuXsnaZ*~GW=aPZ|vWP9itevcSm0_
zA!z~ALMoX60Xm(R=r&A_6H9XETWrLaYI?|(6x0+BpEFYjfjmuew!kx{*ghnecpdq>
z0_@`3k@d;y^k_`J*jPr0kkvHu4iidKLJx!QHU^1FPwmLi?UaH7KD|~I9(DlIIyeyW
z3M_>6&g`*)$H(VkX!tP(%(Txf#opTV8TnC6Q%VCZd+?6B$ri0^xs2={wjn2~^pO)|
zLSfX+?e?t{(6{L`Z&MN<>&eXaQ;9BtfF%5doCLhcA0NzwdliH(N*pt7(y<YvYmK!S
zZ_FR$f!`&m$@G~YkfNiVkDioQdT1O-u*j}!#m%`Q&f2RU1`2*A_wzC*cRE67?3oa^
zPWjP#xSIwWLTV??)0pI~uzO}vtx?h8bpAr4=m__hh>$XmkKI&E4ahN%x<^mT>^IG;
zml@8~yuM7{;$|**fHxf4^Yxlj`6k9Q!xkIjN_XAvd46Ts*wdW1p6^KtKi`WEX}XAJ
za4~wTK3PW)Pjq@|$vP@_<7->dH3XE$aC;;gE-Bc$+nAFrFZMQ@>nFeeo>Qq!a?67H
z{a@JGzpm^l@Dsy<)z%lHt?#z$N3twiF&c}1SfIo>dpV8rPs}pIi93@dxR0wQ_sh)#
z4p}GG@wpjEKb_gR31{L^z#}sP4_fdpB}k5=s<3(*k{CpW3<mCTlKA{w44AuiKQMk9
z!B+?8>UKocTUKES-ctRvc;%p-Yn)jfC*0*K(LLRc3ou*iMv6Uy<nB6K8@S4%%-K#n
zGZKk;5$7S>KU!ut@1beZ1n2rtH!So0#kKLLO5-kq2t_Lr<1eox%!TRvx%vM9VOk?G
z5P_>D?bvhW>6b~4;CGc(3r{WO(eRIy^Q_%WpCB0!*?ZkisY5DMkm{P6*w9EJ(a-*#
z%+wVV&D2B)lS`A?TP`S=qe(W;BsHwNv?KZ517gq*_zGcUv4?8+HFX4+kK*c_9iy?L
z?!mk-+)~GBd^)N950GiaYiuYIR}|;5kIV6*mkz?t!M>cqP~&GJ@w~MCz$z6s`yBWi
z-^v3-@7}sZ^7_h?Wt$IDn6dn2B@*8WiXIcwZwfQSsd)K<{@yVq?GDB||1y)r!VqA=
z)BhnBrqDs*ts8U8fBZHi6Asj#Y(}fd#w)hVR7sd4e*j{g4yBl_)<w-l7<OOdbYmH6
zRKq4L$Iih)=|7q9e6zT7-*5|@i;pUSen^mc;7h~Fz}HbQ@C5+(b*ll>!;+pX#k~lO
z_;P+hn6s*<say?5200ehrxw^;MkUT-FSPZS7BE;`^m@&{S*6BUM(C<cl^x|Z#2(g>
zmXCe?_FSGG^aI<YR9J$-bZO3GcVhiynGb&dYvSC-(_U^7M>K2%kc2{g-!{?m*aycg
zMLxJL(&4~9t-XF`L}5G^6weyl4|@9r6UpywYMAEoH3MTK<-{U=cb8;&&G0giH9+dT
z&ufSHIU=bL@fu-vXne18z`pI<Y~rSToD4=SsNjA22jq*7I4FojM;s4<!P}j&;Y?c$
z_74gDafBo!SAOuVsQVzRTj^ty_p3|n@-r>sW>5JsjFr&zv)vYV`_Kebg>(8u4z@y&
zyz|C3^A__7w<+|pj`mMRj9|i!7thgB4%=uw%r1M<sT(RQ0e``~HF!07F5o~qP6$0k
z(TB^Mxrf~mKg=H4LzFTTNosW}m^kvhmj{6)KpFPotE`{(k@Q~A@|jI%X;Y*Fret;0
z`aGf2MiNr^LY3A^&m6I>y(q5Tqi-ooqzV(EqQ+5z=>lf281PtEql7wux^puRVvR{L
z$HH9^#veNK0#z6sca5<*al)ZA%0wvSuu=7?X$)V<_41_r`i~S%*hL_nC~>(9eV>Vt
zmcX<=^c8p}_E5))1r_e3PM@}~&h#4$%8iT^S;}XJB3^LAgkc1J=gM&~LTOSC{N9Pd
zGF>0^m9vi-b)re>FJ{tT2BX5)(y>Ty)YAP);{5tEib6&5PZ79%{2NrD<BO2&T?v7i
z%t_4y5z75N3-|WJF*!ez7Nl^6W4UB!I&RZ=`K`wM#|4!KRX&%vxi7mzznf#laQh`^
zV#@<3kw2d#A>x%JE+T#5#!zee<M7kT{uP?V=h__`ARW@g4W(n#?u>{0-x`R#UIbcA
z)Nd-Rq$OYUot9_3JYM;Kc0``#pjrRJl_j<A?s{i4@^4;>PB?DucTa-nKf|wGq22Xu
zyIO!Jz{>XgY7vi9yuRtXx&PGe`cw&)w=&<}Uuw{)vG`y%clpa*>79CiZttync2V-(
z(y9AgQzcwu-ZJR1`(1re>g>F6y3YlZ*PJt@fH${3ENYpm8p7Q3?a_M7nh@!rH{@E9
z{q+1T@qead`~PMGuG3wtvZ()-{y#6%<$s%j`}HqQ0v-Y8_yhYc$1w3e?Asz4?2vmx
zRA%!fNBpRMIJY<`*X!NENk5NW-?44SB=*98*N#d4$@X^qaBt$nZsGLBH;!j>n|<f<
cHr~G4P-XI0)78WssE%CR(Sl95FZKT>09O3}?EnA(

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-jurafsky-transformers/images/image-3-Self-Attention Visualization.jpg b/apps/api/app/data/demo_documents/stem-jurafsky-transformers/images/image-3-Self-Attention Visualization.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..408e1112b3d515773977bdc0d01d84c013b7dfc8
GIT binary patch
literal 37010
zcmeFZ1y~*1mM&UIa1ZVQ0whRqcY+5N65NBky9NRY1PKrz!QCYg+}(oP3JZ6ag*$I$
zpMAQ|-rc9q?Y{TD*Z1DD_$E~!Rm@eh=9pvrV~l^yho28i0FJ!0oHPIj2LN!eAK+mY
zkOWYWkdTocp&%n8qoSgqVc=t8prd1u;6291ry!-Gq#z|Hr>0|Npr&D_B`0U(ea6hj
z&c($=#lSDj$05YZ$;I)j6F5{<R19<sVoXe8jwj?#IR4Y0hc*Bg1#TE22LX--fX9VH
zz=eD00;pim`3UZ}5Agd34juvV5fU;ADjGWMhH4xD9u5Hk9ueWuBSb{l-F~p^03z-q
zyeI79NRL&Fk!hUpIo`%(qR>iIv=gX~9no>VaSlR7BP1dwA$>~E!1(Mr7dH<tAHRU)
zODSm?Svh&N*XkOYTG~1$re@|AmR8m-u5Rugo?hO;??OV~e+UbYjr$y*koe_mQdV|O
zZeD&tVNvDxs_L5By84EW&aUpB-oE~U@rlW)Y4Fb($nwhS+WN-k*7gqc_~i8L{NnQJ
z`q#MN0EE8`3-<dj1N+msaAD(uM?^$GME*4{ICu|OL%>CR^n@J=Ph17r*y%A1$6FM9
ziI~iac2rtU)gyv8&SPkVbX?0%p}&Uq+sOXM1{U;R8ri=L>|e(P0Wc8YV3UV{3y1>e
zsfJzdq)&&cs|O4ega;bC33794G1SpQ>7;W4dCM853j;cA@*jXvUc(2V{psQZK$i6Y
z+{^O>KLAEQ9)LR%8+{7ECH*LA`vEw`1U~>ravl#r&(;I*4h(t#GVEI)fFOm|dtQAC
ze7NC%(^>ZYV|~&4w+*m9QCS~=%XwE<Wn}&b0JSXr0T7!HcmNO+18(i3FBM%MfNP{(
z*e!I855TJ1*q9jk<}H0gz#W3y18|F{{{TQ6M3=cI9)K;f@&{lk_V59S1j|VM^Wpya
z=Kd(a|CG6ZuGW95lE2aD|6CCNToC_PEQoFF$f_e$0rwW*0Vwzl%#_7`<-HCQofjPl
zq?tG@JyYZXD_8lQgOzij{D}6_aG#fs`Dns>j~H&_Mlb_@K8FDuDHePHhJ3CVA=r1p
zFJP$0tkl(Q*zf`9mmUq+BY{DdY!;jB4ES)y|Fhd)UtIdD<hz&Y2kGl##0H2DK&;nt
z`OPC87!1qJiiQv97disp1(gPzs*Z_aw8Ab&W;_5tIUZm$Agu$I(OZXsx6gLS_w9)=
ze8(}}AOJ9Ch5s*WOd=E>GIh;7jyp9R^9aH4dbE6^2f<0JBJ9?h32AuM6MOkS9#alk
zm0q8gig-MXZdUPc7K77p)5Y~g2HKhJvsKo1a1l1MqgPl`(lax#&aJX)L-LYdM$wU2
zxC4wA^u=1%*XD(-H=-(4jWZW5BLe-kyFpF{hAa94AUt20qr;$TpMHDSANr#EiIPu6
zW@v6RYOrep9xLC<9JRzR*$4}Ew~$mvziO#$4Cg0Yd>+@+`$*fH>H*LP-1=8o<XYGi
zmRFxY0On<%S>O2}`3_wUA2bVU8e<&I<y}6FdW{&_*B<J}SI$>!_W)Gkmq*x-;y(au
z;;O!nAAlIj&HD}y(QBLxZ1Eej3hm^5oc;GARtxNuqRrcvQ&!bOG&9R`X9|o-ju_$x
zxUT|Fnc_y44HWVM`p8xe?|kP1wrcV%7qNx--Ht47q|dwUt4XSA>Udr7#%U3sN~ABN
z2LhCz;dV8>hZFOM$ax#$Q>!Zdx{}<a9Woe_Dp-b^;4mh-iDQB?JrJCPfe|$W@udd<
zxb)GwR3ywV`dNCO>tT8<Jl{zaBa6tW!LW`7AW+5+8<ItWmeK=Pd<r$RxwV$HgMIsW
z1%j{(h<nEag*Sw4<P&ax$`sBBFY)p03VcPrMdmL&IJC2+=3LP0v_o0y=X#6pPu~>1
z;_%j&e>okfDa^L2nAstGEO9h1E&Dlj32$hs;i6a+$5mMV0q9D?YIe%_vBHA4Fj;c#
z`r?E+a^%b7%SNYtG0JSSLaiMq65AJc2dl`Bmf}r;JMm)fwHD+6M7h<TbO}XCu_@A@
zy*wXX;NF^1c-ZliQ1;d;Rc|+R?^;1v?vBegYHDMZh2;xH#{=;$bjMw163F(I2BtM{
z3WYmpsWRxxvWqiZjRrcYgFi`mz32>p-!h;*dS~ziN)Vw_R#?nA#C5^%ob3dsc~gf_
zEwysTakAXoiQdd9H&sT-w0jmblO9?XB{{%k!Ph2qlLVYS0=vF%xk1~hp+Dif;j062
ziX^)v)v^rY2-$Fr^^Dj2?ELm<Bm*`NejZ029q7ya%x@-4q7L{_6^=kDbO?e!{JeVQ
zPk!7fs6h<_@2R|MV`U0NN~S~isL~_yZm(BcO97v)sncmM9BaamEGP27SM@T&_$Tcm
z@pPKgar!@O2qy9LI^bdnJ`ss|o4OIKw&FEW<a)}qxofmg1VV;*N^Nz_-QB&A_Sost
zoLv-Fhmd-g7lR0e(U>X%O7x|ye0<2h&ne|I|LngR>RY9-M3`Qlt}0HRt_)VIOxSn%
zg6C#Ib%f)hHopM*DQ3}B9}2;3kF|nlyjAo>sxZ#_vHSphw=~4?)y~_g*&!XiV@B(%
z#0vSs18Oz2o`bT+m)ktPRO?C_2`zJLM6rcmw4!CAQ;Yd=WkD9LBwT>-)3%z4LW!0o
zWWRaNXsHRWB#^3r8~=Jb-Ub2WR5&AvS1(ByS5#m;X`0qDwc-B{<lyVkNE?K{)n`Rt
zO{YrXIH|geO<Z({TyH&U;VVD+jWTkTuHNi|*muYX{!uFvof3)emJET;h0b`@j4IO|
zOipBO3Wat;S^|@fi`Ao-N4lDI<;OZ%<2<ta3rf>ge&82i&yR??r;kALFP)YYvAbGu
zqr3cRzej6KahrSPC9Neq=fxoiXpC^rz}DjI`bGkIjT16w%FMG07Kv9{H5l6`eOf<N
zV$2DQp|aw71do=1L_<99ljugP7Q+m%qP(6?xb8|P4a&|&DA1XH9?4ieD>X#&<vkkC
zJ{lfAd_56+etq00d!dFm&hX>-ooENX5r(%ia;g0z4^tD8Ar}ZZY)`H8x(lLFY{q?-
zn^RdN#Ua}_kQ4O!@#1uo8@Imn$<oNXDygOf_M#obnejog4V?GJwW6=EGrHZ=I4*UU
zbq(QnuyeO7v<$R$nm)}-$oI#qeHu#tg8Rv3SBz9cpf!v;`uzgQ6!RGwna@pr$iZ4Y
z+DAGI!FXwuIiEL;Rt|ehUU<57w3ZWtZe9Rm>w-w|LK8>>W`($qF78|R9)Pc<`kI{y
zBJ`IxPF97*3TBis<m0*rPt2cu%dD7$cZoI@qbxKjvVvrBZeN_&TE54aK4A`|@_j7l
zS8UZ_KC+J~F+LG6ck}WG<zb%ekXN#0lEb@u-Ys@ZjY1QoY-7IqAgXvO%RWJGi?>(m
z4(}Jp$9+Ao7sGuOtSECmxNmEqGEOJVxb$pA&B!{ySzS4cMdCpC1_|9yDr-Ilt1YMP
zLj@Nnf)Z@5@f^$S1a~x1P6NdyVJvWGI;pQ>p4NB2C_$7Y;+Y>_@`I({EWXjLGz;pC
zGjq>Bx4~4JVYM>_sz51t{1n37fUze+k7SPy_N=+CC2P|*PCI^b)RZk!`)1NY)AVVo
z$g)xM6mw~wLnApDCBi>21^nrj{o8~qb|`6i_`WSIX?4SVL3&EOs(cw|gd>wCY^8O!
zV%r#?*G#+J5TEITG$fszT$~knv{D}NUpWdhB22YoWPT1p>7#9a<5_?9?&!2M(_m(1
z@lY|&0EZUAv5y})R=7C&QjHE~Kv&XHlfxLkj~(J`S4Gz4*rU#*+Xe_!KpXGnA`kC8
zV8JG7G~iGKj3`Buwn32mW8rlj;@hc;?L!r<T~hPB;RgR~D|eHdl?Asr2QcDF)A#Nq
zirNn??4A~i&8)VIa_(u|Z(6L2AAgJa`HAzikoy6^+7`jPOkPS(g&$xME@w!9EZg-=
z#qdOB=X(QZ&#IZw0|ZB!Yd-b?KU&lcnJJSiJ#VdStH~&o9&`WF4r0HwLpb&%=`oW7
z>UPVs%k7oueb4(bD=W;Vps6o=F#`ZP)+Nd9&Tws()+NFUD5U&W5T&wq>VS0Me4OT`
zGZx#dH$3OHGIB|;6UGRQ6tn$UY8k=X=YH6^916R#Nm8*p_?CejNT1*XPZ`FWZkEe$
zBNs#;fN!m*+)5(~71J#oo+F@1yXlp2JCRAb#}=58`L%T!SjlbvT!utH^?$I{1g((u
z8_8zJJ&j=xZQo1*tNmG$Kt~Fl-a<U2QKb|SHUU`KPIlx=DJ4b`FZA9t^Zw_>r~%CN
zktw&jamv>2fGkIKj)wmhb;xt1^F{$1^OkPfSJ%XZbQgzZ(#ok{P|`P>qz9QQ-qj!N
z(rh_Zp`FJAGMtu_kX_iuYHz>!W}MI|jZBo46A~zJNV!XtMD&*1PE#pHb!Pz+%CFo;
z9@QH>UFGU0GknyOUa+W0N@7QoWJMmLtS!zk>TJ`!T;EW8sRl*vbeZdS!3q=9ot1mi
zfBez0{=9eh)wr7nw5E1B9s4pCy_vT&ub;GMzGrGOCj#!I#{Up8<gm9O1KU%#(W3fB
zb?)W#jfYoe`z!Cwyys*Tx{6c04}irEVWN-712D6p&2#6d#55rCY%%}#X&U)aSCT=d
zPu2&W4L?DJ=ocb$A^I87pH1jAD3*2Yd}OA4sg6#%AS`Fi10|a`!m%V7LLA>z1B8^3
z8-@zCbi*PpYQ|6iPNI0tA0vu0LjGJeI*|#v$f?F&4sL`_8{*F!Hg_<+SfWF!79acC
zLM^A3ZxnNjbnB{}eQTWqk&G7+_(n=~$GLnAF@0@Y#;X{od&V!MPZm(_mp+Lgz|B4Y
zWtIrztZw_116w-t)-`N;lraj9;V_`cUkZo=!JmA<Bi{azxt=DV<_hQo@YW5zenFd5
z(RqQ^xr}&?-O)LIHyvA3KDynV-7=}FAupZSEZi%47|DNm$%KMU3UI?$kplk1*55iQ
zcfWoA`r34HhwcG@g(jZ^9e?t!JRjf7ZHBh)5!gHcSqb5Q*`Hm6O_<lUmTf6|{>z~l
zOQ;?jg_FWp{$JIQc~{d>dskmzD&%o(K-}DtAdZ~t1I^eIwX1p|=O3YxT>^4P=Y>w0
zIy3T!9y%f4WygO|`4xF0UTj}#7LJKg2CRVIU!<9b6?rNhlL;G2z0>VH|MbeGGs4!_
zWp||hdfKlyM96B@PQJ~v`?Q#aa=<KQW_#}djMdCbxYfEzu{+6_fh8rx;@wI>2bD>7
zI47KV^d*AREBRuRuZKN4prbyOsZ$h3h>H9E>+<yIfopPdeqE5wwBz~B2zAJAbnmrh
zk%}0l$@1ZQ@9FsE5#nud;yIXCXF^cYQ7dw=Puzm|%1ao@vn>79(f)dRr)3jA-6yiH
z3B^n|ll4PJP5vIIIM`4?u+TXr(b4)w*wOJs=LLt@g(HLu16skJz`rGnOn$A&K-H;l
z=KE;b4rT7AU$NYz>Vd}zl?k;u-Lu(Pf8$BCGXX|~#LM@~jU$AY9EURB5>O84EeERh
zBrsvZ6bKUE)?Ror>Z^}bYFu(@sP;A|=%?<SRqeRw%sSPAvH))@mBG{;>~%Wjdun#;
zY(`cs;$4<(yMN5>*|oFDPcSz(4$@Dq{Z=lSMtoqm7Nm|z9<DNZfoK#S8x9;dGj#^w
z+&*?-ja=^M(wC7rAt|N2OQoyDaH$GedYc~5nQKsUsq_63TXoDWQf$uJJ7wc|<&5ZE
zI=^bhIaR2$w`Ml%73$I_Ld`d2MW_;X#bvdH-cPCLoV@aE7j%mJdHw*9HoG0o?4LdW
zNZZ#hN74Pz&g?C$eujQ_d&7o3sHB92-0b}nAFkh5{HXab{L}|s0o86bc2PNWdvLFf
zK*AXbZZoNV6@=Ek@&I7|fXUi|<1Tk|N5q$0wRne<U42Y^xD7QeU(G3I(TcLNQ$gY{
zDC<*p1|Yt2=Z`(a_f#R4yJ=)lJDA0?_9vJ|+_$l2v8b40h{>u$xYseIYCXI@FFOtg
zP9g<6TAqW2?D8%XyDb!|^jUdzZS;k{b8=$f?aeobI8y@E(D<r*y2&PX)>Idaq$ViH
z#9v!_$(e%0=OhR_*QeUd(w}0YNswU9+g6cuUQc+iF{Q@TK0hs0KpB~7+2N6OzTu>=
z;>yiOg-F$N?8@Bg0ujX~;mODS47XnVB`_6hh$DoJ4*`Xmjh#`D<XBXb1`Ej9)oohM
zwo`3}{}Pkos`U3B=LYytIuG#C{N+c(C{UGNN{M{8tU9@c<w*XrzD#J9O)6Qtj(?;h
zlzXT;t8Jg;DLPz4kQm=BlRIp}ZyZ7rRef2ikEYi5aCT}uSlsM9?6qV0c@xz7kcs((
zUhCw2go3&nFndA@Ml!V9>7<@E)>>i2MK}UI`0P7Q6MPiKQ<fRnJk6H@#rnP?M`b~A
zGo=f0E)HCK!?VOPDIrgsK|-czbHN=K6~1Z>P)P-cbCRm5Dy>f5FXTMV((KW_M`bnP
zz*@Bf`oiL^?5M94e$C1Vs5a@D%GahIRz3)Ogr95~=+zi^BZY@<^73?RwxWsfEZGkV
zDLR_zfR))Qi<8ye@Ux_KZin|GB-7mdZqG_`gU%h!zU%1q!^Pe0N5Ea5WneKax1_t-
zK~1_j^sNmc9?xv>4D^fkLBdh;jC=SPCXi;o&~@qy;*ufc&Lo*oW|8jf85tWmyFL5_
z3kQuiatu2*s)0g>?IP$<?Dux%r<kgKG>4roSKUIH)b;d|W0gFsh}TIY6GFmJs`dnj
zEKh$sBGqyA<UQv_&YYSZCC4^Lv60r(^4D2`{4d}x1q{)&4CDelUsU@^yEyqcBO&nb
zwRAF^?1L`DmXjBWJOx%|za=aPhS5cKDs|BlycG%rImqu6WMGM`b|g;t%8lJhSI(jf
zvIy^+N(^lf@wX!o_ljhtucV_d?4~_Cs>!!wX%Nqu7n&$3Y5yt<*tJoo3C8H#;lr&2
z{pfPOwS%f(gxZ(l9YDw&&%tk-ir<-%AeK`H!67v$@^<($f}4y@Rzyh@@;j1@94f5N
zpMI50D;u1D0NPv+XS6Rp6u*JbFzpxUb$8FC>YUd?QP|i7(55o5ITJe#xR1aet5ZQ8
z*>X)4({$Rop?CA7BtSc@gGzs~0s4`7Yu4q2Hu&tvjcz?Rljl?tMr0ZGbNncL47gz>
zrcu}s5!x2;p`!1qb#LVCtG?cfI=OI<6X2m|97rQ8)~%*hFS5<$P_E)vDI+IeO144n
zKj!ZkkWJ-}+c$ALGyHsW@@Uvp_?YKy#P!MR(|Pn2hY+sAJql7kY~_jU0UiAXB5h;I
zQI04qLAU$(ozJjNx{t<pCYIBxGrIi<hQAjlByAkq773Mz3&T-kcx${56GB{|KB7#|
zxq`MAZ-48uW1UQq;b0^g=B!$s7+noNV9dZ40Si&B2<wbUOdGdUR72fkbG(Y{_csxZ
z<6D%)guR{O&hjL4eI=k+g+^{S&7!gscJz<s2;;fZ?8Ybvl7$!whJI6emi|P|6C%`}
z(S}L7?p2fHk3w+2H0<e7v_)XIB}J`vXnwza6@Yt}MOWd+_%mL{n9X@+j<1dQFa>NP
z1$f0Lq(VWR(?hx1bCwN5Mc=)MAnz)#+T~UU&w5wS%A%Jq-sK)Sghr*iI42UR=?PCB
zlI|-WMuboX!#5N$0$Jhzam!P@&jMY5j`Jtz9{?4GoBS(fB%-&XYiXV~_w5?3*Uv1o
z+tQCgLNGVMsMzohHa`e|MjT-NfCu0ynK%rP!{Et%M0HtIAR1%V|Jm(dF`FNU!x>&c
zLqI&tt^6Ze6GD9e=uSEf&(W%3*i1nRfQ5ShL>F*@g?f)ws;F*|3}I2?A39rG|8U0s
z(Tx6gzy42&`>(Bx|IH+>9t^dX^Ke2+&9-hxn(cd&VDmacn%qs<)NM{iG9o-t0$f(@
zr=VI>H_lqMUUgi99^1I+Nq5&{wn`BR*pEr!11kTOrtLjlO&Lwm@Zo7gV?*3PP0dHL
zTwBv)PXLf($S6q$k#IF|N9DWZ6Vs$!mE@!IJOEGLMH1UC**^-TsAvcjDEdut73qYQ
zn&e&u*rgAgaDHDiA7)PrybdquQFRY*q{)?4`<McebMq#$EHS)Pa236}e*pSG_xJ%F
zx|t8a$i=-xz)`7xsqPik+_1ww2G#9d^gUwhASA0IV3}p~0oc5OeXHoD#*~GC+WVfQ
zGoIWJ**f<F)*5>gw?W~I1w8*{?fJizj35LZ-Dj3;tL>a?+!If-p02fiEzQ?9ij3M|
zUMlWGB@65HK!()1V!EhIx!Gw<-^j;-6vVMV$HrUOEyc=7n+YRJo|QC?5bdxOwz=Nu
zI_#D2znm~ldegn`?6?lJ!O7Ax@KZx|lg!J7hwF>2G*x;kXDa0$(>os33CfK)s=vKf
zM(V~_5qtEj5v1l@kL|$HHkHy_(?sydEMs9(zR@?kr$t9QV5+0Uc}p-VRs8wOh8j0S
zJYE9Fxie%$6LL~u=0Bls5t5+Hyo3!c(PiCsEQ35O%pSNBxofz684l{?6{^|PE<sLu
zp&yxH1hDsSMwv@l@BLI2J{E`BEif*B(EEzajHDe1z{PULg&$N8*{{B8o?tF1(Kz3@
z))0#njjteZ9!brocIvGwafRm2)=!Flr@3#taro&!v6;^6{s6ofoT(+_g<gDL2o!w&
zOUhSnVRoDC@W$!^s03T-8Ad+<8x#+Ko#?sF{*TrLlat%8tDB3*FA9$zfbp1a6)A$#
z%}qFi2?G{bV|6+g3CKLVeFp2eb${`$4wkBfg1-G<BDq7=`n+0WL(LJSQq!3xlvNE8
zoI0PMD%X2RYZ!??io%u<4BrtF&0nNYPyuuEJ*pl$isIXse9zYP6+#?^jyI^pfh5*n
zvipMYNABEC!UDZEODgMAA7nGCZ8rOk5@YXgePrG#!J19nl+E<HMLVQjZx+y7=^#2`
z3SVBsqZp5}_c4%LfJrj2Vt-}UGaI8;bmj1--GbbS<#dFXL1l9h_io(kEt4g#U15i1
z%QbSQxU{d9CHc2Fd{UH=DY89%x)UI2wM;e%N9Z3bXzC}XnwHly=8(T0pY{kB2gr}w
zvv6Bg>no`8UW}mBO5=Qp<!hf0%t(`4i}gX9+u``zbpEPa0Kwum`1*9L*M|OUHl$cK
zS4)9zul_YMUoTT!)R~3C6nCSd`^YOW-S?D5NE1}JiiPU)cCD)^p<O2i+ng&b=BM@#
zVpd4VA6!$VH*S=sxI(LM+!DWJ3Fetay^L`be~yZXljG=Z()>noxl|S0>HQ+KbSY|Q
z#v)2z;&2E>n(l<mI!#G;G1rxJ?|MhyYWn)QPC@FN9>@hjzJgINiU3@=T57bLD8f2n
zs2F>wJ`M)Oo--bpS69T)NinmDSZUdrgfP_XjUqe!dd5Gl5~h!^$lz^f>wf<I5B++N
zn?e78I3eGgd#N)K!)sMOm@R2Zxm{v{*mM`e+OSCP$f-zci0Jyo9gMeG3)4FW&(8mT
zsLp)huGu`{bwkv`IA5?m`+K^RwEHhb(__1dgc1R@?PPWHq}(lzg7*Bow*?6H;lrad
z$*&AKq`f5T;yjdRqhv<iOG*DOd*E4IKtbHy#BJf}U&D}aAxoeuhBQ(bj8`we57%M*
zQz-I(j_ASkxNG70L=%IJjZ;BbxV~O#mA^ca;4I$=Z4@Ky;r~{kex3KULb*eeSA<_k
zq$r*b$?^vl1+`N5_m2>K|6N^6>P*}EistB9Cw*QaQ*fI*jJO9pM5fHgH<)JmSTpIm
zg=}c>*yD|3u1SHUf7AW%UsrL~4C52LPU^OE)BT9<IiIw;w}$-5?ui&3E*Pl>7I{=X
zY^yLNCf)2JU5j*JOrq!P{p>Uv{5^bp%r*Ir_26b-pnB-8q(!@yh?!)yO|Vi70de)X
z<Pf>!;`>fR*9F*_`Qp1IK}j586k_CnV}9mSxmzbS%eWzjm1Yk)tF<IVTm#7seiN$X
zIu6tG0X$^8Nx1P}ut!7Y!!2jd<#%}j`|q~)EFa&aQG5!eKzS}xY6Ii?f<t_%Tk!B^
zAvOZ>(`f^U8i}#YK?wJqMmWL^nhJW6O-Umk-0ZX@OMm1-e(L)r@ReqS&G)IlIWX1O
zZ43mKJc=PoA%#C}E_lI7`@`9YHT`&WTOU+{+366~4c@s#j3SHwz8;aEm0YszG{kom
z7IHU7o=AYtvv7J$a0m8%Z@&Tv?R^wQD^{eR7dY>yn-Zo<O7|DY__8r56bP7y(ohA(
zR=!n_;Orz2Ezq~rHqlJT)<p5`LFi}{-s^?3ME)d8j5rxGm@rfyYf{MHPP{I;{_Gu+
z6I+pr`$|owR?xlR3dR0CU#||ZTkvmKFvZqvb9z>_$`Hjhz5d6{s_9G4D9A@#aOO$F
z1+O^)ttHblk@!upH*1mGKCfggRHHIZxW1t&W$-;p4l9oB&Y*Y75>{wx(H7^{J?-cV
zm_1cf`F3O7eeP5E`pSjln+zgj-&zoMnM)5N!l>o%U*9_oHi-2huF|$Mikxqm67CXl
zNXYcpV{{t^QP_xVb|y`i(9}+I?|PMJypCV4{&uV*5kU;!Bh%JL(l*kp1x3m&kSW|w
zl1`*!(=#NYD5H<)qm^xAK#xhFdkdbfoA6uFoqsGnby!{3`rT|Y#-0!z#4`1AR{3Cl
z^qX?$ShSupa^WxG&?H)gQLf$x%!2L`8s-0B#qIU)PpHz@MyOyJnHWD%;{E5S=i!Xy
z`J#Mi=Sfg&SaXT4IJv_vUj|+IJplF(z<#?FzGk>z;NJt={aJELu_Q<;lf~F3+M|&g
z(~oMjsMC!gaaFmVd)iLm?Q8X$!tUyviI^BtqTVtj8_JP=LrB7+WkbwRcX8hq8A?7=
zVD_xA_b5_Yy45+8%45;5Pu?7hu-Aw6b6Xc!p2)GpXzMk0GIckd*_DVf92KAbUEr_w
z*ARu;_V3!O00I4v(Fv75=`grI``5cEusq41h*y76DSt(Re|z)_=z+azV2kRU1eSL-
zFIO&Sy4)9XUmzK?_*&CVSdQLk!UwQ(!R@3Le}pP-MwH!3+GSmuGnUv5(%VGpY&@oU
zHVjX_rQ6D_a8KmXxp<A8ehZ)e0DLHu>=I!btB$6U5Rxli)V&n(6K0s`QsiRSXYWzi
zhimra>k(zcij#mMhgXe!FzKMAp4@X2t(xKPB65_V@%*qiz_))}3`=W-onbmps8@o8
za;Hv<du!{C!In%@x|HuMj?1}5&!|v--kOcE3W=Ie>j+I(&UU*(WeE@7I2|WkB^Quz
zS3_wO9sp#|GCxhZki~mEUD|w({G)jcl-c_$hT{xOU57BuZ<iKb2G1HJ=_giOc#@<V
zSf{@PSK-Yc2gDROl>5_LUaNVA`WZ?!YN?IXjjaaTPm))bq$<GOHcqDT9+4LxS<i}3
z*bNOf7=@dlxuuj}x3SNyM>@rdwsU6PWq~DQSJllrtllVOaw^;n=V1Aqh*3m`wb1Q2
z&Us1)V9l~j>a1~a%<_>~p+yGP8WErDVY)9ou7z^9d}X+O%3I^1Ir7Z(hQ>~I0%3g%
zwS9zpGf{(m`=0aC*gDB*LY=lw^v%hu7V&4XjnNE<;BTYIUoICm&|iFPL2Ic0`Xq?a
zenF0WSzW?eu9OPPGfod$*5F3LX_okI=}j1O3<ApyLXf7YlkoKe@Cx(+!X4EL1+@#f
zXA`Ab(ae$14kOsX1&YkT$4R*ywf62WZ-*IT>^hUUZkim=DtY&&wL!0aMv;A1S<E*(
z7qF(>d|rkfuuyYIR|YA^?7$(Pl`4=xc0o0DjtD>S8Xs-P!mTuotZ2S<EfAtu!PIAU
zlXQIIRl|LoC)~A3#u?!<k?U$ebi^8;$C_Fs?o!0Hi}p>seBJX{GyPMFM+TPeD)L*`
z?OUc&&rq9rRoySI74ToU55e<@T`3<SVOyUDV8XoA(wqSBXVGh*EMR5vHg+iBz7G2i
z(<b9+@irVHbLS-qt5QJ&CjaQuNI0VQSi)JBvrZ^4?ug(*F(=Ep?=u7Vorh(^gbJPT
z%B2txMDppt>dO+wQ@(P>WQ5f<t(Yjo5+t;mZj|j`QeZCu^qWB;NcAbIPRKPg=bF8F
z>nh8OBTdTaxAyccRUj8!>WlZ~`!CAuU0L**RksJf&(7&wLA~A=7hvSd9rh!hgx6<T
z+T{4<S=r|_wKh6l@Tvx)e_{g=LX`Oc|GWa3l`DJm1_dfi8{U{%J>f=0+!}QY$>7M7
zXFYymMGHi&^{r5cFv^wTgCEwAklF@Q=2qI1W6l?%|6*S%tLM>J{1+e#UK>%wWrP-5
zDdkB3trc|;vS=<~S{qzu3MI@fF8@$X#@onPOz<V_HBAA6qvx!Pg($Bc&NGNe#I;9+
z1AVeVx^ny;t>N>n{G>p^)SoX^s_r;brYS!z-BD?P&%Wj<<kVEu-;nbZ`>>Iqm5lR_
z#3~&K0?!ZMbLom=dY&jx>?6iLoeH1JiIYDT6605++@Oo^?;8>J%D`Ir9mrt$ygu?z
zE!qja_BvSAWKaI+nFG%hM>60QOtN&1n|4*0IhsfLJWjW6(qP#)_)&93m_%DnkfRJ;
z3dSa+QZb}9?AD}M*9NzADB;Vu972wWu5PeX%%`K?OKE2$OqSdfN-}73UUDwud(b3{
zd4d8gJFSV{qlxu#3~oLMnH&w+`xjzr8Fsg<TdJYvMA@2?N&Ys{Hp|pN$#}~VNySCb
z-jZwoNG@T7U6~NF3py_MQ2va$vj44t^li-E0RM$Z72Lw_W(V$L$yS`9fsVC~-_P%p
z`v}a=LjI=Cv?k61Yj`<<p436lvn(O;=lNz{E9f^e3Ua)&Iy%yQp?WwJAK9737yu)z
zrb$Yg`j&bq2B}o@U3X-|PemWvSvx%Wfq_goBS-%Jwh{RaX4`}Nk)=`}mFa5qOMChc
zKQP8wCzD<Zk{inau{i<NX_Ig}uD@sPRhq^#np?j$$K+_2=%>-V!#GgQq2wnP{X#HQ
z8*JZut3agw!IH(}ytOjfWfP%wkUfmo#Qfg>z^TXTo(0Bjxs_XPX1x}kc2?lp?<bqb
zv3nIY7Z-J7?Lhu~)~bdy!jNS>^_0qjws4Uqn_(>eL+|D9UeNy=9)`uPs(@7lt$SqZ
zxbTjnrVHGs0Mg8J7Y{f8NEgS7nXF!P)Gs)*9)v>2UND}ae|TxW(uIIs)v@0djfO)Z
zf%#tome13Qou1~!y9gQX;-ac;`B^t?X&}v+vsuuJT8|vM-0j~5<O0?zud6<Wu~rq(
ze?D+VVY%DG<GftucK@vh(ydDAz9j-9apbxZ^>K&nx{&?ym1C2ztjIKu;Ud|Kc3N_(
zO&zf8)9*=~3<;z>j~;-=UY)-2>Un-!+E9gL&otciPsDb72Q3++NY%L|?i&4wUeB8q
z$P*Z1LG|3i7F%FNul%bahOb{u(H1iJ5l&0d{@XY}Fqb1M4TAm|Rfv5cV+|Fb?ao?<
z5uT^^?V#CmWP}WRY{uTTw<ekp=Zd~hFQIpS7?q+TlU#xvGfOFYLi`BYvHcPb`$V(H
zq%xfHM+LJwUigJ4{JYfRb@#&7*8g#iCo6nt%I%Iy>KOcb%C<yD*|)W7xZ<E!&-5fB
z99XR`W#~LlnzW;ed^1KDv|Q%jXHVVbED&$5{t2%hLy4b+zuQ#=r*3rZTSM)ry~q@1
zbGuxbZ#zTkGq|rmf=?dTxm>!J8MYfdKXOZZXM5-tNh7#r{z<Q&r7NJ-x$Ej}*i|q*
zmXGVczF{agCbFuXsvlwx^sb!f@yqsDZ61cf96a{O><DK}z+vpSfUnBrS?P<H;rwp;
z(&GdCWY*k+KZs4h2n<O;K7HYGE7p&vRo7|B`Tbmxg1y}1(u0G}x)?6~1zZ%8;*)3l
z=9@B23iW+~dOz?#(&;hTqREi-xaie}2x%^(%S<h`OuN4IcF6sDU|JXP@tylq6yKAO
zj@25G_(@NX*GC)0#n$7Ns**y*Yafe0dSH^>mR7-|k|6LeDI-h$Zo!H$P5Z6xV$adi
z9Iio-v7cXH6n=;_S-AlteCpwQk~4lcmKUmZ6Rexc-@nArMcF!{)57z@^+;n0Y($bN
zRZMUz)Isib=gmFGb-$LOoM3o85krG73T_0j4NFy{PP$1GDvBk|+;Sm0Gjk{=L_Bx{
z<Jc^^?#moeB{B%r>SHF8tC!LK+`7erVXc*!km;Hsw2%|SAd*FfMJ_nVU-jvb!Ox#N
z_q6GIL>CF9-Jcob^dLo_R4O%iv2w}4#C;<wN%c8fJlAG>U>5^D!yOM4f&=@n9(%|K
zMFnU@s9VSe^=0lmH!2mE@4a1xDL1Y#a09G*=)<|`g4Y`yj695RWF*)}$ouUAe0-ox
zAl@XYo)pbjbrAXlhQ*t{23zyqRWXX@-;nfcUJv(a!q|BO5J7X3LW7){QBm+@Tw4Z~
zPxrNbj1%6xp$${k9C6yb{a`=ksqu+)`@IGQbdpk>Aa41q5VuK*)%3T^818wMeF$V`
z+A>AA>tif@Z$}WmX-ZsFwUQx`r>w8!joCtNuAc7Dn{Ts<=U?WH+{{_AMOl|L({7x$
zb-!J{Z-=CZaTPGXV0Lh$T1a;P{?%~cO61KfNP=&T6xjW%G3%c;AFG;SIrCE)e@2ao
z!9md-b!$c-!>TmagSt{5iL5kgU#-PrS8eyI)8t8G&Df!ljT0_^=ktEjz5!IewYTZH
zmOF<8wOtg1tIAL8NT)6BQtwyhVw)^7-UPnA3>SJ0RV?>(p8i>EUFb`%-0IB-AM;Ek
zT)elQCQxAD_k<~jkb*<bNDk*NC%TWPo@^q#8d=u^(9zfVX>Q4+%xTyL`PF-ghQwD>
ztlayO>ezx(Mh^F{<q{qF)FY7|fcQXW&TWm`S0>TjBE$(72q5is5{J6lN9?$wmzR`l
znlH%1UIejlZGGX%bSdkzGokW%<~cZWs*V_U4|8H(!)zZx_a!VzX}ow2D;_p08?S4n
zdH@Cm?;!zu)w78KO}(2}oV_EhYldp;4?r$$Xk99cU2fgy7;;(t4<t(%NrZ+xa|$?f
zBp!@H7PR3*Q251`c;^HsNoq@SKIhqn02E+tQX_r#hZ+0_*Yz%Iq;0ys)w)?j=^Y*4
z8WAL}$2s|KJ{MeEv&#kBP<=%9#6D97K`nCJOB|bdrViKQ$N4|$u&HAe2M?Bv2;XQe
zd7FY8HKUUj6ViFE@83^3j=ZQU@2{R}7GBB<XX+LC7UlV-?(Ondgq~H5{JN6<eb=f9
zvl=4G*9<Qh5_ty~>gi&w^*tEm{Tq4nzea7>+23($N9JuGIu*CGG~q7eu08=Ejh?hn
zq(A|5^T<+T%P{uOsyWvt;R!|Cm0S?BlBi7WEY;T-aNRn;)i)tEFvnE#VMMUCozm3r
zpTh~gEn4`<yx%6d{`PK>*8y}%w5kK?P@s=?{}#$YJPdy(lHrg4bSU~<_KT3jpiI=P
z#A^O&H=q-S#~91^nb{gpZU*wFFmdS=NoUM3h+n`pgp2_9#J{`9Gq|Ra*~alk;@70I
zZ)B;Xh<kAHpGO<3=lX2r)_qELv9E|D4Y9ikJRD|MFO8~jvcd1!=*Rd#W>xLa!5Mw_
z8P2{#&~rb0mf!QXm!CnD-6ZB}qg2D-ZJm{;Gy2u|T0t9w*S^l@|3>ck-@4}i=-kLN
z=zK)BWx`?hRb9*EQ}@amU3cY0zJ<<BGd=&qLg8Znx{(j81-=3!g#qRTQ$)O8;_Lo9
zO8$<TvoT^6O6hLG>lsNa9X=$e)SZITgTluVKdvX3O(tSDZfA&_U?~+JGKL{YtIz2E
zY`5{ub|NICuC5Y#km-U-hx#PEe=_FaNw;W+fckyBOF8;gejVrHRmI#Z9IoPZY0h^5
zmN*5nJh1&Mvh}>`oUoSHy;kidrH_Vr$gy<CkE%OQ;hiCTxR^Z8AWTj5NoMNmMl}<L
zc;-W5Tu$h5F}$;*%y^t^!?(sMZi}F){WFwYE&Hx?ub}ApTExg)CGqRc7%c&w@5alb
zwN~Ey16p$D{RdCdR@bAJ>718})6g-N%3ONo>z8ZnKwaKF&G@P^#!los=R-93oL4?!
zpAd%UTHu78(mumY{W2&T_SI!NTN+1-E)-p9z8xspwIBNS*6;v?EgShSP?=|vbk^%+
z&IcqAKN(nEnAWY>L{A2@Xk~S$$M?ZwO(o}cZ+mK2%8i_(!*C-gWutFGl35qKPFF?0
zlM7rph|_7%6gTE=@a2>~lgjteCdG1H8zNjCy#;;rk6vZuG$UBu023vuDhku2+o7uE
z1>4TOK+BYC51v)OX+q^(@1V;dc}&%*UGXQ``*T5MWc}Y`mq`5J(!_3LNd>|D2DY%A
zR9YlDwG?~XHA*a`=PxIj*PvWUz6sqgvT9G>d>!>arl;oV+3kdj>9y{(xe37VtktNW
zTHHI=`4lSaKu+~c`>|EzY*rcvXP~o{-3uBhLuAPr1>0BGeUWL)g`;P<1IGj%PwuJV
z*J66*f!(cN^ICluQj>4O62B&)>lF%?knOvUvL2$v!~et~w&XpENOLf|pV##&-Abz~
zkNFrU7Vg><SNoz?!1*#!p}L{g#j~F)!6oK62*9czS$OU;k-^>HTf8f|!ZMiMNrYs$
zR|g)r(c?$os2xiEdETo7X0s94{J@o*+)R7J16GRJWO>>ld(1BJR_xW1Z&xhHSd7B#
z_ccR&9XTJlP>TKDeox~_U$^PFq@a|vCkOiruU;$?kgvVnfE_v@V`gEJUp*JZeVqN8
zqXiX#wy;e!-uSWx^UY?LH`{2bk?xkNT*!J?R7DZ|+bp{xXJX0}qcR!!;!@EMInzR1
z+=9X!f=)%x=51W)BGXxwGP6~pdjbXjV&`(qQ9`~fzcx(*`k<7Vc{5g76w;FmrL$hR
zGt3gwbtc23`N0$Xd<Z0T8c3n80a!aKk__*n-m>g^spzFYmx_s|;n?ab6n@*rkV#))
z)50-ErZvX>Lom$Y&37w2t(BV3v9XMlZ+z?MjGX2khZ{cjY?T3PDvdF3B)iS8VSw=<
zKS(7ArHp?tUWLJlQH=0qU`zdqd6d2AeE?3d9)Ozk8y5HYKbXR~#=8ws(f%|MSlpE6
zI{n4nGjer;WVb9xU*fSio{WbVy7ckMur!i2qY!7dj034i{F~t-1l}2NTvRjD_6tGC
zV)QM-$r&0?W86*aQbJYn^d#5MgH(9V1Tq;V;^=LIeFOANZMl5QBb~nRND_y5Z$K;N
z8rR^=fXB*T-gkEQno74*{(0FGNt<GCpI=eiC_imYl_nk@kRuI8{Bs_JAZM}rYUzzb
z`IKyHjZhw?NH=@O)+1(uI~(ca112(!x|A5wn7Hk@=v}?ZJ-Q~VRb-ur8Vy1jNV)_k
z$*r{C7DBPKrj#jlCW$IGqUr<<e+Vk*#X1$kg<oC%Z>(~Jr}5Nbx$!|+7~d%a)wQ|q
zgai%zLWw?O-Xw6(fohvIpcoVMajr45TpvbjHnB2ZP`-}?MZws?{mKom-|Z6*_D64u
z5tWwFHr7O~(8$YXhI&s{tG%lBVG$svqizV&b$Au4guJQo8wU!GBp&BG`SS=^!trH{
zX_#rmfi&6YsFlK<*dc<?Sxn|%xNM2vBREi=ffSos^jRla6KUbljGNX-mV8E$;v>6w
zHHx`VRESdwiK#a~$&|ThJWoipW2w$Y?FciCSvOPr)EMQI)cE&9zkg+QiTt&;H;}FA
zPkb)QKb80f{wjF>BN49t&(+bcf7hJ;4&DEUuD^C}$Lz38qKk1!5eO31fw8<zRb<c*
z!?_}1ehQ$r_3xAKXwnwY3vL@fm?Q~p+J+PROXs|NE%qT(T^c|D&~*M?9}<p@*S>A!
z)%e)IQ_B#M`MDS)h)w(u#%z<cv3V3<qER!(to$;QHWCTGVC&J-snq5@8;Zea&zVZX
z%Qz684Wt)PlcxQuX#VugAO{W5`9tnP+;0Vw7u1)ut`NOs09s@E+6rZ#TGO(v`fxzv
z@@)v`Q^Z-@zCkEbyw;Sum#ZP``;e5CZ&Pf?ohM}$c7)~9X?<(Y4l!bizV{4}n<-$J
z`e@47Wz03N3>9?aQDzZONrP-dRvJ-CsNH1kOIJR>5Y$Hi0!Ytn%yIIjszq#2W2U<3
z*RFi@{r#e!m0J}V{=7E4L$G}S4m%!z5dCrnvX4=;2?Nvhr&l8CLdc?AaT~SE0VgoR
zLmjrQX@v}z*;6T3K03C()g-@vEx-Vzr7`~&sZjh5^I`w?@3X-Ew_@=8*SLyN@no+)
zE{e)q=_%&cKP6CFRSsX^IBs|ue3@FIcXkm`N;A+#x!l~MehVvupQ>i&)=5X>gOY?&
zVU?@O1?blb)Wi@Kqvd*)X#Xs;_)2?j(tnMWSI-^S1zEiQ5LtqJ*|O9-c^rV&Y_a4i
z>6H{RF}xXD*mf(ob{{`>X3YiL3Q06}Dn%5+S0epIM`?aN>jB`A@me(+TG!HTD)U5)
zKsZH+yH<Dm2IZ+8Jg_siA9Qy*B~R~ZxDn<VZs&o_$`BQ*^k1jtm8zUIz^ZnF(Y>0r
zV8ymfU@(z-E8|w{P|8qrkn4>v_eArLYpVEwCnLK$C&DesKq!Q9l_4uD5V={ap<dUr
zmQw3(Y*(GRG|5V2N|Y|8Ky<h=UMF7ox@>DZlr)O!Ld%lw=KShFq-Qk$aAQMy4FOiR
zRIY)1>qm70$uIcJv0}s7?t7uy>+$ddSdd-AeEE0y1NUD!{&o8T&|gWK85l4Auy29P
zAE?0@zgVk(*y^Fo`QK1n|KlR4e^ey(KYLwG=cPf(b6TgF*XgC)g#9kz3^~k1h42}7
zCotBN=<^@V)2F4PG&U7<!S~wTCsapNkydD`$yIKr?8RXrj3<gYO{d(DW#m^$k(+)Y
zQMkxYqXB>VdIqTC-EAlZl@kB`4eL4OeK2(Bxu>Dll$Knv;b((J&bsI}-|VBZ+;_^;
zRi6WhE@%h6N{R)IjW#!{{Ld{7J<}Dd`%Z=igD;KO{QX3kr<JF<=Z*F!m?KouudE_q
zdwTVTZ`u03$kkd7X-%cR=WlVC$lunb24ITXJrkS>x^!whfMs(C(aAncH!Dd&1Yw(e
zflm2m1CaFeW$CBNXMUc&7L2|-4d`efqrg_2_-41S%=Z8!M4s?&c>5D%OBrhtY2?Lv
zyU$R3@%@he-gh*#d7=E!7=|kN7YN8ta+{>)?vM-f<!HJ>=9Z<*vRZPTnk&DRJ8WyB
zENWIn>XeD>`O^z55H)|916?4C@9v+L%1bF15l90|XgUlc<^r$dxi=@D!#x00GPmc2
zJHMagQs#p43x)AjRJHyy=I+n;{(qkc{#}RTf?OUIIn*Wb#pP|2Gu~Nk)5yPFb#oO8
zRr_Sq-a_Z;q9clztT)-j?Y828jUpjsW5<a=G{D*6jKVL><}zJ$DcO~z^mf^hMDNo4
zM71`J7^6SOP+D|Mt7g7$MzEp|A%zmj5@8W?FvChXUq+*ye9)tZBq}~#2MVVYn)Jou
zQp=y!89BcR#!t7zaDQ8yhq9S;v@a_4Ui;|dBJaCf?SjjoP1lNDoMIufW2Xo=a%b<e
z(sJ_oT@QbRqi0ae>Os=anw3)2^%Ajss+n5BBedif8Q4nD!!AEf38=`|<#ep=1Tds@
z$6;tNSw)-<ZqnsAF4kt$^`aq8vBqa>T(BnWRX@o<@#-fm5J`EuknvJ8>b>yRwVHOt
z_bH-%BCCzo;XPBjO@8vXZQULXn_b1_sMeL1JO(IJ<)yaqG~p|l-6RqbMti~nZm?Y?
zk`5{|J&cNw<QRb0j{39u&un}?<f%;dELU7<e)3gr9^?Mf#Kt{4WbmR|I+5xpA)8n1
zur4y@z*2PMZpunsBMQrDYorc_0O<W0HkP(QL6m|*q0-f-1H_oRPuO`r=7GYAN|*1E
zGNDw;N1op-7lvsWAQ5fFNBLw<y$fgiFGX>dl2=R@Fm4c#!>M@p{T(6x%0FkLecj4w
zk6<;QLV~=#k-Fls{ZXkFM5%}dF6(-T)Ca>Lx-%|aPwdXh`%xkT3LioN9q~<O5tlWQ
zZrg)l@3@6Pk%+VvGRxckjVQY925DHKx)PrBSQx=%kF+F0kFbj&m-R(wcRIdXU-b~S
z9@v%(Y~y2t$?N_E*q{5kW<hd6Uv_ED;v+lSWS85YZKEMVo~W2+!#$a4cC1U~L1#ku
zc%qC`j7p;4#|AB1!3B*e<(U<L;fGxM#&fpY>5{Ya@vf>)a^_>2D<*1**)LdiBGt<x
zWS2fUHin1}zLLHd9M*(TrRma5icjz8_R%L0*V0SrvrQaI?}rlv7Bb33vh(`v_VcXB
z)+HH<dmKI6HUfo{RiV<&K1)oP9vu+H=Bc}%QJ~5>dA1L2al`9tP74jmB>8@<5T8?7
zdr|_gQL1<{;M*_=*lhMaTY<?`62snE{=C)s#<OY?JBxY~TAquab4zIg=f!Ey5>~s?
zXpV@2EE<v)W$PyP*Xy)q9g^fP&Xyg8hX9{bA~yXeK3=O|;o2?d*hZG+EkZmF;*r`D
zeqew0xz>E^nJ!*^sRBjrxbP>8T|wbS^-WHe{@l>l_?faPCG>DK>Nyz|`p?VS)x+?r
zeZ_npYOcyo{9K_qTY#N>l|eKx13P0mjqFR;Ck66~v`8`}sxO619W4Y9Y)oHMC@8eV
zEb)ee?+2aIOgl!Ms4{T`*bbVk+dSGrW(dmfgMv77D6PryHH1F-II>@kA}vNVz48@Z
zrqEUYW@GcQk+}9sX*N(WuoG|=0COTo+?o}8GQo&KVOc-*^$fq?Rg;`E%aZ|Ro5&Rh
zHbGPVgj?Pg?ZGQ#x*y}G6l3)i92o@7u!EG#U%8z15rnOPu3(v1%z)h$!#ff&Dy0#Z
zM<vDw^ic%c4Kiq=I<~bcz2+D41JEL(M_R_;gl#(RX)k|iB&_;EPwU;T1xg&m@M(xS
z(u>a)@78dfy^S_ush>O14oaHwTZJrfo`RaFR!cj)i)ZJ~`PA9Prb|oYOQ(Gq*a}C;
z(fhX^Ir=;3rnVXjF1XtC*eQTZ3Wi%*`M&#&iKyjAJc<I3=r7mUI#<QZt?#+&TZk`f
z4Sk&5m@Mt7!wuQL;dJ-SrcmamXi6O!wh;=n1m}5Xt2Q(yZHzCsbfU!JcHn-WAYZRk
z1l+)sT+p<brA6Fbf$5L=kP)N)b2`n1%0gSbS-o_S{Pr!`ipdH#%C<mR#`N@s=2*gU
zOihpnZV2LLweJJ4e0cSA5wCT3<;5Mbjg8W!Vb+f5qkv`F`nq~QZQHb!XM?@A;v6rH
zy-lLa6ahcH!QzWA*oB#2H4oXS)C^fJ({-D{{+OO38~4%)p4BAO9QFN<*+AT41a?Pb
zIs_;BQo4zcb7WTL{;e2APdyY3lc*O03ejoL^^=lBk70usisjdHnV2rs+i7_YqSDzu
zzgEvlBloOT@HVA<Q$rTWyGep@=>v|u1h+Sk`Pv@cr`eJ1K`KkYVH>T76kjV{Qlf(M
zn5>Tn7GK@vGzptohp_CQu19h8^QlLPA%W-vg<E`zebh0Xgp`9EF`|eVpoP3;LpPyw
z7Ve(izBfw&m@~K9P%7A7AOx`J+PT+lvX9%>PcL(7*rUaesq{9AFWq+zWxij=EVa9_
z41dj^8J_Nu?vEzX^D)K!RqCHf*IXT<l3O1_FpOUnh$Ip`onQX-miOpFcDe;+;WG5<
zz;u#jCACy{Snvso9E2zjwO>@{EFdWHLg0PJKKp^0l>vS1Q*(Yn^$!R~<jTkyW54C}
zo|ygS?>#51QyG1%xX5`o)mF4_%3l@|B(~$EQnl55a+-%i5~W`x7`9hJyXeB@6s=8G
zKI)N|m0UUbRWWz))WGES!X7uElv1z!A{oAZc99J7(zlVAa`_rb6vp8UyDdr(QZGBB
zABJT?YD^x0aBeX9)0g%6mgSs3(rl!D#76EYRB5F9_sV${ST$Ha016FK4hI%2S6DVk
zt39D|LaFraYc8X8{h~*>BfA>RO}G}g*gjl|FD47FG;afRwn|I(OR{I|5S?CRv2vc}
zt%v3>I2=g4J|VrSmKQNNZMlmQy<zA|TI9VDH4l6M;P_VW#_nu%dfOY!@<@%q99YNX
zFV;lMY%;UHr}2~|GW$)<SlTHtc1q}-Jx*!tU%UtUvZ9E)oTMu<wu;yuiG(x7xlG7C
zHHB><fbg5QC~Z`v9R;k#DQJ6eHt%&TVArRC${zroGMo)_b?YLVkqofMWEl_rOQyx^
z=^UpLm3QJH_<ht0o<R&Neu@e&*Zl}Pa^-p#61zHnt1$@-=pB0igp0iYdXhaEc6!E;
z75-e|?|P?y&ujhLzyJT{!6FP-ABNT*d-fO-c<OesWbb(3?$v45K9*qsERgfXf1d6u
zEC+-*TDjP0Hr!`HhO<kg$Mogj;Ij7Yzz0u4N4~WYY{4o=VYSNvUG9XjmJrQo`~RoB
zuZ)T--L@?xkOYFerUQfoiQq0t@C1StPH>kHT#G<};9dlGsi48#-Q5b;1TP#4Dt9N{
zeNLY~ea5-({kZqM@qR#6QF}n`&G+rK)|_+Awd-(;Vq>}`PL(+pm%{7QC3xr~Ad|Dy
zqz^dGf2AoW?cj?0em!8&HL!(WFb*^Faw-$h=gJo!oFUa#<fDOZ_FV;5q{vhH8Ihs7
z{?0w;JqqMPK(^Dkq8JT!m=}%0iYMe10xP<pGB$tu&X-<&A{Z!&k2$aB1Y4MuhyKH5
z(gN3Ly=uNoqZ|^+1CG?~P}Ig<R$&GCMo%9NxP=03@v}p%@q1UU%t6Nx;<<0UoYqIH
z(!Bc^AaCbKXdt)I^SEV|%cjt#WtLH)SN55U94s>HEgLo<L*E*^2;uEfpv{$g3PrBl
zx8mv{vusP)mtmoHtMcp3`u0zV=nzB_#$u{$s?@nYdrDwY+mGy0aiZcA6=ku>Gw>5h
z5taFCcf8oI4zICE(>+8`9p{$zfUDWAsNi6b8EWd(v-*g0aG)#4(;_yvwa%rHTm~?i
zQQVNUzgs8mL;yd-kF)!BvN_vu8)#Y&6v11ZJ10`W(RFFH{PY4LXUhh4CAf!0jee1g
z=jjfv3KAjHI`@?uk!Xam`+v!7jnuLrWM(#_RTIf%Na0*)zykXFX{nc0k>?p>?R1Y3
zY_;nXP>})h==BW3Zsru%O%R^jMkUvqfW_(WAi@&}ImE(sarS}oPLnBoeXSU=$B%6E
zEp!@xjZK^hoJ;q4Wd3;_Qh5M19FjZZHB{9%xZwQjF%EQ02Pbhs9-_{f7HEw_Z>!mw
zTyL&DIm4;|?x0lkH!3d5d50ehIosV2@xD%(v98AcymwIpI;!Hk1m|QPIBba!9ZdQ=
zF0y@%61-S6n%}gso`%<3U;X@tZffqgX<Z2EGY8ePuaJ$L@UI^3k?yvS^fgnqd>eKW
z7E}$taRs!keXv)W;0{$&^;A<IAJ00vc*b<w_3i`aVj84F(J62}J?WP^1_S8wO-)ze
zk=YgmebgGlMPjB(>4EtE3|~3JCT7lwTOkL2E=qUscblvZlNSdM>+69NtPvfo)qH@_
z=dkaas&`No=<sHDpA%{G0wTEMa_CfPR|Ofk2<nIU)E)~^nUU!VR=*-`MoN@vy;T6i
zkKW$ew6QxWHqP)CI%=oC#nqtIOeR8BR^u+N*DB}kQ`h6=Oh#kMFU*=e-gtYv_S!GW
zZ8LPEE@h-EvUcie23mLLk{k{Gr%Sa`!0p0)72>zqk<b}mpkZ0|O(6Dz0apT_N5A*G
zo76GBJ^S*(%LR)EspfR7HB$*I?l=-vQ9P9!PB(kCD^Z+vd@Yw#X+L}`@~)W23$7&G
z3tR*{h|R3MWNNAoJ=z(QqWD*%6y!Nu@-OjQgJ0pdUM?g#^4mBHn=prMD?){mN`%RU
zIb^nb_H{o<V=%6K8cW+x&E`rZHn*{xC2!l`dE;Ltf{z+Is{fi3z6&vhhjR+;%(<CP
zmJ4AoKR$ov!HN}lx?g!AzrX3KtLsd2J(s$v)o9-|rzr$`vtRk}@QgVHc@G>*p6{hf
zSv_>K=5h>*N&60H#$tIW^nmsi-PeZAwda9Z+lS%3vDRIPr=qg`jR<h8VeHY>1@^)7
zBd-Qg&30R2OU*Kh<3yt1F)v=i^VAqMRUvls{Mo*`;iG&Lby+3A%013F{|c{V7RRhV
zibK*jpC5$ZK1q5Oa@?m~aAPkC@>U<h3Gm({F3(?&GZI@|`VwDH2zFm7U>pqCPM<r=
zjU5<NfFmG%G9o6|0Cu4L$pS)?lnPyRP00VWBI<WTUU)qp+0?%&S|KD?WM^z+ohI6e
z1%M4M-$AlpESI9$Qk-CJN78Pe>6*YoslBzA4~49vDi|~BtB}263i7sz#LS8p4I(lm
z1?7o%_#hdxU6iO(j>Y(mq7jLAvP#kQ$unEZxwq}seM%33z?4<;kLuJ+PbcLwLVJd{
zc0a%|Rf-zHdn_s{tNq>kHkxWkE}E#f?GTnKORLHey?0&v^qOJ4!&*52n6~99{CQqw
zt+0<a1g30_l-a)k`f)Upf5K+3@y{<sH!Bo=dsK0Y6iLZCR+Nwd0FwWEZ=L^lz%^wm
zl{YIxqnW&zN%zJSt>XAH+$;r(!RYC5&J#Y8^(w`)K&~C=j`pbgT}wZD2jW-roW~TT
z92vzDBwLT5-TX#pM(A@XI-e!{$Sb`nbdQuv$EF-7`t96_0jRcOaQ=LO0|ibrJL-19
zz4{5Zg2%st^A8F|F~SK$TlFD<OkVJ&>TOFNr0$r*PT*cNu$G|aN4#qSUfcto!5vha
zyc~(r)aNoYUC7Mn^U2t7pYm-h?ml5av{G?cye8UNc}fCwCXzXO#$6;e>2w;1&cigE
zQ&RocA6^+dyZ#a&JvKjmY<eU7`cS~jk>UW=P!MsM{Vj-du+{!MC@hS%)MtU(to`ka
z$h#<#*EeLOCRY{CpU4e4(a+cy7IEaKMx7a+vG=pm-!ccQn|z#;77YT_6ApzPsuH(@
zNTtNEK-n2J7OKfou5~G~xZG5P>)9j?=s^z(27uh_FRXA`aPng-gPEbC4$3lBMlZ86
zih$+YQERPhWaB%w5N~Lvd^UQ-@Q(Ax5?7qj;wnCkzhI8VzL<<Pzn@WKc=RNfTuFBn
z!gT2etYO+;eqW{kKdxgH1wJqfmUNCy{3R}aZ+>jVM&*mO_v7z@Dnr2N`e6pJE}K{)
z4J5ucCDU!;3|tVpmWl%R<aql13iXUIo0cBW8KP$2Vo}Wq5a7S-tUg><qKd&7?ag`{
z*>S0p0_MNd?_2(y;pp3iNfF7Gs*_Jmtd#^Vm+R-A7YlhskJ8G+`+wkr6Vta>!|GOO
z&34DE`U&Y*F+|T1tA{Y_D{|rS6sJP3L;kHiIeH{88^X`wTImNV!Br0}IBKe3Q5(aS
z=^H?PxpHQI<1*X2$ZAPF*Hk?JrvK;?44D;DE`q?Gn_@r+uBW@kuK=H&l&%+J<vY~w
zDtMxyjV4zEW{M|4!0+?JY21I)ERq@A4ym6g-Mu49J19TYe1LVtjRRx0?@?KzhiyS*
zzwUA&1u@~4)-=y+esUTGBkHQ{6Zwel-8SQME8c^&=>0n6LOQ@KVC(%EhW*FaJThbt
z`f6H(Fy|`_nUmR9fDsnnC*03wv43L3oXscSLEFlT^h(tW7X$#1tob=zg(U>78NCux
z2i8jJ5jfm{+=lmSKFIhY;Pb~#l17g>h74Jx{Pvi4a?ev(1`t?8{q<J*tL^m{Kl`24
z{f~5P&Uq>QG2*R7(HRQq<tWR`87o0<pz<9Q4!yGIP@J<*O1j*LbN>$VY!ax#iSNvi
zn0*)#Wq_HK;Au24R$HT{6u*0%-;-foDuq#-WQzIlUi~(TXx<(LX*wi=__>jN`3|}Z
z^!;3(Mt=v1bFVq>8au!SiR^>iPNcdK_wP4Qm8j&bX3kVhb&uB}$nrg{0LL_~6%U&?
z?2>Qo$8Qgmj|&CE$gn>S(BZI37O4sI>Dg&FrW)of4tZX~a5)#5+5(7|gL1rHr5)>3
zf7{n|Gfs&!b#+O2Cq)yWpTO5i>LTdbU^$wTX({=T`P$lWGr!kkP&p}^3)*yG>u#C8
zy+AbnsDhnErfB_$*5m=+a5c5cs<-efTeYV^dl&kv@1QsAK%+{b!^zR7>b$8a+1|~s
zlq%~&wEVB;E5-pe=Z5fqgPH7XOi`(i1gpJ%+H4?ryZU+ZbZ3RJtk3{8Zi`A84O$O(
z%+6(OXGd>q!*@`jviXMIbJ;bzv@cmQMj`r)j&$!o7JXE-n}W5ek$u+S&Q(qi;|@f>
z+ZyC(s6NEHAX&&-!oT!IIMixNSembnv(`^liC4Bof<%S-PSlGao+v352}%<~Z)_O1
z<{brv+AvD?{lc6uCsrIOj*^IwwTIYIPu$$pL{~npHX!H&xZuOouTnHpq~Uw7?%g+(
zr0rU;a%R=;*Jn6~m>Ga{avB#6ai$=%(|V9*XHz(!<>dNFoV|*Oq`c>C`1v>bCCAow
zpMEep8D46?t;uBgQ1+C4MAf<KEPNBpz}R^!&!PjS4fqyHr)B&b*Pws({_nKmf1sNX
zL*liZs%#bSCG>M_0T2JShqwfZYCPHUcaTyAlNA1CEQ}SqW{TdAq$2zR9iTO*%2O|I
z6*ClTPl~SH0(2cfc>Q|6KCEFbb14pnNK(GC@CrYAa=-jw0x<W9w6`{8n(wds7)8iH
zX4ol@hqjwgm!oM8ogxp-m7;m6qhz+Kldd5}qvs?Vsu%h>C_KC()cj@h3BO^<HP0$(
zaZc?}@m3rG!Q^?^z12+Vn)&dwyK2V#%uE@mXrZ8ksGR-#$NQNRUbJfI+g^a|B!Y4A
z<Z$uw_LPEl7eLA0;=T5$LitpTO%1I=7MQm@Clyhva>EZY((7u-oT9Y3lw}zxAL1I%
zHwN)@_qx3Zz9-0$pHIT4hxgWPX~M;kTIK{N@#gx#M2RGnBa8G-a&BZdpHR5$vWMWx
zNBzlq*-hEW)PW{28rKCy@tz@tei%M2tEmhxRdFcuq?$r~S(zMQaxkZ>{1SQgHaF?P
z9;88xR_Bkxhd)2p-=arcGcRBH*?{TN0hVyoi@qCt4*9s!1-at}coBnx9u&3pvIFH1
z;+lT-Dik;@6*z1JCE7i?Znq-BFwqP^;Xq?v1mH{Ye%5IFTZV!Wbaw4@<T;yfFQ@!H
z+b8dC^N8aL64<M2K8jwtCV!(v?I~fy?b28NcK!`z*2hMT%6uADpg!ObKZXhE+ga)t
zxp;jCsXnNERo8D6B_0!IkXmPQjJk^tBOPFo!uEFfw0B#gaLX;rIYR0eoQIKnyn8L1
zAGUWpKyKMTPLJcwiAn0qxND7^D&lD%6$bmGf$x0>fms^VgRj+L(2h1cpoS37`^T{P
z-}kxsUtm4exK|Y@q?Wd+spHvZzv?V7<*7#7jLuxt(j2GZLH`(~e?H%Id_&rmectxs
z0IA6p{+X?y47)j84<H#gYFYlW5hu*{gk6<oZgETVGq_}Wvk(E)U|=JyfNR<DSQ^nS
za8?1`rnVP}(x3LAy*luJX96Z}xyt}?AOWHC3?;|UzUn_H7td^vuIRIhAr#%=?y3@F
z-qX0*WhX?lJr=anyJ$KpBsSW^oun*d&HAiUg8IGk?rdtd1z8+9FO)~IvqXbL%y3!e
z?iyN%T~KHJmvLQtc4#zrdi)m$hMEx9UU>!n<%a9-!ovGYoC=oLNmilN67bl&K6p>0
za#$OQY}~chYgWKMD#^)H68#PHYCwop6IKKIlQ9!fjaopc)%>>o2{2W7e;>%=p}-t5
zaIM?LjxDnNTA{vIbk5xE28o*RD)k$pd9$AHpqqv34VBp>efMp=);^;3(&1}|BS?GQ
zB-eOKw0gKA+GuPA_hVzl9!+B~k1wH}t5giQD61oA51>=+Df9x?b1e9&xP6SokUAe}
zk*=d6=-=c<9D71i*_swn=4JD)&Wd6-M&QuXtmmRnJ*+W&7b_$(&of_6-8ZwQbBvL^
zuTov*@-i|dEWLTIais>IM14!abA_FUR%Fj<%Bw#@yNl3l^r>Hj;PJ~lT`6_d16H0H
z3&@pMp%pnx4t11Jr>CXGgRfc8B>{7GTD~;Af6CZOPVmoB(Fdq!Rjl~0fduE9DE=C&
zhiJQ<VUvFYq(2|fBj~S_l>?K`P~ixaByf}ha1@X<)2~^+t47chZY@FluOZz)%x~W1
z<o1Nf4-Zr~M(Itlfl2&lW#YRj`P3)EWn1eJ;Q_|uZ1<2i)(5V}3Y_{L#R^$*NN(I=
z)B|O12pyB=7h7n`$GPSV<cSMSNlK9!EX>Lz@r>2o_D-!!Xq`IYTw!$=6n-o_;kTvx
zoJ(0-T@GEmqQ&I#z4vF%xOnn*L7+Y0Gk_jOeFx=pT^coQ4RBYdbhtgpD1UPM3;E?2
z)vfk7TOBVeA5n(`0Q;S1|Fm^}O;K;FQDuS8B;h^PP_gvxpnKEUd??A!;e?vy3M}x2
zax-ZYEvLJN#oS(dWKok#&;8<8S&A3=_%`yUx7<9ajAR%`w8|e4t~lN97F#ncJ|Dg@
zAh26p5Vf4~be}O#7_c*J*PHk}IKtp^d{xS2aVXds@<bJf2usjzw%qJrrcD3SK^?Fg
z3I$y8(1t~KII&R!y6L)>h@4K;QCqE?`K9AJ622Ar5}_$J+Bk71`n?!k>}>TLN==t=
zrOCqG<tgldD}EZLy~i1`WEzY^H*x4=3>(D1gK!j^zKSEdP`5>qENhP26>%$fnm!6C
zF26DXM(d?2D3riujEs?N^)^HjNm$!c<6a>0`iF(u(^v9z6y=DRMuyS7f)q)p23V~s
z!ifkkmwvETG(cc4V^w$f1lgIYI8rpDY5o?cc`lQ_O*Gr?)VT~lSQG0DzVH5VGMSt!
z+pc%n&5lpkXA;X;3SMp8wks7ynVIKM`0EkS(UpYNELSfc-iqYZ6&k}q8v0{;i%ZCR
z$9+l#{@BOG1C8OfyoBxXECrs`0R3C15jPt%YZEg&k=k+o*s)r9(4D#FBmAY*eeMuC
zVeI1~c&8VJB~bqjpF7Kh@uVuKXH|wGDka17_*XYJ5!}5zO&PCp66F*=j6zx^mGvs)
zUW7a=bt_x)h~E_QqBTQ@5V|b3Q)Lgmw-MszjeJyvnVxR{sVxF)gSM4OVOckHSr}hw
zxV-1?gyVLo$(F`Tf7dvhId7i4o@T&~k^}jCd<7BL)+L}~SD0jfU5pf&F082Iz{BDo
zG3D#oXpr<4%3rx(Xq<kfbl{YoH&~*n)#h|4J?}p>p7JSw0eAc)oZiB;<4&G%T)>J`
z(2%^3c&!2c<EQkO_!rEfT(`JWgGBB?tslt^2%rhdZxA6Q?P3?~-gi?Bs8x)f(1Wg|
zO~%+B6?t$L^L)#!^vfbs29QWUY>QOg)L4+4=bzIM;5Fd@D*JP`*3a~ClA7kE@h-4K
z`-9(p2f;L>GJl35-?{DZ)*#KUtM`wAB6e2c8gnXgs>qW55VHxmm79wm6YEOp?kOI~
zjh_!bL~)BsUBsVKg;Y&B+Xd@D52Ot>uKEKh9Gkl=Jd+XCwRM$H(MOifAnzI6fLQ&L
zO$1iiu1WL@^Ig;OnkcgPb$_#a=Hj@{dVW2aMD7N;qbn)a&yJK*$h_rYG>W1NH*3}d
z3}l4V(kZKqr(nw}*_hdk<)u|Ai`o0rC%}}UZX(;u3)|}(mbpcS{}_BW5Ka5UC!%7%
z1sg@}+$=rq^Ur)I)WOuWtV-kSmA{x;z6dw6l5~PbjuZRfVcDgabEOjMY`I+zriui*
z=5~>mzASc7wvXz6!o!Jcx1DOyF}CmM$=r^*>(kd3H+AU{_e`Io2iNFjcbzxhc8#5H
zO4q%L<4}n5xR8uv?t<Bv`LKjpG;>OK|BlA{b=o)zjIeUFk&&MyF$tQl`$`|Js7ga=
z3Qign++<Nxdo$-jG^V%w&K@5hMb^mG>)Pb4nYnLq36AY0o;mZ6oahDEyrpNmFpZ4m
zZ*~{p6P~+k)HP0873{Q6YOZR<KMLv1n7&UY)+;Zs>N1PZxJjA^21vOT(tL>NytsLe
zrfkN_i`JKiBoxXi-j6RjK#nSZ5*(5aY@a>ru(j#8zU#wqzhi4!d&zxDM%^vo3L<k3
z`9*6P#Sl(=#l2-mPWO1c5Y<_@9Gn9^x_%*JPw2GDxGDq^i1vQ?raht0^3o>p(Z^Ht
zm1mk78=(`!51CY8$ay@0C91N5TMqj~8kQytmciUr?&eo9j}F#jeRpXhJMs9xsqQ~k
zZlCp!$4VsGzfmzdui$i0ZuTCn6{g4gl$pkXa=^iIZb`=0umZq7S1(1oE~w@Tghf%J
znOBg=!rskx4=E??bK9vO#)1WSW2~AJT=UF3Wee@2b6kGxhCvu?{p~b6uWx-zN|mn|
zs%qDg3n&SeALD*#+)zt~h%eOT;<J)=CJf2LwcD{YRUIobL5TR}wa~|teo5g+>G81U
z-Wk$W!4tL&C7hQ^({fQmiku;Jr<67B#%R?9_Yq&DI46dtSuqkOZ8DIceH;IAd3zue
z37$W)<%Br}1E5P(lj6pY4Eghk!Q&Hy94+!YT_X~tSODhqmsmSGC#F)r*lP}%T@CPM
zl<u3(jIP@Vu84tODD`gAK8?VGTu!6|#(`Fw-aKQBR`JK(9ePq8dH@B4)bfK;g99_A
zHA-i+t?%mj0!y#X(CM)?nV#P*CXHJ?U~Eh;g924rmIW<$&Q0&qJ_gxdJSQlB*RopP
ze@t}zooZhx6e5OcyNrqwxcKUzM#8##u9M9w`-ocVY8dtj_y(NH|MKdg{o$%&+CyL#
zdGc5azm~<xmg-jaKmkfN)lSuc%1>X!`4AvCUbODdD)EubES4s~RA?<08-s$bq9M(K
zSB*EJ!*9n&qrm2r?ftX8&~X7Hyd@sd+ndY>XCEE<8d&ad%nqKm$=61?+q3rsj_A<1
zS|29)J#L{5ko|Ui=bkkOD{S8cs5@usk#Qje-b<j*_<|}REVq+=m5)vWe30=%8O1hK
zwuNlRo<rBN1iK+h3^4OK*=0ugSauoLRr;7MLsuTG$9)``!-Ayk>vj|Xw?069+>iyN
z)~{TUEx1vP;Urey&M0Gunx4-#^yi=k!FwLIB=3+G9`o@^I`+~&;2<4vCqKb*<Q@Tm
z=gooVITkROg{F_V9q#Gy$E&J9U)%`$?n~8tYRpoZ7=U!;G5r)JV8h?RGuu&kA_p(*
zD_xQ#l~ODxu)mnfM)u_ZND<}HR9Yqz^}?)Z!r`v{*wrlnY?Eo)UT-=kElR2Rhx>DJ
zLg#l-y~6l4{)6uzyX>!|u|+v$><#5^YzHl@+7D7R4Dn0ZXd<#gl2$6rij+tB<cL?U
z6||ZvD-oohXVk0xWfouENU=g!RfCA#>|us=3XY?wbxh!$wXu~=u)>L<8N$N)Paf4N
zw3{37=m5+mq+vqstk;+Ht+O*XiHe5n*ef4b>#Wosm+WSx-sxXrygBfmc-jZ0N{v=v
zO%`#_8+Oap=#w45#nwk}zMm5}z}jGrdW#Lh*93k2k?sEY+IVDhB5d2PmH<xnnsv-c
zft@CP%9Mi2(AeBeY-91RW{hw{1Zm+6$jKrY-RN>%9B<mBxfVWJ;Fdvq#+&&8O#%1j
zUA!yheTN1$g(=fXE{V$2U9(_kQ~O^&^2?Ksv{q7MV-os+)(nz!zG=n|)^ZQn?u-nO
zu-_=mE{i83HNfHI$EgVeeFb4O0iVk3w@<a^Ay=^Fe|q$4lsRmopn&Rh<69=tlfm7O
zK`uQkGR%A!xm=aC3u)2kN*WtPT3eHi+I=PH%!l>OOX1p27;<Hu10C39wekz4BnV`L
zC!#g9;qvR4!GoP(&~nU|r4RzQpn$eZtfE76;_YB-n}k;-L6eiWa6j~vFi7uubB1_l
z^7X6@V;lb1Ykv<Fu>pCIuH)2zL()e26}~TvZMsbx_5z({&Xy3e)Lbob_CB#QBH?yF
zBEIqWDQJwqm7Xjqtk@^iopX8T{%NORhZ`GDmy$Br<HJWdYp2`hb&{HbeHMFX1y<(9
z?u;!{edO-YrvmY9IHp&Hule$|vBBtZVzimVF3+;DTy|tg>1R`e7`UG>hcjKu$?(3t
z&m$he!oNj|w!g=ZA`hu{=RXuy{KZ7`TT<W=hh!Gyj`DmDV^pt!2B5I&!+o+P^ID|h
zagc4%aj+$=?5&~bJL7iq&r}T5*YrLdci$~xp!3h2a&SGtE^8>Mmh+VDm|2Q?F&9Fi
zAK83&mtibIOgLY}lUa8vr!rVez_BP5vq!MSl%aPDH-LpQUd>_+!}}KBwixZJ{{wsl
zrl4FKHQ2HK;o+y!Ed5S#12JIqQ1pU@(ww#ghL(SM=*ti3_oNsErG#*uHw(=cHF4mQ
zA8MXS8{18&)A(KlWnU+{-bo(z-?(32V?8SS^;y`{X3SNP+wcvfoL^m;|FSr`3V`oL
zDyx7?a4e<uUV}o>5j!lJKet1%r$Z%JS-TWU2osdDpH_Wp`I$?^Zrsi;<U&O0;?3Ui
z{P{+)4xDK{tMbs)C`e^B@AF+tR{WXPS!n0TJMH6>nXty04v<z!9r@%_ZR=_6ca0z3
zN^P(Vh?`nK!I4^>GU}ZiZqak&KV8z$NQV;Gv!56aPCJ?A?AX2j79AWaKz>9Cx0!l;
z=8Knx+$ebIFKr}YogL%7kaCh}yNu-1f4yKYD|SSqEzMiW&%BX_<3w(9I^FyF5u-yh
zKe9mTIA2vxuGCtjTdNEszzLJcg-v?x+G6)#cX9mgANe0R#^z^$%aKPDiG2qEP1=)R
za<`mo{Q&19W%J30)Pa80;r-4`PTxTVk`x%uxfVaNe=i1R2_4(^1Z}rE7k_us8nzL*
zCcG8Qge!(w`;@&)D9jz48{pu+%XGr&na7Q&sXfY!J)pMf&?fjyLIeByRE5oh;uPJ`
zcqQ3}JLNg+=j#}l{rLN}B~w@@|3<lxV21YBVpwAGGr3hq$4$o4-Nn$LYU|JWsWHc-
z(*6#BIrQI(j^Md(|E}m@&C^`ak+G?qDz+s0!b#Bz)ei&BWjPkxvN+{3+vEbsmrDNF
zE4ZX$xqyG+=G>!frYuX&_Q>Z%G&dNHgE4wK-Bpu$6>7^G>JwH@ilEksl+CzL@LXPF
zyZO-L3)hdyk(K3T_CJ>iXU6rkTVEA95sA+kFm`trsw&lCL-Ld-I^Rk2O-{o@#eQw&
zsNIl9H61A2E?Dkky2YwtZtbk8yBK=%ZxOKmp9omvuSJQeMZ#Wcri@wKn2@#e<Jg<(
zI%mA;vv>k0d_dF6yOc;@`&C-HS=35T=v5i~iHu)mqP;*S0Ui#cktrr!!<K*e3jJ<4
z%>o?Wuv8W-AK0$OQwm@155u_;sgeTP%q1PxFn2m7SDPZRJ$h_HELXi|b34B)_clwG
z6Et`gC%B^y3sGPgSXlQN+khUy7~bm5^LwCMXK12&6JD%8z9-w2_ndy3cCFpAgch;N
zcPBMbxYLv6XxnDtY3XQM6eW9hX@WD$yO!8tJo_<R^ZN&0!LEf17FDNYQ)Aj$=9OER
z5t0Oihii68fa-PDMNW3?N(QemXLeSDqA;t<#kz3v2{K-tNR5`~60mgx@^(Nlz~Wzl
zm2RJ@^E_LJz3?dKmt^l>sHY+zk!iS=$Yf<@gi$R!G;7w1tTND!@yoMtwt}5zw0hFp
zJV!13!g=9s3GH6@M)x-mqyr}vu(*Ez6~1V}XfuXBi6N1kjJOt}fjsyYkxQ`-(&%P)
zR9=O0`HAvJ5&cDM2BC4-vio_xMD`Yki$Cg;`uU@Cn|6l%`@?E|p{_%)G`x%-AMfA5
zc<bDOHnu0oS9sJg>t9^xHdfTNtU}U#K7dg)(NR)Dc0t9Cm?@OwT;B>GKUyyZI^#5U
zi;Czx$Ooq+->DNwG4S0zE);$vgR~wfoG)A|8!tS&Y0O&Bky;;8Lmjh3cawo~KpZa^
z;+O|t*j5{!^NfkBs;czvplW>DP};9iBF_&p&2{@`K6f+*7V!MbfM+Gu?nXhs-1O#$
z!l*=0-nrd5F3KW7KEU|hWT@Au(9{F0<De%vn1f;l>bR$rMHW-9o5~J^Q*r<@ovCb+
zis#70l=Fp+CVPm&!i98KI(pq5dkO2;nsZt@p3$#MBl@iE%3PErDK*~lKBOUxJfSGE
zZ9|dNxugduPg)hTSwE)RwJtEcD^#%F5*bY6$Lt4shsHRJ?ffHw_`xXTjsa*l*u1d)
zlz*Ra%b7}>${oJjfBAuIzuI)ospZN%<*94>L0GPxtvyru=>g?xEDa1d^$GU$DyB2m
z=kwqeO~}VbcdH|_!;Gqf)bzPN89(p!!v!%qqi56IJUDPP{Sx)MfP!&~qdO~1QuUMX
zdC+jzbDL3<>QWyQokGCg!SfbnhwdM0G}2#dwCq>1-*$FFB3a@oV~L$#egP5h4j8?>
zY=`A_(eAvoZl)m6t5jpAK}-eBGzHz-0Y={lRrk<~h_!TgF)xy8Zpv5la=tQkh`3IF
z)=MWm&xgxT!FM@)BOgm`Y&V{!JBO*Q3cL!-CnYVvWob!T?>a+;NqJ1l{xcY<ju(YO
zlZAWpOhRwHb~CL|rF!X4unTcMtv4MYO0M}1vfo>UlcozjofBu|DEc}tTXKR`))AIb
za{bBT;hLeDJ^uc)OH;m~#s}zw@j!!<17|nL3G)dp2Ogd%OO>Kl3vFTj+ZT0)p-y?Q
zpWrBZ@u^>44Ro&CV>;SBG}K$9x+RZXtJDF{XE)YgoXnm;>iS4+O#;ds+PICLOXr`6
z$!d%FHpfXaT}{Nt`{CCre8*hZ!T$EXyEoorqYYx=%d<YqpV7o&wI{04(@AB7xCWvs
z4E~1G|C0#&e@$5ZFKb_5^Z))HI)Br6#oIRoM3kZ>M4nt*inOnsH8CZRAdbuw??^5W
z-PPOy>b1ySX9TYlY9csewOL+GPAEsjN&uHV){~Ot&f<9jLr_9BGtHr`vu(|@g;}7e
zd+*s9UMncS=V7tEZE;pxemPU`?}ACbpz>Ot*h6kTy=7WjD9SCRqD<e`&eGyuZ9~-I
zYZ*@IpbtoWF;Ye{=;^2e<C82~!HcL^iXTMDA_%{=pm!tW2eXv-EAwk`CXjiM0sXTi
zVmsj<!M?f}526zh&LBvr!U)QQK45pnw5jP~aD0)G)aIU_6<T;2HUh@ABVN1(9f82w
z?X77^;et&<80X_hUlBd;&dAQxc;5A(O5ml-LonQ%Lyeru)6?R)?LBy>rq+it3^vZT
zN|wVRRHc<&zDnhc*{qB4Og3;YaOpMv%Rf;@8$ZU%{Jo@Xw53KNM3s+eGOs)1(!k)l
zbctd(Tx&>Zq>Z$-f15b=NDR}Okw9$oxKNWd<~Uqn#DhL_YZg_;)#Cu2<P|mapRhH-
z_(e5A^5RftzDw_h&cQ~o>2fih1(j!7)Qj3LS}{@Px>6spSq$geqiXmmH;Vy~YPr)>
zUPlf<2e|rb#@RL)Wf&4^(7T&Mo9!Zf!)jp1o>=TGTEV$BDW|AyI?wqQ>Q8t<=-#A~
z@*rAZIP>Ih3kM@&tiZY$#c0WU_B6agT?&(@jZvQxhrH{Z41?&-_!OEIig7y8i~4m*
z+^)1}aG%li=A4c3P*a7uMG9@zcrim`*v4KfitDgrBGK<%{NN<+?UErtjWQc2b8u1_
zYtOx$vT=Cnh{H4w_m9Z?nh9bl_IQBq&7Jq7Ok~EmAM_04AtpLLCfzYwUrrMtV(l~(
zCVt8^rX-ePv3rCYa%-pvl;^0`r{Q6@TvbvVq?N<j!69+iaE)Y6&alK$p?zXx$rkU9
z{t5j~;yqn7{3z?p!%m9iY4}-9r{@hz4Rb1+g#Jk?$LxH*Hi}<Vn77}Hk^jgi{y=uU
z`+MwcyOJUkJhz;>8l-N&OoqN+v1SH0RDXD37&VjOL_PfU&BEP%ACQ&3@2-3k!YS1e
zW;R(XUu?@2{RR`tm-N)^lwZ_etSEAaeQi8_obpz+KTjYvGn%>&AfEINGCobjN@q`s
zCck6Omm-`CU}c+dT+5vPqw&n_k;2^Xpsr&`_#t<Vx*OyQB6a>9#Gn;B@bNtSImQ+5
zHVV*6%#bE9t6CR`gD$C>clm8eJF6}ie6w_)>O4Bsc-3l(?)0Mf#X=WgacQS2q>yD^
zi^(HU6l!X#pO-yHAjxh>c%81(TK<xp+J96*_-UjPq_rswDeE((F?kZ)qrxiPiimyb
zo7^iJkdhLkeU8rQX_%*FDUh$L(H}}ZKVRQV{B|LY&M%HZ<QQ${2Z649pD!?s^Y{;e
zQNu&K#GDnv6PW*E$e}WFwui)=EvyR^QmvCa9;uFcjKIrSAee}8G1aUXC<_-}t3($O
zNG>D3K({QbEv;-&hi))MNU-z+y*oItZc#tLs(aYtQfDyLv97y1q!WpUho4@EE3-Rj
zoxzOsy-@9Lng}WgA|#cPpddB*iCg|26W!r_#k;z*9-rny-Y;T{j@I;q$GJ@&NM8!%
zTWgp^o;D#rdnrtbObl=Fgt{9YFy`Dh$l{}9z@-27nkUru$-O<T;54_uY(a%9Onrzf
zsEOhp<BhZA%*WUJUJu7V22-)z^HZe&IiUYa={~R|7d0L&N@gPLy=M@>z~5yNGdJ5~
z@nWo1H5xyT_UQoAX|i=*GeUvrsWA(^8C%UUb2d))w=EDEc+UAS?&<+L`<>)tEv2>8
zI8aKqc(W*!^_e#?`0dxZD5U!)>g-I0_cAdJvXbnBd|FQ*a=}d#RycNv;@DQB!z?-g
zlaDnC=0F-fZw+zQ)R*G~UoSnLNRdx3SqG8ZzsO2*7J7}Td22A?S@H;5DVx*;294ot
z`8U#Md8(iXOCUay@_%V~^1q;W`1Pa#5yHRrh57BhJB|x}_95eM0RGVS81^+MYqGtX
zxdwZt34Z+m$%}+!D@ceqJvOClQ*^qky-Bk50LIQrpsRIV)VTt88WP|Mcj62QF(vJR
zw4woX*F>-010!_R%q484h`~V?i51s)Y+xP#jtUk;ovyXlOMtUj27L$RrJ}^XgLd+O
z?hg!92IK+*@GvME4T2-3h_4oXfIS<H#0D6uR7gluf8TI9WJiv?^5|-Jl#<s99^(Bp
zBvlr$c3w+b=jWGma*Hu*4ds?kDAfW^SILazPrS#UUz19%${%f-d(78;>6|;goY-Q?
zWF~izkhRMzWHf;oLB=3g_5c?qbt-ku3*1aZFHdqM-c+XAKmM$^dl6%OynoLzZeYGj
z$hyn6P&XqeP^M=-VJw%*Vg$Igs6hYr*Fx%ILRNq|x53@tL6*mvKflAwa{GJMUg%08
f-(*YYSBMRoo26HFW<XmcNR%l42gNiP-)H^{8vvjB

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-jurafsky-transformers/images/image-4-Self-Attention Layer Diagram.jpg b/apps/api/app/data/demo_documents/stem-jurafsky-transformers/images/image-4-Self-Attention Layer Diagram.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..035d349b4216aef3b88941fbd379d8911114a4d7
GIT binary patch
literal 23545
zcmdqJby!u~yFWUSMnaVC6qFL_T!gepNtcR92}qZ)Pz0n)K#-8`E-7gijno3^?(SHu
zb*KA$_x^78Irp6NyZ3qSA9wK#nGeo6$9QAB?`OQRP!p(m;Fhwyl01Nh1^{T_4}h8i
zWC0v3ENm=H9BgcCTwEMHd=diun>X<(Z{Hyzp{1gyqotyuVPN5AV_@QBrlDaMy2tr|
zm!F@Xo=rqT_@OvAAOFK&FG0h_#l^pgPeDLH@sN>*@!|jR2h|J^;{f$Hn$gjifE&bU
z=)`EKc7PsSCnnk-AK+gfv>WIcm{{02xOg|g8>(&rH_*`0Z(yKfVq#!`cYA~X4`2{u
z-e%;L#=4{N9Gl63<l(!hG#qA`vKCU!p?wy<7mn|7@yN(2D5+TQva#R0&o3Y-BrGB-
z`$$e+K~YIr>#4SmuAaVu*-P_R7M51lPR=f_ZtfnQejoe;0zU=?N5_1Mjf?-BkeHs4
znU$TBo0nf+QCU@8^R2e7wXMCQ6V}z;Gdwan1|OgJIk~X7w7jyqw!X1>aCmfla(Z@t
zaruibGywfS$O8ZU55oRI7cofJ4Gau)4D4TYq1|u;2RbnZCL=G_ZD|ec=MHz69=^jN
zk%>wxYr$pa)7&S0;W&gx#=^hAdhm<1KPda(5%&K75oLc7_HVi-0eo~cP<ZIX00cO@
zWKZ|S`yWTHJ@<TRdCK9cG;ITMWx2?Deg+Ft#`kXew<}t*rH;tEd5c2d46Qn^Y*|??
zmxB4u-p*uF(u6CrSq=b8cjpisbJ!^0M^!d-Ui1gHirkyT)4=_aHnKd2BCABMBs<rf
z1fZAx8J61oJ$_p9h16iK<y5&5e#5RMVJP?XjlgPYAfm@ttcN2J1^9c-qkv1Y%0UFS
z0c64C9D?*O;zI#wa9>daj=1>dI@|n&x01t_ZXrENuiE9+GTNWO=xQmCnTssXo%Fuw
zlqc{!R}|p57gn{*?pVM8tT+w8H4FKE26_S$>A~#4U!ykJU>61Gj#IZyYLEPc;j0K{
zcu`<3=?rvb3`n`QuztLd7b|U+q<4QBI&HZ>tAx-pAxn{$%u0&3M9)sI4cy1}W0rT@
zU;UJu!P$Sq7dx-mV0dkQ<}^3aw$c+L{>c^bBY;Eb>kGlu0bdE3;MJzT6BBW+`<(~{
zq}e=10nIL73FCrSBiiP0md-pelem7)tKEYQ#bfwjrBy|rwO)>8C%AbC>_+*la;Ss^
z%y2a{lM#!ZxICk_p_8UySyso^l_OC{`)fGOGK`jdQLp^r>_NsQvqPnCr!RX`kHpv1
zYQBu+zF()K8lId?DiK0>$>lm|jGJio+vrQ1K(nnQ8lrSxiCpxY^xBf&mRGE~xHUgh
zoIUB>y>L>iJJHsKsoi)Jt<uLCZIeXzVG|L8s)zEeP*yB6Lx@WYNz;DGTY3~A15ZE!
zzFShXT%`Tb*2ew7{c|@p*`Lw3GQDw@wUx|j_f`8FhGwRX&ONO(anou)b)7z5zAq|f
z9_sZGQ!lx;OBh2P`}to~{i4ufE3v_VF3cgfms*(#U{N~Da%I%OuIB~3ZEnxC(oYVB
zl#nS;hE1pPR^EP4Su?oL^2~Q)qqbbFbkSF|?w{J#Jid)2bvLnGfWLNDQOcx_6Rg2s
z_S{idq&r4i|D;Qud9J%~TA!1JjL)zfcP)u5@3;{aHR?QnMOBXi@XlILz%iFq>N#O0
z+VGIk_}}-ys1O|yl_qrwZqKCcH1t8$5yj+S#Jqbqqtl4ve1y*@w6P)mNwN~M`V7NO
zV)-Et-ylY4BT2Aw9lgslg#`nCKtqn?KZasoZq{di^@mF0Xhtq!Nl4+3)^)KReFiKI
z6C3+ILmoq?aj!HfYg}-X0C{N%K<xg%h(sc(N7QP4?_9uLs}`C9O=!!6>b}RM|D0O0
z^mwKbvySypt@JD5WbhFRAlhiU*`T$G0$x~MaxKaEF|mHb&lt@EmS(F_z~6QD*9QE@
z2DLfA`N-dGgIFoUm{8MOq)!jB!#3@(-5d;TtQYbST93P>z8-Or3v)3Rfs6E+;XW+w
zQO+oRo+5Uut;+7lzg70{>ib_@8;!RUzQxVYyDFi|Akyak8qt2on9IWEQgbVXzG?Vp
zAJqEY;%&m*_BV6yS`h5$^1*HUv)={0bZY9gYv5c!_~nn(L?Prp?ND8TGsESw&I;hc
z*1=`#JV<qJcTcBHEi7urrM_1S@^kP^!x77!)?3aD!9FVEJ_RE$5E#f;hOtMBJ*SBm
zPfakJ$6t%EJ|hof0Yo_frvS>;WGR|>KZL&5qOq3A`@P38PgHO-!r3h-zTkf;KWBM)
zie6LXQq^&;g;W@%MgimfHOL^+Np&<Mc+}zfQG1Ut7PS!bb$U5IQn@MCc9SYBCFVKT
z$#tJAe28F>CCnFciJaM@ZjC$Rlguifl{!7Lj^XIQ@FOC@Ni)M2<6Y_6Hl@u)&-lx#
z1+$|k?l<)po>$BECL7(8Y=zIEpA^T{-s9G4o#m-dJo#XtQ$18SU4u(7oEut@;wzeO
z%T^aP8hTQR7P5F1P`U3~BB~d1s-jQyQ|~tGQW|=aZvSLw6<O8-6hGfa&=F@Z!*#gO
z83o)Gqlrl#riq5qd29t=7AHn!KKmf2{^ZF}Xd<v+_f}=GUuH=!RjO=wTy1#8Qf;d5
zy-JRB{LdORg=bHkjMV~NJ|kooW+1x3cZ0YW^dG%;)RmC;8c(v36dOXw7Fvr+W-Qv+
zQp;5(6lI4|lapt@X>;3GND*E>>MD6Wl=>t_uELg~-FfexTv^EOHaa@pD4J(&3C+RR
z$u3ERXK_l8H__xGeOJ`^xQbC+fpZGW0YO~Ii&jH#$qnw4d-0#bGQ=_hC2q#!wY%ON
z)R3aJCDD+={MVp?ryd~`#}jJrWl!W^-8f@GRt=BeE9yr9IBUU-2PDlX;FZx7S1iKU
z0SnGWQiSX@ku#feOz|Dpq6y-(VX-Tr_U-9$#F4<^2YPcXcka4`_ViK{Q*6R$AygNp
zI^#>DKGd6ni<ht`QN?FMf!meCc(<0;JPcWUk^`%}4OR7q^b<5>g=QHXeJatKtu6<H
zdAJIX_XsDg4q7a-r<Ay6Gs{V06CcPZRL}w|<qj#aL+4`cJc|+dQ`XT_As$9`N>tS=
z(}hoCC0dx7O5Z9isu2w4T1!$Ne6o6OMU`1S-2Y}h-cmO@%i%qt{B&a3e(kPdOUuin
zuxO*6M5ib9#znF|+bP$g7S-(NmBntb9_od;AU=esZ5z=G<`+b(n9kbW?$sLtsppxm
zKdZQSRhqsQA*;?rY$N^S?`Pz3rTG59*1kjLPjPY|H)m)#7+_ETkFnZdb_9LKxMHYZ
z({<9hN}r3pUmRB^uA4n$ZNPX1XhE&`-CXlwXqjPtm~5rb@Yb&LE7EP^3{HIODx6})
z?)rEBWQcT8Fv)K|MSeodGGSdzCFV-)2$P?*DIg;JRH2^uDbb@gW&4)oqd~xRW2({1
zRv<&({FNMMBQ8xaaH!^6Lu}}NQ#;P%kwaVV<6-_(?jNK|EUv}%E#USzkSr-`<BFa#
zFrY9PVF+Rg8;u-{>6F62$4BqiJE)E*vT-Ggt5ccqU~*uc77E?0_`1x<j@$W0aW7O?
zY`*DSF|Zwahd^H9o~~`pq+EgGo3|AeuNFpVozB&<Gl%3XYz$`N{GQqE(Hy$U;Smh0
zF|L1X)DPN*!~*8$kQMt|3=6vYspun&6v)if&N_p({p>F;IhOS$V>-w~D<1CHCo)RR
zWD`VhzWNVd3Do|juN2=OxJI;y9)DD>+Ze}G+<s)Mdz=gBqU+&T&#gYle>Z_i%DR(j
z;P2n@Y3afAqak71v3J<V0`C^Mw7+-NVP!5#*r<le@!Pf}llvz~X!~M^2QnP8qi2_J
zowpT)JzQ$DVJ!-lWBoah<7M|sg^BkF69fNjZMac6aXtE;uC}>^EPgPs&x5t)&~{+h
ze%Uexts;}4%^?q%kgBkqbj%fV2t9)t97AtfBRS!8Jzo8?ZFkAT%)eDug_~B&Q#yse
zWS~>fFht%zRPYyoK%RWj@auZcnu)KyqP7TxJB1#X2&9-|n_7P-rNamqa<SYqv$(?d
zG7)=C&;M9zfEU(3V2M7lo}OM;S5saUy}Ic>|DKhLrTl@mx>&TQIyQv9_dsxs#(rpV
zX0O_c_rea6>|E7*ZqYYZWvkFW{OG`N21Z-;zAH;_s#EXc1D*V-D+B$)O=CHLMB{%y
z%&li>hFxI6DpwDV+IdOa?S@n+j`eQ^ps(9Nkhi`NUE;Y1q5y0+Q-ouk0cfRBz=yjq
z<ogsx6wop@jsnPyOoQ2m--;|j3EX{DwTzjcy51=p=dO7~)JqO}j-d0wtGkV_8rC}L
zZVtIbP+IZi8dmP*b#rQoIO4Iq5s`cBJuPS$o_X{GK>L9LTJM;l0BN;bC}4hb3k8H^
zfJ>nN*AjG15ysAzS!UX=xSIjJ(3h7Zx#%|rTM}8bmUSZtI(9}CoVBdUHD~xO#@=??
z=1jk+S^xbI!Thb}{qC%a*JratT#^D9Q-BV3F2lZ@Q$};5xU6mFWYH(%w8}9%rciHU
zQ}lJ9I58Li;V*6(3iz7y5xVc<f&x0=YQg-rJZ+NXqg4qfs&9)j3786O;-$onwFi*f
zQV5&+Vz16Rfs~4cf=^94(Klb(q>;TTUe7GvQzs-8i{yimpbfh7DUCE}&tLNx7;Bjl
zIROv-;l-upM6u1+Yf{bdJp`j5<e21u2uWDnbY7>1wyxtz?!O}!%<nKOM>`s|#-Kb@
zd?<m|=`bR4Qk>{3k}+?~EnV%^Z@0(?7pV%#mcNYPOYN-T<iC>O9uO0|sb_1OL7|u?
zl@CGFvHW@?nEkJTVUC}rcO&ze-;Z&@x43B;75X=KMD&(nIh%K;<khY|E-1`%WTpFx
zl$^`FhOXaRq({&iLl2yPic{yv-s!ztvWO8zQo#$~^#xoYK6Rcs1y-e7qS^yr9E}WT
z<X?PdY<VgEaIIQip@bi86-uO~aPF5jV^VcmM>lz@*ia3(dvZr4tkkr)70X+?c<>*B
zHh(L;znYLGooi}!x@CPhXELQ6h0mPn=J@eY;_2<Lmo%;vySaa8BmEOQmQk0BTPHdo
z8@(g;I80TBj(2X4PFYnu7(Oy|!WoaZ+lCd;JH_bc{zdv9Y$$Vq;8|W)txZ`}yO+4`
zTp1Vc+4G`*<)PG+I%Wx;{Lhp_|EZqEaiDE}E*b5^nTm-5tZlxLN!lk|*SgdXUd@^a
zp@2b1V!hgL+;bTydGG9Sz~9B>;LJdkGwGI$0xbD%sa@6k7&r3n^?OPHPNw@GCcty4
zRy*Wev<?L<Zq6nws8TC8T)ie6<k}r>vZ+try$hV6Eptjq`u<wyZztt}u}WGV<8c1b
z!lk5kH@UmY-ION^Mh{cdNHgUAc()!Qxz+(d>kHrgh61`i{ntd<(+y^x-(8amHr6tR
zOp>?W3)za7QUDg__D(r-j*2_PakJ(7x^uUB1{^zFzC<dWU2IXqW^WIj*qSOfj@o`7
zVI5o6!KeLr6HOmiBm6^5@{BtLGwF=J;Y|(-u166}ZB(6fvT@I_(Aa9f;?w`eBIonB
z#A#XWPSYK3xhi+CLN|pfj4_zgZZeZ%&ruc!|Jy15>74)Xf9G2p#8$_?8W-a6r@0?q
z=#2>&rhnVu5hya+<4YEuxSm)-0eT9xJ4pB3rn0Apm;P5mj<2>Zb@D?$7l%&<FG9+g
zQ9$a}-qke<fM;CYhFl=OqkyKlYiplQnN<aQBX|=EV0Qa}0=8DcS1HX_K>z+kA(w^X
zqXV`;@}2lV@AkI4CJMVW2e2x_5c-D_n*ZI~B|`oC!e{^cJNy!88%f)tFBDJ!WPI-I
z3I!A?oU%ZVuDwwJwCQrxixT^xm?y_aWP1b>TGF(4h5`&CwiQvp+T|4zyyYbK^daF(
z*JEAc>mYgr3NVGv?IEk^C!#>LJvqAuZ`sn=eo51{vtG>ncgla~$wZe()D&Dd=!?C-
zK)`X?XB4m$P&@bcX$tt->ty5>Y)#avO_JlZ1o3}j<9LH}(?1j|!gM`%du*zr7>E?+
zkZC{xPloPXagSUJ9{a2a-+`7(<PZLzQbhj$70p9Nzj6C_Ig~{@G1sJj`<>mt3BrtF
zRX+Y53Rouakq`(2WvIMT9M@3Nnkb``JsacU{%v$m_a?Wfks{wnksWx*{hO3!GVV(L
zk8<PwAMf~IN%sFel?wK94!<ka-_?z-Q@SsV6$M0pVY_}8g8~!;oU2xBGT9Jp<qD_0
zeFVJJZeIp3;Y-3BhE4y_%>RG!fQKC1zx#XF0nb6pZ&GJ)*mQdXmwLTvBR<eI=Qd(^
zjYfz$ysG|p-pPU{=)dRgFC+DjJGA0@)hopcU2Gy19wpc0f!0G=A~dis93I>}EG{!n
z&eW#y(QtNYg#i(b0_u^ZP5S)s(C2cb?GYsBAqJx^!f*MqtcDFXY6xsu#?RC!6SaZz
z^!y~Wq?d_OuA@5i0f<Ke{RAbuMf6V+Dd{*qv)P|K2_!grgLj6NT{phn`3{<IbtX98
zZG{o-v-+$@IZsT95~d8m)4wTwXXqMncO2*$?ort>m^SLEn8kr(v_|v2SD~H8#~*i-
z!X)k3oRy@q2<LKUG+))PkRu)2Mc}Z;yTyHjiA-Gv!{OrkIqQkDu~{>U?~SErWGS^D
zNk6SNWJ~MBZUpQ#^h9+-_;(E3sj?$5g4QM;-grAEX}2=%>gxoPHE`IhbFLXQqrEPe
zWt*+h|J2o_Js<}<jNEA(1MP&4fgB6$!4>4Gi|LoEhLnbI4v5Bq-Ir|lh{r=YalBlY
zT`hh27+zA$u4)Gs!N6>Kh4Zz{qF0!z-C|7uwf?F6hUoX@Ny1h1T{<<aoboaLYbE1C
zo*lbbLYkI`-?aApI(|)s0&F)--add@{qz`t=11(@ta~!YJ_zwQ`3fZACoX1v+A?8C
z^pLbMWL{~_N%L7lT<PjV8H0OtX=TQ#7rr~ge0Df)d#jNak$T{6zt)h`9CNWzCF|XB
zD`M(2HoGC5DF4dL_eL&Dw0A+_`yJ8&5OLdNfd;=C1i9}+N{~Vdh`V*Bh$|cVb9NAV
zEIAty2G?FYA?2a?(D6|)!mY+CguG+SgY>S7K#+iFunsmRu4ds>Y^lquzePY=)Ly~|
zH8%=NOLL)b8RQhzeCGC4R}2N<7RRFi$w?RzkGtu7hJHVB1A4Sm2%S#{L4MfCH(JvF
zVktV#b0k)E#c8J$n9FW=?|x?O|5R!xcOMsX6#aeg#n2l;%YPlt+0&yEG$<z)p1w@A
z2Ebrn2+V+gKl4XNff7kDB`tqJbYV`UH1Xj*6!81JLvKXycOH05%@=tz@^AT}fXK-L
z=s)<OZ*uoQH7;X8^+o6Kpq^LAmwRbJ&~iKZ)t3zTpPHA4z0fA~!>R?hHmD+obBe8b
zC^xKb->ZfTt3#HFolrpM#y=<hfh{NJ)b#s8eu&#<TtsCC<;k!_G3kDJ{4ETf4^v$~
z5-nP44W8V*p8FS}AowZdXd<`L@$~PA;X+hQmFoKp<_tb8AjQX8mf;J)F7XWcT|V6Z
z#e75m6bL!mEO_LKv_%2e{`O7B>B{RI{`+e|+s9WNUAwPOK3ECd%o_#env~Jkm-As4
zrzqlF)w${76b{+f08d4o8(hBYxy5e3&kR`*7zWYClpc6elp99@)Hxu(?^mZnZS$@6
zP4&B8)+D2Mb|^2?n{^fZEq1K$S@V&TU*C4IUWkCJ*@?vUbog-}IdwR(5@1K4tO1@s
z$5lX3W^0B5Fv(33b|LSEG>rECp|<}Nqg=Biv|IKIvITs8eZ2VnH|+z7&j+D(?<(Mu
zeUqM2^jG)S_JSxscJ>`JRsW}jXZ~-g;}B9BFLY_DyvZl*<$CkJnmr3=W@togvv~0E
z-;N%6d7C<Q@~K=WTjhowVIAtV%f1f)mZV7G!hf)J9X&n0cJ6mpum5KT`0kNh?+_td
zOTp+SNSZOU{nQPnawU;cij+?yIfS<7FFz+25zlFS{ZF<i+5K;{Lk#4wo~tD1@ZJf|
zYcuj8qsP>}<br%M^p@Q%F6hEVJwR5zzIXYL?VdsU!8_q;{&wr4@u$U61Z~iw&YzH3
z8mhtkS$ywoB-)wILa77?-d3K5XwT72TfR0VBU~V4hEI1C!B-^fd@$Q#?^<>d+Q{Pm
z<$iOx)4RmuOVGaDTi9`2uoF<d-Fj$Faa+x<c;dL55?19z;z3tbyyZC_Xj{Z%|C*<;
zs6mQzWt96?R@Jn1tt`V6!M$eT`N;c68{>jh-^&M`7N$H{f7pp%(Nc+!D5m)+(U@5>
z>=Q~eoRt`g>LfW2ZjU^-IVGr<>|HL2tr@Z74KB!Ww~!g;%Bdcy^rF_|M!UnJem@91
z!=Y;}?JJS+Fu(W1r4Gp(akiqvN-RGn72Mt_y^;&DxvjwBDp63aQbICetmaYJomL!n
zqnjlFjr}tNMnr?_rNu!}*YOliR!y83$IIwRJ`(&gc3#F#?I)5N&GVj5YXsqE)x(Cy
z(j@!J^)G{;;ulNch!acE@z^h*0Lt@-mc*iEox}&mu4cKJG1JO5#Pfc)07i8wZJ5O7
z%Ghq$;+Mg|y4ehi7lV#Ra_-~Aj2FX9c)ZVl2n%C1`UnqGM6*X}@}p^!JY%N?X#Fiz
z78>zvOv`)IH--%_vZ42i)N?+2e&-E?jTZqPV^v{ssf(!}RkQSe$`;7kg}q=7B9k*i
z<J3YIPkADmQq`}&5d-<)%&}hF!2I&j4{`ER1>OceGD=N(6%i5q2cC&%cQQ9}w5SqB
zb_l<cKdU>`?Z3IvL<y_5PLjN{e^OoOqQ|c)DR!vhoyIjPsiu|Wa`u&wS$cmrD&JaC
ztZvkK%ci!elI0`+LEyx9%_MG5M=vi=9jqYp%t1(-O7atUkE}rG7E29p+N=h49PaZ0
zF^e4QQ};q!uD(@jJ!T<7lNV9%R?8?@%SPwT?&kL{T$3#hPY&BMwW`>deP;A}d5`!+
zoB1Xf=Zvxmtw+exPLT|o9~j~0(ad{b@pqYBPw(_Qi-r}4<RIksThCu{2y>f<yEKG%
zXloZ$za+m2o9)Cckr6dXF{=xmn0j5$TCCe`^w=S^iJrF^J+UbB+(!0CXpYh_XJKg5
z7C{4^e`64OP8HxmLPtNWHBSrAyH2%pAt({9vuueqe#NM0mjU3vXe=KKnUv{sd~B_R
zxQ~{(k)bMTIkF?!ER8kZZOZ=MQNGWtMB@Gg+SB{K00rRs70<H<;m3voTx;nGpj~Xp
zNdcG1fBwZ**3rDI%xEnXbn0!YD4;Z}1Q|*?G%m6PIo}_FZr`&(0U4Msw<WJMDo425
z&th;QOEp?pKOX~xN~feTY@wC@4VC_PAF}p23P)*_)(bO)T8IqNmg$Jgn&+Cx+MM19
z?EUh#EFqM29OIed*H{sTgA2H1#KMfBT3tn=TqV=JU6qK+F4)UVngDaw&t^0yTZ!v2
zvD?1Gl?OgC4w;75x7C)5I$b-p6TWRVQ#LQLW$Ar8kPNZjtgt4&(N#|HwRB>JB9f4N
zF3ZWUH8E3tV^`;%dDXieW!XG6J4%%sCAB0pmw6aoW4-oxMpGM?Vdc~>ubw2umHAsR
z8etEpm{+d^I$GURD<uyM-eGO5uk^EuhA*<~btxCvGrXjs^XL>qR@w0oTiuxz$aEX3
z?EPkzbi2tNJ@mGi?-LF>H9~71fmW=lL-Um3H%K!(EUtF}f=lU1G{_t2fo+LpRiz`W
zWHuH#UBe1*qIsiDDA+k_Zl2YOh`<_YM$n;Z2UxNBYRf-OScXZC03fV)6PH551E%}}
z+ATfOv`y{?a^H3{J2lPdXKxx`gK%kumxoMD?=3$LnA)e44nwsIc2T$M_q$;7*0%9p
zO?NJ>F^Ptr@2`aGQz7WV3gp_!ensowmr^t(0p{WK80&{Un^D=x=zP4*fPC%UwEBaT
z2>WcK*$$D<hW=a>@;ZzW7&k=eJT^Ln6yL9|Ex?m8lY(gb5{*=-zx4$0;=gp#r{53R
zx)b)OtNP$e0gM0J-VF=Ju`@?~cWjA3x_}xxC2n;gE`(v$pqDq=mtGacVcpmk?fY%h
z-jcO>O$+Qpa^I5X7_`_vp~(|8QBKuR4v2J$6ozTFC8lJtUeQ;`b4Slgm#<3c=!Ls3
zvx}*ny~FU-w3?-;57Dk3y&FuSY~&GM<Rvf?OI#k2@+61r2im*op?<Lm0<r_w&-R5y
zU*r3)j2uOUF@UE_*x`hZ5@r2LAi9x{$E+%huZe79*)N<@ugK3sGC8zfCF#8Np&hl|
zV@wgOdULm)n@Zk@r4NUBMTD6qT(Zh!uB~q1i}k(%mw!uLSuos;zcBr-97oh)a<AV=
z1U%g8UA<5czn522d9OEBALY}~+a%S3%kSPLh2Bv=FF{HLfiV;~^iqq|g2$ix`Ot|N
z#j1bUU?h_pivtx?^0dR5+GBV`FnHw0Nj<r?Kml32S}`#p-)O@~G>qo|4B0yxm?A<Y
z!OdLy0eY!|DQQY<^<YjQDL$A@XF?v%Ajnta%3Duck@yP4)67KRl-rE-$mkY5H%WT<
z+L)&6m3UM~F4wR~LzHwVef<jNBn8o;2pb*3mTZ*Nx7K_q?BS`Z$SuVpFP5m>`#v(Y
zTQKOBfyQ}^LhRbprqItCnNEIT1!o_H+tB7H3q$OQHY4S-<y(J*h^%$rDV-tt^8NWC
zn9-csfEf(b>>FSHybgokS)T00(CW@LQl=;;#gO;WI~QMatCF+|2v}JQJ+`qGUESqK
zg>>O{km`})zrpERc3F1Nfi5tYh8n3jIFP)_NSBv><;I!jI~BT?;wP@-Q?yXuJNikM
zwJvT%XH1qC-Tlo>;LK8qsdcb1wzl!JEncoKMnQ0m*CT?h_)LP-r*EVwvF%q9dBolo
zBiV*BY66^m{Mlw!c644$xj!SpU$%$}h5Hwcl2?~aPbrtT-QQKvY9Sri@S$t0fisQn
zCQgV+w3oxEZxd%u0Gd(*HyquUkBhvq)#6o#zE&hhWk$Fv-&WvMdm~|;zC8O?ZQlOk
zHh;wB89lrXZw*0!0+{5ZP=LwO<+!v_!80%x`}tQwmgajcD4}fdRAEw+IzZ)`QEXMG
z!ZbVmG2v6GdLhhmvmJONF-S7wgj7()MmE|*k_6%xCFr$BOQ^TA?^Z>RwpGrEW75PN
z(FUu8($^`{C);3+8v7c8INB=i;U;nNFtwO-Dm(6NtN}py(rHh3s=e;fD>T+k=EwP)
zIO16IWJ@dECmk=KtpfQHVg0pNOxHQe;r$Vbu$Lbxh!$3!>^2auTT}1hZ3^kSJ*<4t
z#gh^GICavE7)Go;DL;zGYD9RYW?gI*5GV`oC&94O3TvLoKH5m%BH!MmVu!G4I?*v(
zz7CzlLf4T;X5o|=9f<M!y(>`zI4u++Y|NzilC-tK130oRpHH+r71=(`J`wfaCPoU#
zB8j<V7CXhnf^0Js7wSJKQCE=Nj(j?w3ws-i<TrU{*RdEzX33TyfP?r(A|BdYOp=7P
z>{z=iTwvf+VwNA|)A5Ft_ZE%qeO(D*1{yk8qm%9|9b6!m%RP>4khJ7yhF+G%?c3`e
zLF^A6B;nIl4H@dG5Y|FH`%<*q)zg6|(yAAO*T?sNNs^8h1w^H`o9=;3U9a0HNZ8*)
zgd&+xfae?vkQ-Mu+H(bKJv4vSUZE!+j3a`DOi$oM*EF$QD?8Px*5g7>oa)67`!}Be
zXCgZq?psJX>XOSXY-G4{Ny((C$ws<_#E-|U3eN_#9Q~rveU)Q2F>O>QPj4j6@(we{
zbu)kN;?A~oBz_n6et8$;rR&mcviaim{k<nbCA>ixdw^!4eu5GW@X(!d-a%i7j%IAf
zZg@E>TTA0gPre~qMkD>Oi@QhZ`FP6r(Vq=mc`vYU+@pf8E(|d>B~EwK6xFj1N$X&T
zIuaG>@;A?>wqJ5JIEcp|>?A@2C49?X4&XLpzndFr)c(=|XWBi4V<|+>;;a#F>j>dP
z8_;(A_7Y1n&tEOJ+6(yC*_B7%4&sb{J}ZL)JPsAtqSe?+^9L7f)wVSaGA2pmRjaEk
z9zNh;QAi?a$m?EXxKf{Pll=-FRQ!~Y!^pv_*HEjum7O)}gXH?Mu-Tvef`jb_s@Ic~
zle3vIf;(T)1ExlA$m7z&3_8JQpid|G`wXBKAt<2QyP(frh|VIR=GC-?xZTW1mElO`
z%`d{vkK8_dq0Ejp&P23~HN)t42*2&AD!WbGj88oja(6=389~?Mipy)o1}~@^L{NY+
zH{@7FS6^>%@foQ~%iO^Q7-t!GEvWi+ef7t6vF8;b8(6iad+(3ZEhFuf{#L}x5w1sv
zA+AHKt{+7v^b|#yv%R;fitn`RB%b878$(P-_$gfsEh{&;GKr1ah;=M5poPyT)Unk{
zwjdJ*`t^n!Uw#_M1#@`0^eS$@!BPV}W15St8lc`5+-WxXAa93}@b)>_4P%y8%TEiX
zy+0yk?w5QlZZIph?4_Zj8s%Rg9aVF{_Y7q+%oUma2p;_IZA`y(E<^!@>*UpQx4w>!
zwDMWiX?J{xE2p%J)_1cbs54DUx&@vkFBg5q#7f8v<mleRhXlIenc6it&Cl`dEhKwH
z;rw&NcW<fX8=N~HuC>7rAFAZBbm8K?87R9`8%c8nlkIrvjxLwbppd5^R#@liJG@cn
zgq}iMQ?r<_4MEpacfX;^-D69Oz^ThxkAlx>+3ZvgGro{j{Qm5@uZOw_nBkl;a=-Y}
zUT$gdB*ZCiy6{c^_j{zwhnbYz`riNtm{tl$MKPq!hpvA3?el^eB^w$Y&7b-$b_b=C
zkF8sLDLH|qk}YHZzmnLRV@=DHkgKY$a|@(2<aDT@Y*fAb`NQxm8^8UPu7JhWmH}!H
zXY8hu<D%Rqcg>0QEsl07@kDqkZG#ZhJdxw$E^~bE5%BU^Gig_s@JW#YN3P#zWXl2h
zHNNZIITs4p`2>A-9)b)IvqzAjfYY9h^&GcpLbEIEcGF|tDd>C+sE9g}Ron$>vm1gn
zKCIP5dB)y}Jm>L*gu_nAifq>s1dcA$h$y0g!=l*wlD1=eWT7|?E)Xn}qJEE=-1M~O
zz7w)J?^9-6C~?WP-y+W?#ZJ>cXmh66e_KZEa69b_xu~{p>Xg2nYEI#!n+4zJo#-bd
zL5q|YJ_Uw5ny$;UM#Lqcwk3D-a;>}Fho+S5X&fdmq_AJUP?~l^7V65$-JP2G0~Y>*
zhFYwlDmOcypywG~TOF%oGny?JyFD4%Dg1gsL#NuHf@e4KPV6bbcQq)j11WtghXQ12
zYmhggSLXJnn}VLk8OEkFa<(^4qIL23Hg>%W?pzt_!@nDo^=`Z7AWcswx>!76MEE{M
zmEM-CHY)E@^M7u6K1t=8fdyBtYhz<AcFBJ@rJRLIsd`-Jgdxm0J+o$p4JS7)U%Xme
z*ct4DQ4?!dNB1e8bfR@{6BSOlzZih;*cUIyYmVw>%`D(|BNyj6&8~k)9O;=7BOvzP
z^HWvRFRFdJU56B4$-DzM>6SR3h(&&nedts*Ld9*kA-XeDsQbV@acm(L<71oZ!lzI_
zWW{jS?@Z2F*kQgxe^fK<-xp78XwDdIWPf<5oCl-1LB5V@t$k1BTlnvyf2vDI2Iq-m
zFL^7CAGam0CCch6Giww)Z{Y#EFQ%(6CpfkFFE8<a_i{w-L%){`W~FRFKZ6{iA5fEX
zn%hsXiaE&c@XD_-GkZM{h@7NhLrN%2z18wU0d$jcDJg;Hd&O^I^rr)okb_HIDOpHB
zmB84^%^8Sc@TAyJ9gAQU9zGkKAz|C4P=+0KW2?!I(7QH+WD|z%q787oV8|U-gLt`7
zmY`MmTMg&Z-07`Xc~%s(htpts_xlzVd`|IODm37&1X&J5ZO8Di|MpeT%jrXC^FxUa
zn*P_A_XI+!<!$JRlNH%ns^WqNDd@6g8A5%yj8x;p8oYAPqxi%4CufxSXhVmXnMz!_
zKNMqmFr+?F^*r_=BQLIS4>+h&B6(lE^0r=Yuu>{=PM6asHp3$m#!3Ea#I|Vp6f8P3
z{A8NQx<>8uAsV~r?&@Xu8skD<74(kYw9%w{+-Qhb0#{~d5)Nlz?)93?0|j_B^fzUE
zi4fTDXbQ|2o$T}ot2b7)J5Zh~e-Rr?<9Ry=dmKHRqcMk4sYoxO@Aqx|yGA=7Ya5@T
zLu9~+WEnpP7vBKibs{6>r{bAqH<<O0T<#KE&KU2RQNfMtjh8qO1DHLvyPJca087L3
z&MEfUWe~ML7!y(?xa3F$T~y+#59eE<!oid<7A3o;h{PVK^2@rwpvk+RHZJ9p@lK+5
zPcoS|^L?R9qsC}MLq_OZXF}XVIUzc$M)MtCtxO!SM;soaod{>6fR{F+@izwbqlgYR
zCtGT?_Ex4`E@?DZx5<PWRI(HHI0abXUq@Ifm9(4>3Ni||2X&0hp6wY;PY%n~+lN<P
zy>D_iunL%uxH{d@<@!#`p|m=qW@ZN~nQ%UyJ3e}KL~$+8UR%1K6+1T(-3q<62?EvL
zimq{azKQCim3GN`Z-1I$LrcETP-+uZ#t@ZJdlx0?sq*nh7=F9>X@M(7O&`VWmx}l_
z0V5o}dFtmRPnIIFmZ^hZMm|tv6WD&Uo>-i9J3GfQ(Kf<XOyxzAr+70K<Pn}kzje!3
zE5TC37OYfz5}iX_vqw^ZLlW<acudS(N@c3pCb=*Hy840KX&GH${wBQIpg{lT2;M{>
zPFD4{S;O1&7G_$aDi_n=O<yT_D^3$>c){t<rb+{5kEV0i-9tnn)UCI9(CBE#_`3fj
zD{;53?mgNT=R0WfQ*-V@1;~GAZeOWUoxc)d7wElb<f6!WyJk6ofA0J-=Svh2p+fLt
zZ<b5Y-1KT=OkqncwGY>smT*nEwyCyZ6mz9xDT9ym2CI5OCGZfMY&$L_6y!o0+Lc1t
z7|e?TxOlj27fi45Q-{m44_1aEVKlR}L9qS1X{^(Jn^6ka)*jL5jp+?nS8g3bO$R%t
zIoLTrodrR(LsuKCu%U2jAGY`XdTf~i%*uGJKZhZ(D8K;v(y@~VW`uOE9rsQVxl4b$
zdP!k8iBHu^O`TkWlZPlQ^eb2ry*5c{$88R7di*}3>#J<Ta~{>?nn_Elv8&VzduPUx
zAISR!JV;S1C&?DGf&;;(g=8)H+7Y6lLdH1NO!0@Deg1k6#GW2?6>Hj4PiC&-ynR-~
z2d+ZcS%mNM8)*f0+s{{%ud0S#e{#No-So+uC20u-&=lw<k_R{oXGG|JZ)k{CJJAWy
z>B||iUBD|s0dJEuJTCDUxqX<dH3n>V)*8Jc7Q$`s3xo0dI{fz3p0blUvU7yKtOKW}
zRY()Bod!vH%4cFBp7R?Va8CXi<wYKj$0IupJUR3iYxu7=U{@K-5eKv0{x(0)&6LW6
zT~y3i#_@D)5|X<4eJ{Iw?7QY&J9xaWzt%3BP#su=?7rsYaS3~Z!+COZw7e>Idn`p>
z1hW(`%s2GTrcc$z+&|Rot=IgN#0#+e>`p(YVDH0;DQWu;dT0tSmLeJt8PLDp{IM1x
zRim#t$&w<?0=9j;^X(6RBBm`j_^Kso@093c)4Ca0dER1=0$ykQh8=X(<c#MWX!>&k
zPFUgFRRppI;TyK%tx*cEn7YlUqTT2^>#W%`(VjL?qX7CuuqGh8UvthlD>f;nmY#jy
zGo>|SpP!S<JfSJ9BC)l8xZ}~*dV26G`=3=W_o)l?>}~H>eN)}<^Jg)Nie<)l`E*nr
zlZ!*K^vCh}Hh-_)PLWx+-pJ^ol7!Nkfa~A8NrKtYD6lk%WKA3vy_uHOnyy?*pYbJ?
zSRV%mEKYLdhC1e&OIETy6Q&jG5IkZ~>4PzBHov5A%PrC<u-bme!-z1#3)I}_*Anq^
zs!SP+oW*Ly4x*+vn9=oCS`lih;)JXn5?yU;T<3vlZAc_^?nNnN0S7FhNeR0c0?U%+
z&Jf4;1F1EKgj&!m%{C+y)cWro&)mOglw0u&8s<Lf*JOIL^sWka0u};>>|LzSCBHb2
zXeEyu+6W!+@s`JdN&GCkwh|p*r^#{p_aqTJDnu6uKjalD$jyIE5^*lW)3lc1<9yu|
z>G%Z&Ovce4U0`3IvLi>qyh&;oWUow*e*c3hbWk4gE62igh4d6!Q~1Zy=>L3-1O3kh
z{q@i(Qo09}zO^27aGCyWBIDl#IZj3dG?l-e+*5A~hR=9*^M8@|7TMd;S9gb+!fS_%
z%&RLUc<iHM-kd0YGdr=(*!pAIn)(B*2s68p8Ee<l_D1~`bVOpCJ;{s>Ms{eaz9F6D
zT<*T&NjOaaL}yYWOtbpjlwXUhzrEaeCOl@qQTKXi2#RI^`4>eSUax2}<EUN*+Pc<^
zC%)e_2tKZFh}Dm|?pQFR-+gxupF7P8L?ES6fOjxhCjKY&2uAX`qoF2IiK;s6drkjl
zaH+Ue?oXu!0vY}~|Aeupz*2qgUjlMM^6gJ;n9wBJ)ORh&vZ!2j-&lLdF5%6WNNZE%
z_h}CW{1<A`aG}Xj%%3?bp!Kt`C^-X!`DOG-39XzD4W@3$;?~I)3A<u(7^oa~A`m`*
z=u6$d<)%JuGbxwpV-9BM@t~ecu?nlIj?4=wRYC}#EnPKa$G2N08*wNAmaivCCTGu<
z7&nvvT`NogW3J!7+>Nkbrpf-40{PKB^<rEUG{YmAEG5^7*C0mI0JGz=MJC{rjn%O^
zY-f8V;^Y59X>JIHvp+cVmpTuh_KC<}hwWaBBA$zdALxCmQtJb4@xf)vh{AsCr&jm*
z^5}VJuUFs^m~a0+9d~Ubq`r^vd@OIQ@U*%@8liiq(CkD2_Pv5GO~g-%Z`SvXUEHkx
zE&5YU0dCm7#-2j8vEQeY1eav)*}KukGH~Hh^Mn-u?W7P_{FMMXue%R>wn@O{0ipoR
z$2xm&KmhD3ZCJ|!fzF{^qUs%k(N(Qjua59p7RYwzE)KW?rL&@}eYa4H4V&kdO~=D4
zEB4(_iQs|8f%i(tVzQ=t;zdu36B}ETd!kDX-3PB8_(gQo(0i_9<>dGR4ZdhU>`6O`
z0wr1EuYJC0Nyrt|<!r9xK^L?K*${7M=ccceoacR%rLNge;o#OZlx)hFEZz#!9AG_(
zHrKdJ?2CsXDMF*@^5a=tE5mj{FXPiv_*s&)#cpb`yhazSJ&U{PW07b$gEgmYdVFm#
z(62z>^i2=8DMvSRN~oC{fG}aM9=$!H*!Ybnce;x*h5ad3WK=3|8~Wg5ox#)HMki!3
zEn&B}#doVO$cv|-AR}~>H|jdWY){XbzbBq9?NpEk_pp8O+!cP-Y`eClGi*w{i7x6E
zAn;OlXm@8>_QDnqx>u)ML8w*Rndbo7Wl7#@U%CRY3Bl|jvioto%8y5{RMpzu#@R)`
zglVL!b(pa?WjQJ>5K)^PaiydOLqDismLnsWk?A=h3$EXXaZOc+<DLu~8>=`k9hlRn
z<?J;0eS)hhEUbLU+&Cq38yC4cje}a6oy1@efprUSRq|%oRS39ydbkI3P0}MFTS<ms
zoUyfnd|@t_QYuET<|EW~c7y_<KX{k}Z7mz4zxJug?cOeqia@wXUt4)STj6ggm>Rsm
zac^YOf^!M7eDD^MJVkuWrsZqViN-BitEf%zIC2qdl6ZGQXGY^gQ5Z59a7w0ek(j)p
zjXc>o0$n@ZYh4j1Y=8bUUaJQ!1t#yJ2xDJ!Qy-XP5DiLpM%XUX<fNz4xIg*%NMlQf
zliWA1f7NXNF&u2MA#uLL+>+gqYpr{)CHSVUYR+}~f)w3JSIffO?aeOn8G2nkH5Ef=
zvhIk}<=CjfAM6O5S0l~Hd%>6igUTbv=L&LO>Fv;F4PH=eTBqA0igWr0gbmA^WPAoc
zV>*%>5f1|BcX}wge1h}N;r;%zIp)^YlP>WAmGv&`?+=y{ih83K2l;+r>&MEfx3zG^
z<m40u!uZRDR?~vc3<U9Z(;y6%YZE60#hAS3rC#P^*!cAB)gXoCDHu+F%-IY>;3-k~
z#3l%qrR_3pEfS`=&kT2GKr(rEudUs`lNdg_f_L6P0dvl?a|zuATl0opBi7Ypw1I%e
zFQG2ZdgCp1M14NKc6u6CsP|%b^AT%9$J*I2H#v4rlk#+RWsUrd*@D{5iPVcNmp3JB
z%TY<-%e14QnEvsh^Y2a+S7Npw2B^FqWUvQYq`MA(il6QnC}nKbq#hFeaKSPeo-Lo^
zS#EDaiYPrjqz(JlnZHhoP|MP1v)tzVWOfiW0bQ!x+fEj>KSv%s$#YBjI(GpeZ+$4t
z+Q$yz7Wp=6TR47IU6w$Nyz+q@OhOU&<KvMKwz@{i_&c|o&bnHWu_jYpMj5LRg5&NA
zp;P0Iu5}vkV*B1z>ss=V49j){!9bokQHfrd75%aj6yX>>x3CS5x^NxJymvh@%8u|?
z{mbXZS055;G+D#<pyOMY@`<U_6%m8rW<rnj2W=`lvh|0Z$moepvicdhTMh^is;#QP
z6}kQCbb7{|b1SWw-)|ly?wX$HMEbFShqt<rXoV)}>5<b}=^hsyuCE)B7lQQ9sv@o;
zF{Ll?LNpIv1!gf^$suexpat*gXI0p)a%<VPhHDkyk}iflwTp3$vG%;Xz}iOi)?90U
z+9x*6e1B|Ph#&7!#M#O#&OPK2ohsd2mxxkRm4Jj3(v;yxq1u%d*Hpw9Gq~iz;Y#Ov
zQzFZiS-2iSd+L^*d3;}@=~;3R+eVT$<WGPBZ6yXva3!dZGNwF!^P2x7ED8L0Le2Jl
zf88)wk?Jc~APpME*x#J)H(UEw@+j*Rx{tMe<J$#;Sq=Ty95#Q#5FT(tg6GM9yK%^$
zZdM2TPmccOtVaHURr1fMkjZwL7mKpj6P-|#*eFnh5`SQ`B7<{0oi`SdQM*=NZWAJp
zYwhe13U8yBNI%e#IMX3l8`+e~j3ql5(IZ82of`?qABW=nusbPI?$mU2GY9h^ihpl7
z_;0UkOQ;T>X9;Cjm|YHJT!QUy<Ke<Xg{D`D-;<z+c8u4S=viPO9!SsM6ip6~dUci<
zHZ54a0ar?5zjPYC(!oB3*Ot7k!%98n5JUl=<8r9E6$;<H=|6Gw+mfQ549_vk)NfqP
za3d(HbBVS916qSxJ9>~QgVn~vbt>q@>nY?5gQVBBbY(4VLSsEdMFt}ctY%j3iDAbv
z)^+K}4ULSGkjvGtn4!=*?C&;e>SL8NO!Q)!qg<~Sk=O0L6o~Gx`2Aw7I)d>*xpPW_
z1^GNGy~DII$l6@AUkGb2ajw_`dB^K!3V#T#maatNz|aQ^<Yad>1mPJ`<=z8UUdeyS
z+TcxHYDg}A38D;%0x&s20633nsgF5d-zO5&XsWIVxjMUDXm)hB*5-<$sKx%y`L6qT
zgNBhp4(y_24-6jVJonx|ZG}RV%BcLut#&wHHO4mW<my1asAG*I*r;3vspL{}3Q{_I
zh8ilsQbW_%(DM`e*9T!J0O7S^U>8e?6q^e8773ja-fz0N9dWL7qLO;PzaL%%;_{Su
zHG(?i;}sCoOb#|2+^xq_omu;Etc?P48l`idpHPH?O@C>i;(X8Y7${jxR(?K9eXH65
zX_Wvjtn)zkgEIj~+v4Jgim!3ib+C7~y7}jTx{vg;l7?v#n`s9mLKb)4%6Y(CepHUV
zy+W@xyP#@65cjklNVW-qP;9=w3`^Yo&euWhCu%OEsPV9k;cZ5=2(2YLoTtj0PsMmL
zAj8VC(aAxy6QapMbAHtpO`|`nk}LE)XR_BNwNrrkq|k;|q;Se7W`AH{=<*_7YwFS3
z^k+nyp;&|cgGG9xpM=fb0t1kPiFE+PzZsgfOKSUZW$ei7?tq`rgR>bF5I(ea4&VAz
z_T%_O0)PDBbm?V&J`ut*-&$kK)8&hajigY;$PP@mW@MN#Rm$Asp?5tTXBZ*3$Q&l5
zbAaI*Hm)(cO4brs_(rCz_OeW^(^qJ3`y@m~sD51hO&nRl+3fHDwF});))CQ3vHU@y
z3umE$|3bBd3q7&*@Kmcpz9C0i3=)Ib8@D(GwqOy+q_;e#vuD(x(La#qctq!g$!19(
z;N5Sfl6}t8x*wEX{-d&zCeS@S@Py%&uW<6s$LFRQMqiq$^=%A-M64EljR5FGIO~1M
zZ(N(Iu6~{Bia_~~s;gKeZJkXk(MbPKMRD7lfg9_WK6&}4SOfiWkX9u@*o6SkB*Gku
z%y>L}oI7|hYb4O;hx`evf*!I0Jf~+Lb3m7Ek3HQ<B<tmk0lh?5l+*q`hS0FUPW3^O
z4=o_C`?sUtoyUgyR1sV!=`_~_A-woiX4!K>)FO`P!3F@>W^CA6Tkk!@HFw*U@>b<3
zoX=Dlx>F1XRT$I$TuA@~=;sFq_?JPDWAq<{gRNG{8Q@d7V2rmj@2rYIW{61l`=}Wa
z2q<^VG{7Ci0oue5U!HzjY-<&*h}fGE7u>qw19RsvEAc&QW5>8evZS1x1o4{3l3zK^
zPQDU)@_cw>%<JvcE?S+I+ITCu-2#c^kGK%9w}KKNs598fd}vCiMTq!KoFdNeEF&wy
z1UwJ%H2A)~knB*pf*idLqAj-13Tt4914r_U5aI(Efsnd1+SIZIF*k86R2j%x2vd7J
z%q5WK;caD3wRxs@l%>~9ece@%1DmCCl*_u>B=|ufI%!yl<SoGK-B$>3=5Q)(Fp&5d
z&1JC2A32rx=4&WHyTy(ANbnm=e8tqULG+BPdJUt3emKc%n)*g;$g{L6Y>#k_-;opm
zYj}0D*Xuk_`DVJ`%mwGOgDWk_0<&Emrw%jSIUDM#h1QC1PEXxAh{3o+G<`HAP2?EM
zmkHT%ATfyWJ};Fb(jKW?UxNMUd0Fg(oRb%d$jLhU_*ONKv29X1x9c`Ix$0wcCbbNw
zbpo(Y;h7E9UjL$mLU$G92!Dh&3g<Z5juz?n>;$W3yYRL17m}*->i5HN#zWX`3^{sf
zDH_)Jwwq$z{sUzeIX}}xuE@U7QCulGDu8_?auX6^Zk|5L=2`k#DXCTjMdjWTX;Q%u
zG<_ixq5YN09lN?DH#g>@#^9<^-%HX^UivUukP~FJUY)TEhF^0sCzCd;Q_s5Q*jCeh
zMXhC|Fk*Z~V~oa6?L+LrfZCC1<wyqPaPV;@{t|LhS&#l|UR@kF<FTxD>g%yNWV)`}
zL+D)j+p=>mK+SE*o=|_lcA$Wuqif6l71gTg)#8Kx%cu1FQCmU{Rwks4_dQkfl;eUf
z-VQ^TVw<eYt)2t#2jJ9}3W^J%OcBjbkJ0*2fW<i|4y5EsFP9+5HqPTMHD1_t<tNbD
zM*fO8kSiwbj=lU2r*1k88|ex}{=D%EbJ%2qeQ2zu6(f>N8@DDVrEPGBd8EQ|T6yjm
zy56XpT&<#$WM0P}S8Xyy_)LIpBpa4sz8W@$P|LPFVl5nQI6K6LnOO(u&rLHd6P<=*
z=Y1sz?ixd=X04ZJHMaM2ZD;W68#2auNPcWsnw}?I*0KMIP+KIl`?YU;TAEh;D>!TH
zAd@klBG%I)GVsQS`3ZPrf=1LT6%%C>%vl=BQ*~W?dCypWU@62dM%;py#2|^cu)qV{
zo7lJmSp8v?H@O4Y;-*s_wQ$WNqlD?7pIM&NFIML9O0tC6{PVS{)zDuJ!GF|EjDNg1
zfPBEdestF!@hJ&vuwj!pesSRTAuwyK4Z2+E2SS729{98S{eS#T>R;d<U}!7toP4)y
zld6CrD&wJtgVcw4@e;pE8XDjx4GsPcIS1@;`c={R!1Td=@Ap=`DB#9XJR}nQrjyzd
z+Jgmu``t}Jf(zqT%PS$!X|D4u>>)_|Q9w6oYSB5g(_l58^~2<9;B7t_gL`GSEC+Kz
zF`o$SQ`fJAB^smK&LKh#qjn2bHBZVPFDQ(pAji5lB_GzN(4M{;mm2{ANaB<SV_>2B
zZOX<FQhI}>6CS@=uCXfmnpuQ&oJy%<bcjqg&)I{eXQxKmUZ%d|kpoB5Th;O9-Dk6l
zxGna1N^oDnz@P@|OylAV2M6zx&5)is<NS0+aA(`z3n!u9^%2RnM?T0k${L8tk@pl&
zaoIv@-0y_!tw@e9c&<BKM4j8T88q1R8v3WO*{8)RJxw)xx64tv-`^Ba!YK!j%FzG$
zdAfs>sh=qtmpoteT^rFRP8Y)u?1Y+d`Fszs4ZS$${PknkQu>^qXZ;s3I+YhymKI0H
z&_MWUMN0e~{ay!=%LXJ^p9L%UY5A3i|L{9ASZPrtq_gRnuVP~jc~FB7L03R9%rZ5u
zBE3X#cii$!jB~-SW5Ei7C?D6cqx+SfyGaDi5N2fSLo_E{12I&=fR)lJ{XiA?ogYM2
z(51ch?~Ju49rJ!D;8DJ=${!7nzV2WgW@$;yYtXcMy4NAK<a57)pbzB_=WXwhM<cdn
zBi&VxkTQAJbc}W0nySpwWhz_eQbG^=+2ZYOq9SR1S;}ZWs6P>5`M(-D@2IBIt&Imk
z8I_`-AgDwo6bXTmE*+&s!JtU*g9;%;q$4d90jZ%#mw*Ze1VRhFDP8F$AicK$LR26K
ziT617j(5g&*SEeuvXYavl6Cfb_Brpn_xn7*L#$dmn6o%cxuRk!9lSo84#wgn_l|*9
zRYBH|plKAmj5nZ<@G&W+3F^~?e@&3|LNCuY@5zD_jZdXe4}#pPVvMD#WuZkE4hDZ$
z{1yQsm+RWz>PIV+@&Gj@+aq4hw)vG;`CyxF7w^m{!Xnm9!i4JIT4S}Q!=c4jVitd9
zpBqYFC1}pij6^s|OXf~eci^AitJKSM6)=!rB&ix;MwyP)+HQH6@$l)5F?~@H7ii5H
z-~1Nr8oZ~+6x^!J((iQmAl?d<_6C~-G+Z3j5Hv|-lyla15CKzY3J{IL^2yJUNl9CI
zD}7@VWbtj<7{r!NKWQrCEmk;tpL3k**_<4U7fUn1e_UoHUFR}VZcSD$A6Yfcd0mdz
zz}O0<GF7*!8Qx(#R;(DxbV6+b5HVvGypj!;md0Cl9WbFc^Zg_^sp@U!e(?Mn&k$)J
zc-=mXvuW(^GTjowF^!;BpNz-wZmwjpq39=R-ph0qUn{TtNm1Cv0B~#KNB<*Os+wDP
zbz}P7Ap}j?K~f&5qZxwy69@WLdARtvw&+P}#r;xi55TRbOQGO)9_gYVe44xNXwyOU
z!R&^5my(OePTwu7<qXld-FXE9I&2G}OAZ<JhEBr=E<U^iZS_elp?}oW&|g39Xa6T(
zsLX4c9yG-VwE4}a58|{&>wuX=&50c|LvW&NXEDB`xl_J_Zl_~uNg0@Vs4zjGbYM2w
zs4+795|O_XaET6@Al`%fGNuAX&cE@MrNq2WegyOw(X2Uzlg;McPAKaR!bVh(Z&Rxm
zBT^3k(HGWOS{cEe*}PlQy34WCG-p4u%2V~RF(?9*Hg8-;dTkHn{mH^!LgehUgbjVY
z=!AsI;DVJN%A@`E&>S(Qx4D5u#_;JCo`xg^?e;45sqdh)i1=w;O2~64EAZ3Mm*M{F
z&a3*Dupj(YMA8OZWQV<<@j5+S|D!x<vBGr9OxtqGbFD1)*wyo=7S26_&jp;NCC}9Y
zOE5Zxwf>1+fwx7<1T)R;Sp|maRQ`-En<0CiKu^(yt37y^FGaL{+hYG?KOE#2%ZU}G
zf!4&zh~JE|oi7-G1M+hJaxD|A=p3v@W;o*mNjt~kxU13S3d1&>#d4P*R%xp2hf7}t
z2iY^`0&J)MIrf;JV}Eykjy;UMFy}MySPrI%EEUd0OKMk{X+0KmXXc4%>t`t|-X2p1
z=2>L1(pu_>BL6(hh1|1Phj=}D)1g$P9G5A=Wi(#J@c`o2{~^|oJe)9F#9{BT!Ithh
zoA2&gqseQ&xZt#@a5lQj@4aAvm|sH6*msa@CHSKZGu@)_9NcZ5mgi6QJHbgOIU;$v
zQeRx7Acv9cDV}g47z9t6SWMZEM~Sab$pScm#<0dMBj5w%t_xWi+OId^U}z{`nDzyV
zjG*YA`P3u?t7BIk{mPsJa+kWxWmGYi7{y)T3K<^E@>;ka`@x$R_czZs!JHawFia4L
zY?krpMRBG~->LUFQN|c_Nn<bj-Asjn3)|5wHeko7p?e<l?YNf@AS7|ceAWOzpfu7B
zA1DFFuj<CVO98B|nLO0H-f*|+Jtpj$1<X0wls!sp+l*CH*X|m}=wqBIAysCuUiB&s
z2w*<P@|OqPsXuX2|Gp#sx+=MgLyAVPE>;aW7Py;9FBuM=p37j)4Id4rF*2^O-vE*A
z-|WZ^*JJ>}=|gt@46d2c@NclQe{NO%7lQWR?-^6JB#sh&G7Q=tx<kjq7hOjVX{uYj
zd?|dOw1y|xz9n4h7n5q2s~#*OTu4=j>gWku=~$VLcKgcEOC1~jyxe58j38y+s122r
z^1QKsEs>`gQ|it8W%>zDc*NJIVA7!mSHK^P2)V%P%Nhuc>mn%a9r!1%&_#erF_Ne?
z;3O`NF1%-bf1m#iF#vN^00F+yO{BWNL^cRijz|r<+KL)Bkv29))g{}G9N89u%e7yK
z2?_u%eT5XDJZfCGaSPM?tlVb}is$c<K&ZXn?6xeDACzK+s#04@kcPL%vd5tC3pxkg
z%M1x=Urj;Kl)GFiz@tFsbzV+gnefWJAZ?Nv+0fChUn|FLyUU5Yk@HlGr&xN9qHA2g
z<zxQ)R)ml6_E+qt0NUz5F0#uB+80CN+8r7&Y!-e{5Ze=^9sbrGnyC{3TCO_`LL5dW
z>xNbhT{PQI{`9#^u}z5L$ZpN-unK*?b!ra5gf!d;!L=POsk*f)%HR12bGo-LVr7N#
zDHSh>x0yZao*`t6mS4VQqkR02t0VkZiZ^l7$=)4Q{UWmE<ua0@NrA)Kf?}xLI){#i
zeFTF**~Iqyjb86HMT41f_A@!p<TJWwh~+6dXd8FqC7V8YA_Qx#W!jlOO9*sQu5~|8
z+DLp|c=YDDeU5qn1L-X^QR#8dRVfC1j@NE8@6^jQ|IB<XSXV$wU)zcRBcbUnGq8L}
zusHvCsefL{NR{4JX79$zwfK-*FHYv@hsy@qT6Y=>-_A#kyy#;vZ+jNh+&;Dub^U~e
znHl*kvqoZ6T=jvvy?^ze$#m1%kHTnC_jKvFnHlQP{EKHi5NGO9{sVXx8}4sd4K`an
zH4KFvUY_zWsO<xabiJ?3#MTfvjl2Z#rV+xt^-Co9X^lZkyQA!|q{%BB&Y@I0e_I5?
zPXnZ9pduzpSoi^AwwKS`>&9S9-j1K8vFY*ru&y-kGM8$)$wtI(&CC)NKHFJ~zAv8L
zP*+XL;pl#>`1C<kaNJ^SmM~w66hk>?4$a=gHS8hZP_Q)9`Z-xE4GAJIToB@;wxU*R
zGLlO0tr)y{yDRGV4>x%_RF(&-YyCKsu6&9K^l|c=6Gj6BKiymNKBB1j+7|1Rv95h~
zr_E-O#&rrlwxVdh7pUBx<jz?A9$0mRE%oY|EVj8)MSZ;18>-bEVnR@#q~?5qi||B@
z5-EUx)pR>yF8Ufwyy;uULfw<fM{ne7<3etKG7eDc2I;=AQU(NBvU;(gUBeQcw;rN_
z*e`|0dixyj4Js<UHol=2KRh68#`h)wylDC#wwwllP@&E(p`4D81*bG4kcqHi4KfZ@
z;1gCgo!M03xB>gRFD$z8hjHOdv~7&^Ig!8s6_Hj-7bjw-Tm9WxI7B4*k~EpFU+{$8
zh4XYJ%Kh+0wyej1Xt7Qt#N~3wef|sBrU1br8ER#|!_=wLL7=xzZn!hnQ__p?01VN!
zh8x&THgAt_M%g2>1TP_73inf~Ni+R4vJIZ2Z<NcbEQ$U_Y$9Q>K`x7>D8!Q&mp`jU
zAlKAdO*q_<dMWKRIWDGsGIw3en`}KIHJ;(HtQEQe8G_lG*oCNdIZR48NA255w^|yn
zVvZ7(ZtUt*)f~;82xKj6K2lkk_~i?T+a>oL4skrDJaPtY)eJzgsw<00hM#ZN%L|}F
zHCbJq>qp;rtbJn$91BqL2hx(wwrNGwy^#ZXo5k$9SMrIh6`Y&Rq*euO11N3?xN0nm
zT>VI$ZeEKk8a8L9KL2X(%A0Dw@y?<HrV+%?O6wfp)BS`eZavK28IaP4p9zFm=H9d6
zoBbqfw^f)9Rq&H<I}X)Og8Fz3%f)FO%d$S!N@=YdQDzwmsY63bE=`D{NCy=hXujo#
z(1!z`j_=Ef!|t1)m!t2+Xedg=#cIu}avG)knvu$#j+r3oLIc}Ym(g~{%YzG;$;o_=
z_T4Zg1wZHjDt$ze^EEZHh4*1$Ubp-2gW>j$k>aDBn8(Qv;j7c<^o}q$Pd=FSJ**Px
z3n!#!*T7r_CHluSkM5mT?a}h5<-h7bK)pciPTLL=#O`I<_`>fiUT37?RaH!vq{YKd
zAT4=F#71_q)dO8qvh2RnLGwE0{A`NmX-}6UGRtZ8PI**pGhKXu7>&{+4y|wBkF!ZS
zYjtrZj@#q+GeOy&05`JxhxoreRL^*gE-)~6rXpfh%tozWae-yV$BAuvi{C=Ym5<li
zXAaEiaQoai-2HsPE%~dVzZ0~IT{^e*EtGx=U;na%{9o_Z4pU&9g*J*;dZn0j=(h!N
za4PEuwrd|!ndXI9e&ZL)oqNGOB^`xEGpeUx_w3V%PuUNc#-IB?_><*C@26zaj+?5`
z*#K2rT<$*)^MQq%oJSeurdNja7vLV<K-r@YVbB%bA(eLE2R*KvRKv_2EZ`?wG3^IT
z&cMFkL9_+z6hoH+b&RHSZCrEUbd~I(rJL<m?$^(uGV}O94ih3@j@x_aIx*f9jlY`Y
z6Q1st(BWN+TMk_Rfw3(V`Nz!9n9;aJTj$NLX$;%EM6AmMJ5*L(+u2oTIb!{r2=(n$
zeL#oY8N2ZV`^L*#I}r;Qjx`QpmB7lm{}EZfYztR|D1|S?GuwQ{)c1si;CsGl^ZSn^
zJDA4edT%9;_p9>RzNWgi^P;<n`AS_BRZZAy%Av<P%v-Udf$e<}WDL>Q?gtwb`yCVv
z^f(tBR_(LcEY&Hv+y<S@QEv#Wxf?Ax*^S+iy(E(9a+WW#GJ91fO)&j*bi71MDx{Xn
z?hlu)uE(NqNWxHB?LX;Udc#tYx~{i;psjvS!nC3*>Ta<a^oMCO$D+<NM@x}D8@OdS
z2+Z20d6uPMcY@l;h^p~SH4CLv4BZ%eYA?W<1p|C81c37S`pfY)PzdoM3%q<<zl9c$
z)rUm!Y8=G<W|!1!E|<!z`(Y>ho?Y-TQBeW!mEJ6mEGykwN*CPYMdC9pJmZmP^Go(+
zAtRnYO6V~@Nkw)x`ws}$f(})n+u;o(vTErKp|`;t7VoZ9U?j$x`n4;=_Z7JIvYkIZ
zXBc(ub|d}`?Fz6l%}ZD0+k!>InvJ-yHvHW5u7-({mX?LRJHi5|a2|;^y=PV}bbp3a
z|5r#uzl1~rLOM6{YucHVn0mbt=P*Y_&TdFeA{>*t!pzWt29bxDN6Vg<Y+BU+{NtZv
zMLJi3gAK=yPxacq9Bt&l*mdo4v(z_rbOfp78Y-tKj_7NEjEalP2i7l?l!n+;1Rm1j
z{i>(ZYg+Q7hWyXVNL1>)m0FtSR(I<w<Br9iRKIH5=<xSfw6mTueIe$v;I90?V^VIs
zKj*}OMBt~rP&&q)qTvwv^>D~7ya?I9``wY!uUIy(hGt`|(U7P$Y4b(&%gXp&bGZ<N
z#haw8d%Hq{^%6f=WxpnAj2VI(bpyRASlkZ-hqFHEb$--2AsY3xgyvE5_1#iUn((2D
hOdC|r>Xz~7wc>HrK>lcN2AY38x%=NVQ|9lZ{{qN!PA32W

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-jurafsky-transformers/images/image-5-Self-Attention Mechanism Process.jpg b/apps/api/app/data/demo_documents/stem-jurafsky-transformers/images/image-5-Self-Attention Mechanism Process.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..d530bb0525c81dff3639fde2cedcb4b19b883698
GIT binary patch
literal 78423
zcmeFZ1yCIAwl3UQAUFgF4nYFJ-8BTu1WSTj2oM~C6KsG4w*UbW+$Avh;O-LK9R?qC
z2r@zMeEXa__uhT>srvuFZk@mGuH92>s%ECEr&o8s>s{-4p7q|(-LC<}FO^i405miJ
zKtsKN`$a$jz<KZh`vDdXHa7Odhd8+SWCZwlc=%MLkBG?Vs2S+#sA*{#S$NnOnYfr~
zY1u`eaq;mB2?;T<iA#$KNbv{?3H)^sw1*EL;^W~{5)e=dJfVFe@c(+dZwE+l(1$UK
zG0>O*bP_ZS614knfB|)$SZIISfPdf6&@nKv9$@1<#KlAH03`;{(J(O3F)^^PFfmbk
z`=NdZFiEgTpYY2+c%)^9&E!lb5Ez$@!~DFmgZ%aQ35(!+m!OBZ6ptyXs9B$~u|MMw
z5*85^6PHkUp{S&+qWbd9TWuX(J$(an3(F5y);6}TZtfnQUZ1=_e+do=4GWKmPxzLY
zl>GfiN=|NGenDYT@z1L28fa}@eM4hsS9ecuU;n`1#N^cU%<SC!!a8hYb8CBNcMpy@
z{e5<Raf$qM^_O300LH($g?j%t$NtVQ5|m%)n3x!t*njzjhVF?n3=&MNC;Sgc<+ZTQ
zoF6d>1mciAkISy?c*rdH`h@(w%Q!9ti_khN;xE_!=Gp%<$AbPpdG;TU{ZGFZ0DKHI
z)Xl>n0c3&8$o)k>k<RU_BYARYjhfH|vHFxIh?dX`m?1{21Sq|jt-l8<97gW}nqn!>
zdw}J4ciRPS<2^90W>|3#6vf_--xOhF-UDCu<?exu*)}A1!#%L!2JUpv0*~6Q-cT&v
z1Bk}m-7G@ayGIa=J0FvKV6ArN9*7>l2OiD@-UHI*;1fgFd!TneHzz=R6scZA^ykp$
z9tc{@yc1QvVKczKxoEiuI{tPNWib)Jj_kU`nCuSp_zuqzj9g|oNw;SBy>NLCVAaXq
zI5tYKW2F7-eExNP{`LI)Ykd7H{`@N*{%gMYZ<$Z=A<W(0CJn;fB9Hn{7deEAS)1d?
ziJEM>iuxsK3iEAe#m(*kRvOgwUtt+~7u8r66Ci#M(A@(AQV8DLpt82JH#!HhaOQi!
z4b0JrSiMOYCA|mcIQH)WMPbLTyByg|<<l(eaYZsf>z~`uM)be~O0#VTRH!SK%TtnD
z=F)ZdQUsL)y&EFBrE)i>16=PU?}7MFFw<)+WAJVPWDY!~e7Ae29lX)@hb@B@b&a)W
z?;>oMLvLSzk7Bpvh;ky>f&YG6W1DT(EkhO>Ox#HGB%3?sep98tV2j)FFkS+>Y%fNi
z21s6Urk^N>Z6S1nAy81HTabrU#M`L&)VPTFybH1ZvM*n=;y+@ujG>R4xEI*Ua3J=V
z;1WvJ^ugJEf?d`F)(OL|HERv4on_vDpzawF@jf*;;=@UK_*M{X=U^K?su?27Wu!z%
zDd46<zw|yp(w0+#&J&cWATgyISDV6Yqt-sMT#}aA^`L><3YHX|@71I-5q+CE&y!=r
zW9hJ%GZ+%daQq=a63+Q!s`ZJNhDv?P%C$kzvvn|!N^P}78pfp@8zpl_qMxr;c5Cc|
zvXu0uz2A*}wD5VI4`O(IzK955HmBIsc81!bcHCr{h1YFcOaV*-sA8O8&OTdb2&cA+
z@Kr3a(K24BmKWjrVpyj^tf@cZ_mCM1c#>)R>|d)13>psYe}_PFj3+>xSlaZPGdz(S
zZTMaxFpwXwUeKp;yzeLdJ<6{!0F_IsEW(J0-%fbQGh_*jBHPNYT%SN>>aeydX4Q3>
z=hqLZPOmQd?}x^<bua?9uB7M3daV%?4;&&U9wj-+VYA#~0XF0M)Q=<FWJwo?WMYfD
z+`guP>NrrTdUGinL)cFdFtIONk?nrI!G2QJiXhnw%tH^l#7byv#nS)@1I`gBFT+5#
z333{W_nm@{Pp+1vzn*}(d$=ZUV1T^xWZ$4+_J$`VdIswB6U2$$iw9<X=aBWiF}?fI
zOn}4!r=-E`Svld{ZM81ytd?rWCK#Gm0ti(v$P=);8SqSO9xo)8RXbi>$WaYFcth_+
z^DRJ*E#@2A<haRe8Nt1s^)5TGO~u^;!?UVC7suS4SGQvt21m?@<j~QO+}X`(hXgf8
znK46L!)&dkw4FdXnkgOn#0>@_JCDb@jUL7LCkD^#g3xrr(9){D;;hk6tNOEeiI-<p
zQQsD4_~r2bc3=&W<BrZsi+T7UKq7@RxDlD0Z*Zd&+a+MK!1WZJZsc&^wHYgR@~f+%
zgh)k6A^b8WsoF}4qOSVM59OrV-TFVYX}&{C*JIcUimr{ku~NJ+nhneReLf?jwTejm
zsCG}|cE=k*En8XQ8@9Xw7SF~d5>+w?UN8BN#AKQ(fDMB=<1cSD^-UJwI+`o`8nhRa
z>|R^ZRi#89ZM^~ZoO-Go{S5-0yFXI=>rFb9Rf*Z665kF<(r3$)vfM7EsDb06GS3bf
zc2s%P*2M>hSUa%tAV3ctI*bVkiJXne0WvMU4Bpwk;G1Vf`}C$M7l=E!>~ViL2QTaw
z765`EGZjvjKu@cGF3dmJ($NP#T=Bj^;_kGqJ9**Vg^0->Pi5YyeG-8}mXWS{DTCdM
z%U-#*t&p<i?rJHQiqQo0%tUQ@jKcLEc{2oaAGKP0J@x2C3Q?QgCsGIJT`D;au!cde
zSH#C;PVbCF{9LNA+{5Bd#LX?qf$T|LGuAzzK*n$h*SLEci!@w8zX!4-h_27s?tw>d
zp{5a6e#u>ivg93(78#es9Un~NWS=C)<|Nvuxd3}{CePdvhJBu%A9k*N7fD?z7Tbe_
zFFG(YyHh6KM0tv{um7BBW174C`{OF#a37<A$9k}DuM+No@G_ruryj#tG7Z-}yFE<Z
zi<3WyrM}ZVL~Kjq9R(Hk=YF=p7?*NiSC}cqt4nIdd*Fg6vOdz4mgDj<uGmUX6&ZaN
zTFUEU%CZk<IA%Xb98(N($K5i+T8U?lW@a@ISZQ_mA1ehZ=VP<*A81T8djGk*2MngT
z-|5{LB;7q7qw6#h?#4|PiBQK6gNygN#<Xq}on>OItmxUMWPWivroX(FX0ESjimUp)
zpqkzk>yk&#)<(82Hf+K&ohu=*l~OI~&0Z>bOgvx*OO+<1lP>(UW*7eSw>AZP7Zw|K
zxmNp60a5l+0?}Rr`byZdGc|z=$)WGuH-9Vw6F0Q#d6wI6kGyqmQBR2?K&JDc9OiUz
z_;%0Z%D2ul^Sxb<7E{hQ9b6?1e^;dTA-0a1r+nqKd3X+}UPp_DHWAb9X@HP*4yt_T
zlHJU;TfM+X;RoZ%+T;HhCkDFFeYw^vyok(*9fU{;Yw&X3szt;KO`N@Ag;7c6TC2+^
zaq@%2*q_KZT~~*l8b5byMH3i12c&R+VHc>3NEczmA)R1&c0}kqZ`$f&)uC<iy`4vL
zm0XAiog`7{8qCaPoMUB7zYp^x#a4n{_u?WTBGLIvb3NuVsaD*1tOjB%fd)d%*|<s%
zB()cS-?71sEg8w{GbgqA&IB2dJP?aOhu{~k{7B9+?_%ttqP)h?o=l2&jT6R>Ts4vp
zb2GM?8>nrRFwH_S0|$CM7TSW(==|c&9q0$o$IMK;w7(O{sf=(OhNN5OFR&J5+F<23
z`psoUF~zoPV#n>Jto*RKmK?>r9Aklvz?M2KXl^=3&=2=B6iw|S?KDVz1ykU9*^$>g
z+Ps`tM&BP{JZ;KdTg8Xo%=XDms!gqbiBGlQx~{iJtg^{KU5=km@E$@A%Y{lfzjGrt
zm4zE6dIAG$Ncu3Kz(;zb)^P`aHm@y5tJ+X4pYMZ0rDQeF`P1_*Mol{#=$?aIbC6{h
z?L}ju;oK}CFYW>DuS45a7mH~wV&zJeCs>KSP#9-ASbg&Nu>ANnY}z79#T=clP@Lge
z|DmzL9<{9vc;3#;R_HcWW{}C0)2U#|oD8kgYe;XhT*_h14rDmTmU^vN!1*Yo^OHTA
z*j^d}IUS3!WT?CWrZK1)gACce93Xi|TmG#%aF%>h&r7*0#WcxYNLps8k1Zvdt}&=Q
zNE9P#2Q#*}jDX>lu_pYpdJT1;alwIHs|_808&%(i9Ia`O6SuvutnkT5EJZn<>89li
z-?h4H$;uSShR?9bJ<#2XAFGnF;-~LU<~7{(z_ND1w^L>Jdmq$W=;CBq?!-uecC25d
z*@fNGY*&6QVtB%rH)~g5fF~h$ZXU!&cp_KS?QKDrF@-jaq?1F0#(c!4{^r-V7eBsn
z?I5$Eeezqi3~X+T&|u!XByDF2PIdZKMu^Q^$atk|g_W3JIyvlQhyQws?^A|YXALCE
zG7RqAtEO0NBjHhP?I0{k<1^&qx;0AaK3YcP4V-ctzMXbtLd1N%xY8b}cLR&Ty_MFt
zdkIBU^3r4kV{G%!TYBz+fSS1-L_t7`{;A9WU0KSj0Y+wPxiUj9DO&vVVITU0EE{Tk
zUc!U|1AV0(9&Xsf`s<DI4Q<HHll3OGH`nT`&nI(QM~<brzwyarZG1kKqX&Bw4kJrx
zkIXC|s7qv4iwaNLT=+j}II#)^R|tb7@%4Ik{Bp*I+cu5N@%dL8lP1nCMJ-FYRh!Wq
z!-K*8Ks!<2FaADpSg8WO&Pg6$Z=51^@C!xUpV)H1E<47EuOisTtklc!RqI`U)9j|;
z5JkRMG<h>6?O~KCmpp)fQF@HO)O-(6_{!B8^u!dpxP8&}5qserg6}UUDxyL+@U(?f
zXRIdOd->gT&A#E>*CXxvFquiX;6zT%NpG;3yOXO`?%d+2162eSQ=n#VVG$)Ap~ki~
z#z1yGH1)zJgS{YlD+K>#M0<_Z=-rdWSc6GKOLrYT<B8gG2&8aP&;Q)KsXj{0G2xKL
zH3UOiPJC@PUw-|TVu7<LYl4d@=J-xVN76z|^m>gbwRnGD#aA{bon=pUUW8d)_H>tf
zOmSA$m2!U=_~bC0KYGLBJv@CJUUR6RNsZMxN)Q|uMS0@!gO;BPJ4*^yIL!rt+yfux
zUb8dHadB_0gQKcQSB(;ez136KAw<g6DU<3GTo8vHOf_0fc2bO9n%LA>gQ_c&Or8{>
zc`gT&c6NE&vEoSUT@iCiO4|1UVm4(CkX8X3ZdW0#PmOpSRFpiI0#Rrg1@+4>h>!~B
z`aEQ{KNzBx&w&TZU#VQ17R82r6j!42;g1Z5eG2B6hU{H2hS8f|_`QugJ)`4LIa|be
zmw{6XiKhv*N)Zl!J~(_CiSMG};ys3)aU<6<QNDeWCL!HZdR2FkM`U$jrDGZ9_xtor
zt;I)sG_=-ZM;Fo35sY88|GM``H%T)W?`-qVeQM8y{Nygw<x;{V(#%RSO6aRx(cD=-
zopj0bmBESO0y{gscY^(v-+Cxb`A2o^-DS1|#E!rC`bt)7b(UV@=8k<T@9`wZ%1<oF
zbmTsOWY-3ezWCTnBG1OM<~*=nn1yRF+%sJe4tBPDoa#y59E<NYvV*Hac{TgFFw9rB
z2q^+O)a|~yK+VnE%d4Q6ZR>H?j=?|Hz+02ew0HjGXWTDpYxkJ@zrHAETYVQmag}j~
zwv&N1?chcfEJJH7vZAI0+r`NVVMzA<1(MM_$)cNQn{08<phsY){Avt_%w$}M&XAV6
zc3P71{>uJVLYVb=mq2&+Tq_skU?=m#<%+xewX)C!zsezobB#k71rX$KHa4vh+UQnG
zt@cNxdSPM7R8=_7^W}>>tzP^ef5KT9T1NO&fc^b2Wc8^RI?Ur9(8XFVonUyOKgo7d
zwo+m%;a6Kyu(Wqs`Ou;4y>-6A&C9L_0W!u2x|&*g2?Q&oy&F<A<kEb*yCpdm+a8gn
zqRrI}h_hUjzd{gwK4Pr<td4jZ`x8EMp}J+Wa1nvAoM+lai#WIUUW?6sTH$t#@AaB9
zKS3w7xA7Z?JjHNsv&!nR0~PZkQ}b25s6^Vp?r2%NGq;ooiB=lTH|@k)|CY8#Kc>&@
zkgXKf29v#tQH{{0$h4ahcE#t)?_O#Ai8a{b+)Ev$@p9E1-<)u4Mnxr|%cvI)Ba!TC
zpR)i${=g`=_MT71t3fwRv#Aj9x+t{PwVNQfDGp8^u~S%PSKwA|N6+(^@9m$4nWL*u
zX_o;tpj&XyV~PcrZI!d8<vuZtUx6_B%*$mk$6>RmEBS1wy}^@M9`f+XY$dIrJP*c*
zeP1>RQlrD$b-{+72J!p{j!j|m%f$R|F~O+}S?#ol;rDh3q@DKE_O#F<1C{mcWbNL<
ztjgCuLC+7-$uup!veeq_uJVe~!63e^a*iqkLBZ}>l0~G;^)H&JN+JF%DxL$8pMgu8
zv+nDX;t(0;#f6s&Y6VF3k&)fcU#tE^IsZYoOB@&4U7vd2GTAH(0~7B%r!A_LE=Ed9
zez?0Me4uQCCi7hwPEUL?wSWa#9?5m%6^1C8)|f68byl0>hDkETVBZ6#<Zo?!gg=-?
z_i(+Kd^teJ>LSW;s&fE7z!SZTez{+g**aF9k4TJZviamhtzbV>t-!^#HJ--Lp@2^>
z`Pq>6gT0nAQO^ZQZx~^4Jh|NH@qX6q!nhF4OlwP0@7xQ}QqL3R*d>xx*-UlYoq6uo
z`HRu&o{Mtc!QZt6*MjLyjT=(1d`lhUQZ(#JGSoPEH0_>x4-gx&g%>u|#Jyuv3+UT~
zz&(@X9^P*AUsqqcrg<A9qXrmHZle!|DPlhrbLk$?=2RWNFZw0H$p_5ZYpY@gsO&mV
zWH(nqryN*nT53bK7vw`DEC@@bJ757)y^Al$&YU71i+I!b=Tc)1bJx74Q2E}tfg#JI
z%tBP|eIP^s7aBGuyFVzq^|~%t=vGoaMV4@{Q76>{@jc0@3LU+YCUD_x+Qw`VxocMn
z$XbSGvZmnstC_D{N^(sK@7(*uvIt(Xqgb>dqCe~lm$#p}WX~+8-Q52kP|6|%_km9}
zq(CT0sigdtY`Tf)D(oIuW*Dq!{;x<rw6njm{{PF3d_9xAm8teKLb)sH;<Rr5EcB7d
zPuiVfN)F|sSQc=b$&QH`%oNXt*z0%aK5LpT(a%*A>EFMyqyE(Sa)PU})(E?n;^m}8
z#7V8=_0mm5H3tV>DCxgYyT6?{L!PDcENTQVuh+_xDJdl3h-qs0;^UvgAY*8XWSalT
zu>TVz+VH>MI5)IW<nf*APB{30-2EQNNvT62f?5pMxqoyX$J_&(8D7bE9lEAh&q_QP
z&PncpM%hF_CW1W+{r_6y2!X!8N{V*3p{Y{YI~7Rt?TSNMXkuM){wh5<baZ(Ax|)+D
z)KvUVhn8e^rW9<sa1Ts6UEiQ6XJgPqk+KxF?`H-uUt<)~jL{B0zeGLEd53Rhs}8|?
zb+>n5M1e@O#Zk<7lYmR9<$K+|QL?+jH;sfA-iqWKbrQijtD{zhd)`U;+_hL8wW)Yi
zy&gxNnuc^Cws+s$hCd7)inLh+{K_$^bS9#7+96&{`DPZ&Wud>k)5&*a=RMla7E$%O
zEOKTxsI-EYcRKIX63jtv#f4k0vw0~ym;-tEM%VsP!;F@ek+I>z3(JNKc5`f+&5yaV
zZ#0xuNsK84`1&oyF}-J)=@gkH`m^IcKiie>&;R$k8Dkg5J=XkNnKVF^r$Y(*%`mYB
z!7olB(!5I1Wv@Ab%xp3=Rx&L)+O5!=Zw@|p9Z3vV0`NwOzpu8(ux0--MyzM@4<Y5Z
zz!fT>;Qs$){O;EpB*vc@<|H8LF-w2iY@mWpdr@W~lCz@g+!{T)cidClyzU?Zg_jkk
z9G}*z`L;K%BRpvj=`@OaoV-?zoCv*mwWrPR0b_hj6dYqrvt>FJA@w+yEwq`TP_Ob9
z-pN|;I=$ueWA2V+3|rm^JM5g7WZ74_`eZvAqFf;VG;P+2S-*6%!mqxAxvs?{#j)6|
zR6nvs;)tf?eb0-EdP^2sk~kA*m;;^rXtaTQ?kb!@&bsW*A$Ulhjnr*P(nk~PkFW;0
zmu`<Yc}RK5!oH3~^RQE56~$@ix(g0&H~D$lXI;c`a1EXE0d)q{32Ur(cVv4$BQ*?@
zcOznhr&%V02${U@(>=v|&N4-9CnAxzy}s^{8W^3LII6I(m+?4OpTguxkj5ix1E0w2
z*h4(O=lxQlT>c+ed*7Dv_wvipmzN^z<i@zUkD$`8ah{;$9GWghgZyblM)A@;t}ASa
zt!l3a`z9y7g-+rTUO56-Bft8yKXd*C2pajv70h*6t@BoRwQ#$C=eCmY8=ej)Hj*>i
z5^139vlnrGd!zhQ_#OypHp^etw^6#|jC|VIIx%qSSf`TZh|MBKr=$jWXZ+Y$#k0Mt
zm^g4Ru{l=v=xsnl%-WHJ+&s*ikzw@Gm2b171L+6R<N?iQ`h!*lhgpX=&Uz~nwLuHV
z?faOj)LoDcTC=wVk<bwAtTi1>gGCcVub&(0O=G^Y@9JFp+-6lKmqy@xdO`5V(m+QR
zkwPoNDfDaz1Zo;Kn4z)j;dK&}9bm+8W<1+_HRfx%zWPXwOG2iE;MX|8C^3EvcG(ON
zcRbPTJ-G8SvMUqUa@yj{ys|T&$JgkHxj&vBl#<@F4lu(K$>RumVrr?e;bP?-=umq{
z#Nxr7fTZJI3a}?E%Yb~NJWZGihAb+0<Y6ns6K4dXZXrz3O~&3|BaQBrp{ElzGo7o+
z<8|wE^L1{66)>5#2tTB!eG1}K>N!Z`ykwM&RV6{|{k}zG{k9%@LLZB}0zI&E#PlS1
z^uk!c;|9{dL1&G@+bK&bG)jhy)S1X>s`(IPua8sbn8BD;opwd4Y&(_!6a5UER!_OQ
z&1xjtic6@Fy##Go%SO92zAd~~h8ZV*8!sznIdI6q$NX}e_O57ureyCb`OD;*?EH4h
zujfJ+G1gSczpm9+<V~6`?}X6y<u)zc%FNXe`T4`?ciBaG1}5otE*C@Y?k<5A7VisV
zmSUuBM}y3pBipZ-Y-xHH=3lT7T?Q^lT+cXl?dB$T%?>efmR~@2@C9UNg#iboXSaw9
z`*`lO+r|@U+%id?5ye7}Yt)%oKg3|8l?sre3*f^#UjgocvSWP)(!A!Xsk8lZ0-?h0
zL$abL;R+AAgW|V37<~(|G%o8=6@Q$zu-bEJPSxfqRwb`Pvrj+X6yplW-IVZl*yYFK
z*c|2#{x)d#xtS+4Ub=<d1BZ?ye*3=|UX2O!hSD?6o;L&_aG?{UF2BiB9%AsRgi7&<
zM7Q7wq3wytaEYdz$D}OS$0_<*UM%{AB&u(rsbVQJ-mLkPPt0cQnVt$G1@C(P$bJ*v
zefy6nNwh9_ZQFbXQ=(k=<Mv^Otgn6u<cSR@xQE(j)%xHhYH5){hSx<Rw%bBi9CN@K
z)Ah+8V|nu3bq*7$@@!Hie1CTIE|dC(I+B6BAtnLrkrOh3j5Npop933@ov@;<=YpGm
z`;R!_ohADZH}q{xRQf79F(J3y@)S1hS{3@0HI^!Q{}gGxsGR_Jb{XTDU2`Ry>+SWT
zzl*&-z%URWy!eBbpADapq0Q8uJZ~zpcceZw{N@viQ=OX@RO)5#)@Q<T{6%{wS#O#`
zG-l@R_pds_d=R6yF;ZHTSj{ae47rkB;UXZY4k6=qdO}|Qs+`(j@gC^w845GM7=44p
zPdPe(FjZEC%#eh^<RX!}-0LN#wfll_d_nRoK82&5<IMJV{=##*>EXqrvd<^RHtv}E
zXcyEI$coBo_9+4rL*(hLo^#Y)tcD949vUzZ8tn1gEW9n4beQwIB;^Pi3|7H;Acy(+
ztOQKl6-}e|!z@Mnvo<tE9$$@_gL5<e=R-02pe!dm_>d3y)B3WvBn`Lmm)~8^?=8HR
zzo8?xl5H3XDQOu78+z4F>Z^T4#z8zY{0*GDzP+%<lB6HpmOfrd`qK|%MEtT-Y0*DA
zpZ9!>8}>ZeP?&Tx=klzG6n|g$tyep*ak+u))a%_Ua<6Qu%T?sZ=D^4Ijb0u#V?}?A
zV)W(v_b0`(2z@|^pZf+;67ET<&KLcoH?MM2Hz~wM@ts57`|r{zi=&r$)tRPtUA=HM
zFwE~c9Pai=s+4qi!<>fR?LnJxR%Gu>USQ*?qwDQ6>g4|5#bn9WQODMo?$}JWv~%nN
zj@9rQOay)0g=|erDPl00;u0r2>UH*DEs<&AM{A6zhDeiCm~sfjSCuf?`H|rYS^R`3
z&b<6L3zucF9jTqHvd`;3e|iyiyv5SuZU^uIsXrXwPcAA^z%=h8WT;8Ro?E}Ayn|I?
zRWV^b7x3Zzs+?c2wXbA^UNgaaR87WX;xW%b_6~nU>1}{ACcQOA5sGKVNJD}9@zLer
zIf1TwK*?BF+34@`5@6@%zo;}y@cxV1B!J<+$fN&JZvB7yJ1n0e8a1VPNIB$PW8Hf^
zMJcnXuPy>abhduEj!Ojfy^^oT<;Y9juDN;U3~eqvE|S)gNDR9xi`e2n0%Qf9!{sx#
z5Ju5Rs&Geq^Is3s4hd$d4t3bGaAytt68GCLJv=Un9Pcc+xy*h!-EQ@-T}O;gHM6cS
ze?T}1b3f8(YA|}Q51CGl35XYGFqqE?5QK7LD9_k$)J)Y3fttMTf$2UWjt)uR23mh|
zy1I}WPBs3TML+6JNs4!ej@*;xeBzj8eCl$WS2_?fG_0P){Ke<9A{D>heFZ&?=UXw1
ziE7yO>-jLW&OoS90=6B_-kUJp@m!!@1|{sLxnJ%Z3Ta|L`iaDya4_#0F0{Gwl`u~1
z>7MoI<)hFLkZ$JTbMfA8<Yw;jei~pQp_E|t-tu~Th5Y&IYe}7aGPGzg>bSOzL945~
z-hRV#eaHEAI_5DySX_}aokiNXS-=B;uGl&YS3!C5@mq<kNyvjNU7IFi-W26mPQA{^
zX|@w^$mTQ{${;_Pa*e`}YG^E0o37{kO#PuyMSy%1Y52T#jJdTg<8%c!V^{3><RKn&
z;rFeu_j;daqtJ}8$j}HN`Ot4NYWdBYiuJYqUpY3@5(1av)flU447Xbh^%NJgq6<l4
z`Le`u4a)=<3UdND7xWhNnDf(1DfXCu(3wRsT1o3|6w5%<J=b{&SK$Oj#=8b?mr)`$
z6N}7(_~!A-QaZzAXd`T)j-gQw?yk<ZNg^Jxb`ExASo+$v=MHllP5@euo12y#7Ai;o
zPv#ttbk(kDss~|0eU!d7%WraM(!boG6HGbS{Ta1|?G@MqHuw5`=XcO{jJOAIi`@x}
zt$Zx4K5~)5&gZ$uM&@09>TSfdQ=j4fnT6H1L6&dcOj?cGAF)NsC)l%+C8m6AbsH>f
zC6Rk4PI*aQIKy#C9tUrmTVcEhGJSZjZ@`^#HKxRgPu^9%R>mG-W5{=Jbibi4_+eLM
zP`mF_^xAs#X9cEzNa^@_L`!FXZtmVtzKza>tpb^8dRuc}JXmTP&R(kY7dW8cY~$d$
z<yWxsthpGo@=q9zc}$exSgb+H|E@pz=Zg>j$Ks6<TlnF6En+8NBS<)!;BbRDm+C{{
z0NYZ$s!Tys<KNe|a&+G)P8K?!1PRCRsp94W7Mpi@Q{S}Yh?lEb(~b)9D=V?bVD;S8
zDE{c9FMsv4(5bNW^X;i65Kpeh+ZP@?9O$$$GRF)C$GqT;&W*bU(Np0;qzDy{4C!9Q
zi>ADUS97^y0~~T$1Yn%iC3ptW`0+8zZyrZ(<|N&P$FAg<X@pot4(~gJbthRG^p0j2
zWQRWL^6y{;N)hvqNI0hyuH)gQ^L8vq2XFdo54Yqw52k*0c$Y;I_Z5sgfbjgnBW3AH
z4w)J^*h|{Ah*9|_bj*+WZu1=@ow8*0=Ri3+p48$6+lyyD=Dex)n_m)a&?=nc;`%o}
zk6n~$7$Sr1oa{;<(IF+ybnydZjnOUjUQfR9K6g#1*<g8w-WW~A3!8Ws`5I)=7-jEN
zwKMci3=>_(D2mo&FJ&#a1|brdvu{FMbF!Hd(3rG!fFcH2!%FiqS021;kM7Gt&D)cm
zp2^gqUxa*yit+0n&G)dx$YFgiVnOJekj3vwslxnZe6CCCx!JxbT!b!Z3i*U#(+Swp
z(HLmpBW)*NPC=|<E;S~(=W~o9+X>e#Me-d_+8M%%eFa=Mz?AX)*ViVphhbTSjsFhT
z5dOW&%QcDNR1121{Xh@AJM?pR7bEk(P{oz<{ueSj!0#VLoByWo$e?PbYU5nPE5&|J
zR*r;H1DiO4yMj~KTKW6bj&&b+&YJd7q@nY+JmW{A>^_A<6O<?ch5ANOB=K42>ZOdn
z`t9IQ@KqV#aYW(efqX9jd{kGnM^eCM?@0ap7yQU}8`nudo_4e_6;>nSs=fehshtSm
zxCGl6kr~=7Eah=koA-4|r74L_IqA8yM;04B5(57nxkyBcH0(2I3v*j05Z>oj7yDf5
zTIxx0{eTbS<DmDNCbm^JGExP>ooc*$i7@VjKqD;3WTFZ&8Hyk;PwS;Xxu0RnPOqxl
zCVVyM(<~b*+af=BJX>Tmi5{gI6>fs@K7t!KbzU2LFK;|PRkZ!pgJ#s<PZNtI$s$~d
zSQ91y^+;rPt0{D)C>1&s&UaW6bQwuk{1~e=3w|vp-o8Ice;$_ymywxu8-5o{tfxPe
zv!rHk0RpxWlW7%fIQ)U9u?E1o?H3b6p~>fUBtjJd6TP$)a-T3`a)lGt4sD%CykuWa
zACZvyl(@$$YBbVh_tlYiT2n}z`syGIH6R^a&K(#=>{YlQo<~>8FP|o!@5oG{?WKGu
zv@G2lH{JVPdQpvT9w(1h@zMMGv(A3E6xW?V1yYrw!3?6mu%M^FRjCL4o-nHD!RGsA
z^U;V%j2PsY_(sXK$i~1(VmdbTZnCfs?Cj@G`K=6b+D9FaCauZ_1-zrl+i#>1c_|mU
zKdoma@-raZVX911+>hRm(ttmCbE5M(_t?U(w(b%)mI()yH4f6%pS|zUN=#SU`qP5D
zX}<86-fHMfHf(mHJi-ymPYi_yftCer*P3yU8Dt7wh(@xen?Duro$OKz-_@Dr!gZ6F
zPOr5Zz6f*^y-+ztvqy}Y$<e14+v<4Bqzm8P>|>QOyT$Xdu#ZUk*>+0wN9?+wSb!<r
zr~w4^9*WWMlY%ceHc1EnG&VHtacp9JzW#E6fwTV6VvOC-mKk69GOv7J@vPO3d`Nzj
zr*3kz{Zsq4<rmN8Xz}B%F`!ezcxs#)8FyD^1f@78`jn*P%KjYI`Ks%xxenuvAv$y&
zo79M9SA7KS0#P>|o@qmE{oU|nE<XrUM(?W_n=|cNTvXH=ePS+8_69HhZVE-ir;_<m
zE1}vkwfy|=TC^@^O7pJu75)1?fVcOuVawz~DT3yU<}tBz%iA*+cl7*nu8C6U6mq__
zIc14}%tLcPAd*qEQ~#ou@CfJb68y410cJS^q1!IB+c18tOro-Hmv3YkPObe~PM|^j
z_1qnOKm>5{vq0GJQK?8g&*Q^=oO-^sO(k_vZ})P^Dnu)EBND=<ezMg~{YI@Y@_N7F
z$)oSB?*mCxft&VIpVvr7Zrjxj?lbDGUyogtbBZG1l+ESBQcFQY@fcRjF=AOn8vj^|
znqLCHpr%N6F1FQu=469@6t8@EAg#I!?8`kUFPXD8Fz(GSHp*|w!)sJ!sH-?<%ff(s
z@*7EoInf$-!D4Gc*+UkuQs`3IC0(bF9>_*H*Z7V3{7xexM#7#+fePRm0uxZNvsrqN
z=t3@=t<Pzns*~JNHRj`-5V~Q{%#)<$dtfXZ#(RC~gsNjpa1*H~*o1AX4CLldLL(=;
zwMH#{oGu7FhVXpe?<7j66Cs`)fCu*WyQI`$k)UJZJx;>Ja%-8Vf;evb`>AjBmg3Q(
z`(0ZFRIsUfUC+-(alBfj6lpJXYf+rbtbIjYEzhSn^JDh_DSh8f`V$$;Vu<)}Zcm91
znsDs^4kaAvp4Ss+4x%sW?EH9oS4Jot4!$zVX_R4^<dlxFqf}IX*}&9|q-BY1ibwWG
zOVYUp3!HY&Gco5FIZGWnarDATH)CF<-)+_Q+=o&ZtGo%6#)oj{sp+f#5CZ@6C1Kb!
zFj*oyRamMinV0>%svlitO#`&~!;2IqPke#TA=nGq<2RBpmGbj85;*DJK>4a6o{tI>
z&&&n9frF|tX^1wBDBqJz6HA)imNVZVS|75gNfKKlT<cqPd$E(|XBSsL=KCfK8T)!#
zO7LmsC#zzKA!l<ibFcYVe2VBPdZLeto^Lg=Gs;n!oA*7SGu^D}Y>BnCopR;SOd*;6
zB)SSD$cL3G)2@ReD1xQ@N|8#dU7pGcwRJV8x}y>LRAn#h`S^4<DXFAC(UnXWWf3}#
zc3q+h9%6Sjzs)ZT#`6k}VU)-CQQh(UQLg)%Uf?d#Mzzea^$bG~2lXqT@2~7tv_Ap_
zU-`UtsLINU7j2VtlP{A*F7a50<K&$wvH6pzjBXVHD=$IChLhvZH7!hsFrP>jOvkZ!
z&9sa!0pOQ|^mMb_GK{tcJ$Wgvdnsuo${(u*!*kj52m;UxSz-#BIM^{FCVd%-^lzRf
zbXKX^IxUP?V@3>bIl9b=FQVug=<CK4M`)q34RvdT&|>PfgNU@u>C8z*gryu`{~9Td
zI9!~37j=<D*Zm|-f_xSaJwTKzYegZ0Jz!7A+}kP)LHgU4XBm<wTRY)Gn4zEy8o$>I
zZVfdl@1N%u@35eMlxNO&JJZBYfv@5pl^x#j+gZ6g(X~Y3*%V`Q;h%&kKlv!m`t`ie
zU=E=i;x67SZwZqI^i=(vFbsz6d~ssD!uz{`mle`tWrI1QI<Q@XAF#(*qG5H>Tdq+X
zWr8aKQdjptr#}Y*J5+d1n5w2k^>|&y!5&h**%g9WJy7jz9@9lOY%s9{LTrlCGfbZq
zxi{2oM!>sXlXAW3EyUf0%bbW)Qo&lD7TKoICqR1R;Ek5)r)=yz@AO4(1yI3{bwWtm
zu=`S$_;69Hx~aJ}h~|wu#a6BU^R%1{^=VA}Q@a*~YzVJ=`9qs4wVK*J>6(iwNtIt@
zVLw3c0@S@WVh0;RoOseA(+>9BjL<rbCNh#QT4xv$m2$LSGU#U@cgzFj^D>!F(?8kK
zL6=;s!!@6ne`{ylk?t=AY2bM^b!i&yNzk=^_AFH8inVd|*0-!BRPADa&48KadS3oA
zCqU|Mqf>@?!d+U@c%0Y%7^+eloOt8;c>t6@vNovcn@4-m%VA3B<=MTrvDo&=?sTu+
zNDt4VuEx`ejp(aDyVX?Yn~A2z{|GbxOW(op%(-ffg9vE%Y(MfWj3S=%ed{}|Wd&lI
zy|k+j0j$&KJ_LB6`Y9;qx4N1@PgUlN3;Mh>z`b0is;UjqTZ|nhCGU7~WkIlQ<NYeV
z<>_}%*LiU0zR_y<9V?Q#&)b56!1bq1N_xwnhQ*{lm59-^&X5<}^`y=*-m{kLrev*^
z+cu5))p~X_MbxnIsj@9;7P&cAqBh18JL-{_612#0Rpn)d4e&!luhFhIdkGGzeaGAd
zvZsUcW4A;K2Y${*$(>G*jfQFOh-O_Ws`Ebxk-EnVZ%`fS7B;T^4ze3RCwM;ja&o7w
zHJuR}h&RA|rYSqBem>yk)7AABA=N52b%wC{B=nw>)5A!WOpj5j?QA-*S2p;gxU_h}
zrGXWTY5nBlxu`EFC*4Ucggpx6?%;{F+#GL(gXpJ`@-8w%PCJnzZO&C0r-hm_E9@@x
zMUvlrRQB3r=nkzvobp+ng$9qEO*fu?nNXDyK|D9LiQA0R1U~w?PF5BRr+?^^o7kRm
zr|K3NCsf_6Jjn87tH?`BEPZ8^m_oNs^tdoAH)HT(^?>>?iQ=MXl*31Y0j4l_4<t;^
zW+FjdS0NA>Iij`&Lx1VhQ#y(Ek7LhQd!8|T8u33?94*(7D?9hG^^R+SE}^C-^S>ty
z|7jHoF0BHyyf>0E;owJw7v?Jv=v9@)mxSPtK4z7FrXCyIRmw&|rDauPs2t9QC4a?>
zcK%7`O`v`(>xM-oYp{giiDU?C7A>+7_?iPJjp#!f{;XU3XqQlR@)RYm!@V?^C_kr^
zt#kJ~boPAsKDB~eNd?<+8bB<KVN1Gh7~3hfOju<0Hi|&p-95=38z@4WEuPb^9mY{+
zCQBPaOq!-0YotN2m|}~;I-N>`0V>NS44hc4mE0*Q){SW8t{DkiJ*2Bfta`@785$dg
zTh?4=DoLe|sY`Llbu6X{9J|-fUAkGdyaV@z`3LhyESBmAfxR1xQr?<andHbw%?T-*
z0=P#^q^q;D4Na1qJgGp)215APej73UMvp{6B2i?`DuLl%DbuR6<I|+=SC;kf(X;m8
zpNgRj_{hs{YM%6bTZXx$3Ox-cW}!za!>(Hu=ceD@J&JL09@9zO32Bzk^-6d%btCPN
zx4Hn2sTy|hAEr@cr{pRn+a!J<pGCkMn!yF8*d-m6TpV(@ak;1lIo$nxUEfvaLoA;U
zojrDFePZiPk<S9Q@DXaM@XJ<_Kkd)E?C7}CNe&S@e4{=Qu`l}3$P~o+@*c2?V$u3M
z{wP2NqhWJ~x0?vZR)#gA*N@@|PfclQfF$XCJ0<J$DnhiKY<gILcw~9F#5ZcJ=wGw7
zIz(lrzqrcEa&MO*IrMa)2>!!NE%k93R=-f=RE-t{cWl_f!k}UO(V-df0F6@94=VXy
zoDm|Z+X~Z((d3-9Mi#VGcYz9hn&;bhOSL9_2HL0qaXL6BH+Hvo&vXX@*Cxe3oi#6M
z)ok(}@Ur0HGfw|T5;#WG8z5M-=g$Pc!lY-dnRYw(NqkJa3$d1}rrLb=J-s91axbOO
z*$PJGFETHC(M<e!;#aFyHPKercJ$beC!6@6d*EfALzeIJ>M^DhXv=mY`L~yhvAU`j
zhQVLx`RVx>XsyH`e#%|mOa3Ag?#oYop1ltmIuPabJ)$i*>6t1Lca($$2ttGzD3Bwl
zWT$>yIMtZuRYjwZ3Wk38%KGH7AO*ASPGF23#}14kEK_b`7z(Z02QMnCHia@YdIF~p
zH=jvrlpD-N$|1nPP&zGN0io1kQO$b0yqGKH=)-()%ccBM!wxNV#O(U?EhHv{;IR3!
z!p?MIA!;;{lpp(}9NIZxMaPaIX)=4Gy}p0Tt2*PWVN<B+N*g}}0e=XI_4n5U*lgEa
z8ybY?kpjQ9n<t+-XuO_;D(Xipn$D5bdYy<{Vg}n^Jjg-N6-M+HlWzy3(mD$>ej}UY
z&78^+g_2-4=`bm6Q*^J_*K!Rr?ga8&+?G?@sxn=LJN*IdeN-4+-WgbchueSXqFyEG
zt%c_$DaHs>eQ*tsDL|1HF1n}=6{#m?vh%%_<XfZiSV7RCguSqioqcWDbpZrVac}UN
z&q-+BRr7##?yA+VO@H(N$q4&+7Ok3ii5&KU4`P6yUHDxOGO)z82$`ud!7ObyVSm%h
zeAfsXyACc?KB?~dtx~lw05>=obYXbg@<~pnAIEeefZJA<^yW#y@TLe9Yj|Ky-h$w7
z|J!jjEsIq1RV+qiAsJp<$eylhCvuJX9E!Wh;=<1knbjtqoVqQ`%#6q$Ep}GMj=iPc
z2|EK5%-@#lO)*wSB7J-Rq+M~u=v@QW7^!#t$lwxiAF4S<XqlRMhMQyT*QWQU_%oSx
zJ3-SE(GVdBy`OS-3S_2`<JoE6tnky*FW)z|D2=QtUi+byte$*D*7cb3hSX#p_(`{I
zKP&0`U2z^mSU5$&NZpd}D>(siN`5oFm1#WP$Mjpv;hN}HF!m_xtiAs{izuDp)r_xr
z>D&rZ0yLjLwbbS0&XY__@0PAwr!&Oy?i@{ye){m@9v~0~l@l2*!CM&{l6y`vB?v$s
zI?HW4Urj;;$E#;g$#)3~76yJQ7fZ<><%IP-s*^EDNLt)W!@pY7ZUhiM-`z8*;Yn8x
z+YpN2lHFgd^^+$3>Io`DLlUHGQht1V9vLkqo_8qq6%DF>yu`kHh?1MY_VW?oFYgg7
ze8vVN_U=tgCcU@V!&G<s;7>%)3mQ^o=@;hpR=QvTjV9#<Mc3Mu;-sHDn`KvZ4rAoS
zWS~Q@31tcU$PHX#yXvw>_g5&U?91$>6k((E!ox8MF3BK!q4RL#=_&yCrgB$|Ed|~z
zzCLtJYWvlzut#K@JnVSlEP2zAaAHt$&`&mWf9zx@l($*+r#vi^Z1KAea~o*FG|pZU
z#D4tj?2e&a<2l5pb79EU`|ZMvVKAANLF#`ZC{U2$KbNrR@AH%Y{JChSK4^v_1!lb-
z?*F^L<E@`+)<gC(nM)Y>3&cuf%oe<$Yn(Ot-Y&`MdX3~yN;zsZ6Q@XFbs-H*qb?e^
z`WZ)xIo=uJrJb`ZLRfB!7X)TwmB<vWq`w>#c>c7$?SP05-VAT$uAMZO^(LVHWko+R
z6fcXW5xQ;_lA@id4O(_wSAWq6Swt<p5)=RUEbHNME1Q?nAh=q&g!OjTT4>WQ*?jN1
zLV4S^{D$@J*|gZ$4bdlBt3c;c^`vaSo63gKJ!AKnRPzEk#>oQ+<O##+$O>yTn2}=|
z_=xJOHj$bBG<BnGnXlx3MlGEIQ@(XiX7NYQeB3!osLC;1lCEHsuKohmd@>x1Bz%6C
zxPYQJxrAC|Uw$5#EafhR-EB34C~pEv+;mV`xlOj0WjxLG@N7KzXI0%B?(V`0z1a*u
zb?g?vX+|_mN<SO<o;*QkiYajQ)`)pK>CJADz%Z(DP->JGS$F%^Ze8tJTa4z@);Pc9
zBgIVLI71nR6Pe)k`IMuT<s<jU_kdxMiFgW30dCyr_W%np2iqVQd(vz~n7bs*!9zzm
zL7+PNVj@)EPhe(e&6zA<-6*|t5j7-IT$0&R1n1pR%e-*yB)XI<EBH6y<S+1q^H(#t
zeAmFKI~GeHF5#Eo)16RFwPn=OST{gL->Z<8k;*w~*Ky-_a<S13Ca&2}*U*e#arm%p
z=c66Fea)rWIZSoQ)#XfU&SE7shTW|7)(u=oKt1lR*5;%VWF(MQQomMl!D8V<-SVIL
zzJEvH|5=7qnG(!!C^mfGx~}e-ol|~fVr`6CF-wM-Y3k>=2w=acOi*rCO3`!UP~+9i
zJ1Dd+r1#lcU0w2U@6J2D25pu!w_YrFiKJY+yg87c&y$!1M*JA!+VM1tHF{|cTL7x4
zNj;Kr^^MxsQ<ZgU?8i9skpJ;@cMKrDmeKOFtPKXzAY!c=#+sg<UJ8-41F3WkaiS#z
zs8C|Ws{)!2hRM5;PCcR$$Fagbf^=Ju7U(y8`!W~~LPh`7Ys5w5^dY%ZuZFvgYu56@
zs<E8m+q&9#_EnO8l)jeFEXEq6<bPt7A@I|MUJU8wZjqC6eb$c=vXA5*X&E`p_AuZo
ziq}@QB<nQNF-{z=Y{iZhEnZE@o+KbgwKtSb^sB>L4||~=mFD}Tj<&!N2WM)DkC=g7
zF)WA`ep;{15MCyDM^a7=Z{DXDFr-X9Hr%a^q?d^wXlQ$xw7BjR9B)}a#qB5@nSBp%
zpBpAOu$`FKon>Jg-)NnrJxaAxlRpQQjoEx{8Dhwm(>*VeUFSfAl=Mcf6+7fQH940q
zb5UM(H)a0OHMg;}DQst~f`%-ROo*A|<erdA{}l~RVvrl!J35Fj625AekTW~Jwr^FA
zP7`^bQNc)Rt9~lGX{Jo~&d|0_<0JSu-UAg4wB*PSYOc9O(6FNOC@Ny&Iw%zx0?6P0
z2g|!9oEat|^TXS1h+n3%<cxya<x|zOd%!+65xWc~^9^l!R=C{jSYeDuF>;vosOTPm
zpY3A`8u6o6fACu^d0!=4*=z-COEsEO4y~EF2fq6!Kiv<ZkJnh-{fsC}mOp8YT#qz=
z5L?(~Pjg&P6|Vpvarxz65FlP&h1}?AUNPbgc0&QJNff25EpdLE*Om7`yF63fjqKVX
zUKj3Rf!@z0)w^2wYm1CGOEuB){^^{OT1iLXaBqi*RbvI~6t`qGd=03Ddz{>IA2a5Z
zfqETGGB&J^S_k4}V`I_iwD2To#Z)X|J9ueCTirPWn+$D!T-%*nX;!r&>FPp(u11cE
z_K5?EI&GKo&X^{ial4$#n%rnq<tg|w5>9V;30`6Oh&GCOekk{Nw=^2ut>aHu8wC1(
z#FnzHMbHAR@!9$@DyH>S0^LOgz2OkA$5Udq8w8Q+@UwJ!@V!bpaq|fstAM$OJmZ#g
zKZ_=|v!Y9efKLf1{lU@96&!sbzojNl2^sUk^Ur5|S7YP9$@Wphpy}=<cECNbe{_5g
zs4g_w{%0~7N~ZfL+Xy}hm*Hp%v2iM_ouXb?81c#EA=fPO4i=NjKnaR!a~d?z;8(4c
zh46C7AEu+#Hz}(Yw0XAKAG6jddNtS*3}+jmNvYC#q6uLJM;aWY?T1z<A@%OV!-P>=
zph@vf^|XEY(b1uU73t82b+!e<srQ0)p3nW{q&!Po?0RY&l?o|-kcVU!+Y&uab2wnq
zwcZ#J<^Q1hz>9VhrO{P%p+`qx-Z2?_Z0kR@em}Ls&YU70ONwRsHOhimbsr>E=g~&S
z#XWJi2jS&nOFT^fO<hIV&cWaJ=Fb?m@&BSA`sY#KH;|#kRt=)JfvA~MnR@?caBq12
zvh7z}PYR0DRXKk0u3o&XGwdR`H3rAx%a&M}@ZHZbSg)}NC8=>&vOaBG)J`_-26=f2
z-uA?fv54d+o_UX69#xX46VN-_00HOKLUNA?V8fSnZ9f*<RF%B+WLeL+;5sx89You1
zzPZ3>F0~F0tusjO@%AsIZ^`kBd{rs&*=EJf)qo`;2GO5I@w}U$J+OmWcxKve`T3Aq
zz^LCRCp(;dmeVh$zfyp8E+=6-A~HLF&Kb972SPj5bs?+*y{A}&i$6LmF=(njN%>5-
zk;A{j+0<gl{Ax3pssr=H77o9vuNF9;4?oREuyuM?EZNk?dX`BQjSo2G8?<yVMlpOR
zXoHyP*<79Xw0!Zl3gphQd&=ujgpA*#e%Dh+@r;;@M(Ugl4StTbd|r@=mT>{cvsTuB
z`jsiRdlp5f<CI69o4A+LfE;Mt>&78T_<pPoqc=Z&G=lFQ)ukCN+YJ9S_RM_q<4C_X
zdw?My5ZQnw2Pb`~n>;G}Tb$++DzR!{Lul2V7qy`l`>QSKja{3n{P%faW1q|?^}K9k
zWoBiBJY)eUE8Lq!g<N@!!vI*n2i6}Wl1fIZH<W6^ThCh~Z7VkRIFD>oX4gG~nbM3_
z=7vg)39I1=sAym0T6b197y*RLOf2-GVdXdLoRq7;<RWCz-uy>F`tMCUZ;WSztUPcd
z1oUG7dT7szuTpJeV}iy>L8fe2`PiWc^oc``?BR&N7814EiDP1)ttpAyT)FA1F^4iK
z`Jd$v7B$e~1@8ehR#_&Z?zlZv<%&0Rqjo(?ZKrscnt2e-okHX5t#S|eYy84Ja9ifo
z7%z<<RjUq~n3p-w%+kI>tgfJXA(2W_TCmK_9)rFMzew;eHf5Kl(7fu~?XxEzIZMWC
zP-~LZJ|9(?T&oUn*Gs^PEuk;<8&R_!|62w{8{K!4*u-#+K8#uw=QSjn=l30j{B(2X
z8N)$l^{1xLt5H#pB`az15q^VY@2AONumjlB%t?5;?kYSl>Tzt^O<|p|f50=_&ObE`
zvuZIbpjzX~$oLoLQlxX(jQDAudp)iuq$loupUd+iX1p9rc_#h3`U6>G-tnJ0Q1WMd
zZ0lNtc%YbzXBz~ful<x2W`&wG>eTWzn5DDam6Al&AT_lQ);p+}rDlX4H}<qey310)
zGZ-2wCz&Ra$dr=UzQfdh>2VVCJro;Q^G2A2ze-`>2~x4t9PiK9*LaT8L59}tRj%_{
zD_JdQ*$7h5@-CW}M*n+A=Per5)vUYG#gDagJhi&2sCmfJjJie8_M!Hc4x9LLV1Ikx
zn6ARVC7I4LJg86*xF&mb-E<F3c$6*FXFdiG$el3U`l0B}JxNV$2cy`awoO*p=rw^V
zs-<Y7tg*<@I>k66-??Z}&#=eG^{&w^3OfPrb4G@iyiUjS8)R&6qOj#xsFShH@Lgng
z(Q#%i%}t8l)|A5fGJ|pQvFeu&y8I!BrWE;xjVRY^C^Jp?uEz5I00hpCk$I94>A5~c
z<@SS`%Kn}2f_n2yxQohHw4nBT;4#8oYDOpDp=8%YtbX>uEgWhG+7~<Aidj*a(KDus
z_)7PU{7J)3l&+m3@KJ`Oeo9C(bpu8xGzWs%R;%IYlZ<00m16KotLWUwUlcP<z0pB_
zUT=BMo)^Oz&9OIb0f<Z>)(~*<8@s~U8ctIZ8;!!{=J8yC`uGR9yYeIdgS@u@itAhR
zMVnv&0t9zR@C0|a5IkrCG!6lRyESgX9RdUh?$$Vs6C6TtcMnb)Z!~wGnLF>!`Old-
zw_eq|QV*)DyB4+Sz1H4)t#5tbPo!RKHQf>@*=;<~j;TM6!=@_p+s}H9EWzKM13+kA
zTOhv=NQM7rEEhrE!+IKdo4-hvT+ivTvPUyff08g8u3GL$I<@dW<3XsQ)T^s48R)G_
z|5{v@5!IpdQ6V*RBO^rOBf_rSsXUU^Q~GL8_v}NP3gr{w=-7+KYprX`F+0)sv^BDp
z%bd@IgJZWQ0~qr1nwo<q3HW|a^x$uC(1oaHp)>xCeH6R7i6u|&ot7U;csD8kx1De)
z63P=CsXfd8QQ8TTL`e#G&Eg%-zOHjz6l<w>GDLy){(=_xum2Jg%DKgmtpt@tr!awV
zbwRqXv6P1O5GYq3oXc+%p2(ZwG~Y&M{TD1FC~hA$bH_BFg6OLa1w!i=xUd7#73!?8
zn;+gB_C-lnEH(Uzts*~IhHV`<9!Zz!wXajXvO}1Ru~&LLlfd#`sS<q@)DIE&5BR@z
zCXZMrPtG;!V2y6i>Xe1^I7Ndn1bOor7+jf06bwj8ps$T0{iqUU!{iPAwg-OZrI`Wj
zfr+0y){h;J(O9=xWf9d*=1aKy8lF4RJvR3x;?`K_#cr0ZS!<E&Q~Tw5+gXv^Uo<6~
z0&Cm0{|4@<Z0Tt8R@8L#ncW2hf0_gK)kEmMPqzkPx<T>kae^^Eb<SXSnhL6)ZM2Fn
z@lx`+@~LW%GK*9p-xbWU7>(`q#4dnGs3y5A@^?U-Yi=pQlc8y3cXfvX!GhP3tO<zp
zW0O!8ND4Epe7<_fTeTctQ1LiAF0h290{IBHPKxE8e_6t2=Q$>&fvkX*Z3ihtcGk&7
zJcW+}dVZkMFbsRRlD`jeyHG=M)a$Xq>~VPJ*xTtwr&cB&@Zrlpz^f8!;YQwTT5K5b
zF{KMMw>J5|9{oXW*8Jr{lRB%o`W_X;5h<!yh>-0T$&?(XPZA$wvzzjn5^#)KLrz+{
zsKlnzuAXx(_f>t@tQ4g%=Pchjc#Ah4JlR(Dt|PXmmqfTYa@ISJc%)IpMt*C#l)zQV
z<lA$h<ps*%EFu1eVK$d8?o~u^SG63k0I2;ci8hJM#~&K~<f+NMr0>RW9dFGMQ&dCI
zSuqvQjfTM8rW8SwXnRk3<Ffqeq{*hzj+f$<Jc|$xg$(^PmDx6?AGP6kKm4x52q|x8
z#L&C7#JOtf=I*7TLz|Yro`7E>|EP_de<K|4jB}qQL{{}Cl(aHe-Z+9b0&V)OT3P-$
z(qw~xpevl{s^idU%lDJAyoKWw8xLwC&6}K)B<c!(%wyK0O4mE^u`R&&heeyvhCF#4
zXDmo0_Rn?fw9_Exy^AWDrzG7NF0Ld;1j=k%AjKv6gs<a+a+p}0hnJOAB#_2~*-KHO
zjb5d==gUQ#dS8$7CC+A5_u9t}!|Y7+fRvH12v|0g4~5&nT0rTSZ_E44!4;Jw-{}(^
z5_<AcH$v9~bB(gljJm1hU}p0drDQ0sybU|TXm#H3KcJ)8^j?>$5c>?ff@|y+WzM9t
zJ}$BwTv8zsg)YHg?cnFKQiFU>iHR-j+#1?aGKBA${|%e+@8AE*LHu8*_=B_~&H)1u
zceQnhH(R}0SLq)soQPy143_J-JfG^XBLyanxEUgKj&txveZ3H4x_eo9^31~>`)SNZ
zDzZqx`f059v==mg^O&I5gP^ORqd9L`w&R`F7^U;#px}#>{vG?~p+2>7*ERfoVsZLY
zihVAH%7eO!2`eS%9NH4hvPs{S`5~r4kjLfrqF;#*P0_vdRM?MM0c;P;jybF^$d9Oo
z#g^wv7AUEl;TD!N1>u}_(Q+&abLi1?nUKydug1z#0;P`H5Iy;3aH^)=0q4u4pDGwb
zV=72F&pOeP;0I&9i(<oxY__yBrpsO_QTYB_hqn_OzBU@;^=wQ%<f2}dGrB*m1+Im^
z^$X^4*BCb$rG4FnKWXq|KnQ?OaViT{^LxpKzARYFc|n&x?%ixhua~ZyovTC2yE?R^
zW7|YuIc$nxMZJZkOn>cdJj!+(7e_*Ily&I?$&?}1jvuk+jAvcTF)p#$A#_c!*pFA|
zEG<U~q{dqvxGy62+#CpOV1}==dsd0-suR5hHEf0}rIuv?mU~M86GQm!xHg;9`ijPN
zm+q0fIN{WVXVs_RqelK;e5u278t<SulV0)YiVJPQ;Bmi~*6Bro=603rxeg>tti)G>
z7J=i>tInP30X-=n)y;N2eK<!f@3E0`(CDt>bJ^i%Aw4O^3Mf~CC{E+&22W45qj;@&
zm0~OuC$}c~D8eh>NbxlEq7Dq|C)D2s>VG3Q?A#QQh#>xLgLMFVuUi5ORZ}Mg`LrJg
zC_<6M8}`I`CitlI6vuOGVCQBH)5rFV6f^GqVZTHZzIowTA{S0yV)-&DwM^SD*|paz
zvwrq>lU4Q{zLz=0F3KPYhaR~~<%!RE%U59;_7PB1#<j?!Gst+XzMRxHgrDRWv>uVT
z|Hk<PI!WZj_7sDChE6F51EF+?NkNPjXN`ENK;l)wGh}w8RRzl9erHSMmKnDyB7N(`
zC4{%?)W@1o!sG^Q&28`wD^DY5aP@&gMTSE}-N<^A8^_Un(Ja$6P8xOv!KYUi=w!GL
zKV8yCrrX3yWwxl^*eP`l^v-hAD;4=Ya-r6it>?y!l4Q9Af8ZTMhh))Ue=(q@u+x^G
zQz^CqCBG$MUQvH~mrwaDa4|qc$>4pz)?&1~;fqP$8$0$qAA@~6I<{8SQF<I<06w^J
zPgRBJkw@s*m4U6i-dmCTXoyt)9A(NRny+I-oB18RD+ryP(>V2OFJB6sFdx4tF^ylr
zO8c0ol*$q!v-Az*xzcY9P2Q+9Tv{*apiZB%FPr7*esTW%{z%Vq8E18?9prxNyJ;<K
zUU?x|rr({!EGB9E^wDj%MYWGCYpQQcr#5Kzyr(ZNm4Z^SEkyJ-UV_VDHqeGIHH^1a
z>GOgpae^G}HdRFl5*ei%(KZc!2N@zx=d@=P;`eNSv0h!KR4|ReevXWu3k6;VK`#Wk
zsv*w%b;H7VMKVRY;qAXlDp^M8gclbF5(!(~hLHJ;WDp^xHZVU%cz=VHaq6rV{vbQ=
zepL6C16`KOIqqC!`6*Ucdf!0!y@Xg+_~P#{R<>S_!piZ_Xk<v?^cFE4ogQeVi1*)D
zU)G#vhw}-E@;DUC8(BF^**Q2k5wP062?#@R=^E+>07~4V7+W?~==c2aUiaDfWo#v_
zl!c$svR%!dq`ybJ9KwAZ-12>7;Mbw1^`Y{7GM^GZnKpA}1s7YN3m|MZ_ryu}IQxo9
zXD%|8Pe#%*F<j}NOQS8#JEgDq()F)0A~HAP@DKdR4fy+i5<>bG6(^!;(pub@0+9NJ
za<BxliQFEP)Mju)Tr;_SMc%o`>Qq4+MUUEj8U`=6sxF}CU52cUr^TUc4H=f{G@M^j
zh=sVC4tUn?u_4>p*q5r<*0&YN-`)LQHMFD^*0y@r;Dt$auV+c#i#Hs0JQ=ru{|+&(
zZ>_7TYjL;w6x1glL3%~T!~`<?6+ohN$_t}rnR69Ed<?807Fu^>x~}HD8xZS4A>SS7
z^&S!xD_-d{vAa6{cml4UFZwz_lUVS0B`b!8<|w@Vu>cXaQR$-ASvTD#fZwoOtyHv1
zKwGrrDG`^*Q@_3LG9u8Qg?6Wsy|K@G%((PH`T3EsU6-a_xMIi);&smNbiANO|K}XM
z?TTBfr;7WYdO{p8S|*FQ<!Jl4_oSUkaeT2EV3DGp;;CpI9aK|=le<f_^U}OA-aA|y
zEw)VPf)yF6sDD5XVi#%%#-1L24e&51{cQ}?P@5Fh9RLXXT$W#@K1#$%*29lG!^8(l
zx)YWfE9UUTTJqLC13l^E#ZN@WQ6cO;DnOmFNF68rg|Ib#C2v5K1Mfx+?7;!1>NOeF
z=f`?V)Sv6LVZftk$Nj?tro)HvO>C+dyPCN>8jev;qHEu5dirKfr*R7VA*BCX%KOo}
z0kVJy0g~6f#H2?JX$1qDRZkdm^A`}Glt2AYDz&I?4*Dhd9mm5q9^hqU<@16Lt0D!k
z^DRkQ++#mAPeZqBQ-;=XDGzW5DT-Ht*e?BqS72s)GSAnYLf-9(0_2!1osVqYyqSq~
z#Pcd+-OfhU2%~LcK&)4|{x-H?q9r7Ju=4v5Y5+YBk741zY+=a^85(Eo?*&Tq_B<49
zN{29r&jkmy9>1AcG`ftk4Dpr+;{@6iBCKc6hWm&;80?RB8N$-#epBzXaC2@;yzgIA
zyv97srdZLj_J4k{!qekYVaOHqiryyhvE*%;-cU9TM1b_9dCc*d3gzHvflxwzku`CP
ze^7DjDJAS_Y3K1D&?3vs*t0TWLNP*iDHM;2xKMwb`f-lSN~NBwLn{yFB&CMVXeGWj
zK?!en$uSfT_2u*__(@<XqW^KNmzoV0iKVAK5}QET4W5+|<dN?Qvkk6yrO~}ePgirA
zNs!G5Svufm&JX2_Wu6tBHqk@_-D3I@Y87q#yRGIw<Pw1mU&AZ2BkN~i>2k2v!22bU
zK}h1F`oxz%Ag*PtV`D^X-=ak@?<+oK73lzXY0QV4Y|7Vhhl>HChsrf~{^3yGF(PFr
zyUiuvDk~3)5V;8d*tKZm^LBZrq%1VF%AFm+lHpRJO>E;X3^v8KG(5uxxs3yxh+$<N
zPxv+L5_d3!^*!RAhDF|MFj}!e*-}-NbbMfqAHk>*t+*M#E<srh7r0@p7v(fK^U`@T
zl)4u2RrUnAvSjGX-?o#6M$C^=`F@Ih_Jpby?DGo~Cp#2bHSRlD*|*Zgc;gy5tI}UH
zLMLRb?f=Fi`)4nw4t99*%*v4;9sDT5Zj-`nDRff=K&tJ2$)0GXnZjKB1A2REm)W0R
zAtIUXOnOp(SakN-!#uicALcH8c!kUoq|DLh5E+l)o>b;gqP6pqzxG|OETcw-+1_%D
zXK`gwXg5yqu7x}jp87R7@SWs~PO$w*bL3DjumUSe#DOR+I(QQLEQGCfFS$z<R1MPR
z_sH3P$32dCR49l*v}RyBU5>40(}NPMbx3jXP9fiyJ?SX5%K|{4XGr6ik&~ON2S2c)
zw6z;k_#kQGhcC%cygwF|M}N>vaEgqq1!~c0KrH<qBxC;1NLW{2#yz!c**Wr<OPQ?P
zWJ-bY&*4ikuAQXB1k%mV?hqnn=UaL?gdO?y6)v*1QAEXKeEjKE$3<UrO`ksg-+}A@
zesl1TKbP2e#ZO#_th_D$YPV_eVN`&+=Twjo$uIJp>JtqK<l`(LHP>5fbRh7ap?Zp(
zH+H@)`*oQIg#x<J5T?s)tFri8_^%Kv;`Yh`hW;l*ZXU1u>Eq8NN72N9wcJi!p^0eu
z=~DEr=*K)*Yh#<Nw@rAl%*Vn!$M1O4POAa0Z4#{C@4uHWT<I})da-oXtnDA)zRV$O
zGLMh$^3C{uE_cxoLi@{~24knCrUlln$C7qto~Yc-3ox2}Gu(yNsa4;f_~SdA5cEt~
zdU+pDH!RGl2E>+BKGr-&1~wlj=+z)x-YHSN9zOapyJ*;BL*ZOD*s2+RBFRL(D<=6J
z{p;hHAA>i5Trsi~u<t)q`8pUl#wdg#k$*CF*WDi5cD=!$X2leEVW9fs$<<4br^ygD
z3jIMv8ufVG8tPr~kpHyej7q4b9eycPpNZq0VL7Rkr$OQB-(u$ewE1fI**IDy(avpO
zRa6@fTXw=`X@jyH_{%~C2^XylL2c5ne$XIBkkhD5d+6qrbWLsDbOU73Igc;>#9S`(
zF5#P5(!3g4CgB3Te7+UE+gtS%0JY?mq^4s{tow!9H)f@MT4*2*C2&qW4K09m4&#(l
zcG0{crhtpe1^mUTF{$<hf_IZV*Afs|D=XrKd2;x9vU9Tt0Th9De^tZpEmZ2oVtO`;
zO-|6J@Ar^L{Fv@Vl9VPdi6-du?9djOe?x1zS~OK(^BTRsPU~E|)h_c9m};;??=hMu
zZ^rM)e5quUOv8G0eE#x^jzRvo-fjI00;mbn*Y(m|0#kk+=3(VcW7I>}eaREW|4QnH
zg{9Z)+oDRC*hsw<!^A7>7Ks&Z5fuG9^H7`5vur*F8)>%paYV{x*229-BgV}U_{^DK
zviUjDB;OIlx=2#z%6tL{vbpmMItRLKc0%gpBOcuOqYs0l+zLl5GApLC9>yj43}4p)
z*$te$@&%)X12xYp0Y?Mr#11ojbp2a1@-UqlyLvX_Yt1&h#;f@Hu>(o6@7H4JvjKw2
z+VWFvI;VK9G&S9evPpRD(-Ue)V$)?>eEu4Qb-T;jET;nBJqEgni6g{;by3(<UXOD5
zhhvVnohGa59r$;`UMEg{c?J!(zoj)xj5au}0qf_bR#LL6ae2LIBeoS}a_Kk=ZSJ@x
zi80eL|8S>KLKl?3j!k^tlSO4fYm@J3im_(mIIzpv`4exTEKybt1uxo_O7kN`c=xyi
zW8B^)i9H)RyEMi{&-EXvW&Ew}|2E<KiU$uxWtTVYliSI8dL`)+Twb|iq`o-Vmg<t!
zZl3UK!x`7F{pFjpEi*t$R8J(krmPRGAN>JL=R)b+d*?dp(Xc{(w%dchSTU>JlG_Mb
z+`M{`o7{2rBrdg4Q1JVxO>r5?B6V_^zKqyohLs!diwXzc*E>=NXmX065jZrrcnx8y
z0DB95*T_6<&KtOm7YIw33G3jrj_cW$KWgZW(Zq8r&mocp-Gn#{<$;yUWJ-qYV?@>X
zTFgn1NTXxZ=wd%_E!MP2@h7dTVp*qmWEL(gy?cJ7<n1QS`_nx~L{8`<GqM1Hjg8FM
z3@t3DN$=@7%@iKL65t5U3~Qoze-1qX+@4S^u{WwP!247DckM-b%@{+T%O}pN{$CR=
zp0r?sHvIr-+z|I<=V9U4;}->k1}BN9fOJ`!mC@xSkl0kDhc5o-iQmCf{_xco<LtZ$
z=;EY13%vklYqSO(n%02NbHPe4X5=yZdnD-EK=GOZq++;AXSrfxl`s89KH$0fM--%Q
z+lkJOVraagb_K%{pY115Gne;m9#a{{G3aYJe!5qa$_fIb%(tNBI~!79WW;a@2pWq`
zviGHfHNUbuqsi}QSw5-IO-b<0>$hJe-6XDA9<~#SnRp3;Ufzpb_I-kAEzaAtj27cX
zl1#sIW=J>YmJPP_K+fkHy6hME)o{|rS75ZZY_K}7w;~F!z^8}jm(yl`e=aAwe*Vog
z`orR<;QYNJ=|U@herkKsvDzhiz0)ZX$uV6}@fNnP56_0OwANAw*t8dKOWdr&J#T9z
zya>V~>3|JU98gJyt%Pu|$g3!g?z$v;-}gR(w5Z$vfQUGHV`!v|(ud{L%htTeJi*WJ
zc3rl{F;Di8V-WzNoF3LIaS1qT023aYXMNa1-=pRaA5EZSWUxtddnxf#ThnUf3(e(-
ze=<n<A4DMk7MP;RMbyilq6In?_qop|)#$uz(p>(SK+4@HvL4vyoazUfbJ&{t4Q<mh
zpQ||0viwax;!_~`l)2^!Xw+FjNRT?1Iz$HK)WJV#p4}~A88mw0+VBUYl(>hI2u}Sa
z0)7Tq*ijmjFW0qCHTcpBjwPMz_0gx)aej*CM3t^WT$V!X*=TQXIG`893MUEftdrdp
zT`uw5a_`R7l{ZFSADrB79{ivPZI5`FX&$54!XYUuv^yu(&Ww!JjW=Sk>42}ZvLu=6
zK(EcgRw}NP|4I`{{sxS)3w8N+Rn`H>Sw+V6E;0oZ{DLKP);Dl19i0jchAnIZC98lr
z69=o}y;%(`8*gtBGt{+V$w&}oQk=<bGe?-ZLRrlFer@?-ewesjav0a5TynU#nRy&^
zLy~Gl#^uTK;s~<uf_nVJ(>^7j_nnv)R*xim3>_Daq^dP?W`95nHnmW?4TlpSE?+?A
zPh7a+xKWIYN8oY9p#49Mi2uS7Kl~56E0UA|e()bl1)4zqv9_QZ^4{OYX?1SL_QO3b
zY@?-qJH~-7A!HU}$#TxBPXc&LDvr^$qm0IF-7G&s@>)a8KlqqS9XV-le*$MF2sELT
z?NY=QSt3nqXC45a266=}^SY}De8{iPjKM~uV|fbiEy2P40VoS}+>J_49hQ7)hkcPo
z1W#y~cKJ<u_+?!Ut>Iswa+*}1Znu;t?K#+N89K8Ve(1e*oTLm4lq4xB>hIf>HD?At
z`EYerraN0@m$L`+s$7p>((N~om*t+P4hrCyP}fsQ)vD2#%S_C18`H;2(D;iYBT;tw
z0g13H@tN-alo4+#1_8Ys8lP#<E)da#5NZLnjJH{2lbaohE5-QweGWBx_Rpe8Btk8b
zts_}Dl;$cfZ5}j!%qucXSv*&5cN8GPJ_GQg|0=|Z$z1Wkqt@J!^(Yb}Y$May#P#-!
zGGZF!Q3aDI1X=z+MmAu8a7OP(GD&<{$<UgjGr5Wd2}e_)+>lj8K2$K@{E(qlKT%~{
zR5xQ$D-eTZo?xoBB+p)qvO5_dVEON_6%?yC>&48a|MTGu2W)+|d_CHZ;?ggxc0JE3
zoPxXJW1S($t91avKnG&)uxhQ~Te?is?&R&u((3E@-R}*Qce#OROc_dG2s{I+o3e2^
zRU_v4B{Nm+&)O=U`kptR?x8xSHm;%DveO4yz2KI+ZYz(9Af$QoqZb)5b&n4J-J?4Y
zI;Yb)CEbzBGltLh^J^&Wy!;u(H>9<1NvaF23!Kd-uG(n;!LAZ+@qqLPbY|`F$R3B#
z?0EJElq2z|to#SmH+990mA>}ZHKI*m;~J0>!a7)eTHW3;CAt(rZaj7sp)Hs;?MR9f
zpbZ>}3G2$fKnE6^(oRGR5#vnvZjrj7#b4SbHnafQE&v5}!zTdLpyg`f^)G&~`~=42
z@7wQRuc7&m)BFK376EYXJ>Z<O(qufd|I!R3Y4z5}ZjpfpY<lh9fVyAGWs129z)AdF
zGY!1lhwKkX(*Hg^;}0k*e}0hN%be(!|6iIPi5!9@_JG1&(tH0?S8p=Zv3GfGV}IZ3
z|Mw$j`l5ON%Rd{?i6b)-G49B7iN7D`iNB1DSai^C(Fc-LM=*HVP=AmP28$_77?aT?
zV>%<+X(<l$quNXP^!r17&?Hj-O_jNRw$%BVZ-|p{Q6~J{uzj*#;u&p5>tTaV0k=wr
zJ|>pX6X_s%QW{;A41+hjl|KCSSq9{Xy|9Tdou{Z>?Zzt_)bYjRFVG)RY#OR~Xs|>{
z(a>W4d)NQIli9!}T0s;8i&rPGc<uRrh2{-sVENx}cMfVtBX&1-L+Zzn4@qXdjFMeY
zn;~n*_>EH+tTJ|sKAdpZ6h{%un@=$c64n_|iM9L%k$HBn<o`2={{N<X73!fm>4(3U
z8anw0G^iAEcPi)NM8|a3MG7c4N*Bx?v3t<qoqTGmsfK5M3E|+odHnga-L%mt9oQgu
zKmeGwwyBLBc5(rK<7xPM2(jRV*XzIl^mUeQADZ<l3`nuoted5+mNNCLkiuviC+5+K
z)cDMWn+Vb|lgXALQKnLemGW*dpGb)z$Jc$2r25&qxRd+dFHCjFN(+i}z$3U<;eZ8+
zUFs8lCY;&kfW^f%=D@TTq$%j?;OL)Qnf}uPZ=L4C*P_3Xslsb(EY8X_rnA4*Yg1I<
zE-uoKKLE}c+rK0CP-iA_3xclxr_t&E=bT2OZ9j%n`&7?OF%>am!#;;XIeLEn&3+3V
zi`P<VX&<0y?p31BzASUES;}2o>(dwCbTP){e{7ee1MsK=_pfH`+&IG0-?{g{nQh#E
z*1BodgG$AXwsFGE(g1ZfLR*vwKK9|m$t~4g(qpwuB|b;VehL{z9S}o6BebnUh6G86
z4kamZdpT~%?}1s>1faF#kk=I{ze4m?y)kpa-*^960zO7}aYl8p5vQ!1y~Jj``lT?b
z%)WKZ89omhi8iUlk((mQghCj_^bC}($H3F|nbJddqO}Xcfvlc`&&cElk1PRK1tm|9
zhnQ28r4{*Fxyr=?wzkadgIjNl1{=sg_XNVbN7t@BHrEf99tyL$D&KATl)Su6Ot$U|
z>T`9x=bXr$xMbrrIAFucccGe|6#X&j84;Y>r>fB`H1>Y71>2+ND(hwFC`&V=OnqzY
ziNvb_hVgCWc*y0WD^kzc#vv{`P%D95F)bP!$S+Gn;#}y19BWRVEk)eat->Cehv_A-
z-I{6L<-oFJDo=0b+U=~xY3gVAGMPSPDWv#vZ9_CkQ9mBmpA6EU?#YPsl2gGVcv;$M
zPk$+S7d}14K>9u?ivRR@Uy|CZg{U*)k!fwgI!S-1xG#Tka5h3DPjR~%wJ}~rXzQK@
z`TZnY=LYKOWBhLyhO996vEuw?p)(g!5tr;VSygn}cIV+9cX#oZO|y9^E-qpfS``&N
z#`5PuXgpb-zse+n>YMHErBULXPY=gB_DE=6Es|`1-wF`kO$Ti@i1CZ)8KENH^lu)F
zy_?A_Y%^<iK0}S>iWZ^|7^voRR;FG0o+Sa_CPyB_j)hJxt$^!))8dyl$s^-SQH?l^
z0Z;(d7WhtMoLi|i4BLu1efCjdVA0rQ$|eLE<P`n>!U(ym=uoL*?Vu&Lrc@5_uc*qD
z4^dT%%mJyo%m#2kYOfBaWWg1m&e*HiY3n0xEq-uwYJB$!OcXoSCvMnq8*j+uk)7as
zP!u_KZ6irEFyyT;!D=o5J<P2K$cmp<y*;H4bl5Z?HsJqdwXSXMn!eIFL{N&Vqx$hF
z)LAuDi@VEgq|$~-t+DBRw7_0kU*0`=5gZ)S^#X*(?W+uO=Xb9GFZ5V}ObD6rJh)5)
zxQ0ZN-p`3p_T8JKrGzI+70*XR$LbHp?tTnfs$S6i=***<czojHf*lac6gm2Hxo#u4
z|D=!5(a{<ClBxtb^%SiHNQPgY<g->?u_?(V%4iH&HU(IK+!<8&^^-$JD+?hK@8L0h
z+rP_=mUUV2c``TbzmRlY7}RQ)L8`iLEu!t%>@FEIwHBR(d7lwQAfu{C-N*~lMs=d?
zdvtKrobnbqd7I-!@@hTdr(Cb@SD=U$0_09@N+TKop1`faZWy0|hw{WEg$?jC@yuxl
ziM_`w#dQ8W;8pbPL)_<M+e=c8%9p{tDWzuYP-2D8&lcu?R=5NwjM-}E*%)GkY0T<@
zt7jUhXw(zA2&Z&}H_fR8%Aa6R#p%XMgr&dr5*7Ar>Tpio2izCVLeo8`ciDTLadVL2
zIXDh-<F-D&o4EL^h!CiS4VBbUCEM)ImY$g;=MTcTuSwt1x6L9w#fhy`!ql@oR0%6E
z+<!O286+vh+Yif5QA57?vCc3xRiD}?)89#DzgeT#jogY^dVb`$($V11O$~}QdXg#f
z0oFW~==<(~OOGy&n+WHbWpD5(p+zSzlF<ivfA$6qDMZ7L3cBh0=J=RHX+?o)QLTS~
zqd889Y_Lxa4*OhLdFen+MXh7Uhh??6_`{REz&y&8?r#DgS;h3)Mb@h{^|O4~ug^9W
zQk1#Zm*3DCBXemq*#;*BFA*g(1-Lf5`Rd-BG$7+tggCJJY+QL_7_>GX58C21=imxY
zUfj_<TeY0B@se%Lv5s&eS1Olrx37fG!?k2rC2@Q|d~EkNnnG*HG1~7im9;mvoS9xP
z$Lm7zq9otRLs%f)u>m{v@P>Bjcl8PMq20gCxOV*ZJ`(aE4WL{>4+2CJ*K}G>wZnWE
zHg;3qcBbqNlpcR1)0lodXL`sZI4>ZX=*vd{vXD`&Pc!s5=^K9-8ou#6;rh1I;xxs#
zV&#W5SszDaZTPa0C!_T=OwQ3XPLNg2^hFIQOI5Mh7yetmbLvu0yQ$sim|~-Zx0E(4
z)Fhg8bQLt<Gmeg7WlkKj1q6m2aT~{a(y+EHc?<8Q>i#`XvyJ?7O1P}ElVRExi<puc
zJhsrPz@W15zQ!(8<Bro=aAk>(PW<xo8n%|NwCZ$~sB-1X0Y3r8%PbuN%yvu^tokRy
z-z-*JDqUo1PjO;g3ay`x**UiA+1QzkN}<=FAWKqf=j!bnQUZP+SCte7@X@>zlTS9m
zE;fEUep}+d$e0qom-`XG3&Y}kBqYKw@1lkpl!ktt6)Kg|-96WST~4Y2>gO4Rrc7;Y
zvgew*l|jP5Gh5a1N;VFjw6=1{NEy~az3%i=>>cDwd?OoEZpRjibsa7YGs)k6(78Lb
zX}?yq=)eYfo)qFE%7K{jlFIy7b9)pxPSqw*q&R~#`AZF^<PgYb#rH5r9CQ4*gU9OX
zRN9$NnSQxMAc^1?ea@>P+b!f`>1AyPr}au&J1nJ%JRQ4=`lWE_3osbDg(smY-Wh{Q
zY^+j53myY4-(;b3H98>nXpGoFwqn*y5nE~$eC^D$9|<~-Vd+j0e>ov)QgTpdsLI!v
z@5P3`XrQ%R_43OTG?(Sw93sVY=}_Fyz$`Mda-T)_WYGcEz8unFp$;Qkf}xZ4dG%*(
z*idmO&#)S&Y~)QBr+Y@#rf8-9M*U7ooi+wgec)OdPU|J2ug_Pao@(&wAXlZo;WSBt
zQOSv_q0?<DDbpF87T%Na3y(#7YK-J1_szfIzj_<J^KCFvr{$Wqu1&&<u@s)FerI1O
zo*^FR?>L*vtxsZO^s2V(r}$Z1i`VWMbQGZ6;4RzCrB{Zwm+!0k!;TYlegvAo=EVJ3
zP&(kG$@)larPYXU6{a!0GntMs%wS4Z<iT;TS!(|B4WDNe6=Z(TGkxM?Ub+g2)A>43
zvP7#VQ_Q}j=lUA=>xV6d^LTF@mZ?L$d$x~0nz-S)DVvLzFZj<YSo1_aAJL;wZq=ZW
zFXiC!BD_S8IW#-{EZS#Ic9PrW<4b5H2{HWv-u_q~#F=arW!B*>34Z?)ShCDe1|2|1
z-7E8ampe+ZY2oc;8_h1)M}I$E5NjrP%V{s3oWI$Qv!y$g<Bc)7_My5-srA)2^S9*-
zHTSF-=!XVMU`y5amDLj$D;)0t_(cCI7K1_7n-`d}T!X)}ZVvS^t>6fy&5!#n*5R&|
z){{!vwM-b;y|x0}v5{n8N0G<|lHR2#aLSq%+^>_k2<@3xN;jmy;ffxe^mdDgI>NNv
zI*Y#PRIAgz(E}TO!PXWzjDP%OS&4JKmC}L=)Mu)~@zwSKNCzCyZ*>s+4+&36tTh1^
zduQ6F`X1e5H%z(~ch@wx;)+LBavRb>k@0KLe_<1WquQ-&-U+}sp@`rQ5%&Id92v?}
z>tF1Z{MkOV20)g3FAqS_*4|a(DN)VBA&U~pBIV-2CiMurwGvnRoFJqvs1Q`BziPb`
zZ|z|5QwDo!zO^kwTU{gFSdcM@TecuzBY@1X88i)B6`g6gldFcq!W!h+i_rKxr;i`U
zup3pdjK8(wK#;3;^b@0-Bbnfg<!%)a{_cYt*h&e6(dpifqL%pHefJa^TL;)!b!{9!
z8CGay$Zw2hJmWNIsiSdLkchF;)>u-f?CkZwVG_Q6@ZxhNra8j_QjJiB`w*8uAiU1)
zOq;dKz01yG|3U7l$EM;lLf;(L2^qrP|EdD*;wL(Na?$y8MZx&dVEZ>!1@|A&7=J=H
zfLgGCL-TvG$fiWu3gt|TmdZd9-dtpfpH5Czz)4vRahqcJG<XQVbH&V`HjZC)2wf<G
zlTA)Ykr7&&slC|RZyS_22mvM7l(QGl4XslCfGk6It4)HxFvWd|?5_1_mXGVbHGqYP
zn&;YheNeEYuJm}wEYa)bFX&577vhf<c=bMMI@rL@nG;&IMMD5S^nzwGrWRVYW_AB?
zem41|huSs(p9DFe-B|(J0!_3QjsRRxJ16elwxXCH!6;WSDRjxRw;tKOIecq#NbAT~
zzljiI;HV58=z3jDD~}ZQ9No0Ntsl|aoM;E5daul5+-b`WI+n-AMf_d8OY)-%3k*u9
z1IRriIybC3cTc*nfRg-oAJ`ud`SF3|Kd$ov@V)=-c92Mc<q+%DJ!=8?a$2L60+SVc
zDgjTQvLGA+!G1|GRkWfB*XH9YH#Ws<<JQgug|~Ly%oFZ;7RX{l*QS6l^1mg;|7YLP
z$u_ewjK<1~BSiU}up8?W!iz&4eKO_;WPF@S-Ayj`r<fk`k3UUa>!t?!NTwqH_KoCi
zj((uzeAL|M)$F$yL5)jqGdfiSi_`AGuuMvI7We6+TJ^r*{a7{bF_*@>=G11YD)cfw
z?LEp(?eb%LarP7t@VWOZKYS#d$U}r|DCyYdH5n)>E9(79lcor@l)7mTGg(3=+9!8Q
zv}$o{k9HOra3GB!mrhwkLsNB$c3Dj?rDvf;zh}IrxnO_*#1hnDAWsM6k1*N?9xx2q
z|A4xj|A0>2_6gr#)nZZ8z_0sU<{{MG3qCBHO4V^(=asg>{R?Sh=#Ha2!6(>mH1LdN
z|MBF_-}fXOKn_mV=&#AX#Bzol@VP%i`9xw*@zmoHEA?+_vqu8&xLf=-gFm1k0Iafk
zILTamY(^})_LufOz}<Fr>+y3HiT`@DKceL#lKF3E<?z?jb@lIdaQXv!qaD==*YCVH
z@RA|))<KN}vVwnixWtA4FpK80^sOP-jUL(CX(Podf(C#*-rpbnmp&OL$WYHpnT`N?
z#lJf|?(h3lC7%~(^P=V#K*9aHA(8vbSkD!x%QeLR&kPB$uVnSK&p)NO<50=E`rR$g
z1PdZso>Vm}iP}%$7!V}tx_^y`bGx#WQ)!*zv(q|Jir`QKzhQU{mAw!89@w_q$!2(0
zvDfJJkT`#U@oUkuoW7c-m3=C{@}LzUa79z|=u7nYVs<+;+R)-rJv7$%WBv?A-Q;dG
zb<iC9iT+XWz`4Dk%CWlhpLR$UI8#Vx%)Or2?;yU6Pw?!B%Fij#BAck^HN~w|15X-R
zMQt3@-D-i6Cfgk7RTN;)dMb(|H#XVg5aECJ?q2Q>$dKFr_3EVOM1}w1s>B0|##QYy
ztE2z_)Hi!}{$+^&(e14M|MUB+N(fPSN_*sQuA^(^1x<BB{b3}$)=m5Ag9H;&?1x5|
z?32h_;kLO=#=znpkAj1dC&Rv;Rr{w3tO5A6IG`9`lIVoxZ&~vy73tOB(1A^|X<L)F
z26$McMUWXzqRhvNXx!Yj5hXgra9^bD5pQXmkO>q1+FI>H4u=z^q6)=I9F6YDg&p~n
zRP`Nd(AQ&PSxD~jbJM0Wpn#buPgNHipcR5s@fAEaexXEzv)9<7l1Y+kW1sPXAW>DL
z_nLk?>A>bqBn#I!xfqFwd((BB-zU}@OBRnU-?whH9rWdT$5y})uk(hYPIDF-N&Vah
z>ej!xX#Wq5h=2e2fB!o5pTQ>nNxLzkyid!IXe!Yv;e>;o;zwO=Sem`rQJI*Ss>7ff
znn1*YTptHgkR;QcG_u6ScWnnl3AYWiX<aeZzS|nusdz4J<>z?C4`9KYL_t~40hhJx
zO1CWhQ@iQwk&P<+GCf2P%5rR*oG&TBx39Uot#a7GD<u=56V!~(OjuNxA^H?X0FQfA
zNJ$3#m)QL;@)VEDBM`vDOFs+%3!teIx9SY;)BmIogdlBPc=ODKn0`4LAT_jeEuDR1
zZ4H=WO8aicX!v6x3^#Iu2<kLvw)W90xTw#lcM*Q=Tx_=QyI}7R4ACTP>+4O>s`3j$
zqBG>y-d%jf$wzdwn@mT#^CW{yo$KaGDjo>*rtW15q)PWwvBWBRUiXxUO~>}S($>Eo
z!O`2)zE4uc`vaQ$+<A*_Z+X9$0>Fl79)nm2Hs$V<jDWw)iyJ+l%+5xQh7|kH)%)K*
z&B2=fCqPD`UY~d7dK}m%FD!bss8k<#p{a&*^}n(A39P-oZBkf<&1AN|jy>|mJZCxP
z5`9l`_$c8}10K4o6j8RqjFP-ZcNYE$`2+H}c~_LzK<lEWZBaF0=({n7w+8X}5Zt}`
zs)+|fWrRb^4|V*QFswfR4~Y8q@`Bu|2pSpvC3zgEJ@z|E5KqU2rUQ!8-k*Xtd>h}z
z+y_Euz}%tl<7K6w9-FAJC2=Z5B&AuVusiaKTEcDQIDBPn$%muBU{~Dt3%A9?Hu~*2
z0Q>q!9I^i;l0m-!@<&u9Es&m^<jv%@7H)sMiX=(>5rZdw-fF!5EEe>u#k#k1hIe*u
zbKERN$yeiGQsG6~bNdhI=r+$~H|9urk)(U5U$@Wj#Yjufx;9K*+7K$}e9Rt+1h3_@
z7*nr2g_gC=b<dtbTsBiG^Od}A^9{j;him%l%W@5k;mgt3P20wp7oQUtBu`sfvZ9M=
z0|cv{BT{=E5u0;8UZ{;<e)B~c)TbWP28J#L)`_o_1otieii6Hu8L~|ttt(62m+L)<
zyF=c!Cj<xlP&L(r0;R+@E5JGaNfHoAPXnrgkyqE<w?wUB(-t!uP2lOBM8Pwiv7GB1
zoT_&-_VlftQ5xP)H94LU2fgaDA_2wph)Ni;XxN13n#rZ`ro0QEn18bU?DWu3L_CSV
zFduQU`P096zvZU0fewn8(W40;ytm1j<j6gR#mF`T2(Ch_$d?!Ay9OhO&)@GYk*g>9
zbPC|x!m$kuG4)NRJko-kP}0D#QDM_g-JeaTpOrU9kl#%e*0t45C$6{mYM?Kgs!5`%
zh@2am=SZQIn#0%RXEcrEGmaDMx&6!2&E4lKgsBVG=afqJ()nXf^Ly9|7WEeOm2F(7
zr0jDEH#jRkIAUyDbO7Gy6ZUQ~+@mKVN|mycSZU(h+@od37aGpi#}KBldOOozL-Oe=
zdr^Un5m}|yh{qXUf7fBhXwqm4lZASu0Nf|-7T>dNsL?02ZqKk5W<f=p7(Tu6Pb6Qq
z!qIt=id`!A`8{l`+{$#MoadLG!Ja~0rZ82ky@wA0)9z)%6)C%?g51h4WbVg^ws{aH
z04x7<=q($`n^X5x4>#UA<=v;hjU{>m2kCZ>gRqtJ_+z$ksVr;szt542l4GhCEw1^j
zcRW=5#F6GiCfhBtM4q*C0DeP83V#Ybr%vp9;U*EjS-xnKu9E9Gd!<{L{PXZSFLZ+{
zY#KTJ{P%OI^(vhGj@OMao09v>K!^Hcv9<;+m(LjeGi+;F$#JFoN&8u^;qN-(F_tZu
znF=3cY=5me9#(G)eNc}x)Ju}2j@szN8>v`@1hIV03l-yjI9C6Xo%SZUxo$0ergrus
zQ_&){=Y4HUvXEKO236_-(q>zpUZyZM#ekEwlYuhoSh!3}m-Pm<g>lAvr}ZaZcb`&r
zRkD>4Ve8ElJuQr%>6=pcV!Q3mg>Nig4$6@3AC7r}F0+r71r;d$9U9i?L+Oo#oJWOA
z$hPAYv%JIYj6F{nV@cJ_3lf6L;+(y-(|ma0vuQ5AP@7cuAtztr2G^9|%q!cVg&U-G
zd<FW;%C!h`?!%T(8J}QR&-J6WQ?P9AZv<j<9`^&b0ZW&QeMu_i*wW&Ig!**f%Z9~Q
zJ$!A$FVL5Rtip6BQ`H{FgfrvYN5w}ijCdqYcKLQDmVp>jtkPP2XameE@q8qI^lH+o
zF08Q`FM8J)D-@k{aI9T-LX>U2)DM5rTDXFEn6k0l&8;*9ZC%mR0^hiCecA784(_{-
z=?d4uw{zExR|y0G=Rayn#nTwS7%gPH^kQGXdqqZY6Kp~ye&uB7P&jXuMTaOZE2_b_
z#+%>2T3e_wWIWwz*(q4;Nns)rgzELC!1vv0@Gk7=@b)<?3rY$7oiSEIFV)9gf!f{i
z*86J4b*#gWcFo^B%kQeLn{WKdS>0H$Rp{8Wz3n{6zmdR_%|N$i1cq{(zp;DrhBw4$
z<fd4Q!ql29+VqAn8IA_iRE6M5&fxV+zT%As3a!aUdcY#vWaF5~o{e7NsQxfNBbl=N
z#+%Sw)!z$r<YTf)b}wXJtct>=Xx~7}Myl}bb#oUTRiE{u4f&^B(Rdwe{#5RP$67%P
zZL`||2$XJ%UTX@WtsHu$%D$*<xM1$H^;7|67e=HyAWR&y(TR|4ph8z|sGgqs5VVSH
zLn@ojFX(FPyAh}VSdX;tsNdy6l7TWYOfA1gfksB<Nmvb-S-t@?#Dd4<VuFzok!N~$
zH*EwGQKBL?z3B;hl~m~0ClteOGyrvDvYi94$^sO^E<=;iZ(HTH0Cty<M8ps<TPb{f
zonjh*rT~@x-tn?!M)Z|<YsG4RwUUR3<QYngX@JlNl+*p`^AVW}#Fl(JoGJX0jr!7F
zyo)ft8B^P~&=LKG2VMFO<AibK`9^0b-v_P9juHAqDW=<IC^4rd*i|&q5wH)pbJ}{E
z(U*>vR;*+JXn-?xd50I^*7xTGV1D!X)lznL_(1S>qJs}&Qs1iQtx(+1Y_$%PjFf!G
zVn_MJlk9h#^`Yp?P4~GrwuhP$EN`_sWs3MEbxq0=`lJCx(7t7n46DoA+TKHYdjXc*
zL6ZY)ai9WSp^9}lw#g>EiTGaK3v-dez|P!@{vfa^m4n^F!ak)R^t+clHa0=N4m>~@
zyGsF<#~}UPzi8mCLr(m4E~xwJ<{CxGoB3U$2=zC2>H;`366}#_oEL^sVv}x{|82vf
z^(_+>gs}~#eTtJn(o5!}Q)t8#&brlrXE^YrzN$!8@Z9u;-MoLe+kvdClj?xq(^G*M
z*2Jsxcas-OhiQ{6A`}oU1y3Q1rlx*L&1a5nt_KkD%=K(ktB$AeGb?v_`h?KKj8Fgo
zFhGCjj$D1Opv+j&$6U(76Fxm!$~T(f+`(1t?fYiyk)gmcN>D?JC2Vbgrms(nUpO_k
zfyIEB<)VdLW<LGAmviX`jRc*R6vVXqcshjKG>U38b5G$^1PNV}8o!sOPRh3#qZ=|0
z{?)5ypL8^k7m6P5_gj76FsZ<bnEY?7ll{gaz+2!rmiN(OI;$Y7;ma$Xm9KANGS}W5
z6RPV`q5r=RRzE^A41LjNhjIfgvd*q3<hMQzurFtSf8vh`TFL_m4Hde?Vcun96hlM>
zY&?0UP9O_pKKoVk=Eg`j6xMJ`<mo3ok|@{Db$iX5(gpLW3}rDTc=WRYb-fJ?SMNhI
zQPbi@(FsvTJ-uG5kMwx)go#g!Ai?^x4On;CxO>!;ckiLZ-pA^gI&$&2$Q8v|Q3LIs
ztHE$Bk<M@dlEvo8EyX&PHiniis+oRdBKc|Kx6NIbuK_UXlk3lJ7#kC8J`7eK4h2SK
zo{c1bK&Bixh3KB@;L>HUY9_IMsg2VE?H29>;h3?gqsK9GkDXN+>d&;^5s(|g-#2M3
zPk3&%3n3ZZi~f<k3FfZkWV9v>l|Lm|Qzmg+_Pp`-SDQId5zbrSX$jc9Lb>jtfUfPC
zuFimch)KxS$C#JzXEkJ9#@&yj4cJ`gcayP(m7_XwMMX*$Rt{Ear$0W9`kKsYPMS)v
zf^et+6_au|!GTUOksr*J8jYd*Iy#gCK!%rbmF^Fy+Gp(+qcR3J6B)pRRe?J%kaTG9
z{I@d@NsnDq{(EQ*_0&EhMgDUIMz^3Mo;Uw#{(DDMV6(mzzJ0se;AvrDd7Z@2R@)RI
zTIgJwI6x+%Q0^rW`C_(Bx^(}l2&2;OWf1rz_lxlGFSPww!KFh<D%6h$Ssd`y2(IAw
zbFPO9--jagLU7RUnnzTttS9$cOj?4K+NX=y>0%d01bDdi6hvR&*6bTvZAoB4VEr95
zDF#k#Y=bYrmRIt%g2}NnRu(4T^%IvkIdOTB&?D~^@(@XV!m@=M<)>Av`>)SBV&ez*
z_E$gHwZ4s7V#)&TlBH@*@6KF=%-Q*9Tc*>W<qbG6MzZU^!T_=O+$>W}I~j!ajDf%q
zEGa$ko8gjo$c6@{X%ypL%)7{^2Q~!#;uK924KlN$d=<KTQwP_03oCt&A$chZI5WwF
zu3!A*I(>FEviZwh$N_f+y|3xL!W|v#qR$-c+(u-btDHQpBpBJa*?-QPriqjcinqC4
zj_^;^KXA{EKtDBGz63{~Q?_MDQhdE;BIA?p5htsLLlaqTrA2ti*x4CG3Y+2|cHK{u
zZD-zymi0{q1yuuENSS0lC5Og+fySn>Y~+Es>o0MK`qw=a*$wyH@T0WRCHlBW#Et)z
z?jcJ!LiMidiJY0&g5k;%ja^-b#2aR0*uQF!{0Bw)|3wBE;MEuK#<)$0iL%D@Ae<lZ
zDONUCKCY}KUdDDpl2n)}*p&mf%Z(}|4cnc|iMO^b@dsC2+I-UO%rVK^sWy>9>B4<2
zK%TlTOkCf4;WSZUCqhi&w=SU?x=0m-qNjslnznPs)-3&i`Mw~5y)gXqsM8teiM29T
zmmd{;`b^(S*vwI1p7Xq}z7}u4eaP1P6Rac$lbD=6yGX&8p|B~Ys)%Pf@o3dF9!WGQ
z7PM~sL6|1AJ`Q_c$+SR+t+KwB7aF)wJ2DM?ZMhbZuZN1_ZY*Wvbma^eBNyw{KnQ;N
zPVg%%S7m<R&bkCd39fs**h|q$Z7g`KpPyj4@%>C3^mz7MiED5`Y7y|dLQb6aqktHF
zm}Y9v`eBy11Jf@c(U76sotXe5KiHHsHinKave;NAGSjLh^ao>>34$<FB0<}3xS?4j
z(^V%N4E0ShCmC)(-LIYdC<mI&v_QL^mHIQH*c-=&KYq-5BazQTm*g4~av^A3A?7av
zj}3?jkw&`KIk5HiNW7S*G>@t%d<PR{J(4@yMpce(DNh$mIJ!GAkqG!Ir;~bUhlqMp
zYwK&0_lTm*a7_#{36TOl)~j$==MS{B$srIvvd1asBDrCufl(ai;=pSsof;nwc)iBb
zD4TuO!K!A8NE!!&r<7r^lkG8Z(F)yp)ljK8<f<n=HpQs|9tshwztr0^Tw|R_h6KlQ
zHuL6uBnlBps&_b**6c5qsbn`RqJ_DuUjS)xs|iWUldyGPte)#y!-b_0hOOchdv++b
z2gbv=K44U$MuXKx&*3-DJBN4E;j!R1#k6p}E7DfE<aO0AR$h}AzzIOv(JcMw)3IXS
z%=ArTHL_%QW|3+73cN(8?$1CEY!kBEShyg)m?3xTamW-MSYa`v`gyagBDu>qJ|Rh#
zJ{ES-`P?ddVX-i8S<j3}L;khgn+hB$>YN!i^e!)^F!sXM8dx%P#~{YVMPvk^0EPl|
zix5{rHMCEy8^;{Ijjznh7o#%Fl0V_qJ;&mBw|*wHKUwQq73N1i(IDSIVIyR?36g1U
zYECo{pdO?O*FCVz!6CMzP(P*V)uU3?nCQ#O%#H9H;Z4kMn2re`MHSKnS!B5w%mBCk
zmwQS0r%KOFZ!1?Y*8c6!c&YNd3n{|D6xF+JBECK0-(kGj_*RFeWs9uva`bmxS}|d=
zS{j(yxs|%i$f=VZ)CdQe>5UmS+h2BXo_E<7H7DxeYy@F^5+dCb(T=lp@Jcs~5eUzf
zg=-un^`7?croF4IRp=Lr79id4SN0_UPe8QaM)geXu^1P>%l1#RAN@(;$-11BRV)TM
zmL%UJr2PzfLBqcK^{QCYn}V75kd(DDIpyhdIr6%?`1}9?F8W8t3N>`Ta>#&k9r;fB
zFzuREin8n8X>Aav<A;RMU9x_!Ib5_jTiie&5op3gGTY}mg=eu^LMP!`n2$}%y~wLA
zoiq?yRT62l*;FMfH>?}yRtx;48fr5O>LwKL$bCL43gww2nUs7JI}dBF@ZxCUXjeh8
zJ>=o~V`*jhr_L?C7(C)%v(w=I7v~Z33t!7$h^}KV4A>_h(%3bS<P9!&v;Xi6!sT>e
znQ~ukx`vW$5{DH5r4^h@zDeFg77`cxv`|z@r`N}$T=CrgJaR#^2IzfW(5T9mWg7wi
zea8bC_l$Wjq67CMQ9DZGU`gs=fKP%xDuM4KS2=R(HJ~wBabnRhzRe{`_vY;}>6#-+
ztRv3sfF#Ralv0U9MNTWs5w1!;Oc5Jh!Hv6Z6M2gAeDPihPRQAxkRu#{nNRsuis_tw
z&H)8a?@e_V`2aq=Bp*pGhw5Jme1h4Zff7M|)$Kk|<}Jk6w$oSbmbhWm)qZeo26WLP
zSQ-IcE9U?3!dwiwC;yZ!b~%=|{XJxDI3}~^s0@Rz&ssRMGXjv9M=tKnw0@bbN$J*Y
z`!06CCHqI~!R9^3x&?eUiqGzy0c#3R(J+Odi+#n;ieE;o49N3%HErW??Xz%pxZA6N
zdwP{Rtf-=I5h=dgp5QT+sJbE%?Gj7s7w4B)?Tp|==K4blop(Era98@>aqI@?-EL}%
zw$8-cU8$*0tzYoyCw23AEP?^AQSEd@vD^&Dz4@lm(PW~|!V-AIsR)(sxTG~Mxd|^Y
z0CM6etcG5-q`$NZ7z$UMs-gtHqE{gUdj$#dv03ctX2#a!F0Ac`_zmz%_7j>~?!&0U
z_haWPF+ts@DNT=*@RZ!r9ttHFN^iD2ndLE__?iHb`=5eU^a#`vYcIpxGKjYpES;~#
zlifJsMk}2k?`K9UY(?-w|C;C|v5RnoK#9CL;<{)fvoeTV46eGXui7I|n;|=$B|nqJ
z=5@36QAqk1=itS9!Ubc1NEtx56sii(K2s3|1nG<y{(vr!b+c%8d%TPuykr2-Ddx}r
zM%{ad!}Yao!y|;~LG&_2O9-NiPNGHh=q-s(v}mJ_5=0Mz=%R}jW%LrAh|Y-7duK)+
zZGPX*@9y_=Kkxe;$9sIwcf9`@vuCfh*V=pSYhCAgohLdJNEfemXP*&g12lT!g5?80
z!2;-X2EfnFA?Er|1)Hla3abY0z0*P$<-9yau!;Pp`ZUvKUYEz7ug=(gmX3ini%9^f
zn;l(Vme-KEzXr=tu2vK<l!+AF>jHnwA>rREYY}x_(pkZx+d6CVi?2<rcpbSP{Ba};
zH^2q|@MXE*)7J$%3!-p8uH;^<v%6(gm>orHuDu)!*2Ml*;k|M?Nox@WOV-=U{XOrp
z$%U?>{s3VuA`IlXhxhL&)W^9+E4KvVy&hSXr61cB_d|52z0kj<x|K(+O3p2sTvWJ$
zO`!2gUCq3LzLU=J@crr44X!~&#UAfKYuzM5;O8*JJ@tF<-Vy$e*uLoyh;k{L3C5$Z
z19#6PR0{UKoe@987Ef~fXH4C_5n1#A_E>9-@4QPpSxzLq8dhG6Rso79q+fP@7D6js
z1R~A3hc$}UFqXcLtjPS@V*Rl2gEuNZgyE}af5X|UE@XLH?1TG({cmD)e!e@bwQyr9
z+U-&KtK1-%q}@$4s%!)oe0S~}Q{*xObW8C!k^13P+=m76T84*d!|O^{$XA$R+yB3#
zu>VCl+y7hS{$GwW$a;WMhzoVE^73RdEO6$6kFx-<iWC{1+aaQE_h*Z_mFw~deNl|l
zvcIbG(e0KND*s3B0{73KUYj`4o~(RIf4-F}k~F4?X4OJ*-1v5jzlSfdzLknH>i4t@
zd{-PIW^uFPgMm$;m3pSBr{6(*yZPCRK9uXbaiJLJpvQ35Ii}TO;gC{@oA&gzRSr5)
z6-67RQXgZuzw$=!b;67ZW4;)Rx(`VFgc8<}-j~Gz8+Yel&%D2G)eHx;4oRw>K_f<7
z`>~5Ti=>_m47P8%X_s(vJ43&p+Wl({_e-I2U)5=xp#rlW-+OAXjlhFAuN>E-s?!d!
zLwHNy3TLOrT}XwY)7utP4}rwSw|v7a=I5Ruyqn`}9Sx*R5De`nMUw3e@QCCaVDv`g
z*jRyUiA^FenS<Xcb22ApoJw&TPWS<vw*)KTnO4odd63X-k2(xnxI5`Vie-1MiS9G5
zj#+SFuD7k@<#6rQ%yP{x5uO54dUya3IC`@pbF~A;+z*tn=Z*l<w4}NKT7T7@eLg31
ztpG*_*=L`~KoT)m;Q;3{hXfJ10$si}C9~y^;=8#9{ucw_zIUjK{s28ajDQ}lnO{5o
z?L>Imz=_Vg7thc5FrrG=%;G6Gq-`93fZD5|s3y>UaRn#lE~64Ae39Z0(Bf7*dLE1n
zw3j)NMrULG00HY(?-n4H+>niy6(+p|OKSZAg0B1lS_N1KSWuv~%}ANU>wmNs3jNDJ
zp~(Axw#I#R2>eI~D3u`ldux<8=QpHTTmYx$^PjC%RzkP@Q2H30o_{o^Kb?Idg|7Sq
zbSw8SjkUD^S8><_MN<O1dU{|08nVN{N7%sd?TPvWLaJ(DWTn#|pe<jN4d(Xm6YYLN
zk_I2}0Xbp?l-GxS93R-60?&bkW{)MS_Yd&rQ%-oGRM_uPG@FNxp06xk6UF^y6bX)Y
zG2!i0e}I-Op};5#VVHqZtS7)Qhw#dr80&?HKS8zun1-1q(AupAFb!bkI?^G&KLHu(
zKEF?ozxH^<i#GNJi-f_QUb!vrQXlF-CtgXZ!WWW`D-G|H<7HA9*Iw&CAORg+5`a$r
zoa<08S70Qkfu$8GBJ+EWxPh1ZmJbSw!2|Hczm2~>5CV*zu99Ap{H>!q&X-IrK#64#
z3Sh1LIhCv!%E`qODM;5JAnet@3|vzRCOn%4y5#r!VkCUHKLABt9(*^X(vJbUOE54g
zGRvl_K=UKfGRRli|2W2t^M;h^AIF#s0LSzJ$GrL1V@NQ+kBR)<0hwi!_M3nD4BFqS
z06GM4Y(@`(ZqxDsOf}%zQh<q^?FFL+%zxkPf9cS>#S@9&oyL6%+}(K?$}Z^W{_mf}
z{dver06U-@nGy!f^_y=16Yx_uvV!!6r0sXhp8*C9cM@tbXgJ&9OZ_#w8AszWtXYiT
zEr5Yzv-k8uk--zdV1C*D?nwvG@-)!0Ao%waRUxzEjta*R%UluswWobI>RG?f2|Ps>
zFRx{6ymI_>(iJfCQ>XL~g*0G$lTIxw)!tVEVl+zuwOCso-3Ea0?6ut#fU0B<Q7x?Q
zXzOe2nzp*qg<taZ#!xwBza6V^#5A)3^<d>7&y)WKNBy5Def>=Z$n#!~d={%>p#*Iz
z`%ZO9a)QPF8}FpdEQW+AjI%4lc+5I~D6MO6th4f*5GmT92r9S|sNqCBQWvO*{vC6P
zkN#Uh?OzE7`8F@*4?12FC8&c6`-HT+*<znTMiljM0^C8DT=d4x4qG^9DP$(k0D;sD
z@imXNm;VVR$62yG`K{5qutL~C<!hIh#&K1x*zxIXDN@c2t4Smmf*Gaoj)E*uiw%pf
zN^RXT`uAw*I6ESnQmFm5p{fNa?8+$Kv;4~wgCMYvi95}c*~u#shcQO4ya#U@Y35p$
z##_KTXpbVu0bnOi?ITs6Xk!655H^sQsWu1QuRW@%V*iFEm!PO}KTw=d1_a3+?;Y<_
zfWN68gVAWKo^biiJ|PI<oT>UwqOyc+Rq)Y^$hE^TjlY@@8uSQ;lZ9$cX02tdopRLj
z2L&mxCH#8+@GZc@<j?r`*u8>t8GN0{!;NV&0kVP5l4k$+96TTbCB4Af0dQ6NHsDDp
z1jO$HXrTS1`asTb{u~n{gf;tHfMNu4j!{{RfbLNPi$-o*1;ip7e{1n{6%P|-RI&<i
zXtRJP>YMH~Cej|Z?0j+0-TV?60<8AsAcw!#@+#c>k7NdY3KSnkvPBelMkvEE(Z7|M
zBcQ1D<@PI@GMN)Akmql{0A=?dprLm%XFPE?4}TwVQK5wCsRFhzK>zf~Ru<>{o+8<2
zuG(#z>o_q@vdTA_fAUzI=Vjhk;xQ?GaFmmdTpk4$L3v<>`1hIq>*xQ^%hrH715vK~
zw1>D8OFV<aDjB6<8(%zx$|?Ik_r!Z2<wc3Hgfn2lTQyHA*}v7J-avvkjp2THu3vYg
z-TV`jCimZaR@tl@jJE%9ooY&yW$X(~)QS6^Cg8wfULWPUanTNKn_swcO`C%A#ir((
zFNV%Jmal#0E79e=)U&*-{1DKWKjgeTvS^}Cb&1crI+X9dUQGht;&$3Wa1W}KTbqul
z(JQV_DR<<M-~mj3_tHiDSqGoiq`HEyI|FB>rRl}VdJ>HUqS&F>*tg2kxk*FQM4G>L
zJgT;Pr(8X|{h@(Od6Bn&7(&$T8p|ys2c<$&YtUh%-#NbP{gqVJQqvHl5}on2zd{bj
zhIU(X4g&6Gx{n0bXI_|{1q?3y<V_lU^tol^<TJTvY%VH&Y?`-cv#HQsU84y5HozRT
zc5E}A^|RrNec{66P`(DoSNNcnf|MRJuE`di@~t%7^n&=p&m)LRE0_1;xP+l=RZmVp
z1S9b9sB7nfr^~bLMAC`(s(U>MXPojNo!q$hne&s`Vx_oqkqc4&MUcK8{b?$UX~9YI
z#?*Pq0=ZOC;Je5EuCfe0?QtzO#c1u-ZciVMMB>aqR}adbu2c@&fn&+mJdlfPvv5fn
zWYdtYGTi+J?|EHgigC55vXdp(H)PQxC1jwwivXn17DGF=A3*6~^a!5rL6}{4p?UGa
z%R9P9`jv}d{N#-TsSe#j)GGK^L2O377d-7z{D`&nOTb)0ywrdG`_Yq*J|obMdnM(r
zXB#V&6tFt0HJ;%~+ZlFzlA70`d)1HqjwS#W^A)n#Ys8TV{vfQzsR)~3Qo!w0S)-1O
z{&gUdyeU=!et}YoY*D=2YjUua?^DlORFCzJU-w?4S(sHJz@zLpgFH2CL0YD{gGrNw
zyPt`Q7tH_ER^jHp)hjaa#+d0lpnu=0-)qL=Ogj&;ksasZbs|S_f6CfWR9@8^UO}&&
zfk?cileAjARv5JoorGwFz*UCNN8_QM13VK&r0YSQ(QCKn9rU{{^$I1uO8|tM)WN~4
z(5O3oO}<lM&hQRSMs%!?K0P=%y=z)LGy_Pf>`OkYo*NL(ysTwTa{HKY$Q+ZuDv1K*
zf|fG_7P~QwHE^EzJk|FDF|p4di&@FY->I<BLw^8<`V_Eet;T1LRxP0S%dWrW`Jpc_
zjG1hE$UT5!f@ADj(8k8q!NS4itC7K5ix~obwvTzJ-GxSCw~nUi7-8S58-=xTfJ%o^
z!zb5ex5N?6x>8~Ih)XJ$B`8a0R2l9;O1XXcXo1aOwYHuVaCrAz{`KN2;Mr>O?3|Zy
z&=OW55Q2XPcs2X%<FzBziu5lU6+;(Hjvquc>h{roA9}0d2K;bLxN@(~_XFAT<jMQS
zXz!WrM~(@tHNkS5_nLUZ8Y>_-k~$^ZcuIgZpo21VvaWaGqnSsuDj<?BA*^`DvoA{y
znW7zO;<m{7`LgLk-)%DqOJbIr$ya_q75#nn-ImjDoX+6O!Z!lk-2LqQ;q{4rf)xUc
z_-mvV23f-OlQ!-3hJFw2R@8`d?<@0zvxyq723rE<7+ga%uSG{;QuJ45s!_D=<pLX4
z4vf6U*<!QBVE%qK;=arrlq~*g9C%^NXCZsJopd{*!~x**D6#IxvTbfS_n$Km{2ULs
z56RL1{{rr((YO1~jC97SuRk|=zgE%H7-X1&Qrntwjt6kfpeN+U!fNngS3-529uXgx
zV)3^p-9i?s{BCnpu8c%1@WP#!BN3PI(O*4u(kDS9SYBSe6Nv}5*tJM#_rq%yyA?-y
zU*%U5C#jh%@id8C08X6!O5A5!3a{6<5-tDML&g2Gx!x4-!b0cp6N1v)%+A(Qxau-p
z<!(lt;Q_4MP*UMId?SdSQ1XV79beYjV@tj7T%{QlL6aZ(5A{zMLlG^~49K@|gd|;A
z)3e)rwT&G38wV2U#2HK~TmIsscxphL7C|?Pim42{)+yTlrshkQfLK*;IHq8xfHg`Y
zeg6Q7{}{z^LRNdUcUWbSQ=vVr<zvyN%Ijnnc+tT#)_sx|Oc|2^VsBmH1Y<Olxn*Yr
zPPAj5*oQj{tZ#71N}S)u&RT*R?FP_nX+!9j=N>z>sm1htJ~pMbRx39ACh&cKi@FtL
zG2>_EEloWS$vx`5*B-lFwo<DomS83lXBN)6Z5Ez8XYb{6yL`CFnYiuCBe}Iud~SLs
z`Qs4=>lW_i`Y@Sg7Suuhid6%0IId*K!@1`3MrJHEUIPgG!e@H)1Z$HTOz!*|?SmNK
zu9B{<FMkDRiCq*n36=`j8hR@eZ3M(TUCGH*s25GJyoDD(H4eVK#A9U~d`uagMKn3R
z5}l$ruMvjOoAh!vM_<}rS2w$5>kad(Bk|sQ_|skKr0c)un(cPKd3+H$Ti(?iwv=J>
zE}8+H9Qef4SbM4hNJxusDomWrazFGCJL}q1Zniqk;5w0E>0sNGJSk5vt)x&w*|C1B
zn#i9j9JQdRt!}6bCr?n9o$Hds3W8_&ajwuvQv!OxQEKEnP1ZRn?+h=t3X-fmzx(YE
z(|A?HsZDs;wXuTlnr;u-If_Jo6sYZA=Qt+3ccCH1*vE8&Wz&ISorL*jn!kXT^W;pP
zl)xXxl-4NRZ#vL3or{&A+i^%j9>hUkugXxF&vjJ8F%F(}{yTo(tM;9+`a4d0JYN1&
z)WgCe#}<gkmIhjv^e>;^Mm!TYOISonz}c@DKQd~@AOG-=e>Zd5<7i9AUKB1w&vSpk
z^>&#YmXyJ{#eurYx$qB&ESL%c>|lFqZoT~|92Q+vlu&e@Nb2=E&}ZpQGve<g-TxzT
zsXybPuW1!|BysukJNn$Lat?%Q%rRd4y0l`9Lm>U>(;JB{@n?vvBGD8aKM<~wq7<2u
zr&Op5lt>s}lXff%FS8zpNz68$avM0^=^j&_MdrIUy8So>XVK<#h(;YaUOQH{Sl<m(
z<LUtWdBy|cfXzZhjToj(C8F9XKT(v8a#Q5ML2g>76~D>7qmBB+goIwX!;r&1W<6e5
zR@Boh-F+UaD7PuwO0iMQeOPE=Wf3HkJzaaWGb$>b&@+{nEKC;}xc3H+<r~&vY{sW{
zrnPC|e)oMs4PObxH`Xm#xDB6~cdKbGMGIA!VAWoe^Ae?bQ<5G)GWEQ>{fwXqh=kSj
z{J2L#PBi`+$GWsVM91ZtqB)JKVi~Op($%vlz1;^isrbJQGUkwIa0YVqg-f$<CAZOx
zJFeBj4Ogl|X$n&XAF_bNSX`7^v86bErv~h{%#YUrCgV~e6vGjRHZlTVqa7B}4}q$Q
zh`;7w>}<17NT=J8IzT{7p>)l|NR0^s`hy{`1~#U@O{Rd%iIKSI4Ys5lQ16l2-U*zB
zPUhxT3$WAu{qe6^n$R!#&{58AbM%As>j%IN{YyTuYX)~i|NQ)yvlw3L-(a->spa5^
z-)Awr1e9kaft`DB1oZD`$pqeIqom!7=m#l(o+h&hI*JFx;%H9b^IuQX1ib<MPU8f7
zLw}#94t&A~0d~ANM?kYc^sY|<sMCn_VL}%HH>Ra5BbjAuL+EJzO64`hpe!SxdPWZ9
z6$ZPYXZ!}xtslR?1)7Adv;$w86vbY9ITj<f?9=c*EFXC^KN)D4V2c*hAD$Y~lM43%
zozeYHZH1;d0Ocy}QBb5BI~ZAA4utu-KyeIy{-0T$e{2<?oj*b_p&HacH`1ODj0&$!
zV+03W(wvH3QFP5pw#rZCxJ3oN!`gYWyXXG^dji1BtF9`sG<?KoOc8T&jx~i)d58K6
zofWHk1cnwJDQV*vod8|L_QC+yVM?i?(s<<*W8sx?afTYmKK}&X)&DQR`fp#5{~>T)
zf%1o+0*bvaw1wUmYD3v&dSUsLO>aXtqUz(wFTTc=K=CH-LD(Xr3S&x$hnK%%FT!Cw
zC4SHe)$;wBx`@RiLJOMR9uFTdARh0gm-1Z1Cpj}9-g_4}&;GR?>#!)VPc-lXRB+X~
z)*OA6I=gq7pXUDVLfbxmrpAcX22a2TyI1ypvk+hd56GWAzHPt|OzH#jpj>U@i~Y$Y
ziK?h9+a>SIv3pxLDr@rTSTHW$x9S&Ee6KQq-B#QtoCnq_=gh;>EC#DjW6+Rk%3)ib
zTLnz1e(CukctU#{9m)pqMd4MF{3<PhU(s{?8BD>AnXD^C;lfdl3M*HREth`8u2Ka<
zjVdkQ1Ppk+uXpCM$t0zygY!@pBV5}Fj3q#t2Qt)9aqDu84z#mX0oFp7<ZPew8}U?>
zdix-Gx)3unscfNlaHwf7Ak3?h`cIcDDeM9sjpa=VrAF87_1v-I>hJpc4bbT@i#!@q
z?FNd{dIlYdR9EOF=nX==J(COc?EHQ@eN1{1&fv79F9$^lD%7+z2h*z=VYoRSdU;q_
zj(1^`eEIC-)oY7gliTR8u|gW|UMeMW<lA}H6z$AjJH}$=k|%aL&=0bBvQp>nuO*zx
z!Klb>T<ZRryvkHzz5lWDy2gtYK*!6Z6MZEo&h+K$faJHHqMxrC!wmY9*zmACJ=o6r
zjBFx3vdN4ge)DLkQl!4Gby9wF!%<B8VEm_!IoDa%0+7c`eW@kmt8$(1O+2T2L&B41
zACCIx4L__+1MW$dTWxe>*OKRP1%^D$3xk^`k3B6|j|b*7N{TH|P6>#LlENWDW0UQw
zh$3pjZ!}fe{2CtTWl}obbbTLc=kG$ac*|L)tY35F@l>d_a0#|NT%y`)F2-)iZ6KyQ
zHW_VW;SA$DO%+a;D5YwSHC$0hn=8c%;{tKH^(uIsfOL6`mA?UC)gxhvmyNX_gHh5h
zzn(Bk?Fx1?J)XFh@^ZFfZ#_M|=}d_o?wlKXC^z+i0qa0bCwzq?f-fA#V+B82kP`0p
zN<RLsZENrm#1)VSIInK|C}!pw6eOou5f@aG1I92~iIZ2^KFuZ`mED<iyE-+sB57rJ
z7Y5di%uNidjfeYk^rhTpW9|L*`!3B=%hU?GY`)ridG64yyYDJy7>7)FGm7mA*kXUp
zZEy~|yh2AqB9UgQ9`?e9RFebQ2|Qor1HG}clEzFRi5j&i_PP)ktH^^Lj^z1Feujpf
zuZs(euCjC|`ru-8#jYL_Q@|Orzt-Fmwr1ETp>$P#6=-9U{h5>PY_;`uk5>iSs~5qP
z?5BN+o@5+9gBw^7gLFsIL_oT3y~H3NtADOIaFx01T;a4@jSNeDsP@#vf+2y=*jEeF
zq~Rp3wPTEErceLycHgS8A^uJ9JptuC7fRUyPGkk&cadWUQ7?>GdrX3(KG`qD)z6PU
zU5ET?ycn6(#Ity9;aF&Q2B&hpQ(nGmkSjN)s|YInr&byM50g?#S|JMFDLn(i7eZH#
zqAGAqpLE`X`noDuVCuoIo4vsXZ`-^C*~=_fSz0gs<Sf8NsDLwcZih}trVZ{s_`3Z{
z>N8-?%izhL$M{%-v5dFGq4<ZS403~>W~2F*?~pv4{jOmil>QZHJbugvH4G}c#zp>Y
zqJDo$AJyP#YPzUGPZ6tqUz7A|_h+Tjc&!@W(_jPlQbJ#`f{#CTZ`~%^ED<Z47pr%B
zs1;rC^Tz@m5}v(m%I<z6MHAe!k@d7mWlhF=zPajaT0Ou}C^PRV9x5uM`^2}Q;BWsz
zklW|L#OYE*3Fhvu7gi**D$I>M?|v|B8kY2q@G-6PyeKEbOAOg&hY$5l2=E#^F`5hz
z-uxZ_lyQ8s8Ub=^(2xtHdJq5x??P{=YO!GdJM7Lxqq`k_gj~Fd)&pM(G}|w?ajG)t
zNz)4`174{2tFHPO*#>SNU^o8efdR0M0}zT;y@hV8c~1RPz72Sb*7!YjJX<8%srx*V
zZ6gE}*LdH-zzURQU&+zp1wX(}NBg>+wTGKAq(70F87-0C3DVf%E&#HTEZoRhwR($V
zM9bO!ezlF(C6+1dKT0<K&*ZGRlhKLy5`h2{$CXtgowKueKvG`^AS0+@N{bx&mV1WY
zZ@W1)eTe>shXtpIA8~O|?V&oF_tPFPUvf+s$~Eha*-{^sF*<qv0DCi2z>#;NLuQ7q
zKE`8E;@5o#;}~4Ayan_4s(XFO#91W1r<L{-b+$}*>iIUyJVik9ZgG!sUMyGjLN+O@
zUq=*>fBx8yi=9LZj*$+OR;nIz-jfu3jiU3q(k+4e4ZO`)>(}?<b?aaY7WdKjLP;;P
zp(B8-$L7n%iQ0#cLX7S8klvltPoy4uKQWuRE?u;%R$}PaeyRU-%D|Ei1Z352ZHt)k
zq5=xadP;YVnx5LQr?$1gl)royPeL?E#0qGzUg}FBN1nH$LKo7PXMcURZKG>UURe`W
zDdhEJxqOA8J*|YGI6_=2Y`Zk7rVeV|S}26GNo#G^nF2RYimzFg86`T>m?zv1`8(X$
zCVsp-YTWs0i{0aATD%p~D}Gi=Qu7s})Lj>t6Z5IXt3#0*O9|^+s|q6tH(Z+9#C!pQ
z+j*$-Eo}J6@#pTnTj0kwSU&<mY!)z&N*sZvmU!0coADp`;O7Z}V!AljP7R=?Oe`0F
z89#?Cq<Pc{-)+d7T{#rx_o}J4PMm_qKf?WoH`xuvF3xX>>z7Y3(d2u0MbJ(hRB1j3
z?(XhuseBDPH{=4b;$-)Tm%j&NOUUP>Aa@*3){uR(xu0aJ{8+%smvgUH6EAFMfVXnR
z5W~8Sc%$)UJLOI#F3Ij`oQrRuV6cu1A48x6+_`e!Lj!kyappyhv5CO|+dDo*?XWt4
zp(Xl#`s~uY)07Fb9ceskSNbR#i;b&71H0TEp;zKiZl{Mxib{bsMypUzay`$=U{cU<
zBSkn`h5St5<0m+bUQS^xmaZKnr1uxpsIP*lB_o+*g@;}6+I>Jr=3u)TG=MF*$>kV7
z<+ddQ!_>P&o8CS3Ph^gc74XL|C$?E>eJ@QrX8xj~ZlXe%)0Xz&)2E3utPLl*0V^?(
zSO30Q0dS+A2cCj)r3+lr)Z1@rD&{#;Jpj$8M_=0m3GyT#tTYW_cN;lJl(DsruiL$f
zwGK-C_=TiZkrWQIPfjVA-4+=kZj6sks2x{fb+Yk%!j^qJs)>gMfVbo~A$=&jX`gN;
zh8hv3H#>?mOoqb;7Wy76vb)jxxaV*kw8hHH$2-*eG2F9i3@LdOYD_P^KO@>7a>nA}
z=#N%Ez4sm8LJ72ntLb9*%$7|6M|15}-4oUcA*}D$^15n-oj-CwO+z0+o@;RDaG)9y
z&DovB^$o={zI{$@6tXBMv=rJ98rVA#tK7?PR`4Q$reJnMF|Kyq>w%bbZlL7xGS8a$
z`+$cnb)n0_{`Q8fN^1EJby->Kd@w>I5dcEhX$-Yknt$|QN|bPb&l{l9M7zHYCfV4+
zEAWv8*?@?S>}&yom^qDV4w`gt)V9C=5(kCYN#@7?yfQK*fHina+IhIxJ}o6oIF1?}
zu=%|lCvC2NkY^1}_6hgbTE7i5$gOW-Q+SV(!9@Yz;+}GPtg(Gi;-M`0Kfn>4DVVA$
zg>v)cVgAv+;~P6m=U3vSZli!H;Oez2D>}|#;+oigk9^O+QrBIKAHj0fxM%s6Z<OvJ
zFNOs$U87`GAo!YxCA)Ro^$!qfZ8NN@8O2e~G-Pi2(d0*X8JPu{0zkAepG?~;{)ags
zuo?L;6{k}hZ8&h9u0@>kQ#%&Bgz0@=3vDdtlT=)R0N9xQg2ec5;;manf3jCXD0fl*
z0NYUVcZ7g|)TJgKa4`VjM44W>`xxyj-#k^pnxI^s=*tF~Q<Pl=RME$Cza-n;P9MVI
zuoH1ouD?C!`h8$Y&p8Y>w!*`<=%2K2Xq|u;k-@L0$mPwzqyT#RkJ0%PI>OS>n|ga9
z#j&X~$zkBglP93O`Hd+n{{*`cNQ?+RZ<!LNZE>iSA6r}~93%vQ?i6~nFVIEjmcB)X
zcU&I<rG&VZ@<rdyv`5!aFU@8%465&f>XcE6Jdic)PWdW-XXFRNYyyd@M;a?C!t8&s
znZN}{Um*ED$n4SoiF>7Vw4lKNtb9gX52Oejl%l<n((S<OcsA~aYDz=4-IQ<HGpSgd
zmTFcp>`kPL!6W9?lN^$)$aP*x--2yv>L{b>Xdk;YK5=@*OeRBpP)s0MLq@EGS4A3p
znRlP1G5T&oZvU62rReBUz`7Ff`_NU>(TsaO?ktS2l_g<dX8m$UKKi2!m$Af{e}VDh
zQ~Ea$DoaIXaOyj(>#bW;lrhUg-lx01@Z_Gojhbd(l{a?S*FS)Ih*hxg+keyc1=y(i
zA6gWOAm+-6+LHy`bRSFTh+2jNcJ7~BY~OGPhj&h(f7p3s(;IWwj@5elnC%rrt1T|*
z^cvT{wTOuWc%qt(leHuF?D(T*=b1&XRSTb}e7sr7p8w=2g}m*yz&y^3u3Wwm*;Jl(
z5<01G;Jc3_k<@qF^c_Ld*=4o~oHBnZxqq|rAvaHoo4)Myp&v`hEZU*Fo=@ui{`$62
zOZegCQ~tfx8Ynfq_14Y-qIc$i_uzhg5U!b_$^GJU&LA_36+1SRdo`L~N%_DeH%9%^
zij*+{YN#%T{be)SRVETcxZTEC1B-zTy^)AAprToD2oYz@A?~4X?2~wYD(pV%+RPhW
z@L)m7JO|ybj8f?NVVf}E?fka)iPN|M3yDl1fA4B+fJwAPmLl*>Z8U<fsQNIUrn#36
z-|N_Esub)VnG6!W9dh(4vUhtHsxmws#p>X7@lMK{Ry++a{4Ee>WT`sfHrXzAExZ<`
zCKa@t!<vc^TXHp`0~B)s&L<gi;#@C)wPxR8h49y;&%;-%CqDbTACNYeGBJ`K7Be1q
zoPc&sU+Me-s-AWRfb|h0NP&}Z=9_V2Ek~<@$0~<~nYyBmdRsn3qUQGLU6@DXep<Xa
zP0s**oY>yigu@N|&6Feka%-MLAjh#k(N`-p)HtMDT;5&;rNZFI79W~O`{Rku#GEE>
z0cCh0I!twu++O_ArSGh&4c&`sTHWsAo<LSc>BFbSpMGaC|8MdksKD#aMj1fhBb~0-
z2<yxm&8ZuP&BxyZ@|{^n3AV2_DreCaUG-_L{k-2ewE5xsl3b+kx=DL$uJLnBY}4@5
zwOLLx6?MFef&7@7d1l^>;yscK-%&h`e+#+s;<mGo9BZJ{64^IgK09sfPwD-hw8rPj
z?|fU1jE-C2^yx?HMPpddv?PfPyV&!DpUA5Z2m&Tph6MyC;LTfa={A*BrK}zu(iD>y
zhmc8=DE0TW;%R&55T0&GvrL^Dt2t|jD7CkyD9*Jb>Yryh*p<0953n719=*h_sf77>
zFe`upbFc?i%R$;o_+P>&)<r?a)(i3*PdNvVGW!l~VtuD0?Zx%OHqc@V%nccg0Uo%%
zbr~1qCe-w~PTq`)fQ;*T;4Q#`hXlk}N@b1*v0k}!n5iWeP%Ww1cz#xFcs$K{533xz
zawb<Id>*^fXT6O9(6(&^lBKUDMs66Ua26P*@FK0KN(k%}b&9)>UMD%#y(Q4Rt2{C?
zn{`^VtVRMQ-Rd3Q*pP_GS}|NuUVYFQKltjF%J-3Skkdb}@cN{yJle<lletLsP(cM>
zFK}wHY0-6~(Fv!_VnC$SaUX7-r1^>^vNx6^lER~SuA%;0jd`o&(7Dp62j@3RaEPD4
z0^@{L^4V*Tvc-Y37{x=3&vWQ|pZl@*eEe;(EuN3>otSdXs!c5aetD4fM*Sk)@J*bX
z`tc9GGm$y<@lv@jrehj>$x}+e6oA+92k6ZXbX%<akm`78$P3c}D24Hq3d(*HukSSF
z)*!z#1P>=-=^vgS#mey7mAwb+w@6&--b3XHY(XD#;e(qP0sn63+HD{q`ltNCSHOZq
zxILU@+{3fB75`39u&mw_R&0<!)mzkb)k*owXR*Su!Y>s-T*co(p0@%e4|{y-YF+~z
zmTO^G5BC>bhzxm|CvWwmRcP1(j-51;1v6}zTI<5#<zEbiW7bmYdYLU6ljZjxU{Ds5
zQ^>FQ%peVIJR?fodt8B_El>_Axxb+7WE%q{#2mhX-OV+vDmD01&z6m-<30nj0U>h2
zJY5E{n}p~nUxZU>VvlIV+oc4MBlj^mh|q=5A`M8FgBnk@;N#vWY;HZTccf`rq}gJ*
z2_cD!jYrmvYqw*Sv3@lR;1hqi^o$MUfpFe<Mat|wk--EpdU%8``;#9kglLLRYnse0
znzhc>lF^K*az%p-<B*r<<^KRL{-!RnB+YuQGk%R{>p0=KP;-BSUKS$jBNYDaY{%Cp
z)>j@G)>;8^Rzpdrmd6MhO|9^iG(_<a(botxs0S-(gQQSHyd}##f_)2I@V9$q<;xSb
z4OU^spXAzhHRJCL%IF;h;U%8O_ymLib7P72dNHAN-DISIXL8d`c=J%$zkA$A08E1R
zQb)GMGo=@H>j|^x#}Av?{JFh9#UzyjIuZXXTFUSBvfCEOMYq#Ps*!5c*}=VJOv99S
z>nrX<PoOdISO~QbPCTg_!_MNskmm_jKSWFST5Xlxil|648t{+3>C};AjsQosSbzBX
zmG8@Utw0$USV8`lKEgagIO-2jo$-KG@sApBX;pl(PA>obU#x^T3pWn-^r{ZtMQQYq
zykt*e!CcVz-N%GvldG||fYC+bRXU^ip@x?^nUZ^HLB3yV#?9L6_)pxK3!jHHkn`mm
z$Uzf)t3;h-FY(mu2&zpn57uvtpzUaV9rmRB`gk)H2f}%If*wId!W=32dQDP4Z8-}&
zM^~wCs&5Ly9mGQMy_5yauc%lPTz3JZ7pBx)NJy_4m-D?(3BLHO#xJwp1TQQO;{8-t
z6qv2<YAAPpUrv3^JxF%1_vNt-*WNorzs)Xixw}txSgn-(3U`c-a#c$j`1GBLY{lSy
zg1E1~%!&-*+(Q^ZW_>qI?~(lEky8R=6;7~DV?K6t(i1U;>)t^2i4QWA9@Qjr6FlDF
z!vRx&Hy^&RgW5%M^PR-GSxFt^9tUTfyVc&Vy~a)|7KvefG~44%&;P{D{;v|Uaa#~V
zQ9vBJ66THjHti{@XAL?QjKi0y!DbrYgs^^#_)%te+wS#^<f84mC;k9=I;==5oF7dd
zoLPjJp1y|2bd@g05zlV#b7s1$q#d}y?dI0!vMywDD4YMyBufu32G)z*4DnD?mrVb#
z%<Y87_G6KY2-?yaC?HMtuNF3M&`M94=#jB0`6Nb&c|CcV$ftwZJyGD^x_{Yq{Cx-V
z^?VwRuzG(!UGqo;zGa!LB*_(&VBh1tj*=m3(MG(q@d`ch4r+5fcdkf@zjOL*slMd<
zc@F+HtA*Q&sU>>VAT;;*ZeN~}@{_uHnWNFT!-2_5B7(yQAP|V=*1yUXtp~8}@D%z<
z!q=mn(v004$<O&7l2yo1l@9?VCB@L9?XR=R!w3l%f6oWz+a{H<&=so{XFRmuyBd33
z%<DfuFZQQBNvo`%AN)s9=kHfkVbdqgk}W&xxxK><=UX$D66ZU7aed4GlU1CP)NWw~
zUKbQ)fF3{WN$^9MWwv!G;pJtl*!2NrT$k9gjC`SfQh1@)PwWchdle(R)CB#v3!F?x
z8rjlj{;Iyj{eEJ@RAW`Kz{4)p@#Kc_krO-E!^W;<DD^=8v`_ssZ`GM>Zd)W7VHR7;
z_d!_yu|cm7Cs?Q)^MgcV*+`lixnCbzOCvOBZD&BicHF+0rMJFjF_(CQXAc6Jc!2!@
z1wO!VL)fPeRY|_k1BS$`ikMdc9<$SAU!nQemdI<<fPn(jIe$?hyZ^?0<$orX_qTTh
zSH+hSgKd$*U9HyontD83;|O_Pe*ya`1y@IBFX|*W937>My?AV*8)A?JTEE8!8nx$i
z=sq;$;Ou!;%CgNdTI6yjQR>+M4Xet3jLsE{*P`yGmIHFy^g4mu4LL;MdyucwT~udR
zOIb&k2O3=CKjyI64z~oqV>e216F`}E=^loyc4NrXUrbnf#8k4hswTa!`hH9)%OyBx
zodc(}Krb(EG=C3085p0e*O2h~iPwfm>ANh7sP*U5X$Mq}=C&R`W6W){dy(LN@q8cQ
zy*&chVn=p-68I=bi{n*LNspo`@m>Mn+fI9lU_2`*<cO!-wS!aNzwH$u&|RHSI!bg}
zHoG=0l#K)FoVb$E8m|o^68NRy<z792oeJ{MBT`>@Z?h06g@`<IgmzH{03hsp8<UBm
z7P{J|%vx%FZBylqb<5?hVAqf>P><!Da9`xL+6t`)psPT)rsq{@V_#Q4h~xP+(A{*$
zD=Yt_uO?pom>F0|n!S0#51hY~LXGerv_D3a4GGk4EDnmz{ZL-4jnCFfLre>ilKk3f
z@(QP7bkGZ1nAxD?$%uXjpu5wmtjeuNAdWyOKHbTjv6J-H=W9=b;T&mdAv`ceb-Z%v
z&LbWr^}4nYuOwIUAL(Hva9Y~y-EPO)$tI*%HzV)S_|f?E3#jyPuQB}NECs&UT-iH`
z{Q<BMtfc!=H1wJ}$4<m28lKj9lY2&JTwOg<$NnbrV38{;|CShoCSIMEneNgqqrNh#
z<zW%pS!b-4`!j>7@%#c?KN~}7&O$d+->zBdzb%9Rq~t^yzG6=K3-X2#TFZ7W>ZP%c
zm@z86sGx7qJz)eA8sKX-jJV}7_40`WEiIE%J^44LC6>NTS;ih0ap!A2=-mTh&x=|p
zsi2V|)YG9_#+S1}E0pQte(54QWQD2p%bZdHT6%oJ`1A7)NZOqC`~Kzc1cEzHzFu;)
zmq75k>h#2?gAdAte3d(;P74sGds0R!l(Mhz*&{%wIi%{jxpj@fM{w?RJ8fG)d#OJr
z$x1Sq)YWj|K8h)G*<WxU5giB1P`by@dtvkO<eB-3#kMTnq&`U-7Yf#SQMX8HAUjut
zfI)H-!TZd52>%*&;D$-;Yd_Hd012co_%Fp0k;_)7>`3?iA$ZLa_vbQAYs0s~cMdY~
zDwA&|NGDC(`4l9>3XONfJvvQ{OnA|2PdmV)XRK8@grBrbJo8pd0G;h|N#QSm402t0
z-TG?k>-wPfhVgp(_8HJ9o`nft6m-RVwUP+p7-0J<9v0QH74KJty+afOcs5ODBNG5N
za>QvnhSUO}4tRtXfthB|H3lf01^oJkG>q8m2$?zy^O_zSnFkUi@4Bl1lYt_IcRqYE
zJsaQBnCkQAwtTuH&1iTT%_IWFFSIL3l(fZ!;s3^!rVLpzr!qiW@#Lj(M>Sv7KXkCL
zP2b3fZD0&M04$zFiz{f*d42MN57AHpMclo?if8$x(2qeE<D8L_UXt98q;J)_d(6c)
zoxIIwdjI;#JuI0RkLK-)@)q{x3(sAngyaO*kzbBYl6{NSm)QmGMpO|N%kxyzDigU!
z`{fh%AyaXloQ<4p**a!+%kw%0NXeAT${0yu_ZoY_i<G9J+HIHk=w-_I0NYiqK<QJT
zZi*f^zzF-kDp4dOo8ph^_>Xdo3Lq5)3v^s}6Yv&YZ*I4v>0f!kv!r%3!m{<Db;xaZ
zC7VIL&8od??in!S!XNSy8LPjjlh)b(24}O;Dv|(y?b+qxA0WJ{-_;ng&h(J<=h5>H
zSvZaL6QdN5&O}l3wHA{(1TGTs8Jc(=3c3?8dMRV|5KTY<I!a|!QX5cd!T5TX0t_e<
ztMk~6blt}BYrY&{(naE`H(sVP*M&BJNvcU^{El~T<iE5BaspT}6wc9fQ=100j?(lv
zC&%m@`mBpsSQRTRHC>LY^Prt^nP8rSqDdIOvt{Cywa{!cmL_p{D2QlU>kE3u`P4Pn
zfzEU|qU@7^lH<D{+v2f>52?fZ0>Tjh`Qbm3z>A$K%J&@Eo0?Kt>O%<!*kVF;84}b0
z%Qu&g=v_0orYXdsLth`^04;59X;I~Wj5*@QeN$8=R$xwvUfxK!hh)!FrMW%ofTGg$
zvGn${!42d@2bIhVmuH8bq!QR8RzFiI>^g(Mt)FhFgANqM^)(9YlACyw910D3Sz)k<
zH!=Pon$5|}v}0B5)n+i2eHME=Qr=9%l}_$fPpLw>vBz5Ot#*E%V~Y61Sl|snhtds?
z*e`O>&05$2P@q!o{2AfqOYy5S)(~0xPuhZ9tP<aJwGz6QuuKHdSK4s)c;NOkj(PJ#
z<biWxld1t5^U{S?5U*gCY~MYsd0ifJ-I~#psB#_6&rj_fX%m#BL%yAI<}eOa7-Psa
zn1Gb0G?4e~*aIqm8W->OtuB(;`<SG(;lJP36Y$SflM?<Ahp+;>)KJpu?$*<AmgJB`
zb%^V(pU#g&!+yQ+Da;RYET6@glnZ`}yIDO?pF68SG%gaO+a|gNO=hHE!<k<ZujcH|
zBdK2E<q?t7l3Ifc9ddypj!qO`<enryWzz`5xqiL#I^q|i@S@1+N`KUgGsqyXdqKj5
zR+_2z-Vu;?fBx$ni-dGl7DooC1#@35s1IL_zM{@dzj#ow&{EfP?QgSkV{Gn>W8Ck&
z6ns1U%9?-u&biIT%&@8tkwvS+(CU!0f_W`EyQ5y*GlReFXndcK3VfFN5?A*e;Kd*O
zE-0aIhE(vZtGrHn+IL?>_fs^mylVg3>H(zpo&Z53J3ZhS_RR_?YiO#7Z5$-Mcz`&+
z33&vRHB7m?V~wEyv(KC!b?kpOrUOa;huZ90k%QxsO8E}sW=aJM1%rkI>n68xyq!nz
z0N3GyKfzY3ttR4%_rh2XY$Ip81AJD;%3@xiyN~g}4|Wp|RlaO#ZE2Y*F`l0OYHV-_
zcIG%Hpu$ity;gc{R12tJez@i@L>Kn(z;NP?ILSL)u|Fl_G1Ahw3lE!IKdzrDN6ea|
zm>NrG9q)@daVk7xd&N(X=SGr~ag1pG@c=t{%8$?{py_R0Qz$00*lv^%!slqI#S#q?
zX<#lT5sdcuI*43-;ZLpmt+jp9nOE2}+o3&8LGZCWLD12@CjSKGjFv1d-E{b)(^+Fe
z-xAJe)lHE*f)pUtzEOsdzRKtQlh=5Z@G7^jc0LOwc_yZ-`)__I%<yAlMOJ5si1k-A
zMS|AL{jl?96mt8p=lRamy5<#oWru_+?pS|}Pv&GpMXI@VknJ=bIe7Z?7Ub_RDb1`U
z3{8{wWdwG7iVj(5`uYGnW*oy{hcI?f7A98QSTqRv(Hyy=x&AAfR@6e`!$`f<!@lK(
zEDS^a*!q;PT}(!<gTw$Y^*&V@E=Z981ab`~_5|(*{x4`=9zK1{blVh+*j&pXnqSRl
z_k(7}$H*M4tj%)wQ+@5pvXdBbe|d~Y@c8Y;N748MQjk3LNk?Hval$M7WM9K+KkWz1
zk54xOdHy+T_D_Ffb^iKl;%7gFI8NPn|9m^R-Zpi1$O<UuyN!dPL;&*8eV_gSoes4p
zy@KR*#+1()+5320ZKuu0DzvU}AT@8c)}D5KIob23OwEqOlB^Huq#%0Ln7r=guW#1}
zKym5F3H?dlM2(5V!CyVNsT4DaW##4<uM7AFmQb}8v^blRKB~F>(Xn5W!U*C&DiwHN
z8eGdoBR-9_kQ9zRpH1@aOSsd4f7SlUB9_Y-U~5seQyA=|6~^QnD2ohnB(NtePdAk+
zgI>fgQOJ_}J!J7?cf%nv*QlR7Sf2QGobLK?He}8N94h+qWdnNTi-JEUmzZnC_wGD#
z@2P%Y2^mIr+Rn%{E2_ZQuF3B{y{c`utKyUIOgAH~){vr3Bsv*BS3X%M9+Q#fk#r*2
zLOO~X`xHx%bti{-Aft~c_N!r%3V{S_yanE805_WGY-&cwuQ|TCU~Q=4S6Ki0u{-y*
z7jXk<E%BsW7krOr`p3xo!&^ws_=@{BOa<~ENk><{@%pi>s=&DY6&WcysOsZQc_uWl
zUsSRZA^QdaO_YF7SUabk*HSM-^ieSd+1DY=aQc4igZ$`7E8P>Ufz>+O<cSsQB3fA1
zRaess-pA)6+(O3yb<<Kz7jN#QBE1W7J1)%K)_w3cluNQkGNy6;-MitwW{QCvLZ6Tk
zrgZnS(x&CtZg+d%{Sv!zNJi^2e)SU`vxGTrKweC=>v^X}e5^X~vJ9Y{(I@77e=WCs
zqquX}kroqaWZG|?{(Lh2Cn3ufP?-HQb+;bJI#9$<=c~z9_Ds{qZ0k(M{@9!6!IJg#
zPc5Tk%3dOUD0I+98<$sdKnbPhyYcxN4LVA~_3rM^(?K(?(`lQ$x#)ObM|Rjk`qIGu
z8ok*=s|JtPTXHYx;>}lln4i@keZEG6czI>9G3XrJYlD{>__L-xy+w{CMr|2N3xc#S
zU-_)7x|&Y8`as{G#wZ!X;4QC<XHC^Cd-hJQ?pfB=Cl;k9OJr7!W>{qC+x=^#?$RU=
za9wHrRM<B~MG*e^o-EC>v(cf@rB}BcnksC%7bp@9T5G3H%H?WX-wi!~>RHliCO8oJ
ztbgwP@t*fRtg3QoKcOa|l4U1zLSbUw6=Sa1X7C6`er9ex;W$(tdoLpQfsCJdg1Vwe
zwBuod{UEe+#5P)c79#Dz>OhsehR1l+tYNNhk5hvVXGlKch+hg#m?3fz7!c!U>DARp
zIf})@9uJh5v52)bd#Gh5s$EegK*N-CrB98_96+*Z_3pE0h<foGN-!J*S-r|Qr&&c7
zJJp(lA+c27;2vtMDiitiHkf|$0m;(&r~Q9EE~Z(TMF=}_$F^(>f-VO~n%D=^xy9SE
z4E{R>eZBJ{62oum$Jo+(jEgeH_dmv+1v_37dwNZ@!a|3-T`%J9z1YcKU?#t90X!yS
z=vaEgFD)q=Q;#eKX3RSUMyr;BNs01ZUY?c#8UN5cf(r;TY19m7_?%2IPWy{8-j*%4
zg!+`QM`9=SI3)ET494rkL-!!q;)iuNMDzPY5JQ5Gn^~fnCgv_GXR6#o!W4KmyfjVd
z!xH8T6+b0eb&)Z-9#fo_50nM4+mFEthQBP|FfGVFOA&{p*?m7TUDnlT*ODbf&S=w0
z>e|`;0b-u@cd~?G9~8=`=$?@npH|cuCTuX0Y9{wnxF?SbF%u;$t1n156rV7X^mX|N
zw<Q%R4m#fv<DE_Yl~Kcgpu(0m4iL7NqeWb<g-40wi4qWO)!&}*aJ#W^HZB++m1aGh
z;&s>9n^)GTQIB0y3Mi0cGLHFDt*8j+f=J<)JzbU|gE*b7nB&@0-Rj(U%DrurCX+-_
z|7c9y?+5;-)16_v|Mu<&ZC&%Y`TOT|L5rW*In5Ns5QHABym{g9eXn76$Zhdn66=_I
zR71n$5>PAlU1`CNPL?1}Q?pLVPbaC3GZ#ly2JdU}_ggEQAm}0`Z_2Wi(Ya~;w4Z5-
z@q($5<;;v>?||dmzTj2Y!8$RV6O1h5f7Bm#S)_c7p`R$Pz&91&)UOTKlxiEcq_6fR
z3I)e_39IUlzlF_nY^qMarZ6)3qH;IG(wC{5Ne&?2y6S4l7Zc>X0zC#*^21MKo~oh_
z%IdDl-`ZRed8H+Uy4mN8(dg{Bh~Aao6ca9TF7SIc`o@@1^yQdG)Pvq%R#VTaOt{YU
zY&%GUu9a{m-_2Y<&E98nieHM59uMMNWZN9l`iSk9{df%tpf&Ag_lP!Qi&|Z#xd6Wp
z`bWgs<ny-U>8EC)R0>C_tw#pf+dW)y5uNN|4<x~F18?gY^3uQB?%W5hPTYt2@hw07
zqUK$^xHwR<tKUsuIzw&!(tq+9!+lbXBhW*?muV}cVMeR7f~7RNj2|sOq)u7NoOjso
z2yOB3xDOip-d3oIWjDCxKOgAVaMq*Z;Yhrn53lEc^zB6qL;SaXD^?tEv2d3WK*emM
ziZ%c;2;-;3>;gRdr$P4z-nPbDzBtsHb?K)8G<SwefL=hd^{V4c5>-N8RL8FH(<%Cm
z&qjDH6g?0L3W~ixDX+v^oZHDF8Rx6yIIeKw(N<w2z};X?4EkQ7^m6pttz6Q%#8&!t
za{}`-X9@MaY<Y_kA%B?_>zG`GohK5l+~;sNf-S)}*ac7f76GV!r9fGl9nG~e9d(hl
zfiHjR>&)lobVgho2k1k+YhyrW4#k#Bw^!PmBYf7zF7E5b4Mrk(+e}mvgR=6EppvIA
zu{yUSQ^0h>n}9$<T$HK6%v;K4`JSI;?a0SD*`3V}?-Nw*v}s>xSKmzl;XjQfA;n`l
z9Y$w&I+x8O?12iKOS48xf(}SYt0Cz^?6YB7(k*Yw4Dd=Ms1SVTxf1>LZqoc=Oc6K}
zB+=Q%Jb60*9I;?nmnl7#_);_Kc;5K|p1Sm^2(C1;V)&Vgh3%TI`zzg~Fgd*9`why>
z=okmKBjfD=!Z4M^pQ(At%P(T0o!(F+20jro*;>3S`IOMW9#I&VzkNhpBLYMe-qcND
zA3>>%-#G%=(VB}Wg<35MsrS_9S_X|z=AEj)y#S;_uDKh&rdg-k<!vV;Jl=B?7u3EH
z%L8}jUEJ8u{}-;}|6FqOBC0D(D!nsh;lX%qZ3L`b$AEuUa_vqo{b%YokR2uP+NE=>
zpF<g%qN_>jeLXxy{4Dp1?hMlHB9AL7GWN^TLdM+wM?Lx>PjBK%slV19@kW8Cll#?Y
zRY7^VH`wGkK_kpIt!7gI6qsm^42xhYfEIztZ4(aa8wOQ~w)lfM*6}2XkUqYnxEkSY
zY!2Z)@o4+aZX><=n>_5B1k4ZSwr6Mw-4qa6{PvuidOaFes(`G~o#cDL+MVpx{u+Nh
zP&Bb)_JsHkkl(b@awQSETvCpyazzHMwD)M=Lc&p~RPL&`Z^7DXj(-ozb?mDq_#9Q#
zmn=>>VQOprY|`m0kIVam_^Y6)IE<t%_TmY4ab3_WL`~@q@hw<~E`ex#0*EP7hTtda
zFcP{<g7i46t$I}5eXEDwowpBLdTtY0WM(hk5+E_*eg&<OPU0y`Fo}t_QUtqi9)xmY
zPadnTLJ9j;!T4rdm3#>kAd3{*J3H_4<6cC9j#|BXWbXO#FGWGg7wpANkP8<!Ka5{7
z%|f|niQ_wlUDI}I<LDejv#D~Cd*jdC&&CtBilcFl2_AAvr*cLfAAUfX$GIPdJ)VKY
z9;=8uMpr3-XRuRk`Up%iK%f&)+8*CE^-A%zVLrOAGjY3I(5}jO==Oz6!!O(bvpkvu
z5+xtdYji=0ozG^ROf8Pi%vO*>23L@ZwPOy|;V}1SFtwjjp`1neJUUK(GAB#nN-@Tn
zY37yU$y*!Nxh#K&f^iJF{W%4?8AC25Kde>JTVM^F|MW>@Z=d-Ub~I5&(2I!{?A7kz
zLB)o|&NGC6iLRqO;p20GUWwO}6|RfeJGNMti!pvyUMRU1!R3gu>+~p^jnIlb`qw|g
z1junU81YI<v%sjz4?@m#J8cZ8r1jcAK-LpIYt&@VSV<_oq#xt@o?+;I)gu+Z;PqTc
z8gSHNhD2^ny#c%dUx9{2_WPJ%o8}CK6R_-i+jO2Wo<l3bZWfYcdD!dyxL9HxSA9iq
zY_Z1!r~naHlt!2}9F`ns)zcNFJpQ=(4IabgF`zCc0n6OmG`1ldws=h+|FJxlMB>;a
ztDGut3D7Co_GDt9>h<*sp0P-!ZJCmMtl8e}vxfRjeZ%g~LBq<PBK!1PT7T32RIQ+A
zlv*^P8YYs(9OoZ(ElQQ>b`3h=vde>rFHhNX2fRy6KM&S6tZP%TGBb$>2&-zNCA@u6
zFC0+w2;LC(Ij=-SiZg${*3Epgy1MVVFtkS+8wGfFlUtyyqtk>h(_OJ(Q(lfAf?@^(
z1KNQaFF8rCuaLa&(o*B6+=Hgi?2x1!m<7H^FAAzM+ru1`o}vJmiC=z?$M*6g-kypD
zo0KZj#5a(TI>DR<m(3%_7kjfE+r}*$rk8JVMC9u#%_qj!hi+oiZfo2B0V0xoCPa#-
z0=UUT9U&erdWy~*>T>^2b?+S%)z@u{Hlm=CCFcxE5G6`%5J@6ga#G2(<Q$tIISD98
z&XOC+86+pkIYT2kbt9pHrhVIc?(f|5`@Zj<x^?Q+dGG$QYd6)ki>|%anrp5x#~fpA
zLsG#}Yz(KZVk1LA8P&=V!WJJx?K;56ZpuSBm{$)hP%Ic0hR-wUs&l)WVufYwy;<b*
zw_}@eu2tERi_`-QAFLLd@rc4!xTd67<lqjZOS_tKywOSZ#QMp`f$^WXLUCEs6VzPv
zlb{5?cI($lHN5m_0jbmz0ofuGLyE=_rQM)>(lbEOi=lAc*c(iWGF6?)jT<s-ko`2`
zUjH0?i{QOBJ*}D@w?a*&*N0L3w+0$CU(b)+i$Lbvfx7=xIK&=7%Q?YQ{Miky>!jFe
z<U%%s)olGc=&m<oDp@QVM<!@@b=%jekfS$be_G=7z`b!1AC>KL^-)RFc*fS0Ha;PH
zh@1K39rXn0a<N-GnbGcr3#|=n(#o+i>29CHN}8v}sH1QH=(aTZV^=<E{Y51g7bKe;
zzL`t2^%y8`>X-KRq^}E}5l7a>zMZUkU9`$MwQGZh`KgYDsPP=D5cx=9IV$gk7>_v3
z>26}wrkwVVea=tWRv`nr;1E{~^+bj1qvQANIt{fR*DrKOhPD)kFOpupNy5$PeHyqB
zz=^1cC~wiqi|RMCe$47Zu$-T@&->N1C0a6W>#5OExd&Xu0e)vCEN6c|f5GOQL`6L6
z;St^tt1#~Hn4QsNi*~^Z%0o{|XpG4w|1PQSw>XR`6Ju{4#yk6`cdTTzDM7^>Bu*iG
zlyp(l$LB_d8PMu?Rqrk-#4Y538i0V}`rW=*=uR#p`auUqNKJjxSGV9rf~l{H;)|GC
zZ0m0iwqYP#PQ+Ie&pzE+#kV*d4b@W|G!ajKgNDlN^O)S(&1JL9bjpuveOjGONo394
zXcgI-s_KI%Ubv~N<K79sO&Qa%{S3e-32Fc%M<|4Ty0E(@^B#_l;;H9daI9@uICxzE
z;rF?%)@_4)s_bn`y>her1U$-BjU|tM&{^ut&7UafoLB0^@A*KP{o@LY^aTonO)G4y
zFx+R$@k^;z-2~#-hU@3;mN>>``Q{8|dCnLB#PQ$T!{b(h!3q@Z)@9ieL_13Y6O>@s
zYFWKf!oS=y1OUO54^X-Iy1D09-fFzvW*9?Zp!iAq?X+)d+a|dhZD4pe#as<<L4hp!
zKt>DdQuFi!bW#xPGle`h&TK6kSiezFaetU<6hD#x8xwBoYklH_&l(N15mIbFM}GcX
zmMj8(a9jOFLB^t7z#Z&ji3tLtUXEQmh3*1@8cPkT@$7+Dfz1`K;x%jxFy&>7yH}6D
zGGDv({HR>bjy5~M=%CH&Uc|%vYpd4@IJK%pL})s(oWqmU>DTLJh@bfr-HG6&_g2T{
zh2KGr1bXEf_H8)%xD?xxEb=x^ynR*3%ld%dvE<&f3QZWr5Qd8}N_Vz!s~T}wR1-F~
zG#vUd&N1-y4W#Msx{odUMp-=`jHKXi2WVBnG};&mqXn$O9;tJkMV8IR{(gs?^9nf_
zBizX0Z6RR0P_Jn<=0LH29&50SQThb^t_ocf1RbN~B>*mh95K*ynM8yvvj4N73~PHv
zyFW*=_io$KfN)fCp_*J<?Qp}^$5-ob5=5CBCnXNSo45kU_o6Rwe?(*4!n}(1Gr7js
z$KP07TUT4QpG?2L91!b$+8j8jICoBl_0A96r|ws@yCPOU%~uxGzu?<sq*0d9DNsC^
zgdNvaXt0OogDb0%?GzUol)hMx)}@$mVs9z!lHaJry`l;3qOsVDI3E@^7ck`cYR#AO
zsbz6QF_A7A7gZVbbX6z>?k9HK*))lolnva9`1H8;EftU$hlio-WPXDriT%yM;n;3?
z6{HZ1)YPdTX*YMizK#1w!EU`iM-zQzl8YwaZ0)RncnwlC#&YE<@VE!k*YGJf9YwZY
zk*)_^%-hJ4?OuZ#t5*@J90?11ucu>2FD<L@$}ldEAXeoBK~1q)@C<e{$Z^B~(HBKI
zF&_3TdPl5*9=*D;77HIc`r(T1{M37t&Poh%*xW?wGWnIwGcX}hUloeXg>=GtilnjU
zyR`CAoc;6fun1~?o_IS#d^*l&-LH6Jd~9bDN8Kb2-z!R~?%rFtyLR={X&B_3I*&~L
zK&d+I;A_&95q2KZLg^@+LI!S%@1$623F7A-J9e<E*?)BGz@f;SEz4FV`W+~kK+;j4
z-?;IGUZL-0>|0NM6+4Q%2xhp{Fd7b-YNvqNv3V{_a9UI;O$RbAh%jMS)5B$FD_Pr~
zff@?|=Bs4_L`Uox&ARYv7!&w@!PjMoM>Zd3gf3_b5I5U<Z*1+)UsdOmRuREX_Gn0a
zXAIP`kqI&E7CT*GoH|Sy1hj<*tQ_4Bw?|@Ri*T1^@qKhSvH*urrn*W5rs&<ZQM+xF
z_B<8#koNcQhgtjr(hp*YdgT!dL=jx}x8G?oo(odnSH;?&WSY^bk#NX?Ffdk|(nMXJ
zai4uy%-{ls-Z{IbB0e!7uO4uFBA#>;w}v?gHFVlOI0z0SxNb<cO^-XKAC5aO<p!9e
zkzw$!<t2=%qt63u>iUWV+88Vu*4`U{j*9*#o#QVW!=F2M0_t-SL`)&b{*0G!|6rB^
zmY~cOV!=ZHU5dP+9~T@5tIKJw4ZRxl5&uMV8(E{tjA4Hp1ZI_{Gm>IJmUoj3Q+7Kd
z6?4Wzqj0E5K6(R%(rC|ZOe8Z<vf*Le(3hf{aiiy4AHE6yD4e$*m1rXj$hqErfA`tx
zllb66oeBv^QI`+w3;JvAiN0%IbyCXx-ubhk{`UCn+jig{F8)>04aW9sAZ?0}pyvM#
za>PIJE4c{sl_{}VVM^@G<jNGS#l^7$tLuGG@+008j-`-0%Bz>!s!LvPg(%O`8pIo%
z$hUqrnO}H9K`o3q=R2yCSL9?fcfZxdM~<>w?GaO$H;*qr%5f6PSc3X5SX{%}r##58
z6yP|OMK%odA+8ZK1TU|yR(cn7qMymff9JGWLpPUXp;;M30ZpoKC_)(*HTyXA<|0DE
zVjWBX(OHqNEHD{%E6R;qZvRYj@>O=(s7;|zXu&hFTf~5{==*1gzUyv&;L8(x;%NNq
zP&yy=JNG2SH>}@zS)gJc2;NCalm8Q|IfWEdYmtx3j*=M3%reGsER1RJ4<%`DpAc2N
zG;a!RgxhhgO7r2Khlj51vD#0&M@(x&=Lw-NmuviVwUD1Prbj}g(jYbvE}p6(+7#u3
zOU38z0WuPq*0<{a_S>hA!>)$U>(>=Gr!Dl|xFHdTk2BPn_~@b=zppuB!E#&tC4JP#
zB-G&TcXu4UnpW~k@JjiIt{Wa$$LFVvUc3(Ob5;Okf@%+;I@2xk61?lmUk;D5ZyBp;
zT7M|E3_Hr!>QY<@%ii9Bc0S$6x_TG}^yq(s#u(O((RQrhv<Az694gA!G#YSuvUDM^
z;Ud0W%w{(CuF4#_*=bw7OvJO({>C!=@aIzahq=)l`CdsGU|xvyDBb=g(!JB|sQh!V
zPd@mkZ(z-@SvLQ7Uz^5!tt@PWru(}6K6cS6v1U-<1Kcj}tNU(sA!VawdXfvQ^Ts@s
z3&BApcYfH!G<&aQ@gSaFw|ghT%}<uCXG~~no$C#57W6H=^TFPhSGR9NzZc!w?n*nf
zdW{gyDB7Q8@H?ES=|C4mUz%s6;Pt*-!w5~kc9bEnZE<`a$P#gjg)lPv&HV(xBqaB5
z*ME!7*B`B~KNmA7=x)EHOi7)XPR3WStT*3kYkm=$_J^1)`5{D0UH_B~W2y4)*p(^Z
zQg>wE<#WB}eYv!_x?s30tte%L3^R%iyZx^4h2FRZ89)hEe*!wK5UWRy<T)TN^jq3V
z>RP`VDZT424)~SS{emxNsqj~c7{HNmcwbxUK(OSQtTuMUR2A!U_#BSKoS?(#EXc-J
z%yzAgTcTkiXMxl?0u${MN2Sr5y{>KyT^Ko9c9(Uvd?s&!yUDc8<gKf6C#;)Z>S%a#
zmd8zxQ~YtBFobB{`I#$on`2?+&q&ZgPE&oOjm|yzr|wO*yX$pN_6WroZ3Aq?tfvUG
z1+Qhi<q1X;+N=s!dLcu;<Sr#BH(!S`TkkSm_au>70;l^1cYjQj6tB=aEfA?RfDKv!
z4Y_Vw=zVDCn=4r69y4WJ9^MmT*_g!_jmymrQYqO)>bWh0+dY6~5N_0)311;6I~#~s
zzO4V_$IK6C9e+4WV>l#0MD!4`{hlUtCiB$kPzB}g3PV$s6MaGLVPr@vmclW9tTa}f
z1waXDmD8MHZ^=@uNmkdRK*F`2)ccJe^@*!F?dn?pJDu-OW9&a%x46@+D|jty8>A6G
zV(7xX`Qw2YY~r$3PP6)YlGimxM+so5d=R3nS1H3yquOHWqAPy>flyS&B-w~}8?CiU
zaZrIfWCiEevJuH{4BLv%at`?f<cax{65<y5dre>S-dhOR^7ABwz0p>rCo>BGY@dFn
z&H(#EEZp<ZuAt!){MpB5Mrj-s&-y@nH=<jf&{xPi8-kg1v-dJDp99o<DI2<jPi7eX
z&vUe60e+=p7<SXTG{mZDhCpjM&Fwzp3I7ALRUU3rwej+Dv;ZVm?Y^=dd8$Fnd;YSV
zTOSp^-T?s}Cm*z4W~oot(ogg+v^E62p(C5Gr&fK&X2zKrRO4#Lu_`-$=sKhmzh18r
zd6M4j!5)symY!&28SDZMIGgk3EFL_uu758d;ln%vv`b0B{1gzRQ%(nxI05(9(7MIO
zsAOG-+dEo<uli~A+SD#x1KT%Kvo3cw0(V5OtWiVVvj#SG<AQ?9aU{0-hI)&i1HqAA
zk|a>AK8cyI5MKevx*h%d9FI&ds$n-bPJW{wt6p<giI@25IFz05W!4_Lc7l>$H8)m$
z#EMJdaG1TVs{m&t()UbOHKg78{7zp}{oR}L&yxHyYtg|6DlTonfn5e!7;_pM$(P%%
z<|H9q$%tSRS{%c9B}HEu-2Dr(V{vUX17Cuze*<|3#<e(NiSFc<K@7@h7$W>imeOTy
zuz#S>?h6DSd28>j`!h2hMh)Y3-s_*X@170DWW4QakV=c~kfv;-v(egZBdAL~g?9I8
zdQ9;VK6zD@(ao66)gI#Z$@TAH>VDAG2!VX(R_~_B;?j$8#kP{J+y3%}Ks)1Vhrw%_
zt%yQB+mn}WeD_RSbLPI^lW0G)2&5}k<GImk<`w9wGf*upu@&ys63$~8c<6rTb>O)C
zv)c)3CQ2}SHB@06p91G{HIlb5X(h`xz?|`Yui^!_@id6s<myPAKx*s6^voS8SaGVZ
zgwcN2NEAsKXN6cad<rdZ2r$T|SNi<H6R0K^VFx4V768i>BI||B9B$?Ha(ltl&G6r#
zkFF=q6^Ep^vac9?e(kEP9dg;Y4P2<I)>A1VHtycqc#7;eUQHd3Q>X?en!hB4rzS+G
z&d@TVSNr4RC6ZGZxT`){>i#SX!o5OZ=<AZzHQ|+PdJ)jjX9Zq0U6<_Jl%|Iz7s}+@
z=rp-ix)9VT(@=`O1MR65m%8e*Zty)Y(I2u~KLqi#u}sOFxC}1zj29-3D>!KNNj}5|
z_lR7W@XoLyRHFpsZWW0wqoF6A9Dqe97j!!>uHOn#jmYQ+v^*D{-GWf2j;P~286O<F
z3Lx4r%%nmrXNA=0onC8Bh?=qYbf*tEaXU|l9w}jhzWL%|g5hd3JKGq&z1%Z}+$H%6
zbQd7%I<~*UP=%y#tr7XEUUzZNF;feqWQ1@g8kAv*la;FodtWZ0;0NorxHkT2Ll>#{
zUcGh7EXc8O8zlz;m=A5tGt7wJps-p3lMM#rbfQPMZ{WCisC1&<Du0HZU)C%5Rmwjy
zp6|OIZjcPAJX)E*pvFd&tujEnj|~vVA9S~3&-V|LhZYaU-qzJuOLd@h-Tq!I{g1*8
zI0beLiAcHIfWGd7V{*OP{Ehkr7Ok4BGK)`s+?L>5yH9to*t1ex2l7?6pAR$fa$9l!
zcy<~1jFal;{R$+fO6GOPFB84!J+apj#RiO5HY7_5@aC`$V~WILnX;X8?~LLfl#clW
zr*DY1he1Yv$i@RL%3p1pwtFDJza(1X5z7jzX~2KE>g>hlVMYpcy$!@4s6vV>6BSVL
z`MXUYq9jOdF5W5GdED{jRHb=@MK5qVij$3?yt1#~;59#Mn4y_gE0K<(y772z@@SGz
zLZGZZ#+8c3;nU;Fw~Xl4=itrUxXYd3Uvz%bVh|$2d7Fi!f--3f5wXxwL4jMPHD;Ss
z8<J`!5Q7q%)QrsPKm0}CeaV8(do1zZ#L)QjLzU?>2rr&e<J1}T44$$%A8UPK_8A)j
z*V!7FR{k9Ih`RXm!U&lCmJ>lnI@Ev5^17&f>YTjGQ%!m5lqj;zz1g*%CaE=F;#XB%
zl4#y%s2k%oSBOH}(#&y)VA`^WF0dRXyPpW^@-wSE?o_*U3b<g!csKma?23DHObg9M
z)pv;XS)XxMIuvwUC}1Q?fu`H{(iTk7K~LnIOA!}xrbLT7%||gclu(EcKfz{|zoyfL
zqx%M<N95j4_N@kEap3G9d6ksy4*?S`;@u@uw`cDf>{@!<12)*JT{a-Vm1&=bL8tY<
z|9UdI^1Yu?(-RG$TwjToN?aR~Zv_^13=(qP%X)kG(Td9v79L6+SNk9O;r>X$|2I;f
z{#WZ3A)W?;e0jC|S#9{y8)FJ3mZp|kw&Mgi`&(M9XtR&1YKW<Yi_qFH5;`kvh*JZ%
zsp`e@*5!;#E*ROSF%@<wbssAgY$X!(Yq8=E1Q6T`6QZh(y5=^Px7lc@iXD;YvK&t@
z8o<ipES74~ZZ_nj2dFFQZYec~!o7nUJikHnll`Nf-yI8??4EluZ8dv8#15`RSQaI>
zJ^I#~(5ZrJl%!wJ`m9mj4V$WW3Eyql3LGZIq_$qU{>a|-ZQ<qf=~_82i4ELWUY@--
zEp9#Dc4SxsHVh=mipVch*`Cm9vk8{T+&HISSn?x4lY1Prv)V0&vo}GdXdcfG*J$!_
zzGb~w{KJ{Ot|RihvRHFxFia$<6Ja078G>dn+?h1G$yK%<tO+3IS9(T$AP{(3zVN@^
z-K~E`D{BOYUm0D+1>0LyF(RK%8Vk`1M91?exZ_UQoAx#h-tF(mzAq+Rj8mVhx0lrS
z#Q1w6=eM`%j7}33x_Ag6XqhcTR*3y^65TCoa4~+CL)i=s?6U~iUcj@s2=K0xr;9w$
zM`#Vv*=M=xq2_PL1aQ~GSoMI@Wmqo}!F+70eU_Vl*YaRz`*3M}HvTBFHH8$%xV>Qc
zbN;cxXBN+_=lo{1<^zAyte2yqF6-jl<#^r50XI19lVY>YM<Zor?!5y$^Xp+|iNoGF
zr6u~-sm3D(MI+w~44J*y?7OZK#|XDt<~-H(krUvk3YgVIt#;QAu~ifsE>nN&f*PD|
zjm`%|SlZD>-8gw?q_(`jo`GfR+pKe}4mpO(>{RYXP3rUXtSC@$AcJ<wnF;DT`o-yg
zgR-huaem1^V<=jFeZly0X9qhx5d);PG}#W#45hhM&{iJ)V8FVg5w_A0M-Qy%<PL*A
zG;&%ck@4J~)g1E{`tooG1f%R+MS_ulG%i|kRj4(EMl$|9`shns=|=&~u!H9iK;`-X
z>7>al!?6f@z-(mYT7Ht<*GvM~*MtD@?d%7^<wqk{k;IdAE=@X@>D%o;R6q{@fhYEt
zAR$&C`sL(yBO*FABywAQd`so!>~gN?Th!O}IPcw>;pYT~FKedk4Bc9%9tm3AB!S|#
zb@a8TN<puqi4|@GzSHYz$|_c!{E6)^S}f`Z2863HC#+ZBeuDzWa9scsalX@`)qB=m
ziC*P$+!YsjAqMh*u$vCxf+0kN`r>OjUVa7poImPyYGeG4F_ydtyS^;zfv0z04-MOb
z#mP5?E(I<+3I0Dec~6AOU%O?z>yw^%?56V4iJ+j#!2_I)-N+dro+wR+4<<fBixe*H
z_%ql0WRWe9hfX|9W?Tr2WsR2<h)Wv_K7}QAv{7ZrM{a9PZyHt*@4Zm+a}?vdc&GM4
z<NMkE>Ce94vsEfqRPV`_F`p?_;){B=!>VxekdGex*uSo@W9ML_oeU4v9_&_mjnS&;
z45MS74~!1q&but$D{KJFHFIDre5ho!ZHCl=H!Sjh3~@X##0`Ijm>T$in(Uxym!q86
zJwD#<c8|N>z4J%A-RL4#XclOzs^yg@RvC*MtkoE>Nk5Rrg?@<}40zfC@a#!fsR2Jb
z-e1oX2si*ap2>%?=B!hK9{^JYp=BMB4>fFv*$}~DdPQD4kUkZZEG*ffCjuPv&wc)X
zxpUkirXrSRLdd`v*T=<PrEY&<W22`*)D}q|TK<T?aY{1nY))PG1yHL8MB!}=NYJHS
zEwQUl*COw)@6h9K^3a8B!o8g4#@LY&pJG+kP~rH|Z`9zyuP`;Z-7lNpAcER?*3lH+
z$~tMWq)*|!;NvDx)VguaN8e`?7GL}^NRt!UJqveV%qwm{97#LUCRGl|BIhBuo;RFo
zV_#`EfqtchID{JfTInT1v(Ti^H%7Zo+5>o78AJTjJu&P{%{f-|%h`?TBl55i!TE^E
z^|yggv2?Eka6=)pf=l9|>MUn6oUmCWq>Rmc?0q_c?U6v7XdlZo5hheYrf(WJ24;P4
z`YA;`&F&=_l>q&AY%bb&BQA<TU`Uso4gnt~Bi$bBEDSN;(2lOa?xc(#gE-Zu4j6T`
zcL)(ToeZs5Ush9L1w(3+h^}`PF*R7;k2F0s^%kAQLN&#M`wM5EBK9@J3cJd0?Z%oO
z*w7{}e|+ySt>Su$)rpn{!rDyXI<Po7f278&E;uMSRLg|D@e>j5FrId719F{+i&$SJ
zxaDPbU~k+z=v?^Gr#N+UN$5NfFaHt0`1ALFD~9nGmhoS?JGKE7#t7VQB0|p?e?y;6
zSIFeSwkz8W9Z43zS1e<su~z8LB$}$Jd6uacWmxB^qkZ{tyZ*-=@s5QZB;N<uVZCT&
z3DyxKv-hPZ4QMJFP&eWN{Yr|<vkrYyr@ml=6hYq}-1y~WT;0?gebk{XuS^<%TkZtL
z2T#-(8|v=~8NWN)CA!8!*D`)`(=}<#>T5b!A)U1FJT;WZHf)LB_yPX47d8bD2I+Ab
zx^IaKIz)J1*}6OeBCN7Xny|)`4UG&{i5dD0t<Ko(#9fmp4MRg2D+qacjS@a_w&I3N
zh&DC|Ygcm&mwJQX))n`Tul{;N$IL<E`?|}{)x|UGv>Vu-591`XYvCp?qQ=lqSM6gB
zf2?*WjWDAZmHQh{mRj!7+I@XAE^HXS%+Hx9-~7g{`C+d+<K>mi9ypvZFUt|j2VTYx
z?i!ZgBS|@+;hu}jiIj7>!Z!9LWgl+Q>UN<kqE{<oWht^HUi6IXqI8tuaWS+NwvS**
zFD=ah1@8vyGZNHd7yF8gJ*EQy`EPCB03dG#j!XrOB2Ce1Ene&G1boAHs_EaMpw-li
zccrrXy`j~>#B3*Ohr2*4P_387ss|mG(A^pQ-1yzb`b6NQ_^&1dc_%6u1H8Hj1Dqx)
zLt|~iICmchumtXY1ON6)bIG=^Th0KS5ob?W_>wXREH)jcokDoZI=Kb%7sMLZC0Tbk
z1-3klz*O7G^YaB?mE9`IBk*zI4L7v2>8C#%0+v?BfxD2c>&Do5Ll4Ed?N1(vsJP+m
ztT*V`FWvLdT@6;$h9alPuoebbWJ!m(OXMT<Gh%NAP66ZQ^R*WUY(l8oq5QY&c4C^Y
zLmpJu@4Mn^o?zB~J_NWj#+F|G%#cY>+fD^FBE5c`N)PJ31va{yl)HyFCsOGi$7?~{
z5YM$B!APo4EG+n3MN}Zd&Hy$Tch3U-O;Q14w1f!7jls0A@d6=Ej=fmUZ_s-;EtE@-
zJ3yj$4~FS^#>v-ByUzO#+03#^@MrFIRbzLM5BuuKtKAwdmd_t9ST<bki__cGgd&%x
zmGy&6!xm0gIKD-!c3q4RR@+dG&MzU)^Ra(}7_s+9?JJCH!@8x2rtIvNIU+H=FCxZ%
zK5-RS1cwV^mBm)c!#?nTyG^pBO9b$3vd{{M^8hJ`ogn=?g!@uE8#d;OXYRb*0kmiK
z8s(F{Dvn<p4PhlkziigS*h0A1`^73}(56hHGZlC1IBU!FWBI;14x@lQ{a>W|f9)+;
zK>al4lmp2K>}SF(azk=khELYY`aPI&fwla{`H=5}+cdDAPlt^_3|k-z4KzO?FogKv
z`<<v5ObTbn>D$r8+9Ld@o1NSr<-n#HY4rgNm)$UZ;Az~ZXa3RloE4KY=)}YjXpW1y
zD%{ILK0)<m8=Oy^4yA3J#V0Xe;oJaDS}?wztHYa_JjxFeB9E8f9f~Y16Ut{fjP*ko
zCCR*h?dqc6!b1@^=@c_h@P=K~p`2>fxHo1OmZx%bi5Nj3JbN1Z3KhPbB~2SPI78n&
zKMNZcESwxykfRR)SzFVPhlQRR`f;m9S+w9qXX?+LSxU}jDt+~g>N=O=9Os-kyUp<k
zM|*4??sQ?SW{DdQG*IBu0vRH)DenP>3`rYzxJb5?xPb@7l}quvesTa+9c*l;@-#w)
z4&p^oWBSVHz!`-rSU((=4X3FbyC!#45n++I5rUVRTSS$6=W0J~DPDPn$}D-8x@j!|
zm?8Ii))hw<Y-brKrQBGS=1P8e>k&G$&KCm9B0zyPr&*~RVtMQKaFk#5+2VU#hL_n9
z{YgeCTC~hPjh|0Us>eW=2}rYsbyDC^V4gfj9Ea&{)mM&GdxMw6-!eueIAMlC4k++*
z1{y?cO8z##VW-5_h{sERD{vHrQ2oC)^!UF;B&OnNum%w2Ikk`@Nqy!l3o72<eZ=Bf
z;$A5N1h<mYy_1SqDY~gM6`V=Ualq@qA=|1hmDYNwCFvyY%Nu9M!S+{)(gc&oe_|F6
z%HjJ8-J8_InJl_`5vsvm<ddPn)x!tf50AXAt~kR^X&Lc%>aKJ$sP&lXs_AN?{eM*+
zb)Tqsc?A2awoy%*i!j_nwyu<Wb{bxH<^AH`2$1q8QMfNoRPNf2sA=DmMfPFtgRjLv
z$2%}=3`O#dqW?3XsHXtbIst`fzN?RDCxGb^hZzYFzmnH>HFv`=djfP1>jKdNPZ^UB
zrh~5K0e%K~e}7b(ctOBdU^Y=TB@WFZmOfYgIgZBlz-9C4AuYq}a|uR+&N!VcX#`)C
zptwMcG$hfc$<?c4cnBvtE;~LBjZ=GO%Ba6@U_6pm<SUM>IZwW;sko@P2R?2ia`d5r
zV`w}bjN4F&>_?>*<#PG@SWeh`b)l50a%x<>-x0>@nKEDx&T^1XXheQTj<t@M_P3ki
z{CoG)-4>oE9(iMg{Qntw{|kx79!%B*M(!~q<4!>xduvNmTRIVAbBgL~?>nDJ0OiBN
zE;p#%dMh@NZ-ud))Ot+jh+Nn{n_TA-Y5Wbci(pnTap}V;MLQ$5ii>uI4Kl;5Ts+)A
zEEsjzk+>%<_xloyGV$}N9lw?$MrwMRy>d(LkP>a4I$9lVZ?$9G%G8=gp)|%7-U1=9
zaL0f?EKCq$$E^}IR2S$dFkrU)<$~=*#d;R&KY#c1H{{=;ofE%7#YBCKC?H2V*a7JE
z1;0U>jIm$@Ffr%HaDCWp1l7pGD`<nt{zr>I<gaBh1(ZWYPwuif<NZDU_^%_|;I}D_
zCqS0$)X3%IdQl8Wj6<iwHsa7^&~rBhJ>)WgHW}@DCwGm~4%;|~u*v58zo17Gd*N1+
zVZ~4sNF^c`jS$08cI{#ZSL~4&46bRxK5yB~vTV=FxmAJ{CU{O4wYw=k=0A<I01<7P
zFeB=_n$C{9ADz)#4(UdzR1yf)q-GQcZhgw_j{c6&lP6T<%yb#{`DfznKc)+gZIVEq
zz)`urO361wA2U18msUSt*!jTk^Eu71DY4!TMgZ9!A%w$$M_w~&H;rSWd)KHpxS7K7
zDQecEVh4c=?z#$%cZ%aW!3|IMn@}J)!^K5ZWTEke02A7T>z)-dq<x-bYuBh9IqZvh
z)aV=XukRF>=Ctvq@XZ0ZZWhhBe!bxZ2K-P0_Gbrb-;U_?5|-Y-zA#(Dw0?GE{Ew>+
z{2$(_E7t0`5$@mC9H75$dd7^}_zk+lc#{G0IO{>R%e2=`u^>G{H<ruhzYaxde4paI
z`Z9VgTasnMRrsGh{aVGl>oqEH?U-bD;;44I40gcA+Y$4LCkIFswL>LKW!KlldU~7T
z7e8$;LdBm$w`b`37$o^+MK(-SHl7K^xERN7bV^YmO;Q~mODukYolcS|i)t~Zm)%=<
z*|<FBc&{R-#_ur!sa(~>p*&MfAhVid9<|hVImq}Qs$BoR*3y9keL_qHbdJC4H%Q)C
zSHWmA4E@Ot&`3%GBxU!S#6a6<4?sBo*S`zr8v;)h#odgfOY!=kCu)Br<=>Q6+>lK-
z6J3S>1}!rV1~C3-sl<QzJMw<Ca(h!HLT<{P|BL;xMP%<Ih1dK|ISxg)H&z0;R()l?
zj$q~Jr?~@VQS#g_-m`diHl&1k!}e6M>oQl<;*2z?=GX2jVCk{P^Emo;XQv;FE;?zD
zqvR_J#kP~ybsf2g^C;%3swxwblxJQ>P*RFfPBet{K%<96&2renjrxZ!Mc<ICR5pw|
z;VVCJ7PnL|UROi9D!p#h%j?J6<5`PP;`SYtNiYHk*9-e%8+|5^YMQUvM<Uke?45BF
zIm1azGqWDOng!Cf$c6I0&J2cUk7)?(G5U6okIZOahC8xZum%h_iqebFncZsfI6%@J
zNq46w*(-q!R@`2z2@nMq8yrJyeo2*LmQWw$6@qI<(R9%Brg9(nD9!G-hzhh&u0gjd
z_9%?&kyOef6MaN7{7zr!)|6|jycbNcwkq{#LHJ!SXM}PUUv5=!->bkqmv@V5c7Dmm
zNGijdmxsQc9JG0XYAk}X-$AcOYRnkkYJH!|&{c-md%s{Lt}XR3JtWZT>{NNkxMFI3
z6=V{Aqs$WED3%})c_er!KdL*q);@W}+E9}r+s9+Y9CmrQ(B{`z2fYvA|MwWfpkuK2
zzd=3{#2J;wFGS7Vb|)n^f{%kFxjP<o6rx5ACTh^IL_df_*?dp*UEifJko)Zbr$vsE
z3^@&BYPjP>*JzSLj)s04)1>9}Dc(MwPvaqHDodr2470+Yl57y6H@qe8Ibeb$VU;(J
z5*|@5mDC)M7F#J%TE5RpEL^X}YF05*BRXoITROME9uiFv!8TE*NGx$eO<%eE<wQmA
z@BFyGK+^`p(eNsxVHd_wL46@lJH7JW9Ns~L`CbKec84|vzdVLBE4anx4+dgk9p@Sm
znt~}B=fPI>m+N|QD8l2B7TO+~Ac#TDf-l#*F~Jm?QMF1FRxH9vRwB41Q+g&utXBKk
zFM(?8pyHUaqRG`0g=#&|$)2kmr$Q7|ruoqjo}VAv;#nu1_VHnRxald!ZWap24G!IY
zeW})CGmOIZp>4Q~gwI{ths{On=Ai1~utGn?kZk0PW!<!!0FTJz3*k>B^c6MdJc<&o
z)MYzxR&C)Xdi_{6(>u?4RfKp`#UonW;AxQ2%F$d;ckZ&lp9ApQx&u4HpN6f0-4qQ}
zoO4880oh33ZxE#76K3=t?$ct<VpcYc(4Ogie-<N@J%OpplvV0hCmuE5`w4j-Gtb^v
zwm#g1%UBFsF!I+KvA*)R3aDJ_UA;ptqI_+>z5sgOXCiE9>2Monb)KkweW~>p6;`@n
z5F@LHXmiclm=cWo*{0a%JeVzv>nsrYE6R@V+9I?X&eRlJ?3$}Y<J8E4`!T#QL}MaF
zLS^mxGm;~SpmgDzPpO{joP7?4-F!FQJb3PUEnM$QqjNG(T}i>Al)Kc2%C_36gSV}f
znc`9UV-n82&SgYSI@|#WZrQJ%)!hc<5xt-Gaf;2Ts7QF$j@88phCYg$&l<uBgzZeF
z+rHH|XHIzKa+7yIAoE;BDKc%txU+x7aB+9L@{xJw^?FNY1;78<R6Wg0)m6TipD~vE
z6dU5kFD!NgnJ=?@(AkUkBEd$7?Jk2Ce(c=Q4=;`Yo__(@{sr8Ebj9InRC*|Ph!2=$
z>o-Wd>Gq<{xlNlsXs@rT=%_EY)ybILcNI=VvK%Fzwy(d!tJYmV%gsK4K<ItP7`zBW
zIV-UFOnmyJ^?oAe(M&Oo<8m|W1RL@qV&d1q==#n5g|&}&YWu?9k>2vYmE(P_lYG9~
z&38rW`fuUnvfCy}=DuGN3z6nf0+gY42a4a~1`Z|FojAL<-8gx8V9{Q!PgN~%#whqw
zO^)?8VQ`j~(Ug-$>EqWv)S<GbcN7+tzBVo9?1-%JBEP2G1sc4%4A}F{*Cej?dheYM
zymZTo^mQmQjEdsJ+nIfm7|15J(3E&~FY>Zbce(<tTs%;+FOZg29P97UOm$Eq2I6uc
zLInYIewrUNZJ!0>snP|<xZiTdq2j}2d;P=W`*CW|$G0kbPxeZZYcA)mjB8iJxeC%c
z7WCBlm1b~oF|uXXrVOauBNy`eFjwVEvIk@Oo<W?+*f1=E&6c-iS#+LBb`mOlXx4L*
z?pOC;;-zF@Zz2b@@$(oO%hKZTb|yPXc;42<d&NS`Nd~A7I>MYZBwoCItf4-%r&BnR
z5od{5jXID}oTb<$?@21Km2R3mCN&?o%ISMvSdAaK!`<mR{O(}hhGuwan4@w1(1e#`
zZ|7#eSu`Bm3&R?Un|_jiCR*WMKH1dt%z~0)a)(Se9@54+)kcq&ZKouF7Vln7x2F^u
zq|m4&GX-uIu^rydT*;eg=DTg3I+A52l?Ug23E$Ugci`81_2X?FeO`<}VC+w~udJp2
zV$=WcvM2dBecgY@5B@8gzL7@{o?!%<z{LeZsw|u(A<`+dw@(&%06zZMhk*44VcjPA
zXpOxYN2&KX3Qik!YIpUx`cd2Dv3D<AE#+h8k9!gfPI~2D6h9+L&m(>^zYAr|_-Qr<
z5=*_pIbJ`*q@904)D_qeraAX)j=PDQ*61HeWCSy1bD|XJrX>YB+XTifZE9Kt*3Ukb
zJu$EUmMP3S$+XqT^=4i4m(dj+Ckgz?oSTfCxOLW9V<#$k-M!obQL50S?2)EZnF?uM
zw8p%ncu#pBSF@QkaA*2wkY|d=JxYeHw$gc|0>%dg#-Nt~-4*R9x3yIYQ<JpCR@(Kc
zix)=%%7w2+)QZ`D&P?X#dwucsdnuyRdUl!Vgvk1?%kU^mW9leDQLx%VGM&_n!91b(
zx$YEK;wVgV?>wvMH^_n{XTRXR8$^giiLTH3BO!K<1ph~Y9`8swq?F)mC0`mqMEV6K
z6L5O*)8<usj@+t!&{MMDNq8kBs@+(fDP6e8<Mh(i>|s%4rdU2#Q}e3JNCk|x+um0s
zyJ~rlGH=j@WGM-mNxu{e0%iHeo5ZipF*hR5>pk8n?=Bd})J5Sp_Q!7wfhEs>VjpYh
zdvf=vS-bAKNs>xW8ey*Z2=%_?fAXMR$|zjIpLNQ!o?&2|usa>*U$#4BGA@d`O7KbW
zVmm7-P|?zn*Gqp@NxBt3jM~sb-i~otKPJ#Oidw|5Pet<r))~w78??xD{OwcNyS~n3
zMgp`~zDllvsfqPfI-~hi>azvSgy49Ajb{TAnZc=NCET*<-;q|~FbR<YWiN+3V_Tm1
zmaswd7tw$_LrN&_7-^5nx}^NIF5+uS(cU9E4-a*o2{!2v<D~$8wRhaK@R+W`z{h3q
zXK5Nq+*HV={&lt8)O|a<iHQkX>)r=cGeQjC->Cnart|+~2L5#-a>^oOO2d%cnR*jZ
zV8?O3s$o54UM0t5iB1MOLGB`TQY9qeco8D@6GEZ}7b>lEeLT*-iyq!V-i&4|ZN(P4
znq^p;Ph{vwO#Ivs*Xom+o)S-s=3$@3Dg7vQYOm#T6P(?hsd1nm%w6=S^Go_ZXEflu
zy&|_T$U=)rfR^(VKN@1YxIDrmBSs&yG6Y~5&qlRT?xk9F(cj;DXyT`!Dxgv%OZnsZ
z509rHw>fD#pVVW)Q9RV7+~<Oc)77wZ&1YSbwI7g`3@JFZ?!LgmH4{Swc!7(6(b`rD
zL^Mj}M{Zl9!|&g3a5TPlR~QU}Qy6#3_06>Mty^{NXOVT3?&&JAw`K8um~l_|)|bK>
zP03KwfL1ye+No#2M;b5hwl<9W(<{3gI;E-zTRQtGahBWhn39n^FIyqJj{_n$S|hsN
zgOPnQ9(gY><(AVw9ryU#v|I$He`avb_B=pAg7jlrIMqr%V$eJ2(c>jliPL%pLC^H&
z)&m=s%Y+3Me-D>2r;oTs@g`v<)(qk^8!x8cqj7zUoO8DZy@YT0`^XGDIeSR;GlaKa
zkDp3DiaWMLi<-anQgCXG;LcJP&@U5w-58Z*r7>~tJ_|`iJz{A^_C>gH^VFq5$m<dv
z9y_yHzfO7Lv-XYpc-RQpTL`~L11Lh%R5eo816vuDVSja8vqP`Q#xv^CU1Q<I{J9-(
z<F>S~iv_I(O^2~U2jF7P1T{_DL)T23pLJ4X4Je0=VHUdw6IZ_!rq-@G^2d9Djhrqb
zi@I0o=PBK+X}K+iIjdVa2j#vp!4bP;WVC83fB4{*V^K-Iy;+bqg1fYW4@udrOq)ew
z>Iua>P`1OF82+HEYqizz89Dgk=?Cl_m&DBAR*;)NKJw0avjvo)@HWZn?reho$V~U8
zCjZ)z(Fv|3fopBl`ZHHWU(xpx61yC!iz)0nJQkvtUn(~vL<fXw|F=A&JHGR9BBEsi
z2ED_a1jA!|TS^TR!|b8j{3DClH{!8A?xO{MoJM`&XnKZfC{9J8>2N+IX?L^7&pxM~
z(>Q?{{$li*5PxKXlVuG=HAZndba$DN|8b5b(kp0-H?uhacClU&#ECSpy~-F=!bua(
z;tk0!d%D$<E*L3Zvcd4-hQK`m#oEK?ZC@}c#b{!5w0vF~!zII=bxcQRS@!`-M*e4N
zf$%}hjlh|n0p|ToZz5Uf$VW65YDlXv*H8qj+w*NN+Pz36%oF}xDm^n>w++cd(2jq)
z0GgBw$4<qMDIml<3$HEpzcMNA@qhd3Z)G-zb$PmPD!1oN6erX$BdIg`-J?H@t6o^E
zpX}Nq_R)fU3=&(R{#q)<Zq4wa(m?FO2waGB7OPb4T_em%Vlb~@z|Os~&$B{_;STcE
zEI(UR_TJM@)+UKEQkL5fx9irjgFN?N!&>C>4Gb?QY$*<imi3mz0smWP$OL;mDosL#
zY;<ja)hSdV=w~Ry2a2*Z#yhC0-u=<4ZwSH^(TzhLZ=+0GXmes@>KD%uqt2W!Q+aCf
z+~=ZEyfi10oXV3G%${yp5B9&U3g!7-`zSijznu%wK-Gywp2wJJV)`fS`Pv5D+{Za|
zR%R%Yl!)Gt%YfJQ0VPmhG5Y1+VlO|b((>hpN@sWh*miUWa&#<K8F^^#g7S%~s%Pw+
z96zrz`HDU9Opt0}4rtxd%Sz9Jpe386a8;go!p&%+V-cwLF$+?v$e*#J9QtNe3WnsO
zm&|r`dMXY`$x=#e({q=>e0mrjso_bbNiH{Hh8xnm+`Jk>YWpws18{>pN2$KDvW%J_
z<<sDY-14&kv&>#gD^^$bEnWEeCXVXb4-dZg$YBriEe7&9#RgQ43v``@V`4bM`1vMv
zencVPr@M!lP6^M`bqmM-F=6@tgzNM#`8t0cNB{qJkN?E~`3<16!&=Tu2AbPY{K#fq
z6r5Z1oow%)2}p#_U6_}`0MYEt5YY{_n=$=A^xN-XXCYV7iK7pGgXXyQfxa>!`z}l_
z_(I{NjE^3WqLo1M-2}nfPqlOoz<aE}L9S3Pkl%mcINtex^D_W9DGeY}ziw$KTuswL
z$k|`@-|aucsrG%}v=z?~D>y7qt3oe?r-)A?kMSvXyq_X+v-;j;X$&`8L(WCZbK_<G
z^(z7PL0jU{p9B)w*DuQacjZQ?_3%SSo~FkKOVjg`8=PO!gH<yzJ73m<IFg=wmjou7
z*uWhq_AdaT^P@EBER}DqZM9E~6})MrW4PkCn6RxaPI+f>0wgsfHzXMC=#wMShE_Od
z^^x$UT!HF4%M_~oYMPMhe~n}OZQ}d_WdG(@m9qC{y|ufE_gwZo9!{=s|7fPr0of6X
z5q>T}EbL)^byN-&uSjmrH8m)4IQ!dGecKpw`hM^b8<tz;#z#E2a}`nx%Qjiz{^;A>
z2qHda{B8*5Cg~r=rFYTXS?H$OjA*Tmbgi@ECQJCbDyo1i+OIk1q~4dN5!7Y(f*-zA
zvHuNH9jn1EhGo>+Z$WAUa9Q2E@2GC|imkcKG*l4wUnH&Eoi6ans$H^8eyTVz*b{9w
z!c1jF=X9x#Tlt?Ip#S!rk!7<T{c-mwVTaUt#QP)5yY!zNbmDB77@RWCOctQTT}Yjk
zNv&z-)DdH0n|F1!5xH{R;aG3<>xGF-`(32zm&py)Tg3dcB<Jcfw+A%09+C-sqjwLI
zSF5#{^K5=OU2#}0IKXiBHEhI-nOc#u{)^f&+s`}u9UGCL<=jdMWjOQtHAI6vZDrMD
zg!hnFqth!^Mxt_E8k7L}Xt=Bllm}hQJzgdC@*UVvA0{A%@Y`FB#HtQ|I*WqhdIKc6
zA^}N$@d3nzf(?B}G$&7Yg1_Yvr1*b3$p1GjGCFAYfLU0l5)Z7hH~Bnzqz_9vg<t7_
z>mtIn9w`-H2nY`>EsC)pw$6QO)7VhJcmIqlN-yp+E4`EONLSlJ@{74<Nr-w02s;1}
zI5yaTwU9b_6f41`$~H`uh~^(_KP4l%<wTjBm7)k1R#o~*5@;L)bew5VYUz#h2@ZvJ
z8cUBgKiqA26Ms32>$N^gXKTQbkz)jXS5O;$esp0Y5ptx-sVSxMMK&;T;HPeZhBTdN
z@G);ii`fSC;bZ284@-uDY>(-chy&ym=x7cfMUXjJ4aI0lWaLr*^H%atTMH#(<z&W~
zPpdX|i?Si?bu)iA3@=+i7>_Vdvf5yUX#BA+IQu5_5botaDbX07(BMTKrY_n+UKg)G
zE5K%3(Dd<XsvqbLP@U$6dokBe+20%gM3Fjxr6s<-xwN)zy&o9sG-}(NvwPvKlg<OH
zh}rAzdGmRaXcMS|yJV$=y+Wo=<OV!z6m%f9PQ{datfNjBOO3T>tPBS-IqJVW)a<gY
zJ7dC*C2*;0^37yO`+h~3=Vv2a%1|hAlF#p~J)=o$(}A7!%Cgnq%e$ET2UJrHJKfG;
zn*Za7OlMN>1+hXZbj7&2;N!8!Oj%nv=6tE~)X2=g(y6&(|IsE^HA@b^=An47$p642
z$x7!oz8RI)O5MuCpB7dzdKJ&*oz$}LFGTCQ*!=2w>zFjF+7N3M=PA2i&ngs{gA(->
zDT+89+HHyG5c{A@{c#C^p(SNT2QT+y?;iHJ{UI{Lm+xO|s|a7bOu9W)GZgP~YsqRT
zag(dR+dMkR3k0vsu9|&^e4WXK<VjV{dP|skp8N1fza`gLRe%09-NquF8|)-L-uPux
zsMgdUEaEfDTGm%=T#+gG9uuJPD6XrkSW=V&$SUoCzLVAbJG}R|==6V=?aIGEl>RCu
O{deF050I?i^ZyScM$@?f

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-jurafsky-transformers/images/image-6-Multi-Head Attention Mechanism.jpg b/apps/api/app/data/demo_documents/stem-jurafsky-transformers/images/image-6-Multi-Head Attention Mechanism.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..05a0cc858c1a98334fb912583c2d55db2ddcf87a
GIT binary patch
literal 69112
zcmeFZ2UwKLmM+{#&WhwLL6E5A98{7>&RHdc<kTdaAUT78pyVt`Vv}=5a*`%CIYSd0
zgywJeoO921&pb2d+?ly^?)`WBlwa4w_kC5Xs#evz-nCZWe!pD?+<hUdAPYc20RT{t
z{{XjhfM)<K3=B*RbSz9vOl)i{96VxtJX~Bn3Znaj#59z2v^12|)bvbTEc6T<jMUVu
zf{!>JKjGu!qhk>k7vd4);^pJ{`4SXtY-~JSJaT+|a-Ij&4|x9J&utsv9@ZUgG+k5_
z2Ed(rD5&>PZo2?<$bO=u{PqF-<%4nu6%8E&6AK#$7kNX?UBDd_RMb0YsOacuXvn*L
zk$(rE-9smO@I)HpzS?U{1}9=3|F|qH#-|nSB<f>FOuTQL1F&&O$;c@vnIE#SK4RnJ
z7Z4N@7J2quMpjN<;f02#mbQ+rp1!G>xrL>bwT+9bo4W_l(<|_OP;f|SSa^KGhs31h
zk146yIk|cH1%*XlDyyn%YQc5&4IQ0b-95d1{R86@lT*_(-)AAvmDRQNjm@p?9oX^7
z>Dl=O{POCjTqpq4e-R7$|Gx<K2f6Mc<+_80hKh#yQ!bP{9>{`v4-Ngn6AU70HO$ve
z_ZfKnv523>WmU9eGxDk*k-Tvp!y#qjgEGT@iuRjif1h9h|67v%FTwsM7X*NZih`Ux
z)O!F)z<IMtm%ecjbCcKmW2R)$rrc<3W{bI~d4_}@xlK(;sK}_~X3Zf2*B%64pe(<R
zNvFOAlzWe?leoH~41+q{GC?D@OV_0Hw*XkfuXnq;s$vS?0<fq3Zvo=vpd$m9TR_j&
zE#UpG)GZ)=rWMXve+yW38yl0N-n?ef$Gkpoz6G?~jobpLauD}RQ4!w8w}9o^&09d!
zjGPR>CF3Z~itYq*aSK2POJ3W@z?G{BFZaD~0ReLv2tgwn;y?TI=lJ}&e*V<2zwB0j
z?mvI-&wrj5f1aoR|G^t!1#qzJ6hGS6nz~Q>%25n*oFx_ZT0Qbynbc<QT(x{v5HB!8
zT6YJ2T(-*qeg$)G!#1tQ5<nM3^P%Jit+7!Q8DiBx%iqQTQ@H3B&@Xj#apP$M5@OBK
zxCO-fLl3WxTM&+FQW(Xz0LIM_$=$`1OBo{?m(*W@GC)m+_@BI(!{cW(TaNb6%A#CI
zYP0xc9;B*2?NLEH!XD<0@dETuBbeZ#oildUMZ42uhL1YC{PWBu-qQ<7>Ni4f0Te)w
z?gzJk3O8GCuyj(Cf)46rF~I3C{G=5RjtjkbU!9rG)-qb|=FVL9u&Lo`{fLYX<E174
zfVCRXv(?Io6-cv6dWUC5(t>4RczT{}j>^j^6>!B9&YF4W|3D#d`DHd`3vL0-sGUn^
z>%P~^*?#ys2)Pjg&`k5@ad?BsCcnugofy)rF}}zcVB6XPWQVi<Q<ri|_-cts#4UgT
zZi6p<`h!N@&`7xyygpwX;ESQa(415sLj}Aq58FtgNzZ4Fg1#A@e<}s+-<`ZGeZY#E
z9tb7uEGOK~-}#{ut-Gu=zF<5rOit6+XEI)Q7#O>KHPdx?-xgw5q7CtFdP60jBjv9Z
zjncLqn^9_Sy##Otay<~quP@rs{u--3HfLr@6Jsp#v9y)IhiSa&$*Mxrv)8_^h3f-)
zudqgIeMS5e{2_jVKAt(YwDd<&iz!(P-PYd1QV-*0rM{5g56Jus3vY(nv8_HkYWb9J
zY)BRH2}ttrlc(L`<mYr1;ay{MSQ6rRxBK1QqlKu+Bk_gdOP>^+_`F0}r(3|Ca#K~3
zr_p|I{7C;?QvW4O7PV^$!Nv`7lUodttr_|H00b|Rd~rT-GJ*;u)EpJFT~WDbb22;l
zu;9UCTn`J@poqJ3A57t1mU&(@0Ae+n|MudNnsNPskPtMJcySUC&M$e%N=u96F4zw@
z(TM@SoOUz9Uv2??m(Y=`izbAcj+_)avD!aT(WZ-HNu6m+e^3WbTuJ2=SYM5!!i!{h
zgT<JI;U~yi&NeP~-_|W#*HEbh9+a1~DCmxu{%9T^pn|Uhg5LRh3&?B@1s&N*-U3MU
zy#?e%#2La*KyaxN$t~^`x@#(xTR^wkEdYxo<Ocov*)1T@`W68HBK{#TjW$lkv-O%@
zo9>hhMu@;i?u#phNd5+=6A^$wZujlgw}5Lc+5zd|82Rj`CB$8J!Yf>O$SnY40?7tx
zf;!M&-vXpTcaba(1cYFVF{j^@%T+UW_*ZR7{-Kw0m9Z{4<E-U^|Ee*%BY$1cs7aS3
zTp;5X5S}wDFFdwQtn=v>@W;mfAm3gt_10-P`_L`mk8S-yzH@Z~S1%coja$GUn);)7
z-j6W<n?|y1LP3HS9tRDz<5$wx<tE)zA(=W&VB8NSfre4vH!f10N()zp%BW7C@r_lp
z-zc@QTic(!x`5=a)GyF=gS8haBMf1YSF*`=F4WEjq3b@^gN?TK)U~2q-s2SC#|&Eo
zeH^S;Ul$o#Paksz<*s0rQLl~&^*?Y*q>gUQbNee)@f<FNq3S3xcBQ7Lye_y&e%5H~
z;a!x$8-yzQG`caAIu&qg!<L`uB)%AD>EcG&>%@o66q-g7isqjR{!eKS^~NtJaMb^;
zu+{Ju5F@#k4opV0>zG_UD$e}U@cFzJqO{(<gU!j{zv#+d$AiusEDB3!MGYBklFMQV
zsqVJ3Rn{hryMsS|hoJpXpYAArOY)Rz0(8VB2`ed_>)`2$XX*4{ZR5$<`(!VD3-H%C
zhif3hs*pOCKZn$ag0lwS(dPG2+;9a~x-0zcRyY|Qd<@CLas?uFu^FjRcUEr!ltXh+
zm8*wHsx{z~1A;B8h4>bb{T8YAk7|GF_|<~MmiV9V_;Wn|+t){U)lTZW9GGN#$H3L}
zT4oCeeTs?wYw}@2lI^K(D?tg02oo^4>L_fSJ74bcFvRDH87q~a8B;XAdv*Qf&6<R<
z5k=><ZW?k|$4FKQMf}jH5AFsWHur#}YzrHshdX60(^(<7thjzVSgH|+d+ZUg{hJin
zNFd+tTp{QF_=e&(rRN>)gBdIy;ChrhE#tV^%(Y;lwd%r6VmZB)&&{WEjOEW}mXQ~k
z1g22@;_f5F;<;K_&7<|^*sDXAm{FYVCZ*T5MQ}^Cs-}#+^W(Pmf(7uv>Vv8|G|Qu6
zN{LUjG1;@$v1wxvsn}vu3J73W5@!G=7qkXb)Pv0LaFWJRr<*Ut%MDEnYgsOIY!>!P
zRHJMz5wc85Jm@ulSnf`ck!csP2df`iTlT5!AKjk|z;sD4PFz`VK-_D^-tlUaI<!R<
zd9-Day$NIZqL0*ir29m11sAsl9I!EEckou5F6n88Q>U37z0)X6zhN=Xu6!#wRcYCw
zYN6|mZvh(WymvIRNk<={340&btHaQPLoWVHPNn(Oum)FweX!#_zo&jJANLLSOLKdd
zmqMy%)6x&SQmY+!1s5HU$=-mL+1S4{z&%%nRHPC*uR@~Q$GeO*E!Y8-4gNty0tZs7
z^rqrNkMSi=RtVqo;R_t&HrinfTjxEldsX&@LG?QertpfNIKL)a5Gnu<Me#ppD5DJ9
zfR0tg#F6Hi&eAXr>*Ot9EfeUCXew|0jI`x{MR|rBzgq48?SS+j0lg$KD<hZpYes%x
zA~)%5NG&^Ecg8V`ZN@nv68Ff|uzY2RMt-56Gr3yH=+g=>N1m8{0yBuZf@6|5Ep`W9
z(n$X1@!w&aqVkwrQlAp$jUfEkE6PNES1Gqezb1B^hR<s6zWmyp$lO>_TNfv!lf>-Y
z`c#g@CY-&bk2O0S@UyU$)~39+<Q=j#wL>evSY%DqYdn_PDE-f4=>J!cfG&dL77!<j
z1O#7wZUI-E#cwLE^=<(S?nn>ltIJ!!se!up9oFqzz%hQ!Euietb&&3tE6{bI9cVWk
z^gx?^V{tPVxq47>ShM~9qr%IKY-&X63fb7!okq&lykDy4UrpNO@ExLph}DcNelC*#
zDw6O29fC|-GD31qc}8-NP7)De^SuN_3hGNM1AUhO-H=YEw}p%RZDQD3ey@a=;QH;K
zmSe}?K``L;gVtO|C6Xnt0A)RO+rO(cmyjK)bsDU`mLUmQ86jc`sy1&GDEDAW=yf1z
zdQ04Q@Evf!t*naCIefTkG9S@ndt*HEgEL3l^G&>Y!k}8ZA~y|&ElYd4@Wi!)gExOr
z^S3+Gs*zwE;;*mkbpa}9s+cM=BvE9c`}r`p-VnxM4JQXHu)1PTH{N&L8R5fmKLM-1
zs5NVLy^&mx#gf*P>yV^EU2Ee6eY9s=B7;(SLew`eKVB&sEs_|h9T1q&sjWW%Y5roA
z<ren+2`UqTTp6#yU(JYr==$dd{vT}Md9)RIgKp=#XY7J?!(w@9iksV?$1J*xkXt?Z
z?^tG(6z=P2FU;}HTYwbF_ZgaBYBd1}93fkux9owi*6Wu(*2_c0&iQADd31XnDRf0;
z$8}hd4H-Q~%2ry`+muhG$(^5GR#w={V^X6)8oot>!qd6NTWgTEKc?}HwYjBZhp)P6
zLM=*PjGwY$%;2ulkz{B!dwKXfMkAu*N7Zvt64;YHd0H=@y(Xu3Mbpt+j=`SadTg?|
z%PZ|sW}}1QUBA*VeKV;pB`S5EZ<9{c&<GF72L>$cCk=~IlpHczJXkPbcK3ViDc+Zf
zhfmO}2aj<O4CT6(DYh1QTiLKZ?Pb<M#HcRiNrhIy<hrd4*RTaWEM6&9)NB$2D|$6}
zEsy~EVk6B~TNx!z8ze&z^gtIyB(dP2m?2{)z_V*t_|0TET!3l02Ll%mHvDL`yXg86
zT-Dsk&KHE<`^k0gV@?Y5<tHJu&-dnP0A5-G&rcX!=LhTM=L^uh0}V$)o79|M7g;qZ
zCpwS}=M@d6Ro<^<B{p9ZI^7aiGJ)~8)O+SMm-#!{+Ic*|n&GW_w@$cd2B5ALLG?eB
zqP5GmefMaZtE>r~Ad9tS;$Ysy)}T|UX5j<Um{Xz>^{p_j9wALDsOo3@Sh~V7yr&nc
z*3Wb%rgPun2-YN7wj~l1yhx51h;b;q$@<PeuhjoWO4xV)B&O8;BB^3YcV1sHg9``|
z=*_{S+mxbp$lTW7?4l8ZC#b@>%5&!ycm*=d^ItyD%|;8d6cX+4@w^3`x#(*R-6VH{
zXl)yUW*{}Vjlo|H{OV5JQE)yJs`oVb@=C)aa;$8j5mZrkbvvR+TJncjK3AN?EUZ%X
zzTBkKA8tKbgOI)VAz5w=V@%!H)skzl>Su#e<hjJ7Fczpu(WXH6g<WItw^N-Xac!+u
zuAlmW^vD0#p7Sq|;;+!+Ke}%I%Ip0K{{T~<HJ_u+8}CIBYjIAQix%=IJn76hJM_HH
zE{pyTPtt$)q-85fO?%J7=e%UVSdOl*h4zl3D61}bU9g?cxj?C}J!D&o=r?_Q8LtbC
z%1xZQ=T$|G0-x~5LqWUiiKcpI?2kxSP5j%v{`ID@l8>C#UomOxP78XOTx2Vs?`+Kn
zYs7*m0dBvMl92=9dZAjVObLGIOwLRdC2<W6kNeDpF=3gQztjJJ!`sB8m+k*dkwF$2
zkoT2>r3N7J*Hh|`P(-`i6kdgRzVCu)KS5%M+T3$AH6)?8MrC^oFx0rjsn9yT1zci4
zZUHmIh^HkwL(L=d$Z5j(E4(!W26i==1nuQCP8C?aikBv;i^|ww6x+w7!MDjN2`vj@
zYrE?!<4i|fov{xJNzHxHnCp+;;j6laNGSlybv+q6YU$NWIp*9`_>iI7j)|l#N<HuA
z=YpF<H!ezss0b;x^fN-sT&Wb7c-3kbHe}YnqFT3i-V2O8FXhzHtQvD|jFLr|uuU&`
z$irDsw}knZC1`3gq$ZnKR@npEb}lBE`&r<IP*4j0mL#PE6Yc%#aeB$t$wS5<O%K54
z<$kI8Q?}eU=`mMkUt$t#dAqJQuOEuUg!qW&8Y|%kmqod`h}?-D<$9-<F6#(-v5)}`
z3EY@ainppgf;uL2VI`_qEKO#Vx*%98kh=`8!4Wt#p3GNJ8H^ZddQ$e%Db5dm+Ry)e
z9zM~j-C$tDUHbjgt44o?sR(a$Or{^|3Gr&@9^hR^?Z%BKEmS)*Go)VmVPBMI$Wr;o
zYIwnmagy&d-r>8SwO{j8HN@kacIm{55tbTLg=RYi>xL|_>?Rnko9oXXbU%Y4*KZZa
zUlr(EGD1!qb=w8W2IK76M*mWSw1d#8`C9}?!o`>~%R`l$_`bK+kRJ#N+jXrvl!-Wv
z*A|vl(f_n2%3OLI-Zr%Q)ijbbcv>WlU02Ht@}k57Xq2VOqQe2pEwtA9QG+8ZX<p+7
zcCtH6wcy&c7tPHLc&`HcIA%@ZI^KU-_S$SfMd_F>Ok*Pf?)|3<KNL6&m|k7<Dzn@C
zWBUJB@qS+ar}hFd%g%I?qgz0j1T%1N*UPRM8hreO>{CWEn@hBBkcbhx{83DgB!NCq
zk#ysd+33XpwjxUs8QZtq&$O+H&oY7Bor|3C<kkEczNsdGi?~p*{4SWy<wE|HWZRhT
zNG`aElYKCI`>y_rRa<$UVY&Pbrd5caaIr)9V3CbV{<bk~YfDowZ2y3WK|m^e&Zqb7
zE6dM>rWz`+hdU=~&9z6pLFF~y-x~Hhxl#Ayz3$a|y5tjMQ*e|%tDLe@8;PE3WV5Y!
zu}XejrS*=;7NQ&h6^$a)Y_6R+6BpTe?LqRbn2NeW6!C`V$r8km&kaNY^zOO^;MSzc
z9t<2PiaM>E=sr0vi0b4X@Fj3`(TB7~mWqkL&efZ>p3x7^@x{4`Q31C*`^$0k2C0f9
z80-16?W7aI^U7yYZxVgQ6yL%-2Gsm4X}i*Ea#jo;Myy~4mmQq_D8(5*lu-maK+RPv
z30{!C_K%eTcwvTIyFJV)OT*M3J*XDf%i-z7JLU)zA;_ZvGI@|ZbqFK#Xoy;G4Hjef
zEi;&ve^b{O?HVk;`X&FcMXtsr*6PakT52p4sg^U^Gc~&EdReMtiqyDZw7$U$>6Nl;
zrkT?yy7mdHtF*Jy;JgB(mtZHufr?s>gvR*aglC5@t=!*1%FfMQEs8HgF(~cA@HOi6
z@?P?T%MsyTl0~?ncGI+&sDt=<vRlExmqOC@Kt4a#%VSZ>6)~+9Q3nzqN|<cU>sROJ
zpCCfH^q^eyI2Zc1E#DjVQL!gQx;yV^Dv~;m7kBsq_$&gXpt`JmLR-Fts3Qng;3u64
zF%@XBEhoDgP(wB9x{nzLY!>(<mbd>3W+VV!g`XOTa|w<eT27zwf1`Y<%M-Zdv;{aT
zi3v}>JG=7^r=dRO0XRZmHeQdMEfeC&bcC)x&98{hvMLc(zGU?5Ca%!h&d%1iiCkN0
z_Qwr|9LNi>G}c1j@3cbhN_W?a%!?q$Ij{8jcuB=bbe0itVc*E@rmHs9xBHvGxRD~U
z`7~A^{sYv5$P50BcfwN~Vlt}^7~7PblY+_TSAI<?`}0BpBy<8RB9;@7W_3R?y0-Do
zFYu6Vua*j^?JU>x3z@^*4;Hg%X5=DAPI29CNycKM*DT8_I78NXi(F}i7F0m3rhdjA
zdAfZfAf0~c^2jC1wJg$}PCG>S8=eIOAAvjQ+wPqsLSUH$I}<CMdtT=m`MU^`ma*)~
zjKQk<B(pf9AMEHq-d|~@IrO^B!h?-4pB~*T))z@r4mwx7i0#F)_fM<qKP@>7mxSFc
zxBeh}b{%Cow8B1Q*_(=p_ffQkelilu_NkEBTre|hx#R)RcGhL$TZvhuvmSxNOIaqk
zT!&PYYZAFiSssKRM1?*GL8I1==_I^-DDl(p$X_mW6g3pMBS|zqqLZvHSBW9|Ddm}h
z1cT!@EL3_r>Bu+DbkLCN1UjV0GIbP<mIWSV35~g%AH|j7;pWC!o?)NV>GEy8Hgw8s
zvuGrfpJb*>H1xqlDdW-9DT1Ln^qcGZxMx!Sp$m+k(J|>t)tZ8ZC9OEc7oPEXF;?FH
ze#j^p$3F}YZ_kELcscl}ctW?%sK}%8CY1{-6QMaAov7(fQZ!2;KF$rzXB&w{)`B7u
zRn}ym&pq&{d_aqG)Q?9<{PTTuTVeQNjmXU|poUXcD2xn$GuP%lT|@58NhCGOV%4b;
zucArlryQ7l@e023gz|?fa5B>q*|w;X-O<fhHkCjL_ECB`h$gBh$J)}(nj;^$nP|#H
z$|T8T_Ui0BlOXh3X?&^8<K3eGh`XZTJwv_z_eqZg(b*P14%=W!JeqB;IWLfi136^P
z_25yykLX?t3V0vpRjVK*yl?FAZm<YQxS|cV$+h+h&Y_z%ASbeOr0A`9*hm=O;2jf^
ziZ^}8-<+P|X2)@8UvKpW7YwA^TcZR_sf6hyd1yzi&|%w%2z>Hj=p{L=%ndJD^7y8;
zA@*Ymxd3KJ7a238N5w=v%1j_Vm4=}k@}{AJY`B8zayHA?iuqgPa9@cfn4r#7sRIp>
zsHo?IRE3XU=iZ+SNlaB0euvwf^dvjZ0VC9pX2Li*R}}2=iYSfp$Ep)eLwYH;rD!}t
zn%vAww!PA(_Dil_UTKiDf*X2Xw+%asM0%7wgco?#g62@$Q!9=(7ZGENpPE`Px7U65
zn@_e4n}<tR2=4<`dW|U(R09p|M9{4G+2sQ~R}Xpawmy3MX!}qN@+?nf*=!Q|nxeeq
zSwPaL66yM-<D2iYE_1{vOYp!I*|aP}tFdlNm%@kT_Z4iW1D%`!Y+2q(eODfZ)vcj|
z@xX9=LZhSZjVKQfs(uTzw1;}<k%<FGR5Zm2Un^=WU@9FyY)xIy`>kC^KXu`9ji*rg
zEmKo&`5;}r%)D)qXD}q}$nFNb0ZMj5)|a|D-{D5#YUx_qx>=chB>76E@~u+{r2%Gy
z-`i#Iqg3{4snhs=%k=Ws51me~U~C-Ez(Y3s^@@E>AK}7TJs)#eV)NAe-4SO_w0jEl
z+8;u%SS5is?2ON0)GaKPlQlGoJzwEA!&F74B5tXj#D!m+>eJfa^nO=GzXcFqOC{*S
zRlL7!K`gS%*#;d%8PUASjPs(sy)}7v&#yu{({Modfgm+a#W|s@6Bd-b1gkj#>2;TM
zLjAU*uIUpWR9K|@Np-hH<Ll<C2O5#Q9{s47)8*lA>@;#vmG?u5>&+txpn_iR1bW{{
zOt$Z0bf!`?<zZs(4H7j3fqC14`qMQ`@2qRU=F*fP&xJaZlYK>K22FlViAvUvzSeY9
z=`*@iJ1+9aagt5ZLaz;{(+c(A4y%@-$@=M{Ci@0fOcix$0XbhHc`(E*#hZ)lYj9PF
ze4Iw-WKu<Q$KP%U&fI-$rn-s~6oR%1ZUz`s!wWo1N(bPe4$9yH{@f9gw)?r(wBu5j
zbB9lQ-2IJo-ZyDjuiW6fvFloZ8DxX49+CrdjVY8|=rAS;ac#_y=^I>?zVBYkb*R8$
zFz%a>veu88gwKB=#ilC$$Zr;j`x7G_5q~ohw0tEI(zUH;-IB4zBqt6o<4A1kkK`bK
z^Aq2jmr52GZ>Rs}oFz+}8A*A0Fr%6A0&crPh!repXQZjy)jZJn6SxX)nmpI}Xmrip
zSP%b_&P+y{^Wr3aLmpS~qnXy}Tuk$b@kWE=Nu+(=?uo1x!$OHZJP2B&^1juy)@0H8
zi44bcHw>{mAdYFA9mUm*&~$t)QE1gf_w{Na(Y+-Yu5qKMEzSOi^UBCxK07MHH;-*c
zBq)4@T91qnIUYrZkP)W73aMA_c7@n1q907bFDDAL*z6Crz~7k3zLi#N9fUFPh!iv8
z@qF!L9GxaM#yYAd3pn5=+%6Up4a9X@zVeU6S<0^ekUE>n_YrBT1^?Av`gyfLG7^mG
z{-;Pjcof~8zxUVb{;Sr2Xv!rj<e)Wt3kYYUYWz@DnZENZ6lqzS?qR4LXJQwYi2=uf
zEo2#FMtV#xR2q)8?ZX7hcP*FLFQ=$lDS!c+UD%mh(<16N_hw~0geL8cP?ITU@2V=A
z){CiP`pP(cg%2YXn)t0HBF{apN-FcZoA#vrP1W^6=pKu`x}qGdhjGLKr(DTPeZEg9
zdvC89CL0P&sW$g-_=&JZju3r&z>}Hy;p@{*C)5^k_F*?dYIv1G6?oc>23M(Od?SsK
zRNY9Z1!t(5rqO-#^L}BCoxIGdB)RST>r~p%+OZ4;Y6?Qc04wUmgH-m=uGoQiSudW)
z^azFwWA9}eStIK0#e4N&`Dq$bcBrtuUP>zv>-=GZBn~hDbYFjA=g!pY3B>5wtU_H<
zI{$K?+$&|LJyz6rA1y+a>3K3gltF2sbuorsI*diY9K9wO$#4+VNMd-yn_0WLu_ZAc
zOD|XpV^r^Bv~Mw8d$Lz_D~!%ylHZoNx?y~uaUxY{ZSm6}Z`Gr=<){K!CZR(1C&m)B
z>X_IsxYT$@;z2HSM-^iHw*X1ORyYT80#{v8CMTFuS=~J=85~|k)cei%X42-@i<|VU
zfh_dk?tMEV>G>t+u%QODXnrAUrg=fOz@8@wkov}mk-Ixf_nHJV;Q<}P6da36D#I0t
z>5sHjzZ|vQeMXCzMA;s3LG!pbhhz!H15BenV>pT|y9s66e&ig$&X4A0v{Tx{Sl!~C
zoMFj|D}`_B&X8}+sF>^xKJ_y5nRtwh7I+O>=5L30Z@?_lih<n}tyQj%)Lb(OiFjV*
zTQ|4&jP2nAyzNM6ng*Thh_{^M>D?r{EOJ^K74bzjj-R~`c$gSd834)yC=kPx$vfHP
zNx~~+G11&GX?9+~RPccz-NqDf2aJYPPXF<5`5UYIWO!VbCuaSwssjEecxG#>LS+-$
zu=E^(X09;kps#QlXO05bfg5`uu^K6bCW^GhTbC_XRB(3FqC*&16{x&(R$Z5&S2L-h
z<Sk^r7%$)TD#s~Sb4?2_rm<oxNop-(-<W6pRevYjgk=xR$@G=js7oOc0Nd^cc<||D
z^sXQSo@`+YJG7)@e3z~f9<I>_+Y4q*Y>tcSUt%$&0bu?3i(aqD3sMo|xO{1Xa`7(<
zMh}ah1dB3@q5I%}>)Hem1oELQYI)E75Eq%BH!*6r1<+Hl#4@a%Qi$n@LkWo&Y?CR|
zKNT4mNEdBaG7Oz7H1(P3Q0P3B5)wP|dQ%8rxUT^deD5l#75~V=_}J`qtU57E+;$Q%
z%Iw_yGY|V@(g`^}9{hf$w-mZw0YZF5eCqPB+|Y5ks2y^m`t3MKovx3{3a5oZIsDnF
z9e?#F3Q835y&>{?b7&H?j1T~p&@BkH>uTt(ZCp{<hb$UtsJ(sO%S_6TMJ9gqOcfI(
z;{>^gUOj3Jg$(NW$(eGdqz?o8EmO7V`J_S3eLW%@;8Utn<qP@XUG2)~fgQuv*|<US
z$x}Q~b2Jj#vK4uL*@gg3y+O8biSP7SCq79}=|42g>kapjF5cCFfZkWnVP{Qb4AeJI
zK6H)B>v?H)mq`A=OXn`+GbB9_hT7GT{yElYUx`Q5gF%`)v{88?`khA~AIiSK#a*Mh
zyzc6;A-q6m1u6_}+RSKt1-(VOi5Z2XgHHvlZMC)0++C~~)mA@)Yf(S{;>cC|B@{ao
z^;cT2e(0Bg-QOIPzh?>lk?*Ar1-cN!dBZt9gHG{5jC9=<Eo=ELUH>FW{VEw^6yph%
z%86;2%4%?}o*7TygGhQ0aouHSl~RkH#k)rvjm}_^{IJ&^B1g<g=$tW6z2f!_G*vP2
zVT8}8+z2s29sJN{+S$yeE*{CxU-Pmt(C&V`Y@o$_vAs6B$L%Wb+N?ajc)q~++${a^
z&WlJ(jOxNnyk@#iFP4zF8M*ONj;4{8SD}v_igs-9HQE=crVqLo3$nf&&Evg0*CnpF
zN=GJ6+Koxw#if!qJ-=s*IV<4#PA*BTxpiS~f_92FEzcSv(`c}rL|Us_<?v+gX+@EP
zAuB4seK?>Pl>gnPcFAJ$ZD~0@i-cB}BE#kk9#&x)pZLSw7e-vZJi|)jQd%`u#66j=
z9jmCcQ}4n717p{`S#Y4xINv8xMwTTj1{{MOuhc0dFH=O2TrkHxAZ=<#WW+1pk;|5?
zEw1>=r|aTjj?sMu`H~eQu71->yXivCQ7pnQcs>Q&;jJ<Nora0M@>J5sYH;0SdFJ;+
z<RH#oS;J_;x{?K*4hfnWuJJ?7F%E7nVgPe0x<%WbiqoDgk~|tv!Lw3Z;@`14S9Bcp
zO-XyD`ck*2v-hP_%!^iATL)8Hn$o-`?Q<B{_m!|a41`jc0L@8NbeDoz8fiCFYkLQ6
zNmfJh-jDZ%=Nc(`yfrDy!t!=&TP>zsf7pJP?o(JLKslq>dYAZ9;IBvLiP_c@kS&N^
zX}o*^JKAeOYNvP+1b;7(9Xgzzjy>_VNelXeq6XI@LBg3SGPCa+2J~|zZA!Upw%?=v
zT<gm1z?TUs)!u+Cnc}DU90XFck?#`Cv%)eT^I5%NukO*bW1k>DEf|v`*9QeOJ;^h<
zY3Y=jC@rgs<8a@hc=y=}u6flPbjp4AgPn<dRkKyky@L0=tf!b|?E2w=g8Xd}_b4k)
zzCkK)QAd~cc5<1KGEA>;AXK=vlFAR6Yw`S=jr|RcxAmO66BHMvSFCrc8+<=p#2PDE
zIxtVwF;JvGHWoW_ub`kf&&yD$Y-j-2*Hwd)R=y{oRmxJVumotvC63hSX8W<KWFxJ`
z5BeXjj6Q(JOb6@Z7brD*Up}FrOH<2ee@9+FMNlB&pWp9g;F(f7S>d43%d!Zz%EX&f
zA>2AATI{#Z*YB9=6_jB>9TvMeG%h&Fmw`sz!8NJu%-W8dyUYeX;$+0$Ac*mMQs;G6
zs?UllsXbbq<~47y192<ed*NIxCVifvmYxyBm5{Zqk6%$c?z(HssxZiL@BO^5vPed$
zNwy#R?03EGF+Od9SpA-1GqZrleib`iD3e!X)&;ZHyKJ-i26NcIsqn*#e^FtiTsXZj
z%j+=6=1m~djW%Xy@Q0X;gzxv{RBi#WcI7utDr;=rIupMq$xQ?<#D7wzzxT@h8?5|q
z-qF9yTZi1Yc6o5RU_n6#Ma%ofoyxs)T%2an^vWo2o<yDxAvK*=31q!8au4qD{OAff
z$GpnH-exVH2iX=+dZb0QR2DA1(!E}}6{oXRO`R!z+Qrvt>o3W4c5VD2yc(3PE`;~3
zJ<fke4s*O&ARKVqJt1b0WrHA}JgDxkxwPX0SJypO_8+%+<w3M&zl@Uc#yTbwIH4ZV
z<5ithT(EO-)ag*rOEM78V668n`u$oYYy`}|GpULhrT{f)j3~u1APk|KJ(@G=WZs)l
zxj)}WHU_?5O{>7d63uRZ(jjtl7<~4_qhijZbT@)&aFeCqibm><hv`ANa?@$KdbXcf
zV=qK&F>kdQQ+b@_?vSUcc<C<pV)%qJ(c)~o+JWtO$=>qBUS?HI)Elrrnp5_v7Aims
zpQTe@In2$?&GhY{i>nLY_>1F4msmkzCIT-4c6~pwgIO^JDEB?vm5EO0opVU(5@i42
zL4CA%q~@J?dwRbola}EY5fXXJ4%oKu7-0NKyFW^0%D5Q7aRyl53O@?>0NT&Gy~JG>
zMJ95mns7_?o>3|CCB>{~<0U!rWD;!BtD-fOhh|qzRS(f(t)*V56KD+f9+;{nuv>oZ
zquoG;Qg?{2#9YxFNFEs=E#<B$ZWL?q#Y52jUH8g48^Ma)yK~?2j3Em`IMQ3X>oJo$
z4pOw9h1Tf|Nctt>ZPPRS+!jVm6#+pBy=aOLm!CR=gbdy3y)*@q5L^jelo#O+r_yM<
z`JA<h774jg@rrl5XzS<F7gM^ul!#H<c4%p4INs6e0xh3CwYRSzIlK5+yjJ{qhy}^U
zB=zu4XHB*c0;S+y2aw*Uf%~l%W&!H^jo;>igjpzt*~eHj3Fta0TWZYRGJ&S5<B3d0
zOo|@Db=p>Gk3YGWdBKK#okpiyqf2Ty72Eamf)fbSyxqv+Bbs%B>7NYV6;fBS&ue-z
z!qksv%khx_DrM38G96yTiW&(s3E}3x7S6U3@oo8`d&rrzb*P1nW=7=6C{{>L!9Tdu
za?hKNY*z=Ijvmo9ef6POyr!f7F3`XVLx4aQL)MvndMlIg@kA3zk&Ix_*r}aJ50=B)
zB=>lyP49g)1}3rf5wX}O-L4|RL7<{*8E|V7QL1@<GKZQ{vuCPy=WCaAVz(alvY*TC
zIfxqQ(fJst-P?&$&Ix`-P<Zj==F{sp&x2eVg(N*F3f&H|4W(DvOHEXdJ{Ystw$ujU
zK8i96&@?JocgC3BZC`0N4hO6?VL~s)s(%z6@F@w(rym$~O!vzjtkSs|h2SlCQoCrG
zn(V7YT!ctAj#nqXr#tB9O_GG~gzxWC65?8GBRMDIVA1!JTu(N>)+d-k-6MM&t=qPH
ziBUSYGLBM#CY|cQH@zJj8#}11wUh6rDBE_veWURg1-o20&D52(wn6xNL$2@VThCZW
z)Ik><v;1#XiH7=?kCj}JIOL-(f)pkh)`g%?!_O}$c*!)zw<L^{--A{iNiaT)Ap(_U
zAGc#lwG}e2^K0kLv}WKS&oNExW1^;eks1y-F{1I&fueq~CQYZXlQ%R`a<ldUtK~kI
zclj}&)>i&icwbLWX7a5MGqe;{N2(#eqU<LB5*1^ZCeL1)F}vLB?5f8B*IH#o=xm#@
zE*>FvX~#Sn8Mp49R*?j$rw#a96w3dUR|jcq|K~i!e|-L*@HF{j7ylD=;i2D$=~Mnb
z^#<^3&fM<jU)=KlM^gOm{MFh0A6@^eo#DSHdH(qQA0mDJ>rx^ApGkN8FC`)Wy_7GC
zcw}_#W~MI}=oG~$%4z)fHE&(+<(yz}Pe(ZGUwq_9(Dz@F5&A!7^!_6T^51jsA3~Sk
z{u*DY@=Av0cigba?-8}n-27<(Qe$8L9dW7{X06A<TXc#UHvk<|L)YI`jHhwotk6=}
z*X-ZNEdM<{|BvqZXE>U8uBBIK1Us(88uE)J6YOX)Q91U!*rL~FXqSlGKJK?xo5Mk6
z4?kd>NNjz}l5Bc2?Bz0D3_RsTCjAlK+4gwm7MEljA9bPs+_22o>Be?KzOQ{-isFhE
zTmX-e15fewcTFdhX;lP>OVfmk7e8$}>4HRO9Q|k)G&u^Bwg(I9WMk#%;e{p>Q4>kC
zkoP!EK&sp_@ZgP|#x$S01X=_p58V`nhPu0JhNo*j66k3?Ifi`(y#So)v-h1z-m_hN
z2$OrydCIA-#IvL~zUX=GhtS=T#|-F<#XcJ{t}-%hZzZaZqC}>WinOE@8+`kg8W93a
zfAYB)AatHdsGQxD^EAX5p8PPURAI$VMQ(hxA%3xAM#(%f@mbVC7tO4Au^l~ZBW<}<
zdED-4hn@DL7kWDyk5ymwU9OS0z2e=UKoWe~=EJQ85ZiNort!+9#hzm+e{8&>i~240
z9{zndG1h6aRJpFfAqUMLn$}KcC%H#`xzIYb_jFM<aBycs)JTsVJ_C#^%YG)-Pysi)
z%uW;K!^`N9ML+SRaM&RUaDY9A$`ELO(LE0LcsY?3Gn`Jq#g+H^Ge$cEa08NsYxI<*
zwp2mq9PWcdIWf|h*Q0*KEIl6}P#eZr9SxMC?Uey;2J<<P0IS+aAvcFnZU%}u_Ct0w
zIcx=kpDBQY@p59}Q&lrQiYq2T`T|*YU-YfPf&}+fCoRlX*!bU+>=05#V;1NGPItb=
zm`tq0s3CV=^r{8V8#Z|ppqVXGpYB4M;%VNA<MtZUR*hbRyjNJu%UVXf?Oa6W8H%<B
zb{-dq`xou`2qIaxj^ox41W}ZnkNds(>P8Ko2MIR{s|Sc`l)Y1(FdJimDi~q7o41`x
zuOKbuMD^uRO-*yc+az~mN?G56$Rl*uR@^2Nt}2fbD;Hbrk|^Q0(i#$@eBh^i=*_Y$
zb|%4v#$?H<uYm6})jD}j`lrY8H^e%GWL>5D2tx3-1nRT{U)6wNvizb9;<!gy*UM|l
zA<|^~G0^12hn0aJdcmS`vme|gmY~K-p%vNLtXgV*fVMk+Pkgvnnz_3nubU^BKylw(
zq}le8$Y``?DoPuU)%SCd?!=c~-ku6>S-zF8(n!sh1!t~pzZ}sP`4;(bP1LZ@C8r)M
z%6X);z+M?-jQa_mEjV{}rap({7qH7%W2^2J>PE(5qNe9+ojNhFm$S9qJ1s|r;o2-R
zz|k#B7j2U*o-?VC5|{Q^;^fsKsGY*Me00UsphGMjUiOJAqD6;?HFT`=^K8c@P3$P`
zTD#$ZGYEVCwNe2v8G4@7!de5fFDPa%33b>z9H@5g(Y>RJa_qK$IlZ6W?CAmX*u!>v
zFu^oBzD+Ob;R$L!Lo(lPDS5kB@2cDi=k#8TaHR=@>(O!ceJoMM-yy@fRa7T8;5D>C
z1Ucf(pRbtW?PBPdJ{?h8)|F{M4<d?Z;ekDZj<(5Q=kF#jf@eGSn-c~_^=?k0KcMUr
z>-bwWln&RwnlQY6*)rZ_NCCE<Dfwz3M=$muDjCgnJ0s6KKkdAAZ_WW+&FQ(${dtr~
zwMCdcmVj4^)aozcoox99=Cpaai@F0FLI<yadc9hBx%aQ88aA)posKTLa@`OE4M?s<
zNs7X8EA{>3ULtr8eqolZ9pf<I7T}d}lYlguN1;e#*)I;6Vyrc6l|k6VEZ|?Dz!I`&
zELRhjk}8(OEUUl|LXgY^wr&|ADVf75?jj9@Chelpkjh?~93li4bd47CGkN$23o`9F
zt7GXFfWnAOdo1Su{X=v|Wlc1<fTst@2>*A5SBaAA();W4lZgIF(3T_k7SJaDGfVne
z-VVUe$NVk!7Je==vtxBC<raXm+rD(lg-qtS*s0GT12T4!>b#>gup=5~uA5p7epRvR
zMZU(YQY&>`Bu2x3uIlaSAzJ>w+p(gX7a7Ny=f?*&AhR9GQy~Ln9w-y&T8nO0B<6;I
z6xl^=I;0mw5A=&Pw}2qG<-;p7q>J{)ncO5&vDpY6xHbyTm2++Z&w^SJcjS=AgE~ID
z>KiFoVnus<cdifUU(1F8r0XQhF%i^f{@kKm<AUcsA$soxR4$Xar9kEKpGdAx*7^ZO
z7O=#xs6_&CFl17$`YqtM(L%;p|2A6Ai!4WEL7YA;CG*mmy1jhbyiN8M%f(pV1H@0%
zt!Pn>(ndn~>NiF?jP*DfJltcF-uT5^`zog)h>@#mIQb9jsPGSKWboJFzGg4S1dTQp
z+ya)qfYb}F3&oonQ!{>@FS%c5Lfho`4@p9efTD<?1xdt>+8G;YAaHK5z9!#_7i16F
zAv1oUxKX2k=Gc3Og$uwGtFV2&TU^c((di}N4|~?ZnY&$kZeiX`<jD>O-i@?8;ol{`
zNi8_Y+;E=y%^R-~s54<-ZdM7Nw0qbXAz^m!Tgi4bfhKi$g;>9X1IIBnla*1-SBf&!
zwg#D@B|pYVj)NKH$ukA>ChsY*0u#<LY41?)OSeqIr+C=(cjb3@$CH|Nq4*`O->-U#
zojk<Xz>v>%^`F<*<cGUisNKZ~*o$EHRi4m80z;c=cUyNmC#DKg`b)jbzFtS+YgSa}
z@C`n0QpvEIFxfc!_$^0z!a`oU#R1P*@&inl-EM1mj8W~;VxY&Dg|%GlMCoZcF}4_I
zN7g%6^KCQu_EoZ$YV|pIf+#z3`bkX@Qsaj{k}xu<$uk`m4H!x3$ebtCjLL|Sb|A+A
zYNT}-?lz=o(ljo{QlO{odQ5tJj<Ar|e#*OED5WSMk{;kEN+`lD*>`e(Xs&f|UeIp)
zvzNy1un)S2Z#jIaD|I-}jN_n`h~{xud9zjm#}9)#ra<E;DH4YoQG71uWYw11>Zs@`
z?=bDhDw#~tHeJq4V@wqyP4=klkNRGD-SrM%L9m6c9r1S;h0%KVXIBS02WaIw*3*Vi
zl=VQ+YHETPpS%wvA@)Y`mm(UIaik-0)2^7PRun>vk9dE1T1r#+P~jfIxfW`fBj&0U
z%?(M<_M(`@G*|V4w@lp_bHKMH_7O4X;->`I%-HR;i5dvfmt&m-1#VE^7jvB_eTAtX
zVrZpIgWMxT6BQUUya0z*Ws<tE9cu*RC#kPv<!(wZL|s42z16%!p3&3=l|mJk$SxA>
z@-8afY?<(3FErV9PazYGQ=%+nzqqb>gXix_L4%AZ+b1zlZUs-d&e=U3yO^8rsqFdQ
zqZt{#c5UbDQe->}6n&Al(ljX@e*he&giNV?o88mB&e^d-t;w!)2+{A-z6B7{+v#5k
zwN`B;4O<`N;h-qsM1AX>AZZe_guZbUQ$%i9%dRHZS^&E-U1NF}*7$0`bk76NV&nC<
z`+<&&WxbW$>L8T<G7wa=A?+ZnXveE8i*paGAGv54soWOojvsN&9t$K!S^QV=_<xJf
z|K~_ba$348#_X{os))PK0OhP{W&>60DX=V<E>L}6*4BW7SMX|shq(b_`YA@OR^D4f
z4d9C#`NQa%EhGt_EZH%b2!C_MX50hWZa|C+%863$3SX_(f+#IYi>{x-xB|IDB%yaH
z-KHkr$xP>PuJB=n1e>EK#H9=Oc+Y%6CT)1zEzd2m_tFw24Wm9x%(HfeC^{O+l1CCI
z3k#o<fJ{c+s1C!7$)+-EmtLEb49pKU%XaJrEr0&}1Jx*v7-e0bkCqee!j+Xf3$#94
zV6aWDt4v*7XSBNb{K0W)IBUj-ebv_mdh>mf#@<aaO`4k^c{7Idl?EbHP{n0fsN4X_
z$r^MEq;tZ!gV2MMmxWHfZLPD@Rs`=kd@?1B=Qkwu$xvp`hKa|7<-z2F#dPw3p#4hy
zIYpZ8z(qOS9y7ITrS@KNarQAJLCiDls^st#Ryq=Px<vS_6k_8j3$A_moT!}v598_l
z<6cY>7lj&_K>5Q`PtR-vt6CmCF;Xw!J-%^y>C4$kpPX7=<3JgJvoY3~8$KO0KO@&<
z?ox0}zsZ60?Cldy|5*70(V2|FWe^brj@xm!KRfR_Rc1cHc$-k<jX4K0WT^mfx>@RN
zM~t$XdMfc`n!8D~Xb#Av``ub_SMqz(ill^b_t(c?atg{N5=Tw8TbL%^v4c9E6<FC8
zemDN!ZOMyU9aegD$??p0kD#NO0O_o$9Xo49hbQZ%4|a?JL*%Ep@FAWKltT`TzUvRJ
ziX;*zfm}-_mXrMW&OH+^6+_f)3)%|xvDy%VY9~Y>wp}Ef@6bz2tU?ZSRuWS=_byzp
ztf@o2(Ja1DnE<aEp0$Rz(Cg}#CSLf{Ufp1{yV?3uwm(5!h?V&gZW~9)033};j*Roj
z&NpgSgrRmG`jOoXo!{KYOmQjG;j5A=JzvEn7Lnn+tmy<19k1r4VjM^dXRJ8SiJTtL
z0b>c3TVI?ZBY*m{kCdCa+oYihHbo_@^Yor%@eh}x+E(KZHGMo>Rut#B(V9|UdMVeY
z*6G@<*XzY5ntVu7e(Wo%Q#CCCh8A;rT_`j*#=9jbHjt@eeFPZdy{;sXn?Slc;GyuD
zUWhZ?#spU&%$6_g{KxFUxC~Y<5hL!PC5eae_}LNx@OZGR;bAzWJNevdVxu<PT!9fX
zt4-Aqow&`XikV{N<q&>G7hVC(&>NdkskGzYUkz2R<db|%FN~QamX3jWCwGi5gJcW2
zKE>{CTXFD5q;S2O3i@VdQ1J}>gf6B2H>b-QWih-_chr20|1d;#ry(mW%jmfZR#@1w
zJfY@UTQAf&XnBbCuoFQrUR}K1bs_K-Ev}u(a`gUp*K2n7zvM;aGO;p;0^A-}I-D(t
zFj@7JF`da!&}F=+)A+EEU1qKPVMkQPaHfQix>&OF7C^-C$ij|m4S=B_p`pX;!lT5i
zfG6=1w1B59d0)RlAYjJap37fX<jX1dEnvE=e|Z(_L|OY1)Gqqv6{9lsNm`4^k+Oj-
z^0#Q%eF;?p?2OcP_jBYl&{EJ?(R?Az$VhlmB-W)=`2j;df8Y2+Xhr68)h{^!l(xJw
z6PuAo?X=c^xJT}q;}8jdtR)Y-TCbJ7jEKFpsY6dx;ChP$$N;}_&{7x(p1RSbw|a<Y
zVhpq^t<j1#uo)W>V2HJgl%r=!JbOJc-P{qboI~*3v*4F^(H&L&1nknew}4h6q;bGM
zXQRJg6RhUMcMF);XuC=+&zzs%;T`dCM8e(c(7+&?5xPYC9F4e1o4zewVQ)cgeMY2F
z5tN2R#`r8Z@ML5{M-GD218GL^Wn8S7ARabzh4(_LGUEP~P=+&s*S^pQlyclsEmPiI
zGTz>gW}-Q71i-k9$i5nng)oRs{PL!lU*$b*c=Y4n7zRnGB@*ZbDj*FIWKQ>r?f7o$
zR5>@Fuc8l;1$OXq%)n;r#0;$Tk&9L`+dL$iYEChUTjM=Uu*(E{0j{H48>l0fYWpZB
z$|nV5!;GFlXL7QEu*(4(g5)8<pL8^n*yZD9`V)e&Q0P3Sn{j%(+>><`TAf&a$gNAp
zz^B_D_|XRtK4r7qf7Ga;oBGjH!>3AHZ06sWgUz>?cTFx8)G>VIaf6Y7xJCvtc8&dE
z4HzfO&`u%8Bz2|>A{QpX0@V1yaJX+`VbJrjL^%ufIbc|7N5-oMx+5tPd@xM)9gjDE
zU7XMn8KkJ6pCIswd+4O2cRiMH^onviignuExk}Wr&PwaTv*bo{Ic@O_adf?H8#qz^
zW?~(mKmLVR@Y^+C-flPT)cv4oz^6f%YaXYo)9hMO*Yhb76Lb-k1*NhLl`ezxi59wD
zo*pNTqzx?C%{CVD$91x_#!OxE;PkrIUoVrjuRsZCuLBMoKcX`E37-{<Yy=em6JGwn
z$fFv3Yh>2tTy5$6Ij~+{jMi(akzKxoBfI*2-<vS^q9ob4ii2+oEc2=BLf=4WR+Vt?
zc75e!5%jtMluf+AFhb6s9yx88Ryw#$2_wWT$~JHQjvKy|d{$EnOtyZZzOnW(X0scy
zDkk%?IGy^@LfUzdi@oe8Yv*32x)YM7KB^5IS!bMhImXn26>hvmU~l*IbVGBx80Txc
zw3<A+?Swf0*aAl_+PaO#R94g>{+Qq-O4(BAjZTL?wdy>?hV??iuu;J;fbI}1G$K8u
zP{0y)%~-VS?w(HRt4;G1p*UzzcVHTYacyos@BAb>lR7$a>r@r<^Og=7;?9xgRY4fX
zYz^+dT3(~Pk@5tGzvddzV~oYK=|y-rl?u@|gxFER328O4zh%7pytQYs>quNl6&_Zg
z@&$;gQ(GIXP$m|~q}G#{l0yC%K%lTv45w0Rjx`1*>w<y&N~)34tepl@O>z`8F)%t8
zse8cA8_6D8!f{OY^Lp-FWX^I39sC4m-<EQ&1EN(B$}~eH8ZybGt-@na#DrBM{XpyE
zmq`CnoY~Afb^9-RcGciTIWMNGsPF}Pth+XN*HdyI+zH;UV`ZVStw3UoobDEyscVHV
zz;Q)y;dUhfTz1YKRb@fXcr=#4jK;Xdiv4PFGDBN@p59IbN8*~RLDyti+3SE=OwPKB
z&U?|sZsiWyenKkv)?^7g@AxJyz^T*TbAh%t6SAt8YP~hOmS5r(M!Zf+xn-)Vk52XZ
zT4-UeEeugU$u)`*p`~e60f<+kXqIKRTR5z!4+kKGcyN7k`kD`&rf=`ewNdJb$}Jf0
zdE-E@C6`5;T~$_mz15~qhfFo>_R$kp=Pn<|oH;$FUL!Q#Xcj@bXjL$`L~7#*Blr}7
zxY;`lw!&w?Mfpt~Ro$djPc-USWH60%7QC2IpoQR?!~7=$0!EI&s_~I~qqzilMO?7!
zqR5lKo?#jnEB_6N^7q)U92njNo8q>X&{}^GbO}Ruc89ETgi*HAQ~hbhC+AL%&v+Rh
z(+yI03;$iG-v7l8sJHP<^2TzSYLgXhnVe3O+MG*aCCdYClpg0$kVwCsqVCkkyvoXg
z+-ImT2Sl@LC${>F<1x>)4@X*N^?3*7y!j22b{rvxn_7|!J0P~sMwl8?>1R5*gllwx
znU1ne-!=FMvqr*Y>O%Dd$6m#nR90(?r^9ghO?vW0#<Ix|PP)U^dg{K4X*Xv|celuk
z5Bqch$c*h`?TJp(SZEnVfrCmzYofiHhM19TDGgcN{hq1#^_YgHaH4HhB|hmm(nVTr
zW^%m6{PI(BVl~6#Pf42`1&{OuzpBZQF#SdV=rrHENrYG%3w<yTuNAsFD<<jN6^TsE
zTlo$#&%uwDjB0JuhI=XJp3c&c+i;bfj&aT=joy@bE>080_T<6h9djnHX3Vn<e3KRY
z<vWEImo$*TqMKAiQy|qvKjULx?u(_xzES{yoEk-c#fdF@ExK=sEJ90%$sPG)Bsvsr
zfAx`)q?GI3RK4`g;gLBhhfcoJDv;592xVp-ZE$hj$Zw#g>=j7lZ0?F<s(9hwW<Kzh
zQRtk1*7|~UMj(Q@P%H8bX%I@h*C?n6SQ*(X%V@y46LYYd&;H>Spm?;Aa|1Uxjss<t
zZ8C>zLlj}+WXzFKNeL!lvtz1|1sQMqs*bt1*2lj1N{0A+dm~Ts(|*S5zbEd06Aes#
zq$={b9V0^q`}_Uc!W@DW90T7}GrcTzpXOC&>HXB<#-p016kBUb#+&KO<ZIh^;Sl~E
znFU_p8=Lk;9-&q1Qftg7WLCY`C!#aQw}4%(MiY{_pvJ%*<RR&g{9(53FL~1`mfjf>
z=$tpu&UbHWuZBc2x?_fD==2LT;G>tN9W&}x&Ao9VRUp@+rMP0ZZwo-p$QmT*kx96g
zgKJ59ARD-kiEQAMD)|K2z}T6UCW5%-r9{#HN8MXTwcT#p!cb^w(bD4DqAgn7p+NEC
z?zCtK?oNRM#fz8Vu7RRK3&o{)2oPL~OG2??@ArGRoU`{H=kD*GalbRh{rDppqXR-p
z)>_Yc)|_ijwNjMriGOw+X$WXN6Z8tk)1Z30_KW)x0VjWDQgX?xgmcX*T*aoDEfqyG
z^FpT>T?xz?NE1K(`?d0aEAR1t$IbcgG4;RotfRfy<B++X%4n`9T&2=UvM`X^7**_i
zEHvD?VKiMRnu{w~EK_VAVzR>)w_Iy!oygSHe22XWWML=Ow)hg*a1HBI!bQ-Vo9nwq
zzv=F>W^hXk{gFb~&3<s@bm@&@K;rb7kxplvgg*mb?$gDwWz!UDzAh#w%gf-ay%(pZ
z`dY5ci?Lw{?c__sm10jagdQTMX_+Kpkx+d@d-ANTN0|qftKl;^J@wIX8$Q^8`We?m
zCCArUd3sZ6sH-Vc5w1Cb`QfEqH3*)yw0Y#FQz;t%%NroG<o)<(I1`}Csd_A!#8T#d
zn!UPZ%f}IUG2piLNKKh%DMeha()Wc!p7Zjn+YO>Mx?F8-J1X_Lwd*${*S~RqNj%2s
z)eHgFTX1=NzGs^0yy{BtawB}!6jY&k{_1yqJ+bg)<jn5P98gtyUGD#F%jZ9y_1o(s
zuIBSI+)DG0O5wWEFH5FdX{^?dV8Vl&ZK$mR&F?<OWd|E@|5;N<chW^Xehx|s7kjaN
z3Qs&s{GKHPPwhSS)KLE#!o3GCrR@w(aOCL<m)jr)WlI5Iv;<jUY#ib*xvcqJ-1}A4
zL^D9Ums2v~G?w=r<v##m`l7#Vvj2(F=Y5bTVgTsng2ysn+lF|2)q<lXrPNYmq#}+T
z&41Ko`qIAgdR1K)y;B-pNx<#7<*D7TS6bk0X8WA3t$g>0vF%gyX`)wd7a-}h|9-mH
zONinLPslBO>9$dl9L=DXj=nbh)nHXjC;q&8+Q$ZhyK(m4RMSX}a`ZszZ>nn(0rPnA
znpQz#gdBb>rMe8Ebg4ewm3&PJkH5aHxj}+?#l@{XIQZ#e_p<3GCi?p`$9F)Cl=;Zd
z><T;=$4ly<e97IrS5|ecYTx|}ll9^DCDU(JJAID)7eK$hk;RMyVh8@_T8jV8{Qdt+
z&gvf3Kpkd<o-+799l8;nR)Sdx_YKW6^kIMCRlD!5AH=4a+7KpnICOWfJjM}hD3a3J
z8{BzP^K-ei@MCI?=1F0lFy#WIQq#=lY`OCtIC0CjS}H;^*eo?l=#v26_DR(`&vqTb
z=x;=LY4~A5kICS)(1ij}1dKJl6SO)+@W%y`yw8=S%k6H-%`lrLP+2t@AGb^k>q(zY
z*jgT~m++=NH1>j!hL=2y`Qdt_<$mP>Wn&lpQjt7$ZYHnmnraX7=lWAYZCga<za%BS
zqzrv&^XvsB(|O)Qr=x<pCf}dJy0l`+JM1Y9u-sm%LUqYEY(WklSas3d)g`ly{7ta&
zq*A=yqyE-PcHt^Vt%s3#@C(a5aN8}CekC|mg8M=_cqM%`Dv^v|M-I2*6~@6!xTXm!
z<bPEbNwqbm*Wiw^TCv2#&3h%#Ni|+qZ#j82ZirZxWAV&*<S}yDljTW}HSNQ@lUZ~8
z+VLkNPanurV(Xf!sK#hD@eK9EYhDB367JT4vlBlxqOnzbGx-;h`gyq55XW2JLNxSd
zTt+jVOB_7~_FO!$D;Z!=p&Fw8^Ci4X^&f2={8#Uc^nPD<Bl0kZBzZAj0jP+og4q+(
zuHFh_-fITAoM4{VKQKIh)90FR>xg$aD_pnzke%LEzk}_X#*t3bm>hzxM}8bch!&XC
zU!-S@B7LBQWJmW(uhAz`jK*HG=diF>YVpBsS@a`N1@EGHGpmt%$5Q?6RJ|>zhT80N
z_oIR5=3&31E8p!o9(8tAzOz3(lIoz9BORzNuG)P|wq}}q2Z>Gi-g$La4qEqD`U-nE
zAyl($l(ELf?6cSYDd$0z?#3}UpxqTux!$ab8cgD@$bzR1&%i{e!1BO<_ul^w>+t_h
zsvRyb*hmKu#M$!#G0;{)MMH`5DNFvqaJB>F?Z|2Yz!Ye{sD9Bu^f7-u!*Qkpm6e-5
zs;1WOcwl%qITylbnZ%wC2s2Q32cL3+q%LvjFZH4`?Kef{_Jd&!!B=<&z@T3_IF5b+
zDRq0lDj3Bq)!)K>Dc#NrV6=#201$QsW;gVxFdy~1a47JP7#l#~1r0@timn_U(%*$5
zq%NQ2Zs-WmQ|vTR>zE@)8S%rFrs<<bEdW{r!J5<+Swrp(R>BQCR{tFlY9=@2tS!?K
z>urQj)u!EM{0wPI$aic)0v%A%F{g64V!8kD&OW{VOrtyxvXCKXl4xt?t|Dil`<L>v
z^})6KknZm<cT#t)OH-QK@^v~Ig@bAs1E}a0BXMJ8csiTdvOu5PWOVe+TmQrYA4|1#
z&2~HJ;TlFqZ~Ng;*RA5NUPGL%`mDqK^9(nbU|)0;$>T?~e$kuXSm~P<?5HR<_xu`O
zY#{i>763IKG{f-E8}8sB$X$L35^1D(B5PZVKR{zWoJN;r33XT2N^Z{{6H(LlPHsUg
zm@b(0S~oUF`}B}-K8?T(`A$ju{ZLz<88xCJs?ZbnWIlok?8>)Yz5RRqSEZTY>~TBK
z+OH}@q=F|wdzsT@eY1=jWjgJEQIcAG^kzc>x%#^Klc5KZ_<VL=l`+|JCvTDx6KM=q
zHvsaCdY>6{6RISftJt0T$M-a0i-hA*MjAFEH#;n=&lQHBFz}Q7b^Qrs#&zmdM)1B=
zI~I)%y|);i6BcG%)X(rK?EM4dv4<3{nLV;8v5+(NYl9;}(G+#e`wjav)}Ibf_@a-*
zNlSt)eOTqE2YX~e6s~uZl+JJn#&T7*ckdN<L}9e5tw!`HGt=|WPupnyu=b5+x^D~;
zi%|i7I<^-O=vl{Sy8NuCS1<Djk&g;nVDUc29$GIv-YpV;wpX^&ta??X_^K@b_36Fb
zzlvG&f(l?!#gI4A0+hC1xHxb~pesE&vDKw*dEtlQDP$;->-m>5tkSz>pp)O>v;^Au
zmv{WZ{~Z3Coof$Jxwm*m>UWp}cO=386nN%VgWC$mw;ceaHDNRW2sLZpfU^KXO~Y^F
z12SY>xtVys;q2Ba7NimoP#5|L{1&6BU=*Pgs_^cy^CRGg{=5aO(gd#=X_<|gjG7=K
z82C%aHvFlLI1w?W#@1)XSYoj)*UGMkh$hZPRml@TBk2n1%adLEw#s$?132zq(oe^T
zF1g@F2L(Gf%LG|(Etvb}+J;-MgeOpTZBt5R%jv!p65+KqoXJdq*_P{?Drh!LdHk+9
z-d5zaFr8AqCDE-|3u3EnMjb}PMsCkEviq9^*LS)H#TbOl*dezv*YOyAi%p@U&2BmG
zLmwzOy#}tavtF~cl#WgeIj{Qg-mHDFaFJJV@z-ZWQ+2Oi>Rp{n1ZzxlavW^hMvT0t
zRHV80Q-!c6*0cPM5@f4*=~`g?syEJwCE#rF4-Anz4@|(P1lWKRfXeoKqimiz-B&z<
zz^jtq{2q#t5;5_{%I&T{?W7!8cP1VHukE~Ro_ZE5ag@*E6=8wfM<?1uBoU6`MWUw=
z)h-KKb9}I^*G@Rui(xQ*thl+R<DYE8)wrJf$w(^V$n#c3ZnALt<C~5uK1HWIJqrBZ
zn~$OLuk(l$zrr2PR5ab+d6NFPA05SDF{~)e$T%?r*^;CMl`35Z78o`6=Gquq{ej_o
z=YG}baf+E<?USI0T59*E>O1vHRP58tdYT-2PU?r)!`oMMf)+iI=6%HII++q1W)j>N
z6PeIO?v+TtV*jMinu7L6JmxK*X?S*>;k-1MqFa`#zi<wp=;!OFe`^3SX@2!M;;FiF
zxW4K1-L$BXEJCo9d*|EhT~q6QHPk<nLOxBHEq;Gv5G`^;NyA&v?q;uNzti(PBtsh8
zPbc_aN-H9rH(=7sj#OVwS#y!Ulf-bBTovqIX7mNmV%<|ry==SKv-7`ItC6r{dV#8u
znkZfC(Ggqt|4G>&nCGMO@bW^Yh95+T883hq@l&I9-{VwcR_bn1*~Ap@tdR3JO!My>
zGbbyzaB;31^gKpy2-D1#A{-6pijJz^@6&Niv`cy4udXbYb95D6B5`=c!551n@`Jau
zH`T#}$n}Y(A3mdGc8Pu@Oq1)k?vZerar1umSahJoK-wyDGAo1nN?&NBlgQNMa=*JN
z-RL|&fZLPtRekdN?<ATx+qf0H3Rp}KS&7hS_83IF*Eb3@cn%yz@GY4$*#x;1d*rR&
zNlCjfP3!gotD)fQ4STu$)wk5!{7M6bciSys@VjINxf_<Ze_#;Pta?<fkoeSH4Hz__
zE+VTKzRhwK^1b(FCuo1Y5%AGH7KO1nfuj;!HV^VzU%%U9w^OOWNevC{T_yBS)&mbT
z?vIn~1#zOr!^KssONj(;xzo1QY<ZMuq+?#{Z$5TC9Q7x_AdSx9oUlS;PH1aIHNI99
z>=HZ(NnW63w{PYFU?26k-m?USDW20LTVRGLhvA(92pTZHum)t_{K5>qgXq4t3>p03
z@*n8BY1M<0x|F{V>zixV%@*<zqe)q&gLCAL)@KHZ6*@Zqx|}5X<cY_6a{PQHKEJ;o
z*r^ZqY*a9a5NYu5OA~P26zRbSr0lCxqqnB2v~R}x;<SMm<o=#g6<}Ck{>Bs#v6xq*
zw93Y$hZ_G=9R@Usa8SV!HR1#XCW|{%R?{Q4)JjZgWj}i3m6+VX!T(Y~4O+dujp#h~
z6f))wX`Ro{0k)VlnEvLGI=b-MUje|W8WZlYOD|^uROa6nVwHIw_d@7Dy%YYOGbkH~
zOt?`@C^4Q?&yy+lHJ?f3&9mjF0Nelupq?&apdV>jp#a*Xse^_QsFd9Fp%b}Y{XGND
zNeV39?awbo9oa*($ISsYGjG2tzZXi0f9%N%cw6mG9)7Z+AAQuR`IDlW!j%E9&#Pk3
zEFSoIVolWrv8*&@qxKDb#+V`W^#ey!kHdhzshq1_LexjHN3{`A!~dxYnrfXisqN2J
z@^AzTR^ld-M;K4t29C0c$NN;A^kAN?FoLIvF9Iunz*1X3>*ne7-N-6^6QE4FNA7Nt
z!R$D;;Wc4!A#Ad}+-B;xtx-SW?9@=kkaI;5n<&fW)k1T)kz<D?AHB*y{we7)$B}Nf
zC#_c9Rb0ijT<N8xX|xBM>&y@~<{{)zKtdVVZ$4_Io)>Qe+aV39ComxxFkPqsHT!Qa
z#)j5t@21avui`>Z7Cp6h0xQR7`^=<TCs%sYS_zZM;%hUe#@0cS^GuA{T?vUwG#~6Q
zx)qnr?`Iq7vU5RwC4SjfQx4MSkzg(%g6gY5IrO#HPL*D1P1m8m@sB7any>W2-GIbu
zd|G@XfjH7wmvxwAy&gXyy2bq<)Nm+2tv|ii`8C_NG22^#Z5v-g-hRgV60An05W(Le
zj2{R=2#>>GjPDzz{LkH^NmHRdnR2N0Ze)L{vlR=Iyp3a9?JWHlsL_dY3=9&KyWWYl
zv<Ib{lk;U)vr^q7$AepJpX3oX1gN2;h3QzQ>w<Top7z5#)kUQ5J}bDIx#A>zBUv<2
zz!nlUR$;`JyBmL(qy~(6^o=0LpW0P{l%qc<3U4q5Sw&;=U$lma8s|xndd1dWdE^mJ
zMX$B<Z3N2r-+HT{<x-(>=W$QQ`J3v<!`Cg;)^Zf?)g9beZ!86?1$xV%wlZ$xy#?BZ
z(h0eo9tS^Jb)+1?0NBGjLJ(*~u0#>Jx27!TVvcUB$oIrsoDP#38uWNnF`Tm<t46wL
z2`>#ELm(+#r_Sdj=qBNR<!;>5PscSWE?tDYELE6V|2kuPEzUcqb~G`lfO&yW-~B;?
ztQ^>5r>Yo32x*!;WVW;B$vSYIQE#qHT@S*6w;OPYt6Q$cv2~k5MthS@?fG~Il6>TF
zdDSV$r4wJ%&C9un>i3o{e1}xmL+7bgMp@RNPS66!>tbw-$Ja@0sVlMV-h~ESomD<y
zHPgrMwnLYHLiU#VZd4N+HpD}&G;oS1O>ElMJ3wayQmUw&WYW`%v_CNHudNq&jpZnJ
zlK@aYG!L~BD*!{AZbt-Ym(DGi_1JMUHrJ*?SQCWBg&01FRg_v+%<b`+%G!F8Oc|+c
zF0#>lS-CD<Zl)%px*YG5vV*sC=7Zu2`q&kot}ODZcs8u2AYXOH$)bX;RMmd<3)LZq
zz#Pb0+fdoGxTe^0$^H)#|Mk4#?+ZrJds}$yhECPiiWcE`LyTE$Wt2>iZSDT^B!+fB
zwT8hSwv~7968FPK-xgCG^(Xt&kVo7Y7y0;cYOBxC9pM$vI4$PYX5Z;$d=k-NOguI=
zN7V%Y>;Nh6+`kz<PXPrE<O~QC2LcZm34d`XDek<*JnOu<C$*td%cDH|rd9P+q~_94
zlKc;h+_v%mu$Q*FG`|Zv2G(WW0W0bKVxVE2TDkjhwQ`3^j|M!WRf4au_Jc36gZpz4
zg-bZKf$_kKqk8xs7~4m{DEu$3(Y505HnOpFQC>CgtN}KnK3NTo(rvCw+n4wU${12q
zr$m>kz-q(}5fo^piGd5N)EYlP_RW(79zH1C*j@eb&pTJIg_TsYq}#<88@_ujP4VoI
z)V^g<+_rSc8~Z8JUN9&ilqqd*uE=_PNoxs{H6*7f1RlM!r<2n7wgj@cdZrHa3N{mm
zq65Xd(`K(uK@a1C-@;c&9c#|$AJDR^H8un5kbBg=;$P;^<xR+Jy4GIPB=74hd~|w`
zUc6%oGfLxerEygSoqJdehJ`Qs(qy4cRe6ZN;~FpYVOu_;!q(iu=&Ba$E7eDn<$ZfP
z4Lx#nuu(;(l}wV#eL9O~VZ=Y2NX)`Lw96x;UTZ8q4+E858l8-JM5;8uv-OxrRry4d
zrbSJ`!7E+3ZW?}rfUuNXTMJz6il%rcBV~ld6Jx^~yctFMya8TJl22Q&(4AP_^r<O%
z4{~_-LTCbdwltF|UltPf7;_uOIT0kVQ|lA@y<MF(l0+F+YZOzhzsZvf3)_bvYS__R
zwZI9Q+iNOiq!?Ro3gSabKZ(t-AuJKNQ2|7WEZ5m-Rm|WXG3J6wr>I=J&)i2dU#z%}
z4&!G=eJbx*%%9xQ7kjE$N*2EO1H;uT|7O(TlD!AI)=4;Uzvp*rTn}~TZrhO9$-s^%
z(L0S@x+g7l=(l&z;Em;;?69V54r%Dra}s};h2#EfTDiYZsa=CfCs)>*N`DS8g<Cbb
z)#h7<xKgrW<zTR)piAbxX+{!11nU&sT|L<{$nXqe;~%>igiKg%u$J#Gm;Fm%!&~~f
zM&sl<5=Vo(hftk2x68qQwKE59h<L2se_;H&@cp}cIrj|<P#aEh5P<L0L*Uv%kAeVP
z?g@I}p^NcOAlN9uL;b&sXMjoa&q=Zy{Lc~l&pEQMc@#GHZ2(X!`j<DL%YW<F)0_MB
zMu;oL$tHdZc`@$YkoGJyO`^RuzFA-{_}`?g(mKOTb%+*dc|gU4{!{0=E!wiX)mf)D
zVngGzAB}@L9J1FC=r(Q~Vbk<WOObvA@@V5FlVfb$aG*3c-A6sSfsan+1G2s6SMa9I
zuCx<lJP#Li`J%q-rqu-rYoNxk`Tt99n5H}~?r7JLf0dXgNB03AHz^upBfwm;zH+H=
z&5>?->*3Kv=AmXjgYfemU5Z%#xM{3XqjJ=?dONBY0t;uUZzdDu%W&YPVt8U_p52BH
z9rlsf?*LHz+$f~=?Rki$dnr=M@5-x?;2<qAwqfw&=8GfWG4>2}ZnOXqwcVovJ31Of
zuTVO%tiQXv)nt{Tft6+X?$8cS5P0@Q9=^w{$F(zY&)NrO<MG<t5~=h}o-kNVO{3^S
zubxm2Q~Lz;W}d5R-H?lh`)Fh7LI-wHJH{Sy8CePF$<gl6Jx|07v-Y+pR^XMyVj!w?
zHB|@+kP-~fr{o?CG}idMv@*0fym)x^qKjS`V+0NRtDZZBTM7F3=il_)k6Hqyy7e_K
z+b?6Z5XEp7MY`o>7C=jj#0K9LR`b^Cm+9ZV_zaB(J~=cPK8vu<@z0Fw7xTA^O(HdK
zpQ9zQ!q3?xJk3<m!;wJiyIt~F6A$hZ+!odO+L?qKrX+uOv<h(4Idbv-z!+cJzQc10
zzFhL?{HGA+|Cb1&LdB0_m8{4@fU#ZjTJZ1dcEC{XZ)U~+QnOpl|7}sW|JF#iW7c>6
ze{^6ZKowev-e1$CMMCF&V%Dp(-AkyWEMQYdPYmf02BB#_C`nJchz`Xp{G3!Eo&WLt
zni(OmneNp~M<AdQjX%IYhiK3wX`CY`P1A6?f&A~Zaq11R%dr8~FSaGggG&s+kPSCa
zRU==WtNzmWz){1J%^bc}h%TU>cVsn{Qkfd=5tD!8%n>)J*Z&A_mK0Dr#WV3yP@pp2
zJ278S=*2}b1sM#nrv9u`_uGB>Vb+z#VUq{<(Q}>TOU$7f1~g05x)iO^l27b{2{1CX
z>dY(v)yqb)SXmhUl;KOm3pY9ggkI7Tg06BBK!Kc9=XL5&+P;fh(+Li+NpD)r-mh31
zUn7dTK;9mumzjYeaj_cAeJKwtvGRW!Dm<fWsZj<fBGWRtdT50{Y3Q<D`juDuyHZ|5
z>SksBI7a;1147K-?w@&b8s~PFUrY;hP;KbJyyFqeN|q^OZORnmqq$D(_U)ph02x)n
zd2Ojs6c6eKj+r$Ruart1U*8O;kHhf03xfhunet(}_3<7}&Dee0EC_4Bg;o~X;vD%0
z#_rWctU%9T3w*S}@vfJR{CBdc>UpLcQq*AQVr5>HLO0%E)ll%o-DBv08XGKJT!cQn
z;bBAb5#45Gdy?87X_5E)-p`T^n6SSumFhN<+D;wKNZY(>2IxmfdjfOA`bkc*^@EmQ
zOvG{|ie^eCr@ER$66#;EbM9OJ^Jfo~c(K}|<$>HwsR2>K)YU^q^$y4hd!@flJn+}A
zKO#h6C4T-$1uUBUOORKm|6{w7@Gk-07zLF3y8ohm`Twfi8+>CzJ0$|rz8z93{w+tD
zx(zN7{T^#JT55(EyT_)0uj9Wvj`(v}IE{8lSz2j1Nn?tAat3t2ftjQC5IYK6RYERb
z=BI_3-Dhzq2i_)V8tWvhni3*}r9Q3fUPXrUKOgLvNirly2#2`evfB<!Ef1_pSb-4J
zi_1z5lX4`)>2Ah9R|$Q_f^j2zC5c-Q0Sd+YdJs4y;L1-_zS1cvtn-*Y^Meb|RBPfi
z;tM4m8PHAE2D~f=wRvTN4L080O=#xM3dr_dmDD>Ed`kz^mx|#v3-6aG48GfSY<l(c
zig9a!OMn<&=|U20hqN1(`2@&%dls9&fqmX1Ab$4t!93|A{yoJ-OrQh&gcLaHSf$lh
zo1P7XCq^j#O5g)OSh(CEg#%(c>NP&UG~qW-y-V!qNM<`5sb+^#nQN_#1LC0LXgVLP
z{eJeEY3>7YR@=2;d=rjJS9hmpk@f*?g|CfS8$AWKJ4u|LPcfsub-FA(n?BR!?Yz*O
z47t<6M5wN_Qv|3wuA#Svg2f43n*@djD1;Zco7C^M)I{a(j;xJ7biXaE?56P>pfm0K
zTz-RDvZz9O9Nj29Y;QCjB_m|OIdBE^B3$Y%m2qqAmARBg`&SW-%y2JxZIJD`hg_u3
z_urA6A%E+7{-->a%rw!qT6L2*=BuW%nkllj&c5s;&$Yhm<Bef3%~npnrop)EL+vwC
zof;nAMF{~nZWBc3I#}tB!Co{t`bMtI4#}a1mdqusO1NkGfYQcRy7|hIp(CjPvWyq^
z&4XvC;iq?*u;hFm5jJYkNWO4Afyxd^(cF}vHx;_OelYZH8+Sh7n?b1W(4nbNxa5mV
z@7E}a>deYf=A7D+*PO-E%jCZ(;THEPw#9=y_qHfvyDh1F^Bjp9tcc!D8zFHrY<w6&
z`bRCV4FU-;eAU{@?EM;62x`v!N$c8kb(azQxl5s)FGRM5zYEl$74D?kDgVHDw-cOL
z^9GO&`8ED=1%0@la7_e^pp{QWUtoRb@(}9??v{FdSXJO#&49)-;dpsb^icYl|Aue{
z3}?;Z>KRz65h|;dA;a<+mK<d!`(1|c_0{Rs>_p=e<U-Y!XXtZ2&(F^m0V4?XsIzX2
zB3dtfZOLB`9w4&T>`{ii-;|v)@}ld-uNRA6@xlY@exs<xWt!j^^2c`Lo}_8Tg+q?c
zo*q-RZ7DDgD2qYtJ-+Fm0!P!vJuV@v(IPrDYw%a&8`7aH9_~-b6OMQ^Q?L9qa1t-^
z2K-n<Z#cyH*8L-<1yo;d#;vEZO4=VW@mkQ%kJ<&$!3it9H>iI(Gj}2dET2WoA%}58
zdBte-i-#Ps>zI;csapdP*4Q-@=jHb*l3rtpXAw4FH2g2!e@)Uqc|P(4Z=;T~+2x}#
z;nju0JkKeKUmhHY=B{by6x-VhJZw>U*C!&z(D-xwhPgGZS7gGW_=ek7dv=+h@eaFZ
z(s!=fsHd0CJiZi_LdGKtvb9K--*FA;!X?kc(9NatiB`wGG}_jWUgDyA@<INvf%XTE
zd4Id|RJKv{t(RC{;lu3vq@)cc{suOT58e<Yyp4r7j@kVMiPj5hD{D&3v!_auX9630
ze|av9uVYJMCz=eVdXQT#{$8*ZrWB3!xj4dAJ$2!WKB6ykL@ZEd46IU?X27BqAGb(l
z8!2EM<6pRTt7nsR#Lo@#xOG~i>pY$G!52d<4U%}SknH48eH^OT6Ffis+S)rNK7e&y
z2}gJ(2GS=4FoG(IoJ+^XtQ!;Q{TBwSWWEYhUeG>dq6srKu&*mT7C5SBOVpk&-#OJ|
zjTGpg$xB;45daR+=Ul7W{pt#D&*b~1ufhfeU}nRh%EG8hfE@Dn-k;QiipAX~av0eK
zxt`wisKdf)l0hnj<xERn=ay~eKj~e1W*tzu{M|c$`RPUFZg#MhFzBZQiJu2k&WC&I
z%CO*IaPgdapg(Vq<2~}kg|By|3mq<^afh2!UWFU9@(Z_Yc=}-WmxT8lUfY5O&`p?@
z3*kGwu24hmgv_~S*$l{)S~h1M<mgH_SG&#PLL0MR;f?tl%`SQ^UnWGVjgPlZpmR@a
zP#O9mWbb}TL00(SE@bR0S{#-mJ`*79m}prCi?{y5GeS0i9VD=>q~->=f*<KAF?j&f
zXd8{cKp-X;H%xB9-GRWJb7g*d_!<X!b2uQf0&`-wxw~3X{hD)iBu(2+oWbNi|9Yro
zeWtz7LlX|IhH_iZ@)xZH-aAOcUp4K?`Z9hkn^ao6QAoAtF{(UkFrD97mmKhvOD7Sa
z%NKcKKbFS%EKT~86V0xrDh^g(U3zVYvvuu^eEMVl_74p9YALE6Xyc0pL;YSoeCvtE
z`-aY%I9Kf<G2!%Yap=Olbwy6UHd?DMmc!IfL@N4JmZMfCRTT`0O(}R^-8WQ|rYp!c
zOZ@SdfCSP=w{6;ido$$N0a|UgbTepVm-<8X_UGX0b#&u@EU*FRo3kZIU<p1%(Eh?I
zNkJGl&no#fsVDUPitM!6iOZN9V+6%--y(6g7e`7rEvz5F*;7?qjA?-?TGq+BZQnCe
ze!kbdc&~o0&$_3?3RSS-5*StT+`r6W($H6H{A}@^a-WfK3Yc4e)5n|j0{K|>o?M1$
z&qA4+6y-B~98*)He&LAcs-^yXzu%f3D`=eUkv~$ol+8&xdRYp5tKWqzEPkGaDs>N8
zYr|+EF#z>Q?OLBwZ|S%KLR1m(K^wmu>D2-T;&)TgORUb4!cBaR^n92Q*O=tGr(XJ^
zxWh9X)oJUr=E_I`F%6kY8qOcKY2oAfdqk)vqPJlcgs%nq_aucn?iO380>swl&&sR5
za&3}7!gj6QwgaR(XFOWqE%~h^P%z&_L!8lq@$~y|4V<+nRq?OT&B9ji=0gS<YV=bs
z{rh70XM>*A*0sQhRW`v8%W6|fdF){vJ<VBqUxkVgvtn$tsqug-b`%G1nMWd_Zb~eG
z3Y#6WW$pi1P4P8kCebu{^5+Lfsz)o>jXd|C<A4^lHFrTgqV$wpr`<7=6Z{(geisA2
z%k1iELA5sL{KPr}iOtOvH~G2}d(~=|i22XLmt<-yN}81kO>f++2u9@UXkP@XkIt*w
z>Q#XhGEyJ5h&@LTFYY0uW*dbeFL6`q8iSf@={AGM<-0g{UUfu?k&e<o9hQ8afPb4I
zUTAq<Bjvi3J=f1R8*?@<F0ckZeE)*XyGf&4(BZ)d<}A8~uv9{6*|@${yf!|Ypp~sD
z+rznGM5Re1!beLcZ=3pq@U8u*)#(d>&-8%gzgs82SAt44LWM#todX^29E%4jd6Z&3
zj*6^a9X%qgSvzzA3%WfjAiD~$_tj6EA5Xj7Bl37RoU?irdf(PFj&doqAk;9b3k%WA
zN!{nTZtAQ#6Ch<X;#ySKm!6EJ8B(WA90DuRj1p%3%0#zFYl~Nkx|0{kD{k7Zp42&o
zYRwu>zw4}bn-~^ed^IfnU61z5V?gRez^%hQ_V0vAw#M^p%L?PbOpQ8NTbPS8+d6Zi
zn<&j=dHYckj1L&Vm+0S}OaBL^{`$n|myWqAwF#PN%E^YN7J4vo+LI+NshNE9%$&;y
zz`a?`ky`#Tc`XGMD|(ondYUBbdES@(yqVff@OOKX=(X!>x)$4YFnERB-i%g}#W?e!
zB}9o(@Kw+U_pHg1OUQyYTCg_14|_;5je&P?4tYJx=qz%x|D%BjYu9pvtIdH+fHqC<
z{DPRi@tcYe6VKiA1JE))$|eJhw(ZSl?POE|gPtvUY`a=99p9nO`7saR`r~9*N8#)H
zPz7zYV`r4J6*z;jKBD_&K#T!=&FkP9*%>Q846;=()kA&F-Cz$or?pvT#~YbLisX<v
zr+fJ&#!_KiQAML`Xf6e3zvs}!^ikR5mj^p7m~>mWryVXXI=N8rCdbm8V(68AV#oxL
z!l#8O=*-d&D$cYVSo$mDVM`&d0Sq3RLrM}%gilQG$qpc!xRsVR#I|=qgxALN;8kT-
z$a1R@I?lHHv5)q;eki$WTkG8q$cbu```A<!FZO2sdqr$d%0nH2O0gI108s%=HDaDL
zzs;)ltr4VJ_39jJM2elrCAb%BsSHrhSeYOAxNa;(oE<b{^^RaVR<y(?u1<-`fAt!-
z`!Y;ms~%9JCcNaun?I;J!{qEcNIR}w=BIZNvhW?n@CXt>i+>}X=BQq8QVDYnCdk)+
z-zJ;Hcd5HmbEb#ZIVUQ)Kb16Z6@MMPl9ENTa3C`3E7i-5Id^F^{-$M;%lTQoqtQGU
z$IljDORuGqW_&dY_i03{A+)pcjt2~E>i2cekLJtc_Pvy8Nv_z)zsMt?B^oe_Zz<oa
zS12elqo1~dkhg<BSbN7>t&4j|8NpVaNx*cRb&guca?w3+v%TkqTb_uAG12y5(Xx-+
zJYOYX)k395)v&a{5h^MRgB!%lt>q7e7cn=la!y-44p(zSnvA|ByZS&P>fXaZcnzU6
z_4g)AEn`oQqcJX!?Axj`flrm|R28~E`}A`YcMY$vZ#|lKiVw0*c_ROCT-ubY5LD*V
zvtH%r1Lx*npzgq>Jbr@nl4WUrj_*Q=>7HxWy%$*XWi|H!NthILz#YkqzFB5ZD{Z@`
ztgS_z2t=MbMtLaIH4C?GjZ?SkEYMkDa$^=J(q@`D=RQ0?QMGEAP}i{YW4zy49+6{}
zI;jt2q1*4}4A)wk-N(tkIu56irU_q0M0@9VU;+K0T@^JoZh$x=P~N&d%!U?`I~B~m
zeC|~yJWk29EmGx7Y@GWf;PFJ`t=is^smx2prj_ki`sQLz2Hp;Yr4WoWz;?o?z?^80
zj=t&7a}Iii<l`g$8OoQq2QIE*L)*kSu3aZ!fX<Ul#9vmkKWI)Fya`n^_+>;#-ICs8
zP8=YYXSS&5a5R0bH&pB<Q=>#;`&FXjK87DBDPRJ2tyd1N^eH$}Qa|t8kZ5q~{d72y
z`j&A1yTI~4c)OBjRPSr-_<1Ag1R)>_IcKNH?Huh3jbL6sj7Q?Q)J;{mK}?9PI${vS
zW?<$R^CS$v>Y*?wE7-#}<mOGto}4P5YNT?lv7JgM^JbcCdg{=K7~O$7Oa7F{F0}o6
z;Wt^J7AmqOHE3sGDNce|`p>S7rJ=I7@4ZA-Rg;1vTR_FJ`_S2g+4K#Yf&g)d`{ExM
z)&uS4^&b}!r)@>X*lKzs(bGP3r(liCKnEd(Eoz}JLl^x#&6ZGavSq4{$aT~0C@KSj
ztaEmUGK$|JAvjEy6dQ;V^mgRYjpiD42g|UcWpl>oO10h>J@?#Rv%-pnXQH#bb_ltC
zY>2zoIKoefh!&N~21-<H&ogUF8TqF%UX`DmkTXK^^Y+O66yo@sZ#Y3UawW?m5m$(F
z%C{=HZ47B+gnqwFYd!^VmXEs@fvIRm+eODR=~Kv7pOT;xBjg7d=cYgiIzISWoAHv@
z*0_3IBfeZtE_-eEr+zEeONDo;YT{{k-&S1%23P?XkN3Zf;NzbJQ~^li#{mOun#_x=
z{N@FA@QZgVEM;?m!BfMf{I0XN8!TzBR22qU-7?UCQA*}n`3I3s+U3xq2g27|r#uP^
zR4fI0MrjYf2lHUjuWLxYml`T-7>_inyi_+p9YNil8;=Q=Qcs!Ee?1!8GF!sIg3q{j
zBikx#_PXnL0Dm16vPThRQ|Mb_Zcn_YY1F3ba-r6}>G(Spo@EhxUOoF=>V(lQ_-upx
zE|fhPej5Dg>O4d;(pNCb`Dw3Z(h=+D_6-_*OS~N3pyuk89!LOEJ>qmpbTuD>oM&*0
zWK+bT@z)bzTI6K)c3bZ_BxWfuoi{TYVIIwHKdODDm&W{F_%P9AyxaLV%au98{FY*7
zZk#f0*<hB^gN^Tq9k1((U^b$i*|um|2|u}~(_KbMJB`WWGf}YesLF+-Zw<WCf0k>n
zNnbKRv?;yOQ{}bH17YJ&<D7W8vhhTyuQ+hJ1cjNy#tuQT1=H^asXmME)?Hi%d+M>i
zSCGbe*r3jft`4)DnHxS3D9=1lDWiD$>}XFkVO=vmA6$bIwHc5!*WW01J$SfN2514d
zHAQbN>!dx>5O;e%T$lJ+`iMtMzse10OaICV{PX$wvwKQiv`WR*Vy5lR#O5P;$QCLO
z9H&yzEZ@kQdH8iKxkShUJWEcgKg*=(Pm20u>ag`CWif!C`b<Sh$S{A`6M(PM24-+j
zez}>~jX3dujI``*@cyv*EjHqcp+EXlzNS2>js@lpyHIbd19Bk3lT&c1(6Ac1%mjLb
z`-p<Fi<LgyC%I}*S37YruaKHC3>BOEc;F*{V(Is_LfdnzleZ^oOziPO7M4=VrEAxR
z#_E@G>-&dJ>{2k}T_yJ73`<H}Obn;(ycz}6ScYKCTAa|^7CR)^*fR>rtDJ=6@WJ&`
zPoU=Gk^TU1X1kpqm+lFI92oS(E-`3gEouEBonW$`9-Spz`c}SxJau^WuB8_G-etkI
zQOl3eJ;X~H<IS6bXQfU!w3Wq?Ivof}Dnr^}lT3NVWAT`lpYrkGvh+N&>o1nVIQdXj
zF?sZM_(6P3p=5%8>GO9WSFf=onWD`H81HIx;P%Up&{(^E*ymSOMiKSJCITY@zn!_>
zFDbZT>_`=ZUViVm+PyWF(ee_pTacf;v0W<{e@WKpNHDq@x}}nuVUex4d%axRc@GBV
zFS-ohpbc!Sj7gv7uM7b>T9b@YIbm&iA*ESzt1g2FAV0T~D;Be<L_8LXA?y^{=den?
z#Mx4;Ci~l!NO6_?OUSh$s?9*1u(+}MpoTK#5ytgS&lRu=k__27Yr6P#^vKuF+9&vp
zBi05-lZvmaJNWjq(V~f>X@Tss-$HbXIKtylKf%gkB-qHbKRcK*3E{cG@PIvWwrs0;
zg~-Ra_v_`k`BU($9xvrV>;v}qbDxf|**4u?iEfuyr}ueL<&>^v?$grwK#!{#Po@kF
zD#}>5Ht$LI1KCHr)p%I$s;4fSHhb1MbNc&+c8xl?>BswPjtj;+iGyiswe6$113uHV
zsA7deJ3%8Op)YA)ImA9)&ryuJLL`&XL^4yW(^Z@|w5089q_2fUB#Y2P5~JQ;Qs8TR
zdgl|#`LDjq@&O%7=i6C<Al*8XT0cUurIZF>vJoi5$>1e5ccI?YEjxvj{R4yJ(cSJH
zkvg!1aIl}z0SF5@l+?F<Qo<f-gkR84T%Q-AmZ7c$LlXj^x9PRd{lNeVn%=BHop8%<
z@}XyEi4dnStoK*7l9Rh$>Buo>d=4P9x$#f(n$-+@+jmb66&?Q^1P%L{jg=nz_kVP~
z-J;wn6bz6pQ>j`}T3eFTQ`8_j6#FuU`;zi;`CrFLd)?JN_<9ox*u+(?^7+J%E!g5Q
zu%_B?Y*<tMg^xTmOM`tAYUogHm$d=f8$_21?<beJ4+Vb(El)id7hV9&Z8{=a%pdvK
z|B{|*m-F=GAfhYwb9zq9!>pe}{mkOmg247PB-T23U%Np0kVYYfz7KHf0<hg~IkMQ#
z01sr~XJAMXXIp&R_4@=;aFbt6Ld|Kmt7nu)oG8Ce!*rn=b7F*wqBagz9_gY_XODi)
zvrg2_c~VzQsX6pVx8Ae5_>m88LCqC@<B^{GL?k2YQg}lEnD?gE%y5}ZC*66;`rSl)
zYCD_!NJs9LYz%zs=4rV^O%(Sjl>S<elh9ZYf>j~2YV=n0gYl*77$5TMu|qq@6~WJe
z^9WdtPdH=Zf@U50eKP5!hf*#tu5#GFh4p-6LFCUAp~;E~S~}{%1{_t{v9C4*&&QXY
zcMbJ|=+HZ;E>xRjB*-dlYvr((97M?zPmXcVKUt@gdifR*cI$$hR3mC-w)JKN4sp7W
z#BkP-#xmIQV*gxXB01B8Gl@M|uN0QSrF+lkrJY%F7uoY>y)C3lM3RWx20;WXKA{NR
zSv`4(=Wf9B{9fDo`q|T$kLpt?+SRgO-Pq<_l9GRF7uq<cFpzaDYl^ePf6Daj?Gwdi
zcPw}kAqHjFSplE2N}3Y;{zaH7RIjwOW{F<;d-JqyU446Ux9e`Lxyd4>t$)EmY_FTz
zbk-?!t?OPhHtHfqoV#LA%g16j9paTQ(js_KwKJi(;(y<-yxPeA0*;WCq---@@rhJ}
z7kZ%YEj>D3aj{Bw`EB^>0Xc2Qe$_OfJ@gcwhLDZJJvWhAsw%a-kSKKXx!b4lco$oP
za|vL8N*(aCY^OcyI7=;SzQ8PE66HeNm>hNZth&47{llsz7!Su+<#49Be%Y6+Va9BC
zV>SF<`?o=FL<1)3MMc?DP)DVbxqjbh;aeb@myVKqvdONG_hS7A!)h+l31+=SThHGK
z2$w5ZM*U@zl~m?GmrSa?djakfuR<Y6?LnnSX6#2NvP4_Jj-?~T+u6dUn3>dzKhsN&
z*6-}>`nLz3kag|Hkn+Xn{RgqP+3MvqEeEBv#&Hif6blVD<lej{)s@G<%DY#&iwyjh
zZb@5Qmq=xsCSv>E%`m}>DM{VUe#XZj`lzaA;;8gKwy#<{5_tob&0`K*4z|LNSzniE
z8w)xX+10p_P97-jLgvlnq4wqu%=wY+{coKp7Md-qMQ5!71pI<n5}y428u$qW^pNw-
zzcVjvh5LCfXF92Nyd{}X5&1=i?Jr&3LNrU5Ui4rMVdN~Q+E?l1!=#1V_`=X$?dRt~
zPbYGWFCCl?5a9mliH0eLylyTLjGS*XvMO*64`(tE_nMg0V_C4faOfT4i1Mu*b;vW$
ztXBdH;2>hS6UQn063fvtfxAL1lj94Pm+}+Uaq%v$h!}QyYI|f~c0bJBx@69%)(bXW
z>;+C6z#O`xw=Whx3B33NBjRaH%kUmq5Jfwpk#C(qTWhwFPwXM|v@binA{ZBwewf00
zs6vpAW#&+lxYc-R5xUu0KJB>GERsgT*{@zkNw*U2VZ<64;JW5h-H`oaCuwff<(GoL
zi}{b&1D7d8UlLC2Ir-KQ6?abo7t%_Tg+u=yZ|lHE%s1WcE$J}nt}_7>R8#fd{?*s2
zD+Z~j0fJwr#3{>`LFvekekpp@(<TzrUt6eytUXyN7$qtjQR+9Jko31ceE<V0dh<+z
zeqFL7Pd$HGwZOO+O|jV)waG0!fJM>09h+Ot4nu9_3MQ|02&px{uxV;i%*r25!oZ=M
ziBl57Q(9VVuJM247Q}~skn0QWTT{u_n^kXo!2&PI@%+>fSfHgi<aD_s*{I%yY>EN+
zhTGB4>fs#9CQ43CQ6$4}qH9+VFiswb>3e#w-I8lG3z4_Vh5tCf;8k^qAD|Us6bM;6
z#x~yh#)k0Jwl3um;+03pP<*h%FcCt<wMa&U3;PSvbHl091pqhEV7xu8{m1Nr87|WB
zJk9J#3UXYD*Ih26W#hWrP4RCaOlhq8ab4EdBKSly1n&|P!wf}LXKxr<WBsfKs5loh
z9Tra;QgY8&Cn;{nWlt_NO?@~3hNL%lVw`<2h_;wS^B<<Of1lF2L;g_@{huw%G3+}}
zBz@fPI*z4MbSGy;Dgbrq-)rMn7wvbN`U?NqXZ}OaNh1}1!wt1>{T5zhM`U$@d=uY|
zJpCH4(S<d*BhOBxgPQH-v^1Y+m-a$3jFgy=sY<d2hETlw(n863AY7vZP+LF&eCsOQ
zQQmZnQ>;@t-FGkEwMQTScv4WRO*a|py8nib0!^2JX4RPW*gY-h&(<CycU|-i^?2BP
zyF3Y#(l#9>!Q4XJ(V$DiYHHR{HRr153BE3~JPRvg{pVwgU+?>{=k_OSp;)6D6L2Kb
z3ah?*SDM&snhjccKbEPOKUt?>!Vq=gGfM?jw173A03qM?&WGbgb0gT^PgI^pWPdVY
zj}ZT$F1>4*!-C3b5?8Wbufa1hVyV2}Iq$?-een>W=*PxO<6P-`%VGHX`)ChP9mfSo
zt<!o1vOMIU|8g5Wvv{D@%-Nif5jBv9q4zP3o|s=k>jor5Wm8+S^w#F1y|!ZAg6$=*
zFq@cup5|+s$Q~f-OfU7-Ivr*FeYwx5o7%D+b*gx3??`a6v;&;iIAx7mr_P|bN7Sb7
z%88JrQtSb?uRV+#SyTshc|@$UH=Jmqe$^7esw?KWj<`*Idh4bn`CrO8hF`)aJm_wK
zUFNmQ!5~(1pVZ<H^XjF{1$mZRIC?|CJr<Cg1wN4)d>>hj$pC?M0>Le?ZKh^hYYt1?
zmx`*epG&FO^d?xBGX~%2R9#U8Bi-J!u6=>_(UXhc(+qy<aa8eQGNNerI{{F8*_bF=
z6j}iiO7|1YCe%?cpI2hd*&`Ao$6%-LZaNI$^mRtFnG;j4`?E|<4YG?-szi*bQ}l~%
z3m^bMmab(jml$-%mDvZVy!CChg}?h&`;DWVYo&E>Wb(s$@zkk0xw%S(`DKDeQ@l#1
zU}Mv?!=}44ne^|u9O!X;>H_c@vmXN_yz_h>j7Ya8;k1S>71%~a$tX!Y!q~`F{<*N$
z4@5W4;SGy3$Fx?cG}|y9Kl8`pE>?^Ux|!Vu4IG?uAKPB!iI35SZnBcf61Nt)zRXM!
zaf9VE?8TzAt5tu5LcbW6-yOZG;Pw#W$O+Q_IICWkEj3-T%VMiTt@arzD8zAHsa=jN
z<MB+%^#yZAW{EKNstZpS31(pl2n8}St<H65vuKKXFMUu*YX2Wf?T@;Kc3+bo*FYN<
zD36_43>@<S_2DH9(!n`7_liAMGx)k)vGq%9`&-9%l7)AEf|$-~<h3jiaGIGQnx<CP
zlLq3IvWH%%v|3a_+R!i3f8Pso8V2hHg5NgHSWInw3+LW8oitASz34tjA97RqqhH_g
zS~y^=f`95FBPhDGY_Eyxt>#d$H)*TNvuM8O{o4{4X9D5$@ea8%F`C!>qntmcWNkro
zRK`hF`fL(}e92w3;Bk%Q8OHpE_>$;t&rS-1OXs)o8@dYdha31DYd>O@g!^9)nDM%>
z=gD(Z)oK-eaPil21(}9V?6DQ>rEyk#OM_`<ZpJE4*ls<V_L5)|TLQnGu5olY=FSh@
zI&Av>w24Y~I^=S4xclc7TS;O0Jc!KEyUbM1(W&TVl6=?DD(=|SjXE%;b24?Z7HmRg
zyvbh>6K{G3h-;A;>*GP=hS`%_(T5S)g+^xP3*!V!$U@oo6-F|&Ut5H`x8oZTgkg*%
z!p%pIN=S57B((bP{L47G3L(b&C);mCcwqS#0E3~aVf--RAOR+OTUh_&TJSj6x%x#t
zUcoJCZuvgMCYnJs^;GbiD}xkIZF5L+bQeH%9MMSYYczJoUsfr){|kG|%FvAG228ve
z>&7e1*eLKwLL)0l;D9T5?FsxNp=;jq$O#=nyLR`GI(gv2;7W+L(f7P%J%I>$2|jH7
zSOCTwaoeScZOOnrd4-dItlv%#9mPf3T_vVpprSl>w?sge{cqKPHtX(6Gbg`xZ;ic$
zOX+yxClot-avqS*ShV<S{Wqk0K1(iFr_RRRV7>@T1vwDn*IA0^4C8S4WA1;@2C;u#
zEM8ZAzs8dAX37e$e6eIZlalQ7_5&HIc3)f~?QuE&QOWL=x3$q@Gq`;e8?4Mxo3#>3
zOi4<6N>wZP)FKBq?Jzha+{uZB<peGDv#2l>r=YA0Zw~XUGOZPn;a|46dk&iz^#$L3
zBXMX5HbT4V7VGI5Gd87=kOR@zH+!R9eChWnZl;^M2<HE>i6Amj$E(a1EyFpJ8V=1$
zH_Gnjs555#!1+1eNPeeqy5)d9TSnEaAEqEJ=a!x$3TsH()0sLx;$IL6$gI2!^>r0=
zalw0F@n|!o&jUv8b>8G=I?guWOhrj2FU}T{q)Pb2I24qusbREiykgkr?Z~U*%oeFc
za#QuKAaCj{TgWIvsbOT!X(R3iW|#Tgcq;XaNr#+;`DL40-K@ju$3)iFoHdJ7;(iN`
z;*_r!eJpM33!D$G*g+e<Qf?Pd>*&vTxG@qJ>mTQN^TU}A^I8%oG)>Oa*K=X^wYx9~
zz!r1mXYqG+{~D!XDdigfaBxsq9MJ$Njx{PWvRsmfP30#EKl+`apoLS+O4dL-=@gw`
z4mPq$*d&m@qPBFoGcf~O`upMLTwTqo)}@`C`>Zy7vi|uQSPPuAA?MH~Fn(*QHm_?9
z_AfJ0adZpYijba+EZYnfeXJ+}Cck^~+mpKdJ!&iIs=>uV#eKW#RRp7$ZoG=%!?6cA
zP$l{}2el~X8^o;UqMYlw5{Fkr=J*)41y)$rCd~%TOqm*|KyzlyWVU*wXaCG$am1cL
zm`($OSeuIv!TjtDg&Pr^PMWmQ%#sZ1UT%LZk(2FO>J#%e4%jN=b!-KUf$*L`3su0m
zG{BmEcJ&~!(rDk$K_3y`Bq_@nEAB){N#SMT_VB#MKHM2Z>n&U%oBEr)tRQ;vFWMpO
zxo8%cL`ICt)Ok~lS5d!#wc`d2|Cj{MYpJNOqE<1G^G34B(%*;F>aOe$q0rB3r75SH
zyAw&kj9G&H%Tx|>Tqg~AcSm_6=NG!Qi505ja*uGb=Cx$eiBh$LYOpn}5Pzw9#(r&a
z31|YO_Y(YI3nR^!=I5rH+t@(c(<D{n3aW_45|H+SY;Yh!J50R}JMpWPlQ8|4@<syr
zapk(Cle;Z|vx@#^NR0~=zTSY*r8BVxIS4x>p&$9K0bawrMBA7>K5yyzOJL*>=V4)z
zn`^X^xW4P-2H0J9d$LYT>=*|_k_5V!P)LjixASd|eMeRsUIwiIX?Fg;;MMt;bOd_j
zG1p|f+Xp%!E!~vW#Lo(r+J<{+Lcf-zL7p^I$j)@p=R<KFL>($IvMoT|+%}d3I|N$=
zw$dNc=Ge}|0<HsHHNbbzYf)!WIY&BA>S{yp&4DuHy=ppeIok}l;_TT8FM1J(AhJkf
z9`Vq1VdO)Sn-j4Odm=YgTN9rncI%wgUGk|pqrvBG9iRFwqu+k$y7xWnr7#n2v6{LS
zD^q+^boAC1wV0ukla)bUl*-_N3#oz@s0o&Kfp9flc$>5^oIfQe#m-$;2GdNQ)bZ%B
zRYl|{Ir5%UH*W-UB3TCYPOA=$`$gqbIhwxtw!(>%cr2ZNDUYpqzCO%pKd;b8_WEk-
z1hR)X7(o+56?}^Hp2&&^i1QNa!mq-9pAccs924xj?eUCSma)lI&aav<pz2;;*Oguq
zgq=PMn`-$Kpy}^iW@HTZqk%YhC;XHaZdOYF(Jv#((~z^I&|$fs!+y_W=5$mP6>Pgm
z?J*-Mjm2XDeadxsNGW_jH0$xhG4^^qEsvkW=QaZGi>hG~ZqZ|t0$&711)SFO;(92y
zLe)F5!;Tq=G=CF^3Nti-XBRjAdf%;pq!ojUK+`MBLq8X~+rDftonsIdC4a!!OuCPu
zgMQEiVUDhQ<HYSmKitr$9mfCBW84~xIl<yll_RUFKLxPc<J@2`q`I}VXi2?7fk8M}
z7*6})Y)E9pmxes5#wXtHkel1U*hreu)gjicmPp^>-are6ho-U6Rd`OiHS^EgA71B^
ztL=4yq`rMVm#s&IKjT+2=9P2V+7|2OWF5VoeQjx%+J~6i%V?RjPwH}hSBV8v?&`NT
zczL-GNOaB@wWJ+d(V5uCl5F0(|Neh?d+VsUx-DO{@FZApcMTTYHMl#$-3oUN8X&k!
zu)^KlA-KC2?iSoNw@&vv-#OiV`}XViUcbMp#()}Q@3rQdd+s@Z@)bYAo5DITH@C(0
zvZ75>wm1SY&(KWMW*1=J;l@p@P3Yi_F5z`k*2)#y)$qBp{yB>GK(VV)J#I52&y0Xi
zla&S50odv!^ILalCAU<*RCDE+^Xc27a>3q^c?h-;Tfia=IJMMT+b#mr>Dav*oL{w<
zC$qG=9+>p=Og}fft-YzHF8S=(G-RD>{feij_?Ehkodg|hedI^gyn>a#|CzZ_ETW#-
z@wcc_F1T6G##UL=%RTJW-sMw6ODy>4@Qfl^^sNEvmxB;k06}%ILOTB;dRFZMd@@!A
zG#|M#{{~&0A2m2z2yB*iLCiA_4_vrff103g1IFuks_{w{?U~(T!KaiTwa&517wY%A
z6WZ^!i7kIvPb}}*I}W^>*ifoVn>nURexI0^=R&$5Sg}JyA(O0Qz`thoZWy<w>9N4V
zzBSuzQr}zc<3sM<hEjdw!VM4m(mBaUprb>==hVocZze#2))=pX_jXKXH7#4?8r$IW
zH?+TDw~pCATl@=ltLV+^GgOC%-7ZRQ`_3SKVO9}vVbqaw)c3k*3Aq_wb8iT0z~k52
zchEaZ;^xY_-n5<LYFS%P{O;1_*c6A79h$SD)Z?hg@3#oC)=NE$t`z6?j~T8;BR8Cf
zx#7pG|7g_Y`u`89ezcqucm)3q@iDrOLu?e47n~hBr17N)Na_NJE($-irs*fS`eZG1
zyCd}GZwd4B!F{L9$GRJB{n#C&{7z%!e(|f)qvc?{CLutQs3hz%qL*QMm=eF9*CnQg
z<CBe^?a!O%KY&-OU5+@mw=uACgk!LA6Bm@wL2SbQThgH~b<5Nrz}DA|v2#0@klCMN
zA_VU~1tFein5_Hr7Vk=%Xi>PjIN(8GPY5|!lOE{<V4+~jrofw3MQ`UU@`(uyh8d{2
zV4}_jgROWynqC9cicKS~Wt?-@m5GfPcdSX^IJ)l?@2^fe8XqPyqpnuR_Rl+63;w)*
z$PWinmjd(sNwsTWE9_%@9r{BgHagI=qVi37`bLC4QA2x6;5zbG<?!k7)iq76`syA@
zy~)`ao4Iw0j_HC$`}$`-BbxA#IJSO%$GyB5gbzB63e0p}J@4z!AJkhdmeZ)vC?YC_
zSEv<U*Z%<Ym$H%5yNDiqAwqp`6wel!1(W0w31TgK(L4ya-6x==1d{$N6u}&OnBGzm
zYiHW<4JFWUJXk}3v*q@--&5_fU#M5l@AolE3|Dx<Z-1XzJO`8wtDDKlntVT`12u8=
z=<N+dn6qth7)+?lozGz;OMYnVdc2%-*b~@^2K_`iMx08R%L6*F*U?FfC!M_0_3s$c
z4o+3|3`o7L=`E2`(2*?8P_m-wL6=$(bIH7mmxRSrgC_<J>>}Ik_nkb)jz?Y{piEcl
zbhJk6Hb1U!qUUtZ-D~ldFm2QPK6xh#P3P7`$9hX--VyIlM|89Q032>#=rr41w;tO`
z-)MDKfuSh-W@JeL12Y}&7Li}c@`3o7RsG&N<L>>ut_#I!-@@-27i=;3c{XbZ4Y?{D
znnHTtFr?cRu_Dhmac|Xe=&GKJS^(d<<(vXSpWYIoR$hc3;$0dpE~?*V8m!ZcX)*{z
zuU8r&3ar<JKI;ufycz{4H3cij*hj3Qyl3iZtkLj}BOq~yF3i1X9fNnH1Z84Rr)Bgd
zL!<|=_%~Mn!6lkLX0ghk59jI-+iuk8J&bB53YV$H?_(dSZs%nM-X@%H(&ek-3|>s}
zn^q~(&7+YKQgz?yQT0dovJ9;l`4pRGew)-as!#}fnj{-5$g-UE#Y>;bI~rdKjynyy
z*-K=xwJmMcE7Hh6v~0(^i2`O%_co2x)l4n`U)j)Q{kA7jJ!UqUZ56*-+9q`cE>Y0=
zdeB^!e6t|h8|>Gr*ZDZ|w4R0B9{>5JE|iCr<atl(#oBxOd;ius(&5+Sskal^IYY}G
zgR|0V=oXD=f!!|AuXR^!F9trZRokOS*KLXy4e1l>QEn$!sJ$@*nfaDZ9&k6v=KK4y
z#WVpnRcVGSwq0-^{9HvHe4G>XEc{)x>SK^8o7#`L&K6T_ydGmFgrEZS#7*ehJGYk#
z5RdP96bbwaqA;WhU)xk7JZ_`;hc=$xRaS=6BhcqZF;+|f0#FC#2Lm`GUh*qtbr~zI
zraZ=nIj61N7Bq-KGBqeWulsN6IhWMdC-$Mdy4uDGo+U>!nqs{Vh}@&TfCL?qkL)LY
zs4ooR>&rsUh0-=72&xT>G{>GVC$+pzf>ok86)!&?;{3Mg9)b%zTz##Hn32D{xG~PK
z3r!wc3&}MlXe@G&yoWV1vMwF<{^r;#(Z}xy8Atq#_eoiAdLufzj-o!$@A|@lY-Qq3
zDxkvlRv`rU=DMt*QZjtTl$GT)XJ0bn(d<*Dda)kMtLRJPO0pU(`v)M<Fh4DBxaSfF
zwDKGbJ|~@i`FaVzy>}-9*XNF+XjGk`sZUbZ95DzYxJ167_pW@c1Y$yjT`-BYeLo-^
zC?9L2;1~60TKBThBihQy>O>3@Wk<1&LjHqF-0qu3XZn})UhT|8s{KGuqhL%wi~)7Y
zgYeU5X~x|y#cP%$-;I4U575ZTAn#;ol`YzS<1}MbX6a`^o4)T%0t%~D+w?i}om3CL
zi(=u3?}O*Z$B;3Z#lE^Y8Nx|pW)#ujQ4oHW+&qQ#aPGxUMsnA+y=Ee58(FP+`2$F@
zR<y8o#;j4aMXDL$9IEvHLHt9&8c!|iQM*+KJNN#0f<$Y!V8#~@=u2p^=IFGrfb_M+
zoZ#}*e}3thR}DWp>rRpp?MnqxO$I+xm+Raeq%9DzIX?wmtPTJ$15RbNcw-J)bc^}9
zD#m^5fKRbfx8BUK$9af!S#5NFwM+bNq|wWK^Mh94Z`buWPc9KCCFZg^LmRH$&(mF{
zoB+WfXddXM8v%1<X9XN(3UTt9Xm3x!7j)G2s51etk0OL<`V#~nO9%C)`!%vCuGoun
z)6U`~W~7cov+LLh0SGGcE~!bb@(PQRv*ukL38rXB8A!=A{-u01l#o9PR~pDSw6?Y<
z=*+9yLL!WtEe?p{M1k-;7&zE+2b~vgaj8&%UBy~GQ}HvC6C3whQL&!+9`79=w4%n2
zReQNPP3klE>D)=4!umCTS$FH0FWv=0=-H~BwY<U}xx(45f7wI)r%r?!%8P?O_>jwM
zch5Y;wkDGW)lZC%79_#u9@+yw7K30=_+{4bH7?C`<>pCAC*d$Z==U#l5Iyads)`rK
zBAuhs4eR;(gV`OU7lM2|`)=v{`Q5D-aNx4wfcgvTL!<SpC6D51<`+g9dE=I4yQr2`
zRG<7eSMZ?{1ktbTp1(SA1wOX4J3Xf%9l9dl7IQmu;6k-o)X6(?dt!<K7J@6u8pBKs
zzM*u*Xm{vdSNOSs@o9DRi&AwS5=1Y9hRv9&iZp?$idVpC-pBi>wiq@N7mSJN;WO{A
z_S=?X>lpJ}Fd?;xP!N(gM}>OByO%Z2W1;h&lgIB$`{^1}`So+xI(ph3z9<iV3f1-x
zsa7>qQH{Kn(nuSDfmQ~vuMypj4->1Ijb3^^!;>nVN<yg=x8;*T*s~|Hz!E(&>{iA$
zEp3<=6*la+KLB#<ocZ5p9QNT5MrWP`c3R{Dgm%X3$x<luMq^pogf&j*#|0U{#D#l(
zLhm-BPTy3!^exOcShK3ON<qN;MEpYc_F?e4;<|X{5Fc(btl`9C{aGs$*6kjaZXoMw
zgp;u+7{*bsrRs~Anz$GgWY9$v%;?O!xaQaE#;#N|=%L{wq&;6SZ=hE<?<%!@)#qmW
zT&B5nRmvMLwHHG}gdkH;^*QM>p$9@&nv~`H`3FFjb)t9cY0>X}QbE%vh}%^YI_%~<
zZ4VvuczB5Ar<zu(2r5WXgJ49G<5*ri+xlY4PnM|%MUx3+MVAY%F-LZedKT4pLhR8`
z(rALnXhxciy#1o5XoUUNg=P}^d`aX{H#^>vv)H<U`%<s#^4+Oj7-<Px1@+)au1>~|
zFHQJ4Y5_W>I@#d7%Wk10;8+V!ifqAyUvGk~?P}511{RPQ`J(R*zdaXOVq)KbcP_Se
zwDpT<Zai1uJAR7-wT4RpPzq46$ssucB9{mc`lZh;wH1X)8#l?#4bg{+rJn<{n`@Y=
zj84T373zRjz~Xy4B7`i-jEx*0SQVsyoynV>nv^x}IdvZJY(W+2bL^MF*P+z-@u;=5
z{DAt1qQS15S<0%YqTnQN&;tC%QzBidP0^9j{5IPt5-*I4k^S}*o$a$nTuN^q{!=57
zW)iKLhJelL{r2C4yeOrOl0@@z{uQx9C$n9DlJy{VOI07c^Q9x@W0Uo#pRbdat01A)
zK_Xm}hAO8dsks<-1w8To<zS7ju7;W4G@Tu(MvVc8L#IoAs;BGa@c_yUsJXN)@a994
zO7sn6LW43RzW@XuEB^s7#+0IN-U@Nu1J%p$mG_O_@$iv7edE#wWxJlLP=~v#Bqvuv
z$XKzU!M8Ndzp)-p6Gk_xk}i9t{T@&AN4gR)^j<xM`U%?B_y&AQ(&ZyNPUjo?GjM;O
z2P0gprCpJIQZHUvD|C~l71tcS1lsyuo%fq2SQJ`mENBP@F?=6)yfudRDJ#BgkJv`V
z0{Y@l*i@(;d!-a5XE`d)P4CEK6CrH=e)4G^SsKK!I~$`^8Na2Wxh(5KvDt5_?YI=b
z!fIbAxK`s*^LNC5(|zNxlTFBUX*Kxq!d+3(mH|r0TLbc<r0+DPSr_SqeWs~5gQI9l
z%<M<F|3%j1`fE_;<TeZQ(7E9*%dccOpS34`Wo?i->deG!h=uUm>SaKJUI9m*B%Kyk
zct)Uvqvl8zTYH=pwuS^kKsIQj+sjyY<q_j&6E7B6nlf`tsNE~e$vX9-V;5g2{Ec)~
zw{wWJIeKgOHz&IF^hy6My=;`~_C&+h&!phS0;-Dso#-ivR5QrK1wFSkrE|}>Yd<Wd
z%~%n2c~yL868RzI0jp!tcac5ZFW>_zqYxa-b;XId(T-4PTIS7n-}Ky`1<vKe+2+?B
zU%<{)u`j)We2)B9g~AB>wFrN8Pq<Ln4qe`Lzv~;yl;jV77NFsv>%a!<)^mHsD9Plb
z`h@Rx*4Lt)H|-Df`l`_vTv=5szyx`WhLj(hS0<5>o{NT9G;h$&Fl#Xd)D0EDPU@x^
zzq+&Cw;Au|pjO-jiXUSj7ehBZ9&W-9H&2#PFe&eHR?47;%R6fK_iMhTX^vg;>-z<B
zc(k6?CHn1zG!y)1+0uIEpR=pJ;zc0X2WZPdpHIFh-egTL>=!O!JR`LGWnQJJ&i2N1
zbi2t}v0KRaLf4nAiN+R`;!x{6SCxngNfg#3UuqL1I;LJMDoe!XESj6!QWKM!SZP0=
z-6*lLt+-NGSvZz`Q=4yR#AmLbGjC{XcbpxLV*Pr_C+<y`TW-vu^btA7aX^6XSTVt1
z|D~K3g3P8EzwN@(@@Uemn`RfbCmuPqH&5o$kc=j4wlS2VtU-*<%b4Y0G?2UGnEbIJ
z)8Sb~d`6umfo>-?N7$0gEU41q<Q=fkfxE1oYLvM0#q<X?^%83;F1J9PO6as+rm`rP
z3IcWQU5!TV=cHS6`Quf~*0{y`Ly(dhQw|V!xH;0rmE?Mw&(FimuPwS~;%xnGf}l-0
z-r6%(nlRJ}Pmwfyu-w`kk|12E-MFXh&BpQ?632Z10P5`&h1N_!K|6JDVNGXyS1c8Z
zrxZ;P)umY;F?Tfycf-;=sxSybBq+08y+piJ>fH=ux?2_o>h1aLDUtwh5OJ#A4*Cg~
zWZzRzD?5^3Eu(>54&6<2tlucWuT?1K?eXo71MmUD9pDCh&5Z0@xp#cbWCy+$Iv8Mo
z#fMK4dbymhSh*$7xtt-vJW=*AW|fB=$Bm7hPAD|8rzW9bt%r^)4`|OJnxW=EeSr-1
zENI~MXfDKY@~H6-K*!nX*el=EnEeIkagox1kwb9t6<NR5az8}}w76Lq1~itQYv4{$
zY=o)YmPvR3SY>AUOO!d6FKMk0Bk`)&b25_$)B=;f^_br3osQfbfKx9@Cw!dVz}x$*
z4DI~!IyxbTvu!ozFF4R0X{7~{G72mkPp@#e*YtJajh6#i)CmRBB?Aoco5S{weAQxg
z%_4#2iffby@G(&N_QeoT+amhLvNSJaXAYmer@uie1Sp37i5u2&xN<s9Po_0Qbq+1o
z5<m-CokKXo{qh-|G^e&>2SEmd&)X@1MQ@iaF@FGrl_uNdP2mIvU9jn>sAAQ<(NRu%
zazEan+cgIJ+m7nJH;}9vr}6AaTa(B|UKECdNkH^p{s4NrmNpPL7&#`M6U-<VKd<dk
zI71HeS1}U0piYD6LZ`2`A0O5&AYy0VC~O9KQ*|PGy1MOt(p>ZVVkunVeeHi54647i
zR8_;iYRmo=vLspi1=ZLsnB-i&DtO`gc-V1!bdH{CP8qCC?+1(K57A`|V5YgKk|<7m
zP2bfMVksCeIS^#|p*^$J+!`TYn<74I>u848#`0+2L@;8*_tO*(5BDh}D)i<g!ai8#
zXi?*`mt9+@&m>xYCy4(5rb<8aq_Pwo<ZGAiN^-yD`qEwgS}>zQpHi~l*jj(_LUi$#
zX}EF8I&UmXVB@MAkJkkUJJ<RC87FY(GP8xx=B6z;0aWlU+mBW9L@VnZW6?tLtV-(_
zMi(8o+IobCd~-&MH!()hvgK8)4J;0OM2Sd74!jDxb3&IZ6S<@pg=swn`ZTpS`*X;-
zro2(X`9G%%`{Q-$+RNk)qper8g{@P2l`G)<T%SoKJb{+<gl51o&rp@PntG%}DKu0)
z6Zc?&m`#OT^@wc_t7rm-4W3*iA@OphyB62jLSZ<zhGdF9_#yG(yVQ4;ncviNOy`|5
zR~646r+W}#VMZU(oKU}kI-K>xN|#n2FOFNa)aMzY-r;UpM7|#CJ`p<j1^N4k%;grX
z@RdkP{1_^q{e1Y;(b!Zt=xyDi9`-eAfS3jWDUy$wAHPdid^)}NDdD71xjlIXz(KD$
zAQuV`JH*!-o%fJvQmp;E;(vz>rU&O}smHK#7a<@RYt!a7lK!1N^grejZCWGA{~4*6
zm<O|r9w`tN7T*UGYSIz}f3f((_T2WSgOM!o#(0}LZdV$C-)I=%<bf5110giPiFzbN
zF@o9sSQtV362Ur)MmD}g^sTx6Xliu9O3(rRfXxrxm!H40lVCFlf$#KfstJ4f?WTuG
zrW3zExKupR!oc+UB2BeZ*AY>V4Kh5iDN;sJ#+%IlOo*{dN+|h8bKzT3Ebq;kPN|~H
zc{H=WEfsI_Hd6v~)$dlX1kX4b<U&yKVM8oIArjbl7K7DpGaYQkgRn<>d$7@=y-+W}
z*T-ve1TN?TGZH1G3H(l_bK+4!Ro2E-f+q=WC(8DyTwh1FSJ26CqU?Vjl#sja{e)0`
zu5<#q?|X=b9iuA&^7i<b6`6Qe>5nkDC@9|U)U9;1Fv&BW#2(g?)gAQ>H3>Mwduwv{
z=y(MNqSU9qyrJneKBF9cd~kn;=EDt1+WqM}KCJhnc+y~yXOg2t9N@eth;XrY5R!dy
zI+1w*RQhNfBE4(;bAoxV3CZ;Su0oGq7V>Os^Wjnq>IK@h8ArBpPG{U2OP{RHkNjIN
z`0}ie5ZgM<GD-u>j%IthnK?qde2PMET091CfMSEShFeLt<<oM|ajRa^<qtvSmH^Y`
z3=2F$3z)0?b6Y_7jLTw8xK^e4vqX-|o9)^FOUGp-)UujGUNvzGjYK+x*h&-Rcc=-`
z7rOZHFS@Xb5WMMBO&&zd3e#^(|64VR!kOQX7mNa9bPXw2%#8;TehP>V-~c3>`a?=t
zh<<XQhvZvu6vQ(Y0Qu2}tl#J7z9bi-C&Z$~5H07P_gf@S*zA5U&@nF%%z6+;kI)T+
zCB$SFj^si4HS_hn_wAjJ$&f1+!2?D2C7CBbR~|V^`GTXrkW9!)k05e=Js0Da50e<~
zuOEt%jG&)TmTwbp_gjAeu!1$a+PQV8!R<7jMH~ZhTT$?*y|%qN64}I?u|;v9B$bWs
zH{46?h)>^p!RkTXV>Z*;Vh<FJr_JYcF1LBle9s#{UOqle#&w80t>Zr^=Pi#@4OA5X
zuX*EZdUwmHh1xw1mi+V+bYCbguB}R3ffhhmJgO~gQwP+>O$mW0lI4wch^5Ytg>TW(
z;U%7%F(`xh1VZl)ojEUv^ug>s_oS!%)9zcJ;g&)p-|%LB#q~h9IyJt(?YWe^bHDFG
zeIUEdB45Mo-86Uy4RtXQlQ8=V(dGS{KG}b^ME~{L3)OXXJot5^mV2V){#QHu*Hy%j
z&BuI8;T6n#?I`S<X`D*A3tQMHn@;qb6x)qaPP(DcdHeWpVnXtT6odwmo-~2TTK<CU
zX-|DoU=okB1f={&lWC2wlNe9hYs@o4-pe25Xg?(8`FJtng}>Y2owuDSAx{Sptwgt$
z=G>6t)sqq0^S>2_)J-Lie(m&S)w92E+Gu~@JWDa!noJBCMv^m0(*PV;rG=tQy8>RQ
z&nDjRXYhU|8{6y*L$tH>k|;h&OuMl}NU!Ax0}PR%#JT>f3x)6=|1~=0-)eSw!|nh5
zjl}$i;Qsq2^Z!s*Pv{|j7Y`(tNB9DyAmv503{&wkH3=_a3f_E2<576=mViMS$lsY!
zib(wHwEKnjuQ;vSwNlocITXYQGfjE>=*?q0UtK3+h7>T!V-)ScB1eoqvmac^_zi38
zAUK_cvayHf!}WcD0;<ekyZK0vM6fD~89|sJ0U>(0YWdR~(v!SlO=LQv#nrE&&qx~f
zP|f7TN(i+z2edV@M_qKuN|SMh@aYY5QR8CqPy7U90y<v3X0;%32Y^I;o4C<K!Y^Lw
z8Au00sxJ9zC1c#Kj=gM^=-2K&N$iQLr6B6X?Rpl3AW8E6h(%vwkILZpt}>|4K?HY@
zJms(GrO^Iwt{?>S_-}*z-zT5HAIibl<4;}xF0Tk}!Cu6?BH|0ZK}kYnur2(&FCao_
zB$`)5|MkAd{39nZRb+QGBrohkrhH2Iam_<!{2#4QQI4ID?jyF=6wKp#l4sBIdAQI}
ziU-?6dH(=BjJi4^4F2_6GXI|Abo`JWWaZ{6)**zEQ~Ll$C|QpgVFyorwpjuC+z@;<
zy}9}u@&a{^n)J$buF$HzDO<uQUYI7;Oa=blMaV>801@=-^mq`THUgiHJXjnTVmptJ
zU2NCRwmC2__LUbt{(jM{fT~<M?TeEvMpKo(Jgee64+*}d3coG1*`=ZP*IyMx@&5qY
zm$s9>F_g)i8TfxG4Qz;TQHQ@s2^OlKnfUzPa;9=^W{C6$i<g-r$T#ztY|G%ocm)BU
zJ<=f~A$@w(f-rBwED81ON{7+EX5sgKT2~yj<u#jKsFUSCcP<)Jkn`!UQ`v`VJ_)Va
z-0d`3DMJ=qBwdSDdTX4TfIH<~m@OIx##+c&%w)qql3^4tD_i81HIE?SgTrx*GiO--
zPe7lNq<N`e#c~&29jbpjn=RvLCf(S|=x~#@N1trW-IvHWp1<<(VC<1yc5t6P-Fr>+
znlplQ;=r24{wLKhrtmhAc8Z^41t3kcMM!-5bd=X|Mie6I+S^{zOJutPE`&Y|EZDx#
zyvFe_faO$uGL;a2=JiT;<!HUzy&0Mm9S0J2B5u1=ZIg%rkDeNm3vt2n?N#e=QWV!^
z4d1s6kSy^*5d_EhgkMzx6*GM-i+JAlod;NSvi@BhhMA2#Nfm_pDE(I<+V%e|8PBQu
z{o6?YH&4*NlFENOf2mT3^M&f;<!O<}$+R*L8G4Y$$Qb;GeE08e_OBG=iTO>)k2=hU
z<VV%6MN@*%atf1^mhf;u%>A5G(L<tF3H4wYhj$p$SCJXBPd=>n&CUA0gYS3TpHBlZ
zy)mX8Y{WM=J}ggS&FK@*7$xJNOVWWQ3UCQS5C}hd&m4CWTvYV;wMJLu9ig)SMAu!@
z8PKX`W*y_%gnIbu6*<RaU*(KgX}$8LAu6de-3&Q1-<X?RuQ)HO543wr(^7^danMT)
zQy09SB{~)NG1%lzYU2GNH<tc^#Dk{|A!k@FUtSPPzZpU2&Xg?-N6*#sYgO;t`>q9k
z2zCbjMD_x?>}S^&&g@>+7+R>RoYL4}^=dZBL_`H*PjyQ;36#z_=S8?sor$`=&(bfL
zxtYH<p>7vqA>E{pJv}|<wt?!>WV@vy83OouHVB9n`oQ!J$5=0Zr5l8&qze}>h2^im
zTP*T&_|HF9)^rC!&vrVs3I(5LuL^m&%rlg2RN)o73jKJZWM<#)RlL$#L<1jAwe3t1
zl1%)S#snqBm38$*ECbG{rD8L4GBzzvG}B^w);@U1E*~ZPTJvVcz$%wQo)vEVZ&>En
zTc9A@)g!mqB|UT&O5iV|0Rg^O;lkRps~4CPVu^C6L3U%QOg&Ty)mT4#R}t$?A(Vd0
z>b0Xr@OKos6h{V#9rLdjy8jR>pZ}3m|2u`=|5z3CfB)dr{I>hwz&ZZ_piB-|t^NM_
zynRCTe<77X4Pkc@Ku+}A(oyb_No+}k6mOIhwP|&dq7eT%p#Q%J#fW4656C$Dr<zCq
zQ2h8iUEr@zRlNmvh}lH=dvh89s&*j#A(KtiTA5ES1B(HD=EHA+D;8mF%hG9iN9Ur)
zGN{I8Gd`0n1mI~K@U5N_W3=cI$NB9sv255ralpHZG8_PsMyCZ!6DebwrA7mY_jA05
zg2UP(T*tiKKgV*Vko?}M_}XMGe41|zY%d<TW~~cEH69G~JbJ@oM|4Y3$t$SUDuzZQ
zc7HyoChqaa+G|NyytXxd?{N4*(m4t2Lx5L0y-HnXEs&<4*b?#Hk*ZQ+@C>tBFvz`(
zSxeI1Rp3{=xo7Aq@t1DLWl3S$<ZZQ%5ZL;7F$dYPcZkFS-tm^u?-+Mm8{!vL>cciQ
zJ_Jf$%Z2l@nVRsMrxw0Dt+ZoMJ~v~D-Ire6)eQ&|^=C#f(&!vO$^MLV9gkrc;deIJ
zxnba}VF_K3nUP$ppuIUv&}b4WQCfp465XY$@e5K`e)zk{F>UsTdkxN}LJDVSDI<r=
zgn6Ag72R(BnO_j^1!%6(Y;hyf8=j+EEbchOM3jPG!@5^=@6J!nJCY}O<}1kn!??%U
zPg78ijC0N_<=AEH3QI|2ZE_}aNY3kF=clKYhE1u<rWtW0LsFD(L%1YSX!@Q_bvizv
zt#8?=X_s3BLTduYoE`CqVdJaHI$GHTOvH}YSw;2}{!EY*R2*x7tnwmB$-JrkliV#%
z`XmD**7s+TUVq8TTEvO;L2Fbfd|xT;0B;C41%!JGSSnud0DTQJlZX?%f`_e|b1P3T
zvp(d&U`n+DnGF%!j$N~rnlz=vJ%&fF9^prg>MU8kN8TND9<?lMmG6+)ekU~H&tcTn
z*xUwM_=G4A&)*Lg#=9Rt7NM?!Yp-Jj3zV}|EA#KEQ_|FC?7pdO&>=hZ;v}=>((j5p
zUZG2hUV$?1UrN0#&k7m_avRs(wj~pi)o+BDPlP|p7wc)uQYadq+qY9vududRv?vKG
zKg`-u&7EokXNTH?s#l1=Reh3hl67u73U2~hF5HE@uQY3=;RD&29y9?Q73yjmtDAJZ
zrBrZJVoSNRk?Jwlx~X#ttW<_-8&B&bTfS5}6&KmDdZ*#YJnN$CmAm8H{vPk>nT+qV
zurx+pI}Zq7DP*5!D8rBmlzcAMG<}5wSP<b8w2=`PV6`{FCIgKlEXF5rE%^Pt(wdMH
zl{F(IKRXi7l-m)EF`?=vELJe2+|}s!n_uUyjv!K6ltFFWu*d7?yH9K59(*QcATp*x
zm~TZ%gkopzw@2?s0uov=7l#8#gg@PC%ciP4(PGbhjp}CPrf(34;d$korc4QZqKtl*
zHWz4`luwp;2jw_vcLQY}UO~Q|ewfBXitSIrqV?X%+wcIU$%-;?>pVBro`_UfR2WUl
z`B)l{<VOKOtN1{gGEgjB6*DrQ!5^mnj$6R$J>zzYO1MFT995X&8Me(QgtpJV4Nz~R
zEsN^XU*~M|hVXdAg^K(Z{At3sZ1b9$I@`XV+5wI+#so*?d1aq9t8!~S{aX^Tr7oO=
z&!5zRTeWi>*o`f-_!42Fh+$*|Uf+Z5S`L~zr0+%>=KITl=XV+^8b`Wl%}AS7b}v(~
zwfYQ@6?x=Bnt}e-ADU=T=7K5h$ZH@Dt<~1EnUcX9tY~8aadnVigZTN)Dhkvt(V0oi
z;3+zdDX=Uyh!e(zq^sdaOq!dF3<PL%z?2Y3NN?WXX20LH?)E|N$E2S7zR$;lf@%oQ
z?CoC2H}RAK#F}po#$oOG%1R=dalz|WY=~V>wZJ&D|20{tEg8=LcX1!U<A$U{5KALa
z{tFR@aYqu57Ic23r0^Kqp@1b6$V=DSS57-9{O%~#Rvms86jVdJ<8Rrsdg95lF<_ez
zva0c(?KJD>^%1x{PhZ-oB`=(y_Qwa!R(iML9rB>)qjLV1N;JFhk7mKlP`7}C+w2bz
zG9ufFAFz3L8ydC`N6=35pm-&k7j#R$BInA(WWhO(UP;zx(5|RkBcz{1uHCdGILa|L
zQ}d;Q^9#@9w@PN;#9n&~+ag5SAMk5Gl6|MCWe;j7uZ003_8k2;i)XeY2PP22JAw*|
zP-<}wzSsNPP@)3#LTxd(Sk{=cN~zN&wRq_wAg5z5g@~<<Vshw`I^`YAb<x`T3UFG&
zf(q>?Ic!vVmK-fR6yaw(+x)qT@~~vJRpC&|T9a&^?$h-Gtuw0X>*TpX2c@KtuP_MJ
zln{x!TU#`pVUW)Rh7DQ@{h8yGn)9&?=4-T26Ymg39BCXI$@4P55^UMsF#8`s`f$ia
z&QXfE-Fi?sHbL_2OKPQ~gVJ|)DIA13n6&bzoMv>U6him-{?93_sr=QM&cg@-pQs=+
zrZu9#T$uz<+q*uG`5!#XgX6;3$+NtE%hVvC$d{;3ww3FTx`wZ`I((Mpf<r_2OVl&9
zH8wF$UJJH&6{N`c&9i&xr;7ChgsV`Cqe{yHT`X$n`@Cxv9R)9JM?IeNIeMMeG6)v9
zWM0w809&6l5A(*5Y1^FYD4nrL8k#9uLa5dG5~Fa-mlhLAx$g~$Xx&3QCt5h>Pg?Qd
zBRdLdn%B8jM;>*O>$$jJyDm4mS2IuB>Vd~>?zWWA-$ls24=K;OkEfih%pM67K#ajR
zRjHdpmboU`9jP5#B|fk{EXc1XIXklsIv91;d$teAW~B_nWDA#F6JpHWl~B)6S|=Gf
zPzUT^Q-z=MZwkPAaw`-qHURY7I~!)VF!Uy32Q+CdxM81EnQjSmXxoSN!b9GPS?UJ*
zBw{G}nLxyBy>-G2Q9q~h!nDiy2-=(y`JVC4Mn_pPC2xPcJKy(=e@9@L+WPYFy!P~z
z2GDBowww_Kcn^m4NMjYF^J0MV_+137@NSn7Qi*a2%0l<h*vWz{+yxLfi8Jdo3TJ*7
zHHUjL&JANchW1kI-*TVKcE~bTv|ou+PKi^-5e`iFCkkeRGT{Jb>(<+Nf|E$Fdh9*4
zGlxGlR9ADl*H(&(bFVczq~Y2*<&h?tqiHe`2X<N>S=C&gmri~=)(TUi!%NC&1Nz%r
z7mxzi=|$lm0}J{L<)Gae@*#cRj>C3&H!WC}pYb?9jlJEVc49g=Hv<*3Zz@V@VX&_i
z=Fcdv26DU1Jw-Wx8OO5|eP?pVIFC-$w{*vew@pw@J=In^N36Pt4lgf|dT|Cf7H1<_
zSE1;vji%aFf+%R?HsgBpOtO1n0u~E-=i(on<&t+Mn43*VlafpgD|-v~Cf?mus5r2C
zsY&dAuH)$8O2sd+>AyZ8a*Qql`_pws6bg*2rsMMO`7v_~qnxWo7oBK;AX>-Rl7ZB&
zd`aQZBDe5)(fhI$LZ{dlyh9^0k`71~0!{9i5kzxOekqRRy-tUs0xd(T$8A5ZF`>*-
zm1WuBlvt&?p>xvCXl=lUcFD|bKjI5UQ4M)#7&FZKv=y}X1==(xLq6Z$mgGfqn`mx}
zOU)TU;3&lYN^qXk%_)l4<y!^<bF7k%i35He{!#^L>(*tcRA<EN=E|M2&O-us@x1D3
zw9xNuHk%uCtbZ<SGsBDh;@sxT@=E<%`yT)UK$)xmC*>f_|KoQAo{~R+Vd0DWS5E^!
zZrVK6KY(}$7x(F^^UXn77`_ZLB|7*abh3W^D6U83oL2P`10wtbsPdlN!*X!}{9ncP
zfB#boPcs%5o!8$>-COq1Uap6P?Os7SLSlqffR*Qk7J3{@dq$^4tnhf5v^O@uY@@|T
z5r#yDVY4}aP<O3ilr0%{prqalAXEX+DqV2D0|&Q&W)wM@``rN&Qa9t+8rZEa@>u0x
z*v*-GDfePjq)W^|xX`Hu(ae2xDTb_yMxYxgto%hT?1F;^&iHs?35SOp8bV)8?QW+=
zbNbOZ{))^Qa?fwXzhDLzBGOYyli%&sr}=T*)lswH-rA(mgdEHMBqqqgq?Jw<Vqi&_
zGQG)$URYS~S!Oh*q*j29)~w+NNe|~+7lhx@b2Mh0tE?MKKG(z4*!f@1WKt!SFFNW;
zL-SukQ^bYH98}Wv12jH)xWXARkdM)Ps!n0NodCShVq^Czajm>>`LuV=pnx-lw5c9q
zCI)$xD1}59K;xTNMZ*h9tJz+86BVLF<@ygiib^(Nocv^N6CjnVm~yf?H_WjWVoPNZ
zT0;<v!dY)hf>p3ke=LgM)2*Iq;AvOw`Lvyd=KS7xo2S@?7l`+6TuV00cXeUIB+f_-
zRxxQwkq|25EwdQVQr*~|{GN$oeM<1*Y7nZ!aq5l3yzEm4*BKEhwvn#{l3Z}}F^fO%
zeU4Ep&XwGvQAPNc;ngp&$AP=*#&tF#yQu}<!A$W;td=5Yk)tP_cs0Bh)$0rj58|xg
z+f7d+a~MaNw<>?_Ko|e}mR)^jgri3#xPp!b@4-6RQ1Bj(b05LJ@*t%z#dTr9v9up!
zcDTcIvGG3n$D2*AFP??NlmkPnU@(l+@w;%<>btGb36@vdtW(xy25Ekcrpi17Vnfvp
zz>dHn)bymo;!MwiP4aPe`Mx;WB%$rG5Q&WNz2myvbw}+|Fu}W_Z<m>Um(dN#vpOSj
zNAA1<vL&%5BMGB%mvfOW6R0QBd`IV$+5$Zs-7W~GarOQIQ+0-sm#b6I<6KL`K3~q2
z>}#-~jIX-Yj)q9>c;4!lu^8oA^U>DUq**J;v`|<E#f<^CFNZ(W18zxvpXdNr#jo1K
zh?jDIZ8<p}E#bSkdqo^mW6!*_3HSNrRN_#&kx3{D?kYhsmJP(~1Ml2Qisf*e<p;bR
z`bB6+W{O$@_q~Of=(Fk+98;BHOctR^+m(+`itD5W@|M{!>Lo_WqaC0oP;Ju4W@(z{
zw6__*IKu|j$I4#sUPq$)DzQy@DZ$3~150%T@>V@_-l0FL+8Rol)JOV!B89xcg-hu#
zh+=-O!(ooajoxuLsGvKF9sJhB+#U-RKh+-`{l)p3875(}LYgYLy=hvXw+2K-_hZZu
zAoTkHp{fADI<xIGPPD6}(_&06mf~ne^z<Qo-O<8@;oOx2bmsOM9aD|W2S6l=kf5<X
z0hY~g_4Y{Hf}cywX2_c&UXz!tw_6Ly(gsX4Vr%QoEQt{P@*GZ#Cl;S{(%nS?H5e6H
z+LJd#kEjv^4w!yGgOuizTkGX#dMob8OA~D4Uv0mP+XpA;4lv1_p<zGP2xApA*q<KS
z<<)5rYe_a=k0cRp+8k~ec*W(;`8C9=wfy)^z<g2f$9b;g$5fwif}PwNuBFTN<*Y@E
zlEB2|5cfi{y7Zp+wIg%Y*eAk_E{o|<2A2&b8!F*p3bx`k_vsj_lMgnA(m&YLUi3w@
z%3en0t_goL%6=b*^K!33L+%s8L--CT@1}IJqB@zN_y?GMc`o#A(w<^Slh`>LkaNz|
zH?<*dUo1;FqHOb$D2g|^?xY|AG24<w1ls3zcnmj(Vo9ueAgpkoD_AlTUs8GGSmztW
zjRYQd4i*zGNG_jkH|r@NbBg#lwNZtgLDURz4EtOJ5M)B=<<%?KuefH+S`s}~Wbr>v
z`Jhs@5fUoFFLl=2ij)Tp*(GuP98~J;Duz%OtdN0s-u~)bo`tLwg57Ot1NCiPb9wPI
z;A845gVD7658r<IHKTQE5Z_YOb(d<VBO+^m)v;h%dmmdLjpCG_fwpR@1fSE=th0<R
zYbMJszX1eF(#+c1z0AqFeu|f!tOpAw*I;WzVt<P+BHbY*4lG?+?sYd$UO4hLvb85u
z#UO<?S|wVhQjnKLu39k>PhRj5U@RC@?q^oobSFbqG!aG#G~s+zA!rLb#V0pu)bu}E
zHHD}7zPOME`Z``3T1nB8CJ<)t$T<cYZK4w4#$1f%8zz@GCa~O-Zqm+OMb{xh;U2!*
zPdi5i8#OI}dt`qkHl#6FP>|?epZ5cJ@&mzS-p<HL(M1lOnylPBb|adGalejK6g}?T
z(5PO=9M&d(E=U=h>m3wAO*Uy;wP~*o!rjE{OS1>(m^C~a69+{G+_E3`-Qm!qKG_~N
z$JQi`*amsI?ObO=dlFATG?!EDnaon|B|OL<1BCjoBAEm%K`a(U{ickSRXYjy3bG-#
zMJ2|4j^k)6<3>&;)-aQpS2$@}mC`J)P!qo2F(r#SqDKAz%zLdd(TDU;e7Ar5d~G@q
z#v%<px*SEx+S6aggXZY^S=u=Iy$$3f5TzNRq_c$ajQo2)ng@EcCG<n*5|Nd&;iYch
zor<V6%J%F)Eb0cv`O1mX#`35=k~6S)^H=}dFd_qxQ;}z<%0LF-*p{vY3!Dj!WV20N
z)#)O2Ma=MZVQ=CM(LiXK9aA+-HBvo*dR<Kz?9faep)WZ-qq<JodQ8$#$)lNr`K|yO
zSlHht2+NkH^53U1ivO{4mHh!jZc&92CqcSUDC^lj<x}e>s-4H(iCjypydzd+`8I;*
zwN>M+bPCLKAJoZBg?q>+N@-$t3&qxc5&9c}k{hT9=l5yb^gh}fr{UM<{@pOP5k!a?
z&$D}t8M=d5s|c#$(h+6+j=_yYtyf;RC)zhk@P-X-jjhUP*3D*#?G?^k%rRn6zV&5A
z<3JbU0Wr;j*p8u0kc9oc(~|xlKmkx$7_V1G$GaeTK)hZecGw{dJ&XT2Vd#8zp&&s%
ztkO8`6IIjF-ZCi}w(8pkAp{@*-OwN0G2e$VQmGHWMoei2c=mVja?b}5ygxU*o<V4h
z#0e5atddJQKN@G8@0)5zL@t{!jivwi>)m1-x?hS{toARasHtH7JK+$yZ!2Cqf{9Sb
z4fQ7sGkOXM31pVSk)IPg{Ld6i%3S_QweDZkL{!l=cP-T7@M5<DtEm*b3IKxP6+n+B
zbHnOM+^`XI%@MnM-CN=tt@H(Sg1!Kh>%CCTrqLD3fN_9UA?378`SegF=4K*K_svd+
zsD<T1Tx-YNJ=|*JQ7EN15>$X<V|`Oy#7ILRt;vMjK!AjgM>f3HI^v26yTdpMB^-zi
zkNf=l1Z~5!X>ySMqw>V^AApkd2R<iBgP!tfVXTVsK5PT?WT0IDESrKTHbODK2^ItP
z1-Perr7upb%N0!+<^qfAANu6~&0_NZrw*?g`PtH1x(L6-Ce!stqh?fH*FpBaw$FZ4
zRm*l*%A%gXvnAHJ5qM~_6z2Zc1|nJUUHg={@|plM@_}G%(r2)!N`}1t3L>=1#f7@>
z&)@Vd*W@{`0U%S?chxRS#~wCHYAEw6E)KW7syhkY%llIbZk@Gs@HO6RE)KlX%bp+(
z3uGu_<;{kBE9&4M3KYR}U6=TB5D$qFxHkQU{z0%wFd1^F3=c!^d@VemOD-5JMGcZ>
z+Ru<#Nix8V^kPD|zRBJIN8Hx1eFlfyqusBZD6bwnYU{E)_w$Oyr4nxzoh5o<-`-`v
zuPCpu#n)&G<W4i+AX5$;oSVD-`4s&7mvqrm{@wXUk3G-!j=nqaSBgb;dE4T3+i0Eq
zhTv_2{>E=puL_I&CKuxXz1Fs-+JK_gRI)IywnjKfPe*=@QL4-;@LDJoYydn2;We+9
z8^FPBoUY6uXDDewPqq=W(@hYzQ-Mw-$mm6WO0%*T8l>BzmsdsN;*$N|9s#V+XW0N_
z%S^UxLZ_GL);)pHL0Jd9$B)+<31gfS9T)eAu(?OTMYzmQmbG+M8;?i@v9<md<1CH5
zm|Q86(Q?I>Mwi+|UwX8;(xdbb8u0kQW0zSBt?V+W#Mxz*WhuYzi;!|N;hfdufB!>?
z)-Y5Xb|__xFT%@qP;sCP@uVyOYd(=>)Y!zFtch~0m-|CG;5Toadgpw(uE79#6K72*
zBCA69i0OglI)Px&rXMe025s#Rz>+;=Td3CNSCHhj-R)Y|k$MFlQ-f^k4(Q&-poK-M
z&3NeeD+T4{B8QshDkFH@wPF-`_fSoQpeiZDgf^1Zaq&c<xqfzGduBtaD^0d2Dpz<m
zk@b5<W?2Bp>y;K-$5s&WePLHut5#(O(d=+&Ptm>b1OWGBaUJv&onWV7n!HvJ&p1TZ
zD@~4i7BEam3`)XGP7^3tOGMX(Pd5sOHU=_xblVWR3MhItF;uVU>xea~v~knb4t}J^
zy@xm_i&EF%YUYK!2c20)#_6=%1U;im;1qdLb#$18uQBX~A6wpg27enewwExJ@cR(&
zBPCw4vNZTHSsKcsuNcYtSS=&&26MRTOri=a5u54Kc8#NVPgydXyO+df3R<o;C;}^;
z-ZoxnL;u&-2d-y2=Qnu_%}Ltu5fQ9`43ia}%%39%O$q{^t~g6w*){X(b<m>Deh)}I
zLH&9GR@wSK<*xRZ1Xyx=n|z3S;8L=L7BORhH1aVdu_C3bSKf)N9bH@abMFw93bC&5
z=)5P+qsg>Mji1J~J!nI+;E#Sw`k<w)cN|f=w6WE>yDnQ+?r*ZkGr<xti-kMq5+!l`
z-e|tD-Yk7I+BQ%aUfO6CAe0HvLMxbPH1n3tw>IsOn=$5^%ndoHQV}Yk1GAkVySpOC
zz2jVw!hFnIq<mGB$-%D3KjFf@M;r8}N$8Z?)!b9tsZu~y_#v2Bz0Op_(Xn!f!)Jta
zDer)$rRnvFXP8t8-amSMRvB2-Nv#u)O<U*+@Fx8w@Op$--@*D|DhfA$y-E0Oruq-y
z_N_r<?N;`PqNQb~f>d)poN~rKk;~>IbN1!Aigs_s(7Mmwcs&DF;7Tv?&7?VlgCEq9
zFpk~loCeT4Q}mR~#=@ax|EE}H-uwKP_Gf|qcJg&kx$&s!VlrN*)eD|d4X`VCcz@$K
zUSL{7>|<t}zocGJtfp6%RWvg1z{D2%+oPQ;UQ#@dnVGZ<+Wl8t!S>sIe@4CIGW(Jh
zO-cN5h87EGbya*nk3c8yo15aZ2KVTvceYzvq;#gBt%!F!B6A^tKo5RXmqHz#Bd}sh
zL3^FtJzrzkHJRBNTO`zPA1hfYh8v9t#oF3tG`apJQVTJmQx-^<lCgA6PZ6or)M2#H
zU*9^bQ;J9(lkjZwPC#4|CC|Ma_uQo|)VG`X+fbvqh0zNFKa<CS!10YzWjepc0={uY
zd%3n2IbHaVx#;{?It`tlc193at5xlIxiQT$)NB}df7S{nrrSQ9XPsf&WOB9TBwZY$
z)C&bvBB4y|<VE}*#+xhsWqmOjPpcV9%I~pmgxExEvm8~d>jcemtUZl8f>yQY<44~?
zv}uT8Oq<DkgW;GH4_`i^`#`$>!2nZjAY#ctlXgLQ+%XG!nRB0=4=$WBH)KYo3I={T
z8#b9gg^lkSqlniMi#PlOz}|#Moh^j3l(#t0>vp`02)e3!u1|nq0nbrx<c(|{-Qnhn
zwJq89GJgXmtGR`u04mir(d*+3Rok_sZ0{&wyGFcTU*f&?Gfk&~`g+0hdsV5B7sY<U
zFQhnAv@}B69aIJNi)gFT_88+hPc3**W>3WPpVS#}iy3$cA(qv=cwZrA9!yMUcIGWk
z(<u>Tl7;FH2n(TVz?AnkaT}`<KN!s1ud#(nXaauI%Y*~Q!&jbJx5%oi$1qwv_pUp)
zZo7wtf(2|%>zc#ZpLJ*}^dfW(v5b9$VPIdaUNNCGq?mkX5p~8fH8v9%d^KcWQ9NFX
z(`KYUlY#h3$kd)Mb1SKChAB9#!T}R{_-miv782IVa9DBsdw)|xT)8rQF~bV$7rTIS
z{9)@jj8-GTa)x*Oo1lz^Bupp?=#)D4CVa<m9d~+yu~G#Awa80VNP^QZ6R5u&Lkq8w
zKtPz9yP1okSgXNuC(J-HeVT$PE?v-&Ho+JqtmCaqe!U4EIjE*-z&5^RTr%KimBZcq
zRUkstOnLn<1(!zGP;daYmAldzw+?it+=OP?2$Z0c^$umq!O$5eoaT~@`VR9D4oHR=
zvwT>@4)IR+Oy0JPWRO;~PZstHA%awxbowjO-i&D@$bB++JKeA_Q_nF4n)%?i`%{9N
z$ej!&=xOzG&}E*ZH>NcC(3hVpWGOXwPu}Wje{r1Y;?e|EdW=lGn<xhl`oGslH&0?w
zs_1q6KB9b=JOl{4-^;k?{>`U$IS@NQ5ry^9MI9IBA{#c0zgR`!_p=()0S^t)@NLob
z-v-xm*Lm0NSuFfBTsEt0F}g}Hhoz$)6~1@Ic=zOXthhrlhXgt7WF1^r2vTrAmG`QR
zO&JHAApIW5N*JbbCgo~<9Li$|2ob)=LUM~Dx>=+?c1H)mGD!42A-NU}0_~Bm6baEN
zA*{LbI3;-dl5=6Cz)Oo(5L}2Wb1Y)JnR3iC<!$cjdV1K~R4fA^hGx`QGe%?R*Xhi^
zl#mtp>(*iT$DZvAtJq&S2Lvzy%%3i_byo0@K8mBoHSvhUINk~tLhQi)S!m(^&G-NB
zL>k`Non_b5r=9JK5Pr<@Bn)&b#-j<Zu&6jn3yJ3N);Tnt4QG4J=ESg^kfteQw%RR?
z!6?s>gP8WNy*p2Pob3IG?A`}KrZRFkbYeW)G=&Z~bIe&u7)cy{6_C22_7@D8ag7qv
ztJZmC-LtdRjjb&v(;;$<8`m#yI~o7n<4Y8OY}nXp79<)v8zk}zfZ9`WbU$U~<=Svt
zV*=M_&0v;TLMI`K02xQ-hVNDh(mYW2Dp?a`p=nk0G%kG5N>a=*{17wY&kLrbhs5^j
zPIF@#Pj;LrWn8tHp?4r}_&}Sd-xh1NvJpevBa-}-#WLPw^RGwe*(&~Uz=HLOTBj^^
zCfsP{ZG;dDaaT@07aOvOZGV0UBgB^StEJ%23FilO#8eLTOYvM$Y?p<g#~DC7*LVP^
zYwhSn+S#^*E8OOc-281)Dip$Dfj>_tVe&lYQ-an%aeML$E&pxLL2oIzRA76W#@6}u
z&MqsM@%AmD(3-hp?<UOE0ajV0V_87~{v*Woa=)1*N=cwI1*ME=RY~{DG@=;nW9?Y2
z-G@?y@yAWIE))j)Z_12a(YJgjI_c>lKGpdauUNvg6sjPWVIc#E*)r~`2yt;WB9Q-4
z)iKqG&w&qTfX^jA{xxrYtA>So`D1nLSoQ%3+QRW@p@!-6O-m;^7`S0=R4QU=eg%t1
ztTi<3yXK{_3bt{EP*vfjv8B|C)e-BzgW4^+Dgfe)FL5VRT6h(GPGXu8>XAX$LqaYn
zeA5hdOdYVsI#pD;JYxR1b(0JaLxLMJKXf~%Zwx+vUEn}7!{kwCRZzwStvFwk{93S!
z*senGXi}GEuTWUHdRtTIAEggI`_jnDa}o}iYcY%H<2;)la~InX0t<@|`0at523J3n
z+&z0|>Vvnzh-3`YtONIad6_jCa4Ib;=eHH971=<z;Xvx<D5+>sTyujWuabg}{)L~^
zZCc2aV^Ef`OppO1q_6Q|l4Gl_p|-O<gr+&Hx8D{il?J4txb<sLe`h_6n2~9F(RTcP
zDJOXJRFRVbDPHeF!KZFXy@KvjNW$K#r~}~{9Me8J8_aQUq-uSedE+eXXA4_PiQl3a
zb|SZ%O7MPn1xcrU_zgwiN=B2Y`*FfHa{257Cl)**<s<c*4*ki#Q`-t4HkuyYk4Qaf
zT2(x}O~a2OlS&@r9-UzX$NCIi51vKGmm*syqfO1pn(oFbd8{I6LcJNjFeT?_$(P^<
zp`J)48ui-hpv>tnIL1&@v=fT^@&E<0c`9#D(;tfAdXcqKTzoWoZLIJ<*NWI)VN%8k
z%32iQQ9e&Tz3U8HI*C<3nV2tajqOw9?SXgu`|Ikg@9p510XL)o2?3V01Q|}hWu4#o
zpzYN&vI3^D|5e>}2Q{^=`ye7x1kuo&N<D%oU8F>m7>XF0fPjE>M4BKS!U2)q1r(4X
zRe_+A&>_?yp!D7eCA0vMVrcPh@0)jgo;&xwx$ii4=Ki&3_RL=2x7J>>)>nVODGX5Y
zp`G`l@1$i-;+ks_01SLQ!v!*B)4rjiU!K6}y|y0ZF|>C~#8#VWX985bCmqe&%)=o&
zto=%?)Ag8qNV8;O;1vlq>4N;CXmRzCW~((iQDJ56r8}UklYEi4hs4YWv!8c4etBQ}
zSf<B!^Qus)J3Rkk!uYheaemmlr=9GuuMLkly4{B`<?h=_@RS8inm`eA2>fbChT8G~
z8NArH!&E%d&e!&YLuFNZ{8qSdmkT%sW;#IO#C@Y{_X|}TJVWG@q>50*-gAb7XE*RX
zr~}{eJsVxOyh|u$LsaSG=rW$>!-(Jmo)!63W$yVtLu^bL|5lmQQ+#Qu>0*+fydy)7
zt>Rl{dX|r!3*N@zlj$?~nEK}w%*k&=hnYHE-z;}T#psWX*7gfZZk?D(H{Yaw7<s2w
z4QWwbnY@TwSDo%W-6-lx#ZG3KQ{aK4AC|w!bgHO|xE1n1=QUgJjdFjl?f`6Fa)(^$
zgKB$0#?$BTTAPO|y}c?$k(A%=SHs~;vsjtLmi971_$8=oKweF;Zokh^CeO|sRhcoO
z(6I*n+?#NJVn&#@ii>h@2vyEfW_r_`pLY0k5MSJm$-Z96@yimodvEn+HC1Wd3wRcI
zMU=46FI4_6MPDV^+HGF+(ZUFRk$xepjmv#*D!E^+ywB-Uao>IA$ej76ybJtz(edk`
zxj_FAcRj5WU?b^}kV({)Wu4nH*Eo~S$HDk>^YeJ23ZKg4OpA=Esm?p)#+teE&&G7?
zL2YtMJ2?Pnn0t+JA<OhyyB)>W-RB#-<H5gch{|5}rjMW8a}o6W==aXAo5ZTEZ<j^e
zH^%OKzVhI1)5)@fTyv(aquHp;uJB^>j4zx8TM8p?WoNFK`d<eu$a}8?MLMk=qz4Ri
z#<5$inPRt0lJ@oTg~y=r@fxL*7IM5d;s4?_8}5ix<zS0biDG0rtnAhi?*a0XREC#K
z`x+YQzo@S;w2K*5bwA3;)dr_%Et9P$>;;;B6HRWIecvMngs_bOCM|=AFLI(G6A`<;
zgo&n^N5YV?ZuL~TGloN|llR%IB+`SFP}fAmKCZAEnitUrT@)${8<oyAE}0WS`vt!%
zIH+8{&H%KNuZ(GUdp?R+FYi-s1k9A($1?E(&sp7IzdgmKuy?+}QrcDlVRfW=|6!56
zO2x@QzKQg8rDCX}wOw&bMKt(Pc(o4aya~e{xN`}}8`d<<_3*|<ixFeglT*X{x~P2b
zO-wbH>}{8;kj;w<vZbUn96VZJz<qT*`f}s$<ppFbMJbza{4^%3Vb#=t$g7Pe!Xh^m
zH1kF#85x`T^$jZGWqMuQ+Ih9ar?Z4g{1s=H+-newh5)aRef}P;V~f8GQ(QnjilX3d
ze%ZZJ^D29r6QFTRgQhcH?cCj@VP2w0TfY}e+Z|tHa9veh<(Fik$5|jb1x6jnwN;Ik
zQvz>P2`x}JmwPb_SC?{lff6-c4!Z=E=v-(#c_kTC(c@WYjk5o~N%WT9Qyx73zDd?4
z5Z8Q-jO+SLP)t%wGR1im);xhdlsrTovOHYS!xl(rVsAf`TbZPo%cFNjpuiWEcNH@w
zS(I!x9z<CZi=?!uEbZE~SZ}TPXUl|1C}5D{>0~LQy^~n#lJe<F>oMyQS*GO-wDkWw
z`uBgOoc~&MkQr;*Jr_?D91_t`HEyz|&J-74KZU{<IjzPFjshUL-7yP96D6KgGpk<s
zL4^e>eqrjA;KZ#sMfsun<gs8o{pi9A$Xv&Pt{k>AguPI%C)-8aTGZS#G>6Vo9H9U;
z@4LoxNdX;v;;-6+)7LBsLp2=#RoKV?Z{y&>;EYwJq9t~x+B9FiFND|CZt=QDQMD<y
zU-)pSu}PR3Z~j2iSW9Ld12>HCwI*@!eI1Mlx)YE-zd!sP3E8a0nTeb3#{014^3<ne
z(QEoaLkphR@hbipQUekz+$WqM1yzC4z73|hzDE7P)L{-nO7}C}G>uZSBOI@e%IT+E
zI5OBN@%L=-$tWv^`!hzP2}*LV<wHaF-{*t47>5F754H2BS9#bm{iyNQvYM(eY}q>@
zb4558o*jAY3p_O7_-6a&=WP$xYf&DJ{N)<X629U0e71%7GbFrl=qJ3VH8zJJ4ECN|
z6D#GzUp0^K=k2t0Gx48>Q}a;|xcnAy>E>+j%qbnbUQlm=mnu3w$q$=ClHsZ9y5_N)
zMF*ilX=*eByiSiEq4n&LbPBIo6<Uf%Y5kAtRx6O64QdG9K$O%#XIi68hRrunU4PWU
z9CNQ0h4OMMSc{r5k0h^COH7{<BI@l{oK=3Y-KpVW8!-r}+Y;`~G(p^kG}bc>)C%CZ
zpID?0)<XPc#~dFRI7`qlPO*(g7mVyOj}6Fr(%4!nehQ_bcjV(Wm$0LZ+sv=y4fC_d
z`B&e6?vSruZtoX<uw1>a?|dDmPEc!TFBK-4y`ET^rgttdK8RLYHLgpYpBztD4Xl@7
zJUmW*Qk8qCFyKzmpZYS_#&ZtyOmJeT;_RXvEQbLXcwwNHYf6w5egadZVd*=&N@r1?
zT+>NDAiW&s^!LpOszR`y0{TyIuwYn-Md*Q!NU(Ij5foKYJtx0OokNkiYRqax&cQia
zY&B<`u0;2`r?Jx;R3ir`%t#5$Gq!`6{n3?Lfmuz;CgR6bOPUSaJ>+G<=V}W0!L)q_
zVM>powaGE>Rc8eiJkzH%-dM}N$a}~F)E3|$_ow3o<CGL7px-YKqsV^y$mU}c>01oy
zv3F{RrE$?`Td$QzpGYiNDSzLl@B&j82Ttke7U2-)<9AJft=@kErofvDkZc5cq#_Y?
zwJbi*;-BEh+T||hp4}<}n}#myAG#K`&R{5;&i4_-tg0$wMjtH-;5^+DhZC+UI#icR
zkN`UIv(8}w)IHR~Vi{xrN5V!t{t#dwS1e{4H);dBw9>x)1}X}_QK+~{rF7Req?ap4
zB94ompoGRc)Kdba4HmvjevYN~#LnpQ@(+aQE1;PGbT0{^mZs8+dk+wq4&>fwMIxu&
zV-qvr73v@&oRcJ`M;v}Cdf5;9)<M>wBJGvaq+ccO2F+NYYX;)t*Oe~-*nT*kaHehJ
zX7=)n-7}DHAOMj~edpRA?)!iD75~bo$Y&+~Wm8EY(29As9eL9_`*t&7ED_Fg-?#Ak
z_<Pc0|DwL7EC!vq1|!&^$nqhdJ#CxaCfi^b{?iIq2HxY8mEVPa1??=7jpo^w@)H#H
z=MVVn{T@?CZN(;qvnf^192jH+M+;9G@z`P;E+%PaRsLiFt82K>%k<#Wd*KZ{otfC0
z4kCp58>sc>fr?j(K19mMUGunYPZaEkqwd2m^Uwb`-~QM6?%!E;=^JMWqFzy?;57_U
z>WY76w}g0$ch@nz9ll=D2*|{-?+=CM1IWCIcLs~+YEX%ZoV$u)d~yD*k5l2_o3xiX
zo_hA$$13!4wTRhz>r1ZX&TW16bpKI}rDb+cxp1W0+C7A@&Sy7&z18zKHokK~SGV6R
zWzqWRr&zzX_t<xO1q$k#l!3BYjKc;J;ByAofT)d&&LJxaq0lXwN@33(Dakn=qc;By
z)TutOxzU_SLxO8N9Gz8TsnBGPYTpgF+EY6oCC@Zsp!=gwf%&CSD5}a2%2K~ugI0YY
zL+rA0PGaPz>YBo*+n|=R{yzT_NOS6)l;VdR=vM_P{)No4y6oIhFP0nm8Jn4l{@|wl
z6*stzSEOztbQ4?hww0q@ASr$LWNdH5d2_}JFhv2>yEVCj$g$rvMc~_fTTB$qR;~O<
zPqFj0h<6Nf22wK%@4yu$+z(%bA)qclUd0l4!+9q+3l>~q{58}P^7|rz<X%$z(KKy<
z0T^L-s7l@lfrv!N35>|aPxqQo@5Z*ou9I}XROTGOaImj_zwMc5w~IA?iXlhLKu`hv
z2+yX>q}Ctf$EbNQSb6T4l9xr@SJT=V&YVouSL&c4C$;<-{Kt1(32R&*7csWuur%24
zljYEjCv-Sjp4nUQmBqS*O2!|${!k;~e(+1~Bj$#GI^4z*lJbYHM>#~kgL?2GQg}Ya
z{4cGADWbqDt+kvi-n;GZaf+#AM<CN-WUr<Nn^raD8f^NzT9K2EC#}_oHhN7_<a=ze
z=$Z@IClQVm!PRxP&Cu1T#%`c#EI!0?e~O_vl2m0V@7wPq%OrHI&^^@+>iNh;xg4+m
zotI97z}dX&JZl_%StUYvblqA;xxFd&1xU|nE@8A76YOFF^fFVj<oGJ2uo@+`ROo1)
z-^;ud2%mW!sCX;_OVqEPVh6hU--%k)YM65v<~SCgRd_cCRC&}(qicuPq@piOqG`m=
z8K;G7H?=v?(HF_#6Gwe|sNqn(L1}qS&f8T3&WoqV#<LS(ih)Q5M0jc~hp~g3mmry&
z(rMP`tN30vBkao2Or8987Q_0Set!vV<f|J)XIete+%8Igg4Hyk=Hturg6s;Q+nO^^
z7){)3*iWu_oBLT3OCJ%lXwYnV&YXU@mg4u{`~K45_iGQezte>ShugpXS@jLXgJ@SE
zUOoy!VzzY+l=aa5GM8+jm_EFxs<Y#KMSLP>P<0Z&ZT%^bTQ&7zq>tH=4-}xSq3uNm
zOwVGo9UPf!m97r62*+Iz`^W&Mr|8hj+$`OJ@AII$4{(g+3l+PCo$+bU^?46Pj&#YP
zC2nL=@HbFc4w;z@l(^m;0yOYb2Eg~U30jXOA4dQNWC-FdqGtz*m_Cglf)P!aLCBKN
zFk~YPLW)p)%W%s{+Ys@SgjkZne!&r=5&nn>+;dDYwDQN#9U_eXAOOH!_yz)y-?CSM
zJzNhUC*p*63+33Wpbvm8{XeBZX3bVIw-p^SzqarmLU{(M`DBHQA%Bwcr|FDk&D$(6
z19s0p$oSKQeD%1ZCSC&x!=Hrk{yd|H!M}9L^alXy!ve3%%K%0DYp4&mYpPiwPiKqA
zwZV<B9Yu8q<~X2|FY4l6Bs#VuN5R1M9>6Qqcd?_<gf|+4vz#-dTFOb1O)%?#jD|}9
zBsB}JW0}u(+UqaeBgJ6xcMhavGOff-a#Co`+&&P_Sw&H##>bMf-*8`^#iAv+G(>rA
zW4Xs}oZTN9euf(CJrvJd?hxN~Fr0&E<v>av0`?0c+E1B3!0ee+m}Skdw3L-$y7jrR
z&AxW>NA`ww2kP1T>89WTX$)1@o8474=qFDK5A*>2i6O{(hGJ2FVHU$#+(PYFo)b0^
z>_S0wm4ej~;>mV*8w2F`f&PCI@SpXAi@Yx4)i)P<2E@=*8jo&rI{t1F(wT6D@hT<K
zVfZ1_u|_b)DuQj^Ty@Wd&O-=H(V$@!O_Xm+m9qTGA($l4NSVcdGG&ir+i1R4cJ{Ny
zaLax{nDlBIyVJ(`h$*QL1~eRkYCz9MV(O~hPb7M;|6oG-8L#A@yr)e6{-?6Me95(?
sm~^oAPetHaly?E3#jWPdoel59*T|TEZRo$E)_=;ke_lQ)2=Q(7Z^pV?+W-In

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-jurafsky-transformers/images/image-7-Transformer Block Architecture.jpg b/apps/api/app/data/demo_documents/stem-jurafsky-transformers/images/image-7-Transformer Block Architecture.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..8bcd5841a7799422a22c2524e829be26f9b7089b
GIT binary patch
literal 32130
zcmc$G1z1#V{`Mdpg0!?smq<4wBCQ}GC8eU$-8qDSA|W84APv$CNF&|d-Q6*R#0bO8
zcYJsMyW;MDzjt@P>-xs);G8ovPn_p@esSOTbI_CMMbI@B1!V;g1_lU(0sI4@XFzfw
zJRBTc9Be#XTwHv7JOUz$t3-r^L^NdNBoqv^OpFY)^z=7aZnNLG#luWb&mqdmbBA9@
zNQjADTv|*(>b9Vez|TT3@bU492#Ky=y?R~XCjCu;fBS`Q1d-xh!NC~9#JB~zLW+S&
zih*tgF#+ww#`xm}`s)kh3MLjd4lW)(0U_{(@@t?g7?_w>urRT)v9N$|`v9MVut>4V
zZt~0GkZU}{z2!h5;2)KS$9%7(iBfY2#v=IKF#w-{iuyVYEh`&42Pc=1u!yLbxP;t&
zc?Cr!WfiT*+B&*=`cF(>ynJP5Zei)<?BeR??%^5uIw&~g&D+rEm=CdW@gF}Wq-SJi
zeaX(r&HGwfR$ftARbA8E(%RPE(b?5KJTf{qJ~25py|lcty0*TtxwQ>H{C;$Na*FtI
z_Oo9YAk4pX3;6q&j{VjzQlMW~u&^+(aDVm-<BA(_V3J~C-{i+3lhwd|=0JW+z#os|
zUQ}916F#$`CXDjA;}8KAi_j7){Abtx=-Hp^SipbOv%huh@BNwv5n*BggNI290)tM^
zIMV$Hem%H?D|6Yx(@eH)F$`4QJ_asW#)RfCB^le8v?RPdK9j><TdV0GWOkkvxI-e%
zf0s^3Lmou&`=KkmJV0h>F1Q(2VJ|P-pPj>+qmSR5hE?jYiS4Y+<4A>nt3)f9z$x(H
zE=hVQ2k0M;>O!y9cv`biZ|U?WO%%}F9`=NOHPg4$tih5K^7JL$_!08<#Q0jt<`_r6
z*Zm)y+ow<$v6z4i_3k=2<PKa7gXlV>4AQQ8yTQ;PIoL+f(NsZ3g8H?(<FaepB!Zuw
z+-qSk0yRou__ukgzp3R%gYbzn(q@%C)?~jJ`xK@fR(kZ}P?#~>;t$9vzVZI~IZk1k
zQ5W!e)*M|1ZtS;y>t`OF?Gi^q7+D_qdKQ&bB9-yV3~jr~+BMglxc#GXxQ-o8YpSXd
z8K&uUbTsK@#a>&tU%hiK=C{c&DLve1pd4eJD=Q+Ce3KM;w+KI#;7R41BO_e1lZwKZ
z&tIGeEW6xWxT`MgI=nxP8kfwMd{e}`N~8STe!FEd;;IApk`2@SQQ-p$M7<YbMRh!X
zpWAhAJJ5B#Q4x<bmmFU*Jyn}b%L#`WWs58mO94ZR@!{LU?~`BiJ@xdz%NQh2@d)Fu
z2W~u~N0pHek)LL+?jWQSN2NJ$_=8yEjpMc3OP&4v9b#<h!?mKB2(Oiw<tZUHzHL`5
zNO*T0zEL`w;J;VisB^7>1j}@+NE@^|8hZ?z$Wf5Ct=SxENQ6&`cWtC*JcM;jdYcxw
zhZ+pXJiI5Cu2frCfA7ZD=cFmABMOXcyZlKb%XrTh)SRqqsXECwh)szEs`vVgiUgZz
zS3L*Ek39;7&hOhOsG4Vo-ifr2g3&6luS;7&mD8(q4qqwks@xGv#j_Kp<CSXUyPfVg
zt8(+TQlm$NC&#g{Wv%N$^A1z{z}1<q0?V4rVuKzCXTxW)Fyd=md43I|<zAGRX1#|_
zX<Ew)BrJMruIJ83SvdcFc-u{N;VkQ27N-FI&o1p;CV1waz9Ddkap~aGbG9U$B)nuS
zSB_V&I>lHP_b4aLWv-*zCtUV)R0qoX@(p>a4l6vA^2@by`=#B_w4A}jxBc_n19g*6
z_sA^Wt}I2ymv+k=a=C~%4oLZMVCwYf7LOJ|Z3^}^EebLZizuDWE8FdTw)Y%Oh|5JL
zyalFb6MSM57YuvYc%MzJb3D&G=$dUMe&|vL(vYY4Zx4*dO$niz><DiQNZ#awiufzM
zGNeM*0eadp&ofuJl()In1{&)rV71T!3uC5G$sY5h_l-24k=ZvD)Rean6T0#s_ux+j
zB5A(DP#Sk|+gV)tSE|Z#TDkJVgblw?C8EjgUP0rQOiN~+;iY;i-MHtElmZU<xE?ok
z^w!mAZ(lYac~9C}#}jyu+iC?KO1bXCJILb9o@RqEy2SI#9^s}S)Eg6Q7FvwRRpE?r
z>`@f6T|`SCGK-YO>FJS^>otYAEwp^WH{uwm)kC|*KT5r0^nH#a*i~rBff)!xrFc2P
zO<SkO=8{@PU`<zJKS#G~zc93Qd>x_S6?*Wi75(|X30^Q^@6N4nMd-1AyDvYJUzW!0
z)w8mv#OhDx3zFzsb!gY-^KD+TZH(OR%S3|?g0Q0Yq7}y;f)tmoa%?7(3=0is8P5+3
z*(=~#zicoZAN%{d`=9mq@BdG!d9L+!#CPDN=fmq+)zxM?!~%9jq&Fux2xO3+iw0Rv
zK?dxQE)C6*dj@<z_Rye+N`zJ^wZLtS$7oQwb;Cv_N@8J2@uV;wd4dLY7$7-HiC-9|
z=gQ`9ol>Jg&qB9o54r_Cr0JgCplaHS#$D01AmT_51^sapAddS4^vy!K%cAzy?sSv0
zoBH8vMIb|C&UJcFUXYbS6vb|vGf>(;Z->S!`p#;3O^Nb1G=hte8c1_iNqzZf!PC00
zN$eF#m~CA2!CHf%cN1QQa-{nQQE1%7rqn@$G)jl}u8tiy%Ys}U?z_+SQYtPhQ7rtu
zcN))(ZbiN;M<Dr@c-5cyWKK8s(UvS_O5H;7+(lY#r1&$kRgKi&G@M+J+#APa31_FN
zGOS`>h-cEFJYvgd3@;=!KbYwcn13b~^kLV{aBr5s6KjJp)l>JqH_zAMV<W|OD@Y4l
zaXi&<UJ_ghdQ(>`0`EdWc5$SXFk^l*4>Db0@_hykVz7gKxoV{*T5$rgl67+U))oGh
zC{aO8Z~`-dr+KqMo<j5bf3s9|@!`xUnOat0h+@&8A%O`uL-y84#2GC9B3Ks<y5IBA
zmc7I>-C|5Hj6O6j#&Sba!8bOyU+yI8VqrW>nX-eT>Uuj4S2d&I3d2>*+3XBRmx=m0
zs0$6sBAv+4{k*wws5^pc6o72qci9|^nVpuzrqEDI1spqOPpv2#bW@!Y4VrXaL4#x?
zDyHoV9tXBPceg{`OXfy{iuXEDfed!BTB9W0<p$SP9r?=m(sIe<eS^c_KwkT5W96>B
z-`RQag!~~YUHw%3Fc$^Pv@U+w!G#B_&inmxr|pm*+9^S3(BT7bNi@h<S%X={N39~1
zBS+|GXd?y<Z8&7EynyJVK|t$R72&$5`>tpZbO(IF5s{hyHuj##CyMt@QO2gQ2zlyx
zE_MVI4a%R$xjy(g7HcBjoB8g+a`3?k3Jl*a%89iS9Ni(?K&hw)LUyt?P%-6}GbJ3d
zd-}TILrrfwG{}e#e3X={`ZTiD^Cg9be&Qb!@#kdxPY(MOGVsbyv&jjK$ptyDn@h8|
z5*ic<#fMD3gd9C68(;RK%1O@`6dEXZe=^$mDNCL{r8_;0=H<L6f#XchwsNi?=qWJ=
zCbt3_6kVTkf)RrTsW3wopyERftI+HVzZYoG@SB~XeD>-xSKwYn$pVfYH~#X#I8zQF
zE{&8;A6t|E=y<*<zO9lH!$aLz<Tze!sJ4G%ylpv`LXH?PRtESSGuA6ZB!~G-glN#}
zM}!-yHaa!&;(p40%9<9E4``0*(!$xH%3E5kZI?0)dD&E8c4M@8YokF?3=KPH13w#@
z%LTqPbgEjT(?iQ;Wg&YKvF-P%7FV)$osb-YT}T||E4f0kQ?YkPk44Jd3wdvzt7SPv
zVONQ5jm@G#1Vo1rjOe>XW-74J1!A3Ti+$|1;Itdj>szK%Cl=C5T^CaW^C(87qhvVw
zeIriRWDnnwoY|+dbEM&un|a_M9Cwq})o3-h;PQ8cW{=^#Ne6K-eG@wK_^0QI7){69
zR&jd4Ywo)dy7~)qlhp)!VNAwWw|<==JTUO<7oa!@Np*9{>SW9$8Z^Quhh!k>8R2d<
zW*(LTuS60oY`YCL*;(5rYxM{Ozs^g_kLkMMT$Cj&Hb*xS9aAG65PFy-x$-J@nZa7$
zqR%2*uOm1a4brPta!2ht?DvrGL`7s5OGA<D^~7jUTK;`Bs1ebC$cstcG%s>Pksshf
z2FKDNi{2(kZ6TyA%p48+l&^r~Gev`FL0cR}FOc%Er@*yrCFJc9q(#WGdO!%WkJe<#
zz6@h@$S@6&xaf}t3CbiQ9&k3m%A`nu$XF%?4T5lB7N%D-A)d(K0@bFdqd^THAk9NC
z@CDHs<N}#WTobxccEEtp()lcFy38PA@o~wNnt&#<n4KL~6nr`L_}zj2dcGvX0_m7|
z-LNaraK`pzf9EwK3Jqd1CIhTTHyX70$)d3JgeNMNc{;W723dBX4j1RmSvSt6!Uv?h
zl!lV6GbT|w|K&2Uet6h>J%XF51#(CMH@OJ01s`4C@%eD4iH5Sk^-kO}uFj^sM5@S2
ziO`!px?SH7ZO`=^MwL-pC~a^v8uWurh5;}+EP3A{IWZR_$h?kUF6KmK$z&VIQ#_{q
zX(Z@%+f06t&Y&6!(4eDqiGfk;+f;C2AKoZo4y_)p4SWYir?rM`@tZZd(oHuue_t`t
z4~2U3Xf!Q+nczpHM)PvcY!$tlcW=K4TJ+5_WG41>>SV^Er(Hp^F7lBq>=<(dFB7K6
zB}B&J8BBc$nj~Qn1#9)WOibJK>bB?%Gcb>my4Hxdx^aMk(Ki&;X0Kwoe!JXjfV`cT
zcdzK^Ldv@m%Jp&0^?<<3)r_7o)HAAkvtM8>qIZ2Y+V$PYA(=X#ZaFRShXKYw+j{x7
z{=+_dTpX6?j*73m&;0w9){&|}iq$f`5mqaiUH-Au;JagtsyUXm>pgw-djfb2@^0fp
zEmzCzXWC2JXoHjnpK>sOC}W(^AXfIKhU4MyXpr)Bjp@UCA_}7u++W3QBo`U#-xY?`
z2au3jkS*yy_-bHy7gC$1#~t}dNhUd@3=IlmhJ8o*0dp183=LY|88pvyX7m9}gyPc1
z1&9QN1K6Fmk&q^ENFeIv5@H^h&utSBd62#7VnfRk8YHmoE2;&7J1@bUmJq;lapY_F
zfFNr2b5e<Kc;A5G0heqS;Bo3Gt|Xw)$VQVR-f1*w!44=!*GeAbU;@iQVxvL#=Aaiq
z_=MDE`t95mh*6U)8!(ZCxdvqp7Ix1#uj?0@Jyl$6%|+%%kGMduAsOMUUxJnm#z$*;
z-Di0D77D9R`;{=6xuf|zH|4!z9UxRfdM*RO38Rjwd{(v-QKBy9P1cb)SiWq2l6T}l
zvRI6=6y@zmj<J{HzSqs&oJuTo$T9i1y(>8IkrcWw|D2!tGkz)cJ<h|swmA0r38Nbf
z_PFuMKeFXhIGrBtd3>Z=vTVG5or0+6H#gMpZ1;nE3k`Zo0|sXPk!9Du4MRXEN9LoS
z&S7mH@UHK(L(!mJNe472wZjP83H940gZ?F)hn5w0;#TtL{6sJpgchU+=2S$KxnCkE
zTHkMomsz7h_Gl1SIjjMt92o-H>Efzwp*kcvx$LRZUwt@BvZ2s;Wd0M{a4?~StSZ`_
zp-O*x%Waj&Whn9u5E`3|L(Vi9ly%9uf@~Dd82BF4G*pWPPqW2#9%;lFo52FxO08n7
zbg27j-9AAxur}75zWeVIFPv}Jpg}Yi@iI4uN8|&vuGaPDpHzovzg1I#p5I^eGzH78
zr4UJh9bNFt>-ayantF~OHmj4}ZNc(U)Yu8NJtcd>xI*2-uQ6PD8?u^-5JlA(L$)M!
z$~3H3kA;6*9G@%jkcwY4<SC;{{8yN$wonAH-J14{x+pzGdgaqBry<2v^+DS2N+<#M
z_GRIOnWggYO*iJ~Y~Qb`%cbxoq@29lXqFI@CjL?jnGuEFE#z$Z*j%owHZFC5qB;!+
z3~z!7WI+=GuK_RFxi6sJW}RLfv!g+D(EI6SC*0MM<5`p68xRKbKm?d>0jx70Wi+UL
z6Ih0IE08m`_=VHa6r^n(S*UdAKGTzU(|$DQayc2lRdb}mal&2YV`&r#1bUYW$+0pa
zm$E6?l!%C1Am&>(n6cpP4eVtV%{5#x6YKL#qVS@el_|g75$?|2J}(5b3*r^xKrvZT
ztJ)gA{q*AA%;(C7Arq8?Xi)P!yy1de_27J49VKe~R-UoVjigYuWCH@LtOeHb{o!-e
z84yN=51~PXUhRO1e#qBwkPAl4d9wab9l+YZREi>!_W+ovLqhdvP(6_9t+;G{(Ad?r
zKO6nV==OUtOuyALk*=XwV$`yux$7~6Xjriq@TD~|-T8Twi&g-O)Jn(1xOGY<XTutM
zobkG*?89oin!Rjerx<gpIBw`SV<%V+2HdH`kBH<BBY43w^uwq|A#Hz#MaHywdT8h7
zCG78~!~HXkmdRe}k+h}K;H@xUXQkxlD-D*fCEHqvLPr}*<?mGzsNV?vNFNr8_0s%O
zQm`Q*ii|x195zu3uxvbqU!00YGy!=H$IsmG@Zc&M)Tz}5Ibo<mg9c3t9i^r^rLkXJ
z4n?ghp2xe22^YBXdwp%hPyj8*rJvvPq>VB%d_g~Q!+K$x1r2frmUqe$1R28w1VR(h
zkIDb)a3PlxgeU)Ng5dnMM6Zh?<<}*@wfpS@w9t?!&-P8KY^BGxRi7^q)pi8e0ofEL
zGJj}nn!G$%-lMYV6Q#AwqPoF%WM1;}=745_YRV5z8K7fD@hN9&V`X^EH&%6c2aq39
zaDb+%4qUKXYEC|yJ?iF2FBO$?Isr^ulqwLa7bgHKs}gz_3cg5hSk)YA*kx-t<J}qL
z_LNqW(v|B#N~dl<LDemP67I>p|9(4K@!GjlThLA;5qHJNZmr;AA=kN9MfHnP5KX36
z{AY(jqL=|`T*C>@#REcf&y&jKsd6KM`F*8h3rbq;F3cjXg;o>dX$wXyy(6oaU&{he
z+=>3SpQck6>q!jlAp}|Jb#LOnu2q*<!O4aWc+(q(%6$ap_nHmnj169gPaa_fxW>!~
zrxhWZClneY9|m`yYK<mI4SbzatcwEIw!Wv(#a<>9yM3etB;(7x?HN`sEYG>Uyxfh}
zp10Tz*1{lM&f{)CK1N>tkrjTwhCcq0ENg8z{R_ieMR?eVPU#?-SGSc8P-Y$(?menw
zyLPtp>ZYv0zEgJY$%gM8J{KQ#I2azEwkE0;QtdA}8(H#-=ovAOCeM(P$zoKA6DA{y
zOtgk&W^9(%i{aSg)j37UQL_?_?`SXrZHPWoff)IXUeEKuX1s+gf{t_j3#8KQYVGDq
zZTsq+lKB+{pLNCoCPWx~&B(x;3)UAPmoGXal_Ie|MNC6j%pcP4_Ss%?!j3vrD3Z{;
z#we&hDZj3-yVSrUoW?6vz|oMr@hoAD4M=ws7aPt11O=Ge)0IWGdu1kJeNK6u?`3_y
z6zDj0+xy4XzwBCMf@c;rV05u(=QgAw`g;sU*+y7P>qcC}VtTDqCr>2VPvfxyxCKbw
zo*5nGQl)&coQU3c5RkK_>m*R>c|S?h)B%pw7`3x;fxh!3*b-E<Kl7;_@ZjO0(YXHX
zaa6n0%zOcoEr0{b>U1mh>g_ap!<B<)CCDI6n{Q+*6j0OWCiE8k?!4ZQ<(rCMV%^YK
ze^D`4)i0Rhnee@>#w9r@d%MjnjzM-gV(!)>qXhMuJ4!&N(_gR`ibw`y)R5cZ6rcHN
zik-{!ZObG^aG4NfCWO2df?id@k8IJJ?YZqqFER;HV25S(wr_PnwmU5H5X*!N#x}QG
zlt+)PdR(sBS7_kqIdu}XMmS6-GPN??MDn^oKk|{$DSIcra|`1clDXT2wNiDUcW1{<
z0{Z3{@q9uE4I-9(>98hq<IR8!?peFp3gc(m6-_S>6fI)vdA(KRbb4{ZJ<;y0k&PRs
z(BTj^f&_^FR*AR5(EK>+VzK_+gECB;-S?ynE#%=POv~a$1|2ez)b)gQmGO$>W!cq_
z&v_;uS?d!oI=ojK@l(5M>3zS_08C^~eT#l;+U2;m67Svn5{$5wK?e<QEjVM46AZO{
z9lB?mRl|RgbnCr1%N@yL2@uBmTT!zdS?(`Un>uD9BCE%T6F+n@VNjIHK_qx56_^x#
zZsR8KCBVNJ#{VE#^aa3@E+hEHg)`F`O>W^=K0>(QG+-t-B=3cCq+a>;s8WB+1V3Kl
zJ12so-o|~axop3!9Hiep)=*NyWLYi~Z?Cmn$(AW+s0It1P$=JFwschY^yc3+_Dt}>
z9qj+_LNN?bgjEV`0U0Ev3mC<j$O{~aO>X&;*Oj!Ua>!e$E_bS4ZfVhIc$UjCfBMK3
z!Sz0hCtIZ7=MiA6OMZ#PGN}5cuU)>zVxgWpJ|s_x<Np(zpu7y;<e<0!w-K>$d;x^>
zS)`+}4gxthL1Cl`hX;Wg`IA;tOou2)tY@GER1@37ttpq1M|c+v8u)?IHc~ba91eaO
z!|-_A=8{Doruz~j)*RYb4J_K2#f7si4>Txq?|ucnFUuc*4jrTTxjdvZD+4n55OQQN
zk*Z_X#)s9n0>$?U7=96YHvi1Q)^JJR??$fl*X!SRLKjyW5EFK^%_#B__7`*y3U9rH
z&n`a|Ke<w#ElfAN0aeo~k5sHEDJ}I#9v{b}b^FfBuRzhcFmLT5v!4A@S3&VncMBHj
zdwGwPlkE1CGjivKb3_BuH*!xs9DKyK1v!O75EoW^&z&xe)264~)mx@*PG_vk4CuT*
zud31$T=x-Mf#pkld7HIkU-0Bhij8}yW4d{Zjm*@RA<4fek<S9-oFEZc^INX84|B>#
z3Kq-#=zrL^Q<zOe9N%@9YkB8Aks&wI*7M?%On-IPwx`Q!k>I)3iuwh9jmZVl1O-;S
zT)GA5gp%Ygs&ho94Ljw;C%3%v>0t9S&8VosoOTSx^mvWovJ2yx-Ram5)b<;aY++)!
zqh@JP8Pq6Z1W1@{;{mLJ8o<7WE^^`7sMm9RC=?%n0Ax%z%0M3-l+{tI4&5+!?vt7B
z7ZHC(^vsRP+a;eWPN(A94-wbFnO41uPE)*UsTlv+iA32#<csP6@kLlf6pH|dvvaJ{
zOQ`^ol+J7bcJ{UaU<^@J0LFL+c=*ke5|aE;Y4UTK9w6SgJ7;Z}arJ<hA9j4IJpWem
z*-Nt}d&*!=-32?7)KEQA;zbyDS483)8gRJB#O2Ok8Z5BYwX-_8ih5X)f9?X|%pPs~
z@~Y|S*T#Yl2Eh(+I2c7*NYY#Lev3-JDB$hs-Av`mFN+Gq+`<2sTamSQgRwbxOPxrw
zd9aIC>cKY^fq+a;)8Ue5Fq2^3)@EKzHH|y1fxA23i8dG{ymXm<yOWm(uiTG|lB(ki
zSJ0z8(4#w`J!7{^=1Lc6%&<G-)!~kdGGMHYz|9Sq+bD(@-3cj07Bl^^RT37B_xJCT
zIYhN9OXGqt`s9^!d9UVZexS2HO5jK@k@yb`8JU=T-`$e34kt!VTbaX+EVZg>{^9aF
zla{TygHGz{q4xyJE~k&*lju+?XOKx8bpYtCqb>DH?0A|U%1QAvsq=6P27pP<<%V<O
zS;!{;cyE6%>dCn1<%_MKB5V-L<!=KKA%!*m18kYv+MA$ET^$;nqz7_<SJz-a&;Ick
zh~WQoj59Og-aG%%VdN#?^NS(oVP%#f(MAoHA89;0TkXhVujRM|oLQ^^++8P2FA>1q
z`)dfAm%PfJA$=EwOZnF65;#(E8LH;AzV_E>^B>~=6%>biJc`sL<Sgk-X66(5?#blN
zIv5n0+5>5{DuzlT@|WxoN=F9y`BO?GWl1vY`(oD?`<&J)hUYtRe0n^I?+VIbxPP>g
z!M5Sj<#o#JT63Cb>$y2_anvABxqZCcfa%S9@{mv&F8w;|;i}V&<u(50yI(8gZ=Ky~
zG<3d^ypm#h*|GiV<bHkse|LDq{_R)gR>jVtZF=eD)j{2@s!ZaYxfwCNhNlNA`=rXk
zl*MAEJ9nKqE|V7jn4gIJi~Qs;Ef}w}faG%4QWQ}3lfS^U6+EoqtajIXv1ZvPYu~tp
z%Py>>9Qkp5{+?tSO561B*@?CV4zHo-O_a9T->*G>Fr1=Qm>$Y?^{1mJ=DvhBNcky{
zsF+;>2&0SGwDE|DvN^`q!MHTT9Y)+EdmG?b&q5DKQ<zVn$$)xg%9^&1vbut&wIe>Y
z^!d2-C5JasdA=7B`|0w;d2229SKy#nmu?vx>U#}Vkv{F4mG>MjgM8FFOo0Y@nK#PJ
zS$&0KA;dE*5@rzbT4UC{P$-keOM%%|mK*dX?TZf49yz%(O5d+YG9gSDuK=J;_yFpP
zGKvDyjDS&JVA(=oWa_Y@5MbT`$=V<$V0RnEfaEz6A^(%fxqB5b@gRURBG@>a-qqzC
zxb(9O6m^GR!zMG(aKC6skTVz-3eXIGv?eHwj-NGf0|W!e0)oJ0LTDV9Pl~H~UH$<R
ztX>Mh;$-PkkXSKD?ld&$wQftp5oj0<f)RsZ8UN6z!lI^br-jSE;%)^1^jh*fcXj=d
zJ-dC{<?VL&=USGFROVB6`^8o#Y|tP)Xb5BzBMS{$q=zgiB5&0*0QUh0@MnGiiWS6U
zU=;Y_a3N@cN{V#}5_0Anm1nHZu*%EnqU!ckRH;`SlL4=&<8sUYzjT!YXe@k@?+g!M
zR2ErMmW)XLp(~dLz{kdwSPP&iF8xRm$rp(M8C2LngD`+xonRBPL<#VCAfW~%W+W1*
z;_?veSQR^d^3-iN!L&Skt@CJmoipoc?nW~_mpye>0e8h{&%L8voyc5gf!NN@rtBTJ
zSE9!){vIqsI-;6f8qkZU$=oB}Oj4D`c!Rgu91nZ44ZeM2)DN>%28Y|Jq~{d99t+Ro
zNH4qgJF)tw$WqBpX8Pl!oZ2pveJGR4U8%1A{eXh;FLacxJR1VEpFuddDo;2FKRvk&
zdU*7Q0|wd$yo<?>`k-hWt}oq}Q4G`{`qLmweY;F9eB_F@!n}0p)#_)Cy(g_r$a@~q
zU8gwM5@N1NeO<ZNKz_s@v$d*<1niE<0A@T^{qHd~{y$+M{w3iMoq@<lgKkMeCXQ2p
zHmb9OVx|ETgJt%ZhOHL5xRX+Bm6vf~lCox;5c<loZ@6}4v5M*0M8gge2;8$X$c6+*
zo<DrI@A;dVnYoOHjAj*Qz!^WuQ|P=}GG>J_qhynB0mw%bN_($-+2jg%m1ddm9G_`T
z?>Qv6y;2l)r-ubhTr|(gC`v9DEEjm%=0=4E!S|@o1AhR+^>JmXd`Vhr6LQ3FM9;_r
zo2(3Dx@K|rHN8&-SiR7Gs*2kK739LXQ!iREbo?yy$yP!{VXnt>-O7?Tq8~!i9F;JI
zHJRQ%(b|-V%jFHuCbWp=ajS5=mu~Lp&O+71_@lrADJPS^QfQ!FGG5k)L#OxL)ct9M
z@_x&0S)vWwMv^pus|gvJv|_vg?+e@x&ueiu4KHHlu5l=d{fG@Rl_DZ?&R<m#H7AiD
z_g2l`^kuMdT<u~_ef;v8Umx4@l_0FJn5g;E@)Y_f7NR;Q*S4l3GIIN_CGLti;6@8c
zFMQ_9ezGV;RWp8Y1jaNDHeEW;WvyqihqpT5F1nF)fB9DS?cMTt9Yr!%%w4a}XK_=#
z4zX2ttGEbHaf{Qml&3;BtSsQTDm8=U4<GIw*sKkIC|?U3!m5f4yBM~2nq1F>oks9@
ztLF+=d@{|E{wiO)ASD*)#`NuKvYy#zPulN^JKP#pD^@v3Ri`53j?5pTf*yD!#M`1b
zo1O(4=PsVR7uM3Gw-I2;z9a>aXk($id|06<5{yRlF!Z7rh6@XAji(L5HLu4#eohca
zB-mz+U~YAz?T>VNmPf*8IC6bvzTGnpGla2M9JwR9T#0lC?0AdoLhrEqcK1rlbS9(N
z@Uoee^P!6pIm%!rWf=|f@Vt=uz%9n%ue)^chF1t2WTrE=|LJMyx=(*=Df#*}3gXO@
zD`k5qc730`F=1(P{bAmsS=PF_<0`$6$$szEX3r-Qr#>TZ!BAh|WeGmXbtj4CgrDWt
zMOi$FLig%9+ymuDk=VRJv3upm>*+&TAMPkI%=HA|VJ1sku3@cJ>?-Wn!O4|is1lJF
z2Rk3>!{+FYt7SK*9b5f!FuJ73+%Xxp%NEFXpViaaorsjO<=L!!)>pJ8dM(y3bBgV?
z0rDERje3RK?s2s{q^ff8CS9bM%_Ljl7FYI)$s0ZYDvP*9CN)d(=k-fL4Q-NiO{{fa
z0t*N7n%B%mq9;9ySC|Cp7m3|B*oSNQ2odQWZJy5Yt`4(z2fGIc>>LwWLS@JFoD2^F
zM<LDK@UF&zM4N$&QlSRoU||RiAj7a!zrfPqXz!oDE4ZSIjIPtYK!A@db<GwbKdwoM
z1N6%`y9<CL^0ow0VBI_*7s5q_tL!340IPr-0^X$toLYKZO>qNmZ=4;#EezjC|4qYL
zM82$u^l?{3wQvJpeOa`BIcQ6mRev_j%zU7t;V7A#yOl+8tnuWdp=EEF!)G5$mA8vJ
z^hC5u^oJoisRXqDx%qT`Jpb`vy7+hXNe#i6^)ue?F8(kZd-r^Trgqu1pCoSH*2nCb
z$q}m6k$-|0Kl&%ill$SE#}WW2lREelzh17t1VoH{w!Md&C3-1z`-3QQe}P9(Nk5T@
zq-NfgfOQVc3>-oqnnwXtXzjPfRfApOWs+Ne*wL!E-eZ;4%OJ#);!b6bIr*1{06L@$
zv%7Gv1qdnEEZ!idH-Ev931H9w&!8kf`0W%Am#cNtmOSk=hTNuUi)Yv5y$bD(*%06*
zCW`II-1#R1*t6LJT~@aT?wq}sr8&h+KBl}m!1zd^ZMTLh+j6|}&|<=MSJpiHMHI2b
z3r22s6zKxsxanFT2tr(h4m(nCBA}rm53;BNSYaVZi?loU`B^p!3ku-4hC75dnc98l
z7t~D&8O^8TPk8pOybh~rcg@+%nDlf`U*;uwaITP_F}1~;&)X1tUElPb`}Jn3T`{KE
zr<Y4oyj+cs!FhAFQ&UBQ>9;YLImZL_NS!fOBDkD=QE_VqUgEd&gt@W8TEU{`;_dt|
z#tI=^>@RGxXQa8~(4b&XnC|JZIuhRm#TJP$gJMG<K;G6E3qaBqwZe1z)DnqSc7#(~
zkzWiHGuxgohE!-U#r@c+_GD@=YRj>BbnktOn;E@Qng*FX#@$U2uD_xBrM3whJVKBz
z@(QX|H`F9PR`oJZurS!;Zq8vz`L@aFqkG;`J!jOHW>R3~!Iory%Yo(jE5*r`45B0E
z@h>qNBdp;W(T9CQ{yI9bN;i(NUe!XI7I2aH%Ln+AR`y8`Wk#3|n5k7<#aIL`79K%}
zbPg`nEmWVoPTyf<?JfQCxwQ@W>td;RU#;<zcBhFodZ))iKZoJrR^7;MnUz)Ya4WM8
zliUoffaLN`Fu#0@QpO;))RL4bat7=5`p!%4o6J^zUF#IMH&tCa%JF4F7<S`xZ-1_I
z%u#07xx1f{$~)@6W$1RfRhNfSbvyZ4uj`$Gw3*ofC#)K0t=Vg@VreKdnf<FG)TB2n
zQsjODU`7%+Nyx4QHhBT?X(EGqb&({BW~a$yVGImog&-2ZOUbpA7Z+M+&=mk?e4FvJ
zOkKoC{#N!<;qli6gR<{kWNoyag#2XO^cb5MP&wEObzJ{iFh!2${Slkk4`J8ttKb#M
zsURp9llUHme&3zYwIL-cnR{3*AVHQ&bV0&6wxvC!l2RJ}dagN?qY&#SQt<0Rd0Bu}
zJ~#23u5QHO?e3G*_YxyU&78tlG9I|`Hx@qNQ5)t8i{`qHal7B5dCsYeEenL<cZUO$
zPXREn|IcJu)=GUWiPTwE3}LL*f=W5!;2^o{0;;t~6l;|lqcNI(phkMFYg7L$8vLh7
zM!LeE=fGLM#{SUF&G(Oe*yR*azSe+aq}gKJg$BicN9GT|CYt@Go8V3R*0{rnT?&XB
zAD^;X52(K5<M(#ZkN;IQmv0Wr06qN&hRgvG`5--%TM)o*E^B?EyojBG*=Yoa`8eL8
z(YE!>7>>$Jt7!Lp<1^V4wmOw6@H^^pT55mcLbb>06?0Qb5>#OKw*n&2Y^;(Fqxxn)
zF{Y^ry_(A4(|fhLO1HK4POw9WF+Cg?PgnUE+v~QgOoCAKk!lE+rOet&ChGu^YK3RP
zVcq&~02<c>3lik^_)kfv|5Q4`Ixx%hBwB#TDpEz~QMYW~`HMHm+CLao-S4wLtGQ7v
zVWB)!f<pfi;ri;8sQAAkT;E=CR+<LtGyX1_*aeV`<?@JjvRTSNqCi#c-rLz6qq+Q7
zE7bdwf}Sh?lL_<hi<lzRqwPDglrMqzpEv2Bjy3jsh5n>PbwiPN;J$%NJ2tO)bv0DY
z5{_!0W{9kH7-K*U8miu@mU-o_Pm!&BQGV`D09uW92RT0UNC`xe+I%rIe1gcoAGqiC
zm1Y+;7`hZgpL65=br<dl`tN-rW5YKMUb!s5N|8X^Biq?<0O$=KzEp=(H`}eG5SbK}
z(v+8Z#YiO^EMeZ$hJ;APL~wh8F%fFAK&XRCNl|CfF+>r<x)G<%6@hXkRHuB-Z11}1
zUd-TgM=jtcsGV?$R8K*gmtnXUM1ZVh;nN>B%E28I6)Xlh=xsngGzJo2i^Y^P%A<jE
z*v}ODZzo(=Rlu;SS`0u)M-M(-|HCgC8iN4%IfCi@I{<u;>ozPsac4&b`3Rzr1mIuZ
zgE9cf@m(X+5q}FB<ogovVSxD#YFi{ZyACJ<8Uz5BEbN7%%npET>W+X98Z&-*pGxrm
zrB<S=x+~fKWjn53KKE?y8G0Ab7}TpTFOrN`hx6ToQ@1UUO<SS3zS>B(h}hH*sClpZ
zdIbi^HuhW-5W|eN8a+C|MwlpnR)4m1Au|6`T%T-8G%~GS-gfZkwyZn2KV_>Jf9Cj2
z^lUVDS;!<@mE4xcNfQtj({|4mAIvrWg^K+K>3~Wh_1X8zEUX^B>y5b?VG7dc37Dp$
z|4)s#T`4vV`<0*Qp@SvoAjN>gLs5EUeu9Ms+aeJ`K0)(7uLYYICsURo!UPRs>1b&<
zUX9hCc$pu0qJEeU{yYBsFO^H&=jT2mefve3Q)Ex=1@w}y_=&S5gXm*4FQd-|KH7{O
z2Bi~hZ=pOkkMbLFp3J8Funm=gV+Kg9?0<jXzsEKdtBH!rG&D9=EZE`S{Ul!cmHpNz
z)3R;5rbKe67(*9N(XNzJrir|8K~#sG2WyoiY=_0{EosP{_$sZiq!C0Xnr?su5jQ;C
zt`x{2qH511wSTqBUV%FV#u&TYb#(D)(mi2(jQVkvKIPF6+bNc<^}%)Ak#hTrH4o9;
zHn{P_Z5NSvYERpo1hs<3**oA@HJFx096KFm3=?pAX9GZX!3ZF;f014Ag|eReM7z7*
ziGNZMm0z}KV{lJG&EB!_y-JQa`y`pvc}G3LI8t_*fm*G6Vl}~_NkX1s5buqSbYC|g
z9He;T!oldn250l3gn3tYUve)>Y>-a>o#NLzBRS3Y07q0Ff1rXf`i&$OSi0t+oB3;Y
zMBY+x*SAoa6iB|MFNIYqm1K_#zz`;rW`;LvZIYOnP5|1WB~8Q%D)bBVM;}mzMG||7
zhB1J662x~f9cc?g`t4AXibyUKddSe@F*HcL0kH@2qNH4DfaQ7vsG+=;E^-~v5tRXZ
zAmAMrln+h5CjwhF266wNl_Ii0h`Oa8DbccQv-=%7ry9f7a@^B!n7s+8tYnu`uE{Mm
zyrpuO=@M_N$iH?)T=Hef;fi!Sf7E-4LEPe@|7A~+?#;!-6xsoYyhv(&SsSu$?6+^<
zA3XRRQyzIP?O^0XfzfF^ix~60HPvMC64U)r`_;Cl7xPS42dU;J>@4Fu;u-lWhZgN{
z^jlnf&92=4n0iHuKIPK~mk!VEoK(ER2kpb;j%jB6(2uxxCpV6B&HuWy@iHU+&!xi*
z_P#F}@?0LJf;eLo>)f|FqXzuTzqeUF8%z#;-W_I7B6Rj&u}k09l~2eU3nGC@`K!q3
z)BE7>)KJfH$?M>^F<e|>AWlolDnswaKuzxaBcZlu|1>cBw`KHS49O3nmXJ%NfxhW{
z{mLH<6aPp*tZcx=g03%9scpaT(aTi!7#`D+Z#T{&908|kRXlQ2!tV7j&28x9yii(i
z)IFBf-qn~1#ADK!O^jQJs%se@9hNy=rjxp)u#VPoiS3=J83S4CF7NML9oHYitA8kW
z=qv^zbez(txj#xMe@pt3_@(6wpl&Vg;t6|^;6ZF`CaoU{-2{Q2Vm!X2Xq<a~IngaN
zZht>}^c4eO!#x94<taZ^>549=FuFT6rQa;v=EnLO)<KXVS$qsAm%Ng>Gog5q>SYrU
z^99l``F516u5n6(9TFk;Z$85e?0}0dJ85WIk~;bjgn1-IR9?o{e`5v=P^1t5`xqpA
z0A!3xf1xLkV1S<B6$D^xW?<DWp#~!l6Mc+M1t3e_?u4iSQ7{6Z9iaiZ=@mc&ObVp&
zjmqHW@`fd97#ef|DjPsz{RQqe0X+E8l@TzE3}772?}59SbbWeL{smc5Xorx$Tsio1
zp+B1vGPdBvez{MM4cAaCNGW)B;DJzk-N(7SPu8neigaw4Ya8^KgXgqIB>${jI2!bk
z>Jva!L;(Q?(=;jS(b>0s`}!-0xuqQ@?5%N`TXj`N3R6<?w{U&Bv+*2pjj9H!iefHT
zZ7|}EzhuKTI%8n&svxlTUFe<;kQ-PWI_&8HcJS9b!dcraee1uy1Dp_Z#UFCp2h}mZ
z-Tuf+x0SLGpk^9E0Hq!F7sw*ZAJhzr37}^Fp}#MHA^(N0`i*z8f;961QP&xUMG68R
zpqhR!_2f0=gG|wR0wWcCBN+K|z36RD!C|W)%k8j;j0r1@sC}`b=-OL0G9&jc(vc!H
z+GRQpb5Hma#3*i6b8|=$gM%PE6W=CW#B<w}UHCtE7zKoK<g@&QoPIsHf8P&b_3bwd
z?n@>4Wcfq$u^NB1^fK{I7C)PAdwB`!+f~x?O1+fI!dHvW+f!tZ{u@rTC;*t}mo401
z2vLVGLeh^P3&^h_x26joJBi^bIz4_JTzXLMv|ur?rc)2-I{vzyOAGW)S#S;rX;OX-
zY2N?&Ekdk@5Ax_cBCoE_)5bp-x%J)Us?tT=%_;5rbMi@S+!P06d02Zlu(t?Kkq~Cu
zTdW$GJx{rvSicf=G1vIw1eyvH{7iHP?D@Lk@)&-{R<=RP^Z3hn`n#dzSULgawMvy<
zpo_oAf}S`8vV0qmy`0A8_WaN0FFI`Zh<9iZ`_1KpGq}kbwwKH0^Ji~SMB$v?=Enrz
z?ZO@z&Rcl0#%8rN@%E>eaA%NqX+<O-ZwWUc0gUaBJzthgJI2DemT!|{WysB%5)Mu}
z0t@-}4Xoh`&uiw80_-FyJ%IFNApm+%uKtc)w<^J;bXzB8zz*Lu=&i|fha<z$WVYmk
zmg)KGB`;P7U|YIi2Wyl@vrx#3g>2z(*kKZ8ZF98EbFM9Rsbxyify<Q|8k$ylNHDZB
zc*d%8*ZHdNNUNvQ{8VNa*#lS<m!I3srcHIqR>VN-dn+`EWM$O(pzL0tb|_{8!IZwe
zCwZIX(tLH61taz7@~AMOm4%H9VT_PtCuRIPi@nEswb%=CZ|cxTcqB!^pfE<WECLn5
zhFAXG@E;7?r{M=S^_=ogYhKlyC|eGdm$^=n$sj$t1-nfV4JxDhWh=SvQ`V~u=gzJ>
zCsBfYAF{h8y=xuCc9M?`wCc)>5d+!E9!^(l?J^~}A1q<=$N1qN>}eM?tiD1-0vbEO
zW)Jbo#}>twnS3-_*f^s#x$0sd3;V7}Eed;E`(<wZfvC^PPE0~!+I(S0JNViUw_B<%
zBa6(|pYFO3l$#-?V4}go>KGQHmD8-5rvj}Hq9s;KW)+2X)d%->Wo{rkREBJ##|#v-
zgT;bDt|oAy=@6m43rqZO_cu2XpPmO>><QVtI)C6F+LJS5VEfuM7wdB|Lnmc!9%4de
zM5u?b6M6nU2Z#$lQ#l+&`wBL$WP2Y$#bBAX-jsx*t)e5(E8b>QmAK!;xguDtWUGGM
zr$2IxJ<L<fp0=f1Jk#bz|Gg#OGA_TKrAtynxshF_j$bZ=aLV}@4dUyhn3^^B6|EdA
z&&Zgw@QjGh@lbdXdUB)wIdPT}yI5W+Qla$Rr>{OS!-}>*B*L_+=4&Mh?VW857F*`&
zYE_T-NaK+-8Fq=bfl2o8EIVFJQRX#yJkWr*qo+<~3xk!)aP5t=mltbwNf)ob^R8-j
zk_OtcyGbkX50pR1Rp3sTm^r46@uc#-ZmFD4LS`%{*kgA)pZUIt6z8M6O<PArsM>=i
z`LXgNU$&ak>lKN*QOhednix2BWM7L4HDXC#A6_`2)I^(^j@K8uJx{jb43|z%>=&Be
zcId7=19-)C;Lqi(@K0oaaZmGOhEo?<Le>_wik!+kUu8xz>dlN$=K7OF@A|qfXKNGO
zk<c8vYuNo?=_L)KdrJL#beMuKX^?8JPT;x#_#NY}Q7KrwP5kM`Z6_@awdHF11^B^F
zsgZVM(BF5t{`;iFR6s6!x!@&Ig8Yi9*iYPU=-PKSDSBQHXcHn3{MOC20RR>9M^fz{
z@i`b<z`QQpLUAwdgAsYzRW*X6K&Ym}dPzg_kK}Gz_0|Us`B%1-%MyIZ&mr#`cG@5x
zDEG!Lod&Zb1cb8S8KYcvec@SKujigLi3hbt(U@LctJ>^I4w=;s<!+Mf{;sD#Yb5I;
zok=!pu+bH}LImF^8dgy7$q^9=_pWRo$8^nID_G}W$KELuHT2TvBeT+QcWbGfE=avo
z`Q~dHN@O!15sm%Iow-d^hIM2=IKw>7Gxqa3-8*NNpcO8UW2Wvx1;g4o{F=IO!bk#l
z-yJR5*!FN!-p!k}8~&<f66781^9AALDpU|tR9~q`y;<Vw$H!lg8?O9e8=uDvn69<?
zEQf2!8Mx{5Fu$GFY$2(A@zhHr!#$YSRC}C9b8f{(zyY)L&dn~G&ZD&4<4sy>zA_&{
zEq6d2p;q?IJ;KytQJ;XxI)Y1nq(H~ulTQDvvNNd4fo%OL4$k+;#0c@+1ihg#nlb(Q
zO?Ipc&SO#2lB<PT<>6lq^k>@a?5;P<6JTjGHrjLMJ~LxDiqEyUGS{8Pl4N>CQDcy5
zTV5r)<L1+7Zc4GI*<v!sF{Xe(xmF|3+{$)`^|gbfir%x+urLx!GTU7t!UjBqD+&$T
zoA6|PeX8FTr$iAalN|w}EzjNb)G4)&JBv%QaU*biEA%YjLK;l)D$*g}kaud#I-~qW
zwR0tDm7T!NQ@zE{<XgJqdUI1$^0ym2WLJGGDp^h^brcMZsRnO|1T!$U3%)wv>%N!2
zR+-bd)0puH1`Rnj7^`g<DzLRx0DJKe^g4{N)1!oo0NwH;fwdz`evPQEiMBX}Q;%0f
zXTX5k*OAur?qNa)?jO+}8bR~(*$fZ$(?b(yN%$tft1I3&flc5x$ZV)Bl=QcAudB%G
zpM`xz08HQZ)vv(*&-Z@{+}D3eoJk9<(2MNp%oo!6LVbf8i(X)~yD9juG~&+3>}e7l
zzyETFeCC_D`6MgqOWKdrLLC63h1NeCgQ$2r;fgWiWaY5ShOY!ZFo^u?&T1W*zlT!V
zujb5Gf!%In&|hqZhTy-sGoCt--I1R5JIU(^_$(p=lX(w`vN6s#Hi3npz}|Y`Eg<l%
z)ACH$8cI&250LFJQR(<CKvE5=ZaylQ0T7wLZG;(Beb%uoEfC645FSvgD31okyobA8
zxI+&E>S`{Z7X#`l9EA_{LY}}bdSm=~kL=buy@y4cPY9-r7w&z1cRtCJCeUdrcNm^g
zVz>6#`GAy%iHf-f)j3u+!)uFS!!gSH;AXaZjczmvy|3`>mhbg*+|Y6#-{tRnqSQ^y
z;ogPmcoPWOu7M)=j5ZXt38lrO8Q!VV>dGqBH@EM5_1b2SFoTnv+cU`?ZP{Er`24cE
zWs{Krc8cU>x;BFbnW47(IavI?w`3GtBqQfHWR8-FVDsUbh{U#ulkw|`%2l^UPK#Xm
z;*{x=oemOqLS92t;faWV0mD12-S^`wz6=>YxMmv6&Y5C8Jc&>^P=nj1<r`SB=vk7i
z8(AD!7S>hlEk9T#Mzm=aI$!L+tK#r*k!ny39%-fJ94$}5bq~}Vg{msKTz}Ji==!GK
z!LLDWEX~aZcwmi*f7ylGUPZi_M%>(7|5O5R6;_I7?W>wiZ^~r`hF4!<2cc90%CS??
z_<LATyQ<aK))CTz!%%krTR~D{@3+aKGG>K#M{b{1y`o=TwOQS$Gbp5+0}qt4%6>k{
zTB_r2mXUyE)=-vwJ+~g7F-%u#d-?Daoj*IfFiCJNQ|b&-Z$gLrYI+mzdd0;~3hyMD
z`us+U;e<mW!s*;pfAE;3+ygx2R5ouC|E;fkg{HG(=kZLl+k3>k$+bx<g=y~CaNFJK
zsTX9guY<(JO&WDn3Rlc{ZGinVQHBY7qu<*{p*-F<p|UUSPYxFlpLTn<?M-!`MU&X#
zfN5voCVtK)MDA)nX7`kNT#SUV;By7N#`o|#y+6~BpCP5oV(yL$CH7P%NGlv4=-hu8
zjv0;D!OlWD(U7H)(l~!>Z1LTL38d~x-7OJKxSaW|=ta&&$rmWG9o;=suUrEo@3!u}
zJpTPMgp>)KS&=s6BX5xqWwJYI_glxQ=~kyo7J4t8xS%Y3gz0kYnNAc<#mIhHi34j*
zHRn3+Ow|?l<r;^j59%~>&<=ajo5km3GkA#h-N0|)V1C3%WQgF33!HtrM(-kK7iDs8
zP-#1`6y_^ToM$;P+_JW93+#jFwe;`>))+h863N+jyEW;bImP93uSvVb*2R2yF+iF*
z-T9p~`z<g0C)$kXWA{hW;az8%hWsFo12rXWMP~N-@;l6;Sg?GxQ08x5$GOG0mK;_8
zZ49*Agroesg0|3`CQE#iTW|Ln@8pWZKzH?*6oKa$*D0TJX!!A~0-+E^hE1ve6tG?Q
z7ts6PM#O%5u!Qqhk<P9IT}-Y3sk{)}m`(1Udh%}&bN9kWE)6KCaT3w9;FArR^7REg
z#F&(!G{DWAnB{rB1xU<L-p?s@`l6ReOxu!QQ7p~4=D$4&#C;;nn{#;&cUib249N^Q
zlFC86qCz7-ZoiB)<{P_O@0~uwLr<P?s&J|FT9oZa0y|+|XDoMI;Qi#56w#n}dBg4-
z%P*dUNq8p{mK$`fSloJDJ=<MHba!FK9_kK_D>r$|>i}P#F;Rvr8<;xsWZXbDm~|=I
zbvP9xrMXG+hESRp1?NeXNLD5)@TOb{>I{rDVuF3})&poKVy5#=fH`v6JMQt8hqEJZ
z`C^R;KejgHG1jh^_yIl4MdHsL;Y0$3JUS`e_sFUY^W`+YTRP)@Yg*4l(unEC;!4q(
zLF9FB&9aKP^_9jGxGWhBOVn(TJSIy_gCDlxMH2FX3ki|&CV91>#qf`)7ssLZ)NqFa
z%`TRnq%hX1Uc6f*&%S?d>!L5^ACb=5A`W0~x+rYLF@W9T@X|lM6B6pnU5w>UMn-ZY
z7-%@jazp4)h9rUtTbqVQ&ky(F)F`_N;LRY-4`JKQ%Jk)9@n;l2P=^?0=W7I?&(_lr
zL(5uA3n8NU6p6RXukb7#x0rbVR4%5|wmg$|1~P5WY<3lR_yXme9H0LUE(KX4d&P@W
zRUl7RY>Pa*27o;EK=Md!6w=fHJa?j58MfY(<ujo}^EGAL&qn6Qz1p+&Z)Y<30QfXL
zP`&)yZFPn;YrsuWuK`{#<L5&KDu@2oFDW?`S>!vWqniL0=);7%9f?qp;eiZ>kX#%A
z&lWg2<2Wm1S|hQN*?4ogjG^CKX1wsXe!!u)2(322Vzye@(YV*NGw}1=<bN`qaYgTa
z%NI4!d<V;h*b3!tnTA0-7Z;G;y8+3P)*nJxZS!M7PAE%h=;7Rc23<0CtZL3N_vg@6
zq%J*5Z0JD9gaDCD$lYTV8+x%U`H31!fFYX;kYJ}q?L2@fHrHV`p5mPJ&Khp3(}eG5
z`zo=J2hkI~msYO>SsNlYnqA!l3=G}ll|$V>W=7R5<LEHR(kzahCqWcShgZgKyBKgd
z|8Q8FliFtXK58+;l^N@u2cE0IaIrh##>k|Q>?WYp;~)^wy80Ox<a?$3pq6B*PPHX&
zp6T0gdW>rM&D2Wbp5ib+xhr&1$;j0~tTVfJ-r@yD?;eU8jX-ZJ@!SenW9Vd1!{}4=
zT2Uw5s*HYOj0jP!tPWdRj@zUBaCS|dQtlqYY!Se*ETgtP)xzRVqXKd{6BN1dni^l-
zuvbD_GH5L+1^|kJ6^(|$XoGJdd^`cmk7qk_n~Q0X9GGbms4yXi0tTH<i`OrVe(bEd
zbj<flz>lFaaA>IWRXYt>VSRj|o^fwN%{SJ%=4!&#PJz490>G1|zS?0TY-)L=1e|jk
zN}4(==4TmZO20{#CjaR3I0%(tbk}XJsSJV&8L`@!#pvkGA%8G&uPIHo@H0GSY6cW_
zrlybKR6*IZbXIfE+o#t+Y@D`~dYB_O65?h|M%YIZE`$knOCRi4=|4_iDKZeFOv-o1
zY(87hU`xx{QWYNc!+o!M%eJwxQwKAZ(sH4h7W+$($UEXh+N}|?7a>jztt-*W{q79s
z1S47uJiL|fYQ;Sq80zZ3WvdE>Q8F9E^0Xd-fOZL!T-&U9uzXcf`)m29c>4&8vFnkB
z<io``5f)3lGW&Gjj97Kd4V8kjql#r07fWyxR=s7HBZDRSa}IYzbg4xheAlubM+pGi
z3%<61!*6``V%P`~F1&rd{LXmVQY2<tF12r6oxWRxU+Tracw^&6!fpoq;5A$9t;p6h
zNu^b;oZ3j1<iJArvAB#yb?hCuk#N3Zs^uBQ8`H-gMD5Dt0oPZ(^Sn+9P4M-QRB*LA
zs+7!4C%QqRoYJy$13UKoC<JW?@GK;0FKswmNSc&IzU7Gs-wjr(b(gSWhDP=T*Z5@y
zI)excp+cSR<C`4`HXFKA$)B25(vbPx-YzR7ug|_T@Mga)u(jhWTeo_?MW0_5;8?9=
z=;w5{Tq$JL5W;vB_J5i?&wwVjbq&L&sR#&C1p<l)NRcX110o<I#X_%w)KH`c2t?^1
zMY_^^4@EkJ8l=dU-lYYQA}s-g2qF89`<{KTdiOc|oO|w%`zs7HnPG-m-}=`2-uGDo
z8N4G7DIZnGs#w$G?(V%Z@O-rrJFsi7B%O)V2T?Cn6X?=erF!uGJp_r|VqBogutkW;
zBb~QzqaD6#xJYNgJU+$`J{X-qnxQcG3)q`2&iVSb$-nHOW0I~yf*&gIaKK5P`;|H`
zQAGGN))l1Cgm2k2rmC~jT0|?;I_bzL@e8TkJkch>bClZ6gcL8mu<>(#W~QIwL3@wY
z-AbE+nLwwwS_Y1km4dipTbm0)9_l2_7APKU8pi|(!MJnmKv%FjQPoBp8!*hf%hUsv
z{#zyHasK->pP^-`e66&bhFv$SHXgl9Z3GVg^l%HxCQrdL%8=u!qG3O%*Em^|%71HD
zsFq(}Fux~RATC(1x3^;*x)x!bxg^J=o7PeIc|z|I*{o%VhjmXmaXC-7bUo_y)<>M1
zadpz28fDw;a1Po?^CvGT3R`%B<J&z`JQgCvDOCexg!{x}R>e5md5FWeqZ4+E8a10v
z-es`Y+HIFhe30f_elP3n`XaIA%%I^I4i4PAUZ)n#ygk$5L|v(En01EE9jZ8yIG41;
z3bssLoJN`b4S^Y}o{vH++?jMG$(EDnrr0t%o5Ez(7uj#1Z9-&amOk3qMEhPvUQlLD
zqx-PG^H5lAVd(gHOf8wra-wFJ2?x<b8p+9+jymla(^aC}qqkqgKd08BPbP?B29lwN
zUIflj!E(!PoOP43)ow4(l?IN`iMDe)pPI20A>us&e%$K)0^JrCy1Fam7Bs|7ZpPh+
zrHTOQ!-|`^#dcn<a|7-D!fLNXHsTn1_KF1#zf2z33=dQ`A!0{~`kF6RBuM>d@G0>$
zmB7^Hda>sxhXG3QH=0vR5!)<j$3!&O8foYkU{V-xup>;OL|=4+X|a#JOpR-YC`7<W
z=EZ>20OSUGCmoY&I`LsJ#NGR%_GsNefoJNcwGiU8;*KmTz-Ug0aYh%6T8|4Xx1N~f
zWm?-Ms8wnP)y=LkldcUt4lmtEo-wXJoQW!%h_!)jh$a}jx=yz*AyG@<m#xgu+<}(*
znucUUvD*k&%UF``^6Z9L;;+OcTyp%mEln87AX$#{G`5da$Gg9T)6TwUQS7_A;!@wn
z@W9$_-FX^^LM79wI)j=EWy^2pyiDl7I7IC;nF+f&DURSUz*>AZOhmki1JVbc#7CYi
z`;i$w5viRM;PbLdWo4IczPUcH(CQN&+0Yp~D4@6!P4(<pXEM-oQeuDUrJWO{sYsp3
zE;DPYr)TBirbgA(TKPag{okTFZ}gH~Wnz`NZ9<Ly{rfZ<U~s7?apR?|%#E%aX9rSN
z(}qyolc}7I8pTa?rSWO!Gsv`SS}<Bcc#y{#!SjZi#X;t@a|OLmYC^6qv$ixHPl}*7
zX+l9fxIpx&nA%95@V))iq5?aGXH{Z6x^m}M!yRZ1GnGEKUKw`hx-eb~;lC&Zt8$a>
zHe+{*{~(mOB*<j44}a?c;os#4nb)O1{T7gxko7&SLO30G`OVZNU)Gn+A0#5BqNV70
zN&?CnISTU~pgx=Eo*)<lI8xk*r*>qgiaw^!;3`bSq`~#>*XnI;dk?|o--syq6P)SS
z(JwkU9Ahfh3@>Gd)tE4j@FTQzs%rwAzdY0sEsBrCBlmmqq2*x!wn(-7<3^GXcYAYF
zyu*_j^y7NtXE=`cO*c58sc65J1JEU`L{L3V{`Ih&2p-Baym`FWRaEAXuF^i*6n8Vk
zhh@FUtI)fYoAw^ysz!sZ8&$+#y?#*`prp=dT&;p##6a#3;V;AUH%qBb=ktgf<7BrL
z<kur(V*>}CNgeAZ2P2gh<zzaTTDgV<mfwyzPUWLi?R9UX*g)GyAyRVot*Ka4hfhHv
zq_9J7>4V#K6pOC~`RXl}o<@4&c{|T){SDou_`$<)^Kc8hu#R}!?j<=*QNPUrf5{$)
z3`X@+6^|3aH`aAEn}?}&td_GhWZKRaGN%;M^0#nR`M4X8O}I{^PqfFMhN-b#;5_Gg
zm#Av3YMn|e+i(`9h#8XvNn^Sg-zs~p8P4<?T~=T<cp*iRL<*vo)+X0`E_>ORy)YDJ
z<aYCeD?|yDpEx6w<$B-u`TA$sR^RQ8FD!u1490z$k3O~O@={)l>z?3sKY{Lty+}O&
zHdB`~cAdd(varIE<QL>xml>VVWn5q$P6?$uaU47wPqWSFkQe}7A_@?0f10+&cAgGO
zWEPx33k)y3RIA1W)s?A>3qJOFL$0|dpUYh{(`c_lf2KgkV+&DqkV}GudS4MExhuV=
z(Q{f0Z>Gp&Tb|DleIY&A-1K;dH~i)iSfV*T;yAuEL?MN->D;qTk%+Fa;)AeTyaRnE
zm+g_h7;1K?&q(UCT(6~9u8MZX$J5ZjCsP2PoQcN|^4dRU<QS+v_A{jIDP%k?WfkQ)
zdQDBS_UM5E$N<B0yLkl3;p<yGGf19WWQvUQ%RYDaeHQU6?@c5@;<NjAn8hEJU4M>F
z%t||-f@oZ|pkF*U*1pd{is%W$yH!9lj@3e^tspY`>TFl`U#V91fXXy{q-~Gg-^7{7
zkIxOLi(gkez5d?ldYq<|)S`!koM6awXu<T%EM7mF@};d+kgceN)CJK<Ezm7ly==n`
zAHReUb#+#V7Z+Jhuy*XmEB>ILst1ydWuCl)xprP+;-edNuJ0GTS6&#zjKw~xO)Q=9
zi$!EZ%mKQkc>#rkd+~bS1I-1sQHRxwMs|m<?vazcJ6GH@c1}n<{pOyf#6YH<Y@Ru?
zvXss5ZfSxxMFP%#hO8NDQW+pZG_hvJ%lR>?3LE_zQB>0+e^yuDLC`YRNBVYFOxL;h
zKjIr^k{%Y?fBAjRaet5nTCz`|%flSLKyM1_J-!<h*E0Jgkv?+qX>=D`e6+It=VTCf
zEhhc-a1Fa$t<=ralA#M%?gut=2veka;WzU%gci1U;fGM&ojbHhH2L9!sf>ow;!A~^
ztu^{Wv1=JDW{m2^+mkS^T>WW*`wO-&E=X6hSyIoPhE5biJ&%^2X3!0zM`0JU?G2ym
z775xko!jY;M!s)Yt0VIX`cv%B-3FQ2f@|2|P*lT?`|f$W2hhY`F+1$rGOkrFSz*%c
zj_#dPP5yLDJ)Y;t^lEKP7l;_Mospvdru=dgNg-(f7&<N0<NUtGDI#8}A8F@@<*xmT
zsDYEOrxe74Mx7<*CoL0MZi$vl^=^D@fo#x0n?~E2yaGFqH8R8ZV9m_u@*WbYP+pjO
zW)w9S$|dXdSes&C{#xo1*@qxFCKk$bdvptQxG>OMA0^v<zd!m;nfEP<z_E#=NFk(c
z%B#9zS;+!>X<KFUBYn%}HnK_PV}FT{updm~#b?|5O2gCU-t^#};o`v53$yb$ulrRK
z^ul!k3-$sHEGAtdJ@UU1C3@QgT*ZoQ&UDmb4&T5`F@ONLCioP^=n%}^z~Or`N9OzS
z{?1gS-W!-eRA!gF80j+8GWck=W@aj}`X=7UWvO>3D-hMnF<MK>aYIPRCD<Iws$Rj|
zgRsWgA-@feCqwhc@iGN=llGHvD|M5iYhY`C*7H*=JyJW+ihDX|g!wOhkHe&6Gp&=_
zsPGq@n`aU7XNTHbTN7s}t5|^N#q?~JAu%lab~AnzK}fND`wLCN%^{2By~j^<)H%5-
zWDnN)n{uipWcSf~xVMm#V%Z01DyF;oLw*^Ms|s6Pd$&B7*>QMZH|Z!~jNM$i0Wu41
zWosag$bC<D`!Pt~Qh0DhKA@!l8KaHcwU$tSX+nZZiLRw;cJO_D>$aZ?L$ut0m;yUT
z*cvuE9W5szD}heGzI3ef%W>cIod<M{=DDsRtZ$_W<khlgTE!YB^>LXUhK$K}Y|6Qf
zHFxOFiVBmn58glagK!X-k^r2<oqb?pr4^9o{Z0$(e*~DJyvyJV8UO@s!-UvPZ?aVw
zg_tW(UEIC|xsw<-Z}W=LcE5vXz%-X4>sU{t<g>p_X#0d-ic|0t$#Axc8Hai2xo)Xh
z#d%TxUDoCdO{rx#+S?v}pd}G=veAZ{<G>(m!N)u)J*Ni?c&C?HlE}-x*oVL*fQb5%
zpX9yKgXdAJs<dQ%J^l66bJ($i!CLoL5Joc){qpqo$^GhSFF2Q)_=t$-%1RMW&RQBg
z*n16sLr{wlzFGxLO-KUFF+lwC(~Y@PywzjEIuq2)!oZsVN&#XF|LHqrU}o5(ao8iY
zpz0m1Up^mhdoe5Wo$v5B_i<p^P#yy1W10zSp#Y5U103No4#0146(vyT&L*eGdD8JU
z$gMjn+AK<ztvA_pdwx1|&N|K09HjIA_?rOX&kqlKy@_O+w*q+YgFh7mrGME8@NNMh
zp9JP)_Qn7KPzHqKXcU0h2|Yi&$KMTTlK#;%m5Ynm^W$1hPwcLCEZl767!y}?@3@k&
zoG=SryPkJ`IX2BE&7(rUfcWR?^SAB4u0VH<vfZ&0Y~KUA``G7JoJS?gzXrud{%!<N
z5RyU(U4N#?!p_SOiTD9+fm~Dh(MnR5v5K7n6hg}1h@v19blcZ+&<X;op5yquM+Noy
zGA+a2AH)50+%>8e>0{lhsg9k#^%8<_3^MV`{fZu?4b9HV>i-K*+=ww9*K%Y2kLKcU
z)wBkdvAOfX3Xzs=hWp@PvprGVEPPA>zV14i=a|H`x5xi0fwBJ+F1NcQ)Cik-vSV1-
z$ZzeF|Fb$U-yFq>)vy14F1A?xiIUqW@ECrb%|^tDQ{4#+5VQiO2%o3yEj%wO#jLp&
zkyTg;C~S5{d=YdbD4(hmS^zoy5S2H)9sc#&Cct<E1`k`cgAq9L=--GQO^Baf;(a<M
z6gPJ*@kwMQSgc-od7?ru17-q{DK!HD@=>YtDr9K$MX9oAK*X{HKhR>#HtUmo*vm5u
zrwqwBAY+!ECrY&Ol|tmhLn)}2OCW$Dcg8xmq&6c{a5bjLF9oO6m=njTvKEsTI0!o^
zD6X$GJ~-x2!m38tjF!2_Y&{KFI?`>7W_`lTeN%XLK!J1dh8zU6{7(MLq({2SAWGEs
zFe$~o^-jHExP^6s-zViqozZW^c_oWLfy&;1OPNlB5>5g!465^t-SiRPAp4awIXK*$
zMCi;d&N!*^_|AF)&$y|hl77wG>d``F2tTx+WentYd84<7B%hj!zp}BoWb;@z?6A0a
z{++#3-d^^;C`o+*9Q4KCF1J2FE#JJVJAXRHoLsF!99NsKSZ<#|JF=sGro19A>W$`^
z_Z}SgYSG)SJ6cqbj7t-#1Rg`>n%HKJug;99w+}XBBYz|Mva#n|oYgpIHxpHWC`7@Z
zNDo4U=h$AR2@lAOm+ZyR;Bw&9cwS6?Yr1WHN?k4?#)hPhzHYT&<ba{rWl4((r@7bZ
zOy83?XQvmBXdW~#k8;=^y&S`@RIr<6d?3v~;EXg|Y972~PhiHJhGgu`gry6W*M}{s
z7z0C$hByTx;su0&DL1yDV#&ltab$7iinL3Z#CB)zV<&~XGc>=d4bTt~&&ODIuH_7y
zTIJx9d*->-H)Uk}=ms|Lrz6VCukEv6d*yy6YvsJh)uZy<_ExS&tZFFP_7~(cQ)Stt
z(Y!ke^P!~W-tYJnyM$aaYv}ke45^7^$qyq*qE#&8CAR9iQuWoOxS29Lk#2_pK*NUH
z0k0M>pcFMu-12P0uF;&jnSC;uaz@7;aRWu3EXAK=&0oivcO|@e*5{;dA*fy0Ny@2|
z9n?sD9$Z~^Vv4gHx~$yy+3tWt3H(z~`S-Bl&T&M28-{|B+zqv)!$gu5q#lJVLp~`_
z<DFR_gX~`=_J}#xxcY2^-y>i^h2?L2@S?uA!yTJ709l~^zmW#l{#7Ix!>0wx1jz`z
zdmg+W2Xp}OdWF>`UpV!WVZyPG-p$Jl`eI{FzDmd!C05G`$@bhF=>Czdnr7Z7v_GV4
z^@HZcb?R@%G%kw}pa6G;kPpZX-U8hTIkIgLjF0yKc+Y+CL&Gm7nsYk`rTw<pRdtf?
z#*MhVa~QK=kPM&%4nm5!WJ5!?54La5?A;#jr_5;J=%hZw89?<UOarBuTaBxRc)Mh8
zh#Kgd%-6OSpWkK36Xf4Aj(c{!7Z)A$0*D>(NOC{-5TLgJqn&UU2_a|NcDn%I5kL`z
zodv8#q-IA;fVHS$%nEWV!Bx_c1X^zZ5*w13(}OK;#43@-b*wB0>pW!gDu<|}5h0dX
z-S8q?w~eaV*_xbbbQgrOh*&4|{asKZaEFv$?U@I{K)v3d8&C(?M^|B0JC2T@)=kKZ
zT=GLLTm9-8{YmQJX~*Eb3cpg<Di$#H){R}+`%lJNp|X5zDSpjsSJYTyK764K=7_Q$
zM7PkO=D8>I-hnPQk8SS?rK}DRCMaGzI^B1m$0*`AeNpl<I4^V*r+&whncR#@if_1i
zGHgVoU*s#lC4q7G1$f>3B>@lQpIxI)uz|iQ>f1*Oan2#8oR0jRqIMQL(AE!jY)+GO
z-Q^87_tQW~>hUec_qr1dT%=bbeOv&ys^G#e@SzT-Q(W>lFX@k`98=RYVeZ1V1b<qH
zfU!u_=Itvx7m59f?KZG5Y0-}koE?XU%d@pL)N9e&(u!>|y2xtL@m*UbClxjK;F4mn
z`SEN(rRK+nXM4|n#^DlMdTStJ8hWwg(!0837s11jt^JLyU@P0HSM7Xj&zP6zE1)m+
z8gWtV(J%7Wn-EAU54OpAuZeE@;0tTEgSv+dK<Dw(d4UwCc~R?_8DMFAD^g)4Oiy?F
zizq?`gb)O7T-}b5+HzgG;2km9r&nJqrI$f(?M8S73pi~fy_WgIw{0RQ!xx2nv55vm
z_kq!#%Qldy{&+rdc;_63=kz=+d?6e#yCnfJm2#1lwOQsjB8J-WGK|16GVYF5WKrxH
zW~;#mJAD2u`g2oIe*%BM!FHbG!&PO2T;6+0=;v}V2+6;CM)ppGbv8hZL<TsX2&06~
z2SD3u<e%DxFAs1WueQB!h2g4}<t}y~3%vnqb5zE4xkXz3(Zy_<L|+XQzCK?`Vwa=x
zqddpF7)8VVm;`rj3ssO^EZ|4~z$gqz3H}%Q>B{XYwIVt(zS*^ixM%lap5nJZYoA|?
z7(-=!iDJr$94*Ru^_O|s{NK;Zs)S6<-z-((fjs+%<ua^qGvBQ(yU)>e_p*Zgj(^Q!
zNedBu*BgD;XZ8w;>vmyJ|8xNS=iJ-BFaL4B|LJ0MLCp6HF1W{MKkfZ|ebGj4s4MW<
z?8?3=1k*u}>+dm-T*6xt2pXoT^w|l&JX7{AL~(p&NBV$2Uj`Vb*GhcjhcmJx-G3y$
zjMwY`;P(A4Ipe?h2;&@5TUzZ=Y-{K@-oY%|@033{wtTH_J&W3mz|a=ZwyrnQhG79J
z!NJap6@Z<x0#9!E8Ng%xU+smY0rGt0MKqZ7b4ojAAnsZSU8VK3rj>KztsdD|{?8}#
zC&OX>j_SIjqZ(C_sqCURwyADgb{6wIRm<3N?E$?OCmzFrJLk!<T0!m~?7@^9QccfU
zi0aIe6!#kN%(O<C7zCaHAQ`qM0{LgZF;DxWq76gY6!~0MO5cX$N2B=zI>XNm=zSO*
z8#%TwF7QmPlK^q)ySoLWjd1*c8x%+?iIbXug;oB&-Awl|p`qe3nKc_epiDcLNbkz_
zl0_eq$cUMr+QuJk<)8EzXxBEyzjAr>z%cET8)f13>B4tH1e$pUKF;&;5eSYCQcp%+
z>^%Bu`fK3d<-VJc*#gk_6~|vh2DS3<^bV!Jhn7mPb)6aT9X~5_)%>tr6<9asd&x*K
zk$>OsirR(X|5nug%j!6u7y2vDASf7knO(Aja1$GP7&8MNk)SxcQn1^6_01sHNoUJE
zvJ^dzyolTH@rQ}@)!~<Y0%PX;H#H(|sF-L)`7`wlq=fioao}}qK486251}a3OqS7Z
z^~UZq>(k!3{Vr{Dr?q&~Nbya^hWFD(%Y?=oI9<o?%%}2KaB^h%tvzwOu3s%FF5DD*
zN2iI3D(AtA^8~<~0Wya$&`B4=(OLM58^ECV_s!A~_*-$*q$ZG0wNVo27q%P)ek1zz
z<{$wNoYcB74Oojo5z00B5U?vf0VYs@Pm}_V<K#GoKmz}=ISj562Rt>x%{TBAT9`aS
z=LikHvkZ=52X{V~JtABpY5$FAe^eXzvNNIO#<xXYNZ^AIV3`9l@UrQP(-*lMUxTLL
zi=yyg9z53!A7Cx|wt~p>J_0>4@XbyFMiP%VgD(O*E}7xXT7j^inYw@{v)=`y*@g!3
z9W}dnGT^#E+5}Mq?~{(gF$}<!Zvn?<kOIdx4+6&m8>Zhj`oC@LfYHoDH2C&|-|bd>
z-;7e&?+r~vE?`V6lHxZa@FW~}=1VWMr)L){PlHoJ(i9qhIGm=fxWOIMudJZB*1*Br
zcWdK0HDvm4z%uvWfo0df<VO``G9_9;$ZEU?0K%vkur8gR(s0($fuPL2&^2{tI(kpG
zG@-M{8F1;5ztgV%XkUMP{&Vf@?OhU{d<CmGr69IPYrhdawtLc(AcC7HAoYJ74d~Ph
z?wk?k8`Ea`3nb=01O}|cmAH%@{|}M+@-_t=@w-ahOj>Cee2-Lf`wb0)MT8ea?<#Zs
zE1DgSPv7fM6(x_u!E@mEh2J@s>BI}iHf?hv0u=yt8cD<tQv#Y^XBx#9zVC)S*xJO=
zTK5`Q2A?emWO}_YwZg34goALO++q&q;kzrfpR<UB`TM`E1<`jKyKw3c<P2)|spA(i
zA`hmPX``i&{}M%}`k#8#51rqWCjZr+8!EzXdP#c8GoDBwtG#_1y!M9b#`mmNma~q^
zCnAW`va1@+73-5JP6KraD8I8Zj`>`tD3f#s*orGx0;AU*ngeh6ZlL<1OvTruWCBiN
z{DJyw(+_OaiI!eW@18csO;`n<(A~vP+-CC12zBzYA-Pq49C6(=Ki}#b8ROgXV8m-6
z&}fC_7*cc4PP(jVY){2dl%)7^2Pk*Gj(fD+EY_LV`H0HnK!;C1l*-Aa)Dcz)F}&}0
zc&X~Ui)y9GrAYBPlt+pZJMwXBVJ^j^TaXiN)Z%A^F2}LNeIQZ2l4vErcu-ytk+gHG
zyW<ap|1#m4;jAfCBD*#~?UQ6(=u=z$MPn7U_8dp)jY`1fp?X5ze2%YJKbbWR=6RGK
zP@A`4CNTL1CRzW6zy-xJ@>m-Uz9!o^>EmC3L}HR(n4#o_u<~`2{nDFa;SV`qi=3~%
zpy~ao?Vi)^73IvTIrt#5?Wm&+k}khbV5A8uJh@7^|Ih?bgxlC#lauh&X)&z3YkzvC
zUEKgMs<;6G@jth;$)6pk>cUrFm-K|S|5LWJkTB&<@@Jw7AJhyoI48?wC33ZjKZ|Y!
zT<(lERFPv)b=6W-U=Cc851Oa1#r{HB7_nn^g;F_^HJp2{zW;2R6CP3;{A*=i6l<4(
zA}?;XwTCqFlnPoOD83=?96mG$4b@avo#aZ|RS)#Gs!m92GRLr$pXJ&xt@3ay;|VJh
z+%CJ~$G03?zLTPG=_bjFj`7OMm!;<tyg3c(ZS3|(Gam?<XfPFE+%3-_=!}omLr5(&
z*WXaMaO4wtx$A)eX%ho#X`6kQZo)`C>>9*3)j-pbMXzM7ZKCPif91sQupHrA$Qx8?
z$3c4J^Q)f(k?RQz;i=iM*x)0UZxOiQ-8W{yne7@tvlGsg`V3Pf@{w<2RfLQ55CA~!
zcKNQ1Bf#jhmG#m4y5kpjs$?83D6ZLX6^Qf{7qwnE&7h$+)mLNuU_Y>T*F(iqVDCK*
zwc1L6NCeTrb$)*3#tA1w{O1W;!|NuZhNQ2g;%JXdDmBj@AXwHSX6Dt_Jfe9Mnw#0k
zv_;jj&hnO%Pc9Y2BcP+2n8W9V+80B8Uskekh3lw&b(OcwM9nvU{;&J`7GwLc*V>%X
zQPh5>dz5bwSsky8imY{bSS#-?+N6|vEK`Y6>8X!$8tgiKxw>x=J+9>Nl4YMQ?w5)-
z|Mqb$_RWc7&-l}Xq+IQ>FWM6mNgVrQu>nTIL{irpor9#^{Xwl0cyRIcx;E?K-39^u
z4-SvLeZ_ipHe&LLeDWC*t=!7`E9|xBrj*H(FT`xQg%f*+bI2>m5<yqajsJ51+<z37
zO6E4|BzH;X4UCLyo4>xQ8Rmce@uWYt<A}jNf(YSJsK21@EI60m(v`HksxZ=3ZsEMk
z#}&B4KX}kzpSoldS=&{YvF+Zh@9-pqIN7uNPzTib&PT(Iz=-L=b3sbP=Kae3RF2jA
zuI?RLdI~r6ty35hA+n)OCkA5^Bk;4Eh7MNhtS@_qEt$7b7vl{c;X)=gnwp1TXLIuj
zMWbS~HE=;h4Pv|?{$yb*GCq2I#$I=H-p)(6Zt~iMcaH6Hn$R*U?enSL0qHLl;9-9d
zt_?Nw)W<V<d7ZN^<|^+{&eiz7tI2&lV?z{Li*1ydl(rSl5`!}p<%Pbb{m+H3CVsue
z9{R+D{qd;auAuuA=h%(bInS5jPOxmI*M6SS6eEbCKj!7h^xZ$Q`cChfzpabdStJ(U
zpeqI7-LKE5`A+y(A5xL1O?dPo1ksI*g94*@_bT{wWW0n~<fjoO@32k*1RhMwPDFC1
z<%waC9kK;y9H1g9{UW+$og@mAl<S422_b;)9#B2fP1#{=NZz_zrro%Z)W`1SpZIb8
z67qOHV^UIDc_*pky*E=yc5nL{QHIp%^;1NXp+ScubJw%(s-i=ZUkb8lWJcgi&e%3%
z<R)Wm;XCWl;n`h@^~3?3W#<AW#uVb^Y6|>Abib6RBN3_O!o_22Afz9E&JXX=xk8O9
z>98@4#H!Y_pI&D2!G<#D<|3D8Vz(T)S{xrB1m7)nY0r79uR5@8fBQXRTtjz2L+LK^
zZ3w)&&xNw9+HtP3lIvFQfY@hVl1SX$C>M0;w*CFx@ml_uWtlrWGi^DOeg^)m!(5oP
pkb~1pe6r)!!4~^Bx93%LyER2!eJ1k%w8;NQvH$<mC;YeR{{X^4suKVJ

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-jurafsky-transformers/images/image-8-Diagram of Token Residual Streams.jpg b/apps/api/app/data/demo_documents/stem-jurafsky-transformers/images/image-8-Diagram of Token Residual Streams.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..755e083f2b0433f4b31f79fa3c6c757d5197d57f
GIT binary patch
literal 14453
zcmeHu2UJsAyX{7hUIYQ@QHr35D7_|F009w@-c>-Fi1bdd(3`*!j<g_1lP1!eNC%N#
z0w}!`TBrd+ayOo$c>n*u_r7=EcyEk%!`M56u#&8At+~EAzquCpA^ZezN?Ack0U#g%
z00Qs_z<&j90HnmkB*Z64Nk~Y@$Vka4>8U6wC@7ifPSen{vp_i5S=iXla$n{>%Xx{5
zjg3$I!lf%$MMOj(yppmKLNb?yMTCw%gn*2UjFN(qiHeFz=p5TQq5tv&{|TTaC6FM9
zBP8GiPS6q%(h}es0SMU7lLX%%z@HC-6NE%3iAhMw$SJ@EC8vNB1cZbqhzL)fBq9P^
z`+$E3h-gpJox6IC__W4-5>5wtp{G%ANV%>T)-l}eS?3mh;P{M;obe13GYijoUcL(#
zMMTBKB_yS8+>}>Pyrrb9sim!>tEX>ZW^VD&(#qP#$=Su#&E3QE`3wJmz@Xre=$PML
z#m4>qIzBb+ZF)v#R`$COMa3nhW#tu>^$m?p%`L5MpL_fI2L_Qt!y}VZ(=)Sk^9zeh
z=#9;-?VVlB-u_Ws1OVY5VS)EQ0{bN{S}?8?L_~x{Bu8-(oNxm#LRzAe=dKddUDF`B
z?{Jz^=qV}v^{6+6b!1$^ch?ynIQEb;a*IszppQcP9@&2`uxI~Ek^LRmkGMtvN<so~
z@(5`G7_i&M6G1<IDJ1lzPzxdV1WhNx#17pWwZ3kKgRkI$t&4*x)SV&Ie1G4c$q~i)
zNh6u{_jfti`|$v(*YptRCP``GRAp&9ozvWK@v|f8HgS@XWxf3#Pcj4#6gc65H=?f2
zfQCFh&=@PJ5;UXB_tnt4vv0wN3R-Pj$Bj6JnTBma%5g5k>Lix(4!`|<zrAU;S&g{r
zJz7<2ndsap%O9C<rU*mBV{lE=cpz<oa4;)11h^l2^-56dN9((F!fhPoTXP5#wW(D2
zq?a{U*$yinSZL0V^^=z34@>>~ZXVroN|QSz;rENH5^b`;Za%cUAgD3OTR3u`NdUHE
z1MGzGrTQ^*7uFL*%ggEUU2=$aCq$_gh+w|mTK9b&xld^bUmhrwV^3me*5#inpsjhz
zsB@R#iGsO9+qEGYCk@Fg{-PX`7dfH1*>^{A9FMj~_~%EZ8%JKf>TTosQbubzAE7G{
zwUQiAb8%#jzshR$>=SgW&|9tEJeCA@{a9^7013_BHjVmrSNP=JFLHo+%t-l28(NLy
z)L<>D9)8F;kUg6m5fR<|LE-blCk6{iBG2b{^3^6Iu`z<wcmNp<zlh=kxB(>z!WuD2
zI;+83NhV^<I+`yPvqTf7%p%EciQrvf<NE{!;ur@!z`ZGt2l7eqz;zJ<)Ni`X@_?)J
zPj|9Qj%Ua?3l&Bt@3<zHLj$AaJrMQ6Nv1839cKF(s}!=2lJGVe$Tl9Z2j^O+#2o90
z2cq3!DBL*sk$E-%A2>@#7eCAd4@9|Xf~Zh}ZxI?WAPV5ERoP&N-`4IEq)^eksNGP;
z!tj8}JRZ1Vvy2MEsDQmIXut#8tMDzc{7ye|aAIUE>tGvKFw?k(UC2Izt4p&xFHQl%
z1|RYTQE~mxMn?_F=S1Lpf^B%<0U8hVZ1*9rrs07$U$uiXk+{ed8iUjjKEgJvHXh*l
zs)PsL{|T0g0tR@SYcG767!T}U%}Gx=5yJP!1)>BGEO`s#0ke~txGv*72UA)+(2udi
zHB+b^Ci}^PADBWTf&s(k^nHy7?uXhR#+UL#rs3G&eapiDf!ZCLAzs4senKUO79w7R
zyu@yM4{m(hN8C3ty;LAma4FYBk>_>fU7NXr?DiZRI-}NGCQ${uy6@jH%ns(P@XYwW
zikS^1R2;+1*6w*ft28A;jSug_%*x?g`f5aYfY9@h%1KM-Ny76=X|%h6`@75Gs))%s
zFL`rJ4o;rR7FW#+j)R>R7V=IBo*^Sl*K2s{O{9w~EGj4YA~-WQ48WNo1J}KwZXVeM
zc_m2PgY~`!omb4O;o||Yjoa1I;M6D?TR6fg;WMw@-Eh^>m7miRKcmI5A@MDT?j3j_
zg=I4`5VD~rV!A&8-{LZfoU-3z5RKeNC*T1&(Rm0pY$n;NcKZ{!E*1Qw;*Tcj&+E!Z
za4cK@0#({11nZ9lv3Wlhrw{@lrsJ?Nb$GyZ2b>cITOG9)!9CvRxY|FH)Za5yw7s@>
z#s#*&6?gP?Z@@H#4Xs2RdV(-YVF9{-g;ROgFNj+Jjxf>eeHssN(L}(OVPFs5=vo?C
zK7-HPN4FdXuEMr1E`M)z)Di&m5eRiGVn+~i2r-s*Vu4}fX7E6vI~d<Su>I}`t%xSm
z4dY_O0YNP;%x2Lx9<7Uwv*X2m0vAgfOQpe&)e(Y;#AP<XcCHw}m$yfd3~0!qS^#|c
zUNIgRULYJfT0xs?;do$!cM-9}R0_VD^PmtX4vrck13vWND;{{57XnOfLx_w-zt)8H
zcwBa5ynapXF+pp-vfh`w)#fuf4BTG2ACTd<apoJa-QN*|)mT-D`VJT9ZeS6mg1{Zo
zr2e~yZU+H6u`#K}wgP;mR&k%3*RDh%q0dK(Y>U=O_euy?Ah-^_-jKw8{iV6`*OO0T
z^3+`HJGfH1owa%%g&AVoj8>!2eroq*vt_`Q#TifnVg?+}h0;8mHZb%M7UZG38Xia;
zsnKha*N42;$&=b<SB_XosQn34GdL!2r3$UD9eVJ%{PrcR;5587I~R`pp0gy5=Pc0$
z+<6eZntC93nQONQO&r#zaY}Qcc)*AT_ri)W`)H#6ya*|d;R^aQ<Wk6R|C7i5^LZ?V
z^zrN|{jLiOQALnX535~k6dU_O;nbt09xg+&8xGha6JsN$vNdj>7V^FlmRHhMKJ7SC
zU8f1Yppu%nBB_EIGF(Z6?pt>uLYlyyRy<(H1>3^CVzTfIw4~FT`6RJx?OXe%TSqOV
zc1Ha#*2~j}{*tHO`no>GUIo{n#pL+@hBAsj24e<NMtei;_ROn6bz<G%+8M1u7^>O+
z5I`n+OMopsQbEEY1lKjo7W`kpN`#=l2b3&FvIV>d{MRFK*Ky$c-?ziL<RPSZU`B8{
z@_@2zLqr`+y==8J$u#?TpbQUm=NNqOJ&q)RUPJ!-b)50?$h(lWGsb`GDB{3+(>)&F
zzf@BRNNwIcV2^bt!K}9n+h^6alsieUA;%#+f!Jg6KFW><k%#0}QqwZOB&_evj+&l4
zo{|<(zxRMWujM@qZNUSI-6VNOvCZJXQH@@CiwB0N!0d0Pt73!%hrP-gwnGR%WE$x0
zCXlCB|9%<iHo~`|%wURp)`tfy^9O(7L^%#{(9}udy}|4j1-lInS5q0T!;m2oU5mSU
zD2!`h96u0!q)u{fx~ishu=L)>vblZA1YCGem&#y_yB61t<c+#x7Pe=-1v&JNZ!5T1
zT#+%n@2eKz{)p}D?kE-%8GZoW6Jn(TlRi7&rVK+vw}>m5s0g^hCY(y|u-2&Tx=<8C
z6!#oV22V}WjU{d^%y{oIJkU(!yBuHJ=KJPX1c7qp7&#gTw*HGuMDXfg@L3I{aeU*V
zEo6II9Oq}-31tISQ4bvT6of=L;3D!T1dgC^-<t~$ysQNYMrgdXN3kBZM{y))1hC=s
z1h8Y&mWzlm-B2SrgoD|AK|Alqyjr5hH!d&1w-*J$@49}B_e2QZtjFP$OanoE{tbMa
zopF)_f($<M3IoU0bm0O9hQH4zNf_q1ZYu8rf!x{vqMGI#d_nt<R)5TTb0jE|_F&5<
zuzhHy=P_BeMS#)*L-K$fLkv=Ms$lQ(h}xkaD25b7os0ikNPzA!UPG1S^H0I{5tJbI
z>a6iVQ8!8P5hUjjtRPO+`e4gf?Z8*>x+iF}Jd8eIJ>BtJWWOik6I|J?c|c&2>Ixq>
z9<cqI44csYWE)?EVtIb&nqJ&&FpUKsV5zS$xi$Q_%bu$}S@2XQ&#I#C{4g95l_1ZM
z{$|lGXUXAfSWsXGKlNu=OS(t4q%_x-)WCg(gluv15-B`zauH$C7r${W_%d|W>+Iql
zV$oPul=eZmnLK$2pe_Ym7(iVor`1rLb^oGOs6A_7Y&zM^&kK@0pRMWkBn%g7Gnk8D
zfVaNMgCk#n3s~S?r>5HviLR?}glK^5oi||zp~{{A!B41K739l|LXa<o;S0po(~~XO
zn2s~Ja>yYmG7Xb}lUFsvRX+sLMCH-a5V^-2FL?L_wojWvo$;4I1)nJeU%)rcfKnyE
zaF2x#1Im+ga8Mds)JCQH@nUAd+_(-$9@gUg4F+P+?Kq_g@Y@gIhvX$$e{m#`d+3Fe
zA63KEfVroe%1Xz#2JF{rCfKiN5KY8>B2YSzocY)Bz@Zo7kSeDrUwBdw8(m8S=G6-D
zEhAM@-$e}?aU4%b=3mm*59xC(D<Rd4e#V=htj&?E=KV!C%~k&@-2ax6<WnEP^_9Ke
zbr{BoIFNNMsmH39s~E!?kaQ>R3b+n`Wq(2#BiCy;%<)yfvbiQ>K?mn@__-x&BV~4c
zK^mEWGNoU8tex6x*Oba3Gkj$YL;ZX^pKfVsYG*S4a%Qx3!kSE&Ui?gUh{~-c9|e*C
zTP+*CxX)DrN5uv2wW&3xZ<u6@AjKKI#)H(*Y+j<rW~gWG?84)DP9mC7EQ(t4mzJNr
zOXEgdGrAiSQw9ATz!A$5pQ&WPr*}Vk$~=HxkSp<G#9L(6f|QJ>tY74FX>4!#st@#8
z7RIvSxpL@=_*v2Eh@_il-Cp~M4bO|K4L!5F=@n?^oyUbjJM^aIWj^D3f~XV?d4_)P
zq5ptE)rr@BMqvdk;3uIESh)XF*cB-LbJ;J)u6o2he_l+cKeMIAF(L)jj)5?T_qfpi
zgLIC_=eU&bK8{hq>Q|mLviyZgzZ(z)(@?Oyi3$WOS4cUC)FbE~t0lj;`ktzEf36kt
zlPkg@IF$|fP&ItZ2k;!Af8kFQ4X{Pq2BJwC^Q2V;?K84IR<PNV&|UyVz?sRt{!WKy
z)vx>f>yS-q(P5AAK;9Rc<7H)mKyOL=3VfO&ZxkD{K_zrk{T=<qRbIkP(IqVfW#xs$
zI~;nRAJS#J!D&?Zo`p?3(1AGl4qjY6xbzn2bl)J8z3+qJI2{$Q)v$e{-_i@yAybM2
zYy%9k=}8@1sFQE$)cBom^%oxU*K~hm9KF*fR&wPT^yAH&XP}K+kO12@e@V4T#U;IJ
zUkDlN;H&D&!<NK0&YMqX?B40CpFW&=LNaagI>p_F>fFsuyV&)}+F{u^tc_r3rEx^e
zgz@E(`Vk3EmZmatN#41c<hO^mY5DtlE>tGDn6N%*PUxK^m@6a{r0lb)A^a)pCyvt8
z2XAoM{)?)>Pu!R3hxC8d_OrO-Bjo?*4C@K|S5gmHvij46I4Yy+kLAV4pEKqO_%XuO
zhaFdTKXS}5={D&9Gap+K-uN{kPXC%SzdH&v%<F2{FzAu0JZ!=FgFK!53qF4`9}3?Y
zS|M0E(>#ss`s9Wyv=R${pH!@<!{*#*<hT&3I%;QKYWVTRwjS<d=14h3!t4Bb>wF$-
z?#H>!74N3#MIz>VW<5^czN>BP^&V@w$CZv&j1a`itr5xR72}>U$dqq8jW7101}hBs
z^2wCiMiCBy4R;&rG}Bo*kJfLSRteZkXT&~(7rO@};L)lb^uiEp5O-)tAGh;Z`M0W|
z)}5&u#~LYEgW}w9gBrVb{-iv;PG<a(-eG9Kss>-aR4qxFQz<Em(z4hllHjZgIi98o
z?~J4&mx~W%r6A`&kMO(Wfhv}hUC6=Q9(h)xw=-+Jt{$1qcwq1JR@cEF2Am!qIHnSG
znoj)XCXgSmHA`}i5i>CQbCsaWyWWCRiVK9J+W2!*DE~jMHD|DzQ<|2Q^-X9=upr~Z
z1F;~-9PI3Gb)&_~4x`LUIiUk$H{r_>D<)Q7^h2-m1h;W-s5(C2cRVQkwx9T%Pa834
zTj27jYHwe#@w$>EFL#gpBaDi28M4}#I@EcisdAuzdf=cZfT9li7GV-lo<<^W?i0bw
zphBVA|86;M`;D4PuYE~EQ_1@>YjatL9>r`~f6v_j8G_7(`<E}*kC{@tz2D=4Ek`cF
zl^2~?gxZyg4GmeHpYbfG#jL8`_31DyxE{-KWnihx|I6n7P)=X^Y6IH0c6KjW?YJH-
z>2S}%sg%axfqS5V(i3hh;0%EtLG?Rao4i5Yq&bN=II@F1S8RWFX0`}cj@takSo~4+
z#em;UFIup_j=%%*C7^rtQ%&1XQ1uh~e)e#6_2rmN{)Mw)+k^e*g0Y)K^RJQ(d?r5g
zbBS@R_>epOi(A`vOeFUIt=oT<fyKYLxpFL!V>Jen`PU-k`+&H29kbF<VZUTRfIh5_
zzUUM^Wwh7bLBWs$s^q88zQ8zInwEma_}4120txrCD!0>=d@`aw*&2k}#J@#yC%sq+
z<M=EEkDS)xORWz0>Sl?e&sO-2K|+8rpf=Dsa>Ym0?1^s|)A$AUmdt6KXunlZA=WFH
z_IfJD*<bw%uvw{vqx`@)!ju@9JQ;d=S%Pqj7oAo7vv<6Bf3lro+j9Q(j+kDUQ3|4p
z>dX>u^JxF!8~T4snjVMRA3F~+ea9T*TzL3#)9(if{ZE$rFYXLXdwX4_9hRdZs*2kB
z1o?urFgg>-mUL%8n$&482FDP<Gm;>i4+#{zPq9^nW&R9muQ|wDj;i#=bG?tI30d!7
z+b3`M*+D@n(VS9%4MRRx)cg>LUi>$Guj$;;bo9|bs*Q#I2OvMJ{QuW2*9jRnuw?dv
z?@z$C&gbK*@j#0rj#r&#-wm>VS{KTTv8-u;uc3MpYv{FN*JV2zpD2)dF!2%gBjbGo
zMnbA&11@u3!?otygADTb#=sROz*AQ^?WjKdWAmxN3hPr<bd)}b{?8gGI!$KS<5nE~
zkBt5^4-Nb~Z}tCnWoYYd*yF<PRma(`QsR{mS^5cQU?zRT(POK_25vrv2fApmKJeyB
z8$QC<xHizDNQPj*+AAC~EMB|WfCnI^==}H)U=IGl9zGw4gVs(f?x?O|!P2P(iM7p0
z^^-&_Cyeib)@oz{W<bE~M*m|G6%1$TD0gfxC!fpAtFzQ4!##3rWeq-3o3}7-sd}cL
zx{YrTa|iEdU%EpxZ>;)<B}x*9QE8CsNG_ThUVUW3x4NA@|Mc~59#Jtb8<G=|+J`Y-
zct8e*2CE>J#jF%+%Y*Z~ICuCo3Mcx-y|!*7IgQfIwX|u@|CUt)<%jL*WVI4cI|kur
zi5~iWFPgOK2eq?TBNNklN|f?_yEu}Z`z%>yVq5poO`hU`GE^?<jb&%V>I(E+#@;H(
zlF0g~ddf0{%gEeYt5}+2KJ+$*na5p3S=M5YkCD@eePD?#JghyZ{UItd{8Zii48x|(
z@(K#chD_@*CVBQ<;dBMbz}}5v@AbJDdWn0H76<yzw~|A?@Y?g{ljcAF5l5ef99!3q
zv9<bnHk|v_NrZnM1K8iwVJu2d@C6V2n92$@c6T%V{s-MBlS04T8_dg$vlVP(8jY3N
zVrEzp`ECV}kf6<O_PdNzF7Aw2<b3Pk$hPO_G&@IdwoEoa-uAy87K8Rd&g^&A8l>`y
z8Pn(DJFTYWP_YkQ5FiJuz-_|Bbt?bCxCwUZ<{id>Io6x{T#w&5bRQrULH`m_VA$?9
zxpHTOXk274x;X?E9CC_e-U#+oMl#2GjI`HI@KQW$&}2jNa!NLLB8LyE7d&L~0~;d$
zEul!z1dK3drrG!k#Hbg0Iadv^=uyxfG`5T}t#mMq_xx?p{AJX9e`e6th+U<Unlhv?
zuc*>G&u5}`N!s;fm5*&_2~7}(NS|o9xN_yXMfB*>ZPcSQZKA6hF)>9Uz}7zhnTE2F
z!>!Y$HEGu}ZsiiGPz@zYv~a&9=2yne3|k|0uZjQ8=^-}HJVMs8D96Z`Yfpv>pE9Me
z9%(lWb#goPvJv7s=4nYNTJ&efbZEl7l|Rz2FIT=S6W3h3mACTTPWV;}c?#%RM#-`E
z>(D%}R!+XOKKe21?14yb2iwkU8PnUlH!jHNZ2v93kC6PwWmFp^YR@<{{##GAsBM;h
zPy_R9KM}8+Lvc2CfiNqz8rfhXi;fHt!HBX#Nc0Z_l*pM`wSe%v0BL2{xtfc9<owCi
zXkh~kN_Bmxgt9C)`Wy4^L`FlHU5n&C^2VQi)`d;m(}}<E=Jm=;&#JWbDSz?t)9}5T
zCl1J7KPhtlu7swKvH^|bN)sy9c7rgHAQzX*y37;wGt(t5zAWgInIYb?mbt?udY3iN
zv3a*%tJB;%8v+dew1fG#OZ$&rE09E&VPC-jIMNnz2<WEiO6Fm74=kGuh|6}yc@NIb
z+Vg%Mom*3f?kIdS>+UAu&9Yvct__h&4$kS2>~Z$eOVn%OS14-Zl}1<-`GK~?`Ru$m
z>y}|9f|S<C)1|@i)GjxM+z-XiM&yau(}U05S~1oQl4168o8m@80!t#7^9<WI&I<zZ
z{6TfC)D>)z8X8tOqKbeu%>kE=drJlbhdBm5DRNv9W1P^Xv(W18IX{_}de5eoAdxjv
zjHZ@h2X8~~C+&xjbN%Tz5Q6TKTJyM*Aqz4VUJT=r$Oc_cv9c^HDVJxrL{`|{qlPA!
zuY7j(yF%=VG!}12utfywm@p*og$?p$j2v=~^eAUuoOEjGgN3tXK6BAuyCj+?-gu&~
zQEae&#4F8)g})dT7*@u%`O-aw`pg~MLm_07j)80N6uWSP<Kk&mN`qW;pX4W*oMPX`
zFOW!dX{ZQ3-CDzFE=~on3Z^5c`gB(LH(kzJ1*vOm5f<|?vGbRgu0zuu>~mG~F;5Fh
z1e7~+2d1C52Mm+KTxGu{CPv>;wQiq;2~W;rIT3a(`#{lw?yH3=w?|!zh-N>LEsAV=
zZ^`u0&aWBCy%*T_i_Y?Hi_YPs(Uf<+Z}*7IzwftSE_T>C$SOY2NvfVBy2(WC=Q2N7
zBduJB`_i+VE7K*sT#9a}eLVVAi*mZuK@Z2WUa&)*p0}hqc38TrUAdX8#{aO9kc^30
zhG2Xvg&H!s8^jejrBL%WFXGL8%XfI7vA&c4;Nes3mj~+f+av`XuTU;uFmd&Y#)HKI
zCSwQ7y78)YQKoI1GDEEm3cmOKd_4AbRsVe!QG{W=+HsROZ5}cCan|z=<+Skt8bX7L
zOXfICn)}!{-d-h6C(nl1{8IhZ&6hdP$7}LqLW;Z4ym6nP{Un+yyrL4<C+;ZxWl8+X
zy*s@$Tuk{0MU01~+4{acsp%-|SL?8ZSv_pprr3mBTOA4efzHiZ8gGp(>+F=JWD(&7
z{uj;>tvroA5kbA?`;HDBfRpEZNC^Yl^!fHzf%C>UG^@JJtyUheo8O~WON~&qTJVh4
z_ZAxT_F$ihj|@6r=9;V@0PQ+E{aI__T_&4bvu&9@>Gh8Sy`oiKPbsDBVuo9+I9o3c
z)r}@!jrd*k4g@g#ii-b+HlDsUn9A>w!Sqq{0+SH`<2@yI1wO*hO}`0ae5DUy6quE2
ztsb&I{h>R1L7niy>2}^QyG3KR*fUT;OypYwTRS&vwlNN+g5|WR)J;}6-_Y5o<ugwg
z4TC2H8Co)^PRcxLxK1%kvvqFg%^B<_on>G6P=~YF$5Rnq&5R?<;&!u!i_h<<JiMJq
z{Eg|OPhps^2tkLt%I&iCvL;p2h7nCw#_0V=ZlN|CMY)dlBg(7XVIfuM1e}sdVMJ{u
z=z)Y9c4KTmqer`fKOzy(x<|N<*~4$pm9Iq@Ge|gx@H!I9GsaNeb8>tb+E=zaX8O8}
zl67^)GBXcwbX>#(^!e2?=Sl};#Ga`<$^Jm5y{?<W{gPUGs^la6=#Y^+aVG_ZlEBG?
zn&R%(gJBEJ&7@D1Gl}zrdAg=#?hA$#_87gOLZab=8akeP<t-#0b-Vd7^*ELf>&gDq
zuO9SDox8m8*>R(atw_8=grMjrZ{xc){!f2rm@Sps4fnn=<pWoHUt9dXuQ=&uZk(eW
z`xi5!n>l?c5A-%$Q)up{R@*?>mwdScrnQUFYk}3UQ&EF`w<}InwZ3~onY+yFX7+x9
zCHi10AT7(?zQIkb%r*Yvl4iTTPj=fG1Vd3vGyUnv-#5r4TIS_AYPoVXiX)!9qd2{M
zF*Y=J2=iR&xn`e*(8wLK@XrjLWF*hK)NNzeJH~^F%ElidMaEAp!YqXhmvq`$uEbOd
zojV)m6hHq6>yocJ0i%%5%q!U0sgilA$aRyEPg}nXTGv9zrcUw}#WII@BX4*9&DG$`
zkLgA@PnDY6S4yz?*eX<;wTMA4_t6A$4vOaZJghf<IP_XR{%afM({d(|9GQ2gs%j`q
zYHQJWAb2Zylqw^+w0ZP8ps>aB!D~~F-GZUs029}E#vn6%<&xc0O?mH(zsP|rKNC+M
zuM?e+a2Ich<4A3Yx5}hKU;dhm!&{p;x>0$C&T#f(Wv#0Xb`}rD1+&4OXLXY7hJ5Qy
z)UFh_(`mRJdDkT`QUcaDomXrX%Bgs9DuF@pWd^&WV;E~c&Qtv$wP{}-Ow8T&+CV$O
ztr8mP@dmQ6Ea-zmNsZ(eTOEL_mhLNC4sc5_fb&D&c9N4~sMet6`3tkx*h`b>!fLt0
z=U)=5oli=2A6!#IM<k`0xL4gm%O_`6a3z1a8U6J$v7AMC(1<4?N{%B_A89a$u*lO}
zJpDyyXU{lqdg#`@=K`HqU@RLou%?f^Xtw>(x@mTP`To3B?htn3xgPN=n*NllH`vE=
zjI}#!a&Jt-NEUayzh2|n&Rz3j$@0n1qWOF%*Od;qxg@2d;(dz*wp@joIhrT)@(He2
znX@Z$CD+J5@r0&LtFil(>Gg`X8?!2hOimO%&DC)&Cw*d|z|8<|oq~lZvcswpSC)cd
zZ84}gRhKKD2f1=_Rc<D=lwhT;3GjNw&<fh*jVytI*wcsEnXSPtbDt7k6H*HMxkH=Z
zptW0q$My9tm3Tp@7YZ9{wxwT$=)_+4oyvI+5Om&3p)R=FZ&#coHm_do#9mVTP~Ygn
zBR*zc!Wgv=)z8%n%W6s;*NqfDG&j<|y8rTtPfqI;S`}9|Q2<%g9mz|6FVg-{uY^^v
z{?byb+BqeoXIGm%)t-Z!_R8Jh?AJpM0d?YmpLPL{iOgSLcNnATw%;06YbwYx^iW@t
zO6VXM%bQcsqFlcN4J58&;UjEu?xI=pJyn_@4-YIgId}6_M{G&}K@C$hQC0Ib=4M-m
zWpC3|3|yJks!}JDS%_Uzxg<nFYjxJUIy}?<2FfHHv~1M^u)<mG)3)KR$olC97KiuI
zWCAza5-Mn}Yfulg<Xy9!h@>5IXRVJDD~*agWp%nueCX{f2O(*(nK3f;TU;cfsA6@J
z826VLWV4f1Q1a<G)xx6wl=AY;)l_SUEu55O^=V9UW*B*IRbZnDBgQ}1mIWS|KKMw~
z{XTP9676L4)iO$^EojNYmO4o|>_xS8merV)bskr7zi6=C>@&XAGq$Ob@n<LYz27FD
z@Of8Sm1;Xu;6M4H$CvF|T3&8<hxpokx{ku9BMF}S(Jf_8CZqCzgTdvPcQnBU$+b=o
z26x=zEvl^yZgSs}G(XFRPA+e9E&j0&`}YhuLTE))Zy5KA42gV&LvOjL*an~R%;!>Q
zhx{IqoMc;&>L+0u1U*wdU@zk1q}rF~BAs+uaXj<e3Wd|@FrjDPh?!bDG`p8wWK|kt
z-L7J|)Yj*c9x-P`Tix@R^}c`o5rmH<akoGLJo^}@TZ*QBW9^dR9y&Q&TI;To{xO~M
zWphNPv=Z-JSOn~1NvgYWBa3V1gig(gMdvD&-`9BQo^f4<%FoOe_MPQ;wM4H@61NcL
zUNpHsX62g99AnrQKc$p=`Ces&?3+&4TdWymDE%E1QnWmHFv#2N{yW14;=JtfgmSr8
zw;%iJ0H@rU?@Bg#odgd#K`%fh&~g5$y=Ln#;ypt2OeW{5!o&QTybJw2-P&3R8SERS
z#B%J>94Lc|^_OTULbTXHKRXt-r2uh%6!SEub7@-&JR7<qBRQ2B({joP<0x&GH<Vps
zXgz&Zp^iMLC~DKGZQ_ZSZkGGwULRQfzIIZthubLwdA8t}uJ6@JTPHRRe*3YZ{ZA?D
z4_o1g)<|f)&?<^0mDM5Rs)O51ml9i?Jj@=LKRXX`XKY;@XU>ge$11V-L<X*kh<}V`
zMg7hr&bX8OK!t!?<X+TnCv?rA<3mI*L9VGgths0L>ft+`s@@W-H1|Pu-^WY=^3XI<
zLtQlK;71mBm|jImX<xVP6OYhS!{q+1Cy}!B(;@`lmLR7^s4m!j94i~_H5&2B=X+bm
zd0pI&tSo=S>p>_Ym_@sqQCei>!5nS_A}jLMOKA53heJi5gvPdLr01m)SOgSOsSq&7
z-IEc^O#3|FZQ=@7#N7M*v;8TU+9`>+riO+OqfJDmD?GVEp}*Hp_*+ZaNlw6(fh}W5
zbLHidG!q*KHJ)M}Y5y5rjo)WV&zc8n_JuU4g&Ld_+f++Ol~%emypzv1(xWf6YXMd}
zpZGW!g}Lce(wm4QP4ze~m4}Ql6)>tWO_#cM($gXM?{T=l<ABwa!vnizcf&;vo=VGg
zFM7IETSLY)!)6gSktq}EB$+7FQ_em#hITAg_Ny)so`(@*z281>67#+w%$|rz1f&O@
zVT{fyZ{1g%M;)g%!iRbKINv|42xV%s=mch*;`7oyG`;PsUyDiLKD|f_<Dg6mSDM(;
zK&!PpqJKPYB^&`ChzFKrgr|I@o8mS4MFxN4Z0%8^Z~Jg7(M89kxzyGV^Wdt>Gyq$W
zg>4x8LvrLJd^v#Qw2psR;E?`xailrV&4!@DSm?`_v#qV)907?HJ*X(=H6@%nqG+;B
z&>I!=;lgyuH-TZ}8<*ZZCH3Hne>OEzuf}4F<X}U;Nah%1ls~gm=Af|NS?8-uI>Tm$
zd75ji*?5L!x6YKFHNlG^wsW)9D}m_i$u_!kLW0PO6zXNHQqQB}aIsx26%==k5NAS;
z88flyx5n&wl2Q_pX*92bG4)r?Xr!h>)$2DUA8c>zBs`OTYZfg%GgYz1pp<Fr%ZYL9
zQMLE5u{W1abKqput6P$oc&d$sGt593L?{Xiz{8E#M8itgO=YVcQ`@U}!2fG_r9$bn
zBFA13SZ$w<30RtIyZ5ngZ6)SQY?p>#1E1R3L^SCxabX6g;!O)%nTB=zN^{)lS3Y+r
zP7F4X5Uq7Sq4Cz0puL2BT<O0X#*M!GCUY^4uB4dpRH}#c9gQ*Jr!iqCs4Q%x8utV1
zy~3}<8LbU0lA6+joQ*FJ@-#aIeNcKdpAW3baU|qo<+`0EoflTk%YR$C!kh=~B8%xD
zWFjZwiI{vE@+ESrGiam3`g}tEjdu!i#zHE@2e(t6IcAZyep<SfZ-48`H!z>YTu@?g
zwtjz&gpyNZFJ%0tCVE5XqBs@Ny=h#0H_463NG9ts{xjCr45K9j2`?&&YXU#Vb9!2M
zptkd$mD5m!c^jciVe?4{@c3Wtk5d9aodo-S+~ObnPAQ;R=gTxu5We~*#TqHD7#nNo
za%o&M0?yJ~-dl{Sk+I$tV=U4KfU;-?t5592y;qy))d>Z*>@N4}@s##Gnv5Rfq7-B!
z&yd(m3Xz+18gkHB!a;hrF?R(_Z<l<$DS1uiS}Edzr!PqIbOu(H#sTrpUsa_BDHw@F
ztDj_rKSjN2rnVKMIf1!5$QpESef2e)8-J;Vp~W6DpN3s{1a#K!bSd_U?9my@LI=t2
zGL-3a1#7>s?GX-J;dpgPjL~&hbM%@uk?t8LVdW@)k0)2eY1=++gU31q9$i`vYwqo(
zaFPkozpe3NlWqH9i{`2g*#Cc2B@jakCSf$TeYyLkp=KUJVPxl@>icbV8F^{97AHxu
z3m=H_Q)s>aTD06w9<;M>*L)T9^%!acw+!V=4ehwp{Oye2meGFY4AQUsaL@bgE@wu+
zb32tuN1iCZ#O0NQ7<zQzU7sgjJ@SBVuZ(n>)s<?gJ8{<L(LQLRYi@_PP?!M~I1$ER
zaLF)BMm9rHCMBnGB;%G0ZC}`YJYNchE0n#*x$e=W;v5O8EQ>O8|7$_wW8@A|$rzLl
zuI`~=2YCMf?7{uW&*B_<n_`yIZZ6FpM}ac<C!UEJZL%hE6ZSuSJIZgvEMpEl=_vZ(
O$0_)qJtRW>@V^1dsz!eR

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-jurafsky-transformers/images/image-9-N x N Grid Structure.jpg b/apps/api/app/data/demo_documents/stem-jurafsky-transformers/images/image-9-N x N Grid Structure.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..4827aa34ef5d40b2e6f954d2fb156f36bce2feeb
GIT binary patch
literal 13705
zcmcI~2UJtt*6pDPA|RrG^dKP8RUkBhh)5HuQltxrbWkAD4T$vKKS4q1Eg-#vbPxgQ
zz4x9_BPDsq@4oS#`2KtEf8Q8?7@LuO*qpuBZfnlD7H$+b3tV|5rzi*D;Q;_1_ygc3
z02$yS5fL%bg^R?*#3UpaFOgA^laZ2=(OtbpLB&K5VP>LdWMpCIzs17J%f`saDZ<5j
z=dO^D5agDaq^N)dzo3x7ub1GFkdTm(lF^cr(+b>Rydm%(e{f#`%8PhZcozxqSOI)W
zJOWBQTnhjJ$9Vzo?+@_5KX~{Agcpd2FOpm$1sjxI0r2q%2=ECBE?gia1Y3K7e+LLD
zFI>HGSDNUWx(PAsD=Gn>sLvPK9uzfFYxJSm1x+2_l3b#>PD@9Blj9aA7q<{pSVUAz
zT;`#yoV<eKqbHhL+B#2l^~|1|zp${hvUYNYzjkqTbN7Ac=N}Ll6dWBB8yBDO*ZaiO
zwDgS3tn8fJ;*!#`@`}o;>ZazF*0%PJ&Tst#gG0k3qhsT9^9zeh%PXsE>*(FR{e#0J
z%+KRrcHsd8|1b;u{SU+bu!|D33!jjXfROl?U3mB|U?HF+yl~?#(N$@6Vv|?bSOt78
zQay<JT+~RyCa8g;Hg)W~M8hsLcN6`~w7)I;?-};?|I4!fW7z+-YaAdWzylYLfD(WK
zN5`D0-k1I^1;PVQ(Nfv`S*3QYJkGUM6=CN7+Mcq4t<f?*F(s1s1{CW8KP+5uV~V5h
za>L%i0V!b=H~?=M2h6YTotoeP7(E0_(2WCH2Nt7JhOLgo6M5p#|DkUM(~Ny11Un^8
z!T}*^(b5NrUOkz?OSL$F7SY=lfCIeu5NPK=-@X{>^&-V7C$-Y+x-R;4$>&k)z+-kL
zH+&VgJC7dutG)VodXR@jgu+%9WN^S&w+2kL7_EdXba36WK))9qaC&Nqz)*<bfa~%p
z3lu*wKX3qw*#XNRu1Nf!jB*}sXWTlj66Td7l*pK8<-optm+;dUS-#Mn1<|}aQ<$cw
zW-+}#+78GgO1dWz4f1Rh`A?=-^kp5V&karDyseH3QYETYgM9`S=f)NRYlG~eKjVN|
ziJ4PF#%PNCfo-^u4&S*6%-^!nN52Wngl-52a9(X?ZX`_G>B#x8vsDB0V+^HXP3m8P
z{||Pbc7ATzeK&+oJ}Ogp-~by;c)NE0=fTTyd}UiBV-uTbh46+N7s9J8@W*e2G^{5Q
zo2;$T;_IBLQPQ$hYIp__euzbC7aU+>D31e_I0~w(AeV4J2lo!PsX781udMfEa<R>m
zbZ{ayn8&Q=ANw`c`;G)T4q&|wZktUeVyrjMn=gMph#qys{G~2S)k38%3z%Zsu@A!#
z*v1OTF<+j>09N7?4k)lW&AZ(O+hw=G0f*$3IH1o?FFpmmM11CCyrh(k?SxXPKmNxc
zcfxSMqD~C9ehaprD!!Wc5#4Yayo(r_%EHFVD{g8^u{&$3%L+UQ=KO>Y7BV{r?1Op+
z9PkC~rtg}%Tm=reVGNFVR1L8jl%3CQ@9wHP_tBh6UCr5#O8x$Ym&a0{iQ?wGbkwTZ
zrR}n<9Xsx?;BTA0GHiW0uJVznaL!O)rK&f^Dcky$)O4kY(`D|pZO8eoj>5?mB$mV4
zyj1bFC->p7`%qJ>6>LJQUVByd!6M_cg$AVHiB7BfscHZImd5-rpSX=jfd6#&WPsXb
zdgbQ$S?5`8m8{v`t5z<|SIWFp?2Ot~2h%9ih4m!@1JDXzKg_;LzTk3HfBnQFT&VY|
zSBb@_-J<U%R@-H#_g+bx-~dtS(1*e(yCK0ibU^rQ1FAh_(>Z>S4@%CYW%QEFGl78f
z>&i%f=_%6!PsFte#mfnnB@<&4><-xmD)*xoo_+IcWVgtB{s!7Gj|5zknnjN9RMKQ_
z;lHn~J9#PHBOo|1T(l3tEA+2@2xa0wdsY@d#8OkN@5$cdi+^9nGXN!dX0_qya9Ig1
z;CU_AHF{+p61XWL<3u1?d!<-^{2nb^k7`%VhlQL%`2r7RRKp=6^dREOS;=>7Uohus
z1P`-OW9W9T*zu)Rt5j~GslJxAdX{ojLle_2ooe}LQK1P>xsQgyoR_512Zg01h8EE@
z?^CVc&|-V522I>PM@|Q+T`&lpb3bGY^%$&11bjm4G@jj(uZ&C8-JkF({?sXVF`dz6
zQJeh@BbqOzrGd;~-KBs1$HYW0gF&mslKjO9Z`!wS%+{4vGJ~Y2PuBHN$vN|G^;|ae
zE`j!ZXqx0`dAk>z&mMniWT=`7T^vS)Vp(MKFc6)}K8`_Kj)Ag^$c)%!8W>EJ+bNua
z81iUq%k%c31Cuc(X)CFI#4>)yVz;Qmium>B-asZNI>j%cb($$gLFB=pM9z(vZ+lW3
z7PK832dO<xPXfdpI+{XS#YaLtCG%kKw#<UA{G>^Ix94r{>AiW)0U(==>1EWm@a2b+
zA_A|iX&bRLjFe{Q?|DfMCR;Z<rBp{m{6IWva6<LW-yGg5mGoTGrY|mhZyR6pPUUV@
zWPkw?9idsBF$&>Z)<7ymv+J73Q^!xm&70Q0;Crj&x;A@Cp&swH@NDX4cM2_d{G$rN
z!y>$Z17ypdpdrE6n(CR0D`_I!;Ew1CeSNkI0t(GOF+V(pdjDvwj=t>|5L^p0BXkKf
zcd=pD5gy@AI<2C56}P~ev?~}^x;)x5aB72G7vDMxc#b;NdsB2FVf;yN%^vFuc0eHS
zW9`AlplOaLY`Cnm>^3c;N#3zU+2rN>@W~Q++Dk2gjVp{4NWtc6jyiMni`^sbME#{0
zCCwA-2{*OvX(`z@dBA-I31^0YdyS@|&>CjDhXcwAXb`u*O)Nd53|-vb7{QOOa(tzj
zF~)c+=nbp>x}K`v!I{)L4p12gFI<`;Aqg$!>>|3PV1Bq<O^{=Q6-Q-P_rvBDtt7wl
zz*lIJm7b|AYia$YUGRy)Xg7pNKq!J!6t1a6HD^te#s_`6%KH^A)6wSTcC3x>dAF*h
zB!1vAnsGR?)$4FdjF9ex$3<q(bJgn(X9<1WJ^s*$x$r!=ORlT0syOlhn_|UoI=XIg
z#^oqw_jRs(<ui+p@&e)~^&$=^tWiDV49~-uHHpwmm1J)uX6Brw<<8`?N3-KoJv0iY
zy7qG@0=)4$3U8fxjU(0`IuEy$e|$I+1qnXY<?w-Lt_{=MSnFk`vGLV4B(fTCb_w1k
z2E2G~E2G2f=5HX^j$en^nB-eUFuu6A5si)>>*cKa+Rj|-jJ!>aQSov=dOWzlrF3#n
zbHFf>B$QQ)yO}J%iaH2|1LTKFd#}4zE35V1O}2bwq(~fJa+-Bh{xR7C@Ih_orNM`U
z4IDri@YRUBwgTgpXOn!RGI>}3-b92@``!nBDNSNV3(+;*WEM=2o!vZ)WMjsrzP!)g
zwtypgEXeqdj~|)$?1z0Ud<rAe1fqvvD;;5uoh?(3Dtnio`ga>3`~ps)@Z4lJ)XkKj
zTG`BXoqo0n-9}zMOVsvNV%na~({%W%mF{Q;r&IZ%AY7Hf`d0Js-BvU5@TxrDLs8~g
zg&QGsf(kEzuPcmuKH5@L>n`qvK73gX^&VYCym{=!Qp=)_M2Jg5h5psg#f8M}s}^l+
zY^r#dDl5iOEh-NzUQI<9@yL9|l9i#fgNLsu#C+Sm9zSQg`~AbmPoc@)3rMI(unHrR
zb^E*zO4G*yk%j)C|Kx=2KOEH761n#>rCIzNXX>Z5zn$!&Cl3x_$!j>dv<^Ggg~EqA
zFgjRi9mFB^AY#ARx<7e^LvYq8bBan`pZO)|X92L_`OG@}yiyCp0nb)p`*`{Xf7JKm
zn-f}^f;lr;QiC}OuKzRNtNZ3I4v1ni2K}d9J2u36uoMSGaKbhcaR9fW{GnoYYOv|w
zV_flc08v0~%E6Hp4#=P!ku^B)s8vlrquEkZgSn!Afq-Ad%m%SbjhZ?0BgO_M216Tu
zUcxwFn|yJ=LuFZ$Cr$%R2(k^%)L`Fq@E5?-?QAG$Sos#K52N&oo+>kxc@8mE6b8HM
zPWkJ@hYu-jb=-fT6&+Ql1e&c2>sr`WH0+GL;iq!MspW6qZ8B2Ji&pkvYm6g@w}WuN
zsvQpaW{X&mKUXv4qk1ZqvL9}9a=iry?1Mcn3B%B7=V}G<!Mu#U$MO`jTRggm3zn+a
z12ck!zj)`H_Oq2zF+LAX9LIKyz*a3lyba9ZfJ+kBz`241G;A_}la@MMk*y^CP4)d>
zurd0TGqOFzEF)}A{!p$82gpdwV2CL&+6PomlV3c;0ncqx_655^fc_E(_(6Vau0N>$
zY}tZtK1@(Iph<kN7~`+FphPk@@1gKD^5O)y0^sfbQaVq#S|lheT@-Ck9A60;>pS+c
zk@;r}|7bk!`_IP|o5tW!e@x(j*ijtN7ID5>t;aQL0NM>b3z<h8Gaz=8Aeg@2zK<x$
z(p<JUV@v#f*4bLdRT^kQk_su2gB<H)WOA+7;y(hmzA3Sh(*d*+I&M#;Kvomwi5S^R
z!N#`A$b_Z{P;7=dVg212P?sU7v=cT19Pl~W;glfYl*c`oS5@#1q8QqHOb2qHucC;i
zh~F9`*Ezp92@?PQFP!I>VmdX1SWxU<4U@`<A!=i4gWQ8|uxP2Snu8+dHcNrn0wcP&
zKX_mm#GE{H-~psKql8k29!c`@)CuON26JDI1dk6;Am7xmd#MIIBn4^UmW<IcG@wbz
zX-~z#o(?WOShGRoKGuZWRXBanjy)24WsNe*(vo$1ZX|{dC7H|Xe$Xp-LQ~_!XnEtR
zTV$FeUe~h^PAUCWXHS}!Jf*4Yld=ug--z1XSC!nV4QDO&b(wneI=h{A<1|mjEJ%I3
z*D1BOqTT35!;l1IL0M`=y1J;M=;2fQrCa75(_%)%BX8Y@W&);p>(O?ls8MJ}L5hhT
zQ!(9@vSy_(o{RPXhdUYLLK)-us8Q$c9&?DSTYwMiklh<j*US-}A(ad#rn)LYw+A;H
zI{_AUvKMtyi7p(kmR{fS{9_B}`KnUlfF>@Kh0@S4r9_lfd>7;MS;1mXy2H*~#d!yM
znR(^g&Bv*heVw`E-MlWsdAGLzy1`<SRMcKzWz;GvJR!*ujOHVi37%=I7BXV0t!^0H
zTz-Kj$}X;Yd*A&t`)q|RNOZM&1DV<ChwGU)IB>v&>i+mH4S&(^Kc(CQPMUqzCfJfo
zoh)^Vj-nqQ((`=Zgl_52Q}{uvY@wul%wHiT%{=yd3tEjXk=sp6PCnshuDQk(`(2i`
z4$u)l*-_Ns>tyAYJ%#0aHQsM_?Ilj4+Ku(Zf)2G+b~IhE|NI{8LPwki(c^$KUwhcT
zzP53Qr!su5kYX)m>=3P*ZQM<rQT$yYRPZt~{3X|PlVT@(cy;g|7qsEJwO(7{?8!+O
zchj14uOyUInuUND&*6Q&ksu~?x!98-Yhn!3wUvBDX(EiizwP0mJz1z}eI-G}?N^H{
zl?%rOrgiZNwuj<8t+iJ3T_N4qo7@kPsZ(omGrE(9#rOuf;h(Nhz#gr#B=60O_&!Tf
z8{%``;F&=7jgJ-Wy$Dh~>#BOS$BZGMaw16YS5A&OfA9<(nx@K)*wFlOj3VOjTE1(I
z=~D{*65R6qw9$7|#IG49gu)h$AqOWG;Eunm?(x}ix0}s9cu~S+-tNicp;9{v8UMZm
zKJ^*f1dmX4R<fcS3hX0yrI3ZL#l0<wG(}!nt6dqrm!=H$uWPv~+{Bu?_7F)`F8jCA
z+vO!AW!)%zYrAO>lpAlZ_aBg)3dDCE^2ob%4}RT6`*+!G^oX5tM}(X{A9o1ygv@)%
zKdLH=eQHqiv|>h^4NsMTsfsPjTC9|3w1S6ig0ql!#M8+G;_sYyZ%S3Uco1IsJ;l~L
z&VP7@G4i|0O5@iyF{z=?C?hOsA<#<bV(PZF9QlaU-n=Wi>NwnTdAP|rF+xxr`LBs&
zuD#0~%pV@BE-T&t%e_&zS_(&6Gcyh5Z<}3}mdeO!XJuY@;2_ko`IBcOxwah_q%N$#
z98YNGsbS~^$?5Z%b)Ca<`nL+EHC4*xU&2-Te3GX#%XsUr=~|U2-;4;BP`7;%+s)nV
z8OUzx#`kWy4nKGxj!|m(_2hRnQGngN@}(VxS~rd9wFfm1?!Uw%ek;vX$0Od}sAr!v
z&smlywmny=uT>Tgh3~Ft(P}I>@ZJ$4bS{VvetknR<GGoxt94Iv%XoYPRY?-^f#^aU
zoqy}aJHnwBdmQDKsedIoI7Rh2E8V8_<nG%?O4A_=glgb+S!A%+=~q0ixD_}e{Ey!m
z-RWD7&=|UHYgU>(?a>tyD{!CgQns|u#t3n8*%;;)_92V{F)BO*@(QGb=9rLGFK2mF
zvn7m-_f!m8^3*k^CB(sjGgc3}{*&J+nhu}Lce)yK&DFlQRZq~$rC*hioK-=O2(LJc
zEt_p08O$|yb%kSlI_r9_r$9ec>_C_1M59Dmi_(6sERLEnhfw$uvx?Y3XPy)zir0vt
zCitm@%sgqfX=qz~f{V{A0WE|@eV`2Ptp1$2U%TwP@gH1928nsm-fF~LUR39nI=0kJ
z_Cson70xJ-?3Pn&2KsWj1`uaWM4ZtK<$&;qSq(7)#cJZ)vG*;r&3&9|4=IzaZx~$Z
z-zjaah*9&16|C7IEL0&PlG?s&C=wunN9=FEwN!?t2;^s}&<L_{azzqdWZS;LBp9`0
z2&bx2o6?1vF&Lt{69O#;IBKGu?ZnsYQz`G@eRyr_8@1p1tP54~(6wORe?z@Ov7mL6
zhb%XB*yL2*vx;u}vh3^qC&gDk#0P!Y36OwT%uUpE&AGTCvZw8?O-(D%jb0AE1K_8F
z`dr8Yw!s#JIGNnj`4Cz}M?GxguonkBGEMu$F&Sg#sXWI3y9SNzH#8hG8tr&qUQ_zA
zSWZ>FgT>cCGNmc!cA<olS-zpQV&=4=jF1SIV;EoCkQl#$WX~&~3F-|hwfVmmG}N`_
z#pZf1Qd~Bu%_-cdek)|8(VT4<WF{Tym`n8x9g(4$>-t1x7<$5Fy7_%Tx0RRc3eQq?
z$DIiuIth15{aAHVw~yOS;}pI^bp%S{wsQJ;&o=w`raQ@QRB;DbHmwwOKSlNW+e&by
z^CxA!*JIgSS{gSDV&A>bT>DC2Nd1|kgA>Dfw5^T=iIPq;;*bh*%xcX;pOhSb4P&9X
z_|8<^+vXdV1~Z{uALTrAwR^eKYq>Xb>JCA-reh)9R|3Zcn2b@*t>cPg`dx=h7`s||
zl!vOmu0)td&$3MtX*l|OaXpOS#|gb}`i8`<+!<p`Uh83n4mmH4PEou4J2JV<I|`66
z_`wnmxOi|c%uEyQbug8uH>K!tC7EbFn%Cp0mjJoDA3%K`>~G|CI~$XionAj;GZ?n3
zSg#J)wkvqhR$24cOW~BqXUc|>JqCtV)F&V7sJjtOEHnFpuAnkUa2*E(rC}+FK;)Fv
z0>jWYoGRPptc<yc>+yh4{+)Eg>I*almgqJPxF&zf3f@36B7q3hT?8f(O3J^YB<p01
z3KTgbo4x^JtX5EKw*2Ft<UX5ErZmEKZ(uyIjpaDtn9s(&5^@ovRUkq483e2(mus%S
zHz9C)H3j6w5(9R#m&X2hgQBh2&F=^Qemw5MT~+;k1|#Q337fm(a7<S#g9Cg*a6n66
zwyq1`KNA{*(K>#56c=rtAev+fI+sROCfKVl=u;LoGPn_ye@0ciQ7-5W2YeGZN>R<=
zPqT8|b{5j6IAsN?t2ELEoJ&=VI=E)lATGAi1E*sEOVwGt?V$b?h6*V>BPuIAB?saA
zx%O%_hTZFp=gt^x?z-_Yxs5S~9?|s0(`;^rt=Unby621jmhdP08eSrcPzyphUB}Vq
zO-+quy^l-(ZZ+xuyVLUTXBb@ZrS9|2?&%0KMBE`zLPTsBZqtByZ@0T$K#+ADRP|N8
z`xhK$yp7tIqzUHC7Ju+dcm0Ej8NwZ<s6mda1(H2D<cv45G^?sJ6mvbNLY7*=hF*72
z<pY#Q&=a;a(Q7P%{n=w<)>HI4*nfL_ylGe|uPYF_wLs_g;$>jkWby??#vooBcKbpG
z?{D86X_?>A190lAQ~GsX6YOYci#6T+Wl~N_5~ll5KH%9OPDY#JEn-myb#&%y2VQe}
z!v{CNETQkD=IGnd8!k=8$5+RFIJ%3-_vae=D3yCzR>=)vk)@v$vQf$RjF2nZ4WC~X
zc#eLoZ63^(zn*RQ7a_sTpjisNJd?b&>P(QlpFQZ`>k>tjd@r_>!rY>|5G-{bGL8hC
zJw$9rEa@`;*Uv$jyW^OP?rqKs7C=C8ON$roC8#Mt4pT3!+3kUB?&T+`)|0f}eOe`}
zQ`JyX?5eT7eUaXUvgu|dR}>DYu98SGQLU_e+ds8Zl_+W=oe(W|DOXZa;u3yKSr29g
zE9(Z^*d74yb2elW--9lViW6DCrMf}(h3{{*;Jt&4+9F}U3+t+;X@B$e=L52Kq}>uZ
zR0<;ZYA$ForzgjDLS(gy2J@i`WXE1xWs~=3I~}+?s`fiLKHfb0Ao69b%LU(1g(R3L
zk~s2mhK`u%;V0fMDvhfEdnB-~ENkOp=K&=5&+`N-vM62)coJS4417Pwuc*!m15KGL
zS?{oP!|Jls#0tN}4V@HyYlk#fh{51O#CH$<DGe=|A5ku1)T_{TS8L9dzT2PUs25_M
z494~O%MiE;OXp=(b%kK4Pm*1eZ=k*WD&9eP3a_?05!JwH6DRfL>NP6vX?b_jic0QH
z7oRF;tX98H$*>WZcx7m1mz#bh{^R9QvWZhHBfpLm$hqOi0ZkvpndD`wf7}Qj+0@x^
zx|8SzIWmhb@{JT*VbmT!6-Fgmr>WDc?LDk_4gH2yi#eG#dcA_mD-o+pr^#NHfV<6G
zokA8A;9<hUGmnF=JXOB7lwr6K&k#{zqKa{vCs%6OogO!w?#jCPF<nh2GyhTX1<t!-
zj)F0xmx-BdejFHbcj*t@8i3P!ZYYk}Ms1r<3MS`DGe+oTUH2=sgob$O@xb_xrziF0
zxxXzOJ$uGOHrH^)I)D2`u6%Si<8ANKlC;w&X!G~=we>s>_H7=WA{}FNi{3ngdEyf?
z14w9Iw-Kpb!clOJM9t_9>5&}C*V7A@1CLr%40=|Q4KQz4njr-HQyQI`lkJ&$>E>-(
zO5FVOk|l}XDu+B}QZY#i{qP2A(mFx4FUcP7qsK*)@365)YBCe6AwIsAq8r$P8vDER
z`R$WP<{ukYD>CexEFn#0QT6RA=r>V0R<9l=dX);wI#KN@@^mo0_7<^N0`@y{N}!>s
z1u5^lm~K7(;b}hmzO+lpwbbe+mraiT7mtv3_^eVBI%XuLDgRWu9t~}8o-zjoKz%)4
zy;#=o`t=LE9>*zv?F|g984f3)cAAcbvzR}dXKp25eSB}(<*Cz%X~~raZ)BLo!+~1q
ztR!-cnJt>up>Gb)msF&`MY{KOeG<=mFV&v7c3fI7f+`HsZ_%4fl+9PUk=SUeWg|N1
z8*eId*Vb$x8$TZdkx^=(rMS9AFMlZYHXdf~^XTIA{>qt^^be0@Rif%C)vr=?!~6x?
z4yFCOQ>pDQHRhkT1gBGXXai9`y?QSKP<u_&jDrbk{m#t}&bex0RdFZ^Bf7vd&XP*;
zs1k*m1<22<P#kbVG>KR(&o_qH9ES&eUVFLrMBc$Ads_BIg#e4mMSG-gql62x@DCWP
zoV%*$5LjxGwO*e0%63lQiv5cGgNu#ClTTi}veGT--acSht(DEk=(N^zS~+VC(8yPZ
zQ@xe08g$fBp%C3~%--+1@I#7MU)m~T{Aqf%W=_`4B>V&uH}bm+!~{RiY(5QOX-7w0
zi;q`j2orBkf8b-D)@4>?I>Oftv5*vBk+?MVqn31T=dw{!w{Q!xQ<YbVx0i<%0e89P
zv!C(8dR><99<$SevQA4*s;jCRnka(a`p3q-_@2HBH*bnqGMdFRWvjJ{cxEUnE*8r(
zA~8}sh=4!KEs~4Qxo0=AbTgn}p_h8KIyoTAMqo?{VYea~J3l|UV?M^R>dFR_iPF`9
zQJmg>U9rI*pKko<)(4VwphH~TdsKUIw=yj*NHZ+DEL>-<)_4pniZ)7-j1`CX?V6uZ
zCzDrmh;qw`i7h_UF+3;2=dUtT_tgr-kaG`wbL+6maHCgbXUo(Lg6g;7fL)$W9ANx9
z<yf8Rp6=Df40Y(Dx$BJH&^($r;8Zf*nExY34!gfn^VJS@H4AJ11&%6L2SkNK*$z2o
z!swcw?mEqniBikRpvkungsBc#p1X(NHHs?4m?@woYt`1v>tFhvc6>C9T5!-ZX9-?%
zM))0jWy}O3ceapOeFt=`9<GGpMv~sUPj?w^i4i6$--{!WmhZ)q^kQDY`L4G~-7X&}
z_25x{KH3h=OtNj>%qPYR`gYnbd51e940?u8Koh?!3z@oUtRJCTZN<lOGftn$^_I7o
zMDj<QAt8#3tI2d$GfJg*yQL(?(&N&j&_8HQRU~tVhJ7=QZD<n9y0fDX`<PfFYshn(
z$%K7<Q(jswy{52XwwX9CTBdIg+OhX!OC3|qnVyl(YkN^Yh~(W{YMrKfI`USvE2e`E
znex`<i|Q<UnV&hiosdsOo2KV?g+@u&jqtd!)oJGbQ%Nhn%miDzt)-}R%a($!%7d?_
zug{1sD5b4dzwyc9NXgXyNt6BkThiE<r;EES$(e~NM;uzL^Yc+U|B?W3Cw&|}7Z3ge
zx>T?Kp~hROI>peTZa=XP=0rw_{?e*{l}426Y2X{?U$S`vHbf6(RD>YU2$<VBAp*tJ
z)iUI|l1bORi7eHVE5F40kaMRR>53SX$F5?vqW;Urn$;1T5ulPD__r{AF8*yu?Nl!U
zs;5S($0wjt-ygUp8640O9t`UIfBVi~eT5-^XFQzeTrahsa<3}M>2K0zA+*o)MyhqB
z@wAcNx4q8Xb%yu$=J#K@++pMaL<!2=wf>l&g5(u`zOoDUOU9V{p5RcVo*-sHR(Wa&
zL3xAvz9)#3zJkynQ@v)1%#VO28}`^>uRzFgKyT~}h5-y$T$ev(kzxSzTDTfe!U!yX
zwH{~jWj7bG!hid|)DE$w$yraf*$9d$S3#M|#2)Q<{fkT;HGknh!gr<c!D#oMe|6R$
zi<BPyWl79QQsv){h--}WzddkK7!?N6d^mk&xPZ0fFGcEi+wZ2nzkFybe*tBq0Rb?!
z&5&cN8D~V-A~t1bXy=a`+ol<t3OkbD%`ktp*OlP(5hP8-&4|4v5iAkN&0G6GB0}Mh
z16IB{oRX)2**st<;`M`-1gBr5?%y@!_5Cl5cv{bmf(3l~ag-7JUgUMQ%+#Z={*_@0
zji#XDclHcS9Fj$Yms&aE_z5*fTmW6yduwShpmEZavQOlTJ$68+VX2S&V5{WBXZte?
zVDMzqua|!X^jH6)i7v53&4-awo}EjGAM_L_YYlA?7@cV<9Pmj9ax{Plb1qeX&bYh%
zs)Cv7$G*cASNjdsfwYR06D9kD7d>RxUUeR(mc!45kIW={<u6TS<@^R3+2)LYUN8hB
z**farx#-L*D3l03Tv0~RG<ZC(DR@>h^gPfEcBke;_}}RqL$e9*N44RHbs1~baq%Br
zJQ#Hn^0lY0MfX$guN^=auB_|OM7nYx_O{W-9W3X#Fc|AeqT#j&42XC5uNOX_a%Y?#
zPrecU0sm;xJRUfdIT!@Qj++sXP#KGubl#%lC|wq#CWl+ptXCuBgECcftOebKBl*|Z
z$Mr3H#5vgy_VZ}=+TnK8Eqv8nYU08dzePp572ZV;Wd+Tm5Meimp``j@0-7>e%~wt4
z4Hx`HnWws?QS;ax?V-ZbovQ|hjh^M|eC5d{alV`R-VSP6WRtt@q3F$@Wkph5lgm|W
zFKxu(!$^2WqjR*;cy2AKz|p7r`F`He(lkL|zB5Je8=isv)kGf4t*vi)3O$Z;s=SI4
zi3jvnlR>SrW3*Bv;1xsBJab461~U6>^oN$KlaYwjQ=%{R1BPi;h5|zma|O)EvPmgE
zL3_RGcOIg{1MEIwV$?_C?W8>XOA}AJuRdbC>9nb8Hb7OCZ?!pDaHgtf=b@zRCM4(q
zIZSFZr&+jJ?w;I?&KQQ*-D^H}YZ&5}>a}H3t8cS^I!nfR3+Y<n-;-g2)|X9E?}Jn3
z8cFjQDT+O=x!d@XfKkpj6#jJ$<mOlGJk_mGN4gGIjK`;U20z=}^by{SKwNTVo^H@H
z7^fI5cwXQ>HMCR~_aPzS3A=FL4VS1MYMsGhIiCg9%a~LvlfE*Af{Z}(A3SV$8~#Al
zHcxlymPVJx4^K@AFAp!Kq1uo`q@)F_=zPcBz(_{M4`fFN%VnO|_zHt0%ppO~Yx=k7
zc<Z~&GV~|YV*;zUW4UG*Djb@^O~e&%IaQvI8`Q$q*>Hd}g1h6~a~%=1h*sTzr&va-
zjR)U5k%TW3Q$`Ob^k^eA7%=YeT>BO|iD7v!-QnuP1dn_}E8&r%E`;UhEI-G`&-Odl
zFgnpVz-mKJClp#I*i7Gwt-sMfI3Ww2Nm=UX`Sf9hO!KPSu_l5dt!AK}b-nzKmCkU5
zpjFqhlB?GHn~e^_kFP~`uO*jBw4N|ARBaq5S7ll5j>#gN7V9?WrzdS+%-mQNC5All
zQ5`A^gFP5XAB5h^-m)`mTZ7De0vuJp6tbbyjra!kRY}71Jd{<93@x0c)Gmg;+U1&)
zU*&G|L#~Rvp({&it<Xu(i?OaZXxf##J2pkO#XxZ3AyW;r7w0m?^ZewMj8!R)zFJl5
zBXQ`d%PYAFV@qz$lRQ9vN$Xe6BP#~XikN_%aRpcI1USJ?c`0aGoh0iHCVmPidRVj&
zn&IK^`7`~L<S9C*!B|aQolg@=h^muyTWL``@tKE^t@h?lTIm^{_Iu^7Pdji0sa*mc
z)?6pFLvKBq%}qil!_wV9qo66_<plfuE8fVjS{1SE-uhux2g?CB+G4DaBm<O2O6#nZ
zD)%QwxApo}xxL;u!7|+;P4O!RAh$}AWcBz6a;siKecBz;E=MBbd7I8RjG5^vs6;D0
z@^{r*9gz%H{D;L8l>niq1z)FFBlY#Lbo7gaLX2``BVt~mbOX6V@10T9h36AZY)cl^
zpCFvTGg@E|f*NhfVyo1Ow~CojX2DS2?RLET>&lw_&@h<MK#bY|zxMJ_Cn@V&JeJu5
zf;u;$3YX&<-%=hgadI<*etrVwJf)R@kBdfM%9j~*B=2t$Bb^}^_@5_ywIa~%B7E7)
zq6lGl-WC0N_Hfln`O)TkjinF^!+(V&;*@(fZ=rgM|F0-SK?*o0eUXzMf-^>(cqUdK
z{}Uv|qls}zo0_poaEI4r{&ncm<#uaqOOvhxdsXi4@flBc<(HD0M3MqKmPGy6Go+og
zFM{eclLIETf_e0rJz_i}r^fY-$2)D@9H?7seJQ9qm}otG8?zC`&NF3=E@vrLhe^)6
zb4i_s=&U2HqDV<UgVetYzM)5Tn?0bL+L1R0XL(EVpGkN-lZ|$^*F6Qn+)6DInGS@)
znf65(d(eIdb>ATMGc$v?6zZDo-a<7F)K+>u@0sdTnBIOPN7fZ*$5yr}5}H9|bWZ<>
zk>=d|Y_F_1T5w3?Xe{q}7zv%URKIoCmo;ad08TI-GC?XSH#sq*Ck@BD5$e>&<S0f=
z99$$T!2iO?)kS9Tg<GMsoz$|9TIk+*S_$VOzQQ8eWiDP%!B18$tShR0LK8~f7q3o?
z%QFD(q2A=y>W`Y2Jq%jUT_##T^O10-dz%&IKPD$Syd|Enz#X!oe<lHdnLODMXMLyH
z>r9m2*WM5p_0^j2S7rT${A6>(vRv&e<#qC!*U~%t1%AA|3-!@I`B?O;G}&YFpDC=1
z<4-9t$C(E6URK`Lss2(@=gPd@PwMZ}68YZjvKeBBU!HhUOSe`sb<!)lJN>CxP5Zc#
z{tZF1Ostfx$8a1~>uZex=P(hu3gKgOzp@YPiy5`jcv4wR$`-D_Lk|aSir=G;8XnZw
z-Pn{g`b*DDM>faf!s-_3rj~kXUs4oMxVNEJe78<TkTxQR#h(JyUB~Rw-pPF-Gyv|n
zLA-yZZrtRE3qCxgc^%!$SC)RI^X191>%yhy4%%!vM?y*_7SK(R=yB<rgFs-GWut53
zI(1Q0igl6fU4uM}%%@hJ+@qrtdie!L(u9wEMh|Wg#O$b+6qODj{p!N<X@1}<1Yd08
zycPXYG-ve_|M&km85PSgn9sL=(vewL9xe+WoV0JBBKA9Lt{JvkbbVUg`?lMiKHACl
z@%xVbyP^a3aO*T4LGHo2bXzbeYrBTnzgmI=8aA*(h~Fwu7c6Br1=f4q1&g2cx0JmM
zMhNcP-2>CepPX`^eeOPh2_zi$B!GH159|cn0A|GeR?$JsG5!E440#q}mK)&*L4{i)
z_K5}>P}H!d2usM5J+9w7`wx2NJoGt$3C5$0keThXc6boAG95$lNrBRD7p3%2ZphxP
zkGHXJwGl^Wh_*t=<<)m!7)&B&Fi8`{mZ}(eA=oj2)ePoR%A9;Dv2RV?H{%I$<1@m1
z9I$hY1HvHZY9J1L=LE(IJ_&<>+B*kJg=iA{4C?s|Dj+-g^+L%{UaH?S&Pp=ChmU%(
zpmzZiTYj$%&7AA<lr0f*hF7|CdO;PHHcmWv+GEi=UY>|09Z`pp%DosU0MrGdRpX}*
zke5p`eo}%Fif_H!5kKwgQ}p_nnfj>S3VBITcCZeKo^ip>O)v8gsjQ3w4eVGyIOR9N
zRYi<|Nld@jtar|Jer|2I2-e@2-~MglB7XZ`0H$l4xBCC>dii|MHWa_CI=)Dftygqn
z{`u>BRs3ZERpUqN=l29B>M$^iO@5%UO|<;ie2_oe+;NQfeG~l$JL-1M&)9}?=Z0ev
zT^ulTfCK1Z=V~<|1^RshbN;!u9`}z^-YcD0D1qx8mvRQO7chP6_gY@VxjlStVM{4;
zety`_%O0KFkYWfY?Q%0dd2-Jz?kRXfCVdgoQFTaN(~ikM95;^@D4dEGrGEN))<^c?
z$Elt~&9e_~N`vaMirK$J>;K_`w?v7V(dmD~Wpl;)37v!xzezFKeK3<Q?uWo#(UW|~
z%U-hZ>*8g*p1NQ9wU_+fB|eTR6{Y282Sf@Vwe<-lDZ8}7D4n}jTjECqC)zd+Lb8vT
wWKCQj8EQj94y*Z#>9+Tg9Qw{xlKiH7RG_qF@Y1Ul@ZkHEFaJMSAh@yr1sKT}YybcN

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-jurafsky-transformers/manifest.json b/apps/api/app/data/demo_documents/stem-jurafsky-transformers/manifest.json
new file mode 100644
index 000000000..c0de27e80
--- /dev/null
+++ b/apps/api/app/data/demo_documents/stem-jurafsky-transformers/manifest.json
@@ -0,0 +1,80 @@
+{
+  "version": "2.0",
+  "job_id": "job_0e0ec2025607",
+  "data_id": null,
+  "source_file_name": "8.pdf",
+  "processing_date": "2026-06-16T03:39:28.853867Z",
+  "processing": {
+    "page_count": 27,
+    "billing_status": "charged",
+    "cost": {
+      "micro_dollars": 40500,
+      "credits": 0.0405
+    },
+    "timing": {
+      "started_at": "2026-06-16T03:37:55.446046+00:00",
+      "completed_at": "2026-06-16T03:39:28.840141+00:00",
+      "duration_ms": 93394
+    },
+    "stages": {
+      "timing_ms": {
+        "document.profile": 8189,
+        "pdf.extract.standard": 65917,
+        "toc.detect_range_llm": 1402,
+        "md.detect_toc": 1427,
+        "heading.merge_pre_pass_llm": 1162,
+        "heading.hierarchy_llm_call": 3194,
+        "heading.hierarchy_llm": 3203,
+        "md.predict_headings": 5078,
+        "md.deferred_summaries": 12336,
+        "md.build_dataframe": 1,
+        "pdf.parse_md": 19209,
+        "document.cleanup_unreferenced_images": 1,
+        "document.compress_images": 0,
+        "worker.parse.document": 93322
+      },
+      "token_usage": {
+        "prompt_tokens": 5575,
+        "completion_tokens": 409,
+        "total_tokens": 5984
+      }
+    }
+  },
+  "statistics": {
+    "total_chunks": 46,
+    "text_chunks": 23,
+    "image_chunks": 19,
+    "table_chunks": 4,
+    "total_pages": null
+  },
+  "HIERARCHY": {
+    "CHAPTER 8 Transformers": {
+      "8.1 Attention": {},
+      "(8.3) The chicken didn't cross the road because it": {},
+      "8.2 Transformer Blocks": {},
+      "8.3 Parallelizing computation using a single matrix X": {},
+      "8.4 The input: embeddings for token and position": {},
+      "8.5 The Language Modeling Head": {},
+      "8.6 More on Sampling": {
+        "8.6.1 Top-k sampling": {},
+        "8.6.2 Nucleus or top-p sampling": {}
+      },
+      "8.7 Training": {},
+      "8.8 Dealing with Scale": {
+        "8.8.1 Scaling laws": {},
+        "8.8.2 KV Cache": {
+          "1 x dk": {},
+          "1 x N": {},
+          "1 x dv": {}
+        },
+        "8.8.3 Parameter Efficient Fine Tuning": {}
+      },
+      "8.9 Interpreting the Transformer": {
+        "8.9.1 In-Context Learning and Induction Heads": {},
+        "8.9.2 Logit Lens": {}
+      },
+      "8.10 Summary": {},
+      "Historical Notes": {}
+    }
+  }
+}
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/stem-jurafsky-transformers/tables/table-0 Self-Attention.html b/apps/api/app/data/demo_documents/stem-jurafsky-transformers/tables/table-0 Self-Attention.html
new file mode 100644
index 000000000..52a9acaff
--- /dev/null
+++ b/apps/api/app/data/demo_documents/stem-jurafsky-transformers/tables/table-0 Self-Attention.html	
@@ -0,0 +1,106 @@
+<table border='1' border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>Layer</th>
+      <th>Token</th>
+      <th>Token Description</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>Layer k+1</td>
+      <td>The</td>
+      <td>The</td>
+    </tr>
+    <tr>
+      <td>Layer k+1</td>
+      <td>chicken</td>
+      <td>chicken</td>
+    </tr>
+    <tr>
+      <td>Layer k+1</td>
+      <td>didn't</td>
+      <td>didn't</td>
+    </tr>
+    <tr>
+      <td>Layer k+1</td>
+      <td>cross</td>
+      <td>cross</td>
+    </tr>
+    <tr>
+      <td>Layer k+1</td>
+      <td>the</td>
+      <td>the</td>
+    </tr>
+    <tr>
+      <td>Layer k+1</td>
+      <td>road</td>
+      <td>road</td>
+    </tr>
+    <tr>
+      <td>Layer k+1</td>
+      <td>because</td>
+      <td>because</td>
+    </tr>
+    <tr>
+      <td>Layer k+1</td>
+      <td>it</td>
+      <td>it</td>
+    </tr>
+    <tr>
+      <td>self-attention distribution</td>
+      <td>the</td>
+      <td>the</td>
+    </tr>
+    <tr>
+      <td>self-attention distribution</td>
+      <td>chicken</td>
+      <td>chicken</td>
+    </tr>
+    <tr>
+      <td>self-attention distribution</td>
+      <td>didn't</td>
+      <td>didn't</td>
+    </tr>
+    <tr>
+      <td>self-attention distribution</td>
+      <td>cross</td>
+      <td>cross</td>
+    </tr>
+    <tr>
+      <td>self-attention distribution</td>
+      <td>the</td>
+      <td>the</td>
+    </tr>
+    <tr>
+      <td>self-attention distribution</td>
+      <td>road</td>
+      <td>road</td>
+    </tr>
+    <tr>
+      <td>self-attention distribution</td>
+      <td>because</td>
+      <td>because</td>
+    </tr>
+    <tr>
+      <td>self-attention distribution</td>
+      <td>it</td>
+      <td>it</td>
+    </tr>
+    <tr>
+      <td>self-attention distribution</td>
+      <td>was</td>
+      <td>was</td>
+    </tr>
+    <tr>
+      <td>self-attention distribution</td>
+      <td>too</td>
+      <td>too</td>
+    </tr>
+    <tr>
+      <td>self-attention distribution</td>
+      <td>tired</td>
+      <td>tired</td>
+    </tr>
+  </tbody>
+</table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/stem-jurafsky-transformers/tables/table-1 Causal Attention Mask.html b/apps/api/app/data/demo_documents/stem-jurafsky-transformers/tables/table-1 Causal Attention Mask.html
new file mode 100644
index 000000000..cebe8ccc6
--- /dev/null
+++ b/apps/api/app/data/demo_documents/stem-jurafsky-transformers/tables/table-1 Causal Attention Mask.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td>q1·k1</td><td>-∞</td><td>-∞</td><td>-∞</td></tr><tr><td>q2·k1</td><td>q2·k2</td><td>-∞</td><td>-∞</td></tr><tr><td>q3·k1</td><td>q3·k2</td><td>q3·k3</td><td>-∞</td></tr><tr><td>q4·k1</td><td>q4·k2</td><td>q4·k3</td><td>q4·k4</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/stem-jurafsky-transformers/tables/table-3 .html b/apps/api/app/data/demo_documents/stem-jurafsky-transformers/tables/table-3 .html
new file mode 100644
index 000000000..5171deb4b
--- /dev/null
+++ b/apps/api/app/data/demo_documents/stem-jurafsky-transformers/tables/table-3 .html	
@@ -0,0 +1,8 @@
+<table border='1' border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+    </tr>
+  </thead>
+  <tbody>
+  </tbody>
+</table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/stem-jurafsky-transformers/tables/table-4 .html b/apps/api/app/data/demo_documents/stem-jurafsky-transformers/tables/table-4 .html
new file mode 100644
index 000000000..5171deb4b
--- /dev/null
+++ b/apps/api/app/data/demo_documents/stem-jurafsky-transformers/tables/table-4 .html	
@@ -0,0 +1,8 @@
+<table border='1' border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+    </tr>
+  </thead>
+  <tbody>
+  </tbody>
+</table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/chunks.json b/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/chunks.json
new file mode 100644
index 000000000..188c1802f
--- /dev/null
+++ b/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/chunks.json
@@ -0,0 +1,6120 @@
+{
+  "chunks": [
+    {
+      "chunk_id": "918d50be-5ab4-5a44-bd38-606c92c9d288",
+      "type": "text",
+      "content": "Probability Theory Lecture Notes\nPhanuel Mariano",
+      "path": "Notes.pdf",
+      "metadata": {
+        "length": 48,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "tokens": [
+          "Probability",
+          "Theory",
+          "Lecture",
+          "Notes",
+          "Phanuel",
+          "Mariano"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "abda7ab8-8c77-5a4b-a28c-0e0a196b44c2",
+      "type": "text",
+      "content": "",
+      "path": "Notes.pdf/CHAPTER 1",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "11c6d758-e49c-5063-86d0-2b746869ba05",
+      "type": "text",
+      "content": "",
+      "path": "Notes.pdf/CHAPTER 1/Combinatorics",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "3e3673f4-4062-516a-a05a-f23828096404",
+      "type": "text",
+      "content": "\\- We need a way to help us count faster rather than counting by hand one by one.\nFACT. (Basic Counting Principle) Suppose 2 experiments are to be performed.\nIf one experiment can result in m possibilities\nSecond experiment can result in $n$ possibilities\nThen together there are mn possibilities\n- I like to use the box method. For example. Each box represent the number of possibilities in that experiment.\n- Example1: There are 20 teachers and 100 students in a school. How many ways can we pick a teacher and student of the year?\n\\- Solution: Use the box Method: $20 \\times 100 = 2000$ .\n- The counting principle can be generalized to any amount of experiments: $n_1 \\cdots n_r$ possibilities\n- Example2:\n- A college planning committee consists of 3 freshmen, 4 sophomores, 5 juniors, and 2 seniors.\n- A subcommittee of 4 consists 1 person from each class. How many?\n- Solution: Box method $3 \\times 4 \\times 5 \\times 2 = 120$ .\n\\- Example3: How many differen 6-place license plates are possible if the first 3 places are to be occupied by letters and the finals 3 by numbers?\n- Solution: $26 \\cdot 26 \\cdot 26 \\cdot 10 \\cdot 10 \\cdot 10 = ?$\n- Question: What if no repetition is allowed?\n- Solution: $26 \\cdot 25 \\cdot 24 \\cdot 10 \\cdot 9 \\cdot 8$\n\\- Example4: How many functions defined on $n$ points are possible if each functional value is either 0 or 1.\n\\- Solution: Box method on the $1, \\ldots, n$ points gives us $2^n$ possible functions.",
+      "path": "Notes.pdf/CHAPTER 1/Combinatorics/1.1. Counting Principle",
+      "metadata": {
+        "length": 1450,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "tokens": [
+          "We",
+          "count",
+          "faster",
+          "counting",
+          "hand",
+          "FACT",
+          "Basic",
+          "Counting",
+          "Principle",
+          "Suppose",
+          "experiments",
+          "performed",
+          "If",
+          "experiment",
+          "result",
+          "possibilities",
+          "Second",
+          "Then",
+          "mn",
+          "box",
+          "method",
+          "For",
+          "Each",
+          "represent",
+          "number",
+          "Example1",
+          "There",
+          "20",
+          "teachers",
+          "100",
+          "students",
+          "school",
+          "How",
+          "ways",
+          "pick",
+          "teacher",
+          "student",
+          "year",
+          "Solution",
+          "Use",
+          "Method",
+          "times",
+          "2000",
+          "The",
+          "principle",
+          "generalized",
+          "amount",
+          "cdots",
+          "Example2",
+          "college",
+          "planning",
+          "committee",
+          "consists",
+          "freshmen",
+          "sophomores",
+          "juniors",
+          "seniors",
+          "subcommittee",
+          "person",
+          "class",
+          "Box",
+          "120",
+          "Example3",
+          "differen",
+          "place",
+          "license",
+          "plates",
+          "places",
+          "occupied",
+          "letters",
+          "finals",
+          "numbers",
+          "26",
+          "cdot",
+          "10",
+          "Question",
+          "What",
+          "repetition",
+          "allowed",
+          "25",
+          "24",
+          "Example4",
+          "functions",
+          "defined",
+          "points",
+          "functional",
+          "ldots"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "214e915c-d178-5586-9a00-c1c50b266b7c",
+      "type": "text",
+      "content": "1.2. Permutations\n\\- How many different ordered arrangements of the letters $a, b, c$ are possible?\n\\- $abc, acb, bac, bca, cab$ Each arrangement is a permutation\n\\- Can also use the box method to figure this out: $3 \\cdot 2 \\cdot 1 = 6$ .\nFACT. With $n$ objects. There are\n$$\nn (n - 1) \\dots 3 \\cdot 2 \\cdot 1 = n!\n$$\ndifferent permutations of the $n$ objects.\n(★) Note that ORDER matters when it comes to Permutations\n\\- Example1: What is the numnber of possible batting order with 9 players?\n\\- Answer: 9!(Box Method or permutations)\n\\- Example2: How many ways can one arrange 4 math books, 3 chemistry books, 2 physics books, and 1 biology book on a bookshelf so that all the math books are together, all the chemistry books are together, and all the physics books are together.\n\\- Answer: We can arrange the math books in 4! ways, the chemistry in 3! ways, the physics in 2! ways, and B in 1! = 1 way.\n\\- But we also have to decide which set of books go on the left, which next, and so on. That is the same as the number of ways of arranging the letters M,C, P,B, and there are 4! ways of doing that. MCPB, PBPB ect..\n\\- So 4! (4!3!2!1!) ways.\n\\- Example3: Repetitions: How many ways can one arrange the letters $a, a, b, c$ ?\n\\- Let us label them $A, a, b, c$ . There are 4!, or 24, ways to arrange these letters. But we have repeats: we could have $Aa$ or $aA$ . So we have a repeat for each possibility (so divide!!!), and so the answer should be $4! / 2! = 12$ .\n\\- If there were 3 $a's$ , 4 $b's$ , and 2 $c's$ , we would have\n$$\n\\frac {9 !}{3 ! 4 ! 2 !}\n$$\n\\- Example4: How many different letter arrangements can be formed from the word PEPPER?\n\\- Answer: There 3 $P$ 's 2 $E$ 's and one $R$ . So $\\frac{6!}{3!2!1!} = 30$ .\nFACT. There are\n$$\n\\frac {n !}{n _ {1} ! \\cdots n _ {r} !}\n$$\ndifferent permutations of $n$ objects of which $n_1$ are alike, $n_2$ are alike, $n_r$ are alike.\n\\- Example4: Suppose there are 4 Czech tennis players, 4 U.S. players, and 3 Russian players, in how many ways could they be arranged?\n\\- Answer: $\\frac{11!}{4!4!3!}$ .",
+      "path": "Notes.pdf/CHAPTER 1/Combinatorics/1.2. PERMUTATIONS",
+      "metadata": {
+        "length": 2063,
+        "summary": "The text introduces permutations as ordered arrangements of objects, using examples like arranging letters a, b, c (6 ways via 3!). It explains the factorial formula n! for n distinct objects, with order mattering. Examples include batting orders (9!), grouping books (4! * 4! * 3! * 2! * 1!), and handling repetitions (e.g., arranging a, a, b, c as 4!/2! = 12). The general formula for permutations with alike objects is n!/(n1!...nr!), illustrated with PEPPER (6!/(3!2!1!) = 30) and tennis players (11!/(4!4!3!)).",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "tokens": [
+          "1.2",
+          "Permutations",
+          "How",
+          "ordered",
+          "arrangements",
+          "letters",
+          "abc",
+          "acb",
+          "bac",
+          "bca",
+          "cab",
+          "Each",
+          "arrangement",
+          "permutation",
+          "Can",
+          "box",
+          "method",
+          "figure",
+          "cdot",
+          "FACT",
+          "With",
+          "objects",
+          "There",
+          "dots",
+          "permutations",
+          "Note",
+          "ORDER",
+          "matters",
+          "Example1",
+          "What",
+          "numnber",
+          "batting",
+          "order",
+          "players",
+          "Answer",
+          "Box",
+          "Method",
+          "Example2",
+          "ways",
+          "arrange",
+          "math",
+          "books",
+          "chemistry",
+          "physics",
+          "biology",
+          "book",
+          "bookshelf",
+          "We",
+          "But",
+          "decide",
+          "set",
+          "left",
+          "That",
+          "number",
+          "arranging",
+          "MCPB",
+          "PBPB",
+          "ect",
+          "So",
+          "Example3",
+          "Repetitions",
+          "Let",
+          "label",
+          "24",
+          "repeats",
+          "Aa",
+          "aA",
+          "repeat",
+          "possibility",
+          "divide",
+          "answer",
+          "12",
+          "If",
+          "frac",
+          "Example4",
+          "letter",
+          "formed",
+          "word",
+          "PEPPER",
+          "30",
+          "cdots",
+          "alike",
+          "Suppose",
+          "Czech",
+          "tennis",
+          "Russian",
+          "arranged",
+          "11"
+        ],
+        "keywords": [
+          "Permutations",
+          "Factorial",
+          "Arrangements"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "f385f7bd-44b5-5c7e-b746-cc7f4aeaba44",
+      "type": "text",
+      "content": "\\- We are often interested in selecting $r$ objects from a total of $n$ objects.\n\\- How many ways can we choose 3 letters out of 5? (Does order matter here? NO) If the letters are $a, b, c, d, e$ then there would be 5 for the first position, 4 for the second, and 3 for the third, for a total of $5 \\times 4 \\times 3$ . But order doesn't matter here. So we're over counting here....\n\\- But suppose the letters selected were a, b, c. If order doesn't matter, we will have the letters $a, b, c \\ 3! = 6$ times, because there are $3!$ ways of arranging a group of 3. The same is true for any choice of three letters. So we should have\n$$\n\\frac {5 \\cdot 4 \\cdot 3}{3 !} = \\frac {5 !}{3 ! 2 !} = 1 0.\n$$\nOr what we did was $5 \\cdot 4$ , or $n(n-1) \\cdots (n-r+1)$ then divided by the repeats 3!.\n\\- This is often written $\\left( \\begin{array}{l}5\\\\ 3 \\end{array} \\right)$ , read \"5 choose 3\". More generally..\nFACT. If $r \\leq n$ , then\n$$\n\\binom{n}{r} = \\frac {n !}{(n - r) ! r !}\n$$\nand say $n$ choose $r$ , represents the number of possible combinations of objects taken $r$ at a time.\n(★) Order DOES NOT Matter here\n\\- Recall in Permutations order did matter.\n\\- Example1: How many ways can one choose a committee of 3 out of 10 people?\n\\- Answer: $\\left( \\begin{array}{l}10\\\\ 3 \\end{array} \\right) = \\frac{10!}{3!7!} = \\frac{10\\cdot 9\\cdot 8}{3\\cdot 2} = 10\\cdot 3\\cdot 4 = 120.$\n\\- Example2: Suppose there are 9 men and 8 women. How many ways can we choose a committee that has 2 men and 3 women?\n\\- $\\underline{\\text{Answer:}}$ We can choose 2 men in $\\binom{9}{2}$ ways and 3 women in $\\binom{8}{3}$ ways. The number of committees is then the product $\\binom{9}{2} \\cdot \\binom{8}{3}$ .\n\\- Example3:A person has 8 friends, of whom 5 will be invited to a party. (We've all been through this)\n\\- (a) How many choices are there if 2 of the friends are feuding and will not attend together?\n\\* Box it: [none] + [one of them] [others]\n\\* $\\binom{6}{5}+\\binom{2}{1}\\cdot\\binom{6}{4}$ (recall that when we have OR, use +)\n\\- (b) How many choices if 2 of the friends will only attend together?\n\\* Box it: [none] + [with both]\n\\* $\\binom{6}{5}+1\\cdot1\\cdot\\binom{6}{3}$\n\\- The value of $\\left( \\begin{array}{l}n\\\\ r \\end{array} \\right)$ are called binomials coefficients because of their prominence in the binomial theorem.\nTHEOREM. (The Binomial Theorem)\n$$\n(x + y) ^ {n} = \\sum_ {k = 0} ^ {n} \\binom{n}{k} x ^ {k} y ^ {n - k}.\n$$\nPROOF. To see this, the left hand side is $(x+y)(x+y)\\cdots(x+y)$ . This will be the sum of $2^{n}$ terms, and each term will have n factors. How many terms have k x's and n-k y's? This is the same as asking in a sequence of n positions, how many ways can one choose k of them in which to put x's? (Box it) The answer is $\\binom{n}{k}$ , so the coefficient of $x^{k}y^{n-k}$ should be $\\binom{n}{k}$ . ☐\n• Example: Expand $(x + y)^{3}$ .\n$$\n- \\underline {{\\text { Solution: }}} (x + y) ^ {3} = y ^ {3} + 3 x y ^ {2} + 3 x ^ {2} y + x ^ {3}.\n$$\n\\- Problem: Using Combinatorics: Let's prove\n$$\n\\binom{1 0}{4} = \\binom{9}{3} + \\binom{9}{4}\n$$\nwith no algebra:\n\\- The LHS represents the number of committees having 4 people out of the 10.\n\\- Let's say the President of the university will be in one of these committees and he's special, so we want to know when he'll be there or not.\n\\- When he's there, then there are $1 \\cdot \\begin{pmatrix} 9 \\\\ 3 \\end{pmatrix}$ is the number of ways that contain the President while $\\begin{pmatrix} 9 \\\\ 4 \\end{pmatrix}$ is the number of committees that do not contain the President and contain 4 out of the remaining people.\n• The more general equation is\n$$\n\\binom{n}{r} = \\binom{n - 1}{r - 1} + \\binom{n - 1}{r}\n$$",
+      "path": "Notes.pdf/CHAPTER 1/Combinatorics/1.3. Combinations",
+      "metadata": {
+        "length": 3678,
+        "summary": "The passage explains the concept of combinations (order does not matter) versus permutations (order matters). It derives the formula for combinations: n choose r equals n!/((n-r)!r!). Examples include choosing a committee of 3 from 10 people, selecting 2 men and 3 women from groups, and inviting friends with constraints (feuding friends or those attending together). The Binomial Theorem is introduced: (x+y)^n = sum_{k=0}^n binom(n,k) x^k y^{n-k}, with a combinatorial proof. A combinatorial identity binom(n,r)=binom(n-1,r-1)+binom(n-1,r) is demonstrated using a committee selection analogy with a special president.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "tokens": [
+          "We",
+          "interested",
+          "selecting",
+          "objects",
+          "total",
+          "How",
+          "ways",
+          "choose",
+          "letters",
+          "Does",
+          "order",
+          "matter",
+          "NO",
+          "If",
+          "position",
+          "times",
+          "But",
+          "doesn",
+          "So",
+          "counting",
+          "suppose",
+          "selected",
+          "arranging",
+          "group",
+          "The",
+          "true",
+          "choice",
+          "frac",
+          "cdot",
+          "Or",
+          "cdots",
+          "divided",
+          "repeats",
+          "This",
+          "written",
+          "left",
+          "begin",
+          "array",
+          "end",
+          "read",
+          "More",
+          "generally",
+          "FACT",
+          "leq",
+          "binom",
+          "represents",
+          "number",
+          "combinations",
+          "time",
+          "Order",
+          "DOES",
+          "NOT",
+          "Matter",
+          "Recall",
+          "Permutations",
+          "Example1",
+          "committee",
+          "10",
+          "people",
+          "Answer",
+          "120",
+          "Example2",
+          "Suppose",
+          "men",
+          "women",
+          "underline",
+          "text",
+          "committees",
+          "product",
+          "Example3",
+          "person",
+          "friends",
+          "invited",
+          "party",
+          "ve",
+          "choices",
+          "feuding",
+          "attend",
+          "Box",
+          "recall",
+          "OR",
+          "cdot1",
+          "called",
+          "binomials",
+          "coefficients",
+          "prominence",
+          "binomial",
+          "theorem",
+          "THEOREM",
+          "Binomial",
+          "Theorem",
+          "sum",
+          "PROOF",
+          "To",
+          "hand",
+          "side",
+          "terms",
+          "term",
+          "factors",
+          "sequence",
+          "positions",
+          "put",
+          "answer",
+          "coefficient",
+          "Example",
+          "Expand",
+          "Solution",
+          "Problem",
+          "Using",
+          "Combinatorics",
+          "Let",
+          "prove",
+          "algebra",
+          "LHS",
+          "President",
+          "university",
+          "special",
+          "ll",
+          "When",
+          "pmatrix",
+          "remaining",
+          "general",
+          "equation"
+        ],
+        "keywords": [
+          "Combinations",
+          "Binomial Theorem",
+          "Combinatorics"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "361672af-1ad3-5905-900a-149ae3860d02",
+      "type": "text",
+      "content": "\\- Example: Suppose one has 9 people and one wants to divide them into one committee of 3, one of 4, and a last of 2. How many different ways are there?\n\\- Solution: (Box it) There are $\\left( \\begin{array}{l}9\\\\ 3 \\end{array} \\right)$ ways of choosing the first committee. Once that is done, there are 6 people left and there are $\\left( \\begin{array}{l}6\\\\ 4 \\end{array} \\right)$ ways of choosing the second committee. Once that is done, the remainder must go in the third committee. So there is 1 one to choose that. So the answer is\n$$\n\\frac {9 !}{3 ! 6 !} \\frac {6 !}{4 ! 2 !} = \\frac {9 !}{3 ! 4 ! 2 !}.\n$$\n\\- In general: Divide $n$ objects into one group of $n_1$ , one group of $n_2$ , ... and a $k$ th group of $n_k$ , where $n = n_1 + \\cdots + n_k$ , the answer is there are\n$$\n\\frac {n !}{n _ {1} ! n _ {2} ! \\cdots n _ {k} !} \\text { ways. }\n$$\n• These are known as multinomial coefficients. We write them as\n$$\n\\binom{n}{n _ {1}, n _ {2}, \\ldots , n _ {k}} = \\frac {n !}{n _ {1} ! n _ {2} ! \\cdots n _ {k} !}.\n$$\n\\- Example: Suppose we are to assign Police officers their duties. Out of 10 officers: 6 patrols, 2 in station, 2 in schools.\n$$\n- \\underline {{\\text { Answer }}}: \\frac {1 0 !}{6 ! 2 ! 2 !}.\n$$\n\\- Example: There are 10 flags:5 indistinguishable Blue flags, 3 indistinguishable Red flags, and 2 indistinguishable Yellow flags. How may different ways can we order them on a flag pole?\n$$\n- \\underline {{\\text {Answer:}}} \\frac {1 0 !}{5 ! 3 ! 2 !}.\n$$\n\\- Example: Suppose one has 8 indistinguishable balls. How many ways can one put them in 3 boxes?\n\\- Solution1: Let us make sequences of o's and |'s; any such sequence that has | at each side, 2 other |'s, and 8 o's represents a way of arranging balls into boxes. For example, if one has\n$$\n\\left| \\begin{array}{c c c} o o & 0 0 0 & 0 0 0 \\end{array} \\right|.\n$$\n\\- How many different ways can we arrange this where we have start with $|$ and end with $|$ . In between, we are only arranging $8 + 2 = 10$ symbols, of which only 8 are $o$ 's\n\\- So the question is: How many ways out of 10 spaces can one pick 8 of them into which to put an $o$ ?\n$$\n- \\binom{1 0}{8}.\n$$\n\\- Solution2: Look at spaces between. There are 9 spaces. So $\\left( \\begin{array}{l}9\\\\ 2 \\end{array} \\right) + 9$ .",
+      "path": "Notes.pdf/CHAPTER 1/Combinatorics/1.4. Multinomial Coefficients",
+      "metadata": {
+        "length": 2263,
+        "summary": "The passage explains multinomial coefficients, which count ways to divide n objects into k groups of specified sizes. It provides examples: dividing 9 people into committees of sizes 3,4,2 yields 9!/(3!4!2!); assigning 10 police officers to duties (6 patrol, 2 station, 2 schools) gives 10!/(6!2!2!); ordering 10 flags (5 blue, 3 red, 2 yellow) gives 10!/(5!3!2!). It also covers distributing 8 indistinguishable balls into 3 boxes using stars and bars, resulting in C(10,8) or C(9,2)+9 ways.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "tokens": [
+          "Example",
+          "Suppose",
+          "people",
+          "divide",
+          "committee",
+          "How",
+          "ways",
+          "Solution",
+          "Box",
+          "There",
+          "left",
+          "begin",
+          "array",
+          "end",
+          "choosing",
+          "Once",
+          "remainder",
+          "So",
+          "choose",
+          "answer",
+          "frac",
+          "In",
+          "general",
+          "Divide",
+          "objects",
+          "group",
+          "cdots",
+          "text",
+          "These",
+          "multinomial",
+          "coefficients",
+          "We",
+          "write",
+          "binom",
+          "ldots",
+          "assign",
+          "Police",
+          "officers",
+          "duties",
+          "Out",
+          "10",
+          "patrols",
+          "station",
+          "schools",
+          "underline",
+          "Answer",
+          "flags",
+          "indistinguishable",
+          "Blue",
+          "Red",
+          "Yellow",
+          "order",
+          "flag",
+          "pole",
+          "balls",
+          "put",
+          "boxes",
+          "Solution1",
+          "Let",
+          "make",
+          "sequences",
+          "sequence",
+          "side",
+          "represents",
+          "arranging",
+          "For",
+          "arrange",
+          "start",
+          "symbols",
+          "question",
+          "spaces",
+          "pick",
+          "Solution2",
+          "Look"
+        ],
+        "keywords": [
+          "multinomial coefficients",
+          "combinations",
+          "permutations"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "eb7a7665-d841-5367-89fe-bb21aac028e9",
+      "type": "text",
+      "content": "",
+      "path": "Notes.pdf/CHAPTER 2",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "4ddba2cd-0b97-56c9-a7bf-fef3654617b1",
+      "type": "text",
+      "content": "",
+      "path": "Notes.pdf/CHAPTER 2/Axioms of Probability",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "a9c9adb1-1810-5983-bc0a-8e4e01a08383",
+      "type": "text",
+      "content": "\\- We will have a sample space, denoted $S$ (sometimes $\\Omega$ , or $\\mathcal{U}$ ) that consists of all possible outcomes from an experiment.",
+      "path": "Notes.pdf/CHAPTER 2/Axioms of Probability/2.1. Sample Space and Events",
+      "metadata": {
+        "length": 143,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "tokens": [
+          "We",
+          "sample",
+          "space",
+          "denoted",
+          "Omega",
+          "mathcal",
+          "consists",
+          "outcomes",
+          "experiment"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "59862297-994e-5146-afee-5bf3117b3577",
+      "type": "text",
+      "content": "\\* Experiment: Roll two dice,\n\\* Sample Space: $S =$ would be all possible pairs made up of the numbers one through six. List it here. $\\{(i,j):i,j = 1,\\dots 6\\}$ . 36 points.",
+      "path": "Notes.pdf/CHAPTER 2/Axioms of Probability/2.1. Sample Space and Events/- Example1:",
+      "metadata": {
+        "length": 175,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "tokens": [
+          "Experiment",
+          "Roll",
+          "dice",
+          "Sample",
+          "Space",
+          "pairs",
+          "made",
+          "numbers",
+          "List",
+          "dots",
+          "36",
+          "points"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "c0170e45-65d5-584e-a2f1-15d56710a254",
+      "type": "text",
+      "content": "\\* Experiment: Toss a coin twice\n\\* $S = \\{HH,HT,TH,TT\\}$",
+      "path": "Notes.pdf/CHAPTER 2/Axioms of Probability/2.1. Sample Space and Events/- Example 2:",
+      "metadata": {
+        "length": 57,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "tokens": [
+          "Experiment",
+          "Toss",
+          "coin",
+          "HH",
+          "HT",
+          "TH",
+          "TT"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "a6f8aee3-f1db-5fe2-995e-3568ddb78184",
+      "type": "text",
+      "content": "\\* Experiment: Measuring the number of accidents of a random person before they had turn 18.\n$$\n\\cdot S = \\{0, 1, 2, \\dots \\}\n$$",
+      "path": "Notes.pdf/CHAPTER 2/Axioms of Probability/2.1. Sample Space and Events/- Example3:",
+      "metadata": {
+        "length": 128,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "tokens": [
+          "Experiment",
+          "Measuring",
+          "number",
+          "accidents",
+          "random",
+          "person",
+          "turn",
+          "18",
+          "cdot",
+          "dots"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "c2dbc4ac-13be-5675-a67c-1efaeb039215",
+      "type": "image",
+      "content": "\n\\- Events: An event $A$ is a subset of $S$ . In this case we use the notation $A \\subset S$ , to mean $A$ is a subset of $S$ .0\n[images/image-1-_- Events_.jpg]\n",
+      "path": "images/image-1-_- Events_.jpg",
+      "metadata": {
+        "length": 161,
+        "summary": "image-1\n\\- Events: An event $A$ is a subset of $S$ . In this case we use the notation $A \\subset S$ , to mean $A$ is a subset of $S$ .0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "file_path": "images/image-1-_- Events_.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "1796fd14-ca8d-5488-aa69-2713383c86b0",
+      "type": "image",
+      "content": "\n- $A \\cup B$ : points in $S$ such that is in $A$ OR $B$ OR BOTH.0\n[images/image-2-- $A _cup .jpg]\n",
+      "path": "images/image-2-- $A _cup .jpg",
+      "metadata": {
+        "length": 99,
+        "summary": "image-2\n- $A \\cup B$ : points in $S$ such that is in $A$ OR $B$ OR BOTH.0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "file_path": "images/image-2-- $A _cup .jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "338e7883-9cbe-56a3-8b36-6d3c84a22bff",
+      "type": "image",
+      "content": "\n- $A \\cap B$ , points in $A$ AND $B$ . (you may also see $AB$ )0\n[images/image-3-- $A _cap .jpg]\n",
+      "path": "images/image-3-- $A _cap .jpg",
+      "metadata": {
+        "length": 98,
+        "summary": "image-3\n- $A \\cap B$ , points in $A$ AND $B$ . (you may also see $AB$ )0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "file_path": "images/image-3-- $A _cap .jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "554d29a6-9e8f-5cef-811e-264704ce176a",
+      "type": "image",
+      "content": "\n- $A^c$ is the compliment of $A$ , the points NOT in $A$ . (you may also see $A'$ )0\n[images/image-4-- $A^c$ is.jpg]\n",
+      "path": "images/image-4-- $A^c$ is.jpg",
+      "metadata": {
+        "length": 118,
+        "summary": "image-4\n- $A^c$ is the compliment of $A$ , the points NOT in $A$ . (you may also see $A'$ )0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "file_path": "images/image-4-- $A^c$ is.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "f9016cc9-12ff-5808-ac41-a7af4683b73f",
+      "type": "image",
+      "content": "\n- Can extend to $A_1, \\ldots, A_n$ events. $\\bigcup_{i=1}^{n} A_i$ and $\\bigcap_{i=1}^{n} A_i$ . • Example1: Roll two dice.0\n[images/image-5-- Can exte.jpg]\n",
+      "path": "images/image-5-- Can exte.jpg",
+      "metadata": {
+        "length": 158,
+        "summary": "image-5\n- Can extend to $A_1, \\ldots, A_n$ events. $\\bigcup_{i=1}^{n} A_i$ and $\\bigcap_{i=1}^{n} A_i$ . • Example1: Roll two dice.0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "file_path": "images/image-5-- Can exte.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "9c41be8f-575c-5ef3-9d0d-bc465abf8215",
+      "type": "image",
+      "content": "\n• Example1: Roll two dice.0\n[images/image-6-• Example1.jpg]\n",
+      "path": "images/image-6-• Example1.jpg",
+      "metadata": {
+        "length": 61,
+        "summary": "image-6\n• Example1: Roll two dice.0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "file_path": "images/image-6-• Example1.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "ac14ea33-4b24-51b0-8fb9-9c6151d1a078",
+      "type": "image",
+      "content": "\n• Example1: Roll two dice.0\n[images/image-7-• Example1.jpg]\n",
+      "path": "images/image-7-• Example1.jpg",
+      "metadata": {
+        "length": 61,
+        "summary": "image-7\n• Example1: Roll two dice.0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "file_path": "images/image-7-• Example1.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "edaa4d87-b809-5c00-9243-7984182f85d8",
+      "type": "image",
+      "content": "\n• Example1: Roll two dice.0\n[images/image-8-• Example1.jpg]\n",
+      "path": "images/image-8-• Example1.jpg",
+      "metadata": {
+        "length": 61,
+        "summary": "image-8\n• Example1: Roll two dice.0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "file_path": "images/image-8-• Example1.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "467f4d98-881d-5e69-a8d9-8446aa815ca0",
+      "type": "image",
+      "content": "\n• Example1: Roll two dice.0\n[images/image-9-• Example1.jpg]\n",
+      "path": "images/image-9-• Example1.jpg",
+      "metadata": {
+        "length": 61,
+        "summary": "image-9\n• Example1: Roll two dice.0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "file_path": "images/image-9-• Example1.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "8926ab66-74ee-55ef-9fe3-983c6634a1a6",
+      "type": "text",
+      "content": "\\* Let $S$ be the possible orders in which 5 horses finish in a horse race;\n\\* Let $S$ be the possible price of some stock at closing time today; or $S = [0, \\infty)$ ;\n\\* The age at which someone dies, $S = [0, \\infty)$ .\n\\- Events: An event $A$ is a subset of $S$ . In this case we use the notation $A \\subset S$ , to mean $A$ is a subset of $S$ .\n- $A \\cup B$ : points in $S$ such that is in $A$ OR $B$ OR BOTH.\n- $A \\cap B$ , points in $A$ AND $B$ . (you may also see $AB$ )\n- $A^c$ is the compliment of $A$ , the points NOT in $A$ . (you may also see $A'$ )\n- Can extend to $A_1, \\ldots, A_n$ events. $\\bigcup_{i=1}^{n} A_i$ and $\\bigcap_{i=1}^{n} A_i$ .\n\n\\- Events: An event $A$ is a subset of $S$ . In this case we use the notation $A \\subset S$ , to mean $A$ is a subset of $S$ .0\n[images/image-1-_- Events_.jpg]\n\n\n- $A \\cup B$ : points in $S$ such that is in $A$ OR $B$ OR BOTH.0\n[images/image-2-- $A _cup .jpg]\n\n\n- $A \\cap B$ , points in $A$ AND $B$ . (you may also see $AB$ )0\n[images/image-3-- $A _cap .jpg]\n\n\n- $A^c$ is the compliment of $A$ , the points NOT in $A$ . (you may also see $A'$ )0\n[images/image-4-- $A^c$ is.jpg]\n\n\n- Can extend to $A_1, \\ldots, A_n$ events. $\\bigcup_{i=1}^{n} A_i$ and $\\bigcap_{i=1}^{n} A_i$ . • Example1: Roll two dice.0\n[images/image-5-- Can exte.jpg]\n\n\n• Example1: Roll two dice.0\n[images/image-6-• Example1.jpg]\n\n\n• Example1: Roll two dice.0\n[images/image-7-• Example1.jpg]\n\n\n• Example1: Roll two dice.0\n[images/image-8-• Example1.jpg]\n\n\n• Example1: Roll two dice.0\n[images/image-9-• Example1.jpg]\n\n• Example1: Roll two dice.\n- Example of an Events\n- $E =$ the two dies come up even and equal $\\{(2,2),(4,4),(6,6)\\}$\n- $F =$ the sum of the two dice is 8. $\\{(2,6),(3,5),(4,4),(5,3),(6,2)\\}$ .\n- $E \\cup F = \\{(2, 2), (2, 6), (3, 5), (4, 4), (5, 3), (6, 2), (6, 6)\\}$\n- $E \\cap F = \\{(4, 4)\\}$ .\n- $F^c$ all the 31 other ways that does not include $\\{(2,6), (3,5), (4,4), (5,3), (6,2)\\}$ .\n\\- Example2: $S = [0, \\infty)$ age someone dies.\n\\- Event $A =$ person dies before they reached 30.\n$$\n* A = [ 0, 3 0).\n$$\n\\- Interpret $A^c = [30,\\infty)$\n\\* The person dies after they turned 30.\n\\- $B = (15, 45)$ . Do $A \\cup B, A \\cap B$ and so on.\n- Properties: Events also have commutative and associate and Distributive laws.\n• What is $A \\cup A^{c}$ ? = S.\n- DeMorgan's Law:\n- $(A\\cup B)^{c} = A^{c}\\cap B^{c}$ . Try to draw a picture\n$-\\left(A\\cap B\\right)^{c}=A^{c}\\cup B^{c}.$\n- This works for general $A_{1},\\ldots ,A_{n}$ : $(\\cup_{i = 1}^{n}A_{i})^{c} = \\cap_{i = 1}^{n}A_{i}^{c}$ and $(\\cap_{i = 1}^{n}A_{i})^{c} = \\cup_{i = 1}^{n}A_{i}^{c}$ .\n\\- The empty set $\\emptyset = \\{\\}$ is the set that has nothing in it.\n\\- $A$ and $B$ are disjoint if $A \\cap B = \\emptyset$ .\n- In Probability we may say that events $A$ and $B$ are \"mututally exclusive\" if they are disjoint.\n- mutually exclusive means the same thing as disjoint",
+      "path": "Notes.pdf/CHAPTER 2/Axioms of Probability/2.1. Sample Space and Events/- Others:",
+      "metadata": {
+        "length": 2875,
+        "summary": "The passage defines events as subsets of a sample space S, and explains basic set operations: union (A ∪ B), intersection (A ∩ B), and complement (A^c). It provides examples from rolling two dice and age at death. It also covers properties like commutativity, associativity, distributivity, DeMorgan's Laws, and the concept of disjoint (mutually exclusive) events.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "tokens": [
+          "Let",
+          "orders",
+          "horses",
+          "finish",
+          "horse",
+          "race",
+          "price",
+          "stock",
+          "closing",
+          "time",
+          "today",
+          "infty",
+          "The",
+          "age",
+          "dies",
+          "Events",
+          "An",
+          "event",
+          "subset",
+          "In",
+          "case",
+          "notation",
+          "cup",
+          "points",
+          "OR",
+          "BOTH",
+          "cap",
+          "AND",
+          "AB",
+          "compliment",
+          "NOT",
+          "Can",
+          "extend",
+          "ldots",
+          "events",
+          "bigcup",
+          "bigcap",
+          "BOTH.0",
+          "Example1",
+          "Roll",
+          "dice.0",
+          "dice",
+          "Example",
+          "equal",
+          "sum",
+          "31",
+          "ways",
+          "include",
+          "Example2",
+          "Event",
+          "person",
+          "reached",
+          "30",
+          "Interpret",
+          "turned",
+          "15",
+          "45",
+          "Do",
+          "Properties",
+          "commutative",
+          "associate",
+          "Distributive",
+          "laws",
+          "What",
+          "DeMorgan",
+          "Law",
+          "Try",
+          "draw",
+          "picture",
+          "left",
+          "This",
+          "works",
+          "general",
+          "empty",
+          "set",
+          "emptyset",
+          "disjoint",
+          "Probability",
+          "mututally",
+          "exclusive",
+          "mutually",
+          "means",
+          "thing"
+        ],
+        "keywords": [
+          "Events",
+          "Set Operations",
+          "DeMorgan's Law"
+        ],
+        "connect_to": [
+          {
+            "target": "c2dbc4ac-13be-5675-a67c-1efaeb039215",
+            "relation": "embeds",
+            "ref": "[images/image-1-_- Events_.jpg]",
+            "position": {
+              "start": 789,
+              "end": 820
+            }
+          },
+          {
+            "target": "1796fd14-ca8d-5488-aa69-2713383c86b0",
+            "relation": "embeds",
+            "ref": "[images/image-2-- $A _cup .jpg]",
+            "position": {
+              "start": 889,
+              "end": 920
+            }
+          },
+          {
+            "target": "338e7883-9cbe-56a3-8b36-6d3c84a22bff",
+            "relation": "embeds",
+            "ref": "[images/image-3-- $A _cap .jpg]",
+            "position": {
+              "start": 988,
+              "end": 1019
+            }
+          },
+          {
+            "target": "554d29a6-9e8f-5cef-811e-264704ce176a",
+            "relation": "embeds",
+            "ref": "[images/image-4-- $A^c$ is.jpg]",
+            "position": {
+              "start": 1107,
+              "end": 1138
+            }
+          },
+          {
+            "target": "f9016cc9-12ff-5808-ac41-a7af4683b73f",
+            "relation": "embeds",
+            "ref": "[images/image-5-- Can exte.jpg]",
+            "position": {
+              "start": 1266,
+              "end": 1297
+            }
+          },
+          {
+            "target": "9c41be8f-575c-5ef3-9d0d-bc465abf8215",
+            "relation": "embeds",
+            "ref": "[images/image-6-• Example1.jpg]",
+            "position": {
+              "start": 1328,
+              "end": 1359
+            }
+          },
+          {
+            "target": "ac14ea33-4b24-51b0-8fb9-9c6151d1a078",
+            "relation": "embeds",
+            "ref": "[images/image-7-• Example1.jpg]",
+            "position": {
+              "start": 1390,
+              "end": 1421
+            }
+          },
+          {
+            "target": "edaa4d87-b809-5c00-9243-7984182f85d8",
+            "relation": "embeds",
+            "ref": "[images/image-8-• Example1.jpg]",
+            "position": {
+              "start": 1452,
+              "end": 1483
+            }
+          },
+          {
+            "target": "467f4d98-881d-5e69-a8d9-8446aa815ca0",
+            "relation": "embeds",
+            "ref": "[images/image-9-• Example1.jpg]",
+            "position": {
+              "start": 1514,
+              "end": 1545
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "ffe1da75-c671-5234-9084-4f1942ea493f",
+      "type": "text",
+      "content": "\\- Let $E$ be an event. How do we defined the probability of an event?\n- We can attempt to define a probability by the relative frequency,\n- Perform an experiment (e.g. Flipping a coin)\n- Perform that experiment $n$ times and let $n(E) =$ the number of times the event occurred in $n$ repetitions\n\\* (e.g. Flip a coin $n = 1000$ times, and let's say that $n(\\{Tails\\}) = 551$ ) Then it's reasonable to think $\\mathbb{P}(\\{Tails\\}) \\approx \\frac{551}{1000}$\n- So maybe we can define the probability of an event as $\\mathbb{P}(E) = \\lim_{n\\to \\infty}\\frac{n(E)}{n}$ . But we don't know if this limit exists, or if $n(E)$ is even well defined!!!\n- So we need a new approach.\n\\- Probability will be a rule given by the following Axioms (Laws that we all agree on)\n- A probability will be a function $\\mathbb{P}(E)$ where the input is a set/event such that\n- Axiom 1: $0 \\leq \\mathbb{P}(E) \\leq 1$ for all events $E$ .\n- Axiom 2: $\\mathbb{P}(S) = 1$ .\n- $\\underline{\\mathbf{Axiom 3}}$ : (disjoint property) If the events $E_1, E_2, \\ldots$ are pairwise disjoint/mutually exclusive then\n$$\n\\mathbb {P} \\left(\\bigcup_ {i = 1} ^ {\\infty} E _ {i}\\right) = \\sum_ {i = 1} ^ {\\infty} \\mathbb {P} \\left(E _ {i}\\right).\n$$\n\\* Mutually exclusive means that $E_{i} \\cap E_{j} = \\emptyset$ when $i \\neq j$ .\n\\- Remark: Note that you take a probability of a subset of $S$ , not of points of $S$ . However it is common to write $P(x)$ for $P(\\{x\\})$ .\n\\- Say if the experiment is tossing a xoin. Then $S = \\{H, T\\}$ . The probability of heads should be written as $\\mathbb{P}(\\{H\\})$ , but it is common to see $\\mathbb{P}(H)$ .\n\\- Example1:\n$-$ (a) Suppose we toss a coin and they are equally likely then $S = \\{H,T\\}$ and\n\\* $\\mathbb{P}\\left(\\{H\\}\\right) = \\mathbb{P}\\left(\\{T\\}\\right) = \\frac{1}{2}$ . We may write $\\mathbb{P}(H) = \\mathbb{P}(T) = \\frac{1}{2}$ .\n\\- (b) If biased coin is tosse then one could have a different assignment of probability $\\mathbb{P}(H) = \\frac{2}{3}, \\mathbb{P}(T) = \\frac{1}{3}$ .\n\\- Example2:\n- Rolling a fair die, the probability space consists of $S = 1,2,3,4,5,6$ , each point having probability $\\frac{1}{6}$ .\n- We can compute the probability of rolling an even number by\n$$\n\\mathbb {P} (\\{\\text { even } \\}) = \\mathbb {P} (\\{2, 4, 6 \\})\n$$\n$$\n= \\mathbb {P} (2) + \\mathbb {P} (4) + \\mathbb {P} (6) = \\frac {1}{2}\n$$\nwhere we used the rules of probability by breaking it down into a sum.\nPROPOSITION 1. (a) $\\mathbb{P}(\\emptyset) = 0$\n(b) If $A_{1},\\ldots ,A_{n}$ are pairwise disjoint, $\\mathbb{P}\\left(\\cup_{i = 1}^{n}A_{i}\\right) = \\sum_{i = 1}^{n}\\mathbb{P}\\left(A_{i}\\right)$ .\n(c) $\\mathbb{P}(E^c) = 1 - \\mathbb{P}(E)$ .\n(d) If $E \\subset F$ , then $\\mathbb{P}(E) \\leq \\mathbb{P}(F)$ .\n(e) $\\mathbb{P}(E\\cup F) = \\mathbb{P}(E) + \\mathbb{P}(F) - \\mathbb{P}(E\\cap F)$ .\n\\- It helps to draw diagrams to prove these.\n\\- Try to prove at least some of these yourself.\nPROOF. (a) Let $A_{i} = \\emptyset$ for each $i$ which are disjoint. So\n$$\n\\mathbb {P} (\\emptyset) = \\mathbb {P} \\left(\\bigcup_ {i = 1} ^ {\\infty} A _ {i}\\right) = \\sum_ {i = 1} ^ {\\infty} \\mathbb {P} (A _ {i}) = \\sum_ {i = 1} ^ {\\infty} \\mathbb {P} (\\emptyset),\n$$\nsince this would be infinite sum so that $\\mathbb{P}(\\emptyset) = 0$ since $0 \\leq \\mathbb{P}(\\emptyset) \\leq 1$ .\n(b) Let $A_{n+1} = A_{n+2} = \\cdots = \\emptyset$ so that $\\cup_{i=1}^{\\infty} A_{i} = \\cup_{i=1}^{n} A_{i}$ hence\n$$\n\\begin{array}{l} \\mathbb {P} \\left(\\cup_ {i = 1} ^ {n} A _ {i}\\right) = \\mathbb {P} \\left(\\cup_ {i = 1} ^ {\\infty} A _ {i}\\right) \\\\ = \\sum_ {i = 1} ^ {n} \\mathbb {P} \\left(A _ {i}\\right) + \\sum_ {n = 1} ^ {\\infty} \\mathbb {P} (\\emptyset) \\\\ = = \\sum_ {i = 1} ^ {n} \\mathbb {P} \\left(A _ {i}\\right) + \\sum_ {n = 1} ^ {\\infty} 0 \\\\ = \\sum_ {i = 1} ^ {n} \\mathbb {P} \\left(A _ {i}\\right) \\\\ \\end{array}\n$$\n(c) Use $S = E \\cup E^{c}$ . By Axiom (2) we have\n$$\n1 = \\mathbb {P} (S) = \\mathbb {P} (E) + \\mathbb {P} (E ^ {c}),\n$$\nhence $\\mathbb{P}(E^c) = 1 - \\mathbb{P}(E)$ .\n(d) If $E \\subset F$ , then write $F = E \\cup (F \\cap E^c)$ thus since this is disjoint\n$$\n\\mathbb {P} (F) = \\mathbb {P} (E \\cup (F \\cap E ^ {c})) = \\mathbb {P} (E) + \\mathbb {P} (F \\cap E ^ {c}) \\geq \\mathbb {P} (E) + 0 = \\mathbb {P} (E).\n$$\n(e) Write $E \\cup F = E \\cup (E^c \\cap F)$ , (Picture of venn diagram of both ) hence by disjointness again\n$$\n\\mathbb {P} (E \\cup F) = \\mathbb {P} (E) + \\mathbb {P} (E ^ {c} \\cap F).\n$$\nNow write $F$ (with picture) as $F = (E \\cap F) \\cup (E^c \\cap F)$ and using disjointness\n$$\n\\mathbb {P} (F) = \\mathbb {P} (E \\cap F) + \\mathbb {P} (E ^ {c} \\cap F) \\implies \\mathbb {P} (E ^ {c} \\cap F) = \\mathbb {P} (F) - \\mathbb {P} (E \\cap F),\n$$\nsubstitute into first equation to get\n$$\n\\begin{array}{l} \\mathbb {P} (E \\cup F) = \\mathbb {P} (E) + \\mathbb {P} (E ^ {c} \\cap F) \\\\ = \\mathbb {P} (E) + \\mathbb {P} (F) - \\mathbb {P} (E \\cap F), \\\\ \\end{array}\n$$\nas needed.\n• Example: Uconn Basketball is playing Kentucky this year.\n- Home game has .5 chance of winning\n- Away game has .4 chance of winning.\n- .3 that uconn wins both games.\n- What's the probability that Uconn loses both games?\n- Answer.\n\\* Let $\\mathbb{P}(A_1) = .5$ , $\\mathbb{P}(A_2) = .4$ and $\\mathbb{P}(A_1 \\cap A_2) = .3$ .\n\\* We want to find $\\mathbb{P}(A_1^c\\cap A_2^c)$ . Simplify as much as we can:\n$$\n\\begin{array}{l} \\mathbb {P} \\left(A _ {1} ^ {c} \\cap A _ {2} ^ {c}\\right) = \\mathbb {P} \\left(\\left(A _ {1} \\cup A _ {2}\\right) ^ {c}\\right) \\text { by   DeMorgan's   Law } \\\\ = 1 - \\mathbb {P} \\left(A _ {1} \\cup A _ {2}\\right), \\text {   by   Proposition   1c } \\\\ \\end{array}\n$$\n\\* Using Proposition 1e, we have\n$$\n\\mathbb {P} \\left(A _ {1} \\cup A _ {2}\\right) = . 5 +. 4 -. 3 = . 6,\n$$\nHence $\\mathbb{P}(A_1^c\\cap A_2^c) = 1 - .6 = .4$ as needed.",
+      "path": "Notes.pdf/CHAPTER 2/Axioms of Probability/2.2. Axioms of Probability",
+      "metadata": {
+        "length": 5714,
+        "summary": "The text defines probability through axioms: non-negativity, total probability of sample space equals 1, and countable additivity for disjoint events. It introduces relative frequency as motivation but notes its limitations. Key properties derived include probability of empty set is 0, complement rule, monotonicity, and inclusion-exclusion for two events. Examples illustrate fair and biased coin tosses, die rolling, and a basketball game probability calculation using DeMorgan's law and the inclusion-exclusion formula.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "tokens": [
+          "Let",
+          "event",
+          "How",
+          "defined",
+          "probability",
+          "We",
+          "attempt",
+          "define",
+          "relative",
+          "frequency",
+          "Perform",
+          "experiment",
+          "Flipping",
+          "coin",
+          "times",
+          "number",
+          "occurred",
+          "repetitions",
+          "Flip",
+          "1000",
+          "Tails",
+          "551",
+          "Then",
+          "reasonable",
+          "mathbb",
+          "approx",
+          "frac",
+          "So",
+          "lim",
+          "infty",
+          "But",
+          "don",
+          "limit",
+          "exists",
+          "approach",
+          "Probability",
+          "rule",
+          "Axioms",
+          "Laws",
+          "agree",
+          "function",
+          "input",
+          "set",
+          "Axiom",
+          "leq",
+          "events",
+          "underline",
+          "mathbf",
+          "disjoint",
+          "property",
+          "If",
+          "ldots",
+          "pairwise",
+          "mutually",
+          "exclusive",
+          "left",
+          "bigcup",
+          "sum",
+          "Mutually",
+          "means",
+          "cap",
+          "emptyset",
+          "neq",
+          "Remark",
+          "Note",
+          "subset",
+          "points",
+          "However",
+          "common",
+          "write",
+          "Say",
+          "tossing",
+          "xoin",
+          "The",
+          "heads",
+          "written",
+          "Example1",
+          "Suppose",
+          "toss",
+          "equally",
+          "biased",
+          "tosse",
+          "assignment",
+          "Example2",
+          "Rolling",
+          "fair",
+          "die",
+          "space",
+          "consists",
+          "point",
+          "compute",
+          "rolling",
+          "text",
+          "rules",
+          "breaking",
+          "PROPOSITION",
+          "cup",
+          "It",
+          "helps",
+          "draw",
+          "diagrams",
+          "prove",
+          "Try",
+          "PROOF",
+          "infinite",
+          "cdots",
+          "begin",
+          "array",
+          "end",
+          "Use",
+          "By",
+          "geq",
+          "Write",
+          "Picture",
+          "venn",
+          "diagram",
+          "disjointness",
+          "Now",
+          "picture",
+          "implies",
+          "substitute",
+          "equation",
+          "needed",
+          "Example",
+          "Uconn",
+          "Basketball",
+          "playing",
+          "Kentucky",
+          "year",
+          "Home",
+          "game",
+          "chance",
+          "winning",
+          "Away",
+          "uconn",
+          "wins",
+          "games",
+          "What",
+          "loses",
+          "Answer",
+          "find",
+          "Simplify",
+          "DeMorgan",
+          "Law",
+          "Proposition",
+          "1c",
+          "Using",
+          "1e",
+          "Hence"
+        ],
+        "keywords": [
+          "Probability",
+          "Axioms",
+          "Events"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "a3071b11-d554-5c48-a450-29a22f16f903",
+      "type": "text",
+      "content": "\\- In many experiments, a probability space consists of finitely many points, all with equally likely probabilities.\n- Basic example was a tossing a coin $P(H) = P(T) = \\frac{1}{2}$\n- Fair die: $P(i) = \\frac{1}{6}$ for $i = 1, \\ldots, 6$ .\n\\- In this case from Axiom 3 we have that\n$$\nP (E) = \\frac {\\text { number   of   outcomes   in } E}{\\text { number   of   outcomes   in } S}.\n$$\n\\- Example1: What is the probability that if we roll 2 dice, the sum is 7?\n\\- Answer: There are 36 total outcomes, of which 6 have a sum of 7:\n\\* $E =$ \"sum is 7\" $= \\{(1,6),(2,5),(3,4),(4,3),(5,2),(6,1)\\}$ . Since they are all equally likely, the probability is $\\mathbb{P}(E) = \\frac{6}{6\\cdot6} = \\frac{1}{6}$ .\n\\- Example 2: If 3 balls are “randomly drawn” from a bowl containing 6 white and 5 black balls, what is the probability that one ball is white and the other two are black?\n\\- Method 1: (regard as a ordered selection)\n$$\n\\begin{array}{l} P (E) = \\frac {W B B + B W B + B B W}{1 1 \\cdot 1 0 \\cdot 9} \\\\ = \\frac {6 \\cdot 5 \\cdot 4 + 5 \\cdot 6 \\cdot 4 + 5 \\cdot 4 \\cdot 6}{9 9 0} = \\frac {1 2 0 + 1 2 0 + 1 2 0}{9 9 0} = \\frac {4}{1 1}. \\\\ \\end{array}\n$$\n\\- Method2: (Regard as unordered set of drawn balls)\n$$\nP \\left(E\\right) = \\frac {\\left(1 \\text {white}\\right) \\left(2 \\text {black}\\right)}{\\binom{1 1}{3}} = \\frac {\\binom{6}{1} \\binom{5}{2}}{\\binom{1 1}{3}} = \\frac {4}{1 1}.\n$$\n\\- We can always choose which way to regard our experiments.\n\\- Example 3 A committee of 5 is to selected from a group of 6 men and 9 women. What is probability consists of 3 men and 2 women\n\\- Answer: Easy $\\frac{men\\cdot women}{all}=\\frac{\\left(\\begin{array}{c}6\\\\3\\end{array}\\right)\\left(\\begin{array}{c}9\\\\2\\end{array}\\right)}{\\left(\\begin{array}{c}15\\\\5\\end{array}\\right)}=\\frac{240}{1001}.$\n\\- Example 4: Seven balls are randomly withdrawn from an urn that contains 12 red, 16 blue, and 18 green.\n- (b) Find probability that “at least 2 red balls are withdrawn;”\n- $\\underline{\\mathbf{Ans}}$ : Let $E$ be this event then $P(E) = 1 - P(E^c)$ , $P$ (at least 2 red) = 1- $\\mathbb{P}$ (drawing 0 or 1 balls).\n$$\n\\mathbb {P} \\left(\\text { drawing   0   or   1   red   balls }\\right) = \\frac {\\binom{1 6 + 1 8 = 3 4}{7}}{\\binom{4 6}{7}} + \\frac {\\binom{1 2}{1} \\binom{3 4}{6}}{\\binom{4 6}{7}}.\n$$\n\\- Explanation of Poker/Playing cards: Ranks and suits,etc!\n\\- There are 52 cards in a standard deck of playing cards. The poker hand is consists of five cards. There are 4 suits: heats, spades, diamonds, and clubs ( $\\heartsuit$ ♠♦♣). The suits diamonds and hearts are red while clubs and spades are black. In each suit there are 13 ranks: the numbers 2, 3, ..., 10, the face cards, Jack, Queen, King, and the Ace (not a face card).\n\\- Example 5: What is the probability that in a poker hand (5 cards out of 52) we get exactly 4 of a kind?\n\\- Answer: Consider 4 aces and 1 king: $AAAK = \\left( \\begin{array}{l}4\\\\ 4 \\end{array} \\right)\\left( \\begin{array}{l}4\\\\ 1 \\end{array} \\right)$ . But $JJJJ3$ is the same probability.\n\\* Thus there are 13 ways to pick the first rank, and 12 ways to pick the second rank\n$$\n\\begin{array}{l} P (4 \\text {   of   a   kind   }) = \\frac {[ \\text {   choice   of   ranks   } ] [ \\text {   given   rank   how   to   choose   a   hand   } ]}{\\binom{5 2}{5}} \\\\ = \\frac {\\left(1 3 \\cdot 1 2 \\cdot \\binom{4}{4} \\binom{4}{1}\\right)}{\\binom{5 2}{5}} \\approx . 0 0 0 0 1 3 9 \\\\ \\end{array}\n$$\n\\- Example 6: What is the probability that in a poker hand (5 cards out of 52) we get a straight. (no straight flushes, can't be of the same suit)\n\\- Answer: Consider: A-2-3-4-5-6-7-8-9-10-J-Q-K-A- There are 10 possible straights.\n\\* Given a straight Say A2345: There are $4 \\cdot 4 \\cdot 4 \\cdot 4 \\cdot 4 - (\\text{of the same suit}) = 4^5 - 4$ .\n$$\n\\begin{array}{l} P (\\text { Straight }) = \\frac {[ \\text { choice   of   straight } ] [ \\text { given   striaght   how   to   choose   a   hand } ]}{\\binom{5 2}{5}} \\\\ = \\frac {1 0 \\cdot (4 ^ {5} - 4)}{\\binom{5 2}{5}} \\approx . 0 0 3 9 \\\\ \\end{array}\n$$\n\\- Example 7: What is the probability that in a poker hand (5 cards out of 52) we get a Full House. (3 and a 2 of a kind)\n- Answer: It would be [3 of a kind][2 of a kind]. AAAKK or KKAAA are different! Choose suit: $13 \\cdot 12$ .\n- Then once we choose within each group there\n$$\nP (\\text {Full House}) = \\frac {[ \\text {choice of rank} ] [ 3 \\text {of a kind} ] [ 2 \\text {of a kind} ]}{\\binom{5 2}{5}}\n$$\n$$\n= \\frac {1 3 \\cdot 1 2 \\binom{4}{3} \\binom{4}{2}}{\\binom{5 2}{5}} \\approx . 0 0 1 4.\n$$\n\\- Example 8: (Birthday Problem) In a class of 32 people, what is the probability that at least two people have the same birthdays? (We assume each day is equally likely.)\n\\- Answer: Let the first person have a birthday on some day. The probability that the second person has a different birthday will be $\\frac{364}{365}$ . The probability that the third person has a different birthday from the first two people is $\\frac{363}{365}$ . So the answer is\n$$\n\\mathbb {P} \\left(\\text {at least 2 people}\\right) = 1 - \\mathbb {P} \\left(\\text {Everyone different birthday}\\right)\n$$\n$$\n= 1 - \\frac {3 6 5}{3 6 5} \\cdot \\frac {3 6 4}{3 6 5} \\cdot \\frac {3 6 3}{3 6 5} \\dots \\frac {(3 6 5 - 3 1)}{3 6 5}\n$$\n$$\n= 1 - 1 \\cdot \\frac {3 6 4}{3 6 5} \\cdot \\frac {3 6 3}{3 6 5} \\dots \\frac {3 3 4}{3 6 5} \\approx 0. 7 5 2 3 7 4.\n$$\n\\- Really High!!!",
+      "path": "Notes.pdf/CHAPTER 2/Axioms of Probability/2.3. Equally Likely Outcomes",
+      "metadata": {
+        "length": 5340,
+        "summary": "The passage covers basic probability concepts with equally likely outcomes, including examples like rolling dice, drawing balls from an urn, selecting committees, and poker hands. It explains how to compute probabilities using combinatorial formulas, such as combinations and permutations, and includes the birthday problem as an illustration of probability calculations.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "tokens": [
+          "In",
+          "experiments",
+          "probability",
+          "space",
+          "consists",
+          "finitely",
+          "points",
+          "equally",
+          "probabilities",
+          "Basic",
+          "tossing",
+          "coin",
+          "frac",
+          "Fair",
+          "die",
+          "ldots",
+          "case",
+          "Axiom",
+          "text",
+          "number",
+          "outcomes",
+          "Example1",
+          "What",
+          "roll",
+          "dice",
+          "sum",
+          "Answer",
+          "There",
+          "36",
+          "total",
+          "Since",
+          "mathbb",
+          "cdot6",
+          "Example",
+          "If",
+          "balls",
+          "randomly",
+          "drawn",
+          "bowl",
+          "white",
+          "black",
+          "ball",
+          "Method",
+          "regard",
+          "ordered",
+          "selection",
+          "begin",
+          "array",
+          "cdot",
+          "end",
+          "Method2",
+          "Regard",
+          "unordered",
+          "set",
+          "left",
+          "binom",
+          "We",
+          "choose",
+          "committee",
+          "selected",
+          "group",
+          "men",
+          "women",
+          "Easy",
+          "15",
+          "240",
+          "1001",
+          "Seven",
+          "withdrawn",
+          "urn",
+          "12",
+          "red",
+          "16",
+          "blue",
+          "18",
+          "green",
+          "Find",
+          "underline",
+          "mathbf",
+          "Ans",
+          "Let",
+          "event",
+          "drawing",
+          "Explanation",
+          "Poker",
+          "Playing",
+          "cards",
+          "Ranks",
+          "suits",
+          "52",
+          "standard",
+          "deck",
+          "playing",
+          "The",
+          "poker",
+          "hand",
+          "heats",
+          "spades",
+          "diamonds",
+          "clubs",
+          "heartsuit",
+          "hearts",
+          "suit",
+          "13",
+          "ranks",
+          "numbers",
+          "10",
+          "face",
+          "Jack",
+          "Queen",
+          "King",
+          "Ace",
+          "card",
+          "kind",
+          "Consider",
+          "aces",
+          "king",
+          "AAAK",
+          "But",
+          "JJJJ3",
+          "Thus",
+          "ways",
+          "pick",
+          "rank",
+          "choice",
+          "approx",
+          "straight",
+          "flushes",
+          "straights",
+          "Given",
+          "Say",
+          "A2345",
+          "Straight",
+          "striaght",
+          "Full",
+          "House",
+          "It",
+          "AAAKK",
+          "KKAAA",
+          "Choose",
+          "Then",
+          "Birthday",
+          "Problem",
+          "class",
+          "32",
+          "people",
+          "birthdays",
+          "assume",
+          "day",
+          "person",
+          "birthday",
+          "364",
+          "365",
+          "363",
+          "So",
+          "answer",
+          "Everyone",
+          "dots",
+          "Really",
+          "High"
+        ],
+        "keywords": [
+          "Probability",
+          "Combinatorics",
+          "Poker Hands"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "d82ad301-7d5f-5e8c-a0cb-238b7ccc249d",
+      "type": "text",
+      "content": "",
+      "path": "Notes.pdf/CHAPTER 3",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "44ed73ed-4948-5b67-b757-7c31fa97bdde",
+      "type": "image",
+      "content": "\nPROPOSITION 2. If $E$ and $F$ are independent, then $E$ and $F^c$ are independent. \\- Remark: Independence and mutually exclusive, are two different things!0\n[images/image-10-PROPOSITIO.jpg]\n",
+      "path": "images/image-10-PROPOSITIO.jpg",
+      "metadata": {
+        "length": 192,
+        "summary": "image-10\nPROPOSITION 2. If $E$ and $F$ are independent, then $E$ and $F^c$ are independent. \\- Remark: Independence and mutually exclusive, are two different things!0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "file_path": "images/image-10-PROPOSITIO.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "24361958-8eaf-5c7e-8aeb-24e9059545d1",
+      "type": "text",
+      "content": "3.1. Independent Events\nDEFINITION. We say $E$ and $F$ are independent events if\n$$\n\\mathbb {P} (E \\cap F) = \\mathbb {P} (E) \\mathbb {P} (F).\n$$\n• Example1: Suppose you flip two coins.\n- The event that you get heads on the second coin is independent of the event that you get tails on the first.\n- This is why: Let $A_{t}$ be the event of getting is tails for the first coin and $B_{h}$ is the event of getting heads for the second coin, and we assume we have fair coins (although this is not necessary), then\n$$\n\\mathbb {P} \\left(A _ {t} \\cap B _ {h}\\right) = \\frac {1}{4}, \\text {   list   out   all   outcomes }\n$$\n$$\n\\mathbb {P} \\left(A _ {t}\\right) \\mathbb {P} \\left(B _ {h}\\right) = \\frac {1}{2} \\frac {1}{2} = \\frac {1}{4}.\n$$\n\\- Example2: Experiment: Draw a card from an ordinary deck of cards\n\\- Let $A =$ draw ace, $S =$ draw a spade.\n\\* These are independent events since you're taking one at a time, so one doesn't effect the other. To see this using the definition we have compute\n\\* $\\mathbb{P}(A)\\mathbb{P}(S) = \\frac{1}{13}\\frac{1}{4}.$\n\\* White $\\mathbb{P}(A\\cap S) = \\frac{1}{52}$ since there is only 1 Ace of spades.\nPROPOSITION 2. If $E$ and $F$ are independent, then $E$ and $F^c$ are independent.\nPROOF. Draw a Venn Diagram to help with the computation, but note that\n$$\n\\begin{array}{l} \\mathbb {P} (E \\cap F ^ {c}) = \\mathbb {P} (E) - \\mathbb {P} (E \\cap F) \\\\ = \\mathbb {P} (E) - \\mathbb {P} (E) \\mathbb {P} (F) \\\\ = \\mathbb {P} (E) (1 - \\mathbb {P} (F)) \\\\ = \\mathbb {P} (E) \\mathbb {P} \\left(F ^ {c}\\right). \\\\ \\end{array}\n$$\n\nPROPOSITION 2. If $E$ and $F$ are independent, then $E$ and $F^c$ are independent. \\- Remark: Independence and mutually exclusive, are two different things!0\n[images/image-10-PROPOSITIO.jpg]\n\n\\- Remark: Independence and mutually exclusive, are two different things!\nDEFINITION. We say $E, F, G$ are independent if $E, F$ are independent, $E, G$ are independent, $F, G$ are independent, and $\\mathbb{P}(E \\cap F \\cap G) = \\mathbb{P}(E)\\mathbb{P}(F)\\mathbb{P}(G)$ .\n• Example: Experiment is you roll two dice:\n\\- Define the following events:\n- $S_{7} = \\{\\text{sum is 7}\\}$\n- $A_{4} = \\{\\text{first die is a 4}\\}$\n- $B_{3} = \\{$ second die is a 3\\}\n- Are the events $S_{7}, A_{4}, B_{3}$ independent?\n\\* Compute\n$$\n\\mathbb {P} \\left(S _ {7} \\cap A _ {4} \\cap B _ {3}\\right) = \\mathbb {P} \\left(\\{(4, 3) \\}\\right) = \\frac {1}{3 6}\n$$\nbut\n$$\n\\mathbb {P} \\left(S _ {7}\\right) \\mathbb {P} \\left(A _ {4}\\right) \\mathbb {P} \\left(B _ {3}\\right) = \\frac {6}{3 6} \\frac {1}{6} \\frac {1}{6} = \\frac {1}{3 6 \\cdot 6}.\n$$\n\\- Remark: This generalizes to events $A_1, \\ldots, A_n$ . We say events $A_1, \\ldots, A_n$ are independent if for all subcollections $i_1, \\ldots, i_r \\in \\{1, \\ldots, n\\}$ we have that $\\mathbb{P}\\left(\\bigcap_{j=1}^{r} A_{i_j}\\right) = \\prod_{j=1}^{r} \\mathbb{P}\\left(A_{i_j}\\right)$ .\n• Example:\n- An urn contains 10 balls: 4 red and 6 blue.\n- A second urn contains 16 red balls and an unknown number of blue balls.\n- A single ball is drawn from each urn. The probability that both balls are the same color is 0.44.\n- Question: Calculate the number of blue balls in the second urn.\n- Solution: Let $R_{i} =$ even that a red ball is drawn from urn $i$ and let $B_{i} =$ event that a blue ball is drawn from urn $i$ .\n\\* Let $x$ be the number of blue balls in urn 2,\n\\* Note that drawing from urn 1 and independent from drawing from urn 2. They are completely different urns! They shouldn't effect the other.\n\\* Then\n$$\n\\begin{array}{l} . 4 4 = \\mathbb {P} \\left(\\left(R _ {1} \\cap R _ {2}\\right) \\bigcup \\left(B _ {1} \\cap B _ {2}\\right)\\right) = \\mathbb {P} \\left(R _ {1} \\cap R _ {2}\\right) + \\mathbb {P} \\left(B _ {1} \\cap B _ {2}\\right) \\\\ = \\mathbb {P} (R _ {1}) \\mathbb {P} (R _ {2}) + \\mathbb {P} (B _ {1}) \\mathbb {P} (B _ {2}), \\text {   by   independence } \\\\ = \\frac {4}{1 0} \\frac {1 6}{x + 1 6} + \\frac {6}{1 0} \\frac {x}{x + 1 6}. \\\\ \\end{array}\n$$\n\\* Solve for $x!$ You will get $x = 4$ .\n\\- Example (Gambler's Ruin) (Used in Finance or Actuarial Science)\n\\- Experiment: Suppose you toss a fair coin repeatedly and independently. If it comes up heads, you win a dollar, and if it comes up tails, you lose a dollar. Suppose you start with \\$50. What's the probability you will get to \\$200 before you go broke?\n\\- Answer: It's actually easier if we generalize the problem.\n\\* Let $p(x)$ be the probability you get 200 before 0 if you start with $x$ dollars.\n\\* We know $p(0) = 0$ and $p(200) = 1$ . So by the law of total probability\n$$\n\\begin{array}{l} p (x) = \\mathbb {P} (\\text { Win   200   before   0 }) \\\\ = \\mathbb {P} (H) \\mathbb {P} (\\text { Win } 2 0 0 \\text { before } 0 \\mid H) + \\mathbb {P} \\left(H ^ {c}\\right) \\mathbb {P} (\\text { Win } 2 0 0 \\text { before } 0 \\mid H ^ {c}) \\\\ = \\frac {1}{2} p (x + 1) + \\frac {1}{2} p (x - 1). \\\\ \\end{array}\n$$\n\\* Rearrange the function to get\n$$\n\\begin{array}{l} 2 p (x) = p (x - 1) + p (x + 1) \\quad \\Longleftrightarrow \\quad p (x) + p (x) = p (x - 1) + p (x + 1) \\\\ \\Longleftrightarrow \\quad p (x) - p (x - 1) = p (x + 1) - p (x) \\\\ \\Longleftrightarrow \\quad \\frac {p (x) - p (x - 1)}{x - (x - 1)} = \\frac {p (x + 1) - p (x)}{(x + 1) - x}. \\\\ \\end{array}\n$$\n\\* This tells you that the slows are constant. What does that tell you about $p(x)$ ? It's a line!\n\\- Thus we must have $p(x) = \\frac{x}{200}$ .\n\\* Thus $p(50) = \\frac{1}{4}$ .\n• Example (A variation of Gambler's ruin)\n\\- Problem: Suppose we are in the same situation, but you are allowed to go arbitrarily far in debt. Let $p(x)$ be the probability you ever get to \\$200. What is a formula for $p(x)$ ?\n\\* Answer: Just as before $p(x) = \\frac{1}{2} p(x + 1) + \\frac{1}{2} p(x - 1)$ . So that $p(x)$ is linear.\n\\* But now all we have is that $p(200) = 1$ and linear and domain is $(-\\infty, 200)$ .\n\\* Draw a graph: Now the slope, or $p'(x)$ can't be negative, or else we would have it that $p(x) > 1$ for $x \\in (-\\infty, 200)$ .\n\\- The slope can't be positive or else we would get $p(x) < 0$ for $x \\in (-\\infty, 200)$ .\n\\* Thus we must have that $p(x) \\equiv \\text{constant}$ . Hence $p(x) = 1$ for all $x \\in (-\\infty.200)$ .\n\\* Sol: So we are certain to get \\$200 if we cna get into debt.\n\\- Method2:\n\\* Just compute There is nothing special about the figure 200. Another way of seeing this is to compute as above the probability of getting to 200 before $-M$ and then letting $M \\to \\infty$ .\n\\- We would get $p(x)$ is a line with $p(-M) = 0$ and $p(200) = 1$ so that\n$$\np (x) - 0 = \\frac {1 - 0}{2 0 0 - (- M)} (x - (- M))\n$$\nand letting $M \\to \\infty$ wee see that $p(x) = \\frac{x + M}{200 + M} \\to 1$ .\n• Example: Experiment: Roll 10 dice.\n- What is the probability that exactly 4 twos will show if you roll 10 dice?\n- Answer: These are independent. The probability that the 1st, 2nd, 3rd, and 10th dice will show a three and the other 6 will not is $\\left(\\frac{1}{6}\\right)^3\\left(\\frac{5}{6}\\right)^7$ .\n- Independence is used here: the probability is $\\frac{1}{6}\\frac{1}{6}\\frac{1}{6}\\frac{5}{6}\\frac{5}{6}\\frac{5}{6}\\frac{5}{6}\\frac{5}{6}\\frac{5}{6}\\frac{1}{6}$ . Note that the probability that the 10th, 9th, 8th, and 7th dice will show a two and the other 6 will not have the same probability.\n- So to answer our original question, we take $\\left(\\frac{1}{6}\\right)^4\\left(\\frac{5}{6}\\right)^6$ and multiply it by the number of ways of choosing 4 dice out of 10 to be the ones showing the twos. There are $\\binom{10}{3}$ ways to do this $\\binom{10}{4}\\left(\\frac{1}{6}\\right)^4\\left(\\frac{5}{6}\\right)^6$ .\n\\- This is an example of Bernoulli trials, or the Binomial distribution.\n\\- If we have $n$ independent trials, where the probability of success if $p$ . The probability that there are $k$ successes in $n$ trials is\n$$\n\\binom{n}{k} p ^ {k} (1 - p) ^ {n - k}.\n$$",
+      "path": "Notes.pdf/CHAPTER 3/Independence",
+      "metadata": {
+        "length": 7777,
+        "summary": "The text defines independent events as those where the probability of their intersection equals the product of their individual probabilities. It provides examples including coin flips, card draws, and dice rolls. It proves that if events E and F are independent, then E and F^c are also independent. The definition extends to three or more events requiring pairwise and joint independence. Applications include calculating probabilities for drawing balls from urns and the Gambler's Ruin problem, where the probability of reaching a target before ruin is linear. The text also introduces Bernoulli trials and the binomial distribution for independent trials with constant success probability.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "tokens": [
+          "3.1",
+          "Independent",
+          "Events",
+          "DEFINITION",
+          "We",
+          "independent",
+          "events",
+          "mathbb",
+          "cap",
+          "Example1",
+          "Suppose",
+          "flip",
+          "coins",
+          "The",
+          "event",
+          "heads",
+          "coin",
+          "tails",
+          "This",
+          "Let",
+          "assume",
+          "fair",
+          "left",
+          "frac",
+          "text",
+          "list",
+          "outcomes",
+          "Example2",
+          "Experiment",
+          "Draw",
+          "card",
+          "ordinary",
+          "deck",
+          "cards",
+          "draw",
+          "ace",
+          "spade",
+          "These",
+          "taking",
+          "time",
+          "doesn",
+          "effect",
+          "To",
+          "definition",
+          "compute",
+          "13",
+          "White",
+          "52",
+          "Ace",
+          "spades",
+          "PROPOSITION",
+          "If",
+          "PROOF",
+          "Venn",
+          "Diagram",
+          "computation",
+          "note",
+          "begin",
+          "array",
+          "end",
+          "Remark",
+          "Independence",
+          "mutually",
+          "exclusive",
+          "things",
+          "Example",
+          "roll",
+          "dice",
+          "Define",
+          "sum",
+          "die",
+          "Are",
+          "Compute",
+          "cdot",
+          "generalizes",
+          "ldots",
+          "subcollections",
+          "bigcap",
+          "prod",
+          "An",
+          "urn",
+          "10",
+          "balls",
+          "red",
+          "blue",
+          "16",
+          "unknown",
+          "number",
+          "single",
+          "ball",
+          "drawn",
+          "probability",
+          "color",
+          "0.44",
+          "Question",
+          "Calculate",
+          "Solution",
+          "Note",
+          "drawing",
+          "They",
+          "completely",
+          "urns",
+          "shouldn",
+          "Then",
+          "bigcup",
+          "independence",
+          "Solve",
+          "You",
+          "Gambler",
+          "Ruin",
+          "Used",
+          "Finance",
+          "Actuarial",
+          "Science",
+          "toss",
+          "repeatedly",
+          "independently",
+          "win",
+          "dollar",
+          "lose",
+          "start",
+          "50",
+          "What",
+          "200",
+          "broke",
+          "Answer",
+          "It",
+          "easier",
+          "generalize",
+          "problem",
+          "dollars",
+          "So",
+          "law",
+          "total",
+          "Win",
+          "mid",
+          "Rearrange",
+          "function",
+          "quad",
+          "Longleftrightarrow",
+          "tells",
+          "slows",
+          "constant",
+          "line",
+          "Thus",
+          "variation",
+          "ruin",
+          "Problem",
+          "situation",
+          "allowed",
+          "arbitrarily",
+          "debt",
+          "formula",
+          "Just",
+          "linear",
+          "But",
+          "domain",
+          "infty",
+          "graph",
+          "Now",
+          "slope",
+          "negative",
+          "positive",
+          "equiv",
+          "Hence",
+          "infty.200",
+          "Sol",
+          "cna",
+          "Method2",
+          "There",
+          "special",
+          "figure",
+          "Another",
+          "letting",
+          "wee",
+          "Roll",
+          "twos",
+          "show",
+          "1st",
+          "2nd",
+          "3rd",
+          "10th",
+          "9th",
+          "8th",
+          "7th",
+          "answer",
+          "original",
+          "question",
+          "multiply",
+          "ways",
+          "choosing",
+          "showing",
+          "binom",
+          "Bernoulli",
+          "trials",
+          "Binomial",
+          "distribution",
+          "success",
+          "successes"
+        ],
+        "keywords": [
+          "Independence",
+          "Probability",
+          "Gambler's Ruin"
+        ],
+        "connect_to": [
+          {
+            "target": "44ed73ed-4948-5b67-b757-7c31fa97bdde",
+            "relation": "embeds",
+            "ref": "[images/image-10-PROPOSITIO.jpg]",
+            "position": {
+              "start": 1712,
+              "end": 1744
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "991e2590-bc40-5145-bde3-5c782f1247c9",
+      "type": "text",
+      "content": "",
+      "path": "Notes.pdf/CHAPTER 4",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "39e95be7-e389-550d-adca-409859d3ac06",
+      "type": "text",
+      "content": "",
+      "path": "Notes.pdf/CHAPTER 4/Conditional Probability and Independence",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "f8dccbfb-46d0-5cef-bd97-5901cd46ec6d",
+      "type": "table",
+      "content": "<table><tr><td>Wife</td><td>Husband makes less than 25,000</td><td>Husband makes more than 25,000</td></tr><tr><td>Less than $25,000</td><td>212</td><td>198</td></tr><tr><td>More than $25,000</td><td>36</td><td>54</td></tr></table>",
+      "path": "tables/table-0 Income by Gender.html",
+      "metadata": {
+        "length": 231,
+        "summary": "table-1\nA table shows counts of couples based on wife's and husband's income levels, with 212 couples both under $25k and 54 both over $25k.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "file_path": "tables/table-0 Income by Gender.html",
+        "keywords": [
+          "income",
+          "husband",
+          "wife"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "a1d19f26-7ddc-5cff-b1d1-00765b6e9ad4",
+      "type": "text",
+      "content": "\\- Suppose there are\n- 200 men, of which 100 are smokers,\n- 100 women, of which 20 are smokers.\n- Question1: What is the probability that a person chosen at random will be a smoker? $\\frac{120}{300}$\n- Question2: Now, let us ask, what is the probability that a person chosen at random is a smoker given that the person is a women? $\\frac{20}{100}$ right?\n\\* Note this is\n$$\n\\frac {\\# (\\text { women   smokers })}{\\# (\\text { women })} = \\frac {P (\\text { women   and   a   smoker })}{P (\\text { woman })}.\n$$\n\\- Thus we make the following definition:\nDEFINITION. If $\\mathbb{P}(F) > 0$ , we define\n$$\n\\mathbb {P} (E \\mid F) = \\frac {\\mathbb {P} (E \\cap F)}{\\mathbb {P} (F)}.\n$$\nNow $\\mathbb{P}(E\\mid F)$ is read \"the probability of $E$ given $F$ .\"\n- Note that $\\mathbb{P}(E\\cap F) = \\mathbb{P}(E|F)\\mathbb{P}(F)!$\n- This is the conditional probability that $E$ occurs given that $F$ has already occurred!\n- Remark: Suppose $\\mathbb{P}(E \\mid F) = \\mathbb{P}(E)$ , i.e. knowing $F$ doesn't help predict $E$ . Then this implies that $E$ and $F$ are independent of each other. Rearranging $\\mathbb{P}(E \\mid F) = \\frac{\\mathbb{P}(E \\cap F)}{\\mathbb{P}(F)} = \\mathbb{P}(E)$ we see that $\\mathbb{P}(E \\cap F) = \\mathbb{P}(E)\\mathbb{P}(F)$ .\n- Example1: Experiment: Roll two dice.\n- (a) What is the probability the sum is 8?\n\\* Solution: Note that $A = \\{(2,6), (3,5), (4,4), (5,3), (6,2)\\}$ so we know $\\mathbb{P}(A) = \\frac{5}{36}$ .\n- (b) What is the probability that the sum is 8 given that the first die shows a 3? (In other words, find $\\mathbb{P}(A \\mid B)$ )\n\\* Solution: Let $B = \\{\\text{first die shows three}\\}$ .\n\\* $\\mathbb{P}(A\\cap B) = \\mathbb{P}\\left(\\{(3,5)\\}\\right) = \\frac{1}{36}$ is probability that the first die shows a 3 and the sum is 8\n\\* Finally we can compute\n$$\n\\mathbb {P} (A \\mid B) = \\mathbb {P} (\\text { sum   is } 8 \\mid 1 \\text { st   is   a } 3) = \\frac {1 / 3 6}{1 / 6} = \\frac {1}{6}.\n$$\n\\- Remark: When computing $\\mathbb{P}(E \\mid F)$ , Sometime its easier to work with the reduced sample space $F \\subset S$ .\n\\- Note in the previous example when we computed\n$$\n\\mathbb {P} (\\text { sum   is } 8 \\mid 1 \\text { st   is   a } 3)\n$$\nwe could have worked in the smaller sample space of $\\{1st\\ is\\ a\\ 3\\}=\\{(3,1),(3,2),(3,3),(3,4),(3,5),(3,6)\\}$ . Since only $(3,5)$ begins with a 3 and has the sum of 8, then the probability is\n$$\n\\frac {\\text { total   number   of   outcomes   in   the   event }}{\\text { total   number   of   outcomes   in   new   sample   space }} = \\frac {1}{6}.\n$$\n\\- Example2: Experiment: Suppose a box has 3 red marbles and 2 black ones. We select 2 marbles.\n- Question: What is the probability that second marble is red given that the first one is red?\n\\* Answer:\n$\\overline{\\cdot R_1} = \\{\\text{First marble is is red}\\}$ ,\n$R_{2} = \\{\\text{Second marble is red}\\}$ , then\n$$\n\\begin{array}{l} \\mathbb {P} \\left(R _ {2} \\mid R _ {1}\\right) = \\frac {\\mathbb {P} \\left(R _ {1} \\cap R _ {2}\\right)}{\\mathbb {P} \\left(R _ {1}\\right)} \\\\ = \\frac {(2 \\text {   red }) (0 \\text {   black }) / \\binom{5}{2}}{3 / 5} \\\\ = \\frac {\\binom{3}{2} \\binom{2}{0} / \\binom{5}{2}}{3 / 5} \\\\ = \\frac {3 / 1 0}{3 / 5} = \\frac {1}{2}. \\\\ \\end{array}\n$$\n\\* Solution 2:\n\\- We could have done the same example more easily if we look at the new sample space $S' = \\{R, R, B, B\\}$ thus $\\mathbb{P}(R_2 \\mid R_1) = \\mathbb{P}'(\\{\\text{drawing red}\\}) = \\frac{2}{4} = \\frac{1}{2}$ .\n\\- Example3: Landon is 80% sure he forgot his textbook at the Union or Monteith buildings. 40% sure that it is at the union, and 40% sure that it is at Monteith. Given that Landon already went to Monteith and noticed his textbook not there, what is the probability that it's at the Union?\n\\- Solution:\n$$\n\\begin{array}{l} \\mathbb {P} \\left(U n i o n \\mid N o t \\text {   Monteith }\\right) = \\frac {\\mathbb {P} \\left(U \\cap M ^ {c}\\right)}{\\mathbb {P} \\left(M ^ {c}\\right)} \\\\ = \\frac {\\mathbb {P} (U)}{1 - \\mathbb {P} (M)}, \\text { since } U \\subset M ^ {c} \\\\ = \\frac {4 / 1 0}{6 / 1 0} = \\frac {2}{3}. \\\\ \\end{array}\n$$\n\\- Example4: Suppose that Annabelle and Bobby each draw 13 cards from a standard deck of 52. Given that Sarah has exactly two aces, what is the probability that Bobby has exactly one ace?\n\\- Solution: Let $A$ be the event \"Annabelle has two aces,\" and let $B$ be the event \"Bobby has exactly one ace.\" Again, we want $\\mathbb{P}(B \\mid A)$ , so we calculate $\\mathbb{P}(A)$ and $\\mathbb{P}(A \\cap B)$ . Annabelle could have any of $\\left( \\begin{array}{c}52\\\\ 13 \\end{array} \\right)$ possible hands. Of these hands, $\\left( \\begin{array}{c}4\\\\ 2 \\end{array} \\right) \\cdot \\left( \\begin{array}{c}48\\\\ 11 \\end{array} \\right)$ will have exactly\ntwo aces, so\n$$\n\\mathbb {P} \\left(A\\right) = \\frac {\\binom{4}{2} \\cdot \\binom{4 8}{1 1}}{\\binom{5 2}{1 3}}.\n$$\nNow the number of ways in which Annabelle can have a certain hand and Bobby can have a certain hand is $\\binom{52}{13}\\cdot\\binom{39}{13}$ , and the number of ways in which A and B can both occur is $\\binom{4}{2}\\cdot\\binom{48}{11}\\cdot\\binom{2}{1}\\cdot\\binom{37}{12}$ . so\n$$\n\\mathbb {P} (A \\cap B) = \\frac {\\binom{4}{2} \\cdot \\binom{4 8}{1 1} \\cdot \\binom{2}{1} \\cdot \\binom{3 7}{1 2}}{\\binom{5 2}{1 3} \\cdot \\binom{3 9}{1 3}}.\n$$\nTherefore,\n$$\n\\begin{array}{l} \\mathbb {P} (B \\mid A) = \\frac {\\mathbb {P} (A \\cap B)}{\\mathbb {P} (A)} = \\frac {\\frac {\\left( \\begin{array}{c} 4 \\\\ 2 \\end{array} \\right) \\cdot \\left( \\begin{array}{c} 4 8 \\\\ 1 1 \\end{array} \\right) \\cdot \\left( \\begin{array}{c} 2 \\\\ 1 \\end{array} \\right) \\cdot \\left( \\begin{array}{c} 3 7 \\\\ 1 2 \\end{array} \\right)}{\\left( \\begin{array}{c} 5 2 \\\\ 1 3 \\end{array} \\right) \\cdot \\left( \\begin{array}{c} 3 9 \\\\ 1 3 \\end{array} \\right)}}{\\frac {\\left( \\begin{array}{c} 4 \\\\ 2 \\end{array} \\right) \\cdot \\left( \\begin{array}{c} 4 8 \\\\ 1 1 \\end{array} \\right)}{\\left( \\begin{array}{c} 5 2 \\\\ 1 3 \\end{array} \\right)}} \\\\ = \\frac {\\binom{2}{1} \\cdot \\binom{3 7}{1 2}}{\\binom{3 9}{1 3}}. \\\\ \\end{array}\n$$\n\\- Note that since $\\mathbb{P}(B \\mid A) = \\frac{\\mathbb{P}(A \\cap B)}{\\mathbb{P}(A)}$ then $\\mathbb{P}(A \\cap B) = \\mathbb{P}(A)\\mathbb{P}(B \\mid A)$ .\n\\- In general: If $E_1, \\ldots, E_n$ are events then\n$$\n\\mathbb {P} \\left(E _ {1} \\cap E _ {2} \\cap \\dots \\cap E _ {n}\\right) = \\mathbb {P} \\left(E _ {1}\\right) \\mathbb {P} \\left(E _ {2} \\mid E _ {1}\\right) \\mathbb {P} \\left(E _ {3} \\mid E _ {1} \\cap E _ {2}\\right) \\dots \\mathbb {P} \\left(E _ {n} \\mid E _ {1} \\cap E _ {2} \\cap \\dots \\cap E _ {n - 1}\\right).\n$$\n\\- Example5:\n\\- Experiment: Suppose an urn has 5 White balls and 7 Black balls. Each ball that is selected is returned to the urn along with an additional ball of the same color. Suppose draw 3 balls.\n\\- Part (a): What is the probability that you get 3 white balls.\n\\* Then\n$$\n\\mathbb {P} (3 \\text {white balls}) = \\mathbb {P} (1 \\text {st W}) \\mathbb {P} (2 \\text {nd W} | 1 \\text {st W}) \\mathbb {P} (3 \\text {nd W} | 1 \\text {st} \\& 2 \\text {ndW})\n$$\n$$\n= \\frac {5}{1 2} \\frac {6}{1 3} \\frac {7}{1 4}\n$$\n\\- Part (b): What is the probability of getting 1 white ball.\n$$\n\\begin{array}{l} \\mathbb {P} (1 \\text {   white   ball }) = \\mathbb {P} (W B B) + \\mathbb {P} (B W B) + \\mathbb {P} (B B W) \\\\ = 3 \\frac {5 \\cdot 7 \\cdot 8}{1 2 \\cdot 1 3 \\cdot 1 4}. \\\\ \\end{array}\n$$\n\\- Note that\n$$\n\\mathbb {P} (E \\cap F) = \\mathbb {P} (E \\mid F) \\mathbb {P} (F)\n$$\n\\- Example 6: Phan wants to take a Biology course or a Chemistry course. Given that the students take Biology, the probability that they get an $A$ is is $\\frac{4}{5}$ . While the probability of getting an $A$ given that the student took Chemistry is $\\frac{1}{7}$ . If Phan makes a decision on the course to take randomly, what's probability of \"getting an $A$ in Chem\"?\n\\- Solution: Let $B = \\{\\text{Takes Biology}\\}$ and $C = \\{\\text{Takes Chemistry}\\}$ and $A = \\{\"\\text{gets an A\"}\\}$ , then\n$$\n\\begin{array}{l} \\mathbb {P} (A \\cap C) = \\mathbb {P} (C) \\mathbb {P} (A \\mid C) \\\\ = \\frac {1}{2} \\cdot \\frac {1}{7} = \\frac {1}{1 4}. \\\\ \\end{array}\n$$\n• Example 7: A total of 500 married couples are poled about salaries:\n\n[tables/table-0 Income by Gender.html]\n\n\\- Part (a): Find the probability that a Husband earns less than 25,000?\n$$\n* \\underline {{\\text {Answer:}}} \\frac {2 1 2 + 3 6}{5 0 0}\n$$\n\\- Part (b): Find $\\mathbb{P}$ (wife makes $>25,000$ | Husband makes $>25,000$ )\n$$\n* \\underline {{\\text {Answer:}}} \\frac {5 4 / 5 0 0}{(1 9 8 + 5 4) / 5 0 0} = \\frac {5 4}{2 5 2} = . 2 1 4\n$$\n\\- Part (c): Find $\\mathbb{P}$ (wife makes $>25,000$ | Husband makes $< 25,000$ )\n$$\n* \\underline {{\\text { Answer: }}} \\frac {3 6 / 5 0 0}{(2 4 8) / 5 0 0} = . 1 4 5.\n$$",
+      "path": "Notes.pdf/CHAPTER 4/Conditional Probability and Independence/4.1. Conditional Probabilities",
+      "metadata": {
+        "length": 8628,
+        "summary": "The text defines conditional probability P(E|F)=P(E∩F)/P(F) for P(F)>0, and explains that if P(E|F)=P(E) then E and F are independent with P(E∩F)=P(E)P(F). It provides several examples: rolling two dice to find P(sum=8|first die=3)=1/6; drawing marbles from a box (P(second red|first red)=1/2); Landon's textbook problem (P(Union|not Monteith)=2/3); card drawing with Annabelle and Bobby (P(Bobby has one ace|Annabelle has two aces)=C(2,1)C(37,12)/C(39,13)); urn with replacement and additional balls (P(3 white)=5/12*6/13*7/14, P(1 white)=3*5*7*8/(12*13*14)); Phan's course selection (P(A∩C)=1/2*1/7=1/14); and a table of 500 married couples' salaries (P(husband<25k)=248/500, P(wife>25k|husband>25k)=54/252≈0.214, P(wife>25k|husband<25k)=36/248≈0.145). The general multiplication rule for n events is also given.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "tokens": [
+          "Suppose",
+          "200",
+          "men",
+          "100",
+          "smokers",
+          "women",
+          "20",
+          "Question1",
+          "What",
+          "probability",
+          "person",
+          "chosen",
+          "random",
+          "smoker",
+          "frac",
+          "120",
+          "300",
+          "Question2",
+          "Now",
+          "Note",
+          "text",
+          "woman",
+          "Thus",
+          "make",
+          "definition",
+          "DEFINITION",
+          "If",
+          "mathbb",
+          "define",
+          "mid",
+          "cap",
+          "read",
+          "This",
+          "conditional",
+          "occurs",
+          "occurred",
+          "Remark",
+          "knowing",
+          "doesn",
+          "predict",
+          "Then",
+          "implies",
+          "independent",
+          "Rearranging",
+          "Example1",
+          "Experiment",
+          "Roll",
+          "dice",
+          "sum",
+          "Solution",
+          "36",
+          "die",
+          "shows",
+          "In",
+          "words",
+          "find",
+          "Let",
+          "left",
+          "Finally",
+          "compute",
+          "st",
+          "When",
+          "computing",
+          "Sometime",
+          "easier",
+          "work",
+          "reduced",
+          "sample",
+          "space",
+          "subset",
+          "previous",
+          "computed",
+          "worked",
+          "smaller",
+          "1st",
+          "Since",
+          "begins",
+          "total",
+          "number",
+          "outcomes",
+          "event",
+          "Example2",
+          "box",
+          "red",
+          "marbles",
+          "black",
+          "We",
+          "select",
+          "Question",
+          "marble",
+          "Answer",
+          "overline",
+          "cdot",
+          "First",
+          "Second",
+          "begin",
+          "array",
+          "binom",
+          "end",
+          "easily",
+          "drawing",
+          "Example3",
+          "Landon",
+          "80%",
+          "forgot",
+          "textbook",
+          "Union",
+          "Monteith",
+          "buildings",
+          "40%",
+          "union",
+          "Given",
+          "noticed",
+          "Example4",
+          "Annabelle",
+          "Bobby",
+          "draw",
+          "13",
+          "cards",
+          "standard",
+          "deck",
+          "52",
+          "Sarah",
+          "aces",
+          "ace",
+          "Again",
+          "calculate",
+          "hands",
+          "Of",
+          "48",
+          "11",
+          "ways",
+          "hand",
+          "39",
+          "occur",
+          "37",
+          "12",
+          "Therefore",
+          "general",
+          "ldots",
+          "events",
+          "dots",
+          "Example5",
+          "urn",
+          "White",
+          "balls",
+          "Black",
+          "Each",
+          "ball",
+          "selected",
+          "returned",
+          "additional",
+          "color",
+          "Part",
+          "white",
+          "ndW",
+          "Example",
+          "Phan",
+          "Biology",
+          "Chemistry",
+          "students",
+          "While",
+          "student",
+          "makes",
+          "decision",
+          "randomly",
+          "Chem",
+          "Takes",
+          "500",
+          "married",
+          "couples",
+          "poled",
+          "salaries",
+          "Find",
+          "Husband",
+          "earns",
+          "25",
+          "000",
+          "underline",
+          "wife"
+        ],
+        "keywords": [
+          "Conditional Probability",
+          "Independence",
+          "Bayes"
+        ],
+        "connect_to": [
+          {
+            "target": "f8dccbfb-46d0-5cef-bd97-5901cd46ec6d",
+            "relation": "embeds",
+            "ref": "[tables/table-0 Income by Gender.html]",
+            "position": {
+              "start": 8049,
+              "end": 8087
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "eb7d7e65-56c6-5ea6-b89c-fd2053108647",
+      "type": "text",
+      "content": "- Sometimes it's easier to compute a probability once we know something has or has not happened.\n- Note that we can compute,\n$$\n\\mathbb {P} (E) = \\mathbb {P} (E \\cap F) + \\mathbb {P} (E \\cap F ^ {c})\n$$\n$$\n= \\mathbb {P} (E \\mid F) \\mathbb {P} (F) + \\mathbb {P} (E \\mid F ^ {c}) \\mathbb {P} (F ^ {c})\n$$\n$$\n= \\mathbb {P} (E \\mid F) \\mathbb {P} (F) + \\mathbb {P} (E \\mid F ^ {c}) (1 - \\mathbb {P} (F)).\n$$\n\\- This formula is called: The Law of Total Probability:\n$$\n\\mathbb {P} (E) = \\mathbb {P} (E \\mid F) \\mathbb {P} (F) + \\mathbb {P} (E \\mid F ^ {c}) (1 - \\mathbb {P} (F))\n$$\n\\- The following problem will describe the types of problems of this section.\n• Example1: Insurance company believes\n- The probability that “an accident prone person” has an accident within a year is .4.\n- The probability that “Non-accident prone person” has an accident with year is .2.\n- $30\\%$ of the population is \"accident prone\".\n- Part (a): Find $\\mathbb{P}(A_1)$ where $A_{1} =$ new policy holder will have an accident within a year?\n\\* Let $A = \\{\\text{Policy holder IS accident prone.}\\}$\n$$\n\\mathbb {P} \\left(A _ {1}\\right) = \\mathbb {P} \\left(A _ {1} \\mid A\\right) \\mathbb {P} (A) + \\mathbb {P} \\left(A _ {1} \\mid A ^ {c}\\right) \\left(1 - \\mathbb {P} (A)\\right)\n$$\n$$\n= . 4 (. 3) +. 2 (1 -. 3)\n$$\n$$\n= . 2 6\n$$\n\\- Part (b): Suppose new policyholder has accident with one year. What's probability that he or she is accident prone?\n$$\n\\begin{array}{l} \\mathbb {P} (A \\mid A _ {1}) = \\frac {\\mathbb {P} (A \\cap A _ {1})}{\\mathbb {P} (A _ {1})} \\\\ = \\frac {\\mathbb {P} (A) \\mathbb {P} \\left(A _ {1} \\mid A\\right)}{. 2 6} \\\\ = \\frac {(. 3) (. 4)}{. 2 6} = \\frac {6}{1 3}. \\\\ \\end{array}\n$$\n\\- In general:\n\\- So in Part (a) we had to break a probability into two cases: If $F_1, \\ldots, F_n$ are mutually exclusive events such that they make up everywhere $S = \\bigcup_{i=1}^{n} F_i$ then\n$$\n\\mathbb {P} (E) = \\sum_ {i = 1} ^ {n} \\mathbb {P} (E \\mid F _ {i}) \\mathbb {P} (F _ {i}).\n$$\n\\* This is called Law of Total Probability.\n\\- In Part (b), we wanted to find a probability of a separate conditional event: then\n$$\n\\mathbb {P} \\left(F _ {j} \\mid E\\right) = \\frac {\\mathbb {P} \\left(E \\mid F _ {j}\\right) \\mathbb {P} \\left(F _ {j}\\right)}{\\sum_ {i = 1} ^ {n} \\mathbb {P} \\left(E \\mid F _ {i}\\right) \\mathbb {P} \\left(F _ {i}\\right)}.\n$$\n\\* This is known as Baye's Formula\n\\* Note that the denominator of the Bayes's formula is the Law of total probability.\n• Example2: Suppose the test for HIV is\n- $98\\%$ accurate in both directions\n- $0.5\\%$ of the population is HIV positive.\n- Question: If someone tests positive, what is the probability they actually are HIV positive?\n- Solution: Let $T_{+} = \\{\\text{tests positive}\\}$ , $T_{-} = \\{\\text{tests negative}\\}$ , while $+ = \\{\\text{actually HIV positive},\\}$ $- = \\{\\text{actually negative}\\}$ .\n\\* Want\n$$\n\\begin{array}{l} \\mathbb {P} (+ \\mid T _ {+}) = \\frac {\\mathbb {P} (+ \\cap T _ {+})}{\\mathbb {P} (T _ {+})} \\\\ = \\frac {\\mathbb {P} (T _ {+} \\mid +) \\mathbb {P} (+)}{\\mathbb {P} (T _ {+} \\mid +) \\mathbb {P} (+) + \\mathbb {P} (T _ {+} \\mid -) \\mathbb {P} (-)} \\\\ = \\frac {(. 9 8) (. 0 0 5)}{(. 9 8) (. 0 0 5) + . 0 2 (. 9 9 5)} \\\\ = 19.8 \\% . \\\\ \\end{array}\n$$\n• Example3: Suppose\n- $30\\%$ of the women in a class received an A on the test\n- $25\\%$ of the men/or else received an A.\n- $60\\%$ of the class are women.\n- Question: Given that a person chosen at random received an A, what is the probability this person is a women?\n\\* Solution: Let A the event that a students receives an A. Let W = being a women, M = not a women. Want\n$$\n\\mathbb {P} (W \\mid A) = \\frac {\\mathbb {P} (A \\mid W) \\mathbb {P} (W)}{\\mathbb {P} (A \\mid W) \\mathbb {P} (W) + \\mathbb {P} (A \\mid M) \\mathbb {P} (M)}, \\text { by   Bayes's }\n$$\n$$\n= \\frac {. 3 (. 6)}{. 3 (. 6) + . 2 5 (. 4)} = \\frac {. 1 8}{. 2 8} \\approx . 6 4.\n$$\n- (General Baye's Theorem) Here's one with more than 3 possibilities:\n- Example4: Suppose in Factory with Machines I, II, III producing Iphones\n- Machines I,II,III produce 2%,1%, and 3% defective iphones, respectively.\n- Out of total production, Machines $I$ makes $35\\%$ of all Iphones, $II - 25\\%$ , $III - 40\\%$ .\n- If one Iphone is selected at random from the factory,\n- Part (a): what is probability that one Iphone selected is defective?\n$$\n\\mathbb {P} (D) = P (I) \\mathbb {P} (D \\mid I) + P (I I) \\mathbb {P} (D \\mid I I) + P (I I I) \\mathbb {P} (D \\mid I I I)\n$$\n$$\n= (. 3 5) (. 0 2) + (. 2 5) (. 0 1) + (. 4) (. 0 3)\n$$\n$$\n= \\frac {2 1 5}{1 0 , 0 0 0}.\n$$\n\\- Part (b): What is the conditional prob that if an Iphone is defective, that it was produced by machine III?\n$$\n\\begin{array}{l} \\mathbb {P} (I I I \\mid D) = \\frac {\\mathbb {P} (I I I) \\mathbb {P} (D \\mid I I I)}{\\mathbb {P} (D)} \\\\ = \\frac {(. 4) (. 0 3)}{2 1 5 / 1 0 , 0 0 0} = \\frac {1 2 0}{2 1 5}. \\\\ \\end{array}\n$$\n\\- Example5: In a Multiple Choice Test, students either knows the answer or randomly guesses the answer to a question.\n\\- Let $m =$ number of choices in a question.\n- Let $p =$ the probability that the students knows the answer to a question.\n- Question: What is the probability that the student actually knew the answer, given that the student answers correctly.\n- Solution:\n- Let $K = \\{\\text{Knows the answer}\\}$ and $C = \\{\\text{Answer's correctly}\\}$ . Then\n$$\n\\mathbb {P} (K \\mid C) = \\frac {\\mathbb {P} (C \\mid K) \\mathbb {P} (K)}{\\mathbb {P} (C \\mid K) \\mathbb {P} (K) + \\mathbb {P} (C \\mid K ^ {c}) \\mathbb {P} (K ^ {c})}\n$$\n$$\n= \\frac {1 \\cdot p}{1 \\cdot p + \\frac {1}{m} (1 - p)} = \\frac {m p}{1 + (m - 1) p}.\n$$",
+      "path": "Notes.pdf/CHAPTER 4/Conditional Probability and Independence/4.2. Bayes's Formula",
+      "metadata": {
+        "length": 5559,
+        "summary": "The text explains the Law of Total Probability and Bayes' Theorem with examples. The Law of Total Probability computes P(E) by summing over mutually exclusive events: P(E) = Σ P(E|Fi)P(Fi). Bayes' Theorem finds conditional probabilities: P(Fj|E) = P(E|Fj)P(Fj) / Σ P(E|Fi)P(Fi). Examples include insurance accident risk, HIV test accuracy (98% accurate, 0.5% prevalence yields 19.8% positive predictive value), class grade probabilities, factory defect rates (machines I, II, III with 2%, 1%, 3% defects and 35%, 25%, 40% production), and multiple-choice test knowledge (probability student knew answer given correct response is mp/(1+(m-1)p)).",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "tokens": [
+          "Sometimes",
+          "easier",
+          "compute",
+          "probability",
+          "happened",
+          "Note",
+          "mathbb",
+          "cap",
+          "mid",
+          "This",
+          "formula",
+          "called",
+          "The",
+          "Law",
+          "Total",
+          "Probability",
+          "problem",
+          "describe",
+          "types",
+          "problems",
+          "section",
+          "Example1",
+          "Insurance",
+          "company",
+          "believes",
+          "accident",
+          "prone",
+          "person",
+          "year",
+          "Non",
+          "30",
+          "population",
+          "Part",
+          "Find",
+          "policy",
+          "holder",
+          "Let",
+          "text",
+          "Policy",
+          "IS",
+          "left",
+          "Suppose",
+          "policyholder",
+          "What",
+          "begin",
+          "array",
+          "frac",
+          "end",
+          "In",
+          "general",
+          "So",
+          "break",
+          "cases",
+          "If",
+          "ldots",
+          "mutually",
+          "exclusive",
+          "events",
+          "make",
+          "bigcup",
+          "sum",
+          "wanted",
+          "find",
+          "separate",
+          "conditional",
+          "event",
+          "Baye",
+          "Formula",
+          "denominator",
+          "Bayes",
+          "total",
+          "Example2",
+          "test",
+          "HIV",
+          "98",
+          "accurate",
+          "directions",
+          "0.5",
+          "positive",
+          "Question",
+          "tests",
+          "Solution",
+          "negative",
+          "Want",
+          "19.8",
+          "Example3",
+          "women",
+          "class",
+          "received",
+          "25",
+          "men",
+          "60",
+          "Given",
+          "chosen",
+          "random",
+          "students",
+          "receives",
+          "approx",
+          "General",
+          "Theorem",
+          "Here",
+          "possibilities",
+          "Example4",
+          "Factory",
+          "Machines",
+          "II",
+          "III",
+          "producing",
+          "Iphones",
+          "produce",
+          "2%",
+          "1%",
+          "3%",
+          "defective",
+          "iphones",
+          "Out",
+          "production",
+          "makes",
+          "35",
+          "40",
+          "Iphone",
+          "selected",
+          "factory",
+          "prob",
+          "produced",
+          "machine",
+          "Example5",
+          "Multiple",
+          "Choice",
+          "Test",
+          "answer",
+          "randomly",
+          "guesses",
+          "question",
+          "number",
+          "choices",
+          "student",
+          "knew",
+          "answers",
+          "correctly",
+          "Knows",
+          "Answer",
+          "Then",
+          "cdot"
+        ],
+        "keywords": [
+          "Bayes' Theorem",
+          "Law of Total Probability",
+          "Conditional Probability"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "586cf404-6458-557c-b97b-809a1ff8f71d",
+      "type": "text",
+      "content": "",
+      "path": "Notes.pdf/CHAPTER 5",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "d55e64e1-a8ec-5779-835a-2cc7a4017f12",
+      "type": "text",
+      "content": "",
+      "path": "Notes.pdf/CHAPTER 5/Random Variables",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "993e58bf-faaa-563c-946f-cee49e14ef01",
+      "type": "text",
+      "content": "\\- When we perform an experiment, we are interested in some function of the outcomes, instead of the actual outcome.\n\\- We want to attach for each outcome, a numerical value.\n\\- Definition: A random variable is a function $X: S \\to \\mathbb{R}$ or write $X: \\Omega \\to \\mathbb{R}$ . (Use capital letters to denote r.v)\n\\- We can think of $X$ as a numerical value that is random, like as if $X$ is a random number.\n• Example: Toss a coin\n\\- Let $X$ be 1 if heads and $X = 0$ if tails\n\\- Then $X(H) = 1$ and $X(T) = 0$ .\n\\- We can do calculus on real numbers but not on $\\Omega = S = \\{H, T\\}$ .\n• Example: Roll a die\n\\- Let $X$ denote the outcome, so $X = 1,2,3,4,5,6$ (its random)\n\\- That is $X(1) = 1, X(2) = 2, \\ldots$ .\n• Example: Roll a die, define\n$$\nY = \\left\\{ \\begin{array}{l l} 1 & \\text {   outomce   } = \\text {   odd   } \\\\ 0 & \\text {   outomce   } = \\text {   even   } \\end{array} \\right.\n$$\n\\- Can be thought of as\n$$\nY (s) = \\left\\{ \\begin{array}{l l} 1 & s = \\text {odd} \\\\ 0 & s = \\text {even} \\end{array} \\right..\n$$\n\\- A common question we'll have is \"What values can $X$ attain?\"\n\\- In other words, what is the range of $X$ ? Since $X: S \\to ?$\n• Example: Toss a coin 10 times\n\\- Let $X$ be the number of heads showing\n\\- What random values can $X$ be? 0, 1, 2, ..., 10.\n\\- Example: In general in $n$ trials, $X$ is the number of successes\n\\- Example1: Let $X$ be the amount of liability(damages) a driver incurs in a year.\n\\- $X:S\\to [0,\\infty)$ .\n• Example2: Toss a coin 3 times\n\\- Let $X$ be the number of heads that appear, so $X = 0,1,2,3$ .\n\\- In other words, $X:S\\to \\{0,1,2,3\\}$\n\\- We may assign probabilities to the different values of the random variable:\n$$\n\\begin{array}{l} \\mathbb {P} (X = 0) = \\mathbb {P} ((T, T, T)) = \\frac {1}{2 ^ {3}} = \\frac {1}{8} \\\\ \\mathbb {P} (X = 1) = \\mathbb {P} ((T, T, H), (T, H, T), (H, T, T)) = \\frac {3}{8} \\\\ \\mathbb {P} (X = 2) = \\mathbb {P} ((T, H, H), (H, H, T), (H, T, H)) = \\frac {3}{8} \\\\ \\mathbb {P} (X = 3) = \\mathbb {P} ((H, H, H)) = \\frac {1}{8}. \\\\ \\end{array}\n$$\n\\- Note that since $X$ must take the values of 0 through 3 then\n$$\n1 = \\mathbb {P} \\left(\\bigcup_ {i = 0} ^ {3} \\{X = i \\}\\right) = \\sum_ {i = 0} ^ {3} \\mathbb {P} (X = i),\n$$\nwhich makes sense from our previous calculation.",
+      "path": "Notes.pdf/CHAPTER 5/Random Variables/5.1. Random Variables",
+      "metadata": {
+        "length": 2267,
+        "summary": "The passage introduces the concept of a random variable as a function mapping outcomes of an experiment to real numbers, enabling calculus on outcomes. Examples include coin tosses (X=1 for heads, 0 for tails), die rolls (X equals the outcome), and defining Y based on odd/even outcomes. It explains determining the range of X, such as number of heads in 10 tosses (0-10) or liability amounts. A detailed example with 3 coin tosses shows assigning probabilities to X values (0-3), summing to 1.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "tokens": [
+          "When",
+          "perform",
+          "experiment",
+          "interested",
+          "function",
+          "outcomes",
+          "actual",
+          "outcome",
+          "We",
+          "attach",
+          "numerical",
+          "Definition",
+          "random",
+          "variable",
+          "mathbb",
+          "write",
+          "Omega",
+          "Use",
+          "capital",
+          "letters",
+          "denote",
+          "number",
+          "Example",
+          "Toss",
+          "coin",
+          "Let",
+          "heads",
+          "tails",
+          "Then",
+          "calculus",
+          "real",
+          "numbers",
+          "Roll",
+          "die",
+          "That",
+          "ldots",
+          "define",
+          "left",
+          "begin",
+          "array",
+          "text",
+          "outomce",
+          "odd",
+          "end",
+          "Can",
+          "thought",
+          "common",
+          "question",
+          "ll",
+          "What",
+          "values",
+          "attain",
+          "In",
+          "words",
+          "range",
+          "Since",
+          "10",
+          "times",
+          "showing",
+          "general",
+          "trials",
+          "successes",
+          "Example1",
+          "amount",
+          "liability",
+          "damages",
+          "driver",
+          "incurs",
+          "year",
+          "infty",
+          "Example2",
+          "assign",
+          "probabilities",
+          "frac",
+          "Note",
+          "bigcup",
+          "sum",
+          "makes",
+          "sense",
+          "previous",
+          "calculation"
+        ],
+        "keywords": [
+          "Random Variable",
+          "Probability",
+          "Outcomes"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "5b0fb9b1-364c-5e51-8bcd-504298364622",
+      "type": "text",
+      "content": "DEFINITION. A random variable that can take on at most countable number of possible values is said to be a discrete r.v.\nDEFINITION. For a discrete random variable, we can define the probability mass function (pmf), or the density function of $X$ by $p(x) = \\mathbb{P}(X = x)$ . Note that $p: \\mathbb{R} \\to [0,1]$ .\n- Note that $(X = x) = (\\omega \\in \\Omega \\mid X(\\omega) = x)$ is an abbreviation.\n- Let $X$ assume only the values $x_{1}, x_{2}, x_{3} \\ldots$\n\\- In other words, $X: S \\to \\{x_1, x_2, \\ldots\\}$\n\\- Properties of a pmf $p(x)$ :\n\\* Note that we must have $0 < p(x_i) \\leq 1$ for, $i = 1,2,\\ldots$ and $p(x) = 0$ for all other values of $x$ can't attain.\n\\* Also must have\n$$\n\\sum_ {i = 1} ^ {\\infty} p (x _ {i}) = 1.\n$$\n- We often draw bar graphs for discrete r.v.\n• Example: If we toss a coin\n\\- $X = 1$ if we have $H$ and $X = 0$ if we have $T$ .\n\\- Then draw a BAR graph\n$$\np _ {X} (x) = \\left\\{ \\begin{array}{l l} \\frac {1}{2} & x = 0 \\\\ \\frac {1}{2} & x = 1, \\\\ 0 & \\text {otherwise} \\end{array} \\right.\n$$\n- Oftentimes someone has already found the $pmf$ for you, and you can use to compute probabilities.\n- Example: The $pmf$ of $X$ is given by $p(i) = e^{-\\lambda \\frac{\\lambda^i}{i!}}$ for $i = 0,1,2,\\ldots$ where $\\lambda$ is a parameter (what is this?) that is any positive number\n\\- Part (a) What values can the random variable $X$ attain? In other words, what is the range of $X$ ?\n\\* Sol: By definition we have $\\mathbb{P}(X = 0) = p(0) = e^{-\\lambda}\\frac{\\lambda^0}{0!} = e^{-\\lambda}$\n\\- Part (b) Find $\\mathbb{P}(X = 0)$\n\\* Sol: By definition we have $\\mathbb{P}(X = 0) = p(0) = e^{-\\lambda}\\frac{\\lambda^0}{0!} = e^{-\\lambda}$\n\\- Part (c) Find $\\mathbb{P}(X > 2)$\n\\* Sol: Note that\n$$\n\\mathbb {P} (X > 2) = 1 - \\mathbb {P} (X \\leq 2)\n$$\n$$\n= 1 - \\mathbb {P} (X = 0) - \\mathbb {P} (X = 1) - \\mathbb {P} (X = 2)\n$$\n$$\n= 1 - p (0) - p (1) - p (2)\n$$\n$$\n= 1 - e ^ {- \\lambda} - \\lambda e ^ {- \\lambda} - \\frac {\\lambda^ {2} e ^ {- \\lambda}}{2}.\n$$",
+      "path": "Notes.pdf/CHAPTER 5/Random Variables/5.2. Discrete Random Variables",
+      "metadata": {
+        "length": 1979,
+        "summary": "The text defines a discrete random variable as one with at most a countable number of possible values. It introduces the probability mass function (pmf) p(x) = P(X=x), which maps real numbers to [0,1]. Key properties include p(x_i) > 0 for attainable values and sum of all p(x_i) = 1. Examples illustrate a coin toss with a bar graph and a Poisson pmf p(i)=e^{-λ} λ^i / i! for i=0,1,2,... The Poisson example computes P(X=0)=e^{-λ} and P(X>2)=1 - e^{-λ} - λ e^{-λ} - (λ^2 e^{-λ})/2.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "tokens": [
+          "DEFINITION",
+          "random",
+          "variable",
+          "countable",
+          "number",
+          "values",
+          "discrete",
+          "For",
+          "define",
+          "probability",
+          "mass",
+          "function",
+          "pmf",
+          "density",
+          "mathbb",
+          "Note",
+          "omega",
+          "Omega",
+          "mid",
+          "abbreviation",
+          "Let",
+          "assume",
+          "ldots",
+          "In",
+          "words",
+          "Properties",
+          "leq",
+          "attain",
+          "Also",
+          "sum",
+          "infty",
+          "We",
+          "draw",
+          "bar",
+          "graphs",
+          "Example",
+          "If",
+          "toss",
+          "coin",
+          "Then",
+          "BAR",
+          "graph",
+          "left",
+          "begin",
+          "array",
+          "frac",
+          "text",
+          "end",
+          "Oftentimes",
+          "found",
+          "compute",
+          "probabilities",
+          "The",
+          "lambda",
+          "parameter",
+          "positive",
+          "Part",
+          "What",
+          "range",
+          "Sol",
+          "By",
+          "definition",
+          "Find"
+        ],
+        "keywords": [
+          "discrete random variable",
+          "probability mass function",
+          "pmf properties"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "054e6bd1-a9e0-5539-a95b-bea0d622b364",
+      "type": "image",
+      "content": "\n\\- Solution: Summing up the probabilities up to that value of $x$ we get the following: <details>0\n[images/image-11-Step Function Graph.jpg]\n",
+      "path": "images/image-11-Step Function Graph.jpg",
+      "metadata": {
+        "length": 133,
+        "summary": "image-11\n- Chart Type: Step function plotted on a Cartesian coordinate system\n- X-axis Range: -1 to 4 (major grid lines at intervals of 0.5)\n- Y-axis Range: -1 to 1 (major grid lines at intervals of 0.5)\n- Data Segments:\n  - y = 0 for x < 0\n  - y = 0.2 for 0 ≤ x < 1\n  - y = 0.5 for 1 ≤ x < 2\n  - y = 0.8 for 2 ≤ x < 3\n  - y = 1 for x ≥ 3",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "file_path": "images/image-11-Step Function Graph.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "ef46425d-3167-5027-bfc6-60cbd43e058a",
+      "type": "table",
+      "content": "<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th>x</th>\n      <th>y</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>-0.5</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <td>0.0</td>\n      <td>0.2</td>\n    </tr>\n    <tr>\n      <td>1.0</td>\n      <td>0.5</td>\n    </tr>\n    <tr>\n      <td>2.0</td>\n      <td>0.9</td>\n    </tr>\n    <tr>\n      <td>3.0</td>\n      <td>1.0</td>\n    </tr>\n    <tr>\n      <td>3.5</td>\n      <td>1.0</td>\n    </tr>\n  </tbody>\n</table>",
+      "path": "tables/table-1 Data Table.html",
+      "metadata": {
+        "length": 510,
+        "summary": "table-2\nThe table shows six data points with x values from -0.5 to 3.5 and corresponding y values from 0.0 to 1.0, indicating a non-linear relationship.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "file_path": "tables/table-1 Data Table.html",
+        "keywords": [
+          "values"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "46291678-9c41-5a63-934c-531be5199a95",
+      "type": "text",
+      "content": "\\- One of the most important concepts in probability is that of expectation. If $X$ is a random variable that what is the average value of $X$ , that is what is the expected value of $X$ .\nDEFINITION. Let X have a pmf $p(x)$ . We define the expectation, or expected value of X to be\n$$\n\\mathbb {E} [ X ] = \\sum_ {x: p (x) > 0} x p (x).\n$$\n- Notation $\\mathbb{E}X$ , or $EX$ .\n- Example1: Let $X(H) = 0$ and $X(T) = 1$ . What is $\\mathbb{E}X$ ?\n$$\n\\mathbb {E} X = 0 \\cdot p (0) + 1 \\cdot p (1)\n$$\n$$\n= 0 \\frac {1}{2} + 1 \\cdot \\frac {1}{2} = \\frac {1}{2}.\n$$\n\\- Example2: Let $X$ be the outcome when we roll a fair die. What is $\\mathbb{E}X$ ?\n$$\n\\begin{array}{l} \\mathbb {E} X = 1 \\left(\\frac {1}{6}\\right) + 2 \\left(\\frac {1}{6}\\right) + \\dots + 6 \\frac {1}{6} \\\\ = \\frac {1}{6} (1 + 2 + 3 + 4 + 5 + 6) = \\frac {2 1}{6} = \\frac {7}{2} = 3. 5 \\\\ \\end{array}\n$$\n\\- Note that $X$ can never be 3.5, so expectation is to give you an idea, what an exact.\n\\- Recall infinite series: If $0 \\leq x < 1$ then a geometric series is\n$$\n\\begin{array}{l} \\sum_ {n = 0} ^ {\\infty} x ^ {n} = 1 + x + x ^ {2} + x ^ {3} + \\dots \\\\ = \\frac {1}{1 - x}. \\\\ \\end{array}\n$$\n\\- One thing you can do with series is differentiate them and integrate them: So if\n$$\n1 + x + x ^ {2} + x ^ {3} + \\dots + = \\frac {1}{1 - x}\n$$\nthen\n$$\n0 + 1 + 2 x + 3 x ^ {2} + \\dots + = \\frac {1}{(1 - x) ^ {2}}\n$$\n\\- Example3: Let $X$ be the number or tornadoes in Connecticut per year. Meaning that the random variable $X$ can be any number $X = 0,1,2,3,\\ldots$ . Suppose the state of Connecticut did some analysis and found out that\n$$\n\\mathbb {P} (X = i) = \\frac {1}{2 ^ {i + 1}}.\n$$\n- Question: What is $\\mathbb{E}X$ ? That is, what is the expected number of tornadoes per year in Connecticut.\n- Solution: Note that $X$ is infinite, but still countable, hence still discrete.\n\\- Note that\n$$\np (i) = \\left\\{ \\begin{array}{l l} \\frac {1}{2} & i = 0, \\\\ \\frac {1}{4} & i = 1, \\\\ \\frac {1}{8} & i = 2, \\\\ \\vdots & \\vdots \\\\ \\frac {1}{2 ^ {n + 1}} & i = n. \\end{array} \\right.\n$$\n\\- We have that\n$$\n\\begin{array}{l} \\mathbb {E} X = 0 \\cdot p (0) + 1 \\cdot p (1) + 2 \\cdot p (2) + \\dots \\\\ = 0 \\cdot \\frac {1}{2} + 1 \\frac {1}{2 ^ {2}} + 2 \\frac {1}{2 ^ {3}} + 3 \\frac {1}{2 ^ {4}} + \\dots \\\\ = \\frac {1}{2 ^ {2}} \\left(1 + 2 \\frac {1}{2} + 3 \\frac {1}{2 ^ {2}} + \\dots\\right) \\\\ = \\frac {1}{4} (1 + 2 x + 3 x ^ {2} + \\dots), \\text {with} x = \\frac {1}{2} \\\\ = \\frac {1}{4} \\frac {1}{(1 - x) ^ {2}} = \\frac {1}{4 (1 - \\frac {1}{2}) ^ {2}} = 1. \\\\ \\end{array}\n$$\n5.4. The C.D.F.\nDEFINITION. Define $F: R \\to [0,1]$ to be the function\n$$\nF (x) = \\mathbb {P} (X \\leq x), \\quad \\text { for   any } - \\infty <   x <   \\infty\n$$\nto be the cumulative distribution function, or the distribution function of X., or CDF of X, or c.d.f\n\\- Note that when $X$ is discrete,\n$$\nF (x _ {0}) = \\mathbb {P} (X \\leq x _ {0}) = \\sum_ {x \\leq x _ {0}} p (x).\n$$\n- We sometimes use the notation $F_{X}(x)$ to highlight that $F_{X}$ is the CDF of the random variable $X$ .\n- Example: Suppose $X$ is equals to the number of heads in 3 coin flips. From Section 5.1, we calculated the p.m.f to be.:\n$$\np (0) = \\mathbb {P} (X = 0) = \\frac {1}{8}\n$$\n$$\np (1) = \\mathbb {P} (X = 1) = \\frac {3}{8}\n$$\n$$\np (2) = \\mathbb {P} (X = 2) = \\frac {3}{8}\n$$\n$$\np (3) = \\mathbb {P} (X = 3) = \\frac {1}{8}.\n$$\nQuestion: Find the c.d.f of $X$ . Plot the graph of the c.d.f.\n\\- Solution: Summing up the probabilities up to that value of $x$ we get the following:\n$$\nF (x) = \\left\\{ \\begin{array}{l l} 0 & - \\infty <   x <   0 \\\\ \\frac {1}{8} & 0 \\leq x <   1 \\\\ \\frac {4}{8} & 1 \\leq x <   2 \\\\ \\frac {7}{8} & 2 \\leq x <   3 \\\\ 1 & 3 \\leq x <   \\infty \\end{array} \\right..\n$$\n\\- The graph is given by\n\n\\- Solution: Summing up the probabilities up to that value of $x$ we get the following: <details>0\n[images/image-11-Step Function Graph.jpg]\n\n<details>\n<summary>line chart</summary>\n\n[tables/table-1 Data Table.html]\n\n</details>\n- Note that this is a step function.\n- This function has jumps, and not continuous everywhere.\n- But it looks like it never decreases.\n• Properties of the CDF:\n- 1. $F$ is nondecreasing, that is\n$$\n* \\text {   if   } x <   y \\text {   then   } F (x) \\leq F (y)\n$$\n\\- 2. $\\lim_{x\\to \\infty}F(x) = 1$\n\\- 3. $\\lim_{x\\to -\\infty}F(x) = 0$\n\\- 4. $F$ is right continuous. That are two ways that you can think of right continuity:\n\\* $\\lim_{x\\to 1^{+}}F(x_n) = F(x)$ , meaning \"the limit from the right equals where the function is defined\"\n\\* If $x_{n} \\downarrow x$ is a decreasing sequence then $\\lim_{n \\to \\infty} F(x_{n}) = F(x)$ .\n\\- We take these properties as facts, though one would normally have to prove these.\n\\- The following proposition does not have to be proved in class, and can be highlighted with the following example. But we include it here for completeness.\nPROPOSITION 3. Let $F_{X}(x)$ be the CDF for some random variable $X$ . Then the following holds:\n(a) For any $a \\in \\mathbb{R}$ , we have $\\mathbb{P}(X < a) = \\lim_{x \\to a^{-}} F_X(x)$\n(b) For any $a \\in \\mathbb{R}$ , we have $\\mathbb{P}(X = a) = F_X(a) - \\lim_{x \\to a^-} F_X(x)$\nPROOF. For part (a).\nWe first write\n$$\n\\begin{array}{l} (X <   a) = \\bigcup_ {n = 1} ^ {\\infty} \\left(X \\leq a - \\frac {1}{n}\\right) \\\\ = (X \\leq a - 1) \\bigcup \\left[ \\bigcup_ {n = 1} ^ {\\infty} \\left(a - \\frac {1}{n} <   X \\leq a - \\frac {1}{n + 1}\\right) \\right] \\\\ \\end{array}\n$$\nand since the events $E_{n} = \\left(a - \\frac{1}{n}\\leq X\\leq a - \\frac{1}{n + 1}\\right)$ are disjoint then we can use Axiom 3 so prove that\n$$\n\\begin{array}{l} \\mathbb {P} (X <   a) = \\mathbb {P} (X \\leq a - 1) + \\sum_ {n = 1} ^ {\\infty} \\mathbb {P} \\left(a - \\frac {1}{n} <   X \\leq a - \\frac {1}{n + 1}\\right) \\\\ = \\mathbb {P} (X \\leq a - 1) + \\lim _ {k \\rightarrow \\infty} \\sum_ {n = 1} ^ {k} \\left[ \\mathbb {P} \\left(X \\leq a - \\frac {1}{n + 1}\\right) - \\mathbb {P} \\left(X \\leq a - \\frac {1}{n}\\right)\\right] \\\\ = \\mathbb {P} (X \\leq a - 1) + \\lim _ {k \\rightarrow \\infty} \\left[ \\mathbb {P} \\left(X \\leq a - \\frac {1}{k + 1}\\right) - \\mathbb {P} (X \\leq a - 1) \\right], \\text { by   telescoping } \\\\ = \\lim _ {k \\rightarrow \\infty} \\mathbb {P} \\left(X \\leq a - \\frac {1}{k + 1}\\right) + \\mathbb {P} (X \\leq a - 1) - \\mathbb {P} (X \\leq a - 1) \\\\ = \\lim _ {n \\to \\infty} F _ {X} \\left(a - \\frac {1}{n}\\right). \\\\ \\end{array}\n$$\nNow you can replace the sequence $a_{n} = a - \\frac{1}{n}$ with any sequence $a_{n}$ that is increasing towards $a$ , and we get the similar result,\n$$\n\\lim _ {n \\to \\infty} F _ {X} (a _ {n}) = \\mathbb {P} (X <   a),\n$$\nsince this holds for all increasing sequences $a_{n}$ towards $a$ , then we've shown that\n$$\n\\lim _ {x \\to a ^ {-}} F _ {X} (x) = \\mathbb {P} \\left(X <   a\\right).\n$$\nFor part (b). We use part (a) and get\n$$\n\\begin{array}{l} \\mathbb {P} (X = a) = \\mathbb {P} (X \\leq a) - \\mathbb {P} (X <   a) \\\\ = F _ {X} (a) - \\lim _ {x \\to a ^ {-}} F _ {X} (x). \\\\ \\end{array}\n$$\n• Example: Let X have distribution\n$$\nF (x) = \\left\\{ \\begin{array}{l l} 0 & x <   0 \\\\ \\frac {x}{2} & 0 \\leq x <   1 \\\\ \\frac {2}{3} & 1 \\leq x <   2 \\\\ \\frac {1 1}{1 2} & 2 \\leq x <   3 \\\\ 1 & 3 \\leq x. \\end{array} \\right.\n$$\nGraph this and answer the following:\n\\- Part (a): Compute $\\mathbb{P}(2 < X\\leq 4)$ . We have that\n$$\n\\begin{array}{l} \\mathbb {P} (2 <   X \\leq 4) = \\mathbb {P} (X \\leq 4) - \\mathbb {P} (X \\leq 2) \\\\ = F (4) - F (2) \\\\ = \\frac {1}{1 2}. \\\\ \\end{array}\n$$\n\\- Part (b): Compute $\\mathbb{P}(X < 3)$ .\n\\* We have that\n$$\n\\begin{array}{l} \\mathbb {P} (X <   3) = \\lim _ {n \\to \\infty} \\mathbb {P} \\left(X \\leq 3 - \\frac {1}{n}\\right) \\\\ = \\lim _ {x \\to 3 ^ {-}} F _ {X} (x) \\\\ = \\frac {1 1}{1 2} \\\\ \\end{array}\n$$\n\\- Part (c): Compute $\\mathbb{P}(X = 1)$ .\n\\* We have that\n$$\n\\begin{array}{l} \\mathbb {P} (X = 1) = \\mathbb {P} (X \\leq 1) - \\mathbb {P} (X <   1) \\\\ = F _ {X} (1) - \\lim _ {x \\rightarrow 1 ^ {-}} F _ {X} (x) \\\\ = \\frac {2}{3} - \\lim _ {x \\rightarrow 1} \\frac {x}{2} \\\\ = \\frac {2}{3} - \\frac {1}{2} = \\frac {1}{6}. \\\\ \\end{array}\n$$",
+      "path": "Notes.pdf/CHAPTER 5/Random Variables/5.3. Expected Value",
+      "metadata": {
+        "length": 7957,
+        "summary": "The passage introduces the concept of expectation (expected value) for discrete random variables, defined as the sum of outcomes weighted by their probabilities. Examples include a coin flip (E[X]=0.5), a fair die (E[X]=3.5), and a geometric distribution for tornado counts (E[X]=1). It then defines the cumulative distribution function (CDF) as F(x)=P(X≤x), which is nondecreasing, right-continuous, and has limits 0 and 1 at ±∞. Properties and examples show how to compute probabilities like P(X<a), P(X=a), and P(a<X≤b) using the CDF, including a step function for a binomial example and a mixed distribution example.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "tokens": [
+          "One",
+          "important",
+          "concepts",
+          "probability",
+          "expectation",
+          "If",
+          "random",
+          "variable",
+          "average",
+          "expected",
+          "DEFINITION",
+          "Let",
+          "pmf",
+          "We",
+          "define",
+          "mathbb",
+          "sum",
+          "Notation",
+          "EX",
+          "Example1",
+          "What",
+          "cdot",
+          "frac",
+          "Example2",
+          "outcome",
+          "roll",
+          "fair",
+          "die",
+          "begin",
+          "array",
+          "left",
+          "dots",
+          "end",
+          "Note",
+          "3.5",
+          "give",
+          "idea",
+          "exact",
+          "Recall",
+          "infinite",
+          "series",
+          "leq",
+          "geometric",
+          "infty",
+          "thing",
+          "differentiate",
+          "integrate",
+          "So",
+          "Example3",
+          "number",
+          "tornadoes",
+          "Connecticut",
+          "year",
+          "Meaning",
+          "ldots",
+          "Suppose",
+          "state",
+          "analysis",
+          "found",
+          "Question",
+          "That",
+          "Solution",
+          "countable",
+          "discrete",
+          "vdots",
+          "text",
+          "5.4",
+          "The",
+          "Define",
+          "function",
+          "quad",
+          "cumulative",
+          "distribution",
+          "CDF",
+          "notation",
+          "highlight",
+          "Example",
+          "equals",
+          "heads",
+          "coin",
+          "flips",
+          "From",
+          "Section",
+          "5.1",
+          "calculated",
+          "Find",
+          "Plot",
+          "graph",
+          "Summing",
+          "probabilities",
+          "details",
+          "summary",
+          "line",
+          "chart",
+          "step",
+          "This",
+          "jumps",
+          "continuous",
+          "But",
+          "decreases",
+          "Properties",
+          "nondecreasing",
+          "lim",
+          "ways",
+          "continuity",
+          "meaning",
+          "limit",
+          "defined",
+          "downarrow",
+          "decreasing",
+          "sequence",
+          "properties",
+          "facts",
+          "prove",
+          "proposition",
+          "proved",
+          "class",
+          "highlighted",
+          "include",
+          "completeness",
+          "PROPOSITION",
+          "Then",
+          "holds",
+          "For",
+          "PROOF",
+          "part",
+          "write",
+          "bigcup",
+          "events",
+          "disjoint",
+          "Axiom",
+          "rightarrow",
+          "telescoping",
+          "Now",
+          "replace",
+          "increasing",
+          "similar",
+          "result",
+          "sequences",
+          "ve",
+          "shown",
+          "Graph",
+          "answer",
+          "Part",
+          "Compute"
+        ],
+        "keywords": [
+          "Expectation",
+          "CDF",
+          "Discrete"
+        ],
+        "connect_to": [
+          {
+            "target": "054e6bd1-a9e0-5539-a95b-bea0d622b364",
+            "relation": "embeds",
+            "ref": "[images/image-11-Step Function Graph.jpg]",
+            "position": {
+              "start": 3813,
+              "end": 3854
+            }
+          },
+          {
+            "target": "ef46425d-3167-5027-bfc6-60cbd43e058a",
+            "relation": "embeds",
+            "ref": "[tables/table-1 Data Table.html]",
+            "position": {
+              "start": 3897,
+              "end": 3929
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "e3749e53-9012-528f-88f7-75d6acf1ef21",
+      "type": "image",
+      "content": "\nPROOF. We start with the first definition. Let $X = x_{1}, x_{2}, \\ldots$ \\- Using this definition, we can prove linearity of the expectation.0\n[images/image-12-PROOF. We .jpg]\n",
+      "path": "images/image-12-PROOF. We .jpg",
+      "metadata": {
+        "length": 178,
+        "summary": "image-12\nPROOF. We start with the first definition. Let $X = x_{1}, x_{2}, \\ldots$ \\- Using this definition, we can prove linearity of the expectation.0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "file_path": "images/image-12-PROOF. We .jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "4c285d15-e399-5983-9d1a-a2a98e047ac6",
+      "type": "text",
+      "content": "\\- Recall our current definition of $\\mathbb{E}X$\n\\- List out $X = x_{1}, x_{2}, \\ldots$ and let $p(x_{i})$ be the density of $X$\n$$\n- \\text {   Then   } \\mathbb {E} X = \\sum_ {i = 1} ^ {\\infty} x _ {i} p (x _ {i}).\n$$\n\\- We need a new definition that will help the linearity of expectation.\n\\- Goal: If $Z = X + Y$ then $\\mathbb{E}[X + Y] = \\mathbb{E}X + \\mathbb{E}Y$ .\n\\- Definition 2: Let $S$ (or $\\Omega$ ) be the sample space then define\n$$\n\\mathbb {E} X = \\sum_ {\\omega \\in S} X (\\omega) \\mathbb {P} \\left(\\{\\omega \\}\\right).\n$$\n\\- Example: Let $S = \\{1,2,3,4,5,6\\}$ and $X(1) = X(2) = 1$ and $X(3) = X(4) = 3$ and $\\overline{X(5)} = X(6) = 5$\n\\* Def1: We know $X = 1,3,5$ with $p(1) = p(3) = p(5) = \\frac{1}{3}$\n\\* Then $E X = 1 \\cdot \\frac{1}{3} + 3 \\frac{1}{3} + 5 \\frac{1}{3} = \\frac{9}{3} = 3.$\n\\* Def2: We list all of $S = \\{1, 2, 3, 4, 5, 6\\}$ and\n\\* Then\n$$\n\\mathbb {E} X = X (1) \\mathbb {P} (\\{1 \\}) + \\dots + X (6) \\cdot \\mathbb {P} (\\{6 \\})\n$$\n$$\n= 1 \\frac {1}{6} + 1 \\frac {1}{6} + 3 \\frac {1}{6} + 3 \\frac {1}{6} + 5 \\frac {1}{6} + 5 \\frac {1}{6} = 3.\n$$\n\\- Difference\n- Def1: We list all the values that $X$ can attain and only care about those. (Range)\n- Def2: List all possible outcomes. (Domain)\nPROPOSITION 4. If $X$ is a discrete random variable and $S$ is countable, then the two definitions are equivalent\n\\- NOTE: No need to prove in lecture. But here for completeness.\nPROOF. We start with the first definition. Let $X = x_{1}, x_{2}, \\ldots$\n$$\n\\begin{array}{l} \\mathbb {E} X = \\sum_ {x _ {i}} x _ {i} p (x _ {i}) \\\\ = \\sum_ {x _ {i}} x _ {i} \\mathbb {P} (X = x _ {i}) \\\\ = \\sum_ {x _ {i}} x _ {i} \\sum_ {\\omega \\in \\{\\omega : X (\\omega) = x _ {i} \\}} \\mathbb {P} (\\omega) \\\\ = \\sum_ {x _ {i}} \\sum_ {\\omega \\in \\{\\omega : X (\\omega) = x _ {i} \\}} x _ {i} \\mathbb {P} (\\omega) \\\\ = \\sum_ {x _ {i}} \\sum_ {\\omega \\in \\{\\omega : X (\\omega) = x _ {i} \\}} X (\\omega) \\mathbb {P} (\\omega) \\\\ = \\sum_ {\\omega \\in S} X (\\omega) \\mathbb {P} (\\omega), \\\\ \\end{array}\n$$\nwhere I used that each $S_{i}=\\{\\omega:X(\\omega)=x_{i}\\}$ are mutually exclusive events that union up to S.\n\nPROOF. We start with the first definition. Let $X = x_{1}, x_{2}, \\ldots$ \\- Using this definition, we can prove linearity of the expectation.0\n[images/image-12-PROOF. We .jpg]\n\n\\- Using this definition, we can prove linearity of the expectation.\nTHEOREM 5. (Linearity) If $X$ and $Y$ are discrete random variables and $a \\in \\mathbb{R}$ then\n(a) $\\mathbb{E}[X + Y] = \\mathbb{E}X + \\mathbb{E}Y.$\n(b) $\\mathbb{E}[aX] = a\\mathbb{E}X$ .\nPROOF. We have that\n$$\n\\begin{array}{l} \\mathbb {E} [ X + Y ] = \\sum_ {\\omega \\in S} (X (\\omega) + Y (\\omega)) \\mathbb {P} (\\omega) \\\\ = \\sum_ {\\omega \\in S} (X (\\omega) \\mathbb {P} (\\omega) + Y (\\omega) \\mathbb {P} (\\omega)) \\\\ = \\sum_ {\\omega \\in S} X (\\omega) \\mathbb {P} (\\omega) + \\sum_ {\\omega \\in S} Y (\\omega) \\mathbb {P} (\\omega) \\\\ = \\mathbb {E} X + \\mathbb {E} Y. \\\\ \\end{array}\n$$\nIf $a\\in \\mathbb{R}$ then\n$$\n\\begin{array}{l} \\mathbb {E} [ a X ] = \\sum_ {\\omega \\in S} (a X (\\omega)) \\mathbb {P} (\\omega) \\\\ = a \\sum_ {\\omega \\in S} X (\\omega) \\mathbb {P} (\\omega) \\\\ = a \\mathbb {E} X. \\\\ \\end{array}\n$$\n□\n\\- Generality: Linearity is true for general random variable $X_{1}, X_{2}, \\ldots, X_{n}$ .",
+      "path": "Notes.pdf/CHAPTER 5/Random Variables/5.5. Expected Value of Sums of Random Variables",
+      "metadata": {
+        "length": 3246,
+        "summary": "The text discusses two definitions of expectation for discrete random variables. Definition 1 sums over the range of X (values weighted by their probabilities). Definition 2 sums over the sample space S (outcomes weighted by their probabilities). An example with dice shows both yield the same result. Proposition 4 proves equivalence. Theorem 5 proves linearity: E[X+Y]=EX+EY and E[aX]=aEX, using the sample-space definition.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "tokens": [
+          "Recall",
+          "current",
+          "definition",
+          "mathbb",
+          "List",
+          "ldots",
+          "density",
+          "text",
+          "Then",
+          "sum",
+          "infty",
+          "We",
+          "linearity",
+          "expectation",
+          "Goal",
+          "If",
+          "Definition",
+          "Let",
+          "Omega",
+          "sample",
+          "space",
+          "define",
+          "omega",
+          "left",
+          "Example",
+          "overline",
+          "Def1",
+          "frac",
+          "cdot",
+          "Def2",
+          "list",
+          "dots",
+          "Difference",
+          "values",
+          "attain",
+          "care",
+          "Range",
+          "outcomes",
+          "Domain",
+          "PROPOSITION",
+          "discrete",
+          "random",
+          "variable",
+          "countable",
+          "definitions",
+          "equivalent",
+          "NOTE",
+          "No",
+          "prove",
+          "lecture",
+          "But",
+          "completeness",
+          "PROOF",
+          "start",
+          "begin",
+          "array",
+          "end",
+          "mutually",
+          "exclusive",
+          "events",
+          "union",
+          "Using",
+          "expectation.0",
+          "THEOREM",
+          "Linearity",
+          "variables",
+          "aX",
+          "Generality",
+          "true",
+          "general"
+        ],
+        "keywords": [
+          "Expectation",
+          "Linearity",
+          "Discrete"
+        ],
+        "connect_to": [
+          {
+            "target": "e3749e53-9012-528f-88f7-75d6acf1ef21",
+            "relation": "embeds",
+            "ref": "[images/image-12-PROOF. We .jpg]",
+            "position": {
+              "start": 2244,
+              "end": 2276
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "ffbbcfd1-7178-549c-ac23-8bafc67c1572",
+      "type": "image",
+      "content": "\nThus plugging this back into $(\\star)$ we have that - Remark: $\\mathbb{E}X^{2} = \\sum x_{i}^{2}p(x_{i})$ .0\n[images/image-13-Thus plugg.jpg]\n",
+      "path": "images/image-13-Thus plugg.jpg",
+      "metadata": {
+        "length": 142,
+        "summary": "image-13\nThus plugging this back into $(\\star)$ we have that - Remark: $\\mathbb{E}X^{2} = \\sum x_{i}^{2}p(x_{i})$ .0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "file_path": "images/image-13-Thus plugg.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "5ad0b6d9-c51d-57c8-9e13-b17f527bdea0",
+      "type": "text",
+      "content": "\\- Let $X$ be a random variable.\n\\- Can we find the expected value of things like $X^2, e^X, \\sin X$ etc?\n\\- Example1: Let $X$ denote a random variable such that\n$$\n\\mathbb {P} (X = - 1) = . 2,\n$$\n$$\n\\mathbb {P} (X = 0) = . 5\n$$\n$$\n\\mathbb {P} (X = 1) = . 3\n$$\nLet $Y = X^{2}$ . Find $\\mathbb{E}Y$ .\n- Solution: Note that $Y = \\left\\{0^2, (-1)^2, (1)^2\\right\\} = \\{0, 1\\}$ .\n- Note that $p_Y(1) = .2 + .3 = .5$ and $p_Y(0) = .5$ .\n- Thus $\\mathbb{E}Y = 0\\cdot .5 + 1\\cdot .5 = .5.$\n\\- IMPORTANT:\n- Note that $\\mathbb{E}X^2 = .5$\n- While $(\\mathbb{E}X)^2 = .01$ . Not equal!\n\\* Since $\\mathbb{E}X = .3 - .2 = .1$ . Thus\n$$\n\\mathbb {E} X ^ {2} \\neq (\\mathbb {E} X) ^ {2}.\n$$\n\\- In general, there is a formula for $g(X)$ where $g$ is function. That use the fact that $g(X)$ will be $g(x)$ for some $x$ such that $X = x$ .\nTHEOREM 6. If $X$ is a discrete random variable that takes values $X \\in \\{x_1, x_2, x_3, \\ldots\\}$ with respective probability mass function $p(x_i)$ , then for any real valued function $g: \\mathbb{R} \\to \\mathbb{R}$ we have that\n$$\n\\mathbb {E} \\left[ g (X) \\right] = \\sum_ {i = 1} ^ {\\infty} g \\left(x _ {i}\\right) p \\left(x _ {i}\\right).\n$$\n\\- NOTE: No need to prove in lecture. But here for completeness.\nPROOF. The random variable $Y = g(X)$ can take on values, say $Y = y_{1}, y_{2}, \\ldots$ . But we know that\n$$\ny _ {j} = g (x _ {i})\n$$\nand as we see there could be more than one value $x_{i}$ such that $y_{j} = g(x_{i})$ . Thus we will group this sum into this fashion: Using the definition of expectation we have that\n$$\n\\begin{array}{l} \\mathbb {E} [ Y ] = \\sum_ {j} y _ {j} \\mathbb {P} (Y = y _ {j}) \\\\ = \\sum_ {j} y _ {j} \\mathbb {P} (g (X) = y _ {j}) \\\\ = (\\star). \\\\ \\end{array}\n$$\nNow\n$$\n\\mathbb {P} (g (X) = y _ {j}) = \\mathbb {P} \\left(\\bigcup_ {i: g (x _ {i}) = y _ {j}} (g (x _ {i}) = y _ {j})\\right)\n$$\n$$\n= \\sum_ {i: g (x _ {i}) = y _ {j}} p (x _ {i}).\n$$\nThus plugging this back into $(\\star)$ we have that\n$$\n\\begin{array}{l} \\mathbb {E} [ Y ] = \\sum_ {j} y _ {j} \\sum_ {i: g (x _ {i}) = y _ {j}} p (x _ {i}) \\\\ = \\sum_ {j} \\sum_ {i: g (x _ {i}) = y _ {j}} y _ {j} p (x _ {i}) \\\\ = \\sum_ {j} \\sum_ {i: g (x _ {i}) = y _ {j}} g (x _ {i}) p (x _ {i}) \\\\ = \\sum_ {i = 1} ^ {\\infty} g (x _ {i}) p (x _ {i}), \\\\ \\end{array}\n$$\nas needed.\n\nThus plugging this back into $(\\star)$ we have that - Remark: $\\mathbb{E}X^{2} = \\sum x_{i}^{2}p(x_{i})$ .0\n[images/image-13-Thus plugg.jpg]\n\n- Remark: $\\mathbb{E}X^{2} = \\sum x_{i}^{2}p(x_{i})$ .\n- Example1(Revisted): Let $X$ denote a random variable such that\n$$\n\\mathbb {P} (X = - 1) = . 2,\n$$\n$$\n\\mathbb {P} (X = 0) = . 5\n$$\n$$\n\\mathbb {P} (X = 1) = . 3\n$$\nLet $Y = X^{2}$ . Find $\\mathbb{E}Y$ .\n$$\n- \\underline {{\\text { Sol: }}} \\text {   We   have   that   } \\mathbb {E} X ^ {2} = \\sum x _ {i} ^ {2} p (x _ {i}) = (- 1) ^ {2} (. 2) + 0 ^ {2} (. 5) + 1 ^ {2} (. 3) = . 5.\n$$\nDEFINITION. We call $\\mu = \\mathbb{E}X$ to be the mean, or the first moment of $X$ .\nThe quantity $EX^{n}$ for $n \\geq 1$ , is called the nth moment of X.\n\\- From out theorem we know that the $n$ th moments can be calculated a\n$$\n\\mathbb {E} X ^ {n} = \\sum_ {x: p (x) > 0} x ^ {n} p (x).\n$$",
+      "path": "Notes.pdf/CHAPTER 5/Random Variables/5.6. Expectation of a Function of a Random Variable",
+      "metadata": {
+        "length": 3149,
+        "summary": "The text explains how to compute the expected value of a function of a discrete random variable. It provides an example where X takes values -1, 0, 1 with given probabilities, and Y = X^2. The expectation E[Y] is found to be 0.5, and it is noted that E[X^2] is not equal to (E[X])^2. A theorem states that for a discrete random variable X with probability mass function p(x_i), the expectation of g(X) is the sum of g(x_i)p(x_i). The proof groups values of g(X) and uses the definition of expectation. The text also defines the mean μ = E[X] and the nth moment E[X^n].",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "tokens": [
+          "Let",
+          "random",
+          "variable",
+          "Can",
+          "find",
+          "expected",
+          "things",
+          "sin",
+          "Example1",
+          "denote",
+          "mathbb",
+          "Find",
+          "Solution",
+          "Note",
+          "left",
+          "Thus",
+          "cdot",
+          "IMPORTANT",
+          "While",
+          "01",
+          "Not",
+          "equal",
+          "Since",
+          "neq",
+          "In",
+          "general",
+          "formula",
+          "function",
+          "That",
+          "fact",
+          "THEOREM",
+          "If",
+          "discrete",
+          "takes",
+          "values",
+          "ldots",
+          "respective",
+          "probability",
+          "mass",
+          "real",
+          "valued",
+          "sum",
+          "infty",
+          "NOTE",
+          "No",
+          "prove",
+          "lecture",
+          "But",
+          "completeness",
+          "PROOF",
+          "The",
+          "group",
+          "fashion",
+          "Using",
+          "definition",
+          "expectation",
+          "begin",
+          "array",
+          "star",
+          "end",
+          "Now",
+          "bigcup",
+          "plugging",
+          "back",
+          "needed",
+          "Remark",
+          "Revisted",
+          "underline",
+          "text",
+          "Sol",
+          "We",
+          "DEFINITION",
+          "call",
+          "mu",
+          "moment",
+          "quantity",
+          "EX",
+          "geq",
+          "called",
+          "nth",
+          "From",
+          "theorem",
+          "moments",
+          "calculated"
+        ],
+        "keywords": [
+          "Expectation",
+          "Discrete Random Variable",
+          "Moment"
+        ],
+        "connect_to": [
+          {
+            "target": "ffbbcfd1-7178-549c-ac23-8bafc67c1572",
+            "relation": "embeds",
+            "ref": "[images/image-13-Thus plugg.jpg]",
+            "position": {
+              "start": 2386,
+              "end": 2418
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "55925058-6a9d-5c99-9cda-442261ff19f0",
+      "type": "image",
+      "content": "\nDEFINITION. We define # CHAPTER 60\n[images/image-14-DEFINITION.jpg]\n",
+      "path": "images/image-14-DEFINITION.jpg",
+      "metadata": {
+        "length": 69,
+        "summary": "image-14\nDEFINITION. We define # CHAPTER 60",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "file_path": "images/image-14-DEFINITION.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "9c679369-ba01-5294-9f78-a47df727a7c4",
+      "type": "text",
+      "content": "- The variance of a r.v. is a measure of how spread out the values of $X$ are.\n- The expectation of a r.v. is quantity that help us differentiate different r.v.'s, but it doesn't tell us how spread out values are.\n\\- For example, take\n$$\nX = 0 \\text { with   probability } 1\n$$\n$$\nY = \\left\\{ \\begin{array}{l l} - 1 & p = \\frac {1}{2} \\\\ 1 & p = \\frac {1}{2} \\end{array} \\right.\n$$\n$$\nZ = \\left\\{ \\begin{array}{l l} - 1 0 0 & p = \\frac {1}{2} \\\\ 1 0 0 & p = \\frac {1}{2} \\end{array} \\right..\n$$\n- What are the expected values? 0, 0, 0.\n- But there is much greater spread in $Z$ than $Y$ and $Y$ than $X$ . Thus expectation is not enough to detect spread, or variation.\nDEFINITION. If $X$ is a r.v with mean $\\mu = \\mathbb{E}X$ , then the variance of $X$ , denoted by $\\operatorname{Var}(X)$ , is defined by\n$$\n\\operatorname{Var} (X) = \\mathbb {E} \\left[ (X - \\mu) ^ {2} \\right].\n$$\n- Remark: $\\mathbb{E}c = c$ .\n- We prove an alternate formula for the variance. (The technique of using linearity is important here!!! Hint Hint)\n$$\n\\operatorname{Var} (X) = \\mathbb {E} \\left[ (X - \\mu) ^ {2} \\right]\n$$\n$$\n= \\mathbb {E} \\left[ X ^ {2} - 2 \\mu X + \\mu^ {2} \\right]\n$$\n$$\n= \\mathbb {E} [ X ^ {2} ] - 2 \\mu \\mathbb {E} [ X ] + \\mathbb {E} [ \\mu^ {2} ]\n$$\n$$\n= \\mathbb {E} \\left[ X ^ {2} \\right] - 2 \\mu^ {2} + \\mu^ {2}\n$$\n$$\n= \\mathbb {E} \\left[ X ^ {2} \\right] - \\mu^ {2}.\n$$\nTHEOREM. We have that\n$$\n\\operatorname{Var} (X) = \\mathbb {E} [ X ^ {2} ] - (\\mathbb {E} [ X ]) ^ {2}.\n$$\n\\- Example1: Calculate $\\operatorname{Var}(X)$ if $X$ represents the outcome when a fair die is rolled.\n\\- Solution: Previously we calculated that $\\mathbb{E}X = \\frac{7}{2}$ .\n\\- Thus we only need to calculate the second moment:\n$$\n\\mathbb {E} X ^ {2} = 1 ^ {2} \\left(\\frac {1}{6}\\right) + \\dots + 6 ^ {2} \\frac {1}{6}\n$$\n$$\n= \\frac {9 1}{6}.\n$$\n\\- Using our formula we have that\n$$\n\\begin{array}{l} \\operatorname{Var} (X) = \\mathbb {E} [ X ^ {2} ] - (\\mathbb {E} [ X ]) ^ {2} \\\\ = \\frac {9 1}{6} - \\left(\\frac {7}{2}\\right) ^ {2} \\\\ = \\frac {3 5}{1 2}. \\\\ \\end{array}\n$$\n• Here is a useful formula:\nPROPOSITION 7. For constants $a, b$ we have that $\\operatorname{Var}(aX + b) = a^2\\operatorname{Var}(X)$ .\nPROOF. We compute\n$$\n\\begin{array}{l} \\operatorname{Var} (a X + b) = \\mathbb {E} \\left[ (a X + b - \\mathbb {E} [ a X + b ]) ^ {2} \\right] \\\\ = \\mathbb {E} \\left[ (a X + b - a \\mu - b) ^ {2} \\right] \\\\ = \\mathbb {E} \\left[ a ^ {2} (X - \\mu) ^ {2} \\right] \\\\ = a ^ {2} \\mathbb {E} \\left[ (X - \\mu) ^ {2} \\right] \\\\ = a ^ {2} \\operatorname{Var} (X). \\\\ \\end{array}\n$$\nDEFINITION. We define\n$$\nS D (X) = \\sqrt {\\operatorname{Var} (X)}\n$$\nto be the standard deviation of $X$ .\n\nDEFINITION. We define # CHAPTER 60\n[images/image-14-DEFINITION.jpg]",
+      "path": "Notes.pdf/CHAPTER 5/Random Variables/5.7. Variance",
+      "metadata": {
+        "length": 2727,
+        "summary": "The passage introduces variance as a measure of spread for a random variable, contrasting it with expectation which does not capture variation. It defines variance as E[(X-μ)^2] and derives the alternate formula Var(X)=E[X^2]-(E[X])^2. An example calculates variance for a fair die roll. It also proves Var(aX+b)=a^2Var(X) and defines standard deviation as the square root of variance.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "tokens": [
+          "The",
+          "variance",
+          "measure",
+          "spread",
+          "values",
+          "expectation",
+          "quantity",
+          "differentiate",
+          "doesn",
+          "For",
+          "text",
+          "probability",
+          "left",
+          "begin",
+          "array",
+          "frac",
+          "end",
+          "What",
+          "expected",
+          "But",
+          "greater",
+          "Thus",
+          "detect",
+          "variation",
+          "DEFINITION",
+          "If",
+          "mu",
+          "mathbb",
+          "denoted",
+          "operatorname",
+          "Var",
+          "defined",
+          "Remark",
+          "We",
+          "prove",
+          "alternate",
+          "formula",
+          "technique",
+          "linearity",
+          "important",
+          "Hint",
+          "THEOREM",
+          "Example1",
+          "Calculate",
+          "represents",
+          "outcome",
+          "fair",
+          "die",
+          "rolled",
+          "Solution",
+          "Previously",
+          "calculated",
+          "calculate",
+          "moment",
+          "dots",
+          "Using",
+          "Here",
+          "PROPOSITION",
+          "constants",
+          "aX",
+          "PROOF",
+          "compute",
+          "define",
+          "sqrt",
+          "standard",
+          "deviation",
+          "CHAPTER",
+          "60"
+        ],
+        "keywords": [
+          "Variance",
+          "Standard Deviation",
+          "Expectation"
+        ],
+        "connect_to": [
+          {
+            "target": "55925058-6a9d-5c99-9cda-442261ff19f0",
+            "relation": "embeds",
+            "ref": "[images/image-14-DEFINITION.jpg]",
+            "position": {
+              "start": 2695,
+              "end": 2727
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "9b0575dd-5f13-504a-904d-2060a866e733",
+      "type": "text",
+      "content": "",
+      "path": "Notes.pdf/CHAPTER 6",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "f2bcc211-9639-5674-bbae-408a2edadef2",
+      "type": "text",
+      "content": "",
+      "path": "Notes.pdf/CHAPTER 6/Some Discrete Distributions",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "dd6fa397-16fa-520b-b7ba-868eebf2c6f2",
+      "type": "text",
+      "content": "",
+      "path": "Notes.pdf/CHAPTER 6/Some Discrete Distributions/6.1. Bernouli and Binomial Random Variables",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "a6cc3b56-2872-5eda-acf9-caa177a9f41a",
+      "type": "text",
+      "content": "- Suppose that a trial or experiment takes place, whose outcome is either success or failure.\n- Let $X = 1$ when the outcome is a success and $X = 0$ if it is a failure.\n- The pmf of $X$ is given by\n$$\np (0) = \\mathbb {P} (X = 0) = 1 - p\n$$\n$$\np (1) = \\mathbb {P} (X = 1) = p\n$$\nwhere $0 \\leq p \\leq 1$ .\n\\- For this $X$ , $X$ is said to be a Bernoulli random variable with parameter $p$ ,\n\\* We wrtie this as $X \\sim \\text{Bernoulli}(p)$ ,\n\\* Properties:\n$\\cdot \\mathbb{E}X = p\\cdot 1 + (1 - p)\\cdot 0 = p$\n$\\cdot\\mathbb{E}X^{2}=1^{2}\\cdot p+0^{2}(1-p)=p.$\n- So $\\operatorname{Var} X = p - p^2 = p(1 - p)$ .",
+      "path": "Notes.pdf/CHAPTER 6/Some Discrete Distributions/6.1. Bernouli and Binomial Random Variables/• Bernoulli Distribution",
+      "metadata": {
+        "length": 608,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "tokens": [
+          "Suppose",
+          "trial",
+          "experiment",
+          "takes",
+          "place",
+          "outcome",
+          "success",
+          "failure",
+          "Let",
+          "The",
+          "pmf",
+          "mathbb",
+          "leq",
+          "For",
+          "Bernoulli",
+          "random",
+          "variable",
+          "parameter",
+          "We",
+          "wrtie",
+          "sim",
+          "text",
+          "Properties",
+          "cdot",
+          "So",
+          "operatorname",
+          "Var"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "25cd33db-722d-5a20-81ce-fa7e59125604",
+      "type": "text",
+      "content": "\\- We say $X$ has a binomial distribution with parameters $n$ and $p$ if\n$$\np _ {X} (k) = \\mathbb {P} \\left(X = k\\right) = \\binom{n}{k} p ^ {k} \\left(1 - p\\right) ^ {n - k}.\n$$\n\\- Interpret: $X =$ the number of successes in $n$ independent trials.\n\\* Let's take this as given.\n\\- We say $X \\sim \\text{Binomial}(n, p)$ or $X \\sim \\text{bin}(n, p)$ .",
+      "path": "Notes.pdf/CHAPTER 6/Some Discrete Distributions/6.1. Bernouli and Binomial Random Variables/• Binomial Distribution:",
+      "metadata": {
+        "length": 348,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "tokens": [
+          "We",
+          "binomial",
+          "distribution",
+          "parameters",
+          "mathbb",
+          "left",
+          "binom",
+          "Interpret",
+          "number",
+          "successes",
+          "independent",
+          "trials",
+          "Let",
+          "sim",
+          "text",
+          "Binomial",
+          "bin"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "42769436-83b8-5863-9ec7-802bd486b7cb",
+      "type": "text",
+      "content": "\\- Check that probabilities sums to 1: Not really a property but more of a check that $X$ is indeed a random variable:\n\\* We need to check two things:\n(1) That $p_X(k) \\geq 0$ , and this is obvious from the formula\n(2) Need to check that $\\sum_{k=0}^{n} p_X(k) = 1$ .\n\\* First recall the Binomial Theorem: $\\sum_{k=0}^{n}\\binom{n}{k}x^k y^{n-k} = (x+y)^n$ .\n\\- Then\n$$\n\\sum_ {k = 0} ^ {n} p _ {X} (k) = \\sum_ {k = 0} ^ {n} \\binom{n}{k} p ^ {k}   (1 - p) ^ {n - k} = (p + (1 - p)) ^ {n} = 1 ^ {n} = 1.\n$$\n\\- Mean: Easiest way to compute $\\mathbb{E}X$ is by recognizing that $X = Y_{1} + \\dots + Y_{n}$ where $Y_{i}$ are independent Bernoulli's.\n\\* Thus $EX = EY_{1} + \\cdots + EY_{n} = p + \\cdots + p = np.$\n\\* We can do this directly too, but this would involve proving that\n$$\n\\mathbb {E} X = \\sum_ {k = 0} ^ {n} k p (k) = n p,\n$$\nmeaning we would have to prove\n$$\n\\sum_ {k = 0} ^ {n} k \\binom{n}{k} p ^ {k} (1 - p) ^ {n - k} = n p.\n$$\n\\- Variance: We first compute the second moment. As before write $X = Y_{1} + \\cdots + Y_{n}$ where $Y_{i}$ are bernoulli's.\n$$\n\\begin{array}{l} \\mathbb {E} X ^ {2} = \\mathbb {E} \\left(Y _ {1} + \\dots + Y _ {n}\\right) ^ {2} \\\\ = \\sum_ {k = 1} ^ {n} \\mathbb {E} Y _ {k} ^ {2} + \\sum_ {i \\neq j} \\mathbb {E} \\left[ Y _ {i} Y _ {j} \\right] \\\\ = \\sum_ {k = 1} ^ {n} p + \\sum_ {i \\neq j} \\mathbb {E} \\left[ Y _ {i} Y _ {j} \\right] \\\\ = n p + \\sum_ {i \\neq j} \\mathbb {E} \\left[ Y _ {i} Y _ {j} \\right] \\\\ = (\\star) \\\\ \\end{array}\n$$\n\\* Now each term $\\mathbb{E}[Y_i Y_j]$ for fixed $i, j$ can be computed as =\n$$\n\\begin{array}{l} \\mathbb {E} \\left[ Y _ {i} Y _ {j} \\right] = 1 \\cdot \\mathbb {P} \\left(Y _ {i} Y _ {j} = 1\\right) + 0 \\cdot \\mathbb {P} \\left(Y _ {i} Y _ {j} = 0\\right) \\\\ = \\mathbb {P} ((Y _ {i} = 1) \\cap (Y _ {j} = 1)) \\\\ = \\mathbb {P} (Y _ {i} = 1) \\mathbb {P} (Y _ {j} = 1), \\text { by   independence } \\\\ = p ^ {2}. \\\\ \\end{array}\n$$\n\\* Now there are a total of $n^2$ terms is $(Y_1 + \\dots + Y_n)^2$ , $n$ of which are of form $Y_k^2$ . Thus there are $n^2 - n$ terms of the form $Y_iY_j$ with $i \\neq j$ .\n\\* Hence using $(\\star)$ we have $\\mathbb{E}X^2 = np + (n^2 - n)p^2$ .\n\\* Thus\n$$\n\\operatorname{Var} X = \\mathbb {E} X ^ {2} - (\\mathbb {E} X) ^ {2} = n p + (n ^ {2} - n) p ^ {2} - (n p) ^ {2} = n p (1 - p).\n$$\n\\- Sumarize: $\\mathbb{E}X = np$ and $\\operatorname{Var}X = np(1 - p)$ .\n\\- $\\underline{\\text{Moments}}$ : We can also prove $\\mathbb{E}X^k = np\\mathbb{E}\\left[(Y + 1)^{k - 1}\\right]$ .\n\\- Calculator(TI-84):\n\\- 2ndDistri>binomialpdf(n,p,x)=P(X=x).\n\\- same with cdf.\n\\- Example1: A company prices its hurricane insurance using the following assumptions:\n\\- (i) In any calendar year, there can be at most one hurricane.\n\\- (ii) In any calendar year, the probability of a hurricane is 0.05.\n\\- (iii) The numbers of hurricanes in different calendar years are mutually independent. Using the company's assumptions, calculate the probability that there are fewer than 3 hurricanes in a 20-year period\n\\- Solution: We have that $X \\sim \\text{bin}(20, .05)$ then\n$$\n\\begin{array}{l} \\mathbb {P} (X <   3) = \\mathbb {P} (X \\leq 2) \\\\ = \\binom{2 0}{0} (. 0 5) ^ {0} (. 9 5) ^ {2 0} + \\binom{2 0}{1} (. 0 5) ^ {1} (. 9 5) ^ {1 9} + \\binom{2 0}{2} (. 0 5) ^ {2} (. 9 5) ^ {1 2} \\\\ = . 9 2 4 5. \\\\ \\end{array}\n$$\n\\- Example2: Phan has a .6 probability of making a free throw. Suppose each free throw is independent of the other. If he attempts 10 free throws, what is the probability that he makes at least 2 of them?\n\\- Solution: Let $X \\sim \\text{bin}(10, .6)$ then\n$$\n\\begin{array}{l} \\mathbb {P} (X \\geq 2) = 1 - \\mathbb {P} (X = 0) - \\mathbb {P} (X = 1) \\\\ = 1 - \\binom{1 0}{0} (. 6) ^ {0} (. 4) ^ {1 0} - \\binom{1 0}{1} (. 6) ^ {1} (. 4) ^ {9} \\\\ = . 9 9 8. \\\\ \\end{array}\n$$",
+      "path": "Notes.pdf/CHAPTER 6/Some Discrete Distributions/6.1. Bernouli and Binomial Random Variables/• Properties of the Binomial",
+      "metadata": {
+        "length": 3737,
+        "summary": "The passage covers the binomial distribution, including checking that probabilities sum to 1 using the binomial theorem, deriving the mean as np by summing independent Bernoulli variables, and computing the variance as np(1-p) via the second moment. It also mentions moments and provides TI-84 calculator functions. Two examples are given: one calculating the probability of fewer than 3 hurricanes in 20 years with p=0.05, and another finding the probability of making at least 2 free throws out of 10 with p=0.6.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "tokens": [
+          "Check",
+          "probabilities",
+          "sums",
+          "Not",
+          "property",
+          "check",
+          "random",
+          "variable",
+          "We",
+          "things",
+          "That",
+          "geq",
+          "obvious",
+          "formula",
+          "Need",
+          "sum",
+          "First",
+          "recall",
+          "Binomial",
+          "Theorem",
+          "binom",
+          "Then",
+          "Mean",
+          "Easiest",
+          "compute",
+          "mathbb",
+          "recognizing",
+          "dots",
+          "independent",
+          "Bernoulli",
+          "Thus",
+          "EX",
+          "EY",
+          "cdots",
+          "np",
+          "directly",
+          "involve",
+          "proving",
+          "meaning",
+          "prove",
+          "Variance",
+          "moment",
+          "As",
+          "write",
+          "bernoulli",
+          "begin",
+          "array",
+          "left",
+          "neq",
+          "star",
+          "end",
+          "Now",
+          "term",
+          "fixed",
+          "computed",
+          "cdot",
+          "cap",
+          "text",
+          "independence",
+          "total",
+          "terms",
+          "form",
+          "iY",
+          "Hence",
+          "operatorname",
+          "Var",
+          "Sumarize",
+          "underline",
+          "Moments",
+          "Calculator",
+          "TI",
+          "84",
+          "2ndDistri",
+          "binomialpdf",
+          "cdf",
+          "Example1",
+          "company",
+          "prices",
+          "hurricane",
+          "insurance",
+          "assumptions",
+          "In",
+          "calendar",
+          "year",
+          "ii",
+          "probability",
+          "0.05",
+          "iii",
+          "The",
+          "numbers",
+          "hurricanes",
+          "years",
+          "mutually",
+          "Using",
+          "calculate",
+          "fewer",
+          "20",
+          "period",
+          "Solution",
+          "sim",
+          "bin",
+          "05",
+          "leq",
+          "Example2",
+          "Phan",
+          "making",
+          "free",
+          "throw",
+          "Suppose",
+          "If",
+          "attempts",
+          "10",
+          "throws",
+          "makes",
+          "Let"
+        ],
+        "keywords": [
+          "Binomial",
+          "Mean",
+          "Variance"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "2a02afef-b752-5e43-9048-df4d031e2a63",
+      "type": "image",
+      "content": "\n$$ \\- Summary of Theorem: This theorem says that suppose $n$ is large and $p$ is small, Thus0\n[images/image-15-$$ _- Summ.jpg]\n",
+      "path": "images/image-15-$$ _- Summ.jpg",
+      "metadata": {
+        "length": 128,
+        "summary": "image-15\n$$ \\- Summary of Theorem: This theorem says that suppose $n$ is large and $p$ is small, Thus0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "file_path": "images/image-15-$$ _- Summ.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "4ac0c4ac-21e4-54ca-9cdc-8f83c81bc9f1",
+      "type": "text",
+      "content": "\\- We say that $X = 0,1,2,\\ldots$ is Poisson with parameter $\\lambda > 0$ if\n$$\np _ {X} (i) = \\mathbb {P} (X = i) = e ^ {- \\lambda} \\frac {\\lambda^ {i}}{i !} \\text { for } i = 0, 1, 2, 3, \\dots .\n$$\n\\- Or $X \\sim \\mathrm{Poisson}(\\lambda)$ .\n\\- In general Poisson random variables are of the following form\n\\- Suppose success happens $\\lambda$ times on average in a given period (per year, per month etc). Then $X =$ number of times success happens in that given period.\n\\- Possion is like binomial, expect, $X$ is infinitely countable!\n• Examples that obey Poisson R.V\n\\- 1. The number of misprints on a page ogf a book\n\\- 2. # of people in community that survive to age 100\n\\- 3. # of telephone numbers that are dialed in a day.\n\\- 4. # of customers entering post office on a day.\n\\- Calc2: Recall that $\\sum_{n=0}^{\\infty} \\frac{x^n}{n!} = e^x$ .\n\\- Properties of Poisson: Let $X \\sim \\text{Poisson}(\\lambda)$\n\\- First we check that $p_X(i)$ is indeed a pmf: First it is obvious that $p_X(i) \\geq 0$ since $\\lambda > 0$ . We to need to check that all the probabilities add up to one:\n$$\n\\sum_ {i = 0} ^ {\\infty} p _ {X} (i) = \\sum_ {i = 0} ^ {\\infty} e ^ {- \\lambda} \\frac {\\lambda^ {i}}{i !} = e ^ {- \\lambda} \\sum_ {i = 0} ^ {\\infty} \\frac {\\lambda^ {i}}{i !} = e ^ {- \\lambda} e ^ {\\lambda} = 1.\n$$\n\\- Mean: We have\n$$\n\\mathbb {E} X = \\sum_ {i = 0} ^ {\\infty} i e ^ {- \\lambda} \\frac {\\lambda^ {i}}{i !} = e ^ {- \\lambda} \\lambda \\sum_ {i = 1} ^ {\\infty} \\frac {\\lambda^ {i - 1}}{(i - 1) !}\n$$\n$$\n= e ^ {- \\lambda} \\lambda e ^ {\\lambda} = \\lambda .\n$$\n\\- Variance: We first have\n$$\n\\begin{array}{l} \\mathbb {E} X ^ {2} = \\sum_ {i = 0} ^ {\\infty} i ^ {2} \\frac {e ^ {- \\lambda} \\lambda^ {i}}{i !} \\\\ = \\lambda \\sum_ {i = 0} ^ {\\infty} i \\frac {e ^ {- \\lambda} \\lambda^ {i - 1}}{(i - 1) !} \\\\ = \\lambda \\sum_ {j = 0} ^ {\\infty} (j + 1) \\frac {e ^ {- \\lambda} \\lambda^ {j}}{j !}, \\text {   let   } j = i - 1 \\\\ = \\lambda \\left[ \\sum_ {j = 0} ^ {\\infty} j \\frac {e ^ {- \\lambda} \\lambda^ {j}}{j !} + \\sum_ {j = 0} ^ {\\infty} \\frac {e ^ {- \\lambda} \\lambda^ {j}}{j !} \\right] \\\\ = \\lambda [ \\lambda + e ^ {- \\lambda} e ^ {\\lambda} ] \\\\ = \\lambda (\\lambda + 1). \\\\ \\end{array}\n$$\nThus\n$$\n\\operatorname{Var} X = \\lambda (\\lambda + 1) - \\lambda^ {2} = \\lambda .\n$$\n\\- Example1: Suppose on average there are 5 homicides per month in Hartford, CT. What is the probability there will be at most 1 in a certain month?\n\\- Answer: If $X$ is the number of homicides, we are given that $EX = 5$ . Since the expectation for a Poisson is $\\lambda = 5$ . Therefore $P(X = 0) + P(X = 1) = e^{-5} + 5e^{-5}$ .\n\\- Example2: Suppose on average there is one large earthquake per year in Mexico. What's the probability that next year there will be exactly 2 large earthquakes?\n\\- $\\underline{\\text{Answer:}}\\lambda = EX = 1$ , so $P(X = 2) = \\frac{e^{-1}}{2}$ .\n\\- Example3: Phan receives texts on the average of two every 3 minutes. Assume Poisson.\n– Question: What is the probability of five or more texts arriving in a 9-minute period.\n\\- Answer: Let $X$ number of calls in a 9-minute period. Let $n =$ number of periods, $\\lambda_1 = 2$ . Thus $\\lambda = 3 \\cdot 2 = 6$ . Thus\n$$\n\\begin{array}{l} \\mathbb {P} (X \\geq 5) = 1 - \\mathbb {P} (X \\leq 4) \\\\ = 1 - \\sum_ {n = 0} ^ {4} \\frac {e ^ {- 6} 6 ^ {n}}{n !} \\\\ = 1 -. 2 8 5 = . 7 1 5. \\\\ \\end{array}\n$$\n\\- Important: Poisson is similar to Binomial in the following way\n\\- FACT: Poisson approximates $Bin(n,p)$ when $n$ is large and $p$ is small enough so that $np$ is of moderate size.\nTHEOREM 8. If $X_{n}$ is binomial with parameters $n$ and $p_n$ and $np_n \\to \\lambda$ , then\n$$\n\\mathbb {P} \\left(X _ {n} = i\\right)\\rightarrow \\mathbb {P} (Y = i)\n$$\nwhere $Y \\sim \\text{Poisson}(\\lambda)$ .\nPROOF. See class textbook.\n\n$$ \\- Summary of Theorem: This theorem says that suppose $n$ is large and $p$ is small, Thus0\n[images/image-15-$$ _- Summ.jpg]\n\n\\- Summary of Theorem: This theorem says that suppose $n$ is large and $p$ is small, Thus\n- If $X \\sim Bin(n, p)$ then we approximate $X$ with a possession by letting let $\\lambda = np$ so that\n$$\n\\mathbb {P} (X = i) \\approx e ^ {- n p} \\frac {(n p) ^ {i}}{i !}.\n$$\n\\- When can we assume $X$ is Poisson: Another consequence of this theorem says that when $Y =$ \"the number of successes in a given period\". And if the number possible of trials $n$ is large, and if the probability $p$ of success is small, then $Y$ can be treated as a Poisson random variable.\nNOTE:\n\\- (1)Why is number of misprints on a page will be approximately Poisson with $\\lambda = np$\n\\* Let $X =$ number of misprints on a page of a book.\n\\* Since prob of error, say $p = .01$ is usually small, and number of letters on a page is usually large, say $n = 1000$ . Then the average is $\\lambda = np$ .\n\\* Then because $p$ is small and $n$ is large, then $X$ can be approximated by a Poisson.\n\\- (2) Let $X$ number of accidents in a year\n\\* $X$ is Poisson because the probability of an accident $p$ in a given period is usually small and while the number $n$ of times someone drives in a given period is high.\n• Example: Here is an example showing this.\n\\- If $X$ is number of times you get heads on a biased coin where $\\mathbb{P}(H) = \\frac{1}{100}$ . Suppose you you toss 1000 times. Then $np = 10$\n$$\n\\mathbb {P} (X = 5) \\approx e ^ {- 1 0} \\frac {1 0 ^ {5}}{5 !} = . 0 3 7 8\n$$\nwhile the actual value is\n$$\n\\begin{array}{l} \\mathbb {P} \\left(X = 5\\right) = \\binom{1 0 0 0}{5} (. 0 1) ^ {5} (. 9 9) ^ {9 9 5} \\\\ = \\frac {1 0 0 0 !}{9 9 5 ! 5 !} (. 0 1) ^ {5} (. 9 9) ^ {9 9 5} \\\\ = . 0 3 7 5. \\\\ \\end{array}\n$$",
+      "path": "Notes.pdf/CHAPTER 6/Some Discrete Distributions/6.2. The Poisson Distribution",
+      "metadata": {
+        "length": 5570,
+        "summary": "The Poisson distribution models the number of events occurring in a fixed interval, given a constant average rate λ. Its probability mass function is P(X=i)=e^{-λ}λ^i/i!. The mean and variance both equal λ. It approximates the binomial distribution when n is large and p is small, with λ=np. Examples include misprints per page, homicides per month, and earthquake occurrences.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "tokens": [
+          "We",
+          "ldots",
+          "Poisson",
+          "parameter",
+          "lambda",
+          "mathbb",
+          "frac",
+          "text",
+          "dots",
+          "Or",
+          "sim",
+          "mathrm",
+          "In",
+          "general",
+          "random",
+          "variables",
+          "form",
+          "Suppose",
+          "success",
+          "times",
+          "average",
+          "period",
+          "year",
+          "month",
+          "Then",
+          "number",
+          "Possion",
+          "binomial",
+          "expect",
+          "infinitely",
+          "countable",
+          "Examples",
+          "obey",
+          "The",
+          "misprints",
+          "page",
+          "ogf",
+          "book",
+          "people",
+          "community",
+          "survive",
+          "age",
+          "100",
+          "telephone",
+          "numbers",
+          "dialed",
+          "day",
+          "customers",
+          "entering",
+          "post",
+          "office",
+          "Calc2",
+          "Recall",
+          "sum",
+          "infty",
+          "Properties",
+          "Let",
+          "First",
+          "check",
+          "pmf",
+          "obvious",
+          "geq",
+          "probabilities",
+          "add",
+          "Mean",
+          "Variance",
+          "begin",
+          "array",
+          "left",
+          "end",
+          "Thus",
+          "operatorname",
+          "Var",
+          "Example1",
+          "homicides",
+          "Hartford",
+          "CT",
+          "What",
+          "probability",
+          "Answer",
+          "If",
+          "EX",
+          "Since",
+          "expectation",
+          "Therefore",
+          "5e",
+          "Example2",
+          "large",
+          "earthquake",
+          "Mexico",
+          "earthquakes",
+          "underline",
+          "Example3",
+          "Phan",
+          "receives",
+          "texts",
+          "minutes",
+          "Assume",
+          "Question",
+          "arriving",
+          "minute",
+          "calls",
+          "periods",
+          "cdot",
+          "leq",
+          "Important",
+          "similar",
+          "Binomial",
+          "FACT",
+          "approximates",
+          "Bin",
+          "small",
+          "np",
+          "moderate",
+          "size",
+          "THEOREM",
+          "parameters",
+          "rightarrow",
+          "PROOF",
+          "See",
+          "class",
+          "textbook",
+          "Summary",
+          "Theorem",
+          "This",
+          "theorem",
+          "suppose",
+          "Thus0",
+          "approximate",
+          "possession",
+          "letting",
+          "approx",
+          "When",
+          "assume",
+          "Another",
+          "consequence",
+          "successes",
+          "And",
+          "trials",
+          "treated",
+          "variable",
+          "NOTE",
+          "Why",
+          "approximately",
+          "prob",
+          "error",
+          "01",
+          "letters",
+          "1000",
+          "approximated",
+          "accidents",
+          "accident",
+          "drives",
+          "high",
+          "Example",
+          "Here",
+          "showing",
+          "heads",
+          "biased",
+          "coin",
+          "toss",
+          "10",
+          "actual",
+          "binom"
+        ],
+        "keywords": [
+          "Poisson",
+          "mean",
+          "variance"
+        ],
+        "connect_to": [
+          {
+            "target": "2a02afef-b752-5e43-9048-df4d031e2a63",
+            "relation": "embeds",
+            "ref": "[images/image-15-$$ _- Summ.jpg]",
+            "position": {
+              "start": 3853,
+              "end": 3885
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "cc9e8a27-8286-5afd-9539-797b90b01d86",
+      "type": "text",
+      "content": "",
+      "path": "Notes.pdf/CHAPTER 6/Some Discrete Distributions/6.3. Other Discrete Distributions",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "a8928d64-8f39-55f8-8dd1-a4f55127f548",
+      "type": "text",
+      "content": "\\- We say $X$ is uniform, and write this as $X \\sim \\text{uniform}(n)$ , if $X \\in \\{1, 2, \\ldots, n\\}$ and\n$$\np _ {X} (i) = \\mathbb {P} (X = i) = \\frac {1}{n} \\text { for } i = 1, 2, \\dots , n.\n$$\n\\- $\\underline{\\text{Exercise:}}$ $\\mathbb{E}X = \\sum_{i=1}^{n} i\\frac{1}{n} = \\frac{1}{n}\\sum_{i=1}^{n} i = \\frac{1}{n}\\frac{n(n-1)}{2} = \\frac{n-1}{2}$ and find $\\operatorname{Var}X$ .",
+      "path": "Notes.pdf/CHAPTER 6/Some Discrete Distributions/6.3. Other Discrete Distributions/• Uniform Distribution:",
+      "metadata": {
+        "length": 384,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "tokens": [
+          "We",
+          "uniform",
+          "write",
+          "sim",
+          "text",
+          "ldots",
+          "mathbb",
+          "frac",
+          "dots",
+          "underline",
+          "Exercise",
+          "sum",
+          "find",
+          "operatorname",
+          "Var"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "9d0b3bc7-4b1d-5ba1-a99a-bb62a618b7f4",
+      "type": "text",
+      "content": "- Experiment: Suppose that independent trials are held until success occurs. Trials are stopped once success happens. Let $p$ be the probability of having a success in each trial.\n- Let $X =$ \"number of trials required until first success occurs\". Thus $X \\in \\{1,2,3,4,\\ldots\\}$ Here we have\n$$\np _ {X} (i) = \\mathbb {P} (X = i) = (1 - p) ^ {i - 1} p \\text {for} i = 1, 2, 3, 4 \\dots .\n$$\n- We say $X \\sim \\operatorname{geometric}(p)$ .\n- Properties:\n\\* We first double check is indeed a discrete random variable: This follows from what we know about geometric series:\n$$\n\\sum_ {i = 1} ^ {\\infty} \\mathbb {P} (X = i) = \\sum_ {i = 1} ^ {\\infty} (1 - p) ^ {i - 1} p = \\frac {p}{1 - (1 - p)} = 1.\n$$\n\\* Mean: Recall that by differentiation of the geometric series, we came up with the formula $\\sum_{n=0}^{\\infty} nx^{n-1} = \\frac{1}{(1-x)^2}$ , so that\n$$\n\\begin{array}{l} \\mathbb {E} X = \\sum_ {i = 1} ^ {\\infty} i \\mathbb {P} (X = i) \\\\ = \\sum_ {i = 1} ^ {\\infty} i (1 - p) ^ {i - 1} p \\\\ = \\frac {p}{(1 - (1 - p)) ^ {2}} = \\frac {1}{p}. \\\\ \\end{array}\n$$\n\\* Variance:(Leave as Exercise for student) Note that\n$$\n\\mathbb {E} X ^ {2} = \\sum_ {i = 1} ^ {\\infty} i ^ {2} (1 - p) ^ {i - 1} p. (\\star)\n$$\nThus we can differentiate $\\sum_{n=1}^{\\infty} nx^{n-1} = \\frac{1}{(1-x)^2}$ again to get $\\sum_{n=2}^{\\infty} n(n-1)x^{n-2} = \\frac{2}{(1-x)^3}$ .\n\\* From this we will attempt to get $EX^{2}$ in ( $\\star$ ) by splitting the sum up:\n$$\n\\sum_ {n = 2} ^ {\\infty} n (n - 1) (1 - p) ^ {n - 2} = \\frac {2}{(1 - (1 - p)) ^ {3}} = \\frac {2}{p ^ {3}},\n$$\n$$\n\\sum_ {n = 2} ^ {\\infty} n (n - 1) (1 - p) ^ {n - 2} p = \\frac {2}{p ^ {2}}, \\text { now   split },\n$$\n$$\n\\sum_ {n = 2} ^ {\\infty} n ^ {2} (1 - p) ^ {n - 2} p = \\frac {2}{p ^ {2}} + \\sum_ {n = 2} ^ {\\infty} n (1 - p) ^ {n - 2} p\n$$\n$$\n(1 - p) ^ {- 1} \\sum_ {n = 1} ^ {\\infty} n ^ {2} (1 - p) ^ {n - 1} p = \\frac {2}{p ^ {2}} + \\sum_ {n = 2} ^ {\\infty} n (1 - p) ^ {n - 2} p + (1 - p) ^ {- 1} p\n$$\n$$\n\\begin{array}{l} (1 - p) ^ {- 1} \\mathbb {E} X ^ {2} = \\frac {2}{p ^ {2}} + (1 - p) ^ {- 1} \\sum_ {n = 1} ^ {\\infty} n (1 - p) ^ {n - 1} p \\\\ = \\frac {2}{p ^ {2}} + (1 - p) ^ {- 1} \\frac {1}{p} \\\\ \\end{array}\n$$\nThus\n$$\n\\begin{array}{l} \\mathbb {E} X ^ {2} = \\frac {2 (1 - p)}{p ^ {2}} + \\frac {1}{p} \\\\ = \\frac {2 - 2 p + p}{p ^ {2}} = \\frac {2 - p}{p ^ {2}} \\\\ \\end{array}\n$$\n\\* So Thus\n$$\n\\begin{array}{l} \\operatorname{Var} X = \\mathbb {E} X ^ {2} - (\\mathbb {E} X) ^ {2} = \\frac {2 - p}{p ^ {2}} - \\frac {1}{p ^ {2}} \\\\ = \\frac {(1 - p)}{p ^ {2}} \\\\ \\end{array}\n$$\n\\- Example1: An urn contains 10 white balls and 15 black balls. Balls are randomly selected, one at a time, until a black one is obtained. If we assume that each ball selected is replaced before the next one is drawn, what is the probability.\n\\- Part (a): Exactly 6 draws are needed?\n\\* X = number of draws needed to select a black ball, the probability of success is\n$$\np = \\frac {1 5}{1 0 + 1 5} = \\frac {1 5}{2 5} = . 6.\n$$\n\\* Thus\n$$\n\\mathbb {P} (X = 6) = (. 4) ^ {6 - 1} (. 6) = . 0 0 6 1 4 4\n$$\n\\- Part (a): What is the expected number of draws in this game?\n\\* Since $X \\sim$ geometric(.6) then\n$$\n\\mathbb {E} X = \\frac {1}{p} = \\frac {1 0}{6} = 1. \\bar {6}\n$$\n\\- Part (c)(Extra Problem to be done at home) Find exactly that probability at least $k$ draws are needed?\n\\* We have that\n$$\n\\begin{array}{l} \\mathbb {P} (X \\geq k) = \\sum_ {n = k} ^ {\\infty} \\mathbb {P} (X = k) \\\\ = \\sum_ {n = k} ^ {\\infty} (. 4) ^ {n - 1} (. 6) \\\\ = (. 6) (. 4) ^ {- 1} \\sum_ {n = k} ^ {\\infty} (. 4) ^ {n} \\\\ = (. 6) (. 4) ^ {- 1} (. 4) ^ {k} \\sum_ {n = 0} ^ {\\infty} (. 4) ^ {n} \\\\ = (. 6) (. 4) ^ {k - 1} \\frac {1}{1 - . 4} \\\\ = (. 4) ^ {k - 1}. \\\\ \\end{array}\n$$\n\\- Note: This could have been done for a general $p$ . Thus\n$$\n\\mathbb {P} (X \\geq k) = (1 - p) ^ {k - 1}.\n$$\n\\- Negative Binomial(Need to know for Actuarial Exam):\n\\- Experiment: Suppose that independent trials are held with probability $p$ of having a success. The trials are perfomed until a total of $r$ successes are accumulated.\n\\* Let $X$ equal the number of trials required to obtain $r$ successes. Here we have\n$$\n\\mathbb {P} \\left(X = n\\right) = \\binom{n - 1}{r - 1} p ^ {r} \\left(1 - p\\right) ^ {n - r} \\text {   for   } n = r, r + 1, \\ldots .\n$$\n- We say $X \\sim \\text{NegativeBinomial}(r, p)$ .\n- Properties:\n\\* This is a probability mass function. Can check that $\\sum_{n=r}^{\\infty}\\mathbb{P}(X=n)=1$ .\n\\* Mean:\n$$\n\\mathbb {E} X = \\frac {r}{p}.\n$$\n\\* Variance:\n$$\n\\operatorname{Var} (X) = \\frac {r (1 - p)}{p ^ {2}}.\n$$\n\\- Note that $\\operatorname{Geometric}(p) = \\text{NegativeBinomial}(1, p)$ .\n\\- Example: Find the expected value of the number of times one must throw a die until the outcome 1 has occurred 4 times.\n\\- Solution: $X \\sim \\text{NegativeBinomial}\\left(4, \\frac{1}{6}\\right)$ . So\n$$\n\\mathbb {E} X = \\frac {4}{\\frac {1}{6}} = 2 4.\n$$\n• Hypergeometric Distribution(Need to know for Actuarial Exam):\n\\- Experiment: Suppose that a sample of size $n$ is to be chosen randomly (without replacement) from an urn containing $N$ balls, of which $m$ are white and $N - m$ are black.\n\\* Let $X$ equal the number of white balls selected. Then\n$$\n\\mathbb {P} \\left(X = i\\right) = \\frac {\\binom{m}{i} \\binom{N - m}{n - i}}{\\binom{N}{n}} \\text {   for   } n = 0, 1, \\ldots , n.\n$$\n\\- We say $X \\sim \\text{Hypergeometric}(n, N, m)$ .\n\\- Properties:\n\\* Mean:\n$$\n\\mathbb {E} X = \\frac {n m}{N}.\n$$\n\\* Variance:\n$$\n\\operatorname{Var} (X) = n \\frac {m}{N} \\left(1 - \\frac {m}{N}\\right) \\left(1 - \\frac {n - 1}{N - 1}\\right).\n$$",
+      "path": "Notes.pdf/CHAPTER 6/Some Discrete Distributions/6.3. Other Discrete Distributions/- Geometric Distribution:",
+      "metadata": {
+        "length": 5515,
+        "summary": "The passage covers three discrete probability distributions: Geometric, Negative Binomial, and Hypergeometric. For the Geometric distribution (number of trials until first success), it provides the probability mass function, mean (1/p), and variance ((1-p)/p^2), with an example involving drawing balls from an urn. The Negative Binomial distribution (trials until r successes) is introduced with its mean (r/p) and variance (r(1-p)/p^2), noting that Geometric is a special case with r=1. The Hypergeometric distribution (sampling without replacement) is defined with its mean (nm/N) and variance formula. Examples include calculating probabilities and expected values for specific scenarios.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "tokens": [
+          "Experiment",
+          "Suppose",
+          "independent",
+          "trials",
+          "held",
+          "success",
+          "occurs",
+          "Trials",
+          "stopped",
+          "Let",
+          "probability",
+          "trial",
+          "number",
+          "required",
+          "Thus",
+          "ldots",
+          "Here",
+          "mathbb",
+          "text",
+          "dots",
+          "We",
+          "sim",
+          "operatorname",
+          "geometric",
+          "Properties",
+          "double",
+          "check",
+          "discrete",
+          "random",
+          "variable",
+          "This",
+          "series",
+          "sum",
+          "infty",
+          "frac",
+          "Mean",
+          "Recall",
+          "differentiation",
+          "formula",
+          "nx",
+          "begin",
+          "array",
+          "end",
+          "Variance",
+          "Leave",
+          "Exercise",
+          "student",
+          "Note",
+          "star",
+          "differentiate",
+          "From",
+          "attempt",
+          "EX",
+          "splitting",
+          "split",
+          "So",
+          "Var",
+          "Example1",
+          "An",
+          "urn",
+          "10",
+          "white",
+          "balls",
+          "15",
+          "black",
+          "Balls",
+          "randomly",
+          "selected",
+          "time",
+          "obtained",
+          "If",
+          "assume",
+          "ball",
+          "replaced",
+          "drawn",
+          "Part",
+          "Exactly",
+          "draws",
+          "needed",
+          "select",
+          "What",
+          "expected",
+          "game",
+          "Since",
+          "bar",
+          "Extra",
+          "Problem",
+          "home",
+          "Find",
+          "geq",
+          "general",
+          "Negative",
+          "Binomial",
+          "Need",
+          "Actuarial",
+          "Exam",
+          "The",
+          "perfomed",
+          "total",
+          "successes",
+          "accumulated",
+          "equal",
+          "obtain",
+          "left",
+          "binom",
+          "NegativeBinomial",
+          "mass",
+          "function",
+          "Can",
+          "Geometric",
+          "Example",
+          "times",
+          "throw",
+          "die",
+          "outcome",
+          "occurred",
+          "Solution",
+          "Hypergeometric",
+          "Distribution",
+          "sample",
+          "size",
+          "chosen",
+          "replacement",
+          "Then"
+        ],
+        "keywords": [
+          "Geometric Distribution",
+          "Negative Binomial",
+          "Hypergeometric"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "82f234b4-a734-54c1-8efc-d9bfc79d351f",
+      "type": "text",
+      "content": "",
+      "path": "Notes.pdf/CHAPTER 7",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "cf49bf4d-a522-5943-bb72-a1fbaa007e10",
+      "type": "text",
+      "content": "",
+      "path": "Notes.pdf/CHAPTER 7/Continuous Random Variables",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "c0ec30dc-b519-5f65-935a-a22278e58874",
+      "type": "text",
+      "content": "DEFINITION. A random variable $X$ is said to have a continuous distribution if there exists a non-negative function $f$ such that\n$$\n\\mathbb {P} (a \\leq X \\leq b) = \\int_ {a} ^ {b} f (x) d x\n$$\nfor every $a$ and $b$ . [Sometimes we write that for nice sets $B \\subset \\mathbb{R}$ we have $\\mathbb{P}(X \\in B) = \\int_{B} f(x) dx$ .]\nWe call $f$ the pdf (probability density function) for $X$ . Sometime we we the notation $f_{X}$ to signify $f_{X}$ corresponds to the pdf of $X$ . We sometimes call $f_{X}$ the density of $X$ .\n\\- In fact, any function $f$ satisfying the following two properties is called a density, and could be considered a pdf of some random variable $X$ :\n(1) $f(x)\\geq 0$ for all $x$\n(2) $\\int_{-\\infty}^{\\infty} f(x) dx = 1$ .\n\\- Important Note!\n- (1) In this case $X: S \\to \\mathbb{R}$ and the could attain uncountably many values (doesn't have to discrete)\n- (2) $\\int_{-\\infty}^{\\infty} f(x) dx = \\mathbb{P}(-\\infty < X < \\infty) = 1$ .\n- (3) $\\mathbb{P}(X = a) = \\int_{a}^{a} f(x) dx = 0$ .\n- (4) $\\mathbb{P}(X < a) = \\mathbb{P}(X \\leq a) = F(a) = \\int_{-\\infty}^{a} f(x) dx$ .\n\\* Recall that $F$ is the cdf of $X$ .\n\\- (5) Draw a pdf of $X$\n\\* Note that $\\mathbb{P}(a < X < b)$ is just the area under the curve.\n\\- Remark: What are some random variables that are considered continuous?\n- Let $X$ be the time it takes it take for a student to finish a probability exam. $X \\in (0, \\infty)$ .\n- Let $X$ be the value of a Apple's stock price at the end of the day. Again $X \\in [0, \\infty)$ .\n- Let $X$ be the height of a college student.\n- Any sort of continuous measurement can be considered a continuous random variable.\n• Example1: Suppose we are given\n$$\nf (x) = \\left\\{ \\begin{array}{l l} \\frac {c}{x ^ {3}} & x \\geq 1 \\\\ 0 & x <   1 \\end{array} \\right.\n$$\nis the pdf of $X$ . What must the value of $c$ be?\n\\- Solution: We would need\n$$\n1 = \\int_ {- \\infty} ^ {\\infty} f (x) d x = c \\int_ {1} ^ {\\infty} \\frac {1}{x ^ {3}} d x = \\frac {c}{2},\n$$\nthus c = 2.\n• Example2: Suppose we are given\n$$\nf _ {X} (x) = \\left\\{ \\begin{array}{l l} \\frac {2}{x ^ {3}} & x \\geq 1 \\\\ 0 & x <   1 \\end{array} \\right.\n$$\nis the pdf of $X$ from Example1.\n\\- Part (a): Find the c.d.f, $F_{X}(x)$ .\n\\* Solution: First we check that if x < 1 then\n$$\nF _ {x} (x) = \\mathbb {P} (X \\leq x) = \\int_ {- \\infty} ^ {x} f _ {X} (y) d y = \\int_ {- \\infty} ^ {x} 0 d y = 0.\n$$\nNow when $x \\geq 1$ we have\n$$\n\\begin{array}{l} F _ {X} (x) = \\mathbb {P} (X \\leq x) = \\int_ {- \\infty} ^ {x} f _ {X} (y) d y \\\\ = \\int_ {- \\infty} ^ {1} 0 d y + \\int_ {1} ^ {x} \\frac {2}{y ^ {3}} d y \\\\ = \\int_ {1} ^ {x} \\frac {2}{y ^ {3}} d y \\\\ = 1 - \\frac {1}{x ^ {2}}. \\\\ \\end{array}\n$$\nthus\n$$\nF _ {X} (x) = \\left\\{ \\begin{array}{l l} 1 - \\frac {1}{x ^ {2}} & x \\geq 1 \\\\ x & x <   1 \\end{array} \\right.\n$$\n\\- Part (b): Use the cdf in Part (a) to help you find $\\mathbb{P}(3\\leq X\\leq 4)$ .\n\\* Solution: We have\n$$\n\\begin{array}{l} \\mathbb {P} (3 \\leq X \\leq 4) = \\mathbb {P} (X \\leq 4) - \\mathbb {P} (X <   3) \\\\ = F _ {X} (4) - F _ {X} (3) \\\\ = \\left(1 - \\frac {1}{4 ^ {2}}\\right) - \\left(1 - \\frac {1}{3 ^ {2}}\\right) = \\frac {7}{1 4 4}. \\\\ \\end{array}\n$$\n\\- Fact: For continuous R.V we have the following useful relationship\n\\- Since $F(x) = \\int_{-\\infty}^{x} f(y) dy$ then by the fundament at theorem of calculus (Do you remember this form Calculus 1 or 2?)\n$$\nF ^ {\\prime} (x) = f (x).\n$$\n\\- This means that for continuous random variables, the derivative of the CDF is the PDF!\n\\- Example3: Let\n$$\nf (x) = \\left\\{ \\begin{array}{l l} c e ^ {- 2 x} & x \\geq 0 \\\\ 0 & x <   0 \\end{array} \\right.\n$$\nFind c.\n\\- Solution: $c = 2$ .",
+      "path": "Notes.pdf/CHAPTER 7/Continuous Random Variables/7.1. Intro to continuous R.V",
+      "metadata": {
+        "length": 3617,
+        "summary": "This text defines continuous random variables and their probability density functions (PDFs). It states that a random variable X has a continuous distribution if there exists a non-negative function f such that probabilities are integrals of f. The PDF must satisfy f(x) ≥ 0 and integrate to 1 over all real numbers. Key properties include that P(X = a) = 0 and the cumulative distribution function (CDF) F(x) is the integral of the PDF from negative infinity to x. The derivative of the CDF equals the PDF. Examples demonstrate finding a constant c in a PDF and computing probabilities using the CDF.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "tokens": [
+          "DEFINITION",
+          "random",
+          "variable",
+          "continuous",
+          "distribution",
+          "exists",
+          "negative",
+          "function",
+          "mathbb",
+          "leq",
+          "int",
+          "Sometimes",
+          "write",
+          "nice",
+          "sets",
+          "subset",
+          "dx",
+          "We",
+          "call",
+          "pdf",
+          "probability",
+          "density",
+          "Sometime",
+          "notation",
+          "signify",
+          "corresponds",
+          "In",
+          "fact",
+          "satisfying",
+          "properties",
+          "called",
+          "considered",
+          "geq",
+          "infty",
+          "Important",
+          "Note",
+          "case",
+          "attain",
+          "uncountably",
+          "values",
+          "doesn",
+          "discrete",
+          "Recall",
+          "cdf",
+          "Draw",
+          "area",
+          "curve",
+          "Remark",
+          "What",
+          "variables",
+          "Let",
+          "time",
+          "takes",
+          "student",
+          "finish",
+          "exam",
+          "Apple",
+          "stock",
+          "price",
+          "end",
+          "day",
+          "Again",
+          "height",
+          "college",
+          "Any",
+          "sort",
+          "measurement",
+          "Example1",
+          "Suppose",
+          "left",
+          "begin",
+          "array",
+          "frac",
+          "Solution",
+          "Example2",
+          "Part",
+          "Find",
+          "First",
+          "check",
+          "Now",
+          "Use",
+          "find",
+          "Fact",
+          "For",
+          "relationship",
+          "Since",
+          "dy",
+          "fundament",
+          "theorem",
+          "calculus",
+          "Do",
+          "remember",
+          "form",
+          "Calculus",
+          "prime",
+          "This",
+          "means",
+          "derivative",
+          "CDF",
+          "PDF",
+          "Example3"
+        ],
+        "keywords": [
+          "PDF",
+          "CDF",
+          "continuous"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "518ec1c0-44c8-5851-b7e8-86a65a042fdf",
+      "type": "image",
+      "content": "\n$$ PROPOSITION. If $X$ is a continuous $R.V.$ with pdf $f(x)$ , then for any real valued function $g$ ,0\n[images/image-16-$$ PROPOSI.jpg]\n",
+      "path": "images/image-16-$$ PROPOSI.jpg",
+      "metadata": {
+        "length": 139,
+        "summary": "image-16\n$$ PROPOSITION. If $X$ is a continuous $R.V.$ with pdf $f(x)$ , then for any real valued function $g$ ,0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "file_path": "images/image-16-$$ PROPOSI.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "ed52bb50-398e-5ecb-9c04-c710dc961e9e",
+      "type": "text",
+      "content": "\\- Recall that if $p(x)$ is the pmf (density) of a discrete random variable, we had\n$$\n\\mathbb {E} X = \\sum_ {i = 1} ^ {\\infty} x _ {i} p (x _ {i}).\n$$\nDEFINITION. If $X$ is continuous with density $f(x)$ then\n$$\n\\mathbb {E} X = \\int_ {- \\infty} ^ {\\infty} x f (x) d x.\n$$\n• Example1: Suppose X has density\n$$\nf (x) = \\left\\{ \\begin{array}{l l} 2 x & 0 \\leq x \\leq 1 \\\\ 0 & \\text { otherwise } \\end{array} \\right..\n$$\nFind $\\mathbb{E}X$ .\n\\- Solution: We have that\n$$\n\\begin{array}{l} \\mathbb {E} [ X ] = \\int_ {- \\infty} ^ {\\infty} x f (x) d x \\\\ = \\int_ {0} ^ {1} x \\cdot 2 x d x \\\\ = \\frac {2}{3}. \\\\ \\end{array}\n$$\nTHEOREM 9. If $X$ and $Y$ are continuous random variable then\n(a) $\\mathbb{E}[X + Y] = \\mathbb{E}X + \\mathbb{E}Y.$\n(b) $E[aX]=aE X$ where $a\\in R$ .\nPROOF. See textbook. It will be shown later.\n\n$$ PROPOSITION. If $X$ is a continuous $R.V.$ with pdf $f(x)$ , then for any real valued function $g$ ,0\n[images/image-16-$$ PROPOSI.jpg]\n\nPROPOSITION. If $X$ is a continuous $R.V.$ with pdf $f(x)$ , then for any real valued function $g$ ,\n$$\n\\mathbb {E} \\left[ g (X) \\right] = \\int_ {- \\infty} ^ {\\infty} g (x) f (x) d x.\n$$\n• Example2: The density of X is given by\n$$\nf (x) = \\left\\{ \\begin{array}{l l} \\frac {1}{2} & \\text { if } 0 \\leq x \\leq 2 \\\\ 0 & \\text { otherwise } \\end{array} \\right..\n$$\nFind $\\mathbb{E}\\left[e^{X}\\right]$ .\n\\- Solution: From the previous proposition we have that $g(x) = e^{x}$ in this case thus\n$$\n\\mathbb {E} e ^ {X} = \\int_ {0} ^ {2} e ^ {x} \\cdot \\frac {1}{2} d x = \\frac {1}{2} \\left[ e ^ {2} - 1 \\right].\n$$\nLEMMA 10. For nonnegative random variable $Y \\geq 0$ we have\n$$\n\\mathbb {E} Y = \\int_ {0} ^ {\\infty} \\mathbb {P} (Y > y) d y.\n$$\n\\- Bonus:\n\\- This proof is a good practice with interchanging order of integrals in Multivariable Calculus.\nPROOF. Recall that dxdy means Right-Left and dydx means Top-Bottom.\n$$\n\\begin{array}{l} \\int_ {0} ^ {\\infty} \\mathbb {P} (Y > y) d y = \\int_ {0} ^ {\\infty} \\int_ {y} ^ {\\infty} f _ {Y} (x) d x d y \\\\ = \\int \\int_ {D} f _ {Y} (x) d y d x, \\text {   interchange   order   in   Calc   III   } \\\\ = \\int_ {0} ^ {\\infty} \\int_ {0} ^ {x} f _ {Y} (x) d y d x \\text { draw   the   region   to   do   this } \\\\ = \\int_ {0} ^ {\\infty} x f _ {Y} (x) d x \\\\ = \\mathbb {E} X. \\\\ \\end{array}\n$$\n\\- Variance:\n\\- Will be define in the same way as we did with discrete random variable:\n$$\n\\operatorname{Var} (X) = \\mathbb {E} \\left[ (X - \\mu) ^ {2} \\right]\n$$\n$$\n\\operatorname{Var} (X) = \\mathbb {E} X ^ {2} - (\\mathbb {E} X) ^ {2}.\n$$\n\\- As before\n$$\n\\operatorname{Var} (a X + b) = a ^ {2} \\operatorname{Var} (X).\n$$\n\\- Example3: (Example 1 continued) Suppose $X$ has density\n$$\nf (x) = \\left\\{ \\begin{array}{l l} 2 x & 0 \\leq x \\leq 1 \\\\ 0 & \\text { otherwise } \\end{array} \\right..\n$$\nFind $\\operatorname{Var}(X)$ .\n\\- Solution: From Example 1 we found $\\mathbb{E}[X] = \\frac{2}{3}$ . Now\n$$\n\\begin{array}{l} \\mathbb {E} \\left[ X ^ {2} \\right] = \\int_ {0} ^ {1} x ^ {2} \\cdot 2 x d x = 2 \\int_ {0} ^ {1} x ^ {3} d x \\\\ = \\frac {1}{2}. \\\\ \\end{array}\n$$\nThus\n$$\n\\operatorname{Var} (X) = \\frac {1}{2} - \\left(\\frac {2}{3}\\right) ^ {2} = \\frac {1}{1 8}.\n$$\n• Example4: Suppose X has density\n$$\nf (x) = \\left\\{ \\begin{array}{l l} a x + b & 0 \\leq x \\leq 1 \\\\ 0 & \\text { otherwise } \\end{array} \\right..\n$$\nand that $\\mathbb{E}\\left[X^2\\right] = \\frac{1}{6}$ . Find the values of $a$ and $b$ .\n\\- Solution: We need to use the fact that $\\int_{-\\infty}^{\\infty}f(x)dx = 1$ and $\\mathbb{E}\\left[X^2\\right] = \\frac{1}{6}$ . The first one gives us,\n$$\n1 = \\int_ {0} ^ {1} (a x + b) d x = \\frac {a}{2} + b\n$$\nand the second one give us\n$$\n\\frac {1}{6} = \\int_ {0} ^ {1} x ^ {2} (a x + b) d x = \\frac {a}{4} + \\frac {b}{3}.\n$$\nSolving these equations gives us\n$$\na = - 2, \\text {   and   } b = 2.\n$$",
+      "path": "Notes.pdf/CHAPTER 7/Continuous Random Variables/7.2. Expectation and Variance",
+      "metadata": {
+        "length": 3771,
+        "summary": "This passage defines expectation for continuous random variables using integrals, presents properties like linearity, and introduces variance. Examples compute E[X] and Var(X) for given densities, and solve for parameters using moment conditions.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "tokens": [
+          "Recall",
+          "pmf",
+          "density",
+          "discrete",
+          "random",
+          "variable",
+          "mathbb",
+          "sum",
+          "infty",
+          "DEFINITION",
+          "If",
+          "continuous",
+          "int",
+          "Example1",
+          "Suppose",
+          "left",
+          "begin",
+          "array",
+          "leq",
+          "text",
+          "end",
+          "Find",
+          "Solution",
+          "We",
+          "cdot",
+          "frac",
+          "THEOREM",
+          "aX",
+          "aE",
+          "PROOF",
+          "See",
+          "textbook",
+          "It",
+          "shown",
+          "PROPOSITION",
+          "pdf",
+          "real",
+          "valued",
+          "function",
+          "Example2",
+          "The",
+          "From",
+          "previous",
+          "proposition",
+          "case",
+          "LEMMA",
+          "10",
+          "For",
+          "nonnegative",
+          "geq",
+          "Bonus",
+          "This",
+          "proof",
+          "good",
+          "practice",
+          "interchanging",
+          "order",
+          "integrals",
+          "Multivariable",
+          "Calculus",
+          "dxdy",
+          "means",
+          "Right",
+          "Left",
+          "dydx",
+          "Top",
+          "Bottom",
+          "interchange",
+          "Calc",
+          "III",
+          "draw",
+          "region",
+          "Variance",
+          "Will",
+          "define",
+          "operatorname",
+          "Var",
+          "mu",
+          "As",
+          "Example3",
+          "Example",
+          "continued",
+          "found",
+          "Now",
+          "Thus",
+          "Example4",
+          "values",
+          "fact",
+          "dx",
+          "give",
+          "Solving",
+          "equations"
+        ],
+        "keywords": [
+          "Expectation",
+          "Variance",
+          "Continuous"
+        ],
+        "connect_to": [
+          {
+            "target": "518ec1c0-44c8-5851-b7e8-86a65a042fdf",
+            "relation": "embeds",
+            "ref": "[images/image-16-$$ PROPOSI.jpg]",
+            "position": {
+              "start": 919,
+              "end": 951
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "43b72c77-8861-5334-97f9-e0cdd65b87c3",
+      "type": "text",
+      "content": "\\- A continuous random variable is said to be uniformly distributed on the interval $[a, b]$ if\n$$\nf _ {X} (x) = \\left\\{ \\begin{array}{l l} \\frac {1}{b - a} & a \\leq x \\leq b \\\\ 0 & \\text { otherwise } \\end{array} \\right..\n$$\n- So $X$ can only attain values in $X \\in [a, b]$ .\n- We say $X \\sim \\text{Uniform}(a, b)$ .\n- The cdf is\n$$\nF _ {X} (x) = \\left\\{ \\begin{array}{l l} 0 & x <   a \\\\ \\frac {x - a}{b - a} & a \\leq x \\leq b \\\\ 1 & x > b \\end{array} \\right..\n$$\n\\- Example1: Suppose $X \\sim \\text{Uniform}(a, b)$ Part (a) Find the mean of $X$ . Part (b) Find the variance of $X$ .\n\\- Part (a): We compute\n$$\n\\begin{array}{l} \\mathbb {E} X = \\int_ {- \\infty} ^ {\\infty} x f _ {X} (x) d x = \\int_ {a} ^ {b} x \\frac {1}{b - a} d x \\\\ = \\frac {1}{b - a} \\left(\\frac {b ^ {2}}{2} - \\frac {a ^ {2}}{2}\\right) = \\frac {a + b}{2}. \\\\ \\end{array}\n$$\n\\* Which makes sense right? It should be the midpoint of the interval $[a, b]$ .\n\\- Part(b): We compute first the second moment\n$$\n\\begin{array}{l} \\mathbb {E} X ^ {2} = \\int_ {a} ^ {b} x ^ {2} \\frac {1}{b - a} d x = \\frac {1}{b - a} \\left(\\frac {b ^ {3}}{3} - \\frac {a ^ {3}}{3}\\right) \\\\ = \\frac {1}{3} \\frac {1}{b - a} (b - a) (a ^ {2} + a b + b ^ {2}) \\\\ = \\frac {a ^ {2} + a b + b ^ {2}}{3}. \\\\ \\end{array}\n$$\nThus after some algebra\n$$\n\\operatorname{Var} X = \\frac {a ^ {2} + a b + b ^ {2}}{3} - \\left(\\frac {a + b}{2}\\right) ^ {2} = \\frac {(b - a) ^ {2}}{1 2}.\n$$",
+      "path": "Notes.pdf/CHAPTER 7/Continuous Random Variables/7.3. The uniform Random Variable",
+      "metadata": {
+        "length": 1416,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "tokens": [
+          "continuous",
+          "random",
+          "variable",
+          "uniformly",
+          "distributed",
+          "interval",
+          "left",
+          "begin",
+          "array",
+          "frac",
+          "leq",
+          "text",
+          "end",
+          "So",
+          "attain",
+          "values",
+          "We",
+          "sim",
+          "Uniform",
+          "The",
+          "cdf",
+          "Example1",
+          "Suppose",
+          "Part",
+          "Find",
+          "variance",
+          "compute",
+          "mathbb",
+          "int",
+          "infty",
+          "Which",
+          "makes",
+          "sense",
+          "It",
+          "midpoint",
+          "moment",
+          "Thus",
+          "algebra",
+          "operatorname",
+          "Var"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "078f595d-28b9-51b0-94cb-61f578b8b059",
+      "type": "text",
+      "content": "\\- Suppose we are given the pd.f.\n$$\nf (x) = \\left\\{ \\begin{array}{l l} 9 e ^ {- 9 x} & x \\geq 0 \\\\ 0 & x <   0 \\end{array} \\right.\n$$\n\\- Part (a): Set up integral to find $F_{X}(x)$ :\n\\* We have for $x > 0$ , that\n$$\nF _ {X} (x) = \\int_ {0} ^ {x} 9 e ^ {- 9 y} d y = 1 - e ^ {- 9 x},\n$$\nso that\n$$\nF _ {X} (x) = \\left\\{ \\begin{array}{l l} 1 - e ^ {- 9 x} & x \\geq 0 \\\\ 0 & x <   0 \\end{array} \\right. /\n$$\n\\- Part (b): Set up integral to find $\\mathbb{P}(1 < X < 5)$\n$$\n* \\int_ {1} ^ {5} 9 e ^ {- 9 x} d x\n$$\n\\- Part (c): Set up integral to find $\\mathbb{P}(X > 3)$\n$$\n* \\int_ {3} ^ {\\infty} 9 e ^ {- 9 x} d x.\n$$\n\\- Part (s): Set up integral to find $\\mathbb{P}(X < 2)$\n$$\n* \\int_ {0} ^ {2} 9 e ^ {- 9 x} d x.\n$$",
+      "path": "Notes.pdf/CHAPTER 7/Continuous Random Variables/7.4. More practice",
+      "metadata": {
+        "length": 714,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "tokens": [
+          "Suppose",
+          "pd",
+          "left",
+          "begin",
+          "array",
+          "geq",
+          "end",
+          "Part",
+          "Set",
+          "integral",
+          "find",
+          "We",
+          "int",
+          "mathbb",
+          "infty"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "68362ba5-02d4-59ca-bba4-a806a10b903f",
+      "type": "text",
+      "content": "",
+      "path": "Notes.pdf/CHAPTER 8",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "8584178e-8809-5ec0-8f25-810a91a8b5f1",
+      "type": "image",
+      "content": "\n8.1. The normal distribution <details>0\n[images/image-17-Standard Normal Distribution Curve.jpg]\n",
+      "path": "images/image-17-Standard Normal Distribution Curve.jpg",
+      "metadata": {
+        "length": 74,
+        "summary": "image-17\n- Chart Type: Bell curve representing a standard normal distribution (Gaussian distribution)\n- X-axis Range: -3 to 3\n- Center Point: 0 (representing the mean and median)\n- Key Features: Symmetrical shape with peak at x=0, tails extending towards negative and positive infinity",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "file_path": "images/image-17-Standard Normal Distribution Curve.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "95079a7c-b5e5-5a10-841a-919c0a64caef",
+      "type": "table",
+      "content": "<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th>x</th>\n      <th>y</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>-3.0</td>\n      <td>0.000</td>\n    </tr>\n    <tr>\n      <td>-2.5</td>\n      <td>0.047</td>\n    </tr>\n    <tr>\n      <td>-2.0</td>\n      <td>0.169</td>\n    </tr>\n    <tr>\n      <td>-1.5</td>\n      <td>0.362</td>\n    </tr>\n    <tr>\n      <td>-1.0</td>\n      <td>0.540</td>\n    </tr>\n    <tr>\n      <td>-0.5</td>\n      <td>0.728</td>\n    </tr>\n    <tr>\n      <td>0.0</td>\n      <td>1.000</td>\n    </tr>\n    <tr>\n      <td>0.5</td>\n      <td>0.728</td>\n    </tr>\n    <tr>\n      <td>1.0</td>\n      <td>0.540</td>\n    </tr>\n    <tr>\n      <td>1.5</td>\n      <td>0.362</td>\n    </tr>\n    <tr>\n      <td>2.0</td>\n      <td>0.169</td>\n    </tr>\n    <tr>\n      <td>2.5</td>\n      <td>0.047</td>\n    </tr>\n    <tr>\n      <td>3.0</td>\n      <td>0.000</td>\n    </tr>\n  </tbody>\n</table>",
+      "path": "tables/table-2 Symmetric Data.html",
+      "metadata": {
+        "length": 940,
+        "summary": "table-3\nThe table shows x values from -3.0 to 3.0 with corresponding y values peaking at 1.000 when x=0.0, decreasing symmetrically to 0.000 at the extremes.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "file_path": "tables/table-2 Symmetric Data.html",
+        "keywords": [
+          "x values",
+          "y values",
+          "symmetry"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "44ed73ed-4948-5b67-b757-7c31fa97bdde",
+      "type": "image",
+      "content": "\nPROPOSITION 2. If $E$ and $F$ are independent, then $E$ and $F^c$ are independent. \\- Remark: Independence and mutually exclusive, are two different things!0\n[images/image-10-PROPOSITIO.jpg]\n",
+      "path": "images/image-10-PROPOSITIO.jpg_2",
+      "metadata": {
+        "length": 192,
+        "summary": "image-10\nPROPOSITION 2. If $E$ and $F$ are independent, then $E$ and $F^c$ are independent. \\- Remark: Independence and mutually exclusive, are two different things!0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "file_path": "images/image-10-PROPOSITIO.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "515e5017-d557-5d09-99fc-376c8b833ec6",
+      "type": "image",
+      "content": "\n$$ <details>0\n[images/image-18-Standard Normal Distribution Graph.jpg]\n",
+      "path": "images/image-18-Standard Normal Distribution Graph.jpg",
+      "metadata": {
+        "length": 48,
+        "summary": "image-18\n- Chart Title: φ(Z) (PDF function of standard normal distribution)\n- X-Axis Label: Z (Standard Score / Z-score)\n- Y-Axis Label: φ(Z) (Probability Density Function)\n- Key Features:\n  - Bell-shaped curve centered at zero.\n  - Blue shaded area under the curve represents the Cumulative Distribution Function (CDF).\n  - An arrow labeled \"CDF\" points to the shaded region, indicating the probability accumulated up to a specific Z value.\n  - A vertical line marks a specific point on the X-axis labeled \"Z\", defining the upper bound of the shaded CDF area.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "file_path": "images/image-18-Standard Normal Distribution Graph.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "3e1da8fa-2773-5f1b-a652-01c160815d8a",
+      "type": "table",
+      "content": "<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th>Z</th>\n      <th>CDF</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <td>z</td>\n      <td>Peak</td>\n    </tr>\n  </tbody>\n</table>",
+      "path": "tables/table-3 Z and CDF Table.html",
+      "metadata": {
+        "length": 278,
+        "summary": "table-4\nThe table shows Z values and their corresponding CDF, with entries for 0 and z mapping to 0 and Peak respectively.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "file_path": "tables/table-3 Z and CDF Table.html",
+        "keywords": [
+          "CDF",
+          "Peak"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "1c2741ec-e4eb-51e6-b48a-0b57076c9932",
+      "type": "image",
+      "content": "\n• FACT: The 68 - 95 - 99.7 Rule <details>0\n[images/image-19-Normal Distribution Curve.jpg]\n",
+      "path": "images/image-19-Normal Distribution Curve.jpg",
+      "metadata": {
+        "length": 77,
+        "summary": "image-19\n- Chart Title: Normal Distribution (Bell Curve)\n- Axis Labels: Horizontal axis represents standard deviations from the mean ($\\mu$), marked as $-3\\sigma, -2\\sigma, -1\\sigma, \\mu, 1\\sigma, 2\\sigma, 3\\sigma$. Vertical axis is unlabeled but represents probability density.\n- Key Data Points & Percentages:\n    - Central Region ($\\mu \\pm 1\\sigma$): Two sections of 34.1% each (Total 68.2%)\n    - Second Region ($\\pm 1\\sigma$ to $\\pm 2\\sigma$): Two sections of 13.6% each (Total 27.2%)\n    - Third Region ($\\pm 2\\sigma$ to $\\pm 3\\sigma$): Two sections of 2.1% each (Total 4.2%)\n    - Outer Regions (Beyond $\\pm 3\\sigma$): Two sections of 0.1% each (Total 0.2%)",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "file_path": "images/image-19-Normal Distribution Curve.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "a8c29f1b-5148-5953-b396-9a5e56ae50cb",
+      "type": "table",
+      "content": "<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th>Standard Deviation</th>\n      <th>Percentage</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>-3σ</td>\n      <td>0.1%</td>\n    </tr>\n    <tr>\n      <td>-2σ</td>\n      <td>2.1%</td>\n    </tr>\n    <tr>\n      <td>-1σ</td>\n      <td>13.6%</td>\n    </tr>\n    <tr>\n      <td>μ</td>\n      <td>34.1%</td>\n    </tr>\n    <tr>\n      <td>1σ</td>\n      <td>34.1%</td>\n    </tr>\n    <tr>\n      <td>2σ</td>\n      <td>13.6%</td>\n    </tr>\n    <tr>\n      <td>3σ</td>\n      <td>2.1%</td>\n    </tr>\n    <tr>\n      <td>&gt;3σ</td>\n      <td>0.1%</td>\n    </tr>\n  </tbody>\n</table>",
+      "path": "tables/table-4 Normal Distribution.html",
+      "metadata": {
+        "length": 659,
+        "summary": "table-5\nThe table shows the percentage of data within each standard deviation from the mean in a normal distribution, with 34.1% at the mean and decreasing percentages outward.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "file_path": "tables/table-4 Normal Distribution.html",
+        "keywords": [
+          "Standard Deviation",
+          "Percentage",
+          "Normal Distribution"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "c1989fd8-8e37-58e8-a6f2-facd32cb6e30",
+      "type": "text",
+      "content": "8.1. The normal distribution\n\\- We say that $X$ is a normal (Gaussian) random variable, or $X$ is normally distributed with parameters $\\mu$ and $\\sigma^2$ if the density of $X$ is given by\n$$\nf (x) = \\frac {1}{\\sqrt {2 \\pi} \\sigma} e ^ {- (x - \\mu) ^ {2} / \\left(2 \\sigma^ {2}\\right)}.\n$$\n\n8.1. The normal distribution <details>0\n[images/image-17-Standard Normal Distribution Curve.jpg]\n\n<details>\n<summary>line chart</summary>\n\n[tables/table-2 Symmetric Data.html]\n\n</details>\n\\- We'll usually write $X \\sim \\mathcal{N}(\\mu, \\sigma^2)$ .\n\\- Turns out that in practice, many random variable overy the normal distribution\n\\* Grades\n\\* Height of a man or a women\n\\- Note the following:\n\\- If $X \\sim \\mathcal{N}(0,1)$ then\n$$\n\\int_ {- \\infty} ^ {\\infty} \\frac {1}{\\sqrt {2 \\pi}} e ^ {- x ^ {2} / 2} d x = 1.\n$$\n\\- To show this we use polar coordinates. Let $I = \\int_{-\\infty}^{\\infty} e^{-x^2/2} dx = 2 \\int_0^\\infty e^{-x^2/2} dx$ The trick is to write\n$$\n\\begin{array}{l} I ^ {2} = 4 \\int_ {0} ^ {\\infty} \\int_ {0} ^ {\\infty} e ^ {- x ^ {2} / 2} e ^ {- y ^ {2} / 2} d x y \\\\ = 4 \\int_ {0} ^ {\\pi / 2} \\int_ {0} ^ {\\infty} r e ^ {- r ^ {2} / 2} d r = 4 \\cdot \\frac {\\pi}{2} = 2 \\pi , \\\\ \\end{array}\n$$\nThus $I = \\sqrt{2\\pi}$ as needed.\nTHEOREM 11. To help us compute the mean and variance of $X$ its not too hard to show $X \\sim \\mathcal{N}\\left(\\mu, \\sigma^2\\right)$ if and only if\n$$\n\\frac {X - \\mu}{\\sigma} = Z \\text {   where   } Z \\sim \\mathcal {N} (0, 1).\n$$\nPROOF. We only show the ( $\\Longleftrightarrow$ ) direction. Note that\n$$\n\\begin{array}{l} F _ {X} (x) = \\mathbb {P} (X \\leq x) = \\mathbb {P} (\\sigma Z + \\mu \\leq x) \\\\ = \\mathbb {P} \\left(Z \\leq \\frac {x - \\mu}{\\sigma}\\right) \\\\ { = } { F _ { Y } \\left( \\frac { x - \\mu } { \\sigma } \\right) } \\\\ \\end{array}\n$$\nfor $\\sigma > 0$ . Similar for $\\sigma < 0$ . By the chain rule\n$$\n\\begin{array}{l} f _ {X} (x) = F _ {X} ^ {\\prime} (x) \\\\ = F _ {Y} ^ {\\prime} \\left(\\frac {x - \\mu}{\\sigma}\\right) \\frac {1}{\\sigma} \\\\ = \\frac {f _ {Z} \\left(\\frac {x - \\mu}{\\sigma}\\right)}{\\sigma} \\\\ { = } { \\frac { 1 } { \\sigma } \\frac { 1 } { \\sqrt { 2 \\pi } } e ^ { - ( x - \\mu ) ^ { 2 } / ( 2 \\sigma ^ { 2 } ) } . } \\\\ \\end{array}\n$$\n\nPROPOSITION 2. If $E$ and $F$ are independent, then $E$ and $F^c$ are independent. \\- Remark: Independence and mutually exclusive, are two different things!0\n[images/image-10-PROPOSITIO.jpg]\n\n• Summary of the normal distribution:\n\\- If $X \\sim \\mathcal{N}\\left(\\mu, \\sigma^2\\right)$ then $X$ is normally distributed with\n$$\n\\mathbb {E} X = \\mu ,\n$$\n$$\n\\operatorname{Var} (X) = \\sigma^ {2}.\n$$\n\\- If $X \\sim \\mathcal{N}(\\mu, \\sigma^2)$ then $X = \\sigma Z + \\mu$ where $Z \\sim \\mathcal{N}(0,1)$ . We call $Z$ a standard normal random variable.\n\\* A Table of probabilities for Z will be given!!!\n\\* This will be called a z-score table.\n\\- Z scores:\n\\- Because $Z \\sim \\mathcal{N}(0,1)$ is so important we give it's cumulative distribution function (cdf) a name. The distribution $F_Z(x)$ of $Z$ is\n$$\n\\Phi (x) = \\mathbb {P} (Z \\leq x) = \\frac {1}{\\sqrt {2 \\pi}} \\int_ {- \\infty} ^ {x} e ^ {- y ^ {2} / 2} d y.\n$$\n\\- NOTE: A table of $\\Phi(x)$ will be given but only for values of $x > 0$\n\\- Note this is symmetric[ $\\underline{DRAW this}$ ] thus here is an important fact: $\\Phi(-x)=1-\\Phi(x)$\n\n$$ <details>0\n[images/image-18-Standard Normal Distribution Graph.jpg]\n\n<details>\n<summary>area chart</summary>\n\n[tables/table-3 Z and CDF Table.html]\n\n</details>\nTHEOREM 12. If $X \\sim \\mathcal{N}(\\mu, \\sigma)$ then\n$$\n\\mathbb {P} (a <   X <   b) = \\mathbb {P} \\left(\\frac {a - \\mu}{\\sigma} <   Z <   \\frac {b - \\mu}{\\sigma}\\right).\n$$\n\\- Example1: Find $\\mathbb{P}(1 \\leq X \\leq 4)$ if $X \\sim \\mathcal{N}(2, 25)$ .\n\\- $\\underline{\\mathbf{Answer}}$ : Then $\\mu = 2$ and $\\sigma^2 = 25$ thus $\\frac{X - 2}{5} = Z$ so that\n$$\n\\begin{array}{l} \\mathbb {P} (1 \\leq X \\leq 4) = \\mathbb {P} \\left(\\frac {1 - 2}{5} \\leq \\frac {X - 2}{5} \\leq \\frac {4 - 2}{5}\\right) \\\\ = \\mathbb {P} (-. 2 \\leq Z \\leq . 4) \\\\ = \\mathbb {P} (X \\leq . 4) - \\mathbb {P} (X \\leq -. 2) \\\\ = \\Phi (. 4) - \\Phi (- 2) \\\\ = . 6 5 5 4 - (1 - \\Phi (. 2)) \\\\ = . 6 5 5 4 - (1 -. 5 7 9 3). \\\\ \\end{array}\n$$\n\\- Example2: Suppose $X$ is normal with mean 6. If $\\mathbb{P}(X > 16) = .0228$ , then what is the standard deviation of $X$ ?\n\\- $\\underline{\\text{Answer}}$ : We apply our Theorem that says $\\frac{X - \\mu}{\\sigma} = Z$ is $\\mathcal{N}(0,1)$ and get\n$$\n\\begin{array}{l} \\mathbb {P} (X > 1 6) = . 0 2 2 8 \\quad \\Longleftrightarrow \\quad \\mathbb {P} \\left(\\frac {X - 6}{\\sigma} > \\frac {1 6 - 6}{\\sigma}\\right) = . 0 2 2 8 \\\\ \\Longleftrightarrow \\quad \\mathbb {P} \\left(Z > \\frac {1 0}{\\sigma}\\right) = . 0 2 2 8 \\\\ \\Longleftrightarrow \\quad 1 - \\mathbb {P} \\left(Z \\leq \\frac {1 0}{\\sigma}\\right) = . 0 2 2 8 \\\\ \\Longleftrightarrow \\quad 1 - \\Phi \\left(\\frac {1 0}{\\sigma}\\right) = . 0 2 2 8 \\\\ \\Longleftrightarrow \\quad \\Phi \\left(\\frac {1 0}{\\sigma}\\right) = . 9 7 7 2. \\\\ \\end{array}\n$$\nUsing the standard normal table we see that $\\Phi(2) = .9772$ , thus we must have that\n$$\n2 = \\frac {1 0}{\\sigma}\n$$\nand hence $\\sigma = 5$ .\n\\- Example (Extra): Suppose $X \\sim \\mathcal{N}(3,9)$ find $\\mathbb{P}\\left(|X - 3| > 6\\right)$ .\n\\- Answer: Get\n$$\n\\begin{array}{l} \\mathbb {P} (| X - 3 | > 6) = \\mathbb {P} (X - 3 > 6) + \\mathbb {P} (- (X - 3) > 6) \\\\ = \\mathbb {P} (X > 9) + \\mathbb {P} (X <   - 3) \\\\ = \\mathbb {P} (Z > 2) + \\mathbb {P} (Z <   - 2) \\\\ = 1 - \\Phi (2) + \\Phi (- 2) \\\\ = 2 (1 - \\Phi (2)) \\\\ \\approx . 0 4 5 6. \\\\ \\end{array}\n$$\n• FACT: The 68 - 95 - 99.7 Rule\n- About $68\\%$ of all area is contained within 1 standard deviation of the mean\n- About $95\\%$ of all area is contained within 2 standard deviation of the mean\n- About $99.7\\%$ of all area is contained within 3 standard deviation of the mean\n- This can be explained by the following graph:\n\n• FACT: The 68 - 95 - 99.7 Rule <details>0\n[images/image-19-Normal Distribution Curve.jpg]\n\n<details>\n<summary>area chart</summary>\n\n[tables/table-4 Normal Distribution.html]\n\n</details>",
+      "path": "Notes.pdf/CHAPTER 8/Normal Distributions",
+      "metadata": {
+        "length": 5924,
+        "summary": "The text covers the normal (Gaussian) distribution, its density function, properties, and the standard normal random variable Z. It explains that any normal variable X with mean μ and variance σ² can be standardized as Z = (X - μ)/σ, which follows N(0,1). Key results include the cumulative distribution function Φ(x), symmetry property Φ(-x)=1-Φ(x), and the 68-95-99.7 rule stating that about 68%, 95%, and 99.7% of data lies within 1, 2, and 3 standard deviations of the mean, respectively. Examples demonstrate calculating probabilities using Z-scores and finding standard deviation from a given probability.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "tokens": [
+          "8.1",
+          "The",
+          "normal",
+          "distribution",
+          "We",
+          "Gaussian",
+          "random",
+          "variable",
+          "distributed",
+          "parameters",
+          "mu",
+          "sigma",
+          "density",
+          "frac",
+          "sqrt",
+          "pi",
+          "left",
+          "details",
+          "summary",
+          "line",
+          "chart",
+          "ll",
+          "write",
+          "sim",
+          "mathcal",
+          "Turns",
+          "practice",
+          "overy",
+          "Grades",
+          "Height",
+          "man",
+          "women",
+          "Note",
+          "If",
+          "int",
+          "infty",
+          "To",
+          "show",
+          "polar",
+          "coordinates",
+          "Let",
+          "dx",
+          "trick",
+          "begin",
+          "array",
+          "cdot",
+          "end",
+          "Thus",
+          "needed",
+          "THEOREM",
+          "11",
+          "compute",
+          "variance",
+          "hard",
+          "text",
+          "PROOF",
+          "Longleftrightarrow",
+          "direction",
+          "mathbb",
+          "leq",
+          "Similar",
+          "By",
+          "chain",
+          "rule",
+          "prime",
+          "PROPOSITION",
+          "independent",
+          "Remark",
+          "Independence",
+          "mutually",
+          "exclusive",
+          "things",
+          "Summary",
+          "operatorname",
+          "Var",
+          "call",
+          "standard",
+          "Table",
+          "probabilities",
+          "This",
+          "called",
+          "score",
+          "table",
+          "scores",
+          "Because",
+          "important",
+          "give",
+          "cumulative",
+          "function",
+          "cdf",
+          "Phi",
+          "NOTE",
+          "values",
+          "symmetric",
+          "underline",
+          "DRAW",
+          "fact",
+          "area",
+          "12",
+          "Example1",
+          "Find",
+          "25",
+          "mathbf",
+          "Answer",
+          "Then",
+          "Example2",
+          "Suppose",
+          "16",
+          "0228",
+          "deviation",
+          "apply",
+          "Theorem",
+          "quad",
+          "Using",
+          "9772",
+          "Example",
+          "Extra",
+          "find",
+          "Get",
+          "approx",
+          "FACT",
+          "68",
+          "95",
+          "99.7",
+          "Rule",
+          "About",
+          "contained",
+          "explained",
+          "graph"
+        ],
+        "keywords": [
+          "Normal Distribution",
+          "Z-score",
+          "68-95-99.7 Rule"
+        ],
+        "connect_to": [
+          {
+            "target": "8584178e-8809-5ec0-8f25-810a91a8b5f1",
+            "relation": "embeds",
+            "ref": "[images/image-17-Standard Normal Distribution Curve.jpg]",
+            "position": {
+              "start": 331,
+              "end": 387
+            }
+          },
+          {
+            "target": "95079a7c-b5e5-5a10-841a-919c0a64caef",
+            "relation": "embeds",
+            "ref": "[tables/table-2 Symmetric Data.html]",
+            "position": {
+              "start": 430,
+              "end": 466
+            }
+          },
+          {
+            "target": "44ed73ed-4948-5b67-b757-7c31fa97bdde",
+            "relation": "embeds",
+            "ref": "[images/image-10-PROPOSITIO.jpg]",
+            "position": {
+              "start": 2344,
+              "end": 2376
+            }
+          },
+          {
+            "target": "515e5017-d557-5d09-99fc-376c8b833ec6",
+            "relation": "embeds",
+            "ref": "[images/image-18-Standard Normal Distribution Graph.jpg]",
+            "position": {
+              "start": 3292,
+              "end": 3348
+            }
+          },
+          {
+            "target": "3e1da8fa-2773-5f1b-a652-01c160815d8a",
+            "relation": "embeds",
+            "ref": "[tables/table-3 Z and CDF Table.html]",
+            "position": {
+              "start": 3391,
+              "end": 3428
+            }
+          },
+          {
+            "target": "1c2741ec-e4eb-51e6-b48a-0b57076c9932",
+            "relation": "embeds",
+            "ref": "[images/image-19-Normal Distribution Curve.jpg]",
+            "position": {
+              "start": 5860,
+              "end": 5907
+            }
+          },
+          {
+            "target": "a8c29f1b-5148-5953-b396-9a5e56ae50cb",
+            "relation": "embeds",
+            "ref": "[tables/table-4 Normal Distribution.html]",
+            "position": {
+              "start": 5950,
+              "end": 5991
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "d97d704e-f265-58f9-a2b1-6472332b6f1d",
+      "type": "text",
+      "content": "",
+      "path": "Notes.pdf/CHAPTER 9",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "199b7ba8-7cab-5e3f-84e2-87e9795c9e70",
+      "type": "text",
+      "content": "9.1. The normal approximates Binomial\nTHEOREM 13. If $S_{n}$ is a binomial with parameter $n$ and $p$ , then\n$$\n\\mathbb {P} \\left(a \\leq \\frac {S _ {n} - n p}{\\sqrt {n p (1 - p)}} \\leq b\\right)\\rightarrow \\mathbb {P} (a \\leq Z \\leq b)\n$$\nas $n\\to \\infty$ where $Z$ is a $\\mathcal{N}(0,1)$ .\n\\- Recall that if $S_{n} \\sim Bin(n,p)$ then its mean is $\\mu = np$ and standard deviation is $\\sigma = \\sqrt{np(1 - p)}$ .\n- So what this theorem says is that if you want to compute $\\mathbb{P}(c \\leq S_n \\leq d)$ then using the fact that\n$$\n\\frac {S _ {n} - n p}{\\sqrt {n p (1 - p)}} \\approx Z\n$$\nor\n$$\n\\frac {S _ {n} - \\mu}{\\sigma} \\approx Z,\n$$\nthen\n$$\n\\begin{array}{l} \\mathbb {P} \\left(c \\leq S _ {n} \\leq d\\right) = \\mathbb {P} \\left(\\frac {c - \\mu}{\\sigma} \\leq \\frac {S _ {n} - \\mu}{\\sigma} \\leq \\frac {d - \\mu}{\\sigma}\\right) \\\\ \\approx \\mathbb {P} \\left(\\frac {c - \\mu}{\\sigma} \\leq Z \\leq \\frac {d - \\mu}{\\sigma}\\right). \\\\ \\end{array}\n$$\n\\- Note that $S_{n}$ is really discrete. In fact $S_{n} \\in \\{0,1,2,\\ldots,100\\}$ , while the normal distribution is continuous!\n\\- Note that if I tried to estimate an equality: The wrong way to do it would be:\n$$\n\\begin{array}{l} \\mathbb {P} \\left(S _ {n} = i\\right) = \\mathbb {P} \\left(\\frac {S _ {n} - \\mu}{\\sigma} = \\frac {i - \\mu}{\\sigma}\\right) \\\\ \\approx \\mathbb {P} \\left(Z = \\frac {i - \\mu}{\\sigma}\\right) = 0 \\\\ \\end{array}\n$$\nas we know that for continuous random variables $X$ we always have $\\mathbb{P}(X = a) = 0!$ .\n\\- Hence we need inequalities if we want to estimate a discrete random variable using a continuous random variable.\n\\* So we use the following convention. $\\mathbb{P}(S_n = i) = \\mathbb{P}\\left(i - \\frac{1}{2} < S_n < i + \\frac{1}{2}\\right)$ .\n\\* We have no problem here, because $S_{n}$ can only be integers, so we're not hurting anything by saying “ $i - \\frac{1}{2} < S_{n} < i + \\frac{1}{2}$ ” as we know that $S_{n}$ can only be $i$ in that interval anyways.\n\\- Example: Suppose a fair coin is tossed 100 times.\n- (a) What is the probability there will be more than 60 heads?\n- $\\underline{\\text{Answer:}}$ Let $S_{100} \\sim Bin\\left(100, \\frac{1}{2}\\right)$ so that $S_{100}$ represents the numbers of heads in 100 coin tosses.\n\\* The actual answer would be\n$$\n\\begin{array}{l} \\mathbb {P} \\left(S _ {1 0 0} > 6 0\\right) = \\sum_ {i = 6 1} ^ {1 0 0} \\mathbb {P} \\left(S _ {1 0 0} = i\\right) \\\\ = \\sum_ {i = 6 1} ^ {1 0 0} \\binom{1 0 0}{i} \\left(\\frac {1}{2}\\right) ^ {i} \\left(\\frac {1}{2}\\right) ^ {1 0 0 - i} \\\\ = \\sum_ {i = 6 1} ^ {1 0 0} \\binom{1 0 0}{i} \\left(\\frac {1}{2}\\right) ^ {1 0 0}. \\\\ \\end{array}\n$$\n\\* But this would be almost impossible to do this the long way by hand.\n\\* So we will give an approximate answer using the normal distribution:\n\\- So here take $\\mu = np = 50$ and $\\sigma = \\sqrt{np(1 - p)} = \\sqrt{50\\frac{1}{2}} = 5$ . We want more than 60, so approximate using $60 + \\frac{1}{5}$ :\n$$\n\\begin{array}{l} \\mathbb {P} \\left(S _ {1 0 0} > 6 0\\right) = \\mathbb {P} \\left(S _ {1 0 0} \\geq 6 0. 5\\right) = \\mathbb {P} \\left(\\frac {S _ {1 0 0} - 5 0}{5} \\geq \\frac {6 0 . 5 - 5 0}{5}\\right) \\\\ \\approx \\mathbb {P} (Z \\geq 2. 1) \\\\ \\approx 1 - \\Phi (2. 1) \\\\ = . 0 1 7 9 \\\\ \\end{array}\n$$\n– (b) Estimate the probability of getting exactly 60 heads?\n$$\n\\begin{array}{l} \\mathbb {P} \\left(S _ {n} = 6 0\\right) = \\mathbb {P} \\left(5 9. 5 \\leq S _ {n} \\leq 6 0. 5\\right) \\\\ \\approx \\mathbb {P} (1. 9 \\leq Z \\leq 2. 1) \\\\ \\approx \\Phi (2. 1) - \\Phi (1. 9). \\\\ \\end{array}\n$$",
+      "path": "Notes.pdf/CHAPTER 9/Normal approximations to the binomial",
+      "metadata": {
+        "length": 3470,
+        "summary": "This passage explains the normal approximation to the binomial distribution. It states Theorem 13, which says that as n grows large, the standardized binomial variable (Sn - np)/sqrt(np(1-p)) converges in distribution to a standard normal Z. It notes that Sn is discrete while the normal is continuous, so a continuity correction is needed: P(Sn = i) is approximated by P(i-0.5 < Sn < i+0.5). An example with 100 fair coin tosses is given: (a) P(more than 60 heads) is approximated using 60.5, yielding about 0.0179; (b) P(exactly 60 heads) is approximated by P(59.5 ≤ Sn ≤ 60.5), giving Φ(2.1)-Φ(1.9).",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "tokens": [
+          "9.1",
+          "The",
+          "normal",
+          "approximates",
+          "Binomial",
+          "THEOREM",
+          "13",
+          "If",
+          "binomial",
+          "parameter",
+          "mathbb",
+          "left",
+          "leq",
+          "frac",
+          "sqrt",
+          "rightarrow",
+          "infty",
+          "mathcal",
+          "Recall",
+          "sim",
+          "Bin",
+          "mu",
+          "np",
+          "standard",
+          "deviation",
+          "sigma",
+          "So",
+          "theorem",
+          "compute",
+          "fact",
+          "approx",
+          "begin",
+          "array",
+          "end",
+          "Note",
+          "discrete",
+          "In",
+          "ldots",
+          "100",
+          "distribution",
+          "continuous",
+          "estimate",
+          "equality",
+          "wrong",
+          "random",
+          "variables",
+          "Hence",
+          "inequalities",
+          "variable",
+          "convention",
+          "We",
+          "problem",
+          "integers",
+          "hurting",
+          "interval",
+          "Example",
+          "Suppose",
+          "fair",
+          "coin",
+          "tossed",
+          "times",
+          "What",
+          "probability",
+          "60",
+          "heads",
+          "underline",
+          "text",
+          "Answer",
+          "Let",
+          "represents",
+          "numbers",
+          "tosses",
+          "actual",
+          "answer",
+          "sum",
+          "binom",
+          "But",
+          "impossible",
+          "long",
+          "hand",
+          "give",
+          "approximate",
+          "50",
+          "geq",
+          "Phi",
+          "Estimate"
+        ],
+        "keywords": [
+          "Normal approximation",
+          "Binomial",
+          "Central Limit Theorem"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "6e96aa26-0dd6-545c-a2be-f0a58135a9b7",
+      "type": "text",
+      "content": "",
+      "path": "Notes.pdf/CHAPTER 10",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "9e7060e2-623f-55ff-9974-745ffeaf8fcd",
+      "type": "text",
+      "content": "",
+      "path": "Notes.pdf/CHAPTER 10/Some continuous distributions",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "3b39a1bc-8b29-5d9f-b2d0-8b4d662a2384",
+      "type": "image",
+      "content": "\nPROOF. To show this we have • Example3:(Exam P Q29)0\n[images/image-20-PROOF. To .jpg]\n",
+      "path": "images/image-20-PROOF. To .jpg",
+      "metadata": {
+        "length": 87,
+        "summary": "image-20\nPROOF. To show this we have • Example3:(Exam P Q29)0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "file_path": "images/image-20-PROOF. To .jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "e417464e-06da-5f91-b295-00b2ee701b20",
+      "type": "text",
+      "content": "\\- A continuous R.V. is said to be exponential with parameter $\\lambda$ if its pdf is\n$$\nf (x) = \\left\\{ \\begin{array}{l l} \\lambda e ^ {- \\lambda x} & \\text { if } x \\geq 0 \\\\ 0 & \\text { if } x <   0 \\end{array} \\right.\n$$\n\\- We write $X \\sim$ exponential $(\\lambda)$ .\n\\- Summary:\n\\- CDF: Let $a > 0$ . Note that the cdf is\n$$\nF _ {X} (a) = \\mathbb {P} (X \\leq a) = \\int_ {0} ^ {a} \\lambda e ^ {- \\lambda y} d y = - e ^ {\\lambda y} | _ {0} ^ {a} = 1 - e ^ {- \\lambda a}.\n$$\n\\* Thus\n$$\n\\mathbb {P} (X > a) = 1 - \\mathbb {P} (X \\leq a) = e ^ {- \\lambda a}.\n$$\n\\- Mean: $\\mathbb{E}X = \\frac{1}{\\lambda}$ Thus $\\lambda = \\frac{1}{\\mu}$ .\n\\- Variance: We have $\\operatorname{Var}(X) = \\frac{1}{\\lambda^2}$ .\n\\- How to interpret $X$\n- $X =$ The amount of time until some specific event occurs.\n- Example:\n\\* Time until earthquake occurs\n\\* Length of a phone call\n\\* Time until an accident happens\n\\- Example1: Suppose that the length of a phone call in minutes is an exponential r.v with average length 10 minutes.\n\\- Part (a) What's probability of your phone call being more than 10 minutes?\n\\* Answer: Here $\\lambda = \\frac{1}{10}$ thus\n$$\n\\mathbb {P} (X > 1 0) = e ^ {- \\left(\\frac {1}{1 0}\\right) 1 0} = e ^ {- 1} \\approx . 3 6 8.\n$$\n\\- Part (b) Between 10 and 20 minutes?\n\\* Answer: We have that\n$$\n\\mathbb {P} (1 0 <   X <   2 0) = F (2 0) - F (1 0) = e ^ {- 1} - e ^ {- 2} \\approx . 2 3 3.\n$$\n- Exponential distribution is Memoryless (Markov)\n- Example2: Suppose the life of an iphone has exponential distribution with mean life of 4 years.\n\\- Part(a): What is the probability the phone lasts more than 5 years?\n\\- $\\underline{\\text{Answer:}}$ Let $X$ denote the life of an iphone (or time until it dies). Note that $X \\sim \\overline{\\text{exponential}}\\left(\\frac{1}{4}\\right)$ since $\\lambda = \\frac{1}{\\mu} = \\frac{1}{4}$ . Then\n$$\n\\mathbb {P} (X > 5) = e ^ {- \\frac {1}{4} \\cdot 5}.\n$$\n\\- Part(b): Given that the iphone has already lasted 3 years, what is the probability that it will last another 5 more years?\n\\- Answer: We compute\n$$\n\\begin{array}{l} \\mathbb {P} (X > 5 + 3 \\mid X > 3) = \\frac {\\mathbb {P} ((X > 8) \\cap (X > 3))}{\\mathbb {P} (X > 3)} \\\\ = \\frac {\\mathbb {P} (X > 8)}{\\mathbb {P} (X > 3)} \\\\ = \\frac {e ^ {- \\frac {1}{4} \\cdot 8}}{e ^ {- \\frac {1}{4} \\cdot 3}} \\\\ = e ^ {- \\frac {1}{4} \\cdot 5}. \\\\ \\end{array}\n$$\n\\- Memoryless: Note that the probability of lasting 5 more years, is the same as if it started 5 years from anew!!\n\\- In general the memoryless property says that if $t, s > 0$ then\n$$\n\\mathbb {P} (X > t + s \\mid X > t) = \\mathbb {P} (X > s).\n$$\nTHEOREM 14. If $X$ is an exponential random variable, then $X$ is memoryless.\nPROOF. To show this we have\n$$\n\\begin{array}{l} \\mathbb {P} (X > t + s \\mid X > t) = \\frac {\\mathbb {P} ((X > t + s) \\cap (X > t))}{\\mathbb {P} (X > t)} \\\\ = \\frac {\\mathbb {P} (X > t + s)}{\\mathbb {P} (X > t)} \\\\ = \\frac {e ^ {- \\lambda (t + s)}}{e ^ {- \\lambda t}} \\\\ = e ^ {- \\lambda s} \\\\ = \\mathbb {P} (X > s), \\\\ \\end{array}\n$$\nas needed.\n\nPROOF. To show this we have • Example3:(Exam P Q29)0\n[images/image-20-PROOF. To .jpg]\n\n• Example3:(Exam P Q29)\n- The $\\#$ of days from beginning of a calendar year until accident for a BAD driver is exponentially distributed\n- An insurance company expects $30\\%$ of BAD drivers will have an accident during first 50 days.\n- Q: Whats prob that a BAD driver will have Accident during first 80 days?\n- Answer:\n- Step1: Let $X \\sim \\exp(\\lambda)$ number of days until accident. We know\n$$\n. 3 = \\mathbb {P} (X \\leq 5 0) = \\int_ {0} ^ {5 0} \\lambda e ^ {- \\lambda x} d x = - e ^ {- \\lambda t} | _ {0} ^ {5 0} = 1 - e ^ {- 5 0 \\lambda}.\n$$\n\\- Solve for $\\lambda$ and get $\\lambda = -\\frac{1}{50}\\ln .7$ .\n\\- Step2: Then compute\n$$\n\\begin{array}{l} \\mathbb {P} (X \\leq 8 0) = \\int_ {0} ^ {8 0} \\lambda e ^ {- \\lambda x} d x = - e ^ {- \\lambda t} | _ {0} ^ {8 0} = 1 - e ^ {- 8 0 \\lambda} \\\\ = 1 - e ^ {\\left(\\frac {8 0}{5 0}\\right) \\ln . 7} = . 4 3 5. \\\\ \\end{array}\n$$",
+      "path": "Notes.pdf/CHAPTER 10/Some continuous distributions/10.1. Exponential Random Variables",
+      "metadata": {
+        "length": 3974,
+        "summary": "The exponential distribution is a continuous probability distribution with parameter λ, defined by its probability density function f(x)=λe^{-λx} for x≥0. Its cumulative distribution function is F(a)=1-e^{-λa}, mean is 1/λ, and variance is 1/λ². It models the time until a specific event occurs, such as phone call length, earthquake occurrence, or device lifetime. The distribution is memoryless, meaning P(X>t+s|X>t)=P(X>s). Examples include calculating probabilities for phone calls with average length 10 minutes, iPhone lifetime with mean 4 years, and accident occurrence for bad drivers where 30% have accidents in the first 50 days.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "tokens": [
+          "continuous",
+          "exponential",
+          "parameter",
+          "lambda",
+          "pdf",
+          "left",
+          "begin",
+          "array",
+          "text",
+          "geq",
+          "end",
+          "We",
+          "write",
+          "sim",
+          "Summary",
+          "CDF",
+          "Let",
+          "Note",
+          "cdf",
+          "mathbb",
+          "leq",
+          "int",
+          "Thus",
+          "Mean",
+          "frac",
+          "mu",
+          "Variance",
+          "operatorname",
+          "Var",
+          "How",
+          "interpret",
+          "The",
+          "amount",
+          "time",
+          "specific",
+          "event",
+          "occurs",
+          "Example",
+          "Time",
+          "earthquake",
+          "Length",
+          "phone",
+          "call",
+          "accident",
+          "Example1",
+          "Suppose",
+          "length",
+          "minutes",
+          "average",
+          "10",
+          "Part",
+          "What",
+          "probability",
+          "Answer",
+          "Here",
+          "approx",
+          "Between",
+          "20",
+          "Exponential",
+          "distribution",
+          "Memoryless",
+          "Markov",
+          "Example2",
+          "life",
+          "iphone",
+          "years",
+          "lasts",
+          "underline",
+          "denote",
+          "dies",
+          "overline",
+          "Then",
+          "cdot",
+          "Given",
+          "lasted",
+          "compute",
+          "mid",
+          "cap",
+          "lasting",
+          "started",
+          "anew",
+          "In",
+          "general",
+          "memoryless",
+          "property",
+          "THEOREM",
+          "14",
+          "If",
+          "random",
+          "variable",
+          "PROOF",
+          "To",
+          "show",
+          "needed",
+          "Example3",
+          "Exam",
+          "Q29",
+          "days",
+          "beginning",
+          "calendar",
+          "year",
+          "BAD",
+          "driver",
+          "exponentially",
+          "distributed",
+          "An",
+          "insurance",
+          "company",
+          "expects",
+          "30",
+          "drivers",
+          "50",
+          "Whats",
+          "prob",
+          "Accident",
+          "80",
+          "Step1",
+          "exp",
+          "number",
+          "Solve",
+          "ln",
+          "Step2"
+        ],
+        "keywords": [
+          "Exponential",
+          "Memoryless",
+          "Probability"
+        ],
+        "connect_to": [
+          {
+            "target": "3b39a1bc-8b29-5d9f-b2d0-8b4d662a2384",
+            "relation": "embeds",
+            "ref": "[images/image-20-PROOF. To .jpg]",
+            "position": {
+              "start": 3065,
+              "end": 3097
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "2da53499-a394-5b1e-9615-8e51bb756e44",
+      "type": "text",
+      "content": "",
+      "path": "Notes.pdf/CHAPTER 10/Some continuous distributions/10.2. Other Continuous Distributions",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "2f36b0f0-6363-59cf-80ee-78d29a69fb98",
+      "type": "text",
+      "content": "\\- We say $X \\sim Gamma(\\alpha, \\lambda)$ has density\n$$\nf (x) = \\left\\{ \\begin{array}{l l} \\frac {\\lambda e ^ {- \\lambda x} (\\lambda x) ^ {\\alpha - 1}}{\\Gamma (\\alpha)} & x \\geq 0 \\\\ 0 & x <   0 \\end{array} \\right.\n$$\nwhere $\\Gamma (\\alpha)$ is the Gamma function\n$$\n\\Gamma (\\alpha) = \\int_ {0} ^ {\\infty} e ^ {- y} y ^ {\\alpha - 1} d y.\n$$\n- If $Y \\sim Gamma\\left(\\frac{n}{2}, \\frac{1}{2}\\right) = \\chi_n^2$ , this is called the Chi-Squared distribution.\n- The chi-square distribution is used a lot in statistics.\n\\* Its mean is $\\mathbb{E}X = \\frac{\\alpha}{\\lambda}$ and $\\operatorname{Var}X = \\frac{\\alpha}{\\lambda^2}$ .",
+      "path": "Notes.pdf/CHAPTER 10/Some continuous distributions/10.2. Other Continuous Distributions/• Gamma Distribution:",
+      "metadata": {
+        "length": 624,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "tokens": [
+          "We",
+          "sim",
+          "Gamma",
+          "alpha",
+          "lambda",
+          "density",
+          "left",
+          "begin",
+          "array",
+          "frac",
+          "geq",
+          "end",
+          "function",
+          "int",
+          "infty",
+          "If",
+          "chi",
+          "called",
+          "Chi",
+          "Squared",
+          "distribution",
+          "The",
+          "square",
+          "lot",
+          "statistics",
+          "Its",
+          "mathbb",
+          "operatorname",
+          "Var"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "c56bd0b1-6fad-5a4d-861d-22627c875837",
+      "type": "text",
+      "content": "- Usefull in engineering: Look in the book for its pdf.\n- $X =$ . If there is an object consisting many parts, and suppose that the object experiences death once any of its parts fails. $X =$ lifetime of this object.",
+      "path": "Notes.pdf/CHAPTER 10/Some continuous distributions/10.2. Other Continuous Distributions/• Weibull Distribution:",
+      "metadata": {
+        "length": 216,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "tokens": [
+          "Usefull",
+          "engineering",
+          "Look",
+          "book",
+          "pdf",
+          "If",
+          "object",
+          "consisting",
+          "parts",
+          "suppose",
+          "experiences",
+          "death",
+          "fails",
+          "lifetime"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "50a5cb2f-f47c-5d8b-95d5-08af1588ba8b",
+      "type": "text",
+      "content": "\\- We say $X$ is cauchy with parameter $-\\infty < \\theta < \\infty$ if\n$$\nf (x) = \\frac {1}{\\pi} \\frac {1}{1 + (x - \\theta) ^ {2}}.\n$$\n- Importance: It does not have finite mean: That is $\\mathbb{E}X = \\infty$ .\n- To see this, We compute for $\\theta = 0$\n$$\n\\mathbb {E} X = \\frac {1}{\\pi} \\int_ {- \\infty} ^ {\\infty} \\frac {x}{1 + x ^ {2}} d x\n$$\n$$\n\\sim \\frac {1}{\\pi} \\int_ {- \\infty} ^ {\\infty} \\frac {1}{x} d x\n$$\n$$\n\\sim \\lim _ {x \\to \\infty} \\ln | x | - \\ln \\lim _ {x \\to - \\infty} | x |\n$$\nwhich is not defined.",
+      "path": "Notes.pdf/CHAPTER 10/Some continuous distributions/10.2. Other Continuous Distributions/• Cauchy Distribution:",
+      "metadata": {
+        "length": 517,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "tokens": [
+          "We",
+          "cauchy",
+          "parameter",
+          "infty",
+          "theta",
+          "frac",
+          "pi",
+          "Importance",
+          "It",
+          "finite",
+          "That",
+          "mathbb",
+          "To",
+          "compute",
+          "int",
+          "sim",
+          "lim",
+          "ln",
+          "defined"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "d6eca75d-ec0f-54b2-9409-609277af66b9",
+      "type": "text",
+      "content": "\\- Fact: For continuous R.V we have the following usefull relationship\n\\- Since $F(x) = \\mathbb{P}(X \\leq x) = \\int_{-\\infty}^{x} f(y) dy$ then by the fundament at theorem of calculus we have\n$$\nF ^ {\\prime} (x) = f (x).\n$$\n\\- Example1: If $X$ is continuous with distribution function $F_{X}$ and density function $f_{X}$ , find a formula for the density function of the random variable $Y = 2X$ .\n\\- Solution: First you start with the distribution of $Y$ :\n\\- Step1: First start by writing the cdf of $Y$ and in terms of $F_{X}$ :\n$$\nF _ {Y} (x) = \\mathbb {P} (Y \\leq x)\n$$\n$$\n= \\mathbb {P} (2 X \\leq x)\n$$\n$$\n= \\mathbb {P} \\left(X \\leq \\frac {x}{2}\\right)\n$$\n$$\n= F _ {X} \\left(\\frac {x}{2}\\right).\n$$\n\\- Step2: Then use the relation $f_{Y}(y) = F_{Y}'(y)$ and take a derivative of both sides to get\n$$\nF _ {Y} ^ {\\prime} (x) = \\frac {d}{d x} \\left[ F _ {X} \\left(\\frac {x}{2}\\right) \\right],\n$$\n$$\nF _ {Y} ^ {\\prime} (x) = F _ {X} ^ {\\prime} \\left(\\frac {x}{2}\\right) \\cdot \\left(\\frac {x}{2}\\right) ^ {\\prime}, \\text { by   chain   rule   on   RHS }\n$$\n$$\nf _ {Y} (x) = f _ {X} \\left(\\frac {x}{2}\\right) \\frac {1}{2}.\n$$\n\\- Goal: To be able to compute the cdf and pdf of $Y = g(X)$ where $g: \\mathbb{R} \\to \\mathbb{R}$ is a function given that we know the cdf and pdf of $X$ .\n\\- Why is this useful?\n\\* For example suppose $X$ represent the income for a random US worker. And let $Y = g(X)$ be the amount of taxes a US worker pays per year. Note that taxes $Y$ is dependent on the random variable $X$ . So if we only care about the random variable $Y$ then finding its PDF and CDF can help us find out everything we need to know about $Y$ given we can find the PDF. Recall that any probability and expected value can be found using the pdf.\n\\- Example2: Let $X \\sim \\text{Uniform}((0,10))$ and $Y = e^{3X}$ . Find the pdf $f_{Y}$ of $Y$ .\n\\- Solution: Recall that since $X \\sim \\text{Uniform}((0,1))$ then\n$$\nf _ {X} (x) = \\left\\{ \\begin{array}{l l} \\frac {1}{1 0} & 0 <   x <   1 0 \\\\ 0 & \\text {otherwise} \\end{array} \\right..\n$$\n\\- Step1: First start by writing the cdf of $Y$ and in terms of $F_{X}$ :\n$$\n\\begin{array}{l} F _ {Y} (y) = \\mathbb {P} (Y \\leq y) \\\\ = \\mathbb {P} \\left(e ^ {3 X} \\leq y\\right), \\text {then solve for } X \\\\ = \\mathbb {P} (3 X \\leq \\ln y) \\\\ = \\mathbb {P} \\left(X \\leq \\frac {1}{3} \\ln y\\right) \\\\ = F _ {X} \\left(\\frac {1}{3} \\ln y\\right). \\\\ \\end{array}\n$$\n\\- Step2: Then use the relation $f_{Y}(y) = F_{Y}'(y)$ and take a derivative\n$$\nf _ {Y} (y) = F _ {Y} ^ {\\prime} (y)\n$$\n$$\n= \\frac {d}{d y} \\left[ F _ {X} \\left(\\frac {1}{3} \\ln y\\right) \\right], \\text {use chain rule}\n$$\n$$\n= F _ {X} ^ {\\prime} \\left(\\frac {1}{3} \\ln y\\right) \\frac {1}{3 y}\n$$\n$$\n= f _ {X} \\left(\\frac {1}{3} \\ln y\\right) \\frac {1}{3 y}, \\text { since } F _ {X} ^ {\\prime} = f _ {X}\n$$\n$$\n= \\left\\{ \\begin{array}{l l} \\frac {1}{1 0} \\cdot \\frac {1}{3 y} & 0 <   \\frac {1}{3} \\ln y <   1 0 \\\\ 0 & \\text { otherwise } \\end{array} \\right.\n$$\n\\- but since\n$$\n0 <   \\frac {1}{3} \\ln y <   1 0 \\quad \\Longleftrightarrow \\quad 0 <   \\ln y <   3 0\n$$\n$$\n\\Longleftrightarrow e ^ {0} <   y <   e ^ {3 0}\n$$\n$$\n\\Longleftrightarrow 1 <   y <   e ^ {3 0}.\n$$\n\\- then\n$$\nf _ {Y} (y) = \\left\\{ \\begin{array}{l l} \\frac {1}{3 0 y} & 1 <   y <   e ^ {3 0} \\\\ 0 & \\text {otherwise} \\end{array} \\right..\n$$\n\\- Example3: Let $X \\sim \\text{Uniform}((0,1])$ and $Y = -\\ln X$ . Find the pdf of $Y$ ? What distribution is it?\n\\- Solution: Recall that\n$$\nf _ {X} (x) = \\left\\{ \\begin{array}{l l} 1 & 0 <   x <   1 \\\\ 0 & \\text { otherwise } \\end{array} \\right..\n$$\n\\- Step1: First start with the cdf and write it terms of $F_{X}$\n$$\nF _ {Y} (x) = \\mathbb {P} (Y \\leq x)\n$$\n$$\n= \\mathbb {P} (- \\ln X \\leq x)\n$$\n$$\n= \\mathbb {P} (\\ln X > - x)\n$$\n$$\n= \\mathbb {P} (X > e ^ {- x})\n$$\n$$\n= 1 - \\mathbb {P} (X \\leq e ^ {- x})\n$$\n$$\n= 1 - F _ {X} \\left(e ^ {- x}\\right).\n$$\n\\- Step2: Then take a derivative\n$$\n\\begin{array}{l} f _ {Y} (x) = F _ {Y} ^ {\\prime} (x) \\\\ = 1 - \\frac {d}{d x} F _ {X} \\left(e ^ {- x}\\right) \\\\ = - F _ {X} ^ {\\prime} \\left(e ^ {- x}\\right) \\cdot \\left(- e ^ {- x}\\right) \\\\ = - f _ {X} \\left(e ^ {- x}\\right) \\cdot \\left(- e ^ {- x}\\right) \\\\ = f _ {X} \\left(e ^ {- x}\\right) \\cdot e ^ {- x} \\\\ = \\left\\{ \\begin{array}{l l} 1 \\cdot e ^ {- x} & 0 <   e ^ {- x} <   1 \\\\ 0 & \\text { otherwise } \\end{array} \\right. \\\\ = \\left\\{ \\begin{array}{l l} e ^ {- x} & - \\infty <   - x <   0 \\\\ 0 & \\text { otherwise } \\end{array} \\right. \\\\ = \\left\\{ \\begin{array}{l l} e ^ {- x} & 0 <   x <   \\infty \\\\ 0 & \\text { otherwise } \\end{array} \\right. \\\\ \\end{array}\n$$\n\\- Thus $Y \\sim$ exponential (1).\n\\- Example4: Suppose $X$ is uniform on $\\left(-\\frac{\\pi}{2}, \\frac{\\pi}{2}\\right)$ and $Y = \\tan X$ . Find the density of $Y$ and what known distribution is it?\n\\- Solution:\n\\- Step1: Find the cdf and write in terms of $F_{X}$\n$$\n\\begin{array}{l} F _ {Y} (x) = \\mathbb {P} (\\tan X \\leq x) \\\\ = \\mathbb {P} (X \\leq \\tan^ {- 1} x) \\\\ = F _ {X} (\\tan^ {- 1} x) \\\\ \\end{array}\n$$\n\\- Step2: Take a derivative and recall that since $\\frac{1}{\\frac{\\pi}{2} + \\frac{\\pi}{2}} = \\frac{1}{\\pi}$ then\n$$\nf _ {X} (x) = \\left\\{ \\begin{array}{l l} \\frac {1}{\\pi} & - \\frac {\\pi}{2} <   x <   \\frac {\\pi}{2} \\\\ 0 & \\text { otherwise. } \\end{array} \\right.\n$$\nThus\n$$\n\\begin{array}{l} f _ {Y} (x) = F _ {Y} ^ {\\prime} (x) \\\\ = \\frac {d}{d x} F _ {X} (\\tan^ {- 1} x) \\\\ = F _ {X} ^ {\\prime} \\left(\\tan^ {- 1} x\\right) \\left(\\tan^ {- 1} x\\right) ^ {\\prime} \\\\ = F _ {X} ^ {\\prime} \\left(\\tan^ {- 1} x\\right) \\frac {1}{1 + x ^ {2}} \\\\ = \\left\\{ \\begin{array}{l l} \\frac {1}{\\pi} \\frac {1}{1 + x ^ {2}} & - \\frac {\\pi}{2} <   \\tan^ {- 1} x <   \\frac {\\pi}{2} \\\\ 0 & \\text { otherwise. } \\end{array} \\right. \\\\ = \\left\\{ \\begin{array}{l l} \\frac {1}{\\pi} \\frac {1}{1 + x ^ {2}} & - \\infty <   x <   \\infty \\\\ 0 & \\text { otherwise. } \\end{array} \\right. \\\\ \\end{array}\n$$\n\\- Thus $Y$ is Cauchy(0).\n- Exercise: Show that if $Z \\sim \\mathcal{N}(0,1)$ then $Y = Z^2$ is a Gamma with parameter $\\frac{1}{2}$ and $\\frac{1}{2}$ .\n- Example5:(Actuarial Exam type question) The time, $T$ , that a manufacturing system is out of operation has cumulative distribution function\n$$\nF (t) = \\left\\{ \\begin{array}{l l} 1 - \\left(\\frac {2}{t}\\right) ^ {2} & , t > 2 \\\\ 0 & \\text { otherwise } \\end{array} \\right..\n$$\nThe resulting cost to the company is $Y = T^2$ . Let $f_{Y}$ be the density function for $Y$ . Determine $f_{Y}(y)$ , for $y > 4$ .\n\\- Answer:\n\\- Step1: Find the cdf of $Y$ is and\n$$\n\\begin{array}{l} F _ {Y} (y) = \\mathbb {P} \\left(T ^ {2} \\leq y\\right) \\\\ = \\mathbb {P} (T \\leq \\sqrt {y}) \\\\ = F (\\sqrt {y}) \\\\ = 1 - \\frac {4}{y} \\\\ \\end{array}\n$$\nfor $y > 4$ .\n\\- Step2: Take a derivative\n$$\n\\begin{array}{l} f _ {Y} (y) = F _ {Y} ^ {\\prime} (y) \\\\ = \\frac {4}{y ^ {2}}. \\\\ \\end{array}\n$$\n\\- One thing to note, is that we’ve been using the following useful property:\nPROPOSITION 15. Suppose $g: \\mathbb{R} \\to \\mathbb{R}$ is a strictly increasing function, then the inverse $g^{-1}$ exists and\n$$\ng (x) \\leq y \\text {   implies   } x \\leq g ^ {- 1} (y).\n$$",
+      "path": "Notes.pdf/CHAPTER 10/Some continuous distributions/10.3. The distribution function of a Random variable",
+      "metadata": {
+        "length": 7038,
+        "summary": "The passage explains how to derive the probability density function (PDF) of a transformed continuous random variable Y = g(X) using the cumulative distribution function (CDF) method. It begins with the fundamental relationship F'(x)=f(x) and demonstrates through multiple examples: Y=2X, Y=e^{3X} with uniform X, Y=-ln X yielding exponential(1), Y=tan X yielding Cauchy(0), and an actuarial example with Y=T^2. The key steps are: write the CDF of Y in terms of X's CDF, then differentiate using the chain rule to obtain the PDF. The method relies on g being strictly increasing so the inverse exists.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "tokens": [
+          "Fact",
+          "For",
+          "continuous",
+          "usefull",
+          "relationship",
+          "Since",
+          "mathbb",
+          "leq",
+          "int",
+          "infty",
+          "dy",
+          "fundament",
+          "theorem",
+          "calculus",
+          "prime",
+          "Example1",
+          "If",
+          "distribution",
+          "function",
+          "density",
+          "find",
+          "formula",
+          "random",
+          "variable",
+          "2X",
+          "Solution",
+          "First",
+          "start",
+          "Step1",
+          "writing",
+          "cdf",
+          "terms",
+          "left",
+          "frac",
+          "Step2",
+          "Then",
+          "relation",
+          "derivative",
+          "sides",
+          "cdot",
+          "text",
+          "chain",
+          "rule",
+          "RHS",
+          "Goal",
+          "To",
+          "compute",
+          "pdf",
+          "Why",
+          "suppose",
+          "represent",
+          "income",
+          "US",
+          "worker",
+          "And",
+          "amount",
+          "taxes",
+          "pays",
+          "year",
+          "Note",
+          "dependent",
+          "So",
+          "care",
+          "finding",
+          "PDF",
+          "CDF",
+          "Recall",
+          "probability",
+          "expected",
+          "found",
+          "Example2",
+          "Let",
+          "sim",
+          "Uniform",
+          "10",
+          "3X",
+          "Find",
+          "begin",
+          "array",
+          "end",
+          "solve",
+          "ln",
+          "quad",
+          "Longleftrightarrow",
+          "Example3",
+          "What",
+          "write",
+          "Thus",
+          "exponential",
+          "Example4",
+          "Suppose",
+          "uniform",
+          "pi",
+          "tan",
+          "Take",
+          "recall",
+          "Cauchy",
+          "Exercise",
+          "Show",
+          "mathcal",
+          "Gamma",
+          "parameter",
+          "Example5",
+          "Actuarial",
+          "Exam",
+          "type",
+          "question",
+          "The",
+          "time",
+          "manufacturing",
+          "system",
+          "operation",
+          "cumulative",
+          "resulting",
+          "cost",
+          "company",
+          "Determine",
+          "Answer",
+          "sqrt",
+          "One",
+          "thing",
+          "note",
+          "ve",
+          "property",
+          "PROPOSITION",
+          "15",
+          "strictly",
+          "increasing",
+          "inverse",
+          "exists",
+          "implies"
+        ],
+        "keywords": [
+          "CDF",
+          "PDF",
+          "transformation"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "693bebe8-3dc0-5b4e-a8a8-ca3e6f3f6ae8",
+      "type": "text",
+      "content": "",
+      "path": "Notes.pdf/CHAPTER 11",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "b914d5fd-dbc7-52c3-a6f4-2cd6d63a8df1",
+      "type": "text",
+      "content": "",
+      "path": "Notes.pdf/CHAPTER 11/Multivariate distributions",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "3db06442-0c54-564c-816e-05a3a49c15aa",
+      "type": "table",
+      "content": "<table><tr><td>outcome</td><td>1</td><td>2</td><td>3</td></tr><tr><td>1</td><td> $(X = 1, Y = 2) = (1, 2)$ </td><td> $(2, 3)$ </td><td> $(3, 4)$ </td></tr><tr><td>2</td><td> $(2, 3)$ </td><td> $(2, 4)$ </td><td> $(3, 5)$ </td></tr><tr><td>3</td><td> $(3, 4)$ </td><td> $(3, 5)$ </td><td> $(3, 6)$ </td></tr></table>",
+      "path": "tables/table-5 Table of Pairs.html",
+      "metadata": {
+        "length": 315,
+        "summary": "table-6\nThe table shows pairs (X,Y) for outcomes 1-3, with values like (1,2), (2,3), (3,4), (2,4), (3,5), and (3,6).",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "file_path": "tables/table-5 Table of Pairs.html",
+        "keywords": [
+          "outcomes",
+          "pairs",
+          "values"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "f7bae61c-dd09-52ce-a494-28cc9293a01c",
+      "type": "table",
+      "content": "<table><tr><td>X\\Y</td><td>2</td><td>3</td><td>4</td><td>5</td><td>6</td></tr><tr><td>1</td><td> $\\mathbb{P}(X=1,Y=2)=\\frac{1}{9}$ </td><td>0</td><td>0</td><td>0</td><td>0</td></tr><tr><td>2</td><td>0</td><td> $\\frac{2}{9}$ </td><td> $\\frac{1}{9}$ </td><td>0</td><td>0</td></tr><tr><td>3</td><td>0</td><td>0</td><td> $\\frac{2}{9}$ </td><td> $\\frac{2}{9}$ </td><td> $\\frac{1}{9}$ </td></tr></table>",
+      "path": "tables/table-6 Joint Probability Table.html",
+      "metadata": {
+        "length": 397,
+        "summary": "table-7\nA joint probability table for X and Y with values 1-3 and 2-6, showing probabilities like P(X=1,Y=2)=1/9, P(X=2,Y=3)=2/9, etc.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "file_path": "tables/table-6 Joint Probability Table.html",
+        "keywords": [
+          "probability",
+          "joint distribution",
+          "random variables"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "8cee8921-358e-5d1c-9669-7b5c0c1c4ac5",
+      "type": "image",
+      "content": "\n$$ <details>0\n[images/image-21-Graph of Inequality.jpg]\n",
+      "path": "images/image-21-Graph of Inequality.jpg",
+      "metadata": {
+        "length": 48,
+        "summary": "image-21\n- Chart Type: Cartesian coordinate system showing a shaded region\n- X-axis range: -1 to 2.5 (major grid lines at intervals of 0.5)\n- Y-axis range: -0.5 to 1.5 (major grid lines at intervals of 0.5)\n- Shaded Region: The area where x ≥ 0 and y ≥ 0 (First Quadrant)\n- Boundary Line: Vertical line along the Y-axis (x = 0)\n- Color: Light orange shading fills the positive quadrant",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "file_path": "images/image-21-Graph of Inequality.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "c8441181-ded3-5af9-9d55-9b7b63494ccb",
+      "type": "image",
+      "content": "\n\\begin{array}{l} 1 = \\int_ {0} ^ {\\infty} \\int_ {0} ^ {\\infty} c e ^ {- x} e ^ {- 2 y} d x d y = c \\int_ {0} ^ {\\infty} e ^ {- 2 y} \\left[ - e ^ {- x} \\right] _ {x = 0} ^ {x = \\infty} d y \\\\ = c \\int_ {0} ^ {\\infty} e ^ {- 2 y} d y = c \\left[ - \\frac {1}{2} e ^ {- 2 y} \\right] _ {0} ^ {\\infty} = c \\frac {1}{2}. \\\\ \\end{array} <details>0\n[images/image-22-Linear Inequality Region.jpg]\n",
+      "path": "images/image-22-Linear Inequality Region.jpg",
+      "metadata": {
+        "length": 373,
+        "summary": "image-22\n- Chart Type: 2D Cartesian coordinate plot with a shaded region\n- X-axis range: -0.4 to 1.2 (major grid lines at intervals of 0.2)\n- Y-axis range: -0.2 to 1.0 (major grid lines at intervals of 0.2)\n- Shaded Region: A triangular area filled in orange\n- Boundary Lines:\n  - Vertical line at x = 0 (y-axis)\n  - Horizontal line at y = 1\n  - Diagonal line connecting origin (0,0) to point (1,1), representing the equation y = x\n- Region Definition: The shaded area represents the inequality where x ≥ 0, y ≤ 1, and y ≥ x",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "file_path": "images/image-22-Linear Inequality Region.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "97165dff-b50d-5b8a-b445-486734c346b5",
+      "type": "table",
+      "content": "<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th>x</th>\n      <th>y</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <td>0.2</td>\n      <td>0.2</td>\n    </tr>\n    <tr>\n      <td>0.4</td>\n      <td>0.4</td>\n    </tr>\n    <tr>\n      <td>0.6</td>\n      <td>0.6</td>\n    </tr>\n    <tr>\n      <td>0.8</td>\n      <td>0.8</td>\n    </tr>\n    <tr>\n      <td>1.0</td>\n      <td>1.0</td>\n    </tr>\n  </tbody>\n</table>",
+      "path": "tables/table-7 Linear Data Table.html",
+      "metadata": {
+        "length": 509,
+        "summary": "table-8\nThe table shows six pairs of x and y values from 0.0 to 1.0, where y equals x, indicating a perfect linear relationship.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "file_path": "tables/table-7 Linear Data Table.html",
+        "keywords": [
+          "linear",
+          "data",
+          "table"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "2030b2ac-81ec-5b8f-8fe5-f89550865d07",
+      "type": "image",
+      "content": "\n$$ <details>0\n[images/image-23-Graph of Inequality.jpg]\n",
+      "path": "images/image-23-Graph of Inequality.jpg",
+      "metadata": {
+        "length": 48,
+        "summary": "image-23\n- Chart Type: Cartesian coordinate system showing a shaded region representing an inequality.\n- X-axis: Labeled with integers from -2 to 6.\n- Y-axis: Labeled with integers from -1 to 2.\n- Shaded Region: An orange rectangular area covering the first quadrant.\n- Boundaries: The region is bounded on the left by the vertical line x = 1 and below by the horizontal line y = 0 (the x-axis).\n- Mathematical Representation: The graph visually represents the inequality $x \\ge 1$ for $y \\ge 0$.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "file_path": "images/image-23-Graph of Inequality.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "c99e46c1-571b-5dd8-8514-d07d65020a6e",
+      "type": "table",
+      "content": "<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th>X</th>\n      <th>Y</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>1</td>\n      <td>1</td>\n    </tr>\n  </tbody>\n</table>",
+      "path": "tables/table-8 Data Table.html",
+      "metadata": {
+        "length": 220,
+        "summary": "table-9\nThe table contains a single row with X=1 and Y=1, showing a simple data pair.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "file_path": "tables/table-8 Data Table.html",
+        "keywords": [
+          "value"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "0b844d7e-560d-52c4-9bd6-40d889832de9",
+      "type": "text",
+      "content": "- We discuss the collection of random variables $(X_{1},\\ldots ,X_{n})$ .\n- Discrete:\n\\- For random variables $X, Y$ we let $p(x, y)$ be the joint probability mass(discrete density) function\n$$\np (x, y) = \\mathbb {P} (X = x, Y = y).\n$$\n\\* Properties of joint pmf:\n· 1) $0 \\leq p \\leq 1$\n2) $\\sum_{i}\\sum_{j}p(x_{i},y_{j}) = 1$\n\\- We also have the multivariate cdf: (★★) defined by\n$$\nF _ {X, Y} (x, y) = \\mathbb {P} (X \\leq x, Y \\leq y).\n$$\n\\- Example1: Experiment: Suppose you roll two 3-sided die.\n- Let $X$ be the largest value obtained on any of the two dice. Let $Y$ be the sum of the two dice. Find the joint pmf of $X$ and $Y$ .\n- Solution: First need to find the values of $X = 1,2,3$ and $Y = 2,3,4,5,6$ .\n- The table for possible outcomes and their associated values $(X,Y)$ :\n\n[tables/table-5 Table of Pairs.html]\n\n\\- Using this table we have that the p.m.f. is given by:\n\n[tables/table-6 Joint Probability Table.html]\n\n\\- Question: Find $\\mathbb{P}(X = 2\\mid Y = 4)$ ?\n\\* Answer: $\\mathbb{P}(X = 2\\mid Y = 4) = \\frac{1 / 9}{3 / 9} = \\frac{1}{3}.$\n\\- Continuous\n\\- For random variables $X, Y$ we let $f(x, y)$ be the joint probability density function, if\n$$\n\\mathbb {P} (a \\leq X \\leq b, c \\leq Y \\leq d) = \\int_ {a} ^ {b} \\int_ {c} ^ {d} f (x, y) d y d x.\n$$\nwhich is equivalent to saying that for any set $D \\subset \\mathbb{R}^2$ then\n$$\n\\mathbb {P} \\left((X, Y) \\in D\\right) = \\int \\int_ {D} f (x, y) d A.\n$$\n\\* Properties:\n· 1) $f(x, y) \\geq 0$\n· 2) $\\int_{-\\infty}^{\\infty}\\int_{-\\infty}^{\\infty}f(x,y)dxdy=1.$\n\\- We also have the multivariate cdf: (★★) defined by\n$$\nF _ {X, Y} (x, y) = \\mathbb {P} (X \\leq x, Y \\leq y).\n$$\n\\* Note that $F_{X,Y}(a,b) = \\int_{-\\infty}^{a}\\int_{-\\infty}^{b}f(x,y)dydx$ .\n\\- Thus note that\n$$\nf (x, y) = \\frac {\\partial^ {2} F (x , y)}{\\partial x \\partial y}.\n$$\n\\- Marginal Density: If $f_{X,Y}$ is the joint density of $X, Y$ . We recover the marginal densities of $X, Y$ respectively by the following\n$$\nf _ {X} (x) = \\int_ {- \\infty} ^ {\\infty} f _ {X, Y} (x, y) d y,\n$$\n$$\nf _ {Y} (y) = \\int_ {- \\infty} ^ {\\infty} f _ {X, Y} (x, y) d x.\n$$\n• Example2: Let X, Y have joint pdf\n$$\nf (x, y) = \\left\\{ \\begin{array}{l l} c e ^ {- x} e ^ {- 2 y} & , 0 <   x <   \\infty , 0 <   y <   \\infty \\\\ 0 & \\text { otherwise } \\end{array} \\right..\n$$\n\\- $\\underline{\\mathbf{Part}(\\mathbf{a})}$ : Find $c$ that makes this a joint pdf:\n\\* Sol: Step1: Draw region of Domain first!!!\n\n$$ <details>0\n[images/image-21-Graph of Inequality.jpg]\n\n<details>\n<summary>natural_image</summary>\nBlank Cartesian coordinate grid with no plotted data or labels\n</details>\n\\* Thus\n$$\n\\begin{array}{l} 1 = \\int_ {0} ^ {\\infty} \\int_ {0} ^ {\\infty} c e ^ {- x} e ^ {- 2 y} d x d y = c \\int_ {0} ^ {\\infty} e ^ {- 2 y} \\left[ - e ^ {- x} \\right] _ {x = 0} ^ {x = \\infty} d y \\\\ = c \\int_ {0} ^ {\\infty} e ^ {- 2 y} d y = c \\left[ - \\frac {1}{2} e ^ {- 2 y} \\right] _ {0} ^ {\\infty} = c \\frac {1}{2}. \\\\ \\end{array}\n$$\nThen c = 2.\n\\- $\\underline{\\text{Part(b)}}$ : Find $\\mathbb{P}(X < Y)$ .\n\\* Sol: Need to draw the region (Recall Calc III!!) Let $D = \\{(x,y) \\mid 0 < x < y, 0 < y < \\infty\\}$\n\n\\begin{array}{l} 1 = \\int_ {0} ^ {\\infty} \\int_ {0} ^ {\\infty} c e ^ {- x} e ^ {- 2 y} d x d y = c \\int_ {0} ^ {\\infty} e ^ {- 2 y} \\left[ - e ^ {- x} \\right] _ {x = 0} ^ {x = \\infty} d y \\\\ = c \\int_ {0} ^ {\\infty} e ^ {- 2 y} d y = c \\left[ - \\frac {1}{2} e ^ {- 2 y} \\right] _ {0} ^ {\\infty} = c \\frac {1}{2}. \\\\ \\end{array} <details>0\n[images/image-22-Linear Inequality Region.jpg]\n\n<details>\n<summary>area chart</summary>\n\n[tables/table-7 Linear Data Table.html]\n\n</details>\n- There are two ways to set up this integral:\n- Method1: To set up $dA = dydx$ . We use the Top-Bottom Method:\n- Where the region is bounded by\nTop Function: $y = \\infty$\nBottom Function $y = x$\nRange of Values $0 \\leq x \\leq \\infty$\n\\- Hence we use this information to set up\n$$\n\\begin{array}{l} \\mathbb {P} (X <   Y) = \\int \\int_ {D} f (x, y) d A \\\\ = \\int_ {0} ^ {\\infty} \\int_ {x} ^ {\\infty} 2 e ^ {- x} e ^ {- 2 y} d y d x \\\\ = \\int_ {0} ^ {\\infty} 2 e ^ {- x} \\frac {1}{2} \\left[ - e ^ {- 2 y} \\right] _ {y = x} ^ {y = \\infty} d x \\\\ = \\int_ {0} ^ {\\infty} e ^ {- x} e ^ {- 2 x} d x = \\int_ {0} ^ {\\infty} e ^ {- 3 x} x \\\\ = \\frac {1}{3}. \\\\ \\end{array}\n$$\n\\- Method2: To set up $dA = dxdy$ . We use the Right-Left Method:\n\\- Where the region is bounded by\nRight Function: $x = y$\nLeft Functionx = 0\nRange of Values $0 \\leq y \\leq \\infty$\n\\- Hence we use this information to set up\n$$\n\\begin{array}{l} \\mathbb {P} (X <   Y) = \\int \\int_ {D} f (x, y) d A \\\\ = \\int_ {0} ^ {\\infty} \\int_ {0} ^ {y} 2 e ^ {- x} e ^ {- 2 y} d x d y \\\\ = \\quad \\text { do   some   work } \\\\ = \\frac {1}{3}, \\\\ \\end{array}\n$$\nwhich matches the answer from before.\n\\- $\\underline{\\mathbf{Part}(\\mathbf{c})}$ : Set up $\\mathbb{P}(X > 1, Y < 1)$\n\n$$ <details>0\n[images/image-23-Graph of Inequality.jpg]\n\n<details>\n<summary>bar chart</summary>\n\n[tables/table-8 Data Table.html]\n\n</details>\n\\* The region is given by\n\\* Setting this up we have\n$$\n\\mathbb {P} (X > 1, Y <   1) = \\int_ {0} ^ {1} \\int_ {1} ^ {\\infty} 2 e ^ {- x} e ^ {- 2 y} d x d y.\n$$\n\\- $\\underline{\\mathbf{Part}(\\mathbf{d})}$ : Find the marginal $f_{X}(x)$ :\n\\* Sol:\n\\* Then\n$$\n\\begin{array}{l} f _ {X} (x) = \\int_ {0} ^ {\\infty} f (x, y) d y = \\int_ {0} ^ {\\infty} 2 e ^ {- x} e ^ {- 2 y} d y \\\\ = 2 e ^ {- x} \\left[ \\frac {- 1}{2} e ^ {- 2 y} \\right] _ {0} ^ {\\infty} = 2 e ^ {- x} \\left[ 0 + \\frac {1}{2} \\right] \\\\ = e ^ {- x}. \\\\ \\end{array}\n$$\n\\- Part(e): Find $\\mathbb{E}X$ We have\n$$\n\\mathbb {E} X = \\int_ {0} ^ {\\infty} x e ^ {- x} d x = 1\n$$",
+      "path": "Notes.pdf/CHAPTER 11/Multivariate distributions/11.1. Joint distribution functions",
+      "metadata": {
+        "length": 5505,
+        "summary": "The passage discusses joint probability distributions for discrete and continuous random variables. For discrete variables, it defines the joint probability mass function (pmf) p(x,y) = P(X=x, Y=y) with properties 0≤p≤1 and sum=1, and the multivariate cdf F(x,y)=P(X≤x,Y≤y). An example with two 3-sided dice finds the joint pmf of X (largest value) and Y (sum), and computes a conditional probability. For continuous variables, it defines the joint probability density function (pdf) f(x,y) with properties f≥0 and double integral=1, and the cdf as the double integral of f. Marginal densities are obtained by integrating out the other variable. A detailed example with joint pdf f(x,y)=2e^{-x}e^{-2y} for x,y>0 finds the normalizing constant c=2, computes P(X<Y)=1/3 using two integration methods, sets up P(X>1,Y<1), finds marginal f_X(x)=e^{-x}, and computes E[X]=1.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "tokens": [
+          "We",
+          "discuss",
+          "collection",
+          "random",
+          "variables",
+          "ldots",
+          "Discrete",
+          "For",
+          "joint",
+          "probability",
+          "mass",
+          "discrete",
+          "density",
+          "function",
+          "mathbb",
+          "Properties",
+          "pmf",
+          "leq",
+          "sum",
+          "multivariate",
+          "cdf",
+          "defined",
+          "Example1",
+          "Experiment",
+          "Suppose",
+          "roll",
+          "sided",
+          "die",
+          "Let",
+          "largest",
+          "obtained",
+          "dice",
+          "Find",
+          "Solution",
+          "First",
+          "find",
+          "values",
+          "The",
+          "table",
+          "outcomes",
+          "Using",
+          "Question",
+          "mid",
+          "Answer",
+          "frac",
+          "Continuous",
+          "int",
+          "equivalent",
+          "set",
+          "subset",
+          "left",
+          "geq",
+          "infty",
+          "dxdy",
+          "Note",
+          "dydx",
+          "Thus",
+          "note",
+          "partial",
+          "Marginal",
+          "Density",
+          "If",
+          "recover",
+          "marginal",
+          "densities",
+          "Example2",
+          "pdf",
+          "begin",
+          "array",
+          "text",
+          "end",
+          "underline",
+          "mathbf",
+          "Part",
+          "makes",
+          "Sol",
+          "Step1",
+          "Draw",
+          "region",
+          "Domain",
+          "details",
+          "summary",
+          "natural",
+          "image",
+          "Blank",
+          "Cartesian",
+          "coordinate",
+          "grid",
+          "plotted",
+          "data",
+          "labels",
+          "Then",
+          "Need",
+          "draw",
+          "Recall",
+          "Calc",
+          "III",
+          "area",
+          "chart",
+          "There",
+          "ways",
+          "integral",
+          "Method1",
+          "To",
+          "dA",
+          "Top",
+          "Bottom",
+          "Method",
+          "Where",
+          "bounded",
+          "Function",
+          "Range",
+          "Values",
+          "Hence",
+          "information",
+          "Method2",
+          "Right",
+          "Left",
+          "Functionx",
+          "quad",
+          "work",
+          "matches",
+          "answer",
+          "Set",
+          "bar",
+          "Setting"
+        ],
+        "keywords": [
+          "joint pmf",
+          "joint pdf",
+          "marginal density"
+        ],
+        "connect_to": [
+          {
+            "target": "3db06442-0c54-564c-816e-05a3a49c15aa",
+            "relation": "embeds",
+            "ref": "[tables/table-5 Table of Pairs.html]",
+            "position": {
+              "start": 788,
+              "end": 824
+            }
+          },
+          {
+            "target": "f7bae61c-dd09-52ce-a494-28cc9293a01c",
+            "relation": "embeds",
+            "ref": "[tables/table-6 Joint Probability Table.html]",
+            "position": {
+              "start": 884,
+              "end": 929
+            }
+          },
+          {
+            "target": "8cee8921-358e-5d1c-9669-7b5c0c1c4ac5",
+            "relation": "embeds",
+            "ref": "[images/image-21-Graph of Inequality.jpg]",
+            "position": {
+              "start": 2435,
+              "end": 2476
+            }
+          },
+          {
+            "target": "c8441181-ded3-5af9-9d55-9b7b63494ccb",
+            "relation": "embeds",
+            "ref": "[images/image-22-Linear Inequality Region.jpg]",
+            "position": {
+              "start": 3453,
+              "end": 3499
+            }
+          },
+          {
+            "target": "97165dff-b50d-5b8a-b445-486734c346b5",
+            "relation": "embeds",
+            "ref": "[tables/table-7 Linear Data Table.html]",
+            "position": {
+              "start": 3542,
+              "end": 3581
+            }
+          },
+          {
+            "target": "2030b2ac-81ec-5b8f-8fe5-f89550865d07",
+            "relation": "embeds",
+            "ref": "[images/image-23-Graph of Inequality.jpg]",
+            "position": {
+              "start": 4835,
+              "end": 4876
+            }
+          },
+          {
+            "target": "c99e46c1-571b-5dd8-8514-d07d65020a6e",
+            "relation": "embeds",
+            "ref": "[tables/table-8 Data Table.html]",
+            "position": {
+              "start": 4918,
+              "end": 4950
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "4971827f-b924-59b2-a999-b254b0d71cda",
+      "type": "image",
+      "content": "\n$$ \\- Example1: Let $X, Y$ be r.v. with joint pdf0\n[images/image-24-$$ _- Exam.jpg]\n",
+      "path": "images/image-24-$$ _- Exam.jpg",
+      "metadata": {
+        "length": 85,
+        "summary": "image-24\n$$ \\- Example1: Let $X, Y$ be r.v. with joint pdf0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "file_path": "images/image-24-$$ _- Exam.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "c525b3f0-fd7d-5540-8b8c-60997eebf13b",
+      "type": "image",
+      "content": "\n\\- Solution: Since $X, Y$ are independent then using the Theorem form this section we have <details>0\n[images/image-25-Linear Function Graph.jpg]\n",
+      "path": "images/image-25-Linear Function Graph.jpg",
+      "metadata": {
+        "length": 136,
+        "summary": "image-25\nChart Title: None visible\nAxes: X-axis ranges from -0.2 to 1.2; Y-axis ranges from -0.2 to 1.0\nData Representation: A linear function plotted as a straight line starting at the origin (0,0) and ending at approximately (1,1).\nShaded Region: The area under the curve (between the line and the x-axis) is shaded in orange.\nGrid: Background grid lines are present for both axes with increments of 0.2.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "file_path": "images/image-25-Linear Function Graph.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "75d5bd34-e5fc-5ced-af4c-8a414c8b8f2c",
+      "type": "table",
+      "content": "<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th>x</th>\n      <th>y</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <td>0.2</td>\n      <td>0.2</td>\n    </tr>\n    <tr>\n      <td>0.4</td>\n      <td>0.4</td>\n    </tr>\n    <tr>\n      <td>0.6</td>\n      <td>0.6</td>\n    </tr>\n    <tr>\n      <td>0.8</td>\n      <td>0.8</td>\n    </tr>\n    <tr>\n      <td>1</td>\n      <td>1</td>\n    </tr>\n  </tbody>\n</table>",
+      "path": "tables/table-9 Linear Data Table.html",
+      "metadata": {
+        "length": 501,
+        "summary": "table-10\nThe table shows six data points where x and y values are equal, ranging from 0 to 1, indicating a perfect linear relationship.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "file_path": "tables/table-9 Linear Data Table.html",
+        "keywords": [
+          "linear"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "d56fd4b6-7847-559f-a64b-72af7530b4bd",
+      "type": "text",
+      "content": "\\- Discrete: We say discrete r.v. $X, Y$ are independent if\n$$\n\\mathbb {P} (X = x, Y = y) = \\mathbb {P} (X = x) \\mathbb {P} (Y = y),\n$$\nfor every $x, y$ in the range of $X$ and $Y$ .\n\\- This is the same as saying that $X, Y$ are independent if the joint pmf splits into the marginal pmfs: $p_{X,Y}(x,y) = p_X(x) \\cdot p_Y(y)$\n\\- Continuous: We say continuous r.v. $X, Y$ are independent if\n$$\n\\mathbb {P} (X \\in A, Y \\in B) = \\mathbb {P} (X \\in A) \\mathbb {P} (Y \\in B)\n$$\nfor any set $A, B$\n\\- This equivalent: $\\mathbb{P}(X\\leq a,Y\\leq b) = \\mathbb{P}(X\\leq a)\\mathbb{P}(Y\\leq b)$ .\n\\- Equivalent to $F_{X,Y}(x,y) = F_X(x)F_Y(y)$ .\n\\- Random variables that are not independent, are said to be dependent.\n• How can we check independence?\nTHEOREM 16. Continuous (discrete) r.v. $X, Y$ are independent if and only if their joint pdf (pmf) can be expressed as\n$$\nf _ {X, Y} (x, y) = f _ {X} (x) f _ {Y} (y). \\text {(Continuous Case)},\n$$\n$$\np _ {X, Y} (x, y) = p _ {X} (x) p _ {Y} (y) \\text {(Discrete Case)}.\n$$\nPROOF. See textbook.\n\n$$ \\- Example1: Let $X, Y$ be r.v. with joint pdf0\n[images/image-24-$$ _- Exam.jpg]\n\n\\- Example1: Let $X, Y$ be r.v. with joint pdf\n$$\nf (x, y) = 6 e ^ {- 2 x} e ^ {- 3 y} 0 <   x <   \\infty , 0 <   y <   \\infty .\n$$\nAre $X, Y$ independent?\n\\- Solution: Find the marginals $f_{X}$ and $f_{Y}$ and see if $f = f_{X}f_{Y}$ . First\n$$\nf _ {X} (x) = \\int_ {0} ^ {\\infty} 6 e ^ {- 2 x} e ^ {- 3 y} d y = 2 e ^ {- 2 x},\n$$\n$$\nf _ {Y} (y) = \\int_ {0} ^ {\\infty} 6 e ^ {- 2 x} e ^ {- 3 y} d x = 3 e ^ {- 2 y}.\n$$\nwhich are both exponential. Since $f = f_{X}f_{y}$ then yes they are independent!\n• Example2: Let X, Y have\n$$\nf _ {X, Y} (x, y) = x + y, 0 <   x <   1, 0 <   y <   1\n$$\nAre $X, Y$ independent?\n\\- Solution: Note that there is no way to factor $x + y = f_X(x)f_Y(y)$ , hence they can't be independent.\n• Example3: Let X, Y have\n$$\nf _ {X, Y} (x, y) = 2, 0 <   x <   y <   1\n$$\n\\- Are $X, Y$ independent?\n\\- Solution:\n\\* We cannot use the previous argument to claim $f_{X,Y}$ can't split, because for example, maybe hypothetically speaking $2 = 1 \\cdot 1$ , so hypothetically it could split.\n\\* So we must find the marginal pdfs and then check if $f_{X,Y} = f_X \\cdot f_Y$ .\n\\* Important! But whenever the domain of $f$ is not a rectangle, you MUST draw the region of domain for $f_{X,Y}$ . And here the region is $D = \\{(x,y) \\mid 0 < x < y < 1\\}$ . (Please try drawing this region on your own. If you struggle with this region, go to https://www.wolframalpha.com/ and type in $0 < x < y < 1$ )\n\\* Note that $f_{X}(x) = \\int_{x}^{1} 2dy = 2(1 - x)$ for $0 < x < 1$\n\\* Then $f_{Y}(y) = \\int_{0}^{y} 2dx = 2y$ for $0 < y < 1$ .\n\\* But $f_{X,Y}(x,y) = 2 \\neq f_X(x)f_Y(y) = 2(1 - x)2y!!$ Therefore $X,Y$ are NOT independent.\n\\- Example4: Suppose $X, Y$ are independent uniformly distributed over (0, 1). Find $\\mathbb{P}(Y < X)$ .\n\\- Solution: Since $X, Y$ are independent then using the Theorem form this section we have\n$$\nf _ {X, Y} (x, y) = f _ {X} (x) f _ {Y} (y) = 1 \\cdot 1,\n$$\nfor $0 \\leq x \\leq 1$ and $0 \\leq y \\leq 1$ . Draw region ('What do you think probability will be by looking at the region?)\n\n\\- Solution: Since $X, Y$ are independent then using the Theorem form this section we have <details>0\n[images/image-25-Linear Function Graph.jpg]\n\n<details>\n<summary>area chart</summary>\n\n[tables/table-9 Linear Data Table.html]\n\n</details>\n\\* and get\n$$\n\\begin{array}{l} \\mathbb {P} (Y <   X) = \\int_ {0} ^ {1} \\int_ {0} ^ {x} f (x, y) d y d x \\\\ = \\int_ {0} ^ {1} \\int_ {0} ^ {x} 1 d y d x = \\int_ {0} ^ {1} x d x \\\\ = \\frac {1}{2}. \\\\ \\end{array}\n$$\n11.3. Sums of independent Random Variables( $\\star$ )\n\\- Fact: If $X, Y$ are independent, its not too hard to show that the cdf of $Z = X + Y$ is\n$$\n\\begin{array}{l} F _ {X + Y} (a) = \\mathbb {P} (X + Y \\leq a) \\\\ = \\int \\int_ {\\{x + y \\leq a \\}} f _ {X} (x) f _ {Y} (y) d x d y \\\\ = \\int_ {- \\infty} ^ {\\infty} \\int_ {- \\infty} ^ {a - y} f _ {X} (x) f _ {Y} (y) d x d y \\\\ = \\int_ {- \\infty} ^ {\\infty} \\int_ {- \\infty} ^ {a - y} f _ {X} (x) d x f _ {Y} (y) d y \\\\ = \\int_ {- \\infty} ^ {\\infty} F _ {X} (a - y) f _ {Y} (y) d y. \\\\ \\end{array}\n$$\n\\- By differentiating we have that\n$$\nf _ {X + Y} (a) = \\int_ {- \\infty} ^ {\\infty} f _ {X} (a - y) f _ {Y} (y) d y.\n$$\n• (★)Here are some interesting cases:\n\\- Fact 1(Only thing I'll test you on): If $X_{i} \\sim \\mathcal{N}\\left(\\mu_{i}, \\sigma_{i}^{2}\\right)$ for $1 \\leq i \\leq n$ and are all independent then $Y = X_{1} + \\dots + X_{n} \\sim \\mathcal{N}\\left(\\mu_{1} + \\dots \\mu_{n}, \\sigma_{1}^{2} + \\dots + \\sigma_{n}^{2}\\right)$ .\n- In particular if $X \\sim \\mathcal{N}\\left(\\mu_x, \\sigma_x^2\\right)$ and $Y \\sim \\mathcal{N}(\\mu_y, \\sigma_y^2)$ are independent then $X + Y \\sim \\mathcal{N}\\left(\\mu_x + \\mu_y, \\sigma_x^2 + \\sigma_y^2\\right)$ and $X - Y \\sim \\mathcal{N}\\left(\\mu_x - \\mu_y, \\sigma_x^2 + \\sigma_y^2\\right)$ .\n- In general $aX \\pm bY \\sim \\mathcal{N}\\left(a\\mu_x \\pm b\\mu_y, a^2\\sigma_x^2 + b^2\\sigma_y^2\\right)$ .\n\\- Example1: Suppose $T \\sim \\mathcal{N}(95,25)$ and $H \\sim \\mathcal{N}(65,36)$ represents the grades of Tyler and Habib. Assume their grades are independent.\n\\- Part(a): What is the probability that their average grades will be less than 90?\n\\- Solution: $T + H \\sim \\mathcal{N}(160, 61)$ . Thus\n$$\n\\begin{array}{l} \\mathbb {P} \\left(\\frac {T + H}{2} \\leq 9 0\\right) = \\mathbb {P} (T + H \\leq 1 8 0) \\\\ = \\mathbb {P} \\left(Z \\leq \\frac {1 8 0 - 1 6 0}{\\sqrt {6 1}}\\right) = \\Phi \\left(\\frac {1 8 0 - 1 6 0}{\\sqrt {6 1}}\\right) \\\\ = \\Phi (2. 5 6) = . 9 9 6 1 \\\\ \\end{array}\n$$\n\\- Part (b): What is the probability that Habib will have scored higher than Tyler?\n\\- Solution: Using $H - T \\sim \\mathcal{N}(-30,61)$ we compute\n$$\n\\begin{array}{l} \\mathbb {P} (H > T) = \\mathbb {P} (H - T > 0) \\\\ = 1 - \\mathbb {P} (H - T <   0) \\\\ = 1 - \\mathbb {P} \\left(Z \\leq \\frac {0 - (- 3 0)}{\\sqrt {6 1}}\\right) \\\\ = 1 - \\Phi (3. 8 4) = 1 - 1 = 0. \\\\ \\end{array}\n$$\n\\- Other facts.\n\\- Fact 2: Let $Z \\sim \\mathcal{N}(0,1)$ then $Z^2 \\sim \\chi_1^2$ .\n- If $Z_1, \\ldots, Z_n$ are independent $\\mathcal{N}(0,1)$ then $Y = Z_1^2 + \\cdots + Z_n^2 \\sim \\chi_n^2$ .\n- Fact 3: If $X \\sim \\text{Poisson}(\\lambda)$ and $Y \\sim \\text{Poisson}(\\mu)$ , and they are independent, then $X + Y \\sim \\overline{\\text{Poisson}}(\\lambda + \\mu)$ .\n- List out stuff and then stop.",
+      "path": "Notes.pdf/CHAPTER 11/Multivariate distributions/11.2. Independent Random Variables",
+      "metadata": {
+        "length": 6298,
+        "summary": "This text defines independence for discrete and continuous random variables (RVs) via joint pmf/pdf factorization and joint CDF. It provides examples checking independence by verifying if joint pdf equals product of marginals, highlighting cases where domain restrictions (non-rectangular) prevent factorization. It then covers sums of independent RVs, deriving the convolution formula for pdf/cdf. Key results include: sum of independent normals is normal with summed means and variances; sum of independent Poissons is Poisson with summed rates; sum of squared standard normals follows chi-squared distribution. Examples compute probabilities for average grades and difference of grades using normal distribution properties.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "tokens": [
+          "Discrete",
+          "We",
+          "discrete",
+          "independent",
+          "mathbb",
+          "range",
+          "This",
+          "joint",
+          "pmf",
+          "splits",
+          "marginal",
+          "pmfs",
+          "cdot",
+          "Continuous",
+          "continuous",
+          "set",
+          "equivalent",
+          "leq",
+          "Equivalent",
+          "Random",
+          "variables",
+          "dependent",
+          "How",
+          "check",
+          "independence",
+          "THEOREM",
+          "16",
+          "pdf",
+          "expressed",
+          "text",
+          "Case",
+          "PROOF",
+          "See",
+          "textbook",
+          "Example1",
+          "Let",
+          "pdf0",
+          "infty",
+          "Are",
+          "Solution",
+          "Find",
+          "marginals",
+          "First",
+          "int",
+          "exponential",
+          "Since",
+          "Example2",
+          "Note",
+          "factor",
+          "Example3",
+          "previous",
+          "argument",
+          "claim",
+          "split",
+          "hypothetically",
+          "speaking",
+          "So",
+          "find",
+          "pdfs",
+          "Important",
+          "But",
+          "domain",
+          "rectangle",
+          "MUST",
+          "draw",
+          "region",
+          "And",
+          "mid",
+          "Please",
+          "drawing",
+          "If",
+          "struggle",
+          "https",
+          "www",
+          "wolframalpha",
+          "type",
+          "2dy",
+          "Then",
+          "2dx",
+          "2y",
+          "neq",
+          "Therefore",
+          "NOT",
+          "Example4",
+          "Suppose",
+          "uniformly",
+          "distributed",
+          "Theorem",
+          "form",
+          "section",
+          "Draw",
+          "What",
+          "probability",
+          "details",
+          "summary",
+          "area",
+          "chart",
+          "begin",
+          "array",
+          "frac",
+          "end",
+          "11.3",
+          "Sums",
+          "Variables",
+          "star",
+          "Fact",
+          "hard",
+          "show",
+          "cdf",
+          "By",
+          "differentiating",
+          "Here",
+          "interesting",
+          "cases",
+          "Only",
+          "thing",
+          "ll",
+          "test",
+          "sim",
+          "mathcal",
+          "left",
+          "mu",
+          "sigma",
+          "dots",
+          "In",
+          "general",
+          "aX",
+          "pm",
+          "bY",
+          "95",
+          "25",
+          "65",
+          "36",
+          "represents",
+          "grades",
+          "Tyler",
+          "Habib",
+          "Assume",
+          "Part",
+          "average",
+          "90",
+          "160",
+          "61",
+          "Thus",
+          "sqrt",
+          "Phi",
+          "scored",
+          "higher",
+          "Using",
+          "30",
+          "compute",
+          "Other",
+          "facts",
+          "chi",
+          "ldots",
+          "cdots",
+          "Poisson",
+          "lambda",
+          "overline",
+          "List",
+          "stuff",
+          "stop"
+        ],
+        "keywords": [
+          "Independence",
+          "Joint PDF",
+          "Normal Sum"
+        ],
+        "connect_to": [
+          {
+            "target": "4971827f-b924-59b2-a999-b254b0d71cda",
+            "relation": "embeds",
+            "ref": "[images/image-24-$$ _- Exam.jpg]",
+            "position": {
+              "start": 1084,
+              "end": 1116
+            }
+          },
+          {
+            "target": "c525b3f0-fd7d-5540-8b8c-60997eebf13b",
+            "relation": "embeds",
+            "ref": "[images/image-25-Linear Function Graph.jpg]",
+            "position": {
+              "start": 3247,
+              "end": 3290
+            }
+          },
+          {
+            "target": "75d5bd34-e5fc-5ced-af4c-8a414c8b8f2c",
+            "relation": "embeds",
+            "ref": "[tables/table-9 Linear Data Table.html]",
+            "position": {
+              "start": 3333,
+              "end": 3372
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "4d24fdda-7a90-5453-a68e-fc807a0040ed",
+      "type": "table",
+      "content": "<table><tr><td>x\\y</td><td>0</td><td>1</td></tr><tr><td>0</td><td>.4</td><td>.2</td></tr><tr><td>1</td><td>.1</td><td>.3</td></tr></table>",
+      "path": "tables/table-10 Joint Probability.html",
+      "metadata": {
+        "length": 138,
+        "summary": "table-11\nThe table shows joint probabilities for two binary variables X and Y, with values: P(0,0)=0.4, P(0,1)=0.2, P(1,0)=0.1, P(1,1)=0.3.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "file_path": "tables/table-10 Joint Probability.html",
+        "keywords": [
+          "probability",
+          "distribution",
+          "table"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "12002c24-537b-5130-ad36-8dc97eea6d3f",
+      "type": "text",
+      "content": "\\- The conditional pmf for a discrete R.V. is\n$$\np _ {X \\mid Y} (x \\mid y) = \\mathbb {P} (X = x \\mid Y = y)\n$$\n$$\n= \\frac {p (x , y)}{p _ {Y} (y)}.\n$$\n\\- We also have the condition cdf: $F_{X|Y}(x \\mid y) = \\mathbb{P}(X \\leq x \\mid Y = u)$\n\\- Fact:\n\\- If $X, Y$ are independent then\n$$\np _ {X | Y} (x \\mid y) = p _ {X} (x)\n$$\n\\- Example1: Suppose the joint pmf of $(X,Y)$ is\n\n[tables/table-10 Joint Probability.html]\n\n\\- Compute some conditional pmf: Then the second column is\n$$\np _ {X | Y} (0 \\mid 1) = \\frac {. 2}{. 5} = \\frac {2}{5} \\text { and } p _ {X | Y} (1 \\mid 1) = \\frac {. 3}{. 5} = \\frac {3}{5}.\n$$\n\\- Are they independent? Note that $p_X(0) = .4 + .2 = .6 \\neq p_{X|Y}(0 \\mid 1)$ , so no!\n11.5. Conditional Distributions- Continuous( $\\star$ )\n\\- Def: If $X, Y$ are continuous with joint pdf $f(x, y)$ then the conditional pdf of $X$ given $Y = y$ is defined as\n$$\nf _ {X \\mid Y} (x \\mid y) = \\frac {f (x , y)}{f _ {Y} (y)}.\n$$\n\\- defined only when $f_{Y}(y) > 0$ .\n\\- Def: The conditional cdf of $X$ given $Y = y$ is\n$$\n\\begin{array}{l} F _ {X \\mid Y} (a \\mid y) = \\mathbb {P} (X \\leq a \\mid Y = y) \\\\ = \\int_ {- \\infty} ^ {a} f _ {X | Y} (x \\mid y) d x. \\\\ \\end{array}\n$$\n• Fact: If X, Y are independent then\n$$\nf _ {X \\mid Y} (x \\mid y) = f _ {X} (x).\n$$\n\\- Example1: The joint pdf of $X, Y$ is given by\n$$\nf x (x, y) = \\left\\{ \\begin{array}{l l} \\frac {1 2}{5} x (2 - x - y) & 0 <   x <   1, 0 <   y <   1 \\\\ 0 & \\text {otherwise} \\end{array} \\right..\n$$\nCompute the conditional pdf of X give that Y = y where 0 < y < 1.\n\\- Solution: We have\n$$\n\\begin{array}{l} f _ {X \\mid Y} (x \\mid y) = \\frac {f (x , y)}{f _ {Y} (y)} = \\frac {x (2 - x - y)}{\\int_ {0} ^ {1} x (2 - x - y) d y} \\\\ = \\frac {x (2 - x - y)}{\\frac {2}{3} - \\frac {y}{2}}. \\\\ \\end{array}\n$$",
+      "path": "Notes.pdf/CHAPTER 11/Multivariate distributions/11.4. Conditional Distributions- Discrete(★)",
+      "metadata": {
+        "length": 1758,
+        "summary": "The text defines conditional probability mass functions (PMF) for discrete random variables and conditional probability density functions (PDF) for continuous random variables. It provides formulas: p_{X|Y}(x|y) = p(x,y)/p_Y(y) for discrete, and f_{X|Y}(x|y) = f(x,y)/f_Y(y) for continuous, defined only when the marginal is positive. It notes that if X and Y are independent, the conditional distribution equals the marginal. Examples include computing conditional PMF from a joint table and checking independence, and computing conditional PDF from a given joint PDF.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "tokens": [
+          "The",
+          "conditional",
+          "pmf",
+          "discrete",
+          "mid",
+          "mathbb",
+          "frac",
+          "We",
+          "condition",
+          "cdf",
+          "leq",
+          "Fact",
+          "If",
+          "independent",
+          "Example1",
+          "Suppose",
+          "joint",
+          "Compute",
+          "Then",
+          "column",
+          "text",
+          "Are",
+          "Note",
+          "neq",
+          "11.5",
+          "Conditional",
+          "Distributions",
+          "Continuous",
+          "star",
+          "Def",
+          "continuous",
+          "pdf",
+          "defined",
+          "begin",
+          "array",
+          "int",
+          "infty",
+          "end",
+          "left",
+          "give",
+          "Solution"
+        ],
+        "keywords": [
+          "Conditional PMF",
+          "Conditional PDF",
+          "Independence"
+        ],
+        "connect_to": [
+          {
+            "target": "4d24fdda-7a90-5453-a68e-fc807a0040ed",
+            "relation": "embeds",
+            "ref": "[tables/table-10 Joint Probability.html]",
+            "position": {
+              "start": 376,
+              "end": 416
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "85c24b5e-a968-500b-97ef-51d8be32212b",
+      "type": "text",
+      "content": "- Goal:\n- Recall that from section 5.7 we can find the pdf of a new random variable $Y = g(X)$ .\n- Suppose we know the distributions of $X_{1}, X_{2}$ then what is the distribution of $g_{1}(X_{1}, X_{2})$ and $g_{2}(X_{1}, Y_{1})$\n\\* For example if we know $X_{1}, X_{2}$ what is the distribution of $Y_{1} = X_{1} + X_{2}$ and $Y_{2} = X_{1}^{2} - e^{X_{1}X_{2}}$ .\n\\- Steps to finding the joint cdf of new R.V. made from old ones.:\n- Suppose $X_{1}, X_{2}$ are jointly distributed with pdf $f_{X_1, X_2}$ . Let $g_{2}(x_{1}, x_{2}), g_{2}(x_{2}, x_{2})$ be multivariable functions.\n- Goal: Find the joint pdf of $Y_{1} = g_{1}(X_{1}, X_{2})$ and $Y_{2} = g_{1}(X_{2}, X_{2})$\n- Step1: Find the Jacobian:\n$$\nJ \\left(x _ {1}, x _ {2}\\right) = \\left| \\begin{array}{c} \\nabla g _ {1} \\\\ \\nabla g _ {2} \\end{array} \\right| = \\left| \\begin{array}{c c} \\frac {\\partial g _ {1}}{\\partial x _ {1}} & \\frac {\\partial g _ {1}}{\\partial x _ {2}} \\\\ \\frac {\\partial g _ {2}}{\\partial x _ {1}} & \\frac {\\partial g _ {2}}{\\partial x _ {2}} \\end{array} \\right| = \\frac {\\partial g _ {1}}{\\partial x _ {1}} \\frac {\\partial g _ {2}}{\\partial x _ {2}} - \\frac {\\partial g _ {1}}{\\partial x _ {2}} \\frac {\\partial g _ {2}}{\\partial x _ {1}} \\neq 0.\n$$\nat all points $(x_{1},x_{2})$\n\\- Step2: Find the unique solutions of equationf $y_{1} = g_{1}(x_{1}, x_{2})$ and $y_{2} = g_{2}(x_{1}, x_{2})$ in terms of\n$$\nx _ {1} = h _ {1} \\left(y _ {1}, y _ {2}\\right),\n$$\n$$\nx _ {2} = h _ {2} \\left(y _ {1}, y _ {2}\\right).\n$$\n\\- Step3: The joint pdf of $Y_{1}, Y_{2}$ is\n$$\n\\begin{array}{l} f _ {Y _ {1}, Y _ {2}} \\left(y _ {1}, y _ {2}\\right) = f _ {X _ {1}, X _ {2}} \\left(x _ {1}, x _ {2}\\right) | J \\left(x _ {1}, x _ {2}\\right) | ^ {- 1} \\\\ = f _ {X _ {1}, X _ {2}} \\left(h _ {1} \\left(y _ {1}, y _ {2}\\right), h _ {2} \\left(y _ {1}, y _ {2}\\right)\\right) | J \\left(x _ {1}, x _ {2}\\right) | ^ {- 1}. \\\\ \\end{array}\n$$\n\\- Example1: Suppose $X_{1}, X_{2}$ have joint distribution\n$$\nf _ {X _ {1}, X _ {2}} (x _ {1}, x _ {2}) = \\left\\{ \\begin{array}{l l} 2 x _ {1} x _ {2} & 0 \\leq x _ {1}, x _ {2} \\leq 1 \\\\ 0 & \\text { otherwise } \\end{array} \\right..\n$$\nQuestion: Find the joint pdf of $Y_{1} = X_{1} + X_{2}$ and $Y_{2} = X_{1} - X_{2}$ .\n\\- Step1: Find the Jacobian: Note that\n$$\ny _ {1} = g _ {1} \\left(x _ {1}, x _ {2}\\right) = x _ {1} + x _ {2},\n$$\n$$\ny _ {2} = g _ {2} \\left(x _ {1}, x _ {2}\\right) = x _ {1} - x _ {2}.\n$$\nSo\n$$\nJ \\left(x _ {1}, x _ {2}\\right) = \\left| \\begin{array}{c c} 1 & 1 \\\\ 1 & - 1 \\end{array} \\right| = - 2.\n$$\n\\- Step2: Solve for $x_{1}, x_{2}$ and get\n$$\nx _ {1} = \\frac {1}{2} \\left(y _ {1} + y _ {2}\\right),\n$$\n$$\nx _ {2} = \\frac {1}{2} (y _ {1} - y _ {2}).\n$$\n\\- Step3: The joint pdf of $Y_{1}, Y_{2}$ is given by the formula:\n$$\n\\begin{array}{l} f _ {Y _ {1}, Y _ {2}} \\left(y _ {1}, y _ {2}\\right) = f _ {X _ {1}, X _ {2}} \\left(x _ {1}, x _ {2}\\right) | J \\left(x _ {1}, x _ {2}\\right) | ^ {- 1} \\\\ = f _ {X _ {1}, X _ {2}} \\left(\\frac {1}{2} \\left(y _ {1} + y _ {2}\\right), \\frac {1}{2} \\left(y _ {1} - y _ {2}\\right)\\right) \\frac {1}{| - 2 |} \\\\ = \\left\\{ \\begin{array}{l l} \\frac {1}{2} \\left(y _ {1} + y _ {2}\\right) \\left(y _ {1} - y _ {2}\\right) & 0 \\leq \\frac {1}{2} \\left(y _ {1} + y _ {2}\\right) \\leq 1, \\\\ & 0 \\leq \\frac {1}{2} \\left(y _ {1} - y _ {2}\\right) \\leq 1 \\\\ 0 & \\text {otherwise} \\end{array} \\right. \\\\ \\end{array}\n$$\n\\- Example2: Suppose $X_{1} \\sim \\mathcal{N}(0,1)$ and $X_{2} \\sim \\mathcal{N}(0,4)$ and independent.\n\\- Let $Y_{1} = 2X_{1} + X_{2}$ and $Y_{2} = X_{1} - 3X_{2}$ .\n\\- Question: Find the joint pdf $f_{Y_1, Y_2}(y_1, y_2)$ of $Y_1$ and $Y_2$ .\n\\- Step1: Find the Jacobian: Note that\n$$\ny _ {1} = g _ {1} \\left(x _ {1}, x _ {2}\\right) = 2 x _ {1} + x _ {2},\n$$\n$$\ny _ {2} = g _ {2} \\left(x _ {1}, x _ {2}\\right) = x _ {1} - 3 x _ {2}.\n$$\nSo\n$$\nJ \\left(x _ {1}, x _ {2}\\right) = \\left| \\begin{array}{c c} 2 & 1 \\\\ 1 & - 3 \\end{array} \\right| = - 7.\n$$\n\\- Step2: Solve for $x_{1}, x_{2}$ and get\n$$\nx _ {1} = \\frac {3}{7} y _ {1} + \\frac {1}{y} y _ {2}\n$$\n$$\nx _ {2} = \\frac {1}{7} y _ {1} - \\frac {2}{7} y _ {2}\n$$\n\\- Step3: The joint pdf of $Y_{1}, Y_{2}$ is given by the formula:\n$$\n\\begin{array}{l} f _ {Y _ {1}, Y _ {2}} \\left(y _ {1}, y _ {2}\\right) = f _ {X _ {1}, X _ {2}} \\left(x _ {1}, x _ {2}\\right) \\left| J \\left(x _ {1}, x _ {2}\\right) \\right| ^ {- 1} \\\\ = f _ {X _ {1}, X _ {2}} \\left(\\frac {3}{7} y _ {1} + \\frac {1}{y} y _ {2}, \\frac {1}{7} y _ {1} - \\frac {2}{7} y _ {2}\\right) \\frac {1}{7}. \\\\ \\end{array}\n$$\nSo we need to find the joint pdf of $X_{1}$ and $X_{2}$ .\n\\* But since $X_{1} \\sim \\mathcal{N}(0,1)$ and $X_{2} \\sim \\mathcal{N}(0,4)$ and independent Then\n$$\nf _ {X _ {1}} (x _ {1}) = \\frac {1}{\\sqrt {2 \\pi}} e ^ {- x ^ {2} / 2} \\text { and } f _ {X _ {2}} (x _ {2}) = \\frac {1}{\\sqrt {2 \\cdot 4 \\pi}} e ^ {- x ^ {2} / (2 \\cdot 4)}.\n$$\nThus by impedance\n$$\n\\begin{array}{l} f _ {X _ {1}, X _ {2}} (x _ {1}, x _ {2}) = f _ {X _ {1}} (x _ {1}) f _ {X _ {2}} (x _ {2}) \\\\ { = } { \\frac { 1 } { \\sqrt { 2 \\pi } } e ^ { - x ^ { 2 } / 2 } \\frac { 1 } { \\sqrt { 2 \\cdot 4 \\pi } } e ^ { - x ^ { 2 } / ( 2 \\cdot 4 ) } . } \\\\ \\end{array}\n$$\n\\* Thus we have\n$$\nf _ {Y _ {1}, Y _ {2}} \\left(y _ {1}, y _ {2}\\right) = \\frac {1}{\\sqrt {2 \\pi}} e ^ {- \\left(\\frac {3}{7} y _ {1} + \\frac {1}{y} y _ {2}\\right) ^ {2} / 2} \\frac {1}{\\sqrt {8 \\pi}} e ^ {- \\left(\\frac {1}{7} y _ {1} - \\frac {2}{7} y _ {2}\\right) ^ {2} / 8} \\frac {1}{7}.\n$$\n• Example3(if time): Suppose $X_{1}, X_{2}$ have joint distribution\n$$\nf _ {X _ {1}, X _ {2}} (x _ {1}, x _ {2}) = \\left\\{ \\begin{array}{l l} x _ {1} + \\frac {3}{2} \\left(x _ {2}\\right) ^ {2} & 0 \\leq x _ {1} \\leq 1, 0 \\leq x _ {2} \\leq 1 \\\\ 0 & \\text { otherwise } \\end{array} \\right..\n$$\nQuestion: Find the joint pdf of $Y_{1} = X_{1} + X_{2}$ and $Y_{2} = X_{1}^{2}$ .\n\\- Step1: Find the Jacobian: Note that\n$$\ny _ {1} = g _ {1} \\left(x _ {1}, x _ {2}\\right) = x _ {1} + x _ {2},\n$$\n$$\ny _ {2} = g _ {2} \\left(x _ {1}, x _ {2}\\right) = x _ {1} ^ {2}.\n$$\nSo\n$$\nJ \\left(x _ {1}, x _ {2}\\right) = \\left| \\begin{array}{c c} 1 & 2 \\\\ 2 x _ {1} & 0 \\end{array} \\right| = - 4 x _ {2}\n$$\n\\- Step2: Solve for $x_{1}, x_{2}$ and get\n$$\nx _ {1} = \\sqrt {y _ {2}},\n$$\n$$\nx _ {2} = y _ {1} - \\sqrt {y _ {2}}.\n$$\n\\- Step3: The joint pdf of $Y_{1}, Y_{2}$ is given by the formula:\n$$\n\\begin{array}{l} f _ {Y _ {1}, Y _ {2}} \\left(y _ {1}, y _ {2}\\right) = f _ {X _ {1}, X _ {2}} \\left(x _ {1}, x _ {2}\\right) \\left| J \\left(x _ {1}, x _ {2}\\right) \\right| ^ {- 1} \\\\ = f _ {X _ {1}, X _ {2}} \\left(\\sqrt {y _ {2}}, y _ {1} - \\sqrt {y _ {2}}\\right) \\frac {1}{| 4 x _ {2} |} \\\\ = \\left\\{ \\begin{array}{l l} \\frac {1}{| 4 x _ {2} |} \\left[ \\sqrt {y _ {2}} + \\frac {3}{2} \\left(y _ {1} - \\sqrt {y _ {2}}\\right) ^ {2} \\right] & 0 \\leq \\sqrt {y _ {2}} \\leq 1, \\\\ & 0 \\leq y _ {1} - \\sqrt {y _ {2}} \\leq 1 \\\\ 0 & \\text {otherwise} \\end{array} \\right. \\\\ \\end{array}\n$$",
+      "path": "Notes.pdf/CHAPTER 11/Multivariate distributions/11.6. Joint PDF of functions",
+      "metadata": {
+        "length": 6854,
+        "summary": "This passage explains how to find the joint probability density function (pdf) of new random variables that are functions of two original random variables. It outlines a three-step method: first, compute the Jacobian determinant of the transformation; second, solve for the original variables in terms of the new ones; third, apply the formula using the original joint pdf and the absolute inverse Jacobian. Three examples are provided: one with a uniform-like joint pdf and linear transformations, one with independent normal variables and linear combinations, and one with a polynomial joint pdf and a nonlinear transformation. The method is general for invertible transformations.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "tokens": [
+          "Goal",
+          "Recall",
+          "section",
+          "5.7",
+          "find",
+          "pdf",
+          "random",
+          "variable",
+          "Suppose",
+          "distributions",
+          "distribution",
+          "For",
+          "Steps",
+          "finding",
+          "joint",
+          "cdf",
+          "made",
+          "jointly",
+          "distributed",
+          "Let",
+          "multivariable",
+          "functions",
+          "Find",
+          "Step1",
+          "Jacobian",
+          "left",
+          "begin",
+          "array",
+          "nabla",
+          "end",
+          "frac",
+          "partial",
+          "neq",
+          "points",
+          "Step2",
+          "unique",
+          "solutions",
+          "equationf",
+          "terms",
+          "Step3",
+          "The",
+          "Example1",
+          "leq",
+          "text",
+          "Question",
+          "Note",
+          "So",
+          "Solve",
+          "formula",
+          "Example2",
+          "sim",
+          "mathcal",
+          "independent",
+          "2X",
+          "3X",
+          "But",
+          "Then",
+          "sqrt",
+          "pi",
+          "cdot",
+          "Thus",
+          "impedance",
+          "Example3",
+          "time"
+        ],
+        "keywords": [
+          "Jacobian",
+          "joint pdf",
+          "transformation"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "b5ba609a-4b00-5f63-adc5-4e06362c83c1",
+      "type": "image",
+      "content": "\n(b) If $X \\leq Y$ then $\\mathbb{E}X \\leq \\mathbb{E}Y$ . \\- Example4: Let $X_{1}, \\ldots, X_{n}$ be independent and identically distributed random (i.i.d.) random variables. Suppose $\\mathbb{E}X_{i} = \\mu$ . We call the quantity0\n[images/image-26-(b) If $X .jpg]\n",
+      "path": "images/image-26-(b) If $X .jpg",
+      "metadata": {
+        "length": 263,
+        "summary": "image-26\n(b) If $X \\leq Y$ then $\\mathbb{E}X \\leq \\mathbb{E}Y$ . \\- Example4: Let $X_{1}, \\ldots, X_{n}$ be independent and identically distributed random (i.i.d.) random variables. Suppose $\\mathbb{E}X_{i} = \\mu$ . We call the quantity0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "file_path": "images/image-26-(b) If $X .jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "571e60e8-f360-5c03-910a-f37318902e72",
+      "type": "image",
+      "content": "\n- Covariance is a measure of how much two random variables change together. <details>0\n[images/image-27-Scatter Plot with Trend Line.jpg]\n",
+      "path": "images/image-27-Scatter Plot with Trend Line.jpg",
+      "metadata": {
+        "length": 121,
+        "summary": "image-27\nChart Type: Scatter plot with linear regression line (red) and data points (blue).\nX-Axis Range: -20 to 60.\nY-Axis Range: 5 to 15.\nKey Data Points:\n- X-axis ticks at intervals of 10 (-20, -10, 0, 10, 20, 30, 40, 50, 60).\n- Y-axis ticks at intervals of 5 (5, 10, 15).\nTrend Analysis: The blue dots show a positive correlation, indicating that as the x-value increases, the y-value generally increases. The red line represents the best-fit trend through these points.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "file_path": "images/image-27-Scatter Plot with Trend Line.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "637b41b5-ec03-5097-9006-af70977b8d48",
+      "type": "table",
+      "content": "<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th>x</th>\n      <th>y</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>-20</td>\n      <td>3</td>\n    </tr>\n    <tr>\n      <td>-15</td>\n      <td>4</td>\n    </tr>\n    <tr>\n      <td>-10</td>\n      <td>5</td>\n    </tr>\n    <tr>\n      <td>-5</td>\n      <td>6</td>\n    </tr>\n    <tr>\n      <td>0</td>\n      <td>7</td>\n    </tr>\n    <tr>\n      <td>5</td>\n      <td>8</td>\n    </tr>\n    <tr>\n      <td>10</td>\n      <td>9</td>\n    </tr>\n    <tr>\n      <td>15</td>\n      <td>10</td>\n    </tr>\n    <tr>\n      <td>20</td>\n      <td>11</td>\n    </tr>\n    <tr>\n      <td>25</td>\n      <td>12</td>\n    </tr>\n    <tr>\n      <td>30</td>\n      <td>13</td>\n    </tr>\n    <tr>\n      <td>35</td>\n      <td>14</td>\n    </tr>\n    <tr>\n      <td>40</td>\n      <td>15</td>\n    </tr>\n    <tr>\n      <td>45</td>\n      <td>16</td>\n    </tr>\n    <tr>\n      <td>50</td>\n      <td>17</td>\n    </tr>\n    <tr>\n      <td>55</td>\n      <td>18</td>\n    </tr>\n    <tr>\n      <td>60</td>\n      <td>19</td>\n    </tr>\n  </tbody>\n</table>",
+      "path": "tables/table-11 Linear Data Table.html",
+      "metadata": {
+        "length": 1096,
+        "summary": "table-12\nThe table shows a linear relationship between x and y, where y increases by 1 for every 5-unit increase in x, ranging from x=-20 to x=60.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "file_path": "tables/table-11 Linear Data Table.html",
+        "keywords": [
+          "linear"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "64f88945-538d-5a9b-bdff-5b02a0b57039",
+      "type": "text",
+      "content": "Expectations\n12.1. Expectation of Sums of R.V.\nTHEOREM 17. Let $g: \\mathbb{R}^2 \\to \\mathbb{R}$ . If $X, Y$ have joint pmf $p(x, y)$ then\n$$\n\\mathbb {E} \\left[ g (X, Y) \\right] = \\sum_ {y} \\sum_ {x} g (x, y) p (x, y).\n$$\nIf $X, Y$ have joint pdf $f(x, y)$ then\n$$\n\\mathbb {E} \\left[ g (X, Y) \\right] = \\int_ {- \\infty} ^ {\\infty} \\int_ {- \\infty} ^ {\\infty} g (x, y) f (x, y) d x d y.\n$$\n\\- Example1: Suppose the joint p.m.f of $X$ and $Y$ is given by $\\begin{array}{c|cc}X\\setminus Y & 0 & 2\\\\ \\hline 0 & .2 & .7\\\\ \\hline 1 & 0 & .1 \\end{array}$ . Find $\\mathbb{E}[XY]$ .\n\\- Solution: Using the formula we have with the function $g(x,y) = xy$ :\n$$\n\\begin{array}{l} \\mathbb {E} [ X Y ] = \\sum_ {i, j} x _ {i} y _ {j} p (x _ {i}, y _ {j}) \\\\ = 0 \\cdot 0 p (0, 0) + 1 \\cdot 0 p (1, 0) + 0 \\cdot 2 p (0, 2) + 1 \\cdot 2 p (1, 2) \\\\ = 0 \\cdot 0 \\cdot . 2 + 1 \\cdot 0 \\cdot 0 + 0 \\cdot 2 \\cdot . 7 + 1 \\cdot 2 \\cdot . 1 \\\\ = . 2 \\\\ \\end{array}\n$$\n\\- Example2: Suppose $X, Y$ are independent exponential r.v. with parameter $\\lambda = 1$ . Set up a double integral that represents\n$$\n\\mathbb {E} \\left[ X ^ {2} Y \\right].\n$$\n\\- Solution: Since $X, Y$ are independent then\n$$\nf _ {X, Y} (x, y) = e ^ {- 1 x} e ^ {- 1 y} = e ^ {- (x + y)}. \\quad 0 <   x, y <   \\infty .\n$$\n\\- Then DRAW FIRST then\n$$\n\\mathbb {E} \\left[ X ^ {2} Y \\right] = \\int_ {0} ^ {\\infty} \\int_ {0} ^ {\\infty} x ^ {2} y e ^ {- (x + y)} d y d x.\n$$\n• Example3: Suppose the joint pdf of X, Y is\n$$\nf (x, y) = \\left\\{ \\begin{array}{l l} 1 0 x y ^ {2} & 0 <   x <   y, 0 <   y <   1 \\\\ 0 & \\text { otherwise } \\end{array} \\right..\n$$\nFind $\\mathbb{E}XY$ and $\\operatorname{Var}(Y)$ .\n\\- Solution:\n\\- We First DRAW and then set up\n$$\n\\begin{array}{l} \\mathbb {E} X Y = \\int_ {0} ^ {1} \\int_ {0} ^ {y} x y (1 0 x y ^ {2}) d x d y = 1 0 \\int_ {0} ^ {1} \\int_ {0} ^ {y} x ^ {2} y ^ {3} d x d y \\\\ = \\frac {1 0}{3} \\int_ {0} ^ {1} y ^ {3} y ^ {3} d y = \\frac {1 0}{3} \\frac {1}{7} = \\frac {1 0}{2 1}. \\\\ \\end{array}\n$$\n\\- First note that $\\operatorname{Var}(Y) = \\mathbb{E}Y^2 - (\\mathbb{E}Y)^2$ .\n\\- Then\n$$\n\\begin{array}{l} \\mathbb {E} Y ^ {2} = \\int_ {0} ^ {1} \\int_ {0} ^ {y} y ^ {2} (1 0 x y ^ {2}) d x d y = 1 0 \\int_ {0} ^ {1} \\int_ {0} ^ {y} y ^ {4} x d x d y \\\\ = 5 \\int_ {0} ^ {1} y ^ {4} y ^ {2} d y = \\frac {5}{7}. \\\\ \\end{array}\n$$\nand\n$$\n\\begin{array}{l} \\mathbb {E} Y = \\int_ {0} ^ {1} \\int_ {0} ^ {y} y (1 0 x y ^ {2}) d x d y = 1 0 \\int_ {0} ^ {1} \\int_ {0} ^ {y} y ^ {3} x d x d y \\\\ = 5 \\int_ {0} ^ {1} y ^ {3} y ^ {2} d y = \\frac {5}{6}. \\\\ \\end{array}\n$$\nSo that $\\operatorname{Var}(Y) = \\frac{5}{7} - \\left(\\frac{5}{6}\\right)^2 = \\frac{5}{252}$ .\nTHEOREM 18. (Properties of Expectation)\n(a) $\\mathbb{E}[X + Y] = \\mathbb{E}X + \\mathbb{E}Y$\n(b) If $X \\leq Y$ then $\\mathbb{E}X \\leq \\mathbb{E}Y$ .\nPROOF. Part (a) was proved for the discrete case. So we only need to show the continuous case:\n$$\n\\begin{array}{l} \\mathbb {E} \\left[ X + Y \\right] = \\int \\int (x + y) f (x, y) d y d x \\\\ = \\int \\int x f (x, y) d y d x + \\int \\int y f (x, y) d y d x \\\\ = \\int x f _ {X} (x) d x + \\int y f _ {Y} (y) d y \\\\ = \\mathbb {E} X + \\mathbb {E} Y. \\\\ \\end{array}\n$$\n\n(b) If $X \\leq Y$ then $\\mathbb{E}X \\leq \\mathbb{E}Y$ . \\- Example4: Let $X_{1}, \\ldots, X_{n}$ be independent and identically distributed random (i.i.d.) random variables. Suppose $\\mathbb{E}X_{i} = \\mu$ . We call the quantity0\n[images/image-26-(b) If $X .jpg]\n\n\\- Example4: Let $X_{1}, \\ldots, X_{n}$ be independent and identically distributed random (i.i.d.) random variables. Suppose $\\mathbb{E}X_{i} = \\mu$ . We call the quantity\n$$\n\\bar {X} = \\sum_ {i = 1} ^ {n} \\frac {X _ {i}}{n}\n$$\nthe sample mean. Compute $\\mathbb{E}\\left[\\bar{X}\\right]$ .\n\\- Solution: We use the properties of expectation\n$$\n\\begin{array}{l} \\mathbb {E} \\left[ \\bar {X} \\right] = \\mathbb {E} \\left[ \\sum_ {i = 1} ^ {n} \\frac {X _ {i}}{n} \\right] \\\\ = \\frac {1}{n} \\mathbb {E} \\left[ X _ {1} + \\dots + X _ {n} \\right] \\\\ = \\frac {1}{n} \\left(\\mathbb {E} \\left[ X _ {1} \\right] + \\dots + \\mathbb {E} \\left[ X _ {n} \\right]\\right) \\\\ = \\frac {1}{n} (\\mu + \\dots + \\mu) = \\frac {n \\mu}{n} \\\\ = \\mu . \\\\ \\end{array}\n$$\n\\- In statistics, the sample mean is used to estimate the actual mean of a distribution.\nTHEOREM 19. If $X, Y$ are independent then\n$$\n\\mathbb {E} [ X Y ] = (\\mathbb {E} X) (\\mathbb {E} Y).\n$$\nPROOF. In the continuosuc case we have\n$$\n\\begin{array}{l} \\mathbb {E} \\left[ X Y \\right] = \\int \\int x y f _ {X, Y} (x, y) d y d x \\\\ = \\int \\int x y f _ {X} (x) f _ {Y} (y) d y d x \\\\ = \\left(\\int x f _ {X} (x) d x\\right) \\left(\\int y f _ {Y} (y) d y\\right) \\\\ = \\left(\\mathbb {E} X\\right) (\\mathbb {E} Y). \\\\ \\end{array}\n$$\nThe discrete case is the same, except replace integrals with summations.\n\\- In general, the following is true:\nTHEOREM 20. If $X, Y$ are independent and $g, h: \\mathbb{R} \\to \\mathbb{R}$ then\n$$\n\\mathbb {E} \\left[ g (X) h (Y) \\right] = \\mathbb {E} \\left[ g (X) \\right] \\mathbb {E} \\left[ h (Y) \\right].\n$$\n12.2. Covariance and Correlations.\n- Note that $\\mathbb{E}X$ and $\\operatorname{Var}X$ give information about a single random variable.\n- What statistic can give us information about how $X$ effects $Y$ , or vice versa?\nDEFINITION. The covariance between $X$ and $Y$ , is defined by\n$$\n\\operatorname{Cov} (X, Y) = \\mathbb {E} \\left[ \\left(X - \\mu_ {X}\\right) \\left(Y - \\mu_ {Y}\\right) \\right].\n$$\n• After some algebra one can show that\n$$\n\\operatorname{Cov} (X, Y) = \\mathbb {E} [ X Y ] - \\mathbb {E} X \\mathbb {E} Y.\n$$\n\\- The covariance between two random variables give us information about relationship between the random variables.\n- Covariance is a measure of how much two random variables change together.\n- If the greater values of one variable mainly correspond with the greater values of the other variable, and the same holds for the lesser values, i.e., the variables tend to show similar behavior, the covariance is positive.\n\\* Thus covariance measures if there is a linear relationship between $X$ and $Y$ .\n- The sign of the covariance therefore shows the tendency in the linear relationship between the variables.\n- For example, the following plots shows a positive linear relationship between $X$ and $Y$ :\n\n- Covariance is a measure of how much two random variables change together. <details>0\n[images/image-27-Scatter Plot with Trend Line.jpg]\n\n<details>\n<summary>scatterplot</summary>\n\n[tables/table-11 Linear Data Table.html]\n\n</details>\nIn this case $\\operatorname{Cov}(X,Y) > 0$ .\n\\- Note: If $X, Y$ are independent then $\\operatorname{Cov}(X, Y) = 0$ . (This is not true in the other direction. Meaning $\\operatorname{Cov}(X, Y) = 0$ does not imply that $X, Y$ are independent!)\n- So $\\operatorname{Cov}(X, Y) = 0$ means they are uncorrelated.\n\\- Properties:\n- (i) $\\operatorname{Cov}(X,Y) = \\operatorname{Cov}(Y,X)$\n- (ii) $\\operatorname{Cov}(X, X) = \\operatorname{Var}(X)$\n- (iii) $\\operatorname{Cov}(aX,Y) = a\\operatorname{Cov}(X,Y)$\n- (iv) $\\operatorname{Cov}\\left(\\sum_{i} X_{i}, \\sum_{j} Y_{j}\\right) = \\sum_{i} \\sum_{j} \\operatorname{Cov}(X_{i}, Y_{j})$ .\nTHEOREM 21. (★) Formula for Sum of Variation:\n$$\n\\operatorname{Var} (X + Y) = \\operatorname{Var} (X) + \\operatorname{Var} (Y) + 2 \\operatorname{Cov} (X, Y).\n$$\nGives us a formula for variation of $X_{1},\\ldots ,X_{n}$ :\n$$\n\\operatorname{Var} \\left(\\sum_ {i = 1} ^ {n} X _ {i}\\right) = \\sum_ {i = 1} ^ {n} \\operatorname{Var} \\left(X _ {i}\\right) + 2 \\sum \\sum_ {i <   j} \\operatorname{Cov} \\left(X _ {i}, X _ {j}\\right).\n$$\n• Fact: Note that if X, Y are independent then\n$$\n\\operatorname{Var} (X + Y) = \\operatorname{Var} (X) + \\operatorname{Var} (Y).\n$$\n\\- Finally we have the following: Its standardized way to know how correlated two random variables are:\nDEFINITION. The correlation coefficient of two random variables $X$ and $Y$ , denoted by $\\rho(X, Y)$ is defined by\n$$\n\\rho (X, Y) = \\frac {\\operatorname{Cov} (X , Y)}{\\sqrt {\\operatorname{Var} (X) \\operatorname{Var} (Y)}}.\n$$\n\\- Fact:\n$-(1) - 1 \\leq \\rho(X, Y) \\leq 1$\n- (2) If $\\rho(X,Y)=1$ then $Y=a+bX$ where $b=\\frac{\\sigma_y}{\\sigma_x}>0$ (Straight positive sloped line)\n- (3) If $\\rho(X,Y) = -1$ then $Y = a + bX$ where $b = -\\frac{\\sigma_y}{\\sigma_x} < 0$ (Straight negatively sloped line)\n- (4) This $\\rho$ is a measure of linearity between $Y$ and $X$ .\n\\* $\\rho > 0$ positive linearity: Meaning that if you were to draw a line of best fit, then it must be a positive sloped line\n\\- The closer $\\rho$ gets to 1, the more $(X,Y)$ seems to be in a positive sloped straight line\n\\* $\\rho < 0$ negative linearity: Meaning that if you were to draw a line of best fit, then it must be a negative sloped line\n\\- The closer $\\rho$ gets to $-1$ , the more $(X,Y)$ seems to be in a negative sloped straight line\n\\- (5) If $\\rho(X,Y)=0$ , then $X$ and $Y$ are uncorrelated.\n\\- Warning:\n$-\\rho (X,Y)$ does not pick up any other relationship, such as quadratic, or cubic\n\\- $\\rho(X, Y)$ is not the slope of the line of best fit. It is simply tell us if it's positive, or negative relationship, and the strength of relationship.\n\\- Example1: Suppose $X, Y$ are random variables whose joint pdf is given by\n$$\nf (x, y) = \\left\\{ \\begin{array}{l l} \\frac {1}{y} & 0 <   y <   1, 0 <   x <   y \\\\ 0 & \\text { otherwise } \\end{array} \\right..\n$$\n- Part (a): Find the covariance of $X$ and $Y$ .\n- Part (b) Compute $\\operatorname{Var}(X)$ and $\\operatorname{Var}(Y)$ .\n- $\\underline{\\text{Part (c)}}$ Calculate $\\rho(X,Y)$ .\n- Solution:\n- $\\underline{\\text{Part (a):}}$ Find the covariance of $X$ and $Y$ .\n\\- Recall that $\\operatorname{Cov}(X,Y) = \\mathbb{E}XY - \\mathbb{E}X\\mathbb{E}Y$ . So\n$$\n\\mathbb {E} X Y = \\int_ {0} ^ {1} \\int_ {0} ^ {y} x y \\frac {1}{y} d x d y = \\int_ {0} ^ {1} \\frac {y ^ {2}}{2} d y = \\frac {1}{6}\n$$\n$$\n\\mathbb {E} X = \\int_ {0} ^ {1} \\int_ {0} ^ {y} x \\frac {1}{y} d x d y = \\int_ {0} ^ {1} \\frac {y}{2} d y = \\frac {1}{4}.\n$$\n$$\n\\mathbb {E} Y = \\int_ {0} ^ {1} \\int_ {0} ^ {y} y \\frac {1}{y} d x d y = \\int_ {0} ^ {1} y d y = \\frac {1}{2}.\n$$\nThus\n$$\n\\operatorname{Cov} (X, Y) = \\mathbb {E} X Y - \\mathbb {E} X \\mathbb {E} Y\n$$\n$$\n= \\frac {1}{6} - \\frac {1}{4} \\frac {1}{2}\n$$\n$$\n= \\frac {1}{2 4}.\n$$\n\\- Part (b): Compute $\\operatorname{Var}(X)$ and $\\operatorname{Var}(Y)$ .\n\\- We have that\n$$\n\\mathbb {E} X ^ {2} = \\int_ {0} ^ {1} \\int_ {0} ^ {y} x ^ {2} \\frac {1}{y} d x d y = \\int_ {0} ^ {1} \\frac {y ^ {2}}{3} d y = \\frac {1}{9}.\n$$\n$$\n\\mathbb {E} Y ^ {2} = \\int_ {0} ^ {1} \\int_ {0} ^ {y} y ^ {2} \\frac {1}{y} d x d y = \\int_ {0} ^ {1} y ^ {2} d y = \\frac {1}{3}.\n$$\n\\- Thus recall that\n$$\n\\operatorname{Var} (X) = \\mathbb {E} X ^ {2} - (\\mathbb {E} X) ^ {2}\n$$\n$$\n= \\frac {1}{9} - \\left(\\frac {1}{4}\\right) ^ {2} = \\frac {7}{1 4 4}\n$$\nAlso\n$$\n\\operatorname{Var} (Y) = \\mathbb {E} Y ^ {2} - (\\mathbb {E} Y) ^ {2}\n$$\n$$\n= \\frac {1}{3} - \\left(\\frac {1}{2}\\right) ^ {2} = \\frac {1}{1 2}.\n$$\n\\- Part (c): Calculate $\\rho(X,Y)$ .\n\\- We now use\n$$\n\\rho (X, Y) = \\frac {\\operatorname{Cov} (X , Y)}{\\sqrt {\\operatorname{Var} (X) \\operatorname{Var} (Y)}}\n$$\n$$\n= \\frac {\\frac {1}{2 4}}{\\sqrt {\\left(\\frac {7}{1 4 4}\\right) \\left(\\frac {1}{1 2}\\right)}} \\approx . 6 5 4 7.\n$$",
+      "path": "Notes.pdf/CHAPTER 12",
+      "metadata": {
+        "length": 11053,
+        "summary": "The text covers expectation properties for sums of random variables, including formulas for discrete and continuous cases. It defines covariance and correlation, explaining their roles in measuring linear relationships between variables. Examples illustrate computing expectations, variances, covariance, and correlation for given joint distributions.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "tokens": [
+          "Expectations",
+          "12.1",
+          "Expectation",
+          "Sums",
+          "THEOREM",
+          "17",
+          "Let",
+          "mathbb",
+          "If",
+          "joint",
+          "pmf",
+          "left",
+          "sum",
+          "pdf",
+          "int",
+          "infty",
+          "Example1",
+          "Suppose",
+          "begin",
+          "array",
+          "cc",
+          "setminus",
+          "hline",
+          "end",
+          "Find",
+          "XY",
+          "Solution",
+          "Using",
+          "formula",
+          "function",
+          "xy",
+          "cdot",
+          "Example2",
+          "independent",
+          "exponential",
+          "parameter",
+          "lambda",
+          "Set",
+          "double",
+          "integral",
+          "represents",
+          "Since",
+          "quad",
+          "Then",
+          "DRAW",
+          "FIRST",
+          "Example3",
+          "text",
+          "operatorname",
+          "Var",
+          "We",
+          "First",
+          "set",
+          "frac",
+          "note",
+          "So",
+          "252",
+          "18",
+          "Properties",
+          "leq",
+          "PROOF",
+          "Part",
+          "proved",
+          "discrete",
+          "case",
+          "show",
+          "continuous",
+          "Example4",
+          "ldots",
+          "identically",
+          "distributed",
+          "random",
+          "variables",
+          "mu",
+          "call",
+          "quantity0",
+          "quantity",
+          "bar",
+          "sample",
+          "Compute",
+          "properties",
+          "expectation",
+          "dots",
+          "In",
+          "statistics",
+          "estimate",
+          "actual",
+          "distribution",
+          "19",
+          "continuosuc",
+          "The",
+          "replace",
+          "integrals",
+          "summations",
+          "general",
+          "true",
+          "20",
+          "12.2",
+          "Covariance",
+          "Correlations",
+          "Note",
+          "give",
+          "information",
+          "single",
+          "variable",
+          "What",
+          "statistic",
+          "effects",
+          "vice",
+          "versa",
+          "DEFINITION",
+          "covariance",
+          "defined",
+          "Cov",
+          "After",
+          "algebra",
+          "relationship",
+          "measure",
+          "change",
+          "greater",
+          "values",
+          "correspond",
+          "holds",
+          "lesser",
+          "tend",
+          "similar",
+          "behavior",
+          "positive",
+          "Thus",
+          "measures",
+          "linear",
+          "sign",
+          "shows",
+          "tendency",
+          "For",
+          "plots",
+          "details",
+          "summary",
+          "scatterplot",
+          "This",
+          "direction",
+          "Meaning",
+          "imply",
+          "means",
+          "uncorrelated",
+          "ii",
+          "iii",
+          "aX",
+          "iv",
+          "21",
+          "Formula",
+          "Sum",
+          "Variation",
+          "Gives",
+          "variation",
+          "Fact",
+          "Finally",
+          "Its",
+          "standardized",
+          "correlated",
+          "correlation",
+          "coefficient",
+          "denoted",
+          "rho",
+          "sqrt",
+          "bX",
+          "sigma",
+          "Straight",
+          "sloped",
+          "line",
+          "negatively",
+          "linearity",
+          "draw",
+          "fit",
+          "closer",
+          "straight",
+          "negative",
+          "Warning",
+          "pick",
+          "quadratic",
+          "cubic",
+          "slope",
+          "It",
+          "simply",
+          "strength",
+          "underline",
+          "Calculate",
+          "Recall",
+          "recall",
+          "Also",
+          "approx"
+        ],
+        "keywords": [
+          "Expectation",
+          "Covariance",
+          "Correlation"
+        ],
+        "connect_to": [
+          {
+            "target": "b5ba609a-4b00-5f63-adc5-4e06362c83c1",
+            "relation": "embeds",
+            "ref": "[images/image-26-(b) If $X .jpg]",
+            "position": {
+              "start": 3357,
+              "end": 3389
+            }
+          },
+          {
+            "target": "571e60e8-f360-5c03-910a-f37318902e72",
+            "relation": "embeds",
+            "ref": "[images/image-27-Scatter Plot with Trend Line.jpg]",
+            "position": {
+              "start": 6260,
+              "end": 6310
+            }
+          },
+          {
+            "target": "637b41b5-ec03-5097-9006-af70977b8d48",
+            "relation": "embeds",
+            "ref": "[tables/table-11 Linear Data Table.html]",
+            "position": {
+              "start": 6354,
+              "end": 6394
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "af115d75-90e7-5d5d-b6fb-e917efa6994c",
+      "type": "text",
+      "content": "",
+      "path": "Notes.pdf/CHAPTER 13",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "3886005f-9dea-5164-91ef-cd67d20d61b8",
+      "type": "text",
+      "content": "13.1. Moment Generating Functions\n\\- For each random variable $X$ , we can define its moment generating function $m_X(t)$ by\n$$\n\\begin{array}{l} {m _ {X} (t)} = {\\mathbb {E} \\left[ e ^ {t X} \\right]} \\\\ = \\left\\{ \\begin{array}{l l} \\sum_ {x _ {i}} e ^ {t x _ {i}} p (x _ {i}) & , \\text {if X is discrete} \\\\ \\int_ {- \\infty} ^ {\\infty} e ^ {t x} f (x) d s & , \\text {if X is continuous} \\end{array} \\right.. \\\\ \\end{array}\n$$\n\\- $m_X(t)$ is called the moment generating function (m.g.f.) because we can find all the moments of $X$ by differentiating $m(t)$ and then evaluating at $t = 0$ .\n\\- Note that\n$$\n\\begin{array}{l} {m ^ {\\prime} (t)} = {\\frac {d}{d t} \\mathbb {E} \\left[ e ^ {t X} \\right]} \\\\ = \\mathbb {E} \\left[ \\frac {d}{d t} e ^ {t X} \\right] \\\\ = \\mathbb {E} \\left[ X e ^ {t X} \\right]. \\\\ \\end{array}\n$$\nNow evaluate at t = 0 and get\n$$\nm ^ {\\prime} (0) = \\mathbb {E} \\left[ X e ^ {0 \\cdot X} \\right] = \\mathbb {E} [ X ].\n$$\n\\- Similarly,\n$$\n\\begin{array}{l} {m ^ {\\prime \\prime} (t)} = {\\frac {d}{d t} \\mathbb {E} \\left[ X e ^ {t X} \\right]} \\\\ = \\mathbb {E} \\left[ X ^ {2} e ^ {t X} \\right] \\\\ \\end{array}\n$$\nso that\n$$\nm ^ {\\prime \\prime} (0) = \\mathbb {E} \\left[ X ^ {2} e ^ {0} \\right] = \\mathbb {E} \\left[ X ^ {2} \\right].\n$$\nTHEOREM 22. For all $n \\geq 0$ we have\n$$\n\\mathbb {E} \\left[ X ^ {n} \\right] = m ^ {(n)} (0).\n$$\n• Examples of Moment generating Functions\n- Bernoulli: Recall that $p(1) = p$ and $p(0) = 1 - p$ . Thus\n$$\n\\begin{array}{l} m _ {X} (t) = \\mathbb {E} e ^ {t X} = e ^ {t \\cdot 0} p (0) + e ^ {t \\cdot 1} p (1) \\\\ = p e ^ {t} + (1 - p). \\\\ \\end{array}\n$$\n\\- Binomial: Recall that $X \\sim \\text{Bin}(n, p)$ if $X = \\sum_{i=0}^{n} Y_i$ where $Y_i \\sim \\text{Bern}(p)$ thus\n$$\n\\begin{array}{l} m _ {X} (t) = \\mathbb {E} e ^ {t X} = \\mathbb {E} e ^ {t X \\sum_ {i = 0} ^ {n} Y _ {i}} \\\\ = \\mathbb {E} \\left[ \\left(e ^ {t Y _ {1}}\\right) \\dots \\left(e ^ {t Y _ {n}}\\right) \\right] \\\\ = \\mathbb {E} \\left[ e ^ {t Y _ {1}} \\right] \\dots \\mathbb {E} \\left[ e ^ {t Y _ {n}} \\right], \\text {by independence} \\\\ = \\left(p e ^ {t} + (1 - p)\\right) ^ {n} \\\\ \\end{array}\n$$\n\\- Poisson: If $X \\sim \\text{Poisson}(\\lambda)$ then\n$$\n\\begin{array}{l} m _ {X} (t) = \\mathbb {E} e ^ {t X} = \\sum_ {n = 0} ^ {\\infty} e ^ {t n} e ^ {- \\lambda} \\frac {\\lambda^ {n}}{n !} \\\\ = e ^ {- \\lambda} \\sum_ {n = 0} ^ {\\infty} e ^ {t n} \\frac {\\lambda^ {n}}{n !} \\\\ = e ^ {- \\lambda} \\sum_ {n = 0} ^ {\\infty} \\frac {(e ^ {t} \\lambda) ^ {n}}{n !} \\\\ \\end{array}\n$$\nnow recall from Calculus 2 that $e^x = \\sum_{n=0}^{\\infty} \\frac{x^n}{n!}$ so that\n$$\n\\begin{array}{l} m _ {X} (t) = e ^ {- \\lambda} \\sum_ {n = 0} ^ {\\infty} \\frac {x ^ {n}}{n !}, \\text { with } x = e ^ {t} \\lambda \\\\ = e ^ {- \\lambda} e ^ {e ^ {t} \\lambda} \\\\ = e ^ {e ^ {t} \\lambda - \\lambda} \\\\ = \\exp (\\lambda (e ^ {t} - 1)) \\\\ \\end{array}\n$$\n\\- Exponential: If $X \\sim \\exp(\\lambda)$ then\n$$\n\\begin{array}{l} m _ {X} (t) = \\mathbb {E} e ^ {t X} \\\\ = \\int_ {0} ^ {\\infty} e ^ {t x} \\lambda e ^ {- \\lambda x} d x \\\\ = \\frac {\\lambda}{\\lambda - t}, \\\\ \\end{array}\n$$\nwhich is valued whenever $t > \\lambda$ .\n\\- Standard Normal: If $X \\sim \\mathcal{N}(0,1)$ then\n$$\n\\begin{array}{l} m _ {X} (t) = \\mathbb {E} e ^ {t X} = \\frac {1}{\\sqrt {2 \\pi}} \\int_ {- \\infty} ^ {\\infty} e ^ {t x} e ^ {- x ^ {2} / 2} \\\\ = e ^ {t ^ {2} / 2}. \\\\ \\end{array}\n$$\n\\- Normal: If $X \\sim \\mathcal{N}(\\mu, \\sigma^2)$ then $X = \\mu + \\sigma Z$ so that\n$$\n\\begin{array}{l} m _ {X} (t) = \\mathbb {E} e ^ {t X} \\\\ = \\mathbb {E} e ^ {t \\mu} e ^ {t \\sigma Z} = e ^ {t \\mu} \\mathbb {E} e ^ {(t \\sigma) Z} \\\\ = e ^ {t \\mu} m _ {X} (t \\sigma) = e ^ {t \\mu} e ^ {(t \\sigma) ^ {2} / 2} \\\\ = \\exp \\left(t \\mu + \\frac {t ^ {2} \\sigma^ {2}}{2}\\right). \\\\ \\end{array}\n$$\n\\- Property: Suppose $X, Y$ are independent then what is that m.g.f. of $X + Y$ ?\n\\- Let's try to figure out:\n$$\n\\begin{array}{l} m _ {X + Y} (t) = \\mathbb {E} e ^ {t (X + Y)} = \\mathbb {E} \\left(e ^ {t X} e ^ {t Y}\\right) \\\\ = \\mathbb {E} \\left(e ^ {t X}\\right) \\mathbb {E} \\left(e ^ {t Y}\\right), \\text {   by   independence } \\\\ = m _ {X} (t) m _ {Y} (t). \\\\ \\end{array}\n$$\n\\- Thus we know that\n$$\nm _ {X + Y} (t) = m _ {X} (t) m _ {Y} (t).\n$$\n\\- Note: Also note that of $f_{X}(x)$ is the pdf of a r.v. then it's m.g.f is\n$$\n\\mathbb {E} e ^ {t X} = \\int e ^ {t x} f _ {X} (x) d x.\n$$\nThis is similar to the $\\underline{\\text{laplace transform}}$ of $f_X(x)$ . $[\\mathcal{L}[f](s) = \\int e^{-sx} f_X(x) dx]$ .\n\\- Recall that there is one to one correspondence of laplace transforms. That completely determines a function.\nTHEOREM 23. If $m_X(t) = m_Y(t) < \\infty$ for all $t$ in an interval, then $X$ and $Y$ have the same distribution. That is, m.g.f's completely determines the distribution.\n\\- Example1: Suppose that m.g.f of $X$ is given by $m(t) = e^{3(e^t - 1)}$ . Find $\\mathbb{P}(X = 0)$ .\n\\- Solution: (We want to work backwards). Match this m.g.f to a known m.g.f in our table. Looks like\n$$\nm (t) = e ^ {3 \\left(e ^ {t} - 1\\right)} = e ^ {\\lambda \\left(e ^ {t} - 1\\right)} \\quad \\text { where } \\lambda = 3.\n$$\nThus $X\\sim \\text{Poisson}(3)$ . Thus\n$$\n\\mathbb {P} (X = 0) = e ^ {- \\lambda} \\frac {\\lambda^ {0}}{0 !} = e ^ {- 3}.\n$$\n\\- Summary:\n(1) $m(t) = \\mathbb{E}e^{tX}$ . We have a table of mgf of distributions:\n(2) The m.g.f helps us find moments: $\\mathbb{E}[X^n] = m^{(n)}(0)$\n(3) If $X, Y$ are independent then $m_{X + Y}(t) = m_X(t)m_Y(t)$ .\n(4) The m.g.f. helps us determine the distribution of random variables. If $m_X(t) = m_Y(t)$ then $X$ and $Y$ have the same distribution.\n\\- Recall we had a section on sums of independent random variables.\n\\- Example2: Recall $X \\sim \\mathcal{N}\\left(\\mu_x, \\sigma_x^2\\right)$ and $Y \\sim \\mathcal{N}(\\mu_y, \\sigma_y^2)$ , independent. Then what is\n$$\nX + Y \\sim \\mathcal {N} (\\mathrm{?},?)\n$$\n\\- Sol: Note that\n$$\n\\begin{array}{l} m _ {X + Y} (t) = m _ {X} (t) m _ {Y} (t) \\\\ = \\exp \\left(t \\mu_ {x} + \\frac {t ^ {2} \\sigma_ {x} ^ {2}}{2}\\right) \\exp \\left(t \\mu_ {y} + \\frac {t ^ {2} \\sigma_ {y} ^ {2}}{2}\\right) \\\\ = \\exp \\left(t \\left(\\mu_ {x} + \\mu_ {y}\\right) + \\frac {t ^ {2} \\left(\\sigma_ {x} ^ {2} + \\sigma_ {y} ^ {2}\\right)}{2}\\right). \\\\ \\end{array}\n$$\nSo then you look at our table and check which distribution has this mg.f. with $\\mu = \\mu_x + \\mu_y$ and $\\sigma^2 = \\sigma_x^2 +\\sigma_y^2$ . so that $X + Y\\sim \\mathcal{N}\\left(\\mu_x + \\mu_y,\\sigma_x^2 +\\sigma_y^2\\right)$\n\\- Example3: Suppose $X \\sim \\text{bin}(n, p)$ and $Y \\sim \\text{bin}(m, p)$ , independent, then what is the distribution of $X + Y$ ?\n\\- Solution: We use\n$$\n\\begin{array}{l} {m _ {X + Y} (t)} = {m _ {X} (t) m _ {Y} (t)} \\\\ = \\left(p e ^ {t} + (1 - p)\\right) ^ {n} \\left(p e ^ {t} + (1 - p)\\right) ^ {m} \\\\ = \\left(p e ^ {t} + (1 - p)\\right) ^ {n + m}. \\\\ \\end{array}\n$$\nLook at the table and see what distribution has this m.g.f. Thus\n$$\nX + Y \\sim b i n (n + m, p).\n$$\n\\- Example4: Suppose $X$ is a discrete random variable and has the m.g.f.\n$$\nm _ {X} (t) = \\frac {1}{7} e ^ {2 t} + \\frac {3}{7} e ^ {3 t} + \\frac {2}{7} e ^ {5 t} + \\frac {1}{7} e ^ {8 t}.\n$$\nQuestion: What is the p.m.f of $X$ ? Find $\\mathbb{E}X$ .\n\\- Solution(a): This doesn't match any of the known mg.f.s. Thus we can read off from the mgf that since\n$$\n\\frac {1}{7} e ^ {2 t} + \\frac {3}{7} e ^ {3 t} + \\frac {2}{7} e ^ {5 t} + \\frac {1}{7} e ^ {8 t} = \\sum_ {i = 1} ^ {4} e ^ {t x _ {i}} p (x _ {i})\n$$\nthen $p(2) = \\frac{1}{7}, p(3) = \\frac{3}{7}, p(5) = \\frac{2}{7}$ and $p(8) = \\frac{1}{7}$ .\n\\- Solution(b): First\n$$\nm ^ {\\prime} (t) = \\frac {2}{7} e ^ {2 t} + \\frac {9}{7} e ^ {3 t} + \\frac {1 0}{7} e ^ {5 t} + \\frac {8}{7} e ^ {8 t},\n$$\nso that\n$$\n\\mathbb {E} [ X ] = m ^ {\\prime} (0) = \\frac {2}{7} + \\frac {9}{7} + \\frac {1 0}{7} + \\frac {8}{7} = \\frac {2 9}{7}.\n$$\n• Example5: Suppose X has m.g.f\n$$\nm _ {X} (t) = (1 - 2 t) ^ {- \\frac {1}{2}} \\text {   for   } t <   \\frac {1}{2}.\n$$\nFind the first and second moments of $X$ .\n\\- Solution: We have\n$$\nm _ {X} ^ {\\prime} (t) = - \\frac {1}{2} (1 - 2 t) ^ {- \\frac {3}{2}} (- 2) = (1 - 2 t) ^ {- \\frac {3}{2}},\n$$\n$$\nm _ {X} ^ {\\prime \\prime} (t) = - \\frac {3}{2} (1 - 2 t) ^ {- \\frac {5}{2}} (- 2) = 3 (1 - 2 t) ^ {- \\frac {5}{2}}.\n$$\nSo that\n$$\n\\begin{array}{l} \\mathbb {E} X = m _ {X} ^ {\\prime} (0) = (1 - 2 \\cdot 0) ^ {- \\frac {3}{2}} = 1, \\\\ \\mathbb {E} X ^ {2} = m _ {X} ^ {\\prime \\prime} (0) = 3 (1 - 2 \\cdot 0) ^ {- \\frac {5}{2}} = 3. \\\\ \\end{array}\n$$",
+      "path": "Notes.pdf/CHAPTER 13/Moment generating functions",
+      "metadata": {
+        "length": 8355,
+        "summary": "This text defines moment generating functions (m.g.f.) for random variables, showing how to compute them for discrete and continuous cases. It explains that moments can be found by differentiating the m.g.f. and evaluating at zero. Examples are given for Bernoulli, Binomial, Poisson, Exponential, and Normal distributions. Properties include that the m.g.f. of a sum of independent variables is the product of their m.g.f.s, and that the m.g.f. uniquely determines the distribution. Several examples demonstrate using m.g.f.s to find distributions and moments.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "tokens": [
+          "13.1",
+          "Moment",
+          "Generating",
+          "Functions",
+          "For",
+          "random",
+          "variable",
+          "define",
+          "moment",
+          "generating",
+          "function",
+          "begin",
+          "array",
+          "mathbb",
+          "left",
+          "sum",
+          "text",
+          "discrete",
+          "int",
+          "infty",
+          "continuous",
+          "end",
+          "called",
+          "find",
+          "moments",
+          "differentiating",
+          "evaluating",
+          "Note",
+          "prime",
+          "frac",
+          "Now",
+          "evaluate",
+          "cdot",
+          "Similarly",
+          "THEOREM",
+          "22",
+          "geq",
+          "Examples",
+          "Bernoulli",
+          "Recall",
+          "Thus",
+          "Binomial",
+          "sim",
+          "Bin",
+          "Bern",
+          "dots",
+          "independence",
+          "Poisson",
+          "If",
+          "lambda",
+          "recall",
+          "Calculus",
+          "exp",
+          "Exponential",
+          "valued",
+          "Standard",
+          "Normal",
+          "mathcal",
+          "sqrt",
+          "pi",
+          "mu",
+          "sigma",
+          "Property",
+          "Suppose",
+          "independent",
+          "Let",
+          "figure",
+          "Also",
+          "note",
+          "pdf",
+          "This",
+          "similar",
+          "underline",
+          "laplace",
+          "transform",
+          "sx",
+          "dx",
+          "correspondence",
+          "transforms",
+          "That",
+          "completely",
+          "determines",
+          "23",
+          "interval",
+          "distribution",
+          "Example1",
+          "Find",
+          "Solution",
+          "We",
+          "work",
+          "backwards",
+          "Match",
+          "table",
+          "Looks",
+          "quad",
+          "Summary",
+          "tX",
+          "mgf",
+          "distributions",
+          "The",
+          "helps",
+          "determine",
+          "variables",
+          "section",
+          "sums",
+          "Example2",
+          "Then",
+          "mathrm",
+          "Sol",
+          "So",
+          "check",
+          "mg",
+          "Example3",
+          "bin",
+          "Look",
+          "Example4",
+          "Question",
+          "What",
+          "doesn",
+          "match",
+          "read",
+          "First",
+          "Example5"
+        ],
+        "keywords": [
+          "moment generating function",
+          "mgf",
+          "distribution"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "83c27522-7d2b-54ae-ae21-58663fa59ec4",
+      "type": "text",
+      "content": "",
+      "path": "Notes.pdf/CHAPTER 14",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "438540a7-c1db-5b11-8c1e-9d220ad7c89b",
+      "type": "text",
+      "content": "14.1. The Central Limit Theorem\n\\- The CLT is one of the most remarkable theorems in Probability.\n\\- It helps us understand why the empirical frequencies of so many natural populations exhibit bell-shaped (normal) curves.\n\\- Recall that $i.i.d.$ means independent and identically distributed random variables.\nTHEOREM 24. (CLT) Let $X_{1}, X_{2}, X_{3} \\ldots$ be i.i.d. each with mean $\\mu$ and variance $\\sigma^{2}$ . Then the distribution of\n$$\n\\frac {X _ {1} + \\cdots + X _ {n} - n \\mu}{\\sigma \\sqrt {n}}\n$$\ntends to the standard normal $Z$ as $n\\to \\infty$ . That is,\n$$\n\\mathbb {P} \\left(\\frac {X _ {1} + \\cdots + X _ {n} - n \\mu}{\\sigma \\sqrt {n}} \\leq b\\right) \\approx \\mathbb {P} (Z \\leq b) = \\Phi (b).\n$$\nwhen $n$ is large.\n\\- The CLT helps us approximate the probability of anything involving $X_{1} + \\cdots + X_{n}$ where $X_{i}$ are independent and identically distributed.\n\\- When approximating discrete distributions: USE the $\\pm .5$ continuity correction:\n\\- Example1: If 10 fair dice are rolled, find the approximate probability that the sum obtained is between 30 and 40, inclusive.\n\\- Solution: Let $X_{i}$ denote the value of the ith die. Recall that\n$$\n\\mathbb {E} \\left(X _ {i}\\right) = \\frac {7}{2} \\operatorname{Var} (X _ {i}) = \\frac {3 5}{1 2}.\n$$\nTake\n$$\nX = X _ {1} + \\dots + X _ {n}\n$$\nto be their sum.\n\\- Using the CLT we need\n$$\nn \\mu = 1 0 \\cdot \\frac {7}{2} = 3 5\n$$\n$$\n\\sigma \\sqrt {n} = \\sqrt {\\frac {3 5 0}{1 2}}\n$$\nthus using the continuity correction, then\n$$\n\\mathbb {P} (2 9. 5 \\leq X \\leq 4 0. 5) = \\mathbb {P} \\left(\\frac {2 9 . 5 - 3 5}{\\sqrt {\\frac {3 5 0}{1 2}}} \\leq \\frac {X - 3 5}{\\sqrt {\\frac {3 5 0}{1 2}}} \\leq \\frac {4 0 . 5 - 3 5}{\\sqrt {\\frac {3 5 0}{1 2}}}\\right)\n$$\n$$\n\\approx \\mathbb {P} (- 1. 0 1 8 4 \\leq Z \\leq 1. 0 1 8 4)\n$$\n$$\n= \\Phi (1. 0 1 8 4) - \\Phi (- 1. 0 1 8 4)\n$$\n$$\n= 2 \\Phi (1. 0 1 8 4) - 1 = . 6 9 2.\n$$\n\\- Example2: An instructor has 1000 exams that will be graded in sequence.\n- The times required to grade exam exam are i.i.d. with $\\mu = 20$ minutes and SD $\\sigma = 4$ minutes.\n- Approximate prob that the instructor will grade at least 25 exams in the first 450 minutes of work.\n- Solution:\n- Let $X_{i}$ be the time it takes to grade exam $i$ . Then\n$$\nX = X _ {1} + \\dots + X _ {2 5}\n$$\nis the time it takes to grade the first 25 exams. We want $\\mathbb{P}(X\\leq 450)$ .\n\\- Use CLT,\n$$\nn \\mu = 2 5 \\cdot 2 0 = 5 0 0\n$$\n$$\n\\sigma \\sqrt {n} = 4 \\sqrt {2 5} = 2 0.\n$$\n\\- Thus\n$$\n\\begin{array}{l} \\mathbb {P} (X \\leq 4 5 0) = \\mathbb {P} \\left(\\frac {X - 5 0 0}{2 0} \\leq \\frac {4 5 0 - 5 0 0}{2 0}\\right) \\\\ \\approx \\mathbb {P} (Z \\leq - 2. 5) \\\\ = 1 - \\Phi (2. 5) \\\\ = . 0 0 6. \\\\ \\end{array}\n$$",
+      "path": "Notes.pdf/CHAPTER 14/Limit Laws",
+      "metadata": {
+        "length": 2676,
+        "summary": "The Central Limit Theorem (CLT) states that for i.i.d. random variables with mean μ and variance σ², the distribution of the standardized sum tends to the standard normal as n→∞. It explains why many natural populations exhibit bell-shaped curves. Two examples illustrate its application: rolling 10 fair dice to approximate the probability the sum is between 30 and 40 (using continuity correction, result ≈0.692), and grading 25 exams with mean 20 min and SD 4 min, finding P(time ≤450 min)≈0.006.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: CHAPTER 1, CHAPTER 2, CHAPTER 3, CHAPTER 4, CHAPTER 5, CHAPTER 6, CHAPTER 7, CHAPTER 8, CHAPTER 9, CHAPTER 10, CHAPTER 11, CHAPTER 12, CHAPTER 13, CHAPTER 14",
+        "tokens": [
+          "14.1",
+          "The",
+          "Central",
+          "Limit",
+          "Theorem",
+          "CLT",
+          "remarkable",
+          "theorems",
+          "Probability",
+          "It",
+          "helps",
+          "understand",
+          "empirical",
+          "frequencies",
+          "natural",
+          "populations",
+          "exhibit",
+          "bell",
+          "shaped",
+          "normal",
+          "curves",
+          "Recall",
+          "means",
+          "independent",
+          "identically",
+          "distributed",
+          "random",
+          "variables",
+          "THEOREM",
+          "24",
+          "Let",
+          "ldots",
+          "mu",
+          "variance",
+          "sigma",
+          "Then",
+          "distribution",
+          "frac",
+          "cdots",
+          "sqrt",
+          "standard",
+          "infty",
+          "That",
+          "mathbb",
+          "left",
+          "leq",
+          "approx",
+          "Phi",
+          "large",
+          "approximate",
+          "probability",
+          "involving",
+          "When",
+          "approximating",
+          "discrete",
+          "distributions",
+          "USE",
+          "pm",
+          "continuity",
+          "correction",
+          "Example1",
+          "If",
+          "10",
+          "fair",
+          "dice",
+          "rolled",
+          "find",
+          "sum",
+          "obtained",
+          "30",
+          "40",
+          "inclusive",
+          "Solution",
+          "denote",
+          "ith",
+          "die",
+          "operatorname",
+          "Var",
+          "Take",
+          "dots",
+          "Using",
+          "cdot",
+          "Example2",
+          "An",
+          "instructor",
+          "1000",
+          "exams",
+          "graded",
+          "sequence",
+          "times",
+          "required",
+          "grade",
+          "exam",
+          "20",
+          "minutes",
+          "SD",
+          "Approximate",
+          "prob",
+          "25",
+          "450",
+          "work",
+          "time",
+          "takes",
+          "We",
+          "Use",
+          "Thus",
+          "begin",
+          "array",
+          "end"
+        ],
+        "keywords": [
+          "CLT",
+          "normal approximation",
+          "continuity correction"
+        ],
+        "connect_to": []
+      }
+    }
+  ]
+}
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/doc_nav.json b/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/doc_nav.json
new file mode 100644
index 000000000..17d450ff1
--- /dev/null
+++ b/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/doc_nav.json
@@ -0,0 +1,756 @@
+{
+  "version": "1.0",
+  "file_name": "Probability Theory Lecture Notes.pdf",
+  "stats": {
+    "total_chunks": 109,
+    "text_chunks": 69,
+    "image_chunks": 28,
+    "table_chunks": 12,
+    "max_depth": 4
+  },
+  "sections": [
+    {
+      "title": "Root",
+      "path": "Notes.pdf",
+      "level": 1,
+      "summary": "Probability Theory Lecture Notes Phanuel Mariano",
+      "chunk_count": 1,
+      "children": []
+    },
+    {
+      "title": "CHAPTER 1",
+      "path": "Notes.pdf/CHAPTER 1",
+      "level": 1,
+      "summary": "",
+      "chunk_count": 6,
+      "children": [
+        {
+          "title": "Combinatorics",
+          "path": "Notes.pdf/CHAPTER 1/Combinatorics",
+          "level": 2,
+          "summary": "",
+          "chunk_count": 5,
+          "children": [
+            {
+              "title": "1.1. Counting Principle",
+              "path": "Notes.pdf/CHAPTER 1/Combinatorics/1.1. Counting Principle",
+              "level": 3,
+              "summary": "\\- We need a way to help us count faster rather than counting by hand one by one. FACT. (Basic Counting Principle) Suppose 2 experiments are to be performed. If one experiment can result in m possibilities Second experiment can result in $n$ possibilities Then together there are mn possibilities - I like to use the box method. For example. Each box represent the number of possibilities in that experiment. - Example1: There are 20 teachers and 100 students in a school. How many ways can we pick a teacher and student of the year? \\- Solution: Use the box Method: $20 \\times 100 = 2000$ . - The counting principle can be generalized to any amount of experiments: $n_1 \\cdots n_r$ possibilities - Example2: - A college planning committee consists of 3 freshmen, 4 sophomores, 5 juniors, and 2 seniors. - A subcommittee of 4 consists 1 person from each class. How many? - Solution: Box method $3 \\times 4 \\times 5 \\times 2 = 120$ . \\- Example3: How many differen 6-place license plates are possible if the first 3 places are to be occupied by letters and the finals 3 by numbers? - Solution: $26 \\cdot 26 \\cdot 26 \\cdot 10 \\cdot 10 \\cdot 10 = ?$ - Question...repetition is allowed? - Solution: $26 \\cdot 25 \\cdot 24 \\cdot 10 \\cdot 9 \\cdot 8$ \\- Example4: How many functions defined on $n$ points are possible if each functional value is either 0 or 1. \\- Solution: Box method on the $1, \\ldots, n$ points gives us $2^n$ possible functions.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "1.2. PERMUTATIONS",
+              "path": "Notes.pdf/CHAPTER 1/Combinatorics/1.2. PERMUTATIONS",
+              "level": 3,
+              "summary": "The text introduces permutations as ordered arrangements of objects, using examples like arranging letters a, b, c (6 ways via 3!). It explains the factorial formula n! for n distinct objects, with order mattering. Examples include batting orders (9!), grouping books (4! * 4! * 3! * 2! * 1!), and handling repetitions (e.g., arranging a, a, b, c as 4!/2! = 12). The general formula for permutations with alike objects is n!/(n1!...nr!), illustrated with PEPPER (6!/(3!2!1!) = 30) and tennis players (11!/(4!4!3!)).",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "1.3. Combinations",
+              "path": "Notes.pdf/CHAPTER 1/Combinatorics/1.3. Combinations",
+              "level": 3,
+              "summary": "The passage explains the concept of combinations (order does not matter) versus permutations (order matters). It derives the formula for combinations: n choose r equals n!/((n-r)!r!). Examples include choosing a committee of 3 from 10 people, selecting 2 men and 3 women from groups, and inviting friends with constraints (feuding friends or those attending together). The Binomial Theorem is introduced: (x+y)^n = sum_{k=0}^n binom(n,k) x^k y^{n-k}, with a combinatorial proof. A combinatorial identity binom(n,r)=binom(n-1,r-1)+binom(n-1,r) is demonstrated using a committee selection analogy with a special president.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "1.4. Multinomial Coefficients",
+              "path": "Notes.pdf/CHAPTER 1/Combinatorics/1.4. Multinomial Coefficients",
+              "level": 3,
+              "summary": "The passage explains multinomial coefficients, which count ways to divide n objects into k groups of specified sizes. It provides examples: dividing 9 people into committees of sizes 3,4,2 yields 9!/(3!4!2!); assigning 10 police officers to duties (6 patrol, 2 station, 2 schools) gives 10!/(6!2!2!); ordering 10 flags (5 blue, 3 red, 2 yellow) gives 10!/(5!3!2!). It also covers distributing 8 indistinguishable balls into 3 boxes using stars and bars, resulting in C(10,8) or C(9,2)+9 ways.",
+              "chunk_count": 1,
+              "children": []
+            }
+          ]
+        }
+      ]
+    },
+    {
+      "title": "CHAPTER 2",
+      "path": "Notes.pdf/CHAPTER 2",
+      "level": 1,
+      "summary": "",
+      "chunk_count": 9,
+      "children": [
+        {
+          "title": "Axioms of Probability",
+          "path": "Notes.pdf/CHAPTER 2/Axioms of Probability",
+          "level": 2,
+          "summary": "",
+          "chunk_count": 8,
+          "children": [
+            {
+              "title": "2.1. Sample Space and Events",
+              "path": "Notes.pdf/CHAPTER 2/Axioms of Probability/2.1. Sample Space and Events",
+              "level": 3,
+              "summary": "\\- We will have a sample space, denoted $S$ (sometimes $\\Omega$ , or $\\mathcal{U}$ ) that consists of all possible outcomes from an experiment.",
+              "chunk_count": 5,
+              "children": [
+                {
+                  "title": "- Example1:",
+                  "path": "Notes.pdf/CHAPTER 2/Axioms of Probability/2.1. Sample Space and Events/- Example1:",
+                  "level": 4,
+                  "summary": "\\* Experiment: Roll two dice, \\* Sample Space: $S =$ would be all possible pairs made up of the numbers one through six. List it here. $\\{(i,j):i,j = 1,\\dots 6\\}$ . 36 points.",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "- Example 2:",
+                  "path": "Notes.pdf/CHAPTER 2/Axioms of Probability/2.1. Sample Space and Events/- Example 2:",
+                  "level": 4,
+                  "summary": "\\* Experiment: Toss a coin twice \\* $S = \\{HH,HT,TH,TT\\}$",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "- Example3:",
+                  "path": "Notes.pdf/CHAPTER 2/Axioms of Probability/2.1. Sample Space and Events/- Example3:",
+                  "level": 4,
+                  "summary": "\\* Experiment: Measuring the number of accidents of a random person before they had turn 18. $$ \\cdot S = \\{0, 1, 2, \\dots \\} $$",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "- Others:",
+                  "path": "Notes.pdf/CHAPTER 2/Axioms of Probability/2.1. Sample Space and Events/- Others:",
+                  "level": 4,
+                  "summary": "The passage defines events as subsets of a sample space S, and explains basic set operations: union (A ∪ B), intersection (A ∩ B), and complement (A^c). It provides examples from rolling two dice and age at death. It also covers properties like commutativity, associativity, distributivity, DeMorgan's Laws, and the concept of disjoint (mutually exclusive) events.",
+                  "chunk_count": 1,
+                  "children": []
+                }
+              ]
+            },
+            {
+              "title": "2.2. Axioms of Probability",
+              "path": "Notes.pdf/CHAPTER 2/Axioms of Probability/2.2. Axioms of Probability",
+              "level": 3,
+              "summary": "The text defines probability through axioms: non-negativity, total probability of sample space equals 1, and countable additivity for disjoint events. It introduces relative frequency as motivation but notes its limitations. Key properties derived include probability of empty set is 0, complement rule, monotonicity, and inclusion-exclusion for two events. Examples illustrate fair and biased coin tosses, die rolling, and a basketball game probability calculation using DeMorgan's law and the inclusion-exclusion formula.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "2.3. Equally Likely Outcomes",
+              "path": "Notes.pdf/CHAPTER 2/Axioms of Probability/2.3. Equally Likely Outcomes",
+              "level": 3,
+              "summary": "The passage covers basic probability concepts with equally likely outcomes, including examples like rolling dice, drawing balls from an urn, selecting committees, and poker hands. It explains how to compute probabilities using combinatorial formulas, such as combinations and permutations, and includes the birthday problem as an illustration of probability calculations.",
+              "chunk_count": 1,
+              "children": []
+            }
+          ]
+        }
+      ]
+    },
+    {
+      "title": "CHAPTER 3",
+      "path": "Notes.pdf/CHAPTER 3",
+      "level": 1,
+      "summary": "",
+      "chunk_count": 2,
+      "children": [
+        {
+          "title": "Independence",
+          "path": "Notes.pdf/CHAPTER 3/Independence",
+          "level": 2,
+          "summary": "The text defines independent events as those where the probability of their intersection equals the product of their individual probabilities. It provides examples including coin flips, card draws, and dice rolls. It proves that if events E and F are independent, then E and F^c are also independent. The definition extends to three or more events requiring pairwise and joint independence. Applications include calculating probabilities for drawing balls from urns and the Gambler's Ruin problem, where the probability of reaching a target before ruin is linear. The text also introduces Bernoulli trials and the binomial distribution for independent trials with constant success probability.",
+          "chunk_count": 1,
+          "children": []
+        }
+      ]
+    },
+    {
+      "title": "CHAPTER 4",
+      "path": "Notes.pdf/CHAPTER 4",
+      "level": 1,
+      "summary": "",
+      "chunk_count": 4,
+      "children": [
+        {
+          "title": "Conditional Probability and Independence",
+          "path": "Notes.pdf/CHAPTER 4/Conditional Probability and Independence",
+          "level": 2,
+          "summary": "",
+          "chunk_count": 3,
+          "children": [
+            {
+              "title": "4.1. Conditional Probabilities",
+              "path": "Notes.pdf/CHAPTER 4/Conditional Probability and Independence/4.1. Conditional Probabilities",
+              "level": 3,
+              "summary": "The text defines conditional probability P(E|F)=P(E∩F)/P(F) for P(F)>0, and explains that if P(E|F)=P(E) then E and F are independent with P(E∩F)=P(E)P(F). It provides several examples: rolling two dice to find P(sum=8|first die=3)=1/6; drawing marbles from a box (P(second red|first red)=1/2); Landon's textbook problem (P(Union|not Monteith)=2/3); card drawing with Annabelle and Bobby (P(Bobby has one ace|Annabelle has two aces)=C(2,1)C(37,12)/C(39,13)); urn with replacement and additional balls (P(3 white)=5/12*6/13*7/14, P(1 white)=3*5*7*8/(12*13*14)); Phan's course selection (P(A∩C)=1/2*1/7=1/14); and a table of 500 married couples' salaries (P(husband<25k)=248/500, P(wife>25k|husband>25k)=54/252≈0.214, P(wife>25k|husband<25k)=36/248≈0.145). The general multiplication rule for n events is also given.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "4.2. Bayes's Formula",
+              "path": "Notes.pdf/CHAPTER 4/Conditional Probability and Independence/4.2. Bayes's Formula",
+              "level": 3,
+              "summary": "The text explains the Law of Total Probability and Bayes' Theorem with examples. The Law of Total Probability computes P(E) by summing over mutually exclusive events: P(E) = Σ P(E|Fi)P(Fi). Bayes' Theorem finds conditional probabilities: P(Fj|E) = P(E|Fj)P(Fj) / Σ P(E|Fi)P(Fi). Examples include insurance accident risk, HIV test accuracy (98% accurate, 0.5% prevalence yields 19.8% positive predictive value), class grade probabilities, factory defect rates (machines I, II, III with 2%, 1%, 3% defects and 35%, 25%, 40% production), and multiple-choice test knowledge (probability student knew answer given correct response is mp/(1+(m-1)p)).",
+              "chunk_count": 1,
+              "children": []
+            }
+          ]
+        }
+      ]
+    },
+    {
+      "title": "CHAPTER 5",
+      "path": "Notes.pdf/CHAPTER 5",
+      "level": 1,
+      "summary": "",
+      "chunk_count": 8,
+      "children": [
+        {
+          "title": "Random Variables",
+          "path": "Notes.pdf/CHAPTER 5/Random Variables",
+          "level": 2,
+          "summary": "",
+          "chunk_count": 7,
+          "children": [
+            {
+              "title": "5.1. Random Variables",
+              "path": "Notes.pdf/CHAPTER 5/Random Variables/5.1. Random Variables",
+              "level": 3,
+              "summary": "The passage introduces the concept of a random variable as a function mapping outcomes of an experiment to real numbers, enabling calculus on outcomes. Examples include coin tosses (X=1 for heads, 0 for tails), die rolls (X equals the outcome), and defining Y based on odd/even outcomes. It explains determining the range of X, such as number of heads in 10 tosses (0-10) or liability amounts. A detailed example with 3 coin tosses shows assigning probabilities to X values (0-3), summing to 1.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "5.2. Discrete Random Variables",
+              "path": "Notes.pdf/CHAPTER 5/Random Variables/5.2. Discrete Random Variables",
+              "level": 3,
+              "summary": "The text defines a discrete random variable as one with at most a countable number of possible values. It introduces the probability mass function (pmf) p(x) = P(X=x), which maps real numbers to [0,1]. Key properties include p(x_i) > 0 for attainable values and sum of all p(x_i) = 1. Examples illustrate a coin toss with a bar graph and a Poisson pmf p(i)=e^{-λ} λ^i / i! for i=0,1,2,... The Poisson example computes P(X=0)=e^{-λ} and P(X>2)=1 - e^{-λ} - λ e^{-λ} - (λ^2 e^{-λ})/2.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "5.3. Expected Value",
+              "path": "Notes.pdf/CHAPTER 5/Random Variables/5.3. Expected Value",
+              "level": 3,
+              "summary": "The passage introduces the concept of expectation (expected value) for discrete random variables, defined as the sum of outcomes weighted by their probabilities. Examples include a coin flip (E[X]=0.5), a fair die (E[X]=3.5), and a geometric distribution for tornado counts (E[X]=1). It then defines the cumulative distribution function (CDF) as F(x)=P(X≤x), which is nondecreasing, right-continuous, and has limits 0 and 1 at ±∞. Properties and examples show how to compute probabilities like P(X<a), P(X=a), and P(a<X≤b) using the CDF, including a step function for a binomial example and a mixed distribution example.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "5.5. Expected Value of Sums of Random Variables",
+              "path": "Notes.pdf/CHAPTER 5/Random Variables/5.5. Expected Value of Sums of Random Variables",
+              "level": 3,
+              "summary": "The text discusses two definitions of expectation for discrete random variables. Definition 1 sums over the range of X (values weighted by their probabilities). Definition 2 sums over the sample space S (outcomes weighted by their probabilities). An example with dice shows both yield the same result. Proposition 4 proves equivalence. Theorem 5 proves linearity: E[X+Y]=EX+EY and E[aX]=aEX, using the sample-space definition.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "5.6. Expectation of a Function of a Random Variable",
+              "path": "Notes.pdf/CHAPTER 5/Random Variables/5.6. Expectation of a Function of a Random Variable",
+              "level": 3,
+              "summary": "The text explains how to compute the expected value of a function of a discrete random variable. It provides an example where X takes values -1, 0, 1 with given probabilities, and Y = X^2. The expectation E[Y] is found to be 0.5, and it is noted that E[X^2] is not equal to (E[X])^2. A theorem states that for a discrete random variable X with probability mass function p(x_i), the expectation of g(X) is the sum of g(x_i)p(x_i). The proof groups values of g(X) and uses the definition of expectation. The text also defines the mean μ = E[X] and the nth moment E[X^n].",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "5.7. Variance",
+              "path": "Notes.pdf/CHAPTER 5/Random Variables/5.7. Variance",
+              "level": 3,
+              "summary": "The passage introduces variance as a measure of spread for a random variable, contrasting it with expectation which does not capture variation. It defines variance as E[(X-μ)^2] and derives the alternate formula Var(X)=E[X^2]-(E[X])^2. An example calculates variance for a fair die roll. It also proves Var(aX+b)=a^2Var(X) and defines standard deviation as the square root of variance.",
+              "chunk_count": 1,
+              "children": []
+            }
+          ]
+        }
+      ]
+    },
+    {
+      "title": "CHAPTER 6",
+      "path": "Notes.pdf/CHAPTER 6",
+      "level": 1,
+      "summary": "",
+      "chunk_count": 10,
+      "children": [
+        {
+          "title": "Some Discrete Distributions",
+          "path": "Notes.pdf/CHAPTER 6/Some Discrete Distributions",
+          "level": 2,
+          "summary": "",
+          "chunk_count": 9,
+          "children": [
+            {
+              "title": "6.1. Bernouli and Binomial Random Variables",
+              "path": "Notes.pdf/CHAPTER 6/Some Discrete Distributions/6.1. Bernouli and Binomial Random Variables",
+              "level": 3,
+              "summary": "",
+              "chunk_count": 4,
+              "children": [
+                {
+                  "title": "• Bernoulli Distribution",
+                  "path": "Notes.pdf/CHAPTER 6/Some Discrete Distributions/6.1. Bernouli and Binomial Random Variables/• Bernoulli Distribution",
+                  "level": 4,
+                  "summary": "- Suppose that a trial or experiment takes place, whose outcome is either success or failure. - Let $X = 1$ when the outcome is a success and $X = 0$ if it is a failure. - The pmf of $X$ is given by $$ p (0) = \\mathbb {P} (X = 0) = 1 - p $$ $$ p (1) = \\mathbb {P} (X = 1) = p $$ where $0 \\leq p \\leq 1$ . \\- For this $X$ , $X$ is said to be a Bernoulli random variable with parameter $p$ , \\* We wrtie this as $X \\sim \\text{Bernoulli}(p)$ , \\* Properties: $\\cdot \\mathbb{E}X = p\\cdot 1 + (1 - p)\\cdot 0 = p$ $\\cdot\\mathbb{E}X^{2}=1^{2}\\cdot p+0^{2}(1-p)=p.$ - So $\\operatorname{Var} X = p - p^2 = p(1 - p)$ .",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "• Binomial Distribution:",
+                  "path": "Notes.pdf/CHAPTER 6/Some Discrete Distributions/6.1. Bernouli and Binomial Random Variables/• Binomial Distribution:",
+                  "level": 4,
+                  "summary": "\\- We say $X$ has a binomial distribution with parameters $n$ and $p$ if $$ p _ {X} (k) = \\mathbb {P} \\left(X = k\\right) = \\binom{n}{k} p ^ {k} \\left(1 - p\\right) ^ {n - k}. $$ \\- Interpret: $X =$ the number of successes in $n$ independent trials. \\* Let's take this as given. \\- We say $X \\sim \\text{Binomial}(n, p)$ or $X \\sim \\text{bin}(n, p)$ .",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "• Properties of the Binomial",
+                  "path": "Notes.pdf/CHAPTER 6/Some Discrete Distributions/6.1. Bernouli and Binomial Random Variables/• Properties of the Binomial",
+                  "level": 4,
+                  "summary": "The passage covers the binomial distribution, including checking that probabilities sum to 1 using the binomial theorem, deriving the mean as np by summing independent Bernoulli variables, and computing the variance as np(1-p) via the second moment. It also mentions moments and provides TI-84 calculator functions. Two examples are given: one calculating the probability of fewer than 3 hurricanes in 20 years with p=0.05, and another finding the probability of making at least 2 free throws out of 10 with p=0.6.",
+                  "chunk_count": 1,
+                  "children": []
+                }
+              ]
+            },
+            {
+              "title": "6.2. The Poisson Distribution",
+              "path": "Notes.pdf/CHAPTER 6/Some Discrete Distributions/6.2. The Poisson Distribution",
+              "level": 3,
+              "summary": "The Poisson distribution models the number of events occurring in a fixed interval, given a constant average rate λ. Its probability mass function is P(X=i)=e^{-λ}λ^i/i!. The mean and variance both equal λ. It approximates the binomial distribution when n is large and p is small, with λ=np. Examples include misprints per page, homicides per month, and earthquake occurrences.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "6.3. Other Discrete Distributions",
+              "path": "Notes.pdf/CHAPTER 6/Some Discrete Distributions/6.3. Other Discrete Distributions",
+              "level": 3,
+              "summary": "",
+              "chunk_count": 3,
+              "children": [
+                {
+                  "title": "• Uniform Distribution:",
+                  "path": "Notes.pdf/CHAPTER 6/Some Discrete Distributions/6.3. Other Discrete Distributions/• Uniform Distribution:",
+                  "level": 4,
+                  "summary": "\\- We say $X$ is uniform, and write this as $X \\sim \\text{uniform}(n)$ , if $X \\in \\{1, 2, \\ldots, n\\}$ and $$ p _ {X} (i) = \\mathbb {P} (X = i) = \\frac {1}{n} \\text { for } i = 1, 2, \\dots , n. $$ \\- $\\underline{\\text{Exercise:}}$ $\\mathbb{E}X = \\sum_{i=1}^{n} i\\frac{1}{n} = \\frac{1}{n}\\sum_{i=1}^{n} i = \\frac{1}{n}\\frac{n(n-1)}{2} = \\frac{n-1}{2}$ and find $\\operatorname{Var}X$ .",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "- Geometric Distribution:",
+                  "path": "Notes.pdf/CHAPTER 6/Some Discrete Distributions/6.3. Other Discrete Distributions/- Geometric Distribution:",
+                  "level": 4,
+                  "summary": "The passage covers three discrete probability distributions: Geometric, Negative Binomial, and Hypergeometric. For the Geometric distribution (number of trials until first success), it provides the probability mass function, mean (1/p), and variance ((1-p)/p^2), with an example involving drawing balls from an urn. The Negative Binomial distribution (trials until r successes) is introduced with its mean (r/p) and variance (r(1-p)/p^2), noting that Geometric is a special case with r=1. The Hypergeometric distribution (sampling without replacement) is defined with its mean (nm/N) and variance formula. Examples include calculating probabilities and expected values for specific scenarios.",
+                  "chunk_count": 1,
+                  "children": []
+                }
+              ]
+            }
+          ]
+        }
+      ]
+    },
+    {
+      "title": "CHAPTER 7",
+      "path": "Notes.pdf/CHAPTER 7",
+      "level": 1,
+      "summary": "",
+      "chunk_count": 6,
+      "children": [
+        {
+          "title": "Continuous Random Variables",
+          "path": "Notes.pdf/CHAPTER 7/Continuous Random Variables",
+          "level": 2,
+          "summary": "",
+          "chunk_count": 5,
+          "children": [
+            {
+              "title": "7.1. Intro to continuous R.V",
+              "path": "Notes.pdf/CHAPTER 7/Continuous Random Variables/7.1. Intro to continuous R.V",
+              "level": 3,
+              "summary": "This text defines continuous random variables and their probability density functions (PDFs). It states that a random variable X has a continuous distribution if there exists a non-negative function f such that probabilities are integrals of f. The PDF must satisfy f(x) ≥ 0 and integrate to 1 over all real numbers. Key properties include that P(X = a) = 0 and the cumulative distribution function (CDF) F(x) is the integral of the PDF from negative infinity to x. The derivative of the CDF equals the PDF. Examples demonstrate finding a constant c in a PDF and computing probabilities using the CDF.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "7.2. Expectation and Variance",
+              "path": "Notes.pdf/CHAPTER 7/Continuous Random Variables/7.2. Expectation and Variance",
+              "level": 3,
+              "summary": "This passage defines expectation for continuous random variables using integrals, presents properties like linearity, and introduces variance. Examples compute E[X] and Var(X) for given densities, and solve for parameters using moment conditions.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "7.3. The uniform Random Variable",
+              "path": "Notes.pdf/CHAPTER 7/Continuous Random Variables/7.3. The uniform Random Variable",
+              "level": 3,
+              "summary": "\\- A continuous random variable is said to be uniformly distributed on the interval $[a, b]$ if $$ f _ {X} (x) = \\left\\{ \\begin{array}{l l} \\frac {1}{b - a} & a \\leq x \\leq b \\\\ 0 & \\text { otherwise } \\end{array} \\right.. $$ - So $X$ can only attain values in $X \\in [a, b]$ . - We say $X \\sim \\text{Uniform}(a, b)$ . - The cdf is $$ F _ {X} (x) = \\left\\{ \\begin{array}{l l} 0 & x < a \\\\ \\frac {x - a}{b - a} & a \\leq x \\leq b \\\\ 1 & x > b \\end{array} \\right.. $$ \\- Example1: Suppose $X \\sim \\text{Uniform}(a, b)$ Part (a) Find the mean of $X$ . Part (b) Find the variance of $X$ . \\- Part (a): We compute $$ \\begin{array}{l} \\mathbb {E} X = \\int_ {- \\infty} ^ {\\infty} x f _ {X} (x) d x = \\int_ {a} ^ {b} x \\frac {1}{b - a} d x \\\\ = \\frac {1}{b - a} \\left(\\frac {b ^ {2}}{2} - \\frac {a ^ {2}}{2}\\right) = \\frac {a + b}{2}. \\\\ \\end{array} $$ \\* Which makes sense right? It should be the midpoint of the interval $[a, b]$ . \\- Part(b): We compute first the second moment $$ \\begin{array}{l} \\mathbb {E} X ^ {2} = \\int_ {a} ^ {b} x ^ {2} \\frac {1}{b - a} d x...frac {1}{b - a} (b - a) (a ^ {2} + a b + b ^ {2}) \\\\ = \\frac {a ^ {2} + a b + b ^ {2}}{3}. \\\\ \\end{array} $$ Thus after some algebra $$ \\operatorname{Var} X = \\frac {a ^ {2} + a b + b ^ {2}}{3} - \\left(\\frac {a + b}{2}\\right) ^ {2} = \\frac {(b - a) ^ {2}}{1 2}. $$",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "7.4. More practice",
+              "path": "Notes.pdf/CHAPTER 7/Continuous Random Variables/7.4. More practice",
+              "level": 3,
+              "summary": "\\- Suppose we are given the pd.f. $$ f (x) = \\left\\{ \\begin{array}{l l} 9 e ^ {- 9 x} & x \\geq 0 \\\\ 0 & x < 0 \\end{array} \\right. $$ \\- Part (a): Set up integral to find $F_{X}(x)$ : \\* We have for $x > 0$ , that $$ F _ {X} (x) = \\int_ {0} ^ {x} 9 e ^ {- 9 y} d y = 1 - e ^ {- 9 x}, $$ so that $$ F _ {X} (x) = \\left\\{ \\begin{array}{l l} 1 - e ^ {- 9 x} & x \\geq 0 \\\\ 0 & x < 0 \\end{array} \\right. / $$ \\- Part (b): Set up integral to find $\\mathbb{P}(1 < X < 5)$ $$ * \\int_ {1} ^ {5} 9 e ^ {- 9 x} d x $$ \\- Part (c): Set up integral to find $\\mathbb{P}(X > 3)$ $$ * \\int_ {3} ^ {\\infty} 9 e ^ {- 9 x} d x. $$ \\- Part (s): Set up integral to find $\\mathbb{P}(X < 2)$ $$ * \\int_ {0} ^ {2} 9 e ^ {- 9 x} d x. $$",
+              "chunk_count": 1,
+              "children": []
+            }
+          ]
+        }
+      ]
+    },
+    {
+      "title": "CHAPTER 8",
+      "path": "Notes.pdf/CHAPTER 8",
+      "level": 1,
+      "summary": "",
+      "chunk_count": 2,
+      "children": [
+        {
+          "title": "Normal Distributions",
+          "path": "Notes.pdf/CHAPTER 8/Normal Distributions",
+          "level": 2,
+          "summary": "The text covers the normal (Gaussian) distribution, its density function, properties, and the standard normal random variable Z. It explains that any normal variable X with mean μ and variance σ² can be standardized as Z = (X - μ)/σ, which follows N(0,1). Key results include the cumulative distribution function Φ(x), symmetry property Φ(-x)=1-Φ(x), and the 68-95-99.7 rule stating that about 68%, 95%, and 99.7% of data lies within 1, 2, and 3 standard deviations of the mean, respectively. Examples demonstrate calculating probabilities using Z-scores and finding standard deviation from a given probability.",
+          "chunk_count": 1,
+          "children": []
+        }
+      ]
+    },
+    {
+      "title": "CHAPTER 9",
+      "path": "Notes.pdf/CHAPTER 9",
+      "level": 1,
+      "summary": "",
+      "chunk_count": 2,
+      "children": [
+        {
+          "title": "Normal approximations to the binomial",
+          "path": "Notes.pdf/CHAPTER 9/Normal approximations to the binomial",
+          "level": 2,
+          "summary": "This passage explains the normal approximation to the binomial distribution. It states Theorem 13, which says that as n grows large, the standardized binomial variable (Sn - np)/sqrt(np(1-p)) converges in distribution to a standard normal Z. It notes that Sn is discrete while the normal is continuous, so a continuity correction is needed: P(Sn = i) is approximated by P(i-0.5 < Sn < i+0.5). An example with 100 fair coin tosses is given: (a) P(more than 60 heads) is approximated using 60.5, yielding about 0.0179; (b) P(exactly 60 heads) is approximated by P(59.5 ≤ Sn ≤ 60.5), giving Φ(2.1)-Φ(1.9).",
+          "chunk_count": 1,
+          "children": []
+        }
+      ]
+    },
+    {
+      "title": "CHAPTER 10",
+      "path": "Notes.pdf/CHAPTER 10",
+      "level": 1,
+      "summary": "",
+      "chunk_count": 8,
+      "children": [
+        {
+          "title": "Some continuous distributions",
+          "path": "Notes.pdf/CHAPTER 10/Some continuous distributions",
+          "level": 2,
+          "summary": "",
+          "chunk_count": 7,
+          "children": [
+            {
+              "title": "10.1. Exponential Random Variables",
+              "path": "Notes.pdf/CHAPTER 10/Some continuous distributions/10.1. Exponential Random Variables",
+              "level": 3,
+              "summary": "The exponential distribution is a continuous probability distribution with parameter λ, defined by its probability density function f(x)=λe^{-λx} for x≥0. Its cumulative distribution function is F(a)=1-e^{-λa}, mean is 1/λ, and variance is 1/λ². It models the time until a specific event occurs, such as phone call length, earthquake occurrence, or device lifetime. The distribution is memoryless, meaning P(X>t+s|X>t)=P(X>s). Examples include calculating probabilities for phone calls with average length 10 minutes, iPhone lifetime with mean 4 years, and accident occurrence for bad drivers where 30% have accidents in the first 50 days.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "10.2. Other Continuous Distributions",
+              "path": "Notes.pdf/CHAPTER 10/Some continuous distributions/10.2. Other Continuous Distributions",
+              "level": 3,
+              "summary": "",
+              "chunk_count": 4,
+              "children": [
+                {
+                  "title": "• Gamma Distribution:",
+                  "path": "Notes.pdf/CHAPTER 10/Some continuous distributions/10.2. Other Continuous Distributions/• Gamma Distribution:",
+                  "level": 4,
+                  "summary": "\\- We say $X \\sim Gamma(\\alpha, \\lambda)$ has density $$ f (x) = \\left\\{ \\begin{array}{l l} \\frac {\\lambda e ^ {- \\lambda x} (\\lambda x) ^ {\\alpha - 1}}{\\Gamma (\\alpha)} & x \\geq 0 \\\\ 0 & x < 0 \\end{array} \\right. $$ where $\\Gamma (\\alpha)$ is the Gamma function $$ \\Gamma (\\alpha) = \\int_ {0} ^ {\\infty} e ^ {- y} y ^ {\\alpha - 1} d y. $$ - If $Y \\sim Gamma\\left(\\frac{n}{2}, \\frac{1}{2}\\right) = \\chi_n^2$ , this is called the Chi-Squared distribution. - The chi-square distribution is used a lot in statistics. \\* Its mean is $\\mathbb{E}X = \\frac{\\alpha}{\\lambda}$ and $\\operatorname{Var}X = \\frac{\\alpha}{\\lambda^2}$ .",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "• Weibull Distribution:",
+                  "path": "Notes.pdf/CHAPTER 10/Some continuous distributions/10.2. Other Continuous Distributions/• Weibull Distribution:",
+                  "level": 4,
+                  "summary": "- Usefull in engineering: Look in the book for its pdf. - $X =$ . If there is an object consisting many parts, and suppose that the object experiences death once any of its parts fails. $X =$ lifetime of this object.",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "• Cauchy Distribution:",
+                  "path": "Notes.pdf/CHAPTER 10/Some continuous distributions/10.2. Other Continuous Distributions/• Cauchy Distribution:",
+                  "level": 4,
+                  "summary": "\\- We say $X$ is cauchy with parameter $-\\infty < \\theta < \\infty$ if $$ f (x) = \\frac {1}{\\pi} \\frac {1}{1 + (x - \\theta) ^ {2}}. $$ - Importance: It does not have finite mean: That is $\\mathbb{E}X = \\infty$ . - To see this, We compute for $\\theta = 0$ $$ \\mathbb {E} X = \\frac {1}{\\pi} \\int_ {- \\infty} ^ {\\infty} \\frac {x}{1 + x ^ {2}} d x $$ $$ \\sim \\frac {1}{\\pi} \\int_ {- \\infty} ^ {\\infty} \\frac {1}{x} d x $$ $$ \\sim \\lim _ {x \\to \\infty} \\ln | x | - \\ln \\lim _ {x \\to - \\infty} | x | $$ which is not defined.",
+                  "chunk_count": 1,
+                  "children": []
+                }
+              ]
+            },
+            {
+              "title": "10.3. The distribution function of a Random variable",
+              "path": "Notes.pdf/CHAPTER 10/Some continuous distributions/10.3. The distribution function of a Random variable",
+              "level": 3,
+              "summary": "The passage explains how to derive the probability density function (PDF) of a transformed continuous random variable Y = g(X) using the cumulative distribution function (CDF) method. It begins with the fundamental relationship F'(x)=f(x) and demonstrates through multiple examples: Y=2X, Y=e^{3X} with uniform X, Y=-ln X yielding exponential(1), Y=tan X yielding Cauchy(0), and an actuarial example with Y=T^2. The key steps are: write the CDF of Y in terms of X's CDF, then differentiate using the chain rule to obtain the PDF. The method relies on g being strictly increasing so the inverse exists.",
+              "chunk_count": 1,
+              "children": []
+            }
+          ]
+        }
+      ]
+    },
+    {
+      "title": "CHAPTER 11",
+      "path": "Notes.pdf/CHAPTER 11",
+      "level": 1,
+      "summary": "",
+      "chunk_count": 6,
+      "children": [
+        {
+          "title": "Multivariate distributions",
+          "path": "Notes.pdf/CHAPTER 11/Multivariate distributions",
+          "level": 2,
+          "summary": "",
+          "chunk_count": 5,
+          "children": [
+            {
+              "title": "11.1. Joint distribution functions",
+              "path": "Notes.pdf/CHAPTER 11/Multivariate distributions/11.1. Joint distribution functions",
+              "level": 3,
+              "summary": "The passage discusses joint probability distributions for discrete and continuous random variables. For discrete variables, it defines the joint probability mass function (pmf) p(x,y) = P(X=x, Y=y) with properties 0≤p≤1 and sum=1, and the multivariate cdf F(x,y)=P(X≤x,Y≤y). An example with two 3-sided dice finds the joint pmf of X (largest value) and Y (sum), and computes a conditional probability. For continuous variables, it defines the joint probability density function (pdf) f(x,y) with properties f≥0 and double integral=1, and the cdf as the double integral of f. Marginal densities are obtained by integrating out the other variable. A detailed example with joint pdf f(x,y)=2e^{-x}e^{-2y} for x,y>0 finds the normalizing constant c=2, computes P(X<Y)=1/3 using two integration methods, sets up P(X>1,Y<1), finds marginal f_X(x)=e^{-x}, and computes E[X]=1.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "11.2. Independent Random Variables",
+              "path": "Notes.pdf/CHAPTER 11/Multivariate distributions/11.2. Independent Random Variables",
+              "level": 3,
+              "summary": "This text defines independence for discrete and continuous random variables (RVs) via joint pmf/pdf factorization and joint CDF. It provides examples checking independence by verifying if joint pdf equals product of marginals, highlighting cases where domain restrictions (non-rectangular) prevent factorization. It then covers sums of independent RVs, deriving the convolution formula for pdf/cdf. Key results include: sum of independent normals is normal with summed means and variances; sum of independent Poissons is Poisson with summed rates; sum of squared standard normals follows chi-squared distribution. Examples compute probabilities for average grades and difference of grades using normal distribution properties.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "11.4. Conditional Distributions- Discrete(★)",
+              "path": "Notes.pdf/CHAPTER 11/Multivariate distributions/11.4. Conditional Distributions- Discrete(★)",
+              "level": 3,
+              "summary": "The text defines conditional probability mass functions (PMF) for discrete random variables and conditional probability density functions (PDF) for continuous random variables. It provides formulas: p_{X|Y}(x|y) = p(x,y)/p_Y(y) for discrete, and f_{X|Y}(x|y) = f(x,y)/f_Y(y) for continuous, defined only when the marginal is positive. It notes that if X and Y are independent, the conditional distribution equals the marginal. Examples include computing conditional PMF from a joint table and checking independence, and computing conditional PDF from a given joint PDF.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "11.6. Joint PDF of functions",
+              "path": "Notes.pdf/CHAPTER 11/Multivariate distributions/11.6. Joint PDF of functions",
+              "level": 3,
+              "summary": "This passage explains how to find the joint probability density function (pdf) of new random variables that are functions of two original random variables. It outlines a three-step method: first, compute the Jacobian determinant of the transformation; second, solve for the original variables in terms of the new ones; third, apply the formula using the original joint pdf and the absolute inverse Jacobian. Three examples are provided: one with a uniform-like joint pdf and linear transformations, one with independent normal variables and linear combinations, and one with a polynomial joint pdf and a nonlinear transformation. The method is general for invertible transformations.",
+              "chunk_count": 1,
+              "children": []
+            }
+          ]
+        }
+      ]
+    },
+    {
+      "title": "CHAPTER 12",
+      "path": "Notes.pdf/CHAPTER 12",
+      "level": 1,
+      "summary": "The text covers expectation properties for sums of random variables, including formulas for discrete and continuous cases. It defines covariance and correlation, explaining their roles in measuring linear relationships between variables. Examples illustrate computing expectations, variances, covariance, and correlation for given joint distributions.",
+      "chunk_count": 1,
+      "children": []
+    },
+    {
+      "title": "CHAPTER 13",
+      "path": "Notes.pdf/CHAPTER 13",
+      "level": 1,
+      "summary": "",
+      "chunk_count": 2,
+      "children": [
+        {
+          "title": "Moment generating functions",
+          "path": "Notes.pdf/CHAPTER 13/Moment generating functions",
+          "level": 2,
+          "summary": "This text defines moment generating functions (m.g.f.) for random variables, showing how to compute them for discrete and continuous cases. It explains that moments can be found by differentiating the m.g.f. and evaluating at zero. Examples are given for Bernoulli, Binomial, Poisson, Exponential, and Normal distributions. Properties include that the m.g.f. of a sum of independent variables is the product of their m.g.f.s, and that the m.g.f. uniquely determines the distribution. Several examples demonstrate using m.g.f.s to find distributions and moments.",
+          "chunk_count": 1,
+          "children": []
+        }
+      ]
+    },
+    {
+      "title": "CHAPTER 14",
+      "path": "Notes.pdf/CHAPTER 14",
+      "level": 1,
+      "summary": "",
+      "chunk_count": 2,
+      "children": [
+        {
+          "title": "Limit Laws",
+          "path": "Notes.pdf/CHAPTER 14/Limit Laws",
+          "level": 2,
+          "summary": "The Central Limit Theorem (CLT) states that for i.i.d. random variables with mean μ and variance σ², the distribution of the standardized sum tends to the standard normal as n→∞. It explains why many natural populations exhibit bell-shaped curves. Two examples illustrate its application: rolling 10 fair dice to approximate the probability the sum is between 30 and 40 (using continuity correction, result ≈0.692), and grading 25 exams with mean 20 min and SD 4 min, finding P(time ≤450 min)≈0.006.",
+          "chunk_count": 1,
+          "children": []
+        }
+      ]
+    }
+  ],
+  "resources": {
+    "images": [
+      {
+        "path": "images/image-1-_- Events_.jpg",
+        "summary": "image-1 \\- Events: An event $A$ is a subset of $S$ . In this case we use the notation $A \\subset S$ , to mean $A$ is a subset of $S$ .0"
+      },
+      {
+        "path": "images/image-2-- $A _cup .jpg",
+        "summary": "image-2 - $A \\cup B$ : points in $S$ such that is in $A$ OR $B$ OR BOTH.0"
+      },
+      {
+        "path": "images/image-3-- $A _cap .jpg",
+        "summary": "image-3 - $A \\cap B$ , points in $A$ AND $B$ . (you may also see $AB$ )0"
+      },
+      {
+        "path": "images/image-4-- $A^c$ is.jpg",
+        "summary": "image-4 - $A^c$ is the compliment of $A$ , the points NOT in $A$ . (you may also see $A'$ )0"
+      },
+      {
+        "path": "images/image-5-- Can exte.jpg",
+        "summary": "image-5 - Can extend to $A_1, \\ldots, A_n$ events. $\\bigcup_{i=1}^{n} A_i$ and $\\bigcap_{i=1}^{n} A_i$ . • Example1: Roll two dice.0"
+      },
+      {
+        "path": "images/image-6-• Example1.jpg",
+        "summary": "image-6 • Example1: Roll two dice.0"
+      },
+      {
+        "path": "images/image-7-• Example1.jpg",
+        "summary": "image-7 • Example1: Roll two dice.0"
+      },
+      {
+        "path": "images/image-8-• Example1.jpg",
+        "summary": "image-8 • Example1: Roll two dice.0"
+      },
+      {
+        "path": "images/image-9-• Example1.jpg",
+        "summary": "image-9 • Example1: Roll two dice.0"
+      },
+      {
+        "path": "images/image-10-PROPOSITIO.jpg",
+        "summary": "image-10 PROPOSITION 2. If $E$ and $F$ are independent, then $E$ and $F^c$ are independent. \\- Remark: Independence and mutually exclusive, are two different things!0"
+      },
+      {
+        "path": "images/image-11-Step Function Graph.jpg",
+        "summary": "image-11 - Chart Type: Step function plotted on a Cartesian coordinate system - X-axis Range: -1 to 4 (major grid lines at intervals of 0.5) - Y-axis Range: -1 to 1 (major grid lines at intervals of 0.5) - Data Segments: - y = 0 for x < 0 - y = 0.2 for 0 ≤ x < 1 - y = 0.5 for 1 ≤ x < 2 - y = 0.8 for 2 ≤ x < 3 - y = 1 for x ≥ 3"
+      },
+      {
+        "path": "images/image-12-PROOF. We .jpg",
+        "summary": "image-12 PROOF. We start with the first definition. Let $X = x_{1}, x_{2}, \\ldots$ \\- Using this definition, we can prove linearity of the expectation.0"
+      },
+      {
+        "path": "images/image-13-Thus plugg.jpg",
+        "summary": "image-13 Thus plugging this back into $(\\star)$ we have that - Remark: $\\mathbb{E}X^{2} = \\sum x_{i}^{2}p(x_{i})$ .0"
+      },
+      {
+        "path": "images/image-14-DEFINITION.jpg",
+        "summary": "image-14 DEFINITION. We define # CHAPTER 60"
+      },
+      {
+        "path": "images/image-15-$$ _- Summ.jpg",
+        "summary": "image-15 $$ \\- Summary of Theorem: This theorem says that suppose $n$ is large and $p$ is small, Thus0"
+      },
+      {
+        "path": "images/image-16-$$ PROPOSI.jpg",
+        "summary": "image-16 $$ PROPOSITION. If $X$ is a continuous $R.V.$ with pdf $f(x)$ , then for any real valued function $g$ ,0"
+      },
+      {
+        "path": "images/image-17-Standard Normal Distribution Curve.jpg",
+        "summary": "image-17 - Chart Type: Bell curve representing a standard normal distribution (Gaussian distribution) - X-axis Range: -3 to 3 - Center Point: 0 (representing the mean and median) - Key Features: Symmetrical shape with peak at x=0, tails extending towards negative and positive infinity"
+      },
+      {
+        "path": "images/image-10-PROPOSITIO.jpg_2",
+        "summary": "image-10 PROPOSITION 2. If $E$ and $F$ are independent, then $E$ and $F^c$ are independent. \\- Remark: Independence and mutually exclusive, are two different things!0"
+      },
+      {
+        "path": "images/image-18-Standard Normal Distribution Graph.jpg",
+        "summary": "image-18 - Chart Title: φ(Z) (PDF function of standard normal distribution) - X-Axis Label: Z (Standard Score / Z-score) - Y-Axis Label: φ(Z) (Probability Density Function) - Key Features: - Bell-shaped curve centered at zero. - Blue shaded area under the curve represents the Cumulative Distribution Function (CDF). - An arrow labeled \"CDF\" points to the shaded region, indicating the probability accumulated up to a specific Z value. - A vertical line marks a specific point on the X-axis labeled \"Z\", defining the upper bound of the shaded CDF area."
+      },
+      {
+        "path": "images/image-19-Normal Distribution Curve.jpg",
+        "summary": "image-19 - Chart Title: Normal Distribution (Bell Curve) - Axis Labels: Horizontal axis represents standard deviations from the mean ($\\mu$), marked as $-3\\sigma, -2\\sigma, -1\\sigma, \\mu, 1\\sigma, 2\\sigma, 3\\sigma$. Vertical axis is unlabeled but represents probability density. - Key Data Points & Percentages: - Central Region ($\\mu \\pm 1\\sigma$): Two sections of 34.1% each (Total 68.2%) - Second Region ($\\pm 1\\sigma$ to $\\pm 2\\sigma$): Two sections of 13.6% each (Total 27.2%) - Third Region ($\\pm 2\\sigma$ to $\\pm 3\\sigma$): Two sections of 2.1% each (Total 4.2%) - Outer Regions (Beyond $\\pm 3\\sigma$): Two sections of 0.1% each (Total 0.2%)"
+      },
+      {
+        "path": "images/image-20-PROOF. To .jpg",
+        "summary": "image-20 PROOF. To show this we have • Example3:(Exam P Q29)0"
+      },
+      {
+        "path": "images/image-21-Graph of Inequality.jpg",
+        "summary": "image-21 - Chart Type: Cartesian coordinate system showing a shaded region - X-axis range: -1 to 2.5 (major grid lines at intervals of 0.5) - Y-axis range: -0.5 to 1.5 (major grid lines at intervals of 0.5) - Shaded Region: The area where x ≥ 0 and y ≥ 0 (First Quadrant) - Boundary Line: Vertical line along the Y-axis (x = 0) - Color: Light orange shading fills the positive quadrant"
+      },
+      {
+        "path": "images/image-22-Linear Inequality Region.jpg",
+        "summary": "image-22 - Chart Type: 2D Cartesian coordinate plot with a shaded region - X-axis range: -0.4 to 1.2 (major grid lines at intervals of 0.2) - Y-axis range: -0.2 to 1.0 (major grid lines at intervals of 0.2) - Shaded Region: A triangular area filled in orange - Boundary Lines: - Vertical line at x = 0 (y-axis) - Horizontal line at y = 1 - Diagonal line connecting origin (0,0) to point (1,1), representing the equation y = x - Region Definition: The shaded area represents the inequality where x ≥ 0, y ≤ 1, and y ≥ x"
+      },
+      {
+        "path": "images/image-23-Graph of Inequality.jpg",
+        "summary": "image-23 - Chart Type: Cartesian coordinate system showing a shaded region representing an inequality. - X-axis: Labeled with integers from -2 to 6. - Y-axis: Labeled with integers from -1 to 2. - Shaded Region: An orange rectangular area covering the first quadrant. - Boundaries: The region is bounded on the left by the vertical line x = 1 and below by the horizontal line y = 0 (the x-axis). - Mathematical Representation: The graph visually represents the inequality $x \\ge 1$ for $y \\ge 0$."
+      },
+      {
+        "path": "images/image-24-$$ _- Exam.jpg",
+        "summary": "image-24 $$ \\- Example1: Let $X, Y$ be r.v. with joint pdf0"
+      },
+      {
+        "path": "images/image-25-Linear Function Graph.jpg",
+        "summary": "image-25 Chart Title: None visible Axes: X-axis ranges from -0.2 to 1.2; Y-axis ranges from -0.2 to 1.0 Data Representation: A linear function plotted as a straight line starting at the origin (0,0) and ending at approximately (1,1). Shaded Region: The area under the curve (between the line and the x-axis) is shaded in orange. Grid: Background grid lines are present for both axes with increments of 0.2."
+      },
+      {
+        "path": "images/image-26-(b) If $X .jpg",
+        "summary": "image-26 (b) If $X \\leq Y$ then $\\mathbb{E}X \\leq \\mathbb{E}Y$ . \\- Example4: Let $X_{1}, \\ldots, X_{n}$ be independent and identically distributed random (i.i.d.) random variables. Suppose $\\mathbb{E}X_{i} = \\mu$ . We call the quantity0"
+      },
+      {
+        "path": "images/image-27-Scatter Plot with Trend Line.jpg",
+        "summary": "image-27 Chart Type: Scatter plot with linear regression line (red) and data points (blue). X-Axis Range: -20 to 60. Y-Axis Range: 5 to 15. Key Data Points: - X-axis ticks at intervals of 10 (-20, -10, 0, 10, 20, 30, 40, 50, 60). - Y-axis ticks at intervals of 5 (5, 10, 15). Trend Analysis: The blue dots show a positive correlation, indicating that as the x-value increases, the y-value generally increases. The red line represents the best-fit trend through these points."
+      }
+    ],
+    "tables": [
+      {
+        "path": "tables/table-0 Income by Gender.html",
+        "summary": "table-1 A table shows counts of couples based on wife's and husband's income levels, with 212 couples both under $25k and 54 both over $25k."
+      },
+      {
+        "path": "tables/table-1 Data Table.html",
+        "summary": "table-2 The table shows six data points with x values from -0.5 to 3.5 and corresponding y values from 0.0 to 1.0, indicating a non-linear relationship."
+      },
+      {
+        "path": "tables/table-2 Symmetric Data.html",
+        "summary": "table-3 The table shows x values from -3.0 to 3.0 with corresponding y values peaking at 1.000 when x=0.0, decreasing symmetrically to 0.000 at the extremes."
+      },
+      {
+        "path": "tables/table-3 Z and CDF Table.html",
+        "summary": "table-4 The table shows Z values and their corresponding CDF, with entries for 0 and z mapping to 0 and Peak respectively."
+      },
+      {
+        "path": "tables/table-4 Normal Distribution.html",
+        "summary": "table-5 The table shows the percentage of data within each standard deviation from the mean in a normal distribution, with 34.1% at the mean and decreasing percentages outward."
+      },
+      {
+        "path": "tables/table-5 Table of Pairs.html",
+        "summary": "table-6 The table shows pairs (X,Y) for outcomes 1-3, with values like (1,2), (2,3), (3,4), (2,4), (3,5), and (3,6)."
+      },
+      {
+        "path": "tables/table-6 Joint Probability Table.html",
+        "summary": "table-7 A joint probability table for X and Y with values 1-3 and 2-6, showing probabilities like P(X=1,Y=2)=1/9, P(X=2,Y=3)=2/9, etc."
+      },
+      {
+        "path": "tables/table-7 Linear Data Table.html",
+        "summary": "table-8 The table shows six pairs of x and y values from 0.0 to 1.0, where y equals x, indicating a perfect linear relationship."
+      },
+      {
+        "path": "tables/table-8 Data Table.html",
+        "summary": "table-9 The table contains a single row with X=1 and Y=1, showing a simple data pair."
+      },
+      {
+        "path": "tables/table-9 Linear Data Table.html",
+        "summary": "table-10 The table shows six data points where x and y values are equal, ranging from 0 to 1, indicating a perfect linear relationship."
+      },
+      {
+        "path": "tables/table-10 Joint Probability.html",
+        "summary": "table-11 The table shows joint probabilities for two binary variables X and Y, with values: P(0,0)=0.4, P(0,1)=0.2, P(1,0)=0.1, P(1,1)=0.3."
+      },
+      {
+        "path": "tables/table-11 Linear Data Table.html",
+        "summary": "table-12 The table shows a linear relationship between x and y, where y increases by 1 for every 5-unit increase in x, ranging from x=-20 to x=60."
+      }
+    ]
+  }
+}
diff --git a/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/full.md b/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/full.md
new file mode 100644
index 000000000..03c341575
--- /dev/null
+++ b/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/full.md
@@ -0,0 +1,4426 @@
+## Probability Theory Lecture Notes
+
+Phanuel Mariano
+
+## Contents
+
+## Chapter 1. Combinatorics 5
+
+1.1. Counting Principle 5  
+1.2. Permutations 6  
+1.3. Combinations 7  
+1.4. Multinomial Coefficients 9
+
+## Chapter 2. Axioms of Probability 10
+
+2.1. Sample Space and Events 10  
+2.2. Axioms of Probability 12  
+2.3. Equally Likely Outcomes 15
+
+## Chapter 3. Independence 18
+
+3.1. Independent Events 18
+
+## Chapter 4. Conditional Probability and Independence 22
+
+4.1. Conditional Probabilities 22  
+4.2. Bayes's Formula 26
+
+## Chapter 5. Random Variables 29
+
+5.1. Random Variables 29  
+5.2. Discrete Random Variables 31  
+5.3. Expected Value 32  
+5.4. The C.D.F. 34  
+5.5. Expected Value of Sums of Random Variables 37  
+5.6. Expectation of a Function of a Random Variable 39  
+5.7. Variance 41
+
+## Chapter 6. Some Discrete Distributions 43
+
+6.1. Bernouli and Binomial Random Variables 43  
+6.2. The Poisson Distribution 46  
+6.3. Other Discrete Distributions 49
+
+## Chapter 7. Continuous Random Variables 53
+
+7.1. Intro to continuous R.V 53  
+7.2. Expectation and Variance 55  
+7.3. The uniform Random Variable 58  
+7.4. More practice 59
+
+## Chapter 8. Normal Distributions 60
+
+## CONTENTS
+
+8.1. The normal distribution 60
+
+Chapter 9. Normal approximations to the binomial 64
+
+9.1. The normal approximates Binomial 64
+
+Chapter 10. Some continuous distributions 66
+
+10.1. Exponential Random Variables 66
+
+10.2. Other Continuous Distributions 69
+
+10.3. The distribution function of a Random variable 70
+
+Chapter 11. Multivariate distributions 74
+
+11.1. Joint distribution functions 74
+
+11.2. Independent Random Variables 78
+
+11.3. Sums of independent Random Variables( $\star$ ) 80
+
+11.4. Conditional Distributions- Discrete( $\star$ ) 82
+
+11.5. Conditional Distributions- Continuous( $\star$ ) 83
+
+11.6. Joint PDF of functions 84
+
+Chapter 12. Expectations 87
+
+12.1. Expectation of Sums of R.V. 87
+
+12.2. Covariance and Correlations. 90
+
+Chapter 13. Moment generating functions 93
+
+13.1. Moment Generating Functions 93
+
+Chapter 14. Limit Laws 97
+
+14.1. The Central Limit Theorem 97
+
+## CHAPTER 1
+
+## Combinatorics
+
+## 1.1. Counting Principle
+
+\- We need a way to help us count faster rather than counting by hand one by one.
+
+FACT. (Basic Counting Principle) Suppose 2 experiments are to be performed.
+
+If one experiment can result in m possibilities
+
+Second experiment can result in $n$ possibilities
+
+Then together there are mn possibilities
+
+- I like to use the box method. For example. Each box represent the number of possibilities in that experiment.  
+- Example1: There are 20 teachers and 100 students in a school. How many ways can we pick a teacher and student of the year?
+
+\- Solution: Use the box Method: $20 \times 100 = 2000$ .
+
+- The counting principle can be generalized to any amount of experiments: $n_1 \cdots n_r$ possibilities  
+- Example2:
+
+- A college planning committee consists of 3 freshmen, 4 sophomores, 5 juniors, and 2 seniors.  
+- A subcommittee of 4 consists 1 person from each class. How many?  
+- Solution: Box method $3 \times 4 \times 5 \times 2 = 120$ .
+
+\- Example3: How many differen 6-place license plates are possible if the first 3 places are to be occupied by letters and the finals 3 by numbers?
+
+- Solution: $26 \cdot 26 \cdot 26 \cdot 10 \cdot 10 \cdot 10 = ?$  
+- Question: What if no repetition is allowed?  
+- Solution: $26 \cdot 25 \cdot 24 \cdot 10 \cdot 9 \cdot 8$
+
+\- Example4: How many functions defined on $n$ points are possible if each functional value is either 0 or 1.
+
+\- Solution: Box method on the $1, \ldots, n$ points gives us $2^n$ possible functions.
+
+## 1.2. PERMUTATIONS
+
+## 1.2. Permutations
+
+\- How many different ordered arrangements of the letters $a, b, c$ are possible?
+
+\- $abc, acb, bac, bca, cab$ Each arrangement is a permutation
+
+\- Can also use the box method to figure this out: $3 \cdot 2 \cdot 1 = 6$ .
+
+FACT. With $n$ objects. There are
+
+$$
+n (n - 1) \dots 3 \cdot 2 \cdot 1 = n!
+$$
+
+different permutations of the $n$ objects.
+
+(★) Note that ORDER matters when it comes to Permutations
+
+\- Example1: What is the numnber of possible batting order with 9 players?
+
+\- Answer: 9!(Box Method or permutations)
+
+\- Example2: How many ways can one arrange 4 math books, 3 chemistry books, 2 physics books, and 1 biology book on a bookshelf so that all the math books are together, all the chemistry books are together, and all the physics books are together.
+
+\- Answer: We can arrange the math books in 4! ways, the chemistry in 3! ways, the physics in 2! ways, and B in 1! = 1 way.
+
+\- But we also have to decide which set of books go on the left, which next, and so on. That is the same as the number of ways of arranging the letters M,C, P,B, and there are 4! ways of doing that. MCPB, PBPB ect..
+
+\- So 4! (4!3!2!1!) ways.
+
+\- Example3: Repetitions: How many ways can one arrange the letters $a, a, b, c$ ?
+
+\- Let us label them $A, a, b, c$ . There are 4!, or 24, ways to arrange these letters. But we have repeats: we could have $Aa$ or $aA$ . So we have a repeat for each possibility (so divide!!!), and so the answer should be $4! / 2! = 12$ .
+
+\- If there were 3 $a's$ , 4 $b's$ , and 2 $c's$ , we would have
+
+$$
+\frac {9 !}{3 ! 4 ! 2 !}
+$$
+
+\- Example4: How many different letter arrangements can be formed from the word PEPPER?
+
+\- Answer: There 3 $P$ 's 2 $E$ 's and one $R$ . So $\frac{6!}{3!2!1!} = 30$ .
+
+FACT. There are
+
+$$
+\frac {n !}{n _ {1} ! \cdots n _ {r} !}
+$$
+
+different permutations of $n$ objects of which $n_1$ are alike, $n_2$ are alike, $n_r$ are alike.
+
+\- Example4: Suppose there are 4 Czech tennis players, 4 U.S. players, and 3 Russian players, in how many ways could they be arranged?
+
+\- Answer: $\frac{11!}{4!4!3!}$ .
+
+## 1.3. Combinations
+
+\- We are often interested in selecting $r$ objects from a total of $n$ objects.
+
+\- How many ways can we choose 3 letters out of 5? (Does order matter here? NO) If the letters are $a, b, c, d, e$ then there would be 5 for the first position, 4 for the second, and 3 for the third, for a total of $5 \times 4 \times 3$ . But order doesn't matter here. So we're over counting here....
+
+\- But suppose the letters selected were a, b, c. If order doesn't matter, we will have the letters $a, b, c \ 3! = 6$ times, because there are $3!$ ways of arranging a group of 3. The same is true for any choice of three letters. So we should have
+
+$$
+\frac {5 \cdot 4 \cdot 3}{3 !} = \frac {5 !}{3 ! 2 !} = 1 0.
+$$
+
+Or what we did was $5 \cdot 4$ , or $n(n-1) \cdots (n-r+1)$ then divided by the repeats 3!.
+
+\- This is often written $\left( \begin{array}{l}5\\ 3 \end{array} \right)$ , read "5 choose 3". More generally..
+
+FACT. If $r \leq n$ , then
+
+$$
+\binom{n}{r} = \frac {n !}{(n - r) ! r !}
+$$
+
+and say $n$ choose $r$ , represents the number of possible combinations of objects taken $r$ at a time.
+
+(★) Order DOES NOT Matter here
+
+\- Recall in Permutations order did matter.
+
+\- Example1: How many ways can one choose a committee of 3 out of 10 people?
+
+\- Answer: $\left( \begin{array}{l}10\\ 3 \end{array} \right) = \frac{10!}{3!7!} = \frac{10\cdot 9\cdot 8}{3\cdot 2} = 10\cdot 3\cdot 4 = 120.$
+
+\- Example2: Suppose there are 9 men and 8 women. How many ways can we choose a committee that has 2 men and 3 women?
+
+\- $\underline{\text{Answer:}}$ We can choose 2 men in $\binom{9}{2}$ ways and 3 women in $\binom{8}{3}$ ways. The number of committees is then the product $\binom{9}{2} \cdot \binom{8}{3}$ .
+
+\- Example3:A person has 8 friends, of whom 5 will be invited to a party. (We've all been through this)
+
+\- (a) How many choices are there if 2 of the friends are feuding and will not attend together?
+
+\* Box it: [none] + [one of them] [others]
+
+\* $\binom{6}{5}+\binom{2}{1}\cdot\binom{6}{4}$ (recall that when we have OR, use +)
+
+\- (b) How many choices if 2 of the friends will only attend together?
+
+\* Box it: [none] + [with both]
+
+\* $\binom{6}{5}+1\cdot1\cdot\binom{6}{3}$
+
+\- The value of $\left( \begin{array}{l}n\\ r \end{array} \right)$ are called binomials coefficients because of their prominence in the binomial theorem.
+
+THEOREM. (The Binomial Theorem)
+
+$$
+(x + y) ^ {n} = \sum_ {k = 0} ^ {n} \binom{n}{k} x ^ {k} y ^ {n - k}.
+$$
+
+PROOF. To see this, the left hand side is $(x+y)(x+y)\cdots(x+y)$ . This will be the sum of $2^{n}$ terms, and each term will have n factors. How many terms have k x's and n-k y's? This is the same as asking in a sequence of n positions, how many ways can one choose k of them in which to put x's? (Box it) The answer is $\binom{n}{k}$ , so the coefficient of $x^{k}y^{n-k}$ should be $\binom{n}{k}$ . ☐
+
+• Example: Expand $(x + y)^{3}$ .
+
+$$
+- \underline {{\text { Solution: }}} (x + y) ^ {3} = y ^ {3} + 3 x y ^ {2} + 3 x ^ {2} y + x ^ {3}.
+$$
+
+\- Problem: Using Combinatorics: Let's prove
+
+$$
+\binom{1 0}{4} = \binom{9}{3} + \binom{9}{4}
+$$
+
+with no algebra:
+
+\- The LHS represents the number of committees having 4 people out of the 10.
+
+\- Let's say the President of the university will be in one of these committees and he's special, so we want to know when he'll be there or not.
+
+\- When he's there, then there are $1 \cdot \begin{pmatrix} 9 \\ 3 \end{pmatrix}$ is the number of ways that contain the President while $\begin{pmatrix} 9 \\ 4 \end{pmatrix}$ is the number of committees that do not contain the President and contain 4 out of the remaining people.
+
+• The more general equation is
+
+$$
+\binom{n}{r} = \binom{n - 1}{r - 1} + \binom{n - 1}{r}
+$$
+
+## 1.4. Multinomial Coefficients
+
+\- Example: Suppose one has 9 people and one wants to divide them into one committee of 3, one of 4, and a last of 2. How many different ways are there?
+
+\- Solution: (Box it) There are $\left( \begin{array}{l}9\\ 3 \end{array} \right)$ ways of choosing the first committee. Once that is done, there are 6 people left and there are $\left( \begin{array}{l}6\\ 4 \end{array} \right)$ ways of choosing the second committee. Once that is done, the remainder must go in the third committee. So there is 1 one to choose that. So the answer is
+
+$$
+\frac {9 !}{3 ! 6 !} \frac {6 !}{4 ! 2 !} = \frac {9 !}{3 ! 4 ! 2 !}.
+$$
+
+\- In general: Divide $n$ objects into one group of $n_1$ , one group of $n_2$ , ... and a $k$ th group of $n_k$ , where $n = n_1 + \cdots + n_k$ , the answer is there are
+
+$$
+\frac {n !}{n _ {1} ! n _ {2} ! \cdots n _ {k} !} \text { ways. }
+$$
+
+• These are known as multinomial coefficients. We write them as
+
+$$
+\binom{n}{n _ {1}, n _ {2}, \ldots , n _ {k}} = \frac {n !}{n _ {1} ! n _ {2} ! \cdots n _ {k} !}.
+$$
+
+\- Example: Suppose we are to assign Police officers their duties. Out of 10 officers: 6 patrols, 2 in station, 2 in schools.
+
+$$
+- \underline {{\text { Answer }}}: \frac {1 0 !}{6 ! 2 ! 2 !}.
+$$
+
+\- Example: There are 10 flags:5 indistinguishable Blue flags, 3 indistinguishable Red flags, and 2 indistinguishable Yellow flags. How may different ways can we order them on a flag pole?
+
+$$
+- \underline {{\text {Answer:}}} \frac {1 0 !}{5 ! 3 ! 2 !}.
+$$
+
+\- Example: Suppose one has 8 indistinguishable balls. How many ways can one put them in 3 boxes?
+
+\- Solution1: Let us make sequences of o's and |'s; any such sequence that has | at each side, 2 other |'s, and 8 o's represents a way of arranging balls into boxes. For example, if one has
+
+$$
+\left| \begin{array}{c c c} o o & 0 0 0 & 0 0 0 \end{array} \right|.
+$$
+
+\- How many different ways can we arrange this where we have start with $|$ and end with $|$ . In between, we are only arranging $8 + 2 = 10$ symbols, of which only 8 are $o$ 's
+
+\- So the question is: How many ways out of 10 spaces can one pick 8 of them into which to put an $o$ ?
+
+$$
+- \binom{1 0}{8}.
+$$
+
+\- Solution2: Look at spaces between. There are 9 spaces. So $\left( \begin{array}{l}9\\ 2 \end{array} \right) + 9$ .
+
+# CHAPTER 2
+
+# Axioms of Probability
+
+## 2.1. Sample Space and Events
+
+\- We will have a sample space, denoted $S$ (sometimes $\Omega$ , or $\mathcal{U}$ ) that consists of all possible outcomes from an experiment.
+
+## - Example1:
+
+\* Experiment: Roll two dice,  
+\* Sample Space: $S =$ would be all possible pairs made up of the numbers one through six. List it here. $\{(i,j):i,j = 1,\dots 6\}$ . 36 points.
+
+## - Example 2:
+
+\* Experiment: Toss a coin twice  
+\* $S = \{HH,HT,TH,TT\}$
+
+## - Example3:
+
+\* Experiment: Measuring the number of accidents of a random person before they had turn 18.
+
+$$
+\cdot S = \{0, 1, 2, \dots \}
+$$
+
+## - Others:
+
+\* Let $S$ be the possible orders in which 5 horses finish in a horse race;  
+\* Let $S$ be the possible price of some stock at closing time today; or $S = [0, \infty)$ ;  
+\* The age at which someone dies, $S = [0, \infty)$ .
+
+\- Events: An event $A$ is a subset of $S$ . In this case we use the notation $A \subset S$ , to mean $A$ is a subset of $S$ .
+
+- $A \cup B$ : points in $S$ such that is in $A$ OR $B$ OR BOTH.  
+- $A \cap B$ , points in $A$ AND $B$ . (you may also see $AB$ )  
+- $A^c$ is the compliment of $A$ , the points NOT in $A$ . (you may also see $A'$ )  
+- Can extend to $A_1, \ldots, A_n$ events. $\bigcup_{i=1}^{n} A_i$ and $\bigcap_{i=1}^{n} A_i$ .
+
+![](images/6b3f0ded4cd051c630042135580e78684c6922459b11c4e8aa2caecb8c45b6d5.jpg)
+
+![](images/4d7245c4b763b1a984167fda64161a505bddabac420c7708955314935e85d98a.jpg)
+
+![](images/2b501a36ebecf8e6510d38ab34de1a9cde321b71f7e70a0f69c6dbbc4e4e4ddf.jpg)
+
+![](images/0980c5188cef806986a7a7a0baa01ffe43d9bce1849cadc0e8426f19083351b8.jpg)
+
+![](images/9b8442f2c186cef8f527574b1fb1244613aa87219c600d472348076690325230.jpg)
+
+![](images/40109a50e86248f3043f070378bf98a7dc21d41ad5243decfde80c27bba87595.jpg)
+
+![](images/c24f97de20802b2c7ccfffd988145c2a2c047e18011082bc8f78149a6ac1335f.jpg)
+
+![](images/42f649bc847ee0170d19273dc0242abcdd147d9b5644d17c5cf30a219a7a71a7.jpg)
+
+![](images/42fe4758aade9c313ae1a02151578611ce8f7d2345aec6a8469c30d7820f8050.jpg)
+
+• Example1: Roll two dice.
+
+- Example of an Events  
+- $E =$ the two dies come up even and equal $\{(2,2),(4,4),(6,6)\}$  
+- $F =$ the sum of the two dice is 8. $\{(2,6),(3,5),(4,4),(5,3),(6,2)\}$ .  
+- $E \cup F = \{(2, 2), (2, 6), (3, 5), (4, 4), (5, 3), (6, 2), (6, 6)\}$  
+- $E \cap F = \{(4, 4)\}$ .  
+- $F^c$ all the 31 other ways that does not include $\{(2,6), (3,5), (4,4), (5,3), (6,2)\}$ .
+
+\- Example2: $S = [0, \infty)$ age someone dies.
+
+\- Event $A =$ person dies before they reached 30.
+
+$$
+* A = [ 0, 3 0).
+$$
+
+\- Interpret $A^c = [30,\infty)$
+
+\* The person dies after they turned 30.
+
+\- $B = (15, 45)$ . Do $A \cup B, A \cap B$ and so on.
+
+- Properties: Events also have commutative and associate and Distributive laws.  
+• What is $A \cup A^{c}$ ? = S.  
+- DeMorgan's Law:
+
+- $(A\cup B)^{c} = A^{c}\cap B^{c}$ . Try to draw a picture  
+$-\left(A\cap B\right)^{c}=A^{c}\cup B^{c}.$  
+- This works for general $A_{1},\ldots ,A_{n}$ : $(\cup_{i = 1}^{n}A_{i})^{c} = \cap_{i = 1}^{n}A_{i}^{c}$ and $(\cap_{i = 1}^{n}A_{i})^{c} = \cup_{i = 1}^{n}A_{i}^{c}$ .
+
+\- The empty set $\emptyset = \{\}$ is the set that has nothing in it.
+
+\- $A$ and $B$ are disjoint if $A \cap B = \emptyset$ .
+
+- In Probability we may say that events $A$ and $B$ are "mututally exclusive" if they are disjoint.  
+- mutually exclusive means the same thing as disjoint
+
+## 2.2. Axioms of Probability
+
+\- Let $E$ be an event. How do we defined the probability of an event?
+
+- We can attempt to define a probability by the relative frequency,  
+- Perform an experiment (e.g. Flipping a coin)  
+- Perform that experiment $n$ times and let $n(E) =$ the number of times the event occurred in $n$ repetitions
+
+\* (e.g. Flip a coin $n = 1000$ times, and let's say that $n(\{Tails\}) = 551$ ) Then it's reasonable to think $\mathbb{P}(\{Tails\}) \approx \frac{551}{1000}$
+
+- So maybe we can define the probability of an event as $\mathbb{P}(E) = \lim_{n\to \infty}\frac{n(E)}{n}$ . But we don't know if this limit exists, or if $n(E)$ is even well defined!!!  
+- So we need a new approach.
+
+\- Probability will be a rule given by the following Axioms (Laws that we all agree on)
+
+- A probability will be a function $\mathbb{P}(E)$ where the input is a set/event such that  
+- Axiom 1: $0 \leq \mathbb{P}(E) \leq 1$ for all events $E$ .  
+- Axiom 2: $\mathbb{P}(S) = 1$ .  
+- $\underline{\mathbf{Axiom 3}}$ : (disjoint property) If the events $E_1, E_2, \ldots$ are pairwise disjoint/mutually exclusive then
+
+$$
+\mathbb {P} \left(\bigcup_ {i = 1} ^ {\infty} E _ {i}\right) = \sum_ {i = 1} ^ {\infty} \mathbb {P} \left(E _ {i}\right).
+$$
+
+\* Mutually exclusive means that $E_{i} \cap E_{j} = \emptyset$ when $i \neq j$ .
+
+\- Remark: Note that you take a probability of a subset of $S$ , not of points of $S$ . However it is common to write $P(x)$ for $P(\{x\})$ .
+
+\- Say if the experiment is tossing a xoin. Then $S = \{H, T\}$ . The probability of heads should be written as $\mathbb{P}(\{H\})$ , but it is common to see $\mathbb{P}(H)$ .
+
+\- Example1:
+
+$-$ (a) Suppose we toss a coin and they are equally likely then $S = \{H,T\}$ and
+
+\* $\mathbb{P}\left(\{H\}\right) = \mathbb{P}\left(\{T\}\right) = \frac{1}{2}$ . We may write $\mathbb{P}(H) = \mathbb{P}(T) = \frac{1}{2}$ .
+
+\- (b) If biased coin is tosse then one could have a different assignment of probability $\mathbb{P}(H) = \frac{2}{3}, \mathbb{P}(T) = \frac{1}{3}$ .
+
+\- Example2:
+
+- Rolling a fair die, the probability space consists of $S = 1,2,3,4,5,6$ , each point having probability $\frac{1}{6}$ .  
+- We can compute the probability of rolling an even number by
+
+$$
+\mathbb {P} (\{\text { even } \}) = \mathbb {P} (\{2, 4, 6 \})
+$$
+
+$$
+= \mathbb {P} (2) + \mathbb {P} (4) + \mathbb {P} (6) = \frac {1}{2}
+$$
+
+where we used the rules of probability by breaking it down into a sum.
+
+PROPOSITION 1. (a) $\mathbb{P}(\emptyset) = 0$
+
+(b) If $A_{1},\ldots ,A_{n}$ are pairwise disjoint, $\mathbb{P}\left(\cup_{i = 1}^{n}A_{i}\right) = \sum_{i = 1}^{n}\mathbb{P}\left(A_{i}\right)$ .  
+(c) $\mathbb{P}(E^c) = 1 - \mathbb{P}(E)$ .  
+(d) If $E \subset F$ , then $\mathbb{P}(E) \leq \mathbb{P}(F)$ .  
+(e) $\mathbb{P}(E\cup F) = \mathbb{P}(E) + \mathbb{P}(F) - \mathbb{P}(E\cap F)$ .
+
+\- It helps to draw diagrams to prove these.
+
+\- Try to prove at least some of these yourself.
+
+PROOF. (a) Let $A_{i} = \emptyset$ for each $i$ which are disjoint. So
+
+$$
+\mathbb {P} (\emptyset) = \mathbb {P} \left(\bigcup_ {i = 1} ^ {\infty} A _ {i}\right) = \sum_ {i = 1} ^ {\infty} \mathbb {P} (A _ {i}) = \sum_ {i = 1} ^ {\infty} \mathbb {P} (\emptyset),
+$$
+
+since this would be infinite sum so that $\mathbb{P}(\emptyset) = 0$ since $0 \leq \mathbb{P}(\emptyset) \leq 1$ .
+
+(b) Let $A_{n+1} = A_{n+2} = \cdots = \emptyset$ so that $\cup_{i=1}^{\infty} A_{i} = \cup_{i=1}^{n} A_{i}$ hence
+
+$$
+\begin{array}{l} \mathbb {P} \left(\cup_ {i = 1} ^ {n} A _ {i}\right) = \mathbb {P} \left(\cup_ {i = 1} ^ {\infty} A _ {i}\right) \\ = \sum_ {i = 1} ^ {n} \mathbb {P} \left(A _ {i}\right) + \sum_ {n = 1} ^ {\infty} \mathbb {P} (\emptyset) \\ = = \sum_ {i = 1} ^ {n} \mathbb {P} \left(A _ {i}\right) + \sum_ {n = 1} ^ {\infty} 0 \\ = \sum_ {i = 1} ^ {n} \mathbb {P} \left(A _ {i}\right) \\ \end{array}
+$$
+
+(c) Use $S = E \cup E^{c}$ . By Axiom (2) we have
+
+$$
+1 = \mathbb {P} (S) = \mathbb {P} (E) + \mathbb {P} (E ^ {c}),
+$$
+
+hence $\mathbb{P}(E^c) = 1 - \mathbb{P}(E)$ .
+
+(d) If $E \subset F$ , then write $F = E \cup (F \cap E^c)$ thus since this is disjoint
+
+$$
+\mathbb {P} (F) = \mathbb {P} (E \cup (F \cap E ^ {c})) = \mathbb {P} (E) + \mathbb {P} (F \cap E ^ {c}) \geq \mathbb {P} (E) + 0 = \mathbb {P} (E).
+$$
+
+(e) Write $E \cup F = E \cup (E^c \cap F)$ , (Picture of venn diagram of both ) hence by disjointness again
+
+$$
+\mathbb {P} (E \cup F) = \mathbb {P} (E) + \mathbb {P} (E ^ {c} \cap F).
+$$
+
+Now write $F$ (with picture) as $F = (E \cap F) \cup (E^c \cap F)$ and using disjointness
+
+$$
+\mathbb {P} (F) = \mathbb {P} (E \cap F) + \mathbb {P} (E ^ {c} \cap F) \implies \mathbb {P} (E ^ {c} \cap F) = \mathbb {P} (F) - \mathbb {P} (E \cap F),
+$$
+
+substitute into first equation to get
+
+$$
+\begin{array}{l} \mathbb {P} (E \cup F) = \mathbb {P} (E) + \mathbb {P} (E ^ {c} \cap F) \\ = \mathbb {P} (E) + \mathbb {P} (F) - \mathbb {P} (E \cap F), \\ \end{array}
+$$
+
+as needed.
+
+• Example: Uconn Basketball is playing Kentucky this year.
+
+- Home game has .5 chance of winning  
+- Away game has .4 chance of winning.  
+- .3 that uconn wins both games.  
+- What's the probability that Uconn loses both games?  
+- Answer.
+
+\* Let $\mathbb{P}(A_1) = .5$ , $\mathbb{P}(A_2) = .4$ and $\mathbb{P}(A_1 \cap A_2) = .3$ .  
+\* We want to find $\mathbb{P}(A_1^c\cap A_2^c)$ . Simplify as much as we can:
+
+$$
+\begin{array}{l} \mathbb {P} \left(A _ {1} ^ {c} \cap A _ {2} ^ {c}\right) = \mathbb {P} \left(\left(A _ {1} \cup A _ {2}\right) ^ {c}\right) \text { by   DeMorgan's   Law } \\ = 1 - \mathbb {P} \left(A _ {1} \cup A _ {2}\right), \text {   by   Proposition   1c } \\ \end{array}
+$$
+
+\* Using Proposition 1e, we have
+
+$$
+\mathbb {P} \left(A _ {1} \cup A _ {2}\right) = . 5 +. 4 -. 3 = . 6,
+$$
+
+Hence $\mathbb{P}(A_1^c\cap A_2^c) = 1 - .6 = .4$ as needed.
+
+## 2.3. Equally Likely Outcomes
+
+\- In many experiments, a probability space consists of finitely many points, all with equally likely probabilities.
+
+- Basic example was a tossing a coin $P(H) = P(T) = \frac{1}{2}$  
+- Fair die: $P(i) = \frac{1}{6}$ for $i = 1, \ldots, 6$ .
+
+\- In this case from Axiom 3 we have that
+
+$$
+P (E) = \frac {\text { number   of   outcomes   in } E}{\text { number   of   outcomes   in } S}.
+$$
+
+\- Example1: What is the probability that if we roll 2 dice, the sum is 7?
+
+\- Answer: There are 36 total outcomes, of which 6 have a sum of 7:
+
+\* $E =$ "sum is 7" $= \{(1,6),(2,5),(3,4),(4,3),(5,2),(6,1)\}$ . Since they are all equally likely, the probability is $\mathbb{P}(E) = \frac{6}{6\cdot6} = \frac{1}{6}$ .
+
+\- Example 2: If 3 balls are “randomly drawn” from a bowl containing 6 white and 5 black balls, what is the probability that one ball is white and the other two are black?
+
+\- Method 1: (regard as a ordered selection)
+
+$$
+\begin{array}{l} P (E) = \frac {W B B + B W B + B B W}{1 1 \cdot 1 0 \cdot 9} \\ = \frac {6 \cdot 5 \cdot 4 + 5 \cdot 6 \cdot 4 + 5 \cdot 4 \cdot 6}{9 9 0} = \frac {1 2 0 + 1 2 0 + 1 2 0}{9 9 0} = \frac {4}{1 1}. \\ \end{array}
+$$
+
+\- Method2: (Regard as unordered set of drawn balls)
+
+$$
+P \left(E\right) = \frac {\left(1 \text {white}\right) \left(2 \text {black}\right)}{\binom{1 1}{3}} = \frac {\binom{6}{1} \binom{5}{2}}{\binom{1 1}{3}} = \frac {4}{1 1}.
+$$
+
+\- We can always choose which way to regard our experiments.
+
+\- Example 3 A committee of 5 is to selected from a group of 6 men and 9 women. What is probability consists of 3 men and 2 women
+
+\- Answer: Easy $\frac{men\cdot women}{all}=\frac{\left(\begin{array}{c}6\\3\end{array}\right)\left(\begin{array}{c}9\\2\end{array}\right)}{\left(\begin{array}{c}15\\5\end{array}\right)}=\frac{240}{1001}.$
+
+\- Example 4: Seven balls are randomly withdrawn from an urn that contains 12 red, 16 blue, and 18 green.
+
+- (b) Find probability that “at least 2 red balls are withdrawn;”  
+- $\underline{\mathbf{Ans}}$ : Let $E$ be this event then $P(E) = 1 - P(E^c)$ , $P$ (at least 2 red) = 1- $\mathbb{P}$ (drawing 0 or 1 balls).
+
+$$
+\mathbb {P} \left(\text { drawing   0   or   1   red   balls }\right) = \frac {\binom{1 6 + 1 8 = 3 4}{7}}{\binom{4 6}{7}} + \frac {\binom{1 2}{1} \binom{3 4}{6}}{\binom{4 6}{7}}.
+$$
+
+\- Explanation of Poker/Playing cards: Ranks and suits,etc!
+
+\- There are 52 cards in a standard deck of playing cards. The poker hand is consists of five cards. There are 4 suits: heats, spades, diamonds, and clubs ( $\heartsuit$ ♠♦♣). The suits diamonds and hearts are red while clubs and spades are black. In each suit there are 13 ranks: the numbers 2, 3, ..., 10, the face cards, Jack, Queen, King, and the Ace (not a face card).
+
+\- Example 5: What is the probability that in a poker hand (5 cards out of 52) we get exactly 4 of a kind?
+
+\- Answer: Consider 4 aces and 1 king: $AAAK = \left( \begin{array}{l}4\\ 4 \end{array} \right)\left( \begin{array}{l}4\\ 1 \end{array} \right)$ . But $JJJJ3$ is the same probability.
+
+\* Thus there are 13 ways to pick the first rank, and 12 ways to pick the second rank
+
+$$
+\begin{array}{l} P (4 \text {   of   a   kind   }) = \frac {[ \text {   choice   of   ranks   } ] [ \text {   given   rank   how   to   choose   a   hand   } ]}{\binom{5 2}{5}} \\ = \frac {\left(1 3 \cdot 1 2 \cdot \binom{4}{4} \binom{4}{1}\right)}{\binom{5 2}{5}} \approx . 0 0 0 0 1 3 9 \\ \end{array}
+$$
+
+\- Example 6: What is the probability that in a poker hand (5 cards out of 52) we get a straight. (no straight flushes, can't be of the same suit)
+
+\- Answer: Consider: A-2-3-4-5-6-7-8-9-10-J-Q-K-A- There are 10 possible straights.
+
+\* Given a straight Say A2345: There are $4 \cdot 4 \cdot 4 \cdot 4 \cdot 4 - (\text{of the same suit}) = 4^5 - 4$ .
+
+$$
+\begin{array}{l} P (\text { Straight }) = \frac {[ \text { choice   of   straight } ] [ \text { given   striaght   how   to   choose   a   hand } ]}{\binom{5 2}{5}} \\ = \frac {1 0 \cdot (4 ^ {5} - 4)}{\binom{5 2}{5}} \approx . 0 0 3 9 \\ \end{array}
+$$
+
+\- Example 7: What is the probability that in a poker hand (5 cards out of 52) we get a Full House. (3 and a 2 of a kind)
+
+- Answer: It would be [3 of a kind][2 of a kind]. AAAKK or KKAAA are different! Choose suit: $13 \cdot 12$ .  
+- Then once we choose within each group there
+
+$$
+P (\text {Full House}) = \frac {[ \text {choice of rank} ] [ 3 \text {of a kind} ] [ 2 \text {of a kind} ]}{\binom{5 2}{5}}
+$$
+
+$$
+= \frac {1 3 \cdot 1 2 \binom{4}{3} \binom{4}{2}}{\binom{5 2}{5}} \approx . 0 0 1 4.
+$$
+
+\- Example 8: (Birthday Problem) In a class of 32 people, what is the probability that at least two people have the same birthdays? (We assume each day is equally likely.)
+
+\- Answer: Let the first person have a birthday on some day. The probability that the second person has a different birthday will be $\frac{364}{365}$ . The probability that the third person has a different birthday from the first two people is $\frac{363}{365}$ . So the answer is
+
+$$
+\mathbb {P} \left(\text {at least 2 people}\right) = 1 - \mathbb {P} \left(\text {Everyone different birthday}\right)
+$$
+
+$$
+= 1 - \frac {3 6 5}{3 6 5} \cdot \frac {3 6 4}{3 6 5} \cdot \frac {3 6 3}{3 6 5} \dots \frac {(3 6 5 - 3 1)}{3 6 5}
+$$
+
+$$
+= 1 - 1 \cdot \frac {3 6 4}{3 6 5} \cdot \frac {3 6 3}{3 6 5} \dots \frac {3 3 4}{3 6 5} \approx 0. 7 5 2 3 7 4.
+$$
+
+\- Really High!!!
+
+## CHAPTER 3
+
+## Independence
+
+## 3.1. Independent Events
+
+DEFINITION. We say $E$ and $F$ are independent events if
+
+$$
+\mathbb {P} (E \cap F) = \mathbb {P} (E) \mathbb {P} (F).
+$$
+
+• Example1: Suppose you flip two coins.
+
+- The event that you get heads on the second coin is independent of the event that you get tails on the first.  
+- This is why: Let $A_{t}$ be the event of getting is tails for the first coin and $B_{h}$ is the event of getting heads for the second coin, and we assume we have fair coins (although this is not necessary), then
+
+$$
+\mathbb {P} \left(A _ {t} \cap B _ {h}\right) = \frac {1}{4}, \text {   list   out   all   outcomes }
+$$
+
+$$
+\mathbb {P} \left(A _ {t}\right) \mathbb {P} \left(B _ {h}\right) = \frac {1}{2} \frac {1}{2} = \frac {1}{4}.
+$$
+
+\- Example2: Experiment: Draw a card from an ordinary deck of cards
+
+\- Let $A =$ draw ace, $S =$ draw a spade.
+
+\* These are independent events since you're taking one at a time, so one doesn't effect the other. To see this using the definition we have compute  
+\* $\mathbb{P}(A)\mathbb{P}(S) = \frac{1}{13}\frac{1}{4}.$  
+\* White $\mathbb{P}(A\cap S) = \frac{1}{52}$ since there is only 1 Ace of spades.
+
+PROPOSITION 2. If $E$ and $F$ are independent, then $E$ and $F^c$ are independent.
+
+PROOF. Draw a Venn Diagram to help with the computation, but note that
+
+$$
+\begin{array}{l} \mathbb {P} (E \cap F ^ {c}) = \mathbb {P} (E) - \mathbb {P} (E \cap F) \\ = \mathbb {P} (E) - \mathbb {P} (E) \mathbb {P} (F) \\ = \mathbb {P} (E) (1 - \mathbb {P} (F)) \\ = \mathbb {P} (E) \mathbb {P} \left(F ^ {c}\right). \\ \end{array}
+$$
+
+![](images/2dce10c023707461abdcde66f4a4f1023cba8c47f7e93817c621289c12bd2eeb.jpg)
+
+\- Remark: Independence and mutually exclusive, are two different things!
+
+DEFINITION. We say $E, F, G$ are independent if $E, F$ are independent, $E, G$ are independent, $F, G$ are independent, and $\mathbb{P}(E \cap F \cap G) = \mathbb{P}(E)\mathbb{P}(F)\mathbb{P}(G)$ .
+
+• Example: Experiment is you roll two dice:
+
+\- Define the following events:
+
+- $S_{7} = \{\text{sum is 7}\}$  
+- $A_{4} = \{\text{first die is a 4}\}$  
+- $B_{3} = \{$ second die is a 3\}  
+- Are the events $S_{7}, A_{4}, B_{3}$ independent?
+
+\* Compute
+
+$$
+\mathbb {P} \left(S _ {7} \cap A _ {4} \cap B _ {3}\right) = \mathbb {P} \left(\{(4, 3) \}\right) = \frac {1}{3 6}
+$$
+
+but
+
+$$
+\mathbb {P} \left(S _ {7}\right) \mathbb {P} \left(A _ {4}\right) \mathbb {P} \left(B _ {3}\right) = \frac {6}{3 6} \frac {1}{6} \frac {1}{6} = \frac {1}{3 6 \cdot 6}.
+$$
+
+\- Remark: This generalizes to events $A_1, \ldots, A_n$ . We say events $A_1, \ldots, A_n$ are independent if for all subcollections $i_1, \ldots, i_r \in \{1, \ldots, n\}$ we have that $\mathbb{P}\left(\bigcap_{j=1}^{r} A_{i_j}\right) = \prod_{j=1}^{r} \mathbb{P}\left(A_{i_j}\right)$ .
+
+• Example:
+
+- An urn contains 10 balls: 4 red and 6 blue.  
+- A second urn contains 16 red balls and an unknown number of blue balls.  
+- A single ball is drawn from each urn. The probability that both balls are the same color is 0.44.  
+- Question: Calculate the number of blue balls in the second urn.  
+- Solution: Let $R_{i} =$ even that a red ball is drawn from urn $i$ and let $B_{i} =$ event that a blue ball is drawn from urn $i$ .
+
+\* Let $x$ be the number of blue balls in urn 2,  
+\* Note that drawing from urn 1 and independent from drawing from urn 2. They are completely different urns! They shouldn't effect the other.  
+\* Then
+
+$$
+\begin{array}{l} . 4 4 = \mathbb {P} \left(\left(R _ {1} \cap R _ {2}\right) \bigcup \left(B _ {1} \cap B _ {2}\right)\right) = \mathbb {P} \left(R _ {1} \cap R _ {2}\right) + \mathbb {P} \left(B _ {1} \cap B _ {2}\right) \\ = \mathbb {P} (R _ {1}) \mathbb {P} (R _ {2}) + \mathbb {P} (B _ {1}) \mathbb {P} (B _ {2}), \text {   by   independence } \\ = \frac {4}{1 0} \frac {1 6}{x + 1 6} + \frac {6}{1 0} \frac {x}{x + 1 6}. \\ \end{array}
+$$
+
+\* Solve for $x!$ You will get $x = 4$ .
+
+\- Example (Gambler's Ruin) (Used in Finance or Actuarial Science)
+
+\- Experiment: Suppose you toss a fair coin repeatedly and independently. If it comes up heads, you win a dollar, and if it comes up tails, you lose a dollar. Suppose you start with \$50. What's the probability you will get to \$200 before you go broke?
+
+\- Answer: It's actually easier if we generalize the problem.
+
+\* Let $p(x)$ be the probability you get 200 before 0 if you start with $x$ dollars.  
+\* We know $p(0) = 0$ and $p(200) = 1$ . So by the law of total probability
+
+$$
+\begin{array}{l} p (x) = \mathbb {P} (\text { Win   200   before   0 }) \\ = \mathbb {P} (H) \mathbb {P} (\text { Win } 2 0 0 \text { before } 0 \mid H) + \mathbb {P} \left(H ^ {c}\right) \mathbb {P} (\text { Win } 2 0 0 \text { before } 0 \mid H ^ {c}) \\ = \frac {1}{2} p (x + 1) + \frac {1}{2} p (x - 1). \\ \end{array}
+$$
+
+\* Rearrange the function to get
+
+$$
+\begin{array}{l} 2 p (x) = p (x - 1) + p (x + 1) \quad \Longleftrightarrow \quad p (x) + p (x) = p (x - 1) + p (x + 1) \\ \Longleftrightarrow \quad p (x) - p (x - 1) = p (x + 1) - p (x) \\ \Longleftrightarrow \quad \frac {p (x) - p (x - 1)}{x - (x - 1)} = \frac {p (x + 1) - p (x)}{(x + 1) - x}. \\ \end{array}
+$$
+
+\* This tells you that the slows are constant. What does that tell you about $p(x)$ ? It's a line!
+
+\- Thus we must have $p(x) = \frac{x}{200}$ .
+
+\* Thus $p(50) = \frac{1}{4}$ .
+
+• Example (A variation of Gambler's ruin)
+
+\- Problem: Suppose we are in the same situation, but you are allowed to go arbitrarily far in debt. Let $p(x)$ be the probability you ever get to \$200. What is a formula for $p(x)$ ?
+
+\* Answer: Just as before $p(x) = \frac{1}{2} p(x + 1) + \frac{1}{2} p(x - 1)$ . So that $p(x)$ is linear.
+
+\* But now all we have is that $p(200) = 1$ and linear and domain is $(-\infty, 200)$ .
+
+\* Draw a graph: Now the slope, or $p'(x)$ can't be negative, or else we would have it that $p(x) > 1$ for $x \in (-\infty, 200)$ .
+
+\- The slope can't be positive or else we would get $p(x) < 0$ for $x \in (-\infty, 200)$ .
+
+\* Thus we must have that $p(x) \equiv \text{constant}$ . Hence $p(x) = 1$ for all $x \in (-\infty.200)$ .
+
+\* Sol: So we are certain to get \$200 if we cna get into debt.
+
+\- Method2:
+
+\* Just compute There is nothing special about the figure 200. Another way of seeing this is to compute as above the probability of getting to 200 before $-M$ and then letting $M \to \infty$ .
+
+\- We would get $p(x)$ is a line with $p(-M) = 0$ and $p(200) = 1$ so that
+
+$$
+p (x) - 0 = \frac {1 - 0}{2 0 0 - (- M)} (x - (- M))
+$$
+
+and letting $M \to \infty$ wee see that $p(x) = \frac{x + M}{200 + M} \to 1$ .
+
+• Example: Experiment: Roll 10 dice.
+
+- What is the probability that exactly 4 twos will show if you roll 10 dice?  
+- Answer: These are independent. The probability that the 1st, 2nd, 3rd, and 10th dice will show a three and the other 6 will not is $\left(\frac{1}{6}\right)^3\left(\frac{5}{6}\right)^7$ .  
+- Independence is used here: the probability is $\frac{1}{6}\frac{1}{6}\frac{1}{6}\frac{5}{6}\frac{5}{6}\frac{5}{6}\frac{5}{6}\frac{5}{6}\frac{5}{6}\frac{1}{6}$ . Note that the probability that the 10th, 9th, 8th, and 7th dice will show a two and the other 6 will not have the same probability.  
+- So to answer our original question, we take $\left(\frac{1}{6}\right)^4\left(\frac{5}{6}\right)^6$ and multiply it by the number of ways of choosing 4 dice out of 10 to be the ones showing the twos. There are $\binom{10}{3}$ ways to do this $\binom{10}{4}\left(\frac{1}{6}\right)^4\left(\frac{5}{6}\right)^6$ .
+
+\- This is an example of Bernoulli trials, or the Binomial distribution.
+
+\- If we have $n$ independent trials, where the probability of success if $p$ . The probability that there are $k$ successes in $n$ trials is
+
+$$
+\binom{n}{k} p ^ {k} (1 - p) ^ {n - k}.
+$$
+
+## CHAPTER 4
+
+## Conditional Probability and Independence
+
+## 4.1. Conditional Probabilities
+
+\- Suppose there are
+
+- 200 men, of which 100 are smokers,  
+- 100 women, of which 20 are smokers.  
+- Question1: What is the probability that a person chosen at random will be a smoker? $\frac{120}{300}$  
+- Question2: Now, let us ask, what is the probability that a person chosen at random is a smoker given that the person is a women? $\frac{20}{100}$ right?
+
+\* Note this is
+
+$$
+\frac {\# (\text { women   smokers })}{\# (\text { women })} = \frac {P (\text { women   and   a   smoker })}{P (\text { woman })}.
+$$
+
+\- Thus we make the following definition:
+
+DEFINITION. If $\mathbb{P}(F) > 0$ , we define
+
+$$
+\mathbb {P} (E \mid F) = \frac {\mathbb {P} (E \cap F)}{\mathbb {P} (F)}.
+$$
+
+Now $\mathbb{P}(E\mid F)$ is read "the probability of $E$ given $F$ ."
+
+- Note that $\mathbb{P}(E\cap F) = \mathbb{P}(E|F)\mathbb{P}(F)!$  
+- This is the conditional probability that $E$ occurs given that $F$ has already occurred!  
+- Remark: Suppose $\mathbb{P}(E \mid F) = \mathbb{P}(E)$ , i.e. knowing $F$ doesn't help predict $E$ . Then this implies that $E$ and $F$ are independent of each other. Rearranging $\mathbb{P}(E \mid F) = \frac{\mathbb{P}(E \cap F)}{\mathbb{P}(F)} = \mathbb{P}(E)$ we see that $\mathbb{P}(E \cap F) = \mathbb{P}(E)\mathbb{P}(F)$ .  
+- Example1: Experiment: Roll two dice.  
+- (a) What is the probability the sum is 8?  
+\* Solution: Note that $A = \{(2,6), (3,5), (4,4), (5,3), (6,2)\}$ so we know $\mathbb{P}(A) = \frac{5}{36}$ .  
+- (b) What is the probability that the sum is 8 given that the first die shows a 3? (In other words, find $\mathbb{P}(A \mid B)$ )  
+\* Solution: Let $B = \{\text{first die shows three}\}$ .  
+\* $\mathbb{P}(A\cap B) = \mathbb{P}\left(\{(3,5)\}\right) = \frac{1}{36}$ is probability that the first die shows a 3 and the sum is 8  
+\* Finally we can compute
+
+$$
+\mathbb {P} (A \mid B) = \mathbb {P} (\text { sum   is } 8 \mid 1 \text { st   is   a } 3) = \frac {1 / 3 6}{1 / 6} = \frac {1}{6}.
+$$
+
+\- Remark: When computing $\mathbb{P}(E \mid F)$ , Sometime its easier to work with the reduced sample space $F \subset S$ .
+
+\- Note in the previous example when we computed
+
+$$
+\mathbb {P} (\text { sum   is } 8 \mid 1 \text { st   is   a } 3)
+$$
+
+we could have worked in the smaller sample space of $\{1st\ is\ a\ 3\}=\{(3,1),(3,2),(3,3),(3,4),(3,5),(3,6)\}$ . Since only $(3,5)$ begins with a 3 and has the sum of 8, then the probability is
+
+$$
+\frac {\text { total   number   of   outcomes   in   the   event }}{\text { total   number   of   outcomes   in   new   sample   space }} = \frac {1}{6}.
+$$
+
+\- Example2: Experiment: Suppose a box has 3 red marbles and 2 black ones. We select 2 marbles.
+  - Question: What is the probability that second marble is red given that the first one is red?
+
+\* Answer:
+
+$\overline{\cdot R_1} = \{\text{First marble is is red}\}$ ,
+
+$R_{2} = \{\text{Second marble is red}\}$ , then
+
+$$
+\begin{array}{l} \mathbb {P} \left(R _ {2} \mid R _ {1}\right) = \frac {\mathbb {P} \left(R _ {1} \cap R _ {2}\right)}{\mathbb {P} \left(R _ {1}\right)} \\ = \frac {(2 \text {   red }) (0 \text {   black }) / \binom{5}{2}}{3 / 5} \\ = \frac {\binom{3}{2} \binom{2}{0} / \binom{5}{2}}{3 / 5} \\ = \frac {3 / 1 0}{3 / 5} = \frac {1}{2}. \\ \end{array}
+$$
+
+\* Solution 2:
+
+\- We could have done the same example more easily if we look at the new sample space $S' = \{R, R, B, B\}$ thus $\mathbb{P}(R_2 \mid R_1) = \mathbb{P}'(\{\text{drawing red}\}) = \frac{2}{4} = \frac{1}{2}$ .
+
+\- Example3: Landon is 80% sure he forgot his textbook at the Union or Monteith buildings. 40% sure that it is at the union, and 40% sure that it is at Monteith. Given that Landon already went to Monteith and noticed his textbook not there, what is the probability that it's at the Union?
+
+\- Solution:
+
+$$
+\begin{array}{l} \mathbb {P} \left(U n i o n \mid N o t \text {   Monteith }\right) = \frac {\mathbb {P} \left(U \cap M ^ {c}\right)}{\mathbb {P} \left(M ^ {c}\right)} \\ = \frac {\mathbb {P} (U)}{1 - \mathbb {P} (M)}, \text { since } U \subset M ^ {c} \\ = \frac {4 / 1 0}{6 / 1 0} = \frac {2}{3}. \\ \end{array}
+$$
+
+\- Example4: Suppose that Annabelle and Bobby each draw 13 cards from a standard deck of 52. Given that Sarah has exactly two aces, what is the probability that Bobby has exactly one ace?
+
+\- Solution: Let $A$ be the event "Annabelle has two aces," and let $B$ be the event "Bobby has exactly one ace." Again, we want $\mathbb{P}(B \mid A)$ , so we calculate $\mathbb{P}(A)$ and $\mathbb{P}(A \cap B)$ . Annabelle could have any of $\left( \begin{array}{c}52\\ 13 \end{array} \right)$ possible hands. Of these hands, $\left( \begin{array}{c}4\\ 2 \end{array} \right) \cdot \left( \begin{array}{c}48\\ 11 \end{array} \right)$ will have exactly
+
+two aces, so
+
+$$
+\mathbb {P} \left(A\right) = \frac {\binom{4}{2} \cdot \binom{4 8}{1 1}}{\binom{5 2}{1 3}}.
+$$
+
+Now the number of ways in which Annabelle can have a certain hand and Bobby can have a certain hand is $\binom{52}{13}\cdot\binom{39}{13}$ , and the number of ways in which A and B can both occur is $\binom{4}{2}\cdot\binom{48}{11}\cdot\binom{2}{1}\cdot\binom{37}{12}$ . so
+
+$$
+\mathbb {P} (A \cap B) = \frac {\binom{4}{2} \cdot \binom{4 8}{1 1} \cdot \binom{2}{1} \cdot \binom{3 7}{1 2}}{\binom{5 2}{1 3} \cdot \binom{3 9}{1 3}}.
+$$
+
+Therefore,
+
+$$
+\begin{array}{l} \mathbb {P} (B \mid A) = \frac {\mathbb {P} (A \cap B)}{\mathbb {P} (A)} = \frac {\frac {\left( \begin{array}{c} 4 \\ 2 \end{array} \right) \cdot \left( \begin{array}{c} 4 8 \\ 1 1 \end{array} \right) \cdot \left( \begin{array}{c} 2 \\ 1 \end{array} \right) \cdot \left( \begin{array}{c} 3 7 \\ 1 2 \end{array} \right)}{\left( \begin{array}{c} 5 2 \\ 1 3 \end{array} \right) \cdot \left( \begin{array}{c} 3 9 \\ 1 3 \end{array} \right)}}{\frac {\left( \begin{array}{c} 4 \\ 2 \end{array} \right) \cdot \left( \begin{array}{c} 4 8 \\ 1 1 \end{array} \right)}{\left( \begin{array}{c} 5 2 \\ 1 3 \end{array} \right)}} \\ = \frac {\binom{2}{1} \cdot \binom{3 7}{1 2}}{\binom{3 9}{1 3}}. \\ \end{array}
+$$
+
+\- Note that since $\mathbb{P}(B \mid A) = \frac{\mathbb{P}(A \cap B)}{\mathbb{P}(A)}$ then $\mathbb{P}(A \cap B) = \mathbb{P}(A)\mathbb{P}(B \mid A)$ .
+
+\- In general: If $E_1, \ldots, E_n$ are events then
+
+$$
+\mathbb {P} \left(E _ {1} \cap E _ {2} \cap \dots \cap E _ {n}\right) = \mathbb {P} \left(E _ {1}\right) \mathbb {P} \left(E _ {2} \mid E _ {1}\right) \mathbb {P} \left(E _ {3} \mid E _ {1} \cap E _ {2}\right) \dots \mathbb {P} \left(E _ {n} \mid E _ {1} \cap E _ {2} \cap \dots \cap E _ {n - 1}\right).
+$$
+
+\- Example5:
+
+\- Experiment: Suppose an urn has 5 White balls and 7 Black balls. Each ball that is selected is returned to the urn along with an additional ball of the same color. Suppose draw 3 balls.
+
+\- Part (a): What is the probability that you get 3 white balls.
+
+\* Then
+
+$$
+\mathbb {P} (3 \text {white balls}) = \mathbb {P} (1 \text {st W}) \mathbb {P} (2 \text {nd W} | 1 \text {st W}) \mathbb {P} (3 \text {nd W} | 1 \text {st} \& 2 \text {ndW})
+$$
+
+$$
+= \frac {5}{1 2} \frac {6}{1 3} \frac {7}{1 4}
+$$
+
+\- Part (b): What is the probability of getting 1 white ball.
+
+$$
+\begin{array}{l} \mathbb {P} (1 \text {   white   ball }) = \mathbb {P} (W B B) + \mathbb {P} (B W B) + \mathbb {P} (B B W) \\ = 3 \frac {5 \cdot 7 \cdot 8}{1 2 \cdot 1 3 \cdot 1 4}. \\ \end{array}
+$$
+
+\- Note that
+
+$$
+\mathbb {P} (E \cap F) = \mathbb {P} (E \mid F) \mathbb {P} (F)
+$$
+
+\- Example 6: Phan wants to take a Biology course or a Chemistry course. Given that the students take Biology, the probability that they get an $A$ is is $\frac{4}{5}$ . While the probability of getting an $A$ given that the student took Chemistry is $\frac{1}{7}$ . If Phan makes a decision on the course to take randomly, what's probability of "getting an $A$ in Chem"?
+
+\- Solution: Let $B = \{\text{Takes Biology}\}$ and $C = \{\text{Takes Chemistry}\}$ and $A = \{"\text{gets an A"}\}$ , then
+
+$$
+\begin{array}{l} \mathbb {P} (A \cap C) = \mathbb {P} (C) \mathbb {P} (A \mid C) \\ = \frac {1}{2} \cdot \frac {1}{7} = \frac {1}{1 4}. \\ \end{array}
+$$
+
+• Example 7: A total of 500 married couples are poled about salaries:
+
+<table><tr><td>Wife</td><td>Husband makes less than 25,000</td><td>Husband makes more than 25,000</td></tr><tr><td>Less than $25,000</td><td>212</td><td>198</td></tr><tr><td>More than $25,000</td><td>36</td><td>54</td></tr></table>
+
+\- Part (a): Find the probability that a Husband earns less than 25,000?
+
+$$
+* \underline {{\text {Answer:}}} \frac {2 1 2 + 3 6}{5 0 0}
+$$
+
+\- Part (b): Find $\mathbb{P}$ (wife makes $>25,000$ | Husband makes $>25,000$ )
+
+$$
+* \underline {{\text {Answer:}}} \frac {5 4 / 5 0 0}{(1 9 8 + 5 4) / 5 0 0} = \frac {5 4}{2 5 2} = . 2 1 4
+$$
+
+\- Part (c): Find $\mathbb{P}$ (wife makes $>25,000$ | Husband makes $< 25,000$ )
+
+$$
+* \underline {{\text { Answer: }}} \frac {3 6 / 5 0 0}{(2 4 8) / 5 0 0} = . 1 4 5.
+$$
+
+## 4.2. Bayes's Formula
+
+- Sometimes it's easier to compute a probability once we know something has or has not happened.  
+- Note that we can compute,
+
+$$
+\mathbb {P} (E) = \mathbb {P} (E \cap F) + \mathbb {P} (E \cap F ^ {c})
+$$
+
+$$
+= \mathbb {P} (E \mid F) \mathbb {P} (F) + \mathbb {P} (E \mid F ^ {c}) \mathbb {P} (F ^ {c})
+$$
+
+$$
+= \mathbb {P} (E \mid F) \mathbb {P} (F) + \mathbb {P} (E \mid F ^ {c}) (1 - \mathbb {P} (F)).
+$$
+
+\- This formula is called: The Law of Total Probability:
+
+$$
+\mathbb {P} (E) = \mathbb {P} (E \mid F) \mathbb {P} (F) + \mathbb {P} (E \mid F ^ {c}) (1 - \mathbb {P} (F))
+$$
+
+\- The following problem will describe the types of problems of this section.
+
+• Example1: Insurance company believes
+
+- The probability that “an accident prone person” has an accident within a year is .4.  
+- The probability that “Non-accident prone person” has an accident with year is .2.  
+- $30\%$ of the population is "accident prone".  
+- Part (a): Find $\mathbb{P}(A_1)$ where $A_{1} =$ new policy holder will have an accident within a year?
+
+\* Let $A = \{\text{Policy holder IS accident prone.}\}$
+
+$$
+\mathbb {P} \left(A _ {1}\right) = \mathbb {P} \left(A _ {1} \mid A\right) \mathbb {P} (A) + \mathbb {P} \left(A _ {1} \mid A ^ {c}\right) \left(1 - \mathbb {P} (A)\right)
+$$
+
+$$
+= . 4 (. 3) +. 2 (1 -. 3)
+$$
+
+$$
+= . 2 6
+$$
+
+\- Part (b): Suppose new policyholder has accident with one year. What's probability that he or she is accident prone?
+
+$$
+\begin{array}{l} \mathbb {P} (A \mid A _ {1}) = \frac {\mathbb {P} (A \cap A _ {1})}{\mathbb {P} (A _ {1})} \\ = \frac {\mathbb {P} (A) \mathbb {P} \left(A _ {1} \mid A\right)}{. 2 6} \\ = \frac {(. 3) (. 4)}{. 2 6} = \frac {6}{1 3}. \\ \end{array}
+$$
+
+\- In general:
+
+\- So in Part (a) we had to break a probability into two cases: If $F_1, \ldots, F_n$ are mutually exclusive events such that they make up everywhere $S = \bigcup_{i=1}^{n} F_i$ then
+
+$$
+\mathbb {P} (E) = \sum_ {i = 1} ^ {n} \mathbb {P} (E \mid F _ {i}) \mathbb {P} (F _ {i}).
+$$
+
+\* This is called Law of Total Probability.
+
+\- In Part (b), we wanted to find a probability of a separate conditional event: then
+
+$$
+\mathbb {P} \left(F _ {j} \mid E\right) = \frac {\mathbb {P} \left(E \mid F _ {j}\right) \mathbb {P} \left(F _ {j}\right)}{\sum_ {i = 1} ^ {n} \mathbb {P} \left(E \mid F _ {i}\right) \mathbb {P} \left(F _ {i}\right)}.
+$$
+
+\* This is known as Baye's Formula  
+\* Note that the denominator of the Bayes's formula is the Law of total probability.
+
+• Example2: Suppose the test for HIV is
+
+- $98\%$ accurate in both directions  
+- $0.5\%$ of the population is HIV positive.
+
+- Question: If someone tests positive, what is the probability they actually are HIV positive?  
+- Solution: Let $T_{+} = \{\text{tests positive}\}$ , $T_{-} = \{\text{tests negative}\}$ , while $+ = \{\text{actually HIV positive},\}$ $- = \{\text{actually negative}\}$ .
+
+\* Want
+
+$$
+\begin{array}{l} \mathbb {P} (+ \mid T _ {+}) = \frac {\mathbb {P} (+ \cap T _ {+})}{\mathbb {P} (T _ {+})} \\ = \frac {\mathbb {P} (T _ {+} \mid +) \mathbb {P} (+)}{\mathbb {P} (T _ {+} \mid +) \mathbb {P} (+) + \mathbb {P} (T _ {+} \mid -) \mathbb {P} (-)} \\ = \frac {(. 9 8) (. 0 0 5)}{(. 9 8) (. 0 0 5) + . 0 2 (. 9 9 5)} \\ = 19.8 \% . \\ \end{array}
+$$
+
+• Example3: Suppose
+
+- $30\%$ of the women in a class received an A on the test  
+- $25\%$ of the men/or else received an A.  
+- $60\%$ of the class are women.  
+- Question: Given that a person chosen at random received an A, what is the probability this person is a women?
+
+\* Solution: Let A the event that a students receives an A. Let W = being a women, M = not a women. Want
+
+$$
+\mathbb {P} (W \mid A) = \frac {\mathbb {P} (A \mid W) \mathbb {P} (W)}{\mathbb {P} (A \mid W) \mathbb {P} (W) + \mathbb {P} (A \mid M) \mathbb {P} (M)}, \text { by   Bayes's }
+$$
+
+$$
+= \frac {. 3 (. 6)}{. 3 (. 6) + . 2 5 (. 4)} = \frac {. 1 8}{. 2 8} \approx . 6 4.
+$$
+
+- (General Baye's Theorem) Here's one with more than 3 possibilities:  
+- Example4: Suppose in Factory with Machines I, II, III producing Iphones
+
+- Machines I,II,III produce 2%,1%, and 3% defective iphones, respectively.  
+- Out of total production, Machines $I$ makes $35\%$ of all Iphones, $II - 25\%$ , $III - 40\%$ .  
+- If one Iphone is selected at random from the factory,  
+- Part (a): what is probability that one Iphone selected is defective?
+
+$$
+\mathbb {P} (D) = P (I) \mathbb {P} (D \mid I) + P (I I) \mathbb {P} (D \mid I I) + P (I I I) \mathbb {P} (D \mid I I I)
+$$
+
+$$
+= (. 3 5) (. 0 2) + (. 2 5) (. 0 1) + (. 4) (. 0 3)
+$$
+
+$$
+= \frac {2 1 5}{1 0 , 0 0 0}.
+$$
+
+\- Part (b): What is the conditional prob that if an Iphone is defective, that it was produced by machine III?
+
+$$
+\begin{array}{l} \mathbb {P} (I I I \mid D) = \frac {\mathbb {P} (I I I) \mathbb {P} (D \mid I I I)}{\mathbb {P} (D)} \\ = \frac {(. 4) (. 0 3)}{2 1 5 / 1 0 , 0 0 0} = \frac {1 2 0}{2 1 5}. \\ \end{array}
+$$
+
+\- Example5: In a Multiple Choice Test, students either knows the answer or randomly guesses the answer to a question.
+
+\- Let $m =$ number of choices in a question.
+
+- Let $p =$ the probability that the students knows the answer to a question.  
+- Question: What is the probability that the student actually knew the answer, given that the student answers correctly.  
+- Solution:  
+- Let $K = \{\text{Knows the answer}\}$ and $C = \{\text{Answer's correctly}\}$ . Then
+
+$$
+\mathbb {P} (K \mid C) = \frac {\mathbb {P} (C \mid K) \mathbb {P} (K)}{\mathbb {P} (C \mid K) \mathbb {P} (K) + \mathbb {P} (C \mid K ^ {c}) \mathbb {P} (K ^ {c})}
+$$
+
+$$
+= \frac {1 \cdot p}{1 \cdot p + \frac {1}{m} (1 - p)} = \frac {m p}{1 + (m - 1) p}.
+$$
+
+## CHAPTER 5
+
+## Random Variables
+
+## 5.1. Random Variables
+
+\- When we perform an experiment, we are interested in some function of the outcomes, instead of the actual outcome.
+
+\- We want to attach for each outcome, a numerical value.
+
+\- Definition: A random variable is a function $X: S \to \mathbb{R}$ or write $X: \Omega \to \mathbb{R}$ . (Use capital letters to denote r.v)
+
+\- We can think of $X$ as a numerical value that is random, like as if $X$ is a random number.
+
+• Example: Toss a coin
+
+\- Let $X$ be 1 if heads and $X = 0$ if tails
+
+\- Then $X(H) = 1$ and $X(T) = 0$ .
+
+\- We can do calculus on real numbers but not on $\Omega = S = \{H, T\}$ .
+
+• Example: Roll a die
+
+\- Let $X$ denote the outcome, so $X = 1,2,3,4,5,6$ (its random)
+
+\- That is $X(1) = 1, X(2) = 2, \ldots$ .
+
+• Example: Roll a die, define
+
+$$
+Y = \left\{ \begin{array}{l l} 1 & \text {   outomce   } = \text {   odd   } \\ 0 & \text {   outomce   } = \text {   even   } \end{array} \right.
+$$
+
+\- Can be thought of as
+
+$$
+Y (s) = \left\{ \begin{array}{l l} 1 & s = \text {odd} \\ 0 & s = \text {even} \end{array} \right..
+$$
+
+\- A common question we'll have is "What values can $X$ attain?"
+
+\- In other words, what is the range of $X$ ? Since $X: S \to ?$
+
+• Example: Toss a coin 10 times
+
+\- Let $X$ be the number of heads showing
+
+\- What random values can $X$ be? 0, 1, 2, ..., 10.
+
+\- Example: In general in $n$ trials, $X$ is the number of successes
+
+\- Example1: Let $X$ be the amount of liability(damages) a driver incurs in a year.
+
+\- $X:S\to [0,\infty)$ .
+
+• Example2: Toss a coin 3 times
+
+\- Let $X$ be the number of heads that appear, so $X = 0,1,2,3$ .
+
+\- In other words, $X:S\to \{0,1,2,3\}$
+
+\- We may assign probabilities to the different values of the random variable:
+
+$$
+\begin{array}{l} \mathbb {P} (X = 0) = \mathbb {P} ((T, T, T)) = \frac {1}{2 ^ {3}} = \frac {1}{8} \\ \mathbb {P} (X = 1) = \mathbb {P} ((T, T, H), (T, H, T), (H, T, T)) = \frac {3}{8} \\ \mathbb {P} (X = 2) = \mathbb {P} ((T, H, H), (H, H, T), (H, T, H)) = \frac {3}{8} \\ \mathbb {P} (X = 3) = \mathbb {P} ((H, H, H)) = \frac {1}{8}. \\ \end{array}
+$$
+
+\- Note that since $X$ must take the values of 0 through 3 then
+
+$$
+1 = \mathbb {P} \left(\bigcup_ {i = 0} ^ {3} \{X = i \}\right) = \sum_ {i = 0} ^ {3} \mathbb {P} (X = i),
+$$
+
+which makes sense from our previous calculation.
+
+## 5.2. Discrete Random Variables
+
+DEFINITION. A random variable that can take on at most countable number of possible values is said to be a discrete r.v.
+
+DEFINITION. For a discrete random variable, we can define the probability mass function (pmf), or the density function of $X$ by $p(x) = \mathbb{P}(X = x)$ . Note that $p: \mathbb{R} \to [0,1]$ .
+
+- Note that $(X = x) = (\omega \in \Omega \mid X(\omega) = x)$ is an abbreviation.  
+- Let $X$ assume only the values $x_{1}, x_{2}, x_{3} \ldots$
+
+\- In other words, $X: S \to \{x_1, x_2, \ldots\}$
+
+\- Properties of a pmf $p(x)$ :
+
+\* Note that we must have $0 < p(x_i) \leq 1$ for, $i = 1,2,\ldots$ and $p(x) = 0$ for all other values of $x$ can't attain.  
+\* Also must have
+
+$$
+\sum_ {i = 1} ^ {\infty} p (x _ {i}) = 1.
+$$
+
+- We often draw bar graphs for discrete r.v.  
+• Example: If we toss a coin
+
+\- $X = 1$ if we have $H$ and $X = 0$ if we have $T$ .
+
+\- Then draw a BAR graph
+
+$$
+p _ {X} (x) = \left\{ \begin{array}{l l} \frac {1}{2} & x = 0 \\ \frac {1}{2} & x = 1, \\ 0 & \text {otherwise} \end{array} \right.
+$$
+
+- Oftentimes someone has already found the $pmf$ for you, and you can use to compute probabilities.  
+- Example: The $pmf$ of $X$ is given by $p(i) = e^{-\lambda \frac{\lambda^i}{i!}}$ for $i = 0,1,2,\ldots$ where $\lambda$ is a parameter (what is this?) that is any positive number
+
+\- Part (a) What values can the random variable $X$ attain? In other words, what is the range of $X$ ?
+
+\* Sol: By definition we have $\mathbb{P}(X = 0) = p(0) = e^{-\lambda}\frac{\lambda^0}{0!} = e^{-\lambda}$
+
+\- Part (b) Find $\mathbb{P}(X = 0)$
+
+\* Sol: By definition we have $\mathbb{P}(X = 0) = p(0) = e^{-\lambda}\frac{\lambda^0}{0!} = e^{-\lambda}$
+
+\- Part (c) Find $\mathbb{P}(X > 2)$
+
+\* Sol: Note that
+
+$$
+\mathbb {P} (X > 2) = 1 - \mathbb {P} (X \leq 2)
+$$
+
+$$
+= 1 - \mathbb {P} (X = 0) - \mathbb {P} (X = 1) - \mathbb {P} (X = 2)
+$$
+
+$$
+= 1 - p (0) - p (1) - p (2)
+$$
+
+$$
+= 1 - e ^ {- \lambda} - \lambda e ^ {- \lambda} - \frac {\lambda^ {2} e ^ {- \lambda}}{2}.
+$$
+
+## 5.3. Expected Value
+
+\- One of the most important concepts in probability is that of expectation. If $X$ is a random variable that what is the average value of $X$ , that is what is the expected value of $X$ .
+
+DEFINITION. Let X have a pmf $p(x)$ . We define the expectation, or expected value of X to be
+
+$$
+\mathbb {E} [ X ] = \sum_ {x: p (x) > 0} x p (x).
+$$
+
+- Notation $\mathbb{E}X$ , or $EX$ .  
+- Example1: Let $X(H) = 0$ and $X(T) = 1$ . What is $\mathbb{E}X$ ?
+
+$$
+\mathbb {E} X = 0 \cdot p (0) + 1 \cdot p (1)
+$$
+
+$$
+= 0 \frac {1}{2} + 1 \cdot \frac {1}{2} = \frac {1}{2}.
+$$
+
+\- Example2: Let $X$ be the outcome when we roll a fair die. What is $\mathbb{E}X$ ?
+
+$$
+\begin{array}{l} \mathbb {E} X = 1 \left(\frac {1}{6}\right) + 2 \left(\frac {1}{6}\right) + \dots + 6 \frac {1}{6} \\ = \frac {1}{6} (1 + 2 + 3 + 4 + 5 + 6) = \frac {2 1}{6} = \frac {7}{2} = 3. 5 \\ \end{array}
+$$
+
+\- Note that $X$ can never be 3.5, so expectation is to give you an idea, what an exact.
+
+\- Recall infinite series: If $0 \leq x < 1$ then a geometric series is
+
+$$
+\begin{array}{l} \sum_ {n = 0} ^ {\infty} x ^ {n} = 1 + x + x ^ {2} + x ^ {3} + \dots \\ = \frac {1}{1 - x}. \\ \end{array}
+$$
+
+\- One thing you can do with series is differentiate them and integrate them: So if
+
+$$
+1 + x + x ^ {2} + x ^ {3} + \dots + = \frac {1}{1 - x}
+$$
+
+then
+
+$$
+0 + 1 + 2 x + 3 x ^ {2} + \dots + = \frac {1}{(1 - x) ^ {2}}
+$$
+
+\- Example3: Let $X$ be the number or tornadoes in Connecticut per year. Meaning that the random variable $X$ can be any number $X = 0,1,2,3,\ldots$ . Suppose the state of Connecticut did some analysis and found out that
+
+$$
+\mathbb {P} (X = i) = \frac {1}{2 ^ {i + 1}}.
+$$
+
+- Question: What is $\mathbb{E}X$ ? That is, what is the expected number of tornadoes per year in Connecticut.  
+- Solution: Note that $X$ is infinite, but still countable, hence still discrete.
+
+\- Note that
+
+$$
+p (i) = \left\{ \begin{array}{l l} \frac {1}{2} & i = 0, \\ \frac {1}{4} & i = 1, \\ \frac {1}{8} & i = 2, \\ \vdots & \vdots \\ \frac {1}{2 ^ {n + 1}} & i = n. \end{array} \right.
+$$
+
+\- We have that
+
+$$
+\begin{array}{l} \mathbb {E} X = 0 \cdot p (0) + 1 \cdot p (1) + 2 \cdot p (2) + \dots \\ = 0 \cdot \frac {1}{2} + 1 \frac {1}{2 ^ {2}} + 2 \frac {1}{2 ^ {3}} + 3 \frac {1}{2 ^ {4}} + \dots \\ = \frac {1}{2 ^ {2}} \left(1 + 2 \frac {1}{2} + 3 \frac {1}{2 ^ {2}} + \dots\right) \\ = \frac {1}{4} (1 + 2 x + 3 x ^ {2} + \dots), \text {with} x = \frac {1}{2} \\ = \frac {1}{4} \frac {1}{(1 - x) ^ {2}} = \frac {1}{4 (1 - \frac {1}{2}) ^ {2}} = 1. \\ \end{array}
+$$
+
+## 5.4. The C.D.F.
+
+DEFINITION. Define $F: R \to [0,1]$ to be the function
+
+$$
+F (x) = \mathbb {P} (X \leq x), \quad \text { for   any } - \infty <   x <   \infty
+$$
+
+to be the cumulative distribution function, or the distribution function of X., or CDF of X, or c.d.f
+
+\- Note that when $X$ is discrete,
+
+$$
+F (x _ {0}) = \mathbb {P} (X \leq x _ {0}) = \sum_ {x \leq x _ {0}} p (x).
+$$
+
+- We sometimes use the notation $F_{X}(x)$ to highlight that $F_{X}$ is the CDF of the random variable $X$ .  
+- Example: Suppose $X$ is equals to the number of heads in 3 coin flips. From Section 5.1, we calculated the p.m.f to be.:
+
+$$
+p (0) = \mathbb {P} (X = 0) = \frac {1}{8}
+$$
+
+$$
+p (1) = \mathbb {P} (X = 1) = \frac {3}{8}
+$$
+
+$$
+p (2) = \mathbb {P} (X = 2) = \frac {3}{8}
+$$
+
+$$
+p (3) = \mathbb {P} (X = 3) = \frac {1}{8}.
+$$
+
+Question: Find the c.d.f of $X$ . Plot the graph of the c.d.f.
+
+\- Solution: Summing up the probabilities up to that value of $x$ we get the following:
+
+$$
+F (x) = \left\{ \begin{array}{l l} 0 & - \infty <   x <   0 \\ \frac {1}{8} & 0 \leq x <   1 \\ \frac {4}{8} & 1 \leq x <   2 \\ \frac {7}{8} & 2 \leq x <   3 \\ 1 & 3 \leq x <   \infty \end{array} \right..
+$$
+
+\- The graph is given by
+
+![](images/82976a735b008c82fde988fc1ac55be22d046f0fa0a3790f3a35aa022acc2a7e.jpg)
+
+<details>
+<summary>line chart</summary>
+
+| x    | y   |
+| ---- | --- |
+| -0.5 | 0.0 |
+| 0.0  | 0.2 |
+| 1.0  | 0.5 |
+| 2.0  | 0.9 |
+| 3.0  | 1.0 |
+| 3.5  | 1.0 |
+</details>
+
+- Note that this is a step function.  
+- This function has jumps, and not continuous everywhere.  
+- But it looks like it never decreases.
+
+## • Properties of the CDF:
+
+- 1. $F$ is nondecreasing, that is
+
+$$
+* \text {   if   } x <   y \text {   then   } F (x) \leq F (y)
+$$
+
+\- 2. $\lim_{x\to \infty}F(x) = 1$
+
+\- 3. $\lim_{x\to -\infty}F(x) = 0$
+
+\- 4. $F$ is right continuous. That are two ways that you can think of right continuity:
+
+\* $\lim_{x\to 1^{+}}F(x_n) = F(x)$ , meaning "the limit from the right equals where the function is defined"  
+\* If $x_{n} \downarrow x$ is a decreasing sequence then $\lim_{n \to \infty} F(x_{n}) = F(x)$ .
+
+\- We take these properties as facts, though one would normally have to prove these.
+
+\- The following proposition does not have to be proved in class, and can be highlighted with the following example. But we include it here for completeness.
+
+PROPOSITION 3. Let $F_{X}(x)$ be the CDF for some random variable $X$ . Then the following holds:
+
+(a) For any $a \in \mathbb{R}$ , we have $\mathbb{P}(X < a) = \lim_{x \to a^{-}} F_X(x)$  
+(b) For any $a \in \mathbb{R}$ , we have $\mathbb{P}(X = a) = F_X(a) - \lim_{x \to a^-} F_X(x)$
+
+PROOF. For part (a).
+
+We first write
+
+$$
+\begin{array}{l} (X <   a) = \bigcup_ {n = 1} ^ {\infty} \left(X \leq a - \frac {1}{n}\right) \\ = (X \leq a - 1) \bigcup \left[ \bigcup_ {n = 1} ^ {\infty} \left(a - \frac {1}{n} <   X \leq a - \frac {1}{n + 1}\right) \right] \\ \end{array}
+$$
+
+and since the events $E_{n} = \left(a - \frac{1}{n}\leq X\leq a - \frac{1}{n + 1}\right)$ are disjoint then we can use Axiom 3 so prove that
+
+$$
+\begin{array}{l} \mathbb {P} (X <   a) = \mathbb {P} (X \leq a - 1) + \sum_ {n = 1} ^ {\infty} \mathbb {P} \left(a - \frac {1}{n} <   X \leq a - \frac {1}{n + 1}\right) \\ = \mathbb {P} (X \leq a - 1) + \lim _ {k \rightarrow \infty} \sum_ {n = 1} ^ {k} \left[ \mathbb {P} \left(X \leq a - \frac {1}{n + 1}\right) - \mathbb {P} \left(X \leq a - \frac {1}{n}\right)\right] \\ = \mathbb {P} (X \leq a - 1) + \lim _ {k \rightarrow \infty} \left[ \mathbb {P} \left(X \leq a - \frac {1}{k + 1}\right) - \mathbb {P} (X \leq a - 1) \right], \text { by   telescoping } \\ = \lim _ {k \rightarrow \infty} \mathbb {P} \left(X \leq a - \frac {1}{k + 1}\right) + \mathbb {P} (X \leq a - 1) - \mathbb {P} (X \leq a - 1) \\ = \lim _ {n \to \infty} F _ {X} \left(a - \frac {1}{n}\right). \\ \end{array}
+$$
+
+Now you can replace the sequence $a_{n} = a - \frac{1}{n}$ with any sequence $a_{n}$ that is increasing towards $a$ , and we get the similar result,
+
+$$
+\lim _ {n \to \infty} F _ {X} (a _ {n}) = \mathbb {P} (X <   a),
+$$
+
+since this holds for all increasing sequences $a_{n}$ towards $a$ , then we've shown that
+
+$$
+\lim _ {x \to a ^ {-}} F _ {X} (x) = \mathbb {P} \left(X <   a\right).
+$$
+
+For part (b). We use part (a) and get
+
+$$
+\begin{array}{l} \mathbb {P} (X = a) = \mathbb {P} (X \leq a) - \mathbb {P} (X <   a) \\ = F _ {X} (a) - \lim _ {x \to a ^ {-}} F _ {X} (x). \\ \end{array}
+$$
+
+• Example: Let X have distribution
+
+$$
+F (x) = \left\{ \begin{array}{l l} 0 & x <   0 \\ \frac {x}{2} & 0 \leq x <   1 \\ \frac {2}{3} & 1 \leq x <   2 \\ \frac {1 1}{1 2} & 2 \leq x <   3 \\ 1 & 3 \leq x. \end{array} \right.
+$$
+
+Graph this and answer the following:
+
+\- Part (a): Compute $\mathbb{P}(2 < X\leq 4)$ . We have that
+
+$$
+\begin{array}{l} \mathbb {P} (2 <   X \leq 4) = \mathbb {P} (X \leq 4) - \mathbb {P} (X \leq 2) \\ = F (4) - F (2) \\ = \frac {1}{1 2}. \\ \end{array}
+$$
+
+\- Part (b): Compute $\mathbb{P}(X < 3)$ .  
+\* We have that
+
+$$
+\begin{array}{l} \mathbb {P} (X <   3) = \lim _ {n \to \infty} \mathbb {P} \left(X \leq 3 - \frac {1}{n}\right) \\ = \lim _ {x \to 3 ^ {-}} F _ {X} (x) \\ = \frac {1 1}{1 2} \\ \end{array}
+$$
+
+\- Part (c): Compute $\mathbb{P}(X = 1)$ .  
+\* We have that
+
+$$
+\begin{array}{l} \mathbb {P} (X = 1) = \mathbb {P} (X \leq 1) - \mathbb {P} (X <   1) \\ = F _ {X} (1) - \lim _ {x \rightarrow 1 ^ {-}} F _ {X} (x) \\ = \frac {2}{3} - \lim _ {x \rightarrow 1} \frac {x}{2} \\ = \frac {2}{3} - \frac {1}{2} = \frac {1}{6}. \\ \end{array}
+$$
+
+## 5.5. Expected Value of Sums of Random Variables
+
+\- Recall our current definition of $\mathbb{E}X$
+
+\- List out $X = x_{1}, x_{2}, \ldots$ and let $p(x_{i})$ be the density of $X$
+
+$$
+- \text {   Then   } \mathbb {E} X = \sum_ {i = 1} ^ {\infty} x _ {i} p (x _ {i}).
+$$
+
+\- We need a new definition that will help the linearity of expectation.
+
+\- Goal: If $Z = X + Y$ then $\mathbb{E}[X + Y] = \mathbb{E}X + \mathbb{E}Y$ .
+
+\- Definition 2: Let $S$ (or $\Omega$ ) be the sample space then define
+
+$$
+\mathbb {E} X = \sum_ {\omega \in S} X (\omega) \mathbb {P} \left(\{\omega \}\right).
+$$
+
+\- Example: Let $S = \{1,2,3,4,5,6\}$ and $X(1) = X(2) = 1$ and $X(3) = X(4) = 3$ and $\overline{X(5)} = X(6) = 5$
+
+\* Def1: We know $X = 1,3,5$ with $p(1) = p(3) = p(5) = \frac{1}{3}$  
+\* Then $E X = 1 \cdot \frac{1}{3} + 3 \frac{1}{3} + 5 \frac{1}{3} = \frac{9}{3} = 3.$  
+\* Def2: We list all of $S = \{1, 2, 3, 4, 5, 6\}$ and  
+\* Then
+
+$$
+\mathbb {E} X = X (1) \mathbb {P} (\{1 \}) + \dots + X (6) \cdot \mathbb {P} (\{6 \})
+$$
+
+$$
+= 1 \frac {1}{6} + 1 \frac {1}{6} + 3 \frac {1}{6} + 3 \frac {1}{6} + 5 \frac {1}{6} + 5 \frac {1}{6} = 3.
+$$
+
+\- Difference
+
+- Def1: We list all the values that $X$ can attain and only care about those. (Range)  
+- Def2: List all possible outcomes. (Domain)
+
+PROPOSITION 4. If $X$ is a discrete random variable and $S$ is countable, then the two definitions are equivalent
+
+\- NOTE: No need to prove in lecture. But here for completeness.
+
+PROOF. We start with the first definition. Let $X = x_{1}, x_{2}, \ldots$
+
+$$
+\begin{array}{l} \mathbb {E} X = \sum_ {x _ {i}} x _ {i} p (x _ {i}) \\ = \sum_ {x _ {i}} x _ {i} \mathbb {P} (X = x _ {i}) \\ = \sum_ {x _ {i}} x _ {i} \sum_ {\omega \in \{\omega : X (\omega) = x _ {i} \}} \mathbb {P} (\omega) \\ = \sum_ {x _ {i}} \sum_ {\omega \in \{\omega : X (\omega) = x _ {i} \}} x _ {i} \mathbb {P} (\omega) \\ = \sum_ {x _ {i}} \sum_ {\omega \in \{\omega : X (\omega) = x _ {i} \}} X (\omega) \mathbb {P} (\omega) \\ = \sum_ {\omega \in S} X (\omega) \mathbb {P} (\omega), \\ \end{array}
+$$
+
+where I used that each $S_{i}=\{\omega:X(\omega)=x_{i}\}$ are mutually exclusive events that union up to S.
+
+![](images/6f437c0ac8008a25805533cace1b47a72e8d8d5117b198b302ef248424b007c1.jpg)
+
+\- Using this definition, we can prove linearity of the expectation.
+
+THEOREM 5. (Linearity) If $X$ and $Y$ are discrete random variables and $a \in \mathbb{R}$ then
+
+(a) $\mathbb{E}[X + Y] = \mathbb{E}X + \mathbb{E}Y.$  
+(b) $\mathbb{E}[aX] = a\mathbb{E}X$ .
+
+PROOF. We have that
+
+$$
+\begin{array}{l} \mathbb {E} [ X + Y ] = \sum_ {\omega \in S} (X (\omega) + Y (\omega)) \mathbb {P} (\omega) \\ = \sum_ {\omega \in S} (X (\omega) \mathbb {P} (\omega) + Y (\omega) \mathbb {P} (\omega)) \\ = \sum_ {\omega \in S} X (\omega) \mathbb {P} (\omega) + \sum_ {\omega \in S} Y (\omega) \mathbb {P} (\omega) \\ = \mathbb {E} X + \mathbb {E} Y. \\ \end{array}
+$$
+
+If $a\in \mathbb{R}$ then
+
+$$
+\begin{array}{l} \mathbb {E} [ a X ] = \sum_ {\omega \in S} (a X (\omega)) \mathbb {P} (\omega) \\ = a \sum_ {\omega \in S} X (\omega) \mathbb {P} (\omega) \\ = a \mathbb {E} X. \\ \end{array}
+$$
+
+□
+
+\- Generality: Linearity is true for general random variable $X_{1}, X_{2}, \ldots, X_{n}$ .
+
+## 5.6. Expectation of a Function of a Random Variable
+
+\- Let $X$ be a random variable.
+
+\- Can we find the expected value of things like $X^2, e^X, \sin X$ etc?
+
+\- Example1: Let $X$ denote a random variable such that
+
+$$
+\mathbb {P} (X = - 1) = . 2,
+$$
+
+$$
+\mathbb {P} (X = 0) = . 5
+$$
+
+$$
+\mathbb {P} (X = 1) = . 3
+$$
+
+Let $Y = X^{2}$ . Find $\mathbb{E}Y$ .
+
+- Solution: Note that $Y = \left\{0^2, (-1)^2, (1)^2\right\} = \{0, 1\}$ .  
+- Note that $p_Y(1) = .2 + .3 = .5$ and $p_Y(0) = .5$ .  
+- Thus $\mathbb{E}Y = 0\cdot .5 + 1\cdot .5 = .5.$
+
+\- IMPORTANT:
+
+- Note that $\mathbb{E}X^2 = .5$  
+- While $(\mathbb{E}X)^2 = .01$ . Not equal!
+
+\* Since $\mathbb{E}X = .3 - .2 = .1$ . Thus
+
+$$
+\mathbb {E} X ^ {2} \neq (\mathbb {E} X) ^ {2}.
+$$
+
+\- In general, there is a formula for $g(X)$ where $g$ is function. That use the fact that $g(X)$ will be $g(x)$ for some $x$ such that $X = x$ .
+
+THEOREM 6. If $X$ is a discrete random variable that takes values $X \in \{x_1, x_2, x_3, \ldots\}$ with respective probability mass function $p(x_i)$ , then for any real valued function $g: \mathbb{R} \to \mathbb{R}$ we have that
+
+$$
+\mathbb {E} \left[ g (X) \right] = \sum_ {i = 1} ^ {\infty} g \left(x _ {i}\right) p \left(x _ {i}\right).
+$$
+
+\- NOTE: No need to prove in lecture. But here for completeness.
+
+PROOF. The random variable $Y = g(X)$ can take on values, say $Y = y_{1}, y_{2}, \ldots$ . But we know that
+
+$$
+y _ {j} = g (x _ {i})
+$$
+
+and as we see there could be more than one value $x_{i}$ such that $y_{j} = g(x_{i})$ . Thus we will group this sum into this fashion: Using the definition of expectation we have that
+
+$$
+\begin{array}{l} \mathbb {E} [ Y ] = \sum_ {j} y _ {j} \mathbb {P} (Y = y _ {j}) \\ = \sum_ {j} y _ {j} \mathbb {P} (g (X) = y _ {j}) \\ = (\star). \\ \end{array}
+$$
+
+Now
+
+$$
+\mathbb {P} (g (X) = y _ {j}) = \mathbb {P} \left(\bigcup_ {i: g (x _ {i}) = y _ {j}} (g (x _ {i}) = y _ {j})\right)
+$$
+
+$$
+= \sum_ {i: g (x _ {i}) = y _ {j}} p (x _ {i}).
+$$
+
+Thus plugging this back into $(\star)$ we have that
+
+$$
+\begin{array}{l} \mathbb {E} [ Y ] = \sum_ {j} y _ {j} \sum_ {i: g (x _ {i}) = y _ {j}} p (x _ {i}) \\ = \sum_ {j} \sum_ {i: g (x _ {i}) = y _ {j}} y _ {j} p (x _ {i}) \\ = \sum_ {j} \sum_ {i: g (x _ {i}) = y _ {j}} g (x _ {i}) p (x _ {i}) \\ = \sum_ {i = 1} ^ {\infty} g (x _ {i}) p (x _ {i}), \\ \end{array}
+$$
+
+as needed.
+
+![](images/e90273795db24c64a57790f3b937347d00a2b759d188e78546fae7464a083998.jpg)
+
+- Remark: $\mathbb{E}X^{2} = \sum x_{i}^{2}p(x_{i})$ .  
+- Example1(Revisted): Let $X$ denote a random variable such that
+
+$$
+\mathbb {P} (X = - 1) = . 2,
+$$
+
+$$
+\mathbb {P} (X = 0) = . 5
+$$
+
+$$
+\mathbb {P} (X = 1) = . 3
+$$
+
+Let $Y = X^{2}$ . Find $\mathbb{E}Y$ .
+
+$$
+- \underline {{\text { Sol: }}} \text {   We   have   that   } \mathbb {E} X ^ {2} = \sum x _ {i} ^ {2} p (x _ {i}) = (- 1) ^ {2} (. 2) + 0 ^ {2} (. 5) + 1 ^ {2} (. 3) = . 5.
+$$
+
+DEFINITION. We call $\mu = \mathbb{E}X$ to be the mean, or the first moment of $X$ .
+
+The quantity $EX^{n}$ for $n \geq 1$ , is called the nth moment of X.
+
+\- From out theorem we know that the $n$ th moments can be calculated a
+
+$$
+\mathbb {E} X ^ {n} = \sum_ {x: p (x) > 0} x ^ {n} p (x).
+$$
+
+## 5.7. Variance
+
+- The variance of a r.v. is a measure of how spread out the values of $X$ are.  
+- The expectation of a r.v. is quantity that help us differentiate different r.v.'s, but it doesn't tell us how spread out values are.
+
+\- For example, take
+
+$$
+X = 0 \text { with   probability } 1
+$$
+
+$$
+Y = \left\{ \begin{array}{l l} - 1 & p = \frac {1}{2} \\ 1 & p = \frac {1}{2} \end{array} \right.
+$$
+
+$$
+Z = \left\{ \begin{array}{l l} - 1 0 0 & p = \frac {1}{2} \\ 1 0 0 & p = \frac {1}{2} \end{array} \right..
+$$
+
+- What are the expected values? 0, 0, 0.  
+- But there is much greater spread in $Z$ than $Y$ and $Y$ than $X$ . Thus expectation is not enough to detect spread, or variation.
+
+DEFINITION. If $X$ is a r.v with mean $\mu = \mathbb{E}X$ , then the variance of $X$ , denoted by $\operatorname{Var}(X)$ , is defined by
+
+$$
+\operatorname{Var} (X) = \mathbb {E} \left[ (X - \mu) ^ {2} \right].
+$$
+
+- Remark: $\mathbb{E}c = c$ .  
+- We prove an alternate formula for the variance. (The technique of using linearity is important here!!! Hint Hint)
+
+$$
+\operatorname{Var} (X) = \mathbb {E} \left[ (X - \mu) ^ {2} \right]
+$$
+
+$$
+= \mathbb {E} \left[ X ^ {2} - 2 \mu X + \mu^ {2} \right]
+$$
+
+$$
+= \mathbb {E} [ X ^ {2} ] - 2 \mu \mathbb {E} [ X ] + \mathbb {E} [ \mu^ {2} ]
+$$
+
+$$
+= \mathbb {E} \left[ X ^ {2} \right] - 2 \mu^ {2} + \mu^ {2}
+$$
+
+$$
+= \mathbb {E} \left[ X ^ {2} \right] - \mu^ {2}.
+$$
+
+THEOREM. We have that
+
+$$
+\operatorname{Var} (X) = \mathbb {E} [ X ^ {2} ] - (\mathbb {E} [ X ]) ^ {2}.
+$$
+
+\- Example1: Calculate $\operatorname{Var}(X)$ if $X$ represents the outcome when a fair die is rolled.
+
+\- Solution: Previously we calculated that $\mathbb{E}X = \frac{7}{2}$ .
+
+\- Thus we only need to calculate the second moment:
+
+$$
+\mathbb {E} X ^ {2} = 1 ^ {2} \left(\frac {1}{6}\right) + \dots + 6 ^ {2} \frac {1}{6}
+$$
+
+$$
+= \frac {9 1}{6}.
+$$
+
+\- Using our formula we have that
+
+$$
+\begin{array}{l} \operatorname{Var} (X) = \mathbb {E} [ X ^ {2} ] - (\mathbb {E} [ X ]) ^ {2} \\ = \frac {9 1}{6} - \left(\frac {7}{2}\right) ^ {2} \\ = \frac {3 5}{1 2}. \\ \end{array}
+$$
+
+• Here is a useful formula:
+
+PROPOSITION 7. For constants $a, b$ we have that $\operatorname{Var}(aX + b) = a^2\operatorname{Var}(X)$ .
+
+PROOF. We compute
+
+$$
+\begin{array}{l} \operatorname{Var} (a X + b) = \mathbb {E} \left[ (a X + b - \mathbb {E} [ a X + b ]) ^ {2} \right] \\ = \mathbb {E} \left[ (a X + b - a \mu - b) ^ {2} \right] \\ = \mathbb {E} \left[ a ^ {2} (X - \mu) ^ {2} \right] \\ = a ^ {2} \mathbb {E} \left[ (X - \mu) ^ {2} \right] \\ = a ^ {2} \operatorname{Var} (X). \\ \end{array}
+$$
+
+DEFINITION. We define
+
+$$
+S D (X) = \sqrt {\operatorname{Var} (X)}
+$$
+
+to be the standard deviation of $X$ .
+
+![](images/275c260817f53b0c5226c9641d495030dbd3e5584cdba4cdfdfb77829dd4dcd2.jpg)
+
+## CHAPTER 6
+
+# Some Discrete Distributions
+
+## 6.1. Bernouli and Binomial Random Variables
+
+## • Bernoulli Distribution
+
+- Suppose that a trial or experiment takes place, whose outcome is either success or failure.  
+- Let $X = 1$ when the outcome is a success and $X = 0$ if it is a failure.  
+- The pmf of $X$ is given by
+
+$$
+p (0) = \mathbb {P} (X = 0) = 1 - p
+$$
+
+$$
+p (1) = \mathbb {P} (X = 1) = p
+$$
+
+where $0 \leq p \leq 1$ .
+
+\- For this $X$ , $X$ is said to be a Bernoulli random variable with parameter $p$ ,
+
+\* We wrtie this as $X \sim \text{Bernoulli}(p)$ ,  
+\* Properties:
+
+$\cdot \mathbb{E}X = p\cdot 1 + (1 - p)\cdot 0 = p$  
+$\cdot\mathbb{E}X^{2}=1^{2}\cdot p+0^{2}(1-p)=p.$  
+- So $\operatorname{Var} X = p - p^2 = p(1 - p)$ .
+
+## • Binomial Distribution:
+
+\- We say $X$ has a binomial distribution with parameters $n$ and $p$ if
+
+$$
+p _ {X} (k) = \mathbb {P} \left(X = k\right) = \binom{n}{k} p ^ {k} \left(1 - p\right) ^ {n - k}.
+$$
+
+\- Interpret: $X =$ the number of successes in $n$ independent trials.
+
+\* Let's take this as given.
+
+\- We say $X \sim \text{Binomial}(n, p)$ or $X \sim \text{bin}(n, p)$ .
+
+## • Properties of the Binomial
+
+\- Check that probabilities sums to 1: Not really a property but more of a check that $X$ is indeed a random variable:
+
+\* We need to check two things:
+
+(1) That $p_X(k) \geq 0$ , and this is obvious from the formula  
+(2) Need to check that $\sum_{k=0}^{n} p_X(k) = 1$ .
+
+\* First recall the Binomial Theorem: $\sum_{k=0}^{n}\binom{n}{k}x^k y^{n-k} = (x+y)^n$ .
+
+\- Then
+
+$$
+\sum_ {k = 0} ^ {n} p _ {X} (k) = \sum_ {k = 0} ^ {n} \binom{n}{k} p ^ {k}   (1 - p) ^ {n - k} = (p + (1 - p)) ^ {n} = 1 ^ {n} = 1.
+$$
+
+\- Mean: Easiest way to compute $\mathbb{E}X$ is by recognizing that $X = Y_{1} + \dots + Y_{n}$ where $Y_{i}$ are independent Bernoulli's.
+
+\* Thus $EX = EY_{1} + \cdots + EY_{n} = p + \cdots + p = np.$  
+\* We can do this directly too, but this would involve proving that
+
+$$
+\mathbb {E} X = \sum_ {k = 0} ^ {n} k p (k) = n p,
+$$
+
+meaning we would have to prove
+
+$$
+\sum_ {k = 0} ^ {n} k \binom{n}{k} p ^ {k} (1 - p) ^ {n - k} = n p.
+$$
+
+\- Variance: We first compute the second moment. As before write $X = Y_{1} + \cdots + Y_{n}$ where $Y_{i}$ are bernoulli's.
+
+$$
+\begin{array}{l} \mathbb {E} X ^ {2} = \mathbb {E} \left(Y _ {1} + \dots + Y _ {n}\right) ^ {2} \\ = \sum_ {k = 1} ^ {n} \mathbb {E} Y _ {k} ^ {2} + \sum_ {i \neq j} \mathbb {E} \left[ Y _ {i} Y _ {j} \right] \\ = \sum_ {k = 1} ^ {n} p + \sum_ {i \neq j} \mathbb {E} \left[ Y _ {i} Y _ {j} \right] \\ = n p + \sum_ {i \neq j} \mathbb {E} \left[ Y _ {i} Y _ {j} \right] \\ = (\star) \\ \end{array}
+$$
+
+\* Now each term $\mathbb{E}[Y_i Y_j]$ for fixed $i, j$ can be computed as =
+
+$$
+\begin{array}{l} \mathbb {E} \left[ Y _ {i} Y _ {j} \right] = 1 \cdot \mathbb {P} \left(Y _ {i} Y _ {j} = 1\right) + 0 \cdot \mathbb {P} \left(Y _ {i} Y _ {j} = 0\right) \\ = \mathbb {P} ((Y _ {i} = 1) \cap (Y _ {j} = 1)) \\ = \mathbb {P} (Y _ {i} = 1) \mathbb {P} (Y _ {j} = 1), \text { by   independence } \\ = p ^ {2}. \\ \end{array}
+$$
+
+\* Now there are a total of $n^2$ terms is $(Y_1 + \dots + Y_n)^2$ , $n$ of which are of form $Y_k^2$ . Thus there are $n^2 - n$ terms of the form $Y_iY_j$ with $i \neq j$ .
+
+\* Hence using $(\star)$ we have $\mathbb{E}X^2 = np + (n^2 - n)p^2$ .
+
+\* Thus
+
+$$
+\operatorname{Var} X = \mathbb {E} X ^ {2} - (\mathbb {E} X) ^ {2} = n p + (n ^ {2} - n) p ^ {2} - (n p) ^ {2} = n p (1 - p).
+$$
+
+\- Sumarize: $\mathbb{E}X = np$ and $\operatorname{Var}X = np(1 - p)$ .
+
+\- $\underline{\text{Moments}}$ : We can also prove $\mathbb{E}X^k = np\mathbb{E}\left[(Y + 1)^{k - 1}\right]$ .
+
+\- Calculator(TI-84):
+
+\- 2ndDistri>binomialpdf(n,p,x)=P(X=x).
+
+\- same with cdf.
+
+\- Example1: A company prices its hurricane insurance using the following assumptions:
+
+\- (i) In any calendar year, there can be at most one hurricane.
+
+\- (ii) In any calendar year, the probability of a hurricane is 0.05.
+
+\- (iii) The numbers of hurricanes in different calendar years are mutually independent. Using the company's assumptions, calculate the probability that there are fewer than 3 hurricanes in a 20-year period
+
+\- Solution: We have that $X \sim \text{bin}(20, .05)$ then
+
+$$
+\begin{array}{l} \mathbb {P} (X <   3) = \mathbb {P} (X \leq 2) \\ = \binom{2 0}{0} (. 0 5) ^ {0} (. 9 5) ^ {2 0} + \binom{2 0}{1} (. 0 5) ^ {1} (. 9 5) ^ {1 9} + \binom{2 0}{2} (. 0 5) ^ {2} (. 9 5) ^ {1 2} \\ = . 9 2 4 5. \\ \end{array}
+$$
+
+\- Example2: Phan has a .6 probability of making a free throw. Suppose each free throw is independent of the other. If he attempts 10 free throws, what is the probability that he makes at least 2 of them?
+
+\- Solution: Let $X \sim \text{bin}(10, .6)$ then
+
+$$
+\begin{array}{l} \mathbb {P} (X \geq 2) = 1 - \mathbb {P} (X = 0) - \mathbb {P} (X = 1) \\ = 1 - \binom{1 0}{0} (. 6) ^ {0} (. 4) ^ {1 0} - \binom{1 0}{1} (. 6) ^ {1} (. 4) ^ {9} \\ = . 9 9 8. \\ \end{array}
+$$
+
+## 6.2. The Poisson Distribution
+
+\- We say that $X = 0,1,2,\ldots$ is Poisson with parameter $\lambda > 0$ if
+
+$$
+p _ {X} (i) = \mathbb {P} (X = i) = e ^ {- \lambda} \frac {\lambda^ {i}}{i !} \text { for } i = 0, 1, 2, 3, \dots .
+$$
+
+\- Or $X \sim \mathrm{Poisson}(\lambda)$ .
+
+\- In general Poisson random variables are of the following form
+
+\- Suppose success happens $\lambda$ times on average in a given period (per year, per month etc). Then $X =$ number of times success happens in that given period.
+
+\- Possion is like binomial, expect, $X$ is infinitely countable!
+
+• Examples that obey Poisson R.V
+
+\- 1. The number of misprints on a page ogf a book
+
+\- 2. # of people in community that survive to age 100
+
+\- 3. # of telephone numbers that are dialed in a day.
+
+\- 4. # of customers entering post office on a day.
+
+\- Calc2: Recall that $\sum_{n=0}^{\infty} \frac{x^n}{n!} = e^x$ .
+
+\- Properties of Poisson: Let $X \sim \text{Poisson}(\lambda)$
+
+\- First we check that $p_X(i)$ is indeed a pmf: First it is obvious that $p_X(i) \geq 0$ since $\lambda > 0$ . We to need to check that all the probabilities add up to one:
+
+$$
+\sum_ {i = 0} ^ {\infty} p _ {X} (i) = \sum_ {i = 0} ^ {\infty} e ^ {- \lambda} \frac {\lambda^ {i}}{i !} = e ^ {- \lambda} \sum_ {i = 0} ^ {\infty} \frac {\lambda^ {i}}{i !} = e ^ {- \lambda} e ^ {\lambda} = 1.
+$$
+
+\- Mean: We have
+
+$$
+\mathbb {E} X = \sum_ {i = 0} ^ {\infty} i e ^ {- \lambda} \frac {\lambda^ {i}}{i !} = e ^ {- \lambda} \lambda \sum_ {i = 1} ^ {\infty} \frac {\lambda^ {i - 1}}{(i - 1) !}
+$$
+
+$$
+= e ^ {- \lambda} \lambda e ^ {\lambda} = \lambda .
+$$
+
+\- Variance: We first have
+
+$$
+\begin{array}{l} \mathbb {E} X ^ {2} = \sum_ {i = 0} ^ {\infty} i ^ {2} \frac {e ^ {- \lambda} \lambda^ {i}}{i !} \\ = \lambda \sum_ {i = 0} ^ {\infty} i \frac {e ^ {- \lambda} \lambda^ {i - 1}}{(i - 1) !} \\ = \lambda \sum_ {j = 0} ^ {\infty} (j + 1) \frac {e ^ {- \lambda} \lambda^ {j}}{j !}, \text {   let   } j = i - 1 \\ = \lambda \left[ \sum_ {j = 0} ^ {\infty} j \frac {e ^ {- \lambda} \lambda^ {j}}{j !} + \sum_ {j = 0} ^ {\infty} \frac {e ^ {- \lambda} \lambda^ {j}}{j !} \right] \\ = \lambda [ \lambda + e ^ {- \lambda} e ^ {\lambda} ] \\ = \lambda (\lambda + 1). \\ \end{array}
+$$
+
+Thus
+
+$$
+\operatorname{Var} X = \lambda (\lambda + 1) - \lambda^ {2} = \lambda .
+$$
+
+\- Example1: Suppose on average there are 5 homicides per month in Hartford, CT. What is the probability there will be at most 1 in a certain month?
+
+\- Answer: If $X$ is the number of homicides, we are given that $EX = 5$ . Since the expectation for a Poisson is $\lambda = 5$ . Therefore $P(X = 0) + P(X = 1) = e^{-5} + 5e^{-5}$ .
+
+\- Example2: Suppose on average there is one large earthquake per year in Mexico. What's the probability that next year there will be exactly 2 large earthquakes?
+
+\- $\underline{\text{Answer:}}\lambda = EX = 1$ , so $P(X = 2) = \frac{e^{-1}}{2}$ .
+
+\- Example3: Phan receives texts on the average of two every 3 minutes. Assume Poisson.
+
+– Question: What is the probability of five or more texts arriving in a 9-minute period.
+
+\- Answer: Let $X$ number of calls in a 9-minute period. Let $n =$ number of periods, $\lambda_1 = 2$ . Thus $\lambda = 3 \cdot 2 = 6$ . Thus
+
+$$
+\begin{array}{l} \mathbb {P} (X \geq 5) = 1 - \mathbb {P} (X \leq 4) \\ = 1 - \sum_ {n = 0} ^ {4} \frac {e ^ {- 6} 6 ^ {n}}{n !} \\ = 1 -. 2 8 5 = . 7 1 5. \\ \end{array}
+$$
+
+\- Important: Poisson is similar to Binomial in the following way
+
+\- FACT: Poisson approximates $Bin(n,p)$ when $n$ is large and $p$ is small enough so that $np$ is of moderate size.
+
+THEOREM 8. If $X_{n}$ is binomial with parameters $n$ and $p_n$ and $np_n \to \lambda$ , then
+
+$$
+\mathbb {P} \left(X _ {n} = i\right)\rightarrow \mathbb {P} (Y = i)
+$$
+
+where $Y \sim \text{Poisson}(\lambda)$ .
+
+PROOF. See class textbook.
+
+![](images/cd064e0ec628e2ab5741778dfd20bd09eb428c877936240cb08730f39a214f00.jpg)
+
+\- Summary of Theorem: This theorem says that suppose $n$ is large and $p$ is small, Thus
+  - If $X \sim Bin(n, p)$ then we approximate $X$ with a possession by letting let $\lambda = np$ so that
+
+$$
+\mathbb {P} (X = i) \approx e ^ {- n p} \frac {(n p) ^ {i}}{i !}.
+$$
+
+\- When can we assume $X$ is Poisson: Another consequence of this theorem says that when $Y =$ "the number of successes in a given period". And if the number possible of trials $n$ is large, and if the probability $p$ of success is small, then $Y$ can be treated as a Poisson random variable.
+
+NOTE:
+
+\- (1)Why is number of misprints on a page will be approximately Poisson with $\lambda = np$
+
+\* Let $X =$ number of misprints on a page of a book.
+
+\* Since prob of error, say $p = .01$ is usually small, and number of letters on a page is usually large, say $n = 1000$ . Then the average is $\lambda = np$ .
+
+\* Then because $p$ is small and $n$ is large, then $X$ can be approximated by a Poisson.
+
+\- (2) Let $X$ number of accidents in a year
+
+\* $X$ is Poisson because the probability of an accident $p$ in a given period is usually small and while the number $n$ of times someone drives in a given period is high.
+
+• Example: Here is an example showing this.
+
+\- If $X$ is number of times you get heads on a biased coin where $\mathbb{P}(H) = \frac{1}{100}$ . Suppose you you toss 1000 times. Then $np = 10$
+
+$$
+\mathbb {P} (X = 5) \approx e ^ {- 1 0} \frac {1 0 ^ {5}}{5 !} = . 0 3 7 8
+$$
+
+while the actual value is
+
+$$
+\begin{array}{l} \mathbb {P} \left(X = 5\right) = \binom{1 0 0 0}{5} (. 0 1) ^ {5} (. 9 9) ^ {9 9 5} \\ = \frac {1 0 0 0 !}{9 9 5 ! 5 !} (. 0 1) ^ {5} (. 9 9) ^ {9 9 5} \\ = . 0 3 7 5. \\ \end{array}
+$$
+
+## 6.3. Other Discrete Distributions
+
+## • Uniform Distribution:
+
+\- We say $X$ is uniform, and write this as $X \sim \text{uniform}(n)$ , if $X \in \{1, 2, \ldots, n\}$ and
+
+$$
+p _ {X} (i) = \mathbb {P} (X = i) = \frac {1}{n} \text { for } i = 1, 2, \dots , n.
+$$
+
+\- $\underline{\text{Exercise:}}$ $\mathbb{E}X = \sum_{i=1}^{n} i\frac{1}{n} = \frac{1}{n}\sum_{i=1}^{n} i = \frac{1}{n}\frac{n(n-1)}{2} = \frac{n-1}{2}$ and find $\operatorname{Var}X$ .
+
+## - Geometric Distribution:
+
+- Experiment: Suppose that independent trials are held until success occurs. Trials are stopped once success happens. Let $p$ be the probability of having a success in each trial.  
+- Let $X =$ "number of trials required until first success occurs". Thus $X \in \{1,2,3,4,\ldots\}$ Here we have
+
+$$
+p _ {X} (i) = \mathbb {P} (X = i) = (1 - p) ^ {i - 1} p \text {for} i = 1, 2, 3, 4 \dots .
+$$
+
+- We say $X \sim \operatorname{geometric}(p)$ .  
+- Properties:
+
+\* We first double check is indeed a discrete random variable: This follows from what we know about geometric series:
+
+$$
+\sum_ {i = 1} ^ {\infty} \mathbb {P} (X = i) = \sum_ {i = 1} ^ {\infty} (1 - p) ^ {i - 1} p = \frac {p}{1 - (1 - p)} = 1.
+$$
+
+\* Mean: Recall that by differentiation of the geometric series, we came up with the formula $\sum_{n=0}^{\infty} nx^{n-1} = \frac{1}{(1-x)^2}$ , so that
+
+$$
+\begin{array}{l} \mathbb {E} X = \sum_ {i = 1} ^ {\infty} i \mathbb {P} (X = i) \\ = \sum_ {i = 1} ^ {\infty} i (1 - p) ^ {i - 1} p \\ = \frac {p}{(1 - (1 - p)) ^ {2}} = \frac {1}{p}. \\ \end{array}
+$$
+
+\* Variance:(Leave as Exercise for student) Note that
+
+$$
+\mathbb {E} X ^ {2} = \sum_ {i = 1} ^ {\infty} i ^ {2} (1 - p) ^ {i - 1} p. (\star)
+$$
+
+Thus we can differentiate $\sum_{n=1}^{\infty} nx^{n-1} = \frac{1}{(1-x)^2}$ again to get $\sum_{n=2}^{\infty} n(n-1)x^{n-2} = \frac{2}{(1-x)^3}$ .
+
+\* From this we will attempt to get $EX^{2}$ in ( $\star$ ) by splitting the sum up:
+
+$$
+\sum_ {n = 2} ^ {\infty} n (n - 1) (1 - p) ^ {n - 2} = \frac {2}{(1 - (1 - p)) ^ {3}} = \frac {2}{p ^ {3}},
+$$
+
+$$
+\sum_ {n = 2} ^ {\infty} n (n - 1) (1 - p) ^ {n - 2} p = \frac {2}{p ^ {2}}, \text { now   split },
+$$
+
+$$
+\sum_ {n = 2} ^ {\infty} n ^ {2} (1 - p) ^ {n - 2} p = \frac {2}{p ^ {2}} + \sum_ {n = 2} ^ {\infty} n (1 - p) ^ {n - 2} p
+$$
+
+$$
+(1 - p) ^ {- 1} \sum_ {n = 1} ^ {\infty} n ^ {2} (1 - p) ^ {n - 1} p = \frac {2}{p ^ {2}} + \sum_ {n = 2} ^ {\infty} n (1 - p) ^ {n - 2} p + (1 - p) ^ {- 1} p
+$$
+
+$$
+\begin{array}{l} (1 - p) ^ {- 1} \mathbb {E} X ^ {2} = \frac {2}{p ^ {2}} + (1 - p) ^ {- 1} \sum_ {n = 1} ^ {\infty} n (1 - p) ^ {n - 1} p \\ = \frac {2}{p ^ {2}} + (1 - p) ^ {- 1} \frac {1}{p} \\ \end{array}
+$$
+
+Thus
+
+$$
+\begin{array}{l} \mathbb {E} X ^ {2} = \frac {2 (1 - p)}{p ^ {2}} + \frac {1}{p} \\ = \frac {2 - 2 p + p}{p ^ {2}} = \frac {2 - p}{p ^ {2}} \\ \end{array}
+$$
+
+\* So Thus
+
+$$
+\begin{array}{l} \operatorname{Var} X = \mathbb {E} X ^ {2} - (\mathbb {E} X) ^ {2} = \frac {2 - p}{p ^ {2}} - \frac {1}{p ^ {2}} \\ = \frac {(1 - p)}{p ^ {2}} \\ \end{array}
+$$
+
+\- Example1: An urn contains 10 white balls and 15 black balls. Balls are randomly selected, one at a time, until a black one is obtained. If we assume that each ball selected is replaced before the next one is drawn, what is the probability.
+
+\- Part (a): Exactly 6 draws are needed?
+
+\* X = number of draws needed to select a black ball, the probability of success is
+
+$$
+p = \frac {1 5}{1 0 + 1 5} = \frac {1 5}{2 5} = . 6.
+$$
+
+\* Thus
+
+$$
+\mathbb {P} (X = 6) = (. 4) ^ {6 - 1} (. 6) = . 0 0 6 1 4 4
+$$
+
+\- Part (a): What is the expected number of draws in this game?
+
+\* Since $X \sim$ geometric(.6) then
+
+$$
+\mathbb {E} X = \frac {1}{p} = \frac {1 0}{6} = 1. \bar {6}
+$$
+
+\- Part (c)(Extra Problem to be done at home) Find exactly that probability at least $k$ draws are needed?
+
+\* We have that
+
+$$
+\begin{array}{l} \mathbb {P} (X \geq k) = \sum_ {n = k} ^ {\infty} \mathbb {P} (X = k) \\ = \sum_ {n = k} ^ {\infty} (. 4) ^ {n - 1} (. 6) \\ = (. 6) (. 4) ^ {- 1} \sum_ {n = k} ^ {\infty} (. 4) ^ {n} \\ = (. 6) (. 4) ^ {- 1} (. 4) ^ {k} \sum_ {n = 0} ^ {\infty} (. 4) ^ {n} \\ = (. 6) (. 4) ^ {k - 1} \frac {1}{1 - . 4} \\ = (. 4) ^ {k - 1}. \\ \end{array}
+$$
+
+\- Note: This could have been done for a general $p$ . Thus
+
+$$
+\mathbb {P} (X \geq k) = (1 - p) ^ {k - 1}.
+$$
+
+\- Negative Binomial(Need to know for Actuarial Exam):
+
+\- Experiment: Suppose that independent trials are held with probability $p$ of having a success. The trials are perfomed until a total of $r$ successes are accumulated.
+
+\* Let $X$ equal the number of trials required to obtain $r$ successes. Here we have
+
+$$
+\mathbb {P} \left(X = n\right) = \binom{n - 1}{r - 1} p ^ {r} \left(1 - p\right) ^ {n - r} \text {   for   } n = r, r + 1, \ldots .
+$$
+
+- We say $X \sim \text{NegativeBinomial}(r, p)$ .  
+- Properties:
+
+\* This is a probability mass function. Can check that $\sum_{n=r}^{\infty}\mathbb{P}(X=n)=1$ .
+
+\* Mean:
+
+$$
+\mathbb {E} X = \frac {r}{p}.
+$$
+
+\* Variance:
+
+$$
+\operatorname{Var} (X) = \frac {r (1 - p)}{p ^ {2}}.
+$$
+
+\- Note that $\operatorname{Geometric}(p) = \text{NegativeBinomial}(1, p)$ .
+
+\- Example: Find the expected value of the number of times one must throw a die until the outcome 1 has occurred 4 times.
+
+\- Solution: $X \sim \text{NegativeBinomial}\left(4, \frac{1}{6}\right)$ . So
+
+$$
+\mathbb {E} X = \frac {4}{\frac {1}{6}} = 2 4.
+$$
+
+• Hypergeometric Distribution(Need to know for Actuarial Exam):
+
+\- Experiment: Suppose that a sample of size $n$ is to be chosen randomly (without replacement) from an urn containing $N$ balls, of which $m$ are white and $N - m$ are black.
+
+\* Let $X$ equal the number of white balls selected. Then
+
+$$
+\mathbb {P} \left(X = i\right) = \frac {\binom{m}{i} \binom{N - m}{n - i}}{\binom{N}{n}} \text {   for   } n = 0, 1, \ldots , n.
+$$
+
+\- We say $X \sim \text{Hypergeometric}(n, N, m)$ .
+
+\- Properties:
+
+\* Mean:
+
+$$
+\mathbb {E} X = \frac {n m}{N}.
+$$
+
+\* Variance:
+
+$$
+\operatorname{Var} (X) = n \frac {m}{N} \left(1 - \frac {m}{N}\right) \left(1 - \frac {n - 1}{N - 1}\right).
+$$
+
+## CHAPTER 7
+
+# Continuous Random Variables
+
+## 7.1. Intro to continuous R.V
+
+DEFINITION. A random variable $X$ is said to have a continuous distribution if there exists a non-negative function $f$ such that
+
+$$
+\mathbb {P} (a \leq X \leq b) = \int_ {a} ^ {b} f (x) d x
+$$
+
+for every $a$ and $b$ . [Sometimes we write that for nice sets $B \subset \mathbb{R}$ we have $\mathbb{P}(X \in B) = \int_{B} f(x) dx$ .]
+
+We call $f$ the pdf (probability density function) for $X$ . Sometime we we the notation $f_{X}$ to signify $f_{X}$ corresponds to the pdf of $X$ . We sometimes call $f_{X}$ the density of $X$ .
+
+\- In fact, any function $f$ satisfying the following two properties is called a density, and could be considered a pdf of some random variable $X$ :
+
+(1) $f(x)\geq 0$ for all $x$  
+(2) $\int_{-\infty}^{\infty} f(x) dx = 1$ .
+
+\- Important Note!
+
+- (1) In this case $X: S \to \mathbb{R}$ and the could attain uncountably many values (doesn't have to discrete)  
+- (2) $\int_{-\infty}^{\infty} f(x) dx = \mathbb{P}(-\infty < X < \infty) = 1$ .  
+- (3) $\mathbb{P}(X = a) = \int_{a}^{a} f(x) dx = 0$ .  
+- (4) $\mathbb{P}(X < a) = \mathbb{P}(X \leq a) = F(a) = \int_{-\infty}^{a} f(x) dx$ .
+
+\* Recall that $F$ is the cdf of $X$ .
+
+\- (5) Draw a pdf of $X$
+
+\* Note that $\mathbb{P}(a < X < b)$ is just the area under the curve.
+
+\- Remark: What are some random variables that are considered continuous?
+
+- Let $X$ be the time it takes it take for a student to finish a probability exam. $X \in (0, \infty)$ .  
+- Let $X$ be the value of a Apple's stock price at the end of the day. Again $X \in [0, \infty)$ .  
+- Let $X$ be the height of a college student.  
+- Any sort of continuous measurement can be considered a continuous random variable.
+
+• Example1: Suppose we are given
+
+$$
+f (x) = \left\{ \begin{array}{l l} \frac {c}{x ^ {3}} & x \geq 1 \\ 0 & x <   1 \end{array} \right.
+$$
+
+is the pdf of $X$ . What must the value of $c$ be?
+
+\- Solution: We would need
+
+$$
+1 = \int_ {- \infty} ^ {\infty} f (x) d x = c \int_ {1} ^ {\infty} \frac {1}{x ^ {3}} d x = \frac {c}{2},
+$$
+
+thus c = 2.
+
+• Example2: Suppose we are given
+
+$$
+f _ {X} (x) = \left\{ \begin{array}{l l} \frac {2}{x ^ {3}} & x \geq 1 \\ 0 & x <   1 \end{array} \right.
+$$
+
+is the pdf of $X$ from Example1.
+
+\- Part (a): Find the c.d.f, $F_{X}(x)$ .
+
+\* Solution: First we check that if x < 1 then
+
+$$
+F _ {x} (x) = \mathbb {P} (X \leq x) = \int_ {- \infty} ^ {x} f _ {X} (y) d y = \int_ {- \infty} ^ {x} 0 d y = 0.
+$$
+
+Now when $x \geq 1$ we have
+
+$$
+\begin{array}{l} F _ {X} (x) = \mathbb {P} (X \leq x) = \int_ {- \infty} ^ {x} f _ {X} (y) d y \\ = \int_ {- \infty} ^ {1} 0 d y + \int_ {1} ^ {x} \frac {2}{y ^ {3}} d y \\ = \int_ {1} ^ {x} \frac {2}{y ^ {3}} d y \\ = 1 - \frac {1}{x ^ {2}}. \\ \end{array}
+$$
+
+thus
+
+$$
+F _ {X} (x) = \left\{ \begin{array}{l l} 1 - \frac {1}{x ^ {2}} & x \geq 1 \\ x & x <   1 \end{array} \right.
+$$
+
+\- Part (b): Use the cdf in Part (a) to help you find $\mathbb{P}(3\leq X\leq 4)$ .
+
+\* Solution: We have
+
+$$
+\begin{array}{l} \mathbb {P} (3 \leq X \leq 4) = \mathbb {P} (X \leq 4) - \mathbb {P} (X <   3) \\ = F _ {X} (4) - F _ {X} (3) \\ = \left(1 - \frac {1}{4 ^ {2}}\right) - \left(1 - \frac {1}{3 ^ {2}}\right) = \frac {7}{1 4 4}. \\ \end{array}
+$$
+
+\- Fact: For continuous R.V we have the following useful relationship
+
+\- Since $F(x) = \int_{-\infty}^{x} f(y) dy$ then by the fundament at theorem of calculus (Do you remember this form Calculus 1 or 2?)
+
+$$
+F ^ {\prime} (x) = f (x).
+$$
+
+\- This means that for continuous random variables, the derivative of the CDF is the PDF!
+
+\- Example3: Let
+
+$$
+f (x) = \left\{ \begin{array}{l l} c e ^ {- 2 x} & x \geq 0 \\ 0 & x <   0 \end{array} \right.
+$$
+
+Find c.
+
+\- Solution: $c = 2$ .
+
+## 7.2. Expectation and Variance
+
+\- Recall that if $p(x)$ is the pmf (density) of a discrete random variable, we had
+
+$$
+\mathbb {E} X = \sum_ {i = 1} ^ {\infty} x _ {i} p (x _ {i}).
+$$
+
+DEFINITION. If $X$ is continuous with density $f(x)$ then
+
+$$
+\mathbb {E} X = \int_ {- \infty} ^ {\infty} x f (x) d x.
+$$
+
+• Example1: Suppose X has density
+
+$$
+f (x) = \left\{ \begin{array}{l l} 2 x & 0 \leq x \leq 1 \\ 0 & \text { otherwise } \end{array} \right..
+$$
+
+Find $\mathbb{E}X$ .
+
+\- Solution: We have that
+
+$$
+\begin{array}{l} \mathbb {E} [ X ] = \int_ {- \infty} ^ {\infty} x f (x) d x \\ = \int_ {0} ^ {1} x \cdot 2 x d x \\ = \frac {2}{3}. \\ \end{array}
+$$
+
+THEOREM 9. If $X$ and $Y$ are continuous random variable then
+
+(a) $\mathbb{E}[X + Y] = \mathbb{E}X + \mathbb{E}Y.$  
+(b) $E[aX]=aE X$ where $a\in R$ .
+
+PROOF. See textbook. It will be shown later.
+
+![](images/1e610fd0cd4de09f82ce873bfc6d251bb82d73d0948434e96e152f0298f14cc0.jpg)
+
+PROPOSITION. If $X$ is a continuous $R.V.$ with pdf $f(x)$ , then for any real valued function $g$ ,
+
+$$
+\mathbb {E} \left[ g (X) \right] = \int_ {- \infty} ^ {\infty} g (x) f (x) d x.
+$$
+
+• Example2: The density of X is given by
+
+$$
+f (x) = \left\{ \begin{array}{l l} \frac {1}{2} & \text { if } 0 \leq x \leq 2 \\ 0 & \text { otherwise } \end{array} \right..
+$$
+
+Find $\mathbb{E}\left[e^{X}\right]$ .
+
+\- Solution: From the previous proposition we have that $g(x) = e^{x}$ in this case thus
+
+$$
+\mathbb {E} e ^ {X} = \int_ {0} ^ {2} e ^ {x} \cdot \frac {1}{2} d x = \frac {1}{2} \left[ e ^ {2} - 1 \right].
+$$
+
+LEMMA 10. For nonnegative random variable $Y \geq 0$ we have
+
+$$
+\mathbb {E} Y = \int_ {0} ^ {\infty} \mathbb {P} (Y > y) d y.
+$$
+
+\- Bonus:
+
+\- This proof is a good practice with interchanging order of integrals in Multivariable Calculus.
+
+PROOF. Recall that dxdy means Right-Left and dydx means Top-Bottom.
+
+$$
+\begin{array}{l} \int_ {0} ^ {\infty} \mathbb {P} (Y > y) d y = \int_ {0} ^ {\infty} \int_ {y} ^ {\infty} f _ {Y} (x) d x d y \\ = \int \int_ {D} f _ {Y} (x) d y d x, \text {   interchange   order   in   Calc   III   } \\ = \int_ {0} ^ {\infty} \int_ {0} ^ {x} f _ {Y} (x) d y d x \text { draw   the   region   to   do   this } \\ = \int_ {0} ^ {\infty} x f _ {Y} (x) d x \\ = \mathbb {E} X. \\ \end{array}
+$$
+
+\- Variance:
+
+\- Will be define in the same way as we did with discrete random variable:
+
+$$
+\operatorname{Var} (X) = \mathbb {E} \left[ (X - \mu) ^ {2} \right]
+$$
+
+$$
+\operatorname{Var} (X) = \mathbb {E} X ^ {2} - (\mathbb {E} X) ^ {2}.
+$$
+
+\- As before
+
+$$
+\operatorname{Var} (a X + b) = a ^ {2} \operatorname{Var} (X).
+$$
+
+\- Example3: (Example 1 continued) Suppose $X$ has density
+
+$$
+f (x) = \left\{ \begin{array}{l l} 2 x & 0 \leq x \leq 1 \\ 0 & \text { otherwise } \end{array} \right..
+$$
+
+Find $\operatorname{Var}(X)$ .
+
+\- Solution: From Example 1 we found $\mathbb{E}[X] = \frac{2}{3}$ . Now
+
+$$
+\begin{array}{l} \mathbb {E} \left[ X ^ {2} \right] = \int_ {0} ^ {1} x ^ {2} \cdot 2 x d x = 2 \int_ {0} ^ {1} x ^ {3} d x \\ = \frac {1}{2}. \\ \end{array}
+$$
+
+Thus
+
+$$
+\operatorname{Var} (X) = \frac {1}{2} - \left(\frac {2}{3}\right) ^ {2} = \frac {1}{1 8}.
+$$
+
+• Example4: Suppose X has density
+
+$$
+f (x) = \left\{ \begin{array}{l l} a x + b & 0 \leq x \leq 1 \\ 0 & \text { otherwise } \end{array} \right..
+$$
+
+and that $\mathbb{E}\left[X^2\right] = \frac{1}{6}$ . Find the values of $a$ and $b$ .
+
+\- Solution: We need to use the fact that $\int_{-\infty}^{\infty}f(x)dx = 1$ and $\mathbb{E}\left[X^2\right] = \frac{1}{6}$ . The first one gives us,
+
+$$
+1 = \int_ {0} ^ {1} (a x + b) d x = \frac {a}{2} + b
+$$
+
+and the second one give us
+
+$$
+\frac {1}{6} = \int_ {0} ^ {1} x ^ {2} (a x + b) d x = \frac {a}{4} + \frac {b}{3}.
+$$
+
+Solving these equations gives us
+
+$$
+a = - 2, \text {   and   } b = 2.
+$$
+
+## 7.3. The uniform Random Variable
+
+\- A continuous random variable is said to be uniformly distributed on the interval $[a, b]$ if
+
+$$
+f _ {X} (x) = \left\{ \begin{array}{l l} \frac {1}{b - a} & a \leq x \leq b \\ 0 & \text { otherwise } \end{array} \right..
+$$
+
+- So $X$ can only attain values in $X \in [a, b]$ .  
+- We say $X \sim \text{Uniform}(a, b)$ .  
+- The cdf is
+
+$$
+F _ {X} (x) = \left\{ \begin{array}{l l} 0 & x <   a \\ \frac {x - a}{b - a} & a \leq x \leq b \\ 1 & x > b \end{array} \right..
+$$
+
+\- Example1: Suppose $X \sim \text{Uniform}(a, b)$ Part (a) Find the mean of $X$ . Part (b) Find the variance of $X$ .
+
+\- Part (a): We compute
+
+$$
+\begin{array}{l} \mathbb {E} X = \int_ {- \infty} ^ {\infty} x f _ {X} (x) d x = \int_ {a} ^ {b} x \frac {1}{b - a} d x \\ = \frac {1}{b - a} \left(\frac {b ^ {2}}{2} - \frac {a ^ {2}}{2}\right) = \frac {a + b}{2}. \\ \end{array}
+$$
+
+\* Which makes sense right? It should be the midpoint of the interval $[a, b]$ .
+
+\- Part(b): We compute first the second moment
+
+$$
+\begin{array}{l} \mathbb {E} X ^ {2} = \int_ {a} ^ {b} x ^ {2} \frac {1}{b - a} d x = \frac {1}{b - a} \left(\frac {b ^ {3}}{3} - \frac {a ^ {3}}{3}\right) \\ = \frac {1}{3} \frac {1}{b - a} (b - a) (a ^ {2} + a b + b ^ {2}) \\ = \frac {a ^ {2} + a b + b ^ {2}}{3}. \\ \end{array}
+$$
+
+Thus after some algebra
+
+$$
+\operatorname{Var} X = \frac {a ^ {2} + a b + b ^ {2}}{3} - \left(\frac {a + b}{2}\right) ^ {2} = \frac {(b - a) ^ {2}}{1 2}.
+$$
+
+## 7.4. More practice
+
+\- Suppose we are given the pd.f.
+
+$$
+f (x) = \left\{ \begin{array}{l l} 9 e ^ {- 9 x} & x \geq 0 \\ 0 & x <   0 \end{array} \right.
+$$
+
+\- Part (a): Set up integral to find $F_{X}(x)$ :
+
+\* We have for $x > 0$ , that
+
+$$
+F _ {X} (x) = \int_ {0} ^ {x} 9 e ^ {- 9 y} d y = 1 - e ^ {- 9 x},
+$$
+
+so that
+
+$$
+F _ {X} (x) = \left\{ \begin{array}{l l} 1 - e ^ {- 9 x} & x \geq 0 \\ 0 & x <   0 \end{array} \right. /
+$$
+
+\- Part (b): Set up integral to find $\mathbb{P}(1 < X < 5)$
+
+$$
+* \int_ {1} ^ {5} 9 e ^ {- 9 x} d x
+$$
+
+\- Part (c): Set up integral to find $\mathbb{P}(X > 3)$
+
+$$
+* \int_ {3} ^ {\infty} 9 e ^ {- 9 x} d x.
+$$
+
+\- Part (s): Set up integral to find $\mathbb{P}(X < 2)$
+
+$$
+* \int_ {0} ^ {2} 9 e ^ {- 9 x} d x.
+$$
+
+## CHAPTER 8
+
+## Normal Distributions
+
+## 8.1. The normal distribution
+
+\- We say that $X$ is a normal (Gaussian) random variable, or $X$ is normally distributed with parameters $\mu$ and $\sigma^2$ if the density of $X$ is given by
+
+$$
+f (x) = \frac {1}{\sqrt {2 \pi} \sigma} e ^ {- (x - \mu) ^ {2} / \left(2 \sigma^ {2}\right)}.
+$$
+
+![](images/dbef8516a5d35088c39e1b33dc1177989c6a686e6ba9e1ff195e6eb14639e048.jpg)
+
+<details>
+<summary>line chart</summary>
+
+| x    | y     |
+| ---- | ----- |
+| -3.0 | 0.000 |
+| -2.5 | 0.047 |
+| -2.0 | 0.169 |
+| -1.5 | 0.362 |
+| -1.0 | 0.540 |
+| -0.5 | 0.728 |
+| 0.0  | 1.000 |
+| 0.5  | 0.728 |
+| 1.0  | 0.540 |
+| 1.5  | 0.362 |
+| 2.0  | 0.169 |
+| 2.5  | 0.047 |
+| 3.0  | 0.000 |
+</details>
+
+\- We'll usually write $X \sim \mathcal{N}(\mu, \sigma^2)$ .
+
+\- Turns out that in practice, many random variable overy the normal distribution
+
+\* Grades  
+\* Height of a man or a women
+
+\- Note the following:
+
+\- If $X \sim \mathcal{N}(0,1)$ then
+
+$$
+\int_ {- \infty} ^ {\infty} \frac {1}{\sqrt {2 \pi}} e ^ {- x ^ {2} / 2} d x = 1.
+$$
+
+\- To show this we use polar coordinates. Let $I = \int_{-\infty}^{\infty} e^{-x^2/2} dx = 2 \int_0^\infty e^{-x^2/2} dx$ The trick is to write
+
+$$
+\begin{array}{l} I ^ {2} = 4 \int_ {0} ^ {\infty} \int_ {0} ^ {\infty} e ^ {- x ^ {2} / 2} e ^ {- y ^ {2} / 2} d x y \\ = 4 \int_ {0} ^ {\pi / 2} \int_ {0} ^ {\infty} r e ^ {- r ^ {2} / 2} d r = 4 \cdot \frac {\pi}{2} = 2 \pi , \\ \end{array}
+$$
+
+Thus $I = \sqrt{2\pi}$ as needed.
+
+THEOREM 11. To help us compute the mean and variance of $X$ its not too hard to show $X \sim \mathcal{N}\left(\mu, \sigma^2\right)$ if and only if
+
+$$
+\frac {X - \mu}{\sigma} = Z \text {   where   } Z \sim \mathcal {N} (0, 1).
+$$
+
+PROOF. We only show the ( $\Longleftrightarrow$ ) direction. Note that
+
+$$
+\begin{array}{l} F _ {X} (x) = \mathbb {P} (X \leq x) = \mathbb {P} (\sigma Z + \mu \leq x) \\ = \mathbb {P} \left(Z \leq \frac {x - \mu}{\sigma}\right) \\ { = } { F _ { Y } \left( \frac { x - \mu } { \sigma } \right) } \\ \end{array}
+$$
+
+for $\sigma > 0$ . Similar for $\sigma < 0$ . By the chain rule
+
+$$
+\begin{array}{l} f _ {X} (x) = F _ {X} ^ {\prime} (x) \\ = F _ {Y} ^ {\prime} \left(\frac {x - \mu}{\sigma}\right) \frac {1}{\sigma} \\ = \frac {f _ {Z} \left(\frac {x - \mu}{\sigma}\right)}{\sigma} \\ { = } { \frac { 1 } { \sigma } \frac { 1 } { \sqrt { 2 \pi } } e ^ { - ( x - \mu ) ^ { 2 } / ( 2 \sigma ^ { 2 } ) } . } \\ \end{array}
+$$
+
+![](images/200a852e9f1c0e839c0f986a964ffb0886610e3a88cb96ca19bbb8990c4c437f.jpg)
+
+• Summary of the normal distribution:
+
+\- If $X \sim \mathcal{N}\left(\mu, \sigma^2\right)$ then $X$ is normally distributed with
+
+$$
+\mathbb {E} X = \mu ,
+$$
+
+$$
+\operatorname{Var} (X) = \sigma^ {2}.
+$$
+
+\- If $X \sim \mathcal{N}(\mu, \sigma^2)$ then $X = \sigma Z + \mu$ where $Z \sim \mathcal{N}(0,1)$ . We call $Z$ a standard normal random variable.
+
+\* A Table of probabilities for Z will be given!!!
+
+\* This will be called a z-score table.
+
+\- Z scores:
+
+\- Because $Z \sim \mathcal{N}(0,1)$ is so important we give it's cumulative distribution function (cdf) a name. The distribution $F_Z(x)$ of $Z$ is
+
+$$
+\Phi (x) = \mathbb {P} (Z \leq x) = \frac {1}{\sqrt {2 \pi}} \int_ {- \infty} ^ {x} e ^ {- y ^ {2} / 2} d y.
+$$
+
+\- NOTE: A table of $\Phi(x)$ will be given but only for values of $x > 0$
+
+\- Note this is symmetric[ $\underline{DRAW this}$ ] thus here is an important fact: $\Phi(-x)=1-\Phi(x)$
+
+![](images/64fe743adecf18b4e700e521caee6cf1fac6e5cc8a04297483424dc3f759a58b.jpg)
+
+<details>
+<summary>area chart</summary>
+
+| Z    | CDF     |
+| ---- | ------- |
+| 0    | 0       |
+| z    | Peak    |
+</details>
+
+THEOREM 12. If $X \sim \mathcal{N}(\mu, \sigma)$ then
+
+$$
+\mathbb {P} (a <   X <   b) = \mathbb {P} \left(\frac {a - \mu}{\sigma} <   Z <   \frac {b - \mu}{\sigma}\right).
+$$
+
+\- Example1: Find $\mathbb{P}(1 \leq X \leq 4)$ if $X \sim \mathcal{N}(2, 25)$ .
+
+\- $\underline{\mathbf{Answer}}$ : Then $\mu = 2$ and $\sigma^2 = 25$ thus $\frac{X - 2}{5} = Z$ so that
+
+$$
+\begin{array}{l} \mathbb {P} (1 \leq X \leq 4) = \mathbb {P} \left(\frac {1 - 2}{5} \leq \frac {X - 2}{5} \leq \frac {4 - 2}{5}\right) \\ = \mathbb {P} (-. 2 \leq Z \leq . 4) \\ = \mathbb {P} (X \leq . 4) - \mathbb {P} (X \leq -. 2) \\ = \Phi (. 4) - \Phi (- 2) \\ = . 6 5 5 4 - (1 - \Phi (. 2)) \\ = . 6 5 5 4 - (1 -. 5 7 9 3). \\ \end{array}
+$$
+
+\- Example2: Suppose $X$ is normal with mean 6. If $\mathbb{P}(X > 16) = .0228$ , then what is the standard deviation of $X$ ?
+
+\- $\underline{\text{Answer}}$ : We apply our Theorem that says $\frac{X - \mu}{\sigma} = Z$ is $\mathcal{N}(0,1)$ and get
+
+$$
+\begin{array}{l} \mathbb {P} (X > 1 6) = . 0 2 2 8 \quad \Longleftrightarrow \quad \mathbb {P} \left(\frac {X - 6}{\sigma} > \frac {1 6 - 6}{\sigma}\right) = . 0 2 2 8 \\ \Longleftrightarrow \quad \mathbb {P} \left(Z > \frac {1 0}{\sigma}\right) = . 0 2 2 8 \\ \Longleftrightarrow \quad 1 - \mathbb {P} \left(Z \leq \frac {1 0}{\sigma}\right) = . 0 2 2 8 \\ \Longleftrightarrow \quad 1 - \Phi \left(\frac {1 0}{\sigma}\right) = . 0 2 2 8 \\ \Longleftrightarrow \quad \Phi \left(\frac {1 0}{\sigma}\right) = . 9 7 7 2. \\ \end{array}
+$$
+
+Using the standard normal table we see that $\Phi(2) = .9772$ , thus we must have that
+
+$$
+2 = \frac {1 0}{\sigma}
+$$
+
+and hence $\sigma = 5$ .
+
+\- Example (Extra): Suppose $X \sim \mathcal{N}(3,9)$ find $\mathbb{P}\left(|X - 3| > 6\right)$ .
+
+\- Answer: Get
+
+$$
+\begin{array}{l} \mathbb {P} (| X - 3 | > 6) = \mathbb {P} (X - 3 > 6) + \mathbb {P} (- (X - 3) > 6) \\ = \mathbb {P} (X > 9) + \mathbb {P} (X <   - 3) \\ = \mathbb {P} (Z > 2) + \mathbb {P} (Z <   - 2) \\ = 1 - \Phi (2) + \Phi (- 2) \\ = 2 (1 - \Phi (2)) \\ \approx . 0 4 5 6. \\ \end{array}
+$$
+
+• FACT: The 68 - 95 - 99.7 Rule
+
+- About $68\%$ of all area is contained within 1 standard deviation of the mean  
+- About $95\%$ of all area is contained within 2 standard deviation of the mean  
+- About $99.7\%$ of all area is contained within 3 standard deviation of the mean  
+- This can be explained by the following graph:
+
+![](images/1e6b1e4b08c6161b53359d9295bf76cf66512da21abf00a5a7a76887318c6619.jpg)
+
+<details>
+<summary>area chart</summary>
+
+| Standard Deviation | Percentage |
+| ------------------ | ---------- |
+| -3σ                | 0.1%       |
+| -2σ                | 2.1%       |
+| -1σ                | 13.6%      |
+| μ                  | 34.1%      |
+| 1σ                 | 34.1%      |
+| 2σ                 | 13.6%      |
+| 3σ                 | 2.1%       |
+| >3σ                | 0.1%       |
+</details>
+
+## CHAPTER 9
+
+# Normal approximations to the binomial
+
+## 9.1. The normal approximates Binomial
+
+THEOREM 13. If $S_{n}$ is a binomial with parameter $n$ and $p$ , then
+
+$$
+\mathbb {P} \left(a \leq \frac {S _ {n} - n p}{\sqrt {n p (1 - p)}} \leq b\right)\rightarrow \mathbb {P} (a \leq Z \leq b)
+$$
+
+as $n\to \infty$ where $Z$ is a $\mathcal{N}(0,1)$ .
+
+\- Recall that if $S_{n} \sim Bin(n,p)$ then its mean is $\mu = np$ and standard deviation is $\sigma = \sqrt{np(1 - p)}$ .  
+- So what this theorem says is that if you want to compute $\mathbb{P}(c \leq S_n \leq d)$ then using the fact that
+
+$$
+\frac {S _ {n} - n p}{\sqrt {n p (1 - p)}} \approx Z
+$$
+
+or
+
+$$
+\frac {S _ {n} - \mu}{\sigma} \approx Z,
+$$
+
+then
+
+$$
+\begin{array}{l} \mathbb {P} \left(c \leq S _ {n} \leq d\right) = \mathbb {P} \left(\frac {c - \mu}{\sigma} \leq \frac {S _ {n} - \mu}{\sigma} \leq \frac {d - \mu}{\sigma}\right) \\ \approx \mathbb {P} \left(\frac {c - \mu}{\sigma} \leq Z \leq \frac {d - \mu}{\sigma}\right). \\ \end{array}
+$$
+
+\- Note that $S_{n}$ is really discrete. In fact $S_{n} \in \{0,1,2,\ldots,100\}$ , while the normal distribution is continuous!
+
+\- Note that if I tried to estimate an equality: The wrong way to do it would be:
+
+$$
+\begin{array}{l} \mathbb {P} \left(S _ {n} = i\right) = \mathbb {P} \left(\frac {S _ {n} - \mu}{\sigma} = \frac {i - \mu}{\sigma}\right) \\ \approx \mathbb {P} \left(Z = \frac {i - \mu}{\sigma}\right) = 0 \\ \end{array}
+$$
+
+as we know that for continuous random variables $X$ we always have $\mathbb{P}(X = a) = 0!$ .
+
+\- Hence we need inequalities if we want to estimate a discrete random variable using a continuous random variable.
+
+\* So we use the following convention. $\mathbb{P}(S_n = i) = \mathbb{P}\left(i - \frac{1}{2} < S_n < i + \frac{1}{2}\right)$ .  
+\* We have no problem here, because $S_{n}$ can only be integers, so we're not hurting anything by saying “ $i - \frac{1}{2} < S_{n} < i + \frac{1}{2}$ ” as we know that $S_{n}$ can only be $i$ in that interval anyways.
+
+\- Example: Suppose a fair coin is tossed 100 times.
+
+- (a) What is the probability there will be more than 60 heads?  
+- $\underline{\text{Answer:}}$ Let $S_{100} \sim Bin\left(100, \frac{1}{2}\right)$ so that $S_{100}$ represents the numbers of heads in 100 coin tosses.
+
+\* The actual answer would be
+
+$$
+\begin{array}{l} \mathbb {P} \left(S _ {1 0 0} > 6 0\right) = \sum_ {i = 6 1} ^ {1 0 0} \mathbb {P} \left(S _ {1 0 0} = i\right) \\ = \sum_ {i = 6 1} ^ {1 0 0} \binom{1 0 0}{i} \left(\frac {1}{2}\right) ^ {i} \left(\frac {1}{2}\right) ^ {1 0 0 - i} \\ = \sum_ {i = 6 1} ^ {1 0 0} \binom{1 0 0}{i} \left(\frac {1}{2}\right) ^ {1 0 0}. \\ \end{array}
+$$
+
+\* But this would be almost impossible to do this the long way by hand.  
+\* So we will give an approximate answer using the normal distribution:
+
+\- So here take $\mu = np = 50$ and $\sigma = \sqrt{np(1 - p)} = \sqrt{50\frac{1}{2}} = 5$ . We want more than 60, so approximate using $60 + \frac{1}{5}$ :
+
+$$
+\begin{array}{l} \mathbb {P} \left(S _ {1 0 0} > 6 0\right) = \mathbb {P} \left(S _ {1 0 0} \geq 6 0. 5\right) = \mathbb {P} \left(\frac {S _ {1 0 0} - 5 0}{5} \geq \frac {6 0 . 5 - 5 0}{5}\right) \\ \approx \mathbb {P} (Z \geq 2. 1) \\ \approx 1 - \Phi (2. 1) \\ = . 0 1 7 9 \\ \end{array}
+$$
+
+– (b) Estimate the probability of getting exactly 60 heads?
+
+$$
+\begin{array}{l} \mathbb {P} \left(S _ {n} = 6 0\right) = \mathbb {P} \left(5 9. 5 \leq S _ {n} \leq 6 0. 5\right) \\ \approx \mathbb {P} (1. 9 \leq Z \leq 2. 1) \\ \approx \Phi (2. 1) - \Phi (1. 9). \\ \end{array}
+$$
+
+## CHAPTER 10
+
+# Some continuous distributions
+
+## 10.1. Exponential Random Variables
+
+\- A continuous R.V. is said to be exponential with parameter $\lambda$ if its pdf is
+
+$$
+f (x) = \left\{ \begin{array}{l l} \lambda e ^ {- \lambda x} & \text { if } x \geq 0 \\ 0 & \text { if } x <   0 \end{array} \right.
+$$
+
+\- We write $X \sim$ exponential $(\lambda)$ .
+
+\- Summary:
+
+\- CDF: Let $a > 0$ . Note that the cdf is
+
+$$
+F _ {X} (a) = \mathbb {P} (X \leq a) = \int_ {0} ^ {a} \lambda e ^ {- \lambda y} d y = - e ^ {\lambda y} | _ {0} ^ {a} = 1 - e ^ {- \lambda a}.
+$$
+
+\* Thus
+
+$$
+\mathbb {P} (X > a) = 1 - \mathbb {P} (X \leq a) = e ^ {- \lambda a}.
+$$
+
+\- Mean: $\mathbb{E}X = \frac{1}{\lambda}$ Thus $\lambda = \frac{1}{\mu}$ .
+
+\- Variance: We have $\operatorname{Var}(X) = \frac{1}{\lambda^2}$ .
+
+\- How to interpret $X$
+
+- $X =$ The amount of time until some specific event occurs.  
+- Example:
+
+\* Time until earthquake occurs  
+\* Length of a phone call  
+\* Time until an accident happens
+
+\- Example1: Suppose that the length of a phone call in minutes is an exponential r.v with average length 10 minutes.
+
+\- Part (a) What's probability of your phone call being more than 10 minutes?
+
+\* Answer: Here $\lambda = \frac{1}{10}$ thus
+
+$$
+\mathbb {P} (X > 1 0) = e ^ {- \left(\frac {1}{1 0}\right) 1 0} = e ^ {- 1} \approx . 3 6 8.
+$$
+
+\- Part (b) Between 10 and 20 minutes?
+
+\* Answer: We have that
+
+$$
+\mathbb {P} (1 0 <   X <   2 0) = F (2 0) - F (1 0) = e ^ {- 1} - e ^ {- 2} \approx . 2 3 3.
+$$
+
+- Exponential distribution is Memoryless (Markov)  
+- Example2: Suppose the life of an iphone has exponential distribution with mean life of 4 years.
+
+\- Part(a): What is the probability the phone lasts more than 5 years?
+
+\- $\underline{\text{Answer:}}$ Let $X$ denote the life of an iphone (or time until it dies). Note that $X \sim \overline{\text{exponential}}\left(\frac{1}{4}\right)$ since $\lambda = \frac{1}{\mu} = \frac{1}{4}$ . Then
+
+$$
+\mathbb {P} (X > 5) = e ^ {- \frac {1}{4} \cdot 5}.
+$$
+
+\- Part(b): Given that the iphone has already lasted 3 years, what is the probability that it will last another 5 more years?
+
+\- Answer: We compute
+
+$$
+\begin{array}{l} \mathbb {P} (X > 5 + 3 \mid X > 3) = \frac {\mathbb {P} ((X > 8) \cap (X > 3))}{\mathbb {P} (X > 3)} \\ = \frac {\mathbb {P} (X > 8)}{\mathbb {P} (X > 3)} \\ = \frac {e ^ {- \frac {1}{4} \cdot 8}}{e ^ {- \frac {1}{4} \cdot 3}} \\ = e ^ {- \frac {1}{4} \cdot 5}. \\ \end{array}
+$$
+
+\- Memoryless: Note that the probability of lasting 5 more years, is the same as if it started 5 years from anew!!
+
+\- In general the memoryless property says that if $t, s > 0$ then
+
+$$
+\mathbb {P} (X > t + s \mid X > t) = \mathbb {P} (X > s).
+$$
+
+THEOREM 14. If $X$ is an exponential random variable, then $X$ is memoryless.
+
+PROOF. To show this we have
+
+$$
+\begin{array}{l} \mathbb {P} (X > t + s \mid X > t) = \frac {\mathbb {P} ((X > t + s) \cap (X > t))}{\mathbb {P} (X > t)} \\ = \frac {\mathbb {P} (X > t + s)}{\mathbb {P} (X > t)} \\ = \frac {e ^ {- \lambda (t + s)}}{e ^ {- \lambda t}} \\ = e ^ {- \lambda s} \\ = \mathbb {P} (X > s), \\ \end{array}
+$$
+
+as needed.
+
+![](images/a7a320d4d8322e285795673461440b6b31ca85f35738acc41b6b9f5563f054b2.jpg)
+
+• Example3:(Exam P Q29)
+
+- The $\#$ of days from beginning of a calendar year until accident for a BAD driver is exponentially distributed  
+- An insurance company expects $30\%$ of BAD drivers will have an accident during first 50 days.  
+- Q: Whats prob that a BAD driver will have Accident during first 80 days?  
+- Answer:  
+- Step1: Let $X \sim \exp(\lambda)$ number of days until accident. We know
+
+$$
+. 3 = \mathbb {P} (X \leq 5 0) = \int_ {0} ^ {5 0} \lambda e ^ {- \lambda x} d x = - e ^ {- \lambda t} | _ {0} ^ {5 0} = 1 - e ^ {- 5 0 \lambda}.
+$$
+
+\- Solve for $\lambda$ and get $\lambda = -\frac{1}{50}\ln .7$ .
+
+\- Step2: Then compute
+
+$$
+\begin{array}{l} \mathbb {P} (X \leq 8 0) = \int_ {0} ^ {8 0} \lambda e ^ {- \lambda x} d x = - e ^ {- \lambda t} | _ {0} ^ {8 0} = 1 - e ^ {- 8 0 \lambda} \\ = 1 - e ^ {\left(\frac {8 0}{5 0}\right) \ln . 7} = . 4 3 5. \\ \end{array}
+$$
+
+## 10.2. Other Continuous Distributions
+
+## • Gamma Distribution:
+
+\- We say $X \sim Gamma(\alpha, \lambda)$ has density
+
+$$
+f (x) = \left\{ \begin{array}{l l} \frac {\lambda e ^ {- \lambda x} (\lambda x) ^ {\alpha - 1}}{\Gamma (\alpha)} & x \geq 0 \\ 0 & x <   0 \end{array} \right.
+$$
+
+where $\Gamma (\alpha)$ is the Gamma function
+
+$$
+\Gamma (\alpha) = \int_ {0} ^ {\infty} e ^ {- y} y ^ {\alpha - 1} d y.
+$$
+
+- If $Y \sim Gamma\left(\frac{n}{2}, \frac{1}{2}\right) = \chi_n^2$ , this is called the Chi-Squared distribution.  
+- The chi-square distribution is used a lot in statistics.
+
+\* Its mean is $\mathbb{E}X = \frac{\alpha}{\lambda}$ and $\operatorname{Var}X = \frac{\alpha}{\lambda^2}$ .
+
+## • Weibull Distribution:
+
+- Usefull in engineering: Look in the book for its pdf.  
+- $X =$ . If there is an object consisting many parts, and suppose that the object experiences death once any of its parts fails. $X =$ lifetime of this object.
+
+## • Cauchy Distribution:
+
+\- We say $X$ is cauchy with parameter $-\infty < \theta < \infty$ if
+
+$$
+f (x) = \frac {1}{\pi} \frac {1}{1 + (x - \theta) ^ {2}}.
+$$
+
+- Importance: It does not have finite mean: That is $\mathbb{E}X = \infty$ .  
+- To see this, We compute for $\theta = 0$
+
+$$
+\mathbb {E} X = \frac {1}{\pi} \int_ {- \infty} ^ {\infty} \frac {x}{1 + x ^ {2}} d x
+$$
+
+$$
+\sim \frac {1}{\pi} \int_ {- \infty} ^ {\infty} \frac {1}{x} d x
+$$
+
+$$
+\sim \lim _ {x \to \infty} \ln | x | - \ln \lim _ {x \to - \infty} | x |
+$$
+
+which is not defined.
+
+## 10.3. The distribution function of a Random variable
+
+\- Fact: For continuous R.V we have the following usefull relationship
+
+\- Since $F(x) = \mathbb{P}(X \leq x) = \int_{-\infty}^{x} f(y) dy$ then by the fundament at theorem of calculus we have
+
+$$
+F ^ {\prime} (x) = f (x).
+$$
+
+\- Example1: If $X$ is continuous with distribution function $F_{X}$ and density function $f_{X}$ , find a formula for the density function of the random variable $Y = 2X$ .
+
+\- Solution: First you start with the distribution of $Y$ :
+
+\- Step1: First start by writing the cdf of $Y$ and in terms of $F_{X}$ :
+
+$$
+F _ {Y} (x) = \mathbb {P} (Y \leq x)
+$$
+
+$$
+= \mathbb {P} (2 X \leq x)
+$$
+
+$$
+= \mathbb {P} \left(X \leq \frac {x}{2}\right)
+$$
+
+$$
+= F _ {X} \left(\frac {x}{2}\right).
+$$
+
+\- Step2: Then use the relation $f_{Y}(y) = F_{Y}'(y)$ and take a derivative of both sides to get
+
+$$
+F _ {Y} ^ {\prime} (x) = \frac {d}{d x} \left[ F _ {X} \left(\frac {x}{2}\right) \right],
+$$
+
+$$
+F _ {Y} ^ {\prime} (x) = F _ {X} ^ {\prime} \left(\frac {x}{2}\right) \cdot \left(\frac {x}{2}\right) ^ {\prime}, \text { by   chain   rule   on   RHS }
+$$
+
+$$
+f _ {Y} (x) = f _ {X} \left(\frac {x}{2}\right) \frac {1}{2}.
+$$
+
+\- Goal: To be able to compute the cdf and pdf of $Y = g(X)$ where $g: \mathbb{R} \to \mathbb{R}$ is a function given that we know the cdf and pdf of $X$ .
+
+\- Why is this useful?
+
+\* For example suppose $X$ represent the income for a random US worker. And let $Y = g(X)$ be the amount of taxes a US worker pays per year. Note that taxes $Y$ is dependent on the random variable $X$ . So if we only care about the random variable $Y$ then finding its PDF and CDF can help us find out everything we need to know about $Y$ given we can find the PDF. Recall that any probability and expected value can be found using the pdf.
+
+\- Example2: Let $X \sim \text{Uniform}((0,10))$ and $Y = e^{3X}$ . Find the pdf $f_{Y}$ of $Y$ .
+
+\- Solution: Recall that since $X \sim \text{Uniform}((0,1))$ then
+
+$$
+f _ {X} (x) = \left\{ \begin{array}{l l} \frac {1}{1 0} & 0 <   x <   1 0 \\ 0 & \text {otherwise} \end{array} \right..
+$$
+
+\- Step1: First start by writing the cdf of $Y$ and in terms of $F_{X}$ :
+
+$$
+\begin{array}{l} F _ {Y} (y) = \mathbb {P} (Y \leq y) \\ = \mathbb {P} \left(e ^ {3 X} \leq y\right), \text {then solve for } X \\ = \mathbb {P} (3 X \leq \ln y) \\ = \mathbb {P} \left(X \leq \frac {1}{3} \ln y\right) \\ = F _ {X} \left(\frac {1}{3} \ln y\right). \\ \end{array}
+$$
+
+\- Step2: Then use the relation $f_{Y}(y) = F_{Y}'(y)$ and take a derivative
+
+$$
+f _ {Y} (y) = F _ {Y} ^ {\prime} (y)
+$$
+
+$$
+= \frac {d}{d y} \left[ F _ {X} \left(\frac {1}{3} \ln y\right) \right], \text {use chain rule}
+$$
+
+$$
+= F _ {X} ^ {\prime} \left(\frac {1}{3} \ln y\right) \frac {1}{3 y}
+$$
+
+$$
+= f _ {X} \left(\frac {1}{3} \ln y\right) \frac {1}{3 y}, \text { since } F _ {X} ^ {\prime} = f _ {X}
+$$
+
+$$
+= \left\{ \begin{array}{l l} \frac {1}{1 0} \cdot \frac {1}{3 y} & 0 <   \frac {1}{3} \ln y <   1 0 \\ 0 & \text { otherwise } \end{array} \right.
+$$
+
+\- but since
+
+$$
+0 <   \frac {1}{3} \ln y <   1 0 \quad \Longleftrightarrow \quad 0 <   \ln y <   3 0
+$$
+
+$$
+\Longleftrightarrow e ^ {0} <   y <   e ^ {3 0}
+$$
+
+$$
+\Longleftrightarrow 1 <   y <   e ^ {3 0}.
+$$
+
+\- then
+
+$$
+f _ {Y} (y) = \left\{ \begin{array}{l l} \frac {1}{3 0 y} & 1 <   y <   e ^ {3 0} \\ 0 & \text {otherwise} \end{array} \right..
+$$
+
+\- Example3: Let $X \sim \text{Uniform}((0,1])$ and $Y = -\ln X$ . Find the pdf of $Y$ ? What distribution is it?
+
+\- Solution: Recall that
+
+$$
+f _ {X} (x) = \left\{ \begin{array}{l l} 1 & 0 <   x <   1 \\ 0 & \text { otherwise } \end{array} \right..
+$$
+
+\- Step1: First start with the cdf and write it terms of $F_{X}$
+
+$$
+F _ {Y} (x) = \mathbb {P} (Y \leq x)
+$$
+
+$$
+= \mathbb {P} (- \ln X \leq x)
+$$
+
+$$
+= \mathbb {P} (\ln X > - x)
+$$
+
+$$
+= \mathbb {P} (X > e ^ {- x})
+$$
+
+$$
+= 1 - \mathbb {P} (X \leq e ^ {- x})
+$$
+
+$$
+= 1 - F _ {X} \left(e ^ {- x}\right).
+$$
+
+\- Step2: Then take a derivative
+
+$$
+\begin{array}{l} f _ {Y} (x) = F _ {Y} ^ {\prime} (x) \\ = 1 - \frac {d}{d x} F _ {X} \left(e ^ {- x}\right) \\ = - F _ {X} ^ {\prime} \left(e ^ {- x}\right) \cdot \left(- e ^ {- x}\right) \\ = - f _ {X} \left(e ^ {- x}\right) \cdot \left(- e ^ {- x}\right) \\ = f _ {X} \left(e ^ {- x}\right) \cdot e ^ {- x} \\ = \left\{ \begin{array}{l l} 1 \cdot e ^ {- x} & 0 <   e ^ {- x} <   1 \\ 0 & \text { otherwise } \end{array} \right. \\ = \left\{ \begin{array}{l l} e ^ {- x} & - \infty <   - x <   0 \\ 0 & \text { otherwise } \end{array} \right. \\ = \left\{ \begin{array}{l l} e ^ {- x} & 0 <   x <   \infty \\ 0 & \text { otherwise } \end{array} \right. \\ \end{array}
+$$
+
+\- Thus $Y \sim$ exponential (1).
+
+\- Example4: Suppose $X$ is uniform on $\left(-\frac{\pi}{2}, \frac{\pi}{2}\right)$ and $Y = \tan X$ . Find the density of $Y$ and what known distribution is it?
+
+\- Solution:
+
+\- Step1: Find the cdf and write in terms of $F_{X}$
+
+$$
+\begin{array}{l} F _ {Y} (x) = \mathbb {P} (\tan X \leq x) \\ = \mathbb {P} (X \leq \tan^ {- 1} x) \\ = F _ {X} (\tan^ {- 1} x) \\ \end{array}
+$$
+
+\- Step2: Take a derivative and recall that since $\frac{1}{\frac{\pi}{2} + \frac{\pi}{2}} = \frac{1}{\pi}$ then
+
+$$
+f _ {X} (x) = \left\{ \begin{array}{l l} \frac {1}{\pi} & - \frac {\pi}{2} <   x <   \frac {\pi}{2} \\ 0 & \text { otherwise. } \end{array} \right.
+$$
+
+Thus
+
+$$
+\begin{array}{l} f _ {Y} (x) = F _ {Y} ^ {\prime} (x) \\ = \frac {d}{d x} F _ {X} (\tan^ {- 1} x) \\ = F _ {X} ^ {\prime} \left(\tan^ {- 1} x\right) \left(\tan^ {- 1} x\right) ^ {\prime} \\ = F _ {X} ^ {\prime} \left(\tan^ {- 1} x\right) \frac {1}{1 + x ^ {2}} \\ = \left\{ \begin{array}{l l} \frac {1}{\pi} \frac {1}{1 + x ^ {2}} & - \frac {\pi}{2} <   \tan^ {- 1} x <   \frac {\pi}{2} \\ 0 & \text { otherwise. } \end{array} \right. \\ = \left\{ \begin{array}{l l} \frac {1}{\pi} \frac {1}{1 + x ^ {2}} & - \infty <   x <   \infty \\ 0 & \text { otherwise. } \end{array} \right. \\ \end{array}
+$$
+
+\- Thus $Y$ is Cauchy(0).
+
+- Exercise: Show that if $Z \sim \mathcal{N}(0,1)$ then $Y = Z^2$ is a Gamma with parameter $\frac{1}{2}$ and $\frac{1}{2}$ .  
+- Example5:(Actuarial Exam type question) The time, $T$ , that a manufacturing system is out of operation has cumulative distribution function
+
+$$
+F (t) = \left\{ \begin{array}{l l} 1 - \left(\frac {2}{t}\right) ^ {2} & , t > 2 \\ 0 & \text { otherwise } \end{array} \right..
+$$
+
+The resulting cost to the company is $Y = T^2$ . Let $f_{Y}$ be the density function for $Y$ . Determine $f_{Y}(y)$ , for $y > 4$ .
+
+\- Answer:
+
+\- Step1: Find the cdf of $Y$ is and
+
+$$
+\begin{array}{l} F _ {Y} (y) = \mathbb {P} \left(T ^ {2} \leq y\right) \\ = \mathbb {P} (T \leq \sqrt {y}) \\ = F (\sqrt {y}) \\ = 1 - \frac {4}{y} \\ \end{array}
+$$
+
+for $y > 4$ .
+
+\- Step2: Take a derivative
+
+$$
+\begin{array}{l} f _ {Y} (y) = F _ {Y} ^ {\prime} (y) \\ = \frac {4}{y ^ {2}}. \\ \end{array}
+$$
+
+\- One thing to note, is that we’ve been using the following useful property:
+
+PROPOSITION 15. Suppose $g: \mathbb{R} \to \mathbb{R}$ is a strictly increasing function, then the inverse $g^{-1}$ exists and
+
+$$
+g (x) \leq y \text {   implies   } x \leq g ^ {- 1} (y).
+$$
+
+## CHAPTER 11
+
+# Multivariate distributions
+
+## 11.1. Joint distribution functions
+
+- We discuss the collection of random variables $(X_{1},\ldots ,X_{n})$ .  
+- Discrete:
+
+\- For random variables $X, Y$ we let $p(x, y)$ be the joint probability mass(discrete density) function
+
+$$
+p (x, y) = \mathbb {P} (X = x, Y = y).
+$$
+
+\* Properties of joint pmf:
+
+· 1) $0 \leq p \leq 1$  
+2) $\sum_{i}\sum_{j}p(x_{i},y_{j}) = 1$
+
+\- We also have the multivariate cdf: (★★) defined by
+
+$$
+F _ {X, Y} (x, y) = \mathbb {P} (X \leq x, Y \leq y).
+$$
+
+\- Example1: Experiment: Suppose you roll two 3-sided die.
+
+- Let $X$ be the largest value obtained on any of the two dice. Let $Y$ be the sum of the two dice. Find the joint pmf of $X$ and $Y$ .  
+- Solution: First need to find the values of $X = 1,2,3$ and $Y = 2,3,4,5,6$ .  
+- The table for possible outcomes and their associated values $(X,Y)$ :
+
+<table><tr><td>outcome</td><td>1</td><td>2</td><td>3</td></tr><tr><td>1</td><td> $(X = 1, Y = 2) = (1, 2)$ </td><td> $(2, 3)$ </td><td> $(3, 4)$ </td></tr><tr><td>2</td><td> $(2, 3)$ </td><td> $(2, 4)$ </td><td> $(3, 5)$ </td></tr><tr><td>3</td><td> $(3, 4)$ </td><td> $(3, 5)$ </td><td> $(3, 6)$ </td></tr></table>
+
+\- Using this table we have that the p.m.f. is given by:
+
+<table><tr><td>X\Y</td><td>2</td><td>3</td><td>4</td><td>5</td><td>6</td></tr><tr><td>1</td><td> $\mathbb{P}(X=1,Y=2)=\frac{1}{9}$ </td><td>0</td><td>0</td><td>0</td><td>0</td></tr><tr><td>2</td><td>0</td><td> $\frac{2}{9}$ </td><td> $\frac{1}{9}$ </td><td>0</td><td>0</td></tr><tr><td>3</td><td>0</td><td>0</td><td> $\frac{2}{9}$ </td><td> $\frac{2}{9}$ </td><td> $\frac{1}{9}$ </td></tr></table>
+
+\- Question: Find $\mathbb{P}(X = 2\mid Y = 4)$ ?  
+\* Answer: $\mathbb{P}(X = 2\mid Y = 4) = \frac{1 / 9}{3 / 9} = \frac{1}{3}.$
+
+\- Continuous
+
+\- For random variables $X, Y$ we let $f(x, y)$ be the joint probability density function, if
+
+$$
+\mathbb {P} (a \leq X \leq b, c \leq Y \leq d) = \int_ {a} ^ {b} \int_ {c} ^ {d} f (x, y) d y d x.
+$$
+
+which is equivalent to saying that for any set $D \subset \mathbb{R}^2$ then
+
+$$
+\mathbb {P} \left((X, Y) \in D\right) = \int \int_ {D} f (x, y) d A.
+$$
+
+\* Properties:
+
+· 1) $f(x, y) \geq 0$  
+· 2) $\int_{-\infty}^{\infty}\int_{-\infty}^{\infty}f(x,y)dxdy=1.$
+
+\- We also have the multivariate cdf: (★★) defined by
+
+$$
+F _ {X, Y} (x, y) = \mathbb {P} (X \leq x, Y \leq y).
+$$
+
+\* Note that $F_{X,Y}(a,b) = \int_{-\infty}^{a}\int_{-\infty}^{b}f(x,y)dydx$ .
+
+\- Thus note that
+
+$$
+f (x, y) = \frac {\partial^ {2} F (x , y)}{\partial x \partial y}.
+$$
+
+\- Marginal Density: If $f_{X,Y}$ is the joint density of $X, Y$ . We recover the marginal densities of $X, Y$ respectively by the following
+
+$$
+f _ {X} (x) = \int_ {- \infty} ^ {\infty} f _ {X, Y} (x, y) d y,
+$$
+
+$$
+f _ {Y} (y) = \int_ {- \infty} ^ {\infty} f _ {X, Y} (x, y) d x.
+$$
+
+• Example2: Let X, Y have joint pdf
+
+$$
+f (x, y) = \left\{ \begin{array}{l l} c e ^ {- x} e ^ {- 2 y} & , 0 <   x <   \infty , 0 <   y <   \infty \\ 0 & \text { otherwise } \end{array} \right..
+$$
+
+\- $\underline{\mathbf{Part}(\mathbf{a})}$ : Find $c$ that makes this a joint pdf:
+
+\* Sol: Step1: Draw region of Domain first!!!
+
+![](images/071c3f64aeb248121917c187cea61972b8ea8b96e39a431e53bfe0ab1633c1bf.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+Blank Cartesian coordinate grid with no plotted data or labels
+</details>
+
+\* Thus
+
+$$
+\begin{array}{l} 1 = \int_ {0} ^ {\infty} \int_ {0} ^ {\infty} c e ^ {- x} e ^ {- 2 y} d x d y = c \int_ {0} ^ {\infty} e ^ {- 2 y} \left[ - e ^ {- x} \right] _ {x = 0} ^ {x = \infty} d y \\ = c \int_ {0} ^ {\infty} e ^ {- 2 y} d y = c \left[ - \frac {1}{2} e ^ {- 2 y} \right] _ {0} ^ {\infty} = c \frac {1}{2}. \\ \end{array}
+$$
+
+Then c = 2.
+
+\- $\underline{\text{Part(b)}}$ : Find $\mathbb{P}(X < Y)$ .
+
+\* Sol: Need to draw the region (Recall Calc III!!) Let $D = \{(x,y) \mid 0 < x < y, 0 < y < \infty\}$
+
+![](images/aacef5faf74b558104e4f0faa7e4fb79374d3d04106ab6ba63e846f5eb6c3982.jpg)
+
+<details>
+<summary>area chart</summary>
+
+| x    | y    |
+| ---- | ---- |
+| 0.0  | 0.0  |
+| 0.2  | 0.2  |
+| 0.4  | 0.4  |
+| 0.6  | 0.6  |
+| 0.8  | 0.8  |
+| 1.0  | 1.0  |
+</details>
+
+- There are two ways to set up this integral:  
+- Method1: To set up $dA = dydx$ . We use the Top-Bottom Method:  
+- Where the region is bounded by
+
+Top Function: $y = \infty$
+
+Bottom Function $y = x$
+
+Range of Values $0 \leq x \leq \infty$
+
+\- Hence we use this information to set up
+
+$$
+\begin{array}{l} \mathbb {P} (X <   Y) = \int \int_ {D} f (x, y) d A \\ = \int_ {0} ^ {\infty} \int_ {x} ^ {\infty} 2 e ^ {- x} e ^ {- 2 y} d y d x \\ = \int_ {0} ^ {\infty} 2 e ^ {- x} \frac {1}{2} \left[ - e ^ {- 2 y} \right] _ {y = x} ^ {y = \infty} d x \\ = \int_ {0} ^ {\infty} e ^ {- x} e ^ {- 2 x} d x = \int_ {0} ^ {\infty} e ^ {- 3 x} x \\ = \frac {1}{3}. \\ \end{array}
+$$
+
+\- Method2: To set up $dA = dxdy$ . We use the Right-Left Method:
+
+\- Where the region is bounded by
+
+Right Function: $x = y$
+
+Left Functionx = 0
+
+Range of Values $0 \leq y \leq \infty$
+
+\- Hence we use this information to set up
+
+$$
+\begin{array}{l} \mathbb {P} (X <   Y) = \int \int_ {D} f (x, y) d A \\ = \int_ {0} ^ {\infty} \int_ {0} ^ {y} 2 e ^ {- x} e ^ {- 2 y} d x d y \\ = \quad \text { do   some   work } \\ = \frac {1}{3}, \\ \end{array}
+$$
+
+which matches the answer from before.
+
+\- $\underline{\mathbf{Part}(\mathbf{c})}$ : Set up $\mathbb{P}(X > 1, Y < 1)$
+
+![](images/b9bbef76d2bbbb33fea36f6544c0e7ff5ef26a71ca7a7984369a1b87a5af6582.jpg)
+
+<details>
+<summary>bar chart</summary>
+
+| X | Y |
+|---|---|
+| 1 | 1 |
+</details>
+
+\* The region is given by  
+\* Setting this up we have
+
+$$
+\mathbb {P} (X > 1, Y <   1) = \int_ {0} ^ {1} \int_ {1} ^ {\infty} 2 e ^ {- x} e ^ {- 2 y} d x d y.
+$$
+
+\- $\underline{\mathbf{Part}(\mathbf{d})}$ : Find the marginal $f_{X}(x)$ :
+
+\* Sol:  
+\* Then
+
+$$
+\begin{array}{l} f _ {X} (x) = \int_ {0} ^ {\infty} f (x, y) d y = \int_ {0} ^ {\infty} 2 e ^ {- x} e ^ {- 2 y} d y \\ = 2 e ^ {- x} \left[ \frac {- 1}{2} e ^ {- 2 y} \right] _ {0} ^ {\infty} = 2 e ^ {- x} \left[ 0 + \frac {1}{2} \right] \\ = e ^ {- x}. \\ \end{array}
+$$
+
+\- Part(e): Find $\mathbb{E}X$ We have
+
+$$
+\mathbb {E} X = \int_ {0} ^ {\infty} x e ^ {- x} d x = 1
+$$
+
+## 11.2. Independent Random Variables
+
+\- Discrete: We say discrete r.v. $X, Y$ are independent if
+
+$$
+\mathbb {P} (X = x, Y = y) = \mathbb {P} (X = x) \mathbb {P} (Y = y),
+$$
+
+for every $x, y$ in the range of $X$ and $Y$ .
+
+\- This is the same as saying that $X, Y$ are independent if the joint pmf splits into the marginal pmfs: $p_{X,Y}(x,y) = p_X(x) \cdot p_Y(y)$
+
+\- Continuous: We say continuous r.v. $X, Y$ are independent if
+
+$$
+\mathbb {P} (X \in A, Y \in B) = \mathbb {P} (X \in A) \mathbb {P} (Y \in B)
+$$
+
+for any set $A, B$
+
+\- This equivalent: $\mathbb{P}(X\leq a,Y\leq b) = \mathbb{P}(X\leq a)\mathbb{P}(Y\leq b)$ .
+
+\- Equivalent to $F_{X,Y}(x,y) = F_X(x)F_Y(y)$ .
+
+\- Random variables that are not independent, are said to be dependent.
+
+• How can we check independence?
+
+THEOREM 16. Continuous (discrete) r.v. $X, Y$ are independent if and only if their joint pdf (pmf) can be expressed as
+
+$$
+f _ {X, Y} (x, y) = f _ {X} (x) f _ {Y} (y). \text {(Continuous Case)},
+$$
+
+$$
+p _ {X, Y} (x, y) = p _ {X} (x) p _ {Y} (y) \text {(Discrete Case)}.
+$$
+
+PROOF. See textbook.
+
+![](images/a30768ec5d0cef10efe409d93934fd345af55ca29e0ff4aaaf38416b8964f267.jpg)
+
+\- Example1: Let $X, Y$ be r.v. with joint pdf
+
+$$
+f (x, y) = 6 e ^ {- 2 x} e ^ {- 3 y} 0 <   x <   \infty , 0 <   y <   \infty .
+$$
+
+Are $X, Y$ independent?
+
+\- Solution: Find the marginals $f_{X}$ and $f_{Y}$ and see if $f = f_{X}f_{Y}$ . First
+
+$$
+f _ {X} (x) = \int_ {0} ^ {\infty} 6 e ^ {- 2 x} e ^ {- 3 y} d y = 2 e ^ {- 2 x},
+$$
+
+$$
+f _ {Y} (y) = \int_ {0} ^ {\infty} 6 e ^ {- 2 x} e ^ {- 3 y} d x = 3 e ^ {- 2 y}.
+$$
+
+which are both exponential. Since $f = f_{X}f_{y}$ then yes they are independent!
+
+• Example2: Let X, Y have
+
+$$
+f _ {X, Y} (x, y) = x + y, 0 <   x <   1, 0 <   y <   1
+$$
+
+Are $X, Y$ independent?
+
+\- Solution: Note that there is no way to factor $x + y = f_X(x)f_Y(y)$ , hence they can't be independent.
+
+• Example3: Let X, Y have
+
+$$
+f _ {X, Y} (x, y) = 2, 0 <   x <   y <   1
+$$
+
+\- Are $X, Y$ independent?
+
+\- Solution:
+
+\* We cannot use the previous argument to claim $f_{X,Y}$ can't split, because for example, maybe hypothetically speaking $2 = 1 \cdot 1$ , so hypothetically it could split.  
+\* So we must find the marginal pdfs and then check if $f_{X,Y} = f_X \cdot f_Y$ .
+
+\* Important! But whenever the domain of $f$ is not a rectangle, you MUST draw the region of domain for $f_{X,Y}$ . And here the region is $D = \{(x,y) \mid 0 < x < y < 1\}$ . (Please try drawing this region on your own. If you struggle with this region, go to https://www.wolframalpha.com/ and type in $0 < x < y < 1$ )
+
+\* Note that $f_{X}(x) = \int_{x}^{1} 2dy = 2(1 - x)$ for $0 < x < 1$  
+\* Then $f_{Y}(y) = \int_{0}^{y} 2dx = 2y$ for $0 < y < 1$ .  
+\* But $f_{X,Y}(x,y) = 2 \neq f_X(x)f_Y(y) = 2(1 - x)2y!!$ Therefore $X,Y$ are NOT independent.
+
+\- Example4: Suppose $X, Y$ are independent uniformly distributed over (0, 1). Find $\mathbb{P}(Y < X)$ .
+
+\- Solution: Since $X, Y$ are independent then using the Theorem form this section we have
+
+$$
+f _ {X, Y} (x, y) = f _ {X} (x) f _ {Y} (y) = 1 \cdot 1,
+$$
+
+for $0 \leq x \leq 1$ and $0 \leq y \leq 1$ . Draw region ('What do you think probability will be by looking at the region?)
+
+![](images/93acb122105318bb84c87f86bfb3d45f21cba400a8bd06fcc38be8144657aaea.jpg)
+
+<details>
+<summary>area chart</summary>
+
+| x | y |
+|---|---|
+| 0 | 0 |
+| 0.2 | 0.2 |
+| 0.4 | 0.4 |
+| 0.6 | 0.6 |
+| 0.8 | 0.8 |
+| 1 | 1 |
+</details>
+
+\* and get
+
+$$
+\begin{array}{l} \mathbb {P} (Y <   X) = \int_ {0} ^ {1} \int_ {0} ^ {x} f (x, y) d y d x \\ = \int_ {0} ^ {1} \int_ {0} ^ {x} 1 d y d x = \int_ {0} ^ {1} x d x \\ = \frac {1}{2}. \\ \end{array}
+$$
+
+## 11.3. Sums of independent Random Variables( $\star$ )
+
+\- Fact: If $X, Y$ are independent, its not too hard to show that the cdf of $Z = X + Y$ is
+
+$$
+\begin{array}{l} F _ {X + Y} (a) = \mathbb {P} (X + Y \leq a) \\ = \int \int_ {\{x + y \leq a \}} f _ {X} (x) f _ {Y} (y) d x d y \\ = \int_ {- \infty} ^ {\infty} \int_ {- \infty} ^ {a - y} f _ {X} (x) f _ {Y} (y) d x d y \\ = \int_ {- \infty} ^ {\infty} \int_ {- \infty} ^ {a - y} f _ {X} (x) d x f _ {Y} (y) d y \\ = \int_ {- \infty} ^ {\infty} F _ {X} (a - y) f _ {Y} (y) d y. \\ \end{array}
+$$
+
+\- By differentiating we have that
+
+$$
+f _ {X + Y} (a) = \int_ {- \infty} ^ {\infty} f _ {X} (a - y) f _ {Y} (y) d y.
+$$
+
+• (★)Here are some interesting cases:
+
+\- Fact 1(Only thing I'll test you on): If $X_{i} \sim \mathcal{N}\left(\mu_{i}, \sigma_{i}^{2}\right)$ for $1 \leq i \leq n$ and are all independent then $Y = X_{1} + \dots + X_{n} \sim \mathcal{N}\left(\mu_{1} + \dots \mu_{n}, \sigma_{1}^{2} + \dots + \sigma_{n}^{2}\right)$ .
+
+- In particular if $X \sim \mathcal{N}\left(\mu_x, \sigma_x^2\right)$ and $Y \sim \mathcal{N}(\mu_y, \sigma_y^2)$ are independent then $X + Y \sim \mathcal{N}\left(\mu_x + \mu_y, \sigma_x^2 + \sigma_y^2\right)$ and $X - Y \sim \mathcal{N}\left(\mu_x - \mu_y, \sigma_x^2 + \sigma_y^2\right)$ .  
+- In general $aX \pm bY \sim \mathcal{N}\left(a\mu_x \pm b\mu_y, a^2\sigma_x^2 + b^2\sigma_y^2\right)$ .
+
+\- Example1: Suppose $T \sim \mathcal{N}(95,25)$ and $H \sim \mathcal{N}(65,36)$ represents the grades of Tyler and Habib. Assume their grades are independent.
+
+\- Part(a): What is the probability that their average grades will be less than 90?
+
+\- Solution: $T + H \sim \mathcal{N}(160, 61)$ . Thus
+
+$$
+\begin{array}{l} \mathbb {P} \left(\frac {T + H}{2} \leq 9 0\right) = \mathbb {P} (T + H \leq 1 8 0) \\ = \mathbb {P} \left(Z \leq \frac {1 8 0 - 1 6 0}{\sqrt {6 1}}\right) = \Phi \left(\frac {1 8 0 - 1 6 0}{\sqrt {6 1}}\right) \\ = \Phi (2. 5 6) = . 9 9 6 1 \\ \end{array}
+$$
+
+\- Part (b): What is the probability that Habib will have scored higher than Tyler?
+
+\- Solution: Using $H - T \sim \mathcal{N}(-30,61)$ we compute
+
+$$
+\begin{array}{l} \mathbb {P} (H > T) = \mathbb {P} (H - T > 0) \\ = 1 - \mathbb {P} (H - T <   0) \\ = 1 - \mathbb {P} \left(Z \leq \frac {0 - (- 3 0)}{\sqrt {6 1}}\right) \\ = 1 - \Phi (3. 8 4) = 1 - 1 = 0. \\ \end{array}
+$$
+
+\- Other facts.
+
+\- Fact 2: Let $Z \sim \mathcal{N}(0,1)$ then $Z^2 \sim \chi_1^2$ .
+    - If $Z_1, \ldots, Z_n$ are independent $\mathcal{N}(0,1)$ then $Y = Z_1^2 + \cdots + Z_n^2 \sim \chi_n^2$ .
+
+- Fact 3: If $X \sim \text{Poisson}(\lambda)$ and $Y \sim \text{Poisson}(\mu)$ , and they are independent, then $X + Y \sim \overline{\text{Poisson}}(\lambda + \mu)$ .  
+- List out stuff and then stop.
+
+## 11.4. Conditional Distributions- Discrete(★)
+
+\- The conditional pmf for a discrete R.V. is
+
+$$
+p _ {X \mid Y} (x \mid y) = \mathbb {P} (X = x \mid Y = y)
+$$
+
+$$
+= \frac {p (x , y)}{p _ {Y} (y)}.
+$$
+
+\- We also have the condition cdf: $F_{X|Y}(x \mid y) = \mathbb{P}(X \leq x \mid Y = u)$
+
+\- Fact:
+
+\- If $X, Y$ are independent then
+
+$$
+p _ {X | Y} (x \mid y) = p _ {X} (x)
+$$
+
+\- Example1: Suppose the joint pmf of $(X,Y)$ is
+
+<table><tr><td>x\y</td><td>0</td><td>1</td></tr><tr><td>0</td><td>.4</td><td>.2</td></tr><tr><td>1</td><td>.1</td><td>.3</td></tr></table>
+
+\- Compute some conditional pmf: Then the second column is
+
+$$
+p _ {X | Y} (0 \mid 1) = \frac {. 2}{. 5} = \frac {2}{5} \text { and } p _ {X | Y} (1 \mid 1) = \frac {. 3}{. 5} = \frac {3}{5}.
+$$
+
+\- Are they independent? Note that $p_X(0) = .4 + .2 = .6 \neq p_{X|Y}(0 \mid 1)$ , so no!
+
+## 11.5. Conditional Distributions- Continuous( $\star$ )
+
+\- Def: If $X, Y$ are continuous with joint pdf $f(x, y)$ then the conditional pdf of $X$ given $Y = y$ is defined as
+
+$$
+f _ {X \mid Y} (x \mid y) = \frac {f (x , y)}{f _ {Y} (y)}.
+$$
+
+\- defined only when $f_{Y}(y) > 0$ .
+
+\- Def: The conditional cdf of $X$ given $Y = y$ is
+
+$$
+\begin{array}{l} F _ {X \mid Y} (a \mid y) = \mathbb {P} (X \leq a \mid Y = y) \\ = \int_ {- \infty} ^ {a} f _ {X | Y} (x \mid y) d x. \\ \end{array}
+$$
+
+• Fact: If X, Y are independent then
+
+$$
+f _ {X \mid Y} (x \mid y) = f _ {X} (x).
+$$
+
+\- Example1: The joint pdf of $X, Y$ is given by
+
+$$
+f x (x, y) = \left\{ \begin{array}{l l} \frac {1 2}{5} x (2 - x - y) & 0 <   x <   1, 0 <   y <   1 \\ 0 & \text {otherwise} \end{array} \right..
+$$
+
+Compute the conditional pdf of X give that Y = y where 0 < y < 1.
+
+\- Solution: We have
+
+$$
+\begin{array}{l} f _ {X \mid Y} (x \mid y) = \frac {f (x , y)}{f _ {Y} (y)} = \frac {x (2 - x - y)}{\int_ {0} ^ {1} x (2 - x - y) d y} \\ = \frac {x (2 - x - y)}{\frac {2}{3} - \frac {y}{2}}. \\ \end{array}
+$$
+
+## 11.6. Joint PDF of functions
+
+## - Goal:
+
+- Recall that from section 5.7 we can find the pdf of a new random variable $Y = g(X)$ .  
+- Suppose we know the distributions of $X_{1}, X_{2}$ then what is the distribution of $g_{1}(X_{1}, X_{2})$ and $g_{2}(X_{1}, Y_{1})$  
+\* For example if we know $X_{1}, X_{2}$ what is the distribution of $Y_{1} = X_{1} + X_{2}$ and $Y_{2} = X_{1}^{2} - e^{X_{1}X_{2}}$ .
+
+\- Steps to finding the joint cdf of new R.V. made from old ones.:
+
+- Suppose $X_{1}, X_{2}$ are jointly distributed with pdf $f_{X_1, X_2}$ . Let $g_{2}(x_{1}, x_{2}), g_{2}(x_{2}, x_{2})$ be multivariable functions.  
+- Goal: Find the joint pdf of $Y_{1} = g_{1}(X_{1}, X_{2})$ and $Y_{2} = g_{1}(X_{2}, X_{2})$  
+- Step1: Find the Jacobian:
+
+$$
+J \left(x _ {1}, x _ {2}\right) = \left| \begin{array}{c} \nabla g _ {1} \\ \nabla g _ {2} \end{array} \right| = \left| \begin{array}{c c} \frac {\partial g _ {1}}{\partial x _ {1}} & \frac {\partial g _ {1}}{\partial x _ {2}} \\ \frac {\partial g _ {2}}{\partial x _ {1}} & \frac {\partial g _ {2}}{\partial x _ {2}} \end{array} \right| = \frac {\partial g _ {1}}{\partial x _ {1}} \frac {\partial g _ {2}}{\partial x _ {2}} - \frac {\partial g _ {1}}{\partial x _ {2}} \frac {\partial g _ {2}}{\partial x _ {1}} \neq 0.
+$$
+
+at all points $(x_{1},x_{2})$
+
+\- Step2: Find the unique solutions of equationf $y_{1} = g_{1}(x_{1}, x_{2})$ and $y_{2} = g_{2}(x_{1}, x_{2})$ in terms of
+
+$$
+x _ {1} = h _ {1} \left(y _ {1}, y _ {2}\right),
+$$
+
+$$
+x _ {2} = h _ {2} \left(y _ {1}, y _ {2}\right).
+$$
+
+\- Step3: The joint pdf of $Y_{1}, Y_{2}$ is
+
+$$
+\begin{array}{l} f _ {Y _ {1}, Y _ {2}} \left(y _ {1}, y _ {2}\right) = f _ {X _ {1}, X _ {2}} \left(x _ {1}, x _ {2}\right) | J \left(x _ {1}, x _ {2}\right) | ^ {- 1} \\ = f _ {X _ {1}, X _ {2}} \left(h _ {1} \left(y _ {1}, y _ {2}\right), h _ {2} \left(y _ {1}, y _ {2}\right)\right) | J \left(x _ {1}, x _ {2}\right) | ^ {- 1}. \\ \end{array}
+$$
+
+\- Example1: Suppose $X_{1}, X_{2}$ have joint distribution
+
+$$
+f _ {X _ {1}, X _ {2}} (x _ {1}, x _ {2}) = \left\{ \begin{array}{l l} 2 x _ {1} x _ {2} & 0 \leq x _ {1}, x _ {2} \leq 1 \\ 0 & \text { otherwise } \end{array} \right..
+$$
+
+Question: Find the joint pdf of $Y_{1} = X_{1} + X_{2}$ and $Y_{2} = X_{1} - X_{2}$ .
+
+\- Step1: Find the Jacobian: Note that
+
+$$
+y _ {1} = g _ {1} \left(x _ {1}, x _ {2}\right) = x _ {1} + x _ {2},
+$$
+
+$$
+y _ {2} = g _ {2} \left(x _ {1}, x _ {2}\right) = x _ {1} - x _ {2}.
+$$
+
+So
+
+$$
+J \left(x _ {1}, x _ {2}\right) = \left| \begin{array}{c c} 1 & 1 \\ 1 & - 1 \end{array} \right| = - 2.
+$$
+
+\- Step2: Solve for $x_{1}, x_{2}$ and get
+
+$$
+x _ {1} = \frac {1}{2} \left(y _ {1} + y _ {2}\right),
+$$
+
+$$
+x _ {2} = \frac {1}{2} (y _ {1} - y _ {2}).
+$$
+
+\- Step3: The joint pdf of $Y_{1}, Y_{2}$ is given by the formula:
+
+$$
+\begin{array}{l} f _ {Y _ {1}, Y _ {2}} \left(y _ {1}, y _ {2}\right) = f _ {X _ {1}, X _ {2}} \left(x _ {1}, x _ {2}\right) | J \left(x _ {1}, x _ {2}\right) | ^ {- 1} \\ = f _ {X _ {1}, X _ {2}} \left(\frac {1}{2} \left(y _ {1} + y _ {2}\right), \frac {1}{2} \left(y _ {1} - y _ {2}\right)\right) \frac {1}{| - 2 |} \\ = \left\{ \begin{array}{l l} \frac {1}{2} \left(y _ {1} + y _ {2}\right) \left(y _ {1} - y _ {2}\right) & 0 \leq \frac {1}{2} \left(y _ {1} + y _ {2}\right) \leq 1, \\ & 0 \leq \frac {1}{2} \left(y _ {1} - y _ {2}\right) \leq 1 \\ 0 & \text {otherwise} \end{array} \right. \\ \end{array}
+$$
+
+\- Example2: Suppose $X_{1} \sim \mathcal{N}(0,1)$ and $X_{2} \sim \mathcal{N}(0,4)$ and independent.
+
+\- Let $Y_{1} = 2X_{1} + X_{2}$ and $Y_{2} = X_{1} - 3X_{2}$ .
+
+\- Question: Find the joint pdf $f_{Y_1, Y_2}(y_1, y_2)$ of $Y_1$ and $Y_2$ .
+
+\- Step1: Find the Jacobian: Note that
+
+$$
+y _ {1} = g _ {1} \left(x _ {1}, x _ {2}\right) = 2 x _ {1} + x _ {2},
+$$
+
+$$
+y _ {2} = g _ {2} \left(x _ {1}, x _ {2}\right) = x _ {1} - 3 x _ {2}.
+$$
+
+So
+
+$$
+J \left(x _ {1}, x _ {2}\right) = \left| \begin{array}{c c} 2 & 1 \\ 1 & - 3 \end{array} \right| = - 7.
+$$
+
+\- Step2: Solve for $x_{1}, x_{2}$ and get
+
+$$
+x _ {1} = \frac {3}{7} y _ {1} + \frac {1}{y} y _ {2}
+$$
+
+$$
+x _ {2} = \frac {1}{7} y _ {1} - \frac {2}{7} y _ {2}
+$$
+
+\- Step3: The joint pdf of $Y_{1}, Y_{2}$ is given by the formula:
+
+$$
+\begin{array}{l} f _ {Y _ {1}, Y _ {2}} \left(y _ {1}, y _ {2}\right) = f _ {X _ {1}, X _ {2}} \left(x _ {1}, x _ {2}\right) \left| J \left(x _ {1}, x _ {2}\right) \right| ^ {- 1} \\ = f _ {X _ {1}, X _ {2}} \left(\frac {3}{7} y _ {1} + \frac {1}{y} y _ {2}, \frac {1}{7} y _ {1} - \frac {2}{7} y _ {2}\right) \frac {1}{7}. \\ \end{array}
+$$
+
+So we need to find the joint pdf of $X_{1}$ and $X_{2}$ .
+
+\* But since $X_{1} \sim \mathcal{N}(0,1)$ and $X_{2} \sim \mathcal{N}(0,4)$ and independent Then
+
+$$
+f _ {X _ {1}} (x _ {1}) = \frac {1}{\sqrt {2 \pi}} e ^ {- x ^ {2} / 2} \text { and } f _ {X _ {2}} (x _ {2}) = \frac {1}{\sqrt {2 \cdot 4 \pi}} e ^ {- x ^ {2} / (2 \cdot 4)}.
+$$
+
+Thus by impedance
+
+$$
+\begin{array}{l} f _ {X _ {1}, X _ {2}} (x _ {1}, x _ {2}) = f _ {X _ {1}} (x _ {1}) f _ {X _ {2}} (x _ {2}) \\ { = } { \frac { 1 } { \sqrt { 2 \pi } } e ^ { - x ^ { 2 } / 2 } \frac { 1 } { \sqrt { 2 \cdot 4 \pi } } e ^ { - x ^ { 2 } / ( 2 \cdot 4 ) } . } \\ \end{array}
+$$
+
+\* Thus we have
+
+$$
+f _ {Y _ {1}, Y _ {2}} \left(y _ {1}, y _ {2}\right) = \frac {1}{\sqrt {2 \pi}} e ^ {- \left(\frac {3}{7} y _ {1} + \frac {1}{y} y _ {2}\right) ^ {2} / 2} \frac {1}{\sqrt {8 \pi}} e ^ {- \left(\frac {1}{7} y _ {1} - \frac {2}{7} y _ {2}\right) ^ {2} / 8} \frac {1}{7}.
+$$
+
+• Example3(if time): Suppose $X_{1}, X_{2}$ have joint distribution
+
+$$
+f _ {X _ {1}, X _ {2}} (x _ {1}, x _ {2}) = \left\{ \begin{array}{l l} x _ {1} + \frac {3}{2} \left(x _ {2}\right) ^ {2} & 0 \leq x _ {1} \leq 1, 0 \leq x _ {2} \leq 1 \\ 0 & \text { otherwise } \end{array} \right..
+$$
+
+Question: Find the joint pdf of $Y_{1} = X_{1} + X_{2}$ and $Y_{2} = X_{1}^{2}$ .
+
+\- Step1: Find the Jacobian: Note that
+
+$$
+y _ {1} = g _ {1} \left(x _ {1}, x _ {2}\right) = x _ {1} + x _ {2},
+$$
+
+$$
+y _ {2} = g _ {2} \left(x _ {1}, x _ {2}\right) = x _ {1} ^ {2}.
+$$
+
+So
+
+$$
+J \left(x _ {1}, x _ {2}\right) = \left| \begin{array}{c c} 1 & 2 \\ 2 x _ {1} & 0 \end{array} \right| = - 4 x _ {2}
+$$
+
+\- Step2: Solve for $x_{1}, x_{2}$ and get
+
+$$
+x _ {1} = \sqrt {y _ {2}},
+$$
+
+$$
+x _ {2} = y _ {1} - \sqrt {y _ {2}}.
+$$
+
+\- Step3: The joint pdf of $Y_{1}, Y_{2}$ is given by the formula:
+
+$$
+\begin{array}{l} f _ {Y _ {1}, Y _ {2}} \left(y _ {1}, y _ {2}\right) = f _ {X _ {1}, X _ {2}} \left(x _ {1}, x _ {2}\right) \left| J \left(x _ {1}, x _ {2}\right) \right| ^ {- 1} \\ = f _ {X _ {1}, X _ {2}} \left(\sqrt {y _ {2}}, y _ {1} - \sqrt {y _ {2}}\right) \frac {1}{| 4 x _ {2} |} \\ = \left\{ \begin{array}{l l} \frac {1}{| 4 x _ {2} |} \left[ \sqrt {y _ {2}} + \frac {3}{2} \left(y _ {1} - \sqrt {y _ {2}}\right) ^ {2} \right] & 0 \leq \sqrt {y _ {2}} \leq 1, \\ & 0 \leq y _ {1} - \sqrt {y _ {2}} \leq 1 \\ 0 & \text {otherwise} \end{array} \right. \\ \end{array}
+$$
+
+## CHAPTER 12
+
+## Expectations
+
+## 12.1. Expectation of Sums of R.V.
+
+THEOREM 17. Let $g: \mathbb{R}^2 \to \mathbb{R}$ . If $X, Y$ have joint pmf $p(x, y)$ then
+
+$$
+\mathbb {E} \left[ g (X, Y) \right] = \sum_ {y} \sum_ {x} g (x, y) p (x, y).
+$$
+
+If $X, Y$ have joint pdf $f(x, y)$ then
+
+$$
+\mathbb {E} \left[ g (X, Y) \right] = \int_ {- \infty} ^ {\infty} \int_ {- \infty} ^ {\infty} g (x, y) f (x, y) d x d y.
+$$
+
+\- Example1: Suppose the joint p.m.f of $X$ and $Y$ is given by $\begin{array}{c|cc}X\setminus Y & 0 & 2\\ \hline 0 & .2 & .7\\ \hline 1 & 0 & .1 \end{array}$ . Find $\mathbb{E}[XY]$ .
+
+\- Solution: Using the formula we have with the function $g(x,y) = xy$ :
+
+$$
+\begin{array}{l} \mathbb {E} [ X Y ] = \sum_ {i, j} x _ {i} y _ {j} p (x _ {i}, y _ {j}) \\ = 0 \cdot 0 p (0, 0) + 1 \cdot 0 p (1, 0) + 0 \cdot 2 p (0, 2) + 1 \cdot 2 p (1, 2) \\ = 0 \cdot 0 \cdot . 2 + 1 \cdot 0 \cdot 0 + 0 \cdot 2 \cdot . 7 + 1 \cdot 2 \cdot . 1 \\ = . 2 \\ \end{array}
+$$
+
+\- Example2: Suppose $X, Y$ are independent exponential r.v. with parameter $\lambda = 1$ . Set up a double integral that represents
+
+$$
+\mathbb {E} \left[ X ^ {2} Y \right].
+$$
+
+\- Solution: Since $X, Y$ are independent then
+
+$$
+f _ {X, Y} (x, y) = e ^ {- 1 x} e ^ {- 1 y} = e ^ {- (x + y)}. \quad 0 <   x, y <   \infty .
+$$
+
+\- Then DRAW FIRST then
+
+$$
+\mathbb {E} \left[ X ^ {2} Y \right] = \int_ {0} ^ {\infty} \int_ {0} ^ {\infty} x ^ {2} y e ^ {- (x + y)} d y d x.
+$$
+
+• Example3: Suppose the joint pdf of X, Y is
+
+$$
+f (x, y) = \left\{ \begin{array}{l l} 1 0 x y ^ {2} & 0 <   x <   y, 0 <   y <   1 \\ 0 & \text { otherwise } \end{array} \right..
+$$
+
+Find $\mathbb{E}XY$ and $\operatorname{Var}(Y)$ .
+
+\- Solution:
+
+\- We First DRAW and then set up
+
+$$
+\begin{array}{l} \mathbb {E} X Y = \int_ {0} ^ {1} \int_ {0} ^ {y} x y (1 0 x y ^ {2}) d x d y = 1 0 \int_ {0} ^ {1} \int_ {0} ^ {y} x ^ {2} y ^ {3} d x d y \\ = \frac {1 0}{3} \int_ {0} ^ {1} y ^ {3} y ^ {3} d y = \frac {1 0}{3} \frac {1}{7} = \frac {1 0}{2 1}. \\ \end{array}
+$$
+
+\- First note that $\operatorname{Var}(Y) = \mathbb{E}Y^2 - (\mathbb{E}Y)^2$ .
+
+\- Then
+
+$$
+\begin{array}{l} \mathbb {E} Y ^ {2} = \int_ {0} ^ {1} \int_ {0} ^ {y} y ^ {2} (1 0 x y ^ {2}) d x d y = 1 0 \int_ {0} ^ {1} \int_ {0} ^ {y} y ^ {4} x d x d y \\ = 5 \int_ {0} ^ {1} y ^ {4} y ^ {2} d y = \frac {5}{7}. \\ \end{array}
+$$
+
+and
+
+$$
+\begin{array}{l} \mathbb {E} Y = \int_ {0} ^ {1} \int_ {0} ^ {y} y (1 0 x y ^ {2}) d x d y = 1 0 \int_ {0} ^ {1} \int_ {0} ^ {y} y ^ {3} x d x d y \\ = 5 \int_ {0} ^ {1} y ^ {3} y ^ {2} d y = \frac {5}{6}. \\ \end{array}
+$$
+
+So that $\operatorname{Var}(Y) = \frac{5}{7} - \left(\frac{5}{6}\right)^2 = \frac{5}{252}$ .
+
+THEOREM 18. (Properties of Expectation)
+
+(a) $\mathbb{E}[X + Y] = \mathbb{E}X + \mathbb{E}Y$  
+(b) If $X \leq Y$ then $\mathbb{E}X \leq \mathbb{E}Y$ .
+
+PROOF. Part (a) was proved for the discrete case. So we only need to show the continuous case:
+
+$$
+\begin{array}{l} \mathbb {E} \left[ X + Y \right] = \int \int (x + y) f (x, y) d y d x \\ = \int \int x f (x, y) d y d x + \int \int y f (x, y) d y d x \\ = \int x f _ {X} (x) d x + \int y f _ {Y} (y) d y \\ = \mathbb {E} X + \mathbb {E} Y. \\ \end{array}
+$$
+
+![](images/4b7f05d06fa0582aa56da7f71b704c3cc3f861ba3822814985957db373b01781.jpg)
+
+\- Example4: Let $X_{1}, \ldots, X_{n}$ be independent and identically distributed random (i.i.d.) random variables. Suppose $\mathbb{E}X_{i} = \mu$ . We call the quantity
+
+$$
+\bar {X} = \sum_ {i = 1} ^ {n} \frac {X _ {i}}{n}
+$$
+
+the sample mean. Compute $\mathbb{E}\left[\bar{X}\right]$ .
+
+\- Solution: We use the properties of expectation
+
+$$
+\begin{array}{l} \mathbb {E} \left[ \bar {X} \right] = \mathbb {E} \left[ \sum_ {i = 1} ^ {n} \frac {X _ {i}}{n} \right] \\ = \frac {1}{n} \mathbb {E} \left[ X _ {1} + \dots + X _ {n} \right] \\ = \frac {1}{n} \left(\mathbb {E} \left[ X _ {1} \right] + \dots + \mathbb {E} \left[ X _ {n} \right]\right) \\ = \frac {1}{n} (\mu + \dots + \mu) = \frac {n \mu}{n} \\ = \mu . \\ \end{array}
+$$
+
+\- In statistics, the sample mean is used to estimate the actual mean of a distribution.
+
+THEOREM 19. If $X, Y$ are independent then
+
+$$
+\mathbb {E} [ X Y ] = (\mathbb {E} X) (\mathbb {E} Y).
+$$
+
+PROOF. In the continuosuc case we have
+
+$$
+\begin{array}{l} \mathbb {E} \left[ X Y \right] = \int \int x y f _ {X, Y} (x, y) d y d x \\ = \int \int x y f _ {X} (x) f _ {Y} (y) d y d x \\ = \left(\int x f _ {X} (x) d x\right) \left(\int y f _ {Y} (y) d y\right) \\ = \left(\mathbb {E} X\right) (\mathbb {E} Y). \\ \end{array}
+$$
+
+The discrete case is the same, except replace integrals with summations.
+
+\- In general, the following is true:
+
+THEOREM 20. If $X, Y$ are independent and $g, h: \mathbb{R} \to \mathbb{R}$ then
+
+$$
+\mathbb {E} \left[ g (X) h (Y) \right] = \mathbb {E} \left[ g (X) \right] \mathbb {E} \left[ h (Y) \right].
+$$
+
+## 12.2. Covariance and Correlations.
+
+- Note that $\mathbb{E}X$ and $\operatorname{Var}X$ give information about a single random variable.  
+- What statistic can give us information about how $X$ effects $Y$ , or vice versa?
+
+DEFINITION. The covariance between $X$ and $Y$ , is defined by
+
+$$
+\operatorname{Cov} (X, Y) = \mathbb {E} \left[ \left(X - \mu_ {X}\right) \left(Y - \mu_ {Y}\right) \right].
+$$
+
+• After some algebra one can show that
+
+$$
+\operatorname{Cov} (X, Y) = \mathbb {E} [ X Y ] - \mathbb {E} X \mathbb {E} Y.
+$$
+
+\- The covariance between two random variables give us information about relationship between the random variables.
+
+- Covariance is a measure of how much two random variables change together.  
+- If the greater values of one variable mainly correspond with the greater values of the other variable, and the same holds for the lesser values, i.e., the variables tend to show similar behavior, the covariance is positive.  
+\* Thus covariance measures if there is a linear relationship between $X$ and $Y$ .  
+- The sign of the covariance therefore shows the tendency in the linear relationship between the variables.  
+- For example, the following plots shows a positive linear relationship between $X$ and $Y$ :
+
+![](images/64908a431074cbe7cf4daf03811bccb1153513c8a97bfecd51f33c0910385b5e.jpg)
+
+<details>
+<summary>scatterplot</summary>
+
+| x    | y    |
+| ---- | ---- |
+| -20  | 3    |
+| -15  | 4    |
+| -10  | 5    |
+| -5   | 6    |
+| 0    | 7    |
+| 5    | 8    |
+| 10   | 9    |
+| 15   | 10   |
+| 20   | 11   |
+| 25   | 12   |
+| 30   | 13   |
+| 35   | 14   |
+| 40   | 15   |
+| 45   | 16   |
+| 50   | 17   |
+| 55   | 18   |
+| 60   | 19   |
+</details>
+
+In this case $\operatorname{Cov}(X,Y) > 0$ .
+
+\- Note: If $X, Y$ are independent then $\operatorname{Cov}(X, Y) = 0$ . (This is not true in the other direction. Meaning $\operatorname{Cov}(X, Y) = 0$ does not imply that $X, Y$ are independent!)
+- So $\operatorname{Cov}(X, Y) = 0$ means they are uncorrelated.
+
+\- Properties:
+
+- (i) $\operatorname{Cov}(X,Y) = \operatorname{Cov}(Y,X)$  
+- (ii) $\operatorname{Cov}(X, X) = \operatorname{Var}(X)$  
+- (iii) $\operatorname{Cov}(aX,Y) = a\operatorname{Cov}(X,Y)$  
+- (iv) $\operatorname{Cov}\left(\sum_{i} X_{i}, \sum_{j} Y_{j}\right) = \sum_{i} \sum_{j} \operatorname{Cov}(X_{i}, Y_{j})$ .
+
+THEOREM 21. (★) Formula for Sum of Variation:
+
+$$
+\operatorname{Var} (X + Y) = \operatorname{Var} (X) + \operatorname{Var} (Y) + 2 \operatorname{Cov} (X, Y).
+$$
+
+Gives us a formula for variation of $X_{1},\ldots ,X_{n}$ :
+
+$$
+\operatorname{Var} \left(\sum_ {i = 1} ^ {n} X _ {i}\right) = \sum_ {i = 1} ^ {n} \operatorname{Var} \left(X _ {i}\right) + 2 \sum \sum_ {i <   j} \operatorname{Cov} \left(X _ {i}, X _ {j}\right).
+$$
+
+• Fact: Note that if X, Y are independent then
+
+$$
+\operatorname{Var} (X + Y) = \operatorname{Var} (X) + \operatorname{Var} (Y).
+$$
+
+\- Finally we have the following: Its standardized way to know how correlated two random variables are:
+
+DEFINITION. The correlation coefficient of two random variables $X$ and $Y$ , denoted by $\rho(X, Y)$ is defined by
+
+$$
+\rho (X, Y) = \frac {\operatorname{Cov} (X , Y)}{\sqrt {\operatorname{Var} (X) \operatorname{Var} (Y)}}.
+$$
+
+\- Fact:
+
+$-(1) - 1 \leq \rho(X, Y) \leq 1$  
+- (2) If $\rho(X,Y)=1$ then $Y=a+bX$ where $b=\frac{\sigma_y}{\sigma_x}>0$ (Straight positive sloped line)  
+- (3) If $\rho(X,Y) = -1$ then $Y = a + bX$ where $b = -\frac{\sigma_y}{\sigma_x} < 0$ (Straight negatively sloped line)  
+- (4) This $\rho$ is a measure of linearity between $Y$ and $X$ .
+
+\* $\rho > 0$ positive linearity: Meaning that if you were to draw a line of best fit, then it must be a positive sloped line
+
+\- The closer $\rho$ gets to 1, the more $(X,Y)$ seems to be in a positive sloped straight line
+
+\* $\rho < 0$ negative linearity: Meaning that if you were to draw a line of best fit, then it must be a negative sloped line
+
+\- The closer $\rho$ gets to $-1$ , the more $(X,Y)$ seems to be in a negative sloped straight line
+
+\- (5) If $\rho(X,Y)=0$ , then $X$ and $Y$ are uncorrelated.
+
+\- Warning:
+
+$-\rho (X,Y)$ does not pick up any other relationship, such as quadratic, or cubic
+
+\- $\rho(X, Y)$ is not the slope of the line of best fit. It is simply tell us if it's positive, or negative relationship, and the strength of relationship.
+
+\- Example1: Suppose $X, Y$ are random variables whose joint pdf is given by
+
+$$
+f (x, y) = \left\{ \begin{array}{l l} \frac {1}{y} & 0 <   y <   1, 0 <   x <   y \\ 0 & \text { otherwise } \end{array} \right..
+$$
+
+- Part (a): Find the covariance of $X$ and $Y$ .  
+- Part (b) Compute $\operatorname{Var}(X)$ and $\operatorname{Var}(Y)$ .  
+- $\underline{\text{Part (c)}}$ Calculate $\rho(X,Y)$ .  
+- Solution:  
+- $\underline{\text{Part (a):}}$ Find the covariance of $X$ and $Y$ .
+
+\- Recall that $\operatorname{Cov}(X,Y) = \mathbb{E}XY - \mathbb{E}X\mathbb{E}Y$ . So
+
+$$
+\mathbb {E} X Y = \int_ {0} ^ {1} \int_ {0} ^ {y} x y \frac {1}{y} d x d y = \int_ {0} ^ {1} \frac {y ^ {2}}{2} d y = \frac {1}{6}
+$$
+
+$$
+\mathbb {E} X = \int_ {0} ^ {1} \int_ {0} ^ {y} x \frac {1}{y} d x d y = \int_ {0} ^ {1} \frac {y}{2} d y = \frac {1}{4}.
+$$
+
+$$
+\mathbb {E} Y = \int_ {0} ^ {1} \int_ {0} ^ {y} y \frac {1}{y} d x d y = \int_ {0} ^ {1} y d y = \frac {1}{2}.
+$$
+
+Thus
+
+$$
+\operatorname{Cov} (X, Y) = \mathbb {E} X Y - \mathbb {E} X \mathbb {E} Y
+$$
+
+$$
+= \frac {1}{6} - \frac {1}{4} \frac {1}{2}
+$$
+
+$$
+= \frac {1}{2 4}.
+$$
+
+\- Part (b): Compute $\operatorname{Var}(X)$ and $\operatorname{Var}(Y)$ .
+
+\- We have that
+
+$$
+\mathbb {E} X ^ {2} = \int_ {0} ^ {1} \int_ {0} ^ {y} x ^ {2} \frac {1}{y} d x d y = \int_ {0} ^ {1} \frac {y ^ {2}}{3} d y = \frac {1}{9}.
+$$
+
+$$
+\mathbb {E} Y ^ {2} = \int_ {0} ^ {1} \int_ {0} ^ {y} y ^ {2} \frac {1}{y} d x d y = \int_ {0} ^ {1} y ^ {2} d y = \frac {1}{3}.
+$$
+
+\- Thus recall that
+
+$$
+\operatorname{Var} (X) = \mathbb {E} X ^ {2} - (\mathbb {E} X) ^ {2}
+$$
+
+$$
+= \frac {1}{9} - \left(\frac {1}{4}\right) ^ {2} = \frac {7}{1 4 4}
+$$
+
+Also
+
+$$
+\operatorname{Var} (Y) = \mathbb {E} Y ^ {2} - (\mathbb {E} Y) ^ {2}
+$$
+
+$$
+= \frac {1}{3} - \left(\frac {1}{2}\right) ^ {2} = \frac {1}{1 2}.
+$$
+
+\- Part (c): Calculate $\rho(X,Y)$ .
+
+\- We now use
+
+$$
+\rho (X, Y) = \frac {\operatorname{Cov} (X , Y)}{\sqrt {\operatorname{Var} (X) \operatorname{Var} (Y)}}
+$$
+
+$$
+= \frac {\frac {1}{2 4}}{\sqrt {\left(\frac {7}{1 4 4}\right) \left(\frac {1}{1 2}\right)}} \approx . 6 5 4 7.
+$$
+
+## CHAPTER 13
+
+## Moment generating functions
+
+## 13.1. Moment Generating Functions
+
+\- For each random variable $X$ , we can define its moment generating function $m_X(t)$ by
+
+$$
+\begin{array}{l} {m _ {X} (t)} = {\mathbb {E} \left[ e ^ {t X} \right]} \\ = \left\{ \begin{array}{l l} \sum_ {x _ {i}} e ^ {t x _ {i}} p (x _ {i}) & , \text {if X is discrete} \\ \int_ {- \infty} ^ {\infty} e ^ {t x} f (x) d s & , \text {if X is continuous} \end{array} \right.. \\ \end{array}
+$$
+
+\- $m_X(t)$ is called the moment generating function (m.g.f.) because we can find all the moments of $X$ by differentiating $m(t)$ and then evaluating at $t = 0$ .
+
+\- Note that
+
+$$
+\begin{array}{l} {m ^ {\prime} (t)} = {\frac {d}{d t} \mathbb {E} \left[ e ^ {t X} \right]} \\ = \mathbb {E} \left[ \frac {d}{d t} e ^ {t X} \right] \\ = \mathbb {E} \left[ X e ^ {t X} \right]. \\ \end{array}
+$$
+
+Now evaluate at t = 0 and get
+
+$$
+m ^ {\prime} (0) = \mathbb {E} \left[ X e ^ {0 \cdot X} \right] = \mathbb {E} [ X ].
+$$
+
+\- Similarly,
+
+$$
+\begin{array}{l} {m ^ {\prime \prime} (t)} = {\frac {d}{d t} \mathbb {E} \left[ X e ^ {t X} \right]} \\ = \mathbb {E} \left[ X ^ {2} e ^ {t X} \right] \\ \end{array}
+$$
+
+so that
+
+$$
+m ^ {\prime \prime} (0) = \mathbb {E} \left[ X ^ {2} e ^ {0} \right] = \mathbb {E} \left[ X ^ {2} \right].
+$$
+
+THEOREM 22. For all $n \geq 0$ we have
+
+$$
+\mathbb {E} \left[ X ^ {n} \right] = m ^ {(n)} (0).
+$$
+
+• Examples of Moment generating Functions  
+- Bernoulli: Recall that $p(1) = p$ and $p(0) = 1 - p$ . Thus
+
+$$
+\begin{array}{l} m _ {X} (t) = \mathbb {E} e ^ {t X} = e ^ {t \cdot 0} p (0) + e ^ {t \cdot 1} p (1) \\ = p e ^ {t} + (1 - p). \\ \end{array}
+$$
+
+\- Binomial: Recall that $X \sim \text{Bin}(n, p)$ if $X = \sum_{i=0}^{n} Y_i$ where $Y_i \sim \text{Bern}(p)$ thus
+
+$$
+\begin{array}{l} m _ {X} (t) = \mathbb {E} e ^ {t X} = \mathbb {E} e ^ {t X \sum_ {i = 0} ^ {n} Y _ {i}} \\ = \mathbb {E} \left[ \left(e ^ {t Y _ {1}}\right) \dots \left(e ^ {t Y _ {n}}\right) \right] \\ = \mathbb {E} \left[ e ^ {t Y _ {1}} \right] \dots \mathbb {E} \left[ e ^ {t Y _ {n}} \right], \text {by independence} \\ = \left(p e ^ {t} + (1 - p)\right) ^ {n} \\ \end{array}
+$$
+
+\- Poisson: If $X \sim \text{Poisson}(\lambda)$ then
+
+$$
+\begin{array}{l} m _ {X} (t) = \mathbb {E} e ^ {t X} = \sum_ {n = 0} ^ {\infty} e ^ {t n} e ^ {- \lambda} \frac {\lambda^ {n}}{n !} \\ = e ^ {- \lambda} \sum_ {n = 0} ^ {\infty} e ^ {t n} \frac {\lambda^ {n}}{n !} \\ = e ^ {- \lambda} \sum_ {n = 0} ^ {\infty} \frac {(e ^ {t} \lambda) ^ {n}}{n !} \\ \end{array}
+$$
+
+now recall from Calculus 2 that $e^x = \sum_{n=0}^{\infty} \frac{x^n}{n!}$ so that
+
+$$
+\begin{array}{l} m _ {X} (t) = e ^ {- \lambda} \sum_ {n = 0} ^ {\infty} \frac {x ^ {n}}{n !}, \text { with } x = e ^ {t} \lambda \\ = e ^ {- \lambda} e ^ {e ^ {t} \lambda} \\ = e ^ {e ^ {t} \lambda - \lambda} \\ = \exp (\lambda (e ^ {t} - 1)) \\ \end{array}
+$$
+
+\- Exponential: If $X \sim \exp(\lambda)$ then
+
+$$
+\begin{array}{l} m _ {X} (t) = \mathbb {E} e ^ {t X} \\ = \int_ {0} ^ {\infty} e ^ {t x} \lambda e ^ {- \lambda x} d x \\ = \frac {\lambda}{\lambda - t}, \\ \end{array}
+$$
+
+which is valued whenever $t > \lambda$ .
+
+\- Standard Normal: If $X \sim \mathcal{N}(0,1)$ then
+
+$$
+\begin{array}{l} m _ {X} (t) = \mathbb {E} e ^ {t X} = \frac {1}{\sqrt {2 \pi}} \int_ {- \infty} ^ {\infty} e ^ {t x} e ^ {- x ^ {2} / 2} \\ = e ^ {t ^ {2} / 2}. \\ \end{array}
+$$
+
+\- Normal: If $X \sim \mathcal{N}(\mu, \sigma^2)$ then $X = \mu + \sigma Z$ so that
+
+$$
+\begin{array}{l} m _ {X} (t) = \mathbb {E} e ^ {t X} \\ = \mathbb {E} e ^ {t \mu} e ^ {t \sigma Z} = e ^ {t \mu} \mathbb {E} e ^ {(t \sigma) Z} \\ = e ^ {t \mu} m _ {X} (t \sigma) = e ^ {t \mu} e ^ {(t \sigma) ^ {2} / 2} \\ = \exp \left(t \mu + \frac {t ^ {2} \sigma^ {2}}{2}\right). \\ \end{array}
+$$
+
+\- Property: Suppose $X, Y$ are independent then what is that m.g.f. of $X + Y$ ?
+
+\- Let's try to figure out:
+
+$$
+\begin{array}{l} m _ {X + Y} (t) = \mathbb {E} e ^ {t (X + Y)} = \mathbb {E} \left(e ^ {t X} e ^ {t Y}\right) \\ = \mathbb {E} \left(e ^ {t X}\right) \mathbb {E} \left(e ^ {t Y}\right), \text {   by   independence } \\ = m _ {X} (t) m _ {Y} (t). \\ \end{array}
+$$
+
+\- Thus we know that
+
+$$
+m _ {X + Y} (t) = m _ {X} (t) m _ {Y} (t).
+$$
+
+\- Note: Also note that of $f_{X}(x)$ is the pdf of a r.v. then it's m.g.f is
+
+$$
+\mathbb {E} e ^ {t X} = \int e ^ {t x} f _ {X} (x) d x.
+$$
+
+This is similar to the $\underline{\text{laplace transform}}$ of $f_X(x)$ . $[\mathcal{L}[f](s) = \int e^{-sx} f_X(x) dx]$ .
+
+\- Recall that there is one to one correspondence of laplace transforms. That completely determines a function.
+
+THEOREM 23. If $m_X(t) = m_Y(t) < \infty$ for all $t$ in an interval, then $X$ and $Y$ have the same distribution. That is, m.g.f's completely determines the distribution.
+
+\- Example1: Suppose that m.g.f of $X$ is given by $m(t) = e^{3(e^t - 1)}$ . Find $\mathbb{P}(X = 0)$ .
+
+\- Solution: (We want to work backwards). Match this m.g.f to a known m.g.f in our table. Looks like
+
+$$
+m (t) = e ^ {3 \left(e ^ {t} - 1\right)} = e ^ {\lambda \left(e ^ {t} - 1\right)} \quad \text { where } \lambda = 3.
+$$
+
+Thus $X\sim \text{Poisson}(3)$ . Thus
+
+$$
+\mathbb {P} (X = 0) = e ^ {- \lambda} \frac {\lambda^ {0}}{0 !} = e ^ {- 3}.
+$$
+
+\- Summary:
+
+(1) $m(t) = \mathbb{E}e^{tX}$ . We have a table of mgf of distributions:  
+(2) The m.g.f helps us find moments: $\mathbb{E}[X^n] = m^{(n)}(0)$  
+(3) If $X, Y$ are independent then $m_{X + Y}(t) = m_X(t)m_Y(t)$ .  
+(4) The m.g.f. helps us determine the distribution of random variables. If $m_X(t) = m_Y(t)$ then $X$ and $Y$ have the same distribution.
+
+\- Recall we had a section on sums of independent random variables.
+
+\- Example2: Recall $X \sim \mathcal{N}\left(\mu_x, \sigma_x^2\right)$ and $Y \sim \mathcal{N}(\mu_y, \sigma_y^2)$ , independent. Then what is
+
+$$
+X + Y \sim \mathcal {N} (\mathrm{?},?)
+$$
+
+\- Sol: Note that
+
+$$
+\begin{array}{l} m _ {X + Y} (t) = m _ {X} (t) m _ {Y} (t) \\ = \exp \left(t \mu_ {x} + \frac {t ^ {2} \sigma_ {x} ^ {2}}{2}\right) \exp \left(t \mu_ {y} + \frac {t ^ {2} \sigma_ {y} ^ {2}}{2}\right) \\ = \exp \left(t \left(\mu_ {x} + \mu_ {y}\right) + \frac {t ^ {2} \left(\sigma_ {x} ^ {2} + \sigma_ {y} ^ {2}\right)}{2}\right). \\ \end{array}
+$$
+
+So then you look at our table and check which distribution has this mg.f. with $\mu = \mu_x + \mu_y$ and $\sigma^2 = \sigma_x^2 +\sigma_y^2$ . so that $X + Y\sim \mathcal{N}\left(\mu_x + \mu_y,\sigma_x^2 +\sigma_y^2\right)$
+
+\- Example3: Suppose $X \sim \text{bin}(n, p)$ and $Y \sim \text{bin}(m, p)$ , independent, then what is the distribution of $X + Y$ ?
+
+\- Solution: We use
+
+$$
+\begin{array}{l} {m _ {X + Y} (t)} = {m _ {X} (t) m _ {Y} (t)} \\ = \left(p e ^ {t} + (1 - p)\right) ^ {n} \left(p e ^ {t} + (1 - p)\right) ^ {m} \\ = \left(p e ^ {t} + (1 - p)\right) ^ {n + m}. \\ \end{array}
+$$
+
+Look at the table and see what distribution has this m.g.f. Thus
+
+$$
+X + Y \sim b i n (n + m, p).
+$$
+
+\- Example4: Suppose $X$ is a discrete random variable and has the m.g.f.
+
+$$
+m _ {X} (t) = \frac {1}{7} e ^ {2 t} + \frac {3}{7} e ^ {3 t} + \frac {2}{7} e ^ {5 t} + \frac {1}{7} e ^ {8 t}.
+$$
+
+Question: What is the p.m.f of $X$ ? Find $\mathbb{E}X$ .
+
+\- Solution(a): This doesn't match any of the known mg.f.s. Thus we can read off from the mgf that since
+
+$$
+\frac {1}{7} e ^ {2 t} + \frac {3}{7} e ^ {3 t} + \frac {2}{7} e ^ {5 t} + \frac {1}{7} e ^ {8 t} = \sum_ {i = 1} ^ {4} e ^ {t x _ {i}} p (x _ {i})
+$$
+
+then $p(2) = \frac{1}{7}, p(3) = \frac{3}{7}, p(5) = \frac{2}{7}$ and $p(8) = \frac{1}{7}$ .
+
+\- Solution(b): First
+
+$$
+m ^ {\prime} (t) = \frac {2}{7} e ^ {2 t} + \frac {9}{7} e ^ {3 t} + \frac {1 0}{7} e ^ {5 t} + \frac {8}{7} e ^ {8 t},
+$$
+
+so that
+
+$$
+\mathbb {E} [ X ] = m ^ {\prime} (0) = \frac {2}{7} + \frac {9}{7} + \frac {1 0}{7} + \frac {8}{7} = \frac {2 9}{7}.
+$$
+
+• Example5: Suppose X has m.g.f
+
+$$
+m _ {X} (t) = (1 - 2 t) ^ {- \frac {1}{2}} \text {   for   } t <   \frac {1}{2}.
+$$
+
+Find the first and second moments of $X$ .
+
+\- Solution: We have
+
+$$
+m _ {X} ^ {\prime} (t) = - \frac {1}{2} (1 - 2 t) ^ {- \frac {3}{2}} (- 2) = (1 - 2 t) ^ {- \frac {3}{2}},
+$$
+
+$$
+m _ {X} ^ {\prime \prime} (t) = - \frac {3}{2} (1 - 2 t) ^ {- \frac {5}{2}} (- 2) = 3 (1 - 2 t) ^ {- \frac {5}{2}}.
+$$
+
+So that
+
+$$
+\begin{array}{l} \mathbb {E} X = m _ {X} ^ {\prime} (0) = (1 - 2 \cdot 0) ^ {- \frac {3}{2}} = 1, \\ \mathbb {E} X ^ {2} = m _ {X} ^ {\prime \prime} (0) = 3 (1 - 2 \cdot 0) ^ {- \frac {5}{2}} = 3. \\ \end{array}
+$$
+
+## CHAPTER 14
+
+## Limit Laws
+
+## 14.1. The Central Limit Theorem
+
+\- The CLT is one of the most remarkable theorems in Probability.
+
+\- It helps us understand why the empirical frequencies of so many natural populations exhibit bell-shaped (normal) curves.
+
+\- Recall that $i.i.d.$ means independent and identically distributed random variables.
+
+THEOREM 24. (CLT) Let $X_{1}, X_{2}, X_{3} \ldots$ be i.i.d. each with mean $\mu$ and variance $\sigma^{2}$ . Then the distribution of
+
+$$
+\frac {X _ {1} + \cdots + X _ {n} - n \mu}{\sigma \sqrt {n}}
+$$
+
+tends to the standard normal $Z$ as $n\to \infty$ . That is,
+
+$$
+\mathbb {P} \left(\frac {X _ {1} + \cdots + X _ {n} - n \mu}{\sigma \sqrt {n}} \leq b\right) \approx \mathbb {P} (Z \leq b) = \Phi (b).
+$$
+
+when $n$ is large.
+
+\- The CLT helps us approximate the probability of anything involving $X_{1} + \cdots + X_{n}$ where $X_{i}$ are independent and identically distributed.
+
+\- When approximating discrete distributions: USE the $\pm .5$ continuity correction:
+
+\- Example1: If 10 fair dice are rolled, find the approximate probability that the sum obtained is between 30 and 40, inclusive.
+
+\- Solution: Let $X_{i}$ denote the value of the ith die. Recall that
+
+$$
+\mathbb {E} \left(X _ {i}\right) = \frac {7}{2} \operatorname{Var} (X _ {i}) = \frac {3 5}{1 2}.
+$$
+
+Take
+
+$$
+X = X _ {1} + \dots + X _ {n}
+$$
+
+to be their sum.
+
+\- Using the CLT we need
+
+$$
+n \mu = 1 0 \cdot \frac {7}{2} = 3 5
+$$
+
+$$
+\sigma \sqrt {n} = \sqrt {\frac {3 5 0}{1 2}}
+$$
+
+thus using the continuity correction, then
+
+$$
+\mathbb {P} (2 9. 5 \leq X \leq 4 0. 5) = \mathbb {P} \left(\frac {2 9 . 5 - 3 5}{\sqrt {\frac {3 5 0}{1 2}}} \leq \frac {X - 3 5}{\sqrt {\frac {3 5 0}{1 2}}} \leq \frac {4 0 . 5 - 3 5}{\sqrt {\frac {3 5 0}{1 2}}}\right)
+$$
+
+$$
+\approx \mathbb {P} (- 1. 0 1 8 4 \leq Z \leq 1. 0 1 8 4)
+$$
+
+$$
+= \Phi (1. 0 1 8 4) - \Phi (- 1. 0 1 8 4)
+$$
+
+$$
+= 2 \Phi (1. 0 1 8 4) - 1 = . 6 9 2.
+$$
+
+\- Example2: An instructor has 1000 exams that will be graded in sequence.
+
+- The times required to grade exam exam are i.i.d. with $\mu = 20$ minutes and SD $\sigma = 4$ minutes.  
+- Approximate prob that the instructor will grade at least 25 exams in the first 450 minutes of work.  
+- Solution:  
+- Let $X_{i}$ be the time it takes to grade exam $i$ . Then
+
+$$
+X = X _ {1} + \dots + X _ {2 5}
+$$
+
+is the time it takes to grade the first 25 exams. We want $\mathbb{P}(X\leq 450)$ .
+
+\- Use CLT,
+
+$$
+n \mu = 2 5 \cdot 2 0 = 5 0 0
+$$
+
+$$
+\sigma \sqrt {n} = 4 \sqrt {2 5} = 2 0.
+$$
+
+\- Thus
+
+$$
+\begin{array}{l} \mathbb {P} (X \leq 4 5 0) = \mathbb {P} \left(\frac {X - 5 0 0}{2 0} \leq \frac {4 5 0 - 5 0 0}{2 0}\right) \\ \approx \mathbb {P} (Z \leq - 2. 5) \\ = 1 - \Phi (2. 5) \\ = . 0 0 6. \\ \end{array}
+$$
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/images/image-1-_- Events_.jpg b/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/images/image-1-_- Events_.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..8e83d4f8cfcd2d0c5d4ff77dffc37be45a176375
GIT binary patch
literal 5062
zcmd6qc|4R~`^V4N#@bMdd@<QaNVfReCdp2+mc62~d`os^8BvPJR*{_{J1v%wktItJ
zlQsLk8$^b|+|QKf`91Y~|M~r%zkcU_UH2dNeeQEz@9W&>bFKsRLt}tdS5rq5z+eEt
zC>MYRfjXe4ql44Y(!=3!1_pXYW_A{4CMM>i2M;0GdAN|gJY3w|#{^G^9OD-k;O0ij
zi;AC=l9iQ3iu|dfAgz2tMppXAATS0724*H^P8JqUX+CZ~>Hl+s-UBvz@CbBM!}tLe
z8;qI_1~mdCB~Dt{&j$Y4U{usJv~+NK21X`IhcZ?`1*4{>qM@dxrJ<qp4xqdTG;Fj7
z`J~k74jEmB^SiN2-;K$j7dZ2(?yxa_RZ!-NdoTmz5f09yTtdPkDAD7xa;M}K{!~;y
ztD&i-t)pvVYG!`nqJ^cs!_{lo9i5y#JiWYqd~e?gxpzPG!Naid*tjQ8pT#FUPt3$-
zWxvSD&C7rNrnIcQ;%#MBeM94irskH`k6*gFdwTo&zYdH~OioSD%+Ad(tbJSG_`XTp
z+9v(rf&uD%EXsW!>_52JC|p!DG}JWkA6zghABs`4(a`cq(H&GXf?sw!#4ml9p8ZTr
z#;ZC80U6`f!&lt#j7J1z$A#8@p#3EK-+=}HS7iSK_HV8Mz)TIJOdd5GKm+2$nTW)w
zWhv_5$@QF8qS&V;*+@2JWS&dkfU*yf&DOS>@Fefjn-=gn08mHiel(7kize|VZ6?&>
z(2A;E9K_~XYnzn^%A!|~q|EpRN|xH`#%R&4M{BospzC2BU&_$qRI9anu=L%*T_@Xs
z2KDqEeY;U)3exG(&g6PAhRiC-1c6R2M0;&h)Yj>Dk`OrUh&}}YE=kq#jLv`;k}FZ4
zqe?&Qt!?+AAwbV@9|ChM@R`v`t=(g`91uvCMJ8b)Inr)*&h3YzHE@NzwY!)GfqP8#
z5ZIs#S$AE-{_5vZ$6H6w{Q$7bQW*b0uMP;*(~e_E)N0!mTlnAHXv_}DDk6RcfZwN{
zg}}d=9Dj3@xlZ8Xf&UC(ZlBWw0;_j@?Z`o$fj7vqm|wiyCbAp|`RU$spRy7Hza`+8
z%sIZ>34NgUThbx$D?joVC;y+aOf?~Ze=w`zi-=rG$G@}jyPm^WUSaeH{iJ=6?g>A<
zUSdFV#s+hm`@2EI#{^eqr+Jp-K5wjTrQh4}x*Lz&#3X4VBF8;8N_64~7i7lJ+efA#
z@bdl&`AMt6E{4zZcyUUe&93^Z?vk-5R%%z}qv@D$RZB-8H^W2X2(;epM*39YsPugk
zJ=&vb5kyJ^me@k)-l`KRLd!$BF~wl0&PQsDIW?KMeBsDhOx41udg7;ejb}G3Rt8P0
zAz*HdI@M%+P;104UI~}gNsFL$zMxnh<%aQckK2xSe>jY2eaX#&8}eE)=Q!W%+C4O1
zULM@GjvTNFX;aapW9R)!+A*!-4XWaODx6wTA#YS&y^<_Eb}=?^;cj>0m(p@QC50PU
z!7Obyoy8!j)2#Cqi@5{0N31mXU+M7M$39lze^+HyP${u;V!X1qh?i(8<y5i0aImb<
z8R@v~Q?7paFS^qQ++sf5`76=<h9qA_b?R3_N^(1=af>1RrW!IqF3e@j%6Gi0sQA0y
z&Y+4yfz_bFbpB1ds`gjxuXv|A;U=6{Bh|}i09AjJfnxae6kfL(;Q)C?5WsG9n)Vmt
zWmyv=Yf&;nyaEBdiw5#w?UY|F1iU5pj+7ePtIQZyT6Y9NV9F|vT+dNUG7<9p67X@x
z9}WTjp|nlb8VG!Oj*4&o#-aWqGh8&tNaK93oSzNioZqK%B{lkoSP6mDaBQV4%z0vl
zNzW&B#vzpb=yh)ZBN%wtt;RZA;>E^`l-erh_pp8m<7k592&Nbivr0RQzi)S$tR0U`
zCzOAwYdin=0|amsU071;GX-Xh=|BN^ryscFYjqyCT^7Z*aB#Npl)<JWIZd)XswuS=
zu`AhYBdiokAWAE@VU7q_S)$%@5Bj55Gj^(kO10joC$x|b^C$T8ZYIxjZ5B9aX-_2&
zX+glhHEx^DMupw_fawC6uXDTC^Lw{=^T@ldCo5_TcwTJ?_@H%1yUO%<Z1Fb>PuRb`
zUnR|(+UTv?RMZ#dJJ{$J#d;3M>Rnc8fFHFzGiaZ@fr6iD*xAz%5q$bpIySsoMcri0
zEc@wbzxa5Pad%5gX(@P0^hO^?xH~7jTr)3Pw{yNVe==?R@|8>-_^X&uG~fAMl^$6G
zEp@T1K_;DvV>W}8ZQ--k^5z}aR%`;4Ho1JdXW&5_7J)A70lBr_?`mS|AP_`gBAKSG
z2Knl7Qj{#PVR71HyH87l<7gWaHi!4fsUausMW!r0gzv(IFuLmY6Ez|;Z@Mq_j3d7_
zeLriQmK83w9ln6d9J}lkDEg+hYKOMX#AzS_DVNeY&^%1PZS9vQS8YKme{{KMARv_l
zI|fIMjZdoPH$(?~xMJz-Gx7)SfnJ}m{3(-@dMf%62Mx8Sm;S(4A&Y>Qr;!F=r<kvN
zW63t}3Iv89K|rI3-Cq|1F$4(g_1A7#;&md3&sC>ARH-QsZyN5<+d^Po|7n*FQSA9D
za`%xtrvD5P0=f>FcE}c+1Bv0N7t}(}6!>muduikKWTf7oSB$eR4{;TFSax_#Wy8TL
zNHd-?)F*|G-7<llHpM%LBJ_v*WqR#O4MuV0+YuGM=x>AsarD^P`@05SjQJ09(~sxA
zr%q=FrT+|<-N>wrY0k4<afUQqUgvs9cX^K8p%YHKCjTM!YZH#QOGxy#dlKQANgM0N
z<lc)pmDet9{9$}yS0c}3MgUQR;ifzvkNlDA%kr;}UPO+=2_<7EMSEs@^E$*lwVv9R
zD8GvldW^lD;rw!e<g@Fq-q4)PFiChoy2C}H*6b<r8s_gac^%Mceax%FXaSJ{53y6}
zb6PF1IAuBAdsiTEV&0(Vr3f|(hh1z4^eX1c>A%)*S@lh(FE=xMQK|liTo%~%TP}FZ
zSlHITv1-e<;k>0`ks0)7)B#%?C(=C}SNDw5^}EW0N)MEW)RNu(Uaum?{Q3;7XCwZ~
zzHv&zvK`a4k*C_lz+-WGyKC-K%=hN(n-(@7F!r=lELEbD7ObRTnbU{x8tkyK(O)IR
z=y!P$mKkx_dD^yxAZt{jm-zf3kS%?|KxC-+`g_bbiB<?)W*XfSjScgsYy*nUsLTZJ
zreJibveg8OStV;rq9@Jf#XgV81p;Ozaendns!03zb`JWE-{NylQk)oKiq^CHBqJ&_
z=%<YZN{n*)iyTSK3dyz3GI%_vdJP%fJZba&w&90uogP_wnQwPx6NoUa@3~2(Rx<g^
zbe|7|qe{fr>Qipq889z-v5>3nqLk&XMPwM5ByZar<PQXWPPv7ie~!+!=E-_~%m1}L
z$&vLV{hu@r#yvbo?A<ah>YvjaY--#yHCy<Oa6n~-gCC}O{-asYu?SYbKAExL8>NfO
zJRR-XBcE<kN`q8~?HCA5KE|#Vr&gvQiMC2>;_8G}p2966s>P73fTE_TDvG)eCxmGs
zV#rH&Bne0C#D(1`9|#aAl9<^Wu7CX<rNaAtSrjM!O|}nik<ZL|b{lD&{4<TpAIB4W
zh?r4R8TlaNV8vFSfpznPsD5Rm2?^1+2x({5kYPcaq9`mj(5tKS{l758KB`J;Y8Is%
zL_H~7n;p83{!(N64gwR?Ve$2wq~KtK`(L!1@qbL&lfuIaK42B|R~^3%pfcaRX=W_S
z<*D+b%<hXDyZP;G7Uem4P9#g_vgvNOOBf%e1TrIw_2H?QTNh%rI`0SykE(TzE3=nJ
z8t#2NzQ><y#)t*XFg@FhrThQdxI7fKR{Z@Ybm07`qRSn)-oG%D^;O2FY2tzu6KDJn
zB^9XXSzP{{gAs4R%qLDLKwzyKzLtI<m9h>HbX!j$ATSJpomZH-vdpM3yKgF^5UA!L
zKe7~+N?rfk&sgR3Hzj(aH@VG}(PgB;{(jou_*_ihJWj}#zg&1=o%~i?s|_=J2{CJ<
zeJn_=MTJFrVnnRqw#00tL#P>Qu7U4K1glHJ>T-9L5OJ5E6cN!RCy`_QCj{*1$=pQG
zxd2VXFDiN1#I$Ryr?j9(aoR`C<Ivg3uc60>*<tI(gF_b$Ra0(50BP>d>3|+-*4))Z
zOd6JGZl#S|I1EnMDDtn@CrMsWYkPGdLd61Ol(_CYrDJa)aH*x?*yHcB<~gmB0v}8C
zVr|t6UTs-mlOVumy%;M=5H}rs?|1Z%m6#3gK;cRzE3tMv;}G4h3trQ8JN*-agyki)
z2}O<5=gM(Nyo6`9T;qA+;pT!0Z`G-(-nY(}8%dX)Tt2sRp)#uvtWy46kQp9IAdJ+1
zu`0-m<>WW+5J;w_t^rqk>&X{o?{_T??x9VhEv@c$-$csn9d>uIH+=obpsT1boilty
zE>i0yXECOsm&k?76A4?HaJ(0jP`V|^>6k7e^l+&oC?JTcD)HwUTXp?)9#Ox~aoo`r
z>Aw{%VlVzyeV)akqpNu2eiWE5mF-=x%Re|FRIQ^o7^MimH(?s1sixi!0sWbZMFHb4
z1UVV^*jCPa_4xO&OJ)hIdiF)Y!4Zc_9bJ0HE5O9kxKMkohMINQ!GRe9Or*SBvEsr4
z8!qA1DK5=CZjOi1;>Mx+1!MLKa!+I>T+cutnl3&56gE3Fv++J}80r(Ekqa#37F+wa
zSnMW_MCLgaD>x~as3PkoJCNs(ciYOXc4NhgEK1(Au#+_(!D=)vw@ym3oMpIivw1ZE
zIc<h`EPj*0K)BhsM{r4^=%M~j^|H}6{*t0QjD{`RrQw~&_}h&RR&5-IiI;eKyI0QH
zY}}{OHqJQ&@lI;b+{~vBT(cZRDaZ2bg-2Xx&Nbk(j?q%;ijeO`H6ofX@e-=-IfLS;
zb29?Zya{d1&s1lgWM&n%K4I_4@)$*U@(AeRX-Cq$<B1#><vBtMPLjDX^vL1e#h1l?
z=U20&M{wC$L#^4)lH}JH!B_b`PxXd?J3BpYg<Fqw>KD2AaQECcYfvj_^RSl<s}kpi
zL!XvvnP_;#_^vcO_Wp#~v{1_KHef>31r?xI<F`C+Vk*R?AYjwC>-e%gUo1JkIgm$l
zkY%kp?zQFFb;=u@TJE`56DoGoUp(!WwhVV`oO4_P%!LHgw%9Di=?FRbUmbfTZ)0vn
zpH99SCAbNEL^>}B<jRe_x~f`TIH-b)yb?MwYT)tU?Qv;dJ41)>Q@y<@<J!k?26`rM
z<4n5y2!^-l`fL14xh4BbYOL1ilH3ZMGCv>XKkLMny$<7hdQr+&#V!2OsRj$bBK>|n
zm+2OX#_1ShzQd%GO46>F?Q73=emxc4ZzKx=7WZ77zF4^&Q>xqW<J+qBWqE)iGymnT
zDpP0DlF0nAC`gX!a|1b0FyqJZN=Z>nY1ssW*<cUIcU>U|CveG{`wYAwQ;y)M9n;a#
zJzC(1w-|L!+Mz6S?0!!e)@=Ian}iuFZEjNOr5@KZgFVXm-e@zgwwA;QQdLgX3nVNR
zMMn`Du_Uu-zzJZ>77+N4AvCV<JB-@@`aE6a;gtOmRD0wp<(%4S4u@dTP@ypHJJKO$
z5P0pm{FU5M)=?5$J8ty*r?hk9;cO2x&+>++n=JlD6C~?cxbk~=_{=xBeFs|q#H7{?
k|GbZi+>bFG!STCfWNZa5i$uCUe|%2h=ebDaZ3p!A9|{ZBL;wH)

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/images/image-10-PROPOSITIO.jpg b/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/images/image-10-PROPOSITIO.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..d293d5bf73625e88ec1cd3fddacc01c296889e11
GIT binary patch
literal 853
zcmex=<NpH&0WUXCHwH#V1_nkTWcYuZ!I^=Bjg6g+m4ls~os*M;i${c)hnt&6Qb?Fz
zL{>^(PF6}rMnOeST|r4lSw=>~TvNxu(8R<<Uft5x!pKI?*u)5A2qPyaCl5D|1TU|I
zk)n*E5y{~H0R}-123ZDqW=16jCP7AKLB{__803NOWMu>c1}I=;VrF4wW9Q)H;sz?%
zD!{<R$jr>d!pzFb!U9xX3zTPI5o8roG<0MW4oqZMDikqloVbuf*=gfJ(V&YTRE(2~
znmD<{#3dx9RMpfqG__1j&CD$<t(;w4-P}Dqy@EqR!@?sXqmoln)6z3Cvx-Yf%gQS%
ztD0L{+uA!iyCzMZGIiSY88c@sTD)ZGvgIpQuG+MD%hqk%ckJAC=<t!F$Bv&kdFs;T
zD_5^wzj5={!$*&wJbm{3#miS8KYjl4_1pI!KYxMz#mK-6@fMJTcnr;7f<S*Uv9K_+
zu!H=?$W#u*%z`YeiiT`Lj)Clng~CckjT|CQ6Blkg$f;}`^g%SK=pvVxipfLOk07ss
zeMX$en#l4Q++zrT-D2QjW&}navmk>#!}niCwprZwe|*^SpJAQvpWZ?{!4LMW`Zn^5
z@7(#3?>Vb7=TW7~q_dK9yLu*hJh{MLJ@K_`@%#_#_elR|a9Y><pP?b}KSQhI1L+K%
zFVU~FGlC?PuDrWs@i<^rm#PH=UsHpXHPG;#5W`a{)c?8Ua{t?t_@ChdYwl@@Y3jY3
zw_aI!eBrvJ^9QG!i51+uRk1(5>mG~XaS5>&t;PnUg!9iGWJ8PNxc)Ots9XM@Au)UZ
zU#ZOchvHZ2UzB`g|NA-pKf{Tyix*~W%&@ACI$m5@5|=*r*$(Z!cW)O9Zw)E6ZCJqn
G|0V#svOv55

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/images/image-11-Step Function Graph.jpg b/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/images/image-11-Step Function Graph.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..a005f2424497c4293a8766453358895513d1ad9d
GIT binary patch
literal 59546
zcmd>nd0b5U|L|#(YzgTK%~gn8HxyZ_$xV&2Or>O>OK7oV$<lhVTp=}-?3$>wskkJP
z=He1Udx#n-+MD)iwlmNB%*;76;ro4l&+~fzd)$}hHs^dk@BRJxytk3OmwZNsJK8(g
zBPuEgq5}URl8=ZjGH}2E%>fz%H8nN0v<40uGHU3M!Gnj488K3O)OdZ0!Fc^~<9?m^
zyYa7vzZs1iH^pM=Z!>0^o10UN=UL62W%;|A`7C@96)i2TA%lnfGIZ!KvnGt2Fzf&L
zm*gKrXP`=-`fxQBLqt_aMNLOV@-IRGI5kwHzYzH^6;(BLjRBeiwFV7_2eO7Esw!$~
zs_JSQ8tUrsbTE95sOxBqm@sqUfRWA{H4S%<nsw;RwSh)|+<vU<Qrte#Y}1~@T7yRG
z{W3;>(q!W)Q%%fg&#{<0Z@%p!JA2w<2genzZY$katzP4?dCOK$FK?f{e*5+xIOrd6
z<mg|=!j7Lf85Mmt=G^%U7cX6pPe{Cxl$?_K_no_0_p<Ll$a(Vg-)GPBU%Y%(Qd(AC
z@$UVH%9<~=bzi^LH#9bNbar+3^z!=n0vs<DL`{Yk{3%21JG^uNFI9DQHFZrKFBR1T
z@LNqsU1P$`0V5VVYi`^<(s0(HfusI7bM5wHEh96RcHK>TiU*CJXkIg^14m7Y+5Zf&
z!~a*9k%%eqszipUsQ~lTbPy`S6HK`tsuQz*(EMX7fBE&);c3<%p9-d5ee!8d<LKc_
zFMgc3^2JTFcj`kbB1WkU{WpF1A93T~9ARBc@?B80yG!lTF;Q!z(P8x9T#BvDdEV`i
zw&h`2$eNpC`X9wT>}kTaj<?yJd%ub^swRE7;yL!v^Ih`;20i#DK}zRQO)NPAPvfsP
z!y9|g-5b5ld&@SB^t*QF=KgugaLP-|DWCU7uT0IIB}x}Quomv;rO2NicIM=wmieK}
z=K7^}EfJoe9x$%5dX(~IgJxTuC|PyQ#!Zu5TU=RRG4ohou~~Fy@@sbER9K;QKW~)E
zrjyJ!66D675LbV8_gng_&{-Rc?*=cO{k1wGY00k6x!(HaV=iwytu@ipa^(vZ8wAlr
z1{IbhN)Q_f;%+SX5QvuAr{zi4jng=D@~`~;sw}r}=Z}g%v4Rv3j##04;>^2S&x|ii
zkfn8^RP*z^5}->}vg$KkitJ~}U1;MKRt)mn_6;-gQ<BOLP7=Su+UTzm<UgO&G&kw!
zV@v0PA#9_3!(%I5=BXRpz1Lf``eVZABAWVCp2rE*RNm)d8nagWGkJT0B?#TaMUK<N
zn?t9qdyv<$m7VB#`ndVGql;b*`^M3K@M-UnmsUtR+XB1zlJ7pg=EKa6vCoY?I(r|n
z8xK2aZd)3I6E-#a4FUJOuM&h74Xc-atPK6l*_oe<rbTzg%PEK?GB1t1?SjTwr(Hx#
z^x(0lA3wRuh#sdk_4u>!`o6WJ<V^T-{u{m!fVt6T^wg-Ci$8=pJIJLV(jVQ$c^I9P
zh^)FEFT>wJM&f}Y9#$;09#Ci;5?DVsP4_Ci@o$%Stpv%>P7=BukVB#}Y1U*@{o746
zAG#Db*Ii45z>=$0Q&gYLe4k=NJ#h;)B6nLI;>A8-%<1km|4|%9&FoseKtq!+LH@E%
zJAsyr1(+Xy{8UC@wP1zErVb;6#DzC59>gW$tMg-1fhGDdx-GK0Ol4DA;eu!Twv9M+
z&vVQ6o?l!Jic)0&xlMbCmUeTiUSe57v~*6~P<<1s6jEn72@uy!&$>R`rl)o+dChtl
z&5bRW^B`Ge^QJTB#@kt^6`HoK<?RV^BR)`d^q4uquy>wZV(dFH0k!HSC+i0yYD9z|
zE8J?xa;rHX267twFpxlJAlEZ+o9|4-_;rMTx91?#cIC7MZs*17A#L=YqF&IGaQ7gY
zhK^XFHgcNrpK+MK1Q{eJ@-|a}Er@K+qepL$RSA}=-ZCO3c!#VIKA0ciq*lABBh4T|
zZF%y9^E@5=$pwKcM6&e;8;u$q*`i^c_Qq5TbW_kvYWIK99lN~~j#aF7RekZ-v4CAu
zWso^-D8LTw6+WPrTljj|jQr=@+Jkl5x164te?P?}J%Qb@3&&;K$I2UWy_z<2#P!}^
zOPd}p5%x)t1ID%=8%edfVgKy0@f{t$J|RT~o!M=5!q$(~p}(yFHY^x+&EW=LYB%Cz
z8QuOe%ag2{?_)C4l+py&N508ak8i2_P3WBxL_gSlmIO&Kg=NCB?-Lemgj?X)um@Qq
z?mK;~3fXXFrW#+aHmPftvO7#E57C~e{SstHvYP!xBi)ZcC{iO6YhYK-_@7u3liRcA
z_pV#fl(R(G2+!=SCPhfqar5>Kvpvd6WcDHcFyj*d)Yu4$82QXmMYQY)UrvMgbBs%-
zRWEsBtB4=OXkcr-|IXiQ|3r@2ghzh9o=rV5d()kpU>cW|p$CiwJ*{BtN-|{R2_3z1
z>d0G7Dwd^9xj=>Zm%!u3Rt2F)Tkl%_%mI^Qja%qx@I*~(8z}7e7Sd$qCVtC%u#k!0
z=u*)BA~YFU{Y%1@FlTydSAp;xNOlbQK~&laj&RY(&)bKG6$aJo64X0=9y5*rS*d*w
z)b%PF5b^z9zb)M`$)hZ?OpvM0z7M;VmJs%M+U=DxGeS@8Ea<WWXeCI}ZIYp28>Mn_
zCH=mqH^tdz*!7cB5csW{#jOg*a!^}3rFoM;Kaw{$>`;V=^-tLm@pgu-%}8gvQ7Yr8
z``8@cdKcGS;tB~8%)aViGvu;(5vz^$b@_OWIlet3&>S>ouHPsmYm5Y8o|PcG*%wkw
z%p?e9Dprfmv>Ab~vcv&C(-v+s#ZLJ=biK>!YnLGR{+1vO&(rRzjH?<c?hrLOM(#X;
z^<n!aA-ei#Ms$0MiMa$>Z(Ji=VH~AtWkT|23F4A9389&;k{}%HSVHpGW{OaP6qTJt
z+{e~%_){<t=#Y03WYMJkZqNG;V2;#NY)+O0Db}(XA4A(MK@5Q70I-AeCp15o4OrNW
z*nd5;%t_r7vvwCh6+LrsX7%wIJnb%B0Aw5^fX<U3aVaKq^SW7F39`^;gzH`jl8h!g
zI2U5qu(K+YMmgJzVt<>9Hh+{LThp?ZU>;%EBX+OPLmLg6rr@Z+H3ncG*$6N05jU`9
zPz#Guws<JwU^mK1-2<~;D}F3`<KWEf<NNY7yJk;9G!to>qQHFYGv+p-(fKie-628l
zQ)3VZ*Gy`y1X(UYGBPE|^~#L$X@y`aO4-e6K+St`gYP=qAvC?!RL<;4^1l!oRd6oF
zWS#^m%W|;Mu$LgswIUzK2nq5ozpqIBEdGLa70Ua_FN*<g17U&PP8!qKVwN=V{xAt*
zKYe}bnrzWQrl3_DJGBPzvS)Vy8QV+&RPvwZDwB+YOS=;jd~-t1BJa^M8rFch3N}-l
zj3kI3Y7&glEUM_dcla)xeN+wuHc@d-67Z>mqT=a2ogt%CCM^UPY@kQ&dC5ML(lnUc
z*Zu(TTqcS@rYDK~7fO(I@A$6eLlyrnQyD8kGMNpWl7wWAI0&`JVsNH?FR}>m3g<j}
zA7?!IPh|0YXPZVl#2&5vihiQLc8$R$I7Wi(k{~kyIFM7mCR5O8j2$cApW;pJ)TZ>5
z(8WWORa<EmizG-8a26L`nSg@Ko^Qw8CfT!^6GhY*p!ENQ`x?_s`>-;0a}IFtZd#UO
z0Y=R-6|}Jh(@k0tnY^MoK8}&Km{lE+5#-$U2SEkGfeh+As~|)*=OrdVx<P*XbKZs0
zInGzmOA+X#Wi3Wu>}EH=M;q)ze=i0F9nY3Zs_d_`D&yE8rXcs%Kx{%p43K+Upa%#m
z@mphU`_kRWuAs+-pS`q<FY9rcw(ni4#qZh8N!{ih*gey0ahltsu|SHj&iQXTzXj!<
zadEcMt#O!>&1G_SKCMXjU@YpT@?Ko0<Z!szT`5ykb6*;tG3GL>tilp4CtjfB!G}r9
zu<LXly)$Xp;m|SiWt`7Ow@ww-^2Xlk(cKhJ?dW8+S#*s;e%x$KrHezac2AOc`=c;X
zx6ecQ`)=PEpADO%wP3mYjm<8^8dBb(^P@tI<Ul4DPwYw%ceIKOZ@PM8IrJx?L!;0_
z50HS9bHK1!F~yxGj(~xdaTFVeJB9e^lp|utva>21T%%`VePXa44L-|=HzyI6OU2+N
zwf?pQ$+O#CJ)Q<<yNFtyZ&$ck^=jC`N&B<Dw_^K=r)l#Ydi|+EA&o6oCeM^i8!~oc
zz5r~55^&4QoHX`C1z$shLTXy9>>T8@0F6?JyL#Y62@;!+@pZ>JOm2jA!R&PdiNm=L
zxHOR@cHNs0Ya7znjWwj{j*}owlt!BY1W03vB_@qhxe6#{Q!7|~z1@`Rw1>neYZc~E
zr$r_quDd42{sAlEyB!h#5j+JU=>FBg!VZ`t*1QILu>+(c8K<_H)%6~%lwkxx%BYh_
z#t8ad3oi51_^=cO^(h^loHp%mK90z#gbQFjKnk7zi3*OTaws_qv>k5+xb6ZcfVOFW
zRiNOK>tM}E3h9<0=^;-s|17WX4eSCrCZpuy;(FFe<6zX%mjGvB`^jhmxZ|LNd|a#>
zjiWgIg@Pqs;(AuWb^Au+s}wF1tpW7Wo(|0XC&CPxGXo@q8vIaujbe+CX80NBZ9?3T
zRyRtE5id#XX9cpphLrUz-@Xn?PbEeCOV)mcG?z~l+JZQiw^%J(mHZB~W{96*TNNU0
z?=XkOF<@2cPRH$e+`x?vmd8PwLK<4ErV0t<Z-EbFii<@l-70bodUvZwLHWyVNy27u
z=?IgcNBpAbx6!=(?DmtlWkw$%l*D9kS#*mYHILeK`BwMropE^}m4jJ=I?jtCwdo`1
zw;u~@vGhP~$IHZ0m%YK5JE8ApV{Wq%_s!9TOkV!A7OPZJwJ3xupb<vnNz@Ks4kfQD
zEPYjSjW8V(qVpB|&nuzd!P!UO*timRleN`!o_1#(GEpuw_Jnxj{zCVaL+@YW4q+JB
zpUK1rn#9?`hLCBu>60izOI(a@M&H7OD<fP=&^iNZa{@~+)=A?kA-R!q>w{C}O)-^2
zYMHXt1nZNCTOXqm!fIZlzFX3VnkZSQ&kmLVRin6grO8}snQ@7Nosq85evCXSS`?sv
z+qr;uU4ozjeG>U8a#c&25;vrIB6_ch`iR>64!9fZ?Y^I|ZCU3<s1Kv33hiFwR*7Vi
zcE^OI`0rGlXv-W({9U(96gq;CJ$)YlsL4-MKgI5ggBh58PPf5f0=w(K{|%=j4F?<D
zdI!sMVmSHaktS;qSe!KpaRYk^*iO^1PrlV)WyXi`BD~5cNRSE7;Y_d*oR>awN6vqe
zgAR6x`=N=QBYF8raSCb8mLN_n$EeV0ucCH_^YXa@ZClbAm~z6wa5sPrAw~I0+@Y?S
z9!+-hPa;#U%YG*%7mS;cKQSZu@WOK*p>wU8Ok3A4cpWabes@iRoGZX)TeWK#s&Do`
z!q-1=E_OS^u-htGg;kkzKqNsb!InWNL!X-E$K^{9IIOba1<wL{o9S2DIo2n}tI(;o
zsf{1k!fM=X(LDwu-9em|gcgc3#TcU_Wn;vg>=$h5#d!_78#O@^=cFb1k3f?u#ibHt
z`uWmkx_-vhLl|otu>QQr$2*>GNIw(O*xE|hxuN-j9fP=I<)!R;>>b#7)4npATWMYi
ztFf28oBj1~0W;vy*Cd`E1ggAy&+_%!EPQv{=%7B0oGu9>ThL4S?Q+(1>V0;MfeezD
zC0WZXSAFJG9{E;Ku?2)Gg6od<L(?EyKln(SDG|F;Ah3~I+8P2U+j9lYJt_T3^IP$a
zk#&r`1rRBaJ)f>bj^t9e(%eRPIS?&?9rYi|pf54+O5p2d`yk;$cQ`z=gbbmGT}$iD
zxGF)Yy=)#IeSVYgEq*3S?kp9C^PM!N%wE6XC8JyRoJ&81eO4LKCxzHS_(X~;;&R@t
z^bSQ3oXG(U3mSr(=&cLp46Xb0Y(ePa$f>#)^N!5^?e+~1z8+T)sDIk<$muvrBC@yA
z_;{OXMvr;<^!QSj>P4$uR=fKTNf7-z&NDKUmG03O=zN=TJa)$Z-0Xpc+p<oj9T6UF
zeB*a%|K-{D?xd|>I{cYm$K8Vvr98cN)rRq)7Jo5ob+SUlnZANQ&#IJ35M>tm%<Ead
zprunuB;14UVqY+~aUDq?>VT`U5FgT3CdPSXGOd(8?CLM2kLsCnKki*qK=%{1^FuK0
zQ9of^>fIXy>lsvkNstrL7c>DwTTw3D7$Rt+(~@>Z<AN+f3b%9{^c;|ix$`sqozZm+
zc4NyFRa|ov&s&2iPY2O0#R5(H$~jVk(=5H~EM7c<_*uVaDgD*yj+F87()De|P%AH?
zz11OA+n9GetoKNez~=7+k#dgpF|3XOrxhSwhD;Pxvz18_f5ffysMhzesC(BL{|F21
zcfb=@e;J<E1fB)@JHw@Tdi~E~A9XA(Dfk*2)B$e4=L(u|`BEa0qY?cs=>M+$yxGPw
zYhiNLeR;kJCG5&((Ed6az|Et9@t~)#pLxR?XT46+hgx729vakB#xrGo(<Og)>5IIq
ze`4+k!7|0};I65bYFeVdelUAEUr)RZkH77(8PQKK{)-_<1io*jgEr-%U;hR<=qEFq
zBFv0mu!DM2EOD81RdEb<U*3sZJDEND&P<*=So+fU3~CZB<E$>bpFJ7dlyl%Ju8Syt
zJG)jc<zt`6`k{ur*8jQTN*tD!v=Jvc804Q>pqV!)V1cS0HOWoD=BAt*vD-uSDiZj`
zeizaD>%wx5GLvYj&siHOhH#q=%NCojkr}19L7e^~8?kTw0=QxWr`)l%rYXF%JSo*9
zJm`1XFWCD6126SAUyCa<uHJ=6PbJ7~EclFVQj#n#zERp~N_Rw(011B`{Bv=!%n^KN
z$Gkk~hSW154d4mn$~rY`{er<b0Qo=qnXM5sScc-BR<4WO5cJoMW$w$n5+H(}1);X-
z;AXf|VT@l~`Zl_510)yv>FUD3RPX0cJ`WbI<1fP>FA`RSNuQ6)i?DvYx6@Q`qqW6L
z_0f&Aq``Al*x(aavccF`XIUsqD$83xI8yrzTAu0ab6F-1qb`H_2e(n$8bIN1&#Ue+
zR(>JTtF(|=w;?RM<mc822)4r)mr@RF7Lp}5PEYlB_?`)Y98cW9{=zm+kZ~2RU?3)q
zxR^Bd$Qc%Su(YK!D4a+4^+AsM<m{)`%6)6ecV_uT#7uClavL=&64!GSR;!Wfxz%@i
z4pNW_dfv;^mFxMme%j}AE+*Cc%Rg$tKH3+JSDzQQ5=tAN@SOFbwvHi>+Nv`83Fhx0
z=r{&aSBuS-qx?pHqcz;TvJg8Z*BbwyeL|EEsGTvWoiDC---(%Pgk@uhUF*lnpA&rm
zNa?hnm{rsNU{;y`Z_MgAk-@~`^q!%1Tgv`af1U7WJ@w(jkDv7KND!^9N8qYH7iF|3
zt!=!w!bd-RiTB{_*xbL>B*<?i>F8!}PFJlj#2KH_bGJW=$YOu?eDmdzR@~{Kj^kpi
z*)=Zclhtt$lw3}ECo=h0V1H$Lo#As%8;ifygx(Ud01Mh7LAdYZtH(F&M-S1l5pOiH
z!@DqcjWbKPf#J16oH%UG8BST?%CKI0IGtF}ks!PlSI@<zc}4LpbNb$+UoZ5G3Va+e
zp7q&Xf*ifG5H9LhsF{7v%8;kAKIk71^+8CIbDO5Ljx$#S-<3r<+5PM0w~5-*W3eNZ
zptg!-+>YOkn0t|0v;(ZKs0&Wz*b6uuKIdTKlUAP}4J&Ln`_{4H=%znsPuUAH^B0`M
z74%9Q*{Hwkuj9AjK+WFt!;4cTh!SDqI_yt~Z*9hk!#qDcsgHfg%!1>jg0w62SF*%+
z3wo!_5nmbS?~zeU%hkK~0aH=lE?z-9ck18fTz-diW2Q2Z2N$(S5H)LxZo`s6YALp-
ztpJGc@HLN^`_Iw$A8{l4BhY4bfbAMfAE)*YR>9g?{m~uat-s5QO_1u?f5&**ANfvq
z%i_Fm)~}9V`F?faI5lROE2?1A%3tptE+4dT#G<2hM}HY}ZSTIx8(vknwk@$6<u*nG
z0(`oeAuWuaQi1+K39?qNsO$j0^Gl_Q^`A|<-xm$3hC78H^*Q<^bh@+iH{UjhBL%bC
z<IT`LR3Q-HFJw3ozIUrJ+u<8U&Eq@|4vCq(6{|yeA0TaptY()vV2zk-O_A%!F}WwK
z7sLOUHFhT*nWOoVBJPEiCnXn(f|7(0qGw|+3(tULd5TO7w+bDD&WN95W=&Sfs&8}+
z$OX+Tct&t@E9`U9*kO!WQd@7b1v67yJ-zLHZw3DgD42Gz_zl(N2NW=l^rQ3gyHZSY
zpKmvQN#RhwgAflBmxPSkN??~<^rqgSllHL>-{Yi-<s0z}P^>$c;)ys_?Vf2aZU=`{
zJBs80FD0KsmQ+xA(ims%jqUlJ#vF{_ZC$QJk*NEeVG`set>e6~mo1nuE#o!k6B83s
zYt|hITgq;~o$GOQDL1R|HClf-5E9g6M!}w>LF8TwI9?kGlllsiN<x3ze?9*7dpYH%
z5R2J>NRv@Gw>?{he~8XN9>TLM(Dfog<|(R<k*1G~@l1#FMfL+JJK~SO$)QJ4+2XDS
zp!_ok^@a%)A6|J=XYrCk=d#-429I*}Cl?}j)m2JaT)oK7w*G?VXY&eqc`-^1ad3W&
zU9&!`p!jDqf2~eq*|KCrP9bHqsh9m26H!!HUnKlbEJ4ux0`xxhVv5Oqv*5(M#gOAL
zYYI+P@I|Fx#$$q+hg_I%*lZPAq7zX+bWFDZR!{VY9FyRHcpoYrUG7OrkxQ-_enuTB
z26Hk7KfJcu=$rqH0_y8GLs+XUW`oh3&A_925F;guBY2c9X2V{KD9%KghD4KFKt6#j
z0OO}m%DC&!tzGeaBd*9(geM7qrUfcQj%CBhIg~p35Bis$hUP<@Eu#pc4bRfDuBKkh
zdt$u^GGN-cp5!U(iGy>dD2Oc#7rjv^;%p!$wis&yq<gF(*?%UlQLuu9&t>LiZ@y8Z
zxC<MFG!UtoOs&f=n03rHX00{LQ3<<|!DV1Q(5nt^-^@0G9T4Da3Y2K0>KH+N_p(nR
zZMGIyL1BGssWmpEO_cIBRFY)wkIaG(*VoZ|mWez;Hq<Lv9bYxYdl_F>xUIFdc>fvr
zwFb877Px*OWfg&FsCX>o&(@!+4nlGB7W_zAP9{Ox$`{gB#iU9ceUk+OB}4&S5Rgc;
zj~5N9luQV{^IMQ07D$kECnt?VB`1%Mxh*$SE~M3rL!g4=73AAcNMt?$x`r&qYH$PB
zZ*!%9p4%0|sOZuh%ur9}8ES=t$Wzz~qUR<}5h<Ajk2xdjm|UimR#TF@2rEevGgKXT
zZdxNsb<8;CJD(n94TjoU*-%Hxg5)Gp|7`8lt79hdq*gGJ@kkFh6AGG~eUoD<GZVph
zUjApIsj;nJ66)&at-_u0osc!h%p{0qX=R3jG^#`*3Rexnwkhk4s^ck=dJ4l}zm((6
zh@##{PYIYl$Zb0s!Lm~X<whZPME)w*e)~(AIW|x>$HtKREuZ8LmMvT6kP-+I*o<(S
zpd9zRL#&>nX3<+4bOOS~Px}ga%q+yK_@~ZsG(;6gHcB1EA3<ljF}U>&Qc{Q!;y!8K
zHnsC&wp}L;oJJmg6d-m9od|Ya?i!Z6{2TOHt!3|j%CT?hmvKifotzRkP#%zuiVthc
z7PjJ1^Ua*5iIDA+ASSySrrtr5qs677l&5iV8l(r7W~u4CvHX)r6s$354PA5){kR(K
z_He6AOaKmqiL=f_>UQ?}xPjjqSX?G#@b}8x>l7rpRP4w4%K_r>jnqNX_Xo-n>yWXG
zft<y>fP6UobwdW3$g{_(e&-AS&aimO?sOJy!Ni%^aYv*jbpf-FcOKwOl_o18Y=DE0
zL}!iKe?8O)@^tJr$~O}w;Ya~Ez6eXCkzVI#Jb)P$05I_^v8~v|F%s?3?vB&K<Ex2~
zjeROXHgJTq*QYYN#!>NNjyn*DmPNXyMF9}Lg;&pW?FhK5rBPciRY#~EG$QjrrwHFO
z1+jv+Ypba|&CV2U$4Koy9uso#$*PY1yvqKR4QM_Fhw$|b31XLptjCKc=1Ma=CbGYP
zSkk;Y6ayrtIwB?(5`;mib#e8@@~F>2F!1MzG!0}PGV#nqROnP6PRAE&^IfW7rcbL&
zIlJ~>^qm*ly{R0KnhnPR;M{H$Jfz~^P_j0*jg=@%$qaakU8nMBok^u2_RbVxJby)l
z>b$%rG>`o@A^Dpy1vlBS%^<0nc8$?TGo#z%v`lWK=v_@*PkV5FriF=r<4WZWyV~-~
zE8^_GoYOb?wl1hStErNogclYbT}Ew~8Vufm*`8iN@9R8*J;>}#N%c3}(R1n1TkqT{
zhc{Cy4}3Zz@({u4zWqd!Si_Xfy^ZPS;#CF$i|&*ub;pCZX6^+VDy?<Hu4a)5r^75y
z_-}AWb9cr$x#%~@9@fNk%;8d#$P@QcpIkKkOK0O=aZ=DONWo&dC1ra-x^r1=l&`dj
zw#~BxFBm=XX7UFyP>zRaO21t)j{9AYTpU*6!<!dhv#6^K_2vYZg!J_olu3}jMWxu`
z^BmrL(DZ6jI_DWuR;PWcM{7pX1+o=QGOpJ6oqJ8~jcF3K%^0_TkJYrBsi15}^2L79
zkQVomy#n4s89j%ZMJnhQ&tP7tuvRoJF&Wpuld>lt_j@v48PgmSIk7G=22D7(P@EL}
zoO%lVi>mxgcC^@!9oG3D$ZA`&$m^^G@#bjv{Q`(J`bcv@G8)WK!fI;NL1z^vHu=D(
zd)9q$=q)Lem!|yq=yxPNDM#bqBEOoXbxn(ZpM073%51_*2+$-6Dym!{xW{Z=f<4T{
z!W|zjn>NOA`SKRBcp+wdz9{e|)|fIiN*9i1<f)e|X^<7f?A{kGhC>h-0U{BkBh@aj
z3Dfbij4)BySnN?4b`*4nENPHezWBm<HD(e`_7~I%5!sta23zVEp@0JFk%-?aE5)|7
z;Z~N9Iq!?>pp2oq0X<&wT^R!&L4){HFr_2@1yh_UY{0{pkVZPDUdajMW_M85M3X-!
zFIhIa-ws)xu;x`!{|%n{WnjBCPuz_@ziJ^kL9L>`x-x$d;(3N5WblgN5PAF`mN)$o
zZ)_hkIc+vh7T_S%P{pZ{%Ni_#_&J9LMLSc}7C0WVek@`%Z^7VpWu>3NC&5dtRPq5x
zrn%NpAtwmc=}E!Uw-5}@WA+s*N*g-i^=(j;S?ipjRqw!ii0Y)t%C3ICuWIgaC~gSE
z1hb7vz<-q$W4WJGe~ku0p!=XeUqOlyJxrX5c;1Y}1L_<8(*D=?7v^P^Ruq6LRL`jB
z?^mX%WhekER1J;=!q7V?j<?Cnm5t^Z18O)9IE@4ZoQ%r4e^_3OM?CEginEJ?We|oT
zPI6OJsfLj0;l^XL$2m=IwB~WJj(+tGino&M4_O`)R#9_(WY;Pu6^Ng|!#T(#mcR=f
z>Wq6i9r&$@$xG#uz@#g=tGIz8lJ;f0Y-0ZiZevx?CaN41m=>t+4CjKG<x*@R10B*W
zt+)Y92@z3nunejVcB=+o%j12b{2RQ?fdK3f+=ZsYRcb5bMo;O~_ThM%zxb7YC!d$s
zfEhKeRC00%xv^{Juk`Fj$cEsTB@m?89cyMgc45?Rt^h6)g6YYsh5rGDgK<k=^78nY
z5vC*%hRw#pZwYaOy8ek>63i7gl*P&g*GpFNKp_{4_)MQqeZ=XDSS797ia-bv_ab4F
z)(ah)@e>_;2il0&A&#lMsnx5)W52T%(XfE&>&aK$`qw>>KX-=b!-SlD=yAcN+vFXJ
z+}m4Uy)uMH=TbUSym4oXEF7X$N0ZS{Nv0CR#EZ~2=2to(YI6YuG{2t>Aa74LIttxP
zE>Z7F5LU5|m!FjSWQ9b<Jpz5+%VU>YbO7^}T{1GOL|r(J5{O@nbh=Y=Nl7Z*L9KnI
zE%?TMbt7(2tEzv8xGk)YnMKM1l<YAm#q31L#w$Tkb7)R>H5@N#6*tLRP7-yWd7q&M
zf|u8bi;7YWg!*tA^NZAUlqi-;(S%~B2ZyYS*nw@7FV@!+NCGcZGU`t1A%xjF7p*$p
zGML*Fh3foJ3c(^YYFyFek=)=8k^N2SLG>94TYr%t2q|zSg$trW808fR{&&hI{(qos
z1NNQO>aC)2(M-k{YS$YRB|YB)Dpz@4e1IVy9kV}l8fmSRjG!K+gKI3j(I2#}>Ow~`
z_dW=ra%F@+X~+A!nUm_TSu*1~NMT%c2oH&5T58p0R|AJ4NcO{Z2QTzg;(h8L>QE%{
zNO}!o{-jERFe1v<ZNtEkFX)d-h0hh-wUgEeLOI*2k$#LH4Zi%6q|AoW7}X&|YCnCu
zYKM%1GE@Aw8~e}O|2q8BrP*n&^`&bQKi_sqAa4`IJy=Dh`GWU($3n-~KNEM*SbDr?
zQa5|>UiMpSI5kHXh6}$O4{1iF6;Fe@=z3?2-&#Y!vcqx}Wp2MxL3{z{i(eozSqsI1
zP*w#8JXx8be+L@mjDHN)WlW`ONAM9Yvj@&BP=}ls#Ng<zbpQz_>XgBW$NmO;KuxkS
z4vsuL368|tlzTG5IQ(sN{rJ>pQ1F=`nu2tF!TREH7!$6CPJ3**!BO-j0sq-`JOt^a
z;qMtfQ&bCH($+-^1bMR>DC%S9O^a-ADP|t8p1I)p;L2J|^pm>312_mY%MS2~SAyZ1
z)vx5wAZV5F3lj%R>I)0?D)s6qyYMnrd^0Da!1b&OMY_tUj-Ao<6u58QR@}TS0SuFQ
z_2DmkulSLbeVX{=1~_GKhX;gv0GYu+w59w2j%gbD8uoaXjlFUAk`X0R>r3az`teYY
zh*v&4sYp3dV7c}>KOYL8ZxR*Iq1rg8(jCE++>bTAYw^|^cV0Nb;>b&ys+lFA6@U0(
zULobJbpz)1XE$B}&V&H?C(0|?B8mQ%4Byhc-58wFy4OOT72G_S;ssa^8w>YA?%)8B
zvUKv`9bhLv1>bl|_)Qk~64d+@T5ebpBxjZMfT<pW<2$xc?<(c(0<hPzI%z2?<Vwd5
zLW$H|{IX8RF_}PI?98%Oe-RGk=L;I}+Z+e~tbbhZu8afrcb@fz@$;(~-+Z1aDyR{h
zSuW-sJE(ITT}mvfsE)|7F<&~3;6chO7LLjiZ2`Ce{Qn5y#BX|1)i@!)|AGGDoHUO$
zoln2AA3xOLmp?U}UvZCOO>eCe)rwc3M&G-dgL(OyZ>i;QyUT^wr`{vub50ujV@<88
zSNy2ZZUF4LhSQ_lx6uU*JWi-_X3w(nc0(Ah{A8r8m{+!0d@Qg{s-bS1;#t!2We^q<
zM7_g9&iaKVP`BwB-a5F8iHF*xTp_Pw2or}m#oO$eIM#YM_BYgBr`h)_!Y-7GvU$fw
z>)pI(t7La9M7jtLCKR*{YP8(o$C}#;g*rGRM#^ta3Q5)bKa^Cp`L7P<eM|-d27t-9
zD>E5u`ju?E6Ijd8xevnVPpyKAewtJjaHAxu#Umllh^lj$l8}-mlTo~U+Ze}B+0u9T
zPwzS@<27O8L0;S@STa6FbTRwz!tQka1Zv$}PEQN9+sI~g5H9BgG1}>Rr&%CZQtKnX
zAGx19m~Gd^gjNIx9K1zD)wkTl?a8_S>dMJ|itExEUfVMWhET61F?((Y52c~3->2U%
zyf9xpRPAjS7;*O^L6JtP36+DEQY)C!KSKw~O?GNKA4=F59ACzoXdb7#uqRGK(MPh-
z;%c1(mf6N)I3Db}MJ>nfs!YcTME&IZZHkyDHWT}p)dwe1%f-)odZdk#(k0?$3k_1f
z`MfR3<=#RIs6Bs!Y82Y1vGbr*1x-iD<WlwikpPB4UY0SJ-N<T&z6@ziw+!5P`hvI7
zVutS;JV+_z3OohH(m#t-@X(k^uEBvQHXMx!6jV3dhEykz&+Tg$lz_3>+y)=I4DX5k
zBV^5NINvXYH*0ejKwI6D=N*xAJcBbpkP6k~hE>E%B?X1cp&Sm@TL@J*VU0cAaf8Pv
zC*vU)J_!s$81$HRe2y2R2i+wQoRm{li)>Y)N%3=jRu2_d3=Xdw=q8P>$q717#GSw{
z@8;nNB2-2sikwy}CCG&usG{^0U&^RBz-4Dsk6>1Cet6`L%CUfGo3vD0#+$j8+zC|a
zQi`OIlr_m;yRz-DOs)`0PQN24LaqJE{zQ3Q7PHQu<K+uD1PCq>I4Ip#toKvDvYMSA
z*9XT^dr-fCA5%Zlol@On4}9$A_Mpv-cTl#CM|v?Kb`iT9BK=buU4G->_ND8Nv4EWy
zOmIm{s!4A3UAgB#d<A7JIR%Ie4^@tDgorzz+7m4H!dt+kbd^!pMxE%GaXT2)LWQNP
zNx{-pzJ}b%Vk~GeYC|)^-r;u@DcvAE83CLGZ^roMC8Ol*uDl`$Mq^C^!6oGOVve79
zsvIOE|BrM*UTn7_e{-0!0It@IDuX<T7|4W9OYQ_xyZqnNd(hxu648ke^bKPDCFihx
zEMBgWSAADylTy8PDM*=2NDuSg3N;D^?4D)K4PL5i6_LO6q^rGispS$RjlpodEK@%f
z!Xvot@4{<u%Db)e%1PxS`o`ot)3mQ<vCGB1Jw0)Q@%{n)fE>nmmMU4<UOvYYWVOmV
z@2tw7e%Ip-q`a3?8nz)LMs9oSp;V?^{It2rgwVHsVYxff1<R)!zr_kEd&Qe$*&H9F
zSmq=Mo<{mE&;r?H{-EoKyoJZD^etY}<o@wpNdm#JNbMf2ZkgRl{@j)O7kpd_9hk()
zMy|c*-&W~Kt-%lSqI;8FD|CVLZZouRm1I=xJAW1K7j1CAVDP`i9FS2|Da(T5b(?9z
zqzV!OrTmIa#|p3Z#sC;R?abt#=rZX+GWD)r1Op0j_JuBTrJ&<M>rCp^x@-Ykv4O&c
ztR&Pu!IIkwW!3KZ72=)nd8oM;ZjofNLXZ=g4!UGql91Z&U;PJ~*2pDxS;B)WBov)T
zr4`geQ6z4PW)tG!EZ5SnRZP~H-Z)Kpa8BhrPcy5(<3X0;jdO%#IXFM%trhp;orAL!
z{fHmPdIl%eGU%CF0YwU%637IKG}NduU8ynw5_+{yvC0DI2-VLhQr{~tMwpjlEUe|@
zjaO1PkswQ+$Rd@y(3CZ}A;g<}#y#?oVfjGp&bWV%eXhD-ncm@I_3Y)P{E$^fzfP$<
zFm7{g<fn?v-c!>PQLoGy{0)EB-<zUZwL5RT1c_qSn(|uF?mt$t!h#m=%{agR-mS&D
z3y1DV)_Om(Xx7oO%dMKt{(nfh+~IzWoYp$`rD0qb<J?@Rgxg`GKgyM|9nSZx3n=$<
zeCs)OSC_U}G%CZ|{e6%;iSIJ4VBJeBTAM?CZbHAe2E6KPDzDvn*Vo`MY3w+~>T6~c
zr*Q@t%1sHvEtw(_q?Aw%y<zU}V`W`8h2&eVzW&?lX|NbtJF0D5=Ixy)kC1x?|NRaN
z*$6)WaLm(~UJ8-ZcNtr-&O)%18YDq}=}EEv0O2$$zSraBHLrxjo0PIWTbi=>KYyXJ
zTSwfzejHk8m&PVBO9W_7G|dJxC(HlbP;3^zwtxZIqNUV*=&689zvDpR34T{9`EtUx
zg7rz_$p);hA{^@z0Hd=sGt_j`;#}S$v~dP>>v)u~dJ7nQei()gIsm8#$r~}<95Scx
zV#6aHB9Dq6$RlmeR3eWzkjDYY<6Ao_1BXP(gA|j?AMWied%sR)@35d7*vtm6`+M@9
zg)7|1;92_5RR<asY@n4S-7vHu0#<lg1r`D6KgjLLkBwxz4rB(&ON8>jk<)(HA(4+L
z%%ZIOcpBvFHzmZWD%}}UTS3PaT{xA}hGS@P1P%Wp%hj0^xp#=t$vSKXNew>q|4O@R
zCMJKCweC77T4|*D*OiP8aSHlwA9NafyZglSYnb^l{{g8_D5c5-$9FOc4^H5@QK<33
zbCvkD6siwhT*)j5BF%f?UB@XtkkeCGXLp~|66AC(inr?&MaYtq3s7)RDJHVNAUR2N
zZ-Rf4<*?&aAze)T9u#oa!BPh%c-WubOu3dk;LOHvcG#(_+UaW^32&qC=ndYr(oXQ<
zQ1d83x|&$&ln?r-NRZU*?iDwr!7qGhI(Cv3{0L4NEfG{Kctuaz45H4=W=yH~XoE$p
zh7=w>GttspKSWbt5|Xu3VWCy%LL)k8wX4|2C}9<x?u%EnS!5=sn@CxS-sik_((sk9
z8&5vkI!Yxx(R<E-{K+4v6$Ri$Aqj#P4$9!uSI&XFy}bC=6ZCqL^swJ+&w^sg6hZk#
zxj|Q1Lau3E@|$HNY@eO(RVHijoc42!&BL`Pp~WkpBjs-p6@CxB;^t#45t1BrvnM?)
zoxNjGe$u)s8miA9svdZF?y?K$!lG}Pwn>-Qk8Iht$@t+Cr=-{FG-Khs^bbUe9oeJr
zmda_KK_AAPb9slxou~7c=$)Hn{EHLy_z(jhW>|N@<i4;k-P`t=Ft^>^o8LC#VP$R5
z0tqsS@|?k~glp*0xMAl>MCNseYu|YZJn<6<Rz@f{g}Ol*rv#}lr><cTta_9jH>4H_
ze+@8dqcEIZNSs$IuHlK|Gf7}gQ$w=Gt+6|X6A2FUgNljNJ+hKqH!|4p=}X^k*GBG|
z*>JGK8$)&31eu^FQzjpGod%fpE(`0ewtjs<XdNg)0+hH%QOfQsZLDv1=n!n2^vJ7h
z7n)2@RNi#G;Zr{b$e36>)QiYshW?y;H8`$pz*U>ELJ3z2*(G}2FM>+x04bj})bJ@B
zt#z#%db-m`mc+yDrxx16p|>iXB**#GgXq!+xwmNdRF<9^Rzho^iNzH4Zx+3l7CCG8
z0efH3giFREp@q2D3zENPi$LVJLd5osZ}Ezk2G3)wGrP>LFdyekHNCvQ<~HvQgdhiQ
zJpr=%298*lKFZ=$k&An^eckyN-!A)HrMqd<^p8~TrD$yUn~_-XWlT6b8*lNSQpfzW
zw+Fp=fzp1=i`CV_;eAN{_&8@ujOK@rn$+jp;$^v(ac5c#@I6P8ubZP!##~1W@1UHm
z*$wegR!2UTV_Wy0IcQ-w;m%IZK_-4(>a#Vc^Lu@TEft@L8;|o#gU79K88(}@p7uoF
za^<0@szY6yC_&x7L)vYAc0V*ql#3kZ8NIi9#Q3&VlO&AK%+FPNg}ZzA|Kk+G=Ve63
zGy3=_Pmh0zc+{AD)LZ+A`LZPO7&iCLdJViol?1pL0G@GePHR+r-y154-0TNr%#1cM
zP%}GC^tygh`_7Z9U#jxjDM4`MBdL}CKz@B9mi$ven0Us3h8yk_&+S9dF#w;`C+?x$
z3JhSseyt!*nMH_pan#!bYxlo;{%=ryNzR(XLd^1av^g3zB6g4867SvYu~P%W&S@JG
z1a5?Cq_mQ0ozz)7zwHI<8H6^Z6bXc`P|Pj0x+@t(XRC`s?Zz8E-G&=E2&@#7-cli_
z;{<kLXN(0V!KKZOQpJ?rxSTYc6TIQF#&i{XqlA`bM4ojTu)E|pNbP`1!F@u>&MBs1
zDE3ao4e>uCw_og<*aMlJa%K0bLTbvm9J^y9L7Dn`()Fb-7aCvW2tjGO+$vX2QJV+W
zbw0h@wY6DEJBj4ZAcp)E=f?@FpkLtRRjX!uSquW&wB)Ol?P(l6HXcfK=n#n6W=|9Z
znX9ZNETk7nw}*DfrVovC2JoB*e3*N2Hv|n5*OMRq*6)&5G{8?_7Yd~py4H=#rXL?6
z!fJyc@>J4t+WUoTLvx%-Fx*V1*(-cI31Trxmi;G@x8aL#y~aJH7}{OQ54Qd;?|&Ur
z+Bn)^3Gh~#AhJ}d!grl6*-pLpKKSCy-d$i#4_1^b)kLWM6m8FiKtU~>f=#5`o+GP(
za~j}x$?jMK7)d;26HUDC^I8!ZJWmk2{P^^1S*H?oj=Joz=}GZY94fNwb^hH&=W41o
zc#UAqF|Bea5}*;&`xm|)xP;c9WhM0$e`E2#8aHCIA-}L;%<>9x85}39Lb8mB&t)Z^
z_z(qe`WfT41YuGsG_;PmqFv<xtIk)PCXhn#$c0m>^p51$NiZTJ#kw{ifEgfdK9&{A
zS%L$!Ob}C_Gl?hhuIE;h6)+}(jzMc2l%w|?cth=aMK2Zk+>3_GE~U4EA^xQt(tB^F
zJ_%`}=UFMkrl_XqqKi7CyP=pPVv@BVD<?WTsZW~eb?9?akz;7?pM?42FymRR!z=1C
z+i*}4$T!JqiWL_m$Ub9EZ?|<1Nd={B5rM>g?ywhVjmN=%`Mw2}9r>bmdO+*8h<2{%
zEII~d!v*B}h|u|50@LLBv*K8Kl>?8SlmrRj1CW?B6(;ckx+`d^6mpU}39SI&EY@8B
zP#9KP23@vrwu*HLVbv~FioihhpZKx!v#C`$XRzuc)i+&t2RBkV*x^uZrLFlxg(>p`
zQONe!L#wp}afGVUpYZ|*cPE;P_VxB+yowCIoMOu1$ReeEA5Vo&ZWq5^p!;oEr8+_o
znf6<fA0sE4D-5832#{^>KiziFmleIoK=5`21h4|4<^1<j91Bjp+Kr{+A~AOo)sx9{
z2`+AgRxibf9#?W#m)x^rHXU!fPDkndZ`D2V-;L`D{f)rMfS?{;=kVn$OpkKl6(;p5
zh`mU5vjxHTr$=#eq&y;llh;$om88sfYFE6t>?+99O?l-ZN&R?2o*~heJL?J+_|)16
zE!89?Af*b25!n=pl`DF6gelZ_wvBMC)~i-9K-qgEOk&B|XT{fWS*>EwS8!J<S1YQ?
zAMw^-aTjY^9?PjE^I7yW6o4Tf*J4ukR}m%YP_~q$1*$6$1c-g;galpp&0%pf@gXr(
z;z!9PE9xDDDGLH{p^`>65t5=#8(xJx-V1n?TO?iMrR~$;i4LxV80BQlK6H%tRH&)Q
zi59OB1O)r|63gAFMDx#5dfuQh%WQNjSJdZ&yi(}C3Tcp+qC*0ep!u#>`?KZ5gmkHF
z<dBUf@#)@IA%%psQZA@K9A&cPMdA+E*U)Jf>6LmQSWg?9z$Ozw^)Fr`ehO3Al3=m~
zaHzteQQXT**T?I9Us$5=9H`xM;s#q2g5^w@EL<w^Xcm-I5TDTqIH8=#?<~J0q-l9|
zENcxZUxe2kC?fPU9!!>LTS8+iM%FKpC`7Ja-oTcdtWBiTCAEUw6;HZXxUgWz1TY{#
zfEJoViz@+=TmQglk%s?Qs%JD1r4+maX$W_NQSQViA}OTMY${BeXrkW_wxT^+Mc%7_
zZea#>IPN7(mBRGmbxUxChM_F~dtED^FcoSksvPi0XsIy2`fmSA_-c|Uq=HH70Th;s
zq%j<jWm6{#rdH`m&1YD(0;WmA4k(Qtiq~<-t>C;>w_dvBJy)uwSlREE?#wytaa?s_
zm!?sJmkt|dGO@0;P^JA~d|yy!Rwtu9z5wO7K&<h*hOmg<Y%YtNy|KAF#S);3E##Z_
zIjO!OhcCrlvgn*B?h=>24}fY$i+`YvWC=D(DMQ!E!2+pu(7||t1D>~D81X(pR_6be
zE$T&IqEDC*8?L`2eXC!I#p+5|U+}(#*u4!;u>gy#^~6dx>hhs*ndZJnVe5|f0b&!n
zVikPM7F1mjk2@#$f;p&feUJWyj|L=uOoOCO*9W*P;|*>y2kU;=qSKvM$k%RH!c~Rv
zuc@8S`Aq17f{8=Wj!x1-J*NK@ru7Gu7Ou^mA0a^ok9}_R#+SYAttRz8-3Mv)A?o3i
z31FNH$ASyyP+`KAycw*MLuvk=E#xQ}x7WTfXr>FFpu+TtR$`n3S+hX`=(^ipm;le>
z6Q&f+U<C2wV=X$z@(N3f{tI!^m8uqRa)Hj-)OS=-V1PC^*o3QuERpvkk$OCquO+N+
zYye49BtZy1>5jXd*T9CLC`_NBNc%nrm=pqmXcJTK+;!NM04Gm#BlLqQ@w#6>*Z_-s
zLA~g_$Yib&dM6)bE&kR|y1^9Wa><RrV4f2n%q1IQqLwf#7Lpetg0;>BK%oO=W&OF%
zd7FWfT_8yg<Y!v)EMbJ`9LT<{sJ|pi2kLo|6v_3irwQx1|4kH$dXcoJV{4!X4et35
zwHb+u{iZ4R2YCA2X1}L#S+e0y44;Q2SQE+VO(Z#W^&w5;g@TlAcv^<{;Moh48kZ8V
zEiTS0l{0HRc`J6Z9n06j_!!K0vOWvV_=Kh+%XllqJ&;v#zhv<wgpUb&4cLzT1u+Sq
z-lvd4@3G)X_`>~^@7ur>>{u8$R(!agSBRxN)V6K48KLmIZaa)nnDqn)#FdXgL2eK*
z+o%yE{!&}V@;flTz~Cv~N-j4!kiIAKKn82!0^li?4Ugb-5RFza8qkhM13`WX(O_49
z!VV_aM_`4<Tvl7`(^42Ts_AGlb8M}6FK(a6XZm-6MPNnjJoJ8`wlfS0C6<AfigVEt
z<kt>}8czfVQhAfKwBV(E#j$ukpm|~oH4kQN#LEUekuN8Ii)d%%p?M3mr7fBv1n{Iy
zvr&~#6m(zAfzeroA3@MvW68&$B~+S<RM3{D?ptTdWhKG6VGyD?^eXtX=eh8@+)7A$
z!6-_KO+MxHeK**avEpoJaTjm_Y_xxpl8x4om-CzCcCbIx!OErmv}PjdjLF4aw_1R+
z=3_90jwYQ2Ot7(^r6&Aw%!VnPSs;1P3({>+Zma|?Vk~P01IxDddt<I1qZn?e#E?HM
zz;AOv6ox$&=Km)nFjy8o&(&d{X61#%9#PhGL@AFswk`Z8UgE4P$;GL!672_%=FR<&
z8BH2l_4wFe`#PBRY&B|gK=GMo8yzB<X{R-IEvpu0an=PCsZEA-jxk)=R)j5FdVy)U
z96buPR0oaJE+K2kXu0b}gDf4R)~SW<FcDE@x_rG+{RSRp(Hx9g#-m@Q&Dg!PbQsDB
z@yH-(O1ggGlri-=_39FUK||_YO_nm(oEX@ZP+t-{>G~<=npsv}s*narcW}0$Mdg+~
zFo4mmMAGy6*;Dz2pa-@%v?}X-!_d0;z5=n3As!y{VROK{u{9;s8jrpLRxRZ5ei+7j
zrrCL&POtwwY$UW`Z76fu?2-OEz($lvxyArm(+b<6Y-$~3>&XHam(2lX&N?~EQ6_Yb
zos)Hr0n8`&SccVSAxrGW7~I_)P^4kXkE95CCCG==R_7PkCrb%ZfR`-(ZRLgF<%Dnu
zi#Dpb9?G0B4-66!Lr!?nlbmSew+@PYyUj^r>X0K^7Y!6H*(*}xUpjA85vryXBK9{L
z?|oXQ_aGnB`JtcefKf$qwN9^i0gLY=tFP}NxQ<Wngb}cd>^Il<y}@}P>v;iO&V5UK
z(G#aC%~H;uOiN!>=iku<WlP2Ov~<7_pU?}LMtnrC)0r$jHV4~>)2?4vS$vvKuTG)p
zUKl>ib%S&@BEX8H?qXdc0-FJmT$>TnvO}P<y^%N2a1NzM2j=BcW31zkG7YWKqcC>|
z@HHal`<>i0CyDx;{Z<Ac9u(EZAw25exfcfBmg#XiYWBk5#mjtsmQh6-N2hmiEcz8<
zp*F+rLM&klwfPc=@uh2bjar=Gx!+*C>j%JSEMf7JuQ08x1EGs-56&xjpCk_P(TMcI
zj_j^DEuVSByuOrKRzCAy2raL`ga{ZS^lPKtufPd-QPm81D9Z*WpP+beKtu7mSX@k%
z2fX5}X`G09MxtM3Gy0lj*+E!!>hULgMVk~l05>sNgDxmXVtpy!6*K{XQIe3EZ~#fR
zp`E_ci$fM7>*K(s)a6Xh?;xf6$hniCMZkbT{S$@}XDB<%9ze1i?&8-=GC^w9@emDO
zJD!{|P==I@2t?ixr^3YGM1M?8^o$gBbuwvq($LJ9nlIM)nIxrX^M_f81GU8i%Re#K
zTpx&i+KGOZj)FCHmdliU9IWmGgFp6G;>;cRRem3FcC_z%fKeNKa7~;NZ&aZef|nL_
zE&linb^jwry3Gd~c5M=u_)(us^$k&;T2Z8ydz@V#g>np;hNk>F77R;;Le2KaqbtNE
z!M&JHGc;PDh2Tu{?1qz>#No@-H!Nc1&~wnE0W1F1`7@-E%008BUo(}SsFN<NbKN>H
zuLK^v&v{~HC%p?w$5lWp0i)|ByhA%9e-6Uj`(uVM{*)lDENG<y8JD(F$#-7auM$MV
zKQ3HLm>{g}qoq64*})ky8sm>z2GbfTFnSZ34rKVmFE)fBu_gO4os}lIguvixP5E}t
z#9Me3^@f3lZ~=k)W6;Uy7vY${vAB~M6T8arHJU?bi;JO%P)?oeM1dh*&o2iL+Ne&N
z!IvZa`uu|SwnKMOX&cotBj>xf`%ZkR&$(*2+Ti_!oqc~T6x&TM`IP+JrO)jxN4}NG
zywBk+ogs}-IIq*_DnV)ti{ZS7QC^oCcMLoI=jp+Hdt7<(7Y|JP;EK8P^g|Y{!b!w?
z5ifs#8WkHc-3UW#L~khVXCR*i=K}3-Uf<R~mA;@iL?<{A^<(XV<WG;Tu^j)E8#{)b
zsZS9G&8-Y%IYY|#XgCd$V11|=ZC0DXtE5i${i04oxOhsb5;?^X!imvb=pYUllmyy5
znhDhu?bz0fl;eJ(o8O2mvs1c9?ft!`B^8|}jG)RXm0W+=bOPJ&DmBN1C7QT~3Ks1t
z|I+5_2_-{*(-6(ePajusKhT8r3ah0PWLNB2s0@?h?Rn>S^}11GV1~d2sDUguhSGOG
zGyr<;<eb=q`Zh8?j>W1*bMDm6<L1CE>WLlX9|}d(i$Fx}Ei3qpPhO-%)6{kRL6Trf
zXFtkM0Lo8r@~wGmMbZ%nFOyj30`;}mK{a67Hq*A>TNB}}HI|I0PXmPd1f0)VKS&&;
zS4aXf`xf6t;U*N;WloSU{4i(?2Q-FyG~f~;kJDxx3|}m?rDQ*ih=0%n!u;cV5o+pk
z$+)plodHo%2Oh1R>6j2?m*9a>K{{qpbi7puK4ynapzUoW*<7k1d7}RiDBNfJv6>lu
zG*Oq2r-JO6lkX(0Zwm0+wLag7pZ*WEWd;ya({WqN9giPb7j<&$mV<HOvp}Z7<toev
zUia38H(q=Wf9YEVT4qA(l)TKJAaSmae=*j$07N!TSL%8?pa)W}nF@Ge$Z+Nm9k@dJ
zv4Yu01E9A}#-T-o`vsGdHiWT}k^^5)0c(Lc!xvP@jYFF9g$|*S_CWu!UL^x)=iWz4
zfl__wRxE(I6YSSTD#RnB%yo89bC$z6Ug>ys7{`0q)R0<bTt#_eH5HS?(624v@Nc;G
zWVSP*F;$KQ;jW<<Q}z=R^TW^{P-X0k4;_}~G7(Zr7Y3>`{(K-VK~sHe434EMJ8@)7
zf(}evt1=d3f%#ZLzA~p2vxHkm#x_x^4@@wzgZODe19~(NdbDIjvL!salD#}O@Lo0m
znhk*7mRIokDWI5j&=3lsWj5cnXB<%|>V*6nPHDmoFuA#OD(~x`*&XG+7rA1%O`rS=
z`%Zpaw0JY?2{o@gUg-=_rs7GEXC7hl!HY<nw-L*qxUEL@4SwvL<=|{c*-}jARY*=G
zSbRO6L#gmOblyqp7Yqo|Q`YW&ou4v4)z5KU-7<u+qYR8|^E+H&93K)QqWgUd!a!)e
zXp3%R)sPn0dAA~NO5kXw&hTbb8GoV@zEWC`^ixDT7LML5H$n^hYZw%uK($t;rH=n}
zVFK>86&_MrT&j?`)5lC(pMzB8-@<gnwQFW8E@_YyAq*-(7(6NR8SFV#YR^f<<%s_X
z#<%-T2j=uT@Ze->HB_-7c|Qv^QV>7jdfby_=Y|1Ol@pY8$G`l#nSX@&Pw_YEWxckw
z*V=wOroe3H@Q_W+S#<sv&IRcq<>llGaY1lzo0Sh;_EV+d^(78<4#IQ7r2E}TCno+Q
zE(qDwui5*ev8coMwX3~@bqVW%@BOO$?^?ZIM`H)GzfI|agHP;qC<=qra7hAs3r+Fu
z`I|@SDo*9fR&Y}urG>a(a+m?j<t+eJm#=X7I+{m?-dG(zjF=uRdS)Nx0D;kSt)JZR
z##3oJ5}d5%+OARlvInHuNC(Rp9OMLI|6hsDZU-|;+gh%G2~BIV$CcW;Wjjs_E8cM}
z2M!)zV~ZB+wBAee`1;y}{%u=s|MrL9W>3BcMK8U}m|`^#$WvXkj@k6<>4-VhoM0>K
ztaP%y+wn!Fw{^=kakK|~tJQlLC)p7%oScsxx{a}F*90eDe_@p%yfd+JCDqGWe3?>Z
z9UEWGQhGS8o|wdKcRJ94x7Aazp+U^1rL2zWOfCd911gC6rO^vpjjPU5|K5%^jHNVU
z<}dH2=?vDnkze{zv~7*7TjFo+{|u3z^JasR;15T{=eLOOWDDob5wqsj3OQ@Cm0(Iy
zOxn7;TJtVz|5kJ}U{*ATS}O8B?Y(lcuJN){9gtT^m*p^}&p2T(Z$sE)JDSv2I<e%Y
zEu5D|yvKOi*LdkZ<cuHb-nJxtXe6?C8{~xY210Gb31twQ)Spnb#J7&f2(__fJD7-H
zr4+wmo4D$Nk?}H^3`M7>Z!?G)2Uih_@CaXqtYSmA8@IBu%kI{neC(WCQRg9ySR2!?
zdmN|SSC&jy;$`Au;yCrR`$-u24Pq4wU3YSUCp*Vq8b@&+fTqO4u=i)|nTwz-0U!4*
zl4)bS|3pZ17941U_9<D^6(Lrzls$nbTb@q5;QJ|?v$M8>T%QQIhC+iLJ}G}XmSa$h
z_hAsP|Ino;*Vt_nSzhR;?5Yj5WsuM(n>EO7?W2|@@uruSx!#T7(Mv*qJtiHNzlY;@
zz#zt0wuTEatp!qA3GihT=Y+NQA^$3aSE*}Hj-mtpT@wZSaTHn2b$DZ`oJNOx9iUTO
z2vIQCs{Cu;r!^<CJdOZb>48kg%Q8~;@8OH0TT?$}+kOI{EF-P5OO|ha48EQN_>#T5
z8K%g~>Tg4}W$a6?kHUxKOD&wVJ5*jpq^bp9HgQh$%v4UVBZ)AI;iWNTGpF;kcSCcA
z>~%OCD9vGz{Va9<5_a!FaRGWW`aTp7#V8jKX~?A}`CHUdTvQ^zkSR<V^fdW?c>Xeq
zKA-+6duJ{5C(22sX!Vmr|2c|20o_xDUkX1<BR+_n{_*GVub4O|#Nvyfe^EX>t4QVB
z4@S~+^<wzWt1@&Cr}^D|u+rY{K{BePtw!^E6XC-54(g5)*TYbNm&OnbEeI}!ubYzr
zYbTGBLjGC~&+90-Chg(u;u*l10Gbn|-#mmE{D9lRgy>lzU!f-{8TtWbC_Cd{?t>l1
z$1MDJWl7PZ2zRsha5`ERFuD50skWGH1dLI7Dnb4*SMikl3xZ<!=~g`oZYSp&Nv2&V
z-7P*Ae>zW0yGDv_2=T2j>LD_qm%FUmayF%V@_$TEx?0+97DS%g;qf5qL*2fAi^X5_
zEkjmi>^f*54D!H6T&0~397bKUEbn-U&XEn>>75HsP78-y*=QklEPY8QrIsf8HJj5t
z+lO%)%01lAZxUan){Dlxx0Sbk?AGbi=O00ztw?5Gh&=MH8NX$c@7jHRZzX$Nk<`4O
z5;QdEHiVCkCOOY_*?kBzulc;TMY}IGi}C`E&^!NUuOHk|+daMUZ!eG*5Y@tUSp#@+
zEzLy~)>o>1h@1PB(dW3&!1c=Kz`$bv{o0;%xLpm{-|emk7XTpG&^71lpxmf$p)b3^
zr;I%TGvBcO$cIu4eSFnATB*F~{xofk4R5yP9%MPus~68eTIx{8JIYIh7u*V*j~4cs
z-I6=_b&Fy(^I*nMO4;&N!;Xl&VffNv4q8;65@IXz%6+JLCkgJqM;16roxVFod94e1
z1M+5p2m{`=<31~+>T9<fRa)lf6kLecJAW~3pWU@63D~wM@J|#<dxyg*K|jm1ALTX@
zS=9_fx*A87)#2J?JUvng*knkhDFgdmVRLfnV~ahWp5glj<gfd)wkIRdzWw<%i&G++
zr}l|`W4C5`sl6G#zI5k_RXg7XcvAk-%KP`#aK|QhzCk8=oLI*cO$f*r4-*vDv1*oH
zethYl!+!+rxOru2trn(hPuo^`vKFlwTtRI(P=SK&7(`Y6AEcQ{6zSiO|NO?I&>8O1
z_wMlMbLq~lxP0OGUE{14MT@4W{Y{)G_E6jZYNm8AXr@M?f6bx}*rxtcg6Q7+dq(vM
z$jz!{5hYM{{WjiQJ)}Z?DLo=9y7efYzG?N!u)u~t^1#A^Jv-^`@k;-OdT;VObk^yK
zCRDO}?-lkfn|+Eurs`;6bz=!0h0wc+7IAN44v?n*AiH$*hl?^`+W=jo=anyNZ;S-!
zvxvTi{!h^dY*UGsASXYrp69!$8^%gj7O#V9W|E>brGMLuhoBD=ywfh!%*B0_<(QlP
zE!3Jh6(J4vT1~+zAfO7eAp2>F<QJU1U}-e}B0<hb2|4w2pV_Jz&uI}^XJW=}goLC@
zW&fJ$jBQG!NIkz{Sb0U~OM1lYW7Cb0#q{%azCH-|ztJuSiYxO#faBY@-dZ9-p6$5F
zyj)Cu0%4MYc&N=b?+)L%&q;GVUQj*lBrY*0PITP+JNOo>=0}#}-#Hf1k7P4*0q<lS
zZ~wx%^mgd%{qGWXO+Go`elol`oYS#(o6$F`=y#3Z@0F-rf%Q3yqUqD<H73{l=G?AL
zzf4$=bE;e9!|BJ27;>z@>=*sy;V~}BaMr^mnKqY>Lal;y+Rbi`5`!kRZ@7IIsN*XW
zq4&1(fphP4^^VLwGKkW*EbB~X<cuF_l0k$Tz9a&HRiy-GUD!`&B!Z0~#W`-+D{0h0
zw?Aml+PB{RhFhkOt82&AKt;g<rSj=@NlN%RRrQ&<ubua@BjfLX?DN%)ErUS=0bnwv
za6jA^B)npT<&K*fPP<fh=S!#ADJyISF<tc8|EliG<7!I(_-{n^P+3BEjHP4=ZKS#p
zU1`#ygocJ}MPgJ6bsAe^sf#2uy3t<LG$c}8BP3~4iqfXEY0<vi#qV?0d+udszQ5P+
zuiqatrF-r<&-2-y=RBX!=l#|_sm)m~CzxB7Z=9zfm?veawnS~0WGFfR_l>_dVxGZV
z(h|yB2L&Inl;F%k32fR_qs*&we=(kEs8h0DvEx+tprxF%p4HELLB5=U89m%=)>BUZ
zsvgcD{=2UpEHXs0B0&vY0Z{9ny4(>K<tY>&+W_kiEmi^MqGa~@Q6lY5aZVZI-d4U`
z+F!J3WyVTh1%5-B?+U!*NpgH<Fuq~fOjwIsxHU#I?kYhE0WE+awBKb)RR^08`A^{B
z8DmQH-(ymn(lAn_2#18UX{=DklGBn;GKMETi|{Om<7vz@$VxFO1I^Z-8h?^0*jSdG
zb5!+K?|->a69CTB8fr_2?W?ZXn$Ygs5%p)}F3YteyL?*LAN66LhQzr<z)k=|!?76-
zZSd6GG=4duB8a{S&C-B2l1xL|&5{Tb8|1-m^yR@7xT#)G(SoOc4cchnL0OG{w(%KL
zGBQv!-(~0a^l!|~y$EabdKe4gV8k`<w0)}O-x0332khrk+E{JnP9`I*JGftN?3>yt
zgDwX8Zeink|2+c1YJqm`Ca9xJf+D#jNO^(#8=`$IL0w`^s6F}ZLU{XO70nb<x(${#
znEvItDB1q5Y1yie`~Em!<*U<CegaWu6ahTu_jpK!C$c60D4)Q8h^OFP#(}J)u+cU)
zKF5(t;aF&ifdA9c%tH<Cb|KR|43ky4%s!s6(P(jA=!8>k=j;LAsb0e?9r~V3U1((&
zXUnY`vV`pg#k)O4Z@9W&bRC=3hWvVPWOu?M1NKI~{!xCj!j##m6Q+&5G+;K><&oS0
zVTGvIApUmRn{Mw_ZPVg&)Knk(34gxKzG`vn&L#ot;N>~j(|sG8SfNQ?=JgHB%j}nx
zbN3evO}3B!>^(%b=uLl)cHO0Wn_l><C-lwcXx7bGa<%qG!I#`p?)KTgZf#ch@O<Xx
zK+8>6_lEGJU&$a7xOdryW>mcW!`i8|!#;m(X6i8iwAkUBl-%<yW{1jKZD=gv>{z6l
z7P{Q^Kt$Kvy%*zlG8mR#PZ*ZNBdF53jv7PP+8La?rr2ByWB~~jh*iV$IsB?yF>gEt
zO@^-PUtrwX9RLE?t>uOPU|@T^MA?pk`CUF|BD!iteT{n=!FP~$SRglts)pLTj&;Zx
zedW@QW!sBw2ljB52&%Fgy~i%N>#DDz7^ZbV=dYk;Kl&~Y8LO9L(xDPGDOlEW&fADH
zH9LOtdRS)sK<|OYhJ5YG^csPCk&USbE@_$_C>{67W4^`wY+&!P^YBPqFBf))HSYDv
zkGdDudur@^2e}m~xC}#9yU!T_n}LF!T!Cs54woV5?*Ln1;}#(Ujvhp?dfFb=N1Pl&
z`sE$rH3$2u?`(4ChT9ffv7;@pUc@qP#7c)yRCU}^4(Bs3R_VGL8%>&j^DWb|7_#my
z@dm5B4VSr`&deQR^19{qs>HlIjDhu@`37rTaan5n#l72_9UB!HQBj`hwxe^-<O!Pb
zb4_J`30SGx6*l6&_qt>6PJhS=Ieq_^zuA?$91Cpa$2sdJ#%2oR-4inByh=JV`rX~D
zBjtad`@C|*j6Y6h9W6;pI`>qz==MX)HIK%s$4;yZ4ePBB`>RNMsQ11_@i8k8D_u3`
z1uM+IH{Q<eRAAtVqdR={w&0~gxZbNnSu+g}RGy*L>)|rI>e;uZ3t`@ZdIw;l$1cWA
zC5(pI9?H6}n=2Ta)T2%K+eGpCkmVi@^H{g`bcL*5PmycQ3=VLnCpbL65pZuuiOcpG
z_dR%fPw#qoDaCN=(;%A{%Vh=6I-0iPx7n;GOxtqvZhF|m3CkY_teIn)_hKBoF3MLY
zCPvT?z$1go`uGn9epD3KVWF~ffOnyn9EL1*QWV#f&%9iv3;9!0x7Zd9*Q`lbRs*~1
zD9)@-pWYB=Dqt_BbVY5=J~ZPFXWuCEWz5+J_(Pe8PyW`gymk*qULwLw&$#3r>#+BT
ze_S?rZS3#7Umvcq`f)q^@P!@&?^IjwBbLQ>Td#Sg_B`Moh)vx$!sWH&tl5u(%qEDc
zwc}lOr)~{u)O=e1u{$qnZQk1tIlk-!c7v6(j&kJl+^1#DmqyPIlTFH>rfIU|<flKX
z_f%=g6s-Kw%ys&u?D|=1>R%a^D)%)6IQ;vX{Xg7KK3BQaWA$&7f9O_>*GKjuA^mnq
zJ)l7h0G<$<NvJ_|eQV=h8AwdUV6=@rvYJ_S>@H+Pi}ySc9#bjcLfiUKeek7y?*@xQ
z@sCibXtdG~SAoAOCoizR8~Ayi@7XuLS$9(GxSI#BKIit``(?6C`=8@Y+GCz?#e&8@
zh3Dh9H7lE*T%U2KxUE8SU4Zcq&AfTCyM5)yZ2ho4_+s{vIo&#)1BbT0j8V3*^k78G
zUGSanlXPF{(fy*5X%CX#g?X*YQ(ZH<ZOV<eL>MBsZCj(kMC)6QF`a<`65<&Y;}K_8
z9Ne7Gc=o2`3S8a+B#{^j9=nP2@&*nN^i(}P#$3nvQ_srkY;Bf!ZJ|}*b_j3zxK<l*
zVxq6t{+)Rk93v+ea+A$ht$%io+IRl3KlgoMoR^u3*DoG^FQ?Z%Fo-RSd@IcO%|#_N
z<;CWNim7)T{UdEF>uO&Q$o;hIVg2o*`{^F}o39Rj>@$0)$;zE&pHqLwtH!47i6GwO
z<BG@e%OZ;sZ>5Azttc2#o_%rWiG)Yl%@%SoVIz-gy7&4U6t?w@Y};}1PEO1MGcEH{
zr%vB(H(&T9-^FUUHg5CZTQdKUL0!|r*5c5e`N~Q^RWlS-4l<N(Y2gb2PMeNJb3&Lz
zoqt@DzK<JMH`)<}hr(6@nK>AO8xi^rS}-s2u+T@Llj5<}Do6j=?ExOA0LAxNTmInY
z!-WBwKVdg_N?dT@!sC}OUzn^^lzH`TYjcUu+z0nFig!M|TCcP3+LrNGzl4tZ-C;+t
z!LK77Uw9@weYC=SQRgwfd$IP~1eg2ob=N%5QP6aGvUJHZRi~EWhqn^ZTwHY6mDTHI
z=vrgoPc3g##gU#E-}PDm+^TwV3|P-6seLb$pmqO2+ve52=IV9~G9kM~EP*&Qihjqy
zLh%wfRPI@8>}u}b^HvZ4`s>WnXYb1gicA-IT1QUV-}6K+G+Z&&rMquD`<R-^Ll^xO
zBi2{jt467BwVq+#R?@Jp_{ZO`2_F6U$Ujtn&&(@B7Jn!{>cgGH-G5`hoza8?#_JT%
z{%TsM;=3oAvD?$tGR=Ga%(#kuNoEJ{>^Lzvf7c1);!~Zao<Df}Dqr$gul|l(g;7;m
zZoKpOpV_;(_XZ9veLQi=qij`G+3x3VhPcyC!dv=mJykg`EkaV@?2d?_WNU%#r%;2!
z<JihgN)Rd-u`e&*`tz>!YZ!V2R=}uIo`=R@lW?p)a`$|rQ!xEsdxtoqxCJD3J%Iri
zt0ogj;nqiqPu+YckzkBUb0~l>4EbQ56RQJ?p<Q-CeW1UcGx};HZoivF9D89kv}oDQ
z5R3~3?t!%d;Lr&u4h!TefF~Zxl?Zm_AgV&qca+reQo<`~?BTy++5i*Y0T`zNL4km?
zj~TMQ*sAQG;U!3ZWF??muf%Yx0muPEug59ZS#NM;iC{sNybwiB^oXUQCXxk+1ez9n
zlQ@EgiI9B97zjRvT(7<aUJwbSUj`ixF+z-J51}xqL4Y(>^}Izv5rGlF3%*29r4-9}
zprivIF|6Jg{72Y`2CSYI;|m9H3T)9NA+T_QfEwbU0+8ByI7vaIBw>jeybg0Fz&ZFW
zP~dqxsMjN@g(Ilnd}m|q@OZ9d8dZV*6NRWdf&#A(Cl3-BXf>6CYK=AE?_>b=_Usr9
zUhUHc(IeeXZ37x%eAqDh`~NNaKYVAAiw0F$2nHl&u^=?+4IWb+K?6Jz&~9gdz{tWo
z3a|qb(Ng8#34k{xT3IVfHHC9QU<<%Y2QG)B#!J9^5CInj5yD{H|7Qb;1iui&&BjV4
z9Y&yrixTi+C!bhP@~H0uq7ak>(CdIg41&!P$plFQpyvv-J;e2b1;ffvUx(%iv~ww(
z_~|<<xcxbLKa?<n1YD=6aZw6~crj2Q!@U0aYj1hSZ%|*)raKA%p&b8#!d!c<F1NoX
z;=`NW+_^oRPF5{c+VIdiSE%VZRk`|)tUe3JCW|5a$D!XViV_z{8;yBZnIr<Z^rdt8
z>kczN9LOrRJx5hZTgpg3X}HIgxqP`z&>@oZ4&E<J;va^Tu;66MU%C$P)VuYL{Mw|R
z*d@AmkV}w;m<zc6z^q{@>q&gW<b<o<ddJpxRP(R&vxa%fR<7$});a%V{+U^ay!aih
zr#4dhq_Er2kuUNqD85GAiI!+rIGQ!U>_}LVnc*r};5wx`>PT6`Nl4;Pe7r>}q=k)p
zj9(nnpx_+}gN;t=j#ola_j5#ml*`z$-yIdC2`*1-VCI;ANw;kBHK@n;USo=nwSdGH
z1d4L}I;&@MD^!<2bCGc)0K1Y=jzI`{`Ljyn!%PblxExLrAl!|?XLbSq0SQ^nB;DQy
z8;B0B#=_>u_*34xii@%tZ2WJ<2S=uzsy7S;oLIa}W(pw-wpxhW&slv!`CE{BB*WrR
ze5T>}541p|+PwEnJ?r5L<_7B>uAt6YA}y-7h+(q&9VYN_UvsF<=ClQ5y}3hsb0Li4
z?fk!W%e&hg0jE*Ofugj+I6E$E2%?cvJBVs7Mw1Q^nkOv)&6|x6S$ddR1=|op*{Dwe
z;-}po=5;AcL?#iqpa=|fQl<|>@;KM{z0gbvu?aZe$q^Gjv3~doI!tK?z$?9>)GTf;
ze?&d2r=XYBRp{J?E6SD*IOsczP>{BQ_br%kqGPiJ)-3tJ3v<i7IMKHV$aCWnzzKB?
zdV##>^%K%xz-oqrFE>Qpn_+j&{8T+FBOOi@h`H)kSoD<wIvQmwVIg^e*Z3YVFTAXb
zoX@bvke12%S<v_M4a|9gdGE629O0H;!yp}eBIXj&d;Xsx`J8KmDp_TuD2Z?`e(KY?
zWgoKo%9DD;t+>Mp<IS53<<nTKkm$o5nS}c|X=7Lw*~^gD(XWw%y?|*>C`}B6!@&(L
zZp+#bzW%RVXzM|~DIX)8uU=vMa!z{y)pkohgZzos+yLUK>XP0TZ*?LNK-LE@DrXQ6
zim6uc8vWYaU@VogCT%XjN~iG=r+rX@EP$9U>Dp+g?JCy?%^>mgV@woTkQjam9jI#W
zkhG7k_p)CjZoS%bae0Yz)%v&thyUn$KXD1PAxglNlh#A37cFd_sk5`5#cT8)Mj8jX
zxQyyLn|8IH^^yv13OJS(X`vStkOR7~ugUte1xedyLSJwGkPasEpUmx4xHfoHIS`)^
zm87O(1QngheXh}jk3={Cl)*nP@HfPWu_`1sw$3X$QkR`sE39q=O2wHf`yI4y%6Hsg
zB(GruV;8LH-Z%6w38D7<9*X*jEk(AT+o##rLlI*KG*4$UD+5J*Eryt|DQ4~|uZhRs
z09^N;H=#49FtxaS@1Zk56PEIMqFQ7L`!XwCRoLsSIRdcC-*}@eig4(p#Kix+7pSHp
zP@o`&#6nc!5j27?2Yb!^ycbAAxGnJ09kt-M6v&XBJn^|Bp2FQa1ba#%s9O+hPs9YQ
zB4)uWd|(R94q#conH{=^j{CAoKWG4ZzA1SDV-C5k-nPlaaUg;Z;mGg|?IDtlKc!x?
z_-_DI2%svSp}Zgd`I&%N1$)HMk&tGfp;M`>6?KDXVj50)hg#f#I{yoR@)}TV<Fhsk
z6De^Y-=QElyptoYegY7U13*Q8eoQQ>m5C(y1P2#M@u5|^rd?>AV21ZF1_eGr${>G4
z=d}93=)PR6WtfmPF%*EP5o1y1b+UUKDgl)OI@fx((nN}}BNBrPKQW<BH5a%ML8KJm
z1o^0(5fzhjF@{O(Y>luKa$0aeNo?ukK2GR81JgR$pC2op7Hyr{J_VB~JPeN5oB$JD
z6Z#h=cl$tahuXv2`7hZ3h<n4LCsD9Rgd^e(;QAoMQy_z{RCebkTsL%r>S;}DazrDE
zhSyVG3%fAGCyiTX4pDeTO2Om{M~`)5{a3~dI1c*Oa>olx!Eb=A!?xzsb{H@pxcR7w
zNde?;V!vbOsseO6?9~7m5t#f?qkw(6HtZdOF-oj(TyomVPYvNHON$F|h!jq4D1Lp!
zUX!9OD7LNlrMI|_02FmVo#@YxWRY$vZf~7%3O@V%jk};HUbw&0-Nn)Y$vT}c{MEJ2
zNko{f#&+f}k5E^!0j|EW3^ONqb+trFwMDktw)am#!89mgAB2D?QfLf$Q3fj<S$8@9
z{wz4e3cMxKgtk&#Iq-r*G&+$F&m2)!r3FRj7bH%y$a}H%XTez(9%FnLjJsm9V*&>a
zD&putJJ6a1VC$wplEVd(9P)8-TWEAv_efWdjCjhrm-QO$UlnNzd&9=!&`qQQrWafQ
zV+V@X?`nOdDAgfz0EioBs<?5rZo<fI2<@P!bSRP{>7fT#>7O2ej)*R>VzOb1jEc**
zPrD6@!D0-Sq>!}UZ~9b60Bd2FsVE(@A1%s$XkfaYY@jRz2%-L5aY&=y=hR4vnrvq}
zIoz;7$qLVXH$0-qEI^)cIsW;G*IX?wN_R@lZwT64VCz+*Vs;!2eYDs}<E_dk;{L@`
zu<+$VTZw!vt5QoQ{M%4G4CCAg+BSlH5d_J~aJC?$J@uxQxL}r>13rpkO3HB7g`4hr
z+YyULvNqgcxC4docWH!MCM`Rgr~h}so}{q#q5FSk84Kiq#PqEaGc=R~T}rzBRt?eN
zpoFo&9ZFVP*`0AK`@pJlt#*aBb@9jamG7qh*=0y7@>@D2-}HWg+K|3Xz#lN9s;Tt5
zyAgg3@9AyL=&}udz$z?Pe9Us#4Rw}*0aMiP3Rx-(D0<D924j(cV!C%fHn3#|6IQ<`
zu=*Xdts<@u8*<>R2&g)sUES>|JnlF$6orf+KOKo4BS2FYo1B%6lb+X`gF@bKJU}k6
zvKnY=#D}PI^e9XCrK-kA7GDL|hpzjAe?pt68ATm@FUqk7-hKPzQNRddO1{$A?`gyb
zun@iqM^jnM;A9ajX8H<{l;48lgMPyK63IJ+hq}S8l~uud;teG*j>({mYtrMBOl#?R
z-||Erg1Fhq;&H+$F8R9FRa6K$jx&(m4wzTu_6L*@)*h7yNCvBX(Jj#xFLL&5{iZry
z`69kQ6b_+DAW{e7uQMQFOz|<^X<yDt(SxRH1SEc}$?iBM0iw>5n$QWiP6fXvVJ3QC
zGV!k^e(Zv#)J054FCI#l$NIv>&m-^POJ613_{Q+SgP>wA9RHJp9AZrC!!_1(B&_zO
zD$rnM0{rdRCddvd(My!$@=0^Bou3`pI(S4L<q`3P^+yK{dEYTc29C!V|6FhPdS*Mf
z+7)m_$Vro{=1u*pHH5HfgIfpHm!(<#g`~SEP0I^)JI+Gj7AS1D4`Fwdfm(_ggQphB
zX9B?WP!ynre3%qQ#68t_Y<W>Cvl`w9z2n-+X<0(fm+C4KKUz7DyVr-=miR?Cwih0b
z)-GQs$EE16=c3QDXw&Vt9D0jF5l+*LzQmM=CNJG+sI#Svi7}UCn~cxZ+rA7KD4$dU
zN`zP?Xayor1(P>dQeGbl)(3$DCapw6X5vy;Z0mIc?0I=nEYEikKtpcOdW+(n^t=Pc
zF;PY=83045BwZC;DUs7y1=!=QdR`r0gz{gQu5`OtN1RGiF-3jZ9`n1XNQX-@1&b#Z
z;8oPp2{z^i?D0pv)rLH2TC-a9CpRo)1yj>wQ16Ecdo1p2$oI*A(T$-80?Eadnj_ov
zI;^hpKx<MBQPi3720tn!l^aflFdVW)JS_4G8cT3s^i5Uy^8RT>kh~$?7#OPYy(#$z
zwro?K2I<%T;(rHGk;5wiIZ{ROEjI#SrI_1sbIAtPa(5LbN`(TR8S2z3cK*?Db`F%a
zunaap(Re11!j2UwsnSf6o~I%IY_r>qk49RMxeQQr{!{cp)4xQ{rf4Z#i}3vlpr)O)
z1X&^toEK^aAEHYRJsOIk5#tSsZ`hp57C!s{5lp_CRS6Z2um*o;?&4gE#mr?s+z%37
zPu4=)dhIbU#D?VG2mm(J$^&aL;k17wOy9YuLl)8dr`5PfL$X_1wiqb02%2k136KY%
zbT|leF^dX=;!Gikb}<ZP*(-1lD6SWS+oQ+S`m9zA1EN)o0D+xTqs>DE`~zM*Y>9mz
zV+KaIZg5&TA%|G~=Id@Kxu2_Z%+nQ;mX|laTHt@8f_HcC)CrDDC&@7K+TMl9*-fjd
z8c-80{mSrx7lGAtT$`XFSKF&{tf6SyS;winE;I~{{KfN#XdUYUuL?r%H_#ANDX-B)
zkJ|yoma=5EJjQ_R&?n!eG>4%y-QlPOyyk@gPIpE(2A~bNFoz-8jYOK_E1b+6*#9Vs
zTXB-js3KaUVOXxy2F)EQ0Bixt<q$y@#o}Q9j%3G-6$Jvp5Q6~PN}v=mOr?PT5+tiw
z3AR%F{R=yUM=65Pnp5l)73kZB;qO__#Hvw%Yk|a@r!XHZhb^=h>9d6%ekioV*0?Px
z0#D9htGwvKmd9`pUPmW%4r_F2&!K+RlEE5DBe6^j;~j~-w^Mw|$0iQ-f~Hrwv#K26
zd|L+3|6j(>^knAH(k`(Ql!XhU1zsxw@Bx4v-i{UjUQB~@Kyynbq99ahggH|HJ`lC?
z;nk@V_Ax=UUm57xT+<pF90)CbpoFmZxdU>X!6sGF8OW|Vu{!0MJ#T<7DrQJ4j&1^)
zMN6WLCIY*J43t0xe-YWDnZrl{D+nb0zi5Bhd<ly5brPgc_(=weN=HGx16{;7hN_6!
z-~<%u12<JN3nQg@T9itrbxAHNgwYeg4EPTqogi^p;pK_!$dCbU4D!EW25Z+AnEdF@
z?ixNd_~3Mv_eyesv0j&usPb-BXA9DwnoPma;N*KhbZTo1h*G{Xo;X77Zeg9XLzmDM
zc0^fU8Rz2xyW4GXv%S4gr>Z?g@R;e)*K9G%8oDGtBZA>9!Pd=WN{x|sV}{wwK)9}r
zJK$l+Z7+JJd{u7HohKT~6fL?-O9#&zP!5Jp1^cgzYB&J=*gR`oWbc))4D%E|?3NZ~
z6(cEIY*B5)-%w86QI#f<00vM3)uv-$^!om0A_VrMU#38RusZ<iK7Vto*eCOO3&RT*
ztDGcQm;6N)TP5cN@98vl^f67hivQ#`JwRU=a*}!=PDMyuPJ@eoS<Gt~tb*kUUW+DM
zMd$?sg^ml)b-)9rPT|ITNzA8F@?HRPtT)14V-8Z}LJZn1Skrl<PU6xhgIBK0{PJM6
ze|p}|iyEKppkc~7c@E={+0tC(<4D)m$`bZ{{~J?ZUEL(O_rm5<-@SrMHwsSXa{i9%
z3-(#f+L@_)d23)mnu=%Zx#Hsc{+iaIW%jLlCCzIgo2{>2uh|?Cpl8ebt9&3=;}Y{)
z&Yu~Dmou(+hmCVwXO^pJeXq!+=dAYVW9M})YBfe=rW`2Qddp|SAHUS`OAx=08LaVw
zZIjx@*R&o{koiGWv*N(VRN;y>Z@N#yo5W{(W6cABFVAl9>RC3uR97<EGu$#H^cCRg
zt^x4$A+CKEU_KUofZ+TPl<S26@0G8*q$xBVmr(AJWJQ@jwijm<@K9aBDhtYDLY<4m
z{r?i@uFNF0^?Y1pszrA>!UJ6OtOBqqZF0$wwkdRsb9hBA08a__^AU!KGSaIJNx2k@
z<oDnf%%NNT*4w^Ij^AYST}7;4^4|{%uc3UpgO4R#CtSSPD5gowYx?-+ZL3g!1UEum
zuEZY;N5FhQe+GMj-ql7J6ufB)_)KF_1r6)|zbtN<aV)^z!*`+cE!eRcDUX$Oo1J35
z#j_`^vjhm~j7=AfV^LbtsB&Q;>WoFg!9rS*fs`*s9vK(j+se}Yb5HJmB%Il%%Xd$f
zS_FON>2p$%P#wT=?^!c0@;VC!I)DxoWFe*9dqiSwkHxr1U@UUMbs_Dp*vX}ll$57s
z#(KdVqRJuiVz(~wC(bedRj-=2{H!xUIVk$sqO4NkV4#FmZQM>2MffgpU+d0H8dLd%
zeRDEc_CO=A^=%b>vdZ*zS!!^~nV_Jr44628>4RCbT48kL$_?1%63<*);B0RJkrcrA
zA?$3!R&g2b7`@<2Opr(gv$MsURVAfiX9~s1S2N1b`YEQ;j_*%tH~Bv2J5SQEnzj6_
zQ8p~|lvebcupZo1#@_9uOm*cku!GSTD*xup<9&KJ$n5=WO(TdY7`9@qyGGLA=idR>
zBo+gjB@Eqyc6Q3xqoo(jMW<zqKCxVwDkXjgaw}mi5oU`IX2!a>g0p8-fi#dRK%FOu
zDWyynb@d<7sE`WyM}r7Y5*~keB&VNR3ExNtr{+f3kL;P^t^ru@F1!!0mU^@K?y9s9
zaR<5viQTE>=-w_=pTTY!I{8nm$#hW`zg1M>Vk=QNBIy|co7@+m3r!X17S=q1#EfxQ
zGQda}3Chk=C#^0iqu50<+(_$r+05d!AXLvyXspEajFk_66DT*iFT{KbDgy?34gG{L
zG=d$6u~9-H-)<uo{-MVycb~rPZ|?HLq6<jF4J5@*BHp`66}XIPswoCk3)I9x*dPWe
zQ#e4>zeqd&R6lF}D$L$9Q5!<{6WX-hqmhzCG<K6RdElD4si=1qj(cH40$4{a-f~h}
zCO31iuoLSBxf_u%28@G>5h<avxK%UQd>393EE-v?-K<J*dkO4*35~L8rj<}=G_?Ri
z^GH}oi$vb&Zp2z@;JE}<^Uc{(>xQYs5aO2-Z5?5wwn;?eq#=2iE*(-|J5YUl|CGU<
z#rMTKO8cTy=UH6^$gK5aGWI(xZah}x>N{`z4-@Lg$rrr&Jse=a%DMrA_C=5Ai=eTR
zSINAo`-&s-O8mqQVhXw(UinTNolr91S9L(tGZ($4dCCsXKA%<}zDHlIehh$7-GD-s
z_cxE9HQe3@-D#fgPX_!Nta257R&yUaq#irA;h9ynPb*NdcwpcD@pJE$0lyCiL?5}I
z*l?m++8OiON*KxV;2nB=>>MKmjwd{Q+*}>n<?}*_3&Qd77%6sNb@<b}2C#>rcBwF~
z7rWn?Kt<#iz#!#)-UV^aTsdLD3QhyH1u-)B^lD&8S;)~q?4Isp3fZTGWx|f~%81Tz
z*lF$?upF9_*aw3R*SM+rdc~1wFZ`=<TIW~*wv%|ESVrfcr7~3GGH<b<+5EGxW}tZS
z8s=r*V~1DbJI~qm8d=O2WxR;QWNN&?s-9JmSk(;$@Pu4vq$6o8z1rh?03kFQ*nt-F
zd(*!%noihlC*}<mL`k>${c9&A9aJez5iVZGXz9bo`$10_YH`iGsH*HHDZ_?yENJ&n
z=0~RhkYf5Fn3WlJd)FWp2;7t|mACr5;VtI-@gBzNqPMcV77qBHtv)raZR!^4tbux7
z5Mu={uIcL^M}XRUdKKI857>%UZGnCJ`h*6j8Rpo{13VmNW^6Aip^suF&m-MHZHNmh
zmO^3(m>qG5+i&>5EBC8scC>yLz1@b%#<DY9^Z`|2M{ASl?N%w}80FNdzScWhB*1OW
zcKQT%ooZWYbR;<lyRC)CGusFG%13a)hF?|dTLYpHg}(5ei#=dkDL=C-iZl%B{>F)A
z_VvtzNBXpJ!=9jsIJs6NewdM-Yf8v9Y}lfQ=y#1iL;7}m9~*H#bWR_McX)MO)=C%(
z3ayxt9y4SsI@!0=UO1#QRV_wKkwA?hw)yykt<%o2;O~zedJ@Y;*OM6z|2Cu@?ytFv
z`3>o&nB>l=g}(+T%7F7S8>A~2d}x15hS~AVE<$<viautjYXuSxG7h`7NlS(svbepH
z(n_V80CEu?>3mDsa#RxGxQ|ug<5MASy>r21hkB;>V}9{t^rD#U=k!@^rR^yIs!#e~
z&qjwoIoE&^l_%8Nl8z1WR@`&uJ9b;C(9M9?bo(uFPtt}arV1lLY<9dy(S-Elw9m2b
z^V&+=5?v1)DPV4X>81zwnp+R)I@VfNt*pn}La#6`rVdOHWVQu}-s1XE+rfFs0Rv>a
zIwOP+P1Q_LfI%N42fh28KG;TkqIl4ROfF=&aTm9WW%5Q%(8Tgce@uuZuJ1JuQo??N
zQSB|xuDD=U9)rm8NLcoj5qF^Sg)eh&PVX|q?SR<9x5301*L#T#+^QbD=F*g8bJAdj
zYie+ruk}=bG$R;yq|s}bTxMJ8tyV||knyq=iy8-0TV1bt_qMmMCv4K@;B%D{h*7<*
z?Syc`Z<a!~II}HOR7|+xQqOPz+QLGsrR;B|Oo*14!lHf;&l*e?#8BpKmRM#7=H1t)
zgo{rB%-aFX+aUcpW!`d_24b2P@ZQ(fGe6I67nM_X`(_6RcneyQ64P?wgRs$j%qr@4
zJq2eA=q3ik*0QPr2^{wb8;ONd6Et2nW#A@7&9-<~SLA@-0aA~O5ME&*2P)r6hQfg1
z4l{k|;iUQ;YbGKNC&kvOZRhKmNa;IqFi2vjYG7ei>tAB^y!T6mkF7wvJ?%h&`X&*d
z^yW3pa(8A$;$ROf96!AgFB~c3czXitnQncQn;}4Ku&>X;ne+tQs8&<Kl(KG3v5blE
zgoRmiLMc|1m8{OW4vUk}`!pV=2~X!WwNPPL$HQSx#`b~Y5KQiS&avk3Ja|FUnmgmr
z`eMKjK$5>QT9qFWw~t$;27vI>`u4%$TxJU2#8;yoT~GZ{qboX2*dVdk#mHRL8yML&
zE;M-&ww_M;5xNg55-rw|a~&I0dK}g!Sji%=@B%9tfGMNPfWOpWd{;IeCTF@K$ks%W
z0V~DAe@bIhm|g`c7C<`W!Fq-!u~i0G4Z$LPwJKEsoP=hbrgx5d0oo1EpZELG;*dI6
zza9F&NKle%W&@;GVh!t=!MvKfC&E&=3%z|b!(srEwwzJFr*WMuDv+Vb_#Q=>-RC&R
zxm~aTt0=k#ioB58r@r$g`Wp7FSm$N<w<un;B}ZT^I;y>u8khpXH=C9}SE0}01&cl`
zGI?!+&qiI#3+M{nn*^)S%ym2dApcGzUqj$&Nf4FGt6t`%qBAxn2TCj6vI|@y`rQAO
zkp}Q-)W?@4+acyBkV6B!Q7-^*_RQ)#-kw~01l>5$=ncrL*ekMoy;$x7)qX!{`)ggp
z&iDz5LkBR86fOh)^$Oq(k!!K)kGz0mEET|Ojf-t4=|gP@ae7ZqbXlnR8y|e6v;r>O
zY}n}WI%=%)I=#m76RIk)T=h4C7x!80TXCFQjx_T=mGd+CZ;y~yl1)ye2m<5+!B#y)
zXljzIGY%&%R+^qT7f4P7NTmvNPJSbG8k@O3cdu&&!Vt}Db~Yz;BI_4P!d=*$uFD!s
z6nJj<!OJk8*~UACjQ=JnokyrSs5ZM-$m(<GeEXI0JCd)1W~2@9TUwE0rurfEuLpwJ
zAis;nNtB{gTFl|Oqm~*do;Pv$LF&$=UG*ljEgktC2m`)-0tucK|Fm;E(ESMZ^!wcv
zn~fxLR`SibG%jFZ0+eyVSH^g7tMhh82z5bb1tJJjL-Y}lrb!KJgCPKppGXPh1+_#d
zp<fi?I+sELTWc#XO^w#JxNUMEtl17v!98dbCHR5V|Iv4#e}sG>&39~Q_|!gx%tx07
zwoGQB<2M%=7Zk`o;C6hH6CQT>w87S%9oTZv=d);YVu$>?5K@>77QtDYkgp2s@?+*l
zmA7+=r~~~x_{oFViZlR3u(TtkLmpVi#n}$hM`9YlDpbKLKz3jjLnD>Odo2;gqw(bN
z|AiY#;zHaZB1Ei{hAIGVl?v_$_WSh#1imxId`kolo5T9oAdXED%|tup`Uss7Qd47)
zoq~;>Uf_{M;N)TxAi9@GYhn-02CAUPh$mPR+0Rr++G~JaAP{qjSncxANd4_|h9uLe
zbMyZ4GAxe~eHPh+$k8HZO6Wfm)O+!Holr7bfs7Q*v?e32n0J5*6v2V5^ZAL@5X;w~
z#h&CyNwJ3wA;1}IKY9T)9goA$ETEYeUefhFKcb~-RuKA$TUmz^1R*(pie?IHjg+-)
zjuD@bMxcnMJ5aE2+iEZUQ^Hc$cCl;HNCsYY0_v7SmawK#97nEDH;bOP!*Exbx8^?<
zcK!dAN>*QfGz$*5p@oQ{B*nE8B*~9%DYuKt30sSa>|}4oghPsecD7?J&cH#AkEnxE
zUl*W}j#UsqWelLo0!ytmktoI);b~+6klDIc1C=GN!W#(%GFU-H&>Z}99==QTp+Lfx
zz<I~hi;#)pTt!QhG_7r@jIohSlhxng#Bk>NkQKD{DD<~vr6FzdpNuBj&d-O1xQO=|
zoV@Wtd@{W{2@;sF+rbisKn;L11Q5Ic7$-F3Wq~jo`j9T;O(b}JF|*GB3R~RgK-mD&
zSB~~(NVVoUU%d-snI(D*$Ex9z(5WR7{p6<9Zw%A5Rc^w07%~uz1>ic>vu89Rm!O9s
z)5VbT#5(jM2tGDbaiy&DQ85jw(P$@lI#C{LO#7XIElPuc_OGr>5`u%`2m(m5_yN!B
zqr98UPnhQLUyUY?yJ87x;tABTD~Z}-bA=&sx(YdRTD>ddG1gKFop4z7JYMWTriLNw
zje*^OoY88U|5m<4TG$#=km7n7qX{HiD4z0SRiLK+U310D4Jau803tR?YMxe2+A5Ah
zL|uU^K3e<-L)?@X;J}*<=a>b>R~V2AC;yY#C{UPgG@ZHlaKG{p)B5N9B3O|}L`sm0
z8I60dD(GPW5In&B6+<=Xk0{dS)5|WdmD~&fKz23<eAo>rsQpa-T@fGnM11GJzU(#8
zryHt&X1xiW_>+7kmtVIbir%J2+%o2sY3~(b6O@3?l5Eub%VMAzX}@FwK#Q>$wlJKz
zJDIA!W0i1wK)54dcj0g6VG7{=769)pQ6-8#eLL%@Pd`d2us=|A6drCxHc0r+BA;A{
zf^9an3Vyr;wwnswrDMry=#aNXc@sy%W;z`vA4~p~MC`YLjdV90&j2_(^%RXwARf^f
zXhQBK?lC{$OEU{?-4k`)>`kl20sE`q6)T(F5zO!94bD^>nm`Vz!4!4??G_aP%M9Ii
zhrn0h#U&L9VoU?1%_3C7<RH}77h4Yd6-AOf>Qf_{(5z1BK%T^{6VLRcsjex%2-07v
z2E#Uyh$nDQkYTiFKxulD>cy&b0|3tlx+K6nv6T6q@b?Gu4-1{ZtX<nU?Y0%9tRS2$
zf#daURebHO;#sRNn`kkUb@V9WW_u1#APgmKCp>6&#pHI2Dp6xMG>QecuR%k<7K79i
z@n{qT`l%^Ub2dRg1UptNd?v-%eIeo+oR5KxSUtJy9m=ZYrUH(=?MYf0D1(w#&_`2X
zUg?V#!X^|o9hWWIlEF5Qv@=R7Xjjv0K;Y~ab_srrAT)Fv{1Fi37>RnObt&zr<xz51
z#k!~&Y+?ddsir^$R#epwu%lQ@H6?FFVyZT1pR4sxERY3&ttZbVM?ker7)>pUGX+x4
zA}H;w0U&7SHu92<bVN7?hZ3z#V5>YR`ddVKVo+<d=N9pc0E`^30FoIqPxTTL?2QR{
z@_fP^6#pb~Lb_$P?F7u)qCUVJziUd|Vl`P8BzugsALZGhZrpSO-YE=cIvZ$jiEAyl
zMR4KNs|jt6cxo`#UfjK{#mHHWZm1#i9q&-15~M@UOcG5#8+O(07RG{EWuyWiS6Z6Y
z?b-x=x772e&x3t+6EvpJ0(M)H5R4KxYTkg!+60yV>`1H+2#~)%K+OT;vLkBG8EYt&
z18)q&ZXOC?8{NjNQMpY%6bdrPmshnR2BhUjMnrJm*Md!b7fqhh$@SS!!G=1}FoP3u
zl8>X?ftxA3)E_;DjOZ3yI>p0Dh7!!FkpDNQnp$ECrJKx3ZqH}IER^<|Fzh(#-atxd
zYe>zDy8|f^T!`R0IaG2VBBzd?!^oD=tf%7leEB25KI2ZWL>W5D(m-Iy|ED|IoG=wW
ztV(Bfw6IPgo+bYDWp4#(xpc=O<Bv@U`6;pShK6et_7@L_W68;_CX1<P3jX!X(0Z4w
z(kan+^90sF;rhGH@0S@}a;l9^$KMIw@jRhRaFki$6+A6wF$&URYK_M%WkcPNu0mG(
zE%r^Opxc7qxZy!!AN!NZTTvqrLrvKQS+5R5J{%jx>Ni5#>o!ugDr6L-#@JN{DtqSQ
zSIvv$ybSC++h+l9oCj~{%U7xjyXVcd?VMfhT~uBcs&vrMYQS;`TH27m8qD~#$u15M
za6W^j6wX!3?fBuHF|QKKHvHB%E#+aDocKBwVrc8jpkyFu8hT;aC}o=@;Yr~R<ZdvW
z$2&i6fOMLHf@n}_gQ+cFZY8A2svt|&h7W9NBxfW%rxra5ATLyWA9Rqb#;;9DH%&%T
zS?UZ|V&XPV3jkgwZGF`<b(eTy;egHF_y*I?fQlHI%6}En98R_aI%9PUJ=Q=Yx33`T
zNqk-6E0%hoGZbd~*vO3eD+}VkCv@Os78H}>HV?8}A_#9EJf=)s#;78`4hgWoOblmv
zK5PGZa&i`{`|tVpu=&Fa24w0WXZEu^L7crpp7=^k!&Nj9_6#D2U!*xUt$-Rks0=r3
zYHc+d*9B+f&rrdO1^N(V8BUCE<W<)F#CC-?I1{)X(S;@n&q6ocC?{J0r3r6Ssr(p$
zJ)fbQ#}OSxC%P<>1A+nypqfTPREN~t0zWa4qIZ@<(?~N358Wg<BmC$l`VxzolvQ4Q
z9qX0eQQ9TYl!r+y+Qp%b^U5EUy5%r=9ad{5AI8gZb?A+2C$wX09xr@UfMlga^KFmd
z1E(YwQ+<^+ljV7nl|~Hbp!&eb&HzZJw37n*bk(2`3>k{8{caJ%c@>|kam5?J`yEjU
zk+Y_({3a$w9n=|&#-DZMo59zs(c>~o&8HpirwnZyS6NTUM=Mu_Rf5T94yUC<)B$~u
zGn+Oj{p=04bWmLwYAA>1%_wWKNu0xhUXFGJ;Xc^#M7h}YqR+BPRPw2cKFBKJxeo3w
zmT@Iyt|lI#2WH#2N{khg>Mbf&t60y(*7q#_x}jBHzB6ThomsF0KwSim&u|ytW7}!}
zi5VpA0IuKwNE&oWk{)m%z9FkKKqwybKL!by?KeT9R3b>6iC=(hXQpAaGm{~cM)O=-
zTmFb@NU)`#f0lB}eG3pLq!P%xKdMAUVUsqA<2m`rRcxz--bu=-{k4u+v@1mSoo3;-
zaUuS`ARMx#>@i6|8;YyKLM+3zw#R?(XS#XxMz^At=R5PprY~U88N6pen?cx2)a&?U
z5M=596ezMK0)^$a9Ok=4h$pu>q~GsW{0c0@X#@e^_Y)KsKi!`(Cn8B00D%%HYQRRs
zA&<Q`zE^D-6HBh)k~kd+2x5I_;bmt$v}};hb)z}sIHJ~Akr9N)V3`aeMp<PpIA#yA
zxEx|05ebyG-hIMvEw2=dOKEy1pi;3sxo+qQ9_60BUdxzny}e;_Bfkk4qyEQ$@x>5L
zs)MhBCl5VNjyBe5X%-}oJpqpZ&9w>9k8NknvE%E5q2q}*GA>%>F7QMxnn~K=Vf7l&
zLY6b*2w}Zel+s(#`&bcTngeieeP?0X(CSC535vzGkb+}F%1v5Ge=qP^CF;;aJc;F}
z+O|{S(+mSO$~moa796`R{0QLzjsQ1c;VC@G&J99uQ_EiJs_(kP=_^S>pd$T<Bs#zm
zauh)DlVXV5tS)?PU5zBd8kMU~u2G)=<qcv>6Pyi-?LdbN-`3c(eW#IgQkqJO)`UaY
z`n*Y#e|QWEN&a0%XXZJ+CgV0`<#@P&@&+Orobhr5wo+^b2qc2fynAs23p+Wlq}PFq
zS6M)o^ARP>(dhMez`WCX6tCPLtemsGTo`UNNkGn>^PNyHyV#6*5msDor8qRXyghzu
zfDMT_@#2}P0rnvJ(ydL!uU)oPlZSq9?Tns3e@y%k1AlC<5Xl&KQha={rLXNd^j5NN
zMRR(RyvG{HPMtL3_1Xl{FHi5e$epYj9@dqtu~egb{sBMHHVf$gH&S-9)mQ<iYux#+
zf{`r28Wj&H>Neb1)jtvGKgYO7p7`7xQ+5?9y;nWpLqb(UwN&^jFb_(wUzLAl48iU*
ziFTT>xywA(Ya(*X-W%SLHB^g)uRKGnL0YSzTKGvI1YXNw%@hWZtt<WUt9KV?yx}%(
ztUAQ|R5!@!RU5kQTx0`OzJGH0%J>c5>3$EFeC}|#AB9bp<QAK(@n^@b1MCnDK^k|U
zv8u(kihg^>W&*rybCG%Mc2>dN3^=k24*V?oWGeBHu+hmFJZoGfT^#;%i_@CmOOKJ9
zY$!)o8*1|JW1I8~Ryn?BrA}mB;-FHBNR})5F#<F&&?%P0b@H%vkEu>%>Vo(7zoo(L
zyICz8?Cef7_iojh8@eKS!&Sak$m9<z7G(|;3=cIqbVCYkDBANt*=LIq?f&o^W&>%B
zX4&pKZ+`VFJSg`k!&XB+$H#DHf7;!MVL4@O!>fH+2XBtc+dDL!LRgcWWq?;QS{Q!X
z1q#E{xE6hCL)pnnYze8GNeN4pWcu0s!o{q0H2Ph6_^y@c`8Q%EOTDF@IWKwP8`NN+
zd~v|=r0^W0ki_P{EAgzDh7jvcd*P_^Xn_EP3H;%4+vqCNZ#5GgzsvgqFBu(*3|iK4
zGE4x3Ui+$wwWp~!P}tt5-hLCR$b)dL_%15OaE>-gXvgLt81hJ%PLaq5_ZDsPtXXRO
zo0At7QsehS$A3H4t1MVBV2@OrqP8M&U&~>aD42;mH9C>KXE4_~2|gM7m9azGM2cu<
zC~>=slfdE$2i>XQylpiC?&5~p%vZ**kVvA#%~?qZFV60;Gw}R%?Q-R6Cy6dYM_P;J
z@V82461rv6rLq7&=-ymt9=qG3d%kN1@~I9a3xSL#x&>H8WnQR@S+*-&gN2cA^ga!3
z3+<4Unty$98bnTTD5$mm-#m(}^1gQ~1ggQoV7k5^j)qGdtCuW_1tHH2nSW5f5#kC8
zX#rwR7@#X?NGnz6t!*zM5vx08!DURaxwb?w>J6gjjJ+5$Z?uGPBb<^KMvDz|A;~mU
z;-)F3BWd+s&uB(6czF?bnxcyT<bg7w`z0H?Uw)Oounep5mJFCCfzI39AYfKt^XgEP
z38x+PGwHE!<uQ=K=nL=d9bdT)ctMTuIYzpZ`1pVK7V}u|fH9lxp#%;-=C;{L#6AWb
z@_w#GGXnFMM-`_**etl4%7hE6T5Lk;9tfxS1Z%dG6f<=qlX(zv`NZtdoF@s>FKHLw
zMxfPhw`0yGFF>*gcMX<MkkKRy@{sl31<=)GR9EQO!iDFgmZ`}Yn5CE{o<o<A^_!^T
zj3-NA`M9nMnr=_wE6OC}ISHw`<mg16!d$kNTt>D2Z5jQG=x^JctrOW`3h|^I|C+T#
zh=3M3xxrI|lKN%KmIYr1qo`mtpq>Z%r2uWDBIBnJ>k1~UGSC&p4Qxc-p%n_jG(VM?
zDr1sEhcFf?g<^z4C%b)<@*r-f1}wPS)vyS8V<G6W=#>nQ3&@Pgz332Ys8K^h4&k)w
z7IYZ`(jtk@C^f#<Qkwa%5P6Mk$=kC=C-OSFRzt&$fV=YBMMV>XutG<MEe*t$L|VAw
zBPz))gw3h4;NEhGB@HdLocr8%CTu#K|6^f?%?JwAf2R?41ehT-K_?u#JBgK8fMj-)
zNuHpav&*1sh@6D+x0ARpX+WEPi}uWZcy`wDFB8pcnLh)kdc3pp>4c!|+C42#r|q?K
zyF7laRsZ3Q`*K7xwey5q-J**(XS_D74E`Zx*iVN}eDG@$CC=g(%QRJ=v0V9b){j>o
zG3B&cy<-rkj63cJ74pq)op;~nF(Bh(p6-?Hy5)1skmUA?^P*J5*n;_a$Dr~qiGML}
zpg5%j7S3e~u9LB|s(Ch!mT|Cgo)~c?Y#3?;7~eD28jMjkVc4akAmQhUly6459RUh8
z0uFNhgvr6sFN<a?P<Bs%aKz4Kv$|pd{1l)$xu*%ZEFAl^8rxEVqXfmO4WSa%Y%0++
z>Ot?M-jpMDR`Vu)2wHmi@E>F3BYzdm_{zA<snzIfMY>nn?UF#ox&ov;D8IJ`KN?VS
zD11g4RcE!<f9`X&dXB<@p};dF=qz-UV%ZvKaK%#DcnVtF*=!^3ccvK1abN)WqDJL;
zAsoFz(<(`OhV>YmuxdZ?J}_Sw2Tg%@jjMPn+ma#9SzFWKsAMGw|KeJ$)8IS86{1w0
z=)5!IF?6D0l;mC3HfTB%=y+uhV}1iYb!L#5wQ&U;q!$rHa>Nw9{2&P!1rZ(3V@p!m
zM@pd1!mPw4Mb@<6jV4;_R<PD>G2ury8I2|JWur(Qn*!Ox-o<bfhuk!^BJ<b`C1oTr
z@JlQT6a)1_kZ7ir2Zhpmn1+-gSyz}nxk!+?rTAB)36P8z`3u$YmTfFSAw#Z9Xg1yz
zvhf92)d5bPhiQ%A(US$@Jjh^wzq{Sc^ef|{C-CcDMjBmkXk_tf0=q~orvMWvWK|J8
z#zf*8O=_Y*Odx5Tp8mg-FPXEpxx=GVtI#;<Nw`^PF(+FtgJ`*I+zzLcI7#6sX3AH_
zN@?}m&iu-l`2sd++W{|E`LQ^qy%#ThfEPWqOvZ}%3BUt=@ZOIMLcIfpILlB3bOR+j
z>!Q2b-g?JIH>Q<uF5Q3jVM0xhtg>3zX!Rj6Rs~~5ZGlKq|Jxp0y9JEp1MBDUc5#0F
zBOCIn5BA>nol&O>wHH-;1baIbpwO=Uo=D5eXsrF-;_;(9P5BK1r^;1FdBR@g#W^(@
z<uct>5g8-0s#vvV)YoqN%Fi@#5b;^H<~oJJ^1&}<y}Lw)#a2e+s2h5XY=#5U_fV<<
z1G(F><H7kH<C)X0KRR4|*`h1<_^BR*-vWTMik3sSl<B-M`*OH1zrQF={AU^RVNSQp
z7QcRfoZFk<U$};`;-!ThoIb<v<mWIS<*S9aPY?UTDreQMrv?Bs+PAm-z`xvipH6;e
ziHBZEWZarLe{(IDT(^xFu-h?g+M)cFA8x3HjnyFMcx-RQRMX=VI2o8kNa1jZkD;uf
z>K;2y$KeOZc5X*Bed0sO(H3ni(_VN&@Q1Jq6}4DOr4RgzV>M2Sa5>3|zpF2ngsj8%
z^Q{hhUx)PWf6;YekG96e&_r-#ZU?{&Q<rHk3|}*9bT#roVu&|N3X`nO1ktSHxTq=l
zs)!ZL+s*OXpRso6zl~jMjimzvogF;#2>JM!h@^9yw_mz&{p|Tg)4MLRSvMh=We_)}
z3Fqwt|HH)8+r=WI&z!m?eMVa4CY$XwF8!-$hJsk-h7HU{#VWqHjMDQ9c1yet>>T=Q
z%DAKPLs&uIwcJUCehY)M8K~uU({*x2cGgtVI2jKL<G`|p8xDXWJBUYL^1$CW+h+tO
zSFuU1VUTjYu`qm0ZZN!T?Uxe#Qv0=^PS-mAFfMZa^gfvGrdG!QtqYT%`VRlOSHg6L
zhwRNclT){+|DW6<-bML@jF0Izs@1+5?zU^r7ZYsAYLEh>9FZ~>a5|q{l`rp)`?A5U
z=`JHjDHnBFzgNaHx4!=HsLfP#-^ys>0ClH*_9pMLea88qQu)V6thvAa`d<UA)_?Q~
z>oP6Nunajq#35Qta=Pm>P3gaGE^D>vx#GRGQLA?Uk{hf){+6eJArVuymFb#TJIMZv
zL*fGX?Vo)b%=XAHJk@Vhtlb*!u5Jb!ByhExv>+r;ScjGO8I9y=7qZi$Ub`-PaTpLR
pD2ELv!vO>`aM;y^!_x1fOnB_9hJR2@w7Tq+sRC1oBFwMv{|{0Xr)&TK

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/images/image-12-PROOF. We .jpg b/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/images/image-12-PROOF. We .jpg
new file mode 100644
index 0000000000000000000000000000000000000000..4e6a91f796e8581c3008c615f6e376a5b3db484c
GIT binary patch
literal 853
zcmex=<NpH&0WUXCHwH#V1_nkTWcYuZ!I^=Bjg6g+m4ls~os*M;i${c)hnt&6Qb?Fz
zL{>^(PF6}rMnOeST|r4lSw=>~TvNxu(8R<<Uft5x!pKI?*u)5A2qPyaCl5D|1TU|I
zk)n*E5y{~H0R}-123ZCfW=16jCP7AKLB{__803NOWMu>c1}I=;VrF4wW9Q)H;sz?%
zD!{<R$jr>d!pzFb!U9xX3zTPI5o8roG<0MW4oqZMDikqloVbuf*=gfJ(V&YTRE(2~
znmD<{#3dx9RMpfqG__1j&CD$<t(;w4-P}Dqy@EqR!@?sXqmoln)6z3Cvx-Yf%gQS%
ztD0L{+uA!iyCzMZGIiSY88c@sTD)ZGvgIpQuG+MD%hqk%ckJAC=<t!F$Bv&kdFs;T
zD_5^wzj5={!$*&wJbm{3#miS8KYjl4_1pI!KYxMz#mK-6@fMJTcnr;7f<S*Uv9K_+
zu!H=?$W#u*%z`YeiiT`Lj)Clng~CckjT|CQ6Blkg$f;}`^g%SK=pvVxipfLOk07ss
zeMX$en#l4Q++zrT-D2QjW&}navmk>#!}niCwprZwe|*^SpJAQvpWZ?{!4LMW`Zn^5
z@7(#3?>Vb7=TW7~q_dK9yLu*hJh{MLJ@K_`@%#_#_elR|a9Y><pP?b}KSQhI1L+K%
zFVU~FGlC?PuDrWs@i<^rm#PH=UsHpXHPG;#5W`a{)c?8Ua{t?t_@ChdYwl@@Y3jY3
zw_aI!eBrvJ^9QG!i51+uRk1(5>mG~XaS5>&t;PnUg!9iGWJ8PNxc)Ots9XM@Au)UZ
zU#ZOchvHZ2UzB`g|NA-pKf{Tyix*~W%&@ACI$m5@5|=*r*$(Z!cW)O9Zw)E6ZCJqn
G|0V#kr9im=

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/images/image-13-Thus plugg.jpg b/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/images/image-13-Thus plugg.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..ccfa2bb313b5d03765598522164df29bacd667a8
GIT binary patch
literal 835
zcmex=<NpH&0WUXCHwH#V1_nkTWcYuZ!I^=Bjg6g+m4ls~os*M;i${c)hnt&6Qb?Fz
zL{>^(PF6}rMnOeST|r4lSw=>~TvNxu(8R<<Uft5x!pKI?*u)5A2qPyaCl5D|1TU|I
zk)n*E5y{~H0R}-121y2aW=16jCP7AKLB{__803NOWMu>c1}I=;VrF4wW9Q)H;sz?%
zD!{<R$jr>d!pzFb!U9xX3zTPI5o8roG<0MW4oqZMDikqloVbuf*=gfJ(V&YTRE(2~
znmD<{#3dx9RMpfqG__1j&CD$<t(;w4-P}Dqy@EqR!@?sXqmoln)6z3Cvx-Yf%gQS%
ztD0L{+uA!iyCzMZGIiSY88c@sTD)ZGvgIpQuG+MD%hqk%ckJAC=<t!F$Bv&kdFs;T
zD_5^wzj5={!$*&wJbm{3#miS8KYjl4_1pI!KYxMz#mK-6@fMJTcnr;7f<S*Uv9K_+
zu!H=?$W#u*%z`YeiiT`Lj)Clng~CckjT|CQ6Blkg$f;}`^g%SK=pvVxipfLOk07ss
zeMX$en#l4Q++zrT-D2QjW&}navmk>#!}mu{D^(iURpwo7s40KQ;9;kA;h_9if$skd
zU2A9G|M6kxe};9we|nRCXi4-pelbdR^6jyCD}PsnVgHAD754wy_VWK{U=ytW7`i@j
z#m%f~-Q~;gMc=(`sF=2WYKn8;4uy$9KLzX0tNdr!=UTjvlOglg3})uvVekJlxXog?
zzxO{wKll7!Pwt<%=H68Q#O=cV*T>}lGKB4Y|ED76Kf`ske{MU@bNpvGF?VtO^*Qms
tI2Q1|+PR*!{)Bz-e})ZP@BiyHRSo+f{-+UW-W$#G{|t+L8S4Mv1OR^}IlBM=

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/images/image-14-DEFINITION.jpg b/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/images/image-14-DEFINITION.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..5cafd5e0bcb5144e12b898921c47cbb5e8e2b0e9
GIT binary patch
literal 854
zcmex=<NpH&0WUXCHwH#V1_nkTWcYuZ!I^=Bjg6g+m4ls~os*M;i${c)hnt&6Qb?Fz
zL{>^(PF6}rMnOeST|r4lSw=>~TvNxu(8R<<Uft5x!pKI?*u)5A2qPyaCl5D|1TU|I
zk)n*E5y{~H0R}-11}O$fW=16jCP7AKLB{__803NOWMu>c1}I=;VrF4wW9Q)H;sz?%
zD!{<R$jr>d!pzFb!U9xX3zTPI5o8roG<0MW4oqZMDikqloVbuf*=gfJ(V&YTRE(2~
znmD<{#3dx9RMpfqG__1j&CD$<t(;w4-P}Dqy@EqR!@?sXqmoln)6z3Cvx-Yf%gQS%
ztD0L{+uA!iyCzMZGIiSY88c@sTD)ZGvgIpQuG+MD%hqk%ckJAC=<t!F$Bv&kdFs;T
zD_5^wzj5={!$*&wJbm{3#miS8KYjl4_1pI!KYxMz#mK-6@fMJTcnr;7f<S*Uv9K_+
zu!H=?$W#u*%z`YeiiT`Lj)Clng~CckjT|CQ6Blkg$f;}`^g%SK=pvVxipfLOk07ss
zeMX$en#l4Q++zrT-D2QjW&}navmk>#!*^Tn@XI9`Vzt2mTQ;`N&N^9abY#gdrX$6X
z^&jR{*#B$W%m1H&O|brBD1YY^^9~y=2`0Py>g@k^c*crP6#w(d|M!ysHWNFu4@-}n
z<grt~xMZ3eSI6{^Vo6mD%thH{JL_eSO8tmEb!@@kRktVDzuXlb=pb{w)BZ`)hxLE!
zPyT0Eq_S?>p2^=D_w2g-M}FDe$e6Ra1=Am=Y}n}@v$(m*QuOowKWcTF{}~oekNnSY
z;Aj1hRSds=AD{n8YyaQcsQ(NvzO0+JPw&I`&aZ!+kNk37`)=pTJGW0(b5tzbJ@Mkc
Pf=ZSL*Ke6H{=W$Tu6jo?

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/images/image-15-$$ _- Summ.jpg b/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/images/image-15-$$ _- Summ.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..e43849aef511ef7079995097f8f6a10b8ff9f102
GIT binary patch
literal 873
zcmex=<NpH&0WUXCHwH#V1_nkTWcYuZ!I^=Bjg6g+m4ls~os*M;i${c)hnt&6Qb?Fz
zL{>^(PF6}rMnOeST|r4lSw=>~TvNxu(8R<<Uft5x!pKI?*u)5A2qPyaCl5D|1TU|I
zk)n*E5y{~H0R}-11}O%4W=16jCP7AKLB{__803NOWMu>c1}I=;VrF4wW9Q)H;sz?%
zD!{<R$jr>d!pzFb!U9xX3zTPI5o8roG<0MW4oqZMDikqloVbuf*=gfJ(V&YTRE(2~
znmD<{#3dx9RMpfqG__1j&CD$<t(;w4-P}Dqy@EqR!@?sXqmoln)6z3Cvx-Yf%gQS%
ztD0L{+uA!iyCzMZGIiSY88c@sTD)ZGvgIpQuG+MD%hqk%ckJAC=<t!F$Bv&kdFs;T
zD_5^wzj5={!$*&wJbm{3#miS8KYjl4_1pI!KYxMz#mK-6@fMJTcnr;7f<S*Uv9K_+
zu!H=?$W#u*%z`YeiiT`Lj)Clng~CckjT|CQ6Blkg$f;}`^g%SK=pvVxipfLOk07ss
zeMX$en#l4Q++zrT-D2QjW&}navmk>#!}mu{D^(iURpwo7s40KQ;9;kA;h_9if$skd
zU2A9G|M6kxe};9we|nRCXi4-pelbdR^6jyCD}PsnVgHAD754wy_VWK{U=ytW7`i@j
z#m%f~-Q~;gMc=(`sF=2WYKn8;4uy$9KLzX0tNdr!=UTjvlOglg3})uvVekJlxXog?
zzxO{wKll7!Pwt<%=H68Q#O=cV*T>}lGK3wyZ&v)D;kwzs(2s&2^E-7roA?E?Habh*
zns~fgX;tF|27aanyT|LY55|Auzw)2qjc)mWhQ+=$&HouV=Xce=NWE77!7l!v*1iQl
hRBg7~^Q?KkW9rjcp3l-Jx#^too-@f`<pTTvn*eLDN&^4@

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/images/image-16-$$ PROPOSI.jpg b/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/images/image-16-$$ PROPOSI.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..ca5b4566971ed48a22346107c7f569984038bc40
GIT binary patch
literal 858
zcmex=<NpH&0WUXCHwH#V1_nkTWcYuZ!I^=Bjg6g+m4ls~os*M;i${c)hnt&6Qb?Fz
zL{>^(PF6}rMnOeST|r4lSw=>~TvNxu(8R<<Uft5x!pKI?*u)5A2qPyaCl5D|1TU|I
zk)n*E5y{~H0R}-11_cIrW=16jCP7AKLB{__803NOWMu>c1}I=;VrF4wW9Q)H;sz?%
zD!{<R$jr>d!pzFb!U9xX3zTPI5o8roG<0MW4oqZMDikqloVbuf*=gfJ(V&YTRE(2~
znmD<{#3dx9RMpfqG__1j&CD$<t(;w4-P}Dqy@EqR!@?sXqmoln)6z3Cvx-Yf%gQS%
ztD0L{+uA!iyCzMZGIiSY88c@sTD)ZGvgIpQuG+MD%hqk%ckJAC=<t!F$Bv&kdFs;T
zD_5^wzj5={!$*&wJbm{3#miS8KYjl4_1pI!KYxMz#mK-6@fMJTcnr;7f<S*Uv9K_+
zu!H=?$W#u*%z`YeiiT`Lj)Clng~CckjT|CQ6Blkg$f;}`^g%SK=pvVxipfLOk07ss
zeMX$en#l4Q++zrT-D2QjW&}navmk>#!}niW(%Upstu+-}avWv*w0k}rZ(Unz&z%|m
zy=vN?@8V(`Piyn$y)8QGsLtfWf2hHFmiFxb3@ysO{~6~0t^d!!zJ30mvdIUY1unkl
zta|jwBVM;>689dZO+BR3qM>tSa^tHE=Bn@iZ1n11Pp(&vl;ix*Fj3m+Kf`*7`Y(*p
z#qQ4?RU(gl)t>Lu_0;4(|Bv;amvu{i=L==Jac4}^I5W$7+O5URDlvTZTnw*Q&-xJl
zr}?Y>Z|>Ot3@<Kw|DFF>|Chv<{69h`|1+F4Ek8WV<d@oP9dYx_a+~W$cRY0petJdT
Q*vRN@#&CY+0{;Iu0eXi!82|tP

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/images/image-17-Standard Normal Distribution Curve.jpg b/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/images/image-17-Standard Normal Distribution Curve.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..54f75adc0d67588de130a547059ae09427179c56
GIT binary patch
literal 13394
zcmd^l2Ut^E*7gaJ4n}$>(gdl3H0go_5RsyE3>HL+fHa8^2-1sm0WYX@1ref1QL54f
zDbk{VU;<J^AfbkqeDThI>*zCc=bxE7^L;1J&Ph&I&U4mYWxwlPoBWRa5jb!XW&{I3
zAOHYSUI2Lv&;#gbXlQAu>1b(b>FMbhnAn+_7#W#(SlJ-#0=!T`0bYLogQBwH2Zg0Y
z`1vJN4oe@AS5#DliXYQdRnU+<s;KbwCLnrxdL~9DZf0g~1tESRg+F|dUji(2Ab&6?
z7$gi(v4FrVAaW}Jr93A!=*I*2e+P&PypNiOmX4l*ks?ra0H6Ya!BqRe)YSX-QKW+@
zzXSVNs9A;NkJGT3U!WECW>>hGl1C?^`}7ru#aq1S(ThG|^bDL_+&sKuhr}fgODZZU
ztEe7R(>tLLGcYtddFHI8m9>qn-6f~X&R1Mq-F*H0uLmG*1cpaMMn%WO#-*m+PS41^
z^FvmCL1EE@hs7n2DxOtVRo6U!QQO?o+ScCD`MPUhaA<f0^X~m97B@BhX=ZkA{xe}^
zb!~lPleo40RWA?#{)<|a_rECiJH1#adQt7$2i`~fRWA@#0A+w#_E8JT)36>lr@i3K
zCaiFij$Jn;@98Ugk)sxPj*C8T88}51v0{X;s{N?h-=|pEKcv~uiv6P3D8K{;QH%#>
z0knb5ZHfF)hJWD@<~qWcbns-O=h0^xxFR%rMcs4lO8p@kSB*T+$wO0#@uLmp|I!Ee
zS1R}Oy(M{;a;tS$Po)&|h}~gm9;)}pHXODrU$;4+a*Ce}NCK;Ta$Bl9=<Q9f>8d5A
z)r5z)6cvfH-epQF%$j+UhhDW`Yr?``Um)-`*QR%dVXPyk58mZZn$;1o<bY3*2Ij%9
zy!lGzEF*1lsp2I53x`x9p($x?nclS**_O4{X!G$*s;L_=uVe!6fK>$5?L>sJe}3cs
zTB+$)rd`qC`~+lhV(HRKtar*fw^GUjgkvii;E?6Bz|3ZJoEE(r8UTKWd5Q>Xwlj@-
zTu}YATIVd_B-I_%Pn+6;U+92K?ajtil?cTqJ4>(LTGO!V*gd)&-IcJp8L>GJZ_)>l
z&phy$Q<=D-2`<-}9pMuW+I-J$l9cB9cC-*kksAS+3;63fndncpBaSQHn~v*Clds*!
zUBEAAi6&DJNTH95+SK!ec)C?GF!Io57fuk5l1uGw8?}D~x!s*~C+AF0(6F-`NpN6&
z%sJewGSTV6xbId!wJ9^A1xBz$-+OSbFd}%3HeD;KrgWAJu<pu@><SetKl`{<<kGUV
zqqYG(z5X5n!S&p45E@iEFI~kQHBf$yJF&q9JXl<4#gun@nkCuQ1;~$+_%9jL$bhL*
zD9yZw=wrd9<1rU$Q(dSsTl@Hv=;p3`iF6t|v~@A*n8+kY+pY@H_r@bQgdI_I-?mU4
z7o}?`IL&JsP2w1;w?}v5k~nmG^J?s2v!9^Rv+(hlr@1Ep32wlQ%7Fb^uHjpA1Dyh@
z9DR1cT%R3;{k8SnTOKz}Pc1bqd}vC=JnskTvzq}rBKw@IGm*!M=9kM}DHjzUt{OIY
z!>c^XHx{?fD*<k8<UtzNRyL7=2<z6ofhA#!W8D5707`OWlt2dJCYfi49teuQr8j{w
z9hD#*Y$83X!MEVt7E;RNABW6ZMtG<bCrQ^_z{4*2ae%~s{K%`Tjq4gQj=d}DUE(bM
zgdLQLOJaSGu!m)uH6%+GZ&}wtPZGQs=Qg!Dch8B(_{Y2n^nbDU=ESw}wLQ1{rKrcd
z7YOmL87Cejxr)E(-ZZ2|PsMF6LSWVXmD#~s!&HS5TnGI(a~Yo;7pSCXl3-QjwiEzL
zezo*ysCAQ0Yb}r(#<paF5)l5GyLW>zdqFiTcALCE&mY~s1A)8*?Kl!mu<~apCnDrs
z{BuXYuJGb@lK)~lKfb6H!W74#mVR)jpOyzd*^z?4=(DQDEDLX4KDD{dF^1{W62;FH
z;h(j|;$#kg@({K?swROo$lI8QPhl4WyITV_cq4D+8%~=cG?@Xnw}0`aum1EOIjp0Q
zaDwH?vl2b507Ri%L@tXUFY2R;t4oR#R7`4a<WIjKwCqWn$t#6y(Ikw#=!+2C=PuC~
zTcx|=_`#_-?U-3elO3=?f+8dbUu`p)!*b>=a$U#QW#-QXvzvX5lAi``v@Pm&#|IRq
z4kd>6M(?j618GUMWB`4gWDK9up=LM#dGOROCAgQ*b8&K|#0sa=y+YIAl^cqY+JrCn
zxrPE{a}>ue$*Kw*<5)X)!>e5mEPyiPtqNl)eqSPK_Av!h69}wxoS)-4eVm8AYDSw*
z!&BpU{yk+vn4@iubhOtGO}$cs#s9H+@A00yb#?z*$@0=2I-JEjah}pIx+NE{(TZZi
zc3~q+^*3<E8X^VG?q}2XgbjC~sNT?nc<0Ojf>ehuG0lQ`FURAMP@H*ku>6*FKV3Yp
z<U!Ec^PqQD)=_?ZsQoThqy81xOXjJ8X?APB_s74P?|!l*$goS`<daTKeHnJpYIG|U
zat^6UsA`H;%q6@tI;gO3v9nVf?mkg}tlW+mtzR=FBgQHkqjKrlrIb?ymFUHK<GgWK
zjC?8mfk<hs`3{<TZR|{wKYp{F4PkAS5_vZjDtaFfy&HlwqkYS6LB;LFA7}S-`2Odl
z!KcVGI6g0C7vITo!_udxUz$#M4uQIM%?U#xf&=!aD{fbp`6-`>ea*AHJKw~B<eY%M
zB?FaS;mSopJFf#0&u)jLx9@7>*C&&9jl|>Y_4s1?XGRr{X!j{Cea<^8!41Bt!}zQ4
z`Dyb1Kp6cPQa8lg(bPSq^WF<;J~sodtfs1}3Xp-5>$Of#MF|=f5>D67hL7_CtLO+V
z#iZ5{p11*=zgpyz(a)xDbUyN~#cg%Bj`}Y*PsVsJDD!2S)F*p^5Dxcq%7UpMd_Lfo
zg;dEHkZO~RqCV|H_2E|`{OfT3vpzGY>c=Uk^m4$AHqbN#=Ec4?IcP`TdwDg@Y-el6
zT|KmRq`xEQ?q%8RE1cm)86GfV#2G%HT*98a7Zx3!)_fm&Mlz>noO!j*UvzbMRY$=2
z-osZ#@AR%*y(t{4Tg>71ZTJNK4N}1TChdI_dGGgapWusb6XdCVl6qu7Vdm&K?}}-J
zpvVjSWQ^>tNcqXmxv`5A<KQ`|$<nq)1)_X^2d+WJN<I5b<GIpRm8Jz9!GZlSeU46~
z1_3E3gCAF6T<PPDOsAh!!u$wSe)63^^=#89L10El`AH?fW==TD80mB@t6Z>KJ(;Y#
z()G$5W-J(1&t+5FKzuQECg0wW?Zh)==Ntlw+U@~tiH`XWh`QFz5V;YLitLyg$Y3Mg
zwl{o!px9;Gq&&8$<$?>vB0Aj5%hq$>OYDExDpaKt?^{rpWggE79=3Krylf?r3%Tpp
zr-Jor3wLQvkX^^Wm;-evtvOgcek&T|Qx2kCa4@Bm8PpxPzWqj@sA`g#2?~%qDWflz
z!%2!krLIWzM=2cZ*&aHxGu|X`9l@$^MEAenLL6_1vu)QWSn+F^icZdp49$gCWOVqi
zv`upN?UN_E8%S>_VBdW%y({DI2+<INMC@v^t1|maK%^tD8EKPhKa$uH&YSi_p9mTC
z0<-Bg_S1OUa;eepn&GQ?{<tZ=maL5^BD&D@<1(i$q7)X1@$PwLX82iZj-hX)GCtVX
z==qZu`YtoN^|wBzjD$)O?cw3AA<(KJp=<3Y_z3Tx_AS_3u1<!nyC+38YCOmH=1;#H
zSH9@1%9!fCCpD+&p90QfDs*C*2<7~f%VQd2Nj)}W5o&!N(G8A|wXGN^N275051s}a
zuzQEj#dI~9=X^Q`Y3t)1A2Z^LT#H<l^E!gA-0ga}oAsH*k5H4NBYH}3d)6j<roZ#e
zISG8edNp_O@rBCjgiBFkqmK$gCEI?%WZ!bPKf1vDD(MSeAfR3rw5l0w6r~D(=FHLB
z^?B*LC+QUdKWch_7_7LH&>ifY$A4`4W?P`1WNrF+hLkW!;MPtDugPQ!ioXR{rX=wA
zO4{bzn=46<vpUe@=C)dVn6i4Kys^*MA8z_eTn)6U0@%&<|CGVehv;atg0uBMXsk<f
z_Ygj!ma(`!(zCeOnByuoJXFdrf9sii8{$CFWIRbzUioym)9zHLA?ZdN;IS)<|A2{6
zs!QToaO)9`*t?@TS5F4?;KP<*uAU!!oL^b3liZqTX^>m`H>-rdAEo_1z1V7r_Lm_I
z^2X;ehCE^xv;q*fk^E2%M(o53|Bp~E2ZVvm#f%E=ZS@+oX?NUao6zkeb1?lI9c`vm
z;xT^J!_sC6R&N7Nbb04^jg%rq32P+bsx-r)m*;f*K8fd@SI32F!v2ilNlpfdeq^v)
zaf}z#t{oWFhRoeaGq2?{hTSkFH2@cp=7h`3vHpd4&uE^MbD>%K(;=vYKvbB9&}A$$
zgOsrgL8{o*W?hElYct7=q^FHmtZJ-{X)N(k=@v=4bEPWauYmIJf%Dhz|F~HwW}-Sk
zcW_PVBkF*kIy#ypS3|g-SR_4-bP$HXCyRm>&4$<FHGNNKv~P1{(9_TfhaM(6wpMG2
zzr{9Iq&sl%wcj{1QN1wR*)#ddl*<FzlkcePyVpkstlU4W^_(2D9>g|OCL1w5;%3p|
z`uE~zij(71T4U<@n68iD_X^CiBa#LuLPdxv1m3Y0PS$ttyDHoUWJPWX!rZfow)pM6
zWio)3B(T*@n5=g2hpTQXk^w5j{$==ZQhdEdcDa~3_GUDLX2%q~^HFi$S%4N`0L+fa
z|K8KT^ZoxLv;72N`6m<V4}0MzA*L53(OIxdK3emOaC7`rYi(v2@&t*6z!tN(f{Yba
z-M+NY7WCl;rgbt}9#K8GI1<rT@=^u%aq7By$ZgPE+^ZplyW#zDc6c%nHOVSl+5Hyl
z#qP`(li2wwgw&c-6ckud8)ZSKNta9gZ(-@eba=$6>SsGBY~uO1GEL7auXEW|k^yN~
zsJdwb04FrHCdf5EG4f2kv7N@G&*1xdK5KfH`J?;t0k<Z61_G^MBJ_c}&hPkGQu||s
zIMycBj{u2%U+#Yla)+f?cavkmEstID7H|Z}1zDQw76bc3E#Ch9Y5ccb4u0WRT)5)5
zqVZeTK(kQRM&2=EK4wR^?Sxt(R6&hUCs-AU-@!SJJQI)BFnhrGZn7&8<^Wz-`jXy4
zT*kKN;1(_^%rFv3E}u?oc?ANC!|DAB$!Bkc9d>U)$`M2?@QG#6C=FY-NZ5OULBEcM
zAdiMtYctXQ=ZNvkHiG$~V*g6xJ*a!^(mPFUo@$~W5I~(!naRZ}?Jb<)d<iawMs&1l
zAMii6=Ecz5{UE%;J})KZz6;pCoeZ$?lDvopNa0D>p(|SUMm&9)RwRC;H1EEiQunJh
zcG>q{-q&@mm80I(7(j}-^K~4^AflJWJ&ly!^@9ffV19@Ej^%+1TqXnJP=7K2U);@T
zX#Ycv8`ViDk*cFT>kMqJBrtsQ%%x=a-g<dlf+IGuu$DINeYUCBx{7!%bQ)7Pq7s9Y
zFCu2WF7ubVobJ7nHf#bo4zBZ^v+7c>JC<Q1%42orRjK7_&r5<qvu5xK8v6#&-FweF
z%}~t^1ucSd14wIU@xgMAUWNJl)}JN7fqzhMs=p~O$yiz!Bq10SYoXfjl%bkSzwiS=
zJJHXJ$<A=o+Hf#Z?1C;M+x$&93fB~G&6_~zM~Z;Q&lz54OxCh2(SYI;u~qVA#EOsb
z@fs~-AJAs63s`Uf)8@#rE|#&|{ctYM$kO8M^TqkB4Y~aYcT;?Ora)p2-3jyVOBvf)
zLt%7fc{X_oml9x9#V<L;{vkN^&xpyN;uHkmXdg4H4hkx^F#K>bxeH=P2oAz#JjL?O
zE1_u|6v_jPJ$u?UqXRb?==PoOr_DlW<9c%*ZK;Knqc4?Axfd3nWh3Gm4%?p7JG_r2
zS^pYbg=k+yd>T1q@FjCj%P1`|m@x8uOpc3~jcpjTL1auAe^5PQvy}E^lTtim^)Da-
z+C~jx%aDs|^U$5n({yE{{{+UVAj@SDr*IO>68LmZg6gDuXG+PH^N-Y0-Fr0538gyy
z)5;sC<;nv*##lPbtyBoht@BP~z_!rUU@4`YKn&Lr=!+vs&A|n%qImQdmya`viz_uV
zvvp{*$-+H!UHuw_VO`A~%W~MPMWi@BUJp++T1s2Q+&fjV8omgRDlX2m)B)$RgWeDw
zUuHogFPL9;<<5aBwj$eW1OM?B;6F8_f9`)iEOEVVS5;s)X<vx1vGh){rWD%@BP7-Z
zIM0h0BN`&b3Ibyp!wU548)Z3+$ny!FY{mr5%F*CfH*lXe>;mS2J4S7UHU`O;kI49t
zKO|jnT_n0gI8^DXzm(?bVcDxotS)yi+nSnNm9{9!MTf}Xk=+4U6N?**1;=*OFR8Ba
zTQw#T9!xMkUt4CgHF`LHv+6@T4T?=i@P+=F!75`JyZ4^bo~(!@m>%WPzDF_q)%D_X
zS>dXivp+P$LZ8Whp*FUG%TZEagz1^B=-r^#lY418yw%p#+mVkPMmsBXrzE?4m~G0%
zu??TfYC`?;G~dXx9cbU8+7PU2Lg9kBOk#|@OYEt|!K@{uN)THAMs*RPra42wguzsL
zprc>ZDN5UJrd;c&dsbm7XC!vv)}rVS2UeFmb0MBRPHy+b-&Q)w1Q#FYREzS?T2T*%
z;-ce|`4*-J7kO$9CoxQog)#dDqFx2dyh?MZuN^vcp8ms805W(eRA@LvY5vR1q)x^2
zp+mjnF}<MeTNo`8KQVl2=XRP^&W^fCvXcQHHgv6>I&dQs>%nD^V9{rK^N4(o^p(}N
ztDwZ&pxH)l;&JRU#86g%`BNtu$Vg3^&sxUCshWuz78m52-!%Pc7r}$3ajzmkK`Q2o
zv~W7q_0_0vxCJJAS0=;A(|=h3hJ<&~Ox;D!Gzfop?GO%%xs-nKhPjhhZQ+WW-KrO7
zw=mKS|5^GLOMa##gmwv2_+3`)AB2b?RURdNl>_64U7TzIRk719IeU70QlUfx>D0M^
zb|aq7x@4*j?e-zioZokfR}R*3-Bm>?Ngl38;hiP!J@x9+2?SqwLgB^GYlV0%%Up=j
zS17UIKn7xvTof+{3+7$nW0h}!L1v_KDP`PARAi$#zM(Z!i*<y*JjBNNDg>h>hHg6-
z)WTHVC_5l<?ImB#tAk1KQ0vNJO}&#(hJ{zq9vANg3xG&|pzz$?6BM>FPwq;waLTZl
zkWC0r`TfHMSxTwm)-WEXhX*m)?kMU?zL^`9vsum8MKcn0LAx|kw^7ke2kMnC<>-$j
zU@{DCib8;nJdJ+Zy0>sJErkmcAO?$^bBEo)gz!woqo<_`2emX^j%Jvg9L06%=rEXP
zYd>TMEu6KM_aJ~<tYJce5BJZ@huZ9KO7KXqH&JcRbMM<zb|mC7-geFsg#pnP5MAaQ
zdyPdtA#y#=o_t@L`=2BQ@QkaQ(dL<(Of*eE?@3(Nq|;6SWPZg;F#A|?7mw?RLhM$U
z-Eoja8GrRscT<RbEcYXMVEVeI`#V?Vq~khJ743MEwBjwRZs0ymZ%&yCiFG+%dzI2(
zPbLG~>udLi*P!Wq*8L%8L8~W762zw(5SFUTO!DccSk`7<%wvh!zKktLKg;oj@tlg@
z2W@YBKH3<*QsA}?=?c|SLG3557$eF?C)U~yG#^^xOdV?uk=!}u6<l=Aq50t<Ws$5M
z@vou@rE}Vnz!vIM)sSKX$?@ihM~8N!{?%ZqN7V$(tuHS*C)f<198qqkh29IQ{^f~q
zj`)gQ6dBNcPX-zdh?GtPqZ|dxugT=>OrsKlJpV%_2cWTVt%FHKSfBQnBm&y=S2N~I
zamQV6>}xqV6jGO6l4aGENH4m*GeQP-rJJB+puZZmoI+Astov#a569zMX0)-W=59)3
zeUI@9X$v}K@V{QJ*Y06Vy>|&QwZ#SnseSGI_)(t0v5uxHKj?3q0aLw5nI7}1VA@YQ
zf?~h*jQ>lL(8Kn`(pFc(Ne^4U3V-F8lA4zv&!a-oI%FU+bBYq<oPB#M+U@0bE`h1L
zK`(}~x{f>bA2`&}b(*sw`o}QVFeY(2CXs<Td+kliBF3wYy-Xwnq{wGv07-FQk6+yP
zf1%`Yk|=SjzXbn&8s&#dxQMWCZB)g#-5tRbgU5}f42{f(QiFpR=E}Y%FlBV^ZZWvE
z={NIJ@Y~7T`0#&7vOJ`v6|VY}V6ybQ5$Y?0nK)Mf4%G}Uo%=7GgcfIF<Wzh*qe^5%
z=yfOB?Gftrji<%*r%3y1<Rn^DBLhPG*AjnOa0sM_Sd)vNm3FwIW~-C=m$*skh6wBS
z&&N44LlX^p9G!p3PEgT&q-g>NtBE0nDiYNQsj_ixVu9s)HBaspmk-L4fo#Da(CCe?
z&h<6aav`ZrxH&S==V3}B<q%41uNM%`nB46OTd{yCziEqJML+t{5&t5at&No>QX*9g
zwFRN<Ix*N4o8&~z_K^W0GO)fdulb8N&h!zD8>K1t%^~TLfrWmJbA&6`dUBvksGsGM
zDC-T4SM-vcY^Ayp8Y_QJ@zR?!3vp7Xf7z%ddCWPE<4t+7rcsGh*hoE>N{mwMQdQ}e
z(BMldiTpbcwF<)|z;y<;><ULHnB}2$22o<dHAJoPt%saw{eVcMtw7@9W24RweYt3h
zZ?=u8vX-8fTsa6DA1sX~ILDU~<KdN0Y<VXQ>DpaIe0Y+$`9l;z@7sKtreg}NI~;g3
z>QSvB{PEb8_n!mxKMkroh<Y(SJGx9Ax)kKx;4`78RBH%hWWt4tew(u@E&iaCanIW)
zrLv5bldeGQ>1e39tGR>75vD+hT`(fd9WFGiCF+vNdspVNmvEPGsQet=bfVPQ_gaCo
z^{zNJEP8)m5O36Tk*kt{T#GsaG{e2uZ*Ai;>H|$7h+d4opfG7v4$;))u1nL?;GOe8
z-MWBi?O=Lfj&pONg{9*7+*H(_uMXeY@1SaSYpE$HXU_gY<&lll@rm(UC*lf|S`*XL
z@!3{QBO03C-o?jUBfcC#MbBuM(W1V?8-w(H;L1b(F~ZNDzD;S}^x1MgpB-_DHqGHd
zX)ZConb)ayEkrnDdJO%8r~>SWb;+`h;8Xo8bAd6#e(v`D@-yv^L!Os0e49{syyt2E
z&hLjwQ=LtF)OE-yO!j9rNW5a1uosIl4!rR$xohMT&718jWT5QpT`v&zta2RiJw<z6
zSF>~iAlJO@Z~sK1{Cu|bfZ4|=ZhfkX@407o`_z>8TB)KLZH^5wseRQ=Uf&lxoJf;Q
zo7Q_Kvd?a`w*Kv|gX|jESHVP(sg#fVT`&ZDPSd+l7%wqY#Zoe_f_^ZWQZ*AZh1hHZ
zd}}Y~;>8oo6g{*I?hl&v5=6ZG4zi`11X2(=AO8G+tjR_JVmm4q!Pez-HpscQ>#vkP
zykGaOe-Wi#+1P2luNt-OvRJQLp<5P#ItJ7CSFu}hwd0+13)Pc-d*|kBnK?~&=jV>R
z#Qm#n0UH<=x4x^%K2O8E@3)7t84k$qniiMWl$DS9AFHa;1irKeu9eRLG{8%=S`8i=
zo0oOSi*vj}gz8Mt`OrY?yw)ONOXqQ&>Fs{-+&8vTPH7mFBg#80Rx0nYcrFr1Pr6F`
zrtIPT4a0J4lPcB~oS8h7h6=aJN?Dc!_|2|^Ji)XDwch2pm(if`qQSnow1k**dgRoY
zNmfO~darhK?a9AV{cGz*s!!_(6;l4Hjw;u|wE0(Py~ilFIU}4V&BCec^s_={WZ;8V
zCD6U;NYoSaXz_ZtJ)2ZVDfya}q(0tEhIu{|(O%A)&3pwvmhoEAIKhprC<=5}>PDpI
z(KYnx0mV+mU<F1#?}%8P?YllMRO`Pgf_`dXd_8lNFXpD4LbEEyXjw_6YNfwI9;6gG
z92Ddn{F)5pRR!`tf*&#;iu+Vgk1fq%ny*pbw2-QNRv%j2K^;q>9!9>mnenw#qQt0?
zttGqDGr{zij;6j-3p0addItF?-rcu2a(P4WgS#G%GaknraMD<lbxHkN$7azh_2`Ej
zy*6`AENf$`iyoe9&vC~?^EoN#3Rqi^GQ28{tGao;jW^Q#i)3KwLz&TcC**AHK1xiO
zooBNu{wv0XlDeq)N}o&Tx-MO|nSwv=0IZpD%XDsnhYqcD+pR3dIq4`^lIn4_d+vr+
z7{!vcol0h=(lDt$EFP0sNo-HQP%<ieCr9|G$c>vJFBWtJ<U*C6ujfEQlci;@PMndv
w#S{iZo&3BY(vn486YbYlS;L=J3)8f%%NeQqUZVT^`J!(p-aqyKVDkI_0q7zVa{vGU

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/images/image-18-Standard Normal Distribution Graph.jpg b/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/images/image-18-Standard Normal Distribution Graph.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..6cac50d7e4161f45c07ab874f3abb348d3a704c0
GIT binary patch
literal 12948
zcmc(F2Ut^Ew(tpEs`L&jf)qijbOK`NEp!l20jUB4(n~<380iQ|5s)T5g7hj~RC);l
zQi6a~6Qo2+_`|((XYTjEH}Ac9GxPt4Zy$2b-e>K-)?R(>v+1)%;G&kArWybO0RRa9
z2b|3UssI@Y2`LFN87V30g$rcllnhjq6cm)Kbo4X~oNU}&oNOE%m#&IjyL9C`4+jUo
zw7_*yF-b{D?rXA&GU5s%5|ZNQKtLBRT%e?&WTB#B5x>lFS^OWq&fWvGWFTXLG(yl7
zfPfZ6NDDga0l4w&BnJI<0e`tb1cXGyB&1{)$SLpx>MjBVAVNX{B0^$fA|m|g5PUyC
zL`zI}Sxkk59(tejiYJ43c+zV!o?F$OjE1A=s}i<ePcD!%F|)9;@$y~c7Z8+`x+yIq
zE2nxJqNc8)sbyqrVrph?VQFXoz`@bU*~R;@kFTG9Kw!kv$f)R;XYk~d7pZCKFEcXp
z3kr*h-;|V=)x4{%t8Zv*YVPXp>Fw+PFz|6~d}4A6IsIj33AOxfWp(ZQ`UYnA=idIo
zA@<kNIbI-u@OQNE_umowzwn~P<3&J3L`Xz>ju(i)58nuBiHI+Yk<h6?N$-2oUl9){
zW4M*{y1MfMkAxwb(bj8}oaw6M5-;W)wcjxNpCR_-e}&m!5&IinGXNza2)}uRv;Y`5
zJmSv}BmbAR0!aX>nYr4rbVFsC2CF`pN9yoHe(<pG=JL@9sV;=i*;|>IVGO&$Pm?oe
zKv+`vp(u|4t~1VNUDnSjt8kEafxqJU4SMIm$m1_}tVmx`lf$P50bxdl23pmK>oH-6
z4g>|qA;nwlFJV6x^C%=uU=5aQ1gqS~SbpaEo<*zM`gxC>2znX5e)X>yRPV8LPgU@=
z(YxYI&8+yH&=elWr%7u~W`93XW!sQ2DHGt&hyQ<T0s_wbpc)Rf{t<_EpLUG=wZ0G2
z(jOn}c2tH?dCdwJ*?pneMI_un_?{RiuVj&>XK>9KkWORjzfT;MNNyAr%~7<8&)CaS
zhpkp<i}%uNt-0`D%`F0C<L3(`Gv;Ji5Ud#WKF#<#uB1HW2kC?4L+u%>MHpnSuqx#E
zX6_qEhfxyA%AO=>OPS3d0YW4DtZjx(we{&|Up|cnC3sA=jSU?LZE95Ixs84hrvfac
zx=(a4T3E+!`cLd2Z~p0s&HnwW1*xBizDi@4oa^JYjoGOd#&YqmAb?K?ajW80%izqF
zb%(}g`EbQ(%l(-F^jG+LGh<Ori9rbov8w?oAx2(hO6u!PvfAfSQILC@MmCm89R6G7
z0+Uw<`l$7>$kDYcDGEtBV!sSX2c<)aF~zSOr6z|ER|;K`o@W4CKbmtPW?!F4g}_Ev
zQsWGe9pGX7ewS6jeLA7L`A&L{A>&7`jH;|9^(QIafmi*E`iLh!Qqalf(WqFj(=mOE
z>_jMFJC{}`PGo#2yi8FO?pC2b>k3?7U5ZPcIagmv(v{fzT#8WUf}taN;}A~V4;n*|
zqQS8=dCNy;#qj_l1IKMMuyhyBZ0Vq%?kQx40iOmQ*+0hfGyng;mY9_7S5zF1oC=dr
zfOrW@vJVXOO%F?9)XII<HXEe*=Q8{Vgf<sq4oPT;HbCA@1^wKX*tve8G!RRpEDvW1
z;Z|<6U-8dQCTcwkyUsFhCMnIm1cEtT_g;Hj`UKU?E-Yi|K)_N)Uizh;ML@mI20P0R
z4(C1akp%UgP@_MaY5P>#^j%GnHRVzGX@#qY^!KxLg3<>&N%J;s;?Q!d0>M{DMWl=M
zhy&*9eg=C#eLE98AA!lE9$z+#x|iOKaS^?fuSvt3K33mOwn@JcN@L&XHAoR@b>wZ@
zE^Mvpx_Dtq$Nlk)ggF?14o8b{V|60%nx&eAarfXg=|MtYsa?wTa#0>MUwa-Q{8uOr
zw)G>fMj^tbwv~Qg614ZV<73&&MgCs%61O=8{^i%KjC@PVAeq%BeNO*kZgMBOuks~H
z;ba#!T#K5U<HzPTS1zeNPu2~dMaAhIqWt3W$FDzUm*J*~&*sL}0oGWvrKVOBlxqT=
zi^ee5?m(mG1ag#&pu`{#G(tU@zO>D>pgfva)1aJXOrX5sYSwh=CmgWCF(8!<qSoQw
z7s(2}Yuz^#`3YCf0ERV9Y#Zh1p7@QQjC(7w?LM(|Toqxs)SujNlR9wh#lF^D(ML-8
z?OD~a-F8F|MNI&3DqxYHoc1qN-~XT~aF^x7i@RZab;HEvn}^V6JnnhOmx!me5bTSG
zk?;V%1>Q$;I|$3!A=j|}6YJb#zcb)V31Qi|B&R$??GA+}nfH(&0$zI?LlWWhrd?Y6
zq{GT|S!74fZ;)bOJz`Ut`v%smr{OL|E5zrGizxWZs~A$w8dqsUjNU77FTYQZ_kqD|
zy!upo9ELf3PoH*G_tqqrm7TB9>b81U8WWzRDYs*3YSR0_a=<L+N1OvT+K(imP=!Yg
zF~Hgzl-_*?P+yB`y+K@JUDF%|tCa4}0Y-uqOi^Q_L_Hx}<QrWaDY<!jc_0uW5ptND
ztroGhz-;c4$jA6f`|b7zM82rLC90j*-#S=xDPYv>5EJ)lv;Pbz3zKe@2+d57uGpas
zH)8o=c^uFiK-1|KX!JlNGLY4w{-H?F0m9~69T33Xx4<}D;8gm+EfLAVM4Gp56M$am
zYi5qvE^2Hfxzj|g?Y57AAx~Hfut|v<2ESUAw(rBba?s(Q*a7doGk_degDnMr&rV^_
z#UoQ`WFG7}`orUXoyM&A&H3C@m#=3)q~a3c86f&&1;=m<dzwRE*QkklJ9~wrbU6aA
zSY4`W`f3uI)l|xkDyM749UHv}@>7ys#?)v{816INBmW7D4g58JBK}Z#G845KIXhdD
zM<a!WJ-G3#{o35d?UnmUF*3t2TwTa@P`}h_2U)P7q%g?c;g*QIl9#>>?9^xdG4P@m
ziZ}ZIOf$3(93dE0a~9_ZITg++{^mqLlg@#j+wc^gsW2wEPJ*T7e`CyJM?jit>XqzK
zo;gkc0zCW&OO}sZKq%p#5{`ZG3|eaC+w@(g@DeSYSVZ}UPExFRA!x$3RoV~>s~E;;
zDc-jQJ6K4&_p1yBW&A1?TR1Whdn;f*s&7zt<#cY0^6-Zq=XXF+@TS3r$@@;0QW`Dy
zx$I1!w+7vwYF8$;UrUxw>1CnL*WjrG9YEzOlkmU)ix;A||GWh2p*JZ~ka@)WqR;Df
zq#M_Zxr-rApqS@uf|q8>M3qwc*L5zf5qWMKQojJ85QcxEU6x@0YC9A4wv3+Jmb$P-
zR%N&xnt8=6LkIZ6g!k97#}=1m5tk=%a?X#e6__q6?6ggIo|F}(_m@j~NwLe?a&5r6
z!W456I&4<4_aZE8xRI3#szvH07Hgjp9l26_{j-)yvX<Ixt(E*U3UA4Bo&j3GUX|ka
zVHw2bgyo$WcDinUZdDxP6xIW!7LIZzu$&`$5ziPeq0E^snXyKaa;<v!O`D^uWzF{)
z<MgpA6B3O)s_Sf`p1uB?!9k;A4r)<))YP)L7qBke=%L*}%I+DkX+T=Ncv!@^lF8in
z>c*X^d*i6c?$6V#XTZK$Dao>8^;8%q<dW>U&-ov1G*NzvWL62iFQ<ljpfn{aMOJAd
zC*oqYBC*&vjRKJ^=85VG{fqu({mM^UYY4irDyyx}?_!3^D?ffBYS(R208PMWUJ2;m
zznR>k7<k;<td`@+JNC}6bMO&2I?Xv3T|KyvvCHC_i)9R$6*(mSI+xSrGGuZFz@KL?
zJMLE{l(txBgxE^gIF6--3XSf3>#{DfJGna5<5iA$S;(N+IT-x0%=Q!|FF;zNC{#ES
z>{jZOT=q%G>K3du(A2AIz~#A#?NQDlyM2&Riz!JsDvQ&dkyeAKaX@G4yVTHR+;s)R
zF>=dW|2kLyPqsoeqE}e*bV>O_VtL9;yC1d#RbJ_6ozOk=Fm5G{{5{v3wxH9!cHO6A
z^iN7Oq;`kGw#$PpX~gE4ma20PO9-cfY0&Q=<F(oWh>Fx7tSY|uB<>ugcXv>2jMiws
zxh<|_N@48|$UwLC0MBh@mK;{}9v9nq+Q+XQemTU!>&vs|JE5Wq5@pR2A}S|B8@5XK
z;lG0V7IrNIa7QpL;J{yr8Ed%O#S|ibWti^UHm9eJK8F20>3gK8s~o$e6Z_R`E=MB$
zIF*C>9K$m}a8-%dqSt$|e0PK8ioIhUV1%_pEnqcIq&ZSJhFQ8D5GRmMv<XH5CGI-V
z;kXTn930HGo83iNVxyYS*63kAael(SP%3{rHOz$$+-Qv^Tr<qvajFf5V|08f4g0{g
zfWtDPz~l<vMOZyoOiANiaXs<Sx(zV8RY9x+rv&1LDs%ECbR#I88=m>O7IkurW|s@b
z!Z%1iny2g@Fb??NL2;#^S{j~oc8eb)?*V(8%H(b9&NKwE-vSK?Ms>apu(B2ihaZg)
zelI2+3K-ywl;ObZ&vSL52?2x|UKkJ<+QB7;C3BkA)w=4Yy8;oLR=Lj=>^$;jY9Gl2
z<;xfZnk2CJ=iH!i9x@4Uy1$DEL~piyiqrCIY4o!9PRi+O=7)Nx6;77qJ)O8wRi|B?
zgZUi0b~%VV<|I!rp1*Ij-)IWHzdmZ9o?+OU^%fx28sy#;O*jNsI)z7AbmP=$aclc;
z#8iVa9baGDIb;ATo{Iho5fBJkErrM=Z%AEnliS_YY-DEgV!Y>_;BwG$!M|(4`klt=
zy#_(i_lF3Yes4nyo8h9b!h_{C;@KE0nQTEVjQk^PyxY|f(aNN4ea25%^`5tzM_v!Y
zGSpZCk$Tkf$d}`m5_Mm;<ly4`g_rW-{J_7m6*oZj3T1})38Kn!98w+?G_(Ek=!`pn
z!7Jirk5yscP4<KOxcJn*yRQ6Tv(R2#cm{P*vM{$a_|?ymJwiI6J#p~Ho+~vWZ_{+<
zAjKoVLtNB{J&Z@{&Gpf4R%dHF=v=k|QHCtz?qMA4TkRR}9(iOo{>ZBPad=*;m1Bw2
zPwu!FkJwYsXd9RyaOBe4fx7!p(f00&Irt){Q72m(N;ba!VbSgJ%I6wkWa-J>W32_t
z(y?3Hds1T+Z!GvSV(wLD0xMw0V`u6*Z)tP_2Jrw3hoRy+geETIO!`k~(BEb}qN!H8
z7?SN89nn?YDDIPI4cIdv#}V&FM4#}Y)lyLP?QReXmcnJuBV;M8D;fRla^yQ|>;OJk
z`v!KLOP}c2e1k={pu%MJse-{HCjyVh*WbQy+|fiek2n_^hQk3P=%?gdVQsi82RVTH
zvByoP>;H3R<MPEda?f7znNPi$kKL{#wI8+lQrhEEX9;_+$;fOfbC|q|7jgR<RadO(
zNS7VZC<A`w6Bt_RT-wD~m%+(iOeMUXTDJuexo=^xZ^~MA>t|=fP4T*&Xy4I~)TVTy
zcR$JGQExsXWnE2?>i^y@oIcDJTF3llCmIy9)WNoC62X7ZkGh8qNQ3Ld3pg=$!Nt@`
z!jq~$ELS?XW`35tnZ^70Gs)=tYn9eH4;muBB|RyNO%4(2KJh?V_zdb+F2eS1%N$L;
z$Xo5KWBmNt&Cx9V&ZK?It1R2xBz>*CCO_e9LhbMdPETdo?O3ySTDe#C`RdG|VH?f@
z6Q*A&dwy6H{4Oq)a(~E>qcA)wDvqJn1o8Blu={1cF#m6cquECB<<R-zTdU71teoVM
zt$RM(4u8&XI|Cq-_og0WckVsX<Q64;jmZ8O*P_|yT8@@}RygW&*-Zjg@G$^!gHe5(
zXRLd2^-$j%I2w;srTlc=Rq&?C`zu8xtp{6=#kwnnFBQE$_cz}EtFk5nVnfbOc|<%?
z{n+JB(;Sg;OMxfP!>IfESFGdIjOkOR!jzmNR4{AdYe7NW;{M>LH}u!^8XK`GD6+WP
zQEhUuKG*=F@I(K6r(&t{unds_snDV@+aUyfa&h5<eRjf2WJ0hq`dW+>4d-x)^GG&_
zc)cQk$nRWZ_f#ju2N%+u%qZ&~p@-L!j97*h!E$rxhR!>s9?54w4>O6w(Ds|DwrLuz
zThxJ>K-A2byuAPRqQTp~Msi|1|DnDR^{zwTw<7DD8jK_4hW@B9h3AXN$hsTU1Hm2z
zf>*uNS@sb&q>|(P#r!ty6Tr?M-U+^-!djFcM$Z9-Tk?Zi0)_)`#y7IQfhyzGQ}nja
zON}Ju?2s=(mEM7-)d5T8XTa8}owsuTLo?3mnU+4@AXA&Vf?3xoT@SCkDkZg@N@X^v
z7N7F>&cxU!0<(>zQ;oVbX1U!nF(dnivln{ka-N!b73l#h`j<v7|Jv*mo6l+?loWeE
zux>toWy*GBFQcl^vxQsmXv9#R8^hDf1?f0&D_@ygicu8$_+*=1qLEs&bZ2M5s6Fk#
z*6Uj;$!l_G;BFui5mn%(FVA|%#+apF%Ti0I#_$e@v$-XIetZP^;N4#=>c_cLwdGQ<
zZ}+)(V3tF7*wpQ`;QW=$U8>|-mU^|qWP#5*kNcjmgujd82;Wo#Z7Mt1)dp97Db*AZ
zVlymR|F~8eEQ?W}6&{S7$ZgYO=4-ncg#3KKJhmPfYnEiM;3yowzef|jA5+&RC=@ft
zEJ#74YQx8uaJ?#s;mt66*5&qxMn9qPcO;M2^p=_6#Q!>e{f+N?84L*SLBj;_jQhTT
zq1J%Fjp2M};iBhn$VpwSpb&uN&vvB%ANi0-=+1zK1SX=309*g(s?p}vp0yVe9i(@t
z?6LAzjg559a#5y7$dyN5H_I;}6x)PiF;N+w&Osgs=Vkg^u)y*Y*B_dZRledf8lPlm
zm{V+cmWOFyc^JEzzx*ZkNNijR>EF^<zuf(avoLH>a2NC~5Sc>aU_1Cp`YO_aE^fZq
zr;NX^vmuPe#mY<H8^XB7>z2T~vD3`}g)m(_4<k%n&VUbH;5l4f(fm8J-}OyNPG8dW
zSUy}3iQhUg2*X7_P+r`7!m%{C)4jR<)#l-791pH<qBpim$B0W}#Gy%0Cl%=LDe)tz
zdZ;6tgp4jh?JMQPrG{Oup}CUd8iR$Q9!%EuG-UMWvh>^N`o52tZ`D*!o!;{Zf#7MV
z{fKgG93uDfpNka#(J0d)MG~luN|zjS0u{gWdEVk0B52`mPWF+D%BlLYHx3d&)6+rA
zo>j89sR{OdbNG~t%39{9R`;s5X~3&NjGOPHo?n#T-i%cxOYH8I$-QddyoZSue=Mc=
z;*+OCR_HEza?3FK%ET^)z7;W24Izz)(9F?&EUf1%j3@oMBE84C`G=^CRZN}%Nl#%-
zr>?S@zX?tG-3yfXF&D`B3txvBuy`pS<cE(lNM@2J2YRLNQQ272n8254KHOPFyq5el
z?L$H4ZhOxpUBPVd0U@Pr8_iOB%x8Men>)9ljWH>`0WZsLPI6VUJ?q(@R8-m2D_NH1
zw!zh&ATx97rJ3OJP~+b{#D6NN{GSD+22S~5bZ{#}u38|Y@JFU<_JqV7Z|jY#PX$Yc
zbScbiEAC@EdT5>GZdaHGREXxc(tZniR+MR|{o%`M!-+HERgeXLg(V9OVV(D{YbjH0
z3cOceeHnOGlDwi4u~Jii({IpQ-K=4(YDM{r*<MwYzs|uHeA-qHneAe_J8L7ZL1R-~
z*E6-^tA3MJFd<Fdqj00VRKR8tWBDdK$c$#mHJmBWB!S4&x?^x6r>=-Rd-NKuerlvJ
zukgdPD2jV{foT4-yjb8BH4oVt;C(b@I6WrMW(<WmwbQZSrHbr)f4lIJrb@CbW80Fh
zFk)xAYu5hxY653DfOJET!ce|zV1W&xEV{N&uUMRerWC=-lT1g$b|*ExyNQ8Qo$jHj
zA6%d}Bg!lH?w#fs9e;kzwLdZYv4OUtWI>2BArPJ36ZkWs<*_+cX2@-sUQOd$O#ew>
zOYrY_m$+AyH$v#G9%$*x;jK)jryJ1GlS@zG-%+!j9Z)5E33(sI>B32`orW@Huim8z
z{DnK(b<;OUJMjIL@$7DqTXeyoP?BkIN!9B_+R5R0rP{Xll5J6PheZf4+7*S&6n8U9
z$H>Jg?wCD9{T<e2K+fl|vX%3zr{*LphdmqoMS--hiLBShwaoRQsiUX%Xuo^N!oK5W
zqwQW#%bm=JKZw37-SW29OOT$C+_RhZw0hxj!F(OzT%KO)l;6f&-CG|HVK4;#CURPT
zsJ)7{>Ox=1l6-g_I`Mq-vLYFvI_D%LQWUDkI`3{0>&r^@nz^EpI910@b6d{RcP=#Z
z)tk+6FZ>QXh#~~L8HfD?cdV6mb@{g29}L9gYHiFWtKSM_TRqV&ZY}3LecN+zlIw|s
z_}`pbd&gPvIHFF|!cwWQIS#H-na&}zCsnL;5M;!s)&0FNKb!)>U;z4eHZ^A|2B4|%
z8eD*7(IJf9Ur|tY#k@e|n_zgdt~|T_hjp7E3`MVy>%%Fg;o||&0BMo2-RCXl`Zt_-
z8>IBEG|TDbX^zCW)JL~p0N9_6R*$0P!SrfcTecLniElvN=GSR_VdixahoK?TI5UW&
zOLSOq-Mg2;kf7?dOL~1AE8!)36DndG;$%{z$nUOq<@J<56q1$Arg}ENdt}wyoM|4y
z05zQ|z7JtAV)6UierdPi<M3FX)8S2v&%aBZB~}AJ$Ux%{7geYZ>jXymhSv3(xuM5#
zst!#UaJR#RlEjynj)<wGL{Yc7D3&WZfrb~wrdlNf2eR$T{XMLH8lXP<euLGzzJ)^`
zo2n+xO$zJlM;p|+1}Jy3s(yE+zcumTZIc@x_T>Ac_#n6%VqUImZkb`xh4=lB?1?8C
zDW-PsAiTl=Ucdi)T2xx%2q2puu98QxQ|N$-jWyxaH;mA!N#0m`l25rCIO^`0H`eqD
zl|T#0TX$24C8`pAKHti9bmXRYpq(*rU7uTP1amEh7sFI}b@yG!D?J{|epXHmgb{_>
z%)9tD`*cChcyDz}euS!B_!m6yYb55w1;VIF<o}}4be!;N&F(*O^*#pu$<^b}e{u`X
zU;G>AS~qm-|Dwu7x#Gp=47mJmzbaTC{iTj3_8?O?Z@;JrLAkH?@T1-Q+hCQ#(<0&t
z@O6wASyhCB@dFj21I1EiW;=G3NwwF`)lni>mR{^vzFmx`@?smzo>4??GF{rfcKAV2
zDRp!m`F3H3x995pXr7S~x`~$N964kE!#D9S2L4-}n0RbB<=*C}n3m+}>A@O6djT*Y
ziP8%xRZ&X)8PeZ-m$hHAB-5nR#0#{mj~IKoz@+dHukfGg_MiR&FDY|tI_A_m=G6V<
z9PWcLSbi*3%(}gXwSEM<A~e@ZTsiNGW36v%O?Vh9?%xaeyfD0>h0kLD4-3x%RKl0@
zh=%wFMeFqhS=~`jm@?JLpHF0xr1ms5#?Rjj(9n2cpJF4h3}YI=7h{X6dn+8NaFf=U
zhPVYIzv{PMS4b(}?^iMU#sXg5rB!oMBwx3@k(Dgve1fr*hTFXil*n?H-EuDDtdz!D
zD8%4AD?;)o*5y05VgJZx6L6)@21}j+iAzUF2G>6%aQGRH{pM>-&X_<~roiM<PT9p#
zd?;Ng-dcTqR9xnxOef<&V<Wn+*dAzm`X&+l6zQNcXxv;IzseL3ZIotF<QGsvbt`yx
z)s)+d4s&jdC{T-88R~j2J;xAr7S(tsF3eTcQ@q@<qr3fEFf`|`s4ZJG2x(a*?0~uW
zOR~;c@-rBS{XL=!RJ}$z0||jXQkeBjpz?sirg;7)SgWA?)0=fRE9AS*i{>xt$rwvt
z6&?WgndlqO=f$$jCkxPh8JDlVr8YhTa<zap$zyE<{O-l8jkjs1`}r1?zqhCE)o0zO
z&T^zGYL0|U^>c0}W1Sa2v<fXv8|NM0{>Y|An2q#2QTAm3FxlQya1zg9d{p@N)`;JR
z--;V}hTsK+`J9TYdFq`&Uy2*FoUc`R2}zhEw`%V=q-~f`l3vKsB^TZzZh0Q#X6NjX
zcnO-4tA$x$^`8l`UD>KdnNCu3#P6&2;3QiyM1yo<@zakOJTq4l-B=jEMt4hNSWK&4
zzYV`7=F}JBtwnY<v2jqCG{vR>{$%8*qsYCYe0WhA@89#$Ndx~H0k%y2HKfQM<f$%#
zFyONlQFzuOz-OReisJd~;_qtNannlIcYzB0?Ph4*IiE=3`D9#MQ`?4h^PC%5*qo2&
zCpNTz(xCfPr|(oBfsE#xB!fE07s%|XL^9V_Ja&)|Au67fW@3_FdG`0?)wN97vZmeI
zdd$eL!j<3uOqw&vgLvL}5VX{imNuEGttQJKfNJKHFl(5|=eiS_7_y@1G~J})?y^%f
zsGg+v4eEU@??`}D%hK*YO_i%68S2ao+7k5NrEQp!CzaY|0?X}JvCTIq{X<PGNM{OJ
zRB{3k@>uo7rhV663cBT&MYb%Y6Mk-54ZSWy^uV|yTbj(TyM0?^dVdLDLJq>cD#v<j
zzl|DOFsL_28RU_2FDrABvFmx`J^iIYJ8Af1(ZVyp`OX=zV0YqrYX~=kqm`;CzZ#mi
z8YV){&xx;N#Et|S;d!Aza)$rEx_3hWu%x|lz>$G|V;<=@XcCkO*p=BIG-#XL+TwA{
zL5Y&y3n+3{OtjdSk}%NqWFWIoh8S~tdD?_j1Vd{Y;!^aCB)gBl3Jv?{GrF=3EeVgp
z#RHUG10VAWe@N9(_YIVOrgZg=`HzNi%+;?T4)|`Hwn_VxduGspdA+|CS}?Qt^YZGj
z=^L}x>J*>KWnEBdqX6mh{EHF(UO%a#q^_N>v*eaqg2t9}w?;J~@-ECwa4ms&6#h5J
z)2T2&tg+S*s%&K`z@H~_p2KEldZ+%o2Vg0c3I2Bf3<$&L8$#kPyRtntG@PugxcvnG
z{j?b#3O{4-AS)gMQ;SDb?k>Aj&tE+Pp~Ht$2|YmuMa6JSw9!<5MLm8Navy`9{4_Y=
zCK(><TPna$!1T=G=3B}))m7d`=;dd)FGWr8Z{F`@jI4E~d1MMlCMvwrLa$}cLtV?d
z3~jQ)e!=9{7aQUJ-91Y$4oRhm=X2cxBSo&58Ept<H;vSB3dhdqcC(xTYvBq|+lq{7
z0x>m+7cDj?NXmTwjx*1Tz1@DsCg-x5uYxr?5#X-CaeB2P))H0fg6m4PD~jH5Vq2Zj
z%vd^o7b|>br$F-a*a$Ocri5-jzPQE9=R^@-kwCYuerKfWA>&8M5@nus%cjDs^vF!$
z*J&t$jp|M84-3|J$?V)yc*csPFI|46c?SG=hm-ozQF&Psw5YzQSFC>WG#7UaUbZP+
z^q?GEio0qtETN_D<!x;sSql&*B|(H4fY?V8IzO3@yIxPc&J4O>*AS9if3xAum8OE%
zn~--0KPC*U3|)=N=M|mi6<uH8dZ&g@I>NDV@Z0^4BeKx^@ZJ8V$sc#2YM2e7R9w##
zo*LLt+k`D$4;-w2m7m)DP_A-$DsFkINq<Yx1NVfxq~MqyF9mtg8^3iTq(Yp28pAGD
zL29YoI#w?q!6Q$EE5Ro{F(;5qD+%83B>KRyp^v9p!j<;Qz-&to&^C3K`VR{5Cq#77
zYo=N9bpf)6dBN54zofFrqKCb?*Nm@WLgU=U51oG@a|h7LIMuYt6>ywb`$enm&WY($
zUC<}`(pGGG{vCXQQ$C2Try1Ks_vBLDe2@tU?P92M92ENEC)zhuEYx$4u{IzuW1y%y
zx+GY6YM;bI#5YRf<PuU|@$2CDkIbcv_PPaFS8i4t=2U>R^GnNJ?y+V&!xwtaS_LCN
z-vhGm2SpgN-wp<Hp9p+8r^|Vb^HnYmmau;3x-sq3w>v>Of&JG;3`4K9(cl=i7Ji<<
zw7^UH+GhZ`f3NIlOVeD*Izf>es*VyG>G<P)!5<@)S}q=yD;y?R%IqUl@Ejm7eR2kH
zk0oG@-ob`3r~F4-kbTpDL$2D^Kx7_%;;i$D)$vQ|IA2MK@8#cnJvVJ4@COilJ$~W9
zMcn8&4tP7bd<5N}j-Iqwn+qK6uMDL5<D<VqLE3VgIObwDHUEoV&rNl%y6@n>Lj2n#
z)-fR_IU)U(H}L&`oAE#PbKn<#2K;5^c;^0Nk-vQpOWL%^3d7Khdg6-|e;GBr4yAeW
z<DdXM+jJtxB`luCSrEBA0mUNoXd+SwVB-nvc-sC23I$7Ih(%7&-(AIBq^<scq(H~-
z=#2kCpeC+bI$+Z#@^`SO;G%0M0<(B}-st$4P}Kv&6NwIBy+7#NLB*=q_y~e${7A*~
zed1C|g=u3QVTD#1m32&{--QGli=^zd9tT)#00~gFm3_t@8Y*l;$)vgCI*ws^se?AD
zuL7ozM##;)Dz~efYtK&)JOljAXwLvLWXu`x{rbWiEc9;=MS$-y^0+H*^K{8d{e;Jc
z2QP8&Lh<}3g#sT@NUtk%w(sN61ztyR6nKdZ!+lDewO4?nMd0C$SafIs+YN}4!nuqg
zi055&od0v&lfffcB=_$>`_B)o5Zl%9(#S_Si+3yxdcywHaSo3892|ZSi7&k>Q8#7D
zm;DN%+zVecg>(sD7AZUtk~p6UhM!0uoriVpF~|FvrKjMoB+WFElqw6Q?}!<VezZf*
z(LwpcTLbqK<&P$BVAU0FgI9%)67XMm^w1pEDd6rdsc3m_IIE+M@ArOo;Q3*81*4R~
z2M#XSaLr2TZ0;#oZ8yTwpv%OA6(&|cxGB@TW?<Zr=twYoo6hcTcWu*@X@mK=ru4-1
zGkD3&h4sUvJ?Zr1OC`<?^yA5I;5dSnXX{*EFn_~eWr3nq7ZjK)ujxXECnjH@>uYm=
z(t%&*SyjthZ*K65h)p#ypmFsbKQEp_6uxIJoDz|)^1t=!*=R_xTvf1JmIss0^eTS&
zWiP|XeZW_D2B?63!FLzpnnPc^=3CZHe*Dl9O>{hxm}yOo)W?o5l~-JFoYwb(JofFl
zs304VaKqqv?m_voWR#|;tvV05+tSohsqXQjrHbdUUhRP6jPK0UtH-1%e(dxkgl0q-
zvG+;(%XbBwLy0h(5B(#%ZdB<8-i%n(XX~%gj=NvLIr$P6Nuc=laem4710++R&PD4_
zt3zQsFdI#ru>tY&SQgxe0hoj8<%h9D<dVb4bqq)GiE**>=RfY-e|oUA)VdB*<1Z?@
zN6%oGsdbN~fZzo_lm6#i2i%HAOUn|_fvWuJuz?o-oR1sdWS^K`FALuJ`D>i5oJUkF
zFKYUJpbw$}5zW4#=-mtWcf_28EDKB9G}c#-vuPNhgIn?EP(I&%cK0GdDX!19|1<&b
zgSFi08q$1rK~a;j_e2@<Ao{7KGq($Szafv6UmlHk4R#zwTcK(f@Q^X%?Fag#BeS+?
zE2-Y6M)iIgdCO=7Iri>iIpX5R50smAs9MN}r?6bD!wD5OViOQ^7(Zw+M`G%gCfqZR
z2=C4QR&kch9vd4WeB{(C2M65wf4h&aYu4vN2;R;?6I^^4DBbz-RUxW;{MovjPbBap
z<GIrGgWg|N4`UC7l$1V5NCi;MI)-j1-wD&lT8WoVuUtwpSL^Y6Ky|X|#mU#j!Lqez
zw9UdjR^{bCEScvy2uSinBLSNG+UL*#>KA{d*}o}A;g=u32gE_MLCG?lWvWn(jilPR
z6Cm4w#HIsb>BOeffYf8ANG#k(5RE;Qy74?zR4#Jq!T3E`s=kg1%`+v@lpZBPxyL_W
zKD?6R>OIqTtqZ4sHjAp&5UyM`kyk^BB|8z0?|ovC{KT>?JaXN$gpko&s_Ra$8M=33
zol^Qv#t`tKYKAr0KUrhQBuWK;sJ!qiKHmIqgR4J+tpC^l#dQ3WZ`<Ebz5hf4!T{=>
zKe>z+De&W+oQhu6z5GdfW{nlBj4c5#X`LwH)iDTP{NGH#$>N9dc61JdW`<H!Uo$3A
q8=uxMF5+%j*ItCUk*kt#$B{7DXVdh-`9a6(MZ*94EF$UIm;VD4>`0yf

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/images/image-19-Normal Distribution Curve.jpg b/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/images/image-19-Normal Distribution Curve.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..e25446b463b073c629ebf73c77e47355fccd12f4
GIT binary patch
literal 16019
zcmd731z40_*EW372$BvdokJ=zARTfKDV>rE3IhlTNVkCK(5W;6Lx(6`qBM%gP)aG?
zog(pFgWmUZ$Me3=`@hHk9mfa9HFNdsz4lt?I@j83pM5_229T>Nswe_jSO9<p{sU)Y
zfC4~>k57P)M@T?GaNz<W(M1T!MPlNMbd;CKAdK|POpNpl3@jXi+$?PT><kRh>pc8d
zg<vokGq<?3*fl9ZVc0dyORz3nxNwp9A}t9C?KM^g)@%Qt|IS(f3PLPN99<kNHUOIf
z3x@*htPNlW+lhyD{s;W}!@|bF#lt5cyg)<@-cUsjU}NFnVB_N8;o;(fcl&|Y0bB|^
zN>(9x{7c$*2-ut<*MeeS5VGH>cuS?zzsVtN>GJ3T5j71h9X%%(H<X7LCL(%WOk6_Y
zH@KpbvWlv%p1y&h(Jf=EyZ5YZ5Vm%%58d27JiWYwLqZ>iJ$Z_Zi%&>QdiFdyB|9e<
zm6u;oSoG?3WmR=eZC(Al*0%PJ&aUnr^uXZI@W|&cqf^r}vvczci%ZK}+dI2^`v-^L
zk1+kh0&sqI3;g`qvA^|;0_+zyE-nr(0j6JA*dE}9LxGFODuhoduT5~r`4Zc;AVSEE
z*cTOVFR%;iY*Jae^b=8Yz@|92FkL(E+5fC#kN#IZ`=ew3>enc65eEw#JRAx@7C1P9
zW(N}8M5CD!up$Ybu9k^>-@S|cX4=w_jEoFhbj_GdtV-D_6+TtX$Ug&2JNL?eW5fdl
zAn8j8AR7t&%a#Mv(ZcSBLjY}MTLf@^G#}BA6q3V(X#c;zaSCt(0t6@sD2N4Po8v@j
z&C|N*74s(&L_1A?>ptU>tt9#r7967WmrX@Y1qm2~@+3$1!vP2pGz%N~KizmpK%pk@
z<-mYS9qWis*!?OgrvLnfzyIR@jbr&GH~|Xq8csd~I5l<8fHJG2k!;dOjT<-5fVlj^
zGhjsM#J-<EUXH-qSYx*m(8dh-f7lXqrX#elwbejfxBwUYDHGi6q(7f)2RI?MIS?R0
zrymKZDyYE$1|51bhCvr~2K#zNBI!kJ`GMg;dtN8<C9O;IUw?bPsxH?o_$m2ieFDb`
z;^pN^eL@i*;xd*xr9PCIZftBXAdwW86i9?o@BhCy9$`fU79zKoE(<R^9`;WW=rAQz
zhJiAi{Esrk6W|m8APJQTpdsObo!18SMq3ROlEAqn{<cGe5eugPE!ZUz2u7Z8fCZI}
z1bBE5S)e$PfX1LUTp;i!8e1Nfy8#c>an@G5_8ThwUBLp^i{|D>?<VGJ6Sehh=EcfM
zwiepy%I5rJm2Kq6t_)Hb-yn7D67-nlJ50_;#8y72?}N?|j*rCH%U%-cHT&X#O2U<n
zbP2E#{^%$e^<8sIKNQbr<b~RW@yDIg>xEuW8k*2;pW(?mR8weaWlXK1=K&=j1wI4Q
z_p;V@Zc%Eb)91)hPed`%0-r;<eZ4R8cC#A}x*?j(*P`)tGV7p@%Hs#78GL~REVFt}
zl*$c84{Y_`<y8`A>Mok|4^(wgO=Vnd^BdnWdGX5mXrznY5mn&nKWFnQ)e<L;z}bA`
zo90u|l-&ys?mq;9ZX2;)uPQ_jna+STOB|2<K^`B0R!<AkBHy^h>MbfyKqh^iB^Oqy
zB?Luf2VyK38<ZNTew9B($|(TawF*Yk;28i4%2ySN`YB&kjG+G_@qcr<9ef<AY7E7~
zy#6n`r+`k1+07!89FUzYTn^a#5MaD3|H&|YDRWzIPxfeDw$z(t5elGkQCZk=;AsAY
z&GaR80HOtjfv5@v^$ml$G3Vezblx^h1OBpMo<>43HpvMvF6N~LuPL!-46;xc+DSw<
zr`mG1trrytcX!yC6c?0y^P0O|ki*T@?0FbDQ&?3hzxzX+EdDZ;rPy>4g{!;V7n*2a
zKiBffru4KB6Fz^-+S=O`<&4scHNicmZk?{f`8Z8JM!pir2I2c+iwH3(Q11;5+C=#S
z{9ISeJdpCD)VBlrC`{u5N-Rp<nt9KFXyPkJ(|q)i6Obq=N-T)q)Z?svlTJ$`a-qsW
zqF1**KBN9%@S9});I3Oq(Lf~JGG01os;>>PrySR+6;Hz}v-Qoen4LgtSsvHDJnA)P
zY0vnWFkc}-a8%+3GfAUwN^jAvi7vdBZ|>g=!;OQ3VK?`%BIeUmo-lmd-_PHpE%Pz5
zD#*k6j4pGPBRv;od=ohG0<0LB@j$T<7-43iK`*8v_e<6whEOK`6nFwqiLp-|dho_v
z)GyRi=0RZb*z&l74i3cazxac5bf){04v?urrJ*<<EBn6ldS{-vG7mSAKcrgl{)@8#
zB++P(^C83xV;1g)D(Guc06hF4`7B&e56+u~MRMNcAUO7473>$#QJy0o9^_FVbxePT
zGx#7^N^h0QeE_-<Ywo;ty<=<9_<mB-Hd$p)opuHS>EbT;(PTO^TCD>8aOs)}4;SfG
z`<|?jY$unSnQiJox2vStM>Q3mi9Wkj+Jka?;xKJPYxOV=$KwJVcITBPd8S>gkM{M`
z)JSM<n}lrh8{-vU{WE}xI$*EOkS){CziPy@_*9Dj3|M(mV&{ky+fh^Y(HZVu1g%iZ
zmeZP5B8mVqX3~((_FZs|Hi9C<S+kE85>a=9Phxj4TgRrq8QAh=;y@=n!@v7(X36Y%
zH-59)=I|TWDKi(og3l*ueskOrBLkDn!&xJ+&+B&{sAxAZMtZsx)++Z4Ta`ldcIonQ
z+AW0;IWR434-gsE<gl`XRpf}z2MD4C*z%}zV*EAae1JhBAOPSaNkBUAi?<LWvijxl
zpudm#qof#}PuTRP7)5Ya<oVqy|HOvcK}i3@DQbCZ%P+|>x#b0P>kfi4cz#;77@Sr9
zR}|2~noPpzBIMiyzyWS=U6sj%PXH7~L;|p62f_bn%zs0sl(A#b1Dd5*u{M;wAWh3n
zb06HRH(*gzdQ9p9EnQohPXvx-bJbkg1AD~qn{N;8Nk)^~ZI6#rLm5`P*UV_zWNFl=
z1@4Z%n>7*Cf9c6#c!ko-K5A%j3TieH^LdVzb{CbM)Z~yD@mX8RjwctR>oDGP(>^^n
zZCTK?W1>$iPwdOL439l;fmDIQXmH}<Otc+Ty3pCUH00dHx5&c<L0gM!<Ghh;XtUYb
zL5WByS{iY=gj=5e!GEz#w#l$IvO1a7;Z;<KTbYzP(><5$zL#0)g14iLqGs>Jz;8C$
zcQ;cVj$4dI$}Da1d&0-PL{@lRdp%!8X5>8$SA#=>Kuv`FYXtriJ^9~U|6h$N<01xN
zU|I+)JW$<!!p-0D`_IQ~DsUE%oDZmrVlNP>NEycX-rCA~UF9eEQS+-Psos9sOou;b
zSZfM@eAgKujGcw^QQf!Q%|qsOp-O>S_5Apag#jspT^?~EQ6*fX_nD0g&PRi@TSz>r
z^&7mz3X-9qrrQk-wSh{<ff-FgqcdRm%5eP|Ko!s#nt9?()unV=0h;gOpUn5Mb7z$R
z>zbNz=~K|TJ%5MsR0=9VX{2PO5~+$uK)w45(Xe8;pQG~Uu~f#Dr452ZBx8WmWBmvB
zzC5FwZ?<@dM|3ozwz<=;d+2InVw)=iZw);n+ve-;(0W}jAiT6JtiM(kw?1L>G$^tT
zmp;u!c(if4Q)dA5(R4X5Z8>~IFQ`92FC8c;kcedmUhGeSX5qlBK?D5#B<Qbu=}_&Q
ze>?&D<P>3$rCLXT)cp6?fGU!Vp-q4BpMRD=W?!1;9JF`;OVEA{#qvR;buicudI%lN
z4kw5t^s2^yJch^p_u2)b3@0Qx3mEcgNT{xkyG09y3v?HDw{$O=>u+6Yze)Enoclw`
zlm$~5Qtg3FsxN%&W(LRb<R~{+zlQTViK`uUU``(IX?bqIT|0axHL7tnhP@(%GRcv;
zkbJ~=cPK<>x_;z&$Qo!BS25#-fe&KlqxPc_i|O*i&DS8oXRE_K1B^h_K0Zfni@i1j
z5vBrCv3*o7tm@Tgj2ps6s`3Qp#Y;^`RWbz-Y0BX-q@7Zk&vV^r@{IM;HPD0&ENP4J
zC~4KLW?pDS2(CU;X^cOJDZr8L_5Ox~!^k%`A@R<Ef6T5rG|1p9w{-C$GvOgpAV38<
zWkhqQs~o%1LGm&u>SG-8rgJ;)u$%xSAv=%;mQb6E@ypJbpaC55Y^3R*f(S5Rpvwj$
zi21l@pxm{=umU7p;E03#8Dwlc&Wh*9v>;#0MYV%xk*a|4IabGkLE0ZXzlR1S5PCrM
zmw(0#wee5?e9<t&7G!5tKiL^=7T!5Ii_t+70VL2|7{<4QA)B@$;@nyPloUo<|JY!F
z4v6fmD=Kkh(ma|X=F4;ZYn-(SQ|zX3h}(BOJKKa1-oM2O2d?IF4>u|)+^Q<I`C+iZ
z(WQv*A~870H^Q~$^pxWf4Hueb9HohCP?ks}&+lA-B~M$ZIe9%_V|le@>wt+x%5@Go
zM^Ns)+!&B~s2rsviRaQ;2KS@B{7szKmJjrI2D70MZN+b(!DEyG<w#8>`!9okhB0{V
zKUCutMm1g)G|dt)_~@YNjWLRl{Q(na7~Ez7KM_ptv}|ojz4u?N@-c<KxKSg+AXNLU
zGh&FDa0Pv++oq0N0?!R$yE~lu`1_~Myq?Zse!Owkfv|{mT<?*O(`H4CpF*eoC~O`)
z6J6nVNW3$gztZa^`|c}sWfv^G=H&Qx+=cljGi6?(TkO;&?I=hX3Yryb3o@UqJ8CLw
za(JMN2Cy+v)9(fbhEbJ(79#5tHj%MBcmpe_zdz%uf8O!?ncu%FfB9WdG648XU?Sij
zA@I=OnHtZ(%>w))6@M^6Fe@NO1kL(A0|Lf|!1xRbcPr}gGo<Z|Ktu{a4DfZGavye;
zO|W(EaO8G!4fKrMnQ?-^U)WM6-dT9%izE{-rx<t<ul*)oui-r`-{tX|E|<Lq!-s|(
z+g8ojaHka0JJ0t-YVMr@%qn|SrcuHx2K)gtOETHnS0*J(axSH99UMp4oV+zHEX(iw
zx-FD>fafx_``jXMn{z9!)k)-i$WvmQ+H4cA+kUTDbvH~#;k%;40@$tfQ>nZ&1*MGc
zeIF~IJRwrmWuGk4eOcmMc)5AHNSV==ma22RTn_y()kJ{a^;$_>R~_@}2#K$#xpLM6
z5<Qy-71%s6$BpRcpJl#I@0O*u^4<Lr($6QvV4d(5(ach7NK`~KM=+A&XdD`4`z_^4
za|oI7jfn0z(P-n<4gRURmvUKj3Xhb04Y;c41t|$n<?xmF3UvlABKkIHqV`5SOR%i&
zx^~9##et+_E6ToXOL^jsO$I?6kNR@pEHzi+AhcVWpj4eRv5mM{xhLAYA!mGSEXm7?
z@>*t6eXjl+bXi`~=fF!mDV#C}1lY*CV&<ACzTDV46-Xgd)zG1pB2uj~<s073M-6X~
zg`VAPnv|x5S{!}}?s-K&T3pB1kG6EAoanF;b_{ndUZ?JwgkDT$w0CO1YTRDX_Ohsm
z$~-ev#!qgpxeprc-x_VKDbU9&ykb`0YTZY9$2U9Jc`fBbQ&m*QFaj;T!P-OdS!X}c
zWp+($Lv1weebrOv$Gfl(nX2dmxjwbcug8IbXMp7kcJ|Rc%t6?XL^8YYA1t=$mb8Ys
z@U~5DCF1N1;E6RPV}8QDJ~hFOY6MRnKA%@I`{uynV;I***?UQ`Rh+g+hGy7$)8oky
zWAx|Ln)@m3*LVk({TL^c3O`RO`8hDQY0%x0pDvv*TM!7-RsmV(d0Onh$lqO%L&3lp
z<DY2v?-1~>=Yr8lGF9O3iN$|pOae)FEB{@pG5b$s8?&GLE0V`jv?XE5x-lQzH662~
zq-u4E?e(661|wI8TH!dJe1^JdoL(ex1D^I^JaRMhiHyKAi$T)(+aFlwICez@qJ-wH
z1*?io4;w5zEdBc~W<sUg?G@-12;sCiDE)zwxSk<$vQ&nl(e8%VpHRfCgd9Y#Ed$W;
z%e-&wDy+_J527^9tEQ0pySdePFZ=qP0qhiKzym{mzNMF=a@$3|O6sU3dy#N+xCBSn
z0|M{yy1}@QgtKpAOs`$(!J0KBaPkr<o)>NBsL>g3zQ@teYsj{cZF|ar7R*YhDl~P&
z-7Aw>AC~;FQupFsl!!QyJtN}`2Tu!Zx7KZ3c(@3*N&|ygvNylIoyD}f=B|BG!4dm%
z?GYbTGVCM5{hIQvNK)*&fu#cnyts*87Hij+QHP~sITbDnctWoh%DtyPe6*s7Z<$A#
zEX6VNm>^Zt(_8#TvnLayX(u`t%&s8c%raY($<|SIvkLIWkBAH(7KihJp<N$^s?UpL
zdVz@Rg>29CoDb9twGrE2mTH{MCiprELrnL|@WqX3$mrVDWL`+O5Pf*SQ}6puQeC)h
z^cHmz+Bhx8tyg>N{;<U3DmD`qgPAKCBrd9|FCTd2(~bAs<&Ia^Q5nB5N%rdNZw+s;
zf@W4sWVn;W=|vSuLd-K&7t%)+$2DP6(JZ6tI*)5`tl%js>(o5C*bFWtj$eB5W-nFd
z(mbusN7q&*&X{ElOf@8p%Jod{QRWx)22d#2U%t_gRU74OWI8Y#J8$hF!fe;i$98MU
z|MD3SLw*LhyjauqbUKw&IO#z)d(dpX9&Ghx(ZI7=9(A#!Za2byzk{>Rry!P-Z#;K%
zqBGgf_E>l;q&hy5Su19p-~IIifRXRZjN8MD`79B^79ccJ<~}<8u$C@CzgHgCd@cG`
zg~_e2G!#=ZRuRL6X(D%ecBS!=w`C(GOSPkB3ZXewVCa|7Q~>mHfn1jwsfx)yv<rfC
zC_)>gr#TSIKpYj2*;Z;}B3cad)BzdZUw1H0?dRFwi3vzf|6sk+&|GdL@b@hDf40SQ
zBE^FMUF;1679wvx@?9V!oK-9rOuZr<y|S)yfrr=G#ZX|%0?eY2qjgeL0S#B>Hmo>X
z*S8{XJ%4ocFH&E*NJ=vHfTkQj-cqI7^7!UfP3&b`YO>U)hAibQ0cj%_a&0GXTz)E^
zcxuf(T)gCdZG1xdWJ!Rp;$C+jeoeydZx2hxB$srnr}wgB_D}`O4|DNLz%Zs0?FTm$
zvFtpR0nIaKi>}Y=+$fbmANca84`c>?V0QB}l1(PK<`Z*u0u-Yr%nHB$0;#h+BMEJH
zP7^h-mvs?osvQM=Nr+hL6~tOmiFhEPeOn=(_3c4fL%W4&x=rTyX}(y^z3{!VH|-YN
zWan(UqM%AaY%&<BrSk0{2St!Fbf0A`7)gc#tYBE3u$HT~wnB<Ra>UWbjw-NP)Qc?g
zN8|2U-<*}C3tDg{1Eu*|1Gcf5*Y)(TKRyFyab?E~ltgws-+-Yl^AyodM{#MyM(psj
zVw)xx#*6l3SFNHuUYe~-i4^7)B9wod3u}6ad#_?LI|H{iH2VP|Z172<%w6w|kVbW<
za@$ym+8yl3mZK3BbhBN5mCqXjdtw&u)%#<a++tL_q@g8aE5^QtS8G|HiM+DO6cc-G
zfRuBwb-me(C&1-}%DoDvHLRZ#!>_}vF(V7B1S+jl)A~~YH%Kz77n8=;`h)fSodto%
zV3rjE=zy8ge`(&YSc`{D)mQ-?DE0R#26K<U=1j71nglonL4}I|e-tF%)`6Frcyc#X
z5tsyN7WVVDD_oh{s;QsKoKt{VCn@Lq&s^mldrsxs>Q3n=&?4b}#$WD+9xzzfsozkS
z=uqn_nTncUccfEZ5GkJ$5Vcn(Y1?|90>(gwUl2GZy2Jdt1@tC`?zi>46>FS|Y?+-x
zTj71ZyG4`G0jnl--Zkecm6ETxqhXtf5Z^j}u`J>k&+3l(Z&?ZV3Fr<=nb$lmw4y-Y
zoa{j~ZT-nYEi_5a;M(j{vQm=)r<sAxyR7TN+es@(U_(jOJlA{3<nm{yJ0zDLOK*K1
zY6LToXfWZ2ouVwI6CY$67U64SJGH`Pw(MxaOMdi;y7ud3&yJDS>MKtPGW@mjCmS_5
z8b{pN3+*mf#8J7%MhzjpEc>(6Ip}H|8mY7>bnTb^U=&oz!H0b(U@&m8(TB1X6)5iq
z1xo0?BKoFZTzsK4>_ZrpIfvI>3bwhFtd-_qZ!&LyKR2T)>!H{1wI7=AhhL~mOl^-5
zG8S?`y9%1F`sk-#I!(ybRu<qA?9qDEWV>%)y+%-5gggl4e$ngs<5ZFT^jn#pq5jOq
zciQM5kLu(t)WQzQxSS>#;SfW4P*HS2;NZcKckDk0A?I0#zXu_O^>m#~gOy=b0(RBp
zzf*Sb`yl}4@k7385uiLDoB?f5$n*;8G={E(5gaS)odFdZHLp`<srAKhM0TE6ZM;Ue
zzIhldo6d?`X6IRYH^~CZGtN6W3U711%Ole9u#j#6*KIz~<tp^;LX>>FMVM*^{37|c
z0cGC~_*#m2OaHYfCF9a5r%UFCl19`A7u9piBPtf9i|^YW$k>{N(XHrJnUVK0Cu|+}
zy{mE7OONud(2?#`8!X*ZgVopgb<MC0O)XhSd)l-;J0%$mEu9e_tso-K0LtCaRrY4)
z-GTzSq>-PHl^?HPrU!0Mr{83_s2i$HgLBh*G<P5p7L>Up_fg}Z<3a8QV}+qmnv4(q
z=l;F-e&+16wKkf~(tOYB<2BIhg4AEw>+2F<&&7U4mmkWiW}wxI3$27wgBxt_paZY(
z3FwTdR{4Y{ix$xJ8ltPl%ycz=Jfw6CEL)o#B17_19>D7+ovX;GV!yq=>dRkU^nm_a
z9Rw>YL*TW2pw!zrq0!Q1d$|>g%UiaWaRhO!Mr+@{A!|y&Cg@TgbLn38<8=@{5#YSk
zr7%HCl+oaa!1*NKMYn>4(~4+n46+WEHhwk|B_)-ludU<GfMV^Q2VIJPHfS&^{kJLY
zf1Ljx%%v>Jk$4cIo_{0iX5ttyUg@F{N?ICDowk2gg?|5nB_26lUYY9YD<r*(px*d^
ztMWDN6G2{XINM|07;ilqnoq_N@7c<SixBa2um+d$m|(6ti_5mpJ{ZhPHdPdKYZ?P<
zk*mZG3zdON5%VvqhDtVw32l@*O${YBHDyEBh_DZ%=e3XZKYnQ(j$|?MsN}y&?2$#L
zg52k^LBs~#TjuRpjrN{<csbnOb7<X>-0V6@eDA|${T5zVIWm$?4O>^0$#l6##S`p}
z7Yo{i7U4#Dv2uOaqThM!AGP;>P1~kpelUY_qu#F%OL&2bv8=yo8RINh^5J`FZY?^4
z#;PtMA|<%h9Y+nFH1c8c?bA}eY#p?L?jy(u=T!QQ`5B88I@1K=7_u3;-bh3BXWF$C
zNo*9sQA3eMo{kEh@d|NNH@*?AZhGUWMJveB9^t2q`V|*b-iq>1tZ1mnfrUf~%dvjR
z6@*ZF6O}u=kyKjWx~m7DjW;)(x$^Y6$4hjOhwPPPx+Mh$wz-N=o_*7Jc~5bZHm|*R
z`C^u}P2zQt*r#lnTWc`+i%QqiA39%_;=h_+?o~PdlA2ayIy_wfANy?Jkgm5l=9*(`
z<wRQ6^{(LlZ3Dmbfm}uMIY_k!x^(mmuzDi&adog-(^k6h>5%@;L8MBJKzKbeaX{mX
z)F-7YOL~>G)Fwmx&cVZZ^>tB~t*k??`n&KpRW8}OUE;y@XlEH5sg*;kK6Q&D6-Aaj
zBTiI|VTT{fPUd=4hh|LOHLza5sk(cC+GmE391s`ZxG5qs&l&z9{6p|%CA(hau#uy7
zvL-+8xI{>RT`b{f<~uu^`Wsf^p6(ZA?r2E9P@58yW!{>;bPj{MGt){>Ffe%k_Iz_Z
zNIFbUS;5(+MUFpMST^$ZpOfjBd9s+_nZ?!=7}}e{@8~`xV6X*KAa>Ol><s*cgdhq^
zlL&A!;`XU-eg(@Fj;U&1n3X@{SCooLx4+bCb;@CN(o>Z;PRJ22J>2X{eX<YgcfGhH
zJ@E){ou$xjsXh4yv22F*eddYbd+BY=_g&e7Ypq1QuZL+&TvIJkW=9;9DcI8%G;H+5
z2GyPc63b<5NLHfM7j%3B!*wm)bB*5uf9xO!ZA;4=3sLv*MLI~Xl6TJvE3t2}PW39!
z+32yX3wi97q$|!j=IUD{>IQA-61N4Kge=PJOMapju1aTFW>boj^1$6M2_QXuroHK(
z%l7O;N>@w{cj!SGTCM9inYNa-lX%IrX|BZZiOz4|HRXJCZ$8z%xnD}$CThHvt?qD5
zh<&}VG;;ih;fH<0l*|wjEP=GB{VzE0HHKCvAzKqsZ?HL{UiMAU?ih19*E<Nm>Vrie
zXh@)W#<2*HrUM*1oSR86@Jn4?=ev30ZoKcDD9igeqGfVjF-h+8w-Kd?%mj3B=DQfW
zUVDzw%VVmuUEP)O`i;_HQH-^*K!ZwMf@QTuD0h>y1b&X2^UR6C@U3tK`beaYTOR&?
z`5nP5t7tE{0ZFED=U}76O2Osl@+^5Dh*qzvyq!<jti%>-6v-2f&u`RdOL7_iG5mQ&
z*~=WksD#40^94+Kr(m~e@P?k2+U6Gse<;i}ZuB<9k>V@y%wFzUm`AcF>dG;uC*?a7
zaIJXhpC%$|wbU3aYt1M$GG`=<38Ow!UcC{OzEU#8k~H4|e`FS2xpSz68*68<(>vG6
z_L@vJ%E7v0@($#6cEzgwlg-Gg-s*e~k4xVp)b11sn4_m9s|_o?lArQH!NMQ!%NBA^
zXlvinG3`mYT!36%wC`IjGxm8x@Ac>{d23<WXvgxT=av(1ee`-p0+y@PmYO;ae!AR$
zGiUYl8tampvbPq&U#7yB&gq}d?^9-ewOJP@9J{{Su8}W`mrK_+G}R5D`kUWhP0a1-
zF$~1>&bY4YTX0}wxv(ThD>~wk*J)!j+dv)Rcv}oVn$kqgD}VZ`iy^umhd$%o>%I4R
z75xjf8U=L_pdNOGG}hrV1C=TLyCDagVUVGq;B`F}3<l9*ZagBALLB+rbfqQG1)LOM
zN3DUKDYsZ4H%_zGf0vZ+6YTSBR6lP16@%l-iS!&<Rd;+BD3<s{ir;lH3?&X5MH&M)
zz0pifJi@(_Vh|%k)<$p^oafEBNb8}d>}K4@3#T|I_O%V&uM<d@?ZY?QC>5sZ()%AJ
zu0)sONJe{WYrS{A$d}9kXIeupxb-nC8FSo3tG*(aP;5arJ+)C?FSyo;GdLnL%}l@K
zP12ye!%>3o&hBciIn5mIF`9P>d$h$fBbZmKgq%Kgm0k^<<(Bp=aJ^diG!o`Ma(Zp(
z_@4i8lCTtY)YvTsH!7;;U?<eL#4DWZ?o<RJ>=z0YvmV+lR#|)}RNE_bm3VcO(J!hi
z8Q9^f#Mq95Vyw`09ePPB;WsMASim4CsV!%urE#GT7MM6AjmW9OehJjIEc>9DNXd+a
z)Y4`~gFauNeM?tN%}&D;t*yTkZ@}+auUSy^co7*sA>POAI(^O<AC?t^Daxyu6lD&|
zPw?`T6f!j&&Pi7mP6<{><-m;2Yi^9dc>!TL(!T+u3&jr0(TMi6T5TD>fPpAp5(_Db
zm9|~roVoyvA;JSys`Cl+v~_wQSf&*Ya!)Qqb)Wz%Xkre)ZaK-$3$g=V&Kd4u)aJ;~
z6q~#Sn5X$6eN*B9j>GUt`QxhgC~{7MpO(FeKzwXP$+ut5NN7O1U}HF{@?n-c`2wtN
zZyqUh!?HT(mj0(=QcdGN3sO_KP%|23#I2n^Ih5;F>L3=7-6i`)wx?*GHdT>^&r^50
zu^N36d~1g@*2L+#CoO|vneFIM6pFH{ajWi58vaMVxgS4%%b32uH|gzXJ8JN{_|RRO
zD^q5WfP=}l!#jgfO4a4HOt~rPqi9pNa^}s24mFQ2PKEq=x*e;x4fAY|PBRPIUcsHo
z$Aurwh~!_BNEob!MURV@%Yuo-gi@Q6{uBE*HU<h+K};RB7Nlcp%x&uC);jF>XgU0B
zlRPGOZ=>CoG_tPvh3uoiiWn?7m#wf|84phB1MeQq>=nvo=Xcvrqkp4gYxr0hN&oUK
za015>Gb54=FEySqP2$#%lOp`=+7ZxEA5Oee@I~?o6Z@m9)0H81_yEpk4gv?j+RY->
zR34ZOzjf_eOxk{Fx}B}%OJ}0Ei3+0;@7+z$QE47!3Ybp?a=C>xhb>U-@&xBvq9Z+*
zkNaiRQzd@8g<yd>6~}Zogrz`CiKHRIO6RIvCpr+>1Td=t1jcS$LMrixS~vx{y^M?h
z<&-NAk6nY=yAr*wtl;2YKvUUUkJ%yk)ceYUd{Z#<3e8RyDY3fj)<ZX;ukXRKjf++c
zh6!bFtWdr;2d!)4iMj|Fjz&z*0Ad0;M#szBS)>KdYNlC-!C6?n@BQ`OY`*lB37DIE
z!wW3C8cp(@0kQ5I(xSumzBfLR+pGzEH&CqG!jXT2b`;Q=s*(8SEJuHOfp*|<sk**Q
ztXydGYZOfS+Q9obcLpnz-Su`&lE-}eNj+!4YdOZRbXmxqC7COS_bxEo`kny|`k6C^
zk1uVQzB$>FV@mK`Qh8f07!YaB9I!`o(Z5*#-eD`n(-g}50X{jVx)>hfpmD<xwXKZf
z3JN8Pqv+ErYg1p7EsihSx5JnhMjtVh_+4~lH%*EK4({mR8|J^=?epaD47hLDYiKUI
zMYZp{$`w%GW^i+0nZ}{sq_D$}Lqza5i7lmmiTpO{OPUus6RKq!dLN8tcJS%*!`dZJ
zZt?XD_oX#%*PQ{jPYZJ%i*<+wAL@xS47ABS9xj}DL%u?1=thybzGeEoGS2#n)GOgj
zX*67=k03LUd#+luU%I8>ifn9(wZuodTR|x|P6Bhgn5yX0Ug=~kC{11YPMH5==#yRM
zHbv@+=|(7r{-7>5vxt+OE6<?ytXr}2(Z!-qPfh80WkvkpOm;^|cWHm0IBo6k#mhXt
zLwgV--`2%~V{pf-cp3WAl@hJz58fm-w1>Jq|68IZIK!TsKd6s+_|~grnNMj^*+r7s
zHk>`KlQObf+L&}wE9&8?l$#TI9I3y&X|rc}POAzuL+^kQ&b55q;CL|zkvpNdEdGfY
zbFBTbA+R#RF?T{q0$`UKQd2=C8IraIJ`gYFcOfh?xXT|Mu~$;0Zie+Dtp-v#F*#UQ
z>NWIO0Fqh&KC#Y<$Xnmf@u*^0sU^+L?W+=mbHlLYVb(FRn(0Pl=hFq?3;{*Hr;9#4
z?W|u<c&~-Fg=Dx#^3v4TdRd5N@_c?lPOql6X~%Kv7F@VjbAt%%D8xuStpDbY;h^?>
zc|rEu4?k}#WwP`B6yr(;7?h<6J8=KV|85|gl2KKhuSr`SKhON|4B({~uh2|MmD*ll
zTedjp+bQUp;mUmQZT$V|_ft3Osg&OF?>sjQ@9K=^Htx!d>zKUv%lp7tnQ=2XjYh0+
zo6I~Ra3;3vATJdbsv7fo8CH(0pL;x554B<nk2lMU-Li+Lm<{0HO5Gr@EoXCx{@B0K
zuE1G&<v>MutsRl;-b!_)(ogu#3<<ZER=-A$?Bs1eOMx5177bE1r?`Bx<*!xfCaA`j
z{cvIp*7h7MyMixnH_JA$7VFgY(=V<1S#n0~y2&c2#dy<yj~knoMG9QS)qcqY61!3p
za$n04OPt<E41TglgT0ArnKy{U%PC(U_PVl%CR;Jf8y9ayePknP4V0X+3$M2+!R8?_
z-k~}in~Dt_xsm}E(B86$n51=%bvXkLdI4`~)-rtAaDVz(*ZpT_K(ig<6nf}l(ctps
z3~&$RS!O>KOb}n04G8t7w6Z(l>soI#$<dtg+|!oyQezsQuJ7_^KlIv^L4P^YBCvtG
z<V;fsMIU~5>UnlbO&W9t$dY{5BGB>HAx#?*IESJ$AoKBYfyEPgVo|(Sn<Y6$<=q^H
zVZXdmTR+FwZ=t*s*X;VnZZF<7Jwaf%Q(3IN4CsR&FaEgCywe{b0aU;Zf9=YQ5ghMY
zd<^8*)<6BZ8(sbO43Gv<kr<*M@M}Nk*Ynuz(4wzDu~Qe$tBQ&ZqU(eJ=Vj*8PR-2W
z6F25pei$!FEg7pL#|2fynA6<{Ed#}_92&Hq24BxS=+BiUc`Q3C>~#kC(Qi~JD?zZP
z3?{K_8n#YOB5HPOk^<Mc<A>|tZbr3af?$-9J0O0DDl8M<?vzdUrlqCLA`_P-ED_GE
z=~Fu96_7m*SSVK_fK_76FHBKqcz^9xKLbK#^S}v<)uAOlErOIY;9cf`?83fNPl`XO
z?XAAix#QviXcn1}EdImz;d#xT=l(>C`5UIPCp+dZl&>m6aXt{dRj1RWAv*(n2g5gA
zRkfq5RH9Mdca97tr-@C*s=qk#wKcfbA#f6y@psc0#=B&RT#lL0Eg<nLB$zTjB^@dk
zq@KQvvYJzQ?L$9OzvUiwcl8-fSBXThoY8F9+mowj!29txiC2z!Nkm-3>%8{MI$GO~
zH1ekS*U^egLB?(5ezupoqOUU(!rleUY@43&eBI37{rdgKv+Z(azy>L_q1t5{yXy7k
znCImBssG$@!FiwEewe;V^j72%3Xb#4zsvMdI$9JwFP~R)-1PptPG$)G?am|29bz9z
zdHl1(S@xY*y;=^{tmsG>SKqJmbWXuj89TLWIgUo;r=feqACwSgLT~wuGAM_gqKe(}
z&GBWFE<fMPZZ8#OWxlZb6r4N>*?qHFcwf11KV)y@>tVR+fN6L`?vo!wK2CIt*Ik}C
zY|OYzhf?z;r*$6lny`5ea_5{<i6pNCNP9Es4^laj!Oj3XeufV_<%fF17Q5sb(Z9Z%
zXq=iZ`z^k775?~UO6Lpn_a~a*VB25$4(dY_d2m!E>7&HZ4}B6~_te3OIr$4q0aJRn
zqEbS>MeQwyiI|_>VyTQ%9&qK2N7@nyOC4E+c)PW(#~s-O=&GCnL>_8m;B20bzkbb>
zpUaGX<Gl=7fye&Fi{*Raj3UHlA1i`ZjCs1<D8LbYmxey_E7JsR5HgvVc?ga`S(@iU
z>#OTY^$9+aPH&|QDfnYWXW3bf`qwze`MtUhucKzq0Mz^M+Tahls)9CJ7r?t)58aPj
zCrAkZU-xEV-J&P@P&dW!_~iX}LsY*~<+BG;1E-MrM9{`vPWAq{sp(qG3FbL!sSeHH
zdM!n^b<?0F)BMN&^q=hv51hLnEVCsPw5*t~PN|Z6mZ*z<)u^mbkiVA9xGlGrGpbf=
zG#fCbv1C&^nC7Ds9h?F-=o#3SjnXPfwd4%iJkrGnt?04{?eli$AM^C`{jN&lsDM6D
zKfUikd{jJ$nQZ>l6WJ*ZTZ^58D|6<_L25ymrdP~cZ05ttG0KSo$3q<a=o`;W^fvp`
z!)h2Y$nq*|dZ;pBq}jy3fPU$#UubHZa<hiK{f*t-OjYUJhR~=xGMB!z1z8Pp6E8w#
zFRV6L^qE<NR?!R|i#vF+v?|xZR=z@P>FuAdms5%|$`^RA!$!r~H&fc8zY}W8AFAIC
zm^<}eE@?E$ws=1~`jsPkk<VTVTY}zzSy*ZVR6S5<pa0a^H;b&&-rUVR&KvOH<P0~k
zhbiw*A6@DPcaktWBiU;QSrHzfll-Y=cg24A?uJbXM4#Ytm&3bvbJDECLCsnKUz&Lg
z_894M%=?<zL#LK$XkcY}dwQ&=YP>w7*fcMw*iKZ2LjwNI<Fdzw6+C3jGT_~d0b-lA
zxcFVr8t_v{{YS3MnKiA~<=Y}jhTe5JXV^u^h;E*=Jrdg^{L%z{B@Egr=wLtu7`It-
z*;!Kpt^O+6;V}pX@W=2(oQ|>BI{eHP)h_8YA0|f`a@$PI_<$lO3ILaMoU31;7;0<-
z9^)gnFEw@wIZghlXqlS@u%Do!(%FQo`x46GRfBo=PjnJ#CbhLWHNSgYjNZ~Rb24$~
zd9TYDyTAtmBFXl+%DS`iSNzI6sqwC_+6HbOgS+9owYN~Qn!R)J?d}vS)SI>s%*>Tp
zCsU(*w1h)I#o)<KJ3ZMsU4tG9<ly0~k#$zNWp1W<KCIAOqkUUi%-40rA<5ngH}<+B
z<09Qc_@<2t0o$@>Pnrzrl0AA``_K@j^XV6w2Vl@V!Ixz~N$pE98j(eI9eh6=^yq!Z
zARra&o&o1T!3?SWc}eN#C9)8AU}0@%Bxf24d}BYn$Dm3rZN8@Gj-L+7>T|#+>z&gh
zk;#5J2IgbFJ0Pm0_WfAID8wI^z(p<uc>g*93wT$}yh{fL{LPUb;Mx|fw|_dpyjdD{
zg6|}|kz=+FZ3iA${Bf-GueXo*fGcJgX#R9UeQJUnA>o^py{s0woqWB^MNy9SgwFyj
zZ^X>Fsi=Xq-nr5|2uI8!Ca2>>lA8y={3651b%&{%;C2t=x`g}5a>Pp`$M!j<>mNOL
zvk0(-HS+dg%fL--HRYdGsdswj>VFtY29(%QAMn3i+E#AP0jqh<I3ZZw@UrEo7SUAR
zM*)4_!$S@W%>$~f;*WLeX3ABEZmYgzpyYf0Omhgm`?8TsI5U9=*clqW^01F=xu9VB
zUP2JJ|6YE+rz)eBeBAuBzE`f<*ppfM)l2V^wm<jc^^`oess$_6H-`%?<HuUPaUK2T
z2qqv{iJQ~JN`r31dO`ZDpRvz?$)!_~rJ;|9Hm%N!PR^qG`I*VI9wPlVqk(`pDwhFV
z9icp43NACcC~cwDSPACHqoJLf!#4Z-#b<zA-J8A{Ge4fJi%EmH#!l({KAe2%VP*Eu
zYbxy#djdwA+j(;q-VM{5WXq$aZJM_JtiMT>Neqh0&<)dE@F;kCd+9Y}0Z!89eEb=3
zL49qoW_z7Knc~f6ighsRmhGfeEm|tXiV~j;)UZ%Dl_|B}>-rhXJ+n#-IaqQ_29*Is
zBGnCorEa|4QsI>~0Xw~b8#G8;j<N8Y&O@fkWk5&~Tw<c2Jpa1Nq&OTA^awxZhzOk>
zl;$;3WlDCKq;?uWKUCFNS3h8F`wbD*+Um#WSZr})XSAEap(<Iq7kF?Aai~vQC13^T
zz$IGa#2e*jUf8<{8HqBF*C=e583av*PjGAdJS__;_;Oip4>csk&7Xo^t`;V|OI$M<
zDAr`yx=+s?zIJ<?qJO}dInjGKlV0f_X**GaA`QCk;b!hZeWOI^@w5Wv+FRxYbp2rt
zMMseYv?c2T0c=%Q$=D5`%>k>0F37_w9|zJNLOs{a{c?LWkx1&69WtuLYYgnncH80V
zG6#BF{LiQjEtz?55bkBS*dFR54^wq7zq$xIA=TXnp3}7?*Wb}6MwK{*F19u=(5{%x
zs_I-VaZ&OH{1Mr~a(J}a;KGauoqlE9vVacXL*p~xw2pp}<j&zUmAYYAw}Zd}g;#iG
z{7uq;-)iFqrd-r1B!{u(sd_z46f7W!Os6*qQe`1iN5N*3p;Jp>3_~gy?*>iQ7iCts
zRXs`Fh|Yk&s-+mK9gPh-K;UF--V064M9vTRf6P-J@JRkXQp~$1Cov*C1rqIa(UbCZ
zQ#F^BM<*)<IKzSD7t`j`k@y7QME6Z?q%o9yd_OA<EY2VwSEs5}=Zhf~>+_y<SX1Ax
zkg0tCn&MTc%)4^W9L2#sgn^{wS9X#(zha5jR_|F{j+EzD4@}*%Yy@&lRHhwVG;40E
z7GHakT8p1e&lwdtld3NEE{Yqk#v5!t{VMln!v5$h^Q9d^In%2+h3j@|vcxJ}4fy#!
zEJ;R>v7`&=hQ>N5Cn#jJa&V}`Xd#2ZMQ_~#@=CC58p{<^K%#3DD2^(bupC}rZlA8q
z?0&u*pbE@L*^<naj(faQOrq_$>0kA6d}7?bzAVv!uadm(ZN%=KUXO~!k!M8}7Mk;H
z5m#l~wU$pwZ_QQKzIH>ZIn^U@BDV}5->;Nb)8M0&=;b2BSuxLi(F&2ce}jscNlbgR
zuHg-_h24Ru%cL1Tb#Lt>i4iMY9$enoGKhQDg=koIig4O~{wEB$oiBGgUz-7;2iL`5
z>b6zSCkuaHoAqlp<Yzf3rp%kGKf*FH2MyjR^!IXvAeBlRF|cOr5@I*^b92Hn6brj3
zK4|zESmFxKto*TIiAJkl#jN?_CDT^yUjo;J0a%LSzp56_XKq@+1G%h+klQ-_awMN?
zJ9s{~gG~jGz>1sm*-fzMSF7cbm`JMC)X5c%43#wj-#QM55567ZvQJATpjbqYT$Esy
zzgLI;{Kn@w|ItxtD46>Kf4v3umzQ$kyQ&3&1NIz3h3kU3P6V#T1Ri46uie&}{#WaP
j988J4de(kc0SBc7*uV>wOoLgVEPsmVfA)=a_T~Qob!w{x

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/images/image-2-- $A _cup .jpg b/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/images/image-2-- $A _cup .jpg
new file mode 100644
index 0000000000000000000000000000000000000000..b31e232b36b65819df2a30266b57da86823395ab
GIT binary patch
literal 5538
zcmdT|XH-+$w%(zIUZhDAq!$rs76gJIB_d)Bh!O!6ktU!bT?nFphF(<!0?`-<f+$j?
zhzCMb=~V<31Pnz95Q>mwzu>v!z5`>t_wIdToHxc>87qJGx8|DPoO93ptpyH&Uje~m
z7H|sy0s#OB^9O*R05gD-g9FOJ&IyG=xwtsFc}4hmd3bmwb_ffI$VkfWl97~_mQ&oT
zA}7B`L0Ve%fZCpY+Io6=vMPs+4(b^0)z#D4Gy>t`;^O7u-O0zdQ)jpIZk>O7fNudI
zP9P5GV}-~AEJ6@gAqYqUWSM@lLw*n79|OX|%ErzC<>cb#VFJnp0Tu`=D+?PdJ3AX2
z6CKWc4zLNa@7S$<ghLo{0V;n@MCVpYKBt1|i$6q9byE~|FJ6!0;uaI%DIuw(tfH!>
zuBX5Mz`;WXW=G8}EUn<jkaqT`9nPF}biL$u+1<m_%l}3|U{G*K=<PevF|l{=VN%o5
zGcxZ#c$kHI`~?4$P*6yGS@x>DqO$6BbweYmskx=K?OjiAU;n`1(8uAi@oy88Q{Tzc
zGYgAL)a8}cwO{L-ydVJUpR}0&e-hiqONhyfg^i7s4Z6t-!V<)stU_$;yR|uX96>-Y
zToabpxy31Bnv(zG4=x4WQxwsQ*SopJ6!pfG7B;E<X7;ZUi~3(N`zNvg<TVWNvO<{2
zV-*5mz-pVKm8+-X`GUuLNM9i{-Uk>vd^kbigR3nFynO-!l71NU1abg2`_7Lp*8f2>
z6YH8E?13U1*pu$Zu^m^64wBB>WBI-VP)wUXTQPr0mk0uP?wf%?UNaU1ZmBW!&<)o4
zAkg*OU^>%aYih446O$z)DI;JLxF|V3_ND_{b8gH+yDytzUkn1ApQAy*#0LffkTjZ_
zv(sCbHTVtKI<F@PtnI*lv!p3j%hEaYK!C<&yTEkujvv!r-hSqGk!=hSbi;vsbeGho
z`<Fm~TWjxEtt|^4Gj=!$Fm6kt8Ek~Lo^5E@m{eCinU4ShUv<#Y;`gtL{}tU00$h7z
zLEuON(>E3*&2uYUmXbhrp>p(s07U}U5cj@{XB*yQduXs*RwS)iP_@=sH)-->$IK^3
z*tg@ihtf4T=*T(WZt7Uttw)z87<TjjwguZQE9_1W{?X~baw*o-JL=QTycc4fPYtG+
zM8rX0OsNY5$l9BcIfhP<rKFP4)Sa7Dm0-<j452z6M&vM>!K$)`*p@)m+M3AvE%2l*
z>4a~`Z%^p|;{t#z7)Ke*8U%wt<>srT(NP<Qn?C7Xy2sHc+sh|?Ozx!a>$(EMd=P6F
z4G9ABxi3J#8HpxWlteW5+Iv6ecR>xeT=Nu5R50yfU%Y%Ct1ZJoBpT7Z^A>Drn9vq_
zhz$tfhOuMwzr=1lUteO@rilpb-mR3eI_`O!1+f}*C~s0=_m!$W{1owIC?ygOghHHb
zL{0%XjOw2=Ir*_-q>+t#=X3JFhtuJX&B`)nBXY2gNIg%9D7DLSsuGGT&(`$ml9N$?
z6rFk3l4pHK<yYV8fLK;>+VJP2WuMwslha~o1+19*zMso}GGuL@u!2{Uxp2AU3@+oL
z4i`wJt4e(2;nkA*V|{!xBTw*0DJQzC`MDz_&Lv&DjW`fPjj4H6z2C~c>}2MA)zm%%
zNV|1-{&aQvd;L+IAyK<_$CD(}BN8+Zpm)A~;(q6A$<GqCRimNOkeb}JL$c8!PZrAi
z_Q8WhUw)je9-sz0(B%LVQ=`(`DXmcbnNyxCsnb8scgeldC?(aaewuDNSxPC1#gAAT
z<v!v)MZ&xKo_HG?-S&-=$A?kpiF=PSANBX=)tFU?mMvzM@*S+nXyu0AiB7_B8qI_C
zG$!ivO3y+N%E@fsa-zwXcZ56^jOst9fc_e@b?sh*&Gw_ID!8P(E{n3a8FdaIU>d5P
zoH*D7TU48sU7kF^i1R|n)=!-6sh{nTr2|OAE!iimg)z)?G#IsG%)ZHPz4oA8T@@F}
zty<#R?5tBk!KVUPk3RR-iVCPy((0pbOMfeyCnfDpel9(<!<T%QtzT8f;l5}3lZl5^
zrk!1$-8?lAAm%|u+4UAD!GGErJ~J|<y0qxGI*oju8T?T&GsrQsP%YeW6jmKK6!9vf
z4Jq6M<vWKAHL)J3?RSYNDs=vmTjQQnA%Npmr4g$=R}e{=JrEGM(sUO0dSqhNT_Zbp
z?%8^HT2fXI>vFu^icb)}DqQ1KU8zD&>4{GQ{rq+eyBSqv>c^<;%n!3vG{&GK`~9wR
zudIa9S)(d0oupHBQk169n7DC1Ez*9Nch9^+uGTnfj2Zb|2z1s3mI^3lL)!F{Q=LEC
z=r`XFP`YzGW`EXxbzf+H3uR-OT9OqUyV5~CLs;p&x}ZX$>%z0FW%lY4y|@~m+1$m!
ze$*e|;LTd9vu(;%8F)Y^IHdLngTS6Wup2P(jg}?Rj_FFyR-brzuCcLk8RN%&vW|6#
zQ?;L7c3~botaQt_n;uA<f?p7}3eh^GqfJ98V^=heyUvxm_P!T261|-kR+iIN_t9Zv
zfBQMZt9x|#llWaPtd;QjPUosG7-JgevPhK(fnOIQZgx}oR%55Ubua~e*@12r&%Tuz
zp&GFwdZQ;Uz3d-1a9X0|x?YyB-Ow7^kd~Z>w6;#W=v#~UTexPh=Ff1pmJk|t9j>N)
zcroPFQ`ZqsQa}FvMrJ*d24Ba_;+?GFzJcAO!myVkEAP}^w5A<>X))IQ*3In@+b-%1
z*`R@0rhjXB>ITq#2OF!E1_}ew0W1@$GjqY*Ms07O164IO{pA`7D1^^orHW!;0xVj5
z2yK`(%TV)%A{JyS?j}6)W)~NRbmK2XL&-X5p>yHa#=XMtT)jvfU6jLNG?K@;f0uuO
zmajQJyDTLqF4@TTf{jLkM*7cteSUnHRLyUHR4J_03Dd%h;CAZKCs}SqLcNLzC@GY_
z!=a4D#mb^xHYkEhH@_`T%}Xpv6%}_=v(GS}LHS7->Kh1xhg?aMQ!uhyMvh44mYocb
zJLAzJI2!de)XIS2Dx0BCEFB;=XNVw9njp+YfK!4y1x@5ANAS4F!+tTwDn16wH?_ld
z@9&v>CX+N`bll~{w*}GJjHRQqYUZh<AA<IkW=cTq0uCX64R#qz4D^zmrC;<5vg<bU
z<T0Sq`)Hi{<dcP+GC`Jvn4(T8qwZpJk<;JdQ}u%N6EG+}^f}`W6|um>Fr%Ocnc9kM
zYko>-c#Xg?H*#gvJ_UhpA6v>QEzZD!9@5B^LEP?t(QADmAb@Ty!=neYVe3F4T37;q
zM2<H%-CoAm)hBO8x3JODN8vWvG|fcT$Y{DhK*r4e%GAmX+yOQ+8ZEopDpKxX<CNuu
zTQ|kF+7lP2=9N1oeHX8&;xJLa+g@3@))%KUjw>NIn?WFe1D&g3QHGsb5HSG(_9CIR
zQl|bY_-PlU=YhkdnwFKPylnHeM1_diHX1VS3?$h1b;0pY`SVPfq+l=8jTjXxD7Z4x
z=H~mo$bvvEEaYVFWBNPwRF~U>gt_64^p?1==o~1n6}E==S|ZNA5otv>ucw=gx%FnW
zE^8>mR$QHSx_b^yH`Lg@m`g{P2jxEey8>xf9xOR)USH|#hzb!5KbGR)ktgurRm&H=
z;{m$%Nwj+9iJDRai*lmpQBkqV6ADm9$cqtdK3%PRvfa^Um%jOX<tU75fgF<~pkZK}
zM%tGK0-BmRmVG+dSx5aGV#E~c@SCpo^3IJt`_Sj?EyF}*<~+L1MHQp%`V|*nJ*qUy
z_nSODd-x1}LdcQ7atBd}(QzGp<aZ#&HIeViqICOR?P<~0<|21Q5azqtMGz+J0nCiZ
z>jd}OJqRDVL5;@-CS&QDueqt%+birh+L88dAdvJvCk1O4?;~62MQ+sS_<mZ*8Q%$K
zzJ|5bq`&j?W|%hqCjLsfwXGnjzABpsg@caz{kq(;>_T!7axwF&b}K2vk4z7y#8y_B
zCK}f<%9j{;ymPR>!+mDRF4<;r-5n3E*|$1pS$zGXC;ipc@j~y8yUfD-cF=V53yrI;
zL=~NtLs!pO_TX_3-Z{E8+IUaCCsD9_5kC(z6rc-5<&VOohR-Efu<rqQuEzD>?+Z(s
zbQsS(G=BEt`PRnWv7y(UPEJ(kFF*2)7$vs(4@h0Tm_&cdP@u(rKT-cWCHu@UmU<8R
zVHD>)hsL8SD-#Ds<>D_0o=1KZxWvqYoggy}fC$1S^(bb4ss%Sj2ma$YN9%pzHoly!
z`P%AaGZqkd6-I|5sn7FYY0Aq$&B}UybhuXBRsPnWbUlKgTqO`=ESwIbDGp~VDW)77
zYWVixo6)(%4`1@u2ML4u7FflAk>!2V*9s+b%(5CH8xD?((_+7Zz;k=1kjTXt??$&q
z2&^x=(7DJ&)59(zAka#9h8|4+vaVUk*aZS9?#GzmgJ>$`_<t=hMYYCV^$Ir2HeoI0
z!Ugo$q;<hr!dYZnmTv6ry~J~}M`{S6b4Azz!-MPX(KK;!E2XN2Ce?VxB!rFEJuM}>
zO90uVpP+@Hv{POVT;!@9mwF;wjU|U2*ig=Uj@vt@S*`&s>yyJwNr>;Tly^f>^rzNa
z8Y~mCT=>0ML}xU$bQb8W0uRxS6NNEvN)LLC8N6LuS6`lwt%c)vXi=r=9y1(=$8W$^
zJ7Eu=W!5I{|D<js#gDUcvZ6KlS0ho6GkUT{#Z-y2A=0r|JoOTWEO}ng*}aC=(4^2p
zmc}DB!|2K4E<rgEc=MVT&7J<aRaC7m<yhGqHRs~u_+0SC?s<g->vM7vR*&duqxByd
z_S5UI2Dp;jeNyP%jL=8chQx4*&JXBg)EX%s8=a2B)>0nDKfdj>8b6umU}I=ho-%07
zJy2%s-YXw<5c@tbBrbyfWM??Nk$;H#!=Y&SruA1%Dbh=+hYH?KW;?|LK|lk$TC;C`
zFvknce-nvM9cc3_`ji+WCUo4G_(hE-For-1XnZz!*w@g0xCQwLmpZn0?m_X-hXszM
zGfEXVBhCx0_oFL6fj|f&7v=uzG=KJ>Sx#>j`7ADV)OY@jX6B;;CvCEPh5vdo`;Acd
z#(GgNykl@NHO{}Ea80pl#r$i8GEvWcZ?r`;{7T}*u)D=wdI|B_s;o*$c{1&RZzL$v
zi>AY?_jWH97bmy-5ngYQcw_FbYkhaBk9i|Y{w$sBq^>`eA0J-weTvy(ZrpHbs93Hu
zwsC;xHXkDGx<2QwQ8W2dqa=f!&-r_Rv`)<P)0aIMyQ}J}Ufe3qgLzagJ=rjfe$)B(
zt?ywFI7XgT@3qkOdW^^oUwk6#o*)!Re0n|jXRv4ys_e;TKV5S9tMFFcqR9(6f86|U
z#I|me%c7e1KP38+rb^TBgrk1EXLvL!xKBXsAjEP*4@+te6BV6=Q69{GSpoqNNOlE*
z@y)Y+i!%r?Zy{*6WkEpLJaXAf;~jcTd$9idCQ7aa1W21V2#Iwdz`Q^B#Q|d|$3bTL
z9GI6P4X)48oglzCk^}<x9y5ex!Wd`}SmZ_1Y{Xdm3yURTpUq(iXXZg-%kreP;{o%(
zHm$d6gTR8`83DU9-NrMj>)Zh$wlrmfRodpWiJi<Fg)G=MPtF@TVivL644}6-f_ocU
z{x1=|2-&G1|8Sxy`xhL$Y98YLKW=>n-~is@Y6)AI%5IBj>8@h)|4SOLx2UYE#+nPt
Z#r{OnlGD!%fW%_gHRe&BXk`h0{0|i?)J6aR

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/images/image-20-PROOF. To .jpg b/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/images/image-20-PROOF. To .jpg
new file mode 100644
index 0000000000000000000000000000000000000000..e634b3a418cbd34398cc6729d294141533b32021
GIT binary patch
literal 853
zcmex=<NpH&0WUXCHwH#V1_nkTWcYuZ!I^=Bjg6g+m4ls~os*M;i${c)hnt&6Qb?Fz
zL{>^(PF6}rMnOeST|r4lSw=>~TvNxu(8R<<Uft5x!pKI?*u)5A2qPyaCl5D|1TU|I
zk)n*E5y{~H0R}-11{nq^W=16jCP7AKLB{__803NOWMu>c1}I=;VrF4wW9Q)H;sz?%
zD!{<R$jr>d!pzFb!U9xX3zTPI5o8roG<0MW4oqZMDikqloVbuf*=gfJ(V&YTRE(2~
znmD<{#3dx9RMpfqG__1j&CD$<t(;w4-P}Dqy@EqR!@?sXqmoln)6z3Cvx-Yf%gQS%
ztD0L{+uA!iyCzMZGIiSY88c@sTD)ZGvgIpQuG+MD%hqk%ckJAC=<t!F$Bv&kdFs;T
zD_5^wzj5={!$*&wJbm{3#miS8KYjl4_1pI!KYxMz#mK-6@fMJTcnr;7f<S*Uv9K_+
zu!H=?$W#u*%z`YeiiT`Lj)Clng~CckjT|CQ6Blkg$f;}`^g%SK=pvVxipfLOk07ss
zeMX$en#l4Q++zrT-D2QjW&}navmk>#!}niW(%Upstu+-}avWv*w0k}rZ(Unz&z%|m
zy=vN?@8V(`Piyn$y)8QGsLtfWf2hHFmiFxb3@ysO{~6~0t^d!!zJ30mvOU7FSHG^7
z7kCvm?VsXxF$uk;U8YuZo^!2pkkp@iU;+O!{rbm;p8wlv{>gOWgZV!Nx9I=+*#4iv
zL3Cq<ajM1F-u+W+HYa|3e6-56b>Ga~?4>4R6FZWP9G-TqIB=5B@==4`n)Op_0{=58
z=WYJa5P$hU!;51p_di^;C-pyr-7NEe%qRad9M|sN^U?O((%QmWBL~%;6PFcqIq)1;
Mm-+In!T$eE08(*1U;qFB

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/images/image-21-Graph of Inequality.jpg b/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/images/image-21-Graph of Inequality.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..fb74107b04bef98a0b94885c59dad7c36567375e
GIT binary patch
literal 15988
zcmbVz3p|wh_y2=xsx8xXRbndbO13PCB8Ih0X)`YA!e%P9i;6BH!+4b4Y>8PRmE00T
zB@_`c+s!D-{nB8javft#=3>n4ng8b*x_tNdef@8GRfFeqKIis1?{m)QJgQFBJ7}J>
z(>5naLj!^|z#mA}1vx-7XUxFNm_8GO!OWU9bM~A?bLV{X&77qR7Gf9aEyL;SEnB{P
z#p?BjD^~qruzdL%OQRotG&MIj#~E(6*<`k5{RVS0l!(TxS+nMRGiS-%xl7DeE?;T(
z|NN!;2bw=q1FMmzrLhXqoUfrZUqkgA!T~;~YpB1VsV@ypt!dL|U}nym{SA1abRMLs
zp{1ocO>6q}Y16>d6!3d!+WhGYR+`$+Sm<^Dv+Bemv$F|VGYx(!ezMrT>Er4R2Tz`x
zHTzqgB}<om_r2j7qqXK6Ei5-}wsQE{(TT8io3qDG&t1Fs?Dg_JbojU5{rm$?1)mNH
zJrhQb{^QT{F@IgScsVgC`AW*wYu9gP-^$6Q<>lYL|DdGwVOja3il@(>zo=o<zI@f(
z(%RPE(fOA7{zGqH|G?l7XLw8?6p6<r6H*x}mj<LYDHiy5Qm}u?H6O^OIc=KOGz==2
zhGr=Et2KYx^p&PF7TCLC4xCuH%IxgSML#8E6+f9}u)+P~;)5rfW`Dcd{QY-hsAy`*
z{_g}k_x~l?XTiS6#f0W)X#nGC&4=)iBzDtpWhEDlMtz1om-wf7?rq4Q4dJ5lhi*nK
zi@!I^<L_CRVWX29;>A8~)GI2;04{)ud>lEcSg6w%7}L_liqhYzb=@o8$vU$4w0=6>
zE2LLhqr}%lEt*GmOSlo5YoJH#3#7GlaP55uun847;#ele`u3dSe`;|THZ2-12w}V=
zCD7Xm9OW3_V-(*V)S~dyu%C8lYH`MiN*NrdLA}a02-Z(WM3BIayWOo)FS{==8xVEr
zhRfNsiAK$HGiz@*2Urw!mp;Dy!PB)rBt2#mZzRC4a|CA)nbG@e`%R)^b)tfX*kp?k
zVf)5ms}mI#Svz(nU#n8)_^Tirc&r6kL}%{G5O$~_J^cG$g$o(4$a42S6%>pl*NOAT
z3A@`4^rZH>ml)UvAy)8HD$n?r-q$LKL7doadus$|#Nj!)2nFfU&C~+oeeCULl~!1u
zF;U7@LGc+MbCBi|6_ie&;HaS4gWEQflEmY*L%pLJpP#nu@OW@|&iAzj2L1T=gz;pW
zLOe-)vj+b6*na$RGTGzF<{+?6l+E=Ri5@N*eG@HrZb8T@sF$WNf=deUgM}z(kD6Wj
zr9_VNHbxIV2j`V>2<I6S5{zf=`U5UdlXQpuz2F9tB3K3ed1~0DNsyl2s(F%a#N}}a
z?X<TTAZVIK>&O%6^-GQ*<74LVuBhLqB;C{}ZHl1fi$t_yYwRm>xEs)ny?9UP?+#z-
zF@w1)2Jup}Wvpc=r-^d&w<u_ZrC;-MjghKW%-6)XZ0ol5kh%YFD97f%eR#ssfm#7S
zEi!{EVCVP+A!V;3<z#ZxCq@W>ksD!?iq_8Y!}m|>M3L6pZ-dP-SV*lPQ=M%~ZEJ1s
zXpaohKWpvpfd9etCcM!wWsR&=zCw1_`au>j;hQaNwbth5zs-A@dg-i$2-H1-lD5fz
zu&|$+q!f#gkDu+6_?3NT<oLmpyi9T)kXZJW^{sGU+{yK{vAqgfhq~nAhCV*tXvk*G
z!4ndq8;ASZJlHP|;y%~8Q3cgansfgl)M1m_4E=xyeD!o%`iJV!6^9fwg-sri11Fer
z^LK_k6G29Kb$afN=VOBO>Q+hs<!{O^y|+zY`N)daf|(7I=DIs418|+Nt<%<{h56ah
zbM_D2rLBFoqREX39PAce{2ESP%t~u}Gvn^acE?2?^QRZe%2d$3LKT#?EJ+33C1oMW
z?(J_n>R^!{+>ZZ<<uCjDEmInc#9<v&&<~7Kh-lcOAP8xmzdtDLQbGESVw|9!+)~Xr
zqJnIJxa?xP1+*T#hhhlN#Wc3g`uzwvUfB+<KoO=~`v;{$jLh5yt9Y;o;?l*&Drldt
z3Tk{o+<EUVFCtk5ImIXs!T;c^*9H{>jvGqwk`dQw#mXlWjrexUM%e4@54;eVQDUQl
z`mbj0WlG}!W56aqFsdLIpkN9?n6rBA<*m@kZ9Grbn+`veVx9`R;@h6SZe7y3hhv&n
z^Ug&X&-Hp?{sbO8|IpAcVR5Qq2n$-eMYhW#^T}gJ<2mn`&%>4=h6NT)O(Tk{JsPZr
zimjf4?cYAZ<P8)D-pwp)XHK`P)4SpP4Ycjafkgg`lOK@j!>13}S`In)RF{;_FN>je
zGdkoqQ${`l8J4IZe!{PqGh%r(hcK3rnb*$Ji<X#*kfH36k9_<iY9=z@Zh@tzta&^y
z?(t^Qzn9ug!;SHE<k3<O#x9u(ay~b6rF;vif;x(Qub(s)r0p#+6(d8Lv#=~LkLH^e
zA4f?&1Qir<(IZG3-^xHgL1bl<DD!ksp$OeOTfKLt_p>X?dJ0^zMuVgbCV43Gc@k`M
z=9!hko61&-3i^ZW!DQ*hOg=lyUx(g)ZTt*8cnOx&-ts;ZHn~*OLGtHZuq+$wimRX^
z(nT8|TVqFkIm#xx1+B-G?J9^uPs9BlgPc(_62D|6lU+gOmwlvqK^YT_#>O7}d^csf
zUN6`O|8&ifGbfN-+w2KPX#3VGY-@{c16DDHl8p`024sifKU}9})YvAyq_<He;Gq1p
zDC75-Gk{-wg;Aot_7iy?0yH!e`I!05qF9MP_~q2bj%6`HGT;aN1iJ<BQrT=>+6R0Z
zVf;*JMmM7oo|#qfo*}y`qrP9Hv2K;J=@<DHys!o@?{i=G*qSh!t%9l@p|#)u)v2Iz
zdVNb*S$pO@hw&I?D|`a}gM2;Q`x#?2n~MtFY|@Q${{8KH04b*6Fsw>A_P!H;3P&8h
z2n`>j_cr4sI#Rc70nmdejVOa(HAFY7&M4Lhz8f<OSaUP)a_Q|d0Ooi_X(XGsEa^^I
ztZ>|>I(hLO+&aWb1$iMEEL*XW?|?~d50+L|1uZZ>CRZ|o$RX{B3gYZYh-a7g5NL(%
zY2_;D1RWsyjGGTzgc6&op|!02Qn`NXe*yiO_u3vOOTlrvMWJ^swpCMd-B&Ew-4`TI
zkiik*t#YbFSEPcLK>@}`<w#ZDY?g0?GA5{CCgb<+KqRBr&Ue7Fwg*F_S3%kZB@tgS
z6k<)N{TD+u1w|1mDCd;dU-*xgi9)!pghFSMIljI{5pf`)IOTN#{kb4xVw~C{Z}_#G
zewLiJhZrZDv;T~=Qsz+vSIOK>w?qKUT2GV^IpA2eVfITa$!^h)6+JNlo`(CSL}Gwh
zXhxDqKMDF{dEskza|#9*F1oe4KhmRvnU)A3${C7>A{%sGE40c=H)&k~gu^}d8;*=c
z&_=OD=QD=uK)hvv)p~Wp$fR4#Dg5TY6CXta0K5!>J;zQnx+J2f$_UyVluD<Su1ze7
zpwUX98)YCZA-hfs#HQ)I=5{gD{~5ts200%|9CQ?<(^{I-pO4@{Dq{Cdw36R^JyR$Q
z712InLIy}4GNI`52zJgK?PtOeQD$O!1WlB4Fa(z*8qb{m1d(vue$sB2(&H+_TOZ*;
z`aqav?cI;3RN44xbXqfBcaCSBWw1uA-TU}BqaljXk{gtkR<f%WsxXh8%W<iXcrGsy
zj?(D13&;*KoS`2>si|c-7W*TLh48X*73Ak}Ka>hK%dIC~vGtI2w8)=Etw#6V;Ti%M
zPD@m_077YWfML*nKHl;G^E^;%Igh_R@v(xIDayLQ=&>Qt3ZV5^3EepWsED0oJ(*%y
z6J7z8`(bz{LRfQLVm^SOrqXlF7mlY$iQOckhs(h;QX(k;3YlD4gevzfD&wleBDHFR
z+v#H*tnw78-|^eepU7hqZhhN794c{hbo=heZsI!RFgPMg6~x?V6fD#k@QI-}Ukkuo
zQNVS(0mQ^P+X;2z88TO`L&05=lsrD)g_Xe~y}4{>AsWS};kBBh3<x`D13tiyr?=GO
z%tSVv+8Hg3Q;MM#VbSq5Q7bEh1-l1G;sl8bI=Zu~MP4Uu-Mv4|n4u`8svw8OwwN5q
zDL&O!AmQ5u3v~y4qUr5vOLQ^%CD4|d-Xf#~>Ii1q9v-%qx0KN&DZ;FOn47@H*67A@
zE&HV@!h1*DfCztFK2;774uoKEE_${0e|VI(6@IZDuM7uKJ<H|`*8F&Xtd`5&{s?}I
zx6&<Zzf!I}cDt_Vq!qd8QD{2Bo|PQ=PUfcgeQ1rwH|uvNbhM|Olu_R#RDkfnj9PUz
zWn}E6?K?h?IOkCyf#h}cKQRXSsqRr2F3spLgM~|5DX()TyJ{M*Z>r^R?GD$Sw30O!
z_TZc`YB+-8-bM^P(v!<Q-liPr3l`_nWkc08sYll+E(g+0kv|jO+T|0bNAYiM<BKz)
z`=iULZ_Xd?4AZmm!=G_4>&81nmL`&zLAR%MrH^owN_lJPa{OsJJ7~~OyStKMki~Z}
z>&+XsZdO4{WXqg56BnU<b;|eBX5;l(gM7YAZlQzN917gmo6ypJZG*{`%{WT93Mw&D
zK>#S;eg+CiIkkwDEu?wu9&OZ^)YAFG47b+M9AtxNktOjtY&FTu*1MGi1NCzkq5X&D
z+Xc2CBog!S!@WR{*Xd&d6*OuhG#}uJGpBdcfr?h$A6XusUNY<mFy2mYU7>;uvZY@;
zq;8JrN92PFT5H@veM((LTKL_~i)$|!d*ut*gF)g#j<T2Mo@{$i!E2O-hkG8`+b>`%
zza@#OitWl?zWdUCp^oxfpO}e6P|<yt;KHs(<7smm$f+oF;>Wzz>HFwoToX6NHm;Z!
z2H0x2OP4gmagfa-9^U%2Z93g~cE*npfH?f;&xv(l+08nTiY*{3{WjDMU`2b$xDNm)
zG<n3!bZhu7h`GH?8WXMtwVUVm{C>f1l$Qjs0HhJ&t*i*TkZYn8ftZhVw6>Lp0$7->
znPFNTGGt?;yuD^HWxon?Oreh%PBa>()CU3b*bhXQ3?;YnaMoxU>KxLd99QC>W`^}M
z@lA(^@fU0&OZc`VsW=6Zp(SVyZNIb&B|A_$4}QNoV*o$K!_g$^rKi8?s@%71c!1UY
zL($V_qpNX`=cu4rFO{}8i^a2+PsIE7(G}r@n%(jS{uk7k{m+<Czq+*?&%)<89g4)C
zR8n>;{3Advl5Qd`oaoSCZMN^U^=)BZ(i<GG!Q_}8qC`tfTH4?ms;MNSn{M9&*F-J1
zf2Cj)mRe(QXOQHj2?F|~$m%<Yc{NB}8*~&Mpe$a20ocJ%V+Up(*pQVxX95202jFo}
zdMLIfV+Q?n_0E18&jF<1nv<fbk74Hn2@;c0l8`i(V`htQr4P`1?X+D(s8>P22be@9
z1vwwAl@mruwA(5uPLog<*)Nk7PBcRAK%vJ#3%w$1Y&|)Ar-^~IDY9QKArT8~Zc$<;
z`A1{-7>M>*yeXHrZ2+$rgI~in35O!#&zw9Pz~>li6)70B(jRN(F=|$_{zYKzCVM8^
zRL<jYw|}CMeV)K%KZ2`!Iy$&^3-|MJrYPJjr}VaxJt7z^pkwT5kS#1DFk~si)_~z@
zS5ftEw0|O{dT_pCB?8w?_dpe_7yUQ_FrmgGTy=E@Yf%{WF_4yAIMMQb!Z@~@&i3Id
z-}CJjzEeSGKn;Zn0t5}OsvzMD6|@m-=9mBwEFYCH3I`Ga27n`ghA13usHY4{Od3N;
zV_CN%;QYw!3ZP7ATePwlpqXAaP{F_GP`lNZfKar;smm|554FupKtOf#2rjScXqC4x
z3B3}N4&WzKdS0X#Jpd}r&pzS*Euj-=!e+O^Pb<Gv1yQ%c-0L6+7_D<T`fd|r6vTpy
z;@*$hwJFbE=H0w_)4Bb=A;|o!R8T>r3Ie%bZTdk4w^1VVSO>S!m8W6l%vPH6pb{&}
zobhtiF*&z2R6+~8pcE^H5=RjOX-l4_d4feo8X2@=mM*NvSpoEVDItQRZiSUS5t(aD
z@4nDi_=e6k;3J*+isy(7IlY)I0|nQ;Vih!Wkd`^K`RBKi4mx?-g#pVqRT#Ly3SW+2
zhLP3Cuw1*jVGI4F9VliB7s|O(pa`_mqPb4<<MdyuKu*67SWkPNsP_zXarj6}2NBo3
z_;mnDVAi05e3}4#;+G>i|A7ha$Nvdi5zlA^x+!7On6GgwC&gH(U0uSfqoNRZTj?L}
zI?dHgnQn5G@`TMyUwV=aDDiegBQ_ww9*5VS8D^6>c5{EIOd0ruT}Eo`((+94lg1Fe
zwAOnM=us&7yGN-xT6ZWgK<ts~VA7An;cE0k9|2|Tz1U$m*{1rv%vD1Tt^xOjC>t_I
zfL}AN?0W`?8=H;bf8=nTBR^(+c`p9jeFZ{nb&qn`D;`(D=9dXGF#wka^sr<n0Hk^Z
za_AT}E2|=MRn%M*j9NTXFavr-GG&zr?_oC=fL*;6x#hRR0!F>93}hL8JO8uRnS?N~
zDhMEsZ9*gu`o5nPd7v>g>)HuPj2oMkGSSfJ3Mwka5Tr(>je9{ji42xG%5O#)%%S_k
zS1B*}qyF`EU?W+xi6Vk7k5#<3sigQ#J`Yd~2c&YjMJl&V(r9LWZW%1{hC%aS)I{*P
zT=AMLS2ETiAt38gL9+Sz&N$P^kRdq7F@RJDC&M6TgG(s4-AVPNWPmcVa9530dUQ$!
zb<m{~u5Nw%4Nrcj71p6Qr==jnpj09$1E7GF%*c>oIBh!is%^-S-%oPlt19AHxN^;R
ziYJ0X2L<}fMILq%tJF!?Gv#>R`Z}qxpiow;f?}1$Jdb`AR6$3pL$9c1e}z!S`F0M#
zrF$^qtZzo-ci0njS*s@E8*!%**6CnIVH`>#c&)Hi2%wbvh?3p!lRZ&|B#qD|yU|*b
z>#F7JP!z!fjY|5MJ5h)Og$bxTLB(QH6mbWjFf6`vy>&bMbQ@l4%KO)wyz`;$TG$&I
zJzFHDdWEpZ;|v0O&w>POK!i&>uGi}sX)n}IIwozXC(rimDLM`^Het{f?dU3KrO)mG
z8-JkD5`XQHLao9A>j8$nv~k*T6WJD$DcS-!Ct#a$cSMK2{qRnG1}qPk1BcGjn60Q2
zE^~iO>D?L{=z|$_4)x6hUf?Mu)RWz(_gDM2Cx;$euAN>o_iZ4C1aj@T4hcXJx`1|H
z5i?+8R9N{Y_H3(Uoc53xbGD^DN+(F}bp1{TV1{j(so>nHOvjMCpxKIN1LkJvf;HA<
z+F+Nihx!<z7qpMgTXu1=)O!FAs{QRkGWJb&Oi24XpnATYc9#%9nz`ASgzC0k7_?kF
zrph3YVc!~>i8%&byv6ej-gNlWE*QW=rdH4!Ti@nXGh`%!!7oJqFk)Mb{lnqzNDaNR
zX)?E4qqzg@7*JRziL*v^x-s<F5Z(&1Pyi60J_jhF)m_ompq0sYQ12wkoZf{r<=$3g
z518{)8zY0;dP<Ii=lw{c6e+cvG~i!fW$W91-I9_sfjbc{zkW(>t|+}SW%dqFDW;z6
zQ5|G2ZC=ldMs;I#gft<FK^_$fZpME8^r?)WJQsIk`{{T=n;b3)@K_~{ZSd{l`~py5
zmkJWMsUVSodxkhxgl~@0T^(Cic%qAyHegc7`8gwW4EH9@ZvL&<5@GkaB(t`9|6noC
zg;)_ulQzQb*sRQ%>-$LGg@JY!ig!nMA_rwi^1s4(Z$gMRCERs2$@I~PHO0T_OY00e
zQd>!|0qug&tJU-ztb_o({xn2b9$R!uwtHh<k-GHAkcO!JduZ2i&#~!G(pO>>qV*PH
zG3Qq#)8S0~Z|*ZKisupFYupr_k0u^>W{uH*vN*u7;dI3m%<bZC2le=i14XBpanHgA
zi)d&s1b<069WpO^C1j->XL#)zrhECcYAl*#+n|I02cNv@$GTH&nLFs<>5swX_~b2U
zlL`b`-IVL@&-DC>XiF<<*<FkHaQ7KY13_NzeDYH(D|2RAOqz}@{Z)Fsg?_j@{_CnE
zreNcqQw<=nN@R^%+vh&JzV!UFhJX|Dr|0D{9J?9sxo$r_J90{KOfekrDN;}Gwu}#7
zw)DJ}WD&m?=im^maD;SGI{Ss)EgYRJ*>x!J{o_;2)D74lPALFNWX(>TU^HK|log|K
zV(6zRTsgVL^E?aSguDdmK^2g7)wl43g2S$fJa?WmK^;VQ-my!UU_KR*ZJQM;NK*xE
zaQSWdDOLj93qlv_j=V1J)T0=id{L|f(;Q{x{n^!GgMj-fUm!bo7vlcZ|GD~m(8%>%
z;9mMr-y0bZ0+qw>@|s%~&+196*8r%Oj^AvhUjeBHNG)IhlYa7@x9C^tYeo1MAkmz8
z>!B{({<;-jDyC7c!VP=r{0GFptJxJ*1Q2$O-om4WO0f!R&z!lS^BBG=H6Pi)CA^Kf
ziVwGRQ2dtjUjuZ(>7!ecl_PAf0kT0k=JAQ_j!Kih!dD;zK}^OOrNl2m|LnT+4dMr(
z$OgNI`o59lfzcBURnC8oQ`-1wyw`wDt38MCv0R?re48RB*cjBb?bl8p7?0ijesBNW
z)kmYQte$gj!>;AkO@cx<g%9wN5R!Z{H0Nny<od%qHuw6y>lV(6xK*Ao&sR$$Nz>~0
zP2&u5!=th@;@tSXtZm=Enb&Y5aP!gYT!a5}SpUOmKBK{q#CMk($OSNa=RgkwL~4`Q
zAOyX$u5F)R6d?#k#QIxVkzrQY543ygs6kB)dl#%Xq`6_{D}~@RBDQ{sV<#fA9P9g!
zL2AKI)x!+h&9k2g8oOIEj>9^oTYfTQZ%Koze%7sS(9s&zMq0-z*Zl*s9lQBgo%*HV
z_NzMo7Xw@*Q9gX*tB9`=JCkV}W(AYa&a8_-_p$lUu>a?K{b16TG=P-M^v1ZD!9<!Q
zkHQN6RhvdHwJAHg1t0{(UJavUuNTDw0aOq<M_Pp$+_A6wqZK$za}178ZtgX|NP)_^
zX|#J2$cF+u&wzqnqk1c%$dI%V<`^7_5KzVu6LJO`pb6T%f`8;ZHY*CdItaHV4Ljy;
z4w!ezp14g+J@YQuhNBx|rJY>`8D7TI4VB^@dz`Qhh8_w}wN?X0pS(M5Go+Eem8F&~
z)!bmev`@}eka)9G23VW)Z2TVt3K&}aLU{a7$mBB#HcHA}!HO2<-s1ro?B)ubgu<7N
z@Zz~M8SKP7WG(#q@kc9dk;O=`9s!i8L7$g4310$i-$|bYKfia8!5Z`apkyIow%`cq
zJffK!P}5!LtQ_6yW(BsqO8I(o*$H4ByIFlyKDyHV2b4vQayStcf7NIwVA4-3r*z4K
zD6&&kWRg4cb8fYm%Xm*nFu8EK$#L<|$pwc<>p(auh-AoXa?DJwR*`Y<ZCmR|;vjHU
zLIRn`M$p*ULw8WF(YU|0GF*&%O7UkMl!N@~`wO;w(A2hyGT5f$&jp$PEHR28To40h
z(F{M|$TUvVaW}bK1-BCvhVl<Ip$;37Zu}R9G&{a!(?4FH7CT_+6Fot!`p;58$B)|z
z&jRg+SU%_qT*r-4^N`?SD1NifelGfhfzoerA20s`V2bJo5K!F0kW4@2m7=)xKm~P_
zz_NuMpEIOCet8yOMKS7%q4zt4$eKYtZo22F9+~V`9%Mt-Ztb7CF#&+E)CW8lIww?-
z?>$uq{3zeDFY+Ca=Q78vhb#;KZx~Y8@4UyC-tQbKXiiUp+76VQ=5V$yIb0zYjnhoN
zG_WpohBciY4iEQud;VDmEyv(LDuD8EWM|uf2A}Grsr+9zhV<(Efg&-7<AOiq%08}K
z19jVg_<HeMUGGA6AWOWFfb9vAbV(aEM|BxKF{N{!>B-_-zXBC{|BhWtY{==YGRL9F
z+$i1hARw~GZwLD0>6CD|WG%55=X{7g%#Z_hX3d5o-}9v&09aH|vO4LvJkBDE^zwdN
z!fy?c&_3U00JK60>k>$>GPcr#U8fz0VUh~FeOLoG>Njyan*R+iYNAhoynyICnJZ>H
zz%>28fr&OEJKaEPhJG%mzxrIJ`l-v*ye(yNHkUL(mBcx_hQ&%Ma35^j7U#i}-B%U#
z3~7?&Z-q@G4-dgH9KPMOzbwFkaZ?c5(~4k_0#TM7Jv*-KAI8V9xh~ICP#Db5K&qgP
z^N!)e^AQ8Cz5M{T3b^e2EG-`1OpJd9YOWX|roIaM5hPDTn#Lvi&PqPolA4c9<d0*=
z>HKWheKC`rSrvqp`?6?X$Xb}|Vpx2IQ&e<)P*o#5Uy`LYBClglz%mg8N`SgX7~8>$
z!q}HkMzbfV1=gT_bp(-_cVJ5*>RMqeXyC>mpsB{jE6LDNKMQOXD!@SLV&LDz4v_AT
z!jHwxH8{|`MZgsbw_{`8c{GcPB!E^_my&kxSJFRKE_V%UlrzlYt;Aw;UN&239#<Jp
zAUTs#TO&RH361mA#rUM>#$|_b8$-?SRPOH!7G)2x!t^i!&`;UM9fbw!o8nc_wOarv
z;;WMYP!Rg<=KqsDGIm-XO)uTFrtUO%m||2EDBtocwcI+~qh_Scpb%U~taN)sMt)1m
zW5D&zdR-|AQunmZVf<QXu~SnAE&tYR^w4BDd-jxohOw*V;YWHDn><ZRw?W5_e9#m=
ztcwL)U6(%won2y3KzJb9uU(@NLWS#FJP9^r+4a!ZfLg%lU_wW8lxFsEuJrm+CvbZ5
zGe^5O<B|a$d|uG%n#b&kl!r?4BZJ(eJCBbtyQ$SZRYMwGPGcQeqke~hBZuZl%i;+R
z%!D#u(CT&7dZ^yW3F||9M2lc$3v%y`=o37cQFF7;a9dhiesfcw6|~I@ii27X2Q3cJ
z#xGm~Y6DcsZEj`sK^JKip?}A|E;98MSgF>q*`?57>kKbaYFJ;eUf!|JVXJtS2&yE|
z2mEhm`vEDY<YEFLAoDfy?P7T>ySwEYK@Z66*E62dM|r^;^?$9lAr#WYmtGIZ>$DPy
zL1obzxieO6z)bDyz&logIC4ahck|1~LLdC>Ef*qwxpHyM?bZK09CJ#VFOZP9%K;W7
zv03<$oiQ)0c3-92bU3J>^&a7H@h;KJK>cGsZC22GeofwS(T?fneIqgP%9gfXq&PB0
z<~n1;1kJfiGFm~Eo=ojfz6w=*XSG{0O8+<;Mpl*f$?1Qgk@-1s5yzX@a2jAjT@s5v
z>IM+OC3ygw&dpLmDMs{(i*MC6MziU&!D;V_no&QFK6cAll7y)MP!oe}$wk1~JD3YR
zo92utI}i<`3VQAt+B*7u+w*Bs{{chUmWx_zp@IS2#J9U!#_o767D+M!7S`TRiZ~y4
z*7HpyvEtT`j1_&C;{7zu$6S)j_&xBuMQnwm7Ah{=rURt^KwK46>}~p0xl#iIwh4f3
zSk1Ku{k>5$oqk#cMR};8vBmd3HKAs#Izw~rv<)v*Xr`*5zwYYxgggzJw`28h{bwIu
z+V8bJ<FWGLpuV_e_`KWUZyWHhgoGQ%o|qjS%w>^zoUV-y+c#t^s1Ky~_R80GfMJ^O
zh_}ikRwZqYzxg|7=Z;?TE$})a=mAM^#%B7&brSCmakNJTy<5&!><HnvMV1URh7(4Q
zi64b*@@y}#z+U0g6jDIud6Tl#|FNQsf>As|zwJ1Ila<J3Pd3yDZ3f-8W$PK*r|<ky
zSQpxXL=32)5B~7O0(@mC5bzW{wy~>hCrAVw_F6s6vdIzOb*s%QJhvz+qMeoPr<k>c
z{ClQ3#ogu^_vFYa*CQ4gU=XQN9*z7u0D9*k=^O9-Qudkbky9?!H@G-of4BF0bOH>{
zdCaE$U@>^vW#&O_PM`@3E)*@AqI7)FtE8L0j*V!b95<&0wBSMj#zQD`N6La8XOK89
zHgj=1smEpAmCM(1ccl{QLR%)8_gmJM>)l@oAj=lzzT2>yl$jMNRKl6rKtDL|6yHB6
zzqPypYyyhwPm$qD;<1311JXbl+;9Wv^7L*&w<DY@^&uq*&9)_fS6uwplQ$RxR^c|J
z069;+O(>@X?u$2&2ein`;0cVS3R<|e;x!Gwj!lvZf!#0M8@`_LLi|Z7#|QV8blZB<
z6<X-;vP$pli0QB7d}0n)O^;gu-+{9}@%9(OEJ1ivg0~*$TBHJ5<UBQ}DyVW_WU<Zb
zht$v$e!dG|EVPnd+;e<G<NUo6%a*QyU4P%oGq}8qz2rodVB+24&Cv3{XRbIkW#Jm!
zcw6q6phtuk45BPM9NBeMUPd8I`NVO!-2{N0GY;+HHi@@NumyF+&*5WU@MpdI>v)ws
z0b0tCp86zZunKw%r+qR5e*Cq1hbad=#C)CmM9_m)Z7G}SkMVEsjexNpoP*NX<hkV?
z-`opxo4pfP{rLl?zQ=BQ`SP<bN3iXmw0r75wcD1<{^E_#>l?F8-Cx*$hn*%5cV|fO
z3l&4MTj4S7{hjYs(8B`Dj4S+1^_~;gb-hX$J(a`w{x?C$_myXn;_7G_5EJbg|5t@K
zuYcfQ67k8b``UJuU-jk)e>uGM=MxW>E<fx62?)p6Ol|g|=7Ilsj5H9vQ>(kdqA9P3
zAF;R*QAU9W(cMb4?;H=#3R}#pKD74cZwb5CeABzyc#ZEroJ%)O-@9yS_GHeVd$&U`
z_UykDAH(`2_lAGV4HO8@k@~=o=7R?L9pWc1K4@&XV2^k0BW9D4Zc=ouo_(L2N7Fu|
zy?X`%N8h6ZRX%U+32(qC<|AY*f6kEs6HFFglvm&&4HBBjIuP7AwaVE+8Y?t$P~eGV
zXmwnO$Oe=ip;xM7gt@i2AQospQjn4nyks(^Xw-7w$UI{MF3|unZL9<94{V77y}|>@
z$vGT)O^pZXPDkd<(WIG4m#C~2!|>y^LF*{k!T(KGw5enNJ8(-K7g6(0q=%HOpk#!F
z1B#$oABC$Ax<<ynm&qHUv3pHV(A(<Ar6PRV#%Da7nHUGsG1>v(esoC#`n2xyBSpty
ztJ<?V$inTTSVeS!Tm`jkyW{ht98*8}%>5OB?yMY1Jzbz(hTvrWmQ~P^$48Rii9rQ%
zWC*r867xz?*CD4X$sss-9Vj5sJWr#zrrPTxSz9!-qdpL8&*uJoKv619$wY7<S;Svu
zn~8AG#F9*n>|be^!ouPyN|;v>fKoMsl@`Nbk>rCasL*a6bIp-WvtE9`arI@&TF1Ch
zJb1n+@9s0@c{aGrKccW@dnG%J!q><uD6})Y5o)^E2Ur`=F};Vy2yg9|Cl2_~d&XtW
ze^21erZT~w<3da@nf#w>Dl?)xIyzm?j+@k1VbuAlt2{&fyuL_ddEWHrS~nKF?UU`i
z>{RW2oUAWil!deaKiGxff(o{;fY(){Nixc$wxFXC32u#x48(c>=0D|}0T^lZ;o-?g
zG~z-FF?90kxQK`EL^eY!C581M8%0<Dd{*&Lnv$hfjddN#LE38ZYPRi3_{_6>@kWc!
zIvxJTRlZu9qVxrpek949^~;oVX7%o?!h*{K;7z1!pxTs$H@^Rrp?_v9BpvI){twQW
zktk<uuAN3)#FHmO;mWnvIhx-Y7)buI%HYrbdn#vF+6)^PA<l|A<USsRiKF3-(-1Ei
z?oI0QBM-8`txHRh3YxOi4m-K603`gVH$zU<zQ@VhpoOo$k+}&yAP{H+9Uj8RaQO}~
z=oAH7KTL7g*}E?~TKYAmOSVshCQ70DT(l9o4ljS_6tmQ}z<rC_?edcFT{%DzUN9C6
z)7--u3r$F)YNumOvDRM*%=@J}vG@`3QlPa0>hi0HOda(e-He*O=4O<!7k!l74{q_h
zl-cen$`6Wy#_|7lV+U>~OnL&d%c`tl`8uiF<NzhOJX1kNQtx~o-yUXRlPmOF`{Xom
z`GHaHmo0<N0q{9VHwJg|W%7eGHc}Vq`L8Oy7ydh<fL*Eq?nK$f!FtstL&!UYAC9X#
zgfD<Lviotyr}e5hT`K5p(5o1E_OQA)5Qo?c%KG=tvsCO#VH?A>R_rpR`Spjs@^klB
zsGx*)Ir5|(+~$}CKy9J@k-NAY7j)~LcuyI)V%)@*_zTMHnNc7D1SMB!v%P}h;g+E_
zpZ3g1l6n`?ifKW;qh<XLr-_9k^U+ofFOW<$9z%A4{&!W?ZBO_b0?3XSJ%q=4gVaM3
zJ7XmoT+k)nm@z<1t^lQc$~#4Y)V+)a2+;J;gSi~3PJdu@>1@y`RTOlzbb2I?nl!r7
z!w`C->$C-Q*$(=v9`CZ!?FI-B*)<gI@f~PAqyl(fdxa<t5}89_o5S?A0eBXwZFdik
ziR#>_Wu!q;a^?6<g0c%W8|`ySkg0_lY3H|vf^C8_8H0y3-Pt(3usac{pd)|yX@C~(
z8M<+>O?8sBf_}OJR1Z_RIEWvheIGSf1&x&T?;uEtuX>0<<jdDHCgB<~r}Htddayw`
zjv?S4nUoA>>${Z29vR|j^v*04$$`0dVcC+*Ss($t&rY_ml-hDn+f)rZAB9hi;on3p
z!%5<R^1HYW^jEgKhONU}V$_$j4$3C+mwhMg>+S&z8nt4#3UWyS{^{S<b9;B>?*72)
zq~}029GH6<w#X;lR{B9|>vm4r^;RweDX={krN_LuCQ}pqo!wqcyP|?tp$#c?BC!VC
zO2+~p_dMcRAz(`Yrr(97hv3IBGk<nZSgd@AjFTP$1AUpZ4#in0U!Y7rE<rvZo>~R%
zY%w}2TnlpADwi&h#oJ`5AUZ(>UChMX@-I=uwt^dvn)Llroh+W)s-9!`>X>|R(Lv}?
z4g=EBl17k1fpavr6WUjk?yQJK?%T3?7c=UJqbB{H>#uNMlGqL)$N+At@yz^(J#d2`
z%m;VRAM!Lf%Z`E~u2j=psN3fgUDkfnvEnUKp|64_2~MvN>H_kBHvnFxb_*VZTqG84
zt%Uh2Unp*4ybH1=pILYFxtBe@c~|FC!TldS5|?^JpR*lzIl-~}HapG&n*gt^J!cN;
zq-J>^Ns93vS3$Xno*qGz@8ec)ZuNCaG8;(@9=>s+{2@8IhKzf9<w+3y-l$yYvpPk-
zzT-@%Hzwlk(w>IR15s9(I5YYxv1p2i8Qymb`B@;h-a=JDi~p@Y#<H*@0uy`Y*=1pI
z;QubJn^T#O7b4S-M)u;6wNYh0zLAsPz~gzEyW-3;0OfIW{yI~Mjv#Mo;Qfs1m_miX
zHb!|nr0XtxF9uPf%XEKVMmf*!10dPO%-Pd&N)Zc=p68K`74k*6>KLUL$iECYh<NLr
z(~m$~1WS_kQ84nI8pckkiG4oR>8-iuPo#kU-oP@$Dc))F)(>TSfMq8)&`-#HA=Sy`
z{Zx~hfv$L(?O4%Cua2Q91bBt#s)F`GrN{;zOc3FCt{Ol1kEg;3<g%cED_dLYf)dF3
zZC;)g@*Q-3)-W5m6<p=MwamvG2pTgfwV|Lz9xL^5H<wmB4u^YKeDR3<yfTs{SO)il
zHqwVYO^;<kq=fMCo1f^;_b%Ydhd@SDXP|;!0A~z4HtE^$#BFHO<6OOJQddiLl)hk`
zkyl0%GI4Sd`0e?&z=wD~aO^#(bICG*x?jd^0YYZ+L|MH%=qJeWEb)BrLQ|Nc9;XMf
zeWz8=G0@t@f};EfYN5PU1Air>oAl~>LT-z|#G{LK?I9NlcTho*sO5J!RxrU*Q2$Oo
zYZSNTiNM66i{tk7q4;uM<Z!85&$^DwK&fD?9(DH!xYX`j1$riTw#HddUi=Tuc;h?N
z!}_S`uG4OQIx{hG7Ssfk`+0zSIz>HmPo=B5$5pE*?9r1trJWt|=AE{Viu}|-`XHF#
zA3~39XFGSlQZ)4q1gy!4bOeZyR>jOY(_$<zAvxc@b9$Tuq?47P=e~{3%-0LN4>$*|
z3ETl9_S1m7=6-Va|I|xd;Nw!@EEvUo^wGUFGo~+!P0Kzpt@rYbHJQ_IUR<MD`qdEi
z#!oZUrDh#UZ;&Q{KnVs!r;0J?=%o;4&9IG)e-}FWe3MuSuI^kiXEw#R2rNA~pI(@9
zK1pd2<KILhMU=Ua{a3F`d7y7gHQ%gMLGE;MJ6<_wCrAd5hF}vaWv)x4aRN(w4&Mb#
z@7GKfMq2ygn*^5N9TN3RQ(rD-b@ihAf|~EI@Kxu}wQP_-i@@Mo;;wr5_^zLE0xJ^S
zX~hOFIP9=nc8_5!up|YjU-DWLc}EOJb50ZsI{E^mo1+-@K?xODBKbeD`f9(e6PGvS
z-xY7$8<}LO?lrjZ>=xhc1er0I{XW9sxZlxh091qQe*v9)sxB-Wpufr?Jyt;^FjIP$
zaWW#VqpLZo_=!|kl%sAAIFpw_2TeQa;FYi><EgbS#B#d*Ps%|M_wDWGIWu?`;BB?j
zK}6>(PPX0=agDP7f!2Yj`mSG!1YBo01N;O<J=Dw~E8^JA7nVqm2`n8z=bZvCTdlrO
zcd(m*zS*|+n_bqcrMgOA8TtAHS1;vDJogT`m34~J-y@Ahm+%~lyCk}KA~6l8zI%^R
zH^-o<%|bH3W<;;A(7ITNL8t6X9ly5he*tUUs3m7dTzo@$50O@|Z3lHU(oou{<$yD-
zb^=3@LsKL01)JczL77Miz6a-qPUnEP<8mx4tTDCh9CXcW=<FV41$f`CjYhk(bIO<p
zVTOn<eu+=rSqR!plbojN;?_k1!fQcRfM#AAJz#nay2uPFVLsaw*SlZ^<?<Y}zTc;X
zY+Sd<b^4K=U@F=Zor<P|q3EB%tARc-WzDH`OqLay>F-Ou6uMbNOFH&W8uyPu*@Ua+
z)(d5$CT?IFp%`CIPu`gD7vpM=J&!A*9mBK1>wjxB@-9r_^v$qnK&o_Ywg%O-BC)H3
z<5a`KUhOgMQmoO`Eg^mv2{zq}3mShxRFfiXF<E`!=a`jkj~KsUT9~((>H$+QS@Sap
z6MSYA7&)u0!UPqp&7NL^PKU<DJ<c$F1c5whHbnTDY3qn45)Tc*@xOKGpy`06YdBeH
z6q3O&;~<Nm&ZbG=J-ZOpp!{UGPcNtoxxT}D_NCi1P-1xmT7CM8M|3mlTJJqsS`%f)
zwJv9BY){A<rw{)83V>Skq`U?O%Ol6iH}jB1l|+ep1QoRW)4f2x6Oy@V3Rs=<UR|6M
z_YWiJW43RQVSS*T9{p+5{Ddh$<z1ixy{&Zm4nEVp9AN+KeKa`_4BkQxzg-yD1tU>y
zg+T!cZkG7kDvHgY7BhW}&t&^+yJ_C=Es}XW{qcv0n!dp@S~DPMX^1|O|6(DgkM!#A
z>~B4)$^jiC2P!(4>#Dixdo^xu&6~o_WVdr?tIGA+@9mtXQ?GX47#GQ0r<vWP<g)vH
z3IKQ~EK~z#Ysa5VzZ+YR|1n6THK*6sUz!$I3q;AB-l;~MzcPRohyha*x(ROQBSQc`
zV7o;-xB`>N)~y%%%WA8z0q&Rf=<yi99}fNIr0LY>i#{@freUsLH;*RvgW2V-?pFDf
z4&#^jY}|inOQq$K(Ni2d?KM*gr0Y;><OeY*Pn<12f-b~-;5cf_x}g@WT!;d<+d_Y-
z4k(UXCcVXd?T<@XJ==hJpg+NY<0=vQVhq#pG93&ysB5I$&aNjy-CS$<PqQ;VTc2Lg
zcDQpYz8;)lXq(yzEzEahoFJ#OM7&9>tjeCwxT;p?G@@y><B&DQFL+0GpARV0*4MCz
zSG%JCsX3RNw$uz`gGf2h`sXNUPI=pBB>}~QIqb}to(p-+iaSVwb$F@s&^1y5S>~}z
zN5{nQ>hap!Rw0I6tn^w2&ieQ%AgD$N>dCn^7y1i<*MHG>@}i}>XXAkpu^dOeyiBa>
G?f(J^K!;xd

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/images/image-22-Linear Inequality Region.jpg b/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/images/image-22-Linear Inequality Region.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..15af7e8e1932b853a84c54b7507f0b779e8a740e
GIT binary patch
literal 17366
zcmbWec|4Ts{|9_qN{gBnPDPoDBGr)+WtkyG>1fCnPEDo7E)_E2R!(WtB$0?AG1ewo
zrfhShkR@czHkI9kFpSymd9Hitdph6m?~mtsoL8sD+}G#&T%YCoZ0}ptCi(&`Gc!44
z0!c_fkOcS-5_Lev(1Q8%W#-RYAR{BQaN&YQvT{pg7cZ7wvtlJiZk+;FX`RB_wd+-W
zS6#nxoATPVYC2oC?a<WH(!#3lHQ2LL|My*5J5eGM3l}bwT`aqL$&%GOH>};T^Z)aY
z=x=EG0*Or$AyN_>A<5+uQp+Vo?;tGTbDo6w2b%klkd%_1H(zGK!bOY019{6JNeL+_
zNolEh^Q5K0(}Cc7NP79a6&o~-=C8CoC9~06Zs)b|#0ARxvP<QUHvCZ8b^7A<g^PY$
zwR(-hrp>BqThz67YwPUUt82XffQjkBLuOXiHnw)h>>ZrWoIQ8m*~RtJWglO^EB>UA
zzi!+Ny><J}!-z+bQIDga#5_xSo}5BWO-p~3lbe@MfBmN5ZP~l`<rS45sy;O~HMg|3
zeQy8yt*5uIe_(KEczj}#JvGgl;quUPNkCGw#{&PKJ=lMpYdJWVq_nh@v<!MK2}wWj
zM{2qBybYT3R~T8!obq0|ap$!Ka{Iy)vr88$?>hQJ{`AF$MZc+Necd#U9!-3*|91zw
z{{QP_|2fz{=W2&!r6hpzq?SW?h{IDeP%rf2pE=yGE$ex(r`cKZy}aVh<=IO~STo-i
zge$lK>D~#GS{8JviDzN#AM9m-q2@t{4%ofvetBKxq+dc0wp(8Np9kgp>a2!XCW<vu
z{)2&Pl4j~UvT^|fsq87Lhu0XT(n2aV6JGK`i?`#UOK&*Ra6xD9hrgfvy#^O7;Sj77
zZ8BL;x>_&&$l6`8k6TA{{e=U$HJ5nSZj6zKwCJ|wiBe?SgvD~;v8|KwB~2q)!b$ET
z$VXmbzGm9*B#fDy_5fJ!Wn{R*(x$(A6J62-sx%s^t7_h2Tgt8LRg+*_J7-!3U23ei
zNTlOGlK7-W(8D|TZgw;FjtyCMjXCc9eCFhSccaxkccAP8I&N?PvM=V}PbQ(~yYN<f
zL!I#u*v7n_$;3ZM^`Phe@y9(vbk9@xO8vY$>N{rzVUT*EbakkKL8_$LmO@AVz=T|r
zthHbujXjmHP%T{q;X5R`VdQO3y;(>1oJ<-pFr{Vz8PDx|?T+jlAu39JohM-f)I8Hm
z#ix&|oD6uk)`|Z%c-!38DdnrnpT8Lz0lZiScRMW^NMLgkZpu>jvPK4-CC${H1xtO(
z*oCDZn9$+T*;5WLYvd1WLJ|)Nt|_fi49~m5&Dbd~ffF!*ntK8HT*X8-)f3<8^(o=u
zL~FGdJDP;$I&WdR=ZPRnG(7etK_+P}HoSmhwiv4!WHK0NkgigcS1N)Ig{Fz1sOusA
zZv7g(KMXK}T%{)Hc=m)$C6l$Xk^h$33BP70TNf1NO_=ijz_V7)RB&#XPgfJU+)xBr
z1O>SJ3d@HB4V<?HG)(9i4~<xE>U+VQ;fl$Iw4ij!v&;Zt+BxM0gf)>!jdbj&&X9#c
z--`w$0%IwHw##JgG`Ibv7kzT)nc70PYmZj1+3Ok1x0r`ntckqED#I1EbyNX|)G8ZL
z&Q%1G$|T4hcTBk@Kf2LsIyU6`7oR7!Zi_nznv740gZRD#&a*FO--C$Z1$?WytwyNT
zNF;{H9o)k7$OSS<70aZ&;v`p*of=8*NaiXE9Z00S<=yS>*dYrM#4NSkK0@nAMnxoa
zfUAv$n<QMK`*0?#k)b1Ep%}L2KOus%iJ&^8p(A_`sz7Kgg5Y@&P8;VS2&*SqWcuMN
zy8?^n9auL)jbaR0u(1>M7WDjBicnpN0bFMhr0O)_7!ZcM<iXzQrz>Q7y*{NAuDT64
z!q3Z)mm;XzNLZd0Hj;wjS>riBETnH$oc<T#{g3lwR{>&_$^W7o89hb}FXUO<-3u!7
z1{RdhW+&1-bZ9(l0}<4hkV@0=Fb}H$3LWl19580ko7W=9n_=df-6?{UeWuxRb@}aZ
zT@%>U%67W(k_bvRZbe8K;Gj`Blm(upGIo0jup@Qlt1dq+NAA#7mp(e!0$7op1g=L|
zE>vG^i?ad;%ogH{T>g=K>UJ-WfE2N4oy4c?G5qZ=c1Hjpe07#GFeJqe!VWmuxE_6A
z1e`P;l}aN5q(<>ZdV(G`Ipqq%ns}r}T!#yANwLn%4|kYTfk3F>R1VN$EFBZhXr>S>
zj~1>=>h(-&Y{>|G)jIOGFa<kxex@SpASbF2n6-f^F#FtDj<;lIx8Y2LTPXi=os<fH
zx0hgRv2G8)=7#oq#y87%U^fMsh#-3`mGd6!o;Qi_=||OI?PnKNVkUxs{$AmGuuM4#
zFEO)iZCtkr9fIrmj_vS3KbAkUCA-^!>juo9z#UYRw5X`@3NOGANNeu*axvZ0?A^<X
z@+K99o0USqNk~?H?w?FDyq9l!33=De2Y1K;Imj9#g0Ky6t19AV6(4E;NLZi|$7p6y
z)A<(C6L1EcNVUGWWujxiGqh2#rGvofV2hwd(8@$!42JifhaECMum`W_gQI*kvg+6P
z*oC3e^Prt$LPHVs;<gA%Toj*iJZ(beqxc#qYp1ruB~0p!g#@-sK$uJrL0Q;Q%8+^3
z5oSpjflB*yomz|4yNrwPZh{8*NyGTKorkaV#jlCg`>K+HNi9V#zo0sEJ3w6FS>;p4
z=tGE{MEMYNd_V+woDo6w?OE^|-l8<B)HI<8ZutQA&vPj44sxm|+1*_iK62Q1t1s_U
z<7y?GQ)_!%h_HuewM?T+?!5>iKL&;iKS{RmB}XHV>M`xae!O>}fjM-r%Z_#UkCPV}
znyir{rO3EY4I;kAJzAPIg*>{mv~*G_z6rX>1YZsrE{PDH!H<cc?<vm>)VD}XZs3xc
z)5s9@fj5UdWVncNIZ$n#BTKkNZe3D8hzU?%iBoIGr(ii@U&^0wMJ{6$+h=Cf$<P#T
zp+mwLVzjVq2!xnV;;l}Kpex9u;I;G`5VR~LDMfe%#ZhdsR><ps3P$o)sh5HZ5TA9E
zLPxQj4sJ{k25f2hc4^rpwxl~gC0GT~WG9w<<yl?uBS*8R6R))eIW@KiWB)ilaq#8a
z!oJfN^p=t+uG$||GGzDqJ0^UWNt@2<(jz$TIkGl4^9bkf0ZO04(dWZ@+wToGTQ_(2
zY}<CUd|(Z8YsKSBodaCk5Mjd<_G5y2P$$k;1la}}nC6)c`;y}d$OK|C$@|WoKGP>#
z_UgSdbB8Zjf_pQNLHLnUPCdyLThlXBxZ0SV`a%RX(S$x^5o9bUq}Jf|E>8nfyE8<1
z$k2l`$&LJ;_TX)ez|n0PX4<pLZ)@VZP0|ToKN4gxQ(<gu%T4}=Ddc9195-x|ZZtGD
zV!Wl3q8B*kWenmYFm|O#`zIw`tAJr_V=@YwA70q$nsboid3S&~<;CoBmb70}l+V>u
zVvp1c>sn$}ZuikY7Gp?$(G(`}W3a-#HoWSk?(4Pv8Xwv?Jd1~$F&~QwB-z`*?u#*S
zGIYSVwigqDIH<zYHwbSSZ+K0sE~-Aj`G}xnaU!T)9{-b0N6^3}CQ67Lkv+zKws)l$
z^8}SqJb(YB=`5wCwYdRt6)?%S9~oeo`>%B7wx*7a9hqFoXL0Lg)=*bY6AD4NJ2QrK
z*gTCJ==-kM?6LRpcghtwD}urIu%-V#Ik_~X_)7L?r6&4mP5ppkq047{m(V4%x}rvx
z*GSjkgbw^+Y#o=>Cv-`m<T9!Si<zB`k&m6Zp#$c!3>P>$@cr1Rvqa4iyS_2jkq^ii
z%lzD*wEwI%TyoSG^O&9mJ*8JOTiYY;eKFCOrxJGdm7HpAZ4X|v0e1$kG0qb~uUvYc
z1~OZoC~G{y)Zj!AjlVhG-W%+0C>fC(P+aUHvDfP{gO;cMY6QDuh-G-TI-rb3%Y!zk
zUKB90w7*bt4o`?6iLsF*+X^4|W8<{HKK}kmP&TTBG)ZhGa9{^#)$J3UscEVwaSZeE
z!A}O3MZ69uDIPrSiv>*1dwhW#8pO`5ekmve8P@OUvimE*S2G=qH)%SkEG*xmUyjk?
zONL87bmLBR=iWOL{+Fg{f$dsZwi2~HtX733w_YoA&zdh+DXv|)x!21-k8do>+&QuG
z1ODs3TqASafqSNX%&iy2U)hGox^VU45%!oSzJw9CTg99@fa+T86u0}$jvV=ZD<|-E
z0A-?v!;#;b<AGK6W_CZ@soD|xkuh8cdmk;jog2Vv^5dkd%vwWO>`5-(Vb&&N*WP{^
z08B#SO;Oo|?^NoG&qa}3eBbjx5!4~C5gmVu+e*zk;Iq+x>m-d=$rnNSYLbCs+g8+x
zVyJrkL#B`RvDm;FlI?a1hzo_YWF0RCFy6DiJFifUX6mxnA-TH}&qzETBk>hL#;leg
znE=lqcab;vNrxvl`;=AAIE7fZHwSgC8rux~Qv^-a^Rghv2%)2JiEhRr*AmB|Y0pr^
zLBa2{9YU%FA#e#~7Kdr7hg&p2U^ct9-A;xR;e(&3ulKO4A$HfI(b{;#a4E2I3q0!?
zJh+dVZfBd(OYSyDvhjV1$d9y=D#m1s7k|cC@)$Dq4UUr$I*Xvov&6i39||a3=Rjxe
zjDE0Wj@pVp53kh>joKgPr&j$^O6ATa^A%O$TDMd#m?fTyl6oOSs&3Bx;F)mGu<Co}
z#hf?l##@NSjlO|A@0P^J``-jQv=5q<{OOwhuCk-#Xjk?}KT=px&)x*tFg-+H1dU`;
zc#1Z(9=wrt?%=gtejW0P@D0y&&FKvr7>GzfcAePfYnr$HvoeT4P38-F1|n#jT8)Qz
zhN^Jd<rYcU@CR{*3v*U+V-Eb~fz_vQKBp`&ZO0BojB1QitPEGuZN%%U1QR|8H+jO8
z(<_2XY9WK5FFXrfdMhZB7PR5~b>V>e4QssOk1&{8&?`7IR49UkkD5Z0?H(>K!NwC9
z!bxG{(bXn60oWixhSr5Old%PEY8G}%(X>vLFcu@NynXURE5AQj1@G_j7&|_q!4Ktv
z6@6UshC8pAeg^;KhtAX`L&u(r16uq+1SR);**$ulDse0ZdLaBdQ_s90RNu9r6X&ld
zg4QG^Dq_Usp{QrU`eD5w=A3t5`nRV(#Z`Jc2s${Ys;>Ey!3KmpcNd30eOtZ<e2~rj
zzOF31Q1*a}Sw!mh{9PF~R(4mT+_$ZGcXHjt%T1kAs^m{uACRn)NQpe+j#>M{x~k+6
zw=?{8KsMyoc+c7<T<l>v=7fSEDz}MvmdIu42nAYAdB>@o9Ms-;%`5hZpo$+LT`}d}
zi9`l@<N=!{>B84R6JAs25eKa0QG@gmY;kNVsBc1B&;Z20{*12<vUPjL*w>T_*FqW8
z<{3AGRnaGgERTzzG$N0MMQ(0koF(oOp6S95B&LpL*?k}a<9&taI>RMuk|WyqDK~cN
zPa}58Zl^^tiejk(ww457=or&T=<HQQAr87qxRyA9(}4sIOS1CJP&r@o=xa{RU(;F=
zr-36v>~9&GFevY6JUXJ`Go7J&Ey5;dKmRgOR|I7QAuPicmBebVND}s&2x3{i5<y)=
zJ`3bs<`4IStnNf;v0e>fj5c7nWZw*4eF_h9p_YWlldJkpgwB-2H>unXnWR~Dhivq}
zJ4rKU4jC>#{&+&BiUA5ZM!Qloj>yjd(Hx#iU;JieB^GR%c?7t^BFY@idnL?*V#4@U
zq1q-v!vxJ(KqR;-hieO`hOhGL&k(c%SoI)~LVeTZND}!QhxaRg{~Pr@`Km@pKDt4k
z1D75zW7M5KRKqwkjGxW)?7Iu=YIK)QeXBTg^=Ma!XV10Pmbgh0=3~sqA`n!v^hh9y
z3cCDmx1Yya@JpS*<Qc5@ResFH0uXuxLy3<^G$t{xi-on&Ui#T9>jGVvIthZI%<4#P
zDAB=p3i%-zlvw3k`ZtJDT~S|rrlz0U9S`YWXW+c_jaM}Im@xlCVNK{Yju8H=HCeb$
zX5f$T$2Fn-Sh!UfLHPYOzicu=0&KlBK6lAyPZ=W7RlXI3TY`fjD+=sDbcL3VRR1j)
zqAQlvYDl30?i=e(&?#=C=bE5ejT+q7F;L_ObcaknSA5mEw4|h|uoaL@3H_4}qB7qC
z^7CA~R5+wq8(tJ`p_RFG{uQYvzU7<eaT`LHY`whZ3&v{1u_fxkv5q}UX<KEB{+b}n
z*gi_ry<hF5n`g7z?=@>N_T@XnMH6(54f@%F0_&(`K?>JS2-2-peA9NSIQ3}y?Um{y
zCaUEipacbWkG%XD|A!F~g_|}BO6Sz8qR~gMD#jP1c2pUElG~aHGMqyztG(h#q~;ZR
z8p399Z!vgHO&Ym^j3z*x@hPrfmD4(z^89wLfYrp|BrLcM(=m~7Gvymcsd?+;cAU*H
z{w{OKa?Q$-GLWgAXS_~3vA-SXGpxt2m-@w`@09>1gi~N=s{d`_lwc^kGFIjzBMw>v
z?+|1(@|i-{JA;ge4B)((<QYbXQuBX8q~E_nWB`L>hwxB;ank6c&7I~yG~*ovtj3mL
zh*$&M3iA!f{yk^2O%R8cJ)Lkc-U-;WAFux7jR*6wS6kaaSIhDMBrgT-7&dVVB%U!%
z1K~DLWICSpfhubpYm=}L+^ZmB8XrmRHR_{p2eE27)m<qIxRt`MW!C=H`gALS$@P$$
z6OM_9@`$1Aud%V!S^ru!oCzXMw>++Nn8|5Kki-|xPzH=dkORI8|0z~sNwH%ZqRcWf
z>c2lrU@2UHOX4=B>lo!;>@pq4I{3~mT&e?HjEv{IsUkO<-Dc|QZOr$Yeg?PrY;Kt!
zHb67#Z2hI4T4TD7#EbE57~{sAp2vR{%@_wM+o;B*R(g^%iyPx?IsKT$S@mX0OG4R)
zn6+K=(OJ^el-5WRb5aY^==>Rh4p_eQ85(w8w6lxEqnJVN6xIfiCy1c4yEhD39!#nU
zr7@@QU0M@K>qOA5U&<+YlZIAmT7p`&4{JD3O@h$vaJE8l^)T`ku}(JW1N(ctCFdM&
z9aS3m6uc=V^`U)Hv|T{vm36^WxF%`;v&YsSouC^<prOZeh<Dl7xo6v_h{+ER7kdjb
z%&g-~&t}Itq{kF?Iw~&szAxCX>hH%7rkoIYPr{TJTkF%DHum4r&+jY1e%n1%uC87=
zxk**k_mG8y2uk<ju~d=2T#tt|GscoE91<pCqrl}Zg5JSJuD4b3EE%9~GZkO}Ofwgw
z{-t8Y%n}2QMCnIOeCjY9rzn#FGfiS{X~&B-Xef&x7vNdp$mwLU2Ak%|bcAk4GJ)Yt
z$!|?)-|Lw)Lk5jRbMojSZ45B2k}z#8MVakli}DlX;?3@i2|;h674X5<B(&+5RbNKN
zQ(rvr-wI5KJVWNZhwM`-kgT9bb9U(Nte@9c063Bg<(2a=EaSjl;2p;13-rtT3NYVr
z?48hu>cFuv>|B`@7Dx5mb$^$2TUTI#Mikm$G;Iz{ANpc*&U<?BwHNrT+UyKH=<@fN
zC`0WXlzG0Mj6#f%4Zo!*lefS244pC8yTbP3_tr}<@O&9`j70f{|7xUj;<Vr;8~-k_
zINjPiq|68Z*7<k+_g@RJUvW(m4uf6(%6*~2)9`ZS$8=hbkFX6MOG4y2=t_oP87-<m
zC}WE#b2OL7W-)w~s54~Haqui^nB`)6I?c(Oo&=}{0<sNdm%%?$rM5ag6mECY<fbo<
zD{o#*@6x+c+T)9-$;;ApsncDln$^8>7PdP|b<T$Trg!k~w^Pa;yYol2?<=MvD_KXn
z4HOZsmc)CPZokia79y{X4Dd&6FKJJ{3zWHJ;ZlS9z!bX2F*;oHUV9mkmX;SC`%ZRs
z%)WQ7=N69_^Jnc4w%^4*6gZcH@7FP|!f9nI?S^;olN5~J2<9E^eU)N$G-F8;t=A<n
zw4F%nJW<h950$&qmILp46Z;8Y^C?G`cB15F-0Q1|NibMk`VMVr)JA>7m88UHYA-D|
zSR!%Lkwyfq>}4MYyh3jwAa_BA(iX<9Qx?>!+|#clf&9@}*htu>$(+!F-tY2QYueaU
zFZ<b3nKkS(T;|Mbtgl~vwqS~ldj!2b*I8uBjk$m6!r-{ct&bK@C9kaRjd`rG?St$h
z2iw6N7tp3cWbU1cKi)`PI@plyzvyXp#YEPYqdx1R%6(kZUB|qqwRasW-*?Nwq_0<{
zk8vdOlzGbl_Y_OmGiZ<=*wermi!irSq}*f)8wa=kliuBmrD*~a!2%Q6f0I@16{Qq9
zL!Pltu81zuF&1pTz1H6YRi^9hHL<i&(0>cW{z&yOZ+*nvhG$`cxs&r8#fsWJFN3@V
zm?v4F$}bO=^eig<X&BFpefsFt7{VC#N7`ZXjtgCw9~4&=?>_pHMt(~0KV(x93);oT
zies3~+FGM!c_V75fzFcIIz&(GHvDkiIM#CH=-z^M+%b^!fF~D|=}Q%b_Q=X%bvy6e
z3tgr^C=SrMpAHebrl1XX3^iqW-1s1q^C6|Y=j2x)3d7~+ST+2YY-Akx&wXJ1TPM(N
zAt*YOn$KUE#Gt%AEAZ~6Edjs%if76}-@9O6EPqf0-O%3U(?^>-5QhvJkR|5YI!X>d
zy6^?glIuN-%DJZo@wfQ=qY;<-P2Zd@AH7gf&$qr-5#6a{Bv9?XdBJ{<S257S?1*8}
zH4)Uq)8K(fR_l7H^1ZEd>qtXDlF(5E?fx~sh3V&WO^uICH1eMXOAiL6gdo{Lp**Xj
zTBTf5E2A*|_uyNhn#5yxSVnl6AY5QQ<uJM%q?`B_aEYqJ+wlcz5P1|)<$}7A%ptH-
zDilWeNomOC)vdKywL#E=*(*-qkEC{Mwc{+CU|qi`O4tA0B2?q661d_JciweO-&cM%
zYrOBtbZ~G|AFm+!HnUUK6AQN71?^D{1SHS9%+d=@<?1u0ANS0FDh&!RptVFrSG_r*
z*O*UBh8A;VK3!`rVSI{7FO*rAy6BCkUcKZY<Q0}9f~KvGDn-iODLJDLW05MCKD%{l
z5_Y5H<c+sC#a3SPGpo4P2GTS0{VvDXUz0K`6Mu5#1;xof^<)I?3-U8K^tW*9Y%q!h
z!D#Zgs<(Rb7E6Z|XJgUsF~OBixOFpPJssvptI}(-3#YYt;w+IYMkLy2c%}dO(1)%l
zmkbVtC7h?^0AIGU)dC%QHSoz&nGD*v3TOyIZ*)ysG(&CB`JvWCN8h?7(7%Eh5y)SC
z@v+t_uSakuEL>18Js>;@I>7rW!yQBBn$&2Vr8t_2wQL4GjG<f>5+;+X38QyhO=1aE
zx|D(c30?Dd^Dl5sc{zgjX5%Rh6Zez2AnLUtU&O22y<e10+=2c#WKFcz;MG8-Wl~}$
zND`ibd8-o^Yqg1>X4)q*U~)@#d5MD{DH+-WXL=<dxjNkh8e6MD!9Q%`eh9C=GVwvr
z3?mVY;GW%qFh|sLy!e;@1m)AnXx^z?HYx+q`D-yLt(Kq>9tA=bXcZEh15+hyVg>nq
zB&DV?N;9l}{cx%vpL=c)?gQp=LvO@e1o?XLLDuut5Mw^0PqS(dVbq+kOB`XRJ{;D^
zMtM?^V~iOK&m>S-#U_F}QDbDpa9+0vT7MCgQgr@4DpzPXk^b1ulB?Vo3qn}+Dl~?b
zv|>5uKy9gk$U!rlk>O&37ip;o(z;lT@k-wR*m8uA*0Aq|L5~zuL476enyi|hPFP3`
zYN(o8S3JbTrz1A8X|6Y0<aQXI@pXEa{A{(&Hh*=vaENR5yS|af65)-6H4g`$rtLX%
zJkzM7sW)xyRb>5YUEi@+z9PsG%>d8$cl)oKXWf`$>CymF>qCMi!s+P@+(j?_L-laA
zHn@Anon9HFc~)qT?p+6JrqtB-Gd;IKkx++zN8D=wY>VN6$h}h^ZQm=`P&lGd$-gV8
zUA)s{?I95q)FIe%{Vd;jT(y(PJ=aZb58mYQ`Gl#1U+u8E_LH4OhguPT`pi-8hapuV
zAM|<W9q*7)PL}d@3~!0a*<AWA4nGhJ-;g|0?X61W_A|d4O2-ye`eV_&QR~a*C`(y&
z1=|tSyDW-Q?7!ZT_kBc%k}mA<*S9k|yRP`&JezYaz>EIoI&m+fkq8?ub}*I3?*|@1
zTWrIB9Ixyn&)6h0-*8Wq#J^2C{CZlW8gv)Heem@l-EtI;@?=cD7s}-Q<7W@^g{&&h
zh~)_{{*sEVNLJxhi&o1qVw5N7ih=6-ZBkJI`MVBw8xzdTjxng8QXewwh8dB&{YHcA
zXw;V}fiLi*phFf!6l}@xQ5xW$1J$}dvHq%sG!>36q8Yc}*5P_ou?^CdeX!AtZCw~a
zHvHq+zYG#0O!8=b77k+*v5_F%6f)Yi#_}qJpBZD-z+8>pe6S$)F+q#s7y|@9$X-uS
z3J8`wI>e~<w4)~P_w1RJsn#(@O~0f4_U}pHG60>4arj5VLIk!Eq@^)j`bhEJ?7Dx5
z?*2WgJ;)w3-A*G6GYA+deW{($eq>bLj+uM0*wl-Z>6rvv9ayt1a2g)jHGDLw9cN!a
zo?Sp0m?BoiDhWd(1!)vFGCv1qf{Dx`cR%m%KvJAOAh+O6TtQhC8_Wsl+^tn;2}kFj
zCg)Z32YxPq>sFyLaCjKMDafADVv2H(jtjO6kPNPs6SI%Dwei!F>DMBtP)Epxf236S
zV55NS@B^s-LS{PLuqyVtl3Z=!hlh--jcrZ)M)8^@_5~Qg9nzH2ul;bxZ+}KrXzut9
zZi4r6mWK1dd}~~|N_Y|O&)d6Z^=|tl0_eeLpqEIlgg#}MIq1^7Hk=y8+{iXa>vn*>
zVf9~&xr2=|y(g%7^R*^d^_~c&e+pjXha|wQ`@sn72Epb<4`F@4T_jr%&P9XXYepor
zT*!PUf^;#w24o0%)YfCp@J1D|y0I1ub|`ryv92$xxO1akv{R&%R9>s{UTUoKnud0{
z?TWwcvx`*KC)XgCX$l_Ljp(f~$4}4Yv6)HG5`F~_de}1V34xDC27Ta|@;>Xq`OR*w
zV|cYey<g{MYwXC6eArYE;wZT)`dZLniiRM7f%>vK=#Z%i(h}`PG$zQei;HXL#%5>#
zq*dvHNga)2+Gi*!EM-48Qpw>i`+evbvIx{$+I!mV4z9nam1(fYayT#pCNw7Igf&4E
zD<5Cn>vWBWwkODyRarLX{`anz>#cN8_dEFM;V3D)tvP|DK+|^tGw-{|%V`mGD&0xp
zq~I>sj=DNEL%H_R)3~-Y&Z<E*Vvz_U4sJ<Pa3_Y7mNsp3d4n8a4SiR?y_OjWE8O8A
z`kr`J1gw75B(}BpgfM+;Wh3y+ji7Pn+1(^@E{5TcFzPM)sGL<3DVcMN)g&r}r-e&a
zprg^0=*AjAS*hue0w`rPjN5}%Qn$m+Izpca5wvf&Miix!Se1|$rk}!HC3FIeI{$CX
zJTQ1QPz{Z@y(i)yNo?AU8{$z0OvNi>!c!V2G^{$hgIB{nGjOXih?1bi9cVh4D(f=+
z6_{I2N2m2qwGK*(r)#s^Rw%e*HzL;17}q%{Ql7~J*T9Qx5j1$3(npOBIxvI=&v-Mz
zUE~#xIdTWeF((ThglZr$y9?YUOh1piiu!+rPYt6Emhr~<`{aW-)a<zcYL;1wbginv
zH#59^GE|do&*44q_JY7UG+e@#*me!X$x!3=xKPkOOM9gWj)@MET{_4dMKDNKfLvut
zxuI6=*ReIk=*z&6mBsK9!gxY9a1HP%IQ+&!OfM!H&OE{djYW*`E7y9Jd%!h-MtH|Y
zesIz_C<p}6g4)VP_+@D$V@8;MvY3=fg;%F1wXv0D<kU|NFTjG}39ZF7OfF5L7we&P
ztd8FYU=zzB)|43Y(kO72y4M&I7y(+nj;dbM?U`Tcl<3Rr((|7ZKI4Yw!l9e0KbK%M
zG~3N@yQfHw1}<@mQG{1_TUk*>;#<9f3t+R;3W@pT=pgHQMRB<6=xlrhW^MRnt(DV{
zxr9z4!OC#yNf76VW)?Yzca}m+wqCuE)Wo-f{k1+wFL1D(8k9+UakIR3+o|@{TIGwQ
z-ck5Cv=1)0m)>mM8r_8}b<g_Sr1QIkpK{c07voVFa4{`sQc(@SDj33e;;~T}pjJp2
z(rl0J73k4ze2S0rn8Zwl()mlQmd)UI2-4TIaa)+ma3+q@=|zgpE(IVKpp$3&4f(73
z*U7lb;RZlsl5lFDW*bBKvJ$0d-%nhJ5*ykP$eLUVT;^}!egMqC%O4pznzN2Ip#u}f
zQ)#P(H+z5)cnl2zsM8M-)QyeY{gca)3Vs+54%_`79-#%WX3(kn>1T$BV?bHr2+)^C
zB|s9)G|Ztx@a4hlPy<R|Y=Kw>l+C(Q6MxQzt~Zk(p{IaBc}9XBg-*)U=qfSIR4{#@
zGfJ{J#toS@q}!{x9soPxHJ%`IN(2FgxyrN$oobrq%xT{xwZes~2*6pqdg=Z6j!<CI
z@!j8&FYrxkbnkahEq4Mgr^Cw`8a5dIi9ixMOMoT=rYd%IU`RhUQV+#wP<qV6?w3x8
zZSs_$Y;tLQq<lTRDd^O!uRZpj#8h?}Fv_15IQ7y1JW833%y51RNqYz40EU#w|Di;V
z0-^^uhXMq_nkA>|eR=hzbk!Oh>VKM(ioKp8jm++wPH%7~{O<0X!79)0s6nY%1pf>;
zJVDTsa#l9^nB;;|nPMw9JtF-85{3bD0*T>ViP;9$aMq?cS`>4zo{gWVu_~!>6G1qT
z#51!ES5S?ow6Ifm+4xThhxPu%vYkm3?m0DW-;&cJC`k;b(fpqQoo~rO5oCh)U?6lt
z_ba&y4!lw@h-aDdsXXh2=iTUtLE<pn7d@5mxt*INR8R^<?8&asVOGc0)wYL2)sur)
z?|au1@wYTvntwWSYO(X^vwRm!tlGQ_f8D=yFMr3bkbCjoHhD|bw?<p+KTwzvI9Pvq
zeOk{Tp~qa;ly`Z>?TGI`(j=u;Nl)mUH@M&(L20U&!BgQ1iZBmc&c?2Jg7bswQE}3n
z8>1f}6NIl=Fshrr;z#MMsD~HOe$!KKkNO^780g}<nI1~+tZ3ywd;A?3a@}eXG#37c
zaqH-vu-^{R?(O(}$bJ>=z#9D+ci-w=nahk6&B_YysZHUU=}ynv+s##itS{<B-FWig
z;zefUKOX$#+{bdg)y;PO;jzCDWURHR%53p{Lj*DgJ7@wF*gBek5Av^|_rK(opd*L7
zeuG~(g<Ma#|FN|ieH;T+;;47L4(Ju6zXqV3ql%#89^elF32xRLbbUJQTjE3KY2jIz
zADGeIf4GlafEz#s!Z;ngiSU|Xv`;tyT6snm$#E}0a%vJv6->(AJ@58L1T`e0iDyMZ
z!orR*T94%k(7_I?5MK1^Gk4QF&H@|4+;i%B)q2F2op6#ds5OI07W3L&XX#l6-fu+$
z#rwqM`xa7wei@TB0CV*eByPmSX9Una-7S%mH@Rw7^LJEo@+Law{te~)(mQqjM;69z
z=iT~r(6eA?WH@1v<G=c+!N86}e%jGba+Jv$i+M4wfsIr6kI(+0w0ql#FJ;!E4V)z^
z5PYccBEH5N<SC$Mkm^1X)QLxhWD5tA?u36I@g;+2$=q`W&XTp-_}A(h+3i42xp>ZZ
zE2o^iHu1ASp#R4J&<RC!wF5*~jkTYxFN){_qI!k@f+D(nW3jwEo;A@a4*&_B;jy-q
z3UEFePs;#55S_5F;@4KI#bQ08CZhpGB}Q|SwWF$4-1EmJ71#f@_5y(Jf`n9J$mWS7
zXu1pt9j7@CuShoMoTdj$Kx4-iiO(1VL%=M6WdWIr7&B{i#;K1kzF}t}lpuOGp$J(J
zhqC~fg#>QT<@doYMWD{qALHH?12V_J=r6-xY5+f5ueJl+Yow8HMI{#8yad7+hD4dY
z{0x_bIeIY-K(JjzkHKB4pXOOAu48x?Pzc1VdE^)z3K}gQgnT?uysH;U4E0TWQQ^#0
zL{VKo`H?7h`CAw<23OnT+1eR<^y+HceAC;#@n`r{p*uQg&jhF!1DWJGgv$>7fG*({
zn@uriuVZ3tr@xw}Jr{m&+_r3ki(~6Eveof<VKK+b@+_ZpJic@<TflM!ef?f1+w_#8
zca7hFt70yAS9o#Mbern|TmEInULdo$;`ZdZOMLf=Z178EID<g2<<QJDEp2C^Ot!XF
z0RuE@o*s%4wr+8H#8srxsV#A!#_(nk#?zOzH5cV^>x|lO*n(EeUXXUGg^4fof5%Y?
zx#4af`bW4$iTQo^A2u(8E^)1QWlv_Isyh~lf89N$=@c>>Om1am2VJW7O|(Iw%e<?L
zmfwGmf>=RpkiS2G?w-I&kcgzyK3<(prOB6+c~4TNJUZHw&*`=HdLk6y!kVBWtps&v
zV<XFO<p=;~SH+}vPzDSF4Q~7lIJSC}UeA*5knUi~SyN~_IA=M(%_278uoXYEIA@6t
z6x5u$-KHpoTgR&yK^o?=G0;iHZV?{=p>*Te5?gF1WyEHsVhe`O1_o-|0ziZWFyFEL
zV$?B}K2tB1Pv_M2nIG_=4xrZKi{d`<<uUhsDFAN_j0f6pQ__jMgk(+woJ@uXcJHv>
z)usdFj!<x-I%+B>?LXOEf(!~euZmU3FP)@R{nSXxEJ_y*rP}mp00RH?tk8DC4j8oZ
z2-2432WG%wjU58lttmJ&K^SmS!WfwZQN-$<)g{4fj;UBh?Dim&p%LIW^Sm@mfKtR!
zxmIu@zC3sif(eT;n2KXpNwbI<se}*dwHv`aBo1z7z&;tfe;EnZOZA3>)+iX2&O*Ez
zRC#osf)8Z!-w?CCy4W-Tngll}@<?J{=j~oh9NZ#?n~6uLVhA0EH%Q?vOB<Bj(`(KM
zBmwBrnw7O!UA6)8Xz<@a8OW_N768sn;W>m`s2Fjn8@wkAV9DapIuKNc&8H3@zOX*T
z?cm=&`f5|ViGSE{{>w;mH1c@_?SNuO#BuW*_k7hW8M|K2>zs0`_1D^>8y}i=BAq&{
z{i$W~Y8#s}y&b>zPL#h8Ph<z-ue`>LCKQ;_heDt3?_CKd#FME}0I<LSEu)Mh$cR-1
zXWo9wxKKlQk<j0~PwCTUtAP_>+&v4RTGEUI17pMG6&wBCCTT|9H^O!BABzJ6Z|LHu
zT-b6N-7t+UCm}td3UXZ<uZ$_YnRXAwFbr7MAq5>s0Yxa0?o?kdwPJr81K^ql?N?qB
zuv%N&tN_lY-a=gPSx7nT?`G(7#w<@9q=4MERp{t9o%UZr&~OD;JYvq+=n2P>c>F~V
zXRAdEsXu1%fFzZlD#f!_4LXaVP>|ATI1tvo-m-rp77Vh<Okt9(>tf=RIf&P1K<ys}
z>Hqi0yphZ+1u58Vd^6}0VE&CEJ2VSxsh6I=AGB6lh4y2h-4d=%jw9Vi*kI0qEkoX5
z`_=8lYMtBL{o>|QAdRC|0LBum*smHL<TJ#wJbn-qgDjAsg0cP`3P749AMitxVOA#E
zT3s0M4&fn}+j<Gx(TBlOa6^J7k8`+wIkz=oY$`Es@p@SX7<M=QYdmPU6eOb(5z2?9
z!!v0scSf$*tg}HmwNhERbNQdO#W^SbT)2MxNM>dDn{&=z{=_`$J-7S;X&~{t8`TG+
zxaH%5^<TaqPRXYaJgZoyO;-7+a`)uPeUV|l!9_vTVrb_&?W@&tZ$jQH<UXiYVtYjO
zTu>%+ovc7H0=la8)nH(%%@mx=`s@Iocd@ije0bod!L{D?*%euTb}~Eh(Fw9=8Z<7z
z-;$dPC|~oz^g?Uh3Qi4n{OB+k?Q~p)8x>kj+_4X)4Bl_pb_TnFPi1@x-dmkv>Ubju
zr`BB4*Vw0Nbgy@<=Y;oDN$;m$&ZXqNddRL^KW_4}eAmq-a*Nr@JMP`bDBsE6{P4k_
z+us(w|LuUcVhN~&oKBv8_wb6rt~Q%2-6}U_y~Dfy)UPWlRFfHMO#lGyXU>lc;oh@i
zuBJc=|1Y-S@tD@ISg%e4f;Y?P+@xtGNeT40c4GGzx8u>1kiX`mYjz)XbGx-$I@fEN
zn|sZwo$3xF=I?IEaO`{21~DaDpZR(u^%|IZvuu)I-gIjl?bexGCJ{U%v!>iM;7kw8
zaP3%Vu6=)_!#4vjOS*=BRrQL}kbGN<Am<Mw@x_OR976UNPhtet1#}~UHV`$toV<7!
zd<ydbq=&V2pbu`)omZw4&D=1kM<!W<*+bh!P<wV(daOX3cy}J#vV<L8$gU$u89<06
zKDGsuClAI<t!tr9^@LK%v$!{m*RbXvCM$>Rw5PN5OH`X5?rF-=?g)awRkVA5#mnNx
zD@pdt<!vhIf8`qmTrV*(*>Nenf;9MI{i>)Hj(g79FH1WMEX?*y!5^>QP2asZe0bqG
zkKo%EKbnP83L_eS^aroK>{!0Q^tR9Gg_U|9#dua2p1+iX+&u1xa8X0poqBjl$f+-U
zk`+gXgXve3QZQJ-sV2^(`FMuRpsX%_c48DpKQg-V*;saYUeCFS)?Nb{?|nI*@Pnx-
zrR%|a^K!4ozPpK)bNxPEWqeKz;%6?DE(@ttzSn%$L)WbX)@8oe%?uws+xZ()I&D3`
zI$|wcot{6pimThY?R}5og84g2Kfg2$h%bJfLGrjh<ZIHtYunx8&NZu7PHMUb<w}@q
z9qt01OZnfk8u|Ia&Tlkm_~B8d5Jx*m7@m{EU~P7galN11R`5m?hG;pcCbfR>abYW>
ze%z7qqXQUHa;k&A#K@U(6WW0O{u>hs$`8CBZutA-(w!z3ypJpI@*+OqjBeGjY<%~r
zxM$amW92ii%f5Ho#dl`&#tr4yXGit>pSt^wSFL3#8xSoy@LKj%X+^-wJ5Mej?y3{>
z)ymKB4nd-urgiuG>i)&?9<3>Sm7vxa>#Z`S&#p5xcm5Y=XifS4aK>eP87N)Kog?-a
zPjsNXCL)T!SRDFdYlsin2Jctw0&O;>(ANpFdRaI(wSdn8LgqXbwZ(Ev4;ch6d+7Rn
z*~zk1f=v$jtefY^?iS08oURihu2BNc=Xo(5ihB>r$81r)F!)6(<hrg>(MtPl=L<zq
z4->;}>$%QFD{pvKq^jKaZt^z7=x!Q|7JC%-Yd)yGQ?zimulCVV`4UD^;k9n-KFP%x
zcY>EpbfTCWhKALow*JeAw3-?;d?~1rP-i@fVOE&?sMjdA#>x_afiYH{q<R@#yL*!D
zVXJRhgpnl+FT{FqJftrnRO;@t?89A2=+RTb(TThsyZ9Zv=ey)jj=%eIafh+I2>N!w
z{-*~Ut|7MhG1xl++^3cfK$a;fx39j0fgEQqzkEN`fVX7lxMMd6-a}{L(<iu;iJik;
z_(D|5pfo%(dC0j$y;<RkgKD^Thv3@Nlax-r!XQT{I>@-O$wu$)1^RZso88~kvdiaV
zftmI&lc95;KOYXbH;t&atlm=ECAWZdK55_59i*o5!N(;Ivsy$(P;N3v#~&30EPYtj
zx<c=<i@o7FoS?b#GsuZC1WUs;Qs5d<M9-N3&I$9J2xQa3JKxqQzEgOb{$gQR%aTkP
zr(4%bhf3vB*MMm>#;EgZeN9J1FaB!NTtWpsm5s^#q}uTe4bU8pLyiSr03Q%Re^R(v
z5N;N6rZfk;7I$l@7Sb*oPofYr08BeAK%s|L5&wCQ#c<j2%6LOS>$D%}(^@0qNDY88
zhTulMEq;+DSo!|`4o+*@*qBkceuEeedF0n=bi(|fQ0-Z$*x)R_DphLb+fS;~%ebuw
z&hx4WYV^zU-sm3&k{2e+{={!0=)p1oiw7@rVK=#v#V;`gD@>?XPtu5U=<HAgo283x
z-iGrL3~vg@b!h--cq60GdR$m)sVaaEgF{Df^B{xge^Aj}D6Lz}ykdGFoGe~A(K>J<
zq<HbqROK=}-1xIOt|qy#m!R7LvXM{*=nJk{DKkL)m_!l!(1kvDo|JV(V#0it+u1=r
zgL?I^HV<%HX|$JAFsn;Q44M?e2?_IaZx;vojCDUN3dezpgT~7r8?mA@iRI70{Z3XS
z^Lm+8!JEYB!A9Htpc2xZnwpm1w0my#la)2ZIFb_k&_;iduNikgMFHWn=`W;@rX4=>
zGH>_kd}Oe&48BQb({GI7Sfl{J=n@qm|8RYf$^cO6{)ehj0Hi)e#ZH9)5CBlNSMprC
z<9aZb0AA97NpsWagaxv<r@sO=bC{rWzR?4#JGD+Y6#DN5!0gT-;V};Z!g!tn5>iN~
zhOh&L{XHuP*N+5NawZUk*yH~jP4zP^%&we834+BajtXk{sc~c7-wfBFSV8KqFRTQw
zJ0NEPfufzj9xOp;WI|y}rnYZf!pi#+d(z!oiJo^kJ3x92b6o@NgfURg#-NdsbAwkK
z^Wj`(oRRWze-A$Ts-`PE6XVOGaeFXAAzok(8LSMM)UoQmPAMWjDNq7Xv)c+R8P1L=
z`~*N=j%)o^Fu97e1GN5{_;8Nly!N0k0kvT4B!Y6)11Tdq12(_Mus&elp#8jRE8$n9
z*1Uj)TmhLSOb|gU4KZOjVo?_m?xG-eKrL`5>w~S1a8nteU2VleM&`XJYM5m!knuTT
z;c=Yhq>d%CJ1$3<B4Dj@C@#6Fa_p0vcVU10CVL6JLyIJ&g<oXUb$?v_bO`qKxw}U?
zMf+@Z8C^5Ha_{LkUE%dgI}Uw30O`F2>R+*8Qb!Qb$pM%1n8R2673QwX>yW(LUwz*o
zWvlOO#5G=O0lA<7Qy9~-#HU|p6rfr9(!kT_f;U~}Gj{n*QQbw53q$u>JF8DvV*n4N
zft%H(;{{{j9-aeA>TxY-rm+{hE68UBm3Nu33q~uG{T@CqgTPC7JRs#T2iC|Zq#rxw
z0^Y+RWB~E~X1|y4q=3h_66?gU)+ch7Frele_g`|u`!WE-gVtP1zh_Cw+h<`fit@nI
zGJ-sywMDIt6rdv!6i=-Obft&*EUzbw7N9=RA+Q1p9k4m?M$_#;Eh1B_NpHsIw7bVo
z0(Qi_K_pdBko`hG$)uo-@dotvrU3bkc`XBToMFG$OJ`Da1+~oL16L@6I#_T{Po!zr
zaW7(L8541!Ae)nl+-NU5!KtS}%-Bw#@^dA;&hyQ=jW)RR+*oiKq<9tpP5~>-MgVJU
zw0S|tkDdaZLjyvBSlnCq@42ywWBYIO^U=R8|FJn#$_HCdI0p5D-Y>dWu<B=|G010L
zde9K+1jhjOtX*rQl{i^Gd#;<!FN#uxHK6?m9v{O_J4=2bbYo@>TZPa?ujw*y-Pn5K
zBsd*LkcVS_Z<uooxDFV@yLxFpzTN9%%<T!vlLAl{*ZxD<b$3f6uv7|gFSsiKqVg_q
zV`s}L!lQs%^yQoPFG@P`moU5>R0?1~bndxtK|A<`CHk2Lq=KuPj-5;?r>y6Kzy2)~
zC%3E+R9RvP)k_!RuLPY#i!SP@UBA~<I510h%K}!72(kiiaSp>XG53dF6ani2oe2OH
zq4Ilx$J0@#8Oo-Pw)T6*=l;UFy9YpWjh-4pC5}4fiob+Cz!?Dqx%wvINeQ@VQbUgW
zhk?^!!0ANL=j81G(p8`q-1T8a1i;Jy!$om0>N4QE9%Qg00Ave%j6xf<TEl7y^ZywG
z+)<O<%9xTu3Q#Z>34HZyOCNxoG2-s2kDSGPog0i^X*{ccKm?h7aOe>_1<FhTqS%?B
zT$JRm1%8vI;R?Dn4_r-Pp%hwKQhxTN56DT#0StB)g9V(kULnO`iJXPxKcNQ@RQz{i
z8Z0oF4J_b0^zGE2uqN>4-|+QTp%vT;+KI~Gu`R&5aG^X)RbD<1aIQNGRRXJS{r9^d
z=u-5h#RCv{=~}1`1h5qp>wwSt_i`4}Y#=}YIs!8nEK6|^pS6S&!4d*CrBVSc(dYjM
DA^#2|

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/images/image-23-Graph of Inequality.jpg b/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/images/image-23-Graph of Inequality.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..72ad399c99912dcfa8a899b2e3a32561fb65d0d4
GIT binary patch
literal 16580
zcmbWe3tWup`#=6nNzSv#M%1k0(*c`PBI>CPIc%m>D7(!%Cp4m@;}e!vWJC(7nS|*e
zIg}yQEG@MarSo<gNoUhx4o!1<=6^j?;q&=?zyH_o_p`6jYVP~G@9VnW_jS6jTUDp}
zfPA-U{l@hOiG&~|_zzJvAoj?(v17HzYK_y@)*e58+=NLwlP67_IBC|j>0}*!J&J+8
z-kdo<%=^*!2g8L%bLN;>nl4<tWcl*t6ysIaE0?bMaoO^v1QF8s@#7~=oHTRt<e5w7
z&Y8RP|N4*WPh{#iL`eEalVpf!OeJYfC8_>GD6mg0lKKxa@`t3MIYw)&_PFsACc=R1
z?+^`=rl!UiO)af4V_<YBe2<Kosx@uy61%a}op)&)`syq_6`eHB=%+_7XKa1nKX2LY
zW2eVY_+EGBEWP>vGBz<aTW+z!a^)&3`?c%VJ8amv$;H)e+x8vq9((rg+ke38p!ab<
z{}TZx1B1@|e)e3%ALk>lT#dOF8+ZN2&D+U$?%rdkq^3Q7l9m0G^Xz%ftAf8?zbP#G
zySSpVs=B7O?w|UWkFB5D+B-VCx(5V8k$6xtB$W|-kr2&cw&3q!#{Pq^slb=Um@%4T
zv<bdQ8UgUpoH|Bp?vk<7?3}fC`A#=ndTN}`Pti$_UXC|fwzYr8?qlyKd_Qk_%lrX?
zH8p4dXN;Zxf8y*5V_*5IM<!{KKzW)|5fqWg%x1q@7xQV_xTrsV_;AV0@k}+hFWGj=
z?PS;4%-9}fYp03Hnm?B|kq0Q=$d$;b@-e$7`r!lY!v+~DBvcRapP~1IS)dPlh>@{=
zyK?c59fh%5EGf>m-<zZ~A@-+vlK219(AnBIE^?@SdTNSVb2!clhnj?kK^&#Xi&V7@
zJ(swdLG~zF{&=I&*pk&(sHMT}*(=D4FLLY@>%-^WPWB@?EULn$ivNxDlGOP*<d4h8
z%&yx<{3Okv;koaxryrJu@BKkh$h?+z<O^qO$6Cx&lR6W8tcm+a`Is2j!)J~iYr=9v
zColM+KG28Ryd064o*MhU1XxW;`laOP#8n!$+NCF@+rk$*J3pTMcZokfAX;vPL=huc
z<4x}UKC>Hmy_Yt*O#PJ(EI-SxofO-N{ULV^IP|n)|F)w)O&ho8HL~M&yqeR4X=fG@
zV_|kmF?sPMj=jR6KEn394}=snHkrQAPRDrbZ~ieMac3%S)MGo%*=<mT+?&xT56Nxy
z6{qSWo)cjJ$YX?FN_c8p4)dc;7OZXXvVCf7C;CTur^cn7DZ|qp>#TR;GK<N#d!L-T
zaqFtymCXhxSrc_!cWGZ=zmtU<_1UwKV@(bNgjRfBs@b`%sdt6=3Kn<%eRe}EU$H*<
zhVP<hlRnHEhc4-8^F|)6v;0j=mv>e=lcF{*D#xZ0?7W)%wgk3z&hGgtA8xbFIoRXP
z?=){Q|GMdq*ab5m{<0@CmREeYM1}ZcD4uN}_HwyAcGaIzIT}=|-R8k(D&&QwQi}Dn
zv{OUN1erA2F20?4yLoXQ8DnR!<v90Zu|8bkYo&Jf*lu)5n0pRIx*Kn<A}u_tcq-k_
z&Qu{D32}Hgjw!uQZ%%>V?e9_{YiJ5n-XVtk3C4?4Arp`w-TE-M?qIpn%#g+}5oF4q
z@EU`i;+*;D!X~QX5k|Ya-X~dpOz{LuM+L8y4%vwN<@^FcW`_!?VeeBRIb0^J!@AOK
z9nlt#E4V{0`Lz_ueigzs$8`{qd6pu*N+OXt#|dq^MPe1w<GRt`pi=O*N`;i@ie=7&
z&lF`ZEUD6uDx}4B+VjxlHqT@(w_<eTr+Sm?ZQOGhz!`T_=8BZvd7R&OKDxAZz3}os
zFW3BQscoV0rQ}(x3HdtaDr8(WvpA2!l^@}IeBfRWbL(8KLd5CQUvZonlig207KL4Y
zjxXbT@VptNz@0X5*UuXNOa6O7rZbP%wPjQhwi0JPWnq(pn)}s!UlnqKE*B8{BVXjk
za?M2gDnwSLf$s@PFAtE(U7ed8+A>Ql?NrD@n!-faSsEpHTaK0JN(NaP$8dj6F}H_|
z4bHA-k1pVv*o|5>w8blTsgPK6<(t9OZ)G-AB0VI?wBxCe3|sTOd^bMvf6fm6lvwWQ
zrhj$F%XfbPOAs2ocA=MgEl4J(cyBX*s7SA@h2c)wRl!%=;xiQkm_2_}t?y^x7wx#9
zLe3(a?hZ1p1qFd*(q>MS)}m%A<UTM|NAq@j!SEWzh?&Wc$-)O=?%W!(bhip=q<JHc
zUrUUO^Fl)z*;8mG^lL!|Dn#jh{y}mhb72$KaY07$-u{A7LXY){z;|$moW}f_Z==SZ
zcU+?iF%ydi4XR!S7}$K~N!nD%tDE2A7umE~dO?tB&+Fnld+N${cxK81UPG5%4x^Md
zOplZ85a>^-yC>Z*A11Gr%av>w0-ju4^LMs+=5v+a2kKk#uhiS}-E&k(nOa0KaYEfT
z&j@a1{rQQXQ8VI1{L$plZeC((PbjUS{``;0b--*NXy`0L9XT}KqesJ(`Srkf|LTyX
zc;Zi-g|HZ8AKn<|rb1j-!})P1NDubGxkv+q@e4t}I|%*uh*AxDiPOOu1{@%%iB<+m
za{Nh7EzYB2*xhB{fXs1o${;h=hYdo^tO%d4rGUex27`TEy^UKpv66YVLpvqb=Zsp;
z--7ka)=!sm>yF^Cvu%0G{FuJ%Lghch%-J6RDIUSyxz(Al8|q!eT}$ysx}DW09!x6v
z5RzUMKpfGZz@C8kK=n9YWnFc0<TSu(`MUXUjzZa2`YTqaD6*ydJJGgbuubfvUkg^#
zbcqvY<in131gnsT%~caqB%BgUIsvX0=Q4jv!V$q+{2^f!@YZ0buiD*X-j-RMr;Xv+
z|0bkM-RL5)cxrHh-AE1P3o?BOK+eqnB;B5w`DidDw%3|3c&kFf;7}e)kr<a)(xe~p
zi2872ttUk@WtD03o;e&%+BZgp1pP}>Xn2=3&Kzrf(~3X06r^@fd>=nC9P5b3%;I*-
z@%`ai@-i`g`V9UkEJEhurh8o6(;cd%rCaKmM?TKCopM#VGt{(t&L8<Z{kyskHt6z%
z%Ms%y)J4&4q(Ufws$UpF9nre_AhC5>##-mF#yqS#v7^dqj3BgNOUkEpbwT+4gh!z&
zWSOl-Xr&l^$B-Tza&gu@*i$93$vRA1#-+O0PQh|)lBLxFmHbcK%^x36{QcKcvD=)s
zKbUal%uwWw_a`ppIUMiVQkSnnZm=dXCSXNR4u~-2<n&*#`>5THW}S5^<ah6~Oov`9
zzxu({kb+uPuNSFI;!uTI`LFMM;ozD49AXI?R$5M?$g*S;v}JE(<Q~T;-4f3{?c=uV
zgtIg48s+7h#wz63Bk-Z(;nmjL5_I1^?ZF>P&_-{jT2$jyNHx3M$wnTgQ};e3yQe&0
z`Iuk%wVdO&Q|P%&TIa!?y_CC4q63UQ^V#JUkAEzvWv8;V&6_Bj&XL8nsJII2oVeBO
z$M^8-l;73~AAqU4uU{tlKHOM6-3t>R5iPG-*O(9_W7^x_mL921>h;pFtGLMx#JS~8
zQ++}B)$1CS@U@-o6tqXT6T7=EP=y${V9&5?Yi>&~z=Y7W1%J^VIo9?XbX0^dtaM2a
z^->G&UfPd4Gie~};d#?S3mi@IcZ)lNncnl%S_+?ck4-4Hb9ngeA1iB9dqcfQOo0OH
zxs3ZSWFEz5jD0Ql?ZHz5Y_b>r@q+Bx^cLCZNX-djOW&(??6~$<cBV_CtXwlfRv^+r
zn<&nTt|Z-3>!2y^5$o!$#QJ3!$VMl3tT2kJJVtBV`Wci`^}QE&7pDi$2xe|VZejQ7
zEIbRf6YG>;Xt(q{^IVej{wPc&R$?eULbYZS7#x*9(jsZ-Pho%6TUGysyqv*aZ`1c7
zJwD)`jw|1=CN8g2YtDIikE3dzLIXgZoh-T9qnvEv9KZo?CS7=LB^HkcG||j=3AW#P
zc6`>I+0(`mq#jiv%``d02bs>Ew|4wOk?n^dhliJhxgyo%=lH%JC2v=s9l71SG>_b`
zwC>z4Ww!a`C%!tZLUL)>atwHzka^@bPH7(cLWR__!AF9r2YcxmZ-n#nw{>-G875Xm
z&Qg>>7(wRN+@6a!a+j)*bhMz?y4w|tQDjsNN>acCvCWHl-DPxN+i69VUD7yQ3g)d6
z%*@CR9iwr30jKT1DPBZxNaENMOeQi?u-kmtoV?j8Bv7)GeHWQR@sh@+;1n!lHCYL+
zEFT8dVlg2ZRVO5Dx(eCHHACL?v#_D{_wjw5N^S!^sFtKC5SrU5P-Re2f3gaBZE--r
zap2<(+n!;~lxsOts*shT$?cxWL!o%qXH+t>&tGw80mr$aIf1K;Riuy}MF?u!J<klm
zdI$s`CFK~ow)qd9<dA@4S04^yq5~zK2NHP{f{s$qYCmCV#WoZ<7@!bv_}$}qk{aFu
z?7lU(&YOwJ7fGEo_mJB%OY^j0sJN3P0jYB%Kyz#9@@(l&7T*?2$lu1V4<Ac@ZbK+;
zPv54OgOnRV7?||T4P`>(;-*mRs0C<I80f`TBck4BUzd`H=h-8eRYyBb44bW^1>K;v
zQ5N`#QhvjDzbG>BhbL6XE-#I3UufD#2pZZwBM8QpDgG94Xw*IS+}?&ZpNMQ^rFP+{
zuAJn|c2928pn>RvBD6-4ng-@lkx^S&=Y-fxF9^-;6(}_*vLA&gA+DFwGAOIMt3pn4
z7x-D{Uz^dYLXsQ>oJQ-s6pfHC5_YxONsuH!!BHWPdDkpxvC^HHcabsZb?#CTS|F0#
zww04hhXME%q4TiIiVTq6H%PLTQ%m!x{c`2O1{LxTz4#_Wz`T}|*eoJ_PvIAWEbKwK
z*$YpB_<}Jq!1*>0zZJHP2p)o~9upD-IqOH@;9+@y6L0PMuzlTF1g~cpoK+*BW+B=_
z@~Fa&${kAc9AHf^vb=ymLBt3SS=wKZ4eJSca5i=WtIq6~hkApL`OIl^a_7n>bKz*z
za<Y+4n$jpWI%z?3Y_ti21Q^KjHv|I2NxV}4!f&^Bco(?%I2KO9^Hviea@m75WfnJS
zdm~6FUuaHm0dZEjM1Z^B2kst=P@a>d+AH`1j!(5tpS*{Djay^D`)q+wzcBm1Q`E5;
zl*Vz?8~ROtRjqy-(E>HGs!^=iP9Z({d#21KHR-W0ctRq%0&8zc5&zA-Ms@NGKl~#}
zg(MzPq|p|Iq8^BDA6hG$K$g9hQMw#=)E*z;)z&%fp)EQ2Iap~zs=(6ecde4ISO^*}
zHD~pyXH4&9rsDonRR{x)`vV7QWYGE-RQ)n6=#MvCA5XOHMqjUqMxad#+x6J`7i3Dt
z>Jl2YCVY&X-Hjzs1eN{w?i|V*Xp~5jOK8j3bPwdX^1YbyF2OnXP?m3FfP@`*s7qEp
z*5NGr$^D58#m`kgKx-(h`}7Hh5GY$5C_JD-%ImZLI@E5kdWs0?kSBMe30BD`YrR^Z
z_4REL)K-dF8mRc7NQW$r5>aa6=NxLw)Q<=nbEw@?KLX1@mSW->o)}DJ=VX`agRL~H
z28PrNWc08ajm>9fAi!BVmBk7jRG2<`lkYK57r<KoqJgnRgtW{57USox<+sRO^eh^0
z1&9ZiXXt%ib3*)I4tpW+(omCh+Cuo?Bt*Suxblg%(>cx5Own>w_Ee^KX#I<;m+<^I
z5m6yeTOak=PMZ=_t&XWq>9w+ZzUV=dq1KDDCsr84>!q|&mt<bgJz<SsoAK$;py@MQ
zlUG0Dt_ik5u(7S&3}hvQ2(%<TW}{^C@;CXr2kIc<oOkHqfDDQnRcbXDc*w%Cs-jLL
zu1>^7NSQPY6&GPvvD9bSgfk^Hjse<sxvy{Q-@sc?0BgKys)P#SvRacZQXWjz<F5&@
zR(6sKl)GdTD7}mn-0!`fG~!Z09$Ak+CqQ4>sj=yF3BCqmqMj>|>ckQ1XFZ7uE1(xD
zo_OL_B-q~$o}JPw>`b@mZ42S-O9kATh^V70dso8-N4#!ZCWzsZg`gJbf;Sjcn3;n6
z+lke>s1TOL8nr^iIs=&rM+y~L){wAyBTt51y_&bWR@$PIpI4V_#`SSq>_b1vRERxD
zHQ2YS`CL?hvA!}i3fZ`Bx#5}1rd1?Q#gfY26W`4)@!3$+wHd;<V90~Q7%F7Ox~|t}
z3uh@CAnt{uZTp>BlMlwTuf+o?c6haxPws1_$eOHpY{TQbj+kHBgo*e-*ft2VkadPl
zfk)(>L0B0?y{}!KHeqF6Sl@dU@-bC_681cX57s9evAy7*h06@sxI2X=Nn6UH`OtXw
z_<acejk?kLbQ2X~Durr~|5QxWCf%uY$9IR1|GsCJQiMu6RmgxVpF<PYQ{*CSC@q8`
zpj=BOEUq_l>ieF9ustelkK5<`w5Jr}9Wqt=35H#xw4n?9(RWecCFL0v;fDS>^=K&B
z8L~e{ro7steWEaB$KUz|hqw8frL`=1_#ygMqHlBNYDIFJPqI|)8>&cWTil+jL+ELL
zjiuaokasB4Y8w38DLi|~_6d%+(a+AtP1Dh9IqE}9kwmoloc@oss=nELFt^xd8=Pgr
zirRj+p5y5OQaJ-s!Og-so_oTE|A7sr?HG3Qwpg<z*jX`aQq$Jp7i*u!Y@A40IVo_j
z|5h~52|MJ8Rg&d{z%BFFql;LL7qPG<QoWKU{O<>P;sbh7{|a!rJKp8Ry1%OF8Yap@
zs<a)3j!h5D<5qz~js+tVnP$fOK}y}E8B*A0!QiAeHq^O%_B^spxBySiR0wUDeNOcm
z?Ui^kTOmXhZqAE}73@sW-9-Xsj3~LGs@LEZb9aAr<_d<GBKZu8a?|m+`{BxQ`K4bd
z&#)XW-|e?Xa!jQWz1dN~<bu16w9ebo^4WB7`E0k`Vil6o1LdhQw!F$FJ@65?$`6dT
zdQ<bC(_+MU%zd6I>}_O<`D70vMNoh%nYdZB|ISj5>=IX4D#P+zIldCdAAEMUSz~t%
zn%PGOb>zC2(gSlTjee-0RE}jkH+IKG9WrAYX;J$@&}qHW!r~ykeFa$Z-vVZi*PwWH
z#6xyn1zwX2WyWDXTrZ?G@8eeak8UWK`_J-fVu{hwx&Axfe!yFk2r)J&(<pAaCRi25
zdjgnn)90;}Qtj<6i^E(TK%~}ZZC<Mo{-H7%c<3+)YiDf8$@l=Qq!N>BmEG(Y%Bzms
zT6+^ATi|yGkatlZ9g=Sq^7nCl6Ryi6U_`Wd=PT|A?@uJy9RqSBp4Co|>%BQD92N2v
z4C|`t2$0sNDxScxaI@xpzUj@O_z^iK-Q`*EgwPATdQN<q>=FPEgn6!-4hdYWzQgcv
zecmb%`mASiHdwvjpo9WI1npbdxXpN)dh+Sz6v5)D4vl~iw@_H%QWN+6Z7H>pQarLo
z6e+ElZY<H)2CBe40V8eMrDXMrDZSFN;-Cq$o>5G@O-97eRc1iO_A}b|4`Do}yXB5c
zmgu7$H{f4siG72P7CS#tOuI(q*#gArVtsC#`ukP>n+xV?OXjRXk3waYTc4JczejNM
zaFo0#%tfL?21nKKhB27kp<E1=N&;nf9JlowG8(^tPOW45<q-B46rD>Ce9j%wD#5^Z
zr2|dc9*Q=n&CTC0b<`S0>4=ODxp(U>Yr1nRaP^ks+2gEjvNL|cZyrxs_p(nB<u{`t
zB0h$0bYZI2ERT7*+<{hKC=kR;UBz0RV_$uk8ck$TAzAoG-0gX|c{7$N(xHeih|r3g
zkM4Cybu-xyS#J_|D=w4|%A7RsK#hmD$=_k#!8T4&p0#PS2j+{JA^$_j5>GA4qtYQ}
zVfxUbq5RPNG2HlSuO2b=q2hwnC6`#yb+~K+W;T|2*22h<{mBz@9|Mm-rf*P?lO|K`
z{ko%C9g{zKCUf#umr#4n+iYhU=%|qB{bevsHhbGM@OELRALW|rQ6{@9F1(jxPpcmo
zQ5VCGPq4Iyv)$_1Z{i(_@*L<v0kO<RT5&jlj;I=-HJ0U=$6;S~EZ0z^pE8wwod-Yj
zvq%XK_;QQ<j}CorY@S)fc?5mlaD>&eefpWo%(0ILGbIjfo<7Dy5qHnwGtC<*o3xvk
zN2WgvNoL<AZTFQrwC$K38I)Noa|-K{ZJqH;X0eql*vah#GsaKE($d#jii)pdYJ+st
z?N1o}bJX_I_%;ewsf@OrW{?iH$Fd3C^i%pZsRNDbJ!|_xsRMNr65wrDozJa^N@wJt
zX13|E>Ms#mE5-h2kN_hPZCcJx&kadV;{W{2O}>U{B4=kKn>Xa`>{(xpcS8E2o&t0R
z7)eR_U3cnV6c$?<R4si_DPR<b>u<<Irz<+^xlNR7hH0(6mp~1OCGJU;GiwrgCz9*A
z2T>DwVxp+stpT{VCExL6p2z);(0Uog(QdvH2bYHCaNVJ@igR5<j1I^87iGm(L0ca`
zu<7hx9bB%Nwi+86yr6ukNR@AwCks;e)nRXSi)}ve`L@%rS+WVUS+YpS^jt+Ui@%}x
z8O5Y~wUcI-ZZG-nY-0Eww_ne+>06tS9GaK^jn>%XDg-Y+_);zEpQE>zMyQ2%)plA1
zp^O!TdN!oJ(1sm2X)toD)FLfUf1d9w-Fj_A8(MEIarC1Ci_VaBh^jT6E+7H;`kV=(
z#avDC8pZZEdE?9jA3p1#yr8#j<<t9^MXuY~-|NmfAc464*Ft%eZ2QJi3pWn>E=WeU
zv)d-r?XV{A;{WsrYR^XggCd>pZFVc7%0cZULryGjRad8J!%lgJK<A&C(jx*(s`rUj
z<r@h9Q!=s?9jTwKy$v%4+oWZ(Cv`!Q*JkojBY&I3?5TU;ce9o5BC!r>VPpgO9X5AM
zJ&%W8zE@PZOFCP`_CXuz72$f34b*o*i3K%L8SSCM%5tZRCz#PWOsa<^WmzvQh3N0}
zl9oBw1yw%fNXkB$J}C5(&Q1}DN2V{yHOWxlWxNYQcPR%mj%Kt|Zi)2I?mg+uP#A5)
zjQlWaU-qGMHn1d1#3EHcW!w_$M`Wx%goWTg-TZul5uL-JdW<miC_V6?F!9Vo)`Gw&
z;-}>H3L6iQM3B==xTmnR>*}+eb@TJ#nwp{AzALTsChz|Za^{-E+|nZ%{ZV)x7JdJ1
zq5NKMBXwX_*Dmh4b1AE}OM{$9jbVF!y7~~TBk5AB;O3u=<5tnG!#TO5&u+Ii9lr`3
z_T71W)Rcv2o)YTq{Y`o`q_7WSzuSr9|CBl|T^jOtzS<T$+fMnREo@J%Z0p0-)Y71>
z(~faXdp7+AGrMfZPO%xdgS6!n-}bJQ-@80LR!a3i76&k{i<Xy!hm{$ZhIO$&^-)Ya
z55|pACQ@URmA2D9!1gO$=Wt4cDmj$io8DKi3KFxB-})#^I=y~7!My(dYHkQSDd{?~
zIc<Vh7#!M41p6ScO2@6f5~#FJektE5We{Ffo8G*<k(tGeQI_>=*?j_5nDP=IxR<h0
zUYLse@j)~<?|`qq7d}b9qutu%H(v?ES<(4-bC^rTIb-m$I>={ApWdZL%9C|M$}{xZ
zMlcP2RVO|vZ<@!z=}RHitu8AKnlN(?`MOwVZy##fX|nsMjY}1j7O>odX;WSb4Pu5@
z`3w%v7SZ;VMy;?7DGJ-8c4b>81yEut_Zq{ALop~lEhqhpEQzwPtFzftkw7d}>6&n+
z&DsP(dg<58?TQtJnIhKo=lL#n#tT3$q~ng-@}JDFCvuBw?Z81%2Y;uT>SNIlPUlTB
z|5HgtXAETiG?6zn0HhwkK|4}V<)-gF&c`qKy3Zok^Yd}-mp+7FFWWZnJEW&vbYE^h
z`Q(Y-;@Ri=o8x9hYwE1<9bgVk_Ph1w<HJV9C8*8r2)s}PiNap<-xZe6!Iv{Dh%1^~
zVQ1>kw4jrvP_NU$ua!d{a4QV%F*A+Gi=OM7HbkV{Ke)!Yg}aDLOu))+VJ%xA4&PjW
ziOjobL)w%fr?F{^>jU+v!jubSj=2$$F+6d36*jvbBW5tA#~HO<?vOGi&b;dOG?Gm2
za#?4#Qh23#+Nrpd5B{tviR)*R4HKRPMZUqt578koi^MjmkUv*K`keqrG433s&a?_{
z{}i;JHQ9AnmcWYHvA(6<Uw^?|*jOGLH&rfx_$_WF+zDZ?V5`gUb;<>7g|raYAwBrK
z;*tXtcnLlZ^fS*5GKScq2g&#^tzy}>Uz;x^*`>ceoJe^e@}#ZJ<F#eJpuo)cP1Ex=
z2G%B;F0U@4Ewi3{@>AFG7YoTotOwKr1KoZ_vwqf<Unl+?F!%A>gR_j=ZK~5@qs()P
zf?*kAB_JhRz1{+^PySG97-h{%&006w_70`pU5!sQpA4l1?p^G|9AfmNhl0xJa;KSr
zQAM3-#$E@|$@N--Hx|Jg2;&r?CCH%&Ee)?Q?NHg%dfuc}w=^NuC=$>3F}VdQvUM4`
z(L?ktM}>E&k89>5s~WBr8ZDf%s%xmaZ)n|`)hfhR-&}<tt#EzWo*HpH&f?w8lV`^X
z>Poh*nBuUBG@D_VmE4~h@$(@SGELu{Sbc+fb=s6Z`q1UBP;OfV+J7HUZ9gdH8ZD2$
z_R0V5yd!HO-_s`y1sucvir5U9giSQuNNxivCz!+(wBsGxpWL0ei<mL>R8dN+QE7ZM
zafqBf3SK4Z*P|cp?}}6ili)MO!%J^cPD0z0A^Ik#-xu#1bEMFAT!Y~1#a81?Z=2M1
z%1(jNynTWCUb|N$I&7-=uVpE(^7ZR@19K~66saFWVIpH+52Y8qD=Ku}Fs|g7RSm13
z9RV@l4_~C<J+!^x1rwiVMWabYjPhV-F?F$w7abp+d(292-%HAYtI-liZzix;N+Y--
zD{>t8d?#;%ndN&PT}$fky)p0lpR^~2c+y72DVy;3!_&7LRc$q$wdPXxvBHApIe8CH
zcb*LXnQEcQUlE;f=TgFI*OC_6lr}CfE(XR45i`;PBWe^E8>3pI%gg@)kyhBu=<mDE
z9c87VK7x=a1@?dqji(Ha>@y*{+f?VGzrLe4_R6${Cqv*{IF>FhAO|>uKpz!!Q8Ft=
z$lqsVB|3n09W<glZ;4;uUuwnA{-fOQY2f7!<@bxHBhhbG8EXqNw27s#BJIs^6u;Tr
zXNL2JJ9|>P54qq|sZ#*I>H&n>ZYIv?@2ym0hB%EI;53H1l-h7U?f*nyb17!Y%x<g5
z3a}j83-aNNpPv#3AijgO*b~BcP;BtaPsV>Wf}Vt7=>bz_tB={d)ivrRw|Qi?(5DzK
z!+tv$p}F#V(A`<5_kQ|g2mhRvYjMwR`Cg+pH7TXJ8cR1#Iclfy8rJvz^}-@B=ZjbA
zuRBO4RHw$SHmI(TPptWjLWq^|ZwL|VM6Q2X)aAkKk31QGhg;Eb64;PB#e$YfJrx4T
zhMQHu{udxW6PR9^+HPMYS0QrK3}?{iw<qK+Z9{)M)7OjHf2r$8-i^9=w+U&B$FH<k
zw$y4?MGga5pU_>@ndpjav_+@CPl@<(6`BmF1i}vQS$rcVhw3#2Jz?v;jE)~OA;5oV
zW5|M*CcawSDue_DkO{Lv-;GRyD=_PK!XoO275;}`g$+;Fh%2z*y4U1W-XHea`mu7u
zLr%i7ryDY&-H$CkYFqZxI<MMwW?}DEJTKeE&bs#5wR+LVoXQ^!Zv_17Rb82Hk<vEx
zcDVhtH<#qDzwP~mAGmp>kLZe1SE`O<NAca+OZCzM(05ItdD_`p)a%^Uem05CRSQ;h
zNXazkPLqYryA=^hz1As6G&PpD+7FtDCY-2L4l2=C@kW-hyt!T7rVa7(2%!#A<&ve~
zSIL5uX1W(G6#LH4pBi~(tld1#`g`k-us>N-eS4h0r*q7UActy&E8NGXbzvufOhOj4
zf^n(+_ln*=Q~(|RTV;VX67e>z4?EEvY8@7H#O46cCz03k)3PJz-0on8ho$8W37P6_
ztC?DFbE4ZChRk%k<4*qZdHw74>w`XgjM!gqV_y|ukTpW;P5*5sajSHq6KC?gYbS&h
z2sw6L_>Ab5^>pI*_V48kA~K{eRz$FRO%VUp4)2;A*qIeyw)SGhdx1gnGYB>5y_8b8
z{c&l_eAlGS9&*xwI{+Zo$6tH6*+V^jQuCe=AY<LBF+1h2DEjOx#TBRRG*h%9eE!nh
zwu0HmftAO6ZuaLCVKoM=@+g<y|DxGPPk0f8ot^q5@Q}dZ%rn+9I{oq>Y;51^s~tZ1
z%@Ot2Vm_n8x>&!zkvX@g+j{bXWrtBvh6&<E?B1IDD%E{Q0o^}v-p=U6UpQ}H&bKqx
zUv|a2`^gas3^SWKE4PPvnYbb@ge&6tUnobov~k`wk%6<)hO3{fLmiTm{>gnRCEGVT
zX`a3nO6dLO7rd-owg<%F;ue2g5s{f9(m`fGw!nvMA=oYSC#{>W_Fazs_4&&}=OXl%
z>eFxA&5MEzTI+A;?uSm5x$=l-BG!0A&W5=gZqGNe%XTG&qh@X{vC@W2&X5boQbKMw
zO?w+lpwO1&(r!*{ijzHU1T<f$ouBoTav2Jp`lBeioxtw!VOQ36ZE55+qSx;wuc#Cl
zu%C%p6EY7>x|z16Gh?}L+dPvOajWLc335x-0YRPs|25&l@z7_A2&Gf6wYNJ#6XZ>5
zph_Bu@4jMj7*XD%NJKQ4i-BR#)fBduv;mS4nbWM?0zzp?|2$<}7V8&gAPXGwHa(ek
z=eN^i$z5)KB|G?^=YH3wX|m_yu?;im>NCiCvR^)#3kM_9x65|gS(`l}Kr>kG)P0n|
zH~K34ZM$Vr(3IBZi2Z*`$<CmPr)nJO)Ky6jsj)nAY7UQr5Sb7FYRp4lrSbkL@SmUd
zF8?<n*$K_rVsmSXS^55E-duj8tILzX8s1!}Is`L%;aX`_f^XO*w1gZowSO4xE_?P1
zYCl<P``T)xHuHvsHEYW!LQhG9N$wm@QE-6HvK61y_QH$waswK|+!N`)d>Ylvp>+#%
zhiv#>cg!vFBJQ=#?Z%Q?VM^wgc9BjEi)c&q9W+Os9lI7%PiQr&xHa64fYq2oK)VS!
ze8o7HX9Y=K;CZE3(W!12sUqoZh^M}T7NDR%il8c!02T%R$X0g>R5{>i9R8frZbA}l
zh$p|}Caf-{_GNagWge|e(O4e6f|(EmR~dol+e5`&JzIvm3slG=bOLgyDBj^+o&y#X
zaGlAcy^9#WFA86>#?+7u1(}}r;4GjbGY={<(428U^FKO8Y$pd!_mbA8z}1p)y1YjU
z+xH7~5VD=d_!cF45K~wi68D6_Pg!L$RG*;BV&r;5WBezoRYM0&9Kn@Oc99Z{c7J<`
zLA9M)Xc%}%m}%F1%8*V^2o7L7;2AcjPeFGAYi!o}=QjR5J)aMHtgQ?4@9Npa3$)>u
zS8y89O^COeC2Q}Q^QcxGumEwrv`x2{ao1j3*29!_qarPq_9y|b!09FQgdhXa@a<Iu
zQ6aOpMWUC0((c_q{~RY)G5gXmqWSZAIF-;;30)$Fp^@~2u$Df)3sYTjyA4HPhAFoZ
zEe@Zr7DnZ^wIv}vwKaF{vA040#+RwnhIIr{$mm5BVz3(v#jLzXHGJhJ(@#kivc|3X
zOYSSJRXP#(O@@b2tHHjXAy|P}_?HM_>Rx$7KTA`sX~&Jz4@zrOVVH{xaRKRvyf+Mt
z=<qy~M>ae{fnE<~*Ecs(h#FVj6IV_DyaJM0xY6^(tM{`W!~SPuvQOONaD#c&CHelH
ztCb)h%?{7xyp>;@NQP&3JsMGPs_CQQE5Whnrw51hG~}&YbG~C|2+`&PSNCbY|JhAK
zGFKxle$IJtCwbaISK`$TM1<NJIy{>?4^BS@LaVK-{N{4X7V$SGokBhQb)3fNCa=()
z)2c4zu;qLicGf;@$3e;b?Y@GBi>=w_@u&hI+xjuw;ETon;^C{OmDqHs5QjeHK&Q#l
zvUYPBx<|36K79Uvxp~$Vcg0f}$yW|+5kkqAi77&yG~aKj6mnd;dPFIaOpf_GXcl3o
z3?|KI9)yv-*u|i#{qE3P(y2lOaGf+03P1bTttP+Yv4>oSP1lSuSIQo$5I6{}9~0W4
zo)7iyp&^#`7xTTovORRLi;vHkw%Mi<XFxq_ra1X66R0u5csw1_f-laWKg_$WpzIWk
z!)A)puF{%9bN=3a;qbH<$@e4eujpKM_-&=aOM^TCjurHBb@(v4hzb$A6uhVbvt>u(
zj4QiZ(%0<#1o7=fETo1Lk6y>#%gL?(^Ez2rvV`)+`e5^66(WTC3?mW=@eawBHn0e9
zp}|~|f1=acTA60j#w?+U!U~37Yq%@kfMh<S7lX@5R!lhUba6zbJc{qaM|t#0h1nfJ
zS;tNc#8G0e*aJa9AY6i!ad8_H(m<-9w!`O4rNU&?rr*BguE-vy<}{xfj3vvknXK{d
zqc-{OK9DpK0VEwf(8%mmLaPmg2b*mQa7KgtWBB~h03qoVHQ~6BBYWAUd_8#A{Xjhm
zCFc-Vr_E@>ahw4*QG0;Vy9jar@7TcAaiRRGlERe~CfyA@AZSoh9^p%Dr)#ZLgV4gY
z7fZ;I2a&yhiw(gFfeF*}g>t5PJc~7c6LU$}iOx{#ytD<c(cSSK^k<>gHZijf2zAwD
z_|DCnp%n$#!!;GV!xs(9$25(-NXVhl`|phk253s@qA=+C&>@-rSA1~$E2PiQXM$E8
zR7m0LuRiVz%zhq)w98iaL8d6IV+cI<Y-$4oARPfA;N9pg5G~TF{b_`<eNZ)`0b{B2
zVnZX8l**z1W1^dMq!Gh<{1RW@79J3iW#}%&?ugjXWF_SpzNE)?`UoN>TA;f)(gvl6
zEGX3UE7H!rbH@wlgnky*4i!Qp>V%Lt1n?w-NmU<0_*D>#tewv+1<@1?73Pr_4pBOl
zg#(cY^B^t{W41U(QDY&-2he}zd`~R4XawyhE_wMU_z<D$bcgiN6Sy@LYOiIshP#9#
zL)in7mjVw6Gq~?nNLv!Vgy?+>9*K|+e}(^nQL__2=ZW+X&Zr~6>9%E1+Q5ORvN*t)
z$Ti5>Yaf^85tIf7>^Iwd0tFG4$V=ns9ZEj+(QB*Q8|NP&CDmI8Xl^YZqkCuK#M4`}
ziLQUOH>ukG_3}qV(kqH*c6jFJzdB<WctJ>XLvNvh|Dko73^yYpD>kYfTTo^0U$_kS
z+lXi6$8;l6^Bmb7o@{R3+Pze;VBGF9%-2QTqxfy}DI%Tc7|}s{m!OVaZd0Ef{3iNX
z^Ow*@2C<2{WfhPCcRz^5C&y&)65PDuxWj(9XT^4AqE58-x%;?3aUL7IYo{4s4+E!C
zv;9B1S6E|n&u4}7R1xhh>WD|(yb7Vq%1_iq#EkM$cXSYhN3@>|dn3{qfpNkSVWzBr
zr#zRcAQ<)6fyRmqZV%-2<$7$^xYp=3+0t58pKY`y=Uv{5(I7<5A9B+4Slh^i-b83q
zAzZ6Sd{^Bws%|+&EcOx{C1y{WW(@WsQ}&XlJexjI;!u%vM(JOs^ry%)$~Egp39LB}
z2}B+_==g9ig*|MNp2R{nT!)Ydq5!bt#5yy6=yDuU66xM(=yy9e+UB+8JMK}*U~1XF
z_p{heQ-?)e>4y9AAq)Z64xOi8XPzHc(yfuGai08KIC%-0&rPrxRq{w9Y55p~-4N#!
zO{S96z0oTu5KP^}N(P`#YcH*O99l5sL{e+|-ktMViXM1^kviJcf_O!*DIj97i0BoJ
zgrG~fs0Dwh)FP`Jfsr+8iEG_D4?SZLk7i=tPrf#y+LA%t5XI`_S!>Rp5@tF#-x|KK
zqri31@KnFL5&c$;G`2Wtu05ZZ@6T_(owycS!r&5J-2q+=Hg?DrdRrcVPkz9LlAt#d
zHyrm|S__T>!km##Rzh!lVWy90`DlPxBH{HX<qJYF(1+F4@IRRuR*@zeM9cOmxHN8%
zy1qc`>F;jmmDT;Yq_zYujG%2RhbyUthbrNEsY0~02?BL3^dxtgpEVw1s(xJ47fkjZ
zk1c^mBiMy5zU`Rv@~6^xcE;)haz|<9Uh_6iaUPoY<;}|ot@8rrjhsYWJe3NKD)CD9
zzFsp|^@|r3qRXwgJs%<mGr$e{8tM)j?$bY^%fkHlOul7@qxubv63T8Pk7)j#py;r&
zquD1hYi=mJ&67QphsW$wl;sR>fJLfoqb&1>=&ym`@@5<HoP+UEB6ERQuZbpy(r1S4
z%w`?x(7pRo9|lkPG~*~U7hUG3-(&RZEOguJJ&|rthB)p>UivS(LNYYh4`AXH#82u_
z+5}0%iL$|X;l1I9IK;}I;hhBz^_(847EqfqOPjQVG{Oe*_Y;BS@EZUMG&Iz(bcM6q
zpgA=^zlx;O1zmnOpvw<#d@QI>l=l?f<4dG9JdnkG^fg`(>?*~2Gu7O)#=c>`pxwxs
zA{rxYX!mLA{5O)#JhMUE9M483F_(tCg#fbRaY#fv2<9T~SV(%Uyt%Oc+68!ZA;N(l
zk8mw&Ovu~Hnxs=`=y9Q?`h2Ix5YKz4eb_gzT_~^dS8}H@_eW@!cM+;i>a*8vWSWU_
z$s>3P0e6C#_6nNP8#%hgMi}N-O}&BdhpfSrc+>)}8on8M)`CkO4zdt-pKiMkBz?DY
zsUp*Sc%#D29(mHDfE(k;elGN+Zttahgd6)Ya<$sdmjFXG#51Q+awP;uJXmr<*g)9+
zPH0Aqwy_slc8t9F8VI#c`HC8rHhA%aTq|$m;;{Yje5>-S@<*PP3;+R*Ma-_kcDmS}
zo447JkX%#uLT&@2nA;rzUyr<4Q44q&=gu}RLQ5B3^Eca4zk$In@Zj!=+Dsu7WfhX#
z?gM@SQ9rRlF96<#pQfP1s44&8m0|u`H!)U&;w?0*%fIS6Wnqc(9IuTgKBVx3Chr*I
zzS-?QXP^^qi#8xHh=eW4ck4ti^ziND{*-P{`DS0Ez&k;cr$dnq6Q@3k6VwuL<I1X#
zVdQk1R!VAk%b>ZL=#7ifZ63kSx>XpwwSt^<h+9YZMwsdY{r^wUEQBw#^bx@=rO=W_
z+w)W0D6L6fU>80|S9=wDp6z0HSTNQms~b5jI<@QQ#y<sMee%_bU!(+I<Ae5G#mo}J
zjohanR}cx1(_ZQlaDKr`(-H}@N2#T)+^r;wSY!V-3<RG?^%&0B&!g3xiUixKqozCM
z;(54uu2tI?KXp6fTC7!y^+ZFxh%)c|Lj`!Gk&r+#*(%&<G;wseo_K)gnV9wIODF38
z;*~v4ZrywK?z(F)P0ohzFZ^YSh!owj@w=0dV0fwxi0??^x$mS4zAhex=)UuaM=Q||
z`M(t#j7E*P##-TQFy`Evgm2!I*nUSfgpv(psl(c0stvz070+qFbC^m}S`cz+)pV%d
z1Wgf*AI?Cnh8tY-c@UZ0ar|4D35wZN@h@;>RF7?6x>TJsx2>(Wf#QMFOT)lglvqF?
z;NbC)>lbP^6RrIPS}L8PpK=jmJxavBC=oK-atYh=YqKgc<~)ONx_ceVh=q1-9c@+(
z*Be!!*@C~Pe|8D!k&rR(Tf<rZwHY0XKu5d<cOA)xZ$AFlP6+6-=UZ5DYQ9c2xk3~;
z6kUaC<wGdug$&mgwyv!Y^M}J+HPW<-*tHu&01u}X3yR%1eV4SB6LdhqrN};^37d@@
z(X;<sjRDg3Qiy)^JHJ$NC_UtIr{O}*NO{4@y@&~Md9BhzGMH|m6{k4a0K%CM9Y6zy
z&?*3L&U);Nt`l_zC^PH{)fOko$SI?xiBav2y6EK_)QNt#>9++S1}JMCD(j)kx-rpM
z*7y*0)cW7?!M3%{Jg9=$Z-~E2guicYaYG^doZV+!E7L<XQ&&zJFRM(s9j-x|Y4pSU
zbvlUi=;zd})|)0QjmVMD%{@QKi%oYac62BNn3V~OG<A<tN|LJ|@|z1xpI|clnWTBi
z>I(&eQuwk$k8h})hGh&RO_1B)eExjr`&P%<R%`TwAdAPs0K{bU^XJOeyE;y!bzeW)
Hs(=1JqtVEX

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/images/image-24-$$ _- Exam.jpg b/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/images/image-24-$$ _- Exam.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..2404c3d9327b5f2d3724c2ae88d8d274db4839dd
GIT binary patch
literal 858
zcmex=<NpH&0WUXCHwH#V1_nkTWcYuZ!I^=Bjg6g+m4ls~os*M;i${c)hnt&6Qb?Fz
zL{>^(PF6}rMnOeST|r4lSw=>~TvNxu(8R<<Uft5x!pKI?*u)5A2qPyaCl5D|1TU|I
zk)n*E5y{~H0R}-11_cHgW=16jCP7AKLB{__803NOWMu>c1}I=;VrF4wW9Q)H;sz?%
zD!{<R$jr>d!pzFb!U9xX3zTPI5o8roG<0MW4oqZMDikqloVbuf*=gfJ(V&YTRE(2~
znmD<{#3dx9RMpfqG__1j&CD$<t(;w4-P}Dqy@EqR!@?sXqmoln)6z3Cvx-Yf%gQS%
ztD0L{+uA!iyCzMZGIiSY88c@sTD)ZGvgIpQuG+MD%hqk%ckJAC=<t!F$Bv&kdFs;T
zD_5^wzj5={!$*&wJbm{3#miS8KYjl4_1pI!KYxMz#mK-6@fMJTcnr;7f<S*Uv9K_+
zu!H=?$W#u*%z`YeiiT`Lj)Clng~CckjT|CQ6Blkg$f;}`^g%SK=pvVxipfLOk07ss
zeMX$en#l4Q++zrT-D2QjW&}navmk>#!}niW(%Upstu+-}avWv*w0k}rZ(Unz&z%|m
zy=vN?@8V(`Piyn$y)8QGsLtfWf2hHFmiFxb3@ysO{~6~0t^d!!zJ30mvdIUY1unkl
zta|jwBVM;>689dZO+BR3qM>tSa^tHE=Bn@iZ1n11Pp(&vl;ix*Fj3m+Kf`*7`Y(*p
z#qQ4?RU(gl)t>Lu_0;4(|Bv;amvu{i=L==Jac4}^I5W$7+O5URDlvTZTnw*Q&-xJl
zr}?Y>Z|>Ot3@<Kw|DFF>|Chv<{69h`|1+F4Ek8WV<d@oP9dYx_a+~W$cRY0petJdT
Q*vRN@#&CY+0{;Iu0di|Q761SM

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/images/image-25-Linear Function Graph.jpg b/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/images/image-25-Linear Function Graph.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..65ccea32ed94dea6c0149aa25a1d356208bef1cf
GIT binary patch
literal 16290
zcmeHuXH-*L*Y2i^3OOn^5Tbxm6genGMF>~`3j{>u2x^XE0TfVa5=b`6Q4|D3P(*|T
z5JC|n(ou+tQlv^%T2y+CKtf2{xhtUOyzl#c_l|q-828_W5e7;2T6@j4=A6%*&zxKM
zS@;$D?V!a03rI{1g2cctB<zCrLW`uOWu&DR$;ima$}U>GR6%a(k|j&mE?<FCP*y~%
zC@Zd8w_bg##(LE)YU|c%8fk6$T~A+MAFZ*|WXHDMTes_P6HOu}D=WKn$<j4)a%;A2
zShr!@|M8FT4YX{L*ebEx5@M>5_%bnxWn#kj5E`sgN^JfI`uQU!E+Hu;Ewe~=@e*)B
z!Ecbbn1qD5q=b}|q$IeS0KSJLmq{((pl2?<!tS(;>J^1;*Q1jcsqM*qyYk4VAL`rB
zT)iQ?c-87PYZW(c($Lh>);BOT+Oc!j-hKNmEUgY4v_I-_%<+%oPA+H9oxkAf=I-s|
z>*s$h03Y(#&0C?j?}XitiGA=e?os^Xl+>qb>6DDjte1KD1%*Y$C8h5w-hZg9s;>Fi
z+|t_C-tqZM=eO^D{R4wT!y}_p(=$xgEPIZ_70D$ANi2v3{w@giA95`Na*0byN=V9x
z<PsD22QP_bl2RM=q?eo9$(+8jLUr5qMGAYOlXKt7s%<~=W96BvpBArD*Z;P0N+jC6
zWdD1D-T1$f>~F#Tk*gD0Dj^0APhuH_f!JKll;FkSwRSU<x^r~bQg&Lei4wxm$Mm4>
z_#>@i>pXWCd@F^0n$`tGRQRCZ5k@`<p=?~5gusO$!y+%zxH9B?nLdX4L7Fr;++dib
zL}6Q7Vz^^o+)<b*otZF6N`nkeTv}&@oqTN87kIgc_E$^CBr0t^Z(`0?;&^5Mw^AYG
z!&S`8E=E4kzR~)6vEMK~2EOIf1UNZMvEaQ<`l#W%quX;*Us)&(LYZ$>gO#7|Kt8+>
zU5WvhuJkzJNmQb;vE(eSCI9**%vdi*AnB0CYh)oef)!5$gje`r-VrjQs~&b6?d5NJ
z0=Mfn3891PLg<(f+G{2~HB4vMWaxBzl5Pp1Kj6Q(i}P%q1tUUeEECxitn$wUl@%2*
z{h#r?TfuUDpJ<F2YfB}pT&ob0Wo2q*va#U5UC{L>gwm}_0%y^uP7k_0hI=f3kepnE
zP!$u$su4nuTd8b#8GjgB*zM1vE3n{-`w8eCK6ZvI9jfATxku&)2_H64srrr9uKVNh
z6Zn}I87WxVXhj>#65S;38q<r{-{NxR#bqEurdF=tt(lzs?#geasBfms?RTki9lZ1>
zn0BKk*a@8_a9y~WfmA}&i>@E^(T+K6+VPAnw7yC@QldLemdTE2tnfufm<rn?YUcmZ
zADG|8Tf7<;ax3_^;?8T}eoc{vx^gXGV&VwbmUM*}D|Sjo#kWxoc>&8J-&@lvS>Ij(
zvD3|w(jlZYN+9NL&+eEaOIP>RdMYI&D{K}-K7iyPw-U{k{krMO6~#QC6Gq%3WW{K~
zF2N922$|bq`0#!qbb`*wflMt`oG<raO5M7uQo%9Y!L$`MCz>t2b6sZbDE@}=r-LLP
z0d^)OSb4vKtr&Po+P}M>#W?Zxu6N}3gjp+0i4clXynnLGLa)`A+sqe2<4uywI?V^D
zHC?>Q>uxfS=o+W_mc40F@I#t^ngsla?oUSY#he1Ic8__*AWrD-m~Qt6IqN%#HuPTo
z7{*LaIfGjvgvbVmyJktRnuArHtqf5yMeK<6`5}QpNu>Ag=jbm8y|E$0SzcL&_@?}j
zt3ioE=ruv^!YKEWY6H>_VVV*RuXjLC1`C{t{k$@u@Q=&E!hqI*9aNcyhc^YQHS4V3
zrE}+t5ZXE=gq9)0*@xVuhd9PU=o)u%s1;ohewqyfO8_cgKrcZUxM59kH6RU5!-a3z
zc}HjcbXWg4e7ltbKce|3Be4f)weYK^CJECT88&9B&$g@6ycC`n&-6x)XjfWS@z_{4
z+>Y+ogbeQmgirfn-V-wJH_L_g1MQ7C=+6mf<IyAg5@yk_%$D-h(cPkt4Rk~sGc*^K
zgPjpVdDhlEY|kj12pzj<W!keEDEt=sTvS$Tl$$iYq#ItwN-h$V>b^p9<}HEd^@D|O
z2wwZ^lrH(*^WY^mPNAJhLqh0$f{K7vF>h73oy-S~YCglu*cp=^>)+!v`1!c+24}ry
zlqQ+z_LLI(ZEz+Z$TEccs7bi5GC}#Nk_@<al;W>>LMEFe_cWvQ%55s<qRQmlq#gSi
zg1#dWhzp@NgxkcMrupYU+sE(0-eCU?<Px8vPZx181CPPZGqYg~&p;|k2)*bM&{-Gx
z8IZG;5vGRDt7@`szvqdKp|PWqGaZRT;2_D#MU&W99b84|bbg2%2W<3F#$iLhuv*yw
zrN!aJES71T3F}+I%@;1)SAI-3xk$npyqq@WC_QvR@Qyloe)+gRKQc>UXW57c=ka5M
z(i$&g>o{*+4GmtlWBpU5j(!%R=AiE(gf1jZ3L&tIUykL=3&z-i?XBgKE{=U?k2skR
z6xDnN>!$qN4ALecq=PW_+Hk<tIZLZoHOn<l`y*4#l}erFv!Bbcoby8HJ>l51=YmEy
zUSxcxLa1mz8*Zb`I6><9A+=s2<u?AgIr<zUjt3iWUk=Z@itkt-x#i_nd8<)^E9Jv0
znH{5ef-70((|!fW4!mmqkXqYl*L0z5>%6N?MuxdjLpJ0^eOCskB1aP3SLdljMpiIv
zq6AI?P4t-3FeV2wH;&rXwcwG3(3Pz7SMq-V>v!KNggTtz4*Pk-qx%Rn#j^VT6aiGT
zj8fOF3I3)e+GT>44BhKpuwsLe2JnECrZ(%7RkJ!mNN(P!WRa2V9Cpl@K<;Rp5b9q7
z3!zi<rl$1&apnIluB>#LvAxxndQ83g{R3Ny32Nj(K!)YH=!of8LAfC{U#}9RPFDxj
z-im*DvP(Ut2~XJkxQvMPGfvdk^yW2x_B@_A@F0Ewe*K;p(sU$SE|rSiYhxm(D)_{t
z?q<q)tbJ3I0QALK&?0Ed5%0tQ=n+DHwJEPgOa_I}a~e;({W@=Kt|R-<SIY;EeJ*FO
z3>3+MKtPt_r4k{8f*$`22yB3Dv{eo*ge8mbbpH#EClY4_Fgb&SU{b)0Ui|i8v|5x-
zu_viVe_}oo*hd=e8nGcu?|Tz+mt|tEJe-CtB~mz_%;ZzTG$HU3yPt7xt#Z{&+H^;A
z{EpZxj%RpvL%&XUV3=nYl{0}7a4~!b$aF_X?I~khHJo1YI3{PmVo$(D-Y_0+R1-oU
zY*&rddC~Va!L@1(qzzh8S?*heo(6IZ%h~H+%%AGaYA8D8Tf|5f#WDlYNFQ8q<YkWs
zraY9wpB7DiF!%Y}DtB{5hNp?Pfpbm>yNM};k}QQ#*wZDxWi$fHi*pv9%Yq)Ho~)^Y
zhuzbuibCiN9e~ePk(FeQUU8S^wpKR3ko5Td{%!ehiG8~xO2(1|W2Unv*a^k_=gr}M
zc`-`t0GIv~e|lD4Rl0lD`~Fo3>TXuUjXTR@1{Sa?!XKjyY&c7CPY>+!$9LB&v)6<W
zSnse9a?jE3@r3DnJCFdhIgs(73r_FaIGncJqTKn)=hpq6uRjQwCMf<(Q~HFRYEOU%
z*c|l2qDi&5gEx8&dNA`_vcaayR|uJat)PkI%kXF)^ASSjp@P#w=%Hm3Twu29@Wnx0
z<tS!~RmbV?DVu!<bs5RSVB2QFD(<WrJ1t;h*kDCdN5wD?%VS$3{F01GLx=xu*7TJ5
z-OUtD*&!H(6b(Qa1J@cM7mvKYSVXzPAI;P0=t==Ijna|hXa_L!Q{U1qq*Nspyv4CI
z#9<wRR&M1hyg#NPzHkf)+$)5LQ9@{?b%bXj(6i9Lr;fEKce(Nzb_yFbcn@x|pRCjI
zh+ZB_7TuaI$ch~B%w0Wy@U-db`9*ty?YMO1`P&cMJv#Wap@;yDXeTK4Ttb&G{2#n=
z8TC=OAG-Zk#MRgS88><YBEVjvIA;k$s5AND*k<rf2rcNHB;v$9b~Y~hi`&D`)-$`^
zmzi8!M{>W9430L?uU$*5d6#jU#paYAlhpB<om#8mxIubbq721pkcx}zi5#+CybfU&
zZaQ;5KJA{?y|2rqjqMLUcZ_5<<(;DipmCGvDe|)~xL(T+UMT-!qlwsnqfFRJN7ufB
z-=BTPypBTVFnxQTby+ghMg$dzzF0x3YC=FUkbB;&BmAi<1#zi4jnRf*&PdcVmSNt}
zCLE@VoIBV}Y|-X`!>1mLdlRKit*kj45meZhO9{9*Vrx}&%9+Sj2?ghXXea*b);q0@
z`lG{piq2hprw>=Ozlxs+59a@yR$7et&VB~g!YvZrpbhRMFWDy2&(6dFYMS{^tz0l!
z`@$Z$(G_NZ#OZs6xK*sCy8IC5)8Xsq*UqR%+`=yY%b)vLQ{4SmBBu2&QnufR+sqI`
zr!(ME(^O7NhWHLT`{K0GK?!84+ybEEE)44;lRTdf<cmo%cw=7Cw05*WEbBZR%a3SI
zB?)|s1il!q#L;>-wmDdlI*p1hJtD*D>i2AA@j^zdOnF2Fs2z?swV202I-(Bb*bG;_
zCUIr|XXuFGAGl-+a;7L?smx`^+K>wzB`R|z&PoW~(+L#>Rsnks%clh(v?g1LL&y}-
zVi*`LW)j@=)_=*mgwU)axd?s?ix%FmU2pEirT}H9a27)WaIbE44~m&g@5iXwM{z%J
zLAXh}+$2U5+)7X7Q~EtAoYvS@9z_&jnl&PctE=gwAVoOHm=;uyViNU)P#;&93&PcU
zcSj!WHsS+$fxXPkrPZ>PG7;a6hL~4#q#-jo6t9v40*``~wNqe<u~n3X&||-Mvo3d(
z))2grj#SvY!1sb8j@Y~KKr)GDM@$=;3)~A>(_I$7izQ@j*io<3#x%St<sEm~Frz<-
zmgYTCGO+C<Z@{}2HXr^8V2I^{`tv{ZsJ%L{d3*KHmOz3`!L}aSrxXsh8~rgYV*;$X
zQ<p6>4WLX)t~Q90BUOTnWl`jFSV*i&HuwYGEXHUhI}f0>Mt-6m8DJjm(;&xL;DvlF
zAmfH`(Xaj&cn9|sRrkml!#p_vQ}kiCw&Zw4TAdJ5^F?l?_zNMM@P02A05uBkwGhG$
zYiod$9;S^Y2q6Qq4DctfyrN6(ftI{z1*uzk>?m~B`X2GfP7`AO5lRono<B^M5k-6R
z5#P~mckfPP5_KPvdKB(YcK&YG@2kQrh8em7kR5c8rK=PJE>1_rE^4XsiuFOa->%?X
zoYBRCP?j|;#;@eWkr6bt4BEfjZOAz&RphRl6w_T>+&Gp8Z(T-wi|S~AZ~!amWo?(~
zB%T`)(2+7|iQ*-+=7^P=^~7{!YZm%XP8@{|bD6=Wvz)jha5ZZfa&5U9luBh9*gHmG
za=j3{pGj8E3qs9|E^d;C#%E@S0vdu7hnVyu=vizTq`1!wq*&8Yb8O&}%~yK3ST{~b
z(wZEs*JEaNLhEQ#3^bVgrO9Y#C`g31u@J@!HW{i+I>S#DWm}2?9@CMxZlLRM@p$w%
zZs4c&uul28VK`I>QO)G1TX-qtq6j1GbQCL;vzUYu3;=wBxh$z-LJPkZc_D;QU^>~u
zZiBiXccDl2Rwkf6YHr|v;KU^(XiC{~na{*?^COrLLkCl;m8s}~(FA5;{A(s=D=ME~
z3z8=ktvy)PwPoTH*iVpO8f2c*?_yip@kckIW{1ncB*3sMCd*lyL%Y~<83-EAfsAXh
zlVO*xq|-}xk%nwQsv7_^NJyFC?>yo(3sb>hks*sDm!MRU1=YFTF1JH+-EGlzUh#O;
zH!iQ$al_PVa8Rq~z##zmB=xMcn4DgsX|Gl8$cv7o&_CN3Ea`Lk4YT<pUsbFXA#9dQ
zIzXzAr985bU2>vrY?_zbJ(9dPq4(jt9m`K1*uFH6n-tO%cx2miOXU%w$53>W-&2n-
zrz~*?XBy4?+L##=ZN&Q3=r@=L2WIe5A5)8ZW?f6rm;GkRGEygsl!vuTP8l~xeDSoz
zVcq4&scKY80VMScWn}zNYSYR79_u2LV#TN;Z~@W)T|ej4q?gX(SmGN$g$R-^Z3DR$
zh?dR~#>_%{Y1`Nc8Y#o)mrDjX5Dk}GBmrGbrUbYNK3U(xJfv@9V!)ntP=NNnrm-7A
zmXW_*F*kjPV<|GO2#^+k#E5dM2YV;scmT8hp95QM(BOb-MQL$p4`EpRxEfZc+^#us
zfWqEyXoffk)wb|x0=yrZR|_K6d23O1u(etPT-`3sa6fsg-AN(6VGu#V&P)otmSH#S
zKViYRZ#uc7AOF~^QwbrYgJd19O#1~Z`TlYPRIYvx2Jj1tQWXIaNCfb2bQquXuK;r-
z@YYNY?GqUL2mDG<$<B28R!CyHmBM+5ejaezq9_G8Z!`D!azF`5F1g$#^J`A?%UxXp
zMNc}2#T8%totbT;vJT`-e%<$%)VC)G*pF7p-h3;BE}HP<Ia!X}_jz(opOQB(cm9}R
z$gg`Vrm?eXDpGGQDFlD<+WCj8AFk=?J7X7bu6-G=(uO@+P!x5jb(59qaqHA%Uo$0F
z`|BjEJ7lfur)Utx)u#jVWW%K<qs`rhLqf<Rfyy%t>5YF1SFfr-%KCs`+3&RA?li?E
zF87`hLaEkG;3&F!?`&17^#U@Yfm4dG`47%;86lZA)ak|d=esKf-s-`C8;zmZ1evmv
z89E415Ed}F4Q6sia)Y{HBfvLh!}q@xqM2^ADf(1q<KKuTiF5Vh%mNP!LSaSs6NW8d
z`|SmET+Z?I1(zzGdcvp+BpVh9BBS+hBaB)Wd(fsPjO;{Lfn4}MfKF`nKZl&4T;Ty+
zxLYY{k}Ghp{|S1(Ex9$L1WqJ`SB|jk?P(VSeXe+D!Fqm~Z)*6X^*x<Vp*!uh4yUY$
zsCqoKX`At#^H-;hZ(vW4n`AF!V}FBLl|kKfV#^({^rfiNjR)O7`bG5|;KC7ytY|)t
zNq9-3TQBUZVLpQB>r>R&M|@|2j4^YKO}0IbV`fWdu>9#5uvLnYve+-*1+ApZcs#-V
zgC#&}l}~Un<^i-mc7W!qf%BRof4oX7jiDCJwT5I9;53;m0h|U|oZEpZou6QpeLiv2
zCW+p6B<WT(ahPi>{V>XS(Iz2e8H=zBF{S0Kpl(B!Xb)*@xH8)nxNIW<$O`~vf}-Op
z%balHyR&FY>+gSi4HVfTAsJ!JwUjr}XC{mgW5i&~FR(oBsRUS|RO=1_$(&(VRzWD#
z1qa$jV-p;EbEv&A2!&QG@VoVZ)oPMBTkNF+jAjIB{Ez8GDdM6(ACT5ps9p`Ygy$)0
z@0*Wh6rj;xF`#y~X0=RoYhW|SP4I!AxluBsVp;VFE3K1G$K3k~pSswCl5T@W)nzhX
zIm@yGF3uz+-3ZPZG-|-hSM&y}Cg}r)5|F2V1i~-cwp%1%tIJHZ*S5VL^LiqLo|%NQ
z71PgoP=-uQq~?)RmC1a%EPa-<y2#z(*k@DkmZl?89uqT3JvSjaMNe!ro*M`_`byGg
z;1yMYn6DFQUkp4R6lpZzxv0Gk2EG{4H$Wq!0*q0Uk0JfrExc6~{WyS|MLgA<XKp3P
z{;`p9?eu#T@c9r180Klgr(<o--uxjdnW+G+X{p0S<5lPf)gyKna#kl#m>-*2J!FD9
zJ+UvW*Ewh?d0bPh*9pD?Yv1Sv4yzi30A8o<C%hP>>Z7YhyC|GSZpCN(VklOGz2Qx>
zTsw8Q7yNLJt;6dNoW{MM1MO4`D`rU5wi2)Nk?+XS)(AsVG(M@9Iguln;VgFF?19-i
z8i;a&?xbRi_D}0_izX%uHdiJPzq6FfMmHVf`QU(b#{{8St<Q6c7)hxwSY#RC>_70c
zp0ba%yQY{Km25b=^}t~GSZnUxbMgJ2%k}P(TGIY3JeN3h{>&uy)MXQy0&hoZ&198#
z`b~Kl?<|}Dnz7~S?ugbtGE=4X%Y(}#O<rGtu}lCb%KY%7bsBZVIS>xY`cc`I16EnD
zEI(qjPoNo!?jiX>mBFjs85qrBV}OT_1Ih%=x4lG{CfhgtK~(^_-9br(=%8Fm{gT45
z>{c$zIt+$IcBAw5&!9!7wOf0j+^(ag^G5aqfJRt%GkNDh6W8?vM3?qpg{-gq)ahgg
zzo=LrCOITzMo~dIb<jjp0%x($aORw&z>C7$>?Ez<OH*Y}9OrH$<<-xSSmpE{rzY*L
zjv*7?VwPLbqUkLDrC$eW1Hznej{VtV(_NzTw3%1poTZh2>%=@5R?|l5MWwA-IVFg9
zM-zVWowo9x)eV4sJUyB(wk4YKkPcK-gs#9IUTzNX5UG1&0j(U~U?#gf>&BkzHNz&u
zDeKL4o(aG-{DXl@WACL7XhgS+9Rlg%71}}cWK;&?GYUl-nmX|#S~`QP>OfqJ!s314
z(T))_U@vrYfvdReXHGj^4Sr@y>UNKRG=Wj`nauzIauRsdlUO9UZ9AcbNtVu54(azy
zYP}vg%TX#yGa-KE9zm7UZ$bu-Cb7|_JUp<NTv0fw1j0!sGLpHqV97=2+Z!HK2cXvM
zF&p1z_Vw)b`eW_7>v_toxJRZ<m(t?Sqk1IP^6Q~PPxU~NOEj{N2}pnUDsO&7M^}@B
zhZ<s5h-NX+$PMkzg(``e+?JpZ9HnIDY>I`cb5KMR_wS?$#QCmJH(X3lGxx0W0kJ-i
zDCx$t)>T3X4}%KbJ+jP0(=&W9B+yPxIkexa`R_zcRNkuMMR4uyB3q`7>_^6q*xOH%
zG7%p!2|Zv7YH&7;b;u}CV&w&|P}0A9`A$_G{4U0}bk)_Wt?woViXD_2j^&<x=yq$Q
zzqfzrvv-rD0iK^U?!U{`c8Hz!;(&fk&Cp@;M@Pwwz8~pYJ9v~#O0#Yc-#UOdidS+q
z(g@&Sfe}2>_(+_~gzpNZwt3z`=EyRWm>&H$m;9h~5`Y<7iL3skSf+yBPPEpT4YHl7
zVC2AU5(6jg)9TkRc&r;Mc+1anilieZ07Ngt+K{b{^MHw~`T)_s{mHJP4z4Yp3jT;M
zzf82>6O$iANz)p3#g&@Iishv0@pc0Z$eBe(+poKn5iJ-aM}2@hOF&9Nl_c9qhC%H+
zm7{xI#Q_%)5gqlAuI6JJJ0aRJI}L6TSJBt?yu~wrOmz>TOlsdav1dL>ZE17&oiC}S
zz;j4AQX-<(gYE_ua+D|q##fL&V(hQnYTy4Pw-QtM@nIV^UeR<><$%n(Ft5)O@K7h3
zH>-WXT>JO;S9cNI{78(V5kx^u($BBl2>{mK79=1{Dv|n#KHS7aPuB&u=4MWJ40$He
zznR$sxag6g&<dbqNevwhBK!mF7$PR9%yeq#a1*_y@MjcaG69zO0ox#8ihJ9(YjqO+
zMkc^5mVfCSM}t`bfq3TL@lJ*p(=`yT)w9=544I$bN`c{(_zDl-gzQS2*C%~neav;w
zy|rr4=3xJ&Q=`WCHXZDq{KzF^La0}t=JH_i_WPmQJC`(}@A>2u+LxI6jZF*_veKUe
z#1KM5UUTf279OP&l*G17*hHMM&fm$~4Zp#ZYBzuBoP?RKBC1MnSX+4m7G!1(qR@}R
zwk&XV0F<3)d2dK(u&SY7xhTZj3qrhFy@`Df{mPx;pYM)50Cq3|>;T{dNvGUzn1Fc)
zDpJNcj)*r4yVcv!0qkcOjC_W9V<P3;3769;a{zh#u`@;7ijiTH4Cud1{|d#`$FRqb
zrePn^jD1X#dRwh1r#W3<zZOFm{yw>!H!llr-nr3T?XR$hylQ9W^U3ddO9l^iJ^6MN
zIw07bR8h0Je#_0LX9AdO{|lo~y>wB>nFB6&t4H5|Gn0sZvvRX@MHEYqg?^{`C$X8N
z$BP&l)vA*>of<XS3}`jeMihT43gIY(d&y(kEL(-pqRijn*YH92kRpZ(r8!t>_L@Jb
zyQ&FZlx{7#1KVTCuKE#{Fpo$hKOu=pmg4Qk%v54{{YP|O8(U7gfDCm1fe=9-_lTyk
zWgUDFy71*&FYJvr=d0c-3RPp<v5;ZPR|ZCJ*hFj1I%*xBXDd!fLUa1if@$p?>qEz<
zh@+Td%wPDUbC_OCnx!WS;8s+(N>VJe<l0qwNfed6U%Gc4b<$-_@CgeIl)H3vHQ$hT
z95f-6X^P$IU5D<j0{Kwbs$S((wjOYolzW$nE?isk1X^!o!b}lwl9p$#ck$YtnLsi!
z+BS3HVj27?nE{HDAC7*C6(o5j(%N~j??toBUYfDL=yZNTSlA(B90=k>obV$GA+iG@
zBm*+}4C!wbNz4~Q1RC~-sG!!+A&L)0v~`rZU0EWv3+Ng!ClI(pET@-QfZheZK&D{d
zC~yW1fU#<6BV<7L8#+Lq;R@J&JsX}fmCxG?*xwJP`+*~$XzAi>bz#{H`VzV1+L>C*
zrLI>k9LyN|P3M8m<jUB7$TUooEDm1M2d(UG&Ldq3tr*rjuvt5!Mk2bE*UY&iVDX2=
za`OP^qLP#nTn~aqynJ8p?S8Bd(RXCbEP8h(r-Kag`9+lTz|i+1FW6`Rd+~*&dra2K
zrPCUT9y3&K1zm6}^YOmU`61$Ym(Ux4YDpN*a!{V%ADp!g89J4ee`8-Seb+3*Ok%qy
z_8yC+ax2Sy90p7a5K3j*AKhc%@zlCzhKj?vI2Z)1m^W+SQe$YmO~G;-qJY^}gIcy}
zA1@^*+i-}3!r2XLr$?*8XFdl3AE7eE7D8to3ZjiL4P^wvO-L%C4tI}fQdO{gJD^!q
zLW{}OAod$;VuRT4&OlK^843^i4I<z8AIv@LOW}K>xVMU&$$yV<5nrj-cS_+zxLpN#
z7rb#x?-_n*@}x=D^W=<;Pu9O&6&<-uY^@8TfE!(QT)SjL&-F#Yg1!%@8;wsGCF<?n
z+Ej8X82|5pmS@#+;`KNs5dY*We({-@s8T#2O}c5l=tR|*eGGXDtt<e!ko@vRrN)HT
zG^v<gXaDF4p{3RSc-(~6463+C@L^~C6?UjyZ?JNVpvC%#pP;3+rAU_@I%Iw9B<-57
z$uLyYOSEsY-=rZsO)A&6u6@m~ATtif$H~s1%8i>O<3-4*;mWZ#z6zQHh(2Mp`9T#k
zWXbtaw(mud7k8C``F+^9dHYt!L1lug*cZ@gqg;YHA3lHq;21MM&R6-BE-=5)Ze>A+
z*qbLsAAwsvD7zDokw|QEoX(7Vd3o!q6V$q0T%Ij-;4Q~`vCXIHq}Wv_(2s~do40<N
zkx$A86p9EvH-Ku~gs2!-Uq;+ZFMcLi+vHsT5XUN~jpw+oU4iG1(f^@OejXvk(`yo4
zXMZ*tBmo`C44au1yfIGuEf<FbZ+<8>1LRnFgi>8_l-b0-Hg|_#y0C9rqbr5eA#i51
zouG#nUOMG_!QK`bu~CCsFRhZCgT`9g69+Ze9biLl-<Llc30g&N$N%x$8Wrqb#=qDQ
zZNBZPO<}kpyU;O8lF+oXA0J{p4Qhj=5*qmX-BtV#A=E}~zK-OUhj3e$z14U~8}asG
zVv$YPC6ip>wE8ALEU1Z#wfrYB;;{2;j0j;5CJ0WCle)cT-H+X{rU<rrCfxyr_a@0P
zwoLOq!Yp5V<qhkQUmrIwQtzdYc>9f$_|}jOJ;0O(s@XWi4CGoYh6ZxOJ(5D{t|wen
z^?anIboLDS{a$gbXV#*=q#oHU|8{Rio2N?ewWD9GQV5?&M%t+Q1`EAl!>>VAyPKqY
zqlM6VXB2mV*mRq(Z9bb&mBr*fgPYUQ!&9@^$*5WP=C_+b;Cm>6nu14xQolEnOAP%P
z;sn3dcq9_uB&JL7Sp5c8ht@ne9H=3LR+z1F|0`}!^OAVKI4`5csU>gHO5vB4hfdYJ
z4#|~&19p&Z(4bnsCGU_yMf~xSH)}?^!a$)YrpI}KU6|>b*`nW4_l*+cz3z#8c*}Jw
zx=$<7nSm~kNgk(t+iStYGM@6|_?sJ9Ca675`$qtse|VaX1lDkL=Z<XgiefeUn#A!n
z#hejSdqE{~CaDLr%yv!Jge-5ww9gM`H-UAfqsN|(8tcy4O6G^N;T8YgaB*xO#{6(X
z3S6$WyQmi?XqbP2-^J^D{3T$Lg8Xnl$V(K$+55NG!W@Q1Kkb`UZuuwP2xg-Q-G31s
zb{wzQ2-ha$r4YI)r_@j6+LVWbz)9yHo<jxTLu0`FsK`ZK01CO-Vq;wZ#Tv@aV**VR
z$1#Dnp3(q~pn(I~{Nklv4+P9a!fL*zxP21{n9&FCR?cB)G1Iso$u5LccC!x?EKIKc
zKg!<iHc?A&$>w@%3K)OVdT_JuoEz3-NSqO|2I$_en)umi5Y#7A9NgB&08A<=RS|vJ
z^7;;DXws_&GxxZu?!kXnz#qRjP$Gny2gin!LIjT^zQ#=C!fDn>4o?GgsO6ch0?gzw
z`a$1g_hokj)jyO#Nr9*I8LC(gFJT&(Oz_5q0=eB=rSwBswYy1cbg3^u?^dhben<hl
zwjJ4XcPS_&Y@PSw>d&%L)#WYi8HW}uS-P@*fLe{mhe;ScqHh>Bj>4-&?=IkUP;$ig
z%_t3>3K4PMi3tsb92B>r8wO1z=R1kOFC5)oo#b2802l;#Rx#aeg_~#yw7C97P$(ti
z>C&#Qev?;W4$+3FL_EG(c12*&SXUXew7$f2Z%3;rr^|!S(D|Vtr<()~DP2|xF+-=y
z%PX_or!_=fCJlgK(tu~JA;rB$|JR7-SY964jP4C7nR8g9-i&kq?ThxS-zLo$g$1~L
zIDO)yM$(~BHSeX6jbD_xh$|1A=gLXPFUdC_x;#@G7Y%qz5QMz9Im^M)ksD9vamaGT
z*0Y>YI%{_2P*U)CV&8y?+)|sC>BlE)Uk6nrGpy=fVe2rvAU`bI+TcJ{j|p~$;)!FR
z8lsN_T(YP42CsQ9NHeu(D{;cSR{(qqySNR!Kh0L66;rlvHT^Ma+$8Z5E_KVYp_k$x
z`wbvJ_#;`hMF9KCptZ)0AMuONzW)Zse>hO$PkQ8|JQB0*8yH@Nhhj8%>5rdIptXM8
z&@T#r2^2p+Xw4JqM||_-$)Q1I8N9{0kNgTMpg6#Y)FO@XPeGJP)WDJXb*2`b<LTpm
z=Y@cDX2*($94v0cTx0We60JFQ+d%p0j*iY7wGTL<IGj5qy93nH4s@E@H{YlYnL#z&
zJlAP@x}`nXfO+04uYMZMDo^EQJ4q$r`JuEc$GO|dMG0GIV+8n%Q`5FhEKUav|0_aN
zKMxx0Oi)*By6N4RN9i@HfSI7~?OnhcKyv&Y$7q}fSu;SyV}h!z)@)TzI1$g~Exywa
z$R-e66)`3O%W)SFT|fo@4Ff4T#&uW*b;wM1nfkiSb)=#F%eK8(|NHKw(0^h2<rWD2
z%=>pU`Xeo|Ia?cN9|te`7oci!!S+z=dNgH0$uj};HA29&|E-To`}GK@BFF!%B4cCu
z_07TSei8Q3_WkJXK2K$5it2hY#OnW>=BZ~dgKB1saG+h}IcaJmjgtVZ1F-AX5a!>i
z!_Kv>xp#W5pFjU@{b-eVmXnRn?wuF3dfz)&-ITcx+T*rijkh;yo!0?QziL6Tv%OPp
zs=xu`yN*9Ci9h#5H$Fcq_OdkI-gy$8X5`gi>eAFyJB@zCq?)qZlERLCLS=j()8K(y
z+s_K2eD@u3@un^yY$TIqF?R`aa%}6r2az5%NsO$fe1{X2;7<LvQy@nI^<*`;>LcJw
z>g>BH-?a^K%vg|!cnxaRy(aXv+JfsRkxdb_2}O5mEj!BIOkTt})Rb!QzQ=hr00Pc_
z)2S7Mm>}T505Hr?i;D$ZoihKzu%>4=D}92~SchM{HUReskcX{)ph;t5H7|s-uvTM0
zN?U{vib65yp05{`NoL`w%=DY0e1~i6_<$3I8!<yIbUZ!X{FW23n5M~zItYFF1cGKS
zE{Kp{=D4EEX%Xj#Ymq3UI{Fwq>yRT(+QqN${l#)CFK`o<s>F%%^TTdkm`?Ymy44I!
z2k3NIs3w4Bsd~3j(sq8m=(85VF5P%Qas!?s3Cr?eQjT8LnCu$#jGZ7&7(lWM-OgI7
zCnRQ8)QquGg3&*_Z>5wEdhA&lK5l5+-OoqPy$$zLTf=cS5$tln7S4qt!G-YL?-;&2
zr7X<**=L(#-flPTkB8GPAF!tBS_}tF%(aI;BGGXT!Fs7>Q!)=}QycR}K>1Zd2vugR
zE?+;Rgs2x1Wccq<G{Lr<Yd`at!vUD~fFl;_orVwlFMuF4%7AfucURDGAv`9J`Ti$d
zN@q5t8I^D7gufrU(1P5M0hJwx9TT2sXph}ew>Z~zyFAh=R#(1mGyc4-x~9??-yV58
z!Ygg!v2NbZ^IqyNzwe$s`SdPqY9s9`zOigd`jZe^?rch8{ssiOcWN#q5Ptu#u?Q>*
zR5fyL{s(-V1&cA#038%upqpk~H20i?f$|~8`yXd}t+#!!DsowWa<6yFZ$yuBT*uhS
z6~92`g@MxQD4xx5E$aTC@vXNwHLk6HMm|#7-cdXfX{LGn_{AfCIDgb3$Nf&;)1gE>
zvGhv*_h&khc{6ab^N@*Y%LFpvF|r)MQm6=((D3Yj=i@89`C}a&pB;7EHuNOooJnWB
zRjZC~^gr$_{r2k#5bB*He;#v2`#yLfVY1b`N-%R$FM9U}Q7q0(Ik2MED-o~4L^9>a
zaZX?)?sR+6vRNgMa+({G;J)Ko!To8emqls;-PR3yZ$NkI<F0l!Bg5MnH++{%-~a7v
zKzQT2d%M0)2OhI6ES|~#+`Bsd`?>8Ww`B8PiuXf*_`a?E^T}D4$EMlx<E90e4G}Im
z(kBa#y$7zU0W<5Qp4+}>`IekJOr8yRH*)vRpe{)9K#Pf00;++Qh&~$XhZc!*rs8;&
z;juSd0!0YrrdPS-DAc?xl+lRFAENOJS_4Gc@Ti8zZ1a|@StUyqhLVRA%7HwvXej1P
zJFzvZ{n(rFOYqYnwarMq$ur+)U%xne^pWz}jp?0#Tw<iQq~DUX+7$hVy4Q{qa=D=!
z;&yBdS=TrB^76&2wLVTKpZPDnaW>N6GTOgRFDbBv`^-3(;7+tyo7;YUO>UuD2@i|q
z``!Cv%z0bku{!VGAv90NSLF;$fOlQGx`|$1hK2D98(>;JXdRhXl6&rwjSSkYiptZk
zxl|CG`!KIaviR$X3nboPX|!rU#0=G(KK6&s#mlAd^L|`^^xb1L=#Ag_i3^ymN;7>s
z^?%7`R=DdE+92YEX$L4{d~sV|<)nt}&IukTwse5{V-8B*xzWW%-O=2x=!WdM+Qd}v
zb<20|9Li+WU$j)cgx-btAmCKMp-0yVLY-!;cyfim@8n@S3OiM*oTT*5UAh_|gbq|<
zraDLdx&v6nG8s5WPW2qocWlhE?Q~CQJEh;-+9gM9`it|5VNU=GU)+rYb^h#pUwgsR
z+|0sLuS?L`(ylXD@~YsPnXiq6EHq8JnmDJCBq6^oplXkMVZy~LD#e~r{J{JTd*e>5
z{2VMV?|rXIS^DbEO>sbzqsF|)Z!fPpzO(+pi=F)hiV3YJb$r(+HK4~k`&RD+hTv2C
z3v?Ctb(40nShM=`dMrA3pvN!2<Q7Wg^02u1!@+5;GVHq2F@b6E@EH_w9{k}0D*(69
z(jJvn@d}lLt$vdib0UAmew7CoHD|URIu$$QDun)Q9b~^(>JT|6AvCxio@+av7hcn5
zAba>jYHWH>^W<BoAHo8fF1vDHFKri_;as^pQ~k7-x8axQjlfxf5c!S{36LdvB2Sk|
z_n1Nn#4ZV;AAf?W-2Xkc$WpI#rvK&%&)xq5iksx?Of>Uj>P7l*gqOPDqoG<NCLaZ2
z@RnU&zbyXP(uXgdD~KsZuiaEE!&Viq^;I=pvg+$um0d1T?oiSp`fmZCyz#e7OPr<u
z27J{j(77Nz?<x~bh>cJ8D*Tn5^=I~j>e;XNWXLt&sq^+UEP=5pZrk|aAsbs%6fPMW
zIb40{Lb@S}=-nAcTd`SOLZW7v02+jTwS;%@QbD8Eu6WIlkyfH!w{aolM%x9cf$)fS
zP=;H{MU7cUVEky?eOP1-hSH#?D3o9O?~fHZCSnL4Ge!%%RJ^JEj1krex+-|fe2ON}
z7VpR23#xBvzo*ea-|ojSllOW}5=AFeQO+xbxa=4JCkE$Y2C?y_Tpoz&Df|Oo$ocv5
zCBRWvvH$ukQKp-$Xm?QY;K3u%8b2OZm^p)~>k$!AI{>qU6Sez@o@se(&kmn4+DjkV
zcZXNVNl0dxEkC;ISG^_E56-72ntPJ;h0u2RnTg;g^mlUs@1LQ2Db>XD{9*Bf?t~T=
zrXhkfVKijDkAto20p0;}Stv7u5boz=M5EGJ=5RS!{V{={J<W$hobgo_fYFy=|EXW2
zBTR9x=SN>&sByV(PKt&*91x!$q}N{YrSd|^DQsXz_@Eanyf=7D3+Q)SxNC%|`Haz!
znfyX;9IB0&-}Lu@wL5WO`<f&lNX7B5bpbcM5pe*aXTnUzmKK3D9n5u+-Wja%v%_Nk
z2;8#fLyL~jwly;vqTP#tb_-gV$)?{0T4_5l+W~JyQssk_3tlV39V2l^F-)mUEU43y
zuVV<_;JDw?1vfJf293=a5t+~k=%8t8$=bPs4Kx8n-Fbp^@J!Xh{r<Iqjgl4A2*Oj`
zX}eu8Wj~l@KHlCv->#j}kL>|*t%)cY@@fc{T&TrIZx!oL!s2oiAZ}#9w}R_K#SeF+
zm_NL4u{g`5X5@(DBmTa&t*VNJB)5#`PxG8n`EI7R^}ya5vHD9l!KH#gTN#Q(baZoA
z|7&zsW7bKW!Q?Y)fJ$4;fj@RrbLFojRs_Zfgiz^~H_r=$*KVCig;Yd|Z5%QR$Pt{t
z{p^hT!B<^t)z)1oP8U2!0kXO;Js7<f)*(8K2pC8KM0-TnW}-i^W;0S>h1B9mMQm&F
zN$_L~v0@Iit*wXyM6LrkX*gVPYc}&ydCN2v%Ya!~&)Am(+UXd6KIR=<+_w4T+kC!&
zR_ZG5p!*^yyM;#=xSQbugR;BkXxui%p0_W8z_)Hv-AY|UOk{=G@?1jAG!@4PM7w8Z
z$B9atj-pOE-C1mbrGNGZsa8AfcnkCB2ceU1H(08an3#xVbw1C?@yKw>-;zDM^Q3x%
zKScH!m3F?%ddnm)DK&@3oly@&&o6xk)NY_dfo=)nFeYG}o;a!>UMwAP#t2kuUc>KT
zP~_=(TY?aUP><=2;EfwW3!GyzqDv`QzIwWA;8dt+xyxRK)Zs|E$cl-5ahE|FHj8=Z
zDjq~*J0c+F8aujbfQ_97G&cWKMQ7q{F@`3DA|K!Cos?_g3n5Vly)08f>}=f3YSDD%
zNv&46(?GiUp%!3ciNvZoY{BxAZ(o4R=SIk~(_k$)9*DYgtoQJ+AIq>)fdVbk#SoBu
z%#Ea{bt_>TyG4)xk;THnvrZ2{C3`B6T5xb+R?s$z38#-ZJf1{>+z$w7Bzojct><kK
zgAE?A{FgP`yXY28QtkPt0Bd-m^D82RkX>%M^B00g8ePS0adln~@Tl)x-cd*JK<P(O
zw;he!x}+Eo`aJLqAWONvdrdfq=^lpjHwEhq0DYse0o*$!tR;jDEG+&o?*y6-9E!D}
zaj_wa1Y!YwF-_e;qmN}WQv^cB84m6NV1NUGn09~9%QWa-izCt4))4k@g}qTn`|N=L
zl{-fJFu|k{e(G#;-m8#tLm`CW=i$DAy6U+@lkoh6p95__ur)rG!DZuwtc|Ziy!j$?
zAV|siOZRiY9)f2=p+|9@L@;AHkZA)U{HF$Q_m^&&nMFpPIu{%2Hg<vMhn9;YzKuY5
znJM^1d7GAQ8PS2k2R4)=)eRm@1o))`9;BSqvGV-dOT$oqJcb_bL7aoK!I7^9dy)8$
z2#1OR>&!!c(`OXC1*_rvG)c6U4{;o+?6S~;eFF$+*#lh)b7dW!H~(3%1^Y5+1tKBG
zX+KB~pbLCnAxXVJ<?I3L_fth|5BSSGq+`4$AN&72M^|yHqCfk^M7Wr4zWeHc-OH=k
zy`Y?9eVkhvaWTiu@o~_=_s9vuL+U#mt6D?$D~S23?lZm-!Q1n&N?kr)pQ}lhJRKc%
z8Fq34|Ctv+CO4s=e(rVA16OLg>Ra^wB2*z9HEv7edQcpKmTIcBirvy^57QKX+IjK`
zds*ENx#6yt&m1+V>(L4KP&-F#Pq;R%VI<M(oD(vfHeE>kNQ#qKe;>0B54zLIOZ<K}
zcuw;0>|Y(W(PDGUda(~S(o4|xq-OA3i`tM()3UvC)o=XQq=Z3Ek(wXZ%2w6!ZkgTy
z54`jTedUU4o-VlzTANlyTS%MK2wYQw*L;e(djHBz3;VeTfYS_IdN&ZPQR=B(!DWKA
zf-NM|fXxt(*FSIesOsalNJ2(RusZn8OyAB7Lhm#sFJ5z&np>}6E8gli^(ZGL;>E%B
z_ED#S;6Hx<gZl)DU3Q<+G{gjJv9Hz-`<;wm42olxYY%L4xobR$W>=$|lPvx~AJim^
z-Rl3-`0kNU`=Rw~wh(OKgDw`<9}iTnT#Nl~IS1HBlUx1k{T1@<%oe3esPrTG;3HW0
G<$nPGl5<u7

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/images/image-26-(b) If $X .jpg b/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/images/image-26-(b) If $X .jpg
new file mode 100644
index 0000000000000000000000000000000000000000..e20b7ccb8f7d5d98d4a90c5e9f9abed84c878c12
GIT binary patch
literal 838
zcmex=<NpH&0WUXCHwH#V1_nkTWcYuZ!I^=Bjg6g+m4ls~os*M;i${c)hnt&6Qb?Fz
zL{>^(PF6}rMnOeST|r4lSw=>~TvNxu(8R<<Uft5x!pKI?*u)5A2qPyaCl5D|1TU|I
zk)n*E5y{~H0R}-11}O${W=16jCP7AKLB{__803NOWMu>c1}I=;VrF4wW9Q)H;sz?%
zD!{<R$jr>d!pzFb!U9xX3zTPI5o8roG<0MW4oqZMDikqloVbuf*=gfJ(V&YTRE(2~
znmD<{#3dx9RMpfqG__1j&CD$<t(;w4-P}Dqy@EqR!@?sXqmoln)6z3Cvx-Yf%gQS%
ztD0L{+uA!iyCzMZGIiSY88c@sTD)ZGvgIpQuG+MD%hqk%ckJAC=<t!F$Bv&kdFs;T
zD_5^wzj5={!$*&wJbm{3#miS8KYjl4_1pI!KYxMz#mK-6@fMJTcnr;7f<S*Uv9K_+
zu!H=?$W#u*%z`YeiiT`Lj)Clng~CckjT|CQ6Blkg$f;}`^g%SK=pvVxipfLOk07ss
zeMX$en#l4Q++zrT-D2QjW&}navmk>#!*^Tn@XI9`Vzt2mTQ;`N&N^9abY#gdrX$6X
z^&jR{*#B$W%m1H&O|brBD1YY^^9~y=2`0Py>g@k^c*crP6#w(d|M!ysHi?h-TR0DV
z3~TfM+oJTJ;n9jU>$?iw_VayJQg$eJJt6<)YQ_RyexdpkM<2%j`p+==KZA>BtZt?H
zTjt8r<v;9wcWv4^>()d4V<!`f`gXdrvlMARum9omC-^^uv)<<a42_@uGkgqT{Mvui
v|EGG?^xqfjUtC?Z&!=9bqU|T|-g~=O-f_5JWtsP+)Z$5saNm{y_Ww5lqGmS6

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/images/image-27-Scatter Plot with Trend Line.jpg b/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/images/image-27-Scatter Plot with Trend Line.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..74b2be0e534e21fa01747559dcb29c437696e673
GIT binary patch
literal 21473
zcmdVC1z20#);1anl;TB#ON&E*0>!03Tf8_VxD+SFU0NuV0>QnwI|O$rMT>hVuEn8v
zp-{N#mY#j&-_LjUx!?Kk4bM!%%F4_fbBsCW81H!3y7_do1h^|NEhh~?K>+|zkbi)i
zS-=y(o!hrDZlmA9z`(%7yn}^9jEjSfjYCdIgilOOK}$nTK}B_sfs^?j9XmZ06^j5X
zI~O-EFE1^#keDEkDCa|7o*$i{U}9q8VB?VC;*#;)r@GJcZ$EC@00ehX_HLb`qR;_u
z5ul(Fpxkr<Xp!SYNBQLe`0asm3l$ChHpU%HENtWnHFp8GP*72Cp`oIqqoE<seu?}X
zfJT5$c%NJHHj%0^2Au;j&+DknJM@n$J^<B54;UUkcl5)=A|WLsr(k4aW?^OH<>MC+
z6cT>&R7zS#R!&}BLlX?q($+CCH8Z!cw6b<`c5!uc_we+86Yw@LC>RzU6B`$w@Gdba
zD?2AQFTbF$sIscMrnauWp|QQAv#Y!3V{hNs_{1b)>eKYh^2+Mk=k<-vt?k33<CD{~
zujd!ve#nIaK>bxL<nynB{exTtNV#sIp`oH-{E!RfmK(C65}={q=e|uSsfuCjKt#v$
z`VR5qsLYBFnDh_T4uH=cN3lp4c$XOue~9*rWdAe4{Qi<;KLz`nTr&V1R1~E0PzeCy
zfUn<JvV5`rjYg1cO>zQEhL*@U74T)C+LM=JzMl}k%&Tv~zm_5QnG;9&ig^AT{rx+?
z{paTvRc?b-<muwqd7Vb(){{cwKVoaBfr<;vgfKF5b5Nwr&i&P|KaRrf_(_f;YtcQv
z_+7II1l0)C@egH(=QUZHo$idrSw3(TiC&MX64QZU+*8$)LMK+0_$v)3`TLU_KqEA8
zG%rlljKu=5D@t?<U$HyIzutml$d|ue?XDE@Z?Y&u_==%Xon%F6u=xsO=>S-=VE@&Y
zS+I>r@)Ve1mK_qDb1<M@`FOhbq|;&0SjhRqOdk&bp1%_DmhYwYp=o909SK1A1w5uL
ziMl&A=S?ft7>?0OYXpX{AdYaCw7i<9;~96{+J#~%VAv*0H+k#!A=#WV&~a9?swryq
zt^0iJlJ9iMBI&Gwp1bWjwV0n0WR0o0V|hQUYz7)5Hh#G7eSwh{*Cm6YOeCF0r!EH%
z5aJyZi%~5PRI7+bxXe?9RKwP*X#-~-`MZwK%(8Kx!0Roj#-`9k6?N>LmziSbNmi2U
zU9(^ylz@L*Yv4!ki~4hQ$e*j|lCP=U?g9>+LpsaK$m1nYyM+LnVisKj@!vwGwb*Uw
zsP0anObuRV-T>zLx;A}|1pBX-uWRaZ4Xh#HP`gzroBVwQQ{WANKJ@)Q?T!R>%fCIC
zzh-iOG}Akpx?fntRV4t<fS0V68EE$i{2o4&HF+$b<@XX@PKp$e1!MV3tw^Utwbz*Q
z1h>btN$dJvZ9`L~WoiGd4ssp9dNWp0(oh~TKn!D9ediIbKx4|(7B6gVAH{1DAN$-w
zb@Wuo!h^w>bwjM!M6-Glcend?WDhecMlL}0V86zm4_Zp{S%RyliMh<@pyU#oDo;zM
za0W7d(7Sk8`W?H2St%NNv1U;pg;l#>qmEo%QSF9b@lP}GVif8p^7R&V?}U4SQ;Ahj
zr2hZeP?>H3DmQ@rq?Hr#3o5f4fc*_XXYcoe%g$Z_5#5f3*Bj>}7+zBMgvfI<Zoydo
z_ghxIxh#34neUQDwYm=1BOgS~4FDKHea9FYTT5hO*?p(XY0NC%Mpz(K{-dY=vzVvl
zNo#tdSY{X^E!*cP(&(P<S1zK8g3@<YKO1@wgeY!v5UUz!8~;#}UOr6J$!xihPEP)z
z_;XJP#K30t2Jkl8y>SK8W?v1J#?90PzS~G<HKjnjM`$r<=e&C|XiIG(tK090X*OT&
zT1JJqQdrUQb~Xy!yEQwAYT3<gP_-<MhmW^8GW`(4S-+&C#UMs<Jh$;uVYV<qXkK6I
zg#jg|PHy%vsWV(5B>L%$-k7p6RdgXlOtLt(y%)>zaY4}oxE4oG)Y-d%^!Z`FH6`n>
zpB9KW!~^t3vm)>I-Px43vbsyGDh2p=8_%!KpH#L6W=P&Q)F2|>-BkEbd#4eAjJWzg
zcL0BM2LI#tK;k;C_J<4w@4s*X`*vsqYAb!%$a13^&H32H<%1_efwRIa#?a@C{YnDD
z4NT#{f$$=+L8ou|A$#mk*d>Nmt1bA3pI`(vOI*LGWSf3Jug28|K8smu5mAmAX6ZJ+
z>`a06r#YPiqZUu~I4RGM)?X%U4-j~jxyRsIezC#4CMQO8CoUyx<>(f#5zc>g&{umJ
z1qVvdw5MxQfIO@Rw%66`7=gXC9M^}y#|5e*I9NI?r4d|zWzRHS+@}3Lt_KckbMMxR
zLb?$+;<vq7p;G(Giax=})fr<)g2rEpF02S6m*d~o_Mce?P+4`N^rYWOtlviR3j`E-
z_$AO*R5F{drK;Z1>8JwON<qA>8EP#ewco`wHZnDOC1+gvmOmo3w0gZ3)PGIsE}}Z3
zpZ3+gBjr}-8l(XH=^L-*lzld*<yT@#>s^+tNS+wqj$=4oz)vsV@a3+1hr+=sdTX+=
z;GT|-QW>;lCL}~=A+W`UT}*3SQ_m2z4J!WhUWyn@kHwNr=ZnP_a8_ZF-#sY$4t1=7
z@;#Zswvav{W1?KQ*7K@VtsbW;{MV(1TE(1Sp1Qi}1hiz4#7mKVh0AaBs4j>|=7AC=
zdj?X>i*?T*Uuro#DrGOP`)c9@+j+q&!tsbtYvr-bA&{Iebz9knV5--z<AKL<|G^Ew
z&wfhByzr$R<4_ZGoUPDpfe&3a?yAnLnyZy|eA&y*!%3y?t1=CfS0WBjizpB$F>9B@
zBJLHiXw&VXoVO{tk+fFINtq#T!ZHn^X1@5#7vayOEey)`5mCFfV*08o#u_M_=)y3N
z@9Lk2l7Ai&lM8%9Ztu=hq{tB9<LZOUz;9Dl|8!^s!|pHdL%?L8vaKZ3VCwm?r$hD`
zUyI%_3Ro7GH{?n^v2nqj1F_>#Q)UABn37zLkY;x8A7!}<Kt_@*88~Hkhs9dM92gt-
zqad(DJ1qBn!-m6T-4|B(k1LpT_i-Stauo6b)K6HqaaHR^PWrWH+}X3j!9wiWF$QpK
zY8iZK=MCk=ev41RQng9u$e7AN)mX-wB?DjJ{PmJhvw~}t^pQQFZA+il?@D-qYHYAd
zc3&4`eNUf*Z(h~0=T=jZIWRv^%SzmZFrxt;sH%r3UDXFEf@!V7atxRGIyzQ^uOKfu
z0<zydvdJ8oN*|c9#cXmFV-s@GhFe`$?4R5K0>y|l4ms0vQ8$KwfhKy@3rv%z@zZ%a
z!5rzY+0rKS^W6DNqy)a+-u-%v?u<Z?)LIfQpoPguWL11F6g!c=p2B#0PAb~e(z-YF
zxZ^`~|Gl)c{pZSzWNQ!zG<QZjLn}k7$DVBun8VsFLggN6V|@dl94}Xu0%m?hvnai%
zB8;Op`j_JWKl<F?bAjQL+1`7HIk57FVW~2!2Csj!8DJL9`EQZTyqp<YsHxiMzrVTs
za5unJA42a3#oLW3_?D)i_xB1eYj$Hz_-0>s4`V=PKIq4=9D}G9{hTjL1v=spUu_53
z${34tvS1sfnv(_FVxPt;e@GtL{&!IYYqWet_QSik{4D1%M)mXz395TtqVfwVD<y3f
z;-)Cyb(N=--;s9GMRaIpo2l{F$Hsh0f_2m!f|K1mZA|JzKT_HXfS2xt!eFuaiZj-2
zsqHYfn!(eWERrPCXFl!-n@<H@z0-7qQhc5Kn>yOJQ0AtHO0T3V$GbmH4a~W|RiB$w
z&{fp!gfU*aUyAr(mgK6=&O^l5JYGa^z%NMC*4Oh_b)lxl&$EssyC*~utP%Q$%-9SF
ztc9A<tylPCC%eM4Wyure`_K%{JDD0rSP>RNS1(3a4nDo)8g1IY0rZ>rO<Yqy@yP7A
z9b;`WYfGo{-_fGMIJa=gv>tZgKrEG|rF*ux!cMvBXWm)!WGhQ?3=0tG<k9I(n%N_h
zjnI$(xc{tsTdjP&V$Lm{i}FZLwj?hyz&LDouUvGC`pmD4hDZ+)ePFi|CS+rwd0%Nc
zU8i`N_V(=g^F?cP9@DFiu@>28(g_{t*E;%z^&{aTmaOK=zt_nBEatnd_>URN%x_0J
zH{r#r<c@9Lf$x#IdeVQIs}D`qBrDQ<8g`=d#p6-}N!QZ`(-6HsWJ>9MzHG|iA_y;`
zX48ar19SUHo0t@HGZ9u4lX+Dr@zWE&4j%@sAZb@T2X8Z%!}w)uNOAAS*mqcjLq`g_
z$8zPHGo|%Lb-6-p^pU<tFBhHIg4zld<ZSfntuLW8h^Ty<IO)KU#(lPnr1c(Dfh3A!
z+8$zD=3SD!h-WqR_4&H{>qxgQPY(mmaFXIwOD7P4U;_vF(aFeg&d%9a!Y8a&x6j%{
zWBd)}v`G=7%*2*h+@UYO<T7P0wa|S#5=mU4%+}A&D0b6nP0g4NU?*2GV!Ny8x;{O~
zt}ko@lBdrMEM#^3V6gG-+-G^H*m$LTf-zOJOu$v_z3^$_DM$g^XJMG;Gp(B&Q~gc^
z@gkHmYjo9e?f@r9B7fGMb5$jp_0)~y-rBA$sH?}kreaL7cv|b!>T~QSXvL!c^Ms;$
z_p$s9z<j(kpYVNOr40kB>a@F)_T+&})0;$mmD}Q_uJJmGxqfIc?$_H7A-<>?aG+H0
z!ixrT-YuCJY;2Df!z<Lz)_doK3hwk2Pt70$WB>~)*xoBjtC_U)Om<KIw>As!;L}mR
zWQy{{ENuXM>odl80{&W3#L?Rxn#{sg8-+}Z@2XX$JXZd3kNJP&|KImf)Ld<bYu>o&
zchsp7h^A>|NIWt{{&Q~~!FW+zBXN@Z9{?k4Ip4x+n*D?rRXSJEVAY-u2KcMrnLFzq
z30akTe}J~Q?m1%UoH))AbGzs<^HGAfpMLIxd$pGv-MQz#r4V{r;)5&YLJ~nZ@5czR
zVCI9%s>p2$!6_owl3{KYvU<;98=nu~Mgh;Op`miaWJRtEk4E=vG|R(RdAQriO5^eG
zPEOD|IMJ76MUe^LHVDk+a3XeU<(jnRO(n4^O?Xfq)#b6#flmdc*sl?*IWdwhjCB1D
zoqAyGw=zAp#QIoh(7~?A-KRq>%JQzBKp#Njp+Ov#D@iz^bJ61?uSZ>D?T9koLQv|g
zY*2$aYWRA&ix26RrzrbZ!jqHr=8o=G)~T^iiVSohun}-1CFTNbo4ib|(B+BJ;uibS
zkkXCnc|(EG_LN^y%O?S7)tHtZKds)g{YwrXnm{Ni>{OXpL@Ec(Qm$M1cFhZKoM^q=
z`IG2G8O;UxYfb!)_jmf2o0#P~>>e~FeSzXA5ylA*aVPNT%X*~5de|SX8AdE<)K=6~
zsT4$&wE~Jw$X0XR7rXGOwmpI0o53HOWW{!>4@hAcLA>rE<;QWim&BkW#c|-=fN;hu
z_G4-T5A7DEc9>~&&J)fyEcz%$iI0xB9thX^o>3`c-+%PH|LOlA(oTxfg#<wK%$!2E
z64bitG!{J0#Ex>`@>Y6aO%H;O=_w{%Xl3|hYKeO#)N7+^JX1G#MZDQi-p*eGbH7{!
zYyhhe?^Jy82y=F11mj8e&W1WnmRXW|tdN6jPg{rfDxBvAQ14T!G8V$z$)QNP??Ht>
zlvP{b7}(8oakuLFOWmpjO@fr!mK&)$-1ffZkQXBNFQ*<rocMD2*)&G;Q@XsYB%2qv
z0K`T(SmEpRym-Emvh=Wc7*SO{4XMw;hHm{KB&kfW?s?}&d?jl{$U*H{N2mRQ=rJ+4
zm#M|`Sfjc^ZHkBuWk;_ybCo$RRM_nOjMJ68C!|b0=n#u4K|z61rN0R51{;6>r0_U%
ze0M^T35dZk#aG}yGavFKk7w?gAn1#B`MD1Sv7x<R##9$d^)BLxzI5_(s<`sS8-nV<
z;?)=f)KvKhMSPi0O9$^ey^nTlFKz&BLMZv?{+(*Y`X03o{^^mY@a$&?xv3er_F2o{
zP08V}HCWn^3G=En>-_crbY0V$Q`W0u7v{7DCRM$YUk!VTabL?pU3W%zM(VR}dqw_N
z4F`2KZmgU%U-L$xTwC2uk70<b;{xa5i$~<OoR^M59|}e9uY3|!H$8r=u`4JDm+AQy
z9#Yc#J&|uh_2Xi<Cv4jrf4NB?Rbdv&_OWug65R`Ef5N&%oKI3D)`Bx`YasO?hz4Jo
z;1f6Op1EfGl9M(vK_PNku1SP5#B6i}o1Dw!vKmYhAzBsz?;9UU4GwrHcg?=^ghEYn
z$u&TP-4DarzP5jzSRS3&4n5cCwGe_&8R%`1vX@`L3*;j_4{7n{&tb|0b8Ux;)Xn~O
z3DZ!-hq{pd&yPp-k`{~U40iWD1A01NV$DJ>aT0>aBD1#@T{c%_Cnwgp&>*n+E5@|1
zorRuLN<}4QDJ~y|bG@DtT!0T{Qg$WYN0te2XZq)oz0`r&SnE-x?#oFLL*lhmlLn{k
z7|KUC8s75k``?%GJQBzCmYC$j2PVtBJ|lN6AD%CJf|;P%IhLwrL&(TSYVPGi43i_L
zC$8Cu|Fb;!fBG3Pa76)o@bO3oR4AzY16>_U1|Cs|0mY<qNUcX%lBUVWE`<_zwVg{f
zn<vT*M`r0?;;5!<qyUbM_<;=L-n0FM%{zgQ$%oZ7s{aMB_D8f0u($cA+f0KYq5DjK
z$5@GzW0$WeqS{iU^pU*vu3~P(q^fo!f0a$CHpgJot^ASo>LO;$$4We4ORG7gQ;PiO
z?J}>b2&V$zHG*2ejLOt7OyC}lO^Nwx&^}C1-8VlH+Q&Ogblw4(NV@aIR6{I?FUOc%
zvOiJZS)}|NYqI9mu2<CzAFgAM(qr@bP=QRoJ_Gm0v+LE}S`xKA@uO)^jd&VtuSspb
zI^Db-eY5a5i+pMN+90~{$sX&NBN=6WZ0x%C5876DuUHGLc`#2Y+Yi462e=5kzBbN_
zn3E`)|5z#yk{t_G(mDS&S#8^2ISL>nL&myKf>^RDnq|s9Ebrh~5Aonhtiw}<G@{=C
zXNg?-tttT~MoK();L7a=0@a5iWXo!B9(%<H5q33{)VOQobr;ju1o|L!&F4VOtq0sr
zAiY(W#eltH_b@x-W<z!tfZL#Fe4N?$^!yGxq%}5_v7eiip1(c&o;C3-k8VRGA-rZ6
zIGa4t`B=3B9335wU`o=>Kn|*#mmpR+&N$L@lI0|s1&-5uD^N_)AgfSb;c46Nb5EZ{
zoJLO-(x9xWg?L3Y#%^b@kNs3myN-mWrb)^QtIE%svlsRwkRSL3nEcC```;taKM~z!
z-jLXkZpUJm>1)3E-%1A`w)mq4SB12zQqxx@s1J~MZVswt+y5EV1ss98UvawYY@dHG
znp7Y$ZX+)<&yypR=h`e0>xR}n=pIJb2S+@%pfNKUye6=!Yjg|jbh}ru;BM@1knk*=
zA;_4R<&3N-DXr8dS2q!^dq-^BLGyEHr+k)9?=FE}QP(!;q5Ks4X;A-6y%C-;BGpNW
z(EoFE728)N9z>7G`4wztV};YbR*>E1-nOJr+zhsgmXE?|D*CSI*q9#9UTSg4u0TKF
z3DkpiN7Z~c3$2u+a!oyQO#yROwqzHJQE1!9(0C3<KeCW3I<M_lM%UmSya7BLa?o2#
z_;v#bT0>R#p`*HL*QBSbIZ?*8Qi)GA<#{&OYG^;`qAE$n1|*Q6@r%h<Q(hdI+7Z+f
zIG`Wo{BjlkMEQWaAS!=?bRhBi5Cb+_elV1nuVh{u2#pFwbOCGlcE?r5Hg3}cA$Py1
z&H>u8U{Bh3ha4!LK6&ecF*h<s2VXbBDCAp7Cu-J(Z#}y2x6rHAsm^>yIoJB!-w*-$
zaBG|IkzFiid&+uCT=b-U?jtj+#7imHCYq9HhIEI?*0-q!`UlAn1fPOe-o$GZ+1WU{
z7U_EKdPqRYX756mv|it5g)sTC$@W1}%g&|SMj+a*N3?Z^2GQk&B`A!tqUO!xD<rSW
z7Ttr*>P*%!9h2qCln!3D%-01jg&(Y|BATp?v)^PZ6UpbUeRE}0NUX1Z?oQjreGYcA
zw>P^N>Oa%uktsKl6B5VA2>cM#rP--*Rzp2)%?hF`g{Rt>rPFaW2=Q6NK$vp9^Pxy1
zm-wGL-oJX@Z&3GxA4Qt(A4MAY*stg+=;`lAGVoUZ4rllmS#7;fP$PTNLgd-m(O&E-
z>MKyK_wEaq4_)r0ozMqF$}8`}8WQQ-mZ^M^aY*!tivw$6K@B|5g*wa45Z9a4D?_Kg
z(VQ`zo?X$C!_?h|(`1w*{<FiqFsHODaErrg@lY$Bdh$d;G3Y+oo*J~{O7ak*JML}5
zpGrlLthF|Sx8QIAsZVi(Khzx+6$frjJg5bs)?a0;*Y!IH>JY|OsH`hmikqortL8Vf
z>3N$>cGm%O?sgkn-HKLEd8N67XzYBD&p0u3TZW!*UAPpUUTP2$hPNQ3$G;rVWn-0g
zccQFsxKNIxil%~|I;(2H;gj&_8++$n#74dhyYqM&r+0CkVg1B}w-bJvP4$6+?X&?~
zD1}nf%I(FX2&RYQea{8qjUAGe6+tY))PaYU$2!)T(#Yalao?F*e3f|wwX|O?3CYU^
zWFZn&_8{(UY&xgebEm{dCf^W-os`gy<>_%H{j$2SW*@da)-nqDT>U4gpQg-7p!jMJ
z6-)-pbaGwi<@D1O4vH3agZF)^1#CWcYo*Jd_Q62z#=~)hc|MKYYKZe)LqxG~ZOwoQ
zji%8LGz969Sx`|8uY2AE*8n5#xv*gt$EQz!iwlyC76>H!psI)8MT@y3yxadMVVzsE
zd-6F->0;mvO?I}GwAd5($kn$(Wd^xe3g{GlrJrXjlI)TY!u?Pd4&tEaPcbfw(6zE)
zN4hriNjR3-PVr${m!adnSX=<qnRplkfc)kERzr#LDe(EK=&_${#c(YUSyJN5Y}eg_
z^{bKp&FnMqrlluQh1znnvg%VgGOhG{vk^%UR|y3v`&x0rk_UXlyCZk`j~WKu2<oFy
z3qOj1tj~4oUE{Q7R@9V@<p8E9C34M>97&%uA<hZq6q~Q5!6UucEP@O!WyF)s7{zn$
z6AL+G7Y3FuR$)8+<<+1Dw(-xEBZ<AG5jHZ~#5^hfN<~R8@NG<^WV_zE@!2+CFeJ;C
zXBApErcfv*Hq_e}h$MB6c-!Rf)JZR35)JeMP!Tn6DN2^MrG+`O8e77VQ(AJHSVKU)
zw5Dlb{;ug121XYptIPU01+RLOb*<-=A`at=$F{L{Hl1tn8=0z#VVyx_&b-^}WSSl&
zrTLMf<=N%?Qc44N&BD=*whh?FOUQaQvK7LKM8{l&_*%lOR0_3^#vuZ}cQR0r{D<C&
zW|@2|m||CZCUuyja_NrFWwpw5zxA6XS&;~x_qpd(g*@AC(#IY{(-_LuA0}h3(L5DU
zq~F#T&h{dq+mFRgD=*bGUnaSvoh!=`pB1u;Qad=^Z+zbr*F5x0aRg#wl|M5rO}GFI
z#h0&9RBf$tWAcdhTkDXCbK5qb*-CnqNKs<n9hh+s9CR-<JZ{yH*hS29=9)YIqA!G*
zQe?_wiL(Fl3+@O0Ov;=dA$&wj(zHqTn{fI>?Gw>NaGYGLg{zAO5-!R9TfA446mX^E
zl06Ip6k)EXJYU=Ot&?&{!srCyx~W11`#?A+eAB3r_@z)oeDIqF>tb%EwDu?@C|5zI
zDn$(V@3x0Sp|$g?_IpX}DF0N?n6mioP@2_D`n0zV!>cE)>g2b4#b`2`YjvB<0|If_
zG;I1P$vzGWC)tQ(h}J2d>&3rf6pnJHAK(au<adz47(<;^VK0G`ux>;b?{?FtcU>|@
zImpG)fF-)oy+|<L{x#j=i2UOVDvGTu+7<Le&H$Q>0u}CVTvPY_<<o?q{lU(PLPtlr
z(l5B1D(-Hw3fL~#6e&xP(x7<srIo_61(%0<b2GaSyM!N{orRxy`E8^m9d2C#3(skl
z>nClPte7Dpu6Xv)MK<hWSvw=Hp{B@Fpdi&4oaE84yFd|DMsDF}Lu_PxYaR13DKSaH
zbg9nRpmJO~A7_aoH-8f$tYvJ4H`v3}4DCvzKYU8VtYxEPe8=%N@hWh1*Cc5rXEPW5
zxm_={vTfsQ+dTs!KRCC62S)p>=^?f?yNd5+tVyoR3{!61<GQ44Gi`aZIx4Vv;i_zg
z9VY^liP?Ab2s9YZ4@V!m8&{Ssyt%Z!qO%q@Xk(%6FIj#}i-Gz&X`Q{5;faT>cd@yL
z$A#p2)&2>tT^GzO>1Ct<h%#IX>JC}{-WtN3DqP$fp4G6bs*yFJneO(D`UU`QU#=<T
zv~o2pX1Q3ncSvtelJo&{v!ljV%bjUZzQ2G@Pf0v<O5;}6>k%xecmY8O+9kzC7<zLJ
z9o#|{E)R<Gu=~2tPia{?s>Xm-#D%UP1+3WMpKU@K`fK9-lO~asyp_A3m87jZxn%6f
z!Wn0>GYVOXoMQA!H*e9rZ8ll4fHh0z?L^INmGU}7Vw!Euv}9HB;p1=3q`cnG!0Tvn
zGpjGsvR)V~5lVQ@OfngjxI7PDx5FzP9IJ?A8S+d6`PH81I*5n7O|n_TUI*?VT5Ltg
z=<1FLxM{dy>qN_EVKmi^?`jQ&bX~VM+gI%6H5qj%_tschtxSq)6NYNTA9L4R06F;X
zO1~yH!i(KLqAttK0K3-Y!3*<yZ9iSazD^p=N?}@NWZCyUroD6Zkm7dj*D|_#p(U)7
zNir2NbPnKXNVjH}a$0c{6Spc@5}6vaBA@=NbQ5%ac}SpAnr!PgxRm?TSG<RG=gT&I
zeMTOS)92ITPEc9Q*rX*(mNT_VN9&K&2bhIsKok9k)%K%F#mY%L`*aR==K7KAlfl<}
z4oP(W$RYp+lCRe!_k)B`({1@XmFaW5>j|=)<oM{}VM|#6{Vg-c-3Cf2tplHsJ#UER
z(QL6l?ZUj~mBmuA9q=hmQ*)OdCmvgm{}nxSSwSXz(be>FTBr<csQL|7^Sx|Ire$!=
zc>?Jar2>cp;$9u2obuZ0S=jf$Em15>cD`GWwbLERQc}mRP0>57V(&qmh1pHzQc&sc
zf`leRoh@u>QFI#DVU_!5A|j>oh(QGf9vs&>(A!B-Ig0|lcO`p_mlA^7SY}Qa8i($}
z8<372LP6%T_%(=j{${+VGl)vnkJyNWoR2%z{QIH{wO&0t&)1fVSF{I8kH$NahKe$*
z)iUeEfbN1nfTf}IJn3Q_i_h1GgH|o`)tm)m-8l!hm)MM+;P~A+E7H(#@k*II#+rn%
zxki{}0Wxp^=p4l0K+KR8uci<&8abP)b%4X`w8_t}P!7#od{(4un+ZL1XQSV^l|kbf
z60ro)XmxU}vbCq>P2V!&C^=O_@&md@a|2UZ+xK=a30P{!8$2*sFi-N4(-nX$di=+w
z$3K=K|I&M4ddaq2uGNuV1ua|j!#x9^WpNm@;Z#z)Mi{XL8pI3--SZ?Dj6EN|*1)hk
ztdbR_^ciEqJifl~_Z{$eke?u{uXvSJQgjz-a2~&~UYgI^Cj>(FnU2X`1l3~HTI#&s
zOr)u<S@F#8@+zh!$}NjclNEWG?hUD&Rz6E6W4-~T1yLRY=R^97jp@lJbrhbP@Nooh
zW+ff5TWf~{;Dmu{57EgPu+~q-$+zO!jkPD{Xn@L2T7>iNfd)<#vt&!Q0-1YSebwL)
zuqUtMOqJfL*r%_aFT2G%?MS!5q|b3hL1?eKQ!}C0Y={$QEsku)aIzTxh`vS}fj01n
z@qV7i;`_uw7qI8cme9w7bQ-85&l|T_7<JxQ2^P%O-T*wZ3g5K9pND(6dA;nR&pW66
z+P-q;(Vr%tz~CdiQ(AqgtAS0$9qNYl5Zs8B%~W9qY<vCr){_x1aRFlvL2pnu0*>s2
z?u=V8h7oU}y68hJ*QS+qt&lRxAvkqK+uMw?+w|_m;ys8UJ#f!}M&aFwCCTQi6a3_)
z=Ck-CLAL<%z{gVZ099Wu(0KRy10s3i2DQ(0T%T=1kiP1j)}O`_if$Te1NP{WxZhhk
z;=+!k_(&#4NG$&sQbi!uelIo;=Q`?ZH5F+~3Gd62^Bu7N3aa*f`z#~T=0lxp-ox(F
z{9&vh9Xiu)lpTZI2X9V<%C6^`(uwr;=hq2_taTUhwuD0hn<~S>>XEvL)`&|8`mo|9
zHC@TobOb}q#PESZu~V@nx87W*>TChum<B&0QoEh5E>wnWGb^v`cJr!mbSyAt)4Cez
zzrjy_w^X)m67Fr12s;*ZZP|@lXw<>i4lfQ=4d_~=2-RVP&OQqqrqwu+$z~rHGpEGb
zQ~_v19gBy7Qhr5@fEzRE;hdR=z@bDN)1zwU==>W%nFRI8Z#<*W%w~O_w6{F?JGzaE
zr<40>rVVwLT7}ESN#k~VC0E+)2}JDB@}tEt(%S4$z0@qY_1rnWe8Z&F&IfY(bJ;KY
zlybNM1q&bOB_nbjJ<CFK^m_7Uk}KT@%&YcJ#GG_f%^O<c?<i~O#JzBluMM#Ui?L~&
zgucx6V0qB9&*vgeH7h|OCT=#^c3BaA8nXsXW2S8-{8We}BWEie<fWQE4YQ*h5Rafj
z%+O`DhhlY15BX5?x(_^}*2Ts3dcWNxkmoKuHhOn1%83q1kqC!og_A9lh24s<j)u)}
zg}Tb5>JosfT4ay~akfxtdF-c4E;9}Wz%ol3riAW0BYZuPj&7)JYmjDj9Paoz4GTmI
z&h1B9Lh`CGH}FJo$GgHDDR$u(nB0u*04GQRm8u?30&hwPQZv87PX7WO_zgY45eIg;
zaR%GhdNq#)QhKg8r!T`(SCW11_RYMjKXN^6K3r%SC@}UD%wr(vb}T|EQ^tMQNaiu}
zSvk4vIU{y;PuV>AkK*Dn_V0G^zxB!`s=8t+D)9U(A$%8Sl~29>6<_t?Q(Ghb&{Sz_
zL(+3?Q3ay|>ZZOWBJFF;0|pwPoGg}sQVyi>&Qfd6T>6(gUmKdk5wI8G^pATo%J?R)
z*{7{q8HDBh)Rx=hsX+<Y{-rQmUK1~CAvqbRah4(kX|RuF!ks(d(;^y%spkjR@l(;o
zJSXi4?p&ea>D+=Zxq~p!&=vV1=VE7L=6I(XCZ?eImM?S^qz5L1ljK(wm9+DyK_sPA
zlfjjKE^ifrCWoI->f8W2!Tj9&JUM}t#g5P<Xq15tg?helL_F5+6cWmA9@iZiOl$Be
zeo`of+CPM^QzH)J<FGZa8>fq3v_nr-!Zq6V!Ec6?3^1gtz3EBWqere2E#V=<TMb)1
zoB<pT>YtCc#gz`za)n-snZz$odL(*M4AmX%XP3DLOzwNXPhix7WSkqehb+&FUL@<R
zTH$oGXpG`{n{fJUBwkm0F>{#rx}U3kwI8iZUc5%hUcLd~NoBQZALu(OfK3+(PwHLb
z#@`}D{g&&|AU13sQNlhRvSl<4=R%@sjF;YOowd7NiTG-AWl&JIUjk2Oe}W=DXNyh^
z<G}p%F3B-RCnnqXDRLkqq@wncF_ixXa6I^U5_X&mZF+$sCFvzT{o->v+Aeup8I3rQ
zvnQnWL$G&VB#WLie1OJKmn3KF!J9-y8K)T*xFPtkJ2m^_`RW($+0Y}9)3b?;$rp(2
zd4K8oJ3?@e<)U^h$FP`fk^IbF_sedZWiPcIN^UeqwjN(m!y5pmZR}SAU8bqo<5zsS
zD-W=&uIU5&Tiys3iV7`<iFfeZ*cju-ht39lg>Pwo_^uEob*a0rm^=9D?fg&r?SDCV
zMfv%A_wV5(!RyWjSwrQMt3qvwCv-ny^Zrg`%l0Uq{!}lw5hk~*ht=qDyIEny=S|HX
zL<i=@WK5=pM+H0Knd4wrw6g$v7dH^az#2v7-B$1tvIenaFPlF^m9IDIKU57-uYhe6
z9mzHYxUXKZG*7(P({Xd$PWe3O*%RpeI@{{5j%jpo_1bzP_X(FqL6=JE#!D$urc*wB
zv>??+isO06vTJGq^ae0vhIh0a!M7O;xlKu`i!+-G(yJr>3i>qNV`5$Ylq+Pc2%5xE
z+hl}Dke8=%KP^5|q>@)?4E0P}uQ4Q_o)Pln*b^xK2=}qw>Yp(f*vt+n);}5#8@K`B
zc#DsVa(mlFqQw&V>4s9wOkQc4<w?(*z3}OOkbD8*R}N~H<mWG%7Elx9tH^d|8*96W
zu8x*fl69RE*GZ8UAP7kpt$8^;PenqBQ)U1`Qfa@@D0o=Gp`Kgyp|Y9p-W}a(E0d}`
z2#d>0r^zgi=Xu%`jN9cV2SqbNf6E<lCS~Cs^UOx~aYJRq{T#(?4B&g7PI;`R_iHT#
zz=y0-g3DPM&2<-50+NR$VIB`>wNYYMYh3u&Xwc8yiZ*oyju*I(+)!zU6g|JYnDcU-
zupKSu4iXKh$DXFG{?1wdV`=Rtk$uUzX|wdoimv`e?CztQjnEScR$v_qeao*DTOKWh
z)(k&6cxj5|6_q81mT-Rbq7_Gz&??`QnyE!WY2kCW(f3s`kcD<Dv0?VZ#g5`sFI7_h
z-CI?me)GjO2d;kJA{jD9O7bbEgLaYls#4D20VtxQ2cLOAlZ9a)7+mC@tvtqjcTN_S
zW;Vcvt1oIB)YE$3TMWTBXf9GJ7Cyq|xaO&8R?Pw_?F~w2+h?tf4=kOT@AA0SPjst<
zhs)Zt<DfQ<KPE@YPKZe&gI~#`v|VCH&n25|!ok0h^#xGp+ZhPkB27I&H3p2zy4m&}
z*YrF@LAW-7uQD3@J}L&WTBzPwS`f_)F|Qqk)y&|kZd+$%=qWt8pp5N6rX#rp6%xPh
zYV*e7IL4shHUK#NZmdJSxc_b3$}>u+Dl#NH?*HG~q5e<(3ei%Z7t!Kbg_9qG;3|-y
z^T(_DQ&*-BIC7$vh-@S61aGxWbzS4t9qN}Q@CMw`yM_K_Y4O(dxjZWxr<oN7W1#%E
zXL!bM+KtSkTjZ<?Lo-<wK5lb#+|dwU_<|%mdat^fcW6%vN3u$ynNl3#!&>i6RwoCL
z^z~!f179O~80F`7FJBh88(X|rtBl`w>hk1soE~qNA)cw)e4P5Z&y^SvM*D@XZbH4F
zjJE;+K$0AE@_h<twnq2sBk%1DI+DH;NIQ}aln$`fcDJ)0axtMEYJPOP=A}{fm+>zm
z3dtXB?l!{#z<z5a<=q1MlCOF8^`w>qlCEH<KBaFl!JIUUAwqnpuavsnM2Sw@B=c%t
zhN)`3P^?<UqVmJ?`=E=@(>6B%w6%n1Q_WILJD)A@iTV>!Y&n-<X>V;~6FvO)@uB{$
ztgJm1zzK1UYBurysX6eNt%klA-&HKKGnihF4jsvHmjbsohj&lH8Epz$6z#}rcO%4F
zORA*ob;LW1an%j32egR>9@I#D(ccsTw$fum@EIwJ27~3q{E1bioI-ykv>T`wp2Ma(
zgx3<LL?q}f87z`ct$t0m(jf;aG!GCt<!R=@67zBJ6y}Pv!?POz`YCal4PMoUR{q*U
zQM7FQhYkRgnZ|Fc&7@1ZKA3H4tVvJmQ_A7pWwfV0b`OfZ#n35dRq}X)0@sbiDPFqg
zci}?yswPUuruFY`Q0kHw^&hBpgU?i5G5h26&L}U-Dz}dH;CNkw?t5ij3TKBN710cL
zn_p{8WxGGpO?}diXulA0zZe$ElUdT|6w@rb%HdR!m>p{@uWDb`*KvP$EEdJH9+xC+
znLZFIQ2HoJ0-4>gLVL_#OQRqw^`NxF_-vOvcgOAZQB?VmNL*(=+`(#yO0`;ssci<L
z+Ja0YGzT6-G)W_Lu+!Z*R8iEAJ0QWiL^*p>W>wNpeY-;`DyObCjJ$yn0?gOf4rdCd
zs}m!0gm<=cfVhz54BztqVo~9b#S7G=L;TPZQPGcegc<A(y`>yPx;0bm^o_Mq+J<BG
z!?fPQJ|v=w)FW?-O%HV!a1WLa@&a&Es)BJ$(2FOE70}8ZQW!6X3IYZ`LoIC<w)iQ6
zZXF?ne1#}`Jku6tumzjz>9tm=<10_`iMGzPrP73$XpaVHpb6>vlcx;>;MywPZg)bw
zxHV-WvtF+YnlPNkQq6%Ww*3=f8@J9g9gZrIzC6h*ruwJnAuc70xR3f~AKYJ#J=Wzu
z$Ab1tQ-p2IFqlMYIiD3aKRCFizI8R9NFsw9C%6f+<_eQnbD;%o&22h;ST?M0$!S9J
zym_b}whMga;hhOMfs<|Yzw)1HoTVmg|KQ_fL-GEQiyA5oYbVa84%d@@RO1so?W%JR
zfbtrdyaggra;F8JiGAl%+>M&xoR~b)QY-10V!k{3o%3-+zFcB#@cieEVIi~JZMLUt
zK6u`SrPc=b`Q4(PjgpwOG~#(es=}pQOzd5__+lAO7bT_T<u?+}-IlE_ubG4k>p7nW
z_|mmV;9#+o9J=>?DrD7kgGz*IxFS7egZ%H%#=p1@03~-;kvYuF^j*gE_;CjQ<E$u2
zEEFN$YJjFl3tRg|9K6&dw(N07u3lCVkAquCInG<MrC^ibTXYA2J>@J|{FmZC8pHp^
z_iv#E98)}fFtH&P3dJTmYt!hSy943Go=Kni3@JWX%j<Tqm+p`ansnd?yIkNz*cV#Q
zy>Yqs`U1gIQf9e5EFZ6}+A{;TCO8(RR_;b#A~HsB7HGH}x;BNm;zMfv-bi<naQ5+c
zf-W~t3xD2zI%an#$5+P|{_5uu9VD;rjR)k6`jIle41>OXV*wV|dbOcT$_}Q)DGiL^
zZF+wsy0iQl5wlX<Zfn!AfZoq7It8Ddm4cFm181^p9BFXReN2{h-!_JGagqVq@vZlu
zWt7U8Si{>PbH}3J>Ko6)ph$vkB$D&q_Z;a%f8p5yfA|mkcX|4KUK$hXiuumBm6Dg|
zMHFItp#T|%6c{24RyYy6$ea3!(FmFA{&KDEZ`TqT{JiE<Kj+u1|8GbB?_34?XNcb&
zPb$d$!gJ3{a6QO=^&>Ma>xV8^VhtrM`GH0J;8aYfCr(822VLRu{{4>!7v1=(ff~jd
z_!+rbDbKS?f{Jx=wVf2_kr1VZ`R`NrPp_t)qXxRGWkGHRH1A<#8h7P}z>VeZ!u5@5
zL-A{U@@%`OY#^fcZ%t4g#+KDk-jJAXkZpOPlE(Tn$H;hn@2~sT<+E0jYyLQGEx*)2
zM9b}8E3C{<r5<r7u;G97j3|{DTGn;+-%<FlSIhqM>Kud*ehyNa+NVp}cpH(2p|fRK
zY6UKo)|;4rm!#~Nmzv*^r`=<7=i;uB19&s5DmEo`Vf9a(4nfw(9}uf}n@{OIks=lh
z-v4TC;&18Qe_j*$Nt`<V&NH}vSQ1_tM=AWuWs~Tas=I^dPaZA6wU57md<coc|9?nU
zU|?}7WT-0^Rvf<K%ir4`gJk~N=GigFaoLB}RzzGeydgMybM^k)X>z_*D^q1OSb*Sa
zuL+448u*Icj!INj;0EC3Ox-&=f6KuBRh2D#BVtF>{H2ddRXmxU(en=42jYm-R5*rx
zcqNOeQJ*J)5}a1K?vNul)}C*`v|uCRx<zL=SbSqy{K0k0J>i}xdO#C81|sRWi(=mc
zC{xJSvF-Ybxiy%8(*#{hK>51G;g#6?L)%pIVyfh}d)`5c&c^m%2sG98rI^i}W}}}*
zIfjyX!k(~0?}gUmdE%X}U8A)ex-7)%tQg_#3*4uA<<cM)7@Rw~+(gQ~7itvhbGq$7
ztWOc1yooul_hpN0Sq`r7h~Wm1{zK*y#0}t0RBS}G%!SYC4nZ;kvc7)i?r{N<ucs8j
zC!EzE<gSnSnzs1ebL6KC0GAwJ9`{?(LWG)gKZdf#Xh<lBoj*ggj^=y=*qK!19PUJr
z<S{pdrgkD@iJcJ)4@C<Na&v&!6mvSE&v5%I!|$H?FKt%53Sb-qM(K9fEdaNBemr<m
z91i7W!6pHB=VT(e$B{Ucnnh>&@j-gR4^;@)#`E5L=&LN@HNNB5T5-rX+0`84L`G1n
zO#9vQ{m*^@+epPlc!<yQeXt~oKb#n)8I8Hxd2F)s1TC>%xzP(LC2VAADlpV6&O&0H
zNBHH-P1NZE2E3Y{!bAQ?(4ZRtQcDc}o$xo<zrF{!?9e@OEf?H@x!5DXt&BCt0(#wU
zR6hipY(9^<enoWji;P-B1v~>7h&V0b&$9Fr5PUD26=*D09d|^>4?$+SR&>2ggXU!7
zkTE`TMy#IkWTlV*zCl=jjy&7JY{e>{5c}P?Z$77+sLdHCd>`@8<!-$`d$Z)}bGqfU
z^312_m$?H>hp6!w25~v0fJ^PUt*#lv50q@_yPbYanGX3O^VJpe=NrIO23~c!YP3B%
zU1NP;xw!o5hBBcdYBwi+Kh6&|P4I&k7;8gW>m$UGHV1GcMz~1E8)39Kdi?C5XsY&_
zu`%dgedyg^`j()stgP>gl&Rrx07st3FHna$kpK9y@=qB6+XDsgyX82ZSTF6>r`?nE
zl|Y$JG!ta>f3KsRVm2|^)=UO6L3LR7PrI_f74Pi#91jUP=n)hDc7n1vMhNI#!dk0Z
zQNB1=?nesuEY4ewfivAw`5nOzStY2w9T|!n$hc04x0g<u#EG<Y-leVcxDoyM5c0RL
zNl-(1vi6??PI*DM$ua2alRt?nI=vYE&Gv+69uRiied0hP@vE^ypLv*s`tB3gNq9~D
zO*=yqFGQ6+9Bk<3y3rJ4dVW}>$TxiXHK(70llGRo0f=KF*U=`br8V=Ve#wEm-g*s&
z{8D^Rr@sdDeYK2V{T5O$#TP$kI0LWoU33qVtKbWJhnWT*Z&^uN%U>kb;O(a+(yIOp
zH+f`YOZB76)*N%JoQgK;o#>wv_QZuW*p?$FNKYo7>_^8Lc)is6Pgv1tR#Nq(-q0}C
zRLSbB@Ms{7XM5-mgDdeM<iajjabHiJFt4YU@9!clfYovPmQen1d1Vi-7+|pXmP!EX
zA3FF1)|g38D3P@AzZ^OZ`Kjl@7{x>0q!Ixi%LszYAEO(w{6U+h`nev)8E6<S`$B?_
zULt)A%2Y{EXMmAxJ_OUkYQ@VVbz%Ks)9eo&{cZLnsIBfx%eCdm5lY4ybxc60h27(|
z645(7=#k?%HB_uV<cq5agPSl^{9+sP<2p~(-x}fm(OTWWtxRc}E)Ai8Ur#}eijs0T
zj38t~zkKSAkF-;fzqvh>DvyF>Xnod)j#?179=k=nvrd3p?kwmaEG_-J=jhKV2Do%C
znT~^>`ZTtE2SquoNJ|@5GygIqwZ7rb+Klye9;YAQ0PJsJ0!&l>XsoJAX^hcySu3Ky
zI5=0f?Hhp0>z-WUdMKqGkuJu(6ZzaPs|tMl(}X0bb^C%O%mHbMUzFh(DwT&~b0flf
z-J(^$7~BulWP1FzUR{C7PTt1NM-5%Z8$X?7fwJ+6HoW;uwM@h>+m}d}kjhIb4oB2$
zLWzu*nSwOPk$xKWscz1@^oH%Fafzth{^f2cOenjoP+FBk#_(kO`>82HCwe1j!o$J4
z)w;QLX{_2Ghd(Cfj9zKx@9=oogNiN49Q?uidF4o~-8NM<!45r^V)ew!e3I|5@Nv`q
z*B{$MQO{M-d<eWB_vR~DJSXexkBGIvIDoq?qpz2`xOq{3=<Aj+S`2V*y$ciht_vn*
zgOj|#T@~EgQFEsuTRP-#EH6ME*u)rX+A{g9jL$C4X7zooetzx*H+w|2+7n9$<eSMK
zA*rG_E$N(W7N+I$S+bb;M{a<oGAm`9Y$Bz)%cht;qBi=(ZPGVcCZhzIBD?CK(YQ?5
z_J>}DB)Jx@h)^?Wgnxeb@T6@}rlhnrdwJU86FG$_{BsUk5@`^7v!pdA2hfio{oV6I
z>ua8IXO9K)Xc^~idOd`lf7{z3dtcnbHsF&E`yP)~8^|6O9Lw1uQux~lhGFK;na*kD
zp!FS$b3LPL%~IrWmv{|N?1CYPD2H3^cT~q)JkbG6qnj)<ND2!v06DyD%M;>im0LD6
zeqlcbEkQ7l{qYsXk9*k|`Lr89Kt<lPM!zK6`I(rMldwU8C=EmOR>D^^?j*oAauTFR
zH-Fqu2H6><3^Ez;B|>(F>?s}wK+eD~lf{B^M+LKOb*7<Irn}KR*^|Q}T)(GY36v)a
zTNU-Ny0uxxBDFx~{b}7-ILZU1N;ms8CFhc&6a5NF<dmcCh5D_q>WU{3L)nMyW0D7(
z%}?JFaB`m%eT^sSSY92Vmt>Fh8zQz4*8%L=*wQuE%B_5mAqVo0Zh{gIo<{QrV{tRE
z*(*Aq{3}5*k&^?B3&SR8JIf#Ad8<bgi_*7n{^eO^v}QE<aIAf&v`>3YiOVeL`-98J
zoOH8IXpZP+?nUbz%Hz3#eZg=G!^jsHOcfk97L^CFM<21O500`kzNy?UJonGRMxOC*
zUl8Z+>M^`%!4hsv*yER1Z$r{Icl8MNgn~DO{QgJstsR|f)YSEZHK|@^2jrcB9{rhG
zaPLbnqefV7@ZpnNeRG+eRlw<rG>v;K<(wa-R~BM$gw0CPK88u<N7i`D;X>thT3p$*
z^%>Lt++BYm94_|~xAWIIIo;x%CU0jWQ_LF{@t+;IJEXR1Pru^{e^&~k#5P&>2!6_L
z#!>$|?F3~`R~a~g&F((aMxc&VXF~*<Uav#G^12UNvdnnWHVew1s6LtgMOey-iXy;#
zCuu(Ib$-p~PmIK`1IT%kUNu-0e4_mLnjpOCEy!>3)XT>6qQB{78jot=iwJ9Pw^3$)
z7lIc(ET71(EKxJ;f+*zYnweND1JP@dLFM?2o|G4qx>JJKAxe)I0sgY28!XTK?$EUM
zwvX`qfnLcB6+xON5nu#E2B}x%_!Ol6Pj=pr`UGi;sm?ZQ;b41vS0-qFnfRo0i*4Vx
zl^w-uKOgQoT3*zM0Tm4Gd?>gvtVxlArzkXa2iDbacpYO?P?HEVcM)VSkiT|GwpgJI
z`HrtyTMrY2?=6cUxBwUt@`kvxlHwh!ZtRxh)y(V~MB~Wosui$5@lk5l`=e9l>L6E(
z11%ndQ#Ku;{4IMq_{zUrHor}=Rdj_`VxS5ODv|b~QhHWx@8o<{SV03HXTl1lBADl(
zht3!CVhXr{?^ZnTEj2;deJ9@~lsY=}_0$AJF>mMVBeU*=f)6+XStQRZSWw9xO`y2$
z^fW4#_6B6f1qt@$NjbZcj#!hdSU%c<<9|4_S6ptIW|VR}PRHqBE-XeCOE;nwL?)lx
z*P-F(DFS|Bf&sxck7iaBj~<6E<Y*SLpblTz<v}4|<!tiXU-eg;#jYm3U(PI^eOC&9
zp~m9d!L|Kzr<@I6ReD531p~z+*LsHUWNZt(U|DZ7oW`xwdUqs$+`Or!0o}auB2n3-
z=NzITAtuGi{da69Ae@~8{*HGfJ8C2<sppW*FpQ(rdB^@Tf$RkSHqzG<1~~qLsk2kd
zQ|%USO#cdVP_EGOTV715-nOs?jgy{tuCfHEWu`UuF21S+Rer#U?z{b2&G(NJ961q&
z$EWa0U%=Ks+-2dlgb-?y&OcGeQSj^?5cLnpb$4cBr4fh$(Wm|?Q!iyTXtI2Ts6~|C
zPl`TdN-uh{mV!=pQX=$1REndyQG8l_WOj|vA`&!)ye>Q2dP6V+XAfKHdSEQ0R@{RW
zgD>|FXoZFoDFLBB$0v<g6^ytAt4DO{`q5jZq8~?($xJ=~KXuu76j(aV>dywHuFe3x
zAW}6iSpaykDC@2>c0n&nSH}p)U9!AejYU_Q28k5)A1ErA?G0MmkPiv{{k255TV1JJ
z9J(B4QWt|>O|swJ+G4=rBD(>6E3V36%UOc~)|{2`6{$m#b67#QFGQTQ45!oX)diev
zmbyudkt`^SLC0D7LpP{KZrcXth4FXFgg!K?LsW16;a({+Dx1i36sE(18ZjY?4`t`M
z;NhvNc)?QOY>4qPM!u;!@m;VkJ>RUV1dWwL?)mGCbOl}I6YW<j7i(Di&LGshEt0bV
zuFZFR+0_<;e?NM(7kjIvjubUtf>sk(Ysw*^X_(^Qt#?_m{3lc}fEn)Q&Wev$4&@a*
z-?^NWe8`8+SS04^=y=4l^J6eql*yqICrb)-0iL@XN>MPyP*)5s$qAMA{ee{y85&A~
z9CyGZugw$1L$q(*3AT*!W}h@pdc;?iM|nZBsY*7wsv&*#@$}@9<C*YJNDEW}Y)Q~q
yCrLMCVZJD_39UV9a2)V7y#bu=zz+}+-(yU-CGkOaMqU)N$i<-Wi*?i9O#eTlJz@3$

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/images/image-3-- $A _cap .jpg b/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/images/image-3-- $A _cap .jpg
new file mode 100644
index 0000000000000000000000000000000000000000..b5a6170aaa5deaf29a20052203e5037265c59373
GIT binary patch
literal 4725
zcmb`Jc|6qZ*T=tOX{-q|kub7k%oN#58YatF3uBEeZEm}4*)>U$L31O86h<P&BxDKM
zMcwx7`zS<=B?e>WneN|R_pAGPUa#l*{a(*CbLNkk>wC_;Kj&QMI*dWaB(Tp&&rlBl
zfdBx+d;yFRKnLL1vj@C~odXO8b8>QU@j!TaxVd=_2ng~)#6)1?Vj`lV64LUr5|T%x
zL`C5z<c=IuR8diZ$)40uQ$oort0;YU0^;Q4<l*KK=H(SuIwX2X>EB+AI)I-8hy%J=
zL6QIqKZund#ApIw%>T&_`f~w)Ef5PU8~YwG2PYRdb3@rafCa?L%EHFV&d$ch+#SLE
z9bn^U7dWJ-wMP(p5iIEoQHo5==8)1Zu7{d;Q>2wI`Q7B?+Ak!0Kt$%SEL;wuqI&#<
z+DUaCU5uW-fuWIwrIoeKIa|BSSDb%yadmU|54aW>6dV#7bu0RI%$-<#Qu4i&`wvpn
z(up}wa-ZhqKPz}uQd;)9yrQzIp|PpCrS)A~drxoQ$NquAq2Z}%^312tvvc!bR#w;6
zzin(%x3<4?fdJNjVKG1d1@;dvekK<S8yhPd_&XPfC5UOP{A}!p6!!>dVZj%D1tpat
zIUw4J*~RsoQp)BO=q0~yuKm&~Q!*>x(f%a+zk%KSkH~(4{mnHD@UViI$z$aQ(7?u+
zag&H90iplQJuvX9#AuwaQuf6!N+AVKl#E~-`fUv)17IOD0FgCP9HNkX^q5i<0}$9!
zCv3Zx&GxT7$6QlcX^@N_L>5p^i_$A$(SDXBcw5fn-0OyZgWCt`f&?xG(AAoYo3zJ~
z^=Y!=PzI1qFk%386%3%Inx)gL`H8<Fk9)@nFYYe!6m+r>ZOwFN#`>y|OxGV|fgRau
zT!ZhF)3)$BiN;N!xiWxT<c7EFit|oXAsBTaYD*E<slotiG2&;O*8V^*CmJtYeHr14
zlUs)U0{}gxMj`F;gxb*ATj{Ek^uPA&{}mDYt$a|k;_ban0@Vb?gw_#HVE~c73?Sj3
zjwrap3R|BuH{a#7#nD6Zc30usBa1M5r}nVcfAak|U%@{Bu`|sK0M$$1f<$<2@D(Y1
z(jfnDTETvVTfM{p9=kDsaJ=U09q@qA>f;p#z}Xs&o4efemLiW{$@$flBj3+pAwT4T
zosWoGh}$v^{#DTKUmcOaf5$?lzMW0SO-K?7YwN!?)AIh^#OU`=T-ctbTa5pb2$f&b
z>rqep5#@)*|L^I9ue^;;y@A5yCYb<2Zk-E`yg$@|o;SlQUOvR1kMaY)LHgy&J@%@V
z4qIzJ+&SYk0eb{Z#@Ljnja>;LHNR|a9`@0>P49RBp7>z5W*D&0wys)w#md=?3%oOn
zO2R2SK3Z|2>uV^}>sN7e%|*wHNrwwgi91T3wd{R|0a*gafEEooS7PN|Ga?=i{AoE!
z!Py7yTWZmJL1s9&K^K@;dFO5bWN~oueSn2jy4>x{iK4hyb-nTzJ?@<GK>a@ZTtA+k
z)wL(g-O05-tL&!pU~Y9?UUDSu6~@Wn$@w7}CBcJmuCz)1jPzS>bq<X_vcHGGv1aTe
zQSloa&&$j`vdulRu$V&<Jjs#EW~WQ7T>6fX)xs(u+XvW>1obCn=wIW8ou2G15lg#-
zSC7Zbalnaq;JYD;au|TP03G(hs^ED(18BYVHf9ZKMosjgCa#M?u;(97&BB-mea62R
zy$F+~$J>!TUQtO5K<aTC1Gun-UcWSO(BckV3YB5A!h(mt*n5F^^Yj4}*Ic;RWE#!!
zeMI<`@~-+V?MI}*2*Q=kFCIn#qhpD=>VEl)@n;oGKBBbzyw;7S0@{707Xx*KcK#UM
z;YnXECEZel3V2k#*yJ7O*1i~j9UV-+R3p;TGH|x!ZcqET+EKEw0ofivGzV$NONOdY
zC^2ar=cwEbp+4gJF^k-M<oo<mFsk5{{>+WNgc6sHv$rQqOAez`T(Nc!GsZS=pk(t|
zXI=LrX6bf1`(j&ZoIW1OAFuNxkcL@bO0?^)Xa$G&X^zxVc0Kyw&wS0t1mSw;b7sYi
zTFtwPnv2S>^!pVz`MCs`Gk_{Gp>Fb{@$+{_$h^vA6e9Be<vDQZCR*6ZuB^Z{b7;jq
zXtVB)=gdxp*cE>oLIa0bRoEAfuBI3gu<54dLsbQB{!tHqLtSReOxEC=wf}f*KCD}<
zU@B>o=wDxk9Jf4rPygwphz>OXRtWF*I=580CjYQM=m=UqGuQPSv9dDr>|PU>UhS%L
zwk^l*{|?`XH#f|)H9EEt`1M=7RXW1EInYH+gk!5T$-{a*wqs&vX2pP69+egG4%+H%
z9F3%pVRUFN#zuJ|e=E}*8J6lz6ws2a5+|1r^yC%@9p`!V@cChW`%PHAYzg0jg{|Y!
z8L!pUPdcv+MhZmEUOPQtX-mW-47vWU9`}MT=#?pjDO$6ornJ4LbOaa!v7W66X>G=B
ziLQ6<fZG^A&i;zw#ad=_emDCRH>hd4D_qvnH;um2DGQ~YCgSm*ua=A$$}3s=XqaBy
z>X&oUd4!zv3btuHJG~n`Y{0kS{B)q^BJIlVV9da?jqQON48*4?Q5T<>#Z{04Iz0yz
z;p*rxaZyTPVGd{`4V>vWHf%jZx97_$x?7{}W0pX0Oi?vC&IKpF==y#Pkf-eXCAvyu
zmuGo)_DIEEUoQ%_bn-KR=GZ?W?}W9+dQPZ5z7wZ>_YWWP42%MurL)0VW^V`Bz7X)z
zw?G~)j)<xBeWyiJd`AC5&pZ5j>FCs(@}%);)uaQKIXOJH!TG8(5YXCYY`BK(t!ry}
ze*Ho~+vP*_<>1aL1|W%4ugRMR#}MwIkiMb_-mm4`m}kp1A+6I&XpxnJA^o3+Pxdao
z%Z~P$mRqfL?pyO!*>b*CB16O@Q$H~gZg6$<NhF;RiGKAtIHn_tZYS&eZM{%LF7G#$
z#dnkGr|t;2KJ-&-&vZ{J@r)T#<&G0ie7QC)ej_vWI(Vx;<s?$E%{JPq4@YirYTUw?
zSzUusDGw<0OLxKz{-Z8XL=CNTA6M>H*>LDS808Ds;L_#B&7F5o319#`(*iVY7b#7X
zj8749>V$ctn>D(6Vva<OB0QX=`|Tzkp2h4US$p2R@GU8B$d}G^|6I*^Ah~h5zyKXl
zVE;aN=3Ap82bzrwY0+eH@G7snzg)esEeDz+c$V@(a-w0_5^+qRN0C6~$l|s8F3r|}
z^-B>`yy_!W8&6*c<reU1!rBeZG|5^#X)iTqU);3J5SDPfM@Vz_Gpwh$3EAtSDd(8h
ziN!!?#m`|e5P)f*N6fr>AdCA?-c)1&&K2k)q+Y&<4qZn1@xpCb<Q|e-d(;<1W&<9_
zwf|@B+Z9w1Xu-x*oT9F#v|6~q_Fg=^u+wLafM)=!C+9Oa_>vib-cjGOp>P`pkl1;K
z0lW;)+*b5Rc-DmDe{6!JMmnGy<#ciT(l}cm<*A8(axnc?bcqz~M|IOw?N%7N**yC&
z#BgrE6#~8TwKV^frS8SC0;xG8II%{s|Ie~u@++hCIV&g~&$!|rl>H8303ekK-ZSzj
zh1@fHb%yo)nO{KjB#$JPdMdr(kQy9Nojl1Ee64hdZ@Kh+n&+r^7E&xT9g0o>0@kq@
z06I0nFD*dRtpaA-OQZRUWfH;?!oNPBNI2iD-cKy7I_aIR_HGWVd0Kzw?BzRwPdmab
z%9P3=SV!Ma(GcuucBVm8a}o~w?k>V<2G9^a2%nbicHXk{t5VUl-*_5#Q)cKDv<1Cq
zG<Y5*>!*I!1wSt-EMM$in1E&!v-JH(QRL~jw7a1$yHPU?pgYdqE70lJo66l6*5s0m
zr%PDc9NQ%hk-=_KpRVfk!8&q@#U{fU^CK3c;eykkX;W@H$6}T#{bZlYomV6tG>PoM
z8!UUP+9+I#bTBqG0YNEn1oa#jJyNmDSKd?e`J}+PeuFUwVP{(tE%CDX-t-J_W<SBG
zjb4Lbtz9ACm1;M_y{rx`f!*)4$0QJ(E91l8ZuT%oP!RNEzjsYeW6`|ex%QUho+{>~
zar|k&qT0zDuB=A*dP+yRd^S(N2>yj#b1eUuuKI~5arF1sU@2avDC;gm)ansmz1&BG
zlW;M^tiArNwGx_Ql)|R2mpjg_+Zy?uv{G+nDo<uZwdOGU>(_VLcJj0R!gl&w@hDxo
z{0ewvz^At`@@^a73hU+*slJU3@o#DNYWR%KlmOJIm5G~QQ6vUpquBl(0fM#Nj&8cU
zaM69R;$HX%^r!TotE60&qL!4w5#@~<qp<Pf7Sx>@ieKv*nNo<j%OUkT@=$Cbkq2aM
zk^DyV(V&%sJ{=`PL#IBsvcWO{0w<2|Gd!j#hA$ST)s2BxE{Xg8I#|6?_~+43BTOr|
zHRJX%TXfy$eK+cEg1|R<y{QMM1*zU4DsNV#howEC(yR*ZrfB^2oO%28X={S#xi&TF
zj0-`nHCi678=DXKT2my<s%PSPtV^FxJu5@peVo62sb^`N-h+H@nB);+<7ar#`CMp}
zg-u7gUS2`4-_+A?1>UOSF`1HtuF6fv)=`_Rd7RK9MQWgQBu?&BC$N@{e((X!PaW_?
zYP&?BbY*8kt)Nkt$xb|95WLLUfLV>4_vB~<)!bdu)30N@*=_`<lem_$6Y|(|LgObW
zEg4Tn7Xpp+DKD}gt{zZrbAKyT_|CPIS1GJ~PF`L=dEaLJ*27hp-PznqrHspO)N%XW
zC{I`&@!LmFn7uSNU(&hdye#^-0Cz0ZCMh^-T5KSp!L8Qz<tvO$`UG0_eFSdyaaho@
zWtoGH`3i5(=z`7dx$F-<k*|e2Uv2MXq~``XvrmH%w06I{c|3W2;ve5z?8|%ut0q5>
zH64q+0PF$kAl9z*o>yd+4gRJ5TDyGnCJw)Ko^p06$1Qz`MsI(7-@fhcyIOlY8p<+m
zSJ6JIt6zfGuPu#tUb=)`nodc5@g8Cw=5f5~Yq_nr)5~bi-O%f$z58>*=#|kKvQ#Or
z9@z5$ShS|ifYxel&Jt<R$jh_OI3ScTMHnNj=U+hPRnJ*HO_fLwiDeCPqNqWy5BDE5
zsIHLWs4-Db{$lEH>D)V;F}9x{Y0~JKCQZBnw2FmhwmefUHY`klj~WXYfI#<-v0Yd*
z$qFE5efS?oT*%al<kX7PoI0FXuF=?``RgPy;QUKvs^{_3^g@J5)0~*2(8vxMNU0eM
z)))im$P`w;T{x7$0LIPS6&6QeTkA1&D%2Yv{s&(gQTS_C+^)T1-cA9#u`vdTpZ@-c
zjFe<WBmCl=o?D+8yI!xS{ii|+*)ev6+Xglx_X#56cdG)qHN`c>Z0&eB5Xxm|C&ytV
h=bFVvypIQr{vNTse_k`p5sUebVE;a1RpA&z{{=J33jqKC

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/images/image-4-- $A^c$ is.jpg b/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/images/image-4-- $A^c$ is.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..f9ed60f892be89fc1035ee2e2318453ed93c6d5b
GIT binary patch
literal 5225
zcmcgw2UJtpx;`Ob=m-RrqCvVuP`V&h2t}kLAP5ZNAVmZz(ha?e3>HvO&;U}Th!9FZ
z0dW99kw7TY37`R#9ufoO+&FjUzR|VreRJP>_wKWHvi^0>KKuXvea`oN`+y_hG_d!y
zp@|^?fdBx6aRA^LpbxO_*#q0d!U}`I*w|RvIpJKK92}g2eEdA{gF=Wy2ZcmLL?z^<
zMa7Pai-^dm9XWbjL0MTDA+4@;LQzv*Nm=pRO(1M+Y@8gN2e`NnC>|C$toUy?uod8C
z1#SQYC`1fk;)OtYA>eBO!N`*Z@>>IbZxALZGs_+rD;qlp;{xnnfC&PHGBHD0SeTg^
zS4T0<1I)ZEe1{eE_V8P|!Njh@6=O0Vvx=XpZWFM^uSzIg2#954-?#sOppc}Lw9FA%
zWffJm6Y3iJ1}H-#W0TW1wrB0^9nLwrU;NqQlBbt<U{LV2kkGL3xcG#`q~w&;Tet7r
z&C0%aKL=A#SoEa0q_pgLO)a*rzM&EKs{Qq^9i3foy88zRgG0k3A4X@0vvczwKamy|
z*VZ>S$y*faSK2pR5CHmjSd8Dl1N#9NF9R17Gc%MK_6-+=DTL9Xyv!_z754DyS;5?{
z@{1|Pu)<GeKCW(K6IZfc6}S+9XWu8GJR`aG4cc$W{u;2@{}Zx*0Q(<YqW~uq!dN^g
zFQ5ZZno_bRCr$E~4U2L~$n2!fEw$qkt6q+C)y9uA2hQAi3hj%#iSk<nfpypm5UAt<
zfk!#BpO@ta+Fbas1Iv>fPw&?0)k5z8%JFkSqdY{^CFI5xB^x?_njej62?VIf>>U{p
zh$oKGqj4ZWXP*ZF_M9lM<z^q>#~)1B$8?A7Uvo|)vXp7JZ*RJWle~P!x!wQu@C8y)
zmA`rh)m*NH#8CwT)0M8P1>X%p7Gu&QV&0-(UG)V4U1u~1umpfW0%G-n6S{A|D+sim
zZ<%q{g8!Ad3S6cGzaMC{BfW2GlVunLR_%{b?TuJotI4>q?K9xCeg5D^T&(PAm1UR$
z2(bNHzY7TlfgOP!I{e2}E_;U$<rlD;?Y73B85931SdTD=V8$E=t`M<V99?s!#hx>w
zyIYnf2ut{Cl+19$0mfv1PX31+EKoue=)E87tTS_>j<I0!Eg%rvh<=3&XWU4n^SkV=
zzRy!&0B`uB_2Ul%zb|!VUg}=}7_@1{SR{|N`5Y0|j4J5L6H_|e?j40j27wS-&XJ{Y
zwqW#E=p+aX!$6?VEFgSOdPqnC)!wG|g|S)P1F?&tl#3cw;(4sU2IsWw#H^r~;y{2T
zRnsg80%CS4AmCz!CW+-zqdn4RstcBK?$X{$ICT+S??rw!`ykmgSFO^5f=A0>Qi0!k
z`8%7}j;g6jrQX--inpJ4LlNy2f$KZAt9LG+a_v!Twp(uB_?5|5uD7>wBEm^;>!D%?
zZB%%KsMy<I&2(V<_RaX4c@KRQby8pQUxQRhCx^eeJdKu}=-;t_<Re#aKKOYVv7IKv
z1p<+Ip1L^^B9w$r*>r)e+Xv&Hiey`V_7WFd4^fbd4(vLFtqOjkn!@MmFzMP<m@Jt}
zTs9dxdlWMBX4KzA`07`C6bgFc*#0Gr$ei7ZcpU!OHm9}o$#!i1yAFbGp-7&?tl)wp
zov%N7btpsYOU8#Pcdh_ZV8iL@M2}u`;(^<@+f)W@B(qM4dr4-xr-vQ=1YB1JXvl}T
zoi4(uhAAp1mM@CHv387SWj30CUVX6e5S3SMR5CE%xsGWKBG{|uX{~;ou9*@x)T*2b
zMcV;(WbELJIWeDe#5{34(Z7{07A=KIl>vV5Q0?vAa1dzPHG{jNt6VAQQcSeuAPCIy
zM1a6~1PJJ<Je+?2m9N%<ww}g_1PY#lK-VD(y+MZ_>vOU#e_hfupFF>x9xIdmde1!E
zN|yz0FF4yGoWa$ar3#T6lHadT5Kw)LGBws0qMZA@iQfxZWBQt|)E_Cwo>uR5We(9;
z8-L}NMf)>~ru`isZIv~tmv5`C1@-9nbEvjw(g_dIN9_(tWD%X3O7n>8?znSv>K;0M
z;SlpmjeCikDW3*^J?&^@peJy*R^Iu7&Efe%zxyNG)pLYRtMl*b8@tCM5*QG$?`b6Q
z01dw8jK^PW@Tabg@Yi)@Wf1duL&Kt<6I>R@(LEJQg8L7pPKBWz$;Y@N_4`$*qesTJ
zwdu-oa@clA>tgqWAo`8KtfFzIVgE@Ml%T|xz!249reRI1WKd;3OIX@w%QX0;$lOoH
zoh4-G#%5)=fVA|b>aoO9YxDQEAxW--nz|o#IL9#O;t~ht3CZtw1I(+)(^1|Ik-Ww4
z#NJn!YS;LyzgxPJVzI3d)%MjU$jp4{Op68g5=wKog=FvDWW4~p9K;Q?nkuQp;BFFS
z<Q~<fyT`H;(?dCgSfHx{a&Swii_E<Bb1__I?176ypDLUA3*IO+KD%iq`xyj!qO_WC
zp(m}@>xo=JL6$J7;DZtE=NH$|-d<@#TSJ;=d&##HC`qNR-8fU^k~0HklX`!sgy6Zo
zb3)bUpA-~0d#YLcXdg`TcgJm*x$sSgTtu`>lOkw+Fng3uKiSmml6fMn+e(7(MqFRq
zIPXYYn?OJ`y9_2;X{BYjYP*GiNBuz{GEB~{bX`gdxeWw1`Oi&qf<PwH00gRJS~htd
zHU2qcq(tgou|mNiw~5Z-Q|*piy~X|<ti!w=8eN|ftjH?UW^#iQ1PWz6tiImt<)zO&
zKObs;RM|<)sto4gAM?b&^xdSs-hlLVe;wt)hk-y0`|MH%zm1DQ7!{Wtnatptxf8Ea
zWgao5$_kgJzbL<zaI`hDOrz!yuw#CtD8#KO#Jy-$Cow5Ccq?l@u*mDPkY%{pv9lJB
z7SRxwj|`J>oW(6vN6(cz^ul`!&EEY{?dWj3`HW9a*o9Z@ywA15{Vg+Ol~le69Sk|+
zbM7GKuJJ9l;T3(+?Q-qAuI(DHaYb?M;jvogZ{EF_bAPh7qraPVz>Qpio5w2brp=n2
zv~kTEvthi3xJ^F5QEHc+E>_;R==ldrGXCfM?CHD~yz<2eA;V&sn`<!ROPUfbhT9d(
zdgMx6nRiZ*P+fMQo4*o#?T+7N$_`Sgjj}OGViTD4pmiJ7G?J$TJJ7t?79n7g!4Ut?
z?7%#IaTD{n**8m#QzLnVeh0FFofz}h=q)W#bIN^l0FC1w+=bi7KFJ9zKGpeDewO-R
z5VyW~@=Z-g$%-mtSxQ8|iGl1&(&xmYSvl@^i8f!fBQiWYW@s_CPchVMF?2D<TiWvv
z-fA~mIa%75q?aHGMh#Xd0aD&Gd!5+`kH*#Ok8E}?v&y?`X9&X(Wy5-BgO&Lf)RNl|
zKk`Sf+}7oJ-nc(&AH}rab4ZVRgFsH29##xhGID>jErIT?{|9RVmG0&UH)>qD6Sw%w
zy2MqUtzm_F5+5%7<FV@&$uuj(`hdkli|H;;U51XLfJ;-qQ)}7^d5OM4R<>lu{qsk>
z_B&<06sklwsNknJV;DM%;-f~7mwd8Nopb<!<^;5YwUsVH(cy6_;nelbGx+?nYD9ne
zP*RHWMq%iChiW8N$PcT(BJyAj1eiE=*xy$vmer1GhF8z$>Y?Cv9&RYOCB$ix>4DRZ
z!9Y#Fr&My3KhI{lkb~dN%rdXh`jeL{t<N#6kmg1b2y~iMcs7{{;j`ro-WPfn8lB^H
zKA`xlOZ+h$yKtz%?s}8IoTg66xSH{oLcg7$p@cx~6TiH}v=<s!jH)=@`?8n2iEZLA
zjoI!I7Z1l6wkkonM0iEA{3j5Y62q33q=|T^9xnr+eKsY3NE1+b!Eb8kG?w9U<VP>w
zm|9f>&?G5b`23DCx;9d;YDxc|OYrkLKihb><gE=3x-Eq8jT!Qz=r7O{^e3suekUDW
zzVH2S@9L$U6i4aZFciaFrQ-jE*uhPS&;SM-@F-KU7$wJ1YAUnj=Nf@tn1chu2Sw+h
z`Ca_E4UJCIv_0J$VvVIxw~oM{7H}rQV!1+jl6TZ~;>a1#8axJ`NR0G`F)U!-MGy$R
zMi%HvE)ITs^XOURHmMhricFsVMw0A4m^Z@WH=Z)FlHrR-VwMmb&3e1VGqXkGCb<(z
zd+Wk$(XCUzbQ0`?UDX#xA5O-U>y<k&4H&4J?(>&QChPBXzKHmkQsF?2GfA=<nCH`z
zp$TXWCSBn1-t@BllupaTvcK%t_DBf8`Jnx%9kaFwm8>kGe!`ZQ1#Jj%hGl2bb?;)f
znwsg%7ok%sg2PI^&1uFN_Bvk<rD}zJadPx{=v(Mjx3w?jIqP0AZV<3pw6ONExiImY
z<bRWW+x^*Dw5SL5A%POAYez0+_A<rj3SO5TEbQM5kTYD`uHQG5GEsCTKUz?F<m?L`
z(+m{eSDBRZbL{b=47)4k7L5}59o4l+pL9Pvh7-=VOd#GkoMBe?iyP(!IWx)QGS8#g
z#>yxEAwdD`kIj;?xvxU9DEq3%Zza4^@92ARp0`W9{w1=cJW5|T!zPxFyx+51s)@aj
zdIm{qwuGgHGRQhRzUvlArT5N=f@|4sUpO1ET|D);eDJ4kL1WQ%))iMn{ma!KB+HZD
zp>7z4#B6Z7XP%d;U(GkeUCTFUjFR<GS14PF&!_NMw5EP6O|o!!5bR&N1nnVJG_62G
zo6bmI&px=LPj?*YX46^S)3#IN&_A}g?@QgRF@fmzp#njJp6|Uete=T5!Es@di7)QQ
zwikI@^Y_UWfPj_bmJ9cq#}nN+lxhijzG4S+TxVMRC|XuP@MUxfAwpcNwpnaaMk9eR
z$!&>$e!S5uiFQ);M5nvx){YMrPv;#&9(^g=;<K*4ttr~cGu!L5ra~GT>N_`P<m=0>
z&+LO0Pd`<bq0174$4r0CJt^Zhj!?R!G<|<F0h=@Q;fb@Y>Na)dM57na+VN#A*4cx|
zr{xvy?YL_V;yw+=4Qab(Z_ijev`n~l(SpjWeTWkXrlG}Q$2ylx=X^1Lt%rJcI+ohl
z{@{mZ0*t+&n`BE*X=vcNS~tplQU2m-{O$bi45~$tdAv736K1Pnyv+EYG{TYJwo(1+
z4bS?pO&wb7qhUTE5M^v@W3rZ5(a|HvK2APKA5h<AI!4z*MUM=rOz51d<99XR+c*Y4
zt!9Em2g3t87aWchyHHcl5_a?uAC#BSlTKdcfnA^8<`Qo9^hM+l`Xi6I6`ju=_&Bk6
z^!RYL*~?QWqr+vk4hW#nKBE)*moJ}LVIMcd*E|xA&5XOz2h({>O|v4n8uQ6D<#suS
z;l(`PD$L3Tm`uE}$_QUV%8wb`lsm<-;1O0-AKwOu%61eBwjS)of3+(D;QzLKV5?^N
zM$Q|4Xz%F0x{T~DU&i`sbPFSW1HOvJFkh`4F^BuZ#xWL?&>>QlEPZGgP10dl{YZTf
z=pcO`E}Z8%i)ntk?c~g;?e5C%8sqbUaKZN>W;(n=VBU3fbY&N|f?i2RQzsCA4)#L_
zJ^z<!NDYUcqQdOA>Y5nFW_xOzh@h((eHWox$&SeG7A$s(#>3chPVEJOHJr}(p**Y%
z?{apxqLLw#*C})=L$T8FKZO2TcB$)CUwlL8ag-LyYn`1d8GjDaVis%d@1lKtS~d}k
ruO%-JGd5X4KZO6alBE41V;f#7T;7H~KEs8xhyX@uQ2TY!;D^5f5r{&?

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/images/image-5-- Can exte.jpg b/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/images/image-5-- Can exte.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..03ee0fec496d586e7787ee86d6abd74599b375e3
GIT binary patch
literal 5168
zcmd5=2UHVVx1JCnG>P<LLPStH3WBHzp-5L_L<j-_0hRV6N-siGs-Tn$Hl+6=AiW5v
z6hV+41cC?zrGp@Z8Zv*p_pSHDyVn28dh4xsX6>1^XU^<7-|lC?A#fbnZ>Vda3qT+M
z0HGfMI09$`EX>R>W+oOG493dJ!p6b7kAt0^Lx`IP&WjXAi6Dg$h=bzt5(f{-iXjk^
zDpIn?6qJ;dP!gxqPAZ;}Kdz+sQwW5Wm6d~?LvY_dK}Au7sN#QnfNudV7T_U3ghCDh
z3|tT>7X)kuQ1o>&LH-=TzYPcjl#z)U#=^?RPM=V*A7Fq$p$v>rCMHHk`s@JubAXYH
ziCa`blbHu=13Pq^SMgqK8jF}#$veJFz02aqZQbs(vhfQD3JD)RA|WXyt)zTH<>aZ;
z+Glli_4Ex4jW3&+;>@m?+g-bU!`{Ks$=$=#%iG7-FDN)9G%Wl<#2<0-kDok!_B<gy
zBQq;ICpRy@w5+_MvZ}hKwy~+X<$Y`0hxWdH;=rfDp<&VldGhPGsp*;7xs@NQYn1hk
z&8_X9xF7)ZFIe>RU%-CD#YM-(z{m(?g#E+?VeqCCl#7u`RDqdW6AQDs&2vcc9t*El
zY+A`XR<YxkmicVmdfE8Jl_n0a{Dk%=vi};e`~M?k{|@XwaFGBGD1>f2C>MYR))&2T
zk(xbA6$a_Pc2(yW9&Efwyc*~k3j(aVB_N>Xl?MU@8xSDRY(4;iL(Ih>U>QaWmfDUq
z@}88F?;}lJ<L|8>=)pC{zq@=1O|r#M8OmHf+o2~UKcQzX44}U+ps9G&a=bHYO~NT<
zV;x14kJBC)vs$@OC|CE=V-f9=ewA8k7-(-Z|M1?{AjZgQ+#S7Vdi18Da`ZM&1!iXl
z4gvyrWnTOS^f?FwXPALNn(Ac`c=HMbRy+ue*q4N!q<q5I5Mi@+HaGoyHKLn(Sh#hU
zm6Wr)8wLWA88q%kcC_F{V;Zdq1X>2q>j(tAog(~;wbnXGzFvYI|GPT=_I=Nu5AGa_
zt-OEae~{ObI#bDfK}zoCczu;cq@$^sg(}_;fxvoy<|OQ0Lhs)s&u72%kLI0uQX4eX
z9T@vLL%LM)6`R?F+wFUC{R#3r_w@dA0qKzq{|}Xz;xxv`qy3t{HabjM@`fZr%Avd6
zKxm@=5nmhC5(Hu!QQNDSUDlcW!Rly(J>Diw{DN5Z9H~ER-4**q8*%(?s?B|S!J8T1
z5#)U8S^BF`90(L?)7_P?|C0a1_MSEUHRXE!Yoo}{4ofBy>}le@4CGyaZ6G~DgBPm<
z@M85p@);>WG(LzgOF|rq{H9w)Q1@@#SDo-ay=+&en-n&9^<*w#Lcx9t4tI7dwp(|p
zp|+*J^`PJ`5?z!Eq>diVF>{#|vUh5vyFsTI2t+5bo8KeUxv)o5Jrb&HCXrBVqD4!d
z4)Vh+<5mP_=i4iXSBTFluKp`B82{HVE{Sv*$dPqbV+G|Q(~QX&RA1FoBLRWJte1l)
zNS=v?@8qT&5=`A%pK1w0qV7JNPMFC}<uJOqt)6u_1AqQ-Sj-L6n)tTf{k{iA#G|Nx
zINwu=@d-2G9<fqeofA%YS?hMUH_~B~b5rP|LiM%r>9kJ2PArj9cw9HwC~s`UTy*9}
zjC|npc@2TwB9UowYsiGSrrhW-a=g+OPQE3bLzUkraAvkPSENA$1cZ~X)&4Qf_galJ
zf?OCV<74W@u1s7H-l(}318)^9Drzz=8IWsf3Hd63MNNikG_B=S_hW1ac(Lbfba*d9
z=mZPD^Q(O`$kWuQ{U9)yK$yYkm~+jdxzJxV20&mw1_XLSJO)1gZqv(Z@BcEJWp)<9
zmyEpN0@q7Qt+=~LJUTfSM)TDryot)$bf4GYSBCQ#$j#3NqAG+#QxgrpRlaip0X%AO
zH#Tl9*Z3U>kYtan$gS08P<Bq7^Xgdq7PLxuTV_GJ`TTmOSyoaoI|pkou7)B}v!Q(R
zu4rX>Wod{_MO6e#{8e#%UijO~M63prF;S@yZBlj2iQjYsi<(F{)<h|YzX+55B1H6X
z{o><%$>WhPt-Idq3D3eyw-1}w{EahKx?Z?2&KCt`T3N`?x-4;e!@uk5al)(AQ%$={
z3P>{v|9Dz;&Z~%zOV?cQjI`uZ^D>iLna@F=hSBeJrUw??r1)db4)L@39>92yUrRaX
zkqr|ozGL`F`H7Fmbr<>O<s+WVzOY;*4+U*F+0b#|!XS@8b&YHNnT2caAi!{DU=e4~
zu)I{XZJM>J&aQcjnSVk}FO9-yRX10bv?$hIcq!v?CSAi<uOgi!Q+MRrYD=G3$fWf-
z+bdK}M!ku0GMA1|7}#f!<KdNz+RPwim%bw_?U)o}D&Icy*&T&pm(bD_f7KBetv=O)
zQ<KSGG;72kl?nzpPaF0wk3Dd`gCtCkFuyn#Tjps$OZy!7Q0=tvd{%fvoN6w)XzNA*
zRL8WR!j8vb?r*nWPat`~4-{)jcX}ez{uiC+s!xt_O=VS8zfwO4@Zfc*FX*Z{Gg#0T
z@Yr{I+`ABoGOX-Xs+N`0{6R*P%q{rJV%#nmygbiHaNf)?{WLZeHQJTp;LoJJ)2LqD
zN@cE103_2R{-RkOcbZ~-!id(6a>nC2;$fqcEOSEJv1=Dwms8oy&FO`SEHHSu!|{oH
z&uqJ&{$$t-lx6-7ga4p~N%@YTQs?O}?}xRTT!r7?^@Er?K$BOVhKjCS2s)g0NVPip
zg|mv!S0ozR6RmB<$72u{<@3>->r|9O_j2`k#I|{zHTgzNEiN*RD2lJ#&b+1%(>(1>
z#i2GjZNkHpT!+537*9njjv@+qu~xoQA-r@4rV|p=6wQTX#|tYh=_cjY9E0{rb=%Aw
z*xGd_IZs7COE6>6lah{Esh*4Cyd0gzP`}aWH%1j#7kEYNVk~{n*p3d>Y=VCjUX#Qm
zoCttp*p2Czefg5<Ri`ogH)}vZEEr9hO4;V=)obbALWqJuu@XJDlOxK-`T`FT+U^z5
z!=HXPjcvBz`JPlSlb!4TP&&E5Pia(SeXG_&<HstkJ#JU}n|rdlZ3FaE$(P}$tCQP3
zOwq8R%A|>X@~|o6o27;rU(}S{R!L#)HEC`Zq6Zs5&07PoI=p`pP9Yawbw|5T&f?jE
z>{PwjZsj56UG_nYWoLBviWtuBlbZUlUQc;wFzo!#jAePW<%I(JK4}4-+)h6AZhf?z
z_6R@VZoNOoV0pvJnAAD)Lx>h%7{E9%5Y3$)djX5d%_<gOVTh1S{gdiZ<CNhO!tWC?
z{2N+2B9Vutw}Py0<BJ<lh&7Yu+(Rp>Tw6Wv*WT(LD;Ws(%Cj4ENRL=j6KhtNC$vq#
zcYSkc!E4wRcbXmxVZIZ+CXrsqvX&B_^5dWr2vFJxGg`GyQ@<%OUu2T4aV4n?zbSJi
zgxPGkO=E)%vsOrQPVYFNJFa+4`t1huU76XZGX7atMn&5@8T8ddG-(x1H7N{jy$*7j
z?FK1^&lg72yz+L3sTT`9h`;DgU`hSR=QI#_S}27iEG7n{b~$hu%Qq45b+5A2`6RLX
z6NT~z`lLb?1A@Y5G(3MMYQ7ItqeRW+RWr&HF1Fn(_d&pXUZzw1=$y3dT0PQYx+bMN
zmM|2ZOc>X3G#Ivg-tj~(`4%%E5|7pKm5BH&)zhVn-Z>atSxjaxo?vGbn}aI+tPZy_
z@3N{f`L#AaI#qZEwLUBW&%Lm5hBDks(2&XDsGsVp6L&q)H5VaSG}(Jbdrzf73825;
z3ZvE0<6p~9y63kZLngb(o-9EP7k;zrhT7g=l#sS`EImRJ8sFf$saJQMGd&QGHf49Y
zHJXt~D6m^-lA(;?@s|gbMqI4VRlj<DzNhQ81<{Xd39cMDF=|Tw@~uwo<s0g`!og!7
z{qRl0gS%<HVRj1+&@8%8;3wsu?t0E&mNDwM%FXT5zJ$EIE;e(^iNXsBnK*BX*E9Ix
zs*X2o>8$t~_{Y(e0709ul0wqAiXEdQvCGyxj<4!QF6!l4=xt;N6S$+6>SE^<)nw92
z8Y+n|)9cEf->7=*EtWSP0X!eIeU$0N7Qt%k2eDRnCiSkUJSbMa6Xyy7BI`kYht&w<
zXXCbTHY+mk85TMw9?2Vb3kS~x&VfMp!2k?FlTyTFg4N1}XuO41xRIqD+oEJm@Tc~d
zV|8vLe%5w~4j-alR;oJGR^P-#=!RVn<a2_f^;xCjbcyo*8-tz}=lO?T`BybZ)!T&!
ztW&E+zT$dKKlNTAHMuY_hVpWyN3}BpMJf|x!Qwstu)ai$Avjw>>ixF3K!C$;E5&bd
zzBh|ge~98>ynegvGd<%HhgRT`DL+oqyFDvMdInMB-P2qYXsJo;F=Nedp%Yf!_%l$e
zK>+a*haRr%*m)gYc{Y8PQ@rwvK1a@=S~R1*@{lQVI+WZ{!PV(5`V24Eol@fc%}g;W
zi5b|wcsI+QY?LHTR#R<}LDqfL(hdyb-+)!2-;OP$G}gvw3c(H%RZhIJvQVoaDs*y0
zR!qif%fN3rC(>I*a}Y2%T&Gf?T&|t<c<8w18e$2%h7JKdm2mQBG>eDs)aHar#KX5-
zvObp4H(qxuKcQl?=<m%NU63drNWD3KBt>5DYjz~0zt^&rDslQwqJ<-=v%|}*e2baD
z4_rc8w+P3KWN!w@()+89fJ?Vnw)I5F1a8S!NZGy?#-p-*;<pdVc1=U{+zg7PiG<3f
zt_*b3z+<Ih;)_t53h_HXJ`K+_+e<7ZD|C8sZK4<Z<yyljtjbq-L(SN>yyo;W?TV@F
z%KiEIk|uzpAi&84-05_()mWCUbJuM);!S<PN8c?a4n%Am<?=bIvvLgX?@~Ie%RR?a
zYC_e+E;x5p91Up@EwLqCA1%s(UrXFljBaJZ%vu^ZwQoe_q!_cyd^w%?n9pfaZ}8;<
zfj|-BWUHxuaO75+va!pss_yf=n`=9WlnJvPsr6H%(vhj<CLMTKGwv%phI4LT@*~A?
z+^Q}5u?NYzG0ADUVE*(&eg%<NSEdYD*5oyy%gp&oN45nJY6c!B3%?)!==FrYW%EAD
zHPWb}8i)+5A=mS0FJqUxp1PCq4lVKpuIvV`oGN<%xZR3s9xdC#-JSpeb_bf!y^MZ2
zeiZ^GPGM9$<-5Yyfh0R4ylv}3v}%ix=ZztVTzOEG|82ZS?t5X1s-w*$20xsX=|l?o
zl!wfGFLc@bf&KLd=?XRP0mj6jRrf{wK6{d*!pPilCvL;l(GJ1zw#@?<5g~xb*En;&
zlAfRG&?jtf8U3|Xn52ost?<y!?z5)Vz;{`2=gq#zmqufklhYh!YQ;;gmhKmHg9|ZN
zV;0YQ(}Fg}Hk#4Yn`!mBep!6q2&9DXyRh$XzK0VwM^V2rGWX`<agRa3$@$G1ssRKV
z=+%1CgRqyigkMgtE8a22gFx!;#_kGzdww8eFPlF8ufHPz9gr-Rp%DiOGw1*ixI+)?
z_cOn-)gpO1zSis6uR%a_=lc#BMN`q+!|A-G7|OJRK!x(yHhhdQMtA;|TJ#=H9+r=_
z!tLf2(Thmn4sDbEH{en4Z|p6#OA$Zb{HmttUzy1NGnMe{sawa*dr?;P7WLXVqWH6e
V50Cu_1LB6&I{7TyWC`H#KLHe%{L=sc

literal 0
HcmV?d00001

diff --git "a/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/images/image-6-\342\200\242 Example1.jpg" "b/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/images/image-6-\342\200\242 Example1.jpg"
new file mode 100644
index 0000000000000000000000000000000000000000..fa9eceb1e750a02faa8d47633af07b3fec1054dc
GIT binary patch
literal 4914
zcmd^CcT^MG)}Ih+1Q7v21VZnibOn+C3Zcl2bb=J=O+ch6#i%HeC?FuBv`80F5EY~;
zT>(XU_kuKoAicND8}IwpeO%YNZ+-8r_5JmoIcH{_HGB5#-`>Bo&pzM)_!T&0psTM7
zz+eCXgDwCZ22KNv^z;n$bc_rP3`|Un2xblz<^u<qj~-@c<>2E%^7HZV@(PH^i3<qH
z2=nqvs7lJ5kXKStLW-Y4om9|}Q&dv;sRYKv#Ke4nnVW@$TS1UlP~ksrU@gGL2;2iY
z;V>b9h7AU1gMp0z60(yH_D2K$r@?68v~=_gj7*3FkU;4nfCdJK)6l}{=xAvn>2T;h
zK+8sVSWsSzp554iLCB9o;YM5rqp)^K9j8g>qKKm7<(o{1BV61^c|^s;B_ySklvPwu
zo>Dt~Mn@N`r*B|tW^Q3=g|~Kcc5!uc_we)&2n-6oay2C4*6m2*ohVX#!h^(zNsk^U
zXJ%#R<mNriFL?Rtb!pj~@`}p(hQ_A%ADUZQySjUN`}zk4hsMSyCa1nproYcDEw8Mu
zt#52@ZU4jt1K|IJ1>OG%>=#^Y5H1>8S~xAkPh2pXU}(VEXz2vy=?`leGdTFM3n|=S
z<j{`GD5+x-Ry0}UbiCY&I3l7nCc5+!+8@aNcffA`SIGVZ_AgvR05cp01rN>!V1Tt6
zw#`xf#kW6>B!Pg3Lfg@}Biz=w2fT;<x)ZEGV6m+F6bNXP9^a)2`G%GuG*fa318CeH
zcPZuE$Rin_1-D19VFOL+Raj&`180-T>j|;AHjAoT6(*=x)Fb^w4CP@C2wcZucV&wY
z653@AK>$dvzSi8@=chzbP?-0<xI!wyYn<&&c&{ITa{BvE(n;u2`S8oOv5-->OUK%`
zrt%42**ihtfL8-~<)aA*)QT62XU0B1i>{FS@QhGDv`E=q?x|U1n%@6Ge?lj=FBfT(
z<kW{5^S<Iwz3OSdNxQmFe70peYu1#t$gpG<xgY&L@wLf}&b0d{WZq(P)Sw>{{++gF
zO1iqcH9p1jxCN>}q^2}pHO|#GKYFma35kCc?qlB?%DUe*v76`ZctIfDI*AHHT}5$(
zdpd4UR`Hko1!vZNH`(EIkk*g>&pZ>o6x^VflcvmR+#=Ri%Q?kqX$k`OUE25jeW#2Z
zU4M@(@vgGkW~ClZQ{QO^fv{w0VrChI?BDTH@tSNA2ylIGiC6XLx)(EAZM~A$#cw1p
zE0QX&gCP0<AHqT=V&A_N9<SMr331ztm;`~&yEfkb{R!rLv5M?s1?~c0VTL-KpDy3#
zFxI5wFm---@_u#9)2u39#051{yIOCIAMbNX5XjX#zlFff-62p$7Wm(tHl0jztZ*6V
zEZ9)>faz@<PZMnP#F<h#ZM-Z_HO4=R-BZ>ke=?t*j4@+9R+v9+HfikoM$7e$u3XYP
zy*1gFSvE)ID_Bi$wAoR+B3cK__p-Q`{Z=U7_d<dTdrU7I{T|(-;_PWEV{yV7cT!(W
z(DrTsU%OJWv$Q{7cQenK__H!aC!CGD7q<}u1zq+-AH*NHnnFfC^jJ}yJe8Y0^zyWc
zH(scX1Ix18%EN~=i^FM`#YSwAL`mCpvgo+{#;ii+tgqL!W8KhoKk^173YP4x+XSP<
za3=z_FEuP`^pYZzzd&6glcbH1$h?jy%m;yH1q!v|&2pjnzVMhMqd1XK{7E_-mLBsQ
zXlY35&(-_B-(|_3ibW|>>y`=AO+_jdOUOpIL=siNScmh*Cyo|TJtq&5OLwwFqiQ)4
zjQFaLD-|79Ix5l^rn2m*Alo~Wc#F5eCzSAdByYIX#1^j~=y*4!?KD-RzxfSB-{oRi
z>I?{&nqaf73!}tY{Eu%?)Js<R=<G9NeCpZ;G&6KL0EP>a?wQ$fh)C`WjH^OVTe7W_
z6f}8;Om{EwRcyyZ7Izw{l<|09bPdm4!GS<*)5;tOP^t}EL7=*($0CtrGs~s#mNl%r
z_9;Tp2_qG|pcr6mCO4n+kWhk;`!=D_tb4|gD*obm4WpOom4iQ8+@sNH^2m$Vmnqa_
zN$TS2w3oYtO2w*59yfGXPvaUBxmc)rXCZy6U94~Lo*%2@wUuj$qaMje60)>~x&wyK
zpMfJQ?nq)xd#K82GQq3B>U6k^LYub&F}i0_t5A6)p7auR^1Zx;9uyjvqm_BY*Wo_G
z{CT<7ze{p|ilb?m4vDQVXYn1AjI#D+8C7!jUpFk1BMx9j?EBv8k{;{m;}axw4Z5&x
zuSDAtX9ql0UgAgcMk4JddiBPL<(Y3M8q>MD!%Xv1&Tqb${iK+8_{>NFA@8&uvfz90
z2w(50K~Js1jY_5-2OsvGhK`ttQop{8j|*6*_G04XMplU(NutQ<fmBf*2nc*6Z+{zY
zeQs`xqiQ8#*4k<k&8~?+J;av7*fy{H+-5Nd2&X>=feTxhRmc8gwn<HdE#B4k9flSV
z$U0I!L}?_jrCUgE-q7K+G_Fu7JKS2`68#iqmCD-FCuuuCF_>?%A$ZI%yv-?e8q&wq
z64ZJM)-CG0KA*&jVn2oB{I_~Zm&1wT1CX!cwMi0BXbL>Jbo)j(yeh9AY)<Np#WlP=
z|7-vRy4LcYH9oj&ltRhn9=Z8~xlW)9)KiXWx%s{d+Txy%YqxOf=}nf%{(X%-SdC0X
z3#%P0R|+L!1}h`T;wV9K_w;D{tX;Rgl1+WLW^0UzR%G-CGlyp3X|GWY!6HJv&e(Yt
z{TE{Ks8>&^N4bc|N6Mo_veLzE{+J_q(BoKuv5rq5-Om){PnBP+MoV>!bj0y}Ayk)=
zku#Hg7<k8yrIrqjC#6kZsYb(+jl0OfpSP3$>BLPbgBhyW^lZ+RqEVBmpt=G<ynM&m
zi0xu(giX%XQim34ek0GY1oyuS$(d^+Q2)<Eg6{``cRc|+gt3us)m>V@?Ko@Y^xe(K
z<Lllj$c>I?SrxZ}mHzZQ<a=6I#O+v3MKdLH%wUw{PPd}LsD%g!$e7<9x2XRblc_>A
zOTKg<cNjJ#N;S84E`Ev6BuVKbR_!A;h(ESJC*ux%k!eQ3i!o1?DdvN_qK@yR`_2V;
z=~+>k>nl&RkCt@b3d(otpUxyLpiX3xBmii@?`)Ph%Z0Hh*CJ65mcHb#*42T)2dn;g
zcwF)Zl20I^HhC!3>Br^3ZOhx5{<Lnr*ySP(lfhK(rUK{0eOb<;U>~6?vX+G7F^5rd
z5Y@ZCNQ7B}KwSG-5O@(r-j?@@F8cWEUNerl(=N@qtNHBvJEM@^Dt+dt&6_OleL+Rc
zep*);RJw?m`SfF}m>d_r9}av!+&lFc1rA+ik<}N};W!6_2Cb#!H|tjNh&IL`!hoQt
zU+TN<$}rVr^K4FfLpIR)%86Dy;fwDhf&vDSv-mQpzKusBGy8tg#2AO@T3gWUro~AI
zr2XUA70!lupyjJ&;jUPBa(}%TRcC1X-rOa{ez)Io9d1iSsS4F8YKw8z^T7}qgZb|m
z>u><jfPLK6tvFJ{y7mxd2j|`{L15CZq<WPp+iTK=SiWaDLvZs*mQr1io2OmA0abBX
z6mlU)v1*ZqX|Hhmd&3dEzaySMb{s47-!Sj&L*-=g==bJzCaC;X3vqdJPHStdi~QbN
z$#DCU_~M(X-9qiBqr(Qa$7MBD<(a)dYc$R0ZJVvXF}Bkby^|UsuxPeH8`5iNYmBqi
zhv;(ikIeAO7X&&M1bY~^tFM~wNNON!K|rl5w^AnVwNFOe4O;&3e0BLeSM}$dk3EE~
z&dSJfKfo+4NKys&y5}+0H8Po^NNM#FMBI~)>ipLaPIinhIHN5?g+h%KyhF`jcY5Dt
zsJf{45#sweGQ36(o%@bdT1NWZb<FCJ$cZP>903S=pa?TYi5P9@Q?Q?r%Co43f1;ob
zg6<I%XS_;_wG+{L18Wi{>wd3(ZpuABQyL&yG|Qt{MW;jiiv2pBS~Ynbdyj7C<5-%M
zi6gHk7vmK;^(uTObo-!`izsK%*~uqGpRu-m?NQbG!G$-CO7@zbU{+di_M2=iy9H@N
zPt6fe0D6Eg->WS(H7DpQdrE5RqkXyCx}cK08zD!SO(94bZ{CL%K^Nq_IaEFIm#qEc
z-7i%DT6pu`a*2H-R7kuybxTA-Bo)@8Oyp^o%Lw#yZGI_fIz_G$iW}|N>HE~l^gz-T
zE|40WoAVMIDDt)JJ3#9eqh{VTG}SZ^*=<ak`gE3A^}t3(LL~o0PbjJ4oGpHML;yd*
z5@TM;iGH$PKz8Yot(h2_bH&Zu#1IxT+K%8H@Th1hY4y2{k|lH!R3&+GSt9f4lXlFY
zh@*GV>E}Rz$L857e1?u&_`CJr1iGe>bHB|*tcrAnC!MQ+s)Cf#+pN2<%AlHg6q|f1
zlz7}PQ2nmOy&?Uh<&U?loOT*UF%4_aL4cV2FlB7c!Kd2zn8vX7upK#B-S=DrFLE6O
z5?!nZhX*sPgb!3bL>VIeNAiS)>0jUe4V$TS+un5*+u31rI*<nED`m(Y-8x;DNPH@k
zU7Q;5u??&Bpe1vL9q&AqX`d{Hp1!hMVjCUXl;%39JrknDbv-b?%U3q`UEjo7QF;HZ
z%7OVvvD7y~s36ixIaS`h37eKZE3fJ|DID8o(`C4H7mEmsM&ch=!D$3`2WNk~vZ1_w
ze?CO^bYQTrlecKwm!&#dC;t{<I&=QX{sjA7%f9(KBUSyf64Nfj{IGuHB4_QMk>5~s
z+xi=|_GhC;VKbMb1RLGM@B86ftA+c%nKpLE45h`AsG_*S?BrnL(XX$4AKGf(Q;gNS
z@twSYtgjx?kIr6hVpllLtUl}+sUC&W-*)bMZsv^^SM<5c_~@G!`R#l8)uzh^g((|l
zC-d+<*VY@?=Y-F{@0wdd+#C*Z8_LdxPRZQx>ylo=hxT!@)I1QgMQ;NF{m@P_u_X9m
z9Glar!#Naso0S9t%cs7R*I5%lKv&kU^aoXX(KTt@R(oV-Yd+rHQNB=1uKhvkeFB@6
z{bIo?a%-yxI+aR5XF4})veNL$LWdj^o0fDhoe;}iskaQ&Yk`<u1ZE7oe}WI?`totc
zbpGmd&hNh{LH<=If71qQKCa^1Ys(x$ePIWILV->@wOLe-zs?|i=o~a9xzjEY1Q5kq
zAV5xoN>rNIP2*qZKkP4UKiK*A_F+rH8~z`f*ZZ&HGbC?+yo`Krqxl1+R%XuT-DK&k
k+mkG?2rlnC=rJ<MVd(?{jNiz6gP4U%X*=f-3k*2;58}*{egFUf

literal 0
HcmV?d00001

diff --git "a/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/images/image-7-\342\200\242 Example1.jpg" "b/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/images/image-7-\342\200\242 Example1.jpg"
new file mode 100644
index 0000000000000000000000000000000000000000..e6985554e8d86146e63a52e073064e6fff436847
GIT binary patch
literal 4892
zcmchacT|&0`o~`k5Smg1MMNS+jWh)V3Ie$Zp<ZtcO{Cf=(v&9MT*VqCkrG4{kOb)n
zNDYDr0ufXogd&I_gbo4$LIQ+j<J~=1@18w-_V+tyciuDe$ILwMna}fl=b0JqC+=53
z!ph9j4B+Df06yLaa6bbkfRLadSWrL+3<e7e3yFwHZxs_27274XU0iyP97JJ{oV@&A
z70m;CmDH8x<)KFpsvp*Z!C;UBdWOfe4K$Cyw7>s^Pgq!3OjJyE>sDE9MR`T-|8wEK
z0VIWhdq6jcPYKu}$p@0;<2C^h-Z};N{wTmd3f~qGzkncENLWOaH=#lT*un<_ZQ%zA
z2=MdsX2<Zx0e(pVDMc+~!R@GXV5LB5?d$QGLdqvf8)R%Kiz-LX2i*`B*|Af0m)ySn
z2cQR4VLG};kLl@~m?F%~EiA2U?d%;+JDzd6aM8ol%lnc~a7gIYu<(e;*qgU*-?@7a
zlaQE%Pkxm0IF&%mdY+w=o0tExth}PKs+v^O__nFJh5W9yt&7^-)7$r{e_&*kHa0#n
zIW;{)Us_&atTI_^>)*Nf0MOsDc<tZ8{)tPH$F+r@AH)y-&c(MSj8{RD`~r$vf>OpP
z@VUV4O4`?jq))_WmNp10AF)}KIUht3*`Wd(*+>75_6OO226p5BMfNAy53T_~48+F^
z9!L^^1FLA6p^j{ptzBJ3Ok#uIlG&$r*==gg@DU^W2_gR1imFRrp&R-^$N>D@H9am6
zztfou6zjq9(KA%DzFtaOgM*OiC&SjSXs59z%RDuC*1a~}aWBW{z|l<ArqJcO>x$7g
zTS3K_Bhl>r>6%>N*)002KKfRW{)N`yJa?D2!*+#QIiaVt(Nf51r;1k9#NYb#_PG(R
zlFGP%aL)buDg9yAwu}+;zgS;DS${^7;En}@{aoNCwRw1D&t*0kxk%(}NA5&-hSo3c
zfj5@s5<erWW6l=`d;Q#vW1Tc`<pRdNT;NRz7Z7P7;QWn77?`?`8UHi_AA!-sHo-h#
zJ}O&H4r5rpai>?6sf+%(ANrRC6oNvxFdoJ%W-K1EO2zpa(N-BzPvDEG;jcKcMO@(b
zX^u3y@zUtR`nD<#D2L^sf-N;`?;ju@05Zl;IlF&$t^9Ox@apXb8<GN1Io`Y?ukP*V
zo}o#^zx9QAWk%rt7}E#3N}Y%NhyD-Ja36j2VCD0$qRtiCS-*18Aq<Ue&jl0%xq!=~
zwN$m&=_M!A@duCc_cM@K^caE{n%Q>bxSOaLs{G13ly$zCmOR$bcc?a)3n*z;aRIj=
zwCZ9woHhh!f|m-lo)91HdMRH@*rAGfj&;1=y+O?-RJThIFb4q?LK~#Rpp;XK0uIfa
zI~F~BJ<P-**e7l7C%!z0Xzdp#)c8Vf52?N8%h}lW^rn{-2~Yl7d#$1r(kS|p*iKgy
zoL4Gyxt7)YUR*bzq+-{b9_v>{MXTOV)#tPFR4q_5zLW`;Np$|n`g@?G=X6rY9DT%j
zABecYnH<6JZ{I>?$?Ofw(hjyjeG9JOqi?l=4x;GAl^O#}!`S(~Rp}oe3QZa)_;jD9
zH;6O`)_ED1XLngcF1z%U9mI?m1)NLmosMh>+!e<Kl)Ixa31x|4%=n}yuO`gw#}@pv
z@OaGoqiy;LBzUKsXQJ$e>)Y%#MTFyMvT^(I>))J$2TlBUB}CZ3_Iw)6LwgUppvm|o
zY+cq9rq8v<V;noGzn^erB`mjaLCqm?!R52bT>K9BV^~b04R4#~z!~!u@&zP=0umA7
z<<~PhX6<`y<suY0b`mlW$Jfj#ED>LuG74c^OtUC$>tMAhZ^}umDIU}^GZi70vzMAD
zC5=Mt6@e0dKUOS*e&>Sj+sE<582lXfZXz2N*^R!9%a8t-ku46Vcd+l)3~xrXvI`o%
zasga87Z`-Jm9zw4qdngxV4yFQZyro&duZBa(O?$}oA5xWHwl1L(t8Hk`ip0~(+^3`
zEKcw(J33p`Mp?b>qf(1}t)4tt(s^##jmKQu!3vHjCb-XfI&0{Wu$15WJr!P{Z$gYa
zy6SvSb``>+ba=8+s=OYlVg;;c*q(+KpU^@%nCA(ZiBNc4xg`V)6m-OCk@IMDw~2rL
z8S<5kM#t!PF?I~_w3{$3&LI5AX<yOZJ>AM4Un-U^mV-Hw5_)^c=t;LKI;iEq+hnc&
zPckuXbCM$Irq)Ad3b9pr#qwB<R|DpkJn;A5tKZR3R>(?cbhrgteRO@A^0+}w=c;W5
zbyU5|wsn<s_gy>*v`Oi7xaDzniV1?yN7ODrmYZ>$HndgG3qAMX8?KEQXs!x$=CC*6
z_ao1#V!wG&2c6p@4&uJlcVAt{q_(qMj+m&*2G}k%ks09Xf>4|Fcdn{6M;`@3wA#R`
zG2*$a1$8SPL+jdKWNaE2znH#PS__j*dr6*(sf%;Y^J#CY@ZW-gW+`Lnr`fm2n?ddq
z-o$42rJWE)EBY~^&I<n4yvUs8y`DpcFDcEU8IuQ=iovlQLmC&jf>veX<hj7R`@FQ+
z_cWueRzaM_#BDaP3&cF9CR_aOK?#`AW7eEKo%JJ7x=v-%*C!U_fkRqDhr``jlC-I<
zG5q<t*QEvQWr2__wHqTlQWO`zwZEV-2k;GNW0a71@D!ON;C9O`4H|?{?#<k0p~BOn
zw;!(oWCX?sb$8efxm06?lrO1V=!EXtpHpnaBIUu1<g2>kO9mc{9woDv-5=K*@UglA
z+U9Jc^XHaDi>zp_J({5fC8kyWNhVxCeH0Ri)<lwE1JGhko1ieSxPyAfOA}2K8|fCA
z@h!3nqj{GSYVP@EpYQs-Cllv@9DzTA-12q^9bVTh@CrJ1#_|S|jNdea%LVrRf~}E*
zp%BK32<cONyeb&*Y-`$wNKA+<HgM)neK&-vlO?3AoSA)6szbDiraEKC(Xq9N&p_He
zoUk~PiOzqDR+p=zI1?Dss8g2B;RT!%G!E&|G7L3Zye5iUAFKaBaeEFKA@=e%U5qU)
zV@)!&etkJ{?R0Dd7f_&cfoeEDiu`l>6$i7U$egbn``brCf@!*@_^o5<_DM_I3U))f
zvh!;mv12vsXA{w?W7tXQFr(PTv=k~^IcwlLPP6y$wO7VEWp*nGyUk10IzN+f8)Nou
z45S|~sKEECMmAD&*%j@PJ-`LTc4!<LUBGQ7*I{dIN4=Ftl@dFr<7pg@p@%cek1Wa7
z4dw+cA}2v6qX@^sThR*rUWzwdFA^aZ^7JFOz#*mPMqA{vEo!#eK~UDe-oI-L|02C^
zdP^E*!IS5+EoFuEVfiy!SJe}6%~#MXa+E@rUSF|c<^u>jGXJ=C@`p|WM%D7amZgZ*
zxQ|uI@C8N4b4x_vQ}b%p4z`aQm@<DPc|)6suB|_~i3rgd=K?|%=j42hAovoB<!Zs%
zs1_~|E=~k-ffx~n2;=-3zQa>$0&@-_Z43Rwh3{T#IHlBD5{GHyslpncHg3qG=Xz!<
zTB4DZVY|iXJ_*IBG{fdWAN>;dT5wOW?XhJ9LDf8UtAa5?S8s=7uc>1E?|ZSMX>Mm|
z0$#r6p_n&DD@$2tV;r}ygPe3yC%-ujdh1~+)>RvGhvC0+LTGhuSSGB7m-(_D@-iRr
zy%v5u&aA45BYUQp<@DQu)+dVG2Jc(zdBGcN#ce-b3sra$;2**wT&|C6k8ymO(cPn=
z)NgJ2J_LoZJRtK!nC6)JF-`bv0v9-fh)m)g2u`>~%3tpSe~NKI;pb~;xB-N|0NIFL
zbCCT=>3GmDg+j<QUBQ)g2ZWq-=yNQyS$3*)(&7Rd7vK?SN$Q};`u1PDi*(|2hfkG0
z_NYt)5pgDLTtzh9*-erjoi6tJV)d8(_kz~&;Qe1Z=(+Rafvi3^g`&EatLF-w2jdr{
z?Q|bqW%kCqI(<kqR=sU0F?Kkwpk(C_oy8|<<If5y^UFCwL6gH$-r^%j$@e+_N-aU2
zrNPvIYZp866RDk;j^Z#n^0vQ$J<;%1t5)^#uW9BVrDKWWi}Pv?6&CZ+$HR26<u^oA
z%uK{d+N&2C9XTi$`)Sx3A%ca`F!G)=iMm>O^`qL>j}(bePeUO4Qg4xez^^%>O+^z{
z!`~E!jj4;d8fTN2#xK9<eCE!O$oL8wf`5Z_l^1{srEMz?yZ}D?M*u(8)<#_PJ$`hH
zF{kqK$W1h^0`>y-LgmhewT<H)-QFTnhgV_=TYodqDb%f9Eh;MX_LrpmbzMuQ&iSVq
z#;q&gwUGGV%l;=`>R6hVL|{zJ#qx$(v0@y2v6+CKYg*g=GE&qpbityLGapjz?(ch&
z*5%lSOeT{|*x>1gV*5@b6>quE>QWt>8PSoST_4`eSal{|6RZt-tgiLjlYMcnF|wYO
zId_vnBA-y3+T;vTD})jcu`G#5No)6GXIy=p+}W|AQ5(PLs{~8cGv8lysJ(WS{y<eG
zwEGHtvM5!H-J+IxesBA8Og7VSG<8YE!p+<c)sym7WHF-l5>2?zcb4M_UvBAw!5@FT
z;AR<?mk?@bw#qbgh`8szF?RM^l7Xp&fvZmGtP>Y#-n#SGLzlCUt`;rQJV+nB(F2Lk
z*2Pkn&=Rihte11Hv!?~JkSr!v%3gyDd|?<(q{L@gNWtt;ozOQqrw!;*$@fi?v-jIl
zydN}#Mx0w3GNU%a$7`(<;6v^+s&hLXn3k`F6L=4Zixb)T!P8g6#Ony62bi?u&dV}*
z>R{vaybGbMzAQkQ3)toj=B`|M0Y{~}m(Cc%D+J-QUxL}wXTn4^CvKf4y{;_ZmF{5^
zsTqXq4ApVo&^`n2n>lK;Z6<5)rU24E$H^&;aw2nsG>#kfE<fe8?>ut=Csgd^7x@ZZ
zcy11Uhdy!t)48%Pw*f#|iZd6PM&?f(Dxb>vV01yBV&bD+4G_$7u|&}s^Lif&0h2s$
z9mbQ_L#*158wKviJ(9tDcWqUu;GJhP#k=z^gJ!LsCHRfK0VOs^Z*0r-D=`zhDe(;Q
za6LwC`h5nAiGF_3Aw216!i79zd#kxM=7w1xCz1=$a@bG~rGg8j*R!U1Z^3mD%*1M-
z_IgrOh7lL=<{eHQ?rh#8@fKu2w|=>g3+#c9xErI)%kIWl8Fpl#%l*-l#T<QfBktR7
z_qACrfX!GeewIt@Z!&tWFxgT6!^(U$u9(f>0%RoXbf+C^ZWLmJ3!WVQVMhG1B(*73
z=xU&No;hiG;fEP&ljzF@4AFEdM`lGvI_lV+ZsOp-BQbnxGJ~3r-uPiBjs6KKMgXDE
zuE>BgjbeUw0sK#<*Ea|_FNyz^FUFA)S&vdvk_QfYAl0|F-PtucfLVWmnTm6>!(&ry
KQ5X!I+y6HcnX4@T

literal 0
HcmV?d00001

diff --git "a/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/images/image-8-\342\200\242 Example1.jpg" "b/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/images/image-8-\342\200\242 Example1.jpg"
new file mode 100644
index 0000000000000000000000000000000000000000..c8f136b717fde19caa753a48bae170ba2fff388f
GIT binary patch
literal 4983
zcmcJR2{hDg+ra<R*ePKMSrSDiWP5~|CNT|<82b`ZvJ9TGWQ{2jCQK<y6xqVqvKB&!
zA=$EJFO(w7Ff+DUzVW>8^L6Su-+SKgJMVYTxn|DwpX=QB{kyjR#rVMZ2<$gBKpFrb
z5CDLfAAm6q=m8vTZ0u~T9PI4uoSYn7JdnLS+}u1O`~tiXaZyPLaZxd`Lo$l8hYlZ?
z788@xIClJmvYMKjq^zdSNtIKIs%k2`n}9euIeEBwg!k?hR*@2uQu$vm#%q9&1Be9%
z!Jxyy9zGD555#x_NHXuq3i@*a|6HIwU=~(3b`DN1Zl*!?eqav>4Bo>6W@TkzVOobV
z{|8w3Sox)t;cNmZXZFKB5S3f^vpA&Bls5~S^{>jPUh<9L<Ptg{EFya3sI1&Ec{TOl
zG)`)2>7CU#K%7Gwnp;>}S=-p!U3R(R>gMi&_Vd3U5Ev935_vo7PIOExHu1s3q~w&;
zM`_tPxp~j>3kvZSl~vU>FJ9KxwY0uzYbSJczI{J1I5a%+VRY=%%<SCfFY{l&EfCk%
zNo2~#=GOKu7YG3V1B?0n53paj_?TRKSXjU;?7Li`J%LOC^Rci>DYNmzQS8n>0*6&@
zaX`-8&nj=`lvXuc6};rz&m|<I_UQ<57wu27e-A9;|3voRU_ZFV03I-i89Xo_00YR=
zVvE+{lB@Aw@?4}f_=H=6BcbbBWzxj56EJ}rrWG;W?P=n5N{OSeO>*G0AZ#uJExFRl
z0CLP;DbFPs+aaAm-U1Sz(-}Z9`}~EVSapScXtFF@t?f7iXn9MtqGbd;sTU#K8zs=l
zMht*kx-D~k#DoDf?PUOM)_Zf+QWUNS%P)Bxkt?DNIVx{`saj07bbV6lcgome$?q8h
zh`K-1yS13l0H*ISfSH0{9~3>xPN_+4thTNlz_fG_-KgXN2C&kKAzJ*bTE6Q$2R!IQ
zEj^R8E1LM$^vNZtk{<Gn0c?C~+Qh?tR%guUwzCcH(jvEKPOZP3g$<X&<<bQ21wLCa
z-a7+T%(wg%1oi6!>tpj!gf#TB^P$9(ELK+Og$|SN@Kff6arNG@_p;~`x$|m6$ZDTr
zeb+L-zF$uNMV-4`yY@XNjW`<>bFfSNsbqWd!7lrV7Vgw5@+xOedhxcTRHZhS+t&^=
z9saKz(5@HI?Xpqob8t`pGcBd7Z~C82A+MvmweZFVAKpitMlb+-2rZXD#!mM1(uELr
zVe_S#3?Td<1Hk6|qL-?nmBlntPQ;KN=68|Fga&=Qqmc*2H6iG50`fQ2x3%E7dF?2!
zJcIAte0G%D-BkEjH)|Q2nwW(9TFzYNrY5#G$>fM^Y+plnmkdm5ox|()5ZT$q<|tW%
zX$!o3w%4^KH*F=3Gk}ab3~lo&T^{$dTAL;xR@J#Z<T!8qYfSzgBvpNhF=sNqp(p(p
zz`p^zVs)xo7cE0GrayY4SKjCfR1cQbaK}pMV~#tATSH${<%(CLoYqW=n-+^1z_$9=
z(m9gO+2v@e1p`P7F2FSL(&G(@xQf?`#)OBB9v>SuPnNlD7BT>tbyKF3C268bvy+QF
z_8a$`<3h4eUc|CO`B}`2_Uo9~C1RoXX1V0D??n_%v>yMC6=%_;&8Q^Wgt)0+Dx5$k
z_aQ&CdAKqif>NYVeFlhl>&7VPG`#NmU7OeuWv|3D3+03=r5ARAqovNrYX;iO%Vj;Y
zymQIz90iR7g~oJz+hHf$-1#+#*HACDrqanf4pU<FqW+3!XpQbnJ7OSXm@`7{(X@1_
zUq%B*_Hg^T(y@hL%ZYYrOZ_o?PNw<qJ*7{IKT{5-P~Ej2KgSS0$Mq`(OVeg>U77E3
zA;a($yN-IbaIer)1QY+0Y8@r7N=7q0z&w`>y0y4d|H$Eo%b$y`dpuYzTEa2penla!
z*F*5Z{_-=e0dU&PzSKi;5}8Tz9tw~VM~i0fWyqe}LYnQWiD>G^{&54B42yX7fRlL4
zm~SrwkO(k0Y{<n-7E-rp@&gY(RLxP8>eyo+lndiEepBtJi8z+yRQdes6V8d#go50j
zQd;p0MLV4;H(G?-@^+mX7sl8j?F*8h7__;m=QvCV@%Q?k9vAhteEnJnqiXG~&{p#J
zw~uoMS$>O_x&wuJ^qRIK63;t(=g{ZWjXdV~gxq(7V6He!RUKJ<ww0>u>X40vs_ena
zJ>3;v$4zG2klF5{*D>#!<A~K2#B}ObFo4oZ2Jm$xyWvRr62S#FlTUrntw-C$kkHn+
zz%u8*<%pQun*=e}uX5Sg*^?33FJEGZg_7Mk?hdB;SL7<IC7!TAC7L+fQl2+ZyTbf)
z4K!ceW&j*?;sz|w%)u6U{SwDA8J1>7smagve3Jkh(}}KjdQlTG3{&JtRwtoG7R~zg
zl1S{(uMm_zQc53U%6c$f<(P|VOZ(I;Jp|Dno|A>o9J8J#F3riNe+hO%&v*8yGJvql
zo1S_7YTCV!MWejYa_kY%^73g0V3rX{%NbuU^OWH0BQX2-bKT|xl<<k*pn2F-ufyoP
zj%R6-tlX57bVWS-N#@UdQJ9L{oIp?e4D&E#k8b4Cq9H$rzEY|}iMZm@n9YR)m9^3|
z^gaSDYkH)_yfg%hO3L-Kh|7VVV>%>aPxi~2I}0$ypk#fL^ZUH))OVHQQ;*iqI4%rc
zk4<o3-;r(V8`=qtDb2EVzSc3>W@MXUs&l(L44qr}B?v*}UE!rfFIo~ql87N`{^p01
zWMi+yM@sWVXk){WAbp4#c%<>?py7V1`7)$esLv?x-$M2wTprVTY7jOZ%>WGYf;K`3
zB1GwEkvcB9+yIWa@7M4uCe^-T2Hqpv;n~SfYb|0(jUB|M^)_8F-*#I|xpK!S4(Z!|
z`8zLs>r$0`-gvp$cV=|pyU_umE*SQoF_a4C<ciU%6u1e~N`7&Q^VwcELh{|icU}x+
zYb1jE8Uxy4DkfC6s{DPyG9HFv>nI(QW?fMeo}hq(R;^P;JBzhGT^%8G@KcIlf4_bR
zqBN;Wb44@=4TA&)c*1Yj<2Gt4W>e?HVc@<U(be=|JDbYGkR&8>KeNSxBVbzFj<1vm
zbvFIfV871=_F;xn0XO~m!8P#hV^mL`vq}dkn&qaig6oCVQ2N&-+)?@vfGMCyUb@W%
z)tS`inJRkpE(|{daO$aAgxMJE92nalzBYQhYndIj88<X{JyHF-rWFvmWUXNNHW@!#
zzzns?f3}?D?^Lw;-@Td7I&zVE9#-O1O!K6}=~G_844^T}w{->~6E5Qz&*FoZdu<Bj
z|FblhDPan7j9Lx(AW-JSx2{Hf&0A55Nf%uoBTYxX!8oHMH=}mu>05T+TByG-wkX{o
z*~w+s<IY0g>7Ez|(gar}RW6*8+0mNcDkw84)82fIph}Oq)1?cJ!j2ZCy|R5`8KnBo
zJsZ2$E5^)jU{^c~{9UA_Zm|`*7uzFmAv;fBhOG+VzF9BA3>W}Th_s$dppnoiEpMH;
z)tL5)|7kZRl#4t-)^e%5O(zWc(d5Zepj#|15_^4R-TdOUwd1ky<Hrs^E-JVfo}Fns
zrYF2K)rspxe^Fj;YQf0&=O1yqi0*0DhgihyvOt?QVg5q1jsu-@Nbwe&t3y87?jzKx
zd90w1>f`LcR5L|1emF-u7$b*S$--?4UX4!5U+{O%>oOnQsFTZX01tAlO~)O8=k`^t
zhP$R2-H~|vlI{f^ENZ^tfsgkiXpHdHEQZPmncnZa7pTb$WCHA?dXk54bLz~IF5^@Z
zN<TP1ky%K<uKZ@rcXmy=1)nVY!BR(r%j375J0c^&+ZmV=RhvtcPS@!9Iv>e?Obp$&
zgw+%e;Q>ytTJ=NS?=oQ$LpEB<wq%E$$io<#C<(P%L`RZSXxEw3lR<;vHwD}u+ENVQ
zr_njIA(XexWJ@+JdS{i{{Rhh=R%~W<Wv<O?!1W>4B5z!$UEeOLvr5(zQm(OYglc@m
z=-C~*V+v=HfJ0QG&5A*0C*Ui#J{|tCR#UFs>5ui82PC`g<d63aQH|a;#RjKUF&o66
z`H8x4M)8n)C-i>nK71(O=3tfi`PTD<${R4^Y2wkFg}!gqwP6#Jgo*q8gvxywWrr&_
z=JV0kb!=rqWzX)p#d#<5U#lcc@@A2A;zKq!<3Fu`!Y%by?SC{%xw_^3g#q;HG&a%e
zNFEmE);f0TN$0i_h#Oe;J5=47$%hMpnA$2_<LppxMS{tvMMv4I91*NIpG&&y62+kp
z$m&<k23Kyti@J&yY-}HUWB2<$M~os0$vWM77pfQ5>lG4?>pKQssbCI2wLKTJv2sAJ
zjGWA4Q0LL)3fGh!EAy)Y-j(LDdA-}Mv^M&)Lg>S!&f}F~LEDkMlfdN{>~$Mg-_Rqf
z3JdTB_?xU?U|(v!>Ews>dggw)h_V~<%+W0D3IlL(V*veS`jT8tbD6f75nBd8^6Ym^
z{6LwlkR+PZkzcatRM@sUlu$qN{O5UYnVg_HgV?9)&&(j7$EVM;8M`>DOgM~bN4bmY
z3A0293u?|(Zw~|<1;$?a&*oV;VDFZvN!1U)W+&9U%cyIz^Kg2n4x+rsYAmXH>Z~v5
z&`$r$u`V)uTD9e}mv<>~zNNS|$6xxZ$D~fnw`H5`%BISrcj-FS2V)2uPW-$hnZqd^
zL(xWyt{a|y%n>r>TE()vnW}u@@zda1^-PK}a|RwppNphFvcHKj^RPzTit&7Ov{srP
zs*Cvi{;uMuD-(#JQ(u%li0O~C4u}~vS*?%+c`0fcZsWS|!>1pw5IX70(<b57_?Ysi
zXHD^1%&gbSRBz;4x4*2Z4m)z&?zZdbHm6qmw80Wd{b_M&*24(iYaZf4`tl1RCZ+~(
zyh6@+p~4^Q_8K(h8@ye45{qjG>ZtKtQ0?z&iI}3n`vjW$O@VDbqd7DoGR&)S@efRq
z*=L8=q(C+KlAbJYk6XthgLldcCb~)Bw8$M556tX5>g7Gmb!B0iCJo(P9bf(I_Y?T?
zg-IKliJbyO2zxBGl&rM5xz`ho`FszijibbT)rnG=IV)RH1?QJ>>9B|cAQySx;oeq#
z%i~KhEYzLJJh6ohvFWbtfJ?X(fB333d+S>}nhddc5$J1Q|C0Hly8Z9f_jz6M1sM`A
zC(K0Mvkg{N+%&(SwDZ-v-;r6H_rwW(7-dI{c}&E^YLz0mWu@1;(-Kr^Yx^#J8-nq$
z#q<t3ZS<8HW<RGWt870E&G4k<F;f$U!c3pR{beZl%>woPlB5~VuN(8%{-_^z4f0r>
zIK2hba&Q?XDTPYYXO3lDKQ5AoLX^jZ8S3<^)88}4&dh?Ql`O;$LlRz&qRd-}sQuD3
zX63X_K0qVM{V;S)(wAtLBFk-@8rd=IqK9Yiz859`GK9V_$ocR_H&0?djRE`xlk>wc
z#1axJ96gvb@jpQ0F7N;UW$s>yl97zAk?~hKk9fImhn-s8px!z}#XJ#wU!%=mQO+3s
EFOd-EU;qFB

literal 0
HcmV?d00001

diff --git "a/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/images/image-9-\342\200\242 Example1.jpg" "b/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/images/image-9-\342\200\242 Example1.jpg"
new file mode 100644
index 0000000000000000000000000000000000000000..a5d13a9c07bff22965d12d6bc2818171d32ac74a
GIT binary patch
literal 5379
zcmb_g2{=^$*S}*h)-*y0BkM$wwGuPY&ssudWQlB{DUw|=QIbhSMTlW2OPCY}C1pv;
zz8h=yH9ON7bKmK=yuV+)&-*_A|NnWv^PD@+x%YeT`Fzef_nh-wuooNwcA6L%8vqap
z06>^O0PF{j103w^Fm^T$7!1bA$-%`Vz{|tU%_G9Ui%&pY6d@rlDkdf=qa-gWwO?9H
z40&kZ{(~y&>govjBRYpwwUyM=RewAL!pX_W!_6bi%PXw9S8T89zrDcs0GtDe0@|Pu
zDS!nIfx;nREr4L+WP|*^fIk<61<K0C4&&hD;%06r*$J>fpimZ8C>t9qD|2@U^E$u^
zXXD?iqRYO^!VxCrEub0}m%$;eSM)*fblZ}Qn$xv#PA;L{!Xl!wa`MQ13hEk~hYlan
zI{ur!fuWJH$(gg37^`#EHqI`t7v0=FF8TQS`3D3B1>d?IaVPR_6h8jpqsIw}Pm+>}
znOV=CXXoVRy?R|-Qc5l>uc)r6t@~L2>2pJSM`u@ePj4UP>*(0{#N^cU%<S^Y>e~9o
zCiOe*2QLT!{eu?s_y@6Hc)^*xSXf!1tgs)vAS?k)fx=nY_NuV+>sr7Zy?05ehH(h!
z#bp$I;FMN7y(H*#t&K}aM*XYo@(*giGyB(wh5tv){+rm}yeI$<6v7N16b_()HIhi+
ziUaqh?ozl1;j+hw2U+Cp%k+c7(>~qhAV9V4sajJaG1y}nayfKs$-sJ3nGs&ClY}kz
zl1Z#@si<k)5^M2%i$D;4_ZmPbxZ0Vkp&9oDQ#^(`msSD-+`*fSh%OL#-v$D;OyTzb
zQ~$u!d!F{yw)WNSiEkG0lrLXA)2$3wgWby=4*-EBvKMapyaSyFK{rMGQ@JW|npRsg
z=cgS50t}&r#cl2vAP{y71fnv3Rts71sG@_kK{M$p5Qunl9R&1dL15$p2#mV_dIH;$
z6(?ode$euh2x=|-tVfz;pD*xo4VJy4&L}cRk<HhXskY=l9Kpwsi~Xlk##P{r^TJAH
zHGg>G0@-s2aWlh7K_|>9PbY5XC*(gVK@__hX@gv;qPRnaM@ghv1sl}wh898KtLG31
zv{qD6h0)Yx^iSIA=Zi*qiSqlert`#mh>psX8HpZ~y=szu4fgx(CFW~p|Ah7nPCdPF
zGhM@OIfQNQcrc89pnsUQ+X@7rFc8>f__J#7Ch@{mQ6WFe^9tTtMAz$NTy*C!_V)h#
zrsCt9n>%jx%$W6eI&>hqFKy`T`PuKkgn@)+-N`ZS;Su8G^e@KZCNc33jK8G83GDKv
z$t!xzl=G~=CGLiQczd3`zcPGkPtcrwz^PIYc<?a}1RVExZHtyzkTlzs(iE=6pQIg^
z!<#6+NZQna*1tP|#0h(Rs!^c$-UNZ+x<c5N!ti`}ZxYu{K=#!!m?U3AC3Lik9uw@g
zeQO*9+V0t1x#qOTQao0fpOTyIPsA%eo#a9iZ*m!2$g_?CMC1~PF*wxN{6?H<fHw$e
z7dUyG3(>n3`!QE;@Ij}ozkz0k_eSm&nH^PbhqzcC9T^!XlTZ2<DBcYi$jflyj~!Bd
z$`8{`8^jVzmvHyI0Qa@s5oVGDjdyX9#xEkjPDKMPz4>Nj3iCZ|#d^6~%*Vt!TNJ=Q
z1tDCLrJ=?}{n*SSj;*ULryf7fwaeeMk~sS+N-FkClr(J0r!z#0Yr*sFzR?$g2hfpI
zaWG6toa?q4p}i=g*2%{U8K?w1=XPA|7K5c%z1)r0CCdA$M*JSH%W*O?205Q48kLV7
z{<N)-)f6i4EjoC)We-NodHHg8s$hIve4O6-8ceZU^YFg+Et_SGr2H43FUB=zi@7`B
z@uT!NZ)b*UE-XGAA}gi!NwZJ1ofW%Z4?_*DXF6xjRS@rVtnK;ktRoYTmgQ@Gr$)s*
zIDK6)S=V^J&?Th6G4<I4a^Hj{l6n|chI&N3xcW`PZ{R?eX81Lz*m&G|I~?CzN2y!e
z1UJO%K_42I%Mk1GZEnK+6FG?ogGxAah05qH!FdJTzR7C6?n}9fCc{{z(tgzDBB$8;
zW<f4-b^YdTSKim0hMmzkn~rzkTgEb%DqI)t!X#W;3CfHu5r^)K2uDa7f7X$Kb7E7=
zxhYsbr;Focj4ZQt;gR_#_3+4ameeaCu=l<+qgr#Arr}XM=k=Y(1F->TreNC(E50bv
z(+rsqv&?BC{+rIjPbftY_%!t#*NZaS7B2bN<GSp?Fw{|Fd|1Iv*A;4(dn0Py67dX4
z3w^<`MuCt1tIl_jY1pV!y&2K216y1e)#5l^FK#m*wYy&<wBATC3mu74nfL+4L0)RA
zqI@g0!|qa&BZzRI%hK-A=YrLP)~|~TAhlu^os*U}tIL%vmFT7_z>4}-z+S8E&Dr|i
z3nAF{;%%iG<5D3?NS0=6>_`+#Y)64D@lB?npi8jDZKnbO0SkQ#U29rt#Iw1CkG!Wo
zazCn<a2hAIt|KDc%}=qLnE=Zmz)x3u(>5BvrI%V*uu~|$*?)T!GAOoALo}B!as>vM
zFTYk#;6G59y5~y5H{FDm^Es(4<zsX9M26e_#WcyrG%@nE!m}g8W!ljo&~h*s1Om4#
zQ*Cuq%*sT2BAtv#Qs%F1l)s1%I8%+Lh50ImBTbsxZUwm4eVr-yIp-fXVhXG2jUQ??
z3mBT6ntHI!IYV`-u*uB2R7&Yi5nRtbiU`j?_^Bp5|LD#@jo@MplYTY<i(?-v_TRPW
zRDJmYBf@G0C()JL)>St}9T^Rk+KXX0|N8B$X&jH}H}|aeU={V`*C^jE^(Mn(RYF>o
zWq1s_B58+H%AgskXfmCYUXm(Q<Io}7u`Vp+E+fuosgq>pq=T(48RS~6rhMq|GENYI
zU{7SWyRM<4k23t~Z6cK`ceRirCpI&SOz_CUGY|H453dNfqvxfW36+US`K5?mrN%u|
z9yRQwp_rS;`m}HTQkwi71VLcjrvp8YkY_~OjA0Yubc3Kk(kL72h)bL4*8Yn7O@%2i
z+FW1zpxN`WRm2BfbcCz$s(RdQ=f-wJ;tj>6(T3R3>&0KbJjp*BTQ1COj~H~iM9Him
zTWXf3khzU*x{;%<C{i2{&YkNt*0+|Zbt2}6<B`wJE%XHdE49&-q(!-srHM!P#b|d-
zYx6?g3+jiZTc0i<>^2IM%W>R%3pyvPmbq8RyHafJHo~Q>VmApv^qgb9n1l!CDEe3|
ze;um=9B#<PW~wg$`8=phmzLOv-%w6G*)<Ng%XTkBhwCyn2T>zd*4C7bN6ABx0og|=
z7o%^7PH$UAmL1mMi&!`8);{7Iq`FYHZ=$(s@bRf0#Ad5HgrqNE4*4PH?3I=VP{`Jc
zMc1Uu9ENO7W1JuOqEFRR$nNQU$xa>|zG-TLwWpku)#y92SwsC~eTU&|8P5V+?LKB)
z=-Rt_cxLiBH1t9)T``HIntw#5Z5$IRL*eox)9<LqZgKSErn{bZ6jY6?WZ`-Z`a!^;
z0C~gcY*iHE%rp&2d=u-k!iNWel_N8R4ZerW%Llwm`ff10Zd}Vr5O{fmKvTiqFSIjU
z7MU2Wx+~av168t{0N<Z<2h&c$#!}(cd~M0)w7F2BF~+Wx#&t%EFbKT+p1GqcFseqe
z)9_WBzTmV(&W~^~1#;Z>%@%tE&VL7w=C_fp2o2ln1cKwz^F*&`!BV~9MR+_;^^&rv
z8)Ijsvv_C&2sD(a({UFmW7+Xf=n;T55sw54ovSnFDcN`PVVr{BlVIs_#}Pdm9X)D9
zW*J);JsC1!J2m&R6~>I$AO2<j!_sazl<<8WL{a(Dy0=kY`d7_kJ3}oe1?LDtDj>kY
z)*bwP$$4(FAV}QXiEK!SwqJ4lIoFFR|MX}6-eu{u#AWH(5QM&fmG^v_?$0&zjq<M^
z{c@Kft^L+&nWX{|nW)z>DoZS?9;7q@n~sqPVu?@Zy&$=yAh*2V)MTS)4nxZjfuRcL
z&bB4)?@-HBvWX%Xw^`T>)CGC)Hu6a9GuJx!jpI`;wq57y4}UNPiauYw6&jXf19_<N
zCS78}RQD^kiX3QlqP+P;zg%eg1qQKXE^#S|(Nx*>R+}CYKhkoA(a9e_w&FBL<pO4r
zL_DDQWQj~OAdQ~*+VB}Sp1TfDKSP@=)u=qJvs?d7r>n?LgLBIMo((#m-_tLVB78rq
z$MW`326lSllRSk39)ETNf%>R)-sB&{$Dg9TIlA3y#(S<0x_aK>qsnX!H({HZzZ2`7
zbdxUj>@np0*yWmM)n~`DQ{*`5k08{Z19rkm_WtuhWx33wz)x+<G}{*U$=QgRk@v}r
z`!)>-ewAl*BO1YwnO_6f<sbZyjQ#RUF}gO2zT2WKNI#Z-Q<v366q&!nx$T``V01_-
zT`fp*wID3M=?Mtr-zL0SKU3d|Uu*bIQq$Kygn1~ev@l@IlS#Fu#nf7r1gd>Z7}{5?
zVk9(tHq4N6;57)uD(5Ayxpz)suBSbhAZuUV)XGB=OSM>jbmH<@ff~(JKkO*hh+<g8
zrZlFT5Z}8!zhfeFi6%NT!@;`KKz9}iN!Z*u*kAAMrSOF(Ph5P*acC<(zHGvONn^$s
z;<dxB965rkzxVJHdaZE-T^*A5t%PK%Q9WJ3Ekk)a%Wc|y)To7C>~$vQ-oTc{1<5Ke
zs_~68JCb%cWqWwO9x9u#_bjTThKzv#q_FVy+Igwr;~mnk$ot>(w@7c#h^;i%cP6){
z{|@&D<f0pvql!2lceUAFj^j|5ol{9JXg|X-n&pC(<*PQ|8PYmu_nyEz)+uYyPJ+o2
zVJG#@TwU_}s<Jb@`A2MzI@7tgH$cFhaSPv^)hXEb*e36(XJZ+CQq|N)KFRNB(#3~c
z&Gqt2xk%#M?*0I`_<qm%|GUkYQ{#O9!*azO6E66`n-r>3V(o9b<*wz4dZdY;9u4%A
zEv<~`Hk!Qu@{`Fb)w^}sM&GiiT(@3Y>SmtsOLNXy@9sj?iQcj=iOy{|be1uPyAIqi
zL-Y+?RVJQx^74m1VpvXZB$kqw_HQJ@?S89KSU!9K2Y1l&dv3cwVV6kpR?0mQKG}k-
zeT1B8oWjf<`R{Q(X1m+nX&C%cikEocyC%It5^qCH4<@gE_4M-s5U6fk4r5l%sDmJY
zoo{EpO$L~ELj)hcsAmHk71=qn6`>C=_h?0o3%$(w9At;w#?}_T#g5KRC@K}d+&g>V
zK)2fWr^(d`%EbdA#BbJ~Q*)DcM&~0tbkJN$PLidaQBEVJo!{tY%bKPb&db_5?EM}B
znL`8hn_+WBd=4){Et>-kYso{LZulX{^=y;=XAv)DVZse$Tn1gm+84tIKRPHz+GWu&
zRpE|OZGCG%nBJWuj|inW#GggY2GI=#D;?BNT;Z9|pXMeFde<no#^_(_3yiHzzQFBD
zI?pODUB;~n0%JAkf-7Pt?P=l%>+0w>2we+%c|<Ki*dSd*Jt<_U>jU~>haC0Zn8-)A
z$yBdJ-VAvVknpj&9vsqydVQjNq49(6{$tQwjrzdI(Nj^x#L|+7TPMsBD~p!{*w71A
z`i#)7aWXBY;Klf*;JStOw4%gb!e+yWrF%vUD<{7Kaz0b=QPI8|a%bvDukKYe7v)mp
zsrHvv@0@FPEQuy4Ag&%IZyBx?+Fv%^$Teuc`1H4kP%0FvxcD@A=y|?-wgR5-WucdQ
z|C_^u27}{T%yGN1`rjF~>rqNg;#JY=<fJZvUL%Ne7(oRa$!LEC0)(8Z#SHtwF=gr&
zb4b4m0$P(;tw)_%eNAV0@=heZZUTYg{Hm#0<*jLp?PsnafVRL5>s3nOTY8D8XA)B>
zAmCw*Yw2{@Y|Y#<`N9ZgHp6!j!TJK%1rVoWeg4<mb?|(-hUJqWK*2byuJ7JnL;eF!
zoW4XItTS_96}O<M{GE1>K@-6JWrbu!jCHy-Yw<0pYU6PteOn&{Lb%X>VYJG!Ff7tt
zM{a5l|BVLmmkq^sWM*$V?a}o#ufMs({$)dOM!;g;Jj6t&<<Q?)4F5K=hDUB7|6e&P
zVE26SSg({ioNefn(=VRahn~Y!aus+~t?XicA1Zu7pUE>m8Y8SPBJb1g{=CgL)eY?X
EFLgnQ<NyEw

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/manifest.json b/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/manifest.json
new file mode 100644
index 000000000..59bf7d695
--- /dev/null
+++ b/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/manifest.json
@@ -0,0 +1,146 @@
+{
+  "version": "2.0",
+  "job_id": "job_78a787d29920",
+  "data_id": null,
+  "source_file_name": "Notes.pdf",
+  "processing_date": "2026-06-16T03:46:38.981591Z",
+  "processing": {
+    "page_count": 98,
+    "billing_status": "charged",
+    "cost": {
+      "micro_dollars": 147000,
+      "credits": 0.147
+    },
+    "timing": {
+      "started_at": "2026-06-16T03:41:20.623929+00:00",
+      "completed_at": "2026-06-16T03:46:38.938512+00:00",
+      "duration_ms": 318314
+    },
+    "stages": {
+      "timing_ms": {
+        "document.profile": 3615,
+        "pdf.extract.standard": 279850,
+        "heading.hierarchy_llm_call": 10545,
+        "toc.parse_hierarchy_llm": 3255,
+        "md.detect_toc": 4740,
+        "heading.merge_pre_pass_llm": 2238,
+        "heading.hierarchy_llm": 7313,
+        "md.predict_headings": 12515,
+        "md.deferred_summaries": 16962,
+        "md.build_dataframe": 6,
+        "pdf.parse_md": 34713,
+        "document.cleanup_unreferenced_images": 23,
+        "document.compress_images": 0,
+        "worker.parse.document": 318208
+      },
+      "token_usage": {
+        "prompt_tokens": 5855,
+        "completion_tokens": 1685,
+        "total_tokens": 7540
+      }
+    }
+  },
+  "statistics": {
+    "total_chunks": 109,
+    "text_chunks": 69,
+    "image_chunks": 28,
+    "table_chunks": 12,
+    "total_pages": null
+  },
+  "HIERARCHY": {
+    "Root": {},
+    "CHAPTER 1": {
+      "Combinatorics": {
+        "1.1. Counting Principle": {},
+        "1.2. PERMUTATIONS": {},
+        "1.3. Combinations": {},
+        "1.4. Multinomial Coefficients": {}
+      }
+    },
+    "CHAPTER 2": {
+      "Axioms of Probability": {
+        "2.1. Sample Space and Events": {
+          "- Example1:": {},
+          "- Example 2:": {},
+          "- Example3:": {},
+          "- Others:": {}
+        },
+        "2.2. Axioms of Probability": {},
+        "2.3. Equally Likely Outcomes": {}
+      }
+    },
+    "CHAPTER 3": {
+      "Independence": {}
+    },
+    "CHAPTER 4": {
+      "Conditional Probability and Independence": {
+        "4.1. Conditional Probabilities": {},
+        "4.2. Bayes's Formula": {}
+      }
+    },
+    "CHAPTER 5": {
+      "Random Variables": {
+        "5.1. Random Variables": {},
+        "5.2. Discrete Random Variables": {},
+        "5.3. Expected Value": {},
+        "5.5. Expected Value of Sums of Random Variables": {},
+        "5.6. Expectation of a Function of a Random Variable": {},
+        "5.7. Variance": {}
+      }
+    },
+    "CHAPTER 6": {
+      "Some Discrete Distributions": {
+        "6.1. Bernouli and Binomial Random Variables": {
+          "• Bernoulli Distribution": {},
+          "• Binomial Distribution:": {},
+          "• Properties of the Binomial": {}
+        },
+        "6.2. The Poisson Distribution": {},
+        "6.3. Other Discrete Distributions": {
+          "• Uniform Distribution:": {},
+          "- Geometric Distribution:": {}
+        }
+      }
+    },
+    "CHAPTER 7": {
+      "Continuous Random Variables": {
+        "7.1. Intro to continuous R.V": {},
+        "7.2. Expectation and Variance": {},
+        "7.3. The uniform Random Variable": {},
+        "7.4. More practice": {}
+      }
+    },
+    "CHAPTER 8": {
+      "Normal Distributions": {}
+    },
+    "CHAPTER 9": {
+      "Normal approximations to the binomial": {}
+    },
+    "CHAPTER 10": {
+      "Some continuous distributions": {
+        "10.1. Exponential Random Variables": {},
+        "10.2. Other Continuous Distributions": {
+          "• Gamma Distribution:": {},
+          "• Weibull Distribution:": {},
+          "• Cauchy Distribution:": {}
+        },
+        "10.3. The distribution function of a Random variable": {}
+      }
+    },
+    "CHAPTER 11": {
+      "Multivariate distributions": {
+        "11.1. Joint distribution functions": {},
+        "11.2. Independent Random Variables": {},
+        "11.4. Conditional Distributions- Discrete(★)": {},
+        "11.6. Joint PDF of functions": {}
+      }
+    },
+    "CHAPTER 12": {},
+    "CHAPTER 13": {
+      "Moment generating functions": {}
+    },
+    "CHAPTER 14": {
+      "Limit Laws": {}
+    }
+  }
+}
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/tables/table-0 Income by Gender.html b/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/tables/table-0 Income by Gender.html
new file mode 100644
index 000000000..f6765edae
--- /dev/null
+++ b/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/tables/table-0 Income by Gender.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td>Wife</td><td>Husband makes less than 25,000</td><td>Husband makes more than 25,000</td></tr><tr><td>Less than $25,000</td><td>212</td><td>198</td></tr><tr><td>More than $25,000</td><td>36</td><td>54</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/tables/table-1 Data Table.html b/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/tables/table-1 Data Table.html
new file mode 100644
index 000000000..5893b0bea
--- /dev/null
+++ b/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/tables/table-1 Data Table.html	
@@ -0,0 +1,34 @@
+<table border='1' border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>x</th>
+      <th>y</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>-0.5</td>
+      <td>0.0</td>
+    </tr>
+    <tr>
+      <td>0.0</td>
+      <td>0.2</td>
+    </tr>
+    <tr>
+      <td>1.0</td>
+      <td>0.5</td>
+    </tr>
+    <tr>
+      <td>2.0</td>
+      <td>0.9</td>
+    </tr>
+    <tr>
+      <td>3.0</td>
+      <td>1.0</td>
+    </tr>
+    <tr>
+      <td>3.5</td>
+      <td>1.0</td>
+    </tr>
+  </tbody>
+</table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/tables/table-10 Joint Probability.html b/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/tables/table-10 Joint Probability.html
new file mode 100644
index 000000000..b2fd735fc
--- /dev/null
+++ b/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/tables/table-10 Joint Probability.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td>x\y</td><td>0</td><td>1</td></tr><tr><td>0</td><td>.4</td><td>.2</td></tr><tr><td>1</td><td>.1</td><td>.3</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/tables/table-11 Linear Data Table.html b/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/tables/table-11 Linear Data Table.html
new file mode 100644
index 000000000..1591544a9
--- /dev/null
+++ b/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/tables/table-11 Linear Data Table.html	
@@ -0,0 +1,78 @@
+<table border='1' border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>x</th>
+      <th>y</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>-20</td>
+      <td>3</td>
+    </tr>
+    <tr>
+      <td>-15</td>
+      <td>4</td>
+    </tr>
+    <tr>
+      <td>-10</td>
+      <td>5</td>
+    </tr>
+    <tr>
+      <td>-5</td>
+      <td>6</td>
+    </tr>
+    <tr>
+      <td>0</td>
+      <td>7</td>
+    </tr>
+    <tr>
+      <td>5</td>
+      <td>8</td>
+    </tr>
+    <tr>
+      <td>10</td>
+      <td>9</td>
+    </tr>
+    <tr>
+      <td>15</td>
+      <td>10</td>
+    </tr>
+    <tr>
+      <td>20</td>
+      <td>11</td>
+    </tr>
+    <tr>
+      <td>25</td>
+      <td>12</td>
+    </tr>
+    <tr>
+      <td>30</td>
+      <td>13</td>
+    </tr>
+    <tr>
+      <td>35</td>
+      <td>14</td>
+    </tr>
+    <tr>
+      <td>40</td>
+      <td>15</td>
+    </tr>
+    <tr>
+      <td>45</td>
+      <td>16</td>
+    </tr>
+    <tr>
+      <td>50</td>
+      <td>17</td>
+    </tr>
+    <tr>
+      <td>55</td>
+      <td>18</td>
+    </tr>
+    <tr>
+      <td>60</td>
+      <td>19</td>
+    </tr>
+  </tbody>
+</table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/tables/table-2 Symmetric Data.html b/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/tables/table-2 Symmetric Data.html
new file mode 100644
index 000000000..45213e4b4
--- /dev/null
+++ b/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/tables/table-2 Symmetric Data.html	
@@ -0,0 +1,62 @@
+<table border='1' border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>x</th>
+      <th>y</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>-3.0</td>
+      <td>0.000</td>
+    </tr>
+    <tr>
+      <td>-2.5</td>
+      <td>0.047</td>
+    </tr>
+    <tr>
+      <td>-2.0</td>
+      <td>0.169</td>
+    </tr>
+    <tr>
+      <td>-1.5</td>
+      <td>0.362</td>
+    </tr>
+    <tr>
+      <td>-1.0</td>
+      <td>0.540</td>
+    </tr>
+    <tr>
+      <td>-0.5</td>
+      <td>0.728</td>
+    </tr>
+    <tr>
+      <td>0.0</td>
+      <td>1.000</td>
+    </tr>
+    <tr>
+      <td>0.5</td>
+      <td>0.728</td>
+    </tr>
+    <tr>
+      <td>1.0</td>
+      <td>0.540</td>
+    </tr>
+    <tr>
+      <td>1.5</td>
+      <td>0.362</td>
+    </tr>
+    <tr>
+      <td>2.0</td>
+      <td>0.169</td>
+    </tr>
+    <tr>
+      <td>2.5</td>
+      <td>0.047</td>
+    </tr>
+    <tr>
+      <td>3.0</td>
+      <td>0.000</td>
+    </tr>
+  </tbody>
+</table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/tables/table-3 Z and CDF Table.html b/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/tables/table-3 Z and CDF Table.html
new file mode 100644
index 000000000..080cb3fe8
--- /dev/null
+++ b/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/tables/table-3 Z and CDF Table.html	
@@ -0,0 +1,18 @@
+<table border='1' border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>Z</th>
+      <th>CDF</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>0</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <td>z</td>
+      <td>Peak</td>
+    </tr>
+  </tbody>
+</table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/tables/table-4 Normal Distribution.html b/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/tables/table-4 Normal Distribution.html
new file mode 100644
index 000000000..9b14b90a2
--- /dev/null
+++ b/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/tables/table-4 Normal Distribution.html	
@@ -0,0 +1,42 @@
+<table border='1' border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>Standard Deviation</th>
+      <th>Percentage</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>-3σ</td>
+      <td>0.1%</td>
+    </tr>
+    <tr>
+      <td>-2σ</td>
+      <td>2.1%</td>
+    </tr>
+    <tr>
+      <td>-1σ</td>
+      <td>13.6%</td>
+    </tr>
+    <tr>
+      <td>μ</td>
+      <td>34.1%</td>
+    </tr>
+    <tr>
+      <td>1σ</td>
+      <td>34.1%</td>
+    </tr>
+    <tr>
+      <td>2σ</td>
+      <td>13.6%</td>
+    </tr>
+    <tr>
+      <td>3σ</td>
+      <td>2.1%</td>
+    </tr>
+    <tr>
+      <td>&gt;3σ</td>
+      <td>0.1%</td>
+    </tr>
+  </tbody>
+</table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/tables/table-5 Table of Pairs.html b/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/tables/table-5 Table of Pairs.html
new file mode 100644
index 000000000..474fee68b
--- /dev/null
+++ b/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/tables/table-5 Table of Pairs.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td>outcome</td><td>1</td><td>2</td><td>3</td></tr><tr><td>1</td><td> $(X = 1, Y = 2) = (1, 2)$ </td><td> $(2, 3)$ </td><td> $(3, 4)$ </td></tr><tr><td>2</td><td> $(2, 3)$ </td><td> $(2, 4)$ </td><td> $(3, 5)$ </td></tr><tr><td>3</td><td> $(3, 4)$ </td><td> $(3, 5)$ </td><td> $(3, 6)$ </td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/tables/table-6 Joint Probability Table.html b/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/tables/table-6 Joint Probability Table.html
new file mode 100644
index 000000000..d27928b5e
--- /dev/null
+++ b/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/tables/table-6 Joint Probability Table.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td>X\Y</td><td>2</td><td>3</td><td>4</td><td>5</td><td>6</td></tr><tr><td>1</td><td> $\mathbb{P}(X=1,Y=2)=\frac{1}{9}$ </td><td>0</td><td>0</td><td>0</td><td>0</td></tr><tr><td>2</td><td>0</td><td> $\frac{2}{9}$ </td><td> $\frac{1}{9}$ </td><td>0</td><td>0</td></tr><tr><td>3</td><td>0</td><td>0</td><td> $\frac{2}{9}$ </td><td> $\frac{2}{9}$ </td><td> $\frac{1}{9}$ </td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/tables/table-7 Linear Data Table.html b/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/tables/table-7 Linear Data Table.html
new file mode 100644
index 000000000..1e699e76c
--- /dev/null
+++ b/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/tables/table-7 Linear Data Table.html	
@@ -0,0 +1,34 @@
+<table border='1' border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>x</th>
+      <th>y</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>0.0</td>
+      <td>0.0</td>
+    </tr>
+    <tr>
+      <td>0.2</td>
+      <td>0.2</td>
+    </tr>
+    <tr>
+      <td>0.4</td>
+      <td>0.4</td>
+    </tr>
+    <tr>
+      <td>0.6</td>
+      <td>0.6</td>
+    </tr>
+    <tr>
+      <td>0.8</td>
+      <td>0.8</td>
+    </tr>
+    <tr>
+      <td>1.0</td>
+      <td>1.0</td>
+    </tr>
+  </tbody>
+</table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/tables/table-8 Data Table.html b/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/tables/table-8 Data Table.html
new file mode 100644
index 000000000..b5298d82a
--- /dev/null
+++ b/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/tables/table-8 Data Table.html	
@@ -0,0 +1,14 @@
+<table border='1' border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>X</th>
+      <th>Y</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>1</td>
+      <td>1</td>
+    </tr>
+  </tbody>
+</table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/tables/table-9 Linear Data Table.html b/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/tables/table-9 Linear Data Table.html
new file mode 100644
index 000000000..c5060018a
--- /dev/null
+++ b/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/tables/table-9 Linear Data Table.html	
@@ -0,0 +1,34 @@
+<table border='1' border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>x</th>
+      <th>y</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>0</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <td>0.2</td>
+      <td>0.2</td>
+    </tr>
+    <tr>
+      <td>0.4</td>
+      <td>0.4</td>
+    </tr>
+    <tr>
+      <td>0.6</td>
+      <td>0.6</td>
+    </tr>
+    <tr>
+      <td>0.8</td>
+      <td>0.8</td>
+    </tr>
+    <tr>
+      <td>1</td>
+      <td>1</td>
+    </tr>
+  </tbody>
+</table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/toc_hierarchies.json b/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/toc_hierarchies.json
new file mode 100644
index 000000000..9b227f21e
--- /dev/null
+++ b/apps/api/app/data/demo_documents/stem-probability-theory-lecture-notes/toc_hierarchies.json
@@ -0,0 +1,54 @@
+[
+  {
+    "toc_range": [
+      2,
+      56
+    ],
+    "scan_range": [
+      2,
+      228
+    ],
+    "toc_with_level": "| id | heading                                                   | level |\n|----|-----------------------------------------------------------|-------|\n| 1  | ## Chapter 1. Combinatorics 5                             | 1     |\n| 2  | 1.1. Counting Principle 5                                 | 2     |\n| 3  | 1.2. Permutations 6                                       | 2     |\n| 4  | 1.3. Combinations 7                                       | 2     |\n| 5  | 1.4. Multinomial Coefficients 9                           | 2     |\n| 6  | ## Chapter 2. Axioms of Probability 10                    | 1     |\n| 7  | 2.1. Sample Space and Events 10                           | 2     |\n| 8  | 2.2. Axioms of Probability 12                             | 2     |\n| 9  | 2.3. Equally Likely Outcomes 15                           | 2     |\n| 10 | ## Chapter 3. Independence 18                             | 1     |\n| 11 | 3.1. Independent Events 18                                | 2     |\n| 12 | ## Chapter 4. Conditional Probability and Independence 22 | 1     |\n| 13 | 4.1. Conditional Probabilities 22                         | 2     |\n| 14 | 4.2. Bayes's Formula 26                                   | 2     |\n| 15 | ## Chapter 5. Random Variables 29                         | 1     |\n| 16 | 5.1. Random Variables 29                                  | 2     |\n| 17 | 5.2. Discrete Random Variables 31                         | 2     |\n| 18 | 5.3. Expected Value 32                                    | 2     |\n| 19 | 5.4. The C.D.F. 34                                        | 2     |\n| 20 | 5.5. Expected Value of Sums of Random Variables 37        | 2     |\n| 21 | 5.6. Expectation of a Function of a Random Variable 39    | 2     |\n| 22 | 5.7. Variance 41                                          | 2     |\n| 23 | ## Chapter 6. Some Discrete Distributions 43              | 1     |\n| 24 | 6.1. Bernouli and Binomial Random Variables 43            | 2     |\n| 25 | 6.2. The Poisson Distribution 46                          | 2     |\n| 26 | 6.3. Other Discrete Distributions 49                      | 2     |\n| 27 | ## Chapter 7. Continuous Random Variables 53              | 1     |\n| 28 | 7.1. Intro to continuous R.V 53                           | 2     |\n| 29 | 7.2. Expectation and Variance 55                          | 2     |\n| 30 | 7.3. The uniform Random Variable 58                       | 2     |\n| 31 | 7.4. More practice 59                                     | 2     |\n| 32 | ## Chapter 8. Normal Distributions 60                     | 1     |",
+    "toc_tree": {
+      "## Chapter 1. Combinatorics 5": {
+        "1.1. Counting Principle 5": {},
+        "1.2. Permutations 6": {},
+        "1.3. Combinations 7": {},
+        "1.4. Multinomial Coefficients 9": {}
+      },
+      "## Chapter 2. Axioms of Probability 10": {
+        "2.1. Sample Space and Events 10": {},
+        "2.2. Axioms of Probability 12": {},
+        "2.3. Equally Likely Outcomes 15": {}
+      },
+      "## Chapter 3. Independence 18": {
+        "3.1. Independent Events 18": {}
+      },
+      "## Chapter 4. Conditional Probability and Independence 22": {
+        "4.1. Conditional Probabilities 22": {},
+        "4.2. Bayes's Formula 26": {}
+      },
+      "## Chapter 5. Random Variables 29": {
+        "5.1. Random Variables 29": {},
+        "5.2. Discrete Random Variables 31": {},
+        "5.3. Expected Value 32": {},
+        "5.4. The C.D.F. 34": {},
+        "5.5. Expected Value of Sums of Random Variables 37": {},
+        "5.6. Expectation of a Function of a Random Variable 39": {},
+        "5.7. Variance 41": {}
+      },
+      "## Chapter 6. Some Discrete Distributions 43": {
+        "6.1. Bernouli and Binomial Random Variables 43": {},
+        "6.2. The Poisson Distribution 46": {},
+        "6.3. Other Discrete Distributions 49": {}
+      },
+      "## Chapter 7. Continuous Random Variables 53": {
+        "7.1. Intro to continuous R.V 53": {},
+        "7.2. Expectation and Variance 55": {},
+        "7.3. The uniform Random Variable 58": {},
+        "7.4. More practice 59": {}
+      },
+      "## Chapter 8. Normal Distributions 60": {}
+    }
+  }
+]
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/stem-statistical-learning/chunks.json b/apps/api/app/data/demo_documents/stem-statistical-learning/chunks.json
new file mode 100644
index 000000000..7f462381b
--- /dev/null
+++ b/apps/api/app/data/demo_documents/stem-statistical-learning/chunks.json
@@ -0,0 +1,6257 @@
+{
+  "chunks": [
+    {
+      "chunk_id": "7186ef3a-49f0-5c7d-8289-c7062b796d1b",
+      "type": "text",
+      "content": "Statistical Learning\nRajen D. Shah\nr.shah@statslab.cam.ac.uk\nCourse webpage: http://www.statslab.cam.ac.uk/\\~rds37/stat\\_learning.html\nIn this course we will study a selection of important modern statistical methods. This selection is heavily biased towards my own interests, but I hope it will nevertheless give you a flavour of some of the most important recent methodological developments in statistics.\nOver the last 25 years, the sorts of datasets that statisticians have been challenged to study have changed greatly. Where in the past, we were used to datasets with many observations with a few carefully chosen variables, we are now seeing datasets where the number of variables can run into the thousands and greatly exceed the number of observations. For example, with microarray data, we typically have gene expression values measured for several thousands of genes, but only for a few hundred tissue samples. The classical statistical methods are often simply not applicable in these “high-dimensional” situations.\nThe course is divided into 5 chapters (of unequal size). Module I encompasses the first two chapters, and Module II covers the last three. Our first chapter will start by introducing ridge regression, a simple generalisation of ordinary least squares. Our study of this will lead us to some beautiful connections with functional analysis and ultimately one of the most successful and flexible classes of learning algorithms: kernel machines.\nThe second chapter will give an introduction to the Lasso, a method which has been at the centre of much of the developments that have occurred in high-dimensional statistics, and will allow us to perform regression in the seemingly hopeless situation when the number of parameters we are trying to estimate is larger than the number of observations.\nChapter three gives and more in depth study of the Lasso, and some of its extensions. In the fourth chapter we will study graphical modelling and provide an introduction to the exciting field of causal inference. Where the previous chapters consider methods for relating a particular response to a large collection of (explanatory) variables, graphical modelling will give us a way of understanding relationships between the variables themselves. Ultimately we would like to infer causal relationships between variables based on (observational) data. This may seem like a fundamentally impossible task, yet we will show how by developing the graphical modelling framework further, we can begin to answer such causal questions.\nStatistics is not only about developing methods that can predict well in the presence of noise, but also about assessing the uncertainty in our predictions and estimates. In the final chapter we will tackle the problem of how to quantify uncertainty in high-dimensional regression settings.\nBefore we begin the main material of the course, we will briefly review two key classical statistical methods: ordinary least squares and maximum likelihood estimation. This will help to set the scene and provide a warm-up for the modern methods to come later.\nClassical statistics\nOrdinary least squares\nImagine data are available in the form of observations $(Y_{i}, x_{i}) \\in \\mathbb{R} \\times \\mathbb{R}^{p}, i = 1, \\ldots, n$ , and the aim is to infer a simple regression function relating the average value of a response, $Y_{i}$ , and a collection of predictors or variables, $x_{i}$ . This is an example of regression analysis, one of the most important tasks in statistics.\nA linear model for the data assumes that it is generated according to\n$$\nY = X \\beta^ {0} + \\varepsilon , \\tag {0.0.1}\n$$\nwhere $Y \\in R^{n}$ is the vector of responses; $X \\in R^{n \\times p}$ is the predictor matrix (or design matrix) with ith row $x_{i}^{T}$ ; $\\varepsilon \\in R^{n}$ represents random error; and $\\beta^{0} \\in R^{p}$ is the unknown vector of coefficients.\nProvided $p \\ll n$ , a sensible way to estimate $\\beta$ is by ordinary least squares (OLS). This yields an estimator $\\hat{\\beta}^{OLS}$ with\n$$\n\\hat {\\beta} ^ {\\mathrm{OLS}} := \\underset {\\beta \\in \\mathbb {R} ^ {p}} {\\arg \\min} \\| Y - X \\beta \\| _ {2} ^ {2} = (X ^ {T} X) ^ {- 1} X ^ {T} Y, \\tag {0.0.2}\n$$\nprovided $X$ has full column rank.\nUnder the assumptions that (i) $\\mathbb{E}(\\varepsilon_i) = 0$ and (ii) $\\operatorname{Var}(\\varepsilon) = \\sigma^2 I$ , we have that:\n- $\\mathbb{E}_{\\beta^0,\\sigma^2}(\\hat{\\beta}^{\\mathrm{OLS}}) = \\mathbb{E}\\{(X^T X)^{-1}X^T(X\\beta^0 + \\varepsilon)\\} = \\beta^0.$\n- $\\mathrm{Var}_{\\beta^0,\\sigma^2}(\\hat{\\beta}^{\\mathrm{OLS}}) = (X^TX)^{-1}X^TX\\mathrm{Var}(\\varepsilon)X(X^TX)^{-1} = \\sigma^2 (X^TX)^{-1}.$\nThe Gauss–Markov theorem states that OLS is the best linear unbiased estimator in our setting: for any other estimator $\\tilde{\\beta}$ that is linear in Y (so $\\tilde{\\beta} = AY$ for some fixed matrix A), we have\n$$\n\\mathrm{Var} _ {\\beta^ {0}, \\sigma^ {2}} (\\tilde {\\beta}) - \\mathrm{Var} _ {\\beta^ {0}, \\sigma^ {2}} (\\hat {\\beta} ^ {\\mathrm{OLS}})\n$$\nis positive semi-definite.\nMaximum likelihood estimation\nThe method of least squares is just one way to construct as estimator. A more general technique is that of maximum likelihood estimation. Here given data $y \\in R^{n}$ that we take as a realisation of a random variable Y, we specify its density $f(y; \\theta)$ up to some unknown vector of parameters $\\theta \\in \\Theta \\subseteq R^{d}$ , where $\\Theta$ is the parameter space. The likelihood function is a function of $\\theta$ for each fixed y given by\n$$\nL (\\theta) := L (\\theta ; y) = c (y) f (y; \\theta),\n$$\nwhere $c(y)$ is an arbitrary constant of proportionality. The maximum likelihood estimate of $\\theta$ maximises the likelihood, or equivalently it maximises the log-likelihood\n$$\n\\ell (\\theta) := \\ell (\\theta ; y) = \\log f (y; \\theta) + \\log (c (y)).\n$$\nA very useful quantity in the context of maximum likelihood estimation is the Fisher information matrix with jkth $(1 \\leq j, k \\leq d)$ entry\n$$\ni _ {j k} (\\theta) := - \\mathbb {E} _ {\\theta} \\bigg \\{\\frac {\\partial^ {2}}{\\partial \\theta_ {j} \\partial \\theta_ {k}} \\ell (\\theta) \\bigg \\}.\n$$\nIt can be thought of as a measure of how hard it is to estimate $\\theta$ when it is the true parameter value. The Cramér–Rao lower bound states that if $\\tilde{\\theta}$ is an unbiased estimator of $\\theta$ , then under regularity conditions,\n$$\n\\mathrm{Var} _ {\\theta} (\\tilde {\\theta}) - i ^ {- 1} (\\theta)\n$$\nis positive semi-definite.\nA remarkable fact about maximum likelihood estimators (MLEs) is that (under quite general conditions) they are asymptotically normally distributed, asymptotically unbiased and asymptotically achieve the Cramér–Rao lower bound.\nAssume that the Fisher information matrix when there are n observations, $i^{(n)}(\\theta)$ (where we have made the dependence on n explicit) satisfies $i^{(n)}(\\theta)/n \\to I(\\theta)$ for some positive definite matrix I. Then denoting the maximum likelihood estimator of $\\theta$ when there are n observations by $\\hat{\\theta}^{(n)}$ , under regularity conditions, as the number of observations $n \\to \\infty$ we have\n$$\n\\sqrt {n} (\\hat {\\theta} ^ {(n)} - \\theta) \\xrightarrow {d} N _ {d} (0, I ^ {- 1} (\\theta)).\n$$\nReturning to our linear model, if we assume in addition that $\\varepsilon_{i} \\sim N(0, \\sigma^{2})$ , then the log-likelihood for $(\\beta, \\sigma^{2})$ is\n$$\n\\ell (\\beta , \\sigma^ {2}) = - \\frac {n}{2} \\log (\\sigma^ {2}) - \\frac {1}{2 \\sigma^ {2}} \\sum_ {i = 1} ^ {n} (y _ {i} - x _ {i} ^ {T} \\beta) ^ {2}.\n$$\nWe see that the maximum likelihood estimate of $\\beta$ and OLS coincide. It is easy to check that\n$$\ni (\\beta , \\sigma^ {2}) = \\left( \\begin{array}{c c} \\sigma^ {- 2} X ^ {T} X & 0 \\\\ 0 & n \\sigma^ {- 4} / 2 \\end{array} \\right).\n$$\nThe general theory for MLEs would suggest that approximately $\\sqrt{n}(\\hat{\\beta}-\\beta)\\sim N_{p}(0,n\\sigma^{2}(X^{T}X)^{-1})$ ; in fact it is straight-forward to show that this distributional result is exact.",
+      "path": "notes.pdf",
+      "metadata": {
+        "length": 7955,
+        "summary": "This course covers modern statistical methods for high-dimensional data, where variables exceed observations. It introduces ridge regression, kernel machines, the Lasso for regression with more parameters than observations, graphical modeling for causal inference, and uncertainty quantification. It also reviews classical methods like ordinary least squares and maximum likelihood estimation.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Chapter 1 Kernel machines, Chapter 2, Chapter 3 The Lasso and beyond, Chapter 4 Graphical modelling and causal inference, Chapter 5 High-dimensional inference, Bibliography",
+        "tokens": [
+          "Statistical",
+          "Learning",
+          "Rajen",
+          "Shah",
+          "shah",
+          "statslab",
+          "cam",
+          "ac",
+          "uk",
+          "Course",
+          "webpage",
+          "http",
+          "www",
+          "rds37",
+          "stat",
+          "learning",
+          "html",
+          "In",
+          "study",
+          "selection",
+          "important",
+          "modern",
+          "statistical",
+          "methods",
+          "This",
+          "heavily",
+          "biased",
+          "interests",
+          "hope",
+          "give",
+          "flavour",
+          "recent",
+          "methodological",
+          "developments",
+          "statistics",
+          "Over",
+          "25",
+          "years",
+          "sorts",
+          "datasets",
+          "statisticians",
+          "challenged",
+          "changed",
+          "greatly",
+          "Where",
+          "past",
+          "observations",
+          "carefully",
+          "chosen",
+          "variables",
+          "number",
+          "run",
+          "thousands",
+          "exceed",
+          "For",
+          "microarray",
+          "data",
+          "typically",
+          "gene",
+          "expression",
+          "values",
+          "measured",
+          "genes",
+          "hundred",
+          "tissue",
+          "samples",
+          "The",
+          "classical",
+          "simply",
+          "applicable",
+          "high",
+          "dimensional",
+          "situations",
+          "divided",
+          "chapters",
+          "unequal",
+          "size",
+          "Module",
+          "encompasses",
+          "II",
+          "covers",
+          "Our",
+          "chapter",
+          "start",
+          "introducing",
+          "ridge",
+          "regression",
+          "simple",
+          "generalisation",
+          "ordinary",
+          "squares",
+          "lead",
+          "beautiful",
+          "connections",
+          "functional",
+          "analysis",
+          "ultimately",
+          "successful",
+          "flexible",
+          "classes",
+          "algorithms",
+          "kernel",
+          "machines",
+          "introduction",
+          "Lasso",
+          "method",
+          "centre",
+          "occurred",
+          "perform",
+          "seemingly",
+          "hopeless",
+          "situation",
+          "parameters",
+          "estimate",
+          "larger",
+          "Chapter",
+          "depth",
+          "extensions",
+          "fourth",
+          "graphical",
+          "modelling",
+          "provide",
+          "exciting",
+          "field",
+          "causal",
+          "inference",
+          "previous",
+          "relating",
+          "response",
+          "large",
+          "collection",
+          "explanatory",
+          "understanding",
+          "relationships",
+          "Ultimately",
+          "infer",
+          "based",
+          "observational",
+          "fundamentally",
+          "impossible",
+          "task",
+          "show",
+          "developing",
+          "framework",
+          "begin",
+          "answer",
+          "questions",
+          "Statistics",
+          "predict",
+          "presence",
+          "noise",
+          "assessing",
+          "uncertainty",
+          "predictions",
+          "estimates",
+          "final",
+          "tackle",
+          "problem",
+          "quantify",
+          "settings",
+          "Before",
+          "main",
+          "material",
+          "briefly",
+          "review",
+          "key",
+          "maximum",
+          "likelihood",
+          "estimation",
+          "set",
+          "scene",
+          "warm",
+          "Classical",
+          "Ordinary",
+          "Imagine",
+          "form",
+          "mathbb",
+          "times",
+          "ldots",
+          "aim",
+          "function",
+          "average",
+          "predictors",
+          "tasks",
+          "linear",
+          "model",
+          "assumes",
+          "generated",
+          "beta",
+          "varepsilon",
+          "tag",
+          "0.0",
+          "vector",
+          "responses",
+          "predictor",
+          "matrix",
+          "design",
+          "ith",
+          "row",
+          "represents",
+          "random",
+          "error",
+          "unknown",
+          "coefficients",
+          "Provided",
+          "ll",
+          "OLS",
+          "yields",
+          "estimator",
+          "hat",
+          "mathrm",
+          "underset",
+          "arg",
+          "min",
+          "provided",
+          "full",
+          "column",
+          "rank",
+          "Under",
+          "assumptions",
+          "ii",
+          "operatorname",
+          "Var",
+          "sigma",
+          "TX",
+          "Gauss",
+          "Markov",
+          "theorem",
+          "states",
+          "unbiased",
+          "setting",
+          "tilde",
+          "AY",
+          "fixed",
+          "positive",
+          "semi",
+          "definite",
+          "Maximum",
+          "construct",
+          "general",
+          "technique",
+          "Here",
+          "realisation",
+          "variable",
+          "density",
+          "theta",
+          "Theta",
+          "subseteq",
+          "parameter",
+          "space",
+          "arbitrary",
+          "constant",
+          "proportionality",
+          "maximises",
+          "equivalently",
+          "log",
+          "ell",
+          "quantity",
+          "context",
+          "Fisher",
+          "information",
+          "jkth",
+          "leq",
+          "entry",
+          "bigg",
+          "frac",
+          "partial",
+          "It",
+          "thought",
+          "measure",
+          "hard",
+          "true",
+          "Cram",
+          "Rao",
+          "lower",
+          "bound",
+          "regularity",
+          "conditions",
+          "remarkable",
+          "fact",
+          "estimators",
+          "MLEs",
+          "asymptotically",
+          "distributed",
+          "achieve",
+          "Assume",
+          "made",
+          "dependence",
+          "explicit",
+          "satisfies",
+          "Then",
+          "denoting",
+          "infty",
+          "sqrt",
+          "xrightarrow",
+          "Returning",
+          "assume",
+          "addition",
+          "sim",
+          "sum",
+          "We",
+          "coincide",
+          "easy",
+          "check",
+          "left",
+          "array",
+          "end",
+          "theory",
+          "suggest",
+          "approximately",
+          "straight",
+          "forward",
+          "distributional",
+          "result",
+          "exact"
+        ],
+        "keywords": [
+          "High-dimensional statistics",
+          "Ridge regression",
+          "Lasso"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "13477b10-0e00-51f8-bfdb-1242f161ec3c",
+      "type": "text",
+      "content": "Kernel machines\nLet us revisit the linear model with\n$$\nY _ {i} = x _ {i} ^ {T} \\beta^ {0} + \\varepsilon_ {i}.\n$$\nFor unbiased estimators of $\\beta^{0}$ , their variance gives a way of comparing their quality in terms of squared error loss. For a potentially biased estimator, $\\tilde{\\beta}$ , the relevant quantity is\n$$\n\\begin{array}{l} \\mathbb {E} _ {\\beta^ {0}, \\sigma^ {2}} \\{(\\tilde {\\beta} - \\beta^ {0}) (\\tilde {\\beta} - \\beta^ {0}) ^ {T} \\} = \\mathbb {E} [ \\{\\tilde {\\beta} - \\mathbb {E} (\\tilde {\\beta}) + \\mathbb {E} (\\tilde {\\beta}) - \\beta^ {0} \\} \\{\\tilde {\\beta} - \\mathbb {E} (\\tilde {\\beta}) + \\mathbb {E} (\\tilde {\\beta}) - \\beta^ {0} \\} ^ {T} ] \\\\ = \\mathrm{Var} (\\tilde {\\beta}) + \\{\\mathbb {E} (\\tilde {\\beta} - \\beta^ {0}) \\} \\{\\mathbb {E} (\\tilde {\\beta} - \\beta^ {0}) \\} ^ {T}, \\\\ \\end{array}\n$$\na sum of squared bias and variance terms. A crucial part of the optimality arguments for OLS and MLEs was unbiasedness. Do there exist biased methods whose variance is reduced compared to OLS such that their overall prediction error is lower? Yes!—in fact the use of biased estimators is essential in dealing with settings where the number of parameters to be estimated is large compared to the number of observations. In the first two chapters we’ll explore two important methods for variance reduction based on different forms of penalisation: rather than forming estimators via optimising a least squares or log-likelihood term, we will introduce an additional penalty term that encourages estimates to be shrunk towards 0 in some sense. This will allow us to produce reliable estimators that work well when classical MLEs are infeasible, and in other situations can greatly out-perform the classical approaches.",
+      "path": "notes.pdf/Chapter 1 Kernel machines",
+      "metadata": {
+        "length": 1736,
+        "summary": "The passage discusses linear models and compares unbiased estimators with biased ones. It shows that the mean squared error of an estimator can be decomposed into variance plus squared bias. While OLS and MLEs are unbiased, biased methods can have lower variance, leading to better prediction error, especially when the number of parameters is large relative to observations. The text introduces penalisation techniques that shrink estimates toward zero, enabling reliable estimation when classical MLEs fail and often outperforming traditional approaches.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Chapter 1 Kernel machines, Chapter 2, Chapter 3 The Lasso and beyond, Chapter 4 Graphical modelling and causal inference, Chapter 5 High-dimensional inference, Bibliography",
+        "tokens": [
+          "Kernel",
+          "machines",
+          "Let",
+          "revisit",
+          "linear",
+          "model",
+          "beta",
+          "varepsilon",
+          "For",
+          "unbiased",
+          "estimators",
+          "variance",
+          "comparing",
+          "quality",
+          "terms",
+          "squared",
+          "error",
+          "loss",
+          "potentially",
+          "biased",
+          "estimator",
+          "tilde",
+          "relevant",
+          "quantity",
+          "begin",
+          "array",
+          "mathbb",
+          "sigma",
+          "mathrm",
+          "Var",
+          "end",
+          "sum",
+          "bias",
+          "crucial",
+          "part",
+          "optimality",
+          "arguments",
+          "OLS",
+          "MLEs",
+          "unbiasedness",
+          "Do",
+          "exist",
+          "methods",
+          "reduced",
+          "compared",
+          "prediction",
+          "lower",
+          "Yes",
+          "fact",
+          "essential",
+          "dealing",
+          "settings",
+          "number",
+          "parameters",
+          "estimated",
+          "large",
+          "observations",
+          "In",
+          "chapters",
+          "ll",
+          "explore",
+          "important",
+          "reduction",
+          "based",
+          "forms",
+          "penalisation",
+          "forming",
+          "optimising",
+          "squares",
+          "log",
+          "likelihood",
+          "term",
+          "introduce",
+          "additional",
+          "penalty",
+          "encourages",
+          "estimates",
+          "shrunk",
+          "sense",
+          "This",
+          "produce",
+          "reliable",
+          "work",
+          "classical",
+          "infeasible",
+          "situations",
+          "greatly",
+          "perform",
+          "approaches"
+        ],
+        "keywords": [
+          "biased estimators",
+          "variance reduction",
+          "penalisation"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "53607235-6e4b-53e8-a948-215f0f6d226f",
+      "type": "text",
+      "content": "One way to reduce the variance of $\\hat{\\beta}^{\\mathrm{OLS}}$ is to shrink the estimated coefficients towards 0. Ridge regression [Hoerl and Kennard, 1970] does this by solving the following optimisation problem\n$$\n(\\hat {\\mu} _ {\\lambda} ^ {\\mathrm{R}}, \\hat {\\beta} _ {\\lambda} ^ {\\mathrm{R}}) = \\underset {(\\mu , \\beta) \\in \\mathbb {R} \\times \\mathbb {R} ^ {p}} {\\arg \\min} \\{\\| Y - \\mu \\mathbf {1} - X \\beta \\| _ {2} ^ {2} + \\lambda \\| \\beta \\| _ {2} ^ {2} \\}.\n$$\nHere 1 is an n-vector of 1's. We see that the usual OLS objective is penalised by an additional term proportional to $\\|\\beta\\|_{2}^{2}$ . The parameter $\\lambda \\geq 0$ , which controls the severity of the penalty and therefore the degree of the shrinkage towards 0, is known as a regularisation parameter or tuning parameter. We have explicitly included an intercept term which is not penalised. The reason for this is that were the variables to have their origins shifted so e.g. a variable representing temperature is given in units of Kelvin rather than Celsius, the fitted values would not change. However, $X\\hat{\\beta}$ is not invariant under scale transformations of the variables so it is standard practice to centre each column of X (hence making them orthogonal to the intercept term) and then scale them to have $\\ell_{2}$ -norm $\\sqrt{n}$ .\nIt is straightforward to show that after this standardisation of X, $\\hat{\\mu}_{\\lambda}^{R} = \\bar{Y} := \\sum_{i=1}^{n} Y_{i}/n$ , so we may assume that $\\sum_{i=1}^{n} Y_{i} = 0$ by replacing $Y_{i}$ by $Y_{i} - \\bar{Y}$ and then we can remove $\\mu$ from our objective function. In this case\n$$\n\\hat {\\beta} _ {\\lambda} ^ {\\mathrm{R}} = (X ^ {T} X + \\lambda I) ^ {- 1} X ^ {T} Y.\n$$\nIn this form, we can see how the addition of the $\\lambda I$ term helps to stabilise the estimator. Note that when X does not have full column rank (such as in high-dimensional situations), we can still compute this estimator. On the other hand, when X does have full column rank, we have the following theorem.\nTheorem 1. For $\\lambda$ sufficiently small (depending on $\\beta^{0}$ and $\\sigma^{2}$ ),\n$$\n\\mathbb {E} (\\hat {\\beta} ^ {\\mathrm{OLS}} - \\beta^ {0}) (\\hat {\\beta} ^ {\\mathrm{OLS}} - \\beta^ {0}) ^ {T} - \\mathbb {E} (\\hat {\\beta} _ {\\lambda} ^ {\\mathrm{R}} - \\beta^ {0}) (\\hat {\\beta} _ {\\lambda} ^ {\\mathrm{R}} - \\beta^ {0}) ^ {T}\n$$\nis positive definite.\nProof. First we compute the bias of $\\hat{\\beta}_{\\lambda}^{\\mathrm{R}}$ . We drop the subscript $\\lambda$ and superscript $R$ for convenience.\n$$\n\\begin{array}{l} \\mathbb {E} (\\hat {\\beta}) - \\beta^ {0} = (X ^ {T} X + \\lambda I) ^ {- 1} X ^ {T} X \\beta^ {0} - \\beta^ {0} \\\\ = (X ^ {T} X + \\lambda I) ^ {- 1} (X ^ {T} X + \\lambda I - \\lambda I) \\beta^ {0} - \\beta^ {0} \\\\ = - \\lambda (X ^ {T} X + \\lambda I) ^ {- 1} \\beta^ {0}. \\\\ \\end{array}\n$$\nNow we look at the variance of $\\hat{\\beta}$ .\n$$\n\\begin{array}{l} \\operatorname{Var} (\\hat {\\beta}) = \\mathbb {E} \\{(X ^ {T} X + \\lambda I) ^ {- 1} X ^ {T} \\varepsilon \\} \\{(X ^ {T} X + \\lambda I) ^ {- 1} X ^ {T} \\varepsilon \\} ^ {T} \\\\ = \\sigma^ {2} (X ^ {T} X + \\lambda I) ^ {- 1} X ^ {T} X (X ^ {T} X + \\lambda I) ^ {- 1}. \\\\ \\end{array}\n$$\nThus $\\mathbb{E}(\\hat{\\beta}^{\\mathrm{OLS}} - \\beta^{0})(\\hat{\\beta}^{\\mathrm{OLS}} - \\beta^{0})^{T} - \\mathbb{E}(\\hat{\\beta} -\\beta^{0})(\\hat{\\beta} -\\beta^{0})^{T}$ is equal to\n$$\n\\sigma^ {2} (X ^ {T} X) ^ {- 1} - \\sigma^ {2} (X ^ {T} X + \\lambda I) ^ {- 1} X ^ {T} X (X ^ {T} X + \\lambda I) ^ {- 1} - \\lambda^ {2} (X ^ {T} X + \\lambda I) ^ {- 1} \\beta^ {0} \\beta^ {0 ^ {T}} (X ^ {T} X + \\lambda I) ^ {- 1}.\n$$\nAfter some simplification, we see that this is equal to\n$$\n\\lambda (X ^ {T} X + \\lambda I) ^ {- 1} [ \\sigma^ {2} \\{2 I + \\lambda (X ^ {T} X) ^ {- 1} \\} - \\lambda \\beta^ {0} \\beta^ {0 ^ {T}} ] (X ^ {T} X + \\lambda I) ^ {- 1}.\n$$\nThus $\\mathbb{E}(\\hat{\\beta}^{\\mathrm{OLS}} - \\beta^{0})(\\hat{\\beta}^{\\mathrm{OLS}} - \\beta^{0})^{T} - \\mathbb{E}(\\hat{\\beta} -\\beta^{0})(\\hat{\\beta} -\\beta^{0})^{T}$ is positive definite for $\\lambda >0$ if and only if\n$$\n\\sigma^ {2} \\{2 I + \\lambda (X ^ {T} X) ^ {- 1} \\} - \\lambda \\beta^ {0} \\beta^ {0 T}\n$$\nis positive definite, which is true for $\\lambda > 0$ sufficiently small (we can take $0 < \\lambda < 2\\sigma^2 / \\| \\beta^0 \\|_2^2$ ).\nThe theorem says that $\\hat{\\beta}_{\\lambda}^{\\mathrm{R}}$ outperforms $\\hat{\\beta}^{\\mathrm{OLS}}$ provided $\\lambda$ is chosen appropriately. To be able to use ridge regression effectively, we need a way of selecting a good $\\lambda$ —we will come to this very shortly. What the theorem doesn't really tell us is in what situations we expect ridge regression to perform well. To understand that, we will turn to one of the key matrix decompositions used in statistics, the singular value decomposition (SVD).\n1.1.1 The singular value decomposition and principal components analysis\nThe singular value decomposition (SVD) is a generalisation of an eigendecomposition of a square matrix. We can factorise any $X \\in R^{n \\times p}$ into its SVD\n$$\nX = U D V ^ {T}.\n$$\nHere the $U \\in R^{n \\times n}$ and $V \\in R^{p \\times p}$ are orthogonal matrices and $D \\in R^{n \\times p}$ has $D_{11} \\geq D_{22} \\geq \\cdots \\geq D_{mm} \\geq 0$ where $m := \\min(n, p)$ and all other entries of D are zero. To compute such a decomposition requires $O(np \\min(n, p))$ operations. The rth columns of U and V are known as the rth left and right singular vectors of X respectively, and $D_{rr}$ is the rth singular value.\nWhen n > p, we can replace U by its first p columns and D by its first p rows to produce another version of the SVD (sometimes known as the thin SVD). Then $X = UDV^{T}$ where $U \\in R^{n \\times p}$ has orthonormal columns (but is no longer square) and D is square and diagonal. There is an equivalent version for when p > n.\nLet us take $X \\in \\mathbb{R}^{n \\times p}$ as our matrix of predictors and suppose $n \\geq p$ . Using the (thin) SVD we may write the fitted values from ridge regression as follows.\n$$\n\\begin{array}{l} X \\hat {\\beta} _ {\\lambda} ^ {R} = X (X ^ {T} X + \\lambda I) ^ {- 1} X ^ {T} Y \\\\ = U D V ^ {T} \\left(V D ^ {2} V ^ {T} + \\lambda I\\right) ^ {- 1} V D U ^ {T} Y \\\\ = U D \\left(D ^ {2} + \\lambda I\\right) ^ {- 1} D U ^ {T} Y \\\\ = \\sum_ {j = 1} ^ {p} U _ {j} \\frac {D _ {j j} ^ {2}}{D _ {j j} ^ {2} + \\lambda} U _ {j} ^ {T} Y. \\\\ \\end{array}\n$$\nHere we have used the notation (that we shall use throughout the course) that $U_{j}$ is the jth column of U. For comparison, the fitted values from OLS (when X has full column rank) are\n$$\nX \\hat {\\beta} ^ {\\mathrm{OLS}} = X (X ^ {T} X) ^ {- 1} X ^ {T} Y = U U ^ {T} Y.\n$$\nBoth OLS and ridge regression compute the coordinates of Y with respect to the columns of U. Ridge regression then shrinks these coordinates by the factors $D_{jj}^{2}/(D_{jj}^{2}+\\lambda)$ ; if $D_{jj}$ is small, the amount of shrinkage will be larger.\nTo interpret this further, note that the SVD is intimately connected with Principal Components Analysis (PCA). Consider $v \\in R^{p}$ with $\\|v\\|_{2} = 1$ . Since the columns of X have had their means subtracted, the sample variance of $Xv \\in R^{n}$ , is\n$$\n\\frac {1}{n} v ^ {T} X ^ {T} X v = \\frac {1}{n} v ^ {T} V D ^ {2} V ^ {T} v.\n$$\nWriting $a = V^{T}v$ , so $\\| a\\| _2 = 1$ , we have\n$$\n\\frac {1}{n} v ^ {T} V D ^ {2} V ^ {T} v = \\frac {1}{n} a ^ {T} D ^ {2} a = \\frac {1}{n} \\sum_ {j} a _ {j} ^ {2} D _ {j j} ^ {2} \\leq \\frac {1}{n} D _ {1 1} \\sum_ {j} a _ {j} ^ {2} = \\frac {1}{n} D _ {1 1} ^ {2}.\n$$\nAs $\\|XV_{1}\\|_{2}^{2}/n = D_{11}^{2}/n$ , $V_{1}$ determines the linear combination of the columns of X which has the largest sample variance, when the coefficients of the linear combination are constrained to have $\\ell_{2}$ -norm 1. $XV_{1} = D_{11}U_{1}$ is known as the first principal component of X. Subsequent principal components $D_{22}U_{2}, \\ldots, D_{pp}U_{p}$ have maximum variance $D_{jj}^{2}/n$ , subject to being orthogonal to all earlier ones—see example sheet 1 for details.\nReturning to ridge regression, we see that it shrinks Y most in the smaller principal components of X. Thus it will work well when most of the signal is in the large principal components of X. We now turn to the problem of choosing $\\lambda$ .",
+      "path": "notes.pdf/Chapter 1 Kernel machines/1.1 Ridge regression",
+      "metadata": {
+        "length": 8207,
+        "summary": "The passage introduces ridge regression as a method to reduce the variance of OLS estimates by shrinking coefficients towards zero via a penalty term λ||β||₂². It explains the optimization problem, the closed-form solution after centering and scaling, and the bias-variance trade-off. A theorem states that for sufficiently small λ, ridge regression outperforms OLS in terms of mean squared error. The singular value decomposition (SVD) is used to show that ridge regression shrinks coordinates of Y by factors D_jj²/(D_jj²+λ), with more shrinkage on smaller principal components. This makes ridge effective when signal is concentrated in large principal components. The passage also discusses the need for selecting λ and the connection to principal components analysis.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Chapter 1 Kernel machines, Chapter 2, Chapter 3 The Lasso and beyond, Chapter 4 Graphical modelling and causal inference, Chapter 5 High-dimensional inference, Bibliography",
+        "tokens": [
+          "One",
+          "reduce",
+          "variance",
+          "hat",
+          "beta",
+          "mathrm",
+          "OLS",
+          "shrink",
+          "estimated",
+          "coefficients",
+          "Ridge",
+          "regression",
+          "Hoerl",
+          "Kennard",
+          "1970",
+          "solving",
+          "optimisation",
+          "problem",
+          "mu",
+          "lambda",
+          "underset",
+          "mathbb",
+          "times",
+          "arg",
+          "min",
+          "mathbf",
+          "Here",
+          "vector",
+          "We",
+          "usual",
+          "objective",
+          "penalised",
+          "additional",
+          "term",
+          "proportional",
+          "The",
+          "parameter",
+          "geq",
+          "controls",
+          "severity",
+          "penalty",
+          "degree",
+          "shrinkage",
+          "regularisation",
+          "tuning",
+          "explicitly",
+          "included",
+          "intercept",
+          "reason",
+          "variables",
+          "origins",
+          "shifted",
+          "variable",
+          "representing",
+          "temperature",
+          "units",
+          "Kelvin",
+          "Celsius",
+          "fitted",
+          "values",
+          "change",
+          "However",
+          "invariant",
+          "scale",
+          "transformations",
+          "standard",
+          "practice",
+          "centre",
+          "column",
+          "making",
+          "orthogonal",
+          "ell",
+          "norm",
+          "sqrt",
+          "It",
+          "straightforward",
+          "show",
+          "standardisation",
+          "bar",
+          "sum",
+          "assume",
+          "replacing",
+          "remove",
+          "function",
+          "In",
+          "case",
+          "form",
+          "addition",
+          "helps",
+          "stabilise",
+          "estimator",
+          "Note",
+          "full",
+          "rank",
+          "high",
+          "dimensional",
+          "situations",
+          "compute",
+          "On",
+          "hand",
+          "theorem",
+          "Theorem",
+          "For",
+          "sufficiently",
+          "small",
+          "depending",
+          "sigma",
+          "positive",
+          "definite",
+          "Proof",
+          "First",
+          "bias",
+          "drop",
+          "subscript",
+          "superscript",
+          "convenience",
+          "begin",
+          "array",
+          "end",
+          "Now",
+          "operatorname",
+          "Var",
+          "varepsilon",
+          "Thus",
+          "equal",
+          "After",
+          "simplification",
+          "true",
+          "outperforms",
+          "provided",
+          "chosen",
+          "appropriately",
+          "To",
+          "ridge",
+          "effectively",
+          "selecting",
+          "good",
+          "shortly",
+          "What",
+          "doesn",
+          "expect",
+          "perform",
+          "understand",
+          "turn",
+          "key",
+          "matrix",
+          "decompositions",
+          "statistics",
+          "singular",
+          "decomposition",
+          "SVD",
+          "1.1",
+          "principal",
+          "components",
+          "analysis",
+          "generalisation",
+          "eigendecomposition",
+          "square",
+          "factorise",
+          "matrices",
+          "11",
+          "22",
+          "cdots",
+          "mm",
+          "entries",
+          "requires",
+          "np",
+          "operations",
+          "rth",
+          "columns",
+          "left",
+          "vectors",
+          "rr",
+          "When",
+          "replace",
+          "rows",
+          "produce",
+          "version",
+          "thin",
+          "Then",
+          "UDV",
+          "orthonormal",
+          "longer",
+          "diagonal",
+          "There",
+          "equivalent",
+          "Let",
+          "predictors",
+          "suppose",
+          "Using",
+          "write",
+          "frac",
+          "notation",
+          "jth",
+          "comparison",
+          "Both",
+          "coordinates",
+          "respect",
+          "shrinks",
+          "factors",
+          "jj",
+          "amount",
+          "larger",
+          "interpret",
+          "note",
+          "intimately",
+          "connected",
+          "Principal",
+          "Components",
+          "Analysis",
+          "PCA",
+          "Consider",
+          "Since",
+          "means",
+          "subtracted",
+          "sample",
+          "Xv",
+          "Writing",
+          "leq",
+          "As",
+          "XV",
+          "determines",
+          "linear",
+          "combination",
+          "largest",
+          "constrained",
+          "component",
+          "Subsequent",
+          "ldots",
+          "pp",
+          "maximum",
+          "subject",
+          "earlier",
+          "sheet",
+          "details",
+          "Returning",
+          "smaller",
+          "work",
+          "signal",
+          "large",
+          "choosing"
+        ],
+        "keywords": [
+          "Ridge Regression",
+          "Shrinkage",
+          "SVD"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "5c39958c-bb3c-5b09-addc-a5233bc70034",
+      "type": "text",
+      "content": "Cross-validation is a general technique for selecting a good regression method from among several competing regression methods. We illustrate the principle with ridge regression, where we have a family of regression methods given by different $\\lambda$ values.\nSo far, we have considered the matrix of predictors X as fixed and non-random. However, in many cases, it makes sense to think of it as random. Let us assume that our data are i.i.d. pairs $(x_{i}, Y_{i})$ , $i = 1, \\ldots, n$ . Then ideally, we might want to pick a $\\lambda$ value such that\n$$\n\\mathbb {E} \\{(Y ^ {*} - x ^ {* T} \\hat {\\beta} _ {\\lambda} ^ {\\mathrm{R}} (X, Y)) ^ {2} | X, Y \\} \\tag {1.2.1}\n$$\nis minimised. Here $(x^{*}, Y^{*}) \\in \\mathbb{R}^{p} \\times \\mathbb{R}$ is independent of $(X, Y)$ and has the same distribution as $(x_{1}, Y_{1})$ , and we have made the dependence of $\\hat{\\beta}_{\\lambda}^{R}$ on the training data $(X, Y)$ explicit. This $\\lambda$ is such that conditional on the original training data, it minimises the expected prediction error on a new observation drawn from the same distribution as the training data.\nA less ambitious goal is to find a $\\lambda$ value to minimise the expected prediction error,\n$$\n\\mathbb {E} [ \\mathbb {E} \\{(Y ^ {*} - x ^ {* T} \\hat {\\beta} _ {\\lambda} ^ {\\mathrm{R}} (X, Y)) ^ {2} | X, Y \\} ] \\tag {1.2.2}\n$$\nwhere compared with $(1.2.1)$ , we have taken a further expectation over the training set.\nWe still have no way of computing (1.2.2) directly, but we can attempt to estimate it. The idea of v-fold cross-validation is to split the data into v groups or folds of roughly equal size: $(X^{(1)}, Y^{(1)}), \\ldots, (X^{(v)}, Y^{(v)})$ . Let $(X^{(-k)}, Y^{(-k)})$ be all the data except that in the kth fold. For each $\\lambda$ on a grid of values, we compute $\\hat{\\beta}_{\\lambda}^{\\mathrm{R}}(X^{(-k)}, Y^{(-k)})$ : the ridge regression estimate based on all the data except the kth fold. Writing $\\kappa(i)$ for the fold to which $(x_{i}, Y_{i})$ belongs, we choose the value of $\\lambda$ that minimises\n$$\n\\mathrm{CV} (\\lambda) = \\frac {1}{n} \\sum_ {i = 1} ^ {n} \\left\\{Y _ {i} - x _ {i} ^ {T} \\hat {\\beta} _ {\\lambda} ^ {\\mathrm{R}} \\left(X ^ {(- \\kappa (i))}, Y ^ {(- \\kappa (i))}\\right) \\right\\} ^ {2}. \\tag {1.2.3}\n$$\nWriting $\\lambda_{\\mathrm{CV}}$ for the minimiser, our final estimate of $\\beta^0$ can then be $\\hat{\\beta}_{\\lambda_{\\mathrm{CV}}}^{R}(X,Y)$ .\nNote that for each i,\n$$\n\\mathbb {E} \\left\\{Y _ {i} - x _ {i} ^ {T} \\hat {\\beta} _ {\\lambda} ^ {\\mathrm{R}} \\left(X ^ {(- \\kappa (i))}, Y ^ {(- \\kappa (i))}\\right) \\right\\} ^ {2} = \\mathbb {E} \\left[ \\mathbb {E} \\left\\{Y _ {i} - x _ {i} ^ {T} \\hat {\\beta} _ {\\lambda} ^ {\\mathrm{R}} \\left(X ^ {(- \\kappa (i))}, Y ^ {(- \\kappa (i))}\\right) \\right\\} ^ {2} \\mid X ^ {(- \\kappa (i))}, Y ^ {(- \\kappa (i))} \\right]. \\tag {1.2.4}\n$$\nThis is precisely the expected prediction error in $(1.2.2)$ but with the training data X, Y replaced with a training data set of smaller size. If all the folds have the same size, then $\\mathrm{CV}(\\lambda)$ is an average of n identically distributed quantities, each with expected value as in $(1.2.4)$ . However, the quantities being averaged are not independent as they share the same data.\nThus cross-validation gives a biased estimate of the expected prediction error. The amount of the bias depends on the size of the folds, the case when the v = n giving the least bias—this is known as leave-one-out cross-validation. The quality of the estimate, though, may be worse as the quantities being averaged in $(1.2.3)$ will be highly positively correlated. Typical choices of v are 5 or 10.\nCross-validation aims to allow us to choose the single best $\\lambda$ (or more generally regression procedure); we could instead aim to find the best weighted combination of regression procedures. Returning to our ridge regression example, suppose $\\lambda$ is restricted to a grid of values $\\lambda_{1} > \\lambda_{2} > \\cdots > \\lambda_{L}$ . We can then minimise\n$$\n\\frac {1}{n} \\sum_ {i = 1} ^ {n} \\left\\{Y _ {i} - \\sum_ {l = 1} ^ {L} w _ {l} x _ {i} ^ {T} \\hat {\\beta} _ {\\lambda_ {l}} ^ {\\mathrm{R}} (X ^ {(- \\kappa (i))}, Y ^ {(- \\kappa (i))}) \\right\\} ^ {2}\n$$\nover $w \\in R^{L}$ subject to $w_{l} \\geq 0$ for all l. This is a non-negative least-squares optimisation, for which efficient algorithms are available. This is sometimes known as stacking [Wolpert, 1992, Breiman, 1996] and it can often outperform cross-validation.",
+      "path": "notes.pdf/Chapter 1 Kernel machines/1.2 v-fold cross-validation",
+      "metadata": {
+        "length": 4467,
+        "summary": "The text discusses cross-validation as a technique for selecting a regression method, using ridge regression as an example. It explains the goal of minimizing expected prediction error for new observations, introduces v-fold cross-validation to estimate this error, and describes how to choose the optimal λ by minimizing the CV(λ) criterion. It also notes that cross-validation provides a biased estimate of prediction error, with bias depending on fold size, and mentions stacking as an alternative that finds optimal weighted combinations of regression procedures.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Chapter 1 Kernel machines, Chapter 2, Chapter 3 The Lasso and beyond, Chapter 4 Graphical modelling and causal inference, Chapter 5 High-dimensional inference, Bibliography",
+        "tokens": [
+          "Cross",
+          "validation",
+          "general",
+          "technique",
+          "selecting",
+          "good",
+          "regression",
+          "method",
+          "competing",
+          "methods",
+          "We",
+          "illustrate",
+          "principle",
+          "ridge",
+          "family",
+          "lambda",
+          "values",
+          "So",
+          "considered",
+          "matrix",
+          "predictors",
+          "fixed",
+          "random",
+          "However",
+          "cases",
+          "makes",
+          "sense",
+          "Let",
+          "assume",
+          "data",
+          "pairs",
+          "ldots",
+          "Then",
+          "ideally",
+          "pick",
+          "mathbb",
+          "hat",
+          "beta",
+          "mathrm",
+          "tag",
+          "1.2",
+          "minimised",
+          "Here",
+          "times",
+          "independent",
+          "distribution",
+          "made",
+          "dependence",
+          "training",
+          "explicit",
+          "This",
+          "conditional",
+          "original",
+          "minimises",
+          "expected",
+          "prediction",
+          "error",
+          "observation",
+          "drawn",
+          "ambitious",
+          "goal",
+          "find",
+          "minimise",
+          "compared",
+          "expectation",
+          "set",
+          "computing",
+          "directly",
+          "attempt",
+          "estimate",
+          "The",
+          "idea",
+          "fold",
+          "cross",
+          "split",
+          "groups",
+          "folds",
+          "roughly",
+          "equal",
+          "size",
+          "kth",
+          "For",
+          "grid",
+          "compute",
+          "based",
+          "Writing",
+          "kappa",
+          "belongs",
+          "choose",
+          "CV",
+          "frac",
+          "sum",
+          "left",
+          "minimiser",
+          "final",
+          "Note",
+          "mid",
+          "precisely",
+          "replaced",
+          "smaller",
+          "If",
+          "average",
+          "identically",
+          "distributed",
+          "quantities",
+          "averaged",
+          "share",
+          "Thus",
+          "biased",
+          "amount",
+          "bias",
+          "depends",
+          "case",
+          "giving",
+          "leave",
+          "quality",
+          "worse",
+          "highly",
+          "positively",
+          "correlated",
+          "Typical",
+          "choices",
+          "10",
+          "aims",
+          "single",
+          "generally",
+          "procedure",
+          "aim",
+          "weighted",
+          "combination",
+          "procedures",
+          "Returning",
+          "suppose",
+          "restricted",
+          "cdots",
+          "subject",
+          "geq",
+          "negative",
+          "squares",
+          "optimisation",
+          "efficient",
+          "algorithms",
+          "stacking",
+          "Wolpert",
+          "1992",
+          "Breiman",
+          "1996",
+          "outperform"
+        ],
+        "keywords": [
+          "Cross-validation",
+          "Ridge Regression",
+          "Model Selection"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "d2727c87-7c48-5848-8484-317c63c94852",
+      "type": "text",
+      "content": "The fitted values from ridge regression are\n$$\nX (X ^ {T} X + \\lambda I) ^ {- 1} X ^ {T} Y. \\tag {1.3.1}\n$$\nAn alternative way of writing this is suggested by the following\n$$\nX ^ {T} \\left(X X ^ {T} + \\lambda I\\right) = \\left(X ^ {T} X + \\lambda I\\right) X ^ {T}\n$$\n$$\n(X ^ {T} X + \\lambda I) ^ {- 1} X ^ {T} = X ^ {T} (X X ^ {T} + \\lambda I) ^ {- 1}\n$$\n$$\nX (X ^ {T} X + \\lambda I) ^ {- 1} X ^ {T} Y = X X ^ {T} (X X ^ {T} + \\lambda I) ^ {- 1} Y. \\tag {1.3.2}\n$$\nTwo remarks are in order:\n- Note while $X^T X$ is $p \\times p$ , $XX^T$ is $n \\times n$ . Computing fitted values using (1.3.1) would require roughly $O(np^2 + p^3)$ operations. If $p \\gg n$ this could be extremely costly. However, our alternative formulation would only require roughly $O(n^2 p + n^3)$ operations, which could be substantially smaller.\n- We see that the fitted values of ridge regression depend only on inner products $K = XX^{T}$ between observations (note $K_{ij} = x_{i}^{T}x_{j}$ ).\nNow suppose that we believe the signal depends quadratically on the predictors:\n$$\nY _ {i} = x _ {i} ^ {T} \\beta + \\sum_ {k, l} x _ {i k} x _ {i l} \\theta_ {k l} + \\varepsilon_ {i}.\n$$\nWe can still use ridge regression provided we work with an enlarged set of predictors\n$$\nx _ {i 1}, \\ldots , x _ {i p}, x _ {i 1} x _ {i 1}, \\ldots , x _ {i 1} x _ {i p}, x _ {i 2} x _ {i 1}, \\ldots , x _ {i 2} x _ {i p}, \\ldots , x _ {i p} x _ {i p}.\n$$\nThis will give us $O(p^{2})$ predictors. Our new approach to computing fitted values would therefore have complexity $O(n^{2}p^{2} + n^{3})$ , which could be rather costly if p is large.\nHowever, rather than first creating all the additional predictors and then computing the new K matrix, we can attempt to directly compute K. To this end consider\n$$\n\\begin{array}{l} (1 + x _ {i} ^ {T} x _ {j}) ^ {2} = \\left(1 + \\sum_ {k} x _ {i k} x _ {j k}\\right) ^ {2} \\\\ = 1 + 2 \\sum_ {k} x _ {i k} x _ {j k} + \\sum_ {k, l} x _ {i k} x _ {i l} x _ {j k} x _ {j l}. \\\\ \\end{array}\n$$\nObserve this amounts to an inner product between vectors of the form\n$$\n(1, \\sqrt {2} x _ {i 1}, \\dots , \\sqrt {2} x _ {i p}, x _ {i 1} x _ {i 1}, \\dots , x _ {i 1} x _ {i p}, x _ {i 2} x _ {i 1}, \\dots , x _ {i 2} x _ {i p}, \\dots , x _ {i p} x _ {i p}) ^ {T}. \\tag {1.3.3}\n$$\nThus if we set\n$$\nK _ {i j} = (1 + x _ {i} ^ {T} x _ {j}) ^ {2} \\tag {1.3.4}\n$$\nand plug this into the formula for the fitted values, it is exactly as if we had performed ridge regression on an enlarged set of variables given by (1.3.3). Now computing K using (1.3.4) would require only p operations per entry, so $O(n^{2}p)$ operations in total. It thus seems we have improved things by a factor of p using our new approach. This is a nice computational trick, but more importantly for us it serves to illustrate some general points.\n- Since ridge regression only depends on inner products between observations, rather than fitting non-linear models by first mapping the original data $x_{i} \\in \\mathbb{R}^{p}$ to $\\phi(x_{i}) \\in \\mathbb{R}^{d}$ (say) using some feature map $\\phi$ (which could, for example introduce quadratic effects), we can instead try to directly compute $k(x_{i}, x_{j}) = \\langle \\phi(x_{i}), \\phi(x_{j}) \\rangle$ .\n- In fact rather than thinking in terms of feature maps, we can instead try to think about an appropriate measure of similarity $k(x_{i}, x_{j})$ between observations. Modelling in this fashion is sometimes much easier.\nWe will now formalise and extend what we have learnt with this example.",
+      "path": "notes.pdf/Chapter 1 Kernel machines/1.3 The kernel trick",
+      "metadata": {
+        "length": 3495,
+        "summary": "The passage discusses ridge regression, presenting the fitted values formula and an alternative computation using XX^T instead of X^TX to reduce complexity when p >> n. It introduces a quadratic signal model, showing how to compute the kernel matrix K directly using (1 + x_i^T x_j)^2, which requires O(n^2 p) operations instead of O(n^2 p^2 + n^3). This illustrates the kernel trick: ridge regression depends only on inner products, so non-linear feature maps can be handled by directly computing similarity measures k(x_i, x_j).",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Chapter 1 Kernel machines, Chapter 2, Chapter 3 The Lasso and beyond, Chapter 4 Graphical modelling and causal inference, Chapter 5 High-dimensional inference, Bibliography",
+        "tokens": [
+          "The",
+          "fitted",
+          "values",
+          "ridge",
+          "regression",
+          "lambda",
+          "tag",
+          "1.3",
+          "An",
+          "alternative",
+          "writing",
+          "suggested",
+          "left",
+          "Two",
+          "remarks",
+          "order",
+          "Note",
+          "times",
+          "XX",
+          "Computing",
+          "require",
+          "roughly",
+          "np",
+          "operations",
+          "If",
+          "gg",
+          "extremely",
+          "costly",
+          "However",
+          "formulation",
+          "substantially",
+          "smaller",
+          "We",
+          "depend",
+          "products",
+          "observations",
+          "note",
+          "ij",
+          "Now",
+          "suppose",
+          "signal",
+          "depends",
+          "quadratically",
+          "predictors",
+          "beta",
+          "sum",
+          "theta",
+          "varepsilon",
+          "provided",
+          "work",
+          "enlarged",
+          "set",
+          "ldots",
+          "This",
+          "give",
+          "Our",
+          "approach",
+          "computing",
+          "complexity",
+          "large",
+          "creating",
+          "additional",
+          "matrix",
+          "attempt",
+          "directly",
+          "compute",
+          "To",
+          "end",
+          "begin",
+          "array",
+          "Observe",
+          "amounts",
+          "product",
+          "vectors",
+          "form",
+          "sqrt",
+          "dots",
+          "Thus",
+          "plug",
+          "formula",
+          "performed",
+          "variables",
+          "entry",
+          "total",
+          "It",
+          "improved",
+          "things",
+          "factor",
+          "nice",
+          "computational",
+          "trick",
+          "importantly",
+          "serves",
+          "illustrate",
+          "general",
+          "points",
+          "Since",
+          "fitting",
+          "linear",
+          "models",
+          "mapping",
+          "original",
+          "data",
+          "mathbb",
+          "phi",
+          "feature",
+          "map",
+          "introduce",
+          "quadratic",
+          "effects",
+          "langle",
+          "rangle",
+          "In",
+          "fact",
+          "thinking",
+          "terms",
+          "maps",
+          "measure",
+          "similarity",
+          "Modelling",
+          "fashion",
+          "easier",
+          "formalise",
+          "extend",
+          "learnt"
+        ],
+        "keywords": [
+          "Ridge Regression",
+          "Kernel Trick",
+          "Computational Complexity"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "2c0ce7d4-68e6-54fe-9486-f543876634f9",
+      "type": "text",
+      "content": "We have seen how a model with quadratic effects can be fitted very efficiently by replacing the inner product matrix (known as the Gram matrix) $XX^{T}$ in (1.3.2) with the matrix in (1.3.4). It is then natural to ask what other non-linear models can be fitted efficiently using this sort of approach.\nWe won't answer this question directly, but instead we will try to understand the sorts of similarity measures $k$ that can be represented as inner products between transformations of the original data.\nThat is, we will study the similarity measures $k : X \\times X \\to R$ from the input space X to R for which there exists a feature map $\\phi : X \\to H$ where H is some (real) inner product space with\n$$\nk (x, x ^ {\\prime}) = \\langle \\phi (x), \\phi (x ^ {\\prime}) \\rangle . \\tag {1.4.1}\n$$\nRecall that an inner product space is a real vector space H endowed with a map $\\langle\\cdot,\\cdot\\rangle:H\\times H\\to R$ that obeys the following properties.\n(i) Symmetry: $\\langle u, v \\rangle = \\langle v, u \\rangle$ .\n(ii) Linearity: for $a, b \\in R \\langle au + bw, v \\rangle = a \\langle u, v \\rangle + b \\langle w, v \\rangle$ .\n(iii) Positive-definiteness: $\\langle u, u \\rangle \\geq 0$ with equality if and only if $u = 0$ .\nDefinition 1. A positive definite kernel or more simply a kernel (for brevity) k is a symmetric map $k : X \\times X \\to R$ for which for all $n \\in N$ and all $x_{1}, \\ldots, x_{n} \\in X$ , the matrix K with entries\n$$\nK _ {i j} = k (x _ {i}, x _ {j})\n$$\nis positive semi-definite.\nA kernel is a little like an inner product, but need not be bilinear in general. However, a form of the Cauchy–Schwarz inequality does hold for kernels.\nProposition 2.\n$$\nk (x, x ^ {\\prime}) ^ {2} \\leq k (x, x) k (x ^ {\\prime}, x ^ {\\prime}).\n$$\nProof. The matrix\n$$\n\\left( \\begin{array}{c c} k (x, x) & k (x, x ^ {\\prime}) \\\\ k (x ^ {\\prime}, x) & k (x ^ {\\prime}, x ^ {\\prime}) \\end{array} \\right)\n$$\nmust be positive semi-definite so in particular its determinant must be non-negative. □\nFirst we show that any inner product of feature maps will give rise to a kernel.\nProposition 3. k defined by $k(x, x') = \\langle \\phi(x), \\phi(x') \\rangle$ is a kernel.\nProof. Let $x_{1},\\ldots ,x_{n}\\in \\mathcal{X}$ , $\\alpha_{1},\\ldots ,\\alpha_{n}\\in \\mathbb{R}$ and consider\n$$\n\\begin{array}{l} \\sum_ {i, j} \\alpha_ {i} k (x _ {i}, x _ {j}) \\alpha_ {j} = \\sum_ {i, j} \\alpha_ {i} \\langle \\phi (x _ {i}), \\phi (x _ {j}) \\rangle \\alpha_ {j} \\\\ = \\left\\langle \\sum_ {i} \\alpha_ {i} \\phi (x _ {i}), \\sum_ {j} \\alpha_ {j} \\phi (x _ {j}) \\right\\rangle \\geq 0. \\\\ \\end{array}\n$$\nShowing that every kernel admits a representation of the form (1.4.1) is slightly more involved, and we delay this until after we have studied some examples.",
+      "path": "notes.pdf/Chapter 1 Kernel machines/1.4 Kernels",
+      "metadata": {
+        "length": 2730,
+        "summary": "The passage discusses how non-linear models can be efficiently fitted by replacing the Gram matrix with a kernel matrix. It introduces the concept of a positive definite kernel as a symmetric map that yields positive semi-definite matrices. It shows that any inner product of feature maps defines a kernel, and notes that the converse also holds. A Cauchy-Schwarz inequality for kernels is proved via the determinant of a 2x2 kernel matrix.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Chapter 1 Kernel machines, Chapter 2, Chapter 3 The Lasso and beyond, Chapter 4 Graphical modelling and causal inference, Chapter 5 High-dimensional inference, Bibliography",
+        "tokens": [
+          "We",
+          "model",
+          "quadratic",
+          "effects",
+          "fitted",
+          "efficiently",
+          "replacing",
+          "product",
+          "matrix",
+          "Gram",
+          "XX",
+          "1.3",
+          "It",
+          "natural",
+          "linear",
+          "models",
+          "sort",
+          "approach",
+          "won",
+          "answer",
+          "question",
+          "directly",
+          "understand",
+          "sorts",
+          "similarity",
+          "measures",
+          "represented",
+          "products",
+          "transformations",
+          "original",
+          "data",
+          "That",
+          "study",
+          "times",
+          "input",
+          "space",
+          "exists",
+          "feature",
+          "map",
+          "phi",
+          "real",
+          "prime",
+          "langle",
+          "rangle",
+          "tag",
+          "1.4",
+          "Recall",
+          "vector",
+          "endowed",
+          "cdot",
+          "obeys",
+          "properties",
+          "Symmetry",
+          "ii",
+          "Linearity",
+          "au",
+          "bw",
+          "iii",
+          "Positive",
+          "definiteness",
+          "geq",
+          "equality",
+          "Definition",
+          "positive",
+          "definite",
+          "kernel",
+          "simply",
+          "brevity",
+          "symmetric",
+          "ldots",
+          "entries",
+          "semi",
+          "bilinear",
+          "general",
+          "However",
+          "form",
+          "Cauchy",
+          "Schwarz",
+          "inequality",
+          "hold",
+          "kernels",
+          "Proposition",
+          "leq",
+          "Proof",
+          "The",
+          "left",
+          "begin",
+          "array",
+          "end",
+          "determinant",
+          "negative",
+          "First",
+          "show",
+          "maps",
+          "give",
+          "rise",
+          "defined",
+          "Let",
+          "mathcal",
+          "alpha",
+          "mathbb",
+          "sum",
+          "Showing",
+          "admits",
+          "representation",
+          "slightly",
+          "involved",
+          "delay",
+          "studied",
+          "examples"
+        ],
+        "keywords": [
+          "kernel",
+          "positive definite",
+          "feature map"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "34f4b574-f926-5e3b-a1ee-23df1f89771c",
+      "type": "text",
+      "content": "Proposition 4. Suppose $k_{1}, k_{2}, \\ldots$ are kernels.\n(i) If $\\alpha_{1},\\alpha_{2}\\geq 0$ then $\\alpha_{1}k_{1} + \\alpha_{2}k_{2}$ is a kernel. If $\\lim_{m\\to \\infty}k_m(x,x') =:k(x,x')$ exists for all $x,x^{\\prime}\\in \\mathcal{X}$ , then $k$ is a kernel.\n(ii) The pointwise product $k = k_{1}k_{2}$ is a kernel.\nLinear kernel. $k(x,x^{\\prime}) = x^{T}x^{\\prime}$\nPolynomial kernel. $k(x, x') = (1 + x^{T}x')^{d}$ . To show this is a kernel, we can simply note that $1 + x^{T}x'$ gives a kernel owing to the fact that 1 is a kernel and (i) of Proposition 4. Next (ii) and induction shows that k as defined above is a kernel.\nGaussian kernel. The highly popular Gaussian kernel is defined by\n$$\nk (x, x ^ {\\prime}) = \\exp \\bigg (- \\frac {\\| x - x ^ {\\prime} \\| _ {2} ^ {2}}{2 \\sigma^ {2}} \\bigg).\n$$\nFor x close to $x'$ it is large whilst for x far from $x'$ the kernel quickly decays towards 0. The additional parameter $\\sigma^{2}$ known as the bandwidth controls the speed of the decay to zero. Note it is less clear how one might find a corresponding feature map and indeed any feature map that represents this must be infinite dimensional.\nTo show that it is a kernel first decompose $\\|x-x'\\|_{2}^{2}=\\|x\\|_{2}^{2}+\\|x'\\|_{2}^{2}-2x^{T}x'$ . Note that by Proposition 3,\n$$\nk _ {1} (x, x ^ {\\prime}) = \\exp \\left(- \\frac {\\| x \\| _ {2} ^ {2}}{2 \\sigma^ {2}}\\right) \\exp \\left(- \\frac {\\| x ^ {\\prime} \\| _ {2} ^ {2}}{2 \\sigma^ {2}}\\right)\n$$\nis a kernel. Next writing\n$$\nk _ {2} (x, x ^ {\\prime}) = \\exp (x ^ {T} x ^ {\\prime} / \\sigma^ {2}) = \\sum_ {r = 0} ^ {\\infty} \\frac {(x ^ {T} x ^ {\\prime} / \\sigma^ {2}) ^ {r}}{r !}\n$$\nand using (i) of Proposition 4 shows that $k_{2}$ is a kernel. Finally observing that $k = k_{1}k_{2}$ and using (ii) shows that the Gaussian kernel is indeed a kernel.\nSobolev kernel. Take X to be $[0,1]$ and let $k(x,x') = \\min(x,x')$ . Note this is the covariance function of Brownian motion so it must be positive definite.\nJaccard similarity kernel. Take X to be the set of all subsets of $\\{1,\\ldots,p\\}$ . For $x, x' \\in X$ with $x \\cup x' \\neq \\emptyset$ define\n$$\nk (x, x ^ {\\prime}) = \\frac {| x \\cap x ^ {\\prime} |}{| x \\cup x ^ {\\prime} |}\n$$\nand if $x \\cup x' = \\emptyset$ then set $k(x, x') = 1$ . Showing that this is a kernel is left to the example sheet.",
+      "path": "notes.pdf/Chapter 1 Kernel machines/1.4 Kernels/1.4.1 Examples of kernels",
+      "metadata": {
+        "length": 2308,
+        "summary": "The passage defines several kernels: linear, polynomial, Gaussian, Sobolev, and Jaccard similarity. It explains how to prove they are valid kernels using properties like sum, product, and limit of kernels. The Gaussian kernel is shown to be a kernel by decomposing it into a product of two kernels. The Sobolev kernel is the covariance of Brownian motion. The Jaccard kernel is defined for sets.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Chapter 1 Kernel machines, Chapter 2, Chapter 3 The Lasso and beyond, Chapter 4 Graphical modelling and causal inference, Chapter 5 High-dimensional inference, Bibliography",
+        "tokens": [
+          "Proposition",
+          "Suppose",
+          "ldots",
+          "kernels",
+          "If",
+          "alpha",
+          "geq",
+          "kernel",
+          "lim",
+          "infty",
+          "exists",
+          "prime",
+          "mathcal",
+          "ii",
+          "The",
+          "pointwise",
+          "product",
+          "Linear",
+          "Polynomial",
+          "To",
+          "show",
+          "simply",
+          "note",
+          "owing",
+          "fact",
+          "Next",
+          "induction",
+          "shows",
+          "defined",
+          "Gaussian",
+          "highly",
+          "popular",
+          "exp",
+          "bigg",
+          "frac",
+          "sigma",
+          "For",
+          "close",
+          "large",
+          "whilst",
+          "quickly",
+          "decays",
+          "additional",
+          "parameter",
+          "bandwidth",
+          "controls",
+          "speed",
+          "decay",
+          "Note",
+          "clear",
+          "find",
+          "feature",
+          "map",
+          "represents",
+          "infinite",
+          "dimensional",
+          "decompose",
+          "2x",
+          "left",
+          "writing",
+          "sum",
+          "Finally",
+          "observing",
+          "Sobolev",
+          "Take",
+          "min",
+          "covariance",
+          "function",
+          "Brownian",
+          "motion",
+          "positive",
+          "definite",
+          "Jaccard",
+          "similarity",
+          "set",
+          "subsets",
+          "cup",
+          "neq",
+          "emptyset",
+          "define",
+          "cap",
+          "Showing",
+          "sheet"
+        ],
+        "keywords": [
+          "kernels",
+          "Gaussian",
+          "positive definite"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "dfc77b88-af2b-5d7c-9f67-238ba0e82f0a",
+      "type": "text",
+      "content": "Theorem 5. For every kernel k there exists a feature map $\\phi$ taking values in some inner product space H such that\n$$\nk (x, x ^ {\\prime}) = \\langle \\phi (x), \\phi (x ^ {\\prime}) \\rangle . \\tag {1.4.2}\n$$\nProof. We will take H to be the vector space of functions of the form\n$$\nf (\\cdot) = \\sum_ {i = 1} ^ {n} \\alpha_ {i} k (\\cdot , x _ {i}), \\tag {1.4.3}\n$$\nwhere $n \\in N$ , $x_{i} \\in X$ and $\\alpha_{i} \\in R$ . Our feature map $\\phi : X \\to H$ will be\n$$\n\\phi (x) = k (\\cdot , x). \\tag {1.4.4}\n$$\nWe now define an inner product on $\\mathcal{H}$ . If $f$ is given by (1.4.3) and\n$$\ng (\\cdot) = \\sum_ {j = 1} ^ {m} \\beta_ {j} k (\\cdot , x _ {j} ^ {\\prime}) \\tag {1.4.5}\n$$\nwe define their inner product to be\n$$\n\\langle f, g \\rangle = \\sum_ {i = 1} ^ {n} \\sum_ {j = 1} ^ {m} \\alpha_ {i} \\beta_ {j} k (x _ {i}, x _ {j} ^ {\\prime}). \\tag {1.4.6}\n$$\nWe need to check this is well-defined as the representations of $f$ and $g$ in (1.4.3) and (1.4.5) need not be unique. To this end, note that\n$$\n\\sum_ {i = 1} ^ {n} \\sum_ {j = 1} ^ {m} \\alpha_ {i} \\beta_ {j} k (x _ {i}, x _ {j} ^ {\\prime}) = \\sum_ {i = 1} ^ {n} \\alpha_ {i} g (x _ {i}) = \\sum_ {j = 1} ^ {m} \\beta_ {j} f (x _ {j} ^ {\\prime}). \\tag {1.4.7}\n$$\nThe first equality shows that the inner product does not depend on the particular expansion of g whilst the second equality shows that it also does not depend on the expansion of f. Thus the inner product is well-defined.\nFirst we check that with $\\phi$ defined as in (1.4.4) we do have relationship (1.4.2). Observe that\n$$\n\\langle k (\\cdot , x), f \\rangle = \\sum_ {i = 1} ^ {n} \\alpha_ {i} k (x _ {i}, x) = f (x), \\tag {1.4.8}\n$$\nso in particular we have\n$$\n\\langle \\phi (x), \\phi (x ^ {\\prime}) \\rangle = \\langle k (\\cdot , x), k (\\cdot , x ^ {\\prime}) \\rangle = k (x, x ^ {\\prime}).\n$$\nIt remains to show that it is indeed an inner product. It is clearly symmetric and $(1.4.7)$ shows linearity. We now need to show positive definiteness.\nFirst note that\n$$\n\\langle f, f \\rangle = \\sum_ {i, j} \\alpha_ {i} k (x _ {i}, x _ {j}) \\alpha_ {j} \\geq 0 \\tag {1.4.9}\n$$\nby positive definiteness of the kernel. Now from (1.4.8),\n$$\nf (x) ^ {2} = (\\langle k (\\cdot , x), f \\rangle) ^ {2}.\n$$\nIf we could use the Cauchy–Schwarz inequality on the right-hand side, we would have\n$$\nf (x) ^ {2} \\leq \\langle k (\\cdot , x), k (\\cdot , x) \\rangle \\langle f, f \\rangle , \\tag {1.4.10}\n$$\nwhich would show that if $\\langle f, f \\rangle = 0$ then necessarily $f = 0$ ; the final property we need to show that $\\langle \\cdot, \\cdot \\rangle$ is an inner product. However, in order to use the traditional Cauchy-Schwarz inequality we need to first know we're dealing with an inner product, which is precisely what we're trying to show!\nAlthough we haven't shown that $\\langle \\cdot, \\cdot \\rangle$ is an inner product, we do have enough information to show that it is itself a kernel. We may then appeal to Proposition 2 to obtain (1.4.10). With this in mind, we argue as follows. Given functions $f_1, \\ldots, f_m$ and coefficients $\\gamma_1, \\ldots, \\gamma_m \\in \\mathbb{R}$ , we have\n$$\n\\sum_ {i, j} \\gamma_ {i} \\langle f _ {i}, f _ {j} \\rangle \\gamma_ {j} = \\left\\langle \\sum_ {i} \\gamma_ {i} f _ {i}, \\sum_ {j} \\gamma_ {j} f _ {j} \\right\\rangle \\geq 0\n$$\nwhere we have used linearity and (1.4.9), showing that it is a kernel.\nTo further discuss the space H we recall some facts from analysis. Any inner product space B is also a normed space: for $f \\in B$ we may define $\\|f\\|_{B}^{2} := \\langle f, f \\rangle_{B}$ . Recall that a Cauchy sequence $(f_{m})_{m=1}^{\\infty}$ in B has $\\|f_{m} - f_{n}\\|_{B} \\to 0$ as $n, m \\to \\infty$ . A normed space where every Cauchy sequence has a limit (in the space) is called complete, and a complete inner product space is called a Hilbert space.\nHilbert spaces may be thought of as the (potentially) infinite-dimensional analogues of finite-dimensional Euclidean spaces. For later use we note that if V is a closed subspace of a Hilbert space B, then any $f \\in B$ has a decomposition $f = u + v$ with $u \\in V$ and\n$$\nv \\in V ^ {\\perp} := \\{v \\in \\mathcal {B}: \\langle v, u \\rangle_ {\\mathcal {B}} = 0 \\text {for all} u \\in V \\}.\n$$\nBy adding the limits of Cauchy sequences to $\\mathcal{H}$ (from Theorem 5) we can make $\\mathcal{H}$ a Hilbert space. Indeed, note that if $(f_m)_{m=1}^{\\infty} \\in \\mathcal{H}$ is Cauchy then since by (1.4.10) we have\n$$\n| f _ {m} (x) - f _ {n} (x) | \\leq \\sqrt {k (x , x)} \\| f _ {m} - f _ {n} \\| _ {\\mathcal {H}},\n$$\nwe may define function $f^{*}: X \\to R$ by $f^{*}(x) = \\lim_{m \\to \\infty} f_{m}(x)$ . We can check that all such $f^{*}$ can be added to H to create a Hilbert space.\nIn fact, the completion of H is a special type of Hilbert space known as a reproducing kernel Hilbert space (RKHS).\nDefinition 2. A Hilbert space $\\mathcal{B}$ of functions $f:\\mathcal{X}\\to \\mathbb{R}$ is a reproducing kernel Hilbert space (RKHS) if for all $x\\in \\mathcal{X}$ , there exists $k_{x}\\in \\mathcal{B}$ such that\n$$\nf (x) = \\left\\langle k _ {x}, f \\right\\rangle \\quad \\text {   for   all   } f \\in \\mathcal {B}.\n$$\nThe function\n$$\nk: \\mathcal {X} \\times \\mathcal {X} \\to \\mathbb {R}\n$$\n$$\n(x, x ^ {\\prime}) \\mapsto \\langle k _ {x}, k _ {x ^ {\\prime}} \\rangle = k _ {x ^ {\\prime}} (x)\n$$\nis known as the reproducing kernel of $\\mathcal{B}$ .\nBy Proposition 3 the reproducing kernel of any RKHS is a (positive definite) kernel, and one may show (as Theorem 5 indicates) that to any kernel k is associated a (unique) RKHS that has reproducing kernel k.",
+      "path": "notes.pdf/Chapter 1 Kernel machines/1.4 Kernels/1.4.2 Reproducing kernel Hilbert spaces",
+      "metadata": {
+        "length": 5521,
+        "summary": "Theorem 5 proves that for every kernel k, there exists a feature map φ into an inner product space H such that k(x,x') = ⟨φ(x), φ(x')⟩. The proof constructs H as the vector space of functions of the form f(·)=∑α_i k(·,x_i), with φ(x)=k(·,x). An inner product is defined on H, and its well-definedness is shown using the kernel's properties. Positive definiteness is established by noting that ⟨f,f⟩≥0 due to the kernel's positive definiteness, and Cauchy-Schwarz inequality is derived by treating the inner product as a kernel itself. The space H can be completed to a Hilbert space, specifically a reproducing kernel Hilbert space (RKHS), where the reproducing property f(x)=⟨k_x,f⟩ holds. The reproducing kernel of an RKHS is a positive definite kernel, and every kernel corresponds to a unique RKHS.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Chapter 1 Kernel machines, Chapter 2, Chapter 3 The Lasso and beyond, Chapter 4 Graphical modelling and causal inference, Chapter 5 High-dimensional inference, Bibliography",
+        "tokens": [
+          "Theorem",
+          "For",
+          "kernel",
+          "exists",
+          "feature",
+          "map",
+          "phi",
+          "taking",
+          "values",
+          "product",
+          "space",
+          "prime",
+          "langle",
+          "rangle",
+          "tag",
+          "1.4",
+          "Proof",
+          "We",
+          "vector",
+          "functions",
+          "form",
+          "cdot",
+          "sum",
+          "alpha",
+          "Our",
+          "define",
+          "mathcal",
+          "If",
+          "beta",
+          "check",
+          "defined",
+          "representations",
+          "unique",
+          "To",
+          "end",
+          "note",
+          "The",
+          "equality",
+          "shows",
+          "depend",
+          "expansion",
+          "whilst",
+          "Thus",
+          "First",
+          "relationship",
+          "Observe",
+          "It",
+          "remains",
+          "show",
+          "symmetric",
+          "linearity",
+          "positive",
+          "definiteness",
+          "geq",
+          "Now",
+          "Cauchy",
+          "Schwarz",
+          "inequality",
+          "hand",
+          "side",
+          "leq",
+          "10",
+          "necessarily",
+          "final",
+          "property",
+          "However",
+          "order",
+          "traditional",
+          "dealing",
+          "precisely",
+          "Although",
+          "haven",
+          "shown",
+          "information",
+          "appeal",
+          "Proposition",
+          "obtain",
+          "With",
+          "mind",
+          "argue",
+          "Given",
+          "ldots",
+          "coefficients",
+          "gamma",
+          "mathbb",
+          "left",
+          "showing",
+          "discuss",
+          "recall",
+          "facts",
+          "analysis",
+          "Any",
+          "normed",
+          "Recall",
+          "sequence",
+          "infty",
+          "limit",
+          "called",
+          "complete",
+          "Hilbert",
+          "spaces",
+          "thought",
+          "potentially",
+          "infinite",
+          "dimensional",
+          "analogues",
+          "finite",
+          "Euclidean",
+          "closed",
+          "subspace",
+          "decomposition",
+          "perp",
+          "text",
+          "By",
+          "adding",
+          "limits",
+          "sequences",
+          "make",
+          "Indeed",
+          "sqrt",
+          "function",
+          "lim",
+          "added",
+          "create",
+          "In",
+          "fact",
+          "completion",
+          "special",
+          "type",
+          "reproducing",
+          "RKHS",
+          "Definition",
+          "quad",
+          "times",
+          "mapsto",
+          "definite"
+        ],
+        "keywords": [
+          "kernel",
+          "feature map",
+          "RKHS"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "c4a536ec-096f-5f97-86df-cafd678903e5",
+      "type": "text",
+      "content": "Linear kernel. Here $\\mathcal{H}=\\{f:f(x)=\\beta^{T}x,\\beta\\in\\mathbb{R}^{p}\\}$ and if $f(x)=\\beta^{T}x$ then $\\|f\\|_{H}^{2}=||\\beta||_{2}^{2}$ .\nSobolev kernel. It can be shown that $\\mathcal{H}$ is roughly the space of continuous functions $f:[0,1]\\to \\mathbb{R}$ with $f(0) = 0$ that are differentiable almost everywhere, and for which $\\int_0^1 f'(x)^2 dx < \\infty$ . It contains the class of Lipschitz functions (functions $f:[0,1]\\to \\mathbb{R}$ for which there exists some $L$ with $|f(x) - f(y)|\\leq L|x - y|$ for all $x,y\\in [0,1]$ ) that are 0 at the origin. The norm is\n$$\n\\left(\\int_ {0} ^ {1} f ^ {\\prime} (x) ^ {2} d x\\right) ^ {1 / 2}.\n$$\nThough the construction of the RKHS from a kernel is explicit, it can be challenging to understand precisely the space and the form of the norm.",
+      "path": "notes.pdf/Chapter 1 Kernel machines/1.4 Kernels/Examples",
+      "metadata": {
+        "length": 797,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Chapter 1 Kernel machines, Chapter 2, Chapter 3 The Lasso and beyond, Chapter 4 Graphical modelling and causal inference, Chapter 5 High-dimensional inference, Bibliography",
+        "tokens": [
+          "Linear",
+          "kernel",
+          "Here",
+          "mathcal",
+          "beta",
+          "mathbb",
+          "Sobolev",
+          "It",
+          "shown",
+          "roughly",
+          "space",
+          "continuous",
+          "functions",
+          "differentiable",
+          "int",
+          "dx",
+          "infty",
+          "class",
+          "Lipschitz",
+          "exists",
+          "leq",
+          "origin",
+          "The",
+          "norm",
+          "left",
+          "prime",
+          "Though",
+          "construction",
+          "RKHS",
+          "explicit",
+          "challenging",
+          "understand",
+          "precisely",
+          "form"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "a9c40994-0f11-500d-89f0-a65befdedb76",
+      "type": "text",
+      "content": "To recap, what we have shown so far is that replacing the matrix $XX^{T}$ in the definition of an algorithm by K derived from a positive definite kernel is essentially equivalent to running the same algorithm on some mapping of the original data, though with the modification that instances of $x_{i}^{T}x_{j}$ become $\\langle\\phi(x_{i}),\\phi(x_{j})\\rangle$ .\nBut what exactly is the optimisation problem we are solving when performing kernel ridge regression? Clearly it is determined by the kernel or equivalently by the RKHS. Note we know that an alternative way of writing the usual ridge regression optimisation is\n$$\n\\underset {f \\in \\mathcal {H}} {\\arg \\min} \\left\\{\\sum_ {i = 1} ^ {n} \\left\\{Y _ {i} - f \\left(x _ {i}\\right) \\right\\} ^ {2} + \\lambda \\| f \\| _ {\\mathcal {H}} ^ {2} \\right\\} \\tag {1.4.11}\n$$\nwhere H is the RKHS corresponding to the linear kernel. The following theorem shows in particular that kernel ridge regression (i.e. ridge regression replacing $XX^{T}$ with K) with kernel k is equivalent to the above with H now being the RKHS corresponding to k.\nTheorem 6 (Representer theorem, [Kimeldorf and Wahba, 1970, Schölkopf et al., 2001]). Let $c: \\mathbb{R}^n \\times \\mathcal{X}^n \\times \\mathbb{R}^n \\to \\mathbb{R}$ be an arbitrary loss function, and let $J: [0, \\infty) \\to \\mathbb{R}$ be strictly increasing. Let $x_1, \\ldots, x_n \\in \\mathcal{X}$ , $Y \\in \\mathbb{R}^n$ . Finally, let $f \\in \\mathcal{H}$ where $\\mathcal{H}$ is an RKHS with reproducing kernel $k$ , and let $K_{ij} = k(x_i, x_j)$ $i, j = 1, \\ldots, n$ . Then $\\hat{f}$ minimises\n$$\nQ _ {1} (f) := c \\left(Y, x _ {1}, \\dots , x _ {n}, f \\left(x _ {1}\\right), \\dots , f \\left(x _ {n}\\right)\\right) + J \\left(\\| f \\| _ {\\mathcal {H}} ^ {2}\\right)\n$$\nover $f\\in \\mathcal{H}$ iff. $\\hat{f} (\\cdot) = \\sum_{i = 1}^{n}\\hat{\\alpha}_{i}k(\\cdot ,x_{i})$ and $\\hat{\\alpha}\\in \\mathbb{R}^n$ minimises $Q_{2}$ over $\\alpha \\in \\mathbb{R}^n$ where\n$$\nQ _ {2} (\\alpha) = c (Y, x _ {1}, \\ldots , x _ {n}, K \\alpha) + J (\\alpha^ {T} K \\alpha).\n$$\nProof. Suppose $\\hat{f}$ minimises $Q_{1}$ . We may write $\\hat{f} = u + v$ where $u\\in V:= \\operatorname {span}\\{k(\\cdot ,x_1),\\ldots ,k(\\cdot ,x_n)\\}$ and $v\\in V^{\\perp}$ . Then\n$$\n\\hat {f} (x _ {i}) = \\langle k (\\cdot , x _ {i}), u + v \\rangle = \\langle k (\\cdot , x _ {i}), u \\rangle = u (x _ {i}).\n$$\nMeanwhile, by Pythagoras' theorem we have $J(\\| \\hat{f}\\|_{\\mathcal{H}}^2) = J(\\| u\\|_{\\mathcal{H}}^2 + \\| v\\|_{\\mathcal{H}}^2) \\geq J(\\| u\\|_{\\mathcal{H}}^2)$ with equality iff. $v = 0$ . Thus by optimality of $\\hat{f}$ , $v = 0$ , so $\\hat{f}(\\cdot) = \\sum_{i=1}^{n} \\alpha_i k(\\cdot, x_i)$ for $\\alpha \\in \\mathbb{R}^n$ . Now observe that if $\\hat{f}$ takes this form, then $\\| \\hat{f}\\|_{\\mathcal{H}}^2 = \\alpha^T K\\alpha$ , so $Q_1(\\hat{f}) = Q_2(\\alpha)$ . Then by optimality of $\\hat{f}$ , we have that $\\alpha$ must minimise $Q_2$ .\nNow suppose $\\hat{\\alpha}$ minimises $Q_{2}$ and $\\hat{f} (\\cdot) = \\sum_{i = 1}^{n}\\hat{\\alpha}_{i}k(\\cdot ,x_{i})$ . Note that $Q_{1}(\\hat{f}) = Q_{2}(\\hat{\\alpha})$ . If $\\tilde{f}\\in \\mathcal{H}$ has $Q_{1}(\\tilde{f})\\leq Q_{1}(\\hat{f})$ , by the argument above, writing $\\tilde{f} = u + v$ with $u\\in V$ , $v\\in V^{\\perp}$ , we know that $Q_{1}(u)\\leq Q_{1}(\\tilde{f})$ . But by optimality of $\\hat{\\alpha}$ we have $Q_{1}(\\hat{f})\\leq Q_{1}(u)$ , so $Q_{1}(\\hat{f}) = Q_{1}(\\tilde{f})$ .\nConsider the result specialised the ridge regression objective. We see that $(1.4.11)$ is essentially equivalent to minimising\n$$\n\\| Y - K \\alpha \\| _ {2} ^ {2} + \\lambda \\alpha^ {T} K \\alpha ,\n$$\nand you may check (see example sheet 1) that the minimiser $\\hat{\\alpha}$ satisfies $K\\hat{\\alpha} = K(K + \\lambda I)^{-1}Y$ . Thus (1.4.11) is indeed an alternative way of expressing kernel ridge regression.\nViewing the result in the opposite direction gives a more “sensational” perspective. If you had set out trying to minimise $Q_{1}$ , it might appear completely hopeless as H could be infinite-dimensional. However, somewhat remarkably we see that this reduces to finding the coefficients $\\hat{\\alpha}_{i}$ which solve the simple(r) optimisation problem $Q_{2}$ .\nThe result also tells us how to form predictions: given a new observation x, our prediction for $f(x)$ is\n$$\n\\hat {f} (x) = \\sum_ {i = 1} ^ {n} \\hat {\\alpha} _ {i} k (x, x _ {i}).\n$$",
+      "path": "notes.pdf/Chapter 1 Kernel machines/1.4 Kernels/1.4.3 The representer theorem",
+      "metadata": {
+        "length": 4320,
+        "summary": "The passage explains the Representer Theorem, which shows that the minimizer of a regularized empirical risk functional in a Reproducing Kernel Hilbert Space (RKHS) can be expressed as a linear combination of kernel evaluations at the training points. This result is key to kernel ridge regression, where the optimization problem reduces to finding coefficients α that minimize ||Y - Kα||² + λαᵀKα, leading to predictions f̂(x) = Σ αᵢ k(x, xᵢ). The theorem bridges infinite-dimensional optimization to a finite-dimensional problem.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Chapter 1 Kernel machines, Chapter 2, Chapter 3 The Lasso and beyond, Chapter 4 Graphical modelling and causal inference, Chapter 5 High-dimensional inference, Bibliography",
+        "tokens": [
+          "To",
+          "recap",
+          "shown",
+          "replacing",
+          "matrix",
+          "XX",
+          "definition",
+          "algorithm",
+          "derived",
+          "positive",
+          "definite",
+          "kernel",
+          "essentially",
+          "equivalent",
+          "running",
+          "mapping",
+          "original",
+          "data",
+          "modification",
+          "instances",
+          "langle",
+          "phi",
+          "rangle",
+          "But",
+          "optimisation",
+          "problem",
+          "solving",
+          "performing",
+          "ridge",
+          "regression",
+          "Clearly",
+          "determined",
+          "equivalently",
+          "RKHS",
+          "Note",
+          "alternative",
+          "writing",
+          "usual",
+          "underset",
+          "mathcal",
+          "arg",
+          "min",
+          "left",
+          "sum",
+          "lambda",
+          "tag",
+          "1.4",
+          "11",
+          "linear",
+          "The",
+          "theorem",
+          "shows",
+          "Theorem",
+          "Representer",
+          "Kimeldorf",
+          "Wahba",
+          "1970",
+          "Sch",
+          "lkopf",
+          "al",
+          "2001",
+          "Let",
+          "mathbb",
+          "times",
+          "arbitrary",
+          "loss",
+          "function",
+          "infty",
+          "strictly",
+          "increasing",
+          "ldots",
+          "Finally",
+          "reproducing",
+          "ij",
+          "Then",
+          "hat",
+          "minimises",
+          "dots",
+          "iff",
+          "cdot",
+          "alpha",
+          "Proof",
+          "Suppose",
+          "We",
+          "write",
+          "operatorname",
+          "span",
+          "perp",
+          "Meanwhile",
+          "Pythagoras",
+          "geq",
+          "equality",
+          "Thus",
+          "optimality",
+          "Now",
+          "observe",
+          "takes",
+          "form",
+          "minimise",
+          "suppose",
+          "If",
+          "tilde",
+          "leq",
+          "argument",
+          "Consider",
+          "result",
+          "specialised",
+          "objective",
+          "minimising",
+          "check",
+          "sheet",
+          "minimiser",
+          "satisfies",
+          "expressing",
+          "Viewing",
+          "opposite",
+          "direction",
+          "sensational",
+          "perspective",
+          "set",
+          "completely",
+          "hopeless",
+          "infinite",
+          "dimensional",
+          "However",
+          "remarkably",
+          "reduces",
+          "finding",
+          "coefficients",
+          "solve",
+          "simple",
+          "tells",
+          "predictions",
+          "observation",
+          "prediction"
+        ],
+        "keywords": [
+          "Representer Theorem",
+          "Kernel Ridge Regression",
+          "RKHS"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "9ffb9480-0872-59d5-8e9c-1c884dfc121c",
+      "type": "text",
+      "content": "We have seen how the kernel trick allows us to solve a potentially infinite-dimensional version of ridge regression. This may seem impressive, but ultimately we should judge kernel ridge regression on its statistical properties e.g. predictive performance. Consider a setting where\n$$\nY _ {i} = f ^ {0} (x _ {i}) + \\varepsilon_ {i}, \\qquad \\mathbb {E} (\\varepsilon) = 0, \\mathrm{Var} (\\varepsilon) = \\sigma^ {2} I.\n$$\nWe shall assume that $f^{0} \\in H$ where H is an RKHS with reproducing kernel k. By scaling $\\sigma^{2}$ , we may assume $\\|f^{0}\\|_{H} \\leq 1$ . Let K be the kernel matrix $K_{ij} = k(x_{i}, x_{j})$ with eigenvalues $d_{1} \\geq d_{2} \\geq \\cdots \\geq d_{n} \\geq 0$ . We will see that the predictive performance depends delicately on these eigenvalues.\nLet $\\hat{f}_{\\lambda}$ be the estimated regression function from kernel ridge regression with kernel k:\n$$\n\\hat {f} _ {\\lambda} = \\underset {f \\in \\mathcal {H}} {\\arg \\min} \\left\\{\\sum_ {i = 1} ^ {n} \\{Y _ {i} - f (x _ {i}) \\} ^ {2} + \\lambda \\| f \\| _ {\\mathcal {H}} ^ {2} \\right\\}.\n$$\nTheorem 7. The mean squared prediction error (MSPE) may be bounded above in the following way:\n$$\n\\frac {1}{n} \\mathbb {E} \\left\\{\\sum_ {i = 1} ^ {n} \\left\\{f ^ {0} (x _ {i}) - \\hat {f} _ {\\lambda} (x _ {i}) \\right\\} ^ {2} \\right\\} \\leq \\frac {\\sigma^ {2}}{n} \\sum_ {i = 1} ^ {n} \\frac {d _ {i} ^ {2}}{(d _ {i} + \\lambda) ^ {2}} + \\frac {\\lambda}{4 n} \\tag {1.5.1}\n$$\n$$\n\\leq \\frac {\\sigma^ {2}}{n} \\frac {1}{\\lambda} \\sum_ {i = 1} ^ {n} \\min (d _ {i} / 4, \\lambda) + \\frac {\\lambda}{4 n}.\n$$\nProof. We know from the representer theorem that\n$$\n\\left(\\hat {f} _ {\\lambda} (x _ {1}), \\dots , \\hat {f} _ {\\lambda} (x _ {n})\\right) ^ {T} = K (K + \\lambda I) ^ {- 1} Y.\n$$\nYou will show on the example sheet that\n$$\n\\left(f ^ {0} (x _ {1}), \\ldots , f ^ {0} (x _ {n})\\right) ^ {T} = K \\alpha ,\n$$\nfor some $\\alpha \\in \\mathbb{R}^n$ , and moreover that $\\| f^0\\|_{\\mathcal{H}}^2\\geq \\alpha^T K\\alpha$ . Let the eigendecomposition of $K$ be given by $K = UDU^{T}$ with $D_{ii} = d_i$ and define $\\theta = U^{T}K\\alpha$ . We see that $n$ times the LHS of (1.5.1) is\n$$\n\\begin{array}{l} \\mathbb {E} \\| K (K + \\lambda I) ^ {- 1} (U \\theta + \\varepsilon) - U \\theta \\| _ {2} ^ {2} = \\mathbb {E} \\| D U ^ {T} (U D U ^ {T} + \\lambda I) ^ {- 1} (U \\theta + \\varepsilon) - \\theta \\| _ {2} ^ {2} \\\\ = \\mathbb {E} \\| D (D + \\lambda I) ^ {- 1} (\\theta + U ^ {T} \\varepsilon) - \\theta \\| _ {2} ^ {2} \\\\ = \\| \\{D (D + \\lambda I) ^ {- 1} - I \\} \\theta \\| _ {2} ^ {2} + \\mathbb {E} \\| D (D + \\lambda I) ^ {- 1} U ^ {T} \\varepsilon \\| _ {2} ^ {2}. \\\\ \\end{array}\n$$\nTo compute the second term, we use the ‘trace trick’:\n$$\n\\begin{array}{l} \\mathbb {E} \\| D (D + \\lambda I) ^ {- 1} U ^ {T} \\varepsilon \\| _ {2} ^ {2} = \\mathbb {E} [ \\{D (D + \\lambda I) ^ {- 1} U ^ {T} \\varepsilon \\} ^ {T} D (D + \\lambda I) ^ {- 1} U ^ {T} \\varepsilon ] \\\\ = \\mathbb {E} [ \\mathrm{tr} \\{D (D + \\lambda I) ^ {- 1} U ^ {T} \\varepsilon \\varepsilon^ {T} U D (D + \\lambda I) ^ {- 1} \\} ] \\\\ = \\sigma^ {2} \\mathrm{tr} \\{D (D + \\lambda I) ^ {- 1} D (D + \\lambda I) ^ {- 1} \\} \\\\ = \\sigma^ {2} \\sum_ {i = 1} ^ {n} \\frac {d _ {i} ^ {2}}{(d _ {i} + \\lambda) ^ {2}}. \\\\ \\end{array}\n$$\nFor the first term, we have\n$$\n\\| \\{D (D + \\lambda I) ^ {- 1} - I \\} \\theta \\| _ {2} ^ {2} = \\sum_ {i = 1} ^ {n} \\frac {\\lambda^ {2} \\theta_ {i} ^ {2}}{(d _ {i} + \\lambda) ^ {2}}.\n$$\nNow as $\\theta = DU^{T}\\alpha$ note that $\\theta_{i} = 0$ when $d_{i} = 0$ . Let $D^{+}$ be the diagonal matrix with $i$ th diagonal entry equal to $D_{ii}^{-1}$ if $D_{ii} > 0$ and 0 otherwise. Then\n$$\n\\sum_ {i: d _ {i} > 0} \\frac {\\theta_ {i} ^ {2}}{d _ {i}} = \\| \\sqrt {D ^ {+}} \\theta \\| _ {2} ^ {2} = \\alpha^ {T} K U D ^ {+} U ^ {T} K \\alpha = \\alpha^ {T} U D D ^ {+} D U ^ {T} \\alpha = \\alpha^ {T} K \\alpha \\leq 1.\n$$\nBy Hölder's inequality we have\n$$\n\\sum_ {i = 1} ^ {n} \\frac {\\theta_ {i} ^ {2}}{d _ {i}} \\frac {d _ {i} \\lambda^ {2}}{(d _ {i} + \\lambda) ^ {2}} \\leq \\max _ {i = 1, \\ldots , n} \\frac {d _ {i} \\lambda^ {2}}{(d _ {i} + \\lambda) ^ {2}} \\leq \\lambda / 4,\n$$\nusing the inequality $(a+b)^{2}\\geq4ab$ in the final line. Finally note that\n$$\n\\frac {d _ {i} ^ {2}}{(d _ {i} + \\lambda) ^ {2}} \\leq \\min \\{1, d _ {i} ^ {2} / (4 d _ {i} \\lambda) \\} = \\min (\\lambda , d _ {i} / 4) / \\lambda .\n$$\nTo interpret this result further, it will be helpful to express it in terms of $\\hat{\\mu}_{i} := d_{i}/n$ (the eigenvalues of K/n) and $\\lambda_{n} := \\lambda/n$ . We have\n$$\n\\frac {1}{n} \\mathbb {E} \\bigg \\{\\sum_ {i = 1} ^ {n} \\{f ^ {0} (x _ {i}) - \\hat {f} _ {\\lambda} (x _ {i}) \\} ^ {2} \\bigg \\} \\leq \\frac {\\sigma^ {2}}{\\lambda_ {n}} \\frac {1}{n} \\sum_ {i = 1} ^ {n} \\min (\\hat {\\mu} _ {i} / 4, \\lambda_ {n}) + \\lambda_ {n} / 4 =: \\delta_ {n} (\\lambda_ {n}). \\tag {1.5.2}\n$$\nHere we have treated the $x_{i}$ as fixed, but we could equally well think of them as random. Consider a setup where the $x_{i}$ are i.i.d. and independent of $\\varepsilon$ . If we take a further expectation on the RHS of (1.5.2), our result still holds true (the $\\hat{\\mu}_{i}$ are random in this setting). Ideally we would like to then replace $\\mathbb{E}\\min(\\hat{\\mu}_{i}/4,\\lambda_{n})$ with a quantity more directly related to the kernel k.\nMercer's theorem is helpful in this regard. This guarantees (under some mild conditions) an eigendecomposition for kernels, which are somewhat like infinite-dimensional analogues of symmetric positive semi-definite matrices. Under certain technical conditions, we may write\n$$\nk (x, x ^ {\\prime}) = \\sum_ {j = 1} ^ {\\infty} \\mu_ {j} e _ {j} (x) e _ {j} (x ^ {\\prime})\n$$\nwhere given some density $p(x)$ on X, the eigenfunctions $e_{j}$ and corresponding eigenvalues $\\mu_{j}$ obey the integral equation\n$$\n\\mu_ {j} e _ {j} (x ^ {\\prime}) = \\int_ {\\mathcal {X}} k (x, x ^ {\\prime}) e _ {j} (x) p (x) d x,\n$$\nand the $e_{j}$ form an orthonormal basis of H in the sense that\n$$\n\\int_ {\\mathcal {X}} e _ {i} (x) e _ {j} (x) p (x) d x = \\mathbb {1} _ {\\{i = j \\}}.\n$$\nOne can further show that (ignoring a multiplicative constant)\n$$\n\\mathbb {E} \\bigg (\\frac {1}{n} \\sum_ {i = 1} ^ {n} \\min (\\hat {\\mu} _ {i} / 4, \\lambda_ {n}) \\bigg) \\leq \\frac {1}{n} \\sum_ {i = 1} ^ {\\infty} \\min (\\mu_ {i} / 4, \\lambda_ {n}).\n$$\nWhen $k$ is the Sobolev kernel and $p(x)$ is the uniform density on $[0,1]$ , we find the eigenvalues satisfy\n$$\n\\mu_ {j} / 4 = \\frac {1}{\\pi^ {2} (2 j - 1) ^ {2}}.\n$$\nThus\n$$\n\\begin{array}{l} \\sum_ {i = 1} ^ {\\infty} \\min (\\mu_ {i} / 4, \\lambda_ {n}) \\leq \\frac {\\lambda_ {n}}{2} \\bigg (\\frac {1}{\\sqrt {\\pi^ {2} \\lambda_ {n}}} + 1 \\bigg) + \\frac {1}{\\pi^ {2}} \\int_ {\\{(\\pi^ {2} \\lambda_ {n}) ^ {- 1 / 2} + 1 \\} / 2} ^ {\\infty} \\frac {1}{(2 x - 1) ^ {2}} d x \\\\ = \\sqrt {\\lambda_ {n}} / \\pi + \\lambda_ {n} / 2 = O (\\sqrt {\\lambda_ {n}}) \\\\ \\end{array}\n$$\nas $\\lambda_{n}\\to 0$ . Putting things together, we see that\n$$\n\\mathbb {E} (\\delta_ {n} (\\lambda_ {n})) = O \\bigg (\\frac {\\sigma^ {2}}{n \\lambda_ {n} ^ {1 / 2}} + \\lambda_ {n} \\bigg).\n$$\nThus an optimal $\\lambda_{n}\\sim (\\sigma^{2} / n)^{2 / 3}$ gives an error rate of order $(\\sigma^2 /n)^{2 / 3}$ .\nIn fact, one can show that this is the best error rate one can achieve with any estimator in this problem. More generally Yang et al. [2015] shows that for essentially any RKHS H we have\n$$\n\\inf _ {\\hat {f}} \\sup _ {f ^ {0}: \\| f ^ {0} \\| _ {\\mathcal {H}} \\leq 1} \\mathbb {E} \\bigg \\{\\frac {1}{n} \\sum_ {i = 1} ^ {n} \\{f ^ {0} (x _ {i}) - \\hat {f} (x _ {i}) \\} ^ {2} \\bigg \\} \\geq c \\inf _ {\\lambda_ {n}} \\delta_ {n} (\\lambda_ {n})\n$$\nwhere c > 0 is a constant and $\\hat{f}$ is allowed to range over all (measurable) functions of the data Y, X. The conclusion is that kernel ridge regression is the optimal regression procedure up to a constant factor in terms of MSPE when the true signal $f^{0}$ is from an RKHS.",
+      "path": "notes.pdf/Chapter 1 Kernel machines/1.5 Kernel ridge regression",
+      "metadata": {
+        "length": 7795,
+        "summary": "The text discusses kernel ridge regression, focusing on its predictive performance. It presents Theorem 7, which bounds the mean squared prediction error (MSPE) in terms of kernel matrix eigenvalues and regularization parameter λ. The proof uses the representer theorem, eigendecomposition, and a trace trick. The bound is expressed as δ_n(λ_n) = σ²/(λ_n) * (1/n) Σ min(μ̂_i/4, λ_n) + λ_n/4. Using Mercer's theorem, the bound is related to kernel eigenvalues μ_j. For the Sobolev kernel, eigenvalues decay as 1/(π²(2j-1)²), leading to an optimal λ_n ~ (σ²/n)^{2/3} and error rate O((σ²/n)^{2/3}). The text concludes that kernel ridge regression is optimal up to a constant factor for MSPE when the true function lies in the RKHS.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Chapter 1 Kernel machines, Chapter 2, Chapter 3 The Lasso and beyond, Chapter 4 Graphical modelling and causal inference, Chapter 5 High-dimensional inference, Bibliography",
+        "tokens": [
+          "We",
+          "kernel",
+          "trick",
+          "solve",
+          "potentially",
+          "infinite",
+          "dimensional",
+          "version",
+          "ridge",
+          "regression",
+          "This",
+          "impressive",
+          "ultimately",
+          "judge",
+          "statistical",
+          "properties",
+          "predictive",
+          "performance",
+          "Consider",
+          "setting",
+          "varepsilon",
+          "qquad",
+          "mathbb",
+          "mathrm",
+          "Var",
+          "sigma",
+          "assume",
+          "RKHS",
+          "reproducing",
+          "By",
+          "scaling",
+          "leq",
+          "Let",
+          "matrix",
+          "ij",
+          "eigenvalues",
+          "geq",
+          "cdots",
+          "depends",
+          "delicately",
+          "hat",
+          "lambda",
+          "estimated",
+          "function",
+          "underset",
+          "mathcal",
+          "arg",
+          "min",
+          "left",
+          "sum",
+          "Theorem",
+          "The",
+          "squared",
+          "prediction",
+          "error",
+          "MSPE",
+          "bounded",
+          "frac",
+          "tag",
+          "1.5",
+          "Proof",
+          "representer",
+          "theorem",
+          "dots",
+          "You",
+          "show",
+          "sheet",
+          "ldots",
+          "alpha",
+          "eigendecomposition",
+          "UDU",
+          "ii",
+          "define",
+          "theta",
+          "times",
+          "LHS",
+          "begin",
+          "array",
+          "end",
+          "To",
+          "compute",
+          "term",
+          "trace",
+          "tr",
+          "For",
+          "Now",
+          "DU",
+          "note",
+          "diagonal",
+          "entry",
+          "equal",
+          "Then",
+          "sqrt",
+          "lder",
+          "inequality",
+          "max",
+          "geq4ab",
+          "final",
+          "line",
+          "Finally",
+          "interpret",
+          "result",
+          "helpful",
+          "express",
+          "terms",
+          "mu",
+          "bigg",
+          "delta",
+          "Here",
+          "treated",
+          "fixed",
+          "equally",
+          "random",
+          "setup",
+          "independent",
+          "If",
+          "expectation",
+          "RHS",
+          "holds",
+          "true",
+          "Ideally",
+          "replace",
+          "quantity",
+          "directly",
+          "related",
+          "Mercer",
+          "regard",
+          "guarantees",
+          "mild",
+          "conditions",
+          "kernels",
+          "analogues",
+          "symmetric",
+          "positive",
+          "semi",
+          "definite",
+          "matrices",
+          "Under",
+          "technical",
+          "write",
+          "prime",
+          "infty",
+          "density",
+          "eigenfunctions",
+          "obey",
+          "integral",
+          "equation",
+          "int",
+          "form",
+          "orthonormal",
+          "basis",
+          "sense",
+          "One",
+          "ignoring",
+          "multiplicative",
+          "constant",
+          "When",
+          "Sobolev",
+          "uniform",
+          "find",
+          "satisfy",
+          "pi",
+          "Thus",
+          "Putting",
+          "things",
+          "optimal",
+          "sim",
+          "rate",
+          "order",
+          "In",
+          "fact",
+          "achieve",
+          "estimator",
+          "problem",
+          "More",
+          "generally",
+          "Yang",
+          "al",
+          "2015",
+          "shows",
+          "essentially",
+          "inf",
+          "allowed",
+          "range",
+          "measurable",
+          "functions",
+          "data",
+          "conclusion",
+          "procedure",
+          "factor",
+          "signal"
+        ],
+        "keywords": [
+          "Kernel Ridge Regression",
+          "MSPE",
+          "Eigenvalues"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "b8559518-b978-5ef5-8b4e-e481eec6222d",
+      "type": "text",
+      "content": "Thus far we have we have only considered applying the kernel trick to ridge regression, which as we have seen has attractive theoretical properties as a regression method. However the kernel trick and the representer theorem are much more generally applicable. In settings where the $Y_{i}$ are not continuous but are in $\\{-1,1\\}$ (e.g. labels for spam and ham, fraud and not fraud etc.), popular approaches include kernel logistic regression and the support vector machine (SVM) [Cortes and Vapnik, 1995].",
+      "path": "notes.pdf/Chapter 1 Kernel machines/1.6 Other kernel machines",
+      "metadata": {
+        "length": 507,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Chapter 1 Kernel machines, Chapter 2, Chapter 3 The Lasso and beyond, Chapter 4 Graphical modelling and causal inference, Chapter 5 High-dimensional inference, Bibliography",
+        "tokens": [
+          "Thus",
+          "considered",
+          "applying",
+          "kernel",
+          "trick",
+          "ridge",
+          "regression",
+          "attractive",
+          "theoretical",
+          "properties",
+          "method",
+          "However",
+          "representer",
+          "theorem",
+          "generally",
+          "applicable",
+          "In",
+          "settings",
+          "continuous",
+          "labels",
+          "spam",
+          "ham",
+          "fraud",
+          "popular",
+          "approaches",
+          "include",
+          "logistic",
+          "support",
+          "vector",
+          "machine",
+          "SVM",
+          "Cortes",
+          "Vapnik",
+          "1995"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "a276368e-44ce-5a4e-8744-777a506e79b9",
+      "type": "image",
+      "content": "\n$$ Consider first the simple case where the data in the two classes $\\{x_{i}\\}_{i:Y_{i}=1}$ and $\\{x_{i}\\}_{i:Y_{i}=-1}$ are separable by a hyperplane through the origin, so there exists $\\beta\\in R^{p}$ with $\\|\\beta\\|_{2}=1$ such that $Y_{i}\\beta^{T}x_{i}>0$ for all i. Note $\\beta$ would then be a unit normal vector to a plane that separates the two classes.0\n[images/image-1-Support Vector Margin Visualization.jpg]\n",
+      "path": "images/image-1-Support Vector Margin Visualization.jpg",
+      "metadata": {
+        "length": 397,
+        "summary": "image-1\n- Diagram illustrating the geometric margin in a Support Vector Machine (SVM) classification problem.\n- Two classes of data points are plotted: red circles ($y_i = 1$) and blue crosses ($y_i = -1$).\n- A solid line represents the decision boundary (hyperplane), and dashed lines represent the margins.\n- An arrow labeled $\\beta$ indicates the normal vector to the hyperplane.\n- The distance from a point $x_i$ to the hyperplane is annotated as $\\frac{y_i x_i^T \\beta}{\\|\\beta\\|_2}$.\n- The total margin width between the two dashed lines is labeled $M$.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Chapter 1 Kernel machines, Chapter 2, Chapter 3 The Lasso and beyond, Chapter 4 Graphical modelling and causal inference, Chapter 5 High-dimensional inference, Bibliography",
+        "file_path": "images/image-1-Support Vector Margin Visualization.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "b05a8426-67d1-5214-8f71-79921aa879c1",
+      "type": "text",
+      "content": "$$ Consider first the simple case where the data in the two classes $\\{x_{i}\\}_{i:Y_{i}=1}$ and $\\{x_{i}\\}_{i:Y_{i}=-1}$ are separable by a hyperplane through the origin, so there exists $\\beta\\in R^{p}$ with $\\|\\beta\\|_{2}=1$ such that $Y_{i}\\beta^{T}x_{i}>0$ for all i. Note $\\beta$ would then be a unit normal vector to a plane that separates the two classes.0\n[images/image-1-Support Vector Margin Visualization.jpg]\n\nConsider first the simple case where the data in the two classes $\\{x_{i}\\}_{i:Y_{i}=1}$ and $\\{x_{i}\\}_{i:Y_{i}=-1}$ are separable by a hyperplane through the origin, so there exists $\\beta\\in R^{p}$ with $\\|\\beta\\|_{2}=1$ such that $Y_{i}\\beta^{T}x_{i}>0$ for all i. Note $\\beta$ would then be a unit normal vector to a plane that separates the two classes.\nThere may be an infinite number of planes that separate the classes, in which case it seems sensible to use the plane that maximises the margin between the two classes. Consider therefore the following optimisation problem.\n$$\n\\max _ {\\beta \\in \\mathbb {R} ^ {p}, M \\geq 0} M\n$$\nsubject to $Y_{i}x_{i}^{T}\\beta/\\|\\beta\\|_{2}\\geq M, i=1,\\ldots,n.$\nNote that by normalising $\\beta$ above we need not impose the constraint that $\\|\\beta\\|_{2}=1$ .\nSuppose now that the classes are not separable. One way to handle this is to replace the constraint $Y_{i}x_{i}^{T}\\beta/\\|\\beta\\|_{2}\\geq M$ with a penalty for how far over the margin boundary $x_{i}$ is. This penalty should be zero if $x_{i}$ is on the correct side of the boundary (i.e. when $Y_{i}x_{i}^{T}\\beta/\\|\\beta\\|_{2}\\geq M$ ), and should be equal to the distance over the boundary, $M-Y_{i}x_{i}^{T}\\beta/\\|\\beta\\|_{2}$ otherwise. It will in fact be more convenient to penalise according to $1-Y_{i}x_{i}^{T}\\beta/(\\|\\beta\\|_{2}M)$ in the latter case, which is the distance measured in units of M. This penalty is invariant to $\\beta$ undergoing any positive scaling, so we may set $\\|\\beta\\|_{2}=1/M$ , thus eliminating M from the objective function. Switching $\\max1/\\|\\beta\\|_{2}$ with $\\min\\|\\beta\\|_{2}^{2}$ and adding the penalty we arrive at\n$$\n\\underset {\\beta \\in \\mathbb {R} ^ {p}} {\\arg \\min} \\| \\beta \\| _ {2} ^ {2} + \\lambda \\sum_ {i = 1} ^ {n} (1 - Y _ {i} x _ {i} ^ {T} \\beta) _ {+},\n$$\nwhere $(\\cdot)_{+}$ denotes the positive part. Replacing $\\lambda$ with $1/\\lambda$ we can write the objective in the more familiar-looking form\n$$\n\\underset {\\beta \\in \\mathbb {R} ^ {p}} {\\arg \\min} \\sum_ {i = 1} ^ {n} (1 - Y _ {i} x _ {i} ^ {T} \\beta) _ {+} + \\lambda \\| \\beta \\| _ {2} ^ {2}.\n$$\nThus far we have restricted ourselves to hyperplanes through the origin but we would more generally want to consider any translate of these i.e. any hyperplane. This can be achieved by allowing ourselves to translate the $x_{i}$ by an arbitrary vector b, giving\n$$\n\\underset {\\beta \\in \\mathbb {R} ^ {p}, b \\in \\mathbb {R} ^ {p}} {\\arg \\min} \\sum_ {i = 1} ^ {n} (1 - Y _ {i} (x _ {i} - b) ^ {T} \\beta) _ {+} + \\lambda \\| \\beta \\| _ {2} ^ {2},\n$$\nor equivalently\n$$\n(\\hat {\\mu}, \\hat {\\beta}) = \\underset {(\\mu , \\beta) \\in \\mathbb {R} \\times \\mathbb {R} ^ {p}} {\\arg \\min} \\sum_ {i = 1} ^ {n} \\{1 - Y _ {i} (x _ {i} ^ {T} \\beta + \\mu) \\} _ {+} + \\lambda \\| \\beta \\| _ {2} ^ {2}. \\tag {1.6.1}\n$$\nThis final objective defines the support vector classifier; given a new observation $x$ predictions are obtained via $\\mathrm{sgn}(\\hat{\\mu} + x^T\\hat{\\beta})$ .\nNote that the objective in $(1.6.1)$ may be re-written as\n$$\n(\\hat {\\mu}, \\hat {f}) = \\underset {(\\mu , f) \\in \\mathbb {R} \\times \\mathcal {H}} {\\arg \\min} \\sum_ {i = 1} ^ {n} [ 1 - Y _ {i} \\{f (x _ {i}) + \\mu \\} ] _ {+} + \\lambda \\| f \\| _ {\\mathcal {H}} ^ {2}, \\tag {1.6.2}\n$$\nwhere H is the RKHS corresponding to the linear kernel. The representer theorem (more specifically the variant in question 10 of example sheet 1) shows that $(1.6.2)$ for an arbitrary RKHS with kernel k and kernel matrix K is equivalent to the support vector machine\n$$\n(\\hat {\\mu}, \\hat {\\alpha}) = \\underset {(\\mu , \\alpha) \\in \\mathbb {R} \\times \\mathbb {R} ^ {n}} {\\arg \\min} \\sum_ {i = 1} ^ {n} [ 1 - Y _ {i} \\{K _ {i} ^ {T} \\alpha + \\mu \\} ] _ {+} + \\lambda \\alpha^ {T} K \\alpha .\n$$\nPredictions at a new $x$ are given by\n$$\n\\mathrm{sgn} \\bigg (\\hat {\\mu} + \\sum_ {i = 1} ^ {n} \\hat {\\alpha} _ {i} k (x, x _ {i}) \\bigg).\n$$",
+      "path": "notes.pdf/Chapter 1 Kernel machines/1.6 Other kernel machines/1.6.1 The support vector machine",
+      "metadata": {
+        "length": 4280,
+        "summary": "The text derives the support vector classifier from the separable hyperplane case to the non-separable case using hinge loss and L2 regularization. It starts with maximizing the margin M subject to constraints, then introduces a penalty for misclassification, leading to the primal objective with hinge loss and ridge penalty. It extends to include an intercept term and generalizes to reproducing kernel Hilbert spaces (RKHS) via the representer theorem, resulting in the kernel SVM formulation with predictions based on kernel evaluations.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Chapter 1 Kernel machines, Chapter 2, Chapter 3 The Lasso and beyond, Chapter 4 Graphical modelling and causal inference, Chapter 5 High-dimensional inference, Bibliography",
+        "tokens": [
+          "Consider",
+          "simple",
+          "case",
+          "data",
+          "classes",
+          "separable",
+          "hyperplane",
+          "origin",
+          "exists",
+          "beta",
+          "Note",
+          "unit",
+          "normal",
+          "vector",
+          "plane",
+          "separates",
+          "classes.0",
+          "There",
+          "infinite",
+          "number",
+          "planes",
+          "separate",
+          "maximises",
+          "margin",
+          "optimisation",
+          "problem",
+          "max",
+          "mathbb",
+          "geq",
+          "subject",
+          "ldots",
+          "normalising",
+          "impose",
+          "constraint",
+          "Suppose",
+          "One",
+          "handle",
+          "replace",
+          "penalty",
+          "boundary",
+          "This",
+          "correct",
+          "side",
+          "equal",
+          "distance",
+          "It",
+          "fact",
+          "convenient",
+          "penalise",
+          "measured",
+          "units",
+          "invariant",
+          "undergoing",
+          "positive",
+          "scaling",
+          "set",
+          "eliminating",
+          "objective",
+          "function",
+          "Switching",
+          "max1",
+          "min",
+          "adding",
+          "arrive",
+          "underset",
+          "arg",
+          "lambda",
+          "sum",
+          "cdot",
+          "denotes",
+          "part",
+          "Replacing",
+          "write",
+          "familiar",
+          "form",
+          "Thus",
+          "restricted",
+          "hyperplanes",
+          "generally",
+          "translate",
+          "achieved",
+          "allowing",
+          "arbitrary",
+          "giving",
+          "equivalently",
+          "hat",
+          "mu",
+          "times",
+          "tag",
+          "1.6",
+          "final",
+          "defines",
+          "support",
+          "classifier",
+          "observation",
+          "predictions",
+          "obtained",
+          "mathrm",
+          "sgn",
+          "written",
+          "mathcal",
+          "RKHS",
+          "linear",
+          "kernel",
+          "The",
+          "representer",
+          "theorem",
+          "specifically",
+          "variant",
+          "question",
+          "10",
+          "sheet",
+          "shows",
+          "matrix",
+          "equivalent",
+          "machine",
+          "alpha",
+          "Predictions",
+          "bigg"
+        ],
+        "keywords": [
+          "Support Vector Machine",
+          "Margin",
+          "RKHS"
+        ],
+        "connect_to": [
+          {
+            "target": "a276368e-44ce-5a4e-8744-777a506e79b9",
+            "relation": "embeds",
+            "ref": "[images/image-1-Support Vector Margin Visualization.jpg]",
+            "position": {
+              "start": 364,
+              "end": 420
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "e09d5257-3cef-5dcb-95ac-20c01fbcfe3a",
+      "type": "text",
+      "content": "Recall that standard logistic regression may be motivated by assuming\n$$\n\\log \\left(\\frac {\\mathbb {P} (Y _ {i} = 1)}{\\mathbb {P} (Y _ {i} = - 1)}\\right) = x _ {i} ^ {T} \\beta^ {0}\n$$\nand picking $\\hat{\\beta}$ to maximise the log-likelihood. This leads to (see example sheet) the following optimisation problem:\n$$\n\\underset {\\beta \\in \\mathbb {R} ^ {p}} {\\arg \\min} \\sum_ {i = 1} ^ {n} \\log \\{1 + \\exp (- Y _ {i} x _ {i} ^ {T} \\beta) \\}.\n$$\nThe ‘kernelised’ version is given by\n$$\n\\underset {f \\in \\mathcal {H}} {\\arg \\min} \\left\\{\\sum_ {i = 1} ^ {n} \\log [ 1 + \\exp \\{- Y _ {i} f (x _ {i}) \\} ] + \\lambda \\| f \\| _ {\\mathcal {H}} ^ {2} \\right\\},\n$$\nwhere H is an RKHS. As in the case of the SVM, the representer theorem gives a finite-dimensional optimisation that is equivalent to the above.",
+      "path": "notes.pdf/Chapter 1 Kernel machines/1.6 Other kernel machines/1.6.2 Logistic regression",
+      "metadata": {
+        "length": 794,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Chapter 1 Kernel machines, Chapter 2, Chapter 3 The Lasso and beyond, Chapter 4 Graphical modelling and causal inference, Chapter 5 High-dimensional inference, Bibliography",
+        "tokens": [
+          "Recall",
+          "standard",
+          "logistic",
+          "regression",
+          "motivated",
+          "assuming",
+          "log",
+          "left",
+          "frac",
+          "mathbb",
+          "beta",
+          "picking",
+          "hat",
+          "maximise",
+          "likelihood",
+          "This",
+          "leads",
+          "sheet",
+          "optimisation",
+          "problem",
+          "underset",
+          "arg",
+          "min",
+          "sum",
+          "exp",
+          "The",
+          "kernelised",
+          "version",
+          "mathcal",
+          "lambda",
+          "RKHS",
+          "As",
+          "case",
+          "SVM",
+          "representer",
+          "theorem",
+          "finite",
+          "dimensional",
+          "equivalent"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "3de58cf2-eaa5-53f6-ab19-2f7a83eb9424",
+      "type": "text",
+      "content": "We introduced the kernel trick as a computational device that avoided performing calculations in a high or infinite dimensional feature space and, in the case of kernel ridge regression reduced computation down to forming the $n \\times n$ matrix $K$ and then inverting $K + \\lambda I$ . This can be a huge saving, but when $n$ is very large, this can present serious computational difficulties. Even if $p$ is small, the $O(n^3)$ cost of inverting $K + \\lambda I$ may cause problems. What's worse, the fitted regression function is a sum over $n$ terms:\n$$\n\\hat {f} (\\cdot) = \\sum_ {i = 1} ^ {n} \\hat {\\alpha} _ {i} k (x _ {i}, \\cdot).\n$$\nEven to evaluate a prediction at a single new observation requires $O(n)$ computations unless $\\hat{\\alpha}$ is sparse.\nIn recent years, there has been great interest in speeding up computations for kernel machines. We will discuss one exciting approach based on random feature expansions. Given a kernel k, the key idea is to develop a random map\n$$\n\\hat {\\phi}: \\mathcal {X} \\to \\mathbb {R} ^ {b}\n$$\nwith b small such that $\\mathbb{E}\\{\\hat{\\phi}(x)^{T}\\hat{\\phi}(x')\\}=k(x,x')$ . In a sense we are trying to reverse the kernel trick by approximating the kernel using a random feature map. To increase the quality of the approximation of the kernel, we can consider\n$$\nx \\mapsto \\frac {1}{\\sqrt {L}} (\\hat {\\phi} _ {1} (x), \\ldots , \\hat {\\phi} _ {L} (x)) \\in \\mathbb {R} ^ {L b}\n$$\nwith each $(\\hat{\\phi}_{l}(x))_{l=1}^{L}$ being i.i.d. for each x. Let $\\Phi$ be the matrix with ith row given by $(\\hat{\\phi}_{1}(x_{i}),\\ldots,\\hat{\\phi}_{L}(x_{i}))/\\sqrt{L}$ . We may then run our learning algorithm replacing the initial matrix of predictors X with $\\Phi$ . For example, when performing ridge regression, we can compute\n$$\n(\\Phi^ {T} \\Phi + \\lambda I) ^ {- 1} \\Phi^ {T} Y,\n$$\nwhich would require $O(nL^2 b^2 + L^3 b^3)$ operations: a cost linear in $n$ . Predicting a new observation would cost $O(Lb)$ .\nThe work of Rahimi and Recht [2007] proposes a construction of such a random mapping $\\hat{\\phi}$ for shift-invariant kernels, that is kernels for which there exists a function $h$ with $k(x,x^{\\prime}) = h(x - x^{\\prime})$ for all $x,x^{\\prime}\\in \\mathcal{X} = \\mathbb{R}^{p}$ . A useful property of such kernels is given by Bochner's theorem.\nTheorem 8 (Bochner's theorem). Let $k: \\mathbb{R}^p \\times \\mathbb{R}^p \\to \\mathbb{R}$ be a continuous kernel. Then $k$ is shift-invariant if and only if there exists some $c > 0$ and distribution $F$ on $\\mathbb{R}^p$ such that when $W \\sim F$\n$$\nk (x, x ^ {\\prime}) = c \\mathbb {E} e ^ {i (x - x ^ {\\prime}) ^ {T} W} = c \\mathbb {E} \\cos ((x - x ^ {\\prime}) ^ {T} W).\n$$\nTo make use of this theorem, first observe the following. Let $u \\sim U[-\\pi, \\pi]$ , $x, y \\in R$ . Then\n$$\n2 \\mathbb {E} \\cos (x + u) \\cos (y + u) = 2 \\mathbb {E} \\{(\\cos x \\cos u - \\sin x \\sin u) (\\cos y \\cos u - \\sin y \\sin u) \\}.\n$$\nNow as $u \\stackrel{d}{=} -u$ , $\\mathbb{E}\\cos u\\sin u = \\mathbb{E}\\cos(-u)\\sin(-u) = -\\mathbb{E}\\cos u\\sin u = 0$ . Also of course $\\cos^{2}u + \\sin^{2}u = 1$ so $E\\cos^{2}u = E\\sin^{2}u = 1/2$ . Thus\n$$\n2 \\mathbb {E} \\cos (x + u) \\cos (y + u) = \\cos x \\cos y + \\sin x \\sin y = \\cos (x - y).\n$$\nGiven a shift-invariant kernel $k$ with associated distribution $F$ , suppose $W \\sim F$ and let $u \\sim U[-\\pi, \\pi]$ independently. Define\n$$\n\\hat {\\phi} (x) = \\sqrt {2 c} \\cos (W ^ {T} x + u).\n$$\nThen\n$$\n\\begin{array}{l} \\mathbb {E} \\hat {\\phi} (x) \\hat {\\phi} (x ^ {\\prime}) = 2 c \\mathbb {E} [ \\mathbb {E} \\{\\cos (W ^ {T} x + u) \\cos (W ^ {T} x ^ {\\prime} + u) | W \\} ] \\\\ = c \\mathbb {E} \\cos ((x - x ^ {\\prime}) ^ {T} W) = k (x, x ^ {\\prime}). \\\\ \\end{array}\n$$\nAs a concrete example of this approach, let us take the Gaussian kernel $k(x,x') = \\exp \\{-\\| x - x'\\|_2^2 /(2\\sigma^2)\\}$ . Note that if $W\\sim N(0,\\sigma^{-2}I)$ , it has characteristic function $\\mathbb{E}(e^{it^T W}) = e^{-\\| t\\|_2^2 /(2\\sigma^2)}$ so we may take $\\hat{\\phi} (x) = \\sqrt{2}\\cos (W^T x + u)$ .",
+      "path": "notes.pdf/Chapter 1 Kernel machines/1.7 Large-scale kernel machines",
+      "metadata": {
+        "length": 3986,
+        "summary": "The passage discusses the computational challenges of kernel methods for large datasets, particularly the O(n^3) cost of inverting the kernel matrix and O(n) prediction cost. It introduces random feature expansions as a solution, approximating shift-invariant kernels via random mappings based on Bochner's theorem. The approach uses random cosine features to achieve linear-time computation in n, with applications to kernel ridge regression.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Chapter 1 Kernel machines, Chapter 2, Chapter 3 The Lasso and beyond, Chapter 4 Graphical modelling and causal inference, Chapter 5 High-dimensional inference, Bibliography",
+        "tokens": [
+          "We",
+          "introduced",
+          "kernel",
+          "trick",
+          "computational",
+          "device",
+          "avoided",
+          "performing",
+          "calculations",
+          "high",
+          "infinite",
+          "dimensional",
+          "feature",
+          "space",
+          "case",
+          "ridge",
+          "regression",
+          "reduced",
+          "computation",
+          "forming",
+          "times",
+          "matrix",
+          "inverting",
+          "lambda",
+          "This",
+          "huge",
+          "saving",
+          "large",
+          "present",
+          "difficulties",
+          "Even",
+          "small",
+          "cost",
+          "problems",
+          "What",
+          "worse",
+          "fitted",
+          "function",
+          "sum",
+          "terms",
+          "hat",
+          "cdot",
+          "alpha",
+          "evaluate",
+          "prediction",
+          "single",
+          "observation",
+          "requires",
+          "computations",
+          "sparse",
+          "In",
+          "recent",
+          "years",
+          "great",
+          "interest",
+          "speeding",
+          "machines",
+          "discuss",
+          "exciting",
+          "approach",
+          "based",
+          "random",
+          "expansions",
+          "Given",
+          "key",
+          "idea",
+          "develop",
+          "map",
+          "phi",
+          "mathcal",
+          "mathbb",
+          "sense",
+          "reverse",
+          "approximating",
+          "To",
+          "increase",
+          "quality",
+          "approximation",
+          "mapsto",
+          "frac",
+          "sqrt",
+          "ldots",
+          "Let",
+          "Phi",
+          "ith",
+          "row",
+          "run",
+          "learning",
+          "algorithm",
+          "replacing",
+          "initial",
+          "predictors",
+          "For",
+          "compute",
+          "require",
+          "nL",
+          "operations",
+          "linear",
+          "Predicting",
+          "Lb",
+          "The",
+          "work",
+          "Rahimi",
+          "Recht",
+          "2007",
+          "proposes",
+          "construction",
+          "mapping",
+          "shift",
+          "invariant",
+          "kernels",
+          "exists",
+          "prime",
+          "property",
+          "Bochner",
+          "theorem",
+          "Theorem",
+          "continuous",
+          "Then",
+          "distribution",
+          "sim",
+          "cos",
+          "make",
+          "observe",
+          "pi",
+          "sin",
+          "Now",
+          "stackrel",
+          "Also",
+          "Thus",
+          "suppose",
+          "independently",
+          "Define",
+          "begin",
+          "array",
+          "end",
+          "As",
+          "concrete",
+          "Gaussian",
+          "exp",
+          "sigma",
+          "Note",
+          "characteristic"
+        ],
+        "keywords": [
+          "kernel trick",
+          "random features",
+          "ridge regression"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "7cd594d9-d5dc-51c2-9620-5d9823201a9d",
+      "type": "text",
+      "content": "",
+      "path": "notes.pdf/Chapter 2",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Chapter 1 Kernel machines, Chapter 2, Chapter 3 The Lasso and beyond, Chapter 4 Graphical modelling and causal inference, Chapter 5 High-dimensional inference, Bibliography",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "af777472-f092-5f6a-b8b0-353117754573",
+      "type": "text",
+      "content": "",
+      "path": "notes.pdf/Chapter 2/Introduction to the Lasso",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Chapter 1 Kernel machines, Chapter 2, Chapter 3 The Lasso and beyond, Chapter 4 Graphical modelling and causal inference, Chapter 5 High-dimensional inference, Bibliography",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "ed2cb7be-e420-5875-a7df-c42d0216c355",
+      "type": "text",
+      "content": "Let us revisit the linear model $Y = X\\beta^{0} + \\varepsilon$ where $\\mathbb{E}(\\varepsilon) = 0$ , $\\operatorname{Var}(\\varepsilon) = \\sigma^{2}I$ . In many modern datasets, there are reasons to believe there are many more variables present than are necessary to explain the response. Let S be the set $S = \\{k : \\beta_{k}^{0} \\neq 0\\}$ and suppose $s := |S| \\ll p$ .\nThe MSPE of OLS is\n$$\n\\begin{array}{l} \\frac {1}{n} \\mathbb {E} \\| X \\beta^ {0} - X \\hat {\\beta} ^ {\\mathrm{OLS}} \\| _ {2} ^ {2} = \\frac {1}{n} \\mathbb {E} \\{(\\beta^ {0} - \\hat {\\beta} ^ {\\mathrm{OLS}}) ^ {T} X ^ {T} X (\\beta^ {0} - \\hat {\\beta} ^ {\\mathrm{OLS}}) \\} \\\\ = \\frac {1}{n} \\mathbb {E} [ \\operatorname{tr} \\left\\{\\left(\\beta^ {0} - \\hat {\\beta} ^ {\\mathrm{OLS}}\\right) \\left(\\beta^ {0} - \\hat {\\beta} ^ {\\mathrm{OLS}}\\right) ^ {T} X ^ {T} X \\right\\} ] \\\\ = \\frac {1}{n} \\mathrm{tr} [ \\mathbb {E} \\{(\\beta^ {0} - \\hat {\\beta} ^ {\\mathrm{OLS}}) (\\beta^ {0} - \\hat {\\beta} ^ {\\mathrm{OLS}}) ^ {T} \\} X ^ {T} X ] \\\\ = \\frac {1}{n} \\mathrm{tr} (\\mathrm{Var} (\\hat {\\beta} ^ {\\mathrm{OLS}}) X ^ {T} X) = \\frac {p}{n} \\sigma^ {2}. \\\\ \\end{array}\n$$\nIf we could identify S and then fit a linear model using just these variables, we'd obtain an MSPE of $\\sigma^{2}s/n$ which could be substantially smaller than $\\sigma^{2}p/n$ . Furthermore, it can be shown that parameter estimates from the reduced model are more accurate. The smaller model would also be easier to interpret.\nWe now briefly review some classical model selection strategies.",
+      "path": "notes.pdf/Chapter 2/Introduction to the Lasso/2.1 Model selection",
+      "metadata": {
+        "length": 1514,
+        "summary": "The passage revisits the linear model Y = Xβ⁰ + ε with E(ε)=0 and Var(ε)=σ²I. It introduces the concept of sparsity, where the true set S of nonzero coefficients has size s much smaller than the total number of variables p. The mean squared prediction error (MSPE) of ordinary least squares (OLS) is derived as (p/n)σ². If the relevant variables in S were known and used in a reduced model, the MSPE would be (s/n)σ², which can be much smaller. Additionally, parameter estimates from the reduced model are more accurate and easier to interpret. The passage then mentions that classical model selection strategies will be reviewed.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Chapter 1 Kernel machines, Chapter 2, Chapter 3 The Lasso and beyond, Chapter 4 Graphical modelling and causal inference, Chapter 5 High-dimensional inference, Bibliography",
+        "tokens": [
+          "Let",
+          "revisit",
+          "linear",
+          "model",
+          "beta",
+          "varepsilon",
+          "mathbb",
+          "operatorname",
+          "Var",
+          "sigma",
+          "In",
+          "modern",
+          "datasets",
+          "reasons",
+          "variables",
+          "present",
+          "explain",
+          "response",
+          "set",
+          "neq",
+          "suppose",
+          "ll",
+          "The",
+          "MSPE",
+          "OLS",
+          "begin",
+          "array",
+          "frac",
+          "hat",
+          "mathrm",
+          "tr",
+          "left",
+          "end",
+          "If",
+          "identify",
+          "fit",
+          "obtain",
+          "substantially",
+          "smaller",
+          "Furthermore",
+          "shown",
+          "parameter",
+          "estimates",
+          "reduced",
+          "accurate",
+          "easier",
+          "interpret",
+          "We",
+          "briefly",
+          "review",
+          "classical",
+          "selection",
+          "strategies"
+        ],
+        "keywords": [
+          "MSPE",
+          "OLS",
+          "Model Selection"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "5a987c0e-9e46-59fe-853e-2b8ce09a51f9",
+      "type": "text",
+      "content": "A natural approach to finding S is to consider all $2^{p}$ possible regression procedures each involving regressing the response on a different sets of explanatory variables $X_{M}$ where M is a subset of $\\{1,\\ldots,p\\}$ . We can then pick the best regression procedure using cross-validation (say). For general design matrices, this involves an exhaustive search over all subsets, so this is not really feasible for p > 50.",
+      "path": "notes.pdf/Chapter 2/Introduction to the Lasso/2.1 Model selection/Best subset regression",
+      "metadata": {
+        "length": 425,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Chapter 1 Kernel machines, Chapter 2, Chapter 3 The Lasso and beyond, Chapter 4 Graphical modelling and causal inference, Chapter 5 High-dimensional inference, Bibliography",
+        "tokens": [
+          "natural",
+          "approach",
+          "finding",
+          "regression",
+          "procedures",
+          "involving",
+          "regressing",
+          "response",
+          "sets",
+          "explanatory",
+          "variables",
+          "subset",
+          "ldots",
+          "We",
+          "pick",
+          "procedure",
+          "cross",
+          "validation",
+          "For",
+          "general",
+          "design",
+          "matrices",
+          "involves",
+          "exhaustive",
+          "search",
+          "subsets",
+          "feasible",
+          "50"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "566a597b-fba9-5dff-86c3-3c471738ad57",
+      "type": "text",
+      "content": "This can be seen as a greedy way of performing best subsets regression. Given a target model size m (the tuning parameter), this works as follows.\n1. Start by fitting an intercept only model.\n2. Add to the current model the predictor variable that reduces the residual sum of squares the most.\n3. Continue step 2 until m predictor variables have been selected.",
+      "path": "notes.pdf/Chapter 2/Introduction to the Lasso/2.1 Model selection/Forward selection",
+      "metadata": {
+        "length": 360,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Chapter 1 Kernel machines, Chapter 2, Chapter 3 The Lasso and beyond, Chapter 4 Graphical modelling and causal inference, Chapter 5 High-dimensional inference, Bibliography",
+        "tokens": [
+          "This",
+          "greedy",
+          "performing",
+          "subsets",
+          "regression",
+          "Given",
+          "target",
+          "model",
+          "size",
+          "tuning",
+          "parameter",
+          "works",
+          "Start",
+          "fitting",
+          "intercept",
+          "Add",
+          "current",
+          "predictor",
+          "variable",
+          "reduces",
+          "residual",
+          "sum",
+          "squares",
+          "Continue",
+          "step",
+          "variables",
+          "selected"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "9958a626-5198-5531-be05-c8a208646beb",
+      "type": "text",
+      "content": "The Least absolute shrinkage and selection operator (Lasso) [Tibshirani, 1996] estimates $\\beta^0$ by $\\hat{\\beta}_{\\lambda}^{\\mathrm{L}}$ , where $(\\hat{\\mu}^{\\mathrm{L}},\\hat{\\beta}_{\\lambda}^{\\mathrm{L}})$ minimise\n$$\n\\frac {1}{2 n} \\| Y - \\mu \\mathbf {1} - X \\beta \\| _ {2} ^ {2} + \\lambda \\| \\beta \\| _ {1} \\tag {2.2.1}\n$$\nover $(\\mu, \\beta) \\in \\mathbb{R} \\times \\mathbb{R}^p$ . Here $\\| \\beta \\|_1$ is the $\\ell_1$ -norm of $\\beta$ : $\\| \\beta \\|_1 = \\sum_{k=1}^{p} |\\beta_k|$ .\nLike ridge regression, $\\hat{\\beta}_{\\lambda}^{L}$ shrinks the OLS estimate towards the origin, but there is an important difference. The $\\ell_{1}$ penalty can force some of the estimated coefficients to be exactly 0. In this way the Lasso can perform simultaneous variable selection and parameter estimation. As we did with ridge regression, we can centre and scale the X matrix, and also centre Y and thus remove $\\mu$ from the objective. Define\n$$\nQ _ {\\lambda} (\\beta) = \\frac {1}{2 n} \\| Y - X \\beta \\| _ {2} ^ {2} + \\lambda \\| \\beta \\| _ {1}. \\tag {2.2.2}\n$$\nNow the minimiser(s) of $Q_{\\lambda}(\\beta)$ will also be the minimiser(s) of\n$$\n\\| Y - X \\beta \\| _ {2} ^ {2} \\text {subject to} \\| \\beta \\| _ {1} \\leq \\| \\hat {\\beta} _ {\\lambda} ^ {\\mathrm{L}} \\| _ {1}.\n$$\nSimilarly, with the Ridge regression objective, we know that $\\hat{\\beta}_{\\lambda}^{\\mathrm{R}}$ minimises $\\| Y - X\\beta \\|_2^2$ subject to $\\| \\beta \\|_2 \\leq \\| \\hat{\\beta}_{\\lambda}^{\\mathrm{R}} \\|_2$ .\nNow the contours of the OLS objective $\\|Y - X\\beta\\|_{2}^{2}$ are ellipsoids centred at $\\hat{\\beta}^{OLS}$ , while the contours of $\\|\\beta\\|_{2}^{2}$ are spheres centred at the origin, and the contours of $\\|\\beta\\|_{1}$ are ‘diamonds’ centred at 0.\nThe important point to note is that the $\\ell_{1}$ ball $\\{\\beta\\in R^{p}:\\|\\beta\\|_{1}\\leq\\|\\hat{\\beta}_{\\lambda}^{\\mathrm{L}}\\|_{1}\\}$ has corners where some of the components are zero, and it is likely that the OLS contours will intersect the $\\ell_{1}$ ball at such a corner.",
+      "path": "notes.pdf/Chapter 2/Introduction to the Lasso/2.2 The Lasso estimator",
+      "metadata": {
+        "length": 2001,
+        "summary": "The passage introduces the Least absolute shrinkage and selection operator (Lasso), which estimates coefficients by minimizing a penalized least squares objective with an ℓ1 penalty. This penalty shrinks estimates toward zero and can force some coefficients to exactly zero, enabling simultaneous variable selection and parameter estimation. The Lasso's ℓ1 constraint creates a diamond-shaped feasible region with corners at axes, making it likely that the OLS solution contours intersect at these corners, leading to sparse solutions. This contrasts with ridge regression's ℓ2 penalty, which yields spherical constraints and non-zero shrinkage.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Chapter 1 Kernel machines, Chapter 2, Chapter 3 The Lasso and beyond, Chapter 4 Graphical modelling and causal inference, Chapter 5 High-dimensional inference, Bibliography",
+        "tokens": [
+          "The",
+          "Least",
+          "absolute",
+          "shrinkage",
+          "selection",
+          "operator",
+          "Lasso",
+          "Tibshirani",
+          "1996",
+          "estimates",
+          "beta",
+          "hat",
+          "lambda",
+          "mathrm",
+          "mu",
+          "minimise",
+          "frac",
+          "mathbf",
+          "tag",
+          "2.2",
+          "mathbb",
+          "times",
+          "Here",
+          "ell",
+          "norm",
+          "sum",
+          "Like",
+          "ridge",
+          "regression",
+          "shrinks",
+          "OLS",
+          "estimate",
+          "origin",
+          "important",
+          "difference",
+          "penalty",
+          "force",
+          "estimated",
+          "coefficients",
+          "In",
+          "perform",
+          "simultaneous",
+          "variable",
+          "parameter",
+          "estimation",
+          "As",
+          "centre",
+          "scale",
+          "matrix",
+          "remove",
+          "objective",
+          "Define",
+          "Now",
+          "minimiser",
+          "text",
+          "subject",
+          "leq",
+          "Similarly",
+          "Ridge",
+          "minimises",
+          "contours",
+          "ellipsoids",
+          "centred",
+          "spheres",
+          "diamonds",
+          "point",
+          "note",
+          "ball",
+          "corners",
+          "components",
+          "intersect",
+          "corner"
+        ],
+        "keywords": [
+          "Lasso",
+          "ℓ1 penalty",
+          "variable selection"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "42216c6b-4a6c-5920-b88a-5496461581c6",
+      "type": "text",
+      "content": "One important difference between the Lasso and Best subsets regression is that the former involves a convex optimisation, which makes it computationally tractable for large-scale problems, in contrast to the latter which typically only feasible for problems with p < 50 or so.\nRecall that a set $A \\subseteq \\mathbb{R}^d$ is convex if\n$$\nx, y \\in A \\Rightarrow (1 - t) x + t y \\in A \\quad \\text { for   all } t \\in (0, 1).\n$$\nA function $f:\\mathbb{R}^d\\to \\mathbb{R}$ is convex if\n$$\nf \\big ((1 - t) x + t y \\big) \\leq (1 - t) f (x) + t f (y)\n$$\nfor all $x, y \\in \\mathbb{R}^d$ and $t \\in (0,1)$ .\nProposition 9. (i) Let $f_1, \\ldots, f_m: \\mathbb{R}^d \\to \\mathbb{R}$ be convex functions. Then if $c_1, \\ldots, c_m \\geq 0$ , $c_1f_1 + \\cdots c_mf_m$ is a convex function.\n(ii) If $f: \\mathbb{R}^d \\to \\mathbb{R}$ is twice continuously differentiable then\n(a) $f$ is convex iff. its Hessian $H(x)$ is positive semi-definite for all $x$ ,\n(b) $f$ is strictly convex if $H(x)$ is positive definite for all $x$ .\nLasso solutions need not be unique (e.g. if X has duplicate columns), though for most reasonable design matrices, Lasso solutions will be unique. We will often tacitly assume the Lasso solutions is unique in the statement of our theoretical results. It is however straightforward to show that the Lasso fitted values are unique.\nProposition 10. $X\\hat{\\beta}_{\\lambda}^{\\mathrm{L}}$ is unique.\nProof. Fix $\\lambda$ and suppose $\\hat{\\beta}^{(1)}$ and $\\hat{\\beta}^{(2)}$ are two Lasso solutions giving an optimal objective value of $c^*$ . Now for $t \\in (0,1)$ , by strict convexity of $\\| \\cdot \\|_2^2$ ,\n$$\n\\| Y - t X \\hat {\\beta} ^ {(1)} - (1 - t) X \\hat {\\beta} ^ {(2)} \\| _ {2} ^ {2} \\leq t \\| Y - X \\hat {\\beta} ^ {(1)} \\| _ {2} ^ {2} + (1 - t) \\| Y - X \\hat {\\beta} ^ {(2)} \\| _ {2} ^ {2},\n$$\nwith equality if and only if $X\\hat{\\beta}^{(1)} = X\\hat{\\beta}^{(2)}$ . Since $\\| \\cdot \\|_1$ is also convex, we see that\n$$\n\\begin{array}{l} c ^ {*} \\leq Q _ {\\lambda} (t \\hat {\\beta} ^ {(1)} + (1 - t) \\hat {\\beta} ^ {(2)}) \\\\ = \\| Y - t X \\hat {\\beta} ^ {(1)} - (1 - t) X \\hat {\\beta} ^ {(2)} \\| _ {2} ^ {2} / (2 n) + \\lambda \\| t \\hat {\\beta} ^ {(1)} + (1 - t) \\hat {\\beta} ^ {(2)} \\| _ {1} \\\\ \\leq t \\| Y - X \\hat {\\beta} ^ {(1)} \\| _ {2} ^ {2} / (2 n) + (1 - t) \\| Y - X \\hat {\\beta} ^ {(2)} \\| _ {2} ^ {2} / (2 n) + \\lambda \\| t \\hat {\\beta} ^ {(1)} + (1 - t) \\hat {\\beta} ^ {(2)} \\| _ {1} \\\\ \\leq t \\{\\| Y - X \\hat {\\beta} ^ {(1)} \\| _ {2} ^ {2} / (2 n) + \\lambda \\| \\hat {\\beta} ^ {(1)} \\| _ {1} \\} + (1 - t) \\{\\| Y - X \\hat {\\beta} ^ {(2)} \\| _ {2} ^ {2} / (2 n) + \\lambda \\| \\hat {\\beta} ^ {(2)} \\| _ {1} \\} \\\\ = t Q (\\hat {\\beta} ^ {(1)}) + (1 - t) Q (\\hat {\\beta} ^ {(2)}) \\leq c ^ {*}. \\\\ \\end{array}\n$$\nEquality must prevail throughout this chain of inequalities, so $X\\hat{\\beta}^{(1)} = X\\hat{\\beta}^{(2)}$ .\n□\n2.2.2 Prediction error of the Lasso with no assumptions on the design\nA remarkable property of the Lasso is that even when $p \\gg n$ , it can still perform well in terms of prediction error. Suppose the columns of X have been centred and scaled (as we will always assume from now on unless stated otherwise) and assume the normal linear model (where we have already centred Y),\n$$\nY = X \\beta^ {0} + \\varepsilon - \\bar {\\varepsilon} \\mathbf {1} \\tag {2.2.3}\n$$\nwhere $\\varepsilon \\sim N_{n}(0,\\sigma^{2}I)$ .\nTheorem 11. Let $\\hat{\\beta}$ be the Lasso solution when\n$$\n\\lambda = A \\sigma \\sqrt {\\frac {\\log (p)}{n}}.\n$$\nWith probability at least $1 - 2p^{-(A^2 /2 - 1)}$\n$$\n\\frac {1}{n} \\| X (\\beta^ {0} - \\hat {\\beta}) \\| _ {2} ^ {2} \\leq 4 A \\sigma \\sqrt {\\frac {\\log (p)}{n}} \\| \\beta^ {0} \\| _ {1}.\n$$\nProof. From the definition of $\\hat{\\beta}$ we have\n$$\n\\frac {1}{2 n} \\| Y - X \\hat {\\beta} \\| _ {2} ^ {2} + \\lambda \\| \\hat {\\beta} \\| _ {1} \\leq \\frac {1}{2 n} \\| Y - X \\beta^ {0} \\| _ {2} ^ {2} + \\lambda \\| \\beta^ {0} \\| _ {1}.\n$$\nRearranging,\n$$\n\\frac {1}{2 n} \\| X (\\beta^ {0} - \\hat {\\beta}) \\| _ {2} ^ {2} \\leq \\frac {1}{n} \\varepsilon^ {T} X (\\hat {\\beta} - \\beta^ {0}) + \\lambda \\| \\beta^ {0} \\| _ {1} - \\lambda \\| \\hat {\\beta} \\| _ {1}.\n$$\nNow $|\\varepsilon^T X(\\hat{\\beta} -\\beta^0)|\\leq \\| X^T\\varepsilon \\|_\\infty \\| \\hat{\\beta} -\\beta^0\\| _1$ . Let $\\Omega = \\{\\| X^T\\varepsilon \\|_{\\infty} / n\\leq \\lambda \\}$ . Lemma 15 below shows that $\\mathbb{P}(\\Omega)\\geq 1 - 2p^{-(A^2 /2 - 1)}$ . Working on the event $\\Omega$ , we obtain\n$$\n\\frac {1}{2 n} \\| X (\\beta^ {0} - \\hat {\\beta}) \\| _ {2} ^ {2} \\leq \\lambda \\| \\beta^ {0} - \\hat {\\beta} \\| _ {1} + \\lambda \\| \\beta^ {0} \\| _ {1} - \\lambda \\| \\hat {\\beta} \\| _ {1},\n$$\n$$\n\\frac {1}{n} \\| X (\\beta^ {0} - \\hat {\\beta}) \\| _ {2} ^ {2} \\leq 4 \\lambda \\| \\beta^ {0} \\| _ {1}, \\qquad \\mathrm{bythetriangleinequality.}\n$$",
+      "path": "notes.pdf/Chapter 2/Introduction to the Lasso/2.2 The Lasso estimator/2.2.1 Convexity and the Lasso",
+      "metadata": {
+        "length": 4725,
+        "summary": "The passage discusses key properties of the Lasso regression method. It contrasts Lasso with Best Subset Regression, noting Lasso's convex optimization makes it computationally tractable for large-scale problems. It defines convex sets and functions, and provides Proposition 9 on convex function properties. The text addresses Lasso solution uniqueness, stating fitted values are unique (Proposition 10) even if coefficient estimates may not be. Section 2.2.2 covers prediction error of Lasso with no design assumptions, presenting Theorem 11 which gives a bound on prediction error with high probability when lambda is chosen appropriately, assuming a normal linear model with centered and scaled columns.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Chapter 1 Kernel machines, Chapter 2, Chapter 3 The Lasso and beyond, Chapter 4 Graphical modelling and causal inference, Chapter 5 High-dimensional inference, Bibliography",
+        "tokens": [
+          "One",
+          "important",
+          "difference",
+          "Lasso",
+          "Best",
+          "subsets",
+          "regression",
+          "involves",
+          "convex",
+          "optimisation",
+          "makes",
+          "computationally",
+          "tractable",
+          "large",
+          "scale",
+          "problems",
+          "contrast",
+          "typically",
+          "feasible",
+          "50",
+          "Recall",
+          "set",
+          "subseteq",
+          "mathbb",
+          "Rightarrow",
+          "quad",
+          "text",
+          "function",
+          "big",
+          "leq",
+          "Proposition",
+          "Let",
+          "ldots",
+          "functions",
+          "Then",
+          "geq",
+          "1f",
+          "cdots",
+          "mf",
+          "ii",
+          "If",
+          "continuously",
+          "differentiable",
+          "iff",
+          "Hessian",
+          "positive",
+          "semi",
+          "definite",
+          "strictly",
+          "solutions",
+          "unique",
+          "duplicate",
+          "columns",
+          "reasonable",
+          "design",
+          "matrices",
+          "We",
+          "tacitly",
+          "assume",
+          "statement",
+          "theoretical",
+          "results",
+          "It",
+          "straightforward",
+          "show",
+          "fitted",
+          "values",
+          "10",
+          "hat",
+          "beta",
+          "lambda",
+          "mathrm",
+          "Proof",
+          "Fix",
+          "suppose",
+          "giving",
+          "optimal",
+          "objective",
+          "Now",
+          "strict",
+          "convexity",
+          "cdot",
+          "equality",
+          "Since",
+          "begin",
+          "array",
+          "end",
+          "Equality",
+          "prevail",
+          "chain",
+          "inequalities",
+          "2.2",
+          "Prediction",
+          "error",
+          "assumptions",
+          "remarkable",
+          "property",
+          "gg",
+          "perform",
+          "terms",
+          "prediction",
+          "Suppose",
+          "centred",
+          "scaled",
+          "stated",
+          "normal",
+          "linear",
+          "model",
+          "varepsilon",
+          "bar",
+          "mathbf",
+          "tag",
+          "sim",
+          "sigma",
+          "Theorem",
+          "11",
+          "solution",
+          "sqrt",
+          "frac",
+          "log",
+          "With",
+          "probability",
+          "2p",
+          "From",
+          "definition",
+          "Rearranging",
+          "infty",
+          "Omega",
+          "Lemma",
+          "15",
+          "shows",
+          "Working",
+          "event",
+          "obtain",
+          "qquad",
+          "bythetriangleinequality"
+        ],
+        "keywords": [
+          "Lasso",
+          "Convexity",
+          "Prediction Error"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "74485141-0115-54d8-bafe-f106a5321e4a",
+      "type": "image",
+      "content": "\nProposition 14. Let $(W_{i})_{i=1}^{n}$ be a sequence of independent mean-zero sub-Gaussian random variables with parameters $(\\sigma_{i})_{i=1}^{n}$ and let $\\gamma \\in R^{n}$ . Then $\\gamma^{T}W$ is sub-Gaussian with parameter $\\left(\\sum_{i}\\gamma_{i}^{2}\\sigma_{i}^{2}\\right)^{1/2}$ . We can now prove a more general version of the probability bound required for Theorem 11.0\n[images/image-2-Propositio.jpg]\n",
+      "path": "images/image-2-Propositio.jpg",
+      "metadata": {
+        "length": 413,
+        "summary": "image-2\nProposition 14. Let $(W_{i})_{i=1}^{n}$ be a sequence of independent mean-zero sub-Gaussian random variables with parameters $(\\sigma_{i})_{i=1}^{n}$ and let $\\gamma \\in R^{n}$ . Then $\\gamma^{T}W$ is sub-Gaussian with parameter $\\left(\\sum_{i}\\gamma_{i}^{2}\\sigma_{i}^{2}\\right)^{1/2}$ . We can now prove a more general version of the probability bound required for Theorem 11.0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Chapter 1 Kernel machines, Chapter 2, Chapter 3 The Lasso and beyond, Chapter 4 Graphical modelling and causal inference, Chapter 5 High-dimensional inference, Bibliography",
+        "file_path": "images/image-2-Propositio.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "e5f80a54-9ab4-560a-a894-0b20f9641032",
+      "type": "image",
+      "content": "\n$$ # Chapter 3 The Lasso and beyond0\n[images/image-3-$$ # Chapt.jpg]\n",
+      "path": "images/image-3-$$ # Chapt.jpg",
+      "metadata": {
+        "length": 70,
+        "summary": "image-3\n$$ # Chapter 3 The Lasso and beyond0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Chapter 1 Kernel machines, Chapter 2, Chapter 3 The Lasso and beyond, Chapter 4 Graphical modelling and causal inference, Chapter 5 High-dimensional inference, Bibliography",
+        "file_path": "images/image-3-$$ # Chapt.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "94c48f8b-53b4-5787-aa21-2fc330c9f5ce",
+      "type": "text",
+      "content": "The proof of Theorem 11 relies on a lower bound for the probability of the event $\\Omega$ . A union bound gives\n$$\n\\begin{array}{l} \\mathbb {P} (\\| X ^ {T} \\varepsilon \\| _ {\\infty} / n > \\lambda) = \\mathbb {P} (\\cup_ {j = 1} ^ {p} | X _ {j} ^ {T} \\varepsilon | / n > \\lambda) \\\\ \\leq \\sum_ {j = 1} ^ {p} \\mathbb {P} (| X _ {j} ^ {T} \\varepsilon | / n > \\lambda). \\\\ \\end{array}\n$$\nNow $X_{j}^{T}\\varepsilon/n \\sim N(0,\\sigma^{2}/n)$ , so if we obtain a bound on the tail probabilities of normal distributions, the argument above will give a bound for $\\mathbb{P}(\\Omega)$ .\nMotivated by the need to bound normal tail probabilities, we will briefly discuss the topic of concentration inequalities that provide such bounds for much wider classes of random variables. Concentration inequalities are vital for the study of many modern algorithms and in our case here, they will reveal that the attractive properties of the Lasso presented in Theorem 11 hold true for a variety of non-normal errors.\nWe begin our discussion with the simplest tail bound, Markov's inequality, which states that given a non-negative random variable $W$ ,\n$$\n\\mathbb {P} (W \\geq t) \\leq \\frac {\\mathbb {E} (W)}{t}.\n$$\nThis immediately implies that given a strictly increasing function $\\varphi: R \\to [0, \\infty)$ and any random variable W,\n$$\n\\mathbb {P} (W \\geq t) = \\mathbb {P} \\{\\varphi (W) \\geq \\varphi (t) \\} \\leq \\frac {\\mathbb {E} (\\varphi (W))}{\\varphi (t)}.\n$$\nApplying this with $\\varphi(t)=e^{\\alpha t}$ ( $\\alpha>0$ ) yields the so-called Chernoff bound:\n$$\n\\mathbb {P} (W \\geq t) \\leq \\inf _ {\\alpha > 0} e ^ {- \\alpha t} \\mathbb {E} e ^ {\\alpha W}.\n$$\nConsider the case when $W \\sim N(0, \\sigma^{2})$ . Recall that\n$$\n\\mathbb {E} e ^ {\\alpha W} = e ^ {\\alpha^ {2} \\sigma^ {2} / 2}. \\tag {2.2.4}\n$$\nThus\n$$\n\\mathbb {P} (W \\geq t) \\leq \\inf _ {\\alpha > 0} e ^ {\\alpha^ {2} \\sigma^ {2} / 2 - \\alpha t} = e ^ {- t ^ {2} / (2 \\sigma^ {2})}.\n$$\nNote that to arrive at this bound, all we required was (an upper bound on) the moment generating function (mgf) of W (2.2.4).\nSub-Gaussian variables\nDefinition 3. We say a random variable $W$ with mean $\\mu = \\mathbb{E}(W)$ is sub-Gaussian if there exists $\\sigma > 0$ such that\n$$\n\\mathbb {E} e ^ {\\alpha (W - \\mu)} \\leq e ^ {\\alpha^ {2} \\sigma^ {2} / 2}\n$$\nfor all $\\alpha \\in \\mathbb{R}$ . We then say that $W$ is sub-Gaussian with parameter $\\sigma$ .\nProposition 12 (Sub-Gaussian tail bound). If W is sub-Gaussian with parameter $\\sigma$ and $\\mathbb{E}(W)=\\mu$ then\n$$\n\\mathbb {P} (W - \\mu \\geq t) \\leq e ^ {- t ^ {2} / (2 \\sigma^ {2})}.\n$$\nAs well as Gaussian random variables, the sub-Gaussian class includes bounded random variables.\nLemma 13 (Hoeffding's lemma). If $W$ is mean-zero and takes values in $[a, b]$ , then $W$ is sub-Gaussian with parameter $(b - a)/2$ .\nThe following proposition shows that analogously to how a linear combination of jointly Gaussian random variables is Gaussian, a linear combination of sub-Gaussian random variables is also sub-Gaussian.\nProposition 14. Let $(W_{i})_{i=1}^{n}$ be a sequence of independent mean-zero sub-Gaussian random variables with parameters $(\\sigma_{i})_{i=1}^{n}$ and let $\\gamma \\in R^{n}$ . Then $\\gamma^{T}W$ is sub-Gaussian with parameter $\\left(\\sum_{i}\\gamma_{i}^{2}\\sigma_{i}^{2}\\right)^{1/2}$ .\nProof.\n$$\n\\begin{array}{l} \\mathbb {E} \\exp \\left(\\alpha \\sum_ {i = 1} ^ {n} \\gamma_ {i} W _ {i}\\right) = \\prod_ {i = 1} ^ {n} \\mathbb {E} \\exp (\\alpha \\gamma_ {i} W _ {i}) \\\\ \\leq \\prod_ {i = 1} ^ {n} \\exp (\\alpha^ {2} \\gamma_ {i} ^ {2} \\sigma_ {i} ^ {2} / 2) \\\\ = \\exp \\left(\\alpha^ {2} \\sum_ {i = 1} ^ {n} \\gamma_ {i} ^ {2} \\sigma_ {i} ^ {2} / 2\\right). \\\\ \\end{array}\n$$\n\nProposition 14. Let $(W_{i})_{i=1}^{n}$ be a sequence of independent mean-zero sub-Gaussian random variables with parameters $(\\sigma_{i})_{i=1}^{n}$ and let $\\gamma \\in R^{n}$ . Then $\\gamma^{T}W$ is sub-Gaussian with parameter $\\left(\\sum_{i}\\gamma_{i}^{2}\\sigma_{i}^{2}\\right)^{1/2}$ . We can now prove a more general version of the probability bound required for Theorem 11.0\n[images/image-2-Propositio.jpg]\n\nWe can now prove a more general version of the probability bound required for Theorem 11.\nLemma 15. Suppose $(\\varepsilon_{i})_{i=1}^{n}$ are independent, mean-zero and sub-Gaussian with common parameter $\\sigma$ . Note that this includes $\\varepsilon \\sim N_{n}(0, \\sigma^{2}I)$ . Let $\\lambda = A\\sigma\\sqrt{\\log(p)/n}$ . Then\n$$\n\\mathbb {P} (\\| X ^ {T} \\varepsilon \\| _ {\\infty} / n \\leq \\lambda) \\geq 1 - 2 p ^ {- (A ^ {2} / 2 - 1)}.\n$$\nProof.\n$$\n\\mathbb {P} (\\| X ^ {T} \\varepsilon \\| _ {\\infty} / n > \\lambda) \\leq \\sum_ {j = 1} ^ {p} \\mathbb {P} (| X _ {j} ^ {T} \\varepsilon | / n > \\lambda).\n$$\nBut $\\pm X_j^T\\varepsilon /n$ are both sub-Gaussian with parameter $(\\sigma^2\\| X_j\\| _2^2 /n^2)^{1 / 2} = \\sigma /\\sqrt{n}$ . Thus the RHS is at most\n$$\n2 p \\exp (- A ^ {2} \\log (p) / 2) = 2 p ^ {1 - A ^ {2} / 2}.\n$$\n\n$$ # Chapter 3 The Lasso and beyond0\n[images/image-3-$$ # Chapt.jpg]",
+      "path": "notes.pdf/Chapter 2/Introduction to the Lasso/2.2 The Lasso estimator/2.2.3 Concentration inequalities I",
+      "metadata": {
+        "length": 4979,
+        "summary": "The text discusses concentration inequalities, starting with Markov's inequality and the Chernoff bound, then introduces sub-Gaussian random variables. It defines sub-Gaussian variables, provides a tail bound (Proposition 12), and shows that bounded variables are sub-Gaussian (Hoeffding's lemma). Proposition 14 states that linear combinations of independent sub-Gaussian variables remain sub-Gaussian. Lemma 15 applies these results to bound the probability that the Lasso's regularization parameter exceeds a threshold, assuming sub-Gaussian errors, yielding a high-probability bound for the event that the Lasso's condition holds.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Chapter 1 Kernel machines, Chapter 2, Chapter 3 The Lasso and beyond, Chapter 4 Graphical modelling and causal inference, Chapter 5 High-dimensional inference, Bibliography",
+        "tokens": [
+          "The",
+          "proof",
+          "Theorem",
+          "11",
+          "relies",
+          "lower",
+          "bound",
+          "probability",
+          "event",
+          "Omega",
+          "union",
+          "begin",
+          "array",
+          "mathbb",
+          "varepsilon",
+          "infty",
+          "lambda",
+          "cup",
+          "leq",
+          "sum",
+          "end",
+          "Now",
+          "sim",
+          "sigma",
+          "obtain",
+          "tail",
+          "probabilities",
+          "normal",
+          "distributions",
+          "argument",
+          "give",
+          "Motivated",
+          "briefly",
+          "discuss",
+          "topic",
+          "concentration",
+          "inequalities",
+          "provide",
+          "bounds",
+          "wider",
+          "classes",
+          "random",
+          "variables",
+          "Concentration",
+          "vital",
+          "study",
+          "modern",
+          "algorithms",
+          "case",
+          "reveal",
+          "attractive",
+          "properties",
+          "Lasso",
+          "presented",
+          "hold",
+          "true",
+          "variety",
+          "errors",
+          "We",
+          "discussion",
+          "simplest",
+          "Markov",
+          "inequality",
+          "states",
+          "negative",
+          "variable",
+          "geq",
+          "frac",
+          "This",
+          "immediately",
+          "implies",
+          "strictly",
+          "increasing",
+          "function",
+          "varphi",
+          "Applying",
+          "alpha",
+          "yields",
+          "called",
+          "Chernoff",
+          "inf",
+          "Consider",
+          "Recall",
+          "tag",
+          "2.2",
+          "Thus",
+          "Note",
+          "arrive",
+          "required",
+          "upper",
+          "moment",
+          "generating",
+          "mgf",
+          "Sub",
+          "Gaussian",
+          "Definition",
+          "mu",
+          "exists",
+          "parameter",
+          "Proposition",
+          "12",
+          "If",
+          "As",
+          "class",
+          "includes",
+          "bounded",
+          "Lemma",
+          "13",
+          "Hoeffding",
+          "lemma",
+          "takes",
+          "values",
+          "proposition",
+          "shows",
+          "analogously",
+          "linear",
+          "combination",
+          "jointly",
+          "14",
+          "Let",
+          "sequence",
+          "independent",
+          "parameters",
+          "gamma",
+          "Then",
+          "left",
+          "Proof",
+          "exp",
+          "prod",
+          "prove",
+          "general",
+          "version",
+          "11.0",
+          "15",
+          "Suppose",
+          "common",
+          "sqrt",
+          "log",
+          "But",
+          "pm",
+          "RHS",
+          "Chapter",
+          "beyond0"
+        ],
+        "keywords": [
+          "sub-Gaussian",
+          "concentration inequality",
+          "Lasso"
+        ],
+        "connect_to": [
+          {
+            "target": "74485141-0115-54d8-bafe-f106a5321e4a",
+            "relation": "embeds",
+            "ref": "[images/image-2-Propositio.jpg]",
+            "position": {
+              "start": 4056,
+              "end": 4087
+            }
+          },
+          {
+            "target": "e5f80a54-9ab4-560a-a894-0b20f9641032",
+            "relation": "embeds",
+            "ref": "[images/image-3-$$ # Chapt.jpg]",
+            "position": {
+              "start": 4948,
+              "end": 4979
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "f0d56da7-07f3-5ce3-af47-cfb010068323",
+      "type": "text",
+      "content": "The Lasso and beyond\nIn this chapter, we will study the Lasso in more depth and present more precise theory about its behaviour. We will first study the variable selection properties of the Lasso, which will require some basic results in convex analysis that we present below.",
+      "path": "notes.pdf/Chapter 3 The Lasso and beyond",
+      "metadata": {
+        "length": 276,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Chapter 1 Kernel machines, Chapter 2, Chapter 3 The Lasso and beyond, Chapter 4 Graphical modelling and causal inference, Chapter 5 High-dimensional inference, Bibliography",
+        "tokens": [
+          "The",
+          "Lasso",
+          "In",
+          "chapter",
+          "study",
+          "depth",
+          "present",
+          "precise",
+          "theory",
+          "behaviour",
+          "We",
+          "variable",
+          "selection",
+          "properties",
+          "require",
+          "basic",
+          "results",
+          "convex",
+          "analysis"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "f3a172ee-749e-5509-b8e2-731a4fa70046",
+      "type": "text",
+      "content": "",
+      "path": "notes.pdf/Chapter 3 The Lasso and beyond/3.1 Some facts from optimisation theory and convex analysis",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Chapter 1 Kernel machines, Chapter 2, Chapter 3 The Lasso and beyond, Chapter 4 Graphical modelling and causal inference, Chapter 5 High-dimensional inference, Bibliography",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "53804534-c935-5aa7-98b9-5bfec2c08005",
+      "type": "text",
+      "content": "Definition 4. A vector $v \\in \\mathbb{R}^d$ is a subgradient of a convex function $f: \\mathbb{R}^d \\to \\mathbb{R}$ at $x$ if\n$$\nf (y) \\geq f (x) + v ^ {T} (y - x) \\quad \\text { for   all } y \\in \\mathbb {R} ^ {d}.\n$$\nThe set of subgradients of f at x is called the subdifferential of f at x and denoted $\\partial f(x)$ .\nIn order to make use of subgradients, we will require the following two facts:\nProposition 16. Let $f: \\mathbb{R}^d \\to \\mathbb{R}$ be convex, and suppose $f$ is differentiable at $x$ . Then $\\partial f(x) = \\{\\nabla f(x)\\}$ .\nProposition 17. Let $f, g: \\mathbb{R}^d \\to \\mathbb{R}$ be convex, and let $\\alpha > 0$ . Then\n$$\n\\partial (\\alpha f) (x) = \\alpha \\partial f (x) = \\{\\alpha v: v \\in \\partial f (x) \\},\n$$\n$$\n\\partial (f + g) (x) = \\partial f (x) + \\partial g (x) = \\{v + w: v \\in \\partial f (x), w \\in \\partial g (x) \\}.\n$$\nThe following easy (but key) result is often referred to in the statistical literature as the Karush–Kuhn–Tucker (KKT) conditions, though it is actually a much simplified version of them.\nProposition 18. $x^{*}\\in \\arg \\min_{x\\in \\mathbb{R}^{d}}f(x)$ if and only if $0\\in \\partial f(x^{*})$\nProof.\n$$\nf (y) \\geq f (x ^ {*}) \\quad \\text { for   all } y \\in \\mathbb {R} ^ {d} \\Leftrightarrow f (y) \\geq f (x ^ {*}) + 0 ^ {T} (y - x) \\quad \\text { for   all } y \\in \\mathbb {R} ^ {d}\n$$\n$$\n\\Leftrightarrow 0 \\in \\partial f (x ^ {*}).\n$$\nLet us now compute the subdifferential of the $\\ell_{1}$ -norm. First note that $\\|\\cdot\\|_{1}:R^{d}\\to R$ is convex. Indeed it is a norm so the triangle inequality gives $\\|tx+(1-t)y\\|_{1}\\leq t\\|x\\|_{1}+(1-t)\\|y\\|_{1}$ . We introduce some notation that will be helpful here and throughout the rest of the course.\nFor $x \\in R^{d}$ and $A = \\{k_{1}, \\ldots, k_{m}\\} \\subseteq \\{1, \\ldots, d\\}$ with $k_{1} < \\cdots < k_{m}$ , by $x_{A}$ we will mean $(x_{k_{1}}, \\ldots, x_{k_{m}})^{T}$ . Similarly if X has d columns we will write $X_{A}$ for the matrix\n$$\nX _ {A} = (X _ {k _ {1}} \\dots X _ {k _ {m}}).\n$$\nFurther in this context, by $A^{c}$ , we will mean $\\{1,\\ldots,d\\}\\backslash A$ . Additionally, when in subscripts we will use the shorthand $-j=\\{j\\}^{c}$ and $-jk=\\{j,k\\}^{c}$ . Note these column and component extraction operations will always be considered to have taken place first before any further operations on the matrix, so for example $X_{A}^{T}=(X_{A})^{T}$ . Finally, define\n$$\n\\operatorname{sgn} (x _ {1}) = \\left\\{ \\begin{array}{l l} - 1 & \\text {if x_{1} <  0} \\\\ 0 & \\text {if x_{1} = 0} \\\\ 1 & \\text {if x_{1} >0}, \\end{array} \\right.\n$$\nand\n$$\n\\operatorname{sgn} (x) = (\\operatorname{sgn} (x _ {1}), \\dots , \\operatorname{sgn} (x _ {d})) ^ {T}.\n$$\nProposition 19. For $x \\in R^{d}$ let $A = \\{j : x_{j} \\neq 0\\}$ . Then\n$$\n\\partial \\| x \\| _ {1} = \\{v \\in \\mathbb {R} ^ {d}: \\| v \\| _ {\\infty} \\leq 1 a n d v _ {A} = \\operatorname{sgn} (x _ {A}) \\}\n$$\nProof. For $j = 1, \\ldots, d$ , let\n$$\ng _ {j}: \\mathbb {R} ^ {d} \\to \\mathbb {R}\n$$\n$$\nx \\mapsto | x _ {j} |.\n$$\nThen $\\| \\cdot \\| = \\sum_{j} g_{j}(\\cdot)$ so by Proposition 17, $\\partial \\| x \\|_{1} = \\sum_{j} \\partial g_{j}(x)$ . When $x$ has $x_{j} \\neq 0$ , $g_{j}$ is differentiable at $x$ so by Proposition 16 $\\partial g_{j}(x) = \\{\\text{sgn}(x_{j})e_{j}\\}$ where $e_{j}$ is the $j$ th unit vector. When $x_{j} = 0$ , if $v \\in \\partial g_{j}(x)$ we must have\n$$\ng _ {j} (y) \\geq g _ {j} (x) + v ^ {T} (y - x) \\quad \\text {for all} y \\in \\mathbb {R} ^ {d},\n$$\nSO\n$$\n\\left| y _ {j} \\right| \\geq v ^ {T} (y - x) \\quad \\text {   for   all   } y \\in \\mathbb {R} ^ {d}. \\tag {3.1.1}\n$$\nwe claim that the above holds iff. $v_{j} \\in [-1,1]$ and $v_{-j} = 0$ . For the ‘if’ direction, note that $v^{T}(y - x) = v_{j}y_{j} \\leq |y_{j}|$ . Conversely, set $y_{-j} = x_{-j} + v_{-j}$ and $y_{j} = 0$ in (3.1.1) to get $0 \\geq \\|v_{-j}\\|_{2}^{2}$ , so $v_{-j} = 0$ . Then take y with $y_{-j} = x_{-j}$ to get $|y_{j}| \\geq v_{j}y_{j}$ for all $y_{j} \\in R$ , so $|v_{j}| \\leq 1$ . Forming the set sum of the subdifferentials then gives the result.",
+      "path": "notes.pdf/Chapter 3 The Lasso and beyond/3.1 Some facts from optimisation theory and convex analysis/3.1.1 Subgradients",
+      "metadata": {
+        "length": 4013,
+        "summary": "The passage defines subgradients and subdifferentials for convex functions, states basic properties (differentiability, scaling, sum rules), and presents the KKT condition for optimality. It then computes the subdifferential of the ℓ1-norm, showing it consists of vectors with infinity-norm ≤1 and whose nonzero entries equal the sign of the corresponding coordinate.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Chapter 1 Kernel machines, Chapter 2, Chapter 3 The Lasso and beyond, Chapter 4 Graphical modelling and causal inference, Chapter 5 High-dimensional inference, Bibliography",
+        "tokens": [
+          "Definition",
+          "vector",
+          "mathbb",
+          "subgradient",
+          "convex",
+          "function",
+          "geq",
+          "quad",
+          "text",
+          "The",
+          "set",
+          "subgradients",
+          "called",
+          "subdifferential",
+          "denoted",
+          "partial",
+          "In",
+          "order",
+          "make",
+          "require",
+          "facts",
+          "Proposition",
+          "16",
+          "Let",
+          "suppose",
+          "differentiable",
+          "Then",
+          "nabla",
+          "17",
+          "alpha",
+          "easy",
+          "key",
+          "result",
+          "referred",
+          "statistical",
+          "literature",
+          "Karush",
+          "Kuhn",
+          "Tucker",
+          "KKT",
+          "conditions",
+          "simplified",
+          "version",
+          "18",
+          "arg",
+          "min",
+          "Proof",
+          "Leftrightarrow",
+          "compute",
+          "ell",
+          "norm",
+          "First",
+          "note",
+          "cdot",
+          "Indeed",
+          "triangle",
+          "inequality",
+          "tx",
+          "leq",
+          "We",
+          "introduce",
+          "notation",
+          "helpful",
+          "rest",
+          "For",
+          "ldots",
+          "subseteq",
+          "cdots",
+          "Similarly",
+          "columns",
+          "write",
+          "matrix",
+          "dots",
+          "Further",
+          "context",
+          "backslash",
+          "Additionally",
+          "subscripts",
+          "shorthand",
+          "jk",
+          "Note",
+          "column",
+          "component",
+          "extraction",
+          "operations",
+          "considered",
+          "place",
+          "Finally",
+          "define",
+          "operatorname",
+          "sgn",
+          "left",
+          "begin",
+          "array",
+          "end",
+          "19",
+          "neq",
+          "infty",
+          "mapsto",
+          "sum",
+          "When",
+          "unit",
+          "SO",
+          "tag",
+          "3.1",
+          "claim",
+          "holds",
+          "iff",
+          "direction",
+          "Conversely",
+          "Forming",
+          "subdifferentials"
+        ],
+        "keywords": [
+          "subgradient",
+          "subdifferential",
+          "ℓ1-norm"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "91574af7-541a-596d-a7fe-87641dc847f9",
+      "type": "text",
+      "content": "Consider an optimisation problem of the form\n$$\n\\text { minimise } f (x), \\text { subject   to } g (x) = 0 \\tag {3.1.2}\n$$\nwhere $g : R^{d} \\to R^{b}$ . Suppose the optimal value is $c^{*} \\in R$ . The Lagrangian for this problem is defined as\n$$\nL (x, \\theta) = f (x) + \\theta^ {T} g (x)\n$$\nwhere $\\theta \\in \\mathbb{R}^b$ . Note that\n$$\n\\inf _ {x \\in \\mathbb {R} ^ {d}} L (x, \\theta) \\leq \\inf _ {x \\in \\mathbb {R} ^ {d}: g (x) = 0} L (x, \\theta) = c ^ {*}\n$$\nfor all $\\theta$ . The Lagrangian method involves finding a $\\theta^{*}$ such that the minimising $x^{*}$ on the LHS satisfies $g(x^{*}) = 0$ . This $x^{*}$ must then be a minimiser in the original problem (3.1.2).",
+      "path": "notes.pdf/Chapter 3 The Lasso and beyond/3.1 Some facts from optimisation theory and convex analysis/3.1.2 The Lagrangian method",
+      "metadata": {
+        "length": 676,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Chapter 1 Kernel machines, Chapter 2, Chapter 3 The Lasso and beyond, Chapter 4 Graphical modelling and causal inference, Chapter 5 High-dimensional inference, Bibliography",
+        "tokens": [
+          "Consider",
+          "optimisation",
+          "problem",
+          "form",
+          "text",
+          "minimise",
+          "subject",
+          "tag",
+          "3.1",
+          "Suppose",
+          "optimal",
+          "The",
+          "Lagrangian",
+          "defined",
+          "theta",
+          "mathbb",
+          "Note",
+          "inf",
+          "leq",
+          "method",
+          "involves",
+          "finding",
+          "minimising",
+          "LHS",
+          "satisfies",
+          "This",
+          "minimiser",
+          "original"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "e20f442e-30ca-5ef8-8aa2-e9b9555ac756",
+      "type": "text",
+      "content": "Equipped with these tools from convex analysis, we can now fully characterise the solutions to the Lasso. We have that $\\hat{\\beta}_{\\lambda}^{L}$ is a Lasso solution if and only if $0 \\in \\partial Q_{\\lambda}(\\hat{\\beta}_{\\lambda}^{L})$ , which is equivalent to\n$$\n\\frac {1}{n} X ^ {T} (Y - X \\hat {\\beta} _ {\\lambda} ^ {\\mathrm{L}}) = \\lambda \\hat {\\nu},\n$$\nfor $\\hat{\\nu}$ with $\\| \\hat{\\nu}\\|_{\\infty}\\leq 1$ and writing $\\hat{S}_{\\lambda} = \\{k:\\hat{\\beta}_{\\lambda ,k}^{\\mathrm{L}}\\neq 0\\}$ , $\\hat{\\nu}_{\\hat{S}_{\\lambda}} = \\mathrm{sgn}(\\hat{\\beta}_{\\lambda ,\\hat{S}_{\\lambda}}^{\\mathrm{L}})$ . These are known as the KKT conditions for the Lasso.",
+      "path": "notes.pdf/Chapter 3 The Lasso and beyond/3.2 Lasso solutions",
+      "metadata": {
+        "length": 655,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Chapter 1 Kernel machines, Chapter 2, Chapter 3 The Lasso and beyond, Chapter 4 Graphical modelling and causal inference, Chapter 5 High-dimensional inference, Bibliography",
+        "tokens": [
+          "Equipped",
+          "tools",
+          "convex",
+          "analysis",
+          "fully",
+          "characterise",
+          "solutions",
+          "Lasso",
+          "We",
+          "hat",
+          "beta",
+          "lambda",
+          "solution",
+          "partial",
+          "equivalent",
+          "frac",
+          "mathrm",
+          "nu",
+          "infty",
+          "leq",
+          "writing",
+          "neq",
+          "sgn",
+          "These",
+          "KKT",
+          "conditions"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "dffcc427-9d64-5b64-bb61-609762d5d855",
+      "type": "text",
+      "content": "Consider now the “noiseless” version of the high-dimensional linear model (2.2.3), $Y = X\\beta^{0}$ . The case with noise can dealt with by similar arguments to those we will use below when we work on an event that $\\|X^{T}\\varepsilon\\|_{\\infty}/n$ is small (see example sheet).\nLet $S = \\{k : \\beta_k^0 \\neq 0\\}$ , $N = \\{1, \\ldots, p\\} \\setminus S$ and assume wlog that $S = \\{1, \\ldots, s\\}$ , and also that $\\text{rank}(X_S) = s$ .\nTheorem 20. Let $\\lambda > 0$ and define $\\Delta = X_N^T X_S(X_S^T X_S)^{-1} \\mathrm{sgn}(\\beta_S^0)$ . If $\\| \\Delta \\|_{\\infty} \\leq 1$ and for $k \\in S$ ,\n$$\n| \\beta_ {k} ^ {0} | > \\lambda | \\mathrm{sgn} (\\beta_ {S} ^ {0}) ^ {T} [ \\{\\frac {1}{n} X _ {S} ^ {T} X _ {S} \\} ^ {- 1} ] _ {k} |, (3. 3. 1)\n$$\nthen there exists a Lasso solution $\\hat{\\beta}_{\\lambda}^{\\mathrm{L}}$ with $\\mathrm{sgn}(\\hat{\\beta}_{\\lambda}^{\\mathrm{L}}) = \\mathrm{sgn}(\\beta^{0})$ . As a partial converse, if there exists a Lasso solution $\\hat{\\beta}_{\\lambda}^{\\mathrm{L}}$ with $\\mathrm{sgn}(\\hat{\\beta}_{\\lambda}^{\\mathrm{L}}) = \\mathrm{sgn}(\\beta^{0})$ , then $\\| \\Delta \\|_{\\infty} \\leq 1$ .\nRemark 1. We can interpret $\\|\\Delta\\|_{\\infty}$ as the maximum in absolute value over $k \\in N$ of the dot product of $\\operatorname{sgn}(\\beta_{S}^{0})$ and $(X_{S}^{T}X_{S})^{-1}X_{S}^{T}X_{k}$ , the coefficient vector obtained by regressing $X_{k}$ on $X_{S}$ . The condition $\\|\\Delta\\|_{\\infty} \\leq 1$ is known as the irrepresentable condition.\nProof. Fix $\\lambda > 0$ and write $\\hat{\\beta} = \\hat{\\beta}_{\\lambda}^{\\mathrm{L}}$ and $\\hat{S} = \\{k : \\hat{\\beta}_k \\neq 0\\}$ for convenience. The KKT conditions for the Lasso give\n$$\n\\frac {1}{n} X ^ {T} X (\\beta^ {0} - \\hat {\\beta}) = \\lambda \\hat {\\nu}\n$$\nwhere $\\| \\hat{\\nu}\\|_{\\infty}\\leq 1$ and $\\hat{\\nu}_{\\hat{S}} = \\mathrm{sgn}(\\hat{\\beta}_{\\hat{S}})$ . We can expand this into\n$$\n\\frac {1}{n} \\left( \\begin{array}{c c} X _ {S} ^ {T} X _ {S} & X _ {S} ^ {T} X _ {N} \\\\ X _ {N} ^ {T} X _ {S} & X _ {N} ^ {T} X _ {N} \\end{array} \\right) \\binom{\\beta_ {S} ^ {0} - \\hat {\\beta} _ {S}}{- \\hat {\\beta} _ {N}} = \\lambda \\binom{\\hat {\\nu} _ {S}}{\\hat {\\nu} _ {N}}. \\tag {3.3.2}\n$$\nWe prove the converse first. If $\\operatorname{sgn}(\\hat{\\beta}) = \\operatorname{sgn}(\\beta^{0})$ then $\\hat{\\nu}_{S} = \\operatorname{sgn}(\\beta_{S}^{0})$ and $\\hat{\\beta}_{N} = 0$ . The top block of (3.3.2) gives\n$$\n\\beta_ {S} ^ {0} - \\hat {\\beta} _ {S} = \\lambda (\\frac {1}{n} X _ {S} ^ {T} X _ {S}) ^ {- 1} \\mathrm{sgn} (\\beta_ {S} ^ {0}).\n$$\nSubstituting this into the bottom block, we get\n$$\n\\lambda \\frac {1}{n} X _ {N} ^ {T} X _ {S} (\\frac {1}{n} X _ {S} ^ {T} X _ {S}) ^ {- 1} \\mathrm{sgn} (\\beta_ {S} ^ {0}) = \\lambda \\hat {\\nu} _ {N}.\n$$\nThus as $\\| \\hat{\\nu}_N\\|_{\\infty}\\leq 1$ , we have $\\| \\Delta \\|_{\\infty}\\leq 1$ .\nFor the positive statement, we need to find a $\\hat{\\beta}$ and $\\hat{\\nu}$ such that $\\mathrm{sgn}(\\hat{\\beta}_S) = \\mathrm{sgn}(\\beta_S^0)$ and $\\hat{\\beta}_N = 0$ , for which the KKT conditions hold. We claim that taking\n$$\n(\\hat {\\beta} _ {S}, \\hat {\\beta} _ {N}) = (\\beta_ {S} ^ {0} - \\lambda (\\frac {1}{n} X _ {S} ^ {T} X _ {S}) ^ {- 1} \\mathrm{sgn} (\\beta_ {S} ^ {0}), 0)\n$$\n$$\n(\\hat {\\nu} _ {S}, \\hat {\\nu} _ {N}) = (\\mathrm{sgn} (\\beta_ {S} ^ {0}), \\Delta)\n$$\nsatisfies (3.3.2). We only need to check that $\\operatorname{sgn}(\\beta_{S}^{0}) = \\operatorname{sgn}(\\hat{\\beta}_{S})$ , but this follows from (3.3.1). ☐",
+      "path": "notes.pdf/Chapter 3 The Lasso and beyond/3.3 Variable selection",
+      "metadata": {
+        "length": 3407,
+        "summary": "Theorem 20 provides conditions for Lasso to recover the true sign pattern in a noiseless high-dimensional linear model. The irrepresentable condition requires that the maximum absolute dot product between the sign vector and regression coefficients of inactive variables on active ones is at most 1. Additionally, the true coefficients must exceed a threshold involving the inverse Gram matrix. Under these conditions, a Lasso solution exists with the correct sign pattern. The converse also holds: if a Lasso solution recovers the true signs, the irrepresentable condition must be satisfied.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Chapter 1 Kernel machines, Chapter 2, Chapter 3 The Lasso and beyond, Chapter 4 Graphical modelling and causal inference, Chapter 5 High-dimensional inference, Bibliography",
+        "tokens": [
+          "Consider",
+          "noiseless",
+          "version",
+          "high",
+          "dimensional",
+          "linear",
+          "model",
+          "2.2",
+          "beta",
+          "The",
+          "case",
+          "noise",
+          "dealt",
+          "similar",
+          "arguments",
+          "work",
+          "event",
+          "varepsilon",
+          "infty",
+          "small",
+          "sheet",
+          "Let",
+          "neq",
+          "ldots",
+          "setminus",
+          "assume",
+          "wlog",
+          "text",
+          "rank",
+          "Theorem",
+          "20",
+          "lambda",
+          "define",
+          "Delta",
+          "mathrm",
+          "sgn",
+          "If",
+          "leq",
+          "frac",
+          "exists",
+          "Lasso",
+          "solution",
+          "hat",
+          "As",
+          "partial",
+          "converse",
+          "Remark",
+          "We",
+          "interpret",
+          "maximum",
+          "absolute",
+          "dot",
+          "product",
+          "operatorname",
+          "coefficient",
+          "vector",
+          "obtained",
+          "regressing",
+          "condition",
+          "irrepresentable",
+          "Proof",
+          "Fix",
+          "write",
+          "convenience",
+          "KKT",
+          "conditions",
+          "give",
+          "nu",
+          "expand",
+          "left",
+          "begin",
+          "array",
+          "end",
+          "binom",
+          "tag",
+          "3.3",
+          "prove",
+          "top",
+          "block",
+          "Substituting",
+          "bottom",
+          "Thus",
+          "For",
+          "positive",
+          "statement",
+          "find",
+          "hold",
+          "claim",
+          "taking",
+          "satisfies",
+          "check"
+        ],
+        "keywords": [
+          "Lasso",
+          "irrepresentable condition",
+          "sign consistency"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "65d174e0-7900-5de6-9ed3-2aff6bb27166",
+      "type": "image",
+      "content": "\nFrom this we get ## 3.5 The compatibility condition0\n[images/image-4-From this .jpg]\n",
+      "path": "images/image-4-From this .jpg",
+      "metadata": {
+        "length": 86,
+        "summary": "image-4\nFrom this we get ## 3.5 The compatibility condition0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Chapter 1 Kernel machines, Chapter 2, Chapter 3 The Lasso and beyond, Chapter 4 Graphical modelling and causal inference, Chapter 5 High-dimensional inference, Bibliography",
+        "file_path": "images/image-4-From this .jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "9026bf27-6510-5888-baa9-58575bd31b43",
+      "type": "text",
+      "content": "Consider again the model $Y = X\\beta^{0} + \\varepsilon - \\bar{\\varepsilon}1$ where the components of $\\varepsilon$ are independent mean-zero sub-Gaussian random variables with common parameter $\\sigma$ . Let S, s and N be defined as in the previous section. As we have noted before, in an artificial situation where S is known, we could apply OLS on $X_{S}$ and have an MSPE of $\\sigma^{2}s/n$ . Under a so-called compatibility condition on the design matrix, we can obtain a similar MSPE for the Lasso.\nDefinition 5. Given a matrix of predictors $X \\in R^{n \\times p}$ and support set S, define\n$$\n\\phi^ {2} = \\inf _ {\\beta \\in \\mathbb {R} ^ {p}: \\beta_ {S} \\neq 0, \\| \\beta_ {N} \\| _ {1} \\leq 3 \\| \\beta_ {S} \\| _ {1}} \\frac {\\frac {1}{n} \\| X \\beta \\| _ {2} ^ {2}}{\\frac {1}{s} \\| \\beta_ {S} \\| _ {1} ^ {2}},\n$$\nwhere $s = |S|$ and we take $\\phi \\geq 0$ . The compatibility condition is that $\\phi^{2} > 0$ .\nNote that if $X^{T}X/n$ has minimum eigenvalue $c_{\\min} > 0$ (so necessarily $p \\leq n$ ), then $\\phi^{2} > c_{\\min}$ . Indeed by the Cauchy–Schwarz inequality,\n$$\n\\| \\beta_ {S} \\| _ {1} = \\mathrm{sgn} (\\beta_ {S}) ^ {T} \\beta_ {S} \\leq \\sqrt {s} \\| \\beta_ {S} \\| _ {2} \\leq \\sqrt {s} \\| \\beta \\| _ {2}.\n$$\nThus\n$$\n\\phi^ {2} \\geq \\inf _ {\\beta \\neq 0} \\frac {\\frac {1}{n} \\| X \\beta \\| _ {2} ^ {2}}{\\| \\beta \\| _ {2} ^ {2}} = c _ {\\mathrm{min}}.\n$$\nAlthough in the high-dimensional setting we would have $c_{min} = 0$ , the fact that the infimum in the definition of $\\phi^{2}$ is over a restricted set of $\\beta$ can still allow $\\phi^{2}$ to be positive even in this case, as we discuss after the presentation of the theorem.\nTheorem 21. Suppose the compatibility condition holds and let $\\hat{\\beta}$ be the Lasso solution with $\\lambda = A\\sigma \\sqrt{\\log(p) / n}$ for $A > 0$ . Then with probability at least $1 - 2p^{-(A^2 /8 - 1)}$ , we have\n$$\n\\frac {1}{n} \\| X (\\beta^ {0} - \\hat {\\beta}) \\| _ {2} ^ {2} + \\lambda \\| \\hat {\\beta} - \\beta^ {0} \\| _ {1} \\leq \\frac {1 6 \\lambda^ {2} s}{\\phi^ {2}} = \\frac {1 6 A ^ {2} \\log (p)}{\\phi^ {2}} \\frac {\\sigma^ {2} s}{n}.\n$$\nProof. As in Theorem 11 we start with the “basic inequality”:\n$$\n\\frac {1}{2 n} \\| X (\\hat {\\beta} - \\beta^ {0}) \\| _ {2} ^ {2} + \\lambda \\| \\hat {\\beta} \\| _ {1} \\leq \\frac {1}{n} \\varepsilon^ {T} X (\\hat {\\beta} - \\beta^ {0}) + \\lambda \\| \\beta^ {0} \\| _ {1}.\n$$\nWe work on the event $\\Omega = \\{2\\| X^T\\varepsilon \\|_{\\infty} / n\\leq \\lambda \\}$ where after applying Hölder's inequality, we get\n$$\n\\frac {1}{n} \\| X (\\hat {\\beta} - \\beta^ {0}) \\| _ {2} ^ {2} + 2 \\lambda \\| \\hat {\\beta} \\| _ {1} \\leq \\lambda \\| \\hat {\\beta} - \\beta^ {0} \\| _ {1} + 2 \\lambda \\| \\beta^ {0} \\| _ {1}. \\tag {3.4.1}\n$$\nLemma 15 shows that $\\mathbb{P}(\\Omega) \\geq 1 - 2p^{-(A^2/8-1)}$ .\nTo motivate the rest of the proof, consider the following idea. We know\n$$\n\\frac {1}{n} \\| X (\\hat {\\beta} - \\beta^ {0}) \\| _ {2} ^ {2} \\leq 3 \\lambda \\| \\hat {\\beta} - \\beta^ {0} \\| _ {1}.\n$$\nIf we could get\n$$\n3 \\lambda \\| \\hat {\\beta} - \\beta^ {0} \\| _ {1} \\leq \\frac {c \\lambda}{\\sqrt {n}} \\| X (\\hat {\\beta} - \\beta^ {0}) \\| _ {2}\n$$\nfor some constant $c > 0$ , then we would have that $\\| X(\\hat{\\beta} - \\beta^0)\\| _2^2 /n\\leq c^2\\lambda^2$ and also $3\\lambda \\| \\beta^0 -\\hat{\\beta}\\| _1\\leq c^2\\lambda^2$ .\nReturning to the actual proof, write $a = \\| X(\\hat{\\beta} - \\beta^0)\\| _2^2 /(n\\lambda)$ . Then from (3.4.1) we can derive the following string of inequalities:\n$$\na + 2 (\\| \\hat {\\beta} _ {N} \\| _ {1} + \\| \\hat {\\beta} _ {S} \\| _ {1}) \\leq \\| \\hat {\\beta} _ {S} - \\beta_ {S} ^ {0} \\| _ {1} + \\| \\hat {\\beta} _ {N} \\| _ {1} + 2 \\| \\beta_ {S} ^ {0} \\| _ {1}\n$$\n$$\na + \\| \\hat {\\beta} _ {N} \\| _ {1} \\leq \\| \\hat {\\beta} _ {S} - \\beta_ {S} ^ {0} \\| _ {1} + 2 \\| \\beta_ {S} ^ {0} \\| _ {1} - 2 \\| \\hat {\\beta} _ {S} \\| _ {1}\n$$\n$$\na + \\| \\hat {\\beta} _ {N} - \\beta_ {N} ^ {0} \\| _ {1} \\leq 3 \\| \\beta_ {S} ^ {0} - \\hat {\\beta} _ {S} \\| _ {1}\n$$\n$$\na + \\| \\hat {\\beta} - \\beta^ {0} \\| _ {1} \\leq 4 \\| \\beta_ {S} ^ {0} - \\hat {\\beta} _ {S} \\| _ {1},\n$$\nthe final inequality coming from adding $\\| \\beta_S^0 -\\hat{\\beta}_S\\| _1$ to both sides.\nNow using the compatibility condition with $\\beta = \\hat{\\beta} -\\beta^0$ we have\n$$\n\\frac {1}{n} \\| X (\\hat {\\beta} - \\beta^ {0}) \\| _ {2} ^ {2} + \\lambda \\| \\beta^ {0} - \\hat {\\beta} \\| _ {1} \\leq 4 \\lambda \\| \\beta_ {S} ^ {0} - \\hat {\\beta} _ {S} \\| _ {1}\n$$\n$$\n\\leq \\frac {4 \\lambda}{\\phi} \\sqrt {\\frac {s}{n}} \\| X (\\hat {\\beta} - \\beta^ {0}) \\| _ {2}. \\tag {3.4.2}\n$$\nFrom this we get\n$$\n\\frac {1}{\\sqrt {n}} \\| X (\\hat {\\beta} - \\beta^ {0}) \\| _ {2} \\leq \\frac {4 \\lambda \\sqrt {s}}{\\phi},\n$$\nand substituting this into the RHS of (3.4.2) gives the result.\n\nFrom this we get ## 3.5 The compatibility condition0\n[images/image-4-From this .jpg]",
+      "path": "notes.pdf/Chapter 3 The Lasso and beyond/3.4 Prediction and estimation",
+      "metadata": {
+        "length": 4762,
+        "summary": "The text discusses the compatibility condition for the Lasso estimator in high-dimensional linear regression. It defines the compatibility constant φ², which measures the restricted eigenvalue of the design matrix. Under this condition, the Lasso with tuning parameter λ = Aσ√(log(p)/n) achieves an MSPE bound of O(σ²s log(p)/(n φ²)) with high probability. The proof uses the basic inequality, Hölder's inequality, and the compatibility condition to derive the oracle-like bound.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Chapter 1 Kernel machines, Chapter 2, Chapter 3 The Lasso and beyond, Chapter 4 Graphical modelling and causal inference, Chapter 5 High-dimensional inference, Bibliography",
+        "tokens": [
+          "Consider",
+          "model",
+          "beta",
+          "varepsilon",
+          "bar",
+          "components",
+          "independent",
+          "Gaussian",
+          "random",
+          "variables",
+          "common",
+          "parameter",
+          "sigma",
+          "Let",
+          "defined",
+          "previous",
+          "section",
+          "As",
+          "noted",
+          "artificial",
+          "situation",
+          "apply",
+          "OLS",
+          "MSPE",
+          "Under",
+          "called",
+          "compatibility",
+          "condition",
+          "design",
+          "matrix",
+          "obtain",
+          "similar",
+          "Lasso",
+          "Definition",
+          "Given",
+          "predictors",
+          "times",
+          "support",
+          "set",
+          "define",
+          "phi",
+          "inf",
+          "mathbb",
+          "neq",
+          "leq",
+          "frac",
+          "geq",
+          "The",
+          "Note",
+          "minimum",
+          "eigenvalue",
+          "min",
+          "necessarily",
+          "Indeed",
+          "Cauchy",
+          "Schwarz",
+          "inequality",
+          "mathrm",
+          "sgn",
+          "sqrt",
+          "Thus",
+          "Although",
+          "high",
+          "dimensional",
+          "setting",
+          "fact",
+          "infimum",
+          "definition",
+          "restricted",
+          "positive",
+          "case",
+          "discuss",
+          "presentation",
+          "theorem",
+          "Theorem",
+          "21",
+          "Suppose",
+          "holds",
+          "hat",
+          "solution",
+          "lambda",
+          "log",
+          "Then",
+          "probability",
+          "2p",
+          "Proof",
+          "11",
+          "start",
+          "basic",
+          "We",
+          "work",
+          "event",
+          "Omega",
+          "infty",
+          "applying",
+          "lder",
+          "tag",
+          "3.4",
+          "Lemma",
+          "15",
+          "shows",
+          "To",
+          "motivate",
+          "rest",
+          "proof",
+          "idea",
+          "If",
+          "constant",
+          "Returning",
+          "actual",
+          "write",
+          "derive",
+          "string",
+          "inequalities",
+          "final",
+          "coming",
+          "adding",
+          "sides",
+          "Now",
+          "From",
+          "substituting",
+          "RHS",
+          "result",
+          "3.5",
+          "condition0"
+        ],
+        "keywords": [
+          "Lasso",
+          "MSPE",
+          "compatibility"
+        ],
+        "connect_to": [
+          {
+            "target": "65d174e0-7900-5de6-9ed3-2aff6bb27166",
+            "relation": "embeds",
+            "ref": "[images/image-4-From this .jpg]",
+            "position": {
+              "start": 4731,
+              "end": 4762
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "e9a6ccec-c4f6-5db0-bc9f-c70b6f59c75b",
+      "type": "image",
+      "content": "\n$$ We would like to apply the result above with $\\check{\\Sigma} = \\Sigma^{0}$ , and use to argue that if $\\Sigma^{0}$ satisfies the compatibility condition, then so will $\\hat{\\Sigma}$ with high probability. In order to do this, we need to argue that the event that $\\max_{jk} |\\hat{\\Sigma}_{jk} - \\Sigma_{jk}^{0}|$ is small occurs with high probability. We can obtain such a result with the aid of concentration inequalities.0\n[images/image-5-$$ We woul.jpg]\n",
+      "path": "images/image-5-$$ We woul.jpg",
+      "metadata": {
+        "length": 461,
+        "summary": "image-5\n$$ We would like to apply the result above with $\\check{\\Sigma} = \\Sigma^{0}$ , and use to argue that if $\\Sigma^{0}$ satisfies the compatibility condition, then so will $\\hat{\\Sigma}$ with high probability. In order to do this, we need to argue that the event that $\\max_{jk} |\\hat{\\Sigma}_{jk} - \\Sigma_{jk}^{0}|$ is small occurs with high probability. We can obtain such a result with the aid of concentration inequalities.0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Chapter 1 Kernel machines, Chapter 2, Chapter 3 The Lasso and beyond, Chapter 4 Graphical modelling and causal inference, Chapter 5 High-dimensional inference, Bibliography",
+        "file_path": "images/image-5-$$ We woul.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "5d683ec4-e2ca-56d3-a1ab-b83f8db32b24",
+      "type": "text",
+      "content": "How strong is the compatibility condition? In order to answer this question, we shall think of X as random and try to understand what conditions on the population covariance matrix $\\Sigma^{0} := \\mathbb{E}(X^{T}X/n)$ imply that X satisfies a compatibility condition with high probability. To this end let us define\n$$\n\\phi_ {\\Sigma} ^ {2} (S) = \\inf _ {\\beta : \\| \\beta_ {S} \\| _ {1} \\neq 0, \\| \\beta_ {N} \\| _ {1} \\leq 3 \\| \\beta_ {S} \\| _ {1}} \\frac {\\beta^ {T} \\Sigma \\beta}{\\| \\beta_ {S} \\| _ {1} ^ {2} / | S |}\n$$\nwhere $\\Sigma \\in \\mathbb{R}^{p\\times p}$ . Note then our $\\phi^2 = \\phi_{\\hat{\\Sigma}}^2 (S)$ where $\\hat{\\Sigma} := X^T X / n$ and $S$ is the support set of $\\beta^0$ . The following result shows that if $\\hat{\\Sigma}$ is close to a matrix $\\check{\\Sigma}$ for which $\\phi_{\\tilde{\\Sigma}}^2 (S) > 0$ , then also $\\phi_{\\hat{\\Sigma}}^2 (S) > 0$ .\nLemma 22. Suppose $\\phi_{\\tilde{\\Sigma}}^{2}(S) > 0$ and $\\max_{jk}|\\hat{\\Sigma}_{jk} - \\check{\\Sigma}_{jk}|\\leq \\phi_{\\tilde{\\Sigma}}^{2}(S) / (32|S|)$ . Then $\\phi_{\\hat{\\Sigma}}^{2}(S)\\geq \\phi_{\\tilde{\\Sigma}}^{2}(S) / 2$ .\nProof. In the following we suppress dependence on $S$ . Let $s = |S|$ and let $t = \\phi_{\\Sigma}^2 / (32s)$ . We have\n$$\n| \\beta^ {T} (\\check {\\Sigma} - \\hat {\\Sigma}) \\beta | \\leq \\| \\beta \\| _ {1} \\| (\\check {\\Sigma} - \\hat {\\Sigma}) \\beta \\| _ {\\infty} (\\text { Hölder })\n$$\n$$\n\\leq t \\| \\beta \\| _ {1} ^ {2} (\\text { Hölder   again }).\n$$\nIf $\\| \\beta_N\\| _1\\leq 3\\| \\beta_S\\| _1$ then\n$$\n\\| \\beta \\| _ {1} = \\| \\beta_ {N} \\| _ {1} + \\| \\beta_ {S} \\| _ {1} \\leq 4 \\| \\beta_ {S} \\| _ {1} \\leq 4 \\frac {\\sqrt {\\beta^ {T} \\check {\\Sigma} \\beta}}{\\phi_ {\\check {\\Sigma}} / \\sqrt {s}}.\n$$\nThus if $\\| \\beta_N\\| _1\\leq 3\\| \\beta_S\\| _1$\n$$\n\\beta^ {T} \\check {\\Sigma} \\beta - \\frac {\\phi_ {\\check {\\Sigma}} ^ {2}}{3 2 s} \\frac {1 6 \\beta^ {T} \\check {\\Sigma} \\beta}{\\phi_ {\\check {\\Sigma}} ^ {2} / s} = \\frac {1}{2} \\beta^ {T} \\check {\\Sigma} \\beta \\leq \\beta^ {T} \\hat {\\Sigma} \\beta .\n$$\n\n$$ We would like to apply the result above with $\\check{\\Sigma} = \\Sigma^{0}$ , and use to argue that if $\\Sigma^{0}$ satisfies the compatibility condition, then so will $\\hat{\\Sigma}$ with high probability. In order to do this, we need to argue that the event that $\\max_{jk} |\\hat{\\Sigma}_{jk} - \\Sigma_{jk}^{0}|$ is small occurs with high probability. We can obtain such a result with the aid of concentration inequalities.0\n[images/image-5-$$ We woul.jpg]\n\nWe would like to apply the result above with $\\check{\\Sigma} = \\Sigma^{0}$ , and use to argue that if $\\Sigma^{0}$ satisfies the compatibility condition, then so will $\\hat{\\Sigma}$ with high probability. In order to do this, we need to argue that the event that $\\max_{jk} |\\hat{\\Sigma}_{jk} - \\Sigma_{jk}^{0}|$ is small occurs with high probability. We can obtain such a result with the aid of concentration inequalities.",
+      "path": "notes.pdf/Chapter 3 The Lasso and beyond/3.5 The compatibility condition",
+      "metadata": {
+        "length": 2869,
+        "summary": "The passage discusses the compatibility condition for a covariance matrix in high-dimensional statistics. It defines a quantity φ²(S) that measures compatibility, and presents Lemma 22 showing that if an estimated covariance matrix Σ̂ is close to a matrix Σ̃ with positive φ²(S), then Σ̂ also has positive φ²(S). The proof uses Hölder's inequality and bounds on the difference between matrices. The goal is to apply this with Σ̃ = Σ⁰ (population covariance) and use concentration inequalities to show that Σ̂ satisfies the compatibility condition with high probability when Σ⁰ does.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Chapter 1 Kernel machines, Chapter 2, Chapter 3 The Lasso and beyond, Chapter 4 Graphical modelling and causal inference, Chapter 5 High-dimensional inference, Bibliography",
+        "tokens": [
+          "How",
+          "strong",
+          "compatibility",
+          "condition",
+          "In",
+          "order",
+          "answer",
+          "question",
+          "random",
+          "understand",
+          "conditions",
+          "population",
+          "covariance",
+          "matrix",
+          "Sigma",
+          "mathbb",
+          "imply",
+          "satisfies",
+          "high",
+          "probability",
+          "To",
+          "end",
+          "define",
+          "phi",
+          "inf",
+          "beta",
+          "neq",
+          "leq",
+          "frac",
+          "times",
+          "Note",
+          "hat",
+          "support",
+          "set",
+          "The",
+          "result",
+          "shows",
+          "close",
+          "check",
+          "tilde",
+          "Lemma",
+          "22",
+          "Suppose",
+          "max",
+          "jk",
+          "32",
+          "Then",
+          "geq",
+          "Proof",
+          "suppress",
+          "dependence",
+          "Let",
+          "32s",
+          "We",
+          "infty",
+          "text",
+          "lder",
+          "If",
+          "sqrt",
+          "Thus",
+          "apply",
+          "argue",
+          "event",
+          "small",
+          "occurs",
+          "obtain",
+          "aid",
+          "concentration",
+          "inequalities.0",
+          "inequalities"
+        ],
+        "keywords": [
+          "compatibility condition",
+          "covariance matrix",
+          "concentration inequalities"
+        ],
+        "connect_to": [
+          {
+            "target": "e9a6ccec-c4f6-5db0-bc9f-c70b6f59c75b",
+            "relation": "embeds",
+            "ref": "[images/image-5-$$ We woul.jpg]",
+            "position": {
+              "start": 2413,
+              "end": 2444
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "b7b2c630-d897-52e0-9d61-11c77c774ab6",
+      "type": "text",
+      "content": "When trying to understand the concentration properties of $\\hat{\\Sigma}_{jk}$ , it will be helpful to have a tail bound for a product of sub-Gaussian random variables. Bernstein's inequality, which applies to random variables satisfying the condition below, is helpful in this regard.\nDefinition 6 (Bernstein's condition). We say that the random variable $W$ with $\\mathbb{E}W = \\mu$ satisfies Bernstein's condition with parameter $(\\sigma, b)$ where $\\sigma, b > 0$ if\n$$\n\\mathbb {E} (| W - \\mu | ^ {k}) \\leq \\frac {1}{2} k! \\sigma^ {2} b ^ {k - 2} \\quad \\text { for } k = 2, 3, \\ldots .\n$$\nProposition 23 (Bernstein's inequality). Let $W_{1}, W_{2}, \\ldots$ be independent random variables with $\\mathbb{E}(W_{i}) = \\mu$ . Suppose each $W_{i}$ satisfies Bernstein's condition with parameter $(\\sigma, b)$ . Then\n$$\n\\mathbb {E} \\big (e ^ {\\alpha (W _ {i} - \\mu)} \\big) \\leq \\exp \\left(\\frac {\\alpha^ {2} \\sigma^ {2} / 2}{1 - b | \\alpha |}\\right) \\quad f o r a l l | \\alpha | <   1 / b\n$$\n$$\n\\mathbb {P} \\bigg (\\frac {1}{n} \\sum_ {i = 1} ^ {n} W _ {i} - \\mu \\geq t \\bigg) \\leq \\exp \\bigg (- \\frac {n t ^ {2}}{2 (\\sigma^ {2} + b t)} \\bigg) \\qquad f o r a l l t \\geq 0.\n$$\nProof. Fix $i$ and let $W = W_{i}$ . We have\n$$\n\\mathbb {E} \\left(e ^ {\\alpha (W - \\mu)}\\right) = 1 + \\alpha \\mathbb {E} (W - \\mu) + \\sum_ {k = 2} ^ {\\infty} \\alpha^ {k} \\frac {\\mathbb {E} \\left\\{\\left(W - \\mu\\right) ^ {k} \\right\\}}{k !}\n$$\n$$\n\\leq 1 + \\frac {\\sigma^ {2} \\alpha^ {2}}{2} \\sum_ {k = 2} ^ {\\infty} | \\alpha | ^ {k - 2} b ^ {k - 2}\n$$\n$$\n= 1 + \\frac {\\sigma^ {2} \\alpha^ {2}}{2} \\frac {1}{1 - | \\alpha | b} \\leq \\exp \\left(\\frac {\\alpha^ {2} \\sigma^ {2} / 2}{1 - b | \\alpha |}\\right),\n$$\nprovided $|\\alpha| < 1/b$ and using the inequality $e^{u} \\geq 1 + u$ in the final line. For the probability bound, first note that\n$$\n\\mathbb {E} \\exp \\left(\\sum_ {i = 1} ^ {n} \\alpha (W _ {i} - \\mu) / n\\right) = \\prod_ {i = 1} ^ {n} \\mathbb {E} \\exp \\{\\alpha (W _ {i} - \\mu) / n \\}\n$$\n$$\n\\leq \\exp \\left(n \\frac {(\\alpha / n) ^ {2} \\sigma^ {2} / 2}{1 - b | \\alpha / n |}\\right)\n$$\nfor $|\\alpha| / n < 1 / b$ . Then we use the Chernoff method and set $\\alpha / n = t / (bt + \\sigma^2) \\in [0, 1 / b)$ .\nLemma 24. Let W, Z be mean-zero and sub-Gaussian with parameters $\\sigma_{W}$ and $\\sigma_{Z}$ respectively. Then the product WZ satisfies Bernstein's condition with parameter $(8\\sigma_{W}\\sigma_{Z}, 4\\sigma_{W}\\sigma_{Z})$ .\nProof. In order to use Bernstein's inequality (Proposition 23) we first obtain bounds on the moments of $W$ and $Z$ . Note that $W^{2k} = \\int_0^\\infty \\mathbb{1}_{\\{x < W^{2k}\\}} dx$ . Thus by Fubini's theorem\n$$\n\\begin{array}{l} \\mathbb {E} (W ^ {2 k}) = \\int_ {0} ^ {\\infty} \\mathbb {P} (W ^ {2 k} > x) d x \\\\ = 2 k \\int_ {0} ^ {\\infty} t ^ {2 k - 1} \\mathbb {P} (| W | > t) d t \\quad \\text {   substituting   } t ^ {2 k} = x \\\\ \\leq 4 k \\int_ {0} ^ {\\infty} t ^ {2 k - 1} \\exp \\{- t ^ {2} / (2 \\sigma_ {W} ^ {2}) \\} d t \\qquad \\text { by Proposition 12 } \\\\ = 4 k \\sigma_ {W} ^ {2} \\int_ {0} ^ {\\infty} (2 \\sigma_ {W} ^ {2} x) ^ {k - 1} e ^ {- x} d x \\qquad \\text {substituting} t ^ {2} / (2 \\sigma_ {W} ^ {2}) = x \\\\ = 2 ^ {k + 1} \\sigma_ {W} ^ {2 k} k!. \\\\ \\end{array}\n$$\nNext note that for any random variable Y,\n$$\n\\begin{array}{l} \\left| \\mathbb {E} (Y - \\mathbb {E} Y) ^ {k} \\right| \\leq \\mathbb {E} | Y - \\mathbb {E} Y | ^ {k} \\\\ = 2 ^ {k} \\mathbb {E} | Y / 2 - \\mathbb {E} Y / 2 | ^ {k} \\\\ \\leq 2 ^ {k - 1} (\\mathbb {E} | Y | ^ {k} + | \\mathbb {E} Y | ^ {k}) \\quad \\text { by   Jensen's   inequality   applied   to } t \\mapsto | t | ^ {k}, \\\\ \\leq 2 ^ {k} \\mathbb {E} | Y | ^ {k}. \\\\ \\end{array}\n$$\nTherefore\n$$\n\\begin{array}{l} \\mathbb {E} (| W Z - \\mathbb {E} W Z | ^ {k}) \\leq 2 ^ {k} \\mathbb {E} | W Z | ^ {k} \\\\ \\leq 2 ^ {k} (\\mathbb {E} W ^ {2 k}) ^ {1 / 2} (\\mathbb {E} Z ^ {2 k}) ^ {1 / 2} \\quad \\text { by   Cauchy - Schwarz } \\\\ \\leq 2 ^ {k} 2 ^ {k + 1} \\sigma_ {W} ^ {k} \\sigma_ {Z} ^ {k} k! \\\\ = \\frac {k !}{2} (8 \\sigma_ {W} \\sigma_ {Z}) ^ {2} (4 \\sigma_ {W} \\sigma_ {Z}) ^ {k - 2}. \\\\ \\end{array}\n$$",
+      "path": "notes.pdf/Chapter 3 The Lasso and beyond/3.5 The compatibility condition/3.5.1 Concentration inequalities II",
+      "metadata": {
+        "length": 4029,
+        "summary": "The text introduces Bernstein's inequality for independent random variables satisfying Bernstein's condition with parameters (σ, b). It provides the moment condition, the moment generating function bound, and the tail probability bound. A lemma shows that the product of two mean-zero sub-Gaussian random variables satisfies Bernstein's condition with parameters (8σ_Wσ_Z, 4σ_Wσ_Z), enabling concentration results for such products.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Chapter 1 Kernel machines, Chapter 2, Chapter 3 The Lasso and beyond, Chapter 4 Graphical modelling and causal inference, Chapter 5 High-dimensional inference, Bibliography",
+        "tokens": [
+          "When",
+          "understand",
+          "concentration",
+          "properties",
+          "hat",
+          "Sigma",
+          "jk",
+          "helpful",
+          "tail",
+          "bound",
+          "product",
+          "Gaussian",
+          "random",
+          "variables",
+          "Bernstein",
+          "inequality",
+          "applies",
+          "satisfying",
+          "condition",
+          "regard",
+          "Definition",
+          "We",
+          "variable",
+          "mathbb",
+          "mu",
+          "satisfies",
+          "parameter",
+          "sigma",
+          "leq",
+          "frac",
+          "quad",
+          "text",
+          "ldots",
+          "Proposition",
+          "23",
+          "Let",
+          "independent",
+          "Suppose",
+          "Then",
+          "big",
+          "alpha",
+          "exp",
+          "left",
+          "bigg",
+          "sum",
+          "geq",
+          "qquad",
+          "Proof",
+          "Fix",
+          "infty",
+          "provided",
+          "final",
+          "line",
+          "For",
+          "probability",
+          "note",
+          "prod",
+          "Chernoff",
+          "method",
+          "set",
+          "bt",
+          "Lemma",
+          "24",
+          "parameters",
+          "WZ",
+          "In",
+          "order",
+          "obtain",
+          "bounds",
+          "moments",
+          "Note",
+          "2k",
+          "int",
+          "dx",
+          "Thus",
+          "Fubini",
+          "theorem",
+          "begin",
+          "array",
+          "substituting",
+          "12",
+          "end",
+          "Next",
+          "Jensen",
+          "applied",
+          "mapsto",
+          "Therefore",
+          "Cauchy",
+          "Schwarz"
+        ],
+        "keywords": [
+          "Bernstein's condition",
+          "sub-Gaussian",
+          "tail bound"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "fafe08cb-421d-5087-bb9c-8568798a007f",
+      "type": "text",
+      "content": "We may now apply this with $\\check{\\Sigma} = \\Sigma^{0}$ . To make the result more readily interpretable, we shall state it in an asymptotic framework. Imagine a sequence of design matrices with n and p growing, each with their own compatibility condition. We will however suppress the asymptotic regime in the notation.\nTheorem 25. Suppose the rows of X are i.i.d. and each entry of X is mean-zero sub-Gaussian with parameter v. Suppose $s\\sqrt{\\log(p)/n} \\to 0$ (and $s, p, n > 1$ ) as $n \\to \\infty$ . Let\n$$\n\\phi_ {\\hat {\\Sigma}, s} ^ {2} = \\min _ {S: | S | = s} \\phi_ {\\hat {\\Sigma}} ^ {2} (S)\n$$\n$$\n\\phi_ {\\Sigma^ {0}, s} ^ {2} = \\min _ {S: | S | = s} \\phi_ {\\Sigma^ {0}} ^ {2} (S),\n$$\nand suppose the latter is bounded away from 0. Then $\\mathbb{P}(\\phi_{\\hat{\\Sigma},s}^2\\geq \\phi_{\\Sigma^0,s}^2 /2)\\to 1$ as $n\\to \\infty$ .\nProof. In view of Lemma 22, we need only show that\n$$\n\\mathbb {P} (\\max _ {j k} | \\hat {\\Sigma} _ {j k} - \\Sigma_ {j k} ^ {0} | \\geq \\phi_ {\\Sigma^ {0}, s} ^ {2} / (3 2 s)) \\to 0.\n$$\nLet $t = \\phi_{\\Sigma^0,s}^2 / (32s)$ . By a union bound and then Lemma 24 we have\n$$\n\\begin{array}{l} \\mathbb {P} (\\max _ {j k} | \\hat {\\Sigma} _ {j k} - \\Sigma_ {j k} ^ {0} | \\geq \\phi_ {\\Sigma^ {0}, s} ^ {2} / (3 2 s)) <   p ^ {2} \\max _ {j k} \\mathbb {P} \\Big (\\Big | \\sum_ {i = 1} ^ {n} X _ {i j} X _ {i k} / n - \\Sigma_ {j k} ^ {0} \\Big | \\geq t \\Big) \\\\ \\leq 2 \\exp \\left(- \\frac {n t ^ {2}}{2 (6 4 v ^ {4} + 4 v ^ {2} t))} + 2 \\log (p)\\right) \\\\ \\leq c _ {1} \\exp (- c _ {2} n / s ^ {2} + c _ {3} \\log (p)) \\to 0. \\\\ \\end{array}\n$$\nCorollary 26. Suppose the rows of X are independent with distribution $N_{p}(0,\\Sigma^{0})$ . Suppose the diagonal entries of $\\Sigma^{0}$ are bounded above and the minimum eigenvalue of $\\Sigma^{0}$ , $c_{min}$ is bounded away from 0. Then $\\mathbb{P}(\\phi_{\\Sigma,s}^{2}\\geq c_{\\min}/2)\\to1$ provided $s\\sqrt{\\log(p)/n}\\to0$ .",
+      "path": "notes.pdf/Chapter 3 The Lasso and beyond/3.5 The compatibility condition/3.5.2 The compatibility condition and random design",
+      "metadata": {
+        "length": 1884,
+        "summary": "The text presents Theorem 25 and Corollary 26 on the compatibility condition for sparse estimation. Theorem 25 shows that under i.i.d. sub-Gaussian rows with certain growth conditions, the empirical compatibility constant is at least half the population version with probability tending to 1. Corollary 26 extends this to normal distributions with bounded eigenvalues. The proof uses concentration inequalities and union bounds.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Chapter 1 Kernel machines, Chapter 2, Chapter 3 The Lasso and beyond, Chapter 4 Graphical modelling and causal inference, Chapter 5 High-dimensional inference, Bibliography",
+        "tokens": [
+          "We",
+          "apply",
+          "check",
+          "Sigma",
+          "To",
+          "make",
+          "result",
+          "readily",
+          "interpretable",
+          "state",
+          "asymptotic",
+          "framework",
+          "Imagine",
+          "sequence",
+          "design",
+          "matrices",
+          "growing",
+          "compatibility",
+          "condition",
+          "suppress",
+          "regime",
+          "notation",
+          "Theorem",
+          "25",
+          "Suppose",
+          "rows",
+          "entry",
+          "Gaussian",
+          "parameter",
+          "sqrt",
+          "log",
+          "infty",
+          "Let",
+          "phi",
+          "hat",
+          "min",
+          "suppose",
+          "bounded",
+          "Then",
+          "mathbb",
+          "geq",
+          "Proof",
+          "In",
+          "view",
+          "Lemma",
+          "22",
+          "show",
+          "max",
+          "32s",
+          "By",
+          "union",
+          "bound",
+          "24",
+          "begin",
+          "array",
+          "Big",
+          "sum",
+          "leq",
+          "exp",
+          "left",
+          "frac",
+          "end",
+          "Corollary",
+          "26",
+          "independent",
+          "distribution",
+          "diagonal",
+          "entries",
+          "minimum",
+          "eigenvalue",
+          "to1",
+          "provided",
+          "to0"
+        ],
+        "keywords": [
+          "compatibility",
+          "sub-Gaussian",
+          "asymptotic"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "898aeb06-044b-5808-a09a-eb0a2ab79732",
+      "type": "text",
+      "content": "One of the most efficient ways of computing Lasso solutions is to use a optimisation technique called coordinate descent. This is a quite general way of minimising a function $f : R^{d} \\to R$ and works particularly well for functions of the form\n$$\nf (x) = g (x) + \\sum_ {j = 1} ^ {d} h _ {j} (x _ {j})\n$$\nwhere g is convex and differentiable and each $h_{j}: R \\to R$ is convex (and so continuous). We start with an initial guess of the minimiser $x^{(0)}$ (e.g. $x^{(0)} = 0$ ) and repeat for $m = 1, 2, \\ldots$ .\n$$\nx _ {1} ^ {(m)} = \\underset {x _ {1} \\in \\mathbb {R}} {\\arg \\min} f (x _ {1}, x _ {2} ^ {(m - 1)}, \\ldots , x _ {d} ^ {(m - 1)})\n$$\n$$\nx _ {2} ^ {(m)} = \\underset {x _ {2} \\in \\mathbb {R}} {\\arg \\min} f (x _ {1} ^ {(m)}, x _ {2}, x _ {3} ^ {(m - 1)}, \\ldots , x _ {d} ^ {(m - 1)})\n$$\n$$\n\\begin{array}{c} \\vdots \\\\ x _ {d} ^ {(m)} = \\underset {x _ {d} \\in \\mathbb {R}} {\\arg \\min} f (x _ {1} ^ {(m)}, x _ {2} ^ {(m)}, \\ldots , x _ {d - 1} ^ {(m)}, x _ {d}). \\end{array}\n$$\nTseng [2001] proves that provided $A_{0} = \\{x : f(x) \\leq f(x^{(0)})\\}$ is compact, then every converging subsequence of $x^{(m)}$ will converge to a minimiser of f.\nCorollary 27. Suppose $A^{0}$ is compact. Then\n(i) There exists a minimiser of $f$ , $x^{*}$ and $f(x^{(m)}) \\to f(x^{*})$ .\n(ii) If $x^{*}$ is the unique minimiser of $f$ then $x^{(m)} \\to x^{*}$ .\nProof. $f$ is a continuous function so it attains its infimum on the compact set $A_0$ . Suppose $f(x^{(m)}) \\nrightarrow f(x^*)$ . Then there exists $\\epsilon > 0$ and a subsequence $(x^{(m_j)})_{j=0}^{\\infty}$ such that $f(x^{(m_j)}) \\geq f(x^*) + \\epsilon$ for all $j$ . Note that since $f(x^{(m)}) \\leq f(x^{(m-1)})$ , we know that $x^{(m)} \\in A_0$ for all $m$ . Thus if $A_0$ is compact then any subsequence of $(x^{(m)})_{m=0}^{\\infty}$ has a further subsequence that converges by the Bolzano–Weierstrass theorem. Let $\\tilde{x}$ be the limit of the converging subsequence of $(x^{(m_j)})_{j=0}^{\\infty}$ . Then $f(\\tilde{x}) \\geq f(x^*) + \\epsilon$ , contradicting the result of Tseng [2001]. Thus (i) holds. The proof of (ii) is similar.\nWe often want to solve the Lasso on a grid of $\\lambda$ values $\\lambda_{0} > \\cdots > \\lambda_{L}$ (for the purposes of cross-validation for example). To do this, we can first solve for $\\lambda_{0}$ , and then solve at subsequent grid points by using the solution at the previous grid points as an initial guess (known as a warm start). An active set strategy can further speed up computation. This works as follows: For $l = 1, \\ldots, L$\n1. Initialise $A = \\{k : \\hat{\\beta}_{\\lambda_{l-1}, k}^{\\mathrm{L}} \\neq 0\\}$ .\n2. Perform coordinate descent only on coordinates in $A$ obtaining a solution $\\hat{\\beta}$ (all components $\\hat{\\beta}_k$ with $k \\notin A$ are set to zero).\n3. Let $V = \\{k : |X_{k}^{T}(Y - X\\hat{\\beta})|/n > \\lambda_{l}\\}$ , the set of coordinates which violate the KKT conditions when $\\hat{\\beta}$ is taken as a candidate solution.\n4. If $V$ is empty, we set $\\hat{\\beta}_{\\lambda_l}^{\\mathrm{L}} = \\hat{\\beta}$ . Else we update $A \\gets A \\cup V$ and return to 2.",
+      "path": "notes.pdf/Chapter 3 The Lasso and beyond/3.6 Computation",
+      "metadata": {
+        "length": 3098,
+        "summary": "The text describes coordinate descent as an efficient optimization technique for Lasso solutions, minimizing functions of the form f(x)=g(x)+Σh_j(x_j) where g is convex and differentiable and each h_j is convex. It iteratively updates each coordinate by minimizing f with respect to that coordinate while holding others fixed. Tseng [2001] proves convergence to a minimizer under compactness of the sublevel set. Corollary 27 states existence of a minimizer and convergence of function values, with uniqueness ensuring convergence of iterates. The text also discusses solving Lasso over a grid of λ values using warm starts and an active set strategy: initializing active set A with non-zero coefficients from previous λ, performing coordinate descent only on A, checking KKT violations, and expanding A if violations exist.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Chapter 1 Kernel machines, Chapter 2, Chapter 3 The Lasso and beyond, Chapter 4 Graphical modelling and causal inference, Chapter 5 High-dimensional inference, Bibliography",
+        "tokens": [
+          "One",
+          "efficient",
+          "ways",
+          "computing",
+          "Lasso",
+          "solutions",
+          "optimisation",
+          "technique",
+          "called",
+          "coordinate",
+          "descent",
+          "This",
+          "general",
+          "minimising",
+          "function",
+          "works",
+          "functions",
+          "form",
+          "sum",
+          "convex",
+          "differentiable",
+          "continuous",
+          "We",
+          "start",
+          "initial",
+          "guess",
+          "minimiser",
+          "repeat",
+          "ldots",
+          "underset",
+          "mathbb",
+          "arg",
+          "min",
+          "begin",
+          "array",
+          "vdots",
+          "end",
+          "Tseng",
+          "2001",
+          "proves",
+          "provided",
+          "leq",
+          "compact",
+          "converging",
+          "subsequence",
+          "converge",
+          "Corollary",
+          "27",
+          "Suppose",
+          "Then",
+          "There",
+          "exists",
+          "ii",
+          "If",
+          "unique",
+          "Proof",
+          "attains",
+          "infimum",
+          "set",
+          "nrightarrow",
+          "epsilon",
+          "infty",
+          "geq",
+          "Note",
+          "Thus",
+          "converges",
+          "Bolzano",
+          "Weierstrass",
+          "theorem",
+          "Let",
+          "tilde",
+          "limit",
+          "contradicting",
+          "result",
+          "holds",
+          "The",
+          "proof",
+          "similar",
+          "solve",
+          "grid",
+          "lambda",
+          "values",
+          "cdots",
+          "purposes",
+          "cross",
+          "validation",
+          "To",
+          "subsequent",
+          "points",
+          "solution",
+          "previous",
+          "warm",
+          "An",
+          "active",
+          "strategy",
+          "speed",
+          "computation",
+          "For",
+          "Initialise",
+          "hat",
+          "beta",
+          "mathrm",
+          "neq",
+          "Perform",
+          "coordinates",
+          "obtaining",
+          "components",
+          "notin",
+          "violate",
+          "KKT",
+          "conditions",
+          "candidate",
+          "empty",
+          "Else",
+          "update",
+          "cup",
+          "return"
+        ],
+        "keywords": [
+          "coordinate descent",
+          "Lasso",
+          "active set"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "ff30e85d-8864-5f93-a367-b51bc1d62134",
+      "type": "text",
+      "content": "We can add an $\\ell_{1}$ penalty to many other log-likelihoods, or more generally other loss functions besides the squared-error loss that arises from the normal linear model. For Lasso-penalised generalised linear models, such as logistic regression, similar theoretical results to those we have obtained are available and computations can proceed in a similar fashion to above.",
+      "path": "notes.pdf/Chapter 3 The Lasso and beyond/3.7 Extensions of the Lasso",
+      "metadata": {
+        "length": 379,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Chapter 1 Kernel machines, Chapter 2, Chapter 3 The Lasso and beyond, Chapter 4 Graphical modelling and causal inference, Chapter 5 High-dimensional inference, Bibliography",
+        "tokens": [
+          "We",
+          "add",
+          "ell",
+          "penalty",
+          "log",
+          "likelihoods",
+          "generally",
+          "loss",
+          "functions",
+          "squared",
+          "error",
+          "arises",
+          "normal",
+          "linear",
+          "model",
+          "For",
+          "Lasso",
+          "penalised",
+          "generalised",
+          "models",
+          "logistic",
+          "regression",
+          "similar",
+          "theoretical",
+          "results",
+          "obtained",
+          "computations",
+          "proceed",
+          "fashion"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "773ba558-4492-5ec8-b31a-662fd47e6be0",
+      "type": "text",
+      "content": "The Lasso penalty encourages the estimated coefficients to be shrunk towards 0 and sometimes exactly to 0. Other penalty functions can be constructed to encourage different types of sparsity.",
+      "path": "notes.pdf/Chapter 3 The Lasso and beyond/3.7 Extensions of the Lasso/3.7.1 Structural penalties",
+      "metadata": {
+        "length": 191,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Chapter 1 Kernel machines, Chapter 2, Chapter 3 The Lasso and beyond, Chapter 4 Graphical modelling and causal inference, Chapter 5 High-dimensional inference, Bibliography",
+        "tokens": [
+          "The",
+          "Lasso",
+          "penalty",
+          "encourages",
+          "estimated",
+          "coefficients",
+          "shrunk",
+          "Other",
+          "functions",
+          "constructed",
+          "encourage",
+          "types",
+          "sparsity"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "0d73e37d-6a74-5b36-b9a6-4f88da80967f",
+      "type": "text",
+      "content": "Suppose we have a partition $G_{1},\\ldots ,G_{q}$ of $\\{1,\\dots ,p\\}$ (so $\\cup_{k = 1}^{q}G_{k} = \\{1,\\dots ,p\\}$ , $G_{j}\\cap G_{k} = \\emptyset$ for $j\\neq k$ ). The group Lasso penalty [Yuan and Lin, 2006] is given by\n$$\n\\lambda \\sum_ {j = 1} ^ {q} m _ {j} \\| \\beta_ {G _ {j}} \\| _ {2}.\n$$\nThe multipliers $m_{j} > 0$ serve to balance cases where the groups are of very different sizes; typically we choose $m_{j} = \\sqrt{|G_{j}|}$ . This penalty encourages either an entire group G to have $\\hat{\\beta}_{G} = 0$ or $\\hat{\\beta}_{k} \\neq 0$ for all $k \\in G$ . Such a property is useful when groups occur through coding for categorical predictors or when expanding predictors using basis functions.",
+      "path": "notes.pdf/Chapter 3 The Lasso and beyond/3.7 Extensions of the Lasso/3.7.1 Structural penalties/Group Lasso",
+      "metadata": {
+        "length": 701,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Chapter 1 Kernel machines, Chapter 2, Chapter 3 The Lasso and beyond, Chapter 4 Graphical modelling and causal inference, Chapter 5 High-dimensional inference, Bibliography",
+        "tokens": [
+          "Suppose",
+          "partition",
+          "ldots",
+          "dots",
+          "cup",
+          "cap",
+          "emptyset",
+          "neq",
+          "The",
+          "group",
+          "Lasso",
+          "penalty",
+          "Yuan",
+          "Lin",
+          "2006",
+          "lambda",
+          "sum",
+          "beta",
+          "multipliers",
+          "serve",
+          "balance",
+          "cases",
+          "groups",
+          "sizes",
+          "typically",
+          "choose",
+          "sqrt",
+          "This",
+          "encourages",
+          "entire",
+          "hat",
+          "Such",
+          "property",
+          "occur",
+          "coding",
+          "categorical",
+          "predictors",
+          "expanding",
+          "basis",
+          "functions"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "0bd4f4a5-1f23-5278-9bc0-ca33517d626c",
+      "type": "text",
+      "content": "If there is a sense in which the coefficients are ordered, so $\\beta_{j}^{0}$ is expected to be close to $\\beta_{j+1}^{0}$ , a fused Lasso penalty [Tibshirani et al., 2005] may be appropriate. This takes the form\n$$\n\\lambda_ {1} \\sum_ {j = 1} ^ {p - 1} | \\beta_ {j} - \\beta_ {j + 1} | + \\lambda_ {2} \\| \\beta \\| _ {1},\n$$\nwhere the second term may be omitted depending on whether shrinkage towards 0 is desired. As an example, consider the simple setting where $Y_{i} = \\mu_{i}^{0} + \\varepsilon_{i}$ , and it is thought that the $(\\mu_{i}^{0})_{i=1}^{n}$ form a piecewise constant sequence. Then one option is to minimise over $\\mu \\in R^{n}$ , the following objective\n$$\n\\frac {1}{n} \\| Y - \\mu \\| _ {2} ^ {2} + \\lambda \\sum_ {i = 1} ^ {n - 1} | \\mu_ {i} - \\mu_ {i + 1} |.\n$$",
+      "path": "notes.pdf/Chapter 3 The Lasso and beyond/3.7 Extensions of the Lasso/3.7.1 Structural penalties/Fused Lasso",
+      "metadata": {
+        "length": 777,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Chapter 1 Kernel machines, Chapter 2, Chapter 3 The Lasso and beyond, Chapter 4 Graphical modelling and causal inference, Chapter 5 High-dimensional inference, Bibliography",
+        "tokens": [
+          "If",
+          "sense",
+          "coefficients",
+          "ordered",
+          "beta",
+          "expected",
+          "close",
+          "fused",
+          "Lasso",
+          "penalty",
+          "Tibshirani",
+          "al",
+          "2005",
+          "This",
+          "takes",
+          "form",
+          "lambda",
+          "sum",
+          "term",
+          "omitted",
+          "depending",
+          "shrinkage",
+          "desired",
+          "As",
+          "simple",
+          "setting",
+          "mu",
+          "varepsilon",
+          "thought",
+          "piecewise",
+          "constant",
+          "sequence",
+          "Then",
+          "option",
+          "minimise",
+          "objective",
+          "frac"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "8c0077ed-dba5-51da-b797-99172712ec6b",
+      "type": "text",
+      "content": "One potential drawback of the Lasso is that the same shrinkage effect that sets many estimated coefficients exactly to zero also shrinks all non-zero estimated coefficients towards zero. One possible solution is to take $\\hat{S}_{\\lambda} = \\{k : \\hat{\\beta}_{\\lambda,k}^{\\mathrm{L}} \\neq 0\\}$ and then re-estimate $\\beta_{\\hat{S}_{\\lambda}}^{0}$ by OLS regression on $X_{\\hat{S}_{\\lambda}}$ .\nAnother option is to re-estimate using the Lasso on $X_{\\hat{S}_{\\lambda}}$ ; this procedure is known as the relaxed Lasso [Meinshausen, 2007]. The adaptive Lasso [Zou, 2006] takes an initial estimate of $\\beta^{0}$ , $\\hat{\\beta}^{\\mathrm{init}}$ (e.g. from the Lasso) and then performs weighted Lasso regression:\n$$\n\\hat {\\beta} _ {\\lambda} ^ {\\mathrm{adapt}} = \\underset {\\beta \\in \\mathbb {R} ^ {p}: \\beta_ {\\hat {S} _ {\\mathrm{init}} ^ {c}} = 0} {\\arg \\min} \\left\\{\\frac {1}{2 n} \\| Y - X \\beta \\| _ {2} ^ {2} + \\lambda \\sum_ {k \\in \\hat {S} _ {\\mathrm{init}}} \\frac {| \\beta_ {k} |}{| \\hat {\\beta} _ {k} ^ {\\mathrm{init}} |} \\right\\},\n$$\nwhere $\\hat{S}_{\\mathrm{init}} = \\{k:\\hat{\\beta}_{k}^{\\mathrm{init}}\\neq 0\\}$ .\nYet another approach involves using a family of non-convex penalty functions $p_{\\lambda,\\gamma} : [0, \\infty) \\to [0, \\infty)$ and attempting to minimise\n$$\n\\frac {1}{2 n} \\| Y - X \\beta \\| _ {2} ^ {2} + \\sum_ {k = 1} ^ {p} p _ {\\lambda , \\gamma} (| \\beta_ {k} |).\n$$\nA prominent example is the minimax concave penalty (MCP) [Zhang, 2010] which takes\n$$\np _ {\\lambda , \\gamma} ^ {\\prime} (u) = \\left(\\lambda - \\frac {u}{\\gamma}\\right) _ {+}.\n$$\nOne disadvantage of using a non-convex penalty is that there may be multiple local minima which can make optimisation problematic. However, typically if the non-convexity is not too severe, coordinate descent can produce reasonable results.",
+      "path": "notes.pdf/Chapter 3 The Lasso and beyond/3.7 Extensions of the Lasso/3.7.2 Reducing the bias of the Lasso",
+      "metadata": {
+        "length": 1804,
+        "summary": "The passage discusses drawbacks of the Lasso, which shrinks non-zero coefficients toward zero. Solutions include re-estimating non-zero coefficients via OLS or the relaxed Lasso, using the adaptive Lasso with weighted penalties, and employing non-convex penalties like MCP. Non-convex penalties may cause multiple local minima, but coordinate descent can work if non-convexity is mild.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Chapter 1 Kernel machines, Chapter 2, Chapter 3 The Lasso and beyond, Chapter 4 Graphical modelling and causal inference, Chapter 5 High-dimensional inference, Bibliography",
+        "tokens": [
+          "One",
+          "potential",
+          "drawback",
+          "Lasso",
+          "shrinkage",
+          "effect",
+          "sets",
+          "estimated",
+          "coefficients",
+          "shrinks",
+          "solution",
+          "hat",
+          "lambda",
+          "beta",
+          "mathrm",
+          "neq",
+          "estimate",
+          "OLS",
+          "regression",
+          "Another",
+          "option",
+          "procedure",
+          "relaxed",
+          "Meinshausen",
+          "2007",
+          "The",
+          "adaptive",
+          "Zou",
+          "2006",
+          "takes",
+          "initial",
+          "init",
+          "performs",
+          "weighted",
+          "adapt",
+          "underset",
+          "mathbb",
+          "arg",
+          "min",
+          "left",
+          "frac",
+          "sum",
+          "Yet",
+          "approach",
+          "involves",
+          "family",
+          "convex",
+          "penalty",
+          "functions",
+          "gamma",
+          "infty",
+          "attempting",
+          "minimise",
+          "prominent",
+          "minimax",
+          "concave",
+          "MCP",
+          "Zhang",
+          "2010",
+          "prime",
+          "disadvantage",
+          "multiple",
+          "local",
+          "minima",
+          "make",
+          "optimisation",
+          "problematic",
+          "However",
+          "typically",
+          "convexity",
+          "severe",
+          "coordinate",
+          "descent",
+          "produce",
+          "reasonable",
+          "results"
+        ],
+        "keywords": [
+          "Lasso",
+          "Relaxed Lasso",
+          "Adaptive Lasso"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "2e4a2c6f-7a22-594c-a219-7dedfd91b81c",
+      "type": "text",
+      "content": "Graphical modelling and causal inference\nSo far we have considered the problem of relating a particular response to a large collection of explanatory variables.\nIn some settings however, we do not have a distinguished response variable and instead we would like to better understand relationships between all the variables. In other situations, rather than being able to predict variables, we would like to understand causal relationships between them. Representing relationships between random variables through graphs will be an important tool in tackling these problems.",
+      "path": "notes.pdf/Chapter 4 Graphical modelling and causal inference",
+      "metadata": {
+        "length": 573,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Chapter 1 Kernel machines, Chapter 2, Chapter 3 The Lasso and beyond, Chapter 4 Graphical modelling and causal inference, Chapter 5 High-dimensional inference, Bibliography",
+        "tokens": [
+          "Graphical",
+          "modelling",
+          "causal",
+          "inference",
+          "So",
+          "considered",
+          "problem",
+          "relating",
+          "response",
+          "large",
+          "collection",
+          "explanatory",
+          "variables",
+          "In",
+          "settings",
+          "distinguished",
+          "variable",
+          "understand",
+          "relationships",
+          "situations",
+          "predict",
+          "Representing",
+          "random",
+          "graphs",
+          "important",
+          "tool",
+          "tackling",
+          "problems"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "f888b102-0866-5746-aac9-60cea775f239",
+      "type": "image",
+      "content": "\nLet $Z = (Z_{1},\\ldots ,Z_{p})^{T}$ be a collection of random variables. The graphs we will consider will always have $V = \\{1,\\dots ,p\\}$ so $V$ indexes the random variables. <details>0\n[images/image-6-Let $Z = (.jpg]\n",
+      "path": "images/image-6-Let $Z = (.jpg",
+      "metadata": {
+        "length": 220,
+        "summary": "image-6\nLet $Z = (Z_{1},\\ldots ,Z_{p})^{T}$ be a collection of random variables. The graphs we will consider will always have $V = \\{1,\\dots ,p\\}$ so $V$ indexes the random variables. <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Chapter 1 Kernel machines, Chapter 2, Chapter 3 The Lasso and beyond, Chapter 4 Graphical modelling and causal inference, Chapter 5 High-dimensional inference, Bibliography",
+        "file_path": "images/image-6-Let $Z = (.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "0c02156c-3322-5b54-ac09-f66a9231c59d",
+      "type": "image",
+      "content": "\nZ2 --> Z3 <details>0\n[images/image-7-Z2 --_ Z3 .jpg]\n",
+      "path": "images/image-7-Z2 --_ Z3 .jpg",
+      "metadata": {
+        "length": 54,
+        "summary": "image-7\nZ2 --> Z3 <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Chapter 1 Kernel machines, Chapter 2, Chapter 3 The Lasso and beyond, Chapter 4 Graphical modelling and causal inference, Chapter 5 High-dimensional inference, Bibliography",
+        "file_path": "images/image-7-Z2 --_ Z3 .jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "0d1020da-cba0-5605-aaa8-61a20162792b",
+      "type": "text",
+      "content": "Definition 7. A graph is a pair $\\mathcal{G} = (V, E)$ where $V$ is a set of vertices or nodes and $E \\subseteq V \\times V$ with $(v, v) \\notin E$ for any $v \\in V$ is a set of edges.\nLet $Z = (Z_{1},\\ldots ,Z_{p})^{T}$ be a collection of random variables. The graphs we will consider will always have $V = \\{1,\\dots ,p\\}$ so $V$ indexes the random variables.\nLet $j, k \\in V$ .\n- We say there is an edge between $j$ and $k$ and that $j$ and $k$ are adjacent if either $(j, k) \\in E$ or $(k, j) \\in E$ .\n- An edge $(j,k)$ is undirected if also $(k,j) \\in E$ . We then sometimes write $\\{j,k\\} \\in E$ and $j - k$ to represent this. Otherwise if only $(j,k) \\in E$ the edge is directed and we may write $j \\to k$ to represent this.\n- If all edges in the graph are (un)directed we call it an (un)directed graph. We can represent graphs as pictures: for example, we can draw the graph when $p = 4$ and $E = \\{(2,1), (3,4), (2,3)\\}$ as\n\nLet $Z = (Z_{1},\\ldots ,Z_{p})^{T}$ be a collection of random variables. The graphs we will consider will always have $V = \\{1,\\dots ,p\\}$ so $V$ indexes the random variables. <details>0\n[images/image-6-Let $Z = (.jpg]\n\n<details>\n<summary>flowchart</summary>\n```mermaid\ngraph TD\nZ1 --> Z2\nZ2 --> Z3\nZ3 --> Z4\n```\n</details>\nIf instead we have $E = \\{\\{1,2\\}, \\{2,4\\}\\}$ we get the undirected graph\n\nZ2 --> Z3 <details>0\n[images/image-7-Z2 --_ Z3 .jpg]\n\n<details>\n<summary>flowchart</summary>\n```mermaid\ngraph TD\nZ1[\"Z₁\"] --> Z2[\"Z₂\"]\nZ3[\"Z₃\"] --> Z4[\"Z₄\"]\n```\n</details>\n- A graph $\\mathcal{G}_1 = (V_1, E_1)$ is a subgraph of $\\mathcal{G} = (V, E)$ if $V_1 \\subseteq V$ and $E_1 \\subseteq E$ and a proper subgraph if either of these are proper inclusions.\n- Say $j$ is a parent of $k$ and $k$ is a child of $j$ if $j \\to k$ . The sets of parents and children of $k$ will be denoted $\\mathrm{pa}(k)$ and $\\mathrm{ch}(k)$ respectively.\n- A set of three nodes is called a v-structure if one node is a child of the two other nodes, and these two nodes are not adjacent.\n- The skeleton of $\\mathcal{G}$ is a copy of $\\mathcal{G}$ with every edge replaced by an undirected edge.\n- A path from $j$ to $k$ is a sequence $j = j_1, j_2, \\ldots, j_m = k$ of (at least two) distinct vertices such that $j_l$ and $j_{l+1}$ are adjacent. Such a path is a directed path if $j_l \\to j_{l+1}$ for all $l$ . We then call $k$ a descendant of $j$ . The set of descendants of $j$ will be denoted $\\mathrm{de}(j)$ . If $j_{l-1} \\to j_l \\leftarrow j_{l+1}$ , $j_l$ is called a collider (relative to the path).\n- A directed cycle is (almost) a directed path but with the start and end points the same. A partially directed acyclic graph (PDAG) is a graph containing no directed cycles. A directed acyclic graph (DAG) is a directed graph containing no directed cycles.\n- In a DAG, a path between $j_1$ and $j_m$ ( $j_1, j_2, \\ldots, j_m$ ) is blocked by a set $S$ with neither $j_1$ nor $j_m$ in $S$ whenever there is a node $j_l$ such that one of the following two possibilities hold:\n1. $j_l \\in S$ and we don't have $j_{l-1} \\to j_l \\leftarrow j_{l+1}$\n2. $j_{l-1} \\rightarrow j_l \\leftarrow j_{l+1}$ and neither $j_l$ nor any of its descendants are in S.\n\\- If $\\mathcal{G}$ is a DAG, given a triple of subsets of nodes $A, B, S$ , we say $S$ $d$ -separates $A$ from $B$ if $S$ blocks every path from $A$ to $B$ .\n\\- The moralised graph of a DAG $\\mathcal{G}$ is the undirected graph obtained by adding edges between (marrying) the parents of each node and removing all edge directions.\nDefinition 8. Given a DAG $\\mathcal{G}$ with $V = \\{1, \\ldots, p\\}$ , we say that a permutation $\\pi$ of $V$ is a topological (or causal) ordering of the variables if it satisfies\n$$\n\\pi (j) <   \\pi (k) \\qquad \\mathrm{whenever} k \\in \\mathrm{de} (j).\n$$\nProposition 28. Every DAG has a topological ordering.\nProof. We use induction on the number of nodes p. Clearly the result is true when p = 1.\nNow we show that in any DAG, we can find a node with no parents. Pick any node and move to one of its parents, if possible. Then move to one of the new node's parents, and continue in this fashion. This procedure must terminate since no node can be visited twice, or we would have found a cycle. The final node we visit must therefore have no parents, which we call a source node.\nSuppose then that $p \\geq 2$ , and we know that all DAGs with p-1 nodes have a topological ordering. Find a source s (wlog s = p) and form a new DAG $\\tilde{G}$ with p-1 nodes by removing the source (and all edges emanating from it). Note we keep the labelling of the nodes in this new DAG the same. This smaller DAG must have a topological order $\\tilde{\\pi}$ . A topological ordering $\\pi$ for our original DAG is then given by $\\pi(s) = 1$ and $\\pi(k) = \\tilde{\\pi}(k) + 1$ for $k \\neq s$ . ☐",
+      "path": "notes.pdf/Chapter 4 Graphical modelling and causal inference/4.1 Graphs",
+      "metadata": {
+        "length": 4772,
+        "summary": "The text defines fundamental graph concepts including directed/undirected edges, subgraphs, parents/children, v-structures, skeletons, paths, directed cycles, DAGs, d-separation, and moralised graphs. It also defines topological ordering and proves every DAG has one via induction and source node removal.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Chapter 1 Kernel machines, Chapter 2, Chapter 3 The Lasso and beyond, Chapter 4 Graphical modelling and causal inference, Chapter 5 High-dimensional inference, Bibliography",
+        "tokens": [
+          "Definition",
+          "graph",
+          "pair",
+          "mathcal",
+          "set",
+          "vertices",
+          "nodes",
+          "subseteq",
+          "times",
+          "notin",
+          "edges",
+          "Let",
+          "ldots",
+          "collection",
+          "random",
+          "variables",
+          "The",
+          "graphs",
+          "dots",
+          "indexes",
+          "We",
+          "edge",
+          "adjacent",
+          "An",
+          "undirected",
+          "write",
+          "represent",
+          "Otherwise",
+          "directed",
+          "If",
+          "call",
+          "pictures",
+          "draw",
+          "details",
+          "summary",
+          "flowchart",
+          "mermaid",
+          "TD",
+          "Z1",
+          "Z2",
+          "Z3",
+          "Z4",
+          "subgraph",
+          "proper",
+          "inclusions",
+          "Say",
+          "parent",
+          "child",
+          "sets",
+          "parents",
+          "children",
+          "denoted",
+          "mathrm",
+          "pa",
+          "ch",
+          "called",
+          "structure",
+          "node",
+          "skeleton",
+          "copy",
+          "replaced",
+          "path",
+          "sequence",
+          "distinct",
+          "Such",
+          "descendant",
+          "descendants",
+          "de",
+          "leftarrow",
+          "collider",
+          "relative",
+          "cycle",
+          "start",
+          "end",
+          "points",
+          "partially",
+          "acyclic",
+          "PDAG",
+          "cycles",
+          "DAG",
+          "In",
+          "blocked",
+          "possibilities",
+          "hold",
+          "don",
+          "rightarrow",
+          "triple",
+          "subsets",
+          "separates",
+          "blocks",
+          "moralised",
+          "obtained",
+          "adding",
+          "marrying",
+          "removing",
+          "directions",
+          "Given",
+          "permutation",
+          "pi",
+          "topological",
+          "causal",
+          "ordering",
+          "satisfies",
+          "qquad",
+          "Proposition",
+          "28",
+          "Every",
+          "Proof",
+          "induction",
+          "number",
+          "Clearly",
+          "result",
+          "true",
+          "Now",
+          "show",
+          "find",
+          "Pick",
+          "move",
+          "Then",
+          "continue",
+          "fashion",
+          "This",
+          "procedure",
+          "terminate",
+          "visited",
+          "found",
+          "final",
+          "visit",
+          "source",
+          "Suppose",
+          "geq",
+          "DAGs",
+          "Find",
+          "wlog",
+          "form",
+          "tilde",
+          "emanating",
+          "Note",
+          "labelling",
+          "smaller",
+          "order",
+          "original",
+          "neq"
+        ],
+        "keywords": [
+          "DAG",
+          "graph theory",
+          "topological ordering"
+        ],
+        "connect_to": [
+          {
+            "target": "f888b102-0866-5746-aac9-60cea775f239",
+            "relation": "embeds",
+            "ref": "[images/image-6-Let $Z = (.jpg]",
+            "position": {
+              "start": 1119,
+              "end": 1150
+            }
+          },
+          {
+            "target": "0c02156c-3322-5b54-ac09-f66a9231c59d",
+            "relation": "embeds",
+            "ref": "[images/image-7-Z2 --_ Z3 .jpg]",
+            "position": {
+              "start": 1352,
+              "end": 1383
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "ff423b86-f1f0-5195-9418-c213481131f4",
+      "type": "text",
+      "content": "We would like to understand which variables may be ‘related’ to each other. Trying to find pairs of variables that are independent and so unlikely to be related to each other is not necessarily a good way to proceed as each variable may be correlated with a large number of variables without being directly related to them. A better approach is to use conditional independence.\nDefinition 9. If X, Y and Z are random vectors with a joint density $f_{XYZ}$ (w.r.t. a product measure $\\mu$ ) then we say X is conditionally independent of Y given Z, and write\n$$\nX \\perp Y | Z\n$$\nif\n$$\nf _ {X Y | Z} (x, y | z) = f _ {X | Z} (x | z) f _ {Y | Z} (y | z).\n$$\nEquivalently\n$$\nX \\perp \\perp Y | Z \\Longleftrightarrow f _ {X | Y Z} (x | y, z) = f _ {X | Z} (x | z).\n$$\nWe will first look at how undirected graphs can be used to visualise conditional independencies between random variables; thus in the next few subsections by graph we will mean undirected graph.\nDefinition 10. Let $Z = (Z_{1}, \\ldots, Z_{p})^{T}$ be a collection of random variables with joint law P. The conditional independence graph (CIG) for P is the graph with $V = \\{1, \\ldots, p\\}$ and an edge $\\{j, k\\}$ between j and k if and only if\n$$\nZ _ {j} \\nparallel Z _ {k} \\mid Z _ {- j k}.\n$$",
+      "path": "notes.pdf/Chapter 4 Graphical modelling and causal inference/4.2 Conditional independence graphs",
+      "metadata": {
+        "length": 1254,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Chapter 1 Kernel machines, Chapter 2, Chapter 3 The Lasso and beyond, Chapter 4 Graphical modelling and causal inference, Chapter 5 High-dimensional inference, Bibliography",
+        "tokens": [
+          "We",
+          "understand",
+          "variables",
+          "related",
+          "Trying",
+          "find",
+          "pairs",
+          "independent",
+          "necessarily",
+          "good",
+          "proceed",
+          "variable",
+          "correlated",
+          "large",
+          "number",
+          "directly",
+          "approach",
+          "conditional",
+          "independence",
+          "Definition",
+          "If",
+          "random",
+          "vectors",
+          "joint",
+          "density",
+          "XYZ",
+          "product",
+          "measure",
+          "mu",
+          "conditionally",
+          "write",
+          "perp",
+          "Equivalently",
+          "Longleftrightarrow",
+          "undirected",
+          "graphs",
+          "visualise",
+          "independencies",
+          "subsections",
+          "graph",
+          "10",
+          "Let",
+          "ldots",
+          "collection",
+          "law",
+          "The",
+          "CIG",
+          "edge",
+          "nparallel",
+          "mid"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "8a4ef36d-8ee9-5ca0-9ab3-dc1b154dab6c",
+      "type": "text",
+      "content": "Estimating the CIG given samples from P is a difficult task in general. However, in the case where P is multivariate Gaussian, things simplify considerably as we shall see. We begin with some notation. For a matrix $M \\in R^{p \\times p}$ , and sets $A, B \\subseteq \\{1, \\ldots, p\\}$ , let $M_{A,B}$ be the $|A| \\times |B|$ submatrix of M consisting of those rows and columns of M indexed by the sets A and B respectively. The submatrix extraction operation is always performed first (so e.g. $M_{k,-k}^{T} = (M_{k,-k})^{T}$ ).",
+      "path": "notes.pdf/Chapter 4 Graphical modelling and causal inference/4.3 Gaussian graphical models",
+      "metadata": {
+        "length": 526,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Chapter 1 Kernel machines, Chapter 2, Chapter 3 The Lasso and beyond, Chapter 4 Graphical modelling and causal inference, Chapter 5 High-dimensional inference, Bibliography",
+        "tokens": [
+          "Estimating",
+          "CIG",
+          "samples",
+          "difficult",
+          "task",
+          "general",
+          "However",
+          "case",
+          "multivariate",
+          "Gaussian",
+          "things",
+          "simplify",
+          "considerably",
+          "We",
+          "begin",
+          "notation",
+          "For",
+          "matrix",
+          "times",
+          "sets",
+          "subseteq",
+          "ldots",
+          "submatrix",
+          "consisting",
+          "rows",
+          "columns",
+          "indexed",
+          "The",
+          "extraction",
+          "operation",
+          "performed"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "5bbb46e4-5a8d-5439-bc4b-6476acc723aa",
+      "type": "text",
+      "content": "Now let $Z \\sim N_p(\\mu, \\Sigma)$ with $\\Sigma$ positive definite. Note $\\Sigma_{A,A}$ is also positive definite for any $A$ .\nProposition 29.\n$$\nZ _ {A} | Z _ {B} = z _ {B} \\sim N _ {| A |} (\\mu_ {A} + \\Sigma_ {A, B} \\Sigma_ {B, B} ^ {- 1} (z _ {B} - \\mu_ {B}), \\Sigma_ {A, A} - \\Sigma_ {A, B} \\Sigma_ {B, B} ^ {- 1} \\Sigma_ {B, A})\n$$\nProof. Idea: write $Z_{A}=MZ_{B}+(Z_{A}-MZ_{B})$ with matrix $M\\in R^{|A|\\times|B|}$ such that $Z_{A}-MZ_{B}$ and $Z_{B}$ are independent, i.e. such that\n$$\n\\operatorname{Cov} (Z _ {B}, Z _ {A} - M Z _ {B}) = \\Sigma_ {B, A} - \\Sigma_ {B, B} M ^ {T} = 0.\n$$\nThis occurs when we take $M^{T} = \\Sigma_{B,B}^{-1}\\Sigma_{B,A}$ . Because $Z_{A} - MZ_{B}$ and $Z_{B}$ are independent, the distribution of $Z_{A} - MZ_{B}$ conditional on $Z_{B} = z_{B}$ is equal to its unconditional distribution. Now\n$$\n\\begin{array}{l} \\mathbb {E} (Z _ {A} - M Z _ {B}) = \\mu_ {A} - \\Sigma_ {A, B} \\Sigma_ {B, B} ^ {- 1} \\mu_ {B} \\\\ \\mathrm{Var} (Z _ {A} - M Z _ {B}) = \\Sigma_ {A, A} + \\Sigma_ {A, B} \\Sigma_ {B, B} ^ {- 1} \\Sigma_ {B, B} \\Sigma_ {B, B} ^ {- 1} \\Sigma_ {B, A} - 2 \\Sigma_ {A, B} \\Sigma_ {B, B} ^ {- 1} \\Sigma_ {B, A} \\\\ = \\Sigma_ {A, A} - \\Sigma_ {A, B} \\Sigma_ {B, B} ^ {- 1} \\Sigma_ {B, A}. \\\\ \\end{array}\n$$\nSince $MZ_{B}$ is a function of $Z_{B}$ and $Z_{A}-MZ_{B}$ is normally distributed, we have the result. ☐",
+      "path": "notes.pdf/Chapter 4 Graphical modelling and causal inference/4.3 Gaussian graphical models/4.3.1 Normal conditionals",
+      "metadata": {
+        "length": 1349,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Chapter 1 Kernel machines, Chapter 2, Chapter 3 The Lasso and beyond, Chapter 4 Graphical modelling and causal inference, Chapter 5 High-dimensional inference, Bibliography",
+        "tokens": [
+          "Now",
+          "sim",
+          "mu",
+          "Sigma",
+          "positive",
+          "definite",
+          "Note",
+          "Proposition",
+          "29",
+          "Proof",
+          "Idea",
+          "write",
+          "MZ",
+          "matrix",
+          "times",
+          "independent",
+          "operatorname",
+          "Cov",
+          "This",
+          "occurs",
+          "Because",
+          "distribution",
+          "conditional",
+          "equal",
+          "unconditional",
+          "begin",
+          "array",
+          "mathbb",
+          "mathrm",
+          "Var",
+          "end",
+          "Since",
+          "function",
+          "distributed",
+          "result"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "7bf71d7a-6246-53a9-b8ee-d0890013e3e8",
+      "type": "text",
+      "content": "Specialising to the case where $A = \\{k\\}$ and $B = A^{c}$ we see that when conditioning on $Z_{-k} = z_{-k}$ , we may write\n$$\nZ _ {k} = m _ {k} + z _ {- k} ^ {T} \\Sigma_ {- k, - k} ^ {- 1} \\Sigma_ {- k, k} + \\varepsilon_ {k},\n$$\nwhere\n$$\n\\begin{array}{l} m _ {k} = \\mu_ {k} - \\Sigma_ {k, - k} \\Sigma_ {- k, - k} ^ {- 1} \\mu_ {- k} \\\\ \\varepsilon_ {k} | Z _ {- k} = z _ {- k} \\sim N (0, \\Sigma_ {k, k} - \\Sigma_ {k, - k} \\Sigma_ {- k, - k} ^ {- 1} \\Sigma_ {- k, k}). \\\\ \\end{array}\n$$\nNote that if the $j$ th element of the vector of coefficients $\\Sigma_{-k,-k}^{-1}\\Sigma_{-k,k}$ is zero, then the distribution of $Z_{k}$ conditional on $Z_{-k}$ will not depend at all on the $j$ th component of $Z_{-k}$ . Then if that $j$ th component was $Z_{j'}$ , we would have that $Z_{k}|Z_{-k}=z_{-k}$ has the same distribution as $Z_{k}|Z_{-j'k}=z_{-j'k}$ , so $Z_{k}\\perp Z_{j}|Z_{-j'k}$ .\nThus given $x_{1},\\ldots,x_{n}\\stackrel{\\mathrm{i.i.d.}}{\\sim}Z$ and writing\n$$\nX = \\left( \\begin{array}{c} x _ {1} ^ {T} \\\\ \\vdots \\\\ x _ {n} ^ {T} \\end{array} \\right),\n$$\nwe may estimate the coefficient vector $\\Sigma_{-k,-k}^{-1}\\Sigma_{-k,k}$ by regressing $X_{k}$ on $X_{\\{k\\}^{c}}$ and including an intercept term.\nThe technique of neighbourhood selection [Meinshausen and Bühlmann, 2006] involves performing such a regression for each variable, using the Lasso. There are two options for populating our estimate of the CIG with edges based on the Lasso estimates. Writing $\\hat{S}_k$ for the selected set of variables when regressing $X_{k}$ on $X_{\\{k\\}^c}$ , we can use the \"OR\" rule and put an edge between vertices $j$ and $k$ if and only if $k \\in \\hat{S}_j$ or $j \\in \\hat{S}_k$ . An alternative is the \"AND\" rule where we put an edge between $j$ and $k$ if and only if $k \\in \\hat{S}_j$ and $j \\in \\hat{S}_k$ .\nAnother popular approach to estimating the CIG works by first directly estimating $\\Omega$ , as we'll now see.",
+      "path": "notes.pdf/Chapter 4 Graphical modelling and causal inference/4.3 Gaussian graphical models/4.3.2 Nodewise regression",
+      "metadata": {
+        "length": 1921,
+        "summary": "The passage discusses neighborhood selection for estimating a conditional independence graph (CIG). It derives the conditional distribution of Z_k given Z_{-k} in a Gaussian setting, showing that zero coefficients in the regression imply conditional independence. It then describes using Lasso regression of each variable on all others to select neighbors, with OR and AND rules for edge inclusion. Finally, it mentions an alternative approach of directly estimating the precision matrix Omega.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Chapter 1 Kernel machines, Chapter 2, Chapter 3 The Lasso and beyond, Chapter 4 Graphical modelling and causal inference, Chapter 5 High-dimensional inference, Bibliography",
+        "tokens": [
+          "Specialising",
+          "case",
+          "conditioning",
+          "write",
+          "Sigma",
+          "varepsilon",
+          "begin",
+          "array",
+          "mu",
+          "sim",
+          "end",
+          "Note",
+          "element",
+          "vector",
+          "coefficients",
+          "distribution",
+          "conditional",
+          "depend",
+          "component",
+          "Then",
+          "perp",
+          "Thus",
+          "ldots",
+          "stackrel",
+          "mathrm",
+          "writing",
+          "left",
+          "vdots",
+          "estimate",
+          "coefficient",
+          "regressing",
+          "including",
+          "intercept",
+          "term",
+          "The",
+          "technique",
+          "neighbourhood",
+          "selection",
+          "Meinshausen",
+          "hlmann",
+          "2006",
+          "involves",
+          "performing",
+          "regression",
+          "variable",
+          "Lasso",
+          "There",
+          "options",
+          "populating",
+          "CIG",
+          "edges",
+          "based",
+          "estimates",
+          "Writing",
+          "hat",
+          "selected",
+          "set",
+          "variables",
+          "OR",
+          "rule",
+          "put",
+          "edge",
+          "vertices",
+          "An",
+          "alternative",
+          "AND",
+          "Another",
+          "popular",
+          "approach",
+          "estimating",
+          "works",
+          "directly",
+          "Omega",
+          "ll"
+        ],
+        "keywords": [
+          "CIG",
+          "Lasso",
+          "Conditional Independence"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "c98331ce-c03a-5862-8514-a15c38c6f191",
+      "type": "text",
+      "content": "The following facts about blockwise inversion of matrices will help us to interpret the mean and variance in Proposition 29.\nProposition 30. Let $M \\in R^{p \\times p}$ be a symmetric positive definite matrix and suppose\n$$\nM = \\left( \\begin{array}{c c} P & Q ^ {T} \\\\ Q & R \\end{array} \\right)\n$$\nwith P and R square matrices. The Schur complement of R is $P - Q^{T}R^{-1}Q =: S$ . We have that S is positive definite and\n$$\nM ^ {- 1} = \\left( \\begin{array}{c c} S ^ {- 1} & - S ^ {- 1} Q ^ {T} R ^ {- 1} \\\\ - R ^ {- 1} Q S ^ {- 1} & R ^ {- 1} + R ^ {- 1} Q S ^ {- 1} Q ^ {T} R ^ {- 1} \\end{array} \\right).\n$$\nFurthermore $\\det(M) = \\det(S)\\det(R)$ .\nLet $\\Omega = \\Sigma^{-1}$ be the precision matrix. Note that $\\Sigma_{k,k} - \\Sigma_{k,-k}\\Sigma_{-k,-k}^{-1}\\Sigma_{-k,k} = \\Omega_{kk}^{-1}$ , and more generally that $\\mathrm{Var}(Z_A|Z_{A^c}) = \\Omega_{A,A}^{-1}$ . Also, we see that $\\Sigma_{-k,-k}^{-1}\\Sigma_{-k,k} = -\\Omega_{kk}^{-1}\\Omega_{-k,k}$ , so\n$$\n(\\Sigma_ {- k, - k} ^ {- 1} \\Sigma_ {- k, k}) _ {j} = 0 \\Leftrightarrow \\left\\{ \\begin{array}{l l} \\Omega_ {j, k} = 0 \\text {for} j <   k \\\\ \\Omega_ {j + 1, k} = 0 \\text {for} j \\geq k. \\end{array} \\right.\n$$\nThus\n$$\nZ _ {k} \\perp \\perp Z _ {j} | Z _ {- j k} \\Leftrightarrow \\Omega_ {j k} = 0.\n$$\nThis motivates another approach to estimating the CIG.",
+      "path": "notes.pdf/Chapter 4 Graphical modelling and causal inference/4.3 Gaussian graphical models/4.3.3 The precision matrix and conditional independence",
+      "metadata": {
+        "length": 1316,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Chapter 1 Kernel machines, Chapter 2, Chapter 3 The Lasso and beyond, Chapter 4 Graphical modelling and causal inference, Chapter 5 High-dimensional inference, Bibliography",
+        "tokens": [
+          "The",
+          "facts",
+          "blockwise",
+          "inversion",
+          "matrices",
+          "interpret",
+          "variance",
+          "Proposition",
+          "29",
+          "30",
+          "Let",
+          "times",
+          "symmetric",
+          "positive",
+          "definite",
+          "matrix",
+          "suppose",
+          "left",
+          "begin",
+          "array",
+          "end",
+          "square",
+          "Schur",
+          "complement",
+          "We",
+          "Furthermore",
+          "det",
+          "Omega",
+          "Sigma",
+          "precision",
+          "Note",
+          "kk",
+          "generally",
+          "mathrm",
+          "Var",
+          "Also",
+          "Leftrightarrow",
+          "text",
+          "geq",
+          "Thus",
+          "perp",
+          "This",
+          "motivates",
+          "approach",
+          "estimating",
+          "CIG"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "a2502a8d-7d21-5228-b04e-2c7c52bcb6c3",
+      "type": "text",
+      "content": "Recall that the density of $N_{p}(\\mu ,\\Sigma)$ is\n$$\nf (z) = \\frac {1}{(2 \\pi) ^ {p / 2} \\mathrm{det} (\\Sigma) ^ {1 / 2}} \\exp \\bigg (- \\frac {1}{2} (z - \\mu) ^ {T} \\Sigma^ {- 1} (z - \\mu) \\bigg).\n$$\nThe log-likelihood of $(\\mu, \\Sigma)$ based on an i.i.d. sample $x_{1}, \\ldots, x_{n}$ is\n$$\n\\ell (\\mu , \\Omega) = \\frac {n}{2} \\log \\det (\\Omega) - \\frac {1}{2} \\sum_ {i = 1} ^ {n} (x _ {i} - \\mu) ^ {T} \\Omega (x _ {i} - \\mu).\n$$\nWrite\n$$\n\\bar {X} = \\frac {1}{n} \\sum_ {i = 1} ^ {n} x _ {i}, \\qquad S = \\frac {1}{n} \\sum_ {i = 1} ^ {n} (x _ {i} - \\bar {X}) (x _ {i} - \\bar {X}) ^ {T}.\n$$\nThen\n$$\n\\begin{array}{l} \\sum_ {i = 1} ^ {n} (x _ {i} - \\mu) ^ {T} \\Omega (x _ {i} - \\mu) = \\sum_ {i = 1} ^ {n} (x _ {i} - \\bar {X} + \\bar {X} - \\mu) ^ {T} \\Omega (x _ {i} - \\bar {X} + \\bar {X} - \\mu) \\\\ = \\sum_ {i = 1} ^ {n} (x _ {i} - \\bar {X}) ^ {T} \\Omega (x _ {i} - \\bar {X}) + n (\\bar {X} - \\mu) ^ {T} \\Omega (\\bar {X} - \\mu) \\\\ + 2 \\sum_ {i = 1} ^ {n} (x _ {i} - \\bar {X}) ^ {T} \\Omega (\\bar {X} - \\mu). \\\\ \\end{array}\n$$\nAlso,\n$$\n\\begin{array}{l} \\sum_ {i = 1} ^ {n} (x _ {i} - \\bar {X}) ^ {T} \\Omega (x _ {i} - \\bar {X}) = \\sum_ {i = 1} ^ {n} \\mathrm{tr} \\{(x _ {i} - \\bar {X}) ^ {T} \\Omega (x _ {i} - \\bar {X}) \\} \\\\ = \\sum_ {i = 1} ^ {n} \\operatorname{tr} \\left\\{\\left(x _ {i} - \\bar {X}\\right) \\left(x _ {i} - \\bar {X}\\right) ^ {T} \\Omega \\right\\} \\\\ = n \\operatorname{tr} (S \\Omega). \\\\ \\end{array}\n$$\nThus\n$$\n\\ell (\\mu , \\Omega) = - \\frac {n}{2} \\{\\mathrm{tr} (S \\Omega) - \\log \\det (\\Omega) + (\\bar {X} - \\mu) ^ {T} \\Omega (\\bar {X} - \\mu) \\}\n$$\nand\n$$\n\\max _ {\\mu \\in \\mathbb {R} ^ {p}} \\ell (\\mu , \\Omega) = - \\frac {n}{2} \\{\\mathrm{tr} (S \\Omega) - \\log \\det (\\Omega) \\}.\n$$\nHence the maximum likelihood estimate of $\\Omega$ , $\\hat{\\Omega}^{ML}$ can be obtained by solving\n$$\n\\min _ {\\Omega : \\Omega \\succ 0} \\{- \\log \\det (\\Omega) + \\operatorname{tr} (S \\Omega) \\},\n$$\nwhere $\\Omega \\succ 0$ means $\\Omega$ is positive definite. One can show that the objective is convex and we are minimising over a convex set. As\n$$\n\\begin{array}{l} \\frac {\\partial}{\\partial \\Omega_ {j k}} \\log \\det (\\Omega) = (\\Omega^ {- 1}) _ {k j} = (\\Omega^ {- 1}) _ {j k}, \\\\ \\frac {\\partial}{\\partial \\Omega_ {j k}} \\mathrm{tr} (S \\Omega) = S _ {k j} = S _ {j k}, \\\\ \\end{array}\n$$\nif $X$ has full column rank so $S$ is positive definite, $\\hat{\\Omega}^{ML} = S^{-1}$ .\nThe graphical Lasso [Yuan and Lin, 2007] penalises the log-likelihood for $\\Omega$ and solves\n$$\n\\min _ {\\Omega : \\Omega \\succ 0} \\{- \\log \\det (\\Omega) + \\operatorname{tr} (S \\Omega) + \\lambda \\| \\Omega \\| _ {1} \\},\n$$\nwhere $\\|\\Omega\\|_{1}=\\sum_{j,k}|\\Omega_{jk}|$ ; this results in a sparse estimate of the precision matrix from which an estimate of the CIG can be constructed. Often the $\\|\\Omega\\|_{1}$ is modified such that the diagonal elements are not penalised.",
+      "path": "notes.pdf/Chapter 4 Graphical modelling and causal inference/4.3 Gaussian graphical models/4.3.4 The Graphical Lasso",
+      "metadata": {
+        "length": 2826,
+        "summary": "The passage derives the maximum likelihood estimate of the precision matrix Ω for a multivariate normal distribution, showing that the unpenalized estimate is S^{-1} when S is positive definite. It then introduces the graphical Lasso, which adds an L1 penalty λ‖Ω‖₁ to the negative log-likelihood to promote sparsity in Ω, enabling estimation of a conditional independence graph. The objective is convex, and diagonal elements are often not penalized.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Chapter 1 Kernel machines, Chapter 2, Chapter 3 The Lasso and beyond, Chapter 4 Graphical modelling and causal inference, Chapter 5 High-dimensional inference, Bibliography",
+        "tokens": [
+          "Recall",
+          "density",
+          "mu",
+          "Sigma",
+          "frac",
+          "pi",
+          "mathrm",
+          "det",
+          "exp",
+          "bigg",
+          "The",
+          "log",
+          "likelihood",
+          "based",
+          "sample",
+          "ldots",
+          "ell",
+          "Omega",
+          "sum",
+          "Write",
+          "bar",
+          "qquad",
+          "Then",
+          "begin",
+          "array",
+          "end",
+          "Also",
+          "tr",
+          "operatorname",
+          "left",
+          "Thus",
+          "max",
+          "mathbb",
+          "Hence",
+          "maximum",
+          "estimate",
+          "hat",
+          "ML",
+          "obtained",
+          "solving",
+          "min",
+          "succ",
+          "means",
+          "positive",
+          "definite",
+          "One",
+          "show",
+          "objective",
+          "convex",
+          "minimising",
+          "set",
+          "As",
+          "partial",
+          "full",
+          "column",
+          "rank",
+          "graphical",
+          "Lasso",
+          "Yuan",
+          "Lin",
+          "2007",
+          "penalises",
+          "solves",
+          "lambda",
+          "jk",
+          "results",
+          "sparse",
+          "precision",
+          "matrix",
+          "CIG",
+          "constructed",
+          "Often",
+          "modified",
+          "diagonal",
+          "elements",
+          "penalised"
+        ],
+        "keywords": [
+          "Precision matrix",
+          "Sparsity",
+          "Log-likelihood"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "32181875-bd81-5d8d-a62e-100d18993cf0",
+      "type": "image",
+      "content": "\nExample 4.4.1. Consider the following (totally artificial) SEM which has whether you are taking this course $(Z_{1}=1)$ depending on whether you went to the statistical modelling course $(Z_{2}=1)$ and whether you have heard about machine learning $(Z_{3}=1)$ . Suppose <details>0\n[images/image-8-Example 4..jpg]\n",
+      "path": "images/image-8-Example 4..jpg",
+      "metadata": {
+        "length": 314,
+        "summary": "image-8\nExample 4.4.1. Consider the following (totally artificial) SEM which has whether you are taking this course $(Z_{1}=1)$ depending on whether you went to the statistical modelling course $(Z_{2}=1)$ and whether you have heard about machine learning $(Z_{3}=1)$ . Suppose <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Chapter 1 Kernel machines, Chapter 2, Chapter 3 The Lasso and beyond, Chapter 4 Graphical modelling and causal inference, Chapter 5 High-dimensional inference, Bibliography",
+        "file_path": "images/image-8-Example 4..jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "7779d1ba-ce37-5fb6-913d-c23af50d0fdb",
+      "type": "text",
+      "content": "Conditional independence graphs give us some understanding of the relationships between variables. However they do not tell us how, if we were to set the kth variable to a particular value, say 0.5, then how the distribution of the other values would be altered. Yet this is often the sort of question that we would like to answer.\nIn order to reach this more ambitious goal, we introduce the notion of structural equation models (SEMs). These give a way of representing the data generating process. We will now have to make use of not just undirected graphs but other sorts of graphs (and particularly DAGs), so by graph we will now mean any sort of graph satisfying definition 7.\nDefinition 11. A structural equation model S for a random vector $Z \\in R^{p}$ is a collection of p equations\n$$\nZ _ {k} = h _ {k} (Z _ {P _ {k}}, \\varepsilon_ {k}), \\qquad k = 1, \\ldots , p\n$$\nwhere\n- $\\varepsilon_1, \\ldots, \\varepsilon_p$ are all independent random variables;\n- $P_k \\subseteq \\{1, \\ldots, p\\} \\setminus \\{k\\}$ are such that the graph with edges given by $P_k$ being $\\text{pa}(k)$ is a DAG.\nExample 4.4.1. Consider the following (totally artificial) SEM which has whether you are taking this course $(Z_{1}=1)$ depending on whether you went to the statistical modelling course $(Z_{2}=1)$ and whether you have heard about machine learning $(Z_{3}=1)$ . Suppose\n$$\n\\begin{array}{l} Z _ {3} = \\varepsilon_ {3} \\sim \\mathrm{Bern} (1 / 4) \\\\ Z _ {2} = \\mathbb {1} _ {\\{\\varepsilon_ {2} (1 + Z _ {3}) > 1 / 2 \\}} \\qquad \\varepsilon_ {2} \\sim U [ 0, 1 ] \\\\ Z _ {1} = \\mathbb {1} _ {\\{\\varepsilon_ {1} (Z _ {2} + Z _ {3}) > 1 / 2 \\}} \\qquad \\varepsilon_ {1} \\sim U [ 0, 1 ]. \\\\ \\end{array}\n$$\nThe corresponding DAG is\n\nExample 4.4.1. Consider the following (totally artificial) SEM which has whether you are taking this course $(Z_{1}=1)$ depending on whether you went to the statistical modelling course $(Z_{2}=1)$ and whether you have heard about machine learning $(Z_{3}=1)$ . Suppose <details>0\n[images/image-8-Example 4..jpg]\n\n<details>\n<summary>flowchart</summary>\n```mermaid\ngraph TD\nZ2 --> Z1\nZ2 <--> Z3\nZ3 --> Z1\n```\n</details>\nNote that an SEM for Z determines its law. Indeed using a topological ordering $\\pi$ for the associated DAG, we can write each $Z_{k}$ as a function of $\\varepsilon_{\\pi^{-1}(1)}, \\varepsilon_{\\pi^{-1}(2)}, \\ldots, \\varepsilon_{\\pi^{-1}(\\pi(k))}$ . Importantly, though, we can use it to tell us much more than simply the law of Z: for example we can query properties of the distribution of Z after having set a particular component to any given value. This is what we study next.",
+      "path": "notes.pdf/Chapter 4 Graphical modelling and causal inference/4.4 Structural equation models",
+      "metadata": {
+        "length": 2612,
+        "summary": "The passage introduces structural equation models (SEMs) as a way to represent data generating processes, going beyond conditional independence graphs to answer interventional questions. It defines an SEM as a collection of equations where each variable is a function of its parents and independent noise, with the graph being a DAG. An artificial example illustrates how variables like course attendance depend on other factors. The SEM determines the joint distribution and allows querying distributions after setting variables to specific values.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Chapter 1 Kernel machines, Chapter 2, Chapter 3 The Lasso and beyond, Chapter 4 Graphical modelling and causal inference, Chapter 5 High-dimensional inference, Bibliography",
+        "tokens": [
+          "Conditional",
+          "independence",
+          "graphs",
+          "give",
+          "understanding",
+          "relationships",
+          "variables",
+          "However",
+          "set",
+          "kth",
+          "variable",
+          "0.5",
+          "distribution",
+          "values",
+          "altered",
+          "Yet",
+          "sort",
+          "question",
+          "answer",
+          "In",
+          "order",
+          "reach",
+          "ambitious",
+          "goal",
+          "introduce",
+          "notion",
+          "structural",
+          "equation",
+          "models",
+          "SEMs",
+          "These",
+          "representing",
+          "data",
+          "generating",
+          "process",
+          "We",
+          "make",
+          "undirected",
+          "sorts",
+          "DAGs",
+          "graph",
+          "satisfying",
+          "definition",
+          "Definition",
+          "11",
+          "model",
+          "random",
+          "vector",
+          "collection",
+          "equations",
+          "varepsilon",
+          "qquad",
+          "ldots",
+          "independent",
+          "subseteq",
+          "setminus",
+          "edges",
+          "text",
+          "pa",
+          "DAG",
+          "Example",
+          "4.4",
+          "Consider",
+          "totally",
+          "artificial",
+          "SEM",
+          "taking",
+          "depending",
+          "statistical",
+          "modelling",
+          "heard",
+          "machine",
+          "learning",
+          "Suppose",
+          "begin",
+          "array",
+          "sim",
+          "mathrm",
+          "Bern",
+          "mathbb",
+          "end",
+          "The",
+          "details",
+          "summary",
+          "flowchart",
+          "mermaid",
+          "TD",
+          "Z2",
+          "Z1",
+          "Z3",
+          "Note",
+          "determines",
+          "law",
+          "Indeed",
+          "topological",
+          "ordering",
+          "pi",
+          "write",
+          "function",
+          "Importantly",
+          "simply",
+          "query",
+          "properties",
+          "component",
+          "This",
+          "study"
+        ],
+        "keywords": [
+          "SEM",
+          "DAG",
+          "causal inference"
+        ],
+        "connect_to": [
+          {
+            "target": "32181875-bd81-5d8d-a62e-100d18993cf0",
+            "relation": "embeds",
+            "ref": "[images/image-8-Example 4..jpg]",
+            "position": {
+              "start": 1995,
+              "end": 2026
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "35687f81-7e72-5e10-b0e0-17f4359adc48",
+      "type": "text",
+      "content": "Given an SEM S, we can replace one (or more) of the structural equations by a new structural equation, for example for a chosen variable k we could replace the structural equation $Z_{k} = h_{k}(Z_{P_{k}}, \\varepsilon_{k})$ by $Z_{k} = \\tilde{h}_{k}(\\tilde{Z}_{\\tilde{P}_{k}}, \\tilde{\\varepsilon}_{k})$ . This gives us a new structural equation model $\\tilde{S}$ which in turn determines a new joint law for Z.\nWhen we have $\\tilde{h}_{k}(\\tilde{Z}_{\\tilde{P}_{k}},\\tilde{\\varepsilon}_{k})=a$ for some $a\\in R$ , so we are setting the value of $Z_{k}$ to be a, we call this a (perfect) intervention. Expectations and probabilities under this new law for Z are written by adding $|do(Z_{k}=a)$ e.g. $\\mathbb{E}(Z_{j}|do(Z_{k}=a))$ . Note that this will in general be different from the conditional expectation $\\mathbb{E}(Z_{j}|Z_{k}=a)$ .\nExample 4.4.1 continued. After the intervention $do(Z_2 = 1)$ (everyone is forced to go to statistical modelling), we have a new SEM $\\tilde{\\mathcal{S}}$ :\n$$\nZ _ {3} = \\varepsilon_ {3} \\sim \\mathrm{Bern} (1 / 4)\n$$\n$$\nZ _ {2} = 1\n$$\n$$\nZ _ {1} = \\mathbb {1} _ {\\{\\varepsilon_ {1} (1 + Z _ {3}) > 1 / 2 \\}} \\quad \\varepsilon_ {1} \\sim U [ 0, 1 ].\n$$\nThus $\\mathbb{P}(Z_1 = 1|do(Z_2 = 1)) = \\frac{1}{4}\\frac{3}{4} +\\frac{3}{4}\\frac{1}{2} = \\frac{9}{16}$ . On the other hand,\n$$\n\\begin{array}{l} \\mathbb {P} (Z _ {1} = 1 | Z _ {2} = 1) = \\sum_ {j \\in \\{0, 1 \\}} \\mathbb {P} (Z _ {1} = 1 | Z _ {2} = 1, Z _ {3} = j) \\mathbb {P} (Z _ {3} = j | Z _ {2} = 1) \\\\ = \\frac {1}{\\mathbb {P} (Z _ {2} = 1)} \\sum_ {j \\in \\{0, 1 \\}} \\mathbb {P} (Z _ {1} = 1 | Z _ {2} = 1, Z _ {3} = j) \\mathbb {P} (Z _ {2} = 1 | Z _ {3} = j) \\mathbb {P} (Z _ {3} = j) \\\\ = \\frac {1}{\\frac {1}{4} \\frac {3}{4} + \\frac {3}{4} \\frac {1}{2}} \\left(\\frac {3}{4} \\frac {3}{4} \\frac {1}{4} + \\frac {1}{2} \\frac {1}{2} \\frac {3}{4}\\right) \\\\ = \\frac {7}{1 2} \\neq \\frac {9}{1 6}. \\\\ \\end{array}\n$$",
+      "path": "notes.pdf/Chapter 4 Graphical modelling and causal inference/4.5 Interventions",
+      "metadata": {
+        "length": 1899,
+        "summary": "The text explains how replacing a structural equation in an SEM creates a new model, with a perfect intervention setting a variable to a constant (e.g., do(Z_k=a)). It contrasts interventional expectations (e.g., E(Z_j|do(Z_k=a))) with conditional expectations, using an example where do(Z_2=1) yields P(Z_1=1|do(Z_2=1))=9/16, while P(Z_1=1|Z_2=1)=7/12, showing they differ.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Chapter 1 Kernel machines, Chapter 2, Chapter 3 The Lasso and beyond, Chapter 4 Graphical modelling and causal inference, Chapter 5 High-dimensional inference, Bibliography",
+        "tokens": [
+          "Given",
+          "SEM",
+          "replace",
+          "structural",
+          "equations",
+          "equation",
+          "chosen",
+          "variable",
+          "varepsilon",
+          "tilde",
+          "This",
+          "model",
+          "turn",
+          "determines",
+          "joint",
+          "law",
+          "When",
+          "setting",
+          "call",
+          "perfect",
+          "intervention",
+          "Expectations",
+          "probabilities",
+          "written",
+          "adding",
+          "mathbb",
+          "Note",
+          "general",
+          "conditional",
+          "expectation",
+          "Example",
+          "4.4",
+          "continued",
+          "After",
+          "forced",
+          "statistical",
+          "modelling",
+          "mathcal",
+          "sim",
+          "mathrm",
+          "Bern",
+          "quad",
+          "Thus",
+          "frac",
+          "16",
+          "On",
+          "hand",
+          "begin",
+          "array",
+          "sum",
+          "left",
+          "neq",
+          "end"
+        ],
+        "keywords": [
+          "Structural Equation Model",
+          "Intervention",
+          "Do-calculus"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "2123956b-b229-541b-93d5-2e41d3e83276",
+      "type": "text",
+      "content": "The DAG of an SEM can encode a number of conditional independencies present in the law of the random vector Z. To understand this, we first introduce some so-called Markov properties on DAGs.\nLet $P$ be the joint law of $Z$ and suppose it has a density $f$ .\nDefinition 12. Given a DAG G, we say P satisfies the\n(i) Markov factorisation property w.r.t. the DAG $\\mathcal{G}$ if\n$$\nf (z _ {1}, \\ldots , z _ {p}) = \\prod_ {k = 1} ^ {p} f (z _ {k} | z _ {\\mathrm{pa} (k)}).\n$$\n(ii) global Markov property w.r.t. the DAG G if for all disjoint A, B, S ⊆ {1, . . . , p},\n$$\nA, B d \\text {-separated by} S \\Rightarrow Z _ {A} \\perp \\perp Z _ {B} | Z _ {S}.\n$$\nTheorem 31. If P has a density f (with respect to a product measure), then all Markov properties in definition 12 are equivalent.\nIn view of this, we will henceforth use the term Markov to mean global Markov.\nProposition 32. Let P be the law of an SEM with DAG G. Then P obeys the Markov factorisation property w.r.t. G.\nThus we can read off from the DAG of an SEM a great deal of information concerning the distribution it generates. We can use this to help us calculate the effects of interventions.\nWe have seen now how an SEM can be used to not only query properties of the joint distribution, but also to determine the effects of certain perturbations to the system. In many settings, we may not have a prespecified SEM to work with, but instead we would like to learn the DAG from observational data. This is the problem we turn to next.",
+      "path": "notes.pdf/Chapter 4 Graphical modelling and causal inference/4.6 The Markov properties on DAGs",
+      "metadata": {
+        "length": 1496,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Chapter 1 Kernel machines, Chapter 2, Chapter 3 The Lasso and beyond, Chapter 4 Graphical modelling and causal inference, Chapter 5 High-dimensional inference, Bibliography",
+        "tokens": [
+          "The",
+          "DAG",
+          "SEM",
+          "encode",
+          "number",
+          "conditional",
+          "independencies",
+          "present",
+          "law",
+          "random",
+          "vector",
+          "To",
+          "understand",
+          "introduce",
+          "called",
+          "Markov",
+          "properties",
+          "DAGs",
+          "Let",
+          "joint",
+          "suppose",
+          "density",
+          "Definition",
+          "12",
+          "Given",
+          "satisfies",
+          "factorisation",
+          "property",
+          "mathcal",
+          "ldots",
+          "prod",
+          "mathrm",
+          "pa",
+          "ii",
+          "global",
+          "disjoint",
+          "text",
+          "separated",
+          "Rightarrow",
+          "perp",
+          "Theorem",
+          "31",
+          "If",
+          "respect",
+          "product",
+          "measure",
+          "definition",
+          "equivalent",
+          "In",
+          "view",
+          "henceforth",
+          "term",
+          "Proposition",
+          "32",
+          "Then",
+          "obeys",
+          "Thus",
+          "read",
+          "great",
+          "deal",
+          "information",
+          "distribution",
+          "generates",
+          "We",
+          "calculate",
+          "effects",
+          "interventions",
+          "query",
+          "determine",
+          "perturbations",
+          "system",
+          "settings",
+          "prespecified",
+          "work",
+          "learn",
+          "observational",
+          "data",
+          "This",
+          "problem",
+          "turn"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "9e892b83-1fe1-52b9-a8c6-1b5c36effb2f",
+      "type": "text",
+      "content": "Given a sample of observations from P, we would like to determine the DAG which generated it. We can think of this task in terms of two subtasks: firstly we need to understand how to extract information concerning P from a sample, which is a traditional statistical question of the sort we are used to; secondly, given P itself, we need to relate this to the DAG which generated it. The latter problem is unique to casual inference and we discuss this first.",
+      "path": "notes.pdf/Chapter 4 Graphical modelling and causal inference/4.7 Causal structure learning",
+      "metadata": {
+        "length": 458,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Chapter 1 Kernel machines, Chapter 2, Chapter 3 The Lasso and beyond, Chapter 4 Graphical modelling and causal inference, Chapter 5 High-dimensional inference, Bibliography",
+        "tokens": [
+          "Given",
+          "sample",
+          "observations",
+          "determine",
+          "DAG",
+          "generated",
+          "We",
+          "task",
+          "terms",
+          "subtasks",
+          "firstly",
+          "understand",
+          "extract",
+          "information",
+          "traditional",
+          "statistical",
+          "question",
+          "sort",
+          "relate",
+          "The",
+          "problem",
+          "unique",
+          "casual",
+          "inference",
+          "discuss"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "1b6c3135-8d31-5e21-a7b7-5ff8c8e6a56a",
+      "type": "text",
+      "content": "There are three obstacles to causal structure learning. The first two are more immediate but the last is somewhat subtle.",
+      "path": "notes.pdf/Chapter 4 Graphical modelling and causal inference/4.7 Causal structure learning/4.7.1 Three obstacles",
+      "metadata": {
+        "length": 121,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Chapter 1 Kernel machines, Chapter 2, Chapter 3 The Lasso and beyond, Chapter 4 Graphical modelling and causal inference, Chapter 5 High-dimensional inference, Bibliography",
+        "tokens": [
+          "There",
+          "obstacles",
+          "causal",
+          "structure",
+          "learning",
+          "The",
+          "subtle"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "f2bab9d7-1bdb-5091-a58a-2ef886e596e9",
+      "type": "text",
+      "content": "We know that if P is generated by an SEM with DAG G, then P will be Markov w.r.t. G. Conversely, one can show that if P is Markov w.r.t. a DAG G, then there is also an SEM with DAG G that could have generated P. But P will be Markov w.r.t. a great number of DAGs, e.g. $Z_{1}$ and $Z_{2}$ being independent can be represented by\n$$\nZ _ {1} = 0 \\times Z _ {2} + \\varepsilon_ {1} = \\varepsilon_ {1}, \\qquad Z _ {2} = \\varepsilon_ {2}.\n$$\nThis motivates the following definition.\nDefinition 13. P satisfies causal minimality with respect to G if it is (global) Markov w.r.t. G but not to a proper subgraph of G with the same nodes.",
+      "path": "notes.pdf/Chapter 4 Graphical modelling and causal inference/4.7 Causal structure learning/4.7.1 Three obstacles/Causal minimality",
+      "metadata": {
+        "length": 628,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Chapter 1 Kernel machines, Chapter 2, Chapter 3 The Lasso and beyond, Chapter 4 Graphical modelling and causal inference, Chapter 5 High-dimensional inference, Bibliography",
+        "tokens": [
+          "We",
+          "generated",
+          "SEM",
+          "DAG",
+          "Markov",
+          "Conversely",
+          "show",
+          "But",
+          "great",
+          "number",
+          "DAGs",
+          "independent",
+          "represented",
+          "times",
+          "varepsilon",
+          "qquad",
+          "This",
+          "motivates",
+          "definition",
+          "Definition",
+          "13",
+          "satisfies",
+          "causal",
+          "minimality",
+          "respect",
+          "global",
+          "proper",
+          "subgraph",
+          "nodes"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "58583ac8-96dc-5c52-ab81-896969cb127a",
+      "type": "image",
+      "content": "\n$$ For a DAG $\\mathcal{G}$ , let0\n[images/image-9-$$ For a D.jpg]\n",
+      "path": "images/image-9-$$ For a D.jpg",
+      "metadata": {
+        "length": 67,
+        "summary": "image-9\n$$ For a DAG $\\mathcal{G}$ , let0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Chapter 1 Kernel machines, Chapter 2, Chapter 3 The Lasso and beyond, Chapter 4 Graphical modelling and causal inference, Chapter 5 High-dimensional inference, Bibliography",
+        "file_path": "images/image-9-$$ For a D.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "c2d82480-df61-51e4-9d87-886d11b1c1e1",
+      "type": "image",
+      "content": "\nThis motivates the following definition. For a DAG $\\mathcal{G}$ , let0\n[images/image-10-This motiv.jpg]\n",
+      "path": "images/image-10-This motiv.jpg",
+      "metadata": {
+        "length": 106,
+        "summary": "image-10\nThis motivates the following definition. For a DAG $\\mathcal{G}$ , let0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Chapter 1 Kernel machines, Chapter 2, Chapter 3 The Lasso and beyond, Chapter 4 Graphical modelling and causal inference, Chapter 5 High-dimensional inference, Bibliography",
+        "file_path": "images/image-10-This motiv.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "780ecf56-216e-56c6-9c64-8def1971d000",
+      "type": "text",
+      "content": "It is possible for two different DAGs to satisfy the same collection of d-separations e.g.\n\n$$ For a DAG $\\mathcal{G}$ , let0\n[images/image-9-$$ For a D.jpg]\n\n\nThis motivates the following definition. For a DAG $\\mathcal{G}$ , let0\n[images/image-10-This motiv.jpg]\n\nFor a DAG $\\mathcal{G}$ , let\n$\\mathcal{M}(\\mathcal{G}) = \\{\\text{distributions } P : P \\text{ satisfies the global Markov property w.r.t. } \\mathcal{G}\\}$ .\nDefinition 14. We say two DAGs $\\mathcal{G}_1$ and $\\mathcal{G}_2$ are Markov equivalent if $\\mathcal{M}(\\mathcal{G}_1) = \\mathcal{M}(\\mathcal{G}_2)$ .\nProposition 33. Two DAGs are Markov equivalent if and only if they have the same skeleton and v-structures.\nThe set of all DAGs that are Markov equivalent to a DAG can be represented by a completed PDAG (CPDAG) which contains an edge $(j,k)$ if and only if one member of the Markov equivalence class does. We can only ever hope to obtain the Markov equivalence class i.e. the CPDAG of a DAG with which P satisfies causal minimality (unless we place restrictions on the functional forms of the SEM equations).",
+      "path": "notes.pdf/Chapter 4 Graphical modelling and causal inference/4.7 Causal structure learning/4.7.1 Three obstacles/Markov equivalent DAGs",
+      "metadata": {
+        "length": 1084,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Chapter 1 Kernel machines, Chapter 2, Chapter 3 The Lasso and beyond, Chapter 4 Graphical modelling and causal inference, Chapter 5 High-dimensional inference, Bibliography",
+        "tokens": [
+          "It",
+          "DAGs",
+          "satisfy",
+          "collection",
+          "separations",
+          "For",
+          "DAG",
+          "mathcal",
+          "let0",
+          "This",
+          "motivates",
+          "definition",
+          "text",
+          "distributions",
+          "satisfies",
+          "global",
+          "Markov",
+          "property",
+          "Definition",
+          "14",
+          "We",
+          "equivalent",
+          "Proposition",
+          "33",
+          "Two",
+          "skeleton",
+          "structures",
+          "The",
+          "set",
+          "represented",
+          "completed",
+          "PDAG",
+          "CPDAG",
+          "edge",
+          "member",
+          "equivalence",
+          "class",
+          "hope",
+          "obtain",
+          "causal",
+          "minimality",
+          "place",
+          "restrictions",
+          "functional",
+          "forms",
+          "SEM",
+          "equations"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "58583ac8-96dc-5c52-ab81-896969cb127a",
+            "relation": "embeds",
+            "ref": "[images/image-9-$$ For a D.jpg]",
+            "position": {
+              "start": 126,
+              "end": 157
+            }
+          },
+          {
+            "target": "c2d82480-df61-51e4-9d87-886d11b1c1e1",
+            "relation": "embeds",
+            "ref": "[images/image-10-This motiv.jpg]",
+            "position": {
+              "start": 232,
+              "end": 264
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "a31b88e5-f467-5e79-b1ab-9a8c9e7fecf2",
+      "type": "text",
+      "content": "Consider the following SEM.\n$$\nZ _ {1} = \\varepsilon_ {1}\n$$\n$$\nZ _ {2} = \\alpha Z _ {1} + \\varepsilon_ {2}\n$$\n$$\nZ _ {3} = \\beta Z _ {1} + \\gamma Z _ {2} + \\varepsilon_ {3},\n$$\nwhere $\\varepsilon \\sim N_3(0,I)$ . Then $(Z_{1},Z_{2},Z_{3})\\sim N_{3}(0,\\Sigma) = P^{0}$ with\n$$\n\\Sigma = \\left( \\begin{array}{c c c} 1 & \\alpha & \\beta + \\alpha \\gamma \\\\ \\alpha & \\alpha^ {2} + 1 & \\alpha \\beta + \\gamma (\\alpha^ {2} + 1) \\\\ \\beta + \\alpha \\gamma & \\alpha \\beta + \\gamma (\\alpha^ {2} + 1) & \\beta^ {2} + \\gamma^ {2} (\\alpha^ {2} + 1) + 2 \\beta \\gamma \\alpha + 1 \\end{array} \\right).\n$$\nIf $\\beta + \\alpha \\gamma = 0$ e.g. if $\\beta = -1$ , $\\alpha, \\gamma = 1$ , then $Z_1 \\perp Z_3$ . We claim that in this case $P^0$ can also be generated by the SEM\n$$\n\\tilde {Z} _ {1} = \\tilde {\\varepsilon} _ {1}\n$$\n$$\n\\tilde {Z} _ {2} = \\tilde {Z} _ {1} + \\tilde {\\alpha} \\tilde {Z} _ {3} + \\tilde {\\varepsilon} _ {2}\n$$\n$$\n\\tilde {Z} _ {3} = \\tilde {\\varepsilon} _ {3}.\n$$\nHere the $\\tilde{\\varepsilon}_{j}$ are independent with $\\tilde{\\varepsilon}_{1}\\sim N(0,1)$ , $\\tilde{\\varepsilon}_{3}\\sim N(0,2)$ , $\\tilde{\\alpha}=1/2$ and $\\tilde{\\varepsilon}_{3}\\sim N(0,1/2)$ . Writing the DAGs for the two SEMs above as G and $\\tilde{G}$ , note that $P^{0}$ satisfies causal minimality w.r.t. both G and $\\tilde{G}$ .\nDefinition 15. We say $P$ is faithful to the DAG $\\mathcal{G}$ if it is Markov w.r.t. $\\mathcal{G}$ and for all disjoint $A, B, S \\subseteq \\{1, \\ldots, p\\}$ ,\n$$\nA, B d \\text {-separated by} S \\Leftarrow Z _ {A} \\perp \\perp Z _ {B} | Z _ {S}.\n$$\nFaithfulness demands that all conditional independencies in P are represented in the DAG. In our example $P^{0}$ is not faithful to G, but it is faithful to $\\tilde{G}$ .",
+      "path": "notes.pdf/Chapter 4 Graphical modelling and causal inference/4.7 Causal structure learning/4.7.1 Three obstacles/Faithfulness",
+      "metadata": {
+        "length": 1718,
+        "summary": "The text discusses two structural equation models (SEMs) generating the same multivariate normal distribution P^0. The first SEM has variables Z1, Z2, Z3 with parameters α, β, γ, and under the condition β+αγ=0 (e.g., β=-1, α=γ=1), Z1 is independent of Z3. A second SEM with different structure and error distributions also generates P^0. The concept of faithfulness is introduced: a distribution is faithful to a DAG if all conditional independencies are represented in the DAG. P^0 is not faithful to the first DAG (G) but is faithful to the second (tilde G).",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Chapter 1 Kernel machines, Chapter 2, Chapter 3 The Lasso and beyond, Chapter 4 Graphical modelling and causal inference, Chapter 5 High-dimensional inference, Bibliography",
+        "tokens": [
+          "Consider",
+          "SEM",
+          "varepsilon",
+          "alpha",
+          "beta",
+          "gamma",
+          "sim",
+          "Then",
+          "Sigma",
+          "left",
+          "begin",
+          "array",
+          "end",
+          "If",
+          "perp",
+          "We",
+          "claim",
+          "case",
+          "generated",
+          "tilde",
+          "Here",
+          "independent",
+          "Writing",
+          "DAGs",
+          "SEMs",
+          "note",
+          "satisfies",
+          "causal",
+          "minimality",
+          "Definition",
+          "15",
+          "faithful",
+          "DAG",
+          "mathcal",
+          "Markov",
+          "disjoint",
+          "subseteq",
+          "ldots",
+          "text",
+          "separated",
+          "Leftarrow",
+          "Faithfulness",
+          "demands",
+          "conditional",
+          "independencies",
+          "represented",
+          "In"
+        ],
+        "keywords": [
+          "SEM",
+          "faithfulness",
+          "DAG"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "dc289d00-b46c-5c6c-b810-10b13e28e216",
+      "type": "text",
+      "content": "Proposition 34. If nodes j and k in a DAG G are adjacent, then no set can d-separate them. If they are not adjacent and $\\pi$ is a topological order with $\\pi(j) < \\pi(k)$ , then they are d-separated by $\\text{pa}(k)$ .\nProof. Consider a path $j = j_{1}, \\ldots, j_{m} = k$ . We may assume we don't have $j_{m-1} \\to k$ as otherwise the path would be blocked since $j_{m-1} \\in \\text{pa}(k)$ . Let l be the largest $l'$ with $j_{l'-1} \\to j_{l'} \\leftarrow j_{l'+1}$ ; this must exist as otherwise we would have a directed path from k to j contradicting the topological ordering. In order for the path to be active, $j_{l'}$ must have a descendant in $\\text{pa}(k)$ , but this would introduce a cycle. □\nThis shows in particular that any non-adjacent nodes must have a d-separating set. If we assume that P is faithful w.r.t. a DAG G, we can check whether nodes j and k are adjacent in G by testing whether there is a set S with $Z_{j} \\perp \\perp Z_{k}|Z_{S}$ . If there is no such set S, j and k must be adjacent. This allows us to recover the skeleton of G.\nProposition 35. Suppose we have a triple of nodes j, k, l in a DAG and the only non-adjacent pair is j, k (i.e. in the skeleton j - l - k).\n(i) If the nodes are in a v-structure $(j \\rightarrow l \\leftarrow k)$ then no S that d-separates j and k can contain l.\n(ii) If there exists an $S$ that $d$ -separates $j$ and $k$ and $l \\notin S$ , then we must have $j \\to l \\leftarrow k$ .\nProof. For (i) note that any set containing l cannot block the path j, l, k. For (ii) note we know that the path j, l, k is blocked by S, so we must have $j \\rightarrow l \\leftarrow k$ . □\nThis last result then allows us to find the v-structures given the skeleton and a d-separating set $S(j, k)$ corresponding to each absent edge. Given a skeleton and v-structures, it may be possible to orient further edges by making use of the acyclicity of DAGs; we do not cover this here.",
+      "path": "notes.pdf/Chapter 4 Graphical modelling and causal inference/4.7 Causal structure learning/4.7.2 The PC algorithm",
+      "metadata": {
+        "length": 1922,
+        "summary": "The text presents two propositions about d-separation in directed acyclic graphs (DAGs). Proposition 34 states that adjacent nodes in a DAG cannot be d-separated by any set, while non-adjacent nodes can be d-separated by the parent set of the later node in a topological order. This allows recovery of the DAG's skeleton by testing conditional independence. Proposition 35 addresses v-structures: in a triple where only j and k are non-adjacent, if they are in a v-structure (j→l←k), no d-separating set for j and k can contain l; conversely, if a d-separating set exists without l, the structure must be a v-structure. These results help identify v-structures from the skeleton and d-separating sets.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Chapter 1 Kernel machines, Chapter 2, Chapter 3 The Lasso and beyond, Chapter 4 Graphical modelling and causal inference, Chapter 5 High-dimensional inference, Bibliography",
+        "tokens": [
+          "Proposition",
+          "34",
+          "If",
+          "nodes",
+          "DAG",
+          "adjacent",
+          "set",
+          "separate",
+          "pi",
+          "topological",
+          "order",
+          "separated",
+          "text",
+          "pa",
+          "Proof",
+          "Consider",
+          "path",
+          "ldots",
+          "We",
+          "assume",
+          "don",
+          "blocked",
+          "Let",
+          "largest",
+          "leftarrow",
+          "exist",
+          "directed",
+          "contradicting",
+          "ordering",
+          "In",
+          "active",
+          "descendant",
+          "introduce",
+          "cycle",
+          "This",
+          "shows",
+          "separating",
+          "faithful",
+          "check",
+          "testing",
+          "perp",
+          "recover",
+          "skeleton",
+          "35",
+          "Suppose",
+          "triple",
+          "pair",
+          "structure",
+          "rightarrow",
+          "separates",
+          "ii",
+          "exists",
+          "notin",
+          "For",
+          "note",
+          "block",
+          "result",
+          "find",
+          "structures",
+          "absent",
+          "edge",
+          "Given",
+          "orient",
+          "edges",
+          "making",
+          "acyclicity",
+          "DAGs",
+          "cover"
+        ],
+        "keywords": [
+          "d-separation",
+          "DAG",
+          "skeleton"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "2d538e6d-e3ac-51f6-93ef-2d50623a17ff",
+      "type": "text",
+      "content": "The PC-algorithm, named after its inventors Peter Spirtes and Clarke Glymour [Spirtes et al., 2000], exploits the fact that we need not search over all sets S but only subsets of either $\\mathrm{pa}(j)$ or $\\mathrm{pa}(k)$ for efficiency. The version assumes P is known and so conditional independencies can be queried directly. A sample version that is applicable in practice is given in the following subsection. We denote the set of nodes that are adjacent to a node j in graph G by $\\mathrm{adj}(\\mathcal{G}, j)$ .\nAlgorithm 1 First part of the PC algorithm: finding the skeleton.\nSet $\\hat{\\mathcal{G}}$ to be the complete undirected graph. Set $\\ell = -1$ .\nrepeat\nIncrement $\\ell \\to \\ell + 1$ .\nrepeat\nSelect a (new) ordered pair of nodes $j, k$ that are adjacent in $\\hat{\\mathcal{G}}$ and such that $|\\operatorname{adj}(\\hat{\\mathcal{G}}, j) \\setminus \\{k\\}| \\geq \\ell$ .\nrepeat\nChoose new $S \\subseteq \\operatorname{adj}(\\hat{\\mathcal{G}}, j) \\setminus \\{k\\}$ with $|S| = \\ell$ .\nIf $Z_j \\perp Z_k |Z_S$ then delete edges $(j, k)$ and $(k, j)$ and set $S(j, k) = S(k, j) = S$ .\nuntil edges $(j, k)$ , $(k, j)$ are deleted or all relevant subsets have been chosen.\nuntil all relevant ordered pairs have been chosen.\nuntil for every ordered pair $j, k$ that are adjacent in $\\hat{\\mathcal{G}}$ we have $|\\operatorname{adj}(\\hat{\\mathcal{G}}, j) \\setminus \\{k\\}| < \\ell$ .\nSuppose P is faithful to DAG $G^{0}$ . At each stage of the Algorithm 1 we must have that the skeleton is a subgraph of $\\hat{G}$ . By the end of the algorithm, for each pair j, k adjacent in $\\hat{G}$ , we would have searched through $\\operatorname{adj}(\\hat{\\mathcal{G}}, j)$ and $\\operatorname{adj}(\\hat{\\mathcal{G}}, k)$ for sets S such that $Z_{j} \\perp Z_{k}|Z_{S}$ . If P were faithful to $G^{0}$ then, we would know that j and k must be adjacent in $G^{0}$ . That is the output of Algorithm 1 would be the skeleton of $G^{0}$ .\nAlgorithm 2 Second part of the PC algorithm: finding the v-structures\nfor all pairs of non-adjacent variables $j, k$ (in skeleton $\\hat{\\mathcal{G}}$ ) with common neighbour $l$ do\nIf $l \\notin S(j, k)$ then orient $j \\to l \\leftarrow k$ .\nend for",
+      "path": "notes.pdf/Chapter 4 Graphical modelling and causal inference/4.7 Causal structure learning/4.7.2 The PC algorithm/Population version",
+      "metadata": {
+        "length": 2164,
+        "summary": "The text describes the PC-algorithm for causal structure learning, which efficiently finds the skeleton of a directed acyclic graph (DAG) by testing conditional independencies. Algorithm 1 iteratively removes edges between nodes if they are conditionally independent given some subset of neighbors, assuming faithfulness to the true DAG. Algorithm 2 then orients v-structures for non-adjacent nodes sharing a common neighbor, using stored separating sets.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Chapter 1 Kernel machines, Chapter 2, Chapter 3 The Lasso and beyond, Chapter 4 Graphical modelling and causal inference, Chapter 5 High-dimensional inference, Bibliography",
+        "tokens": [
+          "The",
+          "PC",
+          "algorithm",
+          "named",
+          "inventors",
+          "Peter",
+          "Spirtes",
+          "Clarke",
+          "Glymour",
+          "al",
+          "2000",
+          "exploits",
+          "fact",
+          "search",
+          "sets",
+          "subsets",
+          "mathrm",
+          "pa",
+          "efficiency",
+          "version",
+          "assumes",
+          "conditional",
+          "independencies",
+          "queried",
+          "directly",
+          "sample",
+          "applicable",
+          "practice",
+          "subsection",
+          "We",
+          "denote",
+          "set",
+          "nodes",
+          "adjacent",
+          "node",
+          "graph",
+          "adj",
+          "mathcal",
+          "Algorithm",
+          "First",
+          "part",
+          "finding",
+          "skeleton",
+          "Set",
+          "hat",
+          "complete",
+          "undirected",
+          "ell",
+          "repeat",
+          "Increment",
+          "Select",
+          "ordered",
+          "pair",
+          "operatorname",
+          "setminus",
+          "geq",
+          "Choose",
+          "subseteq",
+          "If",
+          "perp",
+          "delete",
+          "edges",
+          "deleted",
+          "relevant",
+          "chosen",
+          "pairs",
+          "Suppose",
+          "faithful",
+          "DAG",
+          "At",
+          "stage",
+          "subgraph",
+          "By",
+          "end",
+          "searched",
+          "That",
+          "output",
+          "Second",
+          "structures",
+          "variables",
+          "common",
+          "neighbour",
+          "notin",
+          "orient",
+          "leftarrow"
+        ],
+        "keywords": [
+          "PC-algorithm",
+          "skeleton",
+          "v-structures"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "c54a6bc9-3f1b-5b3e-914c-6d88fb257274",
+      "type": "text",
+      "content": "The sample version of the PC algorithm replaces the querying of conditional independence with a conditional independence test applied to data $x_{1},\\ldots,x_{n}$ . The level of the test $\\alpha$ will be a tuning parameter of the method. If the data are assumed to be multivariate normal, the (sample) partial correlation can be used to test conditional independence since if $Z_{j} \\perp \\perp Z_{k}|Z_{S}$ then\n$$\n\\mathrm{Corr} (Z _ {j}, Z _ {k} | Z _ {S}) := \\rho_ {j k \\cdot S} = 0.\n$$\nTo compute the sample partial correlation, we regress $X_{j}$ and $X_{k}$ on $X_{S}$ and compute the correlation between the resulting residuals.",
+      "path": "notes.pdf/Chapter 4 Graphical modelling and causal inference/4.7 Causal structure learning/4.7.2 The PC algorithm/Sample version",
+      "metadata": {
+        "length": 635,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Chapter 1 Kernel machines, Chapter 2, Chapter 3 The Lasso and beyond, Chapter 4 Graphical modelling and causal inference, Chapter 5 High-dimensional inference, Bibliography",
+        "tokens": [
+          "The",
+          "sample",
+          "version",
+          "PC",
+          "algorithm",
+          "replaces",
+          "querying",
+          "conditional",
+          "independence",
+          "test",
+          "applied",
+          "data",
+          "ldots",
+          "level",
+          "alpha",
+          "tuning",
+          "parameter",
+          "method",
+          "If",
+          "assumed",
+          "multivariate",
+          "normal",
+          "partial",
+          "correlation",
+          "perp",
+          "mathrm",
+          "Corr",
+          "rho",
+          "cdot",
+          "To",
+          "compute",
+          "regress",
+          "resulting",
+          "residuals"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "b5f3d362-0c22-592e-a395-ac451df1c1bd",
+      "type": "image",
+      "content": "\n$$ 5.1 Using the debiased Lasso in practice0\n[images/image-11-$$ 5.1 Usi.jpg]\n",
+      "path": "images/image-11-$$ 5.1 Usi.jpg",
+      "metadata": {
+        "length": 79,
+        "summary": "image-11\n$$ 5.1 Using the debiased Lasso in practice0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Chapter 1 Kernel machines, Chapter 2, Chapter 3 The Lasso and beyond, Chapter 4 Graphical modelling and causal inference, Chapter 5 High-dimensional inference, Bibliography",
+        "file_path": "images/image-11-$$ 5.1 Usi.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "8722a030-69a1-58b0-9aea-62048ffe5b2a",
+      "type": "text",
+      "content": "High-dimensional inference\nConsider the normal linear model $Y = X\\beta^{0} + \\varepsilon$ where $\\varepsilon \\sim N_{n}(0, \\sigma^{2}I)$ . In the low-dimensional setting, the fact that $\\hat{\\beta}^{\\mathrm{OLS}} - \\beta^{0} \\sim N_{p}(0, \\sigma^{2}(X^{T}X)^{-1})$ allows us to form confidence intervals for components of $\\beta_{j}^{0}$ and perform hypothesis tests with $H_{0}: \\beta_{j}^{0} = 0$ , for example.\nOne might hope that studying the distribution of $\\hat{\\beta}_{\\lambda}^{L}-\\beta^{0}$ would enable us to perform these tasks in the high-dimensional setting when $p\\gg n$ . However, the distribution of $\\hat{\\beta}_{\\lambda}^{L}-\\beta^{0}$ is intractable and depends delicately on the unknown $\\beta^{0}$ , making it unsuitable as a basis for establishing confidence intervals.\nWhilst several methods have been proposed over the years, typically they have involved placing conditions on the unknown $\\beta^{0}$ , other than the usual assumption of sparsity. Given that the task is to perform inference for $\\beta^{0}$ , such conditions are undesirable. In the last couple of years, there has been a breakthrough on this front [Zhang and Zhang, 2014, Van de Geer et al., 2014], and here we will aim to cover the main ideas in this exciting development. Our treatment follows Van de Geer et al. [2014].\nWe begin our investigation by considering the KKT conditions of the Lasso. Fix $\\lambda > 0$ and let $\\hat{\\beta}$ be the Lasso estimator with tuning parameter $\\lambda$ . Recall that the KKT conditions give\n$$\n\\frac {1}{n} X ^ {T} (Y - X \\hat {\\beta}) = \\lambda \\hat {\\nu}\n$$\nwhere $\\|\\hat{\\nu}\\|_{\\infty} \\leq 1$ and writing $\\hat{S} = \\{k : \\hat{\\beta}_{k} \\neq 0\\}$ , $\\hat{\\nu}_{\\hat{S}} = \\operatorname{sgn}(\\hat{\\beta}_{\\hat{S}})$ . Setting $\\hat{\\Sigma} = X^{T}X/n$ and rearranging we have\n$$\n\\hat {\\Sigma} (\\hat {\\beta} - \\beta^ {0}) + \\lambda \\hat {\\nu} = \\frac {1}{n} X ^ {T} \\varepsilon .\n$$\nThe key idea is now to form an approximate inverse $\\hat{\\Theta}$ of $\\hat{\\Sigma}$ . Then we have\n$$\n\\hat {\\beta} + \\lambda \\hat {\\Theta} \\hat {\\nu} - \\beta^ {0} = \\frac {1}{n} \\hat {\\Theta} X ^ {T} \\varepsilon + \\frac {1}{\\sqrt {n}} \\Delta\n$$\nwhere $\\Delta = \\sqrt{n} (\\hat{\\Theta}\\hat{\\Sigma} -I)(\\beta^0 -\\hat{\\beta})$ . Define\n$$\n\\hat {b} = \\hat {\\beta} + \\lambda \\hat {\\Theta} \\hat {\\nu} = \\hat {\\beta} + \\hat {\\Theta} X ^ {T} (Y - X \\hat {\\beta}) / n,\n$$\nwhich we shall refer to as the debiased Lasso. If we choose $\\hat{\\Theta}$ such that $\\Delta$ is small, we will have $\\hat{b}-\\beta^{0}\\approx\\hat{\\Theta}X^{T}\\varepsilon/n$ , which can be used as a basis for performing inference.\nWe already know that under a compatibility condition on the design matrix $X$ , $\\| \\hat{\\beta} - \\beta^0 \\|_1$ is small (Theorem 21) with high probability. If we can also show that the $\\ell_{\\infty}$ -norms of rows of $\\hat{\\Theta} \\hat{\\Sigma} - I$ are small, we can leverage this fact using Hölder's inequality to show that $\\| \\Delta \\|_{\\infty}$ is small. Let $\\hat{\\theta}_j$ be the $j$ th row of $\\hat{\\Theta}$ . Then $\\| (\\hat{\\Sigma} \\hat{\\Theta}^T - I)_j \\|_{\\infty} \\leq \\eta$ is equivalent to\n$$\n\\frac {1}{n} \\| X _ {- j} ^ {T} X \\hat {\\theta} _ {j} \\| _ {\\infty} \\leq \\eta \\mathrm{and} | X _ {j} ^ {T} X \\hat {\\theta} _ {j} / n - 1 | \\leq \\eta .\n$$\nThe first of these inequalities is somewhat reminiscent of the KKT conditions for the Lasso. Let\n$$\n\\hat {\\gamma} ^ {(j)} = \\underset {\\gamma \\in \\mathbb {R} ^ {p - 1}} {\\arg \\min} \\left\\{\\frac {1}{2 n} \\| X _ {j} - X _ {- j} \\gamma \\| _ {2} ^ {2} + \\lambda_ {j} \\| \\gamma \\| _ {1} \\right\\}. \\tag {5.0.1}\n$$\nFurther let\n$$\n\\hat {\\tau} _ {j} ^ {2} = X _ {j} ^ {T} (X _ {j} - X _ {- j} \\hat {\\gamma} ^ {(j)}) / n = \\frac {1}{n} \\| X _ {j} - X _ {- j} \\hat {\\gamma} ^ {(j)} \\| _ {2} ^ {2} + \\lambda_ {j} \\| \\hat {\\gamma} ^ {(j)} \\| _ {1};\n$$\nsee the example sheet for the final equality. Then set\n$$\n\\begin{array}{l} \\hat {\\theta} _ {j} = - \\frac {1}{\\hat {\\tau} _ {j} ^ {2}} (\\hat {\\gamma} _ {1} ^ {(j)}, \\dots , \\hat {\\gamma} _ {j - 1} ^ {(j)}, - 1, \\hat {\\gamma} _ {j} ^ {(j)}, \\dots , \\hat {\\gamma} _ {p - 1} ^ {(j)}) ^ {T}. \\\\ \\begin{array}{c} \\uparrow \\\\ j \\text {th position} \\end{array} \\\\ \\end{array}\n$$\nNote that by construction,\n$$\nX \\hat {\\theta} _ {j} = \\frac {X _ {j} - X _ {- j} \\hat {\\gamma} ^ {(j)}}{X _ {j} ^ {T} (X - X _ {- j} \\hat {\\gamma} ^ {(j)}) / n}.\n$$\nThus $X_{j}^{T}X\\hat{\\theta}_{j} / n = 1$ and by the KKT conditions of the Lasso optimisation (5.0.1), we have $\\hat{\\tau}_j^2\\| X_{-j}^T X\\hat{\\theta}_j\\|_\\infty /n\\leq \\lambda_j$ .\nThus with the choice of $\\hat{\\Theta}$ defined as above, we have\n$$\n\\| \\Delta \\| _ {\\infty} \\leq \\sqrt {n} \\| \\hat {\\beta} - \\beta^ {0} \\| _ {1} \\max _ {j} \\frac {\\lambda_ {j}}{\\hat {\\tau} _ {j} ^ {2}}\n$$\nWhen can we expect $\\lambda_{j}/\\hat{\\tau}_{j}^{2}$ to be small? One way of answering this is to consider a random design setting. Let us assume that each row of X is independent and distributed as $N_{p}(0,\\Sigma)$ where $\\Sigma$ is positive definite. Write $\\Omega = \\Sigma^{-1}$ . From Proposition 29 and our study of the neighbourhood selection procedure (see also Section 4.3.3), we know that for each j, we can write\n$$\nX _ {j} = X _ {- j} \\gamma^ {(j)} + \\varepsilon^ {(j)}, \\tag {5.0.2}\n$$\nwhere $\\varepsilon_i^{(j)}|X_{-j}\\stackrel {\\mathrm{i.i.d.}}{\\sim}N(0,\\Omega_{jj}^{-1})$ and $\\gamma^{(j)} = -\\Omega_{jj}^{-1}\\Omega_{-j,j}$ . Theorem 21 can therefore be used to understand properties of $\\hat{\\gamma}^{(j)}$ and hence the $\\hat{\\tau}_j^2$ . In order to apply this result however, we need $\\gamma^{(j)}$ to be sparse. Let us therefore define\n$$\ns _ {j} = \\sum_ {k \\neq j} \\mathbb {1} _ {\\{\\Omega_ {k j} \\neq 0 \\}}\n$$\nand $s_{\\max} = \\max(\\max_j s_j, s)$ . In order to make the following result more easily interpretable, we will consider an asymptotic regime where X, s, $s_{\\max}$ etc. are all allowed to change as $n \\to \\infty$ , though we suppress this in the notation. We will consider $\\sigma$ as constant.\nTheorem 36. Suppose the minimum eigenvalue of $\\Sigma$ is always at least $c_{\\mathrm{min}} > 0$ and $\\max_j \\Sigma_{jj} \\leq 1$ . Suppose further that $s_{\\mathrm{max}} \\sqrt{\\log(p)/n} \\to 0$ . Then there exists constants $A_1, A_2$ such that setting $\\lambda = \\lambda_j = A_1 \\sqrt{\\log(p)/n}$ , we have\n$$\n\\sqrt {n} (\\hat {b} - \\beta^ {0}) = W + \\Delta\n$$\n$$\nW | X \\sim N _ {p} (0, \\sigma^ {2} \\hat {\\Theta} \\hat {\\Sigma} \\hat {\\Theta} ^ {T}),\n$$\nand as $n,p\\to \\infty$\n$$\n\\mathbb {P} (\\| \\Delta \\| _ {\\infty} > A _ {2} s \\log (p) / \\sqrt {n}) \\to 0.\n$$\nProof. Consider the sequence of events $\\Lambda_{n}$ described by the following properties:\n• $\\phi_{\\hat{\\Sigma},s}^{2}\\geq c_{\\min}/2$ and $\\phi_{\\hat{\\Sigma}_{-j,-j},s_{j}}^{2}\\geq c_{\\min}/2$ for all j,\n- $2\\| X^T\\varepsilon \\|_{\\infty} / n \\leq \\lambda$ and $2\\| X_{-j}^{T}\\varepsilon^{(j)}\\|_{\\infty} / n \\leq \\lambda$ for all $j$ ,\n- $\\| \\varepsilon^{(j)}\\| _2^2 /n\\geq \\Omega_{jj}^{-1}(1 - 4\\sqrt{\\log(p) / n})$ for all $j$ .\nYou will show on the example sheet that then $\\mathbb{P}(\\Lambda_{n})\\to1$ for $A_{1}$ sufficiently large. In the following we work on $\\Lambda_{n}$ , and $c_{1},c_{2},\\ldots$ will be constants.\nBy Theorem 21, we have\n$$\n\\| \\hat {\\beta} - \\beta^ {0} \\| _ {1} \\leq c _ {1} s \\sqrt {\\log (p) / n}.\n$$\nWe now seek a lower bound for the $\\hat{\\tau}_j^2$ . Consider the linear models in (5.0.2). Note that the maximum eigenvalue of $\\Omega$ is at most $c_{\\mathrm{min}}^{-1}$ so $\\Omega_{jj} \\leq c_{\\mathrm{min}}^{-1}$ . Also, $\\Omega_{jj}^{-1} = \\mathrm{Var}(X_{ij}|X_{i,-j}) \\leq \\mathrm{Var}(X_{ij}) = \\Sigma_{jj} \\leq 1$ . Thus applying Theorem 21 to the linear models (5.0.2), we know that\n$$\n\\| \\gamma^ {(j)} - \\hat {\\gamma} ^ {(j)} \\| _ {1} \\leq c _ {2} s _ {j} \\sqrt {\\log (p) / n}.\n$$\nThen\n$$\n\\begin{array}{l} \\hat {\\tau} _ {j} ^ {2} \\geq \\frac {1}{n} \\| X _ {j} - X _ {- j} \\hat {\\gamma} ^ {(j)} \\| _ {2} ^ {2} \\geq \\frac {1}{n} \\| \\varepsilon^ {(j)} \\| _ {2} ^ {2} - \\frac {2}{n} \\| X _ {- j} ^ {T} \\varepsilon^ {(j)} \\| _ {\\infty} \\| \\gamma^ {(j)} - \\hat {\\gamma} ^ {(j)} \\| _ {1} \\\\ \\geq \\Omega_ {j j} ^ {- 1} (1 - 4 \\sqrt {\\log (p) / n}) - \\frac {c _ {4} s _ {\\max} \\log (p)}{n} \\\\ \\geq c _ {\\mathrm{min}} / 2 \\\\ \\end{array}\n$$\nfor all j when n is sufficiently large. Putting things together we see that on $\\Lambda_{n}$ ,\n$$\n\\begin{array}{l} \\| \\Delta \\| _ {\\infty} \\leq \\lambda \\sqrt {n} \\| \\hat {\\beta} - \\beta^ {0} \\| _ {1} \\max _ {j} \\hat {\\tau} _ {j} ^ {- 2} \\\\ \\leq 2 A _ {1} \\sqrt {\\log (p)} (c _ {1} s \\sqrt {\\log (p) / n}) / c _ {\\min} \\leq A _ {2} s \\log (p) / \\sqrt {n} \\\\ \\end{array}\n$$\nwhere $A_{2} = 2c_{1}A_{1} / c_{\\mathrm{min}}$ . Thus\n$$\n\\mathbb {P} (\\| \\Delta \\| _ {\\infty} > A _ {2} s \\log (p) / \\sqrt {n}) \\leq \\mathbb {P} (\\Lambda_ {n} ^ {c}) \\to 0.\n$$\n\n$$ 5.1 Using the debiased Lasso in practice0\n[images/image-11-$$ 5.1 Usi.jpg]\n\n5.1 Using the debiased Lasso in practice\nTheorem 36 shows in particular that\n$$\n\\sqrt {n} (\\hat {b} _ {j} - \\beta_ {j} ^ {0}) \\approx W _ {j}\n$$\nwhere $W_{j} \\sim N(0, \\sigma^{2}(\\hat{\\Theta}\\hat{\\Sigma}\\hat{\\Theta}^{T})_{jj})$ . Let $(\\hat{\\Theta}\\hat{\\Sigma}\\hat{\\Theta}^{T})_{jj} = d_{j}$ . The approximate equality above suggests constructing $(1-\\alpha)$ -level confidence intervals of the form\n$$\n\\left[ \\hat {b} _ {j} - z _ {\\alpha / 2} \\sigma \\sqrt {d _ {j}} / \\sqrt {n}, \\hat {b} _ {j} + z _ {\\alpha / 2} \\sigma \\sqrt {d _ {j}} / \\sqrt {n} \\right],\n$$\nwhere $z_{\\alpha}$ is the upper $\\alpha$ point of a standard normal. The only unknown quantity in the confidence interval above is $\\sigma$ : this can be estimated using e.g. the square-root / scaled Lasso [Sun and Zhang, 2012].",
+      "path": "notes.pdf/Chapter 5 High-dimensional inference",
+      "metadata": {
+        "length": 9615,
+        "summary": "The text discusses high-dimensional inference using the debiased Lasso. It explains how to form confidence intervals for regression coefficients when p >> n by constructing an approximate inverse of the sample covariance matrix. The key idea is to debias the Lasso estimator so that its distribution is approximately normal, enabling inference. The method relies on sparsity conditions and uses node-wise Lasso regressions to estimate the inverse covariance matrix. Theorem 36 provides asymptotic normality results, showing that the debiased estimator's error term is small under certain conditions. Practical construction of confidence intervals uses the estimated variance from the debiased Lasso.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Chapter 1 Kernel machines, Chapter 2, Chapter 3 The Lasso and beyond, Chapter 4 Graphical modelling and causal inference, Chapter 5 High-dimensional inference, Bibliography",
+        "tokens": [
+          "High",
+          "dimensional",
+          "inference",
+          "Consider",
+          "normal",
+          "linear",
+          "model",
+          "beta",
+          "varepsilon",
+          "sim",
+          "sigma",
+          "In",
+          "low",
+          "setting",
+          "fact",
+          "hat",
+          "mathrm",
+          "OLS",
+          "form",
+          "confidence",
+          "intervals",
+          "components",
+          "perform",
+          "hypothesis",
+          "tests",
+          "One",
+          "hope",
+          "studying",
+          "distribution",
+          "lambda",
+          "enable",
+          "tasks",
+          "high",
+          "gg",
+          "However",
+          "intractable",
+          "depends",
+          "delicately",
+          "unknown",
+          "making",
+          "unsuitable",
+          "basis",
+          "establishing",
+          "Whilst",
+          "methods",
+          "proposed",
+          "years",
+          "typically",
+          "involved",
+          "placing",
+          "conditions",
+          "usual",
+          "assumption",
+          "sparsity",
+          "Given",
+          "task",
+          "undesirable",
+          "couple",
+          "breakthrough",
+          "front",
+          "Zhang",
+          "2014",
+          "Van",
+          "de",
+          "Geer",
+          "al",
+          "aim",
+          "cover",
+          "main",
+          "ideas",
+          "exciting",
+          "development",
+          "Our",
+          "treatment",
+          "We",
+          "begin",
+          "investigation",
+          "KKT",
+          "Lasso",
+          "Fix",
+          "estimator",
+          "tuning",
+          "parameter",
+          "Recall",
+          "give",
+          "frac",
+          "nu",
+          "infty",
+          "leq",
+          "writing",
+          "neq",
+          "operatorname",
+          "sgn",
+          "Setting",
+          "Sigma",
+          "rearranging",
+          "The",
+          "key",
+          "idea",
+          "approximate",
+          "inverse",
+          "Theta",
+          "Then",
+          "sqrt",
+          "Delta",
+          "Define",
+          "refer",
+          "debiased",
+          "If",
+          "choose",
+          "small",
+          "approx",
+          "performing",
+          "compatibility",
+          "condition",
+          "design",
+          "matrix",
+          "Theorem",
+          "21",
+          "probability",
+          "show",
+          "ell",
+          "norms",
+          "rows",
+          "leverage",
+          "lder",
+          "inequality",
+          "Let",
+          "theta",
+          "row",
+          "eta",
+          "equivalent",
+          "inequalities",
+          "reminiscent",
+          "gamma",
+          "underset",
+          "mathbb",
+          "arg",
+          "min",
+          "left",
+          "tag",
+          "5.0",
+          "Further",
+          "tau",
+          "sheet",
+          "final",
+          "equality",
+          "set",
+          "array",
+          "dots",
+          "uparrow",
+          "text",
+          "position",
+          "end",
+          "Note",
+          "construction",
+          "Thus",
+          "optimisation",
+          "choice",
+          "defined",
+          "max",
+          "When",
+          "expect",
+          "answering",
+          "random",
+          "assume",
+          "independent",
+          "distributed",
+          "positive",
+          "definite",
+          "Write",
+          "Omega",
+          "From",
+          "Proposition",
+          "29",
+          "study",
+          "neighbourhood",
+          "selection",
+          "procedure",
+          "Section",
+          "4.3",
+          "write",
+          "stackrel",
+          "jj",
+          "understand",
+          "properties",
+          "order",
+          "apply",
+          "result",
+          "sparse",
+          "define",
+          "sum",
+          "make",
+          "easily",
+          "interpretable",
+          "asymptotic",
+          "regime",
+          "allowed",
+          "change",
+          "suppress",
+          "notation",
+          "constant",
+          "36",
+          "Suppose",
+          "minimum",
+          "eigenvalue",
+          "log",
+          "exists",
+          "constants",
+          "Proof",
+          "sequence",
+          "events",
+          "Lambda",
+          "phi",
+          "geq",
+          "You",
+          "to1",
+          "sufficiently",
+          "large",
+          "work",
+          "ldots",
+          "By",
+          "seek",
+          "lower",
+          "bound",
+          "models",
+          "maximum",
+          "Also",
+          "Var",
+          "ij",
+          "applying",
+          "Putting",
+          "things",
+          "2c",
+          "5.1",
+          "Using",
+          "practice0",
+          "practice",
+          "shows",
+          "suggests",
+          "constructing",
+          "alpha",
+          "level",
+          "upper",
+          "point",
+          "standard",
+          "quantity",
+          "interval",
+          "estimated",
+          "square",
+          "root",
+          "scaled",
+          "Sun",
+          "2012"
+        ],
+        "keywords": [
+          "Debiased Lasso",
+          "High-dimensional inference",
+          "Confidence intervals"
+        ],
+        "connect_to": [
+          {
+            "target": "b5f3d362-0c22-592e-a395-ac451df1c1bd",
+            "relation": "embeds",
+            "ref": "[images/image-11-$$ 5.1 Usi.jpg]",
+            "position": {
+              "start": 8792,
+              "end": 8824
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "274c19ee-6fee-5491-b765-6cccf4846ff0",
+      "type": "text",
+      "content": "L. Breiman. Stacked regressions. Machine Learning, 24:49–64, 1996.\nC. Cortes and V. Vapnik. Support-vector networks. Machine learning, 20(3):273–297, 1995.\nA. Hoerl and R. Kennard. Ridge regression: Biased estimation for nonorthogonal problems. Technometrics, pages 55–67, 1970.\nG. S. Kimeldorf and G. Wahba. A correspondence between bayesian estimation on stochastic processes and smoothing by splines. The Annals of Mathematical Statistics, 41(2): 495-502, 1970.\nN. Meinshausen. Relaxed lasso. Computational Statistics and Data Analysis, 52:374–393, 2007.\nN. Meinshausen and P. Bühlmann. High dimensional graphs and variable selection with the lasso. Annals of Statistics, 34:1436-1462, 2006.\nA. Rahimi and B. Recht. Random features for large-scale kernel machines. In Advances in Neural Information Processing Systems, pages 1177-1184, 2007.\nB. Schölkopf, R. Herbrich, and A. J. Smola. A generalized representer theorem. In International Conference on Computational Learning Theory, pages 416–426. Springer, 2001.\nP. Spirtes, C. N. Glymour, and R. Scheines. Causation, prediction, and search. MIT press, 2000.\nT. Sun and C.-H. Zhang. Scaled sparse linear regression. Biometrika, page ass043, 2012.\nR. Tibshirani. Regression shrinkage and selection via the lasso. Journal of the Royal Statistical Society, Series B, 58:267–288, 1996.\nR. Tibshirani, M. Saunders, S. Rosset, J. Zhu, and K. Knight. Sparsity and smoothness via the fused lasso. Journal of the Royal Statistical Society: Series B (Statistical Methodology), 67(1):91–108, 2005.\nP. Tseng. Convergence of a block coordinate descent method for nondifferentiable minimization. Journal of optimization theory and applications, 109(3):475-494, 2001.\nS. Van de Geer, P. Bühlmann, Y. Ritov, R. Dezeure, et al. On asymptotically optimal confidence regions and tests for high-dimensional models. The Annals of Statistics, 42(3):1166–1202, 2014.\nD. Wolpert. Stacked generalization. Neural Networks, 5:241-259, 1992.\nY. Yang, M. Pilanci, and M. J. Wainwright. Randomized sketches for kernels: Fast and optimal non-parametric regression. arXiv preprint arXiv:1501.06195, 2015.\nM. Yuan and Y. Lin. Model selection and estimation in regression with grouped variables. Journal of the Royal Statistical Society: Series B, 68:49–67, 2006.\nM. Yuan and Y. Lin. Model selection and estimation in the gaussian graphical model. Biometrika, 94(1):19–35, 2007.\nC.-H. Zhang. Nearly unbiased variable selection under minimax concave penalty. The Annals of statistics, pages 894-942, 2010.\nC.-H. Zhang and S. S. Zhang. Confidence intervals for low dimensional parameters in high dimensional linear models. Journal of the Royal Statistical Society: Series B (Statistical Methodology), 76(1):217–242, 2014.\nH. Zou. The adaptive lasso and its oracle properties. Journal of the American Statistical Association, 101:1418–1429, 2006.",
+      "path": "notes.pdf/Bibliography",
+      "metadata": {
+        "length": 2863,
+        "summary": "This passage is a bibliography of 22 references on regression methods, including stacked regressions, support-vector networks, ridge regression, lasso, relaxed lasso, fused lasso, adaptive lasso, scaled sparse linear regression, grouped variables, Gaussian graphical models, minimax concave penalty, kernel methods, random features, representer theorem, and related topics in high-dimensional statistics and machine learning.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Chapter 1 Kernel machines, Chapter 2, Chapter 3 The Lasso and beyond, Chapter 4 Graphical modelling and causal inference, Chapter 5 High-dimensional inference, Bibliography",
+        "tokens": [
+          "Breiman",
+          "Stacked",
+          "regressions",
+          "Machine",
+          "Learning",
+          "24",
+          "49",
+          "64",
+          "1996",
+          "Cortes",
+          "Vapnik",
+          "Support",
+          "vector",
+          "networks",
+          "learning",
+          "20",
+          "273",
+          "297",
+          "1995",
+          "Hoerl",
+          "Kennard",
+          "Ridge",
+          "regression",
+          "Biased",
+          "estimation",
+          "nonorthogonal",
+          "problems",
+          "Technometrics",
+          "pages",
+          "55",
+          "67",
+          "1970",
+          "Kimeldorf",
+          "Wahba",
+          "correspondence",
+          "bayesian",
+          "stochastic",
+          "processes",
+          "smoothing",
+          "splines",
+          "The",
+          "Annals",
+          "Mathematical",
+          "Statistics",
+          "41",
+          "495",
+          "502",
+          "Meinshausen",
+          "Relaxed",
+          "lasso",
+          "Computational",
+          "Data",
+          "Analysis",
+          "52",
+          "374",
+          "393",
+          "2007",
+          "hlmann",
+          "High",
+          "dimensional",
+          "graphs",
+          "variable",
+          "selection",
+          "34",
+          "1436",
+          "1462",
+          "2006",
+          "Rahimi",
+          "Recht",
+          "Random",
+          "features",
+          "large",
+          "scale",
+          "kernel",
+          "machines",
+          "In",
+          "Advances",
+          "Neural",
+          "Information",
+          "Processing",
+          "Systems",
+          "1177",
+          "1184",
+          "Sch",
+          "lkopf",
+          "Herbrich",
+          "Smola",
+          "generalized",
+          "representer",
+          "theorem",
+          "International",
+          "Conference",
+          "Theory",
+          "416",
+          "426",
+          "Springer",
+          "2001",
+          "Spirtes",
+          "Glymour",
+          "Scheines",
+          "Causation",
+          "prediction",
+          "search",
+          "MIT",
+          "press",
+          "2000",
+          "Sun",
+          "Zhang",
+          "Scaled",
+          "sparse",
+          "linear",
+          "Biometrika",
+          "page",
+          "ass043",
+          "2012",
+          "Tibshirani",
+          "Regression",
+          "shrinkage",
+          "Journal",
+          "Royal",
+          "Statistical",
+          "Society",
+          "Series",
+          "58",
+          "267",
+          "288",
+          "Saunders",
+          "Rosset",
+          "Zhu",
+          "Knight",
+          "Sparsity",
+          "smoothness",
+          "fused",
+          "Methodology",
+          "91",
+          "108",
+          "2005",
+          "Tseng",
+          "Convergence",
+          "block",
+          "coordinate",
+          "descent",
+          "method",
+          "nondifferentiable",
+          "minimization",
+          "optimization",
+          "theory",
+          "applications",
+          "109",
+          "475",
+          "494",
+          "Van",
+          "de",
+          "Geer",
+          "Ritov",
+          "Dezeure",
+          "al",
+          "On",
+          "asymptotically",
+          "optimal",
+          "confidence",
+          "regions",
+          "tests",
+          "high",
+          "models",
+          "42",
+          "1166",
+          "1202",
+          "2014",
+          "Wolpert",
+          "generalization",
+          "Networks",
+          "241",
+          "259",
+          "1992",
+          "Yang",
+          "Pilanci",
+          "Wainwright",
+          "Randomized",
+          "sketches",
+          "kernels",
+          "Fast",
+          "parametric",
+          "arXiv",
+          "preprint",
+          "1501.06195",
+          "2015",
+          "Yuan",
+          "Lin",
+          "Model",
+          "grouped",
+          "variables",
+          "68",
+          "gaussian",
+          "graphical",
+          "model",
+          "94",
+          "19",
+          "35",
+          "Nearly",
+          "unbiased",
+          "minimax",
+          "concave",
+          "penalty",
+          "statistics",
+          "894",
+          "942",
+          "2010",
+          "Confidence",
+          "intervals",
+          "low",
+          "parameters",
+          "76",
+          "217",
+          "242",
+          "Zou",
+          "adaptive",
+          "oracle",
+          "properties",
+          "American",
+          "Association",
+          "101",
+          "1418",
+          "1429"
+        ],
+        "keywords": [
+          "Lasso",
+          "Ridge",
+          "Kernel"
+        ],
+        "connect_to": []
+      }
+    }
+  ]
+}
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/stem-statistical-learning/doc_nav.json b/apps/api/app/data/demo_documents/stem-statistical-learning/doc_nav.json
new file mode 100644
index 000000000..6372734df
--- /dev/null
+++ b/apps/api/app/data/demo_documents/stem-statistical-learning/doc_nav.json
@@ -0,0 +1,559 @@
+{
+  "version": "1.0",
+  "file_name": "Statistical Learning Notes.pdf",
+  "stats": {
+    "total_chunks": 71,
+    "text_chunks": 60,
+    "image_chunks": 11,
+    "table_chunks": 0,
+    "max_depth": 4
+  },
+  "sections": [
+    {
+      "title": "Root",
+      "path": "notes.pdf",
+      "level": 1,
+      "summary": "This course covers modern statistical methods for high-dimensional data, where variables exceed observations. It introduces ridge regression, kernel machines, the Lasso for regression with more parameters than observations, graphical modeling for causal inference, and uncertainty quantification. It also reviews classical methods like ordinary least squares and maximum likelihood estimation.",
+      "chunk_count": 1,
+      "children": []
+    },
+    {
+      "title": "Chapter 1 Kernel machines",
+      "path": "notes.pdf/Chapter 1 Kernel machines",
+      "level": 1,
+      "summary": "The passage discusses linear models and compares unbiased estimators with biased ones. It shows that the mean squared error of an estimator can be decomposed into variance plus squared bias. While OLS and MLEs are unbiased, biased methods can have lower variance, leading to better prediction error, especially when the number of parameters is large relative to observations. The text introduces penalisation techniques that shrink estimates toward zero, enabling reliable estimation when classical MLEs fail and often outperforming traditional approaches.",
+      "chunk_count": 14,
+      "children": [
+        {
+          "title": "1.1 Ridge regression",
+          "path": "notes.pdf/Chapter 1 Kernel machines/1.1 Ridge regression",
+          "level": 2,
+          "summary": "The passage introduces ridge regression as a method to reduce the variance of OLS estimates by shrinking coefficients towards zero via a penalty term λ||β||₂². It explains the optimization problem, the closed-form solution after centering and scaling, and the bias-variance trade-off. A theorem states that for sufficiently small λ, ridge regression outperforms OLS in terms of mean squared error. The singular value decomposition (SVD) is used to show that ridge regression shrinks coordinates of Y by factors D_jj²/(D_jj²+λ), with more shrinkage on smaller principal components. This makes ridge effective when signal is concentrated in large principal components. The passage also discusses the need for selecting λ and the connection to principal components analysis.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "1.2 v-fold cross-validation",
+          "path": "notes.pdf/Chapter 1 Kernel machines/1.2 v-fold cross-validation",
+          "level": 2,
+          "summary": "The text discusses cross-validation as a technique for selecting a regression method, using ridge regression as an example. It explains the goal of minimizing expected prediction error for new observations, introduces v-fold cross-validation to estimate this error, and describes how to choose the optimal λ by minimizing the CV(λ) criterion. It also notes that cross-validation provides a biased estimate of prediction error, with bias depending on fold size, and mentions stacking as an alternative that finds optimal weighted combinations of regression procedures.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "1.3 The kernel trick",
+          "path": "notes.pdf/Chapter 1 Kernel machines/1.3 The kernel trick",
+          "level": 2,
+          "summary": "The passage discusses ridge regression, presenting the fitted values formula and an alternative computation using XX^T instead of X^TX to reduce complexity when p >> n. It introduces a quadratic signal model, showing how to compute the kernel matrix K directly using (1 + x_i^T x_j)^2, which requires O(n^2 p) operations instead of O(n^2 p^2 + n^3). This illustrates the kernel trick: ridge regression depends only on inner products, so non-linear feature maps can be handled by directly computing similarity measures k(x_i, x_j).",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "1.4 Kernels",
+          "path": "notes.pdf/Chapter 1 Kernel machines/1.4 Kernels",
+          "level": 2,
+          "summary": "The passage discusses how non-linear models can be efficiently fitted by replacing the Gram matrix with a kernel matrix. It introduces the concept of a positive definite kernel as a symmetric map that yields positive semi-definite matrices. It shows that any inner product of feature maps defines a kernel, and notes that the converse also holds. A Cauchy-Schwarz inequality for kernels is proved via the determinant of a 2x2 kernel matrix.",
+          "chunk_count": 5,
+          "children": [
+            {
+              "title": "1.4.1 Examples of kernels",
+              "path": "notes.pdf/Chapter 1 Kernel machines/1.4 Kernels/1.4.1 Examples of kernels",
+              "level": 3,
+              "summary": "The passage defines several kernels: linear, polynomial, Gaussian, Sobolev, and Jaccard similarity. It explains how to prove they are valid kernels using properties like sum, product, and limit of kernels. The Gaussian kernel is shown to be a kernel by decomposing it into a product of two kernels. The Sobolev kernel is the covariance of Brownian motion. The Jaccard kernel is defined for sets.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "1.4.2 Reproducing kernel Hilbert spaces",
+              "path": "notes.pdf/Chapter 1 Kernel machines/1.4 Kernels/1.4.2 Reproducing kernel Hilbert spaces",
+              "level": 3,
+              "summary": "Theorem 5 proves that for every kernel k, there exists a feature map φ into an inner product space H such that k(x,x') = ⟨φ(x), φ(x')⟩. The proof constructs H as the vector space of functions of the form f(·)=∑α_i k(·,x_i), with φ(x)=k(·,x). An inner product is defined on H, and its well-definedness is shown using the kernel's properties. Positive definiteness is established by noting that ⟨f,f⟩≥0 due to the kernel's positive definiteness, and Cauchy-Schwarz inequality is derived by treating the inner product as a kernel itself. The space H can be completed to a Hilbert space, specifically a reproducing kernel Hilbert space (RKHS), where the reproducing property f(x)=⟨k_x,f⟩ holds. The reproducing kernel of an RKHS is a positive definite kernel, and every kernel corresponds to a unique RKHS.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Examples",
+              "path": "notes.pdf/Chapter 1 Kernel machines/1.4 Kernels/Examples",
+              "level": 3,
+              "summary": "Linear kernel. Here $\\mathcal{H}=\\{f:f(x)=\\beta^{T}x,\\beta\\in\\mathbb{R}^{p}\\}$ and if $f(x)=\\beta^{T}x$ then $\\|f\\|_{H}^{2}=||\\beta||_{2}^{2}$ . Sobolev kernel. It can be shown that $\\mathcal{H}$ is roughly the space of continuous functions $f:[0,1]\\to \\mathbb{R}$ with $f(0) = 0$ that are differentiable almost everywhere, and for which $\\int_0^1 f'(x)^2 dx < \\infty$ . It contains the class of Lipschitz functions (functions $f:[0,1]\\to \\mathbb{R}$ for which there exists some $L$ with $|f(x) - f(y)|\\leq L|x - y|$ for all $x,y\\in [0,1]$ ) that are 0 at the origin. The norm is $$ \\left(\\int_ {0} ^ {1} f ^ {\\prime} (x) ^ {2} d x\\right) ^ {1 / 2}. $$ Though the construction of the RKHS from a kernel is explicit, it can be challenging to understand precisely the space and the form of the norm.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "1.4.3 The representer theorem",
+              "path": "notes.pdf/Chapter 1 Kernel machines/1.4 Kernels/1.4.3 The representer theorem",
+              "level": 3,
+              "summary": "The passage explains the Representer Theorem, which shows that the minimizer of a regularized empirical risk functional in a Reproducing Kernel Hilbert Space (RKHS) can be expressed as a linear combination of kernel evaluations at the training points. This result is key to kernel ridge regression, where the optimization problem reduces to finding coefficients α that minimize ||Y - Kα||² + λαᵀKα, leading to predictions f̂(x) = Σ αᵢ k(x, xᵢ). The theorem bridges infinite-dimensional optimization to a finite-dimensional problem.",
+              "chunk_count": 1,
+              "children": []
+            }
+          ]
+        },
+        {
+          "title": "1.5 Kernel ridge regression",
+          "path": "notes.pdf/Chapter 1 Kernel machines/1.5 Kernel ridge regression",
+          "level": 2,
+          "summary": "The text discusses kernel ridge regression, focusing on its predictive performance. It presents Theorem 7, which bounds the mean squared prediction error (MSPE) in terms of kernel matrix eigenvalues and regularization parameter λ. The proof uses the representer theorem, eigendecomposition, and a trace trick. The bound is expressed as δ_n(λ_n) = σ²/(λ_n) * (1/n) Σ min(μ̂_i/4, λ_n) + λ_n/4. Using Mercer's theorem, the bound is related to kernel eigenvalues μ_j. For the Sobolev kernel, eigenvalues decay as 1/(π²(2j-1)²), leading to an optimal λ_n ~ (σ²/n)^{2/3} and error rate O((σ²/n)^{2/3}). The text concludes that kernel ridge regression is optimal up to a constant factor for MSPE when the true function lies in the RKHS.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "1.6 Other kernel machines",
+          "path": "notes.pdf/Chapter 1 Kernel machines/1.6 Other kernel machines",
+          "level": 2,
+          "summary": "Thus far we have we have only considered applying the kernel trick to ridge regression, which as we have seen has attractive theoretical properties as a regression method. However the kernel trick and the representer theorem are much more generally applicable. In settings where the $Y_{i}$ are not continuous but are in $\\{-1,1\\}$ (e.g. labels for spam and ham, fraud and not fraud etc.), popular approaches include kernel logistic regression and the support vector machine (SVM) [Cortes and Vapnik, 1995].",
+          "chunk_count": 3,
+          "children": [
+            {
+              "title": "1.6.1 The support vector machine",
+              "path": "notes.pdf/Chapter 1 Kernel machines/1.6 Other kernel machines/1.6.1 The support vector machine",
+              "level": 3,
+              "summary": "The text derives the support vector classifier from the separable hyperplane case to the non-separable case using hinge loss and L2 regularization. It starts with maximizing the margin M subject to constraints, then introduces a penalty for misclassification, leading to the primal objective with hinge loss and ridge penalty. It extends to include an intercept term and generalizes to reproducing kernel Hilbert spaces (RKHS) via the representer theorem, resulting in the kernel SVM formulation with predictions based on kernel evaluations.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "1.6.2 Logistic regression",
+              "path": "notes.pdf/Chapter 1 Kernel machines/1.6 Other kernel machines/1.6.2 Logistic regression",
+              "level": 3,
+              "summary": "Recall that standard logistic regression may be motivated by assuming $$ \\log \\left(\\frac {\\mathbb {P} (Y _ {i} = 1)}{\\mathbb {P} (Y _ {i} = - 1)}\\right) = x _ {i} ^ {T} \\beta^ {0} $$ and picking $\\hat{\\beta}$ to maximise the log-likelihood. This leads to (see example sheet) the following optimisation problem: $$ \\underset {\\beta \\in \\mathbb {R} ^ {p}} {\\arg \\min} \\sum_ {i = 1} ^ {n} \\log \\{1 + \\exp (- Y _ {i} x _ {i} ^ {T} \\beta) \\}. $$ The ‘kernelised’ version is given by $$ \\underset {f \\in \\mathcal {H}} {\\arg \\min} \\left\\{\\sum_ {i = 1} ^ {n} \\log [ 1 + \\exp \\{- Y _ {i} f (x _ {i}) \\} ] + \\lambda \\| f \\| _ {\\mathcal {H}} ^ {2} \\right\\}, $$ where H is an RKHS. As in the case of the SVM, the representer theorem gives a finite-dimensional optimisation that is equivalent to the above.",
+              "chunk_count": 1,
+              "children": []
+            }
+          ]
+        },
+        {
+          "title": "1.7 Large-scale kernel machines",
+          "path": "notes.pdf/Chapter 1 Kernel machines/1.7 Large-scale kernel machines",
+          "level": 2,
+          "summary": "The passage discusses the computational challenges of kernel methods for large datasets, particularly the O(n^3) cost of inverting the kernel matrix and O(n) prediction cost. It introduces random feature expansions as a solution, approximating shift-invariant kernels via random mappings based on Bochner's theorem. The approach uses random cosine features to achieve linear-time computation in n, with applications to kernel ridge regression.",
+          "chunk_count": 1,
+          "children": []
+        }
+      ]
+    },
+    {
+      "title": "Chapter 2",
+      "path": "notes.pdf/Chapter 2",
+      "level": 1,
+      "summary": "",
+      "chunk_count": 8,
+      "children": [
+        {
+          "title": "Introduction to the Lasso",
+          "path": "notes.pdf/Chapter 2/Introduction to the Lasso",
+          "level": 2,
+          "summary": "",
+          "chunk_count": 7,
+          "children": [
+            {
+              "title": "2.1 Model selection",
+              "path": "notes.pdf/Chapter 2/Introduction to the Lasso/2.1 Model selection",
+              "level": 3,
+              "summary": "The passage revisits the linear model Y = Xβ⁰ + ε with E(ε)=0 and Var(ε)=σ²I. It introduces the concept of sparsity, where the true set S of nonzero coefficients has size s much smaller than the total number of variables p. The mean squared prediction error (MSPE) of ordinary least squares (OLS) is derived as (p/n)σ². If the relevant variables in S were known and used in a reduced model, the MSPE would be (s/n)σ², which can be much smaller. Additionally, parameter estimates from the reduced model are more accurate and easier to interpret. The passage then mentions that classical model selection strategies will be reviewed.",
+              "chunk_count": 3,
+              "children": [
+                {
+                  "title": "Best subset regression",
+                  "path": "notes.pdf/Chapter 2/Introduction to the Lasso/2.1 Model selection/Best subset regression",
+                  "level": 4,
+                  "summary": "A natural approach to finding S is to consider all $2^{p}$ possible regression procedures each involving regressing the response on a different sets of explanatory variables $X_{M}$ where M is a subset of $\\{1,\\ldots,p\\}$ . We can then pick the best regression procedure using cross-validation (say). For general design matrices, this involves an exhaustive search over all subsets, so this is not really feasible for p > 50.",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Forward selection",
+                  "path": "notes.pdf/Chapter 2/Introduction to the Lasso/2.1 Model selection/Forward selection",
+                  "level": 4,
+                  "summary": "This can be seen as a greedy way of performing best subsets regression. Given a target model size m (the tuning parameter), this works as follows. 1. Start by fitting an intercept only model. 2. Add to the current model the predictor variable that reduces the residual sum of squares the most. 3. Continue step 2 until m predictor variables have been selected.",
+                  "chunk_count": 1,
+                  "children": []
+                }
+              ]
+            },
+            {
+              "title": "2.2 The Lasso estimator",
+              "path": "notes.pdf/Chapter 2/Introduction to the Lasso/2.2 The Lasso estimator",
+              "level": 3,
+              "summary": "The passage introduces the Least absolute shrinkage and selection operator (Lasso), which estimates coefficients by minimizing a penalized least squares objective with an ℓ1 penalty. This penalty shrinks estimates toward zero and can force some coefficients to exactly zero, enabling simultaneous variable selection and parameter estimation. The Lasso's ℓ1 constraint creates a diamond-shaped feasible region with corners at axes, making it likely that the OLS solution contours intersect at these corners, leading to sparse solutions. This contrasts with ridge regression's ℓ2 penalty, which yields spherical constraints and non-zero shrinkage.",
+              "chunk_count": 3,
+              "children": [
+                {
+                  "title": "2.2.1 Convexity and the Lasso",
+                  "path": "notes.pdf/Chapter 2/Introduction to the Lasso/2.2 The Lasso estimator/2.2.1 Convexity and the Lasso",
+                  "level": 4,
+                  "summary": "The passage discusses key properties of the Lasso regression method. It contrasts Lasso with Best Subset Regression, noting Lasso's convex optimization makes it computationally tractable for large-scale problems. It defines convex sets and functions, and provides Proposition 9 on convex function properties. The text addresses Lasso solution uniqueness, stating fitted values are unique (Proposition 10) even if coefficient estimates may not be. Section 2.2.2 covers prediction error of Lasso with no design assumptions, presenting Theorem 11 which gives a bound on prediction error with high probability when lambda is chosen appropriately, assuming a normal linear model with centered and scaled columns.",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "2.2.3 Concentration inequalities I",
+                  "path": "notes.pdf/Chapter 2/Introduction to the Lasso/2.2 The Lasso estimator/2.2.3 Concentration inequalities I",
+                  "level": 4,
+                  "summary": "The text discusses concentration inequalities, starting with Markov's inequality and the Chernoff bound, then introduces sub-Gaussian random variables. It defines sub-Gaussian variables, provides a tail bound (Proposition 12), and shows that bounded variables are sub-Gaussian (Hoeffding's lemma). Proposition 14 states that linear combinations of independent sub-Gaussian variables remain sub-Gaussian. Lemma 15 applies these results to bound the probability that the Lasso's regularization parameter exceeds a threshold, assuming sub-Gaussian errors, yielding a high-probability bound for the event that the Lasso's condition holds.",
+                  "chunk_count": 1,
+                  "children": []
+                }
+              ]
+            }
+          ]
+        }
+      ]
+    },
+    {
+      "title": "Chapter 3 The Lasso and beyond",
+      "path": "notes.pdf/Chapter 3 The Lasso and beyond",
+      "level": 1,
+      "summary": "The Lasso and beyond In this chapter, we will study the Lasso in more depth and present more precise theory about its behaviour. We will first study the variable selection properties of the Lasso, which will require some basic results in convex analysis that we present below.",
+      "chunk_count": 16,
+      "children": [
+        {
+          "title": "3.1 Some facts from optimisation theory and convex analysis",
+          "path": "notes.pdf/Chapter 3 The Lasso and beyond/3.1 Some facts from optimisation theory and convex analysis",
+          "level": 2,
+          "summary": "",
+          "chunk_count": 3,
+          "children": [
+            {
+              "title": "3.1.1 Subgradients",
+              "path": "notes.pdf/Chapter 3 The Lasso and beyond/3.1 Some facts from optimisation theory and convex analysis/3.1.1 Subgradients",
+              "level": 3,
+              "summary": "The passage defines subgradients and subdifferentials for convex functions, states basic properties (differentiability, scaling, sum rules), and presents the KKT condition for optimality. It then computes the subdifferential of the ℓ1-norm, showing it consists of vectors with infinity-norm ≤1 and whose nonzero entries equal the sign of the corresponding coordinate.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "3.1.2 The Lagrangian method",
+              "path": "notes.pdf/Chapter 3 The Lasso and beyond/3.1 Some facts from optimisation theory and convex analysis/3.1.2 The Lagrangian method",
+              "level": 3,
+              "summary": "Consider an optimisation problem of the form $$ \\text { minimise } f (x), \\text { subject to } g (x) = 0 \\tag {3.1.2} $$ where $g : R^{d} \\to R^{b}$ . Suppose the optimal value is $c^{*} \\in R$ . The Lagrangian for this problem is defined as $$ L (x, \\theta) = f (x) + \\theta^ {T} g (x) $$ where $\\theta \\in \\mathbb{R}^b$ . Note that $$ \\inf _ {x \\in \\mathbb {R} ^ {d}} L (x, \\theta) \\leq \\inf _ {x \\in \\mathbb {R} ^ {d}: g (x) = 0} L (x, \\theta) = c ^ {*} $$ for all $\\theta$ . The Lagrangian method involves finding a $\\theta^{*}$ such that the minimising $x^{*}$ on the LHS satisfies $g(x^{*}) = 0$ . This $x^{*}$ must then be a minimiser in the original problem (3.1.2).",
+              "chunk_count": 1,
+              "children": []
+            }
+          ]
+        },
+        {
+          "title": "3.2 Lasso solutions",
+          "path": "notes.pdf/Chapter 3 The Lasso and beyond/3.2 Lasso solutions",
+          "level": 2,
+          "summary": "Equipped with these tools from convex analysis, we can now fully characterise the solutions to the Lasso. We have that $\\hat{\\beta}_{\\lambda}^{L}$ is a Lasso solution if and only if $0 \\in \\partial Q_{\\lambda}(\\hat{\\beta}_{\\lambda}^{L})$ , which is equivalent to $$ \\frac {1}{n} X ^ {T} (Y - X \\hat {\\beta} _ {\\lambda} ^ {\\mathrm{L}}) = \\lambda \\hat {\\nu}, $$ for $\\hat{\\nu}$ with $\\| \\hat{\\nu}\\|_{\\infty}\\leq 1$ and writing $\\hat{S}_{\\lambda} = \\{k:\\hat{\\beta}_{\\lambda ,k}^{\\mathrm{L}}\\neq 0\\}$ , $\\hat{\\nu}_{\\hat{S}_{\\lambda}} = \\mathrm{sgn}(\\hat{\\beta}_{\\lambda ,\\hat{S}_{\\lambda}}^{\\mathrm{L}})$ . These are known as the KKT conditions for the Lasso.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "3.3 Variable selection",
+          "path": "notes.pdf/Chapter 3 The Lasso and beyond/3.3 Variable selection",
+          "level": 2,
+          "summary": "Theorem 20 provides conditions for Lasso to recover the true sign pattern in a noiseless high-dimensional linear model. The irrepresentable condition requires that the maximum absolute dot product between the sign vector and regression coefficients of inactive variables on active ones is at most 1. Additionally, the true coefficients must exceed a threshold involving the inverse Gram matrix. Under these conditions, a Lasso solution exists with the correct sign pattern. The converse also holds: if a Lasso solution recovers the true signs, the irrepresentable condition must be satisfied.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "3.4 Prediction and estimation",
+          "path": "notes.pdf/Chapter 3 The Lasso and beyond/3.4 Prediction and estimation",
+          "level": 2,
+          "summary": "The text discusses the compatibility condition for the Lasso estimator in high-dimensional linear regression. It defines the compatibility constant φ², which measures the restricted eigenvalue of the design matrix. Under this condition, the Lasso with tuning parameter λ = Aσ√(log(p)/n) achieves an MSPE bound of O(σ²s log(p)/(n φ²)) with high probability. The proof uses the basic inequality, Hölder's inequality, and the compatibility condition to derive the oracle-like bound.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "3.5 The compatibility condition",
+          "path": "notes.pdf/Chapter 3 The Lasso and beyond/3.5 The compatibility condition",
+          "level": 2,
+          "summary": "The passage discusses the compatibility condition for a covariance matrix in high-dimensional statistics. It defines a quantity φ²(S) that measures compatibility, and presents Lemma 22 showing that if an estimated covariance matrix Σ̂ is close to a matrix Σ̃ with positive φ²(S), then Σ̂ also has positive φ²(S). The proof uses Hölder's inequality and bounds on the difference between matrices. The goal is to apply this with Σ̃ = Σ⁰ (population covariance) and use concentration inequalities to show that Σ̂ satisfies the compatibility condition with high probability when Σ⁰ does.",
+          "chunk_count": 3,
+          "children": [
+            {
+              "title": "3.5.1 Concentration inequalities II",
+              "path": "notes.pdf/Chapter 3 The Lasso and beyond/3.5 The compatibility condition/3.5.1 Concentration inequalities II",
+              "level": 3,
+              "summary": "The text introduces Bernstein's inequality for independent random variables satisfying Bernstein's condition with parameters (σ, b). It provides the moment condition, the moment generating function bound, and the tail probability bound. A lemma shows that the product of two mean-zero sub-Gaussian random variables satisfies Bernstein's condition with parameters (8σ_Wσ_Z, 4σ_Wσ_Z), enabling concentration results for such products.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "3.5.2 The compatibility condition and random design",
+              "path": "notes.pdf/Chapter 3 The Lasso and beyond/3.5 The compatibility condition/3.5.2 The compatibility condition and random design",
+              "level": 3,
+              "summary": "The text presents Theorem 25 and Corollary 26 on the compatibility condition for sparse estimation. Theorem 25 shows that under i.i.d. sub-Gaussian rows with certain growth conditions, the empirical compatibility constant is at least half the population version with probability tending to 1. Corollary 26 extends this to normal distributions with bounded eigenvalues. The proof uses concentration inequalities and union bounds.",
+              "chunk_count": 1,
+              "children": []
+            }
+          ]
+        },
+        {
+          "title": "3.6 Computation",
+          "path": "notes.pdf/Chapter 3 The Lasso and beyond/3.6 Computation",
+          "level": 2,
+          "summary": "The text describes coordinate descent as an efficient optimization technique for Lasso solutions, minimizing functions of the form f(x)=g(x)+Σh_j(x_j) where g is convex and differentiable and each h_j is convex. It iteratively updates each coordinate by minimizing f with respect to that coordinate while holding others fixed. Tseng [2001] proves convergence to a minimizer under compactness of the sublevel set. Corollary 27 states existence of a minimizer and convergence of function values, with uniqueness ensuring convergence of iterates. The text also discusses solving Lasso over a grid of λ values using warm starts and an active set strategy: initializing active set A with non-zero coefficients from previous λ, performing coordinate descent only on A, checking KKT violations, and expanding A if violations exist.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "3.7 Extensions of the Lasso",
+          "path": "notes.pdf/Chapter 3 The Lasso and beyond/3.7 Extensions of the Lasso",
+          "level": 2,
+          "summary": "We can add an $\\ell_{1}$ penalty to many other log-likelihoods, or more generally other loss functions besides the squared-error loss that arises from the normal linear model. For Lasso-penalised generalised linear models, such as logistic regression, similar theoretical results to those we have obtained are available and computations can proceed in a similar fashion to above.",
+          "chunk_count": 5,
+          "children": [
+            {
+              "title": "3.7.1 Structural penalties",
+              "path": "notes.pdf/Chapter 3 The Lasso and beyond/3.7 Extensions of the Lasso/3.7.1 Structural penalties",
+              "level": 3,
+              "summary": "The Lasso penalty encourages the estimated coefficients to be shrunk towards 0 and sometimes exactly to 0. Other penalty functions can be constructed to encourage different types of sparsity.",
+              "chunk_count": 3,
+              "children": [
+                {
+                  "title": "Group Lasso",
+                  "path": "notes.pdf/Chapter 3 The Lasso and beyond/3.7 Extensions of the Lasso/3.7.1 Structural penalties/Group Lasso",
+                  "level": 4,
+                  "summary": "Suppose we have a partition $G_{1},\\ldots ,G_{q}$ of $\\{1,\\dots ,p\\}$ (so $\\cup_{k = 1}^{q}G_{k} = \\{1,\\dots ,p\\}$ , $G_{j}\\cap G_{k} = \\emptyset$ for $j\\neq k$ ). The group Lasso penalty [Yuan and Lin, 2006] is given by $$ \\lambda \\sum_ {j = 1} ^ {q} m _ {j} \\| \\beta_ {G _ {j}} \\| _ {2}. $$ The multipliers $m_{j} > 0$ serve to balance cases where the groups are of very different sizes; typically we choose $m_{j} = \\sqrt{|G_{j}|}$ . This penalty encourages either an entire group G to have $\\hat{\\beta}_{G} = 0$ or $\\hat{\\beta}_{k} \\neq 0$ for all $k \\in G$ . Such a property is useful when groups occur through coding for categorical predictors or when expanding predictors using basis functions.",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Fused Lasso",
+                  "path": "notes.pdf/Chapter 3 The Lasso and beyond/3.7 Extensions of the Lasso/3.7.1 Structural penalties/Fused Lasso",
+                  "level": 4,
+                  "summary": "If there is a sense in which the coefficients are ordered, so $\\beta_{j}^{0}$ is expected to be close to $\\beta_{j+1}^{0}$ , a fused Lasso penalty [Tibshirani et al., 2005] may be appropriate. This takes the form $$ \\lambda_ {1} \\sum_ {j = 1} ^ {p - 1} | \\beta_ {j} - \\beta_ {j + 1} | + \\lambda_ {2} \\| \\beta \\| _ {1}, $$ where the second term may be omitted depending on whether shrinkage towards 0 is desired. As an example, consider the simple setting where $Y_{i} = \\mu_{i}^{0} + \\varepsilon_{i}$ , and it is thought that the $(\\mu_{i}^{0})_{i=1}^{n}$ form a piecewise constant sequence. Then one option is to minimise over $\\mu \\in R^{n}$ , the following objective $$ \\frac {1}{n} \\| Y - \\mu \\| _ {2} ^ {2} + \\lambda \\sum_ {i = 1} ^ {n - 1} | \\mu_ {i} - \\mu_ {i + 1} |. $$",
+                  "chunk_count": 1,
+                  "children": []
+                }
+              ]
+            },
+            {
+              "title": "3.7.2 Reducing the bias of the Lasso",
+              "path": "notes.pdf/Chapter 3 The Lasso and beyond/3.7 Extensions of the Lasso/3.7.2 Reducing the bias of the Lasso",
+              "level": 3,
+              "summary": "The passage discusses drawbacks of the Lasso, which shrinks non-zero coefficients toward zero. Solutions include re-estimating non-zero coefficients via OLS or the relaxed Lasso, using the adaptive Lasso with weighted penalties, and employing non-convex penalties like MCP. Non-convex penalties may cause multiple local minima, but coordinate descent can work if non-convexity is mild.",
+              "chunk_count": 1,
+              "children": []
+            }
+          ]
+        }
+      ]
+    },
+    {
+      "title": "Chapter 4 Graphical modelling and causal inference",
+      "path": "notes.pdf/Chapter 4 Graphical modelling and causal inference",
+      "level": 1,
+      "summary": "Graphical modelling and causal inference So far we have considered the problem of relating a particular response to a large collection of explanatory variables. In some settings however, we do not have a distinguished response variable and instead we would like to better understand relationships between all the variables. In other situations, rather than being able to predict variables, we would like to understand causal relationships between them. Representing relationships between random variables through graphs will be an important tool in tackling these problems.",
+      "chunk_count": 19,
+      "children": [
+        {
+          "title": "4.1 Graphs",
+          "path": "notes.pdf/Chapter 4 Graphical modelling and causal inference/4.1 Graphs",
+          "level": 2,
+          "summary": "The text defines fundamental graph concepts including directed/undirected edges, subgraphs, parents/children, v-structures, skeletons, paths, directed cycles, DAGs, d-separation, and moralised graphs. It also defines topological ordering and proves every DAG has one via induction and source node removal.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "4.2 Conditional independence graphs",
+          "path": "notes.pdf/Chapter 4 Graphical modelling and causal inference/4.2 Conditional independence graphs",
+          "level": 2,
+          "summary": "We would like to understand which variables may be ‘related’ to each other. Trying to find pairs of variables that are independent and so unlikely to be related to each other is not necessarily a good way to proceed as each variable may be correlated with a large number of variables without being directly related to them. A better approach is to use conditional independence. Definition 9. If X, Y and Z are random vectors with a joint density $f_{XYZ}$ (w.r.t. a product measure $\\mu$ ) then we say X is conditionally independent of Y given Z, and write $$ X \\perp Y | Z $$ if $$ f _ {X Y | Z} (x, y | z) = f _ {X | Z} (x | z) f _ {Y | Z} (y | z). $$ Equivalently $$ X \\perp \\perp Y | Z \\Longleftrightarrow f _ {X | Y Z} (x | y, z) = f _ {X | Z} (x | z). $$ We will first look at how undirected graphs can be used to visualise conditional independencies between random variables; thus in the next few subsections by graph we will mean undirected graph. Definition 10. Let $Z = (Z_{1}, \\ldots, Z_{p})^{T}$ be a collection of random variables with joint law P. The conditional independence graph (CIG) for P is the graph with $V = \\{1, \\ldots, p\\}$ and an edge $\\{j, k\\}$ between j and k if and only if $$ Z _ {j} \\nparallel Z _ {k} \\mid Z _ {- j k}. $$",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "4.3 Gaussian graphical models",
+          "path": "notes.pdf/Chapter 4 Graphical modelling and causal inference/4.3 Gaussian graphical models",
+          "level": 2,
+          "summary": "Estimating the CIG given samples from P is a difficult task in general. However, in the case where P is multivariate Gaussian, things simplify considerably as we shall see. We begin with some notation. For a matrix $M \\in R^{p \\times p}$ , and sets $A, B \\subseteq \\{1, \\ldots, p\\}$ , let $M_{A,B}$ be the $|A| \\times |B|$ submatrix of M consisting of those rows and columns of M indexed by the sets A and B respectively. The submatrix extraction operation is always performed first (so e.g. $M_{k,-k}^{T} = (M_{k,-k})^{T}$ ).",
+          "chunk_count": 5,
+          "children": [
+            {
+              "title": "4.3.1 Normal conditionals",
+              "path": "notes.pdf/Chapter 4 Graphical modelling and causal inference/4.3 Gaussian graphical models/4.3.1 Normal conditionals",
+              "level": 3,
+              "summary": "Now let $Z \\sim N_p(\\mu, \\Sigma)$ with $\\Sigma$ positive definite. Note $\\Sigma_{A,A}$ is also positive definite for any $A$ . Proposition 29. $$ Z _ {A} | Z _ {B} = z _ {B} \\sim N _ {| A |} (\\mu_ {A} + \\Sigma_ {A, B} \\Sigma_ {B, B} ^ {- 1} (z _ {B} - \\mu_ {B}), \\Sigma_ {A, A} - \\Sigma_ {A, B} \\Sigma_ {B, B} ^ {- 1} \\Sigma_ {B, A}) $$ Proof. Idea: write $Z_{A}=MZ_{B}+(Z_{A}-MZ_{B})$ with matrix $M\\in R^{|A|\\times|B|}$ such that $Z_{A}-MZ_{B}$ and $Z_{B}$ are independent, i.e. such that $$ \\operatorname{Cov} (Z _ {B}, Z _ {A} - M Z _ {B}) = \\Sigma_ {B, A} - \\Sigma_ {B, B} M ^ {T} = 0. $$ This occurs when we take $M^{T} = \\Sigma_{B,B}^{-1}\\Sigma_{B,A}$ . Because $Z_{A} - MZ_{B}$ and $Z_{B}$ are independent, the distribution of $Z_{A} - MZ_{B}$ conditional on $Z_{B} = z_{B}$ is equal to its unconditional distribution. Now $$ \\begin{array}{l} \\mathbb {E} (Z _ {A} - M Z _ {B}) = \\mu_ {A} - \\Sigma_ {A, B} \\Sigma_ {B, B} ^ {- 1} \\mu_ {B} \\\\ \\mathrm{Var} (Z _ {A} - M Z _ {B}) = \\Sigma_ {A, A} + \\Sigma_ {A, B} \\Sigma_ {B, B} ^ {- 1} \\Sigma_ {B, B} \\Sigma_ {B, B...Sigma_ {B, A} - 2 \\Sigma_ {A, B} \\Sigma_ {B, B} ^ {- 1} \\Sigma_ {B, A} \\\\ = \\Sigma_ {A, A} - \\Sigma_ {A, B} \\Sigma_ {B, B} ^ {- 1} \\Sigma_ {B, A}. \\\\ \\end{array} $$ Since $MZ_{B}$ is a function of $Z_{B}$ and $Z_{A}-MZ_{B}$ is normally distributed, we have the result. ☐",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "4.3.2 Nodewise regression",
+              "path": "notes.pdf/Chapter 4 Graphical modelling and causal inference/4.3 Gaussian graphical models/4.3.2 Nodewise regression",
+              "level": 3,
+              "summary": "The passage discusses neighborhood selection for estimating a conditional independence graph (CIG). It derives the conditional distribution of Z_k given Z_{-k} in a Gaussian setting, showing that zero coefficients in the regression imply conditional independence. It then describes using Lasso regression of each variable on all others to select neighbors, with OR and AND rules for edge inclusion. Finally, it mentions an alternative approach of directly estimating the precision matrix Omega.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "4.3.3 The precision matrix and conditional independence",
+              "path": "notes.pdf/Chapter 4 Graphical modelling and causal inference/4.3 Gaussian graphical models/4.3.3 The precision matrix and conditional independence",
+              "level": 3,
+              "summary": "The following facts about blockwise inversion of matrices will help us to interpret the mean and variance in Proposition 29. Proposition 30. Let $M \\in R^{p \\times p}$ be a symmetric positive definite matrix and suppose $$ M = \\left( \\begin{array}{c c} P & Q ^ {T} \\\\ Q & R \\end{array} \\right) $$ with P and R square matrices. The Schur complement of R is $P - Q^{T}R^{-1}Q =: S$ . We have that S is positive definite and $$ M ^ {- 1} = \\left( \\begin{array}{c c} S ^ {- 1} & - S ^ {- 1} Q ^ {T} R ^ {- 1} \\\\ - R ^ {- 1} Q S ^ {- 1} & R ^ {- 1} + R ^ {- 1} Q S ^ {- 1} Q ^ {T} R ^ {- 1} \\end{array} \\right). $$ Furthermore $\\det(M) = \\det(S)\\det(R)$ . Let $\\Omega = \\Sigma^{-1}$ be the precision matrix. Note that $\\Sigma_{k,k} - \\Sigma_{k,-k}\\Sigma_{-k,-k}^{-1}\\Sigma_{-k,k} = \\Omega_{kk}^{-1}$ , and more generally that $\\mathrm{Var}(Z_A|Z_{A^c}) = \\Omega_{A,A}^{-1}$ . Also, we see that $\\Sigma_{-k,-k}^{-1}\\Sigma_{-k,k} = -\\Omega_{kk}^{-1}\\Omega_{-k,k}$ , so $$ (\\Sigma_ {- k, - k} ^ {- 1} \\Sigma_ {- k, k}) _ {j} = 0 \\Leftrightarrow \\left\\{ \\begin{array}{l l} \\Omega_ {j, k} = 0 \\text {for} j < k \\\\ \\Omega_ {j + 1, k} = 0 \\text {for} j \\geq k. \\end{array} \\right. $$ Thus $$ Z _ {k} \\perp \\perp Z _ {j} | Z _ {- j k} \\Leftrightarrow \\Omega_ {j k} = 0. $$ This motivates another approach to estimating the CIG.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "4.3.4 The Graphical Lasso",
+              "path": "notes.pdf/Chapter 4 Graphical modelling and causal inference/4.3 Gaussian graphical models/4.3.4 The Graphical Lasso",
+              "level": 3,
+              "summary": "The passage derives the maximum likelihood estimate of the precision matrix Ω for a multivariate normal distribution, showing that the unpenalized estimate is S^{-1} when S is positive definite. It then introduces the graphical Lasso, which adds an L1 penalty λ‖Ω‖₁ to the negative log-likelihood to promote sparsity in Ω, enabling estimation of a conditional independence graph. The objective is convex, and diagonal elements are often not penalized.",
+              "chunk_count": 1,
+              "children": []
+            }
+          ]
+        },
+        {
+          "title": "4.4 Structural equation models",
+          "path": "notes.pdf/Chapter 4 Graphical modelling and causal inference/4.4 Structural equation models",
+          "level": 2,
+          "summary": "The passage introduces structural equation models (SEMs) as a way to represent data generating processes, going beyond conditional independence graphs to answer interventional questions. It defines an SEM as a collection of equations where each variable is a function of its parents and independent noise, with the graph being a DAG. An artificial example illustrates how variables like course attendance depend on other factors. The SEM determines the joint distribution and allows querying distributions after setting variables to specific values.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "4.5 Interventions",
+          "path": "notes.pdf/Chapter 4 Graphical modelling and causal inference/4.5 Interventions",
+          "level": 2,
+          "summary": "The text explains how replacing a structural equation in an SEM creates a new model, with a perfect intervention setting a variable to a constant (e.g., do(Z_k=a)). It contrasts interventional expectations (e.g., E(Z_j|do(Z_k=a))) with conditional expectations, using an example where do(Z_2=1) yields P(Z_1=1|do(Z_2=1))=9/16, while P(Z_1=1|Z_2=1)=7/12, showing they differ.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "4.6 The Markov properties on DAGs",
+          "path": "notes.pdf/Chapter 4 Graphical modelling and causal inference/4.6 The Markov properties on DAGs",
+          "level": 2,
+          "summary": "The DAG of an SEM can encode a number of conditional independencies present in the law of the random vector Z. To understand this, we first introduce some so-called Markov properties on DAGs. Let $P$ be the joint law of $Z$ and suppose it has a density $f$ . Definition 12. Given a DAG G, we say P satisfies the (i) Markov factorisation property w.r.t. the DAG $\\mathcal{G}$ if $$ f (z _ {1}, \\ldots , z _ {p}) = \\prod_ {k = 1} ^ {p} f (z _ {k} | z _ {\\mathrm{pa} (k)}). $$ (ii) global Markov property w.r.t. the DAG G if for all disjoint A, B, S ⊆ {1, . . . , p}, $$ A, B d \\text {-separated by} S \\Rightarrow Z _ {A} \\perp \\perp Z _ {B} | Z _ {S}. $$ Theorem 31. If P has a density f (with respect to a product measure), then all Markov properties in definition 12 are equivalent. In view of this, we will henceforth use the term Markov to mean global Markov. Proposition 32. Let P be the law of an SEM with DAG G. Then P obeys the Markov factorisation property w.r.t. G. Thus we can read off from the DAG of an SEM a great deal...properties of the joint distribution, but also to determine the effects of certain perturbations to the system. In many settings, we may not have a prespecified SEM to work with, but instead we would like to learn the DAG from observational data. This is the problem we turn to next.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "4.7 Causal structure learning",
+          "path": "notes.pdf/Chapter 4 Graphical modelling and causal inference/4.7 Causal structure learning",
+          "level": 2,
+          "summary": "Given a sample of observations from P, we would like to determine the DAG which generated it. We can think of this task in terms of two subtasks: firstly we need to understand how to extract information concerning P from a sample, which is a traditional statistical question of the sort we are used to; secondly, given P itself, we need to relate this to the DAG which generated it. The latter problem is unique to casual inference and we discuss this first.",
+          "chunk_count": 8,
+          "children": [
+            {
+              "title": "4.7.1 Three obstacles",
+              "path": "notes.pdf/Chapter 4 Graphical modelling and causal inference/4.7 Causal structure learning/4.7.1 Three obstacles",
+              "level": 3,
+              "summary": "There are three obstacles to causal structure learning. The first two are more immediate but the last is somewhat subtle.",
+              "chunk_count": 4,
+              "children": [
+                {
+                  "title": "Causal minimality",
+                  "path": "notes.pdf/Chapter 4 Graphical modelling and causal inference/4.7 Causal structure learning/4.7.1 Three obstacles/Causal minimality",
+                  "level": 4,
+                  "summary": "We know that if P is generated by an SEM with DAG G, then P will be Markov w.r.t. G. Conversely, one can show that if P is Markov w.r.t. a DAG G, then there is also an SEM with DAG G that could have generated P. But P will be Markov w.r.t. a great number of DAGs, e.g. $Z_{1}$ and $Z_{2}$ being independent can be represented by $$ Z _ {1} = 0 \\times Z _ {2} + \\varepsilon_ {1} = \\varepsilon_ {1}, \\qquad Z _ {2} = \\varepsilon_ {2}. $$ This motivates the following definition. Definition 13. P satisfies causal minimality with respect to G if it is (global) Markov w.r.t. G but not to a proper subgraph of G with the same nodes.",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Markov equivalent DAGs",
+                  "path": "notes.pdf/Chapter 4 Graphical modelling and causal inference/4.7 Causal structure learning/4.7.1 Three obstacles/Markov equivalent DAGs",
+                  "level": 4,
+                  "summary": "It is possible for two different DAGs to satisfy the same collection of d-separations e.g. $$ For a DAG $\\mathcal{G}$ , let0 [images/image-9-$$ For a D.jpg] This motivates the following definition. For a DAG $\\mathcal{G}$ , let0 [images/image-10-This motiv.jpg] For a DAG $\\mathcal{G}$ , let $\\mathcal{M}(\\mathcal{G}) = \\{\\text{distributions } P : P \\text{ satisfies the global Markov property w.r.t. } \\mathcal{G}\\}$ . Definition 14. We say two DAGs $\\mathcal{G}_1$ and $\\mathcal{G}_2$ are Markov equivalent if $\\mathcal{M}(\\mathcal{G}_1) = \\mathcal{M}(\\mathcal{G}_2)$ . Proposition 33. Two DAGs are Markov equivalent if and only if they have the same skeleton and v-structures. The set of all DAGs that are Markov equivalent to a DAG can be represented by a completed PDAG (CPDAG) which contains an edge $(j,k)$ if and only if one member of the Markov equivalence class does. We can only ever hope to obtain the Markov equivalence class i.e. the CPDAG of a DAG with which P satisfies causal minimality (unless we place restrictions on the functional forms of the SEM equations).",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Faithfulness",
+                  "path": "notes.pdf/Chapter 4 Graphical modelling and causal inference/4.7 Causal structure learning/4.7.1 Three obstacles/Faithfulness",
+                  "level": 4,
+                  "summary": "The text discusses two structural equation models (SEMs) generating the same multivariate normal distribution P^0. The first SEM has variables Z1, Z2, Z3 with parameters α, β, γ, and under the condition β+αγ=0 (e.g., β=-1, α=γ=1), Z1 is independent of Z3. A second SEM with different structure and error distributions also generates P^0. The concept of faithfulness is introduced: a distribution is faithful to a DAG if all conditional independencies are represented in the DAG. P^0 is not faithful to the first DAG (G) but is faithful to the second (tilde G).",
+                  "chunk_count": 1,
+                  "children": []
+                }
+              ]
+            },
+            {
+              "title": "4.7.2 The PC algorithm",
+              "path": "notes.pdf/Chapter 4 Graphical modelling and causal inference/4.7 Causal structure learning/4.7.2 The PC algorithm",
+              "level": 3,
+              "summary": "The text presents two propositions about d-separation in directed acyclic graphs (DAGs). Proposition 34 states that adjacent nodes in a DAG cannot be d-separated by any set, while non-adjacent nodes can be d-separated by the parent set of the later node in a topological order. This allows recovery of the DAG's skeleton by testing conditional independence. Proposition 35 addresses v-structures: in a triple where only j and k are non-adjacent, if they are in a v-structure (j→l←k), no d-separating set for j and k can contain l; conversely, if a d-separating set exists without l, the structure must be a v-structure. These results help identify v-structures from the skeleton and d-separating sets.",
+              "chunk_count": 3,
+              "children": [
+                {
+                  "title": "Population version",
+                  "path": "notes.pdf/Chapter 4 Graphical modelling and causal inference/4.7 Causal structure learning/4.7.2 The PC algorithm/Population version",
+                  "level": 4,
+                  "summary": "The text describes the PC-algorithm for causal structure learning, which efficiently finds the skeleton of a directed acyclic graph (DAG) by testing conditional independencies. Algorithm 1 iteratively removes edges between nodes if they are conditionally independent given some subset of neighbors, assuming faithfulness to the true DAG. Algorithm 2 then orients v-structures for non-adjacent nodes sharing a common neighbor, using stored separating sets.",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Sample version",
+                  "path": "notes.pdf/Chapter 4 Graphical modelling and causal inference/4.7 Causal structure learning/4.7.2 The PC algorithm/Sample version",
+                  "level": 4,
+                  "summary": "The sample version of the PC algorithm replaces the querying of conditional independence with a conditional independence test applied to data $x_{1},\\ldots,x_{n}$ . The level of the test $\\alpha$ will be a tuning parameter of the method. If the data are assumed to be multivariate normal, the (sample) partial correlation can be used to test conditional independence since if $Z_{j} \\perp \\perp Z_{k}|Z_{S}$ then $$ \\mathrm{Corr} (Z _ {j}, Z _ {k} | Z _ {S}) := \\rho_ {j k \\cdot S} = 0. $$ To compute the sample partial correlation, we regress $X_{j}$ and $X_{k}$ on $X_{S}$ and compute the correlation between the resulting residuals.",
+                  "chunk_count": 1,
+                  "children": []
+                }
+              ]
+            }
+          ]
+        }
+      ]
+    },
+    {
+      "title": "Chapter 5 High-dimensional inference",
+      "path": "notes.pdf/Chapter 5 High-dimensional inference",
+      "level": 1,
+      "summary": "The text discusses high-dimensional inference using the debiased Lasso. It explains how to form confidence intervals for regression coefficients when p >> n by constructing an approximate inverse of the sample covariance matrix. The key idea is to debias the Lasso estimator so that its distribution is approximately normal, enabling inference. The method relies on sparsity conditions and uses node-wise Lasso regressions to estimate the inverse covariance matrix. Theorem 36 provides asymptotic normality results, showing that the debiased estimator's error term is small under certain conditions. Practical construction of confidence intervals uses the estimated variance from the debiased Lasso.",
+      "chunk_count": 1,
+      "children": []
+    },
+    {
+      "title": "Bibliography",
+      "path": "notes.pdf/Bibliography",
+      "level": 1,
+      "summary": "This passage is a bibliography of 22 references on regression methods, including stacked regressions, support-vector networks, ridge regression, lasso, relaxed lasso, fused lasso, adaptive lasso, scaled sparse linear regression, grouped variables, Gaussian graphical models, minimax concave penalty, kernel methods, random features, representer theorem, and related topics in high-dimensional statistics and machine learning.",
+      "chunk_count": 1,
+      "children": []
+    }
+  ],
+  "resources": {
+    "images": [
+      {
+        "path": "images/image-1-Support Vector Margin Visualization.jpg",
+        "summary": "image-1 - Diagram illustrating the geometric margin in a Support Vector Machine (SVM) classification problem. - Two classes of data points are plotted: red circles ($y_i = 1$) and blue crosses ($y_i = -1$). - A solid line represents the decision boundary (hyperplane), and dashed lines represent the margins. - An arrow labeled $\\beta$ indicates the normal vector to the hyperplane. - The distance from a point $x_i$ to the hyperplane is annotated as $\\frac{y_i x_i^T \\beta}{\\|\\beta\\|_2}$. - The total margin width between the two dashed lines is labeled $M$."
+      },
+      {
+        "path": "images/image-2-Propositio.jpg",
+        "summary": "image-2 Proposition 14. Let $(W_{i})_{i=1}^{n}$ be a sequence of independent mean-zero sub-Gaussian random variables with parameters $(\\sigma_{i})_{i=1}^{n}$ and let $\\gamma \\in R^{n}$ . Then $\\gamma^{T}W$ is sub-Gaussian with parameter $\\left(\\sum_{i}\\gamma_{i}^{2}\\sigma_{i}^{2}\\right)^{1/2}$ . We can now prove a more general version of the probability bound required for Theorem 11.0"
+      },
+      {
+        "path": "images/image-3-$$ # Chapt.jpg",
+        "summary": "image-3 $$ # Chapter 3 The Lasso and beyond0"
+      },
+      {
+        "path": "images/image-4-From this .jpg",
+        "summary": "image-4 From this we get ## 3.5 The compatibility condition0"
+      },
+      {
+        "path": "images/image-5-$$ We woul.jpg",
+        "summary": "image-5 $$ We would like to apply the result above with $\\check{\\Sigma} = \\Sigma^{0}$ , and use to argue that if $\\Sigma^{0}$ satisfies the compatibility condition, then so will $\\hat{\\Sigma}$ with high probability. In order to do this, we need to argue that the event that $\\max_{jk} |\\hat{\\Sigma}_{jk} - \\Sigma_{jk}^{0}|$ is small occurs with high probability. We can obtain such a result with the aid of concentration inequalities.0"
+      },
+      {
+        "path": "images/image-6-Let $Z = (.jpg",
+        "summary": "image-6 Let $Z = (Z_{1},\\ldots ,Z_{p})^{T}$ be a collection of random variables. The graphs we will consider will always have $V = \\{1,\\dots ,p\\}$ so $V$ indexes the random variables. <details>0"
+      },
+      {
+        "path": "images/image-7-Z2 --_ Z3 .jpg",
+        "summary": "image-7 Z2 --> Z3 <details>0"
+      },
+      {
+        "path": "images/image-8-Example 4..jpg",
+        "summary": "image-8 Example 4.4.1. Consider the following (totally artificial) SEM which has whether you are taking this course $(Z_{1}=1)$ depending on whether you went to the statistical modelling course $(Z_{2}=1)$ and whether you have heard about machine learning $(Z_{3}=1)$ . Suppose <details>0"
+      },
+      {
+        "path": "images/image-9-$$ For a D.jpg",
+        "summary": "image-9 $$ For a DAG $\\mathcal{G}$ , let0"
+      },
+      {
+        "path": "images/image-10-This motiv.jpg",
+        "summary": "image-10 This motivates the following definition. For a DAG $\\mathcal{G}$ , let0"
+      },
+      {
+        "path": "images/image-11-$$ 5.1 Usi.jpg",
+        "summary": "image-11 $$ 5.1 Using the debiased Lasso in practice0"
+      }
+    ],
+    "tables": []
+  }
+}
diff --git a/apps/api/app/data/demo_documents/stem-statistical-learning/full.md b/apps/api/app/data/demo_documents/stem-statistical-learning/full.md
new file mode 100644
index 000000000..8f03b6b76
--- /dev/null
+++ b/apps/api/app/data/demo_documents/stem-statistical-learning/full.md
@@ -0,0 +1,2427 @@
+# Statistical Learning
+
+Rajen D. Shah
+
+r.shah@statslab.cam.ac.uk
+
+Course webpage: http://www.statslab.cam.ac.uk/\~rds37/stat\_learning.html
+
+In this course we will study a selection of important modern statistical methods. This selection is heavily biased towards my own interests, but I hope it will nevertheless give you a flavour of some of the most important recent methodological developments in statistics.
+
+Over the last 25 years, the sorts of datasets that statisticians have been challenged to study have changed greatly. Where in the past, we were used to datasets with many observations with a few carefully chosen variables, we are now seeing datasets where the number of variables can run into the thousands and greatly exceed the number of observations. For example, with microarray data, we typically have gene expression values measured for several thousands of genes, but only for a few hundred tissue samples. The classical statistical methods are often simply not applicable in these “high-dimensional” situations.
+
+The course is divided into 5 chapters (of unequal size). Module I encompasses the first two chapters, and Module II covers the last three. Our first chapter will start by introducing ridge regression, a simple generalisation of ordinary least squares. Our study of this will lead us to some beautiful connections with functional analysis and ultimately one of the most successful and flexible classes of learning algorithms: kernel machines.
+
+The second chapter will give an introduction to the Lasso, a method which has been at the centre of much of the developments that have occurred in high-dimensional statistics, and will allow us to perform regression in the seemingly hopeless situation when the number of parameters we are trying to estimate is larger than the number of observations.
+
+Chapter three gives and more in depth study of the Lasso, and some of its extensions. In the fourth chapter we will study graphical modelling and provide an introduction to the exciting field of causal inference. Where the previous chapters consider methods for relating a particular response to a large collection of (explanatory) variables, graphical modelling will give us a way of understanding relationships between the variables themselves. Ultimately we would like to infer causal relationships between variables based on (observational) data. This may seem like a fundamentally impossible task, yet we will show how by developing the graphical modelling framework further, we can begin to answer such causal questions.
+
+Statistics is not only about developing methods that can predict well in the presence of noise, but also about assessing the uncertainty in our predictions and estimates. In the final chapter we will tackle the problem of how to quantify uncertainty in high-dimensional regression settings.
+
+Before we begin the main material of the course, we will briefly review two key classical statistical methods: ordinary least squares and maximum likelihood estimation. This will help to set the scene and provide a warm-up for the modern methods to come later.
+
+## Classical statistics
+
+## Ordinary least squares
+
+Imagine data are available in the form of observations $(Y_{i}, x_{i}) \in \mathbb{R} \times \mathbb{R}^{p}, i = 1, \ldots, n$ , and the aim is to infer a simple regression function relating the average value of a response, $Y_{i}$ , and a collection of predictors or variables, $x_{i}$ . This is an example of regression analysis, one of the most important tasks in statistics.
+
+A linear model for the data assumes that it is generated according to
+
+$$
+Y = X \beta^ {0} + \varepsilon , \tag {0.0.1}
+$$
+
+where $Y \in R^{n}$ is the vector of responses; $X \in R^{n \times p}$ is the predictor matrix (or design matrix) with ith row $x_{i}^{T}$ ; $\varepsilon \in R^{n}$ represents random error; and $\beta^{0} \in R^{p}$ is the unknown vector of coefficients.
+
+Provided $p \ll n$ , a sensible way to estimate $\beta$ is by ordinary least squares (OLS). This yields an estimator $\hat{\beta}^{OLS}$ with
+
+$$
+\hat {\beta} ^ {\mathrm{OLS}} := \underset {\beta \in \mathbb {R} ^ {p}} {\arg \min} \| Y - X \beta \| _ {2} ^ {2} = (X ^ {T} X) ^ {- 1} X ^ {T} Y, \tag {0.0.2}
+$$
+
+provided $X$ has full column rank.
+
+Under the assumptions that (i) $\mathbb{E}(\varepsilon_i) = 0$ and (ii) $\operatorname{Var}(\varepsilon) = \sigma^2 I$ , we have that:
+
+- $\mathbb{E}_{\beta^0,\sigma^2}(\hat{\beta}^{\mathrm{OLS}}) = \mathbb{E}\{(X^T X)^{-1}X^T(X\beta^0 + \varepsilon)\} = \beta^0.$  
+- $\mathrm{Var}_{\beta^0,\sigma^2}(\hat{\beta}^{\mathrm{OLS}}) = (X^TX)^{-1}X^TX\mathrm{Var}(\varepsilon)X(X^TX)^{-1} = \sigma^2 (X^TX)^{-1}.$
+
+The Gauss–Markov theorem states that OLS is the best linear unbiased estimator in our setting: for any other estimator $\tilde{\beta}$ that is linear in Y (so $\tilde{\beta} = AY$ for some fixed matrix A), we have
+
+$$
+\mathrm{Var} _ {\beta^ {0}, \sigma^ {2}} (\tilde {\beta}) - \mathrm{Var} _ {\beta^ {0}, \sigma^ {2}} (\hat {\beta} ^ {\mathrm{OLS}})
+$$
+
+is positive semi-definite.
+
+## Maximum likelihood estimation
+
+The method of least squares is just one way to construct as estimator. A more general technique is that of maximum likelihood estimation. Here given data $y \in R^{n}$ that we take as a realisation of a random variable Y, we specify its density $f(y; \theta)$ up to some unknown vector of parameters $\theta \in \Theta \subseteq R^{d}$ , where $\Theta$ is the parameter space. The likelihood function is a function of $\theta$ for each fixed y given by
+
+$$
+L (\theta) := L (\theta ; y) = c (y) f (y; \theta),
+$$
+
+where $c(y)$ is an arbitrary constant of proportionality. The maximum likelihood estimate of $\theta$ maximises the likelihood, or equivalently it maximises the log-likelihood
+
+$$
+\ell (\theta) := \ell (\theta ; y) = \log f (y; \theta) + \log (c (y)).
+$$
+
+A very useful quantity in the context of maximum likelihood estimation is the Fisher information matrix with jkth $(1 \leq j, k \leq d)$ entry
+
+$$
+i _ {j k} (\theta) := - \mathbb {E} _ {\theta} \bigg \{\frac {\partial^ {2}}{\partial \theta_ {j} \partial \theta_ {k}} \ell (\theta) \bigg \}.
+$$
+
+It can be thought of as a measure of how hard it is to estimate $\theta$ when it is the true parameter value. The Cramér–Rao lower bound states that if $\tilde{\theta}$ is an unbiased estimator of $\theta$ , then under regularity conditions,
+
+$$
+\mathrm{Var} _ {\theta} (\tilde {\theta}) - i ^ {- 1} (\theta)
+$$
+
+is positive semi-definite.
+
+A remarkable fact about maximum likelihood estimators (MLEs) is that (under quite general conditions) they are asymptotically normally distributed, asymptotically unbiased and asymptotically achieve the Cramér–Rao lower bound.
+
+Assume that the Fisher information matrix when there are n observations, $i^{(n)}(\theta)$ (where we have made the dependence on n explicit) satisfies $i^{(n)}(\theta)/n \to I(\theta)$ for some positive definite matrix I. Then denoting the maximum likelihood estimator of $\theta$ when there are n observations by $\hat{\theta}^{(n)}$ , under regularity conditions, as the number of observations $n \to \infty$ we have
+
+$$
+\sqrt {n} (\hat {\theta} ^ {(n)} - \theta) \xrightarrow {d} N _ {d} (0, I ^ {- 1} (\theta)).
+$$
+
+Returning to our linear model, if we assume in addition that $\varepsilon_{i} \sim N(0, \sigma^{2})$ , then the log-likelihood for $(\beta, \sigma^{2})$ is
+
+$$
+\ell (\beta , \sigma^ {2}) = - \frac {n}{2} \log (\sigma^ {2}) - \frac {1}{2 \sigma^ {2}} \sum_ {i = 1} ^ {n} (y _ {i} - x _ {i} ^ {T} \beta) ^ {2}.
+$$
+
+We see that the maximum likelihood estimate of $\beta$ and OLS coincide. It is easy to check that
+
+$$
+i (\beta , \sigma^ {2}) = \left( \begin{array}{c c} \sigma^ {- 2} X ^ {T} X & 0 \\ 0 & n \sigma^ {- 4} / 2 \end{array} \right).
+$$
+
+The general theory for MLEs would suggest that approximately $\sqrt{n}(\hat{\beta}-\beta)\sim N_{p}(0,n\sigma^{2}(X^{T}X)^{-1})$ ; in fact it is straight-forward to show that this distributional result is exact.
+
+## Contents
+
+## 1 Kernel machines 1
+
+1.1 Ridge regression 1
+
+1.1.1 The singular value decomposition and principal components analysis 3
+
+1.2 v-fold cross-validation ..... 4
+
+1.3 The kernel trick 5
+
+1.4 Kernels 7
+
+1.4.1 Examples of kernels 8
+
+1.4.2 Reproducing kernel Hilbert spaces . . . . . . . . . . . . . . . . . . 9
+
+1.4.3 The representer theorem 12
+
+1.5 Kernel ridge regression 13
+
+1.6 Other kernel machines 16
+
+1.6.1 The support vector machine 16
+
+1.6.2 Logistic regression 18
+
+1.7 Large-scale kernel machines 19
+
+## 2 Introduction to the Lasso 21
+
+2.1 Model selection 21
+
+2.2 The Lasso estimator 22
+
+2.2.1 Convexity and the Lasso 23
+
+2.2.2 Prediction error of the Lasso with no assumptions on the design . . 24
+
+2.2.3 Concentration inequalities I 24
+
+## 3 The Lasso and beyond 27
+
+3.1 Some facts from optimisation theory and convex analysis ..... 27
+
+3.1.1 Subgradients 27
+
+3.1.2 The Lagrangian method 29
+
+3.2 Lasso solutions 29
+
+3.3 Variable selection 29
+
+3.4 Prediction and estimation 30
+
+3.5 The compatibility condition 32
+
+3.5.1 Concentration inequalities II 33
+
+3.5.2 The compatibility condition and random design ..... 34
+
+3.6 Computation 35
+
+3.7 Extensions of the Lasso 36
+
+3.7.1 Structural penalties 36  
+3.7.2 Reducing the bias of the Lasso 37
+
+## 4 Graphical modelling and causal inference 39
+
+4.1 Graphs 39  
+4.2 Conditional independence graphs 41  
+4.3 Gaussian graphical models 42
+
+4.3.1 Normal conditionals 42  
+4.3.2 Nodewise regression 42  
+4.3.3 The precision matrix and conditional independence ..... 43  
+4.3.4 The Graphical Lasso 44
+
+4.4 Structural equation models 45  
+4.5 Interventions 46  
+4.6 The Markov properties on DAGs 47  
+4.7 Causal structure learning 47
+
+4.7.1 Three obstacles 47  
+4.7.2 The PC algorithm 49
+
+## 5 High-dimensional inference 52
+
+5.1 Using the debiased Lasso in practice 55
+
+## Chapter 1
+
+## Kernel machines
+
+Let us revisit the linear model with
+
+$$
+Y _ {i} = x _ {i} ^ {T} \beta^ {0} + \varepsilon_ {i}.
+$$
+
+For unbiased estimators of $\beta^{0}$ , their variance gives a way of comparing their quality in terms of squared error loss. For a potentially biased estimator, $\tilde{\beta}$ , the relevant quantity is
+
+$$
+\begin{array}{l} \mathbb {E} _ {\beta^ {0}, \sigma^ {2}} \{(\tilde {\beta} - \beta^ {0}) (\tilde {\beta} - \beta^ {0}) ^ {T} \} = \mathbb {E} [ \{\tilde {\beta} - \mathbb {E} (\tilde {\beta}) + \mathbb {E} (\tilde {\beta}) - \beta^ {0} \} \{\tilde {\beta} - \mathbb {E} (\tilde {\beta}) + \mathbb {E} (\tilde {\beta}) - \beta^ {0} \} ^ {T} ] \\ = \mathrm{Var} (\tilde {\beta}) + \{\mathbb {E} (\tilde {\beta} - \beta^ {0}) \} \{\mathbb {E} (\tilde {\beta} - \beta^ {0}) \} ^ {T}, \\ \end{array}
+$$
+
+a sum of squared bias and variance terms. A crucial part of the optimality arguments for OLS and MLEs was unbiasedness. Do there exist biased methods whose variance is reduced compared to OLS such that their overall prediction error is lower? Yes!—in fact the use of biased estimators is essential in dealing with settings where the number of parameters to be estimated is large compared to the number of observations. In the first two chapters we’ll explore two important methods for variance reduction based on different forms of penalisation: rather than forming estimators via optimising a least squares or log-likelihood term, we will introduce an additional penalty term that encourages estimates to be shrunk towards 0 in some sense. This will allow us to produce reliable estimators that work well when classical MLEs are infeasible, and in other situations can greatly out-perform the classical approaches.
+
+## 1.1 Ridge regression
+
+One way to reduce the variance of $\hat{\beta}^{\mathrm{OLS}}$ is to shrink the estimated coefficients towards 0. Ridge regression [Hoerl and Kennard, 1970] does this by solving the following optimisation problem
+
+$$
+(\hat {\mu} _ {\lambda} ^ {\mathrm{R}}, \hat {\beta} _ {\lambda} ^ {\mathrm{R}}) = \underset {(\mu , \beta) \in \mathbb {R} \times \mathbb {R} ^ {p}} {\arg \min} \{\| Y - \mu \mathbf {1} - X \beta \| _ {2} ^ {2} + \lambda \| \beta \| _ {2} ^ {2} \}.
+$$
+
+Here 1 is an n-vector of 1's. We see that the usual OLS objective is penalised by an additional term proportional to $\|\beta\|_{2}^{2}$ . The parameter $\lambda \geq 0$ , which controls the severity of the penalty and therefore the degree of the shrinkage towards 0, is known as a regularisation parameter or tuning parameter. We have explicitly included an intercept term which is not penalised. The reason for this is that were the variables to have their origins shifted so e.g. a variable representing temperature is given in units of Kelvin rather than Celsius, the fitted values would not change. However, $X\hat{\beta}$ is not invariant under scale transformations of the variables so it is standard practice to centre each column of X (hence making them orthogonal to the intercept term) and then scale them to have $\ell_{2}$ -norm $\sqrt{n}$ .
+
+It is straightforward to show that after this standardisation of X, $\hat{\mu}_{\lambda}^{R} = \bar{Y} := \sum_{i=1}^{n} Y_{i}/n$ , so we may assume that $\sum_{i=1}^{n} Y_{i} = 0$ by replacing $Y_{i}$ by $Y_{i} - \bar{Y}$ and then we can remove $\mu$ from our objective function. In this case
+
+$$
+\hat {\beta} _ {\lambda} ^ {\mathrm{R}} = (X ^ {T} X + \lambda I) ^ {- 1} X ^ {T} Y.
+$$
+
+In this form, we can see how the addition of the $\lambda I$ term helps to stabilise the estimator. Note that when X does not have full column rank (such as in high-dimensional situations), we can still compute this estimator. On the other hand, when X does have full column rank, we have the following theorem.
+
+Theorem 1. For $\lambda$ sufficiently small (depending on $\beta^{0}$ and $\sigma^{2}$ ),
+
+$$
+\mathbb {E} (\hat {\beta} ^ {\mathrm{OLS}} - \beta^ {0}) (\hat {\beta} ^ {\mathrm{OLS}} - \beta^ {0}) ^ {T} - \mathbb {E} (\hat {\beta} _ {\lambda} ^ {\mathrm{R}} - \beta^ {0}) (\hat {\beta} _ {\lambda} ^ {\mathrm{R}} - \beta^ {0}) ^ {T}
+$$
+
+is positive definite.
+
+Proof. First we compute the bias of $\hat{\beta}_{\lambda}^{\mathrm{R}}$ . We drop the subscript $\lambda$ and superscript $R$ for convenience.
+
+$$
+\begin{array}{l} \mathbb {E} (\hat {\beta}) - \beta^ {0} = (X ^ {T} X + \lambda I) ^ {- 1} X ^ {T} X \beta^ {0} - \beta^ {0} \\ = (X ^ {T} X + \lambda I) ^ {- 1} (X ^ {T} X + \lambda I - \lambda I) \beta^ {0} - \beta^ {0} \\ = - \lambda (X ^ {T} X + \lambda I) ^ {- 1} \beta^ {0}. \\ \end{array}
+$$
+
+Now we look at the variance of $\hat{\beta}$ .
+
+$$
+\begin{array}{l} \operatorname{Var} (\hat {\beta}) = \mathbb {E} \{(X ^ {T} X + \lambda I) ^ {- 1} X ^ {T} \varepsilon \} \{(X ^ {T} X + \lambda I) ^ {- 1} X ^ {T} \varepsilon \} ^ {T} \\ = \sigma^ {2} (X ^ {T} X + \lambda I) ^ {- 1} X ^ {T} X (X ^ {T} X + \lambda I) ^ {- 1}. \\ \end{array}
+$$
+
+Thus $\mathbb{E}(\hat{\beta}^{\mathrm{OLS}} - \beta^{0})(\hat{\beta}^{\mathrm{OLS}} - \beta^{0})^{T} - \mathbb{E}(\hat{\beta} -\beta^{0})(\hat{\beta} -\beta^{0})^{T}$ is equal to
+
+$$
+\sigma^ {2} (X ^ {T} X) ^ {- 1} - \sigma^ {2} (X ^ {T} X + \lambda I) ^ {- 1} X ^ {T} X (X ^ {T} X + \lambda I) ^ {- 1} - \lambda^ {2} (X ^ {T} X + \lambda I) ^ {- 1} \beta^ {0} \beta^ {0 ^ {T}} (X ^ {T} X + \lambda I) ^ {- 1}.
+$$
+
+After some simplification, we see that this is equal to
+
+$$
+\lambda (X ^ {T} X + \lambda I) ^ {- 1} [ \sigma^ {2} \{2 I + \lambda (X ^ {T} X) ^ {- 1} \} - \lambda \beta^ {0} \beta^ {0 ^ {T}} ] (X ^ {T} X + \lambda I) ^ {- 1}.
+$$
+
+Thus $\mathbb{E}(\hat{\beta}^{\mathrm{OLS}} - \beta^{0})(\hat{\beta}^{\mathrm{OLS}} - \beta^{0})^{T} - \mathbb{E}(\hat{\beta} -\beta^{0})(\hat{\beta} -\beta^{0})^{T}$ is positive definite for $\lambda >0$ if and only if
+
+$$
+\sigma^ {2} \{2 I + \lambda (X ^ {T} X) ^ {- 1} \} - \lambda \beta^ {0} \beta^ {0 T}
+$$
+
+is positive definite, which is true for $\lambda > 0$ sufficiently small (we can take $0 < \lambda < 2\sigma^2 / \| \beta^0 \|_2^2$ ).
+
+The theorem says that $\hat{\beta}_{\lambda}^{\mathrm{R}}$ outperforms $\hat{\beta}^{\mathrm{OLS}}$ provided $\lambda$ is chosen appropriately. To be able to use ridge regression effectively, we need a way of selecting a good $\lambda$ —we will come to this very shortly. What the theorem doesn't really tell us is in what situations we expect ridge regression to perform well. To understand that, we will turn to one of the key matrix decompositions used in statistics, the singular value decomposition (SVD).
+
+## 1.1.1 The singular value decomposition and principal components analysis
+
+The singular value decomposition (SVD) is a generalisation of an eigendecomposition of a square matrix. We can factorise any $X \in R^{n \times p}$ into its SVD
+
+$$
+X = U D V ^ {T}.
+$$
+
+Here the $U \in R^{n \times n}$ and $V \in R^{p \times p}$ are orthogonal matrices and $D \in R^{n \times p}$ has $D_{11} \geq D_{22} \geq \cdots \geq D_{mm} \geq 0$ where $m := \min(n, p)$ and all other entries of D are zero. To compute such a decomposition requires $O(np \min(n, p))$ operations. The rth columns of U and V are known as the rth left and right singular vectors of X respectively, and $D_{rr}$ is the rth singular value.
+
+When n > p, we can replace U by its first p columns and D by its first p rows to produce another version of the SVD (sometimes known as the thin SVD). Then $X = UDV^{T}$ where $U \in R^{n \times p}$ has orthonormal columns (but is no longer square) and D is square and diagonal. There is an equivalent version for when p > n.
+
+Let us take $X \in \mathbb{R}^{n \times p}$ as our matrix of predictors and suppose $n \geq p$ . Using the (thin) SVD we may write the fitted values from ridge regression as follows.
+
+$$
+\begin{array}{l} X \hat {\beta} _ {\lambda} ^ {R} = X (X ^ {T} X + \lambda I) ^ {- 1} X ^ {T} Y \\ = U D V ^ {T} \left(V D ^ {2} V ^ {T} + \lambda I\right) ^ {- 1} V D U ^ {T} Y \\ = U D \left(D ^ {2} + \lambda I\right) ^ {- 1} D U ^ {T} Y \\ = \sum_ {j = 1} ^ {p} U _ {j} \frac {D _ {j j} ^ {2}}{D _ {j j} ^ {2} + \lambda} U _ {j} ^ {T} Y. \\ \end{array}
+$$
+
+Here we have used the notation (that we shall use throughout the course) that $U_{j}$ is the jth column of U. For comparison, the fitted values from OLS (when X has full column rank) are
+
+$$
+X \hat {\beta} ^ {\mathrm{OLS}} = X (X ^ {T} X) ^ {- 1} X ^ {T} Y = U U ^ {T} Y.
+$$
+
+Both OLS and ridge regression compute the coordinates of Y with respect to the columns of U. Ridge regression then shrinks these coordinates by the factors $D_{jj}^{2}/(D_{jj}^{2}+\lambda)$ ; if $D_{jj}$ is small, the amount of shrinkage will be larger.
+
+To interpret this further, note that the SVD is intimately connected with Principal Components Analysis (PCA). Consider $v \in R^{p}$ with $\|v\|_{2} = 1$ . Since the columns of X have had their means subtracted, the sample variance of $Xv \in R^{n}$ , is
+
+$$
+\frac {1}{n} v ^ {T} X ^ {T} X v = \frac {1}{n} v ^ {T} V D ^ {2} V ^ {T} v.
+$$
+
+Writing $a = V^{T}v$ , so $\| a\| _2 = 1$ , we have
+
+$$
+\frac {1}{n} v ^ {T} V D ^ {2} V ^ {T} v = \frac {1}{n} a ^ {T} D ^ {2} a = \frac {1}{n} \sum_ {j} a _ {j} ^ {2} D _ {j j} ^ {2} \leq \frac {1}{n} D _ {1 1} \sum_ {j} a _ {j} ^ {2} = \frac {1}{n} D _ {1 1} ^ {2}.
+$$
+
+As $\|XV_{1}\|_{2}^{2}/n = D_{11}^{2}/n$ , $V_{1}$ determines the linear combination of the columns of X which has the largest sample variance, when the coefficients of the linear combination are constrained to have $\ell_{2}$ -norm 1. $XV_{1} = D_{11}U_{1}$ is known as the first principal component of X. Subsequent principal components $D_{22}U_{2}, \ldots, D_{pp}U_{p}$ have maximum variance $D_{jj}^{2}/n$ , subject to being orthogonal to all earlier ones—see example sheet 1 for details.
+
+Returning to ridge regression, we see that it shrinks Y most in the smaller principal components of X. Thus it will work well when most of the signal is in the large principal components of X. We now turn to the problem of choosing $\lambda$ .
+
+## 1.2 v-fold cross-validation
+
+Cross-validation is a general technique for selecting a good regression method from among several competing regression methods. We illustrate the principle with ridge regression, where we have a family of regression methods given by different $\lambda$ values.
+
+So far, we have considered the matrix of predictors X as fixed and non-random. However, in many cases, it makes sense to think of it as random. Let us assume that our data are i.i.d. pairs $(x_{i}, Y_{i})$ , $i = 1, \ldots, n$ . Then ideally, we might want to pick a $\lambda$ value such that
+
+$$
+\mathbb {E} \{(Y ^ {*} - x ^ {* T} \hat {\beta} _ {\lambda} ^ {\mathrm{R}} (X, Y)) ^ {2} | X, Y \} \tag {1.2.1}
+$$
+
+is minimised. Here $(x^{*}, Y^{*}) \in \mathbb{R}^{p} \times \mathbb{R}$ is independent of $(X, Y)$ and has the same distribution as $(x_{1}, Y_{1})$ , and we have made the dependence of $\hat{\beta}_{\lambda}^{R}$ on the training data $(X, Y)$ explicit. This $\lambda$ is such that conditional on the original training data, it minimises the expected prediction error on a new observation drawn from the same distribution as the training data.
+
+A less ambitious goal is to find a $\lambda$ value to minimise the expected prediction error,
+
+$$
+\mathbb {E} [ \mathbb {E} \{(Y ^ {*} - x ^ {* T} \hat {\beta} _ {\lambda} ^ {\mathrm{R}} (X, Y)) ^ {2} | X, Y \} ] \tag {1.2.2}
+$$
+
+where compared with $(1.2.1)$ , we have taken a further expectation over the training set.
+
+We still have no way of computing (1.2.2) directly, but we can attempt to estimate it. The idea of v-fold cross-validation is to split the data into v groups or folds of roughly equal size: $(X^{(1)}, Y^{(1)}), \ldots, (X^{(v)}, Y^{(v)})$ . Let $(X^{(-k)}, Y^{(-k)})$ be all the data except that in the kth fold. For each $\lambda$ on a grid of values, we compute $\hat{\beta}_{\lambda}^{\mathrm{R}}(X^{(-k)}, Y^{(-k)})$ : the ridge regression estimate based on all the data except the kth fold. Writing $\kappa(i)$ for the fold to which $(x_{i}, Y_{i})$ belongs, we choose the value of $\lambda$ that minimises
+
+$$
+\mathrm{CV} (\lambda) = \frac {1}{n} \sum_ {i = 1} ^ {n} \left\{Y _ {i} - x _ {i} ^ {T} \hat {\beta} _ {\lambda} ^ {\mathrm{R}} \left(X ^ {(- \kappa (i))}, Y ^ {(- \kappa (i))}\right) \right\} ^ {2}. \tag {1.2.3}
+$$
+
+Writing $\lambda_{\mathrm{CV}}$ for the minimiser, our final estimate of $\beta^0$ can then be $\hat{\beta}_{\lambda_{\mathrm{CV}}}^{R}(X,Y)$ .
+
+Note that for each i,
+
+$$
+\mathbb {E} \left\{Y _ {i} - x _ {i} ^ {T} \hat {\beta} _ {\lambda} ^ {\mathrm{R}} \left(X ^ {(- \kappa (i))}, Y ^ {(- \kappa (i))}\right) \right\} ^ {2} = \mathbb {E} \left[ \mathbb {E} \left\{Y _ {i} - x _ {i} ^ {T} \hat {\beta} _ {\lambda} ^ {\mathrm{R}} \left(X ^ {(- \kappa (i))}, Y ^ {(- \kappa (i))}\right) \right\} ^ {2} \mid X ^ {(- \kappa (i))}, Y ^ {(- \kappa (i))} \right]. \tag {1.2.4}
+$$
+
+This is precisely the expected prediction error in $(1.2.2)$ but with the training data X, Y replaced with a training data set of smaller size. If all the folds have the same size, then $\mathrm{CV}(\lambda)$ is an average of n identically distributed quantities, each with expected value as in $(1.2.4)$ . However, the quantities being averaged are not independent as they share the same data.
+
+Thus cross-validation gives a biased estimate of the expected prediction error. The amount of the bias depends on the size of the folds, the case when the v = n giving the least bias—this is known as leave-one-out cross-validation. The quality of the estimate, though, may be worse as the quantities being averaged in $(1.2.3)$ will be highly positively correlated. Typical choices of v are 5 or 10.
+
+Cross-validation aims to allow us to choose the single best $\lambda$ (or more generally regression procedure); we could instead aim to find the best weighted combination of regression procedures. Returning to our ridge regression example, suppose $\lambda$ is restricted to a grid of values $\lambda_{1} > \lambda_{2} > \cdots > \lambda_{L}$ . We can then minimise
+
+$$
+\frac {1}{n} \sum_ {i = 1} ^ {n} \left\{Y _ {i} - \sum_ {l = 1} ^ {L} w _ {l} x _ {i} ^ {T} \hat {\beta} _ {\lambda_ {l}} ^ {\mathrm{R}} (X ^ {(- \kappa (i))}, Y ^ {(- \kappa (i))}) \right\} ^ {2}
+$$
+
+over $w \in R^{L}$ subject to $w_{l} \geq 0$ for all l. This is a non-negative least-squares optimisation, for which efficient algorithms are available. This is sometimes known as stacking [Wolpert, 1992, Breiman, 1996] and it can often outperform cross-validation.
+
+## 1.3 The kernel trick
+
+The fitted values from ridge regression are
+
+$$
+X (X ^ {T} X + \lambda I) ^ {- 1} X ^ {T} Y. \tag {1.3.1}
+$$
+
+An alternative way of writing this is suggested by the following
+
+$$
+X ^ {T} \left(X X ^ {T} + \lambda I\right) = \left(X ^ {T} X + \lambda I\right) X ^ {T}
+$$
+
+$$
+(X ^ {T} X + \lambda I) ^ {- 1} X ^ {T} = X ^ {T} (X X ^ {T} + \lambda I) ^ {- 1}
+$$
+
+$$
+X (X ^ {T} X + \lambda I) ^ {- 1} X ^ {T} Y = X X ^ {T} (X X ^ {T} + \lambda I) ^ {- 1} Y. \tag {1.3.2}
+$$
+
+Two remarks are in order:
+
+- Note while $X^T X$ is $p \times p$ , $XX^T$ is $n \times n$ . Computing fitted values using (1.3.1) would require roughly $O(np^2 + p^3)$ operations. If $p \gg n$ this could be extremely costly. However, our alternative formulation would only require roughly $O(n^2 p + n^3)$ operations, which could be substantially smaller.  
+- We see that the fitted values of ridge regression depend only on inner products $K = XX^{T}$ between observations (note $K_{ij} = x_{i}^{T}x_{j}$ ).
+
+Now suppose that we believe the signal depends quadratically on the predictors:
+
+$$
+Y _ {i} = x _ {i} ^ {T} \beta + \sum_ {k, l} x _ {i k} x _ {i l} \theta_ {k l} + \varepsilon_ {i}.
+$$
+
+We can still use ridge regression provided we work with an enlarged set of predictors
+
+$$
+x _ {i 1}, \ldots , x _ {i p}, x _ {i 1} x _ {i 1}, \ldots , x _ {i 1} x _ {i p}, x _ {i 2} x _ {i 1}, \ldots , x _ {i 2} x _ {i p}, \ldots , x _ {i p} x _ {i p}.
+$$
+
+This will give us $O(p^{2})$ predictors. Our new approach to computing fitted values would therefore have complexity $O(n^{2}p^{2} + n^{3})$ , which could be rather costly if p is large.
+
+However, rather than first creating all the additional predictors and then computing the new K matrix, we can attempt to directly compute K. To this end consider
+
+$$
+\begin{array}{l} (1 + x _ {i} ^ {T} x _ {j}) ^ {2} = \left(1 + \sum_ {k} x _ {i k} x _ {j k}\right) ^ {2} \\ = 1 + 2 \sum_ {k} x _ {i k} x _ {j k} + \sum_ {k, l} x _ {i k} x _ {i l} x _ {j k} x _ {j l}. \\ \end{array}
+$$
+
+Observe this amounts to an inner product between vectors of the form
+
+$$
+(1, \sqrt {2} x _ {i 1}, \dots , \sqrt {2} x _ {i p}, x _ {i 1} x _ {i 1}, \dots , x _ {i 1} x _ {i p}, x _ {i 2} x _ {i 1}, \dots , x _ {i 2} x _ {i p}, \dots , x _ {i p} x _ {i p}) ^ {T}. \tag {1.3.3}
+$$
+
+Thus if we set
+
+$$
+K _ {i j} = (1 + x _ {i} ^ {T} x _ {j}) ^ {2} \tag {1.3.4}
+$$
+
+and plug this into the formula for the fitted values, it is exactly as if we had performed ridge regression on an enlarged set of variables given by (1.3.3). Now computing K using (1.3.4) would require only p operations per entry, so $O(n^{2}p)$ operations in total. It thus seems we have improved things by a factor of p using our new approach. This is a nice computational trick, but more importantly for us it serves to illustrate some general points.
+
+- Since ridge regression only depends on inner products between observations, rather than fitting non-linear models by first mapping the original data $x_{i} \in \mathbb{R}^{p}$ to $\phi(x_{i}) \in \mathbb{R}^{d}$ (say) using some feature map $\phi$ (which could, for example introduce quadratic effects), we can instead try to directly compute $k(x_{i}, x_{j}) = \langle \phi(x_{i}), \phi(x_{j}) \rangle$ .  
+- In fact rather than thinking in terms of feature maps, we can instead try to think about an appropriate measure of similarity $k(x_{i}, x_{j})$ between observations. Modelling in this fashion is sometimes much easier.
+
+We will now formalise and extend what we have learnt with this example.
+
+## 1.4 Kernels
+
+We have seen how a model with quadratic effects can be fitted very efficiently by replacing the inner product matrix (known as the Gram matrix) $XX^{T}$ in (1.3.2) with the matrix in (1.3.4). It is then natural to ask what other non-linear models can be fitted efficiently using this sort of approach.
+
+We won't answer this question directly, but instead we will try to understand the sorts of similarity measures $k$ that can be represented as inner products between transformations of the original data.
+
+That is, we will study the similarity measures $k : X \times X \to R$ from the input space X to R for which there exists a feature map $\phi : X \to H$ where H is some (real) inner product space with
+
+$$
+k (x, x ^ {\prime}) = \langle \phi (x), \phi (x ^ {\prime}) \rangle . \tag {1.4.1}
+$$
+
+Recall that an inner product space is a real vector space H endowed with a map $\langle\cdot,\cdot\rangle:H\times H\to R$ that obeys the following properties.
+
+(i) Symmetry: $\langle u, v \rangle = \langle v, u \rangle$ .  
+(ii) Linearity: for $a, b \in R \langle au + bw, v \rangle = a \langle u, v \rangle + b \langle w, v \rangle$ .  
+(iii) Positive-definiteness: $\langle u, u \rangle \geq 0$ with equality if and only if $u = 0$ .
+
+Definition 1. A positive definite kernel or more simply a kernel (for brevity) k is a symmetric map $k : X \times X \to R$ for which for all $n \in N$ and all $x_{1}, \ldots, x_{n} \in X$ , the matrix K with entries
+
+$$
+K _ {i j} = k (x _ {i}, x _ {j})
+$$
+
+is positive semi-definite.
+
+A kernel is a little like an inner product, but need not be bilinear in general. However, a form of the Cauchy–Schwarz inequality does hold for kernels.
+
+## Proposition 2.
+
+$$
+k (x, x ^ {\prime}) ^ {2} \leq k (x, x) k (x ^ {\prime}, x ^ {\prime}).
+$$
+
+Proof. The matrix
+
+$$
+\left( \begin{array}{c c} k (x, x) & k (x, x ^ {\prime}) \\ k (x ^ {\prime}, x) & k (x ^ {\prime}, x ^ {\prime}) \end{array} \right)
+$$
+
+must be positive semi-definite so in particular its determinant must be non-negative. □
+
+First we show that any inner product of feature maps will give rise to a kernel.
+
+Proposition 3. k defined by $k(x, x') = \langle \phi(x), \phi(x') \rangle$ is a kernel.
+
+Proof. Let $x_{1},\ldots ,x_{n}\in \mathcal{X}$ , $\alpha_{1},\ldots ,\alpha_{n}\in \mathbb{R}$ and consider
+
+$$
+\begin{array}{l} \sum_ {i, j} \alpha_ {i} k (x _ {i}, x _ {j}) \alpha_ {j} = \sum_ {i, j} \alpha_ {i} \langle \phi (x _ {i}), \phi (x _ {j}) \rangle \alpha_ {j} \\ = \left\langle \sum_ {i} \alpha_ {i} \phi (x _ {i}), \sum_ {j} \alpha_ {j} \phi (x _ {j}) \right\rangle \geq 0. \\ \end{array}
+$$
+
+Showing that every kernel admits a representation of the form (1.4.1) is slightly more involved, and we delay this until after we have studied some examples.
+
+## 1.4.1 Examples of kernels
+
+Proposition 4. Suppose $k_{1}, k_{2}, \ldots$ are kernels.
+
+(i) If $\alpha_{1},\alpha_{2}\geq 0$ then $\alpha_{1}k_{1} + \alpha_{2}k_{2}$ is a kernel. If $\lim_{m\to \infty}k_m(x,x') =:k(x,x')$ exists for all $x,x^{\prime}\in \mathcal{X}$ , then $k$ is a kernel.
+
+(ii) The pointwise product $k = k_{1}k_{2}$ is a kernel.
+
+Linear kernel. $k(x,x^{\prime}) = x^{T}x^{\prime}$
+
+Polynomial kernel. $k(x, x') = (1 + x^{T}x')^{d}$ . To show this is a kernel, we can simply note that $1 + x^{T}x'$ gives a kernel owing to the fact that 1 is a kernel and (i) of Proposition 4. Next (ii) and induction shows that k as defined above is a kernel.
+
+Gaussian kernel. The highly popular Gaussian kernel is defined by
+
+$$
+k (x, x ^ {\prime}) = \exp \bigg (- \frac {\| x - x ^ {\prime} \| _ {2} ^ {2}}{2 \sigma^ {2}} \bigg).
+$$
+
+For x close to $x'$ it is large whilst for x far from $x'$ the kernel quickly decays towards 0. The additional parameter $\sigma^{2}$ known as the bandwidth controls the speed of the decay to zero. Note it is less clear how one might find a corresponding feature map and indeed any feature map that represents this must be infinite dimensional.
+
+To show that it is a kernel first decompose $\|x-x'\|_{2}^{2}=\|x\|_{2}^{2}+\|x'\|_{2}^{2}-2x^{T}x'$ . Note that by Proposition 3,
+
+$$
+k _ {1} (x, x ^ {\prime}) = \exp \left(- \frac {\| x \| _ {2} ^ {2}}{2 \sigma^ {2}}\right) \exp \left(- \frac {\| x ^ {\prime} \| _ {2} ^ {2}}{2 \sigma^ {2}}\right)
+$$
+
+is a kernel. Next writing
+
+$$
+k _ {2} (x, x ^ {\prime}) = \exp (x ^ {T} x ^ {\prime} / \sigma^ {2}) = \sum_ {r = 0} ^ {\infty} \frac {(x ^ {T} x ^ {\prime} / \sigma^ {2}) ^ {r}}{r !}
+$$
+
+and using (i) of Proposition 4 shows that $k_{2}$ is a kernel. Finally observing that $k = k_{1}k_{2}$ and using (ii) shows that the Gaussian kernel is indeed a kernel.
+
+Sobolev kernel. Take X to be $[0,1]$ and let $k(x,x') = \min(x,x')$ . Note this is the covariance function of Brownian motion so it must be positive definite.
+
+Jaccard similarity kernel. Take X to be the set of all subsets of $\{1,\ldots,p\}$ . For $x, x' \in X$ with $x \cup x' \neq \emptyset$ define
+
+$$
+k (x, x ^ {\prime}) = \frac {| x \cap x ^ {\prime} |}{| x \cup x ^ {\prime} |}
+$$
+
+and if $x \cup x' = \emptyset$ then set $k(x, x') = 1$ . Showing that this is a kernel is left to the example sheet.
+
+## 1.4.2 Reproducing kernel Hilbert spaces
+
+Theorem 5. For every kernel k there exists a feature map $\phi$ taking values in some inner product space H such that
+
+$$
+k (x, x ^ {\prime}) = \langle \phi (x), \phi (x ^ {\prime}) \rangle . \tag {1.4.2}
+$$
+
+Proof. We will take H to be the vector space of functions of the form
+
+$$
+f (\cdot) = \sum_ {i = 1} ^ {n} \alpha_ {i} k (\cdot , x _ {i}), \tag {1.4.3}
+$$
+
+where $n \in N$ , $x_{i} \in X$ and $\alpha_{i} \in R$ . Our feature map $\phi : X \to H$ will be
+
+$$
+\phi (x) = k (\cdot , x). \tag {1.4.4}
+$$
+
+We now define an inner product on $\mathcal{H}$ . If $f$ is given by (1.4.3) and
+
+$$
+g (\cdot) = \sum_ {j = 1} ^ {m} \beta_ {j} k (\cdot , x _ {j} ^ {\prime}) \tag {1.4.5}
+$$
+
+we define their inner product to be
+
+$$
+\langle f, g \rangle = \sum_ {i = 1} ^ {n} \sum_ {j = 1} ^ {m} \alpha_ {i} \beta_ {j} k (x _ {i}, x _ {j} ^ {\prime}). \tag {1.4.6}
+$$
+
+We need to check this is well-defined as the representations of $f$ and $g$ in (1.4.3) and (1.4.5) need not be unique. To this end, note that
+
+$$
+\sum_ {i = 1} ^ {n} \sum_ {j = 1} ^ {m} \alpha_ {i} \beta_ {j} k (x _ {i}, x _ {j} ^ {\prime}) = \sum_ {i = 1} ^ {n} \alpha_ {i} g (x _ {i}) = \sum_ {j = 1} ^ {m} \beta_ {j} f (x _ {j} ^ {\prime}). \tag {1.4.7}
+$$
+
+The first equality shows that the inner product does not depend on the particular expansion of g whilst the second equality shows that it also does not depend on the expansion of f. Thus the inner product is well-defined.
+
+First we check that with $\phi$ defined as in (1.4.4) we do have relationship (1.4.2). Observe that
+
+$$
+\langle k (\cdot , x), f \rangle = \sum_ {i = 1} ^ {n} \alpha_ {i} k (x _ {i}, x) = f (x), \tag {1.4.8}
+$$
+
+so in particular we have
+
+$$
+\langle \phi (x), \phi (x ^ {\prime}) \rangle = \langle k (\cdot , x), k (\cdot , x ^ {\prime}) \rangle = k (x, x ^ {\prime}).
+$$
+
+It remains to show that it is indeed an inner product. It is clearly symmetric and $(1.4.7)$ shows linearity. We now need to show positive definiteness.
+
+First note that
+
+$$
+\langle f, f \rangle = \sum_ {i, j} \alpha_ {i} k (x _ {i}, x _ {j}) \alpha_ {j} \geq 0 \tag {1.4.9}
+$$
+
+by positive definiteness of the kernel. Now from (1.4.8),
+
+$$
+f (x) ^ {2} = (\langle k (\cdot , x), f \rangle) ^ {2}.
+$$
+
+If we could use the Cauchy–Schwarz inequality on the right-hand side, we would have
+
+$$
+f (x) ^ {2} \leq \langle k (\cdot , x), k (\cdot , x) \rangle \langle f, f \rangle , \tag {1.4.10}
+$$
+
+which would show that if $\langle f, f \rangle = 0$ then necessarily $f = 0$ ; the final property we need to show that $\langle \cdot, \cdot \rangle$ is an inner product. However, in order to use the traditional Cauchy-Schwarz inequality we need to first know we're dealing with an inner product, which is precisely what we're trying to show!
+
+Although we haven't shown that $\langle \cdot, \cdot \rangle$ is an inner product, we do have enough information to show that it is itself a kernel. We may then appeal to Proposition 2 to obtain (1.4.10). With this in mind, we argue as follows. Given functions $f_1, \ldots, f_m$ and coefficients $\gamma_1, \ldots, \gamma_m \in \mathbb{R}$ , we have
+
+$$
+\sum_ {i, j} \gamma_ {i} \langle f _ {i}, f _ {j} \rangle \gamma_ {j} = \left\langle \sum_ {i} \gamma_ {i} f _ {i}, \sum_ {j} \gamma_ {j} f _ {j} \right\rangle \geq 0
+$$
+
+where we have used linearity and (1.4.9), showing that it is a kernel.
+
+To further discuss the space H we recall some facts from analysis. Any inner product space B is also a normed space: for $f \in B$ we may define $\|f\|_{B}^{2} := \langle f, f \rangle_{B}$ . Recall that a Cauchy sequence $(f_{m})_{m=1}^{\infty}$ in B has $\|f_{m} - f_{n}\|_{B} \to 0$ as $n, m \to \infty$ . A normed space where every Cauchy sequence has a limit (in the space) is called complete, and a complete inner product space is called a Hilbert space.
+
+Hilbert spaces may be thought of as the (potentially) infinite-dimensional analogues of finite-dimensional Euclidean spaces. For later use we note that if V is a closed subspace of a Hilbert space B, then any $f \in B$ has a decomposition $f = u + v$ with $u \in V$ and
+
+$$
+v \in V ^ {\perp} := \{v \in \mathcal {B}: \langle v, u \rangle_ {\mathcal {B}} = 0 \text {for all} u \in V \}.
+$$
+
+By adding the limits of Cauchy sequences to $\mathcal{H}$ (from Theorem 5) we can make $\mathcal{H}$ a Hilbert space. Indeed, note that if $(f_m)_{m=1}^{\infty} \in \mathcal{H}$ is Cauchy then since by (1.4.10) we have
+
+$$
+| f _ {m} (x) - f _ {n} (x) | \leq \sqrt {k (x , x)} \| f _ {m} - f _ {n} \| _ {\mathcal {H}},
+$$
+
+we may define function $f^{*}: X \to R$ by $f^{*}(x) = \lim_{m \to \infty} f_{m}(x)$ . We can check that all such $f^{*}$ can be added to H to create a Hilbert space.
+
+In fact, the completion of H is a special type of Hilbert space known as a reproducing kernel Hilbert space (RKHS).
+
+Definition 2. A Hilbert space $\mathcal{B}$ of functions $f:\mathcal{X}\to \mathbb{R}$ is a reproducing kernel Hilbert space (RKHS) if for all $x\in \mathcal{X}$ , there exists $k_{x}\in \mathcal{B}$ such that
+
+$$
+f (x) = \left\langle k _ {x}, f \right\rangle \quad \text {   for   all   } f \in \mathcal {B}.
+$$
+
+The function
+
+$$
+k: \mathcal {X} \times \mathcal {X} \to \mathbb {R}
+$$
+
+$$
+(x, x ^ {\prime}) \mapsto \langle k _ {x}, k _ {x ^ {\prime}} \rangle = k _ {x ^ {\prime}} (x)
+$$
+
+is known as the reproducing kernel of $\mathcal{B}$ .
+
+By Proposition 3 the reproducing kernel of any RKHS is a (positive definite) kernel, and one may show (as Theorem 5 indicates) that to any kernel k is associated a (unique) RKHS that has reproducing kernel k.
+
+## Examples
+
+Linear kernel. Here $\mathcal{H}=\{f:f(x)=\beta^{T}x,\beta\in\mathbb{R}^{p}\}$ and if $f(x)=\beta^{T}x$ then $\|f\|_{H}^{2}=||\beta||_{2}^{2}$ .
+
+Sobolev kernel. It can be shown that $\mathcal{H}$ is roughly the space of continuous functions $f:[0,1]\to \mathbb{R}$ with $f(0) = 0$ that are differentiable almost everywhere, and for which $\int_0^1 f'(x)^2 dx < \infty$ . It contains the class of Lipschitz functions (functions $f:[0,1]\to \mathbb{R}$ for which there exists some $L$ with $|f(x) - f(y)|\leq L|x - y|$ for all $x,y\in [0,1]$ ) that are 0 at the origin. The norm is
+
+$$
+\left(\int_ {0} ^ {1} f ^ {\prime} (x) ^ {2} d x\right) ^ {1 / 2}.
+$$
+
+Though the construction of the RKHS from a kernel is explicit, it can be challenging to understand precisely the space and the form of the norm.
+
+## 1.4.3 The representer theorem
+
+To recap, what we have shown so far is that replacing the matrix $XX^{T}$ in the definition of an algorithm by K derived from a positive definite kernel is essentially equivalent to running the same algorithm on some mapping of the original data, though with the modification that instances of $x_{i}^{T}x_{j}$ become $\langle\phi(x_{i}),\phi(x_{j})\rangle$ .
+
+But what exactly is the optimisation problem we are solving when performing kernel ridge regression? Clearly it is determined by the kernel or equivalently by the RKHS. Note we know that an alternative way of writing the usual ridge regression optimisation is
+
+$$
+\underset {f \in \mathcal {H}} {\arg \min} \left\{\sum_ {i = 1} ^ {n} \left\{Y _ {i} - f \left(x _ {i}\right) \right\} ^ {2} + \lambda \| f \| _ {\mathcal {H}} ^ {2} \right\} \tag {1.4.11}
+$$
+
+where H is the RKHS corresponding to the linear kernel. The following theorem shows in particular that kernel ridge regression (i.e. ridge regression replacing $XX^{T}$ with K) with kernel k is equivalent to the above with H now being the RKHS corresponding to k.
+
+Theorem 6 (Representer theorem, [Kimeldorf and Wahba, 1970, Schölkopf et al., 2001]). Let $c: \mathbb{R}^n \times \mathcal{X}^n \times \mathbb{R}^n \to \mathbb{R}$ be an arbitrary loss function, and let $J: [0, \infty) \to \mathbb{R}$ be strictly increasing. Let $x_1, \ldots, x_n \in \mathcal{X}$ , $Y \in \mathbb{R}^n$ . Finally, let $f \in \mathcal{H}$ where $\mathcal{H}$ is an RKHS with reproducing kernel $k$ , and let $K_{ij} = k(x_i, x_j)$ $i, j = 1, \ldots, n$ . Then $\hat{f}$ minimises
+
+$$
+Q _ {1} (f) := c \left(Y, x _ {1}, \dots , x _ {n}, f \left(x _ {1}\right), \dots , f \left(x _ {n}\right)\right) + J \left(\| f \| _ {\mathcal {H}} ^ {2}\right)
+$$
+
+over $f\in \mathcal{H}$ iff. $\hat{f} (\cdot) = \sum_{i = 1}^{n}\hat{\alpha}_{i}k(\cdot ,x_{i})$ and $\hat{\alpha}\in \mathbb{R}^n$ minimises $Q_{2}$ over $\alpha \in \mathbb{R}^n$ where
+
+$$
+Q _ {2} (\alpha) = c (Y, x _ {1}, \ldots , x _ {n}, K \alpha) + J (\alpha^ {T} K \alpha).
+$$
+
+Proof. Suppose $\hat{f}$ minimises $Q_{1}$ . We may write $\hat{f} = u + v$ where $u\in V:= \operatorname {span}\{k(\cdot ,x_1),\ldots ,k(\cdot ,x_n)\}$ and $v\in V^{\perp}$ . Then
+
+$$
+\hat {f} (x _ {i}) = \langle k (\cdot , x _ {i}), u + v \rangle = \langle k (\cdot , x _ {i}), u \rangle = u (x _ {i}).
+$$
+
+Meanwhile, by Pythagoras' theorem we have $J(\| \hat{f}\|_{\mathcal{H}}^2) = J(\| u\|_{\mathcal{H}}^2 + \| v\|_{\mathcal{H}}^2) \geq J(\| u\|_{\mathcal{H}}^2)$ with equality iff. $v = 0$ . Thus by optimality of $\hat{f}$ , $v = 0$ , so $\hat{f}(\cdot) = \sum_{i=1}^{n} \alpha_i k(\cdot, x_i)$ for $\alpha \in \mathbb{R}^n$ . Now observe that if $\hat{f}$ takes this form, then $\| \hat{f}\|_{\mathcal{H}}^2 = \alpha^T K\alpha$ , so $Q_1(\hat{f}) = Q_2(\alpha)$ . Then by optimality of $\hat{f}$ , we have that $\alpha$ must minimise $Q_2$ .
+
+Now suppose $\hat{\alpha}$ minimises $Q_{2}$ and $\hat{f} (\cdot) = \sum_{i = 1}^{n}\hat{\alpha}_{i}k(\cdot ,x_{i})$ . Note that $Q_{1}(\hat{f}) = Q_{2}(\hat{\alpha})$ . If $\tilde{f}\in \mathcal{H}$ has $Q_{1}(\tilde{f})\leq Q_{1}(\hat{f})$ , by the argument above, writing $\tilde{f} = u + v$ with $u\in V$ , $v\in V^{\perp}$ , we know that $Q_{1}(u)\leq Q_{1}(\tilde{f})$ . But by optimality of $\hat{\alpha}$ we have $Q_{1}(\hat{f})\leq Q_{1}(u)$ , so $Q_{1}(\hat{f}) = Q_{1}(\tilde{f})$ .
+
+Consider the result specialised the ridge regression objective. We see that $(1.4.11)$ is essentially equivalent to minimising
+
+$$
+\| Y - K \alpha \| _ {2} ^ {2} + \lambda \alpha^ {T} K \alpha ,
+$$
+
+and you may check (see example sheet 1) that the minimiser $\hat{\alpha}$ satisfies $K\hat{\alpha} = K(K + \lambda I)^{-1}Y$ . Thus (1.4.11) is indeed an alternative way of expressing kernel ridge regression.
+
+Viewing the result in the opposite direction gives a more “sensational” perspective. If you had set out trying to minimise $Q_{1}$ , it might appear completely hopeless as H could be infinite-dimensional. However, somewhat remarkably we see that this reduces to finding the coefficients $\hat{\alpha}_{i}$ which solve the simple(r) optimisation problem $Q_{2}$ .
+
+The result also tells us how to form predictions: given a new observation x, our prediction for $f(x)$ is
+
+$$
+\hat {f} (x) = \sum_ {i = 1} ^ {n} \hat {\alpha} _ {i} k (x, x _ {i}).
+$$
+
+## 1.5 Kernel ridge regression
+
+We have seen how the kernel trick allows us to solve a potentially infinite-dimensional version of ridge regression. This may seem impressive, but ultimately we should judge kernel ridge regression on its statistical properties e.g. predictive performance. Consider a setting where
+
+$$
+Y _ {i} = f ^ {0} (x _ {i}) + \varepsilon_ {i}, \qquad \mathbb {E} (\varepsilon) = 0, \mathrm{Var} (\varepsilon) = \sigma^ {2} I.
+$$
+
+We shall assume that $f^{0} \in H$ where H is an RKHS with reproducing kernel k. By scaling $\sigma^{2}$ , we may assume $\|f^{0}\|_{H} \leq 1$ . Let K be the kernel matrix $K_{ij} = k(x_{i}, x_{j})$ with eigenvalues $d_{1} \geq d_{2} \geq \cdots \geq d_{n} \geq 0$ . We will see that the predictive performance depends delicately on these eigenvalues.
+
+Let $\hat{f}_{\lambda}$ be the estimated regression function from kernel ridge regression with kernel k:
+
+$$
+\hat {f} _ {\lambda} = \underset {f \in \mathcal {H}} {\arg \min} \left\{\sum_ {i = 1} ^ {n} \{Y _ {i} - f (x _ {i}) \} ^ {2} + \lambda \| f \| _ {\mathcal {H}} ^ {2} \right\}.
+$$
+
+Theorem 7. The mean squared prediction error (MSPE) may be bounded above in the following way:
+
+$$
+\frac {1}{n} \mathbb {E} \left\{\sum_ {i = 1} ^ {n} \left\{f ^ {0} (x _ {i}) - \hat {f} _ {\lambda} (x _ {i}) \right\} ^ {2} \right\} \leq \frac {\sigma^ {2}}{n} \sum_ {i = 1} ^ {n} \frac {d _ {i} ^ {2}}{(d _ {i} + \lambda) ^ {2}} + \frac {\lambda}{4 n} \tag {1.5.1}
+$$
+
+$$
+\leq \frac {\sigma^ {2}}{n} \frac {1}{\lambda} \sum_ {i = 1} ^ {n} \min (d _ {i} / 4, \lambda) + \frac {\lambda}{4 n}.
+$$
+
+Proof. We know from the representer theorem that
+
+$$
+\left(\hat {f} _ {\lambda} (x _ {1}), \dots , \hat {f} _ {\lambda} (x _ {n})\right) ^ {T} = K (K + \lambda I) ^ {- 1} Y.
+$$
+
+You will show on the example sheet that
+
+$$
+\left(f ^ {0} (x _ {1}), \ldots , f ^ {0} (x _ {n})\right) ^ {T} = K \alpha ,
+$$
+
+for some $\alpha \in \mathbb{R}^n$ , and moreover that $\| f^0\|_{\mathcal{H}}^2\geq \alpha^T K\alpha$ . Let the eigendecomposition of $K$ be given by $K = UDU^{T}$ with $D_{ii} = d_i$ and define $\theta = U^{T}K\alpha$ . We see that $n$ times the LHS of (1.5.1) is
+
+$$
+\begin{array}{l} \mathbb {E} \| K (K + \lambda I) ^ {- 1} (U \theta + \varepsilon) - U \theta \| _ {2} ^ {2} = \mathbb {E} \| D U ^ {T} (U D U ^ {T} + \lambda I) ^ {- 1} (U \theta + \varepsilon) - \theta \| _ {2} ^ {2} \\ = \mathbb {E} \| D (D + \lambda I) ^ {- 1} (\theta + U ^ {T} \varepsilon) - \theta \| _ {2} ^ {2} \\ = \| \{D (D + \lambda I) ^ {- 1} - I \} \theta \| _ {2} ^ {2} + \mathbb {E} \| D (D + \lambda I) ^ {- 1} U ^ {T} \varepsilon \| _ {2} ^ {2}. \\ \end{array}
+$$
+
+To compute the second term, we use the ‘trace trick’:
+
+$$
+\begin{array}{l} \mathbb {E} \| D (D + \lambda I) ^ {- 1} U ^ {T} \varepsilon \| _ {2} ^ {2} = \mathbb {E} [ \{D (D + \lambda I) ^ {- 1} U ^ {T} \varepsilon \} ^ {T} D (D + \lambda I) ^ {- 1} U ^ {T} \varepsilon ] \\ = \mathbb {E} [ \mathrm{tr} \{D (D + \lambda I) ^ {- 1} U ^ {T} \varepsilon \varepsilon^ {T} U D (D + \lambda I) ^ {- 1} \} ] \\ = \sigma^ {2} \mathrm{tr} \{D (D + \lambda I) ^ {- 1} D (D + \lambda I) ^ {- 1} \} \\ = \sigma^ {2} \sum_ {i = 1} ^ {n} \frac {d _ {i} ^ {2}}{(d _ {i} + \lambda) ^ {2}}. \\ \end{array}
+$$
+
+For the first term, we have
+
+$$
+\| \{D (D + \lambda I) ^ {- 1} - I \} \theta \| _ {2} ^ {2} = \sum_ {i = 1} ^ {n} \frac {\lambda^ {2} \theta_ {i} ^ {2}}{(d _ {i} + \lambda) ^ {2}}.
+$$
+
+Now as $\theta = DU^{T}\alpha$ note that $\theta_{i} = 0$ when $d_{i} = 0$ . Let $D^{+}$ be the diagonal matrix with $i$ th diagonal entry equal to $D_{ii}^{-1}$ if $D_{ii} > 0$ and 0 otherwise. Then
+
+$$
+\sum_ {i: d _ {i} > 0} \frac {\theta_ {i} ^ {2}}{d _ {i}} = \| \sqrt {D ^ {+}} \theta \| _ {2} ^ {2} = \alpha^ {T} K U D ^ {+} U ^ {T} K \alpha = \alpha^ {T} U D D ^ {+} D U ^ {T} \alpha = \alpha^ {T} K \alpha \leq 1.
+$$
+
+By Hölder's inequality we have
+
+$$
+\sum_ {i = 1} ^ {n} \frac {\theta_ {i} ^ {2}}{d _ {i}} \frac {d _ {i} \lambda^ {2}}{(d _ {i} + \lambda) ^ {2}} \leq \max _ {i = 1, \ldots , n} \frac {d _ {i} \lambda^ {2}}{(d _ {i} + \lambda) ^ {2}} \leq \lambda / 4,
+$$
+
+using the inequality $(a+b)^{2}\geq4ab$ in the final line. Finally note that
+
+$$
+\frac {d _ {i} ^ {2}}{(d _ {i} + \lambda) ^ {2}} \leq \min \{1, d _ {i} ^ {2} / (4 d _ {i} \lambda) \} = \min (\lambda , d _ {i} / 4) / \lambda .
+$$
+
+To interpret this result further, it will be helpful to express it in terms of $\hat{\mu}_{i} := d_{i}/n$ (the eigenvalues of K/n) and $\lambda_{n} := \lambda/n$ . We have
+
+$$
+\frac {1}{n} \mathbb {E} \bigg \{\sum_ {i = 1} ^ {n} \{f ^ {0} (x _ {i}) - \hat {f} _ {\lambda} (x _ {i}) \} ^ {2} \bigg \} \leq \frac {\sigma^ {2}}{\lambda_ {n}} \frac {1}{n} \sum_ {i = 1} ^ {n} \min (\hat {\mu} _ {i} / 4, \lambda_ {n}) + \lambda_ {n} / 4 =: \delta_ {n} (\lambda_ {n}). \tag {1.5.2}
+$$
+
+Here we have treated the $x_{i}$ as fixed, but we could equally well think of them as random. Consider a setup where the $x_{i}$ are i.i.d. and independent of $\varepsilon$ . If we take a further expectation on the RHS of (1.5.2), our result still holds true (the $\hat{\mu}_{i}$ are random in this setting). Ideally we would like to then replace $\mathbb{E}\min(\hat{\mu}_{i}/4,\lambda_{n})$ with a quantity more directly related to the kernel k.
+
+Mercer's theorem is helpful in this regard. This guarantees (under some mild conditions) an eigendecomposition for kernels, which are somewhat like infinite-dimensional analogues of symmetric positive semi-definite matrices. Under certain technical conditions, we may write
+
+$$
+k (x, x ^ {\prime}) = \sum_ {j = 1} ^ {\infty} \mu_ {j} e _ {j} (x) e _ {j} (x ^ {\prime})
+$$
+
+where given some density $p(x)$ on X, the eigenfunctions $e_{j}$ and corresponding eigenvalues $\mu_{j}$ obey the integral equation
+
+$$
+\mu_ {j} e _ {j} (x ^ {\prime}) = \int_ {\mathcal {X}} k (x, x ^ {\prime}) e _ {j} (x) p (x) d x,
+$$
+
+and the $e_{j}$ form an orthonormal basis of H in the sense that
+
+$$
+\int_ {\mathcal {X}} e _ {i} (x) e _ {j} (x) p (x) d x = \mathbb {1} _ {\{i = j \}}.
+$$
+
+One can further show that (ignoring a multiplicative constant)
+
+$$
+\mathbb {E} \bigg (\frac {1}{n} \sum_ {i = 1} ^ {n} \min (\hat {\mu} _ {i} / 4, \lambda_ {n}) \bigg) \leq \frac {1}{n} \sum_ {i = 1} ^ {\infty} \min (\mu_ {i} / 4, \lambda_ {n}).
+$$
+
+When $k$ is the Sobolev kernel and $p(x)$ is the uniform density on $[0,1]$ , we find the eigenvalues satisfy
+
+$$
+\mu_ {j} / 4 = \frac {1}{\pi^ {2} (2 j - 1) ^ {2}}.
+$$
+
+Thus
+
+$$
+\begin{array}{l} \sum_ {i = 1} ^ {\infty} \min (\mu_ {i} / 4, \lambda_ {n}) \leq \frac {\lambda_ {n}}{2} \bigg (\frac {1}{\sqrt {\pi^ {2} \lambda_ {n}}} + 1 \bigg) + \frac {1}{\pi^ {2}} \int_ {\{(\pi^ {2} \lambda_ {n}) ^ {- 1 / 2} + 1 \} / 2} ^ {\infty} \frac {1}{(2 x - 1) ^ {2}} d x \\ = \sqrt {\lambda_ {n}} / \pi + \lambda_ {n} / 2 = O (\sqrt {\lambda_ {n}}) \\ \end{array}
+$$
+
+as $\lambda_{n}\to 0$ . Putting things together, we see that
+
+$$
+\mathbb {E} (\delta_ {n} (\lambda_ {n})) = O \bigg (\frac {\sigma^ {2}}{n \lambda_ {n} ^ {1 / 2}} + \lambda_ {n} \bigg).
+$$
+
+Thus an optimal $\lambda_{n}\sim (\sigma^{2} / n)^{2 / 3}$ gives an error rate of order $(\sigma^2 /n)^{2 / 3}$ .
+
+In fact, one can show that this is the best error rate one can achieve with any estimator in this problem. More generally Yang et al. [2015] shows that for essentially any RKHS H we have
+
+$$
+\inf _ {\hat {f}} \sup _ {f ^ {0}: \| f ^ {0} \| _ {\mathcal {H}} \leq 1} \mathbb {E} \bigg \{\frac {1}{n} \sum_ {i = 1} ^ {n} \{f ^ {0} (x _ {i}) - \hat {f} (x _ {i}) \} ^ {2} \bigg \} \geq c \inf _ {\lambda_ {n}} \delta_ {n} (\lambda_ {n})
+$$
+
+where c > 0 is a constant and $\hat{f}$ is allowed to range over all (measurable) functions of the data Y, X. The conclusion is that kernel ridge regression is the optimal regression procedure up to a constant factor in terms of MSPE when the true signal $f^{0}$ is from an RKHS.
+
+## 1.6 Other kernel machines
+
+Thus far we have we have only considered applying the kernel trick to ridge regression, which as we have seen has attractive theoretical properties as a regression method. However the kernel trick and the representer theorem are much more generally applicable. In settings where the $Y_{i}$ are not continuous but are in $\{-1,1\}$ (e.g. labels for spam and ham, fraud and not fraud etc.), popular approaches include kernel logistic regression and the support vector machine (SVM) [Cortes and Vapnik, 1995].
+
+## 1.6.1 The support vector machine
+
+![](images/268cebd69b94c534f035f9a0b86c698368208e4d22331695d1b51ce7a442639d.jpg)
+
+Consider first the simple case where the data in the two classes $\{x_{i}\}_{i:Y_{i}=1}$ and $\{x_{i}\}_{i:Y_{i}=-1}$ are separable by a hyperplane through the origin, so there exists $\beta\in R^{p}$ with $\|\beta\|_{2}=1$ such that $Y_{i}\beta^{T}x_{i}>0$ for all i. Note $\beta$ would then be a unit normal vector to a plane that separates the two classes.
+
+There may be an infinite number of planes that separate the classes, in which case it seems sensible to use the plane that maximises the margin between the two classes. Consider therefore the following optimisation problem.
+
+$$
+\max _ {\beta \in \mathbb {R} ^ {p}, M \geq 0} M
+$$
+
+subject to $Y_{i}x_{i}^{T}\beta/\|\beta\|_{2}\geq M, i=1,\ldots,n.$
+
+Note that by normalising $\beta$ above we need not impose the constraint that $\|\beta\|_{2}=1$ .
+
+Suppose now that the classes are not separable. One way to handle this is to replace the constraint $Y_{i}x_{i}^{T}\beta/\|\beta\|_{2}\geq M$ with a penalty for how far over the margin boundary $x_{i}$ is. This penalty should be zero if $x_{i}$ is on the correct side of the boundary (i.e. when $Y_{i}x_{i}^{T}\beta/\|\beta\|_{2}\geq M$ ), and should be equal to the distance over the boundary, $M-Y_{i}x_{i}^{T}\beta/\|\beta\|_{2}$ otherwise. It will in fact be more convenient to penalise according to $1-Y_{i}x_{i}^{T}\beta/(\|\beta\|_{2}M)$ in the latter case, which is the distance measured in units of M. This penalty is invariant to $\beta$ undergoing any positive scaling, so we may set $\|\beta\|_{2}=1/M$ , thus eliminating M from the objective function. Switching $\max1/\|\beta\|_{2}$ with $\min\|\beta\|_{2}^{2}$ and adding the penalty we arrive at
+
+$$
+\underset {\beta \in \mathbb {R} ^ {p}} {\arg \min} \| \beta \| _ {2} ^ {2} + \lambda \sum_ {i = 1} ^ {n} (1 - Y _ {i} x _ {i} ^ {T} \beta) _ {+},
+$$
+
+where $(\cdot)_{+}$ denotes the positive part. Replacing $\lambda$ with $1/\lambda$ we can write the objective in the more familiar-looking form
+
+$$
+\underset {\beta \in \mathbb {R} ^ {p}} {\arg \min} \sum_ {i = 1} ^ {n} (1 - Y _ {i} x _ {i} ^ {T} \beta) _ {+} + \lambda \| \beta \| _ {2} ^ {2}.
+$$
+
+Thus far we have restricted ourselves to hyperplanes through the origin but we would more generally want to consider any translate of these i.e. any hyperplane. This can be achieved by allowing ourselves to translate the $x_{i}$ by an arbitrary vector b, giving
+
+$$
+\underset {\beta \in \mathbb {R} ^ {p}, b \in \mathbb {R} ^ {p}} {\arg \min} \sum_ {i = 1} ^ {n} (1 - Y _ {i} (x _ {i} - b) ^ {T} \beta) _ {+} + \lambda \| \beta \| _ {2} ^ {2},
+$$
+
+or equivalently
+
+$$
+(\hat {\mu}, \hat {\beta}) = \underset {(\mu , \beta) \in \mathbb {R} \times \mathbb {R} ^ {p}} {\arg \min} \sum_ {i = 1} ^ {n} \{1 - Y _ {i} (x _ {i} ^ {T} \beta + \mu) \} _ {+} + \lambda \| \beta \| _ {2} ^ {2}. \tag {1.6.1}
+$$
+
+This final objective defines the support vector classifier; given a new observation $x$ predictions are obtained via $\mathrm{sgn}(\hat{\mu} + x^T\hat{\beta})$ .
+
+Note that the objective in $(1.6.1)$ may be re-written as
+
+$$
+(\hat {\mu}, \hat {f}) = \underset {(\mu , f) \in \mathbb {R} \times \mathcal {H}} {\arg \min} \sum_ {i = 1} ^ {n} [ 1 - Y _ {i} \{f (x _ {i}) + \mu \} ] _ {+} + \lambda \| f \| _ {\mathcal {H}} ^ {2}, \tag {1.6.2}
+$$
+
+where H is the RKHS corresponding to the linear kernel. The representer theorem (more specifically the variant in question 10 of example sheet 1) shows that $(1.6.2)$ for an arbitrary RKHS with kernel k and kernel matrix K is equivalent to the support vector machine
+
+$$
+(\hat {\mu}, \hat {\alpha}) = \underset {(\mu , \alpha) \in \mathbb {R} \times \mathbb {R} ^ {n}} {\arg \min} \sum_ {i = 1} ^ {n} [ 1 - Y _ {i} \{K _ {i} ^ {T} \alpha + \mu \} ] _ {+} + \lambda \alpha^ {T} K \alpha .
+$$
+
+Predictions at a new $x$ are given by
+
+$$
+\mathrm{sgn} \bigg (\hat {\mu} + \sum_ {i = 1} ^ {n} \hat {\alpha} _ {i} k (x, x _ {i}) \bigg).
+$$
+
+## 1.6.2 Logistic regression
+
+Recall that standard logistic regression may be motivated by assuming
+
+$$
+\log \left(\frac {\mathbb {P} (Y _ {i} = 1)}{\mathbb {P} (Y _ {i} = - 1)}\right) = x _ {i} ^ {T} \beta^ {0}
+$$
+
+and picking $\hat{\beta}$ to maximise the log-likelihood. This leads to (see example sheet) the following optimisation problem:
+
+$$
+\underset {\beta \in \mathbb {R} ^ {p}} {\arg \min} \sum_ {i = 1} ^ {n} \log \{1 + \exp (- Y _ {i} x _ {i} ^ {T} \beta) \}.
+$$
+
+The ‘kernelised’ version is given by
+
+$$
+\underset {f \in \mathcal {H}} {\arg \min} \left\{\sum_ {i = 1} ^ {n} \log [ 1 + \exp \{- Y _ {i} f (x _ {i}) \} ] + \lambda \| f \| _ {\mathcal {H}} ^ {2} \right\},
+$$
+
+where H is an RKHS. As in the case of the SVM, the representer theorem gives a finite-dimensional optimisation that is equivalent to the above.
+
+## 1.7 Large-scale kernel machines
+
+We introduced the kernel trick as a computational device that avoided performing calculations in a high or infinite dimensional feature space and, in the case of kernel ridge regression reduced computation down to forming the $n \times n$ matrix $K$ and then inverting $K + \lambda I$ . This can be a huge saving, but when $n$ is very large, this can present serious computational difficulties. Even if $p$ is small, the $O(n^3)$ cost of inverting $K + \lambda I$ may cause problems. What's worse, the fitted regression function is a sum over $n$ terms:
+
+$$
+\hat {f} (\cdot) = \sum_ {i = 1} ^ {n} \hat {\alpha} _ {i} k (x _ {i}, \cdot).
+$$
+
+Even to evaluate a prediction at a single new observation requires $O(n)$ computations unless $\hat{\alpha}$ is sparse.
+
+In recent years, there has been great interest in speeding up computations for kernel machines. We will discuss one exciting approach based on random feature expansions. Given a kernel k, the key idea is to develop a random map
+
+$$
+\hat {\phi}: \mathcal {X} \to \mathbb {R} ^ {b}
+$$
+
+with b small such that $\mathbb{E}\{\hat{\phi}(x)^{T}\hat{\phi}(x')\}=k(x,x')$ . In a sense we are trying to reverse the kernel trick by approximating the kernel using a random feature map. To increase the quality of the approximation of the kernel, we can consider
+
+$$
+x \mapsto \frac {1}{\sqrt {L}} (\hat {\phi} _ {1} (x), \ldots , \hat {\phi} _ {L} (x)) \in \mathbb {R} ^ {L b}
+$$
+
+with each $(\hat{\phi}_{l}(x))_{l=1}^{L}$ being i.i.d. for each x. Let $\Phi$ be the matrix with ith row given by $(\hat{\phi}_{1}(x_{i}),\ldots,\hat{\phi}_{L}(x_{i}))/\sqrt{L}$ . We may then run our learning algorithm replacing the initial matrix of predictors X with $\Phi$ . For example, when performing ridge regression, we can compute
+
+$$
+(\Phi^ {T} \Phi + \lambda I) ^ {- 1} \Phi^ {T} Y,
+$$
+
+which would require $O(nL^2 b^2 + L^3 b^3)$ operations: a cost linear in $n$ . Predicting a new observation would cost $O(Lb)$ .
+
+The work of Rahimi and Recht [2007] proposes a construction of such a random mapping $\hat{\phi}$ for shift-invariant kernels, that is kernels for which there exists a function $h$ with $k(x,x^{\prime}) = h(x - x^{\prime})$ for all $x,x^{\prime}\in \mathcal{X} = \mathbb{R}^{p}$ . A useful property of such kernels is given by Bochner's theorem.
+
+Theorem 8 (Bochner's theorem). Let $k: \mathbb{R}^p \times \mathbb{R}^p \to \mathbb{R}$ be a continuous kernel. Then $k$ is shift-invariant if and only if there exists some $c > 0$ and distribution $F$ on $\mathbb{R}^p$ such that when $W \sim F$
+
+$$
+k (x, x ^ {\prime}) = c \mathbb {E} e ^ {i (x - x ^ {\prime}) ^ {T} W} = c \mathbb {E} \cos ((x - x ^ {\prime}) ^ {T} W).
+$$
+
+To make use of this theorem, first observe the following. Let $u \sim U[-\pi, \pi]$ , $x, y \in R$ . Then
+
+$$
+2 \mathbb {E} \cos (x + u) \cos (y + u) = 2 \mathbb {E} \{(\cos x \cos u - \sin x \sin u) (\cos y \cos u - \sin y \sin u) \}.
+$$
+
+Now as $u \stackrel{d}{=} -u$ , $\mathbb{E}\cos u\sin u = \mathbb{E}\cos(-u)\sin(-u) = -\mathbb{E}\cos u\sin u = 0$ . Also of course $\cos^{2}u + \sin^{2}u = 1$ so $E\cos^{2}u = E\sin^{2}u = 1/2$ . Thus
+
+$$
+2 \mathbb {E} \cos (x + u) \cos (y + u) = \cos x \cos y + \sin x \sin y = \cos (x - y).
+$$
+
+Given a shift-invariant kernel $k$ with associated distribution $F$ , suppose $W \sim F$ and let $u \sim U[-\pi, \pi]$ independently. Define
+
+$$
+\hat {\phi} (x) = \sqrt {2 c} \cos (W ^ {T} x + u).
+$$
+
+Then
+
+$$
+\begin{array}{l} \mathbb {E} \hat {\phi} (x) \hat {\phi} (x ^ {\prime}) = 2 c \mathbb {E} [ \mathbb {E} \{\cos (W ^ {T} x + u) \cos (W ^ {T} x ^ {\prime} + u) | W \} ] \\ = c \mathbb {E} \cos ((x - x ^ {\prime}) ^ {T} W) = k (x, x ^ {\prime}). \\ \end{array}
+$$
+
+As a concrete example of this approach, let us take the Gaussian kernel $k(x,x') = \exp \{-\| x - x'\|_2^2 /(2\sigma^2)\}$ . Note that if $W\sim N(0,\sigma^{-2}I)$ , it has characteristic function $\mathbb{E}(e^{it^T W}) = e^{-\| t\|_2^2 /(2\sigma^2)}$ so we may take $\hat{\phi} (x) = \sqrt{2}\cos (W^T x + u)$ .
+
+## Chapter 2
+
+# Introduction to the Lasso
+
+## 2.1 Model selection
+
+Let us revisit the linear model $Y = X\beta^{0} + \varepsilon$ where $\mathbb{E}(\varepsilon) = 0$ , $\operatorname{Var}(\varepsilon) = \sigma^{2}I$ . In many modern datasets, there are reasons to believe there are many more variables present than are necessary to explain the response. Let S be the set $S = \{k : \beta_{k}^{0} \neq 0\}$ and suppose $s := |S| \ll p$ .
+
+The MSPE of OLS is
+
+$$
+\begin{array}{l} \frac {1}{n} \mathbb {E} \| X \beta^ {0} - X \hat {\beta} ^ {\mathrm{OLS}} \| _ {2} ^ {2} = \frac {1}{n} \mathbb {E} \{(\beta^ {0} - \hat {\beta} ^ {\mathrm{OLS}}) ^ {T} X ^ {T} X (\beta^ {0} - \hat {\beta} ^ {\mathrm{OLS}}) \} \\ = \frac {1}{n} \mathbb {E} [ \operatorname{tr} \left\{\left(\beta^ {0} - \hat {\beta} ^ {\mathrm{OLS}}\right) \left(\beta^ {0} - \hat {\beta} ^ {\mathrm{OLS}}\right) ^ {T} X ^ {T} X \right\} ] \\ = \frac {1}{n} \mathrm{tr} [ \mathbb {E} \{(\beta^ {0} - \hat {\beta} ^ {\mathrm{OLS}}) (\beta^ {0} - \hat {\beta} ^ {\mathrm{OLS}}) ^ {T} \} X ^ {T} X ] \\ = \frac {1}{n} \mathrm{tr} (\mathrm{Var} (\hat {\beta} ^ {\mathrm{OLS}}) X ^ {T} X) = \frac {p}{n} \sigma^ {2}. \\ \end{array}
+$$
+
+If we could identify S and then fit a linear model using just these variables, we'd obtain an MSPE of $\sigma^{2}s/n$ which could be substantially smaller than $\sigma^{2}p/n$ . Furthermore, it can be shown that parameter estimates from the reduced model are more accurate. The smaller model would also be easier to interpret.
+
+We now briefly review some classical model selection strategies.
+
+## Best subset regression
+
+A natural approach to finding S is to consider all $2^{p}$ possible regression procedures each involving regressing the response on a different sets of explanatory variables $X_{M}$ where M is a subset of $\{1,\ldots,p\}$ . We can then pick the best regression procedure using cross-validation (say). For general design matrices, this involves an exhaustive search over all subsets, so this is not really feasible for p > 50.
+
+## Forward selection
+
+This can be seen as a greedy way of performing best subsets regression. Given a target model size m (the tuning parameter), this works as follows.
+
+1. Start by fitting an intercept only model.  
+2. Add to the current model the predictor variable that reduces the residual sum of squares the most.  
+3. Continue step 2 until m predictor variables have been selected.
+
+## 2.2 The Lasso estimator
+
+The Least absolute shrinkage and selection operator (Lasso) [Tibshirani, 1996] estimates $\beta^0$ by $\hat{\beta}_{\lambda}^{\mathrm{L}}$ , where $(\hat{\mu}^{\mathrm{L}},\hat{\beta}_{\lambda}^{\mathrm{L}})$ minimise
+
+$$
+\frac {1}{2 n} \| Y - \mu \mathbf {1} - X \beta \| _ {2} ^ {2} + \lambda \| \beta \| _ {1} \tag {2.2.1}
+$$
+
+over $(\mu, \beta) \in \mathbb{R} \times \mathbb{R}^p$ . Here $\| \beta \|_1$ is the $\ell_1$ -norm of $\beta$ : $\| \beta \|_1 = \sum_{k=1}^{p} |\beta_k|$ .
+
+Like ridge regression, $\hat{\beta}_{\lambda}^{L}$ shrinks the OLS estimate towards the origin, but there is an important difference. The $\ell_{1}$ penalty can force some of the estimated coefficients to be exactly 0. In this way the Lasso can perform simultaneous variable selection and parameter estimation. As we did with ridge regression, we can centre and scale the X matrix, and also centre Y and thus remove $\mu$ from the objective. Define
+
+$$
+Q _ {\lambda} (\beta) = \frac {1}{2 n} \| Y - X \beta \| _ {2} ^ {2} + \lambda \| \beta \| _ {1}. \tag {2.2.2}
+$$
+
+Now the minimiser(s) of $Q_{\lambda}(\beta)$ will also be the minimiser(s) of
+
+$$
+\| Y - X \beta \| _ {2} ^ {2} \text {subject to} \| \beta \| _ {1} \leq \| \hat {\beta} _ {\lambda} ^ {\mathrm{L}} \| _ {1}.
+$$
+
+Similarly, with the Ridge regression objective, we know that $\hat{\beta}_{\lambda}^{\mathrm{R}}$ minimises $\| Y - X\beta \|_2^2$ subject to $\| \beta \|_2 \leq \| \hat{\beta}_{\lambda}^{\mathrm{R}} \|_2$ .
+
+Now the contours of the OLS objective $\|Y - X\beta\|_{2}^{2}$ are ellipsoids centred at $\hat{\beta}^{OLS}$ , while the contours of $\|\beta\|_{2}^{2}$ are spheres centred at the origin, and the contours of $\|\beta\|_{1}$ are ‘diamonds’ centred at 0.
+
+The important point to note is that the $\ell_{1}$ ball $\{\beta\in R^{p}:\|\beta\|_{1}\leq\|\hat{\beta}_{\lambda}^{\mathrm{L}}\|_{1}\}$ has corners where some of the components are zero, and it is likely that the OLS contours will intersect the $\ell_{1}$ ball at such a corner.
+
+## 2.2.1 Convexity and the Lasso
+
+One important difference between the Lasso and Best subsets regression is that the former involves a convex optimisation, which makes it computationally tractable for large-scale problems, in contrast to the latter which typically only feasible for problems with p < 50 or so.
+
+Recall that a set $A \subseteq \mathbb{R}^d$ is convex if
+
+$$
+x, y \in A \Rightarrow (1 - t) x + t y \in A \quad \text { for   all } t \in (0, 1).
+$$
+
+A function $f:\mathbb{R}^d\to \mathbb{R}$ is convex if
+
+$$
+f \big ((1 - t) x + t y \big) \leq (1 - t) f (x) + t f (y)
+$$
+
+for all $x, y \in \mathbb{R}^d$ and $t \in (0,1)$ .
+
+Proposition 9. (i) Let $f_1, \ldots, f_m: \mathbb{R}^d \to \mathbb{R}$ be convex functions. Then if $c_1, \ldots, c_m \geq 0$ , $c_1f_1 + \cdots c_mf_m$ is a convex function.
+
+(ii) If $f: \mathbb{R}^d \to \mathbb{R}$ is twice continuously differentiable then
+
+(a) $f$ is convex iff. its Hessian $H(x)$ is positive semi-definite for all $x$ ,  
+(b) $f$ is strictly convex if $H(x)$ is positive definite for all $x$ .
+
+Lasso solutions need not be unique (e.g. if X has duplicate columns), though for most reasonable design matrices, Lasso solutions will be unique. We will often tacitly assume the Lasso solutions is unique in the statement of our theoretical results. It is however straightforward to show that the Lasso fitted values are unique.
+
+Proposition 10. $X\hat{\beta}_{\lambda}^{\mathrm{L}}$ is unique.
+
+Proof. Fix $\lambda$ and suppose $\hat{\beta}^{(1)}$ and $\hat{\beta}^{(2)}$ are two Lasso solutions giving an optimal objective value of $c^*$ . Now for $t \in (0,1)$ , by strict convexity of $\| \cdot \|_2^2$ ,
+
+$$
+\| Y - t X \hat {\beta} ^ {(1)} - (1 - t) X \hat {\beta} ^ {(2)} \| _ {2} ^ {2} \leq t \| Y - X \hat {\beta} ^ {(1)} \| _ {2} ^ {2} + (1 - t) \| Y - X \hat {\beta} ^ {(2)} \| _ {2} ^ {2},
+$$
+
+with equality if and only if $X\hat{\beta}^{(1)} = X\hat{\beta}^{(2)}$ . Since $\| \cdot \|_1$ is also convex, we see that
+
+$$
+\begin{array}{l} c ^ {*} \leq Q _ {\lambda} (t \hat {\beta} ^ {(1)} + (1 - t) \hat {\beta} ^ {(2)}) \\ = \| Y - t X \hat {\beta} ^ {(1)} - (1 - t) X \hat {\beta} ^ {(2)} \| _ {2} ^ {2} / (2 n) + \lambda \| t \hat {\beta} ^ {(1)} + (1 - t) \hat {\beta} ^ {(2)} \| _ {1} \\ \leq t \| Y - X \hat {\beta} ^ {(1)} \| _ {2} ^ {2} / (2 n) + (1 - t) \| Y - X \hat {\beta} ^ {(2)} \| _ {2} ^ {2} / (2 n) + \lambda \| t \hat {\beta} ^ {(1)} + (1 - t) \hat {\beta} ^ {(2)} \| _ {1} \\ \leq t \{\| Y - X \hat {\beta} ^ {(1)} \| _ {2} ^ {2} / (2 n) + \lambda \| \hat {\beta} ^ {(1)} \| _ {1} \} + (1 - t) \{\| Y - X \hat {\beta} ^ {(2)} \| _ {2} ^ {2} / (2 n) + \lambda \| \hat {\beta} ^ {(2)} \| _ {1} \} \\ = t Q (\hat {\beta} ^ {(1)}) + (1 - t) Q (\hat {\beta} ^ {(2)}) \leq c ^ {*}. \\ \end{array}
+$$
+
+Equality must prevail throughout this chain of inequalities, so $X\hat{\beta}^{(1)} = X\hat{\beta}^{(2)}$ .
+
+□
+
+## 2.2.2 Prediction error of the Lasso with no assumptions on the design
+
+A remarkable property of the Lasso is that even when $p \gg n$ , it can still perform well in terms of prediction error. Suppose the columns of X have been centred and scaled (as we will always assume from now on unless stated otherwise) and assume the normal linear model (where we have already centred Y),
+
+$$
+Y = X \beta^ {0} + \varepsilon - \bar {\varepsilon} \mathbf {1} \tag {2.2.3}
+$$
+
+where $\varepsilon \sim N_{n}(0,\sigma^{2}I)$ .
+
+Theorem 11. Let $\hat{\beta}$ be the Lasso solution when
+
+$$
+\lambda = A \sigma \sqrt {\frac {\log (p)}{n}}.
+$$
+
+With probability at least $1 - 2p^{-(A^2 /2 - 1)}$
+
+$$
+\frac {1}{n} \| X (\beta^ {0} - \hat {\beta}) \| _ {2} ^ {2} \leq 4 A \sigma \sqrt {\frac {\log (p)}{n}} \| \beta^ {0} \| _ {1}.
+$$
+
+Proof. From the definition of $\hat{\beta}$ we have
+
+$$
+\frac {1}{2 n} \| Y - X \hat {\beta} \| _ {2} ^ {2} + \lambda \| \hat {\beta} \| _ {1} \leq \frac {1}{2 n} \| Y - X \beta^ {0} \| _ {2} ^ {2} + \lambda \| \beta^ {0} \| _ {1}.
+$$
+
+Rearranging,
+
+$$
+\frac {1}{2 n} \| X (\beta^ {0} - \hat {\beta}) \| _ {2} ^ {2} \leq \frac {1}{n} \varepsilon^ {T} X (\hat {\beta} - \beta^ {0}) + \lambda \| \beta^ {0} \| _ {1} - \lambda \| \hat {\beta} \| _ {1}.
+$$
+
+Now $|\varepsilon^T X(\hat{\beta} -\beta^0)|\leq \| X^T\varepsilon \|_\infty \| \hat{\beta} -\beta^0\| _1$ . Let $\Omega = \{\| X^T\varepsilon \|_{\infty} / n\leq \lambda \}$ . Lemma 15 below shows that $\mathbb{P}(\Omega)\geq 1 - 2p^{-(A^2 /2 - 1)}$ . Working on the event $\Omega$ , we obtain
+
+$$
+\frac {1}{2 n} \| X (\beta^ {0} - \hat {\beta}) \| _ {2} ^ {2} \leq \lambda \| \beta^ {0} - \hat {\beta} \| _ {1} + \lambda \| \beta^ {0} \| _ {1} - \lambda \| \hat {\beta} \| _ {1},
+$$
+
+$$
+\frac {1}{n} \| X (\beta^ {0} - \hat {\beta}) \| _ {2} ^ {2} \leq 4 \lambda \| \beta^ {0} \| _ {1}, \qquad \mathrm{bythetriangleinequality.}
+$$
+
+## 2.2.3 Concentration inequalities I
+
+The proof of Theorem 11 relies on a lower bound for the probability of the event $\Omega$ . A union bound gives
+
+$$
+\begin{array}{l} \mathbb {P} (\| X ^ {T} \varepsilon \| _ {\infty} / n > \lambda) = \mathbb {P} (\cup_ {j = 1} ^ {p} | X _ {j} ^ {T} \varepsilon | / n > \lambda) \\ \leq \sum_ {j = 1} ^ {p} \mathbb {P} (| X _ {j} ^ {T} \varepsilon | / n > \lambda). \\ \end{array}
+$$
+
+Now $X_{j}^{T}\varepsilon/n \sim N(0,\sigma^{2}/n)$ , so if we obtain a bound on the tail probabilities of normal distributions, the argument above will give a bound for $\mathbb{P}(\Omega)$ .
+
+Motivated by the need to bound normal tail probabilities, we will briefly discuss the topic of concentration inequalities that provide such bounds for much wider classes of random variables. Concentration inequalities are vital for the study of many modern algorithms and in our case here, they will reveal that the attractive properties of the Lasso presented in Theorem 11 hold true for a variety of non-normal errors.
+
+We begin our discussion with the simplest tail bound, Markov's inequality, which states that given a non-negative random variable $W$ ,
+
+$$
+\mathbb {P} (W \geq t) \leq \frac {\mathbb {E} (W)}{t}.
+$$
+
+This immediately implies that given a strictly increasing function $\varphi: R \to [0, \infty)$ and any random variable W,
+
+$$
+\mathbb {P} (W \geq t) = \mathbb {P} \{\varphi (W) \geq \varphi (t) \} \leq \frac {\mathbb {E} (\varphi (W))}{\varphi (t)}.
+$$
+
+Applying this with $\varphi(t)=e^{\alpha t}$ ( $\alpha>0$ ) yields the so-called Chernoff bound:
+
+$$
+\mathbb {P} (W \geq t) \leq \inf _ {\alpha > 0} e ^ {- \alpha t} \mathbb {E} e ^ {\alpha W}.
+$$
+
+Consider the case when $W \sim N(0, \sigma^{2})$ . Recall that
+
+$$
+\mathbb {E} e ^ {\alpha W} = e ^ {\alpha^ {2} \sigma^ {2} / 2}. \tag {2.2.4}
+$$
+
+Thus
+
+$$
+\mathbb {P} (W \geq t) \leq \inf _ {\alpha > 0} e ^ {\alpha^ {2} \sigma^ {2} / 2 - \alpha t} = e ^ {- t ^ {2} / (2 \sigma^ {2})}.
+$$
+
+Note that to arrive at this bound, all we required was (an upper bound on) the moment generating function (mgf) of W (2.2.4).
+
+## Sub-Gaussian variables
+
+Definition 3. We say a random variable $W$ with mean $\mu = \mathbb{E}(W)$ is sub-Gaussian if there exists $\sigma > 0$ such that
+
+$$
+\mathbb {E} e ^ {\alpha (W - \mu)} \leq e ^ {\alpha^ {2} \sigma^ {2} / 2}
+$$
+
+for all $\alpha \in \mathbb{R}$ . We then say that $W$ is sub-Gaussian with parameter $\sigma$ .
+
+Proposition 12 (Sub-Gaussian tail bound). If W is sub-Gaussian with parameter $\sigma$ and $\mathbb{E}(W)=\mu$ then
+
+$$
+\mathbb {P} (W - \mu \geq t) \leq e ^ {- t ^ {2} / (2 \sigma^ {2})}.
+$$
+
+As well as Gaussian random variables, the sub-Gaussian class includes bounded random variables.
+
+Lemma 13 (Hoeffding's lemma). If $W$ is mean-zero and takes values in $[a, b]$ , then $W$ is sub-Gaussian with parameter $(b - a)/2$ .
+
+The following proposition shows that analogously to how a linear combination of jointly Gaussian random variables is Gaussian, a linear combination of sub-Gaussian random variables is also sub-Gaussian.
+
+Proposition 14. Let $(W_{i})_{i=1}^{n}$ be a sequence of independent mean-zero sub-Gaussian random variables with parameters $(\sigma_{i})_{i=1}^{n}$ and let $\gamma \in R^{n}$ . Then $\gamma^{T}W$ is sub-Gaussian with parameter $\left(\sum_{i}\gamma_{i}^{2}\sigma_{i}^{2}\right)^{1/2}$ .
+
+Proof.
+
+$$
+\begin{array}{l} \mathbb {E} \exp \left(\alpha \sum_ {i = 1} ^ {n} \gamma_ {i} W _ {i}\right) = \prod_ {i = 1} ^ {n} \mathbb {E} \exp (\alpha \gamma_ {i} W _ {i}) \\ \leq \prod_ {i = 1} ^ {n} \exp (\alpha^ {2} \gamma_ {i} ^ {2} \sigma_ {i} ^ {2} / 2) \\ = \exp \left(\alpha^ {2} \sum_ {i = 1} ^ {n} \gamma_ {i} ^ {2} \sigma_ {i} ^ {2} / 2\right). \\ \end{array}
+$$
+
+![](images/bee210c900bbc2669fab5522f561a51ed5691176ecfca0bde291ff9aff7d1a33.jpg)
+
+We can now prove a more general version of the probability bound required for Theorem 11.
+
+Lemma 15. Suppose $(\varepsilon_{i})_{i=1}^{n}$ are independent, mean-zero and sub-Gaussian with common parameter $\sigma$ . Note that this includes $\varepsilon \sim N_{n}(0, \sigma^{2}I)$ . Let $\lambda = A\sigma\sqrt{\log(p)/n}$ . Then
+
+$$
+\mathbb {P} (\| X ^ {T} \varepsilon \| _ {\infty} / n \leq \lambda) \geq 1 - 2 p ^ {- (A ^ {2} / 2 - 1)}.
+$$
+
+Proof.
+
+$$
+\mathbb {P} (\| X ^ {T} \varepsilon \| _ {\infty} / n > \lambda) \leq \sum_ {j = 1} ^ {p} \mathbb {P} (| X _ {j} ^ {T} \varepsilon | / n > \lambda).
+$$
+
+But $\pm X_j^T\varepsilon /n$ are both sub-Gaussian with parameter $(\sigma^2\| X_j\| _2^2 /n^2)^{1 / 2} = \sigma /\sqrt{n}$ . Thus the RHS is at most
+
+$$
+2 p \exp (- A ^ {2} \log (p) / 2) = 2 p ^ {1 - A ^ {2} / 2}.
+$$
+
+![](images/56624c7cc85aa5e00a902e43d582ad6d502424bfc0c47ac138533e7e828c694f.jpg)
+
+## Chapter 3
+
+## The Lasso and beyond
+
+In this chapter, we will study the Lasso in more depth and present more precise theory about its behaviour. We will first study the variable selection properties of the Lasso, which will require some basic results in convex analysis that we present below.
+
+## 3.1 Some facts from optimisation theory and convex analysis
+
+## 3.1.1 Subgradients
+
+Definition 4. A vector $v \in \mathbb{R}^d$ is a subgradient of a convex function $f: \mathbb{R}^d \to \mathbb{R}$ at $x$ if
+
+$$
+f (y) \geq f (x) + v ^ {T} (y - x) \quad \text { for   all } y \in \mathbb {R} ^ {d}.
+$$
+
+The set of subgradients of f at x is called the subdifferential of f at x and denoted $\partial f(x)$ .
+
+In order to make use of subgradients, we will require the following two facts:
+
+Proposition 16. Let $f: \mathbb{R}^d \to \mathbb{R}$ be convex, and suppose $f$ is differentiable at $x$ . Then $\partial f(x) = \{\nabla f(x)\}$ .
+
+Proposition 17. Let $f, g: \mathbb{R}^d \to \mathbb{R}$ be convex, and let $\alpha > 0$ . Then
+
+$$
+\partial (\alpha f) (x) = \alpha \partial f (x) = \{\alpha v: v \in \partial f (x) \},
+$$
+
+$$
+\partial (f + g) (x) = \partial f (x) + \partial g (x) = \{v + w: v \in \partial f (x), w \in \partial g (x) \}.
+$$
+
+The following easy (but key) result is often referred to in the statistical literature as the Karush–Kuhn–Tucker (KKT) conditions, though it is actually a much simplified version of them.
+
+Proposition 18. $x^{*}\in \arg \min_{x\in \mathbb{R}^{d}}f(x)$ if and only if $0\in \partial f(x^{*})$
+
+Proof.
+
+$$
+f (y) \geq f (x ^ {*}) \quad \text { for   all } y \in \mathbb {R} ^ {d} \Leftrightarrow f (y) \geq f (x ^ {*}) + 0 ^ {T} (y - x) \quad \text { for   all } y \in \mathbb {R} ^ {d}
+$$
+
+$$
+\Leftrightarrow 0 \in \partial f (x ^ {*}).
+$$
+
+Let us now compute the subdifferential of the $\ell_{1}$ -norm. First note that $\|\cdot\|_{1}:R^{d}\to R$ is convex. Indeed it is a norm so the triangle inequality gives $\|tx+(1-t)y\|_{1}\leq t\|x\|_{1}+(1-t)\|y\|_{1}$ . We introduce some notation that will be helpful here and throughout the rest of the course.
+
+For $x \in R^{d}$ and $A = \{k_{1}, \ldots, k_{m}\} \subseteq \{1, \ldots, d\}$ with $k_{1} < \cdots < k_{m}$ , by $x_{A}$ we will mean $(x_{k_{1}}, \ldots, x_{k_{m}})^{T}$ . Similarly if X has d columns we will write $X_{A}$ for the matrix
+
+$$
+X _ {A} = (X _ {k _ {1}} \dots X _ {k _ {m}}).
+$$
+
+Further in this context, by $A^{c}$ , we will mean $\{1,\ldots,d\}\backslash A$ . Additionally, when in subscripts we will use the shorthand $-j=\{j\}^{c}$ and $-jk=\{j,k\}^{c}$ . Note these column and component extraction operations will always be considered to have taken place first before any further operations on the matrix, so for example $X_{A}^{T}=(X_{A})^{T}$ . Finally, define
+
+$$
+\operatorname{sgn} (x _ {1}) = \left\{ \begin{array}{l l} - 1 & \text {if x_{1} <  0} \\ 0 & \text {if x_{1} = 0} \\ 1 & \text {if x_{1} >0}, \end{array} \right.
+$$
+
+and
+
+$$
+\operatorname{sgn} (x) = (\operatorname{sgn} (x _ {1}), \dots , \operatorname{sgn} (x _ {d})) ^ {T}.
+$$
+
+Proposition 19. For $x \in R^{d}$ let $A = \{j : x_{j} \neq 0\}$ . Then
+
+$$
+\partial \| x \| _ {1} = \{v \in \mathbb {R} ^ {d}: \| v \| _ {\infty} \leq 1 a n d v _ {A} = \operatorname{sgn} (x _ {A}) \}
+$$
+
+Proof. For $j = 1, \ldots, d$ , let
+
+$$
+g _ {j}: \mathbb {R} ^ {d} \to \mathbb {R}
+$$
+
+$$
+x \mapsto | x _ {j} |.
+$$
+
+Then $\| \cdot \| = \sum_{j} g_{j}(\cdot)$ so by Proposition 17, $\partial \| x \|_{1} = \sum_{j} \partial g_{j}(x)$ . When $x$ has $x_{j} \neq 0$ , $g_{j}$ is differentiable at $x$ so by Proposition 16 $\partial g_{j}(x) = \{\text{sgn}(x_{j})e_{j}\}$ where $e_{j}$ is the $j$ th unit vector. When $x_{j} = 0$ , if $v \in \partial g_{j}(x)$ we must have
+
+$$
+g _ {j} (y) \geq g _ {j} (x) + v ^ {T} (y - x) \quad \text {for all} y \in \mathbb {R} ^ {d},
+$$
+
+SO
+
+$$
+\left| y _ {j} \right| \geq v ^ {T} (y - x) \quad \text {   for   all   } y \in \mathbb {R} ^ {d}. \tag {3.1.1}
+$$
+
+we claim that the above holds iff. $v_{j} \in [-1,1]$ and $v_{-j} = 0$ . For the ‘if’ direction, note that $v^{T}(y - x) = v_{j}y_{j} \leq |y_{j}|$ . Conversely, set $y_{-j} = x_{-j} + v_{-j}$ and $y_{j} = 0$ in (3.1.1) to get $0 \geq \|v_{-j}\|_{2}^{2}$ , so $v_{-j} = 0$ . Then take y with $y_{-j} = x_{-j}$ to get $|y_{j}| \geq v_{j}y_{j}$ for all $y_{j} \in R$ , so $|v_{j}| \leq 1$ . Forming the set sum of the subdifferentials then gives the result.
+
+## 3.1.2 The Lagrangian method
+
+Consider an optimisation problem of the form
+
+$$
+\text { minimise } f (x), \text { subject   to } g (x) = 0 \tag {3.1.2}
+$$
+
+where $g : R^{d} \to R^{b}$ . Suppose the optimal value is $c^{*} \in R$ . The Lagrangian for this problem is defined as
+
+$$
+L (x, \theta) = f (x) + \theta^ {T} g (x)
+$$
+
+where $\theta \in \mathbb{R}^b$ . Note that
+
+$$
+\inf _ {x \in \mathbb {R} ^ {d}} L (x, \theta) \leq \inf _ {x \in \mathbb {R} ^ {d}: g (x) = 0} L (x, \theta) = c ^ {*}
+$$
+
+for all $\theta$ . The Lagrangian method involves finding a $\theta^{*}$ such that the minimising $x^{*}$ on the LHS satisfies $g(x^{*}) = 0$ . This $x^{*}$ must then be a minimiser in the original problem (3.1.2).
+
+## 3.2 Lasso solutions
+
+Equipped with these tools from convex analysis, we can now fully characterise the solutions to the Lasso. We have that $\hat{\beta}_{\lambda}^{L}$ is a Lasso solution if and only if $0 \in \partial Q_{\lambda}(\hat{\beta}_{\lambda}^{L})$ , which is equivalent to
+
+$$
+\frac {1}{n} X ^ {T} (Y - X \hat {\beta} _ {\lambda} ^ {\mathrm{L}}) = \lambda \hat {\nu},
+$$
+
+for $\hat{\nu}$ with $\| \hat{\nu}\|_{\infty}\leq 1$ and writing $\hat{S}_{\lambda} = \{k:\hat{\beta}_{\lambda ,k}^{\mathrm{L}}\neq 0\}$ , $\hat{\nu}_{\hat{S}_{\lambda}} = \mathrm{sgn}(\hat{\beta}_{\lambda ,\hat{S}_{\lambda}}^{\mathrm{L}})$ . These are known as the KKT conditions for the Lasso.
+
+## 3.3 Variable selection
+
+Consider now the “noiseless” version of the high-dimensional linear model (2.2.3), $Y = X\beta^{0}$ . The case with noise can dealt with by similar arguments to those we will use below when we work on an event that $\|X^{T}\varepsilon\|_{\infty}/n$ is small (see example sheet).
+
+Let $S = \{k : \beta_k^0 \neq 0\}$ , $N = \{1, \ldots, p\} \setminus S$ and assume wlog that $S = \{1, \ldots, s\}$ , and also that $\text{rank}(X_S) = s$ .
+
+Theorem 20. Let $\lambda > 0$ and define $\Delta = X_N^T X_S(X_S^T X_S)^{-1} \mathrm{sgn}(\beta_S^0)$ . If $\| \Delta \|_{\infty} \leq 1$ and for $k \in S$ ,
+
+$$
+| \beta_ {k} ^ {0} | > \lambda | \mathrm{sgn} (\beta_ {S} ^ {0}) ^ {T} [ \{\frac {1}{n} X _ {S} ^ {T} X _ {S} \} ^ {- 1} ] _ {k} |, (3. 3. 1)
+$$
+
+then there exists a Lasso solution $\hat{\beta}_{\lambda}^{\mathrm{L}}$ with $\mathrm{sgn}(\hat{\beta}_{\lambda}^{\mathrm{L}}) = \mathrm{sgn}(\beta^{0})$ . As a partial converse, if there exists a Lasso solution $\hat{\beta}_{\lambda}^{\mathrm{L}}$ with $\mathrm{sgn}(\hat{\beta}_{\lambda}^{\mathrm{L}}) = \mathrm{sgn}(\beta^{0})$ , then $\| \Delta \|_{\infty} \leq 1$ .
+
+Remark 1. We can interpret $\|\Delta\|_{\infty}$ as the maximum in absolute value over $k \in N$ of the dot product of $\operatorname{sgn}(\beta_{S}^{0})$ and $(X_{S}^{T}X_{S})^{-1}X_{S}^{T}X_{k}$ , the coefficient vector obtained by regressing $X_{k}$ on $X_{S}$ . The condition $\|\Delta\|_{\infty} \leq 1$ is known as the irrepresentable condition.
+
+Proof. Fix $\lambda > 0$ and write $\hat{\beta} = \hat{\beta}_{\lambda}^{\mathrm{L}}$ and $\hat{S} = \{k : \hat{\beta}_k \neq 0\}$ for convenience. The KKT conditions for the Lasso give
+
+$$
+\frac {1}{n} X ^ {T} X (\beta^ {0} - \hat {\beta}) = \lambda \hat {\nu}
+$$
+
+where $\| \hat{\nu}\|_{\infty}\leq 1$ and $\hat{\nu}_{\hat{S}} = \mathrm{sgn}(\hat{\beta}_{\hat{S}})$ . We can expand this into
+
+$$
+\frac {1}{n} \left( \begin{array}{c c} X _ {S} ^ {T} X _ {S} & X _ {S} ^ {T} X _ {N} \\ X _ {N} ^ {T} X _ {S} & X _ {N} ^ {T} X _ {N} \end{array} \right) \binom{\beta_ {S} ^ {0} - \hat {\beta} _ {S}}{- \hat {\beta} _ {N}} = \lambda \binom{\hat {\nu} _ {S}}{\hat {\nu} _ {N}}. \tag {3.3.2}
+$$
+
+We prove the converse first. If $\operatorname{sgn}(\hat{\beta}) = \operatorname{sgn}(\beta^{0})$ then $\hat{\nu}_{S} = \operatorname{sgn}(\beta_{S}^{0})$ and $\hat{\beta}_{N} = 0$ . The top block of (3.3.2) gives
+
+$$
+\beta_ {S} ^ {0} - \hat {\beta} _ {S} = \lambda (\frac {1}{n} X _ {S} ^ {T} X _ {S}) ^ {- 1} \mathrm{sgn} (\beta_ {S} ^ {0}).
+$$
+
+Substituting this into the bottom block, we get
+
+$$
+\lambda \frac {1}{n} X _ {N} ^ {T} X _ {S} (\frac {1}{n} X _ {S} ^ {T} X _ {S}) ^ {- 1} \mathrm{sgn} (\beta_ {S} ^ {0}) = \lambda \hat {\nu} _ {N}.
+$$
+
+Thus as $\| \hat{\nu}_N\|_{\infty}\leq 1$ , we have $\| \Delta \|_{\infty}\leq 1$ .
+
+For the positive statement, we need to find a $\hat{\beta}$ and $\hat{\nu}$ such that $\mathrm{sgn}(\hat{\beta}_S) = \mathrm{sgn}(\beta_S^0)$ and $\hat{\beta}_N = 0$ , for which the KKT conditions hold. We claim that taking
+
+$$
+(\hat {\beta} _ {S}, \hat {\beta} _ {N}) = (\beta_ {S} ^ {0} - \lambda (\frac {1}{n} X _ {S} ^ {T} X _ {S}) ^ {- 1} \mathrm{sgn} (\beta_ {S} ^ {0}), 0)
+$$
+
+$$
+(\hat {\nu} _ {S}, \hat {\nu} _ {N}) = (\mathrm{sgn} (\beta_ {S} ^ {0}), \Delta)
+$$
+
+satisfies (3.3.2). We only need to check that $\operatorname{sgn}(\beta_{S}^{0}) = \operatorname{sgn}(\hat{\beta}_{S})$ , but this follows from (3.3.1). ☐
+
+## 3.4 Prediction and estimation
+
+Consider again the model $Y = X\beta^{0} + \varepsilon - \bar{\varepsilon}1$ where the components of $\varepsilon$ are independent mean-zero sub-Gaussian random variables with common parameter $\sigma$ . Let S, s and N be defined as in the previous section. As we have noted before, in an artificial situation where S is known, we could apply OLS on $X_{S}$ and have an MSPE of $\sigma^{2}s/n$ . Under a so-called compatibility condition on the design matrix, we can obtain a similar MSPE for the Lasso.
+
+Definition 5. Given a matrix of predictors $X \in R^{n \times p}$ and support set S, define
+
+$$
+\phi^ {2} = \inf _ {\beta \in \mathbb {R} ^ {p}: \beta_ {S} \neq 0, \| \beta_ {N} \| _ {1} \leq 3 \| \beta_ {S} \| _ {1}} \frac {\frac {1}{n} \| X \beta \| _ {2} ^ {2}}{\frac {1}{s} \| \beta_ {S} \| _ {1} ^ {2}},
+$$
+
+where $s = |S|$ and we take $\phi \geq 0$ . The compatibility condition is that $\phi^{2} > 0$ .
+
+Note that if $X^{T}X/n$ has minimum eigenvalue $c_{\min} > 0$ (so necessarily $p \leq n$ ), then $\phi^{2} > c_{\min}$ . Indeed by the Cauchy–Schwarz inequality,
+
+$$
+\| \beta_ {S} \| _ {1} = \mathrm{sgn} (\beta_ {S}) ^ {T} \beta_ {S} \leq \sqrt {s} \| \beta_ {S} \| _ {2} \leq \sqrt {s} \| \beta \| _ {2}.
+$$
+
+Thus
+
+$$
+\phi^ {2} \geq \inf _ {\beta \neq 0} \frac {\frac {1}{n} \| X \beta \| _ {2} ^ {2}}{\| \beta \| _ {2} ^ {2}} = c _ {\mathrm{min}}.
+$$
+
+Although in the high-dimensional setting we would have $c_{min} = 0$ , the fact that the infimum in the definition of $\phi^{2}$ is over a restricted set of $\beta$ can still allow $\phi^{2}$ to be positive even in this case, as we discuss after the presentation of the theorem.
+
+Theorem 21. Suppose the compatibility condition holds and let $\hat{\beta}$ be the Lasso solution with $\lambda = A\sigma \sqrt{\log(p) / n}$ for $A > 0$ . Then with probability at least $1 - 2p^{-(A^2 /8 - 1)}$ , we have
+
+$$
+\frac {1}{n} \| X (\beta^ {0} - \hat {\beta}) \| _ {2} ^ {2} + \lambda \| \hat {\beta} - \beta^ {0} \| _ {1} \leq \frac {1 6 \lambda^ {2} s}{\phi^ {2}} = \frac {1 6 A ^ {2} \log (p)}{\phi^ {2}} \frac {\sigma^ {2} s}{n}.
+$$
+
+Proof. As in Theorem 11 we start with the “basic inequality”:
+
+$$
+\frac {1}{2 n} \| X (\hat {\beta} - \beta^ {0}) \| _ {2} ^ {2} + \lambda \| \hat {\beta} \| _ {1} \leq \frac {1}{n} \varepsilon^ {T} X (\hat {\beta} - \beta^ {0}) + \lambda \| \beta^ {0} \| _ {1}.
+$$
+
+We work on the event $\Omega = \{2\| X^T\varepsilon \|_{\infty} / n\leq \lambda \}$ where after applying Hölder's inequality, we get
+
+$$
+\frac {1}{n} \| X (\hat {\beta} - \beta^ {0}) \| _ {2} ^ {2} + 2 \lambda \| \hat {\beta} \| _ {1} \leq \lambda \| \hat {\beta} - \beta^ {0} \| _ {1} + 2 \lambda \| \beta^ {0} \| _ {1}. \tag {3.4.1}
+$$
+
+Lemma 15 shows that $\mathbb{P}(\Omega) \geq 1 - 2p^{-(A^2/8-1)}$ .
+
+To motivate the rest of the proof, consider the following idea. We know
+
+$$
+\frac {1}{n} \| X (\hat {\beta} - \beta^ {0}) \| _ {2} ^ {2} \leq 3 \lambda \| \hat {\beta} - \beta^ {0} \| _ {1}.
+$$
+
+If we could get
+
+$$
+3 \lambda \| \hat {\beta} - \beta^ {0} \| _ {1} \leq \frac {c \lambda}{\sqrt {n}} \| X (\hat {\beta} - \beta^ {0}) \| _ {2}
+$$
+
+for some constant $c > 0$ , then we would have that $\| X(\hat{\beta} - \beta^0)\| _2^2 /n\leq c^2\lambda^2$ and also $3\lambda \| \beta^0 -\hat{\beta}\| _1\leq c^2\lambda^2$ .
+
+Returning to the actual proof, write $a = \| X(\hat{\beta} - \beta^0)\| _2^2 /(n\lambda)$ . Then from (3.4.1) we can derive the following string of inequalities:
+
+$$
+a + 2 (\| \hat {\beta} _ {N} \| _ {1} + \| \hat {\beta} _ {S} \| _ {1}) \leq \| \hat {\beta} _ {S} - \beta_ {S} ^ {0} \| _ {1} + \| \hat {\beta} _ {N} \| _ {1} + 2 \| \beta_ {S} ^ {0} \| _ {1}
+$$
+
+$$
+a + \| \hat {\beta} _ {N} \| _ {1} \leq \| \hat {\beta} _ {S} - \beta_ {S} ^ {0} \| _ {1} + 2 \| \beta_ {S} ^ {0} \| _ {1} - 2 \| \hat {\beta} _ {S} \| _ {1}
+$$
+
+$$
+a + \| \hat {\beta} _ {N} - \beta_ {N} ^ {0} \| _ {1} \leq 3 \| \beta_ {S} ^ {0} - \hat {\beta} _ {S} \| _ {1}
+$$
+
+$$
+a + \| \hat {\beta} - \beta^ {0} \| _ {1} \leq 4 \| \beta_ {S} ^ {0} - \hat {\beta} _ {S} \| _ {1},
+$$
+
+the final inequality coming from adding $\| \beta_S^0 -\hat{\beta}_S\| _1$ to both sides.
+
+Now using the compatibility condition with $\beta = \hat{\beta} -\beta^0$ we have
+
+$$
+\frac {1}{n} \| X (\hat {\beta} - \beta^ {0}) \| _ {2} ^ {2} + \lambda \| \beta^ {0} - \hat {\beta} \| _ {1} \leq 4 \lambda \| \beta_ {S} ^ {0} - \hat {\beta} _ {S} \| _ {1}
+$$
+
+$$
+\leq \frac {4 \lambda}{\phi} \sqrt {\frac {s}{n}} \| X (\hat {\beta} - \beta^ {0}) \| _ {2}. \tag {3.4.2}
+$$
+
+From this we get
+
+$$
+\frac {1}{\sqrt {n}} \| X (\hat {\beta} - \beta^ {0}) \| _ {2} \leq \frac {4 \lambda \sqrt {s}}{\phi},
+$$
+
+and substituting this into the RHS of (3.4.2) gives the result.
+
+![](images/2a35f2543cc17134ea9176787cb0ed853069c1d4e336e0c17d05a348f7cee302.jpg)
+
+## 3.5 The compatibility condition
+
+How strong is the compatibility condition? In order to answer this question, we shall think of X as random and try to understand what conditions on the population covariance matrix $\Sigma^{0} := \mathbb{E}(X^{T}X/n)$ imply that X satisfies a compatibility condition with high probability. To this end let us define
+
+$$
+\phi_ {\Sigma} ^ {2} (S) = \inf _ {\beta : \| \beta_ {S} \| _ {1} \neq 0, \| \beta_ {N} \| _ {1} \leq 3 \| \beta_ {S} \| _ {1}} \frac {\beta^ {T} \Sigma \beta}{\| \beta_ {S} \| _ {1} ^ {2} / | S |}
+$$
+
+where $\Sigma \in \mathbb{R}^{p\times p}$ . Note then our $\phi^2 = \phi_{\hat{\Sigma}}^2 (S)$ where $\hat{\Sigma} := X^T X / n$ and $S$ is the support set of $\beta^0$ . The following result shows that if $\hat{\Sigma}$ is close to a matrix $\check{\Sigma}$ for which $\phi_{\tilde{\Sigma}}^2 (S) > 0$ , then also $\phi_{\hat{\Sigma}}^2 (S) > 0$ .
+
+Lemma 22. Suppose $\phi_{\tilde{\Sigma}}^{2}(S) > 0$ and $\max_{jk}|\hat{\Sigma}_{jk} - \check{\Sigma}_{jk}|\leq \phi_{\tilde{\Sigma}}^{2}(S) / (32|S|)$ . Then $\phi_{\hat{\Sigma}}^{2}(S)\geq \phi_{\tilde{\Sigma}}^{2}(S) / 2$ .
+
+Proof. In the following we suppress dependence on $S$ . Let $s = |S|$ and let $t = \phi_{\Sigma}^2 / (32s)$ . We have
+
+$$
+| \beta^ {T} (\check {\Sigma} - \hat {\Sigma}) \beta | \leq \| \beta \| _ {1} \| (\check {\Sigma} - \hat {\Sigma}) \beta \| _ {\infty} (\text { Hölder })
+$$
+
+$$
+\leq t \| \beta \| _ {1} ^ {2} (\text { Hölder   again }).
+$$
+
+If $\| \beta_N\| _1\leq 3\| \beta_S\| _1$ then
+
+$$
+\| \beta \| _ {1} = \| \beta_ {N} \| _ {1} + \| \beta_ {S} \| _ {1} \leq 4 \| \beta_ {S} \| _ {1} \leq 4 \frac {\sqrt {\beta^ {T} \check {\Sigma} \beta}}{\phi_ {\check {\Sigma}} / \sqrt {s}}.
+$$
+
+Thus if $\| \beta_N\| _1\leq 3\| \beta_S\| _1$
+
+$$
+\beta^ {T} \check {\Sigma} \beta - \frac {\phi_ {\check {\Sigma}} ^ {2}}{3 2 s} \frac {1 6 \beta^ {T} \check {\Sigma} \beta}{\phi_ {\check {\Sigma}} ^ {2} / s} = \frac {1}{2} \beta^ {T} \check {\Sigma} \beta \leq \beta^ {T} \hat {\Sigma} \beta .
+$$
+
+![](images/3a6c50ce0525db8181a7e8185ef7fe022ce516b3b33f5f68c57c241d91890925.jpg)
+
+We would like to apply the result above with $\check{\Sigma} = \Sigma^{0}$ , and use to argue that if $\Sigma^{0}$ satisfies the compatibility condition, then so will $\hat{\Sigma}$ with high probability. In order to do this, we need to argue that the event that $\max_{jk} |\hat{\Sigma}_{jk} - \Sigma_{jk}^{0}|$ is small occurs with high probability. We can obtain such a result with the aid of concentration inequalities.
+
+## 3.5.1 Concentration inequalities II
+
+When trying to understand the concentration properties of $\hat{\Sigma}_{jk}$ , it will be helpful to have a tail bound for a product of sub-Gaussian random variables. Bernstein's inequality, which applies to random variables satisfying the condition below, is helpful in this regard.
+
+Definition 6 (Bernstein's condition). We say that the random variable $W$ with $\mathbb{E}W = \mu$ satisfies Bernstein's condition with parameter $(\sigma, b)$ where $\sigma, b > 0$ if
+
+$$
+\mathbb {E} (| W - \mu | ^ {k}) \leq \frac {1}{2} k! \sigma^ {2} b ^ {k - 2} \quad \text { for } k = 2, 3, \ldots .
+$$
+
+Proposition 23 (Bernstein's inequality). Let $W_{1}, W_{2}, \ldots$ be independent random variables with $\mathbb{E}(W_{i}) = \mu$ . Suppose each $W_{i}$ satisfies Bernstein's condition with parameter $(\sigma, b)$ . Then
+
+$$
+\mathbb {E} \big (e ^ {\alpha (W _ {i} - \mu)} \big) \leq \exp \left(\frac {\alpha^ {2} \sigma^ {2} / 2}{1 - b | \alpha |}\right) \quad f o r a l l | \alpha | <   1 / b
+$$
+
+$$
+\mathbb {P} \bigg (\frac {1}{n} \sum_ {i = 1} ^ {n} W _ {i} - \mu \geq t \bigg) \leq \exp \bigg (- \frac {n t ^ {2}}{2 (\sigma^ {2} + b t)} \bigg) \qquad f o r a l l t \geq 0.
+$$
+
+Proof. Fix $i$ and let $W = W_{i}$ . We have
+
+$$
+\mathbb {E} \left(e ^ {\alpha (W - \mu)}\right) = 1 + \alpha \mathbb {E} (W - \mu) + \sum_ {k = 2} ^ {\infty} \alpha^ {k} \frac {\mathbb {E} \left\{\left(W - \mu\right) ^ {k} \right\}}{k !}
+$$
+
+$$
+\leq 1 + \frac {\sigma^ {2} \alpha^ {2}}{2} \sum_ {k = 2} ^ {\infty} | \alpha | ^ {k - 2} b ^ {k - 2}
+$$
+
+$$
+= 1 + \frac {\sigma^ {2} \alpha^ {2}}{2} \frac {1}{1 - | \alpha | b} \leq \exp \left(\frac {\alpha^ {2} \sigma^ {2} / 2}{1 - b | \alpha |}\right),
+$$
+
+provided $|\alpha| < 1/b$ and using the inequality $e^{u} \geq 1 + u$ in the final line. For the probability bound, first note that
+
+$$
+\mathbb {E} \exp \left(\sum_ {i = 1} ^ {n} \alpha (W _ {i} - \mu) / n\right) = \prod_ {i = 1} ^ {n} \mathbb {E} \exp \{\alpha (W _ {i} - \mu) / n \}
+$$
+
+$$
+\leq \exp \left(n \frac {(\alpha / n) ^ {2} \sigma^ {2} / 2}{1 - b | \alpha / n |}\right)
+$$
+
+for $|\alpha| / n < 1 / b$ . Then we use the Chernoff method and set $\alpha / n = t / (bt + \sigma^2) \in [0, 1 / b)$ .
+
+Lemma 24. Let W, Z be mean-zero and sub-Gaussian with parameters $\sigma_{W}$ and $\sigma_{Z}$ respectively. Then the product WZ satisfies Bernstein's condition with parameter $(8\sigma_{W}\sigma_{Z}, 4\sigma_{W}\sigma_{Z})$ .
+
+Proof. In order to use Bernstein's inequality (Proposition 23) we first obtain bounds on the moments of $W$ and $Z$ . Note that $W^{2k} = \int_0^\infty \mathbb{1}_{\{x < W^{2k}\}} dx$ . Thus by Fubini's theorem
+
+$$
+\begin{array}{l} \mathbb {E} (W ^ {2 k}) = \int_ {0} ^ {\infty} \mathbb {P} (W ^ {2 k} > x) d x \\ = 2 k \int_ {0} ^ {\infty} t ^ {2 k - 1} \mathbb {P} (| W | > t) d t \quad \text {   substituting   } t ^ {2 k} = x \\ \leq 4 k \int_ {0} ^ {\infty} t ^ {2 k - 1} \exp \{- t ^ {2} / (2 \sigma_ {W} ^ {2}) \} d t \qquad \text { by Proposition 12 } \\ = 4 k \sigma_ {W} ^ {2} \int_ {0} ^ {\infty} (2 \sigma_ {W} ^ {2} x) ^ {k - 1} e ^ {- x} d x \qquad \text {substituting} t ^ {2} / (2 \sigma_ {W} ^ {2}) = x \\ = 2 ^ {k + 1} \sigma_ {W} ^ {2 k} k!. \\ \end{array}
+$$
+
+Next note that for any random variable Y,
+
+$$
+\begin{array}{l} \left| \mathbb {E} (Y - \mathbb {E} Y) ^ {k} \right| \leq \mathbb {E} | Y - \mathbb {E} Y | ^ {k} \\ = 2 ^ {k} \mathbb {E} | Y / 2 - \mathbb {E} Y / 2 | ^ {k} \\ \leq 2 ^ {k - 1} (\mathbb {E} | Y | ^ {k} + | \mathbb {E} Y | ^ {k}) \quad \text { by   Jensen's   inequality   applied   to } t \mapsto | t | ^ {k}, \\ \leq 2 ^ {k} \mathbb {E} | Y | ^ {k}. \\ \end{array}
+$$
+
+Therefore
+
+$$
+\begin{array}{l} \mathbb {E} (| W Z - \mathbb {E} W Z | ^ {k}) \leq 2 ^ {k} \mathbb {E} | W Z | ^ {k} \\ \leq 2 ^ {k} (\mathbb {E} W ^ {2 k}) ^ {1 / 2} (\mathbb {E} Z ^ {2 k}) ^ {1 / 2} \quad \text { by   Cauchy - Schwarz } \\ \leq 2 ^ {k} 2 ^ {k + 1} \sigma_ {W} ^ {k} \sigma_ {Z} ^ {k} k! \\ = \frac {k !}{2} (8 \sigma_ {W} \sigma_ {Z}) ^ {2} (4 \sigma_ {W} \sigma_ {Z}) ^ {k - 2}. \\ \end{array}
+$$
+
+## 3.5.2 The compatibility condition and random design
+
+We may now apply this with $\check{\Sigma} = \Sigma^{0}$ . To make the result more readily interpretable, we shall state it in an asymptotic framework. Imagine a sequence of design matrices with n and p growing, each with their own compatibility condition. We will however suppress the asymptotic regime in the notation.
+
+Theorem 25. Suppose the rows of X are i.i.d. and each entry of X is mean-zero sub-Gaussian with parameter v. Suppose $s\sqrt{\log(p)/n} \to 0$ (and $s, p, n > 1$ ) as $n \to \infty$ . Let
+
+$$
+\phi_ {\hat {\Sigma}, s} ^ {2} = \min _ {S: | S | = s} \phi_ {\hat {\Sigma}} ^ {2} (S)
+$$
+
+$$
+\phi_ {\Sigma^ {0}, s} ^ {2} = \min _ {S: | S | = s} \phi_ {\Sigma^ {0}} ^ {2} (S),
+$$
+
+and suppose the latter is bounded away from 0. Then $\mathbb{P}(\phi_{\hat{\Sigma},s}^2\geq \phi_{\Sigma^0,s}^2 /2)\to 1$ as $n\to \infty$ .
+
+Proof. In view of Lemma 22, we need only show that
+
+$$
+\mathbb {P} (\max _ {j k} | \hat {\Sigma} _ {j k} - \Sigma_ {j k} ^ {0} | \geq \phi_ {\Sigma^ {0}, s} ^ {2} / (3 2 s)) \to 0.
+$$
+
+Let $t = \phi_{\Sigma^0,s}^2 / (32s)$ . By a union bound and then Lemma 24 we have
+
+$$
+\begin{array}{l} \mathbb {P} (\max _ {j k} | \hat {\Sigma} _ {j k} - \Sigma_ {j k} ^ {0} | \geq \phi_ {\Sigma^ {0}, s} ^ {2} / (3 2 s)) <   p ^ {2} \max _ {j k} \mathbb {P} \Big (\Big | \sum_ {i = 1} ^ {n} X _ {i j} X _ {i k} / n - \Sigma_ {j k} ^ {0} \Big | \geq t \Big) \\ \leq 2 \exp \left(- \frac {n t ^ {2}}{2 (6 4 v ^ {4} + 4 v ^ {2} t))} + 2 \log (p)\right) \\ \leq c _ {1} \exp (- c _ {2} n / s ^ {2} + c _ {3} \log (p)) \to 0. \\ \end{array}
+$$
+
+Corollary 26. Suppose the rows of X are independent with distribution $N_{p}(0,\Sigma^{0})$ . Suppose the diagonal entries of $\Sigma^{0}$ are bounded above and the minimum eigenvalue of $\Sigma^{0}$ , $c_{min}$ is bounded away from 0. Then $\mathbb{P}(\phi_{\Sigma,s}^{2}\geq c_{\min}/2)\to1$ provided $s\sqrt{\log(p)/n}\to0$ .
+
+## 3.6 Computation
+
+One of the most efficient ways of computing Lasso solutions is to use a optimisation technique called coordinate descent. This is a quite general way of minimising a function $f : R^{d} \to R$ and works particularly well for functions of the form
+
+$$
+f (x) = g (x) + \sum_ {j = 1} ^ {d} h _ {j} (x _ {j})
+$$
+
+where g is convex and differentiable and each $h_{j}: R \to R$ is convex (and so continuous). We start with an initial guess of the minimiser $x^{(0)}$ (e.g. $x^{(0)} = 0$ ) and repeat for $m = 1, 2, \ldots$ .
+
+$$
+x _ {1} ^ {(m)} = \underset {x _ {1} \in \mathbb {R}} {\arg \min} f (x _ {1}, x _ {2} ^ {(m - 1)}, \ldots , x _ {d} ^ {(m - 1)})
+$$
+
+$$
+x _ {2} ^ {(m)} = \underset {x _ {2} \in \mathbb {R}} {\arg \min} f (x _ {1} ^ {(m)}, x _ {2}, x _ {3} ^ {(m - 1)}, \ldots , x _ {d} ^ {(m - 1)})
+$$
+
+$$
+\begin{array}{c} \vdots \\ x _ {d} ^ {(m)} = \underset {x _ {d} \in \mathbb {R}} {\arg \min} f (x _ {1} ^ {(m)}, x _ {2} ^ {(m)}, \ldots , x _ {d - 1} ^ {(m)}, x _ {d}). \end{array}
+$$
+
+Tseng [2001] proves that provided $A_{0} = \{x : f(x) \leq f(x^{(0)})\}$ is compact, then every converging subsequence of $x^{(m)}$ will converge to a minimiser of f.
+
+Corollary 27. Suppose $A^{0}$ is compact. Then
+
+(i) There exists a minimiser of $f$ , $x^{*}$ and $f(x^{(m)}) \to f(x^{*})$ .
+
+(ii) If $x^{*}$ is the unique minimiser of $f$ then $x^{(m)} \to x^{*}$ .
+
+Proof. $f$ is a continuous function so it attains its infimum on the compact set $A_0$ . Suppose $f(x^{(m)}) \nrightarrow f(x^*)$ . Then there exists $\epsilon > 0$ and a subsequence $(x^{(m_j)})_{j=0}^{\infty}$ such that $f(x^{(m_j)}) \geq f(x^*) + \epsilon$ for all $j$ . Note that since $f(x^{(m)}) \leq f(x^{(m-1)})$ , we know that $x^{(m)} \in A_0$ for all $m$ . Thus if $A_0$ is compact then any subsequence of $(x^{(m)})_{m=0}^{\infty}$ has a further subsequence that converges by the Bolzano–Weierstrass theorem. Let $\tilde{x}$ be the limit of the converging subsequence of $(x^{(m_j)})_{j=0}^{\infty}$ . Then $f(\tilde{x}) \geq f(x^*) + \epsilon$ , contradicting the result of Tseng [2001]. Thus (i) holds. The proof of (ii) is similar.
+
+We often want to solve the Lasso on a grid of $\lambda$ values $\lambda_{0} > \cdots > \lambda_{L}$ (for the purposes of cross-validation for example). To do this, we can first solve for $\lambda_{0}$ , and then solve at subsequent grid points by using the solution at the previous grid points as an initial guess (known as a warm start). An active set strategy can further speed up computation. This works as follows: For $l = 1, \ldots, L$
+
+1. Initialise $A = \{k : \hat{\beta}_{\lambda_{l-1}, k}^{\mathrm{L}} \neq 0\}$ .  
+2. Perform coordinate descent only on coordinates in $A$ obtaining a solution $\hat{\beta}$ (all components $\hat{\beta}_k$ with $k \notin A$ are set to zero).  
+3. Let $V = \{k : |X_{k}^{T}(Y - X\hat{\beta})|/n > \lambda_{l}\}$ , the set of coordinates which violate the KKT conditions when $\hat{\beta}$ is taken as a candidate solution.  
+4. If $V$ is empty, we set $\hat{\beta}_{\lambda_l}^{\mathrm{L}} = \hat{\beta}$ . Else we update $A \gets A \cup V$ and return to 2.
+
+## 3.7 Extensions of the Lasso
+
+We can add an $\ell_{1}$ penalty to many other log-likelihoods, or more generally other loss functions besides the squared-error loss that arises from the normal linear model. For Lasso-penalised generalised linear models, such as logistic regression, similar theoretical results to those we have obtained are available and computations can proceed in a similar fashion to above.
+
+## 3.7.1 Structural penalties
+
+The Lasso penalty encourages the estimated coefficients to be shrunk towards 0 and sometimes exactly to 0. Other penalty functions can be constructed to encourage different types of sparsity.
+
+## Group Lasso
+
+Suppose we have a partition $G_{1},\ldots ,G_{q}$ of $\{1,\dots ,p\}$ (so $\cup_{k = 1}^{q}G_{k} = \{1,\dots ,p\}$ , $G_{j}\cap G_{k} = \emptyset$ for $j\neq k$ ). The group Lasso penalty [Yuan and Lin, 2006] is given by
+
+$$
+\lambda \sum_ {j = 1} ^ {q} m _ {j} \| \beta_ {G _ {j}} \| _ {2}.
+$$
+
+The multipliers $m_{j} > 0$ serve to balance cases where the groups are of very different sizes; typically we choose $m_{j} = \sqrt{|G_{j}|}$ . This penalty encourages either an entire group G to have $\hat{\beta}_{G} = 0$ or $\hat{\beta}_{k} \neq 0$ for all $k \in G$ . Such a property is useful when groups occur through coding for categorical predictors or when expanding predictors using basis functions.
+
+## Fused Lasso
+
+If there is a sense in which the coefficients are ordered, so $\beta_{j}^{0}$ is expected to be close to $\beta_{j+1}^{0}$ , a fused Lasso penalty [Tibshirani et al., 2005] may be appropriate. This takes the form
+
+$$
+\lambda_ {1} \sum_ {j = 1} ^ {p - 1} | \beta_ {j} - \beta_ {j + 1} | + \lambda_ {2} \| \beta \| _ {1},
+$$
+
+where the second term may be omitted depending on whether shrinkage towards 0 is desired. As an example, consider the simple setting where $Y_{i} = \mu_{i}^{0} + \varepsilon_{i}$ , and it is thought that the $(\mu_{i}^{0})_{i=1}^{n}$ form a piecewise constant sequence. Then one option is to minimise over $\mu \in R^{n}$ , the following objective
+
+$$
+\frac {1}{n} \| Y - \mu \| _ {2} ^ {2} + \lambda \sum_ {i = 1} ^ {n - 1} | \mu_ {i} - \mu_ {i + 1} |.
+$$
+
+## 3.7.2 Reducing the bias of the Lasso
+
+One potential drawback of the Lasso is that the same shrinkage effect that sets many estimated coefficients exactly to zero also shrinks all non-zero estimated coefficients towards zero. One possible solution is to take $\hat{S}_{\lambda} = \{k : \hat{\beta}_{\lambda,k}^{\mathrm{L}} \neq 0\}$ and then re-estimate $\beta_{\hat{S}_{\lambda}}^{0}$ by OLS regression on $X_{\hat{S}_{\lambda}}$ .
+
+Another option is to re-estimate using the Lasso on $X_{\hat{S}_{\lambda}}$ ; this procedure is known as the relaxed Lasso [Meinshausen, 2007]. The adaptive Lasso [Zou, 2006] takes an initial estimate of $\beta^{0}$ , $\hat{\beta}^{\mathrm{init}}$ (e.g. from the Lasso) and then performs weighted Lasso regression:
+
+$$
+\hat {\beta} _ {\lambda} ^ {\mathrm{adapt}} = \underset {\beta \in \mathbb {R} ^ {p}: \beta_ {\hat {S} _ {\mathrm{init}} ^ {c}} = 0} {\arg \min} \left\{\frac {1}{2 n} \| Y - X \beta \| _ {2} ^ {2} + \lambda \sum_ {k \in \hat {S} _ {\mathrm{init}}} \frac {| \beta_ {k} |}{| \hat {\beta} _ {k} ^ {\mathrm{init}} |} \right\},
+$$
+
+where $\hat{S}_{\mathrm{init}} = \{k:\hat{\beta}_{k}^{\mathrm{init}}\neq 0\}$ .
+
+Yet another approach involves using a family of non-convex penalty functions $p_{\lambda,\gamma} : [0, \infty) \to [0, \infty)$ and attempting to minimise
+
+$$
+\frac {1}{2 n} \| Y - X \beta \| _ {2} ^ {2} + \sum_ {k = 1} ^ {p} p _ {\lambda , \gamma} (| \beta_ {k} |).
+$$
+
+A prominent example is the minimax concave penalty (MCP) [Zhang, 2010] which takes
+
+$$
+p _ {\lambda , \gamma} ^ {\prime} (u) = \left(\lambda - \frac {u}{\gamma}\right) _ {+}.
+$$
+
+One disadvantage of using a non-convex penalty is that there may be multiple local minima which can make optimisation problematic. However, typically if the non-convexity is not too severe, coordinate descent can produce reasonable results.
+
+## Chapter 4
+
+# Graphical modelling and causal inference
+
+So far we have considered the problem of relating a particular response to a large collection of explanatory variables.
+
+In some settings however, we do not have a distinguished response variable and instead we would like to better understand relationships between all the variables. In other situations, rather than being able to predict variables, we would like to understand causal relationships between them. Representing relationships between random variables through graphs will be an important tool in tackling these problems.
+
+## 4.1 Graphs
+
+Definition 7. A graph is a pair $\mathcal{G} = (V, E)$ where $V$ is a set of vertices or nodes and $E \subseteq V \times V$ with $(v, v) \notin E$ for any $v \in V$ is a set of edges.
+
+Let $Z = (Z_{1},\ldots ,Z_{p})^{T}$ be a collection of random variables. The graphs we will consider will always have $V = \{1,\dots ,p\}$ so $V$ indexes the random variables.
+
+Let $j, k \in V$ .
+
+- We say there is an edge between $j$ and $k$ and that $j$ and $k$ are adjacent if either $(j, k) \in E$ or $(k, j) \in E$ .  
+- An edge $(j,k)$ is undirected if also $(k,j) \in E$ . We then sometimes write $\{j,k\} \in E$ and $j - k$ to represent this. Otherwise if only $(j,k) \in E$ the edge is directed and we may write $j \to k$ to represent this.  
+- If all edges in the graph are (un)directed we call it an (un)directed graph. We can represent graphs as pictures: for example, we can draw the graph when $p = 4$ and $E = \{(2,1), (3,4), (2,3)\}$ as
+
+![](images/f2196179f022b603ca647361198c41d590437ca4b0b378e7ec80ca0f0374f571.jpg)
+
+<details>
+<summary>flowchart</summary>
+
+```mermaid
+graph TD
+  Z1 --> Z2
+  Z2 --> Z3
+  Z3 --> Z4
+```
+</details>
+
+If instead we have $E = \{\{1,2\}, \{2,4\}\}$ we get the undirected graph
+
+![](images/0b524b3eb1a572a3d5dfe20617e5c2199ec7bf9ddab29f6a3999eab0e707db4e.jpg)
+
+<details>
+<summary>flowchart</summary>
+
+```mermaid
+graph TD
+  Z1["Z₁"] --> Z2["Z₂"]
+  Z3["Z₃"] --> Z4["Z₄"]
+```
+</details>
+
+- A graph $\mathcal{G}_1 = (V_1, E_1)$ is a subgraph of $\mathcal{G} = (V, E)$ if $V_1 \subseteq V$ and $E_1 \subseteq E$ and a proper subgraph if either of these are proper inclusions.  
+- Say $j$ is a parent of $k$ and $k$ is a child of $j$ if $j \to k$ . The sets of parents and children of $k$ will be denoted $\mathrm{pa}(k)$ and $\mathrm{ch}(k)$ respectively.  
+- A set of three nodes is called a v-structure if one node is a child of the two other nodes, and these two nodes are not adjacent.  
+- The skeleton of $\mathcal{G}$ is a copy of $\mathcal{G}$ with every edge replaced by an undirected edge.  
+- A path from $j$ to $k$ is a sequence $j = j_1, j_2, \ldots, j_m = k$ of (at least two) distinct vertices such that $j_l$ and $j_{l+1}$ are adjacent. Such a path is a directed path if $j_l \to j_{l+1}$ for all $l$ . We then call $k$ a descendant of $j$ . The set of descendants of $j$ will be denoted $\mathrm{de}(j)$ . If $j_{l-1} \to j_l \leftarrow j_{l+1}$ , $j_l$ is called a collider (relative to the path).  
+- A directed cycle is (almost) a directed path but with the start and end points the same. A partially directed acyclic graph (PDAG) is a graph containing no directed cycles. A directed acyclic graph (DAG) is a directed graph containing no directed cycles.  
+- In a DAG, a path between $j_1$ and $j_m$ ( $j_1, j_2, \ldots, j_m$ ) is blocked by a set $S$ with neither $j_1$ nor $j_m$ in $S$ whenever there is a node $j_l$ such that one of the following two possibilities hold:
+
+1. $j_l \in S$ and we don't have $j_{l-1} \to j_l \leftarrow j_{l+1}$  
+2. $j_{l-1} \rightarrow j_l \leftarrow j_{l+1}$ and neither $j_l$ nor any of its descendants are in S.
+
+\- If $\mathcal{G}$ is a DAG, given a triple of subsets of nodes $A, B, S$ , we say $S$ $d$ -separates $A$ from $B$ if $S$ blocks every path from $A$ to $B$ .
+
+\- The moralised graph of a DAG $\mathcal{G}$ is the undirected graph obtained by adding edges between (marrying) the parents of each node and removing all edge directions.
+
+Definition 8. Given a DAG $\mathcal{G}$ with $V = \{1, \ldots, p\}$ , we say that a permutation $\pi$ of $V$ is a topological (or causal) ordering of the variables if it satisfies
+
+$$
+\pi (j) <   \pi (k) \qquad \mathrm{whenever} k \in \mathrm{de} (j).
+$$
+
+Proposition 28. Every DAG has a topological ordering.
+
+Proof. We use induction on the number of nodes p. Clearly the result is true when p = 1.
+
+Now we show that in any DAG, we can find a node with no parents. Pick any node and move to one of its parents, if possible. Then move to one of the new node's parents, and continue in this fashion. This procedure must terminate since no node can be visited twice, or we would have found a cycle. The final node we visit must therefore have no parents, which we call a source node.
+
+Suppose then that $p \geq 2$ , and we know that all DAGs with p-1 nodes have a topological ordering. Find a source s (wlog s = p) and form a new DAG $\tilde{G}$ with p-1 nodes by removing the source (and all edges emanating from it). Note we keep the labelling of the nodes in this new DAG the same. This smaller DAG must have a topological order $\tilde{\pi}$ . A topological ordering $\pi$ for our original DAG is then given by $\pi(s) = 1$ and $\pi(k) = \tilde{\pi}(k) + 1$ for $k \neq s$ . ☐
+
+## 4.2 Conditional independence graphs
+
+We would like to understand which variables may be ‘related’ to each other. Trying to find pairs of variables that are independent and so unlikely to be related to each other is not necessarily a good way to proceed as each variable may be correlated with a large number of variables without being directly related to them. A better approach is to use conditional independence.
+
+Definition 9. If X, Y and Z are random vectors with a joint density $f_{XYZ}$ (w.r.t. a product measure $\mu$ ) then we say X is conditionally independent of Y given Z, and write
+
+$$
+X \perp Y | Z
+$$
+
+if
+
+$$
+f _ {X Y | Z} (x, y | z) = f _ {X | Z} (x | z) f _ {Y | Z} (y | z).
+$$
+
+Equivalently
+
+$$
+X \perp \perp Y | Z \Longleftrightarrow f _ {X | Y Z} (x | y, z) = f _ {X | Z} (x | z).
+$$
+
+We will first look at how undirected graphs can be used to visualise conditional independencies between random variables; thus in the next few subsections by graph we will mean undirected graph.
+
+Definition 10. Let $Z = (Z_{1}, \ldots, Z_{p})^{T}$ be a collection of random variables with joint law P. The conditional independence graph (CIG) for P is the graph with $V = \{1, \ldots, p\}$ and an edge $\{j, k\}$ between j and k if and only if
+
+$$
+Z _ {j} \nparallel Z _ {k} \mid Z _ {- j k}.
+$$
+
+## 4.3 Gaussian graphical models
+
+Estimating the CIG given samples from P is a difficult task in general. However, in the case where P is multivariate Gaussian, things simplify considerably as we shall see. We begin with some notation. For a matrix $M \in R^{p \times p}$ , and sets $A, B \subseteq \{1, \ldots, p\}$ , let $M_{A,B}$ be the $|A| \times |B|$ submatrix of M consisting of those rows and columns of M indexed by the sets A and B respectively. The submatrix extraction operation is always performed first (so e.g. $M_{k,-k}^{T} = (M_{k,-k})^{T}$ ).
+
+## 4.3.1 Normal conditionals
+
+Now let $Z \sim N_p(\mu, \Sigma)$ with $\Sigma$ positive definite. Note $\Sigma_{A,A}$ is also positive definite for any $A$ .
+
+Proposition 29.
+
+$$
+Z _ {A} | Z _ {B} = z _ {B} \sim N _ {| A |} (\mu_ {A} + \Sigma_ {A, B} \Sigma_ {B, B} ^ {- 1} (z _ {B} - \mu_ {B}), \Sigma_ {A, A} - \Sigma_ {A, B} \Sigma_ {B, B} ^ {- 1} \Sigma_ {B, A})
+$$
+
+Proof. Idea: write $Z_{A}=MZ_{B}+(Z_{A}-MZ_{B})$ with matrix $M\in R^{|A|\times|B|}$ such that $Z_{A}-MZ_{B}$ and $Z_{B}$ are independent, i.e. such that
+
+$$
+\operatorname{Cov} (Z _ {B}, Z _ {A} - M Z _ {B}) = \Sigma_ {B, A} - \Sigma_ {B, B} M ^ {T} = 0.
+$$
+
+This occurs when we take $M^{T} = \Sigma_{B,B}^{-1}\Sigma_{B,A}$ . Because $Z_{A} - MZ_{B}$ and $Z_{B}$ are independent, the distribution of $Z_{A} - MZ_{B}$ conditional on $Z_{B} = z_{B}$ is equal to its unconditional distribution. Now
+
+$$
+\begin{array}{l} \mathbb {E} (Z _ {A} - M Z _ {B}) = \mu_ {A} - \Sigma_ {A, B} \Sigma_ {B, B} ^ {- 1} \mu_ {B} \\ \mathrm{Var} (Z _ {A} - M Z _ {B}) = \Sigma_ {A, A} + \Sigma_ {A, B} \Sigma_ {B, B} ^ {- 1} \Sigma_ {B, B} \Sigma_ {B, B} ^ {- 1} \Sigma_ {B, A} - 2 \Sigma_ {A, B} \Sigma_ {B, B} ^ {- 1} \Sigma_ {B, A} \\ = \Sigma_ {A, A} - \Sigma_ {A, B} \Sigma_ {B, B} ^ {- 1} \Sigma_ {B, A}. \\ \end{array}
+$$
+
+Since $MZ_{B}$ is a function of $Z_{B}$ and $Z_{A}-MZ_{B}$ is normally distributed, we have the result. ☐
+
+## 4.3.2 Nodewise regression
+
+Specialising to the case where $A = \{k\}$ and $B = A^{c}$ we see that when conditioning on $Z_{-k} = z_{-k}$ , we may write
+
+$$
+Z _ {k} = m _ {k} + z _ {- k} ^ {T} \Sigma_ {- k, - k} ^ {- 1} \Sigma_ {- k, k} + \varepsilon_ {k},
+$$
+
+where
+
+$$
+\begin{array}{l} m _ {k} = \mu_ {k} - \Sigma_ {k, - k} \Sigma_ {- k, - k} ^ {- 1} \mu_ {- k} \\ \varepsilon_ {k} | Z _ {- k} = z _ {- k} \sim N (0, \Sigma_ {k, k} - \Sigma_ {k, - k} \Sigma_ {- k, - k} ^ {- 1} \Sigma_ {- k, k}). \\ \end{array}
+$$
+
+Note that if the $j$ th element of the vector of coefficients $\Sigma_{-k,-k}^{-1}\Sigma_{-k,k}$ is zero, then the distribution of $Z_{k}$ conditional on $Z_{-k}$ will not depend at all on the $j$ th component of $Z_{-k}$ . Then if that $j$ th component was $Z_{j'}$ , we would have that $Z_{k}|Z_{-k}=z_{-k}$ has the same distribution as $Z_{k}|Z_{-j'k}=z_{-j'k}$ , so $Z_{k}\perp Z_{j}|Z_{-j'k}$ .
+
+Thus given $x_{1},\ldots,x_{n}\stackrel{\mathrm{i.i.d.}}{\sim}Z$ and writing
+
+$$
+X = \left( \begin{array}{c} x _ {1} ^ {T} \\ \vdots \\ x _ {n} ^ {T} \end{array} \right),
+$$
+
+we may estimate the coefficient vector $\Sigma_{-k,-k}^{-1}\Sigma_{-k,k}$ by regressing $X_{k}$ on $X_{\{k\}^{c}}$ and including an intercept term.
+
+The technique of neighbourhood selection [Meinshausen and Bühlmann, 2006] involves performing such a regression for each variable, using the Lasso. There are two options for populating our estimate of the CIG with edges based on the Lasso estimates. Writing $\hat{S}_k$ for the selected set of variables when regressing $X_{k}$ on $X_{\{k\}^c}$ , we can use the "OR" rule and put an edge between vertices $j$ and $k$ if and only if $k \in \hat{S}_j$ or $j \in \hat{S}_k$ . An alternative is the "AND" rule where we put an edge between $j$ and $k$ if and only if $k \in \hat{S}_j$ and $j \in \hat{S}_k$ .
+
+Another popular approach to estimating the CIG works by first directly estimating $\Omega$ , as we'll now see.
+
+## 4.3.3 The precision matrix and conditional independence
+
+The following facts about blockwise inversion of matrices will help us to interpret the mean and variance in Proposition 29.
+
+Proposition 30. Let $M \in R^{p \times p}$ be a symmetric positive definite matrix and suppose
+
+$$
+M = \left( \begin{array}{c c} P & Q ^ {T} \\ Q & R \end{array} \right)
+$$
+
+with P and R square matrices. The Schur complement of R is $P - Q^{T}R^{-1}Q =: S$ . We have that S is positive definite and
+
+$$
+M ^ {- 1} = \left( \begin{array}{c c} S ^ {- 1} & - S ^ {- 1} Q ^ {T} R ^ {- 1} \\ - R ^ {- 1} Q S ^ {- 1} & R ^ {- 1} + R ^ {- 1} Q S ^ {- 1} Q ^ {T} R ^ {- 1} \end{array} \right).
+$$
+
+Furthermore $\det(M) = \det(S)\det(R)$ .
+
+Let $\Omega = \Sigma^{-1}$ be the precision matrix. Note that $\Sigma_{k,k} - \Sigma_{k,-k}\Sigma_{-k,-k}^{-1}\Sigma_{-k,k} = \Omega_{kk}^{-1}$ , and more generally that $\mathrm{Var}(Z_A|Z_{A^c}) = \Omega_{A,A}^{-1}$ . Also, we see that $\Sigma_{-k,-k}^{-1}\Sigma_{-k,k} = -\Omega_{kk}^{-1}\Omega_{-k,k}$ , so
+
+$$
+(\Sigma_ {- k, - k} ^ {- 1} \Sigma_ {- k, k}) _ {j} = 0 \Leftrightarrow \left\{ \begin{array}{l l} \Omega_ {j, k} = 0 \text {for} j <   k \\ \Omega_ {j + 1, k} = 0 \text {for} j \geq k. \end{array} \right.
+$$
+
+Thus
+
+$$
+Z _ {k} \perp \perp Z _ {j} | Z _ {- j k} \Leftrightarrow \Omega_ {j k} = 0.
+$$
+
+This motivates another approach to estimating the CIG.
+
+## 4.3.4 The Graphical Lasso
+
+Recall that the density of $N_{p}(\mu ,\Sigma)$ is
+
+$$
+f (z) = \frac {1}{(2 \pi) ^ {p / 2} \mathrm{det} (\Sigma) ^ {1 / 2}} \exp \bigg (- \frac {1}{2} (z - \mu) ^ {T} \Sigma^ {- 1} (z - \mu) \bigg).
+$$
+
+The log-likelihood of $(\mu, \Sigma)$ based on an i.i.d. sample $x_{1}, \ldots, x_{n}$ is
+
+$$
+\ell (\mu , \Omega) = \frac {n}{2} \log \det (\Omega) - \frac {1}{2} \sum_ {i = 1} ^ {n} (x _ {i} - \mu) ^ {T} \Omega (x _ {i} - \mu).
+$$
+
+Write
+
+$$
+\bar {X} = \frac {1}{n} \sum_ {i = 1} ^ {n} x _ {i}, \qquad S = \frac {1}{n} \sum_ {i = 1} ^ {n} (x _ {i} - \bar {X}) (x _ {i} - \bar {X}) ^ {T}.
+$$
+
+Then
+
+$$
+\begin{array}{l} \sum_ {i = 1} ^ {n} (x _ {i} - \mu) ^ {T} \Omega (x _ {i} - \mu) = \sum_ {i = 1} ^ {n} (x _ {i} - \bar {X} + \bar {X} - \mu) ^ {T} \Omega (x _ {i} - \bar {X} + \bar {X} - \mu) \\ = \sum_ {i = 1} ^ {n} (x _ {i} - \bar {X}) ^ {T} \Omega (x _ {i} - \bar {X}) + n (\bar {X} - \mu) ^ {T} \Omega (\bar {X} - \mu) \\ + 2 \sum_ {i = 1} ^ {n} (x _ {i} - \bar {X}) ^ {T} \Omega (\bar {X} - \mu). \\ \end{array}
+$$
+
+Also,
+
+$$
+\begin{array}{l} \sum_ {i = 1} ^ {n} (x _ {i} - \bar {X}) ^ {T} \Omega (x _ {i} - \bar {X}) = \sum_ {i = 1} ^ {n} \mathrm{tr} \{(x _ {i} - \bar {X}) ^ {T} \Omega (x _ {i} - \bar {X}) \} \\ = \sum_ {i = 1} ^ {n} \operatorname{tr} \left\{\left(x _ {i} - \bar {X}\right) \left(x _ {i} - \bar {X}\right) ^ {T} \Omega \right\} \\ = n \operatorname{tr} (S \Omega). \\ \end{array}
+$$
+
+Thus
+
+$$
+\ell (\mu , \Omega) = - \frac {n}{2} \{\mathrm{tr} (S \Omega) - \log \det (\Omega) + (\bar {X} - \mu) ^ {T} \Omega (\bar {X} - \mu) \}
+$$
+
+and
+
+$$
+\max _ {\mu \in \mathbb {R} ^ {p}} \ell (\mu , \Omega) = - \frac {n}{2} \{\mathrm{tr} (S \Omega) - \log \det (\Omega) \}.
+$$
+
+Hence the maximum likelihood estimate of $\Omega$ , $\hat{\Omega}^{ML}$ can be obtained by solving
+
+$$
+\min _ {\Omega : \Omega \succ 0} \{- \log \det (\Omega) + \operatorname{tr} (S \Omega) \},
+$$
+
+where $\Omega \succ 0$ means $\Omega$ is positive definite. One can show that the objective is convex and we are minimising over a convex set. As
+
+$$
+\begin{array}{l} \frac {\partial}{\partial \Omega_ {j k}} \log \det (\Omega) = (\Omega^ {- 1}) _ {k j} = (\Omega^ {- 1}) _ {j k}, \\ \frac {\partial}{\partial \Omega_ {j k}} \mathrm{tr} (S \Omega) = S _ {k j} = S _ {j k}, \\ \end{array}
+$$
+
+if $X$ has full column rank so $S$ is positive definite, $\hat{\Omega}^{ML} = S^{-1}$ .
+
+The graphical Lasso [Yuan and Lin, 2007] penalises the log-likelihood for $\Omega$ and solves
+
+$$
+\min _ {\Omega : \Omega \succ 0} \{- \log \det (\Omega) + \operatorname{tr} (S \Omega) + \lambda \| \Omega \| _ {1} \},
+$$
+
+where $\|\Omega\|_{1}=\sum_{j,k}|\Omega_{jk}|$ ; this results in a sparse estimate of the precision matrix from which an estimate of the CIG can be constructed. Often the $\|\Omega\|_{1}$ is modified such that the diagonal elements are not penalised.
+
+## 4.4 Structural equation models
+
+Conditional independence graphs give us some understanding of the relationships between variables. However they do not tell us how, if we were to set the kth variable to a particular value, say 0.5, then how the distribution of the other values would be altered. Yet this is often the sort of question that we would like to answer.
+
+In order to reach this more ambitious goal, we introduce the notion of structural equation models (SEMs). These give a way of representing the data generating process. We will now have to make use of not just undirected graphs but other sorts of graphs (and particularly DAGs), so by graph we will now mean any sort of graph satisfying definition 7.
+
+Definition 11. A structural equation model S for a random vector $Z \in R^{p}$ is a collection of p equations
+
+$$
+Z _ {k} = h _ {k} (Z _ {P _ {k}}, \varepsilon_ {k}), \qquad k = 1, \ldots , p
+$$
+
+where
+
+- $\varepsilon_1, \ldots, \varepsilon_p$ are all independent random variables;  
+- $P_k \subseteq \{1, \ldots, p\} \setminus \{k\}$ are such that the graph with edges given by $P_k$ being $\text{pa}(k)$ is a DAG.
+
+Example 4.4.1. Consider the following (totally artificial) SEM which has whether you are taking this course $(Z_{1}=1)$ depending on whether you went to the statistical modelling course $(Z_{2}=1)$ and whether you have heard about machine learning $(Z_{3}=1)$ . Suppose
+
+$$
+\begin{array}{l} Z _ {3} = \varepsilon_ {3} \sim \mathrm{Bern} (1 / 4) \\ Z _ {2} = \mathbb {1} _ {\{\varepsilon_ {2} (1 + Z _ {3}) > 1 / 2 \}} \qquad \varepsilon_ {2} \sim U [ 0, 1 ] \\ Z _ {1} = \mathbb {1} _ {\{\varepsilon_ {1} (Z _ {2} + Z _ {3}) > 1 / 2 \}} \qquad \varepsilon_ {1} \sim U [ 0, 1 ]. \\ \end{array}
+$$
+
+The corresponding DAG is
+
+![](images/7d319b73dd945edc024d35d275066b7bbeb778ab499403585d8c2d4138978ef3.jpg)
+
+<details>
+<summary>flowchart</summary>
+
+```mermaid
+graph TD
+  Z2 --> Z1
+    Z2 <--> Z3
+  Z3 --> Z1
+```
+</details>
+
+Note that an SEM for Z determines its law. Indeed using a topological ordering $\pi$ for the associated DAG, we can write each $Z_{k}$ as a function of $\varepsilon_{\pi^{-1}(1)}, \varepsilon_{\pi^{-1}(2)}, \ldots, \varepsilon_{\pi^{-1}(\pi(k))}$ . Importantly, though, we can use it to tell us much more than simply the law of Z: for example we can query properties of the distribution of Z after having set a particular component to any given value. This is what we study next.
+
+## 4.5 Interventions
+
+Given an SEM S, we can replace one (or more) of the structural equations by a new structural equation, for example for a chosen variable k we could replace the structural equation $Z_{k} = h_{k}(Z_{P_{k}}, \varepsilon_{k})$ by $Z_{k} = \tilde{h}_{k}(\tilde{Z}_{\tilde{P}_{k}}, \tilde{\varepsilon}_{k})$ . This gives us a new structural equation model $\tilde{S}$ which in turn determines a new joint law for Z.
+
+When we have $\tilde{h}_{k}(\tilde{Z}_{\tilde{P}_{k}},\tilde{\varepsilon}_{k})=a$ for some $a\in R$ , so we are setting the value of $Z_{k}$ to be a, we call this a (perfect) intervention. Expectations and probabilities under this new law for Z are written by adding $|do(Z_{k}=a)$ e.g. $\mathbb{E}(Z_{j}|do(Z_{k}=a))$ . Note that this will in general be different from the conditional expectation $\mathbb{E}(Z_{j}|Z_{k}=a)$ .
+
+Example 4.4.1 continued. After the intervention $do(Z_2 = 1)$ (everyone is forced to go to statistical modelling), we have a new SEM $\tilde{\mathcal{S}}$ :
+
+$$
+Z _ {3} = \varepsilon_ {3} \sim \mathrm{Bern} (1 / 4)
+$$
+
+$$
+Z _ {2} = 1
+$$
+
+$$
+Z _ {1} = \mathbb {1} _ {\{\varepsilon_ {1} (1 + Z _ {3}) > 1 / 2 \}} \quad \varepsilon_ {1} \sim U [ 0, 1 ].
+$$
+
+Thus $\mathbb{P}(Z_1 = 1|do(Z_2 = 1)) = \frac{1}{4}\frac{3}{4} +\frac{3}{4}\frac{1}{2} = \frac{9}{16}$ . On the other hand,
+
+$$
+\begin{array}{l} \mathbb {P} (Z _ {1} = 1 | Z _ {2} = 1) = \sum_ {j \in \{0, 1 \}} \mathbb {P} (Z _ {1} = 1 | Z _ {2} = 1, Z _ {3} = j) \mathbb {P} (Z _ {3} = j | Z _ {2} = 1) \\ = \frac {1}{\mathbb {P} (Z _ {2} = 1)} \sum_ {j \in \{0, 1 \}} \mathbb {P} (Z _ {1} = 1 | Z _ {2} = 1, Z _ {3} = j) \mathbb {P} (Z _ {2} = 1 | Z _ {3} = j) \mathbb {P} (Z _ {3} = j) \\ = \frac {1}{\frac {1}{4} \frac {3}{4} + \frac {3}{4} \frac {1}{2}} \left(\frac {3}{4} \frac {3}{4} \frac {1}{4} + \frac {1}{2} \frac {1}{2} \frac {3}{4}\right) \\ = \frac {7}{1 2} \neq \frac {9}{1 6}. \\ \end{array}
+$$
+
+## 4.6 The Markov properties on DAGs
+
+The DAG of an SEM can encode a number of conditional independencies present in the law of the random vector Z. To understand this, we first introduce some so-called Markov properties on DAGs.
+
+Let $P$ be the joint law of $Z$ and suppose it has a density $f$ .
+
+Definition 12. Given a DAG G, we say P satisfies the
+
+(i) Markov factorisation property w.r.t. the DAG $\mathcal{G}$ if
+
+$$
+f (z _ {1}, \ldots , z _ {p}) = \prod_ {k = 1} ^ {p} f (z _ {k} | z _ {\mathrm{pa} (k)}).
+$$
+
+(ii) global Markov property w.r.t. the DAG G if for all disjoint A, B, S ⊆ {1, . . . , p},
+
+$$
+A, B d \text {-separated by} S \Rightarrow Z _ {A} \perp \perp Z _ {B} | Z _ {S}.
+$$
+
+Theorem 31. If P has a density f (with respect to a product measure), then all Markov properties in definition 12 are equivalent.
+
+In view of this, we will henceforth use the term Markov to mean global Markov.
+
+Proposition 32. Let P be the law of an SEM with DAG G. Then P obeys the Markov factorisation property w.r.t. G.
+
+Thus we can read off from the DAG of an SEM a great deal of information concerning the distribution it generates. We can use this to help us calculate the effects of interventions.
+
+We have seen now how an SEM can be used to not only query properties of the joint distribution, but also to determine the effects of certain perturbations to the system. In many settings, we may not have a prespecified SEM to work with, but instead we would like to learn the DAG from observational data. This is the problem we turn to next.
+
+## 4.7 Causal structure learning
+
+Given a sample of observations from P, we would like to determine the DAG which generated it. We can think of this task in terms of two subtasks: firstly we need to understand how to extract information concerning P from a sample, which is a traditional statistical question of the sort we are used to; secondly, given P itself, we need to relate this to the DAG which generated it. The latter problem is unique to casual inference and we discuss this first.
+
+## 4.7.1 Three obstacles
+
+There are three obstacles to causal structure learning. The first two are more immediate but the last is somewhat subtle.
+
+## Causal minimality
+
+We know that if P is generated by an SEM with DAG G, then P will be Markov w.r.t. G. Conversely, one can show that if P is Markov w.r.t. a DAG G, then there is also an SEM with DAG G that could have generated P. But P will be Markov w.r.t. a great number of DAGs, e.g. $Z_{1}$ and $Z_{2}$ being independent can be represented by
+
+$$
+Z _ {1} = 0 \times Z _ {2} + \varepsilon_ {1} = \varepsilon_ {1}, \qquad Z _ {2} = \varepsilon_ {2}.
+$$
+
+This motivates the following definition.
+
+Definition 13. P satisfies causal minimality with respect to G if it is (global) Markov w.r.t. G but not to a proper subgraph of G with the same nodes.
+
+## Markov equivalent DAGs
+
+It is possible for two different DAGs to satisfy the same collection of d-separations e.g.
+
+![](images/a6f5a470d138e1e27857e6707f11d231913d097ff50c0ba6af11f8fdbee59332.jpg)
+
+![](images/ec355d366ee52eacc83b1433ca0f13272259605d708744de8ee54a5bc3eeeda3.jpg)
+
+For a DAG $\mathcal{G}$ , let
+
+$\mathcal{M}(\mathcal{G}) = \{\text{distributions } P : P \text{ satisfies the global Markov property w.r.t. } \mathcal{G}\}$ .
+
+Definition 14. We say two DAGs $\mathcal{G}_1$ and $\mathcal{G}_2$ are Markov equivalent if $\mathcal{M}(\mathcal{G}_1) = \mathcal{M}(\mathcal{G}_2)$ .
+
+Proposition 33. Two DAGs are Markov equivalent if and only if they have the same skeleton and v-structures.
+
+The set of all DAGs that are Markov equivalent to a DAG can be represented by a completed PDAG (CPDAG) which contains an edge $(j,k)$ if and only if one member of the Markov equivalence class does. We can only ever hope to obtain the Markov equivalence class i.e. the CPDAG of a DAG with which P satisfies causal minimality (unless we place restrictions on the functional forms of the SEM equations).
+
+## Faithfulness
+
+Consider the following SEM.
+
+$$
+Z _ {1} = \varepsilon_ {1}
+$$
+
+$$
+Z _ {2} = \alpha Z _ {1} + \varepsilon_ {2}
+$$
+
+$$
+Z _ {3} = \beta Z _ {1} + \gamma Z _ {2} + \varepsilon_ {3},
+$$
+
+where $\varepsilon \sim N_3(0,I)$ . Then $(Z_{1},Z_{2},Z_{3})\sim N_{3}(0,\Sigma) = P^{0}$ with
+
+$$
+\Sigma = \left( \begin{array}{c c c} 1 & \alpha & \beta + \alpha \gamma \\ \alpha & \alpha^ {2} + 1 & \alpha \beta + \gamma (\alpha^ {2} + 1) \\ \beta + \alpha \gamma & \alpha \beta + \gamma (\alpha^ {2} + 1) & \beta^ {2} + \gamma^ {2} (\alpha^ {2} + 1) + 2 \beta \gamma \alpha + 1 \end{array} \right).
+$$
+
+If $\beta + \alpha \gamma = 0$ e.g. if $\beta = -1$ , $\alpha, \gamma = 1$ , then $Z_1 \perp Z_3$ . We claim that in this case $P^0$ can also be generated by the SEM
+
+$$
+\tilde {Z} _ {1} = \tilde {\varepsilon} _ {1}
+$$
+
+$$
+\tilde {Z} _ {2} = \tilde {Z} _ {1} + \tilde {\alpha} \tilde {Z} _ {3} + \tilde {\varepsilon} _ {2}
+$$
+
+$$
+\tilde {Z} _ {3} = \tilde {\varepsilon} _ {3}.
+$$
+
+Here the $\tilde{\varepsilon}_{j}$ are independent with $\tilde{\varepsilon}_{1}\sim N(0,1)$ , $\tilde{\varepsilon}_{3}\sim N(0,2)$ , $\tilde{\alpha}=1/2$ and $\tilde{\varepsilon}_{3}\sim N(0,1/2)$ . Writing the DAGs for the two SEMs above as G and $\tilde{G}$ , note that $P^{0}$ satisfies causal minimality w.r.t. both G and $\tilde{G}$ .
+
+Definition 15. We say $P$ is faithful to the DAG $\mathcal{G}$ if it is Markov w.r.t. $\mathcal{G}$ and for all disjoint $A, B, S \subseteq \{1, \ldots, p\}$ ,
+
+$$
+A, B d \text {-separated by} S \Leftarrow Z _ {A} \perp \perp Z _ {B} | Z _ {S}.
+$$
+
+Faithfulness demands that all conditional independencies in P are represented in the DAG. In our example $P^{0}$ is not faithful to G, but it is faithful to $\tilde{G}$ .
+
+## 4.7.2 The PC algorithm
+
+Proposition 34. If nodes j and k in a DAG G are adjacent, then no set can d-separate them. If they are not adjacent and $\pi$ is a topological order with $\pi(j) < \pi(k)$ , then they are d-separated by $\text{pa}(k)$ .
+
+Proof. Consider a path $j = j_{1}, \ldots, j_{m} = k$ . We may assume we don't have $j_{m-1} \to k$ as otherwise the path would be blocked since $j_{m-1} \in \text{pa}(k)$ . Let l be the largest $l'$ with $j_{l'-1} \to j_{l'} \leftarrow j_{l'+1}$ ; this must exist as otherwise we would have a directed path from k to j contradicting the topological ordering. In order for the path to be active, $j_{l'}$ must have a descendant in $\text{pa}(k)$ , but this would introduce a cycle. □
+
+This shows in particular that any non-adjacent nodes must have a d-separating set. If we assume that P is faithful w.r.t. a DAG G, we can check whether nodes j and k are adjacent in G by testing whether there is a set S with $Z_{j} \perp \perp Z_{k}|Z_{S}$ . If there is no such set S, j and k must be adjacent. This allows us to recover the skeleton of G.
+
+Proposition 35. Suppose we have a triple of nodes j, k, l in a DAG and the only non-adjacent pair is j, k (i.e. in the skeleton j - l - k).
+
+(i) If the nodes are in a v-structure $(j \rightarrow l \leftarrow k)$ then no S that d-separates j and k can contain l.  
+(ii) If there exists an $S$ that $d$ -separates $j$ and $k$ and $l \notin S$ , then we must have $j \to l \leftarrow k$ .
+
+Proof. For (i) note that any set containing l cannot block the path j, l, k. For (ii) note we know that the path j, l, k is blocked by S, so we must have $j \rightarrow l \leftarrow k$ . □
+
+This last result then allows us to find the v-structures given the skeleton and a d-separating set $S(j, k)$ corresponding to each absent edge. Given a skeleton and v-structures, it may be possible to orient further edges by making use of the acyclicity of DAGs; we do not cover this here.
+
+## Population version
+
+The PC-algorithm, named after its inventors Peter Spirtes and Clarke Glymour [Spirtes et al., 2000], exploits the fact that we need not search over all sets S but only subsets of either $\mathrm{pa}(j)$ or $\mathrm{pa}(k)$ for efficiency. The version assumes P is known and so conditional independencies can be queried directly. A sample version that is applicable in practice is given in the following subsection. We denote the set of nodes that are adjacent to a node j in graph G by $\mathrm{adj}(\mathcal{G}, j)$ .
+
+Algorithm 1 First part of the PC algorithm: finding the skeleton.  
+Set $\hat{\mathcal{G}}$ to be the complete undirected graph. Set $\ell = -1$ .   
+repeat  
+    Increment $\ell \to \ell + 1$ .  
+    repeat  
+    Select a (new) ordered pair of nodes $j, k$ that are adjacent in $\hat{\mathcal{G}}$ and such that $|\operatorname{adj}(\hat{\mathcal{G}}, j) \setminus \{k\}| \geq \ell$ .  
+    repeat  
+    Choose new $S \subseteq \operatorname{adj}(\hat{\mathcal{G}}, j) \setminus \{k\}$ with $|S| = \ell$ .  
+    If $Z_j \perp Z_k |Z_S$ then delete edges $(j, k)$ and $(k, j)$ and set $S(j, k) = S(k, j) = S$ .  
+    until edges $(j, k)$ , $(k, j)$ are deleted or all relevant subsets have been chosen.  
+    until all relevant ordered pairs have been chosen.  
+until for every ordered pair $j, k$ that are adjacent in $\hat{\mathcal{G}}$ we have $|\operatorname{adj}(\hat{\mathcal{G}}, j) \setminus \{k\}| < \ell$ .
+
+Suppose P is faithful to DAG $G^{0}$ . At each stage of the Algorithm 1 we must have that the skeleton is a subgraph of $\hat{G}$ . By the end of the algorithm, for each pair j, k adjacent in $\hat{G}$ , we would have searched through $\operatorname{adj}(\hat{\mathcal{G}}, j)$ and $\operatorname{adj}(\hat{\mathcal{G}}, k)$ for sets S such that $Z_{j} \perp Z_{k}|Z_{S}$ . If P were faithful to $G^{0}$ then, we would know that j and k must be adjacent in $G^{0}$ . That is the output of Algorithm 1 would be the skeleton of $G^{0}$ .
+
+Algorithm 2 Second part of the PC algorithm: finding the v-structures  
+for all pairs of non-adjacent variables $j, k$ (in skeleton $\hat{\mathcal{G}}$ ) with common neighbour $l$ do
+If $l \notin S(j, k)$ then orient $j \to l \leftarrow k$ .
+end for
+
+## Sample version
+
+The sample version of the PC algorithm replaces the querying of conditional independence with a conditional independence test applied to data $x_{1},\ldots,x_{n}$ . The level of the test $\alpha$ will be a tuning parameter of the method. If the data are assumed to be multivariate normal, the (sample) partial correlation can be used to test conditional independence since if $Z_{j} \perp \perp Z_{k}|Z_{S}$ then
+
+$$
+\mathrm{Corr} (Z _ {j}, Z _ {k} | Z _ {S}) := \rho_ {j k \cdot S} = 0.
+$$
+
+To compute the sample partial correlation, we regress $X_{j}$ and $X_{k}$ on $X_{S}$ and compute the correlation between the resulting residuals.
+
+## Chapter 5
+
+# High-dimensional inference
+
+Consider the normal linear model $Y = X\beta^{0} + \varepsilon$ where $\varepsilon \sim N_{n}(0, \sigma^{2}I)$ . In the low-dimensional setting, the fact that $\hat{\beta}^{\mathrm{OLS}} - \beta^{0} \sim N_{p}(0, \sigma^{2}(X^{T}X)^{-1})$ allows us to form confidence intervals for components of $\beta_{j}^{0}$ and perform hypothesis tests with $H_{0}: \beta_{j}^{0} = 0$ , for example.
+
+One might hope that studying the distribution of $\hat{\beta}_{\lambda}^{L}-\beta^{0}$ would enable us to perform these tasks in the high-dimensional setting when $p\gg n$ . However, the distribution of $\hat{\beta}_{\lambda}^{L}-\beta^{0}$ is intractable and depends delicately on the unknown $\beta^{0}$ , making it unsuitable as a basis for establishing confidence intervals.
+
+Whilst several methods have been proposed over the years, typically they have involved placing conditions on the unknown $\beta^{0}$ , other than the usual assumption of sparsity. Given that the task is to perform inference for $\beta^{0}$ , such conditions are undesirable. In the last couple of years, there has been a breakthrough on this front [Zhang and Zhang, 2014, Van de Geer et al., 2014], and here we will aim to cover the main ideas in this exciting development. Our treatment follows Van de Geer et al. [2014].
+
+We begin our investigation by considering the KKT conditions of the Lasso. Fix $\lambda > 0$ and let $\hat{\beta}$ be the Lasso estimator with tuning parameter $\lambda$ . Recall that the KKT conditions give
+
+$$
+\frac {1}{n} X ^ {T} (Y - X \hat {\beta}) = \lambda \hat {\nu}
+$$
+
+where $\|\hat{\nu}\|_{\infty} \leq 1$ and writing $\hat{S} = \{k : \hat{\beta}_{k} \neq 0\}$ , $\hat{\nu}_{\hat{S}} = \operatorname{sgn}(\hat{\beta}_{\hat{S}})$ . Setting $\hat{\Sigma} = X^{T}X/n$ and rearranging we have
+
+$$
+\hat {\Sigma} (\hat {\beta} - \beta^ {0}) + \lambda \hat {\nu} = \frac {1}{n} X ^ {T} \varepsilon .
+$$
+
+The key idea is now to form an approximate inverse $\hat{\Theta}$ of $\hat{\Sigma}$ . Then we have
+
+$$
+\hat {\beta} + \lambda \hat {\Theta} \hat {\nu} - \beta^ {0} = \frac {1}{n} \hat {\Theta} X ^ {T} \varepsilon + \frac {1}{\sqrt {n}} \Delta
+$$
+
+where $\Delta = \sqrt{n} (\hat{\Theta}\hat{\Sigma} -I)(\beta^0 -\hat{\beta})$ . Define
+
+$$
+\hat {b} = \hat {\beta} + \lambda \hat {\Theta} \hat {\nu} = \hat {\beta} + \hat {\Theta} X ^ {T} (Y - X \hat {\beta}) / n,
+$$
+
+which we shall refer to as the debiased Lasso. If we choose $\hat{\Theta}$ such that $\Delta$ is small, we will have $\hat{b}-\beta^{0}\approx\hat{\Theta}X^{T}\varepsilon/n$ , which can be used as a basis for performing inference.
+
+We already know that under a compatibility condition on the design matrix $X$ , $\| \hat{\beta} - \beta^0 \|_1$ is small (Theorem 21) with high probability. If we can also show that the $\ell_{\infty}$ -norms of rows of $\hat{\Theta} \hat{\Sigma} - I$ are small, we can leverage this fact using Hölder's inequality to show that $\| \Delta \|_{\infty}$ is small. Let $\hat{\theta}_j$ be the $j$ th row of $\hat{\Theta}$ . Then $\| (\hat{\Sigma} \hat{\Theta}^T - I)_j \|_{\infty} \leq \eta$ is equivalent to
+
+$$
+\frac {1}{n} \| X _ {- j} ^ {T} X \hat {\theta} _ {j} \| _ {\infty} \leq \eta \mathrm{and} | X _ {j} ^ {T} X \hat {\theta} _ {j} / n - 1 | \leq \eta .
+$$
+
+The first of these inequalities is somewhat reminiscent of the KKT conditions for the Lasso. Let
+
+$$
+\hat {\gamma} ^ {(j)} = \underset {\gamma \in \mathbb {R} ^ {p - 1}} {\arg \min} \left\{\frac {1}{2 n} \| X _ {j} - X _ {- j} \gamma \| _ {2} ^ {2} + \lambda_ {j} \| \gamma \| _ {1} \right\}. \tag {5.0.1}
+$$
+
+Further let
+
+$$
+\hat {\tau} _ {j} ^ {2} = X _ {j} ^ {T} (X _ {j} - X _ {- j} \hat {\gamma} ^ {(j)}) / n = \frac {1}{n} \| X _ {j} - X _ {- j} \hat {\gamma} ^ {(j)} \| _ {2} ^ {2} + \lambda_ {j} \| \hat {\gamma} ^ {(j)} \| _ {1};
+$$
+
+see the example sheet for the final equality. Then set
+
+$$
+\begin{array}{l} \hat {\theta} _ {j} = - \frac {1}{\hat {\tau} _ {j} ^ {2}} (\hat {\gamma} _ {1} ^ {(j)}, \dots , \hat {\gamma} _ {j - 1} ^ {(j)}, - 1, \hat {\gamma} _ {j} ^ {(j)}, \dots , \hat {\gamma} _ {p - 1} ^ {(j)}) ^ {T}. \\ \begin{array}{c} \uparrow \\ j \text {th position} \end{array} \\ \end{array}
+$$
+
+Note that by construction,
+
+$$
+X \hat {\theta} _ {j} = \frac {X _ {j} - X _ {- j} \hat {\gamma} ^ {(j)}}{X _ {j} ^ {T} (X - X _ {- j} \hat {\gamma} ^ {(j)}) / n}.
+$$
+
+Thus $X_{j}^{T}X\hat{\theta}_{j} / n = 1$ and by the KKT conditions of the Lasso optimisation (5.0.1), we have $\hat{\tau}_j^2\| X_{-j}^T X\hat{\theta}_j\|_\infty /n\leq \lambda_j$ .
+
+Thus with the choice of $\hat{\Theta}$ defined as above, we have
+
+$$
+\| \Delta \| _ {\infty} \leq \sqrt {n} \| \hat {\beta} - \beta^ {0} \| _ {1} \max _ {j} \frac {\lambda_ {j}}{\hat {\tau} _ {j} ^ {2}}
+$$
+
+When can we expect $\lambda_{j}/\hat{\tau}_{j}^{2}$ to be small? One way of answering this is to consider a random design setting. Let us assume that each row of X is independent and distributed as $N_{p}(0,\Sigma)$ where $\Sigma$ is positive definite. Write $\Omega = \Sigma^{-1}$ . From Proposition 29 and our study of the neighbourhood selection procedure (see also Section 4.3.3), we know that for each j, we can write
+
+$$
+X _ {j} = X _ {- j} \gamma^ {(j)} + \varepsilon^ {(j)}, \tag {5.0.2}
+$$
+
+where $\varepsilon_i^{(j)}|X_{-j}\stackrel {\mathrm{i.i.d.}}{\sim}N(0,\Omega_{jj}^{-1})$ and $\gamma^{(j)} = -\Omega_{jj}^{-1}\Omega_{-j,j}$ . Theorem 21 can therefore be used to understand properties of $\hat{\gamma}^{(j)}$ and hence the $\hat{\tau}_j^2$ . In order to apply this result however, we need $\gamma^{(j)}$ to be sparse. Let us therefore define
+
+$$
+s _ {j} = \sum_ {k \neq j} \mathbb {1} _ {\{\Omega_ {k j} \neq 0 \}}
+$$
+
+and $s_{\max} = \max(\max_j s_j, s)$ . In order to make the following result more easily interpretable, we will consider an asymptotic regime where X, s, $s_{\max}$ etc. are all allowed to change as $n \to \infty$ , though we suppress this in the notation. We will consider $\sigma$ as constant.
+
+Theorem 36. Suppose the minimum eigenvalue of $\Sigma$ is always at least $c_{\mathrm{min}} > 0$ and $\max_j \Sigma_{jj} \leq 1$ . Suppose further that $s_{\mathrm{max}} \sqrt{\log(p)/n} \to 0$ . Then there exists constants $A_1, A_2$ such that setting $\lambda = \lambda_j = A_1 \sqrt{\log(p)/n}$ , we have
+
+$$
+\sqrt {n} (\hat {b} - \beta^ {0}) = W + \Delta
+$$
+
+$$
+W | X \sim N _ {p} (0, \sigma^ {2} \hat {\Theta} \hat {\Sigma} \hat {\Theta} ^ {T}),
+$$
+
+and as $n,p\to \infty$
+
+$$
+\mathbb {P} (\| \Delta \| _ {\infty} > A _ {2} s \log (p) / \sqrt {n}) \to 0.
+$$
+
+Proof. Consider the sequence of events $\Lambda_{n}$ described by the following properties:
+
+• $\phi_{\hat{\Sigma},s}^{2}\geq c_{\min}/2$ and $\phi_{\hat{\Sigma}_{-j,-j},s_{j}}^{2}\geq c_{\min}/2$ for all j,  
+- $2\| X^T\varepsilon \|_{\infty} / n \leq \lambda$ and $2\| X_{-j}^{T}\varepsilon^{(j)}\|_{\infty} / n \leq \lambda$ for all $j$ ,  
+- $\| \varepsilon^{(j)}\| _2^2 /n\geq \Omega_{jj}^{-1}(1 - 4\sqrt{\log(p) / n})$ for all $j$ .
+
+You will show on the example sheet that then $\mathbb{P}(\Lambda_{n})\to1$ for $A_{1}$ sufficiently large. In the following we work on $\Lambda_{n}$ , and $c_{1},c_{2},\ldots$ will be constants.
+
+By Theorem 21, we have
+
+$$
+\| \hat {\beta} - \beta^ {0} \| _ {1} \leq c _ {1} s \sqrt {\log (p) / n}.
+$$
+
+We now seek a lower bound for the $\hat{\tau}_j^2$ . Consider the linear models in (5.0.2). Note that the maximum eigenvalue of $\Omega$ is at most $c_{\mathrm{min}}^{-1}$ so $\Omega_{jj} \leq c_{\mathrm{min}}^{-1}$ . Also, $\Omega_{jj}^{-1} = \mathrm{Var}(X_{ij}|X_{i,-j}) \leq \mathrm{Var}(X_{ij}) = \Sigma_{jj} \leq 1$ . Thus applying Theorem 21 to the linear models (5.0.2), we know that
+
+$$
+\| \gamma^ {(j)} - \hat {\gamma} ^ {(j)} \| _ {1} \leq c _ {2} s _ {j} \sqrt {\log (p) / n}.
+$$
+
+Then
+
+$$
+\begin{array}{l} \hat {\tau} _ {j} ^ {2} \geq \frac {1}{n} \| X _ {j} - X _ {- j} \hat {\gamma} ^ {(j)} \| _ {2} ^ {2} \geq \frac {1}{n} \| \varepsilon^ {(j)} \| _ {2} ^ {2} - \frac {2}{n} \| X _ {- j} ^ {T} \varepsilon^ {(j)} \| _ {\infty} \| \gamma^ {(j)} - \hat {\gamma} ^ {(j)} \| _ {1} \\ \geq \Omega_ {j j} ^ {- 1} (1 - 4 \sqrt {\log (p) / n}) - \frac {c _ {4} s _ {\max} \log (p)}{n} \\ \geq c _ {\mathrm{min}} / 2 \\ \end{array}
+$$
+
+for all j when n is sufficiently large. Putting things together we see that on $\Lambda_{n}$ ,
+
+$$
+\begin{array}{l} \| \Delta \| _ {\infty} \leq \lambda \sqrt {n} \| \hat {\beta} - \beta^ {0} \| _ {1} \max _ {j} \hat {\tau} _ {j} ^ {- 2} \\ \leq 2 A _ {1} \sqrt {\log (p)} (c _ {1} s \sqrt {\log (p) / n}) / c _ {\min} \leq A _ {2} s \log (p) / \sqrt {n} \\ \end{array}
+$$
+
+where $A_{2} = 2c_{1}A_{1} / c_{\mathrm{min}}$ . Thus
+
+$$
+\mathbb {P} (\| \Delta \| _ {\infty} > A _ {2} s \log (p) / \sqrt {n}) \leq \mathbb {P} (\Lambda_ {n} ^ {c}) \to 0.
+$$
+
+![](images/24d45084cc85684f1c64573b740c676d4429c9d6ece6380d25afafb7933b9240.jpg)
+
+## 5.1 Using the debiased Lasso in practice
+
+Theorem 36 shows in particular that
+
+$$
+\sqrt {n} (\hat {b} _ {j} - \beta_ {j} ^ {0}) \approx W _ {j}
+$$
+
+where $W_{j} \sim N(0, \sigma^{2}(\hat{\Theta}\hat{\Sigma}\hat{\Theta}^{T})_{jj})$ . Let $(\hat{\Theta}\hat{\Sigma}\hat{\Theta}^{T})_{jj} = d_{j}$ . The approximate equality above suggests constructing $(1-\alpha)$ -level confidence intervals of the form
+
+$$
+\left[ \hat {b} _ {j} - z _ {\alpha / 2} \sigma \sqrt {d _ {j}} / \sqrt {n}, \hat {b} _ {j} + z _ {\alpha / 2} \sigma \sqrt {d _ {j}} / \sqrt {n} \right],
+$$
+
+where $z_{\alpha}$ is the upper $\alpha$ point of a standard normal. The only unknown quantity in the confidence interval above is $\sigma$ : this can be estimated using e.g. the square-root / scaled Lasso [Sun and Zhang, 2012].
+
+## Bibliography
+
+L. Breiman. Stacked regressions. Machine Learning, 24:49–64, 1996.  
+C. Cortes and V. Vapnik. Support-vector networks. Machine learning, 20(3):273–297, 1995.  
+A. Hoerl and R. Kennard. Ridge regression: Biased estimation for nonorthogonal problems. Technometrics, pages 55–67, 1970.  
+G. S. Kimeldorf and G. Wahba. A correspondence between bayesian estimation on stochastic processes and smoothing by splines. The Annals of Mathematical Statistics, 41(2): 495-502, 1970.  
+N. Meinshausen. Relaxed lasso. Computational Statistics and Data Analysis, 52:374–393, 2007.  
+N. Meinshausen and P. Bühlmann. High dimensional graphs and variable selection with the lasso. Annals of Statistics, 34:1436-1462, 2006.  
+A. Rahimi and B. Recht. Random features for large-scale kernel machines. In Advances in Neural Information Processing Systems, pages 1177-1184, 2007.  
+B. Schölkopf, R. Herbrich, and A. J. Smola. A generalized representer theorem. In International Conference on Computational Learning Theory, pages 416–426. Springer, 2001.  
+P. Spirtes, C. N. Glymour, and R. Scheines. Causation, prediction, and search. MIT press, 2000.  
+T. Sun and C.-H. Zhang. Scaled sparse linear regression. Biometrika, page ass043, 2012.  
+R. Tibshirani. Regression shrinkage and selection via the lasso. Journal of the Royal Statistical Society, Series B, 58:267–288, 1996.  
+R. Tibshirani, M. Saunders, S. Rosset, J. Zhu, and K. Knight. Sparsity and smoothness via the fused lasso. Journal of the Royal Statistical Society: Series B (Statistical Methodology), 67(1):91–108, 2005.  
+P. Tseng. Convergence of a block coordinate descent method for nondifferentiable minimization. Journal of optimization theory and applications, 109(3):475-494, 2001.  
+S. Van de Geer, P. Bühlmann, Y. Ritov, R. Dezeure, et al. On asymptotically optimal confidence regions and tests for high-dimensional models. The Annals of Statistics, 42(3):1166–1202, 2014.  
+D. Wolpert. Stacked generalization. Neural Networks, 5:241-259, 1992.  
+Y. Yang, M. Pilanci, and M. J. Wainwright. Randomized sketches for kernels: Fast and optimal non-parametric regression. arXiv preprint arXiv:1501.06195, 2015.  
+M. Yuan and Y. Lin. Model selection and estimation in regression with grouped variables. Journal of the Royal Statistical Society: Series B, 68:49–67, 2006.  
+M. Yuan and Y. Lin. Model selection and estimation in the gaussian graphical model. Biometrika, 94(1):19–35, 2007.  
+C.-H. Zhang. Nearly unbiased variable selection under minimax concave penalty. The Annals of statistics, pages 894-942, 2010.  
+C.-H. Zhang and S. S. Zhang. Confidence intervals for low dimensional parameters in high dimensional linear models. Journal of the Royal Statistical Society: Series B (Statistical Methodology), 76(1):217–242, 2014.  
+H. Zou. The adaptive lasso and its oracle properties. Journal of the American Statistical Association, 101:1418–1429, 2006.
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/stem-statistical-learning/images/image-1-Support Vector Margin Visualization.jpg b/apps/api/app/data/demo_documents/stem-statistical-learning/images/image-1-Support Vector Margin Visualization.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..1e7a24d598f2189d2035f4cf693b93a0bce663d5
GIT binary patch
literal 37312
zcmeFZ1z42p+BW>qozg8JAR*ESNJ@!xH%c?oT~bm*gMff^x5Ut)q;z-5Al;3C_>ZpT
zT1)rd@7nKvzxO--<3Il4c(~_b<`|y)zOOj1^Sqw<I{oz{fcscVRtkWF0{}SK5Abyk
zkN{ATkx`J5P*G4&(9lrPF$u6RF)%Pm@o(V}P?AwoQIb(m(9qvwq@iV{qo82oyUTi?
zgPWV1n(@Iyeomo#T-==BJ_HU84Gj|mlLQNkg!4AVZO;Gp<Lf&B4;9`Du@wQ17J$ct
zL%@Uk+5u3*t`iCF`vds>0SAwOh=h!SiiVB>djkX)fQLgsfJa0?LPA7@z1ti1I)I3W
zgnyeu4EdJwQxsZz0#3h}OjJ7YiuZ&nBM0<c&m8>G(20miNXhOnFf!d`=H}t$<9{F^
z@kmliT1NJ<s+zinrk1vjv5BdfxrL>bqm#3XtDCz=z{|j(;E+&oY}~8(gv8fL$ywPs
zxq0~og+-NB)sULny84E;_Kwc3?hie^qhsR}lT*_(v&+zxPpfO|8=G5)N5?0pXXh86
zFTc$T4nX*ATCm^0P3)I>;lbtwkBEqXi1KY-aPY3M0|5^a={5&4zL+w~Q~O)AoPMYT
z;xU;O@6qVER1OHAIgFqa(Q_}~Is7)Y?=$=NCg%Si&Fqhf{W-5$022WYws{D6fCzAY
z$&}@b{{P~GOm={jo2vR1P|s~Lsw|2TCnbM};Qym1*j6@*r4I_L0h7y-xNS*-|9|{t
z9hOHEVmwra;Uo!^ejEsjI*(N+V}G+@|D&@d#Tw6)LJcO>eL*L}umZP8IT51GSx(WC
zTABVqMV6???=G@k>1%j(xDh|sjulb(xC#xUcoI|$;mh3$j_6YN`v~^dtf(P!Av$X(
z0rMz44Ajbi2Q&SC^d3@W%^C!_x<o)mu*V|56s8e*)_XlL=h<1aT$Nu9={6XLtN6>+
z{kY2i?GYh4MZwA%AW)Y4en_)*+^=M<k_ul(CG}<XMk#&f)~9caePOnB!zr{%5`q`4
zbyDI(ah<##wCXZPw&?g-otiRzcj%Ud0Y%sv7W*vY>;j&*B;YC_-*N8oFtzi8da{=K
zJiDmOfL@Lgp}3zfGLZYnvS5DE)TtVYC2Dk`a`NX!&xw_{K#0b&7iL;=Tv5cC1+>-s
zb6lW}Rsd5L`2XtRaFUy2@TwY6hPl#@V{9_^)oIT6YsV(;-2IXYUBJ<BD8{b{eSJ1y
zI;|%O9Rge1lOD64e7KQ9@n3|@xup#$G>$L|yn1}lmHT-|(&(CR#Q5zfLkr$ZP&ezt
zL<r!btVqzmO#oiSo&-*WPw!~fRMb`{Ski>k_0Q$dT||7dpf%_1aw6$MdXGEtISF%|
zqY4+Fiy5#yJ0{PEI}3zk`D6%JWLut!QmzvCenOBFrO5AKpgstbBlXT*P<!D#Y-z_<
z6AwZ^k$HvFTQ3rd*L0@i#5}#^;(Ik^4!=_yA<~fX;uYK-0%cL8|H}uqmG!rf_51q5
z`9XK_t!<@`O7-!#81XxX#%SxQfoVg-i(0kG(+3)s&)^qGJ>UgaW*gawty-rSNm`l^
zQM5ihd1I2sOpQ3hlOFi|y0c@9J%zDeXc)OPYl&@Oq#>5~W!-%w66U&3)LmsT8#mf|
z!8y$B*;U;#j(>ODBoi@NpRbFIq0}j1($#Oxr=d}1!0e({bIeIQQ+<rKdBSG!gYh()
zZQ;Yh7U~h6B}jXL)tHV%ExoQ7D!JH>JmA6&`%rsgK79E@jnO4)dft+yRF~7vnYt8c
z{Km?;3+Q^g`VVveGaCGe3jaGJ3j1Rn$xXSRHWcfj<y~07`|d@{FBq2uETS#n+HfsB
zsVGn#<Qi}~Q_-=w^bQQ4LL=YN8qxP<wI9|%F3womYI!)eZx*PKVip)*i*2}>zNwwY
z)*#Q=O=eSAOdl*8icOEIucFZ5CrTA2X<|V(wp}x-Uz*)+rHd<=W@@Ns44%rs*6peU
z?V4L#W<HuLqo3hvJ9=uUr?T+^Y1GM=A(qS4Lt(w{&1#s(l_qR4DZlyp#~T`b+AR;P
zD(a-Yi3<Hy_tp;er%*+#mQmGRnp^wHC;vq_C^5tZrO(*q@b)sazS#}B-E*04Rh+qK
zRk6ixT+|;Yqa=gQM9wt_4pw$_NL6lAb80RNeZf9J33CArhrs^@ANa-2-+PHK6)suK
z5*WqT*Ws{JSnE`kZxQn@G7fVK>IQ%igFPF*0=R}BuR)a@+58S*Ehl;h7B0Pmy(B2P
zbFgwiKdM7`PVwC{x)@QSU1xH+8FTQgbNol6O6!gMF&?XeO#%6|Frx$)4tKlq7Fpq(
z^Wt$h9c$rH=o(9C>56;SS3qN@p5>&N`!|oLa$a6zgibbK+zKHMI4zefqhgWe-UnCe
zx%<?&KxRp>S4v&~41zy`;kQv8w7tQ-{or011*-+8ygYXyB0Fn1AuiD~Pjo0N{(0wR
zn7-bV))|el7z(Yci_P@WsyDk?3#o2;oCT?}jpBk|f!Jenv1~W+Lj#TQ**=@;d4I(f
zLuFlczh{NcP{FX*trMdDcz#{p#V=BMXUE^DJte&Y&$0=^;*^Hte=k_6>o!Xbb}q{m
zzlK_-n>-!F;LFIsQ2RaS{m6a4jt@LkMq!@xQ{u7QmVN9o`WuFjcN-N8R%#y(A1lZ}
zR7VGt0LnnNKk)?$+ln{-ie?2Qc9^IRl4>eRc>u}_cJ~*#|MV=PeKGyFg!}71B~(?Z
zj~!D?w#c;9*L-P^S2`>ug~eE*Y$?lIX19nnx|`<*X)Gj@D;+pbc}ZBCh2UMFZxvpL
z?N#?>T$wTG_5$a7d)E6;=5j)DkZY_<S0J@A&-7?9;k3r`CgL_cw3_s+9w^+~)A6|1
zQLQX#<Nox&i#fDsCu@x}EGrESd-3Thuy;HG!Q_z=O5^tX+a4|HuFiKsp5nSY9j5w?
zw@xy!*qE=klJ%Q6Yh&m8Q<@5ekG@!~0>FJ_q<?NwKg??_Z!9_Gr}*{P{l;R-4Io4c
zmWZ?*|L0i?wYMx+3qHpvV6ndLMD7cxZuQumP@{V5E5jS@xGBQX5mlx_a+Puc+1#p)
zULAw92Itr|?DehPFDvsCvrKvM@iA}K)*0{Gw1JuOWPV)JzcXqwS}rH;HEG(HY$KT-
zMb0sun<{(TZ|j@>*VFy>(W{$sGR=1_fGjZ6j{`2h^v>OF*?+kXe_fOR*>iQ>(#L~?
zT3K~<GM`@UN;1Y;z)$>}k?`l}_9L7BA0O2e?GYX6*_m0(&z0UHwfGmf1!$4oi@!4*
zx*E6F1+Jg(&M09=yKp$Ym##l$!nvh-6r$J%{}pgT2X-v}P4xITsPBI-eY4PYyr8Q%
z=z4X2z9WtRQFG94L<iD!#=GKj2V7UH!?RZ<N$JnZ4BKwV8tcamI|PnN+3&28M9FB@
z5`LJwnBHEz1K!t4UXdGJ`J546h{4!M6~9epQ2Mk)=kuj^n<A>9>+Kb8I1jM69a<Tm
z_(eqCw$8~VKUl_wHYVC;W11UoW<=ZI_9SvxF64v$5k3+3%`ugKl@}e9rSzHH)kARt
z@X?@X8SW>ea4@jB@i)uqsA@SN{|o3bN@j@eq8DE&3L?!P#?tyfiRW2}I~Ez<9+bVB
zI`4Pcn+?gnlk%1jVqgok4W3Pd6n48^#?(tTYvZF~6Y)2OyK=+D<Xwz!Eiw>a?sj%1
zJ|!7|G~PyEnTYU!1Z9GXbnZ;N>0`w?*Y_Y>ZQ`-FF-dH{Y@?q#>wogX%jk1x8u}NO
zaxh6oxHP6E88$coP(l=lfNsuOPiz;O)`sRX3q&J>P}->Y#;%_tMp(s4vTCtY1f=<-
z>KvxF>0Iz>#$0;GPaV=xPu5YA%YOx4>bAE~9#VoIgug5H2zXO`+<3s?D=0#6k+3Zr
z!&ZHP4~h-az_ueqQPsI5DrguC0~Iju9!GN+O6c7kw}xmn$(12Apf2Bk^m&D3op8d9
zh$rg3j+R)vIGL{i+24>e6wP-niF4WhsQtdBBJR_i+=rGwB9KX(ByN8tEyBWUbmaIm
z%9uB13H9uF+LHMaUm#C~V&+)_j_OV07&8gS=RS<iNz#=~I$=s@(q?fsTBb~7WGnE{
z?xm$d9=%eQ)E@jb(f!BgYMOlawdb17Idhb0`UKy=>8ZV-8~4&JNs-4gsU6L<U9v(n
zs;7*j^%X2SW+!sP(VyIJ8Dq#itCNH_X><gtg*|w1O51!No&es#ThT)YfO_$;!do^y
zEM-;IfA^`Q>e2n4IU8yIvbM#^#X*sKv#6O0jmDzcM}&dUa%{?HsCzrp5{0^6!~Ogs
zd+Ejs2dyDf+O?jZua0=gjVs->j$`IMz`$Zshn-*=I4Akg7RLhqSZqQ_%t+6$y`YEL
z_)XE9mDBQP<9-7A!<1fm-K%<vZ6rxTl(ZjmZaFfDkz}BL1!~!vbW1i8dSVOmpiV;z
zraRJ;B^Ttq>7BwX_2KJZ?%WbNpuT}P)htquR$tA9UCA*)8(vfHWtZBwqOZ6?a0uyr
zgNWN{z5?$G5Jvyb*?#fY;sryU875HDD2-2(Rj1?SZqAZzO>5-vBE3=ZJApUngk07v
z+0P&HkEgSyf(>YEt91z`oz6N3PdR$<u0FkS+}3}BG`q+f{j}G=eTiZc2@=1U?}(Vl
z+cw&}P%CYF{pe~+S{13-?4qztX3S>SaIi0{HCkDcFtg)7Hi>UQPRWgMa2|9SH!no?
zB7!wg*EZ$uY&>Ud<XUxsLUFZ+tK|!GNl8aWjj88aiiO&`Ve;=dLXR{bZs%g6+fev(
zGKIei)_7T{U6bsc`oU&zcZbcSz9Ifu5J!RwKcGp}u$aGsC2KT_FK11Pv(HXqZRwqm
z{w3aXMXtwCI})USZ_$CaTI6mbb;si3#LV1WI|yC^5kz5ezbG3(&&E5<PsGoYo#lvi
zkQV?mA*3Ek2m3&tMIMd36o{x;A_!;^d3mLlMtX=lX`Rdhvm{jPnM@&y$d%dJ;^af&
zpmW>^IeB4)T<ha(nyZh_s@utcZHJ)yUK3i8ge`dwi`4xBPQ`xarNCX@3qCnWeHfxn
zmXOWE20T?aPu&26(bzR%dTQ2@w1SlaT1Wvx^kHNaQn~M`puWJ&ZB<h1ig5L>0K!+`
zLrjj(RKw)LK$EM>s2Eef!(9!kjIrk>%VRrP)wTL>I~tWd(1A2COZuT=Scwpad5hzk
zzHA5YX5WKLB@{79`y0%#jzpEA;_a%>mJTA0CMbC2wq3AP_OC4P?-FjkBCaI9)xnSt
zW}Mb5W^v4qm(Yd=@yrI_7Z9!}&WaYQ+KP0JKCxRMPF*pqs`fnHw@;glS_Gdp6o~>P
z2n5wqLYW4&5UbuE7&=lj`qR9W<?XTRRJp-^k;p6I$v^^FRE!jbHsN<VJI72-rC(IJ
zhryQ!TyE=Q>C#_w&hfZ!oDKn8@o!-<+y#9}bDQJAIb*R{d%e$x{!gx)zVPmCM`pT2
zO*TkBia{3$QXR+BB8y+>vr^vFvDc!=TZ?8F(;j!w<*Gs>bFhBQ_rj)!Jt3#THiT+x
z*V>lVv?{4fNkpm?RQ!6E&9v^-GM&o631QFNfOo+*QG%=N)%F97rs8V}h|3)bcoKLV
zC5wE9$;^mcG6%h)DP2bAFI+=Y3XK>32MbG8a~1`kBPZOrj83igcCBeDYvepF68NK^
zs!IWdctqT&U_xn8B!Oyv82ZhCuP?{D@Gc|R643QdR}EX!CXTq+@do8)`EoSzl`%Bt
zhLT&&ceyB%+z?TM4ERUy%#ksdXONV!=vKzHlg(ZPy`!$|by<2OV108?);4;ycsX;A
zEmxb)KDyTe-lK2yM9`c0O1a@>h36(>EW)%OcpN4wNEsDrhX4+;d5S_B!%br{6<q<W
z{dPb(#{|z8)$ZAVjT;Jf<b+`B&NGfW4>rJJ`vreX>!j+VgB&?~yAq+RSk9Qp)5Z5|
zVQ$w@%tooBW-e`Eii5%Q<<f`NB`f3&O~LyQP8n(ne&Foi#*CV#+D2^aHCcELjaf&3
zLA8@VK<s~Aj(msS9A*)pOf*&c#t}x-4KNPbH7BkaSKhnl>G$9dkvyyKt=R7bJSPZO
z7D+FbLBf6B9@A~>QNs5$4+*y}Uu2sX&Ezgbv?(H-I0-2s6@5$GEaZlVcgp-I44yj-
zaSwznzcfu5zabP3Ez<^_QG+TRK9FP=V{+c#Le0Qp{+mSqU8U(fq@16ew3oJ-GjK=r
zZ06Ec*EwrjQVQ;^lkdfr!bauck}sySx)siRS6-hky1ue5^2Cy8%Gw_51G2hfT^<f2
z&zzJ${{)I8pzbLzFxl~9jfT82P3wloDi3#+r}LRNBzEQnd)>D{{^5tG*(c||X(68S
zsb#(GT2c4e)+pQ@rP|j=V2k_9<1w|GTQh^P-EZ*oGf#LdeBT8D0pny)o<_@S#^Suj
zJaL^i)vzlQ3Y@cd8Q4%TG_eCk?Qk*G`l$<5$87a}MV)Y0@kM&q6uu!PLfc_jv+|AR
zD~D(t6$|+DuqIpVAWg-$;fq$shlEXDEAyA?A{cJ8rp-5thxF;7iJZ^zy02b(z-czo
zeGK!#32JVPUbGs!9@FdT8Ok^zocu{AfKxYa#wn1sTzyPRz<bnscPO)1?GF**8$FMZ
zn9D|c@+YhPtxiBrt9}Km-hRSXKUU@2NZ942Qsr3=zt|-C^6fJ<W_LvDg8>(337u-<
z%R9S;q{mN9t~&v*!{w;3<h_^p7<t5#*%6i0uW^hGhL)p3E^$J8C6KyfT$Ya74A6wT
zo4v*?Gp)!HvUyS?O5$Y6@86bwq6xXCIyehTVDlpGpU8ezSrYI%>TL#&&bI=yjIN_f
z&n?&>terPb7W1~(Ts?7A+*SQ~+4KRHgD`&B&=k*txVVl4f1vEm1_4|WWnfL%A>R|o
zSa%{pLgXD$kB@eW%^rky31ZGTVVYH#yOmXH)cdz?kQ*ERWw8G<3B;r-%LyVWamwzB
zVrZQ=uvTq}pUrNx-<FT)a$pf3yqvwE7ML_m5Q?c+Bqe+n2lh->EoQbkWZIn7BeQd)
zT8ouPba_BOvBi{0U;Sv%A!RMD5oY2^w|}QH5KJQOL}bTE&|%_AiIq`ny-j(4j-WlN
zK0CzU073C>T|}5|Ec$dUUvLrGyV@BUg`JuIy2aG2-Mp1@176;<vts(fWlrtw-TU=1
z_`)l!AggmV$mmJCXTg)`N1^pIksO_F+=+Z=m&wBU=Dev{-S_LRSSVJzP0I$`A5FZV
zwL&WbE$>#l%{ezG%HISQz=dCScM9%SxYtk-ht}IfIYw<7#OGS_dhon-ak<Z`)O8=A
zd;xj3xJa&rk4mQn6$?}+0o1Dh2tL2_4saAolF0kaJo4*~)+9Zrg@5sRit$-T)t{Jy
zpCcP=!^_Do_VbA$W91VL>fz>8r#lcurO^_IS_He1YyvNKW{@a1+%a~*vMP3F-hx}?
ztfx1_>RBj9_@()<=Gdimd|LWbEJ(O4Wo5zitvu$M+Kd@cvQUF{zeKNd+eh!QY4C~{
zap}T_K-Gnyf#bULKt#J!f^fTVHQdIyvV4sHqka!SHUnEkUaZLNSh>}KjD_hX-X*e7
zoO%o8U2lm_Vx~sxobkuqkx6=cbjO6Y@6Oibxl~`Te__}YFWnMA?;qY@dS@q_yH(>#
zZ3aqoYEgc5JEUvh12_@5Tk#?8QKi)Tm>{)CXzK6zdCEBgqw%|isnJY1H5PW@8nhiz
z!3V9yS=#7X4$9W$jdELLfldB_H9`DnGNNZ5&Tb3AQW$ERHTepdC+t2+<bpe<rwa(!
z@=!vqNrZZOn`_lqy$xNht^I7$K<(&rE?sIffkiD-HGDGt{CO4{0Vv7^M!fR8_(y?!
z*?AugWOMFHW*eGc12#8zGhO3BDRpsmO*kW})LVEQBSF$9NCB|)?>S@XLQS`|HqGSN
zaipe`w@EC&B+mLipvK<xNU?HFHt=&j3(Xb02f?kAnX1z{6Tx&-X>TVIR<E>8{hZ*k
z`sOORF>Awx3^^^q1((&n;FDh;wF*e;FISW&&#BvXEHkGJXU6z816f~xZbsa!K8ZG*
z!p6~0#h(NoTkI3r@qz$G6y^51YU3g|i&SR`qaPOzR5+^{703YYqrk%;($5;k-)Rqj
zMu9&m{JW_0s1G+SGBBH2+Gowe&3H9>$e*k(RP->^84_8#8sJQ6c6tchvgszC+#X51
znl4u;SoarvO+^|lWP@HA^PT`sQ)a^2xs;Rq>H$J0vp>h&Y`NyExu&lGW|R7vwj5uu
zGfMw+57G77(Potg_*#>XjC$K?B2NGr`&-n;dgXqvdx(nGDHi!2Z}8}5n&#^3#l%pU
zR$OS}d|aC(Z&O~dbU7ro+0&ozpGL3$cr}b1RGe!yE7fXWW&yJgr&ORW(l|2peW@Y3
zTeMqjmt{CIW01tH@K5*;u^g-1q&ul-;#CbNM+IqKSg^q%b$Q&<&x_C1-k8Lj(dwWJ
zL;+mSx#3*CuOmy+Az!FZW$&zR_<YZNB(BGJ?_=hj*+8_Z<a~K6r*TbeUFE8=%n8~_
zvJE2gY`Rt9wnnWtJ?IZeSTmrn7zc)%q{ydp#>*i3t_Il~S>USIzpgjS&}rk<5D7@d
z&GoT4xND)p+lhbZ3Pb;@>=Vly6Jws3<sqE*<%I{O#_@UPF*)vfUj4E|+;Fb)W2M!_
zB)e?JX!w|b;MGLK&)fc;8>=rTa_j1A*JxDSFE@dbJFUK+z#+a^<qjp58_m8ltKjRS
zxI5T?ZWYj$h8(-NeP!E$?_I7DxAwVSt2q!*J~)5L4%rp+5`$*f_beb~UR6ZS5N@J_
z!Gxmd$N*)b#ZR0P`fT7enQ3^f>pgs?S5>$4Y6ICJK6qQ4psFfe%hwjWr4@Zq`^l4s
z)WNqp?B?F{^vArX@LS~Bq&eZKz~q<{jc)U!lSD5P0GQw(|0R}w!%F`~JpG<Tb-QkE
z8RBpH?auX#mntTK_&*k7FG=Xj6Tp3NBkznT({2vRXi+FP^J)x9@t3)|t^e?_Gw}Ua
zAkX@`IQXzNxU6J9`_SNJqwQ|%R9EZKj9|dNK2>1ptXoz4SHPmyJMYn5+H<LHTHgn@
z*dW)lMVwlF^2Z4`E~#VmyON(9;x<*~vM;7OWF}`jJ0lX(>0TU>NUgJMkmou#AV($>
z#So>%k`f7Be=>UWW-=9!uza525<MrK8bc#FltEHh@LT&1|5xA^+f9D4WUlVxP*O#X
zSFwDaDpq9A?WeVLy%SK`!;7oi$Bj;hbQZ^}vz@tJHAYd(R<0tYq=&~nT*8OvQ|4wO
zI%if~56Xu%1@q?9leQ&@Nk#)x>ph%pk19&C(cw;Vv%nid(chNruSY>YZc@h@{jvWp
zPPI*Up4H=@U;g&ik}u{u6~j)S*=^Ugvc%?(6f=qp7!TEhgIK+`6PLK`2{8H|oDqK5
zxFH>HdRmaz2+hz~P}sH>5n+z(3<NZ5D<@hQ7E2ei=qnCBS-&p5<ms+ID}Pc|Sv$5%
z2Z4mbs{24mSgtJy#b>7d_6!raJN{GNRpBfy)Bp-U1}r9kfk+bC+K?Z-pW3T`lpe5Q
zEdybrKg!78mY2+9R0W0wfBMvaq9nj2m0P%^-5zBe+sEa0z{YWY7*fXg-eX}Y_|*I$
zsA0W7>PBeYCYJGO@=5Zlko~gcAyM+3T49ZB>*Kjz0e?Xy<V0|SyAY38!l6)QlcYMX
z$(t+XWjR^aCYHQ8Inu~SFOfA!Xs#wj{Dd@SC$cv$eUBizim?`R{?mIb6@NNbeW?oF
z({hG<PTT6cl~3;NLPke%QQwmiaz=6TX6nv7K5OvcdL7cz>Wo`kbL8|P#pO)TJ$PDE
zc{Cb81^`c$5t3;Zjk5$<ZMN33Wk~{clEA-}5mfIa@Y7nF+J$6)EAlc>Vu2oh!u2$U
zL&(BjhL_+n|IJuIYaiRYt7z<XVThd8;l08YYq1j%j0A9x!d%L=edIEz>YzK&=_`OS
zjo~SCOy|ft&<88<e3{%N-V?QuN0j9|x)u%ePpLRK&f|!|#F)Rpcf!=7?FJWc4CJ(}
z%fu+8Sv&NE04`gS=C&_g=GxC&`Mr$#_rn9sfZ<3b?rM;t_+z;Tm0Q~%oOh(pX)q6D
z>$lv?G>D127H<|WUeXpT(Cz~{lEmI6D85So)VSIi&PqDlEJNcZSg@h_<?JK2Hp0{w
zaaRb+F)7lG&u0`C=tLG6nniJ?q<@q1e+}{9&RMv0r=FjXvsdf$YDZ2(4RoY-fC3>2
zsICZ(PVnobd(<Hr3fgnS=pDmCe6EF7AgBml>bcujKnik$;e6@i;VVdT=XiG|(U{>B
z3(^pN#&hSdi}w3-z5K8yknQrSuAm8@NA<OYH8rDf{%nC;ao1718#g<)<k`S8!$g+e
z_PwrBH|h6y8{xAFx$JY!NjH`@^y`)n6Ni<Ms4*|@t$8k&U!*BkZz&$rOMk1&^bY_`
zY^1;bM?z`MhK8!K+~mQDvV3Y68vA4*7pizm`@*5G|MllYoTGO5^kk_Mf+38WT6+-B
zTD3Bn3l?ER)T!Kt_qL$efm`I6ytyvzwn}_0lZ^)4M#hxkzoc^h2X6e$&EeKx@E@E`
z1fIOOJ3L;x+R7!>dNd(8rM+B^JA08R4Zd9Pea1oSDz%3NYGBEPMHdp9sraqQb82j_
zCp;<K<|FLX#LDb4JvYq2sSY!_T!C#VZ9{F0Nsu~bc)mZD{J*$v4UrIMQ0l!N`P4Uw
ze4I5OCZt4#^M{oX4Hym|mIt%e)^X{}9=*4DQw7mH$W1G*)K}F?x*2l~IP<!$V1IgA
z)IxQTv+3oW>Y?5+zO)xvh<c*4z424P{w;X-PdR@PX`gjmTpFy%ibQrd-arC$T3aDw
zte+a2l5YERB$)A+b0lwTUZi^&RdH&&Iq<gkjpSc?s?2OAw{|q1j62)kN%M_(&BhhL
z*XXI4KdU`AJ$I+MT8=>GJ6j5rW^dF85PmC;N|b535#shh;y<U3Z~Q6Pc=$G$=_#mq
zbMV7ci9v5gh^d=nTcYC@TiHc)$<&@BfxZgf&O=Z}^}%XHS+Q_7B)2ZUl1w5st$h^o
z&*t?#`@jvz=kxIX1tb3!#D94HuOo+-;&Pwjt&P#?`7$)pNU;g>3c>+5;tp3k{l4Xg
zUb_>lUAJReSE0fkRBMfwD^0G;(v#ND#;aF8Z4)u}`>TJfc`)l;fKZWDABE&rDkPgn
z_}X13qJG8^?PCz-q5i{vN*|cy2Rj{>$QH?x%R5}Wf3=4ewHG;23R94OPAig*j##;k
z^LjEB9RaL6u)vB&8c$G#OMn^csrhERg>_s=vY<8int_kkW!}&SQKAK>RK0luVi=M*
zly4Cvr;kVe{QUL%#2HZYuoDIj_GXW{F{&iOn$3>4YzDe8;Xz<j;7)Ic(00#*wAIh%
zB8HDQeg_oa7m4}79&JrvZkl8y4=HOmpwh|e*iqTBykZ~!bQlbH|4mZ(A9^65t}ouU
zq*{?MxWyAos#biL&<YG3E#VmIT_AJ>x9jAD&#LzkRn*ypC?3Qa<e<{g<r-a7wQDRg
zj^tFof@Aue8SN~!Bk6d9aLD!{K@kgNZkBI(l+AYy5rbX)e!<`9pMS>Vx_x3dC?#%$
zh@v87Ys?;oewQ3YiLce6S2!3m`>#LODt2hV$n!EyiG#FkXsN7_7<7II#TgQOkg+3E
z+(LBlsO$L3v%~hRR6#LG`5Q`h{b*#QgrNMLr4@Y#*xeof3k)HY(3pJgq$^e5lKM>Y
zR46^8z=_g8-fChmdF12E+C4dE=hF-<9askY)sFvq{%?Zc--5w+r$HDLdYY|&;i+jz
zv=QRUc>O}OnO;$6xB8*kl)-3bYqj0ThX<77=g8$fWOC$ETcjjL0rQ%PgH>KUha$6d
zn2S`cK8sA72x(t|$G|BwGrw6RlpvWAhupXK-GStf?gtevBp4}=P{<8bYbc~b$=NiO
z>Z+^Qm;!?1rBsEJPD`!+3Gr0nB@ML}X&3O+TkPedq6_g}7xq;`TF}&}9C=RP3|plj
zj##bJGs1Pe_Tp>B=39Db&%JoaP3bnK`1ibvtl8Te@*|y5Ps?v12P;T4Oeqe+QHE*e
zb`sciRCIttveAp~0~x5#xv%s&2L*NcHJFS^)Rn<ie{n?(#SrIh9~?_-cY!4G+s2_U
zPQpFlbS55O$ySc%)+Fp9#h0dg>9z(oTOdSL44<|V=t~w{fK_cRge^+w_%Cfw%eI(e
zNfP+SnVH@pWDs0_U+;esl>hiUT;Ja`I{(e?f479?YtLnEXVjI+>hy)JNkak7Q#+BD
zQ})t2z*-Y2w4g~bCzQn9_3d>c9#v6WgU&HE(Wa&W?i6un1FOk91@_&kZ1(fwVQz1o
zDc#YJtyR%NoMlpio@7At?*tv3q%`-)T-#CaR!l}87mVz9J?f=u52duv9^I|ARKma0
z5RFSO9J(z^ssGOc1)?vfhpPT0x48>?5vQyW`mwxir%qHD596@V-E>yUTE3;WfEFyk
z;7~DQ-E(P&8cX_{|HP-dYXukb__PV51c(ou9)BrUPgzTFT}K&)iC-9QQtfSLx-^EI
ztDlpXKb!Lm|4adEUoOJBw`1&GD!9wSj<UjIJv9Pv1L1fvq7+mC%V-cwy2&OvI=%VU
zA<9PY58Y3rboOCN3OY<l0kFrb{{lDvifR6Q{!0_~Uy0%$&u<%Lvx-vXy=Dwev53d;
zKqf5%b&5kT&)Q}Ejd4@M1Q7<2%&pQ017zOv)tsw-DMW4ON|QHcj+LLWh?0uLew9t-
zKC3dLbEA_wL5LJ5bEd@Ix{VIMq?1-7oqosM2<FbX-|~k#o2DFOl6$7aW(5bcNG)J)
zv1~+?%5vFSW&8c?;Xzu}ZICRs(^cYz^f_9&T$yJV6;bV>ROH!?SL5p&PxoLo`{7AN
z-)mKSkID^!;iJ<O>X>t%K6OeGB@|oO?j!uMZ7@+aebGuFD)JPKdzV(Kc7)ctmN+|r
zW3O;`U!M=m4N7%sBWJqj^;*Y?kH$Hc9ctKBeey+k?nxzhaPSTowQEA10FEdoM|&dy
zZ)QduCK0{C*1Akr)%<G~`fluHjGZs|cs1!HhqJD1s`%hE<HHsTU?PE+x#e=52I~0y
zma08gwO57kjek>d2N4x*u=?mJ+hdvBiT%|M+z(t72yZ(*6kj%BH|UiXTOEC=)k;}&
zH;hi})AqS_lCrCCE_sFMKuToWlD+4d476rlRH;@>(2X>y+hR3$WS<k?Kcq-o>}pJg
zvPR^CS?46CmN5!v&o>kV1d?~G*(OIv$(_thL*e1O>HW4W;I00pgXZ<nJ_`Kg{D@LJ
z5>_QC%gf@c;gA>K-B9~P=KN2A!r%2T{^5;(8X};8!V_l?wI-WLGHVUhRzUr9e4%zZ
zz6;9M?+?a|;h>H;a`S9UR<*pZH$Ru#Kbp5@iR>}y_^Q7CnalFV@R>rX%dRJV>&H}{
z)YGy|AbHd@fonltt4y<<H`KaxtJU=L^L8XPN(9$VXSHR<J1(Z+TrzbEqrK{D^)@h5
z@dMbe@3knhJf<sd6K96o{L@#FsO2o7YZr#l@;iNeK@d`5)!BuilXA_H1=mN_hsbfl
z>7FDOxq9XeX&s)!$S)n}D~hv`rAQH-Xj2V9ADgZA+mov<MD(K*U?p@Jc~0oGSu?XQ
zdL$IeqDAHYNee2fofHWW-Z6CxkO=D_)76saj*;pwc}%5%ZGV!1&6a!xmH&(<%a$MX
z^f|t;MkC!<z_eVf;w@zC`3j^e5C(VyACVATdAgMv$rwc#M<5fb8KM7^!qNZeXt8Zl
zuDCFk$(TH8`Xih=B-N%}Z0u9>IOBJ6qk9-f=lC`2sZZ#6pKAdcYtsXAGZwGtv8!a@
z9)!{mYI>}-DFx$#yQY)ZNi3U#As$r08Jjm$W3hdTe#Q~f^f3F6TP)R@p0k{cnVl7f
zG0AO3;cyxjKj(`Wt^2*v(gi=uRq(&CxPLuI;o*HVJ`2mPN!&fQ7=3isk4PE(a^@<j
zCG8R$&J5%w6vr7gq*Sa;6)0u93FpPvWQ-k9Su;MKeJBW&WHfPt-jB;9yz5L2V*}n~
z{$g{;RE>H1dU~^lTDyEi{Vz25G4l%wg!>A&iS1zwn0U=u#eG{g-8%zLPHF;{jj76=
zgZGsy8)i<$VfWNI5mf)$ux+;}crehhOB~{4yRda;cz^CIz^3M`sz0D&t?}NOXN+u3
zq(*=kcYUq9j0u6SO_;IvP&hL2?#nvG1h*(Po6}YUQ>Z@g`g;Rd=giA&neddmDa2>n
zW7LcA%@|L{OCi?6<a4r!(Y=j+1aLOLE?M+jC0QD{@nn-RNn4Bot|F=5L~HJG=LOa7
z^CL?tm}vbfqGs(YfM`S6HjLDYd(n2THLlyfNMOkO>AGqmsvdQJsMPjC@qLW}Y0W*H
zS@zX6P~z(AuRx%|!FkZhR{+bh&(au|a#7;^&1Ia<37~?Dqbw&0IJVpwxzoU5<zbJv
zrIF5UPVMEYdRp9oU5{LA#Gn}KBxv?BJ(-tMtW;;^S~62Uf4()OntslkWI+g{ZJy@S
zr*GvxI&)A&QG2N+@A-iVYjJFTQQF6eOMoS0@><o$r-Txv{eEZ}0d#HWD^UE>mGrc1
zK0KT(JI~^bOo*K@qM@y9b&j$p1MNB6r|P%<Xl9l<kKl4_O1!NG=s2?y%+OIBED-M_
z;)?At!CCx{o<SdC%GRCLPmTSw_zd_D7T!Qfojr{iT;iqX#m>7QLxnu^3`GwNxB0rD
zz1EVqiAEZkQ5Bz|sJ<^dRy@cL-mxCm+2jS+ePAOo{+wokpfS0HG3QiQ6JrwEr9S?N
zY~@;}@*=pC_XV{!iB?yT=evmTsAX0CSN4+DKqS*7|FB)reI)xdk~;PD4v#PI&6K&2
z_}BZy#y$@t2qEvA7K0iX&fM7Uabd5d7I~oW6@xE4EymglKu1iP6O5c$myA}szc|)!
zHR`_xU{w%r1xn8T9wswZmm+o*OWxSVd$_MYWfK;&`{PI?>wMhh!NV>$nY=Y$Idogr
zdiB99sHyPf=Yc~lO|hKCZ)Dm(xDTQx@20agJw9d*SZ#_AJFaYICPH{|kIwcD8tUhG
zP+?Y{lFImE0<BXbbCvE^d7<2sv8*vRM7$%9Dk|9K>=LNT-Z3$KP~X$5`!)-FH}(hE
z_%=GU@Ev4bL_NV5^(vK`Td#d(Cq`M+`i(y9EZ&?A`A#3I*<ctqJK=#EoGv?()ijyU
zVOuJ>ZaZ1GPjTU~)q5sFuwkWfwv@DD_}MCT17Uch#1``+XsV+@NV8^#4=?mq1D_qp
z>>taK_lF{2n7Lz2lkTNE4Rk1#v#t-L_Z@b3VBnzXyl!Wm+7od_efV%Fql~>Rk&3#t
z73QwN9kaWT!HgwtI}X98)K8o<u)L|;1=1sUNKTgsg5=Z%OG~)kQHG(Pd{~h&)>=_2
z$c7Vr2cHD8M_MRxoRg^(Ut#JS1}Fb?F$nJl+;57@Va=iwDbfccN4vCwHnxqPMN=76
zQp}Kqbj$n><7&U#QqMYQx@0quHxpR$Hiu{FszRp7Uw=xj{YxS6b8Y@>txf>^-eICT
zVQp|OS68dpv>`g6mlda}!HjPg8@u5UZIMV^Idf;BM5+BbGV}o_-Y~V*)<)JVqwI=O
zuSdl^1H-VYGyCUA|1)Xw`)g~b&8q64!(2-j+cg3IDaCVKp9nw<Iz;ppFxee*`fxK*
zGLI>N9{zIZkPpK6Qi$$LIQ=+;6l=1|`B+hqVt44EJcBSZ%gt&^hRtp!?Mx!+9{p<Q
zR{(uJ19guEytVK#38Cv_@m&f$17k~8SjcLUKYK8f(tbX4mH&{&ac<KfS3CJE6a>X$
z0AW;P#(t-|Gq4DpV+cnASTOws!OreO{-=%27#cn(+htxGN6+(ZV)OI7K_dl!Os^<8
zA>TY_y2ssHpdHcp&g%&gT(`*f_GC|egI<(#+;3%`CRYANa()NK$%L0E)sn2#g01lz
z+Y>fXytv|PrKWes&xN?iy{XozN1N%MjIo}Ck?iakX*~@$Vg^?r;^~S<x0B`k*1Y%o
z4Wi#*8R~~l0uyu6HD94)^~U-G?B+9Qmpt;>6FCx!ck6X$WtX#S<b4)<G<JtFneoBm
z%#_j!H506+)eR9QU`ZN(mV|@8f#u?r<-YELRyIp6s_d(3xLHjOX!)&qH=APxk!O}A
z<_@*Da6X%kp`4bb6&p^!FPM=7Iru?i?A{Hdq+BaZF*bSP;8>Q)Eml@lQn{o}Y|QHC
zPjeURK8ahEDw2Khkfq;?bh+4Fm}ZL)#9cMFx!xPz>v-&elk4HVmT7B5%T+-IdZ~wb
z1nci7?Ahk?Xr2N;9ob<7X|?p5Teg|g^KvAw+cr77enb3|p8`sBht9Z}g|Dc>nGjkl
zC!h0>H->@aUMA=|hKhd$(27s{F38(q-419%L&--U(HI@aD~i)tCiYJBDduN%lX5wk
zKi=ETNK;^fuZ{2$;R~sr6Lgb7CjYQ*<XHr3igvPSq*Fg3$$QV3VoMQR%=C~$MF|PZ
z>Ojk4%9Y-4wM&L^iZFCJ;<ot#vyL8o-Wi{zAYQA;itHisp|uyU@&UfP3NPbZ#!~I(
zh6&^-i$w}KP#_avE@Xr~4mT*_Tz-K*O2V!}K7b8RcZ;SYrpylQv|P;JZO?iojRA`S
zOe(X7<-WQfEMy3+iyhKyu7Qm8^vBGV_uq6iBahAs3d&e#kwns?W=|_2j(_Vh{pI-Q
z09&ht=55*`TTZQ{OOVnP$qG+3Oagl49-oxU9QkT|W%%7#bz#m#ib@lhe;%u%E45j1
zvKHpa&$6m1bw-Q!X|lk~;r_pZi+^@r=R<f=xmwn`OntC%4AFLTCyw{^h}+h%J=Is$
z88;v0ZggkM4y{piS)uT$(j{XIE~)0{fJaWMk2U+&9RTDnv!m&{nSD4iYffBCTdp^^
z+DMWp)F4GP3V?wMce7HE{lR|6(wqj<K=winOtJ`3^f>7g{J_2gZK#Qs#VjJ#@=)c$
zK;;o6wZ3PJLjYFuXBns_-;M&@5^wN!Wv4ea<x?J{WZk-ckb$F`<ts)?5%6OX<z2Og
z8{euU(5H<9TOY4ASCVcwl2Hd6Um27#_C7v(dzGABegV4=u0tTef{GC7b!ycjP9w>F
zfIeTK5Vh%Ym}0d1RIDRU`%%9I!iOf=j}KUR^zr32w&V&=(ashg2suc@H=G{S#4kTo
zH)<Zst{+)7GESOeL-0(0ynkwqKBVob(IDP6tITTRLR+pkC*g`9A!K#<_C2B!+;bYD
zkud8t1!4JAj$M^06oSzU_Ku2KdAgbiFY%6khuc1ixvsvS{z=;Um!;c3GH(BUmJP^8
zc<>kEaka^Indgw<HGQouqbfw$v}DD<M3CB8>4F$0JkRtP7qG{aXj9)?WB3@$KhIKL
zE^^on)0@k)56xaSI%C+L9+u0FwRppFGE<2UmK!W5Ckts#4){yaOH7d0@xc0A9bd2>
zMkEHYiP|nL$#oF*z<PW=)NzR2mYtFkWkzpbxzvi_y?Yb#Wo|V4Al;v8@YA-(b*uGc
z-sdnr7UD`UkiGmBKwaAQ@V^M?H23P*^Y8yM9sE2>=R{HoCg=lB@GwR7Po@+MtX<1N
zKb-J^2PbFcb`@UG)`Z2K3j1drw8WRP9&I&z8MHMc(RG_Uw`WHoIXy4c)kp3f({7kh
z)-Ed(#T<03#)k3wFvYmpRib8!HJl5+l6`;zZ1-Uygr^X8hi)3$)Sg*=^DvJ&^{fV4
zAY%ZlcgkX|mweH^h~>WRGouzYX-knsA)Ik=zUOi#dpIl4whLYlI=5r^ibqWMRPy_a
zINO44bA@5n9h+p*J$%_cr5C$Ox1xR0S4GLGfUy_vm)#hmU)=1UAMq91fbvW<yH-&s
z!ohtLd&r^7DWS%<Ukt#_`3?JZKD(gn#3<3ynf-7y<ofAzWnb+o=|i;B3~Wd*jU@?O
zwS!`=*A>Xz5lT(*zUb{;bN51y5RR)kY<bVMY|FDRylZ3q9G?%lJ-gLEbb;c1g2|q@
zP>h|_)Yr*A=N!=&pQGT|@*x9uDvO$;fxN2j)jc!)w46gd%G!3_00tf$LaQk|Sb|xL
zN0~ly)JJa2nalUzufB3i>60@*8pc-;{qV&C!ONJ!DXYF5Fr2p%Mjtb87)o8;dFJuP
zerQ!!2PQ9FI-OPM^*leitIX}=?%fF(yY;olT_ipU8YPW=SjAFrvxP%j%laJFHl7Lb
z6Ys<iRAPw;ZWrdP@)bh?cNAo!o7Ey!?70sJi(tDA8YZlC7J)rJYxKdElCr`mo8I@K
zylTV5$sA4I+T|i;H-eY1S>4oy<-?WqU1~zB<F59#h&$6b%O8q~me8*6z(;ZR$^}t(
zvi2)(NCGY~aukQ5w9ZZsNfpHMC-g<+t4B+TCVL5k2sg4y|AC16Pg*yB%>v)fX_V03
zA#hj!&c#1<EB{SQsCsSv%4<YMAR9ZV)*=HN;oXZn4ce;*gLN)eE<Vg$K7DFClCGy6
z7w2uUTgs9pn~c4atSxRyZud|Ql7|m8!O%nDSjyl;Z<HQ;w5<{*ggh9=E4DflU`W4n
zmiZg>IX$Dw^JUf77c;dvC&p*Br-2cwa0bTSC04Dtr^sVY;%ArQyo`;TO&;hb_S@71
z>@TZWYpBR0Dhu2^qi!G`W~q6zmKw^l+Ts=B0dQ(cNQyWYE-)zNF+1~!7-7vp*i1NQ
z67m~Egbd^5_^-t>hfKObF%5h-+t^}7!q`)DDiyqZzTJh|H(O3NXx(tFWSiRwusa;~
z%o83OOW882)vhD>ah_{rVCR854wgcUr>x1ntdTx3K0n}pF9m~+)A5)w0?5o-crmd4
zHg>#=sU1FZ*^%9}EA^)x7Mz89-4M$QW5w~Eon&jBjRE%ui<{RRSLm+6UVOG0VoVyx
zdu9$tdiOu4@YMcA8&xxN(=cS}^;c+=!yHC@rNUKo+r<c`eklTKE>lVdqE&NG;vOwf
zlGEI9!?FFKnPGR|j_-1ZF*dclmVozOr+M>2y;J|%@L;zo#Rz=4V-A<)>#KN;K>)Ww
zpedMjQL@d4MtpX!(1HS=zCPetR5wp<>DI7C@{{x9PbHve6ctZ&U^uI3+1ZvN1!d|w
zg~PnoV}{~$iZJZP>J73coxNaC;iE<kr+G~gr*i_h++Wy{e}fkOVT?SVWMWdMnG1U8
z4_K1Nnsl5~op(;=q!I>ML+|yptq*&QUF+v>=`=Ujq*@;7%F__5Ah#o)m3p&3t{&Mj
zuC5A&5m)?_-UEPs)-Pp4jwxoYmI)OqcXf|xBx<s@9xYSPGnkx+!#S}FYfNy9yRzye
zt@f<#9A_CpySc4#Iz%xKy2TK+On4<Z-pe<?vig$hE1*+Yy6w6s)D$N^e2dHtRz;E6
zM~Ug@2YIpOUl=Rsg7|~3y^ipXIWo`<@D5DNgO)8n*;a2kUXLxv_Hmq0`8Op0wcm`H
zbZ>Vz?M|9WM6PuR$;S#<%LdPnE&P2X)ft#fZhOe0WG6h2X_0?Xx0bZLk7c<?Rt2&a
z<}B!@kBhZ9qzXwMOjEY2<+vX1Ss*KNGt`egrB-OAGROxVeaOG)J`V((oW6m+m&k~C
z(Uuk&sHLTu)h{J%@w-VjitaP(FlC_YL>8Op(kr?%MVLlQrR{j2zgp4>8!<DF+P&i%
zQgv)RMc8#MWokY```~lA(#i&ih@nw2(q|Lc0Xfj|e}wT+6D;JKhZ=EN3eih?gfT%b
zMF}(>Z=6bljY0-HfNc6?s27`2a#KT1tqYN9V|*-SyPz?}Ghaar!8vd7k$cvr+E4A{
zP4~5Lm?l0AH}QEEN|40Ls4|xh$J&1Zy}7V>Vh7^&JD0Ha(BPQH5!0c@JBH<DhTPh+
ziLbzLAYi&p#W+QC@FIn|o3N##;4w_o7aj80sm^VY=R_J$<7>nSB@=!*g;D$=(csR3
ze$2WB7v5I@uKT21>d&qr7&`q=`aXZ8e`bunId9=fxo_XTV@zsh{I2j4{dg{nyqx?Z
z)?!b`!U;q?_bFO)z<&Np2}M5(G@1ORSZ{{4MaH^luMTVPVX;b9Z7p~dF$i^nPRtj^
z>-_xH7vGzF-J`-zQd-fri=kie(8Avs>Xu6z?muf5sAng=XlWO(;tk?(^|a%awrWZk
zDu)2F?kl_aL+u<OsgFXA_nw6+=%-xOmFYe{I4fRRka}p_i9Wnp;HtAZLxVT{HqY(W
za)!U;1Z4XCtBP21g+gri&257M*cSqj!26P8a=gdy#AlZJE*IvH{6N6Jjdp4G{I^9X
z*{)@c$ooFXeVDq4n{1R5EGRFft@mq}rVUcLJ4JM;uiJEs<{KA&PS|GYs`zmUuO`Y#
z_lkG7%9_qe;>#>>g3h$X`NKm>3l_0N<m;O_gtAbR71;!8knLCkgP}2XrZQe!MO=J}
zuar<SrxL#cZ6c;n_K?{Q*EYrZERtRswZdzb){*_P{avr^Mmme`EH0Ck#d=B&>4WkJ
zaxIYTdR0@DNd)dfMKA=gc3a%p6h<010qaL5tkOMmXCxsQ3Qn*!{pij4fEasZ-?lq>
z*~=KJc^FifyTPk5CT-5s`#Fj^{+MHs!yvW5inoPwbj3VKBM^|(in9mMf$^-u&E%IJ
zxi4K~=tE*L17qx@mo;Ym3yp^{hv7#ITv0k$;+w8a2O4~y^|?*P^zxfLT`2kr1U0Gq
zKy7brQJWrp1>Wwqx<u6``Y2f-RK_x`iO145r1f*M3@umIOu<?KJ6){_5-y$4@j2^}
zqG)0ag7sd6KD7rOqUhDfGT_cjl1g`@P+B0Aqr(6y08^;YR<JI+!6(*edLbC@V+ALa
zT>7hamo%WSK*(k17;YbktSxP3%~xPR439e{<nSdPUet5Vy9YUOALo65hG@pCre|fa
zrYg1AZZY1Pftsz;mw4$<&P#o;E$?P-5P5j4a7gh{YiwB{sQgmj{lU5ajFEph%zr&r
z@eI6ZZ=dyCH0;MCuxp;agcBv&FE6d0dtkHAAY&BjDp>yxzG+Y{)e!2vEn&VkePPAh
z{zQsuohog7Tb@zlBF={@vkZ+*NQB(RzXKn0F|fIK%z8Jox>kk_s+ARPttRG+1Za#p
zd9vZR2?~;EFhv{t^_=r~{G2%uSPYuSOG^AkcZ8=Lb|GR$gx*7tryDN_TD%pn%sUc6
zuHJ7t;eCn%z6^UFPBxPLp<(|)^OQLn4(BDT@^~|qc)URfKZ*Bg0A*+Sa&oi1nA7p|
z{W9^1(YmwIdt+|iL!;TTVLxzXoSyH}Ysj=HgZv&X|57Bly)Mtqvm;*_4DI@iC{X&E
zg<BuN_yX2OFQCJccHmOXTb0GLbChV7G;RV{jS#Le(0p1t9xH7t<WMb*jaOBDHH-v?
zRdxL7r0>s$@ZB6RzXE+d&xHLmCj4x}8txlR+H@bo+Ui)lp-aKbm|hj+9EKh=$-1o(
zquC6`kg)@tyd4-8_mbwXJy^@W%ir1f@d{e$Bqbo-UTlf(NAHsIf$pLrIlbHPh+&J4
zzZWk30=IbXc~FF{u_G<5B5H(sB%g^B0bJO@R{PE(scx5^yw{rRwY=gX=E}Q<q%OO#
zuRtbx_LpEN4$e&d7^EY1a6wMm+8&h#ZjcY#Dm|3v!Rh`>;@Wal+1wBt_08y&m|aoA
z48!Vc@q^)yudCbEXPcRu65k(Je+BTY2|wT8L>0M@<$)5)Blm^3N2Kcc?An$lY7>58
z+HT}H97NK=fM^P$TWSF76Pz4{^L$P?k%7o^_i{@258U-X>D*C4QXd3JVco(%aj@Sz
z67G`v7n*$&SB}&1E(Wi(#>v}T@C|uaTeSDS0{(bQ={i6wbcrH`+%Mb0{!5is;wn0<
zG#y}n>4ozpm1E+xP<W=e@0hEVR^+MX^_`E6?3lVqXjclE>|A=Stle|74gct8pPD3A
z)W+7m1s_8aU@m->#Xq$w?qTz=Xg~1ei^eRP&1qOR+iK7JA;OX52Jt~@!7dv#X-!7i
zBzkq4ogps+zM@GkqqBTd@%a*K_F8DS`qSab0Rp(53+WCV`&P;E7I}rS)!TK)1Wr%&
zO&u254z`!18q(f)rK(J=gC#${rEarY4-|ToMmtL60xwuF*aO`Q7Z^s~h2a}iQ948u
zG7B)z23Q2$n*e}yDPwZ_KisrLd&l4_v;}=Me#0?46Jk%5{@j#Rz~&*#h_-qV3H-xt
zzXP_I#LgEC6QAgl?g_mbI+x~|-nwkg3pJXmE$c&%MpI6ceV2iefkXnp?LHQzLr$Rx
zW0j?)C<fkLsTLsgzTlKK&%H1hQiMd%CPR1ni^3v(_iV>C<qq2A^ts-h(II$kuXCI(
z4A}YL?yx&syLONTcBo+JQ%y4McJV*^gfG3e6kRTPU{jh;jk2lLRI9=kO=u}f2m4Zq
z9A_}EE5AA^L-DlX?3PR0)<{PT2MsUB8x=!YGpEmFdyk09>dcJaBS&x!j&>`8F$mOZ
z5SWPbumG+24!cI!t@cyo2ZxUitdjkxA9l_idHTAQm8)1cn2wx;w#GYr1#qYY4G|=q
zZ@0xBJ?O5_z-q;Ha~bN;03l7TGR?(4;x`q}s{5kAj(b6NyRf}LI6JT7-Mj=JYvC4_
zUdu&_Md_za9gR#MJ6$V3G|8dyN%zrf?UjNK9cW%$o(<A2^nv?*4>I6H5aR;`OL*~&
z;<IX3C4<MuaBzjv?3|>jB~}SW4U>{o*aq;f@J}Ke2DbmU<*<bMmRm9w{DivNkoSWb
z+vjhpBW?)b8tZK4V$vV$ta-8LSSkNM<$ZTNTzTL2AWGCkjh-O72th<oM9&1#jS@r{
zqeS!;643?`1VQv(W<>9j=p}lK(R=R<5#&Ag-o003_uk$2exCQA_Ya>l=Zp_?=6BAw
zT;J=u4prZ7dE0o0WIxAOCbdJRia#Pll>^`nisxd~{odYH*Q!GqOuN#N0~PFba_5q!
zI?d=eCu}qoHtxpqV3OLX<EwpY2Ac{jSQTTRkNW5fIM;m+$v8*9gRGt5%EcC8?w=qL
zfnT&7ad5CfOial>Dwxl`uuqvE0TdsxO~{>XWu_(?!a}}}m^n~aL`k0IAZ2RNZMZKp
zb(8I?6qWfYK<jKyn-Me2gvB!k?*_6`359yG6mxYsJ%ojn4-|_((OpJ8j!a&CrWtnr
zM!B+vkwLkDYCAy_Fv5IJNSj14b<9`NBj7(@vC){vq^I;6J&;!}-qNIqI_~K%spKNF
z)|XZo$Xl)Aq4FzA??AYTy<Ghcij-Go8MK>NCtj+deFFh=s}0Nhq=qv}d<W&ZPDwCI
zJ4{O12=WkbxgeulM`SC}S*xoC#c38@7U)&(^PE<~rlI(+VJ=-ccSvG5G6v-U?a`fg
zk9SND*pthG?_2EE6^uHMH9<z=HHx_3ia)i83``$s+GN)M5F>Q4>LRz*D-yjyQ&}9l
zSLRs3``)=I$Rbf{bJMC*>|KSB>TUe$DPH0>B$P6Ac!bui(l|_pRpf$*X7yaSNv7Uy
z@&2NxEf}M;*E@Q(%&}fZDQ>1CiQ-c{VA!!l1%efEYh2kOGDRVGXr%59<5lG{-qQ>w
z$C!<z(R)U*pM@KD3!<=cSEc33k}QaNH%}!--Iprz4rU@t_!kYgcA-ucKH5xDH8Pw#
zbrBN%g8dcxs5To`NBOk-;zS@9bU?1Q&iK+8XTNpWC2MVIoA}(o1<`@Hka`GMaYY)M
zwnQqc#~Z`^)kXYS1Vi*jn?hkU!;*px^UJwQ>6Y2gD25tr2=OV|L&+Ug;h@)aLEXO&
z&HiufkSIPc9dj#LJrHLG2d=sXZmGJ;itARWkG{A5_GRuTrP?nX2f*<NK7bqJLMhy3
z3eZ3@1;y|8$`^#KZJEMZs9EBR=hBKj1ERjEeJ<EIv>HqSOOaZ*0xdw>UXPfB0g>SS
z;lPeqzb9Pf8}q(E4kdyvTbW)Wba5dWvs(f~dWvGjX&Ob9*foWL3TYtkC-@2Dbi=Pl
z5+LCAfp|%-K87a#z70=Qs`ns6@wl2kMOO|;J?MftW@K;<1m<d~Rnq>(ws|e1Oz>G5
zS0%wXwgtZh%_A$Js2gi#rHoshM@jl=KD#w(X7v3<&!=r)%YbxFn)+1c%O|+L+WTG}
z`~C<k6TGW-%x>Y@o)_$gc9n6)A;TOlQpDLJ@8||q<gr*|%kjRo$_;o4^PYo=Am3X~
zUlbG4e2q81O@*D>;IvEn^@4X{o0N<2$IM6l+)P#l22vSaWr^pltsYjEMxLM6f@`3b
z<W%)?B?%7&vD@xN>M>4?IEK`gAjQDR!)EP$4=;TOS<++xL!?39?T}UBLMf6>&Dg7*
zFRfQ{`)n>63m&MCkw?sKH2A%}B%gooNgXaTLJJu4j@PBG9`^*sl-f**Q)(OyB-w=Q
z0Vyjc>hQ(dhvjfj&bebcFj3Qs)szR98g=w-yJiNy!Dt{!I0s*{E=g8V#2r;mB8W$_
z^--UwZ(YG#-dDkyx=m<uo`$zeJ)%kP@cu?07T>7gr=5WFIVi>;%iZNvU(~?rO-!ej
ziy9MVh+hGL6HwsSAHc(MF8xQk;HhQBCNfh4Gv15YoQl-<ei=YODejB?(AlQ0K*`-*
zE|=uSgLltXY11kgyhwDH{m(rN>i%~r^>1w|Jx76jsBDk?CskPmw&w;mx%&wZHmws6
zsC-)FZx7pf4#_<!!mw*#xLFqV9dvwgoB+^W7$`@~(502_vZce6Y9;VWH@2#0N7DDS
z66WHU?%!87-Jx)+Jtprx<TaW>r7w<0XISe>ufbe@th`>iOcg($2RPg;w9#)TFdhJG
zRsqA+VU{A8ADm}0mEaI|)GI~zsAt?=u1_r113gCf;+_KQ6KnYu@tm$zo-6squTW!r
zbgG#es$U-H3=MzLZL+c=Z6Y@Th_l$rKcDC+2nSEf^m35*KzVE@=EAnFN6f&O=v`=}
z&OKP0m)#2wu8d^lyV?7SwysG6F@-dtskXTmiJV>_bQ(TYBG#gkj7;NitMg~uKc3zF
zZtiz#34ggu^%4TbZaZP6ho;EQEjiJV$PZT1EPbK8gK;^u&oNh@tS%HvMWv-I7Nw;{
zQl9>X=%Xv4V<KJ^-=x0)!GksT)jKvZQ<LS7Z8nfEer%I|>2`8MF6@UWZ;ZX$i|X;g
zT1))a;Q`8K;Mt4|@j?7+03!qpU{-f1I-K1;p?p7N@%mR8xVP9<pqlot&=-iCV<O{H
zEXFV7^=b}!4@2>tAVWLX#C5AhP$*ha`xj$^uLJ;UvKOa}N;c5iJ~?H<`%4teT8c?S
zh8kU+oynn74GL4%Efh$;WT1I2o5SRJc!SF-GQwpVVQ%4?$&n(}w1Q5(ICpW>2V}U>
zu$DJvrBEEOhg$TPF9}R~?HaS16)Hn_kz181nH^xCfjD-~$P&mwgEFD`!r1bkaLOQ+
zV7X6Py%s|F)&fxC#Z|wtkp9TZR+!JDD<3)KZYAQQtW&JAzsR^iFFU7FpY!CLuX4#X
zFsE@y&#-KtZF-W!kMUY%SFo)GIRuR8o;fCX+BhVSwa>Og>7K`r>AjXWs1xiuyjS@`
z5=&o>nP~5-iN8r$y|)y-L(#GwjC^_TkxJcWmc=W02t(kbSI>;_y%W+5fdA@~_~Ctg
zUvu}@Of6Tsi)&mVev>oZ5dZI>$txdBMoS%#b8yhq^uC>GrTsyC3deU4at6PUs;(V_
zg;asC@cMU9d;yuhzR6NNb3u;-SX4RA6uLgUmHed~1Xz)RkYZ$$T@4=!CR^6*)G}V~
zuy<(PD`nikZ!6pUe9^gN{H~Im^Q;}2p6^$Uj~(OBk}FW4W*dTqpj*9G-$Co}9Jc3G
zH?OoopUe+4rEW69SHuL#t)7O1S^Nmd@u`o?+V#2xE5$v*uMS$?HXd3T`Kke9k;fre
z&bG4SD+?dR3!sY=A;hvz1<LH!!*wLY%VIiJHV!xS6i5j^7I5Zc_=+&<mQL|fe+L;Y
zMbfwnk&bmfeX7aanuiqa!Wp5VjId5J?p=LD{5D9V4=((M+dLar3Wr0rG`R$?85cJ*
z<EJF|rzo~|fpbhftb1X@rmRA8`J6P<m8B*CSo$NXj5<|R<bg+S)XfLEDkqfj6Y``*
z(+PR<L!5B{u3d|S_dwMas!el0+O@O--eNlWW%&B=4)mzA7{t?loU_UF6(KNvHT^|!
zz%>!-6YeB&V6ygt(0Ql{ek1(W<)=-3{js8400=1x(~e~S#S16r3`<Anpr+6?X-Ket
zrPW`AaI2|{crJHHKW+D&ma6Z0PG1aPVj__8*|70n?Em+(DS3HN*b{6JkF5dkX6qt<
zFqeGDYDN7x=iPTN_bgJTJZVP9EpY3`D3m3>*63K{a^M{t419R$P6nH74*tA~Mkw0E
z!2D+BQGk$A>0>9%-l6k?(ut%mmbbNGg{$%pig%G98X1)od=SHnGt=GQs(TJRLOgLI
z9zY~l(OIYMS=^YP<U+Z3yR_&*J%f<tys$Wte$fVGWTYu;KV~;?{^i$zi&N|&?~wy3
z@sdL4nUA+ZrTX)->QPHEtLQAAfdt%W%rO73TiP2E5tYfX@bOV)Qx8j?waJ<6cQ3@V
zOMTcNkIH&kubBBte_G>|r&E~LDIq2$ytRik*Vh@h`%=H9sFu+j2Jg;W&gurNYkHhN
z8F)^!*-nq+vwusUPUxw|teS2d#F6x`xe!7<YCE`zb<l;aOa;AQKE}FHR!Dg6;7wt(
zLJRk-ok0RiAUT-%9Vb!&iPf}ORKvUB3WSEJC`%8an1w^r%#!Fyw{kTGle|c;J)Q=T
zk+U^Q+(xBOOu=nCs7Qs2_#&>YTpa~wr>1iu+OgW?0y<-v_<*EN<`qVXT!30H_J<>f
zE@!QK`pk8aj@c4c&)*&7&vfC6Zc3j|UEH=hmp0?vX&IA~`S4J?hlFu+^@y{nL5m=9
z$gFzCvm>#um8}6xxLKaaypu?BH~CdWIBtNwTO7D(Auk!0Cd?6k{00Niko|D;{&eGl
zo#Y$!UxYj`$LJ$_9<Kf!R0Q-*MaLiOa~qtlx!&w4A2s-<G2p;qZ^g$_;>(ZS&`W5$
zP!xVI>yB#iz^sQ`gBFd?VwV`dCTxBR7W&z7d1QVNRZ=Ag&^d^PE=}?9e9o}nBYnDc
z^C?(4*_={@C?DQ)nY!cA>!W#K2#Mgoa|R{FeDAJ2RV`VIW`$*(sKL*-H3Ml=f@d?A
z1|JcZ?2)4$>yPLSBgx7gC*0?sI#HQMoQR1(hu-AE+rjkWFh9Q3S7nmfl;`}OqExM7
z@ILOW>X-Msc?x&6yO`L4gbA8Z^8!7zKZ8isZ&C#y#3Z3LQfB3zkzD3qovcSRM<1tq
zXUOF!WgW$VN6Okt#c_lI`Zz>>qXAu=$yzy;D*(5%GS1k05~8-$KMEoT^wJAJ$NW=z
z{G;&q(=i>?Sk_TUx`L}QfA+-)hL_WV+!b-Dlmsr^t?vtbiQ>x<6dYw)S5vz5TG7{3
z^#GDk=F-jlKroL_sHMPGNpFY>S4uL1<ALMrl&d^IL6Y103(WQ_f#t7_Ay2Sc_%954
z=#2LCZ9wt~Qo$M>5V*ENq5dem3x7(hKE^MgxXvt*kyp9Ib9}5|hL5qfrdW1uPknPO
z@xURh#Vo1uOZ;?-vUj&~5^^2f%OemAaPTIzlY$-smJD6ZSZu73KUGROnHH24`tPE&
z!nsuvTOJEwh!r%Q19KxY;ru$UKzaQAhYH!wgQ^}Rb=WC|YA0Ol_w==WH}sYn$#{dS
zlfv5S7QVQM2mrJ>iD1*D#m%8FwSYYG{Y-+I6gg0<=}Xp8VvhCSR2*r$@wCH30fG8$
zrt<5ye4Kp0V6ZN7={dOJu*s6Ld#l5<HhPNpf<EfAeLH7|LNPTN`{xgpQf}cY&SsyM
z(?^7|vK4Ivp>myETVz9W7NEY3UW*<m*R{g;dd&?l*uTMDvDP7{3g3TM{b!C*yZZV-
zGZk4yli%5g-SEEOD`0Nl6sZxWU>db9=EpJ+K_M1ey<)WsuZr)Cl{(>&-6<QVT>#2a
zSJ`|c8+2ft$l{}|PoGRXnJPKi0m+`KsJ^@QMnov>UE4N3Mh(eBFl>L!P-tDcSJ77~
z=RM>Y^9Hz2jL*q#Qxd$1zbaIM_GP7>5rTXN!Ly$(<u4nOP4repQ+*Q>GKM6Xj65U9
z=!T&kU5mZV3+`o!<-BcrA}6i)IVLKwip}_OpGk2|z8}60@gPA@NtJ4{MO2hyMP#4@
z9aYIkFBbjQj{{`Rh7Dtv<FPl15qJf`-eQ!StK%WMAgB5Q2a@xPgP|m^M;fl6&%tx1
z7NhQO&imwj9AP;c+L<w~#$UcyRMi_Cw8=FbK~Qvn-?+)^lia^!&Xb72T5Jk)WLpcB
zqNk>P6Qa8nLTj$6Yr5uRk{ZILTG@9ve&d!UL)F0}_%4@B1kV+nX8xBL`MrXloCgNA
zdaKmZ_XF?sekiJXWB&QvQI8xUJ66|X7L#ISii7E{TFkZ^J#S+?R~aPOdS}tq<rZb+
zJfZAU48ie5ltWF_<H(ZMyRfCFU=Sqv_sjS!*jKkHX2Y6r39tQ9gf6)H36ZtR3AC%;
zV#h_JnzfS6fxg8WBW}`w=CNdKEs`~JfA|P+C&LDXfzIuwYImRKgs1L)%y<xF<+dx3
zr=vcrs;R1Z1VqW-g*2FO06OP*d>O>Akcf?>YA_Ir<ocB4>?m2h)UyHb>_Q$`ysDgP
zm#%jW-}kIFvBN5v`?k+Szu^H(-^hDu>CR_Xa%FC`<?|pf!2bf!LdNsXtm4$Ms(q>7
z9wTnHvvhX!E^q<d@l#Z;g4uyd@H2WQ0Vu2U=P-&z8g%CX^1_?-){;JOT6vZXxjNx*
z)xd9C4lGRhbB`R;kTCTw8|J>$0fEZFR}*>dSnnG5k2MhNverEj0pU=6uGl>-l_5yg
zcA0$Fqj0?)k&?=6Wx5i|P#I%A(>ci-*IX`pa7De}#M@N%9~jmO6IFs)ivdkBcLB*W
z-)cb$4a`IgsR{gLgxr#2u>6?vn&I5%X-QbND{(TMt5fK74E&?lOyw`QVxd>!r0*_C
zV=Wp;(@)DGu7_G*tGa1&ORDZQ;z$bl9n^S`8)M@aFKT&&T=l8C>@YI&7-=p-PNVEM
z(Hl*%kx<?IZN)X*07;r%r{chx_jx61?#PunKGh@jtJa-epV_qCWUwix!g)G!L5uRY
zhg49g2Rc|{X|7!f$2{3HG^D4(Vgf;<F!l~vwI}2qQ9T26xW+1{GsIs(XBstqmwUSz
z950KWyR<84k-xhv8u;dg`~`WV*SDm{(!pu=ushcyWT>mpMQMi(*I)Q@FPo{%aP<0e
zf@^zU5s#eVz?k?Qm6*F%b%m#e`4iAtX!Kr1M!;lsdC~RTmVS@d(t;f*u3L@Gm1W+c
z%N8AmH~~{yrjioh9tvN)0pY%foI&bEs=9PPih(FPoiiE+BrX+>-*AcItykgYo?n!r
zav1$}l&MG|^;JtOe}`fo?fN)xlk&)cNLw5k6#Ukzf?B*?yQ_*Lb3a2B?Af3*6gPl2
zto1IDaaFfXRn3-70(>p8(m*n1X4pOjkm0*Pz{gNG&iLV){nzzt-7s2dKDrEd_^}Sc
zkh$&TgdJR|r`Mcc|G_0TF{4gQ>q74P<~&+LU$xiJtx7w{ZNsFi6zxl{{q6mGXw6{X
zGREb{V!6_X7Gr@adW!{ZJRK>5z49Q`5!E83)sN*?`pUtz4;$yzDhp)W$$<p@r#2~C
z5L)#rx8mp6bwL7NPXQa?UpZ!WPBirgPH>;<nOIA+AiRJD+GYK#fN1IhG6_u2U2m+^
z7IhwT4|kwqLq&r#+sZIjSy?hPPRo4Tk$Y@;P;0LMiek!XO;~2L){s2d^_1!5&ApfB
zktsghj7xZ(YEjQRz`<>T1)^^}{<-L_?>9Y@s|qXq3qmnIX@^Fu*31#|BSIz4h)w&^
zOIy8K-rpeO^Sxbg<>)a8n!8(uVlMXd37xWtS7V70cKjN~X)P){9h9Kxr}Ck+*V44I
z{K@P3w6_V0Q$;zV>(mzSmt&rr+m}Hc;@%679}lbGdYmauF=Qy@H2YVIAm@2`GXV8m
zn8NZ3J7#-(pOE9aczqz9Jpbn=5dOC4DnxTX(EY#~-U&@gv5Mcm#Q%-ASV&k9z;u&g
z&#y-Lnb?F$1WOL0s#)ul0Sk-i;vyeF6z-MHj*0Y1gdWrPhPBpG+*RGadE)1WP&`!*
zq?{nfqw~?Vvfg%lE1Zg!p{e-=BEEpj&R#mgLn^~27rLiwXISS%rkfoJz4-*RyMv_q
z<m4o>_ewDMX&)OJl5kZ&YR(-a$d&lUet##KGv#Q}aJj&8Q@(%tqOsby60Go0z3(6|
zK^_~~jlpP2e`~92EYOH)%ZnX+A+^<TVe?iWg|3KoQ)GzSaH({p2F*M5?&UX{5`oB)
z-0SEY!$SOb1L0rtSkrE)MRAvksK1Hm0$LobA0pd)6*Q|RdNRk)Ctob3E#w_tyfD(Y
zptzb;9BQShb>-n(r4T(w#756cn5>4-J$OJ_G5zOiu38cIc(Rh-Vgl0$_`0K{o6G#=
z-Ru$+oB!cW4t>r;3rgIy;$`}l<7JXr{kI?xU=0l0T`G+d%Bmb%`Y_=hfL856X=i09
zJJ^~R7(fVILbU7Fnx-`ulFM0oofI4WfxIC7!^b?stY$Y@q(u3w#`R4UqVmlL#U35N
zKgdwre+p$qlPUle)Pw7%a_$Mh_UEds6M08=&l2Tp0~sh!El>T&x6^Eq4gW&S&-@Wk
z@{1>2orh}EZUMX}r28sQi+;vg7p*rZtb4%L!D!mwo~Od&g-4-Q>@0jtLY}RBCmV3e
z5Cf2Iz<889!J?n#YvhgAx)of6;fCk)iH&{OatqNM;wJxyLd&^btS&7hz_<9)50Iq>
zy`g4lxBVh7@}=*kV{}7Hww44}56=$n02o!AjeJ@a=E1kDwUW`&X(d!v9<kc@YS6&#
zJBWN_v7{McW06o3F19Z2V>9^9UC{TNN=2W$v_Klqx~cJNl04lV*KumR-t5H&E7R@e
z{ZNH+x#(TsYcB_5o@uo3uB}XbC=Nr-0d^WV)Q}{=o{8Oeul9lrgSWk-{>?X$R*{$E
zmklEHh>AP`%_UiSxiQVKVu*2&CjcYi?-VSSl`HDja<1BYd?3SLTD)4xz0drh$I5c>
z9`v4W;+%aMt^V8H<$+4whCz3(H0KxG29OW|lE_D2^*t}@plRd+1ia}kSmclCa(txX
z*!KAja(2i>tk@Fu1tHifJX4M?O}CRc<m54DCx_Y<ndQ0aPW)vqCyuE7a@SpEdN}qg
zj+H?7tn@<X$e=y&tQF0|_a*P;l+0fmeW}D4iCIX}c@VT(scE3!{O(rFijsKMO+Eo&
zwkunQt^J55DZ|<GUXL|Pd~3f^*zIC?cyouVW*kLWmT*G@z(D4x1j3-o>5K7H0eB0T
zHM^;95?7lMZe=gnx^Lel;V*sYk(2GqKH<X@fGO+6nMnr#s6X`NK;UcJFKu*;r}cRl
zL>s4Q6G@=`)!2<}fgN+t{}606nS)bS`PxQI?!pO#jJ%<=fzFurxGk7K>I?sLe;G!&
zA!pogQx{KI)yF$n&%o&^v0Gz~2;sn6Z9=%>VMu`<;)5)&H=P5_c(Q1MI5R(DCj6{o
z!w8*9b=pYJ4t=4AY9=QxM_KUV>ICxQE~-2Xg5+HAfXqpDlr$6KF<<UF;lN>eVcV=G
z<fA2=4!PynK70mYbUo;nd8mE5X8E6b{U2(dOV8Lh=@{sG#r6#OU5J~F>GeZy>ljdN
zw6~6x`U{qe9X+s(V64MWn8b|itsRVdcCBncu$(zwc)#!^U9Jf*iu-bAC4edc9CjBj
z<Z_9V9pK$^(hdVG#{M<yG$0|Jm>}_2^Z|*6YSkp2nn!?rm~_OR{~JCiAL*O{jBk>U
z88^~3FFTHmPrs!9C^)dMRV&0mnZJb?^r+kBUTwRzC+H;IWho|^krwxoi-vt>&twU9
z|Ht_Z5EW@zpq%8P(i{^n_=#KwU%6AH*QM$&MQ$rtbb0eeX3RWZZ5pU%D7W!{(qcQ2
zvoNjsSkzgybBtoxD~o;brCNa%+g`LL{E1C|o3pG9<wDJ+V#)*4;?b0hm;?z%qRw69
zvP^%T!^OaMeuxm3Bww?jjeH3N%+NC`d+tegNGozGhYIckZP{WOcFp+?it|y7eW43n
z^LjX+&Sq>>p?x*YxKcdY{Hej3p<v4{f|K*jOgP+?PayWhHJbT91^mBy@6Y5kp>LTY
zjY0GZd19L+f$I*j=nX(jt@XK#&2rCVtzL8+2;1&j(~bpYG}nBn0AsQm4UJjjJqyoY
z+#cEiw};r#$2QTk&+fSKrWtM|c;_D8urxgK*r{rNdRWM~fjq18N7^;gAkYa$gfx~e
zm6fmW1j(I`pY!6}4{5Ob<XUmfn{?EohuCiK3gZ|s2=Y^Wh32_7Do8y5`<PH2s?N@{
zf^E8QSa)H8vSV$`VQ1ccyHrzhQXl)@qsAXH!>JME@5i+bIKv;5^hyk6j5Lu9bw)Fl
zH9OGfD5@W&_VL2t$`N{~Nb|%yTg{m%m2~(_F&xvR(oD^MDICptd_BAJhf3L*n_Nm3
z9k@fQ9hyS8HEuCGv0Pkk1nQ;5K`dO|GWN#rKWG*`I$Ez=UoyL&A(3O;04(<7A1nE@
z)$@=0{{+^ih(o{}MTq0~qPBBwGbhN}7^OI)0uHr|CIiU?+t%aC;MlY8j<{ZRSMg=-
zH>rZ{8fYU&=m*f^ZyZ@v&Rx*4_zognk6b%cFim8BEG!~W*Eg8{<qHH_0{A1`&A;o7
zpUtNxL;mD$e&cghph*C!E&MW#`*+@tS<6pydYFx)Af6NGNwFj{P*Ea5??cl=4Jxa&
zjo2fQqAxyyX_z@HCcQ4B1&UNKdd_6dvzheweV9mM+k4fe`y96kG0t6ZgM<FcnCa|2
z@CVm?=6pPtxdAj)Js3v^7}%;<=*Go|np~aTStPs|RLGYn)RDI-v6ouHKpkARvL_5+
zzSmNa7V+XAJlN`HCjfHHh`}^%^_@Z6$#r6F=ck{na+5*dL3F>^<s%kj^y5QK>C@hD
zk+WZ?kkR{r{tcX0bH@!SY{3+{%LOlPH#aZdKLeVcDdEnZ4gS=j9ZQAJTIl4mS>0#{
zO9E~v>6YE@aRf>eV*W%jKn?QPL<I5`zv?03yrk}8twu0se2+d^X`Zx5=+od(hQi5Z
zal?DxSVFy8%ivPiRbIWM$(wxKf2G8YNP|GZW-E0x)nGi>o?QLN*r25+GRIT-_SQA)
zN5Gx)&l1spNH9R*`P)pp#|wX^N`D&Wfq|WteUzaV1=ua#_W-MGn!RFyuYV(`TSQmu
z8opTpf(>i#zS76V)bhS!1&P5NrERgij&UO?axuP%oY))yv5r3OcK;3%cv8xB;Xo_V
z3j`v>09YKq-|@fl$PKPk_qi(|S|;1CzqOifLe0}liTgO9Btl`y(C#6W?8OUD-NKhF
zoGlTFWsy_t5dduXp04=x6KYTOHh*>zm)nppS7i8&@|u*svJ#hNq5ir(Owl(;GR2YJ
ze+W%qu(h+gu)QWLjK-<FemyAr+tQ{&>9g_qFRg_ZBGwPO<J@hy!^bU17)aV41s7%R
zA&-0dxe<WUPn20dg^jh`lhj#7KIK7o(@-(Hgek{IcSk|QWVO+5uz=X+CF_*0tU+jt
zVak48i!`=1-ooL-BZbs*(>9)OdqP0Nunn&Lvyc4;$IlR~IU^C70Fh7GgGn@%T|1jF
zTnkFA(Ff3Oc5%GK>Xf^7mHnv}bDVt)PL$+UM(?b5cnqR{)rkWHx05<4KAYlBCWshB
zUUUZ1e|mgnlQvPrItaTl<uXcWi+PXL>k43C$W~GYroDSx0wIZ2Q7>85p9b(!^ci{-
zuB{o&9nAQZMTDrm@<!!2Yt^<T-`&$vo?lWs?7cUVkcj>%?fk=A?XPadQ}6%vD8P4V
ziGa(gtSr<d;Fq8yMOw%S0FD?ftX0E?o6nM_zzT<=lNWTJ15A~}i^Tg9#SgxNwEAn9
z4Qry33Q^{n!`8ff-j{bM7HDw&PB>JHEv6Z@7v;u0rvMHWNCn8cmSVh6VEXRi!gfN}
zoj>GCJqzBXKE_Xb>xB!5Wvs=tJdiM})O}lAz@E%wn=pC1*-%Z2zM9-0PwLXl^OoJe
z?|k#`U|qgSdpoAB-nAs_$<o~78yWAoOkBkUbHo)*m7o;H;*`S{TX6aTwxG#fmTWIb
z78XJT{y8!Eci8vGtn$alPjv=A#l~M31d|^xcl4(8`yK<c;+I^XXGcR=!gbYuu1e3A
zUjKvpf0ex{lr(w}4sjAnT=nCG-h?;cl`<gp-lAbJXRD~vFAjP5$%r!=81k1s=fb^2
zdj@d*i$)<DktkHh24qM`rkl|@<hB&uy1!uTI@wb2WIHzeqi|J~0bJAzme(zy1jYr!
zJ9+@m&^h7Rkf#=4UirfARm!oR%W#qSnS*exA859JX9@nB-}z6=*D+AsMvv2gTu;OE
z_DabCikQYECp7K(wW^G$);q%&9+imVPYZaGj5&uLIjmny0@0y{7%OSeY-3&`ql^zk
zieHQ##miH4wiXb}@8;~llgI(C(*(vJsGR<lf!=lfLRtDBT=w7o-d`>M*|bFdz*>L!
z>5avhAD^Q78}9$Vy*=|}vr~Bh3-Noh{w-<$Ypd$5-HWuD$$znS>zWC*^I#a~CiNvG
zu5QmRBfc`=_+KEqA@r#Hg<YfQYgi6}EJduhWB73K;pZiV27Mlpn3`(?NW^hx>LM7x
zL1-KC@u;^3E8R3}0@7MihXnY?l$@B$9mCW*<mo(wkyMlDVp#UlUW{)VTU6Fa$(2{P
zpU)m}h{Jlh+$|ZXxdlu5Yt|1V>mOKTtOLO)Pk7|-eq+ERx@-cbH)>*{SQ#atbS$=5
zFX{)({MHTH8c>aK&(^NSD2w1YPGltJ66sEnP#r4w?lh-v^Vm<AM$r=h?iq_E1x4um
zdkZFJQVq(M=qz(AEX>nGo|D(*!$gnQwi{i2V+cJ>iUX9DV{H?O;itaj-{R*#(FSrw
zY-+*3g9=KZD0@$6zuA;<R9ww`Pem9%-l8@QqYsaO+i>h$=$ef+U1W@bJiS*Uo;zET
zA#_u4F2`|u{GP-^<<^?o3X4ChW;kEv<P4b)Jf1@v(LJ1SV)=%j*{Ej0r)3FFMYi>6
z&@-zCYWMbRopT6o0SSMan95USFH>lQB!UI)fs0$d_76_)x6?ecWy4|x+I2uT`t;8}
z%a6y;lq7#=rMZGPtEgfshs-0B>g}3ooaix$`-dJpG!vdHsT)8GQrtxjjHTWe+nnV?
zit(n6pim#tlh4{qTkR*K7<P+gD9EyI<tU7#k(U4&C(-C{#tR(H{K+Fp9lSl;xXmqO
z28^V!Y~1g_G<!cqzq-^%Q#f^t+2~-<a4Ps7V0l(mwH6vzwkw9;v4InH6g%mx-?WYl
zh?gD-m!cIJUG0cV8PP{UXrog=xzagy?Rqbyxi2=WXPKV!Mx`zTk88J(xY1QqK1L8b
zqoXqU`sr;1SX8a3-%6(aO&hmdMSKL|fo52+U?1A?t4)joJ;vf#Ce$^`*Rtn!#^_LT
z>$hmtCbmT>dTeq`ymR(~*fackI&Fjx-p2K1mn~%sc(FiDq?AOwL}vPxJPeg9D`60~
z%-LuyTlHHXk>V260fr98m6>{2dw$VHjI9;HWOXrSeiK`{JhcpKE+)GI7zjO*mydLw
zU3N}-&XU8qy{f<K@*U(oef>~+Q}Ozz$6Aa5i6m0VKj-`Z3`hUXYR-4<acNQHBWY$P
zN<7IxtTeEUU`ijcR_!zPSY6-QJk$WSiS^|>(wXaJjEg!YEdbLxFQ8%BE)CkDd0me5
zgPqPenSC2xLs5xE_wvnaOo6Q|*3>hv0ig#(b0ccVUR?3Bk`<S+Xr`R3*yM-C>UC4F
zs&fpDBIH_Ijy^zz?2v%kx!qc+IF@^sO>QKGb%N<R<39WcKpsY{DFQXVq~&<sh9C91
zfK<4%*e-!gu*E))*oE?Q?b2#J->R^+2dC&hvWj;qTF}`j(nDhVSb~(VJfhlGufKhF
zJg|m!@x2n1MN{ZQwT5jAL#ksUiTp<Y8<eM?B_bnYHo};8sN+5ub`~oM`UF^EgO<QN
zM*B50y3SfEQ7q3EUWqSYJ-%fUja9$2;L88bTRE2(r!jP24!qTfb%%CSu=2-50VI%9
zgROsX-e>xQzoY<R%zvOjDlHyZM~3l>ucCPAKZ*^y!AOQyue|hZ6Cn7C-#Snw2t^t~
z_q15%T9x^5vk=*!S+UzWV^9XJu0G{sZ|BZ)p|ANWGjAPnWo?r=gO{s<d^&}Zu*Nak
zgnC`m4`0%?ZF1)z{`9`Glc?-{6PbZ=odn%Yx&Sod1^bnN0{`mHz8KJQy6>$?=QNe(
zX~K-MTqRE&XV(EE0TGP~dE(mykUkX<4i2v3Z@t6zH-b>B%@CF1M(p<F(iyHUu1<GV
z=+%t+PGSr5Ct=plKQ6g-;U@jj*Y@{X?4K6nRQvtQdvtv@bYXjq9JvM}MMB-Hr9qD3
zEy&lI!p*qkMViH2_tVNNxR^{RXooWa^fC1I-;91Il@O-TXoll;aaiXei)_~PsGXXM
zduBd9!`MDDrNQ-ekNXV|r)rHzek!M|+;zVSr!VdtHq7j#BXefV<pLPJda^yk3N(DO
zrkAg;uB+Q~aUmoXd<V8>M(#!9NcU~)5;0v->B!cez_bm&pGfR!I3O5E;Gfj96H*dQ
z9yW{i5!AXpxZ4)2VCfJ?kBE`s4r_F}+++;PMoOw|&bT@v#NSj1B_FGPjAU2h@?gh$
zpPacU641}BIls~asOU*meGmGVKn?weTFDD`cn$;$Q*VM+mTY%&IV4!2rBnn~DZ_e8
zWM$Kj9<d*U>(kHs33%Mu7#&^Q084<z7S885qCDbap4(WFOL;m-CF1I|2@KdOh#9Eo
zmYZ+KW%QJH`uAL_B74?0XwHam(CBbp8yVTZsd5{|KOO<n-H7gdxdS}h<{o7UjNlWJ
zW#d_-+~I~Q<ZRFUZ$rF4tJ3~AkE>VoBJ!?Tt+56PM6OowyU~>XjJKQ=y8l!{@DHxA
z-|Fo@+v3I_>XjKyep9-7r*>&pWx7{z1RA*vO+yVQ);5u59%hvu=%;7Q9A#f&3;Wh9
z9;}B2!jPgftAB5_vEusT26v>>`O8LM%o2J^eXC7~f`j(Re7<QLayzlW^K%v>4?3c3
zGe!yPL?|p~?0Nk<)0f`sjaiTy+_u0g2>|rAUZOS0F{%nJs$bPI6G0%6-)>?}Gk+uK
zp|~e0Vd0&RB(+70VToaE(%pbrYU3eK_04Da&*_f0&eI4nycI+ZVsD^Yidu@7xfwZl
z&)<PnpM?_>PwF9Aa}+y9ky;5{2oAC$Uri1MCLS`P<|*chINkSA?EfFUiQ)R73+Kl|
z@vojO`BM{iHv9dT`*IXjDur*SHLg9aCr<wfiUFXRzk0mG*+~8WdY?!f%Au^Qc#5-j
Nwzc_xzyE#c{{Rxh6o3E#

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-statistical-learning/images/image-10-This motiv.jpg b/apps/api/app/data/demo_documents/stem-statistical-learning/images/image-10-This motiv.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..9b4107ead205813b8343c6a49135dc8b0c7cf083
GIT binary patch
literal 4379
zcmbW4c{r5+*T?TM7;D1V#xk}vQDoOxMhU58BzvVoNQf*mA|h*y$X3}4ks-p^Ws92Z
zYxX5u!i;q+%{<fh`&`fSy}p0_p67h7bN}=CT<4tExj*N+-#2Z9HVquTXkcUjfIt8M
zqA!3p2Iv7S%*+sGCKd<;!ph3R#sTHzU}xtL;^F0jio)PxqA(E=acTME;*uw&L_`qk
zCr+MLR8diZA3vk5p`<0RtfKTM2#A%Hm4lr_kdsqTNkT+I>HloBPXIRyU<u5EL6QIi
zHwerPqO}5WdYw$5zYO?q12KRZnV2CgtZeM`0~JRB1`rs`zzAkyVq~PB4y5k`jND8-
z5{hS;c};IaBt4-@PvWy#q|TK#@m=jDNh{y+3SnjA7Z4PJ9g{hZI3cT|s-~`S2B~*m
z-@x#K(M7Xs<`$M#);9JIj(44$UG6>f_VM+@VEsd%hJ{B&MnxyQNK8sjNqzY$=gr&P
zy!>|sg=HVhD=G<9)iup6t!<y%JHCAF>mL{#8XoyRIx{=>V}4<AY56C4V{>bJXP2_K
z|Az|%fd9s#KmP{%7Z*33i-D05%n13z1!C}{JD8i1NkWmC=d3B@wkNNo(i0Zwx%lkT
zCRQost0cZVUcGGm(ke5@$bZoOBKyz4LjGT5{{!~FT%!O77({=0U~T{f?Cv9Sg4qzo
z0@o?|Z<hC;EyJ`cCL4=RG?n+i!01uOw!|o1nmrI7eQa6WGn=I&4n2qJV6USms;f-b
z)3Q-Xn$)9qqDGrUvd+pk)MoePSj&wGU9mWQY;~`W?6RG9$}^R8N5jLif%^e5RK?A`
zSNH9p?ps31!|fTOwY{n7IaI)@{2_JYM@j#Sm1tnAP?lYD?1n*?98oT^_*CwVULr5E
zg;-W}2EE8Xh5pNBg=>kf>_+bE$D=1Fk4;FIeK0ruX|#M3tKKFT>*Z8VIv!EHT@4!b
zaAambk6Kq_-S=F51#G>N>-_wTY-_%^u4Vq#xiDxxBhztl?xzDaJmnA1@os_EgA(Q6
z^-5}XL?6Ikn{VM;CV%<q8%{lkMhqLK&&RIJjS1=oA?tGjuJtMSK>K`ZZ5z3M{(5lA
z2Rd3DH1Z-_?B(Z2Xo#Oa6b<_0#t9c@qUMtZrSwmBwS#nj8vQykxR8OWttHz<;vb8-
zT&*)gvZvpfN4DMP8i%i{!&8451J^RI4pL9vGaGUCOMy9su8y=neAlW*44CMX^jBzH
z%t%@i6C(}9&$uai|Au|lbcUQNcTA%J*w^pj_#6FO2gY(Hgb$@p#48AAMNG3kp=CP(
zsHr}{CqmMD2yXJ^xx^7|J{PYi2Oc=;ADs{lY;>A6BTHJwqI_ro!^^w<yV#Ubu%bhJ
zP*nCB{uj!0W7uydlh-BVRIkLKcfnzY^h_d&jPkxc5=X6?9%{qhtmmdU&7~fiIKK`!
zQ`GU{UeCMcCdGq~Pe#NZQg$VSwXa4aW1<m2&Of{;lLzzSGAS=g?R{aFBq8z^h<ITl
z$<P<I7(G-X*E@&et@Aq`DQ_7R?tQ|BQ%z>x-5oNSiktR~Yncq@RBnDnXmyzzu5-Uj
z=p*bU!x&1<&8Y&fMLvpEQT66a&;&ww-=yXvXZvu$0a-&>m^nBL@a8)P1x)p!fW^(m
zna<;FF#F~GwnRUR)ea6F2c5!+YX{K-Il)>va;tVT@^6^(O0k}W7&Tw+ra;7mTE;~3
zIb?q0JT78TGFdb7s<VT&WW1hKcE>F&qu6XtLuti8kyBayljD`?9A2$+5{cV<i#Ng5
zHKd@Z;>Tk5ytFER#`@%pSAR+1Nc(J3xVa}blEr0A?+ECHv1lESu^balRsP!}K*<<8
z+$@JxJ%utS=g!iAJWR;yJlemVfhRIEoNFd}Nk{soYFtau(XOZO1H;cV`i`s70Gp4~
zk5u~)Az3y#Pd=JNXi&+zR#b-`=HF0LT@ix<^=GOjLd5(fWE$-53ws{++K5W)S4OWF
zMzZ$h$M>D;(d6X!g%mv_BjGmn6#pb5*22Qnx~T!nrOVs}DJaftMXtq9ryp6rRs-Vu
zaZ>8aO{{IsyR|Ej9<F<f0Rl6z=V*Yr2MmJ;4ap1eCr2cGc)Eo~)ft-6fZ?noDa{X7
zNR-FmS=*{LA0r)Xz`H?yt*x`Ts%`vN*P72UYfYvG)~VB=pU#Fx+&6@*1sRI+#p6tM
zj}&F{E}=26TadU|&)}2?i5!OG?uApKKoHwdPOwHv7;@q>VOkhfxwtySF(h#2jOMJy
z;*@(|;7UcwDUw0%?U`=g0KE|EhOnk^ps76J+l=YuuU6Y@zBsuLq^TJ1b!fZxP#XLI
zslG8+^LqD=uc+^dMd#%gILt3+a86FnfpO#E?lbBEG%#<9`lyWt1V#hN(a%=t?cSVJ
zIQV6{^Ezm6UEuc)g26^sp?r)6bYmLVOASZeXux8f-R?-%kxR45wK`9xInUW@{jOYb
zORwb8{GsWk{b}5=3ZKbJc?@UASYGM9)x`fH%oqN7F~y@T3Ki=)#q%}}O;!)y`miE>
zb%kMOKqPdYW0RgAwp9q6D7#Q<(07I{l3h_dIRDziCegvV<V_h$?p0iVl@ucy0+|^J
z@GNPU!DD9``|r!&$mr^lLrm&F&3yjx^mKe^4D9QWPbL&DV2iP9xha*rixy0vy0}Sf
z6w&XRD?3rF1=U5+a+@WlD_!#7z}!2Q*=k9wgu;D?biysS0B^hpGv-`>GwduOc64^f
zchf^bdVcMgwvkRoNHCHmDM8xup;Q<sEm$3Xoh{Hj)2x5B`0D7R73X63n!a>l(Uk5L
zW1B37y2aV;qDmW`^f`73YUa#Jd6ghl!zwIZCqjzETn{VNvcFps5mG@kM4zwZMRXUp
zgzn7-tKy5LYAeDQ_$QzpWfI$r4yHGGXQrb3d~XW%;Tbz4PtL^U@1nVu^#T8gR^r`S
ziqkCOIgfr~!mXe(^`MK5)3v$vB%M&Nr`$4`AdO!ErSW?U6~*{BbssZ^Zr7Z6<2>$P
zAc*R!;tC!18l$*xHV@~+A|lp)lqUvZ+4&8{+NHT1v$*sNk)KQLvzFCi8M(+NSNGcV
zu|2M<{vgZ3yzJcN{d&Up3OQlhvB0Lf_o){89ZL^B#q>ZjF!mSg$PKjuu>qI3!@I=1
z-PH72jc9;&S`cO%PAwcCJ~Yn%3G0jqQ&|~VY^Y6D{rYL9E|qs7u+{sxu;=gsUV(B}
z3r+*h<wekdkfk8XtLl7=lWw0p=jWH%%avwHqYjnjI5nw$Sx_5rC*Wd#(b^#dfBm{{
z0+A^uPicHr(|;~6aK*I+wIS<F1GeY6sKIimcJw^~D(^sfr{?9V`l`Ch1Zl-DJhF;{
z!p~~<cRH_=s%ztP%PQ*oi%;fN5^yrs8EWI_f-fLe+eOK`!YZcL`)eg0S<aTD72jL=
zpO+UY?|#q#kEemQv$&K<Q{m+vLKwoVuq!|JO`FPG(Hee1M6Z+_-|ep%k6=rOXGkAg
z_8ClE)H3sbCf^^Mc3naI$WXYZKv=Z9JdH~uKc(pBUSFny!`HSwvF}Y}-kjb|{1G&l
zZ8CRb0=Pv3nz?2a_W8<94h86=+1g73SWr(Jmn?cwBs&2bz-v2zX68B+r}EH%Y}@lR
zpeexa&=^h%rCg$hx$)8fCUOv2wO;=}iv&reOzHJ$ouQ8i!#$XLiv4Zjds9wHczmDu
zXZ_~2QD)CB<@KBR>!`MR$vJaMkl(52oeSxb_l|mYE#a<c@2nNSZW$eHjI7hXU1XCv
zKG9tEByCmND}P)ht~prc{R?t?OiJ?(dhC14PN&yi-Fx<9KWb?JW*@QUT2xeT*kW^}
z^ntvpHm`BROH1d3h2CSgw3R-kp&_X0ZuXX$OPcAnwhhs9HyU)@es2{6@Lwmip+P2j
zGCe*AcKn#aofYFWle}fm-!Jd#B_=zGS3|1I&4p-y^WgfwFV$dwIbQQZrP`=t7(S7S
zAc)Vl8rG>oGdqJ5YWu`{4mnHcjW_mm4HQ||>Q;Epm#RK)Hj&B$pmdQIDJ>(ampp(a
z(u#};;UpOIeE!pyQQ>iUriZW6*JIoR42F3q46X-qM#^_$3&#wy;`Z)+H6r>ut;Icd
zt?F?YnD52U4@n%g`%*psREdz3EG;uXJ$=im0Rc8BJ+$_&)HyP=mKI!Ub>;9t0w2BE
z9i!gY7<P*^k%GiE`iLg7FV#Nr)%kP_zWWZ`xdo3H9&QlrmroG7*y#cd4*P|MujmIt
z>|OXX^T({uDe~1_;^Er42B4ClpgVOfpQBJu0$e=i#;it-<(GMgwo%L%i*=16s-_<U
zeyYpcoD;eAzte{N9=sje%*I)bJ1E76Z~{oy*%|_FmX+Vi5xunJC3K-feE-hdl4H?s
zm!?-YZO4xdy_t4NEjL3bUCL8L`P8QF(SYOOTfddBl@57RO18$Tit&y@MtAOq(m#|t
ztGfJ4Ine+jCq!3Biw%$?);Vcqpvc~0;QkRBaCcPchHDCY58}*)vsAJMDrNUV!J*#V
zSiL{hgq;HUt#H-8Y{ks<^&>uQTR#Jj%T8o1OS5VER9Iou4G#ETV)K*g#@<(B6K2f@
zQ)z(2*rqf%>%3L3DOC2|C-i9`_pj7{(*NxS=&$C%vIZ>LE5te}<wI?9;v}Tuz6&h0
zekelITj&gibsLgT100zAlWt)en~^~=<re+x1Vc&nmu?T?JhmN3Wajc@u=-MoGKmJ@
z)&tZ7;bDi5A9n`iJLVO&@b4CkBroAtGTR{~xgji!BB4FefX!bbzpw_E>-g5{QsBD@
zeOK3`M53IVDK!wmfX%~A3dy|E#~}u4Yekp<hlD`6Z*}4_<aL}3d9Yc@d53Ms|K$DC
z4y)2rapI5dS~{)Qd=z5TbNarxm(u{o^WUqg9TmS69DO|N$J%b!odGHMZf)yQdD_~#
z`MIrbh(^xY;6e=m&A3IE%75gtYOjNVA-dyJxP=g-KWvk@9@d#}XIy}hvaKd<55(55
zqOr*da7;IN8~lOZwStFp9%2*=PU<mIZqjPmgW(#VjVzDAxbBUjrUOIF?X%Y9vA3l~
z_^w4oEY{J(+kT+b7GbjX9`lmC3HO8Mb0@aYVY_k}LCDGg?l~@jkV$1SeB_s1@rySB
zk%n(NupXWrTPmiyqHE8xmor5B?fc7LYv51WFU8~X2QuCsWVoLDhrIrW)Mf}T%~@^`
z?|10mw$&(JbvWqlQ0{)GeRfx5m_dtkcAX`7l8r1;U3TTwmC}QbPg_P1S#5~eLNtN_
zPXpTOU7Ht)WT()#6&`!bE`iYO`sPKc%|fRg9H|A6>{AVYPU1@tSKgk|hk|n5=Hf&t
zg`89&QhIuBEs0PQyHRz0cZB|Lf+RSRYK*V!h#I!T=G!CX?cJ804O3i%9~mI2FV{Gs
gXh@DBOdr+`la&Mt3r_>00Q4s!iy<13#YOx6UpG!hMF0Q*

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-statistical-learning/images/image-11-$$ 5.1 Usi.jpg b/apps/api/app/data/demo_documents/stem-statistical-learning/images/image-11-$$ 5.1 Usi.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..b48a9f9bfc49e254dbd60db7a654d72745dbaabb
GIT binary patch
literal 869
zcmex=<NpH&0WUXCHwH#V1_nkTWcYuZ!I^=Bjg6g+m4ls~os*M;i${c)hnt&6Qb?Fz
zL{>^(PF6}rMnOeST|r4lSw=>~TvNxu(8R<<Uft5x!pKI?*u)5A2qPyaCl5D|1TU|I
zk)n*E5y{~H0R}-11{nr<W=16jCP7AKLB{__803NOWMu>c1}I=;VrF4wW9Q)H;sz?%
zD!{<R$jr>d!pzFb!U9xX3zTPI5o8roG<0MW4oqZMDikqloVbuf*=gfJ(V&YTRE(2~
znmD<{#3dx9RMpfqG__1j&CD$<t(;w4-P}Dqy@EqR!@?sXqmoln)6z3Cvx-Yf%gQS%
ztD0L{+uA!iyCzMZGIiSY88c@sTD)ZGvgIpQuG+MD%hqk%ckJAC=<t!F$Bv&kdFs;T
zD_5^wzj5={!$*&wJbm{3#miS8KYjl4_1pI!KYxMz#mK-6@fMJTcnr;7f<S*Uv9K_+
zu!H=?$W#u*%z`YeiiT`Lj)Clng~CckjT|CQ6Blkg$f;}`^g%SK=pvVxipfLOk07ss
zeMX$en#l4Q++zrT-D2QjW&}navmk>#!}n(iT@hcH)plmvORxPqMSR*mnd?ip@90hK
za^2p~*JH%-^LLZ>^4Wh~=D(Z&G$M}WKf|QThwFc{M*U}av2+1j{h>(nzuZ#)8U8UJ
z|Ict-%iCVmy?9l0=I57IOQ&qN-m`31XJ~ZRJDWD!*8J<1YyUHxc>1vZ`@8xtp$sL$
z^(!X-z5Hi2_ksDJ{B2DCGbF5z|0}X}&*PGu<qKKDXJvkPwJUCR_VQa5{ej-u5kVXQ
zM{~*+HLNm9Jo$i&;mfV(ru%=&?9u=C_x!)Eb=7aB-v8yf)&KX$*8dETO^aQ(?cVc|
ecj~o;tK;HKS4=pvX^9qNs#e{TEPoNk|2F}ZtWEI%

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-statistical-learning/images/image-2-Propositio.jpg b/apps/api/app/data/demo_documents/stem-statistical-learning/images/image-2-Propositio.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..0e0bbc59e8da3932ba597b165849fca3ea602d9b
GIT binary patch
literal 842
zcmex=<NpH&0WUXCHwH#V1_nkTWcYuZ!I^=Bjg6g+m4ls~os*M;i${c)hnt&6Qb?Fz
zL{>^(PF6}rMnOeST|r4lSw=>~TvNxu(8R<<Uft5x!pKI?*u)5A2qPyaCl5D|1TU|I
zk)n*E5y{~H0R}-11_cIrW=16jCP7AKLB{__803NOWMu>c1}I=;VrF4wW9Q)H;sz?%
zD!{<R$jr>d!pzFb!U9xX3zTPI5o8roG<0MW4oqZMDikqloVbuf*=gfJ(V&YTRE(2~
znmD<{#3dx9RMpfqG__1j&CD$<t(;w4-P}Dqy@EqR!@?sXqmoln)6z3Cvx-Yf%gQS%
ztD0L{+uA!iyCzMZGIiSY88c@sTD)ZGvgIpQuG+MD%hqk%ckJAC=<t!F$Bv&kdFs;T
zD_5^wzj5={!$*&wJbm{3#miS8KYjl4_1pI!KYxMz#mK-6@fMJTcnr;7f<S*Uv9K_+
zu!H=?$W#u*%z`YeiiT`Lj)Clng~CckjT|CQ6Blkg$f;}`^g%SK=pvVxipfLOk07ss
zeMX$en#l4Q++zrT-D2QjW&}navmk>#!}njBlO`z^@o@xqJ+je#c>irYN5-z+YdhDQ
zp1s>5d@4L>0@GWmjgM`Ld>P6^!Y%(ZaFob@k-Gk$;X}IqkE_DV?K&Ub<<c<q4XRjo
zt5ByrykBeX#z_{*uN`Dd?!Qv`&rtH8LF>>5^*@u(^VZ+c0_t<s%{#-{<X~y-|7o4{
zp*Y=3U+%MIgqat<DvY_E`R&75`EQ{YZ@rdklN5aLp!rgR^{MBk`+v&p(f{}N{J*Zn
z|AgoA|65f5Lu2=UhR31vew|&n`!O%$8s)ty+p?RreUnYJ7A{gKdchvW@c$+N6m&T>

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-statistical-learning/images/image-3-$$ # Chapt.jpg b/apps/api/app/data/demo_documents/stem-statistical-learning/images/image-3-$$ # Chapt.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..ecc506ca2914e67af177cfd09d31f81fb5c55df5
GIT binary patch
literal 847
zcmex=<NpH&0WUXCHwH#V1_nkTWcYuZ!I^=Bjg6g+m4ls~os*M;i${c)hnt&6Qb?Fz
zL{>^(PF6}rMnOeST|r4lSw=>~TvNxu(8R<<Uft5x!pKI?*u)5A2qPyaCl5D|1TU|I
zk)n*E5y{~H0R}-11_cIrW=16jCP7AKLB{__803NOWMu>c1}I=;VrF4wW9Q)H;sz?%
zD!{<R$jr>d!pzFb!U9xX3zTPI5o8roG<0MW4oqZMDikqloVbuf*=gfJ(V&YTRE(2~
znmD<{#3dx9RMpfqG__1j&CD$<t(;w4-P}Dqy@EqR!@?sXqmoln)6z3Cvx-Yf%gQS%
ztD0L{+uA!iyCzMZGIiSY88c@sTD)ZGvgIpQuG+MD%hqk%ckJAC=<t!F$Bv&kdFs;T
zD_5^wzj5={!$*&wJbm{3#miS8KYjl4_1pI!KYxMz#mK-6@fMJTcnr;7f<S*Uv9K_+
zu!H=?$W#u*%z`YeiiT`Lj)Clng~CckjT|CQ6Blkg$f;}`^g%SK=pvVxipfLOk07ss
zeMX$en#l4Q++zrT-D2QjW&}navmk>#!}njBlQu@oZ4X$|_2`fJ^6XpZTetKE)l0rQ
zY5I1GxsXoTwQ6T8Hia~v$7&7MRoZj@Gqe;({%2Tt8%P|;*8gW1>Xh}%zRM&#a*uQM
zire>QwoJTpIB!8t&xV72rna@e1K2~&e|6g5wLi6C59fadmCuLczj1B-&v4N@dUO4X
z$$u~ZS>600z0XEF^FcoU?U*0^-fa~nw=<sfzMEiV(CNsM-o(pL{`FjT{U^(c_`kpB
z{}pxrqr=Z$f8pYi`Ugq%y=mT$bj4#oE^in2yqfcVmfB7u?#yYv4Mz&+$XQ7-{J#kR
D?C(3K

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-statistical-learning/images/image-4-From this .jpg b/apps/api/app/data/demo_documents/stem-statistical-learning/images/image-4-From this .jpg
new file mode 100644
index 0000000000000000000000000000000000000000..9c330f76f8c7d017e9e0e1a5a3da03bb9551af56
GIT binary patch
literal 846
zcmex=<NpH&0WUXCHwH#V1_nkTWcYuZ!I^=Bjg6g+m4ls~os*M;i${c)hnt&6Qb?Fz
zL{>^(PF6}rMnOeST|r4lSw=>~TvNxu(8R<<Uft5x!pKI?*u)5A2qPyaCl5D|1TU|I
zk)n*E5y{~H0R}-11|<f0W=16jCP7AKLB{__803NOWMu>c1}I=;VrF4wW9Q)H;sz?%
zD!{<R$jr>d!pzFb!U9xX3zTPI5o8roG<0MW4oqZMDikqloVbuf*=gfJ(V&YTRE(2~
znmD<{#3dx9RMpfqG__1j&CD$<t(;w4-P}Dqy@EqR!@?sXqmoln)6z3Cvx-Yf%gQS%
ztD0L{+uA!iyCzMZGIiSY88c@sTD)ZGvgIpQuG+MD%hqk%ckJAC=<t!F$Bv&kdFs;T
zD_5^wzj5={!$*&wJbm{3#miS8KYjl4_1pI!KYxMz#mK-6@fMJTcnr;7f<S*Uv9K_+
zu!H=?$W#u*%z`YeiiT`Lj)Clng~CckjT|CQ6Blkg$f;}`^g%SK=pvVxipfLOk07ss
zeMX$en#l4Q++zrT-D2QjW&}navmk>#!}njBlVuzgWy|J2jWKVjQC|GYj{Cy;b(g+H
z&z@^_FEhoe^?=S>sYw-ePi8T^*H~BlPr#S?UqxK~gJX~XGxUX(%+j6K`k0@;*Z!^H
z+QTuNq3@PXFc1{7D6@URym9tlm-+AJKaGfE`Oh$^^5Od5tWp0NUMyXE(=j84aZ*TQ
zjDPDMN4?1pWyO7WefYOWPgh5wDPWsQ!%L}^2hZDdF}%y3bL~IFlcEp%e}A|CrPcq#
z`})5Iss9ZB7|efMRjxPN{^%@U#+JE$_oSVzy;ZMn>~(u_LS}vy!yAo7T?`=n|0V!&
CI652v

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-statistical-learning/images/image-5-$$ We woul.jpg b/apps/api/app/data/demo_documents/stem-statistical-learning/images/image-5-$$ We woul.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..882731033d2be2a145ca13c44b100d23c9e9c21b
GIT binary patch
literal 802
zcmex=<NpH&0WUXCHwH#V1_nkTWcYuZ!I^=Bjg6g+m4ls~os*M;i${c)hnt&6Qb?Fz
zL{>^(PF6}rMnOeST|r4lSw=>~TvNxu(8R<<Uft5x!pKI?*u)5A2qPyaCl5D|1TU|I
zk)n*E5y{~H0R}-126+Z~W=16jCP7AKLB{__fP4l<Rz@&jfC5G)W)@a9b`DN1ZlHp#
z0t`%y%*;$I%&e>|EI`$@KzRlhK~^C}Lq|5@z(jVXLJ_0Ji3>TDoi-j64Z8S2#W<;`
ziIYoATtZSxRZU$(Q_IBE%-q7#%Gt%$&E3P(D>x)HEIcAIDmf)JEj=SMtGJ}Jth}PK
zs=1}Lt-YhOYtrN?Q>RUzF>}_U#Y>hhTfSoDs!f}>Y~8kf$Ie}c4j(ys?D&b3r!HN-
za`oEv8#iw~eDwIq(`V0LynOZX)8{W=zkUDl^B2fpj10^WZvjb&$I$#G2=o^d3kx#~
zJIG&*Oyxk#EXcyDXviky7|5PjD6C}E$RXl1apA^;oXW;QA4HRiE^>*fm^@Vd2=W@(
zXT*7|i7cPNJ%;etEe0NDMquPI3o_U<eE+4n$<SkNd%%+G(hIitn6Br0Icw$hFFSnS
zE(x~_|K@FW_Jy?M=VOI)(nT0=1;#x8mf!uK;YG@&{|q1e?*FM<(D(d^RDQ>o)w=G%
zoAx&SIK|O+<iN>|+@(fll}8y$KG(09{P*&o)!YZ>fAY66{m+oFI{vT7*4^g6I_>Y;
zpW3j8^FM>i=fm;exVHXhxajR5%UV3^{-3@$@&62U&;K*HhP%f++y0+Hd3x)AhWk5#
KN<tX_-vj`MGb-5t

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-statistical-learning/images/image-6-Let $Z = (.jpg b/apps/api/app/data/demo_documents/stem-statistical-learning/images/image-6-Let $Z = (.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..579c4361bd082544f76bd7a1d410c1395c4af418
GIT binary patch
literal 8451
zcmbVx2Ut_v_U8$`igW}aN)b@H0W3g3q>D5uQbk092#A0{C_#EP0s@LkkRnZqAYGbN
z73n?nP^6Pc3y?Co@7+89H}898W_G@novd?mvVME7zA59BIpCzBu7NH90s#Ps`T{7E
zfHuIyz`)2r&&0^c$jr>d!p6hS#>&ceii?|rM_3RnA}o0N^citE$upudVy90_sY=Tz
zC_*3*u;gX+OG;{T7a>Z2JOsqd%*@8hCcw@vpmg^1S*8EyL1_UvnSf1TlNKZj&~Soi
zIYE?m08EvW9`v^X{5e20v~=_gj7-cdtkfH-P69L_T3Q-9T6%gqI_lk_)aw8pCq36$
zMJ)zyGiOFoA0DNrDesuXu9bh~H6Or<U%dM`f|-SnU*MFW#5qYR>GKd}71c|ZuV`P_
z(bdy8FtoU3X=QD5+t%ft>wPzv`vYG;|0e-~LGZ|^=$P2J_=ME77wH+9FJEQl=H(Z>
zFDxo9srX!3Rb5kCSKr#!-qG3h?fZ|xq2ZCyvGEDaJa%DmY5CX6>Kgv{&hFm+0palI
z4_qLC_V2K$?|%pOPq;X#xM=9;Xz3XLzy+cSpb{-79sOBF1}-f#MrR*xQKhF$Jl9g*
zm49UxyJ(K%z5958g-;wZFM<C9+TW1<-vNvG|3db^f&C9I48TSUqHZ27CjbQwj-+zK
zS)}sCrNo~Di)osyI**R}IuLBD0jN8lQx|N9O=yM;68jMC$V^;sXsKFYAC@6+#~pDZ
zTfoFXnRPe5nP)Bm*iE?53!N7u6nO7+&pBu;1%D9Cx`0^dj3U%AycN~MHnV%!0xmV1
z+?uX6jHJDF0t>JUKcD@obQLp_HNBcSdXTX>s4sp(BUYHB%07oCLF!-7`NmCB_G{RI
z^_VGUvQSoLkk0Zbtpl*hZCFDjVmwEFX3Pi-_#-$CW7#Fr>rNK$%E3c@5@2}M_G5JR
zY>SmuQ4r0#h3-Q{ix2WgxVlKfP9%0aZWOHX4u_X>1_yoc=eZBoS<I?>A7YQ&>sT4u
zi$gc4hrzW=HJ#aay<Q$+!>?kb%fF@RR_Ly+w4ML)m}!sUttLH>8I>&VrHCfyr;Kod
z?%%%zoXF1t-j%J_2gK|K?KxP@->HgneYxi{p}A$^?C8soj&({X$;{eFgN5;=Eyv!7
zE?37qQL1rO_c`)=05NhR*k;S5wbv&-B=ZkRD7vdugm%BWMI5R)IJJ8C<nkUI=pInJ
zoEPXdw1Lrh?d{5skXEoGEw6P=rP;oq3ZrC`mwhe)HmE=4oYJYyagALg0oeKIG9Pi<
z@vV1Djke|}|F(_*1<<JjPX``>b_GOUEy4(@T_zuAreIe#Uk(zD+{jHotF0_4Kz54A
z8saoOy9#41v_JvqDL|`nVZnYD1#rdlp^m3D@FzyuE{}KBXTRC)4b=iRiprc?!sJZ&
z3I1OB$c>})&#!}z%@z88HYjx6fg`(%l!r}0Iz0bCyz$ss?g@f+TYzoH_Rn%Qos&>V
z1-L$P3ia*Yeh%BVAOSnunqr5sn^egwb5iM+y&|^r4bd<=ZMIGU#>5zn3En|iq2bXc
zQHQd^Czm5{#HF}D;CP5QwI_*mn11l9t&eF66CYxURo-bZDMl(;ArAeMNaN4JU!EqB
z9ZH*Wm^?jYKX|5M24^k=iV5iFY9{23pP)C^;Q=g#t#yZ#yDz$zjN8rFq2{s`TEJ%6
zu~U|7QncN2A(B{dthrGUK}4^4pyFO_znp#b!0=0<RE`>QbW7PnYt#85HRoKt;?>mD
z*rg1~`T4MwwsJ7qb`mXz&(2hRs=SBakEA7~zd85Cm47-*6fs7>T4(Sbiae+QtwAh<
zg(f`>TW5}XU9&J)MR9X^U2`RNn;e=33V<Cgc-$mZjoW%NKHQ-7xSErbD1{hR+@JhP
z0pN`^4YSr@3<?Zk)jiA`tbBzI-w@PQqyYGH;a3~QjH(A9!Rm57DwCLNpE}jUJ5B1=
z9&GZM(tGM2317TX-&}hs26HaGuObPxWS<?2-RAZf<($=?tEsMe;gwvrN1yyQSojMw
zIIaw3JtQ^?*{^u@Ek;lK4DHon1qqY#PLA?2?=B6+G%cf0A)P1(0@CzQW;6D>@FGG7
zJhZOKYlmgX%~q_!eZ}oQo;7T`H|y5S#R{VUjgsFKch?Y{4oi<`m~eiMJVOOR%c@x&
z3qdsp=x(F48_)^iXnzP`ro#hT4oIW`OaYy*?b?MPeZ1QHLE$SkKBP{f7VX+kkD&{_
z8p`i#aF*3o0;GLpv7Mu?UQuZCu>!HQp=m@0(#;)=2x71L)V1yUsI*V3&pcF$W}0Vw
z%1H3ryNFM0s?rvHMQRED0FRl@--ve^j-l$kGd|IHK=F$)Zc*Fx3uB(Widq3wD~4#>
zsMIh!f9E*t<ASIEVQ{0Dkt=k!motha60R;vbz~<3Iz`TF@Re7l3af+~{{B5@H;K_4
z4-$wl=;Z)do(X$&DA~ok;yyMupSmDdQs-255;<BeF^EOk)(q!+_Ia~*adEb0i1~&-
z0*EA!z6QM#N21o)dt5;5FPLAcZ?c<t(mvHrrGnFDsrK-keVd+uMF>ng#qIjir{}$F
z!qkY|^Sz`Nb*QV?Y`F0tJH226R`1&Mwy@=s?PQMrf@9ke3SOs4ucyXoKlz;w|Ka(M
zXkmeSN+}T>^X6unBA&Ri+kQrG16pdlejdqw57zZUd&vJpWdu=xVByk1kDfgcDHBft
z^s_bitp_ElpTjHfHHFmz*7>F&$497IQf@v~FnJN7Lnw0>1>o`+Snmmew_PJ7&oy&H
zzds!O{@y_!4mv}c39Yap^MF=wQJ39ULm4049OYN(!&yIE_WDP8#ZAW`4lShC)CdP{
zpvHoMM{=;!3kO1`*<soJwX==`k~tzX>9PlHlOD7DU~cvR>qs-^rH;=VThHZlWl~gT
zh<l4W=CcH)9rLQ-V5DH+bKM2@#m36($P!JCbxlEA-IAl~ypl?#3pSI6vbnCOrbUy!
z`OeZs9~FOKwd=8+#n!v4UimO)m7K5K^}^+rCK+ZQo;Ng{wL(;#KbB{OsbJKfzL=bh
zj7@*~L_F2#Bp@j{SeuDIk)WZh2i<RsO@&y+ecyk90r&Jy{W{g<RS8=4Gd-cJXDCJ6
z*QBanj7z(1agYz=)GOY3P64#-DL{e-&w4=EnIWRK>&NK_9I%z;)@2<A1;rHFlV&D4
zu4|xkRb**}QDp>k;7w?@5y@E2>m;JD;kG==3xUV%mH^9nxW=C;rBuze!17LkFoUg3
z`_M0ih*oJ|>OVL(QvifB1z4~g7|=ZZizu22-BqS~)PsF6Sy}J@{OTag1M2<f-`)CW
z#=m-y{n*#1OMwW7s=GHbjy8vHnwaa(;?eqOWt=ZNE4C}ik2y@I8Mf!48F)hAt~qq>
zItPI{hr=*8;Th~_zk%QnJimFaKECepm81wI^$vilb4d+)MIM4(#IqtinSx2BZ?7E&
z*$J39BAWEH$a)3^t8mqDHSzwhaWW6FN<9})S=!HTBcDL$E{I(xc!OiP=Kavz>(7N=
z-S}L`m#X$G_%nnK)th;X;CbSU@)r*gNj&|o!jB44mccuH`{Hj?#axk^d}wdAYex(T
z&Q)1Pi4zO_AH6I^X3l*V_gZ+y0N>m0adUKXBzR+0BJ(jbQ`7E8mA=fLW%raSB^a(J
z^ke|LXHqZZ;q?+AeM~TP@dIBO9~v&mwpexow2!71%|iIndW24Rmpy5Lw8o3PdpXs0
zIxge+`HTx9OJJ#%z9*6zEwn=`xzq@b<Ow@iKs*(5YGmUdgdV>aWn8;JwI#nNB4-Gz
zA0J5XU{>I8_qBzbSChUjQz1V*28)0)L?>C$gpU9<8+Z-NfbG!M;0zny5nKAIJ#uox
zFKx$)oJVj427GI_O0*ji+Q>@c3SCMMoZfxtww{9dBDjM-73ga{s7wI}H$x-@GR^ec
z;m_V;jyPAz<FrV7Hn^(Uya~U%hT@<(1u%M}2r%ck#Gmors^5pc+td`Q{L6s~ceJZy
z3{FiMmTPhGr|Ml|$+?#rs%Rur{*|={5`S91;O%s{C2g_zF7MKn>~}$UUyICZ0}{aq
zCOdt8v*8zaW)v>}&fQ;4BkZ=^VQm5o8tkx}c3AqKav6^c$07dDeHWz<QNlF}Bpd7Z
zw^TAR_W2%RY}-FgwnSXY(+V$P0Kn14e<o^wBx_U(8f!mhZM+gH)^)|6U3oP6tg4yh
zOvXTrI5_<K{&)4#0ryju11ZBwpT5%F<J9DZd^GQ~9sKBjl{sp(MloK@X9~O+%sD>t
z10O8wLgo#K+hYy3P(FCt(|<evnNpi!t?v&8vc&0oCtlHRKbmQC3-Tzs-4WpC!`o3=
zT7UWOogZz(oSNJN)Et8v&H(GH3*NkwgsW{A*B+x^Jwo`qdui+rsZN_hEjHL4$B5bm
z1Q&x$^O3E=nHfc*-m))gMA!zUWiKD&mu%hTC|ZR_$KUa=W3{hNET~-qQGkp=L}j2D
zPCZ6bl`Ir^f1yp}WP+^r@`$&%NB4oG_|ISB+#3oSIb%+L3BZbViowmUAtuQ}jh?LS
z7y2+c;4di5t(A#A;*P@zHR5_K^zjmG;zHc#-S3C{kP34nA$rr#e>Yno3m%MzIN~IZ
zBAU)b@U56HiHH`?KBD;o?``Ubcp4`<t*Y=pguhO__Z;=pltG*Va1%MbUeC54`G9wO
z9e(|`&uYtDIDslstifd@mjuSFypd0%)nPhtbN-ENtsf5&o)31LWsKPke0@AH-d?zC
zJ8@mVUsTG{EWAX49tg@Lo(+@6x8r*jx>r2?3eJvQAF_}3o$N_#?&sdnfvYD+zklV*
zo1R>0H98<Sj*Y)og1mFS<L~SK$J+lz*78LU_`}XNzrH>o87MpNnf0syY=aEEtG=}7
z6$iz%FuW^rAjFV8xv#&StBJ0DaOFklUG@36gUpfoGZerB@LoL%eV^{ko}9!?UwNTQ
z%rP8cF_rcm0uruHDYSKGEzovj`eZ|F{+vElU}CDZp6#1mw_MAL1U$02n=(xaK}Fi$
zbomWOviSSezH6~1;GO4}&^L0!)kdL-E_zTmd||A=I?H^Zdxn_$m*7(LZ-C_ScoLiW
zw5(q(?A#|)T?Bmj;-LaV{U9w36P*Z?GSX)r%<gzO7{%d!vHX``wOKjIDqK-MOg50~
zE2{zas(~T~7)+x8A(6M)@nR16Q@_<X=8e8Qhp!1{9rCSiF+8RKnp*p1Gu>@)zBlt5
zehybgx^yE(P9ncq6#zl|iMWX^Wy>+5XPEM|^G)ZtGFi{iJngYHy{3yjaQ1)9@c+YS
z`=<Z0tb#G`0<c1dmBw5F5i@)fMQdhzaR)JCGfq}3k)#ix=EBweEXybr6$Np={<7g@
zIEZBO*hIV^^so6NS^uiA{4cz^P-?!1XD4FL#b5pE&H8ZIU+SnmxQ%mLveZwDJPH{9
z=gTV)lE#qXr<l%8x(Ey}CIzhtE#5L%%mV%m|MNd6<zLGA-)3vsf1|vM|5<s{{#0H+
z!7!A2fsM9{3yqd1%clNV4tV%L{I@aiZ}_*V@kr{wQiYlxHd&}O%e{Hj+od`-m$v&`
zD6gJO*b5L^Cn$^1+@&ESM&^XFzt6k_e{f~_)~7w2OjK9OZZYH25TBy39ZLc-KuDzA
zeczo0J@Ax{d<(S7WBmrvT7y3gRW5A*800kSe>?NHxWy@r3xr2OxuKFBD#Zu6())HX
zBIAd?ha@T5!J;zxHUu{$)YnW<XOZ7lrD~?l4B34jy20HR7IkE8^zp&-6}a$zsSo-6
zAmghT_$J-L8r+orXsL?*+IG9@4lGN2o4!Hzv)ORoI_EZ<UPJcB0mfq+8ivub5U0;3
z{cbQ>7U|~UJm^{t5b_ckq!9EsZy~IKD#W;3og5!;d2V;@i@EX&<DU9=wKPqJf6cdo
z{n3T_M=CSwfO0}iSREvyVuDGwX2*?JI-x4}cfWxH@W1*6fpr)fVuVV_KKHYF^vEsx
z;p;8dl>Njv@Ra1d6;0(c1Yc}0GV2&?RXHfq>>7W^o&<t`R(7r5fC0jf?q7ps@imFA
z>rGV#!^d1EyG4`jPMjf90Uk%})y;*-M*qBfHzJ4I!w%+vgB%W{+)rxq3+f!5d`OLy
zC&CMtvSzd@Y>;`<i=pt~QPQ7v(ygjwt1;~Xw6f9Yq^CQp(OKa~43E_Nw6--*Q-EZm
zH-EI}TxDgA>d_v4!r2)tD~1Sa<bfX$zx~8Dx8(`%hKb=rzmBTu&M7GEuopfmm%piw
zkO_#LZ%Pg*o|+;YJ0>9>Jour}#k^>1O95!mbpq5_V(u|e1mq@2{Xw*>9U>e9A<l)Q
zH0w$(-eu{br3~)1<jK|k1BQmec14eBmAv`wguOyzu=y*#?shJ{h6?HFMT2i`_vC+?
zpv{J+)+O7UM9T5jv0J;LTB=%)Ua~Rv2q9R}wQBtgPLV`Lm$}L75o6{fUab*8eZ!Mv
z-?4`-Oqcij8vQN5hA5BuGmAFkvKuC=8ksZr)1Y`fGnnd57hRxF)v~r>e~J0$ywD^T
zn7iJFIn7sZ7*xMps_=PeVfV?}uL&*Uw>}<F8WzdBR!?pqv*B*N^R^&ggO@2~NKfm1
zh%KxclYoPn1Nn7vAtxT@1#Q1yUMA0NXWtDHuW`<9JKQl3lx%%6a{@PY<)QKNl;V!p
zmdQ-E%fZX+rnYgGmH%0;c)WL8sj=7gv4>u5s8D+fTL;4P_hIaysRmA+15t!cYay$?
zwy8z6&77&>6Ok+zsI5_xp;id$E_;k<k*4&?F;=`-8$UexZB1OIj2>2&H);O^<Iy5G
zOl*y*mvMfopV43EF2SVz$&4(n<5|rEm4cr^u<zfKzqUyqo%DDR&a&g35M%scr_GTi
z`N#VzxZ_6guMOP%c$gZPzz#PKYH!<|tyHg2y--L9Ezk_UYE+p*P{`rXc?L-kf2Pb7
zM^jSN0{GFqr8Wd!qu2EG`sJ(WjDKshLSPI5%{opUao}X%ERp1eSAK-$u@IXS`}!@I
z>_gG^u*sLFQLSHC6K%W(%mdpK$|?Z3m&J1g4G67<f6`bKSZIf!CD^(MEs)P)5+2Kn
zshgP`^qKsA1hUp2B^sj%tGgs_r_^=rq1S@ZyVajI1E}@4*``_A8scbT?|e@`L>Ss;
ztK5|SUQ@LC=_AG`>J!Mv!C9Y_uQD_o3p7=$-tJ13aG;i2y}p`!MSrCBCW6wqvGzXJ
z!1o*(ve%q8Jm&iq!dxU*w4gXn$4tine7$Ixfa7!_*Mz;@)b;6+sFFJH!9ZCPlnaIw
zygahO^NG>D?gnx+Tp9LZmY`p0a>TYu&DnWS3wlIxTS*dw9|a(?nBa5R&tFg_bIEd(
zBd;LH^pb=D3c$=4PXV;vLa8>DMugECCiGB%sKo0OAg32a0iGI=At+o547Gb|s2L{#
z?F@&k_sE<i6fVT%1<Cig%?IDBsd4NKin-mC<B9;;W_fqWbJ(x@!m^@=ZNmz<H_gP~
zy?gTnwgi@De0JhQV5g27k(w_VRN`+IO?3yMr>eL2b*J-i-*Y(h{;=T}_=5eWLgT>@
zMHz*)fX`e*Kc5Z?n7WQfZrut~rr&Eqzk_{#aHa2=gudrcNX5q}rsnW7Z?fBzhwT$D
z=%!iJDYiRD#lG#O(baJ2bMEx$k;y?}dmFL}HoW;GA4>GR{hSoqWJUpG1rU#(fJty*
zg5VR1{piJ->}FT*^Zq6R>*OiJlv?2yf4WHE+Y0n(WXAk_v}p+d+yP-;%AHkZm@)=u
za|a<GP4Qpqy|SRbLSsmE+iF8C-$E|p#X2-N9cA86mQF|-CoIY&s7Ib;9GYpAYglNf
z-9QNw&pv7pT4yb_7OT&F1wiA`demkf)^{I_5gD0`9#+#BIIBMGI;BbEvCbQN9b$PK
z;?c|=I4UlaC9yS`lZX1;6Xi>I1f8SCL5PJ*%DH%n<hIVWQ@3wwF}~wj1Lhihu-)?r
z{-_W+E0dFsWsXks<%tbR!KeMeq=#!TLET8)cAKO2%vTn+ZvP<PGgjH!Bjag@Ed5__
zu`&Lv#d7G7tNHd*`j2;vU4_1Y%?%fa!MKP(C^_1ggWCD+r#28FAd6Ob1R;0UV$3<n
zYH(kh{<WXRjUdyxC*Aze^v7X}L!zH>F|Xzbl65;eQ(FGP<3D{`0=A}HTj=|=p562q
z*z!B5>391yKqnZINGpNPJjvNQepTO8F+BKgEsE3D19Q;UHXkn|x8<MsGWFEfFa3ph
z{X4eimT_ID>A&yia9r24Qa1011H9B%N34x2J=o6=_ADt?p3K+PU0b@vM!r;f3-k*i
zR3J7Vy_xGPyV=p$U_@G0Ds`a%!ph@a^V5QtQlJ$d>|nI#rj-ze^F-LM_Ga!7*?E`-
ztnv_1?Ts{jcPR;6ERJZ2hC2Xmh&!;^U8YYIpyeI~V1a&ucpuT(Am)@1(Xau{Q?uiO
zsw5g2DDD)r6}iDKM1IN#Ca|IAZ6T%%0s9Qe)C4+_gUDcl%R8pkr5cn@ESXl4V3o`R
z>TqvnC8~RV?D@FHSN=fo4Z0RmP9MWL;Sv{8!g%^k_Tlp9u#*%Z&z4YX<R$TWZ0i>K
zSkh~VFgKPrmSt0ptLb9b9dyd*>)`wD<24<HOHv}~cZZ3FtIIuqUUEAQU`q`)ACgG8
zJRf*J`Cj~RX<kwcW6_yC9?(+e*u@Z=F_huwbS%z4s<yFCI}#y9tr%g5+N&sXmH&(w
z-Z6IWBb%;7jX?^X)e}yInau&qTfRvP*&{CGlO~K5puhMX1(>S`lh5VHes$!jek&Q-
zb_HVI`8D<Wr}*3YD_X2ya~LtrL@}~JHNVdLTKy556SnTJi$s><%dFe14)`blUsYR>
zbn2Re+>C+#WlM?KB_|zPAoSw!m}?0Pw}$o<Pn&Ap|LLd_VVuvUi0X#EDg*2FSCt~-
z1F}BsU-_~6d$Ntq*C@cNJ^il9OS-5RzdlJ~!qv}F+pQdz#`-2Tt`c;ogH%-bt#2~A
z`YT2tI31CW?sL`}=LkqFiXW|F<~b<ibi5XIN+6gIK%%Rtd(CTPJ-F%LD6(VJXgoUh
zsL~uXM&}|n<u9`LgzBMDF-JW!>HfZR>~JkoVSdr^>8_^%?nJhxwM$|{D;@)-Y53-d
zvv`L}eybXG=dy8>Qky9<Cb_wOrX(0iuD$HYPe|xNfMeBMyh%u`gpl5=cK*=F>!i!O
zd#l;uwEeI@v*`<x?K7g~ICSjRUb5EySFcwr96e$P7Wq0gO9T(0O9vMkUO!S6aS_kn
z;NtfgeBF@(I7Zf$UDd^HeO%~y0_G-k4s1f!?@t%NQV|>^<(C28F2ve1f==vy!q=p{
ziPmU2<wpMucd;&Fa4X~1g2+pOzBvxjFPMKSf@-(pX87yze6j4k>5}PX?iQ>)8YZ{-
zOThQZcia*-U^ypzziP<T;E^%&!!AzemQ2zE9)|65b2Q}pABePD>pA*hk<4rLd=2D_
zxLeL>6#1I1qmS@WfY_kcm^!(Ry`NyzWviNW*8g+L=Jp(RxpnbjHrJ)g7Q=3}Bn}?X
z&|ejgH8sa*KY)i8)Wkw$46w4Wm$J9Ods1P<k1Ieg$M8Ocs!Jg{RRdlWpd4c7HX33e
zC3-;!@lqGjC=K>Ik?((W!aamzF22(J*Vx|iQv^16{&iyHkJjd$A5b0POY2BOU>b*t
zm2HrmPZZ|r-!g*X200_e(lT83#Iq*;+7z*NM}YyN_50WC_dBl^!Hd-(ZX-623s-G-
zO&MRIBOAQuRTx_xC5(03{f4T3HVv#)$U|dk*UdRj2X32?W=e6(*!#k+L)+$--nnxr
zgsfd^q@x~~x)8FwGlu5hSNE-|C9;t33A%t2$YLU9NCR9|DQT6KRI;R3tzojXhc=`(
z>-yM<kbz2Jy<^)okB=_4>fU>&)VeIlEo$;RB2^Oue?P1E>&)V>nfE)PaDFBhTl%8u
zm0S79U2y&I!+XEqJKabb!xI%9T&bO%cz3)>+vSA8^&5EOR8n8n^2{QK@dPF;Kh2yY
zF8h4Vp?8y@2g^d_{_Ro!zG0SKI8}BIWQa%bZ+8?sI=xS?>5IN)=r=J`Z=N?h@jCwY
zBo=(qZpAj}cr;5&!vm?C-n2cZzmGP`4Oa+}pPT0Ry6?%5a$n5-#QnFuhprkQy3%%6
OH|>W1-kAeaCjJ+!T_ooK

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-statistical-learning/images/image-7-Z2 --_ Z3 .jpg b/apps/api/app/data/demo_documents/stem-statistical-learning/images/image-7-Z2 --_ Z3 .jpg
new file mode 100644
index 0000000000000000000000000000000000000000..c9f57d8f8f1fd2196ad6d339f739b790046f3258
GIT binary patch
literal 7701
zcmd6MXH-+|y6u7h0Rck?DG5!AG(kW?AfN*BAp#=OK?S7=D1!7R(jpKM0RidKM2JWU
zJ@klvNC%}Sbg7|+5Xg;tf8W{X-n+**=iFcS&3M)tBU$Smna{i4=b3XZ$`8sc!1jlp
zfgV6Z0{}GC4?vj!t^$k<3}6O&Mlcx6#Kd@tg^QJinVIDb2PcF}h#v+O;ujPY7MGV4
z7L^qf6qLFsEqh*3Sy>q-sit{JNkjgEveNHKXqcFoSeRM(SXud$L<B{Y{>OvT3a~Q*
zzkqcRjVM6NP6J}6p>zT;>i?vt`NshM8Z@*ZI(h~$Bhx8n>IF4y04)s&L`w&vr>CQ%
zUL8XH9iU^U=MYiUVc;~q2Nr$8r4*5r$0&BCvW@%Jz?S%h``*u)PVw;ao#8(#At@z&
zPFY3u;w3fptJie(^sgKIVRqa6j)kR_wWHI6ht4jpZclxDpZWO*1V+AyijIkmL%dFY
zlaiYDHa#Q1;C*3HaY^Zi&sEhmwdlI~hW3umu5Rp?p09&L!y}_(KYotm@N@GEi%ZKZ
zzX;nqyL<Zw#6!|=Tr>dapRlOMe**hIaIsTy(bCa@=)k{m(a`!)1H?{8FQUl6p<@cZ
z_k>eaDT0yfN>W~B8<W_DTU*@sy$4S5h%4jH5`IJb2eSVju;>3z$o>P^zi^EMEFc={
z;(^!!IB-Cc$`3#FJ7nU=TBQALt~BsCJW4hlW@@b(GV4p$diNMosrE5%jsl!<6I`YM
ztiC+4$793tgTp81I!OKC_ontwC;(Gf=gY9{CEVv8SeTea>?g8XuR1KA-|iz}f|#r~
z8muXnm2bFeHlMsUhZ^I{h3Mv&S-SC97v|fo96YwO!AzwxflA4`R=KnYsecpaWHQTw
zF8kFrWJ?LhKbTKx|A4$@OdEbSziEGGj^Typd{zG=Ut_k(VmjB<qHAUwSizupM6CZe
z{Mnga=dF<fWM#w1eLeUV2Mrg^@~*`@n2`S>c5y_D-|j8eq7sw%jLfbhxl=Z--<8AS
zW`Viel)9vgnL8G^6SKA!#<_h`pL=={p?ml1nd|5Dbc9&t04`HqYFytaiQi~5*E8e{
zrw2?&eKT1>26e-Gm*1ePBm6F-mw^pqZLsx@e|fMe!Hx%iV$cM~F=@H1-+yH1AbEeC
zd@cljwd0m+Y6l+s^1<k4N>01_jUqYqpLK>kG1KWWzCz%I<JpkA00WpdT(KH*%0-K}
zc3as_e!8DM+Q+t$0yHfx!sE&_s42^@uYJBfwZ4&?=r7Lazo7lKqd&5()Fl_9I-<qb
zQ!uSsvvsoO((r20P*r@~4zlr?0zifzYl5wRY&j>Ub(&4C@Rz3#lJy^SjYQUZ!!c)0
z&cciIO>{I9o;a{+@JtI=Bkv4Mj{9fcgg!_Zc6Pn5wmmUoES8<VE6#R$6tUREivJPp
zi2JhHgc04BIB!1z<!4IUlm@@^gJQ>22K#ArxlH~Q+zEIThn2r!M_OR-QRpxFLr3sp
zO5c>uhB0wJmxTiG`;QN`tA5fG4qCS+G&Rbpa~}0f6wkI4)i)}{1g0T2hAfCLedON>
zjgnNVQfg~Sv*dN+iMV-RObb^7hrt|-Q#!3PBX%0J`}xK3k5{lpto?EG(`98EYpikA
zkQ~Qg`yjK8&rzigpDrxCOxaYM{^6=UbWlUrb>GhMCb~K1Q#y^zM)8N7Cy2rPaE%JD
z)Bb6=0)rqNZ?eVK_QK+TykNSBkU<3L1XcjeT8a)fD)L8Pi!mQ8-VsTTzS_}wJP>mq
zPMSmfK*<t3GbKCv*ieZ+mmH2%18CiA6+_0Z_-9!hwPuI5ths=OmrFe4*EiR2P1Pw6
z(OGm!*JDK9#6O3h$_PI-8!G39KJR~D2y6r=To~KnHI9U}m!DK3Yo{ScBQqA6t71oH
zb7L`&a^CKip9|W$?3olFHedw!smmvO<SwULn`f+}tE2AURG;<Ln%@rTb;w5m<s~y$
zi(Jzz4!~>^*9PnNO_RxG$^B$IyhmXB<>g?W{n71&ftu;u$|{s2`kokpd*~O*DX=?x
z)J%=-%d!*T92iYkx__x{U!|A0)UD(q?N#9N=_Q8!7wl}-r{%~d<Z=Ni#D%sjSbNy4
zTeXEx3z}%NV)19@+5uk219tHKkU=ZU7%$UQVbcaZ{jxp72c^-yW7*`Tda`%u>ZBQS
zB=)JI=pRK%<Ld(o@Z#d!jSD3|3yBr5b2lEB`N6JI09r6~AtBHs0NY)tI(@oobPm=s
zuy@(LQw+t5h7q^OWdji`c@ba4g!^d+bh!Z2zrrHjKOzjLNNg<h4-?p(fpn|LEWmw>
zz4oq$hDRUJmkqi1p727}S-rYRJKhJ@L*u0spy+YD!tzWZ5U9&#sx7z~uW>tA&e2s|
z{Shf;VWAaG-RhsV73q@SK>=<-^)ZAKn&TVJCMZ<tj-9zT##RJY{>ZSfORL7K^!h~h
zG;gA~Sd^^ZB59W9kTjO#kG$PXj6@mDZbH8IuiRPU|6X`zodRf>97tj)07_V3nwijf
zqS%08UtVOE(N_$q@znUT_&9)RJ02OD@?%6(#_;oi&$p1v#u0aG(Ar7e%`tmgd*0!v
z5R2mi->k|j#H{Y7vv`ZKMBh5ELq2CM1?oNFHdaj}%|xJtGCWStXFl{qd5Fly?7@v%
zE#6yX&Op{M;~>NIOLmU>sna^Y22{z%j{(&6T-qi)eDY-A)+Pl=J>eICGhrzJhx@>4
zZ<BY&6=M1<h8^AGA^Up8PYD|NC#<oD0{B;wr9gu&)aPw6*nN&UjB&*UFXmfncQM7$
z>0Q${G!hzF{{hOd71I5BjDH^^)ku&p*s<*$zS5j;tgYF6&So>FcC1BSOM-s`#gNbW
z?WOb2DPf0eR-zuwhpRn{g_x}ei-m6c2T)~#a6-30PmoI->~=V8G+enl!F<m{-`vIN
zPG#*In`>V$H0Yjrwba7Iyk};~gU+bIbomT=`dU?#3tV?cN_Ce+ko)Ut^ovVX28doA
z`}REj9@Rl0X*3!Pk)d5P5Kk2bZW<RpQNRmv1-m7Ntp`EGUCP;$*QKlBnOXJUFC<R6
zfCiUy1>+Onn1FMFJ(J9E5}%7dM$?=A3Z94ej}AlmMtB&9iCEh!T&ypJig*(v&p)j1
zLwr>6xY{1diCjuH9pMP*_YUpjl{ZGKQGoEVLK86c%=o>S0$eR>rU0R96yOkwB<lIX
zNkS@{M+eRn;LF~?fVSWgSxi0W_;kj>@lh28m=A>G&J0t4WuGz3=2Q*^5F69i1)k<?
z#s3Q1Rd=5`*yy7GNz^X>!r6=h<PF(V0L-&6GSW_ni{^V+`vvOb-oJthn`wlf=vTPU
zwki_+?9dM-ELA2-<|Rw-p~>!pGQCYa9oLAZbH<RKZMpfRU!%E%rc0gg!&+lu5xEe9
zd_<zlpZx~>UkSXo@~;!>z18END`|EC0Tdv<Nx#IMA4?X2a;5Rdmt|c!46xxdwhwF3
z*E!KQC|n7=7_K4S-xe$T2(Q#Dlap~Z(F*wtJ}V=3jpzl7;lTNzI9Fc@q~EBj=XtG>
z7*wT9m-9XCHqqmBqe`PYRFXiyd;aU^;|znm>$as|CQCUYwRuop8dpdRh<h~|hA)54
z@s@j<L#HKr#69N{83Ok<d!6ka?1^4@)yVhb)00!Kr0S<k9u-bX)n^&5A$n7RUE$X<
z1q6MBav!4$s?_bN>=RlJ<xR0{1iX*74t0vy*iJ$r^0Ft)kQM}J-rGs6U~KBEbEz`W
z1(;N8-!n<AR?yHgbpz}mxk3--{3660nz?uf;h*2e!pZ|R11eHG9Eh7`Gm?ECd9J1R
zKdLijp)cYYW<yg}ZUYu-b0}7Ym%#!ht{~a~u^G>$gx4skrxQt$YeqgkCSb9x%`W{e
zD8K15e!2Ut$H}G<M4xnjaim^%nBsWDuN@?x3qLxh>B_YF)_c()q^v|)(do1#2;PC@
z0^TM?uLdjPvn0F5H3CzUy+7-<GKq<UqZ-Q+v4?wSxM*tr?$$RlT*_x(2fVk$Cm1$X
zwwi;)lUM%Os4Ter>9&dC1wla5DBxz*2m9bVBNAI<F-0!HilC?w-`f-*?YY|aJ<a33
z-R@cDP!NYdwz~n1EQ%ZLaNZA16z7vT3)gtNp4zwAQ4{E4QTe%c=#g+`Rn)y&bi6*7
z+a+@lV2%K!sHyuqWWI+=T1~m~He5{HUFNsiH8?fhofBxIk2`7fHm)^Tw@)y7t(>Zw
zc+Ene-pbO6E%3P%ZA)g!xEsl%HqTM1*ZnEqYiZtwoSngPi`N};Gi_6r6Shq98mvKT
z=l`U6I3(_PU^A)|_Wfz&h{wj=rrN~CahJvCx-75t+EOBxbp+Y9IsR@Wcfj#vGxu2v
zz%u!33>1veX!O^&Dunxj=f-|;TI@AHHQL%pQ7!y1h4pY}>+#bx&K2re1FI}e3k~_g
zW9`MN38@&*(F~Pzh5VJzko33}jqGDa*v$@En*QJmTT^{88lpMl+F1@JDVttD8`5o;
zz>_SX&5Sjdzli#5@YStJgAeG~;IkpeQK&t?_)z>(JxB4?9NVB*Mt;L4;B-`HNKl8Y
z2w^O0LvBtm%ys2%pXc<vuW{$nI9gUqnkaBfdyAObt+8MClm>S2gZsxFO=?Xbt9`ic
zgz5MBmJYGV7&wDbx}eRqM2wo9@R>f59{56Sg?>r(<TuH->wVour|@R(xJ)_yPK!?5
z{m<wJHz+{$+9fDaWuRjg0-k6gk`)S~*Nomd!`_w?<#07o_tDXp^6lgJqd;3+G>aZM
zV?O`=+g|*(UGJB}H%_{T7S1m0XXp$EfexYW13ptqSp6aVr=jxuH8rvKMB^TVDS*RF
zv&~;Q_*=C6brxx;LATVTj&3k6p;P|o;rejK650u^S={y)=(J~Ue7%D^UNgQYq97kr
zqNeCPD)FoMmwvsb%uq=#<YMF;eRP&^4Ivs?>i=v@5T?$P%5z|0`h^VVUoLMECCaaZ
zu=p%-+6!@>uP+=bGBg;785FoI==$7y{!s~nvxOlwV7Rwrp^pywxOHjy{8~SQ)bHop
zD#wIP7*aMnH|bmnX_=iQ_lR+(7uf9^8LeRmi)mr6Dk5ixMMD`>YwB6i^oZv6W1E$>
zik7~%7QUf(2F|#tb4<Jih41dg%*Bt+^6?2tfxcJg#PC{Ymt<@ry$VKExYVBa(C|EK
z`5Lnc^VX_gwMS6>fj|D8c=|8CtM7wRn@L0k1sKbu0Oyuh-w`MPIhKF(H~_Pqdphyo
z3bOxV&foX^e>1O)f<1vJ8JD0^!+M`2WB6e9LbfI8T%zUCDPTCisW;dUzsY?b%Djb1
zei-N$_)}4@W5hJ{A#_d){~pRlOei6f(mMIpb|`?X&#|T|vf$mtC2eSuZUB}ntfd^Y
zSWV0<0mF8tyVY)=(3d9o5^Opmd+TZkHH=*_!8Q-4=aD9i6GXrW2sG!$5}olkWAKJU
zMX+kujP~PWxC!!WnkFGzU~6f-@zj4*yT7a6KhO1ETx6YojkDs<#;SUrlo+0TXdlq{
zIWx2%bYVj;$OLR=yM(0ne(kZa)m{pa@|5WV*@U3#G^CtxvE!NC0nAKJt_|7<v>)?@
zDo^CZ*ei~dJH=QK6Q0UGm9`RzxtYKgIqax`Y!BB|LhMA&Vq#U{T3LiMOJeUW#=Vu$
zBcHF6>Gh`N2%AwigUxVneGO?2P}QPVuL7%$dPrMTlDGWPn3bx32)=QR1E|-y+xY8W
zCd8cw-fY8@)@^+LV&7&XzLz}&3>t?w9UjztG*V8Oaf>HxYV&ES5^B&d9_1xovOc1U
z0QnB%mucxFr@8#Z#meA|Tfb~FiA@G`FOlmW{s{xE<cXht%=|v$fuy5tN8;1>cB_5|
zFgD-i%CJ)TDJ_PjwbYz;aO3Hx%VFc9&7%KwHmF5HZIhcQqf1E0=qQ~?(y(pwW13I~
zkJzmKAgtSFN8vqe+A_%YT!g}bI&_^!!=2hW=1UYH+dI2&BTR6fbESr=S6MBI=nk~C
zR&ILYgF|tU94E42bpx^|v<!NPz-bBiN1tqrA9bixH&5LDi&eUfo592{$CCwPVyM}m
zF+Xj3s(ScWScnifyDXsm{f;khy!<{|BOR5U!-iEt6JQTk_ps%F6A{%#$}X*dF%YFw
zY8(#3h8d@z*;&UgkDifsC%2H{K1jxo$?f7zBhHIUw;C=lzR7ONj{Fg-wtCB7p#8l6
z<&Mf9F*~RSTE6Q83&rX655>3j@2ziUthfOA2&vxziXvEay!Dk?93!jwj7!FuaHKtc
zoSd`qwV4mP1hbvvz8FD%JbpCk(lCPF4~zS#Wz(oS`#UK~q|&*Sq+vE=S6kjrB&)rh
zjypaJpd;`gZuGx`&*2s3;+l2Nw2~5cX{HCPpu7ZD6rxGRvE1r;rJa6Vo|;rE?#(fy
zXw5Q!x=8%Ey~^qD*Y>zxr^0@5;mx)jzN79${{&>8WdG!`*3{8etM197oLr4B5a)nr
z9Pn9LDbRo@;*!Yq`&6-$XL|dtlpr9zYpQ*w;pDwf2<?%{wHfjAReIshLA&N;%Lw9_
zTHf-sTAFd9hhJA5_qU40=cDbi`s?)(J!F|rbv4oJ+>-IvKdcIaix$+tTf+Q1eZ21D
zF$iDu7Cfp*u?3FzC@B^lyfDH=0fKiafF!`}li<}kP5}~gj0aQ><*PN-DoY#;-A|8&
z9WFpe&S+5?dwI^Sk5eF>A+kz=&5E@Xt&9sV;O98?_CT_}3}p7ny|41+s-y3_08#T9
z>a0u3G;Y*#2~j3I&tVBR-NMGr9^M<CIpQb!uwvf6J&Ghrp$t)%iBs$pAnJi%;5#G7
zr(RDv!+c*L>L~y=A&})3Q=WmvMng0#0nqx-#ky&5z!=eT$$rvs$I9P&<X%LOKwPvH
zhW-nwggWCT;x(-yFMPB4Vd{=U{bkG#yGDInvNjY+rG8-PIm7jko0;#4_bu-YZ$3O*
zoDO<_KKENCc(R1-#=IKhaAn}(uy2mwAFn2g4j<SsvWEdWYMRmRCG|Xa5+sVf9b-F~
zAeZ0K#Rp@vJL1POtaRXASph1BKc*EJei&w6cIG<@E;zA1e=@rUC+*TyZQ+l)tS5Q-
zzoUKTZoH!aoh{>*>}Q?&IMhrOllsH<%9`GrpUS%p0Ii^!^R`z!S?e<38WKBDT%G)r
zcfQ?0{d8}rhFm~#_#0}0g&;Hpo2(T1%MlddiFm6ov@I629O6E>`dtOL4@W{d>u$21
z<oLSH`!TYF!#c+b`f2Q+NFVX8Lp;~pXNUm>SArUP>mrD9REm!7(j-X~;*k9L$vjB^
z`;FsjY&U2X$?752;hGW%H}x-w<+h~obFK62t2c8`Gh?B$ExZJO{q_YX0{yRrg%bh3
z#xK}PtPTYj{azID-UWV|tTL~;#+Lgh+9FMf-gREnE)M>xoEgLD?`+cW`qx26gKlqU
zjDqs0X=CM{c!d%5PDaT{s-nByPXV^<AQXU8n_EM&L;)eUr}>OG#Y4gAycPQDJT~Pt
z_)+E4Lkr0{Atf0IqiZ(gc~FkBT_>+ab39fM9J=0Z3)t@R%`Y}XmyCl#7=l>Ybc(-x
zQnEgLLL(>_Ssex91J}yL5x9$*QNbEoe6QO#mMrVzM6x%05-+`prY}5e8ULi!HpdOv
zy+-e7E^8UiFgKlL?lYnHX|P;&+Du00)HNs13UlqgIYf;%)Q`|`ON-ZGyjW@4*o)46
zDzo=aD+OpV3S?1ayqhTO&3*;hdcSD~dpg*F0Bg_Yid-^O!_;~;zPL_|hm}&fX2hx8
zhX1V}%6!*igH`?XFEH{vTQ#=v1{G5537LzuN7}m<VaTEsKw!`2jNXJXr_I@ss%Ja-
zbn3^~CudTCKsynU+f{798S(wXB15jH?OVP4J)ET$`e#@mCOW^QK;IN99ug~2S}D#l
zU9+o9PlCK-7*0&7?Vg(P$A0i*x78+nd^4oYnlIkaGg*}J<C^Hb=860dB}-?pnjfev
zAe*`>d1h2ss?7&ZHZp)bZ<6*<HwH)hxD+NtipSmK_?*=LoHtS%QWHkhCo4XZe`)kM
z>BA?%>Y<A!n%_8WQPJfaawl@`(c5Ncha2pgUcd7GV2JtJf?xnh&ZQOKZV%u_?8glx
z>!a4+HhIuxUKe+Sr-ogy)k5aE-=W$tn<`doz9~Zs=xDyh)QzdQbDcTonV6*e?i$ws
zfkxE61AT($+{YwNL(uj{DG5{GB7WNaK^w;YJ9V>ZT4#xwcqDhR>Yc9*x|w^^Y|*cf
z9<A&rdx3TU_f_jbIp1}T1B0ep9ve8993gG7k^>?Ay0Tppa28o*bYty({gy=2tQ$!w
z>iN~yhMMI>j81si=|j}DimO;CqXQ?_t7K(N(wM*+)8`ocjxDV2q$KP{cD?YxR&nR;
z=4J<ofBxk1i9|fTi-dq<z2?PhQ;b^aq=(^`$N%Q|-v~SyM_dBKrsc5HPp?Oru|l@{
zrW-c_(y*2U!9D>eq&(x!`;t~Lc22NIdRO<C@%APHw_DC^PDGY>;1#&X4V?4FTaFcU
z)1EI?S3w+fPjdW0#<-%FCFh4V?o|}^I@&)-?!l6SCL)gNsLRetbbjTI`A^#OHw%-A
zCnn)Cd;N6Ln1P9hjRk)y$O^zhVl4ZrXbvOB8`Y&iIa|(%a;gR17;<Maz&mGZvNd#<
z1KAWq3SzgT4?x8QE0p;=I;3^mGr#yITdZF3s+ifoc?#?bmYgAoG$5IX6I6auU{Lh^
z&Z4}$?4p1~_^wFW>f{q`A@0Aa!xI=g+06I7>pn>$R%3?UUDji*0Q|P?XfQ{+0E5z`
zDb;Wwa9}&C5+seI_Pp3{C^BR{x_JK5>=*qh`;)r;#k?*3=M~kfJxxY<tFFzsO^buq
zzJ|Bq+g}xboSqNc`@*pKLPNz12V=Heu3c}kDc%(CW=Xthh2b#9McBOgi@)6W&uq6=
zcv(#WDpytA)lrIHw5&w6K6E6Jk%1Fbv%EK0g#d290mliB;m3RkgIMdnjL3lpLScds
zw^zYe2oGX<%E%W-B2jmS7Hm?q=3I_1*e6koH<m2NddDku2-k<OI+m>6w%AcC(md#L
zV27NW_+v;z!SmR;?ycR;g5wmJd}yvkA=Ql4k7+sMnsKM7;d^<2AIkk|;bQJY6V(R0
zF_eGgD^|%pG4T5>&Ho)#9-f2iM&b<@M#Nq({W0nYlPD<eSumvf%Ghagz<S0SwIQoq
zC75-n#p)IjKlg^tM|G9=Kx5zvJIVyYW$Va=7UC1UQ*vEROrPzsp3J~9RY=0w$%X;j
zt`4j<*jHN^PZ>8%++Ej%0<t0D-p?|(+HAg|zUjytS`RvqS0x@}%;8aic2w7mXwk+G
ji=0jJ`S$Q4r(mDoWv^_<lc6x3h;=*ef4(vSQ-1z0-qyqF

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-statistical-learning/images/image-8-Example 4..jpg b/apps/api/app/data/demo_documents/stem-statistical-learning/images/image-8-Example 4..jpg
new file mode 100644
index 0000000000000000000000000000000000000000..8e77e282e4a1598e93cf66fb5f39a9b70e9a4a19
GIT binary patch
literal 7039
zcmcI|2T)U8xAqAEB8W6;(gG3$Md?ktA_DSaM3fea7z+>)kX{3#AYD*EQEI3nRXPaL
zQ9!B$gS60lLJc8=8{hAifByNrZRYMX&p9*u>^WyWd#}Crv)0k*(G<Xb?W*Bb00aU6
z5bXkv#sFR57$YNuk>MBw0%2l0#>~QXg5~&emQ$Q3*|>!Gp~6D^f`TG2X$g_j=fwmC
zB~{Lzmz7ggRD?=g)Krz%kXBHX|NRjV6B855aTdN4C-~$=1x4lm$L;6~z;O&{1f2$h
zP6KotATS5$s11P9>|_A_-GF~>AUZHT10&=Z6Z3J}fJ%0N4g?0%(SsQn=;>*r18MI8
zdJYCoQMpTuCr#`jr`@>ZL*g@!iCr#h=Ds;VfGOO4@|200hnMdZzxWvm$+PDam6TOf
zFRJNY(YvZ|V0g{+)@?I$3rj2Hz55RyIygGHdw6<z`}q2WK6@S({vskW;nnNJq~tem
zQ?fAGIk|cH1s}>kRa910*VNXvw6?W(bas9HHaIl=V+1?;6E}^YnVp+oSX^2rZf<Sw
z?Cz2F$-jAl0PsI((eD2s_W$wXpz)%krw7wRe)9s+dD8&qpl1-3W8}PK0<m{Hd0IZ?
z7}w?a%(7-CF@>81?z>M0n0a7|)8fS6)c$7n-y`<)f5q(IiTwvJ9KZqw(H0NP0cZnz
zWXY^xX31=rB<v+H`%34yo-4Vp9nG@jo&Iz8ruB+n#FUkzobMVbev?|e`;j=K{X#9S
zH;1C;W3LGtmKjv0m_C&R4@#D(9s$qd@QF=*G9exZiR-0K4n;>m9RErDEWbwqG?JoJ
z<N%7DtS|;8{etdcOQs~j1B)O09u(!F%uwFBc8Cc?wV}vMRkEOm){iGNi+)@6U!hpW
zhLkrQ!?|eD=`LMZaI(VEF@AsZ<WeVaa5CKqSd%PK5mq72=WIDbSs%s<4?39_fP*Am
z9nsUGq&&7>iIDBF=hRuXl)|7#4m5L0RE~h>6&_V4_$H<mEB=#VwQ|0@%Yox=WUx&~
ze6gd|;hXwF&*T21Y-V9Pqq}1HS{=cPl39_!KkyC~!2&-YTfk4()8op;nw<jlVJp|v
zTdg$6#f7e=RxR>9er2m4)L)I7r(Vh?CF8Sl=0C&gB%a^f&m5e31oujfF8T@2TN=pk
zU(=p;@+pU(bdvi-vis|Gd$v`VmeE@-%24^<sil3di#vWm_khMljL(yy)jF+rF86uS
zXJrwG^UIyTURk|1(P5Ccz@$k;It&{8vX38TZ|x6-X9a7lSdi`{ndc!07yA2^o*xW|
z907W@&~cANNdFzbhw+%HJ|X2=U-wK@64HoxA)S06|I^Z(>UY(@fa137hjp}eiKFly
z0ZdBIyveA;<TgL_hQ~phx`pflQh3?VeMtL;j`}&NHw0*uX**R2Q6P4pg?T(bK^=}(
zRFGkj8x_WEE}!t&22Aw0{)pR}=C{iR6uV=LZq^$48}NE0T%2NChU-9JKU#E7X)tg4
z`<Uag(Q^$o;}W42mI3t+5&JUh`sQM!c>f^bkCH$n^kjhLCC#2s4#KQ2sq4qSOP37&
zh$Ccf9|8R}N{jrE=N>Z0$9(yv-?}`=wtvejeFSXC?Y|=`6@TEqoDYD4Ax>6*FDNRj
zD>^naK8(4v>vYWt_i5+6G3}}VsM`^6Y`x~Klz2_sN%SXJplo3HF#k5cBsh!^9$V~E
z=@=k~k5U}cFr-`OC^-CqLkEdXHVIOnvCh}p3HeA*wv!DwntoRL>&`FjbzN(akJT4T
z%??TL%jf28o#g4p2l5yw@lj&DjbE+eVru!ML}pxtW1a@p3gv@KvLYpc5^Yj-fpr|K
z70LbjBPT7<TEwxqJ*4&u-vKgo^~WOjJh_xQOghNGsq_jbW*Y}UFkKzma~1s%-|VF%
zoOIm7T+7^Ue+x6d&QiXwdz!}9H2*EipVZBDOg7(xu#a6Ctlc$vMJasMPqD!}`?aVq
z2Jq~TY{m>!PGppQDnVA;ixIhpmdW@0I?_f=FS2(n-UA-`h0z!6sy6Q`^^z7k<Q>ks
zU>r)LnmCrB;;E&Jp$&117;>NkU15OEuxW>KBcGOVEMm#L=iTZa{*p6vFMFR+D;18H
zYA8lD3$sSGq<EBQbZl8PxF}P1_8sqOh98KP7U%vQ4>Z27p{H3%L(X2I58mSQ10sSK
ztKANVNTG30+OWCi?*p7nou}$;oa7GHpf{@;E^F$pby797&uz%;7@d&rnwXr>b$%pw
z@Y7myA>-6CJO@Bzy%UHKv*eOx0SUYg?aSAQ^aQv}^!_Q_pxmDIF;dM5mP=EqaPvfu
z6+PSf*{O7wWDPRDPUeJz8I_+fk&Z!t=5UwGlE4CEq<72L;WO3`qr!L7J7nmWoT<4#
zq-B2jm0F8ZPNA)~BY|^Lg>OEtovC|U)y}LKI}yy1l2qV?d*Vd49^tGt$OGN`viw#c
znRp5s13XD#i>Bz~rMMa^2=`uE8TQ<?nf&-bZ}sw;1Z2s?hBmn$DYuc+9fVbPClx!n
zSR6(B71SI3(wW=8V?tJ#_fz%IcDI{%@g!6VUVeQccV6fvI{l%KKywoz8rSEW58oa4
zqwFW|#e980#gip7SgRr>Gw2%n+E6r?4{tBxZF7sM;$P&yO;uy6Yg_m=#X>$?@>el<
zMl-X9bRX@0s%=-k)%!Tx^nF)_eVz<fYGg^?`0+L65uy&A&&?Z<10Cp!9$-<T8n*|n
zxYc|F%r%8I!&_(@sx4*PZ_7?tw!abPBhyy0Y1L5fn0!+>*g)Gm-MKw(T1PlhkLw0R
zVaARRLDDzU=MX5mw$xB40GnHQxy`pN)O&-V61uLKRD-SD*PD#+gr>|t&f;F<^aHIe
z-JA^2tolrJBg$eueU#YKtPxt@m*~i+zn*m7=(B|@T{r?lWt61Mt80jP5%iB`Cyd6f
z7?868Y6Zw?(yFeBI#Dwe|M+fs4^LV2UCRN($LI;spbw}dqR{tGSrm2JsaLp$-Sr!0
z5*$KU_Xw-p{lXWGoC6kOGKAk_k(my4E};QRJgLr7MTsd2iddH890@%=I^f~$5|v>s
zagvx_Bd=O+c^nccnlNO{-W4=(?hyNOt<$dVGsLtH0FQiph$=je3XksCY%A{aD-aR9
zwZmOer1??4Aqb%+#r54QK_Pm$0<_R1Fv~<pw$Saq)_*$AbU~CFRvKVJ$V1c-xx-&P
zs;n=%R3s!gYTcEI0iW9Bdm0%CmX?<{Mg^GIe?)0<5Z<HJC!HKUT|=pXc>1cq+9RM7
zHJA^68`rWYf3<`b^x-eeT_Gr=V`8J!^>ms;<n$e$2%?=JO{GTw@x$U`2CF-j!zi81
zPq}mipzV)<nOo?Vv+hTLuH6gmja6-mQ=OV5_&sgDZZ1&6n%L2kqiE6(C?V3C7MQVk
zwu1w<BY?j+HWFCSp5~(cKeMC_y0;6ZD(O>BCu?sjkwU4|)+3;!5R(;rv5%xDjb20%
zA%}<IM?j3p|EWQnRYQ{oq_s>K?)lsvPVwyzSpEI;$6$#9x39`74Aqw0Dp4k7v|hyq
z2;o~dTl1V4CzdZ!*n5;eLG45LvDrHrbhVRwq`JOlvI=g&EN%J0X3+()xpi?(F1C48
zR<Z7FQlRq(Qn@y#a&_UQK;}mwNLdY67WcAy5v6eJoebtiMncS7&M;MyD0QJTLZ-8C
z+*yp~+{mW=zDs#d<xYMhg+iY&R+ik=^d61`%l%yjeXLTt@6^G{f!9+Pe$q=Z7N~g9
zU6+F;5y(!V6*PRUfp^+$X#35&^t0oz4`*EOrG7^w0W7aN+;jw!UleQTX8FMEtS9S8
zmFsk4%_wz4!PR?TE^+J|jA7@xR#LX3yb_DD9EZ=hgW}CI9zB7~*dp<Prtlw)0!GEX
z&M14l{)@m==N$9e$QjjJ=5}wYb<CHKm0aq#J)~&oY30{@GFC<ZVlz~ZnJfYvu&0Q3
zZ--Amd~u2_;M^2(AH1XV6Z<aU?#pHV>oL<7hARB?Ib3?YB?-?Is{4g<gVpU=+WLJ=
z^&_a87A<+p?95Wew@ohRgLJ-tOS6J`YBvN(jv6*ohx%95%`7qF;A+CPhRnXlI(=nI
z{R29J=+<;@?FbF^*-0tABFCa#<ExN^?sLTY#nC>jSfv;Df~`DZz6i5&1Q6bnuE|Mf
z#J|`PQm@<=8#*k72-om!KgP7ANe>1fv&E^&s*iybM%4sH>PiWcEIbUVr-dodZ<ttH
z>pD7L=xr<HV$V!46r4I2l3=*quI89k{d_*<N-XT=_w_I5LWUFkn2Aj%ebT8sXEIVW
zQ`@R+nT>L)hm|~atLCp~i9e2f7OWyHuYVT|I8(F@8xZ($1fHQsI_Z^2*&yeot`K++
zX{|PVx#hEbW<|x*j_(3S7D)m=?D~QZvfQ)@Ar#~TzeU3z0G4PYa|xdze8*s{?}+~r
z2Xmyx{6G-yuuWS}wz6^b<u4{UsFlj0aHn{Z<1fwyPs4;WLa^90eEo+lnHPTdJ5uq+
z3T=(2UbAs=%N~Z@C><6NEH4#Oj>D@8F}ha;Ybr-BXh3I-Wjd@L;?7TgtB;ziD}Rkg
zcnh+(7Ay4ck!M+B|321555%i+K|{Mf4HRVWs7g?vlhfH#i5#h;=kmYabp<l$y)9-Q
zdND^bJwOHn>!_Xv;oh0_7v2-fa@D(f&z$p?7)V>J@VAn}`(j$*LLW}JBR-ST3;L$*
zj$89p@Wu8bEUxRu659M1YN_e|gWJ8zL;8bj6=TQD1P~5wZX&CYEv>^vx^XU=a{dk1
zMsbqMiQT-zrs?{T{)Wp9hq<7G+QXddG3j=FO5-Lv!VelXh<4B4=+3~88!3Y0)-<_J
zWofO3Cz9U>N}09d_d;Zbxrp@a)t8eciQHNT!Q5jbp1UC!r$<&tfMIDpa`+bl_KbQr
zSWbeJJ{9FLL6sPKaRlT(+0agy9pP%?^ElLtX?j*+W7?*2W%@5!#T#*6UQkJjRB>qY
z1aDO!!N)~E;xn==0=`&T{-P}7%8d^g(5*Ynz?SG#2^VR?XP!8>tz2jIawW^L_;T&q
z{MWRg;Pksv{h5P`D}gXa6N|Cj^tm^UJ!Nq+_RGrK&4m>=AmT1=DxuPMOPdns`^D{r
zQdeV=Dv)2o%rs5QYj@37;Rq9JM60*+g~}d7Ma}|4G0$)1X~#r%xVy)G8BcY;`6x5z
zTft<Z|IlCTei0u*G%@bhYH?s<Jtt^n;E#eIxl*^hBz59*1LM}MI&tUo1Eu%G3gxI=
zwjVq5YDL(=Hdu2*3+J^dm6V(TDaQvfp`t>TafGa$2b!8+f$Gcs@2)$RY%K7mwD&_D
z>&AkCB|#(!Y1`Uln&8l1ab_q5b+F$)U*-Y9J+7Jp)b#nNeAv>B;n@^i2CG!N9qXf=
z`ni#cr~*Yh4!s_~=lLC5OQ*M8{rnE~xnF8LoPjgN^F~n=anG}ehXq+|vdABJjX3u&
z+uTd9Z$M7i6GOjL&p^k@#tc~b)$=D#=k?DbcM69Bj0snmYANvCcxqd7->d>68F%JY
z!TV)?o5Y_T3T}@R(6UaiZCMBvY>m(p4#eucgboq3UIyz;baaa5SY^}m?Oxil`?eJ2
ze1iEN0gj^qm`TP$?dKZzXFB1ezcx+}dRVWkX}uGbk;zDc!|xc7g;7JuNL8c-Uhj%Y
z@CRAQG(3aZ&o<FMYl&##SQT%DYm<$?QUj*IYiECaqiMR|y6&GLtEM_^9fv@@NpKLq
znQ(O_@xBK8rR8&0lHi2uns?2~au#;qwj4N1W54fS?Y5Ge(v=b}_-TD0<t0&+UwmP@
zzA6bf4@+UXl^tI<X9=fg_lulcTR%g%-($wR*?^<}DE8@deECSU5Bs;y4_@Y4-^L?=
z6^DPzpYvf2mCtvL+?iD{s*Jg2<~P1Izup#^<p-?(t^<4w^tQ1Px38`ao^VROQk0XT
z%<|0hfp$yOk2l+UFggJBpE(lGqSZ;qUZq0{e#@c`yrzP11%$++(JZJ@@8u`P{5;Qa
z?#5`eYQu<h@PYBjF92dN18wEs6(YZXg}C*{T=h?R>@9O1!uXhxvpc6T{fC<d<4->3
zJw2wWXQT)CCcg+Uk!TG(L+%;R8P9(TU+whO?RF6{tvbc{r27!NiyM#F5XCC)2WYd_
z?3w81bw92a_9*7Q%}2*1k!RIKM27{47SJ*^s`$|P2|h7-BaiNKy&Kw%H7>163u&wb
zk2K|~vUJnfWj6Xz9<{5<Zf9&~d0>WT`MyO@>*oo{TY!BV{PA$!z6(vkiaxk@1QKPH
zbdzOoG~KssrLQKhq@}*s+BfYyF{!ek>(}Sc6-^JT$@D^vZ%VE{J?4BT_P9@iB=Saq
zpcD5k)?iTot=FIhB88I_$bV<?jP7{a`lED8P$v3m8gEE+ic&{OR`0N(eZVrBxQfNl
zqUOC3J5GvFa(P2&JMQl0ow~zbT-?LO$yj(sadL~6#sI}mFdm_RTfX7uo@X8Nszu+r
zU|Hc;kgA5ciM30N2FMYACnfP&`p-tO%2u4y4a!G85A)6m+h5z1W*`SI6Cvx6rm7`;
z#jyCqiv-o5EmGIl=?X7Sb4i{zT=jp?yx5?QDauGTt*bLSG$XK8*vgE5`Hy&k`c65C
z@$qk)5dQ&>s?bC8<LW9`&12@Tt^{-A;dQ1Ue?hlCrIr3x?gl9q4w#8ZOP1tqlT`*l
z>!0nU|FZ9Fxk3DuO@n3=&;#TsYXxZDR-V&mrL!uHA@*{e-fI;4BbTcD6O9`8jb@5F
zMQN!_Pf!kKayr`~^ETHVNg+TuaX}kmk6L3hCE9eI*|2R&deS?5<>PJMMcGj@Hk+nG
zxLZ+;+)*8Aa+eAWT@_=_h|qI%4MZ%U-^@k}o?Bb`)emvk^M%K(X{cuwRfT4df(EzR
zQo_HYKnx8z8&U~ACL36&)e7bK6sbXAdb@mUVt!qB-sXB6Wn)!ca*+Y>*ruh)zSy=y
z;rR}A7oo+_$0b=OHuIO<ohc3zUpNE9{AYx|zbY6*sp+NVIgAypXIf&kdKCITTc+@>
zizb|kw>`^+DP#$wzY}WfO^BF;mt!eXVxQ3V%L%QFGhHFEvlJ?l)DOY@`Skd68Oe+{
z<^jru&L_;{U|^~Ge3OZQ+1dkASbHU$Wx39erSix7e$cWd^ATVLbdntD#wZE|yo4@N
zfO=j9I*h$-4R2B38P?)iyb0dYV+sjbW|p&?W$+pX%w=X=_*$nmm9?c$dKcPMC)(e8
zUoj~B9_`_+R93X?j9J90EZz6?Bjn!1jflY#RPF%uI~%x$?&hJhBN9ZHs7IA~*maPB
zGxkcuy|SosQ4XY5HriB2NF_AjT!4y;FJ6Yjx~QYcCl|4jJ7=$>FqfAVtnS%4SZ8c*
zH&lU=shs$>!V%r2e0lv^NP=rdT4JZugm@!Ss}MOouF^^#R^~l<wsBbIJnX3`Go_u8
zz>45o5c0>G&amxsR`!tz?~VW+MGz*}iQNfjQ=I8s-&GrNKhCuo*D7|p$P5zFG^^XM
zy$WTc21^A6GjGM6Kw~Jb#EP>maMVKuHrHUZscoFC%hanw3=z?Z`>@6GWXvM-2yjvq
z?VN`!=m^LEn*#nHJ|S;OOmWW}Jn?Xbzr31Z;kSp}C(g18=^x~Q2~OMJrnO)`PGs`L
zP+J|O8!yBiJu=0%Lp%Zm^|4~AP?L%31~L3+?G811wVcqnH_mCCK|U}l%zjzhq!)Pn
z+kwpBFDkmnAL`c*70EcS@yttvnJ10*c$Ic`hg%E7tw$=kKrz#)XZCaliYmGbSNv<%
z><#Yv6h%ug%Wd5slgRtate5Ksqj`j9mxj`Gk*;NJXR_mQ!;1HhA4fJtv1{`$1aU1U
z^XosoTiXO%R;wr}ut|{h?tTiX?yior#%kyHG;udLrDzuJr*RJ4<DBeida^kcI2y8!
zX_}#aEitFn9c3B*Y0>FV#i;+cpO&<U5gr$1qc-r9U_RvVJ?IkoQTQX3R_uV?Wb{s-
zHTeP;sM805*NVYkG=AQ(CWVNoGS0P4O(^t}c54W{xI<UZzd$jZN@pciU8wt>%(4l3
z_Wndd-aw~z__aCnFIuwwVUsMR&Dk*-a=oz`Lk-~Po2o-*2DU#)^++_4D)VZ>EH#7_
zyq;8xP~Q}U#Ssx^H>4>hS&p)$U)4M@e~lgiRl&%u4Aza?BObl1UrUq_EB@-9)Qj&W
zwOTddrSlEA6>}n_{SFx&j(=xBz*KdoTHP^2Rjikm&}!3Lo#(t1o1WDPnqy3`>(Uhc
z0(4)X@m|)!`9Qf<cbnzY`uv^zAF_hEZ`}dZnE_0eLkc?FBPvkFs0u+VA~Qz~r_H9#
R?kQ#dQHcH>N<c?H{{`WfF8}}l

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-statistical-learning/images/image-9-$$ For a D.jpg b/apps/api/app/data/demo_documents/stem-statistical-learning/images/image-9-$$ For a D.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..390a61b315df567d7f2ced5aca7dd450d90f2bd0
GIT binary patch
literal 4347
zcmbW4XH-*bm&XqT2-OILA}vTjP!OaDQbJLRTonjis(=N^4T@r@(n2!`TtMJrp%a>1
zP)a0#NKu+dFVcIH5}Jt+l8N_yXJ*a2-VZag&)Vn9*=w)o_kZ?z&i~NI=(E7d-;7O-
z0VXB@U}9VVeFC@wu(Pp&*;v`ZU@!*<J0~}khntIw`xGBP1S&29lMojX6O)uyl$DfH
zfQyOAX`EHKpsc2*29wo9TvE|dR8>>?)r5(IgM*ukTbPGOSmm_XX_fzT&_4pa?0_Ax
z1Y(i`n0c8%yiD{q0LEA+E7RWr{4<!CK`g9nV0I2pE=EDkNr0IN1Y%|Zv9hwTFsh$0
zo&zkrtbC`H4cPdRZeS^2s7gd~E<614+hzgFev-7R`@={MPC+5zQz9~FWaZADQ@g0H
zaY<9_ilLFQ$yL+etgLNp?d)$lc-+2o_nxPh_anc@82^C4AZ%20Ol;g!TuSQmwDgQW
zGhgK87Zl=)ic3o0RaMv265iJlTUy&beQxjQ>>3yx8Xg%P`!+r|zp%Kpyt2BszO%cx
zfAE7$`FZ$@iwOYz1B-G02iU)G@iMrWSy(_U;9p!!%>Il7@v^X<R%YWfK!V+T`K44M
z*rAt`bKf>|z*Q|t0`3p{IR&NF=45t$q5VzvzXOZ>f06wc*ne}41Kc1c#^!-|0X=|x
zD3=$`Dfbt=4F>gdh9l8%^O*0BBPKAn!F&|~y-f`x^16wyzIda+au*#Ce7v)KZZ%7U
z5NhM9p}~nb%soCkLyDwqxn_ku9d&Wr6wDAQrh+WM`TZ_FelT2+Yp=%wkCGjTcGFv(
z`DB>zZkU62h}lqx_PGhlUaP;B!;0t7@6B1mjh(0D_ZR!Xg-Dy~W8+?%w>Yvn5w|>o
ztdn_)m4}qy%wfjK{hP$i&vRW1R8+j1C=9pkm3}5*eWD<>&o0X;#0Kp$x6#0pGmY9S
z86PzaRDYZ8@6%+aI@Sj+K)U#-CE*SUJ^u5~qJ~%KfWn3XbypW}zUmb=$Feg(?cCAb
z{z3;(*Pm4^5yKG@xV^jB`RO>WPr<nXi2~~>ZD{;`{G_CwmF<2KZro`+D#$MGjSp3`
zw63K!^nF6_5uYD?azTx025I6T2jt=8fP%Z$mS38!xl_ylXw5Pm;C(E*8Ejic3C`>2
zck)*LIiALlx4SXt()~}w(Ckn8(Cv$_UFTyebd%@ezxi!*J1Qq0*~PhSIW|1VHn*ky
z$umVkwGcI;s{1|iZx-+#_^<C~Z)-o6r9QLik^Svm-+mcd)jYzjx>i3q?+2*vK(++Y
zSyl}oji7+lZJcIaK%r5<q`+;rKRzC?_!lAdC0xrW@>V3Hq3P2kCSSpA6|#Zsg-NAH
z!Ze|FeLcul)?iDP{Gg6oo=M4C3SYryy3pL5@31fieo)@E+bi&q4xDK4fF*3e;YLHJ
z&<EWC?VP49X5hcf^;~~E&4F0uC5zuS^1Id5dOD&*DxEQLzozb=*)v+Rsom<JbNE-;
zgGz@M75f8^Z`S^@mF4Gl>jQe*=s=u`^VfQ+{9NZ33**W1rLm(gCXZcaV##qiY+f|+
zVVd0a7o+hvK4rwl$5!_B;{waZP2(0<iec$sS7dc{ZDloXWPp8^@D$Sy{Y}6+2+*<~
zvS2cTS}@%lpT-talCGzk4R7St*MycxF2ZaO24u031Sr$uG^T<S`2$){Bo2r0%Col(
z@a%a-z2Z(L=WkNObu>yHotgvD0zK6wYJ9~3i^g5=vJAlQ^OncCCT^mA+)Z=RI88;L
zm7Sf9M9BAqoI2kgq2s0$Ug5krsED2Nd{p<9KZTUKuBn%~B?lT@&BFngFPFIMgHp`B
z_wGk4*VgGaF1$?6tckD1P3SeFdB<}?;n`%P$64wPC<rr(j7)iFRP?pO<nEa7;d}}8
zV%0TBOqO^w!1M<GJYszz@Yuc&Y{P&A^OsKsl-cg!)?6fpZVmpfFl+aLm@;)&W|CT*
zLmpS93@Zt(J7i$@&1<Ft-tEqB+3uF3-QQuKv=!wQkA?A%6BGRH2Xw^qXHXi2ZgGS^
zDNFcN002LH0G@NIz&2<XqsBXS+Hvy}LEjV9o9i6qlCC6eC(lsBPoy>{2PEhqpjl_@
z6VYb(U#DCeW|7=C&nP*#*f*fcYWYPUxScwlq6vQ?lP+tQ@bS)LO>Tri4%jxdzQFPO
zA<vIgj4JEod491clZotPFv}D9%Q#?8m(QD^G0h?J<Y&*11m826n!Q$n%yeL(0Mb%V
z+;e4V2)h3X7N>>MD!Ac`!i2x#88E)tJAbvp=;%fhl^jnyf-;>K5E@6*ft3bV@>u?+
zIvv=XRyx|SV5zot^&-%LtevnK_oV6xI?x-?wEb3}uOImYKSK-tL<gSWKJCEb6&jT9
zi65`)q>Hwg>j*z$3sRL^tZ+BJx{##Lna!tjMK(qURJv}v7@sQ~Gb3)8c$rx@vv<xm
z1Txn~D#H3riR<sV#i?!R;cS1tqTQwec0xP+_Jbiv^lUd;<&djebTf43i>K3tb9G(W
zS9-7X1eF8OsA!hdaLqI6nF?NN=1{EMx=m~`!V?tPm+|=n{Kbk*s%z5qfxDRr3Dp>6
zC;ajWfy|e96U5<<H%+`KU0G~fZI&=;C9be(<c`#})bj-rHU-Y#I<Bwug~gR`iv+x-
zB6x~o8xTGOUCBnIKw9bXn1%1MUS0&XF~OB&j?E!uy_C&7TR-eG(bLoz>fi-&2_tHA
z0;}aI_T_nrfemXmKp-Z1+PCxL?7e})Qi4`i_C1{k&aRFIYS|Ap@7UZuWDYE|2JEs!
zTn6#FLfAIUC6SESEz3i;0}K7fx^1_z$*4Y*wo8?>Nh|SneDR(4)#*}@2OTB{IUM^F
zt2H+i2Q9G2H-^rtgb}-hLt}7@A5OYl+-`ZzY$u%-J-^Z~eH+F&XhDwcn4Ulq9ca5C
zDKlf1?J3@IS)aNNi?zEJNSbL)$z|cu75<7qUd|rA;rC9eThw^{l(4|9V62NTDdyh5
z#>Fr;XFkP!(NQBXW%iE@6POcWnW6H4H@>Lk=ISB(b8eWH0m>(OF}WA8A(n>~*{|2)
zN0ILc4Fq?Nn0c9G4)GJhy!sON=Z<y1&nq@U;%g`l;)26f`D+7oK<HTGkD#npY8JL_
zT6S<t39TdV7A!WNRVbHe7||;1Cf3oDRKFVu4n>*JPMU-1Kwn8N9hfD;XlKg3XhNhP
zseX#pQ(V`p-UG$y;{%swz{OqRp3Jd{eiPcgVDE}YJ}G}H;62F?p&L32MQ&CBqBKJU
zh}O)|W0m>!{8Hn4(nzj{8-CKI*B`BLPAXvN>>WuT#qaHiDkMcw`@1=p*El8@KY7#q
z9tx_o+;Cky?E&UFW+9Q1b0P+J4qs9{u_j_OU5Gh4zv<>xptn)nN%aKvG-&3pg-TP(
z7rr-MyHWKa@)TO~nbXI2rNlOyx9`PZ&qE(igtb8Clnw=|&8b3+x2SDYn-tlytjFG4
z?t<@b#QbnJZC)4X?b7}86l~ir$AS$)m89{}fm}yJI?x>AO1%LiVJX*W(P(};z`7H*
zbFt9~xJ3v4XVZQ<z^)h7v})V0M{*US1N@Fd|E7~WC3P+=_F&@D2D*Am^%~(GkMG68
zsB7ACt8qu6*U36r%G33XIcg8_m_tCCVWepD{4o<0i`Fr5(sX!IJ@lSO=VwS|ufT>)
zdx%vZeh1vzXgNN_@6Q=utUMZWTOC{nL>!bSaiB<){FWC!RUE>^DAi(`keC*Yo1H2L
zx?7hd8t@sy;T2~I_b;6yq<P$aRXre)P2!y#HNW{HBUTM@_x4Nc{_5{*NKDz3LqVZQ
zj=~96;E@X#i9m(#Oj59IcE0BGqB|dUm&RD5gAJqhk;jPAuc`B*dIFTsVH@>n?+5qe
za60|9mZpmvkSjF?E61fx3~^+!j5)CGqXQ&o2tyu+AfIHsXP=sg%WE$We)Z+V5!R=s
z2dDLy!!<t--0Ba}o7Ya_cN%wbnCw>D+5{}6;7i7`+q`|DfF)I#Fnm5#Vh!m%k9^3B
zdsDPx-z^@|*fRg_Vt12}bHLNg2C#ZQ-of;xA=+|U#visj{5&=FxG(7O=OB!WM25}#
z{)KFZTEUC~?J7qO0cx58=C7r>%J<9R7tbYD`PFJk<YE?CBF9bbvzo25*X+t7DUGG3
zsM$=lmj+G9k)<12BNqbQS9mDs4yqBLH@j5j5F*>>@xZ`yF*VybZ7ehj>FkqGWRky{
zE^^yYc=P;1gqc>fMcuJn4p+@`C?fKEi^SO~N^DWvz=X7W?@fY1_eXO+$m2`Y*xyI-
z){mNbh8t?hyaknA(b5T@ZJs|nY4X4bQ2)9$P3z+7Hcdwb_L)NC9-g||A%(Ay`BoAl
zJ|yj#OB@Q}(H4>m?^H~0+dFv1_>hE>@m^Y=Usrhbdy6<P+F??X(yzXRuLff`0-;Pn
z|7mF(TH6VaD1&Xb3>URu!XC9*H?n0#vu|OS(xC%^iF#(=$|PhcSl{BA&bcIJ$)Sq`
z?K2HX;`FB=!Mm$h_gAv5cC+G}LwTx5nCB!T_>`*?;bm~Jl8Te*Wa?VyNAi}bG$=Qc
zy}W!O5^6vH^s<zak;MgodhWM>vD6J!t-BhnNfNzt!TALJk!95DGafCi%10!a*%(#(
zZF|XxEUw`^p3-_H<J!<48?qsmxvi~|tLwqMbYLWhhbaF=O;2QoqIIap9dP_jSiM{P
z_mW-3!AcBGNPLfSm~Ccjr@z{q7GnUG!~qU}+rLus=*SE7b3(?bvZJG6eL=b{XDOmH
zhhu6)?H-1+RK@-kfIxLqFAankQo^UtKQM{ix00z%VW$I0PtEym>~H9um>mx8xn@ae
z4Df4&PL2g=iV6{vEt8&LX@4ou0Z0k;7*e!GL}w-AC)R$Plom{1<&#Uzi=YLObGWRL
zMgWwNr<tCY0S3a7<O;;l2f@PHT=lZqDfgAuj9u|wD1dlVbX=SS>kDF3T4pnjuagb(
zK8|fJ!j(hi9&;7dN5k>(QIEaskG8jt^FvfJ9TVX8rY5X5?ruM~p-6qfH@eE+E@#4I
zTS6gOyH}`oc5g2W&79Jtt}g^=f1XzA-0_c#$t-GeRx<kOuaw^vsJoE7&#;4A)i8*c
z%c((rv;K|znp&3*O^@~VGT0*rKcqe@qwl{a^x(#sR>#4m%ArjuV$E~6`Lu_Srnh7<
z+}<`tU&nk-FZ<)Pw1;Oy0^IgX<wC#M!~8Li$$lfiwuw?+L9u7uxrcR_89-^TF7j+a
zUnR8-!;efTPQ|=yTCG=u&Rz}g9eo0|U`r@UYPdgNe2wDTqF$*#$<<^0le3~OA@u%=
zZTSabXOsrgHDKHI{isX=p*$*#SapRqdo<&sI-|z;$B5@vc5L~hS;PqHEx-#sS1b;I
Pa*7x$__YOL^l$$Gec3N=

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-statistical-learning/manifest.json b/apps/api/app/data/demo_documents/stem-statistical-learning/manifest.json
new file mode 100644
index 000000000..a0371bf26
--- /dev/null
+++ b/apps/api/app/data/demo_documents/stem-statistical-learning/manifest.json
@@ -0,0 +1,130 @@
+{
+  "version": "2.0",
+  "job_id": "job_fb6bc72584a9",
+  "data_id": null,
+  "source_file_name": "notes.pdf",
+  "processing_date": "2026-06-16T03:08:14.942348Z",
+  "processing": {
+    "page_count": 62,
+    "billing_status": "charged",
+    "cost": {
+      "micro_dollars": 93000,
+      "credits": 0.093
+    },
+    "timing": {
+      "started_at": "2026-06-16T03:06:46.440580+00:00",
+      "completed_at": "2026-06-16T03:08:14.923460+00:00",
+      "duration_ms": 88482
+    },
+    "stages": {
+      "timing_ms": {
+        "document.profile": 3850,
+        "pdf.extract.standard": 55807,
+        "toc.detect_range_llm": 1106,
+        "heading.hierarchy_llm_call": 11455,
+        "toc.parse_hierarchy_llm": 4838,
+        "md.detect_toc": 5984,
+        "heading.merge_pre_pass_llm": 1254,
+        "heading.hierarchy_llm": 6636,
+        "md.predict_headings": 9029,
+        "md.deferred_summaries": 13117,
+        "md.build_dataframe": 1,
+        "pdf.parse_md": 28470,
+        "document.cleanup_unreferenced_images": 7,
+        "document.compress_images": 0,
+        "worker.parse.document": 88141
+      },
+      "token_usage": {
+        "prompt_tokens": 9447,
+        "completion_tokens": 1639,
+        "total_tokens": 11086
+      }
+    }
+  },
+  "statistics": {
+    "total_chunks": 71,
+    "text_chunks": 60,
+    "image_chunks": 11,
+    "table_chunks": 0,
+    "total_pages": null
+  },
+  "HIERARCHY": {
+    "Root": {},
+    "Chapter 1 Kernel machines": {
+      "1.1 Ridge regression": {},
+      "1.2 v-fold cross-validation": {},
+      "1.3 The kernel trick": {},
+      "1.4 Kernels": {
+        "1.4.1 Examples of kernels": {},
+        "1.4.2 Reproducing kernel Hilbert spaces": {},
+        "Examples": {},
+        "1.4.3 The representer theorem": {}
+      },
+      "1.5 Kernel ridge regression": {},
+      "1.6 Other kernel machines": {
+        "1.6.1 The support vector machine": {},
+        "1.6.2 Logistic regression": {}
+      },
+      "1.7 Large-scale kernel machines": {}
+    },
+    "Chapter 2": {
+      "Introduction to the Lasso": {
+        "2.1 Model selection": {
+          "Best subset regression": {},
+          "Forward selection": {}
+        },
+        "2.2 The Lasso estimator": {
+          "2.2.1 Convexity and the Lasso": {},
+          "2.2.3 Concentration inequalities I": {}
+        }
+      }
+    },
+    "Chapter 3 The Lasso and beyond": {
+      "3.1 Some facts from optimisation theory and convex analysis": {
+        "3.1.1 Subgradients": {},
+        "3.1.2 The Lagrangian method": {}
+      },
+      "3.2 Lasso solutions": {},
+      "3.3 Variable selection": {},
+      "3.4 Prediction and estimation": {},
+      "3.5 The compatibility condition": {
+        "3.5.1 Concentration inequalities II": {},
+        "3.5.2 The compatibility condition and random design": {}
+      },
+      "3.6 Computation": {},
+      "3.7 Extensions of the Lasso": {
+        "3.7.1 Structural penalties": {
+          "Group Lasso": {},
+          "Fused Lasso": {}
+        },
+        "3.7.2 Reducing the bias of the Lasso": {}
+      }
+    },
+    "Chapter 4 Graphical modelling and causal inference": {
+      "4.1 Graphs": {},
+      "4.2 Conditional independence graphs": {},
+      "4.3 Gaussian graphical models": {
+        "4.3.1 Normal conditionals": {},
+        "4.3.2 Nodewise regression": {},
+        "4.3.3 The precision matrix and conditional independence": {},
+        "4.3.4 The Graphical Lasso": {}
+      },
+      "4.4 Structural equation models": {},
+      "4.5 Interventions": {},
+      "4.6 The Markov properties on DAGs": {},
+      "4.7 Causal structure learning": {
+        "4.7.1 Three obstacles": {
+          "Causal minimality": {},
+          "Markov equivalent DAGs": {},
+          "Faithfulness": {}
+        },
+        "4.7.2 The PC algorithm": {
+          "Population version": {},
+          "Sample version": {}
+        }
+      }
+    },
+    "Chapter 5 High-dimensional inference": {},
+    "Bibliography": {}
+  }
+}
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/stem-statistical-learning/toc_hierarchies.json b/apps/api/app/data/demo_documents/stem-statistical-learning/toc_hierarchies.json
new file mode 100644
index 000000000..23b2dfc38
--- /dev/null
+++ b/apps/api/app/data/demo_documents/stem-statistical-learning/toc_hierarchies.json
@@ -0,0 +1,79 @@
+[
+  {
+    "toc_range": [
+      64,
+      114
+    ],
+    "scan_range": [
+      64,
+      269
+    ],
+    "toc_with_level": "| id | heading                                                                       | level |\n|----|-------------------------------------------------------------------------------|-------|\n| 1  | ## 1 Kernel machines 1                                                        | 1     |\n| 2  | 1.1 Ridge regression 1                                                        | 2     |\n| 3  | 1.1.1 The singular value decomposition and principal components analysis 3    | 3     |\n| 4  | 1.2 v-fold cross-validation ..... 4                                           | 2     |\n| 5  | 1.3 The kernel trick 5                                                        | 2     |\n| 6  | 1.4 Kernels 7                                                                 | 2     |\n| 7  | 1.4.1 Examples of kernels 8                                                   | 3     |\n| 8  | 1.4.2 Reproducing kernel Hilbert spaces . . . . . . . . . . . . . . . . . . 9 | 3     |\n| 9  | 1.4.3 The representer theorem 12                                              | 3     |\n| 10 | 1.5 Kernel ridge regression 13                                                | 2     |\n| 11 | 1.6 Other kernel machines 16                                                  | 2     |\n| 12 | 1.6.1 The support vector machine 16                                           | 3     |\n| 13 | 1.6.2 Logistic regression 18                                                  | 3     |\n| 14 | 1.7 Large-scale kernel machines 19                                            | 2     |\n| 15 | ## 2 Introduction to the Lasso 21                                             | 1     |\n| 16 | 2.1 Model selection 21                                                        | 2     |\n| 17 | 2.2 The Lasso estimator 22                                                    | 2     |\n| 18 | 2.2.1 Convexity and the Lasso 23                                              | 3     |\n| 19 | 2.2.2 Prediction error of the Lasso with no assumptions on the design . . 24  | 3     |\n| 20 | 2.2.3 Concentration inequalities I 24                                         | 3     |\n| 21 | ## 3 The Lasso and beyond 27                                                  | 1     |\n| 22 | 3.1 Some facts from optimisation theory and convex analysis ..... 27          | 2     |\n| 23 | 3.1.1 Subgradients 27                                                         | 3     |\n| 24 | 3.1.2 The Lagrangian method 29                                                | 3     |\n| 25 | 3.2 Lasso solutions 29                                                        | 2     |\n| 26 | 3.3 Variable selection 29                                                     | 2     |\n| 27 | 3.4 Prediction and estimation 30                                              | 2     |\n| 28 | 3.5 The compatibility condition 32                                            | 2     |\n| 29 | 3.5.1 Concentration inequalities II 33                                        | 3     |\n| 30 | 3.5.2 The compatibility condition and random design ..... 34                  | 3     |\n| 31 | 3.6 Computation 35                                                            | 2     |\n| 32 | 3.7 Extensions of the Lasso 36                                                | 2     |\n| 33 | 3.7.1 Structural penalties 36                                                 | 3     |\n| 34 | 3.7.2 Reducing the bias of the Lasso 37                                       | 3     |\n| 35 | ## 4 Graphical modelling and causal inference 39                              | 1     |\n| 36 | 4.1 Graphs 39                                                                 | 2     |\n| 37 | 4.2 Conditional independence graphs 41                                        | 2     |\n| 38 | 4.3 Gaussian graphical models 42                                              | 2     |\n| 39 | 4.3.1 Normal conditionals 42                                                  | 3     |\n| 40 | 4.3.2 Nodewise regression 42                                                  | 3     |\n| 41 | 4.3.3 The precision matrix and conditional independence ..... 43              | 3     |\n| 42 | 4.3.4 The Graphical Lasso 44                                                  | 3     |\n| 43 | 4.4 Structural equation models 45                                             | 2     |\n| 44 | 4.5 Interventions 46                                                          | 2     |\n| 45 | 4.6 The Markov properties on DAGs 47                                          | 2     |\n| 46 | 4.7 Causal structure learning 47                                              | 2     |\n| 47 | 4.7.1 Three obstacles 47                                                      | 3     |\n| 48 | 4.7.2 The PC algorithm 49                                                     | 3     |\n| 49 | ## 5 High-dimensional inference 52                                            | 1     |\n| 50 | 5.1 Using the debiased Lasso in practice 55                                   | 2     |",
+    "toc_tree": {
+      "## 1 Kernel machines 1": {
+        "1.1 Ridge regression 1": {
+          "1.1.1 The singular value decomposition and principal components analysis 3": {}
+        },
+        "1.2 v-fold cross-validation ..... 4": {},
+        "1.3 The kernel trick 5": {},
+        "1.4 Kernels 7": {
+          "1.4.1 Examples of kernels 8": {},
+          "1.4.2 Reproducing kernel Hilbert spaces . . . . . . . . . . . . . . . . . . 9": {},
+          "1.4.3 The representer theorem 12": {}
+        },
+        "1.5 Kernel ridge regression 13": {},
+        "1.6 Other kernel machines 16": {
+          "1.6.1 The support vector machine 16": {},
+          "1.6.2 Logistic regression 18": {}
+        },
+        "1.7 Large-scale kernel machines 19": {}
+      },
+      "## 2 Introduction to the Lasso 21": {
+        "2.1 Model selection 21": {},
+        "2.2 The Lasso estimator 22": {
+          "2.2.1 Convexity and the Lasso 23": {},
+          "2.2.2 Prediction error of the Lasso with no assumptions on the design . . 24": {},
+          "2.2.3 Concentration inequalities I 24": {}
+        }
+      },
+      "## 3 The Lasso and beyond 27": {
+        "3.1 Some facts from optimisation theory and convex analysis ..... 27": {
+          "3.1.1 Subgradients 27": {},
+          "3.1.2 The Lagrangian method 29": {}
+        },
+        "3.2 Lasso solutions 29": {},
+        "3.3 Variable selection 29": {},
+        "3.4 Prediction and estimation 30": {},
+        "3.5 The compatibility condition 32": {
+          "3.5.1 Concentration inequalities II 33": {},
+          "3.5.2 The compatibility condition and random design ..... 34": {}
+        },
+        "3.6 Computation 35": {},
+        "3.7 Extensions of the Lasso 36": {
+          "3.7.1 Structural penalties 36": {},
+          "3.7.2 Reducing the bias of the Lasso 37": {}
+        }
+      },
+      "## 4 Graphical modelling and causal inference 39": {
+        "4.1 Graphs 39": {},
+        "4.2 Conditional independence graphs 41": {},
+        "4.3 Gaussian graphical models 42": {
+          "4.3.1 Normal conditionals 42": {},
+          "4.3.2 Nodewise regression 42": {},
+          "4.3.3 The precision matrix and conditional independence ..... 43": {},
+          "4.3.4 The Graphical Lasso 44": {}
+        },
+        "4.4 Structural equation models 45": {},
+        "4.5 Interventions 46": {},
+        "4.6 The Markov properties on DAGs 47": {},
+        "4.7 Causal structure learning 47": {
+          "4.7.1 Three obstacles 47": {},
+          "4.7.2 The PC algorithm 49": {}
+        }
+      },
+      "## 5 High-dimensional inference 52": {
+        "5.1 Using the debiased Lasso in practice 55": {}
+      }
+    }
+  }
+]
\ No newline at end of file
diff --git a/apps/api/app/services/demo/official_library_catalog.py b/apps/api/app/services/demo/official_library_catalog.py
new file mode 100644
index 000000000..9f7fd090a
--- /dev/null
+++ b/apps/api/app/services/demo/official_library_catalog.py
@@ -0,0 +1,359 @@
+"""Official Library metadata for API-owned demo sources."""
+
+from __future__ import annotations
+
+from dataclasses import dataclass
+from typing import Any, Literal
+
+
+OfficialLibraryStatus = Literal["ready", "planned"]
+
+
+@dataclass(frozen=True)
+class OfficialLibraryCategoryDefinition:
+    category_id: str
+    label: str
+    description: str
+
+
+@dataclass(frozen=True)
+class OfficialLibrarySourceDefinition:
+    library_source_id: str
+    category_id: str
+    title: str
+    source_url: str
+    mime_type: str
+    status: OfficialLibraryStatus = "planned"
+    demo_source_id: str | None = None
+
+
+_OFFICIAL_LIBRARY_CATEGORIES: tuple[OfficialLibraryCategoryDefinition, ...] = (
+    OfficialLibraryCategoryDefinition(
+        category_id="financial-reports",
+        label="Financial reports",
+        description="Company filings, earnings materials, and investor reports.",
+    ),
+    OfficialLibraryCategoryDefinition(
+        category_id="research-papers",
+        label="Research papers",
+        description="Curated academic papers and technical reports.",
+    ),
+    OfficialLibraryCategoryDefinition(
+        category_id="stem-books",
+        label="STEM books",
+        description="Open lecture notes, books, and course materials.",
+    ),
+)
+
+_OFFICIAL_LIBRARY_SOURCES: tuple[OfficialLibrarySourceDefinition, ...] = (
+    OfficialLibrarySourceDefinition(
+        library_source_id="financial-spacex-s1",
+        category_id="financial-reports",
+        title="spacex-s1.pdf",
+        source_url="https://data.olivierroy.dev/spacex-s1.pdf",
+        mime_type="application/pdf",
+        status="ready",
+        demo_source_id="demo-spacex-s1",
+    ),
+    OfficialLibrarySourceDefinition(
+        library_source_id="financial-nvda-q1-fy27-earnings-call",
+        category_id="financial-reports",
+        title="NVDA Q1 FY27 Earnings Call Transcript.pdf",
+        source_url=(
+            "https://s201.q4cdn.com/141608511/files/doc_financials/2027/q1/"
+            "NVDA-Q1-2027-Earnings-Call-20-May-2026-5_00-PM-ET.pdf"
+        ),
+        mime_type="application/pdf",
+        status="ready",
+        demo_source_id="demo-financial-nvda-q1-fy27-earnings-call",
+    ),
+    OfficialLibrarySourceDefinition(
+        library_source_id="financial-nvda-q4-fy26-earnings-call",
+        category_id="financial-reports",
+        title="NVDA Q4 FY26 Earnings Call Transcript.pdf",
+        source_url=(
+            "https://s201.q4cdn.com/141608511/files/doc_financials/2026/q4/"
+            "NVDA-Q4-2026-Earnings-Call-25-February-2026-5_00-PM-ET.pdf"
+        ),
+        mime_type="application/pdf",
+        status="ready",
+        demo_source_id="demo-financial-nvda-q4-fy26-earnings-call",
+    ),
+    OfficialLibrarySourceDefinition(
+        library_source_id="financial-nvda-q1-fy27-cfo-commentary",
+        category_id="financial-reports",
+        title="NVIDIA Q1 FY27 CFO Commentary.pdf",
+        source_url=(
+            "https://s201.q4cdn.com/141608511/files/doc_financials/2027/Q127/"
+            "Q1FY27-CFO-Commentary.pdf"
+        ),
+        mime_type="application/pdf",
+        status="ready",
+        demo_source_id="demo-financial-nvda-q1-fy27-cfo-commentary",
+    ),
+    OfficialLibrarySourceDefinition(
+        library_source_id="financial-nvda-q1-fy27-results",
+        category_id="financial-reports",
+        title="NVIDIA Q1 FY27 Results.pdf",
+        source_url=(
+            "https://s201.q4cdn.com/141608511/files/doc_financials/2027/q1/"
+            "927dc2d6-a76c-4006-9f34-8769b2c665fb.pdf"
+        ),
+        mime_type="application/pdf",
+        status="ready",
+        demo_source_id="demo-financial-nvda-q1-fy27-results",
+    ),
+    OfficialLibrarySourceDefinition(
+        library_source_id="financial-nvda-q1-fy27-presentation",
+        category_id="financial-reports",
+        title="NVIDIA Q1 FY27 Quarterly Presentation.pdf",
+        source_url=(
+            "https://s201.q4cdn.com/141608511/files/doc_financials/2027/Q127/"
+            "NVDA-F1Q27-Quarterly-Presentation-FINAL.pdf"
+        ),
+        mime_type="application/pdf",
+        status="ready",
+        demo_source_id="demo-financial-nvda-q1-fy27-presentation",
+    ),
+    OfficialLibrarySourceDefinition(
+        library_source_id="financial-nvda-fy26-annual-report",
+        category_id="financial-reports",
+        title="NVIDIA FY26 Annual Report.pdf",
+        source_url=(
+            "https://s201.q4cdn.com/141608511/files/doc_financials/2026/ar/"
+            "2026-Annual-Report-Web.pdf"
+        ),
+        mime_type="application/pdf",
+        status="ready",
+        demo_source_id="demo-financial-nvda-fy26-annual-report",
+    ),
+    OfficialLibrarySourceDefinition(
+        library_source_id="financial-micron-report-530bd7ed",
+        category_id="financial-reports",
+        title="Micron investor report 530bd7ed.pdf",
+        source_url=(
+            "https://investors.micron.com/static-files/"
+            "530bd7ed-a8c8-4687-af4a-8c129f740e09"
+        ),
+        mime_type="application/pdf",
+    ),
+    OfficialLibrarySourceDefinition(
+        library_source_id="financial-micron-report-9c0becf5",
+        category_id="financial-reports",
+        title="Micron investor report 9c0becf5.pdf",
+        source_url=(
+            "https://investors.micron.com/static-files/"
+            "9c0becf5-df56-4eec-bd67-453dda68b273"
+        ),
+        mime_type="application/pdf",
+    ),
+    OfficialLibrarySourceDefinition(
+        library_source_id="financial-goog-10-k-2025",
+        category_id="financial-reports",
+        title="GOOG 10-K 2025.pdf",
+        source_url=(
+            "https://s206.q4cdn.com/479360582/files/doc_financials/2025/q4/"
+            "GOOG-10-K-2025.pdf"
+        ),
+        mime_type="application/pdf",
+        status="ready",
+        demo_source_id="demo-financial-goog-10-k-2025",
+    ),
+    OfficialLibrarySourceDefinition(
+        library_source_id="financial-meta-q1-2026-results",
+        category_id="financial-reports",
+        title="Meta Q1 2026 Exhibit 99.1.pdf",
+        source_url=(
+            "https://s21.q4cdn.com/399680738/files/doc_financials/2026/q1/"
+            "Meta-03-31-2026-Exhibit-99-1_final.pdf"
+        ),
+        mime_type="application/pdf",
+        status="ready",
+        demo_source_id="demo-financial-meta-q1-2026-results",
+    ),
+    OfficialLibrarySourceDefinition(
+        library_source_id="financial-meta-q1-2026-presentation",
+        category_id="financial-reports",
+        title="Meta Q1 2026 Earnings Presentation.pdf",
+        source_url=(
+            "https://s21.q4cdn.com/399680738/files/doc_financials/2026/q1/"
+            "Earnings-Presentation-Q1-2026.pdf"
+        ),
+        mime_type="application/pdf",
+        status="ready",
+        demo_source_id="demo-financial-meta-q1-2026-presentation",
+    ),
+    OfficialLibrarySourceDefinition(
+        library_source_id="financial-meta-q1-2026-earnings-call",
+        category_id="financial-reports",
+        title="Meta Q1 2026 Earnings Call Transcript.pdf",
+        source_url=(
+            "https://s21.q4cdn.com/399680738/files/doc_financials/2026/q1/"
+            "META-Q1-2026-Earnings-Call-Transcript.pdf"
+        ),
+        mime_type="application/pdf",
+        status="ready",
+        demo_source_id="demo-financial-meta-q1-2026-earnings-call",
+    ),
+    OfficialLibrarySourceDefinition(
+        library_source_id="financial-microsoft-2025-annual-report",
+        category_id="financial-reports",
+        title="Microsoft 2025 Annual Report.docx",
+        source_url=(
+            "https://cdn-dynmedia-1.microsoft.com/is/content/microsoftcorp/"
+            "2025_AnnualReport.docx"
+        ),
+        mime_type=(
+            "application/vnd.openxmlformats-officedocument."
+            "wordprocessingml.document"
+        ),
+        status="ready",
+        demo_source_id="demo-financial-microsoft-2025-annual-report",
+    ),
+    OfficialLibrarySourceDefinition(
+        library_source_id="financial-alibaba-fy2026-interim-report",
+        category_id="financial-reports",
+        title="Alibaba Fiscal Year 2026 Interim Report.pdf",
+        source_url=(
+            "https://data.alibabagroup.com/ecms-files/1514443390/"
+            "2b483071-b7a2-45ea-b6cd-f4d35861bab0/"
+            "Fiscal%20Year%202026%20Interim%20Report.pdf"
+        ),
+        mime_type="application/pdf",
+        status="ready",
+        demo_source_id="demo-financial-alibaba-fy2026-interim-report",
+    ),
+    OfficialLibrarySourceDefinition(
+        library_source_id="stem-jurafsky-transformers",
+        category_id="stem-books",
+        title="Speech and Language Processing, Chapter 8: Transformers.pdf",
+        source_url="https://web.stanford.edu/~jurafsky/slp3/8.pdf",
+        mime_type="application/pdf",
+        status="ready",
+        demo_source_id="demo-stem-jurafsky-transformers",
+    ),
+    OfficialLibrarySourceDefinition(
+        library_source_id="stem-transformers-tutorial",
+        category_id="stem-books",
+        title="Transformers Tutorial.pdf",
+        source_url=(
+            "https://aihub.csic.es/wp-content/uploads/2024/07/"
+            "Transformers-tutorial.pdf"
+        ),
+        mime_type="application/pdf",
+    ),
+    OfficialLibrarySourceDefinition(
+        library_source_id="stem-deep-learning-transformer-network",
+        category_id="stem-books",
+        title="Deep Learning - Transformer Network.pdf",
+        source_url="https://homel.vsb.cz/~pla06/files/dl/dl_10.pdf",
+        mime_type="application/pdf",
+        status="ready",
+        demo_source_id="demo-stem-deep-learning-transformer-network",
+    ),
+    OfficialLibrarySourceDefinition(
+        library_source_id="stem-information-theory",
+        category_id="stem-books",
+        title="Information Theory.pdf",
+        source_url="https://people.lids.mit.edu/yp/homepage/data/itbook-export.pdf",
+        mime_type="application/pdf",
+    ),
+    OfficialLibrarySourceDefinition(
+        library_source_id="stem-probability-theory-lecture-notes",
+        category_id="stem-books",
+        title="Probability Theory Lecture Notes.pdf",
+        source_url="https://www.math.union.edu/~marianop/ma41600sum19/Notes.pdf",
+        mime_type="application/pdf",
+        status="ready",
+        demo_source_id="demo-stem-probability-theory-lecture-notes",
+    ),
+    OfficialLibrarySourceDefinition(
+        library_source_id="stem-statistical-learning",
+        category_id="stem-books",
+        title="Statistical Learning Notes.pdf",
+        source_url="http://www.statslab.cam.ac.uk/~rds37/teaching/stat_learning/notes.pdf",
+        mime_type="application/pdf",
+        status="ready",
+        demo_source_id="demo-stem-statistical-learning",
+    ),
+    OfficialLibrarySourceDefinition(
+        library_source_id="stem-introduction-statistical-learning-theory",
+        category_id="stem-books",
+        title="Introduction to Statistical Learning Theory.pdf",
+        source_url="https://cciliber.github.io/intro-slt/slides/lec1.pdf",
+        mime_type="application/pdf",
+        status="ready",
+        demo_source_id="demo-stem-introduction-statistical-learning-theory",
+    ),
+)
+
+
+def get_official_library_catalog(
+    source_payload_by_demo_source_id: dict[str, dict[str, Any]],
+) -> dict[str, Any]:
+    """Return Official Library metadata with ready demo source links."""
+    return {
+        "categories": [
+            {
+                "category_id": category.category_id,
+                "label": category.label,
+                "description": category.description,
+            }
+            for category in _OFFICIAL_LIBRARY_CATEGORIES
+        ],
+        "sources": [
+            _source_payload(
+                source=source,
+                source_payload_by_demo_source_id=source_payload_by_demo_source_id,
+            )
+            for source in _OFFICIAL_LIBRARY_SOURCES
+        ],
+    }
+
+
+def get_official_library_source_payload_by_demo_source_id() -> dict[str, dict[str, Any]]:
+    """Return ready Official Library metadata keyed by demo source id."""
+    return {
+        source.demo_source_id: _source_payload(
+            source=source,
+            source_payload_by_demo_source_id={},
+        )
+        for source in _OFFICIAL_LIBRARY_SOURCES
+        if source.demo_source_id is not None and source.status == "ready"
+    }
+
+
+def iter_official_library_sources() -> tuple[OfficialLibrarySourceDefinition, ...]:
+    return _OFFICIAL_LIBRARY_SOURCES
+
+
+def iter_official_library_categories() -> tuple[OfficialLibraryCategoryDefinition, ...]:
+    return _OFFICIAL_LIBRARY_CATEGORIES
+
+
+def _source_payload(
+    *,
+    source: OfficialLibrarySourceDefinition,
+    source_payload_by_demo_source_id: dict[str, dict[str, Any]],
+) -> dict[str, Any]:
+    ready_source = (
+        source_payload_by_demo_source_id.get(source.demo_source_id)
+        if source.demo_source_id
+        else None
+    )
+    payload: dict[str, Any] = {
+        "library_source_id": source.library_source_id,
+        "category_id": source.category_id,
+        "title": source.title,
+        "source_url": source.source_url,
+        "mime_type": source.mime_type,
+        "status": "ready" if ready_source else source.status,
+    }
+    if source.demo_source_id is not None:
+        payload["demo_source_id"] = source.demo_source_id
+    if ready_source is not None:
+        payload["canonical_document_id"] = ready_source["canonical_document_id"]
+        payload["size_bytes"] = ready_source["size_bytes"]
+        payload["chunk_count"] = ready_source["chunk_count"]
+        payload["original_file"] = ready_source["original_file"]
+    return payload
diff --git a/apps/api/app/services/demo/source_catalog.py b/apps/api/app/services/demo/source_catalog.py
index cf2511f80..181638909 100644
--- a/apps/api/app/services/demo/source_catalog.py
+++ b/apps/api/app/services/demo/source_catalog.py
@@ -9,6 +9,10 @@
 from pathlib import Path
 from typing import Any
 
+from app.services.demo.official_library_catalog import (
+    get_official_library_catalog,
+    get_official_library_source_payload_by_demo_source_id,
+)
 from app.services.demo.source_projection import DemoSourceProjection
 
 
@@ -205,6 +209,196 @@ class DemoSourceDefinition:
         ),
         original_file_name=None,
     ),
+    DemoSourceDefinition(
+        demo_source_id="demo-financial-nvda-q1-fy27-earnings-call",
+        canonical_document_id="demo-doc-financial-nvda-q1-fy27-earnings-call",
+        title="NVDA Q1 FY27 Earnings Call Transcript.pdf",
+        mime_type="application/pdf",
+        size_bytes=288_661,
+        asset_directory="financial-nvda-q1-fy27-earnings-call",
+        chunk_count=44,
+        examples=(),
+        original_file_name=None,
+    ),
+    DemoSourceDefinition(
+        demo_source_id="demo-financial-nvda-q4-fy26-earnings-call",
+        canonical_document_id="demo-doc-financial-nvda-q4-fy26-earnings-call",
+        title="NVDA Q4 FY26 Earnings Call Transcript.pdf",
+        mime_type="application/pdf",
+        size_bytes=306_317,
+        asset_directory="financial-nvda-q4-fy26-earnings-call",
+        chunk_count=63,
+        examples=(),
+        original_file_name=None,
+    ),
+    DemoSourceDefinition(
+        demo_source_id="demo-financial-nvda-q1-fy27-cfo-commentary",
+        canonical_document_id="demo-doc-financial-nvda-q1-fy27-cfo-commentary",
+        title="NVIDIA Q1 FY27 CFO Commentary.pdf",
+        mime_type="application/pdf",
+        size_bytes=75_796,
+        asset_directory="financial-nvda-q1-fy27-cfo-commentary",
+        chunk_count=19,
+        examples=(),
+        original_file_name=None,
+    ),
+    DemoSourceDefinition(
+        demo_source_id="demo-financial-nvda-q1-fy27-results",
+        canonical_document_id="demo-doc-financial-nvda-q1-fy27-results",
+        title="NVIDIA Q1 FY27 Results.pdf",
+        mime_type="application/pdf",
+        size_bytes=379_572,
+        asset_directory="financial-nvda-q1-fy27-results",
+        chunk_count=120,
+        examples=(),
+        original_file_name=None,
+    ),
+    DemoSourceDefinition(
+        demo_source_id="demo-financial-nvda-q1-fy27-presentation",
+        canonical_document_id="demo-doc-financial-nvda-q1-fy27-presentation",
+        title="NVIDIA Q1 FY27 Quarterly Presentation.pdf",
+        mime_type="application/pdf",
+        size_bytes=3_371_774,
+        asset_directory="financial-nvda-q1-fy27-presentation",
+        chunk_count=39,
+        examples=(),
+        original_file_name=None,
+    ),
+    DemoSourceDefinition(
+        demo_source_id="demo-financial-nvda-fy26-annual-report",
+        canonical_document_id="demo-doc-financial-nvda-fy26-annual-report",
+        title="NVIDIA FY26 Annual Report.pdf",
+        mime_type="application/pdf",
+        size_bytes=15_850_437,
+        asset_directory="financial-nvda-fy26-annual-report",
+        chunk_count=551,
+        examples=(),
+        original_file_name=None,
+    ),
+    DemoSourceDefinition(
+        demo_source_id="demo-financial-goog-10-k-2025",
+        canonical_document_id="demo-doc-financial-goog-10-k-2025",
+        title="GOOG 10-K 2025.pdf",
+        mime_type="application/pdf",
+        size_bytes=940_068,
+        asset_directory="financial-goog-10-k-2025",
+        chunk_count=300,
+        examples=(),
+        original_file_name=None,
+    ),
+    DemoSourceDefinition(
+        demo_source_id="demo-financial-meta-q1-2026-results",
+        canonical_document_id="demo-doc-financial-meta-q1-2026-results",
+        title="Meta Q1 2026 Exhibit 99.1.pdf",
+        mime_type="application/pdf",
+        size_bytes=154_270,
+        asset_directory="financial-meta-q1-2026-results",
+        chunk_count=17,
+        examples=(),
+        original_file_name=None,
+    ),
+    DemoSourceDefinition(
+        demo_source_id="demo-financial-meta-q1-2026-presentation",
+        canonical_document_id="demo-doc-financial-meta-q1-2026-presentation",
+        title="Meta Q1 2026 Earnings Presentation.pdf",
+        mime_type="application/pdf",
+        size_bytes=239_814,
+        asset_directory="financial-meta-q1-2026-presentation",
+        chunk_count=55,
+        examples=(),
+        original_file_name=None,
+    ),
+    DemoSourceDefinition(
+        demo_source_id="demo-financial-meta-q1-2026-earnings-call",
+        canonical_document_id="demo-doc-financial-meta-q1-2026-earnings-call",
+        title="Meta Q1 2026 Earnings Call Transcript.pdf",
+        mime_type="application/pdf",
+        size_bytes=131_758,
+        asset_directory="financial-meta-q1-2026-earnings-call",
+        chunk_count=13,
+        examples=(),
+        original_file_name=None,
+    ),
+    DemoSourceDefinition(
+        demo_source_id="demo-financial-microsoft-2025-annual-report",
+        canonical_document_id="demo-doc-financial-microsoft-2025-annual-report",
+        title="Microsoft 2025 Annual Report.docx",
+        mime_type=(
+            "application/vnd.openxmlformats-officedocument."
+            "wordprocessingml.document"
+        ),
+        size_bytes=1_044_155,
+        asset_directory="financial-microsoft-2025-annual-report",
+        chunk_count=122,
+        examples=(),
+        original_file_name=None,
+    ),
+    DemoSourceDefinition(
+        demo_source_id="demo-financial-alibaba-fy2026-interim-report",
+        canonical_document_id="demo-doc-financial-alibaba-fy2026-interim-report",
+        title="Alibaba Fiscal Year 2026 Interim Report.pdf",
+        mime_type="application/pdf",
+        size_bytes=346_418,
+        asset_directory="financial-alibaba-fy2026-interim-report",
+        chunk_count=216,
+        examples=(),
+        original_file_name=None,
+    ),
+    DemoSourceDefinition(
+        demo_source_id="demo-stem-jurafsky-transformers",
+        canonical_document_id="demo-doc-stem-jurafsky-transformers",
+        title="Speech and Language Processing, Chapter 8: Transformers.pdf",
+        mime_type="application/pdf",
+        size_bytes=1_363_617,
+        asset_directory="stem-jurafsky-transformers",
+        chunk_count=46,
+        examples=(),
+        original_file_name=None,
+    ),
+    DemoSourceDefinition(
+        demo_source_id="demo-stem-deep-learning-transformer-network",
+        canonical_document_id="demo-doc-stem-deep-learning-transformer-network",
+        title="Deep Learning - Transformer Network.pdf",
+        mime_type="application/pdf",
+        size_bytes=2_619_505,
+        asset_directory="stem-deep-learning-transformer-network",
+        chunk_count=25,
+        examples=(),
+        original_file_name=None,
+    ),
+    DemoSourceDefinition(
+        demo_source_id="demo-stem-probability-theory-lecture-notes",
+        canonical_document_id="demo-doc-stem-probability-theory-lecture-notes",
+        title="Probability Theory Lecture Notes.pdf",
+        mime_type="application/pdf",
+        size_bytes=708_671,
+        asset_directory="stem-probability-theory-lecture-notes",
+        chunk_count=109,
+        examples=(),
+        original_file_name=None,
+    ),
+    DemoSourceDefinition(
+        demo_source_id="demo-stem-introduction-statistical-learning-theory",
+        canonical_document_id="demo-doc-stem-introduction-statistical-learning-theory",
+        title="Introduction to Statistical Learning Theory.pdf",
+        mime_type="application/pdf",
+        size_bytes=1_208_674,
+        asset_directory="stem-introduction-statistical-learning-theory",
+        chunk_count=62,
+        examples=(),
+        original_file_name=None,
+    ),
+    DemoSourceDefinition(
+        demo_source_id="demo-stem-statistical-learning",
+        canonical_document_id="demo-doc-stem-statistical-learning",
+        title="Statistical Learning Notes.pdf",
+        mime_type="application/pdf",
+        size_bytes=614_119,
+        asset_directory="stem-statistical-learning",
+        chunk_count=71,
+        examples=(),
+        original_file_name=None,
+    ),
 )
 
 
@@ -216,14 +410,32 @@ def list_sources(self) -> tuple[DemoSourceDefinition, ...]:
         return _DEMO_SOURCE_DEFINITIONS
 
     def get_catalog(self) -> dict[str, Any]:
+        source_payloads = [
+            self._projection.source_catalog_payload(
+                source=source,
+                chunks=_load_source_chunks(source),
+            )
+            for source in _DEMO_SOURCE_DEFINITIONS
+        ]
+        library_source_payload_by_demo_source_id = (
+            get_official_library_source_payload_by_demo_source_id()
+        )
+        for payload in source_payloads:
+            demo_source_id = str(payload["demo_source_id"])
+            library_payload = library_source_payload_by_demo_source_id.get(
+                demo_source_id
+            )
+            if library_payload is not None:
+                payload["official_library"] = library_payload
+
         return {
-            "sources": [
-                self._projection.source_catalog_payload(
-                    source=source,
-                    chunks=_load_source_chunks(source),
-                )
-                for source in _DEMO_SOURCE_DEFINITIONS
-            ],
+            "sources": source_payloads,
+            "official_library": get_official_library_catalog(
+                {
+                    str(payload["demo_source_id"]): payload
+                    for payload in source_payloads
+                }
+            ),
         }
 
     def list_chunks(
diff --git a/apps/api/scripts/validate_demo_documents.py b/apps/api/scripts/validate_demo_documents.py
index fea9b6f2b..e68a39e83 100644
--- a/apps/api/scripts/validate_demo_documents.py
+++ b/apps/api/scripts/validate_demo_documents.py
@@ -24,6 +24,10 @@ def _bootstrap_python_path() -> None:
 
 _bootstrap_python_path()
 
+from app.services.demo.official_library_catalog import (
+    iter_official_library_categories,
+    iter_official_library_sources,
+)
 from app.services.demo.source_catalog import DemoSourceCatalog, DemoSourceDefinition
 from shared.services.storage.zip_result_schema import ZipResultSchemaBuilder
 
@@ -39,6 +43,7 @@ def validate_demo_documents(*, write: bool = False) -> list[DemoValidationIssue]
     issues: list[DemoValidationIssue] = []
     for source in catalog.list_sources():
         issues.extend(_validate_source(catalog=catalog, source=source, write=write))
+    issues.extend(_validate_official_library_catalog(catalog=catalog))
     return issues
 
 
@@ -120,6 +125,81 @@ def _validate_catalog_projection(
         )
 
 
+def _validate_official_library_catalog(
+    *,
+    catalog: DemoSourceCatalog,
+) -> list[DemoValidationIssue]:
+    issues: list[DemoValidationIssue] = []
+    category_ids = [category.category_id for category in iter_official_library_categories()]
+    source_ids = [source.library_source_id for source in iter_official_library_sources()]
+    demo_source_ids = {
+        source.demo_source_id for source in catalog.list_sources()
+    }
+
+    _append_duplicate_issues(
+        source_id="official-library",
+        field_name="category_id",
+        values=category_ids,
+        issues=issues,
+    )
+    _append_duplicate_issues(
+        source_id="official-library",
+        field_name="library_source_id",
+        values=source_ids,
+        issues=issues,
+    )
+
+    known_category_ids = set(category_ids)
+    for source in iter_official_library_sources():
+        if source.category_id not in known_category_ids:
+            issues.append(
+                DemoValidationIssue(
+                    source_id=source.library_source_id,
+                    message=f"unknown Official Library category: {source.category_id}",
+                )
+            )
+        if source.status == "ready" and not source.demo_source_id:
+            issues.append(
+                DemoValidationIssue(
+                    source_id=source.library_source_id,
+                    message="ready Official Library source is missing demo_source_id",
+                )
+            )
+        if source.demo_source_id and source.demo_source_id not in demo_source_ids:
+            issues.append(
+                DemoValidationIssue(
+                    source_id=source.library_source_id,
+                    message=f"unknown ready demo source: {source.demo_source_id}",
+                )
+            )
+    return issues
+
+
+def _append_duplicate_issues(
+    *,
+    source_id: str,
+    field_name: str,
+    values: list[str],
+    issues: list[DemoValidationIssue],
+) -> None:
+    seen: set[str] = set()
+    duplicates: set[str] = set()
+    for value in values:
+        if value in seen:
+            duplicates.add(value)
+        seen.add(value)
+    if duplicates:
+        issues.append(
+            DemoValidationIssue(
+                source_id=source_id,
+                message=(
+                    f"duplicate {field_name} values: "
+                    f"{', '.join(sorted(duplicates))}"
+                ),
+            )
+        )
+
+
 def _validate_doc_nav(
     *,
     source: DemoSourceDefinition,
diff --git a/apps/api/tests/contract/test_demo_documents_contract.py b/apps/api/tests/contract/test_demo_documents_contract.py
index e07704a4f..c6b6267ea 100644
--- a/apps/api/tests/contract/test_demo_documents_contract.py
+++ b/apps/api/tests/contract/test_demo_documents_contract.py
@@ -82,6 +82,11 @@ async def test_should_return_demo_catalog_with_resolvable_canonical_citations(
     sources_by_id = {str(source["demo_source_id"]): source for source in sources}
     source = sources_by_id[DEMO_SOURCE_ID]
     spacex_source = sources_by_id[SPACEX_DEMO_SOURCE_ID]
+    official_library = cast(dict[str, Any], catalog["official_library"])
+    library_sources = cast(list[dict[str, Any]], official_library["sources"])
+    library_sources_by_id = {
+        str(source["library_source_id"]): source for source in library_sources
+    }
     examples = cast(list[dict[str, Any]], source["examples"])
     citations = cast(list[dict[str, Any]], examples[0]["citations"])
     citation = citations[0]
@@ -96,11 +101,37 @@ async def test_should_return_demo_catalog_with_resolvable_canonical_citations(
     assert source["original_file"]["can_download"] is False
     assert citation["canonical_document_id"] == "demo-doc-tsla-q4-2025"
     assert citation["canonical_chunk_id"].startswith(f"{DEMO_SOURCE_ID}:")
+    assert spacex_source["official_library"]["library_source_id"] == (
+        "financial-spacex-s1"
+    )
     assert spacex_source["canonical_document_id"] == "demo-doc-spacex-s1"
     assert spacex_source["chunk_count"] == 922
     assert spacex_citations[0]["canonical_chunk_id"].startswith(
         f"{SPACEX_DEMO_SOURCE_ID}:"
     )
+    assert [
+        category["category_id"]
+        for category in cast(list[dict[str, Any]], official_library["categories"])
+    ] == ["financial-reports", "research-papers", "stem-books"]
+    assert library_sources_by_id["financial-spacex-s1"]["status"] == "ready"
+    assert library_sources_by_id["financial-spacex-s1"]["demo_source_id"] == (
+        SPACEX_DEMO_SOURCE_ID
+    )
+    assert library_sources_by_id["financial-spacex-s1"]["chunk_count"] == 922
+    assert library_sources_by_id["stem-statistical-learning"]["status"] == "ready"
+    assert library_sources_by_id["stem-statistical-learning"]["demo_source_id"] == (
+        "demo-stem-statistical-learning"
+    )
+    assert library_sources_by_id["stem-statistical-learning"]["chunk_count"] == 71
+    assert library_sources_by_id["financial-nvda-q1-fy27-earnings-call"][
+        "demo_source_id"
+    ] == "demo-financial-nvda-q1-fy27-earnings-call"
+    assert library_sources_by_id["financial-micron-report-530bd7ed"][
+        "status"
+    ] == "planned"
+    assert "demo_source_id" not in library_sources_by_id[
+        "financial-micron-report-530bd7ed"
+    ]
 
     async with api_client_factory() as api_client:
         chunks_response = await api_client.get(

From acf60a4d701d195c170813bedb3564369dd97a29 Mon Sep 17 00:00:00 2001
From: suguanYang <wangbinqi77@gmail.com>
Date: Tue, 16 Jun 2026 09:47:24 +0000
Subject: [PATCH 2/4] Promote parsed official library docs

---
 .../chunks.json                               |  3596 +++
 .../doc_nav.json                              |   518 +
 .../financial-micron-report-530bd7ed/full.md  |   508 +
 .../images/image-1-Abstract Grid Pattern.jpg  |   Bin 0 -> 201734 bytes
 .../images/image-10-Concert Photography.jpg   |   Bin 0 -> 70971 bytes
 .../image-11-Futuristic Car Interior.jpg      |   Bin 0 -> 145941 bytes
 .../image-12-Business Meeting Discussion.jpg  |   Bin 0 -> 84296 bytes
 ...mage-13-Silicon Wafer in Manufacturing.jpg |   Bin 0 -> 181024 bytes
 .../image-14-Semiconductor Cleanroom.jpg      |   Bin 0 -> 204111 bytes
 .../image-15-Laboratory Safety Work.jpg       |   Bin 0 -> 132435 bytes
 .../image-16-Corporate Executive Portrait.jpg |   Bin 0 -> 132532 bytes
 .../images/image-17-Abstract Digital Art.jpg  |   Bin 0 -> 92300 bytes
 .../images/image-18-Abstract Digital Art.jpg  |   Bin 0 -> 87349 bytes
 .../image-19-Micron Presentation Slide.jpg    |   Bin 0 -> 121273 bytes
 .../image-2-Micron Executive Portrait.jpg     |   Bin 0 -> 249370 bytes
 .../image-20-Silicon Wafer Close-up.jpg       |   Bin 0 -> 89306 bytes
 .../image-3-Automated RAM Testing Machine.jpg |   Bin 0 -> 176695 bytes
 ...image-4-Automated Industrial Machinery.jpg |   Bin 0 -> 133194 bytes
 .../image-5-Cleanroom Manufacturing Floor.jpg |   Bin 0 -> 160019 bytes
 .../image-6-Micron Semiconductor Wafer.jpg    |   Bin 0 -> 108122 bytes
 .../image-7-Server Rack Infrastructure.jpg    |   Bin 0 -> 140113 bytes
 .../images/image-8-Micron Data Center.jpg     |   Bin 0 -> 117432 bytes
 .../image-9-Laptop Keyboard and Screen.jpg    |   Bin 0 -> 115983 bytes
 .../manifest.json                             |    97 +
 .../tables/table-0 Segment Financials.html    |     1 +
 .../tables/table-1 FQ1-26 Cash Flow.html      |     1 +
 .../tables/table-10 Memory Revenue.html       |     1 +
 .../tables/table-11 Revenue by Segment.html   |     1 +
 .../tables/table-12 Gross Margin & OpEx.html  |     1 +
 .../tables/table-13 Non-GAAP Financials.html  |     1 +
 .../tables/table-14 Non-GAAP Net Income.html  |     1 +
 .../tables/table-15 Adjusted EBITDA.html      |     1 +
 .../tables/table-16 Financial Highlights.html |     1 +
 .../tables/table-17 Cash Position.html        |     1 +
 .../tables/table-18 GAAP vs Non-GAAP.html     |     1 +
 .../tables/table-19 Stock Compensation.html   |     1 +
 .../tables/table-2 Financial Data.html        |     1 +
 .../tables/table-3 Financial Results.html     |     1 +
 .../tables/table-4 Revenue Breakdown.html     |     1 +
 .../tables/table-5 Sales Volume Change.html   |     1 +
 .../tables/table-6 ASP Changes Q_Q.html       |     1 +
 .../tables/table-7 Non-GAAP Guidance.html     |     1 +
 .../tables/table-8 Non-GAAP Estimates.html    |     1 +
 .../tables/table-9 Memory Revenue.html        |     1 +
 .../chunks.json                               |  3847 ++++
 .../doc_nav.json                              |   542 +
 .../financial-micron-report-9c0becf5/full.md  |   555 +
 .../images/image-1-Abstract Grid Pattern.jpg  |   Bin 0 -> 201734 bytes
 .../image-10-Laptop Keyboard and Screen.jpg   |   Bin 0 -> 106761 bytes
 .../images/image-11-Concert Photography.jpg   |   Bin 0 -> 70961 bytes
 ...-12-Micron Automotive Interior Concept.jpg |   Bin 0 -> 110528 bytes
 ...ot GR-12 Carrying Package in Warehouse.jpg |   Bin 0 -> 73965 bytes
 .../images/image-14-Business Meeting.jpg      |   Bin 0 -> 84075 bytes
 ...ge-15-Semiconductor Cleanroom Facility.jpg |   Bin 0 -> 203611 bytes
 .../image-16-Laboratory Safety Work.jpg       |   Bin 0 -> 132252 bytes
 .../image-17-Construction Site Progress.jpg   |   Bin 0 -> 210159 bytes
 .../image-18-Micron Executive Portrait.jpg    |   Bin 0 -> 132945 bytes
 .../image-19-Abstract Digital Background.jpg  |   Bin 0 -> 92050 bytes
 .../image-2-Micron Executive Portrait.jpg     |   Bin 0 -> 249370 bytes
 .../images/image-20-Abstract Digital Wave.jpg |   Bin 0 -> 87124 bytes
 .../image-21-Micron Presentation Slide.jpg    |   Bin 0 -> 121261 bytes
 .../images/image-22-Microchip Wafer.jpg       |   Bin 0 -> 89074 bytes
 .../image-23-Abstract Digital Background.jpg  |   Bin 0 -> 128825 bytes
 .../image-3-Automated RAM Testing Machine.jpg |   Bin 0 -> 176502 bytes
 ...mage-4-Industrial Automation Machinery.jpg |   Bin 0 -> 132958 bytes
 .../images/image-5-Cleanroom Operations.jpg   |   Bin 0 -> 160877 bytes
 .../images/image-6-Silicon Wafer Close-up.jpg |   Bin 0 -> 73613 bytes
 .../image-7-Micron Semiconductor Wafer.jpg    |   Bin 0 -> 108122 bytes
 .../images/image-8-Micron Data Center.jpg     |   Bin 0 -> 117432 bytes
 .../images/image-9-Server Room Interior.jpg   |   Bin 0 -> 124701 bytes
 .../manifest.json                             |    98 +
 .../tables/table-0 Segment Financials.html    |     1 +
 .../tables/table-1 Cash Flow Data.html        |     1 +
 .../tables/table-10 Memory Revenue.html       |     1 +
 .../tables/table-11 Revenue Growth.html       |     1 +
 .../tables/table-12 Financial Results.html    |     1 +
 .../tables/table-13 Non-GAAP Financials.html  |     1 +
 .../tables/table-14 Non-GAAP Net Income.html  |     1 +
 .../tables/table-15 Adjusted EBITDA.html      |     1 +
 .../tables/table-16 Financial Data.html       |     1 +
 .../tables/table-17 Cash Position.html        |     1 +
 .../tables/table-18 GAAP vs Non-GAAP.html     |     1 +
 .../tables/table-19 Stock Compensation.html   |     1 +
 .../tables/table-2 Financial Data.html        |     1 +
 .../tables/table-3 Quarterly Financials.html  |     1 +
 .../tables/table-4 Revenue Breakdown.html     |     1 +
 .../tables/table-5 Sales Volume Change.html   |     1 +
 .../tables/table-6 ASP Changes Q_Q.html       |     1 +
 .../tables/table-7 FQ2-26 vs FQ3-26.html      |     1 +
 .../tables/table-8 Non-GAAP Estimates.html    |     1 +
 .../tables/table-9 Memory Revenue.html        |     1 +
 .../stem-transformers-tutorial/chunks.json    | 18070 ++++++++++++++++
 .../stem-transformers-tutorial/doc_nav.json   |  3062 +++
 .../stem-transformers-tutorial/full.md        |  6089 ++++++
 .../images/image-1-Profile Photo of a Man.jpg |   Bin 0 -> 12322 bytes
 .../images/image-10-Model cat.jpg             |   Bin 0 -> 741 bytes
 .../images/image-100-__details_.jpg           |   Bin 0 -> 10173 bytes
 .../images/image-101-__details_.jpg           |   Bin 0 -> 10058 bytes
 .../images/image-102-__details_.jpg           |   Bin 0 -> 9280 bytes
 .../image-103-RL Algorithm Architecture.jpg   |   Bin 0 -> 28537 bytes
 .../images/image-104-RLHF Process Diagram.jpg |   Bin 0 -> 30725 bytes
 ...age-105-Direct Preference Optimization.jpg |   Bin 0 -> 18513 bytes
 .../images/image-106-Robot Head Close-Up.jpg  |   Bin 0 -> 20135 bytes
 .../images/image-107-Architecture Diagram.jpg |   Bin 0 -> 41899 bytes
 .../images/image-108-ChatGPT Overview.jpg     |   Bin 0 -> 32589 bytes
 .../image-109-Avocado Armchair Designs.jpg    |   Bin 0 -> 45090 bytes
 .../images/image-11-wolf fox.jpg              |   Bin 0 -> 725 bytes
 .../images/image-110-Millennium Falcon.jpg    |   Bin 0 -> 39724 bytes
 .../images/image-111-Millennium Falcon.jpg    |   Bin 0 -> 39665 bytes
 .../images/image-112-Three Devils.jpg         |   Bin 0 -> 210151 bytes
 .../image-113-Call Phrase Logic Flow.jpg      |   Bin 0 -> 27728 bytes
 .../images/image-114-E --__YES_.jpg           |   Bin 0 -> 10112 bytes
 .../image-115-Sentence Structure Diagram.jpg  |   Bin 0 -> 14749 bytes
 ...e-116-Linguistic Relationships Diagram.jpg |   Bin 0 -> 26646 bytes
 .../image-117-LSTM Cell Architecture.jpg      |   Bin 0 -> 23559 bytes
 ...118-Recurrent Neural Network Unfolding.jpg |   Bin 0 -> 29014 bytes
 ...ge-119-Attention Visualization Layer 5.jpg |   Bin 0 -> 35107 bytes
 .../images/image-12-dog squirr.jpg            |   Bin 0 -> 707 bytes
 ...e-120-Transformer Architecture Diagram.jpg |   Bin 0 -> 43107 bytes
 .../images/image-121-__details_.jpg           |   Bin 0 -> 9452 bytes
 ...22-RL Algorithm Reward Prediction Flow.jpg |   Bin 0 -> 28652 bytes
 .../images/image-123-ChatGPT Interface.jpg    |   Bin 0 -> 38432 bytes
 .../images/image-124-GPT Model Evolution.jpg  |   Bin 0 -> 53593 bytes
 .../images/image-125-Architecture Diagram.jpg |   Bin 0 -> 41685 bytes
 .../images/image-126-ChatGPT Overview.jpg     |   Bin 0 -> 31702 bytes
 .../images/image-127-ChatGPT Dialogue.jpg     |   Bin 0 -> 64529 bytes
 .../images/image-128-OpenAI Whisper.jpg       |   Bin 0 -> 107875 bytes
 ...-Object and Person Detection on Bridge.jpg |   Bin 0 -> 169430 bytes
 ...id_ Faces, Landscapes, Birds, and Bags.jpg |   Bin 0 -> 104693 bytes
 .../image-130-Collage of Diverse Images.jpg   |   Bin 0 -> 222772 bytes
 .../images/image-131-Collage of.jpg           |   Bin 0 -> 5896 bytes
 .../images/image-132-_details_ .jpg           |   Bin 0 -> 10022 bytes
 .../images/image-133-_details_ .jpg           |   Bin 0 -> 4978 bytes
 .../images/image-134-_details_ .jpg           |   Bin 0 -> 7968 bytes
 .../images/image-135-_details_ .jpg           |   Bin 0 -> 9128 bytes
 .../images/image-136-_details_ .jpg           |   Bin 0 -> 7951 bytes
 .../images/image-137-_details_ .jpg           |   Bin 0 -> 7735 bytes
 .../images/image-138-_details_ .jpg           |   Bin 0 -> 9226 bytes
 .../images/image-139-_details_ .jpg           |   Bin 0 -> 5457 bytes
 .../images/image-14-Wildlife in Savanna.jpg   |   Bin 0 -> 21879 bytes
 ...e-140-Person using robotic exoskeleton.jpg |   Bin 0 -> 27688 bytes
 .../images/image-141-_details_ .jpg           |   Bin 0 -> 6408 bytes
 .../images/image-142-_details_ .jpg           |   Bin 0 -> 7358 bytes
 .../images/image-143-_details_ .jpg           |   Bin 0 -> 6920 bytes
 .../images/image-144-_details_ .jpg           |   Bin 0 -> 7184 bytes
 .../images/image-145-_details_ .jpg           |   Bin 0 -> 5932 bytes
 .../images/image-146-_details_ .jpg           |   Bin 0 -> 6461 bytes
 .../images/image-147-Alphago Documentary.jpg  |   Bin 0 -> 28079 bytes
 .../image-148-DeepMind StarCraft II.jpg       |   Bin 0 -> 56987 bytes
 .../image-149-OpenAI Five Dota 2 Gameplay.jpg |   Bin 0 -> 83962 bytes
 .../images/image-15-Steampunk Sky City.jpg    |   Bin 0 -> 23882 bytes
 .../images/image-150-Med-PaLM M Diagram.jpg   |   Bin 0 -> 43331 bytes
 ...age-151-Google Med-Palm 2 Introduction.jpg |   Bin 0 -> 84932 bytes
 ...-152-Google DeepMind Protein Structure.jpg |   Bin 0 -> 31496 bytes
 ...image-153-Comparison of Input Capacity.jpg |   Bin 0 -> 24101 bytes
 ...er Architecture and Corruption Process.jpg |   Bin 0 -> 46591 bytes
 .../images/image-155-style Patc.jpg           |   Bin 0 -> 8094 bytes
 .../images/image-156-__details_.jpg           |   Bin 0 -> 7635 bytes
 .../images/image-157-__details_.jpg           |   Bin 0 -> 7222 bytes
 ...e-158-Architecture of a Gating Network.jpg |   Bin 0 -> 21214 bytes
 .../image-159-ReAct Framework Diagram.jpg     |   Bin 0 -> 18811 bytes
 ...e-16-Cartesian Space (2d) Scatter Plot.jpg |   Bin 0 -> 37628 bytes
 ...age-160-Performance on SQuAD Benchmark.jpg |   Bin 0 -> 24041 bytes
 .../images/image-161-Q_ Roger h.jpg           |   Bin 0 -> 1495 bytes
 ...image-162-Prompting Methods Comparison.jpg |   Bin 0 -> 44035 bytes
 .../image-163-Mind Map_ Balloon Science.jpg   |   Bin 0 -> 38665 bytes
 ...e-164-Self-Questioning Process Diagram.jpg |   Bin 0 -> 58130 bytes
 .../image-165-Cute Robot Illustration.jpg     |   Bin 0 -> 13239 bytes
 .../images/image-166-OpenAI GPT-4 Chip.jpg    |   Bin 0 -> 100227 bytes
 .../image-167-Agent Architecture Diagram.jpg  |   Bin 0 -> 87119 bytes
 .../image-168-Multi-On Search Interface.jpg   |   Bin 0 -> 110802 bytes
 ...image-169-Online Driver's License Test.jpg |   Bin 0 -> 82747 bytes
 .../image-17-Feature Space Scatter Plot.jpg   |   Bin 0 -> 32082 bytes
 .../image-170-Automated Driving Levels.jpg    |   Bin 0 -> 109236 bytes
 .../images/image-171-Gorilla Tools Logo.jpg   |   Bin 0 -> 13758 bytes
 .../images/image-172-_details_ .jpg           |   Bin 0 -> 5387 bytes
 .../images/image-173-#### Direc.jpg           |   Bin 0 -> 6227 bytes
 ...-174-LangChain and Multion API Example.jpg |   Bin 0 -> 65376 bytes
 .../images/image-175-OpenAI GPT-4 Chip.jpg    |   Bin 0 -> 48639 bytes
 ...e-176-Transformer Architecture Diagram.jpg |   Bin 0 -> 62404 bytes
 .../images/image-177-Memory Component.jpg     |   Bin 0 -> 10786 bytes
 .../image-178-Cute Robot Illustration.jpg     |   Bin 0 -> 13251 bytes
 .../image-179-Cute Robot Illustration.jpg     |   Bin 0 -> 13256 bytes
 .../image-18-Classification Diagram.jpg       |   Bin 0 -> 39313 bytes
 .../image-180-Cute Robot Illustration.jpg     |   Bin 0 -> 13198 bytes
 .../images/image-181-Robot Icon.jpg           |   Bin 0 -> 13141 bytes
 .../image-182-Cute Robot Illustration.jpg     |   Bin 0 -> 13081 bytes
 .../image-183-AI Agent Architecture.jpg       |   Bin 0 -> 50984 bytes
 .../image-184-Cute Robot Illustration.jpg     |   Bin 0 -> 11688 bytes
 .../images/image-185-_details_ .jpg           |   Bin 0 -> 4070 bytes
 .../image-186-Robot Mascot Illustration.jpg   |   Bin 0 -> 11729 bytes
 .../images/image-187-_details_ .jpg           |   Bin 0 -> 4098 bytes
 .../images/image-188-Logo.jpg                 |   Bin 0 -> 11106 bytes
 .../images/image-189-_details_ .jpg           |   Bin 0 -> 4275 bytes
 ...19-Diagram_ Cat and Dog Classification.jpg |   Bin 0 -> 36967 bytes
 .../image-190-Cute Robot Illustration.jpg     |   Bin 0 -> 10853 bytes
 .../images/image-191-_details_ .jpg           |   Bin 0 -> 4276 bytes
 .../images/image-192-_details_ .jpg           |   Bin 0 -> 4286 bytes
 .../images/image-193-Simple car.jpg           |   Bin 0 -> 1232 bytes
 .../image-194-Task Verification Flow.jpg      |   Bin 0 -> 75083 bytes
 .../images/image-195-Simple car.jpg           |   Bin 0 -> 1263 bytes
 .../image-196-Cute Robot Illustration.jpg     |   Bin 0 -> 10786 bytes
 .../images/image-197-_details_ .jpg           |   Bin 0 -> 4259 bytes
 ...ge-198-Diagram of Actual vs Ideal Path.jpg |   Bin 0 -> 24329 bytes
 ...ge-199-LLM System Architecture Diagram.jpg |   Bin 0 -> 73019 bytes
 .../images/image-2-__details_.jpg             |   Bin 0 -> 2216 bytes
 .../images/image-20-2. Feed th.jpg            |   Bin 0 -> 8655 bytes
 .../images/image-200-M[_Etherne.jpg           |   Bin 0 -> 6432 bytes
 ...image-201-Neural Computer Architecture.jpg |   Bin 0 -> 74343 bytes
 .../images/image-21-Sound Signal Waveform.jpg |   Bin 0 -> 13833 bytes
 .../image-22-Alignment Visualization.jpg      |   Bin 0 -> 44515 bytes
 .../image-23-Word Embedding Visualization.jpg |   Bin 0 -> 10765 bytes
 .../image-24-Word Embedding Visualization.jpg |   Bin 0 -> 11860 bytes
 ...image-25-Diagram of Country-City Pairs.jpg |   Bin 0 -> 30510 bytes
 .../images/image-26-1. Tokeniz.jpg            |   Bin 0 -> 1770 bytes
 .../images/image-27-Tokenizati.jpg            |   Bin 0 -> 1752 bytes
 ...ge-28-Transformer Encoder Architecture.jpg |   Bin 0 -> 27963 bytes
 .../image-29-Sentence Structure Diagram.jpg   |   Bin 0 -> 29106 bytes
 .../image-3-Timeline of AI Evolution.jpg      |   Bin 0 -> 64277 bytes
 .../image-30-Sentence Structure Analysis.jpg  |   Bin 0 -> 28630 bytes
 ...ge-31-Transformer Architecture Diagram.jpg |   Bin 0 -> 102780 bytes
 .../image-32-BERT Architecture Diagram.jpg    |   Bin 0 -> 75148 bytes
 .../image-33-Book Cover_ Deep Learning.jpg    |   Bin 0 -> 21866 bytes
 .../image-34-BERT Masked Language Model.jpg   |   Bin 0 -> 61192 bytes
 .../image-35-BERT Architecture Diagram.jpg    |   Bin 0 -> 49131 bytes
 ...ge-36-Transformer Architecture Diagram.jpg |   Bin 0 -> 47918 bytes
 ...-37-Architecture of Vision Transformer.jpg |   Bin 0 -> 70520 bytes
 .../images/image-38-__details_.jpg            |   Bin 0 -> 2871 bytes
 .../images/image-39-_details_ .jpg            |   Bin 0 -> 9758 bytes
 .../images/image-4-Composite_.jpg             |   Bin 0 -> 8545 bytes
 .../image-40-BERT Architecture Diagram.jpg    |   Bin 0 -> 47145 bytes
 .../image-41-GPT Decoder Architecture.jpg     |   Bin 0 -> 43934 bytes
 ...ok Cover_ Build a Large Language Model.jpg |   Bin 0 -> 17136 bytes
 .../image-43-Neural Network Architecture.jpg  |   Bin 0 -> 60639 bytes
 .../image-44-Book Cover_ Deep Learning.jpg    |   Bin 0 -> 20816 bytes
 .../image-45-Ambiguous Pronoun Resolution.jpg |   Bin 0 -> 61841 bytes
 ...mage-46-Attention Matrix Visualization.jpg |   Bin 0 -> 53215 bytes
 ...mage-47-Attention Matrix Visualization.jpg |   Bin 0 -> 48360 bytes
 .../image-48-Autoregressive Process.jpg       |   Bin 0 -> 77292 bytes
 ...ok Cover_ Build a Large Language Model.jpg |   Bin 0 -> 17146 bytes
 .../images/image-5-Sound Signal Waveform.jpg  |   Bin 0 -> 14568 bytes
 .../images/image-50-__details_.jpg            |   Bin 0 -> 2939 bytes
 ...ok Cover_ Build a Large Language Model.jpg |   Bin 0 -> 17136 bytes
 .../image-52-LLM Word Prediction Process.jpg  |   Bin 0 -> 104245 bytes
 .../images/image-53-_details_ .jpg            |   Bin 0 -> 2887 bytes
 ...54-Encoder-Decoder Translation Process.jpg |   Bin 0 -> 88407 bytes
 .../images/image-55-Raschka, S.jpg            |   Bin 0 -> 7056 bytes
 ...56-Encoder-Decoder Translation Process.jpg |   Bin 0 -> 93345 bytes
 .../images/image-57-GPT Decoder Process.jpg   |   Bin 0 -> 25071 bytes
 .../images/image-58-Decoder Process Flow.jpg  |   Bin 0 -> 33575 bytes
 ...ok Cover_ Build a Large Language Model.jpg |   Bin 0 -> 16327 bytes
 .../images/image-6-A Cat in the Snow.jpg      |   Bin 0 -> 11384 bytes
 ...ge-60-Transformer Architecture Diagram.jpg |   Bin 0 -> 84944 bytes
 .../images/image-61-_details_ .jpg            |   Bin 0 -> 2832 bytes
 .../image-62-Matrix Structure Diagram.jpg     |   Bin 0 -> 13083 bytes
 ...mage-63-Transformer Block Architecture.jpg |   Bin 0 -> 42901 bytes
 .../image-64-Attention Mechanism Diagram.jpg  |   Bin 0 -> 24218 bytes
 .../image-65-Softmax Function Example.jpg     |   Bin 0 -> 49644 bytes
 .../image-66-Diagram of Input Processing.jpg  |   Bin 0 -> 19152 bytes
 .../images/image-67-__details_.jpg            |   Bin 0 -> 9019 bytes
 ...e-68-Attention Mechanism Visualization.jpg |   Bin 0 -> 23872 bytes
 ...ge-69-Attention Mechanism Architecture.jpg |   Bin 0 -> 23656 bytes
 .../image-7-Text Classification Model.jpg     |   Bin 0 -> 40382 bytes
 .../image-70-Attention Visualization.jpg      |   Bin 0 -> 48538 bytes
 ...image-71-Specialized Information Types.jpg |   Bin 0 -> 73069 bytes
 ...e-72-Multi-head Attention Architecture.jpg |   Bin 0 -> 60326 bytes
 .../images/image-73-#### 2) We.jpg            |   Bin 0 -> 2200 bytes
 .../images/image-74-#### 4) Ca.jpg            |   Bin 0 -> 2548 bytes
 .../images/image-75-5) Concate.jpg            |   Bin 0 -> 5588 bytes
 .../images/image-76-_summary_t.jpg            |   Bin 0 -> 3558 bytes
 .../image-77-W\342\202\200^Q _deta.jpg"       |   Bin 0 -> 1978 bytes
 .../image-78-W\342\202\200^K _deta.jpg"       |   Bin 0 -> 5320 bytes
 .../images/image-79-_summary_t.jpg            |   Bin 0 -> 3353 bytes
 .../image-8-Text Generation Model Process.jpg |   Bin 0 -> 55090 bytes
 .../image-80-W\342\202\201^Q _deta.jpg"       |   Bin 0 -> 1797 bytes
 .../image-81-W\342\202\201^K _deta.jpg"       |   Bin 0 -> 5648 bytes
 .../images/image-82-_summary_t.jpg            |   Bin 0 -> 3894 bytes
 .../images/image-83-_summary_t.jpg            |   Bin 0 -> 1725 bytes
 .../image-84-Q\342\202\207 _detail.jpg"       |   Bin 0 -> 7740 bytes
 .../image-85-Transformer Decoder Block.jpg    |   Bin 0 -> 30861 bytes
 ...mage-86-Attention Matrix Visualization.jpg |   Bin 0 -> 53010 bytes
 ...mage-87-Attention Matrix Visualization.jpg |   Bin 0 -> 50727 bytes
 ...ge-88-Transformer Architecture Diagram.jpg |   Bin 0 -> 62064 bytes
 ...89-Neural Network Architecture Diagram.jpg |   Bin 0 -> 56036 bytes
 .../images/image-9-Fill- dog.jpg              |   Bin 0 -> 751 bytes
 .../image-90-Attention Mechanism Diagram.jpg  |   Bin 0 -> 56930 bytes
 ...mage-91-Transformer Architecture Block.jpg |   Bin 0 -> 42132 bytes
 ...ge-92-Transformer Architecture Diagram.jpg |   Bin 0 -> 53874 bytes
 .../images/image-93-Diagram.jpg               |   Bin 0 -> 16529 bytes
 .../images/image-94-B --_ C[_L.jpg            |   Bin 0 -> 5608 bytes
 .../images/image-95-C --_ D[_O.jpg            |   Bin 0 -> 9601 bytes
 .../images/image-96-__details_.jpg            |   Bin 0 -> 9265 bytes
 .../images/image-97-__details_.jpg            |   Bin 0 -> 9175 bytes
 .../images/image-98-__details_.jpg            |   Bin 0 -> 9465 bytes
 .../images/image-99-__details_.jpg            |   Bin 0 -> 8980 bytes
 .../stem-transformers-tutorial/manifest.json  |   317 +
 .../tables/table-0 Transformer Era.html       |    38 +
 .../tables/table-1 Frequency Data.html        |   410 +
 .../tables/table-10 Animal Street.html        |    66 +
 .../table-11 Word Transition Matrix.html      |    69 +
 .../table-12 Word Transition Matrix.html      |    69 +
 .../tables/table-13 RNNs vs Transformers.html |     1 +
 .../tables/table-14 Accuracy vs x.html        |    26 +
 .../tables/table-15 BLEU vs X.html            |    26 +
 .../tables/table-16 Exact match rates.html    |    26 +
 .../tables/table-17 Exact match rates.html    |    26 +
 .../tables/table-18 Accuracy Table.html       |    22 +
 .../tables/table-19 Accuracy vs x.html        |    26 +
 .../tables/table-2 Grouped Data.html          |    21 +
 .../tables/table-20 Accuracy vs x.html        |    22 +
 .../tables/table-21 Accuracy by Value.html    |    22 +
 .../tables/table-22 Table Data.html           |     1 +
 .../tables/table-23 Table Data.html           |    31 +
 .../tables/table-24 RNNs vs Transformers.html |     1 +
 .../tables/table-25 Accuracy vs x.html        |    26 +
 .../tables/table-26 BLEU vs X.html            |    26 +
 .../tables/table-27 Exact match rates.html    |    26 +
 .../tables/table-28 Exact match rates.html    |    26 +
 .../tables/table-29 Accuracy Table.html       |    22 +
 .../tables/table-3 Data Table Summary.html    |   546 +
 .../tables/table-30 Accuracy vs x.html        |    26 +
 .../tables/table-31 Accuracy vs x.html        |    22 +
 .../tables/table-32 Accuracy vs. Scale.html   |    22 +
 .../tables/table-33 Age vs Sleep Bounds.html  |    31 +
 .../tables/table-34 Probability Table.html    |    36 +
 .../tables/table-35 MLP Layer Prob.html       |    46 +
 .../table-36 Attn Layers & Seattle.html       |    38 +
 .../tables/table-37 Reflexion Trials.html     |    48 +
 .../tables/table-38 Automation Levels.html    |    60 +
 .../tables/table-39 Instruction Format.html   |     1 +
 .../tables/table-4 Frequency Data.html        |   334 +
 .../tables/table-40 Path Values.html          |   410 +
 .../tables/table-5 Token Sequence.html        |     1 +
 .../tables/table-6 Numerical Data.html        |     1 +
 .../table-7 Word Transition Matrix.html       |    69 +
 .../table-8 Word Transition Matrix.html       |    69 +
 .../tables/table-9 Table Data.html            |    31 +
 .../services/demo/official_library_catalog.py |     6 +
 apps/api/app/services/demo/source_catalog.py  |    33 +
 .../contract/test_demo_documents_contract.py  |    24 +-
 340 files changed, 40217 insertions(+), 5 deletions(-)
 create mode 100644 apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/chunks.json
 create mode 100644 apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/doc_nav.json
 create mode 100644 apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/full.md
 create mode 100644 apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/images/image-1-Abstract Grid Pattern.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/images/image-10-Concert Photography.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/images/image-11-Futuristic Car Interior.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/images/image-12-Business Meeting Discussion.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/images/image-13-Silicon Wafer in Manufacturing.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/images/image-14-Semiconductor Cleanroom.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/images/image-15-Laboratory Safety Work.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/images/image-16-Corporate Executive Portrait.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/images/image-17-Abstract Digital Art.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/images/image-18-Abstract Digital Art.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/images/image-19-Micron Presentation Slide.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/images/image-2-Micron Executive Portrait.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/images/image-20-Silicon Wafer Close-up.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/images/image-3-Automated RAM Testing Machine.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/images/image-4-Automated Industrial Machinery.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/images/image-5-Cleanroom Manufacturing Floor.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/images/image-6-Micron Semiconductor Wafer.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/images/image-7-Server Rack Infrastructure.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/images/image-8-Micron Data Center.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/images/image-9-Laptop Keyboard and Screen.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/manifest.json
 create mode 100644 apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/tables/table-0 Segment Financials.html
 create mode 100644 apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/tables/table-1 FQ1-26 Cash Flow.html
 create mode 100644 apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/tables/table-10 Memory Revenue.html
 create mode 100644 apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/tables/table-11 Revenue by Segment.html
 create mode 100644 apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/tables/table-12 Gross Margin & OpEx.html
 create mode 100644 apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/tables/table-13 Non-GAAP Financials.html
 create mode 100644 apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/tables/table-14 Non-GAAP Net Income.html
 create mode 100644 apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/tables/table-15 Adjusted EBITDA.html
 create mode 100644 apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/tables/table-16 Financial Highlights.html
 create mode 100644 apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/tables/table-17 Cash Position.html
 create mode 100644 apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/tables/table-18 GAAP vs Non-GAAP.html
 create mode 100644 apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/tables/table-19 Stock Compensation.html
 create mode 100644 apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/tables/table-2 Financial Data.html
 create mode 100644 apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/tables/table-3 Financial Results.html
 create mode 100644 apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/tables/table-4 Revenue Breakdown.html
 create mode 100644 apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/tables/table-5 Sales Volume Change.html
 create mode 100644 apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/tables/table-6 ASP Changes Q_Q.html
 create mode 100644 apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/tables/table-7 Non-GAAP Guidance.html
 create mode 100644 apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/tables/table-8 Non-GAAP Estimates.html
 create mode 100644 apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/tables/table-9 Memory Revenue.html
 create mode 100644 apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/chunks.json
 create mode 100644 apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/doc_nav.json
 create mode 100644 apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/full.md
 create mode 100644 apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/images/image-1-Abstract Grid Pattern.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/images/image-10-Laptop Keyboard and Screen.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/images/image-11-Concert Photography.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/images/image-12-Micron Automotive Interior Concept.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/images/image-13-Robot GR-12 Carrying Package in Warehouse.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/images/image-14-Business Meeting.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/images/image-15-Semiconductor Cleanroom Facility.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/images/image-16-Laboratory Safety Work.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/images/image-17-Construction Site Progress.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/images/image-18-Micron Executive Portrait.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/images/image-19-Abstract Digital Background.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/images/image-2-Micron Executive Portrait.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/images/image-20-Abstract Digital Wave.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/images/image-21-Micron Presentation Slide.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/images/image-22-Microchip Wafer.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/images/image-23-Abstract Digital Background.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/images/image-3-Automated RAM Testing Machine.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/images/image-4-Industrial Automation Machinery.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/images/image-5-Cleanroom Operations.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/images/image-6-Silicon Wafer Close-up.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/images/image-7-Micron Semiconductor Wafer.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/images/image-8-Micron Data Center.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/images/image-9-Server Room Interior.jpg
 create mode 100644 apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/manifest.json
 create mode 100644 apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/tables/table-0 Segment Financials.html
 create mode 100644 apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/tables/table-1 Cash Flow Data.html
 create mode 100644 apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/tables/table-10 Memory Revenue.html
 create mode 100644 apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/tables/table-11 Revenue Growth.html
 create mode 100644 apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/tables/table-12 Financial Results.html
 create mode 100644 apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/tables/table-13 Non-GAAP Financials.html
 create mode 100644 apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/tables/table-14 Non-GAAP Net Income.html
 create mode 100644 apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/tables/table-15 Adjusted EBITDA.html
 create mode 100644 apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/tables/table-16 Financial Data.html
 create mode 100644 apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/tables/table-17 Cash Position.html
 create mode 100644 apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/tables/table-18 GAAP vs Non-GAAP.html
 create mode 100644 apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/tables/table-19 Stock Compensation.html
 create mode 100644 apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/tables/table-2 Financial Data.html
 create mode 100644 apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/tables/table-3 Quarterly Financials.html
 create mode 100644 apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/tables/table-4 Revenue Breakdown.html
 create mode 100644 apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/tables/table-5 Sales Volume Change.html
 create mode 100644 apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/tables/table-6 ASP Changes Q_Q.html
 create mode 100644 apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/tables/table-7 FQ2-26 vs FQ3-26.html
 create mode 100644 apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/tables/table-8 Non-GAAP Estimates.html
 create mode 100644 apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/tables/table-9 Memory Revenue.html
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/chunks.json
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/doc_nav.json
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/full.md
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-1-Profile Photo of a Man.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-10-Model cat.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-100-__details_.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-101-__details_.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-102-__details_.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-103-RL Algorithm Architecture.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-104-RLHF Process Diagram.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-105-Direct Preference Optimization.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-106-Robot Head Close-Up.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-107-Architecture Diagram.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-108-ChatGPT Overview.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-109-Avocado Armchair Designs.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-11-wolf fox.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-110-Millennium Falcon.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-111-Millennium Falcon.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-112-Three Devils.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-113-Call Phrase Logic Flow.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-114-E --__YES_.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-115-Sentence Structure Diagram.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-116-Linguistic Relationships Diagram.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-117-LSTM Cell Architecture.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-118-Recurrent Neural Network Unfolding.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-119-Attention Visualization Layer 5.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-12-dog squirr.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-120-Transformer Architecture Diagram.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-121-__details_.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-122-RL Algorithm Reward Prediction Flow.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-123-ChatGPT Interface.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-124-GPT Model Evolution.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-125-Architecture Diagram.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-126-ChatGPT Overview.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-127-ChatGPT Dialogue.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-128-OpenAI Whisper.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-129-Object and Person Detection on Bridge.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-13-Image Grid_ Faces, Landscapes, Birds, and Bags.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-130-Collage of Diverse Images.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-131-Collage of.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-132-_details_ .jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-133-_details_ .jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-134-_details_ .jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-135-_details_ .jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-136-_details_ .jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-137-_details_ .jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-138-_details_ .jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-139-_details_ .jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-14-Wildlife in Savanna.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-140-Person using robotic exoskeleton.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-141-_details_ .jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-142-_details_ .jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-143-_details_ .jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-144-_details_ .jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-145-_details_ .jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-146-_details_ .jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-147-Alphago Documentary.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-148-DeepMind StarCraft II.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-149-OpenAI Five Dota 2 Gameplay.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-15-Steampunk Sky City.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-150-Med-PaLM M Diagram.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-151-Google Med-Palm 2 Introduction.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-152-Google DeepMind Protein Structure.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-153-Comparison of Input Capacity.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-154-Diagram of Transformer Architecture and Corruption Process.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-155-style Patc.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-156-__details_.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-157-__details_.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-158-Architecture of a Gating Network.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-159-ReAct Framework Diagram.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-16-Cartesian Space (2d) Scatter Plot.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-160-Performance on SQuAD Benchmark.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-161-Q_ Roger h.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-162-Prompting Methods Comparison.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-163-Mind Map_ Balloon Science.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-164-Self-Questioning Process Diagram.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-165-Cute Robot Illustration.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-166-OpenAI GPT-4 Chip.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-167-Agent Architecture Diagram.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-168-Multi-On Search Interface.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-169-Online Driver's License Test.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-17-Feature Space Scatter Plot.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-170-Automated Driving Levels.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-171-Gorilla Tools Logo.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-172-_details_ .jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-173-#### Direc.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-174-LangChain and Multion API Example.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-175-OpenAI GPT-4 Chip.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-176-Transformer Architecture Diagram.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-177-Memory Component.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-178-Cute Robot Illustration.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-179-Cute Robot Illustration.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-18-Classification Diagram.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-180-Cute Robot Illustration.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-181-Robot Icon.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-182-Cute Robot Illustration.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-183-AI Agent Architecture.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-184-Cute Robot Illustration.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-185-_details_ .jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-186-Robot Mascot Illustration.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-187-_details_ .jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-188-Logo.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-189-_details_ .jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-19-Diagram_ Cat and Dog Classification.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-190-Cute Robot Illustration.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-191-_details_ .jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-192-_details_ .jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-193-Simple car.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-194-Task Verification Flow.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-195-Simple car.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-196-Cute Robot Illustration.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-197-_details_ .jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-198-Diagram of Actual vs Ideal Path.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-199-LLM System Architecture Diagram.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-2-__details_.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-20-2. Feed th.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-200-M[_Etherne.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-201-Neural Computer Architecture.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-21-Sound Signal Waveform.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-22-Alignment Visualization.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-23-Word Embedding Visualization.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-24-Word Embedding Visualization.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-25-Diagram of Country-City Pairs.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-26-1. Tokeniz.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-27-Tokenizati.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-28-Transformer Encoder Architecture.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-29-Sentence Structure Diagram.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-3-Timeline of AI Evolution.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-30-Sentence Structure Analysis.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-31-Transformer Architecture Diagram.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-32-BERT Architecture Diagram.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-33-Book Cover_ Deep Learning.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-34-BERT Masked Language Model.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-35-BERT Architecture Diagram.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-36-Transformer Architecture Diagram.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-37-Architecture of Vision Transformer.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-38-__details_.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-39-_details_ .jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-4-Composite_.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-40-BERT Architecture Diagram.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-41-GPT Decoder Architecture.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-42-Book Cover_ Build a Large Language Model.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-43-Neural Network Architecture.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-44-Book Cover_ Deep Learning.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-45-Ambiguous Pronoun Resolution.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-46-Attention Matrix Visualization.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-47-Attention Matrix Visualization.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-48-Autoregressive Process.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-49-Book Cover_ Build a Large Language Model.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-5-Sound Signal Waveform.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-50-__details_.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-51-Book Cover_ Build a Large Language Model.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-52-LLM Word Prediction Process.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-53-_details_ .jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-54-Encoder-Decoder Translation Process.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-55-Raschka, S.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-56-Encoder-Decoder Translation Process.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-57-GPT Decoder Process.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-58-Decoder Process Flow.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-59-Book Cover_ Build a Large Language Model.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-6-A Cat in the Snow.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-60-Transformer Architecture Diagram.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-61-_details_ .jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-62-Matrix Structure Diagram.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-63-Transformer Block Architecture.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-64-Attention Mechanism Diagram.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-65-Softmax Function Example.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-66-Diagram of Input Processing.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-67-__details_.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-68-Attention Mechanism Visualization.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-69-Attention Mechanism Architecture.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-7-Text Classification Model.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-70-Attention Visualization.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-71-Specialized Information Types.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-72-Multi-head Attention Architecture.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-73-#### 2) We.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-74-#### 4) Ca.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-75-5) Concate.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-76-_summary_t.jpg
 create mode 100644 "apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-77-W\342\202\200^Q _deta.jpg"
 create mode 100644 "apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-78-W\342\202\200^K _deta.jpg"
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-79-_summary_t.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-8-Text Generation Model Process.jpg
 create mode 100644 "apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-80-W\342\202\201^Q _deta.jpg"
 create mode 100644 "apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-81-W\342\202\201^K _deta.jpg"
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-82-_summary_t.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-83-_summary_t.jpg
 create mode 100644 "apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-84-Q\342\202\207 _detail.jpg"
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-85-Transformer Decoder Block.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-86-Attention Matrix Visualization.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-87-Attention Matrix Visualization.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-88-Transformer Architecture Diagram.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-89-Neural Network Architecture Diagram.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-9-Fill- dog.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-90-Attention Mechanism Diagram.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-91-Transformer Architecture Block.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-92-Transformer Architecture Diagram.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-93-Diagram.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-94-B --_ C[_L.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-95-C --_ D[_O.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-96-__details_.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-97-__details_.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-98-__details_.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-99-__details_.jpg
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/manifest.json
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-0 Transformer Era.html
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-1 Frequency Data.html
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-10 Animal Street.html
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-11 Word Transition Matrix.html
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-12 Word Transition Matrix.html
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-13 RNNs vs Transformers.html
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-14 Accuracy vs x.html
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-15 BLEU vs X.html
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-16 Exact match rates.html
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-17 Exact match rates.html
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-18 Accuracy Table.html
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-19 Accuracy vs x.html
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-2 Grouped Data.html
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-20 Accuracy vs x.html
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-21 Accuracy by Value.html
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-22 Table Data.html
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-23 Table Data.html
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-24 RNNs vs Transformers.html
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-25 Accuracy vs x.html
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-26 BLEU vs X.html
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-27 Exact match rates.html
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-28 Exact match rates.html
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-29 Accuracy Table.html
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-3 Data Table Summary.html
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-30 Accuracy vs x.html
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-31 Accuracy vs x.html
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-32 Accuracy vs. Scale.html
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-33 Age vs Sleep Bounds.html
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-34 Probability Table.html
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-35 MLP Layer Prob.html
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-36 Attn Layers & Seattle.html
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-37 Reflexion Trials.html
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-38 Automation Levels.html
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-39 Instruction Format.html
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-4 Frequency Data.html
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-40 Path Values.html
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-5 Token Sequence.html
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-6 Numerical Data.html
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-7 Word Transition Matrix.html
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-8 Word Transition Matrix.html
 create mode 100644 apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-9 Table Data.html

diff --git a/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/chunks.json b/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/chunks.json
new file mode 100644
index 000000000..3fb5197a2
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/chunks.json
@@ -0,0 +1,3596 @@
+{
+  "chunks": [
+    {
+      "chunk_id": "e7206d28-6d5a-563d-a6fc-b6070a6a8bb9",
+      "type": "image",
+      "content": "\n# Financial results <details>0\n[images/image-1-Abstract Grid Pattern.jpg]\n",
+      "path": "images/image-1-Abstract Grid Pattern.jpg",
+      "metadata": {
+        "length": 64,
+        "summary": "image-1\nA close-up view of a circular object featuring a precise grid pattern. The image displays vibrant, iridescent colors including magenta, cyan, green, and blue, which shift across the surface. The grid consists of intersecting horizontal and vertical lines creating small rectangular cells. The lighting creates a gradient effect, with the left side appearing darker and the right side brighter.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Outlook, Appendix, micron",
+        "file_path": "images/image-1-Abstract Grid Pattern.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "7c7d3528-69e3-5333-ad98-4cfe628e6380",
+      "type": "text",
+      "content": "FQ1 2026\n\n# Financial results <details>0\n[images/image-1-Abstract Grid Pattern.jpg]\n\n<details>\n<summary>natural_image</summary>\nClose-up of a semiconductor wafer with green, purple, and blue photovoltaic bands (no text or symbols visible)\n</details>",
+      "path": "micron-530bd7ed.pdf/Financial results",
+      "metadata": {
+        "length": 238,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Outlook, Appendix, micron",
+        "tokens": [
+          "FQ1",
+          "2026",
+          "Financial",
+          "results",
+          "details",
+          "summary",
+          "natural",
+          "image",
+          "Close",
+          "semiconductor",
+          "wafer",
+          "green",
+          "purple",
+          "blue",
+          "photovoltaic",
+          "bands",
+          "text",
+          "symbols",
+          "visible"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "e7206d28-6d5a-563d-a6fc-b6070a6a8bb9",
+            "relation": "embeds",
+            "ref": "[images/image-1-Abstract Grid Pattern.jpg]",
+            "position": {
+              "start": 41,
+              "end": 83
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "7e1a55c0-3a66-5053-a86e-44f555639f30",
+      "type": "text",
+      "content": "During the course of this meeting, we may make projections or other forward-looking statements regarding market demand and supply, market and pricing trends and drivers, the impact of technologies such as AI, contractual terms, cost reductions, our manufacturing projects and related investments, expected product volume production, our market position, expected product announcements, capabilities of our future products and technologies, future events, such as the end of life of some products, and future financial and operating performance including financial projections of the company and the industry. We wish to caution you that such statements are predictions, and that actual events or results may differ materially. We refer you to the documents the company files from time to time with the Securities and Exchange Commission, including the company's Form 10-K, Forms 10-Q and other reports and filings. These documents contain and identify important factors that could cause the actual results for the company to differ materially from those contained in our projections or forward-looking statements. These certain factors can be found at investors.micron.com/risk-factor. Although we believe that the expectations reflected in the forward-looking statements are reasonable, we cannot guarantee future results, levels of activity, performance or achievements. We are under no duty to update any of the forward-looking statements to conform these statements except as required by applicable law.\nThis presentation includes non-GAAP financial measures. Non-GAAP financial measures represent GAAP measures, excluding the impact of certain activities, which management excludes in analyzing our operating results and understanding trends in our earnings, adjusted free cash flow and business outlook. Further information regarding Micron's use of non-GAAP measures and reconciliations between GAAP and non-GAAP measures are included in the Appendix.",
+      "path": "micron-530bd7ed.pdf/Financial results/Safe harbor statement",
+      "metadata": {
+        "length": 1958,
+        "summary": "This passage contains standard legal disclaimers regarding forward-looking statements and non-GAAP financial measures. It cautions that projections about market demand, pricing, technology impact, manufacturing investments, and financial performance involve risks and uncertainties. It directs readers to SEC filings and a risk factor website for details. It also explains that non-GAAP measures exclude certain activities to help analyze operating results and trends, with reconciliations provided in the appendix.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Outlook, Appendix, micron",
+        "tokens": [
+          "During",
+          "meeting",
+          "make",
+          "projections",
+          "forward",
+          "statements",
+          "market",
+          "demand",
+          "supply",
+          "pricing",
+          "trends",
+          "drivers",
+          "impact",
+          "technologies",
+          "AI",
+          "contractual",
+          "terms",
+          "cost",
+          "reductions",
+          "manufacturing",
+          "projects",
+          "related",
+          "investments",
+          "expected",
+          "product",
+          "volume",
+          "production",
+          "position",
+          "announcements",
+          "capabilities",
+          "future",
+          "products",
+          "events",
+          "end",
+          "life",
+          "financial",
+          "operating",
+          "performance",
+          "including",
+          "company",
+          "industry",
+          "We",
+          "caution",
+          "predictions",
+          "actual",
+          "results",
+          "differ",
+          "materially",
+          "refer",
+          "documents",
+          "files",
+          "time",
+          "Securities",
+          "Exchange",
+          "Commission",
+          "Form",
+          "10",
+          "Forms",
+          "reports",
+          "filings",
+          "These",
+          "identify",
+          "important",
+          "factors",
+          "contained",
+          "found",
+          "investors",
+          "micron",
+          "risk",
+          "factor",
+          "Although",
+          "expectations",
+          "reflected",
+          "reasonable",
+          "guarantee",
+          "levels",
+          "activity",
+          "achievements",
+          "duty",
+          "update",
+          "conform",
+          "required",
+          "applicable",
+          "law",
+          "This",
+          "presentation",
+          "includes",
+          "GAAP",
+          "measures",
+          "Non",
+          "represent",
+          "excluding",
+          "activities",
+          "management",
+          "excludes",
+          "analyzing",
+          "understanding",
+          "earnings",
+          "adjusted",
+          "free",
+          "cash",
+          "flow",
+          "business",
+          "outlook",
+          "Further",
+          "information",
+          "Micron",
+          "reconciliations",
+          "included",
+          "Appendix"
+        ],
+        "keywords": [
+          "forward-looking",
+          "non-GAAP",
+          "disclaimer"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "671a6e23-08c1-5690-a692-03c5c9780718",
+      "type": "image",
+      "content": "\n## Safe harbor statement <details>0\n[images/image-2-Micron Executive Portrait.jpg]\n",
+      "path": "images/image-2-Micron Executive Portrait.jpg",
+      "metadata": {
+        "length": 69,
+        "summary": "image-2\n- Subject: Professional headshot of a middle-aged man with graying hair and beard, smiling at the camera.\n- Attire: Wearing a textured blue blazer over a patterned light purple button-down shirt.\n- Background: Solid black studio background.\n- Visible Text/Logos: \"micron\" logo in the bottom right corner; page number \"3\".",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Outlook, Appendix, micron",
+        "file_path": "images/image-2-Micron Executive Portrait.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "69038dff-0fdd-5511-af76-9c3e43f06242",
+      "type": "image",
+      "content": "\n<details> <details>0\n[images/image-3-Automated RAM Testing Machine.jpg]\n",
+      "path": "images/image-3-Automated RAM Testing Machine.jpg",
+      "metadata": {
+        "length": 54,
+        "summary": "image-3\n- Industrial automation equipment featuring a vertical array of mechanical grippers or probes.\n- Multiple green RAM memory modules (SODIMM type) are held in place by the machine's fixtures.\n- The machinery is illuminated with purple and red lighting, highlighting the precision components.\n- A conveyor system with metal rollers is visible at the bottom for transporting parts.\n- Date stamp \"December 17, 2025\" is visible at the bottom left.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Outlook, Appendix, micron",
+        "file_path": "images/image-3-Automated RAM Testing Machine.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "4c9b8a05-10a4-5dfb-809f-4359ff99f6f2",
+      "type": "text",
+      "content": "Chairman, President and Chief Executive Officer\n\n## Safe harbor statement <details>0\n[images/image-2-Micron Executive Portrait.jpg]\n\n<details>\n<summary>natural_image</summary>\nPortrait of a smiling man with gray hair and beard, wearing a blue blazer over a patterned shirt (no text or symbols visible)\n</details>\n\n<details> <details>0\n[images/image-3-Automated RAM Testing Machine.jpg]\n\n<details>\n<summary>natural_image</summary>\nIndustrial automation scene with robotic arms and green memory chips under purple lighting (no readable text or symbols)\n</details>",
+      "path": "micron-530bd7ed.pdf/Financial results/Sanjay Mehrotra",
+      "metadata": {
+        "length": 527,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Outlook, Appendix, micron",
+        "tokens": [
+          "Chairman",
+          "President",
+          "Chief",
+          "Executive",
+          "Officer",
+          "Safe",
+          "harbor",
+          "statement",
+          "details",
+          "summary",
+          "natural",
+          "image",
+          "Portrait",
+          "smiling",
+          "man",
+          "gray",
+          "hair",
+          "beard",
+          "wearing",
+          "blue",
+          "blazer",
+          "patterned",
+          "shirt",
+          "text",
+          "symbols",
+          "visible",
+          "Industrial",
+          "automation",
+          "scene",
+          "robotic",
+          "arms",
+          "green",
+          "memory",
+          "chips",
+          "purple",
+          "lighting",
+          "readable"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "671a6e23-08c1-5690-a692-03c5c9780718",
+            "relation": "embeds",
+            "ref": "[images/image-2-Micron Executive Portrait.jpg]",
+            "position": {
+              "start": 85,
+              "end": 131
+            }
+          },
+          {
+            "target": "69038dff-0fdd-5511-af76-9c3e43f06242",
+            "relation": "embeds",
+            "ref": "[images/image-3-Automated RAM Testing Machine.jpg]",
+            "position": {
+              "start": 335,
+              "end": 385
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "5dac29b5-e66d-5872-8dca-f5cbb3e1989a",
+      "type": "image",
+      "content": "\n- This financial performance was driven by our strong execution across end markets and products in a tight supply environment. We achieved a number of records in fiscal Q1. <details>0\n[images/image-4-Automated Industrial Machinery.jpg]\n",
+      "path": "images/image-4-Automated Industrial Machinery.jpg",
+      "metadata": {
+        "length": 217,
+        "summary": "image-4\n- Primary Subject: Close-up view of an automated industrial machine, likely a conveyor or sorting system.\n- Key Features:\n  - Central rotating carousel mechanism with metallic arms and platforms.\n  - Transparent safety shielding (likely polycarbonate) surrounding the machinery.\n  - Vertical LED light strips visible in the background.\n  - Warning labels and sensors attached to the central column.\n- Context: The scene is illuminated with strong blue lighting, suggesting a clean room or high-tech manufacturing environment.\n- Visible Text: \"December 17, 2025\" located at the bottom left corner.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Outlook, Appendix, micron",
+        "file_path": "images/image-4-Automated Industrial Machinery.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "bb6920d7-549a-5b61-a924-863e155d13e6",
+      "type": "text",
+      "content": "- Micron had an outstanding start to fiscal 2026, delivering fiscal Q1 revenue, gross margin and EPS (earnings per share) well above the high end of our guidance.\n- This financial performance was driven by our strong execution across end markets and products in a tight supply environment. We achieved a number of records in fiscal Q1.\n- Total company revenue, DRAM and NAND revenue, as well as HBM and data center revenue and revenue in each of our business units, also reached new records.\n• We have completed agreements on price and volume for our entire calendar 2026 HBM supply, including Micron's industry-leading HBM4.\n- We forecast an HBM TAM CAGR of approximately 40% through calendar 2028, from approximately \\$35 billion in 2025 to around \\$100 billion in 2028.\n- This \\$100 billion HBM TAM milestone is now projected to arrive two years earlier than in our prior outlook. Remarkably, this 2028 HBM TAM projection is larger than the size of the entire DRAM market in calendar 2024.\n\n- This financial performance was driven by our strong execution across end markets and products in a tight supply environment. We achieved a number of records in fiscal Q1. <details>0\n[images/image-4-Automated Industrial Machinery.jpg]\n\n<details>\n<summary>natural_image</summary>\nInterior view of a modern industrial facility with blue-tinted machinery and control panels (no visible text or symbols)\n</details>",
+      "path": "micron-530bd7ed.pdf/Financial results/Overview (1 of 3)",
+      "metadata": {
+        "length": 1385,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Outlook, Appendix, micron",
+        "tokens": [
+          "Micron",
+          "outstanding",
+          "start",
+          "fiscal",
+          "2026",
+          "delivering",
+          "Q1",
+          "revenue",
+          "gross",
+          "margin",
+          "EPS",
+          "earnings",
+          "share",
+          "high",
+          "end",
+          "guidance",
+          "This",
+          "financial",
+          "performance",
+          "driven",
+          "strong",
+          "execution",
+          "markets",
+          "products",
+          "tight",
+          "supply",
+          "environment",
+          "We",
+          "achieved",
+          "number",
+          "records",
+          "Total",
+          "company",
+          "DRAM",
+          "NAND",
+          "HBM",
+          "data",
+          "center",
+          "business",
+          "units",
+          "reached",
+          "completed",
+          "agreements",
+          "price",
+          "volume",
+          "entire",
+          "calendar",
+          "including",
+          "industry",
+          "leading",
+          "HBM4",
+          "forecast",
+          "TAM",
+          "CAGR",
+          "approximately",
+          "40%",
+          "2028",
+          "35",
+          "billion",
+          "2025",
+          "100",
+          "milestone",
+          "projected",
+          "arrive",
+          "years",
+          "earlier",
+          "prior",
+          "outlook",
+          "Remarkably",
+          "projection",
+          "larger",
+          "size",
+          "market",
+          "2024",
+          "details",
+          "summary",
+          "natural",
+          "image",
+          "Interior",
+          "view",
+          "modern",
+          "industrial",
+          "facility",
+          "blue",
+          "tinted",
+          "machinery",
+          "control",
+          "panels",
+          "visible",
+          "text",
+          "symbols"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "5dac29b5-e66d-5872-8dca-f5cbb3e1989a",
+            "relation": "embeds",
+            "ref": "[images/image-4-Automated Industrial Machinery.jpg]",
+            "position": {
+              "start": 1178,
+              "end": 1229
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "9d174ae5-31f3-55c3-b754-48c519c49f65",
+      "type": "image",
+      "content": "\n- We are excited about our customized HBM4E customer engagements, which offer further differentiation opportunities to us, and we continue to make excellent progress on our HBM roadmap. <details>0\n[images/image-5-Cleanroom Manufacturing Floor.jpg]\n",
+      "path": "images/image-5-Cleanroom Manufacturing Floor.jpg",
+      "metadata": {
+        "length": 230,
+        "summary": "image-5\n- Workers wearing full-body white protective suits (bunny suits), hoods, and face masks.\n- Environment appears to be a high-tech manufacturing facility or cleanroom with specialized workstations.\n- Equipment includes computer monitors, keyboards, and various tools on metal tables.\n- A yellow label with the letters \"DE\" is visible on the back of an office chair in the foreground.\n- The floor has a textured, grid-like pattern typical of industrial settings.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Outlook, Appendix, micron",
+        "file_path": "images/image-5-Cleanroom Manufacturing Floor.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "b5208ad5-2cd9-5f48-b2de-86be2d94b676",
+      "type": "text",
+      "content": "- We are excited about our customized HBM4E customer engagements, which offer further differentiation opportunities to us, and we continue to make excellent progress on our HBM roadmap.\n- Memory is now essential to AI's cognitive functions, fundamentally altering its role from a system component to a strategic asset that dictates product performance from data center to the edge.\n- This structural shift means that system capabilities heavily rely on advanced memory for real-time contextual processing, which is vital for achieving autonomous and intelligent behaviors in AI data centers as well as in applications ranging from self-driving cars to advanced medical diagnostics.\n- With our technology leadership, differentiated product portfolio, strong operational execution and solid balance sheet, Micron is in the best competitive position in its history and is one of the semiconductor industry's biggest enablers of AI.\n• We anticipate substantial new records in revenue, gross margin, EPS and free cash flow for both the second quarter and the full fiscal year 2026, and we expect our business performance to continue to strengthen through the year.\n\n- We are excited about our customized HBM4E customer engagements, which offer further differentiation opportunities to us, and we continue to make excellent progress on our HBM roadmap. <details>0\n[images/image-5-Cleanroom Manufacturing Floor.jpg]\n\n<details>\n<summary>natural_image</summary>\nInterior of a cleanroom manufacturing facility with technicians in full protective suits working at workstations (no visible text or symbols)\n</details>",
+      "path": "micron-530bd7ed.pdf/Financial results/Overview (2 of 3)",
+      "metadata": {
+        "length": 1586,
+        "summary": "Micron highlights its customized HBM4E customer engagements and progress on its HBM roadmap, emphasizing memory's shift from a system component to a strategic asset for AI. The company's technology leadership and product portfolio position it as a key AI enabler, with anticipated record revenue, gross margin, EPS, and free cash flow for Q2 and full fiscal year 2026.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Outlook, Appendix, micron",
+        "tokens": [
+          "We",
+          "excited",
+          "customized",
+          "HBM4E",
+          "customer",
+          "engagements",
+          "offer",
+          "differentiation",
+          "opportunities",
+          "continue",
+          "make",
+          "excellent",
+          "progress",
+          "HBM",
+          "roadmap",
+          "Memory",
+          "essential",
+          "AI",
+          "cognitive",
+          "functions",
+          "fundamentally",
+          "altering",
+          "role",
+          "system",
+          "component",
+          "strategic",
+          "asset",
+          "dictates",
+          "product",
+          "performance",
+          "data",
+          "center",
+          "edge",
+          "This",
+          "structural",
+          "shift",
+          "means",
+          "capabilities",
+          "heavily",
+          "rely",
+          "advanced",
+          "memory",
+          "real",
+          "time",
+          "contextual",
+          "processing",
+          "vital",
+          "achieving",
+          "autonomous",
+          "intelligent",
+          "behaviors",
+          "centers",
+          "applications",
+          "ranging",
+          "driving",
+          "cars",
+          "medical",
+          "diagnostics",
+          "With",
+          "technology",
+          "leadership",
+          "differentiated",
+          "portfolio",
+          "strong",
+          "operational",
+          "execution",
+          "solid",
+          "balance",
+          "sheet",
+          "Micron",
+          "competitive",
+          "position",
+          "history",
+          "semiconductor",
+          "industry",
+          "biggest",
+          "enablers",
+          "anticipate",
+          "substantial",
+          "records",
+          "revenue",
+          "gross",
+          "margin",
+          "EPS",
+          "free",
+          "cash",
+          "flow",
+          "quarter",
+          "full",
+          "fiscal",
+          "year",
+          "2026",
+          "expect",
+          "business",
+          "strengthen",
+          "details",
+          "summary",
+          "natural",
+          "image",
+          "Interior",
+          "cleanroom",
+          "manufacturing",
+          "facility",
+          "technicians",
+          "protective",
+          "suits",
+          "working",
+          "workstations",
+          "visible",
+          "text",
+          "symbols"
+        ],
+        "keywords": [
+          "HBM4E",
+          "AI memory",
+          "Micron"
+        ],
+        "connect_to": [
+          {
+            "target": "9d174ae5-31f3-55c3-b754-48c519c49f65",
+            "relation": "embeds",
+            "ref": "[images/image-5-Cleanroom Manufacturing Floor.jpg]",
+            "position": {
+              "start": 1358,
+              "end": 1408
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "ca6013a0-9e2b-5d4e-8e18-fcd9bdf3c486",
+      "type": "text",
+      "content": "- Sustained and strong industry demand, along with supply constraints, are contributing to tight market conditions, and we expect these conditions to persist beyond calendar 2026.\n• We are making progress with customers in our discussions for multiyear contracts with specific commitments.\n- Simultaneously, we are focused on maximizing our production output from our current footprint, ramping our industry-leading technology nodes and investing in new cleanroom space to add to our supply capability.",
+      "path": "micron-530bd7ed.pdf/Financial results/Overview (3 of 3)",
+      "metadata": {
+        "length": 502,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Outlook, Appendix, micron",
+        "tokens": [
+          "Sustained",
+          "strong",
+          "industry",
+          "demand",
+          "supply",
+          "constraints",
+          "contributing",
+          "tight",
+          "market",
+          "conditions",
+          "expect",
+          "persist",
+          "calendar",
+          "2026",
+          "We",
+          "making",
+          "progress",
+          "customers",
+          "discussions",
+          "multiyear",
+          "contracts",
+          "specific",
+          "commitments",
+          "Simultaneously",
+          "focused",
+          "maximizing",
+          "production",
+          "output",
+          "current",
+          "footprint",
+          "ramping",
+          "leading",
+          "technology",
+          "nodes",
+          "investing",
+          "cleanroom",
+          "space",
+          "add",
+          "capability"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "a3b29ebc-ae52-5371-98bc-7027feb10ab9",
+      "type": "text",
+      "content": "- Micron’s technology leadership is foundational to our strong competitive position.\n- Micron has led the industry for four consecutive technology nodes in DRAM and three nodes in NAND, with progressively faster yield ramps in every node.\n- Our 1-gamma DRAM node is ramping well. 1-gamma will be the primary driver of our DRAM bit growth in calendar 2026, and will be the majority of our bit output in the second half of the calendar year.\n- Looking beyond 1-gamma, development is underway for 1-delta and 1-epsilon nodes, which will feature innovations that we expect to extend our differentiation and technology leadership.",
+      "path": "micron-530bd7ed.pdf/Financial results/Technology and operations (1 of 2)",
+      "metadata": {
+        "length": 625,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Outlook, Appendix, micron",
+        "tokens": [
+          "Micron",
+          "technology",
+          "leadership",
+          "foundational",
+          "strong",
+          "competitive",
+          "position",
+          "led",
+          "industry",
+          "consecutive",
+          "nodes",
+          "DRAM",
+          "NAND",
+          "progressively",
+          "faster",
+          "yield",
+          "ramps",
+          "node",
+          "Our",
+          "gamma",
+          "ramping",
+          "primary",
+          "driver",
+          "bit",
+          "growth",
+          "calendar",
+          "2026",
+          "majority",
+          "output",
+          "half",
+          "year",
+          "Looking",
+          "development",
+          "underway",
+          "delta",
+          "epsilon",
+          "feature",
+          "innovations",
+          "expect",
+          "extend",
+          "differentiation"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "1ac76b45-020b-54d9-8b95-763e3b1d1bb5",
+      "type": "image",
+      "content": "\n## Technology and operations (2 of 2) <details>0\n[images/image-6-Micron Semiconductor Wafer.jpg]\n",
+      "path": "images/image-6-Micron Semiconductor Wafer.jpg",
+      "metadata": {
+        "length": 82,
+        "summary": "image-6\n- Subject: Close-up photograph of a silicon semiconductor wafer featuring a grid pattern of microchips.\n- Visual Details: The image displays iridescent colors (red, orange, green, blue) caused by light interference on the wafer's surface layers.\n- Text/Logo: \"micron\" logo visible in the bottom right corner.\n- Page Number: \"8\" located next to the logo.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Outlook, Appendix, micron",
+        "file_path": "images/image-6-Micron Semiconductor Wafer.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "76038959-82c6-5fbf-859c-ae99b3375cf1",
+      "type": "text",
+      "content": "- In NAND, we are ramping our G9 node with robust yield ramps across both data center and client SSDs. Our QLC NAND mix, including G9 QLC, reached a record high during the quarter.\n- Technology transitions to G9 will be the primary driver of our NAND bit growth in calendar 2026, and we expect it to become our largest NAND node later in fiscal 2026.\n- Calendar 2025 is a record year for Micron in terms of both internal and customer quality measures, positioning us well to deliver for our customers as the memory industry's quality leader.\n- As our products are increasingly integrated into higher value applications, our leadership in quality is becoming a more important differentiator.\n\n## Technology and operations (2 of 2) <details>0\n[images/image-6-Micron Semiconductor Wafer.jpg]\n\n<details>\n<summary>text_image</summary>\nmicron | 8\n</details>",
+      "path": "micron-530bd7ed.pdf/Financial results/Technology and operations (2 of 2)",
+      "metadata": {
+        "length": 835,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Outlook, Appendix, micron",
+        "tokens": [
+          "In",
+          "NAND",
+          "ramping",
+          "G9",
+          "node",
+          "robust",
+          "yield",
+          "ramps",
+          "data",
+          "center",
+          "client",
+          "SSDs",
+          "Our",
+          "QLC",
+          "mix",
+          "including",
+          "reached",
+          "record",
+          "high",
+          "quarter",
+          "Technology",
+          "transitions",
+          "primary",
+          "driver",
+          "bit",
+          "growth",
+          "calendar",
+          "2026",
+          "expect",
+          "largest",
+          "fiscal",
+          "Calendar",
+          "2025",
+          "year",
+          "Micron",
+          "terms",
+          "internal",
+          "customer",
+          "quality",
+          "measures",
+          "positioning",
+          "deliver",
+          "customers",
+          "memory",
+          "industry",
+          "leader",
+          "As",
+          "products",
+          "increasingly",
+          "integrated",
+          "higher",
+          "applications",
+          "leadership",
+          "important",
+          "differentiator",
+          "operations",
+          "details",
+          "summary",
+          "text",
+          "image",
+          "micron"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "1ac76b45-020b-54d9-8b95-763e3b1d1bb5",
+            "relation": "embeds",
+            "ref": "[images/image-6-Micron Semiconductor Wafer.jpg]",
+            "position": {
+              "start": 741,
+              "end": 788
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "b878aa87-2a0f-5ac9-9cee-0e082385dfd3",
+      "type": "image",
+      "content": "\n- As the world’s leading technology companies advance toward artificial general intelligence and transform the global economy, our customers are committing to an extraordinary, multiyear data center buildout. <details>0\n[images/image-7-Server Rack Infrastructure.jpg]\n",
+      "path": "images/image-7-Server Rack Infrastructure.jpg",
+      "metadata": {
+        "length": 253,
+        "summary": "image-7\n- Multiple server racks with perforated mesh doors\n- Green and orange status indicator lights visible on equipment\n- Raised floor tiles typical of data center environments\n- Cable management tray visible at the top left\n- \"micron\" logo and page number \"9\" at the bottom",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Outlook, Appendix, micron",
+        "file_path": "images/image-7-Server Rack Infrastructure.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "f141ce1f-2bb8-5ee0-ad19-181fc0c5f222",
+      "type": "text",
+      "content": "- As the world’s leading technology companies advance toward artificial general intelligence and transform the global economy, our customers are committing to an extraordinary, multiyear data center buildout.\n- This growth in AI data center capacity is driving a significant increase in demand for high-performance and high-capacity memory and storage.\n- Server unit demand has strengthened significantly, and we now expect calendar 2025 server unit growth in the high-teens percentage range, higher than our last earnings call outlook of $10\\%$ .\n• We expect server demand strength to continue in 2026. Server memory and storage content and performance requirements continue to increase generation to generation.\n- Micron has a differentiated portfolio of high-value data center solutions to address these requirements, including our HBM, high-capacity server memory solutions and data center SSDs.\n\n- As the world’s leading technology companies advance toward artificial general intelligence and transform the global economy, our customers are committing to an extraordinary, multiyear data center buildout. <details>0\n[images/image-7-Server Rack Infrastructure.jpg]\n\n<details>\n<summary>natural_image</summary>\nInterior view of a server room with rows of server racks and illuminated green indicator lights, labeled 'micron' in the corner (no readable text on equipment)\n</details>",
+      "path": "micron-530bd7ed.pdf/Financial results/Data center server demand",
+      "metadata": {
+        "length": 1367,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Outlook, Appendix, micron",
+        "tokens": [
+          "As",
+          "world",
+          "leading",
+          "technology",
+          "companies",
+          "advance",
+          "artificial",
+          "general",
+          "intelligence",
+          "transform",
+          "global",
+          "economy",
+          "customers",
+          "committing",
+          "extraordinary",
+          "multiyear",
+          "data",
+          "center",
+          "buildout",
+          "This",
+          "growth",
+          "AI",
+          "capacity",
+          "driving",
+          "significant",
+          "increase",
+          "demand",
+          "high",
+          "performance",
+          "memory",
+          "storage",
+          "Server",
+          "unit",
+          "strengthened",
+          "significantly",
+          "expect",
+          "calendar",
+          "2025",
+          "server",
+          "teens",
+          "percentage",
+          "range",
+          "higher",
+          "earnings",
+          "call",
+          "outlook",
+          "10",
+          "We",
+          "strength",
+          "continue",
+          "2026",
+          "content",
+          "requirements",
+          "generation",
+          "Micron",
+          "differentiated",
+          "portfolio",
+          "solutions",
+          "address",
+          "including",
+          "HBM",
+          "SSDs",
+          "details",
+          "summary",
+          "natural",
+          "image",
+          "Interior",
+          "view",
+          "room",
+          "rows",
+          "racks",
+          "illuminated",
+          "green",
+          "indicator",
+          "lights",
+          "labeled",
+          "micron",
+          "corner",
+          "readable",
+          "text",
+          "equipment"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "b878aa87-2a0f-5ac9-9cee-0e082385dfd3",
+            "relation": "embeds",
+            "ref": "[images/image-7-Server Rack Infrastructure.jpg]",
+            "position": {
+              "start": 1121,
+              "end": 1168
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "07c78111-5577-517c-b221-cb28a67f4d01",
+      "type": "image",
+      "content": "\n- Micron’s HBM4, with industry leading speed over 11 Gbps, is on track to ramp with high yields in the second calendar quarter of 2026, consistent with our customers’ product ramp plans. <details>0\n[images/image-8-Micron Data Center.jpg]\n",
+      "path": "images/image-8-Micron Data Center.jpg",
+      "metadata": {
+        "length": 231,
+        "summary": "image-8\n- Visual: A futuristic server room or data center aisle featuring rows of glass-fronted server racks. The scene is illuminated by vibrant pink and blue neon lighting, with glowing light strips running along the floor and ceiling infrastructure.\n- Text visible at bottom right: \"micron\" logo and page number \"10\".",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Outlook, Appendix, micron",
+        "file_path": "images/image-8-Micron Data Center.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "1cf461ea-3915-52d3-856e-e6e1c67e1719",
+      "type": "text",
+      "content": "- Micron’s HBM4, with industry leading speed over 11 Gbps, is on track to ramp with high yields in the second calendar quarter of 2026, consistent with our customers’ product ramp plans.\n- Our HBM4 uses advanced CMOS and advanced metallization process technologies on the base logic die and DRAM core dies, which are designed and manufactured in-house.\n- This, along with our unique HBM design, packaging and test capability, enables Micron’s industry-leading performance and low-power leadership.\n- Micron pioneered the adoption of LP DRAM in the data center. Micron's Low Power (LP) DRAM server modules consume one-third the power of DDR DRAM server modules.\n- Building on this leadership, we have sampled our 192GB LP SOCAMM2 product, which enables a $50\\%$ increase in capacity per module and a rack-scale LP DRAM density of over 50TB.\n\n- Micron’s HBM4, with industry leading speed over 11 Gbps, is on track to ramp with high yields in the second calendar quarter of 2026, consistent with our customers’ product ramp plans. <details>0\n[images/image-8-Micron Data Center.jpg]\n\n<details>\n<summary>natural_image</summary>\nInterior view of a modern data center with server racks illuminated by purple and blue neon lights (no visible text or symbols)\n</details>",
+      "path": "micron-530bd7ed.pdf/Financial results/Data center HBM and LP DRAM",
+      "metadata": {
+        "length": 1253,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Outlook, Appendix, micron",
+        "tokens": [
+          "Micron",
+          "HBM4",
+          "industry",
+          "leading",
+          "speed",
+          "11",
+          "Gbps",
+          "track",
+          "ramp",
+          "high",
+          "yields",
+          "calendar",
+          "quarter",
+          "2026",
+          "consistent",
+          "customers",
+          "product",
+          "plans",
+          "Our",
+          "advanced",
+          "CMOS",
+          "metallization",
+          "process",
+          "technologies",
+          "base",
+          "logic",
+          "die",
+          "DRAM",
+          "core",
+          "dies",
+          "designed",
+          "manufactured",
+          "house",
+          "This",
+          "unique",
+          "HBM",
+          "design",
+          "packaging",
+          "test",
+          "capability",
+          "enables",
+          "performance",
+          "low",
+          "power",
+          "leadership",
+          "pioneered",
+          "adoption",
+          "LP",
+          "data",
+          "center",
+          "Low",
+          "Power",
+          "server",
+          "modules",
+          "consume",
+          "DDR",
+          "Building",
+          "sampled",
+          "192GB",
+          "SOCAMM2",
+          "50",
+          "increase",
+          "capacity",
+          "module",
+          "rack",
+          "scale",
+          "density",
+          "50TB",
+          "details",
+          "summary",
+          "natural",
+          "image",
+          "Interior",
+          "view",
+          "modern",
+          "racks",
+          "illuminated",
+          "purple",
+          "blue",
+          "neon",
+          "lights",
+          "visible",
+          "text",
+          "symbols"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "07c78111-5577-517c-b221-cb28a67f4d01",
+            "relation": "embeds",
+            "ref": "[images/image-8-Micron Data Center.jpg]",
+            "position": {
+              "start": 1039,
+              "end": 1078
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "b531cc06-0764-5f75-885a-acb68553988a",
+      "type": "text",
+      "content": "- Our data center NAND portfolio revenue exceeded a billion dollars in fiscal Q1, and we are seeing strong momentum across our data center SSD portfolio, enabled by our leadership NAND technology.\n- In the performance SSD category, Micron has introduced the world's first PCIe Gen6 SSD, leveraging our G9 NAND.\n• We are seeing rapidly increasing qualification commitments for this product, including at hyperscalers.\n- In mainstream storage, our SSDs based on G9 NAND are already seeing robust demand in the first quarter of calendar 2026.\n- In capacity storage, our QLC-based 122 and 245TB G9 SSDs are entering qualification at multiple hyperscale customers.",
+      "path": "micron-530bd7ed.pdf/Financial results/Data center NAND",
+      "metadata": {
+        "length": 659,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Outlook, Appendix, micron",
+        "tokens": [
+          "Our",
+          "data",
+          "center",
+          "NAND",
+          "portfolio",
+          "revenue",
+          "exceeded",
+          "billion",
+          "dollars",
+          "fiscal",
+          "Q1",
+          "strong",
+          "momentum",
+          "SSD",
+          "enabled",
+          "leadership",
+          "technology",
+          "In",
+          "performance",
+          "category",
+          "Micron",
+          "introduced",
+          "world",
+          "PCIe",
+          "Gen6",
+          "leveraging",
+          "G9",
+          "We",
+          "rapidly",
+          "increasing",
+          "qualification",
+          "commitments",
+          "product",
+          "including",
+          "hyperscalers",
+          "mainstream",
+          "storage",
+          "SSDs",
+          "based",
+          "robust",
+          "demand",
+          "quarter",
+          "calendar",
+          "2026",
+          "capacity",
+          "QLC",
+          "122",
+          "245TB",
+          "entering",
+          "multiple",
+          "hyperscale",
+          "customers"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "5936dde7-425d-5d66-929d-043189dc3148",
+      "type": "image",
+      "content": "\n## PC <details>0\n[images/image-9-Laptop Keyboard and Screen.jpg]\n",
+      "path": "images/image-9-Laptop Keyboard and Screen.jpg",
+      "metadata": {
+        "length": 50,
+        "summary": "image-9\n- Close-up view of a laptop keyboard with illuminated keys in purple and pink hues.\n- The screen displays a colorful abstract wallpaper with wavy lines in blue, white, yellow, and pink.\n- Visible text on the keyboard includes standard QWERTY layout characters and function keys like \"Ctrl\", \"Page Down\", \"Enter\".\n- Bottom right corner shows the logo \"micron\" and page number \"12\".\n- The image appears to be from a presentation or promotional material showcasing technology products.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Outlook, Appendix, micron",
+        "file_path": "images/image-9-Laptop Keyboard and Screen.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "3459eb0b-049f-52fd-88d6-9d51b7648594",
+      "type": "text",
+      "content": "- PC demand continues to be driven by Windows 10 end of life and AI PCs.\n• We forecast PC unit sales to grow high-single-digit percentage range in calendar 2025, above our prior expectations provided in our last earnings call of mid-single digits.\n- As we look ahead into 2026, we expect these demand drivers to continue, while memory supply constraints may affect some PC unit shipments.\n- Micron has completed multiple OEM qualifications of our 16Gb 1-gamma-based DDR5 and our G9-based PCIe Gen4 QLC SSDs.\n\n## PC <details>0\n[images/image-9-Laptop Keyboard and Screen.jpg]\n\n<details>\n<summary>text_image</summary>\nmicron | 12\n</details>",
+      "path": "micron-530bd7ed.pdf/Financial results/PC",
+      "metadata": {
+        "length": 621,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Outlook, Appendix, micron",
+        "tokens": [
+          "PC",
+          "demand",
+          "continues",
+          "driven",
+          "Windows",
+          "10",
+          "end",
+          "life",
+          "AI",
+          "PCs",
+          "We",
+          "forecast",
+          "unit",
+          "sales",
+          "grow",
+          "high",
+          "single",
+          "digit",
+          "percentage",
+          "range",
+          "calendar",
+          "2025",
+          "prior",
+          "expectations",
+          "provided",
+          "earnings",
+          "call",
+          "mid",
+          "digits",
+          "As",
+          "ahead",
+          "2026",
+          "expect",
+          "drivers",
+          "continue",
+          "memory",
+          "supply",
+          "constraints",
+          "affect",
+          "shipments",
+          "Micron",
+          "completed",
+          "multiple",
+          "OEM",
+          "qualifications",
+          "16Gb",
+          "gamma",
+          "based",
+          "DDR5",
+          "G9",
+          "PCIe",
+          "Gen4",
+          "QLC",
+          "SSDs",
+          "details",
+          "summary",
+          "text",
+          "image",
+          "micron",
+          "12"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "5936dde7-425d-5d66-929d-043189dc3148",
+            "relation": "embeds",
+            "ref": "[images/image-9-Laptop Keyboard and Screen.jpg]",
+            "position": {
+              "start": 526,
+              "end": 573
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "54647d0d-8d16-54bb-95d5-7999ba06e14f",
+      "type": "image",
+      "content": "\n- AI is driving memory content growth. The shipment mix of flagship smartphones with 12GB of DRAM increased to $59\\%$ in calendar Q3, more than twice the level from a year ago. <details>0\n[images/image-10-Concert Photography.jpg]\n",
+      "path": "images/image-10-Concert Photography.jpg",
+      "metadata": {
+        "length": 222,
+        "summary": "image-10\n- Primary subject: A pair of hands holding a smartphone horizontally to capture a live concert performance.\n- Scene details: The phone screen displays a stage illuminated by bright spotlights and laser beams in blue and red hues, with the silhouettes of a crowd visible below.\n- Notable features: The person holding the phone has dark nail polish. The background is blurred with pink lighting.\n- Visible text: \"micron\" logo and page number \"13\" at the bottom right corner.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Outlook, Appendix, micron",
+        "file_path": "images/image-10-Concert Photography.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "7e06ce90-27f5-5ef3-bb3e-0bdff6a91e38",
+      "type": "text",
+      "content": "- Smartphone unit volumes in calendar 2025 are on track to grow in the low-single-digit percentage range.\n- AI is driving memory content growth. The shipment mix of flagship smartphones with 12GB of DRAM increased to $59\\%$ in calendar Q3, more than twice the level from a year ago.\n• Micron is accelerating innovation across our mobile DRAM portfolio.\n- In fiscal Q1, we began sampling our breakthrough 1-gamma 16Gb LPDDR6 product to leading OEM and ecosystem partners, marking a major milestone in next-generation memory technology.\n- LPDDR6 will power AI at the edge, delivering over 50% higher performance and improved power efficiency for flagship smartphones and AI PCs.\n- Micron also sampled our 1-gamma LP5x 24Gb product and began volume shipments of the previously announced 1-gamma LP5x 16Gb product to multiple OEMs.\n\n- AI is driving memory content growth. The shipment mix of flagship smartphones with 12GB of DRAM increased to $59\\%$ in calendar Q3, more than twice the level from a year ago. <details>0\n[images/image-10-Concert Photography.jpg]\n\n<details>\n<summary>natural_image</summary>\nHand holding smartphone displaying a live music show with stage lights against a red and pink background (no text or symbols on screen)\n</details>",
+      "path": "micron-530bd7ed.pdf/Financial results/Mobile",
+      "metadata": {
+        "length": 1240,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Outlook, Appendix, micron",
+        "tokens": [
+          "Smartphone",
+          "unit",
+          "volumes",
+          "calendar",
+          "2025",
+          "track",
+          "grow",
+          "low",
+          "single",
+          "digit",
+          "percentage",
+          "range",
+          "AI",
+          "driving",
+          "memory",
+          "content",
+          "growth",
+          "The",
+          "shipment",
+          "mix",
+          "flagship",
+          "smartphones",
+          "12GB",
+          "DRAM",
+          "increased",
+          "59",
+          "Q3",
+          "level",
+          "year",
+          "ago",
+          "Micron",
+          "accelerating",
+          "innovation",
+          "mobile",
+          "portfolio",
+          "In",
+          "fiscal",
+          "Q1",
+          "began",
+          "sampling",
+          "breakthrough",
+          "gamma",
+          "16Gb",
+          "LPDDR6",
+          "product",
+          "leading",
+          "OEM",
+          "ecosystem",
+          "partners",
+          "marking",
+          "major",
+          "milestone",
+          "generation",
+          "technology",
+          "power",
+          "edge",
+          "delivering",
+          "50%",
+          "higher",
+          "performance",
+          "improved",
+          "efficiency",
+          "PCs",
+          "sampled",
+          "LP5x",
+          "24Gb",
+          "volume",
+          "shipments",
+          "previously",
+          "announced",
+          "multiple",
+          "OEMs",
+          "details",
+          "summary",
+          "natural",
+          "image",
+          "Hand",
+          "holding",
+          "smartphone",
+          "displaying",
+          "live",
+          "music",
+          "show",
+          "stage",
+          "lights",
+          "red",
+          "pink",
+          "background",
+          "text",
+          "symbols",
+          "screen"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "54647d0d-8d16-54bb-95d5-7999ba06e14f",
+            "relation": "embeds",
+            "ref": "[images/image-10-Concert Photography.jpg]",
+            "position": {
+              "start": 1017,
+              "end": 1058
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "b7564c4d-e963-54f9-b31c-72df1111e666",
+      "type": "image",
+      "content": "\n- Micron is uniquely positioned for growth with our differentiated product portfolio and automotive market share leadership. <details>0\n[images/image-11-Futuristic Car Interior.jpg]\n",
+      "path": "images/image-11-Futuristic Car Interior.jpg",
+      "metadata": {
+        "length": 170,
+        "summary": "image-11\n- Steering wheel with integrated controls and central emblem\n- Dashboard featuring four circular digital instrument clusters with blue glowing displays\n- Large vertical touchscreen infotainment system displaying vehicle schematics and interface icons\n- Center console with a secondary tablet device, gear selector knob, and control buttons\n- Ambient lighting accents in blue and red tones\n- \"micron\" logo visible at the bottom right corner alongside page number \"14\"",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Outlook, Appendix, micron",
+        "file_path": "images/image-11-Futuristic Car Interior.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "a34ea9d5-ccaf-5ddc-af70-575e36a3f9cf",
+      "type": "image",
+      "content": "\n<details> <details>0\n[images/image-12-Business Meeting Discussion.jpg]\n",
+      "path": "images/image-12-Business Meeting Discussion.jpg",
+      "metadata": {
+        "length": 55,
+        "summary": "image-12\n- Scene: A group of four professionals gathered around a conference table in a glass-walled meeting room.\n- Key Action: A woman in a purple top is standing and pointing at documents on the table, appearing to lead the discussion or explain data.\n- Participants: Three other individuals (two women, one man) are seated and listening attentively.\n- Background: A large screen displays mathematical graphs or charts with curves plotted on axes.\n- Visible Text: \"December 17, 2025\" located at the bottom left corner.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Outlook, Appendix, micron",
+        "file_path": "images/image-12-Business Meeting Discussion.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "69e91ae0-c7c5-508a-883a-948bebab2ba0",
+      "type": "text",
+      "content": "- In automotive, L2+ and L3 adoption is driving robust demand today, and our customers' roadmaps indicate a significantly higher memory content in fully automated vehicles.\n- Micron is uniquely positioned for growth with our differentiated product portfolio and automotive market share leadership.\n- Our ASIL-rated LPDDR5x and UFS4.1 NAND products, optimized for automotive and advanced robotics that include bandwidth-enhancing features, are seeing strong demand and have already secured billions of dollars in design wins.\n- In industrial, demand continues to strengthen, driven by the growing adoption of autonomous systems across various applications.\n- Long-term demand trend trajectory remains robust for memory and storage in industrial applications such as in factory automation, aerospace and defense, humanoid robotics, edge networking and video surveillance.\n- Across both auto and industrial markets, LPDDR4x and DDR4 are also experiencing strong demand, and we are making investments to provide long-term supply from our Manassas, Virginia fab.\n\n- Micron is uniquely positioned for growth with our differentiated product portfolio and automotive market share leadership. <details>0\n[images/image-11-Futuristic Car Interior.jpg]\n\n<details>\n<summary>natural_image</summary>\nInterior view of a modern car dashboard with digital dashboard and smart lock display (no readable text or symbols)\n</details>\n\n<details> <details>0\n[images/image-12-Business Meeting Discussion.jpg]\n\n<details>\n<summary>natural_image</summary>\nThree business professionals in a meeting setting with a large projection screen showing mathematical graphs (no readable text or symbols)\n</details>",
+      "path": "micron-530bd7ed.pdf/Financial results/Automotive and embedded",
+      "metadata": {
+        "length": 1647,
+        "summary": "The passage discusses strong demand for memory and storage in automotive (L2+ and L3 adoption, ASIL-rated LPDDR5x and UFS4.1 NAND) and industrial markets (autonomous systems, factory automation, robotics). Micron highlights its differentiated product portfolio and market leadership, with billions in design wins and investments in long-term supply from its Virginia fab.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Outlook, Appendix, micron",
+        "tokens": [
+          "In",
+          "automotive",
+          "L2",
+          "L3",
+          "adoption",
+          "driving",
+          "robust",
+          "demand",
+          "today",
+          "customers",
+          "roadmaps",
+          "significantly",
+          "higher",
+          "memory",
+          "content",
+          "fully",
+          "automated",
+          "vehicles",
+          "Micron",
+          "uniquely",
+          "positioned",
+          "growth",
+          "differentiated",
+          "product",
+          "portfolio",
+          "market",
+          "share",
+          "leadership",
+          "Our",
+          "ASIL",
+          "rated",
+          "LPDDR5x",
+          "UFS4.1",
+          "NAND",
+          "products",
+          "optimized",
+          "advanced",
+          "robotics",
+          "include",
+          "bandwidth",
+          "enhancing",
+          "features",
+          "strong",
+          "secured",
+          "billions",
+          "dollars",
+          "design",
+          "wins",
+          "industrial",
+          "continues",
+          "strengthen",
+          "driven",
+          "growing",
+          "autonomous",
+          "systems",
+          "applications",
+          "Long",
+          "term",
+          "trend",
+          "trajectory",
+          "remains",
+          "storage",
+          "factory",
+          "automation",
+          "aerospace",
+          "defense",
+          "humanoid",
+          "edge",
+          "networking",
+          "video",
+          "surveillance",
+          "Across",
+          "auto",
+          "markets",
+          "LPDDR4x",
+          "DDR4",
+          "experiencing",
+          "making",
+          "investments",
+          "provide",
+          "long",
+          "supply",
+          "Manassas",
+          "Virginia",
+          "fab",
+          "details",
+          "summary",
+          "natural",
+          "image",
+          "Interior",
+          "view",
+          "modern",
+          "car",
+          "dashboard",
+          "digital",
+          "smart",
+          "lock",
+          "display",
+          "readable",
+          "text",
+          "symbols",
+          "Three",
+          "business",
+          "professionals",
+          "meeting",
+          "setting",
+          "large",
+          "projection",
+          "screen",
+          "showing",
+          "mathematical",
+          "graphs"
+        ],
+        "keywords": [
+          "Automotive",
+          "Industrial",
+          "Memory"
+        ],
+        "connect_to": [
+          {
+            "target": "b7564c4d-e963-54f9-b31c-72df1111e666",
+            "relation": "embeds",
+            "ref": "[images/image-11-Futuristic Car Interior.jpg]",
+            "position": {
+              "start": 1195,
+              "end": 1240
+            }
+          },
+          {
+            "target": "a34ea9d5-ccaf-5ddc-af70-575e36a3f9cf",
+            "relation": "embeds",
+            "ref": "[images/image-12-Business Meeting Discussion.jpg]",
+            "position": {
+              "start": 1434,
+              "end": 1483
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "b457542c-a5ba-53c6-a9db-7f5fb6ec9dd5",
+      "type": "image",
+      "content": "\n• Over the last few months, our customers' AI data center build-out plans have driven a sharp increase in demand forecasts for memory and storage. <details>0\n[images/image-13-Silicon Wafer in Manufacturing.jpg]\n",
+      "path": "images/image-13-Silicon Wafer in Manufacturing.jpg",
+      "metadata": {
+        "length": 192,
+        "summary": "image-13\n- Primary Subject: A close-up photograph of a silicon wafer held within an automated manufacturing or inspection machine.\n- Visual Details: The circular wafer displays a distinct rainbow iridescence caused by thin-film interference, overlaid with a precise grid pattern representing individual microchips (dies).\n- Context: The background is blurred, emphasizing the high-tech nature of semiconductor fabrication.\n- Visible Text: \"December 17, 2025\" located at the bottom left corner.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Outlook, Appendix, micron",
+        "file_path": "images/image-13-Silicon Wafer in Manufacturing.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "5c41e7aa-803e-5bee-89d5-004d2e5d6b0e",
+      "type": "text",
+      "content": "• Over the last few months, our customers' AI data center build-out plans have driven a sharp increase in demand forecasts for memory and storage.\n• We believe that the aggregate industry supply will remain substantially short of the demand for the foreseeable future.\n- The dramatic increase in HBM demand is further challenging the supply environment due to the 3-to-1 trade ratio with DDR5, and this trade ratio only increases with future generations of HBM.\n- Additional cleanroom space is necessary to address this increased demand, and lead times for cleanroom build-out are lengthening across geographies.\n• Together, these demand and supply factors are driving tight industry conditions across DRAM and NAND, and we expect tightness to persist through and beyond calendar 2026.\n\n• Over the last few months, our customers' AI data center build-out plans have driven a sharp increase in demand forecasts for memory and storage. <details>0\n[images/image-13-Silicon Wafer in Manufacturing.jpg]\n\n<details>\n<summary>natural_image</summary>\nClose-up of a semiconductor wafer with colorful grid patterns, captured in a lab setting (no text or symbols on the wafer itself)\n</details>",
+      "path": "micron-530bd7ed.pdf/Financial results/Market outlook (1 of 2)",
+      "metadata": {
+        "length": 1162,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Outlook, Appendix, micron",
+        "tokens": [
+          "Over",
+          "months",
+          "customers",
+          "AI",
+          "data",
+          "center",
+          "build",
+          "plans",
+          "driven",
+          "sharp",
+          "increase",
+          "demand",
+          "forecasts",
+          "memory",
+          "storage",
+          "We",
+          "aggregate",
+          "industry",
+          "supply",
+          "remain",
+          "substantially",
+          "short",
+          "foreseeable",
+          "future",
+          "The",
+          "dramatic",
+          "HBM",
+          "challenging",
+          "environment",
+          "due",
+          "trade",
+          "ratio",
+          "DDR5",
+          "increases",
+          "generations",
+          "Additional",
+          "cleanroom",
+          "space",
+          "address",
+          "increased",
+          "lead",
+          "times",
+          "lengthening",
+          "geographies",
+          "Together",
+          "factors",
+          "driving",
+          "tight",
+          "conditions",
+          "DRAM",
+          "NAND",
+          "expect",
+          "tightness",
+          "persist",
+          "calendar",
+          "2026",
+          "details",
+          "summary",
+          "natural",
+          "image",
+          "Close",
+          "semiconductor",
+          "wafer",
+          "colorful",
+          "grid",
+          "patterns",
+          "captured",
+          "lab",
+          "setting",
+          "text",
+          "symbols"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "b457542c-a5ba-53c6-a9db-7f5fb6ec9dd5",
+            "relation": "embeds",
+            "ref": "[images/image-13-Silicon Wafer in Manufacturing.jpg]",
+            "position": {
+              "start": 945,
+              "end": 997
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "de721a47-f8e6-508c-a448-0ddf63d7ed78",
+      "type": "image",
+      "content": "\n- We expect 2025 NAND bit demand growth to be in the high-teens percentage range versus low to mid-teens previously. <details>0\n[images/image-14-Semiconductor Cleanroom.jpg]\n",
+      "path": "images/image-14-Semiconductor Cleanroom.jpg",
+      "metadata": {
+        "length": 162,
+        "summary": "image-14\n- Environment: High-tech manufacturing facility (cleanroom) with rows of large, stainless steel industrial machinery.\n- Personnel: Worker wearing a full-body white protective suit (bunny suit), face mask, and hood walking down the aisle.\n- Lighting: Distinctive yellow lighting in the background, typical for photoresist processing areas in semiconductor fabrication.\n- Infrastructure: Raised perforated flooring for air circulation; overhead cable trays and utility lines.\n- Date Stamp: December 17, 2025",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Outlook, Appendix, micron",
+        "file_path": "images/image-14-Semiconductor Cleanroom.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "6c929fbd-b9e3-5665-bd3b-33715a547c46",
+      "type": "text",
+      "content": "- Calendar 2025 DRAM and NAND industry bit demand growth expectations are higher than in our last earnings call outlook.\n- We now expect calendar 2025 DRAM bit demand growth in the low $20\\%$ range versus high teens previously.\n- We expect 2025 NAND bit demand growth to be in the high-teens percentage range versus low to mid-teens previously.\n- We expect calendar 2026 industry DRAM and NAND bit shipment growth to be constrained by industry supply.\n- We expect both DRAM and NAND calendar 2026 industry bit shipments to increase around 20% from 2025 levels.\n- Micron is working hard to support our customers' demand during this time, and we expect to grow our DRAM and NAND bit shipments approximately 20% in calendar 2026.\n- Despite significant efforts, we are disappointed to be unable to meet demand from our customers, across all market segments.\n\n- We expect 2025 NAND bit demand growth to be in the high-teens percentage range versus low to mid-teens previously. <details>0\n[images/image-14-Semiconductor Cleanroom.jpg]\n\n<details>\n<summary>natural_image</summary>\nInterior of a high-tech semiconductor fabrication facility with workers in full cleanroom suits walking along a central aisle (no visible text or symbols)\n</details>",
+      "path": "micron-530bd7ed.pdf/Financial results/Market outlook (2 of 2)",
+      "metadata": {
+        "length": 1225,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Outlook, Appendix, micron",
+        "tokens": [
+          "Calendar",
+          "2025",
+          "DRAM",
+          "NAND",
+          "industry",
+          "bit",
+          "demand",
+          "growth",
+          "expectations",
+          "higher",
+          "earnings",
+          "call",
+          "outlook",
+          "We",
+          "expect",
+          "calendar",
+          "low",
+          "20",
+          "range",
+          "versus",
+          "high",
+          "teens",
+          "previously",
+          "percentage",
+          "mid",
+          "2026",
+          "shipment",
+          "constrained",
+          "supply",
+          "shipments",
+          "increase",
+          "20%",
+          "levels",
+          "Micron",
+          "working",
+          "hard",
+          "support",
+          "customers",
+          "time",
+          "grow",
+          "approximately",
+          "Despite",
+          "significant",
+          "efforts",
+          "disappointed",
+          "unable",
+          "meet",
+          "market",
+          "segments",
+          "details",
+          "summary",
+          "natural",
+          "image",
+          "Interior",
+          "tech",
+          "semiconductor",
+          "fabrication",
+          "facility",
+          "workers",
+          "full",
+          "cleanroom",
+          "suits",
+          "walking",
+          "central",
+          "aisle",
+          "visible",
+          "text",
+          "symbols"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "de721a47-f8e6-508c-a448-0ddf63d7ed78",
+            "relation": "embeds",
+            "ref": "[images/image-14-Semiconductor Cleanroom.jpg]",
+            "position": {
+              "start": 983,
+              "end": 1028
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "aea91de8-8634-5878-993d-42ba3450bca5",
+      "type": "image",
+      "content": "\n- Micron plans to increase our fiscal 2026 capex to approximately \\$20 billion, versus our prior estimate of \\$18 billion. This increase will primarily support our HBM supply capability, and also our 1-gamma supply, in calendar 2026. <details>0\n[images/image-15-Laboratory Safety Work.jpg]\n",
+      "path": "images/image-15-Laboratory Safety Work.jpg",
+      "metadata": {
+        "length": 279,
+        "summary": "image-15\n- Subject: Scientist or technician wearing full PPE (face shield, safety glasses, protective gown, orange chemical-resistant gloves) working inside a fume hood or glove box.\n- Environment: Blue-lit laboratory setting with visible ventilation piping on the left wall.\n- Text/Signage: \"SCRUBBER EXHAUST\" label with directional arrow on vertical pipe; date stamp at bottom reads \"December 17, 2025\".\n- Equipment: Fume hood/glove box with sliding sash and internal lighting; overhead exhaust fixture visible above work area.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Outlook, Appendix, micron",
+        "file_path": "images/image-15-Laboratory Safety Work.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "d6c73d81-de26-5433-9e39-27f27835ee6e",
+      "type": "text",
+      "content": "- Micron plans to increase our fiscal 2026 capex to approximately \\$20 billion, versus our prior estimate of \\$18 billion. This increase will primarily support our HBM supply capability, and also our 1-gamma supply, in calendar 2026.\n- We are pulling in equipment orders and accelerating installation timelines to maximize output capability. Micron is also investing across our global manufacturing footprint to add supply to support longer-term demand. We are seeing an enthusiastic customer response to our planned U.S. supply.\n- We are pulling in our first Idaho fab timeline, and we now expect first wafer output in mid-calendar 2027, earlier than our prior expectations of second-half calendar 2027. Earlier this year, we announced our plans for a second Idaho fab, which will begin construction in 2026 and be operational by the end of 2028.\n- We are making good progress on securing necessary permits for our New York site and appreciate the partnership with the state of New York and the Trump administration.\n- We plan to break ground on our first New York fab in early calendar 2026, which we expect will provide supply in 2030 and beyond.\n\n- Micron plans to increase our fiscal 2026 capex to approximately \\$20 billion, versus our prior estimate of \\$18 billion. This increase will primarily support our HBM supply capability, and also our 1-gamma supply, in calendar 2026. <details>0\n[images/image-15-Laboratory Safety Work.jpg]\n\n<details>\n<summary>text_image</summary>\nDecember 17, 2025\n</details>",
+      "path": "micron-530bd7ed.pdf/Financial results/Supply efforts (1 of 2)",
+      "metadata": {
+        "length": 1498,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Outlook, Appendix, micron",
+        "tokens": [
+          "Micron",
+          "plans",
+          "increase",
+          "fiscal",
+          "2026",
+          "capex",
+          "approximately",
+          "20",
+          "billion",
+          "versus",
+          "prior",
+          "estimate",
+          "18",
+          "This",
+          "primarily",
+          "support",
+          "HBM",
+          "supply",
+          "capability",
+          "gamma",
+          "calendar",
+          "We",
+          "pulling",
+          "equipment",
+          "orders",
+          "accelerating",
+          "installation",
+          "timelines",
+          "maximize",
+          "output",
+          "investing",
+          "global",
+          "manufacturing",
+          "footprint",
+          "add",
+          "longer",
+          "term",
+          "demand",
+          "enthusiastic",
+          "customer",
+          "response",
+          "planned",
+          "Idaho",
+          "fab",
+          "timeline",
+          "expect",
+          "wafer",
+          "mid",
+          "2027",
+          "earlier",
+          "expectations",
+          "half",
+          "Earlier",
+          "year",
+          "announced",
+          "begin",
+          "construction",
+          "operational",
+          "end",
+          "2028",
+          "making",
+          "good",
+          "progress",
+          "securing",
+          "permits",
+          "New",
+          "York",
+          "site",
+          "partnership",
+          "state",
+          "Trump",
+          "administration",
+          "plan",
+          "break",
+          "ground",
+          "early",
+          "provide",
+          "2030",
+          "details",
+          "summary",
+          "text",
+          "image",
+          "December",
+          "17",
+          "2025"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "aea91de8-8634-5878-993d-42ba3450bca5",
+            "relation": "embeds",
+            "ref": "[images/image-15-Laboratory Safety Work.jpg]",
+            "position": {
+              "start": 1396,
+              "end": 1440
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "f2df1635-69e5-539a-bf75-1e9e7c001a06",
+      "type": "text",
+      "content": "- In Japan, with the support of METI (Japan’s Ministry of Economy, Trade and Industry), we are making technology and manufacturing investments.\n• We are enabling future DRAM technology transitions in coordination with our Boise R&D team.\n- We are also adding cleanroom space in our Hiroshima fab to support these advanced nodes, which will increase production scale and optimize fab economics.\n- In Singapore, our HBM advanced packaging facility is on track to contribute meaningfully to our HBM supply in calendar 2027. As HBM becomes a part of our Singapore manufacturing footprint, we expect opportunities for synergies between NAND and DRAM production.\n• We are pleased with the progress on our assembly and test facility in India, which has initiated pilot production and will ramp in 2026.\n- As we make progress on our strategic manufacturing initiatives, we will continue to be responsive to the market environment and disciplined with our capex plans",
+      "path": "micron-530bd7ed.pdf/Financial results/Supply efforts (2 of 2)",
+      "metadata": {
+        "length": 958,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Outlook, Appendix, micron",
+        "tokens": [
+          "In",
+          "Japan",
+          "support",
+          "METI",
+          "Ministry",
+          "Economy",
+          "Trade",
+          "Industry",
+          "making",
+          "technology",
+          "manufacturing",
+          "investments",
+          "We",
+          "enabling",
+          "future",
+          "DRAM",
+          "transitions",
+          "coordination",
+          "Boise",
+          "team",
+          "adding",
+          "cleanroom",
+          "space",
+          "Hiroshima",
+          "fab",
+          "advanced",
+          "nodes",
+          "increase",
+          "production",
+          "scale",
+          "optimize",
+          "economics",
+          "Singapore",
+          "HBM",
+          "packaging",
+          "facility",
+          "track",
+          "contribute",
+          "meaningfully",
+          "supply",
+          "calendar",
+          "2027",
+          "As",
+          "part",
+          "footprint",
+          "expect",
+          "opportunities",
+          "synergies",
+          "NAND",
+          "pleased",
+          "progress",
+          "assembly",
+          "test",
+          "India",
+          "initiated",
+          "pilot",
+          "ramp",
+          "2026",
+          "make",
+          "strategic",
+          "initiatives",
+          "continue",
+          "responsive",
+          "market",
+          "environment",
+          "disciplined",
+          "capex",
+          "plans"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "f5620e25-f721-5ce0-acd1-9764cabacabe",
+      "type": "image",
+      "content": "\n- In Singapore, our HBM advanced packaging facility is on track to contribute meaningfully to our HBM supply in calendar 2027. As HBM becomes a part of our Singapore manufacturing footprint, we expect opportunities for synergies between NAND and DRAM production. <details>0\n[images/image-16-Corporate Executive Portrait.jpg]\n",
+      "path": "images/image-16-Corporate Executive Portrait.jpg",
+      "metadata": {
+        "length": 308,
+        "summary": "image-16\nSubject: Male executive with short brown hair, smiling at the camera.\nAttire: Grey suit jacket over a light blue patterned button-down shirt.\nBackground: Solid black studio background.\nVisible Text/Logo: \"micron\" logo visible in the bottom right corner.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Outlook, Appendix, micron",
+        "file_path": "images/image-16-Corporate Executive Portrait.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "81aa3508-5c73-514a-b8d8-f4cbf6d2f054",
+      "type": "text",
+      "content": "Chief Financial Officer\n\n- In Singapore, our HBM advanced packaging facility is on track to contribute meaningfully to our HBM supply in calendar 2027. As HBM becomes a part of our Singapore manufacturing footprint, we expect opportunities for synergies between NAND and DRAM production. <details>0\n[images/image-16-Corporate Executive Portrait.jpg]\n\n<details>\n<summary>natural_image</summary>\nPortrait of a man in a gray suit against a black background, no visible text or symbols on the subject or background.\n</details>",
+      "path": "micron-530bd7ed.pdf/Financial results/Mark Murphy",
+      "metadata": {
+        "length": 504,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Outlook, Appendix, micron",
+        "tokens": [
+          "Chief",
+          "Financial",
+          "Officer",
+          "In",
+          "Singapore",
+          "HBM",
+          "advanced",
+          "packaging",
+          "facility",
+          "track",
+          "contribute",
+          "meaningfully",
+          "supply",
+          "calendar",
+          "2027",
+          "As",
+          "part",
+          "manufacturing",
+          "footprint",
+          "expect",
+          "opportunities",
+          "synergies",
+          "NAND",
+          "DRAM",
+          "production",
+          "details",
+          "summary",
+          "natural",
+          "image",
+          "Portrait",
+          "man",
+          "gray",
+          "suit",
+          "black",
+          "background",
+          "visible",
+          "text",
+          "symbols",
+          "subject"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "f5620e25-f721-5ce0-acd1-9764cabacabe",
+            "relation": "embeds",
+            "ref": "[images/image-16-Corporate Executive Portrait.jpg]",
+            "position": {
+              "start": 299,
+              "end": 349
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "9be41014-954a-506c-a35c-5b4acd1c4f11",
+      "type": "text",
+      "content": "\\$13.6B\nRevenue up 21% Q/Q\nand up 57% Y/Y",
+      "path": "micron-530bd7ed.pdf/Financial results/FQ1-26 revenue \\$13.6B",
+      "metadata": {
+        "length": 41,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Outlook, Appendix, micron",
+        "tokens": [
+          "13.6",
+          "Revenue",
+          "21%",
+          "57%"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "e4f539ba-8e6d-50a6-9e56-f842973248ca",
+      "type": "text",
+      "content": "",
+      "path": "micron-530bd7ed.pdf/Financial results/Performance by technology",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Outlook, Appendix, micron",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "c668840a-e766-53f0-aed3-8dbd70dd8916",
+      "type": "text",
+      "content": "- \\$10.8 billion, representing 79% of total revenue in FQ1-26\n• Revenue increased 69% Y/Y\n• Revenue increased 20% Q/Q\n- Bit shipments up slightly Q/Q\n• ASPs increased approximately 20% Q/Q",
+      "path": "micron-530bd7ed.pdf/Financial results/Performance by technology/DRAM FQ1-26",
+      "metadata": {
+        "length": 188,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Outlook, Appendix, micron",
+        "tokens": [
+          "10.8",
+          "billion",
+          "representing",
+          "79%",
+          "total",
+          "revenue",
+          "FQ1",
+          "26",
+          "Revenue",
+          "increased",
+          "69%",
+          "20%",
+          "Bit",
+          "shipments",
+          "slightly",
+          "ASPs",
+          "approximately"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "e20d166a-d3f0-5df0-bf3b-4c404e0f3541",
+      "type": "table",
+      "content": "<table><tr><td>Amounts in millions</td><td>FQ1-26</td><td>FQ4-25</td><td>FQ1-25</td></tr><tr><td>Cloud Memory (CMBU)</td><td></td><td></td><td></td></tr><tr><td>Revenue</td><td>$5,284</td><td>$4,543</td><td>$2,648</td></tr><tr><td>Gross margin</td><td>66 %</td><td>59 %</td><td>51 %</td></tr><tr><td>Operating margin</td><td>55 %</td><td>48 %</td><td>40 %</td></tr><tr><td>Core Data (CDBU)</td><td></td><td></td><td></td></tr><tr><td>Revenue</td><td>$2,379</td><td>$1,577</td><td>$2,292</td></tr><tr><td>Gross margin</td><td>51 %</td><td>41 %</td><td>50 %</td></tr><tr><td>Operating margin</td><td>37 %</td><td>25 %</td><td>38 %</td></tr><tr><td>Mobile and Client (MCBU)</td><td></td><td></td><td></td></tr><tr><td>Revenue</td><td>$4,255</td><td>$3,760</td><td>$2,608</td></tr><tr><td>Gross margin</td><td>54 %</td><td>36 %</td><td>27 %</td></tr><tr><td>Operating margin</td><td>47 %</td><td>29 %</td><td>15 %</td></tr><tr><td>Automotive and Embedded (AEBU)</td><td></td><td></td><td></td></tr><tr><td>Revenue</td><td>$1,720</td><td>$1,434</td><td>$1,158</td></tr><tr><td>Gross margin</td><td>45 %</td><td>31 %</td><td>20 %</td></tr><tr><td>Operating margin</td><td>36 %</td><td>20 %</td><td>7 %</td></tr></table>",
+      "path": "tables/table-0 Segment Financials.html",
+      "metadata": {
+        "length": 1213,
+        "summary": "table-1\nThe table shows revenue, gross margin, and operating margin for Cloud Memory, Core Data, Mobile and Client, and Automotive and Embedded segments across FQ1-26, FQ4-25, and FQ1-25.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Outlook, Appendix, micron",
+        "file_path": "tables/table-0 Segment Financials.html",
+        "keywords": [
+          "Revenue",
+          "Gross Margin",
+          "Operating Margin"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "05963bf0-88ec-5311-8331-26497cc804fb",
+      "type": "image",
+      "content": "\n• Revenue increased 22% Q/Q <details>0\n[images/image-17-Abstract Digital Art.jpg]\n",
+      "path": "images/image-17-Abstract Digital Art.jpg",
+      "metadata": {
+        "length": 73,
+        "summary": "image-17\nDecember 17, 2025",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Outlook, Appendix, micron",
+        "file_path": "images/image-17-Abstract Digital Art.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "0845eeef-cd20-545f-98e6-d8322e8732e4",
+      "type": "text",
+      "content": "- \\$2.7 billion, representing 20% of total revenue in FQ1-26\n• Revenue increased 22% Y/Y\n• Revenue increased 22% Q/Q\n- Bit shipments increased in mid-to-high single digit percentage range Q/Q\n- ASPs increased in the mid-teens percentage range Q/Q\nQuarterly business unit financial results\n\n[tables/table-0 Segment Financials.html]\n\n\n• Revenue increased 22% Q/Q <details>0\n[images/image-17-Abstract Digital Art.jpg]\n\n<details>\n<summary>natural_image</summary>\nAbstract digital artwork with glowing dots and bokeh background, no readable text or symbols\n</details>",
+      "path": "micron-530bd7ed.pdf/Financial results/Performance by technology/NAND FQ1-26",
+      "metadata": {
+        "length": 574,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Outlook, Appendix, micron",
+        "tokens": [
+          "2.7",
+          "billion",
+          "representing",
+          "20%",
+          "total",
+          "revenue",
+          "FQ1",
+          "26",
+          "Revenue",
+          "increased",
+          "22%",
+          "Bit",
+          "shipments",
+          "mid",
+          "high",
+          "single",
+          "digit",
+          "percentage",
+          "range",
+          "ASPs",
+          "teens",
+          "Quarterly",
+          "business",
+          "unit",
+          "financial",
+          "results",
+          "details",
+          "summary",
+          "natural",
+          "image",
+          "Abstract",
+          "digital",
+          "artwork",
+          "glowing",
+          "dots",
+          "bokeh",
+          "background",
+          "readable",
+          "text",
+          "symbols"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "e20d166a-d3f0-5df0-bf3b-4c404e0f3541",
+            "relation": "embeds",
+            "ref": "[tables/table-0 Segment Financials.html]",
+            "position": {
+              "start": 290,
+              "end": 330
+            }
+          },
+          {
+            "target": "05963bf0-88ec-5311-8331-26497cc804fb",
+            "relation": "embeds",
+            "ref": "[images/image-17-Abstract Digital Art.jpg]",
+            "position": {
+              "start": 372,
+              "end": 414
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "2e82e176-5d91-5a0f-944d-b408f4df9ffa",
+      "type": "image",
+      "content": "\n- CMBU revenue was up 16% sequentially, driven by an increase in bit shipments and higher prices <details>0\n[images/image-18-Abstract Digital Art.jpg]\n",
+      "path": "images/image-18-Abstract Digital Art.jpg",
+      "metadata": {
+        "length": 142,
+        "summary": "image-18\nDecember 17, 2025",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Outlook, Appendix, micron",
+        "file_path": "images/image-18-Abstract Digital Art.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "474ec016-4f48-56f6-9f6f-5cf117a6e0b8",
+      "type": "text",
+      "content": "- Cloud Memory Business Unit revenue was a record \\$5.3 billion and represented 39% of total company revenue.\n- CMBU revenue was up 16% sequentially, driven by an increase in bit shipments and higher prices\n- CMBU gross margins were 66%, higher by 620 basis points sequentially, supported by cost execution and higher pricing.\n- Core Data Center Business Unit revenue was a record \\$2.4 billion and represented 17% of total company revenue.\n- CDBU revenue was up 51% sequentially, driven by robust bit shipments and higher pricing.\n- CDBU gross margins were 51%, up 990 basis points sequentially, supported by higher pricing and cost execution.\n\n- CMBU revenue was up 16% sequentially, driven by an increase in bit shipments and higher prices <details>0\n[images/image-18-Abstract Digital Art.jpg]\n\n<details>\n<summary>natural_image</summary>\nAbstract digital network visualization with glowing nodes and green-to-blue bokeh background (no text or symbols)\n</details>",
+      "path": "micron-530bd7ed.pdf/Financial results/Financial performance by business unit (1 of 2)",
+      "metadata": {
+        "length": 955,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Outlook, Appendix, micron",
+        "tokens": [
+          "Cloud",
+          "Memory",
+          "Business",
+          "Unit",
+          "revenue",
+          "record",
+          "5.3",
+          "billion",
+          "represented",
+          "39%",
+          "total",
+          "company",
+          "CMBU",
+          "16%",
+          "sequentially",
+          "driven",
+          "increase",
+          "bit",
+          "shipments",
+          "higher",
+          "prices",
+          "gross",
+          "margins",
+          "66%",
+          "620",
+          "basis",
+          "points",
+          "supported",
+          "cost",
+          "execution",
+          "pricing",
+          "Core",
+          "Data",
+          "Center",
+          "2.4",
+          "17%",
+          "CDBU",
+          "51%",
+          "robust",
+          "990",
+          "details",
+          "summary",
+          "natural",
+          "image",
+          "Abstract",
+          "digital",
+          "network",
+          "visualization",
+          "glowing",
+          "nodes",
+          "green",
+          "blue",
+          "bokeh",
+          "background",
+          "text",
+          "symbols"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "2e82e176-5d91-5a0f-944d-b408f4df9ffa",
+            "relation": "embeds",
+            "ref": "[images/image-18-Abstract Digital Art.jpg]",
+            "position": {
+              "start": 754,
+              "end": 796
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "87d6e692-358d-503c-b347-084513e0f6e2",
+      "type": "text",
+      "content": "- Mobile Client Business Unit revenue was a record \\$4.3 billion and represented 31% of total company revenue.\n- MCBU revenue was up 13% sequentially, driven by higher pricing, partly offset by lower bit shipments.\n- MCBU gross margins were 54%, up 17 percentage points sequentially, driven primarily by higher pricing.\n- Automotive and Embedded Business Unit revenue was a record \\$1.7 billion and represented 13% of total company revenue.\n- AEBU revenue was up 20% sequentially, driven by higher bit shipments and higher pricing.\n- AEBU gross margins were 45%, up 14 percentage points sequentially, driven primarily by higher pricing.",
+      "path": "micron-530bd7ed.pdf/Financial results/Financial performance by business unit (2 of 2)",
+      "metadata": {
+        "length": 636,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Outlook, Appendix, micron",
+        "tokens": [
+          "Mobile",
+          "Client",
+          "Business",
+          "Unit",
+          "revenue",
+          "record",
+          "4.3",
+          "billion",
+          "represented",
+          "31%",
+          "total",
+          "company",
+          "MCBU",
+          "13%",
+          "sequentially",
+          "driven",
+          "higher",
+          "pricing",
+          "partly",
+          "offset",
+          "lower",
+          "bit",
+          "shipments",
+          "gross",
+          "margins",
+          "54%",
+          "17",
+          "percentage",
+          "points",
+          "primarily",
+          "Automotive",
+          "Embedded",
+          "1.7",
+          "AEBU",
+          "20%",
+          "45%",
+          "14"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "5dbd386a-3eb0-51b2-b7af-4ae287f27273",
+      "type": "image",
+      "content": "\nOperating income: \\$6.42 billion <details>0\n[images/image-19-Micron Presentation Slide.jpg]\n",
+      "path": "images/image-19-Micron Presentation Slide.jpg",
+      "metadata": {
+        "length": 78,
+        "summary": "image-19\n- Brand: Micron\n- Page Number: 25\n- Visual Content: Abstract digital artwork featuring flowing, translucent waves with glowing blue and purple light trails against a dark background. The image includes bokeh effects and particle-like sparkles, suggesting themes of data flow, technology, or connectivity.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Outlook, Appendix, micron",
+        "file_path": "images/image-19-Micron Presentation Slide.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "6aa9d2d6-cddd-5f4b-8b06-1ab9f9c3a2d5",
+      "type": "text",
+      "content": "Non-GAAP operating results\nRevenue: \\$13.64 billion\nGross margin: 56.8%\nOperating expenses: \\$1.33 billion\nOperating income: \\$6.42 billion\nNet income: \\$5.48 billion\nDiluted earnings per share: \\$4.78\nCash from operations (GAAP): \\$8.41 billion\nSee non-GAAP reconciliations in Appendix\n\nOperating income: \\$6.42 billion <details>0\n[images/image-19-Micron Presentation Slide.jpg]\n\n<details>\n<summary>natural_image</summary>\nAbstract digital artwork featuring glowing purple and blue water droplets with bokeh bokeh effects (no text or symbols)\n</details>",
+      "path": "micron-530bd7ed.pdf/Financial results/FQ1-26 Non-GAAP operating results",
+      "metadata": {
+        "length": 539,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Outlook, Appendix, micron",
+        "tokens": [
+          "Non",
+          "GAAP",
+          "operating",
+          "results",
+          "Revenue",
+          "13.64",
+          "billion",
+          "Gross",
+          "margin",
+          "56.8%",
+          "Operating",
+          "expenses",
+          "1.33",
+          "income",
+          "6.42",
+          "Net",
+          "5.48",
+          "Diluted",
+          "earnings",
+          "share",
+          "4.78",
+          "Cash",
+          "operations",
+          "8.41",
+          "See",
+          "reconciliations",
+          "Appendix",
+          "details",
+          "summary",
+          "natural",
+          "image",
+          "Abstract",
+          "digital",
+          "artwork",
+          "featuring",
+          "glowing",
+          "purple",
+          "blue",
+          "water",
+          "droplets",
+          "bokeh",
+          "effects",
+          "text",
+          "symbols"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "5dbd386a-3eb0-51b2-b7af-4ae287f27273",
+            "relation": "embeds",
+            "ref": "[images/image-19-Micron Presentation Slide.jpg]",
+            "position": {
+              "start": 332,
+              "end": 379
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "9ccb6a52-37b8-531d-8072-3946982e2313",
+      "type": "table",
+      "content": "<table><tr><td>Cash flow from operations</td><td>FQ1-26: $8.4 billion (62% of revenue)</td></tr><tr><td>Net Capex1</td><td>FQ1-26: $4.5 billion</td></tr><tr><td>Adjusted free cash flow*</td><td>FQ1-26: $3.9 billion</td></tr><tr><td>Buybacks</td><td>FQ1-26: $300 million</td></tr><tr><td>Dividends</td><td>Dividend of $0.115 per share will be paid on January 14th</td></tr><tr><td>Liquidity2</td><td>$15.5 billion in liquidity at end of FQ1-26</td></tr></table>",
+      "path": "tables/table-1 FQ1-26 Cash Flow.html",
+      "metadata": {
+        "length": 460,
+        "summary": "table-2\nCash flow from operations $8.4B, net capex $4.5B, adjusted free cash flow $3.9B, buybacks $300M, dividend $0.115/share, liquidity $15.5B.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Outlook, Appendix, micron",
+        "file_path": "tables/table-1 FQ1-26 Cash Flow.html",
+        "keywords": [
+          "Cash flow",
+          "Capex",
+          "Free cash flow"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "7ab9398b-5650-5065-ba4e-72f1327148cf",
+      "type": "text",
+      "content": "From FY-23 to FQ1-26\n- \\$1.0 billion toward repurchasing 13 million shares\n- \\$1.7 billion towards dividends paid\n- \\$2.7 billion returned to shareholders from share repurchases and dividends\n\n[tables/table-1 FQ1-26 Cash Flow.html]\n\n$^{1}$ Capex net of proceeds from government incentives and proceeds from sales of property, plant, and equipment.\n$^{2}$ Cash, short-term and long-term marketable investments, restricted cash, and undrawn revolver capacity.\n\\*Adjusted free cash flow is a non-GAAP measure defined as net cash provided by operating activities less investments in capital expenditures net of proceeds from government incentives and proceeds from sales of property, plant, and equipment.\nSee non-GAAP reconciliations in Appendix.",
+      "path": "micron-530bd7ed.pdf/Financial results/Cash flow and capital allocation From FY-23 to FQ1-26",
+      "metadata": {
+        "length": 774,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Outlook, Appendix, micron",
+        "tokens": [
+          "From",
+          "FY",
+          "23",
+          "FQ1",
+          "26",
+          "1.0",
+          "billion",
+          "repurchasing",
+          "13",
+          "million",
+          "shares",
+          "1.7",
+          "dividends",
+          "paid",
+          "2.7",
+          "returned",
+          "shareholders",
+          "share",
+          "repurchases",
+          "Capex",
+          "net",
+          "proceeds",
+          "government",
+          "incentives",
+          "sales",
+          "property",
+          "plant",
+          "equipment",
+          "Cash",
+          "short",
+          "term",
+          "long",
+          "marketable",
+          "investments",
+          "restricted",
+          "cash",
+          "undrawn",
+          "revolver",
+          "capacity",
+          "Adjusted",
+          "free",
+          "flow",
+          "GAAP",
+          "measure",
+          "defined",
+          "provided",
+          "operating",
+          "activities",
+          "capital",
+          "expenditures",
+          "See",
+          "reconciliations",
+          "Appendix"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "9ccb6a52-37b8-531d-8072-3946982e2313",
+            "relation": "embeds",
+            "ref": "[tables/table-1 FQ1-26 Cash Flow.html]",
+            "position": {
+              "start": 193,
+              "end": 231
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "d08f238e-52ff-59ea-a3f5-f1102821c504",
+      "type": "text",
+      "content": "• Over 80% of our professional workforce actively uses GenAI, with total usage up tenfold since last year.\n- In manufacturing, integrating AI into yield and quality management has cut root cause identification time by half in cases.\n- Our coding teams are realizing productivity gains of 30% or more using agentic AI.\n- In R&D, GenAI is accelerating development by reducing cycle times in design verification, product validation, issue triage and root cause analysis.\n- Across business functions, GenAI is broadening automation opportunities, and we are deploying conversational analytics to accelerate and improve decision-making.\n- We expect Micron’s use of AI across the enterprise to further strengthen our competitiveness in the coming years.",
+      "path": "micron-530bd7ed.pdf/Financial results/Al use at Micron",
+      "metadata": {
+        "length": 747,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Outlook, Appendix, micron",
+        "tokens": [
+          "Over",
+          "80%",
+          "professional",
+          "workforce",
+          "actively",
+          "GenAI",
+          "total",
+          "usage",
+          "tenfold",
+          "year",
+          "In",
+          "manufacturing",
+          "integrating",
+          "AI",
+          "yield",
+          "quality",
+          "management",
+          "cut",
+          "root",
+          "identification",
+          "time",
+          "half",
+          "cases",
+          "Our",
+          "coding",
+          "teams",
+          "realizing",
+          "productivity",
+          "gains",
+          "30%",
+          "agentic",
+          "accelerating",
+          "development",
+          "reducing",
+          "cycle",
+          "times",
+          "design",
+          "verification",
+          "product",
+          "validation",
+          "issue",
+          "triage",
+          "analysis",
+          "Across",
+          "business",
+          "functions",
+          "broadening",
+          "automation",
+          "opportunities",
+          "deploying",
+          "conversational",
+          "analytics",
+          "accelerate",
+          "improve",
+          "decision",
+          "making",
+          "We",
+          "expect",
+          "Micron",
+          "enterprise",
+          "strengthen",
+          "competitiveness",
+          "coming",
+          "years"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "e345c4ed-c94d-5cc2-82be-a62ffee8fca3",
+      "type": "image",
+      "content": "\n• We expect a fiscal Q2 and fiscal year 2026 tax rate of around 15.5%. <details>0\n[images/image-20-Silicon Wafer Close-up.jpg]\n",
+      "path": "images/image-20-Silicon Wafer Close-up.jpg",
+      "metadata": {
+        "length": 116,
+        "summary": "image-20\n- Subject: Circular silicon wafer with visible grid pattern of microchips\n- Lighting: Blue-toned illumination with bright reflection on the right edge\n- Date stamp: December 17, 2025 (bottom left)",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Outlook, Appendix, micron",
+        "file_path": "images/image-20-Silicon Wafer Close-up.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "d0ee05ab-b3a5-5127-9831-839cce3f23b3",
+      "type": "table",
+      "content": "<table><tr><td>Revenue</td><td>$18.70 billion ± $400 million</td></tr><tr><td>Gross margin</td><td>68.0% ± 1.0%</td></tr><tr><td>Operating expenses</td><td>$1.38 billion ± $20 million</td></tr><tr><td>Diluted earnings per share*</td><td>$8.42 ± $0.20</td></tr></table>",
+      "path": "tables/table-2 Financial Data.html",
+      "metadata": {
+        "length": 268,
+        "summary": "table-3\nRevenue $18.70B ± $400M, gross margin 68.0% ± 1.0%, operating expenses $1.38B ± $20M, diluted EPS $8.42 ± $0.20.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Outlook, Appendix, micron",
+        "file_path": "tables/table-2 Financial Data.html",
+        "keywords": [
+          "Revenue",
+          "Gross margin",
+          "EPS"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "63263aeb-3d68-5759-b9e9-72b9c299740b",
+      "type": "text",
+      "content": "- We expect higher price, lower cost and favorable mix to all contribute to gross margin expansion in Q2.\n- Operating expenses for fiscal Q2 are projected to be approximately \\$1.38 billion.\n- As mentioned last quarter, Micron’s fiscal Q4 2026 opex will also reflect the effect of an additional workweek in this 53-week fiscal year.\n• We expect a fiscal Q2 and fiscal year 2026 tax rate of around 15.5%.\n- Micron is investing in a disciplined manner across our global manufacturing footprint to better meet demand.\n- To address tight supply/demand conditions extending beyond 2026, we now project our capital spending in fiscal 2026 to be approximately \\$20 billion, weighted to the second half of the fiscal year.\n- We expect free cash flow to strengthen in fiscal Q2, and we expect to generate significantly higher free cash flow year over year in fiscal 2026.\n- Any impacts that may occur due to potential new tariffs are not included in our guidance.\n\n• We expect a fiscal Q2 and fiscal year 2026 tax rate of around 15.5%. <details>0\n[images/image-20-Silicon Wafer Close-up.jpg]\n\n<details>\n<summary>natural_image</summary>\nClose-up of a semiconductor wafer with visible green and blue grating pattern against dark background (no text or symbols)\n</details>\nFQ2-26 guidance\nNon-GAAP\n\n[tables/table-2 Financial Data.html]\n\n\\*Based on \\~1.15 billion diluted shares.\nSee non-GAAP reconciliations in Appendix.",
+      "path": "micron-530bd7ed.pdf/Outlook",
+      "metadata": {
+        "length": 1413,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Outlook, Appendix, micron",
+        "tokens": [
+          "We",
+          "expect",
+          "higher",
+          "price",
+          "lower",
+          "cost",
+          "favorable",
+          "mix",
+          "contribute",
+          "gross",
+          "margin",
+          "expansion",
+          "Q2",
+          "Operating",
+          "expenses",
+          "fiscal",
+          "projected",
+          "approximately",
+          "1.38",
+          "billion",
+          "As",
+          "mentioned",
+          "quarter",
+          "Micron",
+          "Q4",
+          "2026",
+          "opex",
+          "reflect",
+          "effect",
+          "additional",
+          "workweek",
+          "53",
+          "week",
+          "year",
+          "tax",
+          "rate",
+          "15.5%",
+          "investing",
+          "disciplined",
+          "manner",
+          "global",
+          "manufacturing",
+          "footprint",
+          "meet",
+          "demand",
+          "To",
+          "address",
+          "tight",
+          "supply",
+          "conditions",
+          "extending",
+          "project",
+          "capital",
+          "spending",
+          "20",
+          "weighted",
+          "half",
+          "free",
+          "cash",
+          "flow",
+          "strengthen",
+          "generate",
+          "significantly",
+          "Any",
+          "impacts",
+          "occur",
+          "due",
+          "potential",
+          "tariffs",
+          "included",
+          "guidance",
+          "details",
+          "summary",
+          "natural",
+          "image",
+          "Close",
+          "semiconductor",
+          "wafer",
+          "visible",
+          "green",
+          "blue",
+          "grating",
+          "pattern",
+          "dark",
+          "background",
+          "text",
+          "symbols",
+          "FQ2",
+          "26",
+          "Non",
+          "GAAP",
+          "Based",
+          "1.15",
+          "diluted",
+          "shares",
+          "See",
+          "reconciliations",
+          "Appendix"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "e345c4ed-c94d-5cc2-82be-a62ffee8fca3",
+            "relation": "embeds",
+            "ref": "[images/image-20-Silicon Wafer Close-up.jpg]",
+            "position": {
+              "start": 1038,
+              "end": 1082
+            }
+          },
+          {
+            "target": "d0ee05ab-b3a5-5127-9831-839cce3f23b3",
+            "relation": "embeds",
+            "ref": "[tables/table-2 Financial Data.html]",
+            "position": {
+              "start": 1287,
+              "end": 1323
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "2ded77f6-5d08-5670-945e-86ac88c60318",
+      "type": "text",
+      "content": "",
+      "path": "micron-530bd7ed.pdf/Appendix",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Outlook, Appendix, micron",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "92d5bae8-77c5-53f8-b283-fc3c88438dcd",
+      "type": "table",
+      "content": "<table><tr><td>Amounts in millions, except per share</td><td>FQ1-26</td><td>% of revenue</td><td>FQ4-25</td><td>% of revenue</td><td>FQ1-25</td><td>% of revenue</td></tr><tr><td>Revenue</td><td>$13,643</td><td>100%</td><td>$11,315</td><td>100%</td><td>$8,709</td><td>100%</td></tr><tr><td>Gross margin</td><td>7,753</td><td>57%</td><td>5,169</td><td>46%</td><td>3,441</td><td>40%</td></tr><tr><td>Operating income</td><td>6,419</td><td>47%</td><td>3,955</td><td>35%</td><td>2,394</td><td>27%</td></tr><tr><td>Income tax (provision) benefit</td><td>(977)</td><td></td><td>(471)</td><td></td><td>(333)</td><td></td></tr><tr><td>Net income</td><td>5,482</td><td>40%</td><td>3,469</td><td>31%</td><td>2,037</td><td>23%</td></tr><tr><td>Diluted earnings per share</td><td>4.78</td><td></td><td>3.03</td><td></td><td>1.79</td><td></td></tr><tr><td>Cash provided by operating activities (GAAP)</td><td>8,411</td><td></td><td>5,730</td><td></td><td>3,244</td><td></td></tr><tr><td>Cash, marketable investments, and restricted cash (GAAP)</td><td>12,016</td><td></td><td>11,940</td><td></td><td>8,748</td><td></td></tr></table>",
+      "path": "tables/table-3 Financial Results.html",
+      "metadata": {
+        "length": 1118,
+        "summary": "table-4\nThe table shows quarterly financial data for FQ1-26, FQ4-25, and FQ1-25, with revenue increasing from $8.7B to $13.6B, gross margin rising from 40% to 57%, and net income growing from $2.0B to $5.5B.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Outlook, Appendix, micron",
+        "file_path": "tables/table-3 Financial Results.html",
+        "keywords": [
+          "Revenue",
+          "Gross Margin",
+          "Net Income"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "4852d9e9-df7a-53d2-85b6-7c206f496a40",
+      "type": "text",
+      "content": "Non-GAAP\n\n[tables/table-3 Financial Results.html]\n\nSee non-GAAP reconciliations.",
+      "path": "micron-530bd7ed.pdf/Appendix/Financial summary",
+      "metadata": {
+        "length": 120,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Outlook, Appendix, micron",
+        "tokens": [
+          "Non",
+          "GAAP",
+          "See",
+          "reconciliations"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "92d5bae8-77c5-53f8-b283-fc3c88438dcd",
+            "relation": "embeds",
+            "ref": "[tables/table-3 Financial Results.html]",
+            "position": {
+              "start": 10,
+              "end": 49
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "678c565b-39d9-5119-b8bd-819a1a93732f",
+      "type": "table",
+      "content": "<table><tr><td>% of Revenue</td><td>FQ1-26</td></tr><tr><td>DRAM</td><td>79%</td></tr><tr><td>NAND</td><td>20%</td></tr></table>",
+      "path": "tables/table-4 Revenue Breakdown.html",
+      "metadata": {
+        "length": 128,
+        "summary": "table-5\nDRAM accounts for 79% of revenue, while NAND contributes 20% in FQ1-26.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Outlook, Appendix, micron",
+        "file_path": "tables/table-4 Revenue Breakdown.html",
+        "keywords": [
+          "DRAM",
+          "NAND",
+          "Revenue"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "15fbec1a-cfc7-5fb3-a485-3e2fd925b6c5",
+      "type": "table",
+      "content": "<table><tr><td>% Sales Volume Change</td><td>FQ1-26 Q/Q</td></tr><tr><td>DRAM</td><td>Up slightly</td></tr><tr><td>NAND</td><td>Increased in mid-to-high single-digit percentage range</td></tr></table>",
+      "path": "tables/table-5 Sales Volume Change.html",
+      "metadata": {
+        "length": 200,
+        "summary": "table-6\nDRAM sales volume up slightly quarter over quarter; NAND increased in mid-to-high single-digit percentage range.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Outlook, Appendix, micron",
+        "file_path": "tables/table-5 Sales Volume Change.html",
+        "keywords": [
+          "DRAM",
+          "NAND",
+          "Sales Change"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "57d0a6f0-ff87-5fb6-9318-d6b775367501",
+      "type": "table",
+      "content": "<table><tr><td>% ASP Change</td><td>FQ1-26 Q/Q</td></tr><tr><td>DRAM</td><td>Increased approximately 20%</td></tr><tr><td>NAND</td><td>Increased in the mid-teens percentage range</td></tr></table>",
+      "path": "tables/table-6 ASP Changes Q_Q.html",
+      "metadata": {
+        "length": 196,
+        "summary": "table-7\nDRAM ASP increased approximately 20% Q/Q, while NAND ASP increased in the mid-teens percentage range in FQ1-26.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Outlook, Appendix, micron",
+        "file_path": "tables/table-6 ASP Changes Q_Q.html",
+        "keywords": [
+          "DRAM",
+          "NAND",
+          "ASP"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "125be82c-5fdd-54de-887f-207351be5bf4",
+      "type": "table",
+      "content": "<table><tr><td></td><td>FQ1-26 non-GAAP (amounts in millions, except per share)</td><td>FQ2-26 non-GAAP Guidance</td></tr><tr><td>Revenue</td><td>$13,643</td><td>$18.70 billion ± $400 million</td></tr><tr><td>Gross margin</td><td>56.8%</td><td>68.0% ± 1.0%</td></tr><tr><td>Operating expenses</td><td>$1,334</td><td>$1.38 billion ± $20 million</td></tr><tr><td>Diluted earnings per share</td><td>$4.78</td><td>$8.42 ± $0.20</td></tr></table>",
+      "path": "tables/table-7 Non-GAAP Guidance.html",
+      "metadata": {
+        "length": 441,
+        "summary": "table-8\nThe table compares FQ1-26 non-GAAP actuals with FQ2-26 guidance: Revenue $13.6B vs $18.7B, Gross margin 56.8% vs 68.0%, OpEx $1.33B vs $1.38B, Diluted EPS $4.78 vs $8.42.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Outlook, Appendix, micron",
+        "file_path": "tables/table-7 Non-GAAP Guidance.html",
+        "keywords": [
+          "Revenue",
+          "Gross Margin",
+          "EPS"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "95e9856b-2520-58c5-a10b-a5d98f7c22b9",
+      "type": "table",
+      "content": "<table><tr><td></td><td>FQ1-26 non-GAAP (amounts in millions)</td><td>FQ2-26 non-GAAP Estimates</td></tr><tr><td>Diluted shares</td><td>1,148</td><td>~1.15 billion</td></tr><tr><td>Income tax (provision) benefit</td><td>($977)</td><td>Around 15.5%</td></tr><tr><td>Cash from operations (GAAP)</td><td>$8,411</td><td>—</td></tr><tr><td>Investments in capex, net (capital cash flow)</td><td>$4,505</td><td>~ $20 billion in fiscal 2026</td></tr></table>",
+      "path": "tables/table-8 Non-GAAP Estimates.html",
+      "metadata": {
+        "length": 450,
+        "summary": "table-9\nTable shows FQ1-26 non-GAAP actuals and FQ2-26 estimates: diluted shares ~1.15B, tax rate ~15.5%, capex ~$20B for fiscal 2026.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Outlook, Appendix, micron",
+        "file_path": "tables/table-8 Non-GAAP Estimates.html",
+        "keywords": [
+          "Non-GAAP",
+          "Estimates",
+          "Fiscal 2026"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "ee710aa1-37c1-5f59-a23e-6bd1862ab64e",
+      "type": "text",
+      "content": "[tables/table-4 Revenue Breakdown.html]\n\n\n[tables/table-5 Sales Volume Change.html]\n\n\n[tables/table-6 ASP Changes Q_Q.html]\n\n\n[tables/table-7 Non-GAAP Guidance.html]\n\n\n[tables/table-8 Non-GAAP Estimates.html]",
+      "path": "micron-530bd7ed.pdf/Appendix/Non-GAAP financial data and guidance",
+      "metadata": {
+        "length": 292,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Outlook, Appendix, micron",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "678c565b-39d9-5119-b8bd-819a1a93732f",
+            "relation": "embeds",
+            "ref": "[tables/table-4 Revenue Breakdown.html]",
+            "position": {
+              "start": 0,
+              "end": 39
+            }
+          },
+          {
+            "target": "15fbec1a-cfc7-5fb3-a485-3e2fd925b6c5",
+            "relation": "embeds",
+            "ref": "[tables/table-5 Sales Volume Change.html]",
+            "position": {
+              "start": 42,
+              "end": 83
+            }
+          },
+          {
+            "target": "57d0a6f0-ff87-5fb6-9318-d6b775367501",
+            "relation": "embeds",
+            "ref": "[tables/table-6 ASP Changes Q_Q.html]",
+            "position": {
+              "start": 86,
+              "end": 123
+            }
+          },
+          {
+            "target": "125be82c-5fdd-54de-887f-207351be5bf4",
+            "relation": "embeds",
+            "ref": "[tables/table-7 Non-GAAP Guidance.html]",
+            "position": {
+              "start": 126,
+              "end": 165
+            }
+          },
+          {
+            "target": "95e9856b-2520-58c5-a10b-a5d98f7c22b9",
+            "relation": "embeds",
+            "ref": "[tables/table-8 Non-GAAP Estimates.html]",
+            "position": {
+              "start": 168,
+              "end": 208
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "e1164a66-ea1a-5cdd-bb6c-840d028b0b9d",
+      "type": "table",
+      "content": "<table><tr><td>Amounts in millions</td><td>FQ1-26</td><td>% of revenue</td><td>FQ4-25</td><td>% of revenue</td><td>FQ1-25</td><td>% of revenue</td></tr><tr><td>DRAM</td><td>$10,812</td><td>79%</td><td>$8,984</td><td>79%</td><td>$6,400</td><td>73%</td></tr><tr><td>NAND</td><td>2,743</td><td>20%</td><td>2,252</td><td>20%</td><td>2,241</td><td>26%</td></tr><tr><td>Other (primarily NOR)</td><td>88</td><td>1%</td><td>79</td><td>1%</td><td>68</td><td>1%</td></tr><tr><td>Total</td><td>$13,643</td><td>100%</td><td>$11,315</td><td>100%</td><td>$8,709</td><td>100%</td></tr></table>",
+      "path": "tables/table-9 Memory Revenue.html",
+      "metadata": {
+        "length": 578,
+        "summary": "table-10\nThe table shows memory revenue breakdown for FQ1-26, FQ4-25, and FQ1-25. DRAM revenue grew from $6,400M to $10,812M, NAND from $2,241M to $2,743M, with total revenue increasing from $8,709M to $13,643M.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Outlook, Appendix, micron",
+        "file_path": "tables/table-9 Memory Revenue.html",
+        "keywords": [
+          "DRAM",
+          "NAND",
+          "Revenue"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "b991c6e0-7195-5a78-bd34-5b7931d26c56",
+      "type": "table",
+      "content": "<table><tr><td>Amounts in millions</td><td>FQ1-26</td><td>FQ4-25</td><td>Q/Q % Change</td><td>FQ1-25</td><td>Y/Y % Change</td></tr><tr><td>DRAM</td><td>$10,812</td><td>$8,984</td><td>20%</td><td>$6,400</td><td>69%</td></tr><tr><td>NAND</td><td>2,743</td><td>2,252</td><td>22%</td><td>2,241</td><td>22%</td></tr><tr><td>Other (primarily NOR)</td><td>88</td><td>79</td><td>11%</td><td>68</td><td>29%</td></tr><tr><td>Total</td><td>$13,643</td><td>$11,315</td><td>21%</td><td>$8,709</td><td>57%</td></tr></table>",
+      "path": "tables/table-10 Memory Revenue.html",
+      "metadata": {
+        "length": 509,
+        "summary": "table-11\nMemory revenue for FQ1-26 was $13,643M, up 21% Q/Q and 57% Y/Y. DRAM grew 20% Q/Q and 69% Y/Y to $10,812M. NAND grew 22% Q/Q and 22% Y/Y to $2,743M.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Outlook, Appendix, micron",
+        "file_path": "tables/table-10 Memory Revenue.html",
+        "keywords": [
+          "DRAM",
+          "NAND",
+          "Revenue"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "11bf4246-ab06-5c87-ad3a-ee7b92602efd",
+      "type": "table",
+      "content": "<table><tr><td>Amounts in millions</td><td>FQ1-26</td><td>FQ4-25</td><td>Q/Q % Change</td><td>FQ1-25</td><td>Y/Y % Change</td></tr><tr><td>Cloud Memory (CMBU)</td><td>$5,284</td><td>$4,543</td><td>16%</td><td>$2,648</td><td>100%</td></tr><tr><td>Core Data (CDBU)</td><td>2,379</td><td>1,577</td><td>51%</td><td>2,292</td><td>4%</td></tr><tr><td>Mobile and Client (MCBU)</td><td>4,255</td><td>3,760</td><td>13%</td><td>2,608</td><td>63%</td></tr><tr><td>Automotive and Embedded (AEBU)</td><td>1,720</td><td>1,434</td><td>20%</td><td>1,158</td><td>49%</td></tr></table>",
+      "path": "tables/table-11 Revenue by Segment.html",
+      "metadata": {
+        "length": 567,
+        "summary": "table-12\nThe table shows revenue for four segments: Cloud Memory ($5,284M), Core Data ($2,379M), Mobile and Client ($4,255M), and Automotive and Embedded ($1,720M) with Q/Q and Y/Y percentage changes.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Outlook, Appendix, micron",
+        "file_path": "tables/table-11 Revenue by Segment.html",
+        "keywords": [
+          "Revenue",
+          "Segments",
+          "Growth"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "f315bd05-b59c-5797-b9e7-7c2f61be3b82",
+      "type": "text",
+      "content": "[tables/table-9 Memory Revenue.html]\n\nPercentages of total revenue may not total 100% due to rounding.\nRevenue by technology\n\n[tables/table-10 Memory Revenue.html]\n\nRevenue by business unit\n\n[tables/table-11 Revenue by Segment.html]",
+      "path": "micron-530bd7ed.pdf/Appendix/Revenue by technology",
+      "metadata": {
+        "length": 372,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Outlook, Appendix, micron",
+        "tokens": [
+          "Percentages",
+          "total",
+          "revenue",
+          "100%",
+          "due",
+          "rounding",
+          "Revenue",
+          "technology",
+          "business",
+          "unit"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "e1164a66-ea1a-5cdd-bb6c-840d028b0b9d",
+            "relation": "embeds",
+            "ref": "[tables/table-9 Memory Revenue.html]",
+            "position": {
+              "start": 0,
+              "end": 36
+            }
+          },
+          {
+            "target": "b991c6e0-7195-5a78-bd34-5b7931d26c56",
+            "relation": "embeds",
+            "ref": "[tables/table-10 Memory Revenue.html]",
+            "position": {
+              "start": 126,
+              "end": 163
+            }
+          },
+          {
+            "target": "11bf4246-ab06-5c87-ad3a-ee7b92602efd",
+            "relation": "embeds",
+            "ref": "[tables/table-11 Revenue by Segment.html]",
+            "position": {
+              "start": 191,
+              "end": 232
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "e2c78da7-c375-5233-8f2d-26abf6731248",
+      "type": "text",
+      "content": "Consolidated results",
+      "path": "micron-530bd7ed.pdf/Appendix/Non-GAAP reconciliations",
+      "metadata": {
+        "length": 20,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Outlook, Appendix, micron",
+        "tokens": [
+          "Consolidated",
+          "results"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "6c5bdab9-c153-50ff-88ba-50888561318c",
+      "type": "table",
+      "content": "<table><tr><td>Amounts in millions</td><td>FQ1-26</td><td>FQ4-25</td><td>FQ1-25</td></tr><tr><td>GAAP gross margin</td><td>$7,646</td><td>$5,054</td><td>$3,348</td></tr><tr><td>Stock-based compensation</td><td>107</td><td>115</td><td>90</td></tr><tr><td>Other</td><td>—</td><td>—</td><td>3</td></tr><tr><td>Non-GAAP gross margin</td><td>$7,753</td><td>$5,169</td><td>$3,441</td></tr><tr><td colspan=\"4\"></td></tr><tr><td>GAAP operating expenses</td><td>$1,510</td><td>$1,400</td><td>$1,174</td></tr><tr><td>Stock-based compensation</td><td>(173)</td><td>(147)</td><td>(127)</td></tr><tr><td>Restructure and asset impairments</td><td>—</td><td>(38)</td><td>—</td></tr><tr><td>Other</td><td>(3)</td><td>(1)</td><td>—</td></tr><tr><td>Non-GAAP operating expenses</td><td>$1,334</td><td>$1,214</td><td>$1,047</td></tr><tr><td colspan=\"4\"></td></tr><tr><td>GAAP operating income</td><td>$6,136</td><td>$3,654</td><td>$2,174</td></tr><tr><td>Stock-based compensation</td><td>280</td><td>262</td><td>217</td></tr><tr><td>Restructure and asset impairments</td><td>—</td><td>38</td><td>—</td></tr><tr><td>Other</td><td>3</td><td>1</td><td>3</td></tr><tr><td>Non-GAAP operating income</td><td>$6,419</td><td>$3,955</td><td>$2,394</td></tr></table>",
+      "path": "tables/table-12 Gross Margin & OpEx.html",
+      "metadata": {
+        "length": 1237,
+        "summary": "table-13\nFinancial data for FQ1-26, FQ4-25, FQ1-25 showing GAAP and Non-GAAP gross margins, operating expenses, and operating income with adjustments for stock-based compensation and other items.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Outlook, Appendix, micron",
+        "file_path": "tables/table-12 Gross Margin & OpEx.html",
+        "keywords": [
+          "GAAP",
+          "Non-GAAP",
+          "Operating Income"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "e2c78da7-c375-5233-8f2d-26abf6731248",
+      "type": "text",
+      "content": "[tables/table-12 Gross Margin & OpEx.html]\n\nConsolidated results",
+      "path": "micron-530bd7ed.pdf/Appendix/Non-GAAP reconciliations_2",
+      "metadata": {
+        "length": 85,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Outlook, Appendix, micron",
+        "tokens": [
+          "Consolidated",
+          "results"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "6c5bdab9-c153-50ff-88ba-50888561318c",
+            "relation": "embeds",
+            "ref": "[tables/table-12 Gross Margin & OpEx.html]",
+            "position": {
+              "start": 0,
+              "end": 42
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "e4ea5bf4-8def-5c62-b5e7-732ad9a9dcd1",
+      "type": "table",
+      "content": "<table><tr><td>Amounts in millions</td><td>FQ1-26</td><td>FQ4-25</td><td>FQ1-25</td></tr><tr><td>GAAP cost of goods sold</td><td>$5,997</td><td>$6,261</td><td>$5,361</td></tr><tr><td>Stock-based compensation</td><td>(107)</td><td>(115)</td><td>(90)</td></tr><tr><td>Other</td><td>—</td><td>—</td><td>(3)</td></tr><tr><td>Non-GAAP cost of goods sold</td><td>$5,890</td><td>$6,146</td><td>$5,268</td></tr><tr><td></td><td></td><td></td><td></td></tr><tr><td>GAAP research and development</td><td>$1,171</td><td>$1,047</td><td>$888</td></tr><tr><td>Stock-based compensation</td><td>(106)</td><td>(93)</td><td>(77)</td></tr><tr><td>Other</td><td>(1)</td><td>(1)</td><td>—</td></tr><tr><td>Non-GAAP research and development</td><td>$1,064</td><td>$953</td><td>$811</td></tr><tr><td></td><td></td><td></td><td></td></tr><tr><td>GAAP selling, general, and administrative</td><td>$337</td><td>$314</td><td>$288</td></tr><tr><td>Stock-based compensation</td><td>(67)</td><td>(54)</td><td>(50)</td></tr><tr><td>Non-GAAP selling, general, and administrative</td><td>$270</td><td>$260</td><td>$238</td></tr></table>",
+      "path": "tables/table-13 Non-GAAP Financials.html",
+      "metadata": {
+        "length": 1103,
+        "summary": "table-14\nThe table compares GAAP and Non-GAAP costs for COGS, R&D, and SG&A across FQ1-26, FQ4-25, and FQ1-25, with stock-based compensation adjustments.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Outlook, Appendix, micron",
+        "file_path": "tables/table-13 Non-GAAP Financials.html",
+        "keywords": [
+          "GAAP",
+          "Non-GAAP",
+          "Costs"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "e2c78da7-c375-5233-8f2d-26abf6731248",
+      "type": "text",
+      "content": "[tables/table-13 Non-GAAP Financials.html]\n\nConsolidated results",
+      "path": "micron-530bd7ed.pdf/Appendix/Non-GAAP reconciliations_3",
+      "metadata": {
+        "length": 85,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Outlook, Appendix, micron",
+        "tokens": [
+          "Consolidated",
+          "results"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "e4ea5bf4-8def-5c62-b5e7-732ad9a9dcd1",
+            "relation": "embeds",
+            "ref": "[tables/table-13 Non-GAAP Financials.html]",
+            "position": {
+              "start": 0,
+              "end": 42
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "2472ca80-4436-5b71-8226-42b56e920a9a",
+      "type": "table",
+      "content": "<table><tr><td>Amounts in millions</td><td>FQ1-26</td><td>FQ4-25</td><td>FQ1-25</td></tr><tr><td>GAAP net income</td><td>$5,240</td><td>$3,201</td><td>$1,870</td></tr><tr><td>Stock-based compensation</td><td>280</td><td>262</td><td>217</td></tr><tr><td>Restructure and asset impairments</td><td>—</td><td>38</td><td>—</td></tr><tr><td>Loss on debt prepayments</td><td>130</td><td>9</td><td>—</td></tr><tr><td>Other</td><td>(20)</td><td>1</td><td>—</td></tr><tr><td>Estimated tax effects of above and other tax adjustments</td><td>(148)</td><td>(42)</td><td>(50)</td></tr><tr><td>Non-GAAP net income</td><td>$5,482</td><td>$3,469</td><td>$2,037</td></tr><tr><td colspan=\"4\"></td></tr><tr><td>GAAP income tax (provision) benefit</td><td>($829)</td><td>($429)</td><td>($283)</td></tr><tr><td>Estimated tax effects of non-GAAP adjustments and other tax adjustments</td><td>(148)</td><td>(42)</td><td>(50)</td></tr><tr><td>Non-GAAP income tax (provision) benefit</td><td>($977)</td><td>($471)</td><td>($333)</td></tr></table>",
+      "path": "tables/table-14 Non-GAAP Net Income.html",
+      "metadata": {
+        "length": 1020,
+        "summary": "table-15\nThe table shows GAAP net income and adjustments for stock-based compensation, restructuring, and debt losses, resulting in Non-GAAP net income of $5,482M for FQ1-26, $3,469M for FQ4-25, and $2,037M for FQ1-25.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Outlook, Appendix, micron",
+        "file_path": "tables/table-14 Non-GAAP Net Income.html",
+        "keywords": [
+          "GAAP",
+          "Non-GAAP",
+          "Net Income"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "e2c78da7-c375-5233-8f2d-26abf6731248",
+      "type": "text",
+      "content": "[tables/table-14 Non-GAAP Net Income.html]\n\nConsolidated results",
+      "path": "micron-530bd7ed.pdf/Appendix/Non-GAAP reconciliations_4",
+      "metadata": {
+        "length": 85,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Outlook, Appendix, micron",
+        "tokens": [
+          "Consolidated",
+          "results"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "2472ca80-4436-5b71-8226-42b56e920a9a",
+            "relation": "embeds",
+            "ref": "[tables/table-14 Non-GAAP Net Income.html]",
+            "position": {
+              "start": 0,
+              "end": 42
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "5f7cb4a5-ecfc-5be9-93ee-7a5c3d130857",
+      "type": "table",
+      "content": "<table><tr><td>Amounts in millions</td><td>FQ1-26</td><td>FQ4-25</td><td>FQ1-25</td></tr><tr><td>GAAP net income</td><td>$5,240</td><td>$3,201</td><td>$1,870</td></tr><tr><td>Interest (income) expense, net</td><td>(65)</td><td>(22)</td><td>11</td></tr><tr><td>Income tax provision (benefit)</td><td>829</td><td>429</td><td>283</td></tr><tr><td>Depreciation expense and amortization of intangible assets</td><td>2,212</td><td>2,149</td><td>2,030</td></tr><tr><td>Non-GAAP adjustments</td><td></td><td></td><td></td></tr><tr><td>Stock-based compensation</td><td>280</td><td>262</td><td>217</td></tr><tr><td>Restructure and asset impairments</td><td>—</td><td>38</td><td>—</td></tr><tr><td>Loss on debt prepayments</td><td>130</td><td>9</td><td>—</td></tr><tr><td>Other</td><td>(22)</td><td>—</td><td>—</td></tr><tr><td>Adjusted EBITDA</td><td>$8,604</td><td>$6,066</td><td>$4,411</td></tr></table>",
+      "path": "tables/table-15 Adjusted EBITDA.html",
+      "metadata": {
+        "length": 895,
+        "summary": "table-16\nThe table shows GAAP net income and adjustments to calculate Adjusted EBITDA for FQ1-26, FQ4-25, and FQ1-25, with values of $8,604M, $6,066M, and $4,411M respectively.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Outlook, Appendix, micron",
+        "file_path": "tables/table-15 Adjusted EBITDA.html",
+        "keywords": [
+          "EBITDA",
+          "GAAP",
+          "Non-GAAP"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "e2c78da7-c375-5233-8f2d-26abf6731248",
+      "type": "text",
+      "content": "[tables/table-15 Adjusted EBITDA.html]\n\nConsolidated results",
+      "path": "micron-530bd7ed.pdf/Appendix/Non-GAAP reconciliations_5",
+      "metadata": {
+        "length": 85,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Outlook, Appendix, micron",
+        "tokens": [
+          "Consolidated",
+          "results"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "5f7cb4a5-ecfc-5be9-93ee-7a5c3d130857",
+            "relation": "embeds",
+            "ref": "[tables/table-15 Adjusted EBITDA.html]",
+            "position": {
+              "start": 0,
+              "end": 38
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "f48634a3-aff2-5a2f-8f27-f5bf07c21db3",
+      "type": "table",
+      "content": "<table><tr><td>Amounts in millions, except per share</td><td>FQ1-26</td><td>FQ4-25</td><td>FQ1-25</td></tr><tr><td>GAAP shares used in diluted EPS calculations</td><td>$1,138</td><td>$1,131</td><td>$1,122</td></tr><tr><td>Adjustment for stock-based compensation</td><td>10</td><td>14</td><td>16</td></tr><tr><td>Non-GAAP shares used in diluted EPS calculations</td><td>$1,148</td><td>$1,145</td><td>$1,138</td></tr><tr><td>GAAP diluted earnings per share</td><td>$4.60</td><td>$2.83</td><td>$1.67</td></tr><tr><td>Effects of non-GAAP adjustments</td><td>0.18</td><td>0.20</td><td>0.12</td></tr><tr><td>Non-GAAP diluted earnings per share</td><td>$4.78</td><td>$3.03</td><td>$1.79</td></tr><tr><td>Net cash provided by operating activities</td><td>$8,411</td><td>$5,730</td><td>$3,244</td></tr><tr><td>Expenditures for property, plant, and equipment</td><td>(5,389)</td><td>(5,658)</td><td>(3,206)</td></tr><tr><td>Proceeds from sales of property, plant, and equipment</td><td>6</td><td>20</td><td>9</td></tr><tr><td>Proceeds from government incentives</td><td>878</td><td>711</td><td>65</td></tr><tr><td>Investments in capital expenditures, net</td><td>(4,505)</td><td>(4,927)</td><td>(3,132)</td></tr><tr><td>Adjusted free cash flow</td><td>$3,906</td><td>$803</td><td>$112</td></tr></table>",
+      "path": "tables/table-16 Financial Highlights.html",
+      "metadata": {
+        "length": 1292,
+        "summary": "table-17\nThe table shows GAAP and Non-GAAP diluted EPS, shares, and adjusted free cash flow for FQ1-26, FQ4-25, and FQ1-25. Non-GAAP EPS rose to $4.78 from $1.79, and adjusted free cash flow increased to $3,906M from $112M.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Outlook, Appendix, micron",
+        "file_path": "tables/table-16 Financial Highlights.html",
+        "keywords": [
+          "EPS",
+          "Free Cash Flow",
+          "GAAP"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "e2c78da7-c375-5233-8f2d-26abf6731248",
+      "type": "text",
+      "content": "[tables/table-16 Financial Highlights.html]\n\nConsolidated results",
+      "path": "micron-530bd7ed.pdf/Appendix/Non-GAAP reconciliations_6",
+      "metadata": {
+        "length": 89,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Outlook, Appendix, micron",
+        "tokens": [
+          "Consolidated",
+          "results"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "f48634a3-aff2-5a2f-8f27-f5bf07c21db3",
+            "relation": "embeds",
+            "ref": "[tables/table-16 Financial Highlights.html]",
+            "position": {
+              "start": 0,
+              "end": 43
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "593b7280-74b7-5f9f-8e93-d06ad748f362",
+      "type": "table",
+      "content": "<table><tr><td>Amounts in millions</td><td>FQ1-26</td><td>FQ4-25</td><td>FQ1-25</td></tr><tr><td>Cash and cash equivalents</td><td>$9,731</td><td>$9,642</td><td>$6,693</td></tr><tr><td>Short-term investments</td><td>587</td><td>665</td><td>895</td></tr><tr><td>Long-term marketable investments</td><td>1,697</td><td>1,629</td><td>1,156</td></tr><tr><td>Restricted cash</td><td>1</td><td>4</td><td>4</td></tr><tr><td>Current debt</td><td>(569)</td><td>(560)</td><td>(533)</td></tr><tr><td>Long-term debt</td><td>(11,187)</td><td>(14,017)</td><td>(13,252)</td></tr><tr><td>Net cash</td><td>$260</td><td>($2,637)</td><td>($5,037)</td></tr></table>",
+      "path": "tables/table-17 Cash Position.html",
+      "metadata": {
+        "length": 644,
+        "summary": "table-18\nThe table shows cash, investments, and debt for FQ1-26, FQ4-25, and FQ1-25. Net cash improved from negative to positive $260 million in FQ1-26.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Outlook, Appendix, micron",
+        "file_path": "tables/table-17 Cash Position.html",
+        "keywords": [
+          "Cash",
+          "Debt",
+          "Investments"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "3375d7a1-f78b-5bb0-8be2-e644a03cb090",
+      "type": "text",
+      "content": "[tables/table-17 Cash Position.html]",
+      "path": "micron-530bd7ed.pdf/Appendix/Non-GAAP reconciliations_7",
+      "metadata": {
+        "length": 63,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Outlook, Appendix, micron",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "593b7280-74b7-5f9f-8e93-d06ad748f362",
+            "relation": "embeds",
+            "ref": "[tables/table-17 Cash Position.html]",
+            "position": {
+              "start": 0,
+              "end": 36
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "f377b130-b598-574e-857d-289bd0f99c88",
+      "type": "table",
+      "content": "<table><tr><td></td><td>GAAP Outlook</td><td colspan=\"2\">Adjustments</td><td>Non-GAAP Outlook</td></tr><tr><td>Revenue</td><td>$18.70 billion ± $400 million</td><td>—</td><td></td><td>$18.70 billion ± $400 million</td></tr><tr><td>Gross margin</td><td>67.0% ± 1.0%</td><td>1.0%</td><td>A</td><td>68.0% ± 1.0%</td></tr><tr><td>Operating expenses</td><td>$1.56 billion ± $20 million</td><td>$180 million</td><td>B</td><td>$1.38 billion ± $20 million</td></tr><tr><td>Diluted earnings per share*</td><td>$8.19 ± $0.20</td><td>$0.23</td><td>A, B, C</td><td>$8.42 ± $0.20</td></tr></table>",
+      "path": "tables/table-18 GAAP vs Non-GAAP.html",
+      "metadata": {
+        "length": 584,
+        "summary": "table-19\nThe table compares GAAP and Non-GAAP outlook for revenue ($18.70B), gross margin (67% vs 68%), operating expenses ($1.56B vs $1.38B), and diluted EPS ($8.19 vs $8.42) with adjustments.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Outlook, Appendix, micron",
+        "file_path": "tables/table-18 GAAP vs Non-GAAP.html",
+        "keywords": [
+          "GAAP",
+          "Non-GAAP",
+          "Outlook"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "9b894756-58b4-55ca-91a7-5a450f89763b",
+      "type": "table",
+      "content": "<table><tr><td>A</td><td>Stock-based compensation – cost of goods sold</td><td>$125</td></tr><tr><td>B</td><td>Stock-based compensation – research and development</td><td>119</td></tr><tr><td>B</td><td>Stock-based compensation – selling, general, and administrative</td><td>61</td></tr><tr><td>C</td><td>Tax effects of the above items and other tax adjustments</td><td>(48)</td></tr><tr><td colspan=\"2\"></td><td>$257</td></tr></table>",
+      "path": "tables/table-19 Stock Compensation.html",
+      "metadata": {
+        "length": 434,
+        "summary": "table-20\nThe table shows stock-based compensation costs: $125 for cost of goods sold, $119 for R&D, $61 for SG&A, and a tax adjustment of ($48), totaling $257.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Outlook, Appendix, micron",
+        "file_path": "tables/table-19 Stock Compensation.html",
+        "keywords": [
+          "Stock-based compensation",
+          "Cost of goods sold",
+          "Tax effects"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "e677bc01-f247-5dcf-a2b6-86f9c248b387",
+      "type": "text",
+      "content": "Non-GAAP reconciliations\n\n[tables/table-18 GAAP vs Non-GAAP.html]\n\nNon-GAAP Adjustments (amounts in millions)\n\n[tables/table-19 Stock Compensation.html]\n\n\\*GAAP earnings per share based on approximately 1.14 billion diluted shares and non-GAAP earnings per share based on approximately 1.15 billion diluted shares.\nThe above guidance does not incorporate the impact of any potential business combinations, divestitures, additional restructuring activities, balance sheet valuation adjustments, strategic investments, financing transactions, and other significant transactions. The timing and impact of such items are dependent on future events that may be uncertain or outside of our control.",
+      "path": "micron-530bd7ed.pdf/Appendix/FQ2-26 guidance Non-GAAP reconciliations",
+      "metadata": {
+        "length": 727,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Outlook, Appendix, micron",
+        "tokens": [
+          "Non",
+          "GAAP",
+          "reconciliations",
+          "Adjustments",
+          "amounts",
+          "millions",
+          "earnings",
+          "share",
+          "based",
+          "approximately",
+          "1.14",
+          "billion",
+          "diluted",
+          "shares",
+          "1.15",
+          "The",
+          "guidance",
+          "incorporate",
+          "impact",
+          "potential",
+          "business",
+          "combinations",
+          "divestitures",
+          "additional",
+          "restructuring",
+          "activities",
+          "balance",
+          "sheet",
+          "valuation",
+          "adjustments",
+          "strategic",
+          "investments",
+          "financing",
+          "transactions",
+          "significant",
+          "timing",
+          "items",
+          "dependent",
+          "future",
+          "events",
+          "uncertain",
+          "control"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "f377b130-b598-574e-857d-289bd0f99c88",
+            "relation": "embeds",
+            "ref": "[tables/table-18 GAAP vs Non-GAAP.html]",
+            "position": {
+              "start": 26,
+              "end": 65
+            }
+          },
+          {
+            "target": "9b894756-58b4-55ca-91a7-5a450f89763b",
+            "relation": "embeds",
+            "ref": "[tables/table-19 Stock Compensation.html]",
+            "position": {
+              "start": 111,
+              "end": 152
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "d84931a0-d4b7-5279-9a48-46756054d2e0",
+      "type": "text",
+      "content": "Intelligence\nAccelerated™\n© 2025 Micron Technology, Inc. All rights reserved. Information, products, and/or specifications are subject to change without notice. All information is provided on an “AS IS” basis without warranties of any kind. Statements regarding products, including statements regarding product features, availability, functionality, or compatibility, are provided for informational purposes only and do not modify the warranty, if any, applicable to any product. Drawings may not be to scale. Micron, the Micron logo, the M logo, Intelligence Accelerated™, and other Micron trademarks are the property of Micron Technology, Inc. All other trademarks are the property of their respective owners.",
+      "path": "micron-530bd7ed.pdf/micron",
+      "metadata": {
+        "length": 711,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Outlook, Appendix, micron",
+        "tokens": [
+          "Intelligence",
+          "Accelerated",
+          "2025",
+          "Micron",
+          "Technology",
+          "Inc",
+          "All",
+          "rights",
+          "reserved",
+          "Information",
+          "products",
+          "specifications",
+          "subject",
+          "change",
+          "notice",
+          "information",
+          "provided",
+          "AS",
+          "IS",
+          "basis",
+          "warranties",
+          "kind",
+          "Statements",
+          "including",
+          "statements",
+          "product",
+          "features",
+          "availability",
+          "functionality",
+          "compatibility",
+          "informational",
+          "purposes",
+          "modify",
+          "warranty",
+          "applicable",
+          "Drawings",
+          "scale",
+          "logo",
+          "trademarks",
+          "property",
+          "respective",
+          "owners"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    }
+  ]
+}
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/doc_nav.json b/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/doc_nav.json
new file mode 100644
index 000000000..b816f3276
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/doc_nav.json
@@ -0,0 +1,518 @@
+{
+  "version": "1.0",
+  "file_name": "Micron investor report 530bd7ed.pdf",
+  "stats": {
+    "total_chunks": 82,
+    "text_chunks": 42,
+    "image_chunks": 20,
+    "table_chunks": 20,
+    "max_depth": 3
+  },
+  "sections": [
+    {
+      "title": "Financial results",
+      "path": "micron-530bd7ed.pdf/Financial results",
+      "level": 1,
+      "summary": "FQ1 2026 # Financial results <details>0 [images/image-1-Abstract Grid Pattern.jpg] <details> <summary>natural_image</summary> Close-up of a semiconductor wafer with green, purple, and blue photovoltaic bands (no text or symbols visible) </details>",
+      "chunk_count": 28,
+      "children": [
+        {
+          "title": "Safe harbor statement",
+          "path": "micron-530bd7ed.pdf/Financial results/Safe harbor statement",
+          "level": 2,
+          "summary": "This passage contains standard legal disclaimers regarding forward-looking statements and non-GAAP financial measures. It cautions that projections about market demand, pricing, technology impact, manufacturing investments, and financial performance involve risks and uncertainties. It directs readers to SEC filings and a risk factor website for details. It also explains that non-GAAP measures exclude certain activities to help analyze operating results and trends, with reconciliations provided in the appendix.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Sanjay Mehrotra",
+          "path": "micron-530bd7ed.pdf/Financial results/Sanjay Mehrotra",
+          "level": 2,
+          "summary": "Chairman, President and Chief Executive Officer ## Safe harbor statement <details>0 [images/image-2-Micron Executive Portrait.jpg] <details> <summary>natural_image</summary> Portrait of a smiling man with gray hair and beard, wearing a blue blazer over a patterned shirt (no text or symbols visible) </details> <details> <details>0 [images/image-3-Automated RAM Testing Machine.jpg] <details> <summary>natural_image</summary> Industrial automation scene with robotic arms and green memory chips under purple lighting (no readable text or symbols) </details>",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Overview (1 of 3)",
+          "path": "micron-530bd7ed.pdf/Financial results/Overview (1 of 3)",
+          "level": 2,
+          "summary": "- Micron had an outstanding start to fiscal 2026, delivering fiscal Q1 revenue, gross margin and EPS (earnings per share) well above the high end of our guidance. - This financial performance was driven by our strong execution across end markets and products in a tight supply environment. We achieved a number of records in fiscal Q1. - Total company revenue, DRAM and NAND revenue, as well as HBM and data center revenue and revenue in each of our business units, also reached new records. • We have completed agreements on price and volume for our entire calendar 2026 HBM supply, including Micron's industry-leading HBM4. - We forecast an HBM TAM CAGR of approximately 40% through calendar 2028, from approximately \\$35 billion in 2025 to around \\$100 billion in 2028. - This \\$100 billion HBM TAM milestone is now projected to arrive two years earlier than in our prior outlook. Remarkably, this 2028 HBM TAM projection is larger than the size of the entire DRAM market in calendar 2024. - This financial performance was driven by our strong execution across end markets and products in a tight supply environment. We achieved a number of records in fiscal Q1. <details>0 [images/image-4-Automated Industrial Machinery.jpg] <details> <summary>natural_image</summary> Interior view of a modern industrial facility with blue-tinted machinery and control panels (no visible text or symbols) </details>",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Overview (2 of 3)",
+          "path": "micron-530bd7ed.pdf/Financial results/Overview (2 of 3)",
+          "level": 2,
+          "summary": "Micron highlights its customized HBM4E customer engagements and progress on its HBM roadmap, emphasizing memory's shift from a system component to a strategic asset for AI. The company's technology leadership and product portfolio position it as a key AI enabler, with anticipated record revenue, gross margin, EPS, and free cash flow for Q2 and full fiscal year 2026.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Overview (3 of 3)",
+          "path": "micron-530bd7ed.pdf/Financial results/Overview (3 of 3)",
+          "level": 2,
+          "summary": "- Sustained and strong industry demand, along with supply constraints, are contributing to tight market conditions, and we expect these conditions to persist beyond calendar 2026. • We are making progress with customers in our discussions for multiyear contracts with specific commitments. - Simultaneously, we are focused on maximizing our production output from our current footprint, ramping our industry-leading technology nodes and investing in new cleanroom space to add to our supply capability.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Technology and operations (1 of 2)",
+          "path": "micron-530bd7ed.pdf/Financial results/Technology and operations (1 of 2)",
+          "level": 2,
+          "summary": "- Micron’s technology leadership is foundational to our strong competitive position. - Micron has led the industry for four consecutive technology nodes in DRAM and three nodes in NAND, with progressively faster yield ramps in every node. - Our 1-gamma DRAM node is ramping well. 1-gamma will be the primary driver of our DRAM bit growth in calendar 2026, and will be the majority of our bit output in the second half of the calendar year. - Looking beyond 1-gamma, development is underway for 1-delta and 1-epsilon nodes, which will feature innovations that we expect to extend our differentiation and technology leadership.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Technology and operations (2 of 2)",
+          "path": "micron-530bd7ed.pdf/Financial results/Technology and operations (2 of 2)",
+          "level": 2,
+          "summary": "- In NAND, we are ramping our G9 node with robust yield ramps across both data center and client SSDs. Our QLC NAND mix, including G9 QLC, reached a record high during the quarter. - Technology transitions to G9 will be the primary driver of our NAND bit growth in calendar 2026, and we expect it to become our largest NAND node later in fiscal 2026. - Calendar 2025 is a record year for Micron in terms of both internal and customer quality measures, positioning us well to deliver for our customers as the memory industry's quality leader. - As our products are increasingly integrated into higher value applications, our leadership in quality is becoming a more important differentiator. ## Technology and operations (2 of 2) <details>0 [images/image-6-Micron Semiconductor Wafer.jpg] <details> <summary>text_image</summary> micron | 8 </details>",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Data center server demand",
+          "path": "micron-530bd7ed.pdf/Financial results/Data center server demand",
+          "level": 2,
+          "summary": "- As the world’s leading technology companies advance toward artificial general intelligence and transform the global economy, our customers are committing to an extraordinary, multiyear data center buildout. - This growth in AI data center capacity is driving a significant increase in demand for high-performance and high-capacity memory and storage. - Server unit demand has strengthened significantly, and we now expect calendar 2025 server unit growth in the high-teens percentage range, higher than our last earnings call outlook of $10\\%$ . • We expect server demand strength to continue in 2026. Server memory and storage content and performance requirements continue to increase generation to generation. - Micron has a differentiated portfolio of high-value data center solutions to address these requirements, including our HBM, high-capacity server memory solutions and data center SSDs. - As the world’s leading technology companies advance toward artificial general intelligence and transform the global economy, our customers are committing to an extraordinary, multiyear data center buildout. <details>0 [images/image-7-Server Rack Infrastructure.jpg] <details> <summary>natural_image</summary> Interior view of a server room with rows of server racks and illuminated green indicator lights, labeled 'micron' in the corner (no readable text on equipment) </details>",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Data center HBM and LP DRAM",
+          "path": "micron-530bd7ed.pdf/Financial results/Data center HBM and LP DRAM",
+          "level": 2,
+          "summary": "- Micron’s HBM4, with industry leading speed over 11 Gbps, is on track to ramp with high yields in the second calendar quarter of 2026, consistent with our customers’ product ramp plans. - Our HBM4 uses advanced CMOS and advanced metallization process technologies on the base logic die and DRAM core dies, which are designed and manufactured in-house. - This, along with our unique HBM design, packaging and test capability, enables Micron’s industry-leading performance and low-power leadership. - Micron pioneered the adoption of LP DRAM in the data center. Micron's Low Power (LP) DRAM server modules consume one-third the power of DDR DRAM server modules. - Building on this leadership, we have sampled our 192GB LP SOCAMM2 product, which enables a $50\\%$ increase in capacity per module and a rack-scale LP DRAM density of over 50TB. - Micron’s HBM4, with industry leading speed over 11 Gbps, is on track to ramp with high yields in the second calendar quarter of 2026, consistent with our customers’ product ramp plans. <details>0 [images/image-8-Micron Data Center.jpg] <details> <summary>natural_image</summary> Interior view of a modern data center with server racks illuminated by purple and blue neon lights (no visible text or symbols) </details>",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Data center NAND",
+          "path": "micron-530bd7ed.pdf/Financial results/Data center NAND",
+          "level": 2,
+          "summary": "- Our data center NAND portfolio revenue exceeded a billion dollars in fiscal Q1, and we are seeing strong momentum across our data center SSD portfolio, enabled by our leadership NAND technology. - In the performance SSD category, Micron has introduced the world's first PCIe Gen6 SSD, leveraging our G9 NAND. • We are seeing rapidly increasing qualification commitments for this product, including at hyperscalers. - In mainstream storage, our SSDs based on G9 NAND are already seeing robust demand in the first quarter of calendar 2026. - In capacity storage, our QLC-based 122 and 245TB G9 SSDs are entering qualification at multiple hyperscale customers.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "PC",
+          "path": "micron-530bd7ed.pdf/Financial results/PC",
+          "level": 2,
+          "summary": "- PC demand continues to be driven by Windows 10 end of life and AI PCs. • We forecast PC unit sales to grow high-single-digit percentage range in calendar 2025, above our prior expectations provided in our last earnings call of mid-single digits. - As we look ahead into 2026, we expect these demand drivers to continue, while memory supply constraints may affect some PC unit shipments. - Micron has completed multiple OEM qualifications of our 16Gb 1-gamma-based DDR5 and our G9-based PCIe Gen4 QLC SSDs. ## PC <details>0 [images/image-9-Laptop Keyboard and Screen.jpg] <details> <summary>text_image</summary> micron | 12 </details>",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Mobile",
+          "path": "micron-530bd7ed.pdf/Financial results/Mobile",
+          "level": 2,
+          "summary": "- Smartphone unit volumes in calendar 2025 are on track to grow in the low-single-digit percentage range. - AI is driving memory content growth. The shipment mix of flagship smartphones with 12GB of DRAM increased to $59\\%$ in calendar Q3, more than twice the level from a year ago. • Micron is accelerating innovation across our mobile DRAM portfolio. - In fiscal Q1, we began sampling our breakthrough 1-gamma 16Gb LPDDR6 product to leading OEM and ecosystem partners, marking a major milestone in next-generation memory technology. - LPDDR6 will power AI at the edge, delivering over 50% higher performance and improved power efficiency for flagship smartphones and AI PCs. - Micron also sampled our 1-gamma LP5x 24Gb product and began volume shipments of the previously announced 1-gamma LP5x 16Gb product to multiple OEMs. - AI is driving memory content growth. The shipment mix of flagship smartphones with 12GB of DRAM increased to $59\\%$ in calendar Q3, more than twice the level from a year ago. <details>0 [images/image-10-Concert Photography.jpg] <details> <summary>natural_image</summary> Hand holding smartphone displaying a live music show with stage lights against a red and pink background (no text or symbols on screen) </details>",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Automotive and embedded",
+          "path": "micron-530bd7ed.pdf/Financial results/Automotive and embedded",
+          "level": 2,
+          "summary": "The passage discusses strong demand for memory and storage in automotive (L2+ and L3 adoption, ASIL-rated LPDDR5x and UFS4.1 NAND) and industrial markets (autonomous systems, factory automation, robotics). Micron highlights its differentiated product portfolio and market leadership, with billions in design wins and investments in long-term supply from its Virginia fab.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Market outlook (1 of 2)",
+          "path": "micron-530bd7ed.pdf/Financial results/Market outlook (1 of 2)",
+          "level": 2,
+          "summary": "• Over the last few months, our customers' AI data center build-out plans have driven a sharp increase in demand forecasts for memory and storage. • We believe that the aggregate industry supply will remain substantially short of the demand for the foreseeable future. - The dramatic increase in HBM demand is further challenging the supply environment due to the 3-to-1 trade ratio with DDR5, and this trade ratio only increases with future generations of HBM. - Additional cleanroom space is necessary to address this increased demand, and lead times for cleanroom build-out are lengthening across geographies. • Together, these demand and supply factors are driving tight industry conditions across DRAM and NAND, and we expect tightness to persist through and beyond calendar 2026. • Over the last few months, our customers' AI data center build-out plans have driven a sharp increase in demand forecasts for memory and storage. <details>0 [images/image-13-Silicon Wafer in Manufacturing.jpg] <details> <summary>natural_image</summary> Close-up of a semiconductor wafer with colorful grid patterns, captured in a lab setting (no text or symbols on the wafer itself) </details>",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Market outlook (2 of 2)",
+          "path": "micron-530bd7ed.pdf/Financial results/Market outlook (2 of 2)",
+          "level": 2,
+          "summary": "- Calendar 2025 DRAM and NAND industry bit demand growth expectations are higher than in our last earnings call outlook. - We now expect calendar 2025 DRAM bit demand growth in the low $20\\%$ range versus high teens previously. - We expect 2025 NAND bit demand growth to be in the high-teens percentage range versus low to mid-teens previously. - We expect calendar 2026 industry DRAM and NAND bit shipment growth to be constrained by industry supply. - We expect both DRAM and NAND calendar 2026 industry bit shipments to increase around 20% from 2025 levels. - Micron is working hard to support our customers' demand during this time, and we expect to grow our DRAM and NAND bit shipments approximately 20% in calendar 2026. - Despite significant efforts, we are disappointed to be unable to meet demand from our customers, across all market segments. - We expect 2025 NAND bit demand growth to be in the high-teens percentage range versus low to mid-teens previously. <details>0 [images/image-14-Semiconductor Cleanroom.jpg] <details> <summary>natural_image</summary> Interior of a high-tech semiconductor fabrication facility with workers in full cleanroom suits walking along a central aisle (no visible text or symbols) </details>",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Supply efforts (1 of 2)",
+          "path": "micron-530bd7ed.pdf/Financial results/Supply efforts (1 of 2)",
+          "level": 2,
+          "summary": "- Micron plans to increase our fiscal 2026 capex to approximately \\$20 billion, versus our prior estimate of \\$18 billion. This increase will primarily support our HBM supply capability, and also our 1-gamma supply, in calendar 2026. - We are pulling in equipment orders and accelerating installation timelines to maximize output capability. Micron is also investing across our global manufacturing footprint to add supply to support longer-term demand. We are seeing an enthusiastic customer response to our planned U.S. supply. - We are pulling in our first Idaho fab timeline, and we now expect first wafer output in mid-calendar 2027, earlier than our prior expectations of second-half calendar 2027. Earlier this year, we announced our plans for a second Idaho fab, which will begin construction in 2026 and be operational by the end of 2028. - We are making good progress on securing necessary permits for our New York site and appreciate the partnership with the state of New York and the Trump administration. - We plan to break ground on our first New York fab in early calendar 2026, which we expect will provide supply in 2030 and beyond. - Micron plans to increase our fiscal 2026 capex to approximately \\$20 billion, versus our prior estimate of \\$18 billion. This increase will primarily support our HBM supply capability, and also our 1-gamma supply, in calendar 2026. <details>0 [images/image-15-Laboratory Safety Work.jpg] <details> <summary>text_image</summary> December 17, 2025 </details>",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Supply efforts (2 of 2)",
+          "path": "micron-530bd7ed.pdf/Financial results/Supply efforts (2 of 2)",
+          "level": 2,
+          "summary": "- In Japan, with the support of METI (Japan’s Ministry of Economy, Trade and Industry), we are making technology and manufacturing investments. • We are enabling future DRAM technology transitions in coordination with our Boise R&D team. - We are also adding cleanroom space in our Hiroshima fab to support these advanced nodes, which will increase production scale and optimize fab economics. - In Singapore, our HBM advanced packaging facility is on track to contribute meaningfully to our HBM supply in calendar 2027. As HBM becomes a part of our Singapore manufacturing footprint, we expect opportunities for synergies between NAND and DRAM production. • We are pleased with the progress on our assembly and test facility in India, which has initiated pilot production and will ramp in 2026. - As we make progress on our strategic manufacturing initiatives, we will continue to be responsive to the market environment and disciplined with our capex plans",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Mark Murphy",
+          "path": "micron-530bd7ed.pdf/Financial results/Mark Murphy",
+          "level": 2,
+          "summary": "Chief Financial Officer - In Singapore, our HBM advanced packaging facility is on track to contribute meaningfully to our HBM supply in calendar 2027. As HBM becomes a part of our Singapore manufacturing footprint, we expect opportunities for synergies between NAND and DRAM production. <details>0 [images/image-16-Corporate Executive Portrait.jpg] <details> <summary>natural_image</summary> Portrait of a man in a gray suit against a black background, no visible text or symbols on the subject or background. </details>",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "FQ1-26 revenue \\$13.6B",
+          "path": "micron-530bd7ed.pdf/Financial results/FQ1-26 revenue \\$13.6B",
+          "level": 2,
+          "summary": "\\$13.6B Revenue up 21% Q/Q and up 57% Y/Y",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Performance by technology",
+          "path": "micron-530bd7ed.pdf/Financial results/Performance by technology",
+          "level": 2,
+          "summary": "",
+          "chunk_count": 3,
+          "children": [
+            {
+              "title": "DRAM FQ1-26",
+              "path": "micron-530bd7ed.pdf/Financial results/Performance by technology/DRAM FQ1-26",
+              "level": 3,
+              "summary": "- \\$10.8 billion, representing 79% of total revenue in FQ1-26 • Revenue increased 69% Y/Y • Revenue increased 20% Q/Q - Bit shipments up slightly Q/Q • ASPs increased approximately 20% Q/Q",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "NAND FQ1-26",
+              "path": "micron-530bd7ed.pdf/Financial results/Performance by technology/NAND FQ1-26",
+              "level": 3,
+              "summary": "- \\$2.7 billion, representing 20% of total revenue in FQ1-26 • Revenue increased 22% Y/Y • Revenue increased 22% Q/Q - Bit shipments increased in mid-to-high single digit percentage range Q/Q - ASPs increased in the mid-teens percentage range Q/Q Quarterly business unit financial results [tables/table-0 Segment Financials.html] • Revenue increased 22% Q/Q <details>0 [images/image-17-Abstract Digital Art.jpg] <details> <summary>natural_image</summary> Abstract digital artwork with glowing dots and bokeh background, no readable text or symbols </details>",
+              "chunk_count": 1,
+              "children": []
+            }
+          ]
+        },
+        {
+          "title": "Financial performance by business unit (1 of 2)",
+          "path": "micron-530bd7ed.pdf/Financial results/Financial performance by business unit (1 of 2)",
+          "level": 2,
+          "summary": "- Cloud Memory Business Unit revenue was a record \\$5.3 billion and represented 39% of total company revenue. - CMBU revenue was up 16% sequentially, driven by an increase in bit shipments and higher prices - CMBU gross margins were 66%, higher by 620 basis points sequentially, supported by cost execution and higher pricing. - Core Data Center Business Unit revenue was a record \\$2.4 billion and represented 17% of total company revenue. - CDBU revenue was up 51% sequentially, driven by robust bit shipments and higher pricing. - CDBU gross margins were 51%, up 990 basis points sequentially, supported by higher pricing and cost execution. - CMBU revenue was up 16% sequentially, driven by an increase in bit shipments and higher prices <details>0 [images/image-18-Abstract Digital Art.jpg] <details> <summary>natural_image</summary> Abstract digital network visualization with glowing nodes and green-to-blue bokeh background (no text or symbols) </details>",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Financial performance by business unit (2 of 2)",
+          "path": "micron-530bd7ed.pdf/Financial results/Financial performance by business unit (2 of 2)",
+          "level": 2,
+          "summary": "- Mobile Client Business Unit revenue was a record \\$4.3 billion and represented 31% of total company revenue. - MCBU revenue was up 13% sequentially, driven by higher pricing, partly offset by lower bit shipments. - MCBU gross margins were 54%, up 17 percentage points sequentially, driven primarily by higher pricing. - Automotive and Embedded Business Unit revenue was a record \\$1.7 billion and represented 13% of total company revenue. - AEBU revenue was up 20% sequentially, driven by higher bit shipments and higher pricing. - AEBU gross margins were 45%, up 14 percentage points sequentially, driven primarily by higher pricing.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "FQ1-26 Non-GAAP operating results",
+          "path": "micron-530bd7ed.pdf/Financial results/FQ1-26 Non-GAAP operating results",
+          "level": 2,
+          "summary": "Non-GAAP operating results Revenue: \\$13.64 billion Gross margin: 56.8% Operating expenses: \\$1.33 billion Operating income: \\$6.42 billion Net income: \\$5.48 billion Diluted earnings per share: \\$4.78 Cash from operations (GAAP): \\$8.41 billion See non-GAAP reconciliations in Appendix Operating income: \\$6.42 billion <details>0 [images/image-19-Micron Presentation Slide.jpg] <details> <summary>natural_image</summary> Abstract digital artwork featuring glowing purple and blue water droplets with bokeh bokeh effects (no text or symbols) </details>",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Cash flow and capital allocation From FY-23 to FQ1-26",
+          "path": "micron-530bd7ed.pdf/Financial results/Cash flow and capital allocation From FY-23 to FQ1-26",
+          "level": 2,
+          "summary": "From FY-23 to FQ1-26 - \\$1.0 billion toward repurchasing 13 million shares - \\$1.7 billion towards dividends paid - \\$2.7 billion returned to shareholders from share repurchases and dividends [tables/table-1 FQ1-26 Cash Flow.html] $^{1}$ Capex net of proceeds from government incentives and proceeds from sales of property, plant, and equipment. $^{2}$ Cash, short-term and long-term marketable investments, restricted cash, and undrawn revolver capacity. \\*Adjusted free cash flow is a non-GAAP measure defined as net cash provided by operating activities less investments in capital expenditures net of proceeds from government incentives and proceeds from sales of property, plant, and equipment. See non-GAAP reconciliations in Appendix.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Al use at Micron",
+          "path": "micron-530bd7ed.pdf/Financial results/Al use at Micron",
+          "level": 2,
+          "summary": "• Over 80% of our professional workforce actively uses GenAI, with total usage up tenfold since last year. - In manufacturing, integrating AI into yield and quality management has cut root cause identification time by half in cases. - Our coding teams are realizing productivity gains of 30% or more using agentic AI. - In R&D, GenAI is accelerating development by reducing cycle times in design verification, product validation, issue triage and root cause analysis. - Across business functions, GenAI is broadening automation opportunities, and we are deploying conversational analytics to accelerate and improve decision-making. - We expect Micron’s use of AI across the enterprise to further strengthen our competitiveness in the coming years.",
+          "chunk_count": 1,
+          "children": []
+        }
+      ]
+    },
+    {
+      "title": "Outlook",
+      "path": "micron-530bd7ed.pdf/Outlook",
+      "level": 1,
+      "summary": "- We expect higher price, lower cost and favorable mix to all contribute to gross margin expansion in Q2. - Operating expenses for fiscal Q2 are projected to be approximately \\$1.38 billion. - As mentioned last quarter, Micron’s fiscal Q4 2026 opex will also reflect the effect of an additional workweek in this 53-week fiscal year. • We expect a fiscal Q2 and fiscal year 2026 tax rate of around 15.5%. - Micron is investing in a disciplined manner across our global manufacturing footprint to better meet demand. - To address tight supply/demand conditions extending beyond 2026, we now project our capital spending in fiscal 2026 to be approximately \\$20 billion, weighted to the second half of the fiscal year. - We expect free cash flow to strengthen in fiscal Q2, and we expect to generate significantly higher free cash flow year over year in fiscal 2026. - Any impacts that may occur due to potential new tariffs are not included in our guidance. • We expect a fiscal Q2 and fiscal year 2026 tax rate of around 15.5%. <details>0 [images/image-20-Silicon Wafer Close-up.jpg] <details> <summary>natural_image</summary> Close-up of a semiconductor wafer with visible green and blue grating pattern against dark background (no text or symbols) </details> FQ2-26 guidance Non-GAAP [tables/table-2 Financial Data.html] \\*Based on \\~1.15 billion diluted shares. See non-GAAP reconciliations in Appendix.",
+      "chunk_count": 1,
+      "children": []
+    },
+    {
+      "title": "Appendix",
+      "path": "micron-530bd7ed.pdf/Appendix",
+      "level": 1,
+      "summary": "",
+      "chunk_count": 12,
+      "children": [
+        {
+          "title": "Financial summary",
+          "path": "micron-530bd7ed.pdf/Appendix/Financial summary",
+          "level": 2,
+          "summary": "Non-GAAP [tables/table-3 Financial Results.html] See non-GAAP reconciliations.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Non-GAAP financial data and guidance",
+          "path": "micron-530bd7ed.pdf/Appendix/Non-GAAP financial data and guidance",
+          "level": 2,
+          "summary": "[tables/table-4 Revenue Breakdown.html] [tables/table-5 Sales Volume Change.html] [tables/table-6 ASP Changes Q_Q.html] [tables/table-7 Non-GAAP Guidance.html] [tables/table-8 Non-GAAP Estimates.html]",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Revenue by technology",
+          "path": "micron-530bd7ed.pdf/Appendix/Revenue by technology",
+          "level": 2,
+          "summary": "[tables/table-9 Memory Revenue.html] Percentages of total revenue may not total 100% due to rounding. Revenue by technology [tables/table-10 Memory Revenue.html] Revenue by business unit [tables/table-11 Revenue by Segment.html]",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Non-GAAP reconciliations",
+          "path": "micron-530bd7ed.pdf/Appendix/Non-GAAP reconciliations",
+          "level": 2,
+          "summary": "Consolidated results",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Non-GAAP reconciliations_2",
+          "path": "micron-530bd7ed.pdf/Appendix/Non-GAAP reconciliations_2",
+          "level": 2,
+          "summary": "[tables/table-12 Gross Margin & OpEx.html] Consolidated results",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Non-GAAP reconciliations_3",
+          "path": "micron-530bd7ed.pdf/Appendix/Non-GAAP reconciliations_3",
+          "level": 2,
+          "summary": "[tables/table-13 Non-GAAP Financials.html] Consolidated results",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Non-GAAP reconciliations_4",
+          "path": "micron-530bd7ed.pdf/Appendix/Non-GAAP reconciliations_4",
+          "level": 2,
+          "summary": "[tables/table-14 Non-GAAP Net Income.html] Consolidated results",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Non-GAAP reconciliations_5",
+          "path": "micron-530bd7ed.pdf/Appendix/Non-GAAP reconciliations_5",
+          "level": 2,
+          "summary": "[tables/table-15 Adjusted EBITDA.html] Consolidated results",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Non-GAAP reconciliations_6",
+          "path": "micron-530bd7ed.pdf/Appendix/Non-GAAP reconciliations_6",
+          "level": 2,
+          "summary": "[tables/table-16 Financial Highlights.html] Consolidated results",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Non-GAAP reconciliations_7",
+          "path": "micron-530bd7ed.pdf/Appendix/Non-GAAP reconciliations_7",
+          "level": 2,
+          "summary": "[tables/table-17 Cash Position.html]",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "FQ2-26 guidance Non-GAAP reconciliations",
+          "path": "micron-530bd7ed.pdf/Appendix/FQ2-26 guidance Non-GAAP reconciliations",
+          "level": 2,
+          "summary": "Non-GAAP reconciliations [tables/table-18 GAAP vs Non-GAAP.html] Non-GAAP Adjustments (amounts in millions) [tables/table-19 Stock Compensation.html] \\*GAAP earnings per share based on approximately 1.14 billion diluted shares and non-GAAP earnings per share based on approximately 1.15 billion diluted shares. The above guidance does not incorporate the impact of any potential business combinations, divestitures, additional restructuring activities, balance sheet valuation adjustments, strategic investments, financing transactions, and other significant transactions. The timing and impact of such items are dependent on future events that may be uncertain or outside of our control.",
+          "chunk_count": 1,
+          "children": []
+        }
+      ]
+    },
+    {
+      "title": "micron",
+      "path": "micron-530bd7ed.pdf/micron",
+      "level": 1,
+      "summary": "Intelligence Accelerated™ © 2025 Micron Technology, Inc. All rights reserved. Information, products, and/or specifications are subject to change without notice. All information is provided on an “AS IS” basis without warranties of any kind. Statements regarding products, including statements regarding product features, availability, functionality, or compatibility, are provided for informational purposes only and do not modify the warranty, if any, applicable to any product. Drawings may not be to scale. Micron, the Micron logo, the M logo, Intelligence Accelerated™, and other Micron trademarks are the property of Micron Technology, Inc. All other trademarks are the property of their respective owners.",
+      "chunk_count": 1,
+      "children": []
+    }
+  ],
+  "resources": {
+    "images": [
+      {
+        "path": "images/image-1-Abstract Grid Pattern.jpg",
+        "summary": "image-1 A close-up view of a circular object featuring a precise grid pattern. The image displays vibrant, iridescent colors including magenta, cyan, green, and blue, which shift across the surface. The grid consists of intersecting horizontal and vertical lines creating small rectangular cells. The lighting creates a gradient effect, with the left side appearing darker and the right side brighter."
+      },
+      {
+        "path": "images/image-2-Micron Executive Portrait.jpg",
+        "summary": "image-2 - Subject: Professional headshot of a middle-aged man with graying hair and beard, smiling at the camera. - Attire: Wearing a textured blue blazer over a patterned light purple button-down shirt. - Background: Solid black studio background. - Visible Text/Logos: \"micron\" logo in the bottom right corner; page number \"3\"."
+      },
+      {
+        "path": "images/image-3-Automated RAM Testing Machine.jpg",
+        "summary": "image-3 - Industrial automation equipment featuring a vertical array of mechanical grippers or probes. - Multiple green RAM memory modules (SODIMM type) are held in place by the machine's fixtures. - The machinery is illuminated with purple and red lighting, highlighting the precision components. - A conveyor system with metal rollers is visible at the bottom for transporting parts. - Date stamp \"December 17, 2025\" is visible at the bottom left."
+      },
+      {
+        "path": "images/image-4-Automated Industrial Machinery.jpg",
+        "summary": "image-4 - Primary Subject: Close-up view of an automated industrial machine, likely a conveyor or sorting system. - Key Features: - Central rotating carousel mechanism with metallic arms and platforms. - Transparent safety shielding (likely polycarbonate) surrounding the machinery. - Vertical LED light strips visible in the background. - Warning labels and sensors attached to the central column. - Context: The scene is illuminated with strong blue lighting, suggesting a clean room or high-tech manufacturing environment. - Visible Text: \"December 17, 2025\" located at the bottom left corner."
+      },
+      {
+        "path": "images/image-5-Cleanroom Manufacturing Floor.jpg",
+        "summary": "image-5 - Workers wearing full-body white protective suits (bunny suits), hoods, and face masks. - Environment appears to be a high-tech manufacturing facility or cleanroom with specialized workstations. - Equipment includes computer monitors, keyboards, and various tools on metal tables. - A yellow label with the letters \"DE\" is visible on the back of an office chair in the foreground. - The floor has a textured, grid-like pattern typical of industrial settings."
+      },
+      {
+        "path": "images/image-6-Micron Semiconductor Wafer.jpg",
+        "summary": "image-6 - Subject: Close-up photograph of a silicon semiconductor wafer featuring a grid pattern of microchips. - Visual Details: The image displays iridescent colors (red, orange, green, blue) caused by light interference on the wafer's surface layers. - Text/Logo: \"micron\" logo visible in the bottom right corner. - Page Number: \"8\" located next to the logo."
+      },
+      {
+        "path": "images/image-7-Server Rack Infrastructure.jpg",
+        "summary": "image-7 - Multiple server racks with perforated mesh doors - Green and orange status indicator lights visible on equipment - Raised floor tiles typical of data center environments - Cable management tray visible at the top left - \"micron\" logo and page number \"9\" at the bottom"
+      },
+      {
+        "path": "images/image-8-Micron Data Center.jpg",
+        "summary": "image-8 - Visual: A futuristic server room or data center aisle featuring rows of glass-fronted server racks. The scene is illuminated by vibrant pink and blue neon lighting, with glowing light strips running along the floor and ceiling infrastructure. - Text visible at bottom right: \"micron\" logo and page number \"10\"."
+      },
+      {
+        "path": "images/image-9-Laptop Keyboard and Screen.jpg",
+        "summary": "image-9 - Close-up view of a laptop keyboard with illuminated keys in purple and pink hues. - The screen displays a colorful abstract wallpaper with wavy lines in blue, white, yellow, and pink. - Visible text on the keyboard includes standard QWERTY layout characters and function keys like \"Ctrl\", \"Page Down\", \"Enter\". - Bottom right corner shows the logo \"micron\" and page number \"12\". - The image appears to be from a presentation or promotional material showcasing technology products."
+      },
+      {
+        "path": "images/image-10-Concert Photography.jpg",
+        "summary": "image-10 - Primary subject: A pair of hands holding a smartphone horizontally to capture a live concert performance. - Scene details: The phone screen displays a stage illuminated by bright spotlights and laser beams in blue and red hues, with the silhouettes of a crowd visible below. - Notable features: The person holding the phone has dark nail polish. The background is blurred with pink lighting. - Visible text: \"micron\" logo and page number \"13\" at the bottom right corner."
+      },
+      {
+        "path": "images/image-11-Futuristic Car Interior.jpg",
+        "summary": "image-11 - Steering wheel with integrated controls and central emblem - Dashboard featuring four circular digital instrument clusters with blue glowing displays - Large vertical touchscreen infotainment system displaying vehicle schematics and interface icons - Center console with a secondary tablet device, gear selector knob, and control buttons - Ambient lighting accents in blue and red tones - \"micron\" logo visible at the bottom right corner alongside page number \"14\""
+      },
+      {
+        "path": "images/image-12-Business Meeting Discussion.jpg",
+        "summary": "image-12 - Scene: A group of four professionals gathered around a conference table in a glass-walled meeting room. - Key Action: A woman in a purple top is standing and pointing at documents on the table, appearing to lead the discussion or explain data. - Participants: Three other individuals (two women, one man) are seated and listening attentively. - Background: A large screen displays mathematical graphs or charts with curves plotted on axes. - Visible Text: \"December 17, 2025\" located at the bottom left corner."
+      },
+      {
+        "path": "images/image-13-Silicon Wafer in Manufacturing.jpg",
+        "summary": "image-13 - Primary Subject: A close-up photograph of a silicon wafer held within an automated manufacturing or inspection machine. - Visual Details: The circular wafer displays a distinct rainbow iridescence caused by thin-film interference, overlaid with a precise grid pattern representing individual microchips (dies). - Context: The background is blurred, emphasizing the high-tech nature of semiconductor fabrication. - Visible Text: \"December 17, 2025\" located at the bottom left corner."
+      },
+      {
+        "path": "images/image-14-Semiconductor Cleanroom.jpg",
+        "summary": "image-14 - Environment: High-tech manufacturing facility (cleanroom) with rows of large, stainless steel industrial machinery. - Personnel: Worker wearing a full-body white protective suit (bunny suit), face mask, and hood walking down the aisle. - Lighting: Distinctive yellow lighting in the background, typical for photoresist processing areas in semiconductor fabrication. - Infrastructure: Raised perforated flooring for air circulation; overhead cable trays and utility lines. - Date Stamp: December 17, 2025"
+      },
+      {
+        "path": "images/image-15-Laboratory Safety Work.jpg",
+        "summary": "image-15 - Subject: Scientist or technician wearing full PPE (face shield, safety glasses, protective gown, orange chemical-resistant gloves) working inside a fume hood or glove box. - Environment: Blue-lit laboratory setting with visible ventilation piping on the left wall. - Text/Signage: \"SCRUBBER EXHAUST\" label with directional arrow on vertical pipe; date stamp at bottom reads \"December 17, 2025\". - Equipment: Fume hood/glove box with sliding sash and internal lighting; overhead exhaust fixture visible above work area."
+      },
+      {
+        "path": "images/image-16-Corporate Executive Portrait.jpg",
+        "summary": "image-16 Subject: Male executive with short brown hair, smiling at the camera. Attire: Grey suit jacket over a light blue patterned button-down shirt. Background: Solid black studio background. Visible Text/Logo: \"micron\" logo visible in the bottom right corner."
+      },
+      {
+        "path": "images/image-17-Abstract Digital Art.jpg",
+        "summary": "image-17 December 17, 2025"
+      },
+      {
+        "path": "images/image-18-Abstract Digital Art.jpg",
+        "summary": "image-18 December 17, 2025"
+      },
+      {
+        "path": "images/image-19-Micron Presentation Slide.jpg",
+        "summary": "image-19 - Brand: Micron - Page Number: 25 - Visual Content: Abstract digital artwork featuring flowing, translucent waves with glowing blue and purple light trails against a dark background. The image includes bokeh effects and particle-like sparkles, suggesting themes of data flow, technology, or connectivity."
+      },
+      {
+        "path": "images/image-20-Silicon Wafer Close-up.jpg",
+        "summary": "image-20 - Subject: Circular silicon wafer with visible grid pattern of microchips - Lighting: Blue-toned illumination with bright reflection on the right edge - Date stamp: December 17, 2025 (bottom left)"
+      }
+    ],
+    "tables": [
+      {
+        "path": "tables/table-0 Segment Financials.html",
+        "summary": "table-1 The table shows revenue, gross margin, and operating margin for Cloud Memory, Core Data, Mobile and Client, and Automotive and Embedded segments across FQ1-26, FQ4-25, and FQ1-25."
+      },
+      {
+        "path": "tables/table-1 FQ1-26 Cash Flow.html",
+        "summary": "table-2 Cash flow from operations $8.4B, net capex $4.5B, adjusted free cash flow $3.9B, buybacks $300M, dividend $0.115/share, liquidity $15.5B."
+      },
+      {
+        "path": "tables/table-2 Financial Data.html",
+        "summary": "table-3 Revenue $18.70B ± $400M, gross margin 68.0% ± 1.0%, operating expenses $1.38B ± $20M, diluted EPS $8.42 ± $0.20."
+      },
+      {
+        "path": "tables/table-3 Financial Results.html",
+        "summary": "table-4 The table shows quarterly financial data for FQ1-26, FQ4-25, and FQ1-25, with revenue increasing from $8.7B to $13.6B, gross margin rising from 40% to 57%, and net income growing from $2.0B to $5.5B."
+      },
+      {
+        "path": "tables/table-4 Revenue Breakdown.html",
+        "summary": "table-5 DRAM accounts for 79% of revenue, while NAND contributes 20% in FQ1-26."
+      },
+      {
+        "path": "tables/table-5 Sales Volume Change.html",
+        "summary": "table-6 DRAM sales volume up slightly quarter over quarter; NAND increased in mid-to-high single-digit percentage range."
+      },
+      {
+        "path": "tables/table-6 ASP Changes Q_Q.html",
+        "summary": "table-7 DRAM ASP increased approximately 20% Q/Q, while NAND ASP increased in the mid-teens percentage range in FQ1-26."
+      },
+      {
+        "path": "tables/table-7 Non-GAAP Guidance.html",
+        "summary": "table-8 The table compares FQ1-26 non-GAAP actuals with FQ2-26 guidance: Revenue $13.6B vs $18.7B, Gross margin 56.8% vs 68.0%, OpEx $1.33B vs $1.38B, Diluted EPS $4.78 vs $8.42."
+      },
+      {
+        "path": "tables/table-8 Non-GAAP Estimates.html",
+        "summary": "table-9 Table shows FQ1-26 non-GAAP actuals and FQ2-26 estimates: diluted shares ~1.15B, tax rate ~15.5%, capex ~$20B for fiscal 2026."
+      },
+      {
+        "path": "tables/table-9 Memory Revenue.html",
+        "summary": "table-10 The table shows memory revenue breakdown for FQ1-26, FQ4-25, and FQ1-25. DRAM revenue grew from $6,400M to $10,812M, NAND from $2,241M to $2,743M, with total revenue increasing from $8,709M to $13,643M."
+      },
+      {
+        "path": "tables/table-10 Memory Revenue.html",
+        "summary": "table-11 Memory revenue for FQ1-26 was $13,643M, up 21% Q/Q and 57% Y/Y. DRAM grew 20% Q/Q and 69% Y/Y to $10,812M. NAND grew 22% Q/Q and 22% Y/Y to $2,743M."
+      },
+      {
+        "path": "tables/table-11 Revenue by Segment.html",
+        "summary": "table-12 The table shows revenue for four segments: Cloud Memory ($5,284M), Core Data ($2,379M), Mobile and Client ($4,255M), and Automotive and Embedded ($1,720M) with Q/Q and Y/Y percentage changes."
+      },
+      {
+        "path": "tables/table-12 Gross Margin & OpEx.html",
+        "summary": "table-13 Financial data for FQ1-26, FQ4-25, FQ1-25 showing GAAP and Non-GAAP gross margins, operating expenses, and operating income with adjustments for stock-based compensation and other items."
+      },
+      {
+        "path": "tables/table-13 Non-GAAP Financials.html",
+        "summary": "table-14 The table compares GAAP and Non-GAAP costs for COGS, R&D, and SG&A across FQ1-26, FQ4-25, and FQ1-25, with stock-based compensation adjustments."
+      },
+      {
+        "path": "tables/table-14 Non-GAAP Net Income.html",
+        "summary": "table-15 The table shows GAAP net income and adjustments for stock-based compensation, restructuring, and debt losses, resulting in Non-GAAP net income of $5,482M for FQ1-26, $3,469M for FQ4-25, and $2,037M for FQ1-25."
+      },
+      {
+        "path": "tables/table-15 Adjusted EBITDA.html",
+        "summary": "table-16 The table shows GAAP net income and adjustments to calculate Adjusted EBITDA for FQ1-26, FQ4-25, and FQ1-25, with values of $8,604M, $6,066M, and $4,411M respectively."
+      },
+      {
+        "path": "tables/table-16 Financial Highlights.html",
+        "summary": "table-17 The table shows GAAP and Non-GAAP diluted EPS, shares, and adjusted free cash flow for FQ1-26, FQ4-25, and FQ1-25. Non-GAAP EPS rose to $4.78 from $1.79, and adjusted free cash flow increased to $3,906M from $112M."
+      },
+      {
+        "path": "tables/table-17 Cash Position.html",
+        "summary": "table-18 The table shows cash, investments, and debt for FQ1-26, FQ4-25, and FQ1-25. Net cash improved from negative to positive $260 million in FQ1-26."
+      },
+      {
+        "path": "tables/table-18 GAAP vs Non-GAAP.html",
+        "summary": "table-19 The table compares GAAP and Non-GAAP outlook for revenue ($18.70B), gross margin (67% vs 68%), operating expenses ($1.56B vs $1.38B), and diluted EPS ($8.19 vs $8.42) with adjustments."
+      },
+      {
+        "path": "tables/table-19 Stock Compensation.html",
+        "summary": "table-20 The table shows stock-based compensation costs: $125 for cost of goods sold, $119 for R&D, $61 for SG&A, and a tax adjustment of ($48), totaling $257."
+      }
+    ]
+  }
+}
diff --git a/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/full.md b/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/full.md
new file mode 100644
index 000000000..784124b1b
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/full.md
@@ -0,0 +1,508 @@
+## Financial results
+
+FQ1 2026
+
+![](images/9149f0769e7169ba814c6e35977694c15e50c546b14fe678bbc5354730bcbe9e.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+Close-up of a semiconductor wafer with green, purple, and blue photovoltaic bands (no text or symbols visible)
+</details>
+
+## Safe harbor statement
+
+During the course of this meeting, we may make projections or other forward-looking statements regarding market demand and supply, market and pricing trends and drivers, the impact of technologies such as AI, contractual terms, cost reductions, our manufacturing projects and related investments, expected product volume production, our market position, expected product announcements, capabilities of our future products and technologies, future events, such as the end of life of some products, and future financial and operating performance including financial projections of the company and the industry. We wish to caution you that such statements are predictions, and that actual events or results may differ materially. We refer you to the documents the company files from time to time with the Securities and Exchange Commission, including the company's Form 10-K, Forms 10-Q and other reports and filings. These documents contain and identify important factors that could cause the actual results for the company to differ materially from those contained in our projections or forward-looking statements. These certain factors can be found at investors.micron.com/risk-factor. Although we believe that the expectations reflected in the forward-looking statements are reasonable, we cannot guarantee future results, levels of activity, performance or achievements. We are under no duty to update any of the forward-looking statements to conform these statements except as required by applicable law.
+
+This presentation includes non-GAAP financial measures. Non-GAAP financial measures represent GAAP measures, excluding the impact of certain activities, which management excludes in analyzing our operating results and understanding trends in our earnings, adjusted free cash flow and business outlook. Further information regarding Micron's use of non-GAAP measures and reconciliations between GAAP and non-GAAP measures are included in the Appendix.
+
+## Sanjay Mehrotra
+
+Chairman, President and Chief Executive Officer
+
+![](images/da164305699c631fbb49baf9d21c6e0d322abbd9849fd5125ac085499077e61e.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+Portrait of a smiling man with gray hair and beard, wearing a blue blazer over a patterned shirt (no text or symbols visible)
+</details>
+
+![](images/5dc07700d70cc6d76a9fc6af05c62d73cd547d03dee3ceb571b0f90cfe2ad49e.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+Industrial automation scene with robotic arms and green memory chips under purple lighting (no readable text or symbols)
+</details>
+
+## Overview (1 of 3)
+
+- Micron had an outstanding start to fiscal 2026, delivering fiscal Q1 revenue, gross margin and EPS (earnings per share) well above the high end of our guidance.  
+- This financial performance was driven by our strong execution across end markets and products in a tight supply environment. We achieved a number of records in fiscal Q1.  
+- Total company revenue, DRAM and NAND revenue, as well as HBM and data center revenue and revenue in each of our business units, also reached new records.  
+• We have completed agreements on price and volume for our entire calendar 2026 HBM supply, including Micron's industry-leading HBM4.  
+- We forecast an HBM TAM CAGR of approximately 40% through calendar 2028, from approximately \$35 billion in 2025 to around \$100 billion in 2028.  
+- This \$100 billion HBM TAM milestone is now projected to arrive two years earlier than in our prior outlook. Remarkably, this 2028 HBM TAM projection is larger than the size of the entire DRAM market in calendar 2024.
+
+![](images/8cad2787caf6fdfe3dec57debe0abb2b14b0aff7ebce3ea225b1d5c09038930a.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+Interior view of a modern industrial facility with blue-tinted machinery and control panels (no visible text or symbols)
+</details>
+
+## Overview (2 of 3)
+
+- We are excited about our customized HBM4E customer engagements, which offer further differentiation opportunities to us, and we continue to make excellent progress on our HBM roadmap.  
+- Memory is now essential to AI's cognitive functions, fundamentally altering its role from a system component to a strategic asset that dictates product performance from data center to the edge.  
+- This structural shift means that system capabilities heavily rely on advanced memory for real-time contextual processing, which is vital for achieving autonomous and intelligent behaviors in AI data centers as well as in applications ranging from self-driving cars to advanced medical diagnostics.  
+- With our technology leadership, differentiated product portfolio, strong operational execution and solid balance sheet, Micron is in the best competitive position in its history and is one of the semiconductor industry's biggest enablers of AI.  
+• We anticipate substantial new records in revenue, gross margin, EPS and free cash flow for both the second quarter and the full fiscal year 2026, and we expect our business performance to continue to strengthen through the year.
+
+![](images/e5290f0446b3472e804799d52b94e550d2933b0f0baff46d44e4df1939101b23.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+Interior of a cleanroom manufacturing facility with technicians in full protective suits working at workstations (no visible text or symbols)
+</details>
+
+## Overview (3 of 3)
+
+- Sustained and strong industry demand, along with supply constraints, are contributing to tight market conditions, and we expect these conditions to persist beyond calendar 2026.  
+• We are making progress with customers in our discussions for multiyear contracts with specific commitments.  
+- Simultaneously, we are focused on maximizing our production output from our current footprint, ramping our industry-leading technology nodes and investing in new cleanroom space to add to our supply capability.
+
+## Technology and operations (1 of 2)
+
+- Micron’s technology leadership is foundational to our strong competitive position.  
+- Micron has led the industry for four consecutive technology nodes in DRAM and three nodes in NAND, with progressively faster yield ramps in every node.  
+- Our 1-gamma DRAM node is ramping well. 1-gamma will be the primary driver of our DRAM bit growth in calendar 2026, and will be the majority of our bit output in the second half of the calendar year.  
+- Looking beyond 1-gamma, development is underway for 1-delta and 1-epsilon nodes, which will feature innovations that we expect to extend our differentiation and technology leadership.
+
+## Technology and operations (2 of 2)
+
+- In NAND, we are ramping our G9 node with robust yield ramps across both data center and client SSDs. Our QLC NAND mix, including G9 QLC, reached a record high during the quarter.  
+- Technology transitions to G9 will be the primary driver of our NAND bit growth in calendar 2026, and we expect it to become our largest NAND node later in fiscal 2026.  
+- Calendar 2025 is a record year for Micron in terms of both internal and customer quality measures, positioning us well to deliver for our customers as the memory industry's quality leader.  
+- As our products are increasingly integrated into higher value applications, our leadership in quality is becoming a more important differentiator.
+
+![](images/7b8b2b7f13683937d368150d2fffbd323578d2c6f888174f2d956b92d3ce4a92.jpg)
+
+<details>
+<summary>text_image</summary>
+
+micron | 8
+</details>
+
+## Data center server demand
+
+- As the world’s leading technology companies advance toward artificial general intelligence and transform the global economy, our customers are committing to an extraordinary, multiyear data center buildout.  
+- This growth in AI data center capacity is driving a significant increase in demand for high-performance and high-capacity memory and storage.  
+- Server unit demand has strengthened significantly, and we now expect calendar 2025 server unit growth in the high-teens percentage range, higher than our last earnings call outlook of $10\%$ .  
+• We expect server demand strength to continue in 2026. Server memory and storage content and performance requirements continue to increase generation to generation.  
+- Micron has a differentiated portfolio of high-value data center solutions to address these requirements, including our HBM, high-capacity server memory solutions and data center SSDs.
+
+![](images/18d6e362707276762027503d802d811052cd28b6522d9a651071cf6a71ae3875.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+Interior view of a server room with rows of server racks and illuminated green indicator lights, labeled 'micron' in the corner (no readable text on equipment)
+</details>
+
+## Data center HBM and LP DRAM
+
+- Micron’s HBM4, with industry leading speed over 11 Gbps, is on track to ramp with high yields in the second calendar quarter of 2026, consistent with our customers’ product ramp plans.  
+- Our HBM4 uses advanced CMOS and advanced metallization process technologies on the base logic die and DRAM core dies, which are designed and manufactured in-house.  
+- This, along with our unique HBM design, packaging and test capability, enables Micron’s industry-leading performance and low-power leadership.  
+- Micron pioneered the adoption of LP DRAM in the data center. Micron's Low Power (LP) DRAM server modules consume one-third the power of DDR DRAM server modules.  
+- Building on this leadership, we have sampled our 192GB LP SOCAMM2 product, which enables a $50\%$ increase in capacity per module and a rack-scale LP DRAM density of over 50TB.
+
+![](images/29a02e83efb4249d46213901c0fdde61f36909469e1d9ecc6def688df1b599ef.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+Interior view of a modern data center with server racks illuminated by purple and blue neon lights (no visible text or symbols)
+</details>
+
+## Data center NAND
+
+- Our data center NAND portfolio revenue exceeded a billion dollars in fiscal Q1, and we are seeing strong momentum across our data center SSD portfolio, enabled by our leadership NAND technology.  
+- In the performance SSD category, Micron has introduced the world's first PCIe Gen6 SSD, leveraging our G9 NAND.  
+• We are seeing rapidly increasing qualification commitments for this product, including at hyperscalers.  
+- In mainstream storage, our SSDs based on G9 NAND are already seeing robust demand in the first quarter of calendar 2026.  
+- In capacity storage, our QLC-based 122 and 245TB G9 SSDs are entering qualification at multiple hyperscale customers.
+
+## PC
+
+- PC demand continues to be driven by Windows 10 end of life and AI PCs.  
+• We forecast PC unit sales to grow high-single-digit percentage range in calendar 2025, above our prior expectations provided in our last earnings call of mid-single digits.  
+- As we look ahead into 2026, we expect these demand drivers to continue, while memory supply constraints may affect some PC unit shipments.  
+- Micron has completed multiple OEM qualifications of our 16Gb 1-gamma-based DDR5 and our G9-based PCIe Gen4 QLC SSDs.
+
+![](images/8a8b1d656c030897717c91a4b91c2a5de9706934c1cc5c2bb3101dacb6fd3d20.jpg)
+
+<details>
+<summary>text_image</summary>
+
+micron | 12
+</details>
+
+## Mobile
+
+- Smartphone unit volumes in calendar 2025 are on track to grow in the low-single-digit percentage range.  
+- AI is driving memory content growth. The shipment mix of flagship smartphones with 12GB of DRAM increased to $59\%$ in calendar Q3, more than twice the level from a year ago.  
+• Micron is accelerating innovation across our mobile DRAM portfolio.  
+- In fiscal Q1, we began sampling our breakthrough 1-gamma 16Gb LPDDR6 product to leading OEM and ecosystem partners, marking a major milestone in next-generation memory technology.  
+- LPDDR6 will power AI at the edge, delivering over 50% higher performance and improved power efficiency for flagship smartphones and AI PCs.  
+- Micron also sampled our 1-gamma LP5x 24Gb product and began volume shipments of the previously announced 1-gamma LP5x 16Gb product to multiple OEMs.
+
+![](images/76865e98093d3cc2b9f2c874cf5299e7f2a3057f1a977fa2a1edaf67e41ba490.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+Hand holding smartphone displaying a live music show with stage lights against a red and pink background (no text or symbols on screen)
+</details>
+
+## Automotive and embedded
+
+- In automotive, L2+ and L3 adoption is driving robust demand today, and our customers' roadmaps indicate a significantly higher memory content in fully automated vehicles.  
+- Micron is uniquely positioned for growth with our differentiated product portfolio and automotive market share leadership.  
+- Our ASIL-rated LPDDR5x and UFS4.1 NAND products, optimized for automotive and advanced robotics that include bandwidth-enhancing features, are seeing strong demand and have already secured billions of dollars in design wins.  
+- In industrial, demand continues to strengthen, driven by the growing adoption of autonomous systems across various applications.  
+- Long-term demand trend trajectory remains robust for memory and storage in industrial applications such as in factory automation, aerospace and defense, humanoid robotics, edge networking and video surveillance.  
+- Across both auto and industrial markets, LPDDR4x and DDR4 are also experiencing strong demand, and we are making investments to provide long-term supply from our Manassas, Virginia fab.
+
+![](images/58776b148ff840f505ca6617afb6ee6c96a8d0845588253a7c049924429fe46f.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+Interior view of a modern car dashboard with digital dashboard and smart lock display (no readable text or symbols)
+</details>
+
+![](images/282889fa272df0c1f861110f156f442d7e0ce8261ae7462ed77f4d6f252184a9.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+Three business professionals in a meeting setting with a large projection screen showing mathematical graphs (no readable text or symbols)
+</details>
+
+## Market outlook (1 of 2)
+
+• Over the last few months, our customers' AI data center build-out plans have driven a sharp increase in demand forecasts for memory and storage.  
+• We believe that the aggregate industry supply will remain substantially short of the demand for the foreseeable future.  
+- The dramatic increase in HBM demand is further challenging the supply environment due to the 3-to-1 trade ratio with DDR5, and this trade ratio only increases with future generations of HBM.  
+- Additional cleanroom space is necessary to address this increased demand, and lead times for cleanroom build-out are lengthening across geographies.  
+• Together, these demand and supply factors are driving tight industry conditions across DRAM and NAND, and we expect tightness to persist through and beyond calendar 2026.
+
+![](images/e9deedd416499605a104d596731dc47625c0ab441368681d3fe84d8da560cbb9.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+Close-up of a semiconductor wafer with colorful grid patterns, captured in a lab setting (no text or symbols on the wafer itself)
+</details>
+
+## Market outlook (2 of 2)
+
+- Calendar 2025 DRAM and NAND industry bit demand growth expectations are higher than in our last earnings call outlook.  
+- We now expect calendar 2025 DRAM bit demand growth in the low $20\%$ range versus high teens previously.  
+- We expect 2025 NAND bit demand growth to be in the high-teens percentage range versus low to mid-teens previously.  
+- We expect calendar 2026 industry DRAM and NAND bit shipment growth to be constrained by industry supply.  
+- We expect both DRAM and NAND calendar 2026 industry bit shipments to increase around 20% from 2025 levels.  
+- Micron is working hard to support our customers' demand during this time, and we expect to grow our DRAM and NAND bit shipments approximately 20% in calendar 2026.  
+- Despite significant efforts, we are disappointed to be unable to meet demand from our customers, across all market segments.
+
+![](images/09546d03a83253b90d99e5ae02b5f5fe14965c280a22729ad67bb30a5e5321bd.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+Interior of a high-tech semiconductor fabrication facility with workers in full cleanroom suits walking along a central aisle (no visible text or symbols)
+</details>
+
+## Supply efforts (1 of 2)
+
+- Micron plans to increase our fiscal 2026 capex to approximately \$20 billion, versus our prior estimate of \$18 billion. This increase will primarily support our HBM supply capability, and also our 1-gamma supply, in calendar 2026.  
+- We are pulling in equipment orders and accelerating installation timelines to maximize output capability. Micron is also investing across our global manufacturing footprint to add supply to support longer-term demand. We are seeing an enthusiastic customer response to our planned U.S. supply.  
+- We are pulling in our first Idaho fab timeline, and we now expect first wafer output in mid-calendar 2027, earlier than our prior expectations of second-half calendar 2027. Earlier this year, we announced our plans for a second Idaho fab, which will begin construction in 2026 and be operational by the end of 2028.  
+- We are making good progress on securing necessary permits for our New York site and appreciate the partnership with the state of New York and the Trump administration.  
+- We plan to break ground on our first New York fab in early calendar 2026, which we expect will provide supply in 2030 and beyond.
+
+![](images/b27956e067cec547493a491130022fb6391200a0574560ad41081c3c80017751.jpg)
+
+<details>
+<summary>text_image</summary>
+
+December 17, 2025
+</details>
+
+## Supply efforts (2 of 2)
+
+- In Japan, with the support of METI (Japan’s Ministry of Economy, Trade and Industry), we are making technology and manufacturing investments.  
+• We are enabling future DRAM technology transitions in coordination with our Boise R&D team.  
+- We are also adding cleanroom space in our Hiroshima fab to support these advanced nodes, which will increase production scale and optimize fab economics.  
+- In Singapore, our HBM advanced packaging facility is on track to contribute meaningfully to our HBM supply in calendar 2027. As HBM becomes a part of our Singapore manufacturing footprint, we expect opportunities for synergies between NAND and DRAM production.  
+• We are pleased with the progress on our assembly and test facility in India, which has initiated pilot production and will ramp in 2026.  
+- As we make progress on our strategic manufacturing initiatives, we will continue to be responsive to the market environment and disciplined with our capex plans
+
+## Mark Murphy
+
+Chief Financial Officer
+
+![](images/a8a560d16f279da483d986445f71ccbe0b809a852d605817cf42e1efb1b5b1e6.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+Portrait of a man in a gray suit against a black background, no visible text or symbols on the subject or background.
+</details>
+
+## FQ1-26 revenue
+
+## \$13.6B
+
+Revenue up 21% Q/Q
+
+and up 57% Y/Y
+
+## Performance by technology
+
+## DRAM FQ1-26
+
+- \$10.8 billion, representing 79% of total revenue in FQ1-26  
+• Revenue increased 69% Y/Y  
+• Revenue increased 20% Q/Q  
+- Bit shipments up slightly Q/Q  
+• ASPs increased approximately 20% Q/Q
+
+## NAND FQ1-26
+
+- \$2.7 billion, representing 20% of total revenue in FQ1-26  
+• Revenue increased 22% Y/Y  
+• Revenue increased 22% Q/Q  
+- Bit shipments increased in mid-to-high single digit percentage range Q/Q  
+- ASPs increased in the mid-teens percentage range Q/Q
+
+Quarterly business unit financial results
+
+<table><tr><td>Amounts in millions</td><td>FQ1-26</td><td>FQ4-25</td><td>FQ1-25</td></tr><tr><td>Cloud Memory (CMBU)</td><td></td><td></td><td></td></tr><tr><td>Revenue</td><td>$5,284</td><td>$4,543</td><td>$2,648</td></tr><tr><td>Gross margin</td><td>66 %</td><td>59 %</td><td>51 %</td></tr><tr><td>Operating margin</td><td>55 %</td><td>48 %</td><td>40 %</td></tr><tr><td>Core Data (CDBU)</td><td></td><td></td><td></td></tr><tr><td>Revenue</td><td>$2,379</td><td>$1,577</td><td>$2,292</td></tr><tr><td>Gross margin</td><td>51 %</td><td>41 %</td><td>50 %</td></tr><tr><td>Operating margin</td><td>37 %</td><td>25 %</td><td>38 %</td></tr><tr><td>Mobile and Client (MCBU)</td><td></td><td></td><td></td></tr><tr><td>Revenue</td><td>$4,255</td><td>$3,760</td><td>$2,608</td></tr><tr><td>Gross margin</td><td>54 %</td><td>36 %</td><td>27 %</td></tr><tr><td>Operating margin</td><td>47 %</td><td>29 %</td><td>15 %</td></tr><tr><td>Automotive and Embedded (AEBU)</td><td></td><td></td><td></td></tr><tr><td>Revenue</td><td>$1,720</td><td>$1,434</td><td>$1,158</td></tr><tr><td>Gross margin</td><td>45 %</td><td>31 %</td><td>20 %</td></tr><tr><td>Operating margin</td><td>36 %</td><td>20 %</td><td>7 %</td></tr></table>
+
+![](images/5f6d2a4de9f2c14460c891feeffab121e44b28cc2c732ae8893afcd0b311b767.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+Abstract digital artwork with glowing dots and bokeh background, no readable text or symbols
+</details>
+
+# Financial performance by business unit (1 of 2)
+
+- Cloud Memory Business Unit revenue was a record \$5.3 billion and represented 39% of total company revenue.  
+- CMBU revenue was up 16% sequentially, driven by an increase in bit shipments and higher prices  
+- CMBU gross margins were 66%, higher by 620 basis points sequentially, supported by cost execution and higher pricing.  
+- Core Data Center Business Unit revenue was a record \$2.4 billion and represented 17% of total company revenue.  
+- CDBU revenue was up 51% sequentially, driven by robust bit shipments and higher pricing.  
+- CDBU gross margins were 51%, up 990 basis points sequentially, supported by higher pricing and cost execution.
+
+![](images/db8ea56c06877c03e5a90cdfba90df6c55818f146e02344ff7f333b92d154e96.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+Abstract digital network visualization with glowing nodes and green-to-blue bokeh background (no text or symbols)
+</details>
+
+# Financial performance by business unit (2 of 2)
+
+- Mobile Client Business Unit revenue was a record \$4.3 billion and represented 31% of total company revenue.  
+- MCBU revenue was up 13% sequentially, driven by higher pricing, partly offset by lower bit shipments.  
+- MCBU gross margins were 54%, up 17 percentage points sequentially, driven primarily by higher pricing.  
+- Automotive and Embedded Business Unit revenue was a record \$1.7 billion and represented 13% of total company revenue.  
+- AEBU revenue was up 20% sequentially, driven by higher bit shipments and higher pricing.  
+- AEBU gross margins were 45%, up 14 percentage points sequentially, driven primarily by higher pricing.
+
+## FQ1-26
+
+## Non-GAAP operating results
+
+Revenue: \$13.64 billion
+
+Gross margin: 56.8%
+
+Operating expenses: \$1.33 billion
+
+Operating income: \$6.42 billion
+
+Net income: \$5.48 billion
+
+Diluted earnings per share: \$4.78
+
+Cash from operations (GAAP): \$8.41 billion
+
+See non-GAAP reconciliations in Appendix
+
+![](images/f0887e354b2240d8c53d17166c3af7ea7433702016b891243ca661308d2168bb.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+Abstract digital artwork featuring glowing purple and blue water droplets with bokeh bokeh effects (no text or symbols)
+</details>
+
+# Cash flow and capital allocation
+
+## From FY-23 to FQ1-26
+
+- \$1.0 billion toward repurchasing 13 million shares  
+- \$1.7 billion towards dividends paid  
+- \$2.7 billion returned to shareholders from share repurchases and dividends
+
+<table><tr><td>Cash flow from operations</td><td>FQ1-26: $8.4 billion (62% of revenue)</td></tr><tr><td>Net Capex1</td><td>FQ1-26: $4.5 billion</td></tr><tr><td>Adjusted free cash flow*</td><td>FQ1-26: $3.9 billion</td></tr><tr><td>Buybacks</td><td>FQ1-26: $300 million</td></tr><tr><td>Dividends</td><td>Dividend of $0.115 per share will be paid on January 14th</td></tr><tr><td>Liquidity2</td><td>$15.5 billion in liquidity at end of FQ1-26</td></tr></table>
+
+$^{1}$ Capex net of proceeds from government incentives and proceeds from sales of property, plant, and equipment.  
+$^{2}$ Cash, short-term and long-term marketable investments, restricted cash, and undrawn revolver capacity.  
+\*Adjusted free cash flow is a non-GAAP measure defined as net cash provided by operating activities less investments in capital expenditures net of proceeds from government incentives and proceeds from sales of property, plant, and equipment.  
+See non-GAAP reconciliations in Appendix.
+
+## Al use at Micron
+
+• Over 80% of our professional workforce actively uses GenAI, with total usage up tenfold since last year.  
+- In manufacturing, integrating AI into yield and quality management has cut root cause identification time by half in cases.  
+- Our coding teams are realizing productivity gains of 30% or more using agentic AI.
+
+- In R&D, GenAI is accelerating development by reducing cycle times in design verification, product validation, issue triage and root cause analysis.  
+- Across business functions, GenAI is broadening automation opportunities, and we are deploying conversational analytics to accelerate and improve decision-making.  
+- We expect Micron’s use of AI across the enterprise to further strengthen our competitiveness in the coming years.
+
+## Outlook
+
+- We expect higher price, lower cost and favorable mix to all contribute to gross margin expansion in Q2.  
+- Operating expenses for fiscal Q2 are projected to be approximately \$1.38 billion.  
+- As mentioned last quarter, Micron’s fiscal Q4 2026 opex will also reflect the effect of an additional workweek in this 53-week fiscal year.  
+• We expect a fiscal Q2 and fiscal year 2026 tax rate of around 15.5%.
+
+- Micron is investing in a disciplined manner across our global manufacturing footprint to better meet demand.  
+- To address tight supply/demand conditions extending beyond 2026, we now project our capital spending in fiscal 2026 to be approximately \$20 billion, weighted to the second half of the fiscal year.  
+- We expect free cash flow to strengthen in fiscal Q2, and we expect to generate significantly higher free cash flow year over year in fiscal 2026.  
+- Any impacts that may occur due to potential new tariffs are not included in our guidance.
+
+![](images/45c7455abd007b8fb2ce52e6956089d9662f19da777acb798b1120529697479f.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+Close-up of a semiconductor wafer with visible green and blue grating pattern against dark background (no text or symbols)
+</details>
+
+## FQ2-26 guidance
+
+## Non-GAAP
+
+<table><tr><td>Revenue</td><td>$18.70 billion ± $400 million</td></tr><tr><td>Gross margin</td><td>68.0% ± 1.0%</td></tr><tr><td>Operating expenses</td><td>$1.38 billion ± $20 million</td></tr><tr><td>Diluted earnings per share*</td><td>$8.42 ± $0.20</td></tr></table>
+
+\*Based on \~1.15 billion diluted shares.
+
+See non-GAAP reconciliations in Appendix.
+
+## Appendix
+
+## Financial summary
+
+Non-GAAP
+
+<table><tr><td>Amounts in millions, except per share</td><td>FQ1-26</td><td>% of revenue</td><td>FQ4-25</td><td>% of revenue</td><td>FQ1-25</td><td>% of revenue</td></tr><tr><td>Revenue</td><td>$13,643</td><td>100%</td><td>$11,315</td><td>100%</td><td>$8,709</td><td>100%</td></tr><tr><td>Gross margin</td><td>7,753</td><td>57%</td><td>5,169</td><td>46%</td><td>3,441</td><td>40%</td></tr><tr><td>Operating income</td><td>6,419</td><td>47%</td><td>3,955</td><td>35%</td><td>2,394</td><td>27%</td></tr><tr><td>Income tax (provision) benefit</td><td>(977)</td><td></td><td>(471)</td><td></td><td>(333)</td><td></td></tr><tr><td>Net income</td><td>5,482</td><td>40%</td><td>3,469</td><td>31%</td><td>2,037</td><td>23%</td></tr><tr><td>Diluted earnings per share</td><td>4.78</td><td></td><td>3.03</td><td></td><td>1.79</td><td></td></tr><tr><td>Cash provided by operating activities (GAAP)</td><td>8,411</td><td></td><td>5,730</td><td></td><td>3,244</td><td></td></tr><tr><td>Cash, marketable investments, and restricted cash (GAAP)</td><td>12,016</td><td></td><td>11,940</td><td></td><td>8,748</td><td></td></tr></table>
+
+See non-GAAP reconciliations.
+
+## Non-GAAP financial data and guidance
+
+<table><tr><td>% of Revenue</td><td>FQ1-26</td></tr><tr><td>DRAM</td><td>79%</td></tr><tr><td>NAND</td><td>20%</td></tr></table>
+
+<table><tr><td>% Sales Volume Change</td><td>FQ1-26 Q/Q</td></tr><tr><td>DRAM</td><td>Up slightly</td></tr><tr><td>NAND</td><td>Increased in mid-to-high single-digit percentage range</td></tr></table>
+
+<table><tr><td>% ASP Change</td><td>FQ1-26 Q/Q</td></tr><tr><td>DRAM</td><td>Increased approximately 20%</td></tr><tr><td>NAND</td><td>Increased in the mid-teens percentage range</td></tr></table>
+
+<table><tr><td></td><td>FQ1-26 non-GAAP (amounts in millions, except per share)</td><td>FQ2-26 non-GAAP Guidance</td></tr><tr><td>Revenue</td><td>$13,643</td><td>$18.70 billion ± $400 million</td></tr><tr><td>Gross margin</td><td>56.8%</td><td>68.0% ± 1.0%</td></tr><tr><td>Operating expenses</td><td>$1,334</td><td>$1.38 billion ± $20 million</td></tr><tr><td>Diluted earnings per share</td><td>$4.78</td><td>$8.42 ± $0.20</td></tr></table>
+
+<table><tr><td></td><td>FQ1-26 non-GAAP (amounts in millions)</td><td>FQ2-26 non-GAAP Estimates</td></tr><tr><td>Diluted shares</td><td>1,148</td><td>~1.15 billion</td></tr><tr><td>Income tax (provision) benefit</td><td>($977)</td><td>Around 15.5%</td></tr><tr><td>Cash from operations (GAAP)</td><td>$8,411</td><td>—</td></tr><tr><td>Investments in capex, net (capital cash flow)</td><td>$4,505</td><td>~ $20 billion in fiscal 2026</td></tr></table>
+
+## Revenue by technology
+
+<table><tr><td>Amounts in millions</td><td>FQ1-26</td><td>% of revenue</td><td>FQ4-25</td><td>% of revenue</td><td>FQ1-25</td><td>% of revenue</td></tr><tr><td>DRAM</td><td>$10,812</td><td>79%</td><td>$8,984</td><td>79%</td><td>$6,400</td><td>73%</td></tr><tr><td>NAND</td><td>2,743</td><td>20%</td><td>2,252</td><td>20%</td><td>2,241</td><td>26%</td></tr><tr><td>Other (primarily NOR)</td><td>88</td><td>1%</td><td>79</td><td>1%</td><td>68</td><td>1%</td></tr><tr><td>Total</td><td>$13,643</td><td>100%</td><td>$11,315</td><td>100%</td><td>$8,709</td><td>100%</td></tr></table>
+
+Percentages of total revenue may not total 100% due to rounding.
+
+Revenue by technology
+
+<table><tr><td>Amounts in millions</td><td>FQ1-26</td><td>FQ4-25</td><td>Q/Q % Change</td><td>FQ1-25</td><td>Y/Y % Change</td></tr><tr><td>DRAM</td><td>$10,812</td><td>$8,984</td><td>20%</td><td>$6,400</td><td>69%</td></tr><tr><td>NAND</td><td>2,743</td><td>2,252</td><td>22%</td><td>2,241</td><td>22%</td></tr><tr><td>Other (primarily NOR)</td><td>88</td><td>79</td><td>11%</td><td>68</td><td>29%</td></tr><tr><td>Total</td><td>$13,643</td><td>$11,315</td><td>21%</td><td>$8,709</td><td>57%</td></tr></table>
+
+Revenue by business unit
+
+<table><tr><td>Amounts in millions</td><td>FQ1-26</td><td>FQ4-25</td><td>Q/Q % Change</td><td>FQ1-25</td><td>Y/Y % Change</td></tr><tr><td>Cloud Memory (CMBU)</td><td>$5,284</td><td>$4,543</td><td>16%</td><td>$2,648</td><td>100%</td></tr><tr><td>Core Data (CDBU)</td><td>2,379</td><td>1,577</td><td>51%</td><td>2,292</td><td>4%</td></tr><tr><td>Mobile and Client (MCBU)</td><td>4,255</td><td>3,760</td><td>13%</td><td>2,608</td><td>63%</td></tr><tr><td>Automotive and Embedded (AEBU)</td><td>1,720</td><td>1,434</td><td>20%</td><td>1,158</td><td>49%</td></tr></table>
+
+## Non-GAAP reconciliations
+
+## Consolidated results
+
+## Non-GAAP reconciliations
+
+<table><tr><td>Amounts in millions</td><td>FQ1-26</td><td>FQ4-25</td><td>FQ1-25</td></tr><tr><td>GAAP gross margin</td><td>$7,646</td><td>$5,054</td><td>$3,348</td></tr><tr><td>Stock-based compensation</td><td>107</td><td>115</td><td>90</td></tr><tr><td>Other</td><td>—</td><td>—</td><td>3</td></tr><tr><td>Non-GAAP gross margin</td><td>$7,753</td><td>$5,169</td><td>$3,441</td></tr><tr><td colspan="4"></td></tr><tr><td>GAAP operating expenses</td><td>$1,510</td><td>$1,400</td><td>$1,174</td></tr><tr><td>Stock-based compensation</td><td>(173)</td><td>(147)</td><td>(127)</td></tr><tr><td>Restructure and asset impairments</td><td>—</td><td>(38)</td><td>—</td></tr><tr><td>Other</td><td>(3)</td><td>(1)</td><td>—</td></tr><tr><td>Non-GAAP operating expenses</td><td>$1,334</td><td>$1,214</td><td>$1,047</td></tr><tr><td colspan="4"></td></tr><tr><td>GAAP operating income</td><td>$6,136</td><td>$3,654</td><td>$2,174</td></tr><tr><td>Stock-based compensation</td><td>280</td><td>262</td><td>217</td></tr><tr><td>Restructure and asset impairments</td><td>—</td><td>38</td><td>—</td></tr><tr><td>Other</td><td>3</td><td>1</td><td>3</td></tr><tr><td>Non-GAAP operating income</td><td>$6,419</td><td>$3,955</td><td>$2,394</td></tr></table>
+
+## Consolidated results
+
+## Non-GAAP reconciliations
+
+<table><tr><td>Amounts in millions</td><td>FQ1-26</td><td>FQ4-25</td><td>FQ1-25</td></tr><tr><td>GAAP cost of goods sold</td><td>$5,997</td><td>$6,261</td><td>$5,361</td></tr><tr><td>Stock-based compensation</td><td>(107)</td><td>(115)</td><td>(90)</td></tr><tr><td>Other</td><td>—</td><td>—</td><td>(3)</td></tr><tr><td>Non-GAAP cost of goods sold</td><td>$5,890</td><td>$6,146</td><td>$5,268</td></tr><tr><td></td><td></td><td></td><td></td></tr><tr><td>GAAP research and development</td><td>$1,171</td><td>$1,047</td><td>$888</td></tr><tr><td>Stock-based compensation</td><td>(106)</td><td>(93)</td><td>(77)</td></tr><tr><td>Other</td><td>(1)</td><td>(1)</td><td>—</td></tr><tr><td>Non-GAAP research and development</td><td>$1,064</td><td>$953</td><td>$811</td></tr><tr><td></td><td></td><td></td><td></td></tr><tr><td>GAAP selling, general, and administrative</td><td>$337</td><td>$314</td><td>$288</td></tr><tr><td>Stock-based compensation</td><td>(67)</td><td>(54)</td><td>(50)</td></tr><tr><td>Non-GAAP selling, general, and administrative</td><td>$270</td><td>$260</td><td>$238</td></tr></table>
+
+## Consolidated results
+
+## Non-GAAP reconciliations
+
+<table><tr><td>Amounts in millions</td><td>FQ1-26</td><td>FQ4-25</td><td>FQ1-25</td></tr><tr><td>GAAP net income</td><td>$5,240</td><td>$3,201</td><td>$1,870</td></tr><tr><td>Stock-based compensation</td><td>280</td><td>262</td><td>217</td></tr><tr><td>Restructure and asset impairments</td><td>—</td><td>38</td><td>—</td></tr><tr><td>Loss on debt prepayments</td><td>130</td><td>9</td><td>—</td></tr><tr><td>Other</td><td>(20)</td><td>1</td><td>—</td></tr><tr><td>Estimated tax effects of above and other tax adjustments</td><td>(148)</td><td>(42)</td><td>(50)</td></tr><tr><td>Non-GAAP net income</td><td>$5,482</td><td>$3,469</td><td>$2,037</td></tr><tr><td colspan="4"></td></tr><tr><td>GAAP income tax (provision) benefit</td><td>($829)</td><td>($429)</td><td>($283)</td></tr><tr><td>Estimated tax effects of non-GAAP adjustments and other tax adjustments</td><td>(148)</td><td>(42)</td><td>(50)</td></tr><tr><td>Non-GAAP income tax (provision) benefit</td><td>($977)</td><td>($471)</td><td>($333)</td></tr></table>
+
+## Consolidated results
+
+## Non-GAAP reconciliations
+
+<table><tr><td>Amounts in millions</td><td>FQ1-26</td><td>FQ4-25</td><td>FQ1-25</td></tr><tr><td>GAAP net income</td><td>$5,240</td><td>$3,201</td><td>$1,870</td></tr><tr><td>Interest (income) expense, net</td><td>(65)</td><td>(22)</td><td>11</td></tr><tr><td>Income tax provision (benefit)</td><td>829</td><td>429</td><td>283</td></tr><tr><td>Depreciation expense and amortization of intangible assets</td><td>2,212</td><td>2,149</td><td>2,030</td></tr><tr><td>Non-GAAP adjustments</td><td></td><td></td><td></td></tr><tr><td>Stock-based compensation</td><td>280</td><td>262</td><td>217</td></tr><tr><td>Restructure and asset impairments</td><td>—</td><td>38</td><td>—</td></tr><tr><td>Loss on debt prepayments</td><td>130</td><td>9</td><td>—</td></tr><tr><td>Other</td><td>(22)</td><td>—</td><td>—</td></tr><tr><td>Adjusted EBITDA</td><td>$8,604</td><td>$6,066</td><td>$4,411</td></tr></table>
+
+## Consolidated results
+
+## Non-GAAP reconciliations
+
+<table><tr><td>Amounts in millions, except per share</td><td>FQ1-26</td><td>FQ4-25</td><td>FQ1-25</td></tr><tr><td>GAAP shares used in diluted EPS calculations</td><td>$1,138</td><td>$1,131</td><td>$1,122</td></tr><tr><td>Adjustment for stock-based compensation</td><td>10</td><td>14</td><td>16</td></tr><tr><td>Non-GAAP shares used in diluted EPS calculations</td><td>$1,148</td><td>$1,145</td><td>$1,138</td></tr><tr><td>GAAP diluted earnings per share</td><td>$4.60</td><td>$2.83</td><td>$1.67</td></tr><tr><td>Effects of non-GAAP adjustments</td><td>0.18</td><td>0.20</td><td>0.12</td></tr><tr><td>Non-GAAP diluted earnings per share</td><td>$4.78</td><td>$3.03</td><td>$1.79</td></tr><tr><td>Net cash provided by operating activities</td><td>$8,411</td><td>$5,730</td><td>$3,244</td></tr><tr><td>Expenditures for property, plant, and equipment</td><td>(5,389)</td><td>(5,658)</td><td>(3,206)</td></tr><tr><td>Proceeds from sales of property, plant, and equipment</td><td>6</td><td>20</td><td>9</td></tr><tr><td>Proceeds from government incentives</td><td>878</td><td>711</td><td>65</td></tr><tr><td>Investments in capital expenditures, net</td><td>(4,505)</td><td>(4,927)</td><td>(3,132)</td></tr><tr><td>Adjusted free cash flow</td><td>$3,906</td><td>$803</td><td>$112</td></tr></table>
+
+## Consolidated results
+
+## Non-GAAP reconciliations
+
+<table><tr><td>Amounts in millions</td><td>FQ1-26</td><td>FQ4-25</td><td>FQ1-25</td></tr><tr><td>Cash and cash equivalents</td><td>$9,731</td><td>$9,642</td><td>$6,693</td></tr><tr><td>Short-term investments</td><td>587</td><td>665</td><td>895</td></tr><tr><td>Long-term marketable investments</td><td>1,697</td><td>1,629</td><td>1,156</td></tr><tr><td>Restricted cash</td><td>1</td><td>4</td><td>4</td></tr><tr><td>Current debt</td><td>(569)</td><td>(560)</td><td>(533)</td></tr><tr><td>Long-term debt</td><td>(11,187)</td><td>(14,017)</td><td>(13,252)</td></tr><tr><td>Net cash</td><td>$260</td><td>($2,637)</td><td>($5,037)</td></tr></table>
+
+## FQ2-26 guidance
+
+## Non-GAAP reconciliations
+
+<table><tr><td></td><td>GAAP Outlook</td><td colspan="2">Adjustments</td><td>Non-GAAP Outlook</td></tr><tr><td>Revenue</td><td>$18.70 billion ± $400 million</td><td>—</td><td></td><td>$18.70 billion ± $400 million</td></tr><tr><td>Gross margin</td><td>67.0% ± 1.0%</td><td>1.0%</td><td>A</td><td>68.0% ± 1.0%</td></tr><tr><td>Operating expenses</td><td>$1.56 billion ± $20 million</td><td>$180 million</td><td>B</td><td>$1.38 billion ± $20 million</td></tr><tr><td>Diluted earnings per share*</td><td>$8.19 ± $0.20</td><td>$0.23</td><td>A, B, C</td><td>$8.42 ± $0.20</td></tr></table>
+
+Non-GAAP Adjustments (amounts in millions)
+
+<table><tr><td>A</td><td>Stock-based compensation – cost of goods sold</td><td>$125</td></tr><tr><td>B</td><td>Stock-based compensation – research and development</td><td>119</td></tr><tr><td>B</td><td>Stock-based compensation – selling, general, and administrative</td><td>61</td></tr><tr><td>C</td><td>Tax effects of the above items and other tax adjustments</td><td>(48)</td></tr><tr><td colspan="2"></td><td>$257</td></tr></table>
+
+\*GAAP earnings per share based on approximately 1.14 billion diluted shares and non-GAAP earnings per share based on approximately 1.15 billion diluted shares.  
+The above guidance does not incorporate the impact of any potential business combinations, divestitures, additional restructuring activities, balance sheet valuation adjustments, strategic investments, financing transactions, and other significant transactions. The timing and impact of such items are dependent on future events that may be uncertain or outside of our control.
+
+## micron
+
+Intelligence
+
+Accelerated™
+
+© 2025 Micron Technology, Inc. All rights reserved. Information, products, and/or specifications are subject to change without notice. All information is provided on an “AS IS” basis without warranties of any kind. Statements regarding products, including statements regarding product features, availability, functionality, or compatibility, are provided for informational purposes only and do not modify the warranty, if any, applicable to any product. Drawings may not be to scale. Micron, the Micron logo, the M logo, Intelligence Accelerated™, and other Micron trademarks are the property of Micron Technology, Inc. All other trademarks are the property of their respective owners.
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/images/image-1-Abstract Grid Pattern.jpg b/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/images/image-1-Abstract Grid Pattern.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..a52f26018e8ea0fa2f13b34e584805bdea9d7afb
GIT binary patch
literal 201734
zcmc$`2UL@3*ER~$ks^>NU8EC=v>?@y7J5me1Vrf&iZqd;zMvowLN7uDMoLJ5fK;h7
zqK0Y^LV^m&AibjkVwrNHGtN8j_kI6=&VSZA>x2bsk=)$Ra|74j*WTB)^T*3S7T8YM
zL+l`I?Cfl8?5q#AKW5o1*?76RdAPZFd3bpE_;~pR0D=O?j|)hMiU|W`Bu~rANJ>k~
zDQc<6$!jP`ORJt!)6mw@*VjL-Vq|8hYpSKEulscqc0N8nf#U+=f`a0@XQa>Q{vSX7
zc*G{c%QeFl#lbGmc1(nwLxla0r);NL_sPZn?ZNifgZ&r>Cl@ylFCYJL)`E@`Y{%F+
zIF500aB*>RvR2<<z0Srd!X<h}$DCUX>dPY^4bV+3sOD9$Xc+*)Cf_RR`NiDg<3D*y
zTtZSwSw&S1qz^VYXJ}+>X=M$uv9+^@Bam+H9-b)wfWV;OkWh4N+|~GN35iL!)6(x`
zWM*Lsi;7E1@0OM0YHI87^#me`+}hUO(fP2eyXWzfr_{lr;gM1L6oWba;^nKEH;YTl
zE30ek8=LRm?;jj~IQsbM^Vf5+vvK@+EY{aQ5B6WqCBiz_F-}enPM)vlVn23`^~oW^
z$#q7DThtuN;~Om|ubavXuqdc*8Q@dUgS`d%#Z2;_RMdZ?^zQ4?zMbs<*}-o8zdG69
z2mANAX4nKc*jax(4iUB=*xrNG)WR%|VN~yP)fASdoW$6p*i>sUY-*vbXYh43tY=j3
zA1f`yu%Xn{LfAv<@P97kSFK6mN7<{ghkjjHgHcO?(V-WPTPta@X#$Gd*`U?{wssiw
zLi&I1fr|L|>yQ50u_phxH2}``ZQ-{Ieckr!h5mV0tY`k)U13z~k4@S+*nYqBZ)+|C
z+KXL}(ZAgcz?Iz^;QDn9>(1mjt3Uw{<G0df5Anuu;tp3V3ISrq6HX2j*@{y1+@@cj
zYC_dLf~K>%-!N^xvJ`KImQeECg4x~FAj<nQ{I^_Aq%v0VW+8hQ58eWN>Aw@&EL9)V
znN7iKzkBhLdCXz#RIs((LDNr&l7d-PYjtZ+5mVnDh984{0?Cxwun@MV(XkKpK8Pfj
z5B|b~*Kg27e@d+H<B(B5m6p5yIKgli+j0igA+U%yupgt}4?E{<K1>j|=XMq&v|J75
z6bfzD9zu;3EN3o>lMCk`46ESaPgSo&TmZH2B<XW0#u(yMz#6zLcrNy*%GIhlh6X~Z
zP0Nrt=Jy91PE{1k6h4Q8o;3^oVl{ddnWH%e?IAb5k_nv;IV7(_V7O$lLbVL;+I=pm
z_0_H=^)m~8wE>D#j5SO?zms?AE?7)Do}}Y^oT{ZRal!kp1Qz;Gf5`@&7hpy7&U{Ka
zBvy(39LKD{`NQHIl^|4!<LWV>#v<~e5%{L}<>~P0Ed|+V4@Ts1%iM>?FGDND2JpXB
z9XjpI8+>vOt@5w_lpbT;`V&F7S#?9fGOG3l>=fJ7(?|3VclA9oOP|n7R~xd_2KK!m
zAwP#_J%O#ML%9j}HEuK@)k}7?>{D7s8ra~jZ`Bs20v<+Rz*AKTh?mdu0Dg7UGeA3b
z3Bc6jsj|-q$Bzs2fL66Kf8agS<a=_=7oW%{UBjyC38u_ZE>9QkqC{ywN^2~%Y+%QG
zT*mQJxYg<DdUv3h`G#G~i_Q?I`>TZ-cL<T>8gFS4OuoU5t&m~-`IQuOocDV)Z}%p8
zv|@T9|I?Io5{w0+Ud++S(t8#3)si7!7khud;tm}g{=tJODuk9261-TgiKDfOzgVrE
zg~8k+_-b_9?>RYGtBd)eRcl)G|3)E7?SF~F{{+WhC{+CuMPEV80#|6tpD2V)oC&F`
zNzG<qf!)E*`q;_uaAvE){E4)02x39Hj7w9Ah1>RG*jKn+20*R<L~}a~Ht`KcTma~W
z?`v4VVuAeoCBDDx$l8k)EKv4pU-$WQ4J$N!eY$ZVFgp5HLFLc$kz9x~YQ5IpL<@L4
zrdO_(fSS6fs`7b+?|e4B!FwaHt)*={jI<D@y00HUq(upPZjo0h8{Ksp?;r(nF=cv&
z2W7tRxTKZQ@6Shu9leQ7ic_QCJh-wMsje!08F4=k^~9@Ge6`UgaWjlrn^*Vw<zeWO
zTuF{DBb`j_=B`lY>5qpr`j9Fonk6(P41Jx)(I*xT2&6U4r0wiXjjJBK?s`zU=n*)8
zEp%7<h2+U%{(MbCl@1sLV~I?_zvLra=8std+g2N-bWtz-wi)WJ2`i24B9>s$R?YE%
zW^)`B_bNc8g_7~9hnaW=NcFkfKDQs{3fEq4D-pUdOuRNCF|gR_$-4*b(|PbIJ+UMT
zmfh#MhInjm{FLT(`&WxP(S|s%VkZdVx->)T?<+Xqe(<3qbT>B`lt0%cHD9dL_)eWP
zh(>lFQfhN{5jyd6y?s*?h3Fc4>BEMJ=3_miML=%ZA|jht+lVw>&0UY0osojn_`jp7
z)jbD@Au7i+hk5IE9A<FN#>|>eX@*owg_O|1eD)M{+xZ)tAp1cvfA1owE`xwqHf%Cd
zJ~AXomAnE;$hmET=D9=hv7Yvo<DOI9xDOT4)C&{Cm0c9S4k??F#g-C4jB}p9sy$+1
zwcc~{S$@M+;6;k?+v)4AE|w}Z(U2dnUd+S0=AO(bDsofEpMG29RU%2H>c2(z{FKbN
z*Wi<UkDOJ?0dI5VCfqq9#O%d*PubO<Iv`fLz@0yH!~<u696I{b*Q*52fi?4&IpMZ=
z<-)cAth&=I%nyt3aFd@=eF?hQ9#J<DlV67H!Q^dc{Gj%z0h69<f*3Hs7>S4yVp4=p
zi<4k3sMfKnnp$n7;^ghyUdK8U2}RJv07(mvq^Vxs&MeY7gimld{nSw{ZjkIiQbT7g
z4*{j@_FUVFJV!4t_Xr2m&Y4b`<6lFgLw?YQ$6A|YUInDkr>t7-St+&R0SjAyq49eH
z{eP0z{wHX%;Pe+Xd0Dtp6>n$3@;fwnzb4VYaLh{9-+ugW9K&Gr?}_wlrnF`=#{4^D
zf4{pwW5xG9zNPnnU+}M3&`^p)uFMNWpUC+5OX?qNFDSiNgl3;|cpH`c++%p@T@%^R
zn0XUOD1TwYfqMA3eRn)YHL&u7wUkMcDh)mR@#Z!5CK<oeucd!{+jI+z0lX3gsczQ-
zhKh1KHesW0WY8v6OaWZ+Rr2od%ZO~}_Kp>QfhQk-EOIV%eq3k=GJR1kKFB}eW~Mro
z4j$tQII~)2zT=`?hzpl=i8*=Umqc@NQRq8|D(x^Ez`ZavdfM-bfgotG$@%=vm<lGJ
zCLUWk8rD1u?c@DbH*d7>bN5A~Fu`%jGQ)o8@Rh(r(#eG?Da>pa-T!*Y!nF5i?}CF7
z;M(XN`RvKL<tUQVy2xC>g5*T!_4my3D<NNgzYH-8gQyNaqOALEs)Q=klqyGm%n^Sn
zjVxhfs*Z3JxB-9LnobW?m>^`qG>8O-nw;6jN>@|b<dkHl^uDdsv6^dZ6l;w)rzi$A
z8LK;U&y0h}ca>{HubtDsk9E^642mU|{mz(zgwPyx!m&iwzrMx+iKfp0-xvvWv&Z7S
zK!T95+aAu9<EY|V`Qp;yKiHlimLK?5)_3FqJ}$l<0X~8Am#-n8sF%G(85?*@_DaaN
z_vMFD!YNafAfjQo|8}4ZW^=LLt^T+2^m76PJSql!yKt@yEVZdQSQhZ8sm!H&O0v^x
z`}f1+&$uq^r|96CrcOrcAVDP2cgJg0g69(JcZs*@dyU?^E*;%kA;ZKc@HV?)?{yzF
z-Z~oR1a^6s6CNdKqW`0PDRxFaK!PNyA!Kb|5U^T5OLI|6t10(*D%GL#YGB9h1OKt9
z<!+%uwR`b0sxxEmopb=tgSw5MZheSX6T@6w5OVTJ0Nh3dL$IPoz<V&u2&zzM%ATv~
zD=@_FmuSGPq`a`nvShEjmatv&t?(m4R_J~`jF@dgq`8YG(=*PuR}`Q_i&n7=-!^A%
zl5Ue}tTTtAUzt&Zh%%^9X4_1R`^SgJQd!guWz}ijrVk{wIH^09UVs&i@lYJC&-F_a
zX>}JS)PS&%S4pubfoP<n5zVRwyNo?5NL_|=FbO#xapWCt9^ja2YdqU0LL@Q1b+QYS
z-L5~v`klD)5P0hAOo}+1IT7Zh%~+K6oRlpNW3SF({@*k9SK9qI$^M$&|D@gDqQ-ab
z`!`4b4*P%5=6}Hc-^rTA$N}G?#((9{fAajx-^e<PsIy4)cMi{@2yB|)cmONw|ARn(
zWd>g(&!7Ankw2jMWc!Xm{J}AtQ|}pKw}}#Q6zLYvf4?w^P0wrkrewj}7rGIDu=)Nl
z*y&3zoQww8^AI<~ek#4>h8nZ%F}fNS>*TSz6K9guU7UIMm!eN@wEBBt!FS$2?D}10
zwRwA%At@~1OY+^IPrnE{2qDAz)5SQf3R60KF0&1rPRAWZoQ7Y_KG9RvuVLSbUn>?m
z^jza^^MZ3ORJdxD3_<Pud^N=kKF`T!_OAxzFp&YW?QiD~(RQWyn8DCkR(jzcO2QLI
zLaiZE`fo#kLklnwoFg3*(1KU1mw63AyXr>6Y9<4Y^rCkW2AC(inBZ61Np9ppE;X!(
zr+xalR=v3UpCy!~5so@28t-%aTV8<*_3A$~%p!u`eqc)EoUz3D&jS}2Z8Ie+&S9Vp
zoLr2$aa)Pu9HvA@-$nU8mwR$&>=b6G6gH%|SP*=5J)v1=RqKP{w6FSR7+*KZ%~f3~
zG6O=Q2mV04cw*4P#!9E9bTzXK{<OUD?OKPSeONuX=v+?RhqIA@NE%|F7f^F4>8Dti
z5D%LEK9rA#!s5jrYH^EemZh3QVBZs10oUwQ7_p8y5~}^m9O^>lge_Zq2rVdpwjMJg
z(I8O?q__gznnF;YWe2ot4r51A6Pl?uxuPQffW%pv!F3g1kRENMktkp5bq7e$Y&A6U
zmaJ7O67C5bBR#8pt_-d4xrKkZ2hSRimK+axB`mj?ZzQ7zY4f_(thyVfk#a=XYs8nA
z)_YYPf*Zq>Bc$!m?&|N%cQ^$<w}kPj2kO&+0b@o$MO(WOqP$dYGO}X{Q@87GHpD__
zsv`^prBmeQbR0U1`MsyCJwoe`2)L{Y{uZ;;S)fIb#>*Y}=%>Z|zBH?X=jUQ-ALUe}
zB7I(*j&H|&fg8A+Zg>y6>Y@xRhxPAeQXp8_nwqe<$eQjIYYO(0gst6{izsX)#0C@#
z1q2$(w_Tq+-tOV4i$+GGGY!E(995`xY!j>@Vr){?l$jrmti3vfst~!zI|Bw}xm5`R
zPv|c&LrY@p^_*TqZfwjsLcmf6ss-;{PZ44b)LV#|G{XwIAO2M##I4L7Q<3VVfN@rA
zcULt7>74*y#`pq-cxg2ak8JF*xB4XetgS|hh8yvAamPy-%*-MAVhc01S=$YJozMbh
zV^)5DwEZ>9bN+XPe&yz0;r<`I`@fas--!HofPaVcpB1u_ruNse{%iHY$%+fEI^Rof
zi$BY0R&D>CcCc#uZ?WOuW%~t90Mzk+-zWejXexL8(Chp|Ujh)CR=)#`_f{LdQp&%5
zr~Vc_tn{g^?QXL0U<ak0=>Nq2`ryI3I!uX&pUfu12Hcn!Q#>T^EGK(}m%@%3dbP%4
z4W=v{Z<}2C;k6G}TxV(YzzJSV?F7GOMAr!LhCiEMKZ;coxZP^mw5XIe?ogfGmy%8Z
z8_<pL$1yPLi@T>*=bAz4Le}uo6Svjf1AH+AlN8kz$1JGhc&`T07D&6~{7H@yH)Yq0
zsn%?d`R%aD6ar-UY#E__XWeX6=L(Z2T8-l<-R<e&#fFU=?VoCgXI%OdklG({TI)+C
zlI<TPWVX(tx@F#19TpEixdT({wOxi2@*13GEOM3W^n*Tot0Ttb%miaedd>7kn;Y#1
z&Gw~%e35ZegGc8|Hr_OVOjaW6DML|>#xH95--bcrZN&IaS;Ft28q{|;+|SrE^=XJA
zr5wWs-V}bc0DlR3Qnc~|fZrPycfU$i8hq?NLMs}kw}6xgTAp~-h7uWn!XpzVpYTvN
zk#aI(2$!BO;(aJz-#9K=ur@(09W*i)kR)jRC?C^@S$CAHI3nUig~G-gQm`Fa0~%-j
z?<Tw!k_b&(!pF5*G(S-#>uzMeQllnzXv1$$ER!;duR>7cTe;}KUKw$iL!gFDY5@{+
zx$@Dp{Z+MHKk|5aO`E!qWR-LhW@OIhHCSJF*h?m?rb=g<R-Iiy#&~0XmW=R5n)s*E
zE?Ed(o1(<Fif0!R4Oi=+PEe`|m?=?z)q?C#s+)4~E4w7KIi5)qo-<)+Ey$|LUgnNP
z`oM-Ljw=Dds8;*OBWILr<V5VMlIXj%=#jbo6_S`1+8~#pKNr*zZM4EUN;_fZ4n{fX
z`wwxqcTU-JK(`l<Afh$p*-FJ2*6Ev|#qYZ)tL7U}Q_z!D31AxWgV73PR=hfM1O9Z|
z3)eo){(OXLtAVws*I&ir3Kg>+aCy3M9+Fdew{RsfIu}8125CRSCJaf%Ok_B&<Ps2V
z;~3x}2(h-fq(C`yS7wt@aD7A6<TBDdCbZD02$L7xu&P_UJG8rsOQJ{OdFD%Yt)Bqs
zYOm_R8r(be#UwQyS2{5B!#il7Z-#uMUrKt8<*no*)tVn)GIP|uT7R2F9W&*>q(yk8
z)Pj8zs~2`QT(U&bY;z;ks{;~|;p<XTt~w&<sjD`-QGW`Rd4~t@5FrI|iu4e+wADdM
zddIrn%Vi{6Ga{=)mudRa%)nwXn%&Q4pifg=`Xg-+wB{Tvqh>{vF3s*VT&GN4))CfE
zb9G{)2ejxod+gIdXZ&~Ej<KnE(DDI*@CGTKBm;~_W=J)QMnuUx{vJ7wed}rbCu{jn
zit~Td@caL=F#6ga{1!J$G~A{f`Em_FCQF#mb1l&9qITr)IteS#cOrJr79qsD`k>Os
zJxr?6<dTTrORs8yrNpBR)Vp!)d6<s(E*<27y7)*d#>M_XySy-?J509e6oA--D73LH
zkI|u_U(GCW9yb1FJa28SIWh$9Ju!11_nH4Hf;m32svTAm>5&r!at0|yW8&YSA{~|2
zNN41$3p%HKE|@SqgO@0LGR3v^wRqM)P+IFrvrwfUqltXalLC8r=WyDpHMg~Dqs-JA
zQ*y1(mloO8dMS6Py7&Y75pDsWEd|O(hN_z~Q$o|ZqNfL7#10$Ha7E?Z^A4f%3ls~R
z^Cd6rj-5kt6KVC3Pmczgl{*njjl#-JqOLF3x_zvj1n3$3Mh&_fG1VpzYp(}W<<1wK
z!wU7^0r38nu>+f^R`>7#zs{OGej&6}@(m1VMp^w;txvSiyMK8X`eG&Htpz~JCW*}!
zl|BLSu%{$>SOO8}D0#;rzkjp%ZgvsvQoHRg!4RKZN~mBTAiF5Lpc<6M-zU~<Jg$LD
zH(c_Y-ejj;P~z#gZPbG&?*_+s!+_j(^@E7<@(BYwH1~uLRp?oS=5%W@Al*<I^DN~9
zc?vZoHvq-`WUb%i6oY)C95wx<9;?>g_T%dxAJ;#8pq*E7o!JfGkjg`qU63kNFWN-S
zEhL2Lfede0dm`kU?ztvP!xB}bkz_3e*N`+(F0OaZfuKYnXIeZN7HyDLaSd3J#0*v9
z01G}F;Ewgw`=xW6gX-M^k|*W3PS6V@hS=UgGj?X$=x=2^jK?YSEgv=^4gf-fX5<lG
z5c%ssReLq{eB9WF%$A<JV76$7pY^A@J{2j~VsgB2iRgGiPWgKeRm2Io=m6(cLh-nz
zLN*6j<?fJu2?BAC3zl_PY4pws8~fl_ZS>}F!0WCJy8)eK-PEk&gL+wY+h!RMpC63S
z5vU3r^UHqbMjA<^oqw;q=1U9ex_r|Y^B5j&ghpJ`%+60Fadz){zA_^rhxe>>j*|-S
z=^uTWy6u)wwpeG^zZK|q*5BH-x2F<ERsy_}Bd<X)wm<3z<FH`ESnFNnuIVu^pfCK`
zJ;~hP(7uTLdu)BKC##I^UnTfy=mF9Yb#Os;-%7L^($*A#Z$U2KtSPd~DnH_T&P~z|
zpU$p#MxV@^=_WX?MLw(N<E~Ov=y#l0t3WvM$*7;Kzf<<+9L3Zg)B-c62Vm^$N>`LG
zit@*A)-|H7lV-q?Le|)+iAXS;Q3Ld{D#fj4)oQrc2JjBLHeV%d-<u6NpGQ&NL|MJ0
zu_~s%r3b9q>U*j4Cjt7a3Hn{d_{wztf3Lr;yN;NoWgTzXR;!zBm1GrFC4MvG$q#1*
z0{dNjKTh|T-l`Rjo6S1{y!(io%@Nh-#Q<$CaH~&MmyRbfCU2@V-x&@5A*m_*AzbVE
z1&oH-!2YE#wYz!mD3{bO%-jd%K0@5Wy0^Fp+gBv|<=wm^S)%&>v4I*b81Q2v`_Udk
zna;kd@KJI`9(M}&xQRQ*2Uh^+vnN>IEgVFI>j%H5<fz-d<fLoat*gh=pY?M44$(Wf
zYPc5I!cqgH2qslp>U?8$5>*AfgIu<!z`i^8RCvJR7J3Dk-IZmV(hcXc&@_>WDU`)+
zT>b(16r2-IQ}HU^#>1k$a!R*2mzffg1Bx7;l6USu+OebsX&zu=yui<YtL5$0n;_(^
z$K7%~!V5n~QL|w@d(m!7y^y_&#qSVnZN~mt*c_SF9OlJ90bN1Wr1k#s%+a%cUu(P!
z0yiNR>1S^rxv6Ka`w~vmCenT|MYK@6CjCpVbW2Bx#=6(sX7J<YUsf^Wyq2Whbg`am
z%nGj-hwa~s^{s8}``+yUIaXWa#B@LRl;RDBjL6r7fJw}e<ki-*M-e8%=Sy^N-<rsP
zxV{|wx#v{{*dM%A^xXc&46Sbuj;Xg!NWdbUBZTajxIji94Dtrv_~^jY%?^-Sp2*2~
zA_MM*Qtk9Y17$mc)Kd36)Z#{_8*LKmmhee{mdWJGxOXiDJxT;VbtRP{8=CDyf#etA
zVS`?JWW&rhtC6Y$+Weu*xN?QkVZ)ju6Y1Di!6=|sp;gUetC-aSh>?mc`3wa!vM;X;
zY5l$c|J^Hq#+Z@UCC?Iwuc8tfuB3q49*p3}Vr}8wC`Vairh4X}UInsSIu@bg_jDR8
zUyu`5I5EI5U0haG3e#ydK5Qyj8c#ynMfex(shqFr8)bBNnxfiguj%N_r#vIbF+at<
zKmX=eP+h)lMhSTMjcS{^K4`A%e24B_5{`uZP)Fsj^(rRohiW{^?U0N1JcBs^gS>Td
z^T5gWur^mSTPd@x^CtO8%-JjVa2q*Rw34vWH;#u5a><CWT&6B&9itEHS^@kDw*hpM
zTWT!cIq8cz1+&3G(|~+X-TSL-Q+35cT*#o2fyQNjBast!%GC)a8P7Vx0D}^Z6>uXw
z;Ms;I;<qW9dx&SU<g{8YQ^Ey380YsaP)b5k(s8kUhEr}0(==Ua|H7nh`e{<h?E;v_
zP`^%1z@}Q45uT=+8m-LTWQh%!4zP{Ib>?26#!Xco35WSx+mbkfNJD3(8Dnx3#$;n~
z%&`781M~_1+NEq#RLoHs=goh|E}C9B@Zj3OAewu5!p@W~$?GRl#TW#h(SHK(zNbLd
zr`SP2s5AMx0x=!Ot*a`Kt$I#so}+x(egzh4UEnA}htU}xVq<@9^)pM+g#c#COKDiy
zgM?aNnFd?x(^1EmpF2#!5H6s*N_mlbz|;tNpmTC9m~!6VW6Xk|)sIfu{Vpnfje~y)
zr2n%R^p~>qO~m<!?D}`>=^t_O-yP@gVsLx=*V1t6Z)M4X)pq9it|9*qMe8@km{nD3
z^SkmHawu1{v<VylLBbj<NuQ@<NaDSE9<Z2S{FwD+mjq1!mv(arzpBT)mQOuqQSCn4
z?`spkp16$cYGza=G+*MuJQ?uROs-lLLa3d+8a6lUMzy7QPF_@Czm4lG<iJXP@P+BR
zJ08A)>7sOp(M9qNJVS8jU#jl3>;IJY6w~V;6l{{YSo5GgjKn@PYW%`dI#e_QibZrE
z7`BKvU5ZyYc}6rH@U{<@66-u}*yvsUwCNY{V8mig9H%s6`{kvi2K@oo&l62!%WIQ0
z_+eK95AfM$eFWk1@CVAh@}mI$`(s`EaCZT+{L0<IkmW!(!Tn$`hYE0dELggGH1Ba+
z5Iw2**PH}#Y*XEh_01^eBWKB4o=C1^5T7*WD~eK{k>w#7FZ}TZ2QsuRXWzWg`uYZg
zxqcOBNDC<5ast`dZ{o`ssT5Q1rIyK|7|J}}Gj_f^y=1By9HhSH)3FJCwxp>TZ+Uud
z{r2)zyl`$u0q}Fn0Js({>BlPpT!%k}B<s~15=SC^(y!qdoex!{<A~ckc5?psFvu-!
zHeh>Qw4aXJdf7*Reh@@vqq++pB$e3M(LKVwJgj60bavwhg;qokCNzF2&+zx6<oRH4
z(A8FswFOEjGRD8;Dc6E^8OoSKNUru6BAEWB$Z%o0<yfuShWFJ64{$G+NO!QgF*kGr
zPOA=+bs-~9v;?oNBun1%^1$=NVBT*9et5Y+y4^`!&iqhc;MKOlKcrLP7CtTZG|@W`
zy-+IaYN*0zUBZd26m-0cPuhp-77U1gW`t`e;3eBq&(A>hYkS=`qfsXp9Bwn*WIB57
zmvZ$kDpiu$;+rjxyTOwx_1`%~Uc4nzkXv#Cz)m$kLG?r(BE~cQy36G;@q0<WrU+r>
z`Gcum<C<M3jS8ehAX^bG;01?F*m;MF15>0Cv9=nCg_;(w;oTz>iD~6~kiDekil%Y3
z=jFNTI4s^2EWzCt^4L!ISQS&sig!7PB2rZhT&$+*sW|EBda2GuX`?H8u4mf$SVy!5
zcWC1SK{`RYERG%W>ik>kxhue*-quFBHOT0jT(9q5xwDB?;>NzL(Rd=G?tEe-6;~4O
zC@0jRYnjWW7{e^G0}38eJYhOii-sK+YFz#Fnv;<(OG-Q6A>pS7)qg3ClYzJDwld1=
z*shZ4&o^A1;%ZaS5AH^9IaIC2G&Xs@uCl`qlizF%toJD3mS5G;^lnJhDNiiX^f9iC
zlQek=2>`u|q)H4htl@UGk*_&9a4*&EaRB47PA<q>Os_Z`_C?2s>)aTNHs3#myH+ZU
z28ik`_o{*x>m+vE965jz=_z&0PB2zO+Xw|eCp{$|A&nuJmaU_uXEaBLJCE3eI)rh;
zNzZi+lIU4Z{5@wza8l_~>2NXl(+)DZtb0s@QNcJL6uR(bs;fErQ?33p`fcYozKr6a
ziiWPm{HJ^cxJq{dVBxknA=Rzmo<tk&lB#5xrWCqS3t_&@0qyUW0j;X>0)<q)?}Rm+
zg(6?KpbD2Ff*oX64I6_`O`r|@S*&o`gv!#hFMJcuSl|BBU81D<pG7T8YWt^M=6_QA
z{;Rj<e=2HAQ@#uF|68@M8d-UZsFcUXKGKxo^!8aHyXJ;!zm@;q>1KQcByG#YT#{aE
z+%y5v?5I163BRK|)V+PazWrY<_>{=Nc^iWLmTxC!UPl^AmRo1Thur>GdeRj&=aZ|9
z!|J;bb@%w_W)W$T+febXCfs8cY2tHAkawtnk^TFyKyY>E;8pF`+(CB8bHL?XL7!6Q
zk|F@iVKdXW0WX#*e;%qi?B)(1Xn<ZCE_-g@<Tp@X@<V!rgP7ah$D=u+HbLP}Na_OT
zfGxhqFLn*h9X84+IFx=~(E8=>bg!+ymq!{@hzEYjI`t`|LFyUZvu?55i5KXLm5)9k
zrJBWhzUvKE!FzeK1J^s#T~5^PY2i!4uM$KC(E^LLxTvgYLj1L<wwIo3{6b-}i_0x?
zlDY5qqva&=tGnPvza;$)%1G8o-J^PLLQu1Rz_#*yD7Hk2JI9#gMNIEtlQ!gLhs6zJ
zHKXJ0U))-#+QfrKknbBP%JxmOMa4s#a|U<iMd7$wMIpi}Oub31iYfLeZ{Whsjup32
zzr)lu2ljuZE%U?qMP_=84v4eL1~WH6ne-;pN967`N+MVre0e+ZFl785gA^FB|Lj;E
z>7eO}OUwHS)nC`A;;0WV=<J{F3%jWB>d}Tzz36R%RNK(gCB^=ig^*)xJm`DzH;buI
z3`|@7Cq4fs)A!~Qt|T>^4NgwiR{4sXE<V`1ip(}@_|W22)gk%LdAk=p;awPJ;8nSu
z*!YmiNx1Xt2G`&&;XT<S(@bQ`MvS{%{~9X`yxv1t%^$ow*N>{Cnbicgn%6XBnUjF6
zpr$gF=w<#$7V*)?!Q9P9%hGj|7+1v25`kJFzp9tw0Y^q4dbVEh)M9ZAi{w>&R@eJA
z1GD~X{~=n+Td3lNzypj;rMm#u#LV#VeGwYkTGqrZzx|SZR6E-N<&Cwur!>6ogSAy&
zDlGgF&G|AYf%wY`0G&-ZiFw}woo<V4>O2IacQ4;x#=5H$=gY;(lH*sqMfw`vTeY0O
z-}q7xnsr-9(67*Z7;jgZ{6dPlZ{~QuLpdT#ZT7b<C9UBtIDWM1urbW~p3RA>)y$-*
zXiR+@2aM;4f|$}rifOX`{tY~`?T690KyO@rs^c%t@Sao?9fP$L^wX#m9_gv-Yz~$F
zix_FmQ2uK{VlAG&TLtD1c{(nMe1QR}SB4Aqu<$^RD?`BJwP(?j>d=u}I+)S8-7Ea@
zjIn|bYvA&0F>H^(lz6f^Fx{+SS20HY4#l8To8mSjf6qi`JVf-tp8fi0l=V3vm8R4^
zUU#JIg((ky4zvM8D)fg+ewf1>gl5RLFD$mXxdG*$dkwY*esMT;^kuS#T=$64JFwwS
ziz#s^TEjp`9ubjQ;7G+8U36jhwXQ=)c9-L}AnS$|rL2d5oj%x-eu=PoOjfFs=~aT5
zt7&R1?3G)qLPZV%A2=qvi(by@szQraxVgajTC*Y6dfd$=#F;Z29z6lEK-CeTP6oYJ
zr(mYK9^-Uu7>z8NzpsCJ3Oggy<S7(AT_sDpBVXtK9M~9k$-*0@c~+TH!?M@G&X!Wt
z*ML)^iCO8U{8+@T_6I`;0G307O`^W#QQbAF#q*vbNs(DFAB+B`MZ-)0>vc7KON}g-
z!&e&l591KaT=d-~_@^=9F9!LyZt*`Dkp7E5iRC@|hX(SOZ1K$p^_R%`m3w}V)!%(k
zUp0_#d^F``)639nlDB`~i65GWtp6}b37rX7Y<#F8Mb}RFHLMncK=PB1rKa$p546h+
z8AoI@6Pb_Ul2sitcYWh_KrdWe{V%>hD(LxLwxmu7jT;uWgf(VN_kV<A6+%MtVoFr0
zsN)tx0HAoi`qTgo+K_&yz)3C%zQ1P!cu`(a;Q1!k@m39yh96RSEe<A*IjU1*nNKE3
zwKk^fgEmIz%M}ylg0js(VGZe7t_xL8aV?L7qA+}vFAjz~H8ZuVkpy~Q&nqXe`qTaB
zIDcSB`E+M!VC0$fM2=N-iSG#IWQVk0(a7vf4`~Wf8<6n(<LGMzuGa1JbH^H6bI}!h
zEzY4vvu<G$UNLG~*IOzIJRW|YQB!qtV|HkkBaE8-JgaOpm}|&q(x-dkTq&?4$9b=h
z%ReL$Jk592ONE{kz-^K>g7*TF+}iaL`jzv1sxD6#8b|$p@b)l6h|K#$K(b$EImUmL
zniTggjvPL|nb74xx-VPVg|se~J=oLB?U=wN>s^I{Yc+NOL0>I^pSF;(M!J#h^!C&Z
zca8Ym_9iDf!(8^mBMC4ikRW)!O1R&N5c-jQ&aJtWhb`KJR-Y*TdGqEbDElf8n*jW$
zQJn%ei)j07%plb9{rLvIEx+<So?V7mCzXaCc_;zSAP)DXpaB;T&iG2++{h+hYP?+W
zLgq&Nlx^Z-M~7E(xp%>+o7Ce?+dyifcsHZ}c4?gtvB_iYHcWGjU}^Vo!_k+P_>N>)
zOfFsed2JOKp*1<g1H^{1gJOi#o2m@zoN6(}&Z$8|MkLtvqox~Lc<1^?>UH5?7W?@<
z4vvgNmrU;YT}etP0+-0ptL_jyw<vy>$GaAbHbc0N2pqks2>OKtiixVno6N;_?5C{C
z1d1nm`WNhj)%G{HbFFp7+c14)KA`ed=F@#MZr%$!wv$T~&rJ}^^+*Zs1?n%4=B1!>
zo)CG!ev3~1Tk@MRuUye}g^>OF8f?Flk9X#*L{nsPqH8_^w^7bFj#kMAuelS(6PaqA
zyD=*+j(#|I?uRQ6a?OvT&}lPqS%rO=eY}N(KX)B=v3=g!d9vrmLg>9P6`F{*xq6ck
zsc=sQeXKn_%$6BK*K4Vj87-hXDlN9WHD6$4sgss)>v!a)!83C&Z8Y5@CKkjzryae2
zWj>6=Alz?=@1x;QpW+nPolriYGgw9nW^3}yeyk`5RYAmQ4rC<FK8+uqsn8_82$yWo
z=;F>I3~V8urMDHqUJt?I-NcvM5RN5a{plDR1@}3UqWy1f<dGmLlLU&q8CtiN-o0Yy
z5F;&c?cvoOTw1k^btHgh@nQY93r(JHzKD@^b)2XnBmTLrYcu3NVToloQM_vUFoy`N
zu^xwDv^;iEgvy59F0^jACN1V(FtC8+azS^9D*%6SI$sBxp6IOA-z}yZ60V3-@Bul#
z>MgS*eE$aaadlz}@VS}-$y3v2L~C-IY^Q8TT)rD!A3R@+Ta9!-&GO?3YN2f(WbkyH
z0d(W<JBe)9w;~v6uroDnR)h|#iIRrE&|b8+m`Zs~IrcMR(t3`W#!|EE-**ut7456p
zq%r?e!2d8NUla=Lagx~gjv2N=l`9T!A;;B(tj`A_0>-=sljssU^Q3ZKBJO4%qr28>
zR@3xe9?EI{(A5sc$E^x?Z2!VC%zS2?+4!>AbPB{$aD1X)ewCXaeGAa4U;Wzuuz9lr
z^mmi$|B){3;PekG`CsbL_l^FmGF1P!4JEy%M5Hb%6JMUo#-TV}m!v<*_CnSC_dUXN
zPDD)M6@Ozxl(Wt8Ew`l{1!<uh=p_i-3^y0V4@iYIB(LWzamgGhxT#Mt%k~1D^;i;R
zeiB^hhAP1)>gE<09)<|FB-KZKl0B>j&OAJm3VasBMl}lzkR!?W+e@_9){XagY}mv$
z+gS>Mph_{5Xk8UJZXyF=iLG#NvDCxEZK~HTW%$-<Eh>h1L4<#|9k(TancWcTK*6xT
zl9pJjDW)NYyAEw{<wR<@_#$gxD}b66E21w(mIRbW--!}vH2#cWal>kAW+SQLOlkbF
z8Esx!-_08!`cs=j5(Ya}lpA)hylwPD;XMWx!UbVLJBE!0FTJ2gQzF%GQWI@i*5wZk
z>JI|3(<O)F6BborXR`c@P+z#9o+Z-qRcmUo($ymcF3RLqp|YldMR)N)PNc*^*PLjd
z<hvFL(`MR9(ScDD>47|YZNLXgdHaaMatsJt05By1myu7H^@ld5-PJv6{<xUo(HKGd
zNh~5rZ>BBB?m~&aNAB;4FGJu+O)HUoX*UN=W%bS~Uzo6aY{+7;EWzsTnITTe@*p5h
zvGK>NnGLSL*w!7>^Qjb=)}`BS+%am-T!(&=+4q{cm=97axLHzOGt*FlyJ^PWR4L)X
z<->zM1Ud)C`CbCwzWyMvWat9uf+6w54%oP2I(*Tkd@c%rWdq9R8-Hm0vehDPXiB$h
zYr@1_uXBH4Uyv^t`%p}R?=<E7=KAPzP{YaRsP(k)q~dkeU5E{kv$MrfXj$U0LAeN6
z>1e9d<(wASogH1HCXtgK=;CXtSXeI0d~rgLj+?w?%)bv>8QD%OdBC?FwcWKTsLkpi
zL=2V-yi$s~VIANd(yHtjtT6H7o;#0Wcw&k6{%svwsx}tW0d8zL_pA<KVjUaPCEZl(
zRlu!2folOW?x$8Tl8qWZ$5#dC>)n|2a*eH^ocKH>-%Y5mb;!uS?CuZ($h|LYUmFqH
z;f`f@`*0Z>eaXS%Ha7CPK~wl#H?+Plu7URkx>zHM%X8l#7ag=y{lZdY+(Vbmhzx($
zSHXb4CO!ve+#q60;I4If!NO1_lG*E*iYZ}c6*@-b`WWZX>oZy7U!<I`Km7#A0E!ps
zFT83jFG;CSo)WmKiuPvct2pVy3b`W5g3x;|oRxi&uN1&iHq@XEm2R4`>RLcsfk^;D
zP(sE!4qMrRT<NfpQLjpf9MZ2@yc|K=xv#6e*qo!?_A3F?%|*(_@{`5YMj^nkm}<?P
z_*80$74HIE!NTcc4!2P=O8+-p3su6|c~Q-fYS_v3LkQKq<Q8T;wq?h69+#zfU#P=5
zIiCkbN=^_n1Q))*KK<;j(ZZ)!gZvbyKLcAcx^EVYpH2W9KNC)(gW<Yst6GtDuU&bD
zSv8K^jJieml#^Z*{<Z72a>muVS&SYo-kK#ShSZA>NMjiv7t=2e-eY80S`c1N&YGzj
z1fJiZSmkk~y1aL~Xlfk!!H7^@s4y^SL}Kc=|1?f`sDGm(uBjZ_Ixz~`CSIUI)__5_
z60sP($u=Cfzxi5bA`jGirZnO<1zNaJgr&Qv#V_IA&BAUWWd=rCp=WkO-)wehIq~0b
z8uQ&4AeY6$)S2YW>(r`)ZX$4C&-pd3H?QoTeo)P8XYN$*=z(gn*tk06d_qI?eJIM@
zd;9{?m>rh6G4^P~1+j<Qz&dtEYFp{hiyt?FF89F}NmQOQc00mIGQCy>#UMY_;C%!v
zuD!qGFK;sh^sd15y(JMPj~TlI?PI#@0y5d<D-@|*{D*)!H*cC`$cR-<RWq{1p%BCj
z(t;(a*0dTw{@$th>L>m?8h@R<`A@Gf%kR$`wn_glz2a{ZLVx*<zi;$+hxl*K{qJ$2
zKWB#ibSVDA64|cbFS+MlhVSt`wKqBk`pxBl(tmuQ%}0J7?M2y1BF82E@F@8Yw$EG5
z$HaXdl0!;W#nP?CS>3%`C6|&=3iWp+7)jfK8#78x#Xt6Ntqw{CN&iT=-{8XQd;9ib
zg90~}|46|Cm#2=Br5S6dg%=b=*IUbtza}u;0%j0ng+FV{mN1Iz0dPjFH?nmUY~ZFx
zx|7Y6hCfE+yK}~a#UMA-+i)X_JTcP&pA84ps0oMfarx6c((88Nu@OLsJCI`Vqy9yA
zg=uoT&r`|wYZi5<`>=|**MRQB`=^OuBTQ`onD3{w^$)UlMOD}{DaTDV>Iz&1nWZh=
za_klFE>@-1d{S+D_OsDx&7?BP67Sz$R9AXmYH@RXH5p#2t(<@J?E&{gj$EcWYiQ6-
zOr3T^@O6h_sTNWx{-V!Qddsdc()YYEE@w}yqRPfTZM-KTbDmb{qy@lETdyowt5u=Z
zcP?l}#V~WHPDPA|)mMmYx!x+R+g{1FqbcjL#I!rWj_vqC)o7GO1w0k7t5)B0%1`t@
zRvH;f@z3`yMlQ0~14xyIPAJ>axLPH$_8Q&%4>tGD)8U;l)WT6)*%D?kaXH=NG9{7O
z+H=)lV!y%He`2Xz7!QH<WF36`(KObxEi^_|Dak$Ok_O4eV>8OWV$uIoz&kITLHVk7
zSMkm5IQ&$52JZ5EHIKW6VR($pBT&=JA@&<Lw!DP|_hS*J(oeLD#p-V<nO?pePq76S
zCr?G}+-iPyz9huvfqRQ`Y39OXd#BeA=3i2cf_W3cQie#y&u#|QL|)flS!RP3R8>Vw
zq@+U78q~JNzo$E!W;^<k7W<;-S>sdnfFQDR{i{!(-E@ZFu$G+#og^Q~$9vONN;H4`
zrd<vN)7rKs0iKndD1G)p0fX(qnY20dkiH6jh#E)Ci%K&Zqevqtw}Us@MbPe5TH{aw
zRj1e=&kC}utx?@H7+=ZCL%UM~Dbp9H^TcksMu2<R^c&a<T3Ef~dP!Z=nU5hcb1U+b
zgneyp*Q?-(SFbV)Aam?qt}ofThJb1<j*Fd7e0?3@EAJQ}yABS+>$S(K8VW%hQ_fNK
zB@sTS`}8jA;?@&dpD?nSyqRo3xA*_jbn?VOMP-J7BU_T?iZzl86sV0`QkMap(Lma4
ztgAT(&i?S}_{t|@z2CN-DML~6J;=|iG=spWA2M{k?tS!*+sUXz9&nbkr$mxu)YGGL
zIYBv-+F;O_M`-*OgT=AfH^Txw^%C3+PMW*S3xjcY*$%*}_vSm`21t=Ou+}D7iIAm-
zd?r{F72=Wo5WpDASBK5~g5E{bD~!r%sAvo$T{FJf8EqbJf|>BR!(}fgzTs1%ct1}I
zhJA(W>>`xeN}zgN`LTt1NZ7M=yg6X51dbd2smEhtpBDaH^*Al|?gU?*qU65%K>H`B
zihf+HPNZ_^kBSUKqlTCn<Dy(NhXj0>nh5k)JUnA(HXJ&pa5f3nUPi<&clvkh&J|4K
zz4DWp@~Rxb_OOm__aMwOJ`!iSsoUjv84#i@l@=j6Qd}R(b4bVlS}Tih!PR#c+^qu2
z(IK7P=!en?M7caHb9hj_sYLluj|7cV$~7*t!Gv4(JKBP$I)@Y@9kVhztRRBUAIWrW
z4oa|ErFQ0s6!31mWd)K{w}z=-QUMQ{7=UsPRP7>-F->n<4=7^OWnrap@E}kv#22Qf
zgA(L_K$QJOM!gh)GJrdht(BeZCm+;DthTjT*Qba%3x(D}owxabn-^kJk&hG?DOP3D
z(~Q{y-FVH%DO%`9()>+nsqpIOsDn_r&Q-osw_&*;9W4AI|9rfy{O*XJEvgJvlh`sC
z#!cHcoAbwzf5ka5g29^UcK|eqTfKf+<0~ztpgc2c$i!_rMR!Wa(>Sys9usl=EE;=D
z-4bvIEZ-Jqa*_;W8Qz=x`@TECzRjh4O&=^d^3Rd7l&`Zb-(2b}f${&`tnp_m`o4wQ
zx2e?c1Fe5ulup+-p#}Lp(0YmZ{e94vhTm0YNGd7;j%(u9qs}7$%Fb$U<>gxjg%Csj
zj`gHdcQoSS9D0v(SKr2nks&wwU4H(9t*Q1Fea!Nq&Mda&v?*clhmXSO;XX!P`2*?n
z58(bc8ApT$!>E@dexR9(8%)M#Ggzg{Q8fMwf=^X}5-YL^8-zH&abIB6{;U6e(Uwn@
zlrCOVHiPNA^;oCvT&X!GsY|&{^o{K&53q;b{*F&E2=cGv#!H6%*?p3z#?~Z8g9<nq
zzzQ7a06UL!)pjl2<rA1a7{d8`fcp#VxC!c+Mzkvdnmjy?n0hU}GnhZ}d*f<b72WE(
zuH?4!`JXzjxzMc{sq<$ZNH6DhtoX&?BIdP*gyhrwd4hv{Lr@|yTFTBm7sALQ5li9}
zmo|AK!u5VUk@m9@xf-HhQh45vA~AZcz*AufcN$Zc)1N@Trk4h@dqfG;dh@oXpE>O6
zoaBCvxH<0@^~<?%N$^EmIl0sK=-nn+0VPMWu|AP!fn#+Z>(Hyg&&IBh$LXS8@`MZo
zr|*{3{W=u|%yMlRtHfX&g(6CnM#~x0Yf`CqfS1oFzmRKft+*q{?7AvZ^s&u{H6eS}
zuC_DRct(%tF54kjH2vTW6PhA8&@d90ht&pe!k<o&-nRWDj*Hz4;o-gucC}YqbUdQa
zyPG!GTbz719EGV`@3x$zrx;;M4#B=kbNAWPq+7sBl(u<CdDqxqeV9|`K?PP12DNKR
zhmB;$%EZ3T)na$hTr;pS;zZVoaOq$fCy$F@2>)Tj2=|0G8|eZy+TMLqR{CxGW^a37
zf18c#!?6KMXx^CTUB_Dniu<sd@kC$b4{20JvncP&-5qZ&{Ph>2C-|t5VJF6ne5KZA
zy0a*&nQs`Fg~9O}H`~!%*~sh6lT?FoC+$^&g8m@P+1MRB6<kLEWG3>+6~ORwEeB|S
zEfYo{`VFj37K?|?O1f@d_ubrfpX~aC>fS>;J?rNKzIKr@+>MY%+RC74L*9%r)&TK}
z!cV1Ix=t6f5ispvCHDxq*mh&zvbgZ|Y4aEQ3!e-dGn+*oSR#k<S_?vlFZf5jSmVhj
zn`507bx$;mP{vGTh{yRG2ws^f!P3*MBNhDXxfyq}24j1zu9Tiib@50Af{0+#XbyY$
z#A+`7UmDGdaFqh2(1iv)?VLnYH}2}h5w>Z``DN$A(o(&SP%Gkqvtaa*8~mi^QA1tv
zo*7!<1TA*DjvT3ana-3>emeRxP`+mNV!$*>WghC;wvj#lIE==UfuD|wW@}@n?3tg!
zm-C3j<n6Spz%funq<w)0MVy3z^G}CaOi8xtUL(;rGEgZLW%WSh(+=ev&YtH<Ez;DF
z+^t9l$yZb1FHh{yd$o5MepM<3=&)Co9hMJK)0qck5y%CaXV!SwFSX{1iC~@Fy2cQj
z0n&&#Ipk2~UT*tZ^^}G5_+s}W$wkg_nf^THL`;}`a?Rera8sh=A+u1%wD-LpQaowu
zh(FW_OjCZQB9(8vUx5sj7f3=*4O6W~)vMf+YpY!K0y+-JdmNf!WvTVzu^yw?zz5BW
z{@Zfz)%d3yX4T`#bkB-kJJKG|Es^f90svjmBca?F6J)sI(bXPOXJyR%g77o1_nJKw
zzSyylq6%EUOtg32e%ukzZt+xH(<^Uoq5uoi9$4)E`Hq3%jka#z1o7v9-WJzo@*z>_
z$DqU}R0+TZg6ZkiaL_*1R^P?B1Qs~*?U80)(H1KVD`#}mXS`0v7*B~alBrTu>yh{n
zasDjQ$_4><=b6#f6Htt++Dp=$cU>U+rdm#<usOV>b|x>VtZ5M%<^~jlm~WuUsGz6K
z41~jRT8n+hL%lZ{D$0$SUywzSKcvAL0|eZW0#aTDpobEYmk~drTy>lxJEoV0vDf?}
zsj?w5PTE!I#wPYAer9-_`N^t<%S#k@-DRdh@oM@#;Pai`D?t~99r}<^RsEe$6r>fE
zblD&@7Wrh6HDjDTcTGtJ<1DD%h36)gngIM#T{!(n;nvtqmK|o)?85ii=YLLGsipii
z;l!GM{>M8Vl(8CKe~ndq^)vtbJq=iWs=vz@RtxLzcSHDJ*E*$!^PwjV3#x3+AQ1sY
z>s(3AX+KFR^(g(`S6#m)LvXFy+q}_pBiUPSbvs=pFt+6Fi`yy;=9Mc?%>9`*kh>e}
zW`D4Ow)UDd8zWB6Fh#}v#d-Vq=b6P%vBW3hi+xA1FP5XT%$A*tu|AJaVHoepZ(795
zziho$yEL!A8|6Ine2<3G`FtDN?$>8rRJ@W{MdjCDA1YKd8rZUzEUxCpnFIM=z1FMw
zEvs<R_PL<DFH>5iFTl-RpL-3rLBKRPz1AU(8rR27pmol@i#UI$*(Qp2+lJU=<R!z`
zAmU?pQu~+mq;|dXv)Bzn4vuc)(|UVi>S<NSxOGDe=k50t-salqCoCgdi-UG8Vk1{x
z6r7eamC8-j7|7rOlkhLiejR{V`8T-3D`2bLS3!?Ox`Umj=68<#kNio8O;v`ahL7bQ
zafkyxp2?jNkz`{duo%(+tf9yhb@<x-{&S6dK`_-h2^s3mwdFZ@)KXbw9r__9)_b~f
zh*RzPeTtLCTU9yPFn);Ea#dK9KA@yL`VqMSUebGKVHkD6YXc!6l*rwCF6$B*Q~Ncm
z=4*$IJzf61Z$8I-<E^l(P^uGDqqEq#O0RR=-arIAED(Msyy9aPE`xSK1Tbp5s}P@I
zF@h*HmT+E95_x82N2q(R%-;f_*TJ1{sCzJRuX5}i{2?;VR^pN9UyUoAFR1X$cfZ5I
zT>LLGVnGk+kjbZvJb0r+$}13>*?8p|h<ZvRtf*bjv|2&K4m`ghwe2UBqV;6;e95lw
zyWB>7!*}J&+FK=+f;ok#$7irHHxH^h>ND9Mt*f7>zc;!dqi!7_z6lCiVJr}^Isdw$
z6LTuJeaOT~VI(&ev8!c~+g^L})$5ZQ`@UW(_*hiV?t7>(gMrH>R1D@!w~PhsUo2j@
z`Z(v%Um_-%aYeG{O|giZA@y7c1q8>I5?|A^-CByGS#P+Y1ex-@CW+W6ydCqx(H#@&
z6FmT2n;v_k>1^EPwH*z!diQqJX1ZDdv%T7u3*DD%Y^XdD<M%^)A~H%ecj!l0x~(`T
zBEo&OrBs$*4C$#Ijdcf*40nB>E7huZoTE5TPCO_zq}q3Vns{m1#+G&~tZ8z)?v9QI
zLGgh5{$$+cQ_ssT$8$d{u`}f0p#OAR>+z^MF8qCT*~WG4fOoGAAAt#+<gq6L)2?|y
z`AB$vv`-x+LI{+wF|c{%@ssWbNFcH)F>=Km(cIA{nm^7J&1juF2w6QpS(hUNhp_=U
z-Ay!BA**ex4AUc(c$;Zl+gg9%&MC`v)sC_FOM=dvlEgOtVpga3`bZ_{X(KyP_PiZn
z@%Mw1-1TnS4S><-Cn9UeV}5y6Y!od)<pGaTwF9Gzin05ljoqMFr0nY{@(Wi#*%Hpu
zbsKdL7vWQ6onobvv0P@PUbBYyi)P|)bsQhk$40i*?`;;vwCa{1x#G<Up@T4q3?SV+
z{DhD;m+?FoMmt4-zh&aGdw<$vV<=Phyn^Va88=`l)e(87tASq?@hPk60|S~P)&0_G
zmIn-5JoMu%Jzc4JIQlpPw{o@_Wg{o6K1%gVbh%l$a&~Uh0(QX^p>BBC2-`LmW9eJ$
zv?vW&a;3fFt9`Q#tExlX-OH)CVsEuQRI*3AyROzAO?emne^K^cQBCjr+AkJF5Ku~J
zQlytiCrVdDs<aRiAT;Ta2-2%KMS7$|D4|FTkU&BW9jEjfdO&HDUIkP@6w7?$Tx;*W
z&O7!wW1KrLxJ16c|5H9sZQgRGLE)*4$L(AXa3fEG1LzjQ*QI6A?qw=go!@hjXZ|*M
zS|>PKZrAJ;Anhkm%lWn`)|B_YGitt&2V_6Mhe$5$(?59l>=KMswZ1MKG8(RDc(NXs
z$l2yI-0&num-a3Vrf!3i*TN+BmH{Bfa=3Z~ODFEfoiF5Xb+`Fp9Sx=P!4V$S@87c3
zVFa}c&_EytA8c1**;r<CQCEqgFx@sb`p(^7PdhC(z%3N~QKeOjz;Zr6o=)kLs0V%#
zCcTXbLR4mBQVrm`mUK>ivVf}@0HGhf4DY#zN5jO9VXO+O=Dm@6oz_Xfwj_>IcTwvy
zU18;2L+5oY{GGh9D{<2!f6uFvAy(cf{oT3*V$uks=k?0=^uuhNu`;PjetWqh&HA&v
z$n0p2AGNx)e5Zz=#I3&*^RQXrlL2gbhFW_nqPC4uYv{XdIAe|Yb4V167JCk^U3(%V
zV>Vv|K);qqkxF71Y~<oe<tgVyrMVJTZCaUWi)K!TKo>RlNUWd8fskkY3KRdN-y10Z
z75)4d)rWfc{&!5sZ&<)T38wPjn2`VJ01N)-E&Oeb|3@nH|3#`J>|$KE>i*zEM>8pX
z<_CmdHxIua*1q}|lf&1nA2#pHg&j^C?k*;VfB$aT9unTu_B5vPZyF)8BJjet$@+Hc
z-!xh~KzKm@PukHMWbPZ5kJ8yOE1YZ}T4!>eO*_Z`%=i)Z+8d4g<9VIrB?3=uW$L9Y
zBEqJ@SJ3JC%g$$-Tzkb@<UQ$WQqN`zK=;w(b-oA;A(jif+HP62+f`-2-{{CyrN|H=
zbax2Yc%F>T)yz<OR(VX<44BJg?@uuOILGv?DG8$DSgc{ftj|r)*z%?Cf%BF2+z-N;
zyp{K2Ty1xpFBkpR_Y!)ncr&_9R7-Q@ol2;dN$3ah6g;a2K2I;|<voUDab2IFbd{y)
z21#Dj{m?37E=>w|{5j0>+LDK&FIk26kW0B7tuheyXSrwnUyFF5?LrbsVrWPrmr{wV
zYS4T5^6>C6F1>XFb5fw;R8O)3>-wfImsfgX0>UENN-CFr=r%ssaOSm~HY;B@U3O2h
z<TE#K43aL5J2H3Y+gE?HobQAm$KR$oM6^4A2L!l)`V`FLsyRTyAC>W4+*=K@&vdvh
zv%N&#TD}%5{#>sUsWqKJDePzVt#Y4ubIi@v!1Ht+%3=C!=A{X8V$vhUQ-Z*vLNf(e
z%i)FeTrw791Y%x3^4Q=K26;^A7!_e#3P8df>w0>d%uKH1<z)I5?{iBlOO4RV_jE-y
zns2NPi3|B8pR_;d`_y$zn6)ZVmJXmq1$T)n;j^w|se1CD5X$Ga%+rJ}$aV887a+SP
z$sFnTi`WXgi3aXUUa{Jz1Mr<jV}W64Yp(9r_o6SvXPOLHgL(I~<beUE>k7s<4LDL0
zM7Y!1!ePULV>J8bQZyaV5sw$#-lUU&UA$bqrWDrG3BRZ>{iCks=lXnE`iE}SnR-Vy
zO>|5|z+HZX3xzoLedPM(65Bi*2^H=>r{%AaV#C5KXIr&_c9yiINv%hyZ8+?<729k0
z@!tBnA)J5N;kI_;Mqv4Rs7U^Hr+)p0r6}LYWZE%LCv$CUZxn!{rx=}8G1<eBmADgK
z*!Xj;zT{2PS4OE}GUhN=ND;1B0?KT19b=NALlEoz6H#GrkS>QwQ*TO#rx^o2zMa~D
zK~Qdiw{opl8CAFex)BQ8T53Me(KRP!QcQjp#dNJ*5GHP3Y=4H3U!2cL)wyP}z3H96
zd3^X8F?PZ9u57*|9Rx0Hx=3U8AX$FjdipJ7Ys-Dy`5Ugh1Z)-Me2FFi*9-D};sTyv
z(SIEH>ymwX_WOim2=s29Q8|;~3N)L>*BTQuY}0Fn=_lw=%Vxg**^=;IKWzGSb&*Lk
zvW07qae!uN$Q-jzNOjg_%(ovfN%BsF*fj<m(Y>V#h+B>Sf#?nXT)dqI)h~BzUAOK%
z$%tU8B++W@t=V1KLFSSTGgJed?acblKuMm$ShkJRii8H+a|ggatfUjRhYYmSpM<{I
znxeKYYpl~2qn4|0uaOcb5&CVs;2vLS78ugam=rnN__aw9r`%_k@+c^Eg;}aM=({dW
zRjN*%JgPpe#>lcF7CYRUd;ArJul@$kx%FJ$yqa-I^&FO+kvucaKb>#sQjWQf2ig{I
z8WzAx3SD0+n8GJ9_it>q9_aeYSTL;ik{2FGPMM)c?F`SzPDS}JZ5PaR;Y<Uo3jXOO
z+=k`Ynnr0@Awi`IpkF40mGalu@yoM~{&e4uNu8jC@~qF`6??2YgY!)$Ij}nsENaP@
zTj)Bi4HU<ax8wm*CR%+@8HQrWzT!ey?bceLs$>r@3|r4vls4OWTZvE4S&Ebi7)dRs
zIju_5Dx|Q3S1uwx*jhI5JVOmc*;i$>gc{NrCX|YNhsFxCcLx!SDx7>K{9S}MLFR|g
z8D_HC@ctNb+F3qkg#cAtNRqM26pL|j(%-@xc#e<2qy00$s>i9wah$;;GvnSt4{QH4
zFnRz!=W^MP_WqZ_o=DsD9vi21n^p`g57qKzRF&a(XyWni&`rs5?PL$3GN8VWNo7^q
zON7odo(C=EF+=z*<m1UKz!@)eKV)zVzi{7xjL>EQ57s!)8k3ju(dAk3&pg5~wV4zy
z_K!Zmcb<CMvF0s5wo$OR0OlV&E)6k!$ihI@JH;mF$-&p4t{I`qAjXWWBV!m*#pJ{O
zCa;cs%sq8;euRy9W<29GANv<voxYB{M7f%h1@dv2#dYuDFj%alk389bggMu+O4mSp
znth3c|0K-lR1|KqZ}o_IvKmpUj-uJBR%h<SIYnpfT1)x0R;bq2_Unle%RTW0bueKQ
z;B?Pq*0!|4Vjoql{A~L8w@i8CKhakIikJOIGyXU1>R&fD_1Zs&^tZxEZO8xfsrcVX
z2kpxLM_l-K_U+&0`+qF2fBZ3I>Br`1?+zW`&ITrwK%tZBcUjyo2du-#lt}m4iw=7X
zlb+v(YjpE=ci#L>lT8T2eZK8wF5zrdk`#oOczdy}ay9=noZn527pK!-_%}@&)d#g>
z=#qX?YE^9VB2av$aI11D1Xp}nQ{EagR!t+q4@_?9Ob-@$olQc<_jbRmS6_USEX)Ea
zJm)iNn{pUx8A{PIHE7s*j_&*R!apBc`E)D(2hkU-tqh*h|IP#2H1=z#e-yd6z7MG`
zodb;YR7XWh{Q^}mo%qq1-~Z!1=mU7bysAO1I3c?6j&{^?K9hUdN};Y)_s9TXu8fp0
zg+V?Tqm|DV#@<ThvFm<uE1li<SQ`A=5M>`FU^sn?=gusol)g&IUDY>RJF8`qUp;3G
zscGXWJm?BqK$9OnnObeSeEBuv*q7T#q=qfMoJC@Z*Nc>x4T)bjH>i0qaT0Q}@YwLz
z$749$H12U@qCSL`X9B6q$I<%n9aQJFY)Xu$nlx&N<7nGN*rU%Nse=Vo73`Cy`-mSs
zANm=QAF)<&IuUstG=K;zDH6#qq-ZwaHwr2+8{Q(Gwpk)`%(5Is1diKc3|4K0Qw|Iq
z$a2hszGO+^mVga;{MRpKyY>nMwI#*fVp>`cOzj@ALwT_3<DUG`3ucX~yhV8vW<BAQ
zu%pskO2wOgeB(;szOr{L)>>mfE%{J?u!nk5s`Z$Gv&DJl)MFB>SgHyZ2i)>O3SIk(
z6#yRZAf~9^_sJ@p?R`Nlfj&^yEh7q=g-A7I^6(6t2n9zONe*yr74ov#@MxybJ>Am(
zvyBeKhDi)m*|$h^t|SXT<m4(`RTOXq)t{>ypIKfZncu(zLM|0mUDUkGbL<Km+xb>)
z&(D<`KDeEnI?43beZB;^k&+i>r??`6lsR>BRf|(v2aos<RAox2O{=tjUtxcNOro3`
z<DGR!_*)1+5v+G_v;H8@x8zj;<MXp^zt7!KfU-YHOJaOO_=cB8F^`TKs285}<Xgl^
z_40UvR$AUvw3{@V*Rk-Q^k8z<N*xV6Y_Z&omVqiTA%ZrJ%(8KaZz)&EpPeK~d>DPL
zKv4{0a;3ldm7x3-JirJ{;tj;HT55l;11vp~^Ie=TRPdQBs2`)IFzNkmqv45lfhvIF
zD@5XbZ(uzawK$lwp0P+3LM?9}z<0YZ#PHTthf6ZeMBdm2y|?P)mA~!V{3Pr23vuTz
z$Ul!IXF53{qss$d0^-s-r;uJaCudgb@mlOhP9+%5^ZQrg5xRAW&QC$?mFxjk(Jz=>
z?U#jKDo!=L^2)WqaswX@zbRnJOLS^wvUucY((MBbJA4Ytsob~VS7+0)I<8W@eFwfS
z6Wlsz{8Wgo)!6d=9*~$t>*H6_P(Gb`vewa-qgkg0&kT^`rmDa|a~nFN6&I*mOdOc{
z;lQo6$50~4-lvoZ%`!|Jz>rI!LcHct$)20?MtuxF2mJK6T-AB%v#UE1sQ@8em&Y{w
zHV?`&>iG_EHBSSkYN6a>ZI6Kd?2ZdZ{FH*y-NJ`X)_NLMwyZYuZ(h;G1wnGxoqfIS
zH-f~MsK37wK<m~%>z6y?m*=pe?^cUJoIwr?{fLeaH~c(np5e>3>SRyl-a|oT^JjU5
zeX4bp)d@1*&8$VU{x7yMuf~RkG&~pjfnx<G&h_l*_+`NvC@e+19P#O~=N(!2D=}wP
z4REd~{;pOOw5;y2LdWc6JWpb;7A_=Ya2(^Sa+Z{h$2dA5mOZqu=RmD*XKs7;`B`)g
zA(Djc0u>C`GQ4clDbu6}W;I~j^r%;qo01iESN<}Dnw!uXG>b>VRRbe)dssdvlPo-j
zt7n|pDocpHwRIwKh$R$T*8o6?V>l|Z&*tjY70WqCpS?_0b;Q?fv4>SJXf;Bx3#eqh
zcZxO^=w=m7LGrDoS=_Sy)h-%}T01%V*s6Y+TOh;U?wJv!Zf|8*xe9Y#B{jcLVi~C6
z&QFrd*4U3B8!VnsUa4Hc80(4@bpq3;_`X8)w=#JrjTI&JYBOU+y^A0(DlU*chjWvg
zC5K$DFM+HNmK6urNKF_|+tX_IxK~O^2GXOpVJOViYt1IWM;`{a(;x$gx)UX{w}$4Q
zc|S4CGc`9~RfSR#S*9?rAk4s}7+JUK6it7xGzF((XH@-9sidBRF{J8ry%gq2tmn%!
zJgc3zvRIz)9fK~syU13D)VnNf@vb@6#n$?Y>I~|%kPDUOCX`9-i+l6E>NfQ838(1f
z^Z57{lG>^`WMDSqoq`A=^^>}uak}jyLNapqJzn>TLpO?6T8;aK@j$uGqYarWSD0>l
zAcp&WZKist$^A|9K2wq8nH7217vHH;DMfNnr9_ob=%GLLsy<6Qas02((SMVy{u34P
z`)K}Ga)b)GqXxpMiSOURl>dR*{;!S4|Gc+U!}0gcwcvP+rx#hdu>6AI#No<U`f_<h
z*r>>Z=N^O{zh5zN70rKC*d1MXrep)=Ak;kIS&w}=8OL(2nBw5Q^lf)%j^mS@MpD3J
zc}*y9OATUm#Aq<x<)u37#mKjORcUjeK&UHBncx*6mT*0@tFysAG-A84f(#RY@AOgv
zRzpg=D<W&m>ml~Lu+O`PBEL^C<W|O1h3hyK6+5sy_2#+1UvS!KfQ2Bx{)hVp74FHN
zqp^7}rM#E7&gEBk_XX*0tyN7O??3RC)zvP~#WCZQY`q6hKowVN6KQ-Kc5UDKsm{DK
z4LdB&fnjGVEpVpJB-AGtaN|o29V79feOrrQ<~XSjQYSo(xSpi7P7HUiXxUi&I(%_&
z_GuW}0Tgou$CyL=GGiakVkGhwlCi+IKZA{@x{cMl$zrUO1|7e@X(YJCYl$gFQ_<iA
z5r@K(NhLyj!<eT31V3ehSra_f3Y_!$T>6RywRPqsZ}~#<-CK3Hd`|ZFe3pr8Eobh4
ztW6vA{R$tVo}GXs%NtX~0tG~y$PUROdK*tEs%(Rn4C55quYVYH0%4RF+QVOLw1{Jh
z%#xXrZ6T~$#}Z_BTTd2)K^g)0O7EtO{R#J<GaC7!j&(x{7OqI|ZM`gYG&dkmggK5e
zn&&gnQEGaL>rtUvNt!Lh7iO)}1)%nUx7r^-SvU<9cTE?JgfMOIq<u$#((qSiSu&Sg
zp!^=&Dj<^T>8%qNrL~j0g0q~r^ntp-LG1Tr&Dd5s|9(HD^TVmF85vFwLC&MQ*sym-
z5!MC|$KE{tSnHRerom|v{!L5x%sESww9s9}D&o-s<su@wlJl-6%eJU~$1IRKkJ)78
z?a}t3-XXQ)Sz<7^lE<eN=`{ERf9_wm?(rB9(QGPLT0^;aCVC;b1_AZG(krb=HsF5n
zRq01~<OPLFzy8+#yiq6e%v>OYhV}kxr9a{eOOGO}@q?k%;0vhNO0(R=)&~kOkAnhb
z5|aC_stcR@1_L#`xVV#EBrPyTnx+PvG)V(CvK64M(7;;xtUBccuZ{TCiJIAB7jm$|
z!hqE3I^DkYT~%IhgXjZI^agCil`rK^IS*C?JPJ_CGxl8cZ0O1_*Q><Gs`G38K#mu1
zcYUA=xvj=od1QD<y@J#|+4<toBx9wADpf(SadkYtEIovM(90$3{_lSQ7Ix;98{^ez
zY*U8YeL^hZ!76njm6MU~kEYYdq>G;QJ|q7G+H-h}kAS1!zQx_JoYrMvsn>*KLx*k2
z*`=KeiKxcxN%TJ1^`jJ)JltE6ABNekTqC(P`l2C?#z3;2vpM_5oLV4`JCA0CpA?5f
zhGruKG6lx)eYh$gQ~1`GlOvZ1etH8UqI@M4+`=>V2<shNZjJvotr4h9a)G}E-4ydI
zv7L_E?tIiB*ry;K6=;z~wmKp3Ze@5Ii(eiUe;~%#=KG5UD%u#Z#}q*30$tAfRxKVC
zO_KBReYc4bx-L{InPJB`iwZ-Pil&f1W7Z0p`gRNn?rv^Z6(=n9N_JLKG+n!yqh^z2
z^%XR~>9RzG&*>%N@re>Uz~)OYJ6fq#+)rVCI;mbNUk*&@lS!`5Tw{{y(&3*zgz}!b
z2Ce1T&`jr_Ua3Dif?dAFj{s7Vl$Q$FajorwAg22d%B~DmU+G-@-Y{EbyQnn9YJmS%
zlUtLRxe?wdH;g$3t+&(Ra9Jz-r_mxp*hep=9PI*Cp9%*Uf1P=COM~nzI{E7qj{3k~
z-sT9F_vdlMEe7KsDc|dZ&?~4AGp7Lws3@}z`^=wf8M~JL^wWYaTpJdq-Zd1&vWBNQ
zo3QUxMmgToxzPA+DM#KLqhxg5)9YE0dNdYwZ-tF4O4O5ql&+Ox1OGtfy*1tw0Ii8C
z#F>i=B$&94+RKXLEi5zfxsG*pu%!|t?Ax<Pv=;y)4z{_rky9Os-l95Ihuz@qV5ueB
z#zY+p5KvZqnqkFqY|PtxyY+HOb!@CqVFL^G|F*w*g@|3o?S!9uT6e-JEEu~!r2cG#
zj`Kq!YFJ>_Zy4c{)f{6n=vk_x->3c<Q=Wc;izZFe`8|1M3vO&SOmGOL;ra9Fb^mXc
z#$1L^`Ws8x?<mI~z%J`eRS(=)S*s3p<^#U3prtL|G-<*LNH8#LRqMCl#}+&aa&%1|
zvf`kiSD`=`)NG+`;w1}vxxZ;b7(UAzlU#z$&H~*O{XENHiCOo5PD9~K6DKvy0c8d6
zclt{_2u-P|92}pH9Kn6qqhN4Xo5fJ8tnVhH->?=Ac0Y{r3_L|t^xy>tS_M&s_i@Wx
zGb8e2Oo7@rniMjxMK-{kjgFy3H^&g?vWSz~kJ~ewl?TPQJ*Nm#7FXpVbZ=`6MA?1G
z?TM*QRSizqw7tyql{pPK3TVFD*YKJu^}aDX_ocRAov25bij)4o3$Xte?)Klj`2XK&
zQ7L_=tTmTdu6YCA7z=Q^!3T*8!bw|c&Pm)GegLShfq2oy&Ysn?o}3eC3UpT3az=j?
z%>Phe?XTgymFt%mzJ@};Gho-5ch8DG*Is%T){Of>_h<3Xk~_R|#CWPJ{kYB|uig>(
zWUKC!PaA=D=-k&OREb=*xC<hKw(}QqPHRk=v~&Fxr+Oy0ZM$uS#|+%W8n)|LW%#tO
zV?ATXwY9hbi@RD?N?|bDj(RvRb~ZNA;J$hN_Oy)9&;t4k@t{<|f$;Fl;1Va@d<)Vw
zpuBUsFvQUBtEsxjpgNISz&6Ua4D>J4ky9}<tqJREo8VJ$uHkQj!gvOpvqB7ODZEE$
zW0$uC`s%G0E5-P}h^jHPq_%D%RF6*t+V3f+7gjr&v<P8zE1FU?O1z_n0gLnPTKno(
z+SM8Bex5KV5lvZcuZCfcI%G=>SP7J|&`oxV0At7#d7F0ZH`PjE9Ptn|U*ybB1&ys#
zDihtt**NWnK6hoY9-v>`f>s_1i)UDuJ>J6EEmuo~Zr2j$E`L$~=Ehpod0Y|-<rJB{
zQh~2lVfahspb$O0rzuvrAeGJ<p=i}(t7y>Xc+7vQv~9@Nn0w&bvS}@8z;|s?iD)-2
z_F{duezh~%J_QDI+_!HOr<V<Ut!GlrGtoMmmdRpP{pM6?Py>OU?QeEcaB-$)N~_m0
z9~V`%$4bgEi34O4xLb7LO8#@IJo%X`vqtAnJ|<IxwC$Eg$x`%GD7B(3pnez%(i631
z6s_x4V98H(Dgmb1p{e2g(#-AodhdWcwmIYc==Hf_JR~?_+oA^=b!K$2LTQQQ7j952
zq6(@0fbGcF<4L!fCi#44$X_JzqUAOFrDr&ertQx+!Iqj8Q=J^$!)n(Y8E9zs^!&|s
zRh>L*FGFbuzhOuRE63MIl>tX9ABPiFu&p1zWjU+cndo=YHa8zXcaoFxw6Yn9oFd?_
z&Rr@xvJQ*su9Lccv5of#H@4fKdAnK4cF}8yS?hr8A6AjD(RlN6bYTIasg=O>NQZkQ
zESWMe0vz2es5hv&%aXJa6#2n5M5_MhdKjO2*v4J)vqbH%3`^DkU$l?jY>S`4Zl3|)
zXl?W0Mug`indfUt6*dWHs9yi>FuGts>ELwOW<Nvh@@u&-1Z7ZOsIqh89M)8>Lb0vT
zncn*eH7$jz;@w;EQUNHm5C<uVO{&6hws+6(NqHJ!f<75uErHROJ(#?%WpSwV&W%no
zY7c1S^s<!?NKaih(4#d{=dY0VEg8<0cZ|cD-ANb8v%9L&7gVmEjP@JQ`L1`gX$A;$
z39L~KxoW7FhAP|D8RAyuPZrctuR2cq9A&eY^9AJNImUS{#Zen>7$xd|NEP3vW4PW6
zh@!qUpx;|b%g8C3M+;Zt&seJsL$~txY#=e>;=|hhK6N$XfWG~(AvgJli@~5ft@tcy
zUgNKG@?ut-t)LaBPqs&B0ln-M3-kQw&}+OIWI2Q6lO*H5&^=?t1u*RPK)_B2$Xi1v
zk{gtrXnsg2wg+FcaV|#vyjkT$z;+iVVKyH|TTCvg1`~6fIn6USnpH{p7B97IKfn|C
z5GR&{TkVeViA}(H2Y(wMrLsi-K69HFVLX{eYI6_J6J={dd=^CChdkl7CKr=whH%mo
zi-xS4e_)aEF!md`!9B7ayJYKO$k*YIaG`oB9E-Swh8hJ6PDX2x>Kj;T03kL-VDwhI
z>u{r90S_yI-^GnqdDm<NuIQD>Gt|-orA}Mewn9hkIJvFH|7_7`Nl>2?4pkf7pn^wE
z@5<;a^P@9F8_N9@9W;{jx25lBbchJk22;Zd)B07n<J6}OeeGRagEd4INMfc0qako+
z8QfW`Ps2sHxIE1Og)k9BX05l)t5g{T?jdC|<q4|^9@&??ye}M?SFiISSzLvxwFHA{
z{Ox>t|9T)=a)+g(pFxHE1itX$zWxTqSam{=|4cxB_W<r$m|IiaZPplC7Se)W97kVk
zNW5TJ)lY+?_(;%Pvdf=UR*7d=`9ASE+TQp!x%oDd|M1xV29v)fvGgX-boriq_Vl;1
z%4$z9ZB{*aYdSeY3$RN0xwTzodWIMr3J<cUTrgKf%>xTbYzw79L`lbXK5)(A;DWIP
zQs+a;M~Zvo9Lc}UTkKP1t|fa8*~oG}!^>^5LY|(T5tT|1n+FW|F!%7zOpc7vS3cM#
z**7#O+|gfa^V##qpcL~<(C_`mq<egK;kAj*AYP7D3+G4}Ae`a+hm64c?hl`V7Ur%w
z?|dN~Yxtr*73>913PM~s=G}WL0mWOK??TDv9mZp8g3LN*rOJMI@UT?7O3ZzzOvFNK
zccF#IZFt^LmEM!0G*yIB>=TRFm$XKWCKYSXK!Y2Vhbe9FZfb8G;xXcp8-{X(&q`be
zgF*FopTJm)kUUGH<i;4p`h4w%1!D}Au-Vm1F;?KUn9y#m_jFDPeG901`h<qp(u9+7
zPai`HHOu;VLj%88E~Q^e;|!2DVy2B?lF}R&&sA-9_3wN5c@3M9I2+NM0|MYbSD{VR
zM@3&R<2tY@@K~E<gy0?HkW+a>Q^*_kC#admOv|jWwf~~WUi=NN_^p!D1X2-0g8!d{
z>k?|F>R)pdxBd%S{}1=#f2xJQtJ+lO8Rtcf<+da*FN<Y)a!Cm#W{Hz%ZfHqUdVRER
z8r)6<u;@NwduK`dD%-^p@_f;5nKr{baO0Ha`eDtVxW8${94?3O3ozf8IRd!OY}ngW
z#tW=E`~mr83h`Cwjn1%p7shc`xSjWkn9pPSpp)F)9i5SADT&`7_r4~a`m@#(wB!o5
z+1lN;1(8p(Sr5fg(=4b8!#g&GcWz#?VT0s)vOl?(AYSn2^I%l#(<&_)8n23pIq?qn
z<xCacDEmO(v1-2Mfmv{Yt?K3y--cyG*JWr~D_y4#*kPPmUhpm9QN+_1A`V|~)Hqzn
zOyfRz1e*_tmo=&ZGI^fsJhnj?NPM%sTesF&(#q5yTBFMr{fnC~wTk}9$ijtkb?5n*
z9F|#XC95%s%~eubC|fO+VYF?c^jYR5&_v)#xdIF%F@-CAI98ytGugA~G2Ppnn6_(S
z&l&$?P;a*L!rJiX3+EK>4}v+)-t?z6ciw=xkw$A(FPrMznJs<#<?Uo+Pp*?jWyIDl
zZ_{;p?k?Z386ga8CWMNdfM&HTt_84k=Q-JP?%HO`@n)R8KmK}-UTJ--$<+mg(g-Ef
z6;)l(;x4azKS0vc=<d!HVK_m*8QM6;`)=j(Ep=;i%lO)AlB(m+X#SGlk&5`kRs^k$
zS@U*Fr*b!m>M$9lx!b|w*CMkNO7ef*$lBfX8+~8-W2^$iF^##iP6#n6&1l!evrBgQ
z^?4-B!c4So{X~3FZTz^x))EE-Yn~L>9obCx%~X7>w-qZ`8^bU;sc8O9GmO*)_Ga9)
zWwC{Q4C6_YaY;-fA}KxFtn;qaAC5XpK5%3IB<cq{pGkP}12q!`jeWY-Rb!u}nxxaZ
zWGX;U2)KJGYB~GXY}gpr#p`QKM(N+T+Ga{-6L+Au&a)UU8F|E9lhE+o;T|+oFugCi
z(|psHv;qBot0gc|ucet3sOlblaNzV;qT#P4sV}ceuU;Hcpn4He^KC5r$e~_JRCZek
zcamyI%!n7Wbz^Ah^9^w0!p9yiV#5g6R>RRjNuXdh|LKk1)}3*5?*@YZRI#A#&8Ukk
zuO(*<^1)?~brt8?rocW7Z9ub+|5V5MujK<5w*s#1Kj9;6QVHReTRpCUncwyZ3~c(x
zifT;;AZE!A9j8BbD{h_Cuo@cgrIcaeH*9fMo&av%ndtLro68o6q|kLC^|brX_&t3w
zj)0Pk<bIiJ0r1$*R(X=b3^UDhF7{$}J+rMpQay)HCrtt7LW!G9$^A?)df#I&&C@^`
zKtD8+c;gYOf$2lt4e0nZ=r2=+r@G#CXpU{~`VEWXKEK)X>HOPKe^Q<O7%xLt=w)5i
zx)b7g2pX~~Q|`#%(~(Om_aubMY;h$96H9=Pi|^CWXgVO0=eZ6_po!0ld?FBgH*_rW
z)N#(G*56pJ(qV<QUxWbMeeiRNc)<+|yWBCQ4WbJ|SLq9A2ytw1+to>2yweMj9XX_<
zB35UufYjquexKi{(6oKPJur@xYLzLY=%LzGZo#-*=|1AwcGHyAbeTdae&6>w!c15r
zN7QX+T;**byXlft#hv?BpfV73yyv*h`~n{=p@8w8hRv%cl~zBQ-NL)@Ns!fx%h5{k
zz9sqJ?QtsnLK_t%i38!;46@ccT;DDtVg1%JSgRRUV`m$i#wl8GhTWTtazegV{Ll64
z!<|N~RnV#rzRtk@Ot=k(1J*q+{pxId8PO82QZ9ZGYfc-%$SLw9B?o72?o}V|Tzd?2
zLqG5yV=`Mx*6MR#UQ&=;d<W09M!a8$?rkB0&*p|r6#JZpe|d^*@0uBeZVmf92j9;S
zYsJG%ABF{Z_=kVy`IzX!L;Q4(YBUAhWSmoMSe)`{>Z5Dc+mmX{dg%UCh{TXQ6B9xV
zok(nB#Se?IE!6)_!}MTs_PZ`&wra?QFdbz(-Tfx+p*-KHgAB&Jv8+CDmkj-VxHi#}
z(vy=s38%m(?0LQrH2IeCBEu`rQQb<bl|aHzVIz@m^^6Qk5rRZl=5>}Dh#h-8>atui
zUD%ml$Hj~<Xl7oRsOWI~ecE64Xg{T0%o91<i&$Z=@Z+qZ0Cj`$+>~8oCw7;72IO6C
zvJ;}MGKN8Nh^X2UW1^azL~nskMPObGJyeIu=G&$ln<GmOAMrO<Nu1U&l*`WRpGmHw
zmEXOg>ee?=<y73MU<n8iyJEvE83MA>(B~%@+*o&d0%5o`V@_9bcqKNonWK^*iof@S
zr}|4`rwX7V(x9mUeYJiaTFPDOs!qMp^B&rPl{zn}>m0Ix6iV4r$&;!99Bg=!C_-~R
zyEDMd=C&a_jXW5>@G9V)ipJi~0p^_dPa2#a#wK4GHD+oY!?K+`Q!XTBF<_Yaf;KGU
z*(>cx@*@5(p$u!zY{v^-RhXE;M1EvWTmJA?2ctI-ZG+o!^iV-`BTJ4l^c$j}@#S-<
zI#%xwr%>hjzSC6xlfP*csE=q<_D}Kzn9%oxY1z=sr_|Am(+YZx-R~BI0V7(}Dr!qu
z2m%o-*jtC8eZZ4105C`!eq<znJMM6@J=n0->%zVb1bZOr<nj$LxLOAu1h_gbSPI8o
z!m1A}cXmi$olcGu*}pS9(x-3b6iX9WS$0$JN)!GANfZHXOO*h<@|UMRnvVEBBSEeE
zvu~c>v^Rdwk7e)#rrlM_!7)th*MJH<Q>hOMv*6!2d+KB29~u9jz}f$>xBeZ#{*Qv_
zZ@2uvr!fAbQuJ>P;`fx?zZP()90N_RvO<?wc2AKYhWJv^gdLh9IxWU##evH#jp>73
zV0M=}jhOJ1$PU2uIO&+pch(>k&MohfTYtnv{51V`NBzRbb6I9Mu^1;bgdgryjlb}V
z<!JAZ3rFuvy=jKiPKX`qtij>=R(<B+#ygVZeszK(k%!2nxxmf)7I*pZf78Sh#Yhi)
zOzmkyNgt-i)zot@|4l=GU<cTjy3wX?>TXZ6F@Q_B9;`18_cfq!T@{5bWemV=cQE-_
zaj*6>_9``k#eF5!n=Z=S2@_JOdXhc?_3nS22EL%nbj81?UneFlbJL2l9{~%A->Bs$
zrE{Ue{!{@q0>?5stjBhT1+J-9c?If!8`C7=u9Wh=aHRfqz7xi4f%6sO=bFQ5-_3un
zXtlO&>OWz=!XF2cE!ej;Zfa0+@%HK_9h~NDt`t-(cZOM=gE+Qr<!3fqCywY6Ppj_0
z#J)JR1u>Ub?xqe^8sS*Jg*Rh^g1$^HbPJlOaU3EITcWdDq~5h)4-;tXg>LI>f@g`}
z9y2-%WhpUq1Y(03m_iSY8zPtgV3itYxZ(SGj&qF@efMgfx}`Smuk>;y_47G3DNYsj
z^R0FXuouFAM6x3OYop$Ufb5$i%IcVM-()@NWpU<xu}KF?3oI(#DEd(~*1Ku$=l80$
z?X9Z(W<}k|2lfF7+<zCMoi8a=+2Q><RKG^3oac85cgecPK&XzIvGidQg!eo=Rf3j^
z;+Q4I=-{aYxfHO@a8PPw>$cL*uN%A;A$@dMIGUtuUQ*asS>qP{gLwahz!g~Ea?JUu
zTCVr3LUxo&*E=Xps-i2UntZaM8p*>8;8-^^qC&W3;Oden>%GQdg^eH7^xDlH)vMi0
zi<07Bb%JN74P(FxG<^HZP=rOrkw+*rB%$@QMsiXJjZ=jQ9efb=<K^Xii*1W$@UJ?p
zGolJ4TN|N*=1K9_)q|RlMv?HAcqKzEM3m*Hi@glG-<)@CtLMCwV)C~^bFn=d)a3*O
z7+*6X_7{-T$s}U0G3}+ME2GAqkB%T{_q!4WqqfAgkkzlzpMvzEzl4No^vC$#xcx%^
z4Q00e5*RI9Oq6;bs6xe;ecmzkVrJ0iRt}Vkp#IelCVmOG66Z>ni`W<1?%C7w5TK*#
zl|oH+%6|rY-g~?U3FE~jPG1EPG++B(=;?o6f@^&IWvfNh#P@63__)Nbh`CS($ffT9
ztfWT-0*i5C4-K%Fw+iZsyXOJf&DVHj{4KAxzJbn&n#)<b5^kDgo%`S`_>9AJ(2YU0
z)nFMpl`}jXR)`4@r1=)VF^iW`0i1lb<tb(g)_f$_AMW}7iFI-)`}MpOZ3uRu%1=Q9
zk3ZHPtSmc+QB=%lj#uOH1tlX8M4rWumH~qQ-M022;TNX`YfL`cImJE(dpdpzxIqDt
zZP0dyopQT?PGl+UQQ=eV>f_^?jq~ZKOUtcaN%#MHhUx^Y$*smb<(W*MI9s=a&ngYk
zP34%mgD#TOX3JQw!zVSawK>}hqAEZo_n-u(w<k(@TDbb~9K%fONKMSu;ZGK#^=WEu
zZ54@k5icJ-3%J<29bKW394e{poF0;EDhy!Lvs3>P-?IfD&o<#R`xV${c}Zd~hUagZ
zQKy{UA$q?n^kPI(M${nTCz~!e+i=JAHeg{PhyQD76m|Mc+4gxt>8k)XLrw3uvmZ^z
z%B^(i*o);%!saMuC6!$|0w4$0z2SA5x8+$vW!|*zOSbWu8*7dEGq7@twXGA8mJSw~
zN6r^p`5@Mw`FMd$3wTrYRBO`pp+aM)hAb8GvoDG_gFOVaquy4^cyg9@NQGhQvs;g>
zzSo&BBeRsVQgnLi+M4g5RaCDRSA%j;1u`Zoph;eHH-)G>(JxNQWE4?jHj(>~veRiE
zT+T3UhucdMtC5teS5FiiCoFzN>@Rr23ibUlxRp&a?PJbSH#3s;mJJOO&B_p&u3Vsc
z_gJR(@mo6FXT+C4*V?9cS6rXJp;&xm$tS@92NlD^C=RZe4sEX0_$vAPSC}P*ntxmm
zYpH}H=jx*^!0VQT;MPkL;HfG#Mhr<Nw7THIfmez84+`24l`qqs$h#b4X9>0mLCG$I
z2FBG!H*+v`{)&r+)(QJiL(I2C6EP@uBSMBF+GAieg~W{&CMhKYU*Trs=;fEotjEJ@
zP>Lw*oyb0g&!bXc8Kjatj>8=2F{^+U@ko%;5_PYpNR8OB;Bzx^+0kgBPIK!Ed<YlO
z94AuZQ3+MG_qf(X>(S*we(@^Z^LF)MmvF{Z+fA#iWjWt0(1D}RkGidNmGm#^^%4WF
z8z}{T{dpo%bR%<}$W$(894OcKW}lcE&q=AK(<hch;Sxcsy_>Bam3t0%AFCy~*^O_x
zBJ(&QXkPY}O=%<GLRQuT#Xc|){&^lqF}VFMVp-=IQ3xP%IPQnm$GU(QB8`DC{yX+1
zr9jM<=jmNz@B6TfE9F2VAlPXp{u_2tN6kx+{ZxA~Y#0Ge$FJo}t>1}WdllKIE(bD_
zzet$xcl8|rkW^HL2m8SWw(Xu5(jqm0L07NP8RC#MwlqMK+cL^jg=lrr*?+JX+CG7H
ze7kElTC8Jzz0aaG)zbBw^}w|zGxRrngYi2ao7@-5bePhP3|p(}2Vuf96{e4pAK$Db
zYl+t1)gqhbPud$56>dMs)1jBP4ub~iLIw%`;6}tEi|usjyID|s4!gPe9LvE!io@^p
z-oJ;fe&gcUAveG}?2NyA!#95G5dTmuem_Y5wSD>DKRoT}@w+JYzgQg1I_`lF%|{0=
z+#eF_++UsRp-f0;Kq<m7imPpz*I+Yb;ph6|m)-sRr?J22?QZuG_9p)*XK7oe6WEJ8
zi~n_2Q88Ch(S&74DR?=jqbeJe>_D8{@~pRvD8&qS{`t9!=Ene5(VVh^k{%Lj)%*#(
zbWn)o8z6)!hw(0d*5FlghWbDBnjZ@29b9Oz=7g*J%gQHyhwY^<F-e+*TiWhI3e)wl
zABvGmKF#n;L_^-cX&S5{RwH!Fx<9I>8KwT}W`gFKB-<vvE(krXA2eQ8<)!$rZ&&lB
zfLw$La*3A6;MEO3L*jLkqn$^CuE`bO1AF5qZ>mB1YiNd<rg#0<FmgIp;h}6tk^q*=
zfn=Xy)|B2DUPyArLp|<N_MfG=vOd$|Nrt+d<p|G9Yp+q>%bt6XmruglFf&sDt*1bA
z@(tfYQ>^9G$@{>YX^h$`>iL#cJLeDK(4vR;ZIg||l#PHHTjBinvgrcMYr9SKSa|h~
zI&lHT@YxQ<OmKUeS@mPTFp5ok+QkM|Rm;ZGK$nm}dA5?)JW$dPL7!31J*0pIg>q%^
z9q-wdRwj3w&*+z}B45b<m#kWrT3XLxG9)R*v)uRDZi-dF893iitIT_6Oh}qBRUA0G
zrGe<G?2}mSM^0f;rPKt(Iot{lf!$%Arv8?PaN&pURe&7bxQMSb<KV&X5)OKN-tvsM
zPOWC&sw70LpzcTlSffSDCfTC-ch-p~S8Q|kg~BC^)N%J>!sMf!?_n*nhE*;wzS!zG
z|K=*Wm(0@wkah}PcM0Sw59FP54J_(kmy$y=96iLSqsgJ5`r%ZH@Hp-PNg7tJyG%_j
zim>)B;wrmT`c;VZ=9vK=W6EzVk9LHJ>xoWne=>gcSxWO)__b@w&4;LoI}w|4XEn%-
zWVR|i-3^LQ6Vl;{No17h3(Mh^DV*~7bj&zpdKNG+;D)<l!Rz}K8o%~AQv7vT!&9zn
zW)7pZ-9Ea=>20rfpAZk^;uIH)!+pwrbXKLzk!G5Pg}wi9HmE^%&nSUwWx`P_M6u9K
z_h1psTJKsW=j~vi?8u(w>&C2p%zn0{Sg^Obe-xbK{KUjp;#~wXtB3id&<&WLrCDZQ
zF%2nz^XNHuq7GFo06u>unTT#<R)kvvz9){H5Y)WfLS8T(*WhYkSzerFV|$_b*}Z|k
z9xJ)<qvNiSF6XOAAPs@hfwUs9AIQmAvCP@H0Qt;{na2CV)aA2a@~zafiYw$Ni|~o}
z!wPUFS4K@&x_t}pfLF-Ke6OdDa6ZqszGNzNu^S0VZ{lawllCtn^BeskSB;b2NL+g;
z3|LNE09|fM8~?22nDC`Wp~;Sem?Blq(qrKpH2YKyU$T*5A5;7_<ehbb;dAO7EJ2`0
z();<uu*!FQIP8O*Neby3b(rp*)#S6$kMhaYonx_&Q}S6*KHr$tpx-NB*hapT%BaV?
ze6r6d%+~ZH-KF<S3Z`*aCPI2OZ`}~qW_z~%Qb(qp&`8tA=5mf&^)B};$W0LIc;+Vi
zq4!JuV%vd<(<8rWed`=d+;g>QAAc>b8eziw6O^P!0t}uj!>unEkGI?HipM7z=<M{a
zB*h2bHK8Zlr$8W7s@WZpiiC)LJlBx)pszbT8`TpFa1<X8+i-4i-Jt~WX=Q#!wiPNc
zAs%I>O?}J7j_Ek}RZ8xKR)LpZs?OPpb3YLWb8=HhSY!1$>DX_t#%fgsH64Y^JshON
z5uAhkVVTlfdKJ3|fr6r1V4Hon9l4^%K~=L&22XiPQV4cd7Rl(2P-jB2irKdAgDy#X
zj?w_ho{LOg0G2On^+(%~w*!DO_h4L?0|So0xSt#CL0#Wgw48xkx@t$-gq8gYkuRk_
zgGaykT{Ph4Cv7=zgR34My#*&m>~cS$7s0s6!!YW+kEx`qmBu67p(Gk7<;*XokZIL8
z&BLS?B+0Or!CpNHYrU0uKC|ni7gm8XGd9nAs4V6w`gQ<L;v0Nh{kYfSl_VDt6Oz@e
zfEF%FUSG8M#0HEp^D}l_FdSWR7MVkqT4OteLg!?{F4+^gzgve_hz6CAWOu*(;T#tp
zxz((-Yo7Cp<H?~oPHC~RCQH2#tr`nX+_0=IS*Z>M)diiI%_RC37F1?zT;?&j>46XC
z47cDAzC>a=b(ca_*38I=vq*}}$v^)S5hQXvPqbak%`aFCv*5bYg0x2r6vxKZ&-7#s
zKUC?n2%t{ewZZIF`Yh8g`@SsQx3{wuYu3Y>vMp|-AcnAxCf*<AxFN(&D4<VO;nlmn
zB$x9{L#Mo^Y6X@qvJ%#1g`AmoMUu(LJg*6jGI~5%5!WX+?_)bzt9D&ag+I1ApvqZ%
zY(3H<;6SAUZ9wN0m}-M<qrKQU+CV2cQfR}goKSICJeejy{;ReMJQkF03Nn4IIA5+s
zjsT(z2QsA6qbBmmj~5~<4~dZ}bOe?7YZ>#kfxy#cus$)2RBCL8)`d##bg%8-z7KK;
z5yw<)Z5*3g0|#(6g?b3=@GEr|W65!NqJb$hlWyYeiMa%uN-`{ch}n>`h<b1Z$UT|Z
z2H;88eV8>?(1P!~x(5u**3bi7S}5I4v=phGeYX?yd`oxU6FwQPIA7IxyEDnZ%}<wV
z6+yf%Ae>aT3V3yO8E6fYmeRaoGy1m_YH46U3$prnAtwjQLRE4bv%|W08o<%!*GJ(~
z>K!ntbD_3@TJys`lTVc3Z@R|eh#{-v>8&d{64fIk6L?)+Pg$Ah$N96gy<2+Xpmk??
z1P_1mO{NHI*G-xCWCn_ki%^+$OsG7u>{Nr!WO%TJCp!>kec{OTI^4hX?nR%O6^cWI
zvIcK&OOAy(*xvex`5zY7zX2$he?MmA|Esqb`MZ7K^lzKy|DFT=EwTJ(^Wa~r;s1mv
zYhYh}SJbQFUkIGMplW8-bG7Rm_XG^bzk0369^__NQ-uDeNqFY<Jtyan8pp-IY3lDm
z1_<HOi#Wz-AMwh40TbBZ(Q!4tgpDYa#PayYMatlQ*hHj(`?q!prK20j5ssi{jToQ1
zmZtuaX+uL*y=xSZ$Lo8sBS>d)a^oXC%Ql6EZ*et7l<y8V0Dsfi(*I2p)H+S2>L0Hr
zS8)c6SClfec+87OcvkmF+;rhS(LhouYL4Uk_AcpY6*|CkCRj+_ak|F-bZOpSRA5M!
z({$sweiEe}m3hI|t|I<Zq&OF0-`I)!ZSTuYsSr%ybB?eZz1@FY16g0FbZOG#a=G%F
zcW?bA)1wyHwjr*<pJ!Y5rB6`g2`Dafwb=oqiJpJVHdx-~j@qh<#X<tyRoM}TDe|q;
zZVB-cK2o_!nI|=1%&?>`H?8whNSNdW$;hvkd6rVYw8wGTAi^D=3SNt>FZH&g!b!o3
z0exO0tGhqQb;LtoySO-YG0YREwSZCb;5cHnA`(+j78-&fecbDN&E&zd3qyRkkaKoq
zcQJBi+Kg5$#V~nm_i<8!a*b2Iilvk~CBaK&REEgPHRL>vStTv`d*4_8f&={w_tyOo
z#yEE^(C>`dI;SwqQd68A2h{Ud*A&=4ZvU#gxHzO<{Q)5$7hI+xdFQ)joJ#8(w+JP<
z%vEOn;`iGG!)zvj3-R~?)Fl=ZkSHHG##Wk?Q1`To%&f5RhD7ip3cui8p}JqerM_eS
z<lxCs#Pm`Q9*qmsxOj8pnPZHdLHJz$K<I7vO+R@!Z2rg4i*4b3`##>;{FB^iQ~5^*
z1#f+3K1JDX5?dMHjX3Ya)9i&`K)Y&m0glu+)?o!I#yB@H^><BrwJj0l^E#Po_vB|-
z;*amNkqXO=sacQKVHCl6<!_pUYx&*2Jg;-+jJ*(N8Mi%D&-kkF^|h#3dB#W6N6k1Q
zqj_0lQ$=o4siE&?Q#r4ya#Mm3eUr$EKv*N|trogw!yVxm-<PzowuZ!umZ(kWn_*4Z
z8}Lx*+o8e(ueFt9)S9}^+I3NGaHK!AK^8Bw-Nal+{2b=gG5d2n%iIlid1ehOg<Mh}
zR#qiRJwNq8HM4ab+AX9bT6w2)m6f`=7(Q-?8h$uO0M@ToN?-0%Dyr}<8wbd2>#2+B
zYO&L&XdC()3(sTZ(GvAK*~`^Bfg<jbf`HeFJYYdU8N%SnSn#zc0cJ?QqKl?Euza2l
z)=%x8XG9Ixbxf);IT$=D1zD_w;h1ul^;DIIo1UZZ{5bsyjHB8%gHjveZX{_E?iy{X
z`zPw=q)XX{vC1tb*^u42tzA2gq%vk1F@Zx=|HpIe%qyi*1oMkC(Bgxk`8EX9%fsdP
zD)bpHU5~nVn?1<2+oy81Ph`5<GaZ@KG`gqig>e6?hdZI6pVn8Eybz!0v+YCp>1<(#
zb$*huYunqJdMKV@CneoI`Z)_;HS;BLU6$3&Zz^iGve8)s*pjuxdt>k>^^>*q;ksm3
zjb@Ym!dAl4hfQN^-l~3oa1PnawEPhZ)p8MkQ3JLQ*cp?xV8AxIg&IMm)(5~!fdxqx
z!`n)^LgkW1K!YsI4UoP_W&0%RLYcL-z6P~{=v~20HUsz#FCB_m=nR2K++;OjsWg<O
z+cJjd5DKLOEqOM5S{SI4f4v6EE!%bKpK;awvXKwNBt`&tYiG)e^2hV~oCx=Vo#A(2
zD?zw=YE;f;0I2&Ol7e_LcUTmA3zi<+tW=s)WnDtvT$4&G`~&TGmaPkus`yi^YELzF
z8SIep7syzg$_X25(*0PzH(sc{%=;6;8DH~cX0=Ph^L?e?Vc>Vr1UY?PMe}199^(1+
zo*-d1@t#<b$0uvk>n0_vnMM9JPj=6;iaZ7oyKvCc4n?SIUD7vRp5wh0mFH|8PET83
zOn$d;yN94;b<L#>;>YRji{^ND3~v_5R~Pp2m4Tb8xpuK?Fymm5xnNg?6vr)#SKOfX
zqMdqsBkt@o<j@+aREL5=y@TLftUvxrYWa3{>1s#f88KVa@$yBQmFtErS+6#4YxzW#
zOER@2)HztkVi{Nr`1u`G;A;;$EXoepCkG5`0{zk?W!{;oPMQau<*8fsjlmvTLaIHi
z$7p^cbJ}OrzsWJP2jDSpYUfz%1-mZ|fHGxl1rVPR>p%C!BA7WZ4c#2^_b`&5Ewcs+
zsr?CW;CrjFR~(<1wKZKbiS00V;i(iG4-3g61+vL+xQrIfJjvaYU}Xqe37_?AjIw~H
zPYUEy<F~br=^e9gF0gx@REx&F0wsk$+=g>#A5#TQa)2pAGZbKM!>%HX+AQQIfTtM^
z!*jOog|)jnohj0SUx%TUcDdi0nIJ3c8jLmHv6hZ%0H264L#2QOTALf00nUUcYxM~h
zD<qAcK)O#AWo~YZ@5MW<T<mh-=Yu-tDYs2!Lh{PnGMhH2eO6`_rJp(8NLkn$8;@b!
zw<K5lwhCsqQO`a~x_%0j!oe<Iyw&O{!=0b8oUr9-+rV#73EcFxYK5j9t$zGeag&3#
z3!q?oX@+vq_!eRdT9#CxM0S+;;JIcvY!H70!4B~u%L|2DGjTkR#MzG&Dyvt{esBBP
z@h>TI8f0HWDdS5F!-gIeZYXoeYv~B5O1=`+=Y=Yl>sD5O@f0^<vZ<eb*2KI>X@B%o
z?ob#t$wJH37v$(8Ig*=0=~HSo8+;3f6j#b=;U=!|@+0TXz;IrL8UFyXtHa{eOjNtC
zBudEGZ|=-kIL$stk>$gBF(tZm^w6TcMe&}!RH2kJS&s0m)1WPV%e|c%!hIN0wnZ(B
z!W!N+PE2e-W+7m7Syy@4#E0C+#^!Y6VHN3;T}kGZlgw8ubl73ymH(s6{Hsox*?5&&
z*|_pw+vWcVHvjGZ{4XO@|D)VAW<o9?8$Qy#6#1m{H_f~^CF4=#pCL=?v%gk;RWz?#
zr~_87jdSfk@?>@<r7-zxDknwIeb=k~o92>(j*aJ?bD2B<I`aWAgcBk0%YEjIjMQZ?
zh2#NXW^pYfZjq)h90}}*x;~zmhu{}Q0W_A^*JRnAFrwalImLCD61eV)an<h7Jq<e!
zZ*^(Q84(o0%mEzU%RpO?1J)rdmdh}dKyaw&3^qTb@cs$@N1?ybw>YtwXZeM+Aw+Y(
zcFh4Mc&1Y^QgAb*eB~U{fH69Li&OnMRK)w~(e%gC3MKyK6AwoS9X+u4Ve2VCDfl`+
zgFL|MW0+f}8<BdjbNkdq)~l^skwn`Ex;8@1Uh4WOF&R;|nro6Hw@$l=^C~g$FnK)|
zcwt=S!k(FNcgz1_?7jcl{`<dgrA2*=8fk56OHeB+R;w)`Rs}(f8nqJC9zk1GirQO@
zwup#G)ZSWquOLcQYwyuo-N%{ZIKSWP{9e}&*X{fl@=o4)y`Im<<9?r@l8AAekZQSS
z-#ksNCN}M^K9;}=f(jE)D>i~QNb=(gwn>f|G+AnLrav8f1OogjUbMNpX$d^%rN$Ul
zr~V_t+M_Y`hO)-rmWv%z3yv8T_b3(eGl-2oH$FZFoVq9j?|XoNy16}fK_S_XnnC(1
zR&_S4Z21?^AC|IX=jL4B^cpbp;B)*p&Q8~b7GlNdT0Z06oE5)<kwsj&3G1D@5Uqu;
z8`zNWz}8Amhfma0*7+ZPX!hOP8CrS$df|D6t<^V`W!+}|rq-h;zUr=2jk(I*TSw7k
z#0~2+ICbskHCCd3zNvNX$g1?Ize1X_>CUoRO5NlsOw1I{qB3lG*-&TJR6?b4ML95v
zfrG!jm`_%)K7zA~Q#m~^(=JTt%(}Dbhw)w+0GJ8a7tc<ab{Oo91M|XrmOTu8R-|~@
zK~Id^|5BO_oNuYnsBxg!y2hNH;1pFkn=jS`PkvR5Lu)o)i~oplcSpOFRQsy$3xF{d
z$22@%XI7Iq{&^%Rc`b6Yh2-hN@){vok#TW7CCbFs$5wt$ncqt6<K(-21LP^&vwNO~
z;PG8-Yk#cxEwIH*q!mg`RxmH{!yE{FY!C6!HhC1+<FEuJ#TEfa^8fL3^zcv!h_I5~
zU&)7!@QR-I*&SaHqy+Cf7FKk_sG93{vZxgs2fuZyGZ~zIBEbCxT1*>B>AMcoV#TKd
zdd*H1;)~X=9>_g!NZ6o`l*&7W@7_~+rifBYY->xFqOAM5(grwOyFGRH44>vcfPF))
z&x-n4c2RMJF&-x`ym*7>h>wIE4RZGiLv|VShp}rG{-qk}TY&k9$yWwo&-)S!c*^sc
zwJ337MNNza^_hLj<OEljaVAo5vGAl@rz=R7^M?I-)fkh0#?LQYc=zyXv&M#B+Ru8f
zd`#)?@Mh=y4cDrAED8M-%@fjn$<pdQLz2~?uiJ}KcU<zt^yPl$72>S}-IIOCi8i!|
z3NYL0N9K)W=c#aeDtq+`qsKSuZS6W+B=wz8iI%}<2w4g}FPYXtvmQG7*jsuH4+&G*
zvoQo%spj>d2OHytIIfse@*OsPn?ZqAL=u1Pt4<IsY&h^#d&}C-zSd5NJwTTHrURHn
z1M@A{Anv`NGt<b>0C<kEOvdr<T9W0&GjGX^J>X(tX3T_PR9!Xvat1VY(!ynJkLQi9
zE!|DrQ^Q!oZ`VexGrlD}#mSq;;AILe^!ClQ9A{@I%Jny6``pdSH8vlCH)q~krqoDU
z)zv8`xfIkVPG)?{5*kT#x&6?Ojx0^nVh8{$`@(z{Yyp-Y;4NXH$<7ge6JTVoNBaG+
zz@E>F%|(74`sn(5Kkg(sS=T-72~Y?xo#>rAE8h7)9#&fgT!7=#kvaxo{j>Wo=u$N1
zsxOCX*&8e9N+gy_;{q@n^%chEYGwhl3kOZ>vT;&BlKnG`DG>J|srEwOn|r+{0l(jw
zhUXx+=U;N6!VYa*rE1SzmvTo}+AFLHLS{Zw4s2W1(b_1AgGWc8;dP;%pk_Ck;<IKf
zQeUOyr;ym9M~7^h@NcSM=!f@UFNN$E$o)7eF36^-=cI&i{nLlDL0Q6q7G?Q|4ocVv
z!2@}g`+orf@5wrD04K!(o+7UXz97I_QcKX6a9H_S3QbYjY3cHct<6k5*^&#L6DDK4
zz?<OhwvDuKTm<f44;-q#Q&*EhUA%i`K=2jvaef(&)C_+OS;J0!Q#&CiX){wCJ<Q|^
z!{?33eJho)P&L&0$PcHa0JNIzJ(MAMu{hTwCaG%2bTDznnbj?!AM}#i5LdJyGcmM_
zXc)6;@hnvbj5Zn$L8>_f5`Dh)o*eOlFHMN4MHYME2nOZpj(2BwB4kC6mEdw^LEy_g
z7N#GSzLl&vfQ@q<8?cx0OnqqnZ~6gc`Q#?PLko%dDyyuNIK0s_Pzi6!2G?uvss`X7
zNK)a#p+(i-(^>wZ!fz#>aTli>55T4nWxXH`L@^~=ju=a0!ItjxJug|=GsN43yH2F}
zFOUTu)$7=$-qy5wUogSItWIC9<l{(t+=f8Zkbs8&dYeo^6d_i<?;ccemf+62z{mzK
z4o<l2+d*{G1Py)zAuZ}*8p$gQcTDvUX8Rq+=eX)1gQSm#Cxpx3Z21@k*zto~saZQd
zHM?JCWJ#eauxXYRl9qQ&c7?%MxPrVd24+o@efR>S@@ejK&jvAttQH)|r0>R^de<12
z;@Wg`muM>C-}|(MF$+1`<>6tXUm&)579B{_=ovoHa<BLHS@2>KM3`U=RikNN^$)h)
zjYpNM8wcp=E{kmIknry<m8ik|>o#ffvH;~IECTjZ!~8x%%R_Am2W9Bc7a4&}03^Nx
z(t|_e7T5s9{=#4lFWu3Moi9V#`?die#n;luU=kCK^?T1in`pBIZPV}4X0DLE_$^dj
z?_fBfR!{M@_HA$<P$(sSF3Q+A0uCTq*XeJ*sr+W!8pH=kBB%!GSGtEIeStltvRz0o
zb6a&)&obRaW6M4-HA;=O3c*XJLR*PewD}LP>CV3gH~*c4`TrW^Xt@?qS~2JUw~bSO
z!p8Ee7u&1h`$~AbOsnQsMaO)q6EL}>eJ)hV&aR(g0=jt5JfrsnaN-fI1@Zcl%=2Se
z_^%)ThWSsiUmP>XC(XJeH2%o;ly!jy2V2<Vo^Ff;GC1$oJJs6sW7wY$|Dr3tbkky%
zeq9XWY8iZs+cvMeM{&tiY1{UnfI6X%b=Z@)Gh(NjiZ!vp6O;HS_?H{<$_G*{yAy1z
z+#>4^X%Ou&d^oD-BFi>04sWpn#hqf5?Hg;>n=~wsGF#ZEERkFg(b#IM=C>)g11?k<
zbudCMbkq2_Zr<dDX|10>kjQCudVGVFZ5Wv1u%$eZQ7XPrD_xhPtZU(DWe<i$5QQUR
zF*hvX>>4a-7qI#-KVs1!j<y*po1LqTYhjS5zi<|dlega|FRSRoJJ4V)6UdwXJUycn
zjcJ2E?cty|;MY%!XHHxU=mNYrFN;4ja{@IT<;Jq@b+2r$#|I9Q6M2dZg&#|^F@xSL
z@f`KmHMh48#s?609TWbkw_yp1UMNevlqi}=U%^XX={S5nsYV<05oanJP`de*JNrgd
zu84&}oSQm*?IHM=6`adWe#;~PbI|^lAo+ISX-RW_^+ty4b>9ve5fHDtqb2O-7|@0k
z&ht373kelL{=<Ph9x=hJEJio4E>cflCAee?`wcXchi!IL>^}UgRNr~@NkciB5XX66
zw?bEWU4m(W#5A}~Z4;N24BH9muXmd%RV!kBe_(2c8E8NHc2kzxnqCO!fdhf?SiQsR
zmZheZ=c($gQyvKk9}KF7MBOBulB_EYz4<T<w$?~h_~sfN_L%7Am-AL@_y-(yGNB0(
zB2=BuIMVFLKb#Pf;{~eHm)JqW#Au>f;7E~{2@}CUSY5Sw+r$%AD41xLj|l)}+(!p_
znJG4AB2z(TO-&IA>41Py|2}19ilRflbOYw*b1n6^z$N>E<C~wD8iJhP9#oOfu1YK8
znIqbABO%LK(<FqKC0{|BHi+2Nun@{QK{C1s97u;dnC47z8Sn!3^@jrP9pMHK5pUo>
zgBw$^E2ktM`BI2?%de8$UXAbZHS)(H$m4?DmTF05P43KTaIrWizj>2IMhZ*0TJ_EO
zd*{fPi^h~|q8qqIs)F-h`H^iKQgi4^v=U?c;7aAvcJZi}X>NB2ZH09sT2yAKfdHVu
zTA*y-=jiGfW@f(HYk9N!4o4+pc<OBL8Vad?J@wie|2|as&|)^4ti$HJq97scM2ax+
zUGQeq6quYN-c`g|+?{%p*ZqLArEAyNIqnNKLBZ<9u&(gy>E|uGeZgc~()cN|NUu~J
zyCmD3qc~qhe8r(Fg=7ML{<Lpr%hc()(z5eqSvAnAdz#SF_sQ!fqW2)xPpHo$?}zA7
z6dQ({t%oVyQX!}<BE{HA#N5%ryRK%<`u#9}?~1XlHt=tLS;y(HektD$+A<6SErN5r
zk}lV<cE)?YbJeA@hw!<RF}#eMUcx#moIs^o<jZnf$t3?W1Ff2wbJSAuwZq^up~{B#
z$M->^9}i8#lcbsT7tWA|0i`{`Em7OP8p}@~WF0SBORfm{crPmvBfk^*59)I&K8kE=
z1y`%RYsDUfgwpT>dyewD0li!Aor<OK^~Hm68~dC2W$xo9cQ-6x{>G58uyOnGy`P@_
zvbNl`|Gbey%N9JN*vm7fi(~2sd}fSfD8Zn}6n({H*UUC*7Zbe6APd*<4A%2)=buXa
z%FD`Wj~Yv?0Zhw&!P2VnpoM!#{||cz`<duyvb&Hm`KHzP;7d<ds$sl&hMoia#T0Nn
zE2LZ%h!I9zY@sc-O=}qv=QZ~fJdFaXsOfJdbEQb03(ReW2Hc$0$PWC6f*;+dx-)Zb
zkI+KxMm#7wK#@TY0b4pgd>Q3>KVHY&LgF5~o~N9vkZi61m-488A}Vx}Hcq~8zhSjL
zkxOeQ+B<d-e_St3?hM&MTiCu^?=?B*U#{lzNUMKJ>&vv(;{VYTY(@cbrd}s1QX$zR
zN<(AT&er^5$|m<*t6$}+gnD%FNtS>tka(qO7EXg%L(XS<S`ZpY_$FiY)(|alGL&+P
zD7;)=aIaa)6B;m#`HCp*U?903(op8qnXk$TSrz3$oQs65K#Qu5-6BKYAaKZnhYOQb
z2TK_B1mf|cv3&0W?m83#p7(53kG@EL*Zzo75%$R7iL9@CD(!bfz1Q{F;(awtIkM?a
z&lJp_!YMw$GtZnFL%|2U31D-7@Tp%6g7RxGF72Cx>FfeO8&`3N)3+p>ZesFQ)ulVk
zq8{t)GzQu#gsP!!8+<MLag6H|;_NGw`+cpm((x&!*zLqku%pq#$3#aHd&y5zyVHGk
z`hnhA-PsLlMKf=H1G92ciV)2nFA767mXUH3vL>>K1vyJM<|=z{?{b7#CIA9+h7~B!
zq;+-S8T1#F^x{6823klY0h^g94M9cPhaOf8DH{#tc(szGjTx&k6ULzf9K!z_dwH9|
z`}fIA!|j$=5r#hAHTsZ4q+-u{wOHpXHa+ua4rV&$p#e^n095_?1<Pn^k^l7@v08}W
z#UVkr{HFsCP}{AE8|j;~y~FS`f3aeJUWJWX1%=VExkOw9Az|&h8U1V9Kf8&I3d$k+
zGjGYjy|$;}WwO|4_b~%W#+JjY$q*!;1gwX(!PE%ws8tDhy{nY|ZIPr{DZ*TFtuCDd
zMjnJR(Y)yl_l>+$XY~TjI6iF0Nw+*jVBrlC(}Ta-XRVupb{ZytaHuh=FDvQcRBct(
z0Lpy{t$;WO!#jI5Aq1D$GQU!6z&)E(<c?~x^hoM>Hs%D-D8d1(TUV-fut<4>w;|Q*
zrY?c;!e+>@7@Vg2!Y@{B-sxwFS}YA6rEP-A(WYM7wERtgPIghn4#<bo3gSw;CQm2N
zt8Qte>SD`F(lg@2wb7T$<$5<N%`}a!yKAGAq%`M7R{Y6jRS`3O!<?#C<CuTLE5>cV
z!fB(es_Y;L-0iERfdKfnA+3a#U4^nAnpR-17e-x5vwSIusv2EHaxOy!6N!@XuHURa
zy`Q3%SY`^M)blyKw=f<6PW#|pyI5VoKMSR2UF2}*UjjXxi)*xF7n%F>e*wB=J^w@C
z`mYt*|B<2p-)`1Gl*fGE!8aZXU!N5hagKgBwfZ=t`LFoj!CU!1`TbvJ)~XN@s;}3@
zUw;q&ayluO>o6-$|I_MEuP-E)<H>pImQHzfSZ43;)irk3q8B)oJ{`#gq`H~5QgQZX
zX5ILDQBw{?4h_qTr=-ep6xj%xx?0WVq)SKqaC8+{8qyA=kQa7yuW%k8Fi>mQt?|2t
z?U~O&aq9W~_Cv*0*R9z}LMh)y`Z$MTGuLT-;JA+#O-1@cOyISO?^^*;m21~1y^n3#
zp&c02V`%;Oux(*!*@X46WeRio{)CoGGw2rQ#8rmh-A(&idXJ<S)TR&6Go{HmaH%$i
zcOlTOz@5i;){%x#m^)zoIdkODC-WtBoK&$2A-@;_FYcbDWz@~AJ&II>c)kEf2bPZc
znp$pjs6W+RA&#MWN;hw#<H+>cCfO;NW}uZ7MGH$qa1I~e=WR>Vtu}5wI^m|bq(c|A
zA1$V5SQ!E~5F@C&%QN40)*HNb8L~&@Wqbx62~wXgMAnGp(-JFx{^_}?(J^?*pBdsl
zK$Ct8hpv0B=14UPMGQ7Ai?DYRLpOBp(OfXQIgL{v-=~W`O;o2vN_~s27J26!iQ3Er
zL^RkJuU~&&CwO7kv4bC0=$&Hdio1m=kGIRuQI#mp?*9Jr!9CW>Kiaa9(3Rk1W0-&D
zfYw~`lEYA-Y>2jrzW9|2qWn09=Se;ANigRpd+kM%#B<svXz<V!GNest$9`Sc2@Q!7
z^y8U<xWpYo*4&HUO|GORg_Hv(VBG3Nr?N%`y(l@G9?n$QhuW`lM_)93h2vT}Zx0}S
zS0|IKt+cERyvI#ZC&e#HZNDcj_%ReEBc~joGM5|-PRGKPhX?iftL;#A@52Ir%n_g}
ze*-IXyoUExW&(?|s6EyK9xJ)VmmfRtpncgwsH?nDRT12d$#PbZy$RD4jlx!}8Oz&k
zOMDHK3CLz=nBK2DK`9%@%$Z~!YgF_7DD2pX;faZkvB~AX)C*k`h{Z67HJKy%^%KsB
z+1dTBjt1JhFSuh%J*50xj(Exo<_mLUBc&!p+uD+1Ez;ORzuvoWL7#`!rRh?Vi((}$
zJOE%lb61tr3$Vx%C2_AS@m}t0Ij{&{ZAkUkZnYLzk&nFlkLFGB0}^ts;cD%Y8&lF3
z>wHuw<-urQ>c|I+YKwXO-M|rZQar&6qz9<JQP!SctUn%wN@sxVn}$8Mj~UZ@VLky~
z9``lf`)MqX30f(s=SdyLcKN4db$V31&Q>1>djBfwq;iRUOj>!m4wc3};Zs+gPC6+s
zP%2^`ab9_Z$ui(@Y%ovrh%s!*A!&O1Pq43`dP3!-l?LDcLBrWFdMnOtOD(v9;s%)l
z@RZp#c)?VD-#CYUNX}1Edvnh|jhZeu+!ON(=LZtqdjf2_^!uo=w9pz4RkbtN#-|oO
z7H?!{GZHid#p;c4_XUPvdfG09opTRRJD7Cqldl`DuUPY0YU^QcA(Q4>y^n#9^!G-v
zjv0;VhoS;6cFa&8QpRrc+5f~wUXGrS-$lgGX{3PSf(0<VmiLRR#@eP=aunLkT+qqX
z8^U8kbc;Pt^@6cvyr2wp-QJ<+Pl<j2l*TcFCoP&OkS&QL#h|;-JB#fS@`lm^mnyV^
z7Z<&bOxd^I>%2zDk3YANlA5TYbq5(kH;lK>lyN0c<*8S&q<%EQ4su;WgVPGDggst2
z_5Z|XwdGO&(1IPUTe9-nGrVFQoNSaGUaG!r!83qLDwkcHGE}q%iwz~d#7TKFX38g2
zTIQu}R512w3vN^@du_RIV<(qjWtYJ3%F3F)RnnQ71pag=Y?`B2?;29yb|jT-9c||f
zeT$KTfOnUzY*9-uUd7i=@gt+k5QriE3vJ(1J3L=A#U#yMVr8cZCUW-d26D*rdQGpl
zT~;q0UX{)kO{!6+Z!vL2da3X{ba_1&dH3mkwZ${C>%P17qFu1Ppm^I%H^~-(iIg1T
z4qsctM(-c@Ul2Yi`N9o<!De?eYK$uep>O{)(q{$$zT*JSJ#dZ<dPq-Ww*GU6cTF(D
zT9sx831au^60A=HXb~!qI_iMwA^MxFuYb+T2F*Td_IC`n?=-SRv%+_rR3A6+B~hyy
zm8BlrCss~z+AHH^I?U(z347+C#JlMTtVYtnzJ;rmGOK%TI(+Yqg@3<H(>)!h1l#y?
z@^M$^)r>!Xr<GSEHj7X5m(AFQh>jH>B5@Gcg^rAcB~6gqvrEiRUFkdIv=yvI`}iNv
zImUW^`K2s}qCuKox6<8nz$8va0>Cj*ek0<*SGgS+%gjuz#qL&|uuZn(*=^pdD=j2D
z#64I3PBV;e8%gr5=Sn24v<F1z=D<e-&|0R-s;}fs<%GF{qkhIMH?s$}mf6x8V+wo`
zG%J)DW+O$(D6rMW!-wtd`}5Z{hhu1B#B6NAQj=9yqhb(_Yw~t@nP=C|h4QKv0t16p
zskkLA5h=~Y0J!4=p*afxEl<60DwGl$0FJ_&aBstr(c&4~y`dNf&5y*Wb%3c4#4dZK
zc{4WS!)_e#M&L!fsyC$X0e0Bn2i;0Opl(R?f`L>E4raJ803!-Gt|1x&>_=-#GBX_$
zO142BzKmVXDJT(+Eh7EphsG`BN@lfHv5qQXA-FvSncoMidv`~M^o;C({}W8yvHd6F
z`MCI<C{R&*p=O=Og^0N*?FTB#qri%;JDTZ+8vVG!)z6gX{YN%8xp-G^iJlyqQBPx}
zT#}B|B|^#md6^TKZ~osub{gb;d5ie7b}lTq2_ak!=s?w|M$>MhmR`lB&)gFoB4&2|
zw9(>GT1JUW>TyX$JU(Tgj^USg`J~10cF}eNoKd5ax96;xI<%aqE@p=au1A<972|G8
zto*(Zp&YEO@AXm*73`fjovrG2D3+BY^FurlCsn+&7y$BqibA6;Kpx-GH)E}Y<6d%o
zA<sh%DNX7bR_`A;o>Gz&8A?)~<y~<S`<mExDSti#P3>`Z)xW6@vMlllP~sf`vl0?(
zbxk?I`ajowRuy_VbRA4l!p9J2K3ItU<I<4Ex5bYi!PXS;US)EI8>G*l8b<pPRw)FY
z!Rms6RUyLwQfgWEl;ujnV$AD4wK9;2SbI-{Qa+xs?>bM`3v{O3bIX@XLMXC7jGtgq
zV$XIdk3aw6dDYwRhj6)G#8;BfC=RyqI?bXtyRdGCsDKW(<!v?Y6afQe)1L~?@_wje
zwbsMia`LA41>b*31c~R=XM;n+NjzB%%OaNlliK?4HRAsigVPdJ|H*wnqgg)wpYRl2
z{eSzy|6OmtL!nrWfs9+IU>R>8?x5O6WsJ;$*;~QM?A`^~-iM>mIFVi~dEN->%qYBJ
zzWrzF;7RWsZg)vKZusKc8od<WGzrhbOXlwZuL1+TmP!2DBF1ad%7&AJ|Cy;Vf|85M
zau6XdhP$RD14=4z@hGb5YxZHicvC*OuV><Vh|By&DXpS9FFKv$E$GsI_Hp)=#a)1j
zt}aNdOE7RuwL+XeOC$Tsu|d=ig6V*r<qn8VX|?dL<qJ$w%BiT96F*$N>yJz)9^l=n
zJkKfD7L{yVn?8<GyB)P%z#CKvZyYGFxTNllM(zZ@*R|z!r8e!gTZ=gvjrm9Cn;MR(
z8;u7#Sk`1aowx^m1rW5&;0<&83OsI4ACbHU#9$W?7p>C<{DuRu)3tNHJ|6&SUohAc
zg1g~w&l6eqC@D-FBT$^b$=;>qrN}k$Wd){H2c07Ss};jJ`_09jvs-t$FN6Auv$eeC
zgZj(kurd4J;y9kbw)g5IB0#}$7g=tv{hTc@a`xdhpKBokyL89=Es10D>{^y@9z680
zzwK;1_s@!n=X)W>C?$t-d`0ZAv{dsSsIk$xvcUycN@Fqv#+3O$Jgm48n!jXvZowxZ
zzXvQA($^h4A@~1_uE!Lw6u5_`-!#TbLGFMCdYw`Da8R-n+WA^5&Bt*tkQnCFBjlOE
z=%|)yuKeYp2e^NQx|-sw{w^&0g^*WiV*KC;wXl}R9)|OnJdt&MqqM2o-7@aA%Jc^3
z96hb-Q0lR_b48h5(LnW;#xI(QIHfbIEOXy7zsK&z^X#c>Se-arN(h|U)jaFsH<d%<
zhoEy4FTUmuzKxl#8GNOhPcSi$S#t=`;j!W-ahXwNsX1*==ZGBBvmp1gVL<{F!jR)S
zX<ZuEH@8vyp=UR{0v$LN#QUUC0MjTYn1OC@d?w>^`AT=R{oew7A0AnyNS<Vp7BcaA
z`L2$<=}Si*t}QYdiF>pU*!4uMi4Ikf%-|^tS2yK9AWTbFcJ1`U;QAPsmV9t@lx*5C
zFZZ{ksTV!?8{x$%+?@KI6S~0+k|%M7Z)sC9Ypf8d->;4L9MCR_5DI@?*}TcvVd%W9
zK3`nWV@?oCVL$AdyPvuKbO$75@GvQD%ktM;xhlhVQ(*E~k_xK{JG26@IXA+S+v;aM
zY++p<{!yO;l~5v%3%Thi0KG)|EZqP0pnintE@setO5dK?49q%*W@>4pZdkhPJL|77
z!J6;0v#jo#*F(q%>|%C&##DBS0G=@~44~PQGW(CLkcz>U)l8Gv>xY5Zkm)6CPh#1x
zgyx!EB}S564(%n9fyyZ5qT?G2)wy!?dBM%DAXW^p7J=P<qdS}3D%h~j@89yI2g9p(
zE!XhXfqW=JEwybtGw$RBkDPy|3j{!K1J}Mm(VRL(mm>U<yaqCuUaC9%LdLka|5EnQ
zq6!mNEG|Oju4z{m*Hp>3`^b^z4#?>7Qz6@GyhKfZ*hURaja$EC!Z+7zy8WwS=cDy6
z`-0K@voS4WHopYT>%*NK4USE-8!zdKdX^GxzIX5)!h21zH6P+Emascz2>H$$?$uDn
zde>GcACzg=p?+sNXLQRZ-UOv#6zu<uC-IGc>D?PLYFG*vLFeRm9A3k`cngld>^%<K
zgci%~JM=8n6*KDh5E$DiPiMWVobyDKE}ZxI&5o?lbkG$rjncS>6R70UGjhr59gCd!
zzkp1gS6b3pgVj1@F8{5E<<t$$d$jo0*M)k1tzh1YQCqV0)h0D77CQ(Lfk+Kh?thvw
z0FXe8NkrcsI;++@!oT36Dh2z+j6P~D3nEv^UxQ=zJnXKNR5i(eNB4a7qV7t(%;x}8
z07E>{eqs1JIZxZ<h#DAh@OTG|9+Y&8)20E2|3!BNJ@xVWg>M55CMz6QNL9wTj;D<6
z{eS-&&10c1;a{wE#9DCz@}pamIZ}}m%W|Jk9D%a5d1Hy;JjZZ<U2j~WWHlc(Gqhz7
z2m}t!r<%JhSMFI4zIU#%-^xvC5Hm{L#wTGFbA*C4vYH3K#F!l)+pmQxOJA>?!9-7t
zIZXEV9XM-P7~QpRJn*Eigoad4Rno$XKgi99q(%>kH<HcY@=q!x>JyEBH|sR$cy%}U
zJ<lnz$O=)Go@O30MJ45ozSyvEPy^mfu!$VOE)$={d^e4EDQkiR^6i1_^rs|eeBr8a
zXuu_hm#}LpK>g<#ewQ#FFHY`Fk$4n^BUm$2vd09aC91`1xwC!5Y^LhBR13^68pYiT
zCmN)ov;-rpjEH@)0cKx7HP8|b&|HeJ+T9xm_hjz;IhgJFo{2Ovu(hfKVT7|EJ($z0
zZDhAkVZw!X?2qPJsAee1nWB^cv+4l@fdi#_E2v+Fza_3+<IsxzlrU5g8ZkMuXq_ze
zu}!--199hYqfod+HD8siV`*c{e2BQZo-0Uwydt~2vkEtIaWhdtYJR4L=_l2H5SbyT
zgsT?24p(}?EfaDY9{QQTW=ig(=|PQ-KZr_8o21|#z}0{W)-lriL`639lr2tb6;#0_
z_)bas_;zzfUYE8C@~2vgg2b_qVkw@-iy!@YG|!^0g}m|6>}t)v<@Q2DJ)&y6+j-q;
z$qwLL%SlIn1awhjP4BbUVx>l{4~u2cq&oTAh*x#d*%hB20+{HVlLM{ZEB1a0lRzvH
zBQ_Xq#%V9wUj>ktxxeNK{g(dt5r)2=zu!uW^xc}}0t;v4%B-4V=ODZl`P%5Ntl&27
z_>mg>L|-L~yzOK@0J~J;JyrTZGmr_$!sS55mu7*MyRW^~T=nuF5Cau&_Y9b(u6lG@
zLW@3K#+on2d<J+)|BDV)lU+Gm5t;^EqtP*^&90n5cHoGX4mSaN1D;UwGa32|Jgz$^
zA+<@Q9i#Yp)h*!M+vjyfJ@g%m@|sXAG(i^F06}zr-2S4lu{Kj3-$hR{7@-fGUZ}ls
z!^*PRR~tmo+@0J-T}cIA$2t|{6N_dfe%W0yqsKLODi7-KC6alSCNQhLvm58;$v|I@
zyun;kt!yyDKuD8+3pR6u<~C}_W^rpSCuA&c*6f>r?38WAJs21XLl1Wc`N-jL&z)q?
z!3kMoAZl8_C(fSc=3|%pWI#q_0+e7T4f24|J9-KR`0TQeeIWJ~MuK^*zj-W}Q0_Gm
z2wd}Dq-J>y2iA&}t@3`t@=K=YKTlCCX^oDKWmpHmRIiBM<2Bz#aONKoshz~j&(Hi#
z4k8c40!Z2%lC)rZr~0qxe^2me_5auO|1nShPeJJa)nYY;u7-}@@XH0q&tKkMPG#RR
zk?*~|(}ZGu{x7-_o}DWZ=QOMgY~``=_SKTp;3%ko%dM@c;{89zdzuk{Ky#(7hWb`r
zjBRhTEIT%Woh$UqYd@@lZ*h!>t2_-bLvAVr5#FdT_#c4g{8AwHvqnY0B^u$ozB(Fj
z;lnp;aUl*nWm^o9Z?T}|Ypy=8ZmBlvJgV(PUZ;s|9}8gx)7T$pZy?@V#Vr&Ed)N9~
z$3X7j^e*H-&c<s$PZ!L(m2DZuj<NpdrCn))#*AYbTI?JEOw$jv8inc<&#?7iGi!@o
z&K~Y@JT9Ig4!onj=4uRIvrOFb)O<s0Dp!2FAe=3re|ZeXegK8tox@$byiAxuUU}Ms
z)4Fy3g6HeWnEl&n$r&<&*RqcL86EMt{ijqF&RkrGRK7<b!BMiK%6o6133c{>!*jb7
z$vop8a4T$9B<?quJ=XoT=uHLXiABU{)pe7#RUtD{1dogisI;fDNP2WBzSj5o<(51r
z4E5@pl@SR^twkMw`^|)QD?!eB^X7{ud>idM5kK7XS|ZnGt%xkh)2r8%NE*3`=jOXg
zpZY>>4ghO(PL7lo+Dkqou=8;P;$O*$J^fr#Tvn{wXbj}JM8o7yBwv;fVZN1-SNs+X
zuk(tvhyCe{TI-+e&jQ^_+hblJ5ZNjwBF15gaG7*~;rXhFZQN7|UvB;^$p|WLKRT)L
zKy7pgcxqQlN81OyMp*d;ReHMFG3YlYqrwHx;Ckm-F(;KIPQh1{4%i_y&U;-iaIToY
zOOp1HZqAOli9G!ZT35kW@%8Tq^G$s5x;Tnw1v%~-V1;ct07Vj#n4~E5Xc3?8g29)~
zYTfxHE?J1`(ak{Y^PXZ1%WWYJCQ*bv-a&4R#HXgdX5s(r_8R-l6oi4b8Sn;YV@Plu
zU<DcmrsC9f#}QE10gEi(k=Cm*3Uwjz@gc={A<%~t2X-Oglv4uT->(BwnLP`v8hRQ1
zulbmNEHo}w`LD;*u{Z3&Q)yrs4o(@X$ccv*h4E>blPqheWB&3b?ji5@T6W=Ksl7@c
z^*{JB>Fzq36H%Evp_hsV9ivf17c0q)u$TX61wZgd%G3~c4x?lxJME8vh1LP@byM^o
z^w$jr3ku6#?6t=3&b(9hs1^jhZgG7xjr^V%Hps=Aid?Lp+u!IuTv$rB=Q29907Xw=
z_Db_jML4I-_z(rNizoGMP(D`XQ=X%pfoGuc*E0(869?tuAE+Ho@gJOwU&U9$Q#@c#
zuD-xQ)m~DdNEZv5>G^8>>c)i^Z}=(^t$iKu|J@gns!o_md7^O$$C-y}uEv*I-<3Ml
zYiOAms+sV&X>t^5dGW{kkf{l|JH$2_W1y(c2N<Cp%}))w8y~<*+RZeum&IIaufw(V
zZcnW}JgGJ)ru>uLTSMf)gJVOND;9H_T=2i}xNtzgHq>>P_>^F_3}N69w0z<&=ZAJ*
zHEM0VrFE~mVuQ5xQx%&$T#_WSgHGM43#fx$+yp+jGQs-Y=M?mI-5{1j;=J0X=B<sZ
z!73f_C)}&`Awq5F5leLRu?TWnQ@%tlBDC5)NxM+42_o20x=}m`eb|)LLgSdX$cNh5
zh<ORUr9C1<FzF$bTQluS5MUicB`K6@y2a~GTF#OQ(9sR+eiNB(9z7x&zQfIBc=-du
zDL~P%BC%+G+(dPw-F7B0a`ar5@?5Nx?Ipc0W(8;1v6JF;mp{5$%B!sN)I~ElY2Ahj
z8-!X|Tuvo<@eT8ry8`upYmB~(bxlViewGC|UF{+px-oUYY6Xw{9kRY2r}jeSN^2G+
z-}@$~!^`qd$jSoqu3C^j&#tP~7r%F>@u|=2-P3zvnnl+ay7MN9DSnR|?y%`e2<h3|
z&Lr-@lg?yk@!G>Tk@oP-^{%rjLQtHkzLJBCW~*T06y?M@>PCUgA4+l5F0dIDIGZ<q
z?eVTk<jv(#&S1a7CoDf-9g&yC7oJ`iS2`hH`6!1{e0`yN_3a5EiRFU!u6o5Zg0}Vq
z6BqH_3WnR%mRDEMhCY|C$7!;(k#<DfFIk>cgJ*9@v=zPF^u<_^Eav;Sj$apre=JdH
z0L?#g_i*jfVi|J-SubcE-`9HFuxtu1Bu@ksBw5Ra0BKf>hkc338Fe+a84porBz4*@
zwk-l4c>CnxiWxHfq4o|Qc7M&HxlrMOt-+Q*!nG~<Rs=XlLZ|-gjSe(_iYD)H_SjbS
z%onhIO7N4`?w0HvoZ*KcsWw?xH<9>_Vt|lhnmaz(xQhOC-v&Xe(X+Qy>mM~H;;tU7
zv(rZSp_E=)rPz$vq$z&4rxiHg+hp-txk+4`SVpH~DCCu>vL|cXEh%d_R6GXe=Q-iJ
z6JMsrB!o_(RwKlv`iJ(dgNq*OmrH7E&IxI4gvbq$9+_T6zPgoIxobAK*}z!rWxKW*
zfCguNWNa<vZ@e1-EIZ>Insk~2L<(fKYRbB}ii8ZP4(*%QB1RX`_)lwAvZ8M4Ze+g6
ztWc;oNV-mjryM{e@m63px=P)Y3Bo6NV*lP;Q#_{(l9W#Iab+OGL?(2`Bb^4|I{@89
zRtnif8L3yFwdNz$Do;Ni1v^l;G8|f4#kp)#l^qu449YSG0Q)-Erkp9>*+`|0rlm))
z!=A2>`FRnN2>Xi3>7cwlQRa7H>}Dhf?+fE92uAvoi8qzkC{^Y;CmXFRi)*1K-O0D^
z6s?WW$r*gKcO+F-Wn?Eej|q!^Wi}ZU5P_}be21+!1)zxw{n&<6E!e4aLga|6;b4fw
zbcof%LT)Pl-$aM-tQ6=q9zFTmTUIor*wZ8&+ILJqw<4QAV9Oo^W4b9{n0^XJwdq4I
zT3fpEo>kV)>q)DVVR=U0!97=tH`S(oS+F2_7tjhY!Njt&gBNM&44QuwYEL6u4ok|i
zSe3+lE$68!WXnpV;Vv1=mD2AFWcHcK{OH$D8hd}};G0k$E+d`&*gNv|tOJL^alv?+
z^QGX%#&R!4+Wwm5EMSlS@$W{hc6aIgU+NsRWUpVZza7&<!(t|$XG)JmD0K?HMm3x3
zfIYN)qk37Xu3g3M%ed<aPCV8Em8h<A&#BJ)n3>j%rf+#-w~*^EGv=j9;d$*r&Ih-5
zx|ZD}_ksLq|3bmp*g_0dCN1SuZ2bLcwT3!A%5?sIOJg0wQlTLKfL&#gg33~()wE*v
zKm3uLhD}1i$}w7gv74B0Fw|`>Ai?~{(h3svyO89?$e8t1PuftazpBJ(#7j)1?Y_^z
zMQg)4?Qnpjk^1Lb3LGR?xtp%#yu}-r?I}F!{UB2Z?YV<vD+<LuO<|havaWY_)2d|l
z;40#gzj6t!LF<NgY7AMX`_YDV&veN#X9BV&|3u&~TG!=%S-hs2dX4X8V6GhOF=B%*
zl*H_lL(79ls{L^2jRFeY`ReT=QS9Fr!5)GvQrAE!ZKSWv(7Y9#rzKN{dW!!CZ~33I
z=l{?ONB<i=!SElS;(xO;uh4pz|CRM4*&zRr*UeMJ1zXN42T9`3&2yybtf6Sn#z{FR
zM%NJ$Ov23ld&2<9YlCRX!DK7f_g1|3HCZ~)Rf~3tva%EJV4EqrUycu9b+yHTr({oR
zMbR{58BP|_tJy;6D1hosA*TQe5}nfoWX|#huW>HYFADOvTv{#l9p|VZ??954%Tji1
za}9-uYeC=GA7_zR16b9Wb{*Z^R*Z-)%xQ1W$=HFuuZGde`x6$ljiC>)7#gKzDLgvU
zG3i6T@V@Jm?E5de?f?Z_{pEd!*v3+HP)ni{lu9ZT_D}zixL~<Gi!3$!G_e9r|Kv&O
zHMPd0#xv$;ghrwrhqSY}Q<uaVBdCDGxa(<G<G=i*6`a<GcDYj;A6(vL7{PLX@HYpD
zKLypkJDT~*b<ab%xe8LhEiQR`bMjww$>GO6R^_MA0*ikTx!rCcWq&gje_GxoOsSv3
zX6?z_Idf@9n{L-e;$uUDip@fOr`V@5j!-$jZd`r}9bk_Z;akLjOWG^SxBJaRLTa?G
zEt~Cqp#1%Mq0Ntl<ACMxVgipGMNw!7yyILE0O}Yb<p0tm#|NhKUzPA^0e63|>m6eC
z;dwN;or=`5SUHJCG8cMGhE^-Lw@0*K^&?-wDo_7lYaxCoS2b`2=jMPJiUZ8eH6sc|
zfa9Nq6KV~%b+udp>%(QV?(gTlVe?cubGwKej$XTp4ArVDC8ghL%`iNvYMu1{RLMMY
zkz(LU9~y~1SL^l3N_Cx_)4D5dHe9fgejW!x1>>1Y)x(KX9;G(lyBzL(k}|8Lo^}$v
zLh@70U)^=Qo%zu31JUoZi2ywrJ&DVQX&CI67MSuIoGx*6=nwK1tCQ(Rde0TF+~n#!
zom>bjUxHu!e51J<o}*TH=0Sui#hRAaH!2xJkV73ud)%9AeLf#Q=?19qRMIdFP`-gp
zyJ5wO2914KC3W<e_?dl#n_EOQq$=D;B2~;_un$u<C4RP1VejRo!|mjPu?9r8vfqT}
zCJes;4Ko$l*$jni^l)8u2@^iu{mXUKj?}KmpApFAlb`_y?T^l5eD(moOSe9ArVqfj
zS%s0CykvgMQj@L7PxkUwQpJN#&iq1)bjl_HoswU95Jvz6?|{g@<<j*z@w(VF9c|)J
zFbVE($HmAE3ZvBj5D%OvvYpGVg-z)>m|14tZ*~t=pP;WR$Qj~Ey&8UKeh|FUo<B79
zsrWB@hsOQ;25HeBRr_^kC<)3s&PH9osx!CED>XYvz=AZV)K)KqzD10wFNatrpO9C%
zvjyAbNb%mD76QV4R{6EydD-H~9G2Mmg6C+A-%x7lw&>3o>n}40q(NDQFPdQIGTK+z
zSZYED<cT1%<;UWM@~JfZkkm@p@GEoV<O5yx(SVqJ$Hx*9$CPqISekj_AJ7yIJFcNp
zQmoOSGTHOh%%YHWj_(oK;qFsAOe*rzG}x*$+jZe?=0XS1=4WuwPU!TQxTIIX{RQw|
zw*=qCFJB$pQexN&ue<26Ew11wLElNvtcnhChNNsdx+oe?*&#@&R|9+|^N$7BLBB~L
za=g3-lpw&|LBzl7NMX*a0leQC1z)xkm$lY|A&X6=8Gyu`;!mbGkh3E9vz{6x314#7
zx{ci>2l0NCzbs>h>T9JOI1R}*M_3mm^vni$U)P<qCwRK3f-lEYUtVWQkJ<8yQ#gIU
zDzP_JOK=634m8~K0=%9)t>Bkq&q{VRS0;?nrNi?ksCh%il<mY?*9KVatP69g#C>U=
zk#1DF+eK=~H`!eUHu!alKGs<GOS-kwyL<zIS`a@(xx1;}LCpuY?3!#!35bdfnk+)>
zGX`2EK5LoUQk$rRG58t`e13#F(X@d}+)KKYpwIIJIWirzMIup|bD2vwA6eKjFc+RM
zB%b*wScMW&gsUYt#YUVIFf4tu!O!dU^&s9>4%T)wACUC|6LR?g9Msw@@$T{I{UotN
zH9c>8V#He{|22g<__dHB?aJq^0qPL5{xTz+b3dvZ#$jx2MHmAx>ylL6FaFf!leNvX
z9THhW?u}D_b-&4&eSq_y9a)t($9D)dsApblQ0;Tj`ibOv>`-3kG5zpv7VT>Mfv?9B
z?BF<YmveOj^}HNpYQtwXT4pJK<%E3Gq@0#LmjS468;dhmt6FjQ4ZvOs$d)w7?2Z|(
zuQo_c-H}!8{hX4mrJMIuV@8%!eiFOaetp^NG$L)?pG7cNTPM4N#S}j0BK3>^FVj&=
zdz!<iq&tPtyN<72Qb(*3=w*0WG%XP!e)G1ZdQdC_2~zfLCIe%Q=l!_MZbNyY)g+2F
zyKaguplaQgce<r^$*g+UT-SHhhLz=8k%e{6PnW*V`(Y%YRkF;FVxw$h6X@`tX{3*>
z??cHC8--GEb?``n%6K@zwKZJ>90=wA*aptw4AQv&g_6Ns<=Mdf+bRIm5J^Lk_w^M{
zzmdsR<NyeKEPa*lh0skp@>=d9wJd`xmD@{BR5qrqI=A~g#+)TQ%9nQ?*mcWmV-{+P
zxwx(Mk9voE1ClwJF1qBo(0245f<=gmG2GWI2$}E8x=>29OUbCXkRr}=1T7Y|2ELF=
zZE<6|MwsQ#{XmSNR3R7YDU}rv)$gRy)c4i8M~`A77abO*=(gCr?xd>BIR!rYl(POW
zI_B^GRTND^ny>F|ZDL0fZBJAI=j5VeqR-cip9|AsIr)SuGadFaPo9@M7rUZ+OWt2c
z<|{vvVClV)${Cg}zduZ*n_X`@|F&d*Ep!YZ&ChwP^^*pRn~xMHS3B-_ghJ#{Y^z#=
zmY3dXJj#oh%LI~r_ZCzs2)&usbPoH(CK^(~1ugxgLk2?u<AlqGliVh^T-p$Sfp2r^
z=G1CACug=pMrP)Wl^n)xmm`GuhnewyXfDt}J~%`(Eu0lp30M`+v6ST6zKyyWYvY{7
z&*cOKi?ud*|9F^mD3gEeHT4eERmp8*DD0;Udh=d2_JYtQXE`mmnkprD!f>scpFYSM
zN<n_}Z+2!{0+-|%`HKo%08e`@Sm$0bnEU6q<0;SEo7w9%RbQ2{Yvm39MCduy+-pvV
zpsrng`AFDc7a{M%CDSGLy0ev2YVxsb9|mQ8E?%QpLi3ssT8b*{=~-?#p7!rzo1<CH
zMe>f&P`jDF%3ATreS2_kvR3TSkK{labt5bMdW$;BwEa)n8EEKwT8?W5N(By}A<Z6W
zOMRR<vub6N)04s6k!{8i5cf)8X$DXXiIN2dOFdr=STUu!IC3F}wr{qVcWq`p$1O9#
zl+~rGvfqI=XmQNUkRQ~-L9sU!vVMEfR+pg6_E2(=296Q@u@z2kwt5M1(<?a}Ee72g
z9`QVWXufYUEg!jO(6c6pT`*{$V=i6acL<UpXx7D%Y#+?`R;0BjXAx`WYa<659OLF)
z1UX1@wKS;HQ@Uzh*n)U%3a7r-G|(_8t=Hi@oi!6_r#jTH%WTAM0e84CpRS(d2P%AJ
zx)^$$%<5w+^X>f>4t{xl&%YjS{s0)INZV@vn}23;;eQ`Q|KCUunb-gAGkyBM53~P$
zkk!=#xKIE&_aFR0evA4;xak(cRz@DvmYN<mt8f017y0x|xPjR9t49P@CZP=#Z!i<=
z;d8ZzM~?5E`ps@>pk!W+u&Rsx;!h~;`g^!*wp683c%QH4&obOc4y-}EBl`R}iRF$h
zba())4jg#HQ?9+ZdJCoyKKpIFBGxy4xz8?T)9->EEgusYJ-1Z)?Z+w*iXj$1Jerl&
zEDiW<o^w^$u6A{D?k@g&>jpjG+sJ2dcX-CYAcWxBKCmQd;=`(E;N4xUR;B7enhz@;
zUZubL7CV>XiNEiXZnuT*7jG3mD5UMKsbqP3p1hdi=U*L8jx{3<PP|;doNL>r8*~Z&
zI;r|a;$K)c-I_J408H3?@7DX_n<+j=ZPnC9^?%hhyp#E%_?E_rb3EQk=%|`c{8h(M
zsR));4ei>a!<N!T{k9_+-dZAzu6p~HwZvoH?9%{-YBQ^E@JGWMY(Rmxn|CGQVO2gn
z?#xu7(E$d6PIlk-y1vU7-I-go88zpetLzyQO5!7XgR5`M)`Rfrg~^L+*cScL*p&t?
zjd?Jp6}qfWoX59hja`?>{9$FL_+m5hW6Siz7Z8Mqxh(}*_<O`rQV)KPRp3E6cYGk)
zM7y677zl@Bw~y2ec_s=2bOD(LyD4t!+hX$<&&pF;DlQJx;1gyF`Q<P?H8VT%hOLPS
zrHsXbH(~a|Gt)I?+wjW7elZRaoM?z6$F{|0@d<#bLL^qlb(ECzz*5m9Ma9ha4?9pQ
zJ_IZPlHDF4A+u8z%DL`?_ZwvQk6Z(oX$;4KzPi_(Bgd(j70TVuI5UAq&WT(2L;_oU
ziWo^4Uv9hGI2U_g5VG$;jV*nx*H)x&CezRrCf!{QZ%zIp2L2ZvqO-h1M_TFl13MIl
z$>_Btm`GIxQO2b;345ptq3_@#!sk9T=clAIKyu~x*3TyTpN?e?I4~P_y&<ht1;2lD
zPZ?IcfnptxH55No>0EDagj4r2E%QJ1$k0S@n(x@mIL7{YMBmmEClEdS^AsR(FL^HU
z1m!F{W2n+;8*<gZ-VE5>n8PS$kSF}xl2Ps($Fk!afBb;*@(M!46wP?vV-AtJkxm>T
zWsjk+hUX=fSLv{s%9gCAo2%Y!@OAJ!4=FpiGpreHdnlqV&e%RbRVY-Jss_VJdlC6I
z{dUKsmOrOr8eJsLDw6KhPWk$<8l}RoM6v5BJ~hL^TsD6Lr4SaoW|Lbs+42%nvj1={
z<*L5Gi(whx$PdV6YZ#5e#RX$5K8hQO>RqHQw*x3r0MSwc&P!lI)bdioz9Vk=5yw9=
zdZUA^$<yLE^COQ~R_3N$8Rf@Y;y4U_cTG9Q6^Ch#)F>mLd%ScsePoh0`)BytxY7sg
z@J!?#c^8+eW(GpVsSjM;+2ybS`UH6_^ytCOY2|*urzfP!an-qwmJw4Din5L`f$I6M
zWWCFD)tSO#Ov#KC<}>i-Uq7bF+4$hgUqs7ZY@0)sjr3D7aZ*90!>5{~&mt_4qP-g}
z#3xtYijNupOh-<la*hK;s$CtElz1w=Pc^Rsvrh7Ik;d2P4s>6c_qi-?aY-4=w|$s1
zl|l&e+Y^JuN^ERqW?3v{XTP(vqrKjE8}b1x2MVz#vOcBR25uIofXu)*_kJk-E^q%i
zAJxg7V}nWiusRBz1_<2Uw+q!UJ}TUou)6j<h0ouf`wjetrN{X6dD1|tP>ngy8R=@`
z8zl@vt#PB0CSWc5n1Y&$Unze!wCSb?w@snzgMX5EP;cbFfGALV6O?|h?BLL`qr@|P
zyOF@-dj8@Nj5r#2am}b6n*D^r``C)AcO^mD|Il$mI1wjs>cRSv7;<(O0e+_AM^|NH
zZEfHh*v6vqi?Z{xQcocAqdBH<E@$_zXv7dwChv#qBsCk@pV;1{PLeb3D7y8cMXiq1
zu(uaKFak*5VBM&=%t5+QkW$``YAF0P0q1oy)v5uzv}dS%s}Y}^{oY_Yu5<u;W!tf1
zm5Zh1D3qx^9DatWBR=~h$X5Nz)%sHRzvzAvlMNFK*HUqIFYl*osOe!;>qIt{&H_`r
z$BCmBpKl=(O7*1+5n4#>O^&oE)SmTaDa9{yK}xEdC5nX5uVS`x)Y}2CQ*rkT4B@6r
zY^VXnEfW}@V88{umbOL_y|D4R)Z3g}%Y&ztk3?uAoO(~olv~JBe|%|b{w+?&DEpR2
z3^pr*4p@lARXxQ!p%?4|w!Lr79_zm<GYbr<xd@RK0wvlQ;@uw!-a+f%x;=@TJ<RyT
z6Fpn-7O;<foP9MLujk`SN9R_vNPYC8-ZO}(#LuzBnd7@gJ<43~2_ZL6uNjKhKKBvv
z64PFEZ}}98OdMzW(ISLeYN~*GT^75|%-0`bo%a2uU6g)^W#IbeF-cMqCb)M@oXwHK
z*S+YO%?9uLn&`XV?-kWz>7$`8?E|SLqI22ss`7*R&#)}nfgJJQi__2XVEeDPU3YC4
z=W^D&Bw-oFuV?87TJQ-<h%#F4HT|=OKep}aYjy^fZfme;8g*uOTw3ess|PGsX7dGs
zs=I67Z9FnLTTxx4E)AYDySBJah}{d)?ZPh`j6H-_h+k;_GW(qj$czJgWWDz=z%;4E
zbc@&NsqTK_8=YK%Z;Twc2l|UqJAYr{hbru=V3&tB0cCGYQTr_1gfY+T-<r!Y!C_VU
zE*2T+Ss$O(M4l8dOQj-RMbIA|kU;P=@G?}ITCe!VG>jIn&y@>GILWiud}eA_E9=Ky
z+%ORK(%y(SpTQ$>aSnX%ZKIssrg(I5!<xo^-`L{5M1DU8QF-)2JH^<|4f0E3wCI0v
z^_Fo>zy1F{CQ2$WrIC&SN{kNafi#2BN;lFes30LdV8nnSIR=dGP`aB9kdp3h1^N8;
zx&GJnz45=xEgsv>$NTkuozLfSs2v~L*;@K+el{AZbxGJ{gQz2M>o||3W}d9v(x`k-
z4bVGOtuhqR(=$KK@=b($-Qf#lCcl>uMOb9N=3AKcxvPo^B&Y_>0f9kM(#B{@dQz@K
zGe3|A-SJ|j{;(9tg<j$7mm+0j1{SlsVjx=<n-_Qb%N!Rn8we2lH?oDzJi|PRS_^<*
z@;_>Pq;8bhwOoezUaI%sKR-0Hsjcb?Wi1dK7`KY`TRSh&1GB3CftsR%p3a4QLw6zr
zVWTWP5z<acxI>&O@n!K;WobT-)j}$$e^?wLKjfj|1n7(7wNWwn(E2p?<9n%-nlC9E
z)r`;OJsQgL-brC~P4K^LCI54`f%h3`$gycj^7@Q*ARa>`VQ@2RDL&wCG%@prMwVa6
zeUy~FNz%fcV#hXl_*Eg#Dzo{cLczO0q_+K*E)Ptj9bnz7&aE?ur}A=pM)~W34Wa>V
zq*?|=$K7INJnt=pzqa3hX9vRM&Gh?v6n)!2a1tDteUsk7B@X(vU8ic{TKR1Vbx3=N
zPf8fz*S=Ox#X9S8nAF@bi`aKDUYIw578KTT4!ryFT(<NVXp~!Y%<0?LrEpmHmrmiv
z%|?>4hbpLm4NxpZ3aPGf5|{6r*F`)16WdArp%*>u!E%(!9uFEd0nnOn;}5+3Pcmvx
zO#()spd>85)gUjEc0-@)+>RbChWv=<y?od{UzxyfMgNn|#FKgd1@7Vp(*KUA|5N||
z--!BuOI2fn#7EW*=`3I0NM;fMiy|~k0^Ogs_rBG2D!&R`ddeUFw>+qkqmgNAH@=yv
zeD$Vs*Mv4cv@o7s8!TyAR!EV*gpfq9-%e%CO;>KX*i`f8mrs3Tfv|e41w`$-);Q!?
zHX8}x482Q#@}{ej(h$#2-{00`q7d7C=h(iTlaP3?=c7cjn##QbExz0aX64t1`m{gC
zRz$=ONad>q!ve5o$bztBMjTJY?LDJg3%yHlZvfo7txa4QQMsi%lr*7K^_xj>El`*A
z+mXsd4#nqgaDhoJ;Rig$J<PBDmL6jJvI`f+u0opaC@&{w5k*-!3cW+K2btONa|Wp;
zwY>GSlLn)GNaqQZm|ypP4mHSd#dq`9C*q1eK;`1@y@P(c0?MVF$Q3Q1pY>lpFWl)p
ziU^^DWSaeAexonmd)Znt{Vp76571H6Q52y4Lv+|_fw)XxpN1QoG_wo|`h$%kb+++Y
zz=D-QplQ#<wT%<<_-!;xb?mpe*W_Bs(}=-hP*=gt@K5ozX$_+eWVxplhm0P&yd&_w
z=*9F8VLc$_oYZ9cojwb5g=Yn98jVH~<)E?c+n3FeJZg(x3Y91ofzSzKCXF{VjGJ#g
z^XE*_i_zKI;-$ogL_q5f|1*rqOG-ntJB=-chl_QriQ=hVu5sixQqvxAp2%%alr%ef
zJr(hwi`Tb1`&(&x>7t;r>^<{gz82lGDQ%S;04#91*(pryHEOnzXZ<*-MU&^J3s3gL
z&4fYMH(uRP0l`e7!^0MCVIFm-rpDbY9`K0BE9t9$Gi?PjsZxmFL5{Lyg+$fdySn~e
zB($~cdCKlFIB4|!n0M1ag9ZBWF8%y-dIqhj{QH(@_&bMzJqcP(hIr)^n+c^%U3#)?
zjDYnjl6ycu1M?V^v#`GnF?;ajcLbfLR)Oy#>5-(_P<{P?A}jp9chL>$vI2Uf9?BhU
zvzfh8ZWXd9mh&j`DV4?RvvLLUH!w3KzliXT+SnZ0oDLs8(uX|I`6NlyF@3&O$~W_#
zh|oL$i(h~;e9v&~bd$1*I(G3i$<}WW_h2RbjKsC<a`E{}NhI%BvhSfka8;J<mKSMu
zB~@3H)~2E7%j9-@9lsfU?!O<0^=~;ZdkoFYnyj285v{zmEcG%#GPl&dQx9v~(*lkC
zy!!t5RXun8V#9+BX-De>MqqJ@Oo0qaT|gi0JgQ&+qqf<!n@fD_F*>TmTia=n6=68%
z<sn#cK<YH>hrIYj%zR1}FpW|XM9D^bPUK`@3gd7~x*u~&2Zx_cY-?`SiC%`OIIKj!
z$>dFsZ6$TgKN`9di>o%P%QIsP!Gw3c^rv^(47ZEksAr!3g|QlR;pM9X5ByaM(EG*-
zi!U%hOo=C#7L|QZE0g$XZCg$m^<AF^IBAzr;~3yw#K^jBR{Ja5Wqt6qy2~^}$-_gH
z=GuPy%a_H|NzgmG8B)b*##m%ghk%|jzd+O&m(b~5@`n5qQAWvW`XtR^>Od1$+ftJK
ziB`I{MRK94MN<w|!WU1cO8nk*#G~g+6U%0())Mgu4dXc#7ouK@eWg_bXigYvutWfD
ztS@Xr7QSE^?>hFx?SYk3K#KuP5D%&CFOle}1Z0xrwDkrYms4Jan`|SvW+Ed{0b5z-
zO1_PqBFB^$kP8!-Uqsh%ka&~`i-752)`+jQzW+TtnVNRkV#`31H@nZMWgH__ZXU%}
z#v-yR^N&IB3cg@q9<Y+z-DI2Ck0*x|;0eH>v?`eH*Xl(CUhgEB?;?jDeSW-whXi)x
zgT>Oja3c>t{MccI@zL$UetxVbDbyVDhdV$_Hr9yZo+*`QQ=Lxb)zlZ-uH&O#mR264
z7@Pc9tFLIL$X#kyyeUsJNRTE12*I4E{i0dA#E6xxzHe&7YqQY$#)4VK`ZBB!59PU&
zXl{T!CgM5QeNK(MW#ZimyiXh232p(S(0ep|kGyJHjJi}@%`QIo<1e#O;m@d*_6P2<
z2H{u>Bo&V;Qa;uUedBzmV!XFhKa=BL3;kB+XlOs-`^szcWwZrL<ekQdO(WyF+={&7
zIs*D^wOaJAXupfIa-rjAb*Ft}U3f*0=dPJxYPIRm3Pv1~U5Pps`k+)MJs(S=ab4k_
zZM<%zxf<GSFXhjMEG%gOtr`^XfX|MOV!2Mb3h^wn!jlRITB)g*3TV}*5qNK6(ST(V
z6)>(pCB+zK!&s}rruXHOzG<rZm=PgHgMN=3{~#~nQ%llU)|3>Y(G|(TTI-5>8b8?)
z_z{F!Y|H^ksqUJ2Rl=>R#Wy4HwvF$SA%iCsAg%_&P}5APX14pVgYhr5y?gwg-2q<J
zR15i@n#oHwwv#W?L%y-c6TA%AKjR}Xd|jp1*kF+ayHtW4Eyfg;_zDIe#ly7T2kfzE
zm-Md%*LoNKvZ{U%5p8;E3}dtKr?(14o+}t&pN-6C#?GJ*4_B+drl;9WG%&o?5BwQN
zw|-WjmXy&f)N85Vnn@!2)Jbn~K%3&ZbdXaj>@nL)6Pj-|^^o7w=#m!vB5icpbf%O~
z`M`6zM4mW#^QU-GOfU`w%IL+B>f8VBc~maqH5-8Z!oyjql#-@fPTgA|uv$8=0hfnS
zW#U5dyHy}9_fx#8nSN3Yq3OWUGhzL&;(l14YH6lKJ%VB>31CSVVL+!^dejv)Ho0%z
zn63+APg@Fda&&2paa3YQkJ+zmT&%Mw&8zkTc4-YV7&DxUi=}$*xgQ#Sr#ouI<0AaU
zlJPn`GhvtYqnp1@6Jfudshy<@M%fJK0YN3A`nV*m&-s=@GXdBDd}0dTtTseQ4^4Bt
zWpx_NYm94iT&3<cihmmI;-NP`h6O$LCJtpQRr`m4=#M@nwR_)voME}n=wb<wixcDB
zgAr$B!%j8>H7w{q;nTjj3>i2}OwRCo*M}kBraU_3ZS=Y{3E3`Am^-<P5VDTDj0@KH
z1>-R~scHu6exOc0LiVGqgzoMGPYi>y-fV5*<a*5C`KY2J7#2#8R^uPqjfGs;JT&zw
zOfCuM!K=sCAI2sRT)V4AW!p;Xsa-=(1REnyl)w@0RL&QeSW4Bv?Xd@|paLFOk4g}a
z^3!JF590YC?9K`INw2J)c@AoZ*AYc69Z{f=XFqOilKV-JVBchrI)=h&`iqsCREZ}N
z$uMF*f$EE`>t>RIzAW1Xy3j3GLTg)%CG9i#A3pF`t}T_x@lgKgLr#xV%grsj6hMm`
zp!-Qv)=~p1kse)Zv>%|6Z69!7Oc@;v)V;*Ym@xg#)v6XNxVUsqd`gJzK2($e`xU>;
z=X?D`)VnOw((+Oq6<*gfO~PIHN=Yy3*yO5sK$ARR0TL~q$xgxToSRg<H1%QDT&QBI
z&&>h+uo}+JvTE)o?$1{cvz&mH6qs#7eSLe#1=4kq;AG;$m%f*q8Qi*2$MmNv>OYN>
zwkK2uPIxjD2ZC)_8rjv}czG)qrwn1LXS1mu%o9jpKa0{6IH8YjV=&R_)9dCC#xwLd
zT-BHj+SL;yo^Gc&5mw4#t3L3{D*&o*fdc$p3uQaioiRL=aVjJ{ikf*>sniBIZ0FI@
z{v1vbTJ#sA`(;fzf<EBi4^P$Vv36UZ3dVf;+^Z_AqV0!;xkZurpueOl^GG0MMSv)V
z54)GB=Ob@s2I`90`^mQP?d4()Ta-r6_W*DDte>UtU>0~)Ysu3E!Smuf+jHAJdB#zY
z$$$Al8`7V0qqsle6&4f!8Jqvj!Qw~fsCRe`7S+F1rvFMW{_C;$Pfqp$hJm)r{MXC0
z#&AKJzkh$wj%XW&6!lBpF(b<soymDh)$7sOSh}MHcWC6#4b?za7Wyr(Du%BxS1RAZ
ztNDU}#g)@%`%14>v6THJ?or2&$|tnonnH7+9MVA`X>5pOTy9OcjLsEoTd#XE+k|l%
z6oy#|K4EhUcp7Rbx=0odk+loT-a|UYRvb&8r|ZynCwmWjBR<CM7yezC4}5#QI~L?r
zM~(0{Kw0C@Vv~5RLPx5>?;%3_TlP|#v&+c+d$Ky_<1T@AMTPIu+4@H2ae)gD2M#53
z^f?<=3JWRV8afmx<+7dLNL7152wFF&p}1;h@49ics9g8Qk!i7ETYImK^hb&H_ch}C
z)+~zl8Gmy=IfaxF<uk0J@kJDgwpAmW_`?s_5-z!vKAG@(_A0-ViSiYmm=wpK(tk-k
zYNoc9yo$#I022zA)l&r&zK&rSw&)Gcd$o!OTbfJmJKXOpF}ytmq7Kg?=-<^*do2vh
z4xo(B!n<`iE%8Ise+a@_WZhS!<t$^K-lZSdyiy7*%eH%uGU|PQH!K|A?pHl8S0Gl<
zwDr;-X6BMs#q8(Qf42In=+^V<fd?c1F;}(1eZHg}Qpv7c!SHeOM}}?!y%>M}jU3QT
z57aYhW(s%AIBdkIPtP-C(tN3Qsn_o>*$+IxYdv*VftfZz-C7A+EUC7h;Wxm+<N`jU
zZ7r@Z7K0Be_3hvS^8vWXLpd=T!XK>ys{~#*N($?)V&*kK=~0O?GOu4vj!HhNOH&19
z)$Y!aP9Y%KbxG>)mDSA2#O<Wwqd;6w{>qu{({h6h>{-c6I`E@64PDWHm(BQ)wW!6<
z>zaW0qk6!qj#&}GCTFct-0wX1aOT#MCZvVfHtY8k%L}`@C)A$dgx9soyXy6g@@1i%
zW1i+8Emlkh1!aSWq)EL}f`#h6nH*zswi}(s3t~}v3g3}}f;)ov97@!0`=*OB<IB#|
zwyqlgd*6YRF7Gk#A$0z@tHW+p-lu(!V9HvxrblPR2LLYJ($+P<{0sHQ-{1>YfOebQ
zAYZ`wVT4PWhx`}N@Y^e02s_L}x+J9REqf`s;CCqBb|y_cE6|KQObRH{8c^(!z`VeE
z9bgciv`n0(d84!rqs`8$oM?ToI{s~9KZV$vC`w$Wu(BYmrd+72gtlhA-|1P+9JMo_
zRek+y*f;!c?Q7}b)2na>k@1S9C*tC}TGOBg;W_B<PtKmhe&vzg=yQ{lwcl2??{yuC
z^-{cTpqEbqyseF=YWYh%S*wE&r3jp;kPdN=q^$LP>w|-Khch!5ejY42P3Aq&>}pj~
z+>!Jypdb>H=JAot-@?w=(tP}LcAiA_1vZUvy~E&-@=Ppy@SegQKPx()7b~fqBBUlH
zwG$iLr6i+gCJYD{F>{Nf&Ytw8(qBuHlNvxTGN)h|T{@xc6xFSfvgvLi`MdKkEOvm7
z)5bN;1dj=<em0a#8+im^bAFHbp98kWhIv$0eI<%kOLTSu-n~x^c_foLNzc7>dS3Qy
z8q!?X7N-mGah$0?=4tHivc|KCFuWbHW;EM+!xkXNB5cEi^8xlC=HWR#Bmf$+*4%Q3
z`nPz$r3BIRIJ23p^|OhG_YTR`&NAqzF?>_h_-m8%QUUXUmr7_P3zD%Ws8d#J(yHP!
zbC`T?yjr|IcD1tpeVQFZ5YTo9ycGMjSM8LX!WC=de!mpGZ8#B)E>?+-Y=^9`<$K(+
zO&7GnS0fYBHy0bZpT=|4yPie&365l>Rszyl-Ywx{+rwQQD3L;l!}WtfD}j~GsK_44
zs0lwjK~_hYjdmk|!M(^X?JtiY-UMcOQDiRTmm_3|<z9<7_VbK_<rNLk`tk|)mevZs
zf%LI_TGPX0jF`Dlyr`+_uH^GnstZA{SoWkzyiIkj@@cqimJM6)4>g47yfP3BLCo|(
zuCpF|FMq-6%hJq5W}Ky|!y2R5f>^r|%^fUW<SCLQ<aL^M_PQ!v0$Xb5yzW0QhmsrT
z#kY8NXdwqJ_jFjkLGIa80~pq^K4a^1)By88fB9Ifkgu1Z$X#>xYsEz){6!mK)T{us
zCB4--sCB?`Bd*eKdg24-3;ty7DxN;J<^%;V-f}|-2D8;#;;5k}D9uu58#TD3`Jd{T
zY)vHny6RoDlpl2uaEy`aogBfG%?O+_1kcnjmnk&;-tVF&Q5`GbTQme}lt~!Of~&o8
zVBJCOntL5hhA-3hp9{|Ngyn72sNK`4(GQD@#Bxzzt>p5kIO8s&k#IVdC{in7$eM0A
znnv28PzbASkFbIdgRAJhi$q}4Q32cwaX6ho!<3ZuK98Y0x=!O#Ov{}DCf7B8C$blE
znEd`siH5ek`jffh|M>|@Z+G9k+0GGGysur9M?i+#8qdu+1h2bY#3VkdBgwRzEpe0x
zF;>Bk%57*6@zuVi1+2jbu))ZA%ztU0>x{hGHw$1NWu?7J7u|E9bP8stoTt9DQ86`e
zH0>1;sVK8RIZ#(h{X-x@VW5}LWuVhLAUJ8o8LDM)E-|)vwijx;W}IA!Yy<=|=)65V
zHgoS){`hoIig&d#cf90C*)ji*mxmYiAIR}Y;=2-}v{%Cpj`~j%lb42QY8s!z@u^zA
z1(_3=nH@v1xXUWcUk9;{{$$d%6)u2b^B`pcQK}%eHYP$nG7UaVQFLdgvNZ54qsZ`P
z9D!6lw%*S=)Vp%I(mgyJagFo5UdlOI@4lhLb`6XLt|sy&zpf<4%l|D1pPQ?Rqav%_
zy(KuRF&HP6zu+7Bh+}4u9=5pR?9lKDUU2)-q<0d!*lIb$6{-BH*^fy}?eGf~v&WVa
zHdSawl@*vG4Sa6c8aK6&Z%6bR6S&)eVYW?PCMc&pj*oh<-jy&{-=9glNVy&_9N9f^
z_;WHa`9@(y^}UTiUN#q0%$nCj1L{Cbk9eORg;%QUrNXGTigH&5AV-c^(Fslk!~g{(
zL`}PBsw0c-QsPnV3-@Ncr*A^_(h$m3zT;?}m2i_EwG+;-BX0L4dS>_jr^%{EWgdL;
ziaQ=WXA&VIqV!O8cSmEPL_Z@|?XqCFfs<H%AMg(ZHecc;j_!=wQKM8Q(hC)^nb6`8
z`i*<+!X9%o;8fC4E3jg4-3ba)r!wzV6i7754CEjqry7P&%sarqe$*hvZHkA#{oBj9
zm)UA0nWI9vjb@~Wc4@iU<AAsp&^L~3*U~Lf7^H=J`LH^7Uj2u_+C4K|%bkZ{>ar*=
z9M^Be_?HsMWgP|AUH%mTquG%HQg~iV%tJzq`Hz;kk%fGpj;P~b0Kc$vy3{xk8ADKR
z;v1yx`Oe3|hV<JP(>6aci<8zjD@#d^v@mKv|7_$~nCm-Mp@EgUU##euiN_ezhlS5e
zU7Zto{lk&;0XS{!{@EmZTTN9JlGG^be5yM18vFSQPajQG_9#SdV2wY?`mL1pdX+vT
z2Mj+1@u=_kfp8>mOfn}smG->vYHO%Hl7WvX1rG#UL36QGm)+h9PoH^c5wkf|g=+UZ
zCkCxk|Iuadb8iO(Oi{YED>)-zp&Nx|`jz8WDP}Xj<u;n7MKx?^iB>>cwH)vQH<`D|
z!L^f0cRNDwWqLxA9h?|O_Bd#!9KA(&!VL3><D58+u(_2r{%mgK7RC};Ya(Mpjcq#S
zR^?jmXf-3l<UMYbeWOraEx7%Jm0TZdjpe6Rk+S=2q)3mb=M_}!^*}_>0M?)$nT`2R
z92}#DNMB)$xsf<J<}xUyKFeM12Wom#X-X>G4ryn)x>I&Vd{oIb1bAB<!GA?@N(6lW
z6~(m~|1T)<-?{rgE?dMbrMpCr1S4up*L7geL1Zubk6FemQId4?=vz?k_(N*bcq@aa
zd0^aAx8hd<a-B?vcn^_>ue4oCcRSmG-nAqFc!b<t%OpL=tY|J-KTKC<x&2JI|4HTV
zB+f=-&1*&%=Q?d)V+sXynS9@?ASY$Xf;qU`;&)t(1@((}*NnA~Vpm-T;jBLjB-yLQ
z8;_~t%4Tm(d`?+lW7!I3%2}&{yGq0|99r(f{x#5(4o}YE1D-XBWar?E$2UN*B~Pza
zZi@69Ro0(1{}4Reu5W<Ks7HL0ikcCaT~x~K<q?&eYLVuoCT$R%s3`?C&xwo9%?rjK
zY$lmus~=p{NNz)8>U^Zh@B^8MuXS2P@@+?>nL>xCb_$CC3;Bxi<YY_0Z{niYG%CmC
zI%Y~KjVMPjiRc}}e+Y;(X}32Dj2ykxKI}|DRbZoq1Emmd>RSq~$q#()81qN03e=-R
zi|{>BTK2kpceXpHH}W;S!o)!wcT@66e)%D5BXHcxP^oz{B2Af9?C`kP8x3;JH()9k
z`sOp<h0#s?+#UTvx9I~piKeJk(V>Ys>kko;b?pi^t98ISeth#4w`1@2f}~c5t$bKJ
z**UjyviF=e{!*Vx${V8@h?Q}(eC2pk7da$<pjECmiWqMH4UN|^7tUV?R+mL1>A)2E
zs6sKcZ=TzuKU4mK@^0eN+uK|tkJcva@k|7?B)CbCObDSotEJAQqy4_^x2A^Jn@Ls>
zXC8?@ZC?Vq_p+EJIxft(@IgRms2tnh9b3=#Npz)lPurTOS{&qbda>|b{+czDu?k&N
z;qnew<C>*lKj%T5Ng_EXlW`?rd?C^Ay!7-jXXq8JErXV90cZgkm}ihAx{PJ}TF(~q
zC4hFT=8*cA{N14r!@uOlONsJ+ARAY;PdN=|Wl`Qca$CJ5Hipt##+AoPu~YXpIAtR-
zbJk`mcb^$iAxq3bC<X5zZ-&+yn}rdPsEdCHNVZwQmEcfYUBb+N2*#iVDm3D~dc`z7
zXw{5apNt3jlB{y4K^y0Vj`0iyC9hmi^hD@lzr;CkWOc%?y{L`&C}(fqfzkEVE8{3P
z5Bvj-r$!)7wL0dQ_O02-dNiDqrSb88e#~-me82@XiaU8-f%`zbw0V?#&XoBMp$x9}
z1HBU;QHq9=N=m3yY~E;25kktVY*XhbnwjrOw`XdA*>I)g3R^(bDbLc5p483^4>p+f
z`QSNKOxl)a5YO?KmtrseKs3|o<DB4y_2O{lbZ~WCp78#TiX0-jOKw*u?Zlrt-&+B|
z70VVdA+Sm!pef)BpnTRVHSSp~mNux$>^VB1%<YSxI~-SA2~VjmIlQ(<A!_VsU9EtE
zPZE0Y8OC%fT%2(-uRU*JomZ@ci}E^4?3-$)fhw;-?posfZ~*U+AK-wI3ZHvs&wZ{w
z-|#!*x)vuN`mgrT`~7;{Mnpsnmsd1E(G>hEXcxbGg2ZdpSsLDbAb4^MB=+%fej>qm
zzIMxf?9h~z6Q>@tG;QUsb~4jFl`QKmw~L*@wm9-{*fVNGBlB7n7=}E#tltI0H!-4V
zU3FxElPisgduat0S2&#^xac5z&en3JK38w5PXPaubEYi4rU^dR<n@O^N}hG!*%~5<
zB@W&i&(=-zxf1-os4wvCsU_NUcBkUm)}eWhq)mKf{JifB6c5TDqgQ>(c)sQI!khY?
zO09x)iymodPHUwRu1yzN$x=o{F_j^;RV2+r7}Xs3gS4HC@A<*pY(?4Gn-b@Q=5BxQ
z3d-<a67&e!P@DaB;Y-KwmOO5|HGjEdsn5#9<#pz%X2*v8T8k+G_BG}qx%Ph@SPijU
z02YJ?&m}xNAa<qKS;tdf=LxImR1*UsI9sn-QAw<CqiDOyG<8~)%JB{5w)yJvTT-RG
zpJnS0ZD}|G3t<Hx{nPZbh1NdX$&cqw?CG*=Q^%PAJT49-!C$RH^%m#Z^LdB-@3x@2
zzw=5WsOfk;9uNDP3qb7v28VkNuK$?_{g{ITC`}#GnklsYAuz9AT<TjNv`#|!W=!D2
zx?lAJGR8Z2bgG1PJtBDA9M5QL#;y1o0;ebj5%9Mxg;@a!zUm(NO<6YI8)8585-ye(
ztTg@k3ydU__B3E=^6Q)J3I=UW3>DPGtUoqUD4&l<p7lGAr;6QY#DzX99cTlK21ZSU
z>ZtVmd=*6Mt3WAVjNL#aUcnyp!09}mGpP+_Yb44*tfA_hq|@02;+AomS7;;=T<M!$
zW|L5iebiAWfKCNA(Jb!OP@o6D|7S{n<O`HT=nDD(kE>diu+nQBmQtC>JGr*3*{Dfj
z4Oh5=Jd|}@^+GX>kJA<~Kei-v+>#Pq?yq$^SJZ-O4fR$Oonbi4<oB7szIi5AZa?M)
z_HtsY3zJKT>AS71CDM?w73;^Q@^DTHH#nEB)_u7{OQtE#IhFsT*+fi^x_^rYH#F#Q
zkFgD!?pNNmXucNvHR1Sn-?#fOsuIcH90hUspu`05`&J?)AbUuzD+$eR*=J3$WlKub
z;2RV^5svZbMLIUyw(Kc0<KTH!!krd*YR^ns`&&jFI@HfVdNAeF#m0m2@x8%8W(HEV
zDm#o_X$z!;&)8ZmL)Z#GHDaO~$xti_bTGqQHJA;k)Nw$f&_aUyAP&i(%t@cApPz2%
zCWo&(UT*yBZTje4QiT-9jHoV6&g>}M)0`<4Z!Z<|R;FGA$`fx{vt~k_1t6P^y%Ln+
zog0<ma*6l_ak@-mXWEF9Q?Rn!eVumkyLEn!`Uat4{+*s_fvQh#`keBQ>cdU+8c9|!
z-we_=S{1%2Hp>^_*YqEKA8__pNHs#U#*kT?%ENCb5V3@o7tRl80FP3%gwOqq2D2K9
zDVo0XMa`QjSERCW>mVwHg3^h74$U1_eo<^FhyP-&?1r!omn)#28Vg(IXn91$NST28
zoebX+k%^VdBnb*w`h#3e`<ZRmlC-PbW1xV5IM?x+9>hBCU?7H6*>O@uC%MdyGFR|L
zKZ>w`TZ2bQqtrYmL55UHRsVPQ3rp_P$8Akj0eW5GMPG$<OK|8XOK;<r$8JiM%p-KY
z+gz2b2vMcAHBO+)FI%Xw?PV;Bdx%@m&g=+gvGFN~c*!d>aQ*{Jrz+~Yda<3QsjZzJ
z@JhWfDcyeJ*8-+yJw)FT4&H;}3D;W>Jryko2+PXX?yBr))>qkZ!c4cg@^U;K3BKq{
zoW%hM=03FwXg1k|u&h@Q^be~|l&bdMW7z$2{4!EzT*$<v@}!r<iO4;99lg6!q8x@7
zwR~M!@CmH9w-|*_%G9>^ksUadaZv~0jB2j(>5J}PVg#uDWxpJwS0;jwhXAVu_-%dN
z=7gEn!EZnoUkyxzhSWbXkE>O43(o+td5EXZ*6AXw@TEO$lns7cU(rAOszBjuZaO(j
zGG3ur=#2JNvhRJ&y`mOP<weE80keLED!D$@*ROKyQd4CtEaUs7AkG#`%*>ngz%(%s
znzu#k_BurF)c2w^{^6C+o3GDSl$N~kaJ&LC*nI)gDB^%W(<pf?d>y-H=wQjiQK#Ut
z5+(Lpr>)pHcE?zLWcU+LVEXsIGP<z4E!EvJoKDTCkcTq5$0j|4i?A&S0!0Q+@iwzL
z=RVF<Mxiiv?<fr`cj#|$KEQ6*vjsotrz<#=$nSKUWhk``2~Ym4wX=*l9vS(W>hBV^
zp+{LQf5r23d!oB<P2WHsm7wIU=(+?EH0piPS@dU$vh!t?SLgGaUj6}6mG!B!CKbP7
z?UV`o>PE3LBkjcbJ(RiN%o<mILAlgr_rKwf|J3IGhsb|`N8scCf`>fddH8q#D>~#O
zpu#V>0VVGYW(CdsgHdA;3H{VLeveLp-od~>L_dSL=+nOH9Zpn~fQ~}-DK<jr=zuXL
zdZ9ITC}Rv?%hW1=1ip9imD9~VtMeRxmA;5)JIVUfI<Wk8bc4h-a8&DV$lMEwJ=804
z6(0!_P)4D(1W-E0iU(B4EXhg86OUJ`V_1s;di;w}Nrf~iDXX1wnEtnZRs-=_?OQmp
z$t5c*)*z~Ed0M6?7e*j<jhapLk^1w~=3rcjEk)!v^(RT%=7+g*T}3K*nvGbY%Zr;%
zzl*{e`(JLEn_<%3WWzJ3JQhIRD^mON)zmM}@%U$pnOWuY=f0|dBHp3b9d1tPwUY;~
z2VJj}hxXh=ya*RtN86DAvxn`jFWsh{8`<I;&&pb47(YyJS@7Bz3pCrwEnmNheW?ZB
zY;dsd(G0k=t&Wv~+SqU=Nqv62gxHjNv$7>TzMlU{U^Ud-+ZSDz=P~Jzd?&5x8MTkm
z6~_HZUl#bjSg;sT)ys!0%veqlheybYiv2Or$8WSt4}6`q_*x-WXXP(LZUYTSU8G>E
z=!M=*Gye3|-CeiJMV5JG*=YLDnkgcJ<H#GH{L(Z;d}!IXc}pFZV3iZlkm+`!Nu@?i
z#5~ikd5OgehEqpd>KDJl4c~0Jsl$}-QMh%SqHI@7=ov^iN4czsok;I0o;YQU@{|L7
zz*9W~r%_1Sa>AXH-|v}2j@L0A)Uz~dsC4?KSl3ik-fIAKL+^?0)Z%RdjsacEHebgZ
zNk~D~UNo$rAM7~>?2Z2rSmU_&aB*tM(v=g9rZ&%Q;~tNds3udm^=79Ol5}RSX**|&
zw*mL3N*Zk5Cs$m6L>Q!8z^+E8_vq^$sHI6iF1~9!LL&!wk*-D5rDHXLN-M;$%zc8w
zbOb45QBm^yacPX$@0OJW+FpyXHbr0VzMeau(>0#a^7l!Y%L5y(Qlt0w%{ROh>7tKh
zYWHPGk38&;__{l6_j?yCE`fz%oP0)Wt8Qo8<-R^DONWp7Bb*tXL2IGBzvdaUjc2F4
z(}YV5eq%wBrc*98(aJ7M$j!wTl`eCRZ2d;J7<t=fPO*u&h#?3{0xk__2&@`uUf~82
zr{8Uybz<gUcqPZ&s$`R5BhJZ@Z2H7~v7s26oHbJH#jXI(0;PT}caEGB5Zm)-f_sa|
zh=!>1%?GOPsJuPu_Rk%S(*Rf9mB6#a;V-;9=?v2MpUuLvPC}{rJZBL6!q@)oyrD<s
zFT(vT-W`Jn7Al;4I=kyH{3t{b-y`tgN%tdUqBN0F&D&-j22%X*$Rh2TT)aFmt>tKc
zxS1l<4S<{R>*zQn7C6cH_1j>ewRXi;M1^rd$#vUeH)8-vNqMw2%8Yof%mU$#*U|Yc
z8NS?CuGc#5QudsbdNc<x{MJu9M57tsg|Te_+9VoxEn(o0xSECWo))VH;8_ugUEL#0
z2}bZ>493P5uPs*0@k;agak&VDNA9}s6ag1?$dgWz<}M_OBjfoUT|rYQY@%Ws<RrOk
z8$lb72ZSZR!%q2BnVIJ6Fxzrc-z`;folq-=mb;r*FKIpGLvR!XQVWU-<S<C@=6<0n
zDC>rFHI$hbriQdIKZDt)QhsxaprN^?-8pp4o!lSn>vW^p)oN^v>%sP|x!!B_yNvx{
z!9J+^-ubU4b?8L%rj8OlW!C!Ma%uLGP!FSk=u7q%3VORlQnw%Wi@uDiy9gAX8MwBF
zl{@l(*zzaI)6Rv2o?Cv<Q)PIw9K<rDV(uhu-TPv5SBsM5xLYZffmPLJSS>y-fXQ)G
zg)q?%{bAlqILTpwdH`1Lf;OF_?*=kiI$2J4ZGLu3lgVvlPuoN!s|&={&S}vZAV=jm
z#he2e>d-D8cj8`axoH@)6Rj;xXQ<#MdQpE#9p-i}eXj0Y;;G7EQa$9V8J#rj`6I=<
zZ|WM&b^H$vQ_bltl8A!=(mx`X6F&3oU1CZC`|Nsp4MtnN)u@2L`9=wV=-9F=Z{epE
za9?jNgd0!1+D?+A>W_H+k*K%%=!Wv{__7ARE%&}uojoGcJFaNuL#a=<1hGg1Twl&o
zlc3va-acvW$33@UUq;d+w1G);(WhRXd?-bGzuMkr=0?pM-OW%buDYju*ewziUM*4H
zh?F#>$*R<?fz5T99T5OFWnLc3h$`Is@K>y?+n!H-X9NOe10@OFSgoKWm%~QzfLOex
z#O)B6;-M<FQNz#p=Bv>fTM}eZwxa<!<>@2w3X21kt#izi-ia)E$a_&V%W7!4zoB5D
zORAm}K##MH4HJd$YOcEDqa%K(uhKgq{k_J1DPM-Ngyd|{y7J<H%qj@p-BtqKvg5I>
z5uNBBADt*~FUejt4UF1U{C>_dcxWbEsn5MP;;*e`Ra=MEIgWVSQ|^DP_R8IqNE5O~
zfnRlI_TQNNd(^6_aD^)P4KuFag({Rz4v-;|M4$9PQQYbiAx3aiPv{8>h!ns(O_sBs
zuvuO#D+pYFnpRRvMroxnKQ}<Jc~N$n(`m3QSbINQ?)kV-2Fo|Gj}{<6)(Q|m8T2$o
zMS6b{a(PO!Stbbui8UowPMYVtRn&;uszlvrvO>e3;o)yDn_veV4h+$hX6(0FY$wm>
zeJKqmwokkK<yA0NQDKUEDG>}b?1$1n6OXSUyhvQ`_!DsNrglwm7c^^NYU?0YQJYJe
zJ4~8qJ6gCWeh$FTQJe!tQ+<LN&<g3KZB-U0TH<HRY>={*SYamSdBtA3gY`N3KJpwa
zPIaE3Z#vx8QU!_TASVPUnHNCWq6%2KUr&bL+DG2`3iwf=%KmrAt(aneO9CqDK&&Om
z6Wjf7U0jCzsBe-FuO9&o<-K591}rFJl(sxZ$!QZ+S*_$Jk~HeIztNbaTHTb`_Z59#
zMAg3958=&Z!u;Fk(=`Gr5Z`Q$O-)_IHZmrmN!X~Y(6V2pUf%=dlRUm<0e(d;@C%yB
z$<!)={MHlFsSm9BOU8$)V)F1%v}Cl$Nw#z(+z7I13;84BANzx71TkP=4QC6O*6(Iz
zsaU(GBSpek@yLpufz928$(gAqZJg{JXX=1Aj6R$+O4`P&a<X5Q5jChP<Sb|bXsBKA
z`4T`Ldvgvxh+-_UnoPUEpi`8ti2s*+0`)s-E()pt7Mp7L4`hJ9S<_bN=5gx{yan|f
zh@+owXOP};v&S-|O9*fRnsXe49HFpI3d)A_(qV}Xll}?e`zd?CIVs@s`UD@~r(9!j
z<Gxuk_kt(5!(sTOYiz>HYhwS|eYt-z&5j8yZ#&Biz@K<dFH542%cE8&nVn30AKFs0
zF~TQ<T^M^6lkJtq|2<^w&vt=&DO*FNZsR+}!>60>Qb~rV3sNUS&51)E{zdiJH<W$9
zttz`E%qNW)OrhYv)cSC@!08vMBw4g&?RYVWKL)*W*x0T2@KQzD2k~`(N~`5tR1R4Q
zUC;rkdEBz8jUnw$teU5B=17*B&EvB)JpPH)Zm@9p$%r7ZfaFo0Bci8}kz!_o8r|y|
z=NILz%fpg6Z3fEJjng);o|V<Zr`i$?RoQcXYCR{+d!_Ex0ng*h9A`==<Ef0N83hb-
zd2Cyifhcz%+^W@4ReH0ZkT^1~Nn{r>69{(&?M!s^g(Z@;c{oXeC-9)H39hls={i48
zIWs{VfmSyCv^is9)Mm;Wzhm`!{LsvV*NpSNfmi}T-u*w=OU(+7y(J=;T35p+pv~{P
zM-?T1A+krZM+Uy7t;t;XcMf=&lIa}7M0-_JlW1gIv9z2C%@WR-NlH}hFWN|7_wltf
z%*@2H@6ujHf7h?<9Q5_*`J<l@+FtzKu2tH4730YrpVXMcuomer4)BmxbVt@kH%o8N
zRW8=YI<P(-i-}7CRxETI8Yy^#21<t_LLBFzBj2nynk*s@JRuz>R(aGM5lR*zg3>^K
z1|>2<#}zZ62dP&_sZrmyChsW^SMGPeYdQOW2mAj&x$QqAKKTDK;P_Vo?oYM6Pu_UC
zGqgOiPBC~C*=qE)?QSmSkd*CWIvU+W?N4~=OsIUGKWkjI-HTA;n>oW?nfMoMSFqUv
zzxo^`laZ~6w;ygBiUvpzC&3fNSy`{FO@s9(9NtpAchNW4@*ltb5$j_R%z1R%`Xp-A
zvYNd41?IOs)|l~<%@ktl+7kcV%lT&KBl%JBp%qEnP0K$7)$Qf>KaM!k0}9_fR<s+}
zgr1af8XhU<*rkYEk1_oqmo4xde8666G$=(X5k3Er!+#Iq)f}JF{%LQ)@kKfDhxUZ)
zvoeH<WTc4$UC0INeSIT1`)@O?!l`Z3>X_wY)*;Miw8r9;fDCr&rqk^lU@30pp5PY5
z)71pAOB>`qV*tto8s!Exi^l8cCkCYT)CNeVDkS)cQ~g6A{<-H4!>Q3&bC17Owt^mA
zJ|S5HI>0%AN=PQrW*+?>UU_J+?`++gZW${I_FJvBDe;e_eWJ=qKy>ku;L3<k_zcTG
zdHKcK6)+u+*SwA(W_E-M=f=j4BEGns1u_ed$AiLEWon__xBStXu}hz;IRx6#H~4T#
zkRWFi2PwxZ0%>61%fq+Y4T*Li)8m}VFg6-SjCb4L2*OwP0awX~s0J)QqXXMwZz8Fl
z<dQ76&3m<q!O$#}Om0Fr>;3RQ)9Ks;CRw@zL5Y|8;k{^ZzAN32SwIe1-qYUUkRYd5
zU7zUhW^2M9hpVp<bYkftCwYn5m^XSkMhYVSquNf!y=K^&jfMAKzYda2t@Tt1iLQg<
z0S+K_5-{orpW!PSal10|I*yY7pYsW=uq3i#U9gNN%)S2*lr;@%XuZMZJ|vEue|3#%
zzbWa=X;gjaYd7PKp0NAc`FfoWM@H&1(F;0eNIw3GZ2!3I1nib=deobD$27cPDLU=3
zJvBJ5R(tY;L-EX~cy0vq%}X<%jMaUSt;hp7X8!!ehuWXCXC*+PGEj~V{(gDUp?VHq
zcTD&T6fv>fgf-8#2IiS;&$fswhkHq5W2PmGt{5LDXISAKwLVqIhk{ciJ%tamw7#5h
zJBQCJyYC{3rq)dk+;@Nt*bgs*Y&Ex{%O@(?>g+wji2nS60@S6!UXAO}!A*@F3z4lJ
zz~_sCuvt~2{dT~&3$;yqxorJIv+2(*Bz9?z63NzcJ)ZQ=vQtb)=mL%5pLt<8w5pMi
z-ty=d#4H|&wemZIQTOSeY45UKH-~4g=C7F;96-P;;S6P1r0(<h*TAk1`YR3~$yD%6
z+Q~=S!wg8S8@3x){5RRW+()#_oHf;;$)e@=yQ4e1rn{TcvGPW*+r@-Gk7E2MlajEP
z6_h#32-N#@jxm)FlQfUkVy-7sUaJgGg{;!hL$ZWA$I+!=&(P^pbY4&%!s4~^N~7>-
zM&-BD-6cDQXmfuy`XxxeNH9FBA@r2{Pt?cs>?ThQd;inisaRS%c+*9R&-Ap<5D8^f
ze7SMI$_<aZ$U{LMoI|ITYyi1JS@m(&kovQ2(V|;sGt%rxuj?hkw5Ov-wf=|!a(N}$
zbv^iUeDF#uk$7g_v7`4yuRf|-+GsW0JvQg_jT7y4r_ba8*JqPTJySTc_M=rizpV|!
zSIo5*HFsNcgu{VSfI#>1Zn@uKxJ=l4pM3S^Y_f$p>)z}3EoD+0VX`s`aG&$)eQ2JE
z<FnKm0kzVg#~XEC@x%(n>in)&jJk|>m;x%h-fhhxc{{#8OkN#U-SNC7Itm#uxIJK9
z4^11pl&Rguuo=91pYZ8*$=z{2OFAkprH-QQsMD9!SK(ViZLsgSRhA0WgF*W}KW{W7
z_qSDPl#KAP145;~KDgD*X@q@#)AI!9V@uKKD=V;x2+L!$lMVC770!oz0kD_-Rqu^Y
zn$5M3H^+UmSj&8>UE?xB2*?__!g2}f1>0;-)ZCYgV98D74VvY5pp8Zw*|s0>*rXu~
z^8~C<xJw(h9HXjiU|ib>I6YFyHsalUOjL?^-3b|2B|of)y=@oaG1?<EtZfuZrUH85
zzB>%0ZnFK98uz+ei*&HdS9$H}p^>}-qM|Aws$oROw=p{3%LmEa_{CByGhn06#d|I=
zM9?Q`EMOWypV3F;U)I@SPMZX2GP2gKC|`8#X{G0vDA=>z89@&13zJftH#EQ%<YkTb
zz6f+adp%n$c2R`+7S)5(c@18rw`>@tylQz(`zV_L53-}kKm+$;cUJN=pE;gbUS%63
z>W&-Je-cOtpgpC#cKQKAD%y@3Z(~4U&fOOzTEXYJ&$vG?=7f2*Nbz)x+kqqm-e<}B
zBi;H0#?VFPyr(hK{((7iV!Ua3hR==Z$Fft|orX$2XZi@Y<m8F>#HFua8^lzAV{6Bv
z;s^h8<Kbgpt3B#>B34ApGoC1QQDn>_0Wr}tgm6*!6}r6hE9sV263AU;)3LJAE~G|p
z<g1FKgzb(BsgL*7n+w(0F46kE<sk3@;Z$aMh#1OU!dI9=p4_<d`AD0Obhmb7s+bPq
zpoIpXPJC04sL%4m!_!13G<^`NQ7>{sx%|H7Rco`UJZk;Ecey%Ig|b*j905ZZ@3Zk)
zIeMMqVr6_9@fLW@Ym67vn?9HRylr-5V6Lp|81u13VI`i5JsFQkI%QH@X2n?{bvNW`
znl>ulpNqCOI51=+>ECbM{iA2tt!cg;QJMUA`@ommEAEw>=e*vK0Qd(plY*(UXjS(m
zQ+&X9v~kb<=&PtbRNR+aRvI0IZ|yKJi$na*Krl<?=D3;A`r5U@@b|*FJLIq}$6p!r
znQ+!^W3@1z5_x?UG8BNl21YLk(@ySNgWB*u1-mJGLhL43KI~D0I-xI<z2gcidX$=l
zQvA9V$1Uqzh5MH|V>{5o&Mkr~4F$?N3k(${&#SqFgK?Cc(!kff-HOLk{2b#&0~}I5
zh45a-I=v}`RUUk1T)kA(wsbCUkfk_IL;OYm2&wP)2l)Ip|Fe_jN1w&lyfIvzNOQ#j
z-*Gzg2S;g9!dU*i^&dEHCQJZW=YC*X%=rDsB(K9}2-@BrL~Y=qQedw^Te>#qchC=3
zL9CS;yu#w&Ctn=DjbfSHp9h9)egmvdH^ofXld~qip~nV%ujJ43ngDmj90?h9SRrd;
zjsJLbZH95bSwyb4T}hpz^P0TG4Oov$kJ-gk4^59Vl+>~=MRTUu)CuXr>^sqNA~G)c
zW`Z1NE0}E?|4~OLOJr7e$g9|vQM<`8Vvp`nm#Go|%#j6V205uQyo+O_xh$Kpnw(!o
zhbCTW`19o@e;6ROowwimEs%*vjNMR@QQtc>5G^6!H9pZPwMH2viTl_5&e>^X#OdU*
z7QL8us0DBFw9I-5#y8!$D06J!ywGg0N|{h$9KVLx0CO70qfTi?D@z+)*kU8CSsDuD
z@!v$vZjXuJXEg+!4-B7Imca?O4ZXhGO4u$#W%Tnszjm@-!lNBW);H<%<Jj+!lSe9H
zO7Nz|1<pe{_<gUkKVlu9w2TccXBvC(Hlj)?jg?1UPR}ft)KmsqcZ)B_oxSCFh5ZYf
zxvo09wYR36VHH9ZZ3JiK<Ug>R-y8imJw|$^aG1Bc8G0@Lg_a(Egtaz;r-)4qR1;#u
z<iGHBL$75ZGR^@NwXSPF34eAU&hlLn_xcJI0Z_AUc-DzMo|o{lGFnmd`xsCwNi&dj
zDUyR@0F$T!^2iD(Kc}>py_0Q~e#@|%i)7IeFScN1Emwv8p~vPuY!rLX9(jZ-cwa()
zb2Du%po-DtNfTGGa>#?ye{u}#$)IZNSi+9~Qeru3qfNIVU#xWnkUXy`90_*e(dT?G
zJm?~0WDA+`(C}(kSRx;38YT7fQ&Yljx5@IrrYez)Km#A`a@~^kmsbj%0yD;JRq?;X
z`lz?fLdug{ZoOuhPo||lhFM)@o5!nE__~=JP%APxk=g-Se}#!HqZiHvKiI5vjk_SY
z3_*kO$#w;Pu?yJgR4sR*6kl;R++X9{Rqa;)O-r*lk3a)|ok@BfV*}I3Rk*pYM+v`%
z;$T$WARZM7CH|@dgHolV2TmsteLzu4CFakOhguX68x86_$g{>*ZVt=%inH@dCM^QS
z&;D(*RxOn*YX{LE<@aF<mQ}~1{e4qfi5)NyC_j!5>io;tBgQvN@j)GYbm!mL&K<n@
z<A2u%|6eX%oT@pDLA5NUQ|DPlKJ&va>e2;{Ii5)>k^q8_Sw<=MVYjBeJCaaogZ$rW
zUb{fGheN(T^{7nl^X>S7!e>L@sBL%&eZ*w5Ji{Ne+|QXObk~a3L5SQHe@xm=YLq`U
zRAgnRF{@%zc!e^U;518W_^L7=3}GtQGh2ioi_j!+<Pln=%KZfnyuhszuMdT0oAdNN
zn{>Y)Mt?z=Jx~|U;cgcs<;8PjjGSKgbLtv@rX1maCaLL^iM^$lIB?>=UmU=er7|{+
zRGjwFy+@a@nxOOj{Xmm6=L#7bC6S-#zx}sgtgLUvLYggZMn8H&@JEu6H^bdaO*U1M
zii808Kz2_xEoUSpn_?&~*|ycSx3`J0D4O&SFaLb-ky|iadisl(ixJ5bMXB@0C{|c@
z0rxU`)Q|?7r}>tme$B5XW$Ki}?eSkHkyQ=*zD}mJGugk6XF+e<B*IFnBb7SHj!49B
zfY1))J-e9Eq7uq%IK2m9s|^WT5^l@iu$1auBP{Faw9TIw?MQt6Em%={H~$zF!#s}B
zz?77oyaEL34+nM|7(X$S5sYjXDH^#u9q;s%LG8i_q487diKm%RvV(#`C!D7tb&w%t
z!}(A2ulbs4@x|W8qThsW2}wGGcEUVe!AIoAg=V-aYV_?kJv5bL<6u;QG}6yH$B7lJ
z9*{kNGKif<lG>_xfByRX7{Jq)!~|<(Knn*_RZEtD>-tO%5*BfH=(G&<cDVkoRIsFu
z-d|2dknYQu6+va*b$)vveExQCiN55P6srI4o0&tRa%Y_qA;7sw5JyE{qcK+AQ1WU4
zuaU2hpGy9`8*hc@*b5Fo{vq%WoU}`VJ{EH}kJnWu5SWX9dy1$?<V~BqLe_q<^pMkQ
z4cb;5r6hQ)w-unPHk-%j(6+sQSXK&7oY+v5-K+IR*mVWYTwrd15@e!W?d71jKkA>B
zvM-8npfGTQ*eH7S9J6emFJgOkoTyU$(+{PLgK%cD`rJN#fM=O^`p|x{fm6aRlc@g!
zdm@J9zQ!$^{rY5yJ1o03S~Ib~J$6-=mZ{y+=|0^WU(gZ=8PAXq?d);^Yp~vPjSxG(
z*l1=j@S1QI<#|$BJ|NIm;)}o_VNXQK0Izp<4-KoFXx~Pz%%ncr(Od|t&{{UAO>ftw
zs@(74A3FI(;Riccf|116ixE#WY}6l+5AW`p|3LdOPAv(&77@(>bnhTZe^kwHWkg(q
zkSt#ciUs_o&?=Xjn>2!=$De+weNt8#q61*0Gb`#3t=fx+K7ThSul1imak;vy2^Q|N
zTYhEBPS=`BrMHvP&&C&x1eMy_P09634<JBQCyINlWCGpd)F9zJyHMDnhQ%D6hJM_D
z-%kvU(9@WE+G*|mYqYNu?<9CeX$co~lGV^%JL*GQq;0HMi%{?H|Dlb1(q)T;+{qkA
zhp7vjS6b&>oKEGd`tL$c<W_6JiTlnnq_mky-=?<4jeLT3VD$JL!14>{ed#|?B|LCt
zezz&4^T}+Mx#mFYc28!;*c$o)z|*P2oIV5kog!p>E@u!-{?_p#&{sodSXrLe=@Yrd
zEl5vua$nd*nl;v^C%Px_dYXLo<?~#jIR(z)v6WV_*;h5`L%Z05gU%IDZ8oFACaAbU
z-j6rXK)3(F&YHv<<X_ct;Y2HUW?$#EjVw~^k&H!pLflWxtE;QYOY3+A;+QOuW7MX%
z|MH+@XI6*^o*34+dq`|PC-4f!6QH*zW#;{u*pnJYs0+-gJ!S|yc*;h!`OR?;f16T{
z{y7>^o;QyCD5d*)(R92jNCoiti}-J+$-?T|=9oi8Z`m$FmWuZuxMGv+uY*eB>Wuid
zcRaCeBNCIoVp9q+ck~yfvXd?A%4#y^1QlV=7{BS?eO`FCJ_p|&<kYzSe^k9yP+Nc4
zwo6Nk7Yc<IDDG06;8NV(-Q696wzvfiF2xBD+}+(JIK{QN>wo8czy0l*eUO73t(ldq
znf3gh`@XK>-TFWOW<*jEO8}(F_zQO-Nkb$zInpB67`eLR&GT}QtP9*yLScKt8F#V+
z0Jgjb?i^RFC<vx#jgxh)8Dmn$6$FwVF18s@i=^$)0sY(zjt>B<jf_0n1@`fM8muZE
z`tUO=N9hlge(u1NqjVcQp@jb6d7#rNt}JfUzjSJNP;3)#lS2PN7VopGZ<4aLE?#G}
zY4sq|rjXZd1<SXGR$}($o!G0_YT#lX9zGK$!E<ABYR3#V`~{*$yBl^XM09B=;}J-`
zHn7V(#Y<CWOIX+%Iyc6cI0P&6Nh2cMgBWytR_*JG0@jI`kBruQ01{5u!yHew1FoHK
z06}%6y6Kh!3?3z))HvNI2Uq)NT2|RNpJ0XG?(PxyJPu&(ujWX_Agh=?DzYcE(~>kf
zoAl*^wv5pY5B_+6JCcLG(e5<8jEN@LnK1&}ny~I_-6C{%C~Z}#!xJ)H*6=kO1U!&!
zX+(B6kJFtpAHqNZ9LY|vNiFCT=6MvXtg)b!EyP@4r_@*`L^oz+VI>RNazzIZxG&}q
zX9(0wQPfg5WPI(9fcK_w-0wvu9L9?yc6hc6;7Qs)$EX6P1y|QAEm`)qWw;oWg7o>s
zL&XY)*0qX^N|G}c^G=k%seYWfWKfb=<+(yfBik9b(r@i{(V%s_v_xq4P!8E(xmr1I
z4N*7&T}}DHsc-tw6CGb<-)tX%9O);5lwjH4xhVJ%h+V5GF7wRuEOT~8?_JVAZS!?1
z)!?BUZ)>Hqj=98hR(f3070Kr5twspyeI<QhBcO?mf%O3fD0h$Kw7wR$QS;QrvC4YG
z%~u32eBLFo+1AHw7;`I{V~KP*SJDx@RR7RI+0-Fhb*`C?neJ~+b|HN~VGyj6!_1vR
zatop!0w!1z!%3RDDnJfY6(x7~YCG(j{^+KSdU%6WVsy9=sD)2G)geRluY_Tj@T>@w
z<u$(p`5nC~R{PGJ$NrtlRM8MaqK5Qc1s%Y~4AE<xQFT>2vgR5OuudewFt)*_ZXpd3
z3X^)umuj$B(~(2%Bd2Jit2B#u<Z*J5p{`fMWL3&5&B4riLsED761}JvOrJEHG&=S!
z4(icF$mx{$4S8O}mlSKlBOtz4U=Y6MDRNQz$Rp^<R}iT>SK9gYV!U<XSn7B6Z*;bQ
zjB9Y*3p%6vZ~R_~|I?^>MVAbhsg<+t{u|TwL@EnM2WUQ7WD0=r)ZO21<&9_eA`fR|
zvjhw8>AX`7;^gW*E&I%(E}*{JnHn8lmi(^H9J&ECmmi)cuK9Vf5kqwkh!qtj`08BZ
zekcZl91G}&L$Fs0dWet5m~FY#j`X?sk}D<Jqg+R%hix*Yi)wV)yAum>wjqfUbY>?~
zY|JR_)R3?8_XEm*Reyl<6EKOR$LQ5^+)lN~<}D*GcH_i!M3sQRkrUnCay@*-#FPUC
zrwU55aeczsuw!~3smdQRIpOb%KwC*?HEOq&quwL%6a7jw_N7x-d=iGQkpzm$ga@a$
zHgoSfO$@lAVk;D@`%8QTp57Tu_p9ahgLqBK)I4cs1ULbVd*moFr0E?WflzR==LMBY
zDfS>MlCW;H?A%sOqc){7yn?P<Q~GzHWR<g)744(*d}8vWaonFi<xoPuTUoyS2FwJ@
ztI@H9`){yz{(i#wr;g_dN;bo>B`uwbznv}4XOCBPAtc~&{lmh&0;k@FY*b0)+#lw)
z>NXvi{;7h;?BF87nCjQVDOg#pn?6ox6Cb&XV3d9G6blSmd#%6*^9vi5;EE%fLjkzV
zHHgk^*Cy+7s)@gg;M}~~PM%F}kT76Z-p(T3D8Hh^uz_&OMLG)#8bZP$cn{^O$6~)+
zEKH^oG*8d=KlOdl8TE3RZ4E?y0Pg6{<Iqimr^a2THE(uTSs@=568Umb4zG@98OK9J
z!>OL0wMu#%6C_K6ZRvJa@~UUG<eH>Sx71DIASJfC$%Otfsb8wKr@hWk^+p{XhyV4O
z>_`&Lt_5qt$Y!C0Hi~RB!tHkBfKQSR@N3gJc6lg?=n$Sq?JqQZP0n3Id~UeG`@mPB
zh~SjGsPIiOxBph)UoTV_G_zFaVuG=jd~&3tc6ippmK7(vEEnPeFVs_13);!_Cc`<=
zXt(rduI#Haq#J6=xchA~<RA&MQr?Q^SO$7tkzjqd-iDfGCBmEocC*qIzQtU*97-?&
zp3Js6kNbezXp&xbd^v$VoWdT;utO7&+(&G>xm=sBTtu$QFeW9>HqXO8AMufgFfdi7
z`e|MV>~0JnKy-4d>*0by^8ZON(ZN5u^z_#Mmuv(7MwcJ-zhoO*X)_M_n&6lmr6MU^
zUDNz9EB&Nyq2I-dqkD5QBX0KgdOZX`qpyNkQ6ReOGtSK(Wru&_)_8;pIQLu9wM<5O
zPV}2vZqT5Ftuoqn4z$)Eb>pbtnVVxOT{7`fNA4}{#@ut3hHC#aTWpf8RO4&$qp6aI
zFf}9Kn;$e&6sY|8l!)Tku9+mdLnFQ>C?WN${?suLZe5SlV{r*EGlnr!JWn*c_w3h0
z&mEY%xls`BOzlYjC7i7@fNAp#lb4xxHP#Awh!Hkt%-y=2l-7X-1<%~W=1pnfx1*!S
z`4m1_LBT`^mA5}yBYZug$=IT*jJJ$(SkmDYfOGNsH?q>yx3tDFoVq3^>M##2YXuHC
zHlwQ&Tkyjxx7BS-Y0^3&h<Sw(OWy*frz(!<winJQqolTcb{D^w+rbDwAWGMP@$Rs*
zHnD(La6eGuX$d=lmZz8Few&?)2+eXVkrvEqiivy|7#QJ)_7p8RQM44F<0&&N9A~@P
zz=C09vm42@8%{dd4k?^%w=1_%{V11mHE%4%LU~(xF8`2JVvAj&3pa5qeXmB#0IPyE
zEPWHy_ej)}Q`e>#J+gHYrlmVZ=V>-JjMbfe!$@Hr#Rq)>#EU!ZD{{E5B(VfNQ*#}z
ze2aZ!&+b;gzV1mmJ1<ofh3NHUEwFO#L%&^FW$N1$x?uA>xoEV9hinzRNVwP8cxg&m
zW5%shAwMqA6Va%8%hsGB*(JIke45#Xbx&g1;TLZuZ+-VF6;O|K4)NOzKGHH$ic*%X
ztvLbRD*Dnk8LTB7O322JoA4z!Qm?&_g^t`5U7L#xkCf3tzn_tn6f^W>ffNaorjLu#
zM)<k3*@tMjnF({^56%E;I;P1<S%m3wEDYX%ZYX0)1PMuwwa!`Kq2~O-H=+AKoc|%z
z^CCNMXGat%C2zi|>#OytX3Rl8$Nub1A}u{t9_c`mJ^K&A#&$Y%$;5e~W9u)vzFljG
z=Vcy3Lar#IuKOOhxsP@hV(}Sm2q${gXIuCQth`t{5uBD=<+^OP6-#XzQ$}U?P;*<F
zH&=g-e7I_g0z%SxJsB1-+TqW(^bDgx$H{Ve(OC6X(Ipi&%5b}LzvqPK)?6x5V=W)u
zx-~0J>6w{U{n)eO&IkuFv{F9!-r`Xh@?B^BdRPSLix-}M$qzC3c$Qt9xznLK@LPIN
z9T5TGnc)@ZUVe+}-YMsd=`&JABG-_b`dIBYA;9Si*Oyj3!0IpEjIa;Y#;uUgNfuoS
zjtED;Mf5)sD_=1tz^hvf(i0BX2ppiW<}qT$x1Ro#CM<%}-~o>er~c@2XGq}ZbeAA0
z+DpJPkpe@8^grzt4R8r$V&ibJ(O#_IGfsEh`~aW9f54X-zIgcL$_lzHAerPX%Siog
z&!XH>&a9+R0>J6%1rDSsF%@ZT6#w%<mlS08x243MQr=itw9Ubs|3Q$BTZ^S=_g<SS
z;xqw8sCmF;p;tXzYzi7$E^-{jkEaFsbfmGa=vD{#Gx~jR(mz&w8o?KGx8LHSmvx!l
zME4Iluji(ieYm7Z*ZZ%q7v;QaVc==NCv^wHO1@$>EwZdAOoE5<FU(luU9mcIH|Y)N
zrN+Oxyb^+X7eobSYr0_d_bH+OAz*p~uk|`W8z|A{SHAG%&vU-DW&r8jR{&a(q^{CA
zVHMoSzWU%K^X`JiVm$8XRDTHc;@Ifi(NSm7f{%Ad1rfhy!&6IbEBD2Im>P_9gxWdL
zP7Lof_z0x3>&wr!o&Ru~P;YKaJo8MEL3Nt~7)_9E9-QcVSnf|aKOie|uh)r>#ogJQ
z@CslLL6vb*&f88DHwy9?wO3md6AGz6Y!Z4S<nY|%<;1MJBpfsJj?{tebHx;7p!MwT
zD@#j_3r_YmyK5Zp;2rwhXe7~fso-PAIGrIeSdrET;Io#)4-Z?Qz6%82gq}SGFn-_b
z9gfZ2GMmusy10#9q8&pS$|Ht1pW0syz_lP{_>Nc?W=KBI<ju5C_V(p}){AXhX=<fV
z6=HPUk|K2_-!0!ZRb8ZOTsSe`G~-L7bvk2J{iOkPa2_mg543FXEB_=b<k#YM1gq4R
z#RG5l%oGV4-wG^_sdB{Iev8Put2|M@@MDgpu1j|8gSC`*ki1P)UvgCGM{Pk<=fg?|
z)vbu-Rj_ymDDzIWG95kR)t?9xS7s`yH8dubY`5=RyXbT4;YM?Axs10x@+kJnAq2Gh
zKvZv2Vx$2X<++4ZC$S@Szb{+TH{~uK>~ZzgJCtWwmrxd5Z_p>g5wOt#C6SgtovY;d
zsD`Tk`EFDW^QAnYMuB9a-_j=L?dDTsiCgJLdo3@o0LBHwTSM8JZE7r430clZvoXS^
zno3}UPrV-DbnyNinA?I2+_oQ@G`*d3d3_>peW_#AvX((}9fZ3Z|D~tQ9-mN!oLGvp
z5)(DUc9+>r@k_ib7ERr(Q{ZHg)|84!QlWK4H%3lp{Ut+g71RoON-QJ&I}E}-JunAw
zsB$FZPZYbMX>{<DV<)aFrCbDzMuNNr)W?|5<+T(9G^9N^c5T*)_Zl1QT!r4S@*o@N
zzJFZbA$K^xR}4^t(=Qw6&m5LMx^{a`z)fMtKm`Jgn1hyS18-Me^|Z9$qo{$F8As@K
z=$c@;=3M_+uVRQVY_DOjWBc9r@-Him?uVM1V)_tIo@hB#W?F49<{i&~uTrod+t(!9
zCY(WxiIbK5i@zaTAQgXhlh#te%yDZLpGCSCr6+3vtl5BPP`{chmRiAAw~+9z$*FLe
zzb*D*Q!Cgz+MpT6yqpdizhG4BUl}+nai2Wi;^?k4E<4!A2LRMUeB}KLpu#pR2@>-=
zNO|-bokzKC!Kd(=x(CtX_c*sQ_US3_*D^|i@>2q2Skf3WR8Dd<Pi)_C8JF>TLdUw+
z8$b{Zl3)>&phA1NhkR%O=p=)};yEzu&xjzYGp`Iv+)-0F?mZNRI13O0KFi;7L%PYb
z{DhM@7|ym5ehc(MVXh@>^I=!oOZKjelAmn)-jPi;SNaJPX|##^WPKd_veIg^m_-tE
zkWIH-S6$uyY)BE4;>m*$bu)!!tzwh1ZK-VKk{H;gErfcJvD%$_Z|m20j~n%`s&c!g
z$%o1~Pg16GWSdr%0i&H7MeX%w(8xf{!upEiBVrO<Sfa7b7#(ZsNgnm*xuAigpM>dc
zro(!~iCPhfPtCyt-%`1Y5yK2`Ml_qVA*Do!xxH-iNQVeIm@8m@Ch9++W*u?zwCKOr
z$DZZv|4F4~W+$1b7^}46c=NkfG<!+3ourEbCSO!!e&z2S@f3k%-n)tshYgN!QNfen
z+CF0L9=)|G<CAR9>I$U1czN}n#he5OcrlR7vJ{SGo+Fi7jXU_Z&#Dx%3(!C#*CwGG
zDIX+{@hUZBhLe|>6xac7QNR(ETGPzoBG0gGc#3U87L^h)qquNkm8UT0XK7)govg#i
zGQkK{rHxG^`-Z+0#?QKzZoJbCf{PoVL?S)H_+Ouzxs@6?Tu!4pl!Z2qqj~f_FW$QJ
z<%+mY8UiwJWqphLu>v9Y>uw`?TXR(J!ft#h8Y)%B6)E;ZM+16qu#jjL24UuqAv^aX
zmYMbPFK=e7jmmdLV^$5;Wel<>t}b}QR%6pAOt(DLL_%}tnthB{to|nvT0@k)<<&-G
z*rP2^nlnQkya{{r-Oz0h3+zRVcO=^oeH&+4b|kC@)o}eoYJGo3S;i$A0xeQ816g<5
ztjcU#dHBOr7)K+Vrs=ji9F7s9WsSl(q+}Z<=Ux10AX33#oCN!^fqx_=L!=^hlo6XG
zSPp5Kp1CsR5dtT<6i=b<!Lc1t+CEZljX4ZB%jq8lAr)ZvJVTV8`_dJGsGja4HG14B
zT^reEGhx}7Vt!5iurdpSu&iI9ifSMv+l7WqC5rstGCbQ6bFQA>vm<X}x%@?sd1g@8
zT#SBt%ZbN{&COCHOzs@myWds(MR<^8V(2zl>;E+07fN{+byA7vU}}ZDN0bQ1<Xp-n
zd{-%`5{PuPibA*Y(Pp3<!vVsd+tq=Iiof+-XPOI`??Dgex}={4fcFD8V_z8^dAvvm
zZmKxh4`>%Vn4Qc@RP81fJoUb!?@m(*HRwyzi$x9Poc-%dlKYmpx6`9pK5aY6iodH#
z=LGal!mD7YH{)YV6)O!_i&Eq^eqQJY8{rGby5uVX>+seRa){ulba@vg$dCXIumFlr
z3CmBJq!(GsuQh?8Yz<fsm5MR5Znsiu;>=_v=BZ*H<_X1RrJXR_(dP@~!Lk3&Koa@^
z?8W#`^3|8{Q=#~QNkZxEQO^OkB;xXlOt~=Q0E3d1I%ZB8%8`gOys;mgvv3{Q_7-z7
z$tYY#no&oE_1$DXSo5E~;hBYms0<*y)=8{rK}LV`Fh6Qb@B-fO_!SNJCB28Iy>$QI
zkqHhn`rqQm|K`KsBNJ_XL*msQS;VJ_W0wJ21<Sk1cT$nz#F(G-X6qRX=Vosc3ON2l
zC|_d(-y&~RaxQwBOHnu>$6#l@0kS2ShxEE9)#nSFSTkgBw<NcPBYmUVoZPNrJ`WXt
zFD-{6<?MVngt^VNF6ebIYf~~~TdKXd<Vcvg-&nD0K>U~wG2##GE?&#TWhfqZ9F_$c
zStWj$6AuZ32c(&Ge-I#&4<R=wu~@ppNe_H78GoHta@!4{CvitA98_nh2v*Gk^PkrU
zk~zx=1f_K2snmEG9)?8ZZ|U|wrzC1onI{<8IE<}&kgJgM$CnbByO+K!Q#wqIf>`ZZ
zFN8x2FF!=O2w=3jJN&H(e__;BZ`la$7vRkEKGeLZ>RXNb9PI0rc3O93Zrt=Af^M5Z
zU_X~3=FEQxwKw~c?Tlfz9ovClbiI8Q-=?bFznOTJ8b&Y<R54q%rWdA<?}6kp{y})=
zVp9%&{lK#~>V{$#p`VP6J*VdQpH9k5+UohsZX-4l$f%tBhp<>euexPo+U_oROuv2o
z4oTp%4_#okv#g`s#+M$&@QeDId_c5s+`7I*{k^g9V2PgfuCjyG@V)RH)NLC{Ra_NG
zc%AY|O`)%MfPI9e^ypE&bXC2-99H~#T>yG|>ovFDO+d>E6MOyWNyyy~l^vJD>yazH
z9Cm6KCcJ(&P_@Q&d_7JW8MIwlJ6c3QMU66>ehL7%^s9#*XbALWdIhR2LH*RW;&AAi
z+Ce;4W-)v_xlqk{Arf5!q)f$@4<w?ycvUpdO#KX&QaCJ&PYb8~1BAsOF)24H@592E
z;?}LGm`*CsxdFA5)TUh<+qX|$bJ;m^K1jk*%u+`KCMaiS1RmF)Jsm#*g}|5m<Dp;F
z>v0&Jb&zkMDfJh*k<*zz1z`bcAKrh`hp0j-wAJAPbSQK`j?k%gEc@70czuu|tJSS#
zEtv7tFdgd0+Yyt}xGW&FM!4g6BiF`@VOvYXSAe#k^Hpw3V5P;qDXNvX<kzAz;;+-F
zSo8R5G-*Uwqqz+#o5I(h$K7flq3s3s>?Unt6$U#+aYD-3v=#*nK56o-Q_aPWAXU8Y
z`!8j3(Yz)+2yp@Vsfx2_EG#==>*%AWppSGz>4)kr8uTyna~H3ngXLxDbdo!5j*Nfn
zpV3KCtc!Lna8Ad%N{Bz2Jy`W|8KTcjoNn}aj_NG8X=OgF4qn@RV{*a>H6|h=Y1mjP
zA;w@M2$lWYs+Z_JG%$No+s-DdiN~{fTS+0|{dN_66ugo)Dtd+mOPxwU`i|KpyPdq2
zeq=&tvLz#_7ukh+-z*p>Yod%PP4*O39Y!E@kDDm&lD71jK}rwt8<ZW%EGCPK&r=vI
z#BIva{EBa^ZdG;u`Pb`~Y~@dCX^&!`1?SnY!)BT#wrPKFhz3lb1k?8^P<H$p)0^k%
zrUVr&CP->F#HH22HkMkLOCzfKtete~g;7uOk_%c~jjhi?c35GTrLzqBmY}KXL1cxz
zQLj-%oVK7_zdk2O)3+^vlRpH}OBUW(&3e<QoUtY$6WJ4>O33>C4sTa}xDOf1_bp>R
zScGG6dB+I~&jxZrIX!2`GiLK!HjV=jDBV+HTvl2bPrttP#HFJXc_HNP=@MFj00umv
z$&VMH*Z&Z{7)Vsba{9}E=nw}<ZbCNER^}NG-2-d4xo2`5-yg(_6k1;&_I7X`^yw;=
zhMpR*OG?h^R~Budj}dT_Gk1go_aUh=c3)B&^?07=*C$;!2KKWU-fL$e*sTg+ZQ<YW
zv-!G5IZ+WEyy?VUmUW_CI9LDjAeIDNOOLx$Kj-XMc$W;aX;X@z#~y$fAS%jhm*w;D
z=8Mx()s7RslnH8Mle4*iv)v$zBUMNCh9p%|j_p~2KvR>`j|x3n-ZFmK-?(8Uw_~~m
zt~Ki9PCjSK-kynCRSgmi*NXs`Bw8X!@n`kVKZl?ezBwVb^%a^wzAa5xEW-ykHI%*_
z-lutocao!XoN6&mc#Z;%eSXEo*Y}t~&rzk@qCUzJ6kuXhq-ew<<T8srKX<3@sK7Me
zT~gaWRu*KWnMbM>OJp~9oZ6%6>4l)5lOm9h-LyFjaoNdxf!NX&GMizzI%%>ACGk5<
z!+2C$U-UW;X)UIVz40;+90)!@ZXlH4OsEZ7QrP%J&yf0LW8c8N=cbfvjx8vxiAg}L
z<nQL!C8didsL#_V*Ct_t*0@PM-aX!`6l*rORq2kQvQ(gN-qK&GWc43`k)NEr#k#i#
zLic*Z4p<>?mUVupTVoI|Lj#ToWQLN5STEhl4u^a_r-Z?O#)yNAl~4^8W(~X8`2sq(
z`MFyL?`Xqt@p_ZoO#G^EFb@d8F2!{3mmq58tiR!up{bR-tM8Xz51Iz&Ax!(<PbYh&
zWLvh@^3M3vM1#v-%O8pOC5{$1%Et&Qe_!{lfa9qo%|+HU)q)DcMJoj*d^A{Z$y+(~
zXFM(4q?%4tlBZO3sS(|KO51<)R_JnSpeZ06V*$_yju}NIb`l=dX*m97NY<1pv$5`H
z7=%L&Jk*9{O`0qTh#6v&7gayTn<WLSQ4iTh=AVLW1!F$Fv!FPP=WdXug3Bau@NoAs
z1u^O4k2287kFp4}&B+3Fr$EL+7ZZvlF8EWkIaOu^y@N3b!_I%;=_jY4b{Z>2UuU#_
zUS;2mz6<V<-GwulP64BRICaE{;S^^|D^u7`BhQZhI|Frig2;`|&36jUyg&YI!zC$2
zE($`j8)-1YD~9@s$%;ZYNj|Dy#>Hf+wOO0`iMPPJzOftlX9D|8u^JM8JuNikKEIw)
zPM^i=>5FsxR#MY&d=dOm;OgvO4i3Ar##B|y71M=vQh<Nzg$~0J7icFSX0V1$0hSq$
zAJsQLstb#P$M6nIxi3TU$0AQ!CYUvL?g+zE9STff=;&4X4IX>XY(@tccE2L#tQ7KI
z*zPU7&gpZ=SlWJZIC-c<`=`R^W;G3ygk7q^MG2M1ov*-<{n#A;v2<O*nul_a@?t>L
z^wVt1nmwGzB;NadrNFxJg4OQlz^@qfPb3Ob^cA+a@=`*{vqcQoG{^w#INGQmwq^R|
z?FSiPQbedgA1FVg+M=3cf{}k2^U}Hj#fJ5dtKGaG;?}p8WW#kDa>XD}L*%9rid^{y
z<!GU3mv_cJ{#Mi6j})HXLKTqUNh9m7p%q_LR^=Nm)vScgJ1=rGktusEkoV#st#XT<
zHtA<b4+C(aisWHuBB8=QcMo37@JY>VPcfCD$t?X-Pa(4aewz|qRY*#-8DT?a7?8dJ
zh_}4Zk1;a}+cCz@Nv}06I8q+32HisS9DFeGBIVxzBR@87DMpe;hAT6)TLvD9uKS9;
z<XltH(5i)H?He!USr0$C%qUS=?Rt{N+UVJ-Npg*Z<E;`|@E&nGtM^PYUs#OXaQdZ9
zGP3W;H8+i{Cg`O+HMIZnTgB=yw82q7hTh~&7pQHSm)$~+sGKW9WiXnHKN3{-`tzao
zjQ+}n!x2QB(IqC_;J*hv&>f!=C-yES-vUs=lr;?>C<V(3e&qu9lg;aE7SSUAsn91)
za1Qd_mxr<FieS^?MF(@;g}MiIvI?2ac1U%TeBL+-bPXSi`$Kt7IC^0eO1*G4t0l^`
zvj^f^Y+P9xuy{}LQC%cdcLn^XYTkYOq)kpdh(TAZtr$6=w>@_#2e5W-V#UlBKVIDM
z61YQd^JQ75)6yi2?565#_J);}sSGVIz%`fRzKOXIEHy?Pf6z>osH7`GW}=bCieIQn
z=BDp=<)rcqa6tcc)T^fcGJaq3Bc}l#K>HSw<uU~;1eunQM+hy*nB$))VIAp0Rv}q=
zZl<49y=$(`HH$hMzF(5TrJnk7M@m?FeP5{O;hKq%CMgHvdDYUT$2$mt7z<?;)Wv13
z-5l4IQTDG+ig4F8+F41go(vI3k1XFnCi_v!HAoA2UQ_=GH#!M>_y&sZZ@Qu~W^dbB
zM^%OvFI5AjMgydT$rb_mv&`=jdjq_O%T{?S_q7X>O@aWqLeUsOwb{^V_!|)FkXdC4
zuOO8hTem?qGT>Mk>xBv<60+Wp#`4r4+;2zO8-Shotb(NUa4(i(?{QaU-p~YE!4+37
zLq_9!r#~A<^PH3OHM5-AF?4D4bYur4SU&bf<-JZGc~efnExRUt9B|%X>wPe2Q?xo_
zX5GEc(?j;Ua`7BV)ttTu9^=Q6;Vi&3^3TRAFFETkr?(no8xhE;96QQr92*c<Z7I%l
zsKXx}a78IT6Kdd~mNcvQH&bR46bJ-c+?MTOTJNfOawRc^lhkkC$_vpS@8=4}tfA*C
z`OU#p`G^QhE9qBjfv_@5N2DyikeZzDfD)w2wD&*lvT#fbvEX5Q-Q_eTECP3a9u|r;
zzX}FtsY=F3kd@?C1m$eKLxao}Zr1;#G!G}yn!h$g^P$26m_&aBp0qT!j4;Yt*GEWj
zZ;(nKv}BXCz{K+r;ZzwnOVE@RY7Kmq?))O{qT&Nhqu^|*DeinBPI%Y8{mb$H?b`f*
zBN*Mg|9|(sxIRS5gUH^w@MUP)tCZ19Dh0NzzcxVc<BUDOWBnh3@Mv;2cr>&HJY_QT
z;%jZ6Up;S6mILF&{uAk}@w5ATK+dgCJr;)Dqd&v*zq;yuS|WeJ@=;jNxBEsdv@4I^
z#z8ni@p0~L-NWKP1X6}U#XtVAm#2URl>zre!DH=KEZ?C^BbNo+ocHtg=q>fvl*iOT
zXGZ;6%s-e<@rO~@Ul)jl(T+HkNNsh27zQ|9*P{V}KNb~pC@=QAu8yAqmn|LZ26?9D
z-87G8OC8|)nevRqYolEsx5=v9#_p;UP}i$%jLq~qDLZ<0`3svYTU-&)AD)&vaZn@`
zmh1X`#mbJox?jnmdeO07ILIGi9{Tf*RrU?3CWlaNQ{brum{NV;h2-{SNe<B`QF6NU
zje1vun;WN63$qLeLahuQ?+mK<W^v>p58Di^WPmT_*B`>%3H^hm(3*8<)vjXTvYj$Y
zSx5awfzf6gRiM)nWa|{^KZO2!wiQu)GGX3-AA$Q_+jfD-hw(O=u7gghWa&naR>w*m
zT2|pbtztGnTsgP0N8ddQ%3b`C|5?Sx{#9@b^!-sq`8YWgm?r3d(y$Wq!)3Ba=7_j8
zwUXJYGi%t2{i|vJLB~&KV(LD+8!8PzTK^~sm!=_i2}R*IUl$xxWnWOk0oUsM?S)Tp
z(MLu8uR$P7h9L7CG4)e>Q~mxS!M;G*(y*@xh>eQJwqidn=-)L3&k4-u<ibi99^w=I
zg6$Ko0wdguA5DI`TX>!onyW?!g*biyR_SU<XBb>2{<$-{$RE^TbwBo_Vjsf)*eIZ|
z+FZ8H>q;Etad)EC?-ryVd(2O0a+UV7EPsEbc#veovInG~b29&RA4!06Sh%@x=%G|k
zdNcehCJ^WHKZKJq)t|F3lXx>gHNV0m+?e3!82U38S+Fe7(SgddN$i!-IDGo0t4Lh;
zYQuQRxO`^%u7ca^IhJ%76V*_{sB!)v^t}{W0?@%RP)yXpp3l2Q?RaJh{`daukq!7w
z-JO9A<5djQJ*{~0+IsaQ$Anr^xb^US2=LgYxf(sd7BE!HDa43M{ilRu2~(l*4NiIk
zw6n2;4m<<`uUVRJ+olk0_zEQr2=7?+vZ2E-f{YO`KfF?#;R)*U&wQ;!aZ~>xK=ofc
zt9*)vJLN_Y56)>xN838Ewwa4hiR&-X*OxSioB(sEy=65^$0jFG-N0a;F@LTH1zeey
zkZ@}Zb_w9$P(MnmE&gu{0J7rUm;+MJRs~_%Su>R~{pBGW`n_mlV;Ct2Zg|lP56I<H
zZ~&=LjR?<%qV%kws}1#=Xy~|Z-CrNN2nk#=O*UYz%KU8l6#M7OZUO`AJ5KkxV47)@
z6DNNrYUZRANdFb4kNt4-604SQ5X<KLTZ6Q>4-iH!)1fl-<D)!Z{ld#QM4M~`-^tdr
zy&&Z=)W~`(?J+1V?p}JhbhqCA>neCqMC_FjY%Q7u8t}iY9(h#iK#&>H+>RGN1HMN#
zQzB;z9rr%T@Zt(%b|Gxy5v?tjYCuVlyT@cZl4t4K^Z0<do$)@)o(G^vt2#&nW%rDX
zH#Ux{>JT#nQ)KUt^Gr%GC=kVHsszjSx|hxa*$$7PO$7J2`^jb~fr!dJKiRHwaY@;D
zJ%(>_wfD+HT!3FGlZXBy-#{dWiJEwC%H$Y8V#ZI{s$|NmYi5E2UwNq&JUGqb+1A#c
zEDIUGzn6Zs6O2G~CVS&Nw6LK@@VGC`N}3+%fvP|(JW6$>31_#GnpIu9VtrYDS5)1i
z<F>=zKN={Tod@2Q$6a8Bn8O@}R=r48d8S<MC%kg#E{Pjs9ht}zRPMIai5&2bOb*n*
z5LURo+VphMOit@kDE%Fm62*@gt~e1xC+GwJv&72r#%`UkU|^98A-KOa^d?D$-W3a(
z2U6kjs;5Byr};<u@|4kFSq?>(6Tx@oDpWf|ZvP>}!whhAz}<TKw}*JEn^T?eebWkF
zVv)^750guzja`%mIfssDGm3hvSpohkvcwhbkdk6n`~c3q&?3E!!pTUJQgv8Xg-=5C
z?{6PS2LB{tHzS}u-&OXhT}ZtCVR4|%68xU@xX91>?W;M{LVLvW5G6(P@fL#`?}2E8
zpo6;#Htum|$AAP4YVY+w+eeE-%mDCr@#X_N%a#VcH2Th>_iX_efG>mi9uo$MOy!}p
zhYN&#4YlfVMXHu%c6kzc9=mD=&F{kDbo&?&q;gygNg$dRSF8hok=$4kYfH_i?;%X^
z$dDS&^)Q%KDlKuXPq3keXPSj|YZDPV=3&;Wbu*AljswJfTqbu4_nCb3x*)bG7lZ#0
zezh~w)bJ_LQ7mA}IBg4o6E^>%DOLU@LlLJ;ahs9wRTGR0<Aj#i-~cv(8OJ3e)Sk|o
zE*p9j{!%J+)9!0HkQ(Q2f{gty65FT%yW-b<H35uyL#9jnr-jurA&My_-F=N}M3Y+n
z8NLbYm<3uD$e7}Ab1vh#6y16RR8APjRuki$3x(H*+X^g!ILUiFhH>a`>8TDY#SUry
z{=X?MOE*lygPL0Oji(q6$4G&)HA1<CcIe4$DZ=Z3{eQ>HQ@jv|{R~W#^km?d40s;U
zNH!v1=9Z8D97zt_hAEe_8t}`-#>-YZ2M6IiYPtT>W3TK(w%<JIz~Uq9wXvh{*sgYy
zj>=v56}UW?r?>U3b*38uBuF2JA_y0dwqC@BzWBnmcxJ;xvimIUED#+whPJsH;**SG
zG@0i%ocg5$d8!NoQPAeI#^5N|2zD}v7q>TW5;qFII58+x&E!az;UOahI(8%RFWd#u
z33V=fh|kF)l<@>;Fspc@dvf+*8#d%e4&~hdzC+gU0~wgD%LJoDxtV$@4|)u7TVUsA
zqo!mcOsDF8!dpiTz7KzXp>voCIDhp2m}h<0`F&P{=L1%Dhl2Zze%ZfKx4XDh^VSq5
z2M11KHnX1)Ld*`{D)P&F(5IIvD?9S5)Zg8=<-(uaJ+C-)bfkaoav&PY&vDe@xXO%7
ze1Vwp46WMT$(f4wC%WAhvhU1m2IhE~lv%`c2lm$Ncb141nO?~QbHH@Ttee|)O+o$)
z;`X^lMV#a7><?5qm_lISs%mSKFjZ#IKRe3t)#-%Wl8XMzr>I#xeUdQtB9Ah@RU;f`
zuJLBt4m%MaI}g&2ivD)Lb>87m@LE`By4$Ni6P}fTQf8O-a_|J}`Q<vk!VWE*2|CKr
zPWrAzlCakVj~N{tkKsa_lUr!C5w-}&$5gm+*jr1Ai=^_2ph!1or64T@m4e5eBL8X;
zerjuQDaXICV}smW@m%#uij{^4@sN>z)9?a_N2J^J1H`m5MNz;8j9O`%IcHKNWLMYp
zB{w9N%?0j&2_#mePh-XJ=xdX@PYh_o{J6QQ0&%57VqS)b89I{+M*_Vg3D4G?SsDNO
z(QY-nGx0bo(;A}_xtH$lrLw8)mkV1Fx2Cv5Nmj+?Qt%ffzx`M`wwnwfdsw1!FfpSY
z_x40CvVRf1tOvS(vaozi@4QC5x9dBjO+2<r5o@j)5o#z;((RaF5c2xBb&(%aD^Sb9
zfg^KlOF;Y!&sJP*E?7COL((oq%YKDjOl7K)e%oXYDn0_rQa9qVZetip#p@9uOq2dO
zpv>}XF2hw;3RuLCbF|i3o3&FUUmL^+^G-I+A>DvTkIZp?NI%y!Y0toFAtxEE!@J-u
z@d+Vmftsm6Rbn8t1$=V;E@1)-$ZMJ%jd@P2_|8~)mDJSmwP<kZu+SfPF(*kc%fneY
zWrcW^%8h<4uj7RMT<o_|x{zjto`dH8yP(~wJSe}v2T^FU!+m9uE?DB6C|3(Av4Jt!
zJX1-|i{4>-7W`+T%&-uh;6skgsoq@$%jnR%HSHa|Be>CIS68EPU*(|d$41UVsI^*A
znUy2@%C-^ZO#WGTvEC7%tDfi|`{yBI1ver7OI_=`i4PcrTZ3%5ZMnJ&mzs^7(ZbA#
z>BEoT=1vSr%LQ*2`X*cn)<H4?+ts0hyi-!xhS;y;K>T~R2_NTc`MvZw-Ljn+joKET
z0ZFrw3R_xQPs<{6HS@dD(aYg-D8ax_<zO97I|4A8+mX!gd}zJ#Egp8v0rY?1W(aN@
zMLI4U2?hIU${;Xbe!cm&5!`%6<!qZq<ykOJ-nu}Kv*mh`1S`^Eh#G<GwQ_Fr(=&?=
zaC{dcoGe3Y6J3sUMmKI=7b+}agQ{>Y;-|(Y8qwi*Bn@+i7hDaT&a03$B`SDg=*%u^
zwxXz`8H8&vc^dT5_it!BfF#<uyy^ZQavJ<LEfT5cH}Iw);gwOf5@u+oJDAuIv6gm|
zvYidV>ikryij!<jBY!o!gc_ZwKBV?@Jt5^>b^YC?z^t$vs1%UDe+phR{Az=LdqV=o
zH7;TX#)-}JFQ`LW-Mxq*Hgy|QRQsw|ydzB7983B?oeu-iPK-Ol+`k(HgcTdtdLTrd
z=a9gIxqde;9yV<XL<Dg}*ij}iX1@$V2jf1hmA)&dIT6cXl@EmDInsQ@&q`uK#t}(5
zXS3YP6Gbnx*gpq=3G|~5oaNkVIa=gP1R1#GHRee8V$_`oD%L*Xj#~056v90{ZYq45
zjvpcM=KJugsivtG53I9o%g+xlpKAnBHVBZ|CRfNsF}+uM-zto0Jr(F3WX|j(v;Z!&
zNwU>)5yRoA`;4Fh>wwQWhS<T9bE>?QYWxTW9gJmPqxRD$j})ug<eLh$^>mhpaETCv
z-~vl{!b6-7Gpn1`E*xLtt${Y8!P<|*c5ZkF`K$`+?buSecA^`+rqAUXppx^u{yu=R
zV1-9&xiUOwMgng)ry1VGn)?h_QvV;>AH1T4_&@B25C02PhC`Kcq`u2h<iD5s$EeG1
z8A8hJP>F=03KA9qe@$}SBHa4MG$V3zuFIdge?5J6clw~ok<!SY7nCjQ2U{z);M(P^
zX;*q-B4vET%d;z63uR)H8)l0Q{}?_^639@&G#<NOe#P%Ge1B6~)Tn5XI{F`iBdg0}
z;O#MU`uO2O$wi%x<!lw^zMJJvsULW%7>jeu#vdKk%zxTr9eV@eo+v@vls`T7!;j07
zi|WUqC-sZJ?T$Drdz&gRI9YL1Q8vQ0Jf;??Mwaeegs%eykMScvczBtxU!{o|>t{PD
zr#M9!5C6=YOtOx0n;jW?dPp=gG<g~iOiz5by8Pf0CEnmK`ot)R&soJCQ0NJ-o=FfU
zIe|$+I5-#2aZ>kzdnw?pDZD!76wA71M89AYx`OFMwiCV9?2yiH7Z3F__UVh@b*yo%
z*L?nreE<_s7}@&s5uu+;^lN%T-QO14N3>neDFVZz`y%K$b?nkr9Z`8;+*Z_S7MR=9
zig0F7eYZ2m(tocJg10k9H2Zj-c;KRWP%6}*zSbI8Fy&ZB|GYH_LteV6k`EquqA5p-
zHkeH?7rwguCjYe4z!eCO+1EQU2SbKf1=7}kQLYM>qa}ki3iu9w6{fbf1maFHr>x8x
ztuM=)WOwalb-e=NmOVgO(A{qH8;_#&3uDFn3%OU(!DM3wj?xCDE9uD-j8VeJjO3OI
zv?{sx()!jg!N3u@zu2wFa5pzRU`A!j)jE|^>TUAiQL;Ktu`lJlM)Fle_vh-GrQI;n
z+dkz4>(RD3hX}iTP+)od^&^aBeABi_IOJEc%JcFfL%<O+T`Xea<;acUt-@*6dwm&4
zen$c|xlVC|E2(7Ct62tI-|usSiiCo25oZc{`e$}5M+wd~ra?&&BS}(NX`kzLR|=@2
zBl)(RUBK};CdZJ6x5%;y4l;}JG*A3F^MOqoPp`&4%I+~!TvgoDW34^-7C@SE*#C1i
z*;(dD)3jYWNJ|vnwRupU$gL@j5U3aa!4zj3<{j})peu8M2LM$25QMV0e|Mt%=q6e;
zcQ7)DWeebC*krDZx)h(ORDsD~h<P9->t|{Ta}3c|{fD5hHYWM!aadEy)+VHyz=Y-u
z;amf6Dqo<rS*PdNS`Qu?f4@zgt?m4CQkdc9KLiAC8TUiIe!fhU0z_9N1Y=FDpqKZT
z!gs|@1iwe|Hu4_+YP9=YzE==6D_$m75Mlv)x^%&ZQv;XZ`IVCdBgOLp6#pT_3Fws?
zhWd(*n7ZO32sydw55{h<D@iMxwIyglVkfm;?6R9WvcG$+;QyNCE|<I`2zze!t6NU2
zgBa;`ANDS$5F0YzuidN)M|gg_L}?hq-;*Tu*YXVPg$jqf@NSD=yBmm5rdFj)B;52I
zTvbu)xj4T$w3n%8g-&AaZRDhCab2BZT-M$&NW)jaaO}yk7)P*XO1MtN!x!~A8FpQc
ze%@>HF|1)X{lb)_AzpQRx?^Ocevirm@rO95c2g=<xd*}<L2KM#tH&j2@QVz|y5iJ7
z?oUH$JR^5dBKrAxx4x~D@*yQoA5XEwL`kl=ZMgDWc?4~|IZT4gLv!c0N_M`J2+;qD
zIouy_O)9%m@*mJ#>s#sJw+y*QFRt3|jmq`_e@0Z3!Um~qJthdT3FP;MJ^4?vr#k>{
zlo%cw{!`S93w0*~sc!*E@)W(=IU{3}%SyGa^j2aP+!LzG(^xgS$z9;0JY3fGBf=Gk
zt+g9&`{ft8U~1KlhCneX*G}$P12tJpYkY+sE<2CVVD?>VT)6(hO3v|@RD%*&B2QuJ
z{s%tLf);nI57Y1vnBQ$M5KRlDoeSr(P5h{loC-tYiyH$67`x$@_#Vb)+qxNE(Zq&S
zaFZjiwEac&CJe-0dz@pGvcdkCb(w2hzNv&Jv&|$Tmv{9oaRYqZdLB`Kj%a;S(i10a
zNs0a<HNU7&Pd9k(7S$T#VdTOR=_g~dMg09=W9C;00|@?`#};8uxmSgej9_2gSKjUN
z<EOnds6X{UpVQh9$%2TZax>b%_m&C<g{Hg^)@#F?CYFkaM>p{K$<zGr&9CTBK#i{n
znUwE3U<ulYSB+Q&9u-Vp5XB4td!ZTmuM_$Aa$cVt7$yJy<0b{GUPrzBA<D=hXslF3
zy(v>m4)|uqO(3Q24kO`MxVcr2kB)f02h6N`SBb);QvKgcP-1+Rdf$Gd*!&nlbtf>3
zzwl=Ht^=!N#~`_;PFGIN+SFD`a`NrI8^(QdaOA~+e}$)4wWZ%!uyv}WKsy;UjC_v_
z5Z$<XR-%y8E0HG(r6qd<%xn9JwrF4<H<q)zZ@@9h9&{SBdKs<BWiPTr6eT_sBER{$
zKd41vSn-hD{>^=m5Rf9cS~g9)#qhz4E%nB^qkEYUa^W=iIcP_}nW+`bkwW-1kd+*N
z#ydokU%*C0TmX!-oo;Pxtqo*2Ufwo2nJxcan_V78d;(H0LAH!>ptBzR=*7iLsvF;r
zC#Ya>HMm~>TaW?O^j`~7!8D#+ZCb3kbBL>*S0BmuOq~UsS!$lCAHpH(x{9%aue;9u
znMLtib{hi1c{<)=k{q&lR*dOHi;5)7FXL*^q9i7fkKrNptkDgA4Ucj6Q&8{RSOGhs
zI`0|LJ<}=2uqt>=K-Ko12HjIg^b+1vz?eZrlIa0x*!~r_k|ddxbz9A+WN$?n=T@8D
zWxv=Zl?~lV`223TG^l6K*$xRvRFmMN7-059=o0@FtlmDT7%nuwCFEnVUEI%S-$g)W
z#d8NRu@WBWzQYsc?Rl<XJG2=Xb7e=avbAI{sVt6&m-fXz%J3RpNBt0hmqSHn>?$b1
zYia6?xuu?|N6@P9T@wg>Er?^VWDpL?`Q+|N0${u{9BB69nQ*b8GejkuZ|lP__qWT(
zZ|R;GC<fv><l9+GQfLX*#lh;%1yHj_%;;}-FZEsN<I=_$Z#QAk@F;*F?;s6($-P}8
zPnpKI&S+I7QRrE!e+k?5mMO9`-vSjKJeVnzebN~`nBj4Za-N5xL;#_h=5#QT(;dc<
zJQ^;%sD?nfnAPtD9t((WgmvqRZP*PBs9YdF4iGfqZ)w5j_EsPDCgg9blrOYGzbMq{
zJ@=E?7$sxhOSp|;ja*_=3y1nmD4}@U{_T5mPSh|G3^SOr-R&gv-ZImwsde<h5Gn8E
zxXjQi&{>h?h{0hTaw0e@_Q6jXIgynE6F|yxb^}N{E$Fi=4GQDoo2Amr7_%ZH>(MGw
zu$J|e+ic77GAeaG-6Jh8Qih0Oer5IQyk)@>6%WyDO>4R~zx#wV&601h?1jA}(kIc&
z7RU4g(+-#}&N)c~nJNFyN@-kb=O>n|zTj&WSACWmA9LQGmtzlC{{1?bLqX0bd78DZ
zE%o#)NbS`ma?L$N3~BeRA*&*A;|?Nl<~=NQE0fM=ndRjs>V_M`wsZrHCdJhk`Ni%?
zlHUSOh!}If#bc1gLdeom;F|-D_o|!TOZi}S+4zS#Bi9tR%{e&6``8lX&NdI5amaH0
zW?Xzh-l8X_>}dbA3)0YQsT|&+*f}rA-YVjYVzrF>)lSiBj_%_e?2A#Bv%nJjV%REC
zuBYdBUEO2y0`MBx_|bTAn;xm{pErmnWqV!ff&NJaU0=FZb_l-D1k?HIxJmyj*HDYA
zExES(<nMVu$1%K@4U(}fG(j+TIXAdn3}td0N_YH8JKHjLj=8bI*1cA***C#~q7gM`
zmg}7<$f3e#R%9*UK+qqd{yfhdw8#i55iM1@y7IwY3^CqZnEU3U(n_+O*OS2zib&$C
zhGDL;LvTCQAinu!4v(mKG*5n4ZGO`YR?M2n0n4`@!G)SW!fB7!QE5W{WjTY$JS9#P
z(KS4@HO{<5XkelpsInH-{1_cFa>gu2O%^0oJg32RmZmwLB6hh9ThhV<{ci)Xt8WVB
zH817u_=k9xJIQT@QyXt_=Dk@<*JdDE^mp@)X8ATOu+nv9aK9l%)5TrRoV3?S9GE{z
z^EO*|N@PxVf9p2`2-iz6)bBrpZ5Esf=-&~6iXNFqErEBsQX4SIdv(fxTU~JB8_s_S
zwuS=ts-$dF0lih?Cd~$aAZmZ1&J^-ln}ju=)~d6H$VnDfmA)qKSzn!)@csqd^0h(H
zHe98ZOBU?Do`~iUrCsz@pR4LVL}^!3>&L0+X|60l=MehQmIp%}8!hElXBUn^?AnGD
zVg)So8m{U49caFGdZBw_h}v-IUTmbb;@pw85-QV98D~)(TvJU{Ag&-eLv#&mq@At&
z<7mb#SeC>rq{@{myA9@Lnmp7{)smkwhjU`tK;8h4q-k|ac3*X#@AS#zRs!l4yydZ^
zTk;lU#xXEOq$mqflsqM<(%zW>p-lwbIgzEyl8)Mij~4)=Z3e4I%9PFM)yFgw9Yo#6
zg}tFY%Ryh)tVUw?;N$>osEy>?O(RF*!T;R#i|3y0!H=D-F$BA$6bbkKC-pFZp2HV~
z#Qm*qv<~48O%_M!O(p>?_%{Vc&D(i{-}6o&!PqvjND2)Fj3ZPz;8xG(dCJVr7vELN
zwItF{$*t<xiN6K~lhSaM@pBhR&aJj=`$2Gq>hi7{SkWxKPcLN$ocudR<OvqqS>^KW
zV-pr|0PEORB54DvnYc9SuHGc2;{@%0!0Lf=Hiub^!Ue+4qVm4#mun*g-|^#sM`6^r
zJhm1`C*REKQdS5CiQm02a_#huKC*FP6)88u_G5zJAZ%!+gXxA*yJyWUv<0HRw(nde
zWtP)2duB|_*dhh|Gct+NQ+YoQGU?I0E%V|tXy_KEnbVm<^*5fd**Pr|cM0|G-Y;M~
zXmHmeAq9)DW<`x9&RV15NJ@3MPR0~WpO-|0ynVH*_r}AQzbm&-&SYi8R6Gz(*Z!lD
zk+HEfK~ZX`z-wwlieTA6+b#4(FFLuaBO*=f&n@SU;!_RpYfg#O#dB}ha<x<-nGsLS
zAQn&6&-Qr-_h(c`M`9IhS1;1pyrkjk2AjdJbc<9#w2LXyhe-p^OQ-`C#RN~caNtJ0
z-HP4xnSyd?%Dz^tfB{P+K+9QHkDP+~u2O#tRB~Au?<rVDgDjx=C8tC%X(0_)Rdtd4
zBosa$_x``2MEZ#TTOh>$AG!&-jfz}r>9HbxgX4sbOz!A4w)fz_z}q8kb3zX;6CEZB
zgliJkZ<P!a?T1I<)Xr{j3BmncMVoK+zk$dYmi5^1jVI5S<3|st+dpwbJTFo=l~x`t
zr_)2$`O&Ikj(>$b51zYN%W8c>vitckOIGJNqcEx>EMJ$7mwBFmGY8EHZuq^ISys1s
zRGw}s<(=D>^g8M$2xn4Cmz>KxiTVRq!?_!Q?Z}G_IvOC4l@PYKbFqiJ^45T0A&7vd
zCfeETX9848(o=JnU$^BYs4~k$%~?dajwaeGYZHNY{yd|Dnk(-?Lk&Qw?2;G$+4mBS
z29_4%AU=tVHi&^u0OG8c>};M~G>o*f83E^eC&%1H6?ZGRiuhh;Um&(+`H}J@_sB5X
zxo>Fv(jpA36sq&}OFuAtr6dt%eMYj2&EDK&3_OE;gr#$tqTIPPVSGEQc>)Fi5~vGp
z(drSJE?O@FSuTtD<#0-MR5!amQWI5e2NpTcmmWKco2kaNHgaXm?oa2|4A&+tjyej%
zNz*6ujjhmua!Z5WpKhHTzv1BIXP>tbdgH5AS?|6pFyysz%gbm5JwD(h?_=BxdMQLv
z<=9hYNHMeCpu>azlw}+6!WNn#U1fY$d(jQA0jWA6pA3jct!T^vv68%QUm3?uevhfV
zzIf5FBWW<B(jMYlbn*ElzAYs=S5OYgU~c+1F)JPDN#Vd^&Pw8n|F*+VeXsaC%(hNf
z1KyT~O2ymD`~M2V4~!Qp8LlOoL3=Sp2}${*Xt~eFQ0oo)_PMNvj{ZAqUIgNq+-{f0
zMJrMev;pP49elQtMt)lQ$@Cur44PUCX=y8x{eJ*1LD9aps?zgXGtS<7n7~_v4;Mfr
z9G|0e{Hn7-YjY^_OWQakHU|tnz3bH*!#WPR8~*@eYRMZg`K{(844$2O*DI^|D^Sw|
zM<tWSGxJLq%#H7X{cAa4pV>V6*>(Q_hb#F#&PshYKya{$ly!7JFdp?qjGK%Q%jReP
zS;#S4Gg@5PVmnYD)URRmJbqNeB!BAXfo0v*m3FZF4nIoglqDU}=2XK<oA;HBsO9o7
z2zX@13uhz$0IgG-k_RZVhW;>meidcxqY)EnD!UQ>sm4d(4>|lQn^`rpZ<Z+_a(-4$
ze?iEp(1j|H9u^XuKkqZZBNX!25X8aBkq_`1hDjt5?vWC8JqY1}{&}b(x^Fw3=LZTL
za0M$n=ycP^N;;ab%@oo6**L)3+=cvW)BFqIyLDC8^=Q;v1oI({+o1JeM@r^C9r$7O
zO>SLNQG|Vp-FF6)Av5pmTAn}g+iFrtrfHJxvyAg6d5H7_p!TlVLNwLcIE-VTx`grn
z0FGtU+}P>EW}KW7rv=ZgdC1u@F3wSh-OqY)xsZ+0p;6m!2lS;sWx7yThxZu&0P9yY
zrrR!-29>U!y+$*;AbFxk1B{OK226yka*(UYN9k5R%_m6T<sZV-$2o1YMSwfjYs}}X
zg>ZTx5@Q>X#0OoS4O)i!c~6jqW{7>@MtJrWOKUOm;FBtPgUF=<CHY=9M_>79oxZeK
z<CJ9`S*Q)9z(pQnC$8a<{{YseNgRnE?oQ<=49YSpgG$OaM9DtxbB~&x1;~UFvNUp^
zyc_x&5@aVhyT?Oj!&$%5U4F@PEG#*~bo@njT7SgpSw*(FXC34RtAGoBAlIJ#v0?+y
zi+Ml9r~1?5iY8MyVZ8m&{2$Z$*6_qmIy0si>aqCsJvlU=2KbzLnqA@3uG^n1{oMPC
zz}371tZB~kExKL7jQN)5Kd1iyUbzQT7&6QE{{V;A^R1m1#(M6K6{5X%jDO2Hn30dI
zZyL1fX(O&UiWSwSjFWEbD|vx~gZCM5N8wB%h%EfCt~swkPa61l#0j&+np#HZrNXG^
z=tn=DB>n)i)-8;_9o3?le(<-MvT^7QCx?UhS&d8uIqOZHbYl}7=LkDDN<566!AJx6
zfvt^CLe%uP@^7pqg#pI(8<74rm&>q7_yg0N*EHzPFJsTChpkUb6&y=GRBe$*;A>;U
z-W$8uu9C*x4(U3#WghhXH%PeEZc^IT-JV8ZGNYw?HI<E*fOG&ORhv|tbmMVvPo-%}
zn_9D;RW!Jlmv$cx{4$oXm6GhQAa!HwUK_4z_Zt2CPc-}8iQx1VZ^T-??z5~(HO!JE
z*&}H@0a-gjF<BxF{?buatG$N=+`Xi?DTbQfO}lr6^`<k&EB)Ps_N!0wpWH|so(i{7
zQ5B42N`)WSwPc;n*w%K`YR1uw#`LD+V8p4M^fZqNLAp2J?NGBwfO)I(`_mnvGTcm{
z21x;LMycLq19Xv<Z&j@4TX!L&V!p<tSDYM^xko`t#7c)!(lLLZaAE1*r56}Gn3X-V
zRF+uXvg6A>qNGypr)ds@vFl34E}H6Ij&mbrzyNm#6=hu?fI#eh>pdihs8CuzQP|MZ
zKPsSY?pBqIWlrq4@heO6WlHot4Qg0;hgZ_v7%m!BAHwIF#Ex*P5gV^#QVG#U+;V-h
zTSBbis$%!!vEN#F?@ZKygIlu;k%Hi76kK>$Le-c{q+Tk>+^W|O5jN)=*#0=CjrN2+
zyss1W1xX*ux}lA}l@W2T+}YIpFRf{Ni^6A4&b6Om1KixKJ0Hv^8%W8`Z)rX=*5PR4
zl~&~s10yEAKf}5es^eb2wn$x<%v5jS9;UT)sLDL(P88>RXg9*%9Jlb+oNw<!i-ugW
zKf*mLjPc)#WYnT)Z6*Q`a8w?((Rjvt?-1L0dL_(l2p=|E1lN*X*<b1NGTz$Ar?CSx
zoi`YJsO3~7-PXke5d^<EJ&iU-DwuK4wOS62yUXX>zw1pgiALfv?OuCY>Tk_$%;1Ea
z_VlE14-B<+;RI(K4^Aop8!<ThzVsR?l+CvCN}egJzAURIMmRO0i1rm=N4TgParqYn
zQFB<-WdYZYD#A+0G1OFsIQkK^)KWmhg*hKu3g%KAE)lo`2CSrkPXsk*r|#q;MWD9V
zCNoSWO+Ae#lynra$X2MwGY`Hq^{Kq%Jqc6kMy5`kv@VOBb>^m7Rj^O%S?Y0yVUg`t
z3n5&o81yvKF_ko3`B;3zBhsg`YnY}62^~Q^E_&8%1*Mr#gO11gSEzUk!VRcOx0fl4
zXwS=^;x(-)Nk4SPrQ@PHe+6lm)4(q^C*2qDDgI)wc$38z*3u0=Db-nq80V!k#eOEX
z(JalR45Cb6Dx7Vv5Y%p7_V!7hMrJ2D&2~zox|1<;a$d?ib!TO%_(e4)GumD5XXJOy
za`(Cpr>8z9w_={F%|m6X>Kc28x42>KPg?3U{{SCv#9EEGVcm$x{7+ibo`qfXH%dIb
zsN$KoKGql>gmXh62j$|uCQC03c!Dj_x<NB^{{SMebuR*5+s0+Hk!MduIl!!?g?q)_
z2cgDG2`7%ew9y$u_d^=LJ+0N3%X0&v^&+9lo`e&Q)y*h4yE3_%N>P)5KMIVY9dr0q
z^AH^4B#wrmc!(MMwH7WjC^`oE)J*}%BCm*Xf=A^<s=IyZa+@lKbeRJfq(&>=t?b-B
zVN8-G9XO?8)bF6dHagRmP}K{@{f0$26$#G<i<QcmbtC{|nwk|d$OdumS<x3Q#!sz!
z2ZB5$KDT)p^2m%FyB?UWp%*lBR!%!^bRGflgKBdn#K?ZkhdCqfSEqQ3#8zGw(eg+P
z7i?%KyS&r<AE6FaRyE;!v9F)}SK@n}e^QcXknGMCbHE=;t0er0g7#WR;(LzQHOV!r
z=eU`-GZKE4nHeg;qYy`Y)i6LA93SUN=kw4L>sKnR>_@Y<hW)0$e`G?dd5iDXx2?QY
z4C)r>Z9e>p;u37G82)u3aKoD3o+@ijh7~BOt25Aro}H>M44|Hz{{TA7zwlG9?=2fX
z)yhFUw(Ytp8BejT+Yc9CT976?*SROHbSkvxq>-E{N}iE=8CQB`<(nTiBad3Av>v^E
z4SFOVC)0Hpf?OcU;N*0qy71nYs7K~nxXB$CikV@fEn>@cId?qe&>qzTMa^`#{usNp
zC89gix2<B!6p*&rqhvk!u4z$}cSf}9Mqdjll>m1h^$|nQaaXXd(9=vq(-n-OY^G<j
z0n>_&p(nLmk|Ul*X%;=cquA8)8mW}R5%^N1W!r(ttAa4?!sncET{nijF)ppB#|ox$
zM>yb6som;K>!_`FG`t7k`L%1sc^45W1)CkK+%6@t@cxut%Eb&R`ubFQcAshCy&q;(
z5;ghU`qzkjL-DlQ<@4KHITmr801w_iwX~&orp3lS&0YLY@G1Dy##4BT{gg3VWH>~w
zRbL~neX6!|$?M*t^O!LMfmyn}hZuG0Uh@Fsr9EXM+*Kr$cjlkw4#tv^GNy~mHV+3L
z)ZqN}Ak`#n`_!Ib2e08;MrLjXt-hmmZgP?qQR`av-XaZwI{r1wtlprHaZ-r^?hSN9
z5jgD5YPeWW;zxOHdu?=|D~1QLsP6QuTcMJHPpGaWN>#FqRF6YiHoC>#zf-+^>!vt}
z)cDcEEEMU!YD}|r;pt;JfwvDz%bwC`N%JFMeXF9i@e~p;S%$+~A*}Bsz$n@7YMlym
zSBo0N)~EbLdEr1uAEid|@#$Ty*M^{!7LB%__G<#~M7p<Qgx;Rj&pb4ub<)Mto|mzT
zBgH1o&H(FH%uJ^arBA(U=o$>#we(R&gqCb%Rvyi?bUK#U)bL+~<ks~R$RY$el1y~^
zSG`-?+vzq6s1`V57{~X0>bHmVJADsJjtG=)1LkALHRm4^{B&40k*7Z897`&mr_!Nb
zUh3HFr5|GsdHhW0{v>$SwTq*t*|`>Ro=E;SuQg)X;MKFa$t34I^HE5Eob)tQT^7VC
zw)vjrMsu1~eri(|dFxR!W2Y6*sx36f`QEi6NDWlv9+dLjdQ(!cI3`@*$F(ZIrBhi5
zH7}YmS}Bq2%Zn!+Y2r^qR8_KgH8^|@MOu~2<pTUSvp_*f2o<YuuP`7=ppRPS#H9DB
z6~H4kv@1#<3pwgxp+AWo#kQwyI`JkCy;)?6b@`Mq^{xy_w~&7-xoxW4LD9(`hPvU3
z=_GJez%{HHyLF)3&yyL$Rz1dvbpRv)>smIt`mq93$GvnGOZ}$t#cns2IKZtrX-`x{
zYT_w17OrLZL&Gv^+JdP@3a2bc;0pIUO9*T&RyfowXt)6P^)*vL(Ie69_AU#aUA;|n
z-aGLeu-m?yr$|1~<M)g?*gZbAz|*NdT4%jRF~igL)putr@e9VX%w^KF=l##!k;m~L
zO7hY&NzQ%iPVU<A9GN2|XFIBaP%;ids;eGV%8XTCXzy~ntwvI<6x>BMqs4Pd2&F3=
zjTDqu5$=miNksw{iYTB0mXeAFEfkcr#4Qw*v;a{>6bw<xz^;PY%GIso5|@i$`J5i7
z>(G8Rd*RoHSH#{TF-tN<6})ClzwtLkAJ_1%=UMo7eQUZ!i+Y2fGA>E>$4b#qbt81o
zLkorWkaFwUo_#KxD=z55O%Ui$r`Nfx;}6VICz2KHlJxxgS4DNDUE0c32Ee@TA1NQ7
z2BLd{#9K`Yvk`_NHk0)SIjm<&r9X(8*eOF*p_BHOi2#-yDskpV-lP|cfgDmJhQ@R9
z{{Z#s%$Bgb`F0W%n<NxHJ^o+*y;PdV6D_fUTIq;Y^3Dc(WqRlFtm99a=yRu5p5(D^
zy3`@Cv{Ghv3%fbXAEy|vQoXyg@CJmsR+}Qts!X|-bIJbz>kn$@?JTYQ5nz+e8eD6W
zE@FuP0LvljNBQYoUB<ID#PUmWS+1S=k&o$KqKctT{X$r&PD(FhMqNRrn3;EpU+->Q
z<ofeaJZj{Gz;5{e06D1RVH9PESph$Nc?ACeT1}CFuBS3F;ZJ|4uP${RM|mFI992G5
z28TwIA>OCVW5(XOrj(4F&V^q+Na^f7KN^-fS$Vik>*|LDel=mPqLMtEGW5fqK>E}_
zBT3VvSK%nMCt-3@X#E_557oc=^-V2+e3JI$oQwiN{3}7B4JxuRAKf44tvAe(-x8oI
z4hSD9KUx*h=VCJ1TSBAxgZGlgBvtD0w>bPitxavI+!+Evb-ESl6xbYndJ{p7E;x<6
zwI6}c(wi-@$yp-YM^;mY1MAcDr*!u`*<t5Q(fe(c#DOP;t%*FckT-wqw5w|*hdO=2
zvIFy!ZH@H7;GdwZU*2voTg{bjvB)u>#->@C%NR**C+b;FR1f!0_|xU=OlwM;_m|vl
zE}=cNi42jEI{d(lqkg^qmDA~7Kh(7OMYr14>L4&+x?l2ZjgMKlSbV3BE6`V<9X-!{
z{xtZ;pK_`#WMrAS^5prm_;nwhTx(7n9n`Z4Z7+Fw?s|dNd?&A!T}I9H+mnIjMm}8r
z90B#Jx8DzCnisgzZf*4_ImXuohqiyhyzs5vgeFjY#T;k-Vhr}<7(bm|(|kd5VxsCR
ziET>sc#h=Hzom4?5}(G7+IWgJblb`5g7ZP1!ggzjrG`<_WK)m8kDK+XjBaey$v@7Z
z<OVy3=Dhx9yUQ;h%RQ>5v1bOOZsP()8(Z_MKiM7?@dp}Cq4pbwITrT=f_;TKQiV^1
z&ZY*Gz2)w|EsrrNYjS?kD!f?eQ1$#r1M#ij2>4QO6W)eq*<%sJlCazI_Zju~uCmAB
zoy_{QQfd&d*<*dh)wrB>>FNFzAB;Rj3=qwuXiFRx(T%e_O|-G}UuvjOP}g(B#9^ly
zX|JJI#=b9xD?j*0v^f?FD7a~QdBk<W=tX(6Gr13Pu8aQwJy3AR*Wd81sr4DJV1mN#
z-Xj&b`3B95bL*Vustb57W!Y&liL-+l9Z#TN{=IWnlX@J=jH0=jSUbp{B#Sg-(}w)2
z63|>rwM#^!u6pO*q`0(^oPz;foHUSwjC+q-jZ#Ma+*>Xb41h)$3dGViX98tu;s7ok
zM?ycRtp@d6h}aNumdNQ<JoHnx86G(a!41>%?N$o3FrP9I!1R%M28$cR7byHgmIRSY
zLn5nsXP?TW0(b!%M1{K^NTxJtf#gfNQ`r9ig*rK8fM!J9?mxzZS2|S|qd<%twquZY
zrxPS;k``q>aw=mzyvPXvlTeFk8coo#Vmc_G!dPqT5Vu4vxX59Xs-q04s|@Ui&7Lom
zbZAI5P~0;}O~hX+@I?uUT$tr3J1IZXhK^a%ly@${b0m&gWLH7_FMxjlYJV~*4jcDa
z_5T3t@%dJJ9P>0MjtfV}=R|ER=g7B|NWFGH8KTI+)4r&@(Rt5^m>7?6I{pTxf=i2O
z!Ly!dB~QHZF;kECYLA{EA|d8mx#9P6Du1;wi(o~Od%AK33UZFXrBV**oo<!!A6K*=
zWWS0%O57Zkbp`SG*1|>MZx=}%Ru-2Q8iSm%jT>tHdshV%YjLtGVZEH~0P}-hx1j0v
zJ_YdD)b%AFY?JOU@i!a~rFYS)<h|pnIfU28vA3n@7XAv-E-s-4>iO5@MISSL1$gg>
zyhEv9>W?++OK)&ng^(232Vqlc{xsHZwU6y6?ut#EB9HZ8XQgT{kF4*YTYnSivC4#V
zJYy&Dr_UOi5g1X#K6z;RBab_mA2#`0mfg?mOmL`}<zzhw>0Q74B03Jcx^E0?D-^_T
zYiUSqeR^WK-A}_B-iXFq+Xi?^&z%P=T=T<AbjY3wt!cZMX4ojqiW!ehyc&&>qg;jz
zf4e6Jtfa9_#kX=h54=ALP`+s0APg6rbU6A}4l<66!SliU$fB`E8#DQklhEUXQb`+t
zByF=t>b+{%Uo$KY*vIgZkyV}#G0T9_FZY*`QkhYm*-y%bcgSsobPdG@DWf^YK<+BZ
zNgYTilSaKt^{7{C$RmbLx&9Y5Nt$y$g=UaD9m|p2flo0J3dt0}<o(?9R;PvIjaFy~
z=kG6iuGWZfAaL33=}zW~ar;0nBvta+cY5Shs?qRca*TR|(xAkUovgh2(9IvF3I24f
zONx6I*s%Fo0|Wd^)}?_!1f+w1_Zp}~v!F7dEElO9;-pKZa$02M^dgHH%9}44j2y@r
z81%;?tXnydZ)`fB(x}6=hVd>(O{TpYz&;9-Q@Km4s9G&O4&ux{{{XdIDK>LdO4@F1
z_y@ve)peWY^59RI6py{{^rrkk@qDwy*0xQHZ0#<;#Yd04Zm>c9kEDPjPnFpZPipdy
zwLG$)Hbz0$Yo0S*KGHDvPI%LD+han{Qq-&;&b7OA^ip$OHII+C#pP?35zdE=;eW}l
zKg|rF$hcA7g3CY5tTqbH7>bbC-ZPX=^k|+H@hTRux)!sZi@W+7#nikNtm)r0DlVWM
z84oqiv}1ad+>AS^#cFB3E7tV6g2QlTjDG~YoL5S(N~grNFPbvk$&|WJ<jju~1A-k$
z{&gn6aI1`ZitS_ZZh@@+=Umg)DGvrg#y#^)o51#Zf;Gp7^%ZbO5xLLhQ!F%PtQftW
z{u7FH3^qsj=Amc;40rZ5t$m?tx-$`bWg$`j04-Exes!ECO}P!ZkF9ggl%h+FkxoS^
z#@*SaiWNOrt9#YYEMPkhPfBY<N6g<b?5B#ze$x6BrBfRpF+*p#s71OzDnLG!Xh3th
ziBE3SjJ#$<<JD+Js%00A<IX|FMm}c&xE{565#=OC*-_Zi%?JzxskC~EqeV5dD!%ww
z6@ANAA(YC&Sp_rfhDQC<ZUdYO>pU6ZX?4v?DB@C3a_x=)tEUcTMM=dkGh4wP51U=Q
z9%3?Eq06!ULcLSOJ|MC1mWa0Y`$L7osQz?nnwFd3KMsgvz+k^GJh86<*L+8HtzSLF
z&Q4DY*b3TnQP|^Al;6AaAF1mXI<@P~EQQ&RtyJ?FP6;E|HALLTNEj;Py-d<G3<eKa
zIX%t&ii)vpTnz1AhpsAJ$fFC^vy_G7B~QIc=9L{Y?kHW!bc??<Yz$23f7v*#y*I^r
zwwtwl(K2+})y>B)27CHc>neekA3>VhHDw){n~O)HLE{}GR017N(N;sj$i_YM(yH9}
zPfFEElT5k_duNQ-5414cd0)<^hUR-hB)6H+j{CAJqBxtYNg1^M$*ZaOUsTfv&k>S7
zp@%=MVQ1$d!CzxtKA+=z_*5m*EYOZIjy|=rm%bSB0&SW#f^*z)%~!LhQ&hy9m&9-(
z0q3Ch?NKx#{RkD=-uMnzMw3grS(C2Nb6nltn|-Gew>He6a99onWjYc?sd<@?525@G
zS7apMgIB``!j5xE<#JU|J;AIwUsFiUm3);ejPp?}O70`TB-O`+;{YG1tqmJTlJe~l
zP_wbX08(oD1gj{kvTqJ}W_?RkirphElhd_*18D_^gER(b*qc`_eN9#H=7VS9T_vwB
zwu!do*}sH(SCjbn#`0^|Z3U~5YJ`9R>sw#l<pk<4dS4SUyldl2pAhOUcNMo&gi+~S
znRg4g;EIxHgAB02?NGdKBjJe^jGH<k7$xS#TZL{3Ak>3BdeuA?KQfwj;s*rcmCJBl
z3x-lSsUswe=BOmB*~rKhJXZsD0UwQ0k({ZQM7Zj4?NX$h#~@;}%QGDIsS->M4O*4V
zoihIA#|H=6tlMf=mZ$eqzCANpD=8-xGR=Yk>srF2=w~Wv?sfJ)Fp&UDqzpUcaa%Cl
z=-Rq`;WB+WuRIb1#XT~lZDJd?(_L}IwWQ8jVWYfsJ6rDt!twdmjy{TOo4wHQ?73*m
zC#a>h*YyiF07_gA#NgLYVdGm#V-ep)*N#U|#;Vk+dXkk`KIq{J;E=$E^dgX^c<c4A
zN1IL1^@z7XRx)~E@N1pad@Ci4!(;AJd(=w~*2OGLe$kbqX%gODDn_h#9Am9}_k{dA
z4~O)xGH{||H!~i>vOERhHPh`D_U%UY8AT(YtY07a@-}HSy9scM#Ih;seFbwkw=Pt5
zLOj2|sn=v<{6_KP-_H7NgqXHdhGG0hyu6@n?(TC|?ibCGm=bb&)H?{`l%vrWr1xbf
zkLEf3DlaF#YTuT36HR3xRy?*fQ?W_1r==niPZeZFU9c&S7S`#CO&Y1Kh8YSG$*Dwv
zx|)H}$?2Lpdm2fxxTaeVj9{O}oU#&mAC*zw!12vWB`bn*4O*EFnSEaaf)BMlWf|*=
zq$Lh1>cn&)k9xH;Cj&!*GI5_;k~!pynC4)8Gg+c;dy1J|h|V%St4P#o=**oy=R;}Y
zONfA3M&%xrw`s3g-Qi@wZ+hXDZot*6cuej#gPQD)DsbH6t%Ro4+Ogc+SX$q0SmRe_
z=tutmTD=>=eie^IvJ%Rl=@Jh8RC`u8!`}*+?c=|^QhIr6-nFgcuN&L=a@bnixHpmv
zan8Z(S>h{uW}{5&z+sgbdrF%2Gd?1C%1a0vPOuH;zY@rw!alyW;*-tixj7{F-PG4>
zZK+x60Qs^BC1Oh!Kj)e*{5fZIyW;>c?mE`%4QN^~Lz1RrdD^Nt7L0+<Uut2D=drGa
z^TU^R$1(itSrbDfEs0|)N2so8(rcm93h|cAr19W)6&Auy4>fpz-7!%Z`Sh$g4Wm15
zRA@lxY9@<4aw_Yi9u5eo%44DY4MTydnNY?+<C<Y7K9y~h58=fyz)I(+tlUi$h=(01
z%QJM(=SWnMOxQ&&Q1oSmVVZxKeQKUar=f1N)X8uzqYqqD_nh;{s;M_@4Aq#UGRUEG
zlUqhkS|b@nEm?lX+3uwXfRcExcJN1qMw4ilGbSfx=Rd+LocM3x^6I*k+<zeEFh^7C
zUDt}dOKIVaA*YmsF&K_8d1F`2B)JgiQce3w?2NA)c)lMF*?AV^J<N-QT=X8Myq@1(
zidh-19Ql$QvoYkF#npAYonH1^tClS+hbPc`4{FZ@G0tnEl+_(!xsEM;W&7J6ffSHj
zrv+RZsdu8<T;~cAy+v{{UCRp(E<z8bYg=pcMlmXe1HE*|6HaQ=N0lrcT6)uCZoEBl
z2rU`jwUaCoLUANyAEkCSn$@kw0bs4@O<a}>Yot4oSRVB*ge9y37}~Vms>JY`T1qRx
zKG<4XN+<zoX(*sV(Md}{1r$+0#iEjyn1!N}pAv?VLmV!7KGXrz=u*w5z(00Jn0FJ<
z`&V_M{6fCAlgf_Z$b*kAexHSK5o+_l?slxvW9Hx<J%w9SWjX|fgf4qFNFSf{sD>g?
z-1l(U$S5j%rQG%S{72#4aYAaAg5F++Rlx)CsIR;QX?<+c=~t;VZZ{Neb6!%y?#(va
zx0#--qjo<IqO~-Qa`r38t*u^Vype*ah~OWscTvSEjV5*~l%CS%@_Q5Bcr#G8b+?Yv
zPdJ<^9#=l2(zhhhbngRMLvnx8b(Tz!e(Dl`psw-!P<%CE1bWM*?fY`e5~wMfsW9;0
zi}5PleV*$WA<hUtQ(aNzgs;kRRHUmn?%8!{@(auBO+p)%)O^`5rE#)E8-kDLS+Ax^
z9D9+YoZ|;0r?Q^ErFu56@Z#p$MxNb7;EozL!TRT|ahEzR-k&2#RIG!6)kyk!{x!{u
zr&g!E9gL@!u3vRsd2VyB0kk`dNo{a?1IWkLqXtxeHh8xN92Gy(ws%Sf>$p|0eo)E>
z<LGKHvs=rOg`sTc0ONPz(0&!?I7&YfIAw>GC+;%5cWS`xlW<;&+&ADmQ<S9aBy}h|
zd!MaEHk~xG7nVKo4mU;sC+H7aiCR(e#V%BG5<%13o}Yz9y9r{dQ+Apy>}Gt%askiz
zG)FSC;mZW%76T{gRGRZF6JdY@^KwW&^>HTN6+sR?R~W@DPU;x@Zp+3fC5$h~Pi8@b
z_=>FYx`7?L2OUDN>G*c2a*V)2+hlITxB2#`N#-hrU>&;d2RWfzsnZ&?YJ5U7N3h0I
z=g%xpf3KxA(4=5S{$W4BS1NxBk*++#rGVXxXBag!c1l5TO2~RJG;Oh+TpVVv6ENDW
zWS3S+2Row~A53<lN0@GTRW1f{%o_y$HK8KQ3gy6&LCyi^@$FTFaLmS6$`khh;FIh0
zrlk6wWn2uSstY^GQcdY}V|C;#-8k$Iui;uB+7M3ub^W17?IJcg^)1)*stp@Ro25mW
z7d)N`KVGJ)xL~efc0^nsE&Ki*593WMy$)8YMVl{g9HZ@)*NDowB(d80^cc>699Hjx
zG|%`*^>YQ@R?Y#sQX=G#e(zrXwS(c^8tcSY@!Q)(A<4|LDIq}j1B&eR&2H1fT6=hZ
zKwwx8^t+WKa~|M-pQU%uqwM|ZjpAxkT0fD|>z@!K(&QRmg*;I#A0aG0Q;*<Z>T5n9
z5_or7k7l{1HMHz_xwZiF+~<r}oxRSVsj5R95?YAR1`PXyH}{TC2jNGNa{)10y2%Iw
zESY8e19SNbnb%O3n;m#eRAC?9t@@sUb>Mh!>{?9&QG)u{C5#SmN&0uLJ5})g?T`93
z#kAJ@M<Isg{3?_hwAR;S?9VN{qvbNf>^Sv5#6Fm=(@*$|ez1#eLK}Tj+dswz?0q`^
zbkyn8-0yzF5V}9XoH2@fblRUXp!r!&^~pUs!5^(fD?unJEMv`Mfg*A<>Q7PmSEMW+
z4)GkD?JgzKFS1Bi7zF!v6_2TS4^`7yu3@*1`XX{Bf%!j(=B9XL^@})a<=tt&yyM=@
zqlbDr+-HJafAkaA^s3B_X~=0Hoxg#GN53_pC8NP3I|f^Uz>Yvsv)>Fl{wAUZM9bVF
zk)9Ss{{Rn^{&meNbBomTYGLYA_>r8^6wBN~4(?T>KhmDA_%9ryKsqCE!~81h#RInR
zULwTsFf;CdhaXC;ZCZEpCX6&nappt<oO=U+YHnky+<+`IF=-K^2lD()D2hcsWK0UL
zPI38E%3P1#xRDq5CF(yuKPs+#w~#6;TZ7c(l|J-~g;^m|;5z{#ou0U<%y3M(R>d=O
zk+qOWodG}(9=NEPB9WKKa;|tFo}XO*07`Z=Sc|`XXekp%^2FPa^#+j310amYwX^qy
zE3D8msQJk5yzZrW(q<duRd(nQZNZ`TAG4=ZSi2LnvaD+iQu)e93d28@BvBZy70{TS
zMoNRoKGe3hZ1ayRagn$IGD$w1b6&UMKL=@^9MRid*Y>=HNob@UJpj*o-jxfkX&m!|
zj*O4O+9sXhy)^iXTLaD`FhawY_ch0BemB0=^`Gr1?iM*zks2`jnd1VX@n4H%@eTZv
z7coQ*A%ye;`By$h&zj~Wm0O`s2>Mk{qFO}dj2qTv<2Y9`+%C(9B(dl+eaBjPPb?V$
zQ!9=EI4AJ#D?56|yWpE?9U_>2PL$MOu3mWFGt@L^f`1Mxk=?tM?BB$TOKJm&GRY=*
zDZ>NoI)1g$>ApJg7L<h=;9kSsE_iHuXPW2!(q#SPvP~NQ0B{fe1ky&)UA8$z1MaaL
zetka*+7)LWrNXS>cHi4x3h^*i)vQ}hxqh=oFh2v{tKWDA^{xEv4^f9wwgV{}95^4X
za?c9R!AM^yak%mi=gl_KYpWZb+GW(X!#_61B|k2|rEakio{~pG#6qT%L+_%ywUk4s
z+DmFc#v~aB{sm1NTOL!WAKnd-`Sl-_br#<c?+OcV5NVNW7Tp>|RV)Xvs{=*wXNZ^1
z(X}ShuGnP6<b?$GIsTO8hlI6@CE=kzg`8ujn8Gzv<{pkX{{Z#TCAI*GK#=zgFl%#B
z@OOwbAkFqvynv0%HMz+?_#B_cu*J+FN{~`>_mV-ev;4n0!c=7xbIz3D^dN9;@f;E|
zIqI%BsG2p6vphyO>K;Bptp!4fmfFPjBm8)#g+&Fo7>OAJoPHqx07}bMx*<)i8YyMf
zHzTae-Fg~{Vu{N%p`vcX995sPh9-IAAa-bu59Lw^m&+xLbH+b`{`M%jr!weJOL^i(
zk~TXJ2WjS;3~eLekETUTL~h_B%^5$zjtA#mPltRldEy;r(kS9*g+JFafC7(t(vs$t
znB`K+%+~N1f+p84A-SFqY@&advtXY6F<n=Wd~t1~S&b7#WekIBvUCH}>r?o<#MZtO
z(o;gwq(!<bi6m3^e;V-nnQmp7<&cw>B%EXuT{S1lxlxZVJJgZxQtEQ@vneMfv(}_p
zWMpO9vqU-*)~E-!c-%=Go@RblUX;}?yd#`<#d7X$=~-x8^AU+y-Jw6+Jq=79(SB(7
z{`_XD{h);rykUo^>p*l-{*Nmwp2YD}Vq7n|buLaqMB#zzrl(mIM%}n#d-kd;wFq07
zw-e8qA6k&fvzTUCa&fjn$o%NBl&N20<ET{Hq%$70maTDOeCt`{ifr{p#Z-zx8xtsa
zU)QKLKb?j19C?e|VITgwxXrDM`6V5WvrqVis#!0Us3KlKc**OJr+Uy);J*|cxH^5?
zbC57|^sW&Mb00H1N1^Bc0IyGIR$Q}zj@cjN*F<qGZZ$TyI&DM1dY!5BwArJ-x9S46
z8x_n>lR<D}yM{<e>KSoXbp2OV(`DUbc`RzDAsp^gT~)u2t#5+C;yofclcAAN99EyY
znz}ER4QO%4_nk0QcK-nDR7No|!tsu^-M@r<HLoj8;r(50-MJA++<r%&%DKHq!&=^r
zxn{C5#6RV<KQKRltmTJxx@K;ZTNup-NE>(^#WDQGZHU3wxN4uyLVTq-e)$;3=U41B
z`EPCnF~VeX&?16s6;5wPOOubp8V-X!{nEi4XMBeP9jn`{tt@^Ycx<%JtvfHwPf~pa
zR`C9fW#H{A`$GF~+L?Y;Cz0)5UE`k-UhA5f7an9thxcd?09LV15i(9vdhX2M6!?<k
z#9E8VG^BjkRO|(FQbR0K?ob%@$g99IkDV58<|;V^K;{=H{{Y;2#k;evpSz+cOy*fP
zGVMOpA=}6#8njmfGspBRQ9KI6F~~Fh(?Pd2^bfT#7<CLOV`$D<NmlF)R(RxISxzZk
zp)oGiVEyR0awAL5I{}t3!_{f1!T#%iz*?xJjsU|PdS<5c(SQ;s;wZVBfpp7*%I*48
zi8*u75&2aGV(o}z1$`Q)M~DI>Mn?Yf(@f3Mv2|otz*CQ2^g0K|(bKxsLhYTgm5^h%
z2BeB$tANE%aBD>)CkC}O?6rMIO?5C`ecp=P*G*~TxaUy@uWBStnd|wQ;r!)al#UN^
z$TXv9?~-~7+BM||V>eHmba!_;FNZa(wT;MvL;O9nShxNU)of6_YAzxj3Y^vg<|Dmb
zmQLGvt?eJg+Rdbk8cF9aKI<CYRi`&*h-y*UnRd3bJ;;hgWPIapE84sl;dnG_A*x^P
zSqkNMe+a6+7SIN*I_o->y22BXn?MBmpK4DOY8O5vg6B@sE@O@;zE*A6-hBlUrn$Ky
zHD&L~dK~wUykgq0ds{h*+o8t??^l;Jc_oNDjcn>VCa<Q-e%EUuUhJ!p`c`OVIphQA
z+#1THZSL5(DJ!<_S7PBXz!6Xd$;im`&0i|A@J0`{HK8P9h61s0G*h<a7YF#jKT3eW
zu1>;7)~>u+ask<n#*`|6Lq(r)QsQeF*v|pt$lJJ7AY_w_Rq~_~B5n`xnrkATzL-9u
zrp(n$uCCGj)0%hM0pZ8uDIOF21QASC^4xDziZw;qGSqT~BWVVn(&X|#8lxdoE>nt<
zIT?EMO-+#Lmt$?bhN*tgN7ku%@v!6-YI<%2HbV;1GBTAerS+F1C#^`NF*QqkWqYZq
zEtW~72nJN1wQ6k{N)}gUm64q%9z(Jd(`m0>@K1*>Z-U)w5^jb*RdM&LnD9r0B-F2#
zN6*>Qsjm0NJ}S5HzMi^ulPcUY?ErrW_4?M)t0uW4)aHaEDSJt+5g&}aV`*Z;NVSv+
z7-CX~8waP>y!z+E7Mhtd+S~?q=LGXyef<9bYPfkCLm_6);(F0*e|KoZ?DDW9vE){?
zrA`Z$NGht8Uov(yFT5|QSTW2+m)nZRbaazrp;q@5*XjO0oe)KN2$C_!O#XGM)A)Z~
zOq@c^)Q~y)3a3sp_)Ohd(_Zqq=UWtkP{{}+*K2*?mLR>1!Pl<`Ab(osuJp^x7ArIl
z$MFH2)>5F>tk#`q%VuVIWqHL%AS}a*x42^+{V4L+uT%7_TuzQ=o!Lib2Ne^jJP}vk
zA&lan5n%IC$Y~mdBMvzfk`h-1e;U0YUAQBfh@m5|=TP8isub6Xlg=ZpO3|qu2sH~r
z-B*!Qs@S`yxh!&n&VM?cW*GE7)maJ%&gD6#!mLgKHBpuHCB<%NMH@=PIKl2K)Vu-U
z;i=q5aXKHfr#U^%b6yJYtorTzXi$jqGT+@D>)fwzbngZDcXMq;MZzz3YT8M`d7R3Z
zw3jrtL|!cMHIIaJY%b9;U9m(f=e=82msY!y>fy|ixyuvV+Ly&1A-eGvt0m>cg@Gq(
zb^@|^$6Oy;(hWgbbu_5`rrIKPeXW%wR+YB7dvA@h7E##NC!5${`_#)IBa@G<RBANz
zXFTafOWs#ID=!ttAyv6dd)A=-%+*r_p(ecdcq0a#6w*T3ibAK@*GzFbT1OP{QQi*B
z>o2?^5e4m=2im#Yy(0G0my2@xin(jzYs+E-lIvU6-XgNRP_lrn=)$Y_GuuXI&xxSD
z<;;#FZ$B_9ed!u7M?BYkHj}4c$CTO+Uze?6UieygiEC%xy>VGj4<)I!9Be1Phc08m
z;L}+^9E^L4y*0GZF<D|^^%V}#dT>4Kozu3KJCxJZr{$LF0Tk9yItsXA9mnNSJZHBe
zvv4$1DVX<Xia@1$RrHIF0jQZiY;Didrc_$gwNVw)Hg_Ciy(7RL4wF~AS!PloL%GQv
zeX9?{J{+4^)MAD>%Vdsw53PL-r&(EeV?-N@#*wb)bKLheaJ4wyZYVEpEp|buY8E~j
z(TvkF#|%rgK;Y-lSI(X*@l5_D)ZTfC^3>uq2Za@X;t!0jJWZ*zaWNKA97i5{`<miL
z(~+8)KWFOAB>DE(w5$T-KZP*9O;p}g`qYak?^EqALxFKzfz(rkp!-!%FlUN-5>83T
zs*K2REr%fF9DOR(8imEV%1D0`S;c@n98-gLJo}2)H5%B?RN~c|IQl4}yyNHsmXeA9
zS}7@L0cfP9phD3}OF#t_Q9#19bo*l}GXsKn9CobrQtT9UCjz=ypje?;<0BwrKD9I2
z$9@M1?d0D?RcmC8Knl^Y{v|zWg`|(=!p)z4MO_OdYH$k^>qHik-AuOdL%!xt00Y*h
zlqES>(zagd>#+@u+|alBG_o0Ak1X?=?=-C<4-DFWZtCn7`G@XdCy-BkRQ5g=w(xbj
zYFeWt*Clr(UWT~O5$iX)uApuukaNPPU_C3?rAD3_Jo4P+sHaXmt5$027iU$r{?L2H
zlJZFiShrxH&#hF3>h8oTpK~cZaCrPj70<@c0rO-+t<*6801CZts>>c4Mp+lo^{xz7
zDpgu*q0@%Px=WV!e}UWSK0LnDf)RGxGm{kDgZcCMS6>H=bX{gK7Oi5jyASn<I6v0B
zhB@qSj`=}_`eUG}mMe(<Xk-!~=m$TgO)Olax#>p}3F{@Vbb7tdf;8P)KRZagib0ML
zkl6eyiProJs9G=v2320Hzc4@HSo(IqcWrZ++DM8Yyr-w(UFMJRBIGZZdXZkjqvkll
zAB}aaMLGOR=Jr)rxYU>2&pnpb?%rLIf)PjE!9Stqs?RJ}WWex&>QHq2I@h!;-V^a6
z<9FF+Jp+8X`c^Kj@YYoY?3rbcs2$Bru$1SmHgQzKLv5dCd1L9|CfjL)uYLGGhqY%-
z0foW^k~uwBm9DQ*@a6S};L)-+aq|wJLs`epv<lN9c02+{_5T3tS1n8}SZ}fC*1)*y
zZ9AC}@3)MG5z1TmgM7pAsTT4y84i5I`~+3kiq(LTl*cLQ&OiNiQcW^`WRxVi=Z+0?
zY1HIOtv<Iy(U7T<R3V$8BaBpv(nh=ElZ6=>H9!Z9{H{@lJ71xtSxZP7WN6g&+tQ9(
ztqmiKx5c4%&Mc**MnxlnKaPfI=TLrN!-I@t6vU9sxK|P=Jo@6A?2~1a<d3<<E~y@c
zENoiWQf0SkF|qKV@Cp7^yW!smUHGE+Yk#BJLCn&TfWFx^4}~;qj}hu3+9R^gE@haG
z6n~9&ejxEBj*D)(Hj{`}F}0iwl70Pa(V>UsUebCQVkb^bIIUkohPSKPcycGvyf`r<
z0w<UZwohPd&TbUTJ3b#7<<+tm{A%UHCCiiiWb(k~qHj7B+P^ZM<a7DfRq+mbEskmB
z^%k#EAdXZdZkGyr3}KJq){tI3xG`JJEG&3!{PXSHQph43R|O^Y&OcgDC8JUSSyc9M
z$TiHJ_c*6UaAozs{o19}3g;N}5N8L}mFG086a;^x+y;=0DzW*#xm;uMtfE9CD$Nvw
zvE(1{r=)Kf^X83+C*_tiftoC5%;UMDtu?G=u9MB&aID$D`Y`!xTTbylr=#qa*HD@O
ze(ZAm$Vag}Runh##!SsWm<Jec58x^3J+0REnl`s1fri5VIULnStmCoMPaRe}yQ9%!
z@wShug-;P^agQ_Z+*_#t`k#Nol=vr0)=*91y=EyJ8C!YSZpZtlrFr;<QgI0lo{FOc
zk7YUjbjU6xTaD3{grj3IWk|=hbi)&UB#y{q=~PyhhQ77oT~|$%t>u)kqVc{kSx@JY
z`BqVd<&Z~j_dwbL6O-?>^Z8d-r2IqHt;vd4k5aae?<C9fW7@RM_kw&%NVtu(i__en
zlzug@B^sMM1n_jKtHATwC0ne*5EUJEFHd}RrU-)p9lP&S)G!A>)K_z;d_2^nfo0RC
zi&3-#F_h|~@UBAg&U;M9EG-P5clWE)=-gm_6@>89j@q7eTop=tYK-aP5tZ1oL`lJP
z<qy!(tYuKFk;gf2<3sZ=<^5{d-D?<-=PcV*&m%s~)AXhh96&UntdEii<39QS0P9yf
zx^`&flakWKQ0WoO6Oir4l;gM7f#tMvmyLIU@|9pze~nA_V%wyhR#4pJ{H^#`ZQ!p6
zMRbp=YG=vPp!uICmmZ$=tvYT}xLq3G54=AHpQfJ?>g=eByOgoOPfU7~{cD-=zm0CS
z`@oDEJ1DZTMgalGsWm^2d|owM#I(17+v!m#NRb9IKfG&@g(a6Vad4g0Ps|tJ(zUBq
zFLeu^Qg?e06CAD?n_+L4Jw+i&ZRI$WGOrmNgHLGSncH{nKp6|#qgbZMbor1B;11rn
zu4L|S&lkER^HySB;t{kA0zaKe5OM&upLe1je?w6Tkb)U-d;8Q(74lGkM{&WT#QQt!
z$(W-!-3f(90!Ycmee+g;k&q%ZS1~UkK-$Of`_)aRxPuY85QJoI@A%Qa0u@jgWyUuX
z{c3DWgu0^7+VlIEq>>!<5&(Jh2en)`7+gGj<8PRpsQg#2<5U7m8f?PcAp4|@5$-9X
zRE@!gXM#@3{EYo*v6P^hrdl%*Se+f%bk0~0T#i3FjqRZbOsWiwepk*m{TO_;Srps;
z_IO#d_hgB&pRWfsJU5O3l*+O>>bwW~4#a*GMYXXUt}gL3?0iM9=o>^DjIR@(VxN%1
z(|4!P*7Nwg!@A5%4~aBSvdYWF#3(=?LDc>^u0}bdW@no)zAytE57)2hQW(qU<rp~m
z6mnPBY3KE>nBrx#HdvXh8Pz|4p}vINcw=0O<#z5i^EhI^Ud#B`H>qj5mX|O(uAeo$
zdBVD(XwT!%=~QjulwA3ia<#ju$T4JoJ9GVOrLgh#xdQoj@x`iJ0f%Q?NLSO)epRZe
zPNt1m)jCx)dNT?)j_J3?$`wvFsmc1|?^9TPt%~j3qk*+~9{h9p*H@ncc$GLWqh1lu
zI6!{A>a%z=QIAtw7%yPGhDG^hQ-+V~2Y=^M@QLddWjrfd!Q7>xXjfXr^mg`p<Q?}Y
zJAS6UCs@{OJ|F0x**bfxYEleMHZm0Bxu)tj);|xlG`EPtHJQ{YEO1e9d2f323!PT#
z;bn=~H=N~~NjWTioBsf<PmxoN&PNGfQ!?&*tJxjycU%J7nq)a3`_yQG<11}+r$6$_
zL4*08wPmA30yQ2}pW^5-{c1U_$=e#i=Q-|!YyD4NE0w#un#HY(lC(qjQbN&5+>mLX
zWh;{li3f5!RQnz^F{I(M$%;{qeLd<qLPXnTj!S8Ak&Z{@NY!~2<adbeaCdqUNeU#=
zg))eV{wL{IB8GMw_ASW9PScVHzokGSw{l&W#^CflDU_P(Mv}{J+lk%idV^AlVw9Gh
zFi%1%KeEjj-L#SHdVUn$;GqNz`ub2SChm)ow4iQ|Q6dhg*fhi_@@|kdx$IXvYO|;^
ze(CoEj-M$eq-p1jh$ljzbB5xRLUCq+Ne|8P+{V4);DPiMk=^;yg-N!k{uzE>)~WA?
zOnGe4H+r1;yA@hBnMXzg=EVy}X5hAE<1idDln1%!e;$;lYm7wdPj&~V^sM!jbBk++
zjGhWf$o%S1UfD+YnmG?iBkB2frex@)v1C9ab@IzcG3g?br~LgZb4&4lxuQ&|=KZcA
z)+vW4{A&g&*;f&=Ovm_C{Kx7l#jr_<10nkDC;C>D>dG$2mnlPYvXfZw&xxUE@3d(x
zubkl?6(H_EPAjnRcZF@dH)wTjK)97g*wv3G(~k9<;ExO1S=lzTtD-CjH=%z}YoGC_
zjjuJE&@5(XEiKRPgnaTln(cKx-AVR}qO&0J--$IVy;X(W7Z%pa*o9pPQax*w59TSE
zoXE$F=XO8Bx@#XF-o*n&tZA^{TR7TX1_=7+Khmu(nc$xhfON~*H0$O#SkD7L?w)^I
zhLo0!wL&(z#+cPdnCrOqDtdlZ6GOiZE+hw`BN+T^qttv2;w?C|!W7gXQ}^Ke*!3c?
z49L<lN&C461zc@EO6Qd+E`o8Cb}JZ+WU!FNdn@#)nmz5lSc<QAkELEAr2W{&-1K3|
z`cNVpilJmZ@%&$fMTVzs%B=x(1{qdW9Z>K^RdtF+!zqmYD*VuSjt7)a`%(4$MMvey
zx64;q$M;CXRM^roxlOHEMq?qzwO3+uw2#iNKbEbv3tPXT<W#2KWq`9nB~I?9nWgQy
zLO7M9XY)d^=nr~yS29L1jOW&*FhWLA@aOnVMs40cSaH~j2HJa*D@5FoQT;)wOUSAG
zGOz1YiwtMdh*nu70xXv6flOStFWc;A{{UEGZ|=WCQ!y}|&Y1_HLz>U~OZl5;T<z?5
zHD&;^KIo+}f!B8;ns(6{${ksH(8+RsLL7Hob6%0)PYIny;9T4$+j#jT)(3*TH8!((
z8HN_}_kQ+VU;$nK0F3-m2ZXeh(lm{~X=U0^r>$!g<EuDj9%*?ZFCF--+gU!Fq_9+t
zcFO2_4?$i<1?A*3`OsXvO`PXFPtvPRdo9H5WoaXJY`YVXX;sUdZQP@})|~41Tbgpo
zZgtvUkMHe(OZXP<B^=~(ed|!Sggj4zLfKqDzTSS7=ljxJDzF&rXxO>I13tc$YPWK2
zWo?eW{{Z3kp==DgWa)PZ=Kzd~<!>OmvXjfZf#7ld<s(0jdbMM(YPwU8vtB;Y(I1tr
zs^7<!cd!e6cTPrD<IMv(tF$D$4{tMu;m82w{V5tT_dy}M^IgmMUqIH>%cI|mcRZ9V
z3g^<WH4h4FT3Z%-V?0Cn;~BvER7#YPl;ZY(d4c2%5La>a6%(mm6@fm6t}~6rNFm2i
zMh!Hs@s}C&9qTS$#)?m=MPfy4Nx2Oyk(D_Zk!shJNc-P|3XQG)Y>?6Wj+HWrqME+t
z6AVwzb~mA>v@C-^czadmMk6IefO>VP0s`bDn}6AEDtS#*u2Ls)`MCPj&lrw1G0U9w
z6=ry3R9`U$-|q^IZB|yqEuU&uv0Tc+Ln}LlE4X*A<H7zNxz;rZ;({^|pP9(u3dHc{
zfi|hArMe+z+y@o!3;mh!@52poC?0VfFLrNA=!AJ=ce^=fYLc?qZcD4`x_5ze4=O#T
z<8Bpulj~nT>bk|&v8c;;aWQ9h&KUIer+Ame7ycpCp6YivCn}?&k4naCg~lE{9?eqZ
zlCf$H`WG0yc-#p0?N3?r!u-`#NX(!tp}ma()o@u#x2W$&v=gUt_;635rC`Gh2~+*x
zaa6qH+YSvqB_pd5>}yEO&B3E?!(P;^2-z`_NAR((lH101w`0oGt$`iR+#2Bn;ANEk
zMMwyf1ador&2Fp77*7ugYSoVNeG@{~Kx;|TIS*`#$iMJbr(+p(9&!#r9-mt0qm|)1
z;*q0l^%cFRc-K_10a=8xcL%AebA<OsYMkMscSk=eOAC=SY=_Z?DY#SD81=6}kHmf-
z*FSfEZm`P3m+8$`x$r%`>KSyKr8(zkarjbnx}!x_-x9IHv`XDEOlWc1wr{*YscEc4
z@DiiA9V;-t8yLs2tYrpi8L4Xra*HDt$5Brarrx+UWsn{RG{%U4YIzZ_H*%p*m;wO=
z<07~8PY+3be-tqxa_j~%RkXb{+}x<zPc`pe4DjW?iKqVnX<jH-*|-+|5$jp}FH#)c
zN&7hb*`=mf>HZ4v>A1KmhBVzP`kz5w2jgEET=<(*k=e+$LPT+c#w&Z`FOAz@y?ZN3
zF=r7YXg_%R*Pb+chUZc-O{cru=~7nZTM>^l%V`5-d(#%<C!P%+TZF<f!R=9Cju=*4
z&#8Q=mXw3eb4p~#UTU6k_f9?O$s?1DZl<O#LiAv;&T0N;-lOrVOE?FQmZjcY_04M<
zgi0;$T#iip)T3$Z`Bf0=J*mQGW5rsTl%V%Cp})DcAjdNg#<uLdSv*8}$-C*&xnU<f
z@%5=UjN|ncyel|tbI%P4>m+&{I<}Fjs9BK%9uKWUci{_5q%vAaGt>Zot#Hatc>L=1
zzO#L3SId}?KZMrGyk(@3&n!IR{mB#Gcz02<1-!EAJqP*CWH>72Wm2u^c&^IN#@UO>
zyo`NF&;J0bv_x7Sw-G-oH>l)M?Bg$mgmD!h?NUE8fJY1Rm8(`7beFel97;<uzyNiv
z-Aloy*$lR`t0sQv?_P=U>%uE-Zyu$1gC`zZw*W9f&%X1hsd&QkH>V|4+L^!L?+nA?
z-7HHwD44EYk81N@iC#Va)wq2(PILBH&evdgb6p3-e;q`Q`YnvO#}m4L=r!Y$?UGW%
zxyY_~Q@_0TJ0&Q^dpPV=*}Lx?R4*P5F^{END8rtf#-S)l$;hnb5R8hZA~^=4VUE>x
zlZuOBV}J+aSvVT0mD4QP%{`r>Y#h_x5~tAAZ5y9@i!@Sck}SKs)T+UH8mLAOr6F=U
z9Me+=3+!Q1(otBRptMp_&;dmhPy*3OOF#=nB@_U(w3JXH?wc0-o#bR7&*NJk>c`4{
zV_CMsOKWv?&R?8=DxN82G7wOiABDw7B&RJ8M+sfiT&UEwS+1@U-X$+PoG2CQdRCQV
z;Jr9%H@jri9e!2*?Q`A@(-T0qePdHm<`n(fw^3L=Bk>%%wc9hhZ2k}{*r!G~dVJG6
z<%#yTQe(VDtljH3Z7ax54+5~TS1m9HJt^qU6LTEW2?HtKG4-!65ntNM>tn7os7+|~
z7*$zIZ@~0wruNM5y@nUID@kqAW&^c7?cEz0`9Q9Fvx>f6p4yo#Btga*2V>TjE6KM7
zNg6fuJu1_IG1ylFxuh^{1ruv8zgl-Z$zdl+`<gP?)fPqar;S;0jrAri=2ec;V5~ZW
z_kROevPNSeW6Ga;NXx)_e8;${Q6XX~Mf=;G5>0VtFmn0+A^i<+X<j+hbf!q*x@BJR
zx6BQ3QEHOFFt5Cxpw-B3ttA_$K#ty(q-xG5qf0Ywa?Ra&p21_|-8WNF4!2~eNWgW$
z{{Zz>i;oHDn#y_lRoVi20bV?@JW6JcaNu-P%}-;i-dW0JW|9^^bfXdctG1RmqdMVQ
zl=M!|@H$On;q~p5&o7i+eOJHMxtVnPn^_LvMn8ubAC-36N5q@xBUQTDbr(V(?*aX5
zq>ohauZfpzs<yK?_l7@SmC<Syw_1eo@tVA&^GA!5_K;HIFWsr@j(;jcXB6B)Czid`
z@+;OgUxxl<W$YwLp~h5ht`k-8t@WF2FuY0+B#i#G&r<_0`F8G(3b+n!VD64qdv-Ey
z*vbd-p~ydlOQ-3VT9x8h+c%rM^N!WKrRZ9gsdl=2A(eW(hk=UdqH8|~S({68vT8Db
z9#B5!ed}yC3E!G}9(u#LURw>nxVP{&f&G<bK5yn=(=h0R{A+}s=+7%}{oyA*XRd2Q
zUbLKFZ1d9Tq#NAs&m?E9V|hl@fTe?x^C{_B<0~fl7RNiOQZnY6^eh!!p(B1zUi6}O
ziB%-$(yF}15r$8nuH`i7WWe9JF+Go3^Q_a<>8Fg6-I@qtez@n>qmtcIEgKy66<o<4
za^E5CN`_!O-P@PbG`gGndUMu8azpN!19s_1s;nARnUT7Ip1)d=ZZZg!K=d@C7^fM@
z{3)xM&V(ndO0T{~^CgI5pk?BuQsqJ;?^WoJQ#>*!-8+`6IawQHrr%Re?BS_Gae4|S
zW<FTm66cYet!N9zk$jf|SeJt9^JD3pVyPf_{{VLrtEue6H4{3i0YgJ3aCWvuEzBBb
zj$oJwA(2tXKzRy2y>s|b$Wkva0l_&Nx_%ARepN+5LHAZ)Nf)p9)Un+8K(b4h{^Rg}
zF;3RlQJkUhGh0vBbqx`OntkNf?oM`RD1RRR0F`x?{{Rppy;Xz6+Eh0v!~J}C$oxP0
z^}?))gC)dXTd=@k$K{T{jXWsBOOQ@@QN}+GmAyPn<GI^QF`PavPVsy<;mv7$?+@y~
zXSgH%OZ>IY>V6W{beUdR?F+=*38HKdsU7PB3?I&uC`TZt$VcJ8uTk(4YZs7<i`&PO
zP5|L<a8!=u=e2jzlq*K^M^mka#6ikR#!rPj47!uad#W*p+9DZnn?W7(=~H;4#r9X%
zQR$Eg6GgWqZIACr03Z@NW2buB*ZgOp>a%}fy~MV*d%t;boNxMLwR4x>58il;`aSel
zuz{3P;f_D0U$fKQIbH+XE7E!#UzZfKNb#0PNy<jUaL21>+n)6aw^nf^h+>bQnm+!A
z6{CHo-dV~by|tDU80w{zem!cYOs|9(k2v+?{{TY8d9`UyF7iheN;PS_Nfh0txhH-u
z5f4&uarNy+P<*k-VL8sn<bHK-MOg?@8sHA7I(zZ`YB|up*yAEpB%HVz{7qqVH8k{P
zX<69pk^o5R>*-8ubRaFffwR;#SrPr1g^A>i&)!!1r}FA4w*(;DEC5N@%#8m4PL%Fc
zWv+#HGen{{EW{3t$Q0z+j>A1j=A?u=fKpYIw=AcF`I>B=Q76np6P`yHr*lte-i%@0
z5hWa)bOXQPN|!@$Gsdm$jAD@6$+OJ_Fg-cNH_u@Sj%da@g2{vV&=!j<!r(^IMQ~#|
z;RiYTnrr;;zI$*3U<W~rejVzvppb*wtZ$Yk7<_@#Jc0D0#PYs`%2@oc%Cey7kJNhc
zLQB3=882$Sgzi#(>a$4|%Y|eS`nPJbhC~G*VLW)~;2eL28xZWbEv&{+5z}-_{Biu>
zkm8<XOS9!f$?|}3&PW5;<0I*c&uJnug^azdgy6EV*^jSUwPg&q7>%M+As{O#D%tkO
zS|XgDgg7K#w9^|>y^7sq4I?-iVY}(iQ(mNxr~Et6qg;uvq~;|n&VRh$)9F!Y`gNax
zG(YW~R4kg5$%}XyvOzsM^!Kki*0uAiT+c1!avQl@iFc5oe|H0n3h$=XIN6aJlaIp9
z8($ac^O@rDHjr*i$9vqV-oSRiJv;N7xBmbLriH4<_Kyr}VhKq3p_RB%=ucnBS0}Mi
zPByfTMnE{=dk>bOmfAS{xd-m<3E#RhRIjHT56ZKSA#EgdQ>_%aS~WEt3trGeE#98Y
zjnZfi<zebaf5#P_35C8?U|EkV(XsBmKU&<<d}rbv9YQ?9{uUW{t_cl~_m4RC?^-iz
zz7Fv-gw-rtNV+4LQ7|*?2VbeHaHmseV@FPu{uims9f4QP#EXo9)TsXebnrg|P{(XG
zw42Bud1GbVquA#a)n51p_2X&uTljS=V42v?rIC9AdJn+YH*zj5t^(>-lG`qL^A(Dm
zb_cCxEIgLRGNU-`SMpRTnnidARd~4s{W!%y-gMu+l@{e!t1DpsHE|fs`_~>`Pak*?
zJ#o+HOCVWtOhI;z9ROT^-#^x{acgrvXC2A|X#ht#kH42EN=aDCcHBX<gY!D{t5U{g
zVG^oNr<}RL2i>YQLvG<BmC*kH5=r+7{zvhoT9PWYvb$p5LB~A*0F6g4nygjJ6OK!A
zD&5Nh#7k}?m3qq&7(dd8!=e!zrNVV!ct5XS!h){KsuKioJ?IiNUvZoK`&80-IV&JA
z%hZf@_VlRQ)#F0o=iE0>W9v+MJ;w{AWyJBTvFJze)tIDpgn2hV_RRFEPb-*GDPlkr
z<b0c0{ZD#WqB0ObVoyLhG$nn7D5CP)H05{1kw{KMsleOciu8{Hcv&@4x`p#?)2+I@
ze;FOVl~2Il1{&r1UFuCD+C(y-hQyff&p}$AJ@KWK5gh|Y3vX(KiCPuf3H&|lqBN9M
z*~?Kjv?}=b$5CHT{h6mt<yqU1qa)>VJJ%5Rb6rYquX4<IS06Ax;Z#AEOuz2tPU=9(
z9_Eo++>lmDEg1daa#!@`vy|J=YMQa2n`Qm>^*eeJc>E7s{uK<6EyRLJ6oPr&+#k$!
zs*NO)ozg<ApTi_P5I%$Y)rhVG0FcTgQ`K1QU_H-6^vyzjfyPnT*VDW~t!SVvjq|)c
ze3`~jeL1bQ@s5kFFO%YJBqITjIX-ev``m5(GhBGNQhbuEjK`M1P)DXZAFWKWj0n&x
z5`J$%^#|qrt7z4d(0tb1>g4cUhNEjG$A<N&%9EcaW+hLsJxTm4o4(U^T_ky0hMy!z
zf90fOa-YCeFDvZwtd_D#4C+4oOi+){AEk5_9yHeU^jI#EJx0_Inm73wzur6+{Bv3<
zMnlp@Brgn+VP81xIRoma7^HPv5hCvZakS_8^scDfcr(PCzS9%wm;H($kLLCR<;S~X
zt6z8%SF^SkmUlMVjk!5Ly#av#0DGo>hNaT#iS~VtY(!El6S($PT#AUqAzk~P84p9$
zetoKWC2MKQU)#%XFHo|pDf|ypPfW-Q5T!A@)PA4Vvv6y2edW19qjvq|@T`mf06il-
znm{=H%=tg_&HGi-fr&UMc=?cpKc^K8u$kP4RFMbq02GhMy+w;txldqr%<!^*w4BpL
zv1cy?faAYIS7P%bZLvr|1B94xf2CKSX>wi{fxEP4f`6CgM3YF-JC%fP(vZqYC#kNx
z!X6j7*Dult(GMW8Vt5~wQPcFBtxDNog&F0QfQ>*I>(@2yDEfcHp9w4MU$;oVbdXy(
z{#CUkly1x?H7yev;vW!cz5viog`b!9_gt0FBkNuhf2&EVT|C!ijE-_!H8#1ZUh6uP
zw{x+UM<kLD=~+n8EZc4oihr^&X-;~YLYjKL%dyJH`(cyLPU|O1W6Kuptd9f#0C{><
z4D5E;NC&2R)rjsSMZ*B&{i@FQEyl&gGA}!0oPT*v8k{ay7+FYf?l}InOi2kj4A8$~
zDpfKnZkZNzKgFJD+=)RnT=Pm0U3NY@e~n0iKqv1O^r}KgROUIE8?s6=K9mMKgUu5l
z{`_2z#~fAjqc=}Y3y7s3dOIWbE5WVpJH|TJl)!n*brAjudj56KEW6Z{Ws!Zb59DYP
zq`Wp&hi2nH(ylXWV<!jI9q0D{0EN6sgw-tm%W!xuM}K2guRH`KkIc~Z1h|ayBa@HR
zX1M)<_+|NixzEz1wYj>nnO?@~Serk<PT$J6Rd2c_LfbM+{XbIEWb*Iq=7Sx`$o$1u
z1sQ%v$@T4Bg@?o|=#$9R?4rK6=*|=q{{Vc|l+%0};)gA1bN!iidZ;@A{0|hYp2akd
z5z!bGAnyMFW}`7@1Lbe#E2-6d2d-&~(pv<+hqJ<dY<)Y|Hz8;k$24yYz0yP~MJ`4=
zOQBuCUy?T{Pf*<rY3O=fvt6r{04c!7@fwcS2D*|s)pwRS108=F^}h#rX5UG)I=-f&
z7@_&Lzf9J0hPOs_CnxSi(eTEJXW<PhZD&y`k~rPZ@QU(}9eA>D5^9g;Iam;p5)PkQ
z+4za#d%bRDi(@99Kh<q-z3xSDJ6%BemQFZF9Ext~mq{xtJqmKb=r<#7^{D5XNdhd2
z2HL$hk_zNJ5_|Nf6qF3SYbt+vYbUwa8E8^b&j%FoaUylY4&c+waJfEP6+hi-g`t&l
zagaOIw9#9Vqr(3HG0GomvXi-w7+Dwfs!H&EoU6v(XJR^3YFT+!#R^sj6wB)B?ZY%@
z(DbRpmHX+D{pG46bBsu#hpjnXSmG&4pF>(HvpGWL<)3q54&hG@3C1y1V{oSvN0I&I
z>q=x8D--U?`>)omNf|n8p>2R<;AX8^-d))+YkApyiO8(vaS{2$M#s45YHv3SoChAO
z+O$<4MrSBJj=s;wcM4V=MjtjVnZ|MWR-?t?ZxJqh!35{4b^Um+Jlv$@AHdS>0B$)`
z+ZD2@+~#<Ar+DbjuKU0@&>@<_XzpU|gUGIVtS+sm@@^n#+@9jD>017)r?6Xj-PgL7
z&VL@Y=^h@_?>t*^9NLTt6j5P|1;B4=wCS~X(089QgVyB!0Pv)1Zn}-)0TK*=!>RT9
zR&S5IYMP;&OVh4)TgURduO4H1eJh~xR<yTECx>*Kgok47k<jA<&{vXbJ{Q$={{WlH
z6GflAhc%RGw)xsMbEgF9#p+<m8Qe(#=cXw)I;k1R^ffsJWZLS;!?75q?N=mV)X6KB
zq*L<2B#==1Q(0X{K<ih$ql^Q``&C|8zI<S>xU8HRtY@i6#Ex<f)9Fa7EDx0%s`>z@
zX;C2kY8e9WK3ib=8qL7bR4B17`6C9LtWaf6D$_@fBu~Ut4G=%-+djslmc^-DPqZG4
zx%a7Kkwyx(52Zn|qi|h#?@MseI}a&#(azHwN$6X7iw;I<RfaOH&!tk0ojC_JFP^9G
zt`DtWJ<Q!Q=bf~24r)c1u+B47Q10biA7fSok(BwAhOHw$rc!}qI<d}wI+g`-C@9#;
z;Db~FVnTu#9>Tki2>4oETJ{7`#AFxr6{4t~<~4oQWObee&@VN2j!WrXts}u~{{R=Y
zbiOn3m8XZ}O(xbw7cRS7Z~U@f@vA-~*DSmX;pBz_ziMHKkPMvqk?CFws@?sz`dfo5
zO41$7&UX@iwQ5eIQhP3jkb<L4#yUyv&cc5W>3YUwx3~*4azQ=o2LAxUI)$3=jeO)C
zJ%0+sg64Z>4Ft@X?Vdj>=yd-88edxCIn&IHb>}~&bU9O=>c<m>XloaAbCSm_FSc0P
zKliDd0rnN>G3y!*v^L$uvAN(JaaHcT4GqefG~1Oq=V)yHl@g-&h}I=7CaiFe5Zl10
zwqT56we<}PQqx?C;9{WTa@Ke%1_;6QBbvp*t<IRuHFWM&kQU<<(H;j}RnmZr_w=ST
zSsBJFCmWh6+@kB)u6^nw2*y{6wqhXU)0+&KBc9a`7TncN$0bD+S264fMJ**D7K%z*
z04So004ZrGparR|V0){Sg%p-!(0X^MYt#M@cxu;Iy3{Xj*>M_(VN>0YEPnt8{q<T>
zhdk6-wjP?PQAO?4=aSvzWsE{hr-fWsQ=s^69Xy-;Qvk0jjoQ6N*TB{~eaG6weq*mA
zj+Mjs#>Y{T;IgR;yC4Bx))NgvFWuDkRvr~4dS@}>{Zi`ZXu*ymFseANLNhF9bbvDU
zu8UBT?srzZKzy-*#b>lpN||g7R|aJ{xpLb>inbDT<$kQHw-K<(C4G%M%=3<T+f0_v
z%{d=*R3223AC!@b^0`+-IMu07LqS}Fg>D5YxMw)$1HET`shNV2_=>e0i;OABH7!``
zr;UBdRh73caY9GN)ceQ1L|H)F{8c1OV*{L;4#kLs*Sv=tc8p<{c6-zkMxdM=H>F%R
zVN~zr_7w*YCgKL;(wZ`s8WlA~L24B4b>!4+g#kIp^fh>^2juWORBWDOA2Dz{U{k+y
z&aaoXswu}jis6egW1#I?QR-#K?~pQkR1E;_$oHzP12f@rquPba&Niyk*w#~Tc*Dwn
zFWA+Q_Ly*q^Txl#y#AuFw!C~VZsMkoQJNwnjq*=j)Glq&tt@n-)uwg2UyOAfI&ikv
za$tW89E$W`5BSkMLpZR!)0S4_e5gK9J?q9*+Wn)qf*j7rk}J?Ou_uJIBW$D_>%RT@
zuVVuWlUI{H7~>sC-b-HRr7f<GME2G)#T4wkfWvipw}?CosVm7cFPXUHGUS@%uXP*C
zTjnm#Cf$<2;EL(AkBGXZh*<6&Zer*|b*)|^Fq4C3^u3&w_wr{YbEVx`ZVav@&+!VU
zB#i*X$Qj$eTJ|e{5cprjNMpN=V4U_p<5YDohnCks&!)_d2;gS1sf4Fh-sV-XH0P{z
zXOatezWTXWJp&K%sARTeQtrHZt#w+Tgzu~*Z#D-2cU8!&69vLC-Uvb46~$8vQlCqs
z%B`2whOh85Q6zD=;gNa6@lP(K<%>i+dR4YD%zt>BReO&046wAP5Rl2})yuQg;Ay5r
zWiwzh<p*`|P6TB6ZGq{UVTdbjP|5h@R8G&69^J?L%T!cq%Vf)6Xpj*eGCgP#LhrTm
zJ!&+<0kN{js6D9|h51=em}+co99^_y%q27Bk_qT@NwMPxdWO$aifV6<kih!XziJA<
zKk}l?ZPT8l1fr5d6k*U))H32rh_|bBBdsY3GY8`*)|k-9l4CzA@+se;l;||BiByli
zlYGn3B>w>G(@dYf0#NY)GB%zmn~csp)xgF+QC$y*d?9(R%jfMe+K%LP71Kiw>bn@m
zn|DmJ;g1d7c%t+v%G$@v%6kub>h;Zj$~YIpdR5eRws0v~t{ndWtUiLNc!$I`x+at~
z9T|f0i;0)1K9%Qe(@)nD0C~q+>zw0<(Q0Qlo8^wh#*L<wjP8jToB_ChjZJ5Hdu2D9
zr`=5k-n$M~sR;&rsEZ)(ul_XlxeUTByH}xLb6gI!MJuLME7hj`#&(t;5odV3jbg?d
z=$D3-M>zZ{=k|Yud`OKZn|QW2L~@M#Yl90K3`K+V{{R|ftL2b+^E;8jAB}a>#@k7&
zo$$>Rmn}%0MyKGtUrvb09Af4p(c$a(<AYq`PaqYMHcC$>MJxLBtt~&r8s3bE67S8A
z{&`F|u980%Xd1W>>za4jrD6WCbo$or6f13^PKF-8!1Xw$b8fg|43F7{Kc63!L?c+w
zm`fv`LgSCf^{(dQ!8Ui%o1G6(jq}kDJXbe)qH0=fpXqkbw0Fi=^8Wzq*F8)Oma#ai
zU}{s<84n05(#n|wykuuS;-Zc@W%<j;DyJnJ;GgSO5q#+wX9&G;GfoTVjI!n=?mPbg
zg>lL<j_BpPj*=@skV($?4s(v9G}6*aGbDawOVyO;{{YofvYUn4j08io^dF5zU{xR}
zXpgRP8~iF!QIaC^;gJ6Awt5O<M=G&U4;_2{l_QxOax_9uM~u|5pa=vL0!YDE9sMcn
zS2IOO%ms?djs_1XdYTbg6!~wGf4X~AvTTSLrH5?9<hS@!zRt1vOuxPJPTVhAsIF&Z
zUp4e-vuO>~%jLxvnIw!5Ho|%I&rH{=XdV-?@Sd9<y|2x_;x)`s78qmO0+YeM8ne+f
znRUHwLaJbZc<0c1*A3%87+m<1QIVcawyNK`hoDi~ySXDtd6~}N3fzmuz9PHv2BP;j
zTlVxsQ@~!>6^m`d6BWSoG5)S>V;@shBlFeEpxncg+zN7BM<cUbCtihXilm&FC^(|e
znk};OM<h;u=~0!((Dkbj&m*Cc%FeDamHWdU-M<Q>8nb@(DR+7!9N<y9Jd-LsOnNeO
zAB90YsL~TfF6J^SslY17820C%%8<k7Io<<A4(0?F10VSCAB|8`J<%B3aEg16m<pUu
z9}!0*M1!hIc>L+z^cN$J#fu4VEM{w+Huh_9q_Oh;WaIsxPpx#ee-JL3&8_v_GA%|7
zVdq8U{yhibisl~aWhk;n!8$aGau3p^0Wtf%tTUX0)BXk1^sS>_Q7$#-4bGTpJ`?c>
z^K^|%`#R}|%@#_pJYXw)%zl-hsrXx7(uUTz7fMEV!aj9T{pB4$5m<A?o0lql)6U`Y
zx3&-e09v#xHO+5CWm|i*GBL|RI^+}i<kv#23H(L-NKfJ@MKnhdWF+i)^9I5{6Y~C*
zF>@LP<8y*rc)?-qo<Az;M~XZ@tuVLoCX#LE#thMnjQe^I&Y1oQg8n(KJUgq!DlaA(
zPT-@{cdxc6mKriwiwB2NSBp7MB_MpOJa6}cy6`jXdebJh+NI@)j2s7xhR>@G)uDN(
z>RL;M)a)gLJnsv+58>DKs&Ivww{9CiF2D`g`mZ0(xur%>+`*|u>Q#vxrsC1uAV2Ed
z;j{eB1VE=dp4w1zwT4um^XpeadFRcQNktu0Xa4}zQ0$WAff-hXe}-N_{Aw%;cifE;
zrkNIXNkbpuU`hJdOW?l@Nv`Yf2F%;Qz_JFxAp6uh2ZyE9FXMvN-J_An8=UR{9^=xz
z55!unpMdl)?9C`EUr0ZHApRe%ZALcKmp;TkJn?)QHj;D=8Ob4b&pdy^2W*P*c_uTG
zSg{><de!TTnQ!h|SmXtp3`B>LPxGj*Q)xt=-J&GqvwsyTwL2FC)~|BAqa;zZb1NAJ
zN+WVUqMR<-lq;gT@EG(zN*>QGi+Kc}PQO7>Fld_&q!H>XBTsa)qBc3Vl*D_fIM4Xg
zr)dw#HMo58T?QBrpyTwaOu%#_ntW1E8W%+@2PB?F76lewwg+Q<n&BUgW1NnjnLpB$
z&-NzE31F1-oNiCR8mPB0I+HqMo*8|8Dp=9M-weV)Mp<0sW79Mc<NU?wC1sE13viu&
zLzXz{xOE?;OAN6~k|j<~cDe8A{qNSZcfdK6Ndxv|<R8QT0IyC@KH<E=7Um^9kTBqX
zN_QdCzNN;EA90ihjdR!L#(i<m=Tg~S>KbNdu)dZhPnaPdY=4o+AB|I6fM54-v@b~J
z=m*xPHwz@nCykMRzFY5pIKUr;T9aKx?<1-I0EF%D;|bzDE<2cj3e!S>hyMV1xj6Px
zC|?hFb6h5E2Uhzm%tl~i!DG-WADH9Un&!sbs|Hq4l3R8;^ar8*s=TnElZ7iF8-ZVu
zvVHl_=~}9{+<e#E+10!?ujvJa&5^i`Iccqad=K`3$W!b^WW#e5*ht+&4!Ju?KA1db
z=qp!F@jr+(ZID59E}$Rs!sRoA`SV(-uXtBm4Hmnmy`|w8G9wS2zPQ2<z}4CkMRG=4
z9LxN_xyE?;l#CPk{{Tv}W2ZEi0vJr2w{6(T$I}PBX=;8HTT3O>G_6_-yCUN-x#uUM
ztA7#v1$W*U(Cxf8rpv49=^LzSUNBBrw_FdW{{UW-q13{qIVEV8bju4r1L*Cm>S_(s
zFYaSeoxFNimH3BW)HVH5TeoktBk&<pmQn00PhRnj=C!Cj>qw0lQW7!qqN(EqagHmU
zDy$w^qXZsHN6t^N?fDu~Nk+(uaOK>m3~-}>lgSL7Fzb;~%ln<i;t=5Q8BRynHFU$3
zVx=cOjyih-+|_XbiHQ#-vz|n9au2?HRxKS7YjUbvM&oocf=J<Csrm|zM3xYDsTk;S
zkbfGtDA=3sAo+R;A~?zS^{C@XWY3Wz%%Qfbw^Q^LHZ;Fdmf+YV?azLqrI8*9hRH;M
zaB_zrRhyVmXA#^)&@!)nnflZZX51Kx$iAz_Xt7sAmgGutBx=jw1DcjT2{!ZX{{W_J
zf2CC*t8HLLJ!y^0U~qd;aal6tj#&Qw4WxCFEQ9_PY9Q?ZFwGR{-5h}5<5}WMh#(Sd
zZ!GXP41#IPG!CP9WpmY(_xjUP6OGG);bU(vbHK;=Tx5TZS`xCLESrG-IQawe=BOu{
zs(iT;bnYB<G@fiI$1Nqh_c+`S^2JrzlY(ZNNUo=Bs?F#RKc_VtM6H&6r1l{4KM}zE
zYO1WHdDBKFPSQu$^QmK;f*48<`x5-DKAyE{vK$)N*s#~Nofm6bY7#VO_$F=2f8bTp
z$KxF{T2l_Wq#<m7tVPOxW1rTzsGK~Ql^!S08;&wQzx`_MycOYg)b$Z8kgSkL_l__I
zeSPa#PhHF^J3Bqi&k6W0&F&jh{p>n&pD|Ki3J=G%Q}~PGJwokcg3i|FJtiT`tY>Tb
z6Oq%>ta#tW>uqdw9Tk9vHQOYra?E{&ae8ly^?g4Oy2pP4;B9g9fIT}3(X}Ucpww-)
zrXt*V<04Yn94_vkf#>q15$`0B8ysMDABS4)qrUJriBzrpGHJJGtM3bw?)bs_VyWMJ
zKGY(KX3}q=)GdxmD-EoDmy^1t*EHlwXmUm}#O+||-56w#@TN2<GQ)fz4hsCsR_@Y!
z8Cu^^wVKvc>XR;iUNKB(7|LL7?%aYskN*H#vv3Q^B7~^&Df1&)6Z`S?AC(CVZ5a^G
zcYkr}+eVpC2Hf|~2j||KHM?#3qw|#djji}pwCq})^e9LaVI_%`yO20E!E2SwP9OSJ
z;Sq>pIY>YA&Qbk))Ki2*iQ;ISjvYB4m1g7I(LTiqHz5I(gY>6c#*@vlq!ICuO<juK
zX4+7s!1Nve04lE0#AG4CjlsqU;8JL%Bto*u6P>NQusuagvm+ngrVps5eUeoKt{Hn`
zm`*zWv?jsX>|94>2g{H;{{VIA6scfcS|gsT(y4vt0Z%8jSe2)@+Z@Y)dm3s&<un~%
zcK-mDWFOr;(F6ID1V&)l#>W*>GZfMQq@nd4E2r@8ns0BsyLj5_<w(I%z^!8`UqhO!
z<xfpbuL*c=ZA(&)GZ73MB$3cpq4=v_kHeZ#(R7lg`IF~tkC1x(Y1cPaegW{)O29s$
zD)2MTeJjJYEmr3K_FJov`{ZozLz>bLTgb+hIYnQq`~pd*`%6jZN+r)O8wCApYfkZ&
zsbK0RWw?!aAgIngtDW8EFcGkqj!#CX2@`jhxT(%L9M-({>Nig7RClYccw=84R-tOP
z(>Ht-ADvXV@G8iSHj#XispKONe=6g)Ao*L9p1prcv2A;Ir^p)8=1ACobmV?jN@?z5
z={5W}Zz1}InW$-}ZRNC)sQx@;XX{i|!>`NF*P85f{{S7%6h*4qM{^cF`iznIRll+L
zPsE=!w4Y?TWA{P9C)X4xr?Ul7$4STLjtrvbjt{8mOfZr6lsNUSr&91Ht7hBnieAUt
zXAB3@x%pMC+{Zj`8-s$5F<H%bHjPBry2@<37ltZ*4MpVwcS{*x_L8p?yZ}HWusweY
zjK`jGR|kyrsP<`^#&4-!NJh|Nkz9Xt^{UMraxvVjjqg{ahkF9ck^SZ3lVjkjuy8vO
z%|nHaBRw=IwY#Xw5LeouC$2%Ou95Bw^TRKrbg3HJRfM?<AoUfWCCxdlxlBZ>ZRRY$
zKcy^kNH`!LtuK)i;Zd;1``lKJpQTGJ+CalD_{9-U_CYzMu4(9cRN9^7P}@LDwm#_1
zd%d()J^}F4TwJ;t_UGN3)9F+^C!pB)OG0f{_ymztaom4O@(&w$*6YPOi%Gbpv}B0m
z&ls($a_EtTIBU-L>Eu%JABZk|L99!6aXS*t@+mwh^c9_l5$A44a<xQUahFVwTvUla
z%Y>5|>}h*Mm62`_sbysy6z=-<sduhNV^oGlOsG$~oK%Z1A0vbQ%TrY}B2>$mEHW{l
zTDNDbY8rdy-sOj?lf`7Lq_$Wx)XL`>Y%=>+v71`l%2e;U*;{zsoCMS@)yG4Tn!MJ&
z9@pc<OtDOT4ha6Wzz0|8PteoUkU<539l@<tZs_Kg6(@K*GpWAtHSM&1ZKL_|_5f$~
zu4?Aqdq>+mOrM7pqh;c4QpA9h7g5>0D|#OmY5J0gwHr_yx$XJUXir^*%~~H4x;U;R
z>5NkvFx&&uyQ_~2==z*OZ942LH$YEH!oTpgtEQ4#BO-Pnaz#w3vq)kf^u3QSqLz}p
zv+4qhD4;@7OGN-BEhQ9yS}3A`3ieNjHcO;wqVnyGZH?-qsn4x>e}{DOscV+dIQ`IV
z@_)L#pU<b`UGB5uXrj1CWB&kDhXgHpxos7#SvxI`+#J1|bH9<-$?+cM+fyNxUJjVg
zHPG02yGGVi%edPcw`Q*tyS|40^UREGLMgGkt8Pai4|<yTx^Sszp5-S+#_#Yww@~n=
zm#L=vVwpab#%lin4<?Kg8svKl=XB2%>N;$rWULf=oY!@v{7H^tBfda=#cfX&3X0qM
zomQVOy407R=bYW>m$qzF#&A8WHdSowWFo!wB+#|kvaK0r?a<a9sqp?AfX{7=dS;aH
zbSmn-)^kdQ3F#%u&lzh-_Thf@Ri4?R`@K)4cN&+2Z!DR%BUd>!jm@b(ViWjR6-)(a
zEj34<TP%{*YGNst1D5%{s!?>HeAxum)>S`wdewKaR$|BSt``=*BZgG#Q+7;P&f*;7
z6ymDiF+9~~ib#oUkOxYPPa%Jpe6<z`Vr3U;7tx7to26S4MC*b&R%%YCp~XMU-M~MM
zN!c7{HssO-V}vABYzq9i%_AuT3sQNdN`s8kTI_3jbrqQtg$uNBO)Z{}aj9I0ZIHPi
zd9l*8wCyfUTIp@A<1EDd&FNl`Zw-fpG=ma^dy+n8Bb?W%g2D59)7a*g4h}{Rm8aSG
zUcs(zF!wm%9<|46ej&QN)IQO<gQI0R=~gwJR%^?bFP={TdR9M_F~1`xwQY;WDE{t|
z$BCy>_Kub<uBj_AmVe$m9Fl55ExY{e+ax_PS+2W&W*>z@H<OmmE6A6=`LC(Qt5k#c
zjgYgU^BKc|(zP`26Y3ga4;9RbkKreST*}<K9vcJRtR?Etgpoc`)rC|l&JT08mSZ^e
z(Dgkt;!<43BGqkHML)*1rutuod`B5;IhH9~s*Wqj6;?o22il|7oGz|y=2IDDEBt8H
z-AgdGl1F_!%9ON{vD@n(4{u>YVB0Kz?0Q!rccWa|5}sQo4{==<k?{jm)9{TTxIx!{
zTI#L*U*Y|A1Xs|kG9EHlAIiF|LbB*<Iv9LH+va&AGsH|~H+D3|jx+~uM25Xm{{X=j
zSEy&xXN|MZTH|#e3*Oi}87<kp7z*aAm$j@9HxZN1dT!@4B5XsD8JoE3DkN7!yf;0=
zRl{p6OiKbA(xEvcbfb^fxTj8VdY(l}RVisSKtN8pQ%+FwVVrJJQW*T#&VE7I&|>Ex
z5C?jOWzAwOs`7tu3RQOmwsO9-k~7QlfEWt9qv-cq#nQnFox6ZzT2iL!OO+ioT$|A7
zJT2kp)}|830$Z<EKgC@yiTp(tk*AF(OCd72W?sY6t7}@sejKn}I@fQS7YA?f*PTr?
zv&_UuT(Qd%Yt^kNVPVM)&WiOZ*+M@tvr8*G5_e~kPg70aj8sNSH*?aB<s1fF&`fT}
z0|eKRIk~&DpOOuGgWgBlVZylTPkJL@oW|t|7{R8jO&Hvb&wSD}n*kCgPqjgmpyEhm
z@|WgMnDk}s_*Ae+P<f0)w_tjTtq=ftiy#Nk)Qsvtd1J<VuX;?*O8OTBu>jIb^0#0I
z^rTpFJi<oP&H$=FyqI#q!0HcLm1G&@lpTSm7W<LP<M6W75>II%n%-$4Bal%407~h!
z-ydobN95`j>3eV8k0%w%Eaq0)S13A>%}k{q<c+WgeB=KBuU!=JRbl3I)5lh&zNd0O
z;S=#H5~u99C$n*bS(=A}FX4}Mq^olf=t1WnTID7{z#=FZ>f3qz$2Fs;>$;|p>b93|
zQ~Qp0DX#e9=~Y&!tadC`9})ajXWXqlwAR17ng)%Bb{N6-H5q>-?N6DT?`|2c$`2e^
zUZ>ghn*?3l85KdN$>Dt;Qv!V^@l}sIcVqOTSSnR@rp)SKV<mc0xy0;PPYOh*y7u}}
zBzO!Q30(7@j1R7BV)w(^mX^;Wz+?yblz&c@j)?oobs|h>U|vV`t}2*Huy#n{l`62&
zqPoE27?gr|+TC&9y(7UM4u)7pv#c?O!rSKsyW`TJ@Na}({#Dd9LaAdA^BJ449l!e3
zKaBiRb!%s`)0rUCZAKLb9%tcO(xJ<%Go0LQ+{y8uj9*)v!)<|K3EGf@kH)y5k+xn!
zRr>={`2ew*gD;_9@TZw1WF^%kh<!8uHO*G9JF*;KVw$A!t4NN)TY^V_tws*)?;Sb;
zQv$L!5<-eUh54x*=N@Eye|c*YUS^0&42A@L98lLX;Hf!I`Rhp0iCb(>O(IBSA13Xm
zCq3vIv)q(R3$$W9#>1&SDrsby$CrheXC(Lh>XVT2IoK4r&KIDm5Hw?Q9%vM!ZHp?%
zjr)ljCOuX9esuFOhdbiKo{~g=rB?I67?A;`gajUBa)n|1EzKfreao<1G;!`OCEPyd
z<DbXYrb%E#GCopA?T(*^aa5#{N`{^dr~C1o6G;<EAlzhGSEk81<LZB<G)E=%FNjAi
zAXXi4ypPD!VM#3}`$eSkTgazyXqz1UJ5_X*K^ZL%a2w`d!lhe-E<+%A!TaN%{<sxU
zoTBt(u6Vr}(O7uzSA}-!5J#w6f%CEXUH<^yJ?hDi!Tuv+Bi*LlKPTk_pFq72)RA1$
zl%EL`0ITcQ=nq<s;w7I5P;4DrZ-1!fx}%Ab_>rQo{K)8a4+iS?@+aBeEkZnGly99!
z*Qe`Lw7n+dQq&^0NFUAfHp+~@GGn%T)3gWHp}vkCF7DuCq-2LdpH(~>^*Lv>@J^Qc
zmDBl}q~j{CdEL`_{{RZ<N)lYj3Gzu@5NbDee-AWKYi7#&wClLJTx?VPjySI@)h?mD
zxk;mvb-5!mNJo73=DKNgh4Fqa?e*l6@$zN!8w-=p&<{VRE1$mb_O+su=U6)_{{WVe
z{K|f+DNdW@(94nEnVByJ@7;*fLZg;nm50>#sNA|@D|t&Vc;*<XgT@zZWESo*)9^e~
z@JvNyM3DF6pVyzty!k<`#-(k_COD&Pv`=p*_mt!x@TDyzX_nbK=YkG!YS<oFC1e1F
zI7tTO`e65}{{Uv#!e>W~v5;e6aDDwLShY0D-c(Gi+lop3#uUL6@kGT*2*7Z?4QOwd
z?9Jv!6!9NGH~xKUq+k}zQyBLB*yS0?{#347Y^<Y_Ny86ndBFLB#t#^)Qgp=d=heqU
z_|yggDccO2hoPnyzTykHSnZPxp8ZWol0fn+M#d%|#s2`-sFb~}z+)J2rv+Q)T7=}g
z5HNe=r3G0vp`k33zYdE!<Q8mv*!uRRg^@C_PSG=USw8MPGv2C3UNy=Rr1sArjY`)l
z%ZZ{5>P9kXL|dU`%FvMBQ$)wCu%6#anI|E3?-Q2iXyA{i?^NLn5Z?shSoK!qA8dE2
zCV0Ti_TF5d--zcwhe1yECBZ!l!e~$h8A8X9<L@8$dSgBFPfKi#g+rX+f%7XK+#F)4
z$LC068@|&Vi^{hwqdhWuSE2YT!RJ%B^Ji_AG4k%ra6sxg=qlrO%xCVqMAGm#gza?r
z&bz3xt-NY?Zd?Te82n9Sc%R1b>N?6uG~cvow&0|27TbgBM}MVX@!yQC?ru{`w2hxj
zfaTUA0FdJuByt6L_G6T+s>H5KF6R0EnIAXjU9xU5y9C<Y>5|XEz91R1xtmMA&mfEz
zK8l&fKN_ch;O%!!k!OrWe*%2|WKV`3fS+HcYX$A&l?j~zPzlNFpZAA9om<m2oo7gu
zB(lGdq+BF7C(V!W2P!_b4y0eiZ5cvHspbJHi-l;U0JhnIN6Gi^Q!g1g44CCu?c9G1
z=kczY{AZ_XrQq>4ilj4O+(a^e@4vl)=qV3_^qopMCh*?2qCDrynB+IGQ}Z9hQgq_=
zh&W$kl=9X|%OgBQaq=!R>;`Z@I*s7-8x0ce1D1$jkErfzPWwpJ^ia!pr^)4!xul2p
zh(Yd0Kz~}Ik|B@x4y33&9>>22ztXdnIdvhaBC`ou{HR<?i<J>e!+u=_N3s-R5KC((
zMF8$o>(6S@lo?kJfyqBH#z{V>KR4x36e^Cf$ghF7WQ)7ML7qis;59ylCTT*bc+z<K
z0-nCL34#WX<YJCb-8F0M%LDnFUJ`m3*p(krIUh=VuIAlVSR=SVenS`mzPxk!)VP;^
z#R(yvBnn9}gV9bwH4*{n2RW;-1Gu%l$2}D#9R3HOqEe&-JQx7|@zDF{y(<*oLa-$m
z6(=K*M^R5(rs*gSfaC+z(wkp6{_0;bPe6Dy*yNho<=qmt^(mHI<J=!#dRn2RiJ*}L
zrb~I62K5K6Ocq&R6GXBm4qZ4oJu-f^oEIRkI32T*T_%B|Ppe54q-I4|ka?R!e5?Gq
z{&jJSp2SYb*YKW!E#1;s!oq2!!x5aS4|?ysRpKij1?Yd+`gEARk#QudGFLTf{`X1v
zZ{fs(7-IW$h(Zm&K0n%F&3MM6sod(9vRsK{k=XQg1dm~!YgD;W#;G?^xe~Ucb8{NQ
zBP6!*<b^}RXV~>M7<83FA;1~=SabOvl}Gm|#U+X2anAV8dH3|E86;%d3|A@Cj*XwM
zS~;$7?3Y69tL7?#yTJK*`Nn^z;ZxXL-|0twoqIL0ErO`zq4quh07}k+;bH}2c8R*|
zlxH9Ao}l~Hhq&^H5=P68cSduJ`nvLe8cIzH(pnv4UOk@T1h?0;_->)j1H_=H_wvtE
z_=<dbABDB%^K@-NtZuSMh;=925(1B*HOXWXxen&X%2eQ=%lgx2h9(=NP#A4hWy1ce
z#&PRfsWeWPHSfGJuIWMMFbk+~N1bfPufG{JksOgLvXW8p$`P@%^zT}lcZl`vG=T-{
zO&L2CCpjR0vd8ZIL9KN0FNbxdNIXNNi+0Zws-Mib`P=c$7EGlZoYDD6QWWI<+;RDI
z{b~;>cb$yNjn2X{2_C-H)W3qExP(pN{a!iY<R!evd2etAc8_+&bJw<a+G7~+?4^!0
z`9z6{BhP#{Bl4q?;!*6%Mji{idoj-Vzrv#{ET@wl$_~Wgfcn+Mlu9!b3<4B$ll1lc
zsa`adhGRgao>X-FzHiQ=Pz5HpGxkIq<adFG@VMjirZ|(8mH{SuI`hR|ky)bv6_pPq
zWEnq!9Dz{zLfyY~(nGtiB(LT<sN^(K>QrlZ+=YS4oM#Q%nDNdWdApmiJ!<{aG@(tz
z3gj+4*Z>7bzCW#A(5;O3U0I<~xbIL;=TPi|RTN{)%KAo?J>}$4Mu4;Q_pff!EOhUO
zz8?P2)eLKN+1LTeVtZC^!`}`;qv>;M+KgoeNd?IHhf$A8;k<p~nfy_yx0Qiw3ELWH
zrZ~^zT?ttjMX5WpE5!aQx$y?6EY~?P7X92|vKFypkS8!sRf+qjp{jBgQUr=|>5P7~
zlNcIoz^tj*KU&69v$4?{dKc%II}<g&5BKB$019$5u=yoPmyeP7Z~nDXidm!2&7Au4
z{{ZTzw6Q)6k?lX;S~-|Ft&84zNAjKUli9vy{OV6NnFBh42S!eFRFS45_j38s{{V6M
z{{Zz<gWHA3^B|Yk_<ugNYIY&hMbv%GxDavc)P6J+4T9sZL(}!Dtn$nE<4KeszY)WI
zPAX{T&J`sG0|Y<He>$~M8OoiFjXz!0w5)xW?TQcJmy!9`M!q)FH8|t9*Yv@T@+b@|
zh!+Dp8Cowx&>zHbe;RP(fsTF0{{X7AQ|x6bD|Wu)vXjC(Hl~JM15**P<iyA2KiBlG
zb5QX9v8DoUY}w*oJjh1jS?az_i6y(dQ+3@NZ9kt%=(OJ&>sAUPnU?Y%;!l<T06wOx
zoeP$0%;wOp2plo&ct41z6-I10$j55z<kb8p;%8W|ZH<N3_t`ca{a3H!Q0g85x{439
z=~vL+!HyBw7W^Bh>r0m4q`K(NFri<SPJiC!m}3Z~zGPy4@ab1BZSJfj+kI&?4eIHD
zevB!oe9Vl3I~?SGoc?t-SFx`%O5|3SGTzRyzn0;M`NwMY-vxM5HJx>Puom6~z}!CZ
z^{j6OcrfY{$0UejQZmlGe81ybemwC*Es4?eTpL)1*`!0)&}Z|gRNpp-JCms{XYlm(
zF#aWY*y_`p3rPsEP7dDYywXT_p=5Az*!8PugddU0kM77a5A>$UB4s963OD!Dr}$LK
z9g$@>o?&m~x`4i<R4S@QaaTgf+^a0eIu8E;jYjDaCva%n(;QY@rne#z$r!@79)_Fe
zBeoqdeMKulAi+``Q42tlH`-$?HsA&0npd$&BGfaoWJclF(WvtjzDQ_~sOeei31U-$
z+cjY)kwzQl9)wjX+?hjC>a%U_AoU$-%W$B8tU>f@qvph0A&hP9(x#2rV9Kj1`i`|~
zOovGp%!HmsGv1yCS8ohQtyMC_q?lwe{{XWmB9t>^Jcw{d44o@Ze#TClTNh!TNDla=
zXxQ<=u7gkUuBBiEa)p*YfO~&h<`zX|-ML@bb*1wWj(J~Z;;uCsF`XqX;&F6R(Od`8
z2}w&uAqhnkPytCxMFJ9*l8QiYXcC)9ZY}`%+<9t!2UGn&DjgbEE>3c4)vdb2V-#oa
zV<+lq3@1ERl`$N#RO8V47-he@jrS@Qbj}VjLf*K-=BH#m7*uTno|VmeoRh;;r2W#=
zcZfg)jQiBSVz~Jm2C}4yl>D?t(nZgDTWk=;RHpsoqP4!dv|wVLw+`aEy(i)w^^sWT
zK4Ol!uRC2psQJ3pnC>H#Wx1{C;-^n@zMf$jt4mYdwEqAaX!@#zoGLNvnx6N=+Fqp*
zcnWjfdChog$WgM6N8?($cZqd71_mjaRCdo5=}^bT^|8|lQ*ZZjv-}RTSMU=l-4YTz
zV!12L0`}HJlqE%WnpebNKwIPoJ;ij<Ug)~aUn@pSbsg)s_cfQiujYqRnt#M!apAJY
z<;uG7J!&R`HXICnE7`RV1lrvxXfe-f<27Fd-CBZURs%git~!})Wvw=GRlq`j4yOe*
zs}{t4DT=Z~+P3G@t}T97jOW&>%YZOfCcN6XYSi7DJgV3!$5gCPH#>e_^yD&3>l|RS
zw*sU#O)Q&YLd<<TS7+hv4jnolwOxQ*jDTyW34wKFoVFs2YG2;i+|lE<@WzCaum<7A
zSe~`UYkK6j*DTq{CXW;A&vS5Lk0A#Y&!nM=W<1w!I};j9k_NKJD85C|oHsk0siiR~
z#tlWhedg^#u`ReBE5g;b*`mZkYf<kDpO}n_g_TI;Vy&gX1D-`BjU2rNBPr5^{u4do
zG8``|JJW!`+Pn_+V8qHkUX>eU3>BtvRl<<8#0{uO_Z2)hG9vBH?E2JRP{#+8Ol+XR
z&S{*E5{Y-uiM~=cx2-)@qWOW{=~NL<Q`V$cDf485O*XYb8uEkC*|gU$w89!ImtXct
z;=0{G;uA6~dX>65pW+qgk=&Q&Kp0cds}e`c^{%Q|>Xh_nqenNZOXJw}LkEX-^~@41
zQa5bkuys!Z&Y5Tjn;*4tk<Bzx?v2?;s5Q`OzAw~lhz3tF2T;}NQ^rxOtuxl8kHTV?
zEkiQrN}AdBG;Dx+j<rHTCjEe5cg1=ww~F+gO?<n^Rap0_{{Z0>)3qWcvy=qtK<`BI
z`c*yXGaC6d3X7V9Jo3j(xWAQShBLFf<E3}8{hPx&SW9IOdh5nH+I?#6^^f))h>G4I
zSdQK6g1W!Fg6-sGELdZa(zlHThKDpyKE4&<>07Cje{ntC<H+t>RzEgs5TP;%!+MID
znS&N@ywryXKiVR^3i6bu+eeJsS~NgT%;1J5nyQ^o%GB`|Ic~nxjJtVZky)kOr7pr2
zWE;0;nqQ2#r9}?eCjffW-<%g;m)e6xQp8e5rwpcy%fTmsM$PT=@I5KumFhAmDpQNx
zP3Y&4R+smZ9jZeprZX&qXdj&*MnRa)C@0zJa>BHHDlv_^8XiVb<$wwP^3)442vn{~
z?@s|oDA;cF5Yc8SiY^uMPh(OEl?GUR#;Fp^_t!b@De;W_+q!fOO2%#l#fd`iBr!aJ
zN}hGE@1vFCa&k7BujXw#oE1GqNgctHF5of>xK43?;GrszcZtzyo;1|0krL?^;v#YL
z^{&@R(d~RuG<Sbw7V5ma9tJ(@i}0_9t~I?*H&w(D^4S&Dc)P>`%FXnhAmSwAd6)Q&
zd$g+0+56{gvGR;9J<Gl)x}Q+CeIr5IEN%F92mNb$X1vDpPQA38{jL{O9Feq@{OK%p
zO+vzUmez7RkjH~vHJ^<lxL+?)wGHayrA%dqs<~wB!j&pDmGAEynv)|Eq=X$XG7T|;
z%=pFt?zP;>q-Z+ad#t8d<ZhrE#lG;Kp<;~D0W?Fp^{#5!Y?r-F-5FHD&OZsynD_qe
zKyT+zy0SjVn5SY0$g5MMz(P6{Z&EO5<p<647U^6Qr8w@6Tgp44xJ8TQc)oMa^fcFP
zg!x21dm6Ap#Jm!&e=3CA<K}hb_Xe|Cl%$@dAtMX(saHMe8a74T7%=n|BP${nBsZ}X
z)IjoN<}vR<Y4s~M;4<Qz;vyBJW4pMkQXwQW0LVI(s7y&C5{<Na8f7UV5?M<OoxpZA
zAd)#74mOd~6vB?3xb>*nf#R6AEQ2eZs>>n{%~B&mRI0N={Rtm*)kx9SBO)*xY3n-$
zD$AVprLZ(wl1Gh5+8+RX@%5{gQOPQ*LdDA;xZOeiwNBbC?Hq7M&m@@n2YU7o1o%=d
z63FYC*hu1xZi+H7gImIkp08sHnnbmsX*PZe&>vdWLj9%x0M*CeC$)LkiZxmFtJ8Ze
z%FNOdaHk;$WyL?nek{512CU{ecH06(ap#OzGa2%MXN}TB+;se_dDT!{t8+NPzj&9)
z@-WEqM=|J7?KQop_{&?-$CWgxdk!(>PxpuQHG-4vQtgQw{h#YjMvg@cSO(5Yo|S}a
z&MeVQ$8)kxTf&<7WYld%joIq|0Cea13a@qGn}v*A>36W*!P#BG{Frt8E0=i0h)XZZ
zI(HOVU0>MC=GfiI2wt4zS5zy;YSS8&UgWoSmo`@(UZHI)9q{XreuuB?Op6W+hXOVA
z8B_R=>s=k6j$~+xYZ`i8M0hT|XY1Cj9V^2gAW{GhLGixYb=kGKZgzIhrr+zD9STxc
zgA}5=9CIp7lEHu<^3pOtpGr1v!u*cC0B)o49czB;!g{@vGps`9H6MB-^8xQzGO<Ij
zt1I`&+G`2n=N-wrDzY$;#|(`T=u%FftvD=5>a#(!AH@@Ot0yP`Cwnmb{{Y6Dx61id
zjB*~MsH}NxSF|eOmvFabnHcmV=KQIJV*9S9Cmy|O$B+V&@q+&V-;KI`MI#3YIZ1%%
zjyWHND_Fi{%C8He?p6-I)dOx$U3&KDYS2VtTXV!g;ZHfK=84y9%Bw7R>XbB6m5MSf
zThPK=r#txP+NZW@UO+i2dMRA-O18;xz()A=R<4u5z8jas8k|wagUjFZ5<26s{3_{F
z=3yylYIrlj*PbQ3^JE6z#fek5g4pgeU1yGbOKG8L1H$?)3k2IVig~LZGS}_A52MGV
z=#rvdImE}QL5%(t;#W5lTu$>d6C)h4&o$QhV6XQOmC1a_q;h=OASbC~kZO56!270*
zNQ119oN@IWRTsICVmT9!af6C_vN6OmnA@##N^P>7OKEh{GWk-gWB43nzvODqoSE7|
ziOJ`88UCN8X6|Jp&xAPs`fzDP&7F`;2t4_3{&}h9A=B(>95R0FsRKN#59D}1g+gt_
zZl)J_?mIMOqkdg~Dz2^MsoxtzCvrI-m;V4>r;c_=`B5n&j2@p+TE<o-CmoK1Pw}3+
zrl_}-qtu{LwPBesSMV4o@y%bKQ1Ew&JhZv9Z7TOWNmI13J@+4#e-T`wJWi^?zHUiY
z9Z%D>EQqp3!Ivrr0FA(ZELOhRkJ@)STdxCZFd?|pF5|zp?Y!+L=-<WoS2Z+p*xYQ?
zE#<eA4DFc+$@U`#pJ{h}r%C5&_mbO?Fg|U|{{YsmlGn#iBtA~RrNwz}c=I9{1p1#}
z(zH$z)2L|9X*mV_!MCF41#|TresseUIT8@a!}!sF4fymG)r}9r`tQ%8Y7J{YUn#lV
zPhh==;%h$p!rI=G`^jy7*9gw(Ezit8y=gi<iE7&zPY;+kFp6cy27XicW2vg8SiZ>R
zWC!K)=Eon8O15MkU=GASIpb>s^zZspjz{ju3`qJM`-;WVV^V0U78P&bM9~~=SBs%P
z)|gC@fwEZVjBqo?57Mo&?NbyE$syzB93R8AEwzf=N)ez|JOa@-%09mJoTA6=5?5kD
zVqDrix`^6mC<_or{{XJNr%Hmu;qQi8^5!yb<QR-G%Q@|V*m_k@3iy7@M$?YFs;F3^
zU);pQx6{_V_r@MApTwGko@0HUB|o`C_ejn;t?8#2>Sq}_BLiI4F13AD;^yh(cag~m
z=cl!2M;Vo*!>W{B-!Z}bJ?i0xc2ZgaBIAdTkSdshIdEftn4S>U6V;s&5<8h=&RcOk
zh^dvW-0mR6<M@H<e!Z##43UCa4n0RAk(o-4ITaTw#n)+4GFxTBFHd9j?@WZCZ<bST
z<DHUy(rTI)^8k#JPem0exNY84(Sx_!2AX2!FUVdtGEE-sy!o&mKTavoTr`dvIhH^^
zV;KMtdUWqpm&#=V-gb<Rs(*;otk@^*HsSgI09hMggYQ<PLxMCs*v=H@5<07Je-hk&
zKv4exycmlNxY`PLKSQ6=v({F2SfH3pgQRk<GJiUk%n*fLk8b|}#Cn2#y(-j*aIs=I
z+8csw=aLCB24N%|cgpoO&{%lWRJBhg_6vPZ07w~JGLD%FI0x!0oi_{-aT>}OsY8`t
zsOz7`rdEyih>q+p2>ks|Y<{(*WQ5yWok0Hpge%0dCf1Wky*+UIGJCT-e52?9s<*xg
z*6dfzvN7s5rB2KZj!&}v=Iza3&l*V&G2|`>&GUY|WAZgUmZhp`E^aj2`Jhs9hdY#y
zO#cA&s;>H!rk>?SlkD=mS5e7tGJw8Z=v4k=82oBM@}}~`8@8)A-TWKwn&{#2oEK4u
zd`Y84GB**;8s!joJ9?A&)Puts4z8^?hP8HrOcE{M4o`fM#=-g1v|ht-i`5*$TL~oG
ziz1m00AJ(x^dsqBli<$`yvz2B=0&rF?s+!t-TwgAtd9lwUiR}?M0nwKwv%kEuen?f
zbC1Urt>fPnMQ#_vnpVi+jAmCx<&UO4KN?Pz+08mrlh<Q6$G$LqQema(69_F}$iX3Z
z0n-`&Rp+h|r2X<qYU}|lLBaROzgp6|oZm8;Adhl<tFdv9eZIeqRanda0IGJ!c*xud
z_w*Gri!_Fc#d)HWCBrS$U~<Yi3-s+(L~u?)R%qPzJ%{7gu1Rl`xucQ-4--Z6A@%~A
z%Or}y);pf$gYyCXD=8y*v{jY|i4F$k>_??mXWgEs9qQW!Gi|q+#CiE8><7Pkl2~OB
z878$M7~o2yii;GTiefUh-g-<o7TdQtJt@g@;00hDcL%LFS}eRk;FJCC)WVM#8`O-R
z2VN?68`TyOpktVr!zZS3kI$_>MwBMmB1@0<v4$h)Dw{AQf#0vS7XEpYY#W?_TaI`f
z)3}sP3sn+jVY%|y1N*s%#yj$QP-GAfo;Hs?9y66c<M>rCw5){r@q&FvYMwlnR<)ex
z`-h+Z098_%E(O@6I~xv@hB*azZ@^T@@srGgGCGMk+xhePR%v7#gwPaW@`s4<57WIq
zHkN;uH%pZq1#yNSK~$z@>EBZGBDwj%+x_0WdgJeYwJn{+<)$UFy_OKCAO_x`d#`WC
zsF_qs5Eg`v3Q96F_2Q=UT17@^NsOEsSLOrQbgfhBPb=%O*V%aPSt1tt&YvCJOaN&j
z8E?lq1MmW_+W2=$@gA`hx*epDTXeW83aB{ghRG-C+PU2mN;;kDDitd2j1!g~fFAYg
zT8-_OfV3r85eB0={E_bap!IH_TDZvOT)fRKivB6p8%5Dy!`cU(J>sDA+5x%Md-UjW
zUOaCbaYmJq$;&IY)(6n%kJ7bb@g}ursLOi=%xu#!XO3n0TlKA|{8gcAD6n{sN%Ehm
znO8Xf0Cay3)aHkwwY;=B22jUq3<J&^f_|Cn_){7zji}->2>DyT;ClWQ*FS<SH7Hu=
z!&<sLe|X!<!GaHW<M~%ReWq$!L0`96ylBS@DtyS_g-xzBy2Q_t5R3tfV;|y7hChL*
zWDatw(cCZh4-Nh`aT+;zh~)Kb4F3S*zx{e_in1NsL2P8Q@^SR-P~uXPTa@F55ZE$3
zyLS#UDU!s|gXTsgQhxgL$KhAJvOy?S*BRR<A%7aL<bjD4OKjQxE<yhQ3WkePzNJqh
zCqKGzll(2#qLE~ef~1dX(3J}*d7)VlbdocIe;ThGOzr!bgAeXVFn*O5Ek30#7>?Za
z^r@y#v(2(8#DD;DwPJgHjuv=KSsBl*LM@KX(Xz7Vr6!B!1)C!h#vFRos^k7xN>}}s
zH33r}-&|+bqhP0@p-G}_TP{f+WG9c}O0<YxAkoZ{4(Q!#f-TH;{%}*}1A_gj>nu(I
zblQKsz3HiwD4gXKQBZo}NlQf_5|WmR07@xoDF`ZCX#C5R7~?rL6<*WOjq+oUyHh7+
za_Obcu4;)})}~47kD3Xo6pvcQ-A|#XjZa&b@{iV|cvSQ?Tu5`lr-?`u?slw2Ijuz4
zRG#$4QQTC@;GSvaQH2P`rW&11jPq}kkxU_@>BVRi$4Z5lCj?Wu=T^(w)fMBOK-~1J
zk=}#yw*XW|AbJX}@eoZTieB25hM<*Y7zY(%8=37`G*Xa9p{ylmkC19*y(0kgR~gP4
z#hcN`${HQ+mE-L~#Hvhu)E$Yg+QY{hZlf4U$VSJ0mE#fIBMkAMdXsiO>i}!Ejy=ct
zhoKB@Ij?(j+NaX=-AxNdP?P=I=I^`(=S!GWG4&P0*lV};GonE=<eXzUuUgY}=Cae0
zOX3WSxj#zw=+;%?%>{F3RY_Vd<|JMdk4Mv4isnq@<a1ob-l)+|@k*p7FuAWx9wE~8
zc)W#`0q8;Evvm&$+FnLlBDu#I?^?!Jhc3eUyk`qbL&q+aCY_|m2CF@`K4r!|tGd-Z
z89W7wDZuOna`#$&%uRzC!1k{b5rM7E%$3pQVsg3f9Z`nDK-uI0PFXguHFejqTzb?J
zLaZ>nSDz?2yGujJohiZgB3UwUI#k?k!0S;PeS;#ScV*(G#di{{)6}#jW%)s=l2s!F
z3eQKu$*DZSQ)77IdKTnVJv#eUVvHL-XjUhj)7DG_nhLxmMZqMWmZK`ndgN805>B*@
z2p@FuO*5XY4zVkO6jE<zI27ko(-aIZ-KKL&n~5s9QM4S2f0{nv<J97-v*2SDC7rbQ
zbBN*u=c&bMPL!(4-6EYQIcQq6wtJhDiV?Vz$;V3cQ+S#dn2|zAA$f0lrKV~2+Ag2x
z%s^~%eQTb+@d8~>C~@-iQHu9zC4{B#Jx^MlXN85E)YG@|tDD`ofXJN&D{xJtYX~-!
zSM;wnU5v!~nsSp5%#L?<+HqX8^F3OUx(Zps_-d=2rSF7P=1XP-p4H7=Xm?hw#zbRN
z*m#>zv&Q!_C_N2ymcA>py-=4Z5T3ae*K95&Z)SBmcwAc3MsTkiFDwm5gC{I71$r#n
zHk+xh?pbnu4PjsSR(MqTLn=KDa#zbFwS&3GUnQ#*%}w1L$v}AEuf0O*S&FX<SMIFt
zAZ?~H2d*l)2kztXuQqflL*hr3I#nsZc@_4N$LmcbgM~FadJat>h%dVu%VI9NkrYs!
z4(ekeLGreKl`~~WJerISbKZ*;8MHNiQS%OISS~U;)3c0{Gfffi%V!kI=Dy=scx>dH
zcBib0?YYL&Kn|==YG?t;1YlE1w`5k5(Gr$s8;fpH*w(*?v>T05@qc#93pZa{o5TJc
zeL_@r2g?VhI@e>ZYWCh5)5W!zQFP0WKZd=0CJ{zF^$K*|IP1G6*Zf0m;e99jCrR7q
zGU8cR_<e<WxAuhcZj4BFKP(S(Rp+@ka~5YM*yNIWnrMBwOa=qJb63Rs)``fW)?1du
zyYPW<2T}zq1d&W=YMGP*1Z0f$%_=^@&tFko9c~T{YKtnb11X8wSa$~%w`Jn(M#!vE
zx1Sj7-D?47*fX5x)}%t1+~0e(bkW7sr?WPOBBe99O>;)p5mN3Yjzj(B6$RIXt)|S{
zeZVKMCb<I`KRaNP(-k$Ip?zfKqn(rv#Mh$?!kt|z#>Yy;(yFaASiI4%?A)}`GY?QQ
zDv1mCh{3L&$Ht5k%e{y)lgT4BpwVbr;^r{1%6pDKN>akntF1Ofu!>s2oH<iC$zPOr
z6pWr=#z9fptERp1mBb2K)<uvG-OXTKTiifGNed_)$gWzr3b54Xl^T%fQe?|*Osf8r
zZ8*ljaouXi8+L<CY$(9ty{n1Er>UBsLcZ+$k+yT#)0!Z$oymjiQh6a%90p@SEfSxb
zB>w;jpsr=ms?co%V`R5DsbPWIK$yd^01s*sHfaIaK|L$eJPY8b)Gq%3wC=!5ct9k#
zdfJUXX<h6$QAcxA!5$8`({0yU)bNp_?)kgdHRHb?O|8ys?O4ZS8QQ2j*1yCr8>Pfw
z*!pSm?c(`Zj`*)DkUk5ZMRnDvqO4^f-b<UHqG;W-D*Xtlqm{xEvTk4QHzKKr{mDj7
z`OP!~)Di`G?eiTDD6_d;$#rPYVzoGSBjyVtkHFPYD-3P{hrI!kMgS6o_2!j{ak*(`
z-6#sh2lrd0So1?RFhCtzsjKWEN{JWOy)T*p+Z&b7P<m4{aJh8iVYV_3I=6afl9?Mu
z)*r+;HC+#uIbMIfwI|vzyb%7?N=*@IEsdQ!#X81}L{MCr;Qs)gQt}7TR^R+2`Yy79
zEoRHhnEwFFTx6fesIEC(F}SYQr|eRtpOAe8bi)%U?k;4vM_D(7?QT%dqhF&gIgQRo
z)7SK_e(y=tH0cPswQ#*bRm#;HX)Y~fGFwdWu>R{2T^)ywudPPg*jDBq<bj&qPL)rI
zY7KTU2|^2keuJ7}Pdx5*2XFC?wb`fqBK{ykLkmlc=Q!GbE|o`9@MZ0*X3A*p;vY6q
zfIpvliD4VoEQIa8hc;Kt1Lp-tK*FFY^Zx9#Sn1pvw{r~eIF5K4B0WYb)}3Q5{nU2R
z4aLY9tQ{FA%VN3h=1HLF*Ejddv3$}w+BS;yi-|PvhJG3QIzIhUalqZmlho(6T++17
zJHUP)I-TmqFJxbp8?I}}JXfk-Yg(&Mc0=yvaC!>prAw7v>@{`q85*tZ+Kv3PUG6fu
z$#Qd=&yw7q^-a6<HEjbS#80@MFys7qsOKq>xeQJQ3olCLsV;WetYofKo#v6pnoD3{
z6WWjgj9?117C^nFQ{TNr;xcdvR`fNR(9@daVrPh98}O$r@i{Frek0bJ&`6_pGAX`d
z`6U`JoBPykG?OkvEUOpp<yTMcHzJq}Z26HICI=yxpZ@?=R8f<hpQx$C?xShLue~8y
zx@3{pb8Wa>@^kZJ>q1;JxKT5%2i$(2g;EV1t%YKT)ErfnmDl8W)^zpge?GN$A;h>Q
z-6zh42X-BQI$W%ybVW|yGB_vk?^Fb+4%lRP^VMIaN*Km-BzQmHkD8?;Hx9*@wuy-2
z3<n>=N9ESFwC@#bx;aFK@9i+f!b5ZO1s>gnV*Q{1e5Ofzka+yXN#`dFM%F*TM<0>m
zw2ay(Rk_$diTpdSFPE<Ah6%{Qm<*DAOZELJvUnvYgioSs(Og7%G0V{L&~+#A0=Yn=
zYiA9S{`csAr8eK~7P5)#=a${U$T2w|r&`_>RGpZ#*=St3((m-kg@;kJXfvIx!*U-^
zoh#7%3E@~8-F1yfnC;;Om`J}U1Ewi_DWz)uCuo1Qq;qKj5+Ps|5;@Cy{xx^R{vy-0
zIi&E-uAnWg;!vg3^CKSFJY)Q8R|vOgf`Xd6=yP5&@pL{Rx|R*nC4?DUbdQXm?;peY
z*9g)4ys(rW0CCfv#=3n&!1}G6OEs%SeGW5}KQR1z{u!=zWO$|7a}z}4_+&z-^B>lx
ztQ>vSu&-uTRWK6j?{3`y&lviOjnK$*J-Bqo4<B!QcdMCVeMk3Or}%z!hA^-4?u`1O
zz&_rU$l=`4R4OQPe{(Q?!DRd2;ZQ!w4ke7leR0;V&kptgqB`;OC(1|o(_;@A3lyGV
z1MW-#{&gIssVfvr4jdRCEWO8Cjr_-ynTd8iOLeQWd46dut#0kqu6CLVN)QqfSo;<K
z01BHcmZhOj0FK;r&u_+^=gAuUjgjxto>nI~R@mN#p_1N6*C&zcDS8cSxhS}S$L|vi
ze~5bhYRXS><f<gXSk!SF@(0qXNg$Fa)5;1|edXY_A`CDn#5bVeihRLh(s^pZon8q6
z&PO2o)u)l!ce*9W?CNlH{OXXokp>tmFJMIp<jlaM7@QpNX{i#|a{M=J&$wJU+x#-{
zLH0E-oC9uUF}Oc}r~W)T)lWHyWtJ74dobXS%dg`|l5Z}s%E}RU7~~lT=qpZZE0E%7
z1`c;Z%G<tNugb^Qr(edmJUih(?Yrbvj4Bd2*|mrtPM=z*qv;Y~G7}j|U4RQ1#{U4r
zu&-L4TYras7c)6m)TaYt3}h4NJpleyq$+bg4rM7yR*yoLiuJpH3Fxb#X<<g8BzqXd
z01<=eeSPbLhfwgIs{}UMor78207spi0(+Km%YIdle}0;T%`>#0Ym+T6n0E#zzs=Lr
zk4mV>8A_GNAOKG|{0}4Wt*>KWX>@e=9tF6P0X~JP#eZvzEOUM1{^;lR#dDXC-dPg{
zrD-fBK40DsF-Ot6eiYbV;=*0_H*?#P+?bqzK=lKY`BzVC<LyCFA=UKjeL~nAD=IEP
z^$F8IQAO8MuXCA=@)k(s&fEoj=Vm<*QTbD3jU__NrAI2RpWgK+ujyS-(|jZ1980F%
zHlKXQCL;Sboc{n8@05SQYL2Dgy>CqY{4pi;8*r}yD#zO#6ZNTZxSF%j=cI~B4q1iE
zH}S|Y=N^Zehz5spiJAs(7)WxbxEUR4b0VarC02@HFk_K+H|fXcQUcAmZBhvwI0GKz
z_-Y+7-SsFm2uW*;UoD#%k`u;0ohdUe)@bGv3}CKs+ed1=BUL{p__A}f90&S?^3)eL
zg`~`}uH5k?O^p2)x8+$lG|E*I+@#9{jtr5Q4miNYF(RHh3){K*vNr>RjB{EsJh8X#
zohRc3XHZBUpErM{R4EaVE?&`zISdI?{Y^uGahGD41U4Und$7U!)P#JX_x0&lBw5e;
z$kt^e8B7z8py^PEVYn^i$Po8d=%9Z(l@hOUg63qv+)9CgyPOYiN?$tOO`tE9-2ojw
zzglFFOACVB_xXRqiKX-A-eOqz0}01L=|$RMp?&7Ll{U1Z=~!%EG-QvbrC-r>#TP$n
zcJd=mHnV)h`c_t-0BexkfV|{nXWNeEy^p}254W{|>zb$!@|JOMfxsQOZuP8S-mJoR
zX~A_gv`s$O!#Xs&_Nf}e%DILvglF5{yth^HW!|T%U0yA~cAqFwxMID4_8-!<ym8}(
z@fG`9+PIF^IS55z)DK+O6(cdjPXulW!n9*<2d+ES-<M-5R8&=qW>j6uK#AN1I2%Fy
zy3@e<Okiho465`a-FkktQDhlEXSfg8M=<H{&jOmVlslzaAU>*ck4H7lc^PIT+UqP5
zNpCJo28iJC{?7n@2D&Xj#=6~sKWHm{jJcJ|6qT3Vy8ac<33m<LPai<Z$@&F7KLJfy
z65&YYNFWf$I3C&O@DyLLwd!@tFM_;CadN-ecVuU9k6<5w`^Vhkt6%sdRf`R#&laN&
zGO4%;6@7gN=Unc@kdZP1g!Lmi1OEUX6)la;=AR%oSF>BGJBpUy5ywDOXZ00U?iTFG
zt_+aM7WNq+lXd`<9x>?D^>XXK%*wDkoSYUOnHfKru8toZJnQ9nlSxb1opRE`s>O5I
z4vF|;m3%+py=b)B9;mibFeRgD8)^)6JHBQ=?&MNvISyV_k19~KGAPMpI3J}$Bn6HP
zYW(tgH{xq!Q1IrprD91e{?QDBhqoM+9n52&%vMx##^+)YytgR-04W&y{It0O&1^u$
z*Y|NuasL23rQ<(N)ft5&KRi!v;PA+I0&74KBJX8aA#;)j;5`6tKPo(c1{PIAw|2+L
zRnKfUbL~*#H8VN<#RRU)gy>41b5OKUw(eRc{_ZN<TWw^Op=jIqOh+d^q;(Yk05Vf-
z$OLyW=PmM$<o!?0QOa7EVu6O@IEsQwbt<PIRF?1=&j4|Zo|yb9NYr_|5KNN)0M9lY
z16}8aJS#4%;!8qeXNeFrg>V9pILPnMQQnkdu0=|=YA<$p-6bs*C$=RNQAh%cD4;@7
zOG!usu8!WqXe{CdNZh-KBi5++b4xnch^#dHWoDEI$M**<`U76+dEq!_<}f~(uIwHX
z71MKPtCmowK50+T@n(rZ<YJ;|ijS1_uSC@R8t6$_xcXNyb)e4yCu?y|zEx3c4N=`w
zF6$kP6fC?EQW*#1R-}oeIC#xfXjHaFYs{4?LD{2)!nHSR3a7qmK;(C-<ykroDFdAI
zS)$>Klr&|rDep^==AaBQoX{VdH9G0y)U;)T9!C_OQ3IMpKJ_7#V-$^K>C`Joig?9E
z<N;O=3HPMhM>R_4C0rVosI1D#(~2RMW|ImFXWFjAZ7t;D7*la>K9$;8cxnwY)g+V#
zml-6A^srbdSNEl{z_7AXGxR+WrY^1r?+-wGRqanySB2sda=dk@HEm%aw=u={y{n6o
z=4X|dlh0c8YGNUVkF$al>$+01H4@@zrrjKk>&0{$UyXGO7Xn8zApZ4nV&sm!DrLG^
zFb#O?7g931XGJW|Ykf~#u<_N6_7ZRbJRH`m*=bs&WT1@Xe+jP=R$t*b`c>;)X7<I0
zl`~`0HR#dIqqMX=8d-%Id|Dmer{INUEddAES0Q`htE)oUjj{Bt{Wr(brqsG!!?~`a
z-(1r5NWfyGp2oXvLb}@LRH;&~wMm{qG!jCjGM;^^sfZq<2EB&+!!}oox)L&a3gq=4
z2u%|<#mMb}Ty=7_y*7DRoSjQp95Y3X;-V3-IW@C!rQATrDsU>3##iqQ3iB%As?+$9
z;n%>`qq-|@+A~b^3mkT-oi}|co>(2LpGM9uX15eJJJY<<dK!VUPATAEP~!R;DzaM=
zhXmk?Qi|Ow4cMvdppx?GVT@#+zSUIe%5vpK^ycb5TNd=)CT&9GM;JKI%zFy%V$-bj
zn?(v2a2YM@PO!IwOR?H87!R2G*EOx{UV9jjowf8ag*+uKcRe{$g$P@zTV2-P@r)?M
zMmWH%MI)&hG>n^@bu;Ex_7&n{D@v@c&l<F6H_XYmZRVP?5_3^xvE<Xiz^oppJ4Jya
z=bn@hBy6d`_Nt|e9159!RpOFvI}>LeQ!iWIU0N_POv4qsW#cKMV3#SmdJ|l*oQ?%K
zS#i);T^x04TRjfy8J;4RjoluF7NezViL~qo(A8VN4cpA6pkOoTYlz8SP~iJkji$GK
zW(Hic`V(HAJbfy<RY$1|#}8d{)<m~D4b86Ou#xnv=SPbr*93c4S#9E*d6ib>c9T}*
zw9~Z&+=WR#l;?w^RbC95xn>@!=A|Qo#_m{9R2+82br)V4I}1c}k4nOx!r~YCkbz!(
zTn$KUk0Q1Py(hMYf0kU6&{Tt_2>EJ5#zqY_u*-p5PA)FY<ab&!ypmwxbgSA%pC+Yt
zh^RsX$@QeNuzT6kBwh*R*LNINejL*`Fa}I<^{+z-hj-_a(CnoZ2=lVV&ZBMN-6w2#
z^T@)FO7n~R>91#JnYR*inwwM9r@y*)kdu?Z^c6`|1wGAPHy3|)8zU-}dF6IQp;+<3
zqzvkKH1ePidT2tm=5Fpy(;NsrM>Op183#1NarcEsw=LFyu`+eb)WG0w&T-nSZ(x3I
zf}9y&+KVD35@ndP^&=HzN*k!+sdLw@Cj6bNkSSZaE(w=T*_&vmqRA7FCD{n>Dyp$n
z$69~d3XP+!X&RD_u_Zah`>fow@iq0Ns;+#*9dldO`u?4$D2{m3arLewNTqq<y=h2L
zHv`YDchbyf9Ve;P9AxcjE1kv9hcxTqy3$ardjnkk=Z5cW9Fm@5j^eXzZ?7#d(adl^
zgqq&9@ob0yx<GyFsZ_((+|epEe3{QUXh|-tr_hRE8~I_MO76tEKCv3^Ro&kdnqPxf
z{{U1g2l|jlBycMkU}D|k^f9S~a9qS*3-F8T_abT3tSQOQ01D{5ZQ|&(`!DQ`A%aAs
zYs#Jds!tSau=syYI!>6ZBnyXO+Pt=V$u4+vk(`oy)y|rw4H4zFDay}cn>><|&+{og
zPg6}H8BZlh>}qUfutosxDmfP;1EqO0Zcgo;Nu{D7Z<yhS9-@=V9aQmC6xwj4^HIMC
zZr*)GE{2LkExS0yA_Omn;;lxR;9#G6iIG4#A2kIj5u+4hLCr|658qyWX@Vvk^`VYB
zj8F`lb~#7<4GKW{rBXe`RXHuiO77`^$0CsVOND{M2?K%rG{u#RgUo#NH3yio5yn00
zP+3P9WvaQGjf;M6?pSf^DBP3qt&Dc6eqdv?5~tdxK+2zVH@NFg_cL(nPGSU&qiO!|
zt9F{srKU(e&2Y?vsy`yL{Oyai4?c}npkFnWN)SoLYg%<`McO1b;;!{NyI&BdvY%(V
z)5A(e&_K^M=w21@y`P4(=GFBC0s6+LoF741{si!>RyKoE)KO3<%5Ugvl=1%ni|;i}
zMXjyfqPL9ULY@tJN^+cR_UaU86yAb(+T&c+^%uF88NSYb;8BpH>0DD54Ts(4bmq5o
z-x+E)Ay(l;@$|zUm9-A3;mv9z9o#|*o1=6&`qfS}>c^Hk1e4t2Pso{UF+ZI%%UtdU
zpGN6jecysiiRWq8D>DB8bk{v~rrlYwTZkBAj+|E&Of;jm#43wpInZFU0>10gqr<it
zg1UP5t042YwI<Nn1P}*tT<#5SYNYy*6p5nwU6F@l(xHBMk};3(En1Q@BJId!ADuVJ
z*nUPU?A0w78KSq6gl0F-v8ZGY4ha0J)R;Upct74+bWyS49b1m|C8=1c62{Ja*4jH_
zn2hMhV;oh6NXA2gA3dp_L0(1;7Au(!SwR?;Gw)AU3(Qkv{g$W+z~m84#^xB}i`Xn%
zQZu@Ew)!&FjoA6)k!2YBt<+T)GeXLaayp8VGLtaMmG>2EdlMzxvlEt-0A4vb;ks9C
z;U5fLYj?=I2GHA!j(~cf<ygKP(C&4;LOXj%nn%dPu;34R_AOgcvG{l4a|9tx{ELJ2
zJ?o+{mtD?jL)t$gr;K&@Gz~C#e@dD-?hJX6%V3Xe`~Lu1@kwJcO6@1iM<lmg{Y549
z{m!9xEzQX?NbR|p9%>;W$Ozx}*ILqZid?9<b96MUHH}kCIkdfyMh^<@kbar2mOmQV
zYC%(8)1xC85-R+^k8}Cg8fIMWAfffA06M7$J^g7$w4<?{l6#$`-Wt)hL^m29q$6X}
zCLxA>0`&vySXcfX)wJa;HLDnhSBK_b$E{>BWPQ;VjmLF3t<68in!SLHCuF;YPu-KQ
zD`hxO;zV-IY|JsVWd=k0b^T}{U<Lt?fAiM6Q>*w}#12;S+}cZzy__8X0KNYJ)~fg3
z2a{l%OuUNfA~yhiJ*brw*Sb%&<<e@$A+c47S8w-RWPgoEBxo0YJf`)G<!eUgPrI_>
z>e<wG%JEeL9!79I`L1bFXx23^v$<1bj5j)@$^GHi^r54Lm3)~QTpzgoD#=j!W(R2g
zAx)AtkykriJx>SosBzHMR9#ArqylGv<FgKw(*iKeQe+Ost%&@Swka7~`>rY(lmq+7
zwx91I;<DwrYFF5%!NKHyH0ZpBNAp~(e+E06y&Nve-c*So12{cuyCi)a6m#B(5|oG|
zX%it>irLekxV(7bhT1u2knK(nAC*;uPhb&`%(8H$d!MCyU&HSQ+v)Z{+d7&E)duxu
z-~n4vf{Ny3P4i2ZCBF`6Hog(kr11u`F?obw1$<y1U@OV|UE(+K9<wFo!%wgrN40=e
z9k4N4UlDw5FNrl)w}9=ifr`c#jo#+Cb)Ho`9pH8&II5da^$t|DiFO5+MPU(Jg&jc{
zBk=1;CrFOn?GyAN#z+4ETB$72IV^W0dap{E9%4orXH0$86`wnLgN^quE3t`7#xM`x
zjO2bj>FVmhl`7<p10F}^kJhu+NP+v!0}kCqJUh7EEMeFFdPZ<+l*r^|mxeY6aK<so
z>-ml=Pfypitsz5M>JpfV`;*|QAMYRNYawRb*$uc4?{Gy(CIU^3x-*UrF`un!rcK&A
z5BN;9jY=^eh;)cmn}wNF>>m7l$Md8f57YHkGkAAZ1&Gg(>>PjgBkNq6;eUsy{vJOu
zNVtk!(7Qt?V;RBxzxwrj_tBH+%ld|mt7(fP-C4=yFU#jc^C$JJ<aC!FTi}kk2l*ar
zq0_u+tk}A(&`aom+5;R&2eIfsD!!Lq5Ahq3br1G^%XBJs^X}dM03lSP7qL9ed`s>*
zCJQD|u5f>csQfz9L|Z`-NMs$BQM*5g>0L$NfiKi=(=MXEh;&xrzY6EB<G8e#!+C2Y
zG7py$jN|d`Q#wze<2(E;p)5%d4Y{G+)zI!wpr({#mYy`3Na5q^2jSkX?%oRr1s4H#
zbC1XW0IgB9Yxm?*r2W&JXX<;_Di(U0sg<2#-WtwkUO&~$!#|x(XJ_{5j50t(n@eSV
zhiY_?w2VB&Nm02{epe&fy6*@0ZSQ4RU`7&3*kZ%(uX@eG@*=HnSfsZu{5J5jYZpfH
zbzdq6+PLZn?nio`;+Ko#nn<*5E?17;+@Ce0f0fT+_+b8Z(D=*5_MQsSW6<<;Q*>AN
zuAjnv{p-dhX{VLh9Vb>fC-|#PY+P<<$l;qjD9;<Z8g%O|w3`fy!vT+$+kgj=Qq2@>
z_+>DhX9v=tYiSjMQMeCIzm;Jt-seJU+L9U4RX%h;5-_YfFTF~ox<N5yJZ+Po{{U4~
z1OtW#^QM*r{q8g0gHv%@<)@JgWut3$=&cdR`u_m>s?=gvgc!nHFGVBo4}L2(E+s_X
zMnM=Qhfi$OizF<I_oIHq9x9Z?;#~VoWcg9dRP@BYzfp>`^I$8<7>{z}a%8T3vHfa@
zX@q-QWyD0_WO6;lBF>0Oif4vXz*p(@&03ib3G8X)6(I;bjQqnOeMcXdsAP&KK4XFl
zH_HD2b%)T7KT52Q{{SqK!Hf(nknxl1eQJ28W^AmA{YUp)=cubvL|Mesve$K;C<Tu1
z?H2Ab(A?w(9-Fu)@HMP_LE+tHggW+}_DPs=GN%y_L<9M@YnKwMGlmTdfr2r{K9yr(
z&cK~d-2<riU;e#PcON~sIvG3__L$869o16eJY+*Ns})}PalralJ$q?;ryS}QQ$Vic
zY@16&z;)-T{0%~i(ac`fN4Jx4Z`~dT{06!$KgSx(F^IJYAk?kGknM~~v(tAVepJ<%
z)9!Pyy3XOzfn4q?yz%t=->oaGbA%)uugqRPcK%&I8tP?V1^9`<h#e~6s0FjJ7uO@5
z$MF?T^TM~*8jM!L;w#}l?&0TbgWQgADCFiP^|0R#=(iWw(3nS<H++EMi8%GINY?dh
zUjt}AV}X?FHw%Vu?q}AfwOD)&;WoXwh8EOBWsnXI2?LYqk~zhBP42gIeI&D82<3aG
zE@Y5=-kU>ueibSfXE(BPmo&FL-jbGz<vy57DQPGWlv2`A0Ywy25x?OJ=F+uee52+>
zD!$qO0PBA`^{q3<kV~~^;QH5%*kU_j&n$99UX9#x8x_%q#=2hXS|0uewK{Z^WRHHg
z)U34y%E+yr)XTjV*5wWq4A+X<YZo?*8DwFPLtR#x<H@5cvz_bjUZostCA6%1ka3o@
z<ZJ3)5Ckzq-Sid7-*{qJvO*DFi(%rs8_)r8ta}>MbhNx)h}rb6w&~Sg^lntW?};82
zai>oS!BdK+(E@P82j0D^`@=9?0?~jErE>a@gi3;Zyq{1jhPGKwrnKFTI@l^xS{`um
zc2iM+<F9Jy?)*PI2PiX+)sro}u`v=xN4_h}ub0-Px#m>C&Ys0zGaPiMqh^%A8<A16
z6vw@BHDjCFP6VWk)8P#)%MxXojsU7*j{E>g?Okt$w67{bcW^l$bQ<iz;ayp)>~+z^
zN=HYb=}>8w;%R^~5uSTh4Rc%sG)UZ2HLYjL42pR_rE#-dJkm20oY%LC#KR8`NF9!>
z61xfId8H+dL{w9ggU>Z8s+#$!)Rd)ma#W>Gqq#~*^U|a8*?p@>zzEGjBz)8+dDFt%
zR8$hWoK=YK2<uHT3XRtt1v{>%ETcGdE(wtJ>raYjiTB3j9@sUR^Jb(I6|01&4Pwft
zim6TSW2>?8W&M!>+_)a5x~)IPw)Z$$xF^=Uxh@Gjo+@z4c?SpDy&5^4NNF{6dboV<
zQPO&zxgzPBl4NYj^sGz&01704n0Ap|O}?XbXxWNWk3wsqu<?YEfU}Rry-HZ>71gAB
zG;!EmO0=}~GcP<pJOhM3m1NCnEJT8&eii9f`rVcMU@<~XHseXOyBS;pY1PZ=Rab_G
zJ}W7uS$mc|zh*j$MgtYt-}rH(B&y_lRuR!>l5rX#IW^_f%PU9WJRC+zUYopiMnb^S
z$PoczYq!vJb+Cuekw=-1zLgc8jUJoxx6I!4KB1~Cc7-B8GYag(VWWqSJohFv9vU3d
z+|AeZjjYf>+4ZhumS)^eY0?&wLd<e~X$ZitGZ$Ueow^=%Ttw<SwlpzX17y=ONuXp`
z7`?2msWC+&qHsar(UNI%j<f~h!~~AiyZz}40&z!`p7ez%pd1=;dSep3sR7B&I}qYd
zgy%Idly|D(xTcmZLq={lEb#4`o+<7v&gh(vY}Fv!M-=fXCmE}!R-_(`(iLh`cY``B
zKNQY@M=;3st$6i28|49j{A-E~r>!Z-A0uGbp-(fMbe_kfOE;R*qPjZy^lMv$CNiTn
zlm7q+?55-*<e@y8uclt!o0W-4W$#_hq|sZbl5A}QlU|iL(X6?oj^?oSqt4NvZ)pyV
zZM}dD2U_Q~ZC~x|L2QA*9@Wy{U0Ui+RakBM))mfxu6IM;ooGr?wLOj;MizA=%?F{*
z5GkysN4;p=X?GUcB}o-Um6ZJ8*M(OPIK7W9ROJV%E9^PRrOpLU$9iKX<C^ENxrjoR
zZ<u6K7{ECPrA`!&rAFC2cA%vq95WhRFXK`U1tG!X6vxaku><8as{2=w)`mg{9MD_j
z+m2`}OAil$@}6kq46yuaFf&dpSFbb^WJ)C3Gv1txOKv%+0|q?tQloL#fk7=6R#D%Y
zP*QC40CuW{i*eGmbWJW@PT>(j+n#G`G$m42iJOW_?9}kCjV`084S|Gz&b<p*@dO?c
z(tgWiLAqtb6WXdxb!XuXEGq3cOusL+dCsG$9Y%JNS1jy$n)V&2Q{|I69cr~@WZx<_
zblrXnmw&c=&c~L1b5~{3w9QF@La4-b6~&m;i~~}|cX4V*l_9|FYbtp7JtmJzl}c@L
z*x9`B&DFRj1Lh~SV@Yo$1gwb4-r}}wd{Ha|5`t>`YI=U9#K@qY^iG~0uCX$!O)X+_
zZSwom1YjM<t#s4qQA#&kNWAnFlX0e8+mc!`K<)){&j%%{*ymF-ier*F?NRL{<nvYv
zIB%OH>qtk<(zx9=o~DXLd|+odrr^kV8L62!({^Kp;)@oU3&IOvaf*$Rv+63$j9UQn
zO#p#Kic%w7FHuZpApEBlGhpyVFvG@0A*mr!U90mhed<MU22sdrgqBp=MM(@TBY*};
zrx>|AAZcz`iaqQD^*!s-d>7%^vM;Zf5J&S3<L`Ybz5?(u)Ms0()XXdETfY(fM`xwj
zE|F@ABwhnA0e>p=sL@f-;;jkPR)LS>{{S4N;x3t|GbOSNFas6mO>*-M@?nQTimfEA
zEQQPGJ!syi?*cgOSXHlQ$sLU$PnIb%&?>`oene6<LECo~Q+aOr0;gFx9OAH2ea7O~
zQvIf<e__qF!z!=vlU)^$jh0jp>Nes<@5V)P9&)h*AC*6b$WvVu@iUH$n<lK$+%}it
z{bdZ6vn(!q5Adu@-wfT`1La~!$4nlzgY(2eiJ4o}8q>7#4gIDAKbW1tuBBd;MQI}m
z!fRMEliSG#RnUX<sF;N~!9QB-ZT0;!`Am0kg)QF{*YNGF>X|I113ZD6iD6?sV9eGb
z#oDY+NTQFJah}xHi;cu{+ZC&Mqh8uM^CD(Z+zQVDgB*+>LtOL2$!?CA%}e2BU5?nv
z3_a-zqMkCfY_DFJsGcy#gO&HLeqC&8rdQa`azJ72O=wiNA1NNSU?$f2a=*%wR%ZLl
zyB)xxqSUo2n554nkz1Mui9V@+9lR=7vBwn_m1Q;5-dt!|n}9Kz_YVhnZrj1yGwNE7
z!7kmzp2O0&p$jf%Lz|oBMY}k(?}vUD^R7tyLoaUTyeGuICc4-4X>RU`Y@90RfIC*t
zk9=D<i8V)9oQqT>B4@2}O_X7{XV$i>Q;}J3)Ydk&kuu1m1}7oA)8v`hW<(5syeg!v
z8@^F-LOhAk<a$>RGq`dh+-yMkB>w<_y+6+K{_>P#+;lZp%|bqL&#gHLKQg{R?A1y_
zaV{jp#m?3l<BF9TP6=!uLsZsCiu}q|y+=ws$79quADw8VWa-?v@q$MDWAm#vmzR2Z
zFKck|`mT62K_wh>wENVCWhVq@+*L-Sj>c{`R(hRXr;X%jmJLePW`v$d=k%+urub`K
zVAfNuw4{B~G0)PtfI|!>DGF^MsUf{rit2_U-x9fp)#9Dw?z5r4@Rp@!%<*F4G5kn*
ztX76t3oNm+H@LyA9Y4gnuAP9B86)nm&TD!<6X`ml2z5JER_GgVPsgok%TA`NLpM6~
z{v~zfaiy{Hk+^pTqu7dYpDuqY?CyLkV|N#urd_U2A$Ml5F0?H|&n+#vBfAc3IboXB
z7Yt1~b+?g_(1FV?Nd6?JLvJk3s2x}n{6mpa0Lv!Q3Y=#Z+xREK5^Gn8?H}$}mSI>*
zi`|>bt6DCmzk&P^HCf=exlNX~%osQr+<htE6g+H?6KEP+e&Rd{nGauT>3nD6D7-zR
z{{Uj><ps{nNXl`re~ox7*?FDVy2wsg=Q*m3d1KA@8o_%wa`oz0XycbG7^(C%61By;
zxJDscuc51<fL0F}bjMNFtAU;(elz!8x#t_RNXp2lqbHs{so{zNw2*$aa#*7YmtUCo
zTBz}4{_V5vS@PJWD~H;c{H~yimMIk-Ob@ZYN~||UDBigPsHKsS<SiQQ9+bJ7D#*Ds
ztsy2zk-yqOgHp!iAXui#kNIaMP>tR)aKwX8Gb5b3eBPp}<T#f+@QbmP<IhsOsi}m{
z(E!9qF~;7Xl~9S8e90!@I;+&iSV{t8Xq<H`(ylThP%a4&s04y>j4;kAU3dJik_Wy;
zQw=PGCv2(Pv8h&NB!z9C?7055eCBQqY-rf(H~LA<h2*fVc~xRi{YU=*TDm)59IUZ@
zpIfm@m^0N>GW~X*{`JQRfjDHr?8<+_ls5hcKBuK^8Oynp>8X53?4!{<Kdnge>9>N_
z&mk1x=iD4(vah@;tk@&Uk&BoISs`!cI-0>{{opB;Za!hb{Ka&-7Ok#%iwqLH;P3;2
z$Mdb!qdg>I<5Hfncl9fHe@uJ*N*ES5QtgKUaC7L@>sr2{W$^Pr5yQ4kR^@PmjDhR)
z6>ChewD5L=KDDTn7cvd(7ywJ2!`{5}TCu$GeaH5q-$3&+{IKxA1KZN2Q;kVlJ1@lA
zT$H`)o4>&1wOOONx@(B1k>#7_lgu2J_pG*wSdZQEI<$Y`T9?{Br>46Ln@KU#dV;|J
z0EJN-K*F38`2J#|q$J*@MxuJBayfkII0Y^v0|XQEDD>u_RE;=Bcwf4=Al0^1avZ4R
zxS*py%fy)+D{_B6qPd(6RYH`Z#yr@Asp!kiKwyo~lx!dFwOkQ|IaYX2an)(gLqb+d
zb#a{eiPoXO(Mz#Jz0`K10`KG&-Lp9v`cyyzk&KS@aZ#CvlPDwmkHH_EHbq{N#K?cV
zI#zBrE10erp~^7?^~F2w8@@@CaQ$f-1|%5WSRR-(LhB6MriaX2V{26EidHP!%jHVV
zZ8Jo1fC-{T-bbGRJn+%+RB#!a864EfB$40-BvmQgO&8JGq7g+fkraQcm$%ZI*9sKJ
zi6Q5O11e2aY2%RL(`oerr-`05%1W{f@Q;K1>ePsF?p=3tv^Lp7jiHq11L$esq=ZJS
z3vtVJ1MAdPHkJUugpvlvG6^F!HMCOPT%=5?I-C&c!5>m9Pibuonn_)jlE~i31IN9j
zI0W;@x$F8@tawMm8h?khiM5?nLeK;a^9<nn0BbkE-V^&p$evdpXN|W=&BlGRRXls*
z>s?Dx8gzbY>9)BFP+?j9Pqk>JeGF+-ZSy^mLs{{Ko~f-&`lYP0*s=wULWdE325>&L
zRv!)N8l|zh(6vvq%<Z+IcglhO(LDYD8s{9L+)$QJV~^#>=TUhmTuKL);N&uVjmM@q
zr_R=fm%gVNMJ*+9pFk8*MIaK2T1o&)RRx$R>P{%DHW7K3OX#CCo3godsk)O;T}z7=
z&;UIKDMP$<XUe8Db<K0uo(fUcBNlv|8kjK02CJBWrWIk((@f{*t4*3wUC9;-u^)|X
z>HaFbvm^J6N4;{%BOvFIQhDlo;<_o~>ceJr)669u8S1)Mj^U7mxj6T(str!g`7)9t
zgI)-XdZ{DcuG?z2R;(I18;bO(=1IF$M{IFa>Lc22w98wS&d>?;tPB4D3kL+M1|H(M
z%`?X{!a~k>Ep@gYE3&*$3xy}vy?RySCGNYMCfd=QR-xf?gp^W-u%*&2gn>5h&j8o6
zk#BaOVOu@LEPfuf67Jjc9&0+7d_3LejB8P+DB4R?%56M4E!kdhcMhVp?k*D6+ar!R
zuA^GhHWJ9a1#vpHr0<=X;B>8(H41;aM<q-nj6K7bzq)DXX36B$MPdb8ng>QARmaw=
zykq|W)n7A;Rb2h#c{O2HEI}nbWvCi5w9>?JTy7+)(vIcPKNJ=XRTZiJWh)xT5W1E&
zgVLJN_oghI)XN~nCW>-|kzJz#p)usu#$akal}WU7PKtXK_7$d=!Q!WMJ*p!fc{J~H
zigYBM(5oW~luj{<ta806R8g-&6P#Vk(Mrk6xd-c7mcAjpw!mlHg0MqiQlqqlD)LQs
zQN&h*_g&7sK4XceEgjDP08a4|Ub;n}nYh8Oj74i0-c@&Z#c>)2oA!3|<@@KQXzE&v
z+eAvgIO$(YM!WWW)eoennz>WGO$}T7adD7`t#bFeJ<4vuC21_YPEq#U1J|goiVaTM
z?EzL+_B9uyh*oTweP0(FUsHja&RAIGO;$P12(L(<%HH8gDh6v3^FUHg!J6}{<$YrA
zdA0I4%gs+ykpms6jtS{nmwH^#6TuZk#OQuyHRaXAREFsBD&cC<_>l^xIW&agrX*Bl
zK{bO<sm`BrG1oNx<Qh`A6&?vRtWsi=noJCFPR0c{sis<Mr~rLw-6&otCW0QITRk|Z
zryY5yfE{T=5NHP-35#N#Y_eQTBSDrl+k0s)<`JMjTI;l}AuLCj{d=12!{HqL>1=IE
zh1KP;b4t>qvA6SNA2vBAvo)<rWz11O9@On~TN^&l3HqAm7FTTK*KKO?r5;#?O3g=>
zB=O5M54jxvb**Qwyf_nsk6ObLVw6a)!LL3T%9Pm@v2|(s9ke=?t>O-cKD3kRcGn{+
z05!&`*mAB#T({Nkt<E<VQQEy4S%o^9R7ZR<w5t2H5q9&#@~O;yD=u4UVK^#rT?Mwi
z9Et<*-t}kAwz(%Db5&ChMy{}7JRKT}@Mj?3-Tf)MeXFONMuu#d&JAVU=`%nH9M_*y
z2`KD&^TSRCORpFd(3s@agBvH`297b!b4n79=*71k8X!0n+#gDnlp1c_R9F;-U}Bg-
z{3+xba03(-au5Y7{{Sj^+A7|iW^Qg&4p%(ZwCTE%<weDFI~H`ECS68l1Y$h(uRw_{
zJTGEoe0jxwQB1au*G91Or2~QTk9y&?-EMtK?U~z-!`i*&7-4B${6{t-Jnz}TiL7eV
zYF7;;j!4e}vsVMY4MDi|ph?Fy;nuGzj_kNnP>qo}kgr4d)Tt@PPc>JsIj3&G=~-MH
z3wzY{9MS~ZcPn7kRbov_A8E<rnv+`-%GSmEeMaWcWHB|fW#S}q7H|$mIj(3*9N^RN
zrn+h3rwzrYRCZ4Wo2aPhkLoKr^TW<Lw{7d`SPL}q5My(J+O(~8$>ShDO6raxoc<&p
z&M#(Dn$BBuhe9d_<A5uxi&wV0U9&2j)N<(-cSCe7u%6VVhJ^KlCQxzI<@OGynCt0V
zS2`WkW8_lmJBrJAq=|~Ul|J>&JT&9bN==o5bCcGbP8a4FsW`?>CeZcI$nR!XH&#O!
z+~6KXc777@%irn=ET~1eBXjl@Ps4s3ms7n#xA%GZy{pnL^=lso>2GLb-tNCC73kqG
z&OY-wYhrID7?OCe#W46@&299?j8C^|UfA`o64dn@jZX3IE?l#*<27Sa)E`j0X$dDM
zfNGneE1uM`HPZduKJ%uMaaxcZ1jue_1f=kJrDXJ^3P(|1alV9#RQnoI?bE2JSn<Uo
z2G0jHt{kbBq9Z&u(@)-0KhCO&K;gR6mn?D(RmgBIM=3o{Y2roiRQGNB!yfdi#gAHQ
zL^u}q0(T$Mr?<SiwIstUFScr?@_=TXvjTBjLZqX!GjZ>!(^&Y%K!Pi{gM-wOTBWo-
zT?W-ukoOhD4W~5Ixeic}M{!+r@sDYv8PSaP(CP0yEg=Q%WemNAV9jMcu_+{EVys!~
z*Vcb7{{S(44Q*QZiq7opxrk)?*7l)SZ5fyE>2InzQgOf)J+-geB~?&zPipFJbd5Ud
zJ=V;s=bkI4@GpYcxWB%S<Wrc?_a3IQmJTp?Z$nCT9aU%}Tflx1i%qxw(Y*jZHyoXZ
zBU|tL_l=fPqqS;NI|*vVrnQ5j5;H<;6D#&=`=Lrn?O8EeBS;9fw^EzN3~JWid$iT{
zd-8q$h2)%b-`9J*F6lM$E+X+W;em8ypkkg&zmK!>&_7|j|L&+eez*8HJUu>|sFt$j
zVD9h#Jt0)?;=p3+b@;-iBKnEd<MJrGz|$9=B9HHAtpMGgnCLqXAD}O`!jYa_?B78l
z3!dDH4v&a7faraokQ_?63ZnpRwfT*H*|QaA)pHE&)nC-y6((8G$Si?g2IU(=?}|O6
zP)BFk)2$wYxe{yONiAi0S}vn{Ur!%79zgY)m6<=1lewG$gPufXlQG^v6G#r#@dba_
zcneM_b2XWhf5ue4P{(<pRGRWS^RFH>Lmnkf$M#|aO`o_^0XCrv?4dn?`Ff1(2wJ73
z<;A{zvSj8Rss$=Kq$K=R8wh<;lM%{2Qr^ltr%)I7O!JgbzzoT;_>|1~q}Gkssm;;K
zx^XPxW7%9+a`l{X)0q$HuIKky*BkeqKcjTWszBKO1oeJ%sZHc*dYZ{pwbF2;Indjq
z$sd{Uh$VKE|8Qm<^DVKF&lr*Z<G&HQTU|4i>G<pSpFgo8Eeh!2UgFJZdH7+Raij)u
zH-nhERljF@y}XFtKYDKK6>vi}_TvvQ(w@~|hQ=FvxAjLQ?iT5%DVNih$wG(Ew!b7>
zG7~uorD35o)qK+NAkxiP=sI3)RyVan_gFjW1d$~%qE?`A@ELiUHIm2`rca)S8}(~H
z_^p8MU%?x`$!s#IO>6&B1c|d2J+2XAa~jf(`9{!nPHNqvJF<d5$V+Qpg39FwG2C=n
zh3A^A2XXBK<qY{`t(sna11xx+YyWewr6dPB5|DcCNgV91nH=I-MPe@#DXD9*G9@p1
zucy3S_JNX<){isQ-BXPOkl~?=uQ>GnB8!CH(;Lmpem^jQAh2Jxd1Et1ly^z%Tla20
zT=lZZ_U&@oCM*<dGM(RRAvlXqjF~r8eRA{zfBpOI<eu^#G14IFk1R)l%R<)&^_EmW
z`yJ}!tEAJDp8uopb!~5n8g%POyh56xUn&m&>zU@#g~-YS_9N+M9R8HC?X?;&82iRC
z_X*rx3QIpVW^0+=P)5uA2RlIoDakJ={thqXpiL_OWvQ3ClRlcfjN85DdUoqO!Cto^
zYA0O7w7Pdtsi}9gD^@x)(f9Zv{ls8w<F4WIce~!D=j9J)TTuJGaSwHj*v%xFNtQsO
z$C#~S@$%YneOddd<yFfAccG<zQV4i_*=}im1iF7Ose31416}J_jf8u`ZuYX#9)A*Q
z^H6toe{nAhzres>rFrD}yS13Na{6bE+#gfW{V}c2$=h*BikmFuDxBbjPj7-=STbba
z)1v#wKa&u;_QHtxwaNiWIjcHm5!41Ol*@1U1iFx!r)JJ&|7+uKF7rGq`H?|TIsrns
z1GK=M6ao?#qns$&$JRE32VR)l3&q;%lxPPI^G@?C+Ak`8$=z3-`S4zmT-+i~70X2b
zh}K!o>C}lvVn^EV2M##<=}eWRtFS$L-n&qv?8fEF`oQ}Xc{9nj%aH!Rx@C|OwWTIj
z{ge`RMKn?OAJ~1C6D};W!Ks<$=D|mQUBT&$C;2ZV6zEFRU4qpUpC42lgo}7mH8J~o
zwV(RM`GJ2Ev(MtCtmA_By_i4$<Il625pGK0{OB#qS2=%GU^>3m9GeYtWe!`tslAkV
z1)jcDp??y{k-4?$^7EvRql<GwKc-Akn*L_M`$#@A;p|Kc5S~05XQg3f`ud;3kr}Lo
z^q{moYdD;<7Ee&3bTu`L7$&lF&U?JQ0DT^DjV<Q<y+>a3Ze)@F>DMRer$yH(YZkL^
z%6Et{yAjY6hv!2fAO9);#Ew@4>;_surz{G0$z~Vyj=3IN6iDYWkLA)2W%l>*kPUC3
z+EvxQLfT9W5^V8a`==usN{KIuKQXgqbawuhEF>r5!hZKL?9Z3!=o?R1Ub{WA2D54h
z_9K7*tcUXcYR1=!+vPgHNH|$_Zfi57nPdn)(gQUXYZOuJr{J9E7F)0(IM63xgs)Yv
zd!1zHY&XlzQwbU~HBhepBh69uO>UCi2&+4m@;PTN4VP{0RPq5lGrGQewETQ>Ou1V9
zixk_lSoT;Pl4jkT=GwsMhpUysUbXL=AX%9e_lo}N#c$-F?&9mTTSIf}m<%%^ocG>z
z_q^dPaHr$?V!Vv#COw8L7NF)Zh#(I--iJZWUHpcW*OqUlS}VUXG`Q3;aPJ+en|lS&
zAgEq=*}6Bj34ETJlYmw=lIEeWe<99|3pB%+_!uobI>Tz<ZId5bZdA}Nw07$Ba^Api
z>^b;6$4k9DT&u~_hEFT&zx6YUf5qsx>@lqkp~$yFd{l7XhJuDGqY1`AVOOW@I4`F%
zNI9KKxk7l^wXU^jdp;91>Mv<cEDXPy>i-C7^|)pIHhTU5(#>7DeHRK!2iQz6;CvZ6
zF3VE&AUx;*VPnB0{cR13%GZeZKvwK{ExnfHdHe>VwmQRj^5xip$hXL9kb&Wpa9xzK
z;FqK^Gi3VtmJ@WIH>l=i9E-wzqSP2B%+fGWcCNX0zT0rXzq{J%0H!2Tdti=KstMZ6
zUPS?;eyCJS>dT#E@p59OeEZfeObs0rM^tFP&b%NMC86|7GuqrG#g#t==VfF5lBm53
zMo;V%U*3;%qcThVJ;&7%RL;~&(_XP{dB1gktsX;a$SyC+l{)^^*8KyY!>udt?pUqO
zvv;&8v9pKy+Hl57aie5kFGAt0!RxvEbN@?Ofj)TJ@^1Ql5r)4YIXf<=ea4VGNEG6k
zufq$Z?T6+T&h9@Fh4fiwQGTEjTL*^Kc#T`w+vvUOAlHE>)VB9j155n-!y8Xo%PvXh
zvMQDlW_m$x%H&IySb3O>&Il%@hP@vckkXf;YM#kg8lSL(MzQ^kni%bOFH$<xM*)q)
zFrHKrMBR$9HS2VfU{%dbCmqQc#zpXaY{`*mXzkpa*yWXh?5r{aKTfx9WDH`4h4Znw
zlE%J?j)k3Z09p&V;ocHn>L!vuSK?4t!Vk$?2kA*e(mII3=^j=TFqIR-#JMDuK(+d)
z)cmPRr+1og?IjX@U;7x+!Vg|e$S`y3XUJg*upp69b|P%v|G<w~%`PD8c=`O0TO&_?
zn!E#NC)ElHuQUpg(t~;9e$7d6DmlDtxV$#Cj2E7m^HKLMDN!v-N}qxkSftr4F|bq2
zfRb2+gWSP6jDOCQ#kZ-Ne8BI%Iwmt?Lt!|5{Ey`LHgNOAP@Wk^8t-q(c?YG%J})_8
zs?vkM*h87panh8PQOQ}y$W*>+`WUKW-*WVG+BS^vHi_G&2QY-EbCxG=9X*7vWwR8A
zcx-)_H~sQzg?L<M`N-5H1oQGeM;_U88{$%_xFl#ul2i_o11%dnpUB93jzD=$e4b9`
z3mgrU)W!1Xi!!>~M3zhNZ1UZFrn*zOUHZ(n&a?CmXsq8!6iz;d)#KxF{bCFMDU_hM
z6k5JGW&DTqzcH<N@n}*I#i(4Xu}{SmXvW1x4N3JkySTNBWVyua$-yP7%GvLy-bGio
zvqdK;Ad-!<KSu?W##lL#q@`+yh3b3Lppv=2tS0aq^(<{m<Zpq_q<uVpT!V`j&)G%A
zjUUzG^e-Dl0?p`_(s?7ePfC)Fm$R`0Pxh134|;Ke%YK5?Q+UsR0<DFYk66VYZq5|2
z?C+m_zZ16J$uW2s!JqHe0_wPExe}jhpW%if_BgFjZ#N(Nw8O)U4IhZ9PpL*=E~Fx@
zGA!D{?Nh{~3$rGW&CY%IOySxUstmJ?v(a*YCJWZlXPJ)2zJb%d=bCPg>^p)apS14E
zK=>%#{r}l8Mi)cd9V*kAp{f>X6pyb;ogVd@Md|4~?_dUo8ifR7$w)V6U;uDv<QynJ
zTsj4SRI_EI1C~|&Vb0VTXX%Z84iIKTDIFDF9>=E&qyMOoY|Nke#$|Xk-<beR%l}bv
zPk6Rq+c^;?o>Tj5#6Sm=4Y<WSqbqoUc?a=Np7GC!;2P1mEu<Aw*ibBWaz0}TJ?anT
zXF8om=Fo{$=<49E2)omnTRzDV^%hyglpA4I#?8sc0lM^oF@G#)!v_1CRs?E)voSFA
zIp6*xL^$B?%!yU-!8Jhc(KoJhR~IidZY+J-Z0F6ND_thPf^}c<)@6<RemaqkWF+i@
zi?5-Ep4?N$UR2`usfz!ja0icg-*3LZV1Omh_r3(q=l!vw=vcEP-n!mlO(aybb+Sfk
zSWM{AG4L&jxkKiKti9fQ^xX{aeT{SAs8$(L7!>Qg2a{9>K4(a&vM4*U66b2*FMj7l
z3~F}ZPSf(>RKBe8tSXO69n#mR#DsbFS_SpqrSr(uini<?D!ZXExMB4<c|A3Hp*24u
zFEEQoIGQLwx;zZC;@0#))O1S2^n^Yn;zSM0jy5+fv#;Nsp%u@FItkCWp2<#SLN?Hm
zg5qdTef=9yQt0Eb;MKd0ok-O2lDkkPWN}F3*~}tHMcN&*abq+2riCz|T}a%e8ZoW#
zqpcOPezPE+ldAKgXMz2F+~r1SWRps5I`OOJ!#9OAZz0japxvH=I7^!slQshEf1DZK
z{!Mcg6nU}jFtdOw7r%A6oJKG8@7$h2Kp^bc#LvPjlAO!djZdXK{*Qp#ekyzZh;{)l
zf0501aboHYrG$-l>h6n|hG=5~p7*D-y<!%bE(-VgssNR1_U10DHry^}iQd(Fj0D#*
zaoc=rJhS{;dt3H`b)~6j=F-Pr5iw9}cz|BNfnLJMFbk(({TOtcvMV;o%cG?lUK%)u
zt{I1uMqO3ke-A|bJx+Sz@n1Oe=vVZsMQCUJGpF2-YOMA*YZ8@iCZFHwMwx;fkbx7U
zIjjb2KhnN<15p9YMWqY$7d_vrw~8jg@pZAzssGqBD#DDyn0|*|-1|sVw6-`a+RH;*
z+Tbqjd`U5F!;bJ3UZ^p1^!J9OD?a`Fp-1qQd<uN0K#6Z`h-6}~mK74}`Ugk&H%vYR
z>pm1RYM(JKMgJrNgVB2acN{MO0!B#PvpAQ)an8zkBELU*iTGVJIa5kn4ZJ8@)@YLH
z?>l<8+n?cv_Z-qr$xC+Ryp+<2z@tW;94FP^R_<{ffZ*z79R?%+{PvAwLZkz(!t)=+
z=|`K-36?VGh}tV~r<%6r@uB(4*^^?~e}X?hFMh@V_f)+k+Fci4|D$~R&@gCDULiyF
zf^+L#p$UBUN{!$Q#r#^$PS?rbIj`Eq$m|erpwa36KRA|&4*33eJ1!zrB02}=Csw|@
z{~6(0HnWuZvw)Ag9ixQmc0@n-clSw*aYmp6#$QntzF>r2ur-f_Y?m4c(`dCs%m6Nh
zo^)-E%ZqF9EaX!NCevvk>mhHGl74ct532|Z7)?Tm{l%LM-%q*#T%2U|1NkEMSGy-m
zOu!>CVotH{$68mziL5{uGuDfn;Oz)~jeL&WL1CJrt6l8-YK@j{lK)e!3|`&crZG`m
zvo#Y02iWN-LN*o%w);5?&+|SM45+cD+2JR>Rt%J8ux4<%YuO(WCRZhQ!R`K&Z@@4L
zUY8VSd!L-7m-ac|_sQ-I$4$g<rkLvdz5~|xI%wZavCdgzGK%;J{!jt+TDV$9hbh*R
zz~w)osNseEboyesy&m3-DX6uPhcCg?>pqXXfK-XU$uz|WuYr#tRXP$pyyd^e8iS;y
zjo)H3MsLJKu>~LrRZ{-I!KnEw_M?|KPhYFrH-B&Zd8<N6BCz`hI1|@UBW$Q*@>>CM
zI-BIan#A<N^e28?a7icRd(FMGoOstW{zj=UV=Ff64<3Okex|HfCPi%aQaY9opk51n
zI&lbVMXbd<cnk)J^Eqs%c}m-K-Zg^Qc>otHS_%!D=pOOV(9i%6KeOO1;YxoQb!x|q
zfh||n;kqmGz#Fvr^x+u24biAW&%-n_cw*rNqwZvjIJGhk_`^+u%^c3(4TVlZZj@q+
zQ{U)uWm_ca8}nLK>ciqVD_`E8%7e}3QG;&ijn94f_a8R6xllk{t++pe^LhILTlnIB
zqz%K3O7q}*fpPs*O~(yN+D7zWFtau-F5uy(QUt?8lgD5q7oG|xPx>^&7=*Nxnu0s`
zRB~dLi^7QvcNDk3Q0ZQr^zRH8Zj09=Yfo6ru+~gE6d=Nc!s;D_k;)-s=rdGxr%8xn
z;*7~{xY+CLv+Jpv@kOxc;qYyK)C=J9)-SsOYeDP#6%Gx@ru)B)rsMeE19^A*1xZ%|
z@>}dl+bSAi<sX;kMW&l*c<HavKNC!j!!1$g%Xh<frb=zKPRtt&z&rq&)&>>seB%TF
zEYpd((G%_!YSrghr`h<rO3$cngAg>;Z-G6nFHY9PO64xw{A@tg<qHt}w5sfuD6?tL
zY5*)$5ti|OqEXu_%oB5DuX}b{!&}quUg@|+n3S)zFz+ub@V{5dbe6Pxh~@GG(fHWR
z{79>->aL9FH(ZzC16cnPd<r}X&VKp0yKQ2g^KeKrD+^p&E0Al(KeM8~Co}xS@Wj%!
z0sSPP_#+_)hO5$xAKsgFI8I!(SJ^YKTW?z|;Ns*fAtz<9qx>j2^2Cv45m#}Y=wNJ>
z;lr8d*|%zmlbWXmJ;@YVWyn});o~ZIOW_VeYRwl5_T|&>2QfYzd2<A<`SS8O(&}Xv
z_8#gyS>9eP_7z10Fga`g*~k6&pX5I=bf#~=%Te;=bvfRcYK{CooBNe!V=BqaT>3CR
zj6I#VR%F)Zi*ZIB{nsuZIwqbB6A3kF_^VPVV>moN=dBP>t5lp_R;WafRqsoIX0L%*
zDJ?tytv$nxmE4TCqTgan8Gv{6B-AGw#QI~?QnxtKoj#Rj%qvb_3j7k^?0Q*MBjqD(
z@C{uY!FRko1sBLn4c;`<d1de*Q}_w2H&l{04!jHf@+tqj%=K)3<K0<eS+C4>7&ynj
z=;N^Yd#s*UwOqc2w-#Oxc-o6Of)&~F$%T<0vV<z^o7#S>ug5+9ue|Eg?zgN`7?w6o
zmayCtjI>rbzuXC~?S%o+p>|vm`q{Oq=ZTp4uGZwKMV0H??&2WD$sJCi)=vF(TbnDP
z#(YbO-xXVZ(?J^^nbJGqTT4sm7*1Z&>tATk9c);Z+ZL$)OZ&dAsRuPWWJIUm&GPvE
zo;fCy8SX`ip_Kh(gxXGowLej$h+fH1QJ97>Nl>9s64HS^6)~))oMn0mS${njqmNP|
zqR2=jLp51=|IkjhwE2NHqvsrzQU5n|0L$@RYmqs7brZ<Qa2~WqxxTuI<lK7SJX*XF
zxd_)w-=y$jHk^Jr&cE@a9@AK{|K3F#H)>taP3TeKtMAhrTv=+Zcs1f28>PJ6YL^Fk
z9RLy6*k7)$7RiuP<ebGU8Hlg+(kHZ7P0BxXq{r{=2k6niSPguverE686jGl|K~rC?
zAgAeZFkTts<(wVn+1>jU5Q{=?&Ia^-bs@9OmYiC)jLesMEp$0BUvcPs3s*TW*)n-w
zPiCWV&QfYj1k<K2nPMnU`FIg?y9I5cE<=?n4Jd_jZ2Ue&>WKtb+!LIR$)Aj*8?<9R
zxvUJiV;Cx<M~kWP@)9LQ39h&M(3%)4|Ji%gy#wA~MVVG^XAg1!J3M;61wPfEE}E9I
zTKA@+G4(1q<7gMd$^*NE94Ocdh33BG#)*9<8<93&h@`of;&<s~zoVAcKRfO`SRw7(
zHGe8xIt^&7^{J_$9Aj>+Mj0NM^4MI~06AOBBMa-Yvm^QN2s?)dCzhs>=t}?M#WBO^
zD9x-d29l}y1A`Zp-xt2bzkL4JtFBNi|DS?EePY3EOm&0ZI~97!FRRGDU6jR{y++f=
zbcq`=S2!$sY}ciNArg&q+%s_y8DU8n<d2xTLDgJ7`O?Wr5KU~U%VvF5E?~5Zi_3H%
zyXX$Fv@poq<VF>3HJH(yT8w_j!kw-K-$^LvIXT#gs|S$(xf64C4djcCbAS<5L#wTk
zm5>7~Rx&bSJ^!8v{la9Br(X?=GAX~X)T+T_q?BY121<bHe#CXCX%Yg^l(&~Qu#qC3
zu4^xti3p04q5}*L`*k5K(s(7LdS;Y$rK5eoK`PIx-9sqgW6d+K`OQS(&E$wDfzQt+
ze!hSD-j2j?5V#d{PH<w<54C(T$o0W64SjyF&bw1KXdo7wCJWD0e#QuU8WEbCg8aPM
zA~fH#3R}l`@Br?!o7*QrM5qZ~+)3U;{<}nSi49@53Nhqwtl?;M4dt|*3_L(YJ-hti
zqt3k_Cq)nm7^gF}1IbtWaE$zxVrbE*6gtsvYZk#DQ%_asMQXIWa&8>Jn+op--*@AB
z8Zl{_xzfgo4@29jm2g8`694S#>7w*PwCy#oUp}J*TW$0vNIdWp`~@rI*gpk0k%B6!
z0#<CwRPVw=Rqctj*Qu!*z_(OPoOclcSkX4sHFIN|x)ua~<_^6IEhdL5nl7aK#P%E$
z7|OCjiTX+nKKRD?oU<sy{L|a0|3XS%HfH?qF8F@o9w<1d-N_*;xp9wQY)<MqsN^HG
z==&O*wWYF==KjxIiyXD>-xB3#tOKbYaJz*?i00JB?S{*m0^eh7TWk1Ez?90cSVORn
z>4r^L`g*9O%_dcZl}l|9=U}Ivr-aV@^mU$TaYnPYlH|Mlb&R(KABH)l7V(|m6w}c2
zFY7N6qvd1dcT~4@>I+g>{Xzp7lYp{D2h&)q3}0ed$s0Z;J5VSS4ZBWw8q>|KjIixO
zqck*j8(NtjhKI_bTpL4^>Ur)M6cOwmvN+7Is@*e-=wopvXxM=L=%<pu3}7WpBKLQE
zXyY4xU(toK)N~p?d~<oQbs;56QP@3qhhm%-Q+WFz&y7au8EvO`E&Wp#715YX``wWN
z>`7dWkHts(T{U!nx_DBTi{PAr`}%d7dMin;u$AE98}tGy!)J+@?HXa3PrE{2{`Z#W
z7cZCK>_BX>8Sa~i%ze@LBluhwSA1JziC+NfPH2twseA0&>G$04d8uV<IsW25^_*3W
zFdbb6K3r8s4VrG*8RcJpD)o*lY*}W78Vx4CH#&XK^|N}XZ=s=Hw*RA=vzZ@!uj9Xs
zKpaxa(Rc6=l};xx;5CMI4V9#Y=P<i9{>+^LV2`yt9@WP2DrsCiQB6GWm?`e?H@|iV
zkBWR3g;Y7w9%GVvCHn1x2jS1O2b1;O){&(aPq?DgE$TqJ-84fuk$CD01`9XgIh6{3
z*9$R;OeF@{6X=`nYr6~l&q27SHw^l*6()Hdn*vI~!u3SuO67i3T}j^ykvFro=4Anr
zhBI#$qG*xnjE`&DPlEAAkj+)}Q<)GE7_2qpjniq*s?2zVo)oLEzN_Od63?=9@zbJM
zTXnX!AaTjI*?rw!yD!S+A~giLd-UA6Y(MR&qnR>=7QN=&_lC3jclQeO3#TKIU`-=M
z#KtR7SypIdC%I_=hapF%&Q%}Mgb6MDABDMU9)JV+O;BThu<z3y)9)swo<`3zm2;>6
zk3x%3!yT5*d~4U!*@<?6FXY41HU7qp*)FLTw9fZ;edryL!b>gOXkmo(8$C;CmZp)>
z2`)i$`o%C;j-T%g-4g?#Mr8+jLuXcaQK(o2uT;p)bbJ1Bl?HI<&Caa!4zKKlS+-YJ
zevCm{&mTtlQR*2lqaDNcdMD9@mgAcil287A8*ACoH(xr6)e{YC&)l?fepM88d0+~$
zh+CAN{yU2sf(9syVVqXa@@Gv|xqq9!0g-u{hL_r8-TW2+;899j`bXA=aCqX&7ZqN5
zOMbWHkKJYU-@btI(=>+%*nL);#euX<rcVXI9Q=}L5Nmbo=9vCTiy6&|UrUTe{zaS)
zMB$GuQ$?BSEwp<!bC|n5Bd;{Ge8>A_#%Q*=2o`N<*R^Q&0|4NGa3@x3{9*fqwMgvZ
zPb;ahECt<FSFc&IrZ`l<O;^M&dZ|2Or}9;aC45!|xr(z;?<@wQv}jj~1$QW1=7PhE
z;#T`J4guN!xNJ%;Z0UUGj~raigNa33R-*|1H?n1(M0NZ*6&rtCJ8gl_kp%-|aS=xx
zL%yS)8&XN|KIJF+{nx^=adC=StPh`%;I=$B*6X=O3mfJF#sd45lxuFYCuCVoCf25V
zr)lAyI90yshlo^jAp8NxMta&7Ztp*#J=7;uB)&K%vYNNuK~D61DD!9?hA|cPOY13v
zjrPpF`_;-PHVVWNtc*}Oo+J4J=9WYK^8Pf{a{jZDV_<RG<8~gaU!8rN*Ub+)y%xPD
zAru)~;GyfdLII8N>V4ZJc;tRWi}!h_l*n<)qqy%X6umV3S;CTX$@=mLUTdh%tN$&A
zQT%m?UUb>+#B&i;N=s8h;)3;?GL{xwrq<J%qVp$x)_#^Sf-065g=+Q!N+%MA4<@)9
zrH15uM66wK(>a~aWmsMf%dx~5fz;mUXj@F#2V2{FLT!MOWIg2pFZvTxIo1KMoV!{?
zFzZmC>sZy(`=bwu_r>1nA(zM^(ecc^W*708rw^?ep>m|_k)QOW!ivhK91)9H$UXoY
z;FWvgoPH!r?N3w_W?OD470N=xoTInjHw0Hi3+03pskggUd#6%)Vf7fDy+@eGA;$oD
z!=^;1R|o^&a=>;mEhbf_Y}g}1m_SzddPkiz7K)Y(yLo53vdZuIi^QN;VgbXuUixxf
zafONQ=3R)i6FZ-vG{!L$u>5!}F^Iy7AN$f(gu1)NZ!uEB4!1YT14PxfDwgnlc_%L1
zXc-B?ZaQPOom$fs#{#biw|y+A<A#3Cnh(J88j?JnaU`pBDa4*Lm-)37qDk)l2DqK?
ze5gZ40b3FQblkJBj<@KU!q;#Fk~P>HFvz&kuEUgyd^aAtSISz~@vB9NFGa4J2K9AR
z(5V<?wbh(1KSb2lS534Am5a71FZeILy#aMA6;`;xhostcf!;N9G(<Z;X7h)5214{W
zDCNzV`<2*sOXQTzNfQ~7j0SnSz)GXvPguN4CNC$sScc?QE{`4<->q=x#Z0y2N(qUq
zKC`aWVdfmfxQ+1>k*eqCYRUo3#61LoxYm-|&idZS_38pKVtTA*sa06^u_oa^dKK<~
z8S-?R4cLnRcQihM!L{WR(3^>yjgL#W_;TxMs<fyqg_o@IRbLHhT94O)NBzX|6D_vr
zXcyY{oXJVNNd}ATbTz8UFQ4SL@d(daqfcU#RUW}~YpdrP`+wkdhCRw)QY8%6T7@;m
z1IEin1(vyfSt=!E;8VRyllKtLf>Rxe7b&^=UVtZwO)9Qhe>1Wd3rVqI)vtWGAj@1;
z!-t};|4!)zjx((5;>Of+w>%ZoU|E9avL@=uGhf!H@5`|S8aE3SG`&*(P?>hLUEbKF
z#EMTDD7FYi;pxQM?4<{X9(_?c!H{cQ1)lRvffh6K<z;)5cKY&Bsu`A71Q)$~X>`{w
za9|Td$CS~ekNya3A3@k9f4lRGl^7@T<rq(4L~*6XPWER**{o51PbHFu#CDfkVCEK4
zcw)<*F4Qewfc=&?^mx1M`#peiHrAS!U_pxs*+=TOAR1K3)eASC#rUwXtxKZ2@ExR|
zTw|=QftzWij_)^HE-n#)h?(SHpje)6<fa@CK|?fMJ~QyLx-G0#ic9_DVbI0i_vs5R
zieFYf11WL=CBh4pJ-7}RT7e`lyZwrvH(M^j(?p}{#0039%{!=_A=j3Pwsrnpdw<0_
z;cW^_Pys(6JoXcP!n2wx2-Is`h1d`q!03VS%+Sfl34M6AyqPLCJzV`1Z-(i=s6=F#
zOc(A4TS5c8X32^1UhG16-7{X74BJAkNsa~4Y)i`8LL~FOpIOhM7VKn}6M3y`3>YfN
zjZDN0KAh{H!WnEyrM~gMR1^ffQ%xsQXm|iqs~@sW5Xs-1Hr&95x3nDxY})ZB-UHTw
zR-@4#@XSOEm)Cf+j$NV@`q8`sJ5i8RA+8Eiv+HjvZ3eH7I5V@_z<9=>B`cpnuS;iM
zT;h8*kgf43X;94U`z%LG^&Yh4%K#uLEic-iZ(YS&_>6GdK4ASDMTV`A5ej91TmWx3
zxxuhpd*HyTrZWcl>R}SBaMY~JyU0?kRgy}MiP4a~Z&G<-pe<WCZ{0w+2TM?LMjrG|
z>6i9t@zugL@1FK86n?-?Tti+yCw1`{FT>aF)AxmH#71mo6;!_|_oK9^7!`oe4*(n%
zI+H$5R4Q(0yoDib!u~T@DssNna(f!QrYUpA@aykc=zq&4C{V>2KUO@!*Y^IqDx`nn
z9DC%4WxI5gQL^VqCQkcc-EBrT=(-a#H2~l$YZZA$8fP7N=_-8sAxbYiBc?Og$hgSP
z_a-<FIVv#-f9no@4=~aTiFa0?*5A4jQt5uYnn<#H0aD`O24sEy4Quu}f!6)D@NUI5
zqM<E$=ixXOlkzR_oz-&y;YVEuY}>icwf??XAtCw7+$Nd4gG?T5r0*+Q^g!LB=p2~d
z#9c+p&{&-PS~)~~^~_32$|XD4CSl2p6Q5e5mfTX~@H24rlgwbnH~r^DBOvC^6T7L9
zA9?bdncsvI|In_vH#XZH=}6rd5Gq6gnfZPW+*Wy5M=0xgDGGeKds+Qvpi3yG7bDLW
zY+K4>uC*I!J+7KG>R_*aE*lz{Zg^n#+0<;oY|{^xo%tf)GH>Z1IS-4JVDPS($q8RG
zbi7&gY+nQP{?&S9$TCm!j$H`9L`zg`-VS_jVH#JO!amUl^_k9^%+g5we)J~k&6?#%
zYIyawhO-&Tg3eq^v$*7aZ&N75VYyp;V%Codds<uNCzi#Y%r_xZc4JVe`Q*7uFw&6T
z#!5YPnCwBNd~V$`Bup-vb^sp)XTA6TQ5ODUe~hwJcGF5)Y(!5Ho>Vk6CWD+zj3GWu
zdM8wmQh*&oNAW)UK*5d+tIt=ZuKZbK^kXWOHC7@+{f_5jcMVVHYtCcDRHz+$(6Ccx
z&9d@$oOKXk5rd1GDrlvc{T_=&AgyZ``(ksGyo{uM2f!N3Nh$O{BYdo%7>AKQic5Z7
zrT?LrV|uC-XB$N??4V(fZ+@d-Y(~Gwv$Y_4yUjqOvvTOAU|4_Sk=BRU@%a+9N3@Bv
z=jg`lp)pW~L)Gx?A4ARh3dE90wkJ<=n7OS;NhrR;I+WNC(wy!g>f*ooEAQJ3+yX*0
zXRz)BB!>>2ENIunxdfAGxbKl<E0vqShpRM193K9$y|FLU86TN%IXJE0V{iOuC^38k
zy=uq+I3<GH-MF~SYOCL^`<?O1cY`iq8IQkpo)Sn5k8eP_vfhGAPc`T7X8r|12m9}3
z53;z<b$PuUx19zHWCvNgU9p=g;JptYc*U1?UIj0mVT|CQam}wrMsNT{CSFN~zYLu{
zqcleQfhcxZZ6UNJ%1-JM=^jvpzBy(BFu1^OEg}-ycO#g<fb0$O8=gAQDEUWAU4&|o
zJ&KdefI9u$hFd>?E$EZZvINKejrZ-Y(mKA6SZbPa%tw9h$oWF<&0)SyxwXpO7m20m
zToQ9s%}$)$gMC@QOgoU#;i>*Xv5jqMPWV9ajC*^17S4$>qkuk$PlvKKfk^GXJC+J~
zq+z(*@Tc1?+*^%|AfiYt(5nIcUB%-0JW<ik1G`Uw&lEO?8z4TCc6bc=pZa5ocf~!0
zDmrvg-7yY%{-viOt0_jk9g~*zt+FQ$4#I%MtLV-3I*-N(cQ$=hsMXBaTao7<hN|X$
zN)y-S*w<&fXG_Dts9?acRy$kq<0mk-&$0*;JN<x*5w(n}h7*|?ZPNh2{?7xL(}sOU
z21Z-n+>a{1j#}&azIG;2cNm>7Q|iP>mup0qg`S-5G_raJ6QNKc2!|Xddz$;{Ds-W4
zdhX3?M#eplhJD@LEYFh}h<E{li`wK+pg=Q4F`I}fC2X9<RfeSgV+gw`dxRwq@ljs@
zAsx`%{2AO`1*i^fhA%WpVO@fZd4NWfZhyNv(xvBVm<b+w!Mv5d)CkRgCMJxeG=Z#m
ztbsy$NcNz^ZH=HAyl{hSvep=|bm4gbl|`T}$FI=`EcCNYB%xFWMaBqJ-$YeP0OyjX
zkQ&#8Cv!}cm!cg<Vqt4F(bdY~1BumcP;l!J(b10Dv}}+@T(SgalMfRXX8^pTY4b_~
zsTchLNx#sTIB)m*QW=%`lC`JLH5i~)@_@|;x7i%5a$ug8++oeIXDXhjtgHbU=aZnx
z*AoLhG#8UV$}uV?KGA%pOa$WGD1uAJy#wJ3uDJo#z2uweJw-qLlm-_}NZ$Ju2pysC
zHobp$xju)&29`X3^jP5Ms;>dsgZ2=-f1S__m|yXJca?rt9<FTUNO%+D<~2gFCGLjT
zx4Y!wLft#{Fo@ZEx;6!_F2Aev?A|^J8u<6(KuLZ2hd*4uVWVCl37!`EcqQ(dr-Wgq
z@tw?}S2k^-GS~@(bNVN(0jkSZx=#M;yf9^;>ujiI8GgBig7D5LgJo=J*Bc$%tOl60
zs&|dDEWDRh7vI&{s1{P<za+n5AeYF8{`y<GH5%;RbhW<8(VF)96mY<rw}`pLUa43x
z03(>E&+4k9FT~^0-5GYrn4wJoNO$?sBI((*T|T8vOM@%nP&csfrq3St%UfB4#M$EM
zp!H*s3~Z2=uIx?}MfD%>?Z_!rXHgUTbgt}Mbturg88A)3yw-Xt$!~tCnE$4WqRr-v
zlRw7~bC$|6eM4~!0t1zx>R66Q`#^0vRCZaG@d&>8VY>O5h2V63|BaUP1bH(C**(ji
z?R@Uovd{j9@MKTnEt|i<qpq?cf5G*-UVr0l>V6;kv77n<2_&tTHAz(uS*<$yQXRXi
zwK!ukMJ!vc=!yl&!Rg+6e7RG#ce2x!wx?Hf!zj2%S|{gK9<P_hz><DS#q3$no`Am2
zE`7w%8nOH|MH+_-@0S(dvTcgau(zv%R&z37TvUzj%TcC#fn#<eIE~&W7(brwd!+t8
zqT#sQMo_b1KJ#;Hm0Ei)Z^6uNIj@4k(gg^XWmKrAhFh>T)NFiu0F@agD&3fiwF=13
zOPgmaZV=M&^f#`@Fg~*%xcm47x}h*7<H7A5XiAge>lw28M0OFU6KKvm!E}@EZDt)O
zrIAPver=C@cIPsQeppR`Q~ulQw`S1Ou$c@o1L=LO5qpz(%w9rMGa<WZ6TPo%CbP<b
zIV_2<Xh@Lyp*r;7#$F;Vdt<4G?3d45155$MwH*(!brtS>US*x6jmg7!@tr}cu2-2)
z#TBy4^EdIN%@l2WFDs4^!VO`T4Nms$xmWA9a6?MbPUOY@NqCrR+O@__JKGXeC`F*H
zH7Y;ciRiLLTRgFCw0f>mb_aybFnhI;xjOq|ApPvTV=fIwZbAb&<2%13b-*}Ttx8{!
zpR~7r71f5&{{=xZX6^!$FXtS>aOg9#mi|Ac&}aY0j>%cFoa=ebV#WPp*6J{FO*@s|
zZE4c!I^(Y0Y$+`j<{sNrc!{I0aT`_}Shx9)?eu!pQp`BPIs8WC>}*<DSBa`n%y7?l
z_5w#&(WNzEL^=wz^haQgQ(^RG`ZI2QirVU57U9tR@4Jo?Z7JEJ|3|^(k^M`tuqxzz
zj#_2>*~we3@p&ni&zH)Chde*aOxQI?J@zM?Z$_fexsFR)vPxf81rmc>Bf;ZRzqlXx
z2Nd^rm20%S`(J?@z1FqKtdwpU&Biaje7ma~yw;NbFmgi(toois&F^Q<x1u3SvHG3U
zQ||`G)JW@xyytp93<*5;NShQ%<X@~xC1mSYC;Vw|#2vG;aq2rmWQHREHq;+H;dKWg
zEoM%XYzxlX`Bg^=mVWI}3slBwEfg!SQ?e~*bv}H9P0SDwsuyd_7Sbu=tP(eZ?8k<Y
zd&(Rz$emDjSuTY<FL72^q4qLnT7_?t!MKq?h(+|14JQ(M%l~l?(RP7uJMOK3QK4~W
zskVjB2qv2$BiREIdI}<(`o(U}Hi}ql--lgbW@E*n4iIS8rT&lJ|D&K$tO;rk6@2TF
z4Ec9f<3<VwY0w&m<{(8pW2x$$UVZER<$r$5#+eJe!LN4KvGBL&6$i-s^`(ZH(P2K@
zH~A@vsRCTD{g?M_KhYa~+zlB+M_X~9#li*&&c5B_Nc<FU3jC=;8hQ(7JDjWBiX0V!
zr$G)Da5%D}Q8-ZY?hO+;1Q0+#w|Z6D+ud!_iMI9FVLQDl6`O+rrV|@H4t>;ZYF@WI
zdO`G%_l!t)rl+fU$ce<LxFl}zCPvOZ_LuqtS;a*qU4J+n!ykOEc+$Z<d}MPEZoiD%
zVxn!dX*gq_X`)UawVPcLY-l&Bm!N4dFM*Lp^VoIP5ku?o-l@H8uc<(7ImRD9nM{7X
zF{}42PBcYKTF+Hop^cC2jI?#;5oiZg)S0azx~og-44{Cu2d{3ikE}`5H-TAyLb9w|
z%GxNt(t;HyJkRVJlGzw827m~cOHg4iLE(Fg%Uzu0(lhJ!FxJl#yV-zHe@-Q7Ii>#?
zox^B9gBXk}Rt)~F-?igcI<tU_#%Qr_uf@@*(eJ%haUT7VHttH4`o%lf_l@hLGuC$a
zwZH)<fB95LREBUydpdG?b37b%-YWSez!2}l1w+iZth{x$3C%wAQWIW92eg2B;>5)<
zrdi`5NmaS-U%C$<0^(fw#i8;zK^HW6D8AQfd1ES}6IhOcP%B&_vBKh1tIxtupzet=
zF%}&?2WAEjW1+cu(ZoqTws9=IL~-it%7uWxKmOc=R(^luBD}O+S9w|xCem5wSA?pl
z$fYc&qXD!>?;#fXN%=1EBhDC4{Q#<0HZxf~$rOYmVIzi7$+y#uq0dg!Yt%H7JsmT@
z18hBB>+_or6Cfp!i4UvEaW&uM`tMLvv&Vo}p)b5vaHa~5Mfs=467|6mP-^}YOfC1m
zrFSJv+ILiuTsbkD?ZE#WZuF>UuChSac6!zjDXGlf(eFxj81RtSH<)x05!_vXp0kNb
z9fe9WL%vLTOeT3XScP;&opZ$xnzD<HtVr$)WiU_tt;PGAeY1_9;%%NmC^Q=npAbFG
z3|bGSh@O^K*>CJc8v-uZ>rR6DeJe3i;CI-kU9G=n#v8-mZCaNIxSM<88YQ&rj|1<i
zik}JgyDZrZ-`!*ZwWoqY@O59S@Ti-pb-De(8R7R_nbYZQ@O&;aC&25w_O7$3@6?~o
z>i%*`NT<;Y`<mGF<fmByA<Gi|<MB&9E}^PnYJeb)ol+Y_EC3h;g=YaQ%G)T#0R8>)
zo@GsX?jzrIfpxpapFZu`sp`Mq{#a<<y$ez^tMf|8N}&gpE#0@r%iN6Qlmw=H5}xes
z*KjdWtI26VfutkfOWh($^^Z-2S4HN%I+|_jUx!-hzeA@P^;yg38g5qx+=PUGK%coP
zi3bkhn0z1?MvON-JJ5Og$BZoW0qyrknt*~P()$%7hRaNH`S$A`I=FF80VVblzpCSb
z3&bfh)Zq>LyqN%$r{J>Qi1g#@p-@-SAOp|}AUICbvbz&DPG&)K=TW{giLj`@WfD19
zX{->dcfx&PD-r{ktuQIe50F2x68glPtoPK=GLs49&TaVwKaI6>ewRHwmu87kG%ar1
zliElPpdgEU-G!j!YN`hoD9h2dz8&q0Jrl>22vT7;PW>4vWcFsVod`AJp(Q3n*?|ck
z;;isjqYQPd3Ey>!bwV)7nlwF%qL4*PA9E;(tIv50ADT}S*t8;_3qj=<TK9J3H4U+?
z`NaF%AHe+%jmybKS^4i;$>zCds5PMAm=^sQV?SRUZ9|DAD!|?t-I$;@#`ti3uo9&y
z%usii7~FfZoj4;d(f+}tJkXTSeD2L(;GfXRPxr4ct0RLY)Hiv_cA}jBWPwb-soG&s
z@r#u>EFEvmO6%8Z?AtEAr!i2gZokYqA4!CGiRyg^b_LhrD)WH|l46_f3L+&lh;ZAQ
zRqS}CI95BlfzqC($YeiBRR8V|w5-J2CRvLsa>bTBYn6lzCsN&X8b`Vg(|p8ZtP=Vi
z-WCqP()&o>KvH(Ppt`^1NE*qh1D~1^s=`7RLpiZTb+jk^ODHQr0UaW1_z2+(_>7j|
z>&8$+p-*n)Rfy#p=RW~4ujr|3BKb(CVINFbUa67NmPYSh+iA|&g@Q}U<`t?%QvDa2
zv0R3`x0gw?(<0%lL2vuL8b^xVmGS0B3E|yTbtfkbiRPv^BV{V~2F)${R6yL&<*J%Q
z7NAmNod49v^^UMSlGSU~*FHUJCgd!O30KvNJoxJc!ybU``GTQ<C0PdU7LFUj-4@B0
zVQ1}yWmn`vpSo<#LzLBFT!Hp%3(uic)?8Kd4cEeZ2zHs-2+sBr<r=mxZdDzRJN0BL
zXt9n!A4bR<&QhGwbO_0|2zNJaC4=pvUkqSVnba@sZ#u{}RrZ#Gng|hK=Ku`FzM~|9
zIhIr9Tu1qD2B}KF&tVo^$M5~}SF=4RPZTZa`riFSxu$sZBR#0FXlwmIE#ML9-V@KJ
zIBUT>%Iv-Sn9BWoH|OhGS1lsCs(u8p!Cv#xcnQk>LHhsP5(uGbdHzrYEa^Kuw2Hx~
zwK{EtAj#CW2yz!A?2I6C9Mp2D=yS#XPdEl{z7oedRQ(jCaFsQ&Wiw}~9{BWbM#;Ta
z5<A-Qg7Q5ar}-}B2QxUAqxc|c1O18V17QexVCiYG)W5dH=QI-Nc|KSu2Q1MaCUNh^
zPB;$TfEqHeCU?)NpPpq*WWoKXAlvao1u>ADk7P0o`y_i7@(WiTzE;jh+<-rDDv=UI
zSoAYTc*3{+-8z<U*#sKaCz9GdBj^!WL<}t$IXknHYtB|H9&N}VX5Gz2j4*iBA?*^>
zl@{3Win6*xk^j7-N!PTjqhjK;{Phaaxo}^TEU30g{nu~qkuAm2Wyi@0#^U#z+I;iZ
zhHgm9Ixw&ESzht%-Aa9T?oW&`HO?uFlu8n2cCL!Zx_aScVs*8ZmArHce3OfQ&5QDE
z-R?ks&4F6;pvAutHC(#!tG^}?R?qudIQnwgR<-cxpSYMa44INdm-%rQx!ieK%g=dc
zdmv^8PkqQq{9jhk9q36gMK3x8cZ(|%?uNUDX`(2>11|39G_jyvlOTgT|0W03c^zt(
z_No<Z+=dfkU6wqiyA7#@@@NPmy3Yri2*IV#=^hEM5ZYj0iEWo1lV244xYVKrVrBl2
z6G4v^?{$XYz}mliqqRIt*N$vQnSSU^4{Eg=+U7TnJZ9~#tpAG8N_STN1v``!>u80T
z8<UA?d$xF1Kb=MsaL{NW-=z4=i4~_slbJZ5X5;aKVv=96=N=o9EjnA{!lFZb?Y9qo
z&n?S~ug{NG>N`T$zg{kKG&Q5#{Y)FDIc?8%e9Lv6KD4gv$e&RUKx;Eh>N0NUle=M{
zktGgsoMt1^)4>yN;AER@iWH*czZy@dc;C*KcwK#LC26!ejdW`G+}JxZS?nCTYW_(f
z5y0`bK}{%ZYti(ZW#n{k#5CE~_jyW9&~U}Sbkz``!9j@Ktu6cwA67THqgn=OvUo@{
zxUb2Uq{(J-H2$kkNWbqw7&c4$vE0poo_>Jf>}j8&1{1sm8LVXRAKy`25kH@`7;Y&n
zWMM;$rL|gBrSyMSzYwCQ?Lo6l%Z+qUHF!<jlQ*Ep5=#&>4E=zB=i@i&4>}mv%$gt%
z9tdladv(Gm0!Ht9KN_!d$&Bb4|9Cf7blg1U{pt^n!7JL-VuP{S-GQgjKcI3V#dg-`
zQc8KKkFoMK{50hb5{Aqf_XlN5hS4?#{{v>fh<I@}^t|*TaPD4c8RD~HkoajuC7r&a
zy<xHtyLe>ohdTj)lnZ`j04FbdS>`aWb%C;>Z}5dzK&vTG42EeLf~*(K6WvEVO08tm
zh#*C4&Pqv|g||M&2}oCe3@V^eSX38=DKIxIQ`Ru!{mQ8Uyg^;WS+@D+s(5uhH<wI&
z2;%?x|Lawjmp26YUwx=;R<fSxewft#(Ddq4V979-C@s6!ZPm%`<e`(#j(Ah1Qmgpk
zv73S~Q9$daEK@~HHV>B)RWDUtGE+%*#iR<(ws<=O>6Q`6oN4_;6e2uS)y{70G4hLa
zZ_c}f{ba2bbvkiSVrvj!eDF=C(2FTtiPaE1ELItwmlPiM#ahji9om*r$5!pBI2}!s
zgFZJ;+#7%-<Y3%YaPQnQ2=Z}d{EG}r|It7B+a5WUd08=%>UkJ2BKKC@R*|>z?$4Ru
z_D*3CuBFC|_wXnFcGLY9<@E~Kq)NRN$pb>;5Oytj`UH+z5qY=Ji&>>E9AsCwPXFAK
zwurv+a2xk5?2sRnIRA1|nySP}^TC6C&}c`haqvd?2Z4yW<{6=^Ffs%D3bz5Uv@4ut
z<<hPSc0zdW2`Zc0%J1pAQ?;=d*tjc{f_~3}Q4^K5gy-zsqdIT1C#RFj;;TfwIdsqm
z|2`+LuBUqiQBzo}j#}6shFR8G-XpTAPEqnYCwsJIc!;Z$>QW?8Ufkb9MbKl-V6aPg
zRt2fFLC>x--H>8NYNrzv(~@B_;MI>4TPe?gmgbRA5n;&JI5wB<Iwwo%$0qV@c}dcT
zQ=r^idSZ+Z6@trj(9UuaV;(>NE!(ubf32W$iDu@PNeo@BP`j97Eqef?-ul2H<^!XY
zmubTW-YxTBj7R<@pNT-_%iwV7$v5!Li{!wm>iOFVHqZVv?oJFe9gdqZCi~160JWu=
zjQ%vb*p)BQQ{bD<>+~y@B1xY-EJU(v%nBKi5xxy@o<PocUMt3h;rrl9so4wkGhP3o
zDse+I=j_H?BslN1?oc>8mxI5(NYkTp6+EjA(}!ns1$H;d#<+ACpu8wui|t({)J`>|
zf<BF8&4wFM%TJbjTdyOFHX;3ig^&=|Y<G<@j%?KZ6o67Jk&BJO+&J10O@Y|XX9B9P
z7c3;jIxgaml1dOmTyI8zYQ`J|bz$rii`{~W64fILJkP%@C|tkTHfGQUQv_X>Ev>|B
zas81u^bhzri0N)=y>KB11OqFFssMA@{bv!PFYPc5>3=#a^T$-Vvq3nalQhIx-vKV@
zOmS&9pjw6fMz+UwH{Kix4D$sZT2sbZMiZ`!<gM1^GP4=z1pj53uLbXe!jy$E`pHTT
zdajbHzPkfK_jC$1FPDp(#6DVWA@iGj3skKocMUmJ1N2x_))OtTw=@7PRr&Cxw_jaF
z)e~X<5Dz0AV?C)Tzlcz^s8VpGX@mR_S57n>_BKOWwpH<cc`oz2eg8eXw=BH^d^a`O
zEK;cOPnU0{MtRMab51AC7kCkbv|fZ!tqRQ6t~hO8m=i&2o0xcB>zl|i(?0!zMzIw=
zWtlM~?^KM9xKkB8Ib8TR!P=43Mh6lPB`Dv$A~?op8hn|Yz^-d5Hkyhr_fX6!@V>gG
zjN51rQqM>4+GI)f3~LYv(EtNMH$1U?C#zqF@4T6@A7Px-8%Kour|}at5?iJCn2oAo
z>|G*OYvf2vLqO0f$p{_ED$(-JyJ5L&1}7TB^a?jjT@t|P2sEL4T%}dI2hHkNsP>Y!
zBDcaG8cj_T-YPo*dDLK_&C6=^)bgFc=;+x_?{=CUX;0pngY!zEt9%geOYeLM_BVw6
zflyg}e@=xXV++T3=3P&b-62aRq1&9h({Jjd*(46e2IP;uF}}y1kkZAcV6n~Pv7?(b
z1(?J$!?skLcVKl0vIU7kdYFnvU2Dz=Iv$|$jOrTD46?7*(2~Z?m}dR#(~Y&CRjHS!
z>&@l%eF^$IdhD|X47YH7X%LxJYlZZ>RLfeck}lAX)*9_XX_hGi_0zpWui^4unUOmn
z#f``5ng&LNYBS#K%3u$BUkcfw%1nR-X;{CCKkoLxP&nKJYAS2b1rbBskwY3YQY_mi
zl>nK+nJ8)Kv@>Lmoc&KZ-HxBG8yZe41d#+=QuL>LI1x-)x#jb{<#sXM3!vmP>jZvx
zkNe(~gY3I_nb+Y~LwHoC__$ok+m6S-3Wk%#lxYjSGP*@}&TzcPPJQPQ)AVPUvs%lg
zE!Wy<Vt|-KSlLlG&L5)<itBBqV_V3hn6?GNrDXpfMc*Bk<o^HdO3l)8P>LgSgX5$^
zj<k~+?g@yBquc^&DsHReC^J%Wn>cbI3gX6@Wh$=36v3^hoN3xpTj!kb^YHtJzql^e
z&F6i;U$b<Kr)>=>>&lkAF<~*5?0Ui<Xn%SXb0j_KjoK)0cfYYy32Zb_a7am`2&-08
ztAFyK0F6%gfz{*WGfM$?Uf@tGetEX2aKhjk+(zC+-Ud4B+}ScoOfI~vJG=P$p7=Xa
zq*P+_+_0ZKapX*|s(e|l=$_}x(_faiBO`NnsiEWqU}g1%k`O<*u!sx#IP!43Tj`=W
zFd^@j--5J5d!XFZgQ%A$n?S}I_i&D7tp3#TJN?P4^JOg9R>)-Nwg|&ft)usnu^bdp
zUudFoqCXO_{gyhj@s-%g<_B<BKj=Fe-AtZ0AI*cPy^|&!Vg0uV6avNkkH(S?Lf{_^
z&#*P)V3k@`O)}n?(PvtiWf>_m^b8s(!+yarF0S)f;w?X|Z<vO`P6W7iT86WxAR(_-
zc}`3k(U{=qeg~a<9jsdimkR44IkqZrChZil&sa|K1v6aO{>>UMYoX17J3mvb%1|$C
zH!YFRpZyk_Vt4*xoaxLI(m9CIUmoZmCh3^!rq}bAKdqp>e5f(-9Y1kvW_B+2pL<Ho
z+c}m8m-J7XMaHg!G4cnfDYMr50otLX*VTPZS=EnUC9Z}-w~Q{{i9MK#VNF0^>@?B_
zrcBmCYks)3;5J0EQ`b)M`~qm-dbKkJJ{mU8g~xdXwZI|cM!#<cv^1XU=~_yT#`LzG
zqrg3F;O;QH-tq2Ja_DR7TZ!udu!yC^$Ich5e$B6PsF5-Mn85&_`fDpH*@+Tz;wa?=
zg@wO%mTuWhug>3_P7@mJ3=;HmICC!m=b}{1<7~}pe$U-~5l=6xkl0Wt5=!%WD?gUI
zk1LK1R(ce!ZJo?qt$%YPTar|siXq?Ama`t+hlN-=8NC^^Z=YaYY2htcwnH@p?Z6L0
zHO2X<Mt4>3?0oe9I^x#xm&-@rk*@uJZ+ralu1-vE$K087sqs&CKhCq*W8#DMUd$r-
zkzc~~T{W`oJH$QjzbGF<Z0dCKgT|f@mBrOt8;@!?ciVDL4<0w=+*Gw=qyYD~vb$k#
z&H(4yZ8T#t|4ua$8yP5Xd*>0V+j{qlw#H|B8<Es=?4D>@6T1}3bHXH9W>vyA-v#oF
ziS@x4SdTP}Q_r2Tjv9Iy|5B<>ap@hW8ePVf+$k4_WRv{Tdv)eGZ&oHE^)NRYejqa7
zy>-zSSD*0{a9Z_`C>LaFHVU${N?}(T8_#JJ>IzGfFIbG%MmLs%HPB((g+RX1IxjgF
zkxN#tn=+A`>r~yp*HjG3{j%pW+(|k?p8&m-eSy89O6_Oe-560JN$;*Nq8GJax8P2r
zsPi@*8B^L;8==;0s!fqO_*JFo77?fWNeQy-0<dF9<)kOJz&0-;7Ky<ZzsgGhCXT82
zrKXBg24}W%<7f_A=6maa3y&--z>}kp-_eSv;Kkg+<L2tFZgh)!-z)4EE&Tz*>|bjS
z`{a@BWeo(&pu4_pf-2=ze%x}kS<Ee2NkUb-Tq*M&gj>=b{K2@vcFc_xJzZYgyE9q-
z?!?Lnm>3BX<CT%?yXyI`q}A2W_RDx;o{q^paFvHh+v-Mx@M(6$qR4s9<S$jie7VAQ
z5E5fDAjII|Y|?|x>C2}wuLy&+ZhH<M(@qUN#U9tfc-oM<#%i`L0Pkg#@Ss~n#&7*_
zT)4dwz6*V5e;9`6w&><z{#bIEGG>KY+>?)u#GQi(*jN#=0=6$UGzRR7Pt!wDa%Vwm
zvHqM89_X_5^d-#usjKxr!@~X5IoUivxr^LsT_*v;a5++Hi6)U=Y*I9KR@_-(lWcUb
z<5TNgV-V6F{O2DkG>FasELILNUz0DSYUW|~<xTY%LiFWCDvzLaKS<ki59;83Bh6l}
z`NrGUZlF9nLQyVJwEnP30loT$bDO1yiDyfukp$i|ecL*ZR(ZtPVHIYJ-=di~&$*d;
zZnQ7VZ6_hrNtQy>NIzveI0_0Wy!n8H%2nQ)*Zps2;|6riq``We$_mf=<BntY4KsJC
z(cFqLjWoYtyIw=$&=xzhu8tLQL2VquI}SdzHCXWQs>9YUh{`Mf;aJ+N@91XcPHTs~
zyrMC^8g0vl0!?8h=He!Vp4ZIVHgRg9a^tkNTaANvru%CB3|7~WPgZ-r&%W|U?zEX~
z(AD<;&1_6KIznteNSn*f_UMk~5kwe8SgbIlfMKCa_*135SZV*m5R$Yw!W2^C#(Q6N
zwy`H_d*pr1Af7yGFFFXR`DAkkyC4-IxUKlHx+~592K5@=4L#JF&5xK+CK_gB_;N4}
zbldV(>s8+-P%2JfC%%a2<dC2rV#bv&@C?xQ{Z<p0gdH&>>06tSo3G-cwOG0kHvj7e
z*45&Q#YdSG;f4-^A&eOi#Z{SnGn<1FE;NGLM+i5}5{}a{X?ecdf1PIqWKuF;|8lwm
zWQl!loKgF=57Tank%;!h#O(b|U?}eMZi(&y3EoeN3`V+aJ))=|Z?Ci?H(GA2N9xa@
zQpIG>dbk6{VmL$nTf~Rg5{0Z<>w0@d%dBp5%hCZ+`d%I0o#ljM9Ot{+c6~JbNyD$w
zQp1bMkA#~Ya4MBW{7(gQal6#fNRPY^%q7oMf<Dt0MS}T<_>L-J$XKV&2X6lLHeG4V
zKV=k>;fkZ5$l^{s+THb<R3=5FA&DZ)yeR$HI63)c3O9nYjctysGcGnt$;BcoVP-}E
z?>OJKZp;oJQJYFAtSfZf;snNH_tG6|8e6w`Z95@PLzSL~$)$?OsV)3jwZ}Vk7te~7
zjG(_Qj|AGh{&4D^45r7bsGMUGsu%y@t5QEOM5|2bOSBJdg&AYu?0Eux3Oy*8_Oo<>
zLOdQBixakJSs6ZAah#oBd5~o{g%*_t2b@|^dOf3Nz@M{2F@#-_PvxBrg_nkIQ#qNt
z#vUs&L)z5^E(HIgk4TNVpr^)iygy6Wx@=a5VI)X4q{+<jd6E+>dtO3ZQOrYy2g@1o
zV2HJzhOoMEd-!e6R<z>^BA_rU6J~5A^R1Ijfjo-ko11M-p5x;&(2c!4_04O!6^|Em
zl0%{Myv~|{J;?0Usjc8d$Xn6GJO7}MA(U{txAOz{baW5HZ(2j$&!pbdULJ-c4?%S2
z<ic(ExuU|u&xiCTqhNPr%z${(7~!tn)w)Bm@w?T7fIkR~K%80ehrx`Q3?C~;-}bQr
z^oF)&!Cbt*B^2G+cTT8rl2m!E_xwg<iOjoq3&k}1A0gk;ama`joW!$Juf(_+?smpe
zqR{b-RRr6^FSDESIK?o(UP_7^7Jmm98vg<yH19s2md*1JmPu57-K@kpi-%<k;L(24
zt2;;<{HO11o_Y36HyGP-StJ+N;_xP=Qq9fjxqWweWHw<E`A1t*ba|hXLXup41iimP
z%5ws2pncT=6EM9Eeb6wWSoqNrXN@vDky&Ga5Z04SCaK;-+ex3)ib^$ZjE3O>TqksU
zNB&0KP59IppIEGGM~|2x>G;*D#OR1ubIq<n|INVS{I&2YZv%qi|J!4{KPNF(yZo4Z
zBQ!eS#UE|D({Z69WXk7`Afe;0djLAkMEMk8vr=o}xocnC*?2)-;U0?`y_2HAxYda*
zztqU9SYcyJ=&I7`_pqrY3X<*<EJ!)&YpDCQQ%AE5CvdV$=T`>gB$+BNlT;+;sBosA
zskK{8eXL>I*d0jrfM!Lv#b`HHZ`=L*(RsnINL0kQNi8||3iFQGH{vKjYskB{vuplc
zVMKufr+s<J?_5cwQ`E}%KNLWuxMi6BBje_*0O_AZx!Webd;Ri8*DonNV+E~Z3T`AJ
z2;9zvUVdIG?E>-p@?O*m&W6|H{orYYU%`)}>C3r|+qU)R_1XQHP8u$)XcQ;)*&<K&
zfQ5f6Hb3U16R!F45kC*X!9Ne;Wp-YcM?*TSWF_+juj1P0PNY=dTzVGQj1?8SFhk7g
z4E=~0!}9`s-Yqa56;uQ8Yr`AZne?YtR9_qpu&VFmod(h^U$_W;Lz8O4D08>ddNl#G
zslbbk`!lS~i=P!o-z6i&GB_yp=Kiy(!p7J+!l9bn*>k+N7VsVsl6?FXNz;|x(;bed
zUIYf%o_oW>Mv7Ed9q%v-FPo1c#GPw8Y}D~}lKDlYx^-<Q2;Y?v`f}sjpk`CCqiDHs
zO{&df!o+*?fM|8w?~uv8$k?LWQQ8{!Oy+79p4`$aziM{Y+8bUlQ*~M<(tPhw9`qXF
zs9NrEmWKz_zRfRGs>!58{%Clr2;zr61FxMvax$AUa_fhjTrwZ#<9-x3oBn6f{}e1Z
zJTgeJFs}LWRjUg#*F0$HL;p1@A{#*1$(LyBpM1!&K?RP%)mu<BW>6@k567|ybN6f@
z_V&n*CZinNKS7)>2P8G%CK}xbO1I|=%NP?EJgi>Ra`z=32tz9>F?dq!SLw{ghdRD!
zZ^P;*Zr1zQWgnV^cuaMciEuq}-}Wu~Gx-@$V&;ET+*!)unco7f6=@d~tu*to|0WQI
z<ytIdvz(L$bRxjCC=v%xs8w(AY1u~mMVX6(h9!y$Ka2)(hux@MS1LI?KlH!g{?WZ3
z4`an6bLM#A>$2m@l0MKYzHXZflf_^4qeSaeI)ge<idXJYX)C5m!mw!P2Q_b1>VahQ
zS-y>Q%t#>px)v~Gh`_QKI15i`^&XnD<)eR0ylH#tDw})Rho6O3<|lIZW(f69JtT^t
z4Rxs%wCkUC!<2z>+;NyHGzY?5JaR*KTjJ)uFSn2T?xm-(bd%T-m9a%5hd0dFqzIwK
zcnqenQ(J5#-5T+&+`XY?E$UJp67M{&(wSo;RSS2!8u%jT_tonR<J>^yo!+m%kQ31=
zQ4+A&Ip%c=Qa>V$#Z*3_{KDc4&b%9wh{7Jn2!9w{s1}>aZ(9@NY%!!9V39)&Zvv-b
zm`5k%Yfhl|@68_~#82;M%PHrba|WrTkt3><7(Fwmub5*;P})-261cqgy1EiZ54M6(
zSD#1`!Ark{F_z%~`)^w{w^3bNC<A(8IO5fd2_B0*7OxZI<fI)L<7A0kIOWwf9U1cD
zJe=SN4{77)%vocc1jV$NJZp_bU0vM;H6B(O62<}&MkZ7>txy3kgO#CfB0O<dUc(HB
zWOTXT=28m4bUb;%RF?RF&~e9%nVxRj+~>YB!|U$q?W$${iuQmn0r&)W8gwnQUjLcM
z9T;xL^_@2N+%>Mb_$XAP{j=Frc`V)JlZ|}_|EMRT9D%ZqEHUkU+hekY493OaZr;B^
zHCQS#6Fb7bUk-7W&`6Sb*0_AZZ}gcfZ_0^nB{DC6gahgUJ5>qi;Tzcj1(4Cpbrc{7
zA`nsz>g?S}RV2A`l`weA+p}7#P#xRgaDF!{Y5PS$OGLN|-;d@ga}gsvkeB261gWoa
z%6WlbM59&@VAu4Kmi?mz<qpvL5UtHgE>`Q8_{nmSdA5%``_dWa0GO+Oz2$LfzLy*y
zKbKBudnsmXB2ZJzQoE!J&pdGvA#@cGNBd;nt4W+L+-VDz6KL$z8KB{(-wKzisAVwl
zoLZ#^*G7g{h@GQ=hVO)AcZ{xQP?}FWdC|TG6hN|QTsGjjM|mF*SPvtD^x=Ryrb@G6
z#AV9NsS9WFj+|xckn>+k6{4N5;IUc?`5x+B-55{4)6k_opdpxcWstfoQF3%zF|oPw
z`*(SHt8rPtiKiJP?6qBa{uA2E5g?B(C=GGf&((h0!Vq~;Q86)^DD&SfM9PHs&b1V=
z$-hbOr}XFVPYZYMeQ<fDN!N<RyYqImcMCaFa|3U-b=9T@#GOmL%(1D-QORs5$*>5*
z%4!k&L2LV4_@ANPnccQVc#J7&FDIq^+c150rrpBy7y$Rxx1Ds?`t+3UP5f0d;Jc|R
zVV|39kUbwW_Pm&<ENubI(5GU~mBY=O49})&oA}Rhfi~yo^KDF#>;T3NdnpNBtKOMc
ziE1s9(|dFiXYFm!47zdXqMb2bH>R9C?^E9`i`bz@Xga3!dSLZk@5fvdYY7bbfp}n1
z{@bG_>;kK{Sv^}O`Y773UgY%DujR#Ex_6Q1GP|j|wTtKwb^hV*dgI6c8Dw6wc_be+
zD%udYX0PplSMPiwIr-az#LMGKGKn{7{(Y2V{Eyw8MI^QNnl53X`)NWHyI;Cskh+q!
zQ&d9A&bW0A-O;EQAFuXjJZ5EI52mp{_RPdVz!6#Y^P{^U;z5zUV~M~FHn~k9!`*6b
zqzD^ve#6&+;(U@U?!F)x7f1_vp66}Z|3tq+)*&`77yFtc!pChw`%shxeF7%m%#ax3
zM-;rTgX9H<F(sp`HDr4<>uG^vkS``?C>hv)ht@i%i`L)QchuJq_vm;qpBY_&_1=$h
zk**#-8<2-AVE2o(GkP6U4c!(K@ozadmhV<iK(D+$dgDZ-dNRy`oU)-xC0yxzlFg@u
zO5E)F&8}4bRK7iAL=|y#RfUfa@b>2;-}6I()>~iw3NfRS-)yd{(BRv|gUPR<S!XV!
zYyRHo@qizAmXq4>hE9gp6!Nh;XQTbD>h;sE#a@d#{;%-v60!xtX54Oex<ZfY*^kq>
zkyr-+InKqi!#YPMWZr8IK+-X$$W`5#;QUIpT{?=Tr3v*J>A48_$}+YiQQHy2bG>D0
z;lSc+k5#vza496=q^4nh#JIj`w&M<cLX!V6{mDJ7Nn5{MvsrF5saPiFokmhK)$_4t
zAhB7Zyy&}0A5WVtcyN<qSsC<o?7tnsBgis?a`ta#W$NxX3Lr@hsmg*X?ff_VEqb|Q
zyYRU2liD%VZW>1cWX+F%$1=mS*5Qfukz{R_QKa@{`D*1Zz&>V8OktM@o-!&JTJnG*
z6xiu7ElxS~iGe$IZeHi_t_9EAcBF+2cY@#3pB{kz`EoU|g@lJv(Vi;{Y_(wyl;hfB
zRA1Q*XKx{%g!J^^Lxnx{A#l6rXMaYDCm-XrkbXzzeR2#Sm9>8dfLNxz32#}hC44s$
zJPRHy@~&=vnT)sj3j)^L@f{^Kp92(JFP?N>-ggjmdttvuBQ;+rpMNB*`Uk~5JQ}`Y
zDxHfJ@5i;0COj_{cWBP>PYAr2?7d&P_bwnN;nIUa$WMRFC4rU-1IL~E^mAJ8=y>+v
z<R9y1%#89&FFZT5El%^{UGg1I$bY9XQI)QYHE?-eyQ#Y$%wMAjiSl88QiHRuCsKd0
zlHxv^D8%88Bm^OnPHPU8+PS;&fwnAlQ-Wx;RTxVTr0+N}=;mT4cTR{zD2am?)^><a
zN8SIZ$4nl4Pd!NR`moe=d#F%fQ9_$q36B0rTsFz^{4?>xg(w@ye}nT<ex^~Ygl@p{
zpK{CutBV(__t{hL&DFvTKznYoPwCK*w^k&QLGbNbdaTw^sCO*2rWP%C?lelJOS1AA
zpuSBfOeEQjPZgpAksQ;3NY4T|hd#g-{B`C#?u5$F7aVxsU`YrC_%IP3?NO^mKl|n}
z+QtNW3lQRvfS7}xhMN+;Q7tk1NpQG}TPk~}Btk=5B~mX2q*Ygyphy7mQ(OhZ$h9(p
zmOI((5Q1py0QM&7=AWvU$S{(t4VnznCBO^g|6n$>XB*RIR@HjMlAxJ_*Z4%x%dH)f
zdOQ2LzK32N?GKYEpMkAosi$c-vbnGr+L(QyU)HpEf<4uglI7S2p$cnXPrNyRQQ8hN
z5z$<(eEQMZti!M~Bzq~`WSkn~ZTl#X^x-8+ffFInW!yydmtGu74Ek;|Bx**8)Q<F4
zkL23pG!V?BlPlBL6xd{~La|vw-fZEf%#b*~r{_~>>oVF09*}!VUA89mLVgKdv4M{~
zjTzYcdO0t>p}uJC5sr|>R?v;`LMPduiGy^-TSA3Spb31@zMO^?lys*@sm2YZp+=vz
z_Fz<5G=4jsf2W<?qhqJRpn1W(6kZ;e24T<2|447Pip{?_-(;`^5kPKT6~~XApW}SY
zUPhVzVYprrpF9ur9q*YKr@5^+`u7u-JhCgvjm%GBziijAa^Y5bu<M|rOeCS)ju~ft
zo+O>^H+r+!xt5Fyo8&pn1bIt~NAc1n(l-6kQ!7p96<!Jp8E5HWa1P-0F4$Z<j~$ld
z=0k8qGW9tKu_M<_|J7hwvPyw){qT9hT{k%&ey7)(d?<R+tHQLW>rjT6b2vPo(66(y
zqN7hVp$Uq;n6nr|)8k@f&TB8C$bxUn;?%1FYt!r-P}0#w$Wo9VXYw0uAtqU|bFZQL
zpT-1a5?S2mhi;AQ;D5Yi-<kjRX?^A5@G@`x7?S?qMqkBROR)dOHl;37giYwRz9;H5
zo~U)eR?Y=I>hK6L-=zC)^c;E_ikKm~FTS{KV}8m)JtI)1Lg8Ir1}d;n=@*@&s^WVM
zn_b@>eCXOP$wB>E+$`Fmy$NYL4JdD2dpI?}1426nwAh6VMu7#T1$idVYVAb^<VHh~
zve+8C^GJ;<j_T;*OSjSJyXIS*CnuY|N%$VK3V3cdoy>^*<woCS21ZN>3iPl-Q7IE*
zjn}}w9&Y(}Qy0;LAroq(xl1{2FO(z1Q5m<?=0H0IfTQ+;f_@`;lFux`3NDy|$UvGf
zwIFlCkB1Q%9QlSdr>icYFmv1XJa@rpmvd<A+RK9jyxJ*r=7&aEXueXV!gpvV&QQ+H
z@o&Pv-{f<#QD3Hd!b5tu$}?DA#9bm|PK@eZ{;g_$G`lZ6CZ>n_2gNu_CXRODhfA&q
zl!LkImvUO&?La)<Z5aHNG(v&vF`u5roQ^o3$B{di%$>he)17*t{ClSqvPT&!Qt;5G
zu1?&wLp(I6&AGXGc&mK0*Ny48=)qCzElgcS+3u0L%{!@M$|NeXMF{w7)z^+&7Q!h+
zhG!~a$`Tu+ZDCO{Wg3<+Yb4>h!i+VHr(1yCFRURiF?sDVN0<BC?3GBURFL2BOsQYR
z4zPt?F3SZ;Z9K96xl{29>IpSAhx1&5!Jb5zZHXRb;6_Ux>VTdz^7@8GpB8>P-WsuO
z*DIfF^Bk{yQ>ei2segEJ7q-g(AJX8=@rQ#MlS@~%;op8*Nye<)037R+-^k=`zHm35
z==o&m%6ZA^wG)9(uC36I<P7KAPa^z3>4}PuV&(6_a=$G#W4RlDgTcnhEkB+{>vdwz
z=ht-jt=mqlQUG(qjoNy$f^f6=BVq>WU4`fy&oV0j9O$Hwxr`C$!*sg;b&}XrdOYDD
znCgUgk(eLzHFMPDu*M+S{EZ|Ht8~%&h~@<0Zc~~5^M~~S+9@7fCkEFBR7EpAm&LEt
zgTv8zvg9>~u3Y+sGxb{7BA!oGvGIMfMDj@usMqUs9onKN+r#&LgzVaM`}p&IM5PVj
z`TINP9B96J?k`efJUv=ql$FJ$CViC#L0Q1T`zy1Q&km?*`>%I%zF!aKaVBrC*MV7&
zmkf<+xLA_H!@!SB$YCQ{6I1V#A5OX*&f)t_in@L>2KQle4vFfw;E|vvQ0+&1yqD+f
ze0FA9hQkfsz^XN|G~oEl%rPD2NjK_wy@<^j{FKOzTskC!AdL$wr6@j;T(gr7_T1=<
zILUN7n%7c;3pY~}`*MwHpSjme_lY}$_=erNJ*dyj=rgLIN!|v@00oYEs|<kU@{<jh
zhj;HTJ02KqrMR_TnbwwAKuX<~_6A+~HY$Plql4QjDQyk_`{t?eJT1jj$i%cm#EU_a
z(-75OXEgTx)sU%&E^<x%`Tw3Y6JTe-g<aMC9;fd9d3CJx@gOK1pG`5Fa{;udKW8BF
zIYjQ3`_Ke7(Y+OVnF`7##Yek@Eyg#DH-}#6HYUHl`1vy48dDdL&3UqXj-`O$r@-6n
z>Mz&Igp@$UhB0^>w7w&&UIq?~jqaqUf@{j+Z`6FQ))CixCrw)I5C`UOl4zK4)iHWl
zls3C&+X<VDRM*n=GIYq5!2BJ?7YBfQEE;;T{Q!Z}xaxrX)&0cI?yID5qWH~8p5~ww
zu-`U%0PHH*ZQNXD<b=6|AaRz-m(eTP*}z8K29t5x#tlr2xCtV=TLT%WJLRSG_6s-R
zaX|z9d$v&|_Co6U7(*ZTD+!AmwDgbCXVaXRn2C_n<L|g0oq0*kpqc1Ug$7RM2Rgyf
zIar&6i1zGRd=oJYsbUA@7d?tzb+dEmOFNwonvly&Rs6u$!Dj+(3&u)X_!pq(G75|+
zHl>eo!P~jE6Lgqh1Vj(iZYzl=ecpDn=Bm_mp4Jq7037Y>(OV?H=+m(kZYa^D<B^Tk
zW1y>JP16*xllLQ6u=W2c88?82q)7nff@FD3tfa3hFYRJ@mtwzT1uzi-V6}e*8f&Wb
zH*We(eaKWlG3B!W$UjugL)LHt@1N$`s%MhV<L=<(Y9kXTB;SP7D^DTw$G_A5VH%%@
z1%jjV3L8PPE#V(sb1n9~ca+ztrz7~~n1MR_*$s=MW^>UVL7l-S0##w-hd%83jVa&x
z2awLg&IkA7F5HF)c=FG8HR)c}3Q^#u$g8+K;|0OfANbbvYt8PnZnIbOZV1p;S=$*b
zQ?Hx2^8W#H5@LLNpab><@F?_>p-NAA2dSm}q)t;4;!$COzhXb`!`>;gBc(0g$KV}V
zy851_8a&^)8MlXVLBUr0Pe>@VQ`?xhv*Bx_d6{|(0vtpsf5E!<#(vK8ZgTnoa$H$G
zCzA=iod|di_>`zYubUiJo~OFyUVWC2)|N2k+UYF00O~H8@7W0*v83ut^%S$Mvm0N_
z3>idehj_Y;DPr0@|B?g{hP$Sgx4A_T5m5=yum`^|La-FqTVW<G)-qh<a%jlbczwz3
zCfegCZM2IqpVS1AUUpDkH^+L`hiajs#r5MV`0We_pHQpw1p7D*Eg^NeTA7|YeY`{8
zGiwltFjC#P(%}Z;5k?0ZPk53ND^%@^*S~1S`ZDjhO*rF%$#62e+X``-<<AofG_toB
z*8AQ+?v>CO&oz?S?zT2jp)SANKGg%gXLrW;Sh@bwwEgt5vh8;T0&(ACDVyY_zHG`-
z3VoK;Jb6-N{B2}NvLL}QBsB1?eX|WCe4vkkO3^uP5hiPD;u%N>D`SGA`=hiH#!Xiu
z_l*`LyslJ|2b+kIBEjMAqX9Xc-$0#B*K(Me$#Jq(3DS^v82v*Vdm%HZF%(9Mf_(P(
zd}btbeCjDcOu$xvalE2YZ1HWU?@Om98ZGCZpWa(t<5^PSkljL#e;FI^8uTTa8SG_Q
z94!(l`a#>sozorEaqrYUUsE^o8AH~0c45;)F5@qKLb?qj7?x;*AWf0*s>Pb5fGLX>
zc}e0<0m0P#;XLI=2UGcV{Y3ED+HGdgSd=+-HQ{C~G`&11JJ>$@{)dUqQ8_Jeb}_qp
z3%Ei&QWfI-%5+OV6$%#f7WXJOveC1a5UmBgx?UmwjZvZZTqWid-Z{hOrvCZ78w7uJ
z>sJE>Nw++n$1j|``1B3~LbtaDi8e&*ZNV^njka}X5dN!A%;wT4GL0%(y?kOlu!(O~
z5o&fgY5PHmmqlwo|FR<(XIz;YNNW1;ob?&LN|>BEjY9ZS?}`WEceawG+atr(FJFIh
z<zhy<*rL<t_{6sE!swA2vMa<#fKWd!^Mw=e)sziAYR;M6tAi(vDH4#IVFQj|WR)-}
zUQ!*OOn9bXV5;46$-TQr4cm=}J;m&Jzb!(y_*b}zO8ZFR;S&9_S1kw*UsF^AmI=<c
zoLLOM_3Z3|a{CoCU~7q^2zo#BviY>#yUm#oTOH|}_237;O<rq(JB<zoK3Xawvh`WW
zUX8#vsLD~bF8HW3iYB9KBHZ_0&5#)FzCEW>@@b<z(VH&rpWT&jqu-UA{hgjtae3z7
znvQjmr|ArqsR41<2RrHwu%GQPr&?+O3hd<Z23Jy*U}1a9IN#M8{$V92SVZ{IWR+eF
zj%{XMqh2WBRkAaRV-LQUzt2ulIH7&hl_;=e@D!y|YObOHrItqW3*F22^$XlJdx9rW
zLkp)jA~5y%$ftw<tS;1g7ZY|uE5E{-Z<dCGdv{|CJ3TV*%@p-g_BJ9+)Kou9;eY>S
zKhnJGlo3)C-t+(Xif{k#?!x_BF!!=oH<P_W6j6=Z$2KO{D`&seLhWjU%rbnly9S9o
zH+)deig4FRa9(n4tz=rq59e4TZ2Tr#YLB8BfyiIBeXGLLMS~09nkFW<$^vsZ!-IP)
z4O|hEK6S6IwpVM<Nu%_Y0(_@t)4f0jzDc+d#=1suGS6(S2Q-R9X0m;x<;ELTAJ-i+
zudlCBawWJeTWW6a#EzpD{q7`@5W|1N&)}k-l)H0_X718Q!F^XxfeQE*a3vj!d)Z_M
zf4{@mZ;+1@<+G2x7NoL)_3F1{#Dh;(%<a9NWN`LS;Xf#M-X;$cPD<pUG1@c3^td^u
zH4Z;h`}85Kw+0E!v=xl6^G?OO7b=~!^s7?8k~sC>Geig!-O6jIcdr2od6|b^F6S=b
zxvz)n;!T!x$3K9DEeCMPp7*Ft#s9160sCK5f`&6%9!v@l@u<p`o`$pG13k?qvxP1O
zu@n)i984%67p3bRBlF1BNh6G}cd#0J@PycOH_RuEFyGmYbS~$hP_J+3&UYdsc<IMr
znZh`8F-W2NVuJty_fj}4bnqimkN4n#3Z!z=cXkEknilSjK33?6s~0=kz1G1hi}C*(
zs)L`9<K=5LG|1E%DQ59@WJutvx9k7zui|O3{+{WD7ZAgezL2j(y{SFQll;{WLeD4{
zH`;0j;@)S%yd8SBJ`)Zz!BW>S8?}1mX&}i}($PbF8t*L5#3YV?^y#<>_ohh{p&ZQa
zt!vv#u4fCnnVIq~(5SrPQTd_0a>7&DkKQd(l{M6fuqFfJX3%?*+3y}Zo4_kX5Z}Zg
z4UQfk5XPo>>s;Mw0%+nz*(GlCR}=Xc@#y_jemkjCKAQx*Vy#9$hAb01dY3SazR}y%
z-=CL$ibpia3A6|0_BP?%yGEhlRk<hn8u<kf#^~DA&04bV<-HpjkONW}nI#Y~H}7GU
zJ6g+<tFN2!t=URwGWPel+~={W(yk?k$hD<cd(l~{?zL53=6hRTJ)_rbGn!#MU{#*4
z9QZLOti#>i{LPj&Fzs+SzRLa_FJ1)GRp(x-OSpq07XFhW*pEL)4jY#EE<|L6TMs<c
zntfT<hvKvVBix)r`H=s+1+f1h)#Jx_rP{`ViywrpJKHJ8HjSA;vBCFGJn2c?-j+s5
zr$`9UXSQ2Lk}ybn43lxaLareQ$<;y%T?Ny=lSLrQhBrLpv9O|o>IOTqFsZ;1r8ky5
zn7T^nRb;=i@_fgoc{=9wmy7LDOzakA=)K(npSB2$^0V&7Ti-Z*;9H#nCN1#t@Mb)>
zsWPi5>kP7<|1ndiTeYg8=m(sJa5!a(MYq>=O*x^$N?q)iL{v)E?1y@SU7jrst;mv{
zu6Ft@C~wfrdlhLFa{&Y0+U$TjFw6*0<|MJH593Wp_)GvW!ZaHm*i*=34qWvO9Y|Kz
z2AJw|Lf>h{GZ(}2m^KlSK0A!}S>TQSFgP#UgW;}t{%4Jth|FH_;sC}gJ;Q6kL-~t%
z!X%X<oqrx*G=wW>Tn7~r<w>m2)nvBt>vs!+BWwE!)?!*KQpp^GwYHpIsf#8w^4ehX
zd>j3OW7U&wz;BKLx>^CQQ{Bt5+YtaCUI=<0L6AaAvT2=;lw6$WD~2k#^)=wZo{xQ9
z@s5eYoY;I_F(C=yby%8$(kp=GASV-<ir_#wMa)B-=7k)DW5i`SN<e{3<`p`aXiTPE
zXf3|GK`m6Yi>WGXdU6$&{fS1zwazuMMTZ$~?4}3NkM6wq%f9m4vC4r++TN{O=~WGL
zFNk8(8~dhNLPtZ#N{orMwNAFeG3D>|PT~zSRCM@}A1e6i&fQ!{wdLeN!9Bg-8F5<J
zuO`H1_~0G;<jF~F)!l?fz)x!Sa!}93{Ea5^m?LoVZx=7o54gmI5QDnXUd8u{PF@a$
z_kq19<%9}75&9jm#&Y)X_p2mP4L?3A0+aeJvxfMNXt6<OCXGR9Zg~|{t3a>=C{UA-
zmfPaytDJ9Qql}DMf@!_Gy<pb*W07rK{8F`osiBWX>@`ug_mJx%h;(uM<P#f5ERQR=
zT)fd8n{#a{E=0lI{Q5Xc&r?C{pecfT{`PGTM#=5ozfugJ$P>15@{-rjTK`!Dqhikl
zhp%RDkSn)!{q@EeQOToqKRWUXI+e6(7at=x8@JwHVUHkpibwDLH@D_Iz4X!Dj%91j
z`wh0KoWiY@>y@WrUT16Xfn@6?y-1P9`V<<+i_E$x{P+ha?a18<k+D%R9;GYHwC#{Y
zjua_ldswwbg4WvYqFeLXz%(Dc&rfV#kpIlWO?`=L<wwJ#HtvewO#fYkw8Mlpt9E+H
zeYe3=9!)(vUEjYJ?`jWC;H0*eZB4Y1mz?u1RWq>`_iqVw=|o&#Uem761VSq&zMp_T
zFuzPcz3}%{|0BU%@wj}u(W&<~0880_$&y;5=3x0fR#UjegsQ+msO->HZw1*V8^(XD
zMuz{wnsgbxnFdCc#?8Xk2DV<rl->DGsJ_{p;rQvMRmoB9-8P20Ns>~t$T=W{?fr~r
zyg+F#rV8bXApFwg!PX7u#Q2&|NvI({SkON(oQBUPHUBHD0`Ycf{1_a!X+!!iJQkJ-
zR;i}xL-|s6n#N*fiMS<R(G6N@s70>*ZLYYLE~))nFD<%9l~9r`HXW5s<XTFj%TGp&
z&slgCc$y^*HcxDd^O7G>irR!ODTDd3=UJ1DZ;{ava&Y{7DJynv5hSwRRC-{a4@-)R
z(hX0P&F({<SSLchEXqI}DP(I4fu2x%x6lf8EpwYsEHEgBPlf{@<3klS@$;^}W~C=F
z{m|Oa<_=fevT_lW0&}g`E3REO=<g<*qDxBILHR&$fKbQTKuCva8nW*8=!;2i^Ry`!
zI)m#CQF-QMS^yYbdaX_$-JLH#eSi^Hzj*KL@^%6&>r=%!-Wt?mVZ7%x05bGFKf){E
z;&mi~23W`aLUD~Ze<|WBy?m2_mDi@C1{Z?Ouql-lI_&?)C)u$hT&D`PH+lU@+|%nG
zt{EUh9N$oNi`2Fhx133FPkr};!gZF+{jXeeW-5OXNLTOmE1!R(43)MhV8*-^CASTG
z^UH+?CWU*;?sV$v-uOjoI>R$xN??PYh6$l?XC@lQTYVl-t8HYmqivnRok#voQjwQI
z#+SPdQzf+Zyv_i<$bYO??G8k9%EC7){QNCmQ{w8`gx!z?o&`E}RjcZx4#J$&OCqz3
zWICk-kQH;ENWFmlFA8`s4yui=b$|nQ5T{nWihd#BwDQ=dQz3}lQ9A7Y-f)a|d*vU!
zD-QCj3lic&f-D4K-{><hzoOb{SCbrXS%+0@r32H)gpUdkO_$Hv=Ls(tq=N^_y$m1N
zPJTr;*DbyP_Nzw7QW0AI8E&SgVbSij_p<F)J3?r@bF=#KM&m#~2)e_qn=@8-V(xpq
zCQ|^a3=Qpy`Yb7eD5RV%+u6Cwp5ebyLl796wSx(?9uRIN2kXJ)%}@Dnp!_W8@)t1o
zzic#G2-*&A5|#;<fqdHa`FTz9kK@fE#`oaDN(@8-K&bn^ZvyBWG42i9se|mH`?8^I
z8=oExuj^G%AoOq?+2Xb-LqM8Ch(6Q%+!#9ELdL#42w8n0Z~{AN0B*B1C9DUd0BDD(
z6c4ozdXLN+R{}L7G{7HMl!mIpvJQRP>t`zmZ1rJgJoD+3EB`maa@qW0H3U9!W#bwO
zBb6r(O>@?di3fTp-ic&iG2UPVK2Z7UAY*Z!PaiJD$4usEHSjcB)00CIr#vbnYKk%G
zgsI|yQNl^Dd)`A+XXk^v1qxrC2_G_!VyR^ftfc?Vdt8%=XlpJJO$HX)in0O(u*jaE
z&rA%E>9e@5@4)axCHsOtqVnB&)=Q9vLx;lm$u;nc;!uW<o#7!|SSS!M3v|mj#I+H=
z7<_M-lw9sUYcarkLUjjE1AS)Egk%uEQ2>ZI%;MF?Uh`0BoRFz21@KgAt0*VWx{=1)
zPg2BeH`f>G*HZ2k4FK;>A51s>a?_Cv7odj<LZ)uJC+#lQ3Hp(+lEykaqrR)}0@^Dr
z4={7%J|_*)e!<BvrpG^%onR8Y8!GmK`4ah2hCQ%m6=Ok(?>ckgLI`5m{b9ekxEo6g
z+Jx<NcwDb1vq84wZ^|8;C)+Kh%zve?zFDgExnfK?+1I|VoofRP)_7~>D`uAmwtJfB
z_D=xqP3V8itqQ>VzavkVF1syGCVHK-&uTU$EZ(LttRsqki%q=$M~1qBH`Pk$cGeD=
zUfB_-A+Ed`h51>3n^PHZ>=&!~RTqe+rCcQUogZsW#`~Ncz7J6bwk6<S@3d_NjO1f>
zWamrN#A-!!Jx6~LF%J-ZaF1zo-=*b>%#HkVOdWEW>0|GT5v`T+5y>QryUiB-pOW+V
z%ZVp23d_)z+VJ+W-D6W6p5Arm8=Ef&cDmQ`Je;J*CS$@)>PtR&&;6~0Mxm2g;KG$6
zA=cIl)H}`_p#;U=ChwRae_y}@5xEu@5exUbZv!*?kX>qBjBnO_8;sg$1uvE*+5JBD
z?TeSl>uA!+KF1C9A&F(*(e|9a@1!crsbEZZ*|B2J$>6iUk{b2OzHQ@nzDBzHz70I5
z1t&btvxT8kyw3kO=L%3hZZSnJUy~_NQ7MSTT7r5SbPWv3*%45X%mZY5Z&m}#EPKwL
zlvmF;mw||8$}+F47MhzGQ-6_#2$=kL=(C_<wQOKB9Zm9mvc3u?R<L6I_a-~(GQrni
zJ_B{jcG`l={ZB+6c3uMiyGuvR9lsB+cGh2<FY9|Pr}oZ+Ge-el=|=2)P3%o^_RMpM
z)%{`1i={Ba)1H(OUujYM{znbY9g~mJuJl?|V(bKb?Yi5rKXm)fC5-M8S3fg&f(b8i
zwwZAAYV++fHV1DdjHNoo^yQYe*P7n3j*fMM#XOG^q+e4@s1|n8(=P5D_y`;_*zQwm
zH#mldXfMD`sJ<V}vDI0P=N=MyiL1S{XzcBG7hcmnn~TQK8&<b>HK8H$dx7T8+AoO#
zzbl*Np;7G6u=b4ga!=q+6}Mv;IFtFyGm86R_@Z1TQ|F!uU0g)Wf+~GO0*f$?%&h&R
zV7||MNkw~F+B&vtwG!On`8l$vld9MTmj&3^PkSahAXvpx(g|0tPi$9$-2*CM7(0MR
z{&^d6Aoz5+KSH>8M8G9E9b+wi-PXPm{NQ~b-UqO$mUQx7OY#j!6QBs$HJc?J1;;0~
zm-QU5=Xi$yP=CBwQXNyS=9%vm$olc7orUgc2NFnY=8@!J-uVBytKtUDxRIP#`enG=
zVgs@q>c}P@+I`IUjGB)$-9lZo&o`;Fyn;XUE&Q6lRKdZYwy}<EO8tro%m%FD47jD^
zI{N6gaj}2_usZ@>IiPbhR8r9b!m5Qx9|g^MjVppz3n0!q3L6bRT6eiMzv>M#n<!4U
zqxDMC)($JJ)52J(2XTN_1iL!X;*e*5@8*1?zSI3unn?Zt-dx@#qY_Kc-Q}IZJ>`aE
z<FN4~7)Z9R=^*48oGpg7>T!eV3bq!y@uq~^-voO`1lD^88vP_Zx_;~U!u)D~x&?qC
z3QE0}%(*hwD)v0y)FVhbjVnK=Y4FMHs}nEMlbaMQmf6138(t2aTj>M^prLi;z>ou?
zQxJJiWJit`y{4KSB(`i^q|56RaEW<~4z!kMD2E^OAiHa}YMUw|-Mkrr;E2tBv~cru
zCWT1Xl@bGk_dyR*P#rhxX#>s49%c;+-)d&91j<P5-?xxD58|81PPOKlA;sBlZvLxU
zypdtwfeR15ZM#vMscLvgrzKiyedjeqz1*20>|d9))Di?3@y+PFIcUuK@?tn~-c?H>
zOQbiI0b_Js)}UG{wln}oB3qSO|0ZfewkmDkPW~m91@xI0i-9=R{F^X#$(R;B-E52<
z-5k&gplln{-)G@sxYjv?$9I~F`l4T(G_pS!33q+pD|s99L%23E0|CE{`R9mT!AYMe
zT3=M+p7EAMU+!>TmS@uz>mBL?I)hzQN(oCTagkiK!=In#5yNslouL7_MC|a5H*QTq
zT~~0WbC|`l9HPNtn)lUN(HZ{v>aJAlT2&IGU$|e3?GU5xQCOgiMA*w9g6`EqEt9@Q
z`x-XXWZ%DPun{my-Ky-=pQvRdxr0qQ>h;|$V8Vnng18>0VlRxN^Cx60FLw+01X48z
z4@3Q-{`a3yZ-*i?K`%M-s*NR2<Tuho7=4!ujQ{tfDeIG$^=TH`fuWjzD#1olPS<hk
z$phhr<x{F;sJd{SgyDSiY~Iygw1e9Mz;mVinC_FgQLds0R#LPpFfmriK7Y!D>E|k9
z?<Omp_dhq6B`t;avS$;|!#;W;-t=bC67*c`-$oZV+n*>l5lQD!{i-Z2nE=8@H@*%8
z!gOY;>k1U7N|itgAJN5A59ZQ#YK2Q6b7!PJL5_<`sv8XL#nELqdrE5iROy}$sVVcG
z*kmd144(FAu@V`s9r@1vSu|4D>eK{XNLlP8%xixd$coi8Rz@hM$~J5j@*^u_Sj;$1
zb76S4ztec^m!t}DxBR7rJ&$~=8BTx3Sp|<GxLD-Dx?v$ipEvGFFx(5#4Vqm@G&5%U
zVNR`=`P4U14^8|`i!0WkzBM{*$<Dxxpzk~e0hR%xGjoZc#afxBi*gRm%*!%o`6+^q
zRZ3xi$5wdwDEV)Jnw&G;fR<p~kpL|I{gqFhO@Sz^Xg6g!Ege^zhJrMG3`;*d*L<f~
z>#6FW=-)-M?1v>*!*muJC2r#?DNuFf^Uo?I|AMaTny*}tS~>Uj`pNr^udD2Bn_8>0
zjUyaFJOZ`Z_ZB^3m-P`*_wGk?u)F?r4y$TH(-mx@6Ob!)1)T1f0&Fk2nLzE!%XqNa
zhKevL`~of;{NRk7|JjT30iKN>H(`c?PapV1OFbRIKeRn`QvQuP=!<EcoWI)z*9`Re
zRyE7>A_gnC!fa>TPh?h6201y%%z#|F9l?r+M?bm)sgh<o{6yy6^c@tS%B*hHWbOuC
zpXb&`QR_$_J89CQLIUTKTWXeNB@R;yd?EV$1>JHjO|ReAT3*~wOgy-?<XCLjX6>E!
z(evfyc_IBI+a#5G?#Zc+$C=ijxUYTJ2Bw&6k6AH0vJBZ@&)!|RKl_he#;Tlbu^Gu}
z7~okBe`MTJURYkS^!b~1n3p&qv5<J;YHs!?q;QceXh1;Qf4rWZuXp?n3^A7ZcR~DC
zPDLka%hnR~0C8lCJzb8FV=2rv>RYgkz5Na0V}=y#h8zfY2<~E~4jMyZY#I%|a6_&Q
z{#2d^SL4U*8B#I|(tce^bZ1J0j=M)MhgT()@)QBL-z4Is)<4;%@_^O#<3G*Cliix>
zjeGEsX7bK$?A6!Q^j-74jqsU$=0WT~VdMBJDBP3ZjL`iGGXJ_E8g4+7Wyu+=1bqQ_
z3=WecWrSiI(0nN#P)9Yd9nNcOZ`m@r6ga9My~}Vfo{8V!A)sik0-zO6Y#@^i4_(4M
z?}46~>-*$W)S~STh#%0PUUFlb*=v|Ek&`J?*tw3k^bj8wDi`a&BVq|tALvoL@EI*u
zhU+U*qWGGbp8#Y|jc?SWj5lh`#BkR|(DN=Ofi|C{>@K?+U<G4k^GGe`qlr|<6(Y_k
zD>~#abfH&s^Iu~3zk2RPtHeUF*9KSrykx&F+xf$EFK}V`k07A4xOKj^gt+bL<7P5k
z$|eXqieAN_b8@e2A(@T64dnsjjiPok>#Obw-TpJEO2g%X;1~yq%CS?9Dk*a6q92_;
zqjSW%Vi<njZrOz0B4MJ*d$Lr8u6b>6eJsysWwMNms>$WF4h2W)!^*%$frr%w*KObN
znn<c`u;J$q+z91qd%lG=`JB)7g|4v;%Z?JA*KWI?d7Smx<7&Pk57SM_cnh_AR?IrP
z(#RMy`EHEv>8+bk*db^`7SSVZtF{#q*pY<tRIWXdQHQmYp{U{NsH++93rdXa=7||n
zh2FD!pI~=@J8kq;_9|#omWqkWIYelGU4V9mlu}87OEMhY$aC0dm(cO|_RA5{lnbsY
zh-q-Y<zzBy&}YsM0DV$bT2{L_s!XiOdXG5=sEIJ@;-g7=W&Qf>+JFsd>>OQQ(ZL$;
z&NuV%Rq1i-FP=1KjgD(-q-_bB&Bw7OROKi>_AyBt9d!Xtf$)20lX@S-ui2Wy-FzON
zfvL;zb#@lIYM&vQk|G2iEJ{6=OW}N7Q_7^mcj(BlgtkVRcRv9Bw@4#rkz2gIo#Myf
zI`{3vOIuq=65?>;o_8bDS#9k{QgZ`0`w83;m2ENz(22*^=CK@v?rw3@UmkO$Ig{iX
z_w$<!8<nEp?yC|fX9r^y2y=y7Q9FjACD|x^z7vMUAHLCO$B*8iJ3F$^6w+blxrE4d
z?Z>a_EQA!{3I@cNK(4ED)#t5*j(pM%BzrAOo)Y@rULm5#vqHmvy$KeR46Lgv@KAoF
zsnHk4DJw3Mn;vIBNU!3iv8mQ#L@?sAn_p9Ca3j<GDD1IZD^{csYNI<o2H-2v=%_#*
zE1HHER$(8$7h%`~pXb72dg|}sWR#@cWK<cLLgCu5hrwVEkX@}Y!M^89XjKDRN?XpN
zhLb0u#WZe|dDhV80mOi!twEj%(lP<X#ZOL+&XN$e!p^7ED#t~XbrNac=l>gTIIP~y
zLq}_zN^q^^mUF2qH%-oikI4zkAkS2A5p(o3U<E`C+sgJ?T%wrgSa$s8hL+%^o!0#B
zw(0GLW0ruYd6gHze<i<>uu&m<jni`CIHhpNNa0s4b8PywxV^d}Ei$p=qBFC$?U71N
zKG(ab{<P>$ofj79_&oU<K#fO{0|akcY@u39%rQ-Q-H|vWJA+O469e1tb<8mHsz2jt
z<{es1!A`Yd9LE-deQu*-V_iT8rsmU?6DGfbHOO|C(0zwrO~Ku|oT8R%Z?8p~|C{%k
z%evIl)K*w_w1?Sipa=K%2kUITw|XyD*Yb3ZvI^+<?uB|AWnkt14l4PZ;?>$TUL1_c
zCrn7!o_W;XulQmo=R{Gi<@DsI-MGhAa~T{y_NThKSv_?!?|3%#N#>sC{2%2Ev3kgY
zmYMIzmJ?5iYCO(4AHUw6lk&+QtikprwYIBO+-QP5Q_5@_)6=F(KQW=$wB0+bEokLI
zuLJY-4&@1r#al|9JW#?u?s8j>dgtTiDsT$n!xJ0jEit-o{?({c_&4Y1c`x)YO$Ac(
zt+nsix9Yvl+NgfyGMqu!gZ#8?7;JIjPecAcz9il0yM7?8Wesvp``9IA#OFxVvcO0h
z0q3LU786a_ieq`z<AM6jxD8wiG(Pd?T?mcazgSKEo3VO$6oj%v^UAj#;BWnbrqPTv
z?!k<;^pH1U>b5WlVPsanloCR+sL6w&L1E2D>(XQ`?2E2z^x6I*7Ak*f^N=*u48*Np
zEdnupo<e%-&s*$S<4T!h_&>wuH;=3_H3cg58*$Q#mY4HdLHs;w=liUXPbGt!S+lF_
z@W7;04fRpM*U&NeHBI-2zN>lizf`gD{Vg{ui`T5P!!n~#p{G7^ST#JS=n;hMBJ<(1
zL=rW7souk2WKw7M_tXZf;geu2RI7yaTH?(NH|x{l*-O*?pg_cIMeNs!53JlxMa-l{
z)8eO$1RBU_ARgRSJQi&F^^WBpA0hpw2m?GWTGfT=hs4?2+fu(|xUa8w-Vn~MGN)a%
zGc2xGGSpvRB^C*S{A#)?fpj%hc5mo|gQTL?tBb5@OcG68gkd>rgxzX<R2XOW3tlc9
z(zJ3T=(dY}(3K03$*4k5>p6SSTuO&Ma_!TE)Rk8cuNO)Z0u={v9Tn<<{iMlZ-!>$r
zWQNl*;r014^esG89ZSlZva6phpY@@y?j%1-)~d-<Em}%eaL@Yem3SY^&`j>(6vl(0
z>WVqYKBC2#aNXMfC+XYcnO^+=<ywluCWPcNwndH2UB{)(%ym~RI_}w&+>`2@<WjvG
zVTidLW}97*%M?i`)!b^uHj>Iml92AH&pGGw`Fwxx9>0J6^`5==x;$Uc%fJ7NG|7GU
zv-zI|O(+kDrp=G6Gu3s#I4Vlp(8PUebtTAL=H#+H*Afz~f8*9gqFer%J`yA-dt+zo
z|5;;RGI8>KWG}pR`wb+A!uB}khkp`GOT62;HSRf$w5v^>XOPGzv?XE!s#6!qN$%##
zXZVlQV+lH)dgx=Wi+-7h+@Vc2wdlVZYcad&Z$z%&JYt?3)>d7^RCK|9qGeieUJFNU
z3mPoxp%;_NOPkrfmi<sCM4Q{LFxl#dLi3s8%BUo>arI{NcK@{G*iA=j>NCBMq@8t{
zv%Rl|67nkPvja9h@?0h7SO@|Zz9aE^L0yXs<_{DM$WA7aQ{#_%h?P#1Me1df10Ld!
zu=P-+sXN@%NTSY^z}K-SyyMDiqTd%<Aj@-3imrC2B_4oK+xu<!{?onRyN-o&&C;?E
zE@9SHtpY2#DHn)T<Fcm17ESm(xoL|Q$e?@y9BqemAa(UaQ|a2EwOeOrmLGF!t2(gJ
zrZeb#4W0}$c?;w>o#F8C!ezGl5Jg2S7A!yf5`r2Lo_*BZ&-oFuvp)zr*(|s;8#<@h
z)+sj_Uuny)xkzA6RF1Ukbbd=c-f4I1HJ_Rfs(0DuEV8LzmuK~q!=2LLeGtXgPW#KD
zk@@G4Rg@v97+#S&ipaYJutZRHkzba#LQ(TEh(rZl@me&|Z5%@L)+^>pR!kjl<Fex`
zd(%#b*Sc!LHs2O%C5T5dgl(lAAK)g?qtR*>j4wg`p(!sy*<|`zi62Su+%P(eiP~qe
z?!EjKmnP4(cs#Smn6y~l?-{bQ;ECM*5E2``X#`+2&nt^G7W!xjdSN%!{-I3^>z(Xg
z=*IgI_YZy~>A<=sDwc3lMf0usK8Qu@YpLjAAW1OINsOPb^MeW!pD-`KA6e<mF=e*;
zt^nPi3>2*nejUl$V4r4fN_HKN?gQ|zU);yELE<xk`7+m+&!C9ts2s*kXq>rjoSJS@
zm6rA}G_~#WKaYY|<~?Uadaq@Z!ckdRng-|VJJnFHmx%nv4{XL^X%(t`^pM!|XsUXI
z>J?nORr^{eoo)93<hykedS}!!!}S9R3Jm?lW6E@kd4Y14@Fcn{q)!*5{5t16eCPN}
z)=f=aUhhw;EYih3r0M<4-*MDPskOi`K@f2J8-GJp2PfER-tZbUr?Cv;^bwQ(Jjxa0
z`ELj3lK1A1@_##_sc9vSJY_=CiW;z^%zAG;I^CI>-xc+xb^4;qkX7YF*X)o{23~G~
ze4F&5>DemMv6N(%yHC`EKLObwCGbw|06AR%L5-aW%Br)&<XdU>dTV6cjoW$RIOR+a
zO`x2*2$5?JJfT+yH*eNiHg*LTtd?3ouP2nr{X8tzU-n5^F3|^#^JF>nb0V+&>tvn1
zX~^MnZ*0qz@1L|atgj#T=C|&$rf&b|m3qZa%)7@-l=tri9UZ0X*|q+{)0l@(G)pd9
zafZM5f&Sx-&hBraO9@QRTb50bRb<p%2g))KAU`p|EO&>JLcPDxZa<4Sr$7Gm%8SR=
z4K&*ux$6kSp|qxvwq)Dyrhq>pgp|-CsdnJj;8wP;XC5v57D%gIJaTwo_55!&M~{F$
z&8-8V@yV9!DG^r!X9+B`o{N|YA93{!>}lxqZQq&GRu(0hGxxF0xyKF9m@9D)XB%#M
z>%KhW`%*mgtZ*uF&j|B$?m^NOc!1?r`B9wAWg=;X6NVHt`fz%9yZ51fL%@92N<I^B
zH!%@2-R;qiBmaWNUWQdJd+;8o$wjbd_et$8Q~nMzM`+EnD=G#Ly&ixsEq?4t5oJs)
zwDCG^NWm!vjj#I-1m^Etz{K0XRP-{abCyU!Ga_g`H(-xlo9is0;!v7}(`1ESEbt~O
zw`(<FpUo7X#j5QX2t6o7KRIYH+t{o7GRTEX4oUOhD*WHWW-v7APfndsT~g`uXt*)y
z*ro1#s1->o8qNvW1+KQit%lrN&?~zTrpG`8*)xs`SK9M4RousB-`-dNy$=U(sRB7?
z9!zG>w~cxNi;YQFJqeL2BG!S2X*%z~<F}}Tg+ZN-mJ)>>urp?$W9p)k!4P4(k)2nF
z3zheG0Mct)U#rc=dO$BP-6&%?>c!I|dpa(jzBlvWO6tfviX&xouoF^o>RoL0+nJ^*
z(Tj{l<rg^Xh0-iU_i4Q|A3Zkd3&jyD7+-=bXWL#5P^9$@LDkC_Z7{K|*3xn9x`>qS
zCfn?=i;0e<aHQWWZOQN*WHaU2<27j{w>i<K-%XPiiVnL6W{q8VH4i>)JXXE75UqZG
zyQ{;|aOiLI&&~T|Z1Q5_GaWnsHljPY0>=|i5=fb`OeZ_cB*D(6C^YSSzXl#+*5)m{
zEKgmJHuYpF+^jayQ=1jAjNdjxEnb<U#)V~R4gMmb-T}IhE%~AsVyj8Jy~g<p!xKaO
zY^~m^3uq=Sl|eET0Wo^E_Sst~`0)MZTZJ4{G@<I4x2PVAf9D5n`IORfCd-rN%uQLE
zCPOHl22fK?T9}^N{85J$cE2xJ{OBVC%K)(TR3%4Q=E{o1B2Jx3PVKj)-u;_=*@P!Y
zJ=Z<m^}e<gnrrrPlv%C#N6Eid-XGck8x*TnvF^F*f3+BTnh}uf`nEGhybpCN9d@fv
z9wAB@+4RxdTqknqG1_W&xYO39-Xa49KYETfIsC(HYDx!I1R7kki)ICp<C2w-#7A+;
z9cs!Mv9F(m7;^Te!|)xK2x$`S#uOH{1bP+;1>yUuB0(^Ob>n`&-}i(g{J2%;lL;nE
z`_n*NQn*xQa^t(iD&ZEK{D$5*!;C=z+ZQ9o)J0F=7Vj9LI9SG27sI9W7OJray6ZWo
z;b<<s@zF-{=?G$QP_!{9C^z2K0#+`pS;=MUxQO;Uy_4fY$DJ^Io$Z&bGfe2ECEP$z
z>VVafv=7G|%$U#ki-3UrH>WPR*+rHk5+qN0gFh8pkF_xJz#{dMQvDC>O6RjY)brPk
zlz+BbAh0Iw=82pINRG!F*JrT}sVl-4!SmOH$2<OtxBVQmsif~A^>4z#V+eE~tDMWh
zc|~%RgY$LMvsF!aX4D5eh?KO&0bJZP(1Segd2_RBj0*@f4wob(SCnre9-Wy9Q7ZTQ
zLU~COnb_5a(~?hJh-w4qh-4MyShwyTa%bL=NssH&s<%+*eYL2Z-veUrJg<p*TXrZV
zs_MjB==Q_qp4rr*#!V4%yi2$F>)@Zr@&{SbpKHWVwqIu|cQ#Ag8SkSARp68}ij<>)
znW|@W@kEN>(%_rW2AnwA6G1l8SKUKJ_a{=O9+B}PRH!Vp)a?Z1?-0;y0~A1kE;U=o
z4@$;`T+(R&iO#!Y(5EFW>-b6VRF^XOyxsh1aEc}q>8h|Az@#53Df4`)yvN~(jeq)V
zm}{35e&%e&y^Pacr1fv|eYT%*ZD*6Rwk-8+Uw&G~lJ$Rh@c!N_icQ|pAe}_=e%`5$
z?gwTyDK?!MxS<>E6j97<aHC~^ywjF<QSV%t$=4R7RHy8)%N_STwB6;@TG_AeLRyxW
z>S6ZXb{<QWtOuNoo0v+GctYK+ZyHn6rB5$-cu_#7HZ$DNuLcw3SO2H>>)wCv|D}X)
zLpXZ^lIP?NqrO3<-8ja1QZE~IwAX;m0przfo{fz4rl)=vB`RM${};y{^M}RbO!<+r
zk@d7LBa&BqbVzlJ%=a@;UuVW@PCK%X(ud8vQeJZu@3v#M(8k2NC0SH$<Zd78VjTsn
zh$e>2XH}KC;_K-q-&St_J$DA|CoZ+4w9H`6t=VJ!k@==+@@C7R#;jKN9Mfh8IeIw*
z3wsrXo-R6(e&{C^abFAybWTt=g4FT3h4iHe&?OmbN2<AD{M=|PYm)iG<zsrCn1~%>
zN7{f+f$K(pkb8^YTFCK9TQWIkCMX7%R+%SV%G3HI1GzoAvXTs}(+AI)00)htptqT`
z(lW}}`|2zEvk*fqOh5Z!_k%v`U3G4cX!)lXDF@U(AbpoOl!MDO65lw{)1b0;3c5yg
zuAJ{T^QP=C8tC$@%bj{HD!w6n!Z)806!{=@O0My<2&`)XWr{`|(N8lM0$zHrJkQ_)
z@Es_87(CQuzpqB81|0yvfV^)9H!M83Tl2PzVbV-wxukafGi6xSOW^z#l8y`)ifT}o
zCN>veh3ROE`)56sb`4fbqQ0s$d(s$MpggdD^5wekvyR(;&@1h8KURiehHA{7hy;hE
z{b639K(yOdGXr$5zuX|cY3q(wv`i0>N+B=no`+m+`!2NHF>{ZhTNJTa-zX9sL)(&d
zE9a#liO@Z`t)oad3031H(~v>qTZNC3z|+chQ|Z)WRfOL+(fe0Uel|dz?8eq}or8}<
z8QeumreFp%y$9{H6Z54NX61nvYme?*Fsr}l&zyK>`Zyq^I$KUTHNiV&tHfri*vBUv
zvAnx&Xj**y-O8yYe)-z9>liIlF*$S2C>6Ys9hv7F7Dev``Bo1XZj>EUO;gT=#@+qV
zo<z%v&9m;Xy<6UYn+YRv95WcY7u<#Sfs6tr&c|f*Vy^G^XOj9hbwNbPHO)t3#htbp
zwdsLS{u>=1MDk6woQ@gIXXYiTty{Ii+(l<w%WL-F0txfzj(D%ut~qEJBi}=mlE4*?
zFV9ksO&%sET7aH<dUmE=_ONHSX#Ued96C*n3pl8Ob!<9rH)y|nZ5RvWF+^ysx(}JN
zoq>pM^Vw7nh*%b`eX}HG8)yCh)N0&a(@;+McZyEz!R*3Vl(_z^tb6Dd<(`$=T99E}
zf$BBG0@>;$fF@n?ZgBzp8&d?oz%hG3(=uG;=<7UMgB303neA+2<7euES|H(GCvt-k
z{_@2m8T3Tw6L6W@l~$S)6INn7E^Id_SG}M)MzwG&8i_yI9^mm#R|^uM4t50`gQ-!7
zvBtkdU`!<$*mYz<<nhbW$`tj?af$FgR5Mj=EzASDHuB8eWrqD00D@3N^m84IMvS&k
z+R5X!g=Qz#!;a)?CQ%T7eGLEC$7lipJMcWd)5J#%JD(>}TVWT)d=b<sQ@Niin9ikA
z-~z(+ayauI<zx?6^x}!kL=vt8K5JzZp#j&!NurRiDjK3|O?Z56on9MSn(O1xEsKbn
zExGNZk1*NyAq|JQ+cgil)mPgecBufS<=v>eWvPV|Ax`U`@V7^Vg&hC#-hx>a5_}9j
z(Y}9_t9SGS{r#~1d``!eVE2#Yj+P%C8_JsTHL}@zeTotTUAq^S=3#Hs8PcZ#zE4qo
zrlbSg;Lk_I3E>6#Ckuw!d)S3>;$P^c!B}s=cM~xYJs>a}OJF~DR%va0e?(1^3mGfi
z+XB_E%<OzIA%o@}ahaFg-rs~xT9Y0Z)bB)ZVFP)H2fLQPI24;VmA*;N{63Y<K4Sbi
zM|k3u1@p`KHtRcV9W1%*iRW-2Ed2K2nybGTc&MqKo;nh#HoN0-Qg&2gPot#P=6=M`
zklB;LUdABkK(2T89VjgH@!I!XG_sD^!ZU`w1S*pb^&jzQ*8rHIhD$NgVk+BxMR>7&
z+tyAfEoF^^gj?u=FTQ1eU9ak)mCw7>Syasd8z;{HspU0+U%i;2eU51CrRduD9Htw!
z)P+q~Uk1i@5=bf{ANFmJk!Re>^?;l}x|jw|@QR`g&sXpOk>oq;8~XIZ=C!xbk3rur
zc+FnlRr@w@c8D_?^Mm)2BM)xLmxr<6wt^<3BzOYkN+2iwZYa)9jxXb6F*sP!_BZN?
z-RBJyoflB}j5HlhIX_I#G;3aCUNpgcsJLnBCp>C(CenKq+la}?tQ|GLk>z%2m~K$s
z+dE$nY5Pfj{B+GhcDYc*afZvc+u{76a>NO9&{S5H3wfbf;aBNEZBZZ4s?cTXzuPp-
zX)4CoJ&N{627=xEAjKc&jXBu7)tbuZlT}mcnfPBJtPDio1TdM^>+u$;Ulo%hoPAUH
zmVa2zNzVR<k>g<zWZ!zu$>1VCtlh@yb979BQb7wVy;%zHd<^6ZZeplwuikk$eZ8;S
z-K#ML($@SdpM@Kk8gG*yWGT{Lb0X5xljMJ~jZUCjzlr=HuZn_{SB#3IiLEpXR0QUZ
zr`fcF9&Vz%rufrD8%JQ^!y5IMUXYq@SqJ|`Zehq$zV;3G_L8c(4(%|+%iC(^&3CE;
znUo7NCw6I&b@OHbG-u{2b?MqodfqDq=Yj4suRU-c?mZyde~}-AZgUrh{pG{7ciHxM
z$;&7NB8|j6a?^F-ahJNuMZL{>t^kCil|w($xWj<lA-;dXC0ey8D=-^SrDavmqeqsi
zEs;L<$=;2scNtsXcAhj7HQ+?4970))S$;fS1fy3a)M&RQY4gY1t<%>X-h@ENNWS3v
z#2W2&QQRW61gjQD5nm9IeAleIb@=E;s^C}Vb!*TCrqK-5Xod)P+S2ittvqUwrZX>g
zqpye;#tz+75gcUDhn<^nEeO%~Cz#>~vaOAEBOX}l*+Ens1Lv6DPp2jDjCPS2at4@%
zf(Icf^YWIDq`=zaG)nrL^U%(dR%%Jvu@Rz23{&H2*Y6^oF6P1eJ#z1ZU3JmLJg=hA
zI9Ja0^9cJ2&hr56F6zLQQ-qdJ6={^kO@TD-dxt$1A2ZBKxTt8jA?4lF%%p<I<As6t
zi)nE~2m=5S$O7U?$fkRE#$~J~iNd18wH(#JSz8T4A{DX$wJa8=e@D_TtgFc|HU_H}
z8H+f<j3?#I)p}TXs_vYI>ccxSW4*s0%sSrpz1#y6`)1-DHTjyw`aUqYJ#E(wG|O@Y
z*h?m{%-YP?&wQmB5*Ca|STtc=?<YjaU(nmfw1Z4lC7bRuU5k)Lb=rJD82f^}IbnNG
zWa^Wo?}9jBD%I~j@wVj*tNUZijDHi<#s7Xkj#AF;u5q(?ND4Utp3MtO)RLyj0S1Xw
zldlKUCzmU*O5jhk^9c8;E#w1)ZwzISd9HotUozCcATIID#xIMBXv!Z5>s>>p-h-H^
zo8BZNb`@i=Ya8`MQx8Bl+W%;HojRZ`)*$G)&sOPZ{u({-E_~<5=n-(nqSS${Iqio_
zPMO+&60Tv0KR1uP3pZJ8RQ3MQ5kYSX$MTO`lG+2ANUrgD1ERNPj-(n)-+@oZ>XK73
zaXOWu*3unusslRwY{C^>j}WL6Endt{Qgna~e3|%O1Gq&={~+_^q#knbb{E~1S%1cl
zLH`BemgAnseNgLoUjOy3DBa#_7ox~wX6#buv;~B*nQ#nNRSUfGJj|Cvs?|0WMIS@k
z&@uZ7y#}O?g?@@9<GBQ{O1-H0P-3+y()edKKfz0NflSA>XS;<=Mg9=gyz{Yxy8m9V
z;1V)QdDt+*+ZU5fEv~WlfQh;i57923tBhIJ<#;7D4YZHZRJ!k5FP5*6MUJH{y3z^3
zRvzU+;TpxM^h@4TD)Y``V_Zhe6SC)e!UmT5kvy@zXj}*^K7Bl!RsG>fm~pV5w2m)>
z7CF7f3zq)CW3|BUxIxDA)Qf^S$IvZPplwm3x$21MRK(>>8^NE<b6c|R4R0G=ADc3K
zKK5c}MA34!5Mbva#Vo4(+`2$&Al@x974K$p*pLoP8BQL6!Hr=?NTM-PfJx)0%<%G8
z$~#P#AQp|#!JfL`9JKmt`R8!D^qSf?%$0@aUZ_uKu5uJJcpH^<q~V>Lxw82DEaIra
zh%7p|JB^D`UBxw{FrxMWvyd6=A3p2UYnbcKo{7=;YL@DFefvqsF?8w}(z)+`Ge~EN
zU!zCKQP+ILc0n%9IW~@uPMrthSZp~{8vQ=x;F(CT`>~BiBa)ZU*S;;fz3o6aQk`8H
zx$zf~z`kHBw{e4-W+Cj^3w`Wf=f;f-f#R+#M(mdYRm#8{WM4UHfauHZbNNZo)um=#
zEDFMUNq6^n#vXh}Gkmqj6!V9#JWclltfJGQFY2Iu5eeQQTuFV>NeA9<yPpZtuVNpA
z2?VO)p!v2)o!0hrpR`U2DG(He`C_fEI4T5}-B`^v_ScFywrocp&d7(c5c`X1n>p<$
zNCUXA4^DlPH7Gfu#L$S9Q?zV;QkJT{)j!adb4m3Dt5Vs8W;}L!yMwFT6C5<&Ld%0K
zDM+AIz)xapRfU!b2-VZ!4uX>ScQzU$qN=xjx)Pvr*KkbIXalbJFdnCu%2jL8m0$1?
zqaqDSD9%Q^BgWIl%NRb=6LA@r`c)g5Yx}Eba?@ftlh?7$T_9E6dxm}<!hBR#;Rb8T
z*J+WQevkJZ!>}(T-D1=~(e|Y5=bxdqhBHe*Od{SBXVjkf3y0AA*>c9<5->8-hD199
zq^&$*pC(w3d0W7GyoGSSFQMY>7&LEdw+r20KL8)KPi>|{4GxL>)^4eld(YK6L<9OU
za9&qw+CyC~NIxsk8>+oC3tCE_y%(D7W&VjlIu*9kh(e|?Z@6l(ls9QPr{Xpx$b+MP
z;H{W6m-Jr|t3|O59-K)CMR8%5%nBE^JB!}=srOVH?J0Y-Qd~Y`aMeN*A;99M-u5T0
z8l{=CJh)vxcMv+4fVWMsi&=;eB>+-v*`cYs_4^Y{di~JjY<teFD}{=iZQ&A^#*GrH
zI!_x6oihS9@GAvX#&^YvNu2_VPo6U#dtu!Yuias49|x4%+Pq1TdtHvN;xmrtV4TAq
zeiMI7nyr+$7Xc|3Vl`yJD}U3X(2E;hoYivp{G%8_^QQt%gdeoI&tSH_JmyDdd}Lke
zm9xb21uCZMzkhWJC2iYca3SA>NtX(!7Z$!LvXGwD%781$yRXi-!6TdeEZ`URH`k1=
zF`4ZN9htSvKOtwZh=B4;Qt{G_cHAggltGj^WjKs#1=uXox?%)DF~^m02|}-0^jeZ#
z4>3~fCj`{K-HHnk?oRzAyb%>3DGDrdm8AV02y?{>2b3i~40gvjPgGL2$UI_1V4m+V
z>!lZG%P4$AT=B;&FS;ZLA*%O0-gm394c0<?!F&-+$9a!t{|GWfku*(OG6{QtHI`wZ
z*YPx%R%HE+F6R9K8MWf$QjerHgI=#_>_4oHcy~|FcZ&1%nDNWUs}oUIh9OJEWF)K}
z@4y@3^CCcyaVtpMLiujzxCCL<esOQ_=<rfSw_ELJR&(Y;tzVFgy=PV_nbf$8g^`tc
zPuu;xVjFYmt5K{3{sEwCFBHNqTo|HaHM72WI0vQt5FV}<%VDo)e<q|$h@lOLJZxKk
zsXoH~2JM^RqDW&_4`#-d%v;WA9G=X;GPN}$#ydQqEFq|D+(ZG>!1S5q^a~Q7A^0NA
zun4!#O+HHw#g7LPL#$NMwVWN~%&;~H$6|De4fzkrAjoQ9vex0DdLXm>`kY`DRE+l@
z9d`Ii7*h~0dUyCuZt@O99^Hkd<!@c1Kh}pS+8rufR8HUif|Soha|W0bZM7XQuqkpF
zqgb&r(A>VKMkX^^V#8Ppql6_6*0ZWmPiAVvcZ7VHcpksza-g95+R=Ve!?(_OIuTRC
zkbOwozxYE`OCQz0KTNo07mk?;-_`s!3DqRegay*GZlw9xznq#Gn7`F(XLF+|**Zb0
zrCsqS1WB8)NfYd7gK9X2$%$1C%$00>$2wCAoT1K|3g^9Njd&b)=Jd+kV=I7gYf5!s
zC+4lHWp)hm=_|eB7)07pOg`Op%J?Qon#oM%@kQX)3qN1iLYnr~G96<&fFq^EMzlCH
z2g|~(UxyrKac-I=+!A>>hH=i0{|OP}HxQuO0TrffR6X?4-&BbE__WoBf$D83?;_Ak
z^(#dS(z3&r&zx!Y7EIVg+iwi;cNnY5tKZ|~C!F`}#s)@B!W;V{k#&7U>ERp+=xBr7
zM#iN#O&&Iwuj(@S8X={!K;3|cAJ>d<`YPl_LSJTT*<o%iP!U3K;OoXLk}Wr)l-UW_
z19u%&RosJSFLdmPi^RG&2-TNKA9(0dcj&FT%lZcjXIsu(7+$+>Z_eqo(TFDGp@s$-
z>4n~^2?w8dPK~D5Dwx!~G_x|Z*1j<LF}rCC=DkOq<L;fWsV>xrUOMNr;N$q(9|dmY
zm4Od+$F(_$@58m57E1P9mN{#KJ5Ng*81f!x3Ez>>z^i8qlAR6a>*?XUY{6CjUm{ud
z<Ex2o#(<PkYKXwM*e=g9*#jN-wq|7mx7*Yk%-%yj&)#B;-hCUN9h$OKz0^`gRNR=h
zasA*LY1vQx7aIQ;W-tAf#H*VXU^|V4R_5(c*5ZzqHefL@koQkoe#>b(Mzc8G@jq!>
z(d^B#yqgBXy*8bAlZ4(`+R;t#Q;3&o`LiLCYa?>U$Uq%FVJ~#5X+%F+j{B_cNonZw
z^Nvt#hf(qosN)a5NnV{YPY@WKSky<_2RSEIIRqLnph$&)G(nBLBd#2YSN2T!;LH4M
z655lIAP@euup!g`f>q7eDU}Ya@h`#B?Y|~&ik?D~G{85VvIDGCc|UQK0d2<QgB*ck
zs=>%UdR$bMQNZEjKpkB*J|kp$VP`<_ZT<e{p9~M0KfZG&*EZbl%K6ewQAAvh@YTrC
zes|dkt!za3{St4o3*iV<(boEC<gScdcg$U){~yY)`829cPMYR)<7#%u8a;HE4d3@u
zd48Aa)H(f{LvIL#daeu?34P)qP331wby2<|6KS=yT8$XAP<usf@Tb~S{cBi6&=SYP
zT@oQ{X0FL@gz%Gsb-QIp%X)|iH7&eW0p%%NM*M1&F7R5UgvbKv*Z2Rs(~fFw6SjQS
zDfFN#^UwO`Z*Q0@)qj=!wf~B#HV2FLaoSL&BcuG!m)C6f)r-=u{)gfo!wiLRtl`Cp
z{l6kZQVTm?+F&Evuu-XaVf|L`*)Tn0Ufm=-6Cl)rrPLx-O#{~Dw>u2so?yFjeYCFY
zwvS`_Bj)4hhNE@rf;HlG^_m9Yo1*8zhq)>+>E@~7*Yk`YE^&z%-y8G+6!dQ!agC1?
z!Olu0`lXX9cS<Xxq&$XSoAo`Tx<HWcEZ=l!{L$HVWUxW->%YPcsdm+SJMq^)Mn0}*
z7asQkfl+2lL4HA!yAc}yU-33aFQ6tyRXA2)ZnPWS*29@{{w{!8eWfoWbxYpQNZ`Z`
zhS~6=`4Fne5x*7^rGFaA;UnjsHbsf(oQ(fd!yVfAou5MEUzT<M&DjM1V7fUFzGMsl
zWo`1H0dlEcUTCZ(2aF}eZvmw#X?|7M6Sr8@Xv0B!!v2-(7q1*_HXIh!S@$nkouTI4
z(CN<%*S%#K140H7a#M*jz1tKTGdg*?E1Fmx78w?tA-A&-zK@Qs>?Y#%95qWoj-!qr
zoa$x<NfxUz7mq>vJx}zmDOVD#PppyKDnqI52}6k=ntFcZ!3>v49d#Hj^bN#+dwyGZ
zUdy4U{4GAF_LTq%6vP;|R;=?B`V~-&!FSTzTRW07|G^$!)eGV<F#3;fid7vG@4;^s
znxs7F(RErG@}|k8mkr{M@tRb{pul7VJWE_mtj*c$-w#CwG}oAd5jY4E&amiGHOc6)
zL&rj~E;Gt{|LL`ma_1K_|7J5;wCdOALgOvDyg1!_llJo{e16yP{v1YpnWF9pWW}3$
zdarit+~^72FPYRw9r}K)4H%2K<=Iia@B7Dci@xf1!y?Ts(>z&~3NfahkUrY{Ke#gj
zc=V36?duVQ=%PnfZELi%dwVJ7>{B%BBKSZc3-K!l6`UPvYQQp!FE;zbTv6eJIBjG%
z;>`93KL-xl+D+c!ca;!U^4%o|P)m9Z&DshkrddB%E1(o^6;kN-&jzj%30N!8S`0;Z
z)LurFBW_<U46pe<6a6bXEXW2<cx@^wUM4>6w95*5$&LfNjatezSQW6vkhj4V9H}Un
zAs|%qh>fYBEo(r1XtH*)w^@(H<3pP#!-Oii8souCQq7U3nS;llCZ%v339qjb;!Pn-
zjPW7ibZx&$_l48Y0~I=if*lkI>no|{a22xd6T%r4Y3l4QtY>_gyO%i_hPx}Sx``>s
z|Kf}&8l5RSGB<%0_@?p^fpo$WV-v0GfF_xMlT0Zj!a-og=W)SQYs;?jd}fnV&;4ww
z2#KGm(!d@gFSG{?02489fniNn@iET3cG^-_4^IMABtoO@Nj`eszYOQdD&eruQFyyL
z$CC3HNl6$T&*q4%kM&16vV%t6M^D%fY#h6NbjI{5wB_M@qH`w5f5JxbVMH5<k~VJ@
zPAKDcohGFvsHU|bU+O>+E_yns1QNl-K}adJ=XD)gvVC=1*tCSJ-kjq>wCT)Ph^X#y
zVhxI<fp@Tn&PnH1*h3aWkTLcGxAGH0LdXt!dV@8fyu<H&UWVT)BSnje4nBz2wEcH*
zSB{7}i5Hj7tDX-G`c)ecopl>B1m-kDz-&+hORTo;1f#F(p;y|^T_L3k{Mw*NGSI>g
zyB2-x1Vj*kb#H~t%LVlKz=Dvkq(IBphpBUJ@t?-njnw5BN+!&ca^HGr&CjNa*M)aT
zEDY6ds|um@=HUo#iOCgPK2nmZd%!vOMS%*OO+<Nl{>Hm=-SL41EC6W-D>K8^)Hd5%
z_R~siX+Y<t4D8gm#TjC<h(?&j7&&L`*KXH{&}lF2tkk!y)8>rpSuyh%=(_&Hj=MGx
zFxJd%z#nN!b`0fSCa;B;xw#Q;E|>ZsC^ttI$tBt^N7p6WAaT0A+FEEBydbi5E3YGK
zGE&=pMIt|B{D*CwMVcogYYtk*d?6m6t?^=2{@}25>GUtphg9qIZ8!!4fivZU$ph!j
z^?p8aIRF~<boc(P0$rN+D~k;1h)%=BU-d{jVi2)qQtQkXFh;0q(~Lv#C2*5wW2|q4
zA*o;-@8o|*+oLGJ1r)7q>DHQ`&m-9U+{*g<+l2`l7(yE(dQW)`i+RQ^`@IeM*-!)0
zN*;1OYI;F`Gu`VvE+F!7nkd(ck-&YpF|*z5>f>?2U-ciUkIMK|{BI6(dT0zmP|Ak6
zCZ!-s@sRJ5nmxLs#DFFTX>#z1HR=K^Y^IykmRh(n_y+58q08_eljQ_9KXu}`38&-x
za!waxsz>JS&Gl<`cz2ioW!xL6*`?p#$QY`}>Hl4R88sn6ATVpByrrRdC?szb;c&FN
zcnL@|vz5X2#RHe;OV3hvJi|QnFz>5Ct#Gzk=s{@Sk5}AI*#%8DGw(g-ZHm!nfO(V4
z*arV0+#jF<r=_=7C2{{4t9$EMNak)wBVTVyuvL0#6Q>_NNlib*BKx%iv#u$?BL*SO
z=?n!FSiB(XXij$S^1<S)>;@#GAhJJzsa|z_lzj0pekflAnn1SV3L>z9z1>ZRi2sOq
z%59iEhv1k*<9VF|@q0GmLy++D${-W}w($bs(9z`!{`Sv@fVXx46Q5Qd89$|($naaH
zX8K9UsnF?j$+VB*dLN_jR+4NV<aXLn6fOsf<leiOoX2`$*PCl@!^#r9*oheHE-#|t
zTQ>PMu!fu99=!dny@vl&Nc=!yon%?F<H{N>SocC$0ma=0?*C?6u&y{PG!@SukokW4
ze7B2P{g^>!)buhKE1-!oD(11C;R6|rp{lVq0+}YhTISPO4gGT<`Oj&epVg;K691vT
zOGIuv*VvnSk2IiI|Ftw@Ipz9T*#NZO{EV+;>qZmumLWV$wgI?NGu^TYcAeEFPqIe;
zE_-1RA-#J_VCo@QE@XQ2&g`-8_cjWi5HXxNh}*v3g-3V#(KRW_E}X{{_P)FFB<qHv
z$oYK{Qp`hy=DaNZ8>P(DT$vf|jz*TX5V825z^(?m#gO5p`fQ&~HF;TNVV?hv2H7%S
z=Z@ZZdK_9=f(ybe!3PB{i_}RPj$UOtzEpDU^j!~_7{95OrSCV=ai=da>fS#b=A5mi
z^uL>p*LI-TWXI9<d5o&`b;3gS0vozDQ)QM>B^{nftUE(G@q`(xYEkqWY!7@-L<d+P
z-k^mTBS9T*<qR&6$skA4y(uT4*@Vh=RHQbGBDaK>?BvHSPLgayiT<hhF9lR-7-CI1
zq^f^J38AzkoImK$HMd$$``~VtIG|qHpe}xBKYaL25+yOuwzu(fMAAwHNFH^HJVv1T
zuhc}9f18KLw$9aqM|^Jr;zp{RVJ6@9U|=u0wU4S%86NHPj!IkpQVZs5iAVms?mNSb
zggqEEX@kgLkP9)LY`a!n4I(=Cm){t^PY4%7QQ2tfm+}JYrPp`Y$h@;TBK1tF?lvPt
zaR6}630%<V^W%?ym^}g7(L7GovAg2qU_c}7dO$(Oy5`p)jzd?t%bB0}x)#W?RC6J0
z<FydG4YzFtE9G@uCQXbE2Asfa*m^|*!p{kr9CcBBikXjzwbky#4Zq9B*q9=XaNPEz
za9{xP_XdDpVVh?X2ly#6|BoDd+X^hSU8kR%?6DSkc|zc<aWwhx^5X%*IR66Ng+|{?
zxXiWguHMfC=T`y=6%-NibHYCV6R2>IgNMmw@G?ozW=IOHy^^S_XHq2hcUvu8x6OU-
ze?TOsa&u&1d(<W6aMMr7DON}3z>86_VsG6HM`Hi?=-*G9F6Uj|oXIme&5ul84Yd#<
z%bly{?)`_imUA~wwU*WSFQ_lzC(8*ia`?b7KU~>ix71!vAC0a@t<e&1X?~5Zcz|u9
z^w8JSPMYxc>ye{JK8734-d<~x?5a<+0vJ$}s%Ddjj>(k}|NcFJY=uCZMP3fM2AMpu
z(+7SB8~dE&s`#EdF%|lP7tv`dqbJGzr&qWUsgpVLbC>!L%foYRFwqlGIcarC^r$#x
z0zG+>%%Q(de~XcEtANVwKY_KNV655}5H+VZp5G#5AgY&3dDEG8+5$b<u^r{5yl7w(
zGZQu}O;Np*rfQ3Ja|CQ{DAVO`*BpgazMg9YdoF{`$0#)9%z4)n+ohnq$_rhrS{=_z
zI%XoY$flX7LZidrb(5TA`?9`D;x50H>(#<}R1BM+U7q9EL#pNH4}(c&nK2*qOx*iH
z#V54s@=plW5THB!T=-kIJT0PG?=Ue}T3@lpBu7G})<4idYCojq+<LFMfh?k3+xk|U
zE8|JR%KG+2YPdJx{pqw%T6k*FywNr29&^=iDWMKb4<$V4p!ZZH5W&dCvD#DoN!--0
z^PQlb=xJfKk#n^X9Gx!!jS7B+6MHpczVMRPzQd=<QmR2&Ny1v6n{lZkB2pVD<?JG2
zO`br~(Fl<}FlZKEK;Cyny`$uA7m$Hia%j(K<73KlqAnjyS!z3WNIH9*vVYU1iM4;M
z9^e!_9$cRB&r0o}rqoN*D|y!|!}X%C*w}0EL2=-3n<vdCYI(6Rwui9R_l)Ahx6W$i
z_9`<5(bt<)gk>8qryOLuUZR$NE9H+Ie1nBu91sEqk<Xa+gttwYscXhSz6|OW$T2qm
z8ugE>(*>+$SZEYgX1!0H_da%4No7Mt9gi<y12d^fFGm`n8WX`bRM2d_px@I5A0XuS
zG90*rWyc}s^dQwtjhXR}KW`FRb_}!LOO0eFNfFDe<_PD>jzB_XiuJAd*j$&41L;ew
znRo|`Rr=<i-be4&TrN=Tg14@nBIP0OQVc@BoT3zQ>H{G)=<(*_?YsN&yP>cbx_R?6
zq(C%pyaz}#r|=P`yG=#a$KBT>YyOR))~yICj3RbnGiFZoiMLsCt7^OVJIFyf&>;At
zg5WefRc)fZqwZY@SL~7+3X6)=8OHBf5GiNM(^6-X+>J-%Q6*VSX`l~N5vPyrH7=+N
zX-Ib=z{RQ!V6}{8arZS8Qk+l&@;?87aoeys$I8he@gQraOWNQPLlV?an??yJf0Obg
zA=USx@rV>4xd7o`+GaJI?r6-3$J#ks{eKn%5o=}4N>Wg!1KE)#v6qMTeHty8S^a`=
zXREhwFO2>6YO<Wb9<;s#4^|ysq=fIIuf7dpCbi}T+1A9|3HATFtPCiMsX@Xv%4WQ*
zN7wV#&wD^VZR+|i1>t?s4Wevpmt(0(p^$!n(8oc6q!>adWU@vubFW2dwtqIP!7&sn
zY?mgHw_3N#YMbs=D3*$5c?p!yft)19z|8n-@J&Pyvfd&Madqk)owzpOx6Gr}303aP
zAI838=%>{nZ_n<SJ^rPZIoeN!#Co1ept}8X`($UV*!lO4lcKJ(VdH<(pIgb*tAN)Y
z&mjt85NF$th*UYmJ`Un_Ab`Xlv0$2kvu)C?YB9klcr9b=JM#X)j-HBqi9w(4I-mBI
z>K#yEmU)9o%0g6UeU^vWYDONn?KpK$oLX&`8*t~^@59t-Zj~j|86K=iVV{C<lAH$R
zk@<bJCujw7+lWhZ2FYdKjMb)lXM$7K*2N&+88ctagA>1r=J%};>n^P#w-HlUYFtaF
z{WOW-&anjxOO@O1W1zr!_k5FRoPQN^KAqWbrUt*~*!yZv+2QA8k@b1*HR#hlZLMc`
z5_@xH5ldwOFDXlV?>KmLruN7GD6<8^6a?e&t8%z_JhS7<p1xpCvFjP-R|>EGx@Y1i
zy?uVZ=%i_@T47l=1?$Wl)2<L=s$1%dE+mtoxJ2u&_uqKWqCIixm4`2QDyTQgxvA$s
z=2D8YU|LU2(OVe=J|_E?Zk5AB*E1w*BifQ$o}@TEhAN|sLG1}dKp!bW?s03m2vIPi
zR8DhkiKYjS2~CGrk6}zbI_wXPCeG5x@5uadZw!_9A0`zC=7&}d_~`wTn}UR{GLr^u
zI!~BAMU$OA@W+M5$zZd0@1!UXaF(m<c$#K0$``x`2zZGL>68reS9);S<jQ_k_%`S%
zh@wU18B~8O*{}l<rPP6ST)J40QQkHeRZc7A2eA~##|YcT=>2;P95sI-ls#8(e1DaG
z-6rBqqU#6De2XnRERmCrtj!*B+J}YEl649kK4R4&C<{FTd)H}U>RU{vaH{?|s2->>
zr~SrwhlDTP+IJ~7fP5I^RYa+J-6Ohx!E<(!n+(G<+RLR=qs@P!1RG<S;)b%Qs1b8r
zUmq>+Oht)d5_+tVxM8tAn&lyIE}~QxU5>3TBzi1$xP?$p<I><8;c)826M71QMu<1*
z@;JIO0a~Sz5U;?-W(776{ShpTk?pHC&Ntk}fP2m0PHf{QUjwPKFA!qY=Pr+rN0bd`
zDqda@4$!OPs5x0W7%S%cq8`?Am>&Es=kgJ>%hJt|w~QO^-NLz)x}(*uX&z|#D?`|o
z>rexrbA>}OyGK!?`vFHwPfBuTWIc)~J^el^>|z`lz65knQ$kI3fVVmGXi`WrBo08B
zC4(an-jCzJYmYA<EuehnJEJ9dZDc{tKlNdUFSU@zAiBsd#F)z|a5FYVEwm*97lKd$
zqIh9U&9XeOnfYg3c9<dU&`X!}V5604jK7Il2Kp~h*KiH+*K#{GY$`x%>?E+pIBc|j
zzdpRo3p(!^PeQD?gd#a|g=2`Q2pfe0%Gef2w@_|1+olc8GnlW5wC9J``*V|K#+B*~
zkbDiGTN`<Ug;u?7{Mhnlsfm-yO9a;YD@(eNceKcyn9t$0A^IS1*)fK?p6A9_vq#sX
zt5XI(Jif9s5`=bbq1t*-Lg+S`^IR2};HquSi}p#QM#%3<&8}h8&MI$G1(z~matr3c
zdyRUu<+<Oq(4%@zsq)}UuxW!UiZ+xXb4p}*FdSWDneq!G!GU{MqKhJJ9fj*A3^5dM
za876M72)Lom^1ig0<b?saTwhwKb>za+C+c%s#B&t61l<hu+fGp!{?2)n=2jEmU`kC
z^P9bX(m8X+ncy}P(NS(az1P3po9ba@^*N@m<!|%;j1P8+!Gv)?K?OG3eZu^G6dew_
z)g4}kka9(dAvZC^vX=lWedCb(f0?lZeCiVD)V1noo9Dl6UtPPl)l}#{^j{s+jb9$2
zPuG|-OB%~duidbJ9yMV5qwSH{I$<ZqdU9t0vp2EqOzn@9vYD;F!2@Q2Q?67ayLVuC
z9>!FT9_dDg!b!SxiQ!UxG*`&+ycLPrW0&a3sDBJ38}jmal4N)($WTHH8>@Iqq#}+@
zHYv~NM}3Yy<LX~z?7lt;ltn_F^1CkK#us$Qk5-#)TjGpCL-v@Bwx#e>gr*XY@zD^|
zA+paZckp=%qdZy{r0O<vC5ls$G8{loor>Plp3+xz@FR)$rr_%l@zWPGv=1>)h7T~i
z`jBVL@-yGj1od2w9bbmtTadRtZCuCC4n>APfi$J2=Iu**>n{A?6E^22NYf}@;wwWg
zhC27kZuS#efI2&LCkB6UyPjNAQ6u~pG7yO)h3cgUEkv>FhFNLNyjv!&`#jo)A(01R
zb`WkA$dzI+Qn$DOm9S)=d;u{us8v9Z9xJH%)n~m#cR2^N59$#`DYP4RS}?0(;^I^f
z!6Qk&Dr6ep4PS5k8gjKtFUmxA(wI8>9@2{S0&kIBPwje&GeeS=_%Kd*=OIec%w$!o
z1%h{ec}3dvyIEnI=C=+$VI|$zA&1-PZPSd<2K~>*5RQ5~xYZZnNaK#(;5b_G|92M|
zB*JT}=Srh_(Fl)Eoe*D1=s^&|wn(O(UjsZ*`Hb@g{WS4zyGhw}g$s^(Yuxu;*jKIe
zdi|sairq`C&SZLs@`U;+D5t(m^<r7^R?&BSdY`ElstxK0Wdqxx9MAX|DtC*Z8ft!_
zCkh}m@=;a%2ZwX2d3y;2IkyW!n#OC&Emp@cwhXqMLY-@>Se@;#l3{2(&~2~S5NCMG
zT+7i4UA#yuP55ZdQBu<XE#6oLKVS3%#lgX}yl{Gc0oS~I(^_6GeI4sF`KBl55F?uk
zj-1N-vy=F3!P!A9rACsn54YT7$|zw*q^_sF3BhLX?Z-`<4FdlChTJ+hI>Le05Lv&)
z94O&_13Pr;bSSh8e|bQ8yRW$h%>eJ@f{(%%8yBq?DPk194f6Lo;KBQFfElt>c@?_H
z9U3|p6k~gq3c@aAenpS4?_EspvAmpnu6~>t1!<*sf5d3Btt^lO7om|xI@*75I`los
zMU`}1tCQV%#xtR@ABb@r!KGd_j9`GUoS*3Kj37ARGd_aI$ykwO9uIs|G~ZmoQVIJJ
zo$iXmgyV5By1Bv91P+<=3^#hplyf0aMgZ5Lu*_%*8?P`J+E+R8G2|V1aJl`=t0~Qw
z3m|;y1P6f{JR1)WRWn6@S_ac3xEnOs&Tu_yU+@6XPvph~`-#@Gsnqoc0rr^NzoHu3
zlA_A8$wJ{2<?hpS?$PFo#1gp74XyYO?fo;;XTY3{RDbFi)Fp@=GL9KJLQaMC!%Z#;
z7J=Ko0<>>)%@`tOy*<lpiuh0e-?~pEtH0;{N%&T|Id@|2DKz$}58^)O;;@%~*DWaL
z0JCKAo8$pGPlJpA^QO4<oT+ZX35+npa%PY3PUcFjg~@FcmW=V#WlzYQ9+AtOB1(1}
zV6|CG6`UI<yU9UI*D!l9iExw9OY(?5QjZ)LIGi2y;thLXnBg2qfM-TXt+FQXHTP){
zNeNQ0IIxzl#D86A-m@UQ5Li%|WYc+4cfJ94GwTyG-<wLUu>6loeD`S#0+#E4%1*vd
z@Bxx88BF&#2)fa<(5z)V=sIXT>G}_dg+ZORTA%}NLb6FUJnPmG(@9qwSlh85BJ%{v
z0ERVF&UmSp_d_@#*K1VhzG18Gy$TM(rFoqP5wE-ORGCQ&&9Kp;@Lf<4z?eIALstBU
z1v59}erJTt9YvqT(48=5FQ)XubnJn4bKa&Tv-j_(AuwLfy;J+Oma28J-q{5Gv>ZmJ
zFAquhO<H`FE<Ic~dX(u(ui!9NN^4m2gCzXd2y{{o^fVi@2mY;#P_1;%nasE8gvPTm
z23Mh=&3DqP_-fK?NKI2Q$h}hsi$Y-u%z;~KCC3BV9Q@QxcgdFD35rJ3Aj80YF;rgl
zLGk%Br2k=_8Y}eEcAp~mq9|wYc_}XcV?>7=3g}LH=>C8e4JAZ-LPECq5W+xlLRD?e
z+4LAqB+)rVfL6+bp_SAn=(el#*CE<<<H+V5<!<<45oBRAr$zXP`grxbc1I+amwHKX
zVzYy<U2F%5a1O<uSDO%3=CAqNcZS|nzXcB%bS#U&{$h_#gwWPZC(e5-RL20uZ*T(5
zS`Iw<81mKQT}X-`W$-2LgvlJ}ua?ggfj*+%%??yuM{RW5yNGRC-mYm_+tHwfa_LLe
zpk;r+4l=%7VP<Av@GCPuq`BshgDe<G>g{ua4`5O|-5%Qahxb9pE8Q?rlo5W^_wOSA
zS?Su`Xts%#qZcTHI({tE1xR!oMw(r>`5LWis^n2e$2TogKVmZ{UMwI+un<Zau+0L#
zl;AF0{SULvwIt~w(!u9*_|8>kle-60n&xcowOiv1C~@LG1h<d#Ke~jJD=wKyi!0YS
zmoV;b!^iPUaMz+B)usqS96aFH3cq)V=_?&r`NMkO_|+431W?(2ar-vs-QLt_vyRDw
zo-?3l`Ws1hL7ufe42b2CBKQ1B{;85s17AHgl7bkb#n&tf1-(Vp{p|4O$BL+{+Fh8v
zq?q8-qKFjnXpp3`5_s2+tdmDI1wuYt;OKc_o*LDcYhS>@8$_(lm|5SN5pc!%VaE30
zLyNDW#CZtxp$lA8C0#S6j$*b_qnRo`Bsi@}q%G`=K<5^V=4L{jJ>huks@@(yEJRvt
z=LjYP>3U9cK%ytpElx(Uof*GoB79Bg<qoAPdP;(Jn(O9mkVtOoL)9JG<&I<Yk~hNT
zbHnR9-RwDUMMvlN;Oae&D~cj?ETx}j<WKV4_84j4vWXw~+T!K8()Q>KH6io*{J~|*
z(OdS10@ly9_oWn`RcKIYaWB`YOyT6;oHIugj+3h?e&VE+e)=`z28-?l4vB98N4y~R
z0oKoCsB81>Hb7ZP0N_$hjAbjh$=01vK`%(E^mExphPxOLU8px%po~5#Wf0*%W`Rdz
zIVa#Ghb~<9K?tbDswe?zky5p4kkqOHwx`L+g*I+ySa7^3=r}#Pu)TC*NtD>E7itNr
zT-&3E<*$gt53i6wY4@*C_p`wJVx`wU+e2)0Jx_il^~M+&nxdLzPSm^FWD^gzv+<`p
zcwNc1^%_>NI*=%wrzFf83KA9pUP4tzHRQfU(ptScXnIYmwr2BFW-fLA{Mw~If8lBq
zZP%e_M&T2>P*PnZqrB!5wm`NNhIJKpq)IKTY8Jnew)u(QcEUcSQC*9gxU>JKR^T?{
z0)uP*ub(L#=08jpZIS!-!o5MA*`YHWc+6?RYjk}Z#<6Hu7uZ}w6uFq{O2?S<{Db_c
zF?6x+MaXytVgucT7zu-yAl<@7(_O9K1){%HD^L+j6NWXAo>p9F$d$FQg98dnNnyCg
zLdjB7Wvl^h`(+>?IK;k)cDPP)T8=8)!E{c8j|XXg*{RJ7zTl40f&wC2`T?H!j7q$)
zS*!0!xq>3k-r9Hh#v;RbiH(VNqI_cduH*c={$TQU+l{xG3bZxJh3z?$eqdaT7h1Ye
zdiduZM&eDzL-?8#se<Wj{|DHZIlVpFX}f(xQ+?Yw=X~0<Iny=fREMa0L6;c3MP(W4
z7OB8s$YiuNrQL;+D<|Q4{NxZ~l-bW&N}Ca2uuugsq)5YU=a{~W-^9;WK&ozoFI_K8
zTYPz|$T(zH%zqHhLHMY|S($YE3`-9Tf~AX%(DqWbWFEn}*+~&C))fNyee33fIAk&;
z-k~zitn4W?{=9lyI*MZ+M1<q<;I|V~q3td-^L!-<?MszjN^OT&DbpHi+9>xxKCU)c
z$@gj5IYOf1IT{97FrU7=0}M$b?{E1pQz%L#;X7YZH(jc*<Bvl_P*l*(BC=~PZ1rvB
zLG+;T2l1A41(#<TdiW!-owEO#sJfDP3ALZWPX$dbi~2BgEdIeUnkSI{f-|8E;XR{P
z04IIcl@0<3lqH($x86Y{Ih%n}{y!Xn;h!wWyC5R%>*!$w;}pR<z+BOal4s6&d(9G|
z?lELY9Oc4LLPt3R<!622-!0#SP2Gq=jvex<^G-VJ4k%--6F%V4!VNmh+CrpzI2C3c
zRT^Ujm2@fVui~XpPKeTtlp?8X&_^p={Lu9s%WSg%U0p^wpWB-eFa%aE7Zb@DM(M#c
zIN34eI@X7aekth9OdV=fn~<OaWzO#FiY~1jV*9yAZ}&~!Ca-D$$U&s}`xh~)tV3Ez
zb6p9#F`-v-hyorW0{1tRVR6~m(@Hkmv#R(1we;q3P2K7KIJ<&ESxyupT0n?7L6AVg
z;#Rg`5|Wslge_tR0>+#m42z;-I|H%^N3=kKzyT?QEQGCq!Gay{RV1j?SV;m!ie5#f
zYSq@N(`jeset#e4{{E7e`XZ2=&*yob_x9K@fiFZm%YN-t-<As?JKq#>p~MySX<E)0
zxc|xge_Q99rQiPV*#EP6NVlB*hv2m&G9k|IEuwx!A(jo5eNT_s)p1Y3c&>I$ZS0Rp
z+9|s2FMbbON3Cx(g28VekE<V~%pb9Q{m=P_vk`hxqHz>fTTi`+n!QtDqP~~3Uuii;
z^g2pyp?d}KxHQlPL${Se%BYA-I1tctXds9ifge>+yl-h6&yUH5;B(%<EW|sBj5vnu
zHl9~bs)4`PC)xlZ0u#3?#P26Y%tjKP<}h?qRf2bf(32>9khZsJGqt**0xd&+gsO1!
z--EM{H&Bz_3h*2{m|hPid;R%6_#x}7kh+sAEteDjiA>9SD=YV#_T~am|CqPhH5o7a
zC@IvD)~j;~gI#Xb4pJ2)9e~u&Y-)I1Ji;z8Q|>OJ;xinRCHM*Gos_h-rhQwtHrJjN
zcD>-*sW%5RW5@f~VTfaplVOu&i*gcW852!xWJHlQ-9tK!26rM8{!MNS=B2RSkz^M8
zT02A2cA#?p%kfhBKIqZZap2mKX%9X~k`G@{d)iT~mf#L0@l(of^Gbj0)tjK!7bVGT
z+tF{r<yjHNXwqJTwIK9B<H>aBb*nz!rF3boFYAe9i{lRH-yN2WqLf$fsZHKuFm)C(
z5~t=%xLavs9_LY|7Yl#dC;<|&t?{e(tFY4JA<h7>A}QnVAM|GagO?Zm0=ERq=4Br0
zP4&`F*TaFv{lI9y=D&i62*S<ZW@y$a@N;f&KJ4sB{cV5t64%g;-iPc(bw{`=JoY!8
z!bk&YFKweF0iQ|vHY&O|^Dut5@Ja+ciXY0@il4hMuGyz&H9Wz=vRCc<pVFfZvereI
z8^pa?go5tU&l9kNb{CqICHn-_xR`#b?-n^h+`Nxq;qGdi*iezGtFi01$4=xNEGmsC
z-ln-rv9Z2hItI+~Uk8SC8YYWT&AWSMH{}l@w)`@Si>MMrFv-?tI40e4O%G^|9oXh@
zt&fkzyJjrH8iwTg(r5F*%b4=!3l5o)`)HO8LLVg9Irg}lvQ(|3JiRyM`aEVMeJ9u_
z>h7Wh0si*R%tD<@erR5PeI==30;0#iKK~(HKZB(Cnq3NhE*rYT>WU2h_{f{QTNzFO
zWoc5oc7m0iZJ~i(vv@r{ny9v{bF(3G1V$fSu0NHVYubx}67wp4)_Q1dKLf1l+s4s^
z>!GgPWgXd-vhO?g7r8S(deZtSFd+>7U|E~t%}#T%)x73zBWR}pO!4hDdD>_8DF=Ve
z>(nHq$2zYxHC1GOAw0E??K>D0M2{>VzI1r-lM}DxLqMs?o=ZE@;vjyI^l}J{o_>Js
zBPCQszRa}7u7I6<xds-Vz%{|Uh2sO>y6q>`pN{Qx>786IxHj@ga`9{EgU$ng7&dY?
z_o%rD$?xqDUZ|DTq}ik-#l+|j-Ie<i-}SLBABzhHMJ3(9UuBMf+o)?@^Ti#1{P+hx
zJMjCypTGR+;6KLR^xU5caW^77`Q%rS^-~HzcxO>SM}jxlsxXIF`vo5F!lm*UJZR>|
zzb4_tp84(^K}6PD;p>4r{~kMg{oQ_7BR_+wzmNs8(`KcO13;4!!9Vkx<{@Qb=tv(4
z{0^KYxR~sgR{^!7)-FMI`WN}s9#gu}v4l0bT*%SRiojcKglqQZ`3S<A-HZ$&-j-&k
zroJ<`6gaXq*_2dAoeSIX;J~Mocs%N?9nnjRB@v?S)`2;XpVHY$o)QIDqq>x969__t
zJGDJ3T#>+=S_YH*^}ZhLL~$@fIKe*DfX4MYobDu!)hp--M*&h{q-b3KL|THLitn;m
zh0N0NdxqD_e@QzW#n{LG-m&B#kk>u=X?`8dwIE47{Sd)^Fj18gm}nA2NIPE^338k!
z4wr0bm0oDNFp>=<QDhsnF$8j~GLmnpF!zr<8<Bx>>?@WS4x2a<iQez)dn$VSUuE+R
z&EIl{E3dMhxQX>^^-+>50gX9V5X*6C%btE&)55rqwpr8Fky=|5{}X@r$^OIOgkI7^
zcU}o$OiKA-+gPG-aa@-?{3<SaKh@&W2+pgW1SF~=t88U(c^l}?%X9ETA6mJnTmE?C
zsk$%Dwe2Kc^8MGllyc3_2OAWL6D`L<Y%j6*%~nk`d-8IMb8%?FGCtj3cWGMoKb;@s
zDE71p&^=(u?03-pjq8PLbx3Ny>-u00#g)zQCse7#elU(Yh@K*Zfgp}Lj=@H7zV%e3
zYvU|$D^%01J-sZdolvJd70rwteNxI%+ekX$NW9Q{$S{z*fUGn%;Ho3QLd#@q{baLz
z!;yK<zWM3Kx-jME6h`5xxt)cQodVy4mj}L(JeOzAF<Ry|?`$`Ng<~5Sc+j@7&3$|B
z>+BhCXvWojaPxXODasegH|<82`<ug=#4xmmGMd_c`BF2qV3GAd>#+8=`dXKF{wcI)
zVS$$utE-636r@S(e{kX4L+cB7&W6-9PaW^OJB62gP2XJ1ON*>O0y>{u8PsJKFs631
zuoDd;S}ImbXv~cScu=JW;(Ur|rmrm|L1W%o=(YJiR+A;+x<+fiUyzcg7=FrD1_hj_
z#2rW?Ari0);}5pZvmgwsGjZh3!SM65b)W8A>E4YuD|TBV@psQoU8Ig~VtA|6!>b`n
z4&bG2LhM1yWA_H2!xT!yYmxRIK9N(XgH37T5$~T5x*v~d8riucMql1*eY>CVy{p?v
zITJ47d<Rum=M`^{zD(Kp*}d-shw1hIlfayEsT3F_YLjo;E=*dtFd#I8w4ozdHa`z&
ztC(Lgm<XOmP@H9C=6iR|G7ru42YgIDziaLacVgvg-Ho>N-=4W0l5~kb=j3R^C6|uA
zimyz7)s|Xt91evzA92=t0mG7bxZ^x}YaLiH=G2h7-E@`#DVy(|ab63c-Cfo_GNZV6
zmd)KzX>V52Qyk8(bd08s^yLvXUDjVpQl`qS*xam-Hjmhn`{*s(HE9z);GI}|G=yOc
zT`YuB(!W_B%ne3Bsc}~AF@U)M=>4xpzzp{=kW+PYelV<eb2zwXBhRD8<^{8G#sinG
z9fC=1ro)A*rb=Wg1WZn=a)vCZyY^=m!{vD>bClS?bnbiqYz=)tI)j9KMJM~F9FsWm
zzGyTZz22ks4Aj_T1v1yW!AH}={)Ia~dDwoXVQg3RHH$Z2+|XeSCkAY#eYXSu5~`Ap
z7IDtlT>^_YnEkmzpI}%Rp=7@o&In7FL8k0kXE3hUg4ebotG7Y#KShn1YXXWC`|Xr2
zg}!NtepJxR?SHq6c)ouA2hXRsZ(#fn2WTg&<;qu~l81l9-|w5uD#Obzml4eooa5Vk
z@1boPlkm9r7DiGURw|>{msekC71F7Y<3Ofx9pR1yESn!xnmf#Ym&gVUSiJm3P*~T%
zGiIWs;<ko@&iu_vrfu}?qawCU)y0F<#7J*d3sf^SecT;KY3jFvkzU0pG0kqeH82Zx
zRu636cW-QymwMu-{hnnhVm`AU=+nK<eS1oOJS9b0X<~k*I6%3rI=Ov6&X&HKy`pGj
zePkq&ojPK)HKfHz;kB+5b+SM3KmLBQKl(c#&HerNwXAd!2r1E*0`bpE%jo4P);UNE
zeuTcM_4G}V@S7q&VDy5C#`V(MY8CcWG10e*El(;vVRDa%_>pIr&Y4018q;mc(ZSC5
zzs!juDU6oQd8&(uZ$=iekiPba<@#?!&4IT9@5<KUj34oa)H?SC+n;zhp^Go%^$SZ#
z4*nNZt76J>u&?~-yNK1(d7ZkPbix;63eu*9j72l9n@BZgWLe?U3%vRD0!}vI%d)_U
z^z(ItubcMq1h|G&C%fqFl?tWgW{O?{XPV}azN)TzugW#~$`z;{4>bAH%+~3$g4mv-
zgKznr+^vyZQeJ1l3KnSxSEIkHE}`K=iL2M;`>NCeN0>07(vn?iH#5c!;>OL8hN;$M
zmus|`_=4R%vfe}9v#IWzkIqqM29qi=WzoUHbLUU)I&arPY9KlfUXHM{P8V@Ym-}~h
z%opotQ149T*L%=}l)@jc?v5V#x5nhl0(311AM9J%raVbgF3sW>CMO$N24V!8l3%!x
z9mj!%I0q?ASP9hi{*Ed?{B!K(zLFPD#yz+JYHcG|IlGQbx7UbildD*T&-Am62*vYc
z|C@=v*Bj|KQ|oRcZB8;kxgP~!?MjjCy0JSViL6q`u0HhQd@wn39CrgB?V;%Pmb2({
z+TucIjO|aU{JGe_6(OOFQlUQo?v;|f;^#mVvu=m{FR#9j#}6aDbzmTC!y~X++BWJ_
zGiZ)EmY`wUH1sQ~)ruQ#Vb&w32Rt|d6FP@Gha6@!uuEeq+meyjDXKqYH%5TJFys7r
z-iCl1vL0`hcB<O0;k|~>wV@0>Nri0S-f=w@49N6)hFyyWs+zwrk~aMMA3rDkA%zE1
zwfiErxsku~=`)V7Ryvjc{wl7o>M6j6&aAl_P2YPoZD+0l>>@o(PZ-yI$!34z0y_@T
zDmVce?ee82f0gHiR%zs=Hs}XBLX#PvAyQp1_t$rVTihC3yqRHJ#IqZMCU2B$Xh+rb
zE2%*>sBUlvJBJu}XJLcZ3-mRvC3h2;y!Vg&g~mwC#2RF85Bzro;%wU|dc*{an7cyW
zXk78WAdom5EC2W4bwF|w&m7w$#*dR5kY(IkSYbjv!YHm_S~_od<an?l{Y+NRxB9=&
zevN%rn;QJu=pfPkzzr7ON^EqKZNpBHD5P6@`E=@WqDi1&Td(C^D3;bafsbygONB)w
zb%E!8Lv}VmB02+mpM!NuPG@Z|nLD+8rx|;4uMg(%8C~d&!L*F<vN`4EpN85e)|XW-
zc0eoTu{!&MYip*Av?2IMs1O}Z%HQ*1h-y~v7W$0F=n2@HG5fFR`88!CMzFJaC1e+&
z))>UQEl?VZ+0Eym8UZ^_Js{2jVke;FUiEPc7-5j-F6->b&-@C7kn;9`@anCLXUXq>
zDdD@pj~Wj)w%wf#MN7bQUN9JQd-zwh8aQgh@AsAvYnMy7)2OY+X|(LpfppG)pxF!9
zRtj9-3c}=)@?zqs2OA_!;A4V;6jBUQFEAv_YS;y6@*KRenthgeRv~m8)Zdu!lngR~
zJ^$f!pc3F{^m7}B2jI^{`F^zfz9OFijQ~$_tY4|O+Ug%0gQ(+8D}X4nPsY`=kssp`
zTqk9UV>Rf?Wd0fk?Iy66^58F8hmiKlRQ5eDx*ISjul?J*R6-Fi{l#O~JeSe{;do!P
zrpH@7IB*yQ7>6*qjIBk2m<-pDq;E;lgg?b}p9izX&8QL;b#&v{wkM1bb`C^^e)-?A
z&A^gRsH=22IOoLFIrR&Jrdq+p=$_4U8VnZ)nnJ?pq4L?tAdM526KM{<SN8G#Q*ySe
zgZ04k{{gnJ&z^wTCC)6K7GJPT&_a50ZxiQ&B6w7kzgZlBr;aq!?mXj$w==Npc*<jT
zp5MSBhBx~Q$(MVc>lgjxk@3I*CY$EV4nex})^e%p&RH8DdiYlmHWnJ)U!ROYwpb~w
zYN3A(j}7=r>;FK!nB0vcp{bi!kl)L#iOW4X$v@DNduI=S9!(dzrD>R#N=$j{8Sf7z
z4gMBlkGm%NZi&<Vg+6=toXFx^hU8!oEWA!mazH$c4zsvP<^8}=jaofGSXs0-{<diq
zH-svR!SwcB!;lx=2q@sYa6BTK?#_mUFCv%gOT^@b(qV%oj%JpPxK_w>=<BVMc|N<`
z7pnEHBpE@W2oxB}#V|}pWX@IP*1j8KBHfy;nmpp*2DRAaL$^`>MtkeGCzv4!SJp)&
zq1_Wb^tACeK<Zq=^PSBeOejE0T~0vbD}#yKBMy-k6_7-qc%gR2;_V?MqP~dCr1F%9
z%TqJ0A^7z1fJrZ|X$>tcg17;5g#J&030$Mk9oI9Mqasm?-r(5v{?P|cq${VXIO3q_
zC275(XE%WR1WA+XyNsjLcf7WcjbTyX8vU(*T@5_G(h{vE)iBLtUW05dePTeni;zJH
zZ$4BVHds8faUJ1pW%7QQ3#X5VZDPQgh(x0;C-*>z4VYt`pd6a;T3=OxpFJU*dCg*@
zvAgp4=wVWZXXSh+*oEN2FFMdyfBQnRw58NB&Fypa_^G*5i4I16Jz9O~Vf}L7i}HUJ
zF&RE4=vuZoCnR~kz9@r5Li}KEuKt$x2|g`)BMxph2Bimcsq?(E&wZz8HEP+5YUaSj
zNDPVR_bZYsk$`0lV~H2vXT{*y<qpSVap||eDTfTLs)33UrWgl9*s@AE!ruCjomI$9
zJV0wcGj^QL-(JafO<NDHs1Ji%Q>f9SndX(Ak2;kTD_`MHzfiT~VjC(bQRVJ~v_Te&
zWel6}VB1O5>rBiI8sT`%`V_lP$LNsIU|wqd592@=X!Kuht=dM|^fffF(ChOxaYlV^
z>!w<hg2f=*ePGJZ`cE*bZCpS{pfMantLqY^9j<X5NX_cm`;zuZ?rwejVGsf;6a~mq
z1B(PwFW#0N7dMN9?xLAsS>jy|-|!8}2q{q2zlqAHw_r^T*72^1jPX8mj44ymn1b*A
zK1lXoHNVJCV<*8%nxTCg@{3>;Ob4^Tr@PwR+8Da<e28>!fc4+_i6hwQj`9^leJj2r
z<&?sp@298!_NM!f@AU^4+YkSD8Z$ho-B)zh53D))bJhv^4PVB2x_G+gC4Y_~^?L_^
z-R~2F;Y}cGt;4*c`UsCo{oAcsmgkQ&p}k8fnrX1On>~0Y$homu8}8C!VXt&gKOJ8h
zxXs*pQ+{dmT(euFLLCcL@Cg2FRJ`Y6Wz(dz0Yj)vZZg*^5VS=yQtR}vA}os=b`Kp>
z<c5JO(UT0K9L|RBw2D$F=RRsv-BJ=uU-p7#3ncjccRaABUP^A{Z*SAp{5A+#cC;#J
z!~!(Vgb<H!><~`YBRil!`icIL=GTD6JT6yb-bv&|c%|vfkXy2<!K7>0@WW;=tS%t|
zP8{Nf;mu7wKV&L6x4S`&yE|14)JArz$X5Mq6500pE!`OcAtW<*hBN#(teKI<!P@>r
zu&gPzkT%2eu!rwo&EG!%q<8g~xM(b5X>n(*0$HdE=n2LZgLb23O|!Oalzr*z#rCfk
zd+sl_6Gkvfv2wDt_h@VFB~u72X5Th;c`6YB(^1uc3ry<-r@x~6LALwtzOFjLgpJHV
z+Dx!2bm}rE&_{QsZ^F2#wm-%3j`%^Gd?-lw=QUS9k+m^fVl)9gPD*-mW9;YfxK7%1
zDJ#O)OwdQGr_uDan1wC+M^AnfZ~2hKV5U5r$v%In*@N(0?*rS-hql|=t*Gr9li<nA
zRY#-?UC1&fw$=pssBo_9g8K&T#;sSk60=u^FD4VoP0n2AXytsrxg;@|wl}%O{;(!g
z-c@|{B^br8Y&{qewQhqw@}~FrN8-ZWDep)jbvw;2GGG*VYMD6b2!fGh{fQ&>G3p=i
zzlsY9p&Ln0KTX&CfMg-d-R6y9_o6kLACkz=hKGW-7O~}#bkBQvf}s<=&ViOTee<_5
znTupLj0T4rSMd~w^U7aV+E^w!salft{+IiG@4Fg7x}I~<L=J7ty{z=H7!DxjJXiZ#
zt_^P0?}!7_JrkZZBvOl#$USfSnT@Vg{Zs3aJXqPd&gwL<1*}NCAbYs|EX|-nsTtuz
zK@hSGcCLeaPg1^N^<iiUM5GGZ+Q#%1El=*~J6BDZ<z9;M3Sm-$fZ=Ya_mUG6P?+BG
zsMHx&WA^VWttKq~9|WHxI9J)A!`G^TT{B85*c1|`l^4L{1J4|0kYL(Tvv!~nN5wxj
zZ)JpECBW=@z0*k1AyTVSP>I7C_2d;yu#ayOE}sl_q;Alr48EAUi;()hUP{zG98Af3
z-2T^Y!t?LbwBM-)u1+6TuwqqztNhj_X7h8^+2Jjt0A;%Nq3=B)0RqMCjBAhH(|-Ao
zNd5Ffz_&jg^cY;4r~e6ApuKv_-(C*>Wo{IgzP)&xvCCIzt6#%5$g2Qil@ds$;wbb7
z+BX_h?<e$@cA|qBrma5i!^XsEog4tfeTgedCKm#1n>y8vbc9X52_b>t7{!8=ot1Kz
zgHt7}qzF-UDSMRICU+E{@CM>R1-&Brr~OXdpniQ!ztT9`w8b@)5mBgF3QnBOy!BTB
zcQ=t^-e5|Zd{kx;gXJ)$#I~(WZ8O1N+n9da#}J>2Gk9sV2V-X|+ycF6A|qN&$#fpR
zGt1^<1z~cctPw@Y`puPBnSC&HnBYfH^IwsnN3e}%sH$f3P9lG$LCEU6T6aY87oZvM
zbyh!QxJf2r<OMIkxC2P2y|dwO*lRVt*LC*XUDY>#TrgYWbSd3bDo}2z`WDyL4xJLZ
zh^7!iZy|?Kti0oq$`+QUB3g&&4>~fz|NOb}UePN*yNgWn&j$jNHz;TbQRPiUyYQsl
zslw)(F?U=Bj4)E{#>FK=-3A1Vs>jlLI_Km)2_XeN$5P!UI|2s@iH_wbbuLwr=;J=?
zkV6OZma_&c%@g?-l7C>Y?eXa+)IcWEb)hZm@|Tp{(G6_wxc>eL?Wp;we<NbSEKFna
z*~HrY1RvT8eG~D=-WiNI-E>+ul=?;vy5>!G?x5%FlGrhJGf_hd3=~7bE1krCX@@Vi
zNXVaX3+k{`5{JG*x^EASb0cB`_z^t2#uLylc}JyFKP18TRf@!=0<wl?Mrn4$x|i|t
z$d%EKf=s5*No^z6F-X(qHHpqCS6M@CV`cjILVq>H-zlmmt0BV>z#>_z+5ijsa*VxP
z8kiu|_liX2%U81Q<kmT^o}kS6zNGw*z)C!6!`R+JCUBRUBXZ5D!bUa!SQq9PBBg$V
zx>#Po8SCo@X?lH;$)6BvKe2(VYgPyImub^xq>;scPljj0Q5zGd?!5f*7RiC(XM9R5
z+$A&~ONtCHSgz!0rOGXo+TjWHL)f`DH;b~FC+J;Lj_-Ny)K?IrtCOc3c=M-A+h_5*
zTp*^J<8&TaUD5~I_aobPDzFF!cgi1XXY5o8X3i9cpT={RwZ={I&9ob>eSFL89{J}J
zuX!G3QPK)nh6tcyLSJe`!P92P1z?>1>y6*7AAD~d4c*f}s`?vouU7t6cJnSErDVTr
z^S2J3xEr!X$aMtA$K3$%g;i)C@+G$UTA2~^8oRMd5X@%ajoKqMeO<yEgrQ#R<sTE}
z2a4}9NH42cyro^KGcwC!0LScQi~wHAl1$%fQY+WNEbYD&Ii+n(#)G#>6Nc}U#6d3s
zJ-!e2iDg7cDW6GjM#5?TYn9$=BPWe!ZdO$KPaT5Ph=>*px}E?~_e6ZN?;7Y4+3vz+
z_H_H2vIK@xYiogVM;ix}z8{|jJiY!dNq)KLVMpMe7kwI70fwGDKiaE5Qn9p<UFTJR
zRirsRlJ(FKTWZo`CN4&g6F|euwoVC|y-JVJz#!C4^iQ<ZdWxD}zh3yFbQaTWa;)m1
z)nKZ0dm|11RB4vyzN&S{vuSEeo-<QocJecuMcTC|${ND<ymX-`7dL<F2Vi}$sLr7o
zWK3?{W+Lyl#$Dn)I6$(0XM*lcw$R>GLE{>`iz#{KCIdmY+%P*+b!*1L)Pt53)Dcf`
zOS5Bp7hGl%7qV%S=mDAqUuh?%f@wZP3j9yNhXwiq+c@Lyy%exfPD3gmCVqLP@4YU#
zp)gNHIA&!Gmx;QHQkvp~!O|-#i&yUH7Q)8~JXbL(A?M0F?$+Jr3y^Ql;I5`=0Hbsi
zaYOi1Nl&oaLEcHNM>-FbB4=>{MFLl)1y`R<AnOQfV**DaU>1{2%r_xG&(akd1QGc$
zs_R7}5ysS3?6<q(51MagQ<=59Mn0~q#Ga@4DAKmM@*br8hL`>^COVHGRx{eJ*Yr(X
z_n(^Of?Zn^Lt+;cGKluXN@2CA6}$#^D6{@6$UGJaQ!{3o|Lz#DUQ%y0GQxBkkdlZr
z%)q6%og(AcZ<-4Q3Z%L_jo>%f;}t`-xu(&8jU%-i!43;P=oPj{k0pJ_l^PRy+#GoH
zi6{TQ#;MyEaF(q76ZxLt=tO}iEVSv~J2S??Gv_=3LyRA{*@|(5dh(LH+0ag57h{<%
z>lP#$&c;<Nbg-K@UEDmqeBmO-Nj)DhZeg*}`UOIV0S>NxjSca*!6USpryWBk$pC10
zMF9(jxBi6xOuC9~p2Dx^$|A&+`c7mTusil1`#(zaS!(gjLgTb{@LXRmZD)t7HAXK=
z9Z3s%P5}dGtT7}%Cla6&*ysLwSt#_qPtq3a%i!)WGY=EAN)u-vt#xP(R2&`fO;Dof
zkCaik8W8^zN`3PP#=fYa`+TuEc;h<naYJN>!IAbs%nlGhV8*lM4SJ6B#UE8wGN?60
ztZ$$yv)8_e#Dm=rv!U*H54%ZiicZ6+)atvlhiTIOGXZK(dvVg>ObWn>!ooDBH2TdV
ztFVOaYCjI*#Z)y_Q$~OB@iMr0X?s$t;!yJCmi!&k{qTl6!fQs>Wrfq1LD;iRN$7$W
zk6}rO@iLlOzNIF=f;MUO;*drafti50kS+iWU{zlrT3zCPaJkc4(tppH!0sV7=Fqy{
z@%#U<+^|p86<dNdrZ6Hu4|KkzCpC6>j1Du@*dWVFWG=Ak-V)-m->zXcm$VN<g$NN<
z&$<G<m>%p>*Mk4p76}&VFpWVaBTll_UI3sqfWjbK9UZ{FF6&V+vN}9|hroT`;*IGb
z);hT&SJ)TyndRL<@*0E)fQBQET09(e?v=P(T%#?g=EHM_C*g182xy$}@$}kC7P#Uu
z)3vqFb@}Q5P5)Z<|F1Q!*4UN9k5VS1BuA*{mCuS{YErP~p!@wW#a5jE!A)k8^`$pW
zzdU%8@TVf^(f@vschxzoNp0Y6ih&voHTB@ShpN=Zor<fH8DcERal@$mdmhc&*Lo@o
zYjNMI>ST}>&nMZVGvswVyFO~rNUY8_RztXw8X*B~Guhq34Pno1BDMs(`X9#~+InxR
z2bz=4#U#5}U#;{Xw(A&`jGfDCdX#RmvBtdv7lU5Q9bmDT#B+0*lbcys<}4?H8??6_
zBXV+z@Pme546j80q=jZzpx1;WN#v)bWkE8QfXtPnz4wP<6Mtgh&{k%*`l(rvoPH@T
zB1xudt_cZ!!Uc8q-azzT_|b~0ht7^4p@$anYjmr#XZL%<9g9(X-0L2whg7EOOKg#B
z8e!~gK;~zI>XKm8xw{r6I5bBP>uU0R`dd6Feqsp$<};LLpF0h5AiM__rdIp!9@?rJ
z35C%vD271UD<_t@n8Rh<0JBxq1!&?ELyN^RPwT*{%_P@Q`R}#E|FW>urm!)$tVTLy
zXtsV1jHo#u)GA?JIwBo^_}cgNOMf-ZAZh~FajDhXE{|aqa_YCyzJdSI15G$T9lj&j
zZ}hi2kDNRb-T=sLZos9ch^GH52Hx|C6g=WfvmIuUC%6ds_7!02)(S-0$-i$~TKk*k
zWAP9e9B=iX<2{4Jr)570f>*x$vTTkOZaw2>_?HlRYV8@z-<-@_UT%TLRf7S*_GgUd
zGj^>nfC0ftyihgkL+}dWpyx7pB&5#v7VXBoHkd;Wz95j64lj}en!4K8{hxJ)Y;%{q
z1}AHd7jE&z%7*FgKDr8QG5nBDa_z-_g53x(tyz46H{MB3I;njFf=;+=!u~aj7rcxT
zjt@ClSYTl1w6<1B+s>o!B_s0X+(d)`cGVHw0!Bb(aNUn_o57c0|FF`$R$r6_W;Cq9
z>uNM&YufFiu8Lvof=*w!T%Tx<mHta88-#Gu(~9dog}viYTi@TyIby|e!iJyAqTcae
zLM%Lj<8%=}6RfOOH4r}~+Zb2V>`+hyf}GA~f{C$6n6=sy)V6IPuQRc}2G1hpcwk)e
z!*bUhWphbWm%;m-;%@92^HGyD->i*C)%T{`I_AS0RS7p5d7fof5x<YNE1>W`)HPSg
z)ct%@Y+3xDqJ?&vwC5u{^PjVK?B6j!h`iaB>!hG*Tb;3khAv@we?5Z~mG7-vu202C
z92sO7?}4H{X?R2&WHCzLC&YURsJC@qT>5t;Q$Q7voV%>HM{bO0Dzr$xdiwjokAB*}
z-ZhTxOc;=-w?I7CPv|yfCqA2h+uP<AcoCc-@NJIN=9FuUezZ4~T8SW;DRW<K%~5(s
z8_V@C&Gz<q>pPCI<aVZcr$^Sx1vRJ!MkAh?4~?sh{!0mr5W;o`kX2;^bQAI8nS7r7
z7~KUlNBIti1G0GpZ(xaMmw6jLi3TN6+CrDd539ka+DQqwYW&r(oXsQO8fc%$W-@j_
zqSHQ?@l;I@!7VBnHx_H_J%q2-!K`baO+g~<UKk)=OJbN7iDmNF&<1;d@a>^f1_MHv
zj``kgtn<)Y4m8$x&-8_f^payP5<SZfgaJ$$o@7iIUm3laz`SNvU1+*m^3o-0H|KL>
zlIzZYH8+3M3tRw8-(N&h+xIy<Lk(PjHc)wGLL*(zPV;pPg~4gfh{MP#h0}B+i$`1J
z)c9+OC$*hpu0Dpu$(|$DS8#ht=C5^U>(;(tu=&8dmGP@0o804siEDu=Txs)|;iu7L
zx%&#Oc$Qw2GW{g6SI#dJ*{N^aT|w{Onhig4Pfq{rn6AL-3Z&T4`nkhfE=X5fim6tE
zKO&HYH?Y<t8K-RNqG71L`AeLAHULQOzF>cm&tZ^)qa5xm`rjPeMvsIw^3CDIt*VaH
z_DcTp<n^S8ePxA^GPd|U{0Ol%?i|Cs1q_nByj1ppt2WVYA8DX(>I<+wcuM@sy?%wX
z-YSVj@0)yo+k6vrB{J3HBAKe*>@BH3Wu7(BoLxbQ{XCQ`Bl^SKMfqof3gN3aq*^<R
zkyXLmr$KZQ2f&Xur%EJ(hgbru$q7ffG<=35i$`s{W-|^d$rAW+4P__%&NfVbaI)LM
zT(h@XE_1Hvp<O$nF(El0Gorwjogu%!_du$P7;3X5ylk%E*<G#|Z2toKCJEelgv?%3
zBSDL|L)A%ew2bBIPy3ZZB78@im7z4H1Y0>iArq5T=T_-7C%|8;Re08JAVCn!;&P62
z$$noedoBQ9+*vmo3s1Jf_Xkzdg_l%t=Ed&UX5-XgCui?sC)%vUnAwn-5)ZE(2=biW
zKn6wb@}(m3AxKliLTmxp`=81k=2F<@Qb;IF9GQ`)$ZK5+hgxs<L~=g5N~XK(0I_mQ
z2EaGz%P7H}Q2uVw5t$Thhl%`_838!%%u>$=OvoV7NH8GRSXd3_&4|JQ+O1O_4>0-Y
znoUto;LCVvr>flWfgq?0m+=jM@Zq8Z>fD7&O{h#wkKah!pk3)HH6}OL^b{uqMI4Jy
z$885L#{ceoy@$S5enKvn#jwcQl@>axI<oTu?z*#Y*(DQz54gJo7YTc5(OTz50@z!2
z6OnW}?vS=F)l^`7u*Q{;c_CmKR5X9pHGkT)#1W>iKess2es8?LKIcCu?uRAo_bM#-
z`TicVJnz@(hfh;atfA|BL-Vh{&(3%meA^hDvU@4<uO}$E$Mwy9Vc-Cg>duaY(WKp=
z%PE@^(S(6cpy`#?Tk>7+oTOdUPpC~Bx3vnHWr$aj`~cy`AOOVl!>wk3*x?+JAvrOZ
z7+<3{I*6hhmJ>jkZ&t&2P2I@m9b!aV?i#!{Mcm+GV~kEQLZ>@)0g9^xRZfmRoI!e3
zl-!t7T(IdD^yeqwD%(Wl^~4n)S*f4<{HbuNty?s~P7C^ucC|0;zD_#G3LgTyJiwb@
zv_v-gs2aCZxd9g$4hz}PgE2n{@b4j$H|zvo6UgF7^V5ywyGp~dV-!@pKy<TOc)Nut
zEqVQFp+f1dO%4{>9@tU3VAQN<1QDXZBM3jLG$kZ)#jS6+c&0V(#r29lWL=Z}{?`IK
z@DzH5P~RU{>s-t`l{UzeMbJksa0>SHPNPLhl!1gzKs5ac)T){a574%jiT=^MP=enr
zB26W}<&rwT#k0lFnvN6W7$i6^;4}c_RyS6`-8DS)hY_yo;uMppB%W_(4F<e%_;!Eq
zoc{Ok*w1S-f&LHV7|=%pPjr1y1F>eE%rywqS@rGVa{>UA6lL7b%mqR|c`>X`4L^N|
zlmNt19^Byc@$~+4s(M6}4z!o6j7x`Obbnnr^hX?zFbgF}PNQ*Zm4P?q38=iYH0f8Z
z+reN%yJMDWOs@V@@8Yy87je_*03@lOWtMtDk_(Ef!8S_>K?l0l7RWwwx#5GJ%1qTv
zt$l%(nqSj*4}?;%La1C=okz%tylI<6hQ_+8)TE1CQq8Ni+y!kLIY&U85yFXzQuLaY
z_DyZ?kB5pC(h5P1uD~JXoqzi0LEGdJjH#U%=UuX>9Ci(X>?M-&h-C0xtp(hvb-Z;v
zdrXk3O2~4A43d6j+9rk*F5fgftuV#ER`5y$_>b*$3{=xg6IrYI9`=>OO6$=vHrI1D
z420IFTsQ9d)BITdY-pf$%=?Jt*I?1Cs~eaJC~>KES&q>zjv=zfC>JWjr_VhHvarF0
zcsC*O&*rXd6K~0~b||ACH!jp*C&dMeM%9}<kfQr108~4g-&`(wjo%R*aQmjQ#VQ%K
z`RWs&k55LNg|0pYAaAg8#RVqQqrBXk$m>5xUHx@;Zm(?F(&A?gH0PRsbd!8$#;QIU
z+#N<|1DS$)^$K8QipjpS95AJKIT*b)8oTrS;RitU`VY-I{IkkuK3Ev~4^@9d4D)%6
zF5g5u?V5b9R+hk}4WL!lJ!>TwXp=Hhdq$)`8m&?g0({-pICc8|*85!Bp1|n<F!n#^
z<b{%82J$R(goW3GznE`q$}akMFJRdybM=Kz9gcoF$sptnKJogw@>Z?o1(nqu9uCHA
zwUFY=lvS<Zaw)+_JSl7USiuk-ttvHA0?=g>fO$;Nf1ESl)av@JN4rvzz$+3PQVO}u
z!GrFNX@F}$%TL33qRA(hk_DAK)4{2m!jdGE98{s*qBMxE#!sD42dD!S1f|M>fr1xA
zJTjtfH_}RVAY8Y-d_5S|^}~*kR4I(N<w3S=r(l`t03dH*iiL1H3ONIae1vfOYXN?S
z_GnILh^>oYb)pj{68z5X#&dNSF)h|f0ZphhwW~d`S<>CFtO5NY3q)~6dDf03QNS9o
z<m#zu@V&=-2!+*kN5tYdUjGQli&W62oEq>5aASBjW6X6P%uVz7N%es5ebloCdS#_`
zE$f-3L8ef7i1pQ6iQ}1BTt=HP?!s<dS`8_n`7``AkiqPgQ<RKlA{C(QZSsP;5c6_-
zUDPI%4^541QQ|hHFkF1D-zO4@_cBFd!D}W|;90H!OisLQ0?5D@%<>*fK!}Mz+Cl7Z
z-Oj>oSK2!)7Yt`7Ts>`ZKD?o04gE^ec0qD1bhK|I002X{YZwtdXYS;J)NN(+x7gO~
zRW(Or=C2j1+@s2W8zh%Tz!`$onk?`_XV;T|W^8`GZk=L(YVV7el;zvGFYoIq1cIOG
zSW;4WVwc&PWnM9?1l;IV0~t_>jTa{*fgY|xLi|zJ5K=I;7G0|oAZ8y85Ne*<XLZgf
zCT%{`J;?6axhx$z!YOF1KJg%6h{}{BKnYzq?pvI?6?`AHa6dtj8lDAC8_?VF6MVTr
zL4*L8%qLfapv*OEj7(o*O+}+fJ*`gvPUF*?KrH;Tcr0L|u7p7gqrFWXqx=TBl){dm
zjL93BHkvL$YNHIM@;1ZpLJrp-dYORChIljzMgc^(b|AN2UHcK#Oj;}e8^P<^6J%YO
zE29eHyZWpu!0XN9j-gzrt3=fP+yPrEL14lLcpt$Kw50yluHG7VE;`D0ezxgQ<_VhN
zj(KHlJoEF&db70onh-d|qUa&zH8}ddBQ-xW)dxexEp`ep^2lld6U)U=f?MDMrWDQ`
z#!(^vNtP!@1q*uPE5OJT3(pnR0_U!#f2_Kw?06S-GfM8~gnsh5?bVmzXp{tRm2<Du
zTMxX5`>t$^?_2`<E_=p|FG@D~sO=DsWCnA+(OXBP5beUrMvw}gzim_PSzmJnlHUW7
zozJa~9|R4U65?Jk$-`j6Gt0dPe6$J^Ok12mzK=IUUc8Sus_GcGsc$avoVs4z1E~3&
zh)^dpMI0m3Kf8_Hc$W;6#3hXB5T|n4OSFJW<vlUiBg=z{9F71hB^y&}bEp_R#b;~?
zs#ouUr-a-@gF_W~n2WT;AKPglgjq8%11>?eEgNLHq}e72FA09r#1Q21L6Ed(Jvvj8
z+8Qq4L9-_EP;F1--f|d@8}y8jJi*CM_4oX=oyu1hXZ3W0g|n6Rj)hIKS8Bh2YF4j_
zvvs*gg|%w1j65r7HDC&Go-(pZ=^_JqQy~X%-T7XTw;{{*-ZM~l|Dmm<x{_7B7zlr<
z8-5v&MhSg-i;3|gTC=pmboldRCQu1nz&H{Q7IrL%)UZB40sTrgCe*%3N^Jt>_rZj^
zG#|#U{7q=_@VG6|8TKQ#Y2J+_vZe<b8;!6{lBr3(jt`gz9=6`JQ*AHFm;rEH%Q2GN
z?<OFoe1D_d0Bdo-(U+v$X^Y%Q+oA+|M;jElB3^%q5Rj*T`Q>9l>dUM59&-<+oT@pt
z@rsCcV?XUiCTF?93|9$FQ3PdUeWM37NkL$0I_<DzCxu(nngkx-drB}SR6$<ATHzvQ
z3u4_et$o&OfF`VCHlx4yGIr5teKwl19|5I+X%}53lP3Vx9Kh)=&TxvfcoZVKysJXH
zd=X2?xXSdwz!4TmGJFItxMTq0j_X115`>1yj{v5q$Sd(+udZ3UteskLjA7Uat7$bm
z%EaXURie4i{V>%1VnVIEd+!aKSa01m!VWZkBHtKjBGXLZwa@3Bqu%eq3V=?0ssAi1
zNoKOM1LqWsOzBRbq4=wq%D%Sm^0_e**%*q5x7y>G!nZ8!GnK3WmZ^1;bcE=vHYEqb
zWKsium!mGnW0^lQf*8|GU(4Jmg-Dr8w%z;rb5p`M&@anhEoQFy5#yf#7^!@s2DB4q
z%My5R9Czydow0a$xnV9np$J3ZqU8Nbu1BLW%3F`Ry6tqC5>;8gV}nTdCSp91tbUPh
zprUZxY5+hR*r-^)jPVQy%YU){ft7PJbFV44pg^I4*dIvbe({<?I$;bcs67&af7)T@
zlgEcPpVX*-PC_#sXg7EyJTGRKvcbYN?yXM^4f1GK>tQOgOf@K%4LO9}-9==88l^j^
zFaa}m4eb$?xzl1qArhI?LBt)&-h+yf^?yO*Xg8AN*4ra~y9K!PWd!$DW>1}VML`oy
z0MHKs<6yW^9dH4Qje@F#ml(k|cTNeJD{3`8)FuL|0T7_@7H!&gzdZn|tLb(JAeTZl
z^jI9QX}tj8b$D*wqN0>ct5KA~{>LrJxmG|`6&xZrtz1w!b!@>ePCv<hZ&)&~4AQt~
z+?2>+z#Ux^gHc=S4^FfuuX@V3E1wL#6{(VQ;?0(FFqWu*qeXyG8FenGhVDgAG{F8t
z)|roJ7lUyg$b$q`Q4OAlW0Anp?QD-!3Rccpf3MCdz+4IMx0&ns57yuKGC_#fJo$Hm
zX#eBf?;cA}(yHFZslVFO`B`gCJ1%7L?<^=K7b?w{M(naM6ne+i%ZT2o4VY4ZELYFe
zhRIA!RI5>m-Pc>n)zI5`!kN-8mtDx*dfxj96=txT?LheGgR|Mk6>L|=zOo@Hos<mP
z{hYzQ=cQuBMw%4(T0jRThy{JR))oUZD3<CC@O|{Xa)Lh)_2)6tT0OeU{48FU1qshZ
zUESap!HQGAM*Os93pc@?m=CLavv!!3RPF5kw)0QBUtC-1)`-V%pMQE^16}703W+(r
z;J<qJ4DNzv_Y;`z2r`@6Kn06P?aq4Au=r>lvZXo1bJho%jL~z$tSo2$s(0L<*kw5H
z!*_vH@V37O0dBw{zgj!G?4vd7QG*K4E{?sgv(f|R-)0xb@l4y~!J=ybAOgqpCCD|f
zBPOuXv5<1*r1nc@9=u)(uU+Xx$J%4VG2whA|6Yyxo=k6}2HV9PHFgcc`5`j58YFS;
zye#%Aid)SSHB4+TjOn2nHBjdEXq*E=qDGt6&$5y;mVl^|4DbrbxelB#YmFk_J5Ft6
zap|sZPpIr3?3i7(M`S1rmVAyeYpwy0#06lbuTg@wC)43B`9Yi(pFw2m>W6TgDY48_
z9Yi`<2Q>e>(!TM59b&S0mnD8fy;;C}M84j29-s!ca1n$2BDE=K7%;h$*pP@Zy?l`Y
zb?||qlV+s>D6h(L4k#c;&A{C?kb$m7qPlL}e8!&bZGq7T*c7;Y6X9h8a^%7pAT<)_
zj#wYTs?K1hD!og1O$}Y`Gy8+SOXR0Eg#;zr4xH$1m8uJrH_|!djglrcz)nY=(ZB|c
TS@sR^0;^jpkl~O2-~Im&$j1pE

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/images/image-10-Concert Photography.jpg b/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/images/image-10-Concert Photography.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..caad191d2bdb156e9c5371abe8e5a8415527f937
GIT binary patch
literal 70971
zcmbTdcU%%)`#+3(<VXbvIm!t*azJWnNrfqj3OLCuM+Vq%WogS@;@*lQL_l$5mX@}&
zaFmoHTG_U;v}tL3JO}&S_xJwZ&-2Ig`{fHgAg1SB@9TZNuW|m|{qqE}6z}fo4v~_A
zK%~G2<j;M`28g1(yn?)(qJn~gl9Hmb3RG2P$r2SkO)Yh(0o=&Y0IsjU+|<Tmxv`ar
zzCOYcX=Q7NMx%`^oL!ylU2GiC_LBcZN=ZpcWr>Qes;aL23jG!K|HuFST!CmP%1z1y
z%SahRq&1{uG^GAqhZupsQ%-8}ALO5ZQqnTAa`Fm_O3F*X8@iW5q@`qJq-AB~<YZ;R
zyAOfyLu57NG*{SR<+X_63dV6z`?TT)MU(ZNS7D^l52g+g@##v++B&*=a5HlY1QLbD
zta5a6UcF%>&V7@IC!Xvd5Ev93LWzvp9=(G~qbDTpP1?6VIVB@AEBolN97aiLS$Rce
zRW*~{$l>yun)xlKPIq;mIos2FuJ77)LI1$u&<)X;czoi{-FuTyr=C53G5zw@%<SC9
zPxA|(zkL1nU9vAJh|J$@fzN+8_Fwzb0Q-`bm6efIknBrJdLMYmXvoT~u#?xs5*5PZ
zw2bZ36rt;j8#=ElnK+O>z#`&Dm9<ULPtE2eTU*@O|G$l;|6lFw-y8d%eN94CWTb%c
zWHcb_APaj8|3C(n)xUq+`b)0$mLSEV@W^vHg<l6dey5MW%q89K7`ps0sMQdK6;&Z$
zd&~#Vk*sa~TRm=VnBYJKd<d(5!vvR-PY+-TI$x98ZT%U@YR?jDpL8}h(9bVHSi)*m
zM49RbWa*QgqX(M#sZ)(a5<@Ln4f;+z>H{6V`_#*Gvdqt;tE;R_kwU>!WTBE3g3W+X
zkO-C>y96xo2$nPhiGZ+1XsR+Yo;dlmG+wEfr<**Dmq9R3FOjBkL|WeF#WXc*&vR7-
zJyxq`hOazJo<sH~XlD4xH_F$mI;>h-mdGQY_j8-2P|@IbA(2!mDu>I$;-G#~e;;rN
zf+K{gAlN0T+9esDOnD>+UCkP?MQ3MtP^HxI8@vcC&MM|Zq<9QV%@cd0B8eCWk5i`^
z?aNztqs|v}6)<=5rdm%<w-2JuGj@dPDM5ENY4|7;<O?>e7c=T+Zj`S!GjaB&oB8DU
zY~+`_@@qd;G0IU~RJ%v3P+?6GYU~P2ITosS2135Vk*+I1tT-t^=#R*)PIptIQ4MI+
zr6dt)WI4NnAv;|7pN6}QOVRmH!?7FQ9Wp2Up1la{rMwNcT%Y8s?MlZ%uac}yv_0hT
z>_(XJ$aZ5a$=WUjn5^m)R>UO|oB3sa;pX`Cw&lY0>20j3>f5Wp6T}o7OJ=cNlp1!;
zc_8~T<ekV_%eg!cc100s#7n!Pq#|tz4!USFS!*cKP43^1GH|f+C246KA(F$|MpKn%
zQl)^Y#t1U&cQDse&8rA<920mRlSH?t!3D|$z2=*K@boskstY_5UQDo$$`OxUZ7v(T
z${J$3(XMfA;Ys^>68mvk6{{J4vEnB^>WPC`>v7nr+6+7b!e-#*t>u{j1Ttv&da6)H
zS=CHFRe1xJH=Wi%>z%Gdi>RopOd6M0>dirqsk$uim^ikMe!vbGtwkHU3|ICbU>~LD
zH4)01$z$9{&XzC77n9O!`&;~Pl)b>0ldAJL#_jl40U`|flxkNBacYusgFeO9Y?E{H
zlUt+jhr6avVnDb8+0@rQ90QtIDGN#xEhXZt?QGc$gpA3+<&V-Czb^&-fne#MM#GLi
zyZue->L18f%RdlSck-*|1IIU&{(+oZ8R$w6m?1KXX@<F`lwzE1B3}Wo66Jxy!QkRn
zY_2JABj9$NNOM<uB1}{KYBkxm)B+p0)ZYWuSAeWN9o6E*_a`s)XJ;@sWI2(PV_Cui
zXqQ?U*)(jvtBjo<yy$XB8j`xSi-?0ji8yIx1UnTx(z4_M-XZ8RqT3ab9}NL9uc@cL
z_r!W2l~}-b9_wj&v|w?R$a+N^eHD5dqXk!GXP~32nGRTPj*NfHcqqJ_AUmWD6*K5P
zF8(dFsxEI;CwLzG2wjC~sA>(&NGn={jxI$<r=EN>%G^y$aLW?vafEs-xqp2zrztg}
z)%vFMM9~>;!45ccst}^b5@`Xaw1!r5gfi>L60qpZIV_gBet#qS!HBksNDGU8@X4FS
zV^Ve*kBkvDNK6`3yIRKDozzy&xrb$!GoCs(W%83qSuFkR7BS<3D61(ATN5GWBVDE(
zN?vhNx>inis#Z=m)D78}ij4Cp;<5pRy>Ql&lSvOIjpA&TkyMWSrowg475>GMeHRr5
zj(?Q-w@IIpZnKB}Kmci)hLszOV@T~Lqfxmc4lo-#LrI-dPRH;AGmx6r9$f-{5L0Ed
znZ#%alt@{PcFJErAQPrpfJ%hk3OR-2<80NCQyKCuBnGvqpiHmx8W#!-xb)%-ZH;Kr
z^%%0&)@I<(0~EPPX3`8*bE*`<Opi4Jp-C)h1}%f|m{c@ec|Do>-UE0ZoQCFA^%v6=
z``PBTgpK_f9u2x;Z`v^39KFm`Ruo+W%$Q`Tis!Kun8kn1*g`+YEGIbV8TT>wW0aZu
z(RygS#Eh|My}Pko-gMp=>?mm({GeO#UOn)1MB4!8C^2pqDY}R$eT}aKXcZVU!_$Kx
z6;5+-2Q&`M1$g}KdYTf8NkglyxW_B?Aehq%t^#5ZLZNybG|?j>B9GkZ#gKlc$hl97
z$n(>`et-%VrBJ#4G#`NtGS2P9a{aMp=~@M}QfiYjo}v`)<>}>?#b!vt2+=KF!cD;I
zDBA$KAyNB3{dS8za_7b$$SdoxgWa#zy8M9@=^HJ4y!?Gh&~fVxYjZ9BK=y{UmD2;7
zE4Y+RtRZa<2yH}cUXC`Gk^^E~|HfQ0t2waE9bsEKQZ7fy^VcXq-B3d~^M;E2XHllG
z)r=ihRdb?xWO_ZqF7iD2D1Hw;mX(d*0u8d_fJn3tFqbt{66%1fN%(4M?_z`lp)MQ;
zOx0CJ@`I$1{HQFBnLJ}RRkv<NiOr<K*K2u4;tB5k#T>s0j0W(zCBWx0qnn4O%kyoS
zswFDGi>N}m;KQ^l;*cg8H>Q;(@WT)aH;}j8ltLzD2m%B7*r^O9<89y_ZewYzTi2_(
zLR)w!FkN)sSb{rM@>LWKY^U>&XZAJ%suW6v-vjO?(sFyV2AwHdH0NoFp&Z=a*ieON
zruUdZmU&S<Qi)@p#<2#k<K%$5LP-#=bS1QhRdHS5qzq|Fb35S()$kEOm7m#pGLjGi
znVtuvsY<9HM9vz7jxce=KPCf_#BT+a%}|OM#X+wCcA`OuIH*+d|7OXLcUWKlw=u20
zyBz;Do^mRHAIPRu(+u9Eh;I^si|G#jV@(xP@A7atw+wDbUIO;^Dqr1J1PTfZ-vre!
zjT#bh4Nz!ZzMMn-27yarGkCCu3b@epiu6rtU0tISb#7H%0A5j@G+I{|q>DrvSwa0L
z;79>C1Eh&AQvq=%!)>H2yP}3EFDvpRpqcXNRRp99S&2hgZ`WKkRwcF)!*PoJ4HnD<
z3~;>t4Z35C=!bK_Q97V|S*>b91jdktWm$RixPdKK#4S{ZGB5l%irLmqY9-s2SjqUx
zH;@HR@MwbObR|X?{7j9y(1upsh*rM#$%`2+G1#|8^zbNfyVLG8U_-g1fM_2qKL5vV
z{}@ss+>>Koimv9ZQ4>14i~{d{qsJ~OBQ5P>ry{TTnO^})B#8@Mig+z?DoIpN6~W1#
zZr6eQ0A@3@hFC*^7y-~`VI}WKXCPSK5?o8dhy>gJ73*GfxXsP=XZ?#eTj(M4$?JZw
z7q({s;po<FFIw~5yW3doMQWF~H>1?i<@lluC2bQ}v|YeRTwtTbP_IyZYA7gwqWb14
zeAk?)3Oq98*K|9PH{tinszJMe!4#A!yR0Fr8CVGqlrSQ6E?S#Gm2z=rP+&Kr+mgja
znI9D{<LN<Vg#)+Ypdn;W3D&JwDDkuwy^N+B>DSrR*{naZ2Z|{K0WJZ4te&<ECj|nG
z2Vn&o&T(R{r#W~s6(rsvIqd6cEjW6{US~?Rea<f6b}cRA_Gd3T=xyw3_f-uTZ*ddr
z_LRzaF^^$vW}|{D(b0_$z0RctgAfS9rck;Q#5ae3g~NY4-ENkZ6VrhJ;$o5k_<bBv
zbX9N?RS2lH2zVnIJ6-3tWU_WO*nR8_)(SAOXauOET`TFbPKjI|gYs8GqXDN#c}Yal
zqRqf@{Fl&1(iRQJ8j%8rBULyDd4>hita4GHT*tiHy0m9x`5#CJ_YY(w?81zy*V;<+
zt#5M2EBwVb=;z?o1e1{xD<nUVMJDrEFN;^t^F=HlTu2_txv4Y4F0fHQV84KZ6*v^^
ztd{fchR^c@t8W@(MYYIAE`l{wqD-OAcwtQh2p*6qY2vO2qLCHiu1WC6Q+C+^Z6Yz6
zmuK;7cc2~B@iFIEH*JZtgdGoJn7eof?+^MHe&%!Tip{Kx8*4{Hhkv_{ggZGh2JTKb
zd(JtoCtvIQi7I!#Sln_g;7HV4sxWrtobM*1y`jHhOMV88ZStrc|Dp8Ra<=?{VK$9-
z;l(AZyU&in*?V#W8@Zj0vkU9WxS9Nk$H_CvyiZ|Khpn$oPBgC5F8zIo|0}HNV}7{B
z!$U8dYR7zHhSdeBDVzOw&H2|CNqr?Q(2w7s^xZu7<F=nUJ2GtBW9Wl|<woTjA4AR7
zeH@r?TA*LPLAkc})YjygVY&ilde@wN<R6IDtoheM=XLRgtpRW7&D;x>k5V>c(9BOJ
zbD9aG$ox6^CxyM=M;9m;^Zi%+9Gn-?>|JAS78bty^yLU8eD3YNw|^jo<nP?DYu%U&
zqq9+k6k7P}F#ku+7hEsT&C=#B&KRtt93eNadw9fo_Wsd!xq;>m^R<{uYs>ZK^5<UR
z*75z-=$3Emd#4ez*FJHz`q$+h-uvvO;OxNHipD+At!ICBL4R}oeEe4re@;tS`r7z+
z;#~6X)x#Nc9U5!RF0cDIqTW~i2ciU<`va-C%*CWtTR**AUH=NR4EH+rc%4E>XV}>#
z-|l4ACC&eV+>9jFMSnQHAoM>;ez#%&*6AG=437A2{kB`x?t)j7`ZxL!)Q8fRhxMn|
zz4Tt44+K?(@Y~q;yz`|8S608vpStLLBtPH%U}RIl+puMyXKsgV{={*NKmLvSxNcqZ
zm&oZpo4n7T=eWmSwG)r)-z$8wu5N#IZ{_b4$CsNXjm{sxbzEE-`?+fCiyhrY2Ad;~
z{ee(?zxuTQfxN7I9cKOV@|W8$@fHVveFDF-<ef54=Ud3zoM*ZAhpBfDW0H)tXHG?0
z1-%Z_w29I`x~>k-%zT}0imqRB+VWQkC8Y6{6UJ*zZE`|`#Toj<lN60GsXZq`-4ibS
z-Yc3pjP6No`PN?O?%ZaUU5kA(bNg$8Ys_AonA$OyAliYfvSSav+=g8^(IyqB;)+W+
zzu-(K);ZFQy%z(#37~43c1JWj)yM~Wh1Qp5_mJOL?S++j#bfNF%dY7LAuG)e1gYpW
zHMT@vOK2DfL%_$2X_|zltNsaJTuE|Wk@i2?8qrPnxQ3d`x;-En@dC++Yx247ly%n=
z3e`9Nf!vt{s!2VJ+Ai=~+h`hewIeXpy;YIU#00x@QnYYf%<6hn3nq92_NFPNpnV{~
zq_ub+T7b{u%miw-4v5;C@H?PGceoziOZnQ>!$WdTWT_?@Y>lDn;zB5^W<a~g6HTWD
z$D+GNKt8}U@FK`pq~o~4Rh7o6(sAwt3;Et7(66_~u8ovEFzq#Yft_rzi%-I>uWebg
z@$n_`oB3DXXUV2?S6|AfhY3?%ODl4{k0#GdJK{eb+H*Z6`)s@@)cd~YQ>iC`&bJR+
zo~wshM<q6knodn0NgJhyVJ5nb58fOISl4${`sDU=Op@1)H;267siz9&$CjVq>b4ho
zX*f<?uep8srTgqrAyf|+WLH}Aj?g30#^^ASD&luG(S)AS9<gC;<1O~obkqyJqrW^|
zR{Smf&2fu~yyKJ%VWV(uS%N(0-rBC+YrB=oz7wa9;}2ftuX^TAz)siBb3ZK;6>JmN
znCCH%4$~dG_4`hn4{?Rqi_H(_6V!%}qoY|5#Ji7BoYRME(9sPyQ${NmxWn2}_rQB9
z78)%k3c~M|PUnv+tnEs8?OSE#d#*Beq2=Xk&#$AymfHI|+Ls9ee^PH>)PduU+Y+ah
z+mEL>;Q9o|ZBs<wa^D63wGf(Q^)0<p2-}RV$=A_~88+;C`-IU{>Z7(PWgmRIU{6Z<
zcH?Fx#rLGP-q*MrdCUVftC)EwZCB(NQQrS_oT^afo9yv<QjbffUvic|F&XBfrl-s3
zYgZIfQ=pytuS<B%-<6jgdzl}Ve~QPG?^&tzI(z$)(t^B8<qu_w)Srb#v7WrSMV~)Z
zGZx`3%J2qSNZwj=2g8q+I+i6{C@-lucs%uD(pYe%lRrn9AUymPuU<^)K9JZ0ks}vQ
zqxJrS>?K|VE=wW@Kopq;)gBN^7Ihn!C0!w@D*dax)c3U{?&<v_-+yfVCG~ok*ed#M
zUb}zy{oj{${y^MPK0Z(J{yv<uRrX>?@-kRBoNp3vY_j;3kJ)p2r{41bG=^>>FezcL
z90+{YLWK9~abo>#Hc9Z_e3Wr2yINqsmoK-G2kKAqIdU%k+r|X)JNM7{$X9`cSn1@P
zmp7F42`e*0>t&|}@3jGcyHNV%tWQ^U^NHOi-Di@YFE>^x^&N5EoaC;Pd%;)d=={XC
zD-WEm$AqaiZ+$=y+7q{?BFWj5DV~cyZ{FSJWf%D(ef`R9mNm>R8IU_%_mcGUtE0x9
zK5p`P6I2{@8M9^DoV~+zEMfDiD3@NL<GzdLRF>RBFXk>N<PF2S5Rc$Vou91S*9{~S
zWAkMGBXOCZbcR>Y7>z2m5AF!ZtJ><sHO2wOClkkg2qcBgv)AsDY?B(ww5K^Rk*U4t
zC{Ur266%lQAo`+daL%El9!Od$5b+Wr4{B?RC(n^oZDgbq@Ji4!a*wu2WoN7M^~AOh
zcQMh<_6T2MQ)KgpM=d)siuVc!Jya|ow10jO%;`LX)ic6>JBM85n({d9r|)#|66A5K
z<NI6%kqi#kh<et2>}7NLIfIt@CdRgHk8NGxv6vSZ=S{(RLx<<^s>W8HOh38{U>US0
z)4^M4Lp5L2%z$p%)}VX;Ca%m-NiqZggJ1<Nau8rrNrg)SrVac>`47a2EGR!A76J9Q
zbO?0Q?Sn+855mqrkR|~TN`@CsICc=fo``#TVC(l^z5rQ6kts=Q&jKM8AJ#VJE)33Z
zUF+By*R#;Pquq(A(Y-lu;-I&~M90Py|JndzgT_oyB<8qM>nL1(Rg2AvR@DBMWBd8y
zF(+Q`@;MT6ibW>LU^6ye8B1$UYs$dZY)l2K0emc4E5ePI;4NQfNHxCp39ssi?z+Aj
zxW<U8H1v+foJH{J!<p8RJ3XBTo^H9g|M>M^9uK~zUQr)XPAg2A$V}$tH?K^-+1WQ_
zZhw7TXV>*lq+36yTBk3rUna&=5UdJG9{tb5?yr=VydVQoH6jiq1poea7r@OZ2sVA`
zaX4L}okGgL3KZesZ8BJp<VgTv3&Il;<h*}nxk{)66Hrm>HW3^zdz1R`bqwxO%;xKR
zBjjV`SG^5vf2`vCKHyyEouic(3J;C0#EqBeKTl(ftA?&i?{K-fjq_QUlzOKSbJINE
z4*D&6C;_kPu4+S9ivgLEi+>1LKDE;v9E}k2$)h620pv=w1nep!U~jON3;)IyZeoUx
zSgOlcRH>uijL7gML{b6HZjz!D+00?5sr{AIAia<_U@pQ#@>veV*=m-YIm3I@EqMB{
z&6&r_6r=BleSb;gKPqxMHh;Yy_jH->_dgKdUpi*{hwZ1jyf)0n>--+9tie1hW%O!I
z`1^`ZTwkc!)Ft#_cJw{8w9%OfdP>hu2*}}Uw2pR1_dP_-M;A|z<DR?t&q`p>s=S{U
zE7ZpF{m1uWP)rrm8~_0#62PEzWA9WMJQ^gB**Q{8(T(zTOhqFm;7>_pJuJaRC0hB4
zFw0^j`qJLHfT449s?RyklQY%(E@k)bI&<py#&tI?(Z)l&e_hiWzy0aN1>^A=ET#5%
zLpk!M|CX6I$-JOsi7P8o@JK2swMxpZ2v{Ej(1xUfzL;b{f$2qKST4^_QeBq@NuhK_
zDf%xQ<e+}w$4V+vp&}xvr2$arc7bAtM4=SP=>cj0^dJw?wo0@LWe=T#Onr`tcF2Yi
z>4~n$>yxFYT~}WD;&iwB)$BK7nAek;8^eu{F8b&UZ~GBczJ;=L!H#$?_oKD^R4tsP
z>Z=-DYh!w^aj!eP5<S?7peNDw$I>|FIasdHT|&N8$$9+c0K7W-3hf??pe{t9ulle8
zjp~tDo{SGvD;&huRb_?<vjUJ~_p*zQ%6JjL>KFx(gd18hiIyNq&J_L@PNXHp%2G6B
z7TL>Ab>5oy(ontY59DO}kypKz*Po?)F3fK~d$nT6Z?@7O2>W@5D#JHra>+y22PG}}
zaz?9mZm_^#)S5t(0y9^>$9sH-S=KCFhZm)_YAei8Vjb~)8*lr^^o^&OPo0{gU)G8v
z6|QX~C{DIDwAft?ac4cL^`g@QFd>^6<pc$Eakww^109C`K&wW3tFFT+qCZd_sAX_U
z9;n%A0j$ecGySMq8x|`D=IJ}_-~53z`2K-}-v1UPgclsX<M`v{w>zRcMwqVF+04V`
zpTb(Wm?dd5CP!Ak>Dw&~`tX=vv0#)^{fmxz>zpnzF@S)iYy%7kdME$Fg9H<QA6*ji
zhjdAdE~!d_5*VZlj;BBXsh|}RK%Yup&c#W}N=v}!gvD}0-`_Beq{1aKR<|2fk3to%
zCU35k-&+r>+%@?9PCMmNIA!j#>ZO|vVcktb=kCSa60AJ<dDe!m5nV*zPj54<H|#BN
z)VxBErKe(?FtSdi@3`^}sy?dNRp#=wsv7|i6seUiqzocx6Q%F;P+cR5(P^NlVt~9d
zCe^fqp%^)XbLe)0uU{-&hmLrBM}i=2AN*z%#1K&Lggy{W7ab)^%5S!S792qAc;-nk
z&l^E!384=FCp=&4eCDz2J)`f(nttb&TrkvI9dzzzveO6G%3qm{e;}jrcT#Z{#^;b7
zi8D9pAFrB3AT8G`Im7Z*Y6HHSJ|~(U!YE%De313E-N|$ic2u^`(nn!N7;d^Z?A86O
zudQ?Iq)#nBY`NazNuY&mFthk9Z2L0C?VQ<3N9gEPr%H{M?U(>K&z<$6#H!W5g?{oc
zUtDd<@B<yPj8!>{Bniq%Nv1*@NoZW;NFoqZTH#yEmVXbr6}G(a=ENQyQQ+^r^WiS=
zZ(js6FTNIhJ2KON8P7WW$@+-erd1D7HVY1kn9!33uP?mlnMKx26xvZ?1Eb!bbVQ3Q
zCbFK|DCFrFc@e*r)o+)Ir=V6kOctWQ`{|gm*`L(8hT-!p8!sGg+6b?5R8-gZyvu)W
z_&oQKIMl|=%kMpX3DZW$TnLkY=G8L-7JAJRH6s0d-d~SyFYbH(lgP}l_PX6J6;JnO
z<Q}J}QJ0jwYmEKe3_Nk#?7<q+?&d38fz<H2*v431M1Gfo?c1sRzM3<YyR_B9_bEFn
z6S~gR?mA~ZLOk?5liwBWob}LscGYMXG5nMK(;4^KEnU0VSBK4Kw}{Wv+K{&1hvQNH
zF8)hIJbX+-@b2AILT)!~cGADPTmMe+tM_N##)uPh9OPXsk7{>s8X<+=O^DmdEW-E)
z@n!DlW#mL*Tri*<E8`bE6|CwbFX1W>z@LCtmlR)W8W;r&=v)Ti5pD)B>aMy5y>xUr
z`U%~Zc4cJ4#_FlcZb|7~BOC;OUUV6J{mGxA>1s&~yT|24SNzqHlDZ#J!c~mL9?D`_
zH&fC+0TnBD6#=R?U^MsP*_AWvK5G^Jf#AHhy7YhTXgIv?$Y2gAM1(v2fz11Ne`+~n
z*;4Yw+xFBc^wU!2NVZRTzSdO7RWoOkM}2orJ6b=Vp%l4>W6fyyhX5oG_`gWpeg86E
zl=WIu$r7*dtUcmJ$vF%=<?OPFoxXw3Qc6oWs<J6{6riCq>1xR9XFyRiU^~5>Ag_rl
z2kx3iaDl79Ex@MNgBGA7wG_<~Z~NpUl)VeMS^`StYp26t&t6@)3=2Ebl@K<q?%bjG
zwOISHX79kGJowDDbqABan8vn`jJrvd%AbgAC#`#Z1U~O$?)$<fh4{jPyWBJp{q`rZ
zp}qk;S&@GT`Bb1MJEqlZRN;zLF2vVBMaa80xULjp+KjJp5d$07^SRMb{Du^f+LL*J
zw2jPHwR_;LtjJ}jE@L1G&}=g(9GP=c0PP~fH5n91G=wy5(`F#4S`kDqoK);voODH%
z68H{FI?oSDWBsj++IdZ;<$$h|t!4#?px~$dq`bp@c^Az=G7<3FuY*!eCp_!r@>bpF
ze80ncB|4aAdGn3O<}8bei_6@L^wVZS_jh;BJ6WWt8Yo}HcLV?@r%&m#DS=a<?s$V9
zfX>^lxfin>qv+z#pxRNZ!Kr5XVwR)xCe1)2d?Pqo6|g#9k6KQ9G7>#9C#qGoh3}&)
zo%}$%*L)SE<=Td-YcRSlW2fCfyABkWxxfOF#?GPv{#8_7Y#J<46aH=ZfTjTxbOo}G
zMl-_Eep?EBpMCjxtm5D3a=tTq+~~;jjX)lstUdA_MfrB?JmROt@l6rI_hCtTs{{A9
zYFx(iO-33>!;|Sg<@`Ms^s8q}x|f%x1rHhihI55?O=pC(s}`^<z<_uqOC^(0N=@u#
zSiECfbJUZ7SC1Kkw>YZ0kJ?NE6d$#lkaj?)wggT!1y1oT{b$AcqMTiuF~*WAx}{&Z
zX)rhjH+Vf9xY}t@l7%Nx9V7)<&<z2dE9S@J42@?&>Avqbh4Go6_Au;Tyy1Q}K6C9n
zL9XlY(aN)rFrNMQRKxaMqL)2>Z8^51{!3)1z*>e2GnVnm(-*-H9zqq{8xb((PCVww
za5#@yG)7qQfW~Pek);$lO>m$2)D1#&B$a2!W02huQV0MiO$L&dujIu*G;LEMGAN;b
z(f~hpb_lL<Ng9jGW>CE)jaoRsPt__(6Ss#I1UiudsaSR;l)NMhKuAX!G?~!Xd1vv5
zFf(>+Gf-1szgpbtw?|WKwIMI)(9@x7wc0OXFFWJ=&gHAQ=iez62kIVsWO24ac;@MY
zd6)|*=C%<&GU^D)1Bu1k33y&BpYJaMEeGU3I#Vs#cpH!ykpGP&=3h)n;%FIY&oAOf
zRUHV=ZJ;-iD_InR1<1TY#mSQ77Ub>!2yX|8`uaD33_vF-!Bf(;5Uz0IY4a*rV44HB
z@itDLVX<cJ$M20^Mn9AWfO6t?)V98QTzL7Taqu6=U7vNoVAcm;Zs|I#b%XmMm9NpV
zI@YNj?wEUe<py)b_F%I%kNd@xrJf<4hW*;S=7#`VO)?Wu&A?jC#5U8yl-d*dJyA2l
ztvSD5!}U-<Nr`Py`OMySt?}kZry~!eM6TE&u(gHN7{5)eiu3xVImwdZKK-Zv4Y4lX
zj3xds9_$EPz8hf|X9XC0k;=6}D4i|byO>?R4_$fv)fZaQsmOP|u=~@!M#uP<uO0XU
z>0REAI8RWu_FY!=bDVVKa^T~NmP(oFj(~cy;e}?dz%;ZUxnP>lH`XW9g9mQ<=hTdZ
zMlh54>S&QAc}<?c5oV6$`1RW|HuxClk(T6hjB9BKDLW6^UEYYaAB|upqnSq<^_B&#
z8hMbE*|E3=NI67{hi*irK543=?pV*5Cq8BDz-V{_P;FLgvaA77oiMXOy!Z0y>yh$e
z$XROxT^~vs4Np*-WcWFA1=>q;a5hK}_SLwqo<=A!;vF>49w|P`HBWyLE*9q!k6$FI
zl~<B^RuvA}^5+OEe#b4G*zRO}P8In(E+jB)X7+`s+dsur^+&h!Eb0ccfqpOD;cejP
z`5@-)Xb(^iA_tTK2zs05Dg%&h0r&&W%DuZ$e*2rj905(YOEML53=VqF|6WP>tPZ#@
zh=m~Ol~7l7y4BiBpyfgRa51rybTvVDI>DXB_@8bVcrIx}|KKknJCeQpFd8rTdE&mi
z&AFej>|@h(ly(XNL$ts2U!k!4(6awV;hDm|{fU<}Xni%4mEBZ&&eHL_M$*kPjLs$g
zLk9bk@7352iMqCxawFY-DqmhQVZUkgX;VVHp5=PLcUGE-(_Je{PL{aB_#OJS0X@&#
zdN{3dL&2wZ$PkPeCp$t$hXRSOoL)+Qzv$iJPn_MGqDFJ;=^$lK@ms|$KS{P_UReIq
zmXo`YPn#X$tmHuv@Lb)wbZ1Y`6G!@oroTo!*Qnh#F+F=@4wZb#@ch=#4grKoYFt6{
zhhBGhOK1`%DQ@Wd_?k4q0Rwe7eK=9ZPF#b-(GQbQ@hH!eA{0QKcRzAtmb+bmw)fOz
zrwuX>p}8_8G(Baa((c8{2V{>Xl404EaA-u?sGAbOl}1G~mV(j`RVtInh~pTiF2mU%
zc!0qgby>22!Mf}~mkO$!!k}qB%zn!SZT##oWbq*n#pxQ~aN!CTr+?JT9a-=Mu$r~>
zPC3A*Hc0kvv(-gvw7X5=tE4N^yl^=^RbV1RS^6o6umTxxyqy<=f-`r7X2$snRzOu<
z@p)@g_RkQC4$iYr9;hRlhOy6fJ&@nZ-PS?eOo_W`hTEDs|G{Ql<CQj{ChB{D08`g=
zW*2!TsO(O~m$lh3q#Mj?N-L5d(BhM9d;?581W6j_K$~Qt7hJ^3bR0U5X#qmVdLBnU
z18M9>dm>&wc9j!7Y74~K@<nmR5@r0&E+wUgzcTvUzX}Wg2<*QM2vUb+bmo`@fXXIA
zJRQJz+N{xy39jy8#mq+Y44j5n0?q+Vwl*#tc>hhq>c|@lqu-2*O9`;~J^$;4_!BqQ
zDShe!Fr;;{yB!Tk{c(Q4UmWnehc7RQ2Z_PdsfgX>4NC&Ozu4}@U{)N)QL$!G?&C>%
zmd=*-Zw!Q0oYvwYK@`qx3j^QhG1|(c{tRe--gfsf<78n-wNEvt#D8|7wj>~{B%>tp
z=8Xl^Mbf4zZV)FNp%d_xFEi&q{*@1VWfyCGv`N0@D*q{8uc!1~%Q^P9a{;21>yK}6
zR0+plo+&@%Unr^#Yc4nNRXDe7OXbM8-tV`x$Gn@>n;MN?hMbP?e$!q&H4)g{KUvRi
z5AfQ0sjvMRH17m-DH3%3<X7l6-*;{C9wX?$PYU0x8N2Y9NI;JfJTuax&R^v=BZd^(
zgVx0x7+#-$v|z-%#&CH|3>dD~&sTqs<sFr;!(AWK%<%H`UQfi+?7RUS^Ze|PZd`$G
z>-wG-e1Cthi6&yPf8O*!))ezK88OuuCv<==SlUik(cSgO6j=}Ly41Qrs2zyqzIM|m
zrC}XaNK<*FG=f&F00Hfi@(xlC^^>!il#3PUa=|Nd*9E#wQeJ0LB~uP{fJW8AdpIVH
z!*(7ierw92pUx-{eR_;s?PBUT*Udl5?C#i>?Aspsk}-BVwx#Da8S}30t|w*35uW~}
zH5J*`ZdUUqhAAS4g`Qo@rhv9<3;h(cnt;tK4yORx^e?1<9;}{mEZuK^%PiduNWNMy
zfEA>`C^AIqd1`^owgI44ewSn@vH^%|Su_C@IGQuaX{=n$={yjZ<s}u-#Q?n`_%QV$
zaXMezcfE%1NOmM?vyu!cRp5h3Noy{!_O_NZqDQDjpc!3KQN13>6kEi>!+#*fnghT4
z;y{y#AM+CR-SNNVU(gn#%x^cgDzZTvs(Y1oJ+h9ElQSOPCESwp+F2b#H*YR+wL-rU
zI@P!L|FT@|IMv=iUbE@)(bfb!((cg-oLN-kcn@bL<c7t;EyDfJTagy9ijo840H+jW
zE7Qx&rz9}mGf*3!fxI#r;>0h(-}Xc$mT;!amfToC97dG@ne5T$XWc4Jn{7UfeEJH6
z>vvz8cHby|9dM0&jnu1VkssrEn%onbSo8<7da(2z{MA8%QDyr>^*~|5`!9q8eqV`C
zrpj9e)9?IBLjAT}`(WxxU<G1_?E{jAU~Q2Iag0I3tk54*r$l-bx_t61W+p@Xx^nMs
zU?3IQAbE%`g-S+LWsOrkX0Y5@1gsS5`PxU#!CRo)Le}C{n`61n$xZU%{+zsrt2}Y&
zwJD5P<95%bPe!^(AE*LK6a%$?R*Jk5f7-c%%w2^QDAG0;V{eO_$MyK3{!!#rxy$gY
ziFi4?Gb`zS2rzlG^ln6%GSZEO^^q>AMIHl8N%UgK-W_pnlETY5Sxf%~rm9pNCk}_y
zC%RqdG06a&M4y-M{bR_XNzHNzHxn+^U$1N3ylG>}wszt6mB!tP*}?CynA-O@ZhOg=
zww%~E(V{6UBWjls_;<&CK*FMeDsJ;T?E!JR@wf^MchbgLI*y)dh{B<(b92Ha0{nzJ
z4ApI7o^zECYdKd>cLQ<V2gLPM5Z9NEIsqD8O1mO*pw^&SQ<4FR^qqKk<=%~|KucY(
zX$H8=8?hk~#Cw`QVbSVkhu_hbkP|$7p>m58NDesr3^b8}%$EZ`Xye2R(t?tv7!kd7
z{~fo1dVKt!>hZ;v#KT%IXAT;VZlY7fBVppFVAlCzv$Z;<-XTEX!Q<9JxzStmXCLed
z>FnN|KMQv~=t}zT8j}A#KsM!Mq2K5m5kJA*86}Pnq_|QF@JF>;ti%QQlZArl0dxA~
zI#?;LJN~1qPoY0?j@%fyv(Im(rMP8*u$fW4nNg~=5kz&%@qm<K3agK3E#D+R%~BP(
z!1Z$T3!UZ;9@yJ^`^(9g^6;y$yI;qXX0QB#B+JFU72oObe5Cm8XG(W;Kw-|E*OcIy
zkc^yxiEg(+Si|+@(DLQbOcG+d`!!}+J0?qJqbZs04!t#>zciC<C-k7zz3NdlE`>gu
zC|JPm^0*CUja*}fk~CFDR98SV{Q?FIsRGAhANkat9(EpsvTq5Ct42fcI3u+Y0}2MS
z+v5tl!^%`97!763O`R#L_)1f)8`V$;pS4qY1(d3!Y8i1fCt7w)3C7;1W4Sq>3+-YB
zEWMJ*mCS@`#o6KIYydPXt^<l>q_mUP$HV1ZtX<3ylq8cXDzxie*`uziP$Vb8$GD_u
zY^jLcERf50MfUI&c~ixn<u;pO{sH$JJ_gtYd%tP?P||P(mUIiN-;hs)?G~pe^A8w^
zmytKIXeBw;L5AfA;a5jYza_n7wLgiu$?PiZ$UeD|0U~!qJxZ6817?exu}zFp^PKV)
z+-^F|1<V@X@;KQp^iXx<)vKByjbnktmp+SGPIup>1#Hv2fh>vm2zo4LDd-a5avaHL
z{oVeylq3WyU)8n_9bMxk88ouCle0l^B{=MnY+Mj$=Z=g6J{syx1e0)r1k3*>$<fP3
zm;W<IzHzSkr^Rj2U6A|5kmC-JBtuOj@5Boj11Dmn$9XM&tHwotGNU}Kq489?m(J*H
zpX&~j@yrtTK-2nOb|JZc0c+Z-afwa=qr|&u8yAumi^u1+=0ZFTM#tgG<EziYd>jP9
zWI==gQ8C`bFYjp?q;Gfecc}lX$o+sK*Sl>RB44k5aXqgdx!115sY8EP%&R!@rqB>0
zOj5n`vfXd*k6Y#)?tT;g2a;V_H++OaI&3bC>3Be%wKPsR+P?o1)$d1O+mj9X27EUb
zqa=H(s*lr;Z1+&qB`fle@gg!dZp5K8NX6daZi9m$$VTL5WuK)W31+s+8-}>-G<kp(
za<e5?nIS!Pg%7hwXoNCW`w#atSH%%z-~?wix;=94IXsH}#+4ofhK+>YTMK9nXBZz<
zm>I=^MzZ3K34~R-vAOHzP1;>t9ics~`R?1TTtW~g(BI>VQ?(A8QI*cztV2pT1a!3a
zfPX7v6n!g1RErH_RtFZx`6@6P>w|P;pjFd#^+?n)IL*$d5!#0CFZN^{MhFP`T6zpS
zUx6<Bns+qPjucUx`rflVo;&#Kp<h^e%JUb8TGHp+PzK^8Qv=j^!?)R%@!YKo<;ORi
zs_81YjNMZM6DhywGXM2!uknT1%Nh&w1~UzP9OzYFSh4qh(8p|2_Re;JmnAl5d7wNZ
zukz*Gkyl2dhOkY_+nN~eJNKiX(Af1zz0N11F}EgAt<D0<c_m#*Id;ZF&Ph2cTY@+n
zWN{pXE5r0d-j$${MVcy8j@aof8Nlq}5v~isBrVAJ;vnog29hzo5@gx`p*Z6@8ZWH_
zcSQcPE||ZU_|;drqE93uQfdk$b7zWs5gceQtIG*wW5c2hyg+cTv{ig#!4F<cDc$6c
zx_eo_cKq&UO!=~pmiR}fi{ET(`Q)(PByft(t7{n!$X&}|qD@=^vRnc@Zo{^#My?QQ
z7cGvL)y0@6cxpB9%f|P%E*SyH+<1fTmJCkAsrgmJ=+OR|wVOlMvU_&?7=N{P6=5<_
z{ns7L%a40Iwkp3T7_F&p_3y<$IXK=<-?!O9bm~M(1|>;hRqGZ7=Fk-u<Iu7M4;#ll
zP|;BlKxC6^Gkp2BO+;dGVEjHQ54`-fe)SO%ddm%7W4Lhh$EQ1g4wns_+1-5O+GH9p
zP=IEZH}0KndQB|Gr8V^o=Zz=|SLlyoQR|s@c;wxw^pO$d6>@4*OLUc;^w@3bN?ie_
zSyQ*4?J_pm$V<fs@V;<wqx-wI_w>THEjMANOBDx|tgJ+j+Hb*=c&h`F23zmQ=(QY(
zr{^+y#?c?Jjk-;!jP*FqNJ9ciw#h2-Lr=S=F?p%AwH^yjbFeTK7|@=@y(hqo=bMH{
z4R5VXbhJV~y-0IwdaFAV*y4bE8fl%a0uLphNg;MkxBGifS7;LNdK1so4bCF5^6ltt
zGef%_c1h8GlIFb2x=l=^S;f8lsNLgI@~5LeY_!kok6G8-?x`>s<M1^<-0v;NImQ3;
zOU?1U{Dvv~@J!R334i4NFO#_wJwbZxGd5XCk*pKSk2My0Hl-k9XMCZfz6O>uNls*e
zEm>f)%7r{pg}mumG=y^@%ej#3BL$0JR}>l`r>elnySWQlfKF^;sN8MjI{6{5ab@k?
zxYB8&GUccTp#aekaw;qLm;(9@=^4WhnbT?KBMnBy1+r(%C9)m?9Rism_|n6(%ojj^
z61{_L*Z#jSe8>RIsr|3IQVb7d^j&8_w}~RYOCfrCVLc>Ql5om^fD^zvo=N35`q1p3
z>X>^e4#D`lZBZPJiM$xm$=VZ#4CV8?tu~3;H%+!S!J^lW*R0Jh8R^!T2`p(D2=t2!
z9!#+6z}KP9CAKPwPVKN7s%Q!;S5D-Y#rfSz)-nTd23G_eZKKumv{swHf7jFDSoA5Z
zaVqgK>z1o+%+2RBVLYWDN3)m%k8)9=1(sf3%i0fTpMK};b_n&k;7H=@S26ANnA{h3
z9!{W06p?lpqWhYFEESU(Od8p3;`sr)<>>yLx*XjhR}|^Rk?-?gPw41UVJ)iV%uXMV
zy0st2R-HU{=D>LG_Ow&d=MKm)GnSl{x@wqR2fA1bx|O63NV==Q_J(fBXvb4ujqTYw
zh4jR^ffp)~`(JxS@2qVyGWA~@;%Z0uc=ZKAR)0jQ#Wt`<ad5g`XR;{=fB$s-ONQUK
zmsAdQ{Ft<ufm*L|Ov=N&WaGyNe3vov;YfH^zQ>I#2mGx(Sem-NXg>n9Khp#)C0w00
zkr|M`WaA)=*ZK2!7V%VQ8fD7r`r&eSt&774%3u30%b@I2jE_eZ=V`Z~Ge+{=>HA02
zXbpBG8AjJpWal%;2pCAG*k8Q<)(!fGG{x7vqFkhgxG!+Utx<jx&_qfT*i1U_RwgLQ
zS=&q!y5b9KH@M5Kfogb_Gf2L1Rh*qu908hfkyx6iCxhg@<yX_V30O5*`;~(+20g{C
zdrMI<n&CNj0|QiPmWn)H?t4b2|FOH_A$7JXb=oEO_vm~$@$m2~%ysI?A=k;X9|{)k
zH}|F0mtWnQF#EyrGyZu7*9qW1P-XV71Nc{WPA%RYSWyUF;8}a1ysPGX4J4NdRuoc-
zX}P{oJ&z*bLW$tw-B1DasR#0jU-Vrtrwy*KR69bz)HdLJ#hnld_E`zuxyQiMP|{S@
z33Fr|c<D`?Tg_7CP$DCgY(5nM#_(A|&bLAP=Rd{pv#svGM~ptMxcl$o>XapLi)83$
z?XpA;7sfxeI7--nvj&sjeqBT#A~t4=!t$Zkq5(hmYU3{JXM*j{h9}gHI#}V1VDac?
zws$}o<>k)rbZDDLtH3+Gip|3c&F5Vat;UkMU{M3O{t{>(?GSYXl{iCOiLb*&-2>y@
z-S%Rt6BsIfS!~QGBFlNKCfRN$gqf@@PSBn8yHj!_`DI7S=b&Yc+ZSYm3b*nLzCT@K
zSsYd%zqxTxXtLj&RP$@g=210ocFWN3Hu3jmM>ywx1SLORSjG6#2(y`7CF+d}TG7O5
z*D=vA*x!_C6)R8hG%K6qea`AjDfS$)7LMzo1B|t2+Z<j|f1p(y4EmRiW?8x)a%v7i
zk$Y-)^<3L|+h#cZ5H2wB+AfQRtF1Ikw|M84cl$Jb+ew!iFuuk6dLsy{4g_nzh>|0?
z@BV0KMFj)ZjLVqk>bq2ShLowfwP=}j>g7}&fcMpuT{1ZjgD1Xy1HT8Wxv?*@tAhpo
zT7-HT|9nA~Op-4?*}bmh>$R08m)mzH&wNw;IOJ!q_?96ncYr*uh*@1hB<P*FZ)tTP
zbgcuU)h;?-_^87RwL`7vdqC312L>e?1;a>J;Z%7W`GMPeGXAP@zK7gx^Qy<$w7jdg
zf<O6OVKO4@LO&vhbgI8NL&a_blkG=Zx+gCmI>$83;FX@=PRfMa9$*lQVhO=#wtPJJ
zp!qfPd}idnh=)g)2hPV-T~;0*%Z#_{+jk-xF=e+cHcr$Y((Xg&^FwrXywYP_o@h}f
zGk2CO#YLXk08g^sxx!`C-2pF0(J}zseTCfjiK3Ukgn8Hw&#pVe)Y8Ct$StRo2eupU
zmZDvie9*t);%dOfA30XqCPad<aWAi&&lpSkgv&#D<f+l4&Z=bPMpU0=?zhl|iZ*V!
zzh1sj0a_DBdWO!TQ&tgz(~ioY+?{Qsnut@~wlyyl-pBFEd^afPqK0!v?f(&ocnyZ+
z{y>(b4<_8b6T*1mV)Ip{dt$1`^5Bk%r<XG`r6sq*D)j@+g$(3t|J@6g2Vlb@$RX5E
zH_sT@4O`^$LBZOfm}-2S&ozN75My#~z-gg^rZkVCLYVOa55d>Ya8@Uh5WIE|c7~qa
z4U`+Q1?7gY-|2^ZLXvoHO+=cnbSjX!*@6M+6C}7U<DGq7hM6RZWs=KiZqt>}E)l55
z`yt~%dA>@LO+?gX#R{M-qT7iCBcnf%=NtZ~wbp;B;1_G%f4*`hPz?GbO(&m<DwwOs
zS|f?z5?kd(<D#cvstpQt@^4=4A0rIOa$r=iF=@$k=J+ZnP>2@z4%vu~{tH3q>iMs$
zwL6WieHs}ND`EDGjLD`Y>R2*+j@aCa=+=xrm7>X>1DDu5y2FDQg3}c{i{-#u^W}Wf
zPw$+rF(nGT+2Gc1bF=gF0kBafvah<-u=@pk-q<zld1Py8*a<bu;h#Z<!rjjvOrN*)
zeN6py8kS<Q>e+K+?x-5Z;1Wx`>kGlA<o;fdU$-p9J8qqBLD+eoY8r52t;ASO)O3z~
z)$uxWc}|v=kl$#Ed>=N@OiR+7Ifb>-NZ#!6qp`rUZ>J5nv&XX`z6AM%G5gLXi2pd`
zo4T#CyOK<Ma?e@BkHL9uO&%&P@kLa@O46yNp@W@ytOy0sDUREkpa7Tf(t1L~L(0PT
z)@wm819x!quEY;8%{Q=2Fj79_2L}Qs?cwJeO|J5N1c$mF_Fy7!x+c}8h&Trd@zEYR
zk*4CFxCc{hIC)=ub^F~o21Tc1eOF|WFUGWF{U!vKf9rVs3i~!qd-bU$f*syppFy{{
z9)0t|z~hC-gSu0ZuLBHq$i*4++@j}V*^@3>-uu>jz0NaSP+u-Cc=G_h+n!!r`vn#}
z-KMa9brCIRw=g4+!17bugnk2kxg)$j%*}al?YOZGw8M=S0C!2Z@75|=)=qLSDep$_
z^vLg@c)!K9$L~^1QLF>wxz+QCuP3sX6&010MHaA6+!^Wrd1^ZPFxTX!!x~M8$x~M%
z_D^?5Q>U%8w_aheGp`~ovm2;w6gufbT`AnHFVz`L2FI1=JrQsGDLAJ^a#wnuKykOS
z2y{HP;lfEZxivRmGAhIO4jLfcmM02gB6WJMWF~R%3q#bDr)twzJ;~ErkHg!&y781A
z;Dg$VkYU94drozE+@NS=3fAoM?$n=eO5RHqoWY)D$nK32ctm0Xogca%TXlep4@j?q
zrrT3HYntzE-EO#rvXt~Km@^7C-kcXvG!V#`^EQF4g16iYX@uRP=bo89w__&s-N~L>
z_>Gp4nQJ#6IZW_;x*>f3JI1a~u0Ch4ss0dIcF7p`_^O=!?ssBtlXTDPmHWT9Szbgh
zqpzvX)V_`Utq}+r6h!Q2K6~>W<fCU{d6CHorav<?^!SF1@ov49Cm!Y+q&`uey`Z|!
zv=y!P=Bm5D)|Kx;%7?#%b&q{De!ihy@wTVVt`tl}xg+%8XCp0CReiGIu|}?kocRMg
z!&>r{4%06+FghR$XAthQ2N2*oFVvqEhs~>c;>3rN{r!O(l)`Wx?BY%64}a;zPtHX-
zdRHp+2?DT|w&X_ZYGMJ>ttnzRs7JeltI9st0iP_Ugbk8~7mxy4i`Ojia<UJ0Bbufd
zatWpX%^pFce;{27KaVB-yPxl*JOMO88PEi9eAsyBDecOOXwnxB$-v74xrwsOTC*SZ
zQz?M$J=MkXmJ0USbUM8;DObb705!Q1rXLfivHwKUyF)m5(uVQ<{4%hsmR`=i$FL}T
z?xS|&IpXrEwth>b1G4iKYA;j(TU}sjek;W8l@os?&O2a=OAI;9^xh9MX3)jpG;+6r
zJyW4`*czSg<oEd|_ggD|f0PN!3SC*CrBigaB`8q!_lK$e*3n|YXXD1sH5ez~9|0C~
z@O16_M>PIGb{<*%dG+yCw>}`6<oG13=I_z<oe3MTs)J|7&j;Qf9Dt5#2$qxbnSF`k
z^6HtVG3VmFPkqxP2jKIH+_9}aTFc+y+(wtC1l2x$^Kf+jLp!`kEUX{gc52)#N49lZ
zz0zbI{*?>sW`^kW3G0&syY`MX@9#OMadC7;sD8BDNYVAu@m)(iUp!lLc>A8vJLNZ<
zE_PpYAH<TuG>gl!#Ls7^&Hq6BpB2TlPt5C{*mPVo|KZnmaeKq3Plx+=ujIe94XIq=
z_I!eSsj{X=Gd$Bu3e&1xxT3V+QQ42z$t&E{ou=C-Ct*IPrd?Ox_dRuXOdFQH&T@x|
zjDh9L%dilvVQ-Q(<YVSh-I*=0JGmID_2lihJGFFW7X<P9G`k7}Ii?H3<RPEh_ak58
zhcDMVl)X4mWiPFpj?%OYq{{rF>vr91sxn48pLpfzP^pzsj$GSMT`x?vk8!{0SrM&3
z!`zu!tGbKrRap99ybgcB8a2ww-BbN~bN@i@G5#*&ZI=ovCLTrQNe$qy_r#6(f1$LE
z@%kg;LO3PybdK)+TVIOa+g<cQp8ujz?2!^6T<39l+!VQem+A28tWeO!_PN_f5*cqE
zOvhe@bzSm5ndhY98l&yymAfoMZkV9ok{qauNm?otomh21Z~Q`HB=_vW7qN%4TRm(Y
z@*Gn-ZMVC|1>7R+x)FZ6LB~`)x?{OAl~Q5$JaBZA{)_gTgUZc=0w<WlL~TzZq?oBK
zZ}FljYM(oWssb%eV-)ZDh^5G`EXZ!(+?r@&TvuZL_M*FPNa_Ogc~04Q-O;^X@a%0(
z7tP|gM~`aeb;vN|jq8=ij~)drZc7bDR|o%Q;Hk{EL6t}+f%N0JsSZV%C!%k1&almT
zKEj94wf&wmK0j8-Fh^ue(!7(NK}+pxmCaT$(vD(i-%R~?8PeMl_M$Y1o-;uz!OcvQ
zN1RCn54SBQ_b7RbgSmqsVe;b>q+mzT)78yhkKJ`=NFDfNiG1xI^}scCM%j;lVPZza
zv6jN0F8B95`+kS@XzPaXozdkd?TTDu>Q9|tdt4D*gpR*y&wfz_aV5kZwh=#N!m=$?
zurFbytzQ{a-$@!baCg-fGECbBN}1;pt;97>b5(ag_PBX}qEPgw9|xW-N{R~!;lJe|
z?VV=TV)(Pae6{m>qpRQPJ=#!^=inpVN-MRVsNRKe^^;j>WpqEo?1-FsX4#rbN$EhN
zK9La9#r6@+e7C7$AP42G8Lgn%MkGmLb0brmnmJ(Qeajn&M@hb86@3?oC~#%<?+tzk
zxszbL8{7-;1Sww}RtF?Jq%<GtsuO7CBqvE?q}0huSiC*%U9(sma61wA_`lfg|AX)X
z%MNSZZu*c4TG`@pa3K*Vx8fduX_Po10yYG*Pgy1^L>I@)f_b<m80n!?yW)U!Z`8ut
z4mtdgmhpHNOjEf!#^DinnI>W;FjBg;JtWV6P;@|hsY*bmw^$MNU_)`R$Mc#~rXFAU
z6%I2#c`5-}ZZQfD1!Us@z8hcmAi2+v6Y<;*=R$fTK)m+(vf?~rHR&^losK)PZb0ed
zea{8ho$1~}IPdLR?fH1igAUyr6Q%-Yyhc8q{vr&BJoD7IQT=7${Tx;D@n738?;Kum
zduPsEJ9L3C%Wl&6NMrhaLf?!Y2o{8C{0LCCI-$kbV6gckU&Xzlkvf=e@0S)Rt>i3l
zk6bP;Dp7*nBssbsv`#kLMz!s2aev6GLKSrLu$Wf%j5V4~s`bYOKkANRKRA~7%d}sk
z@9EK$H#=`vD{fK{WuEj8bGHjzsu+YhyWvG#K>4PIy1ly$&g<#qEx?2^jtIY^1A)J}
zDOKAon4jLJyh@MV-)@Z4O~Aig*Al8wY0SU=XpgQlXK(WJzVz!8?{e9;#oK$g@aq>G
zj@r9kSY<X+K4vlMvNDdp`m~Ma`QV@H!W(ffg=b?8RCjnydAVw9sGeCOHPQ1n=K2?A
zMbPm7L)d#qv;F>!|4PwXrKGjhCQ55W?NW^qJ0ytF8dYMnX00l<W6u(!RzyUM+Dfa4
z(V9VQRkLWdYP7oEznAy@y}$SU`~3d+{o$OP>p0|u>v}z}=XgAXJ-Nx1firz$>@ROq
zXMWqa$=el59oF*x{ANVBkt+$|k8BrDl%$r^v1m0@aIPVK<$^JGY#}33s8*3Znkg{^
z-j6H9py$Bx^VdvfsZNb=m6Pi7%VC(W<1+eY(+`@K`YD?Rx`F2wc`;K<27Y9$BoFk>
zOZz=7DH3ib!Rk%xu+_=i?~v!E!EQz$b9KgNlx7ahgfo%LpF-R;u*X7YL=18Lvpgag
zn3a=DxNFq_TeiczKGyT6?sh9ZH<H^7eUz4fyq?$B&H8?{vs3obn**rgVDx6n+c#i$
zN`*91_QPVgwK2y)Lg*|)w-r;&<@6q;_NFx%@zO}5Ek{KAk$iU<687mmtMtu)nipD2
zg&f!hAv#>>)thXj0%I1+^|poQ=ncEu8Ir*bZ~3joe3jNeh00g#NDl5z<Z^Lr!^v)A
zgOCQnRIBjSoH7GFnr#QL;ir)1_75G3Vy$=E(XqlOySFSinUcIcSvl6JS%tBP*`^t<
zVzATT8?G{TJ+$qd$+k0L4X6p~q32?F&7=a9YOQ65H<RYe<+Dkmml#D#-5U!rwJtoC
z(2Mz7Aii4gnlvL$`>kO`2DYe4`bF}A{XaAbWqnND*5>=Zl=|@7c`vptEW+?mp0JN=
z@u+kw7n~GitGH)zin7JNC{v8_M>co)nCLl_q$hQQFqs^bRJ>A0QA6K|ZiXiPZYo-N
z7tWN@F{yg5KKoE(QXNhp!xv-QcO%&DdkcUHt_0L(dHXLjyH`wH>HWRJ{)B1!={nOl
z`#R;vikUC!r}-_r@n;DjX$Afm#A*cs54NgqvhRoUUi$ZSl$5+5H*jX9i>rt$@W%n?
zQsKp-76SXa5|G3x_4xM)%LW>K@Mm;xZ~|9BAW}PPZw!w*jnhE?CsBWP7RYS^Df`p!
zuxx;y@yGl}yw>w7?LSsJPfxG7Vjy1+KPH(#fhm7;n++b3I=eauTzs?X3hHgSCO_zA
zh{A6fvVAhbCZ3jrhiw4Y-<;EN?%XoR9H0|U&2<Rr0<u+`uBb}iw1G9V4}lQibxmTi
z*ILy(UpnN3N|iIn_i~hdW5$+M`i80W0{FHC+-t;T)L%8{c*<)~jAPGy{XWR6l0Jmm
zMQnbZY{_y9+QhrttGi&7ortiozW=BN>#?u!?qWwFkp{}rtT8`3rvUER_w$)ZdJ?!B
zo{ZE_n2d;jsL9}omYcjqs6l<xXfb<@kc&97%XT_I_-J~*{}`T}lfNU#`)4m2y_|%Z
z{bq(5{CeX{CxqkgE~vIphpe9GNai??`(_IMo)rZX9o#l-G%y&E_orltzJXNSJ+3^V
z)0E+vJ(L=qPoJM}Isl)Unkn^Ard?jLet_=#`nQnR3=$t9(~P;!P9t+^G(18QJAPZ%
ztEMx`CbZ*hO1;6twu2&ztP?u-g+rV{oRP0-!PJ3MP0q2#&u?EZf%9b-k>Nk-H_PIz
zlUyT?J}L`xHPtWq2ESRT(<Dmv@qTU-a%;Q^{u*>hYM;?<ECw)HeLAdhu@Wbd8Dm}n
zH7RC}x$D_6pN;o1jn$$i(r%ibOzy`G_!0lQIgdx}wi_XQ{+WhfOf)cIvez+Y@HL49
zjMY6=!oCs4j(1MJ;vORj+Je)7dy~C6vAzx5sE1rDs(5-*S!#%30{tUF))~o0@{5Lr
z;%0L7jQ)p&@P(r0&bu{xeltZSdjVQkUx&5zd|AS*UD9X{{Q3D=mf-ae&}apu;$lmT
z(~jgBYUuriGris-H99UEFr6!_q}jUMnA9WO{mPM`Ei`{9mGEuPpX$-5ICN4^kKVp?
zFc893T_{6mms>1wKJFO_T@yr&=66K~f}unaj~VmKAT@&{o8n=1w%;zGk#`qs#$;Ts
z`Xe@`L4FsBf0}W>`a5T0A5IItV&pI}Bo&BtW&{=GZ8nIX#ZEpboc6!8rGad^cA2n{
z9DC!exeap=KIs8^sfi-_GPzTmy_s%-d$C;Z+>Q*%+GO_RWE}HIk-n~3L%S~)A@&Oy
zpQ|Zjr_+-7<w@w7!;#xNZRD4{mN9${qeFOmkv;dkYXlHYd~wbWZ?^fLr`m6PF&|u8
zSl?o{a7kN>yKw@D=xjA^ihk-eGkE|;&3vB<wanCNUf{7m@SMzcn9H5GuVE#jflR6d
zGr;EfFHM#0|HjkScS6tqqQh?IUzZVbOjgdnMyUkq*`n1NGr!%H1lgonL+bozbg9MC
z4TpG&l8!|yDigb!m-p6UfSSec7DdHM61MNK)s@Q|dhO;ig8d!i2#%^NVYpT*$X;lf
z<pL=TCV}kS`MOSs*lIR?gyUg3Z^jJw!pGF`apsW$yj39)9<!R157Pzm^i3PEVAvxC
zKi*5lmkKXqgHewZ{X`c`nc?)f1=DqZj#!|L&l|U3BJa=f8AsLtQs|}jZa|7^!3g8r
z2DF+upAulK`GB*l;dBM)g(`&7n9C$$q-V>b_-}kZ^AC-PK-!;}HDC+|J~IkBeDWVl
zBS!%doSDyi<lMO|P*`S|8pSd<!_%+NCBu4U*UE)Beq19F7HlwA_B+s94WUv^5tLzg
zEGOjLGxg5A4wmB~Sa^PtgfgAB08hD9>L|PoBApWzqq7p-k%2F6K>ZNjqE8#$+gbEM
zp(<_FUk`~5sWKylOJfohMFV1iS5k}1G1+V~*WCTucaYMU{hM5G?fP1c)#B^?Gqh6@
zKPle1xpTnNT+q(<qeA8P?%dFOh~C`0q^fBF^>WJZ%Y?_T4Q&cH4T68mRNSlMr3Bg)
zsk$n^$eZg}t-HX5CP#U;LMH9bNL%?O$;BzKfwu@Rs6h>v{zz;*nS~74{-FN7B>2$Q
z`hB#6W^MbunmH4G?-!Ol!`?GEr=!qpthfEA*kBX)F}XsgYSO?G@jJ1_TA-H$Q+`AG
zhjsJi;PTDgYmbWyzD{(GFx>vT9{2LWwfVN2u@^ch$Jg{&e_B_BL`*HH6ig8|_DyYe
zo?M%+FldC&S&Y|h)C+*`H7h8{y&17fU3l2NyN&u8fkpJHWekM&!_^8;T>LhR+^)oG
zbCcw|D{jxrW5fbdjO6=eF71WX+EZS#6C%1~ZosLsN^PSC_Xl)r=PO^$$?J3<)tYWs
z<RmFxlI(&zjOnvR`cuQ$J&VP<ro_Sg1D8v_*i=38N7g#8Ut~qD$n%+k>t+w9&%Hs3
ztG7LJtKV~4-*;dcr~*9;<QY(!6tB#!<Sb<<bF$uuiKY-0*h4^N3a)(aA{8<Q*7Ny>
zAEBup3mzX7%@#0Ji9luHS?OEOIA&}pE@0AH#jXG9<K3nok6Esfyz^pde6btC3GLl*
zv*w^>wy%FaVY4ms=Gghyzt`qh5MDN78Yu(*YXTydDJ&CJZ&RnYf=~h@YvCCm{Ha|9
z@Hj<0C@&?_AG@}9^iEw|+NauJ4YSrWos|ZjTF)_av!3i!1a&YJMjw$BHH$LYBYn5+
zNBUp-`**8b&zB_@L&XyzGoK`7-9|mAUepe1(QJ(iZR2{ep{Z@PLgD1J%)N61E;lsK
z=)bcp>8?P$0jZcnjccqto2#AKa=?;K%PECvutsn8YgsmL<rhDvDx271b2A}1rBXo+
zH7EX}&mMG!P7@Y3Xb{NF`WVDX6jgX(#E?@-j)(2s7o%3L(lBbu9X%;)kEKia_Ts&(
zO7V2fRyJ=71#^^4o}%^MY}@<e-X3bjpHGe{cP<<}SF>G4+l-@QAavYCPPwkSB(E3n
z;e$gTTdC`P&_1fZJa3<SnSn=Nw5|4wPSU3qXxhHNeQm3ZS(Uo{7fdx|Lye@F2DU1#
zjYFgs&V2WzS>cR!P{ysu@Ej((oWvBc@h#VT?P1@3cC!H9!o>UF`XVheu;Oc{-zqf?
ze#GJSAoZ_P8%jA!;X{voysvFW7UnGyezPLKSVIhX9ZWyG|DqK0e3bC0v|vc-(~u=j
zE3avX>DG9!2*$$roEZ$dYY7^;aZkx8Nx2iOSZnvBQ|5h{*-{!Vm@#fqm)Jf0@CN4R
z#rGFzudAMQYnM;5X`G15HZPEV12%6e4XNe(Xp}w;OTVVHfl8NU@X@_B`E;^p^69wS
z`gK_qSq<O|2<m`S(Tw()w}NUMa5kDT8(|)S29GJ9@t@1NCYh5L^yag;oU1?hX*RXt
zSF=FCjM2Z9>eI#y=hOZRpfG1|p>4nN+Fj^`{nLN<{XVFxc;bHHe=k4+UUB9Y1Bfho
zS$8xK;bJ*~lf*(T-pKxJEusm|<Zb1s4G|pWnJd4gNVe4_TPExy*EEn<fAX@tD5}0!
z#Xj}cLlCFXb4ZlO0;qyUA!;Rbu%(EIn%Tn)>5|c?8?@~*UJq9<cX;Yj>hx5quk&{C
ztXOB6?^oxVTLHyI)12$I_eE2U<F+=MbGq1{Q(gtUdOS0EgZO;w&TTXRoeEmcxbdy7
za8tEt=m_#<9ZOJ5y7Y&<W9aiFSaWAU7gNsX6i=;F)^+{9edpGgRzYLK6?}Q87q2q7
zx0DgY`*Z5)3uV*M?;`p6*^RE5p~XkYJMAd?8w7@`F~Lz*rJp<|EqkN8AC#VN&oqRV
zVUN;t)}AoA4kWs!{o3a}?v9rzOyzkU9PLDKG3Fq{M8`no9u-3pJb$frN8HxarEQGP
zT{66k`3TY$YzB48-+Jjnw`(ciJ>suvV;cTbxb_1VwrBc5@H}3EguYS0UR~^2kTaJk
zmWj?bsh{#Wsj$pm&x9f$o+I12JPnP2IBH9I9hZuk=d$oeV@s7-+gcx>b_2qmXnm2X
zPglDMdpG^LWyydkQrGV??*7<)=QW7*x5BB6`>G(lJ&h{Tv*aucNlA>BDH<gqdCC6(
z8VRmREIhDNxYd4=g^49O_v?N5O}st4Xd7qA6k&N(j$Uy^*0iu(VU0uHT;@I-hS2pC
zIcD4^ny#+jbK>4LWzST!_WmU2W3SJ`_9;xNw%71S;A6GKKt?<Fj+G<Qq@hD$GoJgm
z@duZdTz#elo8m~O9i=C9=+LMOViCrV-|ahO8h&`rEX@(yR``Ttee(t6CcooSW^RH=
z+7ao4bk~(v_lw{)xC)L2&ksw?z59uBVz%M}kNmB#hMPQ)!?QNm+|{$=q3!%;l(=UX
zK)I~7*{r0~2ygXTW0Sda7whA*MGuv!95dfnHcgacQ>g>H54jY3P9J@Fe(OmfXtR!u
zn;H_7?!MKxmk(EI*FeU0H~~efOW;49PhM_2M(4(J75MZqXrZl=*KlSVzpP3hHnTa6
z*JiBZtTrocer&^Q9QJKt&W&wvxclXirN&Iocug=R@=`;V@>Aj5GA5{LuP^R=YExE&
z_iUuNG^)TuA{`?q=cXN8Nlf?nq*}>=D2L!J$csqTN-{_0J%NYrqx7~d++I}wl-&4m
z&m}(02U!C~ertj78}_Q-Yo8io`t*XyckRPRP436VR?M~!pKxLl7ybz9{2d~~*}yd=
zd9!S*9e6?42eEx>fpWo>RmwY-X~!dQ0Z$_bvuieOLZ6Z7KRX-f0k4e_nXD*EZW>IQ
zR~8trt^|-i@=zL^*6dz|jw42qu7x)ptGm2#TAIx3psw9+a_EKL$9L!7GwZ#vy@0}w
zTUO3k1;M|suFW1_0R~%FSb%F}2m@;ZP@9zE`YI*dK=W@GFq5nD6(B`s1e6s|`@?`c
zrFMz+zv;676Rj0t<c)#wP2QBuUHNqFTshE5gDGhnw!nmN<y8yxuL9v6jyBKUM~XmG
z_Eaup>oeW|E1(-WI*kASECHt$x0fsp1x}4iK!qMwT2kXYS%=1_^HQuVElX=$(_qOd
z+}PUw;F?)%UEd;bV6lkp+38wJSARtJ6oW6Iv#wr)H3-pGmlDr;D3+nh=6NTZG??D$
zqLkg*J-vLbQGDitGPgu2jdvmC=T|#J@rkyVEt^fjoo;wg-(0V#dY@m27XPcPN)gCG
z?|K8|%U^l#SDdf^p{Wf#*!Q|9v+XDTtNo_pSpUsH+Q1PHEtv2acg@HB<tD{n^@`-M
zI+r*h4v|9wy}TOJW1V)9sYmr+BHMPFMFi1P?zK#>^;U7}0J!!quhB*@g)QP|PF)Gj
zP+ie){)mA!BIM@54Cv5?X7YXka!30zKQ;N0C5&)RML?xm$J5%hb@r7Dn;GmavVnfK
zoTG%x5G;HqK?r5IX=CZD@e?UFsq|^s%&~Ynr(lYb&A;KiT$Rp!<DTv@+28L>T4+7u
z_xt=rf%Ymld$%0r&<6acHP6M$-deD#Y^6n4*<E}o*>;q20q3p1D&xyLaFvJVE;S8)
z4`uNKF|4Vzx;*df1HwGlwW<?KwOt&@Jin&tS&99k({X3HpZy=2mlz{W89mP!EMMe9
z|ArK|4^vgnYnRq1+k4082=An6eqzS*9(qnee!0tiVqs4h?y?5jTpT`rZ%8{5kN>4X
zN!@bboggxQ8hzX!YWV^B$jT??z=0v_gHe}_x(|D-iuwSg4J#L2axMRf@0M|A?AR0B
z1J^@&VnU2SU69380AImpH42{xeb1S0=C_kq{|ccNq}rzUa=84=c^e<EbxP*o?Gm1G
zFX}^vm){Z5=3T?D0y5Z0qx2kUlIBnAEKt9zwzu~6VoPp2QM@w^Y5Kq3B>C~;lOPTj
zc^V6%H+z~>SN8rk^|aSk8~WV0JkO0jav8tuJ(Bs@kT9XTO02Y|lE^Qk9VS#Z6U)*v
zM!dEsGJH9>SE6md(u87mH6WgwAvKj6u^*2RV82^iN*@o@1tQ9SjnGMUFs&>L2Jd3`
zHs5^|<G;_n+U|5-EZJI)$(~Ri&!P8O6ymgnorn`!TFut>r_@3(ae}7Ru>29^GC~5I
z`Xu%0iZjX3r}r#@Ya>1_^xZuBcGE3UZajVWHauZg&?9K7{k#aoxLLJhC4iuu-U;^-
zsoX&8(cohjH3@HHjzAJL+*}1`n?;<WFp2Rzgjp*w%OnQv*{U>Dy)`zajl?Own9LSJ
zw8+5JmIoS_U@WJ3`@I72>l)PCuY;-C_zg&rB-~?CZ$IZPg$?|Yjn&rwTZYwpNLSp3
zTmHJBlnHjRcWSd?<_q$Bvb9^w7PY>d2fapU|1|l?Ff+ptHkHG83uvihgwX`b-cV}C
z`<70Zmpejoaa?a_d+D$vpUqP0S0;@=mTK8nK31)8z#SK`eDvdiI?%S=i9_XgO!Cg9
z$shi-4omeMBC;8_WjSi(@Uk-nb46N4R$cc3E|&)MYWX5Sj!aq~b`EH&aHoC7H3YOd
z8EK!#$Qv0M>-s{~xquPwMPM+EE4$km4#ZjVR!>)f35g(;vMOtKV2FkGe&OHooBzA*
z>HQspi2qnY!G9Qks0R?-z}e+EwNXjI7*o`<=-|RtP=jVxfq)A8*m|gYPjF3MK?dqN
z<epeqFt`JIE*Jo%Rd@qIn5__0&-$t~k)s%0jcpW=2nvwZ^Sm|wd%7?_%Gx_su)SKA
z4NcSyq8mU>#C(;JqniZbIO=#CR*}#{O>kiKL@~IhSmvqm!KU+%xt1Tde*8o80sz}F
zKVEY@S#x^XbGiIa#_!$k+3?L*<syISjx;{GO$Z2G1s^=*LP$mYAX0o=y4t-SPA+D!
z8qSyMju>I1{h-~V*!DBkOd-T{eh%AuiKmK;n1BV`iW2ep=&PjED;5Tab<cx%E-^Y9
z!-)|*b)_}gU4<-cev#96jEaMVQFfdQcKKp7ha~?NsgsXj_2AB`Z=qO{|INIh)Ti}7
z@-Z?FFt_mIPvCk-updJxC8+vwYN6JKTbd-qG5DLzZ5lL>IY^|j1^+}o4eVU~f?Cm#
zjL=VZCb1VKw_9Ut7P2>NfV-2lh?@rDMr`X{S`)?KAr7AV>G$s4T~a$DluUo|PVK+j
zJC2EV(OX%;WMmsWvQ{dY?9k*@jG4JQLAsoDuPOe)T-0|^k$<g6E9F5)<C!sEgj*U1
zb|{Db0nCgrVoeYGJ!CWYEr2hVo~K;%q_)iPQ^j~nQDH_@tH(%4d$J{B-7+R4@^IwA
zr!GQ#qapE~^U_}QRj=XXnu_CU=E~vr6BEz*{H0sD&YC0cK#t8}dd3t0n^hl`i<h?#
zGoM#{OD)bQdsP~IWvNkf*F)Gam3k-dkWeZysy(PYc;PJaASkJ23&O3II>a&+E-RPA
zJIHOwv63-gNs%zp-WiW)Q_;#Pe^fp6#H)TN`4QO)b9RvCj|^`(CAOMBFR{aPa&dd5
z4=c*zi|IY5@xH&s+owFuOrB#Doc!=o7M`cZBdl;n#lAiNa>jt^k+al8ZA}>;l~Uyu
zZ^s<NNl(`R1{`v8+`qDw$M>Sst=yly34OGOL}ADKTiCE}>!&IN%a%CEWo4Yuwbbmf
zt8Szht`qD0_aA`5kLAtV9fX%XDzD}JM8=4^g$Srm$tlcLRPI?3ptox-rektqB^Iac
z2eNC1mh&tj?zro9&8Q4k5K~aqyvFm;CVi#YThjyu*avx-{yR9Y6W2o9TMD*Zq!|7C
zX|;huFljr*B!>sxgi$5_wQQ(Re$`y30F`#w3I3A0HdjNpBa<KhW#+*?cv1f`UDZx=
zpYHeF+}6IZVCzr|@dsVT`1;L!o1!WJaatii1rI9WWl+m8QGV7ePl9N2eu%5MOTB&e
z_X`&1t|se|h)b`Pd6$|>Rv3BeDrChu7Y43qsI6NIDrkLkU*N29QMd~<P@FbV*yDi@
z8YXp`q^FVY0S+El25EQPDFdnLVoxqWG8P90@@buc32cnh>9osfBXX>-ybf0r2lDBf
zJC4kCW)tYBxbVL_DsIeBg#KfNn*HjcaD5pt`HJE#5s(fWm-gTl?kQwd<l2XiI2!@<
zxgWfZxwW^Jz+!3o=iw9xFzD&QYLVE1=z~OS;aL@Wu#G~nYCNV`k!&=3xU!c7u%ps%
z41<$zuaa(ufMTd|h)Z#w8+}m^i|JkM1ZCh1+m4!n?Q7P0$@ei$Mc_g`l6c4qjiK_(
z{V8eZ-aqL84jWFP!kJgW(?&n^z6)dvQ9D^*oz&q6Uq}8iQ{-zh1n_1y;KS#=R>G$*
z_BV)2_gOUus#Yrmq^ni%Ov4|!*wDk08HiXjj&&>ff=gnG^qRXLi<lICIuHe)%Ks*A
z?%wZBBR#(SA#AGs>qtTAmfMA9U7vwVU_OJ{VxQ_}lQ=VwTA!=xsPtKt2>h-&R$nC1
z24m7`MGjF~YFcRT(&Q0bwDKxK_s=IjqpjH4lp2mXu1@0~fKk#PqB}D{H0%6-a|~mD
z=4bYYA&|!5OS^ELF&Ifi?gH0k9-f-@;;E5YO?tcF8GgDS2oDbJorvuGCa~WNo&qU9
zm6{=hnYO2%MK=$`qV&pU0#P7>`mqwAoLmq*9Q^#QZ5`2)IOZcwop3hwe0iaLAmLft
zJNerPEAUtFZ|RpL=tcI&M5oO0o;Y@Z_@4xsQ*{qcubMiNAwP&?<Z6|tSt&lcr$VP>
zpFYZ<#x&&6IFEN!S_`<()w_;pvnqy4C(H9Aszfcvk(rqW`wjm7S*{ZSpr9pFv{b2p
z{)Tm#@fou3s2f+=Nj!Tn8O8;|Aqcel_N1bNOy356CeTl-gJcrKdXpf|gNi#+`Rw{u
z{UOwjtx_Y*>MWdOH)S<%oH)rCWzi&O{m5b$>EM4@aqFRZ@da3|H!V&JcQwo+by~5K
zdS&t)iBlCTe6NzjGN)<|Jt<tqz*7k#q=5UrjQb)+oUgtmdlWD~q<1G}2nA0S2q*Yc
z)6gAUghr{^!Cr|nWdgT45$@S%ev1kvzez8aLHQN7o`;I4x~81z2HgtFTEH1fm{?`=
zTU*^tUI-QR-xqu483gI>{abHc77k5QPH+8%*g6+fU*pSHOr>AO$PQ7<2n9JKy36hP
zANB8+VWdlAx#*0HonTV9)u_ed>0^7*Q2rT8#HG&E1D)m!wg_$3@NxWE-s3y5*wzB{
zF<cq;t*oI>7kl|r0A$Rtb^s4V1{DInrnH?$4ZXgnd}YJ=Lg`GYZ77!|pi3~)xhf3|
zssWmk+`JfEIad=6P?9^%b+Z7W1pJJYQd4#}KuD`(#Qy&V6)S28$`7cSQ_nO0acNIo
zS8kku)Mq0Mw1f`(?+8yo#Rz*@4S5RTgmnIFK3a3L&%GP{$*u7NaUa;UV^uv06y73M
zq%PS87Cl>Om%NX3zInYmW4bDBScc~lNLiVb_6}7qNbia|B-yAj?e89GgnpceIV4Jx
ztrDi2wjJ%K=QgH3`90@&kkT68cU}saf1I-i4Sv_J>&g=C@E|1+IdycBt?V3g;;xl5
z8in~~{35=-Bx{$j?)+Y(Jq%Q?cSyE3jaJITSJiI%^(%|f7Sk(PMiG?GkTuz)Qz(V;
z*f=Ho*sncZtshb*o<nnKpG?07eb|4z;z^C*8c9mZ^PkqKnXM+Pc^!$12Mb7>hHgem
z``R`}*(BZXV&={54Is#yh!nkTz3b`d7nfJhI-7pi^4q)d$-YIWI4I3Y25eIdd7@@@
zgGOtd?V*f8g+jo}l$o3Fo3rLg$upK04Nj`R>Dx`rmo?aOs(v&<6py(0om2Vb-fo_=
z;Uf7<VaK4eFFB`L*2}omj8S8=Lww3{F1#x$JD_GxZ@Y6PsKuYsxTWUAo3i7&qr9sA
zlwtAAv_7a1-dc+^d?e3A?y4^AxHsjSC@9*{!ArT=PN}KMPalMGG#E0XcA6aIDC;-o
z4F>=6uf8}klDg6r*y=raVFP7ZTYkki#Zc|G@BM~VlCW3mW_3^ZieNL&Eeh}O>(<tf
zlu(YUcApT)*FA-X>y8C&0~Y407bN_<w~=d6b+ss|>m`9=hgCkZ*m+CNbb~!`smgL6
zjK%qGiy|uMYXC%#I~vHRI8zj^D_WqC`Z6hV&Qj{rxHQ@f_BwQZm&{mpJje-?{ioA1
zlB>Ds9Z#yqutFQIEX%n8=mRb#%=w`eI;n{tohRFhJW|2Nz6PO|N=qCaU$mEgO>qwa
zZvwfUDs{a|)rAa^;elP2=8`Nav1<%mB{d~H4{$5V)PLZFtXS^%k*0~0I`Q#H@gw$3
znPi4QIQXZf-uqpf4O@H}uu4>y*T9BU%~B^Yw-=+xh`>!!vvovsr|kvjavU;%=uIv0
z#V%h(st6^RN0&4H-L=k1Lmgib)PLFgP3V@)0P(86Ug)gQhi6us!WPYHoO$~O)1#qM
z-dq+s0FoYhonH-@nWSV}^75-&-&v70-~RbYI~_F2=9xAMp3dG}-Vn2VidXtP+-{1w
z=3rJ`8kh+Q{HTYvw^m&lu|kK68QWbgp>vRs8OjcE1$Z3%S-$*g7TUOyA%I}_@1tHi
z0R>EW0>A4Nkl$o}1<#g!Y72N84bbkg;S|IbI)GnuH>B=A>RO|8xW_`jw4V&d|1a29
zItX_yCZL6Fstg0pf1w*Idu7{HKuSqldWj$n6&e3v38j{SlpN5G15lxauFE>s<)5vb
zhz*A|`G>RmrT5ejF`p5WIMbr)3vT%yYKXQ_OjQwhQ79M*Q3i+cU0R~|)S<la{)KGP
zl<Dsi)DrbObg0%u9R>Um+1W@{79N<v8D4g=m+X^$sA3|)IK=-}zYgaV)2sF)fgC<2
z(UfhOrE<v)dq1P2VMJYkz#g`5Mt=Na!sctiORrnf?{v7TRV$P<nCvZI!Uc1#2;)qf
zmJio8rd~|AaSqlQ|FGW(tQ1;Kp2_e1PMnC~l{e#n?!{QikNxmEE(ChD$aEyN7aC3d
z9C|=)@M*1{HH7D^Ri7m{FSBuKp;#b4Ft}z=5|+taqQ~PgEK;Prj&PQaml@Q+=zN;d
z$=Ze{x<(WcmBWHenW#H3iiFjNcvKWlUnTwSgl7Sq1Sy}|T9Qu%f0WoVcK`VTnbFW%
zWV%S}Av|d;H>--|uE@!++2_c4S)P`|bLP#J?_?{7-q(=VkMHge_WI}r*Cfi$*<3nn
zt+6`UzH33`(c2)&x`Yk(RdI8UPcOmerD_LLuP1#3*J2AEh}`^)Ol@j^`CH~i@=~iR
zcy9G_DU!1BSxokFMALEln0yGEVfDvmwWtg`^3tMT3}**)*T^+vDqsXH+ZJb1zFGa#
zJ|xSRkrtmbl$QbX^UFySsSyR|LI?Mg1)HystrLF`nfzpm?Fzr8!~##ci(G)XhqqTG
zPls@xe7&KvR?_LE;?zWrW3<FmKtVy|e0bkwGRj0W^jip5Wja5vr;erpY|0BfnYvoy
zgv>9@aEPkPH$%NxEp<YX^Hp-*PI)z}TbZE9=@WFa+AD~->OC3vEa#U|h^1hNv*{5E
zwk)EW#tVJj+p5*mY1S21mpC~*Ui<7%v?G@ucbcxnoe%o>s8A)_mX98GgvtfMvce_L
zyu<XjQe-YJ;JwP1`Www>=H>z70yZ{}rgEIp2xr626XxdE;EkH~hzq8kb5n6Vb<dQT
zkL#yC<k)dL-7#|ip7a>6t5CRS?wJK*hCrrjtR8?Ae&EV-+fCWO7-{bURC6W(vIh8i
zasiU$e>uHqQ?r|*ak8{dr;ltvs4}U05y+%67KA?mU=?it1FI0eqxbuC>3{Jn<fg6u
zUL=HzP$*2O#sFEVZ9`M8OR=AU_YI6dp|}Ew?8jA%s0MC=+o5%*J*JjyRmKep(#k2&
zdUn3y9yp+S+Y+a%iM>~`ZS5T|LeQUYl8uMNT9;ae^0xG5pc(>e-uaX@JMoZ%o9EV6
z8PFY>9%{xj50a}+boRomQyd%&!ybwE4Ja6p6KkIjpn4n~aXFnY%VV7O$D94CRRpK^
zHiGZCm=*1fVF#$4?d&Vk-SBHlf2X(Y561KGO!8zECS9gm9wyhZ1=-OWld(#?p@F5j
zNys(qp-?=JplHnTn_AjMf5)7!RF+-L=Q&du)w4?_WA_|AW=q&Sd~F5o_zXM_V|=w8
zQpie^`-T{1<K$H77^@0PUmcHhU{ITE>Jek9WE?54+h)0$Y+USov?t|c$j7}fpZ-3;
z%K4)f@(rF$&~Rns0crMKNt0I-ENjFn7%K5WZ+R{&ZDgv#8eLc|-rYa@t|uDNlJE8Q
zJFHT!GPdnO_oSDw$)8+1UK^vB-~rtcUQ%P{o5;`bc{F+$)PJ7X%2xCCJa;Abqoi7T
zReQ!rp6vyZ!g4WW(V=ubsG6hS=nSfFC&kfyaiRW>++4wYi9+}mw*DWQw#jY*6Z4es
zyu!rxUiuMfgYm>h<oNWtMHc6pibx7pq0mTsA1aS}7U=9h8+a<1q6Jke!UiyD5JQeD
zr~WI6%$gCl5pgbahu9r?^Hz|Y2j5vsV^cAp1Z`PgWfzTto^F`i?<{!}iB`i{nGTL+
zq5)pBdNIeggSszVRuegWe|L}wM*tc6kBM0df#eG~``Viu`E|5eiS{n#9CvQ*Fu&?|
zO0DwT+HIZ-QTVA!sQX$z(fzp8`|pwQA9SbW7U*8TXZn#r8tOr42-mzj@Skmd9amAV
z)E^%N@V!bVUz#h}6nN6AZFcQ`$gP$;^rh2sP^mj3Kpg+ez0)&k%ihTT0%!pNXKYo@
zxKzp%7bJeUm5aq+;TZKe+7ulIc)TcQfL<78{(qz{|HbU4DaV~Urknv}uRJ{ihE+)(
zp!D7idHw&!5Y?6cCp<C-p_x?vH3^sqK#z=D0?N1w^L8B9e4xnq5mA2n9?^oyc&DUU
z7MM1}hY|%)roi?|V{QPdJlp1yup%_iuH{uSwdr#_ZDR=!8NE<P+fGy$*?Ao>+04^j
z{Yr#7qdys;`|CuHJv3~3!D({WF=X}EK>G~tR)j$W6f_i5Mzpq`6Vl8>9-BWP#EpJ4
z7~Q%$Aogo=YSL=o6m)2^a66pn{qhAAFl%+s0&=y21pC!U_p<bH!R%gYu}55nfdwGN
z!=|8vpNW~fJ2aaN%S?sS_Pn=@H4y4t?feC6IS{u`{X?vwe2J|~3GloURG8VjYdd8B
zwv)sV7K|%_Q}1J=xtxJnEg<)3>1$T;MaM8j1Pe8Q-e7o|B`T5!z&S9din8-uJ<Y0u
zQ$4SycqR1tyj7gi(R_Kz{B=tZ)jQ~bV5f$kg4q`eau)FqV*QHp5HbnMgHVqlALp$3
z{J={FchxW^e7DNr?YW6@jLWrmF5<ZP`K|6<_s0|;`85;<l}WtF*~IAG_u<B7PB4!W
zchDl8)VODC+wYD+)j_&dQ+MaD?#Q+%>Da#YMFvVPsq$=F`T1ko+>@&Y7G?ELGy*{P
zxR1tAI6-|_eR3#56AEx;N1=wVu~jjfxG@Nu1e<uu)Tb#XfRu4bAzNS3$`;RwiD`ux
z@*jy9VZqm@R)X=)BJr+|aI1jq2AXnJR;n@%w<yKT>Klz%u4z~$-UzKq?2E0IAfQUo
z%M$QJX5Ofs`@80<q}6+3IuhWTNVl5C`w-io)UVflr$_;%q{YzaJ6h;yAEIB|ws2j^
z`i4Q>*?p!E)SuOVXj)9bug|}Kiu4*y`@+-_>PC=6b!dI8Rh+hCQR+4GY3j9#69#l#
z;{c`F!y_4G?$J~-u5?oaS)3R|4b8qt=%+Hg_+^#;YJl}4y6n@)wo$JBG*)(g*&}_J
z?U59u-0{iR0qb9G8SCozCR@U+O9D4L=j+!C5(gYL8l8a-%PH>I|B@q}3dk@pKr{fD
zCOteDfz5Tw|2%a?jnf0*&?q1W^dC&jSIIwq0VOo?|LKVe_|Sk8ia`N$vbi;j((YwZ
zC3rT#-j^kN5r;}^Mwm9E)p8%1qspcNfdJ6`=XBMs@?$n3=Rm;0<JhbgR51q6kC^gf
z^|Zr`w%DIRQHKU0TdQIwk6h&lRkc~TuE8^f4<o-rHd<R>EHA(F)naZRy5jsYO(54q
zVL>RM{V(DT3&%*{#^D-o_-;^mkSEGCJjv-)`~x!6g-ba(Y-Pg0h^l9rJBSK8g0!z8
zhDOmu<FxhuQl1pCWjj-)dZO0Eb5>{b`f3(<OSjYxba#uJzYuwwH}xMH%%w)!po+JV
zq1J|wzEH<>%FE=>M|BX&-q>$(<(aE~#ye(PCf5QRpRs@8+&xq^e+<<sZGL#%aHE>e
z(pt5@I0_?Gu0#`$y(K-%@KlPI4=T&>G%jaPI&Tvv;K6OK^pn+sihV6SD(#Qa9iihI
zy!p~V;KJ9*bCp|I=8fAm9~TuU1_={>Dgt21ZL^f<Qq-CLeov|QmX1>2Tn2E;i1~Hi
z%oVq@CEHz#u-uj&4;oDw)bgTT933A0v`4d{vAD8UG2-KMv>T*a6}H48Gcf$w;`R-G
z%UacRtgA^p=*5J<gyUvhChA3rnD4H^L@W_G$&lu0rMUJ;0L<0g(2tXpQBWBiF^NQT
z@wE{>xX+K+1@SK>_|F&PF^NOS3R`t^83)cRvbLGh>Y|l+do@PYQ^p41Y@)AH2sjt1
zGGodXM9_WYl5&HDF92q(Y$$u<ME<jLdGqO1%)W^Xqcq1C^Hx;Gj)W?t$uRre9T8&t
zW{n}D(E7G%$nB_?(;<uy^>sI5JIPYy`jv>B53jD9UF(~1ncD0c`svnbH;{1>Ayu$Q
z2Q`Z=Y73rQ+?*uYCvSi=kBI4om^Jm>ZjT&MCZ`ex3n&ADMf&ug8>OpVQlSFioZe8f
z1M$9ix6m8CtahI|-fG*O>6cj^-!s>TotWL~@)R&VpS{L*z7Bur*$`H#tFq-6ZU3X~
zV+9g?1Cw70<+2v;k>xrS18|vNDf=(b{24%h_%t^U;KKu)aV0n}@BkF&>OOdW$^x~0
z^4}=XJ9^=dPs6!){})H5Cfr~Z0r2sph&OHl#1frblkup#c#?$uBgs_Km45IGMAa{=
z;$i``O=`^mVv=NII?dRn?;Jq1V97whYv<Fjm3D$Til+42C@Nu6(^KutASujguuhUg
z^f`xU)c&iAgPo`2LQA*g(;|*W@UYjl0zaqc03432i3MT+_T8PVSLhY4Eawww=kjbD
z=qHyq1#2rJ{V&SGnlDb3>}$sZZbMdC;nEap>@LjRQA(;9BpwNxb?1$6Q8b9WvL(@;
zB+dYRn<>+9qwZdbp=eQJD{T^+$?TejS<OgDm7y2kcd3V(yR_54NqS3v_@Ag5`e^)W
z7uVR+^r-0uQeV8&za_<v@6UE<JoOfw_~U$M!@9xd)x~VH506z30PU3iH&UlH&xk+_
z4P^o<oB-ukYAee-uP5zsuH+FX*JBS~J$dcD>m-T!Tr8B%I00i4nVj16+uv}o<Yjug
zM?q%`L#1j}o?A4us<B_}%m505kN^?olgXy?@d%M9=~=Yg?1cIe<Z9>b_b@LP|EwSI
z;cjUzo-d-bz6YBnqipCueGUfIa-Gwap-t;p{??1cWTD&|vbw=Tbe_ia0%DX+dKQb3
zqNHBOoC9es(wRi(kYTf;po04al7#2ifgf?6$obX8atzXG+9p$W*WW_XX~dBCnaWuv
z*M|D7_jM$9Z2L$;Ba)v_sbUJ|Yc`@NCH#TVePH2J9w>9c8SZhz4a+Jk0}{A>Zv^u2
zg3`Cys{F<gnS%av{=ks0#Se4~KDC+a?Ky}=ZVP{DsYx9AWh%PY*W!k*gS^TXAINnV
zu};@)lXZ5ArIY$`2vo?<8vGAUpZjre6yL9jnFg&8(E5AMayocRIvWv_?=@Pj&(Z}&
z#r&SFF0UeT1cKfM_7&}jQgP_SD(*=G_YsCjKywWE55wRV#*B1io(itY82DA~Ut$ce
z;(vHY_;hL|jO3ciY>BH}nIVOXQ*ZkldWin{tFL5bfA~D3@jIa@48aw-wQc0+yLC#U
z0#tq30E6EUkiY@VY8pTlM`!xk_!h7kDkG%<=`r9nRfNhHKiWU|d)w~+f_95!KE6KP
zT>ry@*oN_e^gjTPv6@*aK>nu$60r&tdn~PJuxFD>5=WX&yQyVSdr3y;k(|xeFrd-Q
zcF#frHreP%?=~<*^1RoB=_igKZh!JXRoWn%?404l4@+FJ@0xdHjK~yd#gBWYHy>ZM
z84JfAI7lMVQs4HQb8fhWn6?H#3mqB$7-g}T4lZN&P`;P=TNQuy7<9;_(O~f@9AS7c
zG?;D`&0RH(Ht)1bSFwCkS%r6w6qNQL!kOrOasJx&ykSi27d==Ntzk58qoP^9gGj5D
z%s4Trb1BxUnmehPk!Czv&7S0I|Il3QJ%m{Bw`lB$#^K+6e^a$~6JmHn2i27t^w|3A
z=98viNi(ml^O&8V)^uN=K2h&JUi(!8eKg(oT~)Ncy)1dcprl;M0!stjcL9ns^%<bP
zaL($w77AnHeO&cxYRyEHHgE7b={DM}Dq%C)AnE)%$yA|w?jyLms1`ho|L(FJiJfLk
zrfILf@gjYNsh#J~lAA+x=Qx5JfBgXQEX%^kOCw5>P|3oE)_=)*E+roJNUhx!yCGeD
zuff`Sowg)aR|{(Ap2pAwokAbWy^%VnX!>{|`WmdXvuw3ye$hwWuIs+IOXfrLx7&{x
zHC7wn75xC={MuYFrGD>N+wZBQ9}b}AnSNfX?k`l$`&jv{64fRowfFF`q78L_So8pY
zm;G?e(%O5kyp7SHrs0?b)-_?f=FRh9%J4$&*28(VeeLkyy*T((Z7=MscMdSAz94v;
zc^uhLv1qCIbJ1tjqh?U&?fSUu*{|qi*<wXA*=V!59aI*2qkih^k%jAs+;72VIfnF1
zXp4pw)%R-V#SpT^#bc!(d%Twy3#kgx4Ribb6H0sD=6Vj=XOW)#m|SlQoJo{?@k#Y7
zC$fps&sY@`{bk|w6>QCCY_4S{x}bsK<=s@ZG>aF$=A343BWjB>dq<$Ajdy(c6VU`M
zctzfuI{6=^LL(lM?Vz2@A#|;%g9nK&K}A0AmqIP5vPBou8lOvVMpqGlzel9iHl^Km
zngJyV26I|U4?6>JC_49K0K}}+t4+@Uz=cQTfpKJD+p=Xh6%lkwDz2dyzV=uAbgN_8
z31(5W$^KCx-{$m&p_*-U%*~V0?eYDJJNi`~`=%-B-Mp_IEx*3&D>Fd$AlF$iN80{B
zW?0eTS)QdMsOMMXEuf%`gnxyxr>YzpE;z5EF+Gj}pv|$30Q_<ZcWvnkK<No__h52A
zHSP`+|Ni$;_&>=GwV#S>TfY<j2m7xEk9+gq8@ddmEejBez{T>01(u6gwPqn$6uqqu
z*>KmXRT7qu1_5aeiLmS>_T&uIc(N2IhjAIyz<vVt2apICVy0fuym+d8HaTm)>bLoH
zZpi0=9|_XDdy?-#uRrV>?D-_*_%)PzziQrelzjQi@wMOk9#XS@N%<M(k-?MX)#|Q}
ze`xa4+qVH-Ia!10F#kZSoNUna#*DUt5lG~e<G5&u@YEb`VCws<0NP+`GZJiL&1#sP
zlA^?ZLgTw@ye}+j@-So-KN&>_vF__@c`jUm$sITszxf;O5x;j}E_o+>Ixz&(s;{o~
z^oQ`x{13LyV~goC1g8D8$nQM$uVRXI8S3tj_-f7#b|eA*T5bz6PkA(u)pf?uD6n#u
z0|5UsCL?Nqi<f26u$&=%l2=p``=}u5X?umHM_lynEZ#llII@A=uzhOInO(T3(-U6i
z%=&FU*Ff{ObgLQ0WMqgRiLA-$acgJoo;@d~a*h=#mR$_a&Sal0*~4F4R6Hw6sTJRO
z+Ya!G^N))?c0-zcBc-x`vIR$Yo5ZDa8XE?+-3>(=c8ML~nN!s!8=a2sdn$T4it@+F
z{ymnFdkppd(y9U!yX;{!DiFPuIPgHFXZeMS8tRsWB*T*Oq*w=)_t6zvcA;$N>c^$6
zuJSy)2s!?%71v-%BVyJKOun$e6Acr?_NJe_o^q?;4-ZRyZH~YF{Yo25Ou25)Ldj;m
z{@HJF+%~~0+VqBc8bcM&8zEV}#>f!J^A|e-9iL_Fr)^V1r(?nI3V$!>WM{^`VZgsX
z2&^hnAWVD0xAI3+CHv7C&#-6nG_WHSb@!RZ@wQKDPqlLRjP+@WN-xbAF)k2e4*|bE
z2b+4gRpQ`D)w|8oOw|1KhF-XH`v7gx1CjFdfwR*OZeZg)7)hQ|5;gZ>t&PuAoqs+k
z5X|Wgzvb|g`++_~M?3E7bu-w8hR3t<dps-r6TIQ|P8zxdgyK7OH@w+PbG96XfLeyo
z`o-qUi%K&f@jBItXJ-g}BOZP)E&buV_ZR?sgQ2mG4xn?OR|%*D=#Hs4uEl-rN_fzX
zaCM>~ZbyDNCGy<JWAP7vkeb%Um_SWvcy+ud-A7OA-^;;?xp(SezXg#w!C|mapOkw-
z9*pZ@*FsV5qOCC0LF%dPDDVGzXlY6)7N=5<)l*D4I^D+p)Um9HRA+`NVWpV)FAR*G
zaCrT97kEHj*<Y<EgGv9ZYETJws<-%Y3xkrkLW^^swvyXBM*))RY=0y>+-)kiVi4TJ
z6h&{NV?O3`p&dN6ZB8=nlG3b(=4l;y_NXBdt;-<N`E_eq7fM=p0MeSdVxDhE=u6Mm
z?f__=^X>h%Ov~xKEXSx-zA>5J8ihwLcYi<mgV-`k>*;ui(rH|6e1=X86a!t^wqVNf
z#O(!_lYvhxHRsAUoEG!2f@^PzW&?DE-|`ZUj*F%mJj|R6Vq!zD)14hhDS5>$VoO)`
z{-H_qTqEpSuXvXr?<6d!dHg&u^ilQlP5Rz}!2d&oK%CjENp&H6rTWikoi%GUe-%Hi
zQy0S69KQBdZ-u<tE;@FBXZ2NzfK28SPSuNzr>?FF=ZRAv7qd>q5O6_sj>>@YkJD~q
zeT@n!9JjdhHq*xqxnd@Hc|#{zRgNmLtRlBP5cR4R8k2@6?n=#v7uVNWkY4$lb?r+6
z_uqz2s#Os|z?MXJjxtYC*!{7k*DlgwAE}pQpjPc~NR%7^HpDTxkm`yRf19~>!5o!Z
z_)PvJHhowhR+4!yj+^5MuQaC#4d_4SdwTEad8&y{$hDuUqRrN}579F1Hz(#>DrVGF
z_pL~Jj<L3KNi10-93vUFDO#btHkBvD_sIb_l}Y=J2#NVW=r8kh{cRfGYZPU*)Ss%9
zc1xR(=lgrc4qTL!DtOCqbHL#zIy9LD_fS!4Pud^0N}i4@{Hn8Sv-%_=$4x!b+;yr=
zSTDjYp-}Kh#N>d+<US+MuIWLfC^nwceRx`oeyB>&KA_5E@Y~lugkAyT6!IZPoqsvD
zS2@&DTwLq>+2rX5DjAg0T=)eIgdM!_8eeKAoK2_t%R|Fm0|~fchS3FWUxe6$f-5Vb
z$QFI|t|o~PMf)#_0JFAiRFi0d6V;$PHvbxtTe<&(^`hgh1ejv{jl69suC21RjMF8D
zT=QS9Jidk!!shz$Ps*BoVWie9#n1<Bsce@0oZUr#ZHE$age#q^wk~1-6ZL6pG$0)_
z(%u7X?^bbn`*vCaQ+B4)!udei0NV!=^Fl;{d_(7sZs24Le!kRuW%Nf`IwOkZ42kLB
zX6*b*d&4i$SGH<Qhcz?#NR2G_o-Qrhw10&rQ+cz1Xj%DRZ4Th{%0Cq_|0`m?3YfaD
zV->9~31M{&i=`E<03$1)c|u-NF-v>$O=RxLEbLz+#qJ$wIN*86xCC57E&hv&je4uj
zsS^fZ>{Xb`oq!H(JpkSY*Dl8v(d(7rb;vBsnNvCRre$S1!0y!y2U6yE$7x<nei&R6
z10+iikTs&9BKJ;eg>)|Hoo#XKpI*^^#m_HV;(raB_|Z7Ggj)u*^5V1OW!M*fe6P7H
z)5<D{G8Cf6S|Q{WJS$_8;Ig+F0d~{W!2ny1$QHn3<f7TYJ7eipJ<f<=vY8U~RS8{E
zXAOBb>uz1Aw@L^g?pLi*E1GPeqOW8``@(I!`x!iKj?V%kxFJnzmF{+_cKnZ?^pmd1
zPdjU&>!16z>MN?>iOJ#)_w`Y~F7oO*=-ZRt_P=9mVGN^+5;8kSs^*@#_&)#FDXBnx
z^EOZkqM@Ns0?Pp{Bvz_~j;CZ_hbvwrk{zoXZMthhrqeyQiPgdLdMLe1;=#n}z9H=J
z#GR?|zI2N(8DaQi#P}Q|mhi}z$@jJ7Jl1$SDcKQcYvPBk89Szw=~;YsU}+ss*A^38
zw3d0CFZXR^2-3{`@?{!_quhCDwz$Wo2S)=tri#Wlz7<}LxejvvLtDM4!G;H=iQY}W
zc@wqsG<k>!ZW5SOB6t7gv^XK(d)siQ|Hbc3u1YsaRpPN{>4X{IlaQj@54x-~4Xd#!
zeFT~Ai5F2j;O3@1uOx<bpp5UkTG2k4QbWz)F?f^C)*K_UW?^f8=$rEZYCHdN>(Mul
z?HdrpLa_>$s8gKha?<$kpVi;7*YZ=eR6`gD`7|RU#&rHxH4~%M%AF-II!4mXVU~6=
z|1UP5wXA8&ZA~MN<g6ZmU-&kVHa~ks9}#+2L3cx`w+4N8k-~W{ECwhO9?MMX$BBbf
zwTUg>m}@+Gi%tFBUFb)$HXY)NWmw84p{5tdD)rgoZD7A)*=)fkU9(|;b^?cGk2iA2
zw&Z00d!t3i!eS3nHS&pGZODz`)Ok}45>KVQAlhJAGU^RamIlHwqdc7$2y&<Z`&|&l
z1we+IRI8?}wuYz2VZZF-c4V~vw4#jFL6C@@b$h*bdjqxSsNpuTzO~tjIyu~QjLXfy
z#RIohJ;9jC%uI`<L<V*2rOtexG1CjTQBn2N=#aC?^4qp=2Djn2PqKIj4U}pJzs&2K
z<zFl{Z+oOGO<;j!)6-<isUO?~S4m5u1eK!G?E_UT0smpsk-Ay@d}%#(ZE+T<0y$Jt
zI4^=^ypk%j!N(WZ+HQE}7anqWCps{8S}AzcZ-)jF2fhKjZxVd)#;9S^4G?BhHrqz|
zn6c+8v-D0SHNr|1kMotlX6LDNOP<uN|3u+584-p6F97dmqftlIRU@o)R8=)c-|zq2
z_CF=p-UA``o#TuDW!h3lTFhdEXxi|Y2k6jgz6xL@13<oEm<<rX_H@SNLnQ(xQ!5g{
zf&5nP;J|J3&}>kA6#-t3%4dXKKo);|jaDJPcmE~cnN{e-RgA_}?^}iIhppQ%2dH?2
z{*lQaC`L;n6`I_~1BGt;O&a(}hS(A1C3j7@l13w%j`(Nro-#s(Z%yHTkM+f2;Ok&0
z0f<-GJR&Wp%+E&pnpzlionq<q6yY>Lr7dc?7+(m#YZqlkvQN1CEu=a<h?sszkY&>l
z^t@(wQnPDSr|GGP0>tCy(xe_ce*dril?lIdxO&;p2BFBoH`u?RXM_9qlD4>WJa-4}
z0;C>mL-t?gNaoa{ZhpUK`EzC#6?TGs{4$yfH2)RX_4xtdpsF$qkR=Bm+^5b!3qAJ|
z+B6aur}nvr9&H0KON@`N_Fi0rY9*(s?8xm=>58{-gIlwZvlJ&oiJVQR-x>(Mq^DL-
z!BckE<|hsCfdQu4D@e^ZW1(G&(b#uwk`1J7vS@A~P8P=blAwYf#oo!|oF^?Rx>6nb
zB6&Z;eq}JV<n-TJR5kAwc-5SybmCPwop>U)SF>%vGh!u@@e$TkO)_LDp8?JMu<Q+5
z7RhK;B=cSyNv)V+ay1W~L9Dz7{X^sI81XgY!w+;vwSDpCru`nT2oUCk-?$Mk#>~I*
z|4{WN;84Bc-}u-|meMGMvKyi>vhRj5))`yIQkF0y!emcKp|NCN#?IJ{vSmw>HCbl{
zWy>ymq7Bvm===Wu@9({?T-RKuGo#L&^E~(cxj)PH@)7ab=%n=SQ#K#M#&O7!ij>1C
zQuWi@uhNAG^SUb;DMQNV9z1>T({~<nlq}t_6o9@5a5z!dhQytQK{Y?y*`<k>)nezo
zR)*w;*5T#d&J+23%}zRSMv0cV6>Z%rh~zWGt?LQju+s)Xl;!4VpU-EUviyoStX?(N
z*Zl>BGR}wbU_G1_^bC<g*-R{eU(1aon;3X#^(mopc^@`R+j%Z{6X$zfJ$C-IfT4tW
zZ_Rs%{uw&ID#-buhc5Tt?BX*#hrsgG+z7o+@aV@RtsSgwkaOEK%PR%VxkmTTlQ$-j
z+|JH4j{8SesPdG0g~!OkKr1OFO|>dH)4JyNjO*pM%LwZa^vk9?iKh$izNA^KeRbKt
z*eqG$t{0zV0;g^1jPW)X$?zh<nTzdU>is7^Y)#UF-^7!*BA+s#&JvkN;~!?Hfk*&z
z#`*)2guTS_9DLd?Orn>oLa{N_5c$ZKH{>VI%)nkm`w5#8pNEjy3&OPb17Bc*r$y2c
z%@uwj8<g$wUizDX7x&}&8=(yMkyXmENa2>6XL7CfP4#rYmyp-cjTPngC~sx2{>q{j
zkv6qcTk1)d*jT}x6D0(FoMukBJol#Q<J|;8Fd24k6oYBs2nRB_3bcXXTO)=c0B8ek
zk(ZsaVJN<L;Q7^d!-a&#W&7W0(<=|tRzj<AT}|80<vmx#qQJzKqQwBmZQ;eke3K|9
z`ujcH)xV|p?m<77n*RtFt?_y;J2ATK?c>RDfjA`RM^6D#uj8ph)a;7F4?t~F{vPF3
zsZ%Qe%_{XO;Ax0<T>h68Z+0{AE)tmnqg_$D{Os0OApjx&uQb__{G9(x<9{94wb6Ix
z)p!HKp(2d<ux60#lO;*~#BHg;iCMxDJnn!sQzU*IHxZ6ete{#T6f06K^5QuiHzZv6
zB;+eneIasVCB;ywy?U_%&OU5Y{@sqG&R<$@Crtwa?;gC%<h^i7f630(*Pybi%UWn)
zk;Qx^p6jr-i=^t53E7Y={{`%o03aV>CbLumhX5wGtQ>4<SIQ@dbkOiXV3PAHLQ{1V
zY9F&_U9e1JGukBB;2ETWNKU$4s^V1F=>8t?sF|c&QIya3K2!X>@sy`MuUdZ>;U?B&
z`J)V1xxgm6yEEm@oc*!X=cQkhlXLtT!=rce)toL5yjFF7X`vqVy77zdT-f7=A0x+g
zobjGxL*`2k(J(#tqIytK98xn9FW$pd03@9DfWXn<hN$qf;h1Q=&tj%23CiMp&P-j!
zVz7V^v83LJ?e*<&s!l#PS7|7ih_hPe!&$7rl)hD2iQu?@Fvv{Rm8qwd`JClmt*bHl
z6#O~9RZwhbQb&5>OHg%eGFu?Y_UT16NzwTP4+})cK6eT&&W5ta*jUhXQQ;{~Xv8!_
zyJYZEr@w}4x-Rtx)LF&G$6TV4<=_Q1XKXF5n<rhVxy%9Gz;XTPO+aP1a$H>^yNU9o
z1seN#*vvcksjJsPPvT;@MN)@K$P$U8LFF$9*DO}-M>_w)*N>k!1)n|i_2P<#Or_TM
zedH_ROM@zu(rR*mRBV=lOD%M_;kCYKIa675mC<V2kZ`-?XwLW5R=$h9)@YBjTP|^5
z==jrmcPcoK%*e?NFXaN%XjeB4_patSdA{uEQ(bT<x4n6_N$TF!_q_PPcbj$uxMd{d
zO2T7nL${E!Pr4QN-E7k?OG=6H-+C-0ookq4t5$e@=<Hf?#6)q^`8QkiMxXVujf~~#
zfDUcHt9<G1dvc>7wZ;Yc-O<bRHrVPR*|4yvOft6kBc>^)GqT6$SS4c9URThjnlRz=
z{>s}Xk~78|+w`Nr?mX>tjQ~=B|K3&c^1i`)cGg+=iki63k6my)@$uuUagOmcx0_d6
zexK<=$46Dsr-+NsA^?kz+Ubb*ENitDw3Tci{twlTPg4b#X3FRX%Nu?q7=KVPwi@4d
zZEgrmJj>-QKPm@cx4mE0I<?-_JaoH1P^Zs*Evmp?Rll8}GYN=L=8e@Q9dXcv61|%|
z2mbEJfM(<;VJngC_L?doy-9lZoybm7TF|FZW&@$s%Ut^RE<dfYn*430r&KL7(Uy;I
zy{dc-KYrydv6k_VUspg)>?iX|>CfiIyC%@#10KN@pdb^9<Ec91nM~@C7pW71V*u`^
zWq2w;6FZ3yJflf0fr1(u#>lB=7y0I@ZCebqnA)w%Dmpn0b%M=TlHFb%tBm&yXMgv9
zP<MZ|&3AUQ^O&xxF@eOB@>OHNV+N%;z+OJ&J^AeFaE`A0s=YxIvbE?cM8V3Hm)KUJ
zU}4)rl(I;q8U!F)3uku?TPwR(M1X|(SU+*>i&}B0YgQZHn0g*qq>Q9sG9OmeRe@}Q
z_&Y%6sQ7=GqwS&Wdz*iBJ+2*{*8dmxm&f4Dmtd#y2L7lNi7Wu@AB{fassHRB@o7M<
z)XB_%C?XUS(qIOY#>_<}NMqy>V2L?x6ilr$LZTjV8lE3@O;K?cZVch(`8{l8wGo7D
ziEgRBQz2b;1fwReRV-#UPI7&%y37|}vuWk)Jdvkt4%pJWN$^T&83F!LsnK-!ByX$?
znaD(&$U$Q=0v%sBggfu|fG7s5IRNR=CI-kf7;oXsINixvc<((kGt|~QzAa?J%Rtzv
z;nvQ%JP(yWXkN1q!)`V)C7ny8J3U?2I*VLk_n+G>yRDK0aqoRGZ9Io53y=SVJ-R#m
zaAWbcZFbso;%he3)t|ERBePDD%Cl_Pd=9m<s8R9i$0xnh$qzR$Y|v!HoCZ=}iKCC9
z%jN+g=1)u0IkkT!we(l+zPevAP34JL?n4tZbMbW?!T7SPF3b3)t6id%ss$5IWkcs`
zR__cn@Alj=2~I)(5Y9=u`GZA?u`zZ>jO)Iu{Tq~r=vugk-u8>rT-7!!^HH0&J&A=i
zJ$^}xx%Q?y=I?`q$?4Y`c#2o!7At0qp%Li<iOS!FzL1oh+tir-L`*Ii<s)++)Rok)
z54k|euRJa(iFf#gLXx3G8X*pSXC#OF+A}TtI;|W)t80l907oJC9Nw-32)ps8(FiFq
zrY$d(S1z<{S~AD)INR8wys7i!Ags6Z)Jv2SkJzmBmSBDA>gqx<-xo=h_le@6Wtd%k
zt`U;u^oA*9EZd&F=+*$clR4hKHd3jn<7xkT+m&&?3*@Ok-)=YOE;5B%xJ;A)i6zoo
zyY$zq3@%+xis{7$wb*A1bdzf-gdNSM3w4Hh@t3Tf3j(!-UOyem>5t4E>@E9}AGO=i
zFQg7<d2_+v>tWjGM6FuA9TPQ=;ch1)k!teuBMIp+H`0GePi9AAQLiGmlBu0tP*+J_
zd+BBr$iQ0hfOD-yasy@cVN7WYOIpa)=86hht<{g)>Pkz7So7@x)(ajt0^YT9YkgO9
zPa`+K?_%W|DKWoLTOEbM;slez-$dF>JuVf$bS*(r-B0TL`B=r>OFs#QC@Ip-wVyHa
zxeGSet|jf1%tnxlo^@Ggw6@LE$H)DmX<=;Vryvq8$v+jc6vn-9YAX@f&P}g2zOR1&
zXPIgfzfk<jHb2d`)n<opo1ZS-7r(z$It$Br*JAr?GVw=M<SXQu>B0p9rk4QpECK`G
zFn79E0h@8(*}BYfXb24vx-^kBR}DIuC|)4~z$qFcUP@O^9Fh(!u)dILu8#ny7!uM`
zgkZ~Q+gTyDA;KZM*6Sm$B>I-Md-D4auD#R@WeqWn@VnFU0?z1Lv3t|Wx;1MZwoid?
zzsKoq#6mB~4>yXXrZ$Rh#NA1N$Po%ZWcx{PL_=Fjp9~nc#*edY_-_;{rZ5)!=>nNi
zP-)~*dHH*!k&@Bn|EJjb!T_u<YyZ#sl4y1A!+h5<eYxU4huum@E>eeTF`x+avIC05
z;c|gD7I?t1+f1=sdA)$P1lc1GgNrNAE9uKyTjg(kw+(sMw_u%o!!ga=Zl}>_b@tco
z+}bY?igi-Daz|ak@!-nlHz2k}Ld)J--SV!QF<e5%)FJIE5dp+n$Y7RAuJB7}Q3$sI
z<G96e;aeptN~N?0{Nn;kq$_6^Q+Z4v&EQxmy<n>+Wzve({lllKCcc7}^4z&!XnqKw
z)!-QnOLu522_K70@VGJ0`mrz-e@LWVGQF)FVRv(&Uu#3L=FjyyZHoi>e(Z!E`Ag0N
zQhynvGty6@U)^YORD-VU)55#rk=fv1zj~dYd;L7G?)lvD;L6x77vJ&EA*R9NyD%p>
z(1!t17l3pD$X^(`RVnb*RI(Yos}Jo6qCTeHm9u#K`&8yRGx+;a>L9%GD+oItbC)Dh
zID|^QTZPgym|v_I;5O**C!N30j>j3j0?HrzOY$Yx^~6+p23liq4WljQ($WrkQlHEd
z(w^cPWR~RX?;~=o)VgC+2y-lB!h>xE*&ZUXLMtXRqZ6bzvNt}A*7Jw^m5Dum1@q6I
zAKUq8dL^@;F^AYjXhZi3*Bc1Df4Q`2mM&ivvJm>P^UTcpMV~T%84jkUo81P($SCy&
z$d%ZHey%;UdJgPRW7V8dt)7L-{h1G(tUa&Nzt-J2ZT?8_)JQE!z#~oN!{a6(Q?GZY
zVTJ}R#8?AoRg~9d6_>Ymm1cM!l6CG;`HV)ZK6(>+k9p?j(^L4N?accD^pHdA%WeTu
zX@j`F_<mnmIfrcG19TfZ*cz#yz-X!YTLNo>2`RT~($UfUX&dTRA^hVWf49;l6P!b|
zX!3|K0%WO^(uX#_*qwxhpP}LE)pCrR_%tOr$2f0r@LYmqGqiz@3lM&)T>$b{EcdG6
z7go1$)jQyHo2vJ-N2w`)%z4LgLza%`t*J4qNf?Ui7kBpM5tEa#i=li^Pur!Y`&azc
zJa~?J!@OG3C9`)$<&TPFI%_VW#!D~W6?~Ppw4Gu*)@87xn^gkf^8QW3QZ>BgTS1(z
zT|EJ3OV>W;e>e7_*fqqrWTxz3^04#4lf_%k?_HmGY-DYq?{$YhTbW^b?o8N*&YDoV
z&z&Nhgi5Z3T|b<(UI-0^HUY-M!c3Em-V<*+L%z(++V}Q#pfN9|YB+Jb*4IIcwGG$K
zqBn0CTtz+l`77hKhl{UL4Nk64T`kR1%w#DE^2c(%j1+oik37@yq%c!j+eGP@^}*LL
z^d@old~gWcw(+i^v3y}2Umn)he`@>`bmi`Kd65j;iQ)>HnQ$PW@9b&g5@_0Ouo)1T
z>rN~=Y1d%1e1=omh5*yT{@&xpj}6%o!Xfs-vU!Uw0@e-d{zf$4iVPI%o7hoPa<ljU
zf;cgR7z-QKEOv{Onum=q)E(2V{FYohdMEq{mV84<wDI8CB`n(el$fmkN8x4W<?kkw
z`nJoTM?CbWx{rMHC1`{q$<4EJiwtR_maXRZ#C}Bd*OZ?5eD5|Z{kjCdZ)xdqTWs2n
zX`5(<pH3TNh94?GGBq2ho}z)}u3$xs)v&by_yLk$1CYp_qD<c`4gRoYeW0y>k@_!L
z`x`?j)83~)x*<RXCH5ya{dJhuO?~IVt_O5fi%JMy!jjiqxu}u1s1y;$oP?39q_32K
z@lq}j(J3`_fU#UrK71oW*-oA)r5M_#k6zqy3yFOy;(vAUqcCCJkA&3AOE(1H{&8DL
z{{0QPoQZ?9v=MeW(uh36s5f+PNDs1UHKN49986(=H$=f3_Q;tMumUC$u;`KV#Lw<^
zt`i&@@b1ILbbPx81T=#vw68*tq;2xWV6n1H-bwvBL||s_$$RnN61h`3`%@+L8D))9
z%R%;^LZGrqh>HT@+ei<8?TzmK;;Y5bg6-sn1;|y{O&1=xueFuxah(3{T)W4-(X`*0
z{&owVeS4?=kF%}YziuvD`+Px#UF)vv$$yn*$+sBvEv-6~OQQq`F{w8AkCj;z!5~lq
zO$E)6`BNLn*d)R8$YwQ|L6Y%Zr+D4*!?f9KK8dzQn*gL`$sJMBIk%ZA0k5D+RKMmb
z3Gs8?qSR-|y8nD_zOPOQPhZQNTx1fuiC*5t?pJIM4&Ci3U206>-8XlC$erJ<aK{=#
z`}>!~by7eOUo%t4ONQV-&q}*WF=Nx+h2F9=KuoLXLLt%9liL>lr8lFfw`k&{>L5;%
zrS{mvnd>j;8<L#fVtdag##@g~lHLAGY1Z=(2A)ts*}j0Rv&^_%+lI`=h^@d2P4hty
zG(vgR4GqudTrF@p_gjKb-{j?2^2c)uH2sz{9-pL1PHo{mvW!d}CB7GLO!!|cnp5#6
z^S=sH{`|zXNgvgH^ioxCS3gSDz~KCc3eGg?ypFF!9WuA{jqk90Ss)4BeTG<gV6b4T
zAyRhh0C&(&DvmMLBCk{x>!*mO1>Ja%$#4G2eMn#G$@1k*Pgm1Q!lu;yQ0x@ar%VOj
zPV-Djp0eJ0E52qePStrpEai$rT1Vs4_+S%B-5{3>yDE=iPHROGLq=E9Cl(%byIeUC
z;(A_s_x`02kNfG1WYHX!3+JBS8fYHja<{SuPKT{1s-9(%Pwo+u<Q^*<{^hWyQS!5r
z9?y02x;WENp5*8&wda`nX6qL7YlYY^vCR%F5tMa{`PYQm2pev=T7_j-g~z!Nv5NyE
zmCxlBNuFpkg+y79nn(95%wov&QC&P{xj^+Y8pvOKT#w58=$O7R@Z1EOHc=(t-(79X
zcUnG;7h3eI6lHZsAuVU6m1=bGQB*ppJl49P;XJ=XR)=V&EnXXw<ZC|;HBksRVGJHu
zqcRc)V)ZKn4SRT8<0{*R7auxrI%HptZCLl5xLI>9Vmr@cl`{piSkqZPbeh3MHDr>(
zPBP_{4HlADw&&da@-RAbxly-spGkN!Ja3%hq5QbXpGDX=v?`MiVjlUZ9{T9Tf&q+?
zL=Xr;0s%VI^jPng)?gye?CmFc6Do@%&<R?GM<u6{%|XDOf5Q4NieM|*Hr__C(l#%k
zx~I7;lveXtQPLdsEv=j1vo-b2B>9>o&ju$nmX*%X9liV<Sc*;86XmG6j=hl3=kZ{y
z1$O7oE`GFb@>=z+`xn`wKTMcla2DiXsCI>Lz+qT-$mcK8NuvB^k-sKQotL&{H)(Hw
zN!jdw&ckZLajsuJrTAhk(T8uO!1G(E`qsnM9Z~g&TB|O%q_`045t%vTi!*7_qZ7Fu
zPrs>{(FdSt{(RG~P5wxz+;eMP1J92yO?*1*chj54Z0UC);bY{Y?H7@kIvc?#pYm27
z2yAP_U>4^6;uu!%eAF*<Ad0unaH5(#UwVH0^a23RoBqBi_25tA0ehe6FOIt%TY~wA
z(ugk%oT>h*4`hEZmH(>^V|A1l)nEvQ>lU%_&*9%V#n+J$D7MtB@e8VMjdr$5d34vG
zd`~FjG!EXg7uh}zc6)T3o)}u>m}aKT%+XfsCvl{>&+k)?aB1@jWa32SY`4S)6HLa(
zJ%m;_3<gY$m=H)~AgGE%m{Wp^z*-XDqyiym09REYSqgrN_gi_7BJU`D^X{f$!Z)sU
zLnH0HhR5HDSLOQ9XdV81^o!h<%2-s@Vg$i|w;^H#J#j_t#o`O0hxziJHU=#>_BHJW
zlYA6(@J)B;&zadvyQx!a`G_djB$va9ylV}sNf+0&2+tO-_Of5nEqkOzZ}mEFQD>z|
zB2YeSAycF7kH~cSCCg9vERFjsJ-q{K6rmiPNvW7PdwCi4zS2Y|z|^JDDoQ*kFhW4Y
z3nESf0e8@ueT&E4j)eF+2DoX7_7+UmKIRiWuE!!>b&atssadJ=IR!906P<Lb#_M5o
z1{q<tY53Lp9p20BmLB;2V&B}(YL9n>>sqQ4@ts%ZZ%AH5u>jeVmc;icYk)Tp2{m|r
zEvi_2n#FBp1m!^v??dc=qW_uom2ij5uIuRV<e&!ga;`Kf;C2w_+T4wwnW_R6r0knd
zo20jUY8@U0TSpxGhXWB1HiH+Vo^e;8+n5pGtrehuK?yQ*pSry6zbVo`llWV5(kV<<
z-e)Xa@U;v%7FKDi&dzad|9KsB@>8j;(k@RvxyHxv_R30Hjg5SN;Nb7*{tkzhslJIe
zmPz(Kld$?ggB9Mo{_Cu+jZkCJY~A31*t<eavp!c?f?b<GUHnOacsbt*{Q`L}m{;_Q
zyml-7VFBd8Ax&qyuK$x9U>G}zh>T0k@@?GZWA`0>5U@buwc4BJ0v4PR4fIZR<EfgM
zuYCUB=JCHQz3ADv+|&X|vnoB4FQqbTa@^uv@dx*+jf%P3KOU@8rJOFgq*?R%dJI4C
zyqb{#zxv_bspZAyYd?*5?mSz|z=aSh6ynRi63$2FE!Gw@C#EgOE1@xQ)Md8m)4w7*
z=_f3ElJ&GWh*{jfFzRG4yEYl&Bl6A}hsqCL2JP^-+kB8@7kxs`AiQ(kY=&2x`oyb5
zdv^WF`jeK@H73%j^uF|x5zY%63YKS82@2+?i9@2$r#Mq{B%NvXG!!q?>f||Ng*xD@
z@EJ5xs}k|x-oZwbk#G;$XtvZ+f--6p%^OW`**SnG0v1Fu%P4Wc%xB4X*MiO%Tt)(S
zi-67CK>#(}r532_hG;M3DVDEmmHAxs6#lwQPx#z<@ny)(eE@mvkgq743-W4Fr6WI;
z+-Oo3QW4A@Z?he+I2hq%@Z)*xJvY5;M(1~EE&CZc&_vH;Fr!o>0)Y8FJ{U|(G4xEP
zzdJB=8Y2X-IWF|CK`mUyV12_!`MSqA?k~m}zaN|b1;O4q&=%u=>?VYL6$TgqFpUGd
zw0T2^2mUPA-l$rH`xpT%Hty+j8xlxzF{cFCb&tR31anff$UP?<$FaeL!rtPUmDBMA
z!OUVnLhVvH>^|N}eevCUd1?7e8aE^lno{*!<@@?SR+YAIW;(mQH<=ywfVzeU7FexC
zoiXLZJj%y|f~hfB85Cp@kcw1PTqr`P`oNjKm$5;z7Bk8hBRJe>Q}ZC<APCOL2$?jM
zA_mPhW{fBVA`Rkj$T%S5_Tp6mI?m^gVu&uQPSPct?}c0|6%k&a=^(e2$9+Gjf0KQ^
z*F-Kz^8SrQLt~*0>&yeEs{*c{dSytQivXDKv?(^}@zK1KT7p3n6I;POf=!!9si)nN
z6t}kN+)+J!KgN>ER^0B3h;}o})+e=ZUvi}5A>pY}xyI1b@kQwbOi}P@BdiaUVxhx@
z&O9I?Q%t%O-wjzN`c<*bjAOWPXki3)Md>Dfq*-Fd^5ciNJ)8Pw$IsYps&T5AgNY>n
zaw1&5Ohq<j$Yu83rm?ywL%qb*Y-p?*-cQ4)-eIzIPCv|%v->WWY}{{;H#-Jm_>Bh_
z0rAjQOHc0f!-WKz5yWt{axUu6o!ZUz4bp0sbGhfmm;OI41)nxk*HF$oz0~s5<!P6s
z?<sj{$s7;+xQK;#Ry*0x-)SQH1!n_)OCl`<ADhu8gtIYd06buxueah`TeV82F#}5>
zFBjD$$=~7~C@>1~Ra+Vo%t5o^v69dIGx;9JrtfSUU)EcQ8Ux1IK4s59ckT3AiU~XZ
znHaRCCqVT6hs4XlLA^8hNIwDRO$$kmUypqV3i;@0RZ6|ZQ};Id75Ezdwa8UDLZ4n0
za;OPJC=ryZD5$}<&&)7fHb<&$l)wENiY-j6ciA`j!F^+Ej1X^v=_(PRDd0hfH{S$!
zrF!ly7!F9;4qdwrLBZ;7)iYeG<F<`Z+%p|COCP6B@nzB-fkJ%*0?jVZ7@6vWfY~%Q
z%68u>VB(at3G<6yLb(%abvUoOf!C#$pOr6W7OY03vpXA=eP7MC5MUJn7_y*s1A=&|
zDA*NvSYrvmUcpf2U;4c$oR5%xqesVtk#Hva?Cf1*qHC31lBCzBr4?W$KY}*K-q#y6
zGWQwMxPr&@$huTBra+^Tv(oy`8xSy1*F-zi3Fnnzq*z@ktUv7pPzD3G(!SOaQX#v2
z8vkoc=RBNb@xSr*m>!5)YUIeVs3J%C3nEc$X&lrl)V*_n`~Pj|9%?uy<ElttnKs`e
zH_;cWNI%Yr$`N)WmT$|GwuO4t6!_4^onGyCql5+dpa-)i{!>*Ms^V{sB@u?^(bpet
zz|^U(2~?}TRB-_LQKm+gT;ZF_YZwI(AHgI+Djs_svI%#2lqVqru<+B>6A6ldd(a!+
zvB?s~<Z!-Gv(jwC95Z_S%y>+R(xIiUP`gp|DwvhWTU})zHCUM8Xa2O-Dyd0Y`~`*Y
zjAK<<t@@oL&OvQ;XM52Uv4M9Rl8}p1w?{ljiTh9wtG}SzR%wnuQKoX*k$I7vEoRSd
zXfQL27f{3@tl+8BXDOHvGLL(DFToMIgglRL&~cI}x1%QDEOX{5y0S{_O!8Ld>*j5i
zN`XTd4r%MGpGwtLdCQg`?cyfxZ(Wiv8ntf8^%0=0^IGNVB%LYJH}T-v>*W1LOmC8q
z4Unt3B!(Z#`e<-vi4*I(i7$la##=O!`|SLwpYLCe;YoPhd4}8Z&r+~;F{XpF!LZ>n
zM#^jLxsL<8(y))EZ>Z1BR)ei;cS5rcI)6qk^ceRcO*a9MZSR?GU3_|v!>XOPPlM|#
zTFfoQ8EjQfo<W60NOWz6)%`rk-s`f(kVijcw_|@g^U~N=T^^2>=il*gN&YZ(9f@W(
z7R8(<lBCVH#*6_<2a&GcFb|SdGK9JfFC!$rWYA@0sH`#6-YKI)u7+b%&g&NJqjnan
zyvm{qQ=II^2(BAvtO6vuvr5y6Od4oM=nh@18COaKl_F<f7A`oZ(a^Oq7F2e*&72}H
zn~ZPHDqAoG^@ZH_Q#0{QO#0fbzW3v~%J?Gw)6F*g*$0iOPu^|cLWH^YD5r2_&I<{s
z(A-i9tQ3y!{;|$|=>Y}5{KP9r7NdmY<}M+YY<Sq_8k&2UtoHo;Jc~ugn)H1X=01kZ
zZXnVomPUjM%06hFqB^-=mJZ^)i1k&UusTqxjNf&-cfZfWo2XFs-o7$yYW8rk?iu>C
z-<!JL<jS;uriwp}Bm52NwMOM?j7S7VB1sbi<Zsi`86Yr_<hSX7-U<!yF<2QfIOC$&
zr^$49{~ZYdat=GEj!Ab!MSw*R;H$N&dh!@1KjH!i>T#5_Cp2{(_4uFbfS&PxZHvm*
z9S;BqB}o+E#X*4a&hm2*Vj-bV@8Y}&I?Y(O@k(K?j|e)IUxHI!kdRVzH4CeSltL5>
z;aL|kpI?&v9@a|ih^e}9_H3Rqw`#WH66hCf-8}6@a@{B0d<y10XXjs~+QgGeF~SMS
zT=kY%zhxeI{q++ptEjK|kbBUhgmH;)<<W>F49%63x|%H&936?0(gU!H@PA?3W{>*-
ze-ANvZ4Nwx=#D!GI+%><BQT*szO0QBd6;n28kprJsmJC?<)bD}tmtC6(X03<(zaOq
zM<A0TFJ_IqCf1NEE;+Er5H|Pu+jANdu`h?0we>gcExj+FsiAKbuF7u{_~ZA<wbqvZ
zF8`x31At&;#^YGVa|a|EL{vr2B@&7*@fhof;s`-rm}lgQv*Z1-%#V!Rpg->NJknbv
z38^IZ|HkITv6>2f!C8p<Opzp0#0nX@_;EJoO}Ega1S8TNyR@~5$A=t^;=^l9gx)sK
zH>(Y$clk{@(}HAq=WkoZkeOF?f6?z-h&tliG#*&lZR_aUAsw_?t-Ydhwvj5wM6<DK
zq?Ofsr>d4dPSqTiAC<leXxocET-2Zfg0}m4Fu{m?9&W4>4(uLxq%kv0u4#H0fZlD3
zm!^xw;pOyJ=*pnvkK5MXm#5+=THA&MrEqTmr+1ATx3dxfu&bgWZX$hQ1*;yb3bckk
zrY(ov+@XHq=pM6stA#><Ececg%X9n2<=W*JSMHPA)xU$^&fJME^-zw@y7}}|;haa<
zxy2^ECJJY`<0JH|^uvXn=fpgnbX>AWK}TLM&==@6Uilq7!SJ<i=6Eb9h?jW)oa)CX
z@1li(6qDfXFcrRY7&&w&?w%O<PwLU-pWh#<m}{<;V*DhkUL|^6K}9sr`^gK!+EU&W
z**M4U_<e)!x}Gate*d-T9TC(Y@En-K=Lj*i-&=pq*^MLC6>ZzaFURG-trat?zfONH
zPsZd%o0f+`cla0r!-@h8-2lLH5C(#2Ur+A&Pss=Yp-=<_$bniwM&aGH*9d4M^7tt^
zgt3SS?FBp_#Cifo!r6;o1F59_N&j~z8`<#q^hYJ^zeB<&o7?0_rAL$sAJ@I`9G*me
z2@n>BElp^y^A4;4Q$fHs!`)z`C@=VeYXlL_lLi+8XT7o+1p=u@u4;dLiO`xc=;M5|
z@%de)35g1DWI7ZktXk1fZjXX?pE&EBIRwStK!`WFkI?Fw_fYNK)Urh}35uGC25kV~
zo*ITmf>QA)M;Qg-0CI}uD;Q{9B1^c3pge(vr;t6;7&(A0plPtJH)3uAVkbd?`34)H
zGh+lcdAmI%c{P!vq6&E~$)dBzC?4)g)ID#{mZ$m1^oKFdYCBmHJ7J%m!tv>?`v%L-
zYxdcDFWaA~iKtpvuD;TkZ~Un6W6$l%OOI)N^gv%OQ%CtR`MiNvnN!aYlpts1ta*c;
za>mS9*Hqq006&CG2g{USinMmR=a{0PR9W*)HK$?-`CzqD*!ZSPva@`yYNQw=>3yDu
zw4bXOXKAl*u)B5o0~zkc`W+W~UcajILV4rb?jItNQha@e^>SWfkR(E1OE!*&()uzH
zaK&D2^s%V9XQG@cnle{k_JA;!N7k0JAbd=~5rT7N>g4jdDtCO)*IZ{Si4)J)^-3#<
zaqBMcDyx052kBm>!QmfYW6lrai4=n>y?4LYSyM(;(r_@Fqf3;B{Ra&Fa(Y-C_HD}6
zkSP);$V;YnxM9_YsXNde7{QJj#R!hNQ0Cn{NQo#OfWEdVkOrGScFlMXwQ~k~E5%-n
zYQ6FG^U$_(h(RP`9{tGYtg0LI)Ai^X2^Q3H#J0f;1;JJfsoQ_zsB}m3U3KiY=JS!h
zanC=GOT{05H~*EW6yHh<X)PK2;agqbroz9CLRj5VPQuCnh0G=0SqgZd1niPzbwi}%
z@J#^Qxc1u}Lzy+*Y5U-FR<|r(QvZS`#iN|ZGr}JhmCR!OC?(wAs8NfXA&!BZNTM*M
zMljGWYS~|?u<}>+u5V7zeG!`*p%lFKbb_foH?%m(l5eoI6%S}2f=YSDxK9~#6L$@b
z=!+r^w62;1%1BUYGM<%|WsHCjr@<K#Ji&I(^(I65ri=t9r!hTudEF=srlA4U08Gh4
zx%a03=*IpJ82*6q^`oC(eCAKk@e_W*%JaO=8u7dLq8=_t5E6O90qOEE@jYk{1*zN^
z7l#t0;5j%{Z}lMUxc9g!it~0??XViwp?56FcVo^r#Co6UE*?m&)l>iWX~TLQx3D<m
z$(87RGp})N(6_hYk$;=wUY%!EEKGz`|Lg*g@Xl3nA@Lm(!k2=1n{*Q8tt+8Lj*ywB
zR1^XBa(y6`)g1N`Il#V@#-KFig#Ac>u!6wznwv%=P&)W&#?uvNsaGh}eYor6YjKwE
zYK;6*`<>{4_&t-h)Zb6vsFiCD*8`de*y8E28R><&*O9g{FEj!>av$8e6XfIQvt|qL
z|FlJz<(Hq-1UbCxJJL(A3L-y&xAoXxzWHnKFK7gI{CR)rFDNhe*W|mupfA}TpZ1T$
zet$DoSDfrv`))d%A-N@K^~dr@{!Q-xPNNtBZwn1m{-yeJ+D_x^(Y4<Pn6lpBg}<PT
zk72v@rfJ_ftHLCXMyjR)J6?C>>bb@K2^L$sC7#c<8MY6c{T)-*(+d2mjCa7<mTn)E
zJpP@{vgh{O>7n2GkqcoH!08fyL2oUq-Tr8Z`~|%p64+CJ5w@~(>u8HI`9j=s>-GMI
zRdaOyoY<PBXgdFEr-x3joz#WKO^@4w4-Vyt+dM4xYfbrc2pvBHuT!xT`s7`x+Op}<
zXG<jqy8OB4zrWp5;=6~``1%#lpq2970$zRj3(CEvkR-`2_t`-BaoBqc;P*bUNa^=V
z7W;i5*~wP+Ab1!!1-hZovH$TeNZD=<Cc&ZKH1J~i&vy;rgCUMh4<B@&yeaTw$19Dm
zA3KyyUpid=h5eK(uOW2HO>W}O%V^+A{63H<{`fX5UPH#=wpY!_apS$=#F^Q!5v$|%
z{nwpa#9%`k*c1?_Yfd1`<kUTMYQEO+-`}!Kiv2+=tQltamoWO9VlD*UIo_c2<WjTV
zuQ45J*696|%dn&II!qbsptbdp+Hmgh`5H3&&K3-(QugQ9@#k5MAKCk5gKbRp`MBa6
zOH<k3?}#<xddmLn9k0u2{CKveFS~^(k*@yCTJQ}_@nW*GV&DA>0wx0*VZWDtkypP;
znb$VoHpODX{d=7L9JO5@e)cIie>mZuz}NmsnNUdS+29E)(Qg{LT-nq=_i;f?!tth8
z%#E&CdHp+>adMEglfZZlYbsqo@O~pqnf84ia6x(JwEEv~rEw=zrlkPqWDEZ|{=CW)
zdv$9y#ZCT}%gHIC@6><`t`t4+{t||ndP!KlBlnUpe@Cw5lPpEMbEdCc+?SY5V3yNj
z9cx<FYB)TTBV?W$x;|UUO*9-+I8<TB76q^72@Cj4Wy2>XKc>J!p&l<@T91;m(uOsA
zEQJU(okJJIrVU-uLrSc=(cTpo9=p$ui9pBlFs$e+tRhT!Bg$DG$mwDzN6(2B0h(0=
z+zsXtF94P&n81uODiRndI!CPL5^h5q4PrvUQzx!Ea)9aU!L7dHXLSER5%UWxFvk3U
z1=m_Nig!J<jvg;mEL1i_zhSHRE?$jVEU~IAtc2YQhE-fhJ+h3^3^>!wGA?p=d>YR0
zoH=}xKTY<-7`&xQ_XTD;l95S><jXhY_wY*Q^v6Dyq|)zvI&Pc;0VECscONH_A;3%l
zl9|9K0V@aOm6;sO-lg~etPVe9(})iOqZ8gnD5Ip5vjp;k%`h^05TL{}E-7FDsHG_|
zz{^g6c(Q>9%3r{|A#*De49kY<*|E1(DbkmI80(vba3g}`ugG)c@C3@Y%7TG*;JmSD
zL@ePn5t_;ZG))LOz|H|+#WtW$d>sJm2J}D22!ule2t_fVo6C;gOw{0!rW@kCJe1$A
zKeP#Zla7D3+BXM&@E0@(wmS{MUd}&y8`(icdbh}PvaRt)<s@9%g!LN0u51F7+oI(3
z2t0;?yC{(XaE@TcoKVP1lTQTLfGa0RL<B-CaD)e=7Nb79)7BnQ%^rT^%;vb*C?%qt
zL^PWyT_n0V1(pfh?Ze*rv|W%Fz%1d-#Cs$O2Y}92g-mGB96o4hh|0QpFBmNj1)&0p
z@J<(@|535710%!;20#!`i~3%a91iv?GlxlIVgj&`mZHqdum@p^U;dY;i(}R2=Tr1c
zZ~j-DGM%0Ghf3)&F;){+Gdg@Aw%*I>_Qwj&HcM~n7wQF~tsY5AV~CAUt2cPUj{X8|
z>!wBgeews-H*N_Mo<Sl`Em=bzUmKcqaBlcMUdz}ujPy)O9+t(jDFByjva<k(U{uJ$
zfnXquehAJWP`H@Gh$+fZHj|k*e*!gs0#Zc*MrXi1s+DtuqMU6&xyFsso`<^^jLOIv
z5LlrEkRKp%YE9(uDqmBIBkz>2D(Psd;rTYS$VJ1(aAm9hL4@bEU>(i3z@0AunBRzR
zYBE8cl7UYFX6rI179Q7u!k5OqxKUtTGir@sM+qU5{|(=1<3@ooJPzR6M#N|mg`Nfb
z2^28(`l=mKHn{4zpBPUOxBzdF%(r+1S`(nWT?YduR99HYtI7D=DtHrd;G1TQG|+sT
z^b_3h?h+mpse0nSbDE7)P(TAAV6<;_kq)2kaj{^wx!4o#W6&c2L|pekiorCO%#<zO
zp5}6a^pSM6n3zZw2F@5(#RFp16$D@v4T7dNn9~4^7y1*L9k?OupSN=WzyU@h=)n!C
zE@rf2n!p#U`_J9==3mhN@gAAZu_kw1whoK98vR?h7%0$DlS5w2gr%p~KhT*+ly{ae
zR*%6m<qgkY%T#z|J!)b0SZQ{m?9p{s?qTt3nIEDUn_Xly{Ud(>iO$brq)Qqb5<a=d
zJvk~qq+Gp*?$uDdacbM{PuYVXO;>jeRtaObnh|L5)2rPn$r#v`l7c}1yd#Lyyg!ji
z162kaA5dCkDw{u{<A*F}DwUNN=(PC&VmTw)xG_C((2zg@C5-2`v^z8^kpR-hv=k7G
zMrl(tp<{+qi9KqN<QrOGB84YhJTlsG7ezN$nCh8I8LN|^$npoHc(mPzu~Ce`<Pf+L
zfD#=L#hpCY|L0-2fEO=t8iO%LoXcx4kLfSn2A-DH3^(4<^8`&1@OIuow%TVJ2u3?(
z?8V_It+}yL66CT<eu=_urm0vK_+$sk0M4k4qUbOq?8xR^DB#Q1ly)bUnbS15rXCQ9
zw5#DkL?|<DS9vKJfXaXeob01n!vu)L2v*o=VS<ryLYerx9;nNBRp8TQ=J*J9WTWP;
zmONJS1}?qI@D4{9n=vnmfV(+p5pYzArQWz2^iblkhz&%Wp9uN-Lx3t^s2C;NQjyLz
zS;RgNj`_G4d)}X=7z47BBHtx6G0E$jh1YrUmD{FWaLH>x?gGxJ8#kT+oHv&zjCgS_
z!1mJ|NE9#tq~l0U2EYkQ=HH8dUN*p*cWAyuxc3EC@E25$5BuCAxq1}ijk{&|0Bb+T
z(s23U&&kyB*T(9n=bSwpx7#TUQIG=ak8_^bY7bcX-J8)l6BF6)KXk;~YIki8?H^~r
zGTojbsB!Ih&KWC$=LRY<<A*1gySAsAB>1Z@7PBJTe=}#9Dw^rAg*2GMt5D-uY2#MY
z!+9I8$nzWk@ydyP72qv%5CFi^190T^z%pif^$chv!Ok31l#uEg!H8)AM#H^Oim@UE
z0*anU9K`@=h#3Y0aR-(1_&|GAQG9sZxAN4*k`!U;&DGea-GNF46i8<~c1K^lrPxoP
zbKM})WM0L)WJW^Wy*Tr<0<!{h0$wRRMKD9KxG3SaaDTC2aWMc9q@FWuwh&CEtkT*&
zLu<oeL%d^y^ey}iE&PqFU>wa2ebO~fR{F6)*}Hfe{zf)qZYYjM9mZXL8d?CnI~&?~
zT0J#Oz2R4QKGe0!OT7X3gJXENuZL}M-ZW@FBsbeN5{wqBvQF(9yvjSUlfEg-OkY&+
zD~8x*-fW+eMN`6}yjr!;F5U&~E=q~WRm+E=#@vTv-YptgL)Ws*T;s^ixbxhYC;LXr
z<oPl0HYZ<W6##GM^g1J!_^8XBSToSr#O+CEbj&=3XL#z9fO*mTqWqMEb}vcq&4*+1
zYE}wxK`Rn9017nFy@j6$$JVuoy$Dv0nxFlpk*17=@w~?sEBynZn6$$3H#$L)Wr*R`
z>akd$-{AoBu!@|Jeor{ufH<ls6L1hi&`SYxsgqU+5`MC$UN$>+w4Xco^76s)zuC1)
zOzYk)tz&EZKb%dM4}NwW(oII$b&VjF6MD$;3%HEdrha+Cp7eF5A$vZmy$63F+YV$)
zH>slFQ)s#<J?~)%72P=BoUO`UqDSJr@CFocZph64y_@QIp<2{pBsn)hyobfzaWRe=
zCEf$?20~?dZmU}0fuWN)a9e#ZW4>L+3`#VAB4Z3^6Q>CV%A$#kf>HtZ($x$oD3xL&
zhIfR%(Z<MWm8NK(GKDfTq1k~o#5J2>M+V8Cr;H%tzG7I<)$N(3Rk`>eWzCRwc#||C
z5d|=vHl67JkE;v}+V7(qVUgc%SR2-k95Y#55&1fKbP(ix^tR|-F(E)}z(nxYE^}an
z=^k_S=^>jYJy*sQ_Xj1J2j6@q8l)OHlYAFyKTx&>lz6SR7``Nk=rHG4iceeFIs4TP
zjuZt2LHZ9ZMJXS68EQU0zv3rA>YK+r6)9C}g8rTx<P-G~?dkjSCzayT^)n2ytDCOa
z_i;$^65AJ^YYby4TUl=|-T1S+Zpaz=3g346-9gO(pQ_t$z7FLFxDVY6=^v8SjCn`5
zdbS2Pubsx=-jL*Ggns-AI~;fWbGDr~{~P7E|3uy9bvE?@4dsCEGaCC_8p?J+Q=RrK
zNop+RFX)tBoc`gj{e!=tP4ln?rm<SUOD;Kb{n?+!yJ4PPe?jV9`_Sl{kDvYg{uk6&
zz8d}Y#mcj<nLtMu`MK=RtvkmZhty~D@w{$cg`%N7cf&m1!U5O}IJM%k^^<2e=Knx<
z*#@obJI>R*;w-7$FMl2KpfNUVVcG+wYps6!&>HJ^vtw;GOd0NQX8o<|sf#}|^B%=^
z)q|_k`?B7-gBOB0&*;TY{+hH|lG4``PbauAKj-f1S8ntPsZ$x-Y0pYddxz*F80j1J
z_b3SFOGqqdTbGxC)FgPxPgyVUxaT-!;A0flOjy*`@7_F=fy)rk0cTF*naQhocYhwU
zVANgkAu9``XV1+h{KdQQ6)cZA3R#n0tJ@N9aTEy@sBv}52TmG1^?XO=UExcgNT{@@
z%PqwOyYax9f{Yfc11~J<)bgME)D)3k_`?kab2&XsvH^e|0l?&&hZwE$eUlN+D+pFq
zp2za4JmGw*+U|%67QAJ@T60Z=@tuw9TPcCOJms5(MU&d`3hh$hH{wt;Obh~j0!L^8
zj+}sWk-L<Z0C>Qk<w3CWm4g7_9ykb8Lzk_OjZNjc%vi$SPvsx`Z1(P4iPw^T6JlL;
z?AY;V_)F-kPjl@+x7o-07limVyk?i~rlC{=Z*&gkK=2TL#BwX4)U&E7G~CV>dc=>*
zt9gE)ei*7=8X2p5QFiBUu;s&slBQav658^W4KBc%zPUmi1C+L<JfJ(Yz;-P&4-BJp
zPbhhKpz;qS(ngw=@8P`<N9pmH=}H-Z1G$<=aOb7O)AHc-5rF#Dh$dbkQVV>)6yyzg
zOinR?pL_}i#GiIK_#vj~QDSikR|ybQ4c2^*OzW|6L|!jiydsza{;EV20-uiW;VLP>
z-xdL(7Q<zIU~lfb+k|u0V(x`2u2$Jh|4{SrpWtO#Y$#!K^L;4h6euuNRL#J(j;I2%
zWc{G`N$2>759S-iO|kxiR-O#~Z_Qusp%}^-DttKmZ{Xn8e3iXZ7)10ryGN<!1LpqJ
z87+ccTnI&Oh`VUP=WQZ@3KFDsSRyCt8{2+WAAE-!@H=)2K2I4!Q9XOcs{}U0gR|b*
zExf;QHzfsTs#c}BVuCZfuS$_)OLYYd=Z3(kNN+yGCGeC)O%#G;GNjGMs%EmF5AjJ7
zq*UZqyd~DU13sugIoQB@3MLAn0xqAKRW~M+wY}LazM0QeIpNc5Fx&ykDk>ML+so;r
z6@iCc`I*1fuvs$+meeTTvwGJ(l+R>&et>%QcNH==6jGB{-n8Gko>#}lQ-SCn&c9La
zwV{Bs-f4K6{At_Y^Lw_P?|_nN`Jcv&*2*8(F{F0^sGV{^eNz&XBM&dFVyxh-)I&4j
z?<_y`Z23l;#8blLdp3lEW|hlR3r3pT^{ouQxxZ}&nAtHS#0yV}4>2Z3{A<Jh0cxnl
zWIR3K682v~2fQ#pcW`f;e)<7}^RvU#egBj=ggTFP(<$~px{{ZVnEw;!5QcpFZkN4q
zO_hg|d5U&!#@Cxe7AvZ5j}xIB2xT*O##A%2%+e&2T?4%4^#n*}1-$fn0sTp7THK>#
zBF-&d7Kx-YVNB#Wk6@KkMOEQoZxVUzC<>@Ge8AZ)a-<PJ<@nc0_FP{+DDwthzANbw
zfZEYP-GKhm3{V(=OT%BxjOi(sY-_ojLFRFAfJ=d*AzECOz#)?~IX{@6s>rbr#%Z30
zNr})pT6sF|UlJ{fKl6f%6nj%9oWa6*a7%YK2}@?v=e2s}^9229POZ4amWlJT9&cq=
zR5*j0<}rq*jHGgL@Fd^!42lLdiem**Jp*~i@UcuX+~CI+nMBFRK19aZmNU$830Pmq
zV=GiljkTk(V5wm7o$4vaK|M6V7LSs+LA=QNjr(CkG;{)b&X+Wv6F`?p7d*i_m-i*5
z*LtGWoDfgF-o=7%5Uc1*y|On1jq@jMlH?7fE;5npT;eJ|3T`{jW$UJuSGYvGGs$0&
zfoq+Ru1ufBQ6THE0o`H(TB`@B=z+8?yZw{e6Ku!8n4wAuL2B+O<5iGG(qK0*(hx<B
z_q>d5rnnAzY4daAIxizWWgr?SsY4~6QM;G&IJ`**KWZdMA8(DgU3Z^(q_$^~dmL+(
z4ve)*8*>ZuL=#~1RV=(z$EvE(d#00H>7UG=zy{((-hS!Y+`Ng-dm2<K(LW&4bgxY!
zl=AIIh5v@5vWapUokc`*rIQH*ypGwHJHzs4#aQK|c9Ue3vr#NE&IPWXmW%(8r8}`4
z(Bqt_)mMUPZE**j>2~1^0ANx0KPB`@)dMuD;syU{!(jlX;<n8Mj2Jne{eB|!U&rP8
zI_-Bs$FerCCBDe{$B2G`Urp#VUEsm6N-Gh2WNIY>r}59{QhCiJGcpK)>z0ctsyr`%
z{#1zIKs|>Vxb!m9s-y>s2StNh%F=oiz~Cp0d93>63{}*5;URJ88;sVEg41A1Ju=dS
zv0SHK4<iol77IqBJx_*sqWF8kz__%e09Ys^;O<<H(i5n~BnE*u=FtdEfB<miEag<i
zDWYIzmi-fLefc|2G`k3lG4V78ir__wp;v$k%V5U%Lmrt01Se&?*A4@o685a_eLVrA
z#G;yEFORx6^E4<(Ih}cz)ptokPdH}NOwuBv{IZNA7D+Au;s=@V#!T1u42>Bx<S(!}
z;`D)ki{n14V6h{L5dTCpGBXArABA-SZc;CSL15LE9Z%=A(8bvx1O_ed^ytFSj%IaK
z^xGDiQl6w}&NIAb7lFWgbf8e?*#WstRK5A>%H|s95x1-QkbNm@nd;~`$&iV4c`Fb2
zic&8-$tsQ|;K`DP>>ub`iGxJr(@U$jh6~k^NBx%V6}}O+oPun?)YsJ&HTJ@BeeSU~
z4gFcH4RQtolU6JS*I>B;=e()hZs|bc2=wtD;&lUPhsvxSScnN<0Boc&Pu}7o7`8<e
zj}Nf`gRil8#KwAG*)(Rg>DkuT?PSJ<q+UJA+#b+81^sylyxl^b{rPa(OfMhdoxo_s
z0>p4<CAmD(;jJ8)|9Yx(2;D#xY4U08@40(gs?jkvCn!36sk|aUOTs6)RcS$tQ`P{r
zLC`&Pe)KTVHqB?QQafIfLDR(ef^BhDX>Pn^z}&Qca7idrk`gz))k<#abz3M!E+{g*
zx%x~C+8|pvhez-S3<lMLDG=;NWdLdlP!IfvhKPViPnO+NK(PR{$w12vATCHF_Tqnm
zzt#U^_2k(TD!KP7AdsU!jB4`FQfBIXq+RWY`x&izFahva$f+`40+&@H$p9~7e9q}Q
zB2Qw*i#vGS31a#3t2n&_3Np^(%g8B9NH;4$oiiyR((9VTE8s*)&3<@k1nT6rW@X(q
z%s~QiReit;oYkY`e(p+1X+rAGI9w-$e9jQBLk>TS*D(aZf^C=-m<2#EQ%hsx0Izu<
zdykb_8OXr{Je2uUOOrFRE?KZnlwo7N-05#9{%9tt1P1kJ(FgXpzis9m)6TcTjpu83
zdo(a-%b!&>kEo&KXQuK56QZHt<l!c|8^F}^WbBfOOXsY##8#3}RVbb;7kL#wZIa3C
zkYLNx03S_xE@%O{)~;(9QktSl=5L71)G>x`U@F{|Vy24aA>~tr-AXZpLPv9X-SO-g
z+*!rNs^%(V%ei_V$;`@Qi>p5?N-BL_i&pG>QV5QT!Q%nG5*HFF{3|cB=PC!CA0#tk
zFC-pPVZ-iJ1`UB<H=p$q6XsuhSX2BAul(&^$uslPx&u680f9KY!spu9x$po;ZxkM-
zM8q;Gv?~)D7K}lqxhEzhV+05$<|LCD1p*+iGf#lFe@DasOyVBMv2evRmN@(KS&u|+
z{kSZ9pSvo_)&@QOtF~$6!=be_R|3rVd)etGG5$2(mp^UlQXN)@i!0uIj}V~O*y9B}
zV96iL<XrZRh-oot>2KFgtd9rZ;>Cx6u22hz9s@9FVAFOD2iAT_!N~?-Mg!~(LhBmO
zgwz@TuQ+5F{=4e)F5tcVRR~}v8UW11#{GBPH5LOUU$R!b-Fs}3rF|u6ADc^e0qAd!
z`?N7&#8aAtI;STt*ac2gszM@It$V}=a`5yHOiCr?97fcxB!f6}a&{b$`+?UHQo}T_
zmH-~-AmAqDDoYyTD$rq&7{iO7J*Lzfl`#i^hK&WlEvu10G^6;5_YdqwY@8n#p!A;?
zhcGiJr!<O}hM&N~7a|P^UO}ZG3@5-jcyLpUP+nE%vW0$p+p_U4b9FRr3A=p~=B_uw
z+GU}lvyycN6-7EPcPAXMAh%OfRI~4IagkS*w_-K5Dq3o}V~bBhpOi=CXVTNw7b@!-
z;XIFOj9XK0NbphHDmVv?Uq2eZuyF?U!Y;*6z)M1n`lJG?k|1R)N<e2COEPrE>-Odu
z>yE1y`reSY@5TCap2sJkTJSXz)v<}#C6eYQQk-+pb%5wv@!A6g-?tQrCEa=NtUDkE
zjUwLf(Q_9^ocxc{c#D0Ei`(g7F9tS~{(?42Un~}|SS(vCv9*jW7!V+KfCRA3Opk{6
zhernt0JA8H5fh4n16bYws7Yu5zG5j5U>mM7N&}M;D4>I)P-I8%B0MVyO2JSmC>j`7
zQN$Bz3_zzF`mZG!0-FiofX%4@K*lqmZvZ^gU7!3H#MiM5Ke-{20r<&dt@ZHyQq%up
z!2cjDx7@dG6|kdT<GV?eOo9zD!-9yCRu0NB3GU5MU8@vN1nd&_sbG)jR4PdnQYfpg
zkH}M4V$8z-e~rC)T+(^hKJJp5CYA}Nl$C3OS}tH}RxaU!;(~%nTDb<8PHL7}Q<`Z?
zW@>6mR)~NLVlL2V+ieS}nWf-TwoF-L*}hNHRP#L_o%?z2xu4%3zd!I*WE=1I=bY<Y
z*LBWu-~^Jg(*r{49_NOsq0|gZI1GkL3QiE#EBc+MsqfD@s#e1Ba4g@>gVAi$zCW0K
z2Q(R0Lmdq^_Y@Z)8l@)`<&s(1p<FMPHctb|0{+~%Ga9oOci*&*w9jn%?GN7SpJr9o
zul7xwxM%-{dMNka$h?maKee~rm>9rxYM$(v%NUp&93d+Bjc~QPzPaLLd+7sVB>Rs8
zLwi>Hoem%M<dkldIIQo)f~dm&<Vd7lmh*-meu^Tx5Le}FCN6(|V6`>dgK`#{ug)GL
z=pH2)giapY#)~lF{*>huz@^VQOf+tEq7a&iX6B)-jfZ_MAN5S@SV5d4VZ?+wDt^P3
zQYyuLCL7}$qHSE)wZu94Js0=nGTMD<7Kez33Y!zRJVuA#T8#4EkEeJ6kWs6MYU~y8
zvu(w7#hC<QW|Pb|?K3-Yi2S%)SU(T42MOue7gfy(@Ix(U7wSX}k?cYDhG7(zD=(}$
zKEpDip&|?0tr+r)gOWtWng?|rlaCCqEDtfAnKlR>R3!T>3HY`X+*gaiedRwRes^s0
z+LQUux6-5X%lFRrV5Nt?7T!W*^~}xq+l}ida|hH+<wo@tfS`2Eio#$mNURabsD7d-
zB*0v5y)~>rU=yevGI@%2jYK}pWqKcBIFQ{Gip{>oER;LP3#V!<AiT$QPG-;NI1JdS
z&o5G7ojmp<%fb%AkbD#@Q7ea9Sz~D(LFvg0)RwP%YF2I0>C$lZ{D@inSJb}BDhc&p
zH}GvP#GQ`JR_w{eP5JftVybz0`{J4<55)Px`y8REOJ(k#%F#d?Eh}>``?YuBF3ZMI
zxDeE48QCYrirW`vTT#_M+_!?b=j!-1PG9ica5|$RUR1R}eWGS@)4>7v)wJ%`B@a%V
z6(6kEtWPy~JyC<@fhrTIU0CNH9@DrpBp|NClW=bc##rW8-Dgd5nXOTUdG;J+lf(Mu
z9`w3+u?DM1=8XSsCAs<C2gdUAv>oK@p*X)Am2Qn@v9fq_qit+!c~C*`%}ZKBy8yFT
zegiS+5i)BMq&G!~<NXd}56{Y!?y&nhCj|3+W8K1?Bdl&dcfFi%ot`^5GW9y|+i6$T
z_|lFxU$u&AGJR0QM1Q7g8+}z;-#%k!{en`jQwysuse?;-gDhMD4uumSn<=RvYKY2m
za)5^@2j;$#qvGw4sA4lDH4=%@Do930^ue5ur~e^TzTtjd@?T?P6T1TV-xVIi=bGGy
zxTxi1EPzc`y2t#<l42ZBk?V0lt@0S*!N=~XP-H9bEGwKtupHeN9}nL0UV&MT+C{vF
zXG4KdOS5WzsNX_@G}}vqz}Y3*$<tI)+_^E6*$c_j+XMhqTTgk+MN1zHCuZw71o)CQ
z37q_hIl*OtG+cZi(cfTMtm`JLI=Xz;WLfj|ua%fDf{a_l`DgG6n|-VoKUs}3u6I*v
z0e!SSlTh1Oo>*;L?u@(ie33FYth2fBit@@x^6<H?x~d>c`B6?qe3R+aqvu@(+X(bc
zS=E-mH_OUI{y)PTsYF9YiGO4xF{ph~N;MTPs3d3Z%Mw{k2qN)HgXK1<K`1$WuH5gm
zoN7@+bio!tJc*puHNn|Tc*vYL!LlAe>pb4Ah~t(W=cql2hoZENV&kD)nlMqDAWmRg
zF{*8fe_Ig5mKF{$-9~mY<X1->oh*-xH=d0nO3dPEIP<5%80!=IrDV?T7L*f4vlglR
zYDVtc-<#8#ob4F5=p)8&xHW3^xk~RoBZ6w%z7%tOAV+cPVuK6jWIt!?${^wKrERZC
zK{v{LmK1#?RHy!|^JVgw3}-w=dE=E(tXav$rE|pvQP9E9^Yme@#o`J=J)t2CL=7+2
z%owg*{|68fkz_WX!>~pKG8K3stbr7{Kiyvg9>43!vHdrMO}oFzXYb&W|6Hp4h&$O9
ze(J3M*>WO@8^UZ80*5ilA6WieBP|-nJLo;%M$qWn8Ol9E;0?|K*)6dgtFo81JIo0H
zsx54I8dSpuQinY94LF&59VmqH%>lpy4BW2YVpeh$x(1l@q{;wK-Ym5mH!5s!<f)@O
z<>=AP8mgfE`Mg)b<CZm@UY<p>F6`ajkxsk)l&fv=ffU`mWp^O}+``zfp|(JNHmR7;
z&*&kTe{S4n6cTaOlVr18=^t2%NL<~>wh(C)bI0@OdrE6wU=`7Qb%f?ILKNMuxxz6Z
z+&k<FEq&hObc)rd#!-(X%LK9hKoOmjm{uq{O%>COp7e>W?_iqa<A=7cM89RX*Mv8X
zG{rlD$eSJl0zgAxIki~Y&3dS`089iYVl@$4!ui=0U8OWPs{=Nnie!Uw?2trch>P%A
znE5`1<tO0AMBHJYlf+qb<<)6D1GI!I^qR)LCTczL=1BGVgft!NYt{lbA{{Is+HdVC
zo~W&Jneynj{`OFLn0{;VCqnZ1-3n&I#oR_~;O(N?SQO_XWoI7$C?TwK4%f+ZdY~1|
zjn_oBE<jQNEf$AN1K13IB%(+lqvg9m8ijeQOZ<KeMrG>!&$#Kymt%^x(goiN=xaY4
z%nZMC9&^+A>HY$6gMuKk6U=~0SU0p_2{(iVeJSo#tc7L`*g{<vGYu@zG9yA4k9ibv
zj#h$4N-<eCu$-y-2TuukScT#3!?dbGnPsO2P<UD?!hv;6-E@z+{Ooj+iVIcg#EJ7$
z5tYn$dPwt6xS6`H%pk;>LS5%yWJ@uUliS`6IOOAt3ZB8pYfI1;X9DC+{JOntHz$s&
zV_!%=?asEJ8~ZJT=kHQze5#L?;)fV3&m`#$c23deo1UZ?#<pQF8K&gaUy6ROtH|S^
zX^-RQdi#H``O;f^KgAF?Sv35H`AnOrY0vap0Ddl}2n?@}p6ddmWm}!)+E&bdN&S5w
z?x38(*@)-Ays<?+dI`~mJ-}i7vheAJ?LIyz!{Om3cDsx$;oezQ-QHcVQ?&g>@T`$}
zJwV(x)`zV-gbY5t1{3bMEM9yd>}6;71LuXsChWkdpC+>My!s>iup(+{)`+VCXDH(Z
zO|a38KEF^JS#6dcO1l%r5xpoHwOjvegEq+u3Q@qAu)8IQehD6Vey{5yYHZ!%ZWp4%
zqEssLMDGCl{rNDziK?r>t#X#D!m%+y$(ersivW+JAvQxjGTRA}`awKLR(9aBk(2^2
z)sIJBY0OYG2OiH*G|(dd->gl=&Ai~4VJL*#U{ME8OHV2tw^sc_IN(^By@b1i?G}Z^
zgImPKtaLwZRpEdS3b_hU0x5Dm{q`~kRuU4c^!T714XW)Fn4RE~HCMXSHx4+~<Z{)n
z<~v3ZgFL)rWwn>0u#M?+2f9V`8EEGZ)SkKN!G2wn0vB~mgnj&q9&*cLt7gaHz>C9u
zOKm7-LYqJvkE-jq)W7p2;x*8Sl+}=y+9|}L9*2(Y+`IKa@rkC^5>7H&)$yMGs9;0R
zgQg*mfmvPDtPyGF!mLqCWAiTl8(uUw!XP0CwWZ8|U}fs+0rcw!4`<e!SlZbeo;<=S
z&fdkd-BcW;v7tEZr0m$jk@BOM)I_Jk(+ek?>)u6f>yL=rYm?bud&?q<{)Q?}6q_fC
z!lGyQ9R&)i4%n$sbGaP>J{+*U<e%_k*+aaD3DXb71`50`!-lfb0iVmYe5H-s?@c#l
z8F>+@k^WdxdHj*3BgSExGULpq_MS^EyXrDKR@Nw#f+%c)XRDM-ovgZCSyrS_WnT?G
ziHaCdZO!B@-?%ikibPs;p|COQW1|davnKnI2pmo4BE`f}bT{ZI4kQO?>Tw{c8FE0f
zM1liSokHm%twzc^h$o&%>VmC&>QhVpNhTk+nOghb@0>6|?T0bH>!-)wXV^JcRv|Mu
zC(Eg-!#pL6q;BHFaw4g$B7kn_<S`e1Nj-q8c@QMV8-pmbLMI<w`6CaxIXZ-5@=T?E
z1%sT`LLoS2W)dy>I};1)dI-OpG__b=C#6!%n$aTkWSIjq+tli~MaEWNxkF{s6Q|X{
z7cegN&SmF3mODmL0O_5m<i~jEB9q}%5im84oRF(NV{4lJuZ5@vKsuZWlAb)RM&LTn
z!lD<7HvdUlYzxUU(I&R}+9y`kO{?}br1d@%9sIrcdq2sy`}jJMWb6`bGjJgEG1H^!
z!CJ(5gtx3RHz?=_)hPtd&Ma^L;wQFvM?5fi;pGKJv|Wah)`ms&G@rHvI^(q2C-K(v
z!$H-Uaz4BI7-0{$$p^){QA5)<K&>anWwzt3`K3TQLDXK3G+s?neV*)Wc!t*K&(1eS
z>xY=f3D-xU$X5bm7%AgbMX+<T-3;eI#fTnrRgx{;N&uw7UJG6LpT&X*jgSq<5Dk8n
z4)_7!TrJ^YKlXo~?2o5jX~Xl6`d^ARW53lxgahk`KY*bEjvJ_1t-;Nqo&yg&sKY<X
z5gB+8N)~RI#}()*smw-$D!?4jFueo&4r&w%++0YzgRB=GJ=O#33tb0%v6B*hHZHGk
zfl$|xsdjP!=XgmkC#3Cnv8q$h9r*&&ib#i$_7C*i;ae{}KWfUaE0#se8L0yv6Wn-=
zG24(K?GME?bz;aLDDt3wPC+p%Tj?JFyhZunS#CPpf!2fk-;sYY!sa1MU%|>owIc<G
zc@*X})}`P(r-FUNfz{?-E5)G~w)l+1ES4RzFQ-`S8NNQ^<LV-|{v?f$vtZC0RhzDl
zShI(W+c!g<1rKr6L1@GZ_0R?0)C(t|CYTvw=IFGN*7ZlWD{b0`ZSnm&g?ZjSjpa|G
zCL024xFZ=4M{q~SyCx6EncEg&@sVMg{98n>n?Wan#HRUY4vwT^-AJ#(P3(_!`^AXx
zmiG~(GyHCFLEA!8lg7LxQk<Tv=tAjpX)~4U#8IZwHyV29Q}Jff1!?ZEu5PJfv%=_J
zD48jm@y~(Mr2>c$I7=Vqz^Ve|bNK4}`2f_8nvn5<(RkLFG<o)G*yp@|zSShxN97IR
zM9?g9h>Iws_Z#5H;3=yHXCcyds5+bo*dhag5i?iQ&WgzsfVaU~;BZ;!$vsR8+Ru$i
zyBa`8hg)YhmQM;>7sJ?W!>av4j9uZOGy6gN@nc2h7gW18Ji#Q^W(*Ln4*8FY&yIX1
zi_Pc-`J7_B6(&XwM0=aQJ*+()h%~E>@e4cvOFPWDDfk1HGqM*Kry_-6)Ii)JehMm*
z*AU~{jJaY?Fvi3s#LR;=!AE~0dd6M{*QJaeMr{-yax7a;f=TAiq(pH#oxj(HWNuvN
zxq(wbp&fpn!5+1h^Dl$5JdfgM<K?UPEI`)@)#fQvsj<iXSVhxeI?%?S-$GAlxIR+J
zD3W-SMBy1t?Jb@X%_!Qgu%)9;g@VW<j;Z0jmn4yO%~N5TUE>{YF=lQ!9IH~TlEYA0
zMJ+BbuM?`chsj~6_@I@aEO9wsY`39ko3&--#49>1Wsk$8xXq5wpH&`nj7Uv3>2ml%
z6VASA<AeER%&S;wP{4iQw?R)3PD;AishBty6hhbd{a|82WkJd&a<WyjPGikG1`Ctu
z$8g3!_gu`cwV^6E9FIDJt}tb=7@n!p@|U3;O?!?*00(71zi4O%82)Vjrx$dv<iaMb
z7_b+743~YN{cQ7p-V1Fmop;+B(Dn5Nu0nx;w|o^rs+6k?syC*~oh!2!5TxaL<too1
zT-CDDk;rAYjBTyzDb(cRm^eLHeA!j6qv<De8=gZ|_s>b71m-u{gg+Zu8s#k~qiDWj
zo%E1dQmjX6K&huKED{$O5$t(^IhA~7j@TlM{EmL2fO)eL+wkr&vFQaZ{s@sDU%geP
zkJ;h(mMv~Uh0L>utv$_n_w>L@=Mn`M41i$DS3wM3b4W{pw4f?N!FoEgp$y@CRqAzS
zO4irILjiO%8qwN4T!-z!5(TW|4ZpjnLDM`b$&E<E5+3i>i1cZG7C#kXzGp;U<-cIw
zJ8EOo^?TvZG9^mK_=n1a<ijv5tkAHCniIf5h_vudferamn&w8lqinN;c#LC9P4Ho~
zyoiXzYa4K{`zaiqL_xCSZuG1D;fX=0w3}9MD@FcBgz&N!lrJY&^t)jtOgYjpVGWNn
zRJPUYB(g4N$M=o4kOpZkUpW`%83_{m9X^UvN0{;rM<kBMDS9J9m8tOLQE5z+s+Uv3
zGhg!gHrrfX)uxhS4dzu>QSXJKyT9sP%Iv!Bm~?db{IYa*z`B(yE@Z`<*JI+l%UX;*
z8zz$mM~RHVw}ocR+hVoZFG)V6tZTAIvsb8Q4r_gG(W1V6^;_<#`<0tQX|H>q6%7|r
zqzXLUtA5tzBa9eyb9C=p*6jL;5)MgMj{XMuXt^UNDxIXhru2L5zn*x&YS&i5w8qE3
zc<g)aUn>82tHUSsHsU+RRU%jmiPbuDp_&--(7VYZ0b<NKVwKI}!FrE-+gyc!DX>UT
z0#5_K5}d?&Fh`uFTS{3?S%+FpQ3(_Y!*W7!jj9c5*NN*7KQEI79`ROtn}YKts;$L1
z)(qz?ML+5lH4eCM=LM>WTESaaTDjkr9z%=YD9ez0JkF(8qm0{eO*boQ%|;?NvXvN)
z-uYo$2l^8@L3+SaLiq#^(hZO_kXC^gobI}W)sb+gfF5H64TsG*W^3G(OwE$HaELb)
zPdTlNT|hzSY=aWiLbH4&Xp`x*G=|-}k-b(A=~2lMv3oTLpB&36=oI{AY`yV7q<6Ib
zmQ|#RMv_-Ory?oVcxk<=A0&u{2I$z68b<XoQAHAaN$?piy@JyfS;;G9zp(Ro;a@A-
zLaqo}|AA2^q*m-|*>&~Vfuf{>KZqek*pbddjm>u!Xm(*c+-l7nM&XKa6AMB|Pf*a(
zt8y6MizBJo$|Ly5vhtxFjh4sEVe_llBr3mQp#7Vgl)tH*HYZii_HscF9ZKk=OJf*9
zoezu<i8H0&{xtc*{1N6c5&mU>Jdv;}C2J%=JUb<9zK^Q}CCy9s7ava9^;!0?;Ws-A
zb*=Hv-QV?I%M0Qy^uC<l!F+GC=J&u~&U#rCrH9=Z^UfSeO1~62dzrbBDE5L4{Vm%i
z@xa{6o#I#XCkG0wgHSqx$g|u;I`CBS30v)#Ds=ey82$;4waG31Un<Off6TL8`x3Y0
z2dDBP^Ry7&Ir7J{&r3d|XR2DKVKZ|CFe{A^5ZDt6o_R39PFFv=jE%!!s!)J6THU+R
z6Z+h9jsSGI6u>2!ehf<|qtq8e$3UQFWwupVuqH2zYD3)|1b2;gsS(qtn!sqTOAQ|!
zzCK*FAhd}#*<?;@81P$Pvt0m|{5Aol;6ZH+xBOGXT`sGTFFizyXPm!6j2@(kY>eOA
z(K05b7UYI0hLtyICF2MtW(*(&-|v}_zkeO1wQ1lg1yl75lJf*-@XVcq@@uE?4IE#0
zh6^^4IZN3&e+y?D!tar~s~6VLI*$uO!*c0yDdo!Hn*rX`We;hccR4rnnm$rCT&htl
zHx+9u#HJI?rY#3H_mTYgRc_&j!aW}1ZVS~p+t62?l1(wot!+Fo*N2zOwo2CZ`%5&d
zy+|*@1>RgmDPB;xz7H#}Zm-vDZ!tK!A>D3ER8Lfe{z#Bds1c#MzPB?ju)&w|+Rknz
zFl(x;ehNW6nr}AjT^bSlDxCie|0KNB_S_Qkh1pZEh#LQGbyJaub(f<&kY?j{J5jco
z(NOd9g4$@2jiRypyw1>pbpJ9&UZ%M1G-jiIx44v3cJO7d@Q$3kK<I8~Dx%>+-BKf}
z@ymixR)iZ}u{V<(-%$2vta_}q`bE~dUSi|~utZcl=WTAs4on=ive!&1y*Ri`mZnx_
zGxqer=68_`DxY`n=MAS_UxmF^=UZ|<c!{n6Ya<&bR0;a-a;!g}7&=?FrQyfWlJ~(c
z|9!!>{C`}qk)_3#CxLk>n%*XhOgK?Tg1LuWC_qbfaflrka*q*Uzift+zXw5g8%%_d
zJ6*6QprIIY55uK<dSCk6Yh$1e{sGncI;z@rS>R!scQ|J_`|RNe^AsEBm15>c)oso!
z?S|YUYGuP5om~yL!#cQRwX5;r%kh^Qs=@+~qwljjBpXv{_h?c197juf#;b@EY%TJT
zBNkW6VKtt>o7uAqfFLB#vV`gnAQgfJ;BrAw(*T$BG;f3$SG(aKN>Xuy1rA&lSS{~F
z^JQ?IysUhRC=riRDk==p@Zanh@*0ItO=5FBx!!;#ASw+`REE5xO1w_s6C_2|c+OF@
z9Og24&C`hrYl9pK)`rS@fK=WdVZeL%8=me3i4JHGQnjL<=#%+%RB$L<xG{+<2r6*W
z%zVpkTr?^f{`m#*n$ehD^UcnF&nkE>DqXN?pG1i@^<0&%1?(;iwcw+8@ROh*q4(_Q
z0ri}4^A`-~?@dJ(?7KRn+4O`~iQg)kMeLnA6^YS7axHxIB^ztp_9dU2H_>!ew!>7O
zc&*y87*Au6Fn9n-!gW&v8}5d-Q*mhQ8n(8%#PA4lR;kkD1_%tJ3B#N0QU;b-b+nkj
z@KCyL=zWjEWWCozVf3!`iA{W88T_SU@#D(>pl$ZoEuRbjQYqVqKrHA(Kp@s~mU-sO
zRRn5cHmiI&kTM}^gV0^UK`m!Vp<t`QNu?+qM4;9{yy*ymXIj97srAV52<+gSz#<6F
z<PT(&Y1vcGwyoit6|Z^mkD5sAW~_iNFtn@73ZF7n=L!&+zOx_Z%B*1*uq&2uf<teg
z!PcN6A{sGY8t2R<8iW-N*bkBrQJy{<ZqYg^Euq1feb>&bpI*Qeya;jp5MjbTw}Qyb
zFPIGuMRP8zX&nkg3eGG`q^kOxBv4I<I`QANHIf4PhY)Z+nXOal6q<N4KWFu!Qtr7q
zA2FwlCnW1e_=%1_=PBLdwv!dd)Zf~8S@pGmOrIF-O`k6|ouZo)2a6)zhQ*<FfwK5w
zbSF<ILxmvm>8C0e3f1tvE=?`xN5(LbJw!W<VQ9tAO*P_IjQKiZvro-i44A#Woq?R|
zTzC4*7m*RTz7{;EC)#<-V@;0HW<~hILqQw))j?qcx(U7KXwR}njDpGMv;{?XvX+ks
zlOtPCRx~El<D53$<w-WAb~m5fJ0bySRm@6ZdDxIu6&(*3jg}Jx7SRW2w~uieXFsHU
zIf&7i&mTFk5m$iUzKDu7_zA6$xuEly)-8SVi0z-nLbfw`b3(r%Oo^9oD67|Opv>#z
z>7_ll&6Q)aCb4*|o#8&_sp&L@nMqTQW6HJCh;K(<%>7em#?e>JGH-`fW0vS^aP-!^
zxEvvR2!hHRG7jg<0MtQdXj%(JP_%%91<7f?Y-_9z3XRqAg0`G&9fU#<f_S+Yg-|kB
zlHP!yL{8#{`n6}IutPqDV>9FY=8!+(FND)41oVlVV{kPv&$&QqzM&2pUQrC|j4UPO
zZHAgRaI%VN$+w!Rc`tM03G|ExW4ux)uTtWO#XEiotq|+U^cRg5mh_Spu|l)soY`>>
zlsCZwIl&ZJx`13?cp*e?2>5QNe}d@V(4Lp|v0-Y;!_b_V=-k9%C%9nvj%9?+S<0NR
zblVjJERSy-#qt|Zxx_kRqEmQm)-MZFquaI+4izdyj24NUENZ?{gAEM?URnh=6-fA|
zq^NjY7I#icR+3vLa`=K=2@PV+*rE}Z#=25gwc<2mpfhk%_S;6;DYw)pn!YlKQB@|w
zW6y1?@GHVTT@`j#Cv>!|JfpVg7cKUM1>{@#r>|xr_ryRUOHQ&{JR(jSJr!nroPKXY
z_HYrWSN6;%_E(-nzu#`a#f_uPre}0cF<SLletum#?;<8PYJ?xyhX3d-^kkmU!no<-
z35&v?xd<4G7I1Wivr|18TCr-<Ym9b!75z{i$8iOt9#20mVmFr#+8B*FeBw9XTgI?9
zx$&3ExXlm$PY1u}#Z6PRH)J2jUcnv{i?0xEz)6SH_KX8NeK$jZESe^4fDQ<unvikQ
zN3eefFt%<6PLvx^Gf05r5DM(!TIAF+3DtE3^nN%Odx4N&q8%`f90<Yz+yQ0zIzy-P
zEvsAUB)2ATEW?6P-~=^cIULQ0yVCSfIjm4qz)hjiniANR`N3R9(dt#MXziSa0slaP
z8P+tRp^CO2zl<U1Wj0;0s!fnbBJYS2ht?Of>LuiUP7#N1be+t=mzq=1qLM*Vgt3@@
zfj<5>dxHgN4Lp{vvg~-!#&T6hE=(TLfF4F><spZfSgGBE_Mwgl(>?m(2`<l)FMrcH
zw{Uy2c&B9csbbk!5Mxm~>7#r2^US8w*2WRB(5SuFJ?v5g`soF~xfj$dU}w-hg@Ff(
zo!8Z9G#o$ZsEOI=c}YwOacL~WCKzimYTZ6bT(uZN$4@Pcf@ir7E%Q5`7{zTcSb;g_
zIA(tDm8ch|VTV3EXWqz{VDim^4-pUDhfB?U7Rwrc8m33B7SkU{jQqxAFE-G>i|5~_
z544GWEe?x+I%`8$jdT{tUOhJ&+G{G0F4*2ws)v8+EeycgUPBgmgmPN>0;#(mF4Y5i
zf2@z7^Voq@eUDynk3~jsF7|^`ARVke>K4z%?>Z_$bM<rnB<<^4gVb8h)3sLF#pB=k
z|9Wz2{l44uX=_>^btm`?guEDd`UuFyaJb9?JQ*j4-dArEk`?gMgHUH35AdrU4oeU4
zm;)^>x*&;$5bV%Z{G3D6{4jzOklzXoSI0@FB6sK_U7RV@EZu223qDoP`bOT)Wnt9Z
zH-L=QQ~l;ZP0j9Pm#oCtuIrk}0k<PTn@3!zJ6x`?UPp*XXozG(^cZc(2b+!+qa8?a
zdeOLz{=iC%lifOBV!XqJX9Gq8!jS27dMSsN$E7e`;P13!4F4uixFxDVCUCzM5Z~Of
zM|kz>v~A10Ic)|HIU-cxks?|Ypx=$!ZuIgM@>q{gLdZ9aG}kQ#^p#@kd-OfQ^wJkH
zCoWkog9{an6{6^#)&zl4o%$NBl3&HTszj;yjHq*3*$ZCyA9fV%Z@hki{Vg|_W@(ay
zEf}2}=9n<iu_c&2R-V!P$Czsiwsh6f8)u9N<CQeImknWi*|lAgIq8ayhz9ZKQ!eFs
z;Ni?wbeSxE!%0%oUFc#?lwC-=t5;ExyurDzhJHeim69}GG%7zk8qMD>5yv;*F5Q87
z2+2n1sq@xF+_u65AGvNw62z}MBoE}5vetwD>kD}J4OgN&`Q;&w&X`&In@dCe&eKet
z+`?}%8{v{r<7-a+caR`|{pm9YAj!}F0ZA<V??DWhE{RY`6%MKb@O^g9#|S7rG_d%9
zO<__z8of$}240`Z!!mR{k@OEFx-L|}JQW3KzKHc#g#li5bu@MxVO)#s9e5OkH7B_X
zmK2rAE@ki`M627{gx9v>+qo4R2vvrv6E%2C!dte-&zdDzlqtcUQ<xXTc5ZS?NMsb|
zt!EeJ(R!IJ{h|7Fqi_mbkEMV?rl>@Fjx_Naly9@G<p4dv`X(FzpM*3-jXINLz}brh
z+B!;^BN__SR&5Mz>V&>0rU7HYqcZ8zy*6gfmoQliewP^7bDjBnH5i9Gn{RK*8HhUk
z<wbOB<w1*~T?;uCj3)ElzzNG<$46=rx*Bro)dRgh_(3-mK}8uVTT?Y`zcf{jWR{*O
zS`D!KrHOmQqYZ%-jb`uJMg33^DT930P4zWZU6SCGk}aKAuupcMNR8F2VBbGW3mhI=
zX;#juY`AwOrJ`eNlFm>E=dNruPF~aD^NM%VCTk##6dS3V6K%rXE(!8?qK~-I<?W*x
z?H?y(o1^rpvoFk>Xt|1SHqVJLUqnr8TjnVzYxtbN(;5lh**u9$2ut^13d+u%lVS}{
z`xHDmE<__Dii^ATfFtm~ws&aX`{3raFKwpF<+#)JYnlK0W7+7E&ws-ZhhdWfq>M4r
zflPoyfF5KE@Jqw3AepjQ&@R*210BiMM$h4!u<%U`P0(l|oeYPLb2I_5PRq`kGu@|1
zl?@97y%f0=p@7z>D%7l76qX~1?(>9p2o=`DLC5Pz5~*mS5wcrRT0$S}iIe#CdLk}^
zMHoWq+c&JI<pb&f5NZ@2hzDyQjgN(U5QDJ^Lq#4pH#;6IcZPDgvTVQCzfb=dp*%!w
za(eL`R~69Dw2IB*EdeENzy-TG=<t60lNI6Uk*ecpr4yG}ySF0Cc`DNW!luHn>CuEI
zX%wvWNX$ZxaN)=S_Vb`glwr8?QUk5YV}!XsXgCqvG^}hG3B`@!&F1n_>Dby-c>vzh
zRfAfQHF}6sZ~Y?bgU`Fft^K1NR#Dj76|Te++fI&L356Le3D{B>g2JA4S#XD2Sr&)6
z5P!$4>k!L+WRUef&4%#u2L5Hnc;-zTQTs;KmL!U+Jj3wRcKW-WzUueJelfA3>fFeE
z&4K<PUBRY;ZFmKZc~+;r!m6Pa4!+^25bQ|_e9r(1`jKC)R2eMdswAxYglpKC<7ntU
zM9IRJ6tDbz=)a%*pI!eX{iX7s$)lL}!V~a<HBcqsA0F}p5*LXHa_HVKLB8aG$J<&!
zKq^FCXrPB{B1Mpf4!A!+9SGn;{Rp#@V7<hEnhvnW(0dGNodHrDZ>M27HrY-+FcTj6
zr7)o&A*wo<=*VqG`H4zNC9H?TD#}ZZv6jnVenYz4xK^i|;sfj0t#Sw;k+M%T8DjiP
zhO`$cXHP;c5+nAZdZX->1I`Wk1h8L{XCo}h|Gq%?n<;F8k2VH>UUrr&cp)u@TFak+
z(JT><_S)cAPDO0a8lUg_)PUhUfzUYSDH<DmrlPlPu`NxWi&^R(K0C89eDqqffnNEe
z(A;43kQr=NIDuGa*IkCrkr-gzXsJLSvR|BLG`|4FR$l%7G~-rRkW7Lf(H@hejub)=
zSXJb}3s;Cx>on5q8t1Ru(JHyWW+Q2{gtfj;Cf^d8Va0y-=41U$8;R6i=aF>RwFs+o
zs}|g}Aydz`J@t<~KKe9=v2925Ikqxa#=exol+(+aNc6If#D-QE44#`q36!D>No)A%
zhb%)o!XRZOK_$O-?<aF?-VuU!DG^=7Yzp)>`9FtzvF1DQX8!>ZdO|XI{Aq?_y699<
zt1O`oQgy&?<RRAtCc{tA6AE|12tHL{Hehxfe5u@Df>_cJOb;)t3d$0Vjg6U3*y`}y
z1J}k?n?Pi^sBP|GCjm;$${qZdr12V*+3WRxYiubvhokB~&yQq4SAlw;$iS0uV9*8?
z7rL13J>WAuWT)RM!j>pe3{$>S;2Wxb;G6LHYgm|mH_HLAVtgK4P2_rNphK9@vpz$!
zAXJMgYoe}RhdF2VZFy9FP||8jWMNZj&B##4oF_V63+eHwZt=TcFk@ujMMD|bdU{g<
z`||dd1F?O>!~1I)B{aUa7C8z=zHaA5V1W`3BoQQrb1JIB^<>*5UN5Latm^kG7<G<m
z&~W)e9$F2<_UQ<jKOOOxj@I;zcHG~VlqYsNGk=gIuI$mpS78#>^BYfIE1LRv=d*pw
zi-1l&E#gypaBoXTK<AxeHuSV!VPH?@u<xi$%6RTNPYHjPJX@W#_x>eJd&P~?dhJO`
zJ-N;xHA26$wz6<k$jGCRMFJ@qiAKr>YjC_i4kTp9h1;^}4NER8P_u$(ei@A2P1`5k
z^q&=F)r+ZH<4*r5CAJqMopJ!ZfmBC6O619A0JK&24DctJl}M%gD{~G7_<>i{2oY1_
z8sJ%Gg200O8W=(}z{iM)a@Gbq)-!VZ^fD5db^z=V2+*^7s7jK{VwPdmTh{Xt7)>%1
z+xH8MTkx#UZ)okA+|TOb!&+IE(CVoBpcO$myPlgsHLcCBBKfhZnjFi_2?vEPN=oQ)
zuMj4`T8%n{fI!Im&{jSDx6ZKcNbIjH85+;F(5x?dk8f=ZZKF64*d8Nw2HR|~T2qW|
ztAC=@9QENWu85h733BcgTPL;KK269Y;)ngi?AS$x9`&jeMu|>rY_h1L@r)vw-yLBC
z%{ON@;+;2Iw?@^PWi+MLGnCuGiZRByEZ9ywG~B~oW8<9pmXbVRvSna_iOo&1!I|=+
zL3{SqXp+M*&6ByM>pL2;qgzU&O%7D`5O0i+dB*Q*2)x{Mc9osmR*lKCyK(Qeh&}69
zs+|pRUaF&b`M6Ed{YU7)#>1VMBPri)$c7JTs0HQVGdfEQ6qWL=rZx2|5{*OCr#-u9
zc*O$|QMX(*>UVzWpF^bX-}W(Y{Uei)DNjka{Nwnax$Q^L-Ns>v*hrL~A;OWz7?}YA
zr*3IydWgGf$Tv&#;0``K-_~%DP!S+2T*0)A<o5uN!Ez+YBYstT-jFBH3$BI7{$oN*
z9Mt&akX;DrFn~rm+;4>9k&Hvb!FLbus^7w)+c`Y^5CrBR7cAX6!@2VKgB<M#Wi_nX
zJc=$sfqN1*TMQ>({XhU63WWH<EB--dWz{Hch%K|{&yWXTLZ0C(|9<L$hzcerxMnFm
zHXL}25vr#~I-Ifb(t1dfS3&<RMbYAuv<5!K+XFkgAD5=Gw@-?F(mCxXlD5N>4%;>g
z6~a*Zf#u`iHBv1Nn&VMGP7Q6RNu-LJ&=_<yzPXT*yf__1$Ks0lBvJhJni1p2w=iwC
zdq#|7p9)iHIb&oWi_$b!Lnm<uvx^vIh3#Bi+_NWoC}m9Y)14j7HW`12d2J>(tE(~k
z3fAM-V*y(fUH$sqE%}2Fbw(B)UKm0zx9YIFg{jk?3VL{`H?whgB=c){zsHaZXvOPf
z_`#6Z!`JGS*ql;sVN=*>9eY+p>Lq^7cWeITtxwke|2XW+@L<f)EY?UJH{*VpK1Y}a
z2&ZWWj-8So^#MEQ8aRA44o(;9?dcQ`1_}hb0mMfklX*Nn!CMF?fmp|o=MJTUM)1LB
z;0eYVnsCDDFrX;iPkaPWzAqVNrnG!TB4DEiL$KZfeh`L1C8T0^8bG&-K2=FsRoz*t
zA1EhhAwMKImMDJbR~ybRD<ASSgTE2t2Qr(60?=)`HiZBms8-_wP|nIbVrfbRiG2ge
zmJ5NChYJ|6lGX-)UraWriAZo=6h``Ti!43C7SPh%Uij#??yslyHq<Smm1E*{#8eGo
zC{=^EE`cR<5wF5OfJ-X+`RGmN-B<L!wBy<?^qZ=^i{6n&FKy{6?vs1G8+l(doNR(p
zOAK%O)a2MBPxjXfCJSv{th$<fz4<jV`$<ld(c6*J?#nQwx=W{*H+8Jmp)Q>Lg#Oz>
z_O+tToZD^BZ43u2q;7}IyCruwYHW^NTybG*7QOIUnsn>kU(}?$6pe%p+@YK<K>#6+
z7=xl6?iA0?6wg}Es9>X~s2rUo6as(0i^$O+kZ7(`c-Yi&!5fk}3~ljpUGiTsJmcfj
zSH}OOgWP=A!)H0IA|ZtlatkyOo%M3%OyI-<S}N(;!7t14=+R*$+nLtF)SsO~9`A3k
zUkNiTLOr^X+D`j_4j(b8BQPrmI_9T|0US>QJ-w`u&;u@q@lZc;vE~VGf;*NZ0;1^+
znQ4oYz8;P((d~g|8##d!%Piu=V4%;_tonGNDm3THSqH+LQq9fEkcZw8yU<f?NMDdu
z@nlD(b4S#@-fg8`d3P>mM?@^UywAjUYs$haJ4q@xF{Q_U{DC_6kvC8ijS<#A!(J3O
zo;e;TiVn^?a4^Sg)zL*JSH7ga*)aC&oIO9)Gh_oj2bX^n8e7@5m#iu9|Bfqo{9<qq
z=Is&2yED0|Vn#IM?&ad4%N+*Q>-Dnqv|I*u{bA%{c41C8x94h-iRS0I+MXHCC*SLv
z`=(gv`%B{+&2x)Fv{c<4H$?f*5}#RryRPx2=Oy&@h{T;+U=vT8zpKUQWZuJD`d_L8
zo_$?CGVJm2x>)8k)z#|sWl$5dJV`KmamkmCE2EN(Cg#qN4fVfPsXV*Tm0&UVTGz9s
z+{x|xA1te68R31gm5IxEDj5Wo>x`FSkJc7*Z%55V-QQ~NVw>}q%A2yg{~|xpP18Pq
z;_&3_yB&+3iW~w}Qt9TaZR$I|L_R)rHzsxN!R1%u<97+;w(dK7b%~<&lik9w!ImHW
zO}C>WZxtQjI(99t8{W+^7(Ui!i&Dr;Q#4{dzT2D`{DzrGP8><ux_x)`(wK_UY*Nhg
zIr^tApEb2OS#LY>K<*cm8o@WgM|)q%x_Kbt&)}ewch)~#wLJWk$CaWV#6_z$c3u*-
z6uVlT6n4tjlO}2lQt2ghQDBx`pcZ-rW4+OOUUmd&LVoM>lJEOB|D|$AJj-tTMtsx>
zgCCdd_q`k`zv#mCeze6tP9)9P5>wYNj&*wA)<}Tm35gtW-vUNHv&fh~(IGmdc~-mj
zg*-9Jdw=F>=kr0=sZJPI$*SeEoAPF_#=qiSiBNa@-EEb*;+JF!^7x%&vq!J#-pK~W
zj(A*E{B9AJZ_8SjDfVNR+jWamxlEE^3goMN5kuhU>BmIpSLw^VKDh#-QnTrLK{EfH
zpY0lqJbJJGmx+x$UH{){SK*dR0GvEsjv#F6bO{6xP2LQ&vgR?7D0>JRhXe@G>FI}X
zu24>EK<))>1NJbeWx%YfLd7yrDwdi6XAu&8nsoU)hN}(!U3yWmCgbI)6rqW=ox>kO
z&1#6fE&eC1(f7c48+X{W4o0t|z&QRKmzS?kk^7NWE>fEE9ih)h*h4^`yfp{EIEZd%
zZhF*G`*==+Hw8a{D~a2dZ+kdbX)F2kSkd|CPvdj1_Ddx45#dpm{KxL_qI~U>w`yMZ
zr1!{njO!5AcIfgw!jI4C$nDXLoc-;+&E#Xx{fA%wocDNz{?v~-Z%_QC!rA)r)su5)
z^$%=5x94|v(^%J~x~F)j?cOfvG1(dR?&r$tmL8U+@Z)7nX5H<fRg0FpK8eq{wdTjU
zUl%})Qpj5JhOzHi$432!k6^i1&q3G%V43`vN}XXfj=A&Hl0B};b(uGR4V4zg9tk_p
zXV%dDA^cJC>Pumt`rbs3z5D>yMnho8H@$&|s<O7Vtl%$yzWw#jV@qzj-Ti)Y-xIIV
zwJ*MdG)D~`jGn9acJ0A~obxQ<vzvaLiA@hG9{$0e<GlKF<LO;rPQ5d|xTq)Q(XXgG
zjGojdT7MkH&5AVjYFHgKchea0$tKO8V%xqn)=6(*5*)p>e|+${w9hH$%b53{UQ;Wb
zA2^>GF*X{%Ki*_f_0Vm;&eO43ORi<RzR~{{{ca^^4{>>6<IhKXE7$ETv*xVQa2?-u
z%_&zY+qtCUWKQzxo08KM?D^3@?Oyd6-|3wHWcOp{t=cuRM?M#ezt_zD7UtIbmrA|-
zFO@-!HQA{T%)We>V99oWk^ZZF!_=QAtvwH=zj~r&ck05g#Tv<bZ(YQ+S1$ZZ#c-2P
z@#psocgHRB>kWZXnNjvCpC`{dKa8CWefIQ^v7ukp9;^;~v{xb!<SbiY;Pc?J-&oS#
zUEdlur;fjQr7>YFt6oUjulO~{*UXY@_Qve#{-^F+2ICfgPa4|V(!7`WZAIrw!_q5_
z>oz(R?>U|qLMuPHqvl9=>0ROnjaL=dPW-&O;@%3>RlT^fl}7k0`)!{6rILNdk$F*N
zShoA^<};nuBCp3w&aV6INA>+bLd^Rv8Zzy_9O?ONxH9#itVsI7eEa6yRl#j8TDQ5M
z=N9~>V({kM%9fUc{GOB}x@={DS;{4I)9~$!Hvd>HzO`4Q|LHeMSybH5%>zdQD;j>-
z)$E~;TrAo5tX$0K55wK}^&b0%n#lNa@X>eg;L+q-Cm%JkxlsiDrjdHhJkM|2l6qd-
zF|LGmb)+BrrD7uPwcyB9^y%*Wf!FO$w<;EVVE^{b&)9vF#0IDJO1b#wIb}8-Fp;UU
z$1<69EjVrVSDIiEjd_kH#XLxL+-`zTU=%yhF)Vu(*-&O}`gdStHaD#O%)UZv$-OE*
z_421bH7<Qm!tG&>E}7$c|2#LkV)=NqY%6I?5L>JGG^XK%3sG0#6gXHv+H%tR3CE}|
z`UAAUt{)p7`PGE^b>j)avrTu{EoHvAq{E%80-L_?sgY%MD%*nQGREJ<Zn^xxXmLrv
zx6w{9=}a+~VsV2q_fK{I!Nidjl83_?&d2)qUk`f^#K6x7vlJ)C0^iNeZTZwm=p^*t
zHKr}v5KqF_?3)`mkRIZZ{51b{z$Ryn5|fttxW`}8qo0mHe0T7`Y01(v(T)_?y@RbA
zHhWwDZuCOF>%-ydG3}^{mq*C=WyD+K?{YSrsjnxNmH01o{;sj<kZj8a?!OkWhgMZ%
z^%vuxB!`>1(*!Q!b;s(6F77nHyTV9sIn{XSlpn=-;y9P59=h6ncx#%qg=FaqlA9;V
zZ_%;;1AM-we=hnjqRT|<-(YCkAUqvl86GSq;>bYff%x@r?r56h%0>gDWR259Q$zir
z^I}Hr28k8cGy9WpyjckRg?^jq`g7il(u$)1Al6}M+O1$G+o{;OY!`tE+5yxQXqk-4
zK*ar0=uwSQvY2>;5*dd{n82cG95|gR{qoD(iG?m^$1eYZGV^H~_<kxS&Ev`UuW!@+
zNUN&J+OM<zb#-k~>X%cV$y%_Hq@(pHv(mpn@48@KZA6~2de_I(7G|e74xV_N-CWwc
zv8&$~z+79sm+q?*k{Wz>rVJYHs`E6yofkAaE$bB6r!~LY*<8)qSm$=mo3#`Dx<NIz
z=~01kj|(OcIwX64^ZU5z(5ZRbPc5McE*|@7_w0_yb*I?tqF&>Qk`sSSN#^FALT?XN
z&rJMFg);mqLtE6@#j23h`Gn};KXhHX>G^772#LU99@LNF2JCu#(irO+xB1!gZM2-;
zrC-M`Fi)9mx7$FXti1Nsp>vzcuKBaLIKLlehkp-Nu02S8i^o+<cdtEsap|5_|9YGE
z`XDd!=UVQz=A+)MMLNZTdH!0<l=a?`f2nBiUH0rEh>r`SsiQx(be)LzPQu!&EO)*4
zVk3;7v^YtsobV0t>L_!1M%n&g*1MZ^4=G!Jjcgj2)ii(d&P_wwt6Q<FmOP`RNxMW^
zLuua_U*cLEHzloEvgKlkYiDaQz4zt9W#%t9PcE8%W391JZ1NtoebT0kSG6jO(zfvY
zrW#=yF?RH1jqcOl27dRBzf^ShM8-V))esdCnm@6A&CPeozt9r<uDO*s^hg38@6#X8
z6kj_wK2Vh2^V2r-+Z_#h&exjKRLvV!zbNn?h|W1nv%B%!rta+9wVc;`EG2Wkm>c*^
z{WdUX(NA8U4?nxAb3e7c^S&H$!|L2%%i^>(v7_(SKHp$<UhU3V`hfT;W=tpbWb;IZ
zB}#w%%Q3q0(_!ZQsY*%m);OBJlzq^=@p2iy+}o;Q!v}`_N6dYVg!t5fGq3v{IIVS@
zJU7k>cD2Q!=(&Yj*tOqtO<~Q1Wcy+mU0*fxv!aU@$xCvoGV5b=Mo(&l#d_<6Z>^yf
zQSBQO&>P)HzO#S)8Zz|pxSxVlc5|h#t){lc_NU{u35zQjq-M6ySMH_TLkigj&7mdU
zqcPR5+;2G=$6Whz{Mqh(hXb7Jg)9bf^b}8?_CES>$NeZ3y<cB9U<wSZPMY;jcCtOD
zif-JV7$0e5r*h&vR_W{skmYT=?wr_nf1z_v4nu!O^W7a2(pX|>VjAi8^BajxJ@h)s
zkVd%+F=la-ge+?6W(*iN<WgVrybDFx=;2X!+ETN<<x~g$QG+d(fBO7GFf9f;v~KNx
zvZ2%+Nb!SI&uYjEp-iSB8=x=3Gz*>wJypPlmP@AxNg&k_1PzE3J)xk0%@Cx}U!y*4
z70m_5|Mc9_f5#1o8AvxT#1)|HrMj>k&V#3=v$1>#1lV*S)-<eKpq&C*sl?Dl_Mm8R
z)gdl;vFtmg<p`r1!lIz(Uz^~P)|4nsOH08rjo2-qu1djEaaB!D%w)8H8sdTc9btLU
zkTZWpC><PI6!wiRLZF0ePp5q9V1BnzyEiKDc#IkIuOWsGZCH~OWUgpS7EH)Y_iF5v
z*Q62Zh;H2ag{gE*r?}0!eJ=DvYNX&vL`wsSAIb|jd!Qk;$PQkLiQ3A7+q9jb^uy~S
ztU4;?o2X~&SK~u?JL+F{*J1iBk_~-eC;{cnVOd|O$vmrHT-0E=WyM?=sO3)Irj2#j
zAx@H03*O=t#H~elVkqQ#P7aDJYVa$^I>Ed*k@^RURguDgqPmca!*T*E(|-LgM(b}v
z^FI)|m*Ca(=ME<qgTUng64L0j17bV^vw^`j%|@zM#I8Qh*=&alIM4w`dFgbw3n*W^
z5y1<wM+ndtp27F~k7w(I`Qa$)^Eoiy0sLD3Lvv2|@Qbol1K<xrLO;lkV9X(J{HP+z
zW<n>ALP=VYMS>|0(8H+SARtWZQb4>p1yJh4=E2+-6X;S+#5n}5X7b7$k&dAUALsSH
z8?bc$B;wXNTUy##&dRehtsAYH3+B7t215}iuk+-!igW3l;heWgW_o;SZ41X2vo2-a
zUvXw>S=XQGjL+X~F6urmJ-w(#r}c<DG-!YG3i7?)GpEDqQfUi>K^JVCsR<QCJh$Zn
z$VLg0eih}pFax2RU@$6-{2@s6d-HFtgPjv4rwPv)lcmi*1yei14+U^0%bWubYvNzp
zbvJ#%5TcXxgclCaKF*QmH^>!|o^hEEN$MWXdlv%BCbEyh2+bgL_YR~bcQBubKJtJQ
J82Hzn{|B;gmxurW

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/images/image-11-Futuristic Car Interior.jpg b/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/images/image-11-Futuristic Car Interior.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..c46440c58200943a81afe305f2e4a3f823a10213
GIT binary patch
literal 145941
zcmbTeXFyZy)-4=*QL2dohF(l)8b}n7j)Blar~;x=1cHT76al5TNEZ+yXn+I=9R)<T
z4J9;1=^)!iC<-Vx5D>xp1ot`bdC&LfyBBvBJ7gKMlJSf=<{0zw_r&ja5K$|0OLGVZ
z2L!?a{y={J4Kai8^YZfX^6>NV@d*g<3+{vp?cA|rr=<8U5va73tc<i294@D%xlc|(
zT@emP973ueK%voS*?qbOI$HXg+Gs8IlW+(K2<+UkQ$k2cLQ5Vlul0ZZ_4^S-jGt$c
z%Z-ae0m3Q9!6nA=yAvV{UMCO7_7~)zFAh#FZXRAfegVN9;Di=Y2qy;@7biCt4-Ypt
zIQtTK9KtQeBQB3J;oaqMl23sI)r!k0<ySOq>VOdjzbI*Yhr|mA?%pFIDW$Bk4}nxg
zV-6nD(bY3Mf;G3mSz0+dIlH*J9d-Bd^*iMs5J(IS3qOA$;$mb%Vp4KSY8pBBYF>W9
zwZbAwSviefQCY>PzID5~rS(qR-S)>%I+<PFJ-vNH!y}_(;}b6@r&!Z7vvco1%rAWX
z_I-Kf$LiYpPxf_jK)C)~7C8R7u>ZO)F>qa++}vE;eC+Gu;Jg5CTw>fj@+e+$69>MN
zq+JSHar{uzoYJNa0Yz=X7npa*px|yL^px^f_N8rK+5f)_i~oPRvVULL|6JE3WG5E~
z`0%*IAV!c+mk<4Ysixx~BYhfg{u|O0;`;1Pdz5)+Y|uj16>W9H-OZX>QtNwuL*Tjh
zEbv3(ETe;>2P~{6chBmo_IJ@=Xm>cylW#*`N}O#euL`uw#CeLjeXOO$>q6b1jcGYz
zzgjy_U6)mJ&RL|;maw%@?*cN!WQ;CgBaOAS6+76|$0{NhZGAE?N2A3e`LW74m+NnG
zE{K!e5u$m`4#qrC!T_g(H5Q@_ZN_spSY-=(J5e1umx@_?C;av$od|l_e5LV=3V(-W
z!|v3u`lnAKr_x*mt}kWfQ6|%KbH2a)AuwJ+hczt(h&6`Vj#QBM9^_8Xam!iwn%J9f
z@nB)@7nYS;ZjPHhD%<G(CdA{WMpDNpLlf7@`sEy~GWrV1z2Ciqu_R3|nhCjp>a8Mq
zhFtLf5JB|n%R4z?C4__)G7gH9J@Ek&c@9_zZ*BpZcl(t(SewvL2(*K-09Heu%EufT
zX@Or_@C-(##y$8-L(gq=T_<DNk3k_{tpXgFYQhL{MT3B{YtWrm$N=hzKqLt(Ctg5C
zK+4Dn2?s1xh=-Sq;6TvJV#V{#-2_oq#X5$|8odQfCS+%%6M-s6$qV75YdI!iPIn#7
zX9V(Sm<+@hkli5&@SKo5!k}?C^9`M8!N2I3V=H;T@6%S}CZbYjeIA7ygv=kikWzY7
z{mHW2J6FYH`%?CEBTk0Kz81M3Xt~i{bls#cY21v~#FHNP;EVof+LWbtz(laQ>JI;j
znH$<nd-Yza-8qfb+Q-h^R4sdL-5q+BGGU_DDQtD4a;RC|!xwiitoDrE#`Aj@Qu7^$
z-`svMeBgANrz}3`dWp&<i&15lT-%b?slQZiojc2Ht^Vt|_>m4wIwfO5cCm1i*z&sb
zj<A%gx^bmy8abI0fA+nlZl5^6t^|yGSLI6&eJy`7^UjE068G7ise1l(x-G(&ajAyO
zd4oYB=#OVSSZba(+Ip)8a?cFBZ@}bWX1-_CzT00$&ib^ABTg;zb)a7I*C$q!w<C<M
zDKyPfh6#f2^`)kzj=F^^-t1~{CtiK@*WT4sy-+f#y1jU<7)oo9ex7X3gIlS;ykx9N
zx?#avaLLPpplDq5xtP-b#`3x43Y`%6AtN~AsN*Uv=*YXOO6~M9f=%zhQ1iD#F0~D%
zLmyfVmyAC*%j7x7Ty7>DBHwCSw(mwp-{hHSCH;o%Qj%R4w)*;7+qpxqTkVx=U3ARh
zXaVn-g?+MH<bns6TiX#9XfvN1&F9ogm~$mU9}Q3IsAEZ#ip-wQq$d~ZHupQDL=X91
zfZZVl@zQyhA9?FJ7h;=VDCZtbYi*pPCtrGqoIkd^t~~z~PcSx=@Oa>$gwx08g}v71
z$M_Tqs?AWx^OkFTxP8N_?Pgj|anf9wT4dj5-RtOm?pFBV0MT#Al)A(EjyS4lAwU-1
zxf2|{W5vnm5j3z+&Dj`bLLoCS1azVshHyV&lYkkIIBpWu?NQVr#`Uf0vnRcM{i^xR
zHz(9yE(b-tYfXbjSED=}GG4y(Z+nTSl?uJo*E<~~v4d0fH{>tRJ8Ac{cMhU+I>k+T
z)Vg8>KOgdYB&{ms&K(qDPY<_4*2wNlVmi|?I@Uh#U$O$|0TZHq!9-5An9eWi?zca|
zWrFxKgW_rq%a#q)d<tZ&N|O02y|2QD4(<j2BW6i9+l$p9TS2UlB=$>ZY9grKQdZ{?
zO!<tm67Z8|$0idfWG%)0DzqoX{Tkd+8TKlA<dx&AX!ZgYQY547m=bfbGG)nd$5>Vl
z6M`k9tjQ?jfx@zaJTmV=vZn*tSQ*+@4&7<vz<xjgtBGI&Hfy6ZA%~#eC1lT#01g_#
zyBNzE3-b+^;EiYgq@c`E#v!RZ8qnsQR-Sks4T!QPcvm6H67+H?mvUk_BeiPk1M#%u
z5v{+nZd|v|j$WS39eeDOpSsQ`S-UVk<k)}0U}3(dXRgb-;OaRaqJUqf=!M-}O;zXo
zZ!8@+*gE*PbWq)3bJ)rIBQn3ntqMr6?t;Rfu0EBa(|$$6m4~|y`KQ`LQ-4FyrynMn
zHd?BAqx}s>KaT%Yx4X;F|B30?JaiJ@X->BA(ycwl7dn_Cj_ufJFMno!HDZs7xb~v+
z-0%{YPao#v(+bn+!j9@&AF`W&LxOh-dNB*lQWws$B4!G1n;Pe;cy2gy+uwk0Ie%Qe
zEE|8stkKume$D*kAufcT!^gdP<(-Xp?n~P%q8b+}ztO&VE<1YN37?7(jKzmDu0C$8
z)`U8Il<teRwi}<-zwlIUbC`1eF`wLc?W;8_(I+$TpU(bY$hY1p+c)~vE0t|M)n_Cf
zyw5w`G3AlkJ?qT+a;`|_t@;);N<ccu;BiY-u^}=zXz)d>sKsC0&PaVI$2%#nF4Lo1
zVk<hH4#&zP(93h=%YE42kTX-VlLl%(;(tSO1iQB$gH`*15%eA!?K=3dS@u_|i_s5g
z)^7;b`uHJo*It?8RkX&ERnAprSfp3=pkC}~kD7N~N3hdqp%q_wv&&EV11F))#hfv;
zxyuRHdB?!^@*{mF_4T@PqjHlIZ^=9JhwsiD+Wq3}298xANshj|9@IJ(#+mfM*n&8%
zSv%7j+6|@X`Cv38eMMar3aXyyrcXE3^qFZ+^{iB+<(=N|4xvMvdqf9#G?DK}#!Cmt
zHcp8o8zw{rN%{jw1hkDBaQ2^j0KVpkUCN2kErzOy2cPWp2GE9zv;BL2L&D=4JO)}M
zmgMZOSMlD<7JN0(f~-?<l2o;~8cV<H8}ahF5DR(iY}WCk#)d67Yu?5tg~sw>u;=Qd
zW1n(YrnA}}iY|<Y@@54cxzFE?8P`SBl+OmcNjfunFYS~S^`yV4Q8W*^@-1QUD7Vuy
zVOw)-@SzK#pXW^o@$nxlz+%m@B%3Gj)0jGB6wZfaj+~%^^_5OwrQ<oh<Jrqs;*|qn
zp?{VY%2<dgQR$tI=PHvXo+jC(1`|C=#_jpV?1h`t{Vb41K%51O3IQKbz``BfX<THV
zaH{VS2eQ{P4UYl~7W@}$gAWW~a_u!oj<6{XtYwIqrCnKE2A$1u9Q{V;+_AD4>&#|>
z9IfRF7L7D?oy;M`)BsDI3rHB0F^>ctP>R$pD1lXwEx>+nkqPYeTaAd6y56FF&^6{k
zVDq}+dc_dN)a7ByYwQQJ71&jR$Fl*OTMf>-)roigLU%gv4>HGl+!(LWlQ5Q;cPCCu
zG#Cy3GJy{wL|RQoLyrkPXq1f2DY!4uJo=*ltBz{(+-PS0`Hylpgicj)UW9ZZc}qo2
ztrNQI{52~@@18#;LA#?B=C2&Icd$`{iLyKP_nX_UF0G0wvL$*3rn~jq78k8er3D$M
ziF=g00-teN39DxPeL_dYVSRY)oAgU@k>_zys%gY4u8Ltk3&@$}X}W7rTZ!S?ulcTT
z;(X7I^p5o9JypK5^CzJkQc12pC(o5ETY@=Pz9L()`>qv6Og*)hmea4~pmgE@Jm&>W
z@?JXQiQw*e(rS{HpX71xi4*21{3hj~H?AUWc&y|{BG+e!AOU2!nPJcM7i$joyGo@4
z%4QJ{m`0N#TSwGnHv}zyL(1q4*Hf&1TL0IYoLd^5v+!97T+(susOq)~u2H(fJ&T)b
zUEZ`T50|eg=B-F3(4<Zg;^tegH7<yLyjIYqw!?iuNApVlkJ>BJCgms0!s@&2M_7NQ
zTWD$pN>-k_==Uk%Z(SXo>Vap2GHV7k!{K!tzGmviF#U0ks=%zXGfAw30K1>4p2t`o
zd+0A0&k(eQKC9U$#}|*q$mN}BQb8{0R0x(>^r@ywwic0#$*Ea|16*u4gA#ET!8{E0
z&i)s210Ok%@dyrAGDSt*){IOMxfj6M^Dgw*!-QqIj&uH=O-2eg-mEaqOKHvq0+J2K
z2lIVyB{>B{T}Bj&vu?0<I(-;)$Z~YoIbV<J_YImvUpSwxWNax-8fqQA6?pEz8Hp%Y
z-&{j85#7h0Un9#q_J5KZTEcl$Q>t9r_rrL$#*|5Y-`%)Fy`o2HmvfS;7Y5T`ia}pF
zB|735diWtED1F=niS6$a)a?~n4ux#5K_Gj{HlYM>iUs<gYl_{wT`8%2k99DbdQQQa
zEt))9lE=2bR^-@|zDu1|wKgN!IhZ5+bg6uCO!HAqovH~uDmnKCR%Lr#lc0rEZiTDR
zkD#0$f;y(s*wql!Z{toTv<+zDJa*ZIIKf9ISmjxtohBA-uHD^{nKz_*ln*9@K(gOa
z2T<$D=XJ`VzwlfrbL0#Gk5)l2_q%)Ixk$$F;VLGiSK+gx4>^;ggVDs)KIpPtR_z}I
z7Sf1`Wd&qoL8co_N$i!>o!xa8cXK|oGa%AoR<@^~(apuza!;j>HTd-e+E3XYTHSY5
z9%Cop%OKg`IQDF-&UzjHz51Bi^ks|th_SONB&Tihpga32#-(hl4}I;}U1|G8f{3W6
z$nod5n#>VDa+mB!J{a9Poh9zc@#}brPDDYB%df><P;W|&g4gksEyu73irvOTy#k|M
zxbB+qgIG(!;U7as^#2mx>K$%KJ3h*=ApdCHk>mM8r#fW+XXM7kBK-#8pVHN9m6e~7
z@0q?LEBQT$$7BmxWaXzBiywwk8`2S9&uwBh1M1~8pd}Y!n;9t|quzev`VCQ#&e}|z
z{tX!<jQ6iK&|(5a)<r+YeEg$EgPA@;SyoYLR(cL(PiIliVj*QHmrAB-MN93uB8iht
z<W88X;SjQ@kFR__vi(_^uARwe+tFs+l8@G7j-L91L(ApDK@CIURMT$x9=eZ_V%#YD
zTHMS0$Z(0;s@G+~CUWBq#7LV%14Spflw5BTf2x^&>}yl3Di3vY^1xL>A3MLe%&Oo2
z3KqZP$aIxLi^kakla@>=O7^TU^OmZDF5|Be|2l_4fJs2zg5v)a3-&hx2g(W*#7E$>
zCp<Frv1M9A7L9lBi5H<q9#2{cSo$O;@T4sE@x2jYH6LT^wEd%JR{iyFS`FpB@@ty$
zmvD0}{fw@Se05qoJLr(-D7Cr8(3eaVCSvZiMVJ=7f``}d?{vq`MA1$K?z!84-s+6v
zOrwsQQ*9}-_zffS+~=9%FCwpH;;Se*$s#sRmloq%-&DRGj!%U83<N?StD4!+PA7wU
zcM+hTy|6k7;PqlPB&gor`B+WlU}ga1Z>G70O6?~WRgnS-gch=^BdCUs06q{e<ONxG
zD+C9BIkcG|QCLZ>VA0b_Hl{gDQ{oe0RY5aQ&pHX-aj94pHtRrM;jubH-hWo;_5u$7
z_i~Osi^S2H5>%e7&w@9liBR}x+?%5PA(DJne%6S22UdJ`A^0WU*`1Xv3Lgdm$E&4-
zMfy#LroetWYiqKgSpX>5Rvft<10xevb=~fbSnWf1T}-}9`C0FKTOo!UJbe%pN}Tt$
zI7WRHwzaZ=!4<DMvWldwG7X7mEalc2ZPez21=pYic55L)<-L)wWJV5ToP=^sT-K?+
zCGy7k70KCG_8v9YNftpPeWOHX@+f8^xLuflE=&SeV}Ka@CO`2TGGS-53Dbz4BL6g+
zUj3C?VDw|xADyP_oqF2eppz*<FRO|LOZ^1Y!P+=QQ8dVW=p#Vr0msqC0Bz#?3$!3C
zzl*N>#Dih#$ftWfP4~#(uLtEOh8{D&S}XC=<g6Y+z6QS3RN8#HQ<J~`bWMlK0TbBA
z?~{KojQxFW@7JL=jSHp$B@etT%*YxcQ;yfneI{S0L0r#KYFBG5#ok>N%Ekt`A4}ml
zp0H?ZT}q?g!S<o7KVuyV+3#{Qn_I)#vO`}mV39CQhGfA<8Z(<8>oVj&1ah44hle+q
zf2qiB{ZaLiiu={na5zOK`sn;U*M>mhI{rxuh^x7@%FFMbSOT&5L~9hKjDI9anwVMR
z+rY(nSE6P<_hr?JfYT9+Xjex=tGoxJD<2{r+zHUYNQ&;{3{lg(^NTRG;wfBuv38dy
z3`Tn~6dV##x_h<p2`;b`PZTaKq>@QAg}BmYDX`Xf53w5@2^y#OP0^WQlH(D*fkdVv
zIW7f5q@MgPbvh_Se_N}`XOu%(NR)BsA8Lo3fi568P=qd>s;`dSs{xRcOk=FwbON6B
zubPNz1Hb0qtHL{0bO^Lif3%*I4W0wY#5fZ;o;!@jE)iTXzGtdkdLyXKg{I7A@m0CJ
zFz~!qdQM?bcI$<e+xw=Hvy6+<$b%9)z`9P(Pk}zeqqn;<ATa}&dg*xXY~dDN*iLC%
zdt1p{%?a--#0bv}V;+|?Evxrp!Q)&&L%Sn*4aIsvPgV-2+-%XZst0_cKm%1R5DHE9
zX0J))zp9{Urm7n#NU8yPcoiJhDf{w|`W$B^0No=!I?#-P;cH9ey>u?DJ91)<ENC$P
zUnm9rh3vzbBTc^{jm0rPRo&P7QcwFivIG(I8ts31MGz`s&_-hRG<@`FRD9hy%)EFn
zRCI7+Uhl8Ri{DAd%<5Wi2W911lE3eWil>DhlPRihwrL~UBs+|wdDH$zT*?U1HvREA
zxrZ5LdcU=a=+N^W)fJQu9?Y14O*hf+IxwEzeLCso%bmR`bo?V~sHtA##-ynP$#K#v
z|FMx`Q^id)SLjL_jYoqc0b<fauhs&(nZSzWmc`icnDSu`(IKc5^qK{44&%!*I`%r;
zHE60N0OnTG+WzIz;uUGNs3-1D<KxQXv#B!fEwss;*}0K<tBeJMEPUqtvCwR_8((?v
z@Dv|8C%iVrvFM)tVXR9!u_t1|jXe9yWU3@b`|<NjY5n2-eUq|^@ySxo*A5R%oqZow
zQ>2pp>shFChOGiLB=H2J111K0v}$CM=v|g~UJ5H;DU+9XWv>YUBR}Ycwt2?ed%Jm8
zQFTjk&w{BRvpwKjSOt&ns{K*@X*Gj0^%<Vs$}1$Z(jBY*&>a9Gn?slykV7!^B~^W=
zDjllno!1x+*vXWq_-P7Q6=HT&vY8}X3-QKE{RjV&ZMJ(3AaA&Jg!5{3Dyvw@aJ<&e
z?NuVj-`($GT&1`%>N8fDdg_ydcg3};s;?$yBrIDl3cPZTRTb5R`NJK>_GYT8J1rTy
zUx5#>fn1DLmQN!?=1Ry2ZbR97M6j?<$fABar<2%lelqt<Rh#fkw`yLhE_o0b8B|_Y
z+*olSpS!7VcBZZUWNBguF`8s^%xXxaco;>nT<zC}LKE4S2u%jsiS1;ls0KtjIin3e
z>{3=FGZ5?jp4~7Phwl__Ttb`~IYcB6|Afp-o+vBH44^qI8Og@{Cw`wlNMG9k8bkTt
z8smA`R8xk1Dx!=$@C+Ov$bhm~K?Jz*K$`_Jd27vd3A)wIQ^pj%Glv`_UIqs>-MM>b
z^vo{?>E3ex#V|s?!X5Oc<&@ughKd>Xe&~}=l8R?dJ_Mz<-;N68SIb%Sx*r(BOFuW$
zpPrK$#N{!7YD?<7kz6pH_)1uK=xf<wkNi4kznlxmp4z9c4L;qBdsOwQo}vO-Ualy*
zP0npU2#Rr2&#iiwn@+we$ah~Yu@FrnE@~uP-QWY~<9ZffU1ViSonq@S3(Hkud-1ft
zaOJ=_<HI3qgLFT8of((4nAG(figRJ3t%q)RK`M?vQf@k(X-qeJf!SRirg+Csni+n3
zX8s&w#!LQ=DDg~l@LP;ej)#m~+tC%3$&fwdo(8>`T}HT$&?x@zJG;?^l@5gP40go@
zu%)5@aA6ng+MnLlsY$p+hK*it-;!!RSyatFy6egB1pag;H(*C<X)~ZsA+`wxoGJ)t
zJ=i{g56MxERnA4Zl|bg6=#tei%OpN+fN?-M{{btR{e6bORtwwq8G!V^30MrrhZeZX
z@u)QAshz{4((b3mImhqI!yP{`6%w;PJEuG0bQzB-tY5|3H9uCh)EoXI%f&2lC-g?C
zIxsh3;$$X|)=>aqsU|rVRpH;_f(g8T?t*E}%lSd)U|u2*T}j_YHPUG-NIS!m4q`6;
zaB@A?l6G(}SdY|FAngNaJ9A|!Dwq}`j*enBxwQ%J(UZ|PqlW{K{DH_3Ac@Kf*rq{6
zVlYvaB9kYOJ56TDZO$G80N(!=&0oaVhlD$3N0+5Q<6xwI==2zQhsB-fOTg|C{~x<Y
z@2B?k=l>-lM$LSrZi+f!HI5dtql-e|+C#uS2oxj(;Km6JXH4fYV1OBY&UfR1Q8@v6
z%TdL9sn|ohtb1d+f|QZl4+45R=5nrESk`_}T{sGb8K}jNpvPOY-;um>Du}&Wsk6Gg
z*Q-CIk;HNj@S{@%LT;Qq7d&ua=G|DQR&7nrSj|GD+21`lX@i=BNXnjfl-<ew$eQx#
zFgnxhT<~p8letPR%&GH@-n7J!z(U4JI0aG?G1qP+{MOUNu;*K!{p<R0a~$V=uE#%#
zOyaFuvl)SwhZH-X6CaoCwe)&#d`(-z?4mC`tlqUVGUH1|o;+5u?mQzF6}Ma+*+RA_
z&Q#4G3$d+{RZeIS40odME$_OioMvDj<DS_Z?s4wc8@(U<$S*LDM~i+cOENkvcb1iy
zFfdYB<-<@ZpcECr$MUD30u5j>Rzxt@rAi{_@j7$0GWlGa3*5=x3D#JJF2J}M%4|0j
zm@tK9fZI4Ab9Hj88Xrn)36GZVL6dKkI&#bY*VSt@!o*pGLNUNBsK5%vfo!D!I36L9
zNboKJ#_lBBHxkoYF71X^=|Jms&>Y9_gHF-JIDt|un8AlRs6)*au)s)L?{hzeWQzv&
zQ$XP4)&z1jpF&;LJ4aI=Ww>B0xe2jO+)0oU9dc~Ka<T26bUf<I=FbOuF44!Mod=c&
z^Kyi`iFGdfbTI;@*QApvHf&k2d%Jir<$SX@ryYM($uGL_vx<~0fgdzHvoUv_ENBX%
zFZndA2DnZJ6$Z11u;R2Fos~D{>ZP`!T4Kl=*hD%m3Cb=FNvRH6V|ip=eqG%<VlBHN
z(7kPo6fb^wnDzFXg4@64@0^g%X&;BE$3sI7?xGq{2NU)GMYJG&GQmReoFl1g3gu;S
zZlf*t5KkzJVI}@a7P_!UYG*K)$L4dAg?1~K|1}cU)=;W-gijIkh&ZX9jl+56j|b}Y
z5~{lu-?V&Ir;gOERvhxCDSUh(XOa8H=9_TPsj*L|ydEBkY^wcW&(-AIQ6C|xL6bIt
zdcIi*_^>h3bfI>`dZfsBpO8ChlQ?+QWncQ#$W8YZA>JcF+=5ZA1qsJw;_5CHC2Aey
zBTnY!=1lp!1-eueyL8j#X9!+4SGbVNwJoCx0pCP0In|2}PxkJTd#)qXGLBTLkEZX`
zIBK1*nEQ1v?}$#VnTzI<)WX#4**Plaeedg=)TzMsFrVEA<B<WFea4eQng~EZli=Op
z-nIfEPN~Rzr7$if169677aWU9>gPNXMqrV#X=EhH3d`ovYaj>#T{@s&DmU|}U3?9z
zmii8_qI5HCH1hVo*VQw4v^;3lyweF1?4Aq64%>#0m~mH*r5$L*CQ)_@*}?&0TEaYP
znMfy+Stf$>E_~1`a*)hxi0Ze&nx^p5HBmM;$@cecDp60P95Rup(zbH8D`F-J=u;%m
z*)!B-c!?Zf<6Aykg>vzeMN}^*C!+Jf8Gx!mm_g;>!vr|{EvOE#nb@mE5~hBis3*8B
zCBVyauv5s*7B|(!0MQG&upDFZEs?@uRZG6-fq77NvWeP`AS+YoW{yvW{uda<?QRAW
z8rN+VE_GNvA!8Nlz}XHTe?yuDx?}(C7=#EhFG+5g!XtPAljdw2=X0~f;EA+4Ysk>Z
z$+pS_7vF*A=92lqY&LBIcp8Hgb2|kENvJz$%&_u1>|8o31`wRfdzAU-+Rv!DBAj-!
z+GcfX@SZS*D+1+1%JFZV?z|J4sF(E|*lB0Qn7$t{A9>q+L7N%2p5S<=gX_HNdG5&z
z`r(NMLnmg$Ja+G4;bGS)6XVhPea!qAsTrkA>!ZOT{OHp}3S~UB`gM-EUBrv2qr3G|
zPl(%z)DcTx*yWeyq?ezO($LuKQyDFaU9M8fpFQ2vc{37OaoyKEPqA7YWWiS*5KIlw
z1&QI<9d;aul*lL(+*xEGU>y$CBhU_lGN<qTY5=IiPQto0C2gpfHJP8<1feSwm*r(5
zBxSahDEGGF0*&8M6Q(N{<+iMeaUsso(YeXRR~A{lEF?hYr<Z{aiMJRlPxT2<062`x
z_{aSQf~Aun+{|BO!I?5|I<U+ktXmGf{{c7&d4pJpG6E`<V*%ZH5}N3g6bLLft{j(v
z=oTk{rAvdh0_k}qymxJ%4j|I5#6K+>@X+`xL94|{T~9j7bg^qWEsV@vReL&C&a_9&
zmHtoBrd0x0o<G_svQ~^~!oObKF>efg`&sIYp~-j003?XMK`QOdCVYFV8^ZZwFn!tc
zvA)UGPgnar6{@XQ`&BHp0FYiIvX;m$a4A8o;}~eP5I<xm;nR<H%l<22!PK}8#WY)X
zKiLr35d6b<MWc7i4s+)Oy3<{%OWPP+B&VY5SZW{<M$A4)OrMm+qGbX{dUlf$RMWvf
z75V^Bm~kL&!*f_$TH}C=b+8~-{fVv%>|q5lV=qVh-E3k2T@}P478PdtQh9riOEN>+
zS5t7W`tF@)npF~Q_li*37Z3OBFB9t>`RW)XaQ31Qv$^0_wuwYdt6t_S#o~?ez=nw6
z1DaQI7S!VI-O3#^<yYhzN-C}Odr_`;B%G8T7{uB2tIO2L>UAbIKcu35Rl(slG#tbX
z5`ap$w+$;05^lSpY?jCc+Nf-sZeU7buN<eTlKY8CTPyaNs(Us-SKsrMomj*tIoO>v
zC5H-fr*5ObJ3bLmSy}8Zn4g|tz1}DdF38<^b%|Xo<<@Oo*?kWaz%(07VdxCuQ9{b>
z{ubCbz#9Ur23iRSPLE)qI)s5(0661OD4?{c+zdR)VPr59A$ovSrcg;t9q7`Ak2Y_#
zcz~m<2EUE(eI8@tv+~*MwbBeBumJdJsAe`(#>I!%M6jx<b9He{Ew35zOrnD7#V98w
zJYhR-$?js2!&Q*{x%=-CLv*T6%Ay!AtRNM?ArZqwOTK<vG&Fh88dQEH+q-Qt-l<R-
zOL7o%G}fWo<c(ThUav`X21lwu`9@iO3UBJx2m0l_WO6fsf<UaiomAVhTuIqX^4az^
zpHat$k2kyiy1Mv37(!Z{Y<f3B9_0;uH!42pdkCh`;_Sk3W>lDAsjnR4s$kXlSI&~n
z;0+n(sN}MV8zBg~a|5=rF|qzn)dyrCj}BbQ3dw;E$;UMLRH08Bp7w71%PFVFIcfJU
z3)=io+65H<?2Od2@o2-`F5gr?dmC2+|LDQSx%N$MS4+GFvPa+PqnSnF@xX8HJrVkZ
zqsR5tVQI`r^A>71NwNUOEfe$tBaQmxt0at=cmvxtWd2H9y-(5>r$%YM9|7mIQ={H#
zvm90>URCbu9Put7dz-T9h-|uTO0e^8P>+CIK`Z0(CL_bCk}5h?popND#?y1u!gMNV
zf^khBkk52VEughJ6_y;}GeklUf~1Ygy`=i=5|3-QLft+S8yibKsX7<hMnw&fL1e3N
z-s~<4I0DiG6F*icYj%>+Rt_KjYRiN`SjqZ;edIxy$Hozx3-ZxEWO9XF9=}UfDx(m5
zl*V1t6d<!|-qe8_n%MPp73<1$&m%ea02qOW0H}DHBHIp2)vY-}a?T4;odDtdlF1=r
zD*49AA?jz#0??=eredF1Nx;j0xisx!Zxt_lA84#tRm;_k10%Vhw1KGp6@di?84ftu
zb))4fS+Vjb`)&EGGEy*TE;4s7e|7HWcUN3>$ffVbyDSC>cg&9X#96Vj2l1H!bb|nD
z`M6QQ!}Wb*vOi#dyhPOa@Xh}MlPZ1!k0@jCN9a^0S7CLeyqiw4$%)FMxm1R@Yt%S)
zRQHW)9Sp2EHFyBsB7uHKOrO{qA#honC=6mX06WpCoPe%4$;bfqI1mKd9AA(vUjB|e
z*v!^uy$t6@teQai{h^j%<4m)Bj7mcp^MU|HEIX3b_B7~Lx^8`?<=FY`^pN{P3Q{^}
z9C5iXdm*f<$yfJpXWFTahHIz_nR2Pi!83zigrAYZDXG^CB?LG<$lX8rTDkKgALVws
zt1{2izi|g}?<pTX?I+Bk7UyjbkeUL9qlPn-9TdbYx04_srm<W*9k13YbJcNpUmo4D
zxo|$PvObV=?^wDw7^Xl(F4NEEU9mGjrlyi@2o&V@s1tXM<$!arZVhs%NK4!<xyG5n
z*GFto$j*~;XH$h3d!z(RVSsoyZx))bAdKLUBx<R4zy#m}T!`%i2%X2a5J5#jvSqT*
zyn}Fyz7LsOF|2CAzpAO9OEkPDz|g_jc&@I?(4Bi5Ni|xVgLpCH0k+HoqaJ^1C5Oa%
z65G8%eHU!wgZ7>y+$*P>ked$7I6;eWrbrMt4@tZth}i*iTPfwUbHWf69Fsv=W9K;p
zoMEU9m8Jp;Hkf{ak0d(!z~rF<**bIdgr$*lghx75na*TT*fNeOF!~HbE#vor$_5V(
z^Z^9*K}z*}S>B+DMeWw$@o)CEMjzF-r+s`I0O18R{3pD$2$@e#Vxf+p&xAtW1wI-H
zD=XYp<5WHBCKcJj-R$AYFzI)4VdO8=`y;L<*zuMNF?FQMRnmAg4oC%~#WggP0ifL3
zVES|8VFQW|&1;5ynV75h@XR~ekB5FC;cTUE08hJz@XF=>r;G=cXMIzJCT3i3b_C-y
zgUW|i&Zmv+W?hvpF9Bl<NxjY;(m{f{O0Cxzd<JUcXEi>pSYMitU7K+gtNmb;j<b<6
zZ@g)4=2xZs_(U<rtNuuuhVK$T=I%*`dY`!2cSoB_Xe+vkE{&*GvT-20BO!S}(|X5U
znFJEb%oO|tWi0GYnl~jo4#mo&2{`}@zz_!pGeia8W|GQuvx|?zSzey6o~R*Q8g{Od
z5>E#X2Mv@k9bl|+ZpS~oDyldp;Bi53pF$@-#<m&KFK1>8dQY}mf=*ikn%W*C_(Mfm
zbWT{cg6b(Yf~53D+kOhxf+H|B3SWZo_HK<<R-SV-9=)Bpu&I;{Mb6DBSBuxxL90pb
zyhY*)*IP^+`z}@mY7OLxvF8Ds6G3+fF$5IkL3d4zUhzwTa#(^0beIhw6C4=)Lknb)
z=@{rGqB|tsu0>ro%qb+CablyHL(N(D^4FRQhV|+^f0OKMsDXM+7=9Chgo(H#UsqAf
zNB=)KaUG8NFB%F2H4Q;W=XJ7`HT#CBOmG+?pRkdlxm3R!e&TpnWB2HSGqIx1Q4L=t
ztehSAZba}U13FsRmYdn!{3!6z0B!+^42=B`Qv+}jC~*K(a&RHH<PcgYxyFt+wrP02
zz2@;#;5W-3AO_FGJ%qh?uyP_#4zH-BrS#*j2#qy!?l|CeBfrO%yLBi`@kYyH@G-M0
zvzDzNYB$D~g=?$%(O1$xhU%SX6kEvauGF>2CtF0$YSz+#6XF94vLD^)tCX07{V9dM
zQ3)olY%|83UsaMXtEO(ZU+h^8c7_!g2!<%ZXcirs99O3A0GNc08_)_tY@Abn3dV-l
zAatlj0{g6h0s;pU9DCeDA-fCo(GakZ*-A+%?3q)}z|M=Z8pakF-{tC$x>V8sNW4Le
z7W+@E=rqW-UcU+>ASdxTE^rb)$5_6+&LcfowF=Hg4@Vke9qWoYb-Z2m0YVCBoUW_T
zWO<;H6O8%w$i?TYEZj>1#NaKG3_odAZ9q-H#zG;5^e6$GIE#Kzx*9~@)MyOFB7s8I
zhAD1-w?*$f16nM!o?#2JYI>1C;qLnu&Y*7OLraJOe7(lvz#@2q2^-bDyiT*!j|n5(
zSBeR9yb+&+AG8XfJvH$7k@g#s8*}nE<RmZ$mYrI@BO59n24t=8`|)pit(9}+JbR$k
zk%PUI*kf`)@zK!^#*leC=%hO&0;AAkX2%EZ91QfTaOo$wFw97{T5#*w;g0H_Ux1ZP
zX(~M$PO(bI=u7cSW7*vE?_vh{huzuHX>=My)on&K)WN~n?eAL;118|h^|!k5<R!V>
z)dmBLj=H_pPxf+AY{kQ*x?*q1=gRS8Iu@i(7d*##sSP&2KI-cLPmvp}4j4Sv>6^$!
z@iHUK>d!qPM4cC$$;S+tXxYVOZ^4on^CD+EtLB|Pex|it<<t3W-qmgy5I#{3^BP+^
zoXBHunC~mnR}}{&Fq<-f_fKHOWkQq5LULvSY^R$?fQ+0dixVI>Nw5Ipq?3$kN(r+V
z_d0ebRwXsT#tvKB76*b#1q5z0WHMLpjHUDeB}H<5<Y=x=^{0^`ao}}<_fha)F#VHA
z`%s!hS*4#{6ySIjMREcxup8#K0_H1g95PiK0eHHhTzlEzsUZN)2?5|CgR(`#gE){x
zV{-12#Q3?+!uS_dCpm0v^XJ?X$t^mp8Zpbv!$M^sHAUDE92xvnJ`i)WQS_%3gUNmd
z@zm-@7bQSq5(V(Chw8T?q8T_=tXl6_MZ%I30T7R@GN&@e?)U@Ze09j?cN|+x7cX0^
zV$}xFPM@*+BavD!TsBLe9D1@L{c!o8nK$k5Psg32NlE@+Y|9SWf8qubJH)mBLc626
zwYg5E#9yAzoyGIhZy}L5-_r-sr;5C#%<Ry4z=`W5NSTTMt13|mgaNL&${Hu1I?cee
zvd1kp4bB`47|`EoBzL+H6O=gT>UuxKZj(wbe2r7=sAN`IwiJ8Xx!_M;0D$_BW(tHj
zjyBn#1$lf-CqI_L$89SX);K(8TqP=DXLrOWhGLU^TG@fFyp}~e<=x69v8j+gns@sd
zZ71Io0zGwisdq*-*1A4AtqUD&)xWW$=#270<hZTh<!cDtxw5fl-lSfqdCvuOD`6Er
z*i=oT9QKSFBtIWs(ODAZJx6Iy(H|8ZP26@JA=Dujdk6)jKTy!L15NBn;Gl-O;G<i3
z0HACL;wImuYAs+y`*varmxoZ<c6{@vQw9nZg(4h50)Yea%|w!OVW>+gtEO?iN?h_!
zoSz1skj-%5Z>fL~wcqUu9n1_F<_Tn8r5j^yHdR%PlQUb+@I7^oovWj+2PQ~vV@fNN
z$2b5$iXR9U@?J9d7ziAE4z9cC&Ro2;$o0S+rGw}Ga$dM70u!KCeFO;>a3}!w9C4Mb
ztMCE&FCbeb$M3)Ig5a##{BF~YW>2#Xpti#yE_l8QGHqm}jmC4452LO)Qw4-k<7OW>
zj#&I~QOHw)(Yw_+!2NY|&}tK5-;TJP*N63aLk69GZdSk=C}|4eH#ZY^fl<m{FVRN_
zI_AATf34X%vS_ryzi;bG?mdJ{-qx-wqM#@A^P0Cts259hP$qGEd4ig&G}Wiu2>f%5
z8ZylDXjf*G19|Yl&`eUA!?&?>s=-(@7rkkWG8G>fK^;N_(ki9QfPRD$wukMT1+Cm6
z!RU8^dDLN8T7I?f<xwZNQ(RlwOtYseKpmyUu7T-(ijd|j6^!9*vD!;6S980hA%|{;
z5I|D{1*7&nP*4=vH@2r>$9vtF##805iaj$y+%GACd48&bOrSY<yB}W36|$3V$XHwS
ztiLn$Evd*trmV#8vd_u>u-4U_<7Tr@$F61P56+&0w}z5(`p?d{SND`EoelDLA85Z-
zZ_z@!v-_62b(e9!n%krnVX!0{R7opOSEGuBw#T@jOVYlc3>L+k_!x}4fDVVB9j<Rv
z6Nt^(rLX#3sEZ?=GfHUN1GuyAHO2|B&Lm*D9G~rE5rjP310s_J@-|FsQL3ao-1!uI
zv|`@*dL3uxbO1mMlr4BAXzU)2?NnIH60=}hVHJ=~Pz&o-_3;os%o#q;>ddlwxpgde
zZ_YDA_XhIqL$9lsp{>9y&rp{CX9^|OSeJ2)euNKm0PZN-T~&QiPcS*I6lF;c2Qy~d
zXai<M>Bi`ZOjZ7reisodNY(UQ1tlu0a5&(f!B6>2lYVP*ChEIWCtjgBVUBT9R@p*s
zz1r>aETsEJzU6PonAANBn3erXa@<vm0sLzrg)r#cycxGESe*!lhD`t0@|%3_F%u?6
z%bxjDZVlmUgKP{|{tJV9Jcicn)GfL|-BNu{lEH+_Cu4oyewgZrV4e}qYo^?FxSCnH
zLuvnx6A8B5GWio;^Ml8bazdleUQbw_o;g$d%3W{jsC7swG?5S=8m~+5BHDIISzUxC
z0-FWsvRGswXz)Nir1A-RvWo1ak#P!lFsd!Cm5d5&Ec3D|kY-X97Ay+D-Wm5BLaycj
zjnC@59fk@hLON3aWTkW}_jbqqF9OUX5QaFNt_IerSwBuc5G3bBUMqVXu=KHof64n>
z#msVTzmJ(KPx;<B>6+b>UjRQ^S1w#pxELZMq~MZr)62~=NX1wY7GyVSW3$^dsCi^L
zVo9`Df)DeADCGl^CJCk@uJ5OIRkCl%1tf#ynUq<sd^_nhtNn^c^Ic=7@AEci+-?Bp
z4$SU=F}+&(b)sOf4%I~|<RGPid{JqL0H_CLZH46lBYI%E9ppKH={UXVnML+lb&y_r
ztNO^1xl*)%kU}ooJpCu~1}B4gK3)*B`;Y<Pgb};M7WDEL{@~5<Lv<n3F873YAuZ|p
z(r6^b;<W?ChTiy3vj_5d097tZi3Lm)KJtiUbA;d&F-Ir$TbP)7g9$@Cm<s{!2pBJh
zgeg)QEr1aYj!+KU?tWW^8`E>>S9nyjV-*e6OQ2+esu>{WWzugc@~UcPk?`2i9TFw1
zdiB!Jd&F{(nIrjyc{D9)bZMe7{%#qq8;aK+e}InZDG3Cs>rZJ+8vpB;Z|2cx`GBS)
z-wypfFa^E3Rc~+gRiw#l|NbDIRaE0ve#`zuR_AYsXgv8M*`Ae=G9qSqN2aCpxiVtW
z9Axks7HEOsq+^k*43w1~e!#06RTc1AOg%vjj8emNbQ_H2wBDtYyGO#D^7bU2Y-imj
zErdHZ3>H5?w#`)(?1?wcJb=}rF4`KT_JHDnCL6Q&F&VQvgza{5cR?;0k}Z|*PL&RP
zG^|`UdEcteX=J2tWLP`Tnmj5;tg3S?cP_$sp9l=34kvN$CTp|%3u|^u{%7kE;6fZ{
zL2f}Tye`4zT^qszV^v%c=e8L3$x#P{N~c!sl7DFQaA11PPy}7(xxk-AHk=_y!O7z1
zbebi1%53dM5aaX=*FM<%h239>2WEWEt7VLaol1N0bojo)v~p8qH{LoA{@ryexh-I(
z;JKH;yK&n}V$LhX&bJt?Vp}~VNKgdW1KBvRxg#7ZB*fH2_8~VSD!ARsp_OD{M6gRI
z2g=UGk{l@rxj2t!f9`CD0mUBjLAB8pfMW?9cFpZE-7{A4MdW;-dOJzXBdQnRPHsS~
z0r0l5w|upM@o;b+a9knmCKW)M>hy@@fS9Y`j1ztMrmBbGyXcSuTqiKh1$q=5jj0cW
zb+j4fCJbsuDb7TQ+5Q~HF_dI6VAkRgNY}v=HDwZg9J+KFLJ-&N=uvf}kn*daof@+W
zVr5>dUcWT$>Opr@e2*@|okd6o;#m10hR=;-Lci!h@#sq$QCUj9{&Uqj$CpI<nhcfK
za=$-*Ba!)&>8)+h$1LJC=JA|~`qje9_<Fn3@}N`z*!5Abc2tj0P*r3b8Zz-y(AxT9
zoVdxZn0v9mA$l*`zC2G0-TKR><@9gJ@ByO&wXRQFI>eXj{pB(DC1G_zUt2%id^0~b
zl=TD7*lJb{^^m-4QGGb7A;oKNTkr030>2>@A&r~DSf69jD#Nd2Z@qnWB#MvY;iHj*
zzadiSyZn3foS$8;%}wc^_c;F$s;?HtyZG`<?<cf!3?BKWde0J#v>GF@;ud%CPV23>
zm#gwy&Kab4`^6^X-8*Pp_iXkq_eWtGQkxII6RL0U(TwEK^IxB9HWua}NXWdK%c`|K
zoA|-x<BMWV^wYn!uUxle8GY&k&2MJ@@>6V1Jg>o`=JzL3m^Gi!N)MF5@c_Q>HJSU`
z<)_}7M-Ns7_J+`Ml0OFJ-)#W~em&~*;&Ic6>yIxBH>MQ^HBDIYM&BXH8Kt;?-6R~-
z>HDfY5=z~;g-|rQY4y@ddm{LK#ft9Pks;O2f$Anyo8J!%pL;^x;RQ6=iUiFAJM<`4
z#($O@8TlbgF)`z4@v@*+0Pn$KwZ?%hiM6X9f^#G8#&5q3y`ME&ec|YpRUR!o<SqEK
zo^J5>s+(~}3}ch%hrXkDV_#DIVW%(M=!Xj|kg&bB86TB87kh6%J!!-6ihs_pv+?G?
z{>BV21JChy9yoI4Lp5ZR$8ROEUAX_I?A|Ea?57Ho&ytnA-F%9R$9=dxFENdhT-%1w
ze?7vEl>{2bysuS_DUo$QmKJv1(1O6fXfLfcf6Q#^W@0$JV8|yf>#N5u*>5_VYFVR(
ze8v|Hb84Q-(k@s&{0)(j*mABViJm%}mopvKGO}nSe9xim?8UJ6ZAme+b&NNtC0_nt
zK?RCIFu59GYPy&Qa$l1WrVaR9A92kNSg!3cATSC9k{cQaNT|8uYQ$`ulbkELaKgz?
z9DL<Y-QiEbrwC<CEPC36<SVqCZg?pXJyNUUGP-QG7X`+l2al@H_Vmo%*Hs~ZldkJk
zxckZHNY_zwixwVp7vwypvB*?+t~E}mM_+2nFWJNL!cOwvLo2}(mLh1+*7gz(Xkn>@
zPLDzf*_Uk?g1HqQtLzc)8}?8RN%$byaU8uJi2x6D7jy=ix5k9%FIVB_K>THDfrdO|
zOE54f`^RehXW$<)S)}I_!6=90Id!U<9NSoB?A<HdW+$MB?OkZwn@NBh0X7DR8FOY5
zy+$SABloMscCA!>CA7^^usl1r$9b5bXo0>$9=bF7pQ1Ha!%Z?#MuMzFfu0>bR|w85
zhb{;~)O{$~!=j;t8+jb=Krpcj*TyK?C?ppCTD4rHaC8jrY%YtU^_iip%IAQ~X3`Jo
zjb)J|q!ATq2Cmb#f4z!OkxsiySdrXJ?w0)3(@@mn!F81+o|Cn5<wMNl2ScOk??%w;
zXEc4p%@C6xqR8ttT@Ro)pG4lv3HhR<u`B0EL*>YY>T<+i9YwBliFXHQFIo1>oj1$h
z_odFj%nn&ZmEG@h+@9|D-oT{HAvf}RmqTv5hDDX9xy5GzndEx28cmYw0hzK}{4^S^
zHy?4EkyP6L8{!xodvnU0qsHshUGM94@7s^S=aBZxn66~Qwwi*;x|MqU>qSuEzi%0-
zp0!*`FX1g=J&%p(?nKS<-i|i7HwV}!{+!t2wIXrig<F^WeB5gEuU)87s@;KlAFEcM
zsM=Kufk)!Y3hg{o-^=Wn@AZM#+Mn;&-cVi1jJ~>7?CRu}V|jJaJw(yy^iTN1AK2A^
zhhL{m20xn?pfU}Z;RcK+6wkO%Gr=F}5;f^!wrb@06%FKBj$BlVbj|g!08jA4F)+qi
zR)SSfKrk)A_Ryhw@8T~dSvFKn7QA`mQRIT~xv1om<SePuZX^_;x^dhvG^YG0a=kM9
zgzTzC<noS~kNf#O@*2~;-ih3}$a^$v8D^zXJlcdxz7kqIV7UAB>*^P^&(%*X&SrXM
z&8XdPv=>;jGiY`BT9oo8f6Lz}Yt2=ldaZqKe&S+XmXGJh_8Od>=S@b<kHE7b-<=sV
zkt;7caS7haIxyF*-RPostb3_%n~Wl_e(D~}bUV*uR~b54cUcL?|LRc|J*@p))|q<T
zQD+l_#rIAR72%_cX9!1597%MtN>_5l;KB_nn@7$p4WJ2Ju1V1wQ*R~h{Z(svtZqjB
zuoXF;;*f+R<*JeE_=H@#ZQ&N$w_m-bS0qq8$92avLcJ8fXeP06y?@<ytH-UMmD}qn
zd%62-{Z;hc>h$7cgIZ+&ey{y&G1U<SGZgQ8`+c)*8Idvf4ol5^pMP=xQj|W*^U)W3
zsoq`bT8%x5uUwOVnXCo;G%BhI7;G-sH&-C4HL#II{8*m)*KOVRR)5O`VbSpK*2l~_
z!MKd^4nR8x*oHY!*xULDfl<Xdk&_Fu_wK$%=U=a(-f7Qd88kc(x?<4*D-AmDkb)Mt
z)^Z8vwkIR>rq%TO*4#<YSaYFBp1Ose>mJ#}8;o-LV@U-rin^1Z&y8VB2u&&FdwnL7
z;P;B=y61xTk8d)l1efO5&Yvcf5?S;B59`o+Cb!f1Re|8R?2%4qQLTUG;>+UF%)t&m
z<AK7;E?uw_Efv2rJ5!ZYw?>JC7Xvmo$ZEIu%Wdyr1139rBzG5EJ*S2<21v$2*-maX
z;=-!%e~mvIcWxW(^4rk}*gy{ERe(<(D=G-Kz(VHe-BA9dZuGNIz(7Tr0f;{v5OBP#
zc=m7M$V`kLJuz}1i&C4z<j(Vx)vfTR=S9yIf!zSxa>oXLz^+BULT-+(5UU1;0!#n&
zX#p0!#=<9=PKtAw@Dvz6t8nPVA?SX05)`qX#HG%`gifsnRHPYZ-_^;m-*A2waoePI
z9DVIh$;B>*@#;fWjC&;3kuML5{G!n2IHh}Teq2?A%$KsZWsSc`b%-xvQV*_$?cIe{
z*FtWrW0Gz*+X~m_Q~VPb^=!Lxs(J&%uG>4Gn+jjyd$?SG96uc2lq=s&^15GTf0Fe{
zr?%W@rDv-29R8A8e~Wd{eVI>nO9O|(gAH9}%6}bpjf#HyMrYpoczAIQl1pwT?5AVY
zFg>s6b!?X{$C2U&zM;ECAA}UH@@BdwbX0N~L)3*$I_eWFM=!L+$J`&ZJwf1fj`O--
zU9PrE2U#QiCd$F7d9k78C@t~VYax&RFvaJj+4ItNyhRiT<1~|Msmy|F#ACcN^$7%o
zrfIC@K8SDyy(aIbX5}8`{7ypZvopEDkk4KTQ!hA80#8$Jrkal`hMiAIRvdl!xV270
zL*GE+{s>GK-}Ql|s35;^X)*V!2zl;)eo7$@ohLq`>=kY>ah>uTl5Ses+B}(qn5-^`
z2)<idIeN<bXqu7x^BeQUxt17*VhZ7=Po$e~i{G90efN#WH72RLWw+)|FF076nrTbf
zV>SbU`XwG#FgcvLqJJR?*Y8wDIU~T-zC5&A+JE6P>?^v}RW<!L1gY;kp7%uU$fNgh
z9%F|ta>Ui`nsf1&CTbdfGprtHDg68?FPS@M(c@@$<d+7XwG3*J!Ucn%m$ePM=Xg$p
zQob(^1xN11*F39T)m$o%s9svDxcF*px1OfwTU@7JzTZyTiG%?%<9*an+Wij`uKH#y
z|2Xrwu<$c_+M6ZXm%l>&d(VAo(0k!IU3cl^Mc9K<KTOF;kkT%stIIrj{dU)7sq2s1
zms@GOTVieq7&!g-N&Z~wvheIZ1J-_^gWhi{b3>}#CJh-_#LAO`ghPwyRGu=>>Hwpg
zDJPycNcMUiume)bkQ+Hcj{Fv^W#8DZmUN}jGf$zl4kMOP8&T_V$?#|N#e=R|F@Nol
z8cBF!D3^CiLuUQqrz;{~=+Bb+p6+RnKGalTbLy^;nN3unz~5`*QGrwY_xR5azUSI3
zD_^G!#iVQ@?%P<?%ltQn5nJY0i=(b_59{CR+VZgEwfuYj*fILDt3$kqVgBuX9Sveu
zAx)E&O@$789dBVCIsvn{BtH86hAcXL@4kEX5W;6D-PKn1Nfuak%$!wm*)NQksbdjW
z;B_}QH;tz3CoS&kH#GHmr@OisN=IDTx;Pp0_U%^7{$FYhV!t6T4%=^liS9A_3z;eZ
ziCL7nTFq}r(gl{$`ZO`-)1BWC_v~K=UnPD+t_6q;k+z_r-EBvUTUBu>?jK&n>YE$Q
z4jDZ@X}Y$j6Sy^+a+}J>zn0%Hc#>augoHmZ*M4rz^w$xiIe7Qh<o>l0iw;A@eOo4V
zzaf_z)&^h5upIpLuqtZhzafdToiWQo=QcjYbY-oX+_Sv7&U<L{$HQq0{iys?p@rqJ
zVG+n$_HW43SlOd{eg(!%9goNZ_i}$j-U8QAN_YB|i$98tI)++{Vd0IYd+mpu!H*mE
zCq!EaUziVRHEQd7JC^D9O8uF-)8KN=u7F8;YxL&9dBdhwBda(|$Cfzm^NPF-bZ5tc
zzEfR1@WHkR|9}st4rXlFM7o#Fz}KL$f9}Smg3VLVN4g9PEAAf8P@8UyHu)s@2Y$9E
zyHUpMfmaZKb9@oDbyFnA%T(0L<VoHtE`N^!(|Zr2hfyZg6Q>ZMk2FPa0AZKIMDbVw
z!vgHGavBiHEoZlkinFxNUI~)ZMD$#JBdhwrdIpyn$%<D<Q>Pp%q=0`XsH%$eRFAS}
z+8)}lesssf+_&{)@J(kvqf*7M4ZL4gx*Dpx_a%Q)7UHga;YQQv^}2lAeyioup?Za<
zm4!4&dF$AVQa;Rg{}h%UUuRU*1v&2aAn&M?4;+4Vzjt?>U@@P*$+h-?p1Oh``1~vs
ztK7W!GUYgFL6!Nu!N2<G<~7HJ;Ezu-Qbz5U8*E0=i<fNOpWtnh_Vrz@ITAYY(=~rV
z&!l-|UrS-hAj&Z_@jUY^Ye*-!uyEA6U3YH@jB?(?(#20&V6Xk`(OZ-KfhsS{eb14O
z&A80-KTancdx^auKt7or870*_eD^~)^oRdW<C8sA6!oy03uC$S<0?pA*ERdoQO=<X
zGAkm_7Oy<0iY<T>b}NNf9_EaI$wnpzdcUUs`jH-8`G1Id>!>!HFKUz;v`|Wm6{p4B
zgF}itK?4M9p=fX?NLqMtD_-0sXp!Jnv_Nq!?(Ptr^rpXi@Av(aJbBhkR#uXkbIv|{
z?|Da)9nEgGY^>0c!s92k);Q;qTHK!}G9FnkrdY9-U@3&JjWguT%HAu({@PCtx;r!D
z`SyiFRqeP4W*22ho#q#@ke*wX$yaS=D@o#TB7Pa?htuj7%Roc*#mFepPbyfKfDW^a
zdSH{heK<j7_xk~ri0TU*c5EMl%T{R66cSNsX=ZfhI$i4#-YlYHp?lV6He6rX@5zro
zi32fYB8U3fdAG|2mH1p-HHlJtwHkNE^C+NFN(|!^%Isok`v2qlN)_l>it7YvipGHo
z1cIE?vsQ;#iQh872$VnYsy-o+DC;HvaA1oIA^MTpBu343(L*OnBUNdC;@`krFKa1M
zndvr|iNzdi61HlrGp`;fPNb(LInJEMK9MovX|+ryQew|Fp?h&R=4@LeB3!s2NzsB<
z5u;AOl10N?SsJ#>Eov_&fUQ)y+W_=fpXqetGUX1hS6<h+bcy5)7T<^KZON=Cqqj5{
zt1ePcb>$2q(r+@Z<meUX65Sa1GV|sVO_~Y9n&@_K$M-z;BYb`*^?i8wi`Cok?N7z*
zzz#=dPxi&hlny|`q&PT23gM~|vX)8lmC!Q5tuRnss!dMAIqn(HytZo>ns{1Vjh-vb
zjskEu{>vj54OlR^Cv0<~xH1R^>IM)lBj|6mAih#{CrgRg8J}>2qU4n%K(0Dl*FD8V
zXE*fdCk9Bt3o~8wKN$kF*aC`Q?!b9IA{Sc41UqU_Ltmbgf_4?0gqWLMe%ehm$u_|$
zRM)(x!}JPV+J7pe1HbYA2Ja~GOIX&pEUh}w@Dl2}oIR^Gd=qml(}1?DU7I+tPrmY)
z{t<IYulc~f-S7W?Ps_@EBLw}_HnL5iIsVwFeOqN#vP`0RmuT1A-SPR)hA`)OClVqk
z%*|KgfF6y_zQro8DdwKiE?R+pAKSiJb-#N@cEvt7^bo&$z7|C;EHsLCr}XNQF}?8z
zb+(y^&S$C?ofpp=INt2QMI|DAV&-&rVv0dgZoGf7xO2bzy5<nvz(!V0xv4E`&^4&+
zef+;z5<rN5FLhUDrTOmqdMjSh99$W64HDqKxp`pUA}XW3!Te5eyDZGp*a7R+TYy8~
z#9yqFOl#oz`K{((tQSW?f3bkT0^bfm{Qus}^f2qz=63v&_%1{OGq$U*>FxbJIw7ww
z6|*psE63YDqW=KTCs28JpE2<UG#&E^)ZjXO;3q5YoFjDK>Ys4BF7X_*n~&0JnsVXW
z#oXB3PV_c)p&|aYekT9>oO^Po4xx+Oqy?r#JDBLfjkuW^q&Ic`i^U0tc%2ewozI{O
zP+p$2$dV>nUFJ}?;9VcuZEY@Op^(aK`*F#Qny(ViF8986Q5e%-tjzXu?oycsAKQo=
zl$+<Y>qiAwN?OYy(EPg%*j5`ju>0yo0Hb5aj7q+*{G^@1hX%9uMdo*tgSbn-i`O96
zu@`U5RnK{#A){#eKYQ=Zn;)|hP<~x&+GtS9BOnUVUQ}}#PG4<ovF$V@^<9QkN)$vb
z$@SzD20mQ>EY8%zmvwk9VM}t0kDMH7Ist|poyj4BV!TWpcgKGmp~?CJ?2x2d@Zirl
zD3TexN?5Ez>)w=7uD96;ck{`sR{M-t87CaCWd=;((+zVkSe~UaHUJScGt*}H#2H1p
z*n$9LAJ=J6x!sb*>UcTlCv1HI5+^pZl};_AwSF>8+n{<6U{6ifZ}79_t_&s@wb~id
zjf+QtkFMW9IAme*zs5E(4fZ+Xd%?+^eq?j7FC6c2$n7-#axkit>gLvM7JXsv^%twp
zc1p4Jzt5N`H*0TJp7?1>|KqsxKKRLpe}%?^cC*G4TBJaDEJg=xZOKCSKN9S3O^i4i
z(>GDT0WhtHe_+Mb6=rmNHoTx7CKgON@}KrEj6(n&ZbCF`F`JffHm=L7f1C)lZy3WP
zNo6e8S8Qnn=~G)&x`MP4k3WzGwCI$ySjHxY<I3u<{Ubc)%}TQF$6fo#j#sYtYa()$
z+m~dB8);`wD#=a<`*0#?ZpXSfN=dpM#4>r{QYJ;G(?mjFIjg3)$NplmY*gYBwQgnL
z2^!=WXUUb@aK3t}h1BKd1er`BOZD%YyXX=#84_Ni7T8BBkJB{UQa4W<hZV*fZ;+H>
zL1kKs%JbP#ej$$A5KX}ioJl>o<DBh@E;i8jq;N4!#p#1QguVjY&itbg9Piasx6xcb
zlsEc=6g5FPjOb1H;AELub6DV`=4&-8VOLxCPx}ovoY5@dY|v1OIm@U%`c^rkLz+0x
zNom$+!sEF$4RTN8JFr~kLW(pmPgGp_WN_cc4wLA(nxqx%UM}HI3{CYbOno*HyLpF6
z-6G`1?OPZNx$=BV=F$h7gh%eHY1fT1Yf6XUPDcmo>fV5{r`e5}+ZkY&N-jm~rm)g|
z!lmKg2j0w))9h_N<6?J{?u3cMO>UDU-!$b&Qi?S(4Bj6`ANaM{K09DomBqvk{u!;i
zWt%bepVZ#tj(ey-<Iz-6U%|8v!aw|z0uVt4H`VjqD!NpfSoS(*NbdKu#~p-vMK;{a
zZQ4S(nBMA140hfYr96H-HMY>e-VE5xd^`ElfjASjvkT0yB|y4P1*MFr!}J4`oNVa<
zGW;u3=A4Xg&foq<U%YtO7alxT$T$Wih=jJN6cyHIFZ@aO{^}{~N9I<E^FB8=&l&k`
zB}Vyb8A!F&64NK@I18BIBUm(wTBnYIHI!0nB`!w$N+?$9o~z^Qx#|&)+9uMJ;H>52
ztMLmFuGme6!o7+nQZdaEdhJF6V_dzNsMf}9K<bP-0VM7;EF~nTB;;5}S#`JQX)JFO
z90HP*xz~ODH2oFQ#%?yU3hz)OJta?5mdP8~V$)`xwFWRh*l9J=-0TI0YS)mAnYz-h
z0W+RvX@dosv-3V4JY#>gQy#x(J!J6bfVBX0W&OkG%eZbp(OrANdz`ykeJ&|EHH;~f
zM?lmLt3Fq#HNrzEJ8#fYMlQrnPDRTbv;$`oPe$+F7uUSyqtDIf>3`@_+EjYzy)T{=
z`8L3cHvEg_+|DK)^)PXxK{ZAh$FiW{s)B6Ae@X$MiOghge7#cDV=V=95h;T?F?jaq
zSdJ0q=eyUz(&RfzX(ZU&PG+LHI1Ds5I6{h<T0AJLqXN9jeW1T10}W01!6M9ZeL8+(
zMf)Ce`HvN69q1Dg7V$XcUg}@hFn&47uRLxoTUFFfUyA;Rb#&8)>=&hK%FWZ-`@MK4
zPXK`}`b-<D6NnUsweE@F3_BFewCbz0!#b3%_q7Z9sBNk6w1vj^mx@$k_w`>mA7k#d
z%6zr8+-V@&*LopEgA7j=cSnG?m+}&GZ{oR(ZBqTN>GsB7z?Y;_J6o>(au*(dG_X&5
z2x0J-uOr-EDm2W3*=iZ`LYSX;pDf*Sq^bNWGF5m6+D+|fIXS8<+8+6l{N(zZ1MT-p
zv$s_4MPX9=5c!s*wM%HuN<P&}B(3VlQ8^#?t@wgH`nO;wWk2P}83~`0bCq<`+9ar@
z1oleTnfP>7Mdq55^*NP>oO^OR0m{cW%_DqMA!iQGl{jL&n>^=Zb~LRYQ_4-7VO>P3
z1R{O|S~+8(E5pXf;k7%mqgi?0V_;&;ruYOSJ_cdx3aobs<x?dx4B_V+aRJrjXv{Zl
zMp}T{^P6W_?625TXeCTP^=N-OAAK_Etk@L}i)Q)sVc>cTv*~JR?q!i-Ilh1(b{rGn
z8zSu6t!&~TiS|2L+*^Y6M}7a51NR?*7cba54&PeV^Tm`qs(f}b7qYaAsI%0*XP7b0
zzIN1~d8hZI+B4M2!UMNG6Ph@wkX-y5IJbB+gSh89^~?8&$XizZ!I%D%o{Ig+Jy7$(
zx|EgiDEx&o+xlS}$zI$S2S@vC$#6W{^Xut+;ER<fSGQ$R=#7tX@tJJD+$lX*<Bmti
zTUcyCGhwxOeBgE6FK_<5I^JN9pVx8twR0(uRJKL5>Ji?)&)n>aK8xAaL7E2L`uq{I
zsUA+oA}pnUOgUcwHStv%weNo&R@CQ|rmzQ1ZNIMF0nHxL#ZcpIMnT*&yVW$SHZtFj
z|9Sc)#~@euQ?wLyl*{+6<}AYfBE8ns!?8D;n*pz0peo*<ZV}B(lp0(CI_sglynW@K
znPg)h$LwZ|rs%<m!S>ny%ZC)hCz&BHdyw{W@X>4$9pKs2gJi<-8)&tu5%1!ERBX}V
z63=w#lB$`I3d{#9Iy3Hw$|K_?>F(6+#q*^M`XiBIgt8u>NKMKB2gZ^|f}MjwDj#XF
z9T*?>Wf#ce3bi`~eD7}T|BHpveuPJAm-QD*m)I;ELznvh`n>-Lz(^m}go56#(J6{J
z=Ce(`3xSCmCfmI}c;3Q|C$8&H!0w#xatb#8Tnntzv7zH`Cf8aoEzbltok;KQI&l5j
z!B}zzAeUb%<hWF0d{Y)TS{j$)w=2F3D;d{TP1pWmRA;f?>Y6D~{q~kp5$E`w*w4#y
zIA3m>-Dry{UqykMjsm&C!s+OO&tEJyqsjWZLmRjN{uEhEXU-7)*rJga;GF{-g$9NU
zHh>|6>2&FQz0Mx$M!>!|Fi)2jFL>Ne&F8;r4$;&hzyT00%)Q#{9-CLWN^laxu$s#o
zM4I@4wH6=le*w&8P9D$=N1u56a9tV3f9OaZ8^67$H=#rt8SN*(<?|%1yEYxF${Hx)
zbu<@E%%i5{CAB9ZhIiMkj<o)w?YG(Y$qoFA_09@tn1?1Qob&u|^e@(L&4;Vp3ICxL
z)ZOSFFsc&+dDstf(`U_T!++}<gJdvi?mH~Mp+TL9(j9ZO#l>H&_A=X!ke}`6$1wkT
z`g>MsF9G-<Wh|-z1H)+AcoQy4j^8W7>)g0+u`updaC~9t9NWd{yL+R*SW#***yazq
zeVB>|xcUKv4IdHti*<bS7YkS7n2xsQkh?nuO=!&NfAkf49biqv`h!|P<vmJ9+uP(N
z{R3wH^=o+Nx2~10xfS@lE1LL_YX@8~XBtL(&zRJ8v~x+1{-gC5tMg;t(XIzQdNy1e
zC$O0^t5X|I98B=s<IeQq{(m3QQ_9vjYwi7M1Wl?vrej=3m+EWEyKDX#co<s1>!snQ
zQiDqVi&d`q<D@~{aFO=T9)k(xEgc138M;)#S2?pp?nts8Zu8KDyMM8^dneEjlRhmx
zz|G-f^j|E@pA_*jlj1K{mRRK-8rT^Fzlk-fZI8vkGo5<8m>Pf`ba$nOL3s+Ly(bO{
z9%_nPj`5#h8jO1F|E=G%zC{0<O1b=RYU1W1$)MUpu&S>He1{U6^*LXXh4$iA-CwLW
zTU!1utMZI%nu(Z`JV`Q%kCQXIY+1W<n`7CR0!yc#qt^6CmL}}s$KgS!c?DX*L|gcZ
zFoJZsa|BZ-xC;PJo@f^)ui7{PYme8Nr%8k#tXmakB{Ep{5iy+T%x!wrNO;qRu84zO
zw8!i^dXD0-T>MFa?QbI0QwC1nU8<7<2DE$B8to&fB+X-$;=m7mcmh^zpo@EFO-9MW
z+C8m5{0Xs%^DJL+3YCg}ipeU7YiG_$&E<TiFD`RefYb<<ADxfR$mQ>AK@=OzBWGSv
zl@q<Bn5t`fi32EO_9GwCO4ji)NvvR8Fy|bCmiNLaPKUU4e7xV{_juk~R@C#xq~_`j
z`yd-9%a%~0YWk-`nZafGZK$+RSBeOsR`q!2>FOj%ibb(Ar{a{s!=7%|66SS+N)L$D
zR=#B9Sevu2_4A7c1gUKZVdGFx<9fMry(B8KMkfH4sns}C(0KJPgjSKl5*;M=yfG11
zYsIQusg+vM;^{vK1>eDM&#f^psmGOx@2)eIDJRKCAPTcAUTL5chnDVzdQCd7?-;s(
z#TBhwUi(_*!#)$b%&)7h5=^cQ4JOVks=bNsPVU$5p^U*~0X$vB;%}}gt^f%XrQZ3w
zP2p>M!>k~L37i)q-@M1A-WL|DC<jx!>MCWeo)+T!;6sl;hz9&Ny=I40F(y501RYEN
z0mlBkFV&xlAOeeEYKv5T#;*fvMDpu3k86MHhGO`CAqBk86k*zr%K}rA-t_R^Vw`ta
zUSCq_GW{=7>U=sMryx-vjub}dIIDf?dH>BU+@B>oZ=#I{<Efkn{flLa*?V(0Dxb@;
zSK!bGgLX}BPR(98v;fQ<A15UlOABc3DNA^Rq6K!`fNvleFj9w;D9gB=`{s7~V!6qC
zb|iXn_^si`ru^?0v;#G3=?G!*3CE+Tp5JltSE<D*F><^6;0=5A<faN6d^2~mHYk<P
zL_3l};xjPgW0i$@V2^|abF0;F`vW?=40)M*tMlU2)3j2s^|$d9e4+PjtVBa179s#>
z*DWQKBKQwkpA9L6x6h*;i4iH?+B<Tj%53>Nqn3~}8sx049=J*Hdy{?aBVtR1V|onv
z@-J41t#gcErI{`0Plf)`z|y;^JUK%{xi^Ngf_-G-kI<5BsNNw~4~B`O3e|B^W&os6
zyV1?Yg}t>ioMo5|zh_q|(}pF#ms5%2r6auge)r8IN{oZ^bh@GUuN_fbYgKu(ZHZ=F
z8FhN%gl@q=bxihxVZN`iVss)HuH}n=f;+9t`~u=fqc++OL9UZ}uGvQGPXOBx+3&G&
z&72hW)sGCz&Ab!WZKw|_n_jybi~|8?tm1<XNO{YjWrv73ijg6nR@r|KV#J^=ZPmm_
zFdG;Lb5+lE+x*}Z*hx6i1=LXX$T%zF-FfXQ_o@7HfwOr56O7n+CB!NfVqK7L-DjCV
zVNZ<Po$~bKResHc3Hs(^%olYP7y(48zsFIZZ+A|-UiQn`NxO1!UrMZ&!<z{gHD$CI
zp3cM}?ci5z{a4$Qx2c;}E#72@mQQ9RY?Afx1@hx(QY!;MtyUt-a#cFT`4v~h%|hUj
zb)`6;$<w){%?6r8i+5o#F8|sDgS<F7Dq2|V$CS1M2mgRdZv;WMKpuF0EbFAC+OXO?
zOIFvAJ#TzT<}cPG1a=k-zB#Rpxh#DG`Q{maUR2S}cfox#QR@>wq+MlXle}G!zI^qw
z0R4Ni*#Ptx%a@|5jk(bT)2g|eQfy;yq@G9L3XF%ic$Z+BHy><Lv+i#&qx^?x|3K2<
zgHb;*@xZbczRH1#W>Cz?<7*WM-h0!lKP8(XE=K!s){KX!68Na(Hu@nIScL-JoHSxq
zzGW>CGecq-eJ3z|YW#D38?#3bQPti>WY(W0z^hQen-k3Ywc!iwiiYl+W562U)P^Od
z2H?`aak5MA8~@)cCd3u1a{XCu;{@Q*^uQ++G2F@&0~6)9Cn~$&VbUIhA?8cepPkO+
z#)aBF4|+kNb+j?#JwmeIAGkT~c(;`=dblNdf{|T082`ocK_RYu5|1y*FAa}xP|0U`
z2UlHL)q^)$8I}isvEJP87U?#jZ|-*mn`4&tz8Edd{V=QUi}rqM){58J{w5Xbng=~_
z;AEnF8s}nu0aQLmxQih)@_5;7OPbk3s1*cQ&*Is5Q)|RV-dNNAfknvkj0p`<R=!WT
z5UGHzb*!Z8>8{SBPD#HqrLbaOj*@fsqXmxIR}BK8kN^7|EwXQTSFJ#7!RE4Q#SCcF
z9?wzWt%vM5+BdINRlKK<)gK@g%h6P9hPqHv%_tP?aX*Rns-P2jX&-AyS}#M7!L21;
zmTK+AfPYMay?QBAr=#tzDg`IpiHKf#Rdf#ASbT6*>)wD-6RI3*bF`rni94c^7K~*J
zQv7lj2(a>q0h@08Qcibi>SJ}*H4rSfTIcH?hw)&pvR5491#71=n0j!KQ(Wa(M>gS<
zk)7asTaC|TDX`TtjCG%r`3-_10@$ivPlNi#c!hYngyLdEq$#;#!pcnRr!q8(C2OhZ
z8<O9fs{sMtph11X3}k7%D&AmEpUuQmnY}dnNmaT_xAnu(7bkDgBAdVtqhJ}T2GZ*h
z{wwUpaUjrCF@h9{VY>4U(TpliD2E=4n3Xv^$n^>=<iT0DH)jpHgMNWipf*~s5G}KX
z($y>$5>n*Y<zT2ARcX#@HI}WS0?D2ynqbWR<&Xd78__K4IBTMMBAzRh`*z64)8ULn
zG#H(C10E|URZAIs)1%{jK3%?)<!$Ed4&^X8Xuvrw>m!HTHZRB|{EG;RdExSy?z&Vs
z>ve8GjLRvpMr%6ZQ2iB=clgkldM`QfgPL#qddzFM19avsZ~d+C!vZ;a1>*-EZ*q8=
zg!Z9*^6X3Eo!Yn*{i__@M&aATzI9Ws<pqa?-Uj+2?7E`d#vw4(lyY_3W#1=N$pp6^
z`NMFvj5ksLSr(rU+q@Ve;Y`){@;wC^RpI6_oQ8+opBpO#2~2X_7R+re5i}5-wqI*f
z*5{Bg<j`0`ckA|77a0rU(Ljf{7-o!x5AFsMZ>BLJeXG`eQMbYho`(2~C0yZ~o;q!B
zm`J7>=$I)@B!~TNS}g-iJg%jw#cOk#?a(SVp{rC{IBy>z=H#Qx=wiW;qOK%F^@`Z-
zs_+$vI7H+gHhmPBN7+X-Q1nZ?1C3%x&j?~IW=~;LeprzckBkgIaHl4uEUqEL-4lN2
zUZK7=4OPNzN*(LTV*y7FYzt6)`_xCDYR)yGWs5Np#K-7~F*XSQNT)BAF$zaKh;JI#
z%u>^X$mKxG%o|F(M8nY;Q_H_td_ooMwpOHU66&`Ds$G$nCFkk9g*Mfe;+k$wz44HA
zrG<(^&E&!w9ScM%;oHKb;z2Ek?9Za<aO(-H81ey%^RZq9XOl>E7XsM%UBi88e>@fY
zYc>Y=PfI%yt(?p-NPIr44NLY5IvIwNh^gpj#xq<2`5skSNr1U$az*$xwcA0VR+0~;
zf@kJ{E`WA2ho9o+R%+X?ibo8OrYq#0$5e8v)rJ1IxNuS4O#5;l65v=r;Q#^N>}Z>z
zt-`<eTynV>8+?CG+(^<&`(H(%*}mokCxJ6y-0EV;EfwBrucBFZeh9E<bCX#6{^P!*
z#M3avgxmbLL(DK+g?FX&4En8Cpi1bFILlbfdeqeuBh_2q%LA|+{YhD>{lYX6n00$$
zEPfxvqVQB3cQO^X6*jr{KKzTb9z8jvIQR2x7sc0fosYd<b8ykxE*9Hb&CM{080Eq@
zemyjLSBB>Wf8ORzqe6mEYEn<bY|Syn!Jv}*&uhzido*oxG2e10|3lB>Z55<IEd}&O
zT~yF1mx1}q_6Z`VKE#HfBXf4wBsB|nW&mugu88M1orI-<W>d4=Yr~%u0LZt6i`b{H
zI&jXztd?_Vqx5Qy%u&VdLFw$Xy$e6zJ6;+F>Oy$(0~7%hCe|Z_H{aq0XTA=7GGg_9
zBrXJprA%xJ7JvZ)s<!$Adt|R_j}LYqo_Y9_oRrO7rl0qCzLaK~lTB>%r#0@Q*=k3!
zE>wUn%JZZ-jaJH2IujNsC(o7-<|F;aZpI!`Tpy<H_a~W7@Hd=Q7(DC7z4e!{kI?C0
z|MFFGw^jzz{$j&A^`~r<o@YHm(kxEDi8B&nw~IiHv>m`FYIpcQ*RA#qU9eg*g%KCu
z&01P`hqx075tbkMoWwX4s>7xZi|oTwsgn>zCS7oc;zGe+i|@!wVHtapxmUbh8w$LO
zn@3Msk7I0OFK*m9mDxGDSS`JsH?zs@Xd!zQXu|7?HDQlGe`HB`6y`pNTs>)JN&p9F
zZTVk@(9CEI(g+a@S06=w0<rlAHwRw>)_zV?0`Fgt#3Sx`P9;-bBtZo*J~v(O95*#K
zUDo^Gx(zd&gD|=!ADy^)aXZ~EY@DYwQ#8L})0p@sZ#QRbh0zQY+CF>!^wfxfFu@MI
znKA4<<oMP#uAG0o+@Y&jr2P5j2yE?Qe*Mdfig3Jd9j;1wiKUcEjOx{3BUfjzc~ap|
zS1FSM0v)h&;%5?4uFW48Cnz0ZRFNZD{^*ebfjWV1;NAE!;>VF8q4s}?s!GS|gjzq2
zj0v^76J?b^|E^64C%W5EA22U`FpUpWBJJ*}OopN`R(+dPItS5-X<yH>RYq|orEcHe
z)CHf(UH53zHwH}LL5de(;*OUB3`u?5>blR}s$4@033=R_GkP;N(BSl3LaHon`Nd9C
zu;IZPIl*bC2RZ{^K0XWbBUx2!yvC3;KXaSkZ-uhKWm=C_^e>i+R4v+%J*9Pm+m7-r
zc)aJR>m3@fhwxg4q>V(&veRMX6w|+(4lhgE;b@}ajkc~-oAiBOU>a~z^rt{#efPQ&
zG!Q<f8}WqT@=N2L&=*eH#>rTPhufq!W5UgT=6F+8|FQNnklp{U5C2q7w4=w?I{05S
z(s)=+$XVh#7ttILsyY7U#qM-d)=MwJbK?fBU;WtLW};(c^|^FNn48(Q=IqdDEoFwo
zi2_AJkav=nqz+^UFnDcmKi)gSZvT8P8zq^4H)FUaSaUL*&?FaLB4RYqg^)yTde&px
zC@}+Slv9OwC%uwKpmb#w#%H$tQrXiA*@+m%K0YH8PZ8Tzte!ihK2&5xgSE#fMY-!R
zn<2!3cU03)QX#IjX>vmOolIcx0UN$#ud)20x$3%z<wa?Hbu}N@|GrN4Rx+Ncz&SoK
z2=seup@-N>Hnz7}Qy!~uZm!41;YW9aE}}~J`Mh=<QctL`gAKWrg}?T?YYSB>T=XhY
zo^{?lWKzJpY$1`{6f%N;&w&pU>#ojGAjfVj*X!DJWq88A!$t+m(AhVYceVRosPnrL
z&)!L%m4`A`!@bCb4P$8+sA&BN;}W9$kKXqLclTmu(UH<ekJs>4#sNvwTU*dL6lQWb
zysetdg0$SZpGqlcA7Gc>*Z{{ZoNFo#$wQK4hNOoSrwBOJI5m&9z9FA5;14<9PWk|p
z2(H>}_pbCr)=2(hDPwBg79`*7Qp8ncI4diZ{|76<6M@>2f(>2jVV1|<ln1xAOp-Q+
z%sZmGi*LIuFZun7)j2tc?<atiF}cxO6$UonjFfMaa-9q3zT_xigQ<z(QC54mJ;OCD
zR_r7#Mhb+HYy=;G<%TLARvr(tY2|C2lrj%Xu|;9z@Xf82&5==$d$t-(>4s6pAPXYf
z&bu&ien)nO_gS;CDqXOkhh*ZEO(tP|Go4_|yz|6hXnqLrgR9;Poy-Vx)`>jOQf5Ko
zX(S}7{SSazaB1<yz>pQ0anX$9J2Z*RVQNUQyYNw2g(~A0>!L3w`wt3LMNk@|mT@zo
z$FdDysL1JQoo;#P>1sHS$PYhHYyz7_tk3W95B%_1&+X|DXA&R%o~%@o8(xnnB#ocE
zYm0K`<6d-rK+*ozd$tb5<1C*{BiaxT3||wct{hxFelxci7^L@yZ@VP(d8ON_nVhF(
zTp=0Xk@f)$%&uV0wjX;=zpb**j~5$>JLo<Kt(mcx9$3Jv*N>Sj*1LIPxkWJKqk$>^
z;PP1+#^3udl~t<N=l7LG`3>xhYHN}%-2<L-9FJPjW;o{U(omAKB`5DMtdwLqo|dJR
zUQB#~s=R$RLO9&sb3jm_Q$4=fYR*y3p@GTV8awXUWfw0NdX@K=JmgwsdPEDe`-C_t
zJoNjq;MxWON)}=fH8dM>(B?6Ffd=XF#I2yq7(>MOW<S0(g>7U09a4%|Lp5zs0Q(Gi
zj4g*6bCW1_<pscG2zg5GqyKY0S!U?Ml*sm$s=2JPAPN}HHy_(p;#CPg>5D!DoVYDY
z&yhJW8W-|sv8{MM5$W;=Y-ci_*bfIIT!IR#J?0oJ=Emx;s5~T5!-zOigGZkNUMXnU
za!r3_(Jrp2wJLzl*?PI^C_d-2N%j^z<Jsb0Bxu0cS~n^DSupOFl)0)hi7H%-q4r{1
z8{YidT2H>9z!<XV*q2km#$M%3mFhmTj8#EUPj(x=15V)Nj_sncb@!f88$+Dz?LEKP
z$7o5s)-(puRhR<|zMe{E*ypQ38GA~3?GVxK%r`S3Mm>Op7;*-CJ3m_jN%_641ZV>n
zIK+^($fTxnsPW+Jx>P+vnb)s^UZBSDMxTlcbL7NYl&Sipn~&FFMVyk1MJz}v{4As)
zc3368m-X4g{#jWh|E^5;BBV!#HIgYmvq<VvsUn|I)w#FzbJB;1YpZgDI(u4m<8c!;
zPj0t*wTO#_KYy`Cp=@2snW(4d1D`PDwan_z@dw$jpoKL*#yROIYriv%C?UmaX#8Vy
z$Y_lw7hAQ&7ze4jqzIxa1um>Fis`E4?}lCv{<!*f27e_{f{s5G>n7EEkDiU|7474D
z{QNc=DnH#hyho?kc`LD@f0H_3Kvs-eJp-~8Ij@wn>qX7W#i>9G_MyBBjTbn@_j1hS
z<af$?Q#3`Zj@0_s8NMwM(4~_a!gBP!=PmeQ(%+4vLNxL<bo0VqMru-7IF3BWUuy3;
zx?TAy>xCD>S1!A39C)h(WLQ8+#H<_eu@#ZHc{|2jym9opdc!U8(Bpl_=@Sz9$zW<&
zOfTAG{<{O2dGw@!eQ@zy4ZksuE11&(SCF-$Mc4PW7Xp-+5oNS{$W`~v)tEDC>jQbk
zt6_gErY1bG@`kNC_3dYh1{p2<+f-A?23@KjPnH_`QL_iR{bq(gNJ4Lyib{;|d=xi5
z&A(D9D*?ac&q+ryji}l~=D1t=0#TUyyHm=N;Pxk~LThjp9u1HsOyhMZ$3WghY*{@Y
zm<k)NCDwf`IFe34(at2lMmA=Pn*=V|8>f0I=0w&Y&D0lKFUta2JT)dz50ByO8g-4x
z_;C#<|BwR7k?wj8K?a5xO}SA~?wo@`7V$_5ueb&Y?jE|2k9;4X2;?Mvh7|sEv^Ht#
z!sN0tLrJc>mq7EL-CNEu)-~nA|78`PoFPRaCE=)dwwNkcYIk+71gS_7FT?Tg?oY&O
zi5=fB*f${(T@2Et6h%r>;tnttDdjD+C08PP$5cj_u5A`w&fu#fX#K568`S?eBU0Oj
zSTT+yH!rs!H(q#oP6(}Z_<#MWWSGC28vB|fYnxA^a!q=+<m-1jtlE>AuTxJ4#f-71
zep0~cr(8`US<l%QdfQmFJdh(i0Rwxh0bNg{LAhH^)IuGwt?aG`l3ba4EoYM)o6_AX
zEW)Q!=$-QK07H>rQm?)`sID~2sWW-2TUJd_w2JgK)Z+6X=Y6JI)`Gg6#}(0>H3j|R
zGr8wHp~BlpHHTkA-v+v7XVS0ly6Jp^Yr}qq)9~*t?)%6;KeJYE6K&EZ@AV4NO*%VL
zVlW#%(2s+rGcyAO&d3><0me}-{R?-ZI+Jv9M6K9?ico$X>>$cC;zXC>sqG9psbtr$
zhthhK9`eCa`J5NsgRu@-UeVj*B_@WgK?kuPD+tIhD(1$gI632pskq_(C~S;LPjPR~
zAVb7h4|Fi+CzV3`v7OVeIOB!qlcXNPkDG_M)ne3;Zz9PFxRwe_cVRDKzP*;oL$0HT
zz3is6Mq^}GB(Q}!g-<vTBdxDPT<o$RnM8^n4Uugn6Mx5Mb$b4DSB~2j>(^whV#Q?3
zM|M4WcXQ740t3Y!n2>FyyE*=bg|R%wu%)qFv;rsnWW9hl+1}nZmAEe2m>6@4NMvRt
zuO^hbDmAIwGA?sJ+<}#p5j!Dr+(i-V^Ekox#H!r-{&yFEv1@pTwBaY8GBLR~#{JLV
zE79a<21J49Rgl*0)vHmjsVn;5`}OT9mFK9dELl+-$%*(xXe}iyfD8I>6vnG+yMoK1
z!4I>gR&TWuf^(Qt-GZ~twX8!(3zG_o)R?};Ih2{cep$x3qgak{^l_*ag0RB`S@|KR
zggiLP5M_4y21slE9ANYI-HNAVK=D=iuf9ug=;sxX`;}i(1@6&tPNEHfl5?pWa+F)I
z#h6ZJsN#&o+VO)_3AX+Y5Li{%k+2#690@}q!XGkexrIH*?cDncm~Ju#{?nn0!%k<A
zR5fMr`?a@~BRwDZSYFir5G0EeznqPD9F38fL~^0bU5ukgy8Jm}7deo@Zv`X8>tb)*
zwfA5@Xi$l3hXi+T^(=zAI-E{L(}T4~C&#WavSi{|^`~V*SPD415J*(Zl?fTt5W{Cs
zo$!9vRI6~0Z?Bb*+j<xc0H-0m#5{$e@nK1tS4MjE){w?2-#2DP@eIml=ICSPQ}U1_
z9{7JV@D<9nTh2uU(7EdoszSH1f*oSC7z&vE>QTXVCeB-NtWVBq<hNiLCa_5)E>Nr5
z34|5aH6<;H5HihgRZL5q?p_rBZZ@gd^)NG9P|4y1J-Hh?Hkj9L?S~vB_4YD?Y8SU1
z_z?T3;$v=zXP+#sI}R3Z>eeUrMAHU>?PJY8hY984u-340Vv{kxrX@Maq5?O6np2Kj
zlX;bZ844dBZinrlD=q(h0!_V@lhHG&^u%Ag&!3<GGT@Wr+0{F_QY8j<^bek!`29Y*
zCdpDQ-YrW!a_Rg=B8g<>hMJk${ZhP?XTL$u#YV98V=!GsKM;0H1bFQ8IH0tgZG(#a
zli?IdM*AAr?XoN6v>B#PD^63DN#-Xu<9y21Db@_-guK#qCTcIC(V1oyMDe9wYE|#K
z_&;s+WAEOF($jJ|nSFX#zXz!Fdi1HD+8w{{Y$W1dmup`0fgZ01f1o^(fSRt!)hM}}
zyOd^}uJ13EEUlmMtE1wN%7$ULERK>RPW#_CR~!52%gsz}+O4EG>{P90ip%Z!q&V<x
zSi7FIiDLlS@w_R0rnDa`gcqB{6IRk`|4q_Y4L=!jqfq}AK`>vb>tW8@-RJNZ>oRQ&
zp206Yo|iFnIEyimh)Abhcj(&Hww(*_XSLc?SO|4`fs$MbsEX9mvyv_Hc9C@-Mz{>M
zsJ>T^U{!bCrMM)CVz~T$Fpig&%=}>9Uk?m^@nA#9dd$S(0&;;7obN(-_2+xrdH86J
zR=~0U?Y$Tv9soCesm)*vU=ENK(F+H^1X5f?QT7U^cJ>j3y8PxTg_9Dl(Ms$4ZK95i
zwxS9kwiGR-YIe^PFz2Qa`Xh7JXrK4x_c=QkfH-?v^TX@$*gma~v{Q!Ij*TV)d{UGP
zL}L;&fDz(iOa<1fDNOD4Aw$92WOqjN^><y<4Ouw*j=50l=x!<C(E{x#nq>Z3%)lPh
z6=zfSr+uO?&33z#`IHq^fztz4vMEU^@6fk=SbH=I3lEb&-4a>l_8yPjflRJhn5WNV
zEzRDX2|jbMnTu^7&*O606GXo0CJ!sF`}(#&=jVvSSe2HjE_uAokO!nU>+9B|9+w$s
zduld@=skc)td<~47fEq)rjEg$^IWxaG}N<ePIRwcjdAeCLvY=9*iQmTq3M{TOSqWa
zBDQLHOl*|0>G~|(?`GEdf~K%}R$Oz{@kxihK$@#W$Lb=FK}_@IE$$lNm=w^BSGapu
zez6lg6(!7lr1nwHhT#jKd(80t26+sF9~M)|u65*%g@j38QDyI<vIyM0VD9GQh4=TY
z-?)e3LZ>kbQyVJwT8p*2-&Yhr6Oc=8Jc=1;VZxK(ji%MEW3B`1K6p&dP$&fxIXkAj
zr~Vu+#pci80;CY3#2IL!1uxlLLdwH}x5ymq3#rK*z%=a-&L-UJF@c3+G<RL|`5|$a
zeMy?={)<b1!s<x3(gj}aggg1mCZjT92j;7%S2TfhttZNH?^p(Yb-84A(_{sGJSJtY
zS(jId5_KsfC!=~T4}7u%%^yRKKOgi*9<+&EJ6lysF)pS<NoL8#6qYKp+&Q_fq}zFh
zgY;?IkolI{%C;k}(;R?j4WX_>rUWL?T-#0k$M>EUN7K7jp*$kxb}q_XT)m;NSV#%`
z<iH;UBWYrZF5s~nA}J>+?CV-)QFtf?EYtQw0tGBJlp@xKFD$7@IY?ADw2$Pab=B)#
zz10}ulFQR=lA@QsxC5%wEWS2hwcLmgK58o!11Qw^TRBDa1dPB~jkyInx$zdWJ=d7d
z4_#vA1N?vPEE+V>x&O643vB*R`;({=oZRU>TYuN7(OaO`2f#wm%O}Z&d2zsQUu~aI
zO&4$4NZ8rH?fMI>Cq(Ng;E4)9j!n!FO9E$g>fRNB-A$?e@51>*b15}^U}y=r=z6}{
zQ2L}!vP{vlkVr?~|0Y;_Q}p>K3?J<(DO+nOb&#;+OEUH^z;O33@WuK=4z(&6;7t<G
z%y*jLb4T*4cg4f{w=<vH0<+giYTr4V**?T#7{G<&(TO?T!djykZ_zG{mou(Ye#Zxl
zxDIoesw(Cjw{Yx##^beL<Yi-(8wOIhkdCh$7CC>cBQ%Wx+{(BZ5#k6>oY2>SrcB{m
zZQPB|R5RJO5P`QVb%IK>w=<M}1w-bndfL(5Zh%+J7NP@&Dcx_Tn}B$;QnV>$rjhf8
z4`UD8WsH%7bj3zh?_T;$FEu;83tm<Zd@SZpd3q08NTr7^Ua;layHw->+TWN$T@(2P
zoUAs(K(tW?0n5L}-iuolND%xeo7aCI^mK+32@5)!D!bBL*mbJad>%jij^*|hvifM)
zHoRY6j6&3A1DwCTL6ZDwuGWEalbAmlAuluZp*M@(RfFF$e+*Ym04b2_U`@8RpsOb5
zIooitRkoFd`@%9>kR1H+If^(%!^2aAjXitnUW~D{HfaDN+3XYEVZr82CedT*DQzoz
zDY$iXNrrR!17}wcFrVXGOsq~9`c(5kIDgFfWz7QZjTJc_3LtA~Sk%WX?q}OX)N*tw
zx5(A8FmU!`Kvswsh0(D}j}H$o4y$>lN`9Y?r4tm4O=g~)d0#R|DIu*NzGB6GQ4u!2
z5nv_3p^VVdWGCe9Q<i(09{!P>t|<oZ+8Bv2F|a(#jyQhJXQLgFR?US})C^2tjN`vp
zl-}#9A-Zqum*1c`Y8xZXp4L+dumabmfIceFn%FM*KO57xKj)I6xeL;pY!OYxl@So)
z<ZxK2*nIL#9a`tMNd{4f1yM`4>g*nQN9Q?AR}WFXBryxw!*`>>_K<I)iW&<5;(A7L
z_(mz8dfhBq;!N@k8I9$TYV;x=hT(5aY(rXL?v@$sp3IZO1~o>L{c+IjR^O^^q#4g(
zs$FkzcrX4?vyxNnyFuO#n!;Kn7AFaZncef?8Q>Bo$gP6Q-q5!u-Aa8wq~}JNcZT<Q
zQ|Q@HZGMjfwOTf3228!z^b`atABc+;=7cJ1yG1);kpq6uN?RuCyi5Y@cxd+9+tJl&
zO$g65?6Hq`jH#XfIy-0E<JD-}NEQM^%o4NQhkAjNo%6cDCC451v?)~D;GipE7xC-N
zQVP^<d>piD?Ed9UwGvl>D|1qMt<za=J#ZEK<nV$}iaO!s7Y?C!_m3<3qSf%Z0tJth
zE$!}Agp#{Bqf~t}_$RIxU>_neuy6XRlB1Ae$hsN!7mGj#(6J9wF)%ioi*H<UY5vj+
zb?p%PyfkPA8uWG;{RVHr2Dj{e+e{pBanZFgCaaS&IbCu6`tAW*e5y8cuT-1Xg3X4_
zKe`^XYZSFl>4Wn97$9{UXn1?E&;8YoK)ZEjcPZgBQe=~KlU6IU06Vz^(pFxOP#3F1
zZl9iBg)+(3lYmwF`QYcebbtNglLcwak7}~3rn%R4+q@I6Pd;-QiwZ;k<661sDS3+8
zEFBM;O&55QW_?cjwh|gVY4ost)Z6$gTS)tJ)p`;$QbkN+agHuvmaJUs+iumf`6ew1
zmPlPC(}UcF);LY%#;^7I*{|mEeT5>D7p27CKhJswUV)5sqkyWD02{cAK23gb2Q8!q
zUT6#Z9GdJRd2#ct9vGg9!4LP;AbX-@u3Qf4_R1y6b^J1JRfBl)p6p*E{Q(mYukbk)
zHN(R-`<bLRgTdry%{1P$<%ScE6z4JxnS4>TW^2PBOf&tEK*j(voK>(mufUXU6*lX8
zBKaHxnyv5a{hAx?+JCdPnJh!!Nr4zgMR@<kYP!?63MdLR%;c>yWird#)H^r7)Sj-g
z8mCmg6XRi0&^R3V07bNF`{i~H#dVX7tg&Yj&uK;ABHtqaTd(Tzf^GD0d=rx9V=w*^
zsYhVDh5v!(KPo-VXQRC@Ds<d+ja9Ck!*ZMtja>iWrS$|gX!zT~^h|27RV}N_54)C!
zXMd46g~wN=Tm8x`5-GLr?a#B;uT~nx9Ca3Fvw^Hq<HFvPQK_}!+`R@5jn^0r@-Xx~
z?+jdQeq``SE)_7DB~Ydq39GMM)z+da+b_@@X64HdO?t;gs*=m+`b!E8P+I0P==YRR
z63I1CsS;V}-bjton<+Oh6%|l~)ez0q+ErNACMdlO7TozDE>wl6wddt7(&eVP6qfav
zBYS{a3Y*oNlN^>YJsx^(5y~#VzFfII*MykZ`)v!#$#BK3Rq@7MRhnnJl*jygE=_|Z
zIql_t)<XZhNd4pb$e}<2h<oN1^GR`0F?<tuCDM;|iF&eN6t(YDyO|xoO}j+>ysUJ5
zbbwDXo&V!Uit~|B6O#JLLmKzU$FOfAIMYp`NQO*-SX!1Y_7U?TzP&xx@{O>YmpssD
zQC<;K^DXjE$trDL3}hC-uU90~JCI5_bM@1Tq!%{pnr);Tx8*KPem|q-`p6#S+<xxa
zu<JyP=!abu+o4Jop;=?cEjt16Lyq#c`7Z99?-2=;FUAY0*##kt+FG3Q$ae^qZ#t!#
zuM+v(5RX3}>b*DaEtMAqN7Z@*(o^y^J?7X(<vJ&MDxQJT!7q0VpW6hdt6^z19K17{
zEJ@eM%_mNykPcc4H<{E)aBU}pZ)jnPxXO+Hxdw)RX6diAz8-?YJy-ViFAm#0=SMS^
z7tc1(4V9S=_q=P`Npa+xrk9lTXO)mNTQMrYN`bbXxd94Kv1SWI)@Q#wUYL5uB2d^Q
z?P>H<F7wsWVT?bJZS&%oU}@1-$x)o}C&gxgr?g=49=vE>d%r0pi|beLtT`pUhA^%u
zI5t_ETr)a0qA|(`nD$;|NK@cS!~scOmewrsTp^L+eIdraOh$mPtP77<S2Nl53mc0D
z23lSP;qATsfw5y%uwn>Rr|WpIO>9a5Bl;=hcc&vPtYfi+%sKqjjH%fzeCaEB)-Wj(
z;WHrm^#i;$5WXy3w;jIct=1?u+fB{dSr-zBI=(r9|JDxq5AeSW%@LY)rAyuqMY!`c
zuV>n~F|&C=Gz2ri?f#H8R*abT;Eqf>sXipoy$hqCg{R><omgVXHIjkoTjIv`1>ef5
zFV8sL=zqet?{6y~E?D8Kc$m3=;Kx-ea|#VEZGGab&|DhaX$&cI@!!qASkKiPW3I1E
z?+!E%=@)#f4_s^Y<o?~oprMkxm?AP<bHxusz8HLpq2cs!+t93UCYz@hR784FVz{Q6
z7`EoJ+v<vh6J`WU`*D**zE}uDGu6zxhS5*zZVLvD&ZgBBPH02mDa`Yp{Xw5yJZ@e-
z{Dqlu18pMBICW1yd!}MtEM)(Nst=2g=j!lw+I-;UxUtH)MKlhg+$T;I7S#DoMQQV~
z1bb$a9meV5-LBr~L7<B{L&~PhkxSpjB?<E5^YNUQ&wuBm1Aa__w0j)?lvboYuED14
zCo6cB6MC&SPld&HupM6XSyB_sMNw;&UeBWJU97bAF9nL%vVA&Eq&7sJT^lr{<Z$Oe
zFBuKYkW~YHR+vAmnHVzNR!TH4_Egft{sEAnc~LL8SiZ-;a4dk&cPU_F|5|YD{M{T(
zk9;i)cYgQQqGy4hN5|;klL1@UA`$UAecv~~%mEG2x8k>74eH*~$lWS`u+Uqqy(*{d
zs!?~1@83n0dCgpv_^H`&j?Lhk4X<q*a$CMSaIl|6Cywk1@tZWnnS}G?#`bekz_b}f
zepRH#yMRS(v@|>ozsa}rtONEkapD9=8EO|w`IXwYgc<bGAcjifodR0YXMLl3pFY>q
zF)G@Bm812lW4Ghb@~j$4VFYJYAHnF}5Eif0x7+?aHL4T<C#^)jc+ofg;}C`Si<zVO
zmr0)3Bsd*X3q$-4A{q17)ig$0k<0f5$~+SVh)j$QUVpXUT>cZ+V8by3)HKi>APEQ@
zr9(^Cq2H-8V~k-Qt;`b&S18X(zx5WutaG+Ai^dBcqscM<-7_^y8kEK6(wFVxk~n8d
zTHB%IXI5r-{gD)OJ@<NiNx-AZC#bTT4&5W$rRol2jKPk~YtueNNmbN&F}0jUv)E<S
zaC2wVr-tMq_CzX-AgVAv_rHi?U6%viZ+RC(=GP$AXne_q*I2zqsmJBVoWIQ(I&p9*
zzd-*)I2FbzbXk%mo3!M)(&4F;lK=PPrley#apl2Tb^2bqE@{mmj}}VnI>_L9Y)oAF
zUFqfXK1~zTiUrCHX?f=N>R3gTYD<dSU7bev<#$Cw@TW8Ne2YU@n<5UKWjjd`R?Z}y
zTr<(S&KDzq*8H6!jqaMN=tmtA^K(rKCl5$uX+N3BbH%5w<Ka~iQ88+kREZ?~efOH=
zfjW($k!0JBGpQCs%PFghYs^PRL^tL7r_u72PTttEN<b>J9}x40xUoPCEBO&RaYN$I
zMOD<eWoGK*-C3Zg3x+SQHD&e3o}|nwqi5sF9Q_z6aDuR>!G!bd0sk*xhxptjuXyb{
z#$4>g>h8wQ==<roYpo+4j{J>3T!}Biby|CTk+Em8z?Q!IXEOH0b3uC*d}o;NR)6Ya
zQjhsWfmWph!S|3F8f588#K+siQsG~ZzWaSB|MWIrwPYlTuh^49KG?2|R3Py&llTlX
zWm*HRdV*K)+>*WM*xO(OkDPVk9#fmANmU<2(~0^pt0?XJvExYGe0H62_9f>+_=N~p
znQsqnO`@kp{Lfqa(ui0Fv8Kladr*hFF4EtHDt3A9b8Ky2-_#%pmOv?`MVkpk3)&_}
zA!$)PBm0Eu23s&>eozft#;PK15Tr^jS+>ReXBeRz8aWEBv$crUCEtDucF)H-gtS)5
z-MtgOSj$Bw7A#ykH6(*mHj>Q;CpVvDyV%|?*wd%xAy#b9B42qwu+o4Q5f^JM5ql%~
z&{ST_0h3R#sYQ;IcbTUC$lo^`3e!y)kLkJ6OMp?)P+QSo+uaIDZ^?^uf(KY0JytUG
z@$s3VMHrX&^uIutWB=;QM%_bmPG9Am8>!G>8xBP5F3j*UNb0uO`Cp`e-D!=oFjxYM
zI#tzjeR!M6w(uy{OZTQdG+ItfJ%H5#D}mSagLCR+mP&%6+K+SMn8w%!ABrZOG(Eu#
z*^J2RtyF9V7qJZ|Xa#$zSDsSHKq&cpHnNgugdabWnlIoEj@#3qw8rew9(J`EomZ7A
z6Yu?)dU=wnLAD`@uM{RDom2M;R7`!$2m8z=;*{~gE_3z4$m!@g^CGr<-Y>n(VCEB?
zxyHc;=VH<g$Gc@MoWEEmt!=CV>qQb%Ej5h^gpr012I$@GKn(EI3y%F!)Bfhmd0!Y0
zZxY$|{t(+}Q{!MjpSt!&sbg&3>d>d*sK@*k--v-Bv;(z_ll?gOMv_r(W`sTIpX&YL
z=#m+sr;%GNSNI^gMc$_DJLz8pVqZzNEGQ^vLSN~gJo6C@S;a)GH%|op2R}-pe&+@5
z*XnLfwY*pfBNs>`IJ8%!QgU+Y10HAMjM-35WO0sldpUM3F*M>{Hc8CO!=t_x-w(l_
z)&JKbt?{-x>Xit#rhal3X^V^)ZMB@$=Zt{9maiyr|HMS*ZUSOuPinJInFA#7ZzWe@
zn;@`f*s8>5zn%BDFMzjGJSS}xIQKBbts?sfPK>y^2*vNeSfSeYJ<3^cS`5iM_wxT@
zwc^t5Y7WvRn8kd+NExgkPw4u9ms9@?D-=*c`$hfNd|CTOZ1<p37u2K~(9j(nPyh;V
zV>7++u5&DJDCmDb$87%)QBt||BkgSDtboEHyVcI>A3@f6|J1R&>zGpT7Lx<aAl|NB
zg@)+c#XQsi*OfYr1IEM@%Z`GDAj7~F?Ar2G_q#FSTSTR#X(Z%i-^L8Sf{zBU-CIm6
zEKQW9oql?N3Mo70Xl@#VR8+qR)1MR_T~-R2Mu~>fO2*py$6@juiVR8q0r<4FQ&v8P
zvKv->Nhq*oJn~_IbtQb2{<_C(dH;eHr=kyx_A0IN)jO%}@SgS@#gs73IJEIvZl5LH
zJm`r}plS7|+kq97cqO$s<GSoIBll2~dGKf@@1?QJH0T3^>E?9K_&3*N<0<0!QB57B
zG27YYYy`gaQ|26Z2LF#^x)f|n=S0P~WLcElM;FI9`Xd(na@?2UkM$bPHdgMO*avGt
zp?sg^N(`T5zO0J$H)|d2gBgj|g*_!I{%n}&OKV&PEcdQM<XfX@Cm7qHim9@+O<JPu
zj;HtRP3ehcE^Ek)GS?;1Q;P4Toqzrx04G7%zOV=lD*?&lfnHB_DR(5CoSfFSuX^*(
zBfIWqVp#tGpU3p9DH|uPRM}W+cGQgXOs5k}HJdvSlw&-4(NaXYJHM4lT@9ZN=#uNY
z&90pYKfG)?AHu!OeL<yZ&}nuM+FPJl;y{W3?f!qAdDp^!4<?(Y9b)M~xVjjPPw>V&
z{wMiYrTwKpytR!++0NQ*w7*J}bnR5d${*qtAh=9@;rZ4!V45w1OI1G7pWYO|YLENE
zi!t36vrENP`&?h%6n(ZY?+?zEm~$fE6ueb0w!{75`O*EM2>vlj%zVhbMNt}rKi?F8
zXu>~?QDz*-y+%j1Q96_(_{Asooxk_SXyswfi}|B9L;FtO{(1^OwC%_Iv=nl%=SGHT
z&1aof+x~hAY1OTO{{UDisIha$xusa1ExY>%g>@^8;H(S>)QnV;Yu1VX04)V^{{Rp*
z`0o52eFP^gz;yJ@X$UsRbz<~9YE;>x#@(J`e<57c9r6?Jn(D4oJ|DC^@gsjK<<)XY
zHRwrcV50S7mN%7_DA#i_z!lI%ZuZvJ@W=|f=OaBUBG4`*%LRA)rngyGEwFQz*~$EB
zp&MMw5jJXC50FuC+?rcq^3*pclU2~<j^#&gYBFh9)On~kNO3g6XeOJQMGKxPdq&0W
zx&HvBi~Q=oY4A2Kpgxi>^Q86z>4jnCMtxL&D&+isF3$_yVDdm8t!*7aR@yFqfPX6D
ze0`{ibO}%%tUsM|(}U(4l6E|QQ~`A5Us(_7RN5_<FpP15{HorjxwMPjiKbogbiYCT
ztE$?Y#o8l>GiT6Hh-7j|z#ZvTOLN_hE3ebED?hWv1=6>fH~h5(k1YCPx*-Q9a@MY?
z>e-8?O3}@=5gfSy1{`L)sk|?Gmc#9uip0#n>f<CJ`mnAu>@Q)h8*Rb7xj^0OGhVFL
zA85CE=aJ-993ZZ`OQUCxm||TO7az1x(flo?C6|=<bKSWaaTMDC{0Bdsa5~&$P1P=8
zvvyUAK&VOifcLLaeFoVq(&`x{hHQ<z^fl$0@<=tygp}pH<CC7asj8A%23=NFrreoc
z{{T?9zJl5ATXcyNfPIHb$&ynRp4jWRC-JL#lX)UIjxsI5{{X&?W?i-{uz!e(^Q81=
zy%?ori}1c}lb+P1ZrHs8I0y5n<KiVA)huV{i26tkPeND3VqdoXMt07AVl(uqw6ybe
z7+3qw1yr~>o<siG{&lV4n0(!C&3$APp{$LoJ5rPKJ=;!;$<xTkU<c(}GLW_~Mn?pU
z@!G0v5!xyarLk7-2r$FX8^Et-N9I1!x{b3c?)h!)=avT%d3gl~LtHWzxxWjH?>#HE
z@gAK8wvBOevN&RS2N>t@&2kzt`Pz<p?HQ|$p2w>}a?)};yHrK9FoYP6EyyZOMs^m6
zK>12@`Bfh|pkab=V=6^b)EmmP^L)v2+z`i#PMxma#|=N;O+{~W%{+Dg03n3;w2zO@
zxgnN|VCq~~QR6n<tu{_}TgDI970lSK`>2;08?t{2@n)?iev3=sM(mB{>DPGUXjq5!
ztsepSn$JR(;VzPNGZiaw2G(T9s69nt+`0b8Cp=3zKVB;)9;|bU)3GWX(K|00Us~&0
z?d9&BFP<fhPDFbNVb|sDRdnaM(k~&A2up}CLb&7csJu09uRF+O`HBz}b;Wuvi{X7Y
zT8e9n=_PM33N{>eu9|U6R(bf$R4B)mOGIGZYx;($;52YUyMyHnXZ$JlR<AVaYZ&<f
z%adJ9{tVMBtR}j!mgCHgO9YjHQ~Fc<Ghn9C=V5~912x+Tu2*f(0~3p+sXCOl{Yiui
z9AOt30~N1saRP?)r51?1kPSa>R~&sPO*DM$>fXr9)ramO<E)~%-AeG=_>S--p+Sid
zulKk-S8aYg$?Yxi$$Zz8c$VSEiEkZA3MSYOt_CX#lH1h!Jer%RpP|X#x0$L+ef@t5
ziT?oAk?BgL$#pZHrHw3u<v&XD-*fD?vLN64y6mj3*2lxqVTYL_5Wd+p#3?0qj->Hg
zP#GRZ4CiV9qwuFrPCAOUH6%lP&2e`e3V2)r@9R|V<r3Vn9HRWI^c6I0UgmkT_Z6C|
zsN@XwJk;*)YZc0@S%DdsXgJMunr+Ep`~BI7VO<7K<5+Qgi-0oS0ITBBqY=bO60zLI
zyC~?+YSxn6?{tXT3qaBAX|4|?c|S_((?`B|BWtNhMZpk7*YT?U5z-@zPZxJ5dw>LB
z_O6cHvs{H`Ay`*^^gbIKi<7O%1D@6OyIUtVv8$IU`{Y$0sqSl=@qVFgd#78QMcSLe
zDtd#DdM~0fUfr`2T*}=3G|gi|bkG{%clpVNV0vKsR&`?e4^Ii~sZ@>kIZJs=Qx^3Y
zuSxLFhG36R{@(E`h%69qju+s`_4fAfS^fs_ox8&RBG&#*Hs388zaC*9#s285j~Dp5
z<HYyhE@IQ-IEEp>$Eo+PD|6^Mxt)uCEb-;{h#1;h7PHcmg@!+rxb3^!+PM&L02l+)
z(vY|1Nt!KVREOq_(`d~xkIfmT=8Vt-vqovTqcjM1Xx&ZC8K7hHM(Sp0%>X}j8>yM2
zGyx{+P1MZLO&}k-npQXJtDjs`b4F;e%Me~&T9Ni^yO=T4%axb;QB}#Jmn!TRXVrct
zV7hF1$NJ&?jd&NtJ#<{&3rL$WTjU>i@BJ&-J}GLAr1(-f(BazUQGTT#{43@iR_&&d
zi8&<X)YFZZFsrU=wlc1zGC4WosxhgbIjCBT-06z4u*zwt8eyqsh%ufkV?(i9?Lruv
zh=JWH{{Uoltb`foziR3<g!?6~?0)i2Pt&zHE3+!|<%#LB_=rZU9AqqLp;USS&{U(u
zt^NN1*1Y&#zpVoC{cA@Eo^9lMAn`j7;xxbTlsEUydD*;wQ%Ux>^`-34*D>ga#SA}=
zn0!*--!<o^?fq%LYJcxj<cVJK=qJTb{qs?`ikyEDt_a;f_o)TL`q9Y{_m1hjQz!S2
z=S)5)o3kIzxUV^ndh4`51L|6wX>oZd)2$nnX;&{N`>EE47_NcJ`j2lD+$hfSKN^9&
zS8`4SpRIScehl!wl!31F`-`UQ=HJXBL+`Ya{Eci|+IT+a5H5$LKWsoz&*9LTow^M{
zKBtqP6J39N{&b)4l3i!-pU%B<Z-?Fx)R%O2Pj2V5QnC^F6N<sV_&I4ICd*cyA=ze)
zU-bl1=YrgBgt{|<{{V!N>-*>PrT+kgj_3R5^R3zb5?|ZCCDpA_8-XLM1^i83w)i_Z
zBkelGWFPKDpVXQiN@#^feU3=@isb(Q8T{!}TD_UVA!cUa1<5t(mLCc<D{M8)liV=t
zx$qC*1$CN!g{0|91(k#m5zwl0`PMSTL!vcUS-*(#{U^fSBh`w##@5jv<D2Er;amFG
zf-USk7prDRxVkp%LmmJlo(JJxgh}uGsvF2f)r9usWJwz)KBBSq&P?cr8ZgxPZWzVS
zg`a54Lvi{Q{{ZV(EMNvFJq~NK(xNf8t*0{Khs*)>R>A!%nYm4}PQ5uN73n2-rez1q
zCXEYi8r|(<EXlc)GP!-Ctz5<B&m4V93=`{E78;4PmoFMfqxe{6x&@stWR7JR4OXQV
zb5@L^?)EQ5^2b!}8<SSa+L)>nx6MjKK^55338iDrFq(s*26?0=lQa`ZuqTRqXA;DH
z9Dh2GH28jL;~(t`0QDd3Mrf24=%80Q;;W-Bn(9tLr-_IldJ4?ei%VlBI^fZ3Bc4AQ
z%-s(&O@YAUdkTwHLlx(z0RELc1Wn=jR1BDA41R{D@dP-M+F{a2SMwE1Yn@4`$w#>B
z$B7cf;s75jC;jZzrtuZ~sM{hZx+gWyqizYF+*QYn$F%<d3w_$woZoXP(}S{-FWX$p
zCDO|zj_zC*EOJjZ?Djrm-N266fq*W(`f>PIh+7=EQa~r6HSAg?)R($FwZvn2McCvF
zkVSP-YgOFv^N2e}X<o&Pws+Lr7B~&S&lTmm*6WWIPZ${{Vz~FOV?Z{v_pyl47dzNv
zit)y|Np+n=QQMf|4(ozBCxJ#HNhFZ6T2fri^)fX{7Hg^9e(pqT^j-<9i^kkxLEPrA
zUayjYN#p>(k5gGvzU#QhrYp^pKAJ05Z07(EYLX-KMgI7z+p;Qn+Y(!kSw%jEOX4u5
zQe}L0W1r5q{4Bm+uVo=0DUg3U$hZY$x=eGtkJhxbdDsX_{{YK228v%1Sc}S&k8|in
zRe9l!jsOLzZ=_GMI;s1=Kjl;`?@~(`?$xqnjAQbtE<ieSKk*ox{*~)=x%s>({`-~p
zFtzUy*xh($Xi`(=<O~s6o)C|E%`1B?aQ98N;bYy&IU_wQzwly%Wg`Cov<*Zj?{c3(
zio&cm5v8fs#cGpkWh5jbrsIQI{wzqKvxq|O#IV3>*pX$5LoUu4Mon^>wd&n#me$}!
z<;9kA4>$un)|DG+v&zfi?JK2Y&HP(0nXT#sbVdk200m=dahI9D*o~Of+O^N0B(f9C
zva_GW)Y>92w7-`eYzPn3*OK*-_v_t=%hR_;vmMJhKc!|N`AGGv_vbogsq7uc>siQY
z-`*T!?wxI=xU-v1c>Y&tfj^FGxX?9~uySKk@Xd|!XB$tbu5u^?OQJ~X0uYEn=s~YY
zi$K$Du0dN!!!JS!Bl*{%O)F}Tna#0Kr)4F%d6BQI+Atmzka9@DB8w|TvA0+wW@TQP
zslL{T;bcZt=m;E9BQieJ84b>BM6IGeN^+BplhA(BMtTogtZywNVj5wQ?MO>2NUll9
ztd`T|naD*14_dVg?!`(Fe-P%o->V77`lwX4euBJXQPf&(L_gjJStdV;$gfY-rF$<A
z>bFjIl}{x`d$$$i%*@f<%ls(20re+}^YJoQvOeb{rOQpoj?Hrp{_V-BBwv)&w#l;H
zN2tv!ra`V-9>ae5mu#Ew<4^XhQP9V3ryn$gvHDd#EkV^7k@rDArF8>DYn>`Puuj#1
z*pEyKQCpQ#O6cV+SN$63pZVwgY6!+<0=2Y@U$n!hMhDIIc3?i7)?8!e^f;uAFLM2&
z32zlk0Hd6fiqX?rORM<SR%RgMB<G6AhDn)BDUz<)+6Hr5x)$Zspbmvj@T?7XQTUO`
zh|&^kvF(~jShTSbKRT+CJ*!69cSwwS4wZ=VO>VKx0;@U$l_P`dD@#w+q1CMm+98T`
zICzQVA8%3bUGutH9|0;3QueUd$l|VGb=Gep!3-rNeKVTtrm$UV7&Nt93yd_U9V1@3
zrIu|r=2F*?D4sBLBK703s$L=1Tf<%(l2Al?uBZyczr_qgrblDWex|wcbuA8Fr>}yd
z@ikRPv`%y42Z>|3m2?d(h0|>CjkBY$?erhcxH8l+$v@Bhed&bPowkS6#tJ$ib4F<>
zps~czI#tLmlWt^C%zb-Qrrr<v=05{K>}Sze#iR%L5B>CL`xFQJ!~O+M!m&bwS51t6
z-ha-TY*)0bKMHmW6zI)dHUqTB{`sbTf%{CqivIxh=~ygQqcvdI&DqfYl+$N8AHaVa
z0>n9@o^9tJ^3V0AnB*N}Z^DoWO(tj|hgje8rj`Kn$J9^*vq3c7>U)X_9<%_tqMMp1
z1K&P5zRv_&ANq)={)>{nX}E3fPHX8Ok4GK_v;P3Fl7HyAYv%H~IjM)jX*K)Hl?bTW
zYT=5ZbTpbRO64{cA9|KSgG^DD=cjsxYhvY%zn^fbe(2?^pxur;4l0hF50!7dhs^x`
z6>D{E6=RO9xtS*FH&l6}HB8FHo2V^O=7MM#{nQqy^G0Y358YDRK|SrvcGl4}vq;-j
z6m>OOcRQ*gmUcK*9Z5cw)vmJ-fGrqXEOYpZWW!3_t)M->-u_gZNNO#;4w~0Y&^{m9
zCI0}3rjFxQVY)k2`TW0NI%nMRT)w&SV_emzXf%~;INyQfjnhBXyL|<6W;wM>!+EP*
zPc)M@;S&7P%k=aW(%M;gqSoL3B|0tcofbOVS>{4N+H>=t)9F&3{S9MIG1gC0AN~>V
z6YA0#ZXj_Z@*4K#QJenzY?^V>yg}iKl3V>h5R><?u7~~vxf%Rw^}f5TX}66Yp#t7>
z^TDXY^Pl_ZWPNj8u8!6>BHvKcjGx(aNVfWhn>%k1mf#Vdah~;Dscgk5$!?8r4{MNk
zgGslr)GioF4a82Rn1+!Fz~po7U5j{uG`||d;r3$I^Ta&8&61Dlocem#m-v^%Q}}-A
z{=i6%HxCOAcs&Q_ipNh7Uuqio)h^#R5xO#;O{7+Hq~wggu#xm^fn-LF)H)G@2*@J1
zYpr@u3hS$5aLoE#*z(I9n6v18E4Pk8EJ+~f$_V$(dEdm_Q1+`Z7-a8Uw4$7xWNTfu
z6)2tL7tpo_@z7w7^>8*uatN;{@Xor|S_A>ynII-6&$mz06{>tkEw9{^jC<6&4)#Kh
zDO&9GOwqd->0W&wkJ>T>(FPv1czE*0NV1`W`eu@&JM3xonsQs7PvV<%;opgOB0-2Q
z7`l_)AFt(HhPMH;)TTqz_)n<yuWHq`FA4a;e#xswsc{Lyv2Bi@?zi-=H(K~>EyC~8
z^<=mJVN&npY<g}SAJV(&&8XR!w;pb5o=qY7&2>5|{{W%He!tGMHJ=RY8YBMzr`X9F
z_Izbe{0L_?v!zC3vV<O+b55VcJXDjXp>{^v4Q5K&V^{853TrXVXwGU#V;W{@N#>YM
zLC`pwLTQB1O#>8~v0^vhK)$XjsWop)Bl}JQdIrq`XHw`x<F!@2P0%>?6`>@NF$XnL
z>C<V$cB(m6j^`<&FPV9BWZVg&WykwNk^HMmP>9}mb{T*h;Nbl_5m?PBveueZ9H9=r
z_^!6zIKI(wX_4gJCz}?18~*^WS4&&O*A(R*T8p8>42I*ibiNzY4!eCFvj$+JC+S$N
zYHhEY3Bem5YXj+Be}*SI4ydkBGG}mnXL26@0EIeg&cnqv={`;R8(OEsxJ34mY0TnT
zIdI1+7t|WS^X1a-CbqP=o+XSB(nBeXzCCbpUa4ht^Xh3P1BZx&Dt=cO>}$)l;cIIZ
z#IeP;S)79#5?(e3o_#B)l_#O)VCvPYc+}k(msgKGg{78xbKY4CAJ()4QNyKK+LbFM
z%%5nN{l)vE^QszrM^U(j0JtpJCp`yq_zKX~?x7ONaT&re*&noPz{l3P>K?5<4tG|N
zHTjKtDaq%(W5(O>0r%pjnp3h#Smm7YRc+7jhtrzmlhp2nY@0Qe`KiRAS_VC(2B{-c
zrff$D^?cQH8FFiJ`jUBimDFTl7RdZ))1>m6u6Tkyw^p}9?#~LoeNRJFQFcxM=);O}
z+&6+fW5Ift+HJnUBOJzZxb7>Yo>TT)nDh4`VfojQ=(@z3W$beX+VP)G)#~~r*4oyW
zEy_v^j0llI$xnQLTJ)(^i;bD`nCujxTiV5F+2f4uCaKBjYtwua9EQc@I7HlV%y13`
zd8Vk1r)u{x1I$i9W5*qhc9xp{k9Fb5tt7oRp(EQRw6PK&)P`P9(y@fnn`fzv!@BfT
zIy)V1tKtZf%2>ilBBJvm%#nfg1mylz=c4GPrl))l-cKShNk21n9Q#!{wRoR?pQV|_
zyRhBn5XFG^>OPsKc#2V{S=;G}jnR$r;B}R|egd6Jx>&3(1{5Xk?sB(s2A2b%;8ymU
zyL3VU=0`7&Va0ON$@|W^$Lm{S`5>}_58~Pf(<ZqowRX>1tS=Oh+nmXyzA^im#(soW
zYW1y)c>K$&%MNoid5`Kj6_0|ary%sHeanOBc9L9~d^cq@V5>ugEDszWE7ZI{smH2l
zuw4lQOSB0A?8B(99nvqNZ5r~@a&Qo`5Ho{Y9suzG)Aa*qGk)fN274aW-%hGdH`w{i
z*8=NNm6ox0J%BpMoj|CJ(j>|O1azpCww#l}snOGCAxZVF=DQygsU)FFd5l8(3aR$!
zB1{PsNO~ze)X4{)*>~c(eR4ZUd`)c}QXkyLWVm8@3t37^CvFQ5?WEDq{6f?g-%PaA
zQ2g@9Ze{hyKn;22&`WzOXcdo{GZ|zaorP&?*XLZ<r@3s1i(qH64uY^QXEzs(CVo(G
zzd>GIXLi~81_G0%O;a_K0R<8;5wZ5FvCW?J%bB)7Yb)q&%kS7-8=JeA^o^^zj_zAO
z4O{FBhb;?k8Q_dp38S5<Gk<#sE3t<+-Vwap%UiL3)~=qnBN3#NF+3{E9=!}woFto~
zf1$|!wUd2l)*6KNt}xL#Psr5ejB-VL8R~vv=xcw)mWzJ`8s)g+RZ%$fY<2#XHqf_I
zmZHAQ=d|fOi|F6WicBB7DZ>8%F;-)`klz`G5P~ohwmmC3Mt-$FlPcke+7Cj<t!Wm@
zlvV7{WAM(hb!#9aAl*bT>N}5Lp{w#~*B4hAOIX#(!6SqESB>eqweFE{X0*5w$^GCB
zc3KyUyiKm_5LjE>qf0AbxPT3#xybYt-3(ev(nro>GKs0V(v_D}zSHbrv3c6>%lj>u
z^R8qh;E~Y@@9SP+;!S#Q5o<GF%1Bl?i4X7~=sl~d_=B!T1Q7UY!a`CUJ=~q$`t$40
zHRrkG`WoS@QdK2(dYCLcX+R00lQbI0?Xa~qw0qxi`=X&$E<%p=qKXj$j+D@O5(;>z
z#{-JivC|=ROPl+owzgyP4ogZq;B^b?O;A|RjwvQ$u}1PR>Jf8_mRn1kbXS_*NY%Iu
z%0_FhwkvCGFfc}z;5sr|OM}9Ll1R%QexB8dsCiJ^6@gkfocU<JZuMXeNgqxJ*EH6_
zsgFh|sbGRznN~OvozFm`gaSitJ;`AN5=*pYwk~l|41GHvTIz42T_?i{6fy$RN)}lo
zZ@k#a1Jn)&rgL1fsggj74p`s?<l=!`Qp=8Mg@<EZg`S%Ygjr*3Wq=<w=ICTS6dy(8
zn!(pDW14v5Nmh1@9n-3T=4aE6RB_D>0hO9<8KBgZ6u6`vvDUYThoX(6g7Wum?6LW)
zX&42<`m-JZ^c`uW4V?2vr>d#^DTWA-Sk|_6O)?8e%$D;z?3c=wWFU~(&jfV``c_p8
zL<ZIq*pHz!RMb){L)rd3jot>bAN3MX{TD5K?d4{^jriufyc1?W>LQ=|E=uqehnkve
z-6p)PBC6Zubf{;x+7A`E6ayJJ1KyyzjSf^Yk@c!*#ZOa_xEo}}I?fX;%DuXpv43qN
zP4cE!*wmH^_WPOPB%bw>-0tT0O-=v+bf)H_7ZH=lV1EjCn4OR3THNDkerU}%a*_9i
z8;7j`J2Vqb%^4oF!oud0a}pInEKUF&Nu^aT!BZ^6-~c%!_7$$-d^-~=fcm>G8TyM*
zdk^;g`+aFPQi|P?{h>TJ5nxsImKYt@*kkhF{Hn)?{2O(vk*I1e@LI9l3v(p7^dHu>
zyffhO8BI@Fk1`*c8)-lEC;tEn?qZD0;E|uu4`3-M-&S#AajKuYPjWpcPqot{^0ez@
zgFkt|%eU3L*G;EdO5D8ikD<j^v$R#lMQz)SgQXLa*&I}q<t}M5Jxf8f)$E?u?lE$^
zcoSoAKFm1>-n_aUH0T$X(81=5Iqh7blka64IB#%rIQFk)w|vMef$@Tu)8&;%DJ{`B
z>$he<!m@<5Jy^bI*xd02yn2_1T3mhm64~@P47K5wO`Ep__04;rZ}_7X&+zHN&(mdi
zPMU^IK_eYl<MghmyQXtgjgO`DX*}H`$;s;iAJVyxAI2X}a7SwB^fR+XvIn#)pUSzP
z9Lx=)5B6)%r}3S&WqL^-P2t@|t#2-^^Mzm-eMevCTGu*`e~P%FIfGXWJCZ8<-sGNZ
zs@j~ggGm~bUF05Wp}QdD9&0)7N%~c0xZv|vv=XK^=JDTEWexY2KaF3p@iq3Iz(sQ5
zM^q;u{uRtz-E7oWUZ5Un(p<uFLkxB1qUUR+vFx57@hm#Uv&SkaZMb;bki+R*TLoDh
zB85=LXk23zgW=1$W7NY$<N&8Q`c~Vv0j(po&N`5BpD9-9xvckUv2gsFrp-fU(2jsj
zGc*%S%}Jp0X$hv2Nt#0)nna)M@_CuY1tB#~^@xb$){}NBDK}$Pb(t~Cezd1mEIB!@
zU1nk4q!YC-XlU^0)_FeBeGvq1IRicYt9MVGt~8)fx7zgPJQ3C-{sy?gaO)zvk{L)K
z*G&!Riss){w+psUmRP%I_>}t*$f|_>>xEir!<CyljhgC~<5IRz(jtLygRVcl^sM-9
zt|EaV-<Z_p5BGkCud+#}v{(9M`>dt^0942L8@zAn_|#7>m3boz#hXsJJeG}ejD2?Y
z{40KB*~Fsaxn8C1FT^+Yn~^S7G(R!kQ~=(i(ETb6O6N|yCR>Z6Ez=%}lauPqaar=|
zI%!hT>(NSoyX3e(txIR7Tcl#`!#$!NWRvArK8xJeimO^~N3e=~#n=`rdtLDzrgbWr
z10g?&{{Wz_YgW7Sq!C6i4*^GI?fKRHUr=$GB-$B=%NQI5?erei&dV!ArglHPf4V=d
zbJdyELY>{p*KLLogTi(C({1@IY96GM-<o`Fu-7f_&g*Gn^0g(@pS^}Z?v81RDkv;Z
zPSsy?Jlor;Kb2E`2~pQmuAVcgcvV?I^DN&yb=cqidc}x&(3Q{5oR3l~SHoJ2aL&+7
zGZc%l!R`%G)NG{EHAjp#<p(IkqbccH^ts6v)SMpu3GL%I@&4=&w4mjGzCFF^Q&PLN
zIkui_c~^|16lM0}q5-nEcCFClfz%q*jqLS>3v{MCk^cZK7lMAiwW3_aN=iQx(8gP!
z(@giNCBc*L9poJPnv9sY5eq)v!MgsHtv`mZNyHPyDD-C7e_kqE9}lgx+x01<2s!ei
zZSH-z$RC|9Sv?IswL4zq{vWnWD4SHDI75h({{Rzu{Ri`|cTv4JcXM1j6Uo6R?;l#z
z*7b(Fb+oroh`%bvm;pzi{<Y2CFhk^mK3=%>si`!TkyK*kE_RB=vT}O&sic{uea+O>
zbs05&-qzb`lJ4na^o<vDAIpJU=<2bdB<=o-dWQ|SX+G;t)MHs0FCrL8zVQC*_Z0m)
zDD?{q%V>jdjCs)m)Z?$|Nn>#mhl1o5wwLeYs-Da~mC&_TXFJi|5Lw<ml;%bItT4i(
zj#85D2N*mbN|yG@O9}S5-i$LGgQKsgHC#mQe{`k2g)6&RkCiuj9-raQAKIHCYpc0O
zjA16hJBOjgZOP-G4?>w2`~Lvh2;bpeEMl1t%^QRCq%1(^gIy5C)QYn_df65hwE5ZU
zT93s0V4hx`YV7BY&OrSIU~9Uxwt7oPBWF<54*6JhMC`cjn#a*>mfka}-zM91<|RMI
z)thyFCH3UD_a`8qlz$*7omukUPgZL~FQH0Sq_*6Sd49`lv;JF3IUa(t_np8K(xoi-
zcOahU@)Yamg|10~SS~PkcRsbpH+_#@n&sR`=EWt%rGQ-V)YKWJ>r$Cc3v)u%{FtK0
zcievp>--^jjU@Jxx9+ZxisFlH!2amPUehjKF@!jg4&?r|q$Or^;wkgS%W_+oA5GLJ
zvz&aY<xYJ&8tMEmc#b8}=TRtdOlW`QqMoWf`--Kj!n*x{)NNQB*jE=3bS$6V0=dYp
zT?#TWS4=XuLOzGqo$T&RW9=Zhw>EXJ4czIh*EWdPI&&PPh%#gU0A>9T*0B}X45{nf
zS7D|2vfe}fpL20xcZ?gj7jjAd`V4dKD)C!uvSnRwM4NY4o(RMKAgw(~=ah7kH~?9j
z01{1l{{V(<WAG<~Cf6?G2UEOVuqJs>dVYOsF9+!ftLjoa%(CfLm}#CkmN?{o%fJ~O
z>lenJBL3dim_kUhw#q`e;GX7#Daq8ABHO9YOEi<p^UT}jk&8PX<kNFa%^9R_l1j*R
z8O=8}HN0M9`wA=tn`pMK<J8pjW73MD3te}IwF|Y<<#}!r8)%3|m&-y*bChpf`d1@M
zy|!!&c4s?t-l+k%cj60!dL*(U-Z=P0z-D2RNn(2Ey=Gip%XJ`mSxF1DZ5RM{z#I?4
zt5HdTChzhqpt04o%`(MAOElBC%)@9<PIyhk<S%oI=JQ5q3mtyE(ckINUrlV`9H~hs
zker-+!ZE<W$6Ol7(J!p5E~UD-X#}XGTdGDM57~(%V;yTDrDp&$5)@zpdQ^Sr3mp~L
zif#jyvysFBLZOjz!_@KWbL&_#O7lq4NZXydpIT;UCV_@|qo+>4TvAe_>~O(%VCNpR
z4BgZ1tu*r;#q=^yazJ!|IE+L)7h(@R2mn?2wHv84>xtmhCMgLF(A<QWe8(I%0Udf$
zT}^2aj{bWKNYdl?iez?~pVw*=k8GYetW8H*Yt;KZQ7kY9+(L{OJ&DE#;07t8Y&Q2*
zmi82c!vqka+_6CzRn9v4=ju&o&`lvUn9#ISb43HO?!Ot~Y5XB(ilvFv699Gp09Pe>
z-i_dxV@U42LwOyAvFFQn+an6}{{V{mq0&4pZFG?%&GyAui}Xg={{T1S59eM3b9Z^G
zTp6xsXJT?$&QJOFrAb}~9x=&Q(Dit{LGbrR9#y@(R}4D8kYp$R1l6GrkNh1b16qV1
z?OFc-g?QrIS;hwYYpa9m^DImF1I<~B>>yxi^CABLrdQ~HLMi(s5uB3P_ULv000rI;
zmR&Sww2><R05MimO7OM#-4&jbFg?;J+xl0CtT4FwUg<rgkIem0{{TuOvNFg7Cf(0M
zH-$fwVA1t^?8$hC9ntM__#?wJ{rwWd>L5}4u~l2)hlA$i=@5_iOAq90$l5(p&O))=
ztW3RCE^tTWYRo<$@h!dtch`S}<o^I#pJOvv;$ztKseTdoJ-TVmzwXZC`qe3Z3;1GB
z^=Ww@`?H_w4RR3p$Hme0xw>zxTdLxGLh(cxERsL_){p%KPqC<qc!)lR!~71>iTN+@
zliPAP{>xP+_!nd{W7Y0d_T2)X<V8fk7WIe*Ww*Cu=+^GPsUo%fJ@G$M*ENVN6HK-~
zVavL?0TgvS=8j5*s+8?^VZXx}JSC>z>dSc*-OMqQ1C-h2f47e8JA2j^gW<H(*>x>W
zFEZ%-&|AsQ&-UNc_s7<~3&ncWcXOL%!$k{bKn_*p?7e$+Jaxr#uQN?4cWumhCbo<l
z-12dF{$F;PVHxFe?!}poNj&DYZ4;ra$OlT+wjC+V^J%vyc52)4ioB1G^_?5zikW5R
zxthB><33YP8NYhG_vu_0jBizRT}@Y`&TZ75rI_w)ei$Exb&_AhWfa$PpWR!;(y{c%
zYV%EQ<*)91J*1PFCzxK`;Pf&#1M;U8sp!#d$C&RtS9H2(fo`$EHj%)i{ieV_rFl<-
z?StyK7fv@rX>RipdS@6PsjkQ3mF~++4Lw^veC;a__Ec>ZmEpS~ZQ;$#aN3Q^s2}vn
zIb-?Ot3)c2y^mS5lv?R_$j9bbmp<HA1>-$HOT9yOs~5f@!j%oc9CKVQx2hT0iE8JC
zJ3Ecfn?sGhY+V-5Lz-vXH+SZuzmqZ^dYbxA!+sg?{Jt2|T5S%(W;W<q-rZQ1$2lgh
zQ{_5i6w&i}xhK6u(-Jz@)0Z9u@QucI_;$o+`?2i*0MKhD<KZWRZh`**K%U&6`QvcI
zAD(G@L|TeIWw-^UCZgEhhc)ya=fIr;O#PEq)F40f&@6-bDXc5MfY*?m+3WVR4@sag
z{-BzUWX<l51H-oFIHi@d&&n%OR>GRMK9MGf?WfG~Jg}0kV{EQ{xUBn@!s5Eu!g*4B
z^&2S6*)?5_K10n!Pc;WhRzed^%^9GY1{t85LrI!Lu(d}};ZxqO6UBQ+hWsa^>fQ#k
zwbbm<%$bwSA1kRohNf>p#$2xF&q9{HcU<@@BzvXNFT|>PLvh1@-$Rej73P}9hxI)Q
z<H^))<bk^uUzGh1Ls*?^YDQ&g=@-juBf~m*ma_~?9&mk_dy35i714Nm!T0*{^HrAK
z)E;J#aDIcmIHul#IYuh&nhAS(;lL+AmzrJB#^*p|lzI`_#cEsK_<vN1Ls{O!f4c;s
zvG_PR{0(bE;7{!PM~=(IA~5{P6!79EKI1>qx$S33*ECc&K<QK3=kMFHI_Kzl71Ft*
zx;W*@Q}}OFT{Qg?+Y%*+k%u9*8Nmbo*`Vj~tj$|dRr%$Z$jUaMDiKtAB94N&rtvN7
zCe>w+{<)|h$X0B(Gu%nJnn@V<J!q9!rJ@vY({JB;7H)35*$k4BbJ0(Ktx%R$naejP
z^r@q>xR~^ed%TLj%!;`MwT-K8ySQ0gbdD}m{adHyn&*7ddYy{URzvig1t00RLl)?A
z0sb>iy@j;~d#EGcN8SKqBh*q~YA{W=aV1n?VvOJ@`uC<mtZZ?*Fsi?IXB%p+wkO`b
z%+0J@XhWRz#b1k0l`Y<Rl&AxMM>Vhi00|UjerY5p)UP!{^Huv?epqu7`jL`p^2H)l
z=O=DcHVN7ZL#e?W@m+nj#2WsbwsW$r!gB<N*ZZg1xc#vXj9B{9;J9mc$RPVtjI6?~
zE_HP5(V+f*nR3y{rCm-LPx<Dp$8lwHK6mn*cg;rn;@v>8UPO}sFs^uI_Ro6CxE95;
z46FyEjQ;>Cr6nDSP;&T|r&OAZR<IE^r0$?_i;SPfvG29nF28YVo?0Hu)xM^&aUbzY
z$Jh!y{eXzqZ@+paUA+PrSSNS6Y|gf5!AN_C7%iR?>F-(jEZy>bX*&ATmx{%^oe5Z0
z12`S3#5PmRo7F&1?=irt>I=97sp7Vy5vm2;pn;CP>Y|eroryG7Z7)`aMv)j3gR!zO
zYVN<KwT$BG6~(m2BOk)vm6;{GNJb<>kM^sk({<Z(VfGzWR~Xxt<z0Tgjc*%Um7JAS
zqa{*0_eKT2qR~Qa=ZR;wJnU@zr`1U4Xj@A=jGKGt<Np9+<ZUDI=zmJNeWhD(FQ#8W
z@t^r)EPyio4?|e<K{7ECMUSIrG_KZ-8mmiGX{L=M5BU4G1KIZ<%N3yxjbW!J+Ha>a
zZR9Hrp#B`@x%*p_WiOc=A*II!`Y++$qPe`1;rHE6UAlpu2jSY9oL08f%5<v9^7C02
z^<7!@DX>3xY@c;U01C#qpUojxgkQS9)|n*5_~^8$h}X<+Tlhs|DY-kdrkynf%848O
z8X|y$BafK+3a>#Wn3K+Vrz~v8jw&@~mK#z=0{qR!Dccq?mORvK#r~A`4at?b&vQ<W
zLllbRx9d;_#XENt(-V%CG^Dwn(pc{8T&C_p9gn3?=GkhecIC6YKYKayq&~mwpVG77
zolHjFWBa4f_fzXpOK&7!F;dZ<jyVRM%+yT_h;FPHM|W&MJsTV__9KESZ7)tb&Y=aB
znlYMJ3KtwzJwI90EC-iwaD1lw(Krl^_!{<42iirW=ree)RJOObo=E=ya<NCSZS}{g
ztAgfcIEs#xZvI4mCc1;dJ{Gs|)|(+SN~g_mdv_<?^shPK3=ZD4Yf{u^)wL<_?g{fI
zY=BSQ9f#pnGtE<G6rkd+_hQjWnkY6L21o+5po?T+0nd7^YaV}ie+shl`AA-xL1JyE
z6m2z|_W84&%Y)DnP8yVhs6+TwS&x;P8&9PhPo+{ClXr~`NHr1OBlsFjIaz0E^fYZg
zhM*dRebN5_N_f72^(;RML**Vpq@Z3vf90tBb50XN-6fCnpjH}bDp9q%5PpV&gVKPp
z4HYKA=|;go5&kqDl;a=0A&mNp0>c@L5t2>@DJjJmQ%auVm;p4Dq*7vl3MitG9_R6~
zcX&3>+fYOQ0FdObpLHwKYXFWTwpluR4_f*U<6A0tF4dgjMfwtd?VOeK73IO2S!aJt
zDD)kwVJkq1)8?;vY*3Zto^q<p-lU$j8wW%41I=26e7kbz@5piZ3WnkHwR6(5cRG_-
zvKq6<oUD$g*y6TyWYo1yLf+CT9!8nMD!I;bYY{&1$OLDc*MFpVlEENT{fP{0m>y&x
z5<S5qBlD}J6(_4R#L7{JyBnQPiaa&{01~@9Ehfg_&q-OG5f0*@V6#6s=eBE(ZwYII
zk!ca<_$N+3GAn8?6~JU>hJ8vY7zARR<PM!%9qNVmh+<vXy18~8M6uxhVAoWmO}$y>
z)0QR?vW@*pZQ)N7EM?)-u8upS1N@q)NS-9HRo<GM8R>%K`5LpUc((4~M3zU%w~w$K
zmd8`yHChiA>k&9_womjDwm&10S-DbMHg-Zan!Ab%eQ(6#<}_RT{IdlCiEN)t8uoif
zzSFdrV4gtw{oH@Nlt!Rir?~^L?dx3kgY}J1T+=4G)T9!nvwx$jsODb8kUI)Pp!l!P
zmS}uVfXdsRKRJq%^uZNyj+aN7ip0UUPEAI|+leDD<wA0i@CoY2xjyHuHZ&)kRWYM@
z#Xe=Zu$+$MDE|Q2YE_5EkoD6nrTP)i>MKrGk>pN<X7A3v^I8QwaawR>0bJkP{80xp
zcxW&kb}Jv`Xg)5zwc_VMl|H-I`K@ItaxOGl_*vJ3#Wm&f(VIO6YnC28w7?IgT#sF{
zsr?QqM~w8l#FjrI@(_w$%!n`)b>ttz@vQkIj)>8l9pbG>$!lw(M)`aB7tY7<sXPzM
zC-AI~2{G2ZeRrrT<_KAx0PFzS7_MctnWvur09lc;@ut|p{{Wtn0u&FT*H7TmJU!s6
z?QTvP`AnWpI0NxHq_;hH7fz2ab3evcjjMRot)cn;&Jxxy_q+b2*1oNE6{W&jLP>_k
zA#Wf1-^710`d2sMLVvVwb$g$fTA`4!92r~g{--~MLwR<@oz0fXB>UA7INjKm?@?ou
zy0EUUnX}C#^OAF#&zel<nug6`0-fx=J!;j4qpR9NvRX}j99@h~;C_{tcKhVVVOw4t
z@s_3Gu+czLYiBuVCCOa+k3(6zUsJo4sOVjb#=a+m?&~+>{pkyTJl3tZ#ZMR8;2ls%
z2mJJf5A>_hd{)z#54C6;+uA@!<W{L_-aODRt(jo(rKpvLJjdDy_ux}%48=;N^@*=(
z@teeI>L!N9ahwoPsXvjfjeacZQX@kyj}$Vp@arkU`{37@cwXYleQw;`#}p7DEM7z<
z6!y+LX1mW7YZls*TET7hISdJzX0{(I6VL;W!mc#qx-hR+QGBT!<;?FZyplHNa#)|O
zW8FSYUb%b&Sra}@X(K92TaY_*QRkXgZfS(pXH|tJib@Hfb`;W5Q9$fIH8Rf}W2>-H
z`PaJXm&t2q1PXXW3;9=y=+Sw)yg%KH?ltHMe0alBak@F{J2a0)hf-GW`qMQ#4L@D6
zlFs@Rnim}Bx4vtNgHvV4&03cF!5_t0x@>W)W^gxu3+B`OQw&mWlS+|`iHC4Mg!|V`
zs_WL;9g_Jmu2<xO5!3Omn&(xHZ8BwY2}LZY-n@Ur*Cu^+AqRzs1@FnNY5S;CZnXJc
z!d>{k#2SRGqfnVw{&_&E5PN!`#;X}0Q;gbb2v%}GbuKZJ=xRlKb&(^6P>Q5(UW~^a
z(SLUu*`l{E=7NVE0IOH(X?1jzPEuP}hDJsQAoZpoWN<;juA+2`;waRhEg;?Wtf_R_
z75-4fbgY~#^g0!E^pV$iSu8bMPb*Qff?&LFEAtP;R^9KzZ7%LT_M4)};G^yz&biMI
zGikRzOOBu%de>hS?7D5zD#}a~4at+!)K;n~txr0oT8g8yJnvZWCatCxD<7X2=+W0S
z&`TQ?XxKM#j90&=uN>*NMF-xoHBBPJQOg*RKV}1($<tTR>7|R7(mZ}UIp3m>#<sM-
z3F;b?ff8=ddfB?rn$knJmF-%7AJrt%Zq$#vpO_jW1$|1XiI*+mxiyEvc^yH#yxM=e
z8iGgXPSpMxX%-g7X|;ESNAXA(`B$Y{>bAEwO?0dZ1<QL^mTOnD>(|oVO5eCl>;(L%
zqrN?BXHFK_;G<r>N$T`CeMe2TwVjsNP>$j;(TbHnt!J1IPclEwy9l()eN!u$(NEoP
zD183_O!TZv?GQtA<-<C--M8l8gXn7sQ?|#g3Y{A=($$@UtHxOL8>-LtJ<$8g2h`@Z
z2ZhSTxvl|xbjK9SYsoC+Hg{QQvw%+}J;fypZZ}f@011%x6DM4L6$2w7!4=WmpbT+>
zI}zMgWbpzzQ78@-8{DY_M4vHcR~<e~)SoLHiQ~!Vl_H>Y+Hp-Hp*tH|<$|ZQv7h)C
z_=;&+J7E178iI;f4pK%*JE^9C<M>TBjGt3Q!<19M(9yBa@S07>)X|gcO5?D&+sQdT
zl=XGaNXe+EqnKQ!k2nFs(ivEc4Wsd>Xs65;AGEh6m-D3w{@VU^8Kk9g*qdkjYx&ab
z82<oRznwy9D7aX$<^KTFNdEvjk|QiF`@4lv=o+e2utf99kw&GRjsO(Xcd(^owL4D&
z=rZ`9UXCeI8rC8tox*@f^!#h9_>JNPyS-f&)P=RR#`RvCheiAaXxOY@4}1(hQT?TL
z&mBV%$KWf?+1=!MByG;@S(x`Gx^2rF9!hStS0}RAO!`rpZh57obc;`kH@E|*dXK$c
zf<G=i<CE5aCKvz#&{Zp$x4zu)DqESnw7}}sL#f4DDIvpebBZ|Z$MU9=%_*uVTz|Ft
zQuEorN@Xn|AM<~E^rg#xd1^n#mp=KRH69C-#?$!FL+3kB=S;x#6aYI40DemG-kh^K
zjv0s0)O>cP_oUDkmhNHFL-^Ch^uxNJ!l~r?nlgQ9*hTTEIO?it-`W@>F^|r(!8By&
zG*}HZzE{ug-+`XAE&aQHd~xYns^u6krnUhke(CA{6s$WVTkUq|{#s+|DMYsI(p3CT
zD<c>KJx^~+N-P|v&=I#rL-cAZ7|}(8l=t6{yT9QBvsLKYlwglv-O2rNUp3vwnNr<O
zPIAZG^{=LWI<lvMtsRC+>Ihfs<;W}Mq4Gy1!R3$0zUS7kiuZ0gzkIJT4JHTO91o>Z
zcHJTNs|N}`oMx&I=Tjp{qD1N|*L*kO`vma)m)f+Xm`<goxma381m^%1Y$zBR&3O!e
zd{*7H)VBCBJ4V9?D9pG&P;*rVle<QrSCv&{&f`<lbe$5@?G`rC8^CcBTm~#y44t4i
zsmJG8Rxs)BYZsqlrSbDQE(>61cLxLi0IgW_YWKHI6I@H@v{?w!uH%F6jGxZ7?B`f5
zW0vg^AlwUu2M9CAT%Ne^T@jpRvN^F>cS<QYt1~qid_42LwXnRleC{MjBuwMbjQ+i=
zoe?rlLdm){KX?u?{VSlKN4B03aF@BBY`YLQMl;ABp#K2%sooRN&ECHpcR%s#5i?G}
z9C>TWtfd`Eg!xlVntFz(s(5El({$?#iLItcy!($YuJ_~v^jv;*Rv(CdDUH5uQb))9
z^o?8jis{<=Nv4|N!mG~aLJ0f5gYv~LR$spyP4$c#)l++>d9trf-AbBfGJH<gfc@-t
zGkd+iKcTC({{R+m6a~1_ty|tH89&CYoj%S_zh`XUSiq>?!@5lTwTdtMjKliX+M?P<
z68faRIz`)0i#9m|eLnIZc;^xU`Qo=N{wH{Ta5vxGL+vfTe^t$K@^~*ukR7JtGycnu
z>MD%h0=NGFmN)aL{{W_ugZzy(D!!&t!sYVrk5Yrh9v{^RSoN(sMm-YZEx-B@uRHjS
zuG=Nq(=2W6qW}**;7~l%)Bs0rm61P$4wVC6+-ndutVC{)VOMkg&@tcZSh`_L-Ck`%
z>33UN=Hf*;`ML#P&jO;QStVwy&fFdXjAzeIS4H{Yl>LK7jf>84H2CK;KivoDxUJt8
zYKV~9_<GTUL2HjUX#3BOpM_=VQ?;BIJ|MYeHxoMuLF&$a^Zf>KPw=g<xxSxSy&Isl
z%*~(Uf8k%wqAA+lS=m*q-=Z{b2li&02Ak4j`}?2wh~Rz$^(L^cCCSced%L+Vt|YjX
zw@D)wWA1A*c{!p_p^8^`86)y)jM88eQ#<f$I_g430qa>womAs;v$p3ZnmIV6rCe?q
z=~*^)n$|uZ)bH&L)E4`q=oy<C`U<yg;ayU7+{lrRpE1e(E3&uNbQ@hd+TJZv9f=5B
z1t5ctaz3?I*Hf@yqAgO~XP|Od`d3V8)3&VhCyB%+?F|U6t?%^PKPe+z0rNC)6Q8N2
zK+(mPz+=k+R`27PQZ`$N*(5n888gS>RHu_2Pc^Qc4qkar;wfE8*0QB+nzeB*Sk)#q
zn>#7S$Z0ehO!GlC2DS<*D4=#0lQ`)}O(8sS){`BLy#;m|W<CB<TY`Uj$g*D|)e{&v
z$*Ue`y=t~OC#;P%xg)(!w}f}BUpL;D&&PU_Y;QKCL`<aQ5sKh7>5tlAxCaad#y;TI
z^V}V$n&$O$z1>go9pmd$ChTuQ+`w<`<O=K#{Bi)MiN4i8nJ*EqLG4(;ocdIrYhxMW
zr`jEU$s6`}YS)HVI0xlX?ONwhirO;3isI6CUO}gcq?v#u)hU?Dh274M#{I4}2Dp&*
zKc#KnUlul_c6RP>rE=D+r~nPL4q3e_f3|s&894)@k3m$KjHz9nG+KcT)~_a^pW?1P
zF1hPgqq`#<)gvbhGpuP+b>voj_KTd3DwH?a>T2iP0Zz0wA#LyHu~|`AnB+pNwTm6Y
zn-ztA>qtW%aaQNJQcpF`-rhZ((=u|7K_mU4OPfPV5ciGkHtpfJxB_B;frQUoS0>j4
z&nr16B%J1~E~+*+&Q*?j4_eIM!xPl=S;~4??1U`aI*UC;p3MuNm<%6!$JC_~Pn^|z
zdy^b^Jt`?=GCu~1O6Z7E<(rYOZy}P-Hg2F|qLFh`MIV)Hh<f8DnACI<e(^#?=Bu=I
zeZ^O0=AomdGNBX^Q!-Nu)Y#Dx(MyU5s2G${MF130RwJ>zop(iTJC9XDY1xYD73jrS
zdpo$eds)-!gj6LQbw(dhXtNGvHxy!>^%PNHxZG0WmlR@)6p(;m*QER|@Y+vxF1dW6
zZLK+7-3x#9tBcTdS+&hx3m6oWBMrx}9qZLRUw>_(Xtw?u(=fjv^UC$dzq$TZttjiv
zaN{aAy_|ZS-->nC*L8N76ZUxiNLSm|u?eK@MQGj3;ROiU1r$=MmS6=16I;i<w;qD6
zGXM!Rh@vzK1y;M0q+{`_NTi4)kh_-6CQd%I+HveXD#{K!ia7K%Q9#23-i|3~ph5Ui
z_)$RXMSxtIS};lZaDAye)397hF-{_qivW~jmlU)JX{A1%ly{^QgK#vUZTXx20zGL)
zF}RL9d(%lI?mcPP1j93KBP7sx>J2C)40bf2<OOa=Vd+JOakNvmfO$C{v{JC{d;b8(
zdugt`4`mz(S--T9oOT{uwexlAnAt6tkr2Tkb#C?bf5g2K?_TiS7S?w5ml7q~$kE*~
zRVoq31av%)*1V=KhH4c50BU$^Q&F6s?ECngKPLIB2uX6-RUM{y^}U7er87ZeZ6(B^
zOBIY{fI6Dbksc-~A~G=QtPVwe8y1`4oifd>O|Gk^M#B;bEhLN|_n0mZ@}zGF_<voC
z7MiSA0~pv$QW5#C>W30zUe9CaNYC#VKDD5;p*RM;gHZTQ62?RiW)EMU2U0&3Cb{dM
zhg#e!Su9fNF~POCN6-8P@M&_L6tQY28>b{!7fP~jWgj-w>fYav>DRSywcK;59&PMu
z4kVJ@6{3&*lE207ef_I0`%k~oRpM<v;@Rc-Sj!7WaqLeYm1I4uME3h!?wgFM$A8we
zZK&B3QcAS><<QZ)vAy$4MDa-<@H`mXkHe?ZyNxyvv3O}oC2lnlw<MpI1nd6*eK#M4
zX80GwvfgSl$+_O%1mtHSnDC?X=kTq~dSp7J>k$SR0JV#6O{h6Pi6*p+Z>i_vD(d2l
z*KN&_`Fd2bzok^%b5kQ$sNr$GrSx-(u#Re!ZN*Nfie_?5xUbU`_LmEh)~g}Os+!KK
zx>lO^9C?IdHT7=QS4&o6sY-8^bvZv9YX;`+Y+@(Nhda6I{m0?bptiDMr`zd^m3i@Z
zcKGEGeZ~B_{A(t{F?*;q_bf~?W?5U;&=0BNwJ+~vwTeZNhuZGGdGXN!`=~uQ#d7>o
z=9fe0VGn0bLL)Uh!+kt<&?peb1aYYJ{{ZXrT^6EOOwz5iSWoW<?`~LiE_;3gu{=2d
zj7_WDFYe$!yC2?@x8+GSWW8lnR1f$q3?iUNh=4Rmm#B0OBPz`>bcZxUH&UV?64E0z
zGz`svbayul-AH$LdC%|u@B6-Mz4yZ`Sm(p6H8ba&efEC#vv+&n;p^~tXPss$^o5qM
zBIg?zdvO3uJnc?W6U<N%QGBQ)sBfCrYqmUTTT(k*shz4spg!bTgdD1KqQ@(g#d0k)
zlqbiFHcQ13P0LnO3qTwI(=n#)6Kf@z*=M8yAd<xb;-)y(N-2m7?~e!S(8bmbxJtFo
zs0X#J*~8aLsN&diqM3IuOQ7>(yY-{)CU1=tQ^+K0#iKDo&3;H*R@UvVTRt~y`q_-o
z;kEL5khq%DWyt3J5@-l9i(OT%JyOWN)%qbo;{e$ur5{^W%td!#=wv|j$@7o?Nv*0@
zZ^7DSu9(@l8PIw)s!Is0(fvSMAnOUU_~!vT`JcV9WvJj^@+xQR7uE-<X<t8{kxmvR
zZiVw+t-yUh=^_k^H{WviUXCe@i*09bll93Dcbe~TY;--jZ7b%R@KlmS4l-rE6O36V
z_J`O;5)6&vMtm8PcKlMnm#zwNs|v3hVtVMw3nOtCKxsP3b*vT_<(8Y2GtezNDa)|V
z?m4KKh57U8H_qdQ$*=s*vJ1`CN|R=U#$eIBO)q>V2(cg}kS&XrlbvXp(6M%fFP3E`
z37E57qDaG76elCRlJ>RrEy^^Fca>ni+w=W1I|km#n~0%CI%|4eHCFF&+Zl>{-~+!t
zFiQ>ym`o<njuCi^7#U0ITLv6S3rT(MdX!FCJ*_H~jo${XXSTzspITCMGXVU)@<*<N
z^-t+xuTe=RT%9rwLdg5B)O{5=B$P{4Fi%?@Ic|a6`t+LPhk93nlmhqjvT-x@HFYzy
z)kZnFXkvLx6AaW7*F>bj(5KHg6A5QO=ubu-9wBmBEp{a-KXVF_$I(KsG^X8b>c4cr
zg!({IFv+Zzr;7vUR#q2CC%m+L6e)9EVqXRQN8<Bez0_~TmR&JcGKDUg4^GW`|6$lp
zu5PK6UYkn(!+6A)TYi+AtRUML9eI!p*XR{gEL07%A4sB=>EnfnTdh(&{w4<wx0si;
zFV>X`*K)ee6AYc0;$HRN()$qnl4k<A1)uM5J^NhiPLujOS#R`*C7qE~sM9w3-Q#4n
z*`5wwCEstTlypKRuIwZ5PnlqWXzsR^uJOa)sXs1MAY*dG=ZP%t_E%83>La5cIa8I7
zaSr~1U32qr)9-Bj>+2C02YUI_6=hW$0%KRF9e#77-7|JcFE!H`1Gfg}@5Qv3A!2hM
zsbIA({dpFl@|=*sLif>S2at7xT;tBehcKcx#Ct)xPfl^5LSYMO=5z6}1M^cOtb@o+
z2r$sGMgw?YwTjS{R9H+YZpCIFHbzvG&BfyN9sODL@d-G`&Hbxr#p-|%I(@&RQYQ0v
z>J%lyPtF6R7`ORx8bmGtd!)&y$+sKvsY^rgoX<*cpB`i#lRn32`OJ>_+<XXniF<{<
z&s0K_()v4MtIEbZy#!AB8!C9viezPT;{$)D@6xV{-hK8pbX&ev1M6@Rxoqx<JFjul
z3HN;SLouv|E#p9xKI2eMHN;UuKkWQ5K7HG7ab_Z39NbBv?kyLEnLit!7~_goMsn2W
zF+|say6FFC&`)6^u+_}N3H`QAxrqib#%)fZa!bAC=hb;cMVz#z3gG&psp{IK|M);=
zsH&?^He1*hFbC{vsBTvX@SibRyqOWk`a_FbNs&t|E2SXq50nJaLanhrcah*W3!h~s
z^@@PDGTX*)TvmQI0t+w%vx~Ze>tcpTvweanl_3$jwuX(VmBFb;E7YF8veeKmzid}<
z#mC=QexD_~?;uP-?4jz^AmfS>n)qspnK@<x+xkUvapGBcb*F(q3yCDZ**^@o0HSS8
z<gw6?%D~P6O=mtgp_lF8RN)c?_I}%0Y_n*rfI@}1;)KtrrC7U$9^dv8*G9}HU{h`b
zSelAdam2lQ9Mk-h;}DjoSLpfmmA}uKfqW;BTC?P|{2*{TPRHE*BTQJhI6&$6{Epe4
z`rCfPm^@K_*x!(!b^PAsa{_LW{b|su24J_$_lSx9e8}jyXyHS9t5z$xnm@ptW9wvA
zpdRbt&Me#c!ca&r%=4n8`xq<vYb;v(DwR?&-&3$0TiqdnM;tRUzwkoEdTaelUlc+~
zPypq+z|_7-UDGhiN-`VPhuZK=LUv71H<lafx%$-N>y?>a%bkOUHxcJcBnkVjNqSGR
zB7~>-M5WWQ{=D3t+hA<4u#hl)^sXgkNmqG-8oEN0llw6=FI@Bar2m#dctM+h>c^f!
zxt4>kDOS=D{n7?b+78UH7;n7OlIJ^vh1S@n%zD78^x1(Q{Sm5!%!W>1M(O*>9@wY-
zS`#PM?gexFrO^%p6CeVmqGn{OQRX5pRvv$?oZooV3Tuq<ZxLT1K5q8ZtYKba-kcZp
z{Fn{j$rD?P&X1ppG1QlPjf~lky9CZaKluf;T~}gmRR%kqPZlx99>|X>q1cnTYR64I
zCYSo$`=x_f1V!f9GPt&yCVDijwy4*Pt|FX493JB-fF+>5?vWAp3O!C)P!T?fbT5Dl
zn9Vd0<A(z^5Axr7{%RePeAnan3)0mfpi%CPPKz@GPnMVa5>)7wzxc09Fs^FWHqOID
z8OvTZB(<qB>fyzd>Eo&t4y?N8e$fTZW{qRhi5WG3lD5i)$g7o_A3_>yIG0z$I|N@~
zIgoC!7ze#zm~CGygiSi?wjGjlahcKEPxR?B&ChrJ>UHmQcL>f@rzHgvYS=(Jo0B<t
z#oD00YUgFm*C%G@h1GC3vbaOIydpZBr)Va}B5ce>hZaT%q&fiB-AC=c$Uz}~i|^A;
z%tvCAMXzM=^3FEO?chG`AacYAw-yO!N>E(R!A62^Qa!>#HmZ`p@*VJEEE2B#v@dBL
z9!Z*j=2GM(a1}&VO#*``i`t9pB!_$y(yoAfL^a~Ch5@r25QoQYY~T#B)|Zehs;$js
z%;(}0iHAcvA&jRgWJS87BZ-}|WyFe|6xjvO7~2MXttH=hPl!6&YRoIKH1jR~ZYI+f
z$#q!y722MJ(yJ71EqK2+QA3EW%Bt{DR<4U9Y~r~+$1@H6O_gy?>)=$FPEFoSO@3{K
z@{dypYZL;;pTz&Cb^`%}<>ahq5V)n%jF_BsuCJ_B^W@W`Os!@;>uXQ-zivp#oug9J
z48GvTV%c?5(l!=aD=RF<b>na%vv2dLv~GL@PIfRaY&DJ16&G6v5;640#hNQ8o@;Lo
z27KiT9&Bz9wAxMn*?|b%o;~SEhqSmAr!yBN(f1G3GeA{*!Kze8R+iAF61fY}s^9HS
z?(C<zX=v^AoA_7T-fSzFg~Zz@?5k>A=g@~nC&n9N;5(y#xXBHdUUmgsw1-&`^$^|+
z)*^STcBj6%G?hrFwRP~#c|L6U76)r+Ql997iGBcax;|kqb64TlI;ezLUs<(133#|J
zxQJTpa>+2*LPqa6`hZ7^r)+g6+GXcipVOqZRf@~GIV?Lo=}g}~Xtt|WHH&hiUo^eP
zR=%=j34+ugOO){cWG6+{MAy(bFQIE1U9{5-CfUZ>*e-*fAnzw=u|@bNgI;qCj#s3h
z`Re?P9-13jJ<}1Kgu8FP%jj}iG0iIoNuq!0KV61$i#o%q`D`IshjbN}QH(DIQU?q|
zKoDIiDL3HGv${@NI}5r8abOg3L_GG$#jHk{Kgxfa`M!T1ZLjRiOOz*^1L&U0PdC32
zxo8bQLIOJ?zqOiS-R=%=PWq3emX-n8ic2Fv@ZzTrtMMjcQMC`QiD9mU-8<MCV=q`{
zFt?e1okNfKGll&&YwncC#UjmCcM&ktdDEku7?N7c{$Rg;z$4cLy;5DFAzCcGVJK)F
zqz>2om5%W3muG0TJ6ZO43Iw}lxz(-?B;iKZfV&C{_rdS3y~k3-tIr>s(OcKU`{$E<
z4E3bTM1R_@!}IR=RGw5Pa}VgyCOJNsAfTjMnS4B(PjGY^IgC^)Vn#}Bn=Nrx6lrLr
zG5<zhdE`IyZS*jEmVCJkt}a*S74gA%SMaXze)NG2C7}Kt@ZsA|#?_U^#n+^&ydaDE
z%@k1cIbh3oJLnrO#jcjFd9Atv{1o#$JEg6c&}Gm`-oa}+>{HUBQo6^{_e;n0A9dst
z3lf1$RD=?g7F+lTgC_MX;cl0WM9C&ZN|?d+0xLf=Ld8Y<(r=bf0N&z``BUZs2?X0Q
zC>RM*%Mu+$p9!4hb{}37zxLZ>qkjmEYjP53eOzQCBEVQ$4*ly++HUjewwP!tv@#XO
zF|EIc990Adft9RuQduAS^Ndr~!Pv{GV=tvqskM)0c>fslh|E=^T+;~cEGHUZ4*UbU
zVxR4w3{wX!&?l0${Z<=lP1DyZ_n{g4R^HUyJ#d1Q_YDG17A8(_y8b2qf>H|VB=@tL
zvPX@_aPMnS-*4J=|HGh_Kk-cC>v5TgJT0E<@GA1M3=@!Jwf$gk95{EI-qr$KAAgHU
zv&TcFMS3K%O3AYM;)*~AW+K#xYRXjsd5KCdYztu(xTaY@&#}KOy>33rMh-c9S0kiK
zw2<@luogK{DeS6!v<4cblyymI+TT7aej|J+(5Q$#FxIy)#B&b%c3!k8W>qbeA=!JX
zVD?fFZe5-064lT!_U<;To_<?tqVjQVH1~eI`EUByHur~`5*sM%%eV{8wCNj{pNju5
zkn=>>){6n7GTEkjt=tP8jvoS%?z0#IztcW>$#EIPS3tz}FYA%lb}QFN)3I$`(Ui^E
z10d}<a$Ry?&8R^a61p8X4f9(sj9dY7>I2QzFu&PAe+ouy3U$A+ETd6^yaTpwk>ga%
z0^zE$Wmko~f}|6ypdDtr$L?Ul1~%AAxcTZhON^M+6mwV03+Oo2*~|mJ_Hq(|^9qgc
zL@L88`rx^{!tM&Y555wh5yfL3kv>79)8eM~74qQM<DAy7cegpY0CTCXG-o%h4m9m!
zy5CPa)=IxK(1*!2!X$Gm=z33{Qp##0MQoa4Lmb`hBmI2(AOVy9mBq{iy?!p8pvx%U
zw4-~j%s*EpIr5MCVdA{*t@E{a+cQ~0AkdoU_=&E8Qn{a5JIsxk0Vx}19$9x*bX!}R
z>TObS9u7HwwtcY1=31n;C8j0dCMdU2IYTMsEvH}T#JaJoL0OwCdo4h0Z-X=Zfu{@~
z@bQWu^WU^>ges0AaE)Cgg-H`L$bG(Bk&M(^*E99*Oz>Dog6i>}q6j?-=@F3mF+RZX
z3^X(R_Z^~Z<r(2BrGVMcR4y(y=#!BC+tNX+!;QSzl7S)Xp&h5`p{)8BnuDrNlSQ?8
zvV*MZ{9L>i38sZoFv0QZxdha@nxf%^gB?GL3ztVRhofc##j9>El5H}^kWG4@jQ)|?
zUX#abjdtW@)`bffd;-aNIQ>txWtCM;txR0b%N#glSm1R<5Xpa02^kOw%=$9^8NO*8
zIO;r)2X0^yY4Q3sq~lizGaxM2Ic```gf0$A_&(ZR9V?oAa`Y(77veH1DUto9^wTrh
z{T4F8EY~S5F_KiL(52F`p`<L(l)^9g`UhWJ7d?eVcNu1|du?_-&%wTlKRGex+9&s)
zhfJ3Ofp2lE#i!(oURC=)GoH2=7?S0c+t-0;?;sD}b8yHai*(TbsnLgrp;q~%(H}^d
z^-P@NP)qn<3>}`^DC@|?AP-`{{ne^1`qIyXha<O)cVWOO+<>_p*O2IxzxbB&wjG3f
zj#?$1=?q4(OE2hr?7kTg1j5H`6dCO7G<@bgn9^@<rm)lcQeLB>e1lx}(L*|s`9Skl
zJzR+<`jniX%8pxspYB)9cP)%37<-)TYSsrJ2s3(LpRh7B7+ud;1NUC0!~P&^RFa#G
z?;hy_!2;_dVIv-oEt|bmdXN{SwZlrkduu8zVnT6ZNMDGM($(6_ZLy2{`hqw_CqqRk
z8{e--vWBu3VBDa;$<AvB?nj&zU{EiKd1KzG|A-fh{NJQS-GsFhANQ`@sN+<rkGN0x
zQkCd5=eyDquYJ=ql!$Ciy(!bZJtz?-zrp`uhl1ozXC;bw>72Co;;}}yF~}>1`}cme
zm6qlz=imGxO`dgW=k&F-L%PHp_x!u&vi3mL@*ZBNyJy?y0x$H$@B`Z}Er5;j3p;Cz
zP2VT)=RLPod4~8#961(sIo1ImiKD7nz==O+ttfn;>O*ipAz9>z`XBy_Jzee{=wrg5
z9nRPAaro6}4Evv7uemLZ7C#xoZ?~Qr^`*!4X{*bf^b&6~3a*3W<?W#;ozUf3g1;UL
zGeEan^dj8fRMm++Ihirc@;tLRi-a`Znekw#r>%It^e`fUZm~ksr)q}Geb^cxgg{>n
zOXU3z!0iX{t|8{B(PsL87;7I(0d|w@cf+ZB-7Y>AP7pD3z=9JKp#EM(PKqId{)?~8
zmP6oV&QxohA}*i&3H|y#*Jj}DE-;6@!z3KW*;W{S0^tBXjoUi)qniN@hgA0S^v}1!
z+xR9{F@phUSI|nD+d<ED{84PORk(C^>^H1EezR!fN7@c5$F60se$I2SBg=IariJU9
zKDR4&aF(OJX_{D+BPQSMn47DAWIb^i438M&Tb^`1Z;cvGd!LTbD|xB(yfdeT`}dK#
zGvLQ3lJ8HG8Rs@X*%&*BzQ;Fv_~dA#I^0&R`iX6v@-?^2>r)y*P&|shAuc!)sL|T6
zU_oVX<ohuG;2-O8R&a?_^(~ZtxS0D`;mfBK1y~~W7ci&pV=o@Q<O_hDXZsc^?g^;a
zp)VAdz8W2o4Wv5j1sqOhRAOb)peG6$awU-P>nSz67hfD8LTZ@zS&q$&n+d=pkuEA5
zcC6hZU?(X(I`BMg6%=womg3^^Ci}}JNvViPZ>GdS5%c(&o*TA%Gy*2~W`S>8p&nsu
z@0(v=n=@VO{o=nqyO((>+k&dW^7q!Y8_C`LW9SS-wi#n7uD|3(;Ztv3zn3x@1r>M7
zNgte`t}vMbcXP1rJlgE`LqiK~A&^GE{NVub+-up`Jt_MWK^GpDhH{Xr8WLADB}<Q2
zbF_I0<F#IxpI;S-+lMRJva9_8_6r&K6N{7z|060u{G8Z-O5bm)M{OIq)%uS%^9xot
zUU^NVyD#G*gVRj(M<6nF{^JLhePDhPl{n;r{Hkme!r0o_8fN{5Kj>xN^syxW2caGi
zHmgQav0j*Mh|CIXCI^14CWm@sYV!vuZ}1;a%;V;ICdCS~qA>9XMg~uM@<PWq60EqN
z$L3-xNHGQxay-rAN5inc0gQq~idDluR8m1wQbA5hS?3!qR36LR9kx~VVPj7$azWbJ
z=A-VoG`>o*dv|&cG9(xF7kAMZeqK=bHBk`dh^~H~`(`r-#Fg(|x~^B=|GRc`7!(cu
zd6v`E6h2p2^NFtMe0E2$P%vj3a6-sbK6-ou1S}V%k_GiOpE4PpE1VErL_Vr;d+xf=
zxgUAc(;Z(wDZMr!EjZHUvKc#srRl`oQHIrO2jn3J?;<7}9!L!rzE-BadP*YuW%JpA
z4P{nSTxjQ0qT%neN%C^Tld-r0!?jZ*$~C#)-;;UEjoAzM%0J`M?pNRn#L&<Vk&`k=
ziEM}B|HFXoaOW@N-q7X_4@=w6WFN=X%^p;A34+bP{SLM)$uCao6moxfel#vYJ;wYG
zL)LBJKy<aqchIxgk!M@aj+)MvydrOtI}l_=nwYLCDjJd7Nw=|?p4Y;>tkGc*j6o(x
zDw1R+5eu1fc?k}b6Hnfw5C5oH&B>+m$@{zctLO=+(L>{_&F|xA{LP4p(|X*Da{)~p
ze&eqyS82MsP^d0D6)Ad+bM10lw&2Np_c|>U#SsPXyUWT<Z7bj);c%r)PW9wJR%5A~
zfAd)w-T)m3NQ3u1CwIhC{2#<Kb&>6rwpqSm^DztGFDP=Qh~2w{X(4hn%o#C|6`m~-
zw%G)oY$hyQ(}R-St2D1{$OX%|L1)aOhg}<6x8(O!j-RX_e?F%FsK!hv%lYGh%pKD?
zh%lVlZyp|fa{|VjeQuXHRHVxH4V3?$c~g8!!zNSGC%t7ShVIW$)|q|K@dipLpoIF>
zoSj4#+YMq@UCY%;+>U>5rrT~cnON&@<?U-5@jit=_v4npu-)ngZ+qn^`C`D}6{})6
ziVv%L=@I;aI4LKpAyrR|CPq(0z$t@zaYJn&Z!dAcb8Ic@%EVb#1qeC%6DQ5mYr4}d
zFhzt9O^u4|Lef#zbl;VsG=x2P9!7KOk{x0?Tsz-JP45~69}O(%MEP={{$8q#(0i3w
z60Rxm=FYF)1sq<htd-Jm6la`me)Lbc<K)ZzdE0T%A^HR@yf)-(*I_!~!}EYm%ctZ&
zsZbwY<Q`GHnNGXwRME3kD@=ifMheP3rngi=T72ByKg)N;yP4M$xkZ)r2e%Txnhls6
zzfH|O%B-AiNfrF;%bt^`m;O*u$2aC@MRfgq@Bd*S4gzO>`+%{7k@o)ulfjK9d1`t|
zPzzca#-}cu6B8gOi%lyt*_3(oxcBXkJ^6nagzFEVwE9z1M5jjRpH?Ppj%Jiuw3D?(
zUW}aGNoL9)^QDY^@}sQiN|P@gXHu)9RJ4`s!g40ss9ep`Y^eTxT9VL@{`@`i?imx}
zGLmNZfi{&}rtJo`tE1mwecTZ2Zdvfhp_r@fEq|lZtfjlZ3E%@M{z1v)=jcgs=RFp9
ztx&e3?LcMC@v=v%8QM@E^dPDPW(aL-8h4|Whg^ERe)x8TyDUt`<XJ|W+rzyx`Z=->
zHD^^#9x$MoAfvNs#0fs;U+0WmXzZkNg*92kobw3g(K_2WPbpN5nUK%cT$k2SE8Y!m
z>5ZtL7{U;YCY@4)%l|Oq6SdYqKD7C%X@|XW6EWOa(L6bgM=1H-`$?*q)1I3zs?B{O
zzr3WX9Ft?X#+9Na^-{<FhCzst3lX(D$$&(^Ra(1+Yh0pjN2PnB8u=Tgb^RfbzCSDD
zKyY)^$aKe{te5JDwX}c~m_`{}gtWdOuh%q8g8@WffYU!z%UAbs@OD#A$i;0V?eR0?
z&r!$Cl%_j2yeIYzQy=uB#jk}_&2`r27p(L7i)REV1%7#@l!iyGz@8%cV_By4M-lSu
z&z>PTIAqvJU(u64hF_`I7l>cb<_&7}Sg!@<3#kbyL&$+BEa{y{{+ED{%n7(r^FdgD
zMYO>+mmwkW@d+#VK$N#ej_@`babPLY(v_eaRn0#zRue-9VTILZ4+5hjbj0r#*vfZp
z$87$2G|7AIr#V!rupel1Bm)uvBeb=SI~{~id{hccR!vTdH1v-u8t{B_>r}SDJ-0aj
z>?*yj<Vmd<E9KMD6tH86*O_3fQv3#G8}XWQ%9Fwl4As?RSI4sI_VZe8;Bk$EH=x2h
zK9d;GTz=U8&P;E;mu;`tI7~!NDUyeZeiK>Po^8M!!TZ9E+3WjcebOMfEtNIo(`@YE
z?;?-8h({vl?OKUOR^(c*ElS-Icox=i+OhU`HC|jAjY@Yb<Ym#STKy{7c~Z2*YjLdN
zl{NDAD{-sS>GV|$`QGC{rsrz+Tv*CiVkP|*x=Y(J1@13+H<x0I`oYxwSoZPIN|*aB
zN)({K(+Z;s{X*Vhol54l`D*Sd0P#;myDDZkh|}?io=y9&BwzZb&0wWNAd^Hwzekcq
z-f2(1gtmjNMh?fuuV1&HVv+5<1ib0odJm@L@BF5`S>WgTn!hE$-@EA;$Bbt6JR)ya
zvSQz47kxUkh{TIo{30Aj$pl_-o4e<lxFgH{_?I3Zx)Ltuhh|mf9<2jpu&LrX`AOuY
z<(C=Pxq9|7*VC*+4Z7qAxtn7{o7E*!T0f0jfqIj+sr9h87->ei+4`FCJo&mBMvT|V
zlNou?{G~xp=ehOR>KA^onu81*p#;BGH9w5XLBl<SK<pfhR$5kzUSn%;lNhhjC<*_9
zUe=4<mTg@YlbGi(=2I&wM$x$;?>}+~cVlRD8bm1dSnzbKEq)W}VfN+dtMBa|FWq7{
zz8`vjet4*heBWev_nZFRT1iO_5O|@TajITVTl)5O$Js?rA#F>3EA2gJM`_W~>*)TP
z{QI>pEowXLYxTHd&&5KXbU$f!_4d9+cM>PIF~*s;;PFBnwifXx&J%u=A|2b7+~pGT
z!0#~!4H}LXv;W$Nun{ANHXUY-ZGRZv(YegAZR@tBEJWy-z;bPNOgoM3Y-;*n*&r#+
zA7evp(^f9XCaxTG#@x*H4CEO$U3Ij5SEuPe9_ovie`W^}866io>*T4&^s@bqj(N!{
ze3Pst9~#jmkg;!i$Twm1X{`5TZ7k~h4wTFU{B*nXqn~9Lcs~no)%7j8^#w6^<3^f`
z8y-<qg%YiAwJAk$>QZ;ro?w5DVVBH3AKM*gGIBC#z~o&*oy(=cR6a8G<=7Z_%gOf{
zPa)6N<h!%6eLqs1JR*u2`4;ZRzRjHV?o%YZqiW9oK*MxIJOCWkd(Y|nko!2_WbV=d
zNZ>8{jJsA*4MmzDY$J~{Bhw${<&?bsaqTX|dnrcT{NB;}i;twqkm)JDGf_i~*}I#7
z0L_w-%~WdA#%)%4J9FBaoa+~aOWE26(i1;*zl?h$z!kP3;O##|w^rb;w2BxW*WEYk
zevBVS)S3q0W-Hc3q!JDK+T%6^+*$eRw&G~Iu-!XL+djNUyO~et8Sg?>87vOIS|_@i
z8!wT4aCmNj`4E&j%=2)zR~p$5*Vc_FT>TZLx+siNtDdQXUzg^&ae|_^jZX?<t`;I1
zzI=U2&ugZx`o#tcZo~YC;nm=wRet=75449U`ZZr(OP}qGzR#u!p;MO07rD1K7wtDR
zoy&?DtM2l}@nJE$f3`XkC~!w>8CE#|fJfkSRqdfd)9uD<dRs=UWqd4HZ|g!>@-<B%
z2q=$;L}?mX?RfH5#ehohIA}cE7J!q~;`OK@#O9c-(>(&uMvEu{{rn%sP-x|^;+w>V
zL_pQqYpx)=3)Tc*kVFF2zJM-BVkG-8Vsyfw{SRYW34Bk+?K5Y{EGQA`9f%Vkrx=w!
z0%NBl+SGd>KjyE)UY0P{{)LO*sM0Ncc_z^@iJ6o7Ti>TZFLkt}H|Of1jazkcgF@g7
zNxzx1JfP*eM$d@{97uW2BMb{+3@R2_L@N=7U;*2&{<U-7g}*q&`#n=xX(x_#aXUQ1
zkWjLQ#eIs$59-%h^Qk(ha3^07l5h$wy;n0sKC7z=Z5GDb)gkxrDz4;ur^SO6wrS0N
zbCx$8to??mv`YHnGVbZUjo_|wUHxzp-=BwrFZ6*NPz6@vY)=>AI7N3sWCi+He$bIj
z8`i-Ba51Am^YO2rMOWZ+e*f0gqM?*pVNqV&81hWjB1(1SU1lgdMh;wNk$<`7cKqin
z%Ix&icN~C`*(g_ccI5S4Z}@n?TI9hkqWdRns(FaSDGlD<Czz>46dSe7;DL><N`38M
za2n^jUKv+^WP^*gnp|z&L}Bg8^q^&F@1TYpUN{$5F!VpOgHWTHYXoadC;`@gCOs2`
z#(7QzL^zoW+j!<bp28>9)_y9<KQIdX1@bF_1ArrY1;%%cw#fDe9oC$YqU%XUUosfI
z5l_uQ3@b2=Kc1NH<%-~z1ByonA^m^uM*sWgQ7P+}Tr8D<!8fpZP3A$Mm2?MYtwpHP
zG4>P*G&U##4P7`fp;Cd|ETja_{?np>^)FyLE88Bbh~D@W@KPj^sLx3&b9^I`!g|m+
zpj#eGP0hxXLp7{gM#f=<!?a6gUC;fiU>tGy0dB5}K4Ufi@<c(=kk0b*g$(j-DF3e}
z2mV{RkR3yYw4r3`*7%@Hghz~bLN-@qyKspRzO__rkc)ajZXM4T=}J}0jOM^Q29JLj
zbh9bzwfoIBMC<p~98E75=RdKGp4;e64B_2(0o%^3Vu_d(riP7wzl^m>yh!Sx%DwYd
zOsflzl$<7VQUA>{(v?*xW1(^k*uB`=p92?Ug1}mT(}DWs?gQCIcLX@it31z|WXI!l
zalY2m!mb062eFuK3X&4_DL7g9CB;HoY-9Ysw^K*5(veem%Bpt<w)a<yHJ>qtn*Rqu
zW(LJMk{MoeneNQ%g;!Cm+2chpfGvJ<Mephe?n-=0$sC5IWL&XYZMv%`Ey!!XT1|X%
z_9&T<<NJx=pBtfUA%Zl0jd@L0=g3oRJnx9^dA~sGt$kxl-uWH5+aQX$dVJ842-B`k
zX-{0cPj4OcFBIycn<c5Y%U>6B#g;VYyhd`4+8&GB1nEZ0k4^v78<ZCr%7A_SWE|SH
z`$qUi%OK-wp}0*lufl2Qt41;n&OZ!KFQU9+kp_-D{2~JEwg{QnSKy3JH9ds|(QT@g
zzW255Om7!yyR-FN^s*>bGBgG2KtL6RrUF}gBceB=lkaBIHkBD)NC3@q#^-d6x57N~
zW=#!*C}&t>u#KhvX`OpvktuP;>>Y=7Jz3ylWVWU)57A5BV>y07E>`@F?iW0AK*My!
zh!+wiCbIQ(*eHEhf80y)<Pn;eF~Zq%`1)pi+vR06#k<b~ee(5$Dt-;V!`Atld9kyl
z3fNL00nvQ>z;vP#!#XZ}R5Exs!LP#W)xGs^#QNS&FS2FwIUSkZ%IiJwY}D%AMKPU$
zyjC=Fv2}W_R>buDEH`_vxVPcw<K;w5p9hQDSgY#Bp=o1Mw=z-Y(#aTTMdzki{z4sP
zK;6B2a_E7$Sf1XO$=0($<F*~gH(T~jLFQ);MqVd9Z|N5O-hDkV7ngfV9OXyIl`|%;
zXxaSJp{$$s%ocB+y=wy?*S_5Zy9j5W(Mu23O6rmmrb+&LkB<`;<s`B{`C_NnxHz_C
zP?kc$mAe-02J>cqp5=z!`7_g3@Q;-Z-+EZA`n#()95llsu3EeQ8hUu<D7*k>ps`F2
z^_y?T00S8+Us5x&6Gp>R46j&0yc_;?zJh7+K^=4v`0%B`Wp}o*_x>W=^<fc)5^<F^
zr~G~apQ+Qd>w>#rie;LB8wh1Kb^3mcPAO$S_2H4toD#yH;gf~to2qu^TR$gWTbyUR
zEsIvJF#iHZG3XAmx*ERC$Oi)Lq@G~9+4$pL27`xk9B6FJ0>tB{=+7sy9k#eg>^{E5
zXOBgXMsRZPx#D(q89zj4Z1d8sy;pzu8SS<}Cw>3$qcHWTzxsMgOj>O6D>{=VU-C?}
z=A0gXz;Sd@GIbE&8T0zPl(T7iCL(Wf3zSk7ede)`4KPBo|Bn&oG)3P79Bl2wfAS*o
zf6I$i4S9R6!;YDu1j^sgRP6j1zg1+typ?sIhn*LC*~d!ca@kQEN8XzyEc=3Xe5s{t
zCrhLnUj4x3m5X?;^>Kx|-;S`=bxr^a>+z+;1|sm>o94XGxk=V~Y1x^odIr7OTcu1a
z%vMjYrZX+vyRAv91NM~oNcSN%cYeZxWsaFBeP0JOl$R5mV9AOk-h?aAn4QRw7B4%=
zNX~yycVwS$N*;G@tW&K))5zaYDF)0&)=!mWQ%C-N-|jBzBsb(W_FZi@-Wu_moKjYF
zJQYY5r1A}muZBI@PKIx>%OA8k%NZaZ=u7cX-t2TC2*k}M^Qo473iq<MDTO)(+3@^;
zLEV&AE3hxDguG6~FR3}tlgnn~Z?nPi$WCwE;{UB4`#Cc}4&XL8QE26tv?D4Ac>qn?
zHp0+U@{-0~fDorF_Dt4lkQ6&mzZ`>e@e}O3%BOmq)p4}g#9p!4`3Pkhtac+wO2LDh
zVFt)c)&(FbdytR6HvP32e=T4^7<K$}0!vIs$OCg1;BFaYY=z8Dw_?u>{Y*+lz`_tn
zs%r857lMONlE3&RDZ-o^2hQ21Oc5{{%3kA~(K<JovOyKuXti~t(N&)R(cC^MRl3U?
zb3V=5dVhve-6?d#moWG5(od!4qGw4+CTOMD8uv)_sP$&VovZ*#Yj1M!7qy87hByxm
z$vu}xM_pja4{;&#ApST&vWoTdd$k*JeKUoiOUs?C`-*KkkbAp*D^oUYWIwKI5gL%w
zHWsZw=cVQ~zEdwPhR7@YL!V4!tbv4kn^s%<l$oy6hf75cmAETo!ly`=J!l94N|;t3
zb~9Fuk)gf`2u|`7TrbW^qepy4A6(?07z6lk0c)|yw^xuHS!K<AZ%WTWz_7)42{Tp>
zqO@C5Tqz1hjj#344lA30(RKOgodGrt+t4P(J`Xas+E*@VUd_fui`&Rx|7*L;%xK=A
zCED;u6vLl>9ZS<s{{9s7^H$_0s5ls1m7geYtq_~_b*cja8hPgVY^MKyoq82K{#BqJ
zy8ud_Wa&mTntD_NPT1GSkF)Z8@qI6v=fO?G9MNUOJ1b}6bSHN*v6v~mvz!n8JDSpz
z0YJF18Sjm#%XR3w!<%zzK@Q$JB4<ZG2?E24V^mvu#KYv`5z&g<>_3cz{Na!ag$bTv
zm<x_Cg={lG<nV%2z#-EdD)|auPMOjowu_myBTO~H4KrObU%6Nxw&tPC$=~)*N-`rb
z?u1bWN@Ch9eADyDQhvK{!sfyt$!%@0PXuza(s6}_?V#FaJTt3Kli7c|w{d!f-(bKm
zTmP2yXWy*Vv|M9V)6!r2EU*f?L=X0&DfU&6jqG2AJW4RnvY)QUg~sGBH#;W~d??9z
ztM%L2&XbK|Qe8cQ@n7y1DM3MR1n%W+f`7PIv8x!uc!}jyx^UHWb%WZ&?c3FUa>@96
zI2wY&q|a%+&Th=6B$rVi`n;bFzUn&0iPG;7ty)^ah(Mau`|ZniWm~WG8I`qTeUfg|
zwxo$v=>}aFsv^8x#l5Cy+OnXZoEAyPbI0D$p|7a~Nv?w_jH4s*MT&;WjjV5=A&2%T
zD$74L#*E37jJ;S)w3tISdfhjuun^h?&eC~y-iqOqQhmpCH<8`pY!j;oP8YK{2gW?g
z*C!c{F4L=vb+iHk!{xjI$$noZ#<t8$LhS7QR!`-Fd4RQ@xXAVDHD>~Oxb{5JnH|Iw
zJYT0qNq_W4%68B^#~S0Xv??}I!n|<bp~p`}$K{LlVB~?lJp(`$tlCYF>Hk8cE8KK{
z7yMm}{6KlOP5TV`nbmOYlLsKlJ<{#<Wu)XaP44om+eKHBOO6*YlV~q67!TR4bNUf$
zN-h2gx|e8sw(OOd(QbOb-kLkG)QKe}VPMP`50|S6w!{o7NZVFNR`|~652G6&;fx$$
z+)5|<T6E|Cgsh&o(xa@}|3cW*B@9yT_8Hc=IwVvMKZXldk#wE-$N)tMxJP4(U&70X
zKwM+?O|**{rZ6`Lr-~CHJ8;R>l!#xt!3;6&LSe2*|68MsqWduOqjD?L?O}!FvhFyQ
zh@YWz55t@Tw@>i0n;8(CbaV<X*_vUIu>T82nqvO1Lk+Tf9#F^hQOSbmz-k4S<oUL)
z7h!<s3ay+SH#z+&`h&3KE@b3PZ1}mg)AS4jOXSdICgIu?YQ8`FPU7fthWnzjJ;JY<
z>*gLDt8VI%KWy}Txz@NSF*d&`Z8?SPH44K!o`&vVF{h#J;*^|-f8C<aM2U!z?{LSr
zUad04VpF*(&eM#W?_A`sZ=m@{2Z8Z6VN*}qI?gb-nyLp-{+YgA3_Ivq^N8)|dEId$
zHwYo91@jSdqNgd4>}%rR?&g#<zUE}rCMy4qOm<_+mY3t|*>c_r&WU>4C#vzaksS{$
zh|w#++db4lom87|R~8%na<Rp1EV6%zTTS#Di?Sb4;@=JOg>Y#j4_KdO->9UvXOl7E
zv1g^Wv;LYk@$dM?>swel_PQ&{xCwfGf?r)-Y4*iW>2%{(J#8mz&9A}+s@kxY_gTsn
z{VR0Cl918oFouPCH)YSWD90AzgMMjW`BZ=;WoAr1jq?$VPZmOkGf4`lz3jAs04%`>
zTLBJ|?f3_YwgA9lkAolh71~;*Na@(0VS~uQ0s`+rFd*O;!BDjj#P^`y<^sw575-kA
zgTsn8Ff%3;+ZYBM`SxcIa0eg<F^ypWp>cm1DzE#fRUX1ZitQiD&QI6^a4Vdsc77^(
z0)}aJWajr@QlzRFnW6g1U`ZUg7Ro`dsh@icN0xzRlMaISRqJ0r9bj&OsWyBt|Ca2F
z0R`~XQP?S^3-Mb6;B2{70^drMY&VHtrd~?v_mMQ+ooqU(fy=EgS9Ph2xup>ciVAbR
zC5J5aDZk{H%*H8^gOvG==b}txWPO3zIh*`f<E5L~0yVu%`p&R{IdXnWdin2jE|!0`
zb#1?MOHr~dBGtKKx~(2GDEh)@t|KMo^}rm_P-nbLlrh1ZPbt%s%H|q4AgJzp-$xGs
zkD|m2+LruGv|!YsQR5jRFpVYXh{3e2n!jdBUB7yxrvCErruF4Ypfe6hq?2B&^MN_H
zt5kZXK>vR40~s*Sop>KxeiEp%$Jx}9<swYiaw^L#A}sDb+2_vZc=D#G7@*Jcr8EZt
z_r^wMD`kkkNlm!MavK=D-K;1L*&w-c^OA%kp?AQu@E}NlYkY-`>3H~b&@_8S=^gTh
z{<x6GFf2^0%XhItLv6=mTLAS-$QkklclMD8Z6Ai;J3jT!>{76}QuBe(nSiIg8Jr?Y
zXbSflT@iC*x`k2T^rKpfMLlNJO5K<DDR_Kd^aW3dI<b1jsHOjnu>GSzXA0irFmI}*
zs_}#9Ne*rPPs>4MfOS!>#++o<LeXcA%vq+UDEq^Uip(k^loC;#gA1E>%`G_5Iw^L*
zU*^>+9uBFWQQt2xiNTEF`y=@-ia)9%atuoEWNvd)!BnB@<o1wu;<q1UH;)1Q%a@2{
zm5lggZW^hmuAVJ;NE;FA5?E`vDTy+gnKSGzf_cCQIy<DHtU}l6QKpeybtObTinmgU
zLF$2z7j?LJ@ja2Q_@a+|rJQ)KzM^4|-B09RZ-)79u+3-z)(%%M=+CiF?v3N`+wcQj
z+U}jY{D!Q;U#{o(|B9v4Q}`MPQo2S)tk~RYz>1;$JcfyTxg$jDTCUvq;ml3%#%Llh
zWq?ZAa^^&Fg_3T%`#+mj%#L}YtLS<oMqwTrwU`WPEW&TDfRMD~+!R7*@uoZ*B4sr*
zV6;s#_o$yHygE6rXf$u(120?6v$4kqSf|BXU1q;U7x=luUea>?o+`2DR;k#2b!vJF
zcH>c&P+Im{yX-}-+64v{?t^AXrHi`{n<a7u+zF)remhxTICI#t!P!RnTz_Kxr2JKd
zmGAm;1Nl?Ty{v{;_Gte2!hMLW(M16vW8L1Gf-!N<QTfbHl;gPq2Nt#rWpNz9te{7(
zHW#&Y3PJR4ga%Dbv1|4YF<bgyPX|6ciE@{yEgn-iS`$4FtBWho?}^wkyH>8p$ci)F
z))5Ua#9_ix(%kU+YI-2SvQQM}di%^uJ*|<|%;lUda$R*BP`5W~;d?g|VdR3vjy|!|
zy9YR)0tt284dfmpsG!-Ve%u5@3r@@y6XaVTx-{M1CbX&@{|>@A_LFexlKU#Tqvr!v
zZ|6+;m%o3G^$P?+SZbwX_9p&%Fq6<(^Z9tnK3NbbcuR_G;EHPf(7bk()#P)Hv@5~T
zl*(l@UC>cxRiI^mp?I=_wpVgI2z(Ln4<j0{`=JeZ#M;WY*_ge7Uikl?Lr(v5Xv_#i
z8(EaPq9R4(v8^eOHTE4bHc~--_<RRuZc1svw&DC$owoNP_sXMv>Vb74rmK_JC6R^c
z8PyHkaM<yNzMTj^IP;NSKCaqBndP}ez_ptEhDM?D8|_`jqFm`Ko4-q(yk!QmBH&Ko
zPWSDetIMs?epj<G=3wUox^^{{)C;dPZ^tV#q|%gs(d?3hhS}<AcRGf8jIPdBmTi;4
zWL`sA3>CG*Wpl$rdn8JvDVSY(&FADQEXj@$hJo0Qn|&nY5HG?s<AvBi0~2vgqdGz_
z>TG-`gn@pu20#f}4ESr|9;7ju<(aBVH9OdJ*IjBn<BL0%t#(`zVkj7|R22>BUijVh
zRXgYs^ZfjtLz*X|$c?klAtuc*=WS?Zp@@NP#oU*bpA7!HU5B}qF2uSGeP$*vSauH4
zs7|ZkoRw2%H`yR;;50&IS&0UP6qkj*Sd^f=csStM0__TU@>!jrBQ~V6f5*rC@|K;W
z@7NQO*hHfi+HsPI;(}Zg)*J5&3np{N?u1M)xCE|)uM_S!!RUsY6_2`Dq_bZeY8G!n
zaeGK3<p$s4l%|{>#h;uiOdH7Ra+dkW(!7XNMT#L%=TBM8!~Ux<=Wh5G$hrnQ0)XTh
zSk<r0?ap=jZ9e?83z=*i`82+FC0a2OzE9s6iapb)48nYF8fkbwq_1cYGN|2D2cw9w
z5lDdRsi%E1{}4YLw?d-G`Wx|4f78uB0C3!-|0iUokA@v9oixvG{CZbMDaD~GrmFs%
zR7IK{1IW<`#SqzlPdmsVG47wzX%hjA$W&yl1z*I4veN=EnfdoK@CG$Sl-bD4l(x1}
zSq>`zBH1ymGD9(R0lg9%Kx-=uWM)iMC!k?+VC2MvvQtz5A1=siWb~{s+(zwZ--3{M
zxIaMbCNQ3gTOO5Y98LU?AUGPRo47OGhvy!QpLZKyO^(A(8{LJEWAA^zt~R+Uz9Aym
z8oBa=Fqm=NZWz`aULj5!#xLXHMvDp_j_d!;eyp2pbQBV=X|BBFlkG1}Hh?W12UDlz
z7ml26)Y90zEG_e12+twmT`e-ZPhAi;V?`;`kr#gQWZ(SaZNSC6xaidGUN)!s&FZVk
z(ulffR)Oz^L9e}1+Y&20+(^-LNvX~IG^%9Eo=#UTnzP=IAod)bqA$Ms=Y;e-G5G`(
zTa!Wd!;Zud9*dY-n3Btu=LO*%d-A6YBADOkT`^noHDc{9^HkR^_CVIvz0}6BY4q(;
zxSI%#R4EIS0<w4tEG)9j*kC96ja&)SuOCr-Lyzy#xam0wK<Dk}=q{;uKR=#+#rciA
zA*0CH#Ep*OsLjcr^&0JRx>i+mXU0jU|C48JW$c--Pl0t6(n6+Uzt-2U`bD7>Q`$xM
z&%!T$jlPDZedhvDw~J1ybxRTxkQsD8e1-RGcv``3cq~~<(IUN4WF0c@MZN1yTDl+e
znHt6>to-!{5xVNk7m^(zoH#WkdGfp^$Vg>acUjkQ^A$W|Kj5BY<;Hn8=(7x@`Rz$T
z1n2Nayel$InntMJ+nlAly4WAiV92fepF1h(MXC{lfTFQiG<&>eUz=AA{fK^5K6wX^
zg*#w5&Mqb7r*#~9ya<e2mV^J++&@QYctP_wiwHTXj6RMrkGnP#Z5P>Pg$u8@^nxS3
zPE)))-WDpV%LQZhNP(dFMWfyXtB-5E{cD)$J~PvIlTMUYwDJtNOv|P;rH}V%T|thn
z*wOJI8Fw2i#NV>-F(9#lS6@%0z=GhmI%<a(Fuvu!)A!vIPaiZoSStEDm`5|CdrmQi
zH&wB<BZoPO??+~a*OkQYyY-$)XVuGO5Xi{I;^kyfUYIjohw9vgpiCq8qZIIx15F44
z+bq?rES0on%wuI?e4UVsjKgnEWx_$Xg%7Ni^)_noTM1&1@X>1266`|HCy&9C)U0X%
z!w=;wy}}LEkaS1CwimH|B(p5LI>(qfey9t3>`9>p?^aV^;p5|ziNRf5spZtHUzb4z
zwR1YwR?M0mVLBN*Gk<vB%`OQFO%>ftjy}|@BW(7uXR2<JiRd-jz)P?KW~yLl-4{?H
z33Nhr$qv~{=evU?%<$p-Rj7d>TKmFK%7agrXNI~*jt3ag^b2-7O`mltu7A1BIrfKN
zMr??boI!LcQN^f3?(>)Jbsdl7=-E8_M2nTgPF!Y_au=rM3g($#h7e>oD3<mA#F1^e
z{)II*_su47^iIJe`=wN(A-NbrB%U3bcP6n?!8%cLZvHShX1fx~0Uf6O^V%E`qRV3>
zDtYoyX2zQEx~5?CmFJ_J8vFV0G{mKB3pI~Ix6TIfe5oM{zCY#WgJS(tq3IW-TAw&r
z8#jEaOx5Nz?ZvnW3;+KpIX^YJRPm7v*ap)ox%eN2Fqu*>UF1e<SZd36Jj=s*()U>J
zE5%V)#>$|g?sRwX6b@|Kr<BNLcVFqq&)*G9ZuDdYhl|-3;@BQY*IrwqJLMyl<s&pQ
zCNsLCSvS{q$##3<1)tW)cEN*JMbG<gWMtgEJ-Vu>(1<ya>e0VDslH4a(Tbc`DEu<4
z8|O*WbH&Y6Ivf4Ab}uv2sQM~RJ#OP*6-%u6jrnb9<mre;uYJ=Lsjgs%-P@U8cIwKC
z)eiR?7rWh(S{yps2-n}f+xD;HM`5J|LLa%A$1vcAoOdUwNv3B;<Cn#oZB361UVZc}
zoC~QWzfLa$0ri8h`}-jI=_3b!?mHf;r5!n%*>?QAow)W9_u>3~?NqkokmUKfZMD50
zG4Z<5Yia7i9yg=J>hRQPren)cx<!R>uu=l(6yIQxV>k|66ErnGmGnE5X`}b_&$=m1
zWcMUW{~b^8=a8)6RMNYl?(x($#2FFp9Y}k?D=nBo?2DCcZx^%>Fsu{kGqIzk$pgi4
zT~=Nid{nor8Y_=-3QF*L3rKNL(yO2C?Sfd)KeAbF`Z9QDk~@p%mR+erK~geh<!0W?
zHLJ1T-06+%Csw9B_>7>;<+20X>xp$~$H*mi=@&(Z+&>o$hV%3r#`yS1V&t|p<n~1U
zL^XYu2}!?J%(m8-*YT)mN=lLb2XMN&f(f(Xlhlll*Qam1)WY<<@Kjaw2S$%J5^6-l
zd#=gvl^s?<gOL2iM4FVDLa*=@#wRA2#5iQWg-Hn2{mHt8{H~tAx#XHY=;;WV*Vc?M
zsIG(8rey}jGyw|-GXFIob>fh^W%@ta%*N=|aGFBlWZ=uVDAc6p{ECTfjexMwZsnV2
z0|?52&z|{v1XGID>OaJ+P^D0jBE<k+Ex<cq{GZnwOa(cqcQ51M{A$lDfE+SB7y&8O
zdlpia_idr<NKAm7QdGEQH5#DL=E99se|9Z6p9u18A3|6c;#JvLo-FFog1?Ci-52Ij
z-^O;P<S*2maVs6i2P;+PU#kdmb3bUefS@Q>3HI^NN6kUTM+XQezPE?^ULJQ4&u*xn
z*IsM}-6v0ec!|nn+yXWmKcJHK?7d8*I&iQKb9UrJv#UhhZ)ZEw-xU<a{IoUY+E!KC
z#C*SenHTfU>+k!Wu1dKo*@E@*@1?lPS*UkwF^<+y9<3jJk@gQ80b<bs{52N>g<6^{
zI$}|$sX-^Xz>)?TC#4aikO{6@D(+;|zBqpJ`RDnxhsu|P_CIXjQ<LPn0Pz5mIV1s-
zNRIoFr3j83zAfNclr&{}B5Hnw+=)$`Feh1^@Z08n2IM*cvjr>t45><%TyF^&JG|A}
zpG#a|?uQzOH`n>eLn6RGR=1VjwCsVM=?Y{<&?|g*ir{6&tn0eZo7+%zXGhGQ-676c
z8E@?*mT?68YA+iv{XxL@tFg5-3OpIwAW0SWr!8*W^Mo*Y2FlityUCM%n$jFn{i?hj
zsSrG+ulfi3p++2$3k=N*V02RBN?#;gA^`C-O-<o~)xyz5jHDZ@@T){D{cMUPvB^8X
zI+42_8kfTZSnIPt8js=A>PA4DI-k|SQV3;kPpYKKhWT+a#}K$>>_PkKGJjU2hS9MA
z-6qCq^7){E<4COioJjObBlq3wiG<?l1a>)%NUV(o4W^&0lrUOfoPmkp&4_u6$JfKu
zOEFy9E|h&7dq$y`J&7^q%Y;egYAk5cmoLIL?{(OOi|lfs32R=ZhY$Q~F~UPG&9wDe
ziq-<PKsk%~LCFgSW(dC{&s<7}zc1fnfr76Sjcp73drRkg`<xho#iiFi?0bB(@%#4M
z>)&cXA0jH9W2%1S&8Z1_IwYJx!D@QM{TF(|xd!!Q9t62Terg9GkjSArbE(e;v%{sf
zDoe`W`^j!%c#Ig9zBLKd)KmV2UKFK*nArV>2;2O5VYGF%V5wcmgMG)zlN&1MZI&US
z)j5puoHhzdN#^MLWzMV**#{lFtz6u)C?-2;%|+vo>H7_8-0kjl10{G4B!>&s5W*Zj
zsh!(;hrw97(qI*V(?u7Sb)(+zLE=1l^$)|T^oEYBE|$}AqP{$)p#Z9&L(6HcJ3#Ne
zapaB5?8hhdnY*)=@<oH)oY&?#spjILnPVMW#hp*I=@ECx=O+(iVb0*~-<9jBPmdto
zAq(~g&*xz5OXBs8=zkbx0XI|4SF7z+63pm5RORzQ2ke!3im9s}849+sjeD-X2B%{@
z0xFU$D{jhKsgp(7mN|P6Ij!C{y2<3($5|BHpjBLh@hZ1itFHA{9kX&a`pu(PeXR$J
zsQv4y@Q-AZ&AtMI1Dl^E%sU5i)6dyz&&Zzp>&@KFtP8vMx{Jqn-=<mb;QTMP-a4qw
zzUvwdrAR4K+@-h|cP+(2kp!0t?k<H;+=IJIf#6VF3lu0;v=FqoyIY}fe;4=joHO71
zp7RG8Cd1^qCM4^(*IsL{9WAkJGGW~4p7L61%tV&}?6+MJbfeph(V&_7u~=16$GlLO
zVrr@*5n%}CO7C>WP>A~nG^Tj<puOKgd(x4;BFS`oRH)oQLTT3gJd1Zlk?eZ+Sl3OG
zLFt4hQF7#>%+Uz1eu1W9F<;$L7I|)j2mhw-Be^QqxO7oE2l!4>Sz}%Q0jc8A%3dNG
zE1-!f;eL^y^|^)wv#0v!4pZ;#lfMkd__Z)xU`#23*X0)Xn&RbfI(9QR8XJN?*Tfc|
z3o@q{8ts$r7Vp-OCYFo4K^C)SYCT<hC@e$l(&JN9vRiVFKBUGv%BubCbIB;GXyW_K
zwPGdkA|tf8aT~gavib5Bmg_qezpftcXU3<u>p-!NW|n2TaizJxXUpGD`yzVRM_eK9
zJ~!E`UtiMs@c6wgN4VE#fw1g$=Su;EIDIM9_46c&*Lxjn3lmw<jcw-AZy`6R&u5|H
z_0cUceh4O$#nDSjx_mgh0uclpKDw$!V)`Amw5VbHS;e7wd#ln*at}a@H`&LHHEE1n
zr~7<(zy5ZzVp6{56|>YN-Ji}mn&fC7PxH70+cF-lsike~js2lyJ6U(p_`wk<ONNeJ
zhOuB0!oy=S5DpAG0b4xNtN(L$h-&4uv&uSYAFCh3S&IfKtb?(91b&%>{sLRGqyI}U
zi7fs-TV#mplQej(3iJJe4k*Cf@+LH%{QA%F0|LB{Z_yqJ9&p6uuMh$KR}`Q>s_}T(
zfDnL~Ckb+K63gM3`u3_=Zsizz=<A0(Vb|iLxENr4Z(mC;=*G#GqG`TLmPDu6J8?XI
zb}E+gCTbs68jAW5Vt=N9@mdk~-$tmHURg}Lx;b9@*z&S!$+GGvr(Q&S6QQ<pK0I?-
zv*_{A274A3E3{=2VP~K{Fx+S%vw1MUI0ib5Mw9B20k^+0*cL-VljNpI(u`wEo@y1v
z{ra@P8U9mfJm92VhCXee=SC~`y3B^{PJybV!gHU{bYGRbxDC&K3U~`am*mBxBpjiV
zg?^){-v5C7fHbF!q#t27e(csElKtz7V#MLsurk^n+Mh{$e$D|`E^H5KV!VZCF`hOJ
zf(xA7hmoOxl__L#BJEu`YE#}?)*u^W=<WGidRZiGrLJ^Z<;F|XNdeaxjD0xdCG8Kz
zi6kZQx(7Fd6*}WXHA0bfXNKi?FfNQoTJu4mZ4u@#z4GL%HZocqE2c`xYF*?=%D}_)
zqthnJ!NNlWC3vh$0*0+=eLgGtEEp2UOP~9tlmIi5b_x5|UV60L-bLp3;I0bWd<WDl
zc1^1IFI#C<x3f31()pWW6uI25#Lta*@4o2nuu}<tDYpB_=lj8R`U^4>W~Ixh==e!e
zMXS69-4NTaRa}dFJ*fX{C7n+;hQPW|6QRl%@wVy(HPR+QPR(RU>$YPpR-v+KifE~+
zJfuS{JFL>6>^EU(XuUc`N&M`3o#_6JR%Ge-VkYYL6AtP^FWfD_%iD?NX^J`6mDuR5
zvroua5k*78wO{(pQQ!(C+cGN0#d}g>pAF@?GcB;8;&%Euzfy17M$T5eR!w)Q>7mL#
zpZ6C|zL?<!9u8;Hq(4AffGg@PMU0YpxbG>W`t=NP-1l;OMl+An!_CZGZXNme#U7xt
ztD&-2bA#?J&XBPM@y^Bk^7gH*-EVkn4*c>4<>-oxsdBp?qQx4n5?8`A)ziNutet-J
z_|RTmkbrV{tqA_JuXOTIQ1#(HqYs5M@*Lb-9sjDl$@CC;^|ern!#bt4IF!q@{aeEH
zJjYauGJWvC56lfRG7M_i%ro1P`R6M3!d=z7li(wdEhiFAcQ5Vg;bq9uH?nrz^f~aB
zghz&M&`0>PDqDqT(Sd#N!9bAog4{Ll-oo`-8xEyP^^H$~a;Z&S<!GJDr^UqqS@z`x
z&6%@({Rgr@YFbFP+lc7pI|~I4=5m*(FC0hp==#*~jC7^f90^{hPEwYKAulO)c+2}S
zRaA5zxY}ZeJtZ;<<MGmW!oR7mMKE?6?rK$@ez;Jv=rUxKJ{vFDXQR5q+PuKS+w<j`
zGBY&Ucc2s|b@}|=JMr&ZzcKLi$v>dLSAQW4HmT=Bj>T;b*2~Pw?FH1z(o4JV<GuU}
zZa8}2<WhrXS@L#K*one<myVj+w&`G<UpBpUlNYgAJ27!-hlli(MJ<WPN<MnmSG37q
z(vg2%rNa@n)S~aH1-%LD2OlPBdgi~Js)xJd_>me^#Lvx^-uEV1id^@5TnqkKTo&vz
zjgTne?~YONPE;Pt=T4z~Z|xvvi-=`=wy=nujj_U>%D8c+4)vZ05kbt_vUqqD#?7<!
zsv}s``jSJLi0VJ)fJRUW+uaSgQyO`2Uhm)uoD<NlUJDw&`Spno`AYXijH%{d%fIY>
z#U%n!3ZB%wlf=KkR2>&FVpCMhj7shtTgd}s#8F3v?PB`RX&Uea`E&V&3zTK`UR&iS
z)QY|Mx5WjKXOHeD0+ofd970W^Oamt1<$9S5kF21Ow|$q*s*pE{0?LMiN&sgq0orf!
zsE-Xb&<GLGECci@kO6D{V^X<47QZ|Z8i2idXuz`=&Q^s)^&m*bW3`W-C;+O5LIKVI
zJf&SJ)Mu~uKq*4%mLLQwYuJ;*nxs3K2`fIO$qO2emv*U~p}mJqCy64e`i0n=YC|(?
zKM;J7U44bqo2Q3=m9EQIeXo2ixV2cbt8+>H+D8+Takd)ah3f@mtff~LGcILP-PpVz
z6;3%YU_;}Q9VfP7oNtj-m4E7;>3mm!&@YPT#9<<1{9C3z5qGNdQk983Z-R^h3|Mad
z^B@NtCrQw8E3%~eq$2-EA0ueJT_7Lue`=QGuNrqiZ#5X^rJ&9`ibQ+tNg1=MFFW)k
z!=<+y1b%pn0f5D9Rdy9y-J+nlMPKv$oCbwzEq`JESGpeodoR&_`2iI|O`R$2K_HD`
zYps$<ZVF>lmFLTjo)1MvDG9fZHmCQ*SC%bun)F_^kCM6P2F3yX*GjjOs?Ulr%YM{-
zu8CQypYa*V$qBmEgb&rTVOZ^mWAR~};C&U;?Fc?#H6|OvZZh6gT~Hnr6<8U7^+_8z
z>5ZMxexGt_%CjGrcSns=Mb|O*cap>ad(5`=0h`KYfZE3W90<F=CY~`S#?Ys=x&S7O
zBAC9%@ZrNgLLK~ZpJ6O$DlPu{)lp#$-ycu>`TTlA{)*g&U83xM8+A^e$d!?~$|q=D
zCBVL*drOYSfmjxUwtK2;!C=nD|M`$O2M`fM6c@dGJ-$`{AhOt=8+cHtz^;}b#PHBE
z_@2Xjtu0OIex1sD<|%#FTVCGO`c}(w{ape*hlf#Q!*hAM5V-E$8;<yx=ySZT5X;>h
z(wJUT__0C*l9=fgHIlHd{!P|~92>*QR<)gkH*5F6&z_}L+gGIeMyA6?v=F(FM&4-s
zeg%iUrXkzayJ#?R%EKOE4PE+M%ZEST>2#xQNhumGH(HYyD_|ijl%_JXF=!WBfR1$4
zrfM<ahE?a}qsp}uU$6)Nd}lQmtN2>GlNSv2#uc<Xia)C=blhmM?10O=z{KKXjkUEb
zIubfho~n_}zsL3)6GaN|al{~fX;jHAQkCG4`y1)oe!+~IDJtk*?8_%vXdc(TICatC
z($-Cmul)+Jr~UrE3~m}KVUN9v3(~f*IwiWz8WlzSerHGXY-w3?VFGYqOXP|C-FF!4
z@^C&ps~>bQf4D?`!^<zBEiHpMmS)wsr3|0%8;Twy@C^)=#d8Kar(1vHVIh)CwsqYG
z$PLZ5A8r}ohtUxe6)Hv}R6GIk*kA_84a$g<!B)dnI{1x8-ik-1DQ2aatB(c3atO_Q
zAyQ{bV#dA@jSAEbs&cW8Y*a>MnDl2<s9K7pN>T`DX%J@MFk4lq0WAu7R4i73oi%H9
zRFJ#COJQStl^k|El<&K0bgbPml0McAIyJ)06kttdneP+O3^3>sVFW^jg22`|FT<^I
z0Bcv@FBN$@0yyv&Xy`zn0SwGMJ_-8w`}j)+v=8=N%OSNnpDtj@XwyqN0xtMC>!>1w
zMnnMyP)HyNl)Y;O;E(|u@Z~M2Bo=I_Pfg|h-Hj-W5A+wG1m9snH`U(71a(PKiyhU6
zYX1Y0^FK<uz0>K8{roy3`D}OE>^aAWB(yt3d%3G-3N7l5f~44QTE~_T>Hga+rGi`L
z5u&1uXX=&i$}Wn@4qgIZ!^`&CQ@SC_85|64NCVhQ50EDN2Je9p;9k}>v4fRpkWOSr
z_dkKx*wfM&-(vmZ*pV|U$rpIO+|KbaiU(s~jXq6Y|EUGp;An3VrPY`REjTAiD@j`@
z?B>HcQI9?A4$;(4*6MfZhg6YMlqW?rVy6aPh3v&8BOG{XBLc~J_G_j;;l_1Q7o4nh
zw0vw3os7ZGkp6XuU`0WrZ)kFuo4mY8-~N<RkuMQ80Ml`3fD0aYyC5=XTueld`Uaan
zP&NPSqx&UW#DQ)#APIQiY&b9>>L(9cIeOI3Xrsjiv`ecu-#XyQjqnz*96e}r0{}O%
zr(VaAZ2XsHA8u^tQSKIu+6B6|c_(|8%%8zNmK1j5b(NpWhpV}hJ5Qm`@tp+c9}q;T
z|KW8?hl5J%t?(7FK_<c5_#colVAQ|RYB(pc&Ec!wBpL~B>sRP~7Y0qnWZ!D}_455C
z`vSfJke&*+w6$FGPUAh#k=!qs{Oc{Cw+Q?;l(4;2tda{WFK!90-nsS>@1L#%G20RD
z*%mZR9~_06X69CYUM1dz;vVQ^SG7nm+Q*$LcXJL-BuIrDWAESf#>jZ{ZGCwdo(veM
z^{4&7sT-^Bd2}@=a~^?OvsJ&m7Ba6GtTY6R*Kd85$J$;2OYFkp{#=hG=}+9hzw~O-
zE!jLIML+DMiU-H5@9TP{CKS!A`D5{o>{^THF^vwef91%g0Qa4~Ezanr5Rg{&&Ze$z
zi0${B?24{1XK$?0Bn?#EASy%cllbnhDD61j!jY#FI(9os1~^RU{@A~AZQfc`=+6y$
zIWeeZ|DMQD-3ei1Ew8Sx^B#0U!R+*kwQ1vtA;y=F!hLA)U0ttjA~^+t?rq6uYesA)
z0&5pGgR}MD9RQIM0#F@GC>CqpILMkcKOjW7T`a*LRmobF>1Bj0LLkW>j0rqGe%k~p
zp8U6&2lV*hoTM+{34*j<CDFoJ|A25rXK^vWC4KYhKXpCGwwVi#)dZ3`3xRJT8XEWG
zXNw5B9`(!E=q*6J3V9GfH!%btV`K#gm}1X82_>cIH^mZv0w!j<p35p=I+19JZrY?l
z_U=n)avNIJ*Z$UFXUuxaCnT7lbB~KF;>p)++@H=QzL_gR!68y@S&i-GLzR1z@0HZ1
zMWVgYh%<An@r<yY<yGw4>K+LfFfyekzu*ksB$OrDT7cmuJERp@f!v5z6P(1RDltvh
z)djy(i%<I-feP}9x?aGga(VZmgaJ8zSUXXiQB;4@ats?^vzg93Ng?je^@Heq>uYS_
zsnXF88&y0hE?$S=O65!`8@d>F{7@&jM8%lMyDC5b@vAJ9%!9IK0S^|A62opztw>Jn
znO|`T_0pC$cpY)SJb-kmJ<>&B>Y3U1w`moL+#C54O~BhJr6FqF&D~Lwc;gdjj$l7(
zR#6F%@&%Fp!Yf2yvSe4`$lLH1DT~Ygcf|+=b;eSW>oO-MRmo6`3~hC7jFVE=J)#Lv
zB@+Kakc55H^y!<8;td<22D$Ng9eB|4c~LT*J9<$M)LhO%QIR&hB%R#bSKF>pl@3Vq
zVEeSIqKgR?CF%jHNP!CNpGb<d@8ZJSsyxCbI4>9AaOdcL8|$a;Pko6{3i9WAygd6>
z6MsfvM}>4d_8VvH5z17zHt{Js+OnNp^ULw0DX;|esjEpfbf3yFQiXOEaTpzNf95q|
zwy#<2rAR;|Ibu7(%q(llYHyU#qZyFTJff8LPS!t4@(*s+7*91&+IOg4?2#6k2|7!t
zma-GaucsS^;*o9m5?PV>pe6PQ`-}Gqek&=a?0JE=rYHzirG$o5Psc3yVGR3G>D2qO
zqa~@E2<4%Wuz`cSF6gG3zo~yb__C59Xe}|v^Q9?w^=Z(!AK2tNesGW~u0`3@%oxc-
zpWdwNj9ynP7Jn7YH;~8Qp~bB(Lg|ewO_6xes=AA9T9fwktt|y#iUtO!N1Rs|!yYTH
z<rEbYmxtr351;;t{qbR!dK@eFgs?BV6U-ghn_Jgd)4^l-_AG=}>I6mM;h2gRhMxUX
z07}93h`Ih!!T0%wjy?N?j}Z7Dw0rTVrPoLFPCn|dR5joLulUyip5(0eWmcUtCk*%x
zGL-zaF;-FQGU>4H8aRd~VU$h2WvJ;TF{v)+$GzlRq^R8Fk#M~z6s49eNRLb=?funn
zAm^gAuO*8Zk+Kkcs%IT>4B<~y9knW)vk@W{fI_m6NnGez_+zqvCcl08`{tgt?s>cm
z49jEKXMIFzxP&JU6%sxA-IOsWr(S=7a^k=Z(*C2I$~Hv;<(+_rB0?WOcM1QT7WPhD
zJ@#$G-J2VN>QPAyg!zXh$_Tt`McH?}@S>_~i9f0{shl2f2!|&J-bKqUrN9UGTNa5D
zYEhMC^ASlz6s&nq^OGhtcmOkE-cx`{JmOE@1WG-04UW!)o)RR3lMg&Rlg&?w!$G{^
z?vf{CTyYn)V(+36tJ&8kTU?0vInUMCg4qUmfvU<A6V*%;RrA#j81PvUz))_;<H3eX
zRPV!z0{KL1qst&d&HmO-M*O-2&!DIxBBny^q8_53LR1f^5Lsmtt@(laz_x}UgvT=8
z1&SBU-4O9){`VGi@j2c}c`=5lKADManZQD(n7Cl%cPU){0n$5#9p{+5oaGR&q=`X^
zF@effMaG)z$}!TLfXhSUMZNnR0-cw8lD<VPf2S`QJBY{EyC#6rOB()q3vSQ4tDhYh
z)8O#*k&Vb=IXb|wn!XoBm`t@PsV_Trmv`Z(yhS;K&jm2(K)8=zHNS6Y7pWYznY5KT
z3yAeNp{$nNoxa-UlIYopT|O56$j<gtMF<~6-p%?CNYZ+uMcdHbgEd>h58l{5JW(C9
zrO54NIyhobi_hv^I^za$`*7T3d{I{Y<C>6BiEr3OrDdJ7y62&Y8|C5jXnFPUtxLy%
zvZXb`%Z$N0E6d}m$jN&;G_ly{i@}x#^@~Hy#b*WD(FChcy5qCIh0mZ;Hy0mVv;=;o
zwLX~M@@3<3H6S6mn!rd{DZ%0?ZzC7voivWKAc<G+q^}ZSVRB<zXX`eq7+{#rrpl*Z
zZixXR=;JJj-7j`$#KFQdLE43NEz!^GSscsaY|Pc17fGq)*>(zbO!N|FuMZ7i<`wxQ
z*)RB;K-GV=y=w$B;s?c_Mv%93&A0Tbdbu;ilbGWx2$j9i@^O|Iv>fi&IWwxEbU7sl
z_whvTd719nv;achT$#Xhn=sbbCa37Qji~iX4chz9TFADAR<Ka*izh!oe5zt^tVa8x
zl{yt)o+|U7l!@H07(Gzils8_z3PjlvJH0I31PkMOY?_ZpU6f?Ed@okI^Q5-H&KS(>
z{h)EIR{SQj#U>R?42wu%F`TvB8O>t;C+{-c0qFqmSnwzw;C87*uOQRPN$SD8Mhx^7
zg{ul&ltyvQ#{SU6wiByViIjuBjkU?i(|oJs2PjIpUxClFQFwRG`e{*`B-w+YC{dCg
z_kct(HIFq<PuUdUh6!`Q`R-m2q=Qwu$FIEc<$((FvnL%l4AS1DpybFRZ$AHeK&Dq`
z1%x6Uv3*&p+F6j>mth>|w!JG~K`O_ZSN=*{AU*FB2_VN|jOW(t{!QG+yTj`L2b7Qa
znjQwewY-7@HJZ==Rip9j>i2(?YlFrlVHucWu_E%G09^kmd-07tOHwD;hbXPjOJ&dc
zGvZockG1+)jm)kZmD>|I+m|n1g^Va87y%kJ3pQp4AZ61r!3isvK@VAHD>XVq{k+V8
zIfeVfp(eIWHp<SjK||S|g~FLB9qW2ba=Qp?l{J<29=NbQSvsAhw4?!9_zF`DYe;}F
zQOSmhg~c^Ln+eSfsQ=kj<ABN~?Xk86$i=u7%A=f#o{$0uM8|rKCmKMp1N1Kp*g#1X
z0K0ewx24idTPv<>JXcQxv=cuAYoUXPq!#Ud!`{u}w0m_hT#<7D*~AxWhYQ+aZ_qkO
zj(-v9aG-Vp@RlI0|8%4Quu;J>OOZrV)Vv?~UKT+>&ar_MSaY#v6E0a}ff=xta<VyR
z@T$ns{7x096tXvj2L41zjrYIB-D=0{y$zP49{+f9A8^0Ua*TN({=l5r?ZI<n+B0d}
zR6sb;+4j^mW;xr*Ao=fn&KJSWE@oxD9B*AM-P+hpi3met!w;d->6(qw*+kj9whX^W
zlAb7`whL7nDh4!P@5%?y@iG5E?Swf!jl<BCH>?jf9d_)lVn6EROO7|e4CW1p@kUmx
z;KDSYi3}EX=dam^!1Fe9Ct3-1T%|T@sN?IyQXL2-c^4-6h%^h`xw`0ZNn-+wYvFtb
zYtDCRF|UEB^EQ-wo5OLEjM#ztdeH@LOWNyhzsr9>$<Xaa9~<Ru07<AeBL=@e8gO;$
zOY##|2A!Mb$QJatSMY2~s{9x8=S-dt)(`OnAL;(7_MG=Ao!0r(`eS<tU2*S79gDqU
zcs}GLlz7l$J|fCjaEAgnYMR6XprgK)rVD^9@22>Uq(3(DhmQf(kiLp3lLU$0llj0>
z>TjJ7?QAFZ^Hg2ls6L-woe3hz;8i+Sh5aA6dQ8%){3zz+-7Lq3cz-D9B#M4IdFXV!
zCSj8~VARYV%NT5*Y?wpPtB}i37sSR+w1Y&)G}X_^u#W^p+6=bp&y`s!Ae*ny4r`O#
znj`oJUWUkT#Xa#s{Ml(66WmANcAl4^I~{TE;BAi_jhP_(rT6*lMFGROMO~Jt_Lwee
z+7Q0xTuD~p*h>gXiX1`K0gJzNeBW8K(u^xjcSe8dUmL4*li)fuOGn7KF7v@P!iwIu
zJnDPOuR5~U19zy_ZBSG!0+J#V82TAKzU`t{%aVJpVw<C8GCD}qF2jZSdc7F-mM}^?
z1cj9P4$0)B`Yl8R74@VjQAt(Vp$&miUB<Knra$|_x$G6T2~gjA{c=L-v<*MZ!()io
z#|t|j>$q=y8@Cf-Lm)knk8A8i5M{vkv57QUj5yi6asqN9D%3U%a-cIOTzX&)56RY+
z<x~Sv?`;@p|GhSu;$l9JJxQKdoDqbm#<MAi*Osz-_E}fN=dKX#GFX{;E~CW5v#6qC
zou|`mXwy~f(a9JjpW|(647B0$=XMu)3B|CtFlLNoyk65lR|5^^Ay1iqwS+#~JyhmM
zS_};jC+}0`=0)P`m_%%uyg-Rj7Wj_nSTFa%vCA{tdvR4j%p2WSWnIL-fUi86fTqJ4
zlc7aZ))}p`nE}|41#zShrSb=FjOG4HClj5^tHN83rR&xICf@xoz>5F?&+mT#o?gGn
z`07MToExHu*9veq;GiOi{uP|C(YS~-1c)fuV(v?Yo`}P=M_#FU-^IthVfVEVd_Ov&
zG87Vlj<V;2=BCTvU!)&t1;U9U+&6#*`u=TH<fbqG&=z{2s&-EoZt#0mTY&>q<4|AG
zo0cNVQpp!FmY%AR5O_`kV7!GJpvD2tMu12ChnJ!IqXIb}k8X=l0E9q~6_p7@MIOZT
zaxEzf%cMYQRm(h9R!Q~CiOdWk+WXueOUbY;z@N=~LCmUE-8heHCaG%CMj|R{`ys%(
z1^)T?U1(yCDiarRd~*^2ZI4<T9RTe`sBx|t)OBDnEwf)PP$ZZYQK$!8h7R`<c|+S1
z_HHV9OY=%e${JVfPFLL4mg^AdF<xrT_^}KP=KEFPJ?2T2fqf0FLkpQ{%>9VH0_o?m
zFFnx}6Ix$R`EyT?Is~cT=ot#%GBr`rJZ|QQMKC5PGbRqQlokr88I5iwS+i?EWaXJy
z$tARkY@`_ZcrMC&Kp%aHsUQb{{8I=@^ygD2&L1CD+lcEkPkLpHoX!D}QK3K#f6%LT
z_AVhzLzo+)>|6&I<C`ta-#o3O0*N7yGxdCjqgo^ebXzVE5yALgoo7>_gbd=kNbe~f
zN4c4EAd-2yW)e!#d}HdhrH7=-DISL*uL;YOV|c?0C^c{&3hy!;-f9qGf9hP8{C-j5
z95bb=rvf>BnW8OEZsJ+VF-R~vZuonsbH-|=sZuxCC*>6nFG2I+oJ~1@omtiKQINLn
zi)HaMuDN&2>6Gut<_()@+xA1KXV>zZk&f=tH#aTGNY^?M$c^@nom**=4<buVk&~=Q
zvYlOXwapsc{%HGZIh6KiD}7-~80X%&=C>3eC8^U^(&YtN_=Y&S?8>cfK^x{W@wW4g
z#o3axfLblzSwXVsgLcsa+f)U)rba_Vzv^(?v%g*#C*`U=u7kro&b=dQK~vPR8Eh0r
zr$*hLLu%~UDRt$ao`=$oW=cn0T&gb^jE>C;fdE~wA#i#-t+vAa0o`$VS+00q;4CL-
z^MmGldv|B1A7`q}DoS%Kx7yL_x|!N(;wO>6Fl>fBxbKM0#}l04o8`LMJ3d1CsrOLQ
z)F1tH*bDc+rX$iEHdg$==}EFAlsDc{FMPw=HR6X7)HQ!k)FdS+!XgtX8AHaZci77K
zTz6HEp#cH0qcvh;1PUSxept{sfrYJ<bb92_U0PjkdYJ$j<?kc7t>`Dl2h@qkS;Ls8
zTK-6tbItVA@B6B#2OI;6Kf}n5_upcBZ{)&6c38DJecHxJYJ~*Kb@U!)TAl{4@%0Dn
zAv1zgQz}l!YRr<%l0Rqp`s^jDXSYPlLj1i(*)dFp4Uc)RMs0n~lH>bI2glN*`;9NU
zwz4^8d4$c@<KfDtJW7y=1>QK<IM@mjIvB#zQo(rS{^!NO@64F&(xl}|5u6_=`X4lH
z_3@%z0QQwBv6UHJV70@xBg{kWybxg(`HUA%km-A}5fr4|_!>q|dM3!wC|gq3Yct=H
zq`8o+>$sQ|TSf~Eza-X=H{Hz<8&PRCWobg+{KUEB!enyJj>|0!x<&H$bBf>*zG~Uf
zoUqc75U}q=x<Z<g)X_SR;~xZ})`?G#Yu<%RD(=dwY<`iDlFEk<C1<)addD6D9F_5*
z=l}KUJ5O|^-RJvl<j(rdLjO(E7!}i{@(|OguTQG)<9ei9z|V7eA`Kv7;<X2yk^(=I
z3M%(}jIWm>#X=H|J~Y0&WQZoPRb1TaqWpu95&5j^p<0$`_N_bbSHrnVK{I&u&h$%N
z9DZE&c4Jk3)t4Tk%(?DvGkmG0%K;h|RfWg-vv2|XV-+W0XiA?Nu);mc`Hxro7Zd?t
z1P!kFH$%V*B1PAEFX|tS=)fJJ6e98iB4o*k8YrnURA-;EFgMs$PS4ZUt6UHKQAEfU
z%|A07iTfNmxs>hWx+V1MTHY43q{_loP0cYun(ui;hV?VS_gP+r6~EhrqwMn^8`4VE
z|G6d`hytPv7Slw>c7B_emBIFeBqbpwt~+&i8oqdv62KBJn6}z=C-!2ZsR<#{J2*!^
zRZgMdnkrXuLJ~=nTCB3BDu)RV{y|xNStb5q+G0k~`YV$JVetE(?d26WA#0fbfIj8v
z3308Uj?C@fFLwjd$=}m=#7sY1@Vi2a*_z&a1NXtf@QwY)v%i)nB?WQ}&Xes%R3M-+
zS5-K8K`OboS)oT`y#ISXFYpy_t?y1H+I~NHo<s8)_~(y^!OHm6-$j$O8h%_*-j)K_
zpjd;!h$v1npVfi2uS@$)O(~IfM<mi~SfY-V?vq6cTb7vy2z_ORoW-}rED|}sNpUF6
z1G?<(7^Oub*3{Z4OfkSB1*3olqU`eT*HR7aGi|ebFz=G*1j;Ooxub~2Xq994pRZ)^
z*LNZ8sUORc*B7N`A3@Pldk;myx54#BC2q0pgM(6q*OflBuYFW-M>e~qBU{SEd=lOr
ze{w0y_TP*}SV!yZ{rVQZiK68sG<~tVxR~S1Ua8QYOiezixY|yS87N`@^5L9UAbRy3
zZ-=dSX1NE@RlfNf?drTg9~C2$?o=Sj?kNF*!9UokVU+Z`Nf{a@ozdV?QfnRAWus~b
z{{t%6!#Db}Q^!2{2VUulTSwhyxVT$m^gDNTsTSqph*h1u_@{%t5RB}%G=gg^l5<Lq
zEk5l+E$kFAL{q`QX=nad{BMk$<|K5M{EI$5e`u(N9LqLRM~^8MW7klu>Z@~^&}8`9
z7-lE(x?<`%`N7<J%v3+?djs)Y<<M+(%e%$Cfd?o^>e|MQw)tr~meRrrd^t_fPj$k<
zar1nddZ!ROnG@x5JyH8I@=cA~2O;54gWUye{iWD23MNXrWO+81{19ZIvL36ph8Jd=
zR<7}Ud5%}HsnvCnklw0RF2Z$iVFx^*wXs!5^qmYB(uogdIuP1k(E1WPP@GR9aUyBM
z%NbN)dP0=rx}6=im!CaeF-ZNlZ@ysjebDW%&8A|a<$BXHwp%LA>6K4EC&xMaodPpw
z64l;SxVE{A(|P1^Du~@_UIVgmT=fXEJSi?jh1MYYck(t-g)?MZBIhELI*ep+h(OIX
z>#~H=XV|B7be0(BO*$kdANh;>S0WPW%#!xdQ>n*@dZ@;s67*3_E513Fv8+)M7A<Q6
zDrd&*LNUp%K_-7^uHtosGBGw$c!*`uK`}l_|11v#h6Vj7>Y08MzNv|-*^D)UX=1^P
zBEnp#`|s+%wCqCJQ>58zZm}AuoDVi|mJj8%DI5$5*~is-CGMcxf>y<nFYZZ+QLC|K
zw53A`f?_rm@>6;=XUOT{*1mWkh~{uymQnVY>wUiT{{@00AKpIvqCHbTkUn7hH+S5!
ziuJ&q4)7Qi@jM!ho&b;#5JChc0FB^8qf%joXXV0l#G~!3DLmKqoP(*#fc#SiQeiVo
zo%~`N3)LdM=Ssd)&i=Cl7&r2o9p7vt{N||HeZV)P4+byrJu7;q8?q9NYG%8mh1tB7
zF@T<8jaWB8y^a4T63R^^f&@P*ZoYZ8=Lb&cTj1dz?8a+5hAgOT4LDEKZ`QUXrV3Pq
zD~~Xt!~dnQKt>Os0EBQ+TUR*Ce^-z!y=okB6_Js8zdccaHQJ>`pe}3pTIAyQTleHJ
z=CUlW?4^Oe1~u)UO{U!2dh~{#)u4)e*QK1Jcabzj8P=n^#$c)vFxUXc!hz}WWI%^&
zDw$eam40kWS*^jgduTSWQbn{eJjv+$+L7uR*;^5ILae656#Q@{{Gp@>8JDznW%fEH
zwUTTrFAtHQ5E%wlGEP`C3uWSB$S%Wx+D-*Tey72wLwgu+CR?vsla8xU4{N38P_BAk
zMdwdQv)Vsh{aO2~RA;5KbK(Ze;EORwgS|kl^-paQt+lr!jusunEzyjzoUx42t%{;7
z)9LcWk(PPM$$?4OSy1grw{_>^iQp=n*%X1<=6;q+C1Af$(OP8}Nmol4%SB}YWg1wA
zIr<6flZrg798<Rk{5|V9xve@9aZ@!j(^(iEOdr^pBQl?7te97sAN2`mPE=A=AWKsn
zoP((sz`-qZSH5TK?qwClG=%116uK}sOIb?hl~Bc?Ii-udx8<outyFjCoS;5C+K#ai
z_X&uqt%AVtjwx8|<4QlQnf4!P=3YigAIGb%`-|ly`728-vvMB5u*N5uYirXp9tO9a
zyAPb6JfJ6;dJwa_a5d1yD8OY16bAN#G>`dOELo(A8qKB!RKh(l3!|>jjd5asXwgd&
z$as8Uw4_1!$-QIWwHlM2Z(Gu^(DUOaf3i|{nhTD6sfE%{>~b}M33<PCXvuh1K&9g?
z{B;w2beqjq$`LohaD4pz%hBh)L78T<KQ?T%oXUp~OTiKLoXeO!C!><_T8Ka_W1<{c
zl-V<7lvoE4<BXy;(+>kDWg1btS)5-@!{nXeQT_^&9C)foV6-KXkFjDQ2P^&n$1qbb
zqCjRw_Nw&HYkR7HKt{T%G}^$fG^*dVaz|Cr(O%|2Pt27fL(alm+~s?lt>WgCqs{Fc
zg#?8?qm2i5>fY~Z2?dzXW_iaU6fc6J>fEYqro0y8C&LN`DTka_RT`((rz_~6lF??f
zE8shcN{+QNxPISVs#RKSi^U1L4o6t%P#ro}iVGD7!&lYB(rcxY)vpY7qy<vhQ5arA
z!f3-Q349=l@k%{}cx^#@xa`c0<bRAF7zFdKoCrubhIz?<#2v1mFqbP+MKEyh{I;fB
zM=%%6+Nc+>)f3?Q(|#!#;6UQ*#-`u*O3NvSO7P+T(Yg~HZ-88~IUor6{sEEFgjNh<
zo4bhJvjf#<iE~Y%MNZdMtoGj$QY>{qy&)Un$tyv&Ka2Vjiyqk1F7J=_((XhI;#5t-
zxE1Fj14RGgftzeG7hA#{a+30^x^|S}y&xg9p7-m=yPETTMGDDCzPwQ!;XoIdN2y!@
zzKo|}tI}YNojuLb`o^EvXG(|gxp&g;eN2{fe;%4E^tc%tnJTxeuCWQCrz>%w2T_!%
ze`N%JskyB+DB{>?7jyLKywP=PT~w)M*tEn_N617;bhW^!;`enz7Jh7x(&ZwQ7+W&<
z9t?iMo%HiZrC+d>XePFfmm{O>IVfA*H%Ofi>(5M_cuX9~eRDbu#v{I(Gv+BodorC)
zH!sJJjXm|cGAW8%q_hhk{&hOuDDT!9!7!47m!TW034|J_`lY^zQVp!y36Qy>xg5*M
zT?gysxF&dKMErJ~Ze~|cU$|n0Xs!PYRk{x$>X})BZ?_<0ef}q=k9~OSJN^&oj85<W
zDRqAtozDIO>f5)*|M3_=l#@bABF*kJ4s+0eVMp)56I^`Xa|!|%k2gQT9O;R>Fu!@)
zkvJ13>FoDNM<<E!aFDwo)8<cu*K|Rkb+U^J1;(tz1laT__<4$WR&``Kx0l^Z(Z_18
z2DplH)PE-@9w|7m{t}?!3Db*J#h6mZr^1NW%9dDp32MCihBbYy=Aq9~IieB`G@};*
zM6N$*(K-0)$Jdv?#7(TgAv~YF&_=?Ns0@a-HShK$qXFEWxf}ZH@impy&^V%=^(wgD
zOeE&C+p2&kJH{VA_u#Y8`N6__N9G8{;P`DUla*-o%tubB_-8>{4plfmeq0edYPOx5
z^Y;15ujm+8S{$@M#=sI|IWpF4R)P`8V4yH&1#Vu32s%9-U-X-k1%eC^`o6}hxRf1c
zcMHoPXsbqWyu8H-dF7txAW_{2_q8@Nrtn)<M7aCS>Xs7x-c6lH<yrp;zgKx^emec+
zACRqQ%!;hNJ?B2{ZJQ?%usRfF+(%Wrwc*>OLlkM_@za8`fvgAWPWDB{lzxGN(MzkE
zPkt5Fx?k=6>}m$GP2+i-4`ll{UwZ~Fsj<|tdnbSN%eJxeaqV_Zm$G)d!XZpdcyYfm
z=DgIxBAW;hGq7vud?JMakQ3=N_~qUGIzdxmME!#gTkLANe&4<qE}m)ynKtpbpklZR
zb>t8^Il2(W#lCjV^F_%fWqWr!MTOZR?N3+vmR3vSCHl=LBO7o2n48n&x;<#q#ID}8
zYZ}CK6<CeBzBInpDQY<7x-jDqTX5}eJ@dnVpSV>V@|pX#@&r<1l-JF=K{K@fhT&OT
zRj|%ioh+|UcHO6aHMp5Ya;u9H0U<OFOFff&wxiy+-dZ!ld`s_CT*Z%4bQb!T@&yS~
z`CG+!kUmL*iy=fw&5SEr)TryKhy7}oP9P9<nFx}8y%QGi^^rrVfK9l?1T)}Inv<Az
z{p$mK=fwTV(-Q4*5W43Tg8!p2A3rjusL_Dx=rF}R8C(I`{;8P*tGO%!J^H~}s!LFv
zXHEq>(ds$O+Du;$^Nkq(D%#`EC42`_QPq#HNs*!UK5O_`*9q0~hQYMdyCklA=`G8J
zFc6xPa$-3bieeb-6^16~(?O2gBxhS#rT0e|+h8i17ZzbJ6;nj|S(Xr7WTm1kCXA#y
zwO-+)#diZXrhW{K7BOt<*YHD@vyyA#9h=_f&^OjqS_2qZ9re2{cIgNQt*-*F%>y0|
z)WYr$yVLZ2{CL&kUZ45yF-OsKMM9kI#t$hYNp^TA$|k%MvEu1jgSSzo>eJ^vS$4dL
zIp)C;&4*G267VWY$(z!|ntF<~1gfkP{`&<@*IvBAqMF{1OT}Q~T&uFtgY9vR!{$2;
zQWj!vU34k3YpUGV_I8^K>)5pW^;<k}sNj6T{MR{y5pOmncofd?$T-#nYoBWkMc;=n
zYgr781o1yteb4FnQEuQlhUEF`{KL`f7%8t6Bu`{SDi4Jrb?|OVi|j+{XIyu++Oee!
zi8nKE*vj`@v?^K4dyTeGB4UL7eZ(}oIGU^(ulfaNC9Z0t?i+u)&hp{y@f-E!4R9me
z!~29kw`uxIv$sq_bk#PXReO@ACWXiJb&Q!oxLEbxN=57htN{kAqbfugj7_kX&8*Xz
zCc&VE9i^(84FXTpPK3ja;ak<$d$y(Hf|VuMS{JT=*?rn(M7=~_ZIr&$J$@m6tDP;a
z*D;~u6S$`*9L1v<*R$hU4mV8KjY43MwX47On(e*H4rE=o<C%XFaCoDezWkQ^6?2*?
z_C^#QY_jzf*qGwTR58=G7Ppyd5{ty@{me}a!@bZh9j!1=T{V}>fbP9n&@zk=*rm+Q
zPd9ROomPUXG7*(z{;tA+$<4a4wFKe!+jJDzd5tkXxMM3l4~XJY8zyhw{k>}-ulG}J
z1%=TCLsDJ#o&PweaY%kL12dCOiWgshj%PoLZ@X>mcLof^`&{jgoIVaVheBH`z!LcP
z-quQ>m1=7Dr-yR<vgEf^J9~P)ybsArR84npJW6!<`axf$GD}+u=?Hk_AU<GtV{oYO
zYdHosn*3z)b@BK)U>}sgz<aawD0TXvK1Ep0x=TD!j-kj#ZP9`^mG*Cyg!%Rgi9ON~
zkM<rBV8JB%gFAF@O(j&@C69H5wg0R*WNG#(-ZAeE`?CN=#&yS&IB#fTV$2s}8sqaq
zr`Ih@=EgamAlO<7$->;BT;tVM;i1t)f}>m!&n8k+UNA-^KX1Cf^WlFTVjoog_cK6G
z`%x<E112fz)6jV5v-+PDXj?O46>!2#VqY%(Tt8g#PEQeeIKAii@+tCdou294?EdlF
zrcg=dNmr1C@z{-y*7>(HQq!3xgk7h{SLDX@w{M|sbu|{E%o*0K6)`_5DgpsjvG2bJ
z8DI+huRqu}hZmTpNtO%&CLl5H4bJ)!R6DfZ7UowCWyt532)lxaeYe}?d|YM-33HR&
z$_=6iv|lLtlLqO#*UzgYQ(dfWa(e(TYT^zw#o2)KGHomdjg&f!ALX*-JaL5Cb-JN`
zghC~bIg2Q0{8FHRRQL-qyF$XZaJNIjV_H}2*J8N_6G-lfrI+^T=;$~qKHk)Y@86)v
zqEdNOV7MIUWhEkSr;m_R1ugw(>}T641GZEdU<2^?BPHN;lYi_f#f?L0k{Y-gDw>)g
zzhyED;~Pr~d{EkK-v1K#(UHF0Vv^#7bJl#kQ?M{qemB+9jPXRIe~{vpl)<fb<{-hu
z5|`LQX$-?T;Q2^N_~hs(`;I$vRfT9WZm%i9;N8N@1hT8DCo#SzJ!rA!z>b+1Yjwkg
zg>iQ-c1p|xH}5tU6!gms$Cn7-jhtr}y_Pq7ytwh^)WbG)^}RFvUKNC$BfCb2M<FGJ
z^eW0|m*u7I3|L)?Mn7PtzXbyWHhJ?N=$}NHem$#X;eIEcrjXGoX88dTV7bCk<V&%c
z7W6Q%qRZguF!Ko_lehVsO4oKxnW6gE%SrqsV;%fa5lD)3dKEA9cF6ufJQ+jT)GpwU
zTS+E(phDmS=cdmn!W{^F4)m52z{Xk=LJ1YK6fCx0lVs~7*gedYc3H)|hv|}%M!2(n
z$NiZ0>HKi&ACMHk0SUp-no4v1j=&9lj^;xv`fOSI;Cov~ho$f}Phz4?flpTk3dyBo
zG^MWARzr5Z0P*WFZK8I5Z@=zHC>`FA!dr7k^t6IuW~tSW$`;=WCO|_mndLLAGz4rH
z6Wn6F)p0i;pFxxT>-q;Mu#C2g*h*L4;`HT53pW^0VdEw%yEDHvNT4Z1y4BP~*NW*x
zx=?s<qK|=%CM5=zk3Z5@iVunWlwRqs8XjG*(_|biKuN=@yzAWyz6-i%Jty*6Z`xN?
z?k_<QGnH|X|E8ktD_Bw?@J1Tf4T#bjKvlU-ya*VVkCnfzS1M-ktMXMu2*+!3^_gP2
z@M>GPRa=)fCyLo9O$K`YicCTAU!l-WjykPt)N-TKu}VmFsx;L%m=MjOH7v4L7vpOC
zJm;~)56qe8VD=M}16xpBd*5siAK8La>*VS*+Kxo1+1{%z;3oYXtjq7x{L!Yc4s=zj
zyd=?7vnJskg+n#;IW{8=J-@+BA@H1FOS+hK;`e03wd|lDIYZM$2@`r<9N4|CF{X6z
zoj@O4>-u{0yJ!>r0^acT5X$4HQ02eM_w1SPT36y^Bv9e{m1YDcB1Lv6xr;dsjPyPt
zl#!LEu`6&j;atRrZ{|l|VkK&_tDe-5vnz^R3PgBnY#PP(l?jYFGrZmA-sZZzxYaCp
z$*gF$R3^)@uj$d6I#h(%K<eeD)BBaoTd!+0S$2g?-gi^vme{;_FT)ThiX!>Bo2R3P
zIHRT{Sw|5QSG3P6sp72>temvK+by~vW_N9nF-1leh^Nj=UI}H<Gq)~Gq)PfOo8xtT
z>sI>e04Iufzyh05`jw2*<#(1RB^2r4zW6{`^iu`A(qqWLZ(Y%i$+UpMveDk(pLTck
zMJfB9z<>x2gW-v;F`H~%tA5w%0(l^U!=qHoqKY-0Pg~?erG&eN+Bhsh3_AaN&|R#T
zY*0d{V28BR3cqJl>CevBF?HCI0D{Ra2AsT#VR10PG`ShY(RaG=X8Rc<C+67rnKXsJ
zJomyOY8A>yJZcwl%_HLs(b<Ip#>ML@JOq!rNYszIpEX&31DZEB9`ZD8=6OrsSsiiO
zTM_a9Nsu<9Wsfc0^TWbN>+LS|L>mQRk<!Wls~0hid_V^_N@<FGH5xy~qE;p&b!AyQ
zbc|ADX^?DZEOeX|t}zeUHt8>$ghWkq)U0RtWxwmwyoMzdgZ!f9sej1g9{yZ8U52+N
zK$8>sipl$g8w<;}m|S{}oo}=`O8@p@VSt>~GCnFOs>4bF+$Xm2Npb|Id>eC?f4X9k
z+MuAO>U!W-NUf$y<dGkDAr*N41xPuSdGxsbC&M7WBlZ9DRBcS}fACxai!EwS1i@kw
zH}Q#LVd7wV{#BzIx^waeaAo1_^N6Qsv5Tc+(+K3(&)a9~BGH~Smz5$VfITFcaZhEg
z-=UB+Rn?W(G`qd5Mj$tuI1@02=08s20fXrD<Nuv=Ap*uwunYi-B}?Zn5K1<}n@feI
z;M;Rv3}_Z~T2B)d<1$rrUcA00WTz7qZ0+Ubk|^BYKYsI~-x!4jtuuVu{KuA;3Sqy^
zB9p3Z%b=hAD|!}_!^G)KdE)3JcP4W)Acsa~U#T4J<wv%td;cQK4BZ2PR2|7o0Y$>$
zRR-v=I!OCo`b}%+$JYmuZ5g|(fjw`6bI4DTmx6_C%6k`z)Su0akGkHaw|)wnKqFjQ
zciMPmd|3dULRxUR`iqR+Xung`PdS8FX=51c%Qxx7*szcD7r%C=mDJ&AaZM3r25uxs
z9BE(uXtGzz`;THFKEVoP``UNb);G4s3oR{F0UMask9><8EO%f|ZOvZWP<t+aFZHka
zv6b)JzX=QDG4`XyU=@qY97qK=1jEu*&!r5lj3)j{mhL}enu@MS=ttQo;*;{f6dX6S
zZB5C_HANm}c&4pZTvE?5Ouh4`yLFLwFtjzG@-UE3jvh<OOSV7We9GwZ2P4ri@!b}X
zKWC`2?=xIZJfN?|dSuw#Kiztts4{$39Oa<4FBg95(Pqt+Fk(*kDTmjQ#`gj&YImFK
zYnyX25;iZWm7yi|_W4#E%&!*jye##aXAkywLe7?mWGI0lkf*Fn5=6c4vL%PGI{993
z&v)Tfi_+J7c!L75{dsI=FEk}k(8k+vH`eg3?bUFJ2Q%IW%|8=fjlM=uy#>kS?xH#R
zWJ6nF7tEFI@u^P%Rf`M(&qe-dYmjgqfXW<bNX^{c+(p=XFr?L{LX?+uB{4Ok=)U-b
z4Zg~D8XbsC%%b~F8v;X*rjo)xsc&8US=!oaL{F3FL92<J5ntsZyo25y60+Z?%pUpl
zgh__oOsP|NMl@8a4@CRdH~ztwUCG(1^e#_Z{rbut0u3E<&1r8-c>p$hFT2(9n%H3B
z3FvSwYc|Ns>!T5ARre>hwBjZ);>>0+&Nd&xCV}clULTOgG(iY*j6lVS1o)Gl9}}+>
z#-_8cf@0HMFG@;^okhNE=9^{*(;7HzVQhLlN$}_Yt5roJ_hVENZ&mHQc~f3iMLj)?
zo#i~>fp$7=Eb)8ExeAcf-b4Xm8xwg<ZJ%v{yh?u<VGxz@DA~1Yc8NU%vlSpj)eHjo
z+{sWBk;t^7AE7$)yt%H1alhxgK%_$arIKcSo6>Ucw02wEMcJn{b~I|^jgxAW%$}Os
zCKTRdmQQ{NUw;>u)<{*t=lJw?Lu=PEe}V1n=!tM%B5i@Ty&Sl)zVSTa(#+&L=IP*H
zSHtFJ`T9{s9b(4BH>F<(h#aF5_iE#FyDOL*%x=z&n>F`@n(zI(TSmQlDZ`I7%GF!S
zyES2R*|N>QxE0910AYWsCcL@B&T>{B=d7NxtS~Q^P})kDyRl04j>)r4^%9Y?tNn_%
zOE_OcRjHp+V7u5r4CELD3O8&1GIW9umQ^S7!v+Eu)s~a$SeZJ$=~Ay|!)6pnaReOB
zhPs>g&}<exTYne~eAJKHa84$pjj`1OXT<VLWZ83SgKLVP9<*k4RPWvwNI0`sSZ%P9
zkyWf&*ABmbt<03Raj&Y#a6q=#*KEnrI97nb)nnw-=ktgOEGTFojud;6Rp5M8goH~6
zYs6*Jh~8=i1!NF|-do=h2RvP0YA|5ndr0-6uGoJWoS36@#8IZ|((^HHfz$B;sUCmX
ze=~zd<cf}8x{-xdBaW76lKoqOyxpMHdOArvetV6_ZLh7)QfG>*;h6$aLT8`n`rmW?
z*KA6Ehzr-tu!Am3k{Eop=Psds$*O3}vt2@G0~GQc%py;H1v0mMPb<ZIM};B~jz#@U
zt$%`C`9l_>LqB{!jh)G;^f600d1e}4ZRjw)pIfpYr7h}MoO-OJ=)fb5kY^gMJv?Xp
zgvBFFlLU5ZNWh#Z^==d#k)KFvRDCm&7%<UdHu@tV*ZHcTf$60Pak>Y(WNCgvl6#)5
z?9b;sPvAL3k4{=*aG%R3%l7}>y!-#*J&LA}#yufksuj&juK6u<wZ(^I@;|ZE-Z~YA
zcJ_X|<q*up#RE$ndk(HaNA46%l6e{snP9S-1?P_(<^8vU(Ck@gVBice*qEO;2W(|q
z5g&i&V{PO?0+018vf}n(GxA`}&tF33zPH+XPLM)V@8z%gB=MK>tybW?&Q92Afo?4Z
zAf7x=9M|+>S*q$U7TsLnGK!g>Uobz7Uzm<Zu-RPjCwo>hl)j$sHVhpV`s!k9Oz@mF
zoC+W4$doIWz6rwLjBT(S@|b8eWUg-)^A@k80Vn5_4diU?R#D!^k87J)hrYckO2@O)
zA;?}TersJ)PH$lCB)LcLx|C#=gKqu)j?}D)$|xr=ed(*guI{HdUQXG?EmS&(U&HJx
zla#$#O~ftX%@av6u;x~`do|dYdP~P=IdX=(*%e(?^VK_BCW6HQ>VAm}qPl&ZMk|wg
zd6D&i-j9nm{EI^GfC$MsR?TxusvHJ_gLb6Dvh8Vi5r;NS`k~RrHPlFIm#pTxM46?M
zIIC#G9nzzTs6_(AYIskHHE#k+_IN@AdOj<eR<$hCk3npu_lh6O3R(c8R}2w>I>K=`
zW!a?hPLrD@j<|_&h4q0&S}ia`ml@g^>7nYrF>An;WFHc|WdV#?CtUwU^XR}kS&ZC?
zEK#?`xwyuN8r72ND0aN8Vy6~c*NE!1CLCLYpl=!PAKuJp7v5MJ)J(2re^d&F%knHM
z5>{VG^DJI4&Zsg~F7-2ur|@WO)klxW^-NFNb2z&aflD5g+!L+sF3wTLP^X&@9TqQG
ziC4bGY`!86opjtx`tTm_Y^|02=(Ak$08?w|`oV%%&S!Ec==-0Ufd0=jTs{n*p<AcF
zF-^>4FbhP<4lvHELVp`INz7X>9qxqg2)*cevam=_z@J{cPRqK}8BucVuz@^g{uXDP
z<<M`gz6#mZapZoA)yOBVR1-JDnDvax?L%I<0aJTXfw9N&Co}HUNN?qIhQ)`u#U5`|
zJ#}?wn&_v8ml0fIWFE9Tsq`BqiH#(yrj9qyFc{9tUA|?sFL>zeGgciu;oLNHzr0_|
ziu*ro{RL2z{}(olgMb)>v>>5$2uL>w(#_H=-7MYG3KA}z!qUysv2-cjxrCH-cenrB
z@9+Q4`^+=%4EMn7EDHnoe$F}9xk6<3FUograH`Kcm&+K*FTptDy=T#;$y?_oFzgml
zit)UuBjb6lio;I#m-8oL0|jYs#`oVV(=&^X`zm^Vzj*D-k=2`{vwyZ>v?MEdSAVSy
zBe)p#ohp;QHITjpH-2Y-H##}LqtRcwtCI5D&L%W>f6cQ2PzX<3eJsvTM%DWHBFkHy
zS}B(S4rd;J58NN>|0$J$`-ACw@W16EaE$>V#utEvJocYt>7V%n8P!~(GN(-nd<7L5
z_4<|)0pzLbQCk~|<ZhB4VuPVx_9LcAve9?!&=Kn&&Gwfj4>no-R1&h6!rGFM`A;y7
z3V02Du5j+v9^vfa_VfGODL%J2rGEV0{Z{6zv~yD_VSbSpFu10YPNG8MLRzNXo#saE
zS3rFpNt<v#<U8@=&Rfe=j#imM`I!JFX$gZ`dU8$J;`jB0o&e?|`IoEodGzPs-%rPc
z%}JiAqE01$5R2l{IE$Tu#ewUSL{jlc1m2-;W)DlrNwvE*sU>K)2(txjG*{eX@)*h~
z@XjvIdRo5DkrVso&qI0dR;r)WGeBEXN7R4UlVdq(eo+vgfzS{j&SA5D(HqnF<O}Nh
zM4SsDISzuB_m{vRd9-{DnXv;8S)1$t+R;+!d#LwQsxmz;vk+#JXXc<n2J+>gTMh6e
zoaXTcUe`mz*7XVp72y21=UBQ>yUB(qY(yUirD=eFP`N$2(?<RLw%{BQBgK=ah3>@>
zwA=U>g<QQM?xU`<;CaD@pUQ?x^x)_bni<VoZ;<S}9<%ox8E?wSDyhw8U9Uj|ilYH~
z(ss_eb&#Yl2eayO1?RauDYE*LuJJI%GX-%8SlsI?J`tfw8m-t$=G7w24j>nX8dMkf
zRZ2j$d70cS&bkaQ<uCvtb{|GebxHWY=pSzFi9ZOr-p+rdPCy;<kHsE-r%h%h@oDGv
zvieJyvY&OM7Ja>2<W*Ha1%@a%h$YFvua&u$UwU|4XL8e{ny%Y$-#LEF-z{~tvaqbQ
z?4JJ?IcVH_Br2MKr0s+;7Rg=YGE7&LC44%P4G;z;@2~Cd29Qr)I+ox<nrOsG3!g1E
zG4XgF@a}Ykh>6QO{zYk~TGflvDVud2-VY<5(Avk4ufx7qx=|;)G#mRO5-d3>zi93_
z5<dB<R@#8rnQ@SB(^(;v`*BAs-O63~;&x(<u<`EgrAi5V>a2ROM1Z^*gne8Uw}MB5
zhVo170f;s4XoBYYL<Qz(!mkbvG8p-b()00hHHR*F<GYx;Hi1HVQ=;0@uws+G?PK*a
zZXuzIhEHg1K80Gc^*xLJr-JUQRImG;j@uEc3stN0f}$(a&moV57QObu?Jf*r!TRBn
zP4Pz<DscF`ZhVe(v6x`#ZRFrZOmrcUK4SVdepC;vOEM{07iPKY<cvhq0{Job`5*FF
zQcjH`BDUUlWxC42d{2z9WZf9VqKurI`NHyky~<LXU9B!`%UG$Q&AZd|W;T%HTnQ<}
z1`z@(RPk|R;Qfsa5C^c|eg7ZR3-lUP{6iFpqO+_SmczD(&tz%#1rubGM{;Ow-Q>Nv
zKyd^9JmXu9!&^~^JimubO<l5){zi@X0tKK$3PL~T#V(tI*_Y3fk5&pz#@Ej&J8D_a
zMMOs>5KTx!>5Pl-;e%;ek(gP(7UZ@$zzw=OJv@X)2=7ZCVUA1iC{C)+n{4berKU}4
zUO8%yIoCeQz-DZT#~#Mj+F)d!e31r&6nPAqbDZt)kuV2qVvT<OSk$C-LjJyxxr&5D
z#_P)+SaacZs@CMY*{hm|$fr1$y0NZfzO#;<^i53LadE;CmZVehX_OT%e^J6~XAQ?}
zwB9Y>Nn@3eCmZBu{k(DUo)IyN6#RXGA=VZfp#}Yj?p;4oyi-}%Skh02>=LSSWzxqm
zT)*5=LKebK&r@yi`Jdc4o4Zs+{Y8l+A6$L$+0)`vTWLLUO#D3QI@bslorDBd<nFvD
z4wr7o5|8VpPgpr`+G`j^b;UhuHS-Wzm_)4MZz-oD-sgnL7V{SXq=hJ#N~(cOZ!Rww
znENF<^!!f9;0;0BB1%A79k;5;r&h?wH~$MG670UwmI3RC+Mv*Vq8yA4$k#Y&YkkNq
z@{6K;`(=6gco=X$D-Y`8V)*7OKpc+;RF`ipEveOB<e84*hL*ja3}^HS`Tdldjls<R
za}~9)YVdOyV@~7fM{GGPpQyEoWPpxQ0?F1uRif5uL#j#X#JylFkCs06&kg{P`VR==
zYV$*34q)*(zo*1fZGHeBA(LM?p}43WUPe?0zpJf%m_x~RHER^vdlkjFOS@Q3M^uq(
zT?iu3SEBi3g)$UZG@@dmwx?=K{6WXai+5t+<N%X^en$WDt(x(s$|q5%z8dre;D7PY
zy6!&;;(wo|0c0CZPMJFa?bEcEhOvOfxiHi-t+3RXN@F#r`*jJ(+$BdPv58}};h&_h
z0H!LtjpTExH^$i;kK|WgE5ba^8}W{KU@D|+$l2F#?U!6@piV4U+Zf$YU4^od7dZnf
zDxlfSw)u!z#^9|#Mog8#pQrkq)<ubrhwYjcMYc5ZVPhLIjz1=zxEzR^&rjyv;T%?O
z=KL_t-KKzJ_>}U5k1Ek1MYvD=9fi%W8G&EJPhM%Sr?@`MV5nUCBLG}x;cH^Jf527>
z?tP?)<eVvv3OdK_#BvB)Ve5x(YI4B1{D_GVdiQ*8|M>yTI_Y~9>hikxEfPe@ArJn;
zU-Y|X7(XVLLOKp*SW=0FSJ_A1RhP>xc$nTRmphS$I69x+<^;#nTeTKQ^;(IbcK;<}
za|8N_ZYH7v3H4aTkjH?e1bJ{1FX2a2DPd)PxCu9oJ$FbO*LZfBQ;|ZddnGb|8S*{<
z7$Y#N{}Bmj#@Cr_H-DKhcsyxKc*wT+?2BgF_mM#(!fo`vI;qXl_Iqk+<h8TD^G03K
z{#6raUzMt;RsQJ#&D}`j{q9%V3^_4%DN*-v+&BZ>fCJ+GE7i=7m_J`WRDHcD))}>%
zoPKU}*wcGlILsD!>AV<MyWd+tvZIDLt=yPDUd>l{o?7&zz<`guB};8kEmVYCZN!U#
zVNc5Fl$GG9zv0eRVRNo<A>8?j(1&3v8ps%7W(+nPcLkM|4&P(mXa@NP1oBYn*)*rL
zhf^stt_LoLipW&UN=<GGr{Tg2BSm>O<-S}Jp~=y>#{$s2w`brTb*)TGc+MNbyAhoS
zn+_kw$938%GNwD_K9R($cy<aI$LBA;9;wx33v6rp2NsXZAbvO(;~6~H+qB%H@pmV+
z%TQLCj{B;*ewzgEwqvsfmKgs}@6-X%$DaJ}ZYBd%Qh?Vn&`hBK(hEkos=a;&0^<%x
z70-KlMlNT*JdOBpnObo<xn<0wr+tZki=ozhr>;W|qpKLp_`X=?kK=I}=9FV@;(d63
z3?FXQG5Ld7zCB@X$%h{z+Wks4$Uxck)|4UUiB~R)#>==}&ezk^DR79lMkU~8gvvUy
zeQ>zkXXM@oOy<6@e6u2!rfz0CPbc9nT8Az8RmI1~Glu5osz#ebyI+w{1eQb(T~P1x
zyaQSEAh!jst0g|PxwNj+-uHZb^`k}6jEzrF?eW~MF!|qRs_SMjH{Th|?Zk-A%leyr
z9c<hc2ad|=1L}#akkg)9>9d6#X>r}BB6m>BAEZwd%A^e9sM3#BMts<}G~Wyu4qtFO
zz@WvM_W~k6$+V(aRqdJ@RnJ@>%Q?nfk91@D3FMQY=6{5q#y;v7-?9l(&hpUy;3MI4
z(btzAX&L+g^ifpe-Mq5Xzw$X1iT9giiB(_4BA1aP+ULC4r0Uu}N#%&%CeHF$asn@5
z#1r2I#zWa2+<VM?htHpsqm`?Eba|K3;iLF|x!K!`o`m%y?$~Ne!M_UTcv`9z0tcDw
zaPq(IX^FnuTQVQt_NWfXok!h#<)Ygv8d!tSZV6A9pEMlIU0COd1o@e%!!A87ZE#Ve
zrS@4wgGS|9=noIwdS2iGA`2o~x%l{rxKDO*|4q|!Qbg7<z!ZjOI<U3>qjJHHeWTJo
zmsBj1XmPY$$uVDFf0(;#@m02YGO>ysV~<F%6Q11qK%6}`Vhc07gk<KxkI{szlk8y@
zd5r6g*tg<8<D6Q68EgzUfqy3125rgbL*sW*X{R2<K2>qh4bRNc>Y6`ybofxl4yQfW
z+Y(K_w{5F|Ng)<k=M+NfHNfe+Rg&$Cqz_6UWXd9S_Y&NqP@FEU0HgMsqfTk&2JUYz
zWTv{Ik8q^$5sQ^;6(B7P&}o))z<;(WXZFqSdW@ON^DUOYJ8``6ZQ^Nn2uH>6yK~A!
z*2O56ME$WbUk=w2Nk`hqZdjUyci&R@-UVD(jSU8Ow6Vo#Xbk;s@%2SSfTviOjH}*l
zPqAB{@4Q<}ZR6+rF#C-N=_&@7r*aHS4OTAu3cPZM-s3*j{EN+zSrcj?9nb{miV*M<
z+Ho6wDdlSULog$cdn1A1nKhZjPj|DZpruN7*2jJyo_1K=H~ThIw*cpl@r~F3EDhKg
z{PQzWQv}|fS^uDG6js!*E5Po~8rLu|3UF{B{%1&p0rW}0JND_97n*UBVl<VvWcGv?
zMDYwH@n%?`aGi%48x_~H)pwa&36aTZcv<yl#u!cUl&Qn~OY$;w;DwybEnNg!P`6R7
zrGG#1dSafK0NQp#k-@KJC#G+i04A!@s9)66StF}NM?{D5P6V#>HtR`76ejxeBx4p?
zqXVCHpDDC+sf_kA`l_WbdeRAS%Nal~Tm&*_J3J_y00}1-gZyTFLizI$oxF3D<wu#!
z0q8J+wEt=Bc}@lF{pfEwD)Gm$D(*IvO3l3oIO$)MKG4jtk=c*&0Kr?&wXwxz+joFk
z9#A&_^9F%OHJZjt-w%@xT5_E=Qpu;7)EO2JYYn-jV(ZC0ue*&&$qDnVq8iAx7r$lx
zdQk!v*(snC^Af*jZcI*4lPWK8Tzl)|3`B$X3*1BY^rRP2i3oK0j`?rNhU=^o)C{3M
z;>>>QVyY01TVzr&;0^yTJVhP#U;fuWitT@u{yz#B(3k?&S8+*SUSI<%Fo09_7Wjhf
z6F!tl2?aPrHA#iX&|-zA!ojYd{E7z=E(hBf+V5E`-tu}2JNyi39Nc<{{rO-k@4V@K
z&QT$%Y0*qy+Y}{Gy(^r>n{&&abyX;3TF-d;OVHj>*9bMi-}jL;pV%osL8sx{f^7Z*
z<}VegEyB9#dJg!9XY}c}=x#1SCnAvfW~8(Ki0B&f?c{gQn1wvG&cH(&7jcmf&qx{e
z^p5x9Z8%$7PT!wwB_E1)kw;Hg(*j10LwptV<m<F)m7-b8xYPNWT71)yHtyt}Sl7R~
zr17OhqQp1LG*tCSk=e|3Tga3Ph8cH|73dV7c#iSQZ0NO&1GBx_^lNPuU5#Ee3`aRS
z5g^fV67)y5D(*U%fH`?(*WdLj*^h<Zw&7roiHl3A{`xf|WnqjQJ!1M*>xC6pV2PRp
zizM&is_n~(B(6R)&8NC=>7>_YD~l|q*x6?6>eU<0ZBp9LX;esfUGxT@@x9_MCGGF}
z5_?Wv^r{F*B@$XA>e=u#`<*Y(p&chg^}J{tVIb4R8K?*`sqfqEZFPztIvYCen@{hz
zbOd?Nc&^^th`t(ktEJPk;Ob);9j(<k*W$NP$N&{}jdCLrv@BOAN;uCUK%_VR^RQji
z!tav}Gz%Jpn)Ga-F$;%K?pja+7fyuD+4G!5(&AMQijUkUoRp22=LN~73NWrHrs9Fc
zXWYA<1Xx>N1j_8$)oT&8NzdbUe0#7)9d=)Sy=S1gomL{8q{|!Bz8Vd1n-n}y<;}4Y
zBAF<T7w1lZivPRM3}!-F*lj%vzq6Go9yvWfdzl!u7|`N86>Xx=dBE1(|1v{<jsJ4k
zqpm3<#op?jnTbfnkKjK9tiSkIJlx2yNN*?U<*EZ->CNxViFTIBZT6r9zsq#3laXj#
z_5+UIc0E_#O$LUuf{AB6zvL9;#7z{Wo%_qM31k|kD}r0_l29D{oxgs}+b`$rltuDz
z$Cj~XNJhU|V1Eg-yA(6`4B0heGk^agc;wlEVWLAl86iHn+t#-5w+v~VvonkE^}Z}R
zo7^_bmudIA1CxOTWkVjjFJ@8<dx!wR5?b@T^`T68fNxHtngi8Cry~;SPM=DpUIZ(k
z2_C9Z6D_pmWOt+C2g!4KGtm^vI~tV%GQ|JUM*e5?`Oon)5IFk&-*b^LL6!cW$~wy$
zn~oK*Yy))NP!xG4XQ>aOKdv|VKGP2cAf?34^%KulqS`{Q=lDKz0*{FQdt}*C45B)_
z8DGPc+zQ8Xck1qy|3sw9L^$L&Nk!z=E4Oh6V&(ktLy2SR5BppYr4NX0gPkpTtmNTB
z{aSO9h|+)<-J&(Z{>qc-vWRRz^Dd8X+t$4IK#^mjD(AzHL+BQ$J(ym~KKY?WwKY#=
z>VuyQVJV0c4q4mTderT6-tH)AZRx+trS*n>l#zP-7lnop@y~Aug~{f>5DGw2B@RHM
zDEa^M)BYbLl#DU&38=={*q@sKYWb2Jr{D{DqggO1&pd?8qU)9?vP-R*_7!@fI)jyO
zj1bv+)^NKbzV~L6A49k4G@$Wi-7tAQPtjf4rr#$b@@Cr>qAYmEm5KMfP4`oFl%7=|
zJ{Oxnr#YyHl1b}hx9+pIGbRrexx381gMiQCIa%V@$leD;c=V7437I0O2fMXefpqKP
z=>sj*)u5~PzJBee+b#B9f;4++>Dp5|yuRjeHfj0zKRj%ig$f=g)q%~k`~3TY^($Id
z<KwdI_VDZx-r9O2yC~+3HJ)#*j(rVo^R&*H7jnNv=BL9ZZI%i@!owoqr)rCd?CdMH
zMZ&$^2y_#l>S*y@2<dW=ZnJ0ol&5U(I`mK^l=91Ft~>PeFYtDri>P&8w2hJ7ly+UL
z%s{co*F7min_VrkG^V+U8m570!ZN}%PIA1Ni~LYZ7psC5*&SLt-)?4=qJpSrcITUo
zT5&RPF>h>ok4(Y_BzKJH(d-YRpJeCl<U0K&*J85ME1=b99kMbedp9#Ms<RzE<ig2u
z#g%UkPzfyE0e%o*KnAqYT>!C4^$AQKxL4CiL#4UrfW#4b1{0)Z2EF<Wv_e58S-%MJ
zn(`ZHN?!F)kZL5odq6KIiy#(hwWER$-|L-D?>3d^Qo_QOz-F`gvWrbe`0w8Mh<S3)
zB0r-88&&e*=XxI7Dfiwy#2E8sFJw5sAeBH{@XcQof?=<fYwixuwuiHk1w`^)RwiVt
zKQAX0U(SwDO~xD3HvIh29ce9y_5D4UepuHTlQoSM8sLr-YRtm-5dj4kG&Wg)ZSA-m
zwv|6)?%K+Lk=c<9fzRJ&?5>2)v9bPoQ7pCri${8Aq&X{3BL|e~O@D;BYfZVM*6GsL
zf0cA<iA;Ly?%=1SHSPun`c5H9?8-A1#*ywrNYYBCqeH-pU3+0Zx)!FC_Zuw@AD1L!
zxe(Ug_?{@w_a^h7>%)0or+N}=c^hW1k@wnKR`Yhrp*6hwNFG({8lREa0pW8t7!WRT
zi}WODL2V4RpZz&{Gi+l!uFoI#$uaefNiA(~y-ddXExs-0je8;A7*y5hRWh8qF2ncc
zgB%kYgDFWbkS2BTQhoY4F>#0_g@q~nwP<ki7nag^kR$FkG0g9rE<$Ou@b}@sbFlE%
z%MlS*XhL|x!Er`FA1z*>V9@+oKG5L07y)*_jHnxSF+$$B0cF~GdjC78a^C`t0x9X<
z@PFd$|Hi3*Bh`OR8gOg@eVr8Azmp6N$Y+Y!YyNc^^q4sbWR~|El5S|X_!=85;nz}~
z-)G*k$)AX^h1oeF{ZACT6;F##qM@ItYITLXX^1{_L)*;qI6$njIcApy$=5sDLmH#Z
zu@EVCb`f|1bNhz6q6TrEDu<7{Z#m=!3NyXT)3YETsr}HceP3>aWr!qB$uI@JvE*a7
z67VXdE?^mkKM_<D#iD8LKR5iMsp}O*k)61;EJS8$aTA|!3s!bpnek>Qa0^%pKKN*G
z&dI#JnF9YIEG7QHSjOZAa68^FL|YPp6okSWISwgHCcXencF(I@HCdpZk)bgDlS2JB
zXxcbm<gsr9`!On6Wr2c2`owohDoqjof#D&Ya{XlnqAz8C@+p3*S3D;|Co||=u3px>
z7|%1gI`&UkBQ-Lm<3DhfwBfCx-!||2i((b4nKw?0$+&!HTH*&g{Z*fr9k2*#wlA;z
z+4wPFPCa^}LOH8337$Y(*$^$1OS7XIY=Xp#hU~s=Lo|vtX9(Yl4M22RO=IrIbFCV?
zc_@b<6=z*r)JXR1*U-}yl5q=TF=o?#nmEO3CI+Fz5heRkGwZKt(q@bIkl$2^9NgxK
zXBY!90WD%3;c|!k%23a$DBq#25f8D0Gi7kfWT58ESkY?5f(;)NhYnI<R}~ti@cAIt
zcgkt2#`(T!9A53Vu_=DpZ83KegX@r!!&^5)dTNO$_Z$2rK(HCR)RVoI2K`FlEpC|z
zq6pm3_qgYLtzHvHknnatD!PM`r+)nX8_Ain!QW}YDI`uP7g$2j=~O@%bwXV`@*Vyj
zYvJH)C;Mt)?5#E$eX>U)0S9FS7c_6qVzDI<?0NGeX1s2ia49u6PJ_l{`9jb@VMV&#
z`sEx?>$%xoSuIeC9_bt3JW#1k%-cUicGnjse?z-If3VG-y!Ts;BnsqNkCztPNS||D
z+xzukTTyx4Y~qrkT$5J~Ux5*9GTjCR-S66C)`i%wG9AXt#A1=L%mq}pQGTxaUKcn0
zCiH;7i#_won`)q{)+ne(CTZe=$9YaDxc5;wFM15*_UB_1Cm$j)nvGlQGJkpW)ebna
zCxr$mkV!F-d$$3>Ca=VQEk|`3L&JF*$H`)nMpo6ta{@d5FIWyZd-bqU==g=AB5x+G
z3!SPM)1q?4<Uc3k8j98$LOn^CtY3MdgQoOU4_k4!lvg)c)l{EHyWhk2m@}?#CmTxp
z8S~I7rI~CBQ02XW?27OYMvLHI@9~tv^6myBf>a&EwxIG{AISvSFTId!f(iZP&qqfh
zG%|i3Y!OW>xLZzFFNix@eJ+2wp!EKL@^Zhpc)n^Lwk$L;*~l3fn_UF?L2?lKoRH<}
z?RSr!pjoT<L$AW^=~uga9Zc&i_;Ak`&)=hrpj?QsaPj!aBT1B7I9u##m4it^N|Ava
zzkYR#JUy3jdbBS{B?<<J1WqH>zijQc@bDufst&!)VO=N0Su@_W)T^^J{a&<58>#QB
zzMf%Sk@kp&l*p`x+2`oIom}^EcYb$v_>9d-`i(Uyc}8MNF=R%syF<yn(#x7Airb)s
zENVa~K#+YbtP`BTB?Yuu@gH-5{VYlx3aM!F-i>xZ!L<b5iVZc=Hyk{lq>J6v=?az*
zX#(o8x{fGm+@y*Xk}WGqOAD`e<BM=whJO6c{2!umTRuU`bl>W-&7AHWT~ZUH43FKH
z0}B-nfhh@j^8&4wd$J+jZo~9+skVnnmpXNQfIA6QM|+vEM!Z<Ma6HkRx#{eP>?m9q
zX|T-=24v?z^oTedf6mLqChoZ&_uWXbd^CKU@n!6oHIVl@Bh84)nBV>M3jo{x|IZ=D
zEL`{_Ys58Z=CM8gFUrTb7Ap%Mm2T(Em*9Yz-GFUeLy@{LJFkn(7VY2SQKfeIzcnme
z;8F2|C1A$i;x>tjZXxWD`i=3830BU`L?sT*Bes}sS;T;-Cf`8GqvliQmmtR1aNs%P
z96q4e)~vE4r(OlgekHP<2TC9ARP|zECYO1qUORfCGPRU4wKP&RA37C3+-YS8&B2Td
zv^kQDFN@|D%<>`0e#N{Wxy1E*xaWL9(dlSDYp~H&DYWFYXv?jOvYQP_Ql3O-|J=74
z%|s4n#J0N2cPIEF8V*EHFGlqig4rvg?6W+K3{mcPe;p%F?<c+Fd+!?Qf3Wz_2n=v6
zrU8p0h{Qp({Cs97AD($`F0OBoqS6yn&cobo8yBVcgLn2r`c+5D8kXC6nUL-5@plq0
z)2ECdLM8*Z^E~#n_hE~1du*X%IH}I;l5Z*3wY~`wI~hc;Xqiv5j=c)gd6Xzt0OECS
zUNNk|jG7IkyyLd5y9>aQTnOidN!aSZpX;xpft9pPFtZ=A(QB&f_4+WwakozznOY8m
zWsK;bNLC>cP5DEay$Ej{=2DNd{wo@W<C3xM8BQ}=#$1@otVbb!xa^3_klYn_%CH;n
zExJ4x6Mb1Y_@&7NPcOW1|Bn{sv<TinSV8=u^wu`>KK?E-Gx?#UNc5*`t(CTFW%QD3
z4HrY3njW(_b;QL_ZWp>594`eoy1G_$DDjGL-A*E@QI|(aiKDIa-JlJTiU)u^%WobY
z<f<&`^>0cYevs0NTGau&a4}tSyXv%CkrWI5IUh9Z^eWkv&A&6}V*lak(Cwe{C|%9!
z9v;||7*Fv@^Bl=a|1(J>DxihG7{m}$Pw3G>57zZyx|?qhE0b_r{D$zv2|A`O{zIc!
zJXU2rbB(Fekz#e}X^_9f)Evw@ENXJvY`C$4KL6#68i-Bwg~j}?`>g7`?JE17nhm}1
z5j_hzK48ZGxmv81^f6Jt$G#eoR63v~dn)p*^ai0|)3%CGdK{JC9v|<~tQP6P7Kt^N
z5Zw{$mWr3qG)M4zxxM+)B?+?gCMT;mskqMUyaxM}^sN~!JL!tifa6rm%o2SP78h{j
zfW(|OMkq(!(qi6~Kjy}C&4vP8`GVW}_oV-ar2-O-$?P;YcGTHFvBQq+-+fV6vj{+e
zudN&~=gekh?y;P2p=U44G!K&zb<+*!cxD%Sx+65nF-iN+A6Muz5k3y4$Eu6gquQ<4
za=E)|UbmEmv>(rJy2c+dD|T%or~FAjrz$P<Th~{y3mv2~Jl^p0jOrOcnlv)(6Y7)l
zJS7Hj&&z8Ru4`9?o?uLh`@P=VqMyD;nw=3=U^Z1Tr+>CPbmk*I(~~!C4AdcamwN@L
z`dU<#k(uuEo{CVIqfGMM4EOZ6*r3gx>fUS0_I#FWhF_GlpV(qOVj9;UV1}4eZwl8L
zHIQw@+S3+PQ4A5Q&~p*>72;a^ACrfyM`q+-dItjrV{D;FH+vO1KUi>ZcjHCu2Qf6z
z3a#yn^NkwD@sDrMHxr=oCjZ90|F28Xvs+lUv&|+!U6D+(!`I!YOTDYuXKhcjsBlOr
z+!!FSLo$^^2~Sv}IG>$!-^A$Dh!;uzMOjk6R-cv>>xKdo1LNKV)bxeAoYa$lttrrS
zV!X@En{+&X!}8M0GU{~olGl=VJvh|!IDP>sc-Tr=Z)0gLhrLT;lgCWtq9TP>f2~DC
zS|G!g4S*7=YS(K^P}P^Oa^Y)$$#emx_R7N(;=sAf%lQNPRf)=<Luy3gHyP4Y9fJPc
z2cBToyl`9FMjG99i#u*c_^a>AsJ(_NG#S53lIGk;g7V(Gc3bgu4^+g{#@6K2-~oi;
zX%Q8)2yOOKeXrYy@J3S8F8RI&bav9UDgm)bp%iv+X^*EeCcj>vmr)QXJkBCPvo*aa
z7@H}o^+`c-pO4f(J4%r~HaixQ3TNH0ZBd}me$Ci=O?iR*%}u6+XoAcy>Cn3L({0D;
z^Cje=$o;%Y4gSgBpQn*;MtnOeQ5C%2Sl1XnqIE|LP8~8vnOmp)66aq#gz=NI7G4Ia
z-V^*b<B}zv7}7<4WBrs!rjl^+jp8G+iFx9g@ps?;O~+<Jvl5?7@rB8$Zw`sSVN!IS
z6E?)WT9tl5k|Fo<1I^_WbL!18yd@~@OpEc8^o<mdH;g=~4Q`vPkT?^8Q6$=kwCl|a
ztx9RgzZGNB+#I+h`CvujwC|UujEgN~tCK^|D{u>36PZJ2pvC7zMde0r5<QuZW^dSo
zL6|(JB0&0+KPOi9wth8hG=#N%?;_wFv*O*nVf%^7qg1%#?Y+?h>R#W^eC%k!`W`-e
zwz-%W2DQ?XKGwfM!G#$8SvE2IS#&DZ33Sx)Z-2}D(0T&e&nij0Zvqta_&)~oT^gZn
zn(T=OT3v1@B(*F_d1|MAMR#H%ERvrxrkM4%YDw7B28bIE#A`3hx@-7%6yyFlLNG^6
z-#9`-WS#Y@zi{dPaAih=Rma=qay-K}Tlzx_aq`MT*1oq;MGEqT9=h)g#Sur%Qe}L)
zH|!|XIv@Z-`!-WD@eLvMqEZNZ8Y<=Ri}H-lUze9z3jTjltdm_4e%%1rJRh@@L0*N|
zgHOAUGS~+s5H^KWdBNjQKY#%*KNZ#s9{pmn)*-@OZI6(!@wTZ0Rxx)RT8lMv1CrAn
zop{Jq4OP53%RXm-V9|ao7Ms|MqAPS*iiRV6QU&|<Q3)IHlZ<+PlSs9uU~mE<y|4M}
zQ}6ma+Gp-+GbZAfa#{C=Ww>VHW6>sbu;nT_3l|wxIUd|K?Xn!`uBP1Y&}>YidgAoL
z&e4QY84rPCRo7h;!QzZ0<i-@`r*EJ?;;?3%NFPz$L_`3>8GKZv3&wg9L=mGY*CJia
zL1+}N>BC?4n{pzrPSWYKU3`j>=uge{iPD3o2C@FN;k=DL^dIAmFIS6NPGtej(j817
ztL`Hl=~GkWC!<`4&a~uLoUlY~XZl(q8f1&fz-?KeX>LQt<Y4$iqd7T!@&o2XF?U4o
zrm0F}fn~&2z7>#Dp(g8L{j>l&vgzyPRCU#D{cB}DMQoZPGn9M6(byHbFdDLx?eNiJ
zTYOuJCq{wkRPBohAx`4N{IvsmZ!&50opkNHN#k!O)SAWXev0{eOp7$}wG$ODpK8pB
zjIfxBP|BbU$KYlS+utyzI{^*2z5K}RtBHuHpHnWhGPMZ^NvECIE`HXFVVzgSI4Gq)
z(fC<?fnwby)N8s;$*0$pfl;5!Lg4+oBQTrgZxj<bk38wTwRV|KHJK**D@k(T$RU+{
zy&$=^hF?15Xp4_}8J3qk>k*z7aQB;jQ4spoE+nD;ijVZn(gU;ZbD69#_szrotY}#K
zG{Wxu?zM#)7ORjIMj-JE|H7|Q`N$ujG!KD!+m|I37auq%l8?m%r|ORv%7R=4vmSS`
zd(X;K$~H+g@fi1Yk{&Rxk?al!j8VGtHl&m~b7Fw^1n7Ij38#;>dZ^?iYmXrhtta5H
z7pw<vW~`2(`cQEUrU#7oFrfjLewqAV6)r6YsfLhAr_4Y3*m}r6l+;FeRTTMU4^f)t
z#cY+|qg_W#`9z8`owAi>CEO;E-tX!<W*eenUldmq!MB{n^xpHh@@{q1;jed1eC!=N
zq$)EXTuHst#s|yCC9ZSw_7IJU<}~i9@#bV8(x@*j;0kb1Z_gvk*fW{t^fju}kps_)
zt(lARcIE3%8(~vcE4hx$mg85u{>5GoN-i$D95Lc3(ayR*@NCXpO!4ZA$wA5rmJIR)
z*NM?8#9}zUI=C^@WBOv|j=-*lCgQO+5$^j&xGlc;@b#)t*x6r{Xg0A#uae(@rRe*D
z#r=*7n@8#ygegW+zAHZNGHzo4O}7{%vn%Y9Ao>@*&Xh0ist67Jnqn;Qn@#-LGMZ>S
zedbaaLLvT|x|Koky1V!zk-HG1LqY&~K(pgutO4#l?IX&G={Mv-PJMd&)~3j}fS)}w
zr@2X~zeDTFRIZ_qp-?kI?MlOYx(S|V!#$zJ+z|im1-ehy7mx0JkN_-SrNSrUbG=@#
zA6Y#6|Dv=hV>3wG4o$os08L!-?=st_DugpBYHOW|zdc|k5-a<3q^o-&s1g5rfiWit
zNHLVx`~R%poHB1$Gw7Uw>?FmU^x4wy-#VKzJ2J}4#?E#$i@0xs2f#VSAtvMSRV@l>
zDWPoL_;I!G2^VX7D*y04?tfWUT>wcLg(}f{hb+Q_pgk4KA?m4aj`sXDpPFt*QhLXX
zU@N$5*X$H=U6vdB16Nr7Cu8q|lw*U4lh7s6Kzy_Cdd6cxTof{pi8V6$Ug&*{p8QoE
z{4zedqis3M{r%7TLef>l#UT6uAq2Lu^rCCgOiUR84;bRPE?BYNXp0m=Tz2C6`oiCH
zvi;6VbcthcWvhUTmJ|)Tjo)~6<e9~ieGOJSM=Rr?gQIgG&Va0JPh&#VI29A<Ax?Du
zoQ=z@o~_nSz)Q<jp`sJ)&HyJ-Z>F8t8PUX%Yk6BC1G|Mq{Zf3Xm$fzg1EkKUPkgl1
zDd2eTV5?noQYbd%uX>rDM^ug)40SD=LFEi$Sr)bqk7`-*$84Mz?QG1RE_XBfiv<Ho
z?`XF(B44twjNJeWV9o`DK~5=hYVG$lVJ51SU(6<>r%P?ftS(!ZgY$J*r#u&wub-2f
zmEhadyTqwU&jj0Ry%DJ89}ZfqI?d8O(&CHAApPd2Glh%4)Y9~&8ilnL`V3Da!VzFm
zumYy2w#n|;DEyUivgg~z_}R(Qcj5T(k%hqF2-iLRsQkRvvW8~e2@NmaK2hVoE(cOf
zq*WTs-kq9LSz6n7Ty6;(ufBT(H9CDiA272D1fJs>DzZ$s0lUq<8vDN}M&W-^vP8T-
z{HxLJJ&c6Qzz0(b3gI#$OZ`ihsTouiam=)0gB8IlOeag6L7dp@@;2dwLJ_V`>y}E<
zN6ehUdNx-k^VCOk*4~R;LjapF2Qdn1ruad@e6RHrCy|9ws>sEHH0~#!3egW2iA}^&
zIgvQg&>zF%^?0zjI}_32rY1UU?ZQu;E*4v%1hP?2O%~dDi{5lFn$E#u9l8~8<ny9n
z-a|&86=PI1@Usu#Ppkd_#H&@S4^pjN5>4;UwU&oN>W-z`EEi<(FR!?pMk=00TGu5(
zfd{DBrLK5-cvnZAUAptk;$buLknx3qS4q_Rlh@KCr;Ca+d@jUhlMLrX5}SJhFMkrw
zH`maRQ(~xkGPJtZyH0+?*L!Cu(OV`BhDjhNAlPh7+zS(yF|cQ5Q<s&Z2{+}mp6}Ab
zC^#W)UWEdfHWbdoAcyG>ar*sVO?@Wi3g0`vyTOap3s-1Li2gyPr}uq;1ui=t=lx=v
z^`7f}^8441L{&B`?nW&fT3JJjI%QG3Lb`c05P$j#@f>|cpGTs_U%B9q0{XG)TyyhS
zNm3=3S_}O%j%JB<$JzXx4)?Z}^PQKKxEIDS-^aIzP$96N*}`?%h@?EpN$#TL<EfQ=
z-Iz2#3hK3ntD!D9qM!MRkoHU0vc(0zon*9m9yRRlK~ruo+{(ON52<3_>y%mjYuJEr
z*i_nMVxseEc<5gg4QS9Ak2EXJtv>Pd*J4YMR@~4m^}Cz(m|JOHXzGZR|E`E)b0lcj
z^{ziTXkJ)@15gatADYBI{N$OQw;q$opBTcR>U~#+p~Cj+u#|xRjfQXUtXltKP#0aE
z+5q_4<<b<ZfIqaI;j~Ogn9G)mvt~dB)cd4vNkEN@CcknNjnXdkcp2?xqTdE9hl4Tp
zyJIt#mDrb67<Ai;dBWngy?w5by(x~25uG^N?jkd0)pWT-U2eDSGqKOF4sHT2_AF0j
zSL%&8jow>5ua$eiP>zcDk{j}Rm%l`IK$8q<&Vl$)EOb-)^kpJS=5f}Vz%r=jt0rxF
zh|}!t3rnB4mXqwxzGA;&ah}zjP2LbAwf3j*QTK=>Q`?tn$VBnyGdrNg$al*7^YJ>g
z6yX~W%Ce>Nk+M~T{qYy&Hb<KxRHwzmLVO@wKGoew^vD}`jL{{ac*c)S%f$e`WRWUD
zJeSsOGkI4<u#;%-A|-koSB_Ka{>GSd{sPkE3rHx#G*p|4nU0IxJ?{)WotqOL)fYc>
zLFj-9z)NZ{c{Xh7hopSJLRs4CmW;)wO$L_C&V2V<t8T|vvnvjIFSmPb)NTFEsHPjp
z&y*MUw8`S4hB^u;)253qeH_2HkxiSuvek1Ar`bHivrri&eZY`?#5`8{u01s2FhL@6
zVEzd4_Sakm5I>4sr;{oz@(}ev7K^a<F6S1E%)<?{F?XYHg2UxTDvf~`LM;9Ve^H8f
zx*>vW@Vq|IV~3B6P?L$u8d%S$iydzVtm!zn$#G92*0Q#T)V445HL7e-VbPuVO?W&^
zdPevlL!_0@R>zP^BzM;@NBL1;-BrPGVNRxVlmvS^+7`RhBe<myD3Z<(*d~znr-!dd
zxyz(1&ZAa5GVivXZ(pRS*{&cb_;)=KQ_*Z$)6?)3>;M_sB^%eU-g`u(XW=Fb!O4Ry
zJ#1k&QdU9ZkPtKu7%Bo;H2=IK|07uZ@ALn=G{AgL;Z2}I5a0!2W-4GIMlW7GQN|Qu
zE<=eOTP;aerfXtu8dxjGoz5eOT8_>a%GT>j06oPXgX$Rr<@3o4R3I3V<M+k3;Ecfv
zU%jAtC5_D=h%Le^8%aAGFNujJ@>4i=pCvlyE061h$#kh>h1ult=ln4Jr?e)TbNr{g
zLE~Iwo(w!etD#{!z0BgQ%|<F)w4jHLU=oNqPD($`tTxNn8FVU#TGsC2?)6RElyw*g
zg`I|&pBxqDxh)YHrUZBc6GxXk{$J-j=S-=u+Fz7d%lXH45&(hpKDFS^uG-SR?w1nQ
zFwH;=$zce;Fhzb*<@l-oGfxdvd<8dt!EB+22N`nKsN;YWfuUHj-J*;l#pkMSt2GHw
z*{C-Gkaoh4I0@?!jKj2X-_%D~Saof1Jf5+zUEY{s!YYa&{m*DTd3qt<(=NKlET2Jb
zrQX$-g(WynizU!09#?uzWhqT0k9LD;(Py6A>}!zi47lXJ+c9ll%<C`8?NoWi;`bIW
zn{t~(1QqUR*@9P%gMyS87iHN#OX-w*xF6+|ogJR<&jwU)hQ^{=5eN$-MpDKXqSpga
z#Ek;w#H^z<hp~+UdwMq5#H-)v47D?U(Ik3gc(SvQ$JsI;9{2TTFte0QGF=v9^o!V%
za!q`*`%W?FS=3*UG|cCrOd@buI;>yH53}Jhr4T(_j*N-Hb?vqVf7bJIvT)&=eF0(J
zw_rY&5rcV4z3;{A89l`CB+ekHi^j<9zu>8P8jD4PN^)98M1tH*VzrCis=FoHU#Q-v
zQnt06?6`j0bSPS85F}&k&}bSS?OiC^YT_7E2AFPEGb3pzhA4DLO<U_j*FN&$P9Sot
z>b|;oM0n2#c&;uz`>rX|uGi6YLU?Ay$?>Qm&~5i3VWV+z7_Kw_<Yl=ZhWWyEF>POD
z0KRQ#+@sYa&9LZ8miY<cB3hGOY0NFP1KM+GXoOj5O0DOr50FUm)<;XSDPkf{H(Im+
zanQmdbU(v|{ujmK!=EyHoooLNnl4c@oKp+9o{F;|BD<=$8+&TrlyONVYZZ7lmn+k7
zXIN;K0MGB%Fl%|q4w|TEhKUq)NydJshDt2nubw;_J$OT&g?_iU$&R&O8DtdTNC8jn
zfrLI}VW?*LXodbbfI7(oW~qm{j-cq@F?gFCq|3(cC2C+=KN6c;S9Oew!mm(|mzT_S
znOO0N{pN)T-}RVw@iC2RaB0kq-ES&=vXUZOUO@<zsIgJ?+d;B*9$eC;p)Ni2dKLYr
zX4e^+!SoXg4HD|Jhh0M2C~3H7{YOf+&NQL!3o>YPEkF0>s*L~4kpM(6->H%S;yvE2
z)XKe`_mF@Bh^8#;!O&n->J-GgKtp;l%n=x<K>E}Nh2xQDSm$%kuD)N1GCuB6hdfn(
zgIGF%2G<7nQMJSYu5s8y7Gj1n>$Z}U0{NufyCIEhuz{8ajxFep-V~i;1d#}Gv#R1e
z)Jgu8Oe=4)1mrd?{a}sPYqg5r!xcFr?o%*`CloXNe!5#_k>^{y(9VF!3ry}rE=lnn
zwZym6T6~K3gm_Z#fN=nd>GW?o@_${ZzxwiVgrF9LhxFgkTw}b-7TJ45-;N*G!O}W7
z{;f`rjHVlR4Z3jkiiXQl2=brr(0bP;o+Pb&fYrg`;LH6E9`V=Y(Hr1g(6#3pKJhLi
zb)$orcL4*{F<a<G1rG4q`aycd2Zzq1sMyPMB0*}`T((Xj1_WAjxbGMqRv)o)Z?%bv
z?*&gp;~O)T`S5UWZ0wed@7u06SxA&--0k0W>OlC2A1+JM+keO(xK%{xO_dX<*44L)
z-^&ZvJ@E5r7qU|eaByGx_MP>ceKs<$YH<)ODaYn*trMfXrs*oG+9M9f3XMK55=Yza
z<Q~inULu}($F;2&)PZ|{5~D!1ks-z*Q?*Cp-1}zWFNzOwG*M1-I(S7T4Dm3bS4wgm
zeY5KH=L(p;2=wh2)2F^IDQzIe<Q{&j!h!rp2YhgDG11Pb%_}t-2(!|Ye@mPofb#f%
zZgVhzKlv+Q&Hj_=*Q}dZIxm!sn2vyQmuXc><V173AdiK(DGHlN10NTY=xt)C>a(lj
zCZg|f$UDxf)jX`%PT~bm#sJ36Kk^mk)E`2CUanL37o`F~n8qkuV#qEsp_!-e|80i;
z>)K^;3A3v<XRiAbkh%FE3-a|WX$L`Nl8J&Z6wRT`Zi<s;ic@_iJGylrq6C`>DUsLq
z4<!<>Ip%;vT7K<a&|FzD1|hM|3~Ug|W4(-SZkf+OZ`j?O+Vu?|Of&@XKEf)pWdTjY
zw8Z$R^fn9IV7s4)a=1r6FFUama3lTX)!H`76tw5#hT~@~E6t#H;D*zKHA|G`x(_+^
z_QITb-!J48@J5pgqkGB>u7i{(R!@!Rvc2D%)~@gVHXN6ceK+SAy6@&jLgG-ffa9{j
z{77V^eS+%F(Q!w!tx_@ZFCzti)T7sQ#m9VF4&2;xqnZ4e$O$LPQ(_vkKht1e*!}Y4
z)njcu&!DW!u-<eAX-lI(K#aH6MPX2OG{%hc1y6e3NT&U>eWxArnlza=d=nMmZS9&2
z)wd6}<M!vTO<&Jpu4oH43uz8=Vreq_4dp`}C7q@-aIJnNB;B)kPj(U?<2KZKY#CJr
zy%Tjk(3$aPqY>iGdVsWcS$N0u#jDhZS)rJwvL2)t3FWC|@pKqm!&Xh5_5%{lhXaJu
ze(W8AcFV(RLmgMGd^}f6tX-%LdY394?sc8%B^uPWSyG~e!hdwB_0#)d01(&Uj#s?h
z$J>km<_s?dGi7-v>V|3h<c;*`HI2xj>NM;jKMZ%`C89cg(hM1~D}Z-EHe(<-su()t
zjE(T~<anX7B@wjS52$siqv)~O9@hh7ID-~@=B8_p^P<EXl2IR!L`VsmCWMV$p0=HD
z#B%Uxd#wy{s{ekOb5SKqpjqIDtUIeX$P~Bf34w*JJ$}b%VyG+5^#WwUlelMVzjru9
z-vVSk;6S-lTcEu;P%h-e)ah_2!Bs)JD`jJbV|y>9X5St;B;q8f(f^{0w_<A#w3Yc-
z%SiallIdgND-^(*dDoWhs7ug2mrxh$6n7;&Mzk=Weu6CAGTG3DDP9Sq_(z6DL;zx8
zhRJ=^=l54U`?}~UX_c)<BIs4>Li;dF=9-JjUlhZFtJx{_y0Ub?-tW}<Wu@3m`}^|I
zC#9+B@{ecCGlqH@aMC&E^nxG7yZrBj8=_rLqfg38jIedY&kP67Dj$jXjV58ch2P++
zTkwc%1?ds5Qq~P2#jqjo<+uR(C>1PuCu6xNZ%m2C`)<$6BU?wRA7-Y6(T8keCu@2z
zhZ4uaUT#3K_rA+cM|~5;CvEGr9By%<Hoe7uS$cFxXVyzU$$&^VYs7Yp9~9)Hd=R*2
zDV#*S6l1ci{d}b2skI=pG8KSlz<QWZG`IglA=qTZBiH!rej}|mgC9?cepSd23huyi
zVr&4>W9{gB61Jkl{HV*~VVxaTL{;S=FRwIb=Ua^1_=(EecH&-qo{R*|m<ZwPwe8&c
z>0(0&2*Uf)!qd~^oqEjE>Cu@lDyvFnN(D`4j<o9K{4eIgr#!=&O4hMcD!=QGIA7XJ
zoQ_}3FANh{F__`~McFIc6C>YMrKndRn!9b7`;*-5$`<{`K9&?b{*`cUt0fk>(;<`n
zX?2+L+P*=KRUb&R|EL?l0a7T?UCNGI(%Dd7;zjpQ+|szVge@r@%b)O>hCYRB97Y(D
z&2{aTBd8naSg8Ft#!hRi3ibrQetVM@55IT=J|ilq=jGGEQdIVl11wAR;mO5uQ4uS7
z2#e7H$kT`@4ukbuiOL0(x98N=R^y{4pdDCGlYnU+$h59tVo~k}l8~fanExp_a!PVQ
zL!$zX9TJgEQT*PZD<_bN3H$$S=s*0Q6|uk2@#ki$l+gF=m9OvvheJC{0zLgf^q}h;
zzk=d19BdvI2m|4{l~10p)(K8}Et?+8cBoCr8>%BLtBdl1$<@M;i{!S^vYky7Y24J;
zDPplSr$npZXm5i~qT&kHlwM(MCZW0B2DxP;v}+g_Z@eqHve$6hq9}ZXC27hZcaJzf
zQ>iKB1XIdnqy7TONKl}~p@m9IlZSi?WGR_wqy3yJ|Muk(qDw4r*<o#Ox?)b<Cl}Ww
ztngTVlQKUW(j=6C<h~1c-J=a)y5$2F$)1KX)U7|1t~(2s7~;!pDsWaptb1XhyMScY
zuSMwiFG}~`rp}-};la|93e#VdqYSY`$^p)6oySK00Aj4;flr3{#rGtwVI&i^{F_u~
zBkqg=KvytbPNQ)g)t*amxya@&{uhOn=4R%Mw8(9}UPh8bqYx1x&p0Z!#jQc{{9oVk
z{~(a)|0sw50!q;TVTZu=;os(uoYvx~TUcpVj0_63fp!PSg4<W5v~w~)l=|79Xg^B%
zINm<|w;)QGDfiU^h7v<yC{h1!D52X-;}r&KHYq18{i&2hU|Ba6b*d#zEM#46Gw!vE
zw^m|nJq>gOME1!fh`)@H^`TgnwP8n_=n2*|n^ayPe_&LCf}kXhl6ng=_p2-pCrfhM
zG;Ml{>7dVLaWIpDQ=%k7x}dP^J>(;G!(OYhZKFp=>H4iE_yN?j5by3n7ZWhZ7!{z`
z2Z&&TM-LH$VsyBqnuGrIO>q$~B51F8!HSxc9&o3stgXRCXrc3JE1%LQ;>=eGQQxpo
zbz`qxHIYU`ttpL<XXew3KfaY7{AA;+JVY9*m>yv?3zS3}=}yhRY*f9}i<{}F|3S+=
zT)%7E6w<MT(NRQ|kH4fl7u2SS?lDZB4v>1=6JOW)6V!i0dyC_@XG+02hk7cR<;TK#
z)U7J{EX-<QM$Bh*C$CTI=U)`dc&G33JXVbhEtk`sY`YDmdldwF;;~dCezqg!JgMKK
zjfSQ$8<IYq35ZVNR7l#Bv+Hsp+D^We#Y7Z|G)-fSG`}B?+y8S!R_K`bXK^_X3us9Q
zPV_F9@EKCS_g`obw(gMJ6}@&b8rV8A_5pQT`FO}AqE(9Y{k-3+2$!35+jqnZ-7j_N
zJtm({a2}?PrXI?<^cwkfgQKzr70GlJFlDV804AqZ3GA-ojQ;-nJtenD8l_(iH-9Pv
zk~6Qd-B`@tp&gJgJoIUsKAO=ND(GYxRCSePn#5mUh(%gw#g6RB9S+S~ch&9D;(0k|
zHn(!zs?mDJs=Rr=Y~4p&(1E)Zuh(p9tR)vKQg50kyJp@&F}T+Z$Sx+NAr4oJ;+qCt
zeHCO|(TlRA?O0JvmD|Ks6vI#Y**%kw9EZ+J>b-sR!8ZW8bnER+n5Z{`FSwT-;qqrX
zF-Cwhva{R7ese^Z8k1CW@xC$VP4Z^=NSz7u+S@u+zDXJ$ikUFCJNnM0Z0Gw|meTjm
z-6l()8wOA3ZHBfGKX7EWx#aqBKG;)`EqKA}j7tNy(mv6g?7{46=$af;En58QW3v2-
zx+xU&S_9Yw)=Ad}>kKk)arJ5(m;GE-?R&-(Q?Co0^8TXy(Vx^GUHOQl$y>Ku{9Gbm
zi~cf5D8PeobZ?^SP}s(uQOq16t6no8=Qs)d)mZBzH-}#D#UP<s&53%?Je(PNp(LTm
zTEm6o)CKGv6JOMf)0h|iG6YHT38oM4S+1_i)y$?b-eV|O75*`bsT&ji;`#AObZ@@f
zoLI0)Z5oBO;8_RreS4<&0jpcXP_bQk&a0veD)yDR=AvcxGHI`dmN~-KIp(AGPhnNZ
zJYD<P`vakOC2;{j-f=}}UET5fsvC<@=@<v@Xl$f|TxV1l`DWSNF1}>9?~D=T+$`i9
z$>Buf8GmUnk+wDqTVLfPS)%B1l=!~0re$?~wNXYFt~2pp6y#<t%~T%$%~UI_kgUWE
z+p)K(WD`E4KBNheTH1O?J-1NR4ZoMUHVr1xYUjz5&scE^5S}r=s_W+ZQaDLIt%<A$
zJ>^X*V`%JQo>Dk;Q}0#=RSTrn6d6c&EdQqcJQz3s{I+tlktOf@>##)GzbNMB{^)CB
zVdZT*?4*NBl6T@;Z<qZwRRAX}Ne=1K&upCx7x~N(nZ{29jAd#)3KlHo7jIev&x;+=
zaDad7yaBr7#SDmeZvpkZv^o5xjjVP4yJ*mFfpWoQty&ql0%e5_4UDd;_IOtaFHHm2
z20bm9F<@5MU$dDl#f__ubyp~hRk3O!x7kwnD5uW<tNEJP%y~JJx{n;icxnCrkFB=~
zYCCMZeraj(LZP@zfTG1+OL4d0uEAZ47AY1yxNC5CDDLj=?(XpHJny%^+3&$V3o|)j
zCdvQ4?sfgvS`obaGke6nBjmSKpkj9Fx?$75k;G?$Ck=imHDdc|b=`OL`H|kFcQI$w
zb%jKKdwP8@Qd2&8-F*V8^z>QT63Z22FLLV8HLdM7KIl3=&5hdWLeYwvI8*OiY`fqX
z8_xa0kP?L{0)@5xkMLNVtqG=W{3ei*>|ZuFXPfE>+3o1gnN}XK>MSOSqkC2Ug?CKw
zhF?$9!J1YZW}aLsTrcX0oQx9}NkhH1f|a`faZb{(2NE8;rHY~tc%RAsSKH>Op}lkx
zStTc9>hEuo9hBhEJSy`hEV|1fMvM*uQm#AIaO{_;$<y%?AAlQ98W&{P1AD{|)1a4?
zPI}=z72S_-`j1{sR#@Ve$uXNSUuj=FXuug=2UqpMs&=I&GjR#k(k}itbKD<TefhXm
z{;~z_Ue~i)6K%C}nUg#bih{WPSYg)r9398K{v3K5m%1uDoz=)P+kLSdBP>ui#Y#Fd
zHvvilWmQpv-Sz&*DDnTEeIoz&s6*RMV9n3X=rdYrhaT@q(MuUkg6nax^=`j~duMPZ
z?o?tP;p_OQm`D138W=TLh}COIy2|*Ac|vGhbIYc~ZSaUp*%l8g07xgTi_-eF2mMnZ
zI2Y}L=ZD^A6hN;%;IL{ex+|U4L-0CgcKi>ad>28UOx5yc5WI<C&=vB<6G0TGwBRvK
zdrImBAxD57<GFpwU~s-;p6xMq^wJds3&ydZoSyR~drXpIoB>U6h`np;kg=FNEwFW#
zCK`&Nv-EuObv<g)=+}AVswgtT>AV0iRlQ4+zbDRO;Cf*64MU3u?Bc5WnYU3y?`>f1
z5q4jbx_hf}j$n5-VaF|=-1a=BN6B1+zJtSs>#o+KQR>JyL1A`X{qoD!-etRkkahmW
zQ2z3j{}NNeiL!arlgs$asx#2ODOKGSU9FKlJy8xUbXWneaBQ*93lL~|EH4-cyKo!*
zSC#!A6C!p(UFZKEIDD+H4Bo}94W8c=VTj2PmCW5nxOHm}SKfQp|Ct~bjY}gYud6XO
zNYH-8YO{!r;m*Ib0^940ii;B>fq6`4wO|Gn{EuL9mF78)Gfuy0W)mP;H->Pc;fBYS
z4(ri<C50ftBTi}rq^~e`5tgoaD9f_l3|oC(iXefeSp=V6OA|AFtkrF26k*+$*o8gW
zokcD|t?oaD%C~+lSM%zEPkI$ydbL-E=mbgn5%<(m2Y|Do&*EKR_E+T2ieRRkU=MZp
zg#wMHxl_ij8(Lj(PrQy6%$u2o@_pIEc$}C3Z`9~y%tp)}8y=akn50F6+jECUm2#PJ
z=P`Xj(0jXeBy!&vG1mp^6y(OKcC6?;Y3EABuOwGXF64isndHk9$nxvEVygx`a}FRB
zkm>VO3@^*RiC}VwU_}DF=K>QlZ1Y)9;OLIU?#E!5m4WJ|_jp%*n~QV~`J#qC{W3vp
zO$W{u1%3PD$ZGz6Y=MKD9@Ts#W|9oj7aPHXC0jH^`?&|k@TjgmR`fBsjL`)deH%M1
zX@%vYgM`++Iihh2Q^*;*tpC*Bo=DO<nT7da##(Pt#4I@P{s+!gxWD1d#T!)se^X>*
z-Of+D{&Un$uytvl3ST~^zc8CKaJ#BLMC`lDxL>&BkLd9_WvPP<i@6l1b^lSw{IxC{
zS#oiAWrL!2>Kftm0*t6zY2M7SF*y{sjzssz$SychH=$LnmRVolP-p}Ilya{Pa-QQn
zp(>hYJ`v>RE3KA-l8xnZm-)pi;u=3$)I&rI#ci!YM4n&!kdFJ*&}JyO9w^y$-*P!+
zeJ-n>cG2<dH?6eJ`Z|@S2LlwOq8iShpXY54!dym(OLZB9A55O2oEJKHW8xUkx-l+B
zhF(Ll)8jazc-v#w=u0Y5a70dKZpua`zJlC-m9B;XVB`Z?^1Bbi#QKZcJel>7K+j7%
z-ZhTbLQmt5Xg+cA_v34ET?#(%q*!W^yuQss%azMD*{!Tgu(!Zi^FN9{vk}+g<H|4#
z$c|uGH*6xH!kIZ-M}LtZByy$^4(s<*n42n0GBI?McHWm=C;Elf^Zs<C=h#*G<S~xC
zuM~Z`?Eq}~eB!T}kK`jEOflbBE<lY{l;)&0=?WqmQCvtp?AA+vi%<-iBo$bR&Qv^6
z(EDPCFO=iTx%%hjAmEmyv?3EXb&1r~W~nk<nt-d(%PuXsEXNv(q4?cK^f6OjZ=-Y_
zO(tgP=UT3AGie&w+U^S%lH_@w=GEDlu9TT*98|z(7HsV+)q8!A0{u-3_$^GJS8d{F
zkoNC!{&$POrF2{GRTB)lkL6<3d#rD4R-t&3Iw2x!RT{DuAP=}H$^%xX+nbh|R?ku1
z&F+-fTc7-ZXw7dkU#%8VU6n#Ti}ZLL;xuK~rJfW=fr<SYwyqhQRNj}?SO+~xToo48
zX#nSduGf-u<GbcLMI42SxT&-)yXn;tl2ts1fb?LMo{a`8B>SA^I*1n2<`2v#fB7Z@
zeSGug6FoV=3o~Z<`G>AJ*6309@{5|ZI`~}!9+UBim>!tH(i2<&`<+07=t@Bk>>O^R
z!Lt^YK;8Fz-+JROa_A91$i#FTa*Txjco5{7!*=hCe-eyNy~(Wp8m#7@aeWQp<xye1
z`xqB5HSIyKsu8xrT>rra$L3+vFG{VwxxPb%^eERZT!t89gmYqLt<RBSl@wPHpQLj>
z$WyFA9^BFHtWKg}P}(2g6tldR7f-U;Vj%9bk#lfesH;yYVWPuI+`ber_-s)iW4jf<
z9~s1f*Gx_U`I$EhDaYbg=S!Ipx2kMC?Hh4UN~nHgRZa}Du+2SKVDu{ovFrUpwFwb@
zpEb<dOBJp+f@7RdlR7p|vp)nauYED$rs6;VU`K%NRfKhCGOe>wq$2451LvmsCwdlm
z7S{(|>-$p6p?v4ek+t>402D@D8*t{LZh+9ho%OF{JScd*Icuq<Q{~6X*a<42m02)D
z96LAG8{HI7qNhvb?M!2&YLJQE)4mkFKkH(Qx4dki9QR8LwCWwV(fuu66_gTuPn^)#
zTmzkc8LOMZTBQ6%^)%0nT?j7WffnWQdba|;ePe3v^$Np2Crj>AP3>2Ylnb^nxR7v?
zyn8(<|0YS&HP)CO$)lPmoLp=m%57!0HOec1!;5;>x^Por)nr!<EAU#lj~z;DmRh1p
z5`ASWc6_=oCS6B7<Z^#o8hnkiHvlatLvP$xe^g!p`McR<u!7Jd8NmO&H2d(yK&s7X
z8XSjX$?sGrcC8o<cZwS5mn2RmUkFWb1-QrFFDtY}NgPX_V@$$lXX*x$!_0>V7Tq~z
z2yoYpD8ft!%mo?jHZ%iOLlLOn7i1Dz!wV$laxEq8;kvF9Nc%KC`Er6#i@OJ<-cMdP
zDzyV?HI#-$N&AabwW*>SWN^9v1E+<l=<*c0H=p`!EK`unKz^sN5vu$+lOzb;+zc54
zlJ%m0VS!0~X>z1l1u98$2f-B)FZz83W^1#IUS2HEJLNjy_4y}MZCT=;w~(P%s201p
ziqw|bOf(OUj4X}nbn8*w=(lDmVVOMUr1VX-;go#qbbgUxFEyJW4Gp2hKws^NBzf{o
z23omg&Ult)Y+z7>Tzg6Ff8TM<VO5y&8GAd35Huzp(F7Z>{+Dy@|9h<xLKzp%4BrU8
zZ4G7%xB6+d56&vH($-BowXa~B(3PZszdq6{jKA{Muj$?x`21?p%H01tK$cv|hvqCp
zlse5xxRk8cqndg6AZzgV9rNmwuSB&KIU_HgGNQrDp#@n1(?E|f;>qRHv*1!AZTj*s
zz@V3SyN%reT7GU(mmq5^5F^FA@hy?+y4<JzHg@n5o%wcu>X5LpYt3uI8FaI<A;Aat
zyYV&3kq{hK0>Z+c<#;+<nVb3Z2rKnGDV*-0^T?8elXh#Y2A4XqIl?~j8O6t*eEsYQ
z%^A}_4o~42oEWnvub}1hhRMv|>P*}D(Re2_sSIlqp|GK?Pj=BKkw##D?zNCi4JO-Z
zu$I0ObVRtMD&!EKWKuQ}5nWPI-Sp9l-_ACfWUm$F33P-n&IvG89Ol3Mlgs2FF;!d5
zN**lx4eqaTw05rGr1}vAo2C96#v=DQH!d7b8)gv1sO+F7_e0m&_5Zw_p7lW5)?`I!
z+lZyh(DaV~Zla%br7~yt%4$nw@$nAk^d$DWZmN6HL~tt}DA&cA+BL>HpcSHt|7>F;
z4fA%0z0ub#5YFfHHcD{3pZa|-NK>w@MP&AW2Ff2qFzq0Yz`e{}_gPusH&*A7Mx$g*
z#|?B?b#b|s&f(#7>wENT3~F@V;)FU@td9F$y~-0G*;o^@d1uBtZxb>6_TP%GH`e!<
zAkb7-^L6b`si5T<!Sen9EWgz`2^4m(@@j_O$C(cYnUwxm_W&Os#+m*0vg<5MYD)~`
zJ<+-E!1*be#n1YFYTU@=Vok)gjo%afbm-)#Z)Ho_yhRpF{0o;b_=r@!EfVAEtK-vr
zePd8X!9W(h<f)L=={EfoUI;JokKCZw+Sg;4eMj71O7j+QL3INASn?9To=898b9G?X
z1O>kA37>t_o?6z@Hi84QFNr+;qZs4E&d9&ccVjw7p(D)>(6Bx2Mfv$j#p_i6U$oa0
z1OB*uX|tBl^a4uEN=dKR&=15*<)K$c;Fln0F-mzroISq4*}x2muy$gPIO$m>ExD~|
zyeiHzC}wXC`;5`HjFMHmA5&5HL;RiKu?e_o_o0ZBWfEOJn8&4<ra5qldxFEU_<(V-
z!uO@W0rv$mr@hxMIsC7Z!x?~*UNCvgu6E%X@kQX9vom4igP7^N`axp{-JJap>W^5m
z2g;p0fq5~Sofc_i+Dcwd^n!aniV*MG>RAELAz7l|;E5lP8tm?{Uu0T5<Fu4;OCE~w
z2lYf{FB-*m*t26_d{6~??13%8o(bXJEBc6Zdf=GEK=?eDD9f*cijeX4NR~*Oi0@Ew
ze()C12U-+E0?~k1rIgU|56A*4QZ->Lo2$!YIZof*%M(lgPnVUieQsV~+U6a}ZWEgH
z@*b>k?#UFg_p6zbZJhuw8{dh^2X<ad?&@D*t$LNr9`tzRex1>ZoeNNjNW=5B3I4Bp
z%32I0eUNgCT}HyF`qAX06eQTC0S^DoSq~?@#pXU=i^DS8uT%+-EEK16$?E#l&{zxZ
zWv~ZLsA=G?{I5MZWSeK6MjB;z6Fxd;c>X+fjTC_jgV(z}EkvMs_eLe(8{JtA_g=?7
zHns@vwG)ly6<s*dAVjlbXROWtpT|%SM(5nk;uVA8vFd_TckuC9cm`0gSpxyOm4_dP
z3k&P2?`8Qi4!fTs<dmK|eLu1OHbKZmM9y+3+EqwB-;cQ}jF`7WmLWty(L~fXnfI0n
zV*cIm0WD|tp-(Zk414}Wbb95N?<HCh%pogi75VJ_p@oj;R?tf7kBHmKC~cId<p2-q
z#@4TgONo^N$dB(2=xl=3C+Y;!?5;nh*S~kp!pQI+6ZK}NO9ZdZn)ee>%NrYNIdtD6
z``C`;3q2dvwe<_GuOgG+v-)Je4PA^*bv$`1&e*fFv+%~}#e0dajuPSIKFj^R!Yt^C
zQoQmWlv0zK>7smCXOLiGy)o%CEPUEJpy+JH)l|8~Oh`o-rKhPObWHkF;kw~!j;_tC
zAVbbHCtbY@q}xYe4IqZfm(D}lEGW5<n!=3{X348ma}Y5(nk3t})Y5I{ptu&l$BAY!
z*re9-BtpQ`HCSlngm0M2-U1k3d+d65O}8!Iq`*^ZXps<+Gpd?8Xn`fWs51;q9`;P$
zPuW5W=CSoKt+L4l@W`f%IY+@~9p=2}$m(QU%JLvaogv+zW6=S!^#>d{w|-Q|3k9x2
zxBf`OGCe#E$Z$DH&#B<bzUtGZAIfA+JNN<F>2J+9Sm@S2(!lDVzHfye1Q8`3`WV>p
zQySrf+WoX;2We$~$P(3Rwb}gqK6r}p^hS@-xUOX??#N+#h##qPRI{dNc?J*<5@Vp;
zygGCem%*Lhl%#82+=<B!?fMU#i^bENGfg>F^y161Rd94)OSr9;Jwf2T>nE~-ayxC0
zHPa}QraEaV#Eejf*C;0q2$$UH1oZRTTKSUXCacypXx`D^WZszk9#cAN%9{7*7t5&k
zQe>Celk=RZJ3Mx+rhv|II79#pKT*7{&{3^!Y4*7upDuA|Uj6unfb<HzX8_rE3$D!;
zWrM%u-5uQKXK8rM<?5(n9k^eZ?xu!f&qdL7tL+u`%MCf(q(u!11|q^Bk`3Bd`iSAU
z=nauFzqX?PsuBMLZ{PLtoYD^{u;KrEL>`w#5g+_+1a$Cz@bb+DvIX+z6&6r^X@04Z
z>KM(Q5eS+9%*ELz?6Pz5{m#v^u6)`LFIwP*HT@|ayU>lDa+b}hab%GTukYLz2WPa#
z*NrN^ko#$)rk?{KcSU)2A2c`7CEHE6zQl1pJT(0?NnN!IvsZop5c{k;18n^hIJ`5J
z@JGkX?=NlrU-9qXBo|qCeFUxb`P&&(^lF08{X*3H#Cp~&okzaW+pmK|zyFq}XZ~Cg
zfATMUqHXTNUSf$@B5O4|K(BlvsO}}035(;`gT&4&1HwbMJMiG^2ytE&Q}sW62IR@&
zC`%KT8@FR;N+GYSGoaB8PFGZlri&Q>6NsM0$d=F)C^h)s)Wgb^GM0cCh72Z!1;Bjp
z%NKjifRAmZuK4c+3$$bxt~jk0#RJ8{5E~1yz0^OCe}zb8{2~jrNK8}~@r#BS&Sx5`
zs<qR)%gfUDX+s~R?Qp7M!N(m%>-CZXdCtmbu}`{ZXR%}IkUpJyy((SMrD>eo0pJd{
zVy>;_7)?m!ZFcE&4$zu8(w|$bBM%Qa3pkU`2N6aQGcFsE^{AOvo1I#B#0?T(shQ6t
z+(R8<V;z{}Y{^@V8cC3$JPYQc&)`ZIeW^!Jsk5f~wCk2zM_t3PT+)UH+uHq+7zV{m
zDSYp#XNS>ryfU~jmB;db2|NFHqXhST9M-R+>0qy|*PSAchZBaAqR9p$5CbtNVUZ%+
zcwsKT0epYtzrt>b?!s+kDZ9Qn!xq>%Fo+VyvZNn&TdzyjfD8z8eoK~tA~PZ(V@<yF
zFjs+%&7=2@fV0^_<217K?GEQ=KnQ64uBKw6*Ky=W$n9FnNlQ_e<%UbDP@%>&L*m4{
zKvM-7@X>GEmKc&H7iS5B2^-(GcP@9;<$v@ozefa^mFUuAY?`nCi`Q_?f3;}(2`xRE
z8f`~|9GLiR05;zfH3}$s9bFoJ4<uH7-@|9CddFgsJP`LDxPR#R4;=nyor#*T=nr;z
z*ZGKVTko7=%8&f{di~~8cLatLBE2$MS%`NzQ+{TvRN!#8;#2|c@Y6ek;C1R5cMjmy
zdhfqJyG7xLp|01`*rxiX+JpgDdq#8~21=ZF*Z83M!{Z|T4EcO<aniS9D3=iQaSqy$
zxH+OVLtuTY;CGT9`m8bD==;4TjW;E_W}*GnuRisn6M`ucc?OHbBKPuCS(vzA$8Cvu
ze-@AQ`ax5{-4Oa&{L=*$m!5*Bf|KOVm`JHJEIIUh>_k<?@JbIZS0~4T<JmqJyAIcV
zOlRIugHK0~;p@0?qQ(y=!8(m@FyTTE_X7Y=nJ`Oxt@hHC{0}=v=%k~b3Nnkx_0IE`
zgPTp?ged!cM;g<+8)T|$e6j-KYKpn|wUn5n2CnRqPt;yz*3JKj)oRU`G3vyP4GKR^
ze>j_jJrfUm>CqgeaS_#i=8^eBKMy22#4zQ9@lA)3kc8^xzaC6h*viG!;B^`WQW3$u
zHot+wtiMFy{B2AjM;RezbT^r6olCLb3^``dU^Gv#TOnjWd(ND5RPaN;4IZD;)ROq)
zxPEc&7jq<QM>1PimHf2Hjxez|T|_Yg)xxIX{p_T;BjcQ9Wy<xPhe#5B8fMOyi-?d>
zOMf=WOeWJtSch3rrkl>3$FHdC#)|Y3WI-sLwO6ehLboa9-*5PJXJ!Rd3zqmLsI5~Z
zFFV;jJZCZ_&i)2@GT1iKeasxXsd|nNc+wDdHuJRY>s2AY8$dji#L@K%?`t+tZNWBb
z=2&1~8`K98EdB=$J1So8gCy-fCue(pBO+=i>74Z`TPNFO2-&)FYO%xxP&YrXAbhHi
zF>hC_b3!Iz<*)xLe)U0Sq8(~81qw>2@=DVy=q1OjTSg;2fc((9gu`gE59Uci<?U-r
zi!|Id{0$4VNUfpB)O>&iy7|rX+mKa~B~t0==KES}{~Q*M{5I}Wt06S}$?}HJGpm=R
zJNW+GIv4NJ&Wx+ET7jG*xen6pY8P5OP_LVX3(lP~4+JX7q`N$Hy&LC1_Lp%HJ^^E#
zn<XYOjunq?OEff?zOO`nbaG&izbjEu#?tK%Y)h&r<tPP&2KNN|`jgUo7+ZsuGLLMB
zT|Y|;hyMpoOzV5K7+LBV5$T~j!t0d^SB_w>F@c5oUzb%jzi;bxuy2<rz5C*9%fe#T
znk4FnF82V8T^3fLO`EbO9^?Y64RjqSNmgNns)xRg>g?|I(n%CV@8I}8b#_};I#O9T
z%!8S|MI{=ne9E8*;yE_mQt;9|JNvD<z&ttnb0zZ^IUVejHYD3qUs08>(bXBAUqF&f
zBI1YD*Pv-oUg9^H&1Df6AOFh$EgwfhPOLc!b(~=`(C!fO`M)(`1qP`(AGy8I;Ii07
z?Z*?fdJmw7++n99+fB4CxPA`w&N5y9V{MF}-Y#@>&+nt~^W1(V$u2~Rvo1ogpq1F(
zAXVV*lWU(nb)9M#cC7e~fVck;uTb-V%sfkEqd>YjLWDMxqL>fc_&z6uQ&Mbdo9A86
z>RX<Fr=+(tF5mCnox2K&g|V6t$-q7JoxL_F62R+9@qM+etuFIB=VzV7{?$#${RIB=
z)DTCbK=Gz|f$1%uWJANuuOyAsFvA{#l>fjLT4y$0afR8D*q&u>W)@kZ`0;JuQP2Gf
zk)2||@|$N}#n@59^WH>rKDKJsp1p;dO*Q^w$e2rtS|(Rn@8(i*_$nRsufS^gv4cM>
zNEHOG@EBD=6rOHEwIwm5UiRn?cu47v9)XshaZTg<>e$Z6zP*0UJ7iUZLaqA3azcY#
z<}%vngH4K87#C`S5feW<>|7y0N6Ixld~s&7qp_s>&$CjB;oisV*>x2Jrup0}7<BM{
ziaA6sd~F{2%J$)QqCm0s{M^Z?>Ke)*f3&#q-q|r{VNNs(IOpNrF0<Ar3oh^2umyz~
z>PqAGQOvp;V)$u8x1zCiR=QypA}NDf?lr$l&N<zaXB}-!rb(Y+k7&d@5(eIJr?{HQ
z>Bn#!PurYsNXYw?=-(A_g6`GaJyF4Ax91PxIf9A33ctu@!R7ccGs+BzeQ8OIIxo3E
z5>N`~JYnOQ`uo`|uUkhkZ7BH`ESf<3Ot{RglTnG?92Yw*Ml!dYXsIt>graD2M;TUk
z65%o0_+?L`=ua2oqTgLfZ=-fp;zs;$B7e!zW&msvXl7P3$Jmxu8tO(IWCMSPh<KfQ
zcvRcIKEUr;vMx&?My@H+`HM%_PgO0iBbD=OJ~%9WhxQ5mi_O}j({~eyrX9hik|IR;
zA>fwSS3rYn_?HL6xO41uvlTCmn@S{Uf7!$6-Y<OVk9Mw%_++jV*To3cLesfC3F!F}
zY`#U6TUz0OSbuSIlSQ=IGkbyIcwG(<soP$%-A)7FJbnIHBG26qy<_(=IAr!G$xym$
z2JS+<a?Cz7FUjRXC9{+U%3C<}q7%8ssCxdv%?K-zlzu+?2jMp_ou$ubhar?<wpd0^
zj=?1Fg=uNtp#as%GCS&DPeLj^fg^vwt21_=e&suUy9O&bDNd@ICYmzQbt1;D1Wc;Q
z0wB}4ALa&k5OLTtgPp?Y@smFuFA;3jMpw48^FnEwBXbDW$7bEMi_MiMF`#9%Jh|Ix
zv}o`M07KU?*1{;Z?A?zJ;-V?kTM~XKnfzF*gT3A;J<HsesY|Yu)`f`vaHW{y-VShT
zW{Mh5;&OrO8;Q!Xt9J$5J=L_FX~oYq3E!6R&J5#L&3%5V8=U`?dIK@Lveud^AIxQp
z#KGV>B@M{tnYxJv#mtAUCWq`>ab6Rx;YyQ2hyh(|aU#4TKT_Vrr~{5D?`x?vBSp3R
zbNZe^9p>wFR;3w^+dA*0Cl{+HbyKflUHKhV(UD3;6!tH{yKae~-F!xp=biW|uRGqd
z<}?fEk+;-#kkgZ^xejcBQn|=6A`wCho3mH~N8eAq8h841YA3gA8rgI?oR6`7R}T;m
zk02-r*|^$U)jAgIEXr~QSzbzHUxed_IfK(y?+{l$W^5Io|F9daE&WSwJRF*BH!PG`
zr+i?X!6UW`loT2Jk}efD{I}%e-uMToTPD&`<ewNP`l-K7i<@i@i1UegpL}?7590Du
z<o?K0mj9JLitdNSf_?X$LITV8!qwOf-sSGJ%IrClTG9MfPYcy?kJ4rcWp+%?VMd$<
zC*Uu}*GrS;D?3$K2sR0p<U>STfpvdJ9+FZcEbW?Kp^1bcpOzhXw`=!jyk6_)IVhrl
znLK#|sa>Kx1bJeba~4Eg>5^7O)UhO`4c1b7pGq0f?o`$Dr*9^eO~=$t!n}?7)y%nY
z=Ee#Q-<AuQlRdX<UB>dXh_4XhaVlvtC9O)S(|%ZmB3P9asuV!A5lBkdg4CSq)F%^E
zTsR5?CzYjTrT&L4{$C+6u)hm&iSege(!}vlF*fHzGAfQ+WZ{dB@whgLw|NyddR@wf
zxiRHs)}%6cMx3W%=rrM2#W&@~z$e73fW5|j9^sgZmYHqtAkN2L!hB?8LEt_4&?C#3
zhmx0GcO#fmRxI4pht8@_a2ys)A9S}U_pIChWq{%gu%7iWAv_&^#V@;3N)XhL#J19O
z;G!UTom;uAlGGdNTOJOMfn-|DW#M)S;naPQC2OQDdH~#262uX#(_ju)OD~q3Q{4<4
zGAs)*=Kc#VcenWXgrWL2P)Q~kwVEqckaY2x9CkC}v61(Sl){|DZlN5CwEGn2n|}u#
zzIxjy-gH*}OEkK6550O@hkHZt)2_l9ko@ia4d~pEB3^OvJ{g9PNbxtFqY?cpMm7Pb
zvvZZH1B(O_BKg7Oc8L{XO4SnK@`NK}mWxCvSp;dK@lvLmw3#CHqG?|ft3j{HlTs*k
z!Qh!o8vn;Jd%IY6G*;sH$4sk7c%0AeZAu(948s$2BLo1Z=prK^qNr$knvJ*;x}>%%
zH4{a|<D_M7>NjKa1d~tk{s_{y#rp}Ob~iQrWro#i1hhv=N7{d^9EUi76KGa$zK^Ed
zTg$0<vWw%hZIYie3(#agu4?<^4@Rno!C;bGVTHRtH0k=DoL@ekuKwDs{guTSmg%6;
zbYIa53}2R~(PWO3##L_M$tGj9x7se4v?~MH(;KkuVGmc+{EEPTr|gODNhOUu%TCBE
z+-A-pjs$LLnG&<W2i&O+=KHV>U)o1eIe7OwDvNJ_aDIsbP802s5Tp%f2t`f4bDHxL
zp&nr$5mqL#zBD}S495#akUzlyE#E0wS&Su~<K)>oSyv=zBbjyrnkqBk-*mxOt11E0
zxA|DFH=>+ZdNq%IrKu{a#hFP+!EB(8RKZ@7wVwxJ0ZkfZRy@{^T|fFc@^FV7&o9z>
z8F92?br9vlRo{fsM4|c_4q3`GGc;Ht%u6{1zFow3A4Hkfp~N#hRjze9W@;+p59vSF
zg=Kt3kL*J58$bG9fw(cx`ac6xr;qUfraLXE#p(eR0b}SssLF~e_8f^Hnm?9{;>Fgu
z+i*FBOAS2~8%s^WH;_b&BL<wy%i=zn!W%jH1tZcPTT9W@8!^~uC#iXd#h)=xkV@PE
zqBgYa??*J}_8V)ZmcUdn$5M2mr_fynxuz}`rAc&4Glk#ttw0hta(e)4Q3G6gdwxrb
z6LUxqpG_lHTe*Oa?-k>VbkW;iomG1xW)p>y%8kkGVlhv8BV@E7TY6~%GG%F=&^@|+
zsG$0#$TMc-ySh~_ZEUTtXI@j4G`Bp-_*sYM1f1JM(E=xR`K>jY1NEb47e!3eNVLsW
z>Vc7X+Jm1Zk~acA;#Dc|ijC?blrc0ExCtvRcm__EoSX5nTC3*UN^E`G7bf3~L(o|X
z7%Y3dQ?>_0+U6#XSTK&W-lB+G*m}pwT{BYnDj_PLepaXzwaaRalzy8}FmgTtJL~W*
zO!h2NH_z&vXv8g-3RqVW;{gn#6`ZsoJL(Oj+C&~7#x)sz1j7c%f}LutRB90+S_IYp
zA38~UCe<W%hY=*CPuqNd2CHK-(#I~0lpbAwUP0GH`<id)L*H_8W+(NxCXd)bM0j?A
z#ZKMJ#9i!6a=DQhvvpCur1wom5S(rW)NuZnLDY)#BxJlK47TcBQ0~Kv1HgkLkH30j
z;n5y`c9v%ohl|Bek4~`I_j7)mD_cn2e^!^8Z41rKKDxbyX1IRSG*UH>IvZQn$(+a6
zQ@g%D)%-C_Y887Wk>B%$W#T2`&5BNF#;7>un}eIcna%DqFk?LfXVqjZbg1>B%EZkR
zmXF{pJzIS7g`h4+2KPXNLB|7p`0pZ?T7SnJ=~dhowEi7v3)Yh~e0^{C;~SnXM^Ey;
z4~pYXLC4W@Zd}isH)?rNU9|-QdC~k0-$aho35+R7&Cf0Pc&wsh^DEqczH#y!&{(Rt
zkhWpoa>lymj$oywDUG4rt<3r6Hop;RL&#Q7HGGRP5HE$NTgtgrWjnZSn-GO$UyFp+
zLzi2qfH;W_7DPEZC~s@VVipwx#B5^DXeLfOqa$dUOUhkP*C=|_Ge$j~?{QZN#0ao;
z-?@*lOzMSvT?c<k#{@fBa%{ifvcWNZ5F~XybvRaHMmuCxpvKgo(-kJWBh;lhB+y={
zxLM~6O5^O6tq2r`>-xh9ywRT**|wi;qrhqewsx6W4w`pz?kiGnRO(V4?8v_kN4(01
zA}$(|jaS**F^SmD3<^|<NHq@$9S}dKYjEV?Gc@L`p-g8+X_j-2y5Wx5TKygZ;3rPV
z`MLU(ay-QjUI`EC5XB2h769G5UV5J`(tSCWm@{@XowPL0AE>S>@bnB+D_B6d2Ps%M
z*ZC^rY=_d+QV$pEgyzPwth|DJDt)$8*AkOf-95xqv^UU%0;cspQ#RqH*l{lUg7ONG
zzv+WZ`Egg0$P?`%<2S_dT6{6lDP?qOnSF)LVAj72G&$B`>34mMz>2qjgmZP12XVr@
z_k9R{^MejBxbYy9V&s<>htoy9U}R#rGzLMr&kwPtHlM1MA=Zm3Qw->tHY-<#Y0+SV
z^^oLiebW==L=9Nys_*AAI1jp<oe9+OW5HHeiHV*0Ac5dppO}Bgr!L1y7VOM63W0ce
zwXEvXdAz>@H&{vgTKxFLXWarD9BM-4ph~bblTmLUR<#P32fP|wO=Zn9YP<&vFoA?;
zvFRK|u+j3i){brp*Umm-4sE&*gE;!`?5Nd{)4<PO4OM-ut#cv=$EI@%sardi+%$I|
zd#r?*_XiWI@3t#oFULtQ!hxpQb7pL)PjN3qjYxFp0{kyZ3|rqcz!PvKKC^gm;D;TB
zw40_en=KWahG=7{;FzU4yR+WTFJB`|#B(;2kq3C7Z7yR%6y>u7n=5V%viU8MCeD;u
zkj_;M1c#TOQJV^5!xV#3H0ZG)s7nf)Ed+*G<s1H4RdQxRF`l#CUb2(}U?gD492|m<
zi2GU0S(DCH$<<<YB<)EDM}z%VoEGnQFX=^CMK#!x)ardduNqp|k0lNrg+pB8q=qFO
zF5`q=4Y7n$N~1rqp$UBN;qB6mE*EvSr|KQCX9*XZ3b%*9%;#8;&<Ov4ElYX?Aa}ZE
zH8(kyF1cClFEi21kL`g|qriU{XH^~lVf;&TuhEHxAe`-BAqV;sevm*||90|Xwn7vU
z&SE{+nQf>}r<Q`4ujV~_w$$C4B2h(Y47n%Zl_s~QBm7Ob8}NY`x|&Svj@ZsmE*<&x
zlgjU^V6c>OIM~vR1!md+!~UCHjP5dnC7+h5Y&HSUcWMCUlPc4hX$WWJP&<wTH`ai#
zs;CB?q&-iV_=v<cdf6X>LcwCeQbmk(4ralA*qXIceRPrt(uh@@BB6zRKqlkPp<*)<
zH>7A)#GH<Nq=)*;IZ{m?uO7Hp61i6}<F%<y;Ihr$=cZ_fbflhNi&!rfmTyh03z6ej
zcWW>cWT=jV2|@~b0<gWi?i`R;l?Z-1SroCr1?y<_ZMldkj9@#bbD2|>?XXnQa%4Hj
zQtC`~cnmw11iJvKFnxBpZ&jO)4)p)Gpx1@xP=<}FWO}daaF6;c!Z*)Z&+rQ|WtPDy
zl)ub*jj=!a*27k$IKuzO;09~oh8f%<>RozFdV7DH_}`U`7z?d3k3KMVe#I%|mz+eY
zDs%Qnuon6coJLDS3vPp#P5h|iP0bc!IoIfpZ%A%k^Z*ZhIx&jgNmIq1xjqqM0V^g=
zxOk%IjRuwl%o;CWKeJi;lOhsogG(L8bT`CtE+$pQ0<!F<6aN%yr7S@wl5GUGYCqYa
zr(G=HOquv{AYF%2zno6@aV8sb!V-)Y$eCohN@Xk}c%@R>$~Av*3`!vmME+#xFE#iK
zPE^uDGLB-Zs4!j{U?igAJ#e6H=f6c)yEFSDDFNAkT}^ANp+iQEDvg$hLHW_s%|z`A
zJBpr$Emcuw@eGWS$no&!F-wPn)ff7I*aMxc@qplAZ{s9>B=|rN1~IwyL|{g~^E?{}
zuX<T)1kISK9~4i{3THwTHUXv0*{%V{dQ8c3MtW~C|I{HhU0FO6$m*`WL*;BtfXM}s
znMih$TZ(n_%;i-DLDh&G)lUb7qQ~@}^8>znD?hM~`LydxUndVRKu&2p&qgp22CRr-
zl_j7eo4b}J)`1|bU#f0A%dw_R+4#>*`K8}H0V64LmuD|bsJWP^2d^*BmQ(-dWy&jr
z%0t8}b7MFz{#R3>mG089mo5Y6sI_34&q^_p$I2CnFku+8ag3RM_3fCS($p>`K_>M}
zMe=IYF@YjNBUP5@ycFAxOp9G@C%4GJTmJFCU|rL{4n+6$5tW>!rY0@*T19p3Av7<w
zWuIf-9A{2odLu9=|H)lNqE-jKnK@U;^anVLW!IOd6w?C=8Q0-o5d*L>(6>3+xC~9`
z2btF&NQFvsfaG%udYPE&Mg;uUBM)xMP}c}%e;-Pnij)hI0Rwq+baZxz0~B^xP&WM?
z@E#R>#_U&)7n149j~Y%1-1i03I`8N)6d(NPJ1mDZ2OutM6I_t4otH?dTbewq2^4Hz
zB(LyWoi$pij^GN$LY6@8FRyt%L<@^Ix*2<MUHm`C@MD}CIm+fo*V$WUhr{=AqHSXA
z$alGJ6d}7~!Jhyoxj*1k3xX(~a>$gGq8a^0gy-uN6dex*HJl);c_jS%Wo*a=E1x_a
zdyuY&2WGw0qy<2MRlo3E0N>smRfhZ+=thIkk6H4rajZt1NS@JguR5Qa3^iS&_}&37
z1)jUH-Tf?xD8+3UHz!Jru>t@Azc$)EqfXM>OlumGzkAU@;)7TEr|HE^-~%IpfWLZ*
z-V3<tIkl3yXSgq=#tV*~q8j;z$njS74K&8^Ay{4R*)Qxwl|J}8rTQm0J?U2rvM5qR
zJG`Qq%K5zLQCBLrZ;uh&I06o3*Pld0;4=n_n(qtiiK?oKQh$DDT+jXw+z*))n#Mq7
zqF`4tpO$yEB~xq1T^+>bRlGxkqeJ?#hMS*D5E>P)kM+ODY~<r<H7z=t9f?BG96s3K
z-omNxfb4P8HHMPqyoM!VYejbw|GTn7qhy&hKesp0wLqan=NEm;u+^(1Du{BNADOn5
z(ptFuY2dg-J*m&g0qE(&?!ihb_(3D{-1embz0<*uFpslGW-l3Hass1A9zYtSDucXc
z8Xr3TaI}|tNgCe!S?R=zVNdr6RPQ{PFb+h|XV{nNi8vASkf=A0Nf+~VeGlge@)n`^
znTgTiApJZ?x7!%+QjF5PS;#}%Oqv)a6CVOyO2{DqQ9FChC{3TAL$o%fXzm1{Fnl!r
zC{TCIgn~RWIiJdo-_~w@uE%ue1ZZ2Y(~4~tvNfj@)h>?NFJ7u9;nX9|KNGvSa^fr3
zy`qHW*!@p}%)p>rQ8<i=G0!j#nK(Lu6ozDPp*1GaGM`1?N6A2@hzT^aY~}=hpIN2|
zG^B5EM6`sobMEdv5bs#3(ZT`klN?!@>TXt3+d6)kU=|}DsSbP-rY&&d<!#qm&LgxM
z9FrHwG>aD+<|&o^<nUuSN7Bh^wvgX-#AzTmAkLc7qNydGNGAGxC#yf#Ir0nLOooPO
z7)_h<^*{)x!NUx3yoOC(%6TECIQ$UBY3X#maP4VX8lF3U{<uJ?F-h(DhKq0g7~QxR
z)l^YXu%Hz`eykQd3o%3xj-Y(74&MH2k`jdf`vkfCdv$1?pZCpnzV}IlWisdzRc*XK
zj)mZ6#U=Fo9lyA&Tw8OrHU&j!^SY9aA=>R&sE%H5*rTaOM)?UsG0SMXVjG+syAUt9
zG3t0+%=0>;E@jp{S8-m@l(LlQtF@2#pr7@f7{&|Bt})0Z2sjWJ;3r7eH^Q%?|COxf
zjC<}I)|Yj(W#}}Bq&py~)#mB{zL#iKPg=GTe0w)z=snW@l4YIyIvV5-=lV=o;9emS
zO}V^6E~!`K<<EE7<?UM^G+kTEDo{Oi@UNUD&U>~cBM92Q<YX(c@2M@BG9tuH`WeUs
zq5W4~sI1k@-CQGWBj;ZW#{iwou4!=fBr#3?58T(oe~Mna@LxSjzv@YUL;I#7pFesm
zKBRdk>JA;ef?2-wdx#C4u`d}u`nFqpqD2uBG<Y^Wg`<7+2{_aD%&{89M+7X`08+Q%
zDAI-iK6h}jw-Y!W(W-;Js<jd!Jh?dyk)j_5_DAT5A&HHwumg8X)gm<>RV#!JsYt~*
zU@<cMXEuChA~Vdx2m0OiDelX`qv=!Av#AQ|SAok4WMk*f57Hb143t~imeJ<Qfx>*?
z<7a-oT0LpPzI3dwk>92ZW&c)e8QHQ95%bag_QesCGHavzWTplg8sT>Gksja}DgB&@
zs7d3kMeJAh*L3zC=>Ao^xjEwkKpa(-Japd&oGzNRpEsymDo^=T0*Gy*nv7HA&@I(b
z8xS?VpW3R}Pe1G0i2Qcad7{8t9TrZRG(aGrN<EvoVB_w_jU?ed+%^!fiWxgmgixmS
z_o5tYd;O=_cYaAF#d0(<uG5K`g4v7){biAC3$}qD28szcK(mH$^U;{R7$;O_DJWCL
zmiI=@nz*Aa9giZXNBk-afUH2Y7_^+Po!Um2U~MVMD!@y1XxXG^P_2E8S{h~|D{UMN
zdfRjvGCBo~S&$><P~~Q_YqRxgPfOI2uYP~xzNOt*E(T3Nbyphi6C75Ci9Q%VHT^e)
zfRI^(b8fh*tTu<qS^y0lWiZ=UvZ=t@iElo*MW4<!Q_4*D6&#RQeJH6ooOf;Giu}1d
zAvV`IXR29sl~~zvt-&H0!HT9Hq0%6%{GPM^kDlr4aZQlX(-d5sCQd<vwI}bWO;?pr
zZbY;?H11yHzGND-c@VzV9IgzXOr;S|Mqg`-cvTW3=`>}2yeh`*skHS^S<W$SwL3`;
zQ9zxJW86za`@i|ni=?xbAi}ckf|<V)I0~{{FaR{E2KEkVmp$Ij{LQF5&27@PP^-v(
zaac*Q7VTciH&D>GKJ%kA38=p)HZY-qv8VuO4OE@Z>B>`AW~;}({|lb&{vt`|j`F<^
z`wOgm>VE{$|9U?V7qb5E%=mvo5dwxZhfs6_x+6{B&D$%taYFB-L$`u>e>T#024uQb
zz1Q#JY5S~2_&#xy!xZbV!Piy|Il}sAjIaMZlp<H9{M+b|Z+|oeJff*Z{w_d}P!e7t
zM@hgT|0*d+k5E<P9nY^LF-^AZ`e`nuutFARG>-j)_191`!1(~vt$|DoBuq^DJ6yV1
zRdaz7d*`mpiIM^6{yEaIVAQ*txN=nTI$yTdtV0xLl*Ut(DG(|*vi7`}X6Bm6{7OZb
zIo^*dHP4`l#X%C{<lD>%f{5FW^kB$%-F+VMqd<Jx`43#V>~bF3ZrqxpcC2*1R9*oS
zcA-Ct3F#NU<b&|91bo4ZLBt0in|v(PJ(J5!P*3zSOYLZ)+M6qw??-npL9H3s*!FJD
zaf9PaCh`d7@-}L>C1sKPK*kHP+SGRI(v77Ysfv9}%s-^pAIi?fc?iFulBn@jr1)5n
z)bFzPSM_R3r-;S@hsb}}#7P>+KpnT9{&cr!WuCi5|E>o79(W&@{Pf0vDDVsnuBi31
z7}Y>$3C07&_}>i_&1X!OjimavLJ#9=0P)%#j+7=J-ZC%{ugZ%rZkhDB)_%H-gzUl0
z!);&AryLuP>lMadL|em$r;mq02G#`WhWyRMaI5hv;brfnnLKgU{Jm@mY{~d+eBbW|
zyGmq5n2&`p+QVnpR*){vSYw?{yVV9>#7f?&!n<VCTGf@}tHlpdO)*9tRhO)uA+da`
zv{}{+PBk<d?zfy%KmKyqy1JdTxF<Py;LRH_khv*DiBFb2Cl76>{becuBSGj)@jWq<
zEjH{Nv%GrZG-5~CNxgP=Q%{&*aU2;DE~GL^RAva6>_lQEU!*)Me3_WFXjpfMd@rd!
z`G`W@4a>ss&m1%X%qLm*O|PYTwtzSmfGN}QH^f`$*(vU-A-a#%q|7|Ggj13Uy)1H!
znTX^2gm&Q$s9#F33unp@T^i0SUTeWUc393DOA7I->gcwd_a%&Lw6FVm34YSOh-0(|
zKKK@gN{na+qIxlyFV!vlg~&U8=CX8O(VX9%3dsSv6S1gVkyuXREWdIA?v0LQJ2FmF
z1{Ul0A2_n?;?%A5$n>neTkIJr(pFpoe_`HbL~+qhD3+fPJC<#jZ-&oM$zhHNs0pzM
z3PZEN((dW>wgw6?p|RvXy(KQsX|k0ICIacUnzY0R+!mt7;nxhlOsJ-Rdz=%xZ5sPw
zGkkB^%2DIVgIbLN9ANYr+MN@)IeAq1D!n^>$v->nP8bz2@6<(XGu|_%f>KH&=F913
zL<SiFRQJU~9BH<lClu;KG>sFfJbjNhz2+oZwE=Wu<s*&S`El7HbO6lamAKwo48O~=
zO9C)9?)}G#f>eLh8<j03LqiOiamR$UeayJ%ZZ%mA`;IQj>=V^8)_yiT+S$n&N|)VP
zv}xG~Nu0=Zlj=4KUKc>zCi(}2oST#uwb(_e1KO+dGwvSe)$|_J4g{^MU^1Wp%Fs|d
z_*oMrZf@xZJLxzs8)6KL?ma=pU$`s!F0Af97t&N87w-n_=L@-(Z4<QG{z({mhD`nL
ze>FId9-aMmf=p7=9u?l1$CEgbLd9+8@%EWxH?czZ@{!)|jwt>WQEQR9ebwDbyyMFf
zr~(60A=sMLotya|IH`uFlpq7El;lL}@P5JSsDT?C(gKjXyRCJJt}G+udb1XBbz~eF
zzFxYxBfzp2;DkDaf)KckxiDv{I{7l0ow@JIItGg@NW^Gwo?qA8hV)G@X1fM{Z>wWi
z4JPxx8p=ITsH+#p<CdC?(MH}BGNSif9z^OwY%cSz#L|~W6@yPE7w*olhKD7H#|W0<
z?7Q)r(;hp^4>SC7(spu>otE9UXI|DcYzY267^HGR^oK=&M@b0yuwP}`94B|-#>>kq
zU|yOuM!}huW>!qG(yA(*KZZk%n#wLM^Wipk)E#X~5i?!|3Ar$L(HS6uATN(ioouL{
zT#h_|Q*KcRq1t=1mg*c=$093Ot~P@&cU8vtTJpI*Zm^$^;ZN3ht;tlSmg;FuALaz$
z?p>m#U1(m`TXP=tdq`xjI&vOT-SxL5v*5*#`}FDw7E$l(5Og+CFB>_77arr1?}!|(
zD*j!?13Lf-L0pWbK9CFI{kMDu>fVW?s62oB#@QfC=PCJG`xk-gWD%%&l@SnQSDRjG
zyrOf9kXhg~lFR48WLrTgjR`X)4Obbfy+o>AQx_C};kduwyh<@e!kFPiNU1n__E-Ki
z)Jk?dd}j1WtlnI{sgu<H!sD(!zJ+gre@mMx7wszS5wgGEKh6o!IZ^)`)z#|{eReBL
zeibWPUmWo~5KziHlkiw!^I>5PZ|Gp1EV8eaE-7fOnn-fDI*MJ1@1wp5y|p!`zG2Em
zEYV#YMBF*_!<6XLX7#<EggRF&>oC$&r>wi7L=ekqzT@v_%S%dEB~~*66?~rs^ksSP
zs6N)-kx<(5<~D#L|6-gMu0-x+G@bTT=HN_<+S^th?aGyyAzHJ%<B=>pMVqMOxtq8v
zutv>Hb~j(SMKeu251C<ResX9u(7i3`>AMzOjVmZ)>r|s3U>Zc{y(Qa`n-w4{7lrx$
z65LCQ!YKPsy`cv%qy?Qn4+QOQiONqFiwc%W6zbf0eSn^r+Y@515=FG~wMLv=nI<WL
z8kI9TA(|tB&AX=RiF1Y~@n*irBtqjG1>6dCGt9Gk+PW8i)A=Hyh*O>KzoWexp<lS=
zl&(jxMItMSvkdv-wXZ7<KH9xjP|Gp_kt2s3Z5=@&y?&OF#g3<nepZ1uVt;<S<I<j9
zhpzTh1@1Hn)sL@wH2BqTqe?+m{m{TG$=*BuKBW>Xy{MjqPnacDysT1A7*&Fz(3zZR
z=$N&Mmq;n9EbDcwgu=T6J&|lHe;>{KKAk^t(C=8qhJPXFYkwm*i3RNPV^4j2>mY9P
zz~I#NZhV4%f;@bH+G>RM14GlS&`JRI4=XQ{Jv~2k(buEKMy`3rK(`n~9<=IOw09DE
zi}tv+U2b3;K(rGK!#atM5y@v8zlnWr)m7-{nYA;g_aJ>$|F~jI;vZQlXP&B(AGp7M
z6yC$(^cDVVQ4EIIEmTH{2nWq~c0QD<K!;AAPG+ZBw7ly~NiY=_JpD6aI$=bG#cU=4
zocPn0k@!kaR`N_)01li`7KOdc(_B}>9-wA6v*=c_cP8dm61PY<ft@Z-rM9&`l~i0z
zh{dmA#FdIHppINOY7w3(W;w@O1B+y-->V|eq|b+xwU=_kn<=wp;4u7@v@-fh&#TRR
zXp3z)C35aly&apuEc|>be2ZJbxuu02m`8fI_*k|h8}Z(X@%Fhi4r730?c7sc#fioK
zH>Wl44|JpWx6IJX3r%iqJs7PTKMD&36E3p4@Zgva*8D1Am8YDCh(3_P5JK#DqJl8s
zb$oG)&+N42HgufZyi(45Jl0{<EZoLmIR>lcXk@_Up`y(a`=eR)=&lHU)NN~YYB*bj
z*aZ5~PqxXcOL0;5E&NMs6)s?WkTtPn=KO|cijg+_De^`2m}6Pn75BcY(lj`DZ}xjS
zhr>{v@a$b_?60c+Sg3IcSJbHHJK(Nl**C`)s`GR|dfH6yo}=2QTVzaJP>cIV$~}QX
zVV>$w<aS;le=I4pX}H7$0tdsuKY$9&VZxlwQGVd!(3e()9sDQ-Way6zm`;V;+G24%
z>;IGaT%K$Bctxomk1L*l3J|p-wIB6ye4+X$ZRYkGskc3i#Q5O@JlMx7aX&fEVy~;h
z|Cb0;{LFP(s}3@GQ&Z}Ja;7^hyzMeKB_B}X<gP7NAte_+&{WM3qd^wz1@N<I2H_H@
zNJMVkr*FQ@%bzEHlR0H0Xt|MD;4{)%AKf&qAF!&J`s$^j?pjdiNp1?%ZRkj3rj;|z
z>}N(Q_!8bs-HccO^cXCz&Sv;3Mn?_~Qg3qQFOJP)=ZI<gFcn7O&)anoIrkB%03pi%
z1W&JK?tY-mvxu0=^vR(zmoj$fj$`1mb#-xN9i*^3I@W-Ugof?Hd!*a%QHq<?$fcU!
zFw>?GN-yRjR4-kTTf5pyGG3aa8z!2%u5JvULj~}Ds7T%Dhwv3^-o5dfJ9f4<yseI0
z3?N>W>FBxPRpV-~Fd$H;tnRYMk8n?_kBNy+7lp{S@<yej21V_Tl=rw(5myQ}7uj|D
zT1ddC+5`!CtZODwNlj`>-i2rGEzJkiducfh<sp0eJFq%=^my}2guKB|7l@@6qIx0*
zS@Mz2yburGS5!f(wIAh*WbL{w-hbx7=8>ytvMcjVF}cJN=!os=@GCg;BU{!a3RI5S
z26+!J9OZ-eh_BYEtu-xGX+v#|9srUI$1E5SrI@-$ZH&SN;la+vGyH#;dh4jB|2OU*
zL`6YBkZ$Rg?v??gJ4Pss+UPDR5s(3+YlPJ3(W616Ll8!fQ0Wkm7EnIFeeZLA_qqSu
zd++_Xb6&6OdS1`#`Ji;F9idf;TI?wQum=0?nBqf(NXjjdc^Y?r?h9fyFcJPj_qh6s
zJ!g!~Y~neN`-_3gIV&7&51P$*If;neGkV|*^`^ST!K>|;gc8<^;(8l_mn9kRzI$8t
zoF*@nS=q0S_K^W7p@Ung_%fUFw?wI|sc}j?H9#WP8ybSSS&mMaSX7p{3)<nl!zBhb
zPq<E}Se}1P4mjKOzQAq#<vMO2Cj&~PE${cnYPUZcn#I=&&*sf#9+#zmxB)y#Q(`;^
zbp}NHht!^`Sw45%lIQyeM42{WTK=5N?;Kb=PsD8-{)hK~{l<*6Y<un!@)j~{UTF`4
zh<;<MW|vR&sx0OBgmiC>M0k-^tpePXc2iz%<C0%hHcur;zQH^m3c8kmVJdU5i)nf{
za<JMQ!3Pthzu&kTwCU6!*~p5SkA6ya?Ys03!UMH#%-H8w<!C;XG;?k3pM3WP<C<LX
z`J@o<ALO<cF|qQ+`<+l0-JGcShYz0D5u=qzS<^fn>ZjNPQKYR7-w3Px`!EvY&QrkT
za2{7d1F^42hKKt$SxI^#(QKyR6j3_@UAVo2Ve6b(G0+|s)!-V5hOnOI@1kD^S3x#4
zU^CQGE^qvNSQYKKPaYq^cGfr4pLMN(nTDjiKUtdqdiJj3-5jb~k0)Opg^s$1Pf*R(
zkl#OaBl_m-q$I+9Iw_3MnUk@eQRlIq(d6~g)y+AkG+tnX`n7VSjS}pAG*K;xkU?D+
zz}rbUzd8wT9vT#tUtMO8tn!$L%26xSltydP(orF)vr5sR_~<&HQ;6Hr4HW0ul!xta
zHkvZ=je{zWOkHU^zwVY`q#4aJ3ky$iE|fN^+7vullYLrB>v$7)auw1UOnp%w<&ZL;
z=|)-qU^G(NuN>yJuc;G==ZooJ@*EPtC?G$?kO!rC&)r7dOSle&)Gz%SYSA&XjD5<K
z)$WKv3#!i?3vN6XxR@f|oDMOTDt&nA;Jb?Y;(}Um8WGrjpIl#ci<mI!jDNNto5-vu
zMYKNs4C>TcD3X5eBP0DI8r12J?y_1}2Ad}3;qm++*jJ5qI;*VeviQ=}^Bw>s8L*;~
zVJEy`NBU)j%Xg#KJUg{>8l%|j=pvYtZs{Ehdb&v$C@M3ll?p7p^g{18I*#=9+nYXH
zxX+it&Hhaj?BLYoRZQj#pZGx+kV)ce7HGzjxMb?3NW5&lb)?D`^XE-Vdb65Zm)WN;
z+Z=8FI4bM-fG_@b)H=XjT@&+iN>YOy?7ydOv|g;Ky6TJ(vzM|I%0Ixr4KYYd^?x}=
z>=7bnyZk3vCEN80@+|}8Zbqv|>^{U?q9h2x^uh!tx5U{-ft&Vm>Q5whE}g7~@lGFP
zVFo$dXIn1yV!k>DPCt5hpQ%0Qi#-TvO>j%v>AwqnvaDkEOA1eq#8{Ws?sz2{BvyYa
zm2j~)=w2Z&Wt2JmW5`rtjFx*(_Ijhc8PwY`@A2W9MqfM{N2}O+?DdFk;wq=L*QeVV
z(_CkG^odYffkdZZ>ei%G*8*K}Ahy4#8iaI634HkW?s-Tu^eBA3JgBK(vOB4?J?;<K
z&0Vo{&YaMbz*h2Msyg9%FbkgPa#31e2|rVTX{`E*_jeW$umu2u>iQf9WQ7D|mknZy
zELRihgp^-uv?0B-VV&WnyphQ~y<6BIY{a*HeeGpa#h?YlmB|V4Z*D5kfu%=yu$3=<
zBwioEJ~obX+N+e~GEf#pXiDr;&;Bk=XyKdZYtRA$hl<I_S_Ii?20!(t;|#Ajw2g4|
zdTSSZ5^Xb_7Xi&`K=;WPyx0BicbBZyGe4!(=$$oOSmCQs>xD+;cCP+;%gAeZ7;XIg
zgn7|$^d@8TOtB@+7PNwuSZ#`W@SOO^50?Hs$PN(NCaSrVk=B^gAH&q(<C_X2kJc@2
zuw1bc6Q@p5oBZN3&8zeent=kUP(C^av?9#Phs0sZs%8kY3Vz*{$w$_aC~=epzYf1n
zP3E|XE(_WU_Zc_&m1l*aI2#mdbhAo%m2VO)-7<DzNXdNCpt|_9q9B!`8QuIcY#=ub
z$r(?G3?TC$gH{Pv%50<q5qxoMS09)&%mJJ@ZHO;em+JL_K21JEBx2DU*Y~5nVVBE6
z6Zb0Q|Nk@Vf*@mNINSJ`QQSt=;~}kjWBV6^aHtF$5dWEUd2Jz@twG#Pfi6C@Sp6o*
zCuvXCjASzZYOri9CG@IpFA@OY?9?n1-7-t9Uf2;uqGtM|&!VPDGr}dNZTCJdyF?l9
z@l&`$P%EU}A@Ix=r!q&LF%Oe2*p5qvl?^cje`=F9Trsvh-r+fGp<ikW1tw;RtXB+&
zqAJ&>*M2d;DgY;Hm=Yy1?M(M~6>jTk>r}s!m=lW>?U$iyzy30*Sw~8qas#e>^B<m#
z8EgSFUDehMr>JCK@5*h3FLRa7In3L&qwmKXX&M{2{MjGrFQN$yb?=HvdRzRXg*%#T
z<mA<j1rx($?<E}6F*;sxkc)>1;KnDB(Mp;~i>G2O_k@qD4zPZpYE{mjb~JhVpx{~h
zfx3n`nis3<`$F53QII>UgwBC+lqM}q*D&_W(Z-74V4DWVO``DkOt)I^uvAs?Y+EBd
zo5r4z_Tvcp$(DJ+leJXVj#jU{zD|R#Veb*8sq~PHj?CLqQ98`ou?u@^J3v|V?4?13
z?E6E2#-mIxS7ba#O4~&GlBrr#&z;(&uP^c7?zLgbkD_boorGTGFvx~ccPf)Df)wC5
z;Uucg-`W1TDbCbJQujU-&xdAvr=%TIk{4j|_?w}&uOmonQU1!xNNmW|<>Qe}%sK+x
zE*vAU66hse+wn`2!=0VUWm}eVR#=9RvSXue!bL^i)GQ_&4X6cyRjQ7Tj|Ck_p4AqX
zDgad8lTbp<68GJ@O+{CEyWfbu;LUP0AVVzmO@$IQEMOHo$O>3>C5`k?>>j1&HQj(y
z!bYgZj4|p-1Eo}sGSB2pdAUouvm5Ju%MP&exTulxSjm;E8Y4^J#fR{?rG=@2%?g+B
z5fo@B3>q}?>Z@XDaqW@VQ1$}FKvEam)OSJEABDBbKj8|{i!20nBb1r@?1Uq4LO1%^
zjZ*OD7I+^fW3C#e%Q=0K1Qz`ha><@vh0gypU8r$r(H3AX`)=Lzs5?b6NI<k=4`4Va
z9y&?Cjd;3nAf3k?*8C#+WG#YzarT|B-^)88B&GS)pk0>XIrtFs0UHuulkvgf;$)V}
z=<M?CSHtI+K*dZ<ff8_m4O|R;-~Y37dHosLA7WqF_9Yn^w9|Pq(3w@|KfKyE1^OE#
zCV362M7Oygnkg*O^o=0qFPlV0Dkt$mw~RKLbWwW9hgRBG1SIsI{5MkTn-n#@!hqF>
z3?e_wVhYp!1Mlm&edPGI=0h!ik$<U@TPne5i`?X-?(4zV^8V=hy;-_iV2EfDG7=I6
zCzIl2ZZD-5ss|0Ieye>+D@S`u;LB%Q_mSZy9agIcCY8pvcl@BBfE~@j+3J;n#jgde
z(HGxvIKz@K8f})Yq<SP1-SBAh#ogqs3B}3*1+>Wu3Mk1dhUl+}pHqJVd$V?q950n>
zaB2HUJC5`y>a*F3ieS>7Ue>JKP_t=9={+>8qf(4UzW#?eUF%+~JA_hdGO7PiIhxe)
zu2-*pzrYDG*jkl65+&`c*W(vDH0<oMpVb?r2-oi{-7AgK=z39ToT)pxf6`K8kTyUW
z9|W5jjm!uBTl}W-$BePFV6}C4_3OIX(TdpciJ?hg#BC+FgpfHWM~sjrURoG0@r#8t
zSX#8W@%tASRb~$$m8-gCDzKnLL>E&Y^L#jo#0rZbD2lX1UCSyRivrkx)u5WT+NV1L
zwccvgn^teDi`MxXK-}~K7LdKkt0+H%CBDt=8i-pd+NRcyZ!)I=q72?fJ*hR-UqexS
zB%No~hYG#jSvC~R2&l?pl{5Lt`vqd1m--|U7cl!^w)Ir&hcKtSpfr&eWh8*|H!ofV
zJOht3<9M#1n!ieo+E*(g>ghios=9CDr-COd67dcH;jxBA-s0Pce~kBJNf~b#q2*it
z@yx$Yau~nr@B#P3;t553?u)WHfytzeCD1C64TxJ8O88xl=#-N&P2<Qm{BW>yihuTZ
z%6l(}`*!|%{(W||I!rshOuj+CT_Fa1K&@ZFmaElzI`+EnsxDd&&ZMNDsE(foAY%`_
zHB~>+hN04oR(Bp9%_FZiY`D}XYO2O=VS7jZLG|45t)I`>L-GG|kbd8^WM<EG>W=^N
zST_d@_g<nOh3nQm;RxenhL7m5m1QKzCao@Bb8Xnm4=X5d-8x)XiFbYC+784sgf9?c
zYP2tRN>$B^cjZmEo!ogUsB@<e&1fEv)4^U)`nZ2HDs98nKI=`}f<6h1&7(iV_nf$?
zz7Mo+>XJ`I9w&MbetytU=jLZcDJVdD+o4qMYH93gm7l?Xc9+Ch>!Z+|&$wAB;kT+1
zNR!FBy!ry08_?;{<k5EilWD;BUl2-=eSiX*B7dlqO)A15`)|{-64=FFjnq_?$4rkV
zkvl#)t!=;LX0hd)M`!Moz7s^*K^zsRG*tdZ-p(0WXgdek7if*f5i0x}sjNHi3pWV>
zCFZg~RwG|5LZ%?YQUOl>P#@#ncpF7VsMA+XY)nH&@}&xp?qcm8;1d|oMlD6LvZe+`
za1Ffr6OtTqrR{E*ARs__v|o7H7j$jV(tXM|L2leg#mRp_rawAA_Z}wm+yB5M-B<<}
zmd?*}9FX}e;GXF-3e?g~ftBcP=Tj$jeQnv%+T9X}=Ck8#C#c?RWNNg=^e)HssE=sJ
ziOyXVP#x8^e9%0aofuwb=XtU!dwRRjZYdd+$oE^ik9pOc?&s50pf_!5rVk_e{xl9P
zx{ne+)YeXJ;cbV=Z0|ZT-n~f1R54p$<mqNd{(^V|IZ{<TW+&OoprV#=yz&8YDUqA3
zbB?NiTW=w0=^@2SJMVdiQ>KmR0b-1EAB^l%Mn}t2jmUMyNkm0?kx*6MG6PXI-WaGo
z?*{`TN1yIFH?#vv7-r{F%BePHwq#5+4RQ({K=AD+h#T|$y2hox;@CvYEVqAHZi&rF
zNdlS0{=-X=SGxTDKLLrB*)=!ae1i$$CH@t&lbXx(&IER8P46XM`!t(cD}`~M6PjzA
z4p_~v1DLiq11aA>vb5yAd1$0t&Xq1>HOT-Gq}D(?<`hZ}2$2LP)7s(c-;2?mhex{$
ztx2|t{U%+E85nUdF~P=mJB;vMV7P=CL%hd^H)m~YVg&<TX7dF*%58Q3tY7mBzsX>z
zJ{}m;s;iKA;^<_OMdv)b-3kwUug)USxa;$&KV3Iw0UP8`jO@&BwHMK7iGus4=imD^
z4b=dv1+uOeW-LxS37)LMf6!;`P-iY!d?>U}q$ggsh$_S^?7MTc!x*ygKj?k2BCMdi
zM1*ReaQ!46ULz*EN1M(0)iC^Swy_#rq{WAgj&+mf#f5xUyb(xjtQC4|(=TN-7`5~^
z8Uc!ixvC~zbk@?GG6`W9g1&t}|76GV=l4eKHz#f4*mT!T0V!OUa!vIJ`Tgpu(BtT5
zAs*c1SU0a{1Wl7=cAJ$e*t0pB>ZM)!GvjtzCcp*wV1#YlL<}6uCzcGYs4Oq$8~BG<
zSn<7^d1W1Hy2gdeAD@zwgMeMY(zvta#X-dFQuP8N{{?iBnprJ%G%aV=XE&mK=#hqb
zdFlEi)73%W#Y4-*5FM#!4!p4nTKQ)AjeVZ;buXWRJ;)g89TqyH58k`%psDeElCH<D
z%5@y;!MGIUQ32H7UEen8F}fk}m`h#M>?3_uQb5Rabbt}PsQEMusgQ3(5<>}YiqaZx
zL^)RNHZ9+os<+u;x?Fo`YaIrA?YPUmVZ)uX>-cv=E0<*(e#1@9(kAc{*lgC~iiDn~
zh#}aKKgF4ecb}i#!^pJjxi`$th=hyOWgfo`83a4gdBex0XspR>(=A4Jyo*5>Cnzsm
zD~tx!JAWd2*?$8$7>M~>1Fv{I;EbusYwrljdsSwO+^Q+p@DBE<UALZKmWrBhL?8x+
z5LpFh!L{SEH56o+l7>^sVn<hrGT$Z@MQWR9QscYgE;6J$*>lKsEo;}TTOGT|6V!sb
z2=TkXRgttX7udpne7W$S1hu&+S$HZz$HAUFjvmmPUB7LLd_$D=)!=|gscW}}>}!--
z2z9o?+LGn*L$6^XV(-tsfnVg^SwJ0RF@CvzfjQ7N{s8uKs<Ox@v=M>fzK8%%uS8TM
zz+Zvy>oFRWr7A1&wbyw+l6Syj0qt{j^){#PrZh^G4W1u05~9o5;z~f-iEQX}Caq_L
zE8|GT#Bcp?jo$o87RFjFb9jg4TFTEQd*+bY%ijBO{IaT%DwbzvU{kj-`m>@52d4?=
zR}GtNokkmctAw<Qh*SR#E_6_FBzWIMFvpyKXGS%&JvotG7|iL^$C;DAQR6Y9rBDLz
z-}3Z*W3pH;p{~*4znc0n_RE;zLFj_Eh&;lR3pP2{GXWHQj;s>HjeVg0jy6w~$M%iO
z9&Vrp>@6;83|@}0!G<Tzz%7Dse*5oQP9qbbE377y8A@%~6dpn%lXHR64r5muu%V=f
z*8g7k5CCo8s9q4xbh5MBCz3@$zEt4S%}5}%cmY+a&-^NUX(UbH^X6y^%}6FbgOYse
zR2p{jC~P4`;UgZ#Y5qiFy$87pljstU_ICL5Acnk$vp=(VHz{7TjmDL}(jv%&KPZ6X
zplfo|Pn3DRwY4=L4hiu>bXlJpk7%i2ve5)Y#dQ>&kA4yoPDq4T9gOX`EV?`fCQeJ7
zvX9Ob1iA(4t}<0nfq`eUMqu8)r;(6bn`&Ea{;&GkET)8XHQ8onku|Rwlt-$}<&&on
z`o3uN@7{7-lx)u!T<OyFKB!^@rOVVbNUqJ(=i@5T_e{f@kpSWTI=yEqMqR#2^eoD!
z+!DS69upq`GyhQWEQh4@(lBTG5JxeN{-vm3m+;;W&DGU<r59c2_q9Lm#NYo0M17;l
z^iknZJ|+oPUGU>}m+EsJRNt49A(B*smZ|2`IUU(od^)6&NJ0}o8Lu8qs)MbKq?EqM
zl_;aJ5My`flH+;OU>d~8kDZ^EwsJT9r3RBPu!n@wUGSj_vr-W4KYmohDYAw7H+Ir~
z20)9Yms<Pu&c6NEso@<aNrTDIpJy275LRBC%B$H|y;|52^Tzw({3v@GK0mSK`U2AC
zDlWYrt1d5mA)zKUUW&!(d3VMcb;r&`S|Z!6afVfYaKt@RcY9Z-d#-a){f2$(Gnv#C
zZ;nDBH%e8XU|;Wb(#Q-%MyjKXx1WK0c!V`ztU@OusAXwbvv|ts)`T7yT4DH;my;&#
zp*yO%%BIhE-)89jdP^EZ2g)(pa~%Ak#`*gWJ8j*oFVpgi#%`G#{bV^j9`~_b6E3@O
zinQ@&#UMxB{Lo93vHUxYQ;wJ*R5=MmBz_?IQm-$IMQb8iWftX6>w!uO4fyyeiyM#e
zO5X2k(qir+$6pY|-fhg<uTx;cEM1e;_(ZTIa#H;6vDCQw)op6xtgyMZw{L3d?Xz%7
z`g%`^ub8jtkXfsT+zv5wwb2R<&_2RCl1FZwTrw52a?=E%7;-)FjAwR~v-;vWJ5i~r
zx@=`->@Wg*3f>PUqC&{4+J1ME&!w?zw<c{AL#_n6GB0V;TPT!<-=paPDjZj1+*yml
zHJft8iF3c@&Am9LTlZESD3k_G%t5-ypN}`NGEeq2ci#7C?!?OF(7zI|v|Et+@^`Q1
zIq0=3Eu6<lg6Y92jAypWER4+ewEk}tF3qSu24@`ywZC=kIBolXzfg9?L!FX6&K94B
z_^PBFSkHzU?ZRF&lgQI2(p#S@zaSjaNei7<hWx;|K(aH>^?$(8KnJ!8AXKY;-+kuG
zLo<aPI4Ud2%hmgh_(svWF0jP$;S|Njf~MZ0u_YoVdBx44)hZq}flEH~jJ~)vFR`{9
zkxkJ6?VMadUUF_syh3}@Rdggo$5w7%B#G*ZaJ`NYKW)HgPv3cZ{8Ykc<La9(Iq}5D
z64Bos3Q%j3CH99Q)An!;qtoGSeTHcYC0WcwQO8a1%i(SI6o7!LMb5k8{LRNrsH02M
zj?TMx3(k7!+imf90^L`etY8IQ>#jLg*fCFeOE&^2Z3a_XtGt%rv#RwGqoM_`Zj=Rj
z>+8~KZER}J`fIyBz?7XwnrJZpj6R4U>Uy-ga4ygDi=FWSnNpktZ|_r|m;7yifO`>{
z#$9>l_e-(-+QjBfo|kE(tGl>;q=Kci-qe|-Zn(Cb^kySwXO6=IWLBUuCci5`YZ6v0
zH6+Ru=UUw$$I!k}mtg6>{Uw7Uc%`@GV}DyEyG=54&`OlnPY%R9)UX$`(ObBV<CIN*
znPGcJa9K9TVa4x{;ODJdUh!bxO7?+lX(0F8XlMeBZ9OtlD)Y-jNkfbUJdKSTwG$p^
zn&#B-M?O*dq!c5Uyx!(jC=Op;)l&10SzY-LFYeG1H>jyzjxRA6$zt`icIsq*_@1pP
z@<8KdtV*?%Z%asUC_lN^xEEV8aWazO!FG6sOhm<v@CkgmY_|j#3<TD%5TRQ#Nu7qf
zHmi3PPBQN-{yNs+(bK#=H7ReM3L2|$MGTiFG!9sUy5(_Kfw(iai#UNZ=Vw~8GbUDV
z2A2JzoT^hSpU+qK#C*HW!KYRXzER}TQ|;y+nnEuYwU9pnQ|0qlmYWL8do64{XVg+w
zX`N3xh=9Y)!J6J4E*uDVK^pK9PsKxSv}Q_Lh~fA^F57cas0y8gkDR2NxA~7*x@0Z%
z111wk&JKm@ElHh0Z>t7~Vhv~k`}WPx8bgsxhqu^$oe-3}6$FZR<7&$wVc1uL_nMCA
zY`89j*E{_m^azYFwVJLXd0+o~e(9(mp6Li4!O>O9Ov=DhYN=6J<kKN}PH92b_P&-b
z$Q{I6Q%H=m$X9R3bk5UQuQ4=Ujx75S8->z_eki2js?$KOY2p(-59u<eDgD#BL;P9s
z_Hp6kyJB+}{cCR<uhVaF?+T8>_Yaa^c(9~YILN5FIvCD(ll?1YEwq|WOh^n4X8DBk
zEO(zN*oTpsrpbjSoemFKkad2K2|(=PpfCbktuvdsfr;X0@5;!oG?Y-msN=jqXs=(9
zxWifBF5&du9FQp}s1+rKX>r%uHRcM)BJePeNfP!wc6FB60x_d~kv7L4j@1w8PHeN0
zhmzQm4N)UU7IED#EStJ?W+j`|OS6<M(F(kf{GZxb80c{{8aLL!VDKSC@#HBNZvlcV
zdM%H!h3ePFE;QGvBlOg(#-tr1^7OH@CWQw;>iy_r7T!JvUH@?YSqdiG6+@BO_eK<N
z)xAQ^aQH(j<d0D2Gau0>EJBdwg2sH1Oou3A^r4!I!`srTsuS=st9>!>XKV<)V+$;u
zX%J7t*wWJa$mm)qPP5RE;PSFOYdlr2J=L<$xIJV}wQ9d1%^fOhxvp+ASWrqu#@)m3
z<*mH?0GUmhHl2olmVO9)^_{sN*=K}zWV*CHc3mMDL*nSIq2)q{Jklhq0OcX98xhI`
zn!dAC_=1P}Nu%D;fU$-vb;EqeP=mp;P~c5o`bCAOZ$~G%i0TPvPBR6tg0rYN;F9BY
z3-v|0koHcjeGpTPxeDgH$sC1z_%^A7Csea)5+FG>`{g#cbv9`r8R6R=`U<)q$9QXE
zIGn29ScGrzmJFJXb_+7T-dYCj%zjJd)UK%sHuRFOQZ&9a{!%3b_?DtLdKx^yINmLM
z(zkzO(qc@t-Y>kHCi6vl|M)Sqywo$$*QLra$i4g->9Lna1(gdzXXfqlD(ndo&S_Z(
za%OB6X8bf>+%e}SaBQ@`amtpN%~zlL2?qiJ?*BdDEd}CH3^svNdwi97E!ST+k-Z+l
zt!G)X#d4)tQjv!=GvXV*Sw|%`w!1<&4V2jw%94MVy$_Pmew1m?#j7%|%W{FUv=ErD
zrt#XhCjy_vvlS*LJ{gjS)w@<$F3TyPTMU{LC5MKgLu|3+Ks^OWlQ3K|K$=L@1^-Do
z{qUO?pb78ok%zy;BER^4>PMSyXCw<rGWvTbhEq~a*zFV{w%CN@+|uy-cj+XQmJ$-j
zzpfA9f_@}wgWfOdWulHsDKxt&7^05!_FD2V!=39uj@Of|K`V@j(UVj$rLIlT#hK-t
zkHMsr72+nxR_{8+_VsZ)W24l#&iM__RuTQU>l<Ul|9y=5MwL?Y?)ACeH_ASUN|}SE
ztkG5Fx&GrwMiN2EZ1Gq*@#DF1>*<H@3rW;Tgo28QiC<F50*8zqmytvn%>c8bAMiMs
z(Xva}FkV;9ANT`Yz9wm_z_w`gGyl2f6t26{$#=!{-BbUH=<gwv!HsY*3^}<RN!C&Z
z1FZK{Wqd7QK3CsZEGa4eH%twbUKgh=cVCOpF%z7ne8-f{V{{*EzkYvZ#FClJr35wx
zcvD8HxaSQU2ddxF@9B#1OJ}0xE*d}R{I=HYYK>`)3#R-tH1~~ZT!T$bUD-Q!r2WV|
zP?jYlQ*pTHGtBDnso=t~t5d{{EBOEsq2IMwT}y$)<q}%PJ#aOVC3k8y`3mB%t7-9O
zh~C1+`lcq!HOPl>v5+sAJ(P(?RDLl{`BNxuFt2^VWKVZLZ}Ita5x8whD)ORhF3P=-
z*CG9pnQ;MJHq@w8-1x}{=yN{;B0dtQ?`Ay~X8k+TR92$F(U0QXyr9}+Sqn4Ah!<kR
zxgu3E;O{K=)ioCmmSNfLqi#4?>Bg12s<~zCjK^obio;3O>rSV<&?}i&8P+niiR{e!
zdJs1uT-S<&3~58v;<nxu49qc_F28(lX?9@c;+Un>c|t4n`86PGk6~e!&A;H41Kh!w
zj+T&iWKrV7Jx%lx84gP=)`-)G;k2Y7e)~3@b4@)N7;JUV@%Ocw#KgOKCSG)CS?Z+~
z?NMW7msOU+lvp3qKP-mXp`O~TqiKbf_93Zst$*73F_1k{b6byryn)~pmo>f$B&nMG
zdOG;D|3vz6idvMW@`E-do*(m|4WqU}xZ%a<GSLUaKmN5fDB5}+C8EPie%DcIrH0qf
zV8HJ?GAvoVX;{IY%Jxo|O+3ejpf|(mjkQpqtM50iW*)DJXw$C`>5l-&x+3NvCQc(S
z$*bzKJ?FF<K%F1oKe|y`G9)wbqAs-s;@h7*T$ZdSqWN**>yJ;l4PHt}u2g7~OlGT(
zI%T?Xf~1~Jz&#Zf;OtTHl=iP#txy5+C{wYz_q9d6IEV9PLUU>x##R~C7L7r(&YaGf
zYcu6cd5ImF8O@Q-2Z;IS#*t>x{DJ-j1<`Jxjqv15CZ01@iuyY8pzv_N!ILvhr5(`<
zvNrT#tW#~g*vMEJcC?iLh%nvzmCKg(driZc-I7iI$GhSw!b3xs|M0MF&*h*GgjafX
ziypIoXEf^M&P4lYPkg+%Gxp}w{K2f|+I??w2ife5aZ1#rid9af)8B%sb)&O3EZEvL
z5G<Flip<-&O)e=%_Fxu%DOQ#c0YU0SCxt5IN`ayt&Bm}0Ar8TO0Y2DgoN>2+0~AxX
z=nER$E{{7Q`2ap0CSmKq%~aXaDT|^L{UvPw!!wB1Zg#Cn|6m*4#iF9M32d{+3=jTp
zxe=H4e_|@s=V<nfM#0-UAor9;3XVwB63qFFqS(Y$zvQ6Kdbr<;tDB|u4MuqLEjtSc
zQiqh4c(JrFht_QQ_&16?P3K+1VA1Ju2)^}W)W)N%pIJer#_%XF4V=nrTcy2mElOjh
z=ETie(D@1J2$h|ms%p_;#}DBX645fUAssiNpD#8Cb$;v}R+3s<^^N)mMGhTJF8{mu
zIxs75Vx{f%SeJyMXo8m|#xcNuNX?mbi;;P_g>AkrGbOl7vu~A9LbWWGrqC2FA@Iu!
zuPjf<&}{BXfo=CF#I$9{W;;9U<Wor3%j_}F=8stGcQx#Gz-x(^pLb-xCS|4R;@uq2
zLRgTl5<_J|Rf2QgU19S9!>%PG2}Y865b~w5%2sp3COFNn-=lP7Kl77^>)<T|ne5!G
z*Oy2VU}|WS7H<(|r>soKrL2rA(lPYTq8`Q3mK(^PNN#IawR#YuJ7A$>+WoonxPvqF
zx$FGX>)Kc3F24^JmN*1P#Tcef?Duum&9X)^wb{qFx9lx0xe#Q~W`AeSmZOIQV4S?7
zh~}Vo&FNkYr}Ggp9ADl)A9}^s`h?Lq_33sLON_3)ny<L;vlrLC=H(x0trYM^B}yv%
z#;zuT{FHCoES(4ABE?`<m1d&MA~E+TNVPP12WfF@Yw<pz2bDN{Uw*LLwK&vzagU>E
zTl#Le<Vw82YG2!6ZIYrPG5A5u0i^64h{(%`doigfO5khg6uCNWSOgPGTb?uxF!)8N
zb846i7fClfmM}^~r{>$wc0eDBX^|@v%BN#{2mxVAI*r(-hkdKZYZm|E#drnyydqL3
z@skYYut^$kduZCvHzM@%93lum7{6V=eI<!?$dt=e;QJvFRl2fbISlBwlR67VmB~D)
z!x{g$9dvcsGU!21-JE#6P3!8)-@ByA5huieV}q`KD%>bxP|oR#xb3Jz15%+ye%qyi
z2)Bi6q9KOPOUeo2CoPBi%|ilBTpI&l*%NQyn)X9J%-EG<8=N1!2Uf1DC27l5R~}gW
zAo`Z@W|sTY82m_k7mqv<M=lh<JvFdiRe`YN%2&}lGvsU{45d9gaXb6$Nb{bVSrd`4
zdPR^=Bfpn^RoT*f-Samq*1NyXIg0#weE7oBfPDs(^EHBk_DSIPRB(}Lo<3AU7*C;Q
zm9J)57p=k4(OqMtKHBAVg$zqTC#^Ud&%t!7#l-e~v%j{XjP|7XNX7V>Vjt!CzAbwo
zgtjN+=HC8<J3w}^Cuo7!YJeu;>C5*Ho3lMZ&mz+k@BO{9MLW=(Rc$}loJdH|kH}Zz
z!pb~6T1>;(Uw6%Ota#F`6k0Wu)Env<^j6F(O5+rE0i44A8K=18BTl+;sdTKG5r^9m
zIK`bn-b~HxPh7M%!bQBJ=xYkDp*D=xql`?U2ffAB43U9QuYFx6-T@>5qpWe9mNV3=
zh!CE!T@DK>BUmUmHb7~T@KeSI8e9H5kW8mCbB*jkj+5lt^1$VKxGcVR?sTv`U5o#b
zr=L$qUWiXOidqXbc(5EBO25&~EuzSlPWYa`nx36b$fX(83ky?t_IpQ@&|>xM^Xu>X
z+RkB*Hntg_sRtC2K%m40lFAWX){=?$ZkQG7m#IyOq;%o2b=r;j3VR0ukJLpb0eqTl
zPS#q+sVr*(VPe>7tMB5z#8$nu`5ZYvKi^)KkZ7d1SLH!H>wZw!s^YHAsOMgPLsLyR
z=iOpvD+*0USQEQmKJ99oOf>7z$;Zu2$~sLys5ODqMOSVe9)w0hiq8SZGFdx7Zp-br
zY2}!if?6f|1ijfJG=&u>4$`ekAThUcnykmS6}9@v43A*n(4I11{fw{6&*l&JKHx*y
zVsU{hYRLwAw%;)1&oKNo)|l3Rlu7g8k(G+vxQUK6Y0jJb9?km@&G8DpupsV3)B2-2
z55J4H<~fdrw=21&y0~r_7ZmNCjvbVe^+z2I8ri7RTj=A*4+&Lx2NS5Zg1oy4V|iJP
zDpr~2IpRH?T^ZXzX<2<{2yn}2n7)L(G~$&gc7r#YB}DRZ!7&H+{IwbHv$yS7@6jJW
zZcRjoC>upZ;4ZhKk4bKBO>_QEPo*cP#_|iz0$OHHm_vb<*M;De&BN&Lr==!ZhM_NV
z##frY;H}o22?>)GO**fTm|3QJv^0C<+^iw3otH>;Aw%9l%{q%_EY8i0Wk;gq$zG%y
z+xjBo+fHPeZ^_mVctDwfl(PWy7D5@8B<`iTN_lea8i>(BKn;a0x}78o8yR<dM#7a@
z_N4+8mbL!lt2VXsp4i2a=^O}j&DiQ)uVN(FPKbPbr*DZNYwdILZDDH%BU<tH_q>4*
zcC1o9;uKpzqDe92i%a|Q|C!th3Sm`W5Hfm&GCEZ+@1KF#A9uIsH&g#RBuK76+CIpa
zH6rf$I3B}LFt1U=NMs^XoyMe9*v^&}>LT=0cvY=wIHcwoOgl74u-M{ltn{W~WMw<$
zql<HXtc8WeQ^XT9;oZ;_sTVi%3Q~h+o#=}NFVF;8_BBX-M}L4Z9NqA?U0o=liA~x^
z<=eC&eujv1dO*Z7ZYw7c{MnDMn2|hsUq2u<QdLiZuhtN>?>)wwnQ56IlBOQ9<65}z
z&W2ITjBBZ|;za5Xk&rd7Opm0bgrF7!B`^KWHSHeR_-A8lb(H8EnQWt;iHIkJF}Fk`
zy{FHv=`8L6SGCTmTlO{yETGt#6}_Z*PM&7rq=}-vrICHZ>`5tXEjk7Z`d3xtA6FDW
zJE<~<06lm5^nx{0JFz|_LFN$fsK*o+oVI2z()8$;+&n}mn%AI%u*+1(sSdQiNTX)=
z<c+oQBAD5f$<kI_=!=O%dL&`U1q<;X-(Q9dT`BTsqJ-BPe->=h9bJ)HLPC^X@O)>g
z&z@D52SzvM<{Ow*mP?Iou~3gazD-KBlLS;|uT?;(SYmquyYCe|6-UM&Hi$zN8e9J{
zTRS2K%H?gI2cu?^D;iKdbr)R^pL#s>hMT^i{U`e`xK_b;NV7u|Z!OV-{rDdt$~G^5
zqF{_C<Dv&rYmHqOS;{5SH)U_@!TCM|O0EUmyK^?CsB}W(uemz9Ci;&peDu#RtCK?Z
z&t5$XLB9@R;)C^I709$sO|mI!X{Onl83~iO|9+{<XIxCw2o&1>T6QGw)T1%b`EgFX
zeKmjdGrzGqRTa-cQV2x+g${V=F@g1hURBtYm2-;Fm0?ORx>)Q7{g-)0(dW>V4v#6@
z9dP|)Q9zT)F5a2apqc7~(5IJ4a~a2E7ghDMWF4Zk%ugg#j(7NsJlDytI_G*M6rOO}
z9}TS`=R3^gaO#5wTk~rf+Vw#)-@nz8S4zBPW{!KVGGjec9|4@j;k3jfz2>X|c)n_t
zY!Bb-g@u}sucZi&>toWalEv_zfjdt0P8-rPhvdC=1hJ(Y>FQ7+x0JFOAVSQ@tbYaw
zAZTwfaG~U&d7Y7>Le*Ab-Krr0k5A**nv_Jl6R+-|oZyT49nw@iFK$vZh0MK%RlZP-
zE{(NO&44CT_|1}qAY8zT{lzTfwA=h_>Mh0*(e38TBamgKVbde&UOt_b_OlW3m_;Ti
zYWr)-3XntOse@rk?yxJ{Q~w@7MuM+H?xV7F#$<r;w_O!O5X~h?z^uL<i<piEd8yxR
zKBJ*?<yi28jwS?`QvX2IpHoD8%8Tn}_S+Qvng)wWAw_GW@M3>3>9uCEv7eOZ%cKz1
z`j~H3mo*FY3O!9n=vK|<xtK3XNq$*aIu2^ag`wWGO2s3mT}mUPtT;K(av1`46x3?(
zMjp1u)(AK<Gow=3w-~Q+N-a;#_AD>)2X(gYMI#k0Hxn6CEzLvbgsX0104q-M91t<S
zzz0?Op_IWBMB68S4T@4~`LlaZ`9+izT&je7u4LCdZQI}&$9KX!D$M9D5Gfpc)i5)R
zbf3<0V#-$F#jZCB{LUb|PBQzw`|(wacAC2>hxyN$xJwk6iiy}Do8RTiMozD_q0QoF
zyeUojBdRg&Qwr&~H@|3s`#TO!u&y#+z84{dYnz{M9=!e!?+yR|9D~8XCH9!*a8&@K
z(&gFzs(???mf2RDOxS!`W3eG=dUbG@5zHf~f;1!2OZ*g5O8HZH1QxWfgOl7NQ*e{2
zxNx5HI21K;IxL8-DlbxQPB(xsMCNr4<{YnFqK^RO(DMiH+@xaOgcPmyU`Nuqn}|#z
zA*||y@ub7rAs)fGxl|?ehHwW(N&T~irS4!Qv)6;S_i+^RbJ~xKsYkw~=g`1}XTdTG
zuCww=_MPsCsy<eqFlZZJ_%B^ukL|a!`7FnaPk*+F1;s^wsks+e5RIjRCiGFeOWduJ
z_s{m0^~*POO#g|U(Jf~6k@<#n-lJc{HamNL|Exz45fr+x81G;bm2qpH{mqvXb^DF{
z<$M#brr-WKps+f42Uc4Cro7aSs-N+g@s7SrWoo|QgWVU_AGfg4<bhW5ajpW;f!Fqj
z=KKZ}Ol0yA*Vjoc5-mslUx#_2?;NBv>5}K@b6Hcti9nGw<#uOV0_I)X8V4iy3+caN
zTK$30A<Ltm?U4h%M7nhMbTn*PJa#ecFrF-Nl^9dnzH$(D)hh1%#GzAQ`O%!v%$|tZ
zh?YYa>V@b7=wwYVU1_8F6bEZf6%!3(bm3*mTOd1sbl;f0{-F`Vb+}0#x3MOT9hjph
z*FE=Rb!mQ1YaTx`CtM9eBmaGAqo#>)iWSC>SD%jHlu*Fg0m^BpQPSo(#lZa~A7MjH
zp6?&yo+0k>d02qgD!_@fG>|e)2pE(BSNIR_w$G$>|0zN@?XjEPbP5CWW*zU&<9lH(
zT)xn*W@8}$eD$#}{VN-9KrBu^-oRX^bF{X`_M1@$;NnZRe#%VJv>8IOHbOHqVx=E&
z2<YREGtXZwD`NhE>>S!r{aMg=Qrh0nj0Sd}lrdy<JL(^5ZC<y9q(H74q14}9VmJX~
zMoq;JBR)afWsPLp={ySCt7Qu==M$fDw&n>QQr~=VPii3pDv;o7n+kY%)V-y!US`lx
z>cc#izV6$oSep`?d}&!xC5Sht@`b~JLN@WD;(;6jKb?p!vNmtc$iEvtKG;{MzR&gP
znDy4dLt-Q-c~Exl1umM2zQQ@mi#99*$&VP0{$yOf@bEjf!PaV3otbK-F^`Tp!#b!M
z%V6*&B3xsY8;_+P>9s)rH^Ia1ZLi(lueES=y03hb*2>oU;5kglZy2_m2da;+6Dm{c
z7Wkg>rl>9e2yzl+rv@)7?3+qS&ZLbrP*o7do$TWOO{$LQ^+x1LdIo)gI%Bc=L3e^1
z&Pu=Fgqt>k$<a0qi_O1qX%LDLAjEeQcgdyK5{SP2VM_n&>hnLa<98oF0&2ElVj0!i
z?r<21oI1wX3&uK7aK`v)p|KlS3tC&EWpy86{ViR~>yQ<=#sU8ohWk&<wYs_t*gsbP
zhZo#6y^TyM*3Z&1a*{&JN|&X?00i`r{<qFi742^wRyAf}M}8+yEg=W=rq;=zNdV&8
z3))}7$H_mfy4uXsL~9U-Wo@l95ABcF13$u@67oao_nqbi+}Qc)xs(sBV;eUz{L-ZG
z=VL`c0E;c(Om)zi-<s~z_YOfT(S=WL;qwEot)dp|-OLaN#$xWui)wBI#KP}y9@|RH
z>zSMj6+$J3Wy2<5c!ne#=H;C-VWaM%sJrV~9%Ag_v6Xrs!2MkU<T&z`H?IvZj8DkV
z(nE`}@L~$2gK>tXF#fnD!V7x%9B)jaW=5VH!c}0eR{L&@)G~}eds^H#m>bKr+DLE)
z?x;imk^mT95$`?t4{z4uOk)GbvNX}t!t7k@eN<G3)UF!8q!8d~YJfcWJ1B%N@iP9S
zoQm`ztTeTxVBiOR-y91oY`x$qRdgub4uUaICZYXI*I|;%b9H2_cDZDdgefIJluj5b
z`a~jJGq{re6?CjLXtW-n1->dfI}mUw6NRNulundp)H!GXfZGW9W(^+Sml-A{?E2&^
zS~9QmKX5?-TDf*tRapY2l_@)t(#^1$HXTz3kz)J;jRmw|$$C-!SA`l2e#Y}ukG0lR
zE6G_f)hAD9_Cm^qweocSP1ad=cDTFfYl#8X{-u}MEJEi|rY&nq=CHuDb3;;wTBtVJ
z0Gz+9WjdaKbz!?Mw)7#&k+*~*Yed1*k)84U#;lB9K8>-}wY+VXTq(AN9j!(H8#nEu
zq1Uhaw&DUUqd?b_=6_V&tNCfFp~oj9#GXiD@eH>FR0b`k<Wq);z|yx2$A%niTpN_1
zkSfXUpvkE5Q&4)s>7)*=a=e$cc7y`bwfrX(Bh<=v)+D$E^{sb5aYLlty35vdnTUl}
zIFq1-t<JAY7Ai3cD%^|h6N!BeZlMU-UGBNu=5sT@He@mgJ4Qd8e&DtWO<cZ7-nGQM
zY2@CiUCeI_`PjjY;$|-q{{>3LS{L@0Yv&Z{XQ!J`t0ol|T~bOu9WM+cgPJpdmfp?E
ze`{~tMN;;CfCo_;Ir94{4xaA*jr@TdPiOvbJl%ake{#<%x%QagKRkWy|8u*J<Uis_
zmhHNpV8!fI|0^PbbTGI40{iSiZ8n;dmM+T~rsZbFg}~-tDPz4YCM)sRYkJESAZLUk
zy&lRZI<9?ki&9+W3ee_*Pe;ZE#LbnimrMs;2g-qUX1d1zs%y9^BYI3n>6@$5O$mC8
zvds?9&0leq>7Sa)_`g`II(u0uhRiclTCd%|eEsjBFWul<NGa!`oVzXXNTsA=b+L0U
z`MQSN@A^F0E0!bQG>?h-+%Uyat4d-GLjRE7&n{Q}_yV-)n`jpEhV)OE0GMK2DQGp#
z^|k3ddvlvz3MnrltDdS%jh6s+eq?N#b{|&l^K>78;S%u;1lI|1&eb=>al#*ke2-}v
z!if6|;RVo1jQ-&t;9Rv`ts^u<9QyYd3jRDxiHcHHoBt%X9Urw3rYR>HZ5tZM>MSEs
zQ}aESsbk8uF!gLMPmV`*Mox(U%ISz0TZuley7ym;Mw}i|{KC3QVxp7t2v6&+VY=fa
z96lTD6a48$7y^Xt9387XhFn{vjG7+6h4p`&Q!7PDZ*2g;6NkYqJ~WKIaNw^phNFde
zmCM;#v}UHVewkgFtG1u@;gj_$gy*2>%3`rE1kMD!;dLWOi@r(^_oA+-;`SKMq|TZ|
zm=Jf(98Bg%NA$Z_jEyha_<Y3nH2%z)XSJoRJZ$W_<EN046FMWjQ_SQ<#vn7?vKFeI
zfU}51(#^!MIlewUL|2j#4(R6+tLI0Y2;h`H%Dj0|{O&N_-P1Q0pEdlbF?G-TpQ{dd
z8iC>*q`ooFWh2ZN1B=&JY1@7%QCL0U{(N&{vHmj7Jk&8-J0?Em?^In;)Sub9%b4Wt
zHm}mVU!O<){vIYTTw>sl(BE^V0tp2^Cp}xpl$!J{$DMW(A8;^HoA7IvgJN#tONGOt
zT$Dfwq{7eC7U%&8{-yN%7_$scTjtDEm&bU2s;p%)9+bkC<sEZy1Q_<i%z-Y}l~X?5
z@K0|}({<i;agwW%k!pPX{)0a~&r~#yf`IF|<JeUpH-9^x3qdF$)iM8s$0cSe#1EH^
z;ck2Ilg;?OKKHcAqUefXzKB}n=ws`sDJZ&UWhIL@u~1A~ZKOu_4{2`kmqKQbV|CzP
zIWzZNm=GtYdmrHb^w5HgBVBRVUcU!O)zbW&()-Z->y>)=n4p7}kj}Yhd*+sXnC!y8
z!U9(|{z(z`yJ~4F>hzyC9*j>)gx1CwiH_aml^_-BoV}?`BXSWR4AKvDwc_0jFc;E0
z?7srQp23d$f6Oi2%dnQi%sYSprf&piwN@uoD<EF&uu?{E>+;f#u^sMR=?XA|mPXOq
zpV);NE!CP!s<8uG{xP?)KSV!|{d0G?uj3v!7di#tO0tElj|-G?d2Q>gX+8nz7HO+M
zF~?+3GDN(?bbleCfV@1bU-ai=h}~OMw2l)8#z)q~8Z#81gMVW1iW1{H1?f*GiL2)z
z>T+ql_c|ZLDt$0@DdkQ#`j_S-_3{}SNH=yNM=WUeoa!}?VIM(5UE2694Z$;#V3qR?
z`C=-M6@%XR$d8Q*kvny}^81pZ&pa6lpVa0ZQEY^%*{XzXH?UWq<@^%)=PIYt)0>I^
zSuH74a<ly(z}*Jg>0TS0_M`FQL4x%cTY<2-35v+0UR4=Z@M&#m2|RJ|2Y$NcwJkq7
z&6@<-r8W42+Kni)uC3TSNm%3S(@Akf^)^wY$hg$t!Cug)gqB4!qPw+mrC5^&nzi=c
z*HAVD=2Vr7qLCn0LClFbA?&V@U;saz`g-0~xU2QbE}DC}r^+XD%HdyO^mAomrlJd!
zxBE9O?<TlmtJ-RdPXg9r^f|#Eq<=-B#!<j7(e63^MWqvv?Om;w@#&--A-ao4upTXM
z1xCA#xY$s^GC7=|$x!h@eyu*5lzV=V^Zq*)37;vGC)yXh;7(`A{*9VYB87{#<Y~s4
zUdZt4GOa}|k<FQFfQ#h7{K@^D6M|1^SOh(=`!4zJwQD9HTaX=7OM5Ss#}{9_ma#>h
zEwo6&qLCnc19SO<R-^ZPukGXiO1QI{9vO}WQ(C7<*VcS{{`!fM@J6$_;~KkL6YEx#
zDfisZ4?Y91jrzZqbNu1xiSI#az^6A;is)Jw;IW3nmBNF&!I_c&^@(%xMql+<U>ic{
zEN~hw(Xa~5_I>DfQ4ONbZkPctJhu&gdUHs+Y2t*t)qwT!3ed9bXCo*Z%+i852`~D=
z_aPI9E&*K1N=o5HzwYbQ8G6VI@xekgojoMCq~uxx9p{vYdE~UOPyWLfkYnQ}jNmx|
zyo8U9fOsEKlCapm)5{+FJ>L~EyOI3Y`*4i32&dwFPCO50CTsDux?s5>)%qPfM}~5J
zRJ>)bpMSt$$c!e2zBw`%!bV+Ig8u%87t+!sy6v{VV)P##v?xsfU-b^+?q79$J@7<5
z+GKe~vEqK-JWQ?dGIB9)p~SWM5HJJH?cgd3gEqhUbYdoF6FL_j%A6}+_oi9B=1u4v
zSx6YP1mG=l1C|K+uG*RZx9?oN_;|#pbS-@yQ4WEV11J5>6v>^~eSA-Bm?~mXs0=zU
z5kRiuyq^XEq-bp|wOyEbegP8xTvIvNBwV6*cFCe*l!mPlP4*&^sPrw7K;mkJU{WF$
zG8RLeYC&KBah~AO+eg0i$scXT@Z-NB!6QsN6_S)94>3M_NnkDPXk%#AWSEHB)(hBy
zJoitH_Dm0tY$BO2HQ`LZeFj=XQ%85XI<?n8B#H!-w6shBPU<$X0`0qoSGEVwAz8g9
z7S^PhyV$9QSvkjQL32=WPTF#v)5dn0hpyzLi{ZjAtAzJk`SYsF;)z=b4`0jXX;`DY
zkdcYqa@0T9rCP3YL3_7LLtEj`LFRQ3((r-D5$${>UK{AfCI(oL1VtO=r8r~hURg;B
zF>oD5^58852ibZgNNK=|JOXeujd;=p=c|`4L^f35`-I?%i~sO&tjNVe9d968)xh`@
zg5OMsTGs}5Chp9$O!cSK?#Pi@OnVR5puq*ZPV6Fi@v4pX*3_q26QD3NKUul_-Lf{`
zhfA;2^=;S_mW7TmbF0`zwv~zVFt+51P3z!x*I@lrelYga)n~cb!}aoiq)31uP)LHI
zt3)SV<eS^P_1lFQbmF3JD{VsP1?o`g2@QT-`O5t`%*?G#dgOKLU%vVB+~AN1->3Zl
zHl$gS0#jUMZ9aWvB^~%vc2n8Y3&XNUk}L1=o?X9O>>ZI|PH?xQzH7s!EGY-oCX8(c
zD+NTEW3vtBY|nhp-{s;0%`O-w0mGDKZ@xoqW8=?iMkiPsud0fg3V%c~x~>0oZA1Uw
zj)4WI<Ndkkl{NN|aCvFWl&`(t9x0-q-SMfdH&tEn)6bgtB{JT;Re0tc_D=w2Qhs8@
zR<=@_D%W$v7;Lvy2hvHiSm3<sQ5fUg;>O}oN_Rl9#?Dg()Q520v`T`gs3>dXe|R4~
zge<Z%?){?$S4Kk+k&WC7af-t!MOn3N5{DfJ&_<tKl=v$jFWx}>{(FBZSxR%9zjq@s
z>KalG%geL_iaUK`6x9j`aG?ZY!(w9Ll-Dm10O8tQJg369STS}mwmfayz&%Ep$|5Ue
z3qy7MayV#;&jLI)Dg3f(laLiZUG=r6YCz1oyqf6R!F)k&L;cAUjthejW7N@V($^J@
za;S4pYs(L&W2G*$G-3B&*02??iHnNfQiwg${H<bwMcViE^@7HiL=jyhhk9{pS^9_#
zgTjfi>d*GUa!szu&%eD~#v2X+qulrJnY1e(4cGVq?NXn)|6RE?eImfxdI#%Z8PtPn
zCuu52$$$N%qHVK;XiWjstV!v&v0~NP`4@M%CDOgC6YL_FJ^D-jzW{6@lirf}Gk)>T
zKf6|7ySH2sXAk@Pb4ug0OH^Y^f2iFtD$)VjQk@OvrwIhCtiF;dIj+v%WRZpd4E6&R
zV8+1-QIZC6>ra==UeR_iY;IQaE!#@C>Zi3`5ofh#+iFcdr16_#hoR%2#<tTP@CUt8
zB2LVJL7vp_BaW3~DPWb^BAFy*>J;>;SSlf6jB(jUO)@#Vl!Q1vDc)EedQrDiz93s#
zn`nXm09i2P{uQrpq!Jf+GB>U|&?!pBA#lzT7^IcEg;Rm}^sDyP6SxLI6WDY5*GX%m
z$k+if_*T`Yht5G^Qz@iH+c}GEBrzETn%cF|x?wA+x6z}Fa<!oyoM;CEu$5cvRA69Q
z=-_o))rP@P50<YVEeByu)Ms5dL*}x6_9c~Z{nOL=R!z2OqhTX~RC-jq<ByU@70q6F
zo+yC|!nw=e7BgpS(^TZe%#q(*YcN5dm~mYF{{V`SautPn{pW}zke{BhE;VLv<2kJ(
zL2knGXJ>!nmvV6b0IhTPdh5xOU-hnPZAF-U>Z2v$C#`IfMMjf*n{(={bMsbg*X6s`
zYuppwqB0VC(By9#NfxBLEPB;<n4a|!YHn&9H&IA=VriwRGfI)WbOx5JtDq*3RN~(Q
zF4Vi@kM4|`cJ3~I#A_2bu&0DX``pqQ8NI2!`q84;EZ*b%&OT91+{DsQI?^8~@`}UW
zlgjtvn&j@lpfUBOpeDw!*m}`O+_yAPUC*dKK1t>H7Rdhq)Jie`0Fb4xoXx@YucE#`
z#?p8a#4lg%IM4n<mcDgc8C$WfA$uNuOLJ;4%ujl0l-1busb8_Hv1l?jI5l=N=ZY}*
zxiq^aZpOOHe-0DXYfcXhFLj_!s_1ZwWjvh$t5Il^$VNf0Lx)3#FbM*!i+ean%)^Q_
zA=Qz>Tlig{8-cBxPYNzZQ}nI*HA^dSLV=N4mtH7D2Vnw>k$FhH28C?^8-N)0t0qee
zMabKcTxI8qWNhKMtSg;*NeTIhqnQ;NO`e5y;z(i`LI={h`|lL9XASz-7WeZ?NEtb&
z!>8U}5ru4e(&p@I>{NAZzjv?8AtP})_pIR8m#>5k&2&0<gWf_KT>9d=t4$uqPf*fe
z5!#DBqIF{x?wppB;VG^iURBL^Hd;N7krwH8?i}K(-D}ZXA&%Sy9<|J0YjR4&m(4wl
znw?F~msIf(3Q{AreXEYX)gDq#;(r>?xV$fux~NGxCzDdy(@v5^vs`XHYO!qhrZeQy
z6IrvVD+*0HMKx+rIG}BgMcnE=O?u9p0$WDDiYv=(V=~`DgS!g#OI$2!Jvgl(abjKU
zjU+r&pz&4E)T(GXi9w~NgG-(%3~{8S%`G4bTCH<`1)>t|xraqwrn6$#<Z#UP%Bnu-
z50gzM#BJ1bTtjOf`J_|_rg^S*<6OI+A_qt!{_y#m@bs)ptzy>DnHidSk5*>fYPox{
zr1~SNpIedmwTsJ7`Rgd>@E_w`{-Lhh+p%e7YnjJ#bC2-+E0febM{{wN54AtKwT&e2
zDZw<kly)|S2L2;wQt<`F(-2<^*+)TGvP|+Hn3MR__WE@91RbOb-m%dDBM4c&X?x7p
z@TalP#b-3UtbBT!($loCmq^z@81u^Jy4W;Uz{>uWG@49mxpDxf$V98QKHJHK0Erb>
zw$W2bcY#=vUPox=DCOPl=}g7t@!JeeM{|xpI-)sxvd!+SkpcnS)sSuOwO8FEY>VEu
z?EE<8gHFmDJ^2--eP?Z?*(Jj=&7REM52B8=SUHl|#IVt=qRYb=kgr)BVMpR>-Oi^C
zvfwb8{{Y$H2lYRtVd_32Ylg=BsOY1BK7z33zjr)RZpM*>r1ds0HAkJZB!#^PVe}Q3
zE$=u6s64FwO*b_So5l$fJ;Sl6i)WnDQs6IB&!tJAV<MLzbfc{(Lfk0Hpki~HD&$rY
zFx>wDD%9#Nt@;h@DX6ks*Fu~&lFUZc<J8r~v$unpUvqj2WS5dZ3&8fKEHcb`8mlBj
za(l98z6v(Pp-1agh>~NIlUi2#Q#s4=R*G3!j5}^`?usnQ=8D@>CMzE7DsQp&3sz**
zSb{C!R9{yd)d_B0xOq!wusl-GX~~j(nGpW+MPJ63?Kbdn5^p}V+YLVVRl7@DD@kXb
zLxhebEY0)+y9M}B;|qIlv_64y$_8)>vwz<p=k%wb*~jMc_wM|uR-x0a;TxuH=e=9B
z)Ae0PQEf9$({8RWP>|3^5!{&I?j5o3S{j$bpB-4+HO<F|uKb`fe66yOK8Q*ED7aaf
zt$S|*;R5kpmxO*F>z+2yt~FZ=i%WP>+BihS=2ioqgMrR7US6<GDd!-2*QNLd`^UO&
zhk0+|l)09{<U7hhBoWDhlBA9fF-f)@sT>5We<j3_Oj<J=lyG|xa78?%HmGs)IsPJf
ztpK7zNPW)7B=scKy)(d`B=IDr^zAZvpi_@93@&{)91Q+6S&Hc8+BT8%*EN3Bh)|#o
zRl1Tm&$V|`{5aKgOG7rJrOy%|`K2H_kEv2XsxjCkvMe#f=DVG$h%(H50QIJqQ#n-V
zP}8n9Miujp#<YdP44vQ)dfZQkekhJ1B50GCSY&dc*VwLe`d2qBDR3Iq(|IRu&^gUg
zXwFIXMVRhjoybWeXU8}rCa3#2kqY2)G19H+UkUZs3v`-I&>cXOsvpRZYhV5m+uJ#W
zH+Hf^Ctb2GGxR;_^BGR@)f|nkfvBy(#rh;5=P181_BGR5>8CtopIYCv(Yg|~(^z<F
z;#k9_vlTrF;2+MSRT9{irBLMUv}SB%99Gq?hNBr3(7u@^kREg;2dNx>bjF@2mzDy#
z<x*Q3Drs&(4xJoh?uxOtILAR*ms;!)f;Wtc=I{Jgqaj#SsLDliMID6K(8LZ{Rz2s4
zqKhCfuRp!<G>%Rlux@pybIaDzquf_-W4XWaQyhhAe~<NthyD@#F&=J<Zzo?})#cM_
zOy9*_Kg7$Tr@~zQ?+w|v{)bv}q+DSpnT>I)vz}c3b(=P#Nk27Y$#O~SP&CB%s^&C}
z6lhC&N&D4R?n&=eOB!ivo?~?ciCR*7(+d+#%_eFua_lKI6H2i=o&{J-K)kbJovtoq
zRT*xBH8NW>a@<tLSfUtE38-Foe)yuv2Qy@wA&c)GX${9@Tzk|YcRZR}F2<s_6tgkO
zG?W@jMT<otG?}0W6G@s()UdAXlR%rXYSO^nu0vo|mePEs^);Ub%$Bl}je%ORYbwNf
zi}k8jFqbipG%XWggGF^B8y!w8BdL6J??ny_rCD`8hWNc|F8n8J85za$H~u*#c>G#2
z58<z4__cPnUKO^Hx*ODA{Bi#P!n{Ub5vT_Q3aD&w*H4_*O+F+X;8fq}(RCuZDf~po
zqkgrSHoWXl&VM?iH3>7meNxsTfJIQB#AtwpBDe{)cW>f9ol=ufcRfujqeVsaJA0oK
zoDdqZ?tDWdXXiD|2_=-^0&2`URo%fDM!}_i#j0?Q<%zY49R2fDn(|pm11B}VXW=Pd
z22A}cptbPLt+)lk@lTbB)Pnd?!NX&Baz@l|t!&wNPU2z=xf!m=eS*<&0@Z2t=;H)N
z0QynNjNMs1h^+i8Yiyv%7mnt%zv5kDFrYE6YUf>%&)=+>^*3^I$MdSagrO;Jb+>*Z
z2nxl89@T?)tjQ*Rdcl(IiTl-A?g{Tw<ZT)Tgx9720E($ea8G)y(i7gJB$|fKh|@@w
zr6l#J$tIGDlSGB0iYOTMsTYoFF-``VEZXq&K5nG0dLXYufZze`Tt9}CBAE|XHQ7Mm
ziq&jzS9fNdZN*Nesm9z@g>EWLiNU9XP=>635ntTeSf8`50}tLxPBxEfRvOjVlTq<K
zos9ngXHVYBI5})8)h5<%u2=7bL)kyZyxQ+ldx?n{13i11b+!G>2PrE6KZiUTsPdb-
zIvut3^j2{hC47_7bICQ%{{X^CI3-MK6raRZud>_gHtRCT!fasV<bG9=d8J)iADKfa
z{v|b1=IAPF8$HKdYEw9AB67RF_#Nvh<arM*oYVJ+^Pc^yQ$tHxZc0jkllKX%_h&|t
zTN(EHboV4}PnXo!L8th50y2f$*1Bs=J|F`y3ci@DvR_$PN5C1XQAp;UX-h(tr-$$X
zlK^^E_BK{2^E!e%S2d~lzznQyp4eLDu6296rav)J^{32`l_|*XFT7I(0IVtr^{!_3
z#1|K2{Nw{zU@<u)lkO`<+}TPtTxJ*S>&X17Z*yqUj6{eRZS2IF&|OyM*;PE|3)p6+
zj>66;!%eBhkM>t5@~S$dwzAt4wk+EY?aTlst6=z<c3%_Bu<b9Cj>53+wQHNRhmo=A
z=~Q<N@lDS)4o0e!R-(3Z-kVN5(rqN*4AhzlMO=eUo?b}UzO7eQ#@gI`=W~1Xr)!es
zV=g;+B|j>hdepL5ylK05C(^II;wZu|6;?}zeu9e&nX;0Bk(#|7%0!rsAP;hC0U2Y!
ztB_bcnE802CK8fMQoGG8$C6LdogJ)_9zm^`G_K@+m7^A&#sbxH_cC=>$i#zB=Ok72
z5nF%)<+}k>-AQX^q)Q+z{lx286Kayb%WR%fp6kmWsjAUzPrV||)bnj3Sp~X(bage9
z)5NFuNLc>>dCf^4pL1|`6(c>(SsHX!<1!qYompw6p`1k1o~IwBN{}LQ{{S(mrk*w7
zK)|XJPF=7mJqt~<=<kFUb{-q}Z-3(Jn3TxtG^NHj2x7?EJu=GQUOg*|wf&&{OZ~XB
z&u3)%adEoVILKg`?AgxjcRYJnZQ<BnKiQSzm=tEQx;*+cvJv@$E5MO$t;b?&Qn^>L
z^@oc!>mLaCV*A9_R(A4T-7H}nZr?qK!WJWv0Ll6a^M3^VW!A6!RcEH_YilL7?4lKD
zqu9|q94<NJWP#7;TOSr=W%xCvG6G3!Tmk<8T+Mi&gKVy6@t%hxor;=-4Te0NNVJl;
zH)FK;?V{W0o-Mb&wTWX*N+Tnxi~}m1F~_(nez~sO;0cku4XT*|8NO_1)5}VO<E6B7
zU1)CTtjd$%p4_Etd>2BV5Y)lP{C+ku{{URpoxR(OpWfv>lfhmdgIDn`pQMcKnor)h
z@f1*5zd&o)J|KAS{t#rd(R52_5^p3w%(+No$p8R5oF2cfYs>x<-94|wJu&V!ta5pg
zXWfy2{ct}T>3%Y3vyT=-s1#!b#k#7#I1HrZepo+^Rj%w~&uBR#lkqpi?-KZzLX$_F
z+axkNv&$4^U4oqL>x^dyr)up!0_hDaYFf4763GczZOI&_K`ef_+CMt;c=W>9`D@#L
z4ci-C6H!tzn}C1u+9Z-fr#@*TlhuAJc!uXxyN<)`@L2A6;$JT<w~!dNdiUbCeh_$8
z&KRyW$>Ck`Ka~dW;J^i&>&O}U*DY(IW>zJCh}W%nF5MHubJ-~X?_hu6Kyyk>C1fgX
z%6gfy_`_AXyk@kHD6NBhfs-u5)c*kWtD;dKi1btE#H%vof4cso+PK*rES;l}Y;-sv
z_BGacW?wHyp7w8&5=#Pj`BZX#oqsCI_bQy5c9EB(*+)L36mFoX%P{rDXzSi38ePxX
zq9_?u79?k{L0q?jwa@Jz78rrx!tIRvisZf~>rZRrYx{7-1QGZ3jZHNNu#~L}qt-MH
zb{`VkU0celzAOjZ+#KNjcs1kN?}(<fzqzz$`QVkJY<j7|{#C#5PW;|#ddOzZB8ZNC
z+PtgB7f%<B_2}CwMxj3hcJmmI(yc*XP?B?sY`1r>JcN?wv2Ha+Zg<u!mxP|RS?&q%
zT3s!IG)*~g$tUKjQeBdI)i#ix^upCHM(UD8?Kvl{cOMiRp9cQ`*so>(0JGNsO?Q73
zPyC6W_A6Nb0POV_G)UnKQJQ9H=^MX6Myz@v38VnA`9^BmS>R>c6!P%J!i<`Hy~*e7
zYIs+{*S;ygcw(O3*4_m3Zf<TQ3XrC8xaY6ZyFZDZAMoyl;r{>%e_@1@8KRuE;7mQq
z1wLjyPbA~e8uK>1m4Q?wDe3|1UWf4kS^ge;J<t64+-Ls!N<9N!ryru}_kJMOt#q9-
zE%z4>wS5$KW9R_n*P;AS&@>$%z}_7?B10+j<%Vn3Kpx?jh9$a@xExjg01J2@U($XZ
z9Y@3ZdAruNxb}JLDks@3k6>Ac%--EU3ZKQE2=NkpBk=v9(@&qJndZD-IzQbeNzQj*
z@#&gPx42mG5f`mEC=}L^Qw!7Bc4Yig7_-QzcM(>E>McM3ZtiFX+A9#i@+qdC8IOLn
zNf}HN-jPX>no2v-L1-#iUu$F5qNN81G!rdL5=Wj^quP2^n3xp-s$gPXa5GNESFutU
z?gNH|vXRh=D(Bk2x+tndy?P%+{?JnxJOyIIzNZ-f0LW6;%@2JecQy3a$J;i&@GXo=
za7L#af8;5D#=d@o!<p&{r4-uGij#z1rVpJX9;fi9CAGxe5TC7fHr^kN0Lp<{G3oY@
zjJ7zcP<>2Yb<pE2^edT2Bw!lZwD6{IWX*3i<*Wk>im5)h03mQH`BF1=Wg>fR4$|0V
zg5*`hHJ!5X7d6b!tUDjQS@P-*$L|_0N`q%xHoB@Xn5>(Pa!2QVbI*3f{pzmw2iB93
ztZ16k>TKV|RAszke)UjkkF7>zB-Ha8Mv_IRxhK6>X^AxvB+*fGRTPI8CYnj2ibVw!
zQ9#9_iYNf3%_S57;ZDyK(M@LNoy2uIOo1a%E2*@XAXfpWUYOhhc&^IAbdf<u{3~U#
z!&W+-1aDSR_^im^9qP(SQ)32Q-NkbrIJz-t!3X@bd>Y;|aacYkvTaJhqJ8u^A6hKR
zhs2LF=xR?h<;Qwit!IJCJZuQ4in5=XNcxJ;RC-rTy{GCAX*h7iDdB}*)%8Y^RyfWw
zGHVK)%v)|xK~I_5#5!x4F~6N!v7B4n$00Zha%!lhq^?_6(CTiyR^~mH@$Ccnny_v!
zZf@H$N=|!rrs?*E`t4v1w|9J3UuWU#8&wT45-{#h6@K)Nc{o$)smfbv_ZLJ6p=SIm
zdeg#_xD9b4#G|%3t*LcuOE~sIi=Rd5Sa;g=(r0v=7tm8tOL9G>No-w~&qvc!1R3P_
zJXbfW%M{XwiZzUM+O-V&gE=7w<C>^sEZHYDGHYaO2uVB0o++57(s&&yOOOc9TC5vu
zQnTi!=Des((VAykT1=uu!I49K-1A#0EuFId=>s2H!%>q~(MeHN5@d^#-^(Woc8_YT
zS(}ncsiL-dF@ai^x;x2&MOBR4qZ1-KcXPn43vD6fIVx+Xve5v+D_d}BsDtj)F?E^B
z+h{v+m92O*fTQl#y~LK*F_)E<K<F!%)O<@d!x(H3sQ&kJK^Jl~ZsxMnlQT#Q_EFZk
zyUk|i^}M@fD4u|FY4GV2TtAz4AtdvTwWg5U+DGyr818A<rDS43q01@XIV1Vjg4$YH
zuQ(>7y48|Agdm#2xzw6N!(`IY7P+ONt#zq|1SS+#Eyd%=c{!@A@<?h(?B$cOq}yhS
zDm#%DENkDa{w@4ChRO)!@SVd-k*c!|KHTJi$@}%<_WC=%GAmLY9uyxoKN?((gQ}6*
zd_nlad{Ln`gQ011+1SWbOC+QRWl{)GtHO+do=>HDm9~+0bilfmUwY|MJ6mzlawu!e
z{IJKLdbI?MrCGDm{88g=FIezBmW>2Aam{b#Zh28c9f`Eyh9~r|Jk#}iEjwM)?#yp0
z+uX-12(gkCfjG~8D!SO*U9dAq*#7To*0a$Oakf5vXwfSfx|er1ek6FV+s79gT$*e*
zwyA2e2?ffkmfg1)+Q<8*w>}*Bs>i~*4c&$1z2vgbIg~U?q+qI!a>LTGEp$R~c2>k1
zI;iDwP};SF+Re+D<!v;%B9$eKl#v)RvYZe{LMzua?-|<a8gklrgHIDM05b^H(f!Jv
zhw1uPFfE~obBc;vxFOF<mhKUoj>k`|Y91W8(WbDl(*#CL5a|lW0S7tblTr9rU9s@>
zobb+)v5~_MECbuzis9~cxYHmJSl2!w>xQPH*!`pCx!22o3~a;@21%n&@w;euo^(NE
zL&TAjfW!J9dh?5&ahpFiWlgFxe-%Dn<gRPo9{VT6-v(WQJ@u5Ha*mQ)tDnH<n&dod
z@oZ}L52k4L?`>w|Y?4WU?!VmtaHH|(+PsQe@=4~YOLk9se6dFNlhE`J19;lc!u}`z
z($rGoSUi`HYzn2aagL-8-nEb8?-g43o5lCKt%^+@wBj&}I044gRXG5W)E@Q5y}>=|
z7Lb}QuX9MlOC5iL{B?KWuMmw&2$td}Llp2cW6VN9;PyEK2EAHOjs5|?VLqebi@9!C
z4b0Y%OaB0mGlFa9a!mx(Jxvm^)_g+o4v*qr6dglCv3n~c3MZ2Aq-Su>P7sk?o@p~l
znneyKlQgRnzd=@Gv(GGXMVk|86#!$<X1x#MWxGlL00?Jncv{3C{C>F1!3g67*K6@U
z;g|jp;G?gGERX(&PS)I>X7)IRw~jto^F!Stj3SDyi6lA6sgl?ay-xjw>O|8?DWzB#
z@@mErDUT=}D7SH^*cK&TO?93q@lB4g;cpCSmeE`!`b-i<J4m1_7Ai*E5=h|n0=U+Y
znqef;DMY?Cd-%{t9qqy*j0IU(0s7ZbuK40TPvQQBp+hC|-q}2+=0_kTfr-EbHc#RO
zaP$*Nmtjey%^@_IplEh!3pObUq@WEQHrXy8bdAvTt9RZ^K&Tn4n`xRUIBvB2t^2as
zAk$Av81lC*$e4n1IHaV`Y2r2`IO3$)w1&}1j2s#%hUJ)#%TjJp)YUM=QMj?7o?S_#
zob*~LfNlEGOm?yLf5u5;hr$+(AjtcA5B!HEcto1KX~HNK?4Ps*o>zeETmGVPkNkx#
zeAw3~)~*i7;;T=ZS2{U$mOU8N8Ffc*;y;~Yna{08)BDrr5~7Vay=FYMS9_9s)e|wM
z7c`uWBS{w8<KCe&`_u%QGgEU#5<?*;tuT{GMJCI&g(j0UQAh<elv2<EMHEm0MHEm0
zOG!lo7K%z*1O(tzdFGXmYHcRKkywL~T9!JLkT4mnigK|XDx)H06w&B58p2EfbIoo=
zGO);M^6PuHMjY2cW34n`0@bbVan6;tJ2`G5f+F%r5l2!@bJ~Z9?UWG?U;V6bYYO{T
zd&{lTpWUhXM{0uPEzEnOBZ@8&rQC|=TAoKF00mK=@@tR;jtCt%r<+GVT8*uxU*O`i
zcRHe=kqMx5rx@IS38^EtX6h<zUC|Z^=}stmo+{^(kuFU%?FW1Q0;<TKYwS&>vszE~
zh8$x6RlBWPNpqPnJu4<#lHDr1F>a=gWV9#Q-QAYty>|P*omFQna!EAWDtWGGqhO+g
zNIK9lO(j2Wc&VedEl$mew2IWCwIb7tV+&T-MP?s%pD7NaGVS74#tm-RX@X)Zt7wv^
zDhM>_X1&wgWD>shX;{urn`U*EnnIu-Eo|HA>Z9(~E{)<Vd5Xn32<MJ#e(zJYv4A_s
zq>;b}tuvBpSF<dHiWJ<;03B-wRq;enW*b4~KTP7YZf`I3sR~3qs69<S8!KA{+}L?P
zyvB<ZqPmoR$$hFx=Uur~J&CKa!)s!nC|r)D)f??@IP$2#pFvntUtL}{7kAK6v7(D+
z?dG!-c?x$Lz`50BobXTKOBR(p#2F4NMhzw?`x1R=YRmT`VlBPJ!OjjnO<jXXV}jMR
zum#{R6#oD%$ly~^M7pe{7M&Dhk<D3A3}c|FMXZhMQl)`CMOCb2&3($>XeWePPv1&=
z)}&f#^sDyzUP$?9xN{>K-%e==ED5c<O(&t-TQ<5^PBB{0+d}~Pv6_b>8#8S*eB&$n
zR^7gz3?n28hD}Bo1_1*Vm3QI=UW_U=Va#-GJP@uptoxm6IQRrt9e3gaNyAnp&alpY
z^)(LTS7%>);tsfK=WjK~VsPKBbJOZ9#QfDpOQKI&t0ZX}cQxnL9lwk9suEtYJ!?8i
z{ptpv-j^}5re1rZPg<_mKJ`?{b4)FoO`518XPBP#8FFcvpqiVOqhU)@W|K7KjhmqS
zXuB&!CTIYjgEe6-d$mitC`TA3pD%JbyAUO-zg{Z9w~8T`BB6VyVT2ULj!6zqY3a~T
z{aIk$Mw~{us9JetJ;&0eOF%hlllO7bvnN8bTe}>b)ae2s`KcP@bQJ?kSka;_U6xFU
zohl}{C#671G?ZLw2zil-<kKjmCZwTFCTR(z%>x`wAvBay7*R%OGyob(D4;=F*7HEt
z+h<+XlS-~v=}kKmC34JyAlY7&@o<50Rf}h}GK+<l!`-(wMK?5*4zw0LE_&0r0-77O
zAv6G`sHSF$E(g<pv{}c)>ks=1$NvDLrLUOFn)+|{jsF0Wdtv_oVOakF^i;L;4G4k7
zsWU|s0A`9PpaPbYy%YenQAGe0QAGeRYAGpb0HTU00HTU00HTU00HB--DXl;ZG^3>y
zQUPe9iU3^H(acAFl?4=D!E2V*RCFrbA6i)Ccv~RmsgAWU=qaX8DldzT><@a;wlT=K
zHH13WotZft*0E+YjgfL&c!xNw`J`0N-T<rjMC|KWmlW9%S7c8+Gi0BqwM5L!a!m%1
z)-9b$SSX~TkwVaEC^QHu<AY4?Pfntm6WFy3d$C%U*4vLtsc+i0?7+z4v_=z?McX?;
z#}&74WT&-Mv>b}twe3vjy~Rx|I{nd1o5LwGoThVIw!N!OI#k>*)bmT<0!(uD#|P6j
z6_<vu;C$Z3WeN9Jb$Xv_sVEpc3U?PfXPV#YH&%nnTR$y&4l5y|)b$p^h5*;2UZR|W
zp#4QhX&NZu6nzCdl%0+$*TM3fG~}`L6{{DA)(`@w+U*fW-hz>odJ0z*q}j=h7~`c#
zG;@xX(||M3Qs8<DIhhAEG>>X}=~(_6=&&==nn0$c1}f>GcBz+71GQ;)r0+$<RZBHq
zTZ)^{x3^x$6%D~S>T4G5k35<LYtOGFV+ug5d#@3maMg!+$JEwL%zaH#MJT3hT<gxq
z?^ayeqq#pZtmz5$s_sv%4cOK+k#bwsZ{n)2a(!yMlTjLroe`#qnsR&8O)2%L%_U9C
zu;S#>W|E4QQWlCkQcy8z=>tEosUZU$D#MZ!gNmyY%*cdM$M=skhTt#VTCT*G<kOT2
z7>AdVQ_VRo-KxYuU~y70A!(#8ZiGt=aq`@n8sSuYqM>qg)}k~wVW`}Z=VstkWr^x(
zD5-Ac+QCIBq@*yQnr#Mv5Sl2WfrSQ&4ImPVD4+t0D4+t0D4+t0D4+>dlgq*DQRb40
ZcO?s&DJY;~=8V!BN(XUG6j4YI|JgKL%eepm

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/images/image-12-Business Meeting Discussion.jpg b/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/images/image-12-Business Meeting Discussion.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..ef2ef0ab2e091bf4f936296118c34a39d0354ebc
GIT binary patch
literal 84296
zcmbTec|4Tw`!{?I#xhxwQOKGwqsTJKnnA-D+bp&ug_0R9)<O#s)nqrM$uf-@`;wxl
zd@4m+gfUc7Nm3}XB?<RA`h35?`@Ub#AJ6mXHN(tx%{A9~9Pi_OtY<5)R|cWA1bat&
z2nK^782AURyoKx_aZyn*QMkC6n3#lwI6@LBCAnseq~ba`8KjDmnyQMDva<SSeI4~p
zTQ!xHQ9ICE4Gb|DjGB&_m8p@XzA?r~a1oe<goNZ8Nd+k>1tSe*4Ws|hKPwL)S#fy3
zu%9q&6C@-H6PAUoJciW3eZpa@KhVEFFd<<PxTu)81Y!+1p<yi~1QQk(5)p>OMMS{a
zr@?VZL>9hI!_Y=lj^r=4DGX_pka<m9)3)xRJh}VFX5)bHvl58)8x$0kw6t|lXkCoS
z_8q2X=61Vq_6~SQ0>$0K)609ePvC)rL5G5=w1~*4<0qnHViV6LC7-`=k)D;!$jQB&
zcZJC==5R|&%gQTm+^lc7b-S_YPRpamt!+=*pFZRD@O%4Sy?)dGap=?V=aDa8N5`h7
zXJ+Sq&i`8YEm#)}68^g^@cegS|JS-?!McP*M1)1e1nYtcod6GESrNE~q3Ajrl9+#(
z+$N(0aineLwYrBAn#SZG@&V!9i1nK>AGM|gOIuyp|GR~q{r|PH|1Ru**3}P53d4Z%
zgk>RXsFj^d|M}wFq;qUG@(B{A$Rc;+gAF^7BrF_BrbARVqZ=<$iXfbzLE+LgLaMF}
zHZLIFtQ2OCf*IPQ!*Gx`ny*@459M)@<P$90?lfu`PJLYpd5A8muE1>-%8g$~_d&r>
z$a?Zx5|+ynVdth0g-CQCxcXX2@=zj{CESdxCkheK!7L#<To2L$pF%=;EJ-rm2dj-5
zb)p+$rI9Av=@0>p6OCUNkH(>p@mQ3my!LxEhbSCetjznw1P8;wEupyV__YWrlmeIY
zAeakY$Tcf~XK+6WPFN`xrHm!g3a+of5elIDlE5VmodgTP>7!U8#mEy}@V?;I!PSCW
z1$R=c+$BVE!l^6aAi-zNIHdt}=qReyJfll+W;Y$OMWgvdu|q!|$F({|tU!K8R-kL#
z*yb3wN81(@^{vM{?$2UsJ!=RbWI4xo27@o>O!_tDAp+eQPtj7cB&QB!vO1SdhfpkX
zm#_<xgcn8*qU%3mWo$Z}NM$2jVW!Aq6>2bx2&1E^Se9r{9Zo17K}1{h)M3v7<=M$0
z1M=Y-EL)NjmL-C$Zv<;b2Bgi7K}UobU7}Qo<U|+9g(cY~L=>gsS!9@$Pyr6w(X6MZ
zAou``?n_)<3s%A*7MyIWgr)|!1uNvS$V2fcs1?}=grH%F(?den8aWsu5LbsnDOnbX
z9IlTNikBn_R1Rq&8`&8WbaWV&^MC+17l<&--t0f>b^<s-aa$pQo?Vdfs8)#FC8UH!
zzb-~X=g5?@R%i#3QfH5b21u^pt^U;m;F%?mHWz%*fR27lqKksFE^vSjk?gZ**qc+v
zD^O<Er{(62E07&wjy7GJ9Js9Ol>U46*pk$i-jJ-@kEtr@OmN-T?B)o=`lq@+X|9aq
z3&E@|w4?x$5L+M{RyP)IN}+z@LT2Xt-gWNm1OsF}0!W33KG}tWS@e`!^ppt@j1W-(
z631#G>jMA|jh*OFD}*F>V<oVP0AvV5dz7$XZTet&+GgNP$i@jLlp*@}9d#D38+#61
z#79(cfdp~XBmux(8`Ub%gHSFVu8#N@bu0wrOoUq?ft?7H+7=A(mO|73cL2jaLIwy7
zNC02FKn|A$(&7_^v0QK+&I2k7;Wt|^?)(?t&Oo1r*vCNH0I4Vp5e?-PBfpWbQpl3a
zNTLSNFaXe6UO)j5Lp>!`TVM)6&v~3p1>kd1tqP?90-&D-wkiGOW9gri6KZo`Km1nm
zs_@D^Wdeks_Fv(ff2y8hJ_;Ne0H$r|SC^4j_PHE~(-Pi=3Al_Tqkuti1eOGCr&9n}
z@a6$mTuH4Ep@8Od(VYL9Wh=0M8!T5S9;Hw)`kI}9J-bR90xme4o8W{8ya6x;*8|{R
zm6A|y3K=R!!stE%V+EfVr3MRQ;!yxGt%gYo0PnoD3>Y&C2{C|%#6_uLKuN3C59k2g
zB2XF^*|=%|OkeU^2Dr;rGXM&Q>j~(f72pGgYDIyQM7#bfgDwTW-EbAlt$N5j2_UO3
z341gUy|!?0sS*}oNg!Qd1ym^rNkmfx-@QsE0y{{X6-d9HD5T^}DZ|7AT!XbGXCuc@
zuts)1)ex(a{)n^!$*VkBirulCoHOR}`M%Ws;ef^!sMdZ3>f$vM8plrsU4OlBPjC~l
zZ2|7#v*k4O9U=xB%<9Io*a<cq7!EM5QZUzw3Wtz$qb`$fNZ2NKHrutqMC5ug5}?`u
z@H%QOqn@0A6&Fa72*Yv(R!9^@Q!RL~U?6%?fMdaZiuw4U){^LeZUx|nEV@^h4vtAP
zAOZUcWXJ+Ww7N8QZgw-Iz(Pa;Gy~EY`Kzr2Q2`|bfv=)lAcocVkq{9b#x%r=+Xo9V
z$UGot0qg*n1+D=QvxpWT2)M9dokD=TyRnaf<jDI0hk#oZC{!SO=&#ZM#?gP@quUW;
zf%pZ7&YoTMO{@NZP5_WQt|oQ<kGt2u_$_;N`P2@zDUxs8tKzt?RKH^1sAXgC!>0y=
zRnWn;?l0iDZ3KopISnnfmV`qhfji{Duz)8d-qWR!Pyj~-oyfI{C2IeR-(s#10uH{F
z1h^SS0Nh*#u>ha})8^7`5kPq0{&-5O9500ML9v7quv`wzAr{#GU-Ab+hl6vm$N=D{
z&at8dbb?|LA<^JXKwwzFssOvdT<MS@4vBzJ;9LmRibP-q^mC4d@B!K;3q&qhHMnE~
zUg)p+0NE!1ts#LH0hJR`5Szh6I133@aV}z2hA?ngp%|<X#%Tph0K&zK6gQ(eETIfu
zmkZ!^5>pgOvJVz;rSSD%VJncP)PE2v|9J(HwjTEXABfsEj{gxrw2dw$KX&DOY?@z=
zx`}c#T1vhHC=dk*5eXHHzAHyf0zDzgP`P^;$^AJmFYog>nI0hIW=C0Yjzx$V(W5Ue
zp<6aAkFs{z=5nU@b@48!@#350O(RPeWJX;VEejd&_OkLbojP1qyWhkO;4JPUrjRjt
z<LM}N?^+V&lA{%Bar2c?yw@(I`w-8KK%(k!VUb?!>NPuxzl9Sw;7CrMXWC{buQ##u
z=?ui}pJJtJ#OB#8BRF&2$)6_|yO#>z&w8I~=VB{AxzR#<ynlE5M`-S(cPj;+>|V+P
z$ILPdu+@g#B0JaR=R1>gl3t_~<7g|;!Jhj!n#-<7Xlm16DS0)hz1bgy1m|XBt0^Vv
z1iSrWw5>Z21d+V_I#uA<zHb&vLc<t$_WD^9-M5C{sPJd(-1>Fxg}tUdOP&e7?d<x(
zc3~cSahnzDx-SP!n|_l&Tb`6W!S~ibIM|)IXG=-`>HgGjc<bYr#0+!jq9HcbG9{?>
z_afO3!;|~0%3HQurP6GuxnFhv_(WS_S-ww91LG!`mbcYfLaLTKoDU(}>QcfIuo23)
z+LlMT(;pT~?pR;fk0y~zn4D?2`iNP&Hsz0Y!B1*jW5|tkXXn%1<WwtYk$ve}gtEgM
z?ziN8J?-U>HE+L3EOooCM=y0Rknczbo?qPjVF1H^7B`{veYvIR9r9z){ddT{V#cOn
z{$WdxZ0ZVPxhDcT;_m38w=&YsrV8hMOs#tKiz;=mpzqH74WhY+!_6-WrTa(B?rSZf
z|Dk;0M(*?Pr0x6m;3Ua^MtPF)hBN(^cSo$p_Gd*cP0o_!KhWNPlD=K8%VXqRWUKC;
zLk;Vt1K1Bbcm+Qls-utCo5`aRnOk)<k-N=GYYMi+_6^1dmEv1|vfB%T{PokfxL01o
zpL}JbM882tNe4w}KAMhYhW?l-8mcLGr#!~;2lQV$N5|Z6c3OeNr{+xhF5pbDR;b3k
z`6q)n+DEt_>anbvGkI^-XjO6Ur^dyhORT1c_gpzCN{4b+pm!#3w&$K(>bK$Q%m-gz
zcxmxGd$Hv5vuw4<R|l7}fN-8-9t%&<k4s17B)@q*OusD^fBa#!SA%RC<8{2}P(dPd
z$gX&o*Jh8T?juXO!#bbKXRw#vuk9IX=;daLX$x6TeXij(9g|Y~mG^W7@^zb$=f8r-
zrHpca6j|1r$_xM4;u+b(e3qx0Gp?wOyTkn6s*aRxbvzIWLau(%9T;*Z{fNdjoM<+t
z30QqsFb75{eOHEaZbn~Znx7K#8r|a*U^pML!@>GqO@Y{R=eA=M1MjrwPCsQweHh7S
zj~+UGE|&Cj8;yq~ZZJOc=)2o`O%>f`9HBB3?`6ER1sJ0EY_(DS5te??C5=(H^?|(F
zPfQ}J(f8U<!%@QFC)|ClnCcB{u8h1m#6{gy%{g(zR1X$@`Sla7THrpy{aYE}AR~$W
zoAOV4!!aa_xB<PCa~j?9=Cp2Kzaidh%hDA$+RkVH<b)st;+uSZYPqI+wsF0ME+c&r
zE6|~Rgq<&o8@z!huMttT{Y}2GfmbTT(Ayw%KjR+;8$Mh9v*%WK=oSSBE~dpw_x%eV
z5`4}cHtHNKYVMg}<9tAY{V@VPsG1{jOET88@(DBeY@YA)MYRSOmC^?4R@GkA1%%fc
zM%HU-cK+9Ew4SxPjA>OIM86Se=`MM$5blle?#-)iGsaGk(l$)!{xSGcR=Gu7m`kWj
z=udutOR}BTt@_$%=`mvJM@y+5CC3+UifXm_ypHxOrK!B{bs*h8d`)!N*$`Vx80p+w
zr+nfjhcJ2-@4z6XXr$zcv`@Tpd}fDh0d<!S@^ea}V@iV>A#a<!<bM7qE>`LRXH$`l
zGSSFVdUm!AeJ;X{gtz;Fu3;DT=bh|=pCHoIP=~nQI@R{?#`;<`U;o3nyFmqQ>`X<$
zvf;B;Z!!){c?};mtB^Cmbjd4ju+sJJIxerMW3nkr%*0L`IYkmHjmbm8tO=q19+uyx
z-0U&u_Swt(yU7!bXf3yq7&zCooL8Y4;h8Z-d{96m>dKp_n+S`_`?xmvcerQFxCkpI
zFhh|K_#fTz-w?H?gT2gJYdc$E?cv_d)>eD(RG{a_+EVc{&vehs`3X<c^LT;V|6t;V
z4(cq0S-<e|@GVW2`Qyx4fogOX=wsuFvQq`_|H!p`5f;7iMY%73?us?VuP%k~t5_(Z
zkB&=yP}1N?YS74R*q+bt$EmY`TNmOf`Pg6)&9ul-BE7(zA{s)~kwc7T{AqYjjT=vj
zyzl{4644ocs=E+<wd|dZ=1qHQ6GuB<<u3DjDZP?;#Z4%~>f%kDF(xQMrW4atHq(K^
zK)=yV?0Dcf325j$KdBsTjFs*%FGdaqul?3tNab{6Wjau1CEZLY+LSArC#6q?zI8LP
z5%$5b1+HjuhXqFRIQ315FhL5kR5Et%P~-@YHg<p<PV`$TT&Mu=0x6S;F51CDI*JvY
z>)i;AueI~Mv<n`4c-Qq;ZOV7Qq=H|I*r?D;A&0_I>h5I6QM|r`F(gGgG%%o)8x%m(
z^4agAVCez4fwWJ4+ZDnC=f_GoB2CN8<fzF|vWWIpe%&sc5w0mmeuv_w8fvR3b$tOd
z1Br-6p5+K{%6KePaC;L&&l)Ly{t)IfAv<`I5JtyhQV<FK+@o`Q86(WKk2(x5YjgX9
zHRZ9M2g{U)svA4pb7FgJbqOOC`E}*Pe)W8xYnd_8+*TiS>n?I$yJ3e(5%R_@-MTZu
zLM;cF4GI;RQ=Wk%3AsI7ycD)Nfh>&AdZu)vq`WPZ_RPdds9z~VDZx!%ot8i!DQ|c2
z3G_HH?jo$9iz{oz*T2zR^oaRqv{I$w-U<}i760^3h4`7+yHUHxULWpdq<Zf`=-TJr
z<b9$`a?2F?zg%5@R~1`NKUjgjI_*sjQ<ducSyj56r?w;!a=S*-p)Hd4%MDS)4RV=J
zrFQae>MZt-8!Kdxm3(y9tjpt1%=X|9*k5%!TK^0I;v1b<$OmPG63Rg60!X=!^5TQi
zt}Zuv?MiKpV8;FK-t+Z?p0Pys(c-9GE~pYmed+^#Kp{}Hdqs5Fi2#o0P{KL{ng!sX
z*ovY#2Qi2m5w0BoUh!&700jZK?CgU(AQTt*fXauIjPb!Nu|yj)3?nE*8aWu|ELy-6
z(GTvxFpUAcFcb#@2`j@DLk@r|T3}c`#vtOxQX`y2FCRxKYEu<@oG1!iLfQ6I*bqZC
zcx__`zLNBXY5C#=N92hxcNZ_9n0k6ljKMsvXzVoU@}Y3fz3!TK&-IIiSNk)Hd_qiH
zA^jibr28g&hlQJW9fIaq$1$HyA+7`o-GH~^^-aggUEe|^ZoV(sExJY0cczcC=iUkK
z{_T&8`xw?HSLI)x>^;X&on;E!8@Ia3$UAOU7<Zd_P<DL-4B1ri++Y(|T1tI$hhoXm
z;uA=ygo$O{($%Kz-y%z=Gj7W(hPjB_n}{TuXqaq_a6d=MaWRC+A8e!M5p|OdzBJou
zhEYsB89hSz-#f5IF5ZWgym<)&nqu_Ed_(}G>nw~-dRM4>&{Q6jl$;PyzKLsAz|B7c
z<f=csU@4E>s?AMRjl-2|4CczNPwb`YR;71nFl0SA*-WZL_OWu|UK!J%LT%Ohe%ZJ<
zdA~!0JtCh}XcDCgmOMP-vIG4^#N}4s#>@0l#pfes9G_&(TU^-)Cq+2Tj+bzCS>}@`
zBd$jn)Qa?uH$47j8Ta`8zTbm!vsyL%jfQH9Jx(7j^~0w74m@J^=7)yppJ@Pq%PHe>
zOyH>{4W<;Ae<=(h9n7X<(W6*)LLb1}0YG6_WRU6y7ljue?zzOf{>^O?epKgOrD3L)
z6*aymNhFJuPuW3<V2V6l<6g%Xs?r#W54_t`eublly=ZJtO(?e`3a|h`0vpP`!W8DM
z{nO=hg^7Z_DHU$DbCtrb8%ddQeg`n*-0j?<A1teG%I&~0Lov`$a7i{nDPGNqnI5Ic
zk}xJn;qD^EIv^(|k*3H0V3ZSoT}s2m_c=Yal>K10KKh?ymL6_~%)*j__*)w>e|l}S
z(Yp#py(M1r*E!aA1r1dY7PJeJt!l#FXC8PT;i1OexygY5H7D4I>KgFV9(V8GxcTkL
z-s5+^R2v1vjFejtje6YfTp95owsDo|Pz;0ak@rda+ELx@foW3f6)gq^KQ-&Vcv4;g
zZys$SqrHRQ&<AzrDoO88zS^lxi@u}Tyan-uu#It|RPX(#zNVzcfOoV3FN-kTxhR9q
z4718j$6~*z-y5poeo<z+ZrZ-<{p^%J?tot3r-zk}Iw~|@+t0VMt{EMetC-xbD`(xT
zd@X!5E;gmvYbHS@SZdO>rODKcTb5H6G*l3OxC-t`b*MIq2`dcQ=@f6#gI`l?sxo%h
zsd28t{_uQxv8D>G$|5_k*;JW~My`jV*ey+)8cgxJ#b$FQ7Y*NEf_K2QF#pif`^B7l
z{^>I8y99swX3F*%oR~FuV35Bvu6c{}$b&oIq@1(myf2w{`gGmOTWiK{31a4Injl};
z2QS*f`pWjc*U`jyV~-j<4oa^t@_Bl);bnx&j!Un*{jXj!vl`u;@!hiTfEPBcVT-Hy
zI4&ua={#Rn9LHqmMv2T2w~p<pUXM0DijI~Kj8m+-dqUwQZDcB~zRIG&I`M#1mGk}C
z2?3ag8n=nSmTnuaK&8h)1ta%v|ICz{VlP1V&NIn34vqV~Qjt0^5LN5mq7{ML7Hj9o
zl$s>n_Q`HGESHisQNLE+)Vk?>P|A!;2gHN%Sv?ZP80ZhbBD!LsJYx!brFef_?3Ngr
zXIl#Ej=iV9v&)gUrwrsP`SSPoB(Uu6bUPBHgj6Uxgj(RHpJVf;!(86EXlF1*EKXqN
z$`VF6Qdk+zJ38IrK}E^n@RZB0%hw{CH?|(S@_H5-Gx?R)gnN;y{$QSUyP3E<e+7~#
zjY)swqI~UzpCoEPHzCVyf=Qe%qz4agFgzK`+Nqm68h0m7m&gMiXW2bm%rMflV_TkX
zhEdVrv1jQY;==Chn%U*uQ&tKM8+RA#ENY}-Z>~V0%kJQ7e7B;75tX+-Ehc9_Z|oev
zgr7GIHDxtcus5bpDDAsB5Et70O!@I*tLlE0F`1jbMT3}bYGhoz;LYy_02E@?4nH^6
zPAKhs7#XX#(_Q&dAvRX&l6qnN3iR#m{Ry6w{^Vl)ZZU(32PaAw68jRk?|zd(qPq7t
z`G&NA2@#!4%Ltx7v;y@KBKO>|{>|SlW~|%rKxORSWzD{t?Fq-@mfRB`op7j~E}b}U
zZ2V7mHih$Rs76L=uk;GU-S$V*%kMr{bux71V3>8YNev^)<WzL{7lna1-PC*A!s9M1
zyEni8_~J$7rN?vfxXBHDw>SStdX#p+I>!zqQ@DpKP;Tl1X<}Z@@Y2tQPM?CKjn%jx
zm^Ynyy+*%u_nRFrem9}~?NJD~)2CW*P-VPy1v;nE=|u~Smb~v3YxQ!lWKsF@+qT%A
zq~E_^k$0-1&9=@?{g}3%wEp7IG;nIN?)jPq&1zF$v{gvezVlPHC;p7t44OV%-uCj+
zqsEAxPjr4h_JgtZm6^Os7qUGaXCD1S<$h?Kxi5b)>GSK)pZM;QBLz#G7qNq0-v5Z*
zQc3?pmVx)Df8=($H8xK?v7(;NKh;}vIYuRfuuWo5DX#L;$FGdQBTo4iX*{zxH9yRI
z#r{#Bt9f|OVoel@q_*a5_B>pRTog)k&|G4}+Gx>Hl7$UDMQiq`4XWjsSsEWMdSI=4
zhF26G6BMBJ+P|-u`2%jk*H1*G99GNO5^S&o)TTn5&4OY+k8o4^oSE6#Z6W-tkG7}8
zq^PxIFUy{^UKqZgL#}q#Gk#utFQYKI#v%GsU9E$vQoY*r(>UGeAK%M>#6uP+KW881
z9-g@tqp>WEKRUcTe#T=|6WgFR-4UmI;-^&YpP7BnvTL2qv||$Ab)+|b$gw?IBZD7U
zmLL0M+pq!^hAaRK`S-6tohE<EPsRogXAX~>fc!JpZGm#}&as69pgvsdt)zEfaG^rX
z$*@0boW?Pa-n37P(SOWdT!D1cpEZN)7@hI>cK^-VxKPqkrr4huwVZ8LJu-)kpM1R4
zyj9|?+q3$Bv?+Vb%YQ2Q_BqfpY=M$|Rc2o7v(vc2H|s;1&kyYR7A9QOa--&2uY|>s
z;o9Kkj`NFWGe$Gw!s2vy-jsg$Z8+L)_qgPTsZpKJZZ6wA16Lr`Nxv^kSH$KwOtYw6
zaiM42PY0+ZW;vwUl+aEEiOGk}zH<l?(PPdPUEgJ{{-^xRqYd*owcY3aPnzv4O?k?p
zrMRloG`i+&9~or&Jv$t*{Pj;cE@k&(@pSRH;Wu)r{+BELU+2g2g4-(-9h;Xw$LhS%
z1o?evLwc9HCE=TO&|?0V#KTARqGJ3Gw&aQbIiYt#p72sWjqEP@y>)Mm`OKGsmlcHW
zx{vd#^jIBIn0%vTv8_2!A!o7MhMkR32uq`FH_;d+)eU8=tt-0(#q!ezJS0?ZM{$ha
zPmSA8xm&i)6~8#<gTO5fr5gylpK5#JBYe9W@-sqYDhJ#=al4w37S_iUJ@WegB>Y(0
z3Z!1+<)+i2{K`(z!o2r&%i&wfK^$q_G`DI(J#*9N>u*XC7gQO8G=kj>1-(FnXda98
z!pbfNOy3^I5{(BvH%Y<-H>CLC&S~aZ@fSC~i$u6)OyM$H+bh#9Ts#`t=d%fe*dx+=
z?HaBSTX{=wIi(@EFofx`xiImweQ?)Dl_bmH>%S4aPUPT#=b66KPoAZ8vmb$al9HwH
zFWf#c=J5&YNym9LU6hLUfMgD`n2@Lz=~3?JpWu2)_ugD_;og?^@}(THd7LRVL*}FW
zu@jh}%a(V~>*}sRK`qwj$f@RP6Z9J((TaH97|y=^T4VVu%Nu-wC&;<JTn@dVzKGQP
zg|qmU0m$2(#T&VdxtrF0&Ih;DP0$1CEeEHKfYUVB*U5ZD-am9{k<AfJ;oV)MQFJJM
zk)3|?$x^plha&qMMoAsKX4t9C<4~9;?r{qZO9pTzj-yUYW87<r&!w#5=Qgj&BPrcw
z5_J}c?c2B_-AohM@oikV7cUzlhZXIeEvEe@3p?FO#qO;vWGvB7BGN-yPo0QO+O4z5
zBl`&HFN$BVU+6nFoJK*h?mMGYqbv;W=scJ$7Ur>L%4U-EJvZzcL=fSgGv}*Sqvwh<
z&l~B5Imml`7w${1m+>)ESjY?xxJ)n85o_L7C>Cp`5V5JdRY%_ar4?23Q(v0B{((JZ
z1=ne^p(tZL#8xkD=`a_4nzh+UVvxM=wXnAxunyywNX4X`B;S)}CFg0>JaSA+8nH?J
zc<K7X?mI)datJeT-)ud4_{{*eF<G(fb70fKJ<N<9CJvn}H}c?<7yAZK?{zO0A&Y{G
z-(3H)?K1Le5^)ET{fTLHRXSjKYz>|JrN<{+O10y>;mK&=1l58uA1s+?z{_j*h`t{3
z8O$>?bl-#*KKf{3dYNyJQ>NP+aBM`z$MWIsAv-roYPd`uzaf;Dx!kd*>YZt}Mcmyb
z9M#JTM^!<-8;VZqB(xVzD!pnN-7U8?_R}>wgDhvm&J0xG>(e~T_HosBNynHF_BDGJ
zHGAZqZT||Ivpz5mi>$Ps>zX6eOejFJf^rL%>%DdrMS7W)tU%TBJdFi-aEeZ2<HJ(X
zC-NIjHsv=+o*fHE^V^rdmi8UypvEcX0;@R)tVY<SloGtznJ0&L(Waei|7=M)vT=jZ
zMK{sn`ppAnm3!8`oOpI>Pqm-JyN*NNwk|jN7@=#oFpoEG$r5Ef6GKjJoh{jTnEB-0
z7SgFMlpF$HR(hI2icaPPg}KT}QvP{{{%{cKrx65{B#}%VdX3n36XA8?Tl>9_%o7D}
ziw3i$r}JXTBNujO#_-v`{Idhnd^T*<0b~2(+;f6f`8nt~cUp|AADnc>_qjtpElxd_
za&FD)@!An3%V+f(s*D)HYlmmg{-G9km{t1O{zS%T@-BlbB)(9m?0Vc=t97zV!^gMX
zZ1<j%<nzbuJWsLEr>;4et8LL;Z#HWGvy*W9GeX2REmFCv!YP*Gc#LrOGu^Vz!Cac0
zyN8!@o4Z$*zHck(Wg??E_Zw<qNq0UM^%}0)WkxWKJ*vj5-;UTWL$G2s5%5*!J?$nT
z`-}H;U+yF)YOd!@_Y009Xsjm56-e(c#RqNZvj@HrZcS58_R7)HIBVzg7QRu8D|k(Q
z`}BRm&lA-KiM-3fv)u1_;fisGveIu_SJRFl;mDJo%E^b`6!qon`S#^@+e6&%-V3t%
zdU@ofE0uOaDG0yr^P7xYZxW9<R!gHyi~9|R?V}rLBwC2zpjEN-u0vOCgBLZbC5e#W
zAWoJ_IC5S0r=iEhMREMN?bV|XhB6Uvlevp}dRGmdZ~N4ZM9`Hvd7H27`Nmjd<K<AT
z=T;y187CKvT2zofiKP6@l6EI8s?V0LA&q+8mh4GJeaToLQNFcge`~4fp+;Q)jB~qD
z%N6QAt@{ocQ5Vj>@ixJA8t!JpeevXg=k`I~>3olD+|Ho&xVW42ed_MB2;Uc5&+l$q
zM~-__+2HeG$^W+p^V!jF?+c$?@J(yTHW=>fXs^2XM7z1TP|KIB%J_tLK&Fact;Wvz
zpO+V&Wg%+cS3Ku?l#Y8G9LFDsM7Yk5*{$t%a>T+3IcvwsT#RH_Px@q1By}DxD17vP
zEnZ~T+Z%5{R+w?Qln%+W{L^qtW<XJH?#+W55+kK<cRdz+&n?zVq?PoPmn2AO=fzU;
z_(5gPbU()PO*q~Xl~;()J+!2ErXlS0Mb*R-<+of~+SwcRoxkP@y(;j~-hsySQbcem
zqBU1f2(*la7?M0PT@-~R;nYEYOVCndXMnaEm~BCExJXG9n?VMhG0+`jCkR?(ICTUZ
zG}nAk?1ZG%R#|Q$Rvf2|4#tRwD5Fi3{&BHd9xY>!(Q;dkk^Kqi^#x>N03D8IiC`G@
zL=89^Fa_vP3oZ=0b8NZ@2+f6O5GSL`IzPzco%6{&giqF4I%xkDGY--S2kwU_H5%5T
zz92uUbujTK`Sox4cxciIkEYoRZbl=n+0BpNw#c9Aug<!NF3F{5C3l1N8G_<yQvy*1
z?Ll-fJ6`Md3gmqzC#Z7I3RGoHxVigzMDXG0hW2sqdEx9mJ9h2wv;1Q6UAeuIZeRKd
z*@9M*mGu~w52n|u4|a){%z66t9wk(6BV@Igfu1kS1vzFTP@p`%86};ZbpChuUgfw@
zFXIDYsF6E(w~5x^lps76X2$BaftPj4>(G+7-6gv>KeIhiX}Hv1728|3{FNi=6QUGW
zq9mb7+dob=u?H;2{YtZN`?a{QdM9O?zrASc=Y1cZ#oA809_vr<w(N~Xw1cb({N*2u
z_*mUUdL1oLqo*j46_O0Yp*YC;WF(1z`meIo5up4fDVR{g3JK)NAc7}48Vnx&r|Y?v
z+=UKSV33E-8VVYXM3@ab5i1#Yhi1CS&pQ2x^u+U)#)NYLn$I6~E!&C$2Vor0goRc|
zaWpZYi%b_ZbU}^J5G!d#lbdgKe#A^Y-{F2S(}2rS5#!}@f`N)fkx$Qj-g#x)z_p{2
zhgHUC$*ObOADM^oQDBf~Kl&t@gcsj9$xm!B{AZyQQ9{_vrt1=f9SKwv1O!+j1a6xs
z)NR9INmQ>ueQMm@6@4qvxD2nVFMObXqw1Qln7gJX_*)Y+neEvxY6C`mId3>78?Lxe
zPk(LPowZ%Jo-vZkI`lGz{Ry9J)8Ua-Ww=lw5lcqVK@*1+Y@M8Sxj_q(H*z=8?UKA5
z0*a70i3NDXtw1CCsK&kwkLr{lYfStfK8F&k6m+ocxBDZm*M%ucB6%K-puLC-^|0%!
zc9_Sh2c{a9x8?EI888DWsRq3oMiQ~^o^b*tX8GmF7yUV1+gE>4a(3^wWh>sT4Xmou
z|Nc><^fm`Jl#i|-d(bVgJ3Ji8&SH=i*mMF47QAYQ;7u?9K*Fvepn*{uaFGlk5bS@<
z6j*Hw&@Uvg9DzlF{y6Ak18Y;-@1XOp#9`iL=f1nnAV=ob$%OA3bw%<=-8j!}a7ZQ4
z7zY={X$i%z7hHfxW)ehzQ3<b|D=V6GPwgwtu6B3KG+OF*a@ltW7+exND*@YDHnNzb
z<*;p_<hGn<qAB;07+ZC2yBXV!q{WhE2z0leZsUYq8>iy<zIfR@yP2XTBX}1fg;atF
z;Ay`)mxBa611JNgb^rIH*-DdtiS^~4t9F4SOw^>kS*^RRYJCr{fKFAW2yGuHDKYp*
zu(C>^Q?60QEfE0?e-um#S>KIa)6enCQ2~Z1>Q|?j=j9>}bhmyV=t<PwZr_5dJNG2h
zS(AANx9fX{k;ErU_XkrR0kj+E)!nV0*;PC{-R)7=;gfQzKH-wH6?)j+sJ+5$+}T#i
zAJe%bYGY%`x%MDSCHf1Hzt{G0E_3Zb_OEtnu6k2YC!QDg>CKklNcl^kukz%EXV=#)
z$+tdZqs*_mR!OY|oQWXeff@vsi9~>b0y+r~k?_GRI6JEV7!Z=d&S(L)2m#CF0HXwd
zt#T|7J`8Z1V2%I`$B_S3s1a$phj=PEci&xnQF!%XyMfrqQVNA@&Z$SrGU0ma8|mn_
ztUNHN@|V3~956oz#uv~IJ|c#9dbGZicle|cIOxOpqDXR2;9~s@+2lGyFnWQ`T6&fR
z3=`8g*k<#-WRhsd?@gPvYOxRp188IghLVpRFJrCD{a^gjYWtnP%B|@&yRNn5(sdC)
zn_%>d>Y`<^7EH<@p?W1LE%pDKWl4G+*Xm}dKHGcBYP~a)s5ST83r4F<Iq;w|W|hGR
z+uu1jp#m)?Z-JoOJS>5qA_<1&<P-#hIVdGb_lvyZ^0i%(4Tl%C<hyNj^B#6YAkKt_
zc%m<)c(mqqC>_yqxXY}%DMu-hkl&T--?1lUKjN%X{#r5ZYZFF(#-8#yl+9DSjr}->
zgtM_tRQCfsv30}q@uB&>8#43r3sIN>xh^84OpnETe?ku5(t93?%EEtCaCNID%c-a@
z#F$9stw7HEs?EF`pJHx3SX2MIFVisd>m9d0C-n~35}xqfejD|*%+@G<kR_?2Tk_B?
z*Mkz101*Sr1T@P96F~y<6Zp=5{ipi+RbT+Oh!P-y@n3X+DINinl5EU4EZb}*0Z0_g
z{@{cWD2@&tN()TDpP!G+Vus7S>$SQ#W+siZq^v6<KeO$|gZU{id;=*FC?KXlD%m*0
zS>3DCEp!o+J3R-!qJ6IDY;lqJ_T<Stb%cFsg3mB~vY!P!=lbHy6Ylj-?a9mmMM+W4
z%+A9Ue_?IT^h2|2{X=_X#=&?inMhVm&dr#`z}B4}%jnTuoSo?_r&~xPOXyPg$AFx{
zs1l%>e;-17;^xkedeR#H+Vna=&T2b?QhI`Gy>rczN3qCM!1LAi{Ga2b>{dgzG0Bm~
z)nTT&-F3#r!jUIfqJ{POWF{6Z1;^*8O5x+X&OJ#?uB7V7yA``%`&DTh+?D#<qwGUw
z_HIXQ(Fi*~`N5#8nab4#;!XIT+zQ?Y<6-HXY~@;w;gM>spf_Pj=d-+Lyfoq%h%#1o
z>)zX`M4>N27tURhkaO&>f+^dTxL}VuymMu|TNw8|uygmNutMF+CF+43N;5gjGvgEM
znn7KZHi9E5=W;85Bme0a6a4+$^UUNH-!XJ&Y@c?xL+#fm+bj2kba}47)WP<go|S*H
zZwTo?kJ?_~`=W~kthje8L>7=ZRSM7@-~l2SO9Cnva5^CRRkw@=_71?n5l%va0lp+;
zG998gg88U_2c<+4;G$U|Oaf!CB68t0tf4~L=fz%~ABfVrEn(yWXV=*o@^dV(`wX~f
zqCo$GiDVKmeb50TE1_6+8>=;!o<&4)j?G0rete$mM6~NG!5E~q2oOeBalSl3DbHH!
zaXG5(AVcxA=#4gK*1f-YRQ5FhZe~0u?yi$__Bp`wii!*6OQUsBn9@ng$#cgycYwPE
z{DtDcY*;*^fZ{-_jnyRr#yA9yxi{o5611A?x9<!Aqq>N0zv~xm6ggq7CgweFC%UxV
zk2c65t~@c>NLEtUWTrk58>PsSOiM(-jMZSNWg7MEMqb_(VWQ!vYoytz<7cKF(m<tr
z>;eDG?(+59St1b~7(?XD#zS08TLkX$gQiVa-KP7~(KiX7aF+r*{0Lm3wK0_!@oQi$
z;i#DtC(2THY)0sBS>HYNlG<VRMBc@ZIW5O4GH7zRS8Q2G)6RqS6$cWVhSL0}uLTu_
zXXxsgN4nS>xVpxA#B@H3spvmNH$hE3?Ff;e9W;HTI>~DH>5z&<Mc3?mbbdQ3Vz2q>
zZf`HYsdJ7trHB;DcmXpV^cVMI8X$891&1;fXg7X@E~@v}6QF^?fPSNZBG?&ga6%yX
z2BEdO3O*P_V1g(N3s^%BNH|{DadnoEi#Zz)yh1PwF&#eWKI|VxjC<~L{mgf>b+?rm
z%d;1G1$aT2Ww&}d7@Gxd7PaaL1hIUc<k5PyM(UpGZ9jVCG%hV2bo1ysGhId66aYxc
z(Vz5uUYC%zZ!U;A;G8Br<G$Eb(Kk5U^K<*ytp@qotq8Oj!RH05#Hpoc41JPfn}OpM
z{Bg(4qpYac?Y@HV6l4o95PJT-b3y#L?%xpG<KJklEO(^q^}-|My9P4?)fX{$QBznn
z`6w#D!u=2vYfnuj%Q|nd!C#>JkMl}&sVNMYssq<TlgDtdZ$W8g8h+s#pJ;Fnz<faQ
zn(!$*8qD@ELof8?>IcJ;(z(WAorLQFB@6E2DRN|VsW{C>WlIXuy%N6xIX8|)@E^Hh
z`mq?Ei5OSQP__X(XW=e`MIPNbTHzDcR;sqx8~$m6S?s?8X_&4+@2fSM<X+DgNyR-m
z>*d-E4_{VXfzm~4uEio!93F>1U{K20z_RP8d<L7t0V)G?3kZ@UcqZXM@B~O$5)G7z
z6(|#gVL+pTqbLP%Af99cY#z*k{#PqNpN?2o08f=s|LSA#m<YjG&ox%*tiE4~m6VyB
zN&*PEOUVb-*<ff>!0v(v5qS62F-6fVFxMDJIZp_QD&0m1P`7lXq~(YdOEIrVyHidg
zEYiTIkn+m+k8?^K=Uv2|=`zipaIf=|9tj?LEf#<u$Oe<d=kpb`goW7PTtcD*KDH<R
zfe`b|+@|y0f4>Yku0+5js}KZn`2Q2Ln`0VHHX8c7JjDEnm(2F7+w8yQc<FZ!)sn&(
zg|E8X4=N*^4;<;(p-d^`7~Z8KWC*7fSmMtT`x&TGB}2SujzY<Id2LfpD`Xs8s!R6?
zMMAv#t28?omS}>LU~C&Ar`0pSd`OR!C7sF=W%`f0mG#Ffv{l|GTnA<;Wq|fwdbIne
z+B7nKX{@VpvE=4A>tQs|Y2^H-lg94_Q}3!0vo&0EFTIaNzkaxJqnze(u9^{9nxp*w
zs0d>lKJdTpssB1^3tkr>GeC+&1A)xhbU0G*gyH~AGQc!2@RzIFgxDD%<OIGQWKt-M
zq%nw{6V~A5iz>%5s7j}9-*&lyYI6%e!{FT&T2PM~-TgbQ_E11$;X!h&<cyzA%^zZK
zgJPkD&idR13xZr@dW7%QvCDFI6@y~dC}(}o3SnbBmOf73It>>~tykOeZ1I%;%`{iT
zJz-<H5rYn48|8Y$s!u&u^o@M@n}6%oWlv)X^@7av*D51f?-Sa2JK474pVSgc>C?yH
z(G%2(;v0Nzv!n9)Q-0ORv-n5C`HQct2uEd3(tmbkfe3x~e==~e#MMlE^>;`VSM50S
z9TiNQUihp`Zk?wdQ1nUDoCzqhIsEi12ic$n-|p5(<v(>@+hcoxxHOjU5psNlvn{z)
zt4!yb2{L||%uli7T~jmW*M!!$ztS<mUoO`(SQ<MG9$DwRv0Mzq5JW>tz(t+S1<nol
zJ0wi+|HuO_9z7zJUVwjM(}Bq$W%m_nEYRdSX>%8B*Xy}FoGo8(6gxFZ*&6Lvl)6Rw
zGr1AjpKH_Ula`GJ5ioaCh7{PIgB7Pjr4*dHB)QfH#MbDNp+c%)z8DNA<3t%zEU1Ut
zb`>jCqIBAzOXP^hz!ww$J03CSMEI8UJ0a$eSD?o{>-kFCPZNDdF8?|AX$6X{DI9hS
zI{6{l`qRUmIlVfB&!<4c79dQ%xAYydZexC?Dth*ztNe=&IPxPXPKYLfC=l!o0>jRK
zDFK9XARrWY=zo1bgAB?ptHAmXS+CYrq(rlT_XiGDD*90CzV%iUC6OUi>#(D7(Kc-(
zwKRTE$myLil*y{Y4zJ{=Q-^EA$~rA;FULseOx4h3|0(uKL2OV|=08<+{n%<C`%uip
zUok9ysNtZxBB`+cqc#q=IVnbdL!pcCL4M=(fYB{+tB}__H%34D{(R|jjD|6cv6Fqz
zt>eKc^VN^{<@#4^d<I(1>>mt#%?r5_ezCHMm{>@qZFH2(t!q-yvMH}j{rc2KFroZ!
z2>74hu++Z%X7t8t)TlF*LXZEG?x~CRvg}@uUUx_ngGkeEf5OG1_9vA%%}edPsxyF5
zKd=_sC{&7mNmDp8=UtKeQ6*6U6bD@44y4Ry5v@B7lgi@tdrcLPZ@Zj4(PfK##-sT%
zJ7sfnHx3UMrK95+Aa#YLv;+g$z%C!;{w>s1A6ve@q}y?5H4S;x_JW0QzaTx(o0_P=
zX}9rfPC0542u%lv8@A#$FC}4l*^YH(7j=B-jC>{`8!U_QjjYgvLxUU+4Yz0zieJZw
zV*dv_j`4t#AJ`GhyXm-byqJ=IDbpY9I|4LkSSF-hwt3Xk+vCur3(OvPn2wv)Q<zIj
zV>|&%ZC!y@X^OMMxcsKoWXlRPHCRL#>zSZ`w%qn#M9G_`zVu#4N!nhx<q8vlrov6#
zr9h%?o*|GhC=CF50$zs$p>bM&D?9%id4U?xzgq~<E?WPlmG}wSHLCGJ>Dbq$l{#0r
zd$q&vXsdBg6-Op-87;QV3Agt7z2@<I%UirWJ7{-a{&tyXI~#`lbeejOMLpHW3`eFe
zoXR}=ZtDBq`j4o#Z;UykQ}2ouo^l-zSU+mDZ?zf9aCIQCC-x|6j{GSzOq>tZZM<?d
z#XY`G;T;_VbJjO&Z;gB}!t?T++Pt>?^{$1NR+UV$&BMd=IqP$tp3}a*FGjDtf_5})
z>HoH|-YxK=?XC*rc+=7@QBxJTUg-6;K+m9>^&jsEwt3+|veY(CFbA1!_-qLbZ*Pz0
zCvy#AGYn9@y0<<Oo^7O`JDXe^er8?lfuhi!UB%7PW5gNU`LK+ovFp0^Tkrnnx9zv+
z-aN6nYbcCladam?X`a#>{gnMMth+|k&F8c>P7#^cRsVAK8{J<Mqmgx-ovn#H0D^bS
z732Z%{UUVd1T2Dz+KS$R*smv=(V#sB75+tC<>3g8-yRjK#f%3ttu|Zs2Ne2LwnzBg
z4MNK*`IlR`2VG-cOQ!qi+UvwdkGpV@5QjotDzAs~h7z2>#xE%pJ82v%jp+|70sFsJ
zx5<FQOJBTltb3HEdnD9@=Z^&vMUL<)9eGtswK}nDk@{ywtDd_pAaKibG~d%byN{PH
zYlp=(``8WrMcIdGnSI=-i}Sc}zx9Hs=C{{gH9%X|vd>{dMJ}aY#wNBs<!BrhZk|Er
zf${`G5Vx#)KLLelA)$}J%0Y07K!YGh0698%BnoyKCg4EwdGTFBIc<HW$B)O-Cwu(P
z2A=8@YU()Y$=rB+(}+b>zin37%%POtWAeXd+`3qXZO=_QgZZy6h7@Z2^Xix%HLop|
zXA+pOH<DdE=_vPX*l{RiCN6S~Y*R!5XYJ{6xcXKH>m=vv!v`ze{lfZdJj@C@7+b4$
z9f3_chd75y`B{b<(^FDZZHCyNKI4p!Vi);68_UPN6xRJ3b%|1Jqi(m5@7_~hQ~U4?
zN_8WDN4wgyqZ^Nzbjr8PmaqrsklCU&r&YMWo;da1(&O?RHO9^jrnlTt`0V9-R_au(
za;Nb5RQjE1@o~SagC8!G=&X;uHgFzxP$%Q`n3j0MHEBK7<__ha{RKJ~52QY-lsv2J
z^Vm+58dFLl4DMi>l_Gq+V0jpbI!g*wvf(@|?Z!R0n9yNn)4C;!tAhT3l@mQHWlk5I
zBj4$BTC|`wKv-OxIko+fC%Sgt#Y9`VtW?D1KG(9P^>@$E;#@!lIXJJ?J2kL{9*tz@
z-fVL8J}Oas#GI~g*jTdmgnND4xa*+)d(>NC8@xuTxAy%}NMF(KtZH;|l)=VZXX{Jo
z`ohP%Zxz_EB=nLuTN4`o6Q@^w7G!IutaQajJr$-r4%F_xa?OGwWk#*;<K}LsqskS?
zDS`@PSjl|p@sh&&ct3vs3EC0R7svwTNahjK9^lo9!7LGsbbY;aJ){(*Yv+uCdO%@q
z_7PtEE!Q)fyZcOzk1GRa`(=Xpyuo_PD1GUp&t>b#K9Bo<&K0jfr#$QD?W49I`X}0J
z+0tut@8P&eFU^l`zkc|PgSJSn&XC!D0-E3LTH{GOPo~?r%BzEv>Tk66H}+n=7m!ec
z)arkV-&+61Hv(rX1ac&o<A^4!os3w~7K;kWy4INUkB@;!Kd53ibtaCx<GuPcoO%j3
zwd1E}?hiZ71zu`#u;rom_f)CFck(*6<c7y=bu{U9Ez%v?-~4gf#ftxZ>&qA4pXxN5
zLRM46G+knJMR*f?vxq92v4010;8gu!vuSzLF4izT=D~1OS$w&C%t&@%oq}!W2Tbky
zp8k>)*tU-@Io|m{%NpBTCXg+6U3H`OWvg@;htvr-Y!DI>S1jMaQXk~CpF35O32WmS
zSy4s5l$^4f3Tw#0ynSkY{E2Lx<+i%o{SJ~%B3{qCoQ4}S4j9d<=1lmBP8syhHl$H5
z1}wPw7R849KKuGCtnSsZh4MBW@~WL=0yE)bkX49QfXdUybn0NDho`pR95ozCraedk
zC0l!BpDA(-ogf=Xw=qgXPq65T?VTo$8Wy>BLAlIJ4Pmb3N~^4VxG1uxJnM9iv-mZD
z(8@>iW36UKwXTzJ@|uF<n=EdU?!9$0395W5u3fR|gmSi+JjzU7$rkAzACTQJt56TZ
zYhm6s-H1$zl4~<{KymlTTl~#oe)U=%rkfV6$CICm^Xk~iT#JZun%>I%Kb-r)Rp&mQ
zrdwP{8_q{?mO^@i!r+)4KI_kyZ#^hTb_B)Nc$NOEuE?Igc*GHNCJGQ7sJ@6^1=%4;
zl_#+*p|n}Bj}M~o@~9(uVEbiWtUIHPCGJ!C^nDexS`Q*NEtcG<?)>8n#$rx+Hgpb{
zfFYc76o6jJugn6M^pihI|3sJa?usvet+8l{n;O1P_@=qYF5EI?rtb8<z!~{_IH*0e
z6mbMq4r>9iH>mN0u0{a;zx83jxc|km7RW>dWdQI1$p{LnTJl`jdYD_#4ny8@YuI<R
z_w&B>4M8`rI~@$X@{g}v%E>-Pam>0-qbY|A`X=wlR8>!di3N{Jg}`d8f?W1{uB72!
zqZ1f<ow`4t(tDy%*K~oFqY#fTJ6w-v<t`2&qBCYY<&~X7TkrCc_kPl(ceLM?Lv7W?
z|31J>G4(4cbZsRS-sAgjwb~=SXSy^d;X3|dna%rOKd+@jJ&oSX?J)X$vDgVKUDIi`
z&HLS1%d^TqPEr~r_Y;Pd{8NVE<!?9dP%x|b5~`@k+0_2PKmW)RldfN0o=3KLUQ7(w
zVX<%2cfjscjOJI}&=!Mp!#m0<F5PTo-r1RT^IqDXD3r9}`_e^hCt>)HT-?v^i1k#X
zz>TgUmEQc6lo>*pWB%{-ne$xL6Ah>f0hgc27bfzL6?}In`0hFl20Msc7H!ANpT#eK
zmWuaXe(r;j!WRaP+P=V#x(4^<$Qrsitsz<Vj5^P}jCFszKKq%E{`s<p=-J|qojE$W
zjiZirr%`v-7#VM&_<8ozPG1^zIk2~suAdY{Ne(jdC^Aen+Prs3x2<)yBHIgW%-)d4
zk4Yte+eZKcD=yuhn`V^K4J(dZ8pV4EE+c!47HDy(+Pmd9MZ$Nsq$tBX_;~Baw|yM=
zY4lq!UQU;H{LR?zre@kH8G?ZoYGjT4^BvV2ukw4(igC5YxXKR$Dve{is+LQt)>)zL
z2g2O0x+DcO>5T<Hk7Zs5Th@#7j<4Ce@WgDfA+~Z)`g_nOs|uRv82xr?aT|ftO9QjQ
z*~~dbaSu#29^JvaY<t1Y2aZO%rw9twEU|#hat9wN5P@Mpl>-!|kbuA^`2As{E&^B2
z5mExtE>y~OAgku6KpM!lQV{7vNfq}B#-4k`fITv6itdCc39mqM3M<eD`I}+$QUQ-Z
zS!MGI6z$1a-h7A>_`y;OM7QYKnl|e@TT*{q{u5oxyNd#o9~Xb6;n&flj0BOcw7^zb
z9OT#$^S?dl7SOZ={gMCJ$=?V>kW>9{N$c4#2cjZcX#3Vs=w<AghM7Z;3w+0R>NUAM
zdLF+(lfSX$gC#C@YyHV9PlW^Ip0-8T=1l4<P5h+3txDN5+7a2~nc8Ar7e8%Q-YBeD
z?J3Ij?KR%zdf#X`Gt<peWBZ`Hm1vxKhTP}GG+jkJ!_?4lGtb^V=OO0B+0@p}yFMwH
zFs`t5sE~T#O!+7EjM%haCcZj~mW#}+cemvD!ers){cna(@)I-PS8WnY4^<FKj*s7S
zOrbRN`a6z%CxL+)FdTJ$gz^+l%hCOF*Hw(5FA|<6)@%|mfS;t`L+{>_ZW>~@jSQF<
zKB*SB#kz;x&7eg;9C-dvtQni6nK3c<g?{BA_S1861fPEW(8(Y3#OR~i3BEaM+Xr4%
zZho61{?&mSz3u!&f2T*%rvQn=Yqz|cT}nTuXcgAxW)g8*?`2F$!Si-U<VUOmw`RYf
zNr%-ka{gILr??J!Y2BJF(Kr)bxm6Th!LIm?Xt8&+q+f2vK%g0j<_KDieTyXpF30Xr
zSsLe;{43>sw$0`2kE+PXZRy6z3nT1Dov^H}SmC23`06{=L&fSr)p$=0#G7%7G-D8K
zr8biU`|YXf>k>f;K=Ohc0p}?X{`ZJ8XK%3~Dky3{1^-XP|K9NBJAtnKsX?BxDiy^Q
zYL*q^pP%3dRudeaJB!Qspxt~3cGCQMP@0xj3BDHFlWL&o!sT#;PLzU18Wvqb55s^h
z*>sC;tdt7%WLNMc77<I4vYahZf{xKbD4jlmM5FbB)NLczGb0QOg6fY|-uH(!)fQWB
z)d>DhUv&TiL~EKCNlX^51EDnXw^yLrJNYNkPRo{*(Y+~gk(9@O95zd!TbSsfrYjXH
zf}U*|#O0Kd73u-$3z+{uh!(VpK+#{&@&!ly|0R8p&BXG$e|7y7PX3h>^>d%pfUJi7
z!3Xm{Yp>2^xv9Ake#WKTPRX=8Rv-Uoc!$qaK-|la2C4{3@2G{@P^rSFW-J`vR35~+
zdO-#K;MRLx;|C+mefbf)Z;`dU7MjZKq>H(pDpnP|a&-I4E$inn_&V|T;(BlC1w;{z
zrcM))Ey-XjYyEny<7zw92$$9IS#KnS6*kp-zA4-R$tEoHhIs7C4ovK{qw_rvW)cT$
z3=8KNB{a5s;j1Hs(<~@9wwELuWd`k^+N;ug$L)ZJ??KT}2b0{37xsi_XU4y0d^99z
zNl<jd(#yXSV~(ZNDlCOKzimvt(MbAg?0%~HPvXlE*FbH0mCV%{$x8R94ffwMZ&%Py
zW&X29WB~g`ey{96N~M16pog#LwzmY4@lC4Hn*GghTW-f4=Ba0VIzFKEgQ9RNb5CO7
z`<!vG^ZGM2GVpom>sDIBC3_F~%y)F%x&fJ3krbItbqy~TE@9khCn7Q5lspy2j9nfU
zi^j{RBZXTH&m&PF|CBI7b?iU}WJq_2^n|)-P_WYNoPh11N2R>3Bwph}>fHWD(Tc|$
zN3!`kmp%BLI@A5Z?IoM?DYy7HlG<6a`1O~MsBhSmhwrdBVo-~DaK;|hq3(w!bipz}
z;<%kBn-+Y14byhe-P!SLC|cyeZ0P~*H|Pv<%-IawBq5;F?tiiMR$)=TVb}Kn64D?b
z-Cfes-Q6*SNHgTnAYIDPEkid04BY}MT|+mBbP5WR=6Cyl-sgLF-VHd|n1ijkulqdL
z`mJ@TMlVVaR}vVAum)Dp<n~EnPIep#{Uac9VyPbA*7+yhNpk(-KpjTuL1B&|%(UDF
zcM$F%IX)bmR3KjEQUS~lk3XEsNrJqqNrna0XAA&B35^8kQD}?j2=NEjI^=ws(K{m-
zAivL80-94O@vi_Tc?m?@2M<BS&;mGZEWfn&s)+kz?bTf=TCwk)j-6WSIdH~rk$3tQ
zRy6@6=+KDV-LRY9u5i)l`+KE7(og<-2Fz%7i0&`-Dg&SZ^ZDeGHjSQZH-8I|&zA`Q
z&FIEJ!rsVrG5-J8%9#K!oDtB+q~-w_=|5HD-wae1l>n%9K-+-=u=>M-@u5%YKu7SL
z(k^dik5Lc?911QKJ|bdp3zTeV^=2PW5nGQ;iSDYj9_eYMe^9dO`YB0n>f=_l@TI|X
zH8F@a>o2IKyI}&!d{TAG%&AJi`N-Gw!u^7GAJ5l|)#28kxg<P>A+XY+qG+Un&r^Q5
z^;}Qk9RMI~8{h6UsfCZUWO6YY|K5TY02q%SwzOTW{8PF&`-|xfPrNAWt&&OElyS`t
z$!pSoMWxr~pyq0hF#23A5kVh7ASqnbSj`Z5G1Ep8t!Z|b1;6)JLCCzClT*hd&PVj0
zAVU<D4i<u=x+?ZuG@S4p{kAuQZ0fWaCUHe~8$}t;@VO4|&8|U0?$vhuB3rtUMMTzK
zX@XGGCVK2cq`}#+v$d-iZND>`kMMUh+YT++<>T-yEn7Uwx$LM@6>wqFClQ}#c!QJ#
z4ESL@g5Mh3xTwY&F23qbFh>=b(v4*7Y`Pyw8znoCR#v?he?y#=6}q<D$Foy8LNG;h
zza0hNd&Ub&lAv^K$lTevYUe^@VGV4UFglXp{#bJwvU}Cd97D-c$r=$*Y}6`or%cHS
zG4U9Pw;m+NnUHIj8Nau%gUR~{ujiyISytlB$Db%(mtX_q1hAo%%%bT;^tigxT)=G=
z7=BE&ngC0ng{kY9I<T^3{TqHMjVzIp@J}wp7mEO|K)GNbMe2Gbh(R{CA`N%R!%g^9
zt0`U<FHkb;$^|mAKm%$*uqbTnzYyuXUv4yUgC+nEiRhC+r^ThR(A{$#vhySzDQEKI
zH%=~(4zs)mWuz9~Vvb{^w8aZtj@SCWsCSpABI}8pAL_-(H22lia`;1*PnWE^1lm!3
z{1q1YX}|D`UZpc46LXZK8-d)I+4sQ)o6#kveU?>B`8`&r6TvD@7>T&x5mA}Gk@g#Q
zLB12=>LUFV&*h7m@I*geX)!5eDK4Fr$`obv6C>6sNAP-@ivpD?#Ay5UXLorXX5w`j
zLd9>JK}@(UkQV-qroQ>L(P*E@kW{-Ez$gjeDru=O0sTV+fZcRmMWQD%C{G|Vf*=r#
z!(bA%vAJ>VF>&R@kUhGf9>D&?PVyJj%M$>|j~^MXNK$`a0;@{WQS;Y7#Q*csa%R{h
z9|@BC@1<1$P)v5=EE$iYi-A?;z^MidnAraoCjepr<e&en5WvI&-ehF)eE(irk^f_S
z0q*wyutz`(2B55)Gz`4841R#lbk%WG8uu}IIP!Xn6~JpQIGVqwbXSko+)wPTvwO9c
z7aWz)XCnw!)>zGXnGI+|p<5Y#q%UmR<b?GE0gDd;ULEv=b&X3GBYo{oeKkkx;;PCY
zjm!D(@=(<`rkm<_CpX(T20Pv6KEt?CR5<LTwg{gIO{z8HAfLF8-}u8$+Al-{hd+S^
z(7CWT_#DV*G+0E=dqYpTh3P@OguZ5ccIdj$7;AF2(n-2WdbJ68a)umZTS7N$k6&XS
zP0sbTAo>^QR<&wM39LAeT!&rP6;;ijQJomOvrO7czgoVjP*9&JpuZ`oaHY(xw|A8D
zZ`!mcM-b#({Df{GRlI0RK(*mz?dKky`~lz1t>%}RQa%nkDrSV$seabG`Y`^nPEgg@
z2h%E9;RxeQhj`7zJ%I*2GNKQbw9YvNfr%f{otdL`R__^PQBBLyn#d%mDs)JIK+sW9
z{0`3f;#~NeApUg~<u^dc=c5g%t`5!sfqpE%juY9TXj-!oI}#s;=%F{Wrtlakbm(7c
z6ouHmYx3DV7!Ku7ARdS+xYVn#$!edy5mzkB4nk?Ee-6l)%j8qvbx#U0jxMobMGT9P
ztg4<U&VJ&w$-)O9J&pfEm#~B_0H5|-K*s^bvL$#m3A?-TyzKI@SUc$|9A-yqTEMN!
z2TU^m9$MMAz(c#Ea3WvTJupjTNAXZpje$W<X8+6(=B^G5nOw|~|BIV}wEjn?H~l}1
zX4yXq>?j@eEIVDBr@cj;A(_BO>|B-V2kd%k>{D;fc#`-v2RT#5<J|}H^w)O2#twPq
zY<VNx?A@e<AdKafqQi9V&qB>FKX>r3j(qv3zF&0H8Zz$X7Kh<$>fe*o1zODE{U!qC
zq(sjcXH~j7r}_$m?V1K#KmKrTT0-Mt@Ntq96Xc>qyh`4LD!2s0L!>mlWsmolrBg1a
zhJ(0EXkndIFVw44#-+N(5iSH2-yOmu8!IiF77BAT_-PB0xM7KI^*gG*DQcBgZRv;h
zWYU;Fzglz%%U(<{@YX{;Mon+(O*P_1#*$(q{IS0`v>aF?2Nb&{K8WUcplb(;k8cC1
z#wlKdO#{L7E`I|}eqveyTfKG&fBwP#W#*aj1uvXK)>EAp)-D95G>IfgAyU$q2}yoN
z+dr)89)WXaisMYvK~8_8sR0}ED?B-;;XH6nT&_`U7b|kj0<F6lp;Q;+RX=gJ6>?8r
z*UtNu;BNri8{Qu~;Kb<X2?4aZk8+oPiofE{7Y{kh#om3z1|0D)p0?Br*lsVqFW>}P
z*GKr7>;_6Osso;v9{B`H|I|SJpS1DM(^C3}1OR6{@E!-;u75OR8t|29D+8=PFn8f?
zUG+(NZhv3&C$(SKX+(cP*3k9p;X>STm_@~1gH+iUy{Yd%s3Ck`U<O_efs5IDPd`(M
zYAE5!$gY2up-S-mjp@_bFTCteA?Nn4FzQRDwEYz}dfl3A6)Y>Y?Bbb+2g@^GD88m-
z9xdl@w}SWguXpNb8*ihh2k&h$|AGvLL+=75Cj#p`rGC@v?0p|L%1|84k$$zr4YhpT
z>gK!N7%p@&ht5~emj2VryZmyuTgGkoqAu`Jx)OOWNf*n(qv9#}_t)78BNyBp5|k*g
zfu6FgajNpSn&)CC(%sISD3p%KMtPvC!1gzu=L2TDe3H*8r?i#Ac+4yp$dS6$Ui>7}
zn$%adp`J(8dfTRgDw{Jt(i_poQcrZ3Ry9cbz)f>@K?F-5G2c8G2h`@Cw7HXWL;Isx
z*9Cf!Q}UEZJR0qO8n~a>@SELEUfxCG)qRuc%DE)2Q{oNcNVH)wH#_5B?TrVvAkd?Q
z{t0il;<qOUrUHx|g5$HxOEAeDdG=!RM$|+UIOp4!BU;0(28w2%IZDPotaiq2{G0mw
zQEhr2Rs1+?q<kKfCZ(&6MATGK1~Py)iWE`e*c0hK*ZwHuI`B3vd4_D1flm{{A#F&_
zEq;SMXBOy)1YFXl^&U&IHD}7NNh?k?%F|Xx^TTk?vL0PV02V8+A>XIW6cs9{sX3%I
zDwE@T4nRz(`M49!Ph3wb`D5t*u|$#o#9A(3AONfWtUl4kor`3vV^a`)6mbSYNj$~@
zk+lJe9^ijr5MD2z=~X=kgS<}+CW5L{vdLa^kS*`#43_<DXA{LD!}SNniU6*lJXS{5
ze~6O)qmKUvo#gp0fP~Z>%>w;oDfQEar6e4^(j@YxKCYAC!@gNL-=q2w=~S-iAo^^f
zJ&-+!P)GSItrfH_;6_x6IZ-gdXUMTm%)(sNDY+u8mDpFW-Fz}Q`NJsv4X67_mEbQm
zGBWe>WNd@wsy$BYq2>$OwK~Zl<7hbnd}opIvhPaJ5pS-Qbez&SCHv*<53RBz@>2@V
z?tjSnx()b^U$X4)wk~$}nLliFN-xC+Xc^8GP>2Xf;yGowndL_ieW3db!fma#;w7o4
zWH&v<IjnQ#)-8hl?*0W?PQ-cMqPyxOfwA7|?%36!B^|q8hHv|0NlZ^t?GgDX3wg;{
zdPPlfSc|X0s-;NU$WTnt<C-o)6L$05xMZ{R7=z8kK;D`)MjtWwe4@Qnjn(<7j*_rq
za<lq$2%5@>osOqsIzdak%wN!Ne<iFnO%$bF$hq_%@<zXptZWsGKwy<cu9B?<ks3ND
z_KLjrun8u1NujNDD1LU(^$;g(X)5>-X?q7=j=!MnzA}HcqZ`4U{gu!238=Pc@6i(z
z>S(A$SyvVHe0L||&;W6&d~p4pVKu%$cy?{}I7=0MHal1RTjD;`45SQTDxeEDgr78o
zrT*}V=;bNx`5E86B6o7~=NppimwLjNS6^cy_6FqcR01x4&sjZ>k=p|n7Pqd%3*3b#
z-Q(I>MkmolJn8V#MSb7^Tl~jl{v&n(n^i$4$7MTdoHvo0uzre+XlVYL@=}v0aaorA
zSkiPq+O)sGn}X=wUr-o5Pu$`k-m_eljA?P+JsI4FTZV+a>pJ88$>irO8#c<xT2hz>
zi_IXSk?wP~(Qw-NyT|^V`_R82-kr(fg&!-?pU>b`HN%Zw4g6?dE}##73~~D77m#eW
z#dQ&>qISfumkL=6A_H5g-uD1%tR{zqt``q6kU|`@+p#*6{(>;O)_!$2Sc*6yRe9`9
zG<ix{TQsEOH5`IzZ=5AKzE_2|%?6kB%=xMi+rBb($W(V6?UTRi5W=Zgm*16D!x0KG
z;rlAxrI2pQ+?jDX%E0bs_JzmI?VZc!D0+9TnU=C1Qw*mA2i1=yC*BBH+p{MH=s~qM
zFGRRH+L=a1KF9G7nHg?0OF7Vnxy?$K%Et3q^y%%{7`cG)VzYIr^vI8Mu70<SJ8QgQ
z3N|>iGFk4FJeJ|rc!Z*>Nto8WgirT8>`zNAEOv==NFToa)#prZuX<s<a6agd-pO~q
zq&@&EuPXU~tk8WcbILk_8A}gEsgwB)YbGWY7-`US*F2#)fMq|WgQzdc3c?CK3a*C*
zt(5iEuo^yIMG70Jcuq)~yq%4wD*Lb|R0Nrz=YC{h#8pbHTkm@6tG{m)V-L4ugTx^M
z15v8yGnM%EAzk!UJ#TW|)nz~pcBs&e<CV{%OJ@F<E>^q4GKRpbtwTZ)@IJ9L?p)Ir
zlZ3b_`+pk(8Hq&>O&VaisVH3pIA|O|uq;7O??3rrIR9Kp8~5Z-3lbMWLnKUY+fT?f
zrXEHX8T~K5g3C#U54QKOUa&-ho<XACFB|^_4VsJ!;kx8eNC6}`5}1(;w$f&qxLh;T
z)0qMtP3W{}(X3FPQ~h2ArZc%VBt--xcU;NCE1+h$zQqHv`{|2E<WzZ2GE|^XLbYd?
z(4GiqE`_$>{2I333RQ2-^x4?ZU^E!a`M|N&ZcH8it>FjDVtqq-&Q7`2K7a5J*n6A6
zZ@@;6M4q+`%$1RMI&bfHPL)esANG-UpQ)&ts;Nj_orWT0HdDHt#YIiEI!Vs8FTZMM
z$Kd<@ShNN8`C6M@n7o;qMs;05_MbS>B?Zes8pwl(`L}yxQXxtrnSSLiUg?-xjO_Xw
z{Z>#I%5pS?0&nEv9)WCpJeKYwRupz32!9{GW=4C9QWEhH8cGt|-V-IGPLMJ~SoxYt
zFEPnz=hdJmRhAYs_^b}=c+;`Q$v;p9A)f7F?V&&!RmI-Q{o0XXb0{KPv9^bZITIo%
z3gUXDMpk)`Th_f=$(Ea3f@WzDm+bxPf{Gm9@wn15e+@*n*8o|3WTEr{(5tz}n$m(Z
zgl<mYv)=O<IqTR)`j}mBNGMqG;V@<Mk7=0vL4aGp6@YY$qx(j{^Mn=lMqw1f%iI;m
zoEcI(&g1tCW%0^a(5mT?Ki+x{s|K6wOU}WlDBW%oMwKTLau<I=Hz#XRWIeQj%E7rl
zsg9rs?krc0N3U4AoLK(ApZuUs=G_8mZ2?+^vzI2!Lv?!Es<(c$TS4V5i5{<DK~L$+
zk((Ds7G?_Cak=8M4@d&VU7kcQ*(I~X?WQw}=5lhW*P``kUld)Fxb3N`gs5ku-}%+H
zT-T+%CO1{tgWEc7{vNd2fBp3A&$ou01Kq)4Un8!ckjr0+ZSnhB_FKJA|3{@ieb&Vj
z`_1fE(CDA@Kxo(;*e+1~Bx4~?z`q){?^FYLSwMs=9r&IbEMBUk=d&h|3Xh$>DQA1T
zjXSl{t5SU*Fx=qfh#L`wz2*CbXGmIauTXEOlYn9mGfj>cCrI{aacP7Au1KhT%|QCg
zsJZExM+IYV7cG_EkLK%}M!w}xwK})?+(rKVEN3Qc9NFmB=xrknq<eYu5;ZrA@N$8q
zk$N>7Rsx;^*>mLc2#6V<veh}+NE$sR(=-s4tXPAvXgx>Lxs+8r;&3^t<P|$S)v0aU
zp-~4Gb)M4Zh2dUJ!5Jf~o6{>E0-i)yyCzi-?Qiam>Qp(qu+@>zqkZoDOSXCn<G*;Y
z_Ff4dWoU?gq_R#P8Ic(v9Vs=}1JAp3?;A;{W?fo-&lAtKjm??n(VW&O$y3&q=SY)+
zC9|x9>N>{bv8oKa^;O|ws(MBm(cri<!)Kb~`7ByGp~S-0WEkH2W}<eAW5U)lrDNFs
zc6Xd@&Cp?kp5(L~^7cnBBM&R#gQ%!Ts@)9bt*L#}E0u5p$ol7}7`(nW^)&ZI^8xq*
z!di~6@Wf3sUGI>jbQgY;KKD{oi6Kwa;q__HzhcvkaCJ-|;|U30&4s!33n`{r{m`%1
z5<T~)<QFiByseA+c-`>$&ytty4J+*Ui>TsQnV~Su<B7eO_lefKgW70E7AC}i{y=uD
z&O4ctls`B0Kal=`biLXaA2@0E7Yy79`hb<cFkv6}xGwiwv<|QD3(ZPHr8ggGcY9Ki
zfdkUDqxq(qMjn8;&7Cv=Gty88U2%6kI1HQD9{u*PQcoB5E0xp_(QnIBsu2N}%>NiJ
zOoG{2P8qH!Q&DDcj{4OifZ|!2x{fC>y}=>-!HM7m(k=jd2>^<V%V+XvKeO>8!Yl2s
zjG<wtE;%|XSasH0Dz11MJeat`<HM|tWi%XiWDYCByU%D{{?H}#FL)#6T<j(6|BxU2
zk+??$`?Kaq@+OmM2K1i&dZBmODCk<1y{=JMn4jY$!QMm8M(03cH5$0<^(G`WfkQwZ
zpF;jubNs=d_H5doip#W4FIpGbQ!&sl9_9%y{BqC7GHA%e$!1r|NG{U7v_7t$7BGvW
zE>9`g+&~ZR>`Hrcrmy82b9MRWxOQIZh<}ZvWs%t*n>N*s=Q+n>TYX6CM+qA}DjQGM
z)Gv4Ye?cqiXIpL`!*SBK1bRK?_UZQkN}(!!rO!<I4rAXvxw^Z8P7sDhCulfG88E`r
zu-9yTrA~*~XP=8gnFo1$6Nx0y)1<UDQ1CpcG~w(PAX>c*mg^;(WFTUOl-~_kzld!K
zB;om@tXx$OHZ}^Dg03*tDOD9ld^Pu)9WT6N3krTLwa4nY#!jo(YgF^*L$@knSB@&U
z-q>JmUbl72@gr_I8XhP6eu2_{FYu7obq44>{h1O<lBV^Dp|Ilyf#Hc-UY_d=+YMQ`
zxR~<hjz6gFik!p=$V5zYQ>~y19Cj2cDEJcJ0Lw%2>TBsF)4oj3Hqzq0q8rp()N)zH
zvxx!>%N0UCUg^G%dLgbA><zjr3ZD-^q!10ZX_8`$rI1W>u@zD)Yf#DgpKL!V4FL&p
z?39OJT;EH5;LRs<oBSsxZ?1VE@zsuwv}}e$zs=Yi$lt*U;$N_Zg+UO#y&W(3skEXN
zo3L_a%MXO=m!-Tf3m)9Xjn<JHiWv>^dzB`=J@D;RDHn{M6o{5(DgG-c?4+7?tIC9V
zdAO=oPc!+;0v)Gh^rA<2e|AH>?4^yCY>0`5`{~B#RLwfRAK!=N{K7Abp$=kChHb~~
z2xg`I$@`$;?{s|UPc`{R7frJsJe{BO&@b#zc370$Hq1Zk;Ys=yy5*R`@Y1><!q3<)
zP^d~vw+c7tAMk>vTV+(M`t0G%>MsZ;ZREBy$*e*8N#OS;%R@1weD^)ghKtMc?XYvd
z%sY<d-js{0Gvjx!>JZc#v^QQS=a%#3VUEqv<cSc}&7bbjyWIIaR{Iarim3_~<DMpU
z7Ui<pByWKJP;r)0u@2^+V*6t?I^9@pENtSHIfBWP`n$;zd4;z=E<c3{AuGB%QW6Lk
zh<4d*GdaUrsy)gj4X0)eI$v6@B4$YZd{3d%-Q+!zT<lq1-XYd?1xdjkd5M`wX~?BY
zJ6_5>?^GrgWoVscMsx|(;N-Y@JvAI+nSeECV-gYKzWhuPH0n@I_k_G)F2hF!!i2TH
z{qx!P+JkUI2ysu|R|?BYdi7DwmXjQ^9V%%9@8+WMm?V>Y|6^BA7EX!k4?>u-(Uv(+
zk>)l_xIWxd_ON(J0&;o<d#lIt`Gbltr@%dOQi6!;#G(Z*DP<u}UQW}*c-YLhQC$hy
z81F*Upc*H;`7OlrE+Eegn-=!nwVo~hAc0k_C}^5zg+phy>9)b<a9B&O^bD+O8j{f=
z<agi}q?B0w#y)wF>;8wyTtl1`tIHvF@@#*EZhLC2%iV&~{zvgEg)v3$xcBj%SZp~F
zoG~Bt-Av2oxTb#;LT1Ruz|UuzDMfjC-(rKPCt5n+lH>r>4ojvbF?gKC(WLpzyk#=I
zo6*-4e^+FG*?+&$nSwb<dMLCuBwTdjGX$QY#IcUVQx7ttA;sP?BU{5iyAV|`$G)o}
zdS{Z1t@vlF%W^VrC?~yh(<aF+>zmnYuU~3G3!lcu-59p8q#b^k)gG@C-3qlqtujg6
zW4RVC&#e89E9;!uz_)WWIEmD;D!3)KXzPV4<j#z^M(SMuwH<4t*Nw>qn-Xb8zv$C>
z!k3`;sZ`RCs9Up;)1D3>1?2(M3Pkq0w6a2m07J#^-x&^Ri9ptg?6Z>T1EViv<-aW-
zxm>8@**3)T7gSfXyC=7&m$n0mJ1oU2_F!$vVN><Sg6vUTD|b5C-RF;j17DNRn?93F
z$}+HF+0}akuTCi3+2T8YyJr_jf7lvoUpHAF6n){(chG8!{>qeBpEWrt3%Vh?aIs*T
za+sEU<1p#Q+%z*qr0Ax&q8&`AK5!>qwXr4B@?bdBLKO1;c2F9Pl)3p1*r|{FspiY-
zl~@NThx=L(UJobm$sG9xE!kTc9j#XZs`gQ0oZHJ55&4f6H}NbK6($KG-gx*7d0|kK
zG8J2#k+2?<<4jjf`5*Q$ov7o#phxz2dpv{F5v`xEzOyvGY9zWBKma{i)*G1I;RD;i
z{<ffgw#g&m$sU>{Kqzd)wC*E*BZ7+RajH&{%PswM-H>AU;EvXDg-y1z;C-fE`z7EO
zDP=8D+4%{U%Nk#{?=1A3meBQ)g~ZvJDM!?=ftW~1xQ{Y4W$8KA8+?cv$jFc(>#oj@
znTT>&J1yxNamdBOx{<sFw3MEAoeaCu=mwKBZ=Bo6R~*t->9_HQVXBjqV??haUCu3L
zCa`2UJ!HP0X%&Q4Xn6m8l7ek-c7EWNC*+NL4Z5jWUQHvb)=ak(l$B?k_hH~e@wn`?
z4L;{+lx@!q6v<t=f6+rEyCldPvbfw4i=W!N#H}!v7MH_DY&r6r9(e{{2AG=<t(Z1>
z!(u#`@`87%Mqu1OhF?_2udDV|8k^k{wSp$zU4;4wFE=~Ckh!X;4FETdA2Pi4H5?_a
z**ErGofo-YJZj{d^6{9)wt<v0Xs#{W|6UjW0yR&b5#7+);wo4$4WQN$DB?PN>!yfP
z0AP)xu0KpHB=xcU=N@!?pYkOR1FBWetHvI;9AKAEUHV7*)1>pIhJVu&BPqUh>rTDE
z-3cZ3tsVx@u2Wfk)79cPdsW*1QHWxYX9xEyczd5|k}231>M2FPr{)17m?@9j2t8}!
zAec3mHO70-om0=Wv8d?ELrFjQg0{Cs?9l!UYy|6DLyG%CT=R469Mjq|1Sh5FHL4P;
zu#p-E1m)y-DreTqc<s%S))*fV>V!fShpn*PN|;CTT^u_sS$BW>OMyW3uz)l@uqMcg
z*~p_rP0aW0zt!)1;rY?9hVBz`%k*cvbF$E#B$3gQSir9~kp+ggx7AICk}%sxej;z@
znf=9YuWP2wPE1pEArvN}nC6h3cr|buCvB!dS>&d17uC2#d8ztBOW3!lqO4Z*AaX^j
z-cDc{^Z3jI|L!(2&s#)>>YFIOaK5Qo^ptn)Fk?Aa6x$c)N=4#j+4Z%~H-$V3Bzgu9
z*fcIxsO04KbV*nJMpprgUtM~zBa98GKlaJU7S%Xb0_QH8ylqX%w#H^$8hcHi@6=3A
z{2HqbS^UVUmK$m`cvS?^e2#RWrC#rFWTZagbC96VZua0Oz{z8A@o*f4O!YNyX(XjV
zCN!bSnYBsHWNUe_+XW7MOr?Vh@ev(JSoL&R`pApL<yaDSG{HCszu43nAEzJ@&<kYO
zk-<3^@Cbw}X&<ErR7vUxQB6S%YEP-Ya90d$nSyF&kS?d1^!wS@hutWrOZQlPcIgu<
zq7sywj>NdKm;F*34`sc`SO%jkv<tpidyCgH@F|SNCIYwF`gJ<rDj*}_{BN{INq<U$
zT=2wTave?<_o7?ZCTsC$)<M-rAOv5sm_)z^<UKG6?sWKA{HidOy*?Ya2$EA1ZT%5-
zXn^FiG1X|GS5$!hw-@8>Cs#oGR99mA+12o3*r&%Okbq=;SWk3ea@I^@H;ZA_jJ2?Y
ziS=%@-EY>dkP5{hV6BOI#p8@`{*A|1Wr4rZLU%ynnw%oJT&%IS*<^@mTuytX>3Cfv
zpyL=836e6UtldObgorTt<&6z)e=5=N&fACTEcvm=lXhG-(O#3EAaK*$bMj@2GE~jd
zi{3U6x$#%O;MFVi=Ltq`M#nN3SrABNMwhI#+&3z|Xcarq#kTUb(Rk%{p#AX)C=jcM
z$>{9>Qr0?p;}uDV82$G0c??UFM!3;}_~?n%&HI8Bxo|RuufCSI@B6Z)htXbZJQWv3
zq@T$>_5gn#y5k5@j~{QEkPJN;enl5FGob2!>9}afzi|7M#dSOR^1BVnfNxAz4fsav
z`$nol@-QJP(!Ss}KNcHS4GAM_{(RgA%3-Lt_8e`Db$p_Dj%;7u<4-h-%R*j!6+a!`
zp1>3B32}z~=D~FnmR?52jr9Xn+X5~|$4UuV%}LI*i_NNnxqI{3_9l!?b=)u?`Dsbq
zz(?_KUgwSwFh#bcEOEco6}&<0a_em(D4XP)5gbM0h-fSpkW;08BuN1rVjpNQjBXDW
zLeA$-5Uf|dEK(>{|40KdpEH}(xj&X#s_ZgfaTok;4s+w)tw^%<J8D<0sbd#Maq1N$
zk2akf4SDxTT!gtMJmz5iZuDks1XOVVt*OAv2r(Y(mYx*=+PlamB-?Bp^U43vyTSkX
zuWAtIJT=<1>*gvKoEQs<v0e>+)ggYy=c(wLJYT{5cJ166>yh4k?f5+Mxl&O!*d_}t
zFYr#sCpYM)-O<mbW$Uoz2E#8-58>^8ckGt*58GZ3*#FML+y4Xt`H|wMKg-^A^=~6D
zr3#G4T>{PbobAw~GF(-l?@4a1=cT3CdVTB;&-Udd_qrRjtn*c@SFhgF2c`EaG)@>K
zv`1#WA^dYQKJul-(?~a9j|1`BCBY&Uz3shy&to>b(=By1_S|z%BKA`Ad^%16xzgIh
zGz+5OMEw0F4L0aRHwvt7Db8Hd)d}5zh0Z@o(u`O)s(5P;4(Q1&K;NXE$iQ-s=4xVX
z8b4oe?S1`NmG?yYMD|DX=yIy8p^(~{$$4HLmO`BkP_VRkk(j7#dB8zQCaj75nPIx}
zDt|s}K+izS@S1UR$mi(6uu;Ypg@?IqSg+Gr$*1OE=5fNsSYTW_Ln*yjg+7=*4`+V4
zo+!{llUZ=sP<JR<WA9GS9rT<MdSca8a{|?HQFRcUYUm!5Ag}WoJeP`+azI<TtY1!*
z)4hqX*QzX)?tAAk(+tQ%W_Vz#YCD%yO7{9l!TB1?X3=uWN4VpgO9X=ZCR%mEQwfWv
zWurxlw@DyhMccV-$VNHUnOWJG?2^i!fEBUqnGg5rlaIA&%*R%ZbX+Cd+p`(?b}2V`
zs&Vh|@%@qF4C!YU#9|Z;!%VD%*Ry#|85cBa>>0cB7JQrW-11{(qmV00_C_mp*-@t3
zD(5imXGGdtt`-Hkr~n@79`y18v!dP%rDu6hx6YDGrwey8D3$#2h;E}w30+$&O(X^l
zQFmf7<F%I%;)!=LxTvLHYA-9F<w1pVFb)*PIp*7vJiokY1!71qEKiyy`39p>Vis3&
zZBB)4PT5aZ<3DB7N9Tf<8~h8^rn6zC91iv+<O(Th(q@&f%f~M6xYrppf=qw@R2vL1
zqZ${C3@__&%e?nV>c?yOwE5)6iiM_Sk#s*hFn($<{Vz^upfg_ybe3ez77g0}%w}GM
z{$5XaZAuxe0W$6Yd?$~|bnNO%q-kracT=2fL2ePTyj1H$3P`;b{}Fk>h<fVgUtU83
z9Iv8#Zc$!4TB9FXt7dsBGuwUWWfIS+Ne47QV~<CdJF0ua5;U)xKir$?YPmVE5?lm6
zCqJgR^hmPnw&oJUq%Y*D@Az3_yHaRsHSd12L!&yJt?iEpK<A{qsgAKI>CUZlb&Vh~
zd^|RS*2r}EEQX)yZLb2X*Z}parN$m5=0@|Xh*jm~@t~-Ihk%Er(ScO5?BUXyLqa6O
zmnD?g4c{T|l<}*i)RF$UrCy?{Qxb+xk9_BHdK-uTV0JAiWR8=v2jvKU_yOAzmCDn6
zx_a7Abow}WkEar^eMK+y2g8=yd|yw0@I5KL9NlL%4ufiqn7<$oyT;PmwV2HZM%oxn
zLQG|3()`!mPN##KX*KZtyg!DkADSG~nfdWH^(!$P=2pm_?r4RA<ixw&(kh!cH(#sU
zxKJB8zWj7>Aj-#ngVb~ErXipn6{u<}W%=mRNR8)7>=?N+%^UNC9fxaCyXRxOHKxsF
zPw_H7z%zuiA3~Ol(+#ktQY&?%)zGr+f9Pv)V|^Y+2;qzb*A8XdVfZRL#?TfVX3{0P
zG1u94KopoWV+ul+{Pd-8^T_PV4p`OcEF-yt`hFNQq8TEnDkfCk4r>eRv%u0QJmV{{
zBYolCM#T_v8d`XsJ~jFtu|HOKn1R?<ztoCZBoX+aU6ml{{@hwTY>MZLv#9bCk6+E$
za6mz<j!9LWj!ETLd8)t&zZE{<N;8JZn}*u63;2QO#?!=`y7>JWfOrNBb;kSmpU6Lr
z-eG#%U>)hb0SGjnKEQkW3@~vb<7zuE<U&;!9r`c*Cn(sM9>_w>-oLAdiX_RKP;spH
zJ6w{lZ{5fL*`e`~o-+PvCQaC*`DMa~h`ih`#&)+=atzbcl701cpR0y-KI&MzMuuz0
zY(DC%7W`C5k(@5F#>skezKR2u^lQ`9S5$pE8!L!*@udRoO`Q<O6oj-(6wZ{fG2VO$
zo)dJWqBRxUiZzWTB`$fQQ?6-rY`y-9M8{VCT%ArAONGT5o3h5)*n%uJN{3Kb39(x)
z@d=jcHx8D^Ca2058J*^qbrrKtpjK4nwhWNc4TE%HRmUmpHrIET4D%(RJ=ES7onEyO
zdS@Vvj5UR5;m&X8)LSqn3RVj3@pA03s5I$Iwtu@BZs}$hhi-r3osiYYlH1#=>c|2S
zp2jC8ilw)1Wtcv)T~ZLIJ<O8*iga>$O7X`%*dRlKoR-wl8{#EsXFbEHFO_NGRkJR0
zG3LNpR831A;Le|3VTldPW)MF_U~ewj(Oy@~xy*M;3_sc8>z;JRn9o_lBfS2Zh#|nb
zN0##=A;EE%MlGyAoMtx3Ou;JxbLkyNL2oK}hrg{Qb_}#p1o;JaZ~oA#mdC<U%-5o}
z1HP(mmPY0agHbfJTs)^(5LV+64Br#@RQsX>%!{9<u`uFwpj@_j_xot^tw0riEZyZ%
zIZZMey94`%8=^1w^lE9BcV;p=-gliXpRGg|q=Xr4wwCOT77rF3Fr&)|VeN2K3eRl0
zR=Qia27&Y#*KslwN{b^jEl*DDUD15Z(|qq%mTWXMrz3Rm^7o-!wjUo!wuR5o?N_2z
zz&>y>4e0uqB0#i4Uac;;p3|NGPCDS?0yrA~Z<NyEeL%5x=EZ_#!WT6LB}1gjQ{Wds
z{{Ya>KbM^oRN<M`mOTHKT>sGBBtER&!t8Dhv7hR1)XbS~E>Kye8iy%cnf2el1j-1E
zz;Ru~lOGx^M}W@T5)}~b*wP|uA*HL4`BJqn{Kwhr$G1U*vjBf4*;!#>%!1NiX>b2%
zWuMaCiJOMq{_=R`(nhs~i9z$&2w&Ldm5iZ(Xp&up(s~)KA#3atLxQJd+lwb-y9n0O
zRB*TF;3Fed_qK|2a@`xIJZcFObAgWp^Hr`m$3eAMV%s4Lo&)M1zeU6$uTyEPPAN)w
zeb#y%!yfxdhnpN{N0l{*VoLxeylM}y&q!CPp^?U+(9qZL=d_CoHGI}_6eQh<@7cB7
zkO46jEzY^Qi=^ihkGJ7psr8$AJconf8Z9Qa!C3Fc*kK-$&oksp2z_{P->hfy)8tFV
z98jp*FF^{oikLCC8J<<ztB3?r5B$z!uw%$W`F;6NwbfmJ%MUIml#XYG=SWn1L`&h~
zFJC?KB2%FM{B}Ra#FvNkgZ1h=T3F%JBWzJBP*j^OZZmZbWBRa`BdfV}*D(JVTrpdy
zw%u9{Z^T=OvVFl3tT7XAB&hPUy9Doq8S5ZU;;UVfv%jP0;FtgzZvArR%v?umi0kA0
z6U1mITRgYkxq0MKrBB9*+1GU1v-`#L<3QNEqrNeQ0Zc>9TaMDXO$fA}*Z9{E)apx;
z^(1{&VRAVYV9^o;EJVY^PxbPWSYSzu@o$%$9G;l~opqBYt|3P9PS$|06n6;}CNY4|
zF8cS(Si&O~u$LPcNQ77KX3!(XB%j@>1YU;C*@SJ&Jzx#~Ic}6silW!U=x#_dJtAPq
zyw7YXq#2m6_ei*q3+Osax%qzDiCyH@ci+5A6J}%<KRv(W2-_q+&{h4~81nr<j;kRo
z{j;i=8Nq$%@)B}jl9)a_F1-i2I^N+<A78+}APQC8&P<1820+?iM!?Q{5Q_BorMg<p
zOJ@97)49J0QxF#=4dlbmkWNZzx2idYTnL&RQo8?`*EUQ5iHnolVc*nx6?iYIi4hWE
zAzDS?PUW^WEbY3*LQ9lRGguAsgB}ViI;Rquk9_r8t{}mLP}m!O4TQ^yvUaau#nnBz
z6h=o9t|^~TKezIO8RP6HSMiOpiWPasVWwR6(me8b(8rq!HMB79=V`Pnd4{yeaxvZa
z{qtjTA)i`^eqsYX<0i|7z>6!#s6LR%@<JV#VFWSr)+uQ0qY-Rk0Q?m5@N@4d*|?}(
z42e%fwv%*zvM{5;SQIK_##iLm#Qsmh>|&7-j)@GMV~9odhwa@~_FO2E2}45rOeD;N
zzkHCCjh4iku2XzCI4o%fb5}j~NVfeXBy`J9UC+u7<!DOVlRsZ9)ZFJ9l?2P%mw15C
zXw%|$=sR_zEIGB4wvXO}`Rw5fzl|tt`nZ2G6ZOrPO}TZqkQh4v2a|dS?eMD&DLN%m
zEs(}*Gg_x^9h==xFTO0p(4U#kfHO@mF<xk2g2$9`y>-KH>@;_R8x@nEwV8a1O}{LH
zynBuyd&(Pzcq>F#;w`zN$ku#J-c7~cm%l?%VBhqv-|=9TySOswmtbzXox(UH5i*Qz
zM@G=Em=J7<7Qaf>UzPAqd3ShXuG81uUwVGt!0M>rzd9XYq>KFT$Duf&$Tby6*LLNR
z`3o5f{yxoqwP2Sr_&@y?K!_DoA;U>VpY@^s{aFNcyUEkvUVEm9F?BF!1%l?kb~{Yb
z9wS6D(3@n^>yh4k+ep>pmuc8zD)pV|h|X=k*AdZCSf)8=JFy3e`D#P4-rHntXMH?c
zGom619~nCysLD_8^AJAH9Wb`Pb(a1<|L&8N5$upHXj5E9(8i^w{yC1xz*vRvG|_=+
zTmDjO_X~EbA-zqG>;?^v#jmEvAs@WA^-Fvtm-!k>SPf?MLi#(EFxXq@5^JzROuAMH
zB~3$(szR13(+IC0=d6uk(=G+GvTk4MxT0OxtQL3+Yb3B}DgOnf#e7dcppPK2#`FzA
z!#2oVnE-AJ(y%nR*A4kha@izp_+-2aQNaQKLdD#!ojhO1by$_$w3w$3^@8_!2p!Pq
zZ7{J$&36aL$$^hUrCj+|y_3YxE%fX)y$ml3{Yl>c<b{GpyO9sfLGgzTc6iRMm)umc
zHcK1U?m6@_JXADdwpQcaaX7=?=D(^+-%Eke%QWbsW9H$)qAv&i<oK+U#WC6)SvSZc
z-BhudMX@Tg6472cGv`h)WQzi^N8{6=8qTN{ye`~Q>FJWRiska;$@vnBji|lrvK@P_
z8wT!A73<F%zdbP?K_IL-Ntjiud#>DU_S7_fH|xY`<9Js#aW}-~lsYY(;|X6t)>D{R
zRRV5nzk%`hVSU8w(Dm$dgbrW&^h6x1ql`jLG6b?*B@sF+YkFp3-D6gc?eB{!aQ`B*
z=wY~9{!)ij@jsw)fu6g*k1HxSKvuOu&T#iUynXdk*a+|^pe<JZSX$W3`|@ffGI+rj
zxYWSpYXbGux?UX2vRi|n5cT1j?ld*>iKH?1?{xU&{a_ezTT9EP_HbgF3{NA;C9R*y
z+CFK=5o<wlh>0AV=-9_f>^uLl85JA}lopz-?XYTf(o&+zC(dd*Fm0RarZ)TQmp=!}
zBy6}&D+Lrjk|7glWN02%j1saO;xY7$Q0$xjWF^!yh%&xv=CUHbF^D-t4YWXiNYk*O
z-*m)+bhTDQo3S^hBMhq0GNs@WP-}nDQOq6Qo)gh434=c#xttN@_0G^<H+o0*txJ@a
z)C;t291Gl~N!Lt*5|$H{=rNLis1X6$a7V=rj3j@xKdQUJ%@K<w>K41J^-(u@BPvKK
zO&xthl{QwMzTADLlt(o!i7)J%zOr0@N^m$#uu7{g8*%p<JoY_;d$tAY>nwwi@RlC?
zQ{H$2-*Y+Yw(3ATtQ&tu=Zbeh^{3rNZCI4p-Mz)32vS~9)XvgerJP^PQRzmR>6XLC
zG&OgbVQxBkx^VKNw;@Rr9ZmJbSmcJNMzOCGw=s<I)%crZz*Lh&s62P_V(_~zWEkoR
zTjvz6_X$)J7o8vW#fRbeyZ;bq#5wBVR>@E~{vw;#5E!R(j3S%y>UrPNro@ICGGL_J
z_z~EEJ=D)D87Y=Slkxff^E)%v=g)bEiV+BM;jOmn*GcA9iyi3VXk@~9G_Yj7F=C@c
zoJ<a+KlNt?RyH#S`y;tZ9kOsM1*sd3<?@7Z>nRCQSv}eX#qXlOgq^&kl^oF<cIT5|
zKTK2?P3S-$04u@7&NEcolhW~JQs;G}PfhKO`gcK}-Y<Z^5@lXc0yJz!|5xn^R5g%+
zvVap$e8Jqo4!)`U_^#IBtG4m_5;M%*fC32jbN=g?LkDV_z)G_V=uLoQbH4<yA^JLO
z0UXO3q^}Ls>uJ(8xmD3~U_b>#>g>Wv#<#5HU1y@*_w2W4<C$!BRyP-J6Ya^QP+^@%
z!6XIygi9yB;>FhQhzdMMAPcSrIPU|V9=}?VK72^kEijB$i?JFN>BQ2P^_s*=l<?fk
zb&Ka{_^Np`IYS7Zdh2HVh+ciS1{@^xyxTP5CU^%_ea>G$QtqK8NoJ(wNQ+#oLDIZV
ze+v3;Ez^*VFIE!;!W9s-no0OI3GES)k|gDUt2U?4d^)8b;s<|v&Up^^$W6TQ*kD_z
z5(l#WE!DjlV*Gz>uMzI;kLhBtyk(Z*j^c%moe7?ndAxLLKyD`}W!;%XJ(;EmWwC4-
zU7tzrAhUSbZZj}_%NtoObL^hT>L<(K7^bOe6;TTun>tp`vB-n=Wv8Su8wSQKj?Ss}
zwdKYBCpn!%p;pN#E;&&_J(2ow$QN`2J*Dr)nv2&zZ+P3(Kk4}Wc@m&OivX?ge-7z+
zfp<>0QNZse@x_&3df<@9t)*p>QiwxIr^vQBl1oV~x@K)Oq%@HIX`|>gDz6aA1-BnX
zFE#TLh#HYvY_1u31%FLrm1*px>BtIOZhPAT8+qL2IRmKa1*$O|FzqKId+r5G*&(I0
zQMD8A>D;8KpR#<EUi^stZOKJfzRooYxPpf^VT33oO}=@wz<8phXi3euhZr*<{IYBi
zoKY9G08h8cvlsEe5#k)bt0SCq-XF$*Ou-ICi`KGkM#-nTxYcEn{dtWM<8(amZpP_@
z5T~9d)EA#!(iR6%8b1U?tRXWi3W%wMm{k8qp1*6p5{1I^{(`g^z~}t^I}OhO1}?Sq
zruOwvLeXgdJ@<ta170FR_KW_7Tz1gcH#d{Xf#9OsKn~~t#xI^#vvTm%%X@pD4}U?E
z#5`m9TRl)Yk{l|R)gw7RPQZ!bmOg+Q5)$JcNzQJEgWG|daJWl%AfH|f;rjhy(z17B
z<P+Z14>3drv=)-`U{QK~n9tgnF)-LGm`|X3wJ2;nNz$op{2Kz7%*^nH=<f%J-;lG#
zUV0_{ShlZpX-kfY2dsiDWUf>^0h4-_nZ0wn;4EScar8kOo+QA9V%IZVs{Hr}Js3&u
zF(?|_*!~^d(Sl_F&+#+JRSbZbyo}Od-Z%01Ndz{N4DQz26gV+C+^eZp<9ul-u-Qgk
z?UQL+l=bO@H@A~Mf&8{{i$&fm_m{E|Un<~E7+1gL6@w{4+)mlOE~Hm>R<yW`o7kD2
z%XkLhL}Eh@5qiyWnjR22qlA}z9>u5o^mbtc&hHUO?XX7WajKlT=9tCO`jO<~11j0}
z0y8BVF;m8|dphn92Go1+L%fq;(y5*%e5OKXw1{dj|4CU}%uZD{^%^s^rvt*b70W3p
z0eoLRZ^r)VH4SO()4Y$3bgEDhDdkqtY*mgksUxYD11rl*i2C3RT!r6qs-`PtEAs28
zFno2GmQ~q1Q=YaM()7`L@zQ80$_!*{bn3b<O~?fu=I1iOYtomHhHlkv&%C%-fW+wb
zcK;FcZa*oGgBBC`4ORy^T3oT_brP#7SQk3Vy}5LgLPY{)!tGeLT(190X#d-7OJ;%I
zZ(z~`xFd9+AN9XGc|qlX+GneB5V}@oerMcf)K#xWolRMNS6MP|`>$qK2^Sg638UZu
zN~H<khw?3pf1H#elyTEEID{*s)~pWC%hqZ)GY5qol9sRK$ys2BFS|__s~DpnQ;PQC
zZ&yN>P4m_2^vs!7aB3^I4XTE$^ExhzxTz+mP9yIQI~d<sg7+3pl|qP|HYiQxz@@>C
z<eLO!Z*X23iNrM5Bo#mJ)3VK!-h1(_9z~YwB|E-Q6(Z0OFk`kTLP@RSVv)5!%KZCl
zWynRPJDUOHFSmrHQ0BXqJP%kMLvQT9U^Ug#I#o!}>4ZyEcdHxMj76zb`ui=~2=3*%
zUJcB}Wa^1`uNA8gBEHq*gfo0XiLrL32p9ME@zl)yB5;NX{fzr?fgCn2Fwb!FZT?oc
zQdp<mjZK`n^1HHOqT37qWMJZEOkzseM`qYxwDMW(A@Y)ejOzh0^xYt(4GI5(?!aDY
z<zNytEx9;H+pZ*%ASMf0TiBCTU=huNSq%Gi1pMTUAz5zD7g4u-3|`+!u%GGEgZdw4
zkR7&eid~_hS9K=j^#@X3&wvv#9N!egP15&qu^Dj=e0#Nog4IxEfuxME=7;P-hF$pa
za+%Je9!&TJgeqzj_=OLM=ag@wrh|ah*gR)0&zk`@D~@qy;dK?Mar9vFPDAO}`&V0O
zC>+XY!TCl62Yq%i6|MmHY3D@mtk4+aGtH07Xr#d(k_Xz^dd#y9yTdde4zttH&E{iq
zkK?V~T$mNj{XU4-Q9F#%yZeY6hM!0@_-Hw0Uc?lvsJ(m~y<~hO+RllP(XKOwuE7m$
z#!foLQO4DVB-YR*`{uC&E>D3)4?ud}s>#4QF{wB)&95}cf~w<hyzf~WhKxRy|GDDf
zCr~}#EmcE)(fR%p9j38$;m}?fVFSS6!itDrt4BH(DrEOzLXk#N4#rq*2-!gB050yB
ztEl8PIWeFRs4<t!G0|Ksq2#{e*4}u2@Zm;;D$m$!Usqzo6ghz)?l398pzb<OO%zHq
zNjOFy#mu}dhJ%<hXX4%r(I<Yc=~KseX6R<e&iL)@9#-ugON+oh17nU};v#&yB<MJ?
z>F~SnGUF-9KF;E{dJCb|fKcrAi-ZtVeT4uy8d-B;qs8Vt;nareR-{Srp7i|sc!5cR
z8JAw^X0DKMj$$>^9CnN`Uc11)jFQ(lgXgE^CyI_+NMOSgcJFGrgbCv-pA)JItDu4x
zHce?D48pEw>Q|R2(_rEG%4P{TTz0MfX=KvFT#NnU9&>YL8o~j?tENs;WoGTBPD0na
zrSbddO_kfXe2;)zW}KlZ`BD3^`kp*7XNj7CqdxWEiXYe2K00`!B*(dpDc0H8NANNp
zmCVUmd%FF%#bXgSry140%VkoVT_d}kh&kwZr3%Oie%`emj$X53XBn|IQ#8<qEO}Lz
z9WBcCb`MtVlK+$=BgD*iM~AcIsZZln_}6wvaBVf|^2lxW4j;3Wh-JR`K~`$swC@ko
z++R#Z3;^O!FaAS)@W;}I<AZ9*(o&=F`b;<PM=vZFjlUrN>dW-ho2shhYKwl4b9+On
zJ@(E@;1XFv9Z^HCfTxn5@e5AmLj=j&&21>{Z=cd9Tjn+DxCh;Yi}9gnis0gp8fX*%
zw~q6X<pKA-wHZ3W9`R9CaFFEz;aVN69ANANnulE~%0=+OT>ow=bg4j5m0*^O<e|uL
zz?keVC<-+5Z*DWc)Iu{(eJ;ZJ78rj#v2Ne&H|b5$6%e+OXn;h|sQ301ep|R8p+83j
zZ0}|tIvc(43rG#SO@KRkOqeHs);wiiEdQC`-6;F5aLk%f9W}-waf1|;s(8loq`PjS
zv3^4a4pw04nt!%i6e!i&wr%?5jw%VH5=@uU%AYUwQu)njr61oeyCBO5vMU8mhUaN>
zD7-L%aFA2|uJ+{F*I%6sLVwz)%!A;+tkQiLi6b5xDm27DmYpp-dW3bX7cx~<pX`pU
zQ{89kqEDZ7e}FGu;rmrPHqL}{B<Kz?i#9fTVEhZ!=Snb!fh5SD@HinP_#U+~DK};M
z$>$GUF>1;2g}TOX6@T(MtsMy-9`*a&d&DS`@l037t@eObLKjnqVXO9`PB0~#l#g0W
zAkUM`9(J}a$3IKBZAuY?<+!;t-xB?H*jMM&Jtv+=?YpP=?QT^nX8d2!06@*bleH)q
zo`deH@+f#89x=HW_@5atVJ1*=%p=7=QH0Eqzayq;$A3w}NNNUm@%j4IP%}w&N&Ke9
z=*|M8I3%BNKO?3yy<mZ<XN`Tyvrt6^>VqU<E%<376`cLq<;6%m&#AxI_liinLTGr$
zWzHyb>-mA8vL5BIyaz{L`df*O6PQXm3ZdoCF*yQJZX*?N_9hB>v#LSiJ<8IFl;G{1
zJLDmE+)rA7tr)4$Kx`<M=kRMUAc2&7Ff!s2`mV}`Q*Q$>y@y7(6ws3y&P8DHc5uEN
zl6GB#0x1K_ZnkUWh@R(7I<#($MUu*Aaut_Xq_G+ESMyL@g)NrU3YT=hL)>fKC9%qo
zm0Y$_yjk25)OR}swW@TTp{gf0v+MOpNsgpkFSkDf5HiDXSb96Xm#&~?>%;x~HG1m-
z5)c0zNbo2xuJ&8PgomF$T8M1OEMlyx(57#jGGtm`V}a#(kxuN>bNi*C#Tann3t_64
zw`<e_Vdwd>41rSx#49_v3TCCBgOysl`nk!hY22?@`tABQS$Q*}H6#Wp1UfK#+;|ai
zXDA8ErToImsd-Oav=n0>_lcy-#5x}IF>vW=ftl+^TG%?k?V`&WD49La;&=4n!rS(N
zoU|x?a2l;-Y)zs!E=KC)(Pjweecvh#kf~GLox}ypO|-rl)?(HulR2P!!NGXg@yk4_
zUEMPp(=y*L^Kyjfs$T5qGwq62ZE5$nqU6A&hgavTza<!!TXK?x0wt0QkMU;Et9Xi!
zbk)bV3ETDT7IkPYTeTO;>Gt>|o&e$7S{g<E!}ImF_QIwavf!Cq(xh-;2~K3K{60#b
zO|rW5s>Uqq9du#7sx#HsC#d$4%Z^7;gs~nXwEvB(BcqG|us`|b?Zz<W@AZOAn_PQJ
zWfOx)p1fK2xL#bjH&>s*XXj5UgH38BT2MTWyA4TpC9&SzWAxbx_|Yo6hzS9L7v90O
znMn={mQn9^V*VsN`?=HyKl~;2EZ2im{O3~pZTczCT9PG9It1nW{{crqxW2N`G`XsR
z<$Xmj+E>(7ax*)k)@aRC`%?Of1=9M8IT&*y-e}ELH%sa%KGeV76ml@;MZD3PsrI%0
z@SxqN_k|wKhcYb_MrxV6LHt6S_Qd}9r|je|WL^fBHAn4<{qaZJ6Z_(qvygKl_Gryf
z7m5AxN^fKS_@mj#IgxiXW~dw3{{X%y`*MGLQ}$90WM9o0svmBT`{IwcNB!|fvX@}y
zMf}m4&o}Y+aYx(Y{`jNWOR#ezLo^dv$5DuX%Rx*!lq0NypRt!=bE8i*x%yUE)ZzaC
zo`RI>Q2zkWK}WHdVCP0(jCD`4X);9`yGtP20Qaw+yh*G}s7|pv<zg5E9V^}ZO>UaK
zi^Uwl8HWw&UL~%0I`+a%(Vsb6l0fNQY7$hf5z}#Uxqrcu33S<`Vn24-{0(YJdlbaP
zxeUDpb6yU1OPi~F;fjjfyR<umiJilqI@gg_Hj(R5cSWdUGC$od^sbvv(I=iT?mW2v
z0NNbZ29>GFX)u;#UVn&>=Uru&i6WQeoGPzoPHPEV=(9-Bw$UsjD$+;hFz&{+ZU_(s
z3Kd68RVeNvblnt+>*@_kW!(|1$a|8;%BzBD#z9%;-~)<d-GSbus}|*%SFKQ*^>9F{
zcNa!OfmOE=-jLEduLnuLS(ty*x&Hvrmb;4Jd=5$0rvCu1cK-m-mb>ceqwt(n{xjlw
zQ__<>(w45GhakzT_E4Gb6*1R}qK39KB`>HZJ5)%xofV89W;+jR*IrVsTUadi-@IHO
z;XajJqIej_<B{Liv78!LDl$#jsWO4oQ!u-JTxP5{IpUzmB(8a^lP#em$vNPa?V5C<
zunQB9LB&;;9gVm<DWFPrfw-J@^{XP~vlBc;l!fD~8n15?ZzFI%wE1Ty6$D^<R3<<o
z$ZUEFVz~|RLzPj2I^v_Td^XV@Jy_H)Gjebno_MFna!Z1G4%ApVjhNrf8x-Vst-C0M
zaOc!lJ!-%OlOO}ywm-EYNH&h3bf{*D=s~I6#STia4e3!@yUd}=<293Ua`)PRK%8c`
zBaB3WM{3%PIi1X^)p5}eJ!uYcMHSX@`i-KUO{N16N?{b26US`}%^||5$u+}Yc$W6!
zMi9A*Jn^^Ef};l`qt<meY;B!)gEI^&ir@pWW+$mRH0h^#T(hxeJxMvJ!RDE&jfG=O
z2Q5RMDXM;ILX#{7;+WZ`ErC%pRklE_(w!M2p{5hXIeJusW13^1m{#VS3p_!9IIe$!
z;Ct6+psM*C;<lx|%%>-@5sx0U-KVv5Cf+GHC^@E$A~!!S;C_{}tsbEmNWchbc2`6H
z00{KQ?lAmCC;TH<r=qF+aap?5`<p0Bv4(`H#ZC`A*0AutqE8U1{{VpsojfP16T}Pu
z0DX#&Z%_G=qKh$eNNb}{2I`D?NQc%>@D)1v8vOGl@F@1lsd$QO?HVYvioIRd%~?y(
zSESG2ke2dqxh~sI075yhJdy^2cZvF=5l$6jQ{ghJ9aAIC4bqowG}SXS3)Zbd_%&Em
zh<T|-kalK@IK@avBc)VVz^O!>Rov{1?uVbHFp5(2pz+p`poIbF*R4^K$V$w)3geOP
zD?=cIQOc)il@1wt{V6?(lv6OKw~`k-)Q<VCi%(H|;Jr%Nx6f@V%%j-wf0(M5a-@lj
zXNtMuVjAN1%$y60XIy)Mn&+#r4i+#1RMx7kc?@{TX9M-99zcYS<BGfCxW(6qE%%%%
zW!vZmXm8ycm5RFL#$96Q=O8}O^c+@h38^k0&bpDo&gLgSjZFkt8=IvIVp6!VsEIeX
zTG`O846=QuL7bnKvC&%U>0@8Jn(cJ^aT=n5z!<K4MC`0y`W+6P9ssU})O4(UJun4t
z+bG~yno}>rqis$H6&z|YQygNMnG@AH&J^aZHY$z502~TBjODeD8pGksk#6fF78&_P
zW`Dxjw*LU0GyYY{`24i~AR$KxpjRj@<n*t8mLbLoB#$Po6)CrK)xY6v+y4O18NVt+
z@oEA804yf`E6V=QCwfn^zolvQnRZ5g!adJYKNjNc1mBpZ{{X_=Px<zk{vy1)?6P`N
z8%Ympe_5AgFJTkZ55>jpYcJ+0r{d@RI?4Y4eG2mrvB~L9`y7=1vo6RzgilL97MS$4
zfBWcDPsN!(=h6QF@3CHM_BjV?aI}-skF3kG4`CD0PsMqU{JOvW_9;K%YTSR%ss8}J
ztIs~kB`?_|qw6#B7qE%wU+}eVds?6S?vwr&t=Ihe{{Z9l=ig<JQvH@nKC?d|`v{(a
z{{RbC>;8R*{r64(0EMY|f92GF-*v$KmO)XvG<`v(^_hpTiRqT#5wGq!7U};0ebxJa
z7~jm;F(>`>YszhI<hSKin!OggJWZc0{&g=AG5Z*HJKa;qx`l&r3Lp3tWgm)Ki6{LY
zKl|v{AAP9Je%z@7sbJ?AG}a<v>>ziC;)bMpK_C6}YBu<vs{a7bDE|O6Tx#084C0;k
zH}|LYiHq1k>yO0URQ~|WIEUhCr{Z3$e}XU8xiMnr)`McyzOz2z>>=3d{{Z1+>e&0S
zezf2CSz5>UV*P8D`wM&08y5Ga^{MwCu!m!)KN5A1NWWTW_=Bj;^3EdIdVr?6pRl*R
zA7O8LKC?dKRARavK8rk8I{Z_@LYFvouFa$JuGw+LdC!Ls+G|$MbB*|~Um9v&r<jKl
zbSAv)OKsfraMrP2DD5TzWL3^{$jvRrk!wFNC_~dJO?@`*2Ejso53N{&D~0>YMRRjA
zuKH+Hj>A&58={q2M{3s7^@2W2pOuGNu@P;fBbtil2%Lh-H&n@!a%mjM%+U~3^P10|
zS62&~nOUJ-tH7ukcQIxanAU=Gj!h_}#UX8?f{vfS$Nnd?5Bhd*{RwN(Yt6g^Fq6c$
z3J*(0Klu7rq}Np+gy6({XT=AlHz0C)($gNgfRP&~t#n=;J1)alHxS7Jx*Z@CaBCW@
z)|$ENdQpyBFsH66E87*66>bk>RCGCymNC~A&|EJ2aQNn;jP>PVRt<Z|<K7mELmP}^
z^{mT`#V+jeU1h`za)beg9Sw80w&a#pA26p<lY{aIR8vF&{Mh)%KGjw@Bo_xK3+q6Q
z(;yNkW}Rc<7>`<nHdy&KVVHd?jKm$=PARio{G6dAdekwU><chZdt<FtiMk+?K#Fi#
zhoGp^Kn~%@wOqM?f%1$g_o{wT5)+Jp+L<i9Z*q2$N&3|6URDd)s->(=IAOGqIjv|+
zN>NF{?Ml~Sdj*B5j^}=J#cPhViwdXBpP16uRXFma3Co#@MK5n^h))YX#g;POfvZ9X
znxUv_wwi2Zr;u;#i`3K_{;)KgK+A(O@SfG@w-d>EBTFlmc0Fm>))2m?hOy!~^)@kq
z<-wj5e_F~1H4`Zm)qEUgmCaJIGYVil(}~K{C<ZmnB6X#2yHUsYsWT=_X|(<^#YS`9
zsgf>ur$l%)9X>9UkeF`$>iui2(WVN3dsieEGK%Q5_Sv-8MINS8I=EyUR-LPY)rAXZ
z6{T+EFvWA#k=0Ed6hv(mdK1Scv8|;%X0;)Fis73&QZ!Q>Rk+uRqYGqJ=*?itEU!u!
zWKe>ij<keQnKGmvn6D)9ZIHFr<RD>W8-;rei^1Z&_s901BsW2R>uojBg`X`#DyzWY
z_U4eLDZuedn)MmTh_=+Rr#YsMwIDbY8X?V0&N><kaZ#2X=^7@<1f&{YIEsrraZM(R
znkh0<aKLd<J;So%lp15;a%x$8&#1!0@J(CMF9oi>XC`>_KquJnYdT3Y(yJ_u9IEP0
zRDv<<Q7ut2pF-}v16k|0(DVy4V0#`#UGTEBOR3%!{{U5Jz;WHU6>G(|lHXk0>bCJS
zLvwD7?x2+nI5l=1E^QmZ_ic89Ij>|uio_CBbDGBKq(ar4oEGOB+o9xf+LGc?jf+yx
zHyc-_KrQ5WO!)oSIM1zU-I23uD#oUZ2o2^pQ_{No1<u@8C#SGnEp@tS99NxH-GmO3
z!Egp^ptc+e!?EWTy>ItLbCn|OV*;c!k%Pu*bK04i6rBxb-JAnjZ@@K`dT@+=DJ7`x
zc{hlFn_8Ta(BiU%y8i%nx38dSFXnu8V^#jjeJj|G$n&MSmG*W1?JwEa`?aVoPo*!}
zPo*&#UO?_B@)y#ze#m_&`yuqE23OhF`?P(Xdo5~<L)=pRkoFW@Mo*AEDDnsQYg_Dx
zxS(2lPzFeVe|DG1AKk5QvL3>LXnTq-I~gJY{n}q3dRDQtJ%u2&K9pPxk0596)H7KL
zJ68AE52ZBPA4&vstEYt>DEkQXt>bEQ(v$3`(txpswjg$(Y2dzbTgzsBDnV(E)B%!~
z`xFdQgg(`+_Frm}Ejn3FBZ=QVfX-+cjpX}KVb5ylo5R|YvV*7Gg55J2tFd?=UXTL1
zWVk%#h#$_DfN|y=cBJxstGi!^J|S{3W`pZ0@%q*A@UKvgF(uv95d+m%EJYWJ>J~iA
z#qCn2opUJMmeRWVgs$&d(RAMnTf{_ddwVJQ0~`VGip8DvOSHqzVT}I(1Y8QnRpPWY
zjW+c#B(z&RHN?vs4nhuF@~-Q{I_KM=0T1sZ;nel|*CN_lpga<Ll5%Po7UI(2&u=S2
zB2wA)_N*mSogEaZw9jUWXs#4zsHQTYCm+tZ%@4%0+*n5?<Y2oFUOox>irQUP+Co2n
zvpt+()-OYQYH2)*gB4Zf1m>W5Lywj~e;SOj{_y<jE>($3<kL&kJNfKsj_ueC(zp^l
zzz%Apvlrn{6w?fnK3JNRLaEDA1ElzK7S9meH?6CG=xJV`UTyIGi+F;5IQuJq=t*9a
zU37jEgAwtc5`)DL_h}QQD~>Cn?ou6Zg5tW3J}sdL>0H&S7LajWRg{b5s-B~Y&U+d`
z*`2P4K*u%Ks0P;+!)Y=Q!n-IWEoj*5jw_KnJELlf`;7Y@{!^`EYPJl@STD}KYiCWl
zkIxG%g&ZC|{<XPt6c<*{8peiY88{tlvK2Yiq;b#OmEw6}P#Z0PJDRZwLmoyL9`&8#
zZ7TLHUvHY<W`2k|3etivDg;kO6;$Zi-Gu8Vv?7|y8G*>gdy36{3mIsipL*IoXw7Wm
znTl-~pV{|8FzllPw|cHL`P1exoD*Fw9CWGnNUnBbq!%a(Lk<BQYW!A80+|k2bNJP~
z(L$z^2PVLODh(9LAIpuL^iWM`LCko+TsClvI2ef=?-A4r<ZW-*@L2Bb)VidtdwDF)
z$!0Z{L5cDO3QZjmT&U61C%L<IGfZR)zz4NbNeZ4#PLc^0qLw^zDZb@0OokN;fDaTa
zo|NOwNDWt~gPMemr!@3x1#wSWYK$6jqysb%$M&YRDL53&^O^}4JX7MvDTk4odUQ0_
z;$p5m%HFmZMKy&G%;LA=;vw{|s#@IVtEG+GbCgr-SK(|CS$1u@A?;cbI5o>zYIRY1
z8y50bq%vd<YYyGG;MS$QfPu|$NbQNa1Mn+CBavA4&(gG_a4}fOrf5cLTvd38BCIb;
zL@|yln(<AS+VpFL#z-55bj&g;rQ~8rSxDfD6s;?U=<sgb^&A>Xy{g-rJx<~S{4R0y
zs(8(NQI|5g$!jsAtvftYsOFHIP+Ai;8S78YG@1)SW}8b<NZ@p&P~!VJs?thZy)~OA
zqdfPiCCcDi-kZs#3GYt`b4h|%JtM+eoy=Yu`y39^Lhq7}g8=(xj~i)EZ=geYAwwvX
zE=ekIMn?pD(&<*Wnof(QTpMWwGPXndl6roEwtQozYC6w`jLr&}-9rXnm~&owzqK!=
z&nMIDCDd+2N(e#so7%c9QpPwma~x}hOk%XO`v~kUgi(%qvGp{%jC=I?*B`)Zx?3Ex
zo0N`9(THU=*XcwsUTcoFKQI}t$4DO{*PBygwwc!0006DabH!rWfwWe{0N_?7GeR@P
zIMhgS)}&_Qf(ExkSsH_484t0oM?Wd7jY$6DPo+3~NFL1Lo*-mn?@8njO0&0<M%wk(
z$DYdmNc5mWJu1f90?-5=Nc5x09+hKl8)yQ#gnCis4@$9sD8^}st|A_kzEJe3_RtoP
z5P3t=k0^RojkIm11%D`dP$C|cV{f$^X#oL<dQ(gw_NyUjO5&Il{>(b!r?t~3yqHC8
z3&_W^ir>&YIX<&CNGWcomi78qsA<|ork89Zw~1HOfyw&R%2or<bkBzOQ-Jr=qznDT
z<o-3%+I&CIpvRjOld$gYe~_-ME;~}<vgd4OR6ZEdAmud6fA|!6{&k@ZrM<dsiU^}$
zMNlewTxOGy3_A~0;*p|O7*l~we4}zWG@~6<@kj>*0DwDHeL@oU&5omyR)IL_Lt&Ju
z??4_Ut)t&~l4p}UA;O^kby{e`uQky4uF-6D`EW3@s9{{}&&~lA$34#Yd??SkK*Ixy
zZ1>E%DX|c#X-+qK3YKP62XW)BdsbYxFij@to953r>536n>S$SoOJqUOMmkleP|1p;
z0Xs4cUV!<7-ldd;w+@48t8l`^^N@Y2NFnEunz)D;r6$Hku(0pVOd}ZQpTeD=N=75r
zqy%gz;8S9TTd4v@3unKjO>1Q>^r284z1z~dn@cEcVc45XcWPpCv2(%p31xcy42=oN
z{8qav<-9t|b%{qL`3Il)64z5*bbb?tx5j)*gNl%kl+zQMl#i0SS#dP93q_vi3;`9_
z-{>*gMIFRUMtX|E@QhpUI#+MvBeKdR9<-#BrpFf4(ML=eD_xzR&j}grTxOiafPE{i
zw3qiPz}K90%VEi2i8ki|l50s?TXZtp9I@)AsI;u+u31b&Z8YNS%$mA6pB`V!4xF<?
zZN6Y~R4!{5PQFb-#U@d;v4&qmUXgQW4b*IspkyPSE6*?N7sL9DgUfLQ$K}HDn)E4E
zPeYb)u`MW~j`gvKQi>>`1T><IQHlU7n(+^aQrbB!Er@woVVknmj}dDlPPZ{cz|P~0
ze-FKR`^eHcW^9sjO*D;Z!up6`9GZqqI^v$giiq(|o3a#R6X5i#S==hLgL2Ungm8OQ
z+=T6*_ZT#Q@lqaYA}KMk-+PYKz&5owbfjttkm`C7QD=%!+);5c?%jn(4rww;ru2}}
za%@aGQ`5f{7(XpZ8(<n~iJ|bWXB<~S9t3Mx7VJFA)f3@IHPcC?VOA{Jv5<1Lrx_K@
z+Fb3NbJn*axELJPHRO$`n^x_NR*Wsuu%WmZ9M+5zayhOFjUBN%7#pQ%K-GtDDZs5b
zCFEnRb2e*ZUKYh(h=R4144(Ye_}p<*avCRUf>D+FRK$WRCp;QWi6hCpb8F;lLQpUy
zTINR;-TX#`3wSO7=-973^S$fV!%a#E#&CSsEasa~dDI!JYl%gYQW5~>pn32*)Dlie
z;PXo5GQ&yvR1V(N7nn$-$uzD_nBk7NrP>WNAC{aA1*nUG+NFXsB+;UbmS6=!TNPtU
zo#WN5q(}_KBn{>C-GiRBGTTC~l0CP?!|WDb6Vp_4=AmKq13%8XO?n|Nm#RhwNYRCI
zH~PBk`o^6xwelK0s1UYx<c$9SD&Fy4uO*E0*~bz$+F<~(IKZwxN6d`e(}}?CJmga)
zk9;yOs+yP%{<IPDn(KQUy-z=YV&t!*V!Le~JgV0p3U1V-QPX*@-%3xBIIlXX=u+6}
z?AHK#R;*2fip{lMpc>MQDdw;#mX)~cPTj>u4k#_nAqefoWokrynoRmuqjD=RR3GT?
z^s0x%g)fBV0L?DiekjFy=bpv|rQ1#dmlOzQD8)F8&;<ZD6m6&Cj8FqM&;>sfVt^P$
z08{A205=q3oCPi^fWRw9M$+3<)MK{|v>sUdRUB7m;7eilsU|*^E!$8#OA8q6t>S_-
z3aT-HIIHY3X)*i3>?t#nYYU8AQsRZ_OF#$(D5JFkfDzC-;MG-Q1e+V~)yjtA5h@&Y
z?LZSL$j@%nAH7v=XV326?=4#DXak?|CYJ^LV96SiMgjCS<k$AEV|gS@2>|eG-0q+g
zz{ooGuPgB#v5!%3!<y!*tnPKtchKT*m_EqAz1FgPp%YvDrCFJePNKT|eKNx0_jTm$
z2*wa}2C{W~c>e&m0$a1RP=KJeI(t;6b*Uv5iLIf;e_m>9BZ*mk>Cut1iiI+_ITf2E
z+>Jn|7Q<9<%pFGK%~*!oN!$bn8L0qJ&cG^`C$OzMO%<fWPQ@4dwR+0ZJ6OSB3)P0W
z&jNy6nDr3aMiL+tR8KzTAR2DgcJEVp18?2Qpp?6od?v)}lLOk_zw{-p*12yDTdX>i
zhpQNm;mEG0yD0o8Eq{#onjVIvJuy(kaJ4dwjMnX%MD08g0c(=j;8#uJqC_zPSl<u8
z4B+<_(Riz9iY51|f5L2p{{VVp>7lSVu7cKM7~0({6HWmcMQ#NI172%qdoRX!VAbno
z{phUQVtQ7UvwY%`W>Pe>f$vpsts%d(Xyi~>at&A~H02l-YE3(tw5)J<R?TfOMi|9G
zUFFV~1@e5r2KBB>Qq!c<<|;ue*w=L`%1XyH;bN5(Qi|NjOlGQTSF!2#Z9If<I3A|0
zvjtMja0gRfd*W?TukQ**Nrp3lj`Y!SjoFobbtUb~%_$|A)lT&x=}{VN>Po}&kx?+G
zjs|EVqzdGEih+Sskye;gOgN;>rn-q7x$93SJu0yUO-QnF%@+j6;}q<J!KQ)@D9(84
zNKA?Hr=FCl&ouYPaZLGpaY&Iz-=&uWnrS?Wc{_m=#sR^p6P(p}!O5#p4i0IeSVj*1
zwP+UOnuP!j$*IdKjMlLsjz?s0-j%y=A!JkQT-!==Fl%Q`lr$sSv#hi#l(n(96A(pc
z!6(c)tf*UoSK@w0rEp0d(Pr(uxW_f8ZzgfgV8Z;4Yf|0#9M%#>$litiQCbkcO2>iv
zR)h~(iK9$0#YD$B!RC{8MIqvm2P5P7e9sQbNXb$Sc@QMmw0Ols_<HL<-LDqTE78I~
zbk2GX&MB<?Q#a<0wbn;4$6{%_NotdBO*}6&fod=y6m+MPOf8CK*&%qxG}e4{=}p{N
z;0*hE*8Y*<d9L=)dAcZ1JAa7KOs0}DtTfxLQgDzd$9HakS9hgo*7{sHKpIj$X$@Sq
zwuaIX6bPt;uoX22G^#cT&l{_w6=ggSaf*ER6J5+?xRs=So0#UAiYZvkOjBg}V`lUO
z(}=3tl!6^L;r$TelhF-o&QDB_&bxQ)T-SG|L$yK0a~ch<BU6q^=DUj+aG+wm%CfsX
z7%L-2-F{J85vT&H+oJ=520LP|3=R!u1Bn8V5@`=y3Xvl{O(p`W<a1g2lw{jK(zTT;
zwd8q;hp49wB!u>74UTBVNg`~O*BuQv73(K-dGB#CMk#ScF$hH^I*fBn2I7Dz*rJdL
ziZM%yF-!!b6u6>*6BJ^UQse&s*FX-27n)HVV=Q}DbKte|XO=#A7_7ez*m+hn>Jlg?
z1!Jwx4@KnPxWUN))>C~7M_!_vpPHTzBBDPln#@GYLv*BGl&7TtHBCCBQ}a}ZtpF5f
zG_BH_C<3*_1h<->cy%7NBr=ywp1s9OQSI3I90Sx)1fRv}T=$8*KmDl>pKbuSQPBSY
z6?8f8OP(`HtF20moL$l3*OqK%@+FTFDc~^gRHli%=4n?B{{S_5FNp4KZ?C+&7*p*~
zpPFOSKA!c=v5MnWST#FAY7feW5rxls<CT`jt4@^V9&1?Vv9)-j7+zTbMJ!KYUGn%!
z!LZw$j^lM-wbE@Yv*bdc`kGA{Ij)8-ouEc-L);U)&~~jD;7fGd8u40QNZZHdifFg*
zQ(`%;QrgYQ6yYCAo<$4AHZ={_mr?X2jxoWfki_6G<5Ht4j(9b4&du%!cKK61eQM(u
zC!rFTF07YCw<&P)p6FLUh^@-ahVmrUlTKCnzRuG90A(N6w5zTOC1i5cz3$J6!tE6*
z=L3qgE!CI`yA6sQWOG~lHqBJg*Z3OPq()3t&k|gT@6s@S?L(sKap{_S20~6atb=&h
zx6d<ixb&>+O(<BpP;RBodqaXNYTdyYtQcDdt!!DGkz5SwW}I9a(ziGu)@pD;tvhwf
z)T22U@sKKYA1y-|`6_h#wPs_HNNy_|#L=m?R_|Mpj%znww=>xgpLlXBYAfC|sj=sm
z+Ks-Q5R&2cso)P<px!Cd0v6u+{_ftjk>lBXt9y0F&A8VY6#KfKYtqol5lrcIe-&Kb
zp@!Xjn154T>pK&Yb58nG2%z7UErWF->C%8HPXdq)%{XJdM9+`AQ5S6TXt-Rk!#(O2
zT0ti?<0AAlgxX|IryNu~hQ(SSAG+B!3!x{cG>B@#j%oSgp~)OmmGRbsM=>;;bJm@_
z8dV#P1p#6nhX?sp-8)Ub)TI&H+q;weM};3#+w-PvNZ1m)kEKfYw+$A?m4tuu&3GS`
z0b_Um5gS+;e%s<31b^a=-!nS<a54JTT~|%9)9p9g{{U*fP6V^ttZ}!{?lpw(frb0V
ztl8=pcFDCREgyK??nCt*=p~h7b}ydQYb4e3+D+xF$dJozdD$ZYqHoOPeL1SaEuBSg
zPh%OTLNi)gQ|*wCQB=y0TAJAGnMk5~p}|?5EGDi-*cCz&2o-S{3|E~bcfp!)K5#Qy
zcF&AfED!TmoxFo1HP19|jq7&}j%!li7#J0cYU*)Y7Uv*V1v2uIC?wE2Q&{4H3@;Xw
z{{RT>=lhl7U^Xk-yjpYN%fI()#lsA6E78JyEXJS&G~fW^G}1}y#TdY@vIWo0(v*=*
zEOAZbo|F#aJC4<2$4$G`rrT{B5#7%KRVQpP1CmZF)3keWZKT_$a)6(yqULj{ZHhWi
zhV69yvPp@j>z;spD{hnuC@^ik#G;mrQV^61S^%H~BC`BLAx$%AJhOpX)raCkh#(%a
zR89M(L3_rQhX4?#71r9sFa|4`(6i+wb=HfJE6aPHk3!s0b5=aO3RGMHflogCnnX5M
z!tNYY>y9ameW~#R$0wy00%ZoGxQy*4tg8%Q9x0Lxf-yr9dYm4iAD4R|$6ji-Gg|ue
zB`y{~I6PKQ9jnx)?-X&(T1-q(DQFdB0T`sGP)2A0v{K@XQvn4oD8&F$0L2)kpily1
z6(kU~#lk|rdDsC=Ju9N{ZGgJgM65Efjo*zAL<dcEY%H|<TO}WK4E<?z^bzW8KiR48
z$d^)89jYs1w^d>6E1kQPbfD!kO<|lGR5?LS4Z)y9snVTHPL%2Zhd7p{H4MKigYQ!h
zyFd%tn0nL4N^4L9b4mtjgixmjfF$X~M>A}J*qi_jKRNo;Gog_hJmYZUlLYMUc{~@h
z*y^`7#xm~GmIJxTtCxC=x}#g^pJNL@m_BwNFd43l+Z$a#F^PQ8czj{2cE;Kpi-UI2
z4c!LdG7WPoPWzs;vC(NhT~Ni+o;XlO*&%ri#X#`M8N;J5zAJn9s3#{F&1~tWdEVAn
zyE)>ko-s{ecAjf}pp0|nFXc@8G%PY<T>UB?FERUHBb9K@+f_+E!!>T(O}m>PyC}Y|
z*19xBP89(93R2wTG%5*hH(kAoHrh-u;iW!f`}D02J+bLY(t>!cQc=+uxj8dFD?E6d
zU7X}vG=G~Z{*|#%#4{%D_{B|4D+HT+pD0{t?*nd5MLyjyz#g^G2Ug*RLG4VNOAMZ5
zK<1qq_g0baVzTw|K&r=WzCA@$fl9qiDKV)>?M;A&!LEASobZj6i}1B=Shq^UP7Q0>
zzXO`VgGTIpfNM_7<YKaI+aOk*vD!sV^&&{qj{}2KFKViXnzRoUMr@fXz2-<5sn(;r
z{{U7iqYv?;8k-&?@k-I6)UDVqA$24ldh_N?ecWcf=f|2lYQ7znf)g|!IuZKUgpfu-
z>MPM`&KjYqE;uzdaw@wF{b{QyQ-<kNb44fAv<^Dc7?$AlrtS^Wl<+B+aNAM5bt;}Q
zN=T#+QlU<I&{C|C=}pBJCB&<>l;urGvvzS(vgfrz>BTKcX`%Z=at$Y!Q014UIcGWK
zQKwO8DMAlgk}<c|qcZ|=QzkZw5YVS*n1#y(&&)u{1L=`kmRe1=tkOYcs4HD#F-0P5
z^F4>XWlX!H;;E}LFlA;|9D=0e8W@{swKcr9lgSL|$toN&u)!4Q(<@Tk>X%xOjNTNI
zL>Tk7jm$mIdTJ0BgiVVODxj(JgPN}i%XO<5_pPE!8p^HLtqP96GMv+~?@BY;hDoz$
zA!t;dwV<6dn#r(Zvj(+OC2NYRvpT803sE=C*0il;!wxf93JqVjIK^|#8^N6wn}duR
z+_pa`=DF)89A>wzPfS-k+|imNk=CPgPh5q~MIk4>D-vP&tQPR?*#7`xyl4@M_Pu=!
zx)tK}K3T<hp2pA2K*wtIFrN!CtGW!))YG<s&oqZUYplxRU}l*lyH^9PB$91j4<@UC
zSmc@n<XY1$&EBVP2p@UIewFIMLa0zU0|L082I;K#O?u<xL4`i1yL?hHoUSDlxT6%w
z5{g<eNCXtL3R(b4!|^Zrn{)pFO)GY>{6?FsQNOz4qHEnM58gDiCmu@TyBjxL3gI*f
ze|CTjn(gdzRA;Suk8{y`8xb%oQgCrm#JK~dT1bHBG+55%W{>8{=}Q>&=~GCf)|h|}
zlmje97y~Ai$I4D9N_4+=n<X5+zYh2ddK}j`*EQH`iN4-Jj@8GG2_BW%hIfsOD=RyI
z6jIS$1|kYmK&3PQ+665X02)C{MkoL@dQ#Cq365*fJP~Xm(&o7%21euQUVd@jy-P!g
zTli`P^<30V=m>{9@An^CX!&(dtvUgll{A-Yw(2((kw-%b{n!){g(jJ7*+K78F!@NJ
z0uz)5r4?S-<xkeE_n<@*{oMLf;yaKUNrqI4ZMn+h(tswUG`;Ac1`$lfN@=*D1RPR7
zP-)bJXNmz8?v_6&xlkB?5E&wwWEv!6%PSn@)*p=TE^V~7TT)ezCBY+Ya{3R7?_!=N
zy102_ei$}6_pB#cF`A1zso-i<r0PeZ>I)!lXi`gNsm8&;WjR(E&#g^p#EAjw4;8XF
znz1HZ%;2snQhjkuV;*@?nlrd?IG{jC%{L(Q>q)_Frj!gG2Nb|wPg+b4=QQI;-7`l}
z2xgD%K1Si@6fd{iAb(o5Twa5$OQ?A6_T7LH!))Pr>+_{{l@OOQxvgqWoRWQyo2}z4
z^}TF>M~rdavK$z`;Okc`?>4U2HH{|}eRV|IGW<bmVm@lG%UG7v<GpqFW;?h{EsQrx
z<uwg9T{>)$`?JWcCb{)Tms%<kG-8)3D^A*82Q|*aILBJjw4AXO&m?1GtFv<0t+<fw
z3@e?}++<f#ZMEYSk}{bj3`=0u@Vr$7h^)EoT1Y-xq-7z>Gm3`z;c-^cIIR2T{q7BQ
z;g#ld)p`{jM3FKu%8|`@AB;3+(lzPgRm4npr_k5Fo`;(AzlvILmcrisSLRc(zJ|RP
zVNKbdOhM_2jgT6!PDMmUYc`IT5)qU&GRu)h+KG^Zk=ByXm2_AX?D18SQaEn4C}3)@
za@4Lqntl3Gh8?IlprNNUgk*N7;{uzJNKAySMq;Zbn@Nz-S7F=*SlU1ozr-q6>BS^X
ztTU3hs)S+iD)MqF2@?`kG!obldQ-5+u4z?GNPbaCAm|AMt@nCU{Hcd?RxIWj!4;wv
zAE2$_PW?=r?DjE&PCaQspWe2X1@xz_x)IW!v0_z|=x12XGR`*xgIm!^_#D+_wm|B5
z>ss+c7SZcmwdpi(PNHnCBy82FE*KCwq%e-lPK`F6mCE4F)X}|RF(4e*MQJhPn&oWH
z06Vy?`%8oX4CL1=;?c5qIs}vy8=Lf~<Rhrh;wrQ=Dd=k2uw&MQC%H=QFFMj>13Qq6
zeih;~#$&jV4+U6?_tOfVwaw}t1=8=G<zF@#9ORT>Mt+smLabo*GMss~Jc!_OdV1Aq
zZgKLU{A;<@J{#(23t3Mb>Dfst->((OUFdiEbcJs%WQdOCc>L?O6NI*BG}MuvyO`wi
zYII(CA4*adI&?q1yox0sd4Q@VM?=!IYjn2KEzuVlP{-<O^)@955+LjVr{aS)CMd-%
z6bMXFN=9iqQW#M{rJw|?{c$(xGV#-z(W<(NZ_}qA>>8PDIK5224$FoLPkQt#83xf_
zVWK%n*Bz_TblI~QCcMe+dMi|PF+M=eS`v(8R%B8G-mM4sskto^yKWhzPPHEXDavTL
zi%4l*fgIFo*c90xjL~qhM(_fyj+MqZ#I5x;*<2mSO>z?d0Iz@dtE&w6F|V;0rJ{=K
zIl_tsDW)MYMFN(96BJU>KnN*lqJR}wECKFo)zL&+911#lV!W;and2Yr3iWG|w@Hk8
zAgt<aG-lhk`a)H^wB3fR^lV6{-nHZ#kXA@#izfL1t8Lz>+WfV9_-TO!q2<TDTdH>F
zY|;;UwkaTEAMTol1BYQ#wN_J!@k~X!D58K6(`m+&y#OT{r8I}1S^(gDXeGX53O>~X
z81*&5TgP;>tQ$ymeiVE4uUFOdX>KHEi3Ez>MOM-Dbo)?Q;|lTf^Kwc0*F8!qa=GeZ
za|cG7g|2iubVfZg-CTUZ25M**WRh{z)VKqs2tH;t(Q6)LpER2grcP<VU{moyphQeD
zAT*%zXgz7G$tHjtX|4++0B~_mG>7Rx9Os9$*0=F3#mtGdj0}UGpt7IoU3E~m!PE-@
zpWTtW@f=n9n5344)RU9DK6_FmOk$yuBD}9!d=dcIJu1|ZhFpr`v)vzR-I<;X3>@++
zrH0B4Urq950FXE}h2@Ubx1rp5XK6fiuAC&Botfumk^Rpy=y6)EgLS1&#ZZ{@!KiFy
zA%Hz=)$SpR;x<_nGLh+Cd9P__OupWO5tGGjh{L$6#PTrsl|3YE>GE(Zrm~lSD~!`8
z$X;uyv3#(vGFmgDXx>xarddF!BIQLZ1Dbd0bG36q89~6R+KfC06%vE%R#}XY6+MM?
zP^oDn8j!j&&mh-1<4ZX&ye)McOS#hxkEL|IGCe8>Q1Hs6WECSHg?k&LiD=K7&)y>#
zJ;f$!&ZQWSQn^4d1dW0C)m}iXS=yb@xZ;{uG~jY6PZR@0EP(YD84SO4@m4WSBlDr6
zY(|oU^{Ii#s2(tSb@ilK8Z&}8^`w~7YjVyh0HjCHIj3heLmGIdlTN09Gf0*+FU?Xn
z0+Ts3q;XEfikzAyQ9|%(U*>T|h9DRe!<K9ck<K`)7EyxPAW)GqWN=%#=cQ>vOn42}
zp_bue1TQDjpo!W^l(FMAtXheai;=pD2nL2=gNknaC<D@=Vo9y}u4bZ;rc%ePY}pdg
zipNwVn$^>r<-zQ08nL=GgtauhzB5s`6+5t1toiN~F~xC8$sG#pu(y6$z^w~Qw&3pT
zT;}F?&1l-YCppD(&0OfF`E)wVTcR<OTK4w<fz5I@*IDnATXyi?EGsFulgm90+QnSe
z*xyOVtxhBaW~jrbY7ZBi<p8+OGf}LQf`4}SUc7Xnl4=YPY8j!9R4F8BBA%hwBC5x7
zIL>O?%nmAfp6EGFV^#1Dlc)xCi|q3C-5&$;u3A5bx7u#66~ai9+pA=rjrmuqh7C$%
z1Xi%GD3K^8af}&G2qV~xQi|$lvWiv1C^eZrih9Jy=-n%>7?{g_4p~rZV<?Q$VysPP
zaS8e3IQ0XHubz5i@U8ii*u}-I#Kjc7O$1`7LQzEmkO8Jno2{iDs%lC`8B#rXq{fa@
zMql6K(Biwh1Bk_OI$+y-BKk3|&rd%nuQI0Rr4NMNfw>&jwQqW(39D#$=}<{HZ+e+J
zRdqa7gwM4CC8j@meh++9ZNcg&V2W1<2u3TDoBebBYpS|A2c>ed{{XLlt#sixW>}4o
z!AnILuG5expi-IuN+_b31p<l%AQp-!6u^=Li-^yo3iV6Y&Xo~f>MP1u?+W!O^EZc~
zWBtKd)Yxds>5pSuXm>;pwPK!?v1Hz5vi&O*QznOotI5d4QVWKwah?THBtkzf;E~a)
z&@~ji75dbQXaH`NPD8eJtB0jixZ#1I3yN|nX_1_*K7bI?8dFK$fD(#Y4FELss&Oi<
z+cKuz-Ri}}zDzFtz{syAzwth+Z>h-?cVtE%B~BX|tg6*i_d76{IpSMT=z8emy$E?V
zh2hO_`&P#<k2N@MoYulW%++y{lDavnQ*`9xBEU4cs6{+g5H?Cg=}9AYrzpaT08{nF
zah^2sQ)xhH_P7@^FU;Bdg1aMLL*v_N$B7=`s~DL;&!#IH@^OZTc3n=LO4g~d)O<eG
zE^e>px0d1LK>>ZN2M2PGuX^+v@~?&r&EgB3gSYIhgOB#oy;h11xLuDjgkfE%pEzgb
z$Td6{f5P1=2p7zcBA}2IW6g7FkF2thrdVepwJnfG6jLed!LDf~IULtXqfWOruWa9V
z42s_iE?TPR7GX)sgR#)Y`9WEpBh$t1n#Uh942rc2;Q%L*!K++J6Di~oiuNSAm67rh
zZW7e<T|QG3n-2sWS68Q8jE-xW)$PrWs`waEc&qw!{VTz(PnJixpFD1N_L7ECS4hg&
zKVfmxn%sr=0a&JUN;W5nMNX;mk?T<>TC%mQdznjP9#z{b3aU=f$G3XYy-l){>sgZU
zrFrDzt$S2u%@lCWT1SC+rB*K!Ua0Bj6ImQrQ}GhQD?b!UVLV6!k?3ob98}A5syhzG
zX*yAwaOROgo+&o-O2U9fFlmU7xu%i08j!E0HyETAE0k#YUVW+SFg<$Ihn_J^F=YCC
z($t$YKRKe930@CMap_D=ildr&;8G__dHb})BK4u)A6i5l((MJP8rW(sd8yQu7!=Wg
zP6KhkracCMl4^JmnO7YuNUe$OS`k~S08d)D!LupUNmzIU^``{IF6A8!G3P`XHNJ~;
z3*3+l)b{duGH0=@w$xB`s@EEeAGl6yI+Io^D^sRxqUQpl+RoUj7BaNqSwkH9XRUR*
zSBAA+RhP=PWJA_T1_gO?-&3`0V=P++YDoOaq!FNIW557cpxOLBw?zi}<(&5s0gC8s
zd_AS<%bROu+&_(pCZ*e;(>YHMcxF^}p7a1XB0Te5%#Mo+z@TRp3z40XjIs0;ZqrXF
ze92DcG=|-`Ap0b%2g@<tjyS0F>6_+`P&b2v#b3B}g;<^fjMo`s;uxjW=iGSn2*pI5
zi-K}Y+17Njb8&1iagu_uBAoQ@I@eWibhBXR<m@X0TC@8M-gJNJq(70UoO+cRTipn!
zJQ}pKWc93grO$qqWoJ>|vMR=)lO~_Wd91N?GuEeDl_Qf*;L&h}J+oD2vWjE#M!(9W
zTY=J@_JNQ%s*IY|G8|Lg8Ly$n$K`fk)|>r;z2;%~R>+l4r8pHeueYh(he{ocCeVMo
zKmI#W{{Udz_H-lbT^M1CaA0YyM8xRC=6|s6^TQ|SQAwoU#&P799;$O)XaLfM-P5&S
z)+N-BV-w5MLe%Z`8KgE-d1dkl8Lo!b8RJ2|85Db=uEkV_85Lv9Okj`Fu$R55vUXNE
zn3(a7m3B6*R<XCAC6EGpfz4KZHKP9jR&qTLTAo&d=!r#GQ_`z|RN;mXrB0)zA(Ll{
zjrvpaF~vmff!2mfDqSCx*DE3Y>-}q}x^I;IE0=uvul261ChW@*vKlFA4J~$@p+yu>
z0Ywy0AfpsfKmetr6rz9u)K{wML(K5(WBrQqzT&-4!;R+XF%M!YDr_`l^(1;#{W4Nf
zm(bNmk8RA0=xJ;uF<uot>l9JCrzWh&RfZ2WVmhKloP3n3aw#VN09I&2kw6k2l~U`0
znzkwnftbwzExT@vRNd;Gqx`t5lmN8aS`7dpq@|-7pbRe)I}I(PRw`eNj-tGJ_TGDY
zmRV4hKXr$HrF)j4VwcwK8yp_SxpSaNZ9dsyNtKRQcO&aqR-&pNmIoT}*Rmn_e`hLM
z%QJ>mAOIS>MNU}fy+>zimX_i*9^{UOtsvmmu#YOS$B3%x)N^A%#W-{{5kVYP7?C;4
z0Z#{th#bk9m%RWX=~<etk!`3Z`GHnZ$sOxbvNgSS!%Bl~%)mQzMLA>s6*FlqS#;wm
zNhsVrJEX;9BTpK}n~<qgP&3Hn`|({3VEA`ku+@V{Xz#rjC0r0d<MXZRBGXz9s+yIi
ztk0UPr7_8l#-+R3es5Z;zq@SJmu=D46KC9|sZ<g=RjW(4ww+y02tS=x$28UlH8*#<
zDaA`hcJbdN@d*_2M<d>?SX~(%<0GYUc6UyP0OGnWCiXR#<~S$4dQ>rqu2~;Dj>?|1
zrd9D}miUC~I(4iaI(}ERcbE3-b!8%T%H&s_C^pxx8RG`084Xm9TpXK=gXngaGiMyv
zNoM7gR}-hr$mY763Hl7zm~BxT$Z!Q&M#!pAwsBU_jMj+ck{NiL<IkmHNU}CWTR|t5
zJ-(IDxZI?AipF3gn1kHcrGuW9IV(q0&jayQz0@8dyIZz*edO+L<F#Ub@6=b(nud>M
zt3=V=TSFjWjIx49(!O-ptWKA$U0N=7#^f$@(zlwnrNXY3u+p*TtuDX^6+j2<NT+<`
z_^NJSKap^#rWMJkH%sf91hNjJG;<*4M1*siLyAK<?lDLtQ`}P;Xi?Umj0$RyPZc2?
zQyU_{J!uMKr9THW4!qE2(BvN_BMvF!?o&wlXb{xmnDd1=0-QUFj|#M|Jw}<>^c8Bz
zw6fx>gBd-AYH28p?TV;tBRSs1_>*FRQWH{y?fol4!^7H^s=;k7S;77zz#oluwxYE;
z6lEr1Pb$W_%~XQc{{UCGTYEcsC3Za#b6%^Zd@4tEmsYtgj(n*90I9D;(zHD{NP%Lq
zwvHe_x+{jRCi)|$6s@Z~x5HlvKt#CLq$fOx5cK+*^eZ0(cwz-mx=piV`|23h^TWTR
zew4+Dk-Fr4YmLpbqfUWuqiL3)eV)SFJb!i|DrpAM#{<w}s@`4CZw~0~%VW~B4c4=C
zFtDN_{_&}7r3UqExpQ%};C1%vNpB6r<LCJh{&f2r28ux>@4fwT#c3B*7{wvBx)8%_
z92|kqsj19>ah__t*B>uRq}OY>FGKaB<fyl~V&-U>#B9SS)K+}H8q+SExrb{WcP|*J
zUrAY*+zBKyb;fwA*4Od|F)_gh2Q*&$nk4?iBN|QBf%77q%?SPyIUkRDzcMA}n<R1o
zeq4<82CYSK83KkL^-oidc<g1C(RVh}loXomE4KAK_+5E&IudfMMJryB-l#IjWhK7x
zB%IO^Ya1OGG#31ytxmVz^^Jl#rQGznLgwhy2pk%bZ?n|a5;NnPaG92lP&!EOduFaj
zb}`nuRJn1Al`oi4W)?b@yZ}?<zFoZbu4G@eHLl&d98i-NDcV{{Cv4`lcA}>uxNSRB
zcw8wtu7mB8%@4_%tJsM_mmXo}Z638`V<Q#KTiuqpD<fd%y=|?+#s(M>LSWINtxLRj
zs-j$gRPjfceQK^niDXr7pc;o@2faARalxpJ%hR3JF2l1P%5mx{2jFz#rWwXgDW%gm
zIQ&H%w;slI(fJS3xu+nzW7fM_Ea07cjQSeOxbU-Jy|mfSJ6L~O=%Ma28q1j+?G<Y4
zPr9@x&4qv+$0DnLo|V{|=yO@E#G;mpViJm4C;=z}mWl)zpin7j0IyN-q0WUBd3I~l
zd?MM=BOd0WdklTuvHNqd=tgTTvlYs>p{}0gK6QLn9;F7!i36`Siz+6qyYGx2YPOwg
zBTt(sJx3L-8OY626CFSLqfCXef}J-JH`1$Hx5_DX5qC7nMo`j<NBgwErEYf0MQDSO
zS%mGMHK7^G&;!LOqJuyQL86KPPW4vsD{N9m;&=kB9+l^QHrFBZe$Nk>E+IdAu+2qD
zD65?qS`x2OMkjw1k+>lk5<2tJre2ld`X7idbp2H%S(vLFI4zKC+2EW@3~r-_P(@8D
zs-dno1uQhI-P0{oUAFN;oYQ6LTAV`@l1)6*P<*14&;uoZE*F39sWstRrR>^<r*S;4
zOEZ!ASG!1pNZC(92sOh#iKeXANj{!gh~sLV-1imDh^Fc*CVE+JDj0VuNfrJWkh+D;
zY)OA4ocnHC^y=n3DdF|e_sN2+>$htGkTN>gPg+rnj4aGC)uURooKKqMKzdV<Wh!L~
z^r1GI;%xg;qag;GMnzhYIL%i*X<TG$ko;B1rrJQyHC}*7G<k~G(VfPVap&2L@<8Ue
z{{RwOeV0-)0f5H0d_Qoj3o8&Y?@@S~IPR^LqhMW4dWptVH9lsoDZ>`|R*c86pQkm`
z*j(~Ct}fTigyDs6*h+E^Ys#0Ay+~N@ZDz<7qZ<MRbCxq?4A#^V=M>`38j-Q1o;c}Q
z*JuOe;}v}l<rQA)Ajw@cXUij&q;868p!CIgkHr4~3Ws0qt5oE1GLO*LrYeOvrruh|
zeP=DSsu?6wq#E_NM<jG-%fM6dT3#X1<<T{(i#G%XVpN{vwPu4^+Q(AVP_&yxJ2a!E
zA=qZcJ*qZ^YHleB&lKzyL>^Eaf@(p$4mqVXpnxb2QJ!NCs%cf!p0uYF-ZCkY(LZWn
z``D-FieMi#0b!@*YGi{yFsYnz%_KJR+&`5ZW!Ufl8Km?bnN`#<_pQGQ=~tSS@PgVF
zVtTOXKDE*4KMQqR;*;MGvRn1}{_*@fSEp%OHI{*Duvtb2_no?vSh~s^3)wktR?&P7
zr&yv%d;XI*p+6us*2H1Ah({c28jgyifmC9dn;7X*%I9ZV##LoK%2e!F`)Y35I@IE0
zjMq0KFqbN7<&EKH^5i_$S1Xj+7i*jzwHMpfW!hS)Troz-JXR&u*2|D{MZz(;*hM0+
z$;k$$O}n_POASUhR1J`8aU_VZ9MeG4L*7gdDznHB)}HU%AK_f~rKrr(8+$08Sq}w(
zBnle{#FJRo?R3Z*Nu(d{j;6V-A6V42tNrU|Bz9o%#A7wFrubS%xHnpit2>@Tp4HOB
zWfW`xY$zQEK}y%u*O^B`OFZlY*10bd-p8hEP^)EDagcrMt}`qr1E8!=6zF5b)(aGD
zk<6{R8yyWhXhdaZM`Lgt513Zu5{<iZIqhC=Y}%KHZ&uq=Pu-J<<x}#S?X0erRaOKZ
zJ5pVWsUE1u@i&K+L*H5;$5&e9zyxI1t2?ZavYc%ogI;5E4$HZfK)`c~nZ$J8LcYOD
zBL<uislgZ;lE6l|<Wdx0N{}uoq#V!!1YA=2OY2VCkwA%!13)2CI@6ZhcSBMnCZ$Cn
z;}jsd3PfTc?agRg>gFS`t|<Z+7$U3BYSF1|W}89Gi<Y+#&w5y5w&YM^8*yAcl-^C~
z&m7lVX?C*!xv3LH*q%ZMBLbycrD3%2Y5^+5=XNnvWtmLd)xaK<3dYemjIy3;n%psy
z=Ug9JWH<4Vw;8A}{K*&n9hZ6SKqFJ_3RfF}HC5y&*~lZ(xk>M@Y-igpH+oiuhN&FP
z4845~7b(G`ppN7q=zf)UElMGPL8?()Ln2`9#Z;O|qkP8s9+hdcHm-D@WHYDmoc1+J
zZ92+ahk`txO3RN}iEyNIQnk#CyU=k>O^cCrBDwI)M<xjhpF`5I?lgPI3Cu;*e-hS;
z>e2}g;@K5;J!3s^YgpEj+)~3XhbTc)h6Eo%DFt?GbEn)N-&@AV-9=H<>?|JLrMHMi
z!_b=9Rz?z`C8^EzqZEU$T3Xn^D58o$7|#{x{t;|xC_U@XpiRwP&xED_0Ev4qqf|_G
z(CVdK$(o^m0Gi)$>b0b&a*w4%P;w7L#YKT=&UVfGxr!c#r`ES^+anc+cM*c*fI1wC
z)U=dHibr~wyA7_T*~jkN=~N(Y1!zb!5&Bk4O@<<dE{3W$MJYU0c%LGs-Bcp1sg})8
z17uSiXEc$WrhqPkOHrZ7sVD$6lp0C^4<fwF#@-#7ub%D^#GL1#&3bJzR9Pb`%B&A!
zGn$FTO<9}a>&}GK;CPOe;p_ReD1@-QafTV*F`uWcdsHxpU`WSAP`{N@vA2YWCK4GO
zfE%~cw1~i^N)d*}xV&WXEpzk*;+ZM=fc2+}jm~8Pv^d9(1qOn6r0qayZAH#2I@x^9
zR(S{^KmmR0kMYNgu52$CO|Xz7fth3&&poRr!#*vZ((@N`%PcL+jF!z{>qncE^kJ6P
zl^<x2TZiv{6+Kh1xGbGzSd;DFfJaLU(k&$+NP~1pjU1!9VI!nV=}<;DjIP0Gq)U+Q
z4(X5(kS;;QchCQLKQOLi_m|z<abNL^^Nc@Y&0|(~%}&i%FyIapXZWBYA-FH*I@)Ar
z)aP5p=1fzUj4I9v14-Z0%7%kRDBX2u58|5y)_;WgRoy#l&+@CkB6s-sej_X?@478Y
z7Y<2g+2hCgJ`eZHjk?c7AuK+BGKXwB;?I6!AAyjL+t`H0&NnACT^MQb+E$)_1qc)T
z7|`i-jYkY>rggYJ;_W&A7l%=HVPewG+FnrV*RdhDdh)7p*J~Z-o_J5;p-P=h_=Q9h
zyn^V6LGeAn69Mz=r7z-(8pJH3H|QuIEawYk?ZeN0v@gZje=UVmom%;oYJ--Xh@tmC
z2HNT16dh7+;5|W#*az6GO1sWaD{zMnNZXmCz&eG@jWa|bp0mVuZc1!GxP2C_ObS`>
z*qi$I2xp^c$M$|0!6DH~jkFHk_tw=>Jq(=)5RC|;=~`Bs0CVH+D&eprz##f~n?7@r
z?hE?SDn}iH$JwM<gBCyEUU98YmKMyI{yp~y@39xgi~9Pv6vtSNYGhD8a_ESp19gq+
zf(JG5(v%LvXst2S-B^%)2U;M{2=6bg%U&b}kdybXwqh4{+bi-ISsyOfPf+qG?Z@A|
zt@zU1*Cv>>k?8u75BZMZI1Exk_!11dGO*1Jgyx+4r?{djHWd?jVi)?G-&u4SSiiUK
zs<M2pMLxYUNsj&lK4`CU>6xPcYi%R}D7!w>fmf3M@j$9Vr(UU552TwB5E`F4Vw(tV
z%jbmb1KjoC)|$|Ui6&o_(F*Zocf%!fwq_J%ROwFOAD~X`QG+|RXt{Ye&-0yu8h*qY
z{s#kox|KmBpFXN9c`H_@YkJljWaG8$gO=2#D3M;^y(HqZQe7<P``qjOI3vjP7X@X2
z@KR#`h-=VpNKjO>3vW0ROJOxOzK|lFTc9}XbrzSV=-WSk^;~$CMKL((ID|(tUiatF
z<t+S#_I$SxIDH*AnqsuDfal&kBvc{sbLbOB1vvEc&66H(0ocnLuPVv%wQ^<XZ=KIp
zGM5X%;<d16<qw@|x0gIIe!&M7Pu@&0-v5$lGE@cD36(>wfmU!!lQ$b#!9<Xt1^Z7S
z<AITOaLy`8?OcCBxh6?>I<Bt=@X#|?Rvgds57w14#vjB=>+>aR+vN4QIZ>R`Lj##Z
zysE)Mew;1u^6DL@4^0k?Owwrs`b4i!N~OJgXH3}UC2e=TYn+U~v^J)2_cGkf9cHNC
z9?8?U9>dIlYZh`1v3dK&8S*KRBe&tJ9#QTW#t(MWy!b5>X9gK+Q9_r?3kjt<ZFPRC
zj-MD7B%9x4sVsEXH_r21u=n(P*94hi8{+ck_INQP8U;1PNZa)2{cGS7CcYu$s6K@n
zN_R0Z+pf;D$t~`(nf*{3+G5N*_I&U6G@PU1uwsTnCp4zs{`kx?O<v=dKzB8;^{K?`
z=*}iq&)KSP!I()d_=DV;`3A}Q_ttp%DEOO(^>&IivyznTNOc;u1sKOTH>PFIIIyI4
zT?QCUx|aX@cPz0_RhSy7rs|E5enr@k!%Y_LSC<@x?9^8?N*dtK`FF*mpI%C71xyxI
z2w8tl^H-Bo<V5U;IDua}lG%rj41JtM|63B=>Tpw&->dU6MfuDynqkcH>q6<ak;vv4
zV|i7U8PO5WJyeM<T#w168rB+QSE8DYTs@2NJL-bQ=ktzyY?xj==CI{b#%?=ADNPu@
zOX{k5{HUKsZZet|)vNjYvIfBC8xke08s<HXXwt3P-q%3Jta!#|zH+%d>WSqCaK}gJ
z9?dWI+7=>J%0tV-)!)^Bozq7fo&eKBy_~f%?-6kI*%z|7@UWv39!q~)F+Fl_nyZA*
z#*K+)-<;9-PhM|iRUK(1i;BCo`kEJoNl;5FlzpQkemxu~sz|T3*wpt)c2o}2mgauL
zDI;+&VQ;0&vqv;#{kJ=2e{QUv>UCB5;(?FE#WJ*SPA9g;d(;!;Ajp4RRw_?q^tEZ$
zZ?|nfcclodgOS(8@$=Pkp4!e|yxY6}D-8e^BVArtgGnDvSKKaWgbH2mvRy=3_(*&r
z3!>PALv>$&yb>oqaY|=uiV=dnz=EtXkb7%-vz;{`DXsAu>gcm+Gv{(LW;;Y>x|l16
zvoX}N2VT<Amqe;%t><%KXkiy&=OJ3NrEf^12Hs>s>E~UmmQ`}?t)}OTw(A#>r=^(i
z^qALK-|xyQb3FBCG(C0FdrB<{H>IEoDO6PvZvz%X?8VhbD>`X}tM*t>`E!Ri=xu5a
z1Fp+Jzx`t5)?#FQ#fDa@rvZzr6UBykS~dOwd6m&OAq_591)~xdYi?AQq|lpT4t~<7
zm6o%>;w7xb0{aof^4kl#^0GZTc$Vj~k6z`JyH+8Q^R)7{25oF5!SetT^Z1{8n&bDj
zvC>kUPQil#ba2McuRd8lA0GJO+D~&Z7+5J%<@3th-BXc={wDx5@se&XL!$d(p&sG)
z9<)#ba&a9ezF+_#Q&aVejWgfbeI~Ch{_Ox-e5KnG+I;6BM*g$?O<#<Y^%sk}tUm>Z
zW>5K6ghkJ`B5mZR(O~;|FL{`y!8zwGAue7esx`VAZrC0Hcqh78TLAt;P3>~N!PK-V
z9N4#!F2kV%n9VT%ka4^bpBq<IO`t#0gGPSLqkt|i4djY(fT>IQDh!&KSq7L#n8g@;
z!PY68{W42HcUvjupIt_7Yl0TyuA68YCW6Pux!ZP&3{#3jwLCl>qQGBh&7L`M8x8(L
zcvdc1;7T&vCTfR4Lk845NOaQaHTWE2z#LmHrDzyY@RmKK?W3lV6qZhR*Ci91f6)9v
zYWFA%ip#^Axz}whOo^Q86g7_MsA2N~KLRd{ec-a%_*i-m`k%ujY}bB8pK8cIlvaJ@
z^w0DGX}tTm9@Bh2<O+zjeOQwC5y)lI$~4b3m4yR3c~XQ9Av>oU-?1<pz-JSj&r^f+
zq6qn&=#55yipQwpRqnP_d%K%%p$&MR*+7akr(U{L1?izzt~t%talWT|cbM#787Fef
zUaFG(8@}hz8cqI1*V8cYaPovD!$XasWX{vf-LzteHFv!i#!<n_Q7jZOjSdH*)as~)
zFZ57F6wdAe+}DtpiTPpPzgTQHSUgKnl@j-|BiAR}Z+az^Q@cW9QM$02wz4a6^kZFc
z#D(c#4P8WPhYKA8WRWx><I!oVl9Hb2w}yu4uh*MQq^b|_#W;mma)v$vc8abhc{sw!
zHjdHPKi6A`h?~^t>pllw4VZwEW;2gtFEn@dKajoQn@Lou(U+Gz`1V71Zk;%F>5b@^
z#9yak!V9XU-|xs8C+6GsJBZ|#i?ZRkJ0Wx$OhTxFHfu(>sHge_uYUoK!z;2x>Ay<&
zw)eRcLd{r4=g!!7gOO9~p`MDNw3kXck_^S+n&*G+17?ZO+>L1lT9SNzG<a|eYS0S%
z(f+OInQ``27wMj@?%xencf6Xwzl1$|O=1*~^A@eAT2CTX_r)MRFfS@aK?^LZmEq(v
zMdp-r+VUcFE?j#M!Fe7KZtNW64ZRSNwt}TL)@|%FB+2ALb@SmOOp9>%exs4`rfK^Z
z_xPKc(C~NiCdm%)q=0$(yy^+VXk>4qM<X7l3Q9MI3WT83{CG4gRxW>T`uzKL7x7$|
z4{g0(&B@|EbIH~%GP%9Jlq<Q6*Rf%E``o2(?IbBlJFjvwm}udsojsQ!t#rVJW(#dH
z0FJbBis>=aCI2CIY~m^)R$ivbzd%owV`qG*^j>Zh`h}s}I7?8w_9D;;oaiPw-*cf&
z+@*K(p{!w+w}$1<%%IA{tn09QOlm49xB7RC+Lz!j6TZ#X%Fo`C*V?`ISYb^ZXOD~0
zyIMN7kW%wx>pzjKGTN0GW7xf^>G&qzg~FID9+~zZI05_yJo-rd4R0@~fsqV;T?uv}
zdsDMjdM2*6k_0=|21eVAtg&<9x?VTTombbG5@$5Na_YnDn#U^E`}rjI_Xtd3A;<)~
zKyQ+IB8(V4`?87Y+0(gjE#!(o-&8H!IDHKb{8B0g3ywW<XzWAD@%yHN#W|*N0oUln
zj)0iDynakS0{TYqYg3BYe$#eP&Ju0$Q6-12wWxvKdv@6YU8C(Cj?wG}5t1+BbFXB7
zdTK;|!2&+QHUyf>2$FJMVm`)AmA)D8q$#Wbrfcn|+db$9_+`oVvESTGd=Nq<HQj+c
z0vQR7tc#7*)Rcdj0cOwWesuZq>s0B+l6<Qzo-?R#m9H}M;QIi(l2X{-y)&MlauEnj
zS6ZX;CMP$Bb=Wt$x;?`+<zR(x%t~^WLkEC;^~4w5=v}Xr&PDPOMG^(+p!F!Hik2po
z5H#g&Q*eJU=XCMfPNUW*AARR9YY9?+sXjKX3^<Wj$uY%p#gFn~nJgy_0kd9e3pio#
zNf{ZF^ijyN>LsGjiB`n=ASeeR&$2T44nY)LQjo$f&iMXV9ZLzfCw2ghqwR=3i?G@7
z2)R)<PB^enrCxv=9Y;9NQfHmZ`z;hM=CRIIR3lnwN*FWnDl1QL!opGPP!AC*H@wrh
zS1-B5{7z#vfj#e6aTBwxr3;cq^3olJz&2JNiNycC5Gh-L{<h5dM>Xv;vMPxre(FQ8
zNx9DuG_ugzLzUc~loH_KsKRTaU7lmzaQc3q*Ctejev@ut7T2_1kD-iQQ|+(7{Epg~
z+f$SxxsUa9=xZ8>O>WY_3FAL>+BG|R25my~^M$QqVLO}WZcy%n#+DX{H-4ka#X|Ny
zsGOXAyycj!n;$JUKB~#eH&og)^2o!lN^yy&AMm}e?Sn*occgY}XWn7M>)7CBdMqbA
zoexP|m9`d3?`JRVRED{7RfLn)X0JA2hrrRH*Z<9-+JY*O&m1K}+5ksX#1wUENBxD%
zVv%(ryMCfMPKfa;@{Ssyca2+{_-cU$?3U~G0k=CXA|4Wpbi*!Zx$fWIqWDr?ZF8T}
za^ovCKStKXFV_{r_k>2!<lu)qCSrgKQ({jf{BU?eSriX~GQA84*nF$}@VrIf)XfvV
zciP(KerBe-7H+z*W^u?fcW7djhw#4T3Ri>sC2XV)otZ7YeRib;c{0P6c6>fQ0}oD<
zg@v%NXGrSi=`rX5-kIQOc;(}tbdCt)?{o_O0-LUnf8g1DuPFS}g822<k!?d<Du}8l
z(3o8iY~Hj9Wy454a>{I!7v}JLdTF-M`#MovREd1d*x34H<O#ztHEYQsRCTd3+7FeA
z5d(_vhpB1jXB=v|C&7_)#X%A@jqy|{OYE);U)l%nvTv^duqGyR-M@3Xy8Z&>QsS`m
zs95@d&0pp(8|J4;=r%i2j=wK1e*+wpBcO?Fw>cM#oziyFQHAx{6Ac=h{(dsXX2AFI
zJJ+R?gzu`bIMW30BDLYXWz4A;db6iO0E&Z^`m?6;lFsLY%ZkTCV8vNFNSj~*CPReI
zqGI*K{cv%lYhS681MEd>8Lb4N(2{o?^;$@QE!_RsP?|S)>-=Vn-9t&NNGn~GE9dQg
zao~9LN8hsV=3f9;vDeyuHA5QR3E(=|k>rVc4#UD#rPjX6c%akL6WxTzgGtputka!9
zfB_rcmmIi5L&DhMOi?NQ<SHFadG1q_M+GV|Q`7G!$G9O(RQWtx11=y?)ylF`mav%1
ze5PapQuq#8M)+Hv3wO?%imnnEVh(=QSDtP8$hN(WSgZPCRf-YU1*m=%W_T*%Y}vm>
z3^LL88N&>ewpoJpk`?97tb%EcwRb&)Tx1p*@1W~?&5Um!^eWc2rBw$wc1l(_<sC}>
zTV&+wdIWWtUo0Zx2|QsrubS8glhDhAnM`Ri#`Y6qQEX_dL}<NEb<$!DNfPMu;3;HH
zoyoanVi85?q0<9YAW*&@F{JI6=@df6QCw^3#=)(*KEhTcN$z{@Z=#s74BX8#P1@U_
zsR>i{zPmPZpA{QwOj1HYR4MjCT-H(gERMFKi4=Fr^o`q=(gFOa$n9d6ZZXke!kQD9
zQ#C4jd+5$Uh4EXT1(Lp-Xl>42oI@I+@7ik^er)VH!b6>`g2YPYP@0$ft%qWs=Qb8e
zAxdR@N}KPfX)V2|%FtTDVPS1Tq-5GmL}c0yqcE7NKr8ukR<Jq^Pa>gGA3X<=Pv}OD
zpXq`ZtNkUGsJkoY_YzYFxB`o76MnzygfW|vKZ?hgXu=6GMLU#NXjQ}&fKB^XpD=F<
zMh?{m?7opy<7DHZw0uG}xlU0EYFw$kw3iy0aKTh>5|^lbE>xqlEK*xZ1m$pbEqx2Y
z#aU_K`7tu#Wb#Ix2+~YZA3&MnILWU#FivqHv_$&av6wBor|PeTehW(G-p~q8Nc)gq
z>hDuuYvu%gx)|*x9)-Da6>5xYDb#oTj(bnIt!Ba^$r86$r!{SjoVsAYxWjj%0)2RI
zz3>g4LII4fhkH{~3gq@uoLGJg+`;jT$^5~%ZkWM1TCBzRJCvAGC2(B64PmW{fYmxM
z48Y;>-4#bw#;3OiIKO?Zl()F~>Zf=nI3>Zj`*4^->(*)6%g@rw)$|OwO;SLP5??QH
zYuNIDUCxhl)Iy&adK>-ufC@XGQ!p)Qv7#cRG8Qcq2q~F?D^p#>g2RXgizm>^(f()#
z%rwqoPX*`%{zQ9QGF$-X0Q@IJE0~7-Z-7SlvWx~uHN<VHlLa_ZWJ3A#Dy}MnPD|@V
zI_HNr$g?U=1XwE*6pYZFHm<38sS@};Hl^M~d##sxmd@_=)^L|Mc(|MTByL&0m~^UW
zN_01OZjoZE5a)KlK~LTb!PNWUyQQ0<91H9CY2yMUB}p-TDmbPe!TJP5VVX=WqF1au
z8PnbPjkh;DHSA6)C9j{(%W!`@{jO2TPWDfnmOQ-_JuoZZ5ubCXdg52%Wky{weSeC=
zXE5jM%jD`sdX~Nz_<Nysg(9BTxC8H?X|`I%C5bif{V#$)>O`a7t&$Pv-w5@jI_0YB
zh(gRq^6JV~;d%gS!E^FPkUH7U*Qnedb<;d^*d7}zeVOodOWYuzpwW~QAwwG5B@v=-
z<(A+5rT&rAr|dx<CMHs@&<kpuGw*U$vH&Plt?uJ|_lnxzqbuUys*Hc;=XR8z?v9l?
z7!bmWnDh%!DI>H$3%iWx$*O-JEPeyo7>6Ea_b^tHpExt3sLSo!<G#^GZO?Z4f3%Qv
zh?X(-zsULJ?;6x-NDK~?^GP&m5thf_gZY}qRZsZOT<9i@ykE@RU~@k3l`$?wVQ%ss
z!XjDuh7XOV&4<+}P(Z7xspuH*_ls#CRf4-77Q~8*xf$YauW`<TgbtiUK6eaJ+dK`A
z)S`TG5fLeO-NqKbRWi>_5~}UE>|uo)oRPK$FeP=mACd-YSdX4c)FzUi=CYEi@zoD=
zI~O)R_sT36<se7a`J`Xc0eLqHh9IdVW!kh>rX~7fzb@WA-K4sqZs@P!KW2phR1IGC
ze57AT4y!qCWBTt-4>BE(nLN*H;mtz|_rqognQBuYv8hkRBE`|r>-d^ZSMn+}s@?o*
zhiBzogq7A@y81aWz-8mgJVG@J|8kXY1CH??DnsPhh2<uP&B<nFDlF01s+HWmSF@eR
zJ8AQk^tp919UkKw`$bhbmMh|Xje5}f@HfVOr+uJBmS`7*;w!w}e*i7uiMB1exKC}~
z$*xxx1G55>R^>=K?Q{h*gY;+fl$UB+25ZVlRow!c(5df!CYN83f%<aGpMyhvXjk{9
z46xqpRs6>u9^IQVd_A(gG_8Qt=K%)EK@p03I^+XdFr`CT)6eLf)Sinatk#(U?&=1#
zjW*SM@s1zo^y>T(gvn?+HA>G;)J+*u&j|^VcM=cbPV_}Z@$$8>tf*~xC^;=wgO>gf
z(Dt+L9C;j{eOluQU1;i7yi@yhla=Q)Wf?xYrJUj<GsaJ%fh8h-h!!#T#vfcR4P8E%
zdV-Boz}hxw(>E>!{jw=<22Bn2a~xsqNtI(23%EkP6=Dc#<zp2K79}jo?F6GyrT*!I
zrSTaElQ`!=F!CVZan%5vD4=NI)|{~{p#-U>-5^wu7mAb0u=7Qj-p(a)h-CfcU(OP&
zTs3{QcTA+VzofX+T07JC<!7ZmL2BH<eP!o*#G46YR*boQHwpb56+W&ANVqY@@6{=2
zWoQrqKx{(eL-|0dVdtrw^T*0F5E8brT*Jo1LA~E<=4s%fxm`CjW}fD?JvrjR-;}F=
zpw|gG@KExzkkhjokxpGri5h}>DPz){09Qyi!l~??eJfvxR~epZ6S)eiw<o$**z%}&
zPN>JgYd-P78uK|y9KTm(l5KKJ!g8PUPjZdQ6GI8^VKFW_?q&y{s)B|}ku3W`8lL*;
zU+wzcL+>&TyedeA<sO;v)F(Y!*FZ2IPC^#`5}i;~kpO_KC=|#+WgQFBEO_Tvl&25(
zE3npfEDFU{<SZcr=+JnJRukaV0>cc`l}9S^#40XT$d9P{enlUue-Pr3rQ4}0#s<uF
z%&+{=9MsQ^$SnMYqI?x@8Su1>cE6YRG~<bJ)!XlUNNSLxk{CRYbKc}A1FG3UCCnEj
zi+3d*Hi`@K_MNj#Q&!s6jrm_^NmUlMO49VqW7D2jm%s6YZK6$>Tl2Yb<9*myu3lG2
zbV_e$>=a&cC(TuChiRQqOC6<=J?r>e{Hlv_Mc~5%7YF+0>h4|f$>oANNR}e*@oQt?
zR}14x6~{UXjq9(Cb06MR8whD*?q7l*bpvZG&UDGNF$YgA&Oo<W!JSYHMGACJ&o_5S
z>6tfoaSDn6LrPR%gx_rRW(Q3O_$NAuJAX%*3)N}pH;=D_EWlSeIf82U$2XzVWP)Wm
z*%MQM5JU<FSjn1Kj&Rax<r=?`H?!(w^v%SijPdyiuSN#Tv3W|#)Yr8^i%+yFlj4hD
zpMdN+Sn@pVYG5U|>5mES3+ondoZ2p*AnL{L=9iB9c)Tn}x|V!5wQnx46QtAJ*w8lC
zpN{Vs20Kuvw3IB{4!>m^&JeAD-7?NUN?E^lep)?MmC?^^M6ALqALVOB-Z>oVPJ1{t
zp5w~yv?WkLL{{K~yoq08FNxmPWd5fO`aA+PBskffP3|<(-TlEjGqC#G1lVk78*MM>
zI<n>=ljeI{P~E5iuyPMwsc$^SPU}zRF#N=QW#7`%GbAgH2X_Y<D5V{176UbRQ6*2u
z#IsckPQf>yP_xQ7aca84yzZf!lAzJpOYAaL0smUz;<GtnmNvp0B))xvsQb6#NiTYc
zSmXpcq@&_l&AXWJZ)GV1Os!R(8a-!9zhI!*P-0p40nMxl1$xbJxbrhtflSK)y$;B`
z`Y`eN7eiet6}MNk{%-4B&dk41Z~?t1u4zlQ1h+HYWff;MRqR|<7bd6ZS>Y-6jz1do
zE<B)=GaGgk{F=xxq}PEFc(UWBi(#zDz%KKAt<BmX`ZJXjWG=Q}gOsp338?ft^8;8p
zb3EOxG0*;}ntMly`X_|cvW>Z7fRa=zo18P{x`Jff*YyVZt`n@HUN@14>W_S~2ne5`
zI#w67DXgfAHkR$YD`(i{O83FT2|)UmE4sdQnK(4vJ1t}zV{rSL2E=Tm5nb7KnOV&t
z+FfKBH~XT>x?sI2?Wu+Hs@j4lBv&&iO@P3s9PJi4eO)pby;vg~vX>bW;;FsbYwL#1
zztJEmSLqLRKADv1+-TB{N%?|3n#Zz4^DEnt_IWL4{LNV7c&A=7?I$Tn?>tG~+gf?D
zdHpC42(^cxs4#OBXAiP84%8!TMPP|nQuD5?5U%&_uHq^sWl{sWrpiFH(Ui@;=$vC8
ztu*MKS8O%;wlW-37f;%pU*9@1o-2UXi#=3R(OeTtnasppU+*oQZsG(XDbGU~o!5SQ
zpJ5(ji%e(ggQfnyOfJEw0tAt#$j+~#;8-vti^V~P=U0G<o`WTZXVz9AZ=F~m%)SCB
z!24CI!M9)iW!Jh=oLs2Kj!avV1C5aW=Y*)_bWd)89)820(avt4FE`ZbuV}lR-V#i=
zP=EH+A<<q=oJJ?cE@RG@6+AO={`u6@QO20$#C{_xPdmNe*f=;2b%M1o9(d#UegC<&
zOF+|j&;NtHVJoFzzY*?e`N=as6ID~fUZ*m1YP-(K&=g%>J4(b|kZ!d5$}WZch9_b6
zi#JtPbv8daOOBh9vAF6BJ#!q|;F&m&JBwpN@0P{OG;5ZRf!wK`I$v^P4V)bC6~$3S
zwU{Vvxdv(qB}7O0EQPeuY5xD^Qz?K)Bt3B&zzM<P0f^^t7UdA4GwKXNzd{|Sfa-RQ
z<W`CX@d&bMA}P+?Lsi5998mB4MJVK*Kp^**Y2JM!NhFJ#@*m-0L+RB>>6@Q$p{)~4
z&-kV^jY*gZeO^96#tgR*ZOTk*O;j&2^QIG%{;L8ESaGqY`O?^{v@>Ja7Lf*PqhL<9
z53bg*yWYG_ec6ck%iVeQ2fDy*U3(Q@wA@aE{Nv!~6HV9YKF$8R5=Q%Cf2FuPDQ8-H
zthC39AuAC@PT5p!iC*@y8t;B^zVXf#gQg-!Z&*B9KE0>-qZ;o{Ex(qOlF-}CuSWQ#
zk1C$kaN0{(8)pyLUw8m3sj9L8m9hV*`{N${zxl$4@Z~|15kl_bAqAfLc6h%?b$XhX
z2jvg^^Le=W3&{q;fPf3$rGh9dntL@!3rnNBX0NQYoiDi3kx1bN_jzjX=cd52iS`;L
z7b4z@Rgko;>nF7p;EvF9rS*Cy>5u6;XFm|kzJRz=_)2IFR&$#uxV!NQNT-<(DW~sP
zeM9f4exs&BqO=istTN}4L)B@@IXLVRnHs7G@+0qZDjRl(w>UUc(&>+r0C31>XhhcT
zN7GjA-R95$Bq|S<c(UZ}D5<wG-v|A#lk5z$%IQw&FILqjD}3OCMn2)KOBK-efQc9A
zZ4>^|ZO*r%5niT?;4+&c@;8Ncyt+ghYGebeD|L(RvG#f1h9{pk2sYQrlG|LCX;W0l
zNKG8+ok*_?@lzuX{#J~1&hNL|q;q{uQ&OdhU#LLX@0%oVuSeUz62>3V^ObsOqh}3f
zU!PEqNEy)8fjW+qJ2skWY6*K#-L;nk_L1`V&&gHUtIUu14=D!7qS~ycg9(8#&K=)V
z^cGm^S}vJcCRuP+TJQG--rBRKfF>kcUQn~Krr(s<S&NZx0^wo!cvLyMgZ3EYM!w;*
zCHBr<)#|%7av}#GQ$QSvVX~z@OuO?MLCp7V8d_%RdlZRtm}@Ds$oAGC=r}yyAX0L{
zT?VD-VO>%X%Dv%T<yEQv{IaT*h|kHGQfwz}rsUMb5Nh`+j|($#rz~!)y%sq@`A#BN
zKMg0%I<E}g@uetyH<EH1FU4E!<!2qZe!j}`5Lv`K{aEe(Ik^Iy(3Ko6K7XX{G)71n
zOqO#V07BUm!F2XHkXT3b1_WmoGCPlpVrvc!7xhHp?q}yYqOSz5>~(4aJ8kJcF3c6)
zJ7r!dZ)n{`s?fG;2K8ng8^nQTgMWOJPV>7iAfc;lXSV?9do}zCjbC_nsM(OJG(fC=
zW%@m`bh1-$ad6y|DrEUeWgW{j%5htw#BG+L`p}4EoIaZFA&{%7Klaki@480FEBo?@
zS-r~W&PH#b-+&s#WKZuup%bM*6Q-dmxH8gg5dAK^n4?dx(1=xgfn41cjhcM_Aq#uE
z-aI$BET+<v<6cvOf4_6i;PZgTsOMrkXQtlwv7+Qqlbo;_)a`Cu(-;E*oP<1N)3}N}
zWSN9QAUUCF!ZW$j5}{}R#S-1h=FrNf`3AHofgyUIKapip6eFRmhdMNlm_nKRxk?=9
zDy)~g*d5jAzf=ma4wi)bR+$?^_=bg7em2*Y$j!O2)C%Xmb5YF;Ejdzsp4btI*SSd4
zbiqE^lezu(7$YI0)Z>Y1!LDKUJ%Og2Rii;>Hj>qPydMsVf%fY{9~d%xFJ6J#?``zr
zf;tz-E;LKI?P@gK!W^WI{7Nk4*c(-;*Yhe1obHI-zIsn8eSqJ%h&;S4)S+V>{0gb>
zzBJQ3jq0N9+u&~rC1?8>s38(^tG${LuJ@kpUF@kPcSgd1h|W-ItLc(NtzV4uYn#@C
z7GYe1Gq0HWeC=d%OO@Cb3->4C7ITU727}glNjqP%SyzztFPXDln}?-(?VjJwoc@)c
zZ^&yBf_8~Hp7dH=wzKa6?2<v`6C6i@Ui{CYcN|e=$l>ay^Rx?k8KCbYv+vlWOsPT)
zk2U8VzwXw2VU&~JNB$2v<bS!=%*ooF9hi%gZaH@#H3*6)E?XHMuW3IKeKBh%^Q9iS
z`c`<*r23@c5eQY0fGde%;Br!u7=l)-&~pA7Hx^aNu-Th_Ve^c$g497ueHQ*(OCnr3
zZCFCX$;6Ss(9WrYMhJ8b8sKPF`Q1|)N0uPnY{$t%z%9kk46tr?+14B2cCnDtFo{%H
zYy#CEXnLeqEw&8P;dRi`;SD!;$2Q~cH~z>nB+$<gsCPGkrSerkALmD}`$c|YP}jb`
z=;eCst8tor?<%6C;kOibQ?SJI>@Dlem@g9Kvp_e0C&2nzcc+|Z@JDM-%3`Tt$%Ty!
z|DjRns37N7xPiDkY`T1+1zF-sk?BfV>LB^`hA~T9(8yKWyTmD?DutI50o913#TQQ*
zFp7+bCnM6ZR(NUiB*p3KodltVt?er;92q+|PNpB|w#@Eu#8$g0yDo%WMehoztY+Q`
zPc@#QK<2D@&}&vQ>~_x5=f(}{LN*9af=b;_#z9-+i+4hM3gcsNNOpYMi#)%Q;Q{XW
z;dp~7=velCdZQhRth#*#G%kAg<t;X$^qRe#dXTL!bVgu--AseqYm!@$l3agXta6kS
zgH^%c`g`Z<_a!<EctH`W9+$!{SxZhm%8R8`3`}e+s4^bpuI?Zd3&}#f3~G!3De}?I
z!PBTn)DeH@RPe3ywFkFib=wNCO4t+O@{WKBrNPu@E_UZ>4AXhr*$(SM9(64COyUWk
zaVGJ&7((EZG1Y*7C%*n4pp&~ytCc(RLd)<UV1qm}Zk_u{^2MP6G%5{cD<k>Kb?Zn~
zRJn$&(50bC$nqwWA0+H$CTcG-=bNtjigh7#+dh%b9c;2J&P1qxURNen89x+wDt8NE
zW#mLORV5{4Cv!6D#*?}&<cmi0Jt}vvgkFA`xLN(Iq9cpmd1a7>XtfSlvhc4kSyS@G
zpk?S^dR30a3(N`M6mAm4Tcz54u0hU?_c@2=`wu)p4ffbMv}MHX3smflJ$4%Hy7ap;
z6o4w+0P4;`3Mf&zR7G|)I9f3oAdmx%*ceMvNfoKT4i6<MFALQtouALQyG2Clp(A45
zbpmr9z_V+ArZF-~WrQlx%KTqr0R)9^j#ac_;yRXQEi0^;OGXH-OrKx94@>l}LGBYi
z#;n9{VJ}Cd^U_F_5*-A0mOs~B_Q*)=xAt4enWycXkSeo4QK+9-C-jIg;yq1q5+3#G
zXJsB-XUl;|!uI$D+wbLH_$2kp9o&@JGlq>ldfO0K!%fsnA^XucxVGT7=tn3T>0B&R
zd?VWW;|q@s(JqwpA``_F`8j;Naoih(|L(=0Z`?nC_8sFrsrVgq(j@lkbElwdT>k4I
zy<&<O(jU8wX^<>!hWWrkMG2Y@s=iz`8B|XsDl4YJ>*QXhFfgA`72TyEQ3m6kBG+NL
zOoaZYOiqLy{m(kj;V5oa@U-6V>Up1vs6&I_kwQ>lem}<x7kDolSqTSyCG}0Ku5Bx0
zoV}SJ;#tF=Z}+nSxa^ZKe{wSTc+%tC<r1g+4=VQ5cL~Wu<co*=(M1NwNvaa5JF{)(
zYSgTB_Qhsg>Q`p+CgtXe62lfipLd>u*gT>T>_+C0Y6}vWPY*|(X(%&N-lr^ta}7+A
z>;HcLU2kW`;KuWG`8$4$q=^q;4l5($xa0|1PSYo{#qhSv@i?BUNX9TCLA^YM{j*n0
zOU1u8dv`eVb~w&GC%HpDVE+`%4_LgDvxl9qqxv2WPatkx&*6~fRw<kJqYd>2EbA$Y
zsg+o3ejxp=Iak)V&xe)&aD!Egpc#x@#^MD(sY3rkE^7)sDNLG~D$Y?cQr2W*%q3Y#
zmI_hbxS(2nmUG491i0gX6n>k5+M?G0H$y3+_ekstq=_=9Z)78Wzt@eRRr!xh<82zn
z808crO_*kZeaiov_@Z(#?}guY@~_&Pzv6>))eM%y)_zSzG=5zS3GRtgdLo(AQnR0G
zfLGdBRhfjmFwS=THA)wx)NGxtEh{<Jx+~r7fN@V^^woR5<Lka;-t#$$A%VY){{Ypf
z?#AoMDYx$Pmrvw#_+#-AmBFimPeO>j1VgfafF43EDY+}b<X|kw>9arTKhDVw{jhr+
zTps(5sr~_IPKw|2_r_S_o*JOHxCs4~0c=c>I(!KWPAtwVbAQXAxk=1}J9^~u4-oVZ
z@NoV65xf5H*o}<g#0Q-3oqW>Q{rR@<&&#S?A~SwxKmBbIe(THpq?}Y6eoFS(!k2WG
z^q0%~JZ|RL+f^!t@x12Di~^)adI&O=4!XFUV$2mEQ*Q5waW^o1fYm^78{Jj6#+naK
zd^Yb;P8Yn@*+*fi94s0?wHGN@`oA`4+Ue0A#VR}?G!d*PSHwS*C8OJ|35h&{mr(Md
zKyXwjDm0t%8E2uQSgvxQcU5KcbD`zZ?iS>V5lMEx%gua;5)%>r1H9o2-qa25edGNP
zAoDzUQ%~y;OTR;s{qaA5iz2Yy0EY8e7d!~kg3H-zp^#}^OOP#;I0pHtPqersk?}WG
zDUAh8oJxjKC^*vD5pG^~@B<v#8&G-hpmUH}6${#~-0^b^KHEaoJx7>;qzGO;t>B%U
z3U$y&$`3Qn$8(GRVUP_{T@H#<%PX^5k(#viv(N?SCOr{xS^QSIG0S?6eQSUMcR@13
zPd6BUKQF7v59+?W&QB`T3=A7<8$*e6q^cOwb%MlDKb_1r&7#(0o9MpGVEbPDU!2Fl
zS9@BdW~d@a;%#G2)$126o+x&1gpHBR<$my4;ge9`wwW`^5>tq}p`}NsmOt;hcBkfq
z0xPu6^2ZnctVd68t@gsVB@J8t-gf^`Mcutm`#KL_@NrSXvDtP<D!Om}@IOGDN6Qo6
ze08lk)gpc6S~}`;WV~Vs2ksogDL)JSXljfx`8+bo%AG$YJhuu#3WQ6ClJRV2eh(J^
zK|2^QMu!s_1Pex%cW;X>sBajo+7KT$H+Z~B%l-4SxeSp@B$bXd{p|p3-3er%{09hG
zqIwco5|HgQO}JImD)Y-W>9)pt;vd4}q9rn+SD6;dOl6u2L;L<h-Q|Un%w<nPG5p}{
zX5CJt%J<i^<4ahDFpsrW#yo0`>!Ez)a(&?YB5t$&m+o3sdFHVDJnqm;VZ8gC>)_++
zA<o3de}J&^r_?;}BZ9y$3isN3Lc-*0M>6#;BHOMdjOQe}r;=|7dlQ8z7<I{`8a7`1
z12DeV5-|JmB%Oa%-f$F0cGAEo)3+(~*ghx)Luo}T9>w$6Ukh{4eL#{!>|1|`3cR>M
zteH(lN9J~mLtmE}n@xJ^p7WL%Hkccy(udRR-r!@;eIH`|+#l?fVjknzu%XJ;)R!lC
z<!MSBz0GI#+{E`Qw;>|d?iG(w#4p@qP)@+S;=RzsO<|Ta7A=(NhB;>%-37T5(gIca
z@p_?<%nv<;`S}O1G1pgSgqXHF3^3`~RY4Im+c<7{Tl{P5wy4MMS$u$QjH{En2{8~Z
zVReWqdPr~1LZ**D=(ijH(LIKoXnym2`MRs3-zU7T+N%M%hzXj_4H+@fls+-}qzdt8
zAupv;WC=CcPU44Q+Qt#ej!e9Juzm$S^yOxEH(EmVrD59$e<_pG+u-Axzv4L4-SECC
z3^kiuDX{y7%(IiUFOr0XCNygacx$YB1T59~NhpUs!w?!6xgGFltB7io^$hbL`0yr5
zXv`BDL2-Djnou~SRcy32sPL}Drmaf#@dZMq|6YZ=Dy)~>JmN`MX89#!AK0y}M|F#y
z?;wIP&SC9QYEFcosNk>D+(4Dg8kum_>(=ia9r*boei`x!Dw+2>Q5Ncpq`UD=XL&s5
zA8Gn&Z8Q>&xTl1P0c*>|>$wMCp^1W@BtmwIAh}Loo6m)=6x+UYUYE)cozm^f9BL#R
z{bu6~rZ&g;2avt{2bf7(>Rd{G6gb~qc@yJWl0qe-o-4De@RxhB!f=w%&PNLBy}q^}
zC*+i$sb>;r{tVl!2V*1N))}dBE%FZ5rGb5@8+f#H)@cVp&(ERRf8QBk!pt;uj`UQs
zf%+MZdCrwB6n(bKAs(zd>ojt4C9<P4NZs(u(CK95aFb4x4Q$`qOPUNsDvsJW6yvFF
ztX)fVGZYNR@EB&8i*$XAxc59WeGG8<^$DHgv7*=SJvblD>aFxb1x##@{kztV(>*TF
z+XoDzD<@I#$7*i)Pv<B4Bj4AO2bW9TDBHM?xM*Ltgg!BAkW)aH=qRvVY!erfVgV%?
z-AV)JIc<7neysGekTZOE|B0y~@S>>v8iT4Pne1{NZ*pZFvt+N(nGVl%UZQ+m4l}D*
znBho!9)NN#+C$_Jm{|yw!i*$YAyPtsXTW+1sr-gDI(Jz19|}$*24PH^>p#a{S$K6@
zODvw-A8--&93Bv;j^qASA>+2OhhpLIwl1#*YKiJ)vHIJmftvDwBUA#XIubBpuHELR
z7j>->VmR0Z`Mo~;*W?Awz91%*S~fj;Y)(Z)!RF=d#M9+|3i<jS-)dhoT78R5q$=a5
zD%~&~8Q>aC;Gnd1$v;2`%wt)zE90`<<C1&dh8XwoOY=dT>Vy7degQ-uwbUzX{n^zW
z!Tj-CzYN6jL|&YGi&Lxf=+hp+fzI}b+|c;sm~mNQIreu&+wSRvVJ2nN<nmYd0qjZl
zmr=sKb$1$gynDSA+v0TQgsM%==2!TWVeOurlX@`HVzh!HHJFe;?|;`k(qonr?k&61
z_{QvsA0i(s3X`=?gHj{&+hK3Ndn8YJk``W8C${WqG|jVFbfcq8VYYJu{{ZV`E{XpD
zgmmL?Q4ldY)JSN9#T%p-;SubUsvvrY#a;J>r?g-8!1{@~j3(?2t+qa-IrAR?OKA}-
zdd@f*wJEnuGX#ze_6e;}ewwfr$>n^)xQD;Lb?!^-&O&w$jlKBrN1Y)%n9FTmYQQqa
zq<%(`(V_F2%v1d>sD)>CR2=qMrS*uLzPeWBr;ND6@*CxUfEqXw<VDFPije@4bB}L|
z;;9`{NEl2tu{b!R>2{I+Ho~yqCcl2z?cll55JCC(`?O{E(*>e(s;-UF^PN%s5oD()
zf2XRO_dfVDsukeF_ClONOTLu{i}D|_q`OLrgKr{B;Ko|+umvyE^#rgE&tA_FhquW(
z4o|Z{_qN3<$y3{*!S-I>udE#SvYEWx0#vS&Lxzv#ymb8288ycCN$8(hDJ`7P*E~a~
zyWV%}#>h%pEnY=U;b$f#sn_Joi61F#HI3Htb>_FXjsY?;PY=~#Z|Z-5^w#o;d7CGb
zphicU)TLe@eAKog5Ihv=^>my+SoX*Ef0u$C-^uJ13YlS-DD<wlJ)yeuBn8V7?(Jp7
ziI7xJf*RtTf#Ev)a`tMd6?i}YA3!paaC=>{Ml!Wrrdj#UxH!-g&n-?X7b}Z?Fx&zC
zZ8SM9y`o=Bf(uJaS8u)ZQu$FHQ^uHO`NFO_TWj*|&xY{Dh}G{zs)_cIF~ZKPIoD<Q
zp8Cv~5qc33Hl^xy&$)CX=41spdMfJ+$fBvQEAgqN9MO{Lc(Dvfl06Ncrjj%bQK9o_
zYWj-a)$|i^2->0MdgyE@ff`7kl$D$~TP}m#0DbGbxV9~5wwyNBw><AB5hBIPMtzcB
zT~zue@ga<;TF-XA=O@IIXb`0(m1SWsi_wV_Z<abvNC73HVy#W%wezzb8132pBGX8;
zKAPUH3qWdaIQe9<mX3x<oNO0wDGNN#mHwf=BJH)AB9oBSt^<2DafhCzq}~9XHo81e
zv-+pg(nq!`#anOr0E3hP5`SGAWUbEm*UT`o*KbQsg>9ypzABrB>r2lfkSnW2y!`sW
zqWL2NuorTvRDPwpJ%@5Y!F${#*1pYQ=B(zGgJ7L`4_GyHLAuyEIF@E;K^WgVA`wkk
z)-Pz+!`=rmwfzUFgkiHbM;<LS0i0Gc)(7l25;a(bUsZdSeY>+gm}2?KNgU3L+Ak$U
z6@!-PwLYDl)HIE-M1=LOXC@uCIaSoKe0xHLU>DijlI2$mIHx*L)YH{jlD*C4hKWZ-
zDD@-vZR-8{m%w8W+Tme3SR*f(-tpF5Lb^$~NGxTG+j>*r;25mD6@z(9li%Bc;f8?Q
zf>-jnSdL!=YWlpvJ-o=j;l9@!IR6{=gW~vJKg<14%YY$u#GCbwQ?bOjc0E#g+n{hR
zDS(Mw(t{XS_k{rDK}$^!k9XJq5%C82S+gkP1S&EA1>Z`xbPWq68oro)`%RXHwtU@a
z@Er8tP!2Wx2XG=QItqDnT8fhHzD4RgPh-_VRCg+)IR`a4P&2s5qI%{AbbWq}#HjQh
zAz;i$sQ5KOAOv;n2KQN4`bQ=3%~(;~!9?{m_H#RDMg=CfH3_&7S4vmP95HJFGfBs~
zk8{d7igX30ucaWRL)AKv;WH3*LN#51g#$wq!}hVRdf8(3KHbbH<(p(Fh=3F{KhtqT
zLt3`Yi|?ka@=dii5!5dfs!4%<nHZou28$BvL52>f3|**bi28O34Rh2H3q@txp=a;I
ze9#r-m~_n@%kA>xIln80Gs7TRflkc(*C?lKR#P#9f0?Ctx0G@K$gQlkhSY-e#1#Sm
z`fB7@G32cO_=xjkztn&`zuza{fDVQ_LvKVf$!ur2#5|!}c$bw(k)bV3p>)ZSCRdv_
zy@WZ_DHmn8+?oNobORqN!2+)Ehm`L#wi5KmP}Mb9bQ4vVqT5)Y&r?x#uPfc923?W(
zw{pe21$&8kH*tfv@A2IX;j@toIP57Z_EVWvVgu+r3mUJecFNS?iLYaVI7Du!+Qdr#
zfXJd`Mo{QN`C^z>(;REZ4>+_(FV6_fs;@U##)Xk&P*Yp1?P+>*i*m`rW?0!l^G$DA
z3Eq;AnabNIrb{kPEc6a*QXq3)%x05h+%j<@zT-_N2Iv{l(jW4ZJPScm@PnuUrKJA=
zO*#TS0Ggm}IP$=z>(z>5E9J*;aDwnfB(A8}1Qr|1-UKB+#dr^DUf7e{T~Karm%@@=
zq-4E<8{kti{H5&DO95S%$7l236hM;iuoH(j?pI4?=Z1$;43sin6&4&OtZ8HWv)-^L
z*GR?i$ldzmZab3T7FF}+yZt526B^4oPbC`QlIQvdxHX%3!jPRgoqB92c&$C4N}Al;
zXfs{QnDBZrLYl5~MOs1Da592!G3ObdpnlQ$!uAv14C-8$Nv*?)px`pWG9ue@H;>%@
zt0OF15(?XAIv<$CR)nrNin=953GvncOtg5XO}|srI==&MG9-1%Y5vmDgEawJIdth1
z+=b_2LRYbKuqDHdK|KXTT=<T?98{G(7m7Xa(~FyEDQ7c;bkIcJl%ht7IlA`h+E|}u
ziQFV~Z!{PBfJ(tpHQG4o>{$W~bPGQ%v&64VirB78FHv!sHYMo04>er9y@V#0L!}Y`
zoz~G{2f%gNvz|&rGE0yf_YaIv72n%RLkplE{-KIea2hwm^)`wxA<K}ug$1zxn-<5>
z0G;hA18|UJ--;CfaxwNJbC;#=oj~r4FC2LTz!YV|0zHa`W!ji>{3^q4P#t$rgEn?x
zzfpyfw3DW}Ttz7))KFPDL*HjM5`ksGo2snuGt;Pz^`19(Zy}`7r2y~ALg*w%_j`#@
zzX2zxu99cAh(&06bR1E<st=n3g3+7jRx(_)zNE6DGc9Y8%ok!wvSBbA{;lY@tc7}%
z0+FgA*v>GW2`yZ;=8|XUTE-&tnWd=1%c_cgDYw!J;B&Pit3RDyGRLYqfm1dM6Z4n-
z8DEFDHB|*t$SAgJM1;G>_O471XLw&sew$faC^1wr@*06d14l=0kr=Sd45M1mMl687
z$zM~^CTmjNXOphIrS#ji!)KEcZAv9R?^?W5coe3*r3v;jFrGn)mr<^&R=VDwTfxte
z25Q{X26A;o^Dbl}f+Svx$T<z+3NrgVGF=fY*0~EXK88UOR9g($I=)#CSFm0{HfOlJ
z%wk+V(H^t>Uj4UmF_uIFYf}75&6?0Nqum5s47-cV#IonY=<2ZW>T>b3MxGT<IPwpo
zz{!EJ&peL(GwttSV8l<rjn-_6rGHgj_nn3|oZ2Hu!Mql=8<=<ajkBlx$b5nF!1CYg
zt`XDuIbcW-?}36Y0+6+4t>>MFVzEJbk%8M`Xk4jiJvFH6tF4CDa>At|36iLtV5QiD
zUZn}O-{0lOiYjK>Kq)t|YB8_9>&o=oH=&m_Gx0O$(h3Ul0^JQ6v*C!cg6ho%(L0To
z&B3R$b>lC}-joU*jvSgGmQg!m4JU`8wNgvIxUhc!FI^AFR(#r59#hn=QRWv>-|3t_
z$*>wCY@O?a839lUd|gxO^~v*&+rCeE1zSHmfZ)KnQy_w%?9jOWw?3)NLc(bKm=mCN
zr*_C0aA*{NKqkrk47HiExkQ5dp8vNq;yO`mMLiFI6BS+$&h76RsINgEMgGG$B_3_(
ze^&N6q`-imW#$KCj|^9?SNYI6YzdF^H+qObR5sPmqEZt~#$Ik&G_?T$*hJAhtkh8U
z1Pn8s#?X^3n|+}Q2Y3s|(IQJ5WS@`z#%^$ZPY`%44}wpnPfa+(u{Da!vd-4|XPJXR
zCO0u9Mll~+K6=Z`fJ}6s?aLJlp#ib5Vo)xNSZy>#4wUZ)0Ff)e<Ci7I&LQLjBLOGh
z%P>H5k?6Kr#X_mz=WY9`G%g$kIN_QT%9;geaqos;NfqpevgB*?Mo3d#Lj;;4RVi5y
z7BwoK-vr<kq9`8&tAWwwuY0d2=A+<fYIABRIy6~7EfTkM6-W_63&av*6Jz6h&I>te
zya6V%0hnvJ<YdW?6!16|Um`8Zic*B^LogJn5$Q!eoW(*D^O4B!3L_;Gd~iWo;t6Vm
z&NRli0vZ=FZFH0sZ+4ajlfQx;X<T4Gz()#$KsDwG0#(wUL6Z!1>(ePpjcaHS`bc!3
z8zOu_I)n_*RGagA;WO9qnceV}67&+i3B8`$TRSO5Mmq~&GesUniY1t$@=#Nxn4asW
zvB)fj@UPSxavc|bs=$>sZcyfxEM3(D8Sh&8BQmB?wm5<@&6^M#B0Y7Yx#bzI8tWx@
z4<3XU7cI%%x*sYp4^U!Y{1FTG2``I3HrZJV(1~$BRO~tU2WT+()0n?p{HJLK-|Yi<
zpzgY8%hN`kdK;=YC-c1~$r7|uf|^H5-QMobT|AO|a9b9iF4m@(HHnT|0C}<WKHHQ6
z%dynz@I+?OnTz0xKt&}*fS_2h8=_8V91cho;Z)c!94Thi#@xG5{aW}+C`$-U`ayJ_
zTF7=9^Uomy_<0}hDf_}d_5Fn0gcRBYAKM_Lmk$C$O$r5Aq3CU5C;D7sL#RWg3X!J^
zhjEGvEhLqXhXXYUTZd4?_;t{fIM6~JSO53F5aO;mz{`m>Xq|(Sv!GM_2if5VqB`FC
z$?Q@29SEQb$}XwXU|r}_W=S)IIyvKm@xgV(>|yi0^Xv1!Fvh^RhzvwVnI%0Of;cVV
zktN0BS0@D0WD>2aHENd$ojX1c<?I#rBWE(5#+2tud?zs<0uCwKQhKfvswK1nP(XF?
zrpWfd71R^~Y-EiE_K5_{iLg{2T0vP7>sZ}yoZmQF$zgDGc;j<W9ct-u7V6*{oC3N5
z4bTCpCuw3pvqn?Jz{WvSz1+qq$r(4nU16h5>_*#9%t%SPId!}VwpUqNjw<Ej_A#+;
z>3Ls>jY9?@Kck|sN>YTaXbR%EW?zvrsnC=VCaL3Up`H>g?BX&!Ss<ZG6X`WlCxi{8
zW1ZQ=2H+uU)IsBy0|6l%Xm~L6|Gp&=n8+*&ao(s+ksc}wFxKWEYy4k&{(mWYcg=!n
zjAsZEc<LN*4jtP#!9m!;j+O(xc~nF%H`TcSZ^Mki%xGC@6i~f4v$ycSw+6+vc&o`u
zmSxE!yqOVP+L@*JvV{1dTIi`n5C~wGZtgI8F<+J{)fxuUMLqgtI?q9<PDJ$oYwKO$
zq1>Xs@n?oXE{O)Abk|HpE+Z;5CHLFRAexj*VP-l=jxdrDsRogIBbf%{mZ(NixujI5
zQjDQeA$5q73Q5v=*Q0aZ-|zqVzaJkw&)(0opS|~5d+oK>{;s{b#&C*+L~!;-sswrK
zK+G?DJvYqMg=733iJg(|fewBd9Ni608z`i@F)Hc#n3IC?YR_og_NkRiSe38R=)Sv+
z<U{k;#@FkJ`b2Qc(6ks%au9^rRvADpaw`DesTWlH;6B~&hK{JYV?1_Pu{JNH;r$F{
zl5fM$IKN6Q=ep*-wGZuiz6_#FsY9u@N3kDSJ*QX=TT^<XSo%e=Zc*PhHj+sacWJVj
z8R@Da#jh!6$--$-^W__<T|R9^kNFDAI*)s*y4?|LT5J|5@y<BwO10`O!}k*bY;>4t
zNJbV*;=}E54zPo=9*#vJhS|v-rd|=ggt_`+$2*V6r0VRlp3TVPD2s}fvbD^-ai_24
z@n_$~xFwp6(k*u~zLsHm7beQPoSjyDE0voq!y1(0FF1R74G(N4dnmZdv*Ps6sdAQk
zn5^YSIqa$9<LFVOS8in(Ykj6Dv0dsfXhR#W3^UE=rA5I1e(|8-wao~UOOm3>l=N}o
zqMwCKGzKhNBM_)k2Px7bt>ni=M;TbB4kslS*cK3fEQ^AH!;Y+xWpLCH7csPf-Jr2V
zLkDMF2GS~Xj5!ZT>D2CQpq}6ihlC>8%5C4>vlZ9qAI&ydW&qJiI5q3}GAUwtV={)6
zC|>B?hFwfgzfNjlmXu+gzw;Zm(|LP2y5mH}Z0`o#d+hyuCnE`N`1pJ5;oM#U^D@<V
zA*G&#Ow~<QREM9Qcwy|ZN|BvFR?z#~E#vb$@vZeS?s5D7nBYs#xM^96y9ihRm?+tJ
zLR^lK@~++S%(lBUX6KTMn=egEkR4O|Bg^Phy#;z#yEf?+Pmu09fBVIjTz-{fabU}X
zgVAc{yJ$vA1{?iyOHE*>7PZ6-m7P1^as4khW-8MQLS(DLAN|>7v}Y-u{O7uZTX^ZN
zygQB=tcY{%GSvmP1-k|Sp~%Gi`E-n$&lQT#xo;ry723k6`DyGYOkUBr7f<GZLK-`&
z?&9%46PDiV_rA<kFUEFKXGc=(?A6%#W$y8QN=^daDYpt5f<2GJgwZf|GW{Lbidz@)
zWiV}aI9*~3M~B$L12~PypL>umGb+q3XUg&AG>z@A2v=m{G3pODy2H5(m<0|8o!pv1
zFI=zze}Va(Pmwy@u3l)pObe$^WC*eTT%wR8<*a**nb?lpJKM;+m*<Sw?ah2#cGVhj
z*k9a7?I5d0XU$u?nSk{%N;49WvM>f2xsS^*CH#4}9v);@ySkCpv#+|!RLTIxN4mN5
zDpkrwCLNt62UFUmu5KfVna1S#aGPo8yaoBn1V7|4M$LR(7)rn|xHeq5h=R?u-v$Qd
zLh{k@iSm)!rXP1EDoJ^Zq{Ru&B{FBX52lC%Q`)f$(P|c>K%s>W&LrM;Ev87APsV((
zcjQ`;m0FkMe^RfZ>aUxLnN!E#?JJ6`oi<L7(y@jvD)LC%%re;do<C8gqGo1G2A@*^
z@~1H0hb8%1C(J98TGbQd?i{GhdSMvjrf4a_Bz0TO)G7>vdUnfCCtG{F1@YDV;E9f5
zs*<T}$)CY;W%T9evp&fzt0|e$sQqJluOxb}#9J|Jf4I0<y?AG7=BUep8R|h}@pEp0
z--=6e<sa16#k=od{-U<-_Bw99gCJ#oXVhuqi%~k90n5K@L6BP96GMwlXYah7NRx{#
zlhO;m+;j2%d}W90?>ZAn$n$-RDo+Xoc3*a?C@ot>&vH{^kqzx+<s(S)QFsJBCMcdf
z&!xB(G?LD8lqp0#7``lpX}oO{9}!cSL`0ZQwMO)?nWT^HQe|x<E$>bYLk85G^!X58
zZR~{2cUeQ~Br6F`Ec3}KD!h<~=c)kvc_KjD&@H$q7_qvRT5Cvm7GYHA&b1qRHnvM|
zVZ3xxD}G5<fo#WX98vR0J#)RS!3YIQC<p$OAa5L$3}}NK9cNu;J)b9S#&d#WJ9Rla
z^z>R|P_LHojGfyw`TNRrd9V{+8|-e1lS!~AtG@gPxwzHgsz=p7NcYl`UB%5q@kJyE
zXcU|n<T9YX3QnXEE3%?cD<A(_BzHo(LnL`=?4Zh7HjlRl=F)>slofTSvuxc)OJ0%}
zoE&c1oTq1|hiqS2DqViK^H{sIAMrNvdnsrUSGi1wTzn!$dNr|R?LA^K1sCX$T2#5i
zZ4m{x@wC7&rK?*_lkV&BwS0#MoZrj5p!V|yb&2a$(jR=e?HC879E5j#ilBI&&BL9T
zV_9x3{;4A5u^Z=G>G4t=Uj|ot9N#bcEJE6A*IptbrSW#M7*}i_&W?Z~mtyRcwvad!
zLU9{`ga}ePoe7}!v>{?Dj1;6Z9A?Amxke+=n~Kq>cZ6<iZ;cR0f_yRw`Pr^y3LUr<
z$OauKJDAdGJeTT%_A^44YcnNDkrlXxHjFj{MJm^L8wv4Gp`jz_j6FKj!Vyh;o)g^J
z;WUd#a^6%skl!`1UFWNI7@-49lrDm1pqE(7sk7z;sQOMF)*KoWBS>jCWJ(?$W*XpW
zJO)V^e;f}AIwH(C#w1{4e#6VFF3-M!0K^<wL!L49Q;Cv0br~tJ=(U3uh=eUBi&(IF
z@q>7wtPQ)W)V~PSePj#1Zmt*liD7NJj5e%#fwN4O7TJ=^V3|^+TJi0Y5YTDtm^aH_
zJIT5+^qkj_I95)qFwz}oq=k5sMJBWws*IK>xV94T?TQLEJ?UUbsEif`+jA)dtbr)F
z9HuE$S41B`nu*P{fdYFDhc>{CKoFW(%$32vac(29$XiGsB{86Rs0OC|fB%ORMc9I7
zg3)EXrhY1lK<r_{*BLRT`mTcMGc7_J<}OJ{*%b8#XO)uUjo))>gm%R;$<1<%?g;ck
zQG~&&HbmlA9trQXX`+u7B-%s&B$d3j<{V|n<SFShKq1Wp3Mi>#UhqL_HFjy%XF!MO
zCL_gSRE=fSoCpL&Pf6Pr<YNafgn?4X!Ks6{9t$zRj1nQX!=4B7l$4Z7T1dtr;)Qlf
zh&hexOX7<c!Fo{$qs<X5IfS9h(ICOpE8R)<s@>YK^;6f4Qbrs*?sa9h>Z>3fozzL6
z$3>4T2v^|B+urspS=~x}qN2rtx~2iyrOeyY<z??UNK;{0n3;H}x+Nattp8LhQ_&ls
z6O8Ou=9+f7ZcH=njn|OsXzDGW?wyG4oxp^n1s;uTSf1aTjERJssfxXk4LXqxTi|XA
z^7cmPM5trO&f0lvl@8HPmDQ+27ga<{1gyg<2O<b2ZcnC)o=lbc>VY9xIXKin$c2J}
zNc=9Jjq!S0<Z5}w9smdlYEZ{MAO%*=vlu?ovmTeuXxphuo6ho5(8TlOJ#O`w_w3XR
ziXgBm2gRo#@+5K~b#ixGv5~k&{dz}Z#k43|^buDz5n9n0tP`w`?fzlfWu=E+^}-dj
zYGW=zeX3*7!_~AGT9}LpeOwglJ|6pi9LoCtr5lN(MP3TWho#`nc)fLs^^K{MZf$&f
zYtA*D+*o&2+9?8jwq2(Z=2qf!h28J_JZ?QSf2gXm-;x>WL0xTT@8RcNqm^aiIZll1
zthwX`_6T2j%thJy*t?fyG6J~G=H!wVQU_Byd{IfDo6b9o(l@16yZpJnxz?WFELx8;
z;D2m}>epWS|BHRMu~1F0M!8K|5>T!{t5F4}L0R2ve|>2n|Fw&feM)YGv}9YkBMk%+
ztUa1iq|c(?Sk6Lj?vFbHOw(0RdhSWzr+*MC-30jOe6&bFe>&bUyrXO9`X=aT7AL<q
z%h@{72Q*3#6%zt4853nc=CEq2LMMX2%jPt$o+=r4tqPi!yfG6r`>2XFS-GG>k&_#l
zlSOTowT@4Ujbl1|H$)55NL@>}^rmg;ElAvBR7kfXPFC22vaL*ki~f8V%YZ_t@Z=Es
z@F~|S9p)r_0p&5drXiKyG!jG)KA9?67}Hs!aksQPjr5~Sc?;Ccr3H#Ux7vj4>^Owx
z{p@rZccv_i5l`RgE?@3_Yc)wgFV@As(X*uJ&tvYWb!>zB#=fsf7SMf2UCTH8=EZ}K
zj)Pr>8yZk{>Cef1T(O<*W7?aY<ULLpUt5@Oo9}Q(A9dSzZJlGDY))N(aJrWAXv{W$
z%%$0ToT(@*KMSnHd~W>|IISF*v2o%e?!RkbrSri$p$%^145KvqPV9?ZXi(Qy61!tC
zjlSM!h{qUb73SLol=$jTL)%Py%i(pD0UJXb;5C}6cp8c`8q0HK!!V|)&UD`DWAD@q
zf6TXI<>mHfIa+gWtST8_o1RlR*q*MQm?dy19~4j5GF2ZP4KTBCR~<aJs`9di-ifJF
z*{O<S4pAA&xJQ2FZz?MOa#eO{-lgQC<Z-9-j+ntHj93mlrCpAE1(Eou)3LKgRbBY0
zEV<Ju>!Yq~6FwA`6anhkCorZ$L7#+S9IHKYIU}=8&`j^M`B4GYfRPc|zPD17X#Q|L
z?idWndk$8s)wR|~XGLebKN@oe>&+|RsnI!|@>8+HEp%ta>oB-H+dz<%*Qnoms0a_)
z4|e$F+<IuWdZ&?ClToAfWA~?ezhAe1`PWt|SjRp)y><BPFaPTYh@Xt_{e+-ysztzT
z5zn$?jP6zB?&`3nH2~CeYM3>rYoYkm?1wd@_%RXimC24@6Va17`WEkJY#Y{LDu<vS
z;q8ZTN2r_PE4gm%&2r^E(va#-6UDU4oGt9l9Mzf33yJ<<|1FK}Z(<G)qrZ=4Y%Lh@
z5|;G%*F<cQT3(37u+n|t<C39{p_y)9DC<>Br<Chc;MbXMuR4gFTiKl~CmEl8KR)|m
z!zcm?Iup%Z3uiip#=Eby-iOcY)Y{8Q7S4#Le@$k8i~ry<W4nY|tO$>ECZZ{)H;a?g
z*f&*KvqinRPp2+ci<IdH>vTjPby=rohkN51_CrRNH`>S}XoqZ_ODKS9ua~JV9CKJR
zb+J$sgO;(L#G3v!Az=SC<JzzVs&P@Kv=Gg%h8}{)cWRaeO%*-8*aSTQ&GJG!B_A5)
zS2tB`sx$Eso*uIcnwrbkHwH0U4sGuC>9KeZxpPmaZ8gb;f`A&<iLB{~=wJW0#}&~Y
zFrMk&1!Y0^sY|&%o#H<o+ZD$^J4{@obu?Dz=(-J1Debw6=o8Vl{PmkWC4Rg<##8pe
z!rm*E9WELqo@UjMc(%wSOF#BKG-Vy;(i#}qA69wKh-XWCdE^79hL8OCOJiksmiOs<
zBD<smr^-K=Htbg@WV2t*bUjbz4TQ3za<1gO?Je1j_EN<oxApZGMTHh40r?igB$<<$
zy~VrM9(y!KyI5b&P`CgRen(bgfOC@5Uf%vP#e`a$fKuP}nugS~tgDU`^Y3Hs>B&ML
zHq0(p+geGlFufHmq?F!?^N|gKv!&-n+J*3q+=4N?z^RL!;bZpS(EGgn-rOf>U(R&E
z{U)+xyy3lZ4D@DrZyKaMG`4FSbA|-wjVWP1`ofufAO_smPYGu$&x=Sjlf>SMH_)u)
zLUv?N?1&aoOThBke5J8#%oc9{kSQ%_lVLqFwVWtqO_lhXn2(_XH&DBp4Mhs>Y;KzW
z*G)=#(63!f2iFNNZD=u$=81{`QC9df`he)-+9Ot$;Tk%?;=NZIJD|jMey_U!y-$4C
zG4!?pTYoWR(+5W&H%g_YKu7%p@H8-Dw=J*)q)F9ZhFsh;==nLGaJU`5Z*=cOY-R7|
zUucmaiZA^UTM7f{X~X{5(z$l~n*8cSvp%c@R)FI2wEjVuz<!pKnZFr}tR)<RCu6!@
z(T`Xo=r?m=sAlNnWcq(}s#N`cY}bk*G<ia<>o*IbL!jeZ!t*X~rLeHJ4L#8x03yen
zDuE_>D;1(dsAk^>URuhU67tkit83xuYIdu}-iapGRK?(2O1pl;2MuU|LN$9+`p4ke
z>fVBHP3$`}o(<R!y{COI-_W0ZKjYKj2N`Mb{$q7h>%IoU&8dq^Yk@JVdy|i+_Q6$h
z6Z<wih8^q8z88|;#I}kY^9me;S7yX@+P^Ql*YwN|D?Mx2!Z%gwYcL%>I++Z$vFsYN
zZhkrAxr70q^oMRts|{+<P)lt>E8E0wg;c1%;QjjGShNP2y_cbgxfG?Q+VJj#h%v81
z7WC!biA!6w<5(bx_D-Jqc8QI)6zTc>_C=rHec>Em`}>PtO~5_S4N1Yt)odyh;r{_T
z_UJ@X2y}x_ZA|xqn^Prd7nmOZudy-W*^B!!oxPM`rF5nfl6@5}1EVytMR%WY_Wa--
zdYwieYJ4{4qH%OGa);M&#z(f~(VrFv@^-(9tRx<_VAMg{J9bxby-w|;lBtH>+zFkD
zJV@);nKXK0aiGxg_UT%`P?^n=%g<jeOru+wO<s(<mPWUHuFOuqd=Zw(7rLIF<b~X?
z^33_nZa;P}CD*FE;;%nt*^hF*v%54Sl-V7IUOfjI*_}$yCoe_UDzk%L&W>C<zE3dY
zJ6SZE&|QBu?pN3HCOGgonSWWVeH$i$+vk<S<3gXZU9X2vmEBl!I(PK^MC|q6`s(XC
zZMH9;hFiCL4Ik~XU|K%6IKVUgH4)o1TcLmKzFlZsk1)TFJp>@F8TZcE^Ame;rxSaX
z>7g&d6LoK@H+}DTcP69w&*UfwDg7MBuCKlZEYi!CV8pXEhgp^{V3+Eq>p)-_zMEa4
zl~!zv1No-C6R|gYIdchfB{hWrVL@LXK94=;c<D(!0D}X!e*gMR@GRqqe*O3@=R@_w
zf%gHy=`eX?u=0!2Qr+l#1w$UelE7;!zK_H0hqMw%Ar~-zs2jdJT=w%V?d3T=&pf3e
zwUEu;o|3q8OvS;<Oq-Eo$vV+RPfdJ4Q;^=ZkmqCGwMP<CZ1mT;_BAHEL3KD;JH)fv
zRPm-<fnxOFoOpV$0t~2SdeMXFPgroWrW>|>E-{H;i-p8AGhT((F-ddn&{8_QbsJPw
zZ1cJHAhf75Y)740@yxc0mtfYZTi-5$OE4p?n`^%%*!C!Spx)2_$EBTiCRzPgdn{wd
zijCHdudw~iP4R4T7npf`g*XPwvYjOaRT$SK(z0xi{e4|@kf9-i))d)2vkg8pSrJpF
z%tdbKD=lT1xE^J^CO-=7?-=@B#@^_nQJD($q6n<sEFUC_hbb73bC;POrZHl5zCu#J
zIF{c<mcXU|JM`NY=(h`*q}a0mE_KstwMtRD^v^w7mffrz=o%-5zCT#F4<1XtgWI-F
z<5!R5Z;9psQX@f`=P4Cna@glhd9L^U&)xHXQkzH^@tTuo;}VZXEc;>{chGYK6s0(F
z;?&bA*&%>X&9mA1ciztrS+8w=(rUa%T)FdpVWuU{11sV<o~Dhd(?ShXA9~=grQMZ{
z#cjK`foU72r8`|NoJ^%CIr8*zormuOs^MjK`C!USXPtWM%b=<a=xt81l67-k$jk1u
z+Ur&B;ArUIJ+qt5vy^nXkpi=uuYVKrUz^OO(`VeM-!eaVgxfIV4~#kyG@N3(wlieX
zH7vzI8tP=l{&pqA+teAxm9U~7JWG1B<z;9(_#`mHO|rU1Q8zvU-dKNr+}BkRqmyrZ
zaA`kxn#O%oj+@n75>w^p7FP6bJs>GZOm|)f^Jb-qCTlyxNy{X-IbdXM!_)a>6UVS6
zZMr|Fs+KrbE_@_O=Y=qjm*4!bCCkoPyJE$}>k039$<!vb`9GZDYO14=-^Vi@NRIcl
zWGc98zwfhdE<8%;<0ZtALizKis5g5nbBkiZhIVYMlr8CV8CV}$tj9};)gHIL2b!^L
znbko0HAdaSF@D3g8>tiCJ7&HY_ff`*`yjh9H`cR{%=X0I`zZ#<RbzUC1~zsgw9K@l
zF*)AyXGfEo%n#F!gX?8M!Jc{F=d|PR_sW#eqF4>=y&tB7m1BI1bt$k;(ZUB6TVHyn
zTw#E}fy|D?9-J<D?eVBxC%gGF=;r?x_d`m88IJ5YxCWZ@yB+!9&R8;Cbd*rHFr+Ag
zyccRWZ;GZ~7Ae*c^rKom`es3MVXXE@JzEOu0iX8VFxMITVwba_jqjmdXd0QVzXGb%
zb!Z}#ub@3{Gg94{I)T|2iy8NrYG1`y*z(2ZNA)0ODakt^b>e14<H$jl{t92og^DE-
znUb)~PkgNu6YcU>^CGF>Xd$zt9sl*kgk?a*Z0MO0*wwFXSm1gogH?+gMd%36jL<9_
zCzHT^(`G|Y`9f9=>P;D^ej4O3>Qn<$C2f)rLI2hWO<^D$!D+FfA7K96hvUC)kNtxb
zt*nl$miew5H*ob9Z2lbcJG$tA<|opT$Q$6rjL@vCyZ@<3w@5ejIo?}Vy;!Nupusc(
zvEcFOd2P;mPO@Wz1r3I6p0IKSv+kAs-eFD~Jf>#Ep~X1P#Q6Zv4R-s5xPpo3?A_oL
z;VW2zY2;x9D=)Ze1F)8TjC<3J7Y`=K|6x|r=ixEzl=W%FlON^}s|LfmQ8d_e*3FUX
zv*Zkpo`!Hb+xxFEyZuvq1?%rcu{%}6><4Mszu4xFBf;QWo)MpOeW*cu79IzOPO@cS
z40vZMrn59H-ebFeF~%(*V+?im+<GXT?fIB*549ET=UeRTgH#Zg06weGB&dSK1CtHj
zi$2$mt2QP@qtDtg>K<(ycLWE@`HAQ(%z;?#=?Z~^k1-FqvJ~GKuoEm`f(mNnm1o4S
zmeNCwxZkbCjoW~BesO=%<2DWKZMJDw?Dt|LTAg~NSaa>=%-;0B##{#G9`}UK5%kkh
zQyQ&5)MpTS$7)T34rngejtsO)=O>a}*~oP?!__Fw7z9w0QTksVM;@B@AhnICd06zg
z^q}5YsqCEjny#KeOKRPzJO<`#zl%=64L+E#PW#`KN4hUBx1wP|>Z4w|JXM*J*RVJS
zPQehq3F;Z~-T@N`6?jc!?wNRS;5BE$=m7C7=>N~Na&VQ>HdY{`4KX*-A4vmO?SGEK
zI-P>g<e_`Hh2Q4S$)LZZl$+oFgQ!&v%_ab1)y8)3>@L@^Ld{GYX5zR_bS36)$Blez
zM7lGQw$MqBJU_7P5$$r>DM3Gx<;Sx5!+l3b*y#<<eblRN3e<zTeRg{<=#zzG12CFF
zLU_W0WhD0gS-breGs6n)bA0CBKwx_+sCT<Cow6wwW=;4`wd55JirHQ!`aks5Q49P0
zq?d*Ew4i_2IGEqngW-02ljDOP!#0j1*M1RAJHm3D{v}|^L14hpiju#Ijr=)!W59tx
z)@YKqg03su{9(mnR3Ow2QdU*mL?t0`ll>S<j)y2^fMWBANA5VFL{;_hF^XReShp#Z
zCr=TNz!TNRz45C(RB2-+2QMF(^A}ziwi+yGX$3%bs{W6vI<dxz<oE-Ri;X-&jZ%Mt
zz(L<bMaiW(=@L8<DtLQ&AG}%7I(&2Z)p}@+V)kxS45>#BrhXsuFrDcbq#o3ZKG!iA
z?hy%6^d!nu;T{U@I>{-b{ZOz!lmWc}On2!Q16nZ0bbHW5`Z%%0p|tVbB|=?t#l+`H
z>fRDhcvRU{*(1T7`^v2j4ATU6OnHC1^qcbA6$=2{g37BR@a$vB%y3?c7Jz8(&;}u)
z9U%SYoyIoK$ehQHA;SUxun^b_?!6_^d@WdU4gtv|UVuXW8EuAXuWguT`C8KK6U}#k
zacal@WgH*!v!_kir$2W-Yx>PwvAA82!U`8@5ms<(<P9MPy@i-mLTVvk62qtl<qyA5
z4ft|$Wo=%5aIs&Bs&%f)rlnY}yuMT`SZX0DOPJoiTuHN7z=1$g00s0%m+0~~i+ROT
zw+AxLuqksPrA#G6pE*yEF2;o0^N2(P4N_nR7nxT?O8Q@aPgKE9!?3au1UqeHl1W(<
zsjJY!b^`b+wH$EB7Lt@b9L%{C&TY(F8?Xq^p_rB6sZO}I<%3*VI>MxHYXxY@o%6V5
ziZe8hD=UMbd2*mi?>Zji=qJot)}5Q_#9&C7eR0yQ`fL6c4^M9`1U%ikhG?kkOb6_D
zjIkd~m2_Go#C<kz?X9uca2scQ5_rIa&^%BrU`^m}b4dcJc`cc+XtI1~5w?WtG*A6}
zy|Ant8Ax2-a$eM>wt~x7FF;?g)?2-qvw+rNjUeK|ba^F&z!%FO<V(xs<N`1SGPs6L
zu)#7Op*nJj$YI#?ZUG9azzp|co8Cn>z$EfJMD_jV>G6KgpQoq(qn0dH@7@uAMyb5j
zPArw{P30m?e4=|pc?tnjP_a>sh;Jca)zuct*R%-y$ZF5soz@;!Q&C&LU)nvW%B7`f
zMf@3_l?#a?rG(caEa-uKN|86+Sv+fg*RsW%Y4Y0~$;XRHB8nkV37^HGJ4CXAbuo5K
z247l`V2vynz^*4)>NX%Yp%tob4I882^zcX$7xqEHQ(=3)0v7!^ThfBA+1XngsGlPe
zC7dmi4y(F%5{6Mr^*sX-QgI=S8(q@6d=X!|*w0l;HwllC(zm9bHROp`RJ>Y)$K(JQ
zq4S(yxd@>x<k79jI6O^DT5q`kfF~ubczJ{%MG~CH8K%5+Q2;a#0a0*Oa1azz$#OC*
z4{sW-G~QY65I0@k8b66gD%LvDFb+fxg~)sk8`k8YTMMG+X$j&TxyUw08+4az9F(ER
zWQ!?;1+WfIQ8JJxLVE$Xz=16YbGXPvU%b!PExrFB&o}*pOze-CSaM|M^M+rx2l{4Y
zxBf~w-FWQc-*rz@%Ac1AL>K~eD<-U!#Ld=Nk$#C#bJDPzXKj9(sU)?6b&`AT^xBQk
zT>0b2z5GV02F3S0R}}fV)s#JVkDrI{q^UTq0L+q=ODkT{ub706EL*zLTCrA14Tm<E
zk=bB)8dg8;q)8M8ADfYrQNlstH%VM2lobD7M54PV{?9KCK?0AV%~`Bfz;@qMDzk#K
znjcXtyCRE%ohp@Qlss6%#H^2HO$4_F&XXal9hG^D#~i?897G}n!)2Dz_VJLwO%+pC
zDqR_yDomfobCI?%z|r=ej}{KVDY@QM@;p1HUF-6>-NLt#`Lyw#_|w?)M4%8t&@9E3
zP+=((%Z;KV1CWAY_ET`?^2N)^Fl2a}-C7YMUIbVXg!sL93DX)`#HY0z0>QNiNU49u
zIpRqtnu=@N#`u#!BSHLp1>W{z%6uiWb6h0Qj4uzPN05^NtCbygC`q{lsm?~+Kgfeo
z(7${Exdy>v?H=P}%}vuws^dN`hWJ{e%|GO?=Df8u5oB%>h!7HmK*FpK!k%FH4%;zb
z?Xj6EUXfsJcTc6&rln*>o;5<YwrME^!8ed3t+;l@+(=rv96}{dm>A;k@#V^uHm7rC
zjMBwC!UD{;3$~=U?$;JPv~npXHE(mY#wVdeLf&Doq{E&gqCuNTR9I6Lq=>l)qokN5
z#YN~=b7Kik>U6XtGJ%u;wIc94oUkb%IP?dIx7&>3pW!)~(Z%bXH^z%Oi?w<6ig{{|
zwH8b9n9GaLj=3f5qB@_RWCnpgca}fPsy=VQ+7wb_M#7LfrQO;BT=l1Pb9TL$k&uwA
z6IDcEJH{GM!7k(xnR0D#R43^p$PXC1G}tx0b}jd${22x|0RNeYPjS1AZ-%94`!g>1
zc6lI~HHbEUgg61u6PaPKP6`Cd#g8Bk0P-=MN5;d*L8#=CR%97p9KVh4FHg4;$J=dx
z%LCvKY@T#hD0Q_}Rwql$WFV;6UynF1C+Uc&z7|{i?Lm+3o%(ef0JudfsxPb?s*Yd!
z)qF3Ew~el|nrg8MbMsRO06hm&x;c)pge7xM8IODsXX5`Jb|jxn#hzmd;uGZ4)ZjoW
z8devCU%~Mm)>6xWaFswd0v5Y=quLhvlic)WE7B#2Zc0)sNlAs=U@Y!~gJf9=yQC(G
z>Oc@m;bcI(83;fg(`aI?9JH(c`^BojZY)R^t%EEFqbZ^o<og`Uw;~|T4IQ1NTTyud
z<AEYWM2_VENKOtX?GM|rAky4)JJ#k1#Oy)1)2htwoOCV{%BIVK6{?y6!i5Pe5Bn~F
zT!T4Gvj{(8NS517;{s|2w%F3VVC^8t!(LiTMqvTY$lpL37)P?T1~|24_;!o(e#&x*
ze?|dW!G;K<2b+^ZbwX(I_AYH$MViVS`bvZWLFb@MHw5V|>^vzvW6kmI;JHZdSaZTi
z5I6E}@K~6WY)GjL*m*9>t?DX<EG8@PN5}|&^=s$XPOqK&?38zYpCA4<xo<|M=~oK3
zF{!%XD0btKaCDHp*gElt$Arf|i+gF@NLo_G!|BqbD*5#ZyeJcI6AOC0`nG{%OwJc;
z#4;Ti8lNSKESBCMMm<A21Cnk9(5E~PKomyxYTELbufrKp%ho}LaGldiJm(}g*v{I3
zi)d6S8agyEy*!q!9JTK)I87vSdaPUlm>}1NFQ#(Is~45DE-Lq3O>+AJTq*L;0+=F~
z$Y=$CCCZao^5_&v0DKb}x2Ob7pbex@uz;z9p=pRREC4axFgQIZ2GJ$p`Lu!bdC;43
zt#h*-7ciUB6dZz23@qRp0(NLosXtJV3?Ep;$EMJxphS-Uc@f4{p%vL=4dVoWr_Bc!
zyS0+!&sdYNr?bA;!RYbF(>h$>Fa;Z8vm3Au3VKm-<icbN*ec;U!h%~=E)dAfpBq9{
zLd?!Hvp$o}#di3wn>#UyU%HFd8*dY8`RnWz1mPD_Gp#v$ezpe)7din%Mq9U_@xm&3
z=ZWUL2JI2-ME-aFj+gH@aH~PBm$HcLmkPQc+4oH`6HJCyA6w71xT`ON?mz4Mrtmw(
zVW;sc#`oae=5BX9wyn0S_Biy2)kR=cRM9HkRKi>z*)X|B=@f?lDw#s6lq;SS0pJ@s
zYlG8k9fA?-)6A5$v~^cLn;!o&_~;#aWA~*Ee%Cwwce%chf0veTZm?;X{A59u&7-|%
zbh1A;e%dBYAH2!>bnwcnyT|b}Z`htDZ<Xim`R?ec9;v$O^MhlKF(-e0EQ?8VEm;@;
zC|jsjDeWfTjtivw(XZ^x+nKIXF>a;jpuwZnI{GcZ4WySiUppqc=lPPm@mUZ*YUd-5
z&$cHg>;JCXU0`7QPGBJS^7Q<Eo46J0&a4}y0dVK0T%|S>1tUcjzjPZNNY|SKDpeJ|
zXP<5=yI(q-bH)4BgDCeUvgH;h>Mx}YERDbL+4^2KBiA)7EQ~q$%5bIck@W4pfBqQc
zm<5ZDA872Da6R!%%UN{eI(Nfp=!<ZY;ft#kizj45O{y;*+4?!PG`{qUe&K-j@V@o?
zYIlwPylj4+vtZtm=x-!%<+Xt1EDX>l8Z3KBrcYe%k5l*_ZdY^TOHO5(ZA{z(-a5U_
zCVGp5E*yGwbm^0;=05%T&e~2j&;GQqu2oX~na#Cd_{W*Lk&6~lThA2Bs$5I2Vuweq
zY&oiZ`Ld2-*W{wwb<Y!9dRk1j23fV&`-V@bofv46a^-)>*_mT1MG;A|_t(^IOEdB6
z$8K4CX1ZNgOM|<ocEq$->GPVTkW7a!It>+;7uB3#d>?l*P&H1dQ;k!8SpRg<_q9F>
z2R3$J-lI2K@bQ32!9&I9ve#xG8B%AUJ(C4K&3lp0qYx%^`0_x*cI|i8%$1JY-`H!8
zU@pntRp*%qFMVNnj{A5Wr(JbcNj-IcrL;V97ww5)ZDS`nta!BC0f12$^`4EAmkfYp
z9WQxF19T2z4Tv%VeUAt;zXv;)^BYK(UWHh5x7Qlb<$<b9dC5#{Ib1Dg9+uo>ytI?M
z)^XM3_gjyt*Mu*48~r)UL1Ux^m*Rxde#|%UbDM#QXIaxJqR&bsEUp|+spLlC?_!wG
zOIiU1Dep~d$02LEhc^|0UE|LoKIhB(>JqT19DoUr4?w!(*c2)txmOc~JYT$6lGwTE
zi<5Ntd6q6|@DD|a;xztlYhYQj+n%~I#Vk2k<jwQx6>M<UBmZ@MN|;*~N#&6pn|RwN
zbr>XM6dbY4vjUDq%(tjbUuOS7W{<(1z#W%8#gpTvAE8%QWB);Z-98le{(0pv?_Nym
zQW@EDsc=dVkJ1%*yp?rUtGvh~F@&+|R_WjP3pK1&p&8lEhUx$T74qF^31n3<>>DOV
z=5+h)_i@T`?;O80%|@lYn;fdE-tql_Uc&pMgwARcM{U`LYhHqw`fig|pC--UT9jLG
z#%b#$lQSC6ESE;f%+uB|ejJ?rbWdXcQ7^UprFR;1G^P5Y#<r>V|NX1YEc?MX%@35Q
z>-P>n+uWO`lbCX2?}-}v*dimfWjQOa9VEP(KjYqEzK8!>Kfk|Eez@-ir6R%nm!n0;
z{nghEEW4gYU2j&|6P4NWsfW#^eNg_pkG{RR*rjg0r}SwXwnyB8VY>2ZldYq(#;uz}
zc+b`fM>;9F52IcwE@|o={s(z>ardm%onG}XmdRUBtjd`dee=9|BXCQIb{(0m7&KnY
z>3nu{+0yw@+_yFzq&;i(bRN1%ZChQl&$4&XRh>i8u>EOQq1=0&rC)rKBdWsfI&^lg
zGgIFktAD7X`rwOc_S=wc{cv1UZJ}b+fx9<8_KX&$kZw9E)SD0Y--yk;>$)BrrvWCy
z2T4z4@{u*61AF#4B)xhO6-pEBcC{pJnqNOVyd?UsS%OOEFwZqLB9+Yiwf=Kb&YzpU
zroNk&@4mCxNDW53ZhaGWcq3h>>g`SK@9JNBT3+0Sc<vnTMHh=J$i)vEWTJu`Zygvt
zaE~7F>FlEQ*S;C&oDU_tA8M+y?XPllye9f03`%;kuE0XvO&rAJZ>cF-GiY|-0eSt|
z_SA|mcSde(JxPi+5xxJTXOJ*jb=O8O@nG>GGYht4uiO^{2mz0HQ($W=?sVXFTS-%1
z;tbRl``sAoyL90E_g%38rK}$}dtbkNxr*oAQRKXg{5Xtb6m2PanmBch9eP@Q;KwHg
zucMFFPG>$)Ib<ufhN~sD`%THHF!%FJ>s0QwGrd+S#~Yund41-};iPX*jCY!^8&Lb6
z79IYkZ~>DSIX3$G<0rk*yP+W?M##$R-y<uwDqkXP_`dy!tMCImYo~pb-;UMsN8Y_T
zHnbjd8v;N6RM?~N=5a24qIX4S?SU@}t@{p?{xukow=cZ#%?}E$5EEtjwe$9M`meKs
z-K-xUUez{S@y`0%?_m~nXTiJ&TT2^)w;n%YKaeWre*H_~i9f1BmS1OHj8KRpY_1#H
zC%rHIXrZ`XS!v{l>q&F9@HZ9*sC$h54sm{6@GfC0Ce35t%krPI6`JOo-o(vkJnJ0k
zU3RrQV&2LZLBT?A4Uf>VEz0lW=t#GC^3Tshw=K51C*A9gC9_m*Ls#G3c6a}fUV@~5
zfo1KWR(ECCrID*FQ+s*mjiz$@<ZdY*loj9H{qn<_?+_HK_xk2uUE!zh0m^=lJBK_s
zN%ht(X_T}-`r&i3Hdg)K*G}h#jP7-9f^ZGR<{+s^$|j3-SHEAnS#@N2;SVX>y)oBr
z_MP(l=J~BxLp}2Fl#J3^v%eQST>8lGr(VMCZzRmasNLk;yXSRl#Qv*d1(YQxKJ))h
zd#4oo)8(1J<kt2ZE`^C=((#$q7g<NWs}=iBE&923s^!s3C7l_1SIDQ){_`(g(&-nk
ztj$gTMsZzpI-$F6&8tsO?&j>va1FPmtONP|XYO7tFLQ0?0AAvo`?P-J80*|ETSc2s
zQ4f5&YjP}}Xe`_Rc2&RpdKqD1>4#q%yMsRpGKMHOdsOI5&7UHji)=#M;a<Y6PSS_C
z`QMdY>UP(C4C!|KkUdjvyiq>QFY`ytGmqKalHsGuCw6>(nsUq3Pp>72+K@4AKAgWa
z!p?ky&-l6NOHFSGM@$bW%{HByfE_i>Flwm}&O9rBWm~$mYMK6#{ef|(*vGEhy*-6z
zD<%A7fkjf1ZMpEf*4IsYx0LM-IK9LFB40;t<(U+D@fY>vfG@fOop(3yye_1_vd7xS
z1;=d7>e!s3u2b}L-ImtK%{G-~Q3r1K94(jq7RVE5*2*5doa=8|vnECHsE9Lo#Pm(-
zzWcma8TRI>i!1{^T{!ga<g@xf3l~|3_vWqxu?uNmy5psd3_kxl=^r21<Mp6oTVV6M
z1kSoEUp8i!_6{$Iio4Tm{Q2J53p<LA_=Nfxy_pduM*N7IygYR1J=-<$mSc(Kg>okQ
z+xbt<EncpJxV<OLETSL$pvYQPM^(Rha(SS#GQUBJ(&%_rX4YynSewwSX?ITsSu%ae
z_I{&ES_}Qh%br&zt;Zj)3p=nbg77-6?vn5y<W1w*xQq62B~gVtlJ9(N%F}TysK)9z
ze6+Z~Ez_$>^@vr#fYMR9iI&|ioufJ8d2+YYH|+cocN{r5!%%ROZq@H8mc}s@T3xTf
z96$fRIUe}K8T6O`=J>OGxx*dTN{C#n*cYAl|HF^dviW)>>D4HZoWG$K*{*)<Y&o~%
zS~6z-!;StB7xTEoce#S&wUQTPhxO9C0pwlsg1fO@3fp<Cv!(M`hwmcwbLs`x&Z*}m
zD!6!*NRj$QNFHDQAfE4rK}xW>p`?Bx2aR)hUL?bjCmsatBa!b`W4%Z>Zyp!71@MK;
zCGR03il1N?PEIrvE~cH61d*Dz+g90lQSM6Ck2>MP@6#(DTQEO*AB%A}swBvE=P89&
zZMS<$4_9xsO)8dZ(o!-#KvVN0&o8QGhbS##A%}^|bSD%2?qUN$dZoMpL+V*vQ0O!P
zc4hicJ9m2axan%m*3UH?#$orH@;O_p3v8_;3&G<VMc-2!aO`~cW?rKFS;9g+;xzLi
zlWX(PV@2L6iKK$1W&*wq1JV~UdK6*$2`%uS97i`T2CokOGocl9CqvgFyj&u8`&w_B
z3i%#xFtv8s;*M+asCH$4EhWYcy8<B5^6j!D#k62;)*jJurd(PmKA+_sX3s^?B(mrx
zLlafkK;a^*2XyHNboh$HwCH!%IVXB+95Sp=J0vUBQ}(gV5opdyEWtp8z~H|c9{S1x
zpejmzgOz9~1_56OaC!e@wM2+z#4Z!5m5137<NqsO<@i8qt!@t*L<qGyJeWd}-VITG
z19NZN^szF7^$A!#G^+y*?XZD>=;iePTg$l|dB|A_Ihhb9h@2#rfG!Byr7<3CH^*!7
za<a8sK7$QNK`gV1PD@a;*~o(Mv=#wmv?hdl-w|gVBVeqQ9roM-#{*^g@2hmK19JGy
zn9Z9pXKa=mWV2~4JO&@vO9T(6a3NXBtaXPN^Ne(nr9ry8(xGuu>OpCDb}HGG^hx^D
zdj|m=9<213>$&)gOY&HFw;(*@A-m(?x@oQjV_e2ecqZW~-9f+QL0q22`*GO@;|4tq
zzx}|Ty%xhluKxY~W@h}lQD=NzE9@|%5vz?Rw(e(-ef${y<$r67)4AUc|AS=2$AL!w
zKU|cS(7Hiw{#*OHK@s7Kp^L1zQl>PCuaMtJmy(cwiUgeXm6C^D9;|?3T=u4NOvMK`
z;s8f?2@ywvNHL}o>Knl(kd?+9ZP|2b64%gy!AIsZ?FQq!bMnv_n*jn}W+26_96~H@
zh>T(^L>6$Bz{G9^M@k;3)D$T@zI?<QHnN@2x|xfFfM!kR?}O;uA4KFal^Z62QWlj`
z$w^R18Gj!zgM=c5@T)A-+oiU*TbofB7%=ch2<YFB)H%}}Ed7vw3xgu1P4O5PL44|p
z6t~OPSZ#<r`7}Ynf+EkrHyh5mb41{D0Y{xCAK?A8IoH@SyoiHdVH2FN>Ecdjgw#2&
zG}DQMS*Ue9)v4uz-*)WH3}*79c(;#3JXM2LGI=LGE^j2J^fi?}K<dmU%e)6zzD5Br
zmrt0eR4)9wtxRe8N!TS^h9gCWFgUu^Z>J!_9{L}Zo;Ih_SNuPS6kyT(eanNeE@slk
z#s1e${J84A`ppL$qtcxIaOY(So<5(rW$5V!+x2?xiBqJ+B{4yJ*&V{ktqvVq59dpn
zNJ%{~DGCl)$=P*~aNWcB650HRrxge9>weu|aB06qS?ausk>W3O)9k(3EqBdY)xbZr
zpu>^;!P-C`b=nbeOWrRKB_;H5kwYEZ+nJoRgIu~F#0}6+XVFkUHxAKTjXK3B3_L7g
zfG^7d2Tn0u5$V|J2}SxA@TX%K#U%OvoSdV!;pAgn2b`2T7n~e=Iult!j=Yr}gtds!
zWd{X22A=|fD<aCj3k-sI9G=<>&O<!7htZAJ@l<=V0=cLG%Tb3gE+MuZUA!1Ev|i5N
z-T}TYaJE9li!B(41+#eI9NXQQjA5lTRml{wkey*v<C#va3x~qG^HkM~Reg`GtzWZ*
z6|;BO)nTU{;X{v=K6t#o@}gXK*yFwCx^wYV9no7ckBMYa?br~>qJ)<xZ_cV_ThFwd
ye@(zzP9%Y^8N{{EG{F?awft{qinAw(>*}9b+JL>nfm5@{zgk#H{3QF&i~j?-<GUaL

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/images/image-13-Silicon Wafer in Manufacturing.jpg b/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/images/image-13-Silicon Wafer in Manufacturing.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..2bff31802b23d3ed673488d438698934a044420b
GIT binary patch
literal 181024
zcmbTd2~<-3+cvrp6*bdJd_uz^H36F>sc=9sA4PG*p~1{dE5$~{q3}^r8+iyPN+U!R
za4NDvODjt&MJp#XD>L&E$IQ$`O-=ju|9!vn{onUJ>#TLo*(~;AEjIAG_wOFA>$-1#
zzyIA2tRlO4xB(Cd06@S8@cSd+0%)kK!_?I@U@(}briPX_e5Lk^71{=C^mO4yh9<^F
zhDfBT#TJyQ*(P%&61@|%$r_8p;Y?7r1pGFKEjGAq|N0V$rlzL$3T?#7m56QYk?Xhp
ze?ETK0jo9CdZ2ru5Hmn!H3YgE^7|!V0<KdH@*fBAzYmBCR8>tKrlF~|0=%GV6`%rv
zLRD0uYHF&g;MGas`+(|dwKeOp&gy!ULohQMd|PT(p@#XcyY>419p5c%!ei1jwf<O(
zFfiO;i9%znaNBq6#M|1r{ORgOa`zwy1P1Nivv*%`#Ni`HBcrI%^w_xggfnLu>F3U0
zxOnL@D?5jK^;&M;bzYH3EGaH2Ei1owzq0DV!|Iwx&tJT3Xp}WIzmj)$z3qPY{zK0{
z1B$_+;gQj?FH=9Jl{2$*Kj#<zWfug1{-;^s`9BT&A9k$<?NU)yg{s2-Wfw#x0enJN
ztE#QXs;_aTzz)&$%(kU!z;|U8-mTX(xAFh3A0E@8^@j!SpAA$0GVMPs`+sLx+W#-h
z{*Ph*wyOuwhC;y2gRTagfaymrK4P<{;`uDJ1Xi^Hs)cTV;Q*0jJ)FV=$dqoDeLLi1
zcMdNYOH^Brs|?T7eBUwQM!-Y?3mwWL7JzOrDvN@k8xTcIEp!VUh+v^x)R|g#9i&ra
z04*Bx1i!`Jzk>zXcevq2tZ*$16%C0h;&6e;9v0?bFVoO~QB)Dz&$K9&L=M|*q-NwU
zf&-KZS2z>A77kQ$4bec0LBocvs48o17P<l14(XIY`#8#Yp_+_AjQSPjFu+_}wE-24
zWdWgTMy{q3p{hu#&eaNo7iH%fbAf>KrV@i<OEj`G!z+Lke9%8?)oOQ)EVVnc6JpcN
zo^DJrgputN+X3H`+^1dP+#I5&XF)4#mksgU7%4b3zl_!il|om^Bl`HH5qCxeT;mi2
zO`u|VUcxq9B^T-rix+k0Jcu%yVkNB7sgXdtZ}jEbE_9qm5?fFV$OzBHwGJ3g_sAjJ
zb)43l_otJoFkDC&co*l2GS!Tgkvz~s<D#5e^!TnY2C3e69(nsW@YVP?u&~Vz<EWL=
zG<5bi5H|N4=*a2_{o~NDh>vwCs?+}H2J)Tzu{W_FkV7{=Ivk0ojKCis^FA&+GAv#+
zOs)G>y4g8z$X8;i8~lDpI>E|zv%2GGNf<5aRl^pmk3CuJxKaZRlsSCwHP=+0E;+%c
zGEcl7lL93<d$ghvmE6kwGJxXgLDV2nNrWiLq?f8NP6PuNIYCsnaoxN@Wew+PS8b^<
zJc5VybXC!V8`=kyBKQ=RtwaXb@KILA3H=~F9BxdMP<7IEGaQH);r!6RuPC9vLW<S=
zDIZ8BjS<x`_5=AmA0@zjLUHR;0)D#4b{M?&C%A{T;Ai+8>KQnNs6~C!(WW2~ehPsZ
zi5T1!!0GB10ve!rspPOiE4fU<V}E&E5mTp&LKH&3i*UwVE>K$vkC%Y%GA|!sVJ;EM
z82*VJlU^|Yiejp0+_%*huAy6DM8K@v>f=lHiGtYCe4sr!4;?z6re`q15Dp9qXMVP1
zjWrS8QB5ysWv+#mj(b$HPh(!er&%sa1x}mVG~Qs)s{2DiNV&RmzTFho<!`79B(^jB
zRFX8r5_rNu<_pONOdEqt1O{>)C>|eq{|X9MU`tY&jVm0e9bJ%XQF4gqM&R)x{!CHo
zg(y*#B^9VeBM4LsL>8=W2mX+FIaWhiktSN+xUSV{_&>b@{S)&WFuyXgl>YfQ;6`#i
zv+v?m#wo}zy)4#y9q(Yzl#1=q=ood<_LF$~f!fX%cj4x#j|B|cLq#oBgH#f1xH@CG
zR&DR=C`OmBdg9T_!HiL>$EZ-NtQ*?~FY@Qg{p+4gWjudym@Ki2oAhdRZ;S<g16SPK
zRvx&1`u)UwP<*Hx2ItzOA(<q*qN3BziKJT@PKE#(J?;v?O@i&^?JDs_tY83xmP`;e
zT~)3zwa6hI95uia69wjvQ3#go6dddouu4etVA(X71QQKJ@Nf=SJJ>~@J0qU-A`(U$
zwi<UOgQ<XRh#hye)}nY6MB7dGG2#AU!`Il;M0NC-XJ5_(j0PD)3XKv1l%M_?5#2ez
zrim-OCA09vb}YuX7WG47#?-5YO5n9+Om2x}g9=kyKAg>+B5D@A%3#<li<r8N*H|t@
zHH7H9$UzPa%2QcrxCVtBWn@Fb7pv%!4>snMwP41Hz!$7fu~xh_jF2>TDWEeGW8Z#u
z+=IBHn;XLz;9(fLQo!D6EAD#p4DLEgvc;w~#V`zw#|@u63$P-cCp?Hcc=LG*TOmcw
z_jmA9`0W5=>T{RBapi#eHVpP1vK{J*keKCs7eiP&SWkDV^%`~u4~<AD;wTgSAl<Cc
zuGO7zpdc8H^HZ4-OByx+1{2;BEq0l5L|U#qXN)*f3n1DUA#_rE2hlj|d%!YjW7{I^
z*)p5M`oHB6r=PNi%w>(NeS+t=q**dwd6l9P`cU8c0T5epq{}u?+vWu4dRvvN#a_k2
z?qAn>4{M2NC)k;oG8X0TWwS74OHk(OR;S>uYYs_P>@rS%^tZ4#V{4%$+sS?!gk$8u
zMsL5XwuBU|`xt|JoF_p$8>5xu?*!2~9GZ*uQ!z<uJ>~0QNF5g5wevSjuoa7~MG|;e
zq!fVrMHQ=1JSSWMfZ`0+fuyLST$6lLJvfEbod-z9lwyf+mwyL|4ESJN)mZ?x0Ujx+
zGz3C1x@1Q#ji_cIF$pG&G2_HCoQQ>QF<mv~`I%+6gh?u6#)=#|KwneQ;Zj^pb?D9m
zEW&xf<O;lYUYNrl$kXI`#kXJvK+n?b15@z;r&6078Z{#V7iD}#BtZ-?^$?OG7I6c5
zfE_F1aO-T`Y$e5ls8w+yc&rH7j*Tk1ma1knYRol>AZn6VqHwitQ9y}*GA>|ME$Ay_
z9xYp=0rJ6vWS`nGTB{m>p74?3mjly*BwaG46Q>=}DaB=skoO8;WS`UYjF5J1SJfPO
zX6MsTdKW{ku;3qM-uX<{4d5gF6~$^O6dtbO%dj72)12#v^I!;Dv9KKj_{WP1C1NaE
zgo_hGaW%zq7GUGqDX}C;41{V6?RIiX7Fc{&dysr3n@#nk&~6Tm6s*2^gFypI&Lp7v
zOMY<@3TAavmJE#G1**S+LHd*5z@5b3z-ZHG#R`*um7d>#>cnni8&*P2BX)PUgAP|h
zxLNb&2HbG#Zy+d;XYBax*gnyKFnf!Y$lTVPU-QtE_nNoGz5e#K;Z@GJ{yw*&AmBjY
z5IwsHdpP5EG`l0RuwJ@vio@6)`w}y`-<);4srqjitM#g{W7W;mA2~J+k*{oRi{F@U
zCU3GnTO8R}oaMe<^VSD>l@=QA=U1Hbj)jR@#Z8b*dVux6>%uiw*!qU8$(8Zr&SC&2
zMZk6PS`Z2xkdH|kMaak@j5wkCoCLnQW$ObpApSK*jav0tx*00qK8Y`eMoAVrh%c%(
zY#k#Z{Y-`a1F7z+xCmA#8U|t=6;5R`GT;tmj6_z)ocR_7e5KlWl3a+eA2=O;J6+C>
z6xjIzz6_rt?i2|xR8=6%r$oPIBq+kgArBB!^wLQ1u>N?VstlLVh&fH;*^CocN+#G8
z*Y%e_3owj!5E~`R<$mZ@6wiWaAATp$fQk-9PY@g6{{HQzvS>#xrH82%+E>XR$i)FV
zl}X;{F#$Jk!fO}Hu7K>M17^WEQ8%Y=sf;E#BZL~urX)z?3*3qTXTTU@+@)<JU{KiE
zG-rdl`jRca2fO_2wL@!A1?1CE6yI+TV*Cr*Vs1GQxJXE`I@u>?(HyyQ+B;NF-gzxw
zM3XT$ESBKN?YqeCyt6|oR2K-k@?<!$Zuvvd4ha&mP=(#W0v*tQP9y;~z{6AB)r1re
z9$-TXwxbYX(M}*h1Q2G~*K)v>C=1e3e%OYlyeIqyl!s#}-+li}w)%eeH_%9UqWj&~
zb9Dw;E3n^h_k&@p29j5h$NgX*evoFTl=?@cMZ~9HrM}VikGP!ThZRkGuf*hLG!IT4
zP+o0wd~$0y&rj3x{>cp})4-fpv>&tMfuCL*ACvs~qdf5GC60@L9(2TD_|{IEU$gwi
z`%5P&+{p2ujNtpI;L@4D?WrsRH8B8!n{w}95uzG4qq?uJZ>Myp%h}Tn)><I4i4bss
z@LV{5P{9jLV`}@s6eKc6!z%_YnUPF3K=q6oHY4z3Ek>oQ5{9#{WxUE$N6U;s7Zs{b
zu*kt7T46ikwbNwvs4<xou(avU&S(3FXTpM48c5(kI)Uopbj5^BuoV&+@xny8K){U~
zBfe}_ilp$`D}d2`mb$vFxY=mzIddIY#kZE4$_+zn7yVSg`XJ~MGO{stvBi+?^pENs
z?pJnBhQw0E7|Yw`ArZsD-2wd@Mj=J}booI%-*x9A{rw<)ne16fn*<?L1s#o33FMDT
zW`s#-pw$~*EiQ)0xv@o@E@pu2U~6huWQ7EwsKwYiuvAeg(f)RZc=$IPj+0&3&Qi&!
zT{0IrBaDNgc<KbAEE(-EV#cI34H|~9BdW#z>)3kZV?K2TrV-s&KE+^a=Z%uk2yxCw
z)-F4wHmB?BuiDx&ag6&oF})NC8S@(95AZ#V81mKWUM{EU-Rbo*g=eQNj-M2@N~ff1
z3yeT_cjR|;juV++4XrH$W4UEB>K_lb{WK{UkJI)C2pBv6xgw^XWUIj}2(H02juwp*
zHI<UF8PS*<y#=Zjiory!9{mldISt1AJIzV{16y7F@7RhCVym}+urqal7ya5$!4laW
zP6>WA!n%o__ok{?&>3aVGdJcu9s+O0*i6D;dPqaFiIl;8;K278_WBaPWK|OU%ucUv
zdr&T*Nau}_u2Q01SyF2t=()9Rc>;{(d&q_E7{GpOc``aN7iv~|t$94;2SbpL9`#zs
zyXw6=AfQal%C;E3mQ!ULnA5N?k9pEmD}Qs|3{>i^ZKOG-yczC5U!c(UzNiTdE`_Eg
z7iE4#TSQdUhI|<B&J>REw(POOIIPG@W!>t(;IRAeEmpTK>4rq!9dm8sQi8ed&Z=xm
z*DTyXgMd~_CP)?J2rau*=hmp%1{H0ZXB(Lun*K1P9kAnhCF7ogj3vxeGKy}119_4`
ze*u3+JVDfQ^Tl06G;DQfCycI2S7j@O5yr|S#$vn9O6_p|A3{i%d~l?6!Eeu<(UqpF
z6rXWSx*#pLbi|_FhPYxWsvcD_MDn+ha|g9`xIia6l}y4#sHbOxSQ?q$DMcU`4G;bm
zJ16{3Wu6=1Ct(PWmoTSSs>TbU@Vo}hhy+F61Q~Z{^!xLd&~suHnw;g2pA&<5KOP=A
zEkbtuDg|k+QRx>OqMA`D2*EdOt%BFO0+t}#1VgL~;3iT&OTe-LB#6ez>Sx=?_I#Z#
z4f_<UfH@ioYE&vSehT`MWxi5)nn3!?FLBj2n%5zLT~d@O^y)9V=R<Sb5jeEXYq4D=
zeNrabl62ne{K{;!;!ZQ+G!+hvaA@Ps#^;g)MW%cK0gdF(e8rcXUK<54lSa)g4l9h6
z{i1g~ypzIxlXdc$;s<A7wGM1!WoLQ;_XoAt>m<Gbsq>kvG1-$wX992y>I~eN>Y+f&
zjiXj24&+F-*bZl3fbgu*X6f##13A0|DJs}y&9!Se6=2AR^SyWWF?C1Ws6O_TG#!wx
zw`{g_vIFd<UEzK(@n7)YK-R12<@(9rfXKWkr@!Fe5J3N*qb7}nH((|X`s5ybop)@F
z+Ob2I%_D1ru2+vp$P<Ahe_^)Y`a|r&Z>%z%cJJLNxLQxBmL3S+bu@xM*sc8|Y_7te
z*Z$+?&AZumY#oBA2JtM8$9|(|@%@OKvC?Z7wZ}YaH3#!l8xy-vym^5%^teqJccgku
zQf#AwthOv%9m%{_3KHmjnzp6&w@I6QeX#d7m6Zi@tRCs{@_qFwM`Ql%9}N0<ruLbk
z#9;oyG5@a9>UgOJtE=*ESjtS<;%PhH>45kAfV-dh?a_adBsfme@>OgIGQRlUTm!Ht
z3*Tz@mP%B){b;sygMZ+6^oHy5V!2MVqm>6Ei^Ax%PUN(DZ^4w?q_zh<_FHe$fJPx^
zL_Aw4FU$ySahg~UN+3>#c*!`(FUcX_qZ*?|B!CK=?mV0eGiU%%KV~GzBy?N!E>K3{
z7Yuo(X7$dA_%wITB{X6(7_S^3BPuG)*opp#^a|9BFhR8=o1Q~*;i<x$C}i<8?^pz?
zLP0(|*<cUU>i*+yCs<b2z<?Q~KaB@&AJ5N@E|VA!aQeD5e7dgND&Sv}EAz3$mkuN5
zaGj*GGjPUH=DLqOU#UHR1W9>^V-js=M9;_})9xgvgJi&^K{d;>^VyI`-`@Z|Bic?7
zHQ^~c=~xL|H<utma$W@>iqhz=fKeG0Lu?j84MZiu7+M?dJ)p`_Lyky|svYF%S^T4!
zS}}HduBH|s(&-v($70(M1KikpS$BTwd+pg40EDgQ6ha{YGfM1WucEa{xBj&TR<#xY
zkn{$7<Y0mr0W%n>wKvs1OdoglSZNM(C@3q5^P{&#htS4Zx(Jojzq6fN@x|YMoe^H?
zt9<eUOT3`?dACiv-nckdI8qFz4uPOj>xC~dhMI0rrtwwHjf86s&q<ve_a3DtE^4`S
zr$R*Poaz?!3o5aaNgm8-bb>`(Kg<gKG-l(j+JfXnfm_%qh3er9HAFaoLLBBOLH;2g
z^8%K+;Tc1&rUaA!8W!+pV8!^Kz_=IGWR%~yvXht(aG80}qgC71Iz(>2p17mSyr+Wv
zUj1$r?D-nIcdqy^5tj4>*_MV3a$~i*yz<-UEgyazGmHP?l+Re<l9tFly78g>{!yn-
zwlg>H-3gDu25vA%>608-F*TOu?!JusTMq_H%y;V>RN;0_bc_7yEw*jAy0f>B<x`{f
z?mBZ*ixG7ACZ?w{mHm2k<mnmd>pwS@uZ(bMHm<6r&XFqaN-tfe2DJNgW&Z@AOyfnT
zC<XGYLciOIegT4u+wHXt4}~WBnW;ljPOok@KY!SnzQ+J2397dDTS7w(Bc`)>myDCj
zERtH!7J93%T%*nKmv6SOrD)qNMVV&WxY_jO_T-&|%5z}^w5Z~*L_ZZntPBOOU2LZ^
zjY)92=O_l-0Bk+^MD8!Bk-^hJS`B{^Zy<VVL-O&(0qCX{)gLw<?T7s{L9m|xQ#jjH
zqAS5cds5Y%$4Q~e5;;2~8VD6AxquB{K9#{xN5d?5-o0V|{rv1RbK<d&EC8>>S<8&n
z41TSI@fZBoW78Wft$pDMxUVDWd_U+J!g<)Qf!v?8x;YU-k?tO5m&kJdAy5u%J2Q}}
za|WkV2m6aj#R{nIBfMQi#BacosauTMhHayak)17b5Cp6@ptBNz2Z66}AQhsT9GFnV
zj%_eq)viwcG^R1YguY{0C(09K@Mn2&K=<|c5=g5rE&}$k%F<SmMbsH7Ayez{6F#p-
zgz)PNetutL`;&3;4w3TngE?fM-Uta`+Dhxv4Gskc*uR0;WsopvC*!nNKs-}_F37Fe
z3rkdDKfB#jHK!3jTY_#vCJg$)V<k<5#wbJh>c<5`@=Qj?bMCZvbEti63l#7$e<shx
zkMVXQY3!sZ*aI}gmoSxDSDe+`d9gc-V{I!`FCb?i`$t%r-?#Z-N;r^_p6l9?C?|z;
zlf+z`2>mYPoW-r#Ip0Ahb>jF7?U3%=!d8rpvk*!cv!?pWvoqCTQX`PLd}_f_a=Q3(
zB?u!C1J^(y!x~QcC^agD5Xz!(f=bAk$$yU;(Z9&%9)8N3|KtFB&SxxRzlAxaF>D!E
z21{QD9{-^FF8uOZ1M`?;W;5w3*x=)RRaehAx5NenU-ym3d*Xzhy_I;euIbCMgMRaS
zGlJ`@!)-X}(s;g&m3s^Sp;ypOTU#TmeV;e8r-I(I18ny{Hobbxj*@n4ms>xpl{@&3
z5Kw-3-+3+D5-0WZ`fuWt8(hbB?@6;#HL`ln0k+@rvS=Q_9~V?Tj*`9BXEFzOHxxdP
zl~Pu_y*yDzD0fa@-cB*;1PoL1NXYQC=1U`v+?}Bp5#>XzXUy{C{2Afldskgs8JuHQ
zv&YvD-)fqeX_~n;elOmbs(Jm$y+(0p)vBTLAf=f7VcTp;`~a_VQX0k16Y3HB{qXQ2
zo`s8>4f)B8fe`Yu6M|v**_n{R%zRkzSz_tK@Sh?(H-d%SK`H8Ef?|m8U&Gwf49dsu
z)OS(<n&8z@hXVyBUEl9QXlb1SmuMK$?{{`#(GT#D1>+m>;)VDbQGz)q3Q_Ikheo37
z8<1F3H#goWMFJS$>mB54oPt9Wr<`RGJiw*Rd|GUl&!>BQa|KjmN2JER16N7Nfh@+f
z2Q$nhjOzOUgKv^W!``6LAj{aR0;Bj)I2Wrh>#qPi*?)baI)?NEYWAuT@*5n*jBr=P
zLz7@^8}7tBht3M&tH69J+coH86C{un>UnlNYh>!dwR1RK|D?+fN^orL{uv?BO{2wN
zfbVO7n1lDdZvZTH4UDLE0Zb>dj>qudOdT}@SShB*-0Vk67+wJ9TsSwTm)?Lr#HrND
z`^7<HfCa6P_%<J9o@vB0DaK)Le4N;R&RCS=+0;mr1zQuprsNwfl^UIsA;x?WjWq9#
z)5b;Ii1mpxLYJr48_=@u8}I2pG6dB8861G}0#cdVsKUj7OBM`2dnU|5(1lDpJKJJ9
z!d6ObjT#^{&3+x4H;P|zP>N?)t*^I*N&xHrxK?jiF^CE(4tX~^Ssk{vh(#5OElgZI
zGj;41<q;;!<*GX${zdU*7fgvKiRo1vFm>WzQNV<oO;0Y4%fx!{f_-X11dA(X(}<d%
zd7-3e0vL1jnWAjA9FfpqP?XIinD-a{23W2C2g+rn75o>Dz2|&h3S!RMq~4y6DlB%m
zs+luJxu4!$yFpK&_;jDw`p6un?~u(li7upVRex|U&W2xUyX1YxcYABd)1CDFkNEs7
z-tftS&$Y2%X)Rat@6VLx|17+rzrt3fu&EVmVE%TeZJ7nlZ|3&dS0jP?m);*02q_uS
zr*B<ZXW`t64Ja`eygi^}72Bx3@y|CsmOlGaTaN8lgx%t{lJupzpOD>`c5gOkblqs#
zqb|S`e2vO_AFuht_KPd_<HuTT-iX0u5AS8<xO=?e2*E19Rhu-n`@`i|bL9!BIk&8B
z@82w&kNKkxk}t)T<w$Wy%npw=;7_kKQy5`>A`izYrK@xFgpSH|iIMkKd1)3Y#LrnY
z-pvk+8<8`0N{mM5L=U1CKu-UJ=PYm^&Q;BjTBa;?0r9iSqTJNBe@F(Pi2XH%jQxy*
zrjw)qMxmZl;Y=DM<Ap%M4KvPJb50k4?acAW@Nr!WSm<1Y*WR;BLYp4eN-za=Xh78u
zcAPfOvuToqum$NL&xQ(7EOk5zDeq6s1Q`-TQ47^G+3GUkY&0(`mDGQzHxSovtm~Io
z@7?95u4Z{wQTD6M-RZoxhrx^x5P*RbVa!dxy5Jun1ujN9T`@gKk#qQm2bl45LMX~s
z3=<Scjq{M5kK$#7C`fJdr;KP_CvwQ)5oBUVnh(8G{x`FaB(=(5Xe?o9g5Q8wKs5vr
z(yr-{NgpSUf^gyqOMRyV(55`ZA=PJvnJ_k;WgUaDh1WD})X?!TXAk5v?UcnM@Fxl>
zfDWaPxsi;fom*iQK9x_0e4;k1I}^?$6a8#Yo=)@=g4#v<&Cb-Ha_u;1Ev6q?5DghQ
zY3*34jc;zGy4iHX;CTvIl`W|ja!9jocATu!XD_Hs)C!4o$_-Xs(aS+MHQJBd6>4jb
z)S^*lslXt^Ka!1<XQj(R;>E3Y*&v6Dc_QBl1*X7YS_vQr=SHdT6AWL#9G_NpvW+nw
zu;0L2ciomO*5SLlhf+N`c2mw4a|XqWhPzjZ(_7Y$;GSf8q;{ujBy%t1;;Lta>K&dv
z>8?yWc``R12XTi=O+eHOW?S80tTS@aUx0>S8%!lL;#pxhMJf43MMLHPLtpp&Z{quR
zx~{^w5Bd}J=i%`-{dKRqjtZ$~CuOy}e()12j{G@5H?a^hk~VJp)^C=>`>S)N{?@VP
z?<J^`+EW_uN6L1d&|Y#IHP%(^4Itl|FFRE--)4E=B99^GXR!mWDe`5~J)jg;wSBP7
zOtg72<VRK~VlQIa!`qU1c6?t*_lvvfWDE=^^joh;_pk8!4Om@*^1I6Gwnitc+2970
zwjK-q^pwJT8E^rXF&_NjUh>x<SN0Rl2HXSPD#&lZ?s6L;MQ=COb1>ayXIYDjfU$(}
zP!<gs@82lX5AI(copFdO%Xr49un)J%AxiG%{|ef6v~V&26}+1Lx0bGfvP3%q-?07c
zShoP%HBjXiu8s6dvYRHwFpMj8M8Bf5)~73HL^HyX8eujgR_M&RE*f{EO?tM0ILN?3
zi*}^0_=jCUMsXCxQIt+J7~lvKwd_H*zB-kZ%r#-aVCh74e2X!^L!OH;z5v2|)3{$~
z1zu9Gl7ny<&eZTFVCbonyii?}+f*XhomM~B1Y?D$kj6dukOqKr#vIoUjj+&t&Mn~T
zpz)^A0x8Bo0R=B>215|v3NyOv5}}$PJgfla+*YtH)2x8?<Q9(4`&F;(REkx!7pB~t
zNA2W_^o$YWM0Qds;+*kPDO|{I?_J%BhFH_zDMe7ENn`Hqvto001P;*dhw?(Q-pMlu
zAsmd2fUDLp3Uf$kK;acmSL~57po=vRwnIr>M{{#h$NJdX-=px*&!BdVm8aQsA|ziJ
z%PMKM%DLimxTLTCS&g8=J%STCKD)9Wn14L26sgiYn+92cQn+a+pTk(}WRB!a5|PR}
z5u(+$Ma{In?VX&P)R&kjPZm_x>e%$97B-x1rLL<nd6nK9*(*<jj2O%c3#%suPqKW5
z9vM@0b|N|GR(1M2iR#_n{_kky19}58GJR$^bB((&;vRmaf}wx<tZBQtE?E~g?`H`c
z_h>ghosz$`MltUBuEe}Mb?>R~*-low2+hB!4avt9a5-&arWoqmIU_7FfEkSYe4%C1
zoJ06)(E69AN244B7)6vNkAzG)uX5*NcaB4B2|pR$!P$nL<f)np1>jaMjXBqWBF=?n
zoai>@jDdxAyDeUf6+>LN^!XZLoRQgtM}E*K;|sa9TYA&zEZ`JgREn!sn6$E!RhaA8
zJo~s3NY<D~r!A<x7v+AgLQJ+m3G4m?ivC}Hk7sHrgS3C^ffX?8W$Z-1Q`+9?-#~EM
zzGkH1&5?%{`l>na+R*|p@uq2x4`cV{i8h$!t&q0*TlURAe4WTQ-?tFRYw1UN?&p7@
z^0T8w+1|9S9J{iY+7}%<9`i2oh&~&QBa;37qgJxmcN=gyygeous_(qMS?YKYrDd<%
zWLKwGEBU2@k6aG?j=3q91bD46gij(GqCRc`6uctcu{}cbs1aW2w?DR`o5m<k2C^SQ
zj~@yNwl`wCaCOc_Tl{d&8<|nr`3rP@y7y)dY`fW}KYDH36hYq{{~0N9@p#Pf-VwmX
zBRjpWANQYZ@G2l*to6E3ZlBkbZ{__&>q?B1VeUsK$#FI_#uuk!(?<4+Z9yxSx%Eub
zih!S;^z?C(qq4eLSts1Zsa-15Af)6Y6cuC6W5o252%i0PH=EAkQ+_IEB!^N_Rj|}v
zLu_Ue=4_ioCol>t6FUsEr-`lKE--a;fD+?;H}CaERBR_s<G`nF&f?K1e2-)0fQ~(c
zQ<>M^n=n@rwk3vIPM~>?bE1sS&&OzrRTCuUgwgR{mMR)Q!Jif8G&?N#BfrTGGC~-j
z3h|izSC{sn0%*6jU5=%*b-xP%1@fUKS2>(1fXHx9PR#s58?K70gMV|(6I(gMa1l@*
zEX;I9!SjkJGdXWB0ELY*#4vLehao?lX5abj(%>+A3EPvpvJHWk)UD{@y#Eq~Z>6<$
zGoj<`#C95!-WX-v-wyfZln)qu*@L@i0p>LeU8#{<jBO!cocxR&TAO010m954Hd0xv
zf>ab^-3hvkkl7J<wMC@RxH4poVaip5ra?jFw=3g6k8;>&$9poru2-7>D4}Hxd2;A{
zKN3UhPOplMXKHIAg-_wsOcM91Lz<vdB3p;=7zXn+Mzg6EFbCBZz=Lp~6dW|tndP>F
z;b#g{)#(zeJlT?5ndg*`H{nkIltXNrntrX^N|AX{n#Von&cGWEeNNn%>Shg!9?a?P
ztB+FMZ)#u*hMbjVxlo5BJO8ZKm5@W?n4~hzHlMEQMxR7Ee}suC+#7*5H(H5{t0$EG
zZ1i=Q8Q{_0RdfaDr)Sdyu;|Ej_d%71({=vLh*TAa@=5fcdI!Ib5UyT^YlJMsD#iW0
zZNBhTwi85Xf|CS_P>OzDlo*Ui*8iRUnTNgB=xW+})`@IW532=?rr$5hb)I(BG#iY0
zG&1}Fhe$!!X;3bb!V12_FJ|$l$B2;ecPyU|uyHqfgDN{UBZ6q0@qN!SY2CB`r%w3)
zo~C(eGc)-1>`6QR+sGP&@xb9nZCb}hZ=aDCzT4wqGPX~zxte!v--^S6s-RZa$Q^;J
zLtTR2(`CVT>ZbkfY=3QjTNNhVX;kiAWwn3px(xk-jYs*-CwDif8g_D8H2T*>QzUEs
zoPh<y<d*Dm(RzA-D2x$wxpFLgFf1ebR!~l9*?pH7e{ghfrYxP#j4nbNUfur`bLrl?
zOq<<BIabz*yHC?)_%cO~xovTt;ku_jnk`tq;&$}28>!xBog1TXtAb*Ibpx*XqeGW2
z1~%?BZS7Gsc(406kXwwoHE+=3Je(92sbEpF>td3=99EXXrvp&i#a?2c3&jT?UwNzb
z17Eh5@Tj}#W&CLn`0@)F{;&#TC6meM)C=#=lBs7Z%xxt`Nl^}9_wrM#z5lEO&F#$G
zoY+LFvKH!~oFE}UI6a(IBUB>*U_11pP?1VR)wHOtZi53QX;hmQ<eU(~c}52C6Qq;e
zXIBjjgsM*9O|s(;j&yTs7vwt6Ui}R}kL>t}H|~mLX#zBP<_q@h82Jfic}ff&XHnj<
zd8()fXF-3_;V<~Jkqhl-QH0VvS}@xsbaTJ5c<{n-ZaSy0a__3u*&Ypu=2;}ob7ll5
zx5*~`213&^2i7uSBc$Wt)Q+N?N&8j0BDGoeQyz9$?`MC<N8~atB8zw)Iy{R@FLvD;
z(10?HEM5tiHqY2f8exUPrEh0MpQV5)GF^anKpxF~7>Z%Ahna@S-yJK3u}w{)+t_aI
z8p1^hfT}nZ96AEOh>WmxXnz5NIx4k+Pcla6`!OOOZ!`)mU_f9#v?a8n#6X0HIY|IR
zm$g?ap>4RGw2a2|u}&P^sO=}^<6YrQ1Hfm~vRYIiO(;31*3O^9P0!-w34#6`*~zXv
ziwK0IzLi!lLRct4K@BQJD96cmKh7GJ*^O{)h!8v;H$YPoFc9-m4BlJ<;A5~X!kIRO
zyD!1USL2PQfuCJ=l+lH)UV@dF@ptCkMS|hJ_eX{g)^#86`MM(iI;#7A+##b6(Q6XT
z!y@kDx=kZc`mLU~n_g%E<)_M8N3QGsv-h=u_ldId7lFqD$`dcOhgCznZ$1zmPhX0%
ztciS-?Q_eUR8zY$d}{Km$Tj_2E6+O`@;oj2@v)n&W~lMK#Agz<4a;NtHyVQy|F~1R
za07PWWc$=iasJ7WDZ}oN)1KyPp(R}%8*WWKK!kNUxSkwJ3T2H_Q%<x!{<d|999Onj
z-tBiGpp)loMT}0qzo&ZX{FcV*cb3qlU>@bR2S3k^a3vyd2+E{+T!x`=Nk_}SINg*d
zt$h0~_vS8AdsnkG_#x_aTlmHseJ@Id?!Zv=wQWV8vcJcEcDb41_aIkXz0mdAY=_pJ
zQ-!w)N7{@q|1>#myn0G{{O+fYoVwfW@m7-5V7#a1(#*!Dsm14YjOjh$?|f8Vo0xp<
zzT4QDI2y6Z$n`;Sv-y;GpxmYO;~O^<So>R{i+0+|I5*n0H^W?H0!jSqzc*hp(yspo
z&i$LgKk<6;Q+A)ZtXXgCFryD$6aD7z=JIb(1jk1A^_x9rrJmn+$nW0py{squ4xIn<
zb-<lswRJZ&&ClFrrJi;#Q|yjt9^h3UZP*uRo)KMIbY%VLuGEL-W4`+=Hu*+}{}OdG
zM-WineTx~((_e*UBSv5N?Z3|7Ax!m%PxQ~2>l<X<Fz*U4a=Xmk7cW=|xkLD}+wX(^
zzNZ1{dp%vwd?6qF48LiqtA2BB@jO3}zV_8Yo3JFRbPG1{R~y6E8tik}db)Z2pza*F
zX@G%tv?9;nQGQ(rI&z$M)yG4h+Iw-$^SGOuLGoK0Vu>Ty?UZFOa=5a=0a%NwJ<dk_
zBcrr;umu?V;oOHtRA%0Ys(ent({MQKpD>X2XQMBnjNX%(;o^grDT}c+Et`$5AVA%u
zMi_&hXz%!}lBwC9LALK8u4uI5g^E}{geV}A?`Q1*%D|b9!PJqGA0m{XQb%#|ljGB(
z^lZEK680R9nbQC@D&U?*8^HK-NLKsIgeND)LkLCklW|NHT`7#s9?n7F8&s-S?S~@e
z>FI6L!pO1#<_AZC5{R^*X9S1(oLQh$>wwcfzPog#me!+;aQ1Yo?U-l#Vb)3ecI&Zs
z7IVVG+6pPAQ4P?6jExaBvrl8?9J|zJ5h5J63k_66uY$oIMyrhEfS}zWQi2()w-v66
z9X-=vs`w355Sw5na*i&j1d3M?sCMkg0<tZTe1K|`S|De_AuYgk-4b<APi7k0aIFbN
zDK<AR_zfJ;!W%f9H_opUV@a<xXC<g-2+_MvIp<<Uuom$QAqIm88+pL+S8!YrO*o(g
zxghu;Rv6ieJ|bsvHS1%%P4!YaR9&Mouyp_Ag|92%BExeZI5}c$>zhi4uHi2nsB5sS
z%e8GWHC3_O9n#aaI&Ia-?bm6yyivXOB;l>d%O%Fe9fh{BcKa;dWpBQy1?C1<UP9`v
zpS>OS8ds9tnE8Bu{tDgG0QFr|gm<sFe1rZo+bbL%I49elyF(J^)OWQt5$eV1HLkUC
zjlJ}Xr9*Iyu)4Zo$|eXw`p5Nz+_t`1V(qw1re9PLnR(<QcjU)*?eFAUE40f-N#y1i
zH@hSO`!{Qqsr#a~?`SGAAL^xkeCe4wcLfW7C3{#V&JKp2_%gdmc0yGVW9_DlK0Jj(
z9kc9suaLT0q_0~Qrgi@m%>p}oN?`tLWh-@h^QHU2S*BW#Kb9OCr{r$=X~Mi&yz$u7
zat4}paDHTc|I$jA?N6>j_1ylvSc3GA8QuPq?Np7xf9_=j{8N+p&w)QLkG|cfKb!;2
zPKw@l!0g}_^XU}5l=Hr}A(DI7I<GwVw#IAe9lovoZNh_VsFzKCI>W*XCb(>wmhI-<
zK1Jh~>U34us>xJ(M&|9wob!vKDo;2Ob;A;HicLB5_I0A?erfi`c~!nD_n*Csh80OC
z5>8?Fm+r$ppK2sz&;nY@sH^T@I7uwYi^x!Sf15Y`ut)5=Xm#1h#oaAP_Y^&74tH-P
z`)f+@Urq7G4<6*g2EoxN=8uxGF~43a-MOs~_VXgS#`5FgA5H23UB7_@&?#N3UXIqA
z+24Qb3j)<|wKD2S_B9Xle&{!vyM^uG?#0?$HEi7tkE;#*Q-tOBsM3d)*3G{G!m7c*
z>itLU=eGS2&(z<v4h`9F-7{EGSlZWC@M#CBu)hoSSETA{aMTg~xR7i`elz=w`6%O~
z!?DD5TaeV-zDvJYtinZy9g`*pr`l#i3Kn))S#9)g-E*WP?c8zpJ|H6NSNW54-t|^z
zBWz!xh0c?AT?N~Az0ilgy{wZMlrXl>z1u=3+M&Pe3dPvI+uzR2(Ku8ZV|5EzwU1C<
zc$Yti#B%6vM8cRIoh&1iUqZBGp9LirPS>#hI-RRGwpbibKK|CDRdajP%vghewZqij
z!1rUtRi;~8)+b}w(S)~6gK?!fry6jt{l3kKEeqdBR8CoUrVrmt=Ld9k`X5J9POP)M
z)p)i%>uvRT`Sq4<@*u8$uw&6J+1P<h{ICySS4zf@+DuR+4#|1ataPML&o28x8VMO`
zAhB)pp)z|H*&V+|8~5`<6$JFE^v|q-&Zn4~FR*bR+3Vg#f8b*yV+oB){Z)2){~a*_
z%LBZY;ZI^GC)^1agTVw6fs3dz`j=(~PDfsHZeNh6&if~}gOlEX1ZJ62CP519Sn5Xh
z102#wGuSlVjX=r~v@YI`%nySd?}Vcm2In_$5uC%^i412i%n1wf80}|d2F8_u4$KD)
zGl$ly{;-BAh+k52B>)0ii;y}0l=I_p7t=^Hg;#Vevejwc4(YAb*Y#t3mgYyM{h~km
z)c1b=5+?Bnp{7LpuyU?Rj6j)A6ZbmT5yr%{CX?XPjXr9s$)Q{g9RQr+Sy!VJ6{>3U
z0-D-tfpZ~u9hTu2(<jJh9JH{Xk$#}Wt`va^1NqFTj&GT`$2aA9rY2ML4%dHXqG5{@
z*$$kLi}E^jU+}at&Mf^K7UUnsl^3>}KLopQbn=<89Adu;y~QkDHEtktI*rCVJ=QiY
ziU)^$UqT(Uh_tSbYV=@gMsVxn?lteP2B~(vinjVn`#a~})=3}^+FjmKw%<9wrJD1+
zW<1{~G0klNCM<uA%r-uD?M!PX=}+s7v-fw8hg@x5%@lTr<m&l+##$D;D=z(dkx+Vb
zqpI)puG1-xjtTtvb4SOs1x?}y4Ht&NuF!VXaPbYs({BIj3GXJ?LHfQAX5T*0j+}G*
z<4=R-?-LY{qhEJ6)^~OVQF5cRP8#biKB%AE)5_}-xD`Cwo}W8pgb7qz$CGY)@NVOc
zb3Y0ezu=uHe!ctNsL#A;_>hxD8TL0l8X0}xsIzB_etKlNz;%!6u4fa5;h3w783B~|
z9XU$e>Jz6p&ObIdK8yVgoOew)wfSLFz|hwhqM)-#^!t4Kg5dj+aX5__7uQcFnbd=Y
zo41##QkW~6nWC9ukM&o-<BiT!?Rvf-R#!jFxrcpKAgkJaO}=06(P7hB<-)M!vrvKS
zdwk{ngC>KTOb$%qeJtg)bZFbHDZMu*w>d4m_3&&##iOcxzCIWmYD_tkJf&O+d~k4c
zWg<^kpIfiEpXY-8l5MPe=hRgB%0mt@aDfd1Y9Yugl}h^typq~&j}m~Hn=LnS#QknJ
zH{WBgHf^0uiN4mD<I_~Kss7^CwX1dC6a@G_OeJ3*+7KT4xz91Jq9G#UOi|P)>HM&*
z?kitmw4`*y%b0W3=U&2kL*LI5Mjsm{#Q$mY=4cKLfYediwYu+heTy9@S{}lAzuHgU
zx%J)0?+ug-8y;K=@!95!ZA@G&h`!Z2O+IY#Eg~T1;f@2imeAd24j<ciZRFMUzujaX
z9w%?tZ{aW4K{t7A$obY}>*w@=pjrO4;6v$(3}vGcwqR4@A}Hg=T_{UBncTK|@lSu_
zu*_2dKjRnVkDZ4D|D>864!e&Xji&B1Q%7W=CZAQ@nUzwV?u~rbfAV)k?2DDz!P}Cc
zar!s5<R)mpMrNHptD6~MTr(CFlk?3*`-H>!wFu~j3?jjMpXY=0q5Cnbk_Jeh7g#K6
zMBpOfAvWXbr(Q7dg~cCVjND)O9N(FnsZ=R*$0g<#?cd+uVzw?mbYJJUWwXLZcTe-x
zu0iJZ`MA1n8gL#Ge$Y~?{_riEE4#(}^C-_Y7@sp~JvqS{>}Kuh&DHBjiCjFjRhBE?
z5}&`#xos(q#d`LA$JEIurxNpa;XB3ixrN4u57b88vf6*cW$$s?$!PWM=HD9&BN~zd
z91mzm%m;3Y4v-7CbFYM7*uJY#9DU_c_ohCx#>HSMdzDV~g|j32M-48h@YZih#m{VF
zN8FCG6|re-e;bpC;5_X^6s(!}s1coFGnFI1pC$H_S(V2e+p)Vh`sI&r{aWR3U+>;y
zH|Exp`H*q0>vptxca25dORCtCE04W(MNQu<FkI~O_H^&{KSVdPw91V3XLLWN^5a%`
z^xQ%*Zs(W3V!S)7W1F+tT^%OR%h%m*wX~5Am<wRtIVGxwp+tpb{X}aNpco^<2(DX5
z#lF$bvg3m@LMSxBEVpd7(6<72u_Tzd;+uwX<?4^MXxOPz5!7~8s9JB#UCmMEHNywC
z*$_3;$4I`>x<2#5<jR*&Q(9+FPDM1WUkj90G{K29d^27t0z0QRIiPTzmDOnytZ5O!
z?s!)c9I^wPH3d{ir$C9!4egW&t%b5jDh@gCg0zpYY>m$16s;ta^OhZ5;B0W-^9z%1
zw&O~XLl~_EnzMvnC5*5TpjA!4*>70k0GHk=SzmZ|$<7~AKagv(!woHaMVb*lh8W#%
z78^818T_L9qD<t>b?xoC4s0!dop1SQ{Gmp0bYuOK*iUr>e07i$<8%bel}j?yfHgYI
zDR-DH(m&p@s}{?1T~ETdCRfH1qM!wb#>upHJ>DLx`Y%oe(He8Zxu?ARfdqQrRoNj;
zRXTr8WH7*;G5N<md3KwvFka{47}?r)S5!=9Ayubi-yUAiOUWUFx$Syoh?9Y4Lw8GX
zS<h<{C=G`Xj9*54)KFEnL_B%8^G6&Cmk|~58`#%fgSyPkt**3-*o9gAdSh|-P;X|8
zxAm^hyJtTe6t0d4$?`rLiHEX==qbknP6j^J4|ls4^_}?YH*h9k-?@Y6aeq?6hSKK`
zoWGPv_PS4OZ3I)O(kWIR;~8GFzgJkkfA}Q#f=e~vUUpkr{LtRW-RRP2^s2(ODAfYF
zq)D<yeqex*t7Tzy`3vSkSKIXd2UAOZ12@&SJ%kSon>pMIx=3@$f06xBW1c-xuNo(I
zMQl;1RE9skFtp?IOC3A%6YGVAu01=v`kSMlN0H*bI2K)f5&rj@_fT*(7Y00?t|KlG
zGRT)n+1t(}KNlHfEuVZ^dD|XUm=p?1NS6cacODH5Tp~qthI{r$J#~I$^BdT_HZ%J1
zYD7<oqd4$Eg5JmMrk_4v7$(pEF5VLQl0s@7##6@syf@DV<^yB(g~2kvbuLNQPUbDE
zJIRIFt)6C~hgBnoWTwlwn5Rr}#qB|N0a?=m`5VwEJ2A8F>ZwfwdvDwVGrlgleBV$`
zm*B1A?hmKMXT|gh|BB8qZouc=Q3&aV-fQyBwJ&rZjSMY7d+rb3dBjq@5^TG8ThVD;
z1*bjvF#%+sZHd})Yqni_?>rCkVpID1XU}uq(cHFO_}jm7&g$-p#N_a0^G_`sr1zQ(
z_n92_n7cgr)k?Yh4?E`cX7RE3Rzr-hNqUM);LK{A|D_}63j-I+N#m3LZ>y{}|Al4^
z&}{(qmj|nhDvwVdsk(1Dcv<LRu}%BioN-#&{y(#1vzHqqOyZoLCOKZ!p5ETI9AV6W
zyw`R1l)O52!zJSDZ1C%o4{H8+xOZU1g?Zma>GF1X_r1}u?Qbj&JY0BE@k+G#VKk}y
zQR5@VrcU&ti*}L8KgJ~sTD;EvPl=lg)?WMi`HSVcR8(iR6Zx8V{;dZ#vg<hhkxw_i
zc-)M+_r5GmZ#nbD8vL@!ENN!@y>15GA@hCfwS=$OA+PzM8Lg#^chk41v5!Yjc6T3(
z+!ykz25It_QdSEw%*xHpQvKsc$eTMaYvL!{b?JLL0~1v?PwYE#De}#<`cUSQt~15k
zu7}ti&t8|XF#qh?SEmolaiQ{V&zirgFCpfye>@*#)Fx5qdG5Jeq5t59^p8dSG0n`A
zr$6Hkrha*L#ihI_WZ%TYAMRDiTg*ZCl-jI!3qhVY&;M9%K5_LyK(;L1oKY}pA9TfX
z;M*TGcwI1LaT1$gYTQ4kY}m|l-G7YkxIZEHWM1E33ZEC-dHF+7!0QW+t5eG6wu?42
z-YA2t$-Ud-5yCEXEHPS1vi#e@;x)Z;Uuhff;^{;0x7g+E&il$h)gcB!t)+Y6z_Ulo
zt#K<Shh1Hr`d#a*r-p{#e$b+3TbUA^64wq#l?oIb8A3Ky$`c=_cNa#qB<*($M@JZ*
zZ`*DTo+J_GQHAViOWg2wy@%2W%TsW3W9p4IDOPaf(cR&$4}adv)qWDm$~$24jU_Y`
z7?uSdenh=?MHXtcHtUAe^)XL#_~MR6VP?0jzMf&C9%U!F(XHc8AF#wow(IS|wG3=n
zKTZ^OA7NEl{MF^@FA3ZU|C<tbGfP=c3u+pFbiKi^^6C+*dqLd6J^v~(rHBS{Ell6=
z@RC(fz0psl^o^e$U-3iyO>>OASBK%JlOi?MgPQuSgBekM0fCLPDb}csMr3kG!j|>p
zZE$2l1FQln1q>AJe#HKaSKLfeC_!y!HXc7Ggh2&Q7&Lb*-!BGM1w>><0rjnP;#ivF
zg&cwMX<f2GvFSJq<^xgXh34PoV08UR(O^NNlPEH{_78dkv;=0HUkWIjB~A%YmVJy<
za7bi2d!gO$oK9~<t!e@ISB8^}L<)z5vv${*KdW$%L-@wexylw;iAv^IOGX%t<drz5
z6vj4eJ!#ke2jCV%Ya?UllhBQ{W?cE1k@QJo`^5?)$I99z^eC+bRRz`YSny+jLh4EI
zPm`~>oL?hj?ub~&%5zhKWG-asYlNJgrbEJMz)T~-5djji-=s0k*|^|58o9aw$h>hz
zR#CNu;68BG4QMm<^EI-ca<60px>Z||g3n}F#gMaO!7K3{yb-!J39WUY`j<E5$=jmJ
z4bIvxI2bY+WCPxh%@lW>YdEmlBYoo(msAb4^WmSOZTf82aR_SL>}hjir}H#lcweSn
zg!AU3dmq0&dFpzCwwkhh+#u`Tu(Z*Xf86Bpse{3+e++dr9AEBU^LXw?jW{^;YtVU{
zvmRA=$1012_3!4!v&Q?%(aV-g)OA~uL$4aY<ym=L8>-rtHv83x0HXwP4k><?b&$Jd
zvB!hTd%RCEXt6g;mKmnYaXDE<mz@J`*7W*K<eWza-F%EW#NPJT_u06?pu<b=d*7ql
zyXgAiZ)=qg+PRsR&7JCcmjkCysLg+h{>S9WN!omnidS2m<meB#RhdgITTUwO%wL`0
zG`j7c<Q<M)w`sm%f7-lY>y`=C4xMvLLkoucHYIl$B%;=!2W1@>f4)6+cjxFUosXQi
zWBxBEk1aNYOTSW6wMm;aPPuq(l2?D~YR^yoa=`QN#LjzPwq>-F3%UYO501qxeOOcS
zOBs4~#feKN4(18O@kJkouDo^|B903#<S(*b(u${>>%Muf!5@b_2L~ABx`&c3iJgw*
z-cRK^QF@AM<Ry2Ek37Hd_s;`5LCY8NE8FA01nr&G-R3MiG#>Er%g)tU%4PGDcdK9V
zZhe#QM2!-xyf)v_PU+67`--`lgDw$YZCS0KU+?I$;#iua;^FIph>ug{+uk2=p$~bl
z*k~L>Qe_O^WXhk#c#H>YmV2B)q?<)OyL>Q9Y0M4X*2~%F^3S`4Z+o)iF6>BKqv4cP
zn{=^iN6+Wh*MGeK`?a3DqTvv=Y{v<U9~NK2xl_LZ2*_j}-o&j*;<@v-AN=P~T2hPU
zqkBbfZ#^{Q^;@qt{b*RgO$i9zu~Xg<{rUJuLWwKKxjJXL`HR(+N-e*(oeQb+ca{3c
z>2;T#5q|0_@hXK^U#G+w#_azXJ^8eC&~=OT=8-VGa`)KJK&PX22Pe1uW2QhI_Imbn
zYNj;&@`;H3m){LLG+umGGg~$>Q`2>JXO?8>uG5!6WX7B?#qHd_uT^e|l{v5W-p$IJ
z8|1Zbz+HN}Yvm#*W$cpDWFp0?%kaeYqe)v%<Vu|PAG-z-waxkNO0G)XEPd5?<7{DO
z2)0qKGvMu=>h1lp$N=dd(t5YZ#$5*Jcx<oa^*%cB=)KCrJL!vWxz~K>_H=%+61{nJ
z;_-f>OE3Oqr%rsvw~863^8u9)vVX+=F92gfoW6<<SoS>t?n(3%i*}m4wl)&OP1T7y
zbmr22t!;3AU-%3E0F6Vbq?&qvXDl*B9|lPoaArQa{_miuF79ErfZ19fmp{Fn4rM;x
zia%bb+Rl@xUOp`)5nR~;ms^3AjeDH+AB843^nD5zc8_-<3d)eiH%RT#7u3|3cTvoX
zZEOs7v7CT<x&HHe{{Sl3oixo#0coV&8(<%IkvPYg-Hz|%4QBrUV_hY~rPM~+D8}g}
zaljtlx$G!3>OpO5_MOioc~<fA^8WxJJxTPdBUG7PMZO}nKtjdT5%20vSGv0sg@W99
zc9DJ5Jx{A2Qh)l?`x`NI9%-cVZ6U#uOnyLmvFs^=cGaG@@GeMh{8@Q(9ifHR!O@w1
z<9_lp$G;R*KLc*f*N?A6ad|e;>5?o_1D&JIi}NSBqNZDxwm4@s3w{+V9&=E)t$kFF
zn28%y4r*pRRd+Rvjo^sf;;Xr-SoQ5y+}AYO(*#CZnhiCHrslA3Q=uYY+|#pA1I;`)
z6w?!lCVeQ)N19r93kqsBr<!9_$Y_PCGg7w|6AI^%v_{f)rNt#=Xac5AY9Ugm6;Rxn
z7NM(&)~Up5>~-HyV~U|_I<S>pJ5_}1U644YSWt1t6(=ANc&OH;11pnT843J2?behW
z<YdzFKl;>gz4@R9=O0gc4tsZ{9FJkvf&c*Hz9<lJfB@tkw2Y+ZJep8A&S*VxlS~91
zI|ED3GnzVqnrZ2QlR$+TJ!sB5(VYE#C<6eKKmj0(59LQV=M)a)8aN{cfDDt6aX`TK
z=9hqY#whtoIU<k=(3&YmNzQ38j-!tB3{i}K_2|e4jOW&Z21Ypar5t(+1|Y%cIW+8%
z)b*rO&pl~zp17fmIXqE<ahy^TI~ra{13UppVUx}~dWtwCWPwI__U}O%8RrxL5s{84
z9Pm2QV?D?sgU4KZ;7}`z$Ok7R(gH{0(vV=cPQH}8c*kE#0Wo&uXSaGjhmU$d2wa?h
zjTz6dpm!WPf!3NwCoS}&j)d__M`6xA4I$i2;AB$qj-6@0fv1d)F+k8L1XBM14m#6D
z0s7LNs=Ju&QR`At6dazPN`mI<D`m`$$n9CT`rwZ#Z`Y=447B%hW!Rssa@52|I!9J?
z!i$o-(HHKu$>d_N@Vz*yQQJv$OEYBpQkc>qfyt*SDf4FrxTNJL@0|+KUf`=2k)7Nc
zVPfr$)nzVHbFy{F?8B`#;?Tk~8S@nLky7^4U{}4RxdS%N1xs&nBx4VUjQ;=&R0@Qh
z$E6J0n+sVvv}~Y@#@;K=ZJ%rZ0M9l*%Bs3GyA^OldKy8PdE_@^R-(NV4=(aQF?&Dp
z55}R$(MH7;{o`cxrFH}5UTW<2S%|fn^J5)A`@`xgq-YQqZlkqL$6{+csjN=*Z<O^z
z$Tet-JySbKwz%vM+&|%2jK)X)ROTWT$5!>EJCj`6%VUI*Fvp{IKSNcK3pPpMRqHGH
zqaIwFX1D$*<m7%Hl`OW__oMzL?iKo&T=V!I^mQiYWQ-0LKAnY07U&O|xT_9;aY2RP
zW9K6y4#Z-jcQU^@G{vJYE%bMPy1j%P^pyq}e~m2qd%+2k*@W?TW$M3C+Nxwgzb`C*
zN=sR1j$rV}$it}yuKmfkVmRYwf2Ue>l7coM!jAs6rq?z%xr%UY<UJ;hcqiOc6KPXg
zfh>h&w>*g>IaB@=dJoN%(mkWhlkRr+t5({*-K(&L!HKwNm}N-%RXHRwH_9-*g-ocH
z=pD!J58YGz=ozWAOufTLiz~JqM&~h;_3c@=Ru^{jY`BHNZ@S$>eGOLmrG9crJ!?)K
zR(lu?sUqSMerV)5QS|iuDXTT8o$sMZ*g~FK9G~Jj{VF(NX`cgtIVaFogmxC%i4A7{
zT&JuuALMEa=%urBXCyBX9I$1<YIf?y7k!B4lx^~21yFu$eNAZC>NAUSm#UW*X~rZO
zAo?ll4QE^1`GCnG#3}cf{{SKHMDv-MRy?e0_Yijf024*}gNk|@a@oPD;OUe6;D5)g
zq$>~iPe%TAOj`Yki(W*^>V8<5V6pf1ra=lsg5qqb{skOwKjBuBS$R-He-hn5I0d+L
zAMCX!zNBiEmd13`Nj$9XcV@1tCYv7i8M<MWL;nCQ$Eo-9tr+yU6@2YJPd?$7bav9<
zI{V}Js|HasTr$kACC@vDB>U2}fi*oA$VJ~g!x=I$?bMp+mt2!iw~o&A3*ZJFT=N!t
zD~@yeR$lefA=)t4OfXn~%OU7L+Wu8e7-hPcM-rEIJSggEY&Mkl*xXGH+gByDJCgEs
zHkSk}gXnrU^QxD?>4Hr@Fv}qTPa#qZA3>gW{{T9UN!H3IwzgnpZ}qb&{{Y8S_8-o#
zY5Kjz^G9c>+b#SgU_6Ixk&fg)U^?@~D|8KQeuhn@thZB$qX4cl%*O#oa!+hko4dG#
zUt_W-?CNsN!woBXpKn3hwdK>HyR&#S3xt#cOt7)rGx}rIN3~%?VR0?XLn1UgIgy-T
zAnr{o8ZC7lWn|Z~vXUZ(F}hh>?xOmi@b6m9;x>zAoHp^zrbaL#xEqWA0JKkI&u*P7
zKKk_<6|%GhT1IkM{pnl#&HV>zj>5^WWH@mY5slMG{Sbds?cS!vCf26azLBQuOXpcn
zC7?nCvCYUC{_Aun&>Ewwi<swINo}6m)*Sg!pZy4)?0ssz?b^;oy}GnEk$uHISpNWd
zy-BT28&SKG7mDl4n@ogePqdA}2TUpJxb_43P&X^<W4ZVN9F5~^`GPl+x^t%P!HkiR
zKDY*o*7z-VVRz#DgJSOrN2f@l(U*alV<my_+pj!|DrBt6gSxrq%}~EjTAk_!#w+Ti
zeAGx=*R??PVZMf-VZp3qZvwki4l2tnK<ixcM@(5*icPg63P39cjnf&nlr2e&nlViw
zTxK|+4k`O-F;2m8J5w5@ImJfa^rSRG#-lYO3XQ9pM$sACf@x_hBSA$<wGz~+)~*D|
zwH;iJsYTkY#%sEs#~niCXQf$AYNT~)GI-{?;BieBQw4E~m!SSaqFiG&DEUtUx4DqK
zk<KXz$m0Y0(%|rWA4*(s1p;GvQ=T(H=OZ+B&!M2>gZNM&&IUh~E>9TE1D-jfZ_S*a
z!k7(g<nSp+1B2Jrlpo8rH=xdF5S$K&@uzhe??<Tztspr(`p^IldW_M)9QC6gH%_#7
z#Q+P>QQnR~#yF+O`hFA<oZ#kw01nbP#VF``=9*U+?mN&jJO2RnsQ|sZ`%;s@-Ph1k
zaA-ZT*XckCq;{nZjtHa#j+{_32lLGZAx1IIX<M(Q0D?Ib6O*1P3_?afttJOS$n>Rd
zc|EzL&N=)j7!r2$rQ{k+<aFYLjz)1n1~}<P59R1+&N$9NrR%_;k)#h^l&7dX8Uf^k
z){~rp)`6`<zJDrT;>bMG_w7h}k&OEqL$KrZ=94+kG~LPu_Ba)leXN|AEk@=&#b-Ij
z3i36lPE**>xW2cw7-AW{Gt#j&O--(dSh5!#GgPCuxVn(Dk`KKG21zy%gIqOhN=s`a
zx)c<3-H}BJE(tyR){?X`0Ukm>W7?`n!WG&uTfIiBk-55kYY5MiV_8$?+?s1yASBDv
zu^sBUb0cjXD%4l*KX&RQi_q19WgN)QXxxF589a)`$rhl@@AYGY%{~bwM&29hDLkeQ
z!a=l-xu&~=@~FV9`HJN)FWIjYp*~E#y&9mJ(d@t0spp~WY8(iLTa((X+iEkf?%WAt
zJyEJ|RhlX&X&VQTPG$<b6QyXISZ-APg~tA-COrNXoFFl~d7!CN$TW($>uDa{#EQjF
zwOkh#x`EkrrWrd*qmRT^bFp{FK~e$au1+&dELpm+n#M5a5+ihxITcA1$a(4Btyy1O
z+qv@FbZz&Mxl%rragxtbJ8hg>PJiW_pOwCcwFphv%aPX`V;B^%Cc(XqG1K0pmda~M
z2)T@*AFV+0G=~_->?jk|yB?ymk1F;rK0bkg!>`c)0F6lce#qKOH}l3aS06GDaa4d1
zE_$&X4@ztgD7X?t?6PM$2Ncuj$+u!PMv_ct2i~NXMGLV<)rWe~YwKIHvh{X9{QN{Y
zC){_aWzwXDeC_Eiw`pTJA5Us_>=#{1aYdEh{{V1vnx5ZNxwVrpNEHtTGBTulgH@!E
zu?oB>=qgy_NR!N$hW-^j=?vCbw9DmJ!r0xg$VMm1WBk^#?`$tErwel%eBX74D#O_K
zs_gAE<+&vGt!rIUeJb2QO58@=v=R)W{{VsdQ)0QDxLd|R!#V5i?NP-GPast5*OOZd
zrr7HL05+L1g5dIPXKuglw@=QgUL=+UtlBn>{{ZEoVS-QiQE>DinbtquN1P6=({cX*
z3fj}PnPr3Q+O!ehSRm^$!^i&P_53*=)r)OzW@62O8uILW5Amg*aQKcKtV{P-`kzxz
zN4VnJdK-5dTpFS&(5`&tRVVCn4YIGV9UJN^9WBHTTJAPYhZ_$CkEJEFAOUkD6hu56
z;IZ@-fBSK6iHlUX6UEVFLy03E$G_0#niQV88I#W?!|rkpI2i0b1x*@@NW`u~IT=JF
zr@5^r(UBwjWsIL|iyMSRcDVOt?mm@?Beb#>a(DNq=1P)#0g^|U$++()InOz+iFIXx
z5-nygwMmX0a3zR#`MaNESxOg9j5~mCSbU@Yd5=@?=sQ&)vP~uzbCy3+O&fZONl4q1
z!|iz)xzX+x_8zStNmJ^*{-ZTkXI(NTw}k%yr7*<OkKrHPU+QUm(WI$Mcg64V$fx~Z
zvY%g5_*KX?Sha^+eOk=TDf_oD4YGskdpF}w%jPf0#kYb>xzZF}&c_3_T)DW4(gSB`
z;gs<-pnt4BgZ-c9T6a1;uxZjsqfEE9>_2@Zf9n)~bgxi7$6CU*w3_baVTpco>%dSt
zl6wJC<6^heeT}@=HwrD=W3S9#I0y$)PhnjIz9xcX78lm-duS8}nVW2^NAYLV&>F|Q
zyN(zQjj0V5b0pZonZNjv*nTx$(#~7SHb;yAOEVr3M^a5ok3?FLyB~)k)QFcyze%F%
z@yIbOWBuRa{3|<AxdZ(M1b8i?Z0&J|cK-8w`*sx_#qz|dZ>O`z6ivH$;iPZxALu()
z&Yh_?wVQon)h;28H$C2VJW4y3@AM-likG2ROvJLZYq?lEi0$JWrIorU{-pE*rM<lu
zOC7bSF<C->NY7GxvwE@pI##vrm@lmnbQuzRIELnkaVc)>%hdiHVzI4s`7Wkpf80eM
zGf3kB2lYOKy%r~}+3DW^70-@u*eUYYO?4+60%ec<4Ha+TZTO$Z7nZi_QpznhLW+8^
z^CHVJ?oU5XlvZzZST@nZKPIcbDt0_nEsFZ7A2kvpDkc>%;8bVQvS!GHu4*Ps{VKr}
z!nK=;tYlMY&s<Y>)snQ`oYqbTs$?56)}6PSmv5~bXyp!K5~7n8IbJD*dr;yvA{G@B
z)W)H1^_0zGK-C!)DHPHxo=Dj;JW^tvjM0kD#oRzDMdF$TJXJ*sOtBqWj;cr2ttEB9
z<(Y0XR#4S6HDx<jR2j)MTV9woGUq)ivVCfG>szK^(J;>$;QP`Nc^$Fdkw$Zz;+%cE
z)gdrE4lsU{+zv7_X?hLB<WK=48K71ZCAc4jDEzTN80**8fKGBp<C+CvBoY7z>qv35
zVE!~?p5lTAIQ*y(eeSvTrN?o`DKI(6#V-W({OAEOo=2}*G2b*5KExUTAOVmKFb+mP
ztp}$V&$TEg8RCLQaoT~6J#kJrqyU`II9y}ikcG$u9@Lz5p-(+COOcMCW`IKHo_lwo
z;FJCop4{}KBcaU$08g$cImUBFMo8;QF+k8|dY?)NAY=~xC>=OF6G1;WxS*j3&N0%0
zdwzUUkb09r9Zz2UdQuRa4uX>>J$R+a1A<62Z3Gj8K!cKb#RD9J*FC9t#U~i{?r9AO
zcsvS%=I$$XFC$~xtLhr0R<V^<218ublTCXj=VQ%s*2Ji39a-5&4Cb#bi+8%L*G^Fm
z6WW&2)Wk)@v0Mtdr)lt*T1ke`KZw&WqM79gihQi$abA3?H}6T@_9@|%V`~)NX)Y)E
zI_Hd4=DCg}5ljO<IbqaPZMRN~7!5mqm0sG|+!HIGkaEPD$=2#=>>OV&Qe&qQJmA6N
z>ycFDV(qmC7qF`>e(NsFZV+$>tzOw~V^aHJxg&wvvU3MXJ&dvix^s=@n-878%vLGy
zS0d8pp5=tZAOmq@(9}1#Dt~bjjjP6eYFi_c#OC%3k>y<s_7V=X$+Y&jPc=xEE}@pI
z#}dSXNjc9!PPV+ACk7M8bv%Pg<ha;_=8^H*p3D$!PQB|%*3$1HBCuQ@s!z&KwNR4I
zSR9LmD~@yPO@S0Zs|hm8jzP~gaqrge5!|ls!a>x3jZ>0B$7mdOr>cmf+}xAegeHqm
zr^ysXXo#9WRUJN~wNO<uzka;tr?k1bhHo+n3ZDLkwBCCQ@KA-dx^Awc<YWCQtwi07
znPgNRTz`+fBykR2P8a#q^J&vsNt=cFKfb3Rk7HG(a_4By(a=%?>{_es5Zp$$7X3Ci
zQS?2kcGKf<Ww2uB84$nUALCids|trWE!ZB^#CaZI$iy~yBAv;%VHqT8im)pE!5AW+
zB!V^a*BS2Ftx>64PM%JpjLt?r(HI-Y*Ve0C=(5Cu;u#X=)br-Y&Ih>a4L?C&xkflk
zjm^Yksi~sWXSR@inYO4H+IbE29qK8j$=MLvgSV|ZD3B+aC?Iwp-k}3D)imuv732$J
zaC(2wDG&b3{HlhbWp`~j7btMwb=Q?)?0OolE3~cibnTASt!JstrQ3Nj?VdK|+sZPa
zdix)x7r0u*1;wHR!Ib|14nFVy0A8SuH@KGxlEm~q>u38u%ULD#$-JwB*3x$5{{Xn%
z{)d{Qa<8X`wq#_Rq=bwS>?pm!WRk7AG!UPd{rLy+dk<>Su+?RnAG7K(E$yld=0?NB
zKiPhx=~*`LH0}m6pk%Q)3MxtGU7`zo`5^ZkvGp{0hmor`nzz=&`xap|Y0Fz4CHj&4
zUx(#cP}+c5?m>+Z^PUMlfKh1?4fcTT62@{|931)&def6zgHa+aQrNPN7I^;v)-Tul
z-;F!nk*d)dH#aYEzz_nc!YJsXq=qDlFFH}U5%MAaBkFytN=*R417BLox0YaT8vzaf
z00L9evE`MglW{mbJ%u}un))He=4ZI`l1EuRLBStN*^2hsPcQpg98P*o8sXGqg2SQy
zb)OnXWfILggEMmy9&!HDe@dp$B+@f6E=lB`b60x_+D5(ahp!SdcWENu*|E=`56zGF
zhgCmXuGrGS2*d59azXz9R1abP*Yc^YZ)VT|dudrOTyg_(8vBlf`yQ2PF7(ZMQ62rc
zw7heLxVB8IxBE%{AC+25<|76)lHz4WLeA#^0m(IXc@s~7+rYu)VTq<w{{W7!x2f+}
z@3foE64j)LEb+)n8>mj@1G@VkTEdDao=}mgXJf+BwY^49r%QJg>~CW$#W+7JBW=gy
z>0KSpyQf}nw7o*FB88g%*#eh7>-<ak6I}fA$8Qn0g@)oWEQ6za4{zsCTR|<<>k=;J
zJu}b_<eDCuA*a;XlfyShY}RtaduV^<v`xYf_J>vcYL&&@aYObyB1Boszebe$pF!v<
zbk$_iBoXOTvXuV-Suh{#Po_V+T2NeRULs>1<)N~@+F0D%FYeAcC6~9<R6Pf|foE#>
zlN8_pH#~=ci`<h_-rYy#3rkFkRXHT^(zo}U`VQ5ntZ8?8b&4gr32YmaaS7ZdKIC*B
zg0XDvWV@J09@RL@GjI?N=B2GHfjxC4(_*-i=rz2?0-rNYoCwFMKj$^KKZtEF$+N$T
zNo~OxxKp-9BaOs#KaWpZ$Gp6R#r8X0%WkJ7h{2V;PxKW9rJT2ud2xUj?>n*K0P0Vm
zqiqo_Us)c@@Iy?3-^N#WR(FwHTQ;8Q#}22=kE-_RMM3Z?>Oc5RZ!E2U<JvtsMl46o
zBYBa0$MZNIlvXp`-j(@vI1=1cOlb@8=}awOOx@3)Q5Q7RK|b`Esb$y?T5c)Fnkf`S
zR+AMbDKUzR6qz2{3e)k$1YmnnVcdj@V_;OxQLy5rl$itcs2Znwfw?t=&EiDW8Rn#F
zjMqCiLQzF16)2zrq)|-++MY93ku8!fSWeXd9EzEHR`D^BVF;@!^{TO+zvEVrboH&`
z&UYJ@Q?SKMzQ&+Yz$24Z6X+{s%%uWBk<y$nN2k)5qoKzYARnz-W^N+qoF2ZJq&UxB
zDRF_3!S|%bMm>8|C5ey$BOLlsjyrKm+=GEl$<94$h+^m3lNcE!W7?GC0D68DV+WPv
z+JOnjC%3%^j1xz`KRN)<rYHc&&JW{C2hEUZIqi@$iaFc|7@%UF{B-7k19SZ8I*>9b
zJa9i6E-(v>92`>PBdr^<yyw!8^~a?b5S#<eFHG=oJt=$i<Wdh`>p%v1C!BgvNx{Z2
zDG42Ld83d$XaV^n2fwJMjAuFI(cE%z?q~y?dLFr;XjUCFNLQvuG`Kk*&Vzy4hA=%w
z4i=Py=|*~k%`N~w^op>U<F86?2|46b&Tu)Xt}YVRGV+{y1Ky>{C3Y@byAExryWOy&
zu(cgvxiH)PGAgb1r#1A3IP<sKk~?LzUGMWqe@gSKVw|5WHaqCy)P3phR5sGHZ<roy
zO2Wg;%&+o7z0Z2Hr@<xOT7UTWUaWdl*Xq}BEOrDKm-rO(UVTc5J0sV_!Z+rcy}B9q
zw@q^*!vG>NzyrNnj&JO{eXe)P!|tBc^@2SX+s&H|bmJ<g_<prY*3w;0<(<h0Id?rV
zSUQ(pM|?SyuC<%{kzy+d^)@#M%mC&<dsR!>TYuT&Qm76G7$&B_z5okLFOn4Q58gF;
zCyon5xYUA~Px`#|$Em32d$UCd&hUf(02I0zX&TtZC76EnkClBYylFM<&f<AJPo-X;
zPr1Cf5-SN+&UdNcR5uePvYU7garc_5o1u)U#ja<h7v9NRP*_!MvF63mk8|{?6HJAZ
z?J%))#zGOzQ?<518MvS2LC_xNqc?NQa;+0Gl{iqnshLU*E6Hm1UPN*kE+->t2c|tL
zNjBRkLH@V7^sQ+wEwHI@$sN%g%A<kx_o^+V&L!O=288qGgOEiAGK0Okl;VWDZ+;YV
zTCOIja3GmH>v6ybsQMbKaWEuB5dGNcp7iMASYr~uUdnsbBQ}ferN&UtWX4g9`A6?B
z;oh=}Jdzb4?$1L{j^cKlJWk6dcp&2ys`s|ndt$u;Iq`#W80vk+Qn5BN<aLR5FW%@+
ztuiQgWuJugtCt!?*2GBVWVdcasB)+O0IyXgl$<1E3Oi6D)EcDF5f}+Ix$6|1f<L8N
zYb#ro^K3~;2+!H%JpKp0W}+-=B!0b@)}t=+$`}*7wkQ)q$sDF)k}E6ckZMLNZlwpz
z$Eyz2p%wfi5NasWjAPADzMtbuHiG2^#ht=kS(E;?dZ+u#)KEt?w=$xMr6iH^4y5+0
z5$Y3KObwic0{;Nx-&&4&RaeS~gdKm{q=qFR$uG*F_x>+oK~HO%iT$0ar<pnnD~$c+
zAG>q(>OYlH)U59<Wl?h$6pxYA<p}mY4ON;`BV!*Z;A6FE*y=Osw#<@Zcpsm$$TFwj
z+wi7N#Yn)jK_h_D9#v29`<ko+Tup(J%zAp7*!u;pv`m_O{$0uB+DzP&{=;|r9)7h-
zbZt1aGDgXB{8<<)?L!1c?6#<5LOk!|aogBdm5!+;+AW@=Znw7JaPDy=L)BmU9M(KA
z$#E*6QpEap9;T(5REZ1_9H;R&_mB8e8|-RNrY!Il(Ipo!uP+}-hq+$k=~-6Ro?&K`
zn9@JK#B}!h)3o^J`#_pG+T6$U89^g&)8E>)W!7yqT*0cu=yUR2L<Zn}U3d-k>r9g(
z>g38+FuP(-5q$@#^))T6vLt5a=OzGf0P5$^e^Xaw&?U5s?W-bP*md(@Io<3>RX<wG
zxVUSH0Usy>3WK7LK|<~xNT2&k=w2<v6Et!t0d{e;dJk&YTb(-YIOo*iOKY}2EU~W*
z$KG@w)32pt!4yzJC%9jm{#nL<kKFrzI;|wnaVtEBaVL{horsiE*uSXhSMYzN$%~73
zIa`R1<Zs8f(9$RxY<_1SYhjf`{{Sq<srU5ss}^^cIvfS#nS;td<J|J0eO-T${A$9k
zli~;e09Z8J_CLpy421jjU({BL-!Mt+U;xufI+tVVoSMHbG{rGzH)LVh9Qk1O2iMlF
zUg`H<9F0uSvACBzB?Bm{>aEa|`c@(%%HSwwB=83$nrlI{`j>RQM*hO*HZnF}hK%yA
zJqn%(t?4JxZ`Me6N2Y2H0=%(;U~}AhuRn!gyDf?|Q84>M3`pSTZ>od*>ZDN1b27yg
zZ1OR}s*XvgduR#kse121)GVe%nhdM`$rOT(?ig`Rp5i-L4W*mz+&_OVKKcIW{{UzC
z)$46?<3m$t6p3{Xe|;Q>d`;{J^%ZS&?Hj~@KA9)>eewSQmr0J~bN<VA`Wha9?YYg`
z+evpgiZ%Jq;0L)rm2&FoAcO37$1$E|m%OL{0Ezai8l|-QBAXKwh|C9@D=s(t1O4CU
zS$5D%b2`To?kBP6J<p)2+dx{E^jqyp((4+0%$xrDu>}YncLT;gwX;3ukE$cuv#y^p
zJk1&(Dr4?CfmoMU5WxYov}}+0Z7BZ$mWSK@pKkqXlrTwgD2*2^-+&(E)U~aU?R`yI
zyg8`BIwMA<8zp88410T>!;E5~ySk1TO_h;8KtH^Y@MdA$`+5)SRufs1OoUq5u$CYB
zYFuPUeK2|ou?!kky4zyiVR%MLADTA&dWvl=mgaoYPV-tF$L##s@#XjZgCzd|(Xmlm
z9|g48w4WQ^TNpofbmwDnjwC*0c)|4K(OmTvosOzfQjO8&TeC^Jo6?Ne&|L9sJ2c(g
z(i2Q9DK<2TH~w@7sCODo)UH=4XK?kTBvb*Y-9^R9PmxDzh#HUzXiZo~867F6B5K0N
zp4BLcd(|l1o_iV1Y{YR@-Ul6xZGbUJv}UGMQz|vuImc2Dr9^tx{Pyw5#yPC1?M!C5
zDp7Gd=~hxI;+zE=F-{9vBx=|JPM`{Kt4Nl>RH|u%tvPDZ47Cx-1GQR@uLGr1izE(u
zRmi!=t!kMTEFjM#0<13}dejl}GgcG<&21KEBuF~+rvb)0(4(HX9@Qd@4!tWx%$ggF
zjG6!#<Eg0##(Luv!Z11-qc(<<x2OLAuA7W@?N8gmIK?#Jj`e8Gp}6+x>rN*GaY@GC
zq3cV6eX&6Ua9gD=LB|whuQa~hvDY*JoB@t;pGpDe(9(g&G!f5mC>UgVd-SBoJc2XL
z3z63}9`slRDl&SSQOfkk;Ypm4oF3Gj!S$pu-^0?7U}uU^!t|hZ&#f_ujAK1LC?^LU
zNAjh{PaIO7m;_R|SYSOnQm%R8l&%MF@ulae`cZJO+;i`WKZxV4JC5h{rtJeCodK}n
z#V!jSpdZ4OM)ElPYQCd*mQd}F4=L(JMCPEb%_5u833+=Jj60ZvCOEEUdztkquycxI
zi;LN}K2A?c)s6`C_&2r;gm5d$t6o)KWOb;<lJ6mrSc@o3io4$*l_iywm-87UIEjAo
zH2V>AadYN_gdcdGn5_$|sBhx?6{L$Bj>CY}#a^wnin1=8^|YPYLr}h1ab;vN67k1Y
zt5(sbg>Ckk&TeEMDtc4x?BdX%H+Pt8f<8p_toR_i@dl!DP7f@@qK``8l~pA5_g7QU
zrB?3ia^xz$A(4!#Qbidu54(zsSCra7mR7NphaWQ!<ELuZ(Aq`)ou~c9;z<WqK9y@s
zi|jgMUFuEypZR4I4oR$?M--*^E~ljly<(oPclsIjwsGm!!uIt>;y-m6>V4{n`%bTV
z2i|8soG7gusAku0yxV6o5^?39;1wn8(CCmG8$-I~hwr8S@35_7J-?ZnB^gG~N^9?L
z{tw_sE&AyZ{f^UXk^Z&MIrbGbmYZp)#rD#z5`*(6_m8$}o|&Z!h}!z`ysJq0EPs#K
zR2TR1UR*42sg4!mIM@93tG(Tq%&EN<T8mG!AM5&KZ`x_Eytjpr1BF033Ur%v)W!$e
z7=Pa)wi59)yLi)4{pHagCIBWe>T5Z)N$)1}?dDsE9OTKKSL^9l8LyEujH4}eoBTho
zz|Oa|lI~JVe7|{_x(d1duGaf)?Z9hs!B!dH?@?Y{swdekPwtfb$Ge(KTV#$uwOr&N
z`>Xx)>GZ2wn93?X<Q?Bv{d6>A)2!}eTbKbyZkFzGxceVU$C^3b=*J>3lQ`Rsp43e=
zw^ty6^JfYd_<b>3hf$8&813(mnLaROKsQD`Gv2Jnl}l}mi9*?-h+xWkkbdvAK@28B
zS-$Axx20%HqR8Z2K`PH`dGl2L->B_WZYELtsCYsD0FP5fEp;r#s>^7>Eyyu+F}TQY
zsH>@GW2g@{+x;5k{{YJg8|7pE$^QTv%7zfB=gY#5fd2pysHK&smpC1G#XFg_Np}Ur
zcSb9SnIs%-BN(T#7O{mmG9Lc`-K|vB1U9i+>S}IKbUFFr9?ks?MK*@hNA|5Uad&N>
zo3qFM^8Wx@b`yQfh~s%%jz>~YZ*x}R)F!ZzO^mG@4y1n<{{UK}nnjI#s7^8Wn12!f
z019LfEQGwLY7VVP8LqPFy0UJ%jcjiF%^3aDpK<&r>BqHD)hw?p+BBX#Lc{k`Dcp=b
zLGM-WCi4!^Fr$I(S{i<%bEexeI|*%M>u(_3t?!QCS_yh;P>wMKUTfjA_fYrus2QGV
zN#wCVooqFwzOd~jgr#men^{f?{{V3GKTfqwr}l9xENr)ZHnQVj{{R{UhUILNAM*0U
zlm7rb{{Z^+p=qm|<x5Rk+wHM*Ne9a;e@5;-jzwd~9G4QRg)Ug&Rf(N#VlYC%iT?mt
z<G-->r?|~Koh{bNSu}Y?-M?8%{{XE~=*#K!;<0V5%<>$afq7?ciYi?=+@;dZX){9c
z{N7+V*gKro#JZ-Ps}lyGrru58E#xcr&#a0%{YNy3dKkBNA%~L^m5oo!o~(UMI@;7S
zHN^Z|uLXxzKiwYndS4ICX_@DeIV?W#xrpvp_8#ZZ)_vX4xpi2^$kbsYAHqMW_of%V
z#PRDlcGo^-q^2bUXpDW`zJwmNtq{_6G>+ot1k>(WxFDY<Qawji8T8_@t!<)6zSD7$
z9&oFkWN%Ml>S_y{nJ%W?AQ|cMjsWx?)FN6>V&1J~e``2v$j&6?BwkUM{gODv5Gq(j
z=g6U@VVI&})BUC&$W`q(QkzJzVJivYm+o3fGOhm6^!COLI$KLW5J=NlTo`X$<*jZX
zhCl2%{zjO27*8Y5DRyF6j!8Z0@B>T=TmC;7Wq;|A_5T2S`F(0vwtW-^x{Gb;`-sEt
z5APp;PtLO2bgz@SiEpVUsc0sRZ8KlgEXUcnyR?z8*0YW3+4SxYxUIL+w5!u1==TX_
zsgd(qTuH$72>!obYXySo5#dNT%sye)$p^Rl-^=S+iXK@2MLUVYfz+C<i&E&zH#%+Y
zweQ(3ZKaNK*a*vlYRr<ZnFHHfuxp1Ho=|gv{l!1b{{T+Amfk6SI?_EiRE%m-46K3M
z4G1F`N9&(n-Kr@(FKw&D*FGA%H$Zasa}cwq;C}bvOPiE#DXYZg;f6`(SmRR8#{qkq
zy*0vEz}B|xJjWQCVc-3gKA+B=asL1kw0lJbZkS?u2*F?WNA)#AD5RccjTF1F!l>(2
zaxL7~()G*HvdZQms9LwmAe)?jx_XMb`hBI~mMt3QG?9<ZZtwFj^j7XGBH`n)iLGs<
z4<igsDE|P^N4Kf(ilYiiEUK}Cyq}a0T2De;F7AsBr`;vj*`<NfY~yPTVy2p9wS?P1
z;e&szkbf7j_WpIMd_?ft{etf|apP={pP7A?y(*(<@!gL%N}tXhOfSQ)`2A>CEjN8k
zxM7mwV38>@F~C~Ab8{V(4QXt^y9`Y*{x9}NxAUTTKeOU%SjHxCiKNC4`=i^}*0bVQ
zmPJJci8u;6lS^$7_w+q~;0B>}FN`m2-gj$pr@VqTIRN>QjE~IGQhW)D-q*($w&+9L
ze`dQ%;PAh^i{&5J=|y2tS({V0E{B<#X*A=-M91E}_ISt`;8bLqMm?!iW}@baSWilL
zLUB)6{i=12sYc{Vb|DcGDgOXwC)TZ`Ue#eE9+j+VT*6hXXRV`Sp{Y{cx?t9{Q4YAP
z@LH+KBbwDwNXy$fXkhszM^Dm?p4HK{k{))|XVX;n#XeE$V(q6Y1I=i?kX-Tl)ILF8
zhLx->O0RAR$mvw)wcHOCsuZevR7^4mH8P58Qllppa}q_gkZFNyTJ{y(cGhuRR}7(M
zdJvt_7AU9Dip;x+Jw-i5CMn=mAvR9}agb{4N_x}~b{tj6z~ZeFa!A*&wN9d=LG4qo
z9f_@CLu1fzIjIzTaDAy14)q}5`&Nj}fzCZnJt`I);Nq+vp7jAdAMvY3avDMDj?~k~
z0-euO+|y4}k6N^3!~pjP6ur+qyV0JVsd1bW&~Z$WJ<m!*!5t42qx;9Fr2vkAao@cF
z8%_p45KSgIr6Zm(OOD`npaz9J<0G0fGt!i`COd=8AqqNs=hA_k<N8on(>b7L>p@5{
z&Twf@9N>yvah%}&D8_jHbifyp@7|Xjk_Qzfyb@0;#S$4LZU7bE_<!N)lq~vz&Ux9`
zR#hs-n!Jta(UnaijuzKXyS-qx@Vn=@99KbU;2mD*0>DN+#%tE>bc;I(!ow1bdJ4Rt
zb^r?Co;CfGz8Dy<iJmoc@bg!KJ<3*0b^{g7Po~`4&*WT0(Xc<nF<(PmPaV8XEUW^k
z$tJu@$Nn<6)h>;$ml~Fg;L1OxT|89Y=;y^@VFm6zPFq;Mj>a)>Zo#A@<|4WHJlQ7R
z`E2$yq6rMUr6(uXy=y}pcF_5<{qNyg%5#-Rc4u`?Hd?a8Hn2Q<(`w2G3TlV;eck2e
zCQ_;nN$rXtNv|&fQd9$yM{3!9Rsuf3G2o4+LD<(lSAC9GDwN;5tNe^zM)4wySy}Pe
zviGTNEMwB`P3`A0bw#UVMNKfZ>z_3TDUNF`h1R!x5D%BIJrq|3MD|;CHH70h+7I1Z
zzT~!-QtK0#XNbIKqknR*>QaAa>EC730A&9FmXfDht*BhXq}rPsFZHd&k`CVAT3rs!
ztz$Zc>y)?awEqAX;a+uUrSIECvhHmPysMvO(RUf7>5*E&{iUg$u`ekbb!w+`J>Q5m
zB}mk<ClSUvD6JdGSH!m>C?xXbUL%N)l#jx$T(mwAvhpC?CZ{@l@^#oNKWNmGdenO^
z$E!-NmX^h9sblcnxw5k>CZNMJOa0GbQ)zZ~`t`Hj>M)2SfQ|Emv_G-;to;{6n^%@g
zyQvITas1Ox$FH?BT-JWv$z^1wD+u_F2l1a%?^KoBrx$s3eUCyFlJ}+X^hDk!mg-xG
z;En?wig5r=Rfn#7njp82!`7nW<pi39qcK89+#aT{*%RTtAWf+gEVE$2YEE|l0JME7
zuh<`7zBihE#`#>2H74sH{{UL9GfF(aVRi0xDZYPbwVT;?`52b=ms-W~<h+b?Be(GS
zlUMGwMbnXNbhiE4AKpv<06km$Ds5i!4L05MtvU1m06!NU<ZnUkRP@a#OABA#lO3E#
zuXzvmMRZ17%br>;h@E44boHC~pKt4{FIm~x>M@JUn3mM;z#F!#r`yu9byT}+!jr;d
zIl>?u0oV#JZlu4Q5W8bvmN?g<k4oE){{Z_I!Z<Yn=g!13A^XrT*Rl4klWE+|^2s<y
z;ak4uMiWYeZo^(U>Hh#chxpYidueXvz&RPqGj<-PwI$Jw`~9O&oo9*8SUJNd``_bL
zZ*C*ELuF=8!T03;`Tqb4(HTiyUFj9Kn15)sn+U8NsxRI@^V8}*D@Ge#KU9rwq(!rs
zwhHGF%6+{nD$dOv4aLdX0v=CxK7-z(yt{k3Mn=fjh|qLVOwQI<WV)O;Np@1=6A>SE
zaljtlv;`J1g5xuhl?V7e&%J5d>My5RELwv7r5gnyZ@n1)_Ii({MLv)Hpc?Z_xcf|J
z=8`w!NdBX^_Y~2SO?sH|q?Z!>xpGhW&01Tguyy+!tg<QP)b&1t+Lqzc(M`Mz44ov9
zclH$pwYi<n?~znxpRg53mbx2ozMZYB8_1T*<$B#lF&qB?yuFXOsyfY;-HAx#gbQx5
zIvvRV;fGqOb8s9iF^odLbay`Hv~;`cn+r#297|-}8+iuhkoykbQB2LNY-d3Ljz2m1
zUdnotP`r&ixgAe$>0AE*+4ef)88q3<Qi1bX%6?)009?=UeK<8rYb4U$iGA~o5V+w!
zzVuqbeG0)=%>y?VBxDcnd!KsJwALcORI=8sTJAr)9m;Vue~<AGV_2-R&n8GNS-2y)
zt4`v=Ga5GO58rY8KEwQJ39g2<?u{jtjF%crg8JFAC7M6K82;-oRr=Niy|Y|Q6-Zv>
zo&t{K)Y@#fkl!rU60}n<AcN3%C)&1TzS8x5(A<$@cE<+hCB#x6_SAjfsQjozHqncB
za*G+ZfEA1%nYtMdsUOHxR@TN%&nL?g{pZK%J?iz&g?C{p{jF3$!*bjy+>E}eM_Q$E
zIFk{=2!(#?d-|Vxeryv@V$@pQ)uf~BWGnz}@)&MMAMFG8kG*NbVWw*+E+J8;PEI_T
zANNwXqA~lwL!Yf<S=p<pxtx@NIAh(<_gCJTb#~WMsoJQk!XorR=}y9W>`kh{eQ$VS
zy@BF&`Bg~3RqeO7D7UvuSOwhRI=A|$k5~6TgZb9AhN~^Mm={(=ys_yF5_06{lC9N1
z{HZSVq}G}5G;5!<9DLS~^353Z1EUY8<xFd1pPE@NW@!r+W<1r%(JUepOuy+2GZbg|
zeHn-HAB{RVqtnn&a+#cu-9+BM-eK+O-l$6~mlCte#o3Noy-gbdv1{TNkp;G^0Mspd
z4d?fX{_FMpI#$2@Bay6fT<A0Xrs)@V*(AW80C~t?;y+HFm4YG~R7)#>_f9uQ86WD$
zW?|}k55}lRJn3??LoA6XIS!<QpRE>Szi}QpT5^&jiA!S)4oR&d%cMeM7;E+zXCLyw
zdJp!!Pj9VsV_&p?DjyQTy7(^_mg)r1`flhL_w}rOL&BGFKyR!jO-jI=iQwd~voBC+
zPq;PMz>Ya3kRmB|V}PJ!lUgq0N&z5~{WNm&A^!kX{>qWx)czE1{>cofkG7G9VgCRu
zf$9hQU&^zTG|r<0mN)<orl}Hi_TC|bSrOUzg2>%5`BL%`iPzIV-~4|%cA=ojr&>!k
zlQLgKa<Wem%fvsrRC2!Nv84;8r<AN3?2J2(k&o_=e^XU#Ztm?al1nLMj$Dnqd;4R(
zD_dZ9dk`#dB-;X=<l}BR&0msLvW&wS4KWy!RX=zAk^VKiJ@tglA=Cm}>I}G&<^<tS
zp&q`ttc%|d-dZZmpj=xy`6YzzR{sDBt+o=K-ntp78_LS4rHMES2PUsHpV^-z5)pO$
zav}Skz|y-7E+ZN+H;z7b9U>ls-_+J{CRYQgC$Q^E_VqMcogJ3BZGW=cS+n!^aI?fQ
zAo}{%%bft(+Q~kS;_#e?bw4~q(;bar<NGB@$Tx&zBcwz8f0b0Wy}7oy6I;yj$(-&7
ztyed48h>Q<AKCp~ejs0mQmy@&CPC}|wkj)k;J%^uzZYC3-LxyHe`h;1v5XSFWPC97
z=xDBLiqbZvCgZBH<g6;RgB5y3Jm#rPF<$hM<I{H`Qgc%!Kr@<}K5ACxvMi$K9`$7t
z(xQcNS0i54(*$x<km%B^#StcmqbIdriXo1bx<@N_Vn-I<+}4B<eB9Jg$J3r_{0ZzS
zvf~>EmCZ4u;{*9tfRC>nQ%pei=BDP>GM*!zMN^jB9Ib9N1JbKYZ;pUcdV(;djP%D9
zP2$FIIIY<stm)vvI321-V-D;w;MQD&n%B7>GiI`-A2F^vr%f^r_@fl3ttb_NunLht
zrjKfoX`)$T9y!3P(er^+V&gn!u0#0Nkw$Hnqv|-R)ky8mY6y;bs{@|Gw@8N}>(jkR
zr=Im1fyF;K`c)!s406BYP~ZY7?0NqH>r`ZC>T1#<ht1C&MJ72I^rsPl)A6RBIjSLt
z7$d*(qdfZm07_CgJwFOeeN8a|>-S9{7#(v?-Nt(Z#UNj=;Xn!B(-e(@G5u+BbJHT1
zpzr<^F$g%o;*?<b;(@s5IO#}1!20@90aF7Vy(vJ)L-<ky`Hr|W;gU}@4FTgF1zE7u
z=hSY}-UKY<<0GJ=#>Ra{<sgAcB=T|6y^F%$8G}f*Qpy@r$zm%C)s-}K(8Ic~$Y+K;
zA#J4FtdcJ2hy;^eKs?|K0Z!^EK(8XDM>lyM%pjnwgB1nk<Q5k1Jn{rZ86?tb8il@_
zYWEj1Dk6-MO?WSjJa;#U?;6U|Mvl}HI6r!wI(*xi)~ukcw<huL#5uK@WYhHLDQpf4
z58|#41ZdxWPW<($B(i%`^DcAVgu<bB{41xH-bbG)^J}@YZE<Zf0d@kvMPc5nURhi;
z<2h)LMjZgG#V>I#(bBc8^-*G?2L0?^8z-mIo0692B&o`qy**!HlU_w_5818oN&C-9
zZD_DX_Pd^)RZmk_*GRRQe%o$$#yRr))>P8Zdw3%XR|g86fUGJ(qG2T@;}4&5-G-xk
zJ@=Oyi6U+qGB^UZZX<y$riV)?E{OTpJddSiOLGpDZf)&|H%<57(xB5Uq-Hvd@-$E(
z$zpk9T$6>&=LIj`Y`QM~qG`H7iQe;6%10kKZ{jsiQNEv9y;v>Ki1Uc!AI#R|nw_q=
zMU?TfWa1}YbM+Lm*+=196EcrJ>P{8$!iwXZ7dJECp>eL%?@@d2WzeG_gTr>4S8M7r
zFJJCdnmfs@MI?HhYbCOBZX1SQ$GvB1x^2d{deTnhMV!eie=46_)T0rupQnwMiNP!X
z04)#rR~+cO@<&-c-)~RQ>4c>TdpJAI>fc5EbVi?vt|p&NhTBP1Z6ZEDb^J~K(5C6y
zZNG+WS6J0lHQS8Z+McBU0C?1TCOkW8+MV%y$heBzINW{37Ye>KxD!Jw#i(Nj7CBM}
z_fKl(O3T@&`?b8g{{UTC>d?eSe)M%~Ll^!g9wgQ>xt8K%&!Ug$1#0RS@OXaFw2dl2
z(-Z!cbUUB!sr0G!IpOfFlW8^$y81!>m2?Lq{gpM3qiF+BX)f;{$<v|vrJ1|?4^v$c
zYH?GRkXtVQ0M|pVHC$bn#QK^R7Le-J{{U;$(P4%XH(U>wfBQJ@YA+DYdFRHTW>vET
zZLm+7Hu{1))h%aN{?T-X-ajVBE+K_~ne`^OG|B$};TY0I#-o|0pABth-4p$@=~`<R
zruTazc+E*TExNLta7W>*L34Jh`jpBHFgHF}Kg8btg0RvXolf_S(n}*`u|J<Rv3F!V
zLp$EsT(q|ib1V{{oqflss`s}M>6Xo=*|{=f6V5ov?yK$m>v~sPyUG3mIVowhSK>uA
z=+l4EwCO%&Ig)YJ&!GPRX06*tX{<okSJC~I(BY>}70;m_ze>-r)4tdqdxkLDMa+{P
zpYD%RYCHWy?K>ig3|6u697DIc^)<SE5R|m$p4|~PvX@D4BbqNR05J$&S8uWJ^`wdg
z({0w`;X_R0Fv8ux+CSl18fD{YHU>>VeWD3J)mk{tf7<8nkLOLh(}uS4Ug?(x;zs$U
zwsVP7=sS<6N~?sU_PV}?853Sy<P#*0-8zzMLGBkwUn<g1^t}G|RX=wh!l(I~S-ia>
zGjAIMe8cy$4v~MdJ^f8mw6m7_eT&8cW^?yc4y5~4893Wcrp>(eULaOoLNBvjAj!Om
zaHN0JMgF3y>o&JKd~v`cA7pM)R6CYa>yiAsReRf%SjC;OKWARA(8zsH^c8zTxVW>1
zS!R`6OzA8#F6EH+0e`*k+N}{J_C{@`pjge++42<NkMAErP~2R#%(-8b0f2*|k3n14
z7Pi{(N75$prj2kk`3?yG0Ip}Fe>%@gMX*mc_C2#?go(!_`mpRjod$PLL`4i~W{W(7
zY~*G%?f&uftMKbFY9LzcR_1j$3v&>}%l#O89%~v`mf}*<62*_+?rQc%nHgRl;fFu;
z$bUxuR1qyp_gY)&wsKtQ?k^!HYfhv6Q1mO+Pr3Xn3JZBIrV+#sm`@6SomtZ^udS~H
z+H}$+r;I84!?+`%A6ng(<4M%gOLdYRI{EM(R9rzZ?mbtY{S7-Aw&T904b8-M@U^AC
zAM@5wKh_^X=(PpCt6aI>cA|{4o{B2n#*KSvb>!Z{Pyx6|Psz9Y!MYJpT+X39i+*jv
z@72$#qQQ00w-&cGk{f$qvRIxP8Aj!E{p09<m1^5cvenp2VC@u{!`nF-W9b_n575?C
zjhURZuP2uRf2?olJxTPY++CNMe1$NqXZLESk?v2gy)~xhGpBcWJ3s4kO-=4T(d179
zTlrrqL`F6bfAQ~5wX}{Xe%E%S+k=Eqd6m5fx2dh`O<D~?!)J)#^WtBUJGJ6${{Za6
z>s2+4BI0fLdVRv`7H9&7fFIp2U|0BRxq72GVj6sv6`$b#W);oUw{sU`lZ*ue0Y_j3
zTegX8V~+N1!c)u<gM!EV$Nit@NofQY=q~O-IM0_3apoU?MfLTnmsc{~+%&Tsxjdgw
zU^`TuNZVa@+f@P`b^{^kx3G*#zfsYL>r>63wvz+u7Ugf_To{>037&U4o<Z~#krYc~
z5?oHI&fLWrANcVeo}RSZZBqKy@ZDQoNV2i{j_<wfM{!JPt(i_odF5wzEbMZ{x|3Rn
zBhlhn90RB@$}Tb?9hm<Bwdv_w=(<Jsl-KJ9ld3xIM^XEu=v_a6p5My3{bNMbw9Aa%
zMDC7qv#H*adxq~t#LUKKmC0<eCz5-b*s;`S@ZM##nbQ6EJp8D>gm)+2qKpk1AuD08
zm}L<1As(mwuR+_bWu4PVdCL>))X>tfj;vkiekfqK=(<*-+zW`8_cEXMm-tV(s@jf=
zdEuD1w0q=}AueO)Fu&}dQ~Ff`i=;>MfY<K11O9jq{ww)X>3$;AH0{u<eWKC+{j|e!
zKjGN>ij=Leo!+R*+RoqrPEP}_YfzNZqS~Z=y_XDnh)1CR0BiYH>)7d+ZRY8$wmOq8
ze#tB3DgOXvy?u{0%ih@C+FZ0(P)L#k&gDGS>?JiPVzvvgz$c#F>u%FfxbXaJu|N7l
zfx0qssy)ZA@~W$iE+9x&yJ5nfe6Rk?`Br%*SI$mJ&nK-b*sEXA=#*&M^76w^y*-aH
zNPqTPisMh4!^&iI-*Va5<CQ_`53lm7YZ7U&i6#NAoqkBq{IedX-`b_qyhC?nOmYRf
zwr{-*+>gW3sWsFReGI&_wsKBSIjuO7JvuQoiVf2Y#D}7Pw0-M+G`%wYlH$N6t=lf;
zwVj4D?OevEXMJsS;`S*PLV0E!AI6JYQ7Vy><vlmx1dS)e4MCiePMIMj_x<ctRKK(R
zyGP?I$ytEirpOh0k>*9s70*4+sO)jK5N*iqS+mA+YplGq$jHYvgLMG}@zTDUaM1bK
zOO=?!VyA=xYB^V9Vx@rBG*+ino#S%!YryGOpop>Nsl)AB)}Wkp<X2QqDJ!zfQ0)T(
zuEh|>I@4i8fJQ3(P?L_es$if-kc@CD%t^>RVxF-P&Ob_>BgxJ>Qf#D)5T@nEDpLRh
zr!^9SoYdldqb*sx^fgxMS9ph~K~<$dD%`Uv9feetm6w7AJw)th$fNw4&AU~>^{p8R
z&m4-OGBf8RicAi6?GEG8vL`|qkSn6QfU2H3tZCyuneAMaPKYBsj%Wg;b;0AUARJaD
zunWydsosPJrV2ap?^KCnkP(kswHG90<ke;1XFV!)K7i)6iZPS1X)}|}SPg@UtcRyz
zRuK2?Tcl@k`M}TVN`CG$^#+g}9Akq?jDw#_s|w<tX$U)U(u31H{b{UEZ_L#a*rOj@
zib2<=DciZh;**Zt(-0Gmna6rVj^~VUDCZuY)Sz@fo<#r{_2Q6^s1&}u(?A2Q04N`q
ztsHv&C?||B98u8m*S!otGuVm`9XT|E2LMe$vc5FzAG}Wjki#Q9ew8()q}R7A1PEE&
z@kOn)mv;#S2wB+RV!eODJ`sycw^^oK%)k;&V_K|ftDO`mI*&o#6!5${O`<f249qge
z-n!L~p{kmWqidyGG}kgJs2%H<)BYe^>Nm|4F_4ORCcL(%SKd8!C{juXYDX1IQPgep
zyGOXWkRm9~Nv2+FHkMj*-pwdfRVR~QKlt0n7hWd5YkPKOv{S$bueqp&JMJpAd30Nj
z@xP8Pyi0o4*38Lhrx+i_T$+V}G1ZTHv@9AsV<aRycOAu10D@Wg_BGKfql258?9j8m
z5RJDBz603xr(9VZgfrSU_(xDWuhz0znpVK8R@c($&KljwZj3t-N3_0=Vtt*R*5a8(
zy6i#o_cXTgDgE@v<Q=_hQ6jR{;}VQRa5*YZ5A>{?<(yo3PNgt#1rk=*p)qPtmuJ+m
z9-(vgwfj32Jrzev-V@s04=A*7Y6Wq>u{F;J7ExpVTQKFlDl2p{%w(00z;ew>?_(;I
zV?9=uHDb`^OO|`%vIO~=$@|q7rKz>^t-LB$-EgtSKZyI)r12DT;?CwTGR*v|{oz&{
zOBz%!e`-F{{lSm9pIXjPzNo{VQId6+z0<e+ITSI+pj&y;g_8bJ@*w^JMvHfQd35nf
ziLKk_o6P&8>FHUv&|PZRr{^Wf%#L~>tD2Sk5nKNNXX(wh2*xFlb#vTTG^v#+UAS*2
zyY2mSG_?ql?@VYkH%}!A^J7!<AE&6SyA3ro*gv%OL4d#NVLe#Xx;3iUq1CTTLlO){
z7~r|>RvPlx#Oy8Z!&_c}e1~3Ck47KXxn)B~1-DZ;^Fs9E?+&l8pRcLU+}vJkx}X>>
zGaMogh$~iGxco6__I53uLPf;Wj&=`0?^bW19u%_>!n^OL2XxrTQS562Pt)YoXJ?VN
z+po<mt=hTeN-|d33#WhUvDZ$bl2ckiZRh=TH#9an<)q22Mz3XVnfqHd){omg{*@nz
z{ON4%#-5A)h=6%w6Q7&a{Tj0MT}@|&Y^=dc7|+V1_|K`W9SQ#c;UBe=QoDA<tF|jl
z{{XG`Bhs;SoL{wHCH-|h2v>Zon@0ZeH2WKW57@4)svvur25jvcx&HHe3dWX8-E&kf
zOG|Sx>FNFgw(izH7S3*MrexIc16xSkFdy7M(yLs$_;TIspgGheTu(Rr^B>(`>T6m{
zUT5*Y!~Oxfs=gkBE^cGc;A<NhLA*RqaJ|3TQ~heqhm)^EBWiJo%nO#iUzg|@cQuiw
z>946w*=>+UH%l{gLH%lNQ&Em(OFK34>>~Ss^^pGndA;jyO>DRBZ5oTIXT(y?`<r-S
z5ow4q0-@X+{i1uZs@8T<Sz4~6excQm?k&$*52^G~`qj-NI(>uQ-;!+P7>eBU=QpVI
z1J<Uy)8p|8`&O4bJ<6^g%2ETMAKdImw_0&&D|9#JZS!u-3yJ5{E}BLx^0^-_Ir;!A
zNU-qwZHd6u7<}vx5D!8A(eLS2iYJC(8QS{9tDbolsz?5Ye^0GrTH0J{SBnH{URUI?
z{YfXV^{Y<)g1;}EnXhLxzldC0Y7m(2f|9q9C>##*4^MyROx7)=(yd~*w~sb5jmF_l
zMD6t*0QCIoz3t3aw&zc>ZSem9%W1*pQaca!N2lXfJUunc9&5CSG|U5XvaaM|*lq5|
zwmGX^#^v@_{mL44pZ0}$<$acsf2@3S?5pZcMR|Mnxl}^FR7f!#L!yuBed~JaD}N9{
z5@^zSGC`8Me1~bzc2@o)`qpi|f?A=u)Z%2?#3W6_NZ#YH^*@DKn^w^gT0s@0NqKZI
z`OGook1+b5MgDbcYmsU=x7T4aV}!bk0#x?&VeEecS$CHcT~1`5l1>3$fOZ4gv=Ii4
z63r+Nblk@oAL@r@K8@%<8flrhsTVGEnRGj6yM+C$ZrUXa^29&d9YcF|tO($H+4jN<
zNauvlENb4Ld3|qsWw4dnM>u6aH<%AlM|$3W?Ax;}7P3L7>aL+=0G}z3IaP1rJqM?~
z1UsVw;p4JLwt$a67@9@t{^&lQ^;Xu}OUsWh7;I#*;3)1%^s8^BUq^l{?yclWeOm(q
z*F7<g^j%F9FnyBHhl8uj-c$VtpsFX(yqfT`h*$`g^GyS5$2NX*-IVoDY<@K)J|4Bz
z*xcy%4X}T#wv>MMG2d=DZ^N3#v9Wu(2@a_gV|21NL|<QjU^%HSFGl1`BJoEPWdJxN
z{{VQOT5HV4RNB@K%x0r=<`D#OG!Vpak)FQgz5f9HRJL|X(7n~s+ie~JV0m->)%X5Y
zw{LxItlN{~2nZ43f3#v4ka`9m$NcKHzo%YCiE$5?Hk1b2c`eRkMfdI-*F4j=Q7L_v
ztjue>x44&p1Zpsdy%1IHGHabJ1^jc#3g-xl#2HBbgS|y#X&ORrF3T;toCOEwmA|?@
zy-ilUypr~P?gEfDs;I)C9RMALC813wtZke9D_{9_6c!i6U|mGNx?}#*_WF;?pt#Xx
z(8!+lG?@?jjfZkc@1IX@^-2qP?co=9N(!I#QU3tXL+XFo{&h9BzkdXhWtMm(KfHof
z+=uY(_)r@y4B2Ip=2muM%*QNiP6#5?Axo>22I;_ScpH$T`|te+e*AUVw$dzhEw@^7
z`FCYYrk^usb~~x=J&kjEf?bQrKG=>YCoi~jnrUfqDaFf|sRYu=aWhFP7IryiCz5NW
z({;<g4%mn%VR0PTVPz=XfqhPT6WbM;1aawh>veL9_YOBf3l4+(?fnOTr(D^jlIC}j
z-JRU-W<5;}6}i+&rD>ifcAG@F7T2xI*<Cjz{{XQ4{)d{%YiTqWVRZu~_&7y%;y?C}
zsr3Bmq6E_|)@y;Aw;6^b`~&;V{Rih-7QQMMP_34|Z}#g^z>_$dKcjd08l6_e>T^;%
z$ssJv#GI0PlUj=$dQ>7;!(KAwBVqoi9^`uZ3f-5(aoa^Ep`<asRZz(j3`q`qvUU1)
zu0~@c%EnUOW=U<`b5v4%+6*l2`?nq0&U4h)O$NIyrJOeUs26H^L}By9I}qQ}vf)Vd
z_!fE8HOmaeANPOSZ|EyJSsrN_*^3rAW+yz+u$oic=qAwO)fKL^i;+HgcqBNLe-8fu
zg-{TGW#U_i$J#oiY(DR~6qcCNK)P_ke17Qx#y{FMqYk@isp1W843ogQh+&uNJJP<Q
zS6+udEV4}_G>lo8<daw6iaR)k#Ot}(e(p2;&$Vhx;q|jadu;1{Y&nl-ulqu<E@hVD
zc6kZjPdVcr)b`bv@oY9p<d$vakC~k2y3I3NlHX5Jts-689wSE|ygsBKPpx2C+eI8-
zYrJ3G1M(+%5BO9!cT!$XU5GuEM@1fjgzT;<!ZkE#_g{nddQ6@xy45th-QnyWHnwgW
zKi)=qdU5*ET=(q#Zy@oV^!rbh{hcE2J<pjJ_)%Q)TAfka!d*eZ<C?&|gE;_mU2W21
zIjl?A!BdL*-iORJc5!!65cu?{BFHtXcMcrq6-8tDtCmr-I%7R7Tel#Qo-3fTP(U@2
zX$D9*t?Nj59ji#0+UAwKL#_pB+rSCI=~Q5hs2!_L+%{_7#YGlY(<j=bTVLVF=~G5Y
z#%j{2J*yc>qjeO@2HOMf;-YvD;agr_M<Sw<433p5V|31XSPn_YKT4|boYwr7q@P-<
z_J<#Iiq%ZX(=eVBo|OZ~$3a^YKvd+Zs#2yqQMhv0#JYzdjkSey2PAE-p5abA)-}>{
zc&w)rSUVi-v5}k%RbmM3TC=BKF;pc%@6B^GTX!0sr<#~!8O>KxLFT1a$KmZlA(IBD
zjAV0AZqGew!K-MqDI(gpL7JUp;~CG?)ir9FUyA69Fle>7=cP%L(;aHMl1F@0sN4#n
zqD+oJ>)w#5CzFamMsxh>PIK0QFc@BQ){b%NXr~O2C;_?1<a70;#xYL*E>3?6OoN^%
zLKBb1mxcGE)PFit$m4-P4LpwH*NQ>Q1K88gUtvfFdvvBN3OF?+HuBs|u|%cW&H%<~
zs-@T}sb*t<E7bfG;Sp$p_VIHo41jx96>6$#?C7IK)RmEQ!JZF`Oo48$7j?sRBy_IP
zh>kLFFrtBg02~2G>E<IT=tX$dDmlvR_UY4%BWRvA;_XWBQ`cGt4zQ`hFE~E+p$CS3
z&7%FP-f`y<k_TU<b(-dxZ)pLznNtbKCcL{{@$w5<bnP&1mCiiD&{t$;xqZ`?a7ni#
zn(-HiwGBdJrwQGnjO}5&sjOcuZCA07_0MY2wY7=R=1g3-Jol;>7V^hCdHERcQ6$!<
zKQ;6VdF6snI5s=r^fhsW8peFT-A+G;vsO#HNWn)+cJH$Rf<yX>#m}KiBd3k5iH($p
zsA5g|XE+tDZF>dmK31Z??#erTYObSUJODBc@E^MC-l4LRDjAuaY$O5G6}xS#K=2Dq
zN-*abSwQ)cu-6vx<nqV#rXsYgSe`nQR~fX$C?~nEd8A7T69@AxTc0&~6-IgY0USVx
z$3fiHi*0IKOu-%=*}nX3$ZF93&bGO?H?{;9URv3Y%)d`jTB|>V#_kq#`5D&gwrDOS
zP|_c|hqYPLH4E{m28qiS`{4cDeJeO5^WE%Ve9YkIwOXFxE#o%U#|QpeN$W@8ku!pp
zk5<l>R<zXZ=C;!%j@sz|0IfmCne;V{X{W8MjXtKPD55+@!<RKq${Z1QaK<=eIT+xv
z_N{f+;MNM-YLOfhh-FW_o|*Ne)%Q7loT(=mYaYGVr+?7Ty}qASx>2)}^1~AJQCg2A
zejc`1V+k&&D*W$^`9hsFiSX64PY@Ru5}YK!Wl(>OVOl{prE<!xoy4^BIp{l_)>Ef_
z8Bye^9X<v4{{X=J&3zK~=IqI5bc=Oig3`3d?jKcd#-!El1=gAW01`qZu#1@yKKMSY
zJCAzJzPyX<zhSb<S;x!2c@OwijSx1TKegtO;e~P{iBB@0Po-fxT|!Z7_q%pq*I&r1
zW2ePqZZ$ncNKg4=0qY_E01D5$xwzGDLl9a<;SqWP=mm7wGT8W}Aa@pen8=L@%x*vS
zQ(5;G@8Oj(I%iXH%XW-=dYa1G-R^BpqrWtlzWR3lyOI5+d_8RNTj1(aj6B2sSdT&I
zYJD=}{t^P#nw&mj#+$y}4%Ubd?;hjpSk`t^YF8xz%KhmjZi+ogt2g(t$8Yuv0#?ya
z?;pIa>VLwa(p@(?BJBBheM{Q(F9n1!>FN%X!SiD~yw>$|*!lxhblV7`fa-dHBGFC~
zFXElQx;?#3T=4TrVI10p#Kt{88(JI&`$7Kb2l@7??%|8Y8zs}`^6uh5qQ*i1Ab-y@
z-|5z+Cm(mGb9hwN#vT3q+Ktzo=Le!jyecncQR!L`V?afffd18W%xV7sJOTb9KfUSc
zPL2fd`YiWIuc^4qF)+`Q{@V{<L0M>*7x#-2hnnVQ<n<)gSvBNzMy9tnEpK7*49R7x
z!p(HU3wsKU<K4&c4|+{b(p?t8ZLI*3+HgGU*!dEFun6b}r+Te*ELv0zr&>6cR~v4w
zRPp}epHEZY=}z$N#qwN8kVzP@3!9~!ZjWYp+&z6U&T1_FC9%4neaaRZb6&f?;T5DK
zbke^e2lXeQ6qnb+<RmugVY7=OIQyUWkEu1ke73sfs$1ws?D0m-!o|iKL(j|(eq)X>
zPDNzdX=n>wYJs4&iMEtHG_F5@e^c7DQogJm?PNDivW*}bmGLQVtVC!VX_@~3x({GG
zxAir7_3M3Myq$XAlf+jr51t{|5z&X&n$6U&CA^=^oFX9kA&oxlYB~Y!{QA}VSYy%b
z(*FK5mRUY)OLiZWjp#iGf2Cc**U@ZRpG9vD+MPjwzm3TIIaEGc<YY60(DE=3@~(Zv
zm)9)Omy&4?N|Tmidk<Q@ZL8`~UdwfFJ519Y&XNtnKu<<qhtj$hvau2}Y2phVdC+dQ
zc|J(V&O#HwbH@bnpI(K+*Yq$S%hBR!B4s+0j7cCoLOZIT?{&%T(zC7Y<i5E`BT~}8
zLI>)7y-itbJGRspPnz0Mc23QuaM|~(S1y`;yJ_}pB`yfLxl_UQRX^PyuhOpLwaaU+
zC8P_bPapP$k^-+IIR~Hl=G}nw@7EO<{3CJSV&_G?S?xzMD~wAB@40)Aaaoo&Q(w+4
z?Y5Kvv%8!suXb-hGglh?+PX!f%<w@2ZfS=PD}Q_G=sQu=g-OfcD&Abi>GoSt(A&g&
zj2T<|&F|<tR91E(=*ca^`4+JNWS7&>4^};ebP!3W_?0C(gkNH~hyvHq03%{}9%A&#
z^&gc|*6eO<-6E18nsSW5(YE!I{jI~PKc`Bx$hF;!yX(feWL1nuYY@ay1Dp?1dz0MN
z-462WN-cb|I$Csi$jZ)tyR`6q&uXt{W+o4JaNbpnM-E3;J&}D${W{clw?^&N!U&;3
zwitooSN!+yPt1o4s~c0DGsOO1ks|50%DYnDM*YKkA^sA54_eB7CQU9!ZB`dTjfIHt
zWIy~*y*AFuEr$C0a@!+dC^%_b`=k1v-&|INUM7-N`#!5}72S&;k|Du}f3V%ZT6!`R
zY+&46OLH-K2s!LH3Oxs)tM<0A+1su4+J_DPrrhvkKi)s={{TLo^|YQDw36KFnsZ5c
zXcV}$VYXb3%sZ&=MROOI6I|T0%t({C=m6{orAVwJ-Onx2oXA#8=Wsa3)6%-gHOSt=
z5BNx;Ny{JH$N)0|{p0FBy=w;A)*Cxjy}dwpa|9=>hx^C<k^0ts#PZzE(z_OB>VLwn
zGI7|#tq4`pT{@i>qv7eV)?G(Ry8hCHoXM~sF+bj3wUuhH>B;t)&^+V)R4vE{`_1(9
z?^4)FHi)UHtgj5mm{C}Q!~4hmpXXY?+L}j+N0+Q1vA*cHu&>DH{k84&6%J1KE-9sE
z?sC@`65USH%;n^BmUGnA*kD@-7Up#iBXbl-{{TX7=qpP5!_)YDeWv9S;v>ut5#1a6
zlj-ePGfgeT%;ng#a@nSh6HJ;7M)C{awOicEljl3t$Tifh=AEg-3+r%2XL#c&aT?=y
zp>_VXfo*RMox0v#px#Dci2nc?{_*x7t!La%CDhF%tXbIPpGq%cWgcT!S<p2bCi_DV
zwA;TcaS`0D_==@%652#AW*H}#<3GjjeXCDK)bDg#Mx4xk&nF9P<04Od9)sSj$rhF3
zSKVzOvArW6RITzi`=|O*)Guw$W_jM`V(xxs>T2D+vO^HMxm?GekvqBn01C4%k1m%f
zI*ddj^i}>d_4KU!o2h4%yBvA}(M2y)MXtq&HGAt@&$L@i(Y|>D?&H%PF<lfA={n>B
zT}It(rp^TG!pMG=&e>T;=x%NqmIOTGtDiwo-d(lCoG4hw2#e80H0`*h4s8*!uIRdr
zvx%8J+hQ>skqn?7*sSe7$V$yDt`Z3Oc0K)vy=wSxSk!d#<s=Vezw1(NQ~v<h^sb0O
z;r{>^L*&`b{hxk1Li{VAZ(34mYH0|`=+1}Wb@00J?c{N;$Yawa2!p5k*tw#t{21`o
zrJ#I3zWZzhBWbRyD)O!S$h-a&S3H_;Lu*?>mq#^;cyg?9T6a?X$2?Xo+`!~l*V{wo
z`IXFjvGWno)jfkXYIh98j<m#4ka#@SHY)v#_A&k5YkJuL6_IGYFfsJ4xI1M2b!en$
zLb=B^r3_#ZR4vXr8q|d3^r(@nOOX%D(yYdu^s4c8tC9UpbIF|%Bvj1?EcK~Se7)(+
zeQPdbOBEU|y{f#CjC8B6M@&^&FhyKgnkdYidWy`si9kFG)|iURxL{9O+9ona9o%@$
zVqC@vCl%1$sM<wiTrVUH8m1&+%@;nOg;A9W1RB<zM{3WM4w$ZaqSG_kNF&fxS>~pc
z^U|xc3dnXP--=awt-mzodZi*<3#j?2)xRpDkLkdx2=%mNWhj=_{Y^}-@A=hLZbeM3
z$6DDl7olYvk%N#a;~>>_Kc!5sxlc7j+;|7ACsXqQoOY!nziK!<awr&^KqP^j`_OnN
zsLd}<4_ZbTB7q7z9FNYB00}0Sfza{kLW9o~0D$ws2A&Q`$5Zb{JMaZ`UJ%euv#BoS
z%rTsvI?|MsV%shda&|`l0D*icWnrk@rysxw?OvfAK@=*CD5B2MEnrxX0ID&8R&XoB
zuU*uY&vu0sN){s9OrB`%qG@Dcs-q;DmDy2CvA`ALpA$TM*Aljmrpxl=tgeTzwPgj&
z%c(v^=4Jdx@%);-!|8f+k#469<M@qmks?_p_xYq@Ry64CV3eEQclY$Euk@FRgzDa9
zx#TeBx7%Zu&Faj>GBloJk^tv5qZXwF=oYuR+6ERuS#m#^{#x*-ihCkkCs53KQgX4H
zi9PO|+Ip8yo-@(wJ~-M&-uc_>T3TKFu`yYImfZd2ZhtDC`oS(>Y4pM#A@`#lMPlSq
zjf`1ecgml3w5&BI)1fIgC5igR+~es~6@JV&F!{X?YK}PG>O$SS=8|n}I~w!pacT%|
z>?AC|dE-BMYaV7X{_Q~+>sA)|?Br2u#Tj~#de*wFp0OIqAWM7S$z=Zk15~xxPfb~g
z5-e&ZlY`VRtt=N8A8Hap#atYMJ5pZT-A8m{o;F7vh@quhbn?)G=c{^EsS@LVJDniD
zvDIVyH0-w5#9+>&<$tfGWzD3|V{pR#3Phal>L2OrS+GK6CP_Gqbw0JTZQ>osEU%&a
zO_$wOKYcya)~bBk$j8~ZX%Fkr&$zs6rc~RA#}T0IS5OTiF(cvcAMT<40qa+;^i|T~
z{?W2=bsK%oIf(Y$I~u}KJ?+bU#pQFCVtQ3O@6?scHD#n$=BAUW-lfw-3eOCj%#!k?
zR>jqX8lIlZ;pqm|`K~Q<`@@do`@*@o=SX4uC8K=5^43o7f5N2F_rT)(%J4-A1zAoR
zo6u77GnFNNb*Jm{B(=0u&DHoZTEuX%^fEW4M|pWI^}@?4fd2q?7+0c>+*a%AwjL(g
z9;vp<@1$2Fly5-e`qfLVK7S0p`=k<IN&cb7D69S8d(yC9-n^H+)B60#u(~8bFcNB#
zjAN*PAL~}MoA=a@_Er2pZMFchl$<m^;k`YLW81@VeRM71%(F;yB!vCZ+~?A+-cJp^
zvC}lk0fBkBy6NVhPxpO2Yc~st!=w1S_Wrse?y;wRn@Jzo&a>%Y{`z#~i+VWf2kBVa
zcAk<eUtSiD${)@{{n1(;A9?MjeMUQmwbS7nWF%xu{>C~S)%%pR@nlH0EG%y0&zEH*
z0UV$19>>_!I0;Ho_ZQ9f{{Vye9L}SD`h>uR5yqozP_IQ5a^3{dVvh3ZLA`Oh2v6|(
zJAXk|Bh!~bLv^Y}{+FCXXyd2*Og#suddQMXol5ujo94KcxFeI3*j8>G4WiVvhLK;_
z{5iL4s>QF#9-ph*ytfW^#d&VOy;JDJ_=oFK>Y8lc8L{%M2b^v)vfri(fuFdfbocMt
zs><u(=o;4AMSVs^+cfHb)hX(#eSJ+s;pz1Od*oS^duIgC9mg>3?p$;j^{i(LYK@^)
zN<7PAmYt`|sLo=9szify(m&meM^--7YWDIMg>1C)(O5#+$>FAN?;q$p3f{hlPu1-n
z&%;tIA!IErsT*40j)h4)k3~P$u<SICv`H+wk$XEUQ;D617@zI{da?aFnuRWHS=6V{
zZkuAa5w@Xv&uwJ`V6vPU8?q<+Ui|>AH`gq+gXC+r!U*>fZ*c(2L_gXe#yxxWti4lF
zH_|Tngf?*ew)X1TRUW?N_dV*xm8@2FV^q~pNeMsbmc8dbr_l$0UW2_Bzr4*APKeQc
z4SYKTYPY^!{i~7oHH;FI9-)}yg&v(xPg>{h=bHB7OQ(^gxRB+8V<YhN`g>M_c!yGg
z=4-FCdFeSGWxR`+%Jv0100&HTt<=-((m{2n+oiU*Bwl1z6U(0{oczm?_p#AWJ?Q3f
z-*ZIM(8NfS!>A<S>r$>&3D4O<?tkg0pzZanv{^4M78uo@>O+CF5?PP=>r+V`#J9g@
zoh18ojkSqGys_*@T;{J#>7qo|Hm)VqWCd<6P~<{8q90#Y`hoAFWi8D!u0>}8X!ox7
z>=2~)QMlg-ILb!dz{fe@^c9;YhbEO$O&)l!Y*_s7oEZ530G5mVAPn=<-m@)jX1%$N
z#>O)&l67qL?oY57Jo{$0Q&KuJ3rz}j{n^dc<~W#-;Tit`mSeE*)b^&dHj3uaB8}C|
zDFbQxbM3ZP4LrnP&fdPtI}gvAtz~3&DH<@|MYKbFvp?NM^*;T8?_C@gx^IjcMYjV?
zzKm~>?f(Erano`B=O^h@wX12Yq&ibUEv1AXJ3O2;=lkc^*k=RtrlfSLZdQynzx8iU
z=6%emaK21IqSLL;RG+;e{_*u=kHW6#T9xDx%+h&hMo;z7&byJ1V59rz+uo_!S~jI4
zv$EUiw!<<=MnVrk>gTZU^ru}<9qOl)jc=vf@f0JgA5-ebxvIUl7qL_Q)h)We*U=ic
z8f~|TZQ+|nm6yp<7fq7^hp9u+v){d8M`gB0pHf$b2#(U2!@GZVeLc@_%A~c0uAJY>
z?QLgnak+Ro?5XO<{{XLBLtC}hV8*{~wh-H3xkH&ydLQqOna?#>?q%$`-?OFgt#A7J
z9Od22mu@AU6(Ui#7?*&n=qdKLQKh-mFAw@KIF2#FnY{;~9nbZxd#?`|3Djk|OT8^d
zQcHe(&cSi~C)YhIBIaps99_?ZTy2UGz*QXp9)g|BofT3|QrUGOZ9?%c7V<fsDVOef
zXBz<M2eovOUuoL4v^QG)tZ+`vi0-3YdD!mgI*j!r6@_bS5rpa*fhzzwM9vKCI}btX
zYPIC@+(>7*z$b-4z)(5>I{{ADIOk7SV)uwNtxgHP*KkDeOU!e{%w%>091c5GYddJ|
zEyeZX<$vXjC#<K`{{XZ6{{T9_qH1?~J+sX$yR75{3s)IgkI?iU{{V$un%7V9TbVTZ
z{>gu|f1%FbD|;h<N>{TncUzpT)y$WdEi|o}8>#K|9+hSrWVVD{-3~eOqtD;>KGi$v
zQt5ItYH&Pd4i+XDE`P$a?q`<bQtsK$r$9XgF{RkjvGFdUWh?EGW`a-kkVrCweLH>?
zw`-(nTHecx3|n2EMU2mZA^!knyN_z;?5tvn+wIqR@&UwgXPI04Jxx=d?n&-E-0WfZ
zcJLH-#VZFb-O)a=Z>U3kB5DyxlLLdeV;@gyEiI#pAGO^K!am}6kpBRMboy_Ijn0^2
z@f<66X1GY^fAz!t)84D<-XDEJGk>Dot@Wymd1x@v4??}DUSn5hFLiMx<-u}(Zh&Ke
zJq1r`XueUoxMHxOz{giUf|l0NceCAYjwJiTp=0PNmzS+_;B5;U@Q6AnrpM%sTW=G}
ztM+T?Qtr(3jrySf0A$tV@aCVXFWU60mw1OS0}MF!70z2)nR6qsSXY*B=qg!t2?L?F
zc7<d6il-R&q`b>p=q{%u#$gM@VMxAIj~xX?V`gq7C5|FqUC&`%Hl3_nYY`iLZqPYV
z&D?x4{e5XQj}6?#WF*quT-f!@M<o4e^7Sjo=kKo()In}GTdxYe&$*~AE##hM3zZ|1
z-`%9Qw3cg;5K^u0+OFK(#{_2D0x|q@4y<Z@LAz{wFTsBiU0(Q}=Sg{t_VCy=izJ-3
zL&h<mPnwFr{hz@;JicSo`!Y}c8x<9Vl21ch+=}jS0q3n@+|80sYQ^2ga=A5+aWB1n
ze4UZ<YB!MAlosn!LUO|$M@r6VK5W&9Bs?1DQ@c7`EUt8xyn&k8gQrU8tfd=3=C^H|
zAYj&_OxA#NjDEGF4^C??1GtLPhowY~BFz|&e)VxZDwH|KD%@w*x#V<3mlWZ6raRIC
z0@N}+W|5`Dl21ylB$yqkWRupa%KrGRR7~86=5fyzn>o*VvnkJBO;eY@rEHOunNCrj
zrm}AS_Z6!-#(Dg!7VUs0hJiCO;Et7>GXQ!TwR0vjn#!JTyw^O<BFghW&DN?j)1-cS
z)CRd^^)`%2H`0cvd(wkba@<RizE3r28ne{ZnA@?fp(6>zyBl-Xr&ErVRx$vqDAm;#
za!nJdIO41>bJSw1D9Ndl83&)rwlTh>;c#<DBdsdavyMCFg2s=h<wiKc6unP0nE>)B
z4!{pQ;}ijb{{YsfcH)h{DCd#-&^rzQ=NbJg+dK=RuAidD#D4NmnT>eOnt8X7A^s--
z{&n<LpBReDC0>DRgB?=QNgenYCpO<gz~YgJRV49BYtKF;c<wC%!L2Q14S68I1NcX+
zc~Orxho?Cx#_Y)Wo8#kY8)+JA=62!Pe}q?!!kZbUobGn#lg&QPX(hXR`>e=G%Wm&m
zQt5E&w#MqghUFhTS?0G^O333^le^r<OJ})l<L-OZ_WGQbQiyi>mgnywsAj#E7|pC{
zw;T|9)Hx83GEQHxscfWb-05&j5xmpBZtWL!tS=@<b}k6VT-E&_P@3OWOOS9B<&^X_
zw{s<ji6>=;Wxdy3x#7N*laYL>tv5L-WyldiIPX(h%PyS4WnvrC)~wvyE|)tAV>_3i
zJZ7^?NqafY1s5g6-bie<<Sdwm@N!V}Z>3{iE801?C{c%6Nu?IRM+*?+s{_qzTHnEa
zYOrd<1$d6&b^00>q*~sFG%+HBB)^BfMI*fP3<5FIv^7mK>e@vmcfjB3-8lqRUF&Hc
z(S~#1(wKRh5$e#%5?N}Qk#T`AA2fgCRPS^ttqRT^X0(1*WaJV4HJt<oX5Pp5VDi<W
zZLUpX{!~h`+Vp6gWH73~a(QjBpEUb`L>P>86+9>Gafw@*4=SW|_pOPvn_I|D?vxm|
zH$AI;<@X+<x!tnQIRqWq<QluQC21=c^zB0WEAcI~jAUc;1IS_MN2PR9TiEMyNSZq(
zuAoL`fSfF+zQg@1mX=kwh{F~)9v!`XsI!Q(dCtZ-(B!c7^d9wUcF>7IHOyR#PLUo)
zzE*-54jeGSC(wJ;cXy3;>Pm!(K3Jn20Ii{~+G~-mj<lsV;bFW^T?cL7-W46*jVFf>
z+U`|uL-T7Qe9^c2NBk<(mcp~$l~OUKMkcvX_mT|75&i+{f1s<{HnnvmgG;-M`$p1M
zJE3!epY1Du3H>V(1<mc&7j)MWpU0ZJJhAD}y_JiGmAJT^f9Nai{OOS>{M$D*9X30C
zDr4c<g~g_S(%c{3r~52FyY4tOho)GI!eo{FjXvMznnTsShp9f4?Eu}yd-ls)mbQl6
zZkm5@Pkj1UL2)*l;@DQ&+CisYBNC7~3k|{b2l!b2RBU4J4|ROmfv9Q;s1(~7g2E4$
z7zcmxC%LN@uqK~ux~`<7bAQLBw@u`9W9XyxrzV;Gkk56lLQ&yuuv#|;MjpTH`}e9B
z7qed7{i^E{T*z@0V12>ckLgXI<x*U+_<R2Vm+H-w*Oyh<W8xcTo!tKF;shRaIp{yy
z9>%29G?{!UWb)e&w9PY^{@A1CgnxJam-_Uo`+wmZiv#!C<l`CZ_GLf&IsGaP67N#A
z)WxQpMa#}{a}>P9<G$c{z~`FEP-{@-Qde3>^Zx*W`I#10HyV}LhTLvuId)^f9mzhG
zcK-6-D`Tc<Y<z%6oi9T(fAJ%*{A;ATw6WA}u53IpEJ<=$o0t@kX7-7XRUG`iYnHRo
z<h!0xIX19c^E|FGuzF+E_7#g)El-=?o{4O~U-A=4us3ow#FCq9TVf2edU^%*W7t;R
z*N8Ozb-u~0M=Tc6oLk%>Ea-3sTz?*M$?NG@+Mc2=m2IJn!(|Wpq|YpWyxyeLns%QG
zKy@usBE=3PML22O`>J~nQ`)kXH1%eYllY~fp!y2w3fhjU@m*=$eVjmYE?ck%_&~=!
z{{R}tzP_JOxogQAd+orC02VbJ03Cp>1o2J$S29e-Ijv<-hRv7vTL(qk+Z~Tu+=D~0
z2)e$VY|Vc0dDi+}#EMFv?}62nbpxsQ6_&AgmZqw2sfTS6XfUPy)M52WSADgs^W}rm
zM+g4^9bd%utjQiro1*N+ucbL=$t9Sd=4oyvo_on8x-ItU817~So!;ZtwLj!qh$r6G
z<XmnX{g58s@*n(nKD{d4_ce`8bv7SXTL@v(^=Te$S7}GPiB!pIq<zib#NNK00jxQE
zJ$eK~PgT8!;kK;to(c3n-Ra)5po)8m<FmI%xt3<yHk^`AVO!B(9}Rz?X)hJc$zk@{
z+vbn{xqyF%)w}lMrKYwz;ZidAmW64hio)JaD@m0kb{M_8AIFZWzw8gp{V`OnEZ<eS
z7B)CY*XNQ~;XoZ-k6<gKk4w`$RvtYG*3SO`?@46&*x+?!Z%+6%Pf&>3nKUb8mfqek
zn)dER+S4%ZNB2iz-#Ik-*UailT{U0V^vZYFa6BhU(~C!^M0ZU)3^l`#;%{!dSNhhD
ziKx$fuVZ;{6#66yx>mS6z`m;ea(fQvwPjjawyksaTVSx*K)d9gL&7NP?0tO);3|9D
zxUOx*mY=!}8r<$?Z@n}B0DZsOJ%?fV)4zY~{t4Gf^CeD}x83*u03?kY{UJ3SJ}GoL
zyxk%IS>Q!JYBo78JCp0$v2Co*qRnw|#@9@>;zt9gqNwiY{{Yv;SkVQ{_kU`(xoZnM
zEHsmjHV;Al<~@ghrEOhmT3?D#$99dUBvO+M!M;Z)yo3A4xfHJBxzWn1r%I09dpmxM
z@j2V8rPK;ZBx2i6xA|a!Px;Fp=9_P6_Q3b|$I8>7J3vkgp2(j5r?p?a&~Bl+FRB4=
zr$V_BL_-H&!4GnI{<Tu#=--u^L=b7#<7^h|&<{^?dz!T*wPbR8NA-F;b$#vC{{VG#
zMT=c-^44a(M-W;C*&V8`QJ1pqJ$=dMuSaL4c$E_O%Q}4f_Ly2sMKfbKLU~{0D<a<4
z`$Rqc<Crw~j@%4o+p;IWziN(IKGw^3cD_}#Lu?SQ108_=rmFVUnaY>8m$9LwR`2zG
zU68t+t<|;5wx<z=qxoZp7yu5K_V=pRw(4Ow*P#88NeaCTt^LvLJDTV$b(t=7*Bab0
z&85b6!e9MjxA$W|PQ8ULrJ@_?hO1*g+bm;DBr&emgnAY1J?W`6xy0>KN`y3u>(TkY
z(HzaxvRz1SCF6`FU~q%51JF~fZBbM0_j{HFKO&AAR`ed;rk@3}$X@R7813UfbZ}h%
z0Cay-+L?25*N^7T0wRn@8t@c)3edt-l%>m0Wz^V%#YuFZWY_IQ)uH>0oJk1(0A%+b
z#-@|PHr`3qH0zUprZ3D<1|%Qsu<iA%3u`dy*LO{_(GOnoAMTIw?NZ0BU)o-!)uhdD
zuwfB81@t4mOHZNC?CtQB@9t&1oV1utqiRM50x0YSI?m2EjNIJiZP4RA3!gz<WOo`j
zilP!~a4ws9kiTh+Vku8-j>qX(-XzksD;byV5Mt3rAZWRdZ>Tk1q^`y_-P7F2Is{RK
zMd+ffX%Ba2DZYZ??bbiM>T#cMdWy!x&RSVp%eRjPM?c7W(%;`L!C2y7E(AD8$MgEo
zJ9I|y)ij?FIEPbDvD_XO;Rni3`$M%+z3{!&grVegdqc>cGnFISvTbcz;mKpM7nXC_
zR*ZV=)<i>ZhqN3R-;mz)x{0UIrFC>1EO2EaUKM?P%@%fTc`noPU}U-IqPHQ_H2r+$
z#s1HBc`(0Ez|}2Q3#~Ce#PGCB)tHaIezeCIa=rc1#}Ku*7=ceGyPs21=vt<wr`|92
ze54jXG;PWe?kh3~q_~+;7jY*5R+Q4mV+%oU-@R@mar}i%*-i91^Le4`%=Xf{Szf;e
zMEi_>wan`N6V$Z1zj+s%2|p}}$gD+ImB0!~Cjbuh*6IEuyU<}vTbVxB6AzvTIoLgq
zYNq*&s&m0!8otMC@FFN}{9|_>cU&Dg+0UT!BjSqI_&#)N&lg?l8f%o5>|JDqxGR|>
zKhlcAqO&x^)%K9)wY^U<o_yz}X3Zhyt;{(!LSbJ`Rp@whk}I>2YFK5#>rg!+HVtv9
zS)Fb-M)jQdAQSr5^`*$$)Ylyh*fp<fazOt8>(^W=+~t%k&dS<geR!=~d#)EeeQT1n
zyT}<esSVem?OL{&mWNjr!1gt5CK%0g5Z(|tt0{bQ)YeX!tZE%6oCxBel3#z;vDZ<@
zdPlwlb*WU@ZlQizhB&HnP1iL}OWwTISuV5OR;mVWWw*E-`&C&d8274j-GDmP3GXwX
zn-y9R+b!H&3?AQ&VBXzwdE+$8tNy&!Joj6P$*kujijCxg;(X_t&6-^2nskz9rB`li
zigUTsP8Qr_9MerZ6m6^-xXe<4PTNWsiYyluD#}zSm1P#Sf-;*YkF8lsf-zI5uBao9
zY_PlxRfxwtWP#eNraRQ}o<(#c4y5DOkG;}>c<D=w4z!CEMstDBT2A!7n4k>(eQ68`
z9;ACvJN2al)bUEaeW@0Z_?*QoaxVo~H{@&R9}j9!>UvZ&M8UGW<FT)w0L^rM9Pt(B
zhhmoCIQuCCm1Ewx@pSp(bz!ReCfhwb#=a`I@Ya<ig@K*H5w3YAzG&1hZneEmTg#_r
zW^9ssdsc^uyi<4LeO2X^j>2$*uoZJkwzIvrHqsv|;189%HE>1>+^E{6S0~KOkTRP`
z$}#CsE}=D~>TO)3uNhwTYgf0P!Mui22;d)D&yFDw-zoWzK~pU>Dl+PhmIbxfkOm6|
zp^h?mb6oxAop%l6MRbger>W^xk))E~GLobmf)7gSVb?7+I0m1qlfR-|fynySEwpT<
z%(dL+rkzndn7BO)deIVnm<i-!t~pRD{-L5vq)onTNeSjT7m(GI@=13n9F;u)?NhiL
z)|#ERxIW3M4X=;g+yTh?)h$-SZ6SQMUD3bYm~>(Fs!~XnY2`=Do~>HCHm@zT4-N7y
z#-98#KX0d{Gg$J=Nf_4g3>jzt09X9#IizXi3aj$}01gFj>e?&KXfO1}6Y2T;s(xtC
zp%sj{vX6FiD-NENh@2c=rj?egbgO@|+z+%u=jMo?yY4*=E#8S8%ztmwW%I3%E}dRK
zVk;ULTIxc>>csY|G3rv-PNvDq?d!+h`qidn)B8J>=bMi%F||i;T69q)QTfg?-9jGq
z(HlE0ZZ)}vCAPmKn{sfnpH=kwS2uMX$J-hi(UMhdyGX_<lBAx3LvwTX#g+*fWe0+%
z1Xo7V*y{($mRPNICK&U8+LAY+^gi{^xl2g)1N+m|j@2EtyH6o!ArNxRds9uKWfdiU
z#hJ95n_H%e^$bA{Nj=A?^{8%ce9|I8wk6?5^);(&u0bLT4N^Cr%kHa>^^tpn{VCU)
z7xr9Y{x=tPEPr((jtTT{LsjS`-`m{Jf)%rfT-*Tc-|CR}_deC5qwDwa-F=zk7uNSI
z1KP{Vw``B@pK(}kEVow#oU<|M{VMmEx@<*ZVfL07cOSq#2l&+{Q(exY`$vu|TbVpL
zAev0#<{iPNfOi8OSN)+}#f^jBO3E9`hB3Nno1%~N&{An1YZvP^ob7KUe>+W_1RkW<
zS1tCJ;>a4zO1f^KTOr8V1=ISlA9cS@YSYtGJ6Pv0ucDqcw6z8sC{N10<UihTdY@0U
zhB!a8^(7+NNf5#g8fNq#?2hJ~bVt)}ByDmgf+!9IU&SkS3+?KCDwXa0x6^s|3ZVeo
z6iP4=M?gKRRMzA;-$?9l$KrUkH5R@hw-dm}5K9omw&S+nRsR5F)tkK${3~kOoH@Rd
zW47MlC(8#NSayFvdR9b8x&%vka0I%PqjkJYG9d?}u=VsGjW<ZuwOc($WurCB_iu?{
zljlitdNA+x?M;#F)xF({*0J4PUVWa_H22pGcQ$j3_2>DT(zuoj8+Xz4c@gDt{+V_U
z4eF|UApL7{;?BxgZ!J75&_$|9F?9mSSdovJAY;^LIqrH4j=Zg&pFQo<*hD_gvHaIl
zN(zJnsc%ercQl`wT1!{59jDo~?Z(SlO|`YJ&pq35w;#p+0=MpU{WruBwT7UxL2QHw
zbqwXp0f5qv<Im<j>mK&*8<_t9v+TD+rCZ^eR{PU8_nXw7!?))}orHI2_jiQb==Q`6
zq4}KlMfGFf(z2XYt_^d0^3$<2o*8{L&DN(RZKfy<9FV?6$Dl*}{X5o9rGG8--f00~
zMcWh#FtM+oAJ@HYr;0BSJH5OOq%iW6Pj$)_9fxpv<+|pyAn@&k@h-Ke!#wer%(3aR
z@gX4cf7*<DbH+XE8#TF|+#Tog{=1kKR*>no%c<U=l1CZ0v~l<U0NP>w-){AtE#1Y{
z>AHDb-MQVncRBW_UQa#s+fQ=;0O>E+upXRt`c|xQr-!Z5=HV5!c~^815s_{WM`8W%
zLEEYAP~u#4)w{R-ea6VtZS6(4)|m#n=tA72K)tviZ8Cbl>OQs3-RSy-t;9+qYs9&4
z-Axu<WheWm*Y&LO(_CC_V<guSzuq4+F(>sk)7xrtcuwE!F=FoOM$OU|COC)p1`pro
zmhI4YtoeC$Ls~L~vL=IXC61iyCZRAZcXFpbP(5Qq{{W#d>(Fu6HqO#(`;@WMlYFju
z=Nb3UWgYYNt)rn^Ye>_0Zd}Ws-q_6el0WxPMqk&~pu3hmG8uGjIm28(%X@Y>500q4
z!UNy<i1ecUI-N0-dcB9waSgOhqv+FxUJd2&`Fzqjz&%0()710nTH1cDz9N(RBU87M
z>e?vAbq0O1M5;M<Jqr68=Pa#e)h<^}vjl=SNh=+r1Cs1}D6I>LA(9{LZ6-jPY(PEb
z>u_fy_>XX-_*dW8rc;XBul4;Sx{X$~TYp-An>6(;9RC1kK@OL35%Bms=D9<;q;NXO
zI^=W<Sa$ZOS-CM<{{W(CR--b?{Skk>$GaXdI-Uhz(68^#qOj<arKN?s7M<o?rp)}!
zFRptJpcT0!T2G6un%_xzH2YX*-7G#>RGp9U1E0O<r14m}N}IgTLK0OKsqXjl^zu2o
zsgqHFM{JF0qS>|=J!ND3P3q_L6%Cf2b!jA);mxL(YBMCnebLwf-H%~f7aCp8p{Pk|
zaS79OtvqH%lm1z+ss8h~>rIwe^+^1*Q)l7ZFSw`gIrToSe@beijCrN~f5B$)n`_v|
z=hFWG<rG=B@g`ByTR2CDka=loBIKWN-FNpUre6(M_<>ha({5(|&5N0Bwtn?6Gqrm$
zKECyn6{q&>?>o4)(d@tyIOvP$2X{32wJEM%JBwo0I%SE)ylU7d@$SdDs*Jf;H1vJD
zd3u^8>e_`3p6{dceUd6(N^fQoPZ!y2ZN5lthXF^Yx%EBjD|iN?UiSEybm$H;ycR#)
zUs8WgwbDa*XX2|#rPi&!%8(F0v?DkfCxs)qKHSv}Z%Vm^;*xO~(qdoqe<ime9=Y{B
z`_-z7I?sRW@f!W@u(USn``fGXT@jZ&pKT)I;Y2ntjj&s<Ks`Ui_odUWuEpQ>pq@)x
zSWeub#_#qQ*ZNUy0o3GsncUmyw%>j6`6~Lc#X5PDQe~CX?D}*cEKq~SKdC*<YMqtk
z{do#-SdaEhH^bGwzHiBNHP+)w@iGR~P-)X{A}O=`w?FL;-%(jto*lWix@m97O9UH)
zvHZcuV7}(7M+0h-ytB92^!tCj*yuX}>c+Kn?S5#thJq&1)NK~h^Pi#XpL(?Itd2?1
zl%@529<bfF*4w`&*ulA-u9!$rMQtC;6g`0d03TCKwX|EtX=HCI-ao$o0ML8aRVIU{
zc$GfYq0I5B{{XDClkYG4zO~L@EP>6tM%MQ5k`)hA@Aa!p!PAXNdpbQkm9MUi#t<i!
zZ5YIHgU8qFTK*o_^$S>@)@_#>SmsEs2IW!y$?SfWnQLtNgynwh5e?5F=%Sr@I>{J<
z&=j?d@#@Fa(|V%`Lt7)Gywa>ZLujqx`=J}AS*#z1&$suhlR90@cP$OXO%oyc%ZzOl
z>j)>F`30+(-9BR`a1eUtx|i`Kh4?ytt{!NB3NF-P{-h3~q{YFea#uGhv5R;!<gb74
zA6kyi(p#y*L^6H)DD^ea-*`6SHCwGZRJ^it#F3oi>shx`M_~c8wm&%^y^|eJp!T2~
zbRoK$D@;LX{I4${>doz44vXUNv?A%+<)YtPw+klR$e-g}ct@GI8;R%#Q(BLmCIXpX
zwLjkf0H$Np>qAM4;n?dhye^AnEzgJLOMu+6hRdMzt`b{$l4BgPvN$}c9OkFf^()&8
z!EtAB=^#1a{qLynU8nZWpRFWO>k!9nct;YT!2EqGby^tLt?Z-CYx*3@81$QP@&$Xg
z91rdTSu!+}%FU9*o=tQb--WO3GjSjKMYD1wL!LeBI?~l`;`8Rn1MaErYT9g?Sc+9+
z&j)kUJ_1^pyk&VSa9d7%FSnT=G*R#><*q&;Uo-H3vn1oN9&A)rH8(n;dunl0#z$(;
znQK~e?^)A<+P<24qvxTdjOSX96+DBQgo9jCTAh)44nvB$1f^=C3bh)6R|}C+#;vu<
z#xh1LRtt=QSWu>VcdZyf$oBQFh_eG~IryoC#w$7?c&YM8&N-{OO2vk}$9ibgMsZbK
z@r+eDTWBVWu+Y@|Y9HdoMJ33`E;y_?W+T?AO?bfI6G_yt)KfPnx*X+&WZd5W0JT|D
zUOC9gs*gLd>sU^=V@T00%{gLoRhW}e?k1cwST}Q38whzlDK>M`q*OHUnd?f|A2o<}
zQu%dYMo&RY<($*xC!DXdnmoF)Bc&1ZO+Z}aNR>J#YH&)C7mssVMh0@2sJI-|$|y+w
zf~8gMpVGIAFnW$mai7Ac82<q4Vwkbx7|749O^jl+Op6jPPJ)aAef_8doX`NzUMUPw
z?fTFG$4<0hV*@nd>^o8|Amko@l>?mPnm{lQy-O5ES$2W#{{Yvea?;d&v?0#tI7JyI
zxqlGr4|g}&U~F5*#s_-P@h+$>P*~eH%ty{eV`$OBZZUM3jrh-}y>M5n%=r=5P8_Q2
zlE+SVfJ$(y>S{}?p$;O5<%jWBwxeS$qyy}~y@9$i^NPh02-wLl-Ruo>Npk30)Z4Sw
z;k&h4JzYUx;G4Mm)?TfnTw6}9o%ZebBpiY(I$hJsHu9&YJ65%pv}{ya&P?`<eq<+=
z_Z5}X(V0m~I>YWWWsxo8@}uPUG{|kRhG~h}{OfA_LyOA((Xw+rqjQ1Pexk6Xo#$<c
z4$gsUB^MpdDb!O}M#hn^n4j!-aeb!3P8l1jk5TVdwOtZBOIE$o8|^mCc_Z&f>_uU)
zTUZG|3z5&YS<v+h-9F&l!v6rf$L|rjRvv^_Qj6UkP?CBwjkT|u=1EQ?9I-T)Q~B-^
z5s1eDYpuG{ZG2B;_j(Bt+{et;C#m;eQC!+UG{xUI#m_j6hb#4=O654TPp4`Z9v{T;
z%lpR|XwTgv+*Xt6c0MSLuJooB_x}L$*3FL%?w{dY<WbA0TpWGl$vvuRZpE9bS-T^l
z$&pS8G|G(hv)GRDn%RxADON*<Bw&+CZvrG{dHDY5Kg4UMx4W?M90<CyCAOfyDqVqv
znEF4zy<qEBch<M&+U_P#?srl<VE6jdMstm}*rM~zb8r}BK5#bnu8B1(d+4LH)t_y^
z8&d2KnLV4<v72R#J4gn08PE4>yf8h)nLl@_Zo;iLj3)&>%h#F(-Id5&j2KAVlPStN
z`h!&NZU(^wL-#|csrRjWZxAh{V^5kNwdup}M(xgjyr;3JUFeqa#r>mUD_vOiE03K$
zn0ETrCD@*OKYYoyfnY&%a5A65r}&TfRhtcR`quTNfQCsvSA~XA$M;CA`K5cAc+aLk
zrCh>k(PR<!qB$SjALB_D{P#Dc((P|zlH)^Am%wIABH3j1+3Wnpb5L4MadqX8QJ3$Q
z<8C^WMTohU@gCkrNkQBk92NJ^YU*UvG~Ij~E4h}|{NOG2Fq60aG#$Rbofo#OKQo@Y
zyg?ANwit*XnY+k+O*+QS3Y(k4$!v$5b#wjE{xvkZ6~>)*>8c@yG~~EB4m)f;^HlFI
zUgW9(76cn(LD2{K{Od&elWvIUVewRV(TzV_wORDwaS2cLw!{5~Jx8(YRxY$J_(!5T
z#7Fx|2f?*)m{cTW83E`=VcxK<po>j`Z!VBZ>@x%n-~Fcc_U}?@y8fqUe%CNc)4b;r
z#N%=topn@`|NF+VJ}453h%_oC-61eglok-AQzS=Cx*QXcE@`D}jM~W2At5!o8_6-c
z2Mp%#`Th=na?Z1JI6Qm5@B6y0*VRY$2}q~H?SBdI7W~okkBmfOS{!@lwp7Ityaln0
zGe+f5HSL-eo0mu39&fIOmd(g#%}TDb&!LvJQ)HhUA8~HPvTZ!5b>EVXN$PI1a(DGT
zyKBYknzdLJ-AJ-!GEBKq{f^1EnbdGr-P5PssHR&hQx*U51+!u1Zvzv7R=DG^TwEbW
zRxL-@;WseD-}t4hcLGv$PcabUXaq};w@+Il8rlByVjdy@QjP;JzsxR*=m^cy`0A4S
z_qf~1uVUwgy^Ex`EwVd!Z)f9{jz_3+_}gz=oa9xv#w>}Pav7~;aNhuNDgmXa*99iu
z%1r?5$xEwowEgRq?qG(wo%g-V>x_4zmL&GiYCS3a)?hr%tRZ|5q-Has*WDN14p04!
z;vyG5a&0sBwVYclIGfjS^s+WKR(QrRS%BEd{xmxbT%61Qk$m))PZ2j>x!m1L(Mz?B
z***BEGPv;7qf44Z>Sp}PrTTVj?b7bNP`L?J5(yyUBmxHt8@aK?m4>(l&&rua>fl0X
z-(tMfPD|v{=1WbG5$!g=i3D4HMY@UEcDOSbrP7$4i0D&3XzG(1LTo7UCQphjDD@F+
zt|07VHEW4q+TUdscc9$0=X(WH?OMDtiSBi@7ZKQc{K?}HBZta!{XyRQ2lz3ywt*tZ
z`3WfjQQYG`N4G!pZl3Sc%HKWokw_p5<M-}|OC>!*yHh(6{#2Lt${()e&3_J?47f_S
z*+;Wi3NgOw<r;0!c+-LLz0q=j^PhIRUGXR_EF8q_f83?~SPjfJ@+p3BU;<75-^|{F
zH6@v@(2Lr?Qrk>$1pfOJcTW4Hv~|bs(4UD}R)9zLZdER*o;e`HV+R<DjkgQ7J~uer
z{*oHpK=tzmfJjqD5KR52L?Mp+r{iA9n?tgptS`2Sw-&2i_N>NsmsH2Hd;<jbX@E2t
zV4KmxlWr+NdAZxSH3pu^8K4SK_3#Dz8ey<LxTbyiZNe5~ph?gaW9VDvlp@(ICr1;o
zr%{5&*tc%G2O=6`=`XY=RjEGy=W|6W4(pIcWv8ga=ae5WeE<6EZ^O$-h&R`{kW9p4
z!)U2zhJ?D--G#R`7=i5`p)c6A<xsCz(v<Sj>xmhX;Ol=R*h}ULw1y>~j&FGB&vg=9
zZSoRSLFMkT`kyVXz8U%$cDeD3Txa_@lK0seKT8iJUU@TeVIFTa4ZWlMIQ{a^@W_tA
zPL0G&yb;G8g}_N8sw37{JXi65iaR}!;;Cb=s;}4oj0aJO!l2ixn<cZk<|`Y-l&mx;
zg{1-F6u0R#<EZa9QF<nM*8fGu{wx0)>dW8XA0=Snv3P$ysCtKpL&&0|490S~?njoi
zz+1JKGATu{Z9@XbA=9>%EiL9vrOp6bR<ig$8&Ga9Pc}8`=@{rCU&+DX9qMuL1;_FJ
z?aY=bYtz8A*W><rFyUx)K?c@lXYEP}Yuuk|y}B9NTas<qVd&%b`#@SOdJAe+cS%-u
zr|gP7<=vm)m{@T1C~G5wAC<oNuqtiZYLA+sSgNtHoH6a|wQ_!ZAl(gs$MQtl3Gdcx
zBPIynlm=r$38Sq0kFGRfYADbDwkG^e%vuMka>WIjGeDU{*jikcM~9y29Rf>`Ri{1G
zlKez0QX_lI`)EkiC4!&&8SzJgz~<Q*9l%fEX))=PETH=~vpE@=%(d6m(z4^POZcGA
zVpcAZN|B=D*W;hC)qPTeT{9mAKz$cA9!35t1TsLh0tm^vW?35OLr@b0E~<F@PQ^#1
z(eC;WOY)=jI6g#UlaEVW=`KIuToDyqU>(n#@B+~Hf-2SSRtRH?0m0YQlxuh^oC$1p
z77|9QZgS3Ha`!X!VHTF%_1JF%{e2d{1zw*c-qUfbo%no-XxxX4Ff|=hyyDYF#1)ue
zKVg&cT=n8)uQ`#=RC*%%Zlt)6C<7<sfL1$RkR4`|NjvJARh`pE0)k$b@c7d1>UVY0
zd2DJL4gL3FA@*Vg9o4$NMpVDtvcEn(efPYX$hB~Gq!KN_p8D2=)6tRFD(Um*eyHjx
z665SP)EQWc_ILB5O1}7yUYQWkYTRbHHep9g`-=UA$e_=AnRqCVQH>OXZMxblLR4!J
zfB<A8*#y!2<c{y7kii`em%X0Qlz1^T^5)iLyL|a>f*N7bLs@2spx2*Iy)e(;bc-eb
zM0?B8U2SsTgRqVs4e*JjR=UcIS#RyCwXPnyQmAappI5XA(As~#S;=~)p_8KTri<9g
znpoYJLk1{6b9bi^Vq|>o1pqUQz7nukyr5^k8xNHlf2Na-w2tiW2>gjkuH-BIEJawn
zDB`pp%_i{OR(D$k(07qLJSZETi0}2ZrO8u9Ssi8ThCP69biKy+!*0ZUggli`mryn;
zt@t4x_U+9UZ<q}q;XSPtu9vgy=j!M(X1UDNl?b>f&EX|K(a!fTLlRt<qkcVKdMVHM
z+eX(fVq?uNQ>QbT{Rrw<I&x*hUkr`Z|88L<)V72vJOgdpLhj+F9@Zdoq*9_Hy<~%k
z{_pe8>|}SD2bJ#oR8QaO{0q$q-CG4U57=mk4sqMQ{Nw;tbqQWYu1Kp<-nER<O-^q6
zbX-6e<%chsA6(GLxMkKd@(CmV%K`8<regty*@tNy3;!E|G%0k;E&f}sLt|IGp$+xm
zwTpnwzk+ZrgmM3lT~wv-mtQx!s49>&4J^)IZrcbts~%|`pDLGrp&5aAWU*M>FN}!Y
zxuB8STxyDmXgsj!^k&Ek-`f#*6_;0OXB2)BMn%_lx_zl_dg?rovuVj}pz3d3-xMoR
zhf5v$IZ@A=EUu;_hdxR0V__G!F&K0Jq1l*H?ZtcW(#c_Nf;UmG>0C7Q-?<um{Cj9X
z&Aw+AF3;0S=C3CedQ05z!Anl`yENJn*NC42%8$wINL)XBQ(0{`Qhm_iVy>u@EJyV?
ze?gkb1E&X96QH20>U_N#XLS5#d=&{%`+7KAs7~ug7JgHSru?|u`0JlRVG|JrKxOKp
zbR>Ob-N*ZISErQyti<s@(3W0U1kH`g+%}@C4xjl<$u~YPxZ!n);v;U6?3k3kU7UU=
z)c)wwqh$T9S(1d`DSTQc#=-3;PJ_E=$j|HTmeM1%+5;xn3!Nx3zr!W59pSz@=F72h
zcNJ2tcjJH%b5am&xxGEeeU2UX|6mYva=J#PmSgBj;;Q1a<v-S78`zsq`@lN$j?AqX
zdt&v^-)y6C`cLS8OAWeeP6%{G7l;NC<6gAKs?|F(=}!(p-4t@&>h~Ojnwql=$NOXB
z8|%z}8}R$h7h}9Ubr2ItIT0q9AinSMnyR2}1y$Mw3FU7~edypQQKOA+7Qfh3xzng}
zX&K-K3|?bcab2IE#fzOp>p07C`l`e)oD0{U6hThl<CafS!AlPbBiN+Um&|+lWI=%=
zie}a0`6B`LtRh)W%@yylP<oNb1sZEh2l$iy6R{qCysd$hw%H>?W1nyG=-E%a*`n;M
zi}=SwX4NgOL6#Z_M#q<m**dL74&8<gl?@9HFt5)H67=MtZ3n2toKA##28V*#i~i)!
zBhb`j{Yd4cobtYw)okQFm%K)kFl*rkroI2-q4d-U?*V33?3M(t5qtW@?`(4upz=uJ
z-5ZkGpz?h)<usd>p6EIc^aSa`Cbj!Dh5He1Ki^b(sjF9n>9!nNKw^4STrj`d>SV4+
zO#g|)9|7qu(H=Z1&_!&CF(+o*Ik}Q_Zym>k9lm5(1=?W>O;^v;0{>{q{ISiw8)I=k
z??=#gx$mAU3O31+L);mR*hgUQD+&>IloweRCp2d#jNakt4Z8!dvkg#Q)0zpf)3GL1
zdVl-#kP}#G<n(34z#(OvFG4LS+=<S1(I-YbbZTn$`)L(_x2FA8RAl(<@`USGsrNEu
zn>*-gbY-l@l%y5}pk~kb#xKpY;tVTt!H4&(JNi3#S^<lVJ{`O{E2?Hs71V;Z^%fVm
zpd4@*nSUc<W~kop%{@lEvk5JcUhxd4Xm0t^x-xXgFj6(esAOAPd*9swiy!V0sSIG9
zL}79a9Ud@iDSO*L*~lDeomAWbDL0#yRS00*|C^mqfEHL0vi-cRa5}TwPm)vGS4OUC
zn4E6$DCaP5H4k8hI7y~U+6w`>zq6>|&qf`q1KXMss|U<~Tfu8OxvYLzJh%WsxR!pg
z>*>~*+F#qJRSa0eDjgFD9G$fx^bfx`hJBoW0NsonYG~9~Safv?Ax*!W(z!%tA|sj2
zVFH^k6vy>^t*)o`lv|B~{VCJ+K<8%#=j`o~H71B$mRii@Fs2#n`~$%U?D+gro86Z&
z3vxT~1KqCxf3}+UKP8~~ayvE8*Lx%Q+vB;LpCfU5P@G>9s%IK~$ZjiKu;taYtxmj6
ziU%Ch)zRC#!{bxt%o+mo4hQmcCtVv{_hbC;kwUhOXp<}EUJ1Gw^oL#d0N1)4;3CbB
z2oq;?#MjrR0OwD#;ZIvhi@l^xMe%ulx9_6^zA~zHRg&7<JG`nKX3x|+y0SY^u<;-q
z&@hd}j_wLdYUOn%&vp&$BSf*bzWo7+>x3SZqBEkQ>4-t%5tdP9Ez562#QTK3BF4Y5
zZWX<77V`2o)5l9}Ey}UR+5O$*(*%|Ay;R1^Kt_XTsh=^UH+nU*B+YM#_br%pTREKx
z$yvLG?>zzH6EmzpJXgBR(nkDb?*82z#Ra}0yp{I+<+XHz?#~gl=Q32OZ+oXUqTI0f
z0_nx*;gq$gBX{Oc2GBxNgxP7g*KiM@;~>NT!MF^GNkx#A@#<P)FM--@lT3I`GvJed
z597JX^k*K7kNM=*v?GJf8qjk2w0gKWfXH^;E|YcE;4QAEKi|mNZ^C$Y&r&*RSs3>@
zBUhXbh#p5?o7Aqqo`g`W`Q^KVO5RGCDBk0(P=3|2*n(zWICgl%fhmh~CYgaa0h{pL
ze<UB~Q<G=!eyY{5(vJ;_b9PMkUGqMB<(GL)`bC>kdLcuv_DsLx4yvf6&Dp9{O=~8o
zW?GQW!<U9C(XLfVKHBZFc*$_93RBuOP?+2oO3yN|sa(L5G0{Ku2u;kMLjj361A3+#
zb1{9=H_Xg`l?p^6j5}7u9dp+}$d(C_S#I1@cGs;(trlw36_HWdduS0WtL5=0l1~Sa
z8pm%K$*+I1u0qa+Ea%GL+Sc*(WCh#N3d=2!6&tSFMuv&;6W+AP3HoCQXZ=b2l}++$
zCx7Wv3cWT6)%r6Q+j^n4Zq9L*4q_^hK3KRs;S2V3L}DHc2?qasgOI!SdUp^0q3)GD
zkn-UlbKM18zomYVNCApUJ}-v(bX#FUWYG8;?8c?*NhyZ{iVyh!Q#f=~|H^O;$nO#^
zCuY=e!Zk@Bw<QolbDnOY&q#fSFJZooC%8#d=Ntis?YdoKdReKmJY_~?f8m`43^!vp
zo=txKRQ}INsiV5;J}R#YttC|Z<u8eJy#I|U@e#0bm6@#co$D%x8pN7DDfKJ=pVKGW
z``ygNi^x2f-6l#_hG!9XB>cp?LP)S}nU1O<j~>q^mz1DS>RBJ`DJyZd3kU0jd`(|4
z%_Q%HvD5wa-h%#uBiAQ(gups<<XrvW<0@O}M#+ynNO*ojaG%kPfa?0s0}`fWuJW7J
zdnilV-F%#Lr0cPn*~3^+sQYGKI@zGBeueCwVE-1Q(P+~LiorNnzR9f|qf^CK-@LS=
z`ts;VWj(L9CG`##3th5DpGC+xKYKJNX@Y;-CwGEcEjnR+b?0LTMOR^Ofe}SbZ;H2j
z;NBjT6nBbBP&*_EPEo3k;LZ4tgL8N9I2>dl-!bfbvyMx7hJd*|K9w{KIRU=eOcM2S
zCkzO@>hd-R*Kx-JsC+t+%uFl4gh9aTwmohwAHiiNsD2ZpSj9M#|Ca|JH{=B*be+uY
z4}4;}7OBY1I~zPSjaO#cl%q0H|45crN2~OycKK&nlDozftL2>6*YdzWVu0WD>epup
zpjn~=SRjp1iX0R3x7RStux<nh937H5V6{9TyI+@a4yMA-O~k&E(TAhzslwS))ci?2
zc<qn4yq_(<7jCK;RP9#l&a_(LUL8L1BnU)1+;58QdPNxRfkIo!Dkv(qEe<(H8FywW
zvi1c9ErPh2&05d&N?r26lekLg6Yp#6^lq>TaW8A=a>pn^Nkik=xAv_UO)@0M97&o+
zv2Kf{{*)6LyuB+X<6|Db`A*Va8U3mw%PXk>cJ~go#+mT{;+B(4oJEFd!R$;zL~i!8
zGo%V~=gS9(D;y`%>*!3Av&UihTeWqT>w=6~`N{6~W-_KW?O3Kr!(?Xc;^IP(jZP``
zue5Dinlt6lM&@z|d1#|#5h&Clhfl<@wxj^ey>6%=`NV}pdt!RB1?}wb>PZ#ik*18U
zh)jtin*H_kmP?`$y1#P{d+lV{<!!$7FpyI^{nC%DP-AXxVuW93cjIcwszBTnqLgK}
z1mjra%qqq}+>#mS^~Rim*5(Z(gXa((z~r4Uv)RI{Ups<O=UrdV`KX|JBA(>ePPA_V
zEsyuV_<Tf(@~@CfEPD_LE3X#J)DCHCVzQ3;eWq=qP$qJgBxd$#ci|$f@JP_^&5EDo
zQm?N!uY<m~v8{*UN1rD_vi)@;tOun#vZDpR3Ua)xLfDE<QC(A=llZDX*$(e9MM|%t
z?X*tApuSt&p7QrG`M3nh&|fY(R^bTp`(3RIXGp6LsiT>5WyiKS!d+>a7RfxvBa0%;
zyEwxxkA;`tQz-uQuOf#1$?~`#&{S64!Ez-ts}|WnDqf&#_5F(|?{yEPHm(;0-wnGV
zP$qQ|hV5g?vhW)fb^kI18S1YeGc+VH7?1n6EUFLH*E_E$q9d4jO%}fV`8@g*^XD92
zERFbnqeeO;RAgaJlH>J7%5+5g&&azbT>Xu}_GJYHp89a^NwM^E<;e1=BU6|-jARpV
z*6-&3A~})rd=df^6x4}VzD^8LHSk<s*8N8U*ptnx;9g$*-2G9$;!A(zqF25PJKW&&
zRHCD#d^~i1?Z~p-LA@!`JeUobk%%Q9ms`+kj<&wX@SW=!FdM^t@ygmK-mlz=D0vIN
zZy=qs#RJpX!9&$8L@k_Sy|dQ6dX$M0GfkG-p=A_U2lU7IV$WNW3b1^*6FY6^;#tR<
zV(~^BrA+~vkB_e9lk6Oc49&H##mg==5PCD?RPaw*Pj)}gJ@)Es;)xhN*sChU9qmLn
zVIZq9S`G5;4VF^s3t5XkN#&lKz2hCN1kc^09UDXNsOdmfL(snPuD&?GqHKjD<fy%g
zT0U&bPRvg^JUh;*z{D{Dqx_rwT4w4QbU8z*Yn57IfL@CFMc>4D_A+C)-n^lcwd<p`
z)b-TO!Q;PVwO3pQ{R{F{?A_Pb5fNkOY)rI^f(?O;Us`AOfU|r~WfR3vJPJ~Ah!s!z
zjniFs(~wq`Dn?!VmU+3$s(rpWKU%a=vVYNVsHwbB(NeI-(Q_GS@Qj_wTJP>0U5P8u
zXZOyg9&xYRHKO$)zO*N7P{Ta9B4Xt3uqMy@j(;Q*?|JQFjT0qgCK5v*b>BiNK5Ii@
zV-E^Vzq!WP)0@A!oG^OCo?6}EEw#I?Hy?BDU^t@p!_QTl?gDqI7t$t0)cp;jc<se@
zF9fH<<F0wD8T9IY=E-oWs6B}{;`V>}blo(cDYPjbI^Sv)n|v2Epz$@Jy6aY!d3Eno
z;aJVYE|O3Aw%9D}`wIHqcOd|Ile;5fljr$gkBzUZ%{S|%@I|^Y!l@-qETV&8qKh(I
zSi(eqS99^+rQgK+EC0(ey!9$tCeT{a>F@+`Ym=wWa{CX+f+mgoInal#?}SX<gXVo_
zswl1qiTn0~BfN`y@##3M!sAa(VC$$YQ{1$^dtokW06ex~D;X(nP~Xe|MZFbv?LK4}
zh~iH-B*i0&N*L4>UF+s0_vgM_DGp|FG`A5nUoi#6ps_NoU$!7Q%!yTPLJdY_&e$^J
zB`@@$u8igL`|GS82dp^L&MNx8_8_1XZ=&4bU9_qErIvQgM8d}>w7Uf|iq9WPZKsyd
z{O2vAq88Z8)$B1TDY5uG_~Up_#2PtA_bX_$<+gqbt)#rQ2T#ym`Q}90d`VKk6yJv&
zv~5(*g^KKy2BY!zk5X?IvzDUTb(e1dJKjAk9DLUon8y}alFT_$H?W_b9=JCayogE_
zP1FrXd2AO#QW@dapM5#=GCl9FDUMA|Hb{y4^Xmu~IG}tOKQ-P;k|X9;?w`<CgVoJ;
zePV%WE|g_le1c2__dM$1-6undyKH;p$Elkq*S45Wp=eQyzMlV{w%p>&9N6Mb_GQ`9
z`!IY!va8QwT@lswou1CEqr3>01A%&rp)+_^J7Amrjo;IeeMhL)oz$+{+GEvttFWnf
z$LwM8jfj!zYvX6W`I3Anz#mx5(v{H3z-Th742AayREJYxo_j_CCiHHr51-1MDFZfE
z2Q8Vb9tx6?Ag|es6BMcm;wLbN%B&Q0z|t<&8zZlgZp#Ptzuw4D#fx4I=yE!4r>`{%
z<K9I0r_iH|rTHy7Zu%%8bBE3rB;Fi9!teI(J_Q`v{^6sej~pF-ClD*&LH8kWlgdfN
z!OqMW{7z42TZmq_CtDp-a<uv%$s;xk@C#>Dx9IdK%ZBK@zm6)hT}SIfdQ}y5Nalwc
z8p0y6J?px}m14(zMrBwGwspqz5oT<&+ZnI&?A|)xm)p45vSw9sfOA;;NN`_EIA;&4
zg*I#&jC)=++4<pTcID(e^>auv_mEXg#L{5BV~P4$VRLi84*%eeNO{|U5_#>^OO9XD
zMD{7u)IaINs1(#-myKC?;ZsZpvG;#HygbhH=%T?PKCcJYsiF<GK$jALUHzYlJ~`U;
znMk?H*ZEPF2>GHjq|6ezg`s(_sjsv1(<SCn2`g*jf&3U!r>QX(LtE1!(NW-6Pdv=$
zj5d^2XVQ+ASQ*<jme=A)!&;n8G)m%T^Xm?FXn!!9k6J<DEIt+)T6lKWj#Hcwt(S2A
ze`jk6PEt>ySP0;5FG4oGhT0TDi+kJ2orSGld?3L6W5)0NQd-$C>BV3RyGBNovssdI
z$axFet4La1EPt+A5ldk{giEr`kOZ3|o+X?_FQkO-YH6q2g^J*cEi3$B>X?uBwtcC0
zb>{ToHAb@TbU^&6YeV^u>w>LA+4zmM+CJT@{)LKtv&2+*2s}exx4}?cl%=D%t4Wx+
zx>~r~P(K6L5V+-3dS_K&hSNMuzCpg|iYF;4eQN6d!`sv%bm@1r=d;vuo!zd8Oyf?c
z4;_73Cgz&nnc)59TNra5128n#Ie2vH#()<4HO_?4JvQxyw3k(;h`N_=+CCc+Jrb1u
zQhpKm$E7O2!f_mw23VY-GQJ3ixfrVgsi%k6Q(6|oW6jmK)5iP8s+V0EO$P)pfV@B1
z@^Z-LRwK(&hEZgv<Rl(Q7*&Dty;hxsl-zFOdp2kGw2a}fLdI`##@r#ZPxYm4Y|6v~
zc&hOR=S0qD{=UtYN>86kfzt>jxIKTUhR(-oJ7=2$upEC)(1+Anko3jOHxsdMQiAi8
z3NY`?=K7U-kQwCD_(qCxa9+ck3g;QG@3*pVRmMyx?Y~cX-#|TYdE3g#Rq$?v^b6)-
zFJqT_r%UI`^Oifw&wo#=J@FVJ2{^=V#DZenXVW21+?8Lngiur}=Xa%M7JhT={pzT0
zM^7fBvPu9%vT0AaYyuzB+hf<&TgC<B_8K(Qigt9o6hBLnahRfxR=c0PaAzJS2HAr(
zDBp6{k0f%hJ&BK%H26sx@&vo{_lP+ZANyX$6I5b7LIDnd6DSn0Z4TDqvl^e)D25*;
z22)9S?qSEym0Q&{Y!K%msvINz`V4ch(n{|OYpba~tKqD@toHf>s{2(%A`T+yN&NBk
zL}!D+FR~$b!<@ZbLv7>_x2W_;3D|lfONJjP%0_c=+s)+bA`=DT_kBl^=#)n{i1{oP
zIj5(P-@v#`6GtzG5eM&KFPO&?h+71|$<u;b$|`ng&8A8%ua3S5;)1A{^}*xT7I|ZF
zD9d(xjk@!v+zs{q($qw|7Y2yrP#}|7gc~cW;6@`p2snWcnYrHCWNw(kCq`MQin)oK
zd;ZriMg;_S#C@Dk?ipcaRhHVgP=9@<Ny{dS+nBz+9TV#mHPcj3!CWZ=J-XwQQAp-o
ziO4*f)Q#6Qd+S;h#CFy_N^A>=_oZ?UzsXyOsX$!W8_$AG1KKm`s8ZPjfIMC)+%8PW
zW0R5^vUqKp2bS!3Pwb{WQhXubyeP5CY!sV)TENk$<<9b}fJ#DNUN$d!%@bQ0(~9&g
zT9M%m3kfc)#+UP%o2DG5ORu8jo9Xb|5$&qoR;dUvuW_tRU6_IglrOf5(#0h$NSL{I
zCkT*)Uwll_jR#3;n3`N;y;h~R_BTm!#@>sMn{;bq)qM7<FXnjN89!?gU<=(R#bfGB
zuFQ<e3BoKcs38_Gb3mB9@xULDQGBYy0c^?}yQWUDR<4=q73elOc_8E;IqY@u9mWW&
zl;L+)EjB!FvmF^5s_~SwuYdoTlc!Gb1+!e!N`2TWR84o(qgqbWosC7d-_sWKwIn{e
z$Ah0fGzE{^ySyj7^*{G-1e_P;3wCbphZ`gT?#hyXBy0-XiVX&4x3u0k7X(u;EVbVJ
zC?6e0d^qE-=K`TD9zKV3gs+1um@vEmrxXwWai)#ack-;@8}<ok@3#QwJ0}dXi-k5~
z&tL6G>lKN4G*n4@2k$u(hxmTBB(@Gk;n|^WLz-yJi)J2uTye`{*-)i4_a}}!n2Ds1
zXoeg)hJ!g@FYPP*Wf1v2;fe5_yz&C`#cTA+L0PbNazE?hz;J&@Nd<9Ngm_TN^}R_T
z<}mpmiAoloW6GZDPA>f0LS*dybDwZj0bNTAlOXde(2oH0&|$!30Y*2Am?SvDf|Ncp
zE%ClKVl;NiZuq{v97b!Vba#c@{fl+ik`5JK*&$MQ49+0trxko##6)yu#eVJ1Ox57N
zLr&qMGU9h8%|T`Ln3|W_!qba_fWIt#+-J`<DD6*}Z|H9u{|xeUkM8-ol{f7z9@MPr
z54NvW1-!vpwQ;!7;*`d7Vps`tl`-qNvIn__zu;AX`HkPqzd?z*#!-jh!WNbhZw>Ef
zbFR|lDUjDhA5@=XwB$hj@Xr3<+DW@t9GPP6K;=738mk%Yx-2z%-=1OHuu0~2n_EQ?
zE|YkYV=^b_m&!j1{j!u|?I*MmftO!yO8J!u{B@?u8a%&6Mmwy1GBSvJa6)>Ks&Y!-
z#4BQgI}#t*iDIzq)wi0CIdwbCIY`PgQCM=AMERy_Ho8y4G96wZ^A7qI_EtpY8a;^x
zk9s44Z#3~{>6j91O2-&sF+i1BIE&rXvUSOZ=!BacQl40U^R#A6_6@u55&q`AGdzmb
zU}Rrb>Ik%^#lGhQgzh&T91|JX1$_(UGm1^!qp&s}ev;u_mBYZE`+JeTztP<zHtt`#
zUh-;-k3j_`%U9R3(K&)8jon7*e<WWoF4LWx>qY@>z1s8PhFNd_gIdU0SaFpow<D&i
z#d}>hGii2<_$1~uf6}8q^+-r`J>i&Z*%V%rZfqoY`s33#wxdqJ`jc+BM;AhF4raoj
zAe6`AUAnkv?smLmP*pYe<SaAy?sulH&~Jc>XZ7w7-p|@N{?Q}@G$>oZRCp$y;Oof=
z=bA++VXRkPT)Ju-;*Pe)#70>K1_i7GrcWLZr`m}-J$G$Nnwx7phQ^JX`B<n=(Ktx+
zEj4iQ-`EDuK9q@p@1#~$wbI?yzXH<ZN86&W-SXbW<%F=%#7OGzqRPN4D$zB0PP8_x
z+caMgSG=f1nv>>V$A)z)LYXHiva+=n8!-x_ed@jKg%_^Jz+P(o8mMHBRDVYzN1$3k
z4t!9{(yA239qxriRRtwPtaWO!=P1O_bn&Vs!c~uY9W2$5eD8d5&HtHPbgjSRNH)EK
zYl(0ADMuw}DV9%8*hP1dXIqzzd!yd{tgaKDTo1KS`;(Mu6mAu-Wn4JWW<;->Ly!4|
zY{+_hB{f`)fjypgl-Auk(6T;EdJ`AF36$&bCZ9jLJxSzlGVn57Z2PI4DR=c{bqe_y
zW435JGJVA97n~XQGu4XWlu>rGQ^6NevXUcqYrxKJ$2@wg-|b6#)#JkfEvA;!d}}Ld
z+cgow#CaA1{_&68T_l|gN!yV4@UK{IG$T1>ZUH$Jtg9+F{o#;tB?s%`AA21|WOt$X
z{jAZS)>jT}Tw*90vK>k&)PdH;-j;+RtZvZ3NdI9S7frk0r>G;}E1c-iXueh3?qWXu
zYT)~j{n4z1z=50WT%;)Od@Nk7g1J@N(#5x=o}bE&Eh-{Bzju2!b?9iE{Cr=vCpp-A
zJ7_cq{Bk4p$X##obrxK}4f^ZlkN4J(4f^u}?6Fj~Ce-d)OZ&P_Lw>MdxX~=B`un->
zB772Ni}*56pZ5j<FRgnhn;@HAjKg~<Ppazg(~=r(@&372JxsvE9II4*PgKp=*a_rG
z$!NPtp%{*i%=9k`eja9$W+OA)O}r9z?)CF_@V^CSp7_N-ggGxlC+r>`#WUvarEJR9
zSE?6rBf9@{UJf#iS$|9?mLRBY5!YgfW!60#u$(uw!wW|t-smXBP5;44&<_D4RjhdR
zYb)gsBa9uteC2&xf6h}18`c~)?_4Ba1;sBW)x#aNJ~IsIz5%6urt-P|ql^OUfJb;|
z;`kHOOT&k-I#aqDrxgjF9<Lv?wNrlgMulnsF;OyON3}9WR~p1V0_dGC&;D*acb)s!
zbN#`o+^M1O)D+!z)@ao&W!+)a?p_dfpe7;lm#+>_QYY><%<lUd>=ETgt;hZYMYxg&
z22L=G3ZlL>p+yiI(CSbH(~a-iJdw6KDs4*oUuzV_Q=#46PB3<eSauGZMMg_@D!jSQ
zDtdjE0UEl0rA;U*eTnc7mngjO<Ds0e{02V!($wG4dN8K>djc<xhSK1K7#nE`8tJWG
zpGB*tFB!1A%i#IO>o&}zS#*<3@xqL0-3{ByAD>p}eU;4rk;FFJJ6yhdGRY5HUa_tw
z6*Zx>{(c!Z?>_<ZR4_1RS{Ug0`0V>bva?gXcv0?_xAe^>LhT=+*|V~~zLr%0AKE1R
zI}4meycr5u0(GfnQ>xZ(suCYw1*`0&0@;|>5&lz*{)E_ncDK?ZpSv9pV)ywio5F1#
z#!!>zf7!?F@EDe{k7T~&E3j^4s*VWQuWfd@@5uTDk#Q5AS=ze&{MN&H|1!MEY^2At
z7CrBZ{#j$j0x*5ebGIG88@u~j$rs7X6nSFL*^X$Wo?c=nGhpoH^_BLsRNUp-A(T+9
zX4+vzngHnV>N#L#qQ{?QkH{gk@B9f3dmetO7cynQ_F$ehNkD!(dj~eV4|H7F6uv1!
zH=hVpVM!iN;kM+G%#HG!>M(BIG4ii?ODZP$|JH`8O#RANT#-rKP?x=AS)E0EO5R`-
z^Lwi#{<6uYqlfA;=Xzvccb9LyDP2J5=e$|N(>)ExtxTHMvHj;A90S0VAto7D^U3p+
ze{SBZ*kCHoWR8)SPwY1FaOgk%(=(QFyujrAaP1+Jv4_<=iGL(cqb8vtN^Mrxr}FI%
zs#l^8<r!A*8vK!5r9qJWPxAAwKn%&Fl=1%i9T$On>Naft-ts$T&E~*FlI*?hT2MRF
zF7PMV_f=+;d?e_2GNC><=_F3+=t#Y{iXm*mz@fAGA(RwpUV{#4Ul8QfJ_|AJa9NOF
zf<Rs`;mmG=rM*xUTgINLb6b2Nui;gewruBlr_2Esef9TK>RXy!-ILO5SU<Nd;9|y2
zU%q`bZ@%c;w|^E-sJ-=VV8^i%s)l(FsdT_UoZWs73ewSAWrxnVUYXTWDmi9-YT)x{
zykD5qwLBD01;JM=)lL=IG*K_j=d%mjE>oS#jrUdrU|)^zda_qG1y=e-A0Is?p1TD5
zW8qI~wT+D<d387fTPM||`xY0!vMhxo3$I>73T6~@m)N!#T<-ebviy;5-RXZLCNyYQ
z7xhKppxXOP^2Y*L1cvGTt0bND!wZ6){l26vW&@rS{M@B%P1_@>&gRC(y5g^Q-lXga
zUr@S~4WVPZ^OjE%!rUK}2jnFu^aS^RbR|#Ht6Ov7?e<lc79q!f7|heF*vy956mQ$%
zqeun(pZg_TdWxGQps?zWx!?fqC<j_$bnxF#?3K4~XOwF`<I0g=*iBtWtM1t~37ftB
zn9NqL^!lcdd?*cJ_jMUpB%m+W9fdp#ryQXhdIg1QxtnQ3?<QAR-aFJObt?(m-5;Xj
zlu?ncq!d|Dyf@8)khgQZ6J5Nx6&DI5-}BlsZP^;F&Tm{@Ql7&BV%hrKylHFdPQU>Z
z)hp0{GJ5;exJ!6UHmq9D{H2m*s=z0Y-SU$z8L#}B2oTEz#6?%_h+^`rUkZRHwC!%n
zT=S~*P&8AS)*l3?VLk_po%IWi!8brz$0OZV*NfL%e+CmAk?6sS<r-fI9X)47243T#
zY_i3E?6?6vf9I5e$b3q?fqOlMDSdJwuQo)%+>XdaE$}H;c8;6K`H#dtCaBhU1mvQz
z^coXO_2Ox`I4+d6lOM1s&V~ZqjLQ>X(-iJ<1F8f`tVFHc+uhUfIGeikj#&8A>JOFa
zq!eb}G*uJ^rBgL5?UKR0E#3c)o%w$Bnnb;3aiM(rrn~2V=Dg6?W0}cte6;#Lx17fv
z34P>-!x%+Ef2iCmAWOD=y&@OXY&0V7zre6AhLH-%O`)i9l)T9Mk@?$;ZCw9T-b|dc
zOM(AP%vf#wy&b>?qR8;LY8t%5IbqA_Vy8eAPh~i^L>M^tn-F`KTeIa+o620B>WMq}
z@}qg|X6?a68a&*!PszW)JzjcswC)_aM_vL4kH{>(^Xlmn(kef>RbMcJ9*D`gEv*~R
ztWtMlSzgGc&9ND3p*k_?EU>r5$RA+%-F?gJFpw#<fm+%NLs@rHI_r8YoV4OLhIyQ?
z{C3p((fm7!g++u?x9*4Qwiqo~0Z&+sFGsBE*n<JS=x`1TprLLjFSQYt?EqY@!Q5ar
zQ`7W&Kde<iG?&`!Met6KXzpbH-WHR_B&=LvC?PLB6R2y}V567eRrWGPPYed};EV;6
zJiJ{Re|716k`A1HdV0EnNYNO(QiSmN(G)?v8$D{AKC?1U0Eo2?73KvGB=;9Wks)7c
z#{Xyx{$!18FhC9N%u|Z9X?D9aux5vn57e?@9`YM#W6}d}50HXkCKnWSs(h-$9^;lW
z|46zQFgM{9<K!o=FDINgY&D*!D*ZBDQGHT606ZpQ)A>~0%t3Jka@C8<c>C$>@mkiK
zn7qZDmXW;^Uc()ax>O?+(MVAF9n2H(P8zB`nKYqOYEBJS1P4$Nrmo@?a~}le*yn4A
zwI1TVWLArVW|YhPocz9DdQ{-#n7qIl-D%R4HkNbOBYJCTJ8}O=tibXu^*@6%J=W@p
zTmM7dZDCWc<MY(UgeA&8OK9=9uVaBVfNed`2R#sOry-zhctn!f+kbnCFoda;44!Do
z;hR;g>ZYufHL<I&iCuT{G(BS}D0C=tU5*CH%IBE$Pf7lK@+3zEtV+Bsmv!yen~Eh+
zKPmu6S&wsF2nevPrT-(jIk}its+yzdoHu{(^gb@_&chJrwpEAB{L85{X`S@uJoA+q
zxfTefQl|Voni@i+%8KVP?wln<MdlSY9^UyoBU{q*m8B4Ik=p3*O&a91q%<<);<+6c
zS(3O`01E_dtC>j>ZfUf@C^~By@&{^sqXIJ@z=D-cr(~P~-^|^D-VH6ZPt1N;4xx()
zFTcyMnwZSC<cEs1<HF9qINh8CbA~^ymZN_g{)u1_E~rE+eC$gCT$gaHMp|Su#)eyX
zH}fqWAS|YP5k+!F+HBV}a?a3OCTQkzrR`V$eo68N)oJORqt=d({PNSO@Vapn<+h3K
zdL-+LrRf;j(=X-_TAOgROXFAfMICXFaqnPW!d(kxsDz(-CrabSq8;l-<=2%gey}E3
zx=qeC=_0!RR`W}%!)Q$=gv=0w+D@VL<ZUCA2u+j8Si{owqsvE|%xoNCMKee^PQH;k
zEBV9j4p6r-o;B-@KobBtbRyawvpkZn7hRmo`rtg2)LY^}(f||#0&yQJ?KYZD#!Si|
z?z_Ogdr6(5LjI8``J3QQqXXXh0Cv^Y*~hGcQ>;nu<!|J}_pK*9Igi8&MHDh6t;&f7
zjaFfL1`WH9n_Ev3A*u~7yXF>?rLyv_z?(R`y3h=dw+`kChgJ+nY*Mc(A4WI9T*790
z8y}`Go5qAxth3H7wYr``Y3G1$ZNaoyoRKO;cewbiJ2jRS->*g~f1W%pE`#mO!8qo|
z7yIUqyc6acVQZ1zM9Og!og>7@<a@{Tfq!EUORv=qIbS1iKz61)G{o}Cwt)bl=5rB4
z*NWms1bS_3aXVCgMMXZJFvel3%k>GQ*Vev-R*N_0(PWup%fx0C&xMz@;oB3QM@LdB
z&TFl8v}YY#{x`Ob@!k(`@1fs%Y(Eey-%N=+Y8zh3*f)4qvern7^eMU{Tt5PG@sM^e
zXQL(WmZA-d`aajS5rec#tvC2Z;C(GdCc0_t(FrPc$IBovKh{ao2N!5qVf-i0_~K}J
z&-62?)LAK5084nCu7=?ZH~{gE=0v*2vR`jrWC_RgC2|c>c|mHoG>UPx$yJX;XicvV
zdrBCf-{yc~^lTEQVg{TT(kQi`*_=kW_Ao9+hMI@MT}iS$e1~g+Me_FGYa~1*Dh2ce
zCV-GGk`CDQv^!^(Y*QceKD>DjyaHp^zyFccRA_5|xnGq!*DbkWIHNL_p{WcLk><r9
z1Dw@mzZ`0at$>l{39@TKWA2(_vmwThytw<$3m9B{iyC=)Q>ab7OSDZZ|Jqiz73nMR
zOeop@g(!NDmckcbZIn|xS&3V6J$5LeeB)t?Z5B*d**4skkY@N{%94GoUwr?^=&>p@
zxbg5};@M~SDY5mes6f3z0iDG?QrS`L^I~6sFVEnewm%tT>6RSy`Q^Y17nuaT&U77m
z<p2t%wm!{)IoWY1Y-%{13+1XUmhFug6wuzg^88)Mo<N!jj^*wSaA@r9;$iB_eYv*(
zUUbat_<b^Vw$h#dRbn%XU9*AUX!QK(S<snHndo9V$4W5-k04!*aLD!-*;1hZS!0pf
zl&<?a-5heR{-SCUAeq#O_`_;P=Izc=s>Fv=i<Kvb4Q6ZPl)jse*{;s3f;@wZ;z2s!
zA7p>7qSCU>%UXbT<=MJ<B@cMZXkM_r6tA~gxdrd5=#1pAzp#l8CFen&XnoZ96`mU}
zik=9h$nvw;8MCubsa3CTod>vW+bL-&<8$#F$$7aZ&5e!>uS85deOe<#iH`?(K=X?;
zSn-nO1x@0dp#l0%&>_3>Ugagj{A9Ji<F=8Y2dB;|QI0<$`NI;+cy)Y(s6#im>(g-A
zk^o)ks&NBt`K6lV?6`&<m!Zj}pT0(uoI>?zMxDF|zAzmFmFz*VE-)9n*bZb^sYt>O
zg~omk*kXT3ckeigsOoeHa#8}vU?~J=P<?H5B_nciTg~L!!?~~g1c`~IG<2NA8jnnW
z*KSxDK03^TXuqL0W=cZ-^dRVVKM-654WZ4(u2kJEJ>I@R+5`5*WT3amLJO(g(&!)l
z-L*(1AvksnAkco`;Y@pwl*kxDuPfiN2fi_Ev3VA4$%)MAGF=s!tGLJ>I)2>y8p6M}
zcE(fzBArCy45rR5a~F(NFamD#2g+Xv2Fm^vh_GEal#Zh%`(@^U6!mJ6)<Mowx2l&W
zjo-=mcio;d!)E2sj%vx<%G^bNxWm$e-}}PeE5qMV#QrdLEFbwUHLY}?RSoGXmNLae
z&Js~Fw)tXa-k~4IS%p6IaCR+l4*Kx=m(y_|7x3UxBQ`S;k*uTBD~la}sDq--$Zwx%
z#ue$<3mYKxh^))6KJ-whI5aUcGgzzZqK4U>K>U!MJI$2(vkUtivVk$`EMIk}p7<-Y
zIVQdZ+<dfh1&9f&G|eBlf%^&{_V<|TPcL;Pk_*`+pBO#7)eV#+s7RY-a3B{@jW*Pd
zTNS2)y%6Yd{mBn+W;vIMU?dJdDIHkb6bt_SqPI`vjK@Es#N7?ARsHuy`&TLLP2T)5
zv`59*${4zQY>qWmNPg19?mQ7_@kX2c*k|?WjVg#E5x8Ym-iJSWy?<JI{xtLKb2ja~
zdpzue@nvnO01_UvaqrGv)@PWzN0w)E8le<Kp<kcLd*9vB;Z4YjuY41fwET2mHH9{F
zF11FEgMmhVrk8pN7Z2<17pa(I^F!cWr}4S_9r{(TJfRHB*fEm+%??o$SS4oOPg1R8
ztop3c_Sb?{O_Z(C-DOflJt){X*1T?Pe>F?h%B6yw$4Vv?dYuN^;vb(;R~Lbw9yVA<
z0KzJZ!dvMVr+7|yH9BH+0fN%aSlY_r`lVGyXeAco*hZ`OA3opm0wz)0@t0t+-8ucg
zF$K?|mu2gwF*%?=6RVM5b>4sOGhhUL-Hi~?E0r*rODh?Y?|<$*L*Df9tV=rJ@myqy
z`XM>P{GsvrSHxZ!*=P9%&fUf(dgg5a{e2=u>-(D_G4iLCW!zm5bL;F0Yxu5FVU>dc
zm?>@1z=@m8C><y`Ppsx&w7*QMDQ<vXQU6lyyK_;C&AT<PTkEErKMRfj?-As}uI|Is
z^>?|<mR8Ni5yx^ct*gCpMf}-3H<hf$v58$_cw?-2H$eMd3f|+l4cQtsEb}Pp6`qfI
zK<?fIyLDq*!3rG(mF_a>{Y_TDN4<l+PmO0k`vdMq_2y~@DSJ99Nc6;`zWgIGTOAt%
zz?M(&<tB5HX2PK}_<&=!jihERf?QDTWC_mC->lKpH<!+815CE|;)Est?D5-bkB9cs
zurPpV^df#C?`1>fR`2}J*h5Nb&r%A_>wRk#eYTsOYJZ-*%4>mMYp8k_izReir(4$;
zG75Ded*qjTh=RtONX@L3G|x2Sx0S61cLiThr)XSHu>vV)`v5T~^_O!La*soI8-DP*
zlm*jwyjxmeSwx`qT3eHeYrkruzLZpdRLaYZb*Nvtd&&q^M4}lX&we;ZlU!)aID@(`
zw$-g1?*tdNw7x$SzV0L~?Vg%Z23YAW+|&cnR0e5pM)mpi*_*}$7=?}0d!=N15a%$Y
zBFbLNpQd3W+T$`L6DyKHthsePWufKT#hc#J2r&OtGqps$KSYtp{O?D9BhFnuIL=cn
zE_v(i^+5e5;60)VYPh^LRi?&|{QYfFs#+?3@2&ngv$sk6d{`)c+V7GIz$PLx_VyT*
z-E6Irt*)H6Pf-OXP|2>S<LRC9Nh%Rz8RFhwyl}!WfuW!9@?b+_+~QD_4ewg_kK{eo
z;X{B}a(<~_n3nr?X8B}(O`?3e+trE6owz8^cX={Ca%J}P8wIan_^FJNb7APU)5}%i
zT2q1>?+*jtbw-RZSDB862diL+b1xlKUpso~cq<>a*-o{5ilohje8?Zak|i>YVaLU8
zPIc)Eqo-f`>w(^v9n`)zIofiJH=Lb_pB$%$V4nrNju)NwA8(*-hUS>vtG-}f|GDck
zw_$W+2eTx;hz`jpj4T*dL}jhmMcqR(yxSRCd?@*<lZjPR@yYr;8)uA?e&n0*69Sj2
zc+r$iKdvY8|A*F%t2?%L&F>j#q2Gv~<nz+dzm#w10hjKH{c8FB^v9N4MwCQGpVmi^
z1EImki>mzXVnBsRVy5*=f)GfX%Ij1<6shwmIkJC#>`IF@^kZxX-v88a?m5;vYfF`G
z?vXzwB8T|d{M_(5LVbx$#=^Kyq4ysNC<j<jhC+~TySI#QI07?qZ_K0(J#W@B%PHEf
zNd52F8m_-`>*%kkoHySaqHo}E)`xSlOcR;B<a|?$#(J9gve3WIqVFsPN<K@N&Ud*z
zfDMVs_Y;|U3Ol97oI-y=h3~V6i6&eF-cE+?$6{HJMI!~-)DCZ<Sony0R!iU=XbI)k
zq{UtCD#KssqAnJVCI!U#hw;l)b+bX=X8x(ms|PXv1yY@v1s<dQ<0@A?uo%*Fn#;@7
zWQ=Kof-v|!*BqvXD>|G<mG~I=2n^+{oA1L%5;^jHJ57m02eE!FRu<%KHGCSVK_S<n
znYLZxVNoKa>`k(3R8l@_X@zjX?lNybJlo;R75d#`mi#7$vFHBWx0m<#_f5x-D9A)D
z?cX)zuR0wI%D7+g?(Zwi%ZGN&d5Jh2L-C{lxF)m+g_23rIcuE_nVd3Dl~q~>gq`8?
zO}Z)B&8}R0jgaX{X3G)GzZSNamlpk`!?pO%@##$0&DgY^zrZ;&-pg)5-rmMIIEi2t
zJv|EC0c|auCN9!OsP`rz#!>g~3!9dH#1FYSp!0<{C06yuTcJfm$0l=<>~`m=bq*s*
zzG%Tf2=*Td$&5J1z@f!I5>9ASZlttnUi*8AJkJKG?PkEnoa@C6A{QPt^sZ&B3FDaY
z&e+5!#C~ve;ZaQhy2FLoLuxP%tcHpQ?}g9;KK%gfXl^z7h)wR<l&YQ8&u1WOmw7*f
zl<*EHxDosqm<`O$26yDFq%~eTGPiaT1Ucq61!QG713lf#w)f92YBv^WsF@od;ZBM^
z&gH-TVz6SdXrU%*V+#u%UcFjDZU*qxSBx$0clH<DGi3Csx!EUQSmM_j>@2J0`XuaW
zi+|(Cw5GrwsT~mLkFOpFmv$E_&e+V0s5du|^+pNKbAauTnL}i4xg{U8)bq8xIOO}|
zOhepy1SDXEhi~AnwsrdEcDKH0tWcdmB`BSCV-Kxz*sid+x3q$V{hqJ~IaQ;4G0)Jh
zu|lzs<IE(*^@hW<0-N+S4YK~rza%n#cC1O<s)Luayk0GRL_>VS)`0z_t2dxk7NK)}
za-q)q=EOe19h+sd%d*;Lqn3l+f<}llfAnAIvzNkeg&UchOZfQ>I*+cC$F8Y5ykun~
zyVI2|iO?;nD`hCO><!}FhMJMloc?T`EY<>oHL7czjcs(ch(A8ILn=SnBW$>23(6`M
z0pzXe&dEvIHNNOtk{d*yl28oyb#Q+4kGJxp0?H6`{{%Dsfr-r4vuL??%R95=nule#
z4o^|u1`$vRDG!b3Gc#*aB0vt3YcieJ9j!K5s|=*p<*;9P;QO_$r`FcyUHj~QN^!L7
zn<gL-5MF=Wey%j*?D3Ce(LvO$^W?I&yeR&~7w(TW$*a54$ZiPC!sc<%mnEx3`Y8NZ
z)~|+mC@I=|d8^M&jg<<!aLMM)K9;1V#op+bwlte+-b`09Zl$unwruKQwTn9`PB=IE
zB6B<CJN<l6?SwJ{u%|{#szts+OBWO@;hdx__Uy7*PRY(I4>?54yJB6s*CQLK94^T@
zMUtN#fl_9r>N&n&?}GdlPhLjW=cg*A>R-eHst`<V^zjc1^Fo!-{)mO^A+%@tCWBW^
zQ4vpN(Z#oi(M#H<L*bltPySoTv;S-Ub8}*f$1P?SwV_>fPg1}3&&>Wm5^|fZ*)%hC
zv{aY}3tAx18+v;taOelsAhPct$>ml}7DBafP+{$Dt1p4ye#`s4;ctHaSGPaA&Mj>l
zE96Bs_@yU(-m7L-i&XNPY9G+Syg%e`@4Pt=PlH%E;|5_ofZ9lvuo^kqowYL~e*yqj
z3?pLlFMh52bEq%GbpJ>NBjPl~H(A{1z~9FPlpN@DAEb|Z!}Irz5^0t-b~TM(sbvW3
z-1I4&n#?!;s8;$L%N6lMP0RSZyQcOZ!$+mRK(1QU{;9~eeNAk$UZ)YY-C{;78!$HL
z-Dum_q6!?%=rj~zHJ07;8)pRaEnq)^J3)fSg{iOnPYaLSBfvPtKbA(9#{&ujLl%DS
z9xHjEYaT{!icfyyc4Eh4x8OqKBEx+OzT4`PX^T}(U{kYk7rE;BjRdLud;{(mPP$=B
zLd7#Ut?;hp%wGlh0v~D{Li&c<y+*s1aFV3AAN8KfYfgmQxpL&Wgeb&6%2+Kdy)YXO
zY~-EBW+R8FaKmPyP2)@*1#|9vK_!_zE&1bmh4GDCq#=oqV#W9N{6ZorVxv7U{?|G)
zkMzFoL?|dkmXiOyOg$cOm@}AYQaP(KX)q(5F2B*~Kt<vYP|5u!_DYK9ki}vOBGi40
ze8e5E|KsSq!`Xb_Hm>crv{kfPS`@8WyK3*YYL^rho7Siiq4t)RqIOYx*NDAihuXDA
z5E7%P6=El5()anje<#Ng$KlDH`#P`l{G5P&nIP)x;&0!=uyCyFlU30mF<Ja4=j<b>
zQs7}bl)ZO+vouM;dS8eX5XU<;Bg8k7l)u-a8&P2K^+ea;IIXgN4%p}GDYK2z!lJN?
zEjKP1yzM+aT`MW;>*{3UBi5B?MJgfJbX%ZS`&@U<w6bbmD=774+U=Q^il(>dZ4#yS
z1cl_S?a?h@jwueNbhMKH0wlw&#UwR_V<Vq^_X1p4fjI^9*msg=tb_ekJ66pp>QO;Y
zj7dKiz$mi_nC}CXoO%BlG)SN7{!B)uP*yxJ52W(*4xb$ZD8}s*FT)7oEP+>?%P)52
zHfD0CMtbY<RtNPwob`EsHWqVk-<|u_c&}<N?rC^Ob3wEVbTn&cr%m}v2WmwN`r&~`
za`+eC3r(d$*Co4_)^_^^)6scv%7>iWTK}Q-mdeNF1aa7;AAds3qtV1{?gq%)1JiBO
zPqw-UXIJd(G`Fio{}WGH)2ccA`Eh*zLC$_5D&NNxj~D3TcpRo540_Mkt?eURVE)pC
z{poTiE->_^y9YY9rg%1@>*<bCUsB|fa;bk5=+V#aCt3;)l$>s^to=2|j-5^Qfs|^I
zIF3e~D*%cZQi7EfsHbRt(|Qg7me{P7FWK?zFimvrv`_$u-T`xTzv*R^|9)FleRlp5
z;x^>>`ukYZGvd7?HgEQIZIdZy&TrJF`blrENw4|>NuSnA<B??|dBkUMmnHqf?^G{-
zSgUaZ*g<$}SHslvVpMkHB7gDwXt-8K<Fxov?djK#i-Lj=Iu0kF`-zl^9F|wz*+Mr+
zMX>(TcQ%wfRCQ<JEltn&2O#x=j#s<c@8)jiU!DNYSOaE@^yKt<m;-7<4yY~zbSA9+
zB`+4KHwDtxO}Sc>c6I0(jofGJ=%c!cxQ^UX&BVp|Xv(AlXF4wlMEPluhfRA;>e5!D
z$hVD`qdO!tYkH|R|JK|3XU`n45t(lHVE_(Ur*pkgcy1fIyaKfr@P<6;ouYMrlvS;8
zgG>OqFSkNAI}r66L$h{bU8~Pc>~d1QEs4l7%09rKp;huWQc8VfQUWMS^_=r4OO1`=
zeDyuS_t5~(%$o`|8K>)pU7j!V4`2l^j^A&LzARf9^K#L@EFm(w-XLS$n^X%vhlB{w
z4gx(}Kf~3l58haj2k$uqCVZ^5pm(EE)F2Rmb)x@8MCGo0v*Dl*`9<olXxdrA&l!GU
zT$h<8$ls^7Z}DBki6raKX8>-wvTxGV+}@<WJj37oQ#5wrHzn7@vw-DscIC4JGeTj#
zEVRYk{AWh;I)-r*h6TX=`gr4nG2uebjBxI`SergAcE3^G=6YM`kY7<oiK!#rx>WgD
z^TMdAam1!tv4oc$8(Y0(srQ0<p-q<PMf}2@^Ye2LK;K36+;Jd+&!r;RG&J+>F7#YU
z?v|&3pCbF67q+vf+Qj_fBQE?<B+7XdT6yO(;o3H7hAq5EKzaZ#M8lOZBgX`mbYC*-
zy`^fa$`!isIlq~=LBLtT<J8BO8N$5~lGP~ibkHp4RYw<<llx-n;(T|J5sSI(>tq>P
zVcW6iY(cu@v7>FgF$NlqPGPgLy?e(wso<i9*Uf#V9x<RNdw+ke2oYoWBD0_Q4qCG6
zNCSd1yx2Bs$vQW8Le$3OhDj=#DaUNI0u8!b<L^?Ku_gnz{ggGJ_vw(g_9vB2u;;X0
zjpaM#ZIA~!ToCJ0fh$}Qp<#csyX6JL*_A<73GLrD#POm$8p3;7dBMCaOKmZ84@mjv
zp2Y|OA~IEV;#;y(^3$oynyQWxf+E7sB74&u5i?z8%3@tBtpoE?Ah~ZZX22cB`<>7&
z$w58voAs9fHPa9aG<-~~3qWj~?OT38@`XAgtRKi4K^uCGo;UbDg|)~L@$Uk(3M~3y
z^?$NN>gSqb*Y6(Y?u5cVf5FrsShie*H3Bo9T@|!mi&1-#k8rksfVN<%O(3dK&isX%
z%20y;dT_=5@;g6<TQTqG)i#D}HfXDE{TI6`Nvybp;hV^NxqHXuLm6oV7I@l1Hh66=
zP9JX$&dbN1X3KbjXb1OXZ_hg%O4@w85|?-}bXmqR`A|H=6WO8yDO$%Yw7}XIyQ_C$
zCa>lbZs;pF#_lfP$I(B9_^^<TX-B)!MN}(}q;{m;$_;RTPvoNg!*IPAca9u2_MVOk
zcd_{)*r!RIivstQ?*!{TlY>_+w{N<B%3W$2zWZz}K~4^+V+ID;2&TcO6Ua%PeUBig
zhz)Zfh`FJgns2#xZGohqh!}QG_H|Eo8`)0iYp8d*KX2lj+*lK%tesUS(FT{{J^eud
zS8UZopo*AP@VN4P?U##YiX*|gsoE38aD?7-x3$ygxP?<M`iVc=v~7Pkc5;DH12{>y
zjU~}^_rk+{TRxtt<LDZZ?*tDAhuw^0HFy&sdC~Cj{M*Yg#9WZsaU&I=I=h?&`WZ=C
zH#Hn^M}Nm`Wpm{?*T3y+`5_uiY^I>tX!XmU9@(~FLhcvSb7Y|0W+M-u{NN9yJBe{~
zeY5=}$ihxu^e+&uG&!cB?xpJV^E0tz5-DhcqKpy`u~k-dc8Xa7Osa2ZxG&x%mA~I0
z-}Q+Wy&~K!McW<kM7JMD9COE%)N6gb)t%Cj!tx{Y$Jkp1ZLbsyhI(W})66B;h^Md^
zcLDr)7sx^mEpE;B;2Y=}Jp>i~lPzc%&;#a30!Ab1X}!IcO@$rHjNy*o&v&}l6@muo
zKK$=BukK#(Np*MOY02$FYbV2Er9i487}6|Jw1(0&C+F=C*K9Al=999Co_1yc3H2+{
zDAhTb6EHO#NL^TjAS9b(HET4CadRCdr>>W*P@cT25|>9nwZ-+b_xkg3docdBnLiGB
zm5<UqWm*_FhQ<hGEtcO1LjScT4m)2Ta!#1hPkQf{xT)>Qmpf}wMeIw2H0p_-MZxE#
zp2Co^<f${?r1$~3&I{ZYS<xa~>_1l@zXg}QcN%5GV*d$^rR1!*z+4IqeN8pMQzG9o
zz)kBC&H?5BDDIvd7iX<ix2C+ER@Q(u?ZjNL>ysJ$`ep>4Dm5bZ7B!wMK%M><D_~2a
zk5g(L53AVIG9_-4rq||YCOok*)N1sn-w^W;Xj&F0ehIg2cq>pLEL--E^~KvcYmOvt
zrd{iG;koiH`>(&D;AC<<0&f$++OdjRLXXF983ri12SViAd8eHJ2G0lnM#m|UGGSiL
z{CdQcXfJ^*iHn5>uYVMi*5^q=PE2oFPQIO7r@3f)^r6tXn=MJ&-5m&bkUm`x^{Gb?
zj#npJnz$z}U9KZ%@|~S_4Gt*0&$#+OY)>}h4ZBUE&xe7-uAJF}l@&Bp54&+v$#*z*
zqTyCZvS;8kIdTCBN1f^Ip4UlYW?b&*ocEQI!D&>|1oj2?Ra05XIv<hP@&pzk=6MDq
zwX3?j{E3<^M>o0tQM?`(Jbm}br5AkDbCvo4;;1-Qh$XC2JS8LgEon>pXL}vaM2<eb
z+t$f!My;&@0aHU48L`%|BbC!68|cEv1|Q2%>(8J@>*Lb&#&D5>WLCBt?Y(&~S__lt
zp8E&FNS?!kOVBKjK!#!2z>;C~wO~+9Wro_p`~#CndwtUZUuffySV%&Co)Au9d*k4t
zNviiy*o^4R($EGjkd{RvjCY~3*>-6NE|npJH#A5z%@(2Y@e-xYp&R0g`o-DIi#nSg
zk8sNGW@EjEzb)qJr8W<gytGe`I|e<}(v~#XZ~DT#{Exy1Ti1vNc5x=>=OQ%5F%Q(h
z8G4yyqM2<3(4W#(bT8&zo(6Q{WSfsQzI;_q3K){)^xNZ9!<1+@Z`rp0AQN?m7!@=W
zI|dud_o%{!pis}7Y!|vYYgb+fijl6{IgFd0st%221x;6)??=kWD1<loWgibk<nI&O
zT9Whm=OI#$kN@&s2y8y}O4N-l>o8WDe0t1hg_;&K)gPashQz22w4;1Q7UzB0A{DON
zIHdCu<>@LRU#X*=Uju?Lutq2gVhIl9VQN#WG?O<)^HH-=?5GnILLCrmagm&n{<G<G
zojf=GD#f3pZLEN<4tn(KB^cM}Z>ucvLLo!Yk==vhMJ<03tV@u3|Fdq=1TJty?)5ke
z_=lrZH#7lO76(rQ%&--q`<ZCJv~=Q2;*HT4kARk7&8kYre-sd&!Je=6acc=GtI}i!
zV#U-3W%Y4Vj^P|E4XsmP%MMZKP&&OXWZ6TX5egJ1{fy)c;c#t=?VdG2((fwK*O^$n
zpm=#SNHqj}hQt@U4~mU`LPDyuD3VR;@^ueybVEB!O&q9BcRjujcFa>{k}YZERjfAy
zg5zxUzPh?#3?_s-e)1kr#*yMatU2&Axn^D&Loc@d?G<cfk!;l*iMGx}t9+=$-7zbN
zw&S^+9?q^sC??IdN7-_>nm>Klh8@^N;CLxh1g4K=_`&6Cjzjb2hB&iRQ8>`0RjK@E
zULtB&F(e>BSFH=;|GWLM1>(1yQeEbgYXCi6*J!Fk5-u$KDN74AyI=PPUQ@(;Ja+dk
zLYx3+t4A5vy?!>K>A-*M)~EG!zHRlJ4`vE2b#?hx8TgMT)34y9*Rv`4a;@(le3zx`
zt9X1TPV=pFXCak%o1Fsx*T<`i(H~QgA`kH|Xt4bzuj((|)m8l`uVj(zAIIx-p1)O-
zxi5P6?s4(#tsl{@y7AE=dV?JA9l{C}r@ANWY=4R^rn+MaoPTs1*N&q!vY(1)g=)N7
z|H0;f+)^_Urd<CFW&Yb=Ty@TQTP(KN|E|d*M@?I;Kg5RZW7cQr8?*AXJwm0i8UBXi
zt{?3>@?JOdFdJ)a*qE6$|EPEG9STHM{?YhJFP{WNv{%D_$coxQzf00uj_crhR{*@Y
zP9N}(0NJmoZWAs{;c-f%H_i3X=A+8W**}SBiu37`0Gi^F@?c>wRPmD?^mS%s=K$CF
z#XIIvB-H2o7USJ|6QO2Iq%<Ua3yE|$^RyN}W8Cv{Vg8=!OCEdet=yBY6xTT}5?>MI
z<ZyC(zUJDsPXviEoC)(O<wDG0`T4>x#g~10Tw6_k>E^PdB9z9JRmDAZ+lJKSP=|jM
z@+lYiEpw_cg#D$rgXEW$`~DGc8MO#+<@3>rm{2`2u%C+OuA9!iLaC?Qyr`NrBC~m4
zt2>|7T=auvuZvQ-1V`!&07$aHv9<Q|&NBgyOtEKV{$2S%_}KFA591X==}S7lya07R
zr-;Cd!Zc?nFbimNUYHuNnK>_Q76)DSquCcuDkI&Y7ABT9AEe7L!o>OQuab+;Co2l3
zXQ){{s&={E?wenkk37oK=_1n@15`<yCUB?zxiuyMhdVKtGFY?ojkqF7yq3$BS~<96
zR5$Zpo5ix}UAw{IpDEE3kd5`ywkh}gpk6yR)9J9H;NyRfhb9Uv*L3GFbv5aRq6Gmd
zC&ZJo^YCyH@d{l$g5j{seccmm`PP5Ec+tXlS!k8TO6Lwt9~^xdk1};^VB`Jbfi#PP
z6rMq=;>aPqRWo&!^=a|~GP2Q{==brr1K-7tf?T)W<uzzOmuNw1Pd;0?t(Na6O03Y9
zveY(Vn3R9P3^7}wPGU;98mM51`R>>-yYZrFs_I#9L4xXXYa-a$R_h_a`xnb0)X}XF
z*`^CC91>5V0ZCXvL+T%GI^fqk_lYOv{sPLMh7Vb*d4)Gl)f$nE!Y5Np`(!xlNWKFG
z=Zi79UEXs^+-T@tQd%et;zI2TwuRg^_JFf*qIyprdXMG%g&3z8wtu+uqV+MTsRIzz
z=l974=iC{JdCc<;-c&SpkH^w*L!?Oshx={At@fNKeDW?{Is6}m!A)HMMgKV6OsP6*
zany1>W%&JbD*Y|f#m5tD9^|>nbqHQqKju%sKKrgLv48Dd>;gUgJxW6V*w~#AENO2o
z-M*;Yyk;8PwK;*sH#s!5gpOKcNyB~@L_DZvpU_ZobJ~My!I{=s=+U|sK<aMGUa79A
z;F;nXz81Zf6t}=SKrGuXmyD5DQ~S|3@u>cnJKsNwmB7;P<zQr+N(59;>&B0@Sec}b
zwm{@{X6I}k8gDW2Pkl==tVRS(_Qr8#tb%ZV?>K^(bEj_V?LUeF6Oo&u+o^HdOFL+(
z;)Nl1e$z8mI<6n;El|SPg+)<VD8&9jdM4UiH!w3WXW(I&H1_H<1qIT1qPa?2a{964
zA%ue(Y8)%HYqRX^iW*^U{<W}#be{o#0@j5iFDa$i`6Z>rq&j|vEOmeiSu#pIsehuX
zk8XClkNeTV5A)=%sbpDT$U<OKb3H!#PyZ-HIeD>c`6%{KQ@H>odch_s{CM%$T*^O+
zD6*wR1~|RT7-Q-{=5P_6c87j?;4#C=&NqOQ8AYMCBfF=Mg<ka?K3(#}R}8rX`)JrU
zjeQFA-I^)P<AZ$si0xOv55K*i;NjKt!7m|DDO(_~amKV;ltuchAyKaZTkoFwS7AEv
z2Khw)xYSUr|0hNRVm~A}8PF(Ja*<E=EnzQV_46nnqSlIPO}g{5)+X6diT^1;CcUy)
z*sCyz91V7%?F|S4?;n$GQ<d7o^yG&?=BuYERU9=4Ayp-j9Y4QR{B$Ed<?RvDDquDZ
zblf9$PT0g8%UssnyF8>rius33%l--SEMZG2I_+g%@6-oPzy0X1ORm&i$RATC4_rRQ
zy7tz)r|Tr3cMgYm6QK{p-l*LINay|4d!T6vl~z%V>Fb&O7wW;ROBtf%gI!oM-#L=F
zW-jx@-v~PUZPodvGcfJo*)10M#F2bF8qNqNW)^kzBVJY`q6+H(Nfvb^5nYKy6->J1
z&eX^8_C{QMd#FZPFt1sW)8yZ>T9sSw!f52^Wf*_9%`)4vGO4a;@8vZM8z7Y9O%43F
zz;~HdTpkSlr!^@-E+FtW1DPLMNBu36*ZumhTgD5Z9UoKw{w59k{=GYu9Sk1^HZwz~
zY0S2nj9%fo9p=P-4gvQWFZKa7_tRT>Fn`5DFVq7;b&BZsk6G{2{_^VeXn#DO4IGiO
ztiVNx;udgG5E4?evE5NP2U}#>UJotBc^7MDlCozrnNk5`I4v2;pZMyBpU1A;8`bd{
zArm#9UC;>RhO`hF3#-E~ZJDfWzd87IccIPCtNAlyP`p`=DtX)gxDtGL2-Q0%OzH?&
z@;PSvMZ2Vlsz-!tAha$vyWjlDF!d&j5NBZ?UIfKy2eUq{Ql3O@7wS66{2Q{t36DQV
zm;R$bsS?;iI!wCKeVq&Jk}$6}+(qRR%_YJkA5T4Dwu|6^lv%_th@4~H0_j}wdW)xl
z0pj6$|5?832~1G2Ohmie<*|itgX6;`8pW2sh_l!>Cn*DCvgoswD|53j|8XyzV`yv@
z5M7SKYAk%DN$A;t6)XNM)s{!=w<V~Lj=Jsib0wO-eaRT-)TsX$f;Q{C=Drp?x=0Q=
zC{vGcXs^h!(RDb_C>$0waaiQ=X%wV&WwM_5EH7|EagM%TY`kb{F>rmyjcYmf&uW4r
zRkBtZM%B$MYk2N&`d+z2*#~PVbmcqukGNys!H-4{YFu>jTJKbvjYqI8o4Q<w#gKKT
zh#O<ymD*sKV}?u~cQG^P=j#33seco<P1-s3r-@mQTj{BXm_|=`SLBj93CH4CmAKat
zF1#xKMNGjDn5Z|0mA;oowRiFkb?9qpBXhc>r@jtLL>QjD-T111sUx>hU0F+=^`Nif
zQ6ryAk<a(4K~s_$ew$DwoUpFdn$q+=B`J1Y&^^%<tihH@k4ul-YjMpmb>AitfzbQA
z!JD{70gQB+m=54S>D)bO>9I1`oh4;+4px!G72CUNqS~0IBsgqaek8|AZ4)GBwiKme
ziM>vjmh|SBx}bGv4l;ac{#|-b$jSu9@~#Hobos6DhIeLvvolDc!ruGHn?DSDVx1Qk
z6(sMLJ8}*;eRpnXbl$iaR#3{)H@!%$)Twfn4_=G4x-}~U=&r^#$!kjnQ%iEOR^R?n
zJb?e<hiIv<gYa4J7!d5ZpIhrWFY%`Ek==glWDON}(D|Vnq{z~tg_v=DF9MIxZK7pd
z1WQX%)qL2>Cege<4bkjCOk3*CsAXI|x(c8FFiQvM#?2}EX;ph<^?TpGe-fR&g$v-T
znlCKxHoD0ZoX=uw7Ej(d)pI=26-|<2waD4`<75FfkSF5_F;>cKIS;7WwaML>!ffj*
zZBkxfs(4ut$LCKhtP~7WknDTmJ&fNSO&G>=v|c7c*$oI3eiw$^G+Cpq#lC_S4serC
zXDnV{u-m%qfo{J>E2OlWL0Uo7L#<XAENI1)*xbZ})<SG>elC@x^TQpFJy0udBQ}D+
z982rlW$`YqZqGDtm(|YzNT1amjCSMFch^=1)89E3Em7)|i9^*<d+pM|+=iBLyqnT|
zPlC4%In@H=-@Rz?OyBt0(NF>98sGaVYYC23j8yQ!1(q@6Phh=rc_B3AmInm)Xhy>M
z^iZJP1tX4?rMtM2Q?9Zw$N=eXlF*Q`V&n|nsbs_)kxl-?fr<$X{jy?(?AF>v7nw<A
zCX;LR-WHaNki+JFvo~lr-tc-ZZubZ-3vxjYNZ;h%>+DC3+ANw^p?ZIU&Vkr?sImXY
z{g_~kk!d|9X`-_U3)m_Zlj7aoTJH1Qz~Y$^W5OgIZMW&%VieJ18W4smw4#v+VEux+
z7;8OL`HevDf7a5Xk}{mEb}*<_zK0Wl`wH%=x7l-q7{@D3)8AyvWnSN@$HHzKWf>Zf
zi125m`PYAgVO1sgcf&DOEZ}K&&z+DHSG!%hmu3>5zUQ+V{3R3ToXg>CCT=dkM;xkt
zE%)G5EGfC?S}fh=+C@9qo+K51yd<f1AQJJ23mE@yX91%m`BmYBaA7NIgou0uaiaYT
z;7V|6@FTe6zINGjvwH0DDcOG6B03OM;Xc!;p>o(Ng>2NS-Sl3rGt|;-g_ms|K5m~<
zY7|zguj-7_3Flc{=!hc~6^oAu@AabpQ8=aq$ePhieX>yuxjZnaCn+BF`lTe3ZJ2Fa
ztyH&KS;LVo5R(;g>sJ#%bq%M@5w8mSg8nuR5~iEPQ!;s4aTrN5Rk)NCmB0%q#XD~F
z-eCzT>SVl-4jcGL^NVO{GS<F-EIXMy;e3a0`Cvk=s;2z927&tbaSXQ%nP(@YSz>xf
zqAIw)z8=wouFbq?h54KddG*t8sftgwWiOD7w@_vHoO<U01{a%#{i4kDz;u`94^y#5
z|D)R>%c7ecxHE1u`$w4KhCz-vZBl#rYpE|mXx?kt8pH|(x$c@%ubUEDXnO6@NwxDr
zz><M~Yh)x_V>X$x1V{-k0HSJbXKlB@&H<y+5iV$Pe%6oqHZZ2%38XNR+ozo?_Y~3V
z^89eo&#rM5X49TG2~i<}X|Z#3159LKz4>!fyIhMH(HYw(dF~4UnZWg2Tm6_BzwC_k
zbmF_2oU~1VezaHVNu%Ri`JOuJ<4qCmRX?wv@KYBU_30$8Z=UA+tc;x6HM)oW+bZ6w
z1*O6cY&?>ovJ#nmI{`bh#h3yGzVJeSs<3Y(;;8gAOkVmEIX%6}ceTOU^_?RMDv!As
z_~S<NAEhVxcJ66kdCbI_?Qr`0q^P)az2F*0`G420VG(kT$ZOFy>&dBM@j9I1v@h|R
zvL8R+yPqo81oymetsv)>OKJU`M!agWKuPnJ!sgX`gd*z-O;tM3XudO2y2Rf8TVzbB
zp4c1bOR!V@D~GS|Q5Ps0n?Yqh8WBy+WFzlFR)?n+%-@+A^|(up7L<Q0O_yxal~k~b
z>9nB<9FhMh#BA5Il@I%nb3m7?BDG{I<~_wx7}G^NkpGx#np&wx^(DbGUuG_V7QK#v
zB!|b<x-x%b7X3zy919(jLxa)&X~f$8CW!m5RY0GW?{_~s$5!`ce<ez~Q+45ome_`+
zo!`?sH#r}7yr*I}S*zEgHkTZbz*{NoheQd8bvC&!u`f`SRAzJq3AaxX!Y3t+OyAZ|
znbN<YVkFhJe+Em%sQb$}wWPg^E*Zjf`j6#(v1Wv?EZq@TNrzxF>uZniR2^SMASzVH
z)T>?SHr=d7sLr9gzFDoG0|nfBO<wLNhY1D9i@_IbE>w%knQC$fzN}P^o%^FH_A`de
z?M)GkAufk~RVVOIKGZnaIU#zhtVG+sK{@&?@vR>rFt)$TB+}wkT_pOe(i{y3chtO{
zugvQHNu}}%Z@5J7!F?!yU@3K`n$@_-?+3MCX8-2|i0vr1^a<CE1UJf=o`4xe<B~<O
z2LNJD{eY$;r2ayQZu=y`+)O(;(V1@cN36`Y`7LK5_W+O!XIiI({T9P%Hl*YwT__;X
z)}@wX>iC}jhI7oaFH^Ppof|4y7a`XMBmN#j$w$Kr41thVbkHM<{xSf%?BJR|zwUy6
z;8e=1XLJs1@Yf_NRI%?-9@CuKUzg3>k1H0&P7U8NCfkWuwSZ-B1nB4EN=RQy`?d@D
zzt*>Ga|y~d7At0z(Y@P0&VJZBvT3~hp&j#jjfXWhkU!JUs1EU<G5nb{2{@;-;g{DT
z_H10ny7k&tRDdVY==wXR1j<cjrTtO_Le<^P|4~nz1nD<DW8ek_a8pEl;zV&A-VGUE
z3NnxvsU{;@t4@PlZe0`VI9I9v`^|ak6P4@ELX5j)1Kw3czE8$#;lAHAjfRG09%6aH
zIDt=`r251?zhi`7be)|zPE=gj3Q)5qYWY~cfhnoDrxseYwuT=&4j`LVqD_IStp29G
zg)!g}ze<L($=GE9GKx!rmV=Bj>GO_SmE*0Wr^Y5K|4|<9T)V3zX!GZ{nhU(7^u&EE
zP)^fr=-01Dk9R04qs+%Aal;T3t}4%>{o2>Q{>s2EFPoss&3v1~ivmY4Y#k96kfgvA
zUX_cViPsu#EOIntqZ|HS4JlFOX$-P{w~grcQi9JEwT)K<yu9Yv&N50h;tp>f{?4}3
zu?Si-`zwiN&O)EdK8VMXEZjgHlL*QJaVBf>K+Xf*Y6oHc)3_5uQqG3vg6_{iCX3y5
z0ei)v_wxrEno4VBesn}NxL?#8RL~OVyxf^+@6nsnWwrP103DEkdRb)bvtY72%pF^q
z3dwj6A4=ifQ`_v%Non3PBUc32y288fVSBILDZUhwdNl^nQ@2$1awVYZRT2-<eI|b^
zv~(>s$LQQpTI9U|jHO8)Gb45@ruH^76GDjR*e5O4H7*Zfx3j~gSx&dj2%*u6TINe(
z>J$4iomm}CN^i2~N*mFWj#APoj?c~vAMuOW_P$N$nE{_k@CkW7jTY<sr26cR*R_Vl
zB&+}8R71I&Z=t__{IBn|a$RFp^(Dx05okKHK?w<7>LR`=ZMxrI5^6aLUM$J}Oj2X`
zQn4i)8gr`E<@~-0dNBXmn+x#7(dTTvh#nsC{#1OicElb`X*_%GcVw;*20#{W^zee3
zEE}+cAj}7muga(!{?e?V<-K=Cadg-ppv47^?grTEydRy0%wOWx@$Y&>`r*3t^0#5u
zYQPo44yw|;k)SuR1GVshjJ%twm!Vlt|9h2%<&V<B53loM2~8r71!4__S6|~C`!ECk
zUyWk-LD>ZEAH{y`9q|&*v@gBGBS(TA$HO8g3K!Xd`~wqCmzo_IW;UT+^hQ%PucD=V
zec)VROPrse-SBET@tHVMR{NFP!SCvCeP=eXR_60WlH7C@UPt7)w8zN48uf0pH4X5W
z1+3-~@meKIs#c7WUsfa76`r9wv`4mffZ4e{tB7SL!8GhyFYRqqqY7I#kda<YYRwSR
zoi!SOpUz;N8_H};`V5rnUtkjN{W6xLR78AP>FKDRqRjCADD?ib73PjxX~!bfX#`ID
z?GyndUs$d_-ub_(bxW}Ie2!(2bY<MD8O}sae>!?oQklB`*Jh!MS+muvV)L#ie(w-a
zHEoIAiX6hp!*t0+reJerU1`*cwDj^iY?l|%-1VmkGJCsqhc^toROoMWY0SN-=wPr%
zH)y$dLu422*Ss+EFBDbSqLo4cwWQ9Y^+w)jocCJ$Z}?Tkm`|&Ks8xc0h1M@DLiX7E
zSgfpeH_wpA50rx=Zfv^+-cSP2xWB-m(^)yOZ|Ape3n9LtPtyIRh8|xd8*Tifcv)$v
zJ7qVud$}C?<W)JOtFJv$LBLSGCQ7G4+wroN{}JX_1p@B6r0^<a>f-&|Rdk7K7HRP-
zI9b#|(;1;2o*4~hQTx*xGEKVAK6X@IHZ(^NfG4b-$g!s#MEeH{)RSi?FI}Rvq50L*
zpRu&LWnU8~Y}jY&xcC22TyoOOw@ke(h$gQr$=m}97f53phU{W|*qt4{##(KT8G(zx
zfP8@X42(J#0AVI~PX{Hh53}|a8wBrSfTz5m^Vy)fQr-!x06+2E|00b${ngs2#xapC
zslvgUGUH=Q4CXAf4_c9NI(Cu@^FEs?d330eF_t$gt61|BtM%mF5m3V7M-TfJw_>Te
zvTK`;TV4cPbBYR&Or_VbRRyHOvAIp2%~Xo-mEe=D>OX;0=Y1*fJJ>mh(6GJE>@KLp
zq9^Cq^sZaGqt4-UkeUR<g)+q{#juoSC>r|<b}UIeX5HplS%I{s_?p$#49Uo+*Oi&#
z?%?SAgJK(5+TB*q3|i&v>o08E+Fs19-vAxt?6JFSsC_?6FuQ1goO+w&bW1upyDJp-
zNzN%f2|sDx0wZ8FohuKyX4<4ap{h)y)Rd4>Xq-SyOLOw>a)F>(%~=HAq(vUh{LoyN
z*N2N8m!xw$$C3y%Nf9+S)(o>(g@o?u#NoXojzTVqS<2Y;6t3$vw<nYFg;|a2AWKdB
zYm8dl&%?hy#|s{}`L-VYqX7AB*zO-=xO;Li2M=dBLjjdu2-JwUn;x_~oU*&9H}4r*
z@JxkNSQ;=ca-Qlx2s=%mo@j%X&RS>(3JwzEx-m_I(#O{jZr+&aloTeH)(OMfNF>}?
zP3hbK`=cf*xgV?;TvGVhFtRO98AfYQ77LZA5E+U2!I;oFDs^`b1aGR8Jd}$<s^l2N
z;43O(r$fU;H$~rOx$WY}a^H9$(n79lf@;p=vWD)3jwY6I<rtJj_|DPm7g}p_*Dl!o
z3|(WQr))N0TaOeFCDS%iQm|$e^i&81m}9p@Ds#X|^dj?H4VN6TslY{hQ{FnyF*!xl
z7}*hD@G6%po-_jhbxDx)um@9>Duua+c+QJGEL%~-*Tgu%+c=dz9lfnnks}FtkrLb|
z$8F(6skw^0hd-*%j011%nfIjlvBy;u)ieOzUB3>g2DyRl@;N$tVS%eyyn=VF(UMS0
zw?Zhb7DUbWe<-q%mT>@j5-R=mv&4}Y{}a;fAI*s52&Wv7)H)QGPFrT{$ri!Tn0Ql3
z9GU93UT(J7Ux=;zlIJc5>+d0FxBa8Y1d}?VpwJ#awleXQSZmCQf+oA)&{TkgP*!H$
z<_n#=%;Zs{Ynu+L&m$c%*-(@54c(HT{+1svI>vjGV%oIww{F?Aq^=lK=|SG~(uI^K
z-=JukaaMgUGe?G*cxbu&!7KS+aV<BCeNeeXM%YRWR4@2?kiFop<M&S7w~Pi8;Ox&6
zJ<XG=JIMe2qd2?o=@rBs%oW^in#8>Ra)@J}uAOhSJK2wWWTv)e$Xk+HH9P^1sqsKc
zvNA3p@UC^Ad?R^qH@Et$4oh|}bzzWo9COr_|KOrnKe~gGzq%SzCYks0xc=@}X{T@T
zVtAZT1NX<ux2dFP$UoW7HZ~~;@Xd4(u_vZto7XneS2X_-W&bhRb7G)iOHnXvNngb^
zB;l*IcMb4gFiP)QG+#&+ev8>kK0Twl`Ua-CoXj%UsAp2==aZ!CFMUxvcP2dG&C$_D
z#%7G904Dj&zVJ9H)-eQ6Qea?-ql(b8^Z?lQO$)`4#ZuFkt}BoO2gloBUF+fRv=l%j
z;JTBe_b205Ej*D7UbnTLk*_ReuQxNY7U8DOIE{;Y`9)2LTMP?l>E5zmAI!KEZ6$v5
zim83>N!cvdDmS|xrHxv4n|$Pq-_<B$x~-=Mcd$2Ejx+eXF@^r%;z=3tF)HwB@<HGD
z!VoOfZK^0^BVl^S%#L3y(isR@pC_#(_jfX@CDHOu!5?Ms!hS}sRf?Dw_?M;KMkji5
zo?Y28F)2(O5KI|dcd%TNW(%(JF?|&~5ZhP|RRyI#UHVD42bcp_vY9@-E7RNs?FA+%
zv`JcROE4Y_*$1&Oo99FP2JX&77r*s?Gn~4ZdVAWu>-^BHoBSnb;a>L@97M_-U3750
zli~+zRf*$X+%rITxiARi)y%ML#ysr(aJMJn%Si{2dp0&G^dl@}TqNxHFJc%tN_y=*
zMNh%qJ+vualTP)#?qB6K@c4IaYX020=Fj^?M5u#1KXF=Q`cI{Yf1^#~GI5SAE~KFO
zk`xn2hqS1l7ROsCRSy?8I!RM?OtyYp1s9mdfo_`4b)lzVo#XMRqq}$9x<PJ$N5Y)*
zXNzUH-+!`_9UfcBzR=maMl)v%#UF<GGzjSfXM%9RxI<XBpT4%g;DIhv5gXq|#j_cw
z37Ue!f)d+Xd|l~$D_@=)m?ZgZ>k7-g+vLlmzp@Qt+F<1?i=Ubb;R<4~zC)WyEM(<-
zF{ZB-68-i{q~yNCuaDnpk8iD5R~KAM_o9;C)}%6vy!zL!%JG#nJn6DTG@bJG;`Ch#
zyU46?hI_PpqTd@CSm^wcYILP|BL{wbi&0(RSMF7v&Jb7D7N1OaD7K~Y)6E>WzyG<_
z+J|UJ&GnvbxLo?fJi8-qc~X4)8)fr@RN@V4ZTq&CjuY4dZ%3hP#2yB540Sxx?9jmL
zfEMgiZOuUjoK50c>2>@<6}n}C#b&4B7U19q)|@vgD*6>oh;Ie*nzNU>l3fZNYAL7I
zA9l3q=RAdtNhl3Z)pkQ2@)x!hAAY5Vvj~50->A_)X^2zKL1L=qWr|=9V}fWg>OlT^
zm$oL?%#cgY>9`MOZei^wT`@l@>ld=%pCvNBd0^4g9N&Bl?ic(Fs0Ms3)>G*j{TTT@
zhU}8U>b7wM2B9aP1F94IhvhO)E(H?Nh~=^~4d|69b;KD|=)M~W=$203xfClK0&WvJ
zF$iDo<PBX<Pn6+*D(olNal%SNRI85vu{0b6T+KY6Vi@*?A~oE}i7TcPEl=q<CO`-5
zs^u)K)Vc>eg?~*o&9u`h_tu>6dvg(iFK}5g`jSDh%BQ6<Y*%GEtmyBEtH4@C|EHeg
zYgC85wvOo)NwKM9mhqgA@pMur{b4OZfBX$z$=B}jp3*PL!&*A-nTW7B$iB0F*;sdB
z7{;Mb(^H#Szw1}KF<FdLygunsy~ydG@4Y-3tmTu>E+6gp1jxaZGCO~95K29utddGu
z-nM0X!w+0zPbhZXr>0wB?2eKxUlMlz3zXcsfzmWM0}F?+g`dro1*zkw(=@mI)ehCD
zOC6<5Dsyeqg1}GoZuDIhvDL*?in>r!*#}GPl-0{HLEih3*x8f3{WijcE~Q*tEA1O5
zL4u$E(@^K>=j0VYD`qFH&qzwi#unFf<=Ds1)@O_j#TKTXd#*RsB4YhK74lo=k;@~F
zyEp$Ll0_P}4uerx%_U*k<T2|#u)Olmeit}TUY-Uqi%t3H+1jehZWA7`W)={M-&us7
zzaaK@`17j9hm!~8z~Ntog*_UZrWRGSg$!*6)t}dG6ukH5MK_u}oOjxdHdmYgOSLsa
z8-}`R57~FCPKm`;&KM%}pv36M2WwVNwvbCm5!%BZAtWPFaV1^r{=@XCOk|$IOIGw^
zO?iR>AN{#4jSN#5B@-2?h%Gy$V={{NxwhH(#Gc)LB=zxkQiE+5Ca1|-;Y~=pKVAQ1
z#gcu)qCl{@UH6}g-)y#vnIkFs3;E>33$IFZ@<i!keJRtrdqVS&sDkS@fIkgT;8*yH
z_2hay@H~fLcM-L{3%ixU%sUa&+!UwPAlU%7T{bh*l#NGQUAT``O%~4?wdV^oc}65|
zxOLwu+a?hA%-?x2w#(DF+SJT#4@!->oLDunE-0`}1sROtQc3}|#>dWk{f|ILDQ5Cj
z^NsLo{F|b3HSf|7)(xnk?%P7m>dOVLmv*cq1pzo}64eLZ#EfFiHH_3)58g-ls9n~<
zh&7j%IgV?`NKt34`Gw}l8J?>eV!{2jA{T1MIQyw84B6w`>&HgzM)_20F@YqIn}0f6
zz795FI|s^~IE!Nh(lZHH?^-?na*Ige&3d#{p#_C7W<gj-^O#$uBx`b3{!u_XW{G<v
z9)7k2#Cj62==l=@fmXMEdJ{=ycWqB4TWqgiM`rKNEY1t4uq??D<&j&>lF@ij6Mft#
z+7G{9HC|LvlH}?tG2P9QM!jqG=Ce%>yb<AP5>y!=YTxp)h<TTZ#UC3ISLfROM9E9%
z6i<-1>$}%oEtnAZ{7}d0mD1|G=R6GC{}L-xZZzp%l4QW<k^JVmg;wL~QF_70iJH<=
zFZHi}VQG9Fla-I0;{8HMb5#4)BuDDBl}Wr!L(TiiXIS@VGQcP?Bmq>7Po12DLo3U8
zzcwmE*XHY&gmBFZcdwQEJi0e9<ac~x8b|xGT$xm|+}-l{W%j5lX{}_;BIwYcxc5q|
z!~JSkAN1AM>nq-F{jR@a)WC|<UK@H^lt#x9=}LUvOey@6P2?w=?IA}6?QLO;3*{as
zXU}g>ehHDI1F2BuUIrz3;AOQnmowaYt6k!;p)vjmFu40<s!KEKRXQvt(PLdf$@JlZ
z@c5JFbD|-MR^XmxQ}RunWT-77a-q7q<F;v@9f9}w(XA-`DGvMO(c$N&eb^Ll8Ub&w
zlVjFU4-<n+Hm({7``r?K=Py>%YK!5S{7NU`+aOmJQ;Tq!f~{A7G+YDLS)RJCk4+`c
z-J6cvnws)!fD;G65A%&GI9T3)p?yVX_P<s*_{xxivSw3QpZ#4YUDyOOXET@OUf3>(
zsT}{j>v@&8SFcn4#a^s=E62q@3gLRA$#wKsgaGo^qJP93_e8;&UBeG&)3E*pies0c
zZbECtX8bnM&S1Z1Orie9f9XKJz}Q|PrDa1NEl`5fvlwkRDSZ`H`_!-ivIY3ob|G5b
zG2Z#oXuTCJ`=4^kBE}gPpS{`IgX=z_)8#T=Rc6-ChHIdp6?h<YLQv?MyLq>VmTkHJ
z!zPvcsb^_=QK4j&2Up^)Q%s(Z(Ub>Jf`oVeQ*#>Pvaxj`NSH;RBpY{WDp-#lRyw0z
zn@bP5m-kGlTuZvsNFx`weD0UiU10+9ZkFG=s9`DEN+wE%yqh*W0d{k0pED)8Y5!5|
z#%}C06xyvaAi=0MH5VdMAp-N8A_1#3uNd+_<E25<wDaWvG5XUNRYr*&isLeja}rG!
zoS0lBW`FZeADz@~C8DMNsR8%A_L6#fW6*=f32SrXM~<=|SaP4zJ|fa>#S(@rEzK;=
z+a{ZZ`*U6>P~c677D7{kduyLK6BeC$5Fajnwx{Cz{Wjymj*+T!o+JEx7J^LdAon91
zKQ^GHh@~DszFsaUgcn5XBF(BUYZ~R5KtNc|?rg?(`tM1jwm{91#;Bk5te-wmupPDC
zpWu!-ifQ`wa`p<Q%Aw(oiVG3{((9MfG~71>wFT^#*FBiM;0)`Dw=K8~e8d_sYvFs8
zO2^#gRrl;Mp#@8hA1_qO+xlG}4l?X0v?s+CTaE>K*u*#gGPw5nvj>Ht%5tE|sv07x
za$ciQQQ7qOb1oO6no9*utNjON{^#p)^H#H1wf|s{X7*-wFQv0hSXY^)g@*qpGt%xC
zH5IntmIXWIaI;2PczBUmSN=&dJUkrBmNYW!kSj3e_2!f6r=ERa@#3Ku)l$p4l9A|_
zi`q%DzOe0n{yIDwfFlIA_=A{@aR)RaJziZ})`z`r9YMm~iiqDh*+g^c7hf1ur(TZV
zGM57#%?^q3U3J?dQ6cGrlfN;an3b}e!$VBpd^cB-Zl0WXF<v>VRS?K&pJMhhh;|B<
zHtGkIy8s8pI5(@{|1z{WAz10<@JfGXOxu2J(h9`7?DV6R=rA$n<U5H^#?8JfJ*W5W
zst1;5it8+A=*x}gQn|oH+FI-gabMe-Q68uTcD_q$Q`6>Pe8t%8lbAg9(T8_~N0uZs
z2X9t=yp#Kv;5?|H?NIcaqkwc~-%&B9v0oKq^CRY-UZZSSN+U#rSLosS34=>dHvLk5
zL>nKMo>4Q8F4GW<u>GYCsV$4XknF5wA$cHYr>kgBga1*yXpdD8jgH-s|DBQKx~o)S
z_xsNtRdFG&^jw83EDbd1=~^`VMCx{smlApsQP33ivf<)-GW**f0f%2Ekyq6{a_E(1
zCbOx{p{s0G);VOPZ&4n6!6)crB<=xZj*bScq`cUWZ){v<VmZ^#s?H~#4KN6D;&r2p
z@eyJ|fBO?Cbs&|Ko{am+>C7vJ*(>_-H{^w^Fe+@JP~!I9qJ_pF+#F$HzLuk#7M&pV
z`nWQQ;d)TjK0#(%Rf04Spm5P4Jit1f?B^1pkDvKq-C@vaC?8i$Mua#NRK~ap!z+`X
ztHM0lb$0@B?GY|SNir6hw0!G%M5f*4Ihd5)0r!c#=TiKOW8Rg?IUJSUSD`<L9Fue{
z3wM6z{EiriPOy`4h4GYp@)S~AYltJg=50i36*-9cL~dNX+CTFPFu#A$v4!6=@g~#9
z?@g>_$hzJBF3pPtvW4#?w6zhB9A>oFj8qPP<3w9${lWD4kWstWjwQW<at(l0kpCZr
zq?RN?VfwH#hp(X;@z_O2Djs+nGPVq|(zITaO*tQu_Tmh5%DncWG10KeT=JJwDAgW&
zHA9ELKUKI>qT1v;iJ|D$e-z%+amWu3J7P_Pg2Id<p9R$aL6WmApeYg$c_xk#sCplH
z<h(rc*KXj5+jEV-4AnLI+*2{ZYTR)p6<Vx8rc9i*ZYQ>*qSIf1nr#m(gg1fs&=4;y
zx~oto`-8z$0+n~SL{K=%V6QZADJ=&Aaad**9CM98FsVx80OBQn&un1<dlu*GcTvf{
zTP*+dn1Sc#iGa_EY&=iEhX=KBFHM*!zY0He#N=N6@9d}QX5bjYRVPkN_Q{Z{Fwzhh
z3fQ^-%DoE4EiUZsVWF)w1NS_xO-+|&{BC>cq$iUx1RS0*J$`YTgJ{phvNsdmhjUN1
z7nR8jAkF%gX%Vm-*gh|gWRstJ|L0G#golKtw(L<r?Ir!uk%*~J(1re#;wUJ^CUfZN
z!{5hjgyssz@h!=TEoM#r;Rp8AlTUC!5i7~#43Po3nUCs8wNllQ^-s?$_6d4z*i^0P
zba?pEDFNhnbl@A{sG%cUh#G6g+0J4T4bvN4#O{BjX&?@w%!g+QRsgI}qA0^<nIusq
z@<?GQE;Y7!r|b<%e6vl)5ny4LncqEXH1F7{uw7UjDxRk<t3%x5dHRo{MX9feSEs<v
zw$V~-J}<I${Ma(|9I=>JInO<A7MPSK{g-B|lkl^SOz(?2{kgkY`S^l`gWWPqsVkCT
zFS+XFrK6*>v(NdvD96$DVG&!>Znnw8sqSATH;V4Q9a4T;Nc@?bd!Mj9lfMU~W3MDs
zNj(4fQ#Wx>|M4G#C-<)OD!lylXC*z?b4zbEGVf-{)`$oYYm8Oc`lQ46`D@_Q5!q<3
zV?r+F(Vi+@gTj_ywC=by;u=dVl23G04iz^(@dckw@s(Jdb5Jtp$ap{Xw~^PVBQJy4
zwV9tEwvC@pP<s@QXm<T{9QYB&4CUL?F8=t9=INiwYv~q*$La-<*-Y~J%|XD|r4UTh
zs{lf3J)Ix-G)402YGIAr8kCP1*Nj1LyPG7?jwS5hj$iub(tI}+O+M0k8655RTl6I5
z%rGnBCWQz{b7q|2TQB!_>ao|o+$R)Hbp2EQ-o;Ean`Lxif@rg;{ChYtk#mM9k8Aa@
z3UZObPZ8|&5H1rrbBjf#y*Vt&5-4f}jC;sn5vE=qM81`R!HWxMgf$AD#(trgk5J>O
zf#%I><ZmXFB!2+%7c?(n(Ez~V*m6TB)9I`w-e5^5+yH)BI@DQL8JFLeGIRGH3GU7}
zINJ06>kb9Uv3Dt?UR#6nfV&VyN6k?`iRt_LyHYmy+7#JfVAF)Py}}t2y3kp-PfFJA
z?7JP4)6%hMeGdM18scwP%#F{4Kni}IF=F0dRI&LADu61S5EG9QwS{d@?n^AuYn6;K
zO!sgINT&><j(aXjk*QzM=QH0M!n;zZ3qvaj7r&TCN6kbLRQXK=fNpJO@8_9S-Y$X?
zFDYt01gqC?RR<0BlT8?KYM(^SZtLM5V17qpz49uSI`%R%Kg%Yug|LD?fLlGp^fs2<
zmAlg`Yp5c?G%^`_$W|*Cuqp|AzR^H+(hB}Z@$I<G_?UW5o^4#BRTEa9e78kM=_~uL
z_iBX=j^5OP5zWjSZWC(vJ+ajB#@r3$sxqk)H9rlyG2%^IjK<h>4XM{y9=Aq>8K9d!
zEM!y{LXch@2sXnJ(2C56z?%dOZe%=p%-W@AvgNP)B?Vh~Ab$hgn|OBL`1ORTYC%O4
z(_z0`U=U*Sd^ZcS3T3$fb=yurqckMbKHnHvo1$&rJ2PamE-Fg;n7#<~kj6XM2Z6J~
z^#bpB6Shnw?_(2Y!_`|__7_KVx$M{CVV+n1Y9fc?c7c8J%#?VP5~Fc@%`)MpS5(W9
z_M;yJACe&!;VuPItnudl#gxNjLsfN=kDB$sn=&@C??=5PW*A;G-t{-Bf?w$P$A0!d
zwqBdr%;nZ*yITE>IV3JyMG2>NqIO{cZ`3Swa1bu>cx?-IZj!(4ErXB5VP;VMYw+4w
z7NG!|F~<%;?-#d|L8`<`zjNJ>2>`K~>)UL$>O+TzUj6Us9Kmdz?m@}Fg*?z6vz_U-
zXC@z6fqkz)(11{zed<)26TyBk7b*R&X-oyCwjBc4aa)42J(;*65x3baZYMS_Tq{yq
zROlEeoT};_Dy-KPzuV_}-v*%gjo|uc5>?>P0nf&k$epbeaEt>H$TNa2>sSW}V`eAt
z*;y<GL#lfB^6xIGYa<Pdiu=Pl_D7(2qOu%;=YJ?~#wd0_iY7UC1JcZD9ki1l-RMN9
zg!GI%g8h1uTYmC?lCQfnY^AtpS-MgrlBWlrW@>Cqbd-vAPIczJ^5fHIkGE70*|N&Y
zCnaq6$yt;+ReY`WX(7E-*YQ-k{E6cy)Ju<MRLb9OdezJ?mTC)J607fi&nNpy`up+W
z{0@xo4Jj-Pwbjb67)w3a-Elw+bDeog5RjC($=7X-NeCff{1L;X%^CcnT(-=s_nvz8
zqc6*iPxk(@*nNMdWC!d(1UuP#aowA8Ght~J8h?J9TqFNDiYI1#bW&sXbDadao;Wt-
zEf?=SCZqR{5Hp#>QeD6v0Xm!0vf6a)e2kcj9Ym|rR79VLb_o@z>WzG1b5m<3p5RSJ
zN@A|QV;1km-&NeI{ITImUO9(LpKNbwx3-38Ap8|%riL%gN8!N4@j+>hpg>Mav;H6n
zcVnEVliG9Qy%i~2qnM2_<oJ!d_on8cVLMBLvv%gbbNU#2Ysz%~u{>#Muo?mByegS-
zRfGOD;4NFj97(Ub$1d#41$k^ERpq2ric$nP%EA(WXT^^7#_?M}y8bPs4KZ6P{P$EO
zW?S^>94s#3!}!fWx)&_Sw<hPDDJYM=_GD$bZ&uOH>C4SV=<~!`Z#XVJSd(#dk&~fZ
z?L=Kii*2{Rl^vB^X2JP@*{NSO0i$JKG5Xr&q`)cg(0`-xJwHG{h$>;-<+_XMKhjn@
zQOhOpR>MC?Si`zyGvl|=jD9^@p1D;b>)BS;s6nMg;#R--*nJ0jWhf0fg@0kwZY^}>
z(QE&3){Lp_jwCBwdJ5*2>91h9r%l0+-Q&Q#t!(QEdG2D1%|np)dKJ-u#W_F8n`<$m
zu@%NINa+<{q^e7x?zi9h;F1}K6o9!ZXb^T}iV5a=+Iq|K^>=%jcfx?eSFKG&qy|pg
z(_}OW_{Hfg@o`AYZ2&Dg6s+Ov2KbdC0=F|JkAKgZ5DDo5>ZTi<Ve$Vz13yvIlbNpU
z-(s}7BOzD96}-qe_(RUZaOZ#hHbD}Tur6h|&xBsLg@8lx?Q-VexRhCSMI>oE73~>1
zUCD9Bl$6H#BH~V9XW&`>o5`tPCyl)clVZV3y#fHmwFIy2n<(Ds)FBei(tWZ=YRK6<
zSpNP50GQ`!!%<Vj|KsQ^!<u~mHjbjAQi4)aDkw@yH;8mABR4|2q@+PaK%_xhNy*VY
zI#gO>z($RdX28g?!N&MK_y2jn7dwva-mdHWJ<rdlDi>tbiah8X{PpJg;KO)+7a0IK
zMaqoh`Vrdbo9*RQlE<aWDc*XfOp=}SUzHLgwZ|?3D{Sj7`?y0%BDbGd=8vqZwF?)I
zb5R~0#A9vmvSmib=zup0fS(5twjk_hh4hLuGaBVY)WaSQcye)k4l<NUEE3;XO}!f{
zF-T8BTIm=qacX{bVtv!;mpIOK8uWK%3ETlOc59mkgPpHLo3%$Oed>`BZdA854x+JG
z@u7e)p?^p)itsG5=)yqG+9;$#0A!kRh1Q~dCI#@HrEc>zPQWzel#9h%VkX4ytv*4r
zepTMlKQ?gxyB;sY^=+zY2PM(bCCfi?vb5o$WOT-dYyTejj^Fi<n#}X+LuRx;%Dexh
z65ZP0_<J;fK$sCsEzSP%Fp$;0$$a?nj(k*?*umG;L&i>-*$gHggYZ>M;g`!3KM$PO
zia1gOWs+obQjq>$+?R!}<&H4mz>qbarr&!nQMn0G|Dz^L%!<&i&)ePp=x%#*<(R4H
z51e3>PegLLmk5QUdF-8a$h=vDnCiZd9d+v*%P@|T3jSz;YJ`2&$0v9XZ;SqxII)nB
zTXAb-ej!61Ny`+Z+T$wr;9pDxag<E^qUrEo^V%iy<q|!VJmp4r<BoU6!;iBm|Ja0#
zZ6{S-d7>RA+-<K0()u^qG7lf)&nhx!haD;AsungV@QI4?Gxo5imX^E8@f|+bD>OfH
z4`A9xRD#l&WGMQwmDoqU(1cwfDk(Gl`m6Nez4nmVulMG~1grYC-iI8PIGPVLrqd>0
zyR}_8BondkT79&gC;-zonv?@kpsYPIWK%>&&>gdTrZ8TaK|}LE*UAyqiPJgdvFAnx
zrg=AgfE%H<)zX^wJjG~e8^(gB>)-6rhJlrHC9cws#n@7d_H?=PY%|47TlnelM%Hq!
zM(Yyucy_s<NugEJCAl672hoiDs|B<Nd3gWMJ(?|^4@jgW-hO;6qSB&!RrAq1KUCQ=
z(4O8@ttC^NIBNf3+PT(pcN^X+M}AUk4IWszzqr|FP3mcHvLIY0jzEsi#&S+vu8l4A
z7?C+TRV_)ZJcY^5octr-Oz21onmEdju6=J*+I8JR_T2VU>lwqu9#CdGwn*81$nXn*
zn!WS9L+}%yreJvbEb;m4CJ^*(&8$Vw=<1<I@yxSRw(r2AxDug&%?e4&svfWsHtP$t
zUYRpc$n_RD1?#c`0^;7U%!*3JLgM${IOCMxYrWi;4K|)M!2_WT8aM8>v=?YX=x-TW
ztA_$W<n0~ZkE#dO*>dH$@<Xg_h{I%!SYWb0Tl4S1b+kFZrzZc1qf?vhutMHeyKIO?
zfaMKs9s$3_mZA{#5(P`U73J6(hSzU>AO@GSe!Aj|pI93ql+R;2Q!A5K0BDs~zcUq&
z%R$zG!)AMmYgHmq?^xu$uc?Pu?vHK7{XF0W)gDEIt1A*$*dNb0ebxaTT2+O?HmvzF
ze$`kEu^k7z<*9uAZ>G)}%dB-F>ThHZ**s-yiCino^?J2_E$VMlj1%BXNp&3G%MN{6
zYPX3-zaN{B%pD7pjw^!%V|~pcG5?-S(iq(#o?oTIpIe;tO)7!nDx>{9LQm9{pxofi
zEDI~}7xN?5BHLD61;_K0lT{UA>I_YM^AThLZ6rSCT(dYoFEL`c`XgW|u@{x8GF{S<
zy-)u*>ydOSfFdb<8{dV<c)+WS$4$D904>uPdq;`dAb`tcr#+ft8_6*30*=g&!eSBF
zGmtR5Y!WW3+I*opvWQy#o~+%GEOD07^I76*=Mmg<yT@33*o0=y2b41K_fVrI_i}E_
z&xHFRW6gNI&BnE1GRuuzpQu+L@xlMS+&+%MN_pz>lv}nT@^8%R1J<6+@4ziHsoX`s
zaw%}|g-aCPIUh-!l}&n9(mvjF@dC}zak!B<u3C4jT9@r-reF{H4LabXzLXEZN5Bo-
z4CCFd6kWzA3)|Z}ncfT?_0nyotp{Q`rU6J!LWoO^?LcpQ*g!~S?-(DyxS|U@m@lQz
z*igdtNaB*hsX6FNawJ)tcMeUy$gwKu$haZ(d~HuVDWA8$*bl$*zc8;{fgzzGU3bCb
zP$7wV72tEEXk7e6&<1&x&Q5bY<Z^L_W?5Iw7qY58FnE4bqe$!*uPWiqv*9;}=&3?I
zeXZP2Fb$PxDe;%+tORu>gEDU7G}*O7!qob$H1g%Na`G^p8^5-nq%t4sqi52#XODm0
zK2FjS)*qBQ)QnHPdO+nMteHry@c>^+mxsM}pJ*t6t)!xU-CM2w@R9o&<yrZncmL~k
zRD=B!#<B#h0Bl)ywcUvFod>-$d4Z+=!27z^FYv&C*}r6rN6Y-3VSNghO&<4fnfjxt
z?dy#!wNRIqheo6RjG|&DxBc%>n9o|VXJoJKyZBu+<%xD*O+AHwr+B)?0d2?C%9w2D
zrTeWIv^A$l3v31CNi0@HF)P5dRQ?L=`?L?nSiODuo6X7*!T%cqc`8S1>|qd`g=&aJ
zsJ6seA%BYQiae4C^3I9J(!abqES!-q=`XG2-M!;RH*Ld;ny=$(<vRa$c4m2&GK=~O
ztq_a1114C_Ve#KWfKhILS<aN6zQuUH&a7|QM~zGgZ%zMdiy^tb-D1vvTm{URH~nQw
z(nOt6+2<M%)k=l?Mj8-rmDY<4E_BW|L%;Y2_+}^SQ<}BR(w{XPns(%UPhWDr73jiH
zfk|?#N{#Szs99TQ*f*GG(db|dGrM_coQr>%E|I%>OgqW%(A{xwPJ`cP<o>p$rB<ic
zrEVUy4xDe;9RY4mq?TZDYhso7kTH}m-%F#NZ=h~<5W6d`T7SHpz!eZ=99g~P>|RB8
zowX6zo>G(#x=)Wf8$bUU5MjRJTsmK`?W!?8+v)|JoM#t^194~K5g&|q1tYi#5^%=l
zzc|ll1_LOrudQ5loQuG*76z*{UAR<+xk2>eA?IJ8tLH;I*klqDIH8Ek9CkgzI;8z!
z_2>&6><cMLpX$2$L+s-avYjq{%XI#`SNAo}_;OFq^ENzS&AV>Bp{$Af>Z+HzcRH31
zT=x;iB3TmwHe@GcsQt=zsnh%hA$$@^OdjAj+CWhH)t1bwzdJr!lMQAC=U^$?;9WuT
z)3Btz=Sy!E=Fc0r`=X2AcRuotm_M&EF;ba$l&KEm_oZ&_ZbzvpqO<aPk$8nAA6+^b
z<LUQ~7EAr5syKNG^YPoFOF}p2INS4LZ(r*AFgi2!-Db0lY@QXEe$_efq?P^p@Xl3K
zm$#pcPgehE4Bz){rLI!1FGg(i+x6HpIm4{H;s%v0w+gv?e@Iuxxde~UP^Gy~_TO*8
zxMxmsA7k>S1@fH|^}9L>9OZ{e6k58X`Vm9H)o;?86Pmw*PIcypaTo+o-DPDV;sEpU
ztxZPv(<i7kD%D$60sO)0Jowft!KFR&KF^hT7j=E4z!&O!lt3sdK_(p9s?fD_y%ZWM
zP8y&8;#B@6#+F$BXr~AmV$NC!CY3LsobRFYo+XVV>}0FS%tt)nA}<sH;Zl8-fE#wt
zs1rG9`Rx6IYWxok#eo0F>SPI6_T$`OfBCb;B(F!Q!FEFw`meepnAb`M)(xB&r;a&N
zL!e7BrP-Kf6Dv8B<dald4`mE0=l0RYjY@aqQ<l5xjK310S6Q5w{(A_J`iy>LRrhci
z6jfbgD&63oOfz-;(;oI0;9iFuT^2pe%a&b1o9LhDPxs!(bF*h(Omy~+F~97W-~3yw
zanclj{pV(G(pgR3f??>bzdiGCw%MO+nBgU6%j0X4QRSBudM?BKpE#NWs((P<eq+cp
zlD_w1H|9Xy0Pteif#>06i-o8GOEoFF#2zc?$@RQ{O>?_7a*B>?-&u{0{$7Bfl3>>s
z;h+W%G$D2X=^=m-u+m4Yv=UYRy&LbX18!C{8;(;|%@uMoDq!(nkg`QFyi=e9#Q_hI
z{68`df(?wTvHlo;D3HNQdoL{W3w6DD*mUM(R|j&xcA|r)aB%~Rk+Cq|saR#E9>@H7
zLQ|YK?Fj0Ld3Ob`r^*<b=kKMK1^OmE<}|&_rPBury{tRO+{yepH%9kh+g?ji?_}?m
zlsZqjfEtFD!2=z6{=|AAU<)KY_Etdy?W1cT5Ud}<*H>Y=yd=t4^uPXO$Th{j?!_$l
zv0iRqQ6QrwkSTX$SaRc5|Db=h9Gt&tMku+2Fb+(zyk8@>DT-B-aEge!>e{<52z6J9
z{PI67SuCvEW_oh@YRdCn9n+?)-SK~>u*aU3YyLp2jwR1PCbU7`6!*X-D7x)rty!OU
zO1PO>v0XL;sE5`>^~<PybDo(EQYk!q4FEPh?rk!kol@Yt#=KFM`M4<Ot<>S>q#q?*
zQXCP;ygymUu^o$}xz74Fnf@*WSlwd;KI^sr*`Ei2NVQ-XZam&FYkJ{Wtwu>{;Prqs
ztgoh!yO)YQ6Aj$#chA%9G*@<~y$gV+H4mH+{JA3*oe5NLR`aZXQ`A`n`MoS>ByH^z
z?wjqn-DuRT;9F2~_j<uaH8%giA6URnyMYW-2r93_rHWXsV}jIrwtIqr_%oonVi;)m
ztNAqM*QpdRD2=5LO|V`JaM;u83OHjpS$*3vzRTu^3f{^RiL?(kGR{1!*VjiF4$Mlr
zHB2fH@!ljrWAzE%Zvu8(eW}W7){2^m7m4q_x;o1aDPx(piShfDqkeCPqIPz<bPAj5
z-5ywcf_buK=7pFGMmV*V{gtfnX$WxCngJXP%|0f{ZWCL(h^l0gyn2`S!+}bHjTm}p
z>I3EXZ)&fppA)CQ9#i+HUwS)#St#bAQv(h}UEa&>J7Qy8gSf4&8xKF#eLpRHOKj^|
z!sE(Y1lLQUjBU+VEmGC2nvj`5_l=jR!O_N0r9=H0nDqy=n|q#7G1q(HBz@2!C?L@c
z!z1H3zdXY%Wtwy|37=FAnrtc;=SyMU4^y*GZ+|jby1#1@#7+_6JF=kR(9|Ap;dH(v
z_5rJp*SE!hAO1%cbrY9NDp(Cv9nYZw-yjYJZ<vTyyLhQzN8`u@Qi6QH5%R&IU&N_F
zy3;_*!Q7GL(z3{RHLa3*o{Z4WxJ(fh!|<*Vj()P<{jk4ygX7HG7+H{b&D!zgPt=yz
zjPjmkLZE%=`QN|mMEW&8T@7#X_9JeE>8<-tOgI8`uBI9#-D^wrQlSl7a`&&^k}jV$
zo4`oLfnj}J-qof}jNbYpmK-@7SR62;NK@#{bk_qrd7{O(kz~=cYAQKf=QQK+XRP;c
zFTODmI%gtFb>BimB77l{>`Yv5N{xoCX0Tvy`DWd8^)1*cB(k;T6PW5G3bC-`nwE@E
zYjLvSMC;-gaX5xh{ppgU=q0yjdtV2?f4M9UqO&kXG||Q|(#mI7XEZWj6e#u|9=v$*
zf%z|eTGecOpcUL-f=2uPU|V$wU^F5-wXT8uyuyI<wLPeYA9W{@p4&Z=S14@Ti;HnD
z;m72h@xUyQMucyOvi+u583FPE0w7<mOZB!H#D7!dq98(HfYFCB9k`tI&1&ikzU~;M
z5r((cDC;3?n_8G=L%l21f{929%Pw6NbJX9-hMb$0-?3a>bn!M9KgOaX!8J(soFFWg
z&!yHMH<O5FVb_z$oA%H|d_2a*byhccr(PP(&x>cq3m95}qYq}|6D2uqNqnq*#*!Jq
zZYcVU^{}vhx8?%1jw(|8EI-if`Q@NiQZBw2{(NA;ZeME5^5_6shH|+hkt>t}q-m;b
z0jmI4m)!yyp)Hl5gbK=6f-s3b%XboRlTz#pp*^3js0?HmqCpzIOVYJaRzB`;G}Bv~
zHB|kD^7P&hCh>*ObPAO3cndWAvS6=E6<SiX()#sfm=VsMEG&J)7hWCoDQ<0pk!~&^
zCPR0xNl#tzNa(nl3)H-lEYe$gVY$s{7x%hJSncCTj7+n_F;M0m_J7pWKz}M-)6&;{
zKV`}o`QCJKLGy3AY@K{1tzP|`+7O@D7-Cq@kD3+*yG-Sn2~W3%fpqsQ7XWN-nWGtB
z2(0#i(E`}-N{}h#`<ceCm~O*Q#k9D}tj@OJ3vGIp7kH(^!?!4i_~I^WblT-00c4<C
z_G_c^D=04AZDn=G7tg^Oeqh)hIov|*S63rE9G`|cb5rOykG_507sb3jVVJOH3vB>{
z2e=~xyz(gOD(^3#0=~`-+j&V5fB9O~!gSKyrxw?~@cte!O7+?y2IY{N=v|m79bIJ3
zq*v9;YrgI*1i0$ogIFKfu@mZn4m{Nz&L|AC+mfvR;IiVX84+v}T$ypo?S;hQs-8Lt
zN%*PL${E(;nAZLy8>+lj9q26meQ5lI^N0Q;5?@n8L+l#!q5I=IFImG|j%EatiwCzt
zYPOjz4PO$w&lt-?y+b^2P)$PA@vjsE2w9m2Y9}u%qcV7F8w;!5R(53juAl503Epl>
zIw(5`(FINU3{FFP?FH^1CJ!81g9*k(IJ`v5oi_Db`rs*~O)%w?tRS+%uqGdTjiZ)G
zrZC)~T1Sy6Y77MPb{$>8#m01k`8H&pFa5Ae=rgGP`u8Rb8yMC1@hA+$RWJxL7Q@^^
z$?A(7CHw>OJb<<NCL**+e3q`9jztQ`Qp>|028~YvnKa7hB))}?qFYK2+jgvOygz{S
znY5RT&`+UcHqN+*z5ttGKIpkm-NK%}D<c_1LW*NNe_ho`ODpw_`ovVe%$9<ayfai<
z>~to}+p?hVtGJpoMn{}#@{VRKSSuy!ZV-a87;M+zgR8tPI#W4_6?eWRjWPV3PI0}2
zJTI-U+-vO3oeNNVBJvsn(e<1Kjrx8k5o=4%yp?;2rU}CTyg{DVL^u9w?D?Mh$<JGP
z!Jyk1{YN3xH$M4%jb>%rDtspjsw>M+?bm)@)yswyn1XtGzv*%qh-PgogRqq681hS3
z6@!_bTT8^!v&CNfh&81Z7E@ds6l)dd*5ban)9c4mA~#?o<@FU?JaO>)mb@tFHr0@&
zg4w4NV$c--`)$hMa%E;VF?A}abk)9ry~y(os<jqYeG7x7TK;uDUaAo?_7Jm>E_Ihd
z>$aW}#=0VIEWPwbtZFiIW%&@-|H5R&9vPYf7LR6r+`VWW{4V<s_dyn4V^(yxlXR#R
zqs@2A;Dhv9mfysW-`dE<y71u2o`%Zk+uS4EQP;?JA!tZT`>2UTOp&vVhR;R_;$CYC
z@a%Sm7Ghay+-euzw7lR-_8Kq^9nlFQA_*!lJFonT_<lROf7nzw%|EDZJHwca+37zW
zZ|S|mP1F6ftu<9|s>+HkP@PuvKQg%38Qj}Kb)&h54rAR7i*Y+!aGKBfqfT1-vn{Q(
zmsivkcu-V3QnU2>kbcm^y~K?lxk{&gssQbBb>3}%Ko<~U$WO@Wk;rw-@kW`D7bf=h
zOy$@kKaFoL1W<hS+k4pgY~3n9n~#S@nC+kTBit3k;Y_8?76GTR?vvS<T01_^Z<_kI
z9KH4K6cGmGg;e`EBwvlbYdVhivW7%LYJ`(iQ<;IwoXG2z$Zu#r(@^@wnuVAS@QdBp
z(5|G;r6>-V$<$Vi_|FucORf#{LzQyDjz|BI>2#{CEz*<$Zg5>p82AVV?F-mI*nd;4
zT`0YYo2s`cJSL9%NOMu3u~n=Zq0J?kYKX1tdoE3Q$jb)IURzJ(tDWFvxJ$@J-G#``
zL%9To+&0>fk9$pvQU@UqLhs^tU5cRP^xzNGS{z(ldLldbdIdTq_T^^Nthc{;wRJHO
zi+-|AQ%mYVS`VHgwR>;eR5nk&cmy{H4)T>V@h%;6Tpzi^@7wsaX-3t68mvPV?#Y!Z
zuQ@#UA6ZRXC_~9~`o)xc)mS>LVBUk#JB)M^8r>|SkF9=kSSVFNtQws5;Mm&UA9xxr
z^-05)8VH}mKLl+POe_kQAuCSb%mTVn_qDDpA`z$jb{s(;CTXG+I)lBl+`iDwXIC4&
zYFvqq&CfFd%;+ZU`tFOzhA=+#VNG<K&m-%5gLqq|Nt1=kP#Kpk6T$PW-ZzLdHSKwN
zr>DKjUW{@rdIJi-uFd%rx6ti)@*^TMG+!RQ?j@OGxX4!~{0|5CJd}}ZlRk6%ov(YG
z5$<f7H(Re2NBf?p;W$?M(Pp2xC*AoSh&K8-k{~ATcTgAi83nN3qQhwV*`j@Hq_fr>
zY^L<tl1A84FjwMJXhLx}l{Yixhtq!+s2<^pP_Lc^{MAD!tI*eiWu{L*&t)~&=Jf##
z#vtkR3>{wwlntqFpH!v1<1w}gB3G>u+dpWLNdWz+ck%0m9CZ_O71XX_^hFk=_j_C6
zLF1imQL4=;fBzV|LYX_-;x|HP#T1wRx6krJ7-#-&pxqx%J{;~}xZlPQbYTjFLjK9S
zOwU9(ul<i&tw_JH%roXyaxiR#TR*dMFUrcdNHFN>Z5uX4pYG!0*xPHf0v9HD@ixKN
zR;HT7DT%?)Z+`uLKKHw{{q5J>LEY|HTBViR5`oQq8DKmclDeigh=LAK6^8=*u299l
zWu|kw6-$9GWH~34o)r`ZgDo@Vcpf*#Z42m_+j?t4UVU7M4fiNGW0C7QM)G9IbeUVT
z$wY=}ek1&OqFMH#xg>u0K%T;-w#-V&%?V`@m;dOV-S>F$k;LuEfPbIFTUM8pd>5<>
z1HMXTpdJV?>=1Fbi+SaU*le@K%F?!=obl9B`O5>gFOf_>jV()&A)$n&T{qC1q+xBo
z2QS{`0RQ|C5|$QL7JgP+F`)6EI1>fL@3D*5bAuiawf)bDVo}MYiFn$blVW7^w%yt4
zV4xeif<R8!Y`H;{P5wxtzUKP#C+mdwdJt@MMDOzyun%JrUG>3;>a#8(%oPiK{?Ul;
zI|}$6c?hZC5Y;wjd_`aG`mU<^ZO)VYuE$rW!TD3AM+g_jtZ&^7trA;w?Pl;LRV-I`
zh%BN7ByEXeXj*!?G<2eIrE~8R0dR+aagcnZtRZq{<7rpZC!<btRnDu?<to?ePDV>n
zn8$u$b9+k4p`C(Z4xmtwCsiglPdT{GKWQforjNoO4g8YtazV7eOwbr6F4RQ$jEUF$
z*!XeT%C%*tuZrW?o@(dwc!1IZ8YOAe&oc2(q({FIBS?IdplL?asqv+|VAZSY;QFi6
zpsXl;ghRWZKxBd%`l&pflckDr$=$fD+M&g+BX6))rm*>-#E)m@7DA7N3OHcN<-0bj
z+O9^zD0Mv7fxe%@S*7(_{(ek1{DF;y*kvu{X^*^qeI<VRJ`5oBG>3U|H`>U}Egb&d
zOGX=3H%PA<c%~n-`h;$8eIPhwKD`|M9X`ms#Mhz%t`DvHJ_FcgvTi?qUjPaR7*B_q
z<-2#-t`Cep2&0u|8(J<ccb=i&m6WBRMb_^WA*bq>SS-9pRQw-G)Z4F9dhD;zt6zOD
z!h^%(>2^3d#~V70N_RQfnjy4&ZmA#tI9<@^8@Tcrb%oDx?i1OfXGwNl8y-j1hZF(L
zMoGl`rY({LyH2uRf!k*kQw=%h7Bf&I3Kl+jK`%l`TFb0Ua?Lt&yD$j^@t^gaGt1VM
z3Ku2LlWiuQo0zO|Qieomxvo&tdD*^L+=mKMlmueZVPi`Ke!51TvB<<iaoe{R@`>=u
z@eGnC*0(1g^wmv%BM}XG(ey7V=*$WuFVx4|E>Z9G0NgxQ=~?7ti_ROon0*}V>$aNB
z)7<<Vl~zealdVea@Ws)JFa09+k9Z{(&w!#}v##uhyTqF#U1KYB=c1rVA)GF&Hf8?O
z-?qm+1S~Dzt0v-Kd<sp-Jrl2@fMRFVM;Y~)4YMLovQO3b@bY_1102`#xUXiWo)X=@
z<SYL5XW&E{MEZ03S({Mb5ey3T+CC9o(i^|?J}+eNXMG&;u6TDcO19JCDJZ-f>pas;
zu&?iF|Bnokw4@Tu2{N6<Pwg`CWAI7L>}1slomJ1BAiW=JxvT>j>zc=G&eW?HHf?OT
z6s=Yj3u;0Qk6h2)NhSGsoXdxJ3ae@xbe7&@qTA~H-J~?mwLxr6l-}`F0r3`;GxuG9
z@$QgfS^1l$nh!SY8a%vOxTVnKVHcUS%oI=0+%yi}@#GRxbxUfqFdir@KDKxU{YQj^
zw|`9)`T^VwM0rmKVfOH#`m(0Tk4<{QQ?ML!-*48!V)ZX!0yBFRLN(<A88&rKq&}m1
z$qp{}{Pkvwkk&-ThJs!y{<)1{$@5tOH#z{DNoBlfjK1!}Va-mso8{tm!EW?ezXF+W
zIHlMy>)Y@(R!=438(((Hig!j$;qr+Fmy;F#o1~!!+R!ol@#BC*P#Hy8buQ1dyM?N(
zrd(k<;|igx%s>C&=`%xr;uzelMPBlx8n1n(p>`?9J|1JbR4g|~kJ=>1H}hn~bOa}9
z<@d?(KZMmThz$dPk<2fiN_Ym9`0Gqi7(Ync`FRS(^OXXQvkK$6OtI<WM0?Cbvm1}x
z*s0ChoiIfZC)!a8ZsQW{q>fHSY$|70*zYQ1b79*QO(=`hzTG;D)1(eGLyFw1T37mO
zCUZN#%GeOfrI1S4fovW6VAx_KWHf*w%N?&erdp}V9s=8}Y5i;-#xVTvJ|1$(d#zZ^
zUmbJfy@AG<H|}Je40~3+0}~RVePWgCl`y|mXg=Et`ohIwC@{J@H^@R-4)(7|g?=}F
zew^Ab|HIHzO@2%X2aC?2*k-4G(Zb{Rp!`qT!|=t1shad#bH`iBVOL^VM$?nu4|CE6
zKDh^0#W*-WUEb!Nf~{&usJ+x*maYUMsNJ_jpxm&uyshr?@)2R-UcomUo-$c}8T8{6
zZQoa;$GmrlR<beW2Ob;&ot>-d%nZB|j>a5coIr*Ex|Sx0;!p5)&oOB~DtaJimEz|q
zSK-fdL9*k7WyS5^|B+$sd`$9Vtvcm-Ij^lbd`F(@Jn0x0Q$r&3T!7GCql!c#wltOD
zDGkGu_^f!t3I&)(hTac2gM;Gfm`S`hP@iUa&10UY=VG*-l@P#OZi1LFdK?!4fLe>l
znOVkUC;W@i3t41(SlgVuE9`0_wsi=8{qw_Mn^c%=LGk!aa@LjyQ426BEUuV~tK^Z2
z;4Q_6F;Vgr4jj{zwj412!p^)ia%?5-q0w@qt%|_%PnX;ZMo#cwwd5yHvh~GK!)eS#
zJzCG%ovs`H+h(YAh$+A3#&shnwDKEPVW8m~y_a#y>j;~i`^c@ViOdasFS=%jmgh#Z
zU%B6<qOrx{NR3i;Db?Ljz&Y0iVDNnBj8RAX?K-z>?)>taXI+_?@!cI}AAxAoefi@T
z4QKt-eMWt+^opaz*8gRzrnSSD!9HsmiJ8u3y4?ve+%Y#erSw7|4VXTVS3W;GjIC<k
zbEb#C<aBYjiBDWv=DMIcvz)USDN}KagH3uG)|wL#8snf4F(>%F&W8QF{@VqG>o!S(
z9QwyS_@ow?A3iIjyMwJ)516IH)^rvJng1-VA2O2$y_VZ<@5eVt;7(E$&*IgWfT$7i
z?Q@8&mM;=N)qfkaVHaqmks#C31D(l1G{shoezHveK-k0BKmMx7%RE3Yyol#PX1%L>
zVdEjlI-<7rU~ud)4#xq@P5g48TVlRoHijE1>+e+oa&J3h3;uO`i6q_?T**vHnfS&O
zOYO#{=_&jjMQw?7g(!9pZNe|KpzDwYG-|ZbtSy%fz`P<9wi67}sl>`^`+HCcrC+;$
zp0(;ZO7m%e_6_YNmaF`Vv&OZkxiw<Yi=EfGD6TKLzg~#$lQ!&aN@6gF!dYPMmrN5p
zrJFm;p`)yF*ob4jd>0(%V_?}2g#dRmy=vJo9O)Gs#h~mxoYEjL&Z$7u)!N%?8>mfv
z>1JwN@o2nyE!pq_^n$%h1@O!QofNadHPx)4VS&<o2S!bg68D!<qj^>8ODyYTv~TN6
zmcW;<8&kEA_5rn+dx78rs|*!3x9rn@`BrctE9x7V)vd2?k{WgI0UA&bA8=&p>C~4Z
z|ICY+7#oMDMHnOtE>+>Qt&8Tm=cc2n`3Noe+^A2z?3Iq{?GcufIvl+5s?gp?vEw*3
z(pt;qDMjUTc72zThVTWGmW&WfF2}-oktzfJC@<iV3Kq5w*LMd(B7DmuxGu01#%Isw
zNquudw}CtpyGen-a=B<;7mtxy$fgyO=`LeXoN5`jt2-IvvI(I$sU;J$x3~PWz9~YZ
z9#Z|5QDe((rg`&|BW8<(NC7>z<v5#mLZy+bC2}%WD5Q#gZ?J550e|WR&ydX_@!cPg
zQ7eM(((8x3>}YAf_Al?Hgoxk5+&ix@aQ}*O%&F1|5FLn;j+@_Z??};((OFX;&YVS~
zu{9lP(-aXH>h7PVIKDqsGgO~UL1o{z4~7xs$MTgDw+FxO8wA5d;J(e;!G4^(QO*!~
zR$|eyoK2mh$Qak(F|j(0%MKdzv+b2?Su16y7AD`e$$->9nA;XsYPm3W#?6L?8nfgW
zVhYVql1q_JH+xvdT#<`jYwqu%7SQyA|Hy*t<=gL0PMyW&->BEQIF#meX#&VIS9`R8
zt4L^r<o{;|75Q`a@}&;pW4>5(t{u$wl3zAS8B{vDGGAWf5{#3U4c3IQAkF$L=0BS%
z4Z~{@7segC<h@fjrraqO=)$sgMJKj_Esa8VkCtYQ?F6Q{xyhI4{jueK`H&K+?|<et
z(VRF}O_=PrIyJd1MSk0OLRKZqM+K-uMuycr<Oo^p2(U)%RP>XD<D&3ZNMpuw5$A6s
zMSr-}%_)EU@N244jADNc+~&cFyEu74#d`EflGHuNHa*I^jT-=o13Ttn26tN@nnHl=
zT4vvddIzX6dMbX^S3U%dc)Uuh-Tjc|_d@|1@OXfg^#@QTqu{RJ7hbM)X-|{D6=~NA
z;8Y(C3%;DCQUnSm4YGIZYgrR+NlwIzyi%j?ZM`UUU;K~Ed*YLLdNKOc#eam%e1lOC
z0!SZiLT<|XKEq9*KeAWppr0jIKqxURX`SVd2j|uC(@FYJZ-anZZGaaPuFI&}Hen}w
zd7h}<LlVPsAz(JUs5Hjr2rYzmNQ@r(>CUVWX?=&n+E|XW(#4pmLDfCZ%bs^@7iD#(
zN@1`ZwOl%mf3;Z>pTMV^LD<3YMo0KGNL|?KZ2*)dm+{K7Uq{s$Ii<2v3z1hZAjB~e
zh0Crl<_YE49T@H1W|E{=aJCUpBfB38TP(wvTmC48ms{+|m%S4iUjzbhsU|E|2Bw&2
zs4dsuV)SAHOotEOd2*3=yEdj8PhDEwLDX_HqQZ|E7T!^YOI;hZH6N%fgH-p-i5(f=
zkoJ>fSs)G)?iN5z^+WyWZn1qF-ToXalWJ&foRZhl2oc#kcPGpmxI$V--}i`WtoR7k
zIEzzjiM2rZjQT6`diuG7@{ejVIO)(Wo}t#e81CkuH)GF9ScR*~tbu8{$DvRQ^@K*$
z$f@dwsOKiL;=uw`&VLP3j9RR`h4<gvcYJr-396TSbS7Swwddq7ocp4#ytf|Mhjq7c
zq#GZQ_%R73nS`DT7t#hWU&S?hTa8!V-Gm<zf)QY+1pAw^f1!W;4V)jEB)I7wd^1KE
z8I8`o53t>Zjk%;I@IFI4R*xAZpjkY}Lln|dtP<#^#n7>fYQH-7NULa!g>LRa`thv?
zP1CQ<_OujzKNL|)*5eDBqZ1^HLTOb3NnM?pvwX}q8bcQS2s2&CqaED9)O>`_I=+#1
zgLkX3bTL3fyf~S&Nzv@rI_LhZ@Iy^snE`TXhd*J+)VFPOFyzk17i+m7<(}&+zWr5D
zdWi6lhu4nl#6eTGt_{i!)SG8+vgyTb%K}30hwR0;276GVBmABsx7bCK?*Uz@{wZ;c
zwia>*H{fR`I<(6<mw2{iQ&&^mRn6oqG>AN_``&Fzl*#I=3~}=l%HwO@(Ei*f<#l==
zf~)`i(~L4M-MHI}2)hFEOqN|73<x>v8wMjD?4=F$2X}+EkwGNB5jjw?OOQk9vCG{-
zuM2MSO=}ED`C+B@{Md(KpTivsbJ?gK3Lo1g3;n<kV~+*(K^BJq%|!i=@pacWsto%4
zbL_X%q_=rr>#_3BSost&x;oeHo<4A!PO?!iv2_gsn2+lU>y1)IScXaNir_A~9PZUa
z0l4~XCm%FmP+w;7t6<t+>6C>D0^QtI`tLa>p&JK;GzaE?iXtsH^0iu4@AwJ`Vs|A{
zJB7=7@$|H>Wn=d|Jeoq;RVKM8AxAGw3ZxF?RgIXnSKIpI`-6p+VNi&V9MN<-Vf}mR
zW@La7gO%>oW=EQx&13w^R4sfpZb3kKAFoW8_;I<<Fzag(LmH<|)2iWzKTXb12WP!E
z<&;xFBBPd1+-Oz}hWLJU$~hJRZL$v<Vo47cLMle1-G7ZdX1h}80iP0s1Kpu_Kc@_a
zS%^25rrtCBos(DubJHsd(zcDd|Jfj=QuPFRxPt7ilgN6l(WCf2G2MnogeuQDgHUMs
zGZw9O5LU4=PxX#rQ$B>R8kEGFW*MdjQ@h~f(>`K0*({45P&MUZ84%%>)N*Du*Qoy{
zRT+D&-(Z+s-o+<}Dj1~F@H?rsY~ye?*0WW&%cTiHm2+R$T`*GnD@82a8xC$1i}LC>
zvIWv^CCbV=ua*8GUfvm371Uprzxm92Ipx({R793%?rdAxe0?fHtoP8!2Es3nz`{Af
z)@ga(Z^-xHQ{Vn&i7^c8d`Uv<@~cbjz0JVHzFM>`D0$cR*!`m9l$U+(u%CtShDl!Z
zU*oOg^ku~z4uFd%BEzc~uC5>o;9Kf~|0CNO+NtGZx>W9<J>n2?uGV+4H3=Mu{*H7g
z{{Q2*p&0R@tZzwSalwcI6ddVd$cA{DVat(jO>LZ1ZKf9y?``<GAu3N@{LwmhtPPE*
z0ok>!s+(-SP)F%vX883?va`KcWa|$+gD1~OFPyH4p5!2c*l5z$M6VuPd(|g4!@Mqb
z<&~oLqN`Obj80N3tYbYZcd+`^ia(nzswB<C(|hdII(cHc{cgwhtw#GN9d{#l{m^g3
z?Vn7tlp+!&8tiX7_f|hHdGP3|r6{PE+3zCS=wO<?dr+2JilQjUaEeRi3PN=av9es#
zC*t?L&FF1C=pgKJ%<o}ndKC%+pf1z08p8RPm6N1s!hjIOm$Mp!X@lo|r!{~nDe63_
z2lgVxH7<PLY}<A~KIEp7NW!Gtk;QPC-2H*A<9uf|PKiUU4%w$U0&e6H0VeMeLOTAc
zilg|N@H-$##6JC^I%9YJ`^4=gfYB`)8qDT+RO7-fu@yYnluSkcT0dth{KhL^0iErP
zVj17A-yNr`-xe-z$c`c2v0rsZboof$TR0y_88`NUk!B7NkxVW!b?oFs|Eg?aQ(MA&
zjB>HCBnSY$buM4!tyG}>;uyst<xg9}m#%aZnl+0#|3tO4VT^Or<H0jqI>yeFEQfUA
zMfbRN?5r2&g0iapy#z>uKb}dh-!1w~wnJ94ysPcOE@&)Ob+&OMl7eoTRw*y(a_@($
zZAmWv?b@kgN92G6=i$pM<>RunU|=-T-I2~QFE--EeYv6`@(tK7hy#N<0)RFsZE21$
zOB!B$(nG!hrxa?bugHGZ(>4Is{z1#GEzJX+sWq>XQSAV~{-di3<a)-d`?#(G0bA82
z#mDXXX%_QQ?d)n<c#BRyUj$piB_z1EPO;iz5>q_wNMv*8VqW2{@hmH<6vi^RqaGYT
zXB@o|6fQI(s9;8Rg)hKYIbR{(In=uyC#-auy9p%zz!ekIM{8{>JEk9H-JEP{b`mRN
zmP54mnzvp_{zo=%0`rv-$JEA)t<<^x`t53GEF1E6j^ef64ITYuxT0Pc-?&(|eNS@6
zmbZuVJ!-MR+#&?~@D2s=i{0!lt^w2Jim)}?!3CbUAyPs#<(E2IHh)#d$5*P35ABHW
z1y;kjT&rL4V;7z-xVqlI-=?|leArPbu4(s8-wxFiV-xAq@5%p2>1%q_QK>W?K&jCK
zW-3uIK6zUuS1SgUWasdA%}j!WK?>?avJKaexJwtn3orOyJW#Onb@DKkl4?SyGF~U*
zU>~bAp#Dh#7Q7q%1v**)NMR^Qe!R<LL_`%pyrzm`lsHbxblUMk3D5agk5QUh+}F|g
z2x?v%C%hHtD$s>9!wIW9-Ek{5^4`^(5I*Iq^Gy4x#nxa}QRWf4!5@i*FQpcKxzq+s
zIj2ZeRu1FF3^rR9`bLtO<=Ml~123DrO)&uhNHB)<Nj@r|x7P%0(YyP^ALxj$eDs$d
z@(k_TnSP}r$K$ajVTauM{qlZ)1BcT4&=KVU#f~%dloNPk`CgdK3{~b>+24kc$o4+b
z<QH&FT4v6Cm$74$uUDhBmFNb|5PRQel*1{<^}8wlOZi}wNOycx_{SQrtDb*3Z(1_8
zlm(jf`E{Qy-fxTJ_`KF0M{VCp`^c3sasBQ4kZRL|L@~~j5tiQji?|(Gq=8yD<L4@_
zPqk03jvSv%(*i)3&OkVHrfp|`t0y;a>RD(G?emXgsffg4BiLB?AZvUX%p-cQwuw@a
z1q^hrTKi01ZLMqFaJRxCrb8-o+q2{)=BqH@Su>bhbAv)#yO*Ioi0Yj)ilej$qKK!s
z>La+!Hx*mpdtTdi$@f8<k~VrmGo)0VAv2omW=S2}(_iG7R>~N&rQVR(G$X61wX0^S
zIN29xuD{u|vojQV*K5mpT55Eykk6Xy!kYGYXqE&8)h}U+OPu>jv$a3VJvJ>E?}&|r
zjQI4rEpEI^T^5JGk|oSoq?Zho2Yuts_;IfDADPv0wSafRlGFIYt7$hmD`(oMOSS54
zHRyg&czn|<zffGro@~FdBnLyZ)8wDw8x<VdRofW#=G#|v=!+S@f<T&dCxS)X!BSGw
z5)IWLvGVE{$raQKKJWPK6tqvjjGpqM+r{-@UdY#@G6iz`wo9SHrOv0jlEXKg?!5b;
z`KJ(Akk~Z&LWse9qNQk$cDQub`;Uko?Atlxo*1#1OWAj~av$Yuwaa!dFey0g7bkwl
zp4I3Lj0cZ2C2}wJ9YKGx4`WMV3|O&`!hsd0u5^p&hWDB0_>i$&JRueXlhvkWK>G`=
zMkTUty5ap^3}z>->6~#)4=gV!S-Z@%yN1(Ve$<i~3ZWp1gH&~u&NLjRmexCr|Gt0!
z9?yfANh=Bsyq@tzBFlbkxd7+EU-c{Zck7*9{Sv2LaAa5Y4+MYWo6wpZDwgk|`brjO
zz35LOEqMc|14@s3yqG{PR)a(KSK?d#GS7-`RlFB;v(qkdE4Zzgk64cWOH7-NZEjAr
zSgdksvqenMf-DlV*G58aJuV(i2rg~yBPP8LO2hWsS}rM-fZ1i1B7nTkEae_)5@YHK
z0ajhf1M!>V_pZ$}xxNkzY?0~m_zfM=HBrvQWZ6M^l`e|l4pkkM(bzb@rY28B9SK`>
zLF+PIH@omVg<s-8(4wt9zGX<gRI%C$c`0DK*70oSQn1(GY+o^k_9Lh(a{r<!V~~Q%
zz)FWv{OR1Pp}%<RNq+&jNjTjV&zwwrgnhuL`g1|%AG^}P9WIh7mM}vpx(q+1*OU*@
zWg99t_~7gVME_{c+u@L=hfJ}l<1LE(l6D`5g0F{Gn@)E=Tc!%PP@C4>c(3UFlANym
zAatNDtszdS@&4jErbf}92~SauulBfo`6^#Kxrt;f8d##^`FHXADLQX?8V<@*!0Kgr
zeVH!y^1rX^?>T+|PzQms_yVPAQ>9n1XHWOw!5Wuhf`1S+OziZ&>lH`;QlsGU`<(S2
z&Q(jRvZY1yCCMMHQtK4wA?2XThjB`JITvXry(>N6F2rTqJR%oA$a(X*n}EW5w9Y(e
z15yxu1Ow+~o>;N;Zqoxu*ke3afwTt~6L`WHhnd~BZ}?ELax(EBS){=X%r@B1SbUy7
z=SkAGdFv>f@ZALklJ3#@?8C%+(?IZTX!m2_s)enZy(f5GpVK$$D8w~ws;M;h@<OC}
z4?iA6ynFcZ{(A8D|3QX*`y{~utSayk^?h$7=+bJni2Yml#8b`p8yA;l<7$fYgC|ul
z&v+4}G5b)3jWsXBbpeZ7JX=jmg}V0*?b2_RoVSGg9i5HuyD$|bqgW;mgh-QnZ_!z9
z{bz(|QMQUtA-$38rx4Ukr5hBIE&HfaP$BSv|5>e)Q<KPSc4~08*Pb5}l~|XSk)Yb7
z@H)>TPJC>yo2IQkf3$^k*1;jY`Kfyv-p6rb6wfD@81QQ&)dKUiSd3N54fdiFYaP#_
z6(X<dqgKot3{yBwG39O54Ayy8zsHd;I4IvhO+T9c?z9Iys+qNA(3g`s=KF9Z3iP&x
ziC{kR<mLFp2U^5bgU^!GEA6H0@jZW3UjVs+zc|^K=YNgX$0%xzrkVJwKfOBn2MjgA
z6QjSZ6%I=rvXg|vu}Txhk#&E!I^LxitLV1yHQ0R69C!iEIW=Iwt`%B`=_s@IXvHVW
z0tC{Y)wd5{+geGF2L&4nYPuJeyx)FO=#}F2>W9UE=Cgu#Apw>APymFsh<N&q4z4)<
zBZtbS)Mvv`^>#72=AetU+$jMxv^`TKh3UUe4&-aHKH*;ITc)ANXk;9|<$R`Q4=moB
z`u2q)_Rd<oSHyC-f@RZfY<@U5;Ae9V%qLJNUd1QID%{RFpE|wz4gZg<h^w#@VEyZ>
zQy+0iA^%80VPe>tEw9373@qi~BKcjGLKd|^z$^X6bkzWAj#RGJ=mb5@03~CLi=^3I
zs@#l0NhJn!_A<eSKMgg{#Ce0J<3D*yJ+KYi(+Kh*IS1l@lG!DJuW>EMZ?jD}k#Uh{
znI}GnpHJCw%>TSGPB9hky_^}LYa{$>lGXc-xZdK!$izDgRD~2f)W)fbZ;d(k&W-%p
zyv^#<=a52UI?FIhV*>%YR2{L?SbMt>@|pC&;zKR!+jmT2r|X@d3Gdo}ZPQ81(-z>W
z(g#7H@?p|Vrx>9{b(tkG|GO$b|IvE5v{&(S%_*+qnSlpGZV*ab`CIMmt?qx<bV(z5
z`FVfUfx<SCKZM9J{c3JWfM}}8qWxLJa}nU(>RnW!*qb=*-Ncvv_R^u&x15>(J!dz~
z`(@%Nu-Ovl22oG+PXfhVf3b1x=GEjRiM0k8D9LO>+mx==H@jcsu$$X5P{h4O#Zd|=
zijE%MgmqA#(01zETj6>#LAuQ2+!-iazQ2SNO^=(E``<WNR)BwLq9q9k+7A1=M&qBT
z*S-HLF7>7>bMJ7a%U9o*BJrKJbI&9!T10>)f3wZ%Kv;1Qv2|!lH%Bcg39gcAHRiin
zoWt}k2v7@MV9zS0OW4&Q3(tPs2#Q37mMV_9x(6tpO?Hv(%O<12kiz3m?VAX7+Gtzm
zM28FGqfp;2&Ix=KUknrp08gnNo+#t96SnIJIL>q{12N{mH8d@cfY1v9nC;*Y08p2J
zSa|JDU}-F$H2R4$0V(n)suPk)lUK9lm%ItN@r05oRG;Ff%j=7RK(L^WyvxsN=1QtL
zaeVWO!jnk9URlo;7a6|1aSG)XhVk9ID1(vWLNRah=3O;&KpA#z=jW9#eG<q?KdrXR
zLfMhrImp%?n0Xd2+1~Qw$cqMI4duAJ;U~w`9lry#%vH#=d+{OZ@E%(u{w5r<#K|u7
z`I7_Z{DUWeUQ@?lx22LB@NRG^+q(CC?%hr&b`SyCZ9}74I#ZL@IK1bq?MH}*x3%c}
zcoN5eG-z)R3}y}+S#+UqGJYHK54r_hGQ2|Iwbo-U=se4w(rgRUz_))?Jgp>IAq|{w
zFDofbri8?Td)<5@U*{CCh080IIKWg5`n<L04X3Q~vm`f>{iI!Zd7--N?Ri&MmJ6d`
z0D0kvJd<|?n)Zzzf^pO>@hUtzSsv$^2UfW>fn1y?Lq3Y%YDFg#ax^@|jm!kr728`V
zZaHAr3kmtZyup=~0{sY=_U7Tze~?#2w}lajLtT*u>4`&A3A!vZ0a3agN4QGC@+yt?
zI31;i=ZZeRXjmu6WS(CcjyT&LZI(}qXSj}Oo%J<mq&%0BFZB#!vm@gJ^=2JS`2>La
z2c-AiH_ZeD!17b7aKgTyzEYxhzu_@Wwl9DsgvD%x=pHOcWI6&{*=2=z3ME~<dXZYH
z<=*@!#jVTu?B-MzXQ7&pBV9JQ*F&Q{yOQ21GIwsv%Ni$U0@%gJ$xns+%dA9xRB8S#
z<WM^#I0XzsPrfb=uR3*4`)*n6wd`|$oy%QT3zAK`K*Rsa8o5SqOk`+&)Ap^h&}>%s
z_`Yzk&BA#y5i8y1vpfF%>9G%n<jZqR@pbK`X2s4OZd{7O{JqPmh2}st&Lr?qE>o}Y
zcQ-SLS+aiK&If_acA?7902~^E3hAE>b1#TxpOwMP$nCi;q&$Zoy<|5h;L6WJDF-XS
z7A|?LNkSb=erBW1hl{jtbe;D2=DTRj)i}gKl{Y>1PA}oI+S0zVUtKlAGClilOLODN
z5#sHr*Z`Ns1+@3I3JC>-Ulhrbb}|0S42b*4BfZW)EY8ihrkec-opMl4zW%>loZ|AC
zVx)Jun_#t{@x2}=?wc`ca=n;C41@>6K;U?=&T9$%spiuYgLA6goI5XlKpfmmJmn;c
ze+ViZUfs;pygj*;99M4UsZXQ??9gR3#ZhX}DDY72$I$gH-<>F8bVx_u*{m}mG545O
zKSE>1%cJ^FhnvUewReh<q+M}nt#Vdz+gWg4u%nw`fj@hzv43bf8RigMEqn29>YoH-
z75fm0^yfb^7A%M~NthmU_`Cf_i(vPy(*z`RSZX~T+8%{S1jxy5t0}uaNv<z>?iRM+
zZ*PCOw6yP|@Zk7n|CfP3!J*CQ79M)ABo}FQ#}#6Qc!cno?K(QWgS|*PET$0RBvMS6
zNc(exbsHg&))cc_&vHW)+q;*$n*zMedJy7dZnNXD0K(so#f+lh0k;amHS1YON%1V+
zMc`Xw<2!ZqK}e;`)xnB-V@j{SucV-`uV+*(k#dKxtY@MiU$uR@lP?_8ztk$7!uh6q
zdaImj)`XJHX^e}F_u8;ns?PMYGrNqpi;K&B0?ILXS|P_956?8t#w5XCoWPq%=gKM@
zG332>jA&R=ZI_ofoF>cxHzC8WJ9}TNGkVb1Dl};8jkd2y8P)h$Bzej}>01NwI49)H
zrErB4Du3?ar)}#MX7=0Fzv-4NMVbZXH!(tXoU(~3wi6~+B>{=l3ghe){qz^nBPXK@
z4$bga`UZR%$5s)CP1(s_ERtZKL1FX9i?`)psJUM@2&io0hJ6JMMcox+p0y_^oP<({
zEcQNzY;*dsMRI&Gfc)nCin%%ZPy90OL?v|d`x#+YS}w)PT=aln^CG6QJ?LTCNnRFC
zMzW8{*xE2}U(?r?Lhso?jNR;M0IbJ;AzJ*FFZ#SVB9^mDA=I~kakE40j<<VQ8^ufq
zpMba8d7M2dwfYNe+R%nI@*hBE;IuVulW`|en?J~a{%~Ouv0P*f^l$tyHfNlXYt4{$
z{p46})Ikb<9Go?Y{P@&sHLmmu@oMt%==&~i0RD{J>`L1{$YW4{#fwaxW=2AJ?3&aL
zV%EFVm8M5=|09#;XnN$QC3z@YU{<1hgxDd}t{QzNjz6r?t%R3n_*%g!v3yz5GrxuR
zJ%R1+I0k1qUEfldI|`Y?aU-j*cGL?v(&5Gt9w=osRn4~LbjgbQef~_9emH|)Ggq3Z
zCj-K<aD>=a=Lfr0rbES&ATg7N9(|Ng+%t!e$(~vSVo;LHhA$B^cIVTdqwk1wJ4<B}
zpSv04N8YFV>~|z1wNqS+E@wZKTopXzorhRICclw*=KbgD5mGF>(Sy;Qe{M@d^Ive1
zvN<U|XEyW2!*U0C`L4a9j+9xYdZK(Ay?N`!!g9&$y&t&&wYJZz#4<%g6hYNph)2`=
z_T3XDhPhFP_Y2^y`>vzz{O;Y06L8i$jS0mcbRm;xxypLTo6~7uq*uS4aL&bI>t+-l
z$Jm|BP^&Vf$*WJ`tBdr+nL3K(`i+~71i^VEp2poSJp}-TqG)H|dadTWSK{*Y=(3e&
zh|lQuqdZ|$Q>VIPsM|+lG{pITK}iEAl)0DCf{^fLqEQHdsj@-0c8Kmc&&2;LVe%Qt
zB40w^%gz_Y3k-(=9|NxXVnO%#0f&8KAc#goUJ1{UKHx&=FxT81`1C3O4|O_TWKBzv
z;8ohQ5Zi@0!F)d0yo_~2mR{JeT#l90w>IafKRMk)8W+F%Kbqb$uF3xm`$ti+06{vH
z6p-#16O|T_hEdWmO1gvzNXKZTyBR&Yq(i!-yBR%djPL*Y-S_=}xMzDUuFv^7&f|C=
zGD1-WnY4%R*V+0dT=QcW2ARj}WxS{k71+GX2IKeTebKu2CZ|zon(&PH!@Ks86crkc
zR8q4IVBR2Jbnk(<j;d;=%dte`55GNDV#Q5)Ko2ns={Q#<y(>}gry!YJXnj~kM7Ky4
zk$o^z2=-nP=(-+bDD748P2Xo|^#CX6*?Wi<r8|Z_(gLv|{30~Uf+e0u+_OXnWjKz!
zL+AG)DQ?fK9%PxtNOj~(2GqB58>c+-lKu1cKOEBhHS{FVSR^AW&HYDG!rXoIuIvB4
z^weoz&j_Nvwv4PS5LA$bMh3Tfy<GniSR!-@4BLY7ktTe8GXXN7ef-C?P>lmsPK8#h
z&()oD>0Z<E5-ug71Dn%%s2Riqa}k^Xwc_m@Wv{8B{t@;d@uJm<jaF7)prV6S1!_XO
zHy_X|HgOs?Wj6L;&rkk%%zNT;bIjvOboY*=e@xX%ivH=?gnQQ01>}co+SB<$sNeYr
zR9D(vw1`P!3Kj5G1Qj+MNxD*8L{<3XR)ce<D#j|bxORJW(tF0XGGE^^Md9na4{}c=
z6D){d*)wu4%;yH!&_+0B{JJbQT-Mn-OIAL-cg^{XX7Mw$e4160fu30~_=K3pXYqz}
z-Kd+9+x4Xae(AJZ%WT1+(vYv+k>?vPH*TJ%%)EBOxWBiiSUjT(1NV(-)aY3mgezvE
z)c$x-jRW&KkQi@99jO>&MT@!0eU}G_dyVTuP(hqaJ_EZt8x@mdT2t;{JxZnp<_xmi
zL;S1-5Z$XUZGm~sd+eSxnJn}2!xdGx3d#4z$Zz&^mh@eRc+OZQrq9s_;vQL{g5qcq
z{Cl`V?8`&(j5Vo!?+eoU?Y<4GSdI-6ItFQmXL`?p8I{pX<j{K-1RB~GrnhS3*jWvU
zrs2Yq#;v3+nU@jxJ+Zy@2|9s4_HpH`-_4DF`GP*Qz*x-mN8MP6-p}@h&#%HZ?m@w&
zusXn%ebMXkbrj}Ox0=-I7`Txn8N9OG)bQ7rFVK$5EDTKCL-&tW;zjlx%_Z#9a@A21
zhWhVBuI+wAK3BmG(QS9(P5r7!;qcXO5pay*y4)dy_X|<nrOKY+i7Nn-L#R)%(>__g
zl?CrhJSbc&h8xtui3~Tk(q(XTeW)w#Z_3?fX6%#?4jp+g%Azq1`UK7JZ-Cc$X}wGq
z*jD$E*d_10Db*J_^8U$t2Jb%q5}&LH(X~y#Fnw9KXTKs6ZJg)0)Y`b}hSv@$G&iLk
zclJQNBr<hbf~_)6Wvr|jWMr5CSt6bNa^opG|1wB!1jox&S?=NskWKO|W5&$ZMI&kx
zsi-wy1^()zH<clJR{~+@vl^K?&N$NeC41?u2uq|OImw;6jazEZckz<U#y<+Oy_2TI
zyr4~VSGn4NN$uyh=bQYqJ`r$mF7mI7sl&w$ifIR`YA;E(HChtSc3c*;D1!PKl!*ZZ
zGzz#f$yAAnnhK>ZL6hl_xl2}883r9o^g5e{nn_i3)4AEhmZpT4iABZVHQUGS2v6&;
zQn7w}i>KPPL-{^0rOG!B`Kt7^zy~B(9QXal`uD}AEa@JS=824d?OXiCRYjN@bE{UQ
z<z<tPTtZ7Jc6{_S9Nmk)I6wOGKnL@Lam)>JaDngZ@N%w;JVdvGvHknOw^jbn&qmYz
zMMQVORBHm^sQ@$_D!j(p<Ti|Gei;ZpA8!pdUanR94+kSKP_!avkM>SnB0Kv00l@eJ
zFpx2~qSk~_wfOklV>>|Zj;hg`U^=-;)vL4?WNtCN^zIXHiS-Jmb-&y$*4ycn-{J9Y
zCtfx+Z@g*yOC3ET-gqc(QQHD8S6WRKFwo6!&Qy1WRhlxBgMVBRICtD(G$U=K@4NkX
zx*_ipuTY#wi})jNHLoB#!1|-oCpx$Q><213_9h^$<SO86aB`r;YpVg_Ibyw5`@PN~
z7S#5N`{ygu18oGI(Zd#=xj6TAy*hPv+{SPEJEjDOo&zAZx-1VqqBlm!>uOBM#>g6!
z8navmQwUpsb`h9vJBv!e&e3_ZEsq`F6D<Nww4IISYVsJtvP^VEERUU%b1ShBvh~Sq
zcU@9a)1$AlrLyq4f4xp~eaw;t4F}CGCySiM_Cs9teE0WeJBRyTz3nKk%uXa~X5)|W
zGdpVx@Ql`9l@DmNi(f@uy!T+bEDwiN)}AUM7xoV9@Ir}sFN+w#2T%Ci=#3yH9?8c0
z>}u{Rx3m3cj*b!Q`$#j-ms)2~Z4(^l@83y*??cB&5?RkVWk^#KJ2D*rt$tWf{$cZT
z`=Sa=U48hGFHOBrC6Q45_l87i8a+08N7y_XRGO}1*4(UT;jp{|UA1&}BSlFUAB>$;
zOw-z@uFKsi+0aF<f1HSZ2w4go>V?gNdemkvyy4G!jo;~(Kj`VFXH$^|kCf==c({?(
zQrIc=GDXvb0PM8(;?jHiQ{u&i$QKZq#!6Ts4UVA@=qbn%BF$7Qvft}y?>Ox$%SH_9
z9?Vt@vVBAoYvZ&tFovLdN@>;-ZK8|E@D}^$c;CiIZ;bWimx`lphSP{bp9{}N?yRe;
za*pkk4>%T&E{=N3W{59`l5MT8y$z-=3?SkN!GATh2y)eT7Ywa@7`dt$1eYs4VIEo2
zuGD3?zW-20vk&&*r%Q0xWsb&MBsr}ZHVw!DL!e1@vj?6w5-}r)=+!e7bXh+2e&qV`
zuC(*x(fMVzjp#4bFUttlrzg5LJ?#I=^T<w{8O6UMjD321Y*5V%kN6fP&*<ORT}r26
z844zZoDD-e?`Jhq=CQO~q-}Of_Zd_171>|i$K$tB^cv^#+?@InC1P#H@3_~=PDWzu
zQYNXxMf(?QyI9`9LSEmMrcNThO_WU>VWog0qd2_bN-)XO9W*={8ih6;0;=qi^EoMJ
zpSp_ElY5Big}~}-*@iFEc^2KAzG~4WnA;WT0hYfNSNi=dz>25j;!D)ta^h3m){yF!
zECPV302*LoChFzIB?A1~LwU9bVl~^s$&(<5-D>-;aYb?HQ%Y~Oeq-48vG6Lxw0NH%
zTAw;_(@fB{r!6q_DB{IXj+)?>H@W0AOLC6!{5poG>&1`3MSdQXCOX}qVvDHc@bemp
z%fq@Ruh&Dx%e!qNljw$pkEaYAdIM)&PCE&p09d5i0gRwv+@bqGIK6;(k=am=F8I#o
z_k>F_w>dZ4!t=8;`c2S5-FS-+K`QH|=B;3FJj|`klQ$|eq>L%eNZ{puT~d={Q(H+z
zxVLKEk_e7tN^Zg4q~Y*c6yE!PYtnAZ%qIfAR#O++y0-Z@b;ToiMd)&`%Ufy=UTgC|
zG|lcTO$;}!do=N-on<suVDB?Dy=QS>L5|)YYOBSPMOs9(y!7)aEj-LNC<)Q&zY0(2
z?|{Kf4ILlx87XHy9O=XHO4((Jq9yyswPjO4FO0N)Cf{ZsOveA<qpHR+W_WTx(|yx!
z|Caw6G9inM%$Ef|@ouNwv0LqD-07~oCc5EtJ_n5_$C00ZTF>{5zQ8X94ka&Pq+#nx
z58@ZRSf|$vPTl=&hxQC)W38sC_T9@(<m7s8)tp_Y0ds8aF6yl)F!2T>-FbgS&z=Fm
z0V;IWph?_bEJ0dPnxblm2z8|RO@)O?chq;heBB9`>~|QY4hCk_q$7}f-Py9&uL1=!
zD<su+LswMBY3<WXdl3H+Z3tqfhK`sf(fgpP7O8?2$Y;na^ZMiZBEZe6rBzy72H)&_
zSaKQzxu-dO^hX+T&9|`eV3gUn4LLbXm9cqs<hk5g{`%^l>rtydtbgbId#0vT5pnT2
zy$L1KJO&XF<3ByN`%PLypIq|;&5UD9R~EIYDH3(%T*Yhp1%GYydx=QsJIW7=dAbU$
zCCpXJ-`QBqTM(_*5A8w|TC4kBc?RJbt37jOk;Sb<WF5N5>rbe+L_w#twu0n_wJPaM
z&u5wx6+dX0S=2$2Ync9R`m9V8kDB$1;GLC^zn8*&nCw{a<dfep=M&G1%F3;#X{V<f
zf|D!O`4p>KOk;d>(&A4Gp3yB|n0@n_XnN(bcQYj$(8D163N}zsNpYaqJP*wERF8xY
zCUW0IU7Sfh+G%}@&Qc=ci$cDZ?Nb>n?6b9qaGr%LJW^+ug(?RZP9XTqroLpXB)lbh
zknthQxi6pF_c1M7$OYUVb|wN?g#Q6sX~68QdZK<WOWlsaYyY1he&(3j19~ZZGD^$X
zE=cWCoVv@-QX!T0F0f%2`dU3DFwm0GDk3K;J|N%1N<<?(von|Eg7PB!X$?J6$8ZkB
z-UL`t#GN&M=_n`gfD=9hvm(Ac>-l;pkvW(K8Wt9zA+Q2GF9@E>6Gs^*AGTb2i2m5a
z^DzDe0o<4#S{0FD914`2&ttZOF<*_$sCSgqj(%er#PrbQrZXrR`dF=3+nxaWj1ZFE
z587|`i$bQdkuIJ&tMabr`zAaqGlMV+%sUonnTIbYculAUe0;E%*;`k(6}HY?lVJdl
zVCu`s{Djgu=(sA*)^eK{InGpACg`=(Z?j{L+Cpp_amF3L9`nYsd$JHS=oM%&Gd@B)
z@54q(?FV&St)65$^F*zE=RBfsJd8x`LYs8uX{r(XwH(jbJJ6ii@gpCoIbEr#oT4IV
z0P$8<(r4T}kl<nQpO_{T{nV@s7vt$K#mC1<WHl5E7F(4yS$nT7vnf|IS~(IEWs<w(
z17CDo5#o4hCFCjEP#G;{c?S$5YaH9Lb@WTL!OrTYGUee!QrPIv^S=~aUn%^td$acR
zo|V4eec$6i+a>8WPjs>%o3fPX`|eEaQ@|uSJ>EO8A)+PvSJfkm2|HOwV)$;ia6&2y
zWWyAYQw%S!f78WFvw(XCKF%~++nddK+uIpREsJks{|A|*Ry{~~>$e2R%CK^kRq>SB
zh`tSvwm$+z8H_=oszuWmZn@Vqm&Vv5^hlQj=il{-#iaJ=2hH@}3z7}TS{4n8Rx4j7
z3-G_oVKnE{Jo8}BGX@D^>x`1|E&cIg_*1-AEMutpUJXB2i7?H4<2zP~U$nu#g-FdR
zKt4xqdq{LW|A4FL1Q6S~m3^>yu->L-^YFe(!C$c<$o^N4TiM+V-fR#PjR%`}U6jMr
z-cu>jiEJb5kq*lOVVawcy*u>%ZX_(m?B+I@{8m7auZxo7<kZ_FjGXviv*TRf7y(D_
zMBC^FE%#x{2DK+5*|csd&z5{(oov+b8q_@VI5HOMuTsmu0MR3Aa*`e1Z9$tZ+_BXs
z$$tG7NmPrhvy1+dfmiOMb7ha#-VIUR?-#u0=0uZMwbx;|=io^+pco(ccdwn+PlW)t
z{z1!hJT^w}>RsXg3IyoF_hIZPTYFTCL4ma8`d7~F&~70}M6fk*&W^I)Us2pNTQqVL
z=^D*Logw>QJ&8ZNF@1Yg)LMs8gKnQHaoGp4<a%<VH}nliO*?bmbe2T<$z~PT2)4!h
z-{3^SQvL}WwtIMMmg>pb0nPQrG8IJN-II*!OrtA2m|;Q!%u#S@XvqMa%;>Y|f?J7O
zd0CcHHTO(Ut?A3SO1r4>7}AZ3bdl;+*nc>x_@KkTRP!&N@B+IHExh)edsd{ATqJJq
z)r(p%NAu0bM0r^~nXshoO}zX$Q*at4;6S&z2I^GPEUwjX-|5!WkYa<u%+)jb`R<r>
zf%`_4rzdw);#UZ#>5g=d1v#bv+>eefMx-4X&-DY0@We<MeIQDDsSDez(e&+dCe!1i
zw_FDxrAa)myCSv<Qp5y#qr6TlDT9t#L2!%?3d<2&mXCK-T95q^vyYJ$ncE|Ar|JvV
z8hJ7L%ERzULkcWmI%<zI6!VYPdD!$5`Q4k!_o<I}!jTU!4WoZKKe>ZZH20b5t*^gk
zu3<|Ce3)iamU9MI=GH%*ae1|4EK?R|YOR*%G2MprNMdO08~%>b##JV>Rj;caQ&B~N
zO!k&7tWW=18a7v1dCX{b+0p%>5+&E;f`xWsgKs06^%V7VfGarjJj_WK*f^4te1AhO
z$<=}rsNMi!!wS0=m&Hg>+Sk{xF8t8`0d{_H6IluFhRuTu9HqM?{o{DdT24Xp_Rh^L
z66kqR=GH)yl}i2am16LL;kb;m;_K3h7q^&Uy=%K4pCc{Ik-<G2PtV<4;-WqP!g)ED
zjo?XSL&)3I?$=w65s2zc6>Z7ZQjNXgwWo|3J6Pc!$j`q#gumx^uHl#;7?UPzDtto<
zfnnwC8N%0|kDmRc*{Nd9)kXvsQ@k5@YRTMi7(3w=D3npoQ@^x1Y21L*#4aLQj)qy>
z;;y26KnHGYj3;Sax@1Za=}wwWJ=_)S@s^h5Bz5OY-)ZvH(nbbSju>*gd(_^Z{_tq}
zC7cWOyIDv-F7{c4$-HiwV`l9PwXdbh8jLcPDfP<?1I9kVN#507mjY-p1(y2y(=CEn
zKl|I6nD8Mj`sM`BGv`G(WM??S3%|0V>A_LnHbux9IcE46r7gj_p%?k&Ub6{~O0gRy
ze<eENZD!eio-?B@b$C<gnj^|)77JvYd%|g|(1PQ7^HRCGh>LyvjhB57?uoD)1_c$X
zrE;i+?xx4h`g){%FYFq4=^7a;=n}T->xG5uxz0rSh}|vn<@s|o7ACWT?za^;oMNj-
zsK2|4yuoOfTSL;5!d;s6z(hSHVkPhky@0;o-j-vt=|E+Mo*n`<Z;H#?4cp2FFc|4R
z#Y&!D2I&cZHt>$H9HJa4y==RYFp|BLg5=TxyW+Pu@BuDKwYF)8PZNm4!-cQYLfA;<
z-SMV=Kv2*QLN*({vZ}K7Wsk5O8S<VZAn-Q(4+qk9dKK*ILu_^RBvZMUAqH;{uRXiS
zAy>@$+>Ud^2FQ3$J17Q(^gRv830pXko+-@MZ!2~XPJ*^5R9u-~_Myun31w{>A?vI0
zHSlDbt4mUrR>X^+bu%AiZ74c>TM1|4<S_;H?qe4SJ(Y=jhCM>}T>Ynl6uo9Y)66h%
z0D}MShoDzVuI@_j%rPZ)L-+%z)%pjQs|fOQ^JF>QGsc??sjCkc05zvVmHbu({@%PY
zLjyUTOY!*WkatDVWf{Go@FshWy#Bd?rFIy_lT5RRf9N0i4bdY^=X8dB#B$i)dyaks
zDM5{{)ztxIx5p8emvu9mFdnWy-P|1R^RRnfuhMhz$C*1~Iy53@<7i)h@=oT*yFH6v
zqYjzN*&wWJHUebS<wnPfq-qOixGCcs7~{Q=3~D)iW^dX55)&l?SSak%1u{r~DzivB
zpN;JV90Hd$FEtf;TaSN-ZK_E#Jmu5kF1|&jTP(pZ$n_2BgfiCv?)J8|gQbNVQ`|s>
zY=aU<Z`~6)nol0N*_c5ethDosT%kDe)Qbljn@?zX(1`sBFQ+?(p{nnxNl2~IY4Bt}
zT%|H>a0TW5y8{y<3!LQ@6hp@DTYsAm|E*^22h3L@ITaKO=HmP&LB;d-zbAdqK7}L|
zqqCKY-%ZSs>)|WAY^jr%!h#Ev7xwAsD`yg16(15D>9fk*-coHMoA-z!OR^(asiA-A
z-lWPjJ{k9m_&zWf=rCkmaNYKI)b^o%(H1xq+^wyyT9gtLD>0~A9O#&!H%KcH^>AY8
zh-s&Ba~)aE^|lI0#JYUsJ$an%L-~c^H+Z=Z(kXsqlopq=;c{cpl#vH*s>rzCtI6^3
zKkME7h213Z^%w<Mz5smIxHzye;2F2!Z}2C51R@^t!_fBMvW#yg*2}!Dn5XHS^ItJu
z)~@wR3`7R3rMZuR5GE>Cz|<9PxZXCL9la{1#o4v4I&s#kyNceg%b{*KS#`a*rOI|T
zv7?43tDI^&p=I-x)uEGG7Exi@QOXa>2M6Ea2=-Ya>d(tJl*AL9Cy*GX*5RjXtB&dd
zqJ{}36n_k-`DM>$#S;rcX;7$;?;fPXMtiLvo-`Ndpvw-zHNSfxviTrY+gCyn5y}MY
zzoOUVNtX=wZU$cHqn0x?Vjo+Ll{uI5cw6T4)HjsYbV&WVJJm4zLbK|t`7$x^ktI^N
zRd$;P#P-P|I+@$n!e26e%$-WzZwy@^7o3r9{q*W?mr^o5@9Sf?4^EEP8ai*%rmOj9
zBQ&_O{GCLy;>PZu!}_-Xw$C>}z#NYmm;EE%7jX<e{J(B-j)7hn$pz0!mqchEX#dHc
z786aHrhCQb^|#Q_NQEVKma;q>Vt#27i<<ZB(nb5y+rJ*2W<o2|TuQoP!Yb3ATM-!(
zlJcycewFcdR)6T2!5$<>h<I0kd&DNcBhcX?u^vyi(ca4Ax}5}yd|>h=me8m(>cgL2
zwpOw6iJz5gi)t<+DEYW3v6N>bJvcJ|ip<vY?Sm;xj%2KPV?;_uJW(mt_tUz!TDEx~
zu;Lncd+Lov)CW5K4G{u^j(KHs#tJQ01(SgSEDEo79%-y~7;!ou`B>GP$9r<Q#dX%V
z=X1|3i>8Rm47WN%5TX0J_2GXXHNGpIZqK?x>>j<=54GD7=h~p~mywXmz19JK<U1)!
zYhMY-kKmAYo2PO;e{XQ;W1Iut0+nyeAqqhHABo<F)ce^j47W>dzvZC8@7<<f2CB_`
zTS3;t@00i`E#FoUxLuCcfuj*NX7C=Z9OmauhaA8Aq+9~7VJoz)vJ)jA+vmbq5~QXH
zZyOfwbqN8_^;H&Xb|RD+=5DGpfL@H{a|t}>O*c+@Lx1xP1Uo1Ib5|(kv2DEjC7lcJ
z9xov6pXVmAgiEo2#kN(=8=^~SuPQqFw7_?oMzPWpIo>w%B>NFK4e2VkRoHIH_GR$T
ztDs1#y43cA(`TWT@-EF<!{_)(?(`#q7j%W~$_e<$vZna$-thzr)h7AOz<IGm&`+#Q
zPNa4pPpxW;qetW`^D3mnD}tRG_)Hbord+HNS$B0w{q2{d{4a+f??76=+e~Zbu0sTH
zao=B8afz$Av`=E}b9fz;Xh98er|(_<>1MQVlT)MP`$jL-rqD`IPpyRO^lY)<JL!Ko
zdxeD+2l`8`+0)60b!UK!x6|O*JKn3({!M&h)P=iFZ=Sras@A6q?74tBls!%Jr7iYM
z9;BMH!TS2|OYbDtUe$Y3bC9uDfnQQ*bMNoW*4wisCOWS4Fpp#*987K3NCN&w0+yuN
zX?TV4wYH{N-O4M@AI<;a@Xg;&cgniSJv?-atm#Yk`*U~jd+KjJxe`9QSr;<*n#8To
zKl2b12e^&U#RbOi4or}L&!B3avqa$@#*+H40)A$}o?f9rqmV;^P`f+T+&`A<rZn#>
zwybBXg(&+EsNLBX9Ctm+O-AN97My)bWK3!TFF%(2;|DUD^aXnL>+COpst7Y-uMnc%
z%;q4{RUDD$xs`Oa`Xx@A7aRbtMYU>rCqU~%+}qBQh<Anyu(`5p)WigHQ)>htn5WmP
z9%J;s!iWoehO-5oal0}J&8?m%*e2J>hi3ShO+KchlmO?y_c~Q>N+8nEN>K3Omn}-)
zg9?+je?6ZwKiP1HiPNAKTB=(ng)UA1?A=RS?cPRwt@!84#4;oEm?p{?^jl5VHu3w5
zp`K;>-``k|>5u6zVd-XzEwNuF`sXYJ;{+lW4aO%8^b9>5RL?gbS|+<M=<hgHXRfOs
z7|=y}0^RUwre9msJrPUBD1=cAftTC{rtexdd)U}Rv3usyu^_dKEmOrBSLWl9x8?n<
z<;g}HI~Lt?Pt|OvNdtZ1CXZ~BC>~WmT!9R#dAkZ+hSsK53+FXB5SGoSuX!)|?zO3P
zxyLonVoMe#3L8$Co1jT&Lyi?tk271`?<5)3Ku0bfbf?xj=cE=FGIeEmkn~wFKb7VX
zFE0x8zd&NX;GZ$y@$!A?3c-VlWJXx(;p)YRn3r~v`W4W;Mk)_8Vv4+JZ3~y<J~$Rn
zS5!bYMI9TB+s<M<x?k4)y|Eggi3Y(kIN-IlMo&HprfcFKhaP*@ASG^e?^)>D2lL07
z8crgcuj90>3uYX&$u8fdtpa^6ehXvTmX3vb`;L;$c9z7~Nr!*hhM6*5ZZ~F{NI)re
zy3;lj_vx|wj_ixoHTP6^;I$Dd3%kc=Qx5aunXi{+be@QwHQd7#{*vK!xpisHd|k4c
zU0i@<e9^rZ0($Ez<{{j{pFEPf<?IEESFle88pYdNy6VI=TZi*t-55h&m38XM&#%NC
zDNq@mA;_e@6ho}_e>hraa_oOLGP$N^*R7?PwCl8}j6#n%H)iuAuqh@_)W?Kd9j|<8
zRUWro-A-^0@44y8$#P^K*H@IYPl?%Bf2Ak$D1KR=^eB~sY=85@f-b|qX^2)sDF>qG
zF^yPH+5c$wOutriuNg2_0;%I*ieA#Z#ubOjvCZ3fjnuqMwhgL?dKGcdd6j3>8KEY^
zM_jpXYy++}W%^o1=D_MHW~WMWdThUq@IRbi&T5U*u7wz-N^wMj^5@}yal0Jw=?Vw?
zJe$%QKjB6AI8YNm-egUIVM%ox8=t&`A*`FqlA?#3*!s`2z>Z0iv<(;KBL|%+Dq)9x
zAujKpD@LBpWe5x3+#Li=y1X+Dz^I-6*1=6MJfm01=WGv0bKu*HV<?44ZnU`9=60nm
zne#Uqk>nNcFZo>cQj;raS@3B>+zuJ39U+GFW9!YK6%IADW%@O*?<;SgU(}DgIE0Ep
z_b;oc4U{FB;aN^%a2Ud~K8(wLtwqeG4h4;-%^~KUZ2ipcY&|uT|4gdXZV`wL_nsXL
zMgAyK580p%^rHXSV#K_h&Jw=<?tZ%P@xOY42Xnj6j=%|?%aM7K`TU-FCEVO>ySbAG
zT4;oth%uFG>|vcDAK{9Cf-tkfXd<ieDP9*jMAKg}&yOYA_Z!1K(eXa$VB{j5&qoHW
z_Wr?ia?`u3^1cp3{?>_|`;k_y=7~*;cYQ2x_xTs*>+jUp9N0URv^%%VkiYF?MMhOz
z0o^rz-pyDnOgzn^qIkjj(rE7XTZa+4VhMf?Am(<;@E4QD<)I_>5B|ug`{VO+7Bn|%
zd^UY6vT$rb45Wif*?BOYh8}y$-O7&sRm=0&VJq782CO<By*b)j@!#;kW5AQ`e1-TL
zicxCgWZ6S3wdp=lR%vgw6dc-j4ouqmO-CuKjxvnP+2?%xOH1-?jHF|osQjkalhQ&8
zq=m<HYa4N4UGA~;G5s`+PkI>yKc=x^-k#z|=@RS~J-WQC=>6TuQFLR^03I&E>rC1=
z|IL{*`(VTkep2QmE*~Ya_@!&m(62o#^rQS)%~a<)+iWm0pnY#sSh~(e!mt+c`rY70
z1lFgtBv@ziPSe8WpjNX{>a6|?27Xe`uQhc)$reTT>O1dpa=xyjqgX#>^xFaB`6esP
z%^!75qNh4?)B1b!29(*JYu@Qx*UUi2$>0DGiPaRu|8#ij`3i^RrK3T5QYeD!>+Wq0
zWA69Zm^&=?AZ7LkD=6*WwavWNG<s?Fz`*{QRFm9>QX_MSH_cYdYXgOcQOLG>w(Q=5
zrBe~nMe&rM6txGog@3!9Y^ZdZ8l&T4<;!xW1q%*~i?x$lPb#{P-=jGQNjhh)pruY;
z0lg|kWkczYtiDW28h`_<CTajzc7M1;glZq-l(u}nN6PXYHb9MIbg-IdtqnQ;H{ag1
zcv~}2fzLj0QLN%jWawbFAr5+yn}txKR<>66q@hEX7F|o(9R+ra3hl(U_JArF{OMWf
z<D>8$rvsGFKxL1it|qN9#>sDuIK{5EQ>yz1)!npLQVOYSVpa5~cTL|)F@)^9%j>3y
zL4V}prp+1`5aW;z?G3?4noyGOvp@$H*hw;^FbY1%zNQ~mXrKR~v~;4O04)@1D0jxI
zVG)e5;oH>oWVkG(e3naKrQwfnW@x?YFYPkXm3FFO9!@K}XYe&SP8QF*U~|X1j5^f~
zE=qf=ox3zwy6LAwKJVt-V{QJ{D@|ZLnqPC^4H~64>-PTFszo(Rc&r%JaKW#!o*!mJ
z!{Tn<_oPPF5Y1?>F?lo7HsAO>j0Us=Eqcf1?)*h+GM{BJYU=*iPKxpHLlEIAAVh@?
zo|nUF{(mz|3~<~;?qEIskBR*MY33cCxDjUPk`dnP=|bF$1c+4F1p&*4>DP{G$j^%!
zat$#Vwef{BvDFrSDiBMr7<?Rs+(LcLU!q0o<w{?Iqx}6t$Ic@zii5$CA2N`983`Zc
z(*pKnyws)s!x71+3l`{bb5tOdnB?zA->Unqn*1hUm6(VM5csppuZ%*YNjeO-<LX%=
zHY)R&h~%EMEBIl~)sP>t>^cm1e@c#1D$xebQ+zSFX;Yl)f*+?N!av)|D_9rQm<L0@
z3k3aq_d$_@>DHtU5eAKUq5Un1<Gw&f0*qn3rRr7heXQ$;w_=YY+3K56Yi`QMk@N<6
z7A`o!_sG^(g3Lj|dF0AzbHkU1JPUX1`DCbUX!e=Zi;`}BdI{y+dQ2C(WTtM<k|Jdd
z_scV)&ZU2_*WS1bt!&IbLNt~uPQ&E_03E8ah0%p*hZ;n4OD}aH*xm#t@3e?C4L1su
zG^2SjhPRAc16M}(w^SQ`8PTcjOSC_}xI!2=%l?V1+y7ve0Nw}kf8+;ycf}-|v&DQ3
zlexSfS5A3d-)=F|eLX7uKi2COp<{RM7+bvgkezGigHfp{pw?pfc^h|~H6r1)K_txQ
zRcClUJ+L3YjY6k#^x2Ulx>Y}EG!74)ja)7P(qpYO1(gUpGJs>#ab+?iR5i)Wz8cif
zr2O(1&6*Dh(PZOxeRjPO?OUDaJ>?&>{$hCQtwi2Cj`!Vz^n224>nD8@XRW>q%WbY{
z5R|EWW8X|kirZSSI+q~&ur8bSqk;pzA#y0%abJ+5x^F{$$GdVndDq>X3Y3U&O@WYU
z_)Q--Y!o*9M~`>KeLQn!#%vxB$<5ShmA#xKx@xUj8sT~D0y7U@e_S*C03%fK0N<@7
zlX(y}Dvf)6E#Y1cJ=!!1K{03}ClS9<pRRsiS)iTaUHP93baIcqV}QKgTb4$#)Zz$v
zOJfV?=WIJ5=Y{`e*ENIZB)rYZFLMN_ei3eUIX4j2{p8;whQVopXInC|K3qpD!+~#B
zxz-`Mxjm<%ESO|~i&`Vbevw*_L%r_l*9$=IUM@&dY(Kbv#uwC5HSJDY{Qi7d92!k6
zXGfSoT6E*~;0_1Ie|@f8=g;vwD7&Oc(afiA+<x8?yhs-&GUQ8ZQ(C3xK(F(8zV->N
z%rl8*&+uR54UcXtvE?{RQRu;aA{EYy8XF#LhPcI9ZXG?>A`FKv<Dz0ZS!6{n{%AAh
zR;z95B=1Lz44{0BYq+TzNW$IiigtPaT_bX%=C)oGjBN19I1hmS`rzGcP|ZBG=aeZf
zlObEuLDcF3?*dqpxwwM^zqZ8c&C!3ICcwFQ8}afbK^UGnDW87luN%5R7^ziL5WIAh
ztf0{r&e^x<dZ=B;8@99jfJE{Kmima*?dn!L+xm7&yNSljJxtvvT=IP(u#JtT*?{XD
zB%aCyc;`SXNN)(rgr(Vi=3ZABL4(jWk5xr=wm%uy7z78k$O$Ysn-{-ro@BO7H3ixe
zMz3Z;RE^Jw;*UXu3W)&TczB>}i<FaMUrGc1z79mSPI7WrZSz%p-voAj*$DeBn|TbY
z<%dv-MG`zYRc@#@SQ&XxTVwB>5w%e{Dy2Uggr3Y}!&qUY)4P7mL_Amow~nen4-2b<
z<%qBArnjfxB*4DY?DVr<o9)z7l;x|$i1rxDa=w=~XAUmMPS*fXl}D4A_spT-a3pEs
zj%LamwLzJII^Yj!zELhRiuhEZ#PSO-!Zq1m>v9b?{$BXi#B1P!R<p|iR*L1&2Ij-Q
z?$=*_Ofk$1xlw%rVA8P6@?__h>*j8&QKx}aak^$15fMP`PdV-AThP2JRZ;W}A8MRb
zChi%E6;p@%tQ0SDMka-1)z4C^$RW4t7855LXf8*uH^SCAYcnfVz~L=+>Emq+dU*SX
zV&A<T`*xJa=#I$a`Z5@rW9R3bFBM%(UM~M6{NK$Cg)pAHb13`=t-p1TfsyU_Kg&G!
zA_j?{ap*`(vnQxs0?KFG;Eq#ZExg0Ag1`S@y`7}wg}<Y*$<8mlqZ98LgSy1|h??v6
zp5d*%)65HR6WHwS{~`@H)0gA+4(L>bb8m9pWEsV;I@Zvq0N2m^s`zjFNerw<sv>8>
z%B?|&%rdgWg~?Z6TY&Rtc#jFPn3LE5+|;h+G8k8UgkWeV?oC=}W1Yy)>>)ep%heww
z8^NO&FwN??M;Y7DJq@D$x_>nr&JywjZPm9z8}0Qx-dZ?AaLQsDZHb`|F7un`k6d-d
z1)>sKK{4yN?vFQ<gr2sMtc#3azad;#y*n5$3`-YN@JNi$RGyvlOnR<Sx*V$qgLvLs
zrX4`idoandV1^!Fxwka<ImtQKKcIw{jr8Vemi(d{6u^XPaM`*l)YMYnQr85>kOuvS
z!wd5hJJl~}EzS$Qq<#AX!S`>2@p`lvUEZ&)K5qYAvr`O$@W=GVL00r&#_KclV{lIL
z>(hgMeD~}Y@Ts2S(C0eHU$%3X5ua9RPtKqOmQu&xZa+n%GeSU6>_|b=mzci%#>h3h
z-fx~3Pl_kCTHJXf-SYd<(r}Vb?rUcPZuK5SGK#=vP361ytZ3oCp`zvYZ^&5N&FS(k
zE3775(_gH+MKo!ZJ`LB7bb3lLKo58c!`54*@)obDglc$+CtufX5>TJsCur=rTT@Ia
zP)XUFLu2Qyv=}=79s?UYL{cMo2T4bG>YJUlV*8-{y}5|DlNSc?Hvi+(U&Pr;<Gqtd
zT(1UyMxN6+H2C7&qYSs5e|dT`PaV1X@D1J=>5Qp?YekqRDMXKW|NU=(4qp-1Xfbo;
zHDFy<pB3avSm#(0Ru$%vZ<NPw+Ku<P$Nt+}W{wo(5Fj$_<@*!#RC42X=JXd-c4_fu
zAIV{k=G4;x<u44}(2S%Tlf^-~T}g~UzUyAzSQ}jR>HI0KaB*V(j*H^EPn=f^Da$BI
zS}|^PaV_U-)ThxViuz9g(TN;s%8Y>9yo`l|j-5+REJL_#?LJdwo!4%3)|?GojH+t4
z7_DhF)?j>t-y}Yvj&MAC3V70=uOnM^USI0L5=l3r_#uWbP6_f0RJLA@nkbuvwg)eI
zX;r0PSirO|om|<heS<;9`HHTNL63##(_*e{R8-r723HR27Bngx4I|5TFH^RE&qswa
zF#VM@o@5=nr8={Tl-xm8;CFwCd-4Ylp{CzVeeTT7m&QBnE<$0!bZRgXR{=BYs7pFz
ztv9aU-fv&$5LzDO6dG#@xcVzXdyv_dsJrvF$pTrZK6mImoj+1G5@&RB()8q9>FtI@
zym|~A+Fe_%=eRw>Gc-mwUA%@_NEhSX=CyI221zCqmRVOpFWYS@9ph$c?~w~uDpxTp
zRU3n@MT-BXuMH=#lzm1k0w|>Xytulp?YyV3@Kdq4mHAA9)VB?D3<+=6{7{gZYAK3P
z9twi#{_Tok#z~F*fuS!`Ri_O9njlM}-p(BsqHOmJ_1qGo4#m=!!+aWiL=8olii@iX
zak6UtFNBc87Li$q+QafMww|9<*`vHbkv!KTW2tEZ4lv&6IRVP^_}mIj1_YD&=of<N
zNeQ8*DdWpuzg+}%tQ~L<UBv^R<!8@NqbUnJzvqP=xNLStaj*}LLZdjcYlE#w6d<qG
ztvXwt*VI4E4fG(jq%mn^8j|~UQ9zWEo|r8`^_p7R9WJP*BZbFM8$$XrCTxPQihzY?
zZ1tk-2GwOoWbks#OzX#(lT8lk%QR($bCnT~a<?lbiAtb%?L*2d`9%(vvu>h}@<<k?
zQL%<Pj<f)c6uu1Pzh&#YP3}D%VIez8$piu+=6^$4Z_d?nFG%JX-fU{X_|m3gA$Vis
zQSzizLUJQe)em&xCpPyo2ko~fFf1i4$q(xPaAKN{GjG2C?<MJ$DLBl1?H;!;ZQ~J<
z=H^8yep<w|JB8$2`FUtGPmx}}GWx~yWKv@GPcv!2;44U?o;34YOnq`9`gMguI<(26
zQ2in+#|-2(RXULi4Bh+1Pk2-EaR2Nad=SBV5+_1)Dr5b#Q8XV9Z$356B_A&g$3v7+
zAnTSczQcNMG@pmi#EQvm-Cq{^v9FH*1HJ_=aPh-6Wtz$ZfQ1>7$oEgv?&%?Z074YK
zZ&5^ZH=WA%stV|_>Prck0g{|4%2NfY^EH6e!Aq0GKi)O_fq+fokfS;|*M~mkCv0y&
zeHSY3{%MB0Tu}EpGGMS(jJvp$p9><x8DsxDA)2N)Yc&pg{Efp+n(jT)GrMEvo6(Al
z2u1<EZgd$8-~kI`j`9}0Fm81INR;0Mu{ctktMe$*Ie_B+=IVlElE2v7x{<ktE9q&1
zTk2V({>3k^|8QFG+FIE^RvQlgo~nuKj4JoBfo?y&(}dneMtlUx@HXvF<K2z}d6ZW$
z;L0PLAh1hoY=*I4S?({y>Kv6G@53HIn2b>sxr;TI0eRV&M?Vev0whi|8w0MiPXSZ;
z-poZMuo_pzHPq=XF3B1mZu-tde?Bf-QB>|U^9=bS=F*kUh8}I|cYg%{*ixa4vgY@L
zX`V46)?BYv`?~<FV5OKhT5^HubHSC0(Sg*gw$&RUA<kcqD7Sm5+~@~njjvP86H@nW
z)t0(>d(IaXWCz2s#})O?dfH;H?O})o?TOEBv+@Bjn+!(KmMV66XQHaYK{Z>C`k~sR
zA2lx4zhRX30hL9LK<qin+{Aqfp8VX}fjK|F^d?M}0GN9~&uDK?|7lBI>N(Kq2~J5P
z(A3UNM*_-RNt9dx_g>#zj`dp;vZsbBlMZK2($D(=4zka{A-m-?#p1$1Ve_0GL}=GP
zjR(BK<Z8Ndwx=s{;EYf>NCeN`J+R-tpD?CotF5eIl6@rs*S~E%g6i3Lpk0KMf)stk
zrmM~}%s?NxF_w*YHa@m?5{{PG96!`C=fBi`Q)Mm>rdpr+Xi@q|=OkhJ`Rd>VrGiW=
zp&t7}3gA)gkx_^+XLbP8UZWF5wQc>FgZ9k3N1{ims_CwjS9%b=AC=OSead0&Q?q(j
zc0at0ardKd#C~z9&8V~d`SC<0vHNP{SewJ)kyjbap_R~~aDi7dQW?Ncgah}itGw4j
zxnle7!H0EP-JC7F=~<>Zh3&;fzQ?T$OpUGo0EhOYq_IWN;jGu8k)@vVmaOfQMbn&j
zhj{3MPtWx`1wqCiApzl5vQJFFzr5aUu%49H^&oz@8$U`JZV0<%6Ve+r`qqMDImC2z
zRSvzMSl62?NB<jc5$YQZ`-k7q_gNLdqhDMl2c}+`7#mS?GuvQgpC&I*z3b>$WsmB3
zJ~b&w(lj0j52<WYmt3%Z`Zqdb3#2~ft4R^cont4fsfr&)Tgh-@#+Xx4UtE^D0lIYH
zR>*rQ)JJtfLJ*ca5g+H)7$_$L{X2R}7AcwJHFy-KSI;v{IVjf}(pSep#rph)krC<Q
z*5rqwo?k9-*|znoe~*YNfwA|t*I?eScCX9nnA7@zdkYkcU7!kg31qE+2m24F-f+-)
z!5?rZ$Od^*7-BDg%ZyqKEGthkg=Bo*$lj==JkV#3lc53iFHv2n9Mhj5LRk1lxVb3=
zY$8LW2!Kl0=S9s>O$Zb^0aCk?u97t(3vev5-h1U?2bWaz;<=zGOBWd^)o%}PQRSB|
z=x}_A3zvYes$y5vmvc_sL%3ZA$_2d-ex|6G_trbch#r=JT4B!*D(*n}2c5IsT1kA1
zRx{(|_rsq@CPX{v018Bcg3DBX$W{vqt2d=%tx=FbjcFY;bex@&P+2G8v7Xt$J_NG0
zv;^Xp8@HNvOorE~>M)Z1Sw8C~&KMTr$l5eu!329=YLR5fH%+ZE&1?tmx^=`f&hvnO
zd7loTAP6R3o;isk+aDa?97*2Ty^dMgGt?*UWR2{#5w1pUw%m<Exzo=+eXbW1*R4Gc
zNpa!dPqeeyR7q7k!b!vJGi(J8Za>#Gly>+1n^=$?xaLAheES;#X>b<k49~E$2!cG0
z5=44XUK|rzBjVoN;Pe%?f!R?gS0&cI8TS<RzVCJ48|2D$`_Ds;@LkmP$D>$ZlN2J7
zY*6RIb|NBOYX{gB<ttGjv~#DIs-u2rNL0D;{l<4pyB?EMU0B_Ax?Gmx8s-!Cp$7Ly
zmZRS!9pE*xxrTS$4qq1AtTmWo2%<>%l>@fSXk}*?PD{0gdB0?ygnH;awf$yLU*GS0
zToSMp=~)%0mdH<rvY7|9ug2$O#T(C7M5id%TbmcFWbf7WIuOqHZ7qHoj;3#Wc5tj~
z$Z;aPU=p<RDORXDp(ddhpqgl)Rm4!)Cl!H+{$Gxu&I{Z|)|(70hqL^&-5o#7VXc%o
zRdqhUg5dBMT5|ESc&EF;$I-hq=j{CKZ1;5<Gq>gRy`*m;ZrOlCZihfR4VepNLu#Yo
zP?sfFzH{B<6<(2N2ZqDzE00<7&6)3mD+gHLllUAvnCiPOrMCwNtgt;FEgO+^!dtw&
zg^6A99d?TR*4^VOz1{V=4udBB0rrmwg?8K8lf<M=J=)va20nT0XkjJRCVyPQ!FWR)
zH`^nf@pZ!jNyj(Q`^a1EB&F^B*XbzC#sJe<Z=Id(+i~0B=}XB8-%X!cV3m1SI;nA7
z{3pbBtK!&209o;}KH$hab;x?nImEnAYS-r=vN^@Gz+^Lh$);`Whc#It`K3^UUyef}
zn^81)4!rRdD)}m0zD4+F?aZeH!)D*MoF-CMW|vX+42xY27e~eAUCeJWtvLMJkGCg3
ze%gPwzuzu}zgnD!`XBYjvpd#aFpf=m)fF@U%{K+V*==jPKrzY)|7AAOV#e&WkE!j)
zi_w;(CWtD&M%;SR!3!4lB*iCd_&nX^B==SW4!y&+T6F5Yc**d|6UcbV+g*c^YOS+M
zzs3tv?iD}E%zm2ur)`>Z;024c1=k>dNw@4$oKW0WWFrg;OBXk@rPoMvT1WeV?rfEm
z+rxL1w2E{;wXo<#D#4<<I`Pb6$@_v@<S^Yvr)qVcIco8)#`I?PC5m~e*VkfT2Lu(h
zb$4FTu(P5<U#1pebC!k}Gncyo2&0#6Vv}#XNqtDRrD{Lp_NQGR*;db`zz8j((1PBh
z&N96N;jhb_JuQJW-*F^}cBNT4tiTqVjkyg=kePkz0{K2zeAF+ES9^Obitrz^D$HAL
zrFMyMv)p6WY=Avq!=&^xCqv9~CZrq)QrHW{PIa{|QF~hPBydGKJDNJtfm4JryIwq{
zv3jMMza144m$m<LNV^<6v44CGXG$1v^)$69(hX1j`snA6p+z46V`Euq`u5SQE`-&B
zq5u#d?xtI%dwPM8)v>R7X8>P<=9BWO8xHGIl4)_!y<i)*UFgvFi^7xoqCwr{f`ZJb
zvW$J_SCVEnm1dcP4$d0C6q`9?RLGKR?E9pNQ2l^L=xA!-E?1|8OFb?!oX&sb(ewEi
z4*TNgZ_c_x^Y1bQI||2I*(hdIRG&DjRzC5cN-c>F+DMTpbQRz!{Law?S14rA>}3>$
z$da&dkeCO**&)poctns;*(HeE`&6)uz4mjCa}t?fuoSvXd|15bPkFD6@znEdPy^#*
zm>4Qhn(>)*hL3w8=>X2mmrBxo(Od1TC7maD5%;8i-i1ywyw~dS-o#Nx#_IirxsDOj
z0|;G;$U=IBvhkSyvd+HTA5=R%^|JSA^#3Q4$-nvskhR+modM1su&4Wf{1fFvaEAwG
zRfBtAJ<sB@D5VuQG)5Q_*rYN175O<Vl(Jww!#b$OqUbTmIv#yHLCJTk8F;r}eTgo8
z@h2-sqt|P7JD(;FrOLKL`tGvigLtuMZrZ6|%9pcuU<DJLMF4UlLR;J@S^KjNtnfsB
zvLV;ai)iLIj7opU-|+*%h<C(zhN!?|lr?`$%A>dTjiYO-^79$JIVSwQ);ttD$PZX7
zR14Gx@jDPwV>BK9IL+aUe66J>@QDzjpsrLlNIoC0Zap;f`*qJ*rGv7Kx$*ss-{#K;
z?!?=2eWw*gS7_3ZXH2H_2~b^r-NPmshObUPY3PeD3!SKZUTBrlrrCVo#qZ^(vCIMz
zEP(q^+cNgd%}J48czD0Jwj2?sTkE6T<MuagNw4Ar=+SFGyuDTH94L_9k-=N2+riDl
zodwK~cWGbpneBvG!z{+0CN8`v@_!+$igQ6*?S1P~It%$B$xtiSmh?(~GIfago{SZ1
z0zi1ZZ?y$qsx2!QybDkK_Q*80w|=c1kjC81l9XM9pRNwGxIZ|cKpS>n-HGl-6+V_m
z%xtRb_Z8~3kSQaCWaljmKf$X1_hzu{2?_DHkz;3?n)l}qzZZ#DT_P|`WSmfvSplX8
zls}tlIe~Ax-1|SA2Cp5Y#fo8<CDhL4>ItZ0^d0>{>KLqQ7fi1(PMq)aED1vOek`3#
zg?r#fZL?=`6HUM!#VYsCu+`$8+dMY&awK7^1K<Obl@K2J7~rV|Pa>V&fF|-;Iy3XH
z+<g4st5}_U+Oe9RuDufu-{RyfqC}|QWK?HtwZbLbNDi&ZEuF-dq|72Y%W7zA?HV=E
zZbztnSc2H#B&x)M??&k4T%2gk+bgcW$3}m51~Nsz(4_amLyF$MzE`R0NW)!y;jGN(
z;|;6aYPC9Pt?nGT8+h4tF-1xLpisThc0X3$(f*QPrtZ>`r#CnOygcgUIB+MXEtlfc
z9*H6-BysxVYU^$&MSLpK$4&pOui?%nX5tWk857FPGyhRo<qhTC|0+xLsSfvw78b3K
zFXa#f-y*@mAbB)vtNFWw?6DH7*Ne0eW9Ck5O7HAe*yD{Cdq*nH%Z2`rrZ<FV15p<T
zrbtb%L0Cg3$_sGg4;1{no}a{+`~xAoA0g3YHtE-tob-(ssJk1R(t>HA%S_$I94gfF
z(B&(kN=0!Qjcc>uPSchV@GCocHe)%>Z152siHximB2hh^%qc_*PS1e~;fHHtX)G`L
z&E_1qP&vDVHx?>at=NOadOyKhVRv!hJ$&+i4OnRoi|$X4<!Xcw-|HtctM)GSKhgZa
z!TZp5Ur>GRzy>oqkyevfKJ*20Hd$DiLGRSP{F$$Fb90%TZw!U}#z|n1K^KEB@}3^;
zmXpTfrnnIqgKcfw%?FmX*TDs4Uj88DQcLQa2G)lgSbvq%Z?5HF&B~_6Ddups;6pMY
zaPwKm+J{5nlPiYK*U+L!oazIQ7W)So>)^j|v*`S5=wx}TAB5Coq#yXM$z&aU^dx)r
zov^UJQ83h__fwr<H`^FYU2Q1X<f+_JW83a7hr9CGCQR}=#-i{M_an^n?iwPAY-SNP
z56Of|+wHJT=CQM!@R(g$TOVtv2BNB(<$f&PqN#Il>?dQS2*v$wc}-^<({xY`HkWn~
zvZu9S>zA~}fgJ<cL{#FbCbazhRQOra?Sc;QQJ(?nQbk&1BStdPUfj$3wklhY{O>J=
zeC;9p%T#SCA+_~oQ&6hgsWnfH;8HBtV$1-bHKkg%p4OG5SY+S_1sDe~Zdl>KjHIro
z?Ot?yh1&?t+&<5vaxLmk4IcdJ%84$YxKge?%?M?<w!qp+r3y!P^KJtd?+o;S*w<p_
z5CpxaZT-zcBkF4!dspn``F}XzbIjj?^0%iFmY>JwP!eE^4*kEmbe=RZnFpG5dhNvf
zF&^Gs%m};p$zS3EJHCqV+-+w!#R47A5{zrpHahEXln?W0a7SRHf@7l+Ugk~LDxE!$
z>mrQn5qO#)Fck2$Rd8Qd-!5~=^{v4jgtxseH5hV9k6lprtULeqQG#~d+8G;NvHGCy
z%kh#SUW%8F0AhLQ;GTZkrCHnuuj{f?#9k-hJK@r(T5nakeQ(-{hjthH<UYYdL1r;t
zGcWpHbI*+`j|bTn3i}ZUwZI?IFa_11RG*eXH4l0Rz;0M=#ftuOR&EoNir!JX(KQ}%
zDfutk^^+0*cI%lV8GBaynA>Kr2miDrvjV#6!gH<0TbGeuE3HYC7N&QfFE43J3uj%L
z;V&Uei`GJLXID?w+ZpjFl`oi=Q(~Iw6+c}9iuP@1o6zURrs|27;EwjGNvGn7GHl6K
zAwl}xN|Ncjq6s*kyX|{QNm^^IN+Sa$&mzM?e)~+Go$_(iftG~k+6yD1IiceG63(Me
z0`HBgt1?a*qeGpYS#%;f)o@3*BR9hvFPRKr@6}Z=))#nqB#5<N%OMvrHtUOUyA{qt
zR36N0Ue>lfzPa&j9nt@cda}GjZ<8gPH78%PpZ5aE{QuGP)?rQl|NA$JiUo**NGlzZ
z(kUQa(lAO&7^9mZAR-{$T@oV(8#y|Z8X-9tu+iP!vG;G^&vD;>?w=hyj$PO5^^Eg;
zoYo=DdAbLt@Irs#GBJS|xYmHgJ@buaI#R8p-W2+>k|X!>B%0@By9$1K(p2f@L&8P5
z>M!``k}leF=g-c3y*Lv_udY_gP|o^3TN_(<_Iii&QO^dZzzNTsUd-mlisT*Qyii+#
z!d2o?TT=r;wb^^II?_uQ=Wr#%$)P3Tqx<o^&tgUNxn<Nc_uWYcLQ;cdO=fxxB3?mg
z_30f|8(f%RN2EUrejM!86L}Tp{DXP~ZzDp>wtt{WYmL7}J|YoEpGPg%jly*XRs^P#
z!bVu6dMu8Vek@He;-<#ls3sEsi|Di5mg%fZ*1hx*t3q(1>i9`^@Gim+Lwhir_H>GE
zE!FwF{&DUJMdZj%!jAI1L6U>M+Xh1`{@%JSzYm18WoKuPudbQfS(k|o;KiJ$aU{OO
z#Lf#hG-mo%T@LD9Vdv7gGZM(sgTvDrv(7LRQyY4S%m~aqRagZ`ndcV05`7N4qwKZz
zIrsjJg+<)WhUc^+F?FifA7Wd#bu}SEUeoJvAz^<!dWlaK33D{*Za6OglTJ4sIX2PC
zLYa5o@-7{_Zey-Ap&MWHx{RFg&9D~4T8D&Jcl3`n$MU-&qT^jrlcG<I3|URZDr8iI
zRb_7-<7tZhC&NE?W@}H(MYpxL0rjF?fzIv~{D01&^IvCuO56aemrrk>*1qyU0t(MV
zM~42E8Mx&>F3fm0JxUrfVga)UXw}k%T2@>MS&1Dg33}vD@9ga(-v~kI7Llxt(=OiM
zJq*&c2^oY~;Q%`zF}`hrv9t71^v-PGt3I(qH|*}qA_a4#9;|wDu8>bTpP7pZaQvG!
z{9r)W!>d86{Xyr^ddi=gl1vYJP71*a-(p58@FWKf5zIKHZAW-n-R@D-j>=y%YFX2)
zf3zN|nhIa97JbTAvY24DYLrwh_!#+!X&Zgu7vjtu3&HJECJBdVK>NDjD8;ZL6YQ%Q
zpq#K51WD!V3N}vTbNd5t_Nr`({_Rfb{lzZCC<#mM;;_4KH7rXJ;_niDWFjH;3m`$q
z_ILB#w|y7yK??aF8@o)J?746KPTZB-|7N}`_~I$j=kp~gxh+%l)8N`{YlwY6y{HUC
zH-!&0wkAr$*#L-u`sj$28hz0dC{P53!z59pfc~tv<Y%Qlk^v6R0yaCNdIJs*&dQQk
zz4OV9bfmTx7biI95pN|YgIRaS2@f*urGk4oo}3jdie}2q(g&$JyNe;oGybeceLtK%
zQEQnm=-X1<z0r1M9uX6K`MC5#J28O$o+befLBpUc>$qOX#=IVOpH@%ZonKRk=G6#A
z5(gQA?-b8srBBJ?CT7e8YOuA*ztJfjQROhKH2wTN^Icr}`JQfhZG-NCc7+D>*H1D&
z2c)WPkFZAFMb61_DO&FWhMp5YdzK+6rnAp*wsA@NP8N4~kbtRN*mB!8*r@=L<#9|u
z%d%a|_qZL+4L^kYei&i(`!dvr_q}Xg>@7v0jXtItT-hngyw%(c(CTo3>8W$}Vqkr1
zHsef|&W3xAjX4vma-@g6Q%!hkT}si#6hEX@VX%HO?mEx8^}NT?p_y8>%Hdi-5M$dF
zdK}07ApDXR45mMOKE)68b~l-!@JU*0N~b;gKOOH~p6-0Jbs16+z1E2EJe=#cR<}t5
za^d9}c0?icGEG=~6d$1NaFsfe6;UA0{j=nvdf@Vg=>qQ)$J=KltSzPX2Hx|h&Si5*
zvhS<x1?T!()$g929<Gh5F~_ct{%CmDt1t|X`yvtO1&Idi+F4jAxDeD;%WN*<j;jCR
ztI8R=@D+5~^w#m*KQm(kA*vKCJ`wLff{n~A-dmC9TdzwXd;tP0Z2q}UaRy4KNEbj)
zM_c4$1w=aIq?SbZ5Er=Nl&%cEm?vj51wrvJ;r?B5qnJP>Uq{SV@R4`={dM-dE7ZN2
z-^%3{wp1=+s?X1KG1a?*Q*9|l^JOn%#s?O>SuSw7h(h2pQ=tQYTeNJ&ANEm|{|LAz
z4t;L&#^HAZ8YP~(6JGLcX%C@S2Gur7kMS6(V39H*p0wh-YV&QCZ&}Jsxu%}y_{}9n
zZNO5L2_z0MzM)+-5Ck?|+l%wGyln$f>P!q)7@R9x*TwxR*bgvnQ>j>Op(Ecuv+cN4
zcD9`0-at{o7!k{F#+pgi{x8ov!n2%#8gEYn89%CTidt_+#CWvO8B2L=nR=%|gl0a}
z6^Jrk!I_!%NoBXSEDf;TNz>b}$G5c3?P0zVL~OGSaDTKw=(#wPbcI^W-?HI^0(>z%
zO-9QJCbjUE8ZvJ9x%0c9E6Yq^<Y3V?AZ;?nMWxW_5-(l>SkoBCuj6JE-DYb@u1?_q
z+|Ay&63Dq2(>c8?inO?hD`x=o|5cl$>4m3qU%@I&xynG?0wepJwAS>w6#<|kwQ`wX
z-n_Pc?U-Yt`_JlcYDos}8VvbCj+n*c!k}6stcT!FSE4iPEse&k8-NX>niyCN$d1lt
zxQM$^tU+WsdZ-j7C>f#P!$o*(8x0po{s+TvhIzIop<(mAglOTxUrab&3-D>r#QR$(
zJJvW4CZyl}Wz1ExO59Qs!*HX9k5-meTaxNAJumz1T66W;2*heWpIFdNsI!A8*sM4-
zzzK#aPAaE}6+NuK2(Ms1Bm~2QI9FJn!s=*O%F0utQ54a_6SPTk-n5Iwu^rlDLeHe+
zZ+Lur5OwmdZWnKYzR_PnLWd>>t*!DMM+1*W<fJq#4$m8$%DOR+pov2zdw2NRjla9Z
z#!dSq4`K;>N3n?7dldld45#FDuenLWZW#|_Px*moxYpi55j^Zt`j@v!^?wA)c`e}8
zYlGqx_$)B(Jkv1DdXCvCgJl;7X)C`kFe(lNSY_BH@1-Dv4k;Q>WS6oCi#PvhK=Bi!
zVX>KAnUOYkEC!%E<AifL<t4=@7w6r+LOK7qOzk{6<tlX&O1Z~lF7%*b<!W(?(%*+I
z+zHjy%=}WV!c3SgBh0jV8~@acQlu5_gm>y-v0J}qw{;r@R&u(}D^2+RmVatM_dloZ
z>}pu=q8PEhoXUzUfFg7XoH_OuMsW9b$9ojDYp(o){)mAT!v6xkdAmX_d<)K8m8srd
z=P5A2w3{;|xg3339Hbd1NVz97;w(1{$A9PA9(wvv`m|I^%6q%vt!no+#SL%~B??O|
zkB(#_sVwy41NX#}M?Puatz>Q_<w_f1qJwAxe*tv9jo?q9%EoO^P)my$>i{X4nsY-^
z4)ph#=%&Yf4PuDQbFd{RAQ3dBd_>KVH9*&S7XW&+ee_!ZFXoPY{e^VKNwzQ8pFpB%
z-`~)9aqsJm-Y9Mo`X}|MC2+%UEvX(~g~O!PeT10vI8j+A=Jp$<S5j+J*Q0B#GKGEA
zF0U`)`Z44#4Gl^A-EHY13!{4C$w-TIP$o3p6YB~X9+!<-I2}VCQ=l(P6etsAecU(_
zd#7DMpQUwH3K>32aYfhHwjJd{$NQU!pUzcp+DYf#1y1htM(>x&0`T7d!GDV|Gl{vK
zJ4d@q7wyS?uM9+s56DSO;JfIuqkoY3<iz%CYQs2Bm9Hp>UL&n|{<hLd#gG}w!UF<S
z>Ko_Q9L!i*36xpO4AM0czL)|nOZdwWhyF4lTURFPi<H0vKzF7gqH+^Ug=RsDz5;(I
z%Q#djeHvT@Z*X?}c&|asEd~obpiHd3yL$5t`T-4@Dy|><h;qtvlRc648!5Y}v`N}E
zXA84`m+%(-PQ9jVLn^MZl62~nW==v6q*gjt!rkRHcVL#hAavy;gi4Wv&oKlY2P(dl
z=l-`1g+$?Zu3OZ?5QZO)OllFCOSJ3Cwed1@r#<e2&%xYqTTT>1pa0W8ZFoYGl~Ll8
z6--?U8;z-IWrOpe!ewsUatw7>k3kvK9-cq#PFd*BAaANrpK~tNyXLK$*BJo42<JHv
z<UP%2WpW0vZg$N#4;e^F^k5ujjjLk62q(>v7Wx~sX7X&juja{e0Cb=DW6v8|g=E<8
zfEedoRDTn0@nFZmP`2^M)l#!umh{mX{UmGtx74Urh3`u0V7<}{VRwhw9F4sX-4-*3
zWEf@a?>@p@o#yf(Mq<D{zmn#PZrcR6@C*8|*02dRsZqyQN#>zN7AlZWwC$pAbd3iL
z4H6LVX{|*JViR{}B31>T8^|JpZ;C^cd8yu%Uw}jF;VqXcM_1_gCl9VXPDtwNln?4M
zCw^S(za*f^9QIRuOlRMi_Rrm+#S8AIrmIiG`1wlujB&t_9%16sCMxVUvSU08dltn{
z!JfVH-61hoOYqF`IZDUMzMY2##=oBpo^+bE(Pa_q0VI*Nl$du6E@bYWwuF5_Y-GCK
z;HL*|Z*QTX=BKB_#v;RBRVshVS@5UwgB-E)U>x9N+kW`hV`S!wlg}-SnVv3*Tq#=f
z)v!7qj^%_na>AZ>@FE-i>_ZUGVlK$Q?XOUp=#G&UlP@JvSq_iNa;jLhPL0>{Z=1J~
zSKG-YPdu2a1;@NOYSFOXo9ZE}ics+6H0!Ei;m=-?{k~3!bZO(6j{Y05vY8sr)(Soi
z@Myviv#nXrU(pJQ?uS|wqqDihmgb&9a~kQ0vWCMV>t4#Bvt@iELhGrEdmYrb<b%(i
z;QfyvAF1HyJF=XU9QdlwHtG=iL1_n#D552cEMynj74*}{aOZebE?Ry}5&$g<$?S9!
z{25tfl?k4R78819D48(&vm{pIgW%Gofe%l2RAe%BsD^5BRI+Aqk$DP%OK&b|;F(G=
ztD7ui;fU1M6Qn8+|LPsE2<2nrKkg#A9`(yla{LvNf_}da(yZ-TwYxE%=5t(n;aMm>
zVJcU>p03Hx-6JAtGv*e<J;ayGp@LKe9`wkw10_*UmXp_$-s%a&qf}%C?IMH2!P+XS
zO+y4Gi1a^8NU16?b(>I`Z|E$Q{hOs;KgCm_)C^`HSew9}Cz6=iN-y5Yw|~Xu5>++!
zUcK4fFClxD4_POF8<b)g%G{VE$JAW=g?+mhwgBWNkDoPp-B{hU&StJ6Gbgk6wBE+-
zC0poY5oh6n6`WD*whZP>CLE^oNqJ%%VRJa!JIgrN<#ufT&a!%{xaWety?v6te97-!
zOGDGRY%7Wfdq;&IWBM0flO3E@aH$zr@-Rg(`8|mFHKz0)RE0w9SdesMO#hf~o!oD@
zF$u~2z;M&vhD(Q~TqsFITl89+&HaU7+ES7tUTUSTyWxv5tqY<Xrn8+rz4x9wQ9DIO
z6Lf!aHSe=;8=WKZd0zU5u%6UH=kuRtTNl;=Ie(Un!MDg-lB+Fk3k$4~agKD)1-6mF
zzLD?|etHxsL2{?zn1c>yUS8fE^v-?TFlu{4*UGq~9`D#<OmzEgql`Ws$AC`LJseaL
z6iNN?<g~mplcq#wJDEiL?oD80g#@wiI&PP-RP12`e`jwYK5e4S^ELfj#JKV4)UP@F
z6XK+@9Xw(&H)>PKQs23>zwN!X#eC6cZb(61bs4^PR9~2P*_6<GO>NU4kn!X`pNJY$
z!1UBD&a0u+7hpnj3Hf1@r`f1;XwJ}7+aB=72TFPUlk0I^?L#NoRr=?!yA^z<8a};b
z!)HyQTnlf+x0-uU8%+N<Z6NUp{^#?S`(K0grf{^OiBfhddEOZuc*8fhvwu11nvpla
zamt5KLT+#NSY$3HK*Isx`^&yTTEErGNvd7ND(K3YR40J+xL7yIf&@aRWI#&mjgDHw
zC|p?YZ?uS%m3r<8tIbFr@awRw14)&8oVKOOWB!TfW{CF}&C+Jjz&fA}sI!Wjo6Wtw
z!YD0f6JC<=u!NS>>j_9ejJ09rQ0jjKOUzlS&Gl)D@m&vFzLkQj_f4jR#%4F`13%P?
z&&MjXbtc^9JK%xY`-N?8;^t{md*g#ov>A+z8;!!-oRpS}M_t|pkUn`p95!M+5-{Ie
zlP!+)fToyq_?DM$bG>)lI)D4uj?j*whso#bnP4g!wZpV)V51muGO&S9#1NX;mZqya
z3czO!iW^X+|3^@4oP;ZDsX{uepGhflfwXpE+>za+2dk2TL)!su<&<CRX18^0pOsx~
zsH2`3k>idv!{j9L99r&5fG}(fHO}MwSCS*;^u`_X%p!0yjatJ~0hXC3u1O*>2|A+t
zfk>%mZj@AG-^i0SMH$$No^XrsBg~|oc(!0AaxCWU;al6BTnc{KibXvBxhW8jpbg_F
zHPpH|>71$`o*Q5%osvNHuD)z%0<F+{e$gN<Y6sL89K82eEKxIbq-mFH^p<Ve#Qswt
zWxEQmqwPbVSODvpg~N&36P7RB+~gTWiz(al3#waRn&Y|-g&@T<2(hpkR&#H=OT$|b
z$3bbmodxXD!R4`$igdy&Gw!A3&2Lz}Q-;bFQ+w{Bgetr=o|e`F-BL;9+fMg#($g$Z
z-i^4+RcmN9>5k)@(h~FGE@}tOK2^Ujq9}cllDBnWB(mppi`T3Wa@M7ILWo=N=kIqb
z6PAWh7>%}T19dB2xwV3~^p$L3b~9h!8LTg@O*lVh6__J}cvS2?tIzj;2ee3*0~?&j
zS%RDxZkfS-?@L>LH(2H%tC6P_P+sS3<^zVI^HaXUh;Mty67z$aW2vv*Grlzg<LCai
zQJ;T4VR~8lued4d$j!EF5awI(#RkC)FsYoCy<3#1hHGgYvGh$cPZc+Ue5dX-n(H4)
z-GL?qZ*pjsdBSN-v2pw+?@Yg}g29m|wm-^Pw>mZFZs7CncKNhUVw<@gXyk{bJz=dk
zW-%@n(elOJSlC;S@Bb0((VpYHTA)`A7qx%OI^%%`yRb(Lcg|w7Zli?yh>1l1kYWe#
zUQFjBgI|S9Uy-Qa=g|0899Lt@I2$76J){26uv<(1pNmS(n1@2U96Wj*<@A~#7=WVO
zfZN!lF6y)Sd@nC2?lNIA0;cA#OC2*8<@D?*XPfcYQ<{v=ghjKvrETNdM=HS^XKGd3
z?KGp`e>~RXo*Zz0XR#kLHw4_IzIAo@yh)}c)LG>Fp5%a;^ngM2RJVkR(`{4SeC+=m
z8yzl}M1lsOo2(#`O|l0u1Sb%})li8$l{=8XK^^K=r~sY>`NW`;{W7=0zi(sIP|3|E
zQz&MwH=(5WLZBhNuhqp_4F2@|$kW$+dkJ%**TVFBP<bvz$(D{^<0b(igr5xpaw1h<
ze8#{386&1;hciDhYRs64@%uHryi9p6S`MeIv81nzdh99`DC+B&`t%%6V!d;5%hjiM
zoODm;Ena{^H47OJNu@u^{AtIX1qV9w*om)0m@swL!bePte<Wz};;AV|PEPGOLBzoZ
zPKiZXQRRf2VFj;%U;SqG+hU7yoO?Nm;ZT&8Oiyr#ZmC`*%`N5Uad6m&gVV|{V?xTU
zW`#)l1{<d2Z29+*_h(7E2}kh?MpKt=8VT%YrkJ2HBAV}8NY(uqLk>{Wh`8#DH4|Er
zveFC_8w-yn7{g=vZ$e~l&Nqy@H*>RP^m%~cY83tcHv%~l<F<#6vlj3qq9n&@);hdK
zNpMR6nNm2~n`gPKCieD$lGmHRoPjnnOXm8pOCRm=v#*G@=tShIYoH<3HW#StI=jB+
z*`QyBvwza?ffd)-+ZNQVNlBJ}k$wwd^2ooE3F`j-1zoVHC@QAF&kNBiZq~kWm4$}3
z|2|epLN-7^zU3b~#`g8U8YIqjOb!qc?Hm|Y0Y1dLAz>cqlyiyFvDF3lRYNvfdL=0i
z=BBUA8$z@d)ui0~`wsOd*{2mrUz27Nve;lku}{{Md<HYE`440X|B~bFJL#n!J-iNb
zYz9pK5lrfYT|k$P102*(7e|9@yj;Ms1_vL%NUUHA5?Wpj*+&STp0By>nAIn-k{gni
zoT}nSFrASHCAS}9T^7VknHQ;B*70K!Mxude{hAw{)_<SI?eqmP%!%d!P&Geyx6Hv@
zmplrqv7LU1nQB|Y6g!3$(<Z|vq{G%%{&aGWCBIL=@)+$on2j#VhH0nUF-49ks2C^C
zMIZBP*Vtw2XS^)H4!NVdiYo>~mE5zGkkWP4wloPn#+>YAKR|=mS<&#=JfNqju-+ul
zgkWM<II`@6E2udMIFq4?<``moU?7Ag%snfUk-sf}eY(O10oTPEJ9~CK?Uxp4*@&z9
zAD}I6=|k92%Jhhg<^Kkt8+g&H*Vv_&K)j{H&+OHt9`pD^tz)R}%X^hJ$HsE9k>zj8
zJznL0gw`17ay~SqAoMCH)yKlz|84(DE=c_DfvNdg3Z4i-7f`(2(gCpO_DFbhvWN;U
zYB}Hw%=4jl%(^Pe3BP(ILc?E=(CXNYXXR<DWRn7TUehJ1G-ow}wX?6a-AMZPWW~;k
zH$)4fLc?G60xLWspA>Jzsq)-^HN<xTksQ~#7aj>bEAc7X`8*(xC$o*|@Ik0{6ga<#
z2#&sf`%ZBMFN^g27fU26lTrG>vB<_1?2nFqUmuZoWgm1jf@_nwFH#qv%1uW-u-lq?
zk~a^fw-jAUyUW-2;(iI@noi1!0!2&JC7fnx$)9bMSR0cSYB0jb-F*o!W4y&R3qiJy
z82WO4;qj20)m4nx%Gw#je2=L%uNjrXe!<vYE`~~E=q;lk>Qd?A1%3;$P@>s{7EW3)
zQ+V0CKh7}67~8&HVZP~u2A85Xe)av64If-pB~`SrHe7EGQLIhUYKWJt;h+@Z1P4`x
z-?W!>j5mZQ3~5^|PtT%+c8Gb14snp?4b|)fNvOw~a!{m<<uzIuvLvx5V-h?1urbWC
z9b+TIRQ#bus!IIYKtCm=x6p@{zk7%&s9bA1pykHU%@PKTH)eRcO{sa#(-JsKdYz$y
zV>tg12h-Ig+3Zov0hkH@N5GWT-tnV%sIG-=!C6`46-jN?DL%=|XU7=*`qhHjgQp^7
zE$>~cOSe^ar5yGS!iAm@+izWvt!q|S-9+at5TWR{Tq^f=VI+B9yE|RK=H+L!wUK)>
z#Msx5uBM=BX3^DCyYDGZK?y9q5yB6m0}q3)HbWZ5YrPnrnNB;DW{rc4doOu{ubu}M
zog={m)it^2n~LPM@yc|`K5VERGpX1n>j%WY7hb2SC&fuf_Tp1Aw72%u(x7}<u9rgl
zmJ1GiSZoy6XN}*EO`9l@GTe_+%=Dm_jO+<<cTy+GDmu4tX%Hr(Yn1(j(XE+EY1RgJ
zC}h5UEMcTk^x(~t!N%<kEEZGdBlvT9{4;tDtKlb@3Q|rRLaou*DKhK?+{LiWhmD#d
z{j8QjG{MKUp0cyly@;C3{WX1EmS*t1ZBRZ+2<t>`QT6Y~idMX1<A_8Aj^(sR=Y-MK
z!7yYBifhie4lAQTRM((_O<b<*7kZfdZ@~I=GMbI;%~~w-E;2vxzj7V1#Id_?*@&7p
z+nSR6D{xA1E*%D)vyd+WNX0~jEp(swSZ_)}sjw>W;%s_m>DRgZg*6SSK|xF&>$y9p
zFb%_xbw_5wN2K8&jf2+q2PF%AY~fGGhe6n%{O?>ho+2i(4qctE6fyo0&K|h<)iq_@
z!FbcQ90uu8PmJ*3+1}@79ou_f<w9%ahjg($g*#1GUwN!I?3jnc?Y#rJtAk!#`nkCZ
zOr<jYAiYR7WPAU46TPg2x!9G~>;3fQLi%iw#RHn1q$K9&jP8D-br8qmUx_ZqVEa9I
z`g$#@&Pry*QWbqz((ytF1s5(^@xJiqC2yz1^4ox}g3|yA$1Eg`xz>K{qCYw%d&{bI
z&maAUc<QTvfWur&PGyvn&rC{)X-uF!nEMY>|J237wunjAtFb-K>)^H~0y!&PG9Mwg
zqsxjym6bTTypFloF)8i8^~mz)e*};GGk3m`t&l;wSSo+95L>z~v^;M*KH1wceL5?7
zOfw`KA|{alsIQ9=V{wD-h^n#U><e91WVBQ}P4|u=1q-*aww#d#YR(<2v6bEP59_O2
z#m}lm#H}jR85#I=clHsTb7n(O)2zXg8T&kU>B%`?|78g!FCoP4Q$ZgI?W}{h{}GTn
zPg?ZkK2uEPR#VUVH(qqN`YU^n&i5RrPa=@)$FbRb1*V-YlhaDfs;>{4@`$TNm|0m$
zj{AA@yX%V1?V0fT#;%*GQlglJ>%DWHMmr;2AeQq(=S}Emd`$JxmcI@@@%5MX)f=!m
ze!=f9Mtxv!vjO=UL4VH9B(G8DDkuQUB|bB0MsUtr=`y@frFbr<fs;>pG3*TRZ?dFg
zY&oh6&5x+%>oOO4r`tj}7vs8o=Na*(Y7BdEMBB0vysgy+4ofKq&hw+NTCE8Nca+e(
zrG2i^Rqa;YiGh?LAdA<5XNUgA%(>Xl7Ui!YT^NB6<|-3sGu!(Cpz1JUnLii-<Wrg)
z#nq#`tJRBBi&d_tm~rf%*R^$Hh~W~?RVM3<HgfR2`7*UK8urzRGrz9+p<c>@jUsy~
z@c>YyCl20ZU6Hr!e+pvnatfl!LbtOyJtR9TuN7@fTE~2-j<Y4qema{chbKYSku(uE
zC9ZyQC6e?Sh#fM`jVpqccSL-X+fITeJ?9BD@!SoXmw{M}e^c^Jn%$=Sr~v7>E;aqO
zq-1zL0`XE%<u@Ifzx}tk=f!Qf_8$SkKq}DdSxC7<UUS&{ERY@EgZa^|Dg2^w3zLuX
z3|Zbv#T}Um`eOM%`HDQ3$istEyu>TRJr5{)fTbp8lyzTEm}8laP47)#drTcw<ml?8
zeU9G}cm7frwc3<nNb?c@eV~KeGEt?BNf(PgOwQ|twmYU*-IS!|rgxD;w=K`S?;9su
zdyqt?pOy(aIdEGU*O|$xFHuH?Q@z3MFj&ZIWX_yD3mvP2JRSJ0yt4l%w`AdJvQ2d!
z)rpatHbSn?4qnIyY|-5O3*h=DWd|B`4y};LYfio4olG}pJe+8zC~W&Fn?Lf_%L3+C
zQ9bD97Hc+rH)h_yH0QZ4#S2KW0R|eaS>hdDo;SJ&l4N#;8g6BOsU&K!;9a^SGv1f=
z{)ttIMOOex-0+Oxje37DtJsK(!w_zwxqd=tdt5G#Y#_55Y9_UY6?8D*bA9+)JScl<
z^`@`^2J-J7=XXmDhuSx{l|-G!vEt?obXv@XH|KXuWg>4Sc)qW}YR+Q=b;P)KLEwe1
z>wnGGrWmDjr}Ff{L#<I=!Jya1S<lj2RU|nCU%na0HT#d?p1CJf@Kj1na0xnb!bai|
z|M7x?#BaIYYiILJBF&#hn;3ff=IYm(&<{n@V;G|!!qfKqtY>kef3R}N+Il83vW4o=
z$(9z;*5_2bUkAbUaPVFmso<es&&QJBq+p%0<)6VxcF_}>?ou2pbRODbNc;>B#t6>D
z_$X`$O&SZoFyt;dmA^Dpa-4hUqlAwaILeVKd|3zsBp*eeLdE@UADSi~SxCjCWJys=
zFeZoda4Dj`b4jIfXO7o1u%A{k5b-YL=u5xcrp|e?r9XOP@Cp{7FY|LTenXVPz*Ikt
zibChJk~x>}i@rEX>WIW5Hgxn68dhFTR(;PL_;J06lbDYLM5U`x_IQP{cAxyaAMDX0
zb%~68wB8N*8G~4Yuq){GRl9DIiH}+|ns~>H0;MVZ!Ffae@YhD~RNmR*|8k`{q{)K%
z4)8{g|BoYP{`JFUi7ms=6EPYwsJk#&uSWSEUh_4nVzb^BHp2YF;Hn8)L!E+6($9$y
zttc9L`)eUHxOt+&fpy0eC2l1m*mOVZQV0Ehl7w#iV*ped-*D+KP6&*#`a&LMEx>sE
z$Oq)`RARxO<J3I&lTM3R<1^KB6(}F^1aSE6X$(<`ZG8-Xp2>fpGODdEccb$PscA1c
zPB!%R6+#eI8wqj;kAD#y_k<K@k6X*CM6&Pc@B<C0iXhrUI<EvPAkn0(U;kJiH(Zdy
zq(Q*^>@Ifc-~X3q5m^*z_MKvETGA)A-`ef1O4=_LXJLl@q^(;hhT=Mb37+?QHm)w=
zqGKbi>H?<^AonlR7p`VrBET_e_=7@Q{DCW82_`@}G1j`<?y8^N6&*k(Qr5u5{lbNX
z!}7?cmv-7E+uoIy4B-d+w@uzP@?e>@=_FjGlxi+6r#!uJoOf{&tJM^Y_HrtJLp73r
zL80>)(w@Tf>3#Roi|46Ao3F=B9O|FtYk@nkuH8EG2i0dk8-mpDl&19ecWp)XDDvd*
zFQ0SM_nhtk<xK_l8k=<EiEdBi?-nd9AXZqwkiUEN18yc-M!X7+PI?c)P_0H7^)qSE
z=+}m~KN_(%)ShB<9ncciY#Ei6zlGnoPh5j@@o<Bw;&5{K#iom~Lp|j=VHf2^xO?%S
z)5lyUk6Ws3-QRE>CnD`|V<+L|`#jq9&~t`8I~47D833yl<e7k^0vh4>u)1d37AD*E
z7SoiJP%q_`<NQ`yqO)HOZqw9J?rqN<G<r<ed0k+qH^L|wEuYNJK9Mo$h0+aPXJdl_
zXa#sDKwmL2qy$I}DPx?bCx(&_YfQPE$Z~t@4tN$(+~%D#UFuzwl+W-za8(Ch;UPXo
zR#WHYh^|Gy*O|hR-CSj==?KI6Ww!Blai6=)jWbeG^Xcv70Z$&2^o+orxC27t^TR<O
zJ~K#qHlsDn``R1g;%6@@RXP`Vc)w~cXoOX!D{ue2#QF(axKCKa!tH+q|2BB`3s8G8
zDNV!)H(TLH46=L1d?x)K;=c{77Tg^6aB=>YP^r*=?^%d{YLB%c5yq*$b>$vTuL#|{
zE)wJLua!+ujKTV0oqj4Tt6Aokli=el#kM&wYu@W)QnG4%C02bay9BJ;DTQ-q?E$?0
z&be^9KbE?8QSoNQKjOz?726ttO_Et}1WdjF3y&!m%N(~3r~CH9KjiapIu)1K>k#`<
zY)ay`Y=kXt@suK@UM)j}!1&Ffl!go5J0e1@uo(Z!tz`DwsCsr7(QoO~O)E2!Y4vUT
zb%m?Xr?NPqtciWd!OLlLl_eHRZGI8=dpE6%jMvoO4aFGW_FfH-PiARRLu>Inc?Z0g
zhP-Yb?@#(>-bV*|3l)}7c``Ovc(h6e?hzSE=c%ri)0b|#cC^tA8z>9s`&_w=f+yb%
zu0-y(etdr``^=%)y~2>->+*!#h_{7{!wPCG$;Zt!#yE@3%fm%28|c{JU}Rd!A1aCo
z0FBqJR$nHRB)p5ob_?$$OlualbM-TR^&Vl)MW8Po&}u5WhCuUqQ4;OsrJOb*{Cz?k
zI*`>=X}dJzRLL6P^(}obR+zu{SV{`Yt*h$<uu4DPU6En5qk>;!{v%MkOe<=O>E%AN
zR~ncTxw(ncHhqtyp5Q+7C^lzHtUewV$0O_P&{<Iqy%aB#+}>58)+aZnJt&fuHr#px
zLcIVY(aU28GPOD~B5J+88~gro+B-(n@DlRRF|1u{p^9iX9QX!pDttUUt7PXOF!a}X
zKq5)^jlW<a;Yg*@#kT}p>+oRrJO!&z`xxMZo!DULDn8uD;crteH|w0E=l)l>lm6K}
zT{DBM3S(a*4A5N_rNDMQ>W9r+KBu1~jrzuuT6$d{TVP~MlcTpmwJ%lf^`Kx)#bJc5
zSI-1usE-<%>RVx&Bbj#68}#G&OPHtvha&q9W8zyf<*u{C4>&et=IG~(YXtuzV3Q55
zT)$h}iGFx`PLU@x+aN+(YA$Sp?8`~k(+RIO1lPN;_a=Kyc5Kgw*VyCU)f{=}z85kY
zr|A?3mkik^g<0aSiX4V+ck`X&it0Zi#;@PR5hfyKx~1^BEOkHAhRrnh6@Rhuvx_p#
zPC@JgnNi=Yi-nWQ6&mT862e6AMDBcerCnb#?9PwIvfKl1JUEa4gYp#+PbB3<F#Ew8
z!c6ImL01k+M-2_XiyG=0k8IZ`eBu;Cj|4+PBuJMmTy)hZzKKDHDp<25a}82rMm!kk
z9X9q!<pF7cnodgDF?}nt;u&U(miu5*12~1E`Q&8jodgTcu1p0{Zcts&jECAI-gpkt
zW5l@kdU*)0bogfs@1WJt86JfF$>uncZje@)^kcxE1JkZPr)Yp?9A$<NTiH!Je7#{$
zx@WOX^!3-q=A7PhhCn;%kSYq;WEL*3Y(YafDZKAHjm%@<4-CbJ`F}x+9{t+^9Vu3W
zga!QpfjFntMk2!e-AJy+Ce)r6UjsB`@1847<9S6JuevW!md@n;iiC~6UwNr4xFfu+
z;QAcykUj2zrH`TNC3C+~q$mkzQ1>X`h8CC=70`crc7U5SLgBMzv8{%#WHy?NDa|Vr
zH~KAD^byU<L(fSW_Dwscj+>6*Dlbr$V%Dz8Te6bt<&J9-P+~5JUd0y52Nc9)Gj2L*
zP+?~AH(a|_rLOxkE&lMEL&8BtW4GMJ_HI#8sVc?ViN{|!1BlLqa!Py)?vYM=mOfwR
z|3UsOA<jd`)K^RINHU>6ptRK>Jn6YLK_tfLAZWUwY((eD%?)o){EoC};=Xl>FL+^3
zw;H>?!d`+!*VN_xOfokWT1U9u^pmXPUGU~95Z@s6QKwFPtSW)Don&4aYm*lFtv1Tj
zD-o+@+tfnqOth+t&k&YXU3Y7p;ub2HizxM#@5Ire%$E-c?!~1a<EAS~CLuqZ6oK4@
zWSvII+SB?&F5TC$9qwP-8hQNh{b7(bf?o~$!M8srUdD2sgf>}M=3S8x2T!1k@A}9y
zM0-9B<(?s8L5Vij=<mq!g1O7c&(kshgJ-GtHZoI;JWrv}8A-i?S=}nrx;HO45}$*0
z^=?Kt*u>~34ajOsNK*npfrQbojKp0Odbxf#=pr>!rqdc-Rc_XCxtH1_D+WbrOcaVE
z!Mdt$A((a_1_r;}9HIgigH;cJ_v#C=3T;--JJ_GaSLQ6F-iYD;Z>-Q*2gl{|!Vujv
zI?xV#hv#C#+b;^Td=F4zz(nfJh%7GAx2L5iJ;s)~lZ0?$hhML}iABFme7yZbogzLu
z8m265&KbS>-2<R?;bwfnl^`eQ*w?g5y>a0FjAXLIV>I$l`>+;ZlIw{?4pArR6<wwH
ze+0;ov;PR-31cdUAvmR|5v|>e|AA%Ad3Y~N0vLWCQ?bx~EtkxYoZyxApK#*wpDJDT
zn+?giEHy5ps#PDd<)H2rz7Gt?yXVM^`^Jd(6glh<jA}ozlP{sO(78n5RKV-x=V#0D
z){@sc<JHQlz^(Zll}G|P(ITl2N&t2O$w*cHJw?$KLDTo5I%BaMZao5@7&ARCb<32O
zzf<)HM(Z90YcNTUf8mRiN9Sl1_5MTxoPqOoxu;?8R#6jQ<8_y5QNOaddw%sQU$yw_
z^%cu6+&a7&Z6Z8@fqeh58?m3bEnEg5+w8mRMShvd^@`5p-8=P`acg2!2{O%E7sz9{
ztL*#n3P)J>k|Ax<mX4Ck`^1V!V`Z@it}5`NnfiPX%VaZjyILtD*~@l+2RC|PNXVKg
zfE&%UE$^X;Ye?y?AxYr%BAS}O=chTdG&e<ezv(k_)W7*Rvp6wWqT;!@xJO4oi*U}e
z*ljU<VZFD@&m2-D-)Iq}Yr>lFGoJ%Ay*cl)hvneb@ipwO!v6Hrg?0L<Uj*{!o^6zY
z+&sMB@pq)tIP@y9v~BxxA4pHq^;CN%7`+*=c{#H<1qyoQfcBUNFoP<4=y}GaYk0ja
z&fDBH>}@6b&5<&09<Sqo+>qADso@r9Hr)#)Pu<%Q@ZVsTmYnAf*kfVNGwIVP+BDrz
z{jXLZ_2`VyyW{c&m^yv|I+ZY%c+X!!o<WFhhutseOuA=UuRFdv+BC*^O<PT~nLpT>
z7YGR02^CHw{pJLTK-)SM2#B%GXE~$VI#uquG1lwx>VQT!2#pX4g?uFuUqW6w_S%}`
zk%Ay{*ns=Zgn5=s7w+ERkRU)Kzdj<wyk;4wbV#~ic_tJ}-R~v7NW1ZrNLO|1{nSHK
zK3h>vC1&)_FHg`%suTp9X*Pblq;&xudbtX4m>Hc}U@Zf^jwscPDpSmIg17t#3XXBT
z4$JZZmZ{kKyecZ4#>Q&lTat3W8V%_)<`*;1Ntvf0)9ShJs(+wyM%GjL(OG_ZG}+eQ
z=TD^`zQLnsX8IMaM)z>;#5a|LTQ6kLRnJs>gsCDPHc1y3Pkd>Kyf!iE@ysyUm_sAp
z@2#L<Kd0E+J%Y;Qv9n|OC=IFMtS-zlFw<yUC~U!r_xiV@x^!5Tq%33}I5i!Ag|5Br
z7hUE1kAS)-*AEVV?6}Xy5_byU=n|>Qx(5L@3cJU@^CM;VCo^tg9uB3Bba2H&#Wn?Z
zK#w1;p`U;HDtgmYK@7N7E4w(~go?An3wx=B=EFU80#Ne2!Znq%TsWZt1&5K;zL{Hf
zupymNK%5S%LtT9QQMHc5q>fsXv!B>9+`QS&MxHDVoniUj%`{Gmu+#TT09V4kc91IK
z7ek$C{WN9iK61QrVLNf20&~A0nptg3K|*(|q`o2Sc&7D+h=Hl(@P<KNeXOqE1^!)~
zK+K0}P5Z#)@2gFqFBpBSwh8C9v0wcaCID9)IoUFYUf1WWJR?Hc=2%Ty>LQR2?qpzo
zcepaAlIgn;b()V1tw}A^Jt)jRXmftFdDi*r=^1Q7dnn@fw*0Jjnxa|LnAbBig}N<E
zOMaK+bIYAP)tN+mL2rBRJFVjN_A2{AX35OdhY$4H;%hS(eF^n9c<cTJ-I2Ll1z;Yt
zt)t*wVZ#=-JD*;j!o_3b*Jx^3pHyfJC<6POd{Q)+H&+DO#-HtLLA(KvDrLf#W2F=|
z&c_>u$TkK?N-hnAViJL=KlU%^EvXb_y6_Q;6<Ot5JaDxE_rg%qv4{O-uy2A6ti`bl
zJ?4}rOw{cuH#^=m8RV<?wz(2(Yk{-#W^~oO?BSPqnF{)nNx!W&cxXf%D8p{ucgBRN
z@a^hS^8nrD7fN5!tos&jFiq$m7hlDSgt|rPT+wPw?l|xwGzUF*;+D(BEt}fgW4Vl<
zlYNr)Q+jjlk2d|>)}3o=ZEw*U!1d9bMl^5;blm65hMI?tC&P!0bU%YM$acUozjhIH
z7#8e)GOLJPc0d5=gZ>z==i|f$_0W9-pUwe4i8vpjjnsyhCVR>vLW9CSgu|ezRxwzH
zqjk+Bvtlz>^hQ|)XV;+oe5V!$IS*ij=RNHBd5TV5mlxVyrDC`&3LI#kq+T=EFwt>k
z#UB3%G)f!wpAd&sS5M4e@9VyIknu?9w!RJ6dAXyVc=q!Iw?9N;ttdJhpy7(v$;~1C
z8WpXN-rYVmQ}xU^dzSHBcrD25o=n%>`UQ;UYVVtpRSa#+>V_y4&C&FYA*qes(Sxjv
z48c`NeA@-bw<NO)Z4(ENav)ahmPia6@^Qx;Ua@&?7!`wT5MAPf9&g|9o`}EHn?htH
zEOQ5fyg<a_lG6Ole_TUG@w;Kp&cpL?k7Xwf#}Gl+xBqHlz2lCAcJdA*x5hCQ?#NMh
zm5mc9B_K6?v0Okz;punH(ZH|p?E1(~UC+g~jh2IL_eq39_K_337nkyT3nQFGms9jK
zL1||)u1spk?lQbLlQ#_3-_&T3Oq%*;*a+_(^*xBh3C^28;jYVHRYLhnW*)ah-3+N(
z9jhOIpiNW}+UyKn`-d(P(WD-lJKws<O<5j^1gCbiKc?9|FNxz}nh2`%pL*78oZeFJ
zv8RDRkg@ajm#J)wf(;9wx<!uBdL4ZzFC61e#Nr;WEn1U1v%#g4=jKZyHC0aULwhOd
zvPn8rW3VCPd3kA=eCwfmZuj;yiDM=7K8>}^$D`PYXhU?l@&Lt^m|U6?)ko$k;wO=Y
zfl5O97Mb3+3AfOnp4XOrs#|+{PPB$>#VW`7LTIDLw}#&goBd7#k1CxT0jc_ZMGdB<
zWf^Xm)?Gz9%?&fo7{)?EJXta4^{%|zsD434Uoo?c48@Wb5vNC6?B%46!X=9+)sVds
zJC|_+d@M4<6b8Nwhy`b5e%xqNdRwf(>VKl?&DuPc@I*2bXsJ4zq)k2c@=xh3v6Le5
zW0kT_yYaAYLvV@oW7v}y%cbf?PfH`xFXV~Fo3Q7rcs0MT?s!ww$wgcT#GyZ8^p-*F
z2(eL*ABJ2Dh;vAj2K61`AB6vZ7)Fn;eG1i<B-z}C9;_!u?ltw1YpW;|j8g;T(U9by
z8-jJ#nXdGcS=<EVixO7Zln621Y%56NClMzO)6=s1k!G!~>{WfrNM~SJF;{N#T!*Rw
z)oU3}b-i@KtN@_VBdfGGCHL@bPOSQ)=i|XW5-zIV^D><o%)W2dL$X&8Y7Hf-a-s!)
zKDmk>s52o{4I99g=5<Do`_?nTsF60lSO=rt+|%Sb9h!TYiP8u<jhAa-V$evI%z82+
zvjJ&KG$Oy@Lp0x2z|Eu+&*X7MAr%}tjC{by5DxK#zRd0RS4O%&=6*frV|~%MBDu@3
zq6;XhztEoj*ek~5SWaqzM~DcHUJfMfWRAzFJ-(;64i{B9`;f{=_f!|#IWTozRpFk?
zB8%q@_HQdqomPz0L}<zQbhLSn0r#E<k9y?#uY#$K1>IV{Jqwj0x(F!ODwkg6#3??L
zOVv(`P|8*OfS*JmFVO-t<)G;UZnH$?X@P`^%>7rN-uoH6#hb-{D|Yb7k-9jT|Apss
zlyS#`v>Sf@6^50V6dASzjWe2mD*)Hr1*t9r=Jtyo%6o0x6`B_}zrxHuSsKQ>(iDkG
zr6(znVb(D?loJ_E)689$URf=b?1yM&>#@Do3BnuMG{VMTK@k-uK<AY<lR-OA-vw98
zDWL_K(A=d6sq2k4HHM#=GvB&RI}W2gFQDg+Iz_oX+;V8CuRREmiD#T~ET1!@1zzXr
zND4UFBAgXl#jhj+G{EZg^b=0J<Ht{^Y|K@p?&1(89f$vDhG7q@NTXW`3mPiNi-)<i
z#pz<{xs>Y$S(+P7=c@kkGb}O8GgfCV8#{j*8|eJ((MtOQ<Y9=~|C*5#<syj?9@M}S
z(DoXPJMa2Nj`9G!?i4f<IRSOrmz8SY7v#yoyDB%S&XR{x0Xri?WWH0!f5mGwqvaoM
zw@<S4miY)5r1ACji}P{nEwYWbk<ggP&;k?YCDrIFou$1t+3wf6ubm2qvJo5iZUMfz
z0is%tKY=dD&ph;mH1rSH-hQVk2)<>6pey0bEg(N8`_<@OvK1QsJ$004ee<9wC*^?{
zxrj$Wrv3Ieu}WkqP%9s_ZC8t}=ZG^J7Tvg>;$3dzS^1Q1vVw;Ta~KwdOzmiP1SRbr
zaVVz+Z%;aOX$u(DXF%U&j<qkzfIr}`%Yu5Oo*7;tuX0{G`sG5XBcLb?s7jg>6dEqa
zStsuHmFf*WqVGajM3S<6uw+iE;^@gP+nY>bDgyA7TIE*I%(V+fP=H1&ZNn-jXyh2K
zN)S)zxUKVH^3TSONg(AUTrjG#RujgPBeq5)dO<O!%6XkF3NesrEo|PJ3(6S5_HfT`
zRXH=S*dLfhveXA#*}Mbn^^#taI$$SSrCf^TyaM>YP1~3)yxo*e`D1R1pTL^ddrVCm
z%E#1+v+KtgdAt=*nP~prtfKl47B5?AJcb_W&Q#|LdfHRk+ma^bf%i7H-e`{F(aH7y
z_=8h)Z-)$<&^)O}%=IaSiL3(&I|uqulLXyoPY}XwYqhLLa^_fvN}y-D{u=*i8~_H{
zDt2dSG?l}Lrd2ASG6#`>&ynXs;h%qbA?GjXCkK5aC1N<`t(g`0_#SU6A#}9c_T?^e
za@U^isYKqTzN+U((&wh+FPVAoXfz#@Y`w=G@B|*<6{TDp&bCzjL>&+(<!a!0r%-Qz
ze<tR|wt{joLR>1SYs<|ZlNwidK$9zk<8?dOGZipNT>Y+=Gy-$B2j5;hu07#(dUq9%
zUxGH417>QXvo164S*G5P3*C0pOqq)`aO)}QwN1*Xo<d<V?#iO#>IPZIvwsuqPf7SK
zKlGOHlL|E$|2-iz_ep`A=O&hd2)tAt6}m^Pv589b1~9e9^^Q4cUs3+1pqmc(j{w|O
z;%lOF<cM93mo0ur#T3Hvf0pbF;9;#^;<3m?uBemZv&VVw1Ij0Rt0BHVYM&DA3u0La
zY^LZe=5^in!F9ImgIV5oJxf<GYc<aqa#cP)FsZ|slf24dd$zm^tu|bxe=W{EK&6uR
zNUPV#8u)H}w1qZ~zXRe&U%Bk02FNLDZuIUS9tRs{{TRp(bN;+Dx$S9CIRr60wkX??
z=Dh5a^%eZ#?tAhWr@tx=Zwe?k6`b-R*+oib4$T^!m7~G_|KvqGrz%w=O}I4yDcG2L
z1$*w*Mz`qTS@gu~ewR16GtKIvr}u+{wbkD0&vrkAPxmM|xHdIOymTJHucM%9;)T{?
zLONz2o46PV(fQG-j=6PBN#G~NF{0Q&l>=Sc?|!9U*8Iw_QecCh`6Z$|pT+(Paf#3=
z7<gan*uHzRo@o+&je3IA+R&KmeW)<NLaModqA;y4;vNAQQrW8<glL`wTJ}SOuZF>6
z9dFiSzf_}vCrh8Nr!-1Tqho#HFMC%h2z_MD9;S?$-Um$;vamD#>sIJhDlj&E^ehBZ
zr#ye}eq*`B9z-=a1!Zg=@$ms#A1DOnOi|l3p9#@Xq6ZXxrghWlPG@R!SLN9EV*P8q
z{3E?wHG_^{-IEDn`=;nr$T3)j2qM|`ys?yax%p*N7K;ox1D(k{0`}3KhjunGo|mEE
z4z0dh1{Ci86Mgnde=BZ6`y}-*-cV>-9;1GJAUU-JrA~-(Ury-<eCJASUqv{dGZM)j
zdT#Vybexm^pGJy2k0@x>r;Xw4f1fCp@MrojFnRl{PWyt$U9tO#X)sp%H`)s9<OKIJ
z<L@bd&z<A61%%oE)Yf^xjGA=k)R&I~WW82=850iYbPdPkGL1OA7sy@cOxJ;@Lxtn0
zkN^Yr($CjAPUqzk;$P#HdO3{9EP$sak4GTt)*Jbd<Nks_axdr$vR^S4KL%p?cQiY>
zk`L6mq9;3eV}YSk9jfmc3wdFRhWBALdMx6Z?;n2sTP#BHfm?CT<8$vPCBcmKZ17p}
zMcKV+7@YuiIGdzU679PI^P;C}n7^r>Z?;#;1PX9UC`@nF%}GAg{mxZUg*q;bl}<6#
zL=2Bb?o@CS$YR>W1`}vG!~|%ZB%gn4<GePC4#13t&BOc%xZPE2o1n$k0nv8&m?(oU
zZVhiI*TT8SVLi_L#sjrHe2U=dP#m>y&B!6T`6H(`0YwOWNbk8z)$@Q^9C;7w5V^K^
zM$!J32*Eqkqt#&R&O~^_eQ!zegATD2I0ZKH7OV?+A)&puO8e_?YLDC@BF;V0q|Z!I
z$xG_-DZJjkam$!8b+O#d1XUjJZ;c*F1ly`+zcE#7ezX^>cTK(IRmfb~=)K4b0mopY
z>^wae2&2Uf$>6{!Cs$hG9pIzYAnmO)cp0yEUzG9ey5P-2TalN-(}o8Ox?4K%HV@kX
z;-RQ?%<C(1Ph@_n*Ru@f2XexH-w?1vU)LYJ|GiSFyJb2aK)ga<ahkO!-PMb6-w{@Q
zJ5fMjCfBAZfu}X@P!*6;|D{fj@WpNeGlfpJYLMJnPFxoq82Yg0s3>JG(T+MtL!iu#
z<$ehonj&%2!053$(bX`vk`wGU1W1x=c=kO{1kPnXKK+~E7<md4t!S`nNTq+~@h~E}
zUewQ%+^r#-u-C6tW{E+af*{VFYs^H=V8clfqgvHRi?%Q<8j@-q!5g-Iep3te_%2S}
z;8H|mbokdOt|fO86C+4cK15s`CRr)i_Vaa@ex7d5m<vzc4E3|@L2KUU;W@d>F}j_f
zv8Gu&u9YCRe*|<~MbxSZ1CuR5r#2uzT~Fe_^vOjPQ9l#&1Wa;mp&8iK7|k&(g@xAG
zzqoZ}KJn}+pHh3bF6p%{#o4lon2*nlB76D3dSW~!j!xXs*r<~d!LMVjP1a&MZROC0
zmYSpX)VFO4QJ;Ug1_U4xemz6oDjy_a!~T;VD-@_<C&P=7d_b9I9yfNP*VP?N7qd#X
z=_V-PWJqgwGugW>zN^On91DHo)lx~WtfR;w;z*C6$onCbHFM6=qK<6bii6oo>SfkF
zKcG@e**D1Qeo1%(5j`tUje<H@@eS<9Dl(d@T);OzUFwtbM+jvF=eC<FUE#x$(cgrY
zxU8z*Xir$LUS;Ei{>`o(31ojcRqm|1)S?}t8`|A_ZettoB{cP^{r{2m-cd>T{olW4
zYMCQba*y1*9HcmN?}Z|Y=qI<}C`C;vOD!|W+**=baD$oR)*QKWA!4~QXYSlt*7f7M
zuJ8AE-{;(a@*jtD-Y;I``FuPDe?-@YE1PWU{^o3&&IzDFaf68rhGjRi+utMyjP4!3
z+_7*<-~2XLyX$Y4VkFTF$l3ZU`E%ecj7>>9t^du`Dy-(kv7)D!<os~MLqE*G$PMk^
z5L_y#y`*rd@0nBDj}nQ=Z*k^xavXh)fk!`gDA(yo2>#%}AqRW;&xp#VsQb2fL^jLq
z808JK{_%asdpF5*S8+VVXC)WCqRi9h;5gB2?O#rS`PtE*-|G{0c+$_yM{Vyg1|vE+
zC^s?nMIK3~UKwXj*Fy8tZkwAr-8JH%C6(Zl4pJYz=b>PB10RWdcnF_3h{sMf7jH7^
zACyBF3IPO7?be(jc)wcq(v7Es-2J*GA{Ol$zvm#A<6R{ZM>R$qQV%hW((@zsIqhtI
zVyWHt{pb7fYWbRz=1X-7@ZX1Ku($a~IY4!ph$j|Td~<TKZrv|qJr|zH_Sphj5fSX5
zffHhYaF*}PN?%C6d<lnJ*KAQd8op&cN}c&pA)-u7v1u1gwq1t<NTUY1`>wyD2L)`t
zVUE3kl0|D0%krw^?ckn5ns@c175gQkfKB@fsy961!QJvfB8;+AsfDokJ`JYBYXC0{
zToN27U$qV`-weAf(+ly+a4?rz1-c}T39$uT6W}-D0I2XA(bqau!yN*hg!mbpAQ2~}
zeN7cFs&T_+ad$3NZ{_X~KunCj@FYwVi;2+wnRV#&dIn}=&(uBO%?EMRW8nCS7!!@$
z*hLG1=-vDC^uNInBFv!u_6^>D(WTM`&F=%>Ypwv!4Le?UM?!?kh5UEi%0$6nvfZr<
zIQRM~fSl6fOfrxCP_tCEsfhT7O|r0RFB~Hni?!x2mU!WX&GQ8Hqw7;clA@8_`f223
z@TAO{L|ECS+L?Oe=6>!EzPg#A@t+!OG#`^VUv|ht2>TRAHg*o1V<ky(jgK75rdhG%
z8s7W!jH*Mu@~joB=(Sj$+N#I@h-3b_xyD!A3E^Dcu;H94;?v;%Cc@l+_^e>Be7Ix(
z=EuXSlav%#VuntnnzJ#p;WQqaW~0a7u>r|JQ{Ks{EGI`-UblC`@g7%hGof7Gi3YcC
zG?nE#Am~=l<!gTwOtyz?QE8_*mi_)m(@p}*VrAW94&)L>r<UI`&nGtE&y!INt(Ic9
zQ!F-!qe!2hB}--AX9zJJIp4lHX#PT(fpO&W*)PcVk`24Q5@0Bh=3_SQ<#1doc%RG6
z{X;&l&ggmk((52SZpXO@UZ*$1X%1jcgS!(pM%7#8?>PX(WlT|Mo72(Cfd4Wn;J)LE
zXH!6Pmb<IVba<UeuWfnF9qK$-YH%IUHAjn%pyk+|-1^n;kX=<bzPhVciizNxdo`Z?
z46IoA>UPR&oyaXW&92OYg0#=HYs}|3TfqAgt6pkOflp98uh2s%w4`6MYR{&fCI6XI
zG@<E^#yUQ%CAz6|IRm`Rt4KdM7JA@fLL=!W-4$u;cwW;Ls7%hgCro#trk4k~oM(c#
zBnE6`M1z4fq<@?@`jp{+CrTbW`n<h^W=AlV>B!p-ucaszkUR$bfE_%%l@49~Vht<F
z<+dW+l(%e20tvEwDV5VAgns2Y=q`4bsA!eLkV5bqMEG4$pTV(n{K#iy=TQPg+454<
zW~&Cz-$r_88-zT&IBi&Tu0WC2m;B*s_hh|juzws1eX^`0V#s(miRmcORL=n(QMK=2
z*Xkwo%z$y@0}V%Y%{Q0)*z{i6&zn8&{9?OH|ENILA5~xY>p1VaWb@iXz|=bqtQmOb
z)P~uEbWl_kS7+aCJ^<dG{~A>d){Z|uE}9R#hG-pj3hxm8nN_(NIMH)6gU8Aw1nzz6
z00%|+_|e#1F<`QoL!hjGuMD{V0`^AY3~|O;XP6=7HMROPLQzRrKc27>@8S017HP^R
z{y1$6OsG%1c)fPEkfn{>N}vAFVI@t>V04b9hjLRQ<Bv;siUk#He?wXdc^xW%Is<p%
zzwELPIUj?7iHL`X9x1xCoP~k!Y*s#eNCz9KV_d|(=)n@?7t37S9d5K2V0d<pZB9^R
z9hN#DQ=*tcKo)p%?FRE*HfR#08n5m2x2w1z7v|Z|UW2v+gttDXYKcf*317=VTqkyK
zgkVQs^Nv`aG&XA`Gd*O%SUKLdcl*qVDU$61Mg%ik6e;?sq>D+HsXd!G-%zEwD_(m<
z_Mxl?x&1IU$C50{7}Z{BZr>O|YdY}5iNV4v5z|sC^c!w$@t@C3Y~-_eMW?p3o^mA}
zjYN2Cg=(p0w@WJ8f4}}f;ws9`BoA#yhh3~zGQ1mSMob@#E)<-`t>8jsL;W9Ibvs(e
z)O)kHK~;mI#(nFHo7Zc$oGo(dr9%&!!BMzZJ)GDSbQ2C<<%o0jnc@YFxV>1R$CPl6
zszSd3GKUjAz<KqPC0!L3(^_ej#<He>oY1y#LZYLS&p5Ac7U8y0a`3<ClK#kNe)xNH
zw59#d{e`SST4lU?LL@#jMHT%7(p2iCz5j{Lv3;s{ptX?lE8#!Bh9CR?eAKFVB>ntB
zF@`N7Hx_I2vpD&P70rrmXYu3PfQa$+A`PDMEs-#i!IrG<Q;%i-RBCuF)%5V#s5%zA
z^&4_Lf|M`q^sj=Ac?2Irf;AEZA7`E!z9FXik@U8|EMwbhIV>`bcT8oWDzrrNsRtzH
z2KlH$2}h1#`i*1!5I8O7WNwAtUf_|_^6ZMpk8;@8&yOMOjEB5`ZPoJ4=O<I}$hVI<
zc*iU}8pn|NcFkC^&VKZRY~`mjH3E-q7}a_(3R;;g>}~w<<0xv4_M@<JH#uj%15=2k
z%}46X<T62sITXZO{h9B*G*e~M9&{C8qaTOl#iT5}VKh4yF*Li(LkRy17}eun;Xd4O
zONoEHx9p~IF9}<4d6QoqLL40~BpMovh@Q*W)cr1Q3CKMfaZb5__v+Q>v3RI1jy;^A
z%++!rTZO<cNp2~4FI6KeO~<$r_bkzBK7SaD5g^H^Hd#>`t0KMO@;W6RSaM_O{T|0q
zKyf-HQSfm+%mAvh#X5^}V=sJ*J4Y6z%Tr6qiT%I`@3+XLS;2hyfPujct6Qu`d$5X}
z13uZy9Aktq{-`q(Q=sMcVp>121R=~DEhjBsTqGdi^s}>SKi1`BITpG^<l7B1dS9Gt
z$~}dbYW`B_nFRJtnxs!wkxSYHRi*3FSE_!1kuN2x${oLv?GkGm@fl>jA~M=CyK##x
zgrAb5IA*bj7sx%xYS2FX$PhjV-`{X9G-bK&6{82EP}gU*giD*7R}k#x=kn<x^*Jqh
zA6r_YM(Mkg<EqGMcd9L$SYXOfh5EA^{AK>!2Wm16+lfJnL;FUD8jfIdVusE5Go<7j
z)HD<6Xr5hOCe~-}&&WUik;`-(uw8tD{ZwvU`NB&ttzkMw2yf+UsIqI(Fl+LZQdxO_
zAd889#u-#mr)OxTb`a=*b>-`3OKxp@m>`j_Bd0OoF><G0ts-|?9k@_ttMqL03qW7{
ziOOj|63f`~`mYXm6N|Y`83RFcA>zeKs20H`mP$R*nvL$#AC}9v`-OQ_RoG0_zZW?z
zyQ+{6|JrTdsoPI}!+$hnzhG6-CH%aRBqTiTlCbm3#j(9_LsU?qW8-`D2f5KnrQxA#
zkUs~Hnu9rnUR_6g$-)ycs;-(si^Aw+N@^cN9EXU-u2c8SuW{Zxfqz!UM1MWxUk^TN
zs4s}Ki1@c2RMY9fwXD8wI{Oh#tB3ox7;Txc!(yL)*j@WKX)cEh*zq^_Lwfxzsqfz`
z8CeULreg-i*=`);H_T@;WMmonic1$|Rvapn$(f<Z)OdhO#D?9|UW>T;#N1Z_0wq`2
zm$%$}3nHuABaetu!fmGnOReXL&)H4!5%v|s%_CqI(}(x;?nmyxQmxQy&8}MShS(n$
zH{31I(S+Vp@s$NOPZ%m0yT7PHJ4tW_({Vw+W$@AhaJb9{J|}{BtA1d{8d9&yTWEWG
zHv8VYMhO=!=d5**_ig@CDfTABMLn7gIXq6a{-QxZq>1NI9@8dAQ#%dC9XF@K$EWyE
zbZp-)dfN5#s8*gxS4M&0KWLhG>_7F%_NfT1TIC*3{<qVMjI3D_qI7V5yv=Dc(=xt{
zH}L93YbP)(L*hjRDW9H~%#K*U;!?Py(oG^v>jWsxh01%fLmL6r_OhG*#GCRGc<op!
zF8q+Uq3=98B3u(1T)Lwpw-R!sQNE<V2Nk!`*{Eko(}}kdJ4X!U$#oa@lf=?ohtDF*
zXLL)1kbg(dDfdLA(tJ_I`NbvvuXXe+Cj8$axrBA=)zpTVI5COE>v;b+@yf+(r9I90
zo+qVhq9=et&-Jop>&U<EG1#~4YnI(6HgdRkDF^btW{s#60wh~W)3GTtCqcnQNE0IK
z#gImBlu9TU$BtozbxChupm;N+=zHz58>C;XHtD_c8GYu587!0;kW)CS_=jLRQ&LWg
zsdyxRdS53X8Mdu0I{-Q+=BoD@+dexE;(q*{e@l_WV&y1V%-#)Bv<S5hLv>PLHI;yn
zuQ-M+5^lns)YZh+0TH@c7Q$2E^4X<pwNkKD$GeVk?|kDXjJcmPz3D5kuPuFMD7*Cj
zp1>*)FCXGOO@4&)Z9$kifK)H+)XAPyo^jVT_((4l&yS!H{wVc|TVhye-{M2rr1O32
z8}OX_uzJM|srSV}W3Jb8V;z(~PCUCWx8hl4paBTs!7RT88db_#%W!kLTsJ|Jxh#x<
z6|t;@m;ja4UsGo(Oz(r=t^y})q#S%riey<HhQOT&Qjiq%CW+_I7oxh;BU+zl=$-^9
zL8ZIqKd8FBRZ7#rY7i_B_#>pLb#Q2b&d74JTe)!NPW&4>6<g%@qk9}`qwnWfZ=PEF
z@Pc&M1k;Tbr48TOrK(=2WiO+)Rw=3o@ERD!2u4(0e`m__%(zo1-Wls0bXVom>>VNb
zmOLP1QAV(9YT)eQ!2OOg5(+)q!WDMAKmXa3wckJ48%ZHT<?{3e+8HC(7VR`frb6|$
zOQHltf}D?NMZrH!NIWIzK)LBL;g=b_5`YS!^?soR-9_%!mW|?=y4win`9JBly0>80
z|3&9Qiy#PrO=G=bEAr8$Lmz@fdXg?D6deUV$v+-ecqMRw6w!CQU3R#0&{?oxxV0-g
zA9y0%+K+--QhdNJ43ZSTz%)I9_LQPi!k?2C9OFrR=NTp0k*d@f?)5Mrpwdw8<%uVb
zome9B2z@e!&Yun3kHT13CaLR1I;Gw7Wgi1eHg=ua+^L*a&Kd&{Yj*@6oK!Z3FtI)y
zAKyhC#xeR1*#v-hLa;-bi__X8VkQVxeKr1%<1oV!p^El)Syq_Lj;X~Rjj)mqMB$+Y
zo0^n%xNw$2<Uo0XMYb-f+G@ouC0V~JEk-#7h8IRbmq5SP8WR)IGbm1GX}|}cNC93A
zVi2<sa-^+Kns<Qs!un&52@OB6%6riXcWu`mj(@etz$Zvu;aYX1*&e@Jt6s-yTDq8Z
z0&7^C0iRsqv6wH7ZzV!e&Xm|{A1@ymjssK1-2;#fJR(ActS6f#k}p*cceA8n>*Q1Q
zSjL(%y|7J2)^9Xp1^>vWQ66s{Zn?P^&Rx@y&!BJ&t+hzjUO|=oR2+L%WBbSOe<n}H
zlyj&5-FO0)JU_g60RCxvD>7;W;`5TJ0Vb?91u8nxhLVP&z`mBH^p&eo8?bApv}YfF
zRwZlHG~ldqiSW=p*Y|yiyD`EwjCaeLO~<+_WKxh?%@FHydsJhKOezFjs5goKnLsA?
zwQGz(5=ibZsj(SiQ_tLGU$n8JDVwTbH8mo$1%gJ}qVH9XXOPd*i#Ksd@~qA(|MKLI
zBP(%`iiIX;dHJaNh{|U!<CQboVY0DSK6LAict-Ag-Os&_>Do>i%kNGrLr*LGeZ2=$
ztfnrPjGF(E2S3)oP`9=hJ7Rgq+a@Nwy7if~jyy7atJh}~1WZaZQ5cT1)rYiBoxRqB
z;T+dN)xygLH8!NrKcPiCqw>k{3-a%OykLE@2$^{P_XbdxYbvaRGg{dVm~&<v`U}x5
zL&VbhtIB>gzEXiJHVN4y1|tWQhChrUq@wq}IGxH(2rqKmPlE`0`!NrxZ(n1P8dl9$
zSP!;0yNi?t-YA#U7;!Wjs_S6%_~!!?X;%QVe$2Ef-x8<%R(S;!iWG|)(ayIv7};=J
z*SfpDkdxoEhIL-&&RIU2a)v6<RAH{!FO!^f-h8(Xo~gM|TRD_i#Ig^)3h_6F>yw*&
zk8i(Nlo8975vyzVmT(NzsK6FI&hodyD=$)YCbnRw%yIJ9cUq?1#4o?$e<_5E=nX;l
z>|ksj3Lj4+1Mhz(io4zy3&{;}+cOiK9avK8@bz+}UY3rot&sTbRPg1~SnQ-ufD?5=
zEBwsSkJ=QabbPy=Bt{PNFBCI>zJ5e}t~|g{xC0TBU|k8@w6^;|6>kKm34SmL@Xj;~
zdaDkr*L>t%%h<0Ee~zynd(@A*+8zTmc$g!dT2~7yr$vxwnVj(Up^{0QpfaF|wdX7l
zBUAuO<)pO*GDxU^(U%fXc^y_25*lcA2_R=yc!(*>FwdO?zYB$r=R0F>(a|U1oy_ld
zWv2EtmEW=!y~v+qURz$`eldBYr~HbHcKP?I2^Z1llHuVxZ@jXIzU13-LYkP_hS%EH
z3?G~l7HL19T`+uQeWq&Oi?5<c_ZYUTj~VBD`tbBEX5ck30QTc>%S9!e2zx$pW5@U=
z+M@FvZqJk(-1PAXKSts$j*ZctOdzNdG#rd-|1hJmsv~#Uk^aA^wW?_mT)CmhBMt2-
zUi~p-E055tdtBG%yk^C4g2^0P);8UE;oLP6p8}Vfb?ReMs}Gvj3phrP&E|8L8bg*3
zezb<~h&GQZ&on3o|1hzIEfbVZW!5uXufmVIh%YO|g>pXYho`DiYfN=_OPd2+J3bcJ
z1h_9m_Yiz!_)Scb2wBy`#U?0nb$#2D<ITL`Ra>><>f4_zr_Y@ES4lTpJ`=M~lcv?9
zPn}PJDA+}HO})4ev?hk8lBR8wkG#ViI#?=%)!L>1J`(v45&l0-%~1zeQo5)q8n0$5
z$WE#gd(aOwaqcs(i9Gn^;<@FrTPTA5lBc2V6gc>F!)3tea@Q6#=%?<KEw2vBNpUtG
z$&y$X7)5v(p)Gu$rUaU={d!CYh&Zk?DgDSXuukwd>S?qXjDOFh6JQ{{ac39NXAba?
zOS(5XIa6KrgAVUe+!rm&uI2E618vZq`mtY)tZD(nI<wj-mvNI#@fY{)>+J6WQncBp
z1UUE1$Tax79@2@Qe?2a$GJP2!|4z@MLjHcVtP183wU<0);CTx<H}Z7$ppuJoU<ceu
zdoY;cH>_b@rv$!Sb{(Cn+g`n1Vo6^TB-W2AlQgHAldT;ep)tLg&ueIrTjJdrf2TqU
zr+vQZ|1LQuy!-l5>d6%yJ)3)30p+#d<uk~m_ILU%wiNz;2N7HP71Wi?raal>%FVvs
z`ZYD{)k$<wWGiW|Vzy`n*eBrKF-^W<V%<j-%oeZEj#;B47ceq72J>>s4F@1J^9OQC
z$`78)0AIlU2`FsU=3fKytn>Av)i|GhF~Y_-ajzj0--@+@L9=`XqnYYLvd<0+VD=Qq
zCCYn2mU+^5dG_%z!mN8-b0xNu{1Q{2<)oB_kbmwwkO}73axkwR;+<m6WpLn+bD-A0
z$T3-2ropuz9|yw!jkZ#U?G~dxtplYsg5_UOll1{#kha4t-@+TueiEBo@2tb>q*NO*
z_0MD^a_OlR30IOR>QLt4&$|0W@9kF?emnYovcKQ1>Y_53UBS|bdTRHcmJ8;+tEQ^P
zf1d$=ktI7J^mh3^IR7Eo3zLnpO7SR^tuUC3*)x?ndl7+kE5&aZYjJ%txr$8-8eGe7
z6Q0u05QOx}<XC6D>R?v|<HX4Y`N&8+Ro3H5dz0Yc-dT-lKP$+7P|WS)KXUb#I_byY
zP*XpzXKp=f;_bmD_iYV9m+dr@AOR(5V?eSwB3{~`M)LaYiOX8<kO`?p<o=<mpnAQB
zdz?tq4lXLkz<vi*5hsn?k*9>v^sJS+r%irP=3wgp?o*WV=e`T(^}@^G%2@oZ?u)>(
zb&--=4*jssA)kRrA>_H<$`o%?KL9PB0{fnr7%U!}FXtojN?&B22It7JMN+&Pmea^d
zsDAE}bjFKbxgtX`BHRRlQ0t%>w`|^#yT8))G}HND>KDT*lbX#lgCnk5_vsT}TIOr6
zOy5963J4aAHU#ZzFaychbd@i83~sE#Pvi)|zHc#+r<F{PHItFDQX1NargF@pEvYJL
zTh8idGd&F&z!J6Qu@RToW0^Xt_Uc9W+u?dl%;!$fg#S%`&|927e|75jzaRhi+2^Kd
zRC1NoASqcPdyZ0_%-GYMwKs=El>ntsO<xkxjA6@#hnH44So-cbN`zG`YA4IJ3S#pa
zo>C}rz`NQkl-PGn=GAZ5l?&Ekw^BJuk!eM>T*;bKKi?byvbfl3PV2tK2bFv!0!M?r
z&d^>zi8obOq>)T+hml*>D*G6s_j<<68}c&#Mz&RxaDC5B;VG-35NnmY$4hxJO+I7o
zCO%{CB)gF@m`8!g-xeqR(1{THwx=RPReV1eDM3If$RO56MGp5q{J01=P)Rlm`HIQr
z;S)dA!`tVy{DnxozgqyG0(q|kSP`jK{mdHG8~+gHK8<x%Ui&cY{C>j8sS5~cS#dmQ
zh^$;WoT>G>Jkde=9O?Sv?3ifS!7g9(qmlFQ&*m)Kxq;u0x=FQa#((hP4X=K;O-tkc
zOpS!wU#(@?CNvMzuk2>*6SUm3GU(@T91&jnEJ78nUsYi34xvi`3r<YCh{fTikl7oD
zcu_pysRB%<kbL2G<)k2k6RgrE5{Ofm%z?h@BHG$zoHh}$G?ynlers*<u(Jjn2dcbE
zW4Z10(?kHuOD)@;!f({RkJ2WbjRoAx*F`VB)C(~N&9ZvdR{wUI`hZ-k4B|4-tS_zX
zcXGgon9WEumu8qCE|<$7fEP>gQdL8dzz`{`(Uw34XZ4yM&j#Y`Q~2>=xFE{y$bRfL
z3Y)PG?Al^$iSEdnK`NLm!*y|}`zUgY+y)nK&X*bW@bVdzl{%DDI)nT(_yKaK_f6bf
z$N*r(Ga3C)R=ZrQaP;PUcbpk$%Z0qk!GP%t?!%~yv|>FxtR&-ni&d^gRnKjMV|5Xo
zQ}@)8i}9vx3-R(#UmEogZX)$9P%v?2Eer?ja(}S@-W_)P1-zksMOkbwSTcn{8q;{;
z+iM1Fb&Q`F(KMH#*FPzzuFOQT+3sxMZU8Y^w2*<?tSDwz_b)mUwdG?TT>OGg7onuq
zEGy=IPc0y=T)#7rJ(MkgAvT6dYf5V=ZowdAQ@4JhS8?>hIlVZY7FGKLnzT2dq7KLQ
zzb4AZ`GLiHg}!r(z&;k$3)i<Rn`6@AMN7DakDhZEr{^*uij=#{o`sdiR4fZ=0IE4N
zb3%n5LOzcPAKP5D(Wpve*m6@=_Q5Ul0_CuYa>m+W1iB26;AE4IO7zGr!N1%kg@ueW
zw?fQRG|D)8)z(3Um&M+E{PIWMbLKQOIm9{oC*GW2#Y~#7GO60~)o9s{3*U%}Wim*Q
z;7M4%>rEytn8G?jqplpl!&jVwKF!9iID+BVIPUdTw!Qtpl4#Y`*N=b12igz+`u{Ip
znRS(D2bvmMNbf}2guBhnp9$e2&$@G(Mgugz)nOY|!*^V!*+I;c$pQ1)J-0U!M7;nR
z_j@#$>WRGn{sUbvuo&`ccFqrRFr+v#6U_O#s=N5#z3WqjU2Pn?1W3EGR?{oZOs-Hh
z3N#k&+<}T`2%=m#%~W)BkTX_hT~$pZkPO`{m0_1eMT_@o)R##eJ{Kd-H&t)zX4#D-
zlLRbt_l-O2CsA=oRXtB@2SmTY6U{`T3bPtf%`K{S&z>)Z07m@OKHRfc`%KF&f@93u
zCYN&$tpf5p3r5S;KE~Q>|I|T~*RJr4^b4UMQf`98LBAkOP1_G06;ZKN{2+U8v!uk7
zxsNc3VeYsK;IgaJYnXn89c#5#VRlxgeJ-43zcS(>%P%3`2zN9(+R)b?2LbYS?HD$4
zr@g+V96xy#vW4A#q@0e4>I*1g+fQ@&=2yBQ5*~n4e3772l}BcR1Rz~*m+DkClvc06
zu5UL>&rx^YtvInIcEY{~MFIL<4U6;plEh=7S3@8kycY=gs7XHyN$&c%?Dq;VLt`~8
zT>usjTAX?fwD{HpB&ZqsD*pcFid`-Xnp7s1Kr$}PO-qb4Cjz(ZV1guOF6(m*{1`X?
zcNKwTq(9G^pre;?miCnl^Ee=Z+2Tv1kh~nNKX_pxpIvo3F+%fQo?J^9K=X(Q;x9Hp
z;Px$PG4~cS0sI8n#i{4o5YQL^$El(kJjT>KqW|MEVXLQW1HMrF`Qo8_JU7ZZcN9m{
zXEn8!vfZcIEjCH!bZleDrS%Ne4^(2^cdG~mgWm$6vsOsr3PM~58K*o@aeB2qvKmeQ
zHaz*9Wyojl?^GE&)Qkb}R+dFMKLA@oSrFhf3ypZ%Yr=c8xrAh+fRp_oROh_85dY<B
zM%zkxk)u3othH!H=TZ!4aU#UIUOAV+c4q|4Iuy!gE7b1`sP;`-Wp0twsn8-nXVrDM
z!&EPdCRp&`fsqy5*N_u$z0;;%%+f70s|}Q_Hxg`G(X0$xFmb8D!1<C)&U{;o?|0km
z=;sG^uxkl|ei+@!cgJdHSS5vRz539?-4!RdKWAaO2_$cUA3Or@qmk9GP25rB%+hTb
za)rmbJz1BOBcs&<Ipe)8S6y{PM2JTY0?Z3TH7A`Hv5)+HZaDfRb^^vI6vLS$Z^)p6
zcYW4U>vP9ccEIyXdar=nt51E8dBf+}^%wuh9=x-vs9$<Tx^EC&exS8fAOqs==G+4_
zij$n3+bfL|C=eMH!509K@Ub@1GOXgdAbqb*nlP!_%S)>J#v}=z^yF7XS{Vaxm5i2C
ztx@d|6Eg!)EIEq1Tn91V-d?4DNn^u?n;vU-E3!|9zD!3)Mnf#$)YbxVw3N!`5reo~
zmi5cQR+Q^bA5HA~Ya>UuI6pM<yKGtQh*{rtjkV<Br(1W9am=_!+|qx!u5=Zg{r7aE
z%knR}fz|(uGY}#FGl9k#SeMjx3h(jLgEh(v-Vf0A-FoW2v8JlKxI3noRz3JNUETzh
zPkODqa_C~kd0A~GP#x~*jkz<GHC$W7^?PdIYm)ch@Yez%)5lfzgMU#LtKu+_>N&*6
zNA$oPm?hYBQpGu#aoRdn!HukL7D5_l{uQdaWkIWHL>$*X^<`}I+Q4Z!zt`N<g97>9
zJLJ3%f6$=kX+HR_Eqk>&VPuu{-cLt14bWL7XxLs!?cCA&KHZjM{$rg#n>@Mbza)0!
z^4G$P4+hF<5n{*Y>tp-jYlVn2+J2lG?6rEceas$9JO!A2qFIiJ#Y)z`Yrt#EbNNx_
z{NVY`3tx^)bf1^xCHD+Fpsb~mvlQn%CwgyiKjvl-Y$lF%f8Fe-HgyKP|IsL;w?NFj
zNn4V}=9l1D#d1%ormuM~3YV5|(Bz*aU2}D~OpS@ffrhL4b_?daq9)6F*dg}&4)cX3
z`Mj_Zvt|Io8uAkF0y|s@D~6NTax7hvA`nUbQYF5nsjLyzzh8F(k<jYa=KE}6;KbaV
zu`LHSoNx1|wfb;`rLyo}Qa0h=Qp0v+NWG1DySb?ayA2x5O3ptn5@na$dB1|ef2G#I
zjsYqc17XRG0fsa0cUo8|&!&Y8BVS)DgAubd^X0K7FG5N)dX;E(1pFL02C#_e1R}-&
zCa5mL-4|(Dk)N5GqmAowg|o=+g5J}L6}nfTCB}jzc3UTp+FxFP0W<wj{mp<<s?SH?
z=Frf-(mG0cm6#)+owCiG<KhID;~4w#fCy|v)Hi4^SWj*s%jVD(s;s<?I;yUC3>^fF
zK#)PU9<?9&ohgSIqm2G;S&fZydH<wz7uLP<X?+D><VvDGYl-?DYSM#VoVawmUJz^5
zZ;23myjOtC*HJ;h<xLz5VA~4yW>bc8;e;28g~p$~7!wF#J(oHr#^nAaKj<mo2yWAl
zI*D9$jxpH&q(S%O*QO%0`#IIOAz547s7mj&*8NLSz;zhM^YqJ$Mro(2SLr0U`U0|A
zn`@_(@L^|HuHDhum@Li3hKx(g8*6PwT|sd5{RDCA<fbl1T&e*V7$zGnyv)~;XFoMk
z>f*ej8b;^z0g8d~T2${<YQzgVrquvvx)xnuz1@YR3U@j}-MKI_W7*rhXo}p;LeQzH
zx`?e6IBV0?h7@eA>*{otnYED{Vz<qZ@wK+{e){}1tPgZli^BRDRHb_3VyZ@E&0zHx
z%TSdw5N_VgSX6MWPEF7@@UdFFN_}AnxL<^Dy$R(!>~9t^qB|A(2Q<b^u7;PJdR{8A
zJlk!^^=v*<)DqI(OJ6&#R~hqNiVQB5?`)!lQh3=5@C8aSnQ=~KCaHfa)3czGNiXMx
zwcff$Ma;tY6|9<_b_UcwfAZYV<CgGwGSxg(0EgPjV$+fo9b=#%9Vj_tdszrXs8}Qo
z{8q!&YA4<GqE^=X<sQ?{vk9MkqXfy-x^q*@yj?54ZyR}OMu|kltdE97*(Ke)4$|$p
z@I4FehY)82G1mQ=YKiFYkiYIEl^SWmUl0j~JIi>Dn?lGtZNea2KlKeOgZMkV90#b(
zi~FhQI77q_nc2?{FQh-*vk=hOR5kPBK>F&Oom6Pi&rR~uNI?YiB#*t`TTlD-2xg|V
z|Gc-9HQc5BIDege8=c=vNrK5T3=<t!p8Vf6(B`L--qO1^y`%r4SmZzTKDoMG@*~$f
z<*Sa|vu!3DlgA`a7f?UJKIg~f9rrEmY=@>$w9}&mTKDCR#owqd?Pqgg$hTI1ux_@N
zlgqyzxM7y(3h)F)u2nFVl`N8*su8Br=y&fA``wQ--{+GwN5<EZJ+~3nnR{yNH20D3
z8HMlX)`(zFZQ<l$F6Ekyso@A1aX5{QFOvwzt-%sQ)<@Bf9C}Shm9K8L8+i}(1xVY~
zzqD089x<3aKB`<DMc{I&!GTrR_%4sizD-e^`(w;k(bOxEFRM|~F1m6cOV|ERX5=PJ
z-;9AmK3dDr&Gdb9B^OKvk6%bS{UcxZqfnUUf<iadQd@1W+;UD3--9}F{d^v-%Y+WX
z#mR%wA$C1CbHb<b4m@{UW79^oY$R6{*wBH8ldW3Tw^ohA8hT>k3z@g7up2=yI%_nW
zXRRh)7FJz>EC<VlYeNgf@z+>n>6cyu8LndEX940sXzD(MTgoZ#hdi@gfxkAjy=wqC
zymbv=vesH|vfUTBetadBe7pzA)_1H?`VgHod2N~Yohks{_lIEEIE%>CAR5~j{t)|Q
z#)Kxq<xzul1+tJy9<lJF2Xu`z!F%*)5sO5z;?cMT(v3}dsi{`}si&k6il!Lc;!RjN
z7(WIWIt3agmSSb3V$;kbD|wiRgO1X{v^fLB$5R$3pD`t{hTN<HvB5ivLAp6L2HE`z
zqdczjam*X=4X2yrRyKn<vwm&rgU`?;_UI~5Rb7C;w*g^}6Q-<W`p9u<oc%sh|B|~#
zWn678Ms+s$VlpZ5q4#jMy_>mPKLY{U)&MSH*s{P&su>}h>X`aIXFJ`?Og0Xqu8n@{
z@#8Yl_0jp$i`tQceY%+Q`C&5UWfVU=s(g9Bx{#u#_V{o4t{B8;q^<Bbe>3;M9hYLQ
z7H_B!J1LmVdY-=-fbO@ySOImp-cq7=ax28=%dtdLTRLAO_Z_+u0AHPvhc?%9_pN;6
zJJcj#9Qo?CRh4H)V|eS35^J8(90rPmmDPu!N^K*PkB2m2gTl^D-+-L)+Y4MeDTJuv
z#HD)+ehls5Ey5L&I63b9h0@~CmuBT^*yfD~nhH>vM})F*sO*z(E<Tjy*yo?eKCM&G
zEbV1KQ!k6tcX)<8-Exzdrq9^9wtRyIa3%405&H5Rz1==<M8G1GBRvl&cP|vT{fo|V
z;z;1si}6D`jXP*)7dia#f#&nFlPlus0)jL_h)H8m$l9PdXKtz%l#tM)VGL?_S@V=H
zlQ)(ZYiR$rK3Q@o{zOImE4evQHy2vIDWG(u{^|pD=VElgsPwy*qz2DGCugiSL8I88
z(y=|JmZ#}3&&Tlz7wvC0V;Fxif2!B-p^(=dP?d80C38KXzq5b(XrclcXP2%oaX_=i
zzyIY!XrzTwmhuk!0ZU5Bt>Yt(;Ma1X;V+jx^)wrcj9@G8;IY)Y6|GT|(0~&1jo-kA
zHFsyIw)hBm9sXw~;wHSW6e8bw#C?HZr&>kkYn*fbL&t{)bF_2P+~Acsrpsr>+6St$
zc(K)%znN<rX78_WWc+dnRZd3Pieo%VZ-nGxL)md_sTc0_T3<VeMig-vjY;7dgev`a
zhS|*lH^10`dLc0}tQ-X81fYDM!>Y%Qeg64l$LH#LdAuw8{p~`Uo~idyojZ3}Oqc~H
zE!NvLevw&Ycg&cuh*88xc2#QXZ!mAS>>J^;3gxF=+>_&E-kzAqKmH=a<jf0<ilRC^
zi~YK{T91D-{6{%ivN(30%=5V5?tdt!YqWb-g#Axjt*mx7`?TNT75O%202}BE_EbRo
zx&DnUh_|-mXk_JR0AHP%7*BbfEy|t?{@%~guC)oz8jaMR$Pdu<+;(<aCTN@K^g1p?
zS9Fcatc%D7d|FwYw4$x>JN_z<s5L}ZphRS~EcfhrfWq5kt`Wlw#T&iNi)5}|(c;oo
zXZS?Etd{+qD_9->9cpqW1B>cREEVH<9iwH32GcX%qzNEix6@r*TuMeL_bNqyr|(>9
z5n|dlx?Q^&kh@NDj&pjIiJ@lBNrqWvO{G}6&X3c#l7bM|zB&H-HJ$f))3~98(=Gos
z>Y#iKu;qZoYD5<(l@)JHhPF+c2T5OO%DerYu5H>95qe2*8t9J<x-7&UdS7nH+<AX&
z&nf*0`dcR7I1Z73pLfjm*s?h^_FNol)&fGaZR)2py$DX&V9lvMRvRPeH80?&0QS<`
zG?`Q_O7G%Yvzyb_jTmk0k&OP_dT#Pfa4LRMa34!-jIJ}UG=Ck4?dEywoHUIZU(2pB
zEdCAUmB#3YnRf<KFSU(5MjqF{Z9OhN1rVCs5zTX4ZjfhQbknkT&&2WJ5!XDT)Jp3G
zT|NZnu_3yZF~g+PyWs?xS^Ry9rswb=IHGdD-LeTitqQ}I>SFu@$?E`dvDbJ%xUk&$
zt6o1i{|pn#*ZNyGc9q1Hi`l3FF*U!s^Jnu&b{jQ}DrmYmz$B-9HF!$vP+EHlZ`LoE
zA0XXK&W>kFGNt&~Za~)DabbVt?fS}S657lkydB=F9FWSy%!&MM2VRX|cJJ?9R2Of;
zXVF7+91kv)XMP*ibShuYu{jx(Oj263L>&>)4<9s!Cb8?EZ&e*Mq^~~p{tL0RZ?wcQ
zLIW^E1Yw`ZT}{ZD8@~2aJ_o46qb+~xsqu}AVZG+S+=*kbF;q4d&Ss&oV{PeGIoal1
z*QrR745}KkXm^~p^;>!vxn!%k1o8}4&40pw(5b?vby3<~-q}+U;A>P-x?8V9y!j3p
zlEF~o9U%_9^ojuQgC_U2)mgMP)n9Oy_6|H6156?EwOE&g46Y4nTvNPf%gNKMf}0@!
zsYpNh8gTVd*ZJ1?O=79_jRVxdagAQ`vL(gQJSg;Szv%TYB8_JBpm>L!aBz2V+OTdl
zV$<_2d|-ctViB3_>#1HbrxJks=bGU8CVS+{R6xo_T|$Mx%ZJb6Y#$%T625$mjMy4z
zzq62>5GUV(f<BsOS29=2Wv>sgGkfa>1+bSzdp7*Wl+WEqhrnT*A-4vCqvhncNcrQH
z9cDZ5NrHgeMUUHO-megz<nsi@-~C<(zadpsuJYM0w;4slty0l~UYMo7<UVc9bW^&i
z2ifc50k`_wL)#4gI+SgW{3$8Ka!OW{1xAv26J7{9MSq%soBxjY^X0vfd_OusSIaWz
zt-?pY8emBfzVgwh)+$|ut^eoAY_-!gaNozV+b05cf|#$2_KvI<G>T=qE0gYeRt+th
z>38*mik0nQED*sr8&aa)i@qf;pdE<M+XuGY1@ub#(wOWKG5<bGdhDB|Fl|S>7&J?6
z1;av)x8hGq^Z^Ro$bfyZlAG2`r=x{}RxdLvJh2#KgKp;rE%Q|x%}v^A`eCx}h%-+T
z^!cPG@irX8{f15#Rr`p|49vBa?8>>+QaYNnJ?!&>tvk}h;69t+;;)C}A?DLbU|z1Y
zJ~p;w3QhE#8H3m&rzWu<Esx5U#p&aeaefTH$PdQ!@?=Z*H&W1sT<K`?uSGJy{n0Wv
z{r3W<%QV|a-(Jmmq~718WQ;B=ZBk!;@PACuzW<%n4{{`y7b;uV+r`_B#@t)eRwY9O
zm$AfkvD|H>6bO)%)8?tXDOJH=g6uY#;I&m-IO;fhM!g2q$HIaX%?<0!bNOX(;A_eL
z#i@*nk~i^mwByz}A|?VqiqJ|yyUQ@~j)=r7s{bf7NWlv|#K;sfa@)_O$8f;(SXBE^
z=CqQUuB%bLzl|8SzBa5}>vR!4?N)+RfanJshg2e0^CtCWMEBjo{DyWtbi#BV*nD6J
z=5KkZbsjqsWs*k_y^_7w;%beEc)IqOG>@CWwCD)S|9J8O@_CP$5OoeC)41&%eMG4i
zCcUU%)X<{nSKMFb2{g}=iaUorTyCrIl&Q@6KF89Z0QH2MGeRYEaT-9AhiwebmIP)I
zbk!VEf+q6kEZmj0BSlBo3-Yf5uZ-f-u(c1+HlYFe9WBhd9mmtWp(R*Ut1{5Fx)mxd
zRcKVk)Bt>$MZZ5yZk7T`HP-@j-O>n`D&(;fn-WcYw1$ej#ljx&(zb&wtbwEDma2(x
zRR$%=G0Lmx%f_kb4v1LXx5!ok>~c0wx|_@3W}LfDw@ci0{T^ykH1lPS;~)UW7ay7p
zWuQ2HRHwTM90uo?xq;>ul98F#d(OjQ%zOaRR$<cUhCl`X(m!a2TMPuBD@9v2>V^Q_
zfk(ZAQm55hi3c2FIg(=^wp{AwS&s=ftVSKK?LJ9+6*`mEM?b2Hoos6v5Npn}i0+CH
zm-P1I`Shuoq*EtI@3g&VRK`rWYnDXLCq;Ctn_OH6B#!6Q-G4>l+KxsR<QoE>bT@8a
z15JBBts&grGj?L-Ue1k^E%UXSni#e96MvUY|GE#RJ3@nOR5rQ9h7E{6H=ME#@U%p<
zHPbWGG`SD3Px8O|H{S5;FXPy86;Jjb443dCm-LV1-hHB3A2ZS%5tzd+bZNzbpS4zS
z9a!uqu>?)O)w$nKuD!Q?BBE?M{1q_qY_^BX-q!zpUnl)QIl<aSa-u>m_z$~wxyUQA
z+$8kW+ZX(@E|>b`<b9;V;NHPCl7v8XqcyxOJK#@lo%r1y5P+>csqcn_$_4Zy^+?&Z
z>)!j&3)ee!bG8v>wgH|zjHVEeiTI%H3~yAOgjQeASmLty&q)mBJr#K6#+v>kvI+Bz
z%I>~Sk8#ZcYTdD=SxJM6L92j<kI<I$p#xRnIi=ozBk)ng9s3aBxhGe*Am_$QtwIKr
z5>J!<AzORM_E8n$=txCMz#mlkT2~O`GcS<x5$e}ixm*kd<;gvoY4l1x{Nkga=}YK;
zAoz6c%o^76<IhLtXA<b8y481Bk+x@#0jqie%(Y+9D3f_o@thGq2r^c<1tvX}mJ5xR
z59oZ%+tg0V|9QiQfsO;Ydk$KxxxMJV8NvwBYkg5bnJ!}FvBkm!9l-0WiK~}bbg2Wn
z$LP-uk;}TI&A-x<kCfkCd66dlonMK+ZFA4!z-@+VsNmMrb)lim1e~Jg(3mskWdE#s
zra220DK=Db);h&YeVF*J{PGrL{odDi5>xFelMc;!#+dBKW@j;-3|~p1>U+-LS5Jd2
zpA^r{^s*N6m}?9;bRCuU_-U)iStP}`__YVmF1XFY-ch`SVd-Xq@BeZm)gLa`H#rC>
zsnB)my>cuP8Z6UH#7jUh;{3S<ZyZv{DfL&LAKs$ZG1k(K7_rcN;qv4rEb%!iqt~WK
z?;qr=jIBE=&0{sN?8`}krk)@GC&LH#%sHW+r&w=+5X&ZSK?puDmBWVg>dIBsf^I^;
zIETAVW!&0Jt0K+6023P%RIk$c{vSkHvK~P!jgMi=dSiSt@nkKn*32s;V<z)xnJMX{
z^kfr3Cwxv8T-VsMoTdrWpRMarQ~M4;oxL}XI=Q!3j?Uw69MhWRW3>-81m5qm%;GiN
z%K3>u{QjB>)c%XkhT~s!CE~@e7so|@yqTvxo2UP^7u}@Ui{7VnN7m^Wjiq4_NDtr!
zNKj5JyOc{GH{v^Tjo+4FGIgVTaIG%8w^-HO;&Htb>(ph-Ez?6>g$zuFJ8Z|y!vamV
zUx;BxAe1e?a?^py-n1?^hO_r(puPDWmQsw(5q&RR@20;PMsxf|w5&{tR1CZSmi}=G
zNtAUdw=~B_sG`ujI9K-Rk1__=&TgX(aoNSC>i&l+!h%z`G)BydTg1L(s4Y(gLw^od
zT_()4Ck4nFTkrtugS}Tq!uJ^m{)!>Hf2J=An^)gT;BMtuh9OPs{VbU=^R^?{jt&`f
zy1CCp1=D^*`<7JML$&9n5gA+dwBuDZ^M19Ep$lZdX^i~NTY{YgHb4zl<K1vD9B#L_
zwIymU9a(^W=;+(FG1wRp(Iruxz)q_02wzRTy!2jwt<*#m)1n%ZHBiMU=^N4DP~kBW
zcKtPP-=%)^;jC*jmxwYUAjl<yPcI8SLBypfg~20q_^I1UAOdFvUDLe#gX=9?*u3!7
z-6`lxCHc%FMoQC`Eq^u|yZHK_l;10k!-Nu4M@m?SSDUrv0-itFbYbLvBBAVbvpc}z
z&RM*YbM1UyAojUFedV+1=CPmDE65>JRz1xssZtI!t~fD}($Xqm?J+;HM=hlBOC%0Q
z?4w?`Tdfeh-E@Fb4$X;GKfHvG^Ej82AOpEF)q%k|HTU$g;v#zyUFCZMu0KSlHS0K9
ztl@Qyv_V@umurk9m4L!!SX(=NPW_;<F5d3J9pIu}VZsy%+&F>Bxqdc@$@`6JrBJVv
z@DlOa#y!7IfLDpl)c~0dRKkZz-7lB&c@B1=@g85doYO3J<n{00wrWp#f)8gC_-rvT
znEvdCDU$G{)HM1k=!?puLD4NYL@rP~npJ9JfUlI9#UP`fARm>e+}L_2gFdyVB*otP
za=b)XrOmo_hB2Far&WI7qjy{IgI&{s0S~vLyBeZ9Isti<>ZAuuMx%X1D`Sy{<VwKf
zVa{Xjre_L;Rmsamgdjaf*D92s0+R{v!Gem49s_(Y9j5XSQ)wu>m>O-2Le=kv%gpUO
zP*AzF$|&#-NeU?=7L}P_qw~FzDgJ>Jb)I3hay>0k=rRzG|C#>VI?sjItnd%D3bI_s
z;eBfAde?BHHuaL+?c5WwT<QaL&g{lOz~-ebdzZ)z+Xw04vlr6^2N_Z_3+w`L<h}Z4
zoX5SeS_^dP_ER^`OxVPmCaulTl;{V6Eb#uFbdAcj0K_zVlkU8H6XmF(DR!S<H;OfD
z0Pa7ETT>~U$s;iaTq*ro`n!iIvVM@WI47b-b65BynxB^Bb$PV)>e?^2l6Sy@6A<>q
zY{I3s*Kd<bp1JV;hEu<xt4lX~u~C0Ec*VE6L#l})p>!B49f5A8f#L+M8dc*y?<_P4
zDhoPNH&NNdNZ+hU(knTiBkaw8;P;xd##dbu0ZKU)?yyf1&%FfLpFyr$uh3)L?*%*3
zF`4gd!Q050XRo}Ai-wT1q`!5MzgInZ?`1H=Fh6qOLBd;1R@2N`0s<Tp{&GeO3y867
zLNSt=r)C3-kF}|cb$6!*|Ez`l6G8~KF(tV6lN=jq*QhYz=qj^p(`21jw`!(=%K94%
zCGunK_6kpZtwA1VEsw)}#KwS{222_wV3VL!1w-L1DP>H<4FGrTcAsqA12MYe9YgP2
z%#$A}NH1Spy~)CxKeBDV!L=J^`a4uyAxQhAH2>jWZrt(6jXkrAV+}I86k*kw)B}(j
zU8uEsqr_jwvfTBIE%RBDD3@+t1%ggUxmReQDCy{*r!KTsxqDCV@V^^d+5hR4$IhGn
z(>fpg+n*$JE*-y?G%0HeoI^Ro*V1ETM(D&Ht*N-+EWYa1+7Mn-HQyA1<lT|05A7{v
zdd>BXxg&7&7XG-CLdK<JN(An280$Y4G+8n?ot;bxiH;k5ID?_1Stc+Sy3W<|zH>(u
zGLA?pA?oQI5-faWm!BFiS;%(3;W+Cx>-ZPlP>ZOCm~n-pBO+hU8!*9@Z&cal_?<Qt
zd;|nt^#V>_MA;Y`T#)?>75V0XbLs505$jxWnkyAt73TrC8(kEZw=VAN8W?d(*9M1-
zhvb(!Chj=mcnK~U7pY-elxZR7&pUYeOy^LfW=_0`Q<HZxrSG&Nl_iNKhtcsW?npZ2
zsS~)WjNp>wJ?*Uy^0mo1m;HEEqs$~XRPNqQ@eMbc`6nBHTR{u!k*z<T_H(Ks<tb#v
zX6l+XzlnL0Ycumcf7(5tv9Cb4*Gw_Z<*jNFN{Z(n7NqwpuAi9bSUWgMQ1(q8uxnIW
zr*6a9X$RANVw4Es_9Yt>rd80*7-nFgq(25wY0w(?>fX0sXU?anT4t-Ga;IIsB|Mk(
z%e-K#zX87+(j>UQ1<P*C2h)kvSUI*^CXsZUzPep47x<Xwm2?bn1yej)pCzSuEi_3^
z<>{Xd;xsF?gMsN~0&`y|<i1w7?gJoU_jcozn=~{3oWA1AyDJ}~Oa+sifb&1Xdr(el
zDOYiZ+YgpMk)&DXmucrfs6kfFu*_U-loxvu6O}=6=tH<}@w<hY0L!AF@E$$R0j7%u
zf1V&Wb_uYrfobp3zw|*8tQ^&E89zYYZL-^(s}SnQD&9@<;Xb`3@${m+Ffw!evbc}9
zUi?3izIB=Up|fepVsB1QbdLyJGMluuBGPj?DB0$r7gyHK=P5o<@l>{ODAnEDHRd9w
zUpe0M87pR~!ene<tIX+ppE5;1f)u2KH7i5(Km=Yoa4f8kPit3@Dkk|8GshNy5)PW9
z)k3lEi<7E{X-?HUWZ(N|qjO147N_H1NI^Ewhx;D<0)MRTi=0ibMzidwjRC%EQtn!G
z&pdiGu;STPY8m13Mp|RX>VT53Z+Z-9lef9)APY`P+ieLdeaSdHMDFghZHeqfxob~&
zwdW<VfZQ)_U=PcK_jdMI;i@-FQLa>7+2-dSjMIC7NScnX>UoX%zv#FuH&&vizE7pJ
z+ss6-3n^xvysrn};MLi5&RD&I*#(Mhj~Fn$4sq%W!F&r|{UYl;Mt4lKa-!MKJa?0^
zyopdJ<fmpqi)Vhv#F`$>N7vJAm)Oi1TxPtygJ>y_-g@DW^Tx<cFZK>@Td3|qmzob3
zf8WY$OGmw{?R%Ux#@Bl;*<`L4X*q8Z?O>OF@NHPDAxeiCZ;rIQwU$73b3niAZ$zh)
zd0usR#2UQpC<>2educ!Ufm%bmR?R9o`Vv`Y#JQMfu+SM?=LqwDuU(=Tyj-V!vzvH{
zcYUU~aezkk;gy!ggMC8{?KOl#tn;<Y$Tea~VdZNqokyh-Nq)3$=1TbSQN^k?E{OpX
zvo3x{;lF`fC!)h}x*w>SKWGv3=D1tB^Rl>=*mOO@P2;81{K%~hGrAM$qtg7N<t^*u
zfe}#-IKNH8Q~hP33MLL}EJkNTCmLm;^&89qPp*%l)jR3`XWbgDw<7!>Sla)dtMb`p
z5p;Or<C*09IJ}O3XX%Y3loe1sto#Kq_vMQ@a#-<GXH_Gi^5WzvNyeK<t%-$HdLfx@
z|2<>63)va%A_NA531eouaXOtkW9cVokTii#kpa(bNB`4K3%r(bSa=}`3?8R@T%T!A
zv7?`fL1;$cxfy6FRAyQfIV5}^)|F#^t>PT{(T`eL(GSoL+H+I(Q=33*Lq13Kml6Do
zklWTz)7-+o^y{$6jNkPm!8o4_7sP`xaIde)S!nT5&EM1dFTVVLY@Kyf(~bZ3M+*`n
zL+OwlC^=v>h;)x0q0%7;j2xnbg3d7-VbW~$K#*1xK~kxa0@9t*h{*kX?(g^ad(L^z
zdH($TwX?JBy?0#K>tdk*0!etp&6_DEHY`^uk+Ep}Jxo?AHa$z}myh!k7lONkBx0o;
zTYg>Ueq6DO95i+n+9p1bGJ2Fc<StFZI|b;Yt>%Z46as^`&>!el%XG)9r%$TNJ?=QZ
zt`RZF*44kh6x~ztGRj3g0mY1s&r$TY@C0C-hot)N4=@K}l{IJ~%63_=tn0eQ_g0C0
zY1+K1;yE1_WtOKpg6azOj%bQbHCQB8?8xjIibw1>{phZsRH8vMmxBu~$lPPYI>e%;
z&<%2vyv(@M)3}>kTw<YTQ11Hem)|Yt;jb$nxW8X*qVq@QA*%djU~;j^dNYQz(%D0P
z;RCxq3=(!G-fd0vid)A;nW0dpEl8Z4{Q!UTPb*9;SFYEK-{nSGvgN}nIwt}>IZvi_
zR+5hI2UlekVD&Oq#~;i5xZGl#yRYSh7;ypdXg^+8+UZIcF_i&S7Is&8IOit+j3;Hu
zL=Kd@>Mwb^Pwl^((p-HnqC3KRuhOl~<ppwF-DPLbzC2@MeDR>qcv!(|w`Azgm<L%>
z=dC!4FK}_IG6r^}ebn1{zSBzXyWcBl!5nka`o(c#9QFcZN_9?4qn1c*@UPv3*aCLS
zKv6Ga+r$??xp4Y%CB_X4S5!Qj@Smf;NDCB{w`)b`7B;(9ZugJ26cRhrlJ%PyI>sB1
z`W3#vNBe2gA@}S)JyqLh^`1uH#tejc1TGltM73ofdrpnM4{-BB`f$&%B=v>p(JiE%
z^pt+;lro*Y_r80xRoio8s=hL>`JkXf-UyjQrq(}I?SQzG>*~x85BnYeY|T19w+OD-
zP!s<!OwiR|#^s^q(K;qUHaUgogH>bPrg|=HnL7uC9wY_HIr^;`=X^Jon)91}dRouO
zQ5=^uBCAr%!dp<e)k+tBvtMuE${_2w(;3q2eJaoW?B=fZxPW7B@4Dno)MLxrQ9<Id
zzpa3HPd%I0EwIp$DjW3{Kc#s~2xX#JSN@&|$mUUS*w41GyF3@pubgX=t|mVZ`W-7t
zBNyADb80j(-CC)-ZErYIz|wo@lH?<0Aeg$sD_L(`6&APlRYAHxu%@DrN?1B-a#!23
zfln@2Uz}^-*U#79Ki`=cFyvlg&zlxp@g&>wEw!4%@TdpZpCMH*Q}gj?MohY&xPkm{
zRQ9;7pwx1-&8?(sQl_kW8LtaXjYi=LBDoB*p$-9OBeo-yFC{>3z2yvDx@;BiKY`JO
zGmQ=2c6X(ZIz<GyMFmkqfnK2DL7LC7{F828(i?%Hp~!fI2LJNDvFc?V9>r7zY3(v~
z8ja(M#UAmPvUhU-S&V_<$r%H~SKqLKv$|-i*$9hKsw{xK84H9o|Nk4gL+SrEa<L;d
z`e-w0$I>+lO>o`w)yz2QVxF*)dMRK<I9VqHV4;K_3fu#m8^Wa_o;&)pNuB-NAIuFD
z^PL&%Ja7n;QBcT*=boYdmIe(1VrpPg2g)DL2HH6TKu;sO4v~%3%%{Lz$%mVf4{HlU
zK%oR`9BfM)q{5NJBX)Zv`n2M;uwIt2Q9P-9jeFD5dzQZ4^8@>8Rr`-l_adbA;v<*V
z;C3Kl5|`YxSk-=U((iWfuh_P4wv8+I0DFb3*)<zjsfa`3Wvi0>Ow(fez<k(h-Ce)+
zZ&^AF?lW`~>8NqH_H0~Nxm@9~j4&dOXd(r${?Lc+m4k3j8gDbvt9vG0V&*oi`qb6a
z4PpRzZ<L|m*Z4=~sEy7HLwZHcI|^K1oMyC*)t@!ijk`9wZ(w!bn&A;v;lIMcxgI9<
zT#2c(Z<!stVP$+8_TvTay%q9bU9BUH;ZWyS0X?0z=GfR)O&;$jNfEfvJGZ`u(UdNY
z6K;b9h&C3TOcKML!U(?RXAT^F&5tC+R=#HA2GiDJ$7|l+VLN@kjQbYu$d)cw9nLPo
zH-3AGUX!&0v1Ux!;5vMte&I~5-q(#@=8C{n&CAtv!5~Eo+x8C#S+5~eOFx<=B7?+m
zzlT;tt{~fKi9Rg3X~U7{hg{Hu^$(l(qu2!pA0ov3VU=5UtS(OB6&1p$31d|(qHJcI
z6daKtyli;Y&6J5Va)KxBL#c5t@sZ^10T58>IC;$e`~yk|$DNPIWtGo(g&L}Uco=V{
zqsj9eWnDJeZ!jg>lyVCbwooCoE!Yq))OdG%H}F@rm0HCm>*tcWDW8m0d$a2c)UHvv
zxj;p`9v>gdww8<#3B+TS&EM<0NM!OIT&Z%l^qfH-+5a(b8YJKSd08tF-P-;6u*%Tl
zJ;R^LW{ccN)dV-|n`3k`D??vWt8_(3&jr^6ct+PaO|Gn_vaPiSPHwagWvz)2jZa?D
zmA|hsA7UXDbQw#CCEZvY_49Rr%GC1u<)sJR$Q7;|wH6I_3oCvVs};&*J6I*2^5mrC
z3#W2<={E%sU8sw0)l^urhzsSVbun`&JMoJy1&|wcymeQhcKlXn&WsJkW!TKa`|C_v
z4sP2XUoLOhyQGgvjzWuCbSER+oA^s-5TBgWVpKPj&`Rlj)2iaOzew!UH;8Pz_@Hx+
z<zwSphA{TwObLI>u^oy<?HT%vspLcAxm%pUL|BK;K2P=ri*9S2Rq}^F=<(|b#xHRJ
zs9Xg$zMu;0j-WP>&r@GoI>T%5H_|NW$CY6_PPD(iq1P+)zj!}1sq<D<kiTQOL(%G}
z5}Vv_T@M0X`BEX0dpzh;MvDoUfX+Esd{`r;CWTQz<3yg$;{y9^KJ&z-QZ8kW*t!6c
zXpPrb{Yy&Mh)n)XDp>D4L7o^~pyFRhv|#Ptr4_T<VruG+VXo|KDp^V1Wj&WmmFU*R
z1`~A>Xi#Mpo5@`kFgTvdz8onE62@su(40OK(;7u~^1lpIEcy&({K3A8^#Z!vB<Ufv
z(fqtw__-NP;S&xZ0=9iG@wfkfSatt>++MqM_^%}^JQMJl1CjFW(uTi>lt>c+-{n*C
zjPt2E-1Nr&9XUN8;t9~qN<q(9pi%*{bZ}@sofe%a)J*Eav#1_SuY?vYB7)cpG4Rv;
zyKoY4y`Du=(cm<MXpRbFNl`4YqI!xF15r?6^p-9Hq&faZg=7Yq;Si+GChnQLr^z|E
zIde$p%vfbky&v8jHC^{9&)!8^z9L+mcdz<-{Du=qt@?WW!$g<CmSd<#ll4K(5}nv{
z(`0Kc6h)%<mdTp%6#biwO&_%drLj{*;c_DxhI`{LEKr#fbc&tk0@U>qH;EoSiq-O!
z!Kw&&3mbz{R;mfNkF50_HTf^48{dp&oVqaAt=8uRQthO#i)~BR#X6=fZwFe&G~<b#
zx&qI#N0<+L`WaFJ27K(ZVCzz+tU@0iMyb`cVFGfG1@(~UfL?g~MPuZWHRyDZ)nsNL
z-E@Tly6c&=kUU$M9<P?RDu)OG{wNZJ`^?1#fR94Xz+-EW^>+Wn`Iw@;Ks~Y-XMgu&
zt>0q#M}6T?GK+7g<to;uj@{hyvc<Iz0<+QOZDn8Bh##E`b47p91^^C<!~90wd*ZEG
z$!G;%6^oZ&U>inq-)cshRcwSzg{wPIVS>xnrru_H>pptcX(6|QiUbI88@9m}bbqiu
zS=g0SqEpOS?1bF3>GfR9LRp-T3%>SaM&F7^j0M-rKz0*prx(TE4YPcWKVG~xGw<^t
zH-&$?99v;_jN7w$_#uqlHKDI1JBCTi(LBX_eYLJ|8^!unN70l9G#@+lzPhgU%SvL|
zCX>!N@Rp5%y%&SCP~)gUXBf<GKk6UQ9*TF(W+lc_SizCFuEZO#W#46UH_d$Q9Ghv5
zu!4hN0$j1{K5SKt;v|V3%JM+!3*_ZQO_jRkh|`?xt&8Rk#w{Rdf}@L|?EU(A3)|V2
z9tveKpng7@V<K&9J9>{@Zk>m2=s{h5-q)!@3J-UMd&GYyvde4gMC2^{uZyY6YKBUm
zgEfhO_R>w$df&5uKwp!TItsje8%=7dZt@-sow{sUsP#;x+-Ff#XZA_mLJ+$O{Fgr_
zr1Qj1HJ5Q^l$E54@T7y-<$A4cLUev5)Vm}HY6o!y_WST=*2+k4#9Bh9)#c5$)imuH
zo1JLLTck#3BA4DUTVHNMcjOf9zGP)(KVw!I&*+gPQx}B|$_?KA=v>`?g^miPZu>^^
zc0Ft<K2bqw_|3Tbotn{*PSrRQujK2x>I1pqas#3K@fpj*6Q9{HHfWCtYi#)s=PszE
zmQwqb^G}O&W%aHM=&LprA3-ncMn=!kpogbx>z@6Pt_XOLBKXP`0rp!s)X{|(06-M+
zzDuzMSSYvy3}Acu6D0_05tPn=vGN=^+XWnDQZ%xUXaCu4iZqy1#EVc2oew{Z-nujf
zEeRX}^B;|qSD<X?zk-^7B{X(he}M(^e*oD3J^pt8&qC{e`=A%_VYI=nqIU67zho=_
zVswIEI;UlVd5VwXO~A==On|1xLN)UU62MTWd3RVpS2X{j<^}*{5Ryb`O%TDLIy!)y
z8A`wd&CsYBe}KN>8PEcW_Oq{|K~8CD&3IK$5WeWJh^G!j)(_?|06`$0P*7SH0l%Sf
z9a6z8XF*-8L-gwFLcS{CwCc$txZk_5>X{~lS|oSEg)1e|4T)`)J(=Urr9T9c$^E1$
z_ySkL3g@TdYKIIHTf9GX{T*E`w`T^A$gVkw%e$>M2)&96Q&0EkXXdVPu(}mGoQ{UA
zroq$sMxv_hxotS8^eR#{5H(yb`{jCXUvoHDb+Zfb9CPW(AKExuOmNxUW5*N)^s>*7
z7INhwGGK?+8T?pXgE8qq@N<=4u(Ionnw<{U{#eHF51Da2XYR%zEu!~KY1@uUUUW%`
zRdL~I3f6v=*Cv|V*qJa`rUlF0!FB~zB#)QD?vU!-9FUfH2YD)&TWCKq0eFvpfLXn!
zs6iQ0_<$K@d7w6?a^RIQv>UlI6jZs|+&b!WRd@D5i@&FiZM@2%Wl3EI%ORwj=m(!?
zjv=GYez)(Vsmm<dYVsHyLM*FWC#*1b{S}vp(0`yVla0crcf&CSpSrD-hI7Bdic0u~
zNzuKP33l$Znb{$%MXX)Y{Z?^v-Z7|=?;iCbq*b({SYYquh<>-3Pu0*zlbWs!REBHA
zdTp?0>)+1sAK731!#nRceAMmY%rlxW5_g<j%Mnf=-a@v41>%@kFnDwzSH!ayZgU9Q
zP^e3Cw@QpEgPSL!bs*=89m@_bs7R6{*X*e8oY~R71AMao6Ja1+|7N$3M(gkRk=z*j
zoQ{iMN%kf#u$w>S#}%jQ8-W%xJX;s#39aw@Wh%Y(MY!m8f(>t|E4c~X)f4z_c}b_F
z{i*U4k$H^`-1{yuMTdgl@<e208r=ubKy0hr?|-D7m!y5k8Z{P7^;4uWAUAfuTClZA
zMp;^2mSb-J@yn8lV6Qz9mtGime0`vWqR7kytG=D>h9M5|NGGu0+Be?|Z)x6J>SCg?
z=g5=gvHVrg?f2UwRw(4KM|{i-8!NGUi?nlHiYy76H(t9q?tUn<URhEqXK$5LGAbyN
zudH#xYDaygw8F{Z1lv;{<kB1NH_$$1iIYoa)Z|U~Y}5E6H@J=ofvvF<&%(Rq=4hQD
z*$peHdY=Ko2CSq8*7eN5)g!t~Osnm$cR#g)IEKW6bNU&%QBuzze;@JqGZgvd2(QTf
z2TmqCIb!-05-`9Z;K3D)r!aNV3*&yK6hd}<0ihv9UkPXH=Jup$^maHFN!AKI%GW|h
z=U%4KlSr&fu*E1AwX|T>1n#g!>=jjQ3YOGvFiHR9!fWQif#;yn5uPG2><B;j8(LDr
z)~`Ur-bwFK_~hn)`jyKsd;d8}CIVO-MJJb%lm7u8{_jQ7$rInt-cvP_iO|vs!wY9J
zxO7U5BuGWu_Tu>CqLa0`x7a!OJ@ZMHX)lUCd6J{G=nN1HAfY>8IH)j{=V<c*IPMMD
zIf@?6VaBwePl^Hu7ZJcYp4ZH$61!siDd>z&2zX$7L^9tZMbQCt4-};cc&;lO1?QmV
zhpu@0f({_X!mpE-lf(@ud%2#n8vJCm!PeJ%(B2u5TOWG0Hj(~XzTwZLtBp;`#)o-^
zXuFIIAY~A}6U1h1=-jFYYpXimt;kOLkem|q`9v(CE35v~N@#V7tH)!xw-FDl!VtMZ
zCvqzuG;(On7_2Vz<J)iMZJPn4mWtOm!&#a2-C-1?6IKrwMn@{iYbnH^3`A~0>PN?M
zzPY9m3!Tp|N|AP^_!ge{{c6N0^xY3-<etOdflRXHr|H+9JC*);T()+Ic#G^=d^wte
zbhO&VanMjAr<!v<IXp*px`|GPh$KXCG+yg|DpttS?Oo4Ya-AK;g>4m^B5Nquo@CB@
zZ1CZRbc~OyzEXbIGcm_Z=t>vap6S+aD|!qcO*O)cTiqb<EOJxfLRNznzh@<M+Ubxw
zLIgZXx~L2)MddZ3MJfjUfp4*_e*)eAvPf*LLG1m$^$ORRK7b~JOAwstQ(WpD67FI`
zI(5)DabW;<fF)E2=&RB?)pPWet>bRfh@jzQYyxVd^Hie1B<AdA)->XhDy*LV*?_?P
zwnKgICiZI(u@<0+q&M<Dv^Bsy{{GmcZpT@wh#Mm4`!X`ZvZ<|Cj@fZdwXBYItIV?V
zL+Wgi^n>L98;mVQ5+qJwWBk3pPM^!sU&NY8noQ2tPgB(Ph3cYfLyOl#v3Gsykv@FC
z?@#cq$#sN>FR`jn*_KOB(HxdPU*YEYYAjN&T2@J{Hw?=79v|J-Heht`M6Iw!MKjoI
zVUOXbR}8DqpNYR40{qv4x<C2Ela3v=^kh_S-bQzLec7^<Q`L!R=CFT-(6=uWuFtu*
zR3;{mVsC`Ugv7R$m&+gxez;fM7=qS{iT0}4Ts3*DRiSt91Hmr*VDI5Uwa9GCHH|g_
z5Yo85;l|Ky7p#;i(Li(1$!C;cnsP&>yq;?Xi5cCQVz~RDBj#%&L6aln0jO8*$Il;H
zA(`niHlI-yJXusVGp{m^<vMS3uC<`JhdU(<<w|jpjmeMl{~q?95N#veE5zmx#74yj
z4YmyWx*$JiTA2!<Cu}M#XCuyB{*Z18L8gIN^X6hMm()%@6J1U7B-GP1dao`eI2V&i
zPCx7zN{ZOmqZAOpW_Bt>{a(xt@0WXdluxO`6IOigaa6)1tB368r!i47&y7o3o7gfO
z!A|CD=(a-tJPm5@Mkxj5Q&P-gKd#2Wb~KMw12kwyz$2+UCaStCnrvXu_rynVp2chw
z*QI3^h58^k4s{dol5tf5#}ojk3UDdl7wkZh>D&9?BJ=V4{e8wMb+QHae4MPlqX*0b
ztz~GuqcN1$VFDeo)59yo9uxNTwO#wKafpKJh4_`>!`l3>^>w`=pfvMwY<tvA0cde*
zE4WQvNr`kmtU*NsbTA+fsJUi7B{UBa%-_ppMs5z|k{PcNK%zyh++ONRAkjTEZ9nCq
z2CW_nY2YP25SC8~7!V7wo)mulS{lTS&Y&At7^TE<r2GD^gO4UG2vRd2Cu-uoI%RvS
zTK~uv)Hcp@Jx%{{=JfO4fc$}V^Xpp$x^iP-Pc<6RvZKz8WxtY*g=9<rNQuYd3c}s#
ze!+;Ha2+vr->=Ulkxoy%ZFiTO6Y!p;9twWV)9n=JxQSf)M1xN+Z(;aARP&a81zp}k
z=6yC$3|v<s!d=Rr+K2pLP;eRPnD8~c|DjVkeX4!CjaDrz!5WIbsrZHb<N187|Ignl
z6XA=7QSWLju;POXZoL=lS=Y5oU(U#mj92N7G|J_1x?-Qvec<$0B(TVP-qSF*alW9Y
z^0+$|sKCaH_#tDs*#XE;;M5y~D^@p5K-9T{on|)zWfV(imRZbyM`6~`KI%&v3`r?U
zR(7-iD*%x-$F@A?5im$JB&TI+g{P8$uY0$giS=gKQRO77n+l7S{%WOuYWA3oODf#(
zF4EKj{mNd21GP4bW4ZSYP8Uf`J5}FI!qv;CMm~Crqk;ULmqiGk%7lo~TSi&vpx|p)
z`_137LzX<Z%wG1gbsE&vB_!eVyx(Og+}7z4bQc7HHjRxFZsk;>WiZhkxu*BMeW;Ac
zdaFKtTiE@qI5YkTGdIg>`jv-vJcxZs!Fr`A{izM+2K&+Z_@f`1lPh1Jx&&&lZyKAv
zd%6FmI{>gReB$z+1yCG(VMLlaoE6_wp8CzCC!9mRzOS;1liS*JCRc0I7H)dUS{WGq
zKD$RwxfBt6g147Tk8+4Us&;EW;|=_?91nj<z1<f`Q|vPk?0Dx0vid$f)~HhFc%yNu
zTteo|PJ&T6`|lUa-!{7<rbs*4KF3!Tp{cIv++s0h?)`4&bN9TAgI$(P(n%W}&(e9b
zm#E^|x5d@<-YLkg#P^g4w*<b`pp$lld0RVtU+%Q}+!UuEFhasnD;<}a*oKs5A80z9
z+t~FaQLUv;)XSKtA<Xmu1muKB?8KZLJ?R!>K5BHI>s>di6<0vN9p<8*ev0bMKA_~?
zAWXQR@xr@PAV@bErxiOhf~7kgfIN4}U)s`OfX>z}9TzY0v_~iGj3+HephKjjI~8)(
z9_mr2c7xz7*tBgVpj}1kQL11?zra*TOR;-XsU@)dyV=>RIDg$%%2aJ~iql92AugVy
zfB{c3vR;DXGQBfqjq;bLqRJr-L{m^)n;q$OcOUIf!M3-h!4vz-=Ti47;Pd~#0;&0K
zj0CW&%U4%FAt{M}>jdDVI|aXZX!UWlt4R}9-?f2qgRP4v2t)ayBPOblk}bO)yb#|i
zTD3yhGbYVk18){wh(;u_K>a;cMYlyk`ABV%6%EEyDBP6?qPt{7QO{PS0zWAxH_sid
z%K=~*AW;Gy&o8PfZKzGbIReeu7@f_n1GS2B9T#os<22ZSY$21nHlRgW(*_9x$BZ<x
z2%}WD9`-Fq?bNh9Kc9pK-_$bJae+fl>=N$CANkRDa=x>B7Os3%JO)%1Z`g9M>+<MG
zuFH1t06Ul9H{}58$o2Ug?2;^;wPilQ4qhwm*QTx@pXCJf3&D!3s(%G}xAQjaaBh>h
zE)fwCaLbF<*1u(O!9AOmFtJF@<0=|cd)a2=U2L4b45(Noik|Lpd0+K3Uiij&mQTg)
z1(8cRp5xIe@9`E4PjKbdEuOGVwZix5H(6}^^;v!zfx3L&ju!Lr_!t~K9F+UMd6Pz@
zWXXOcA#Omq^ZMn&p@TuA;DqU-T}OKdY_*vIu+?rtZn`{OB<hNA2iSQ*XcQ|Ts)FBf
zawOom^`5(p5@}lo`<FWTyy-};JgM^0tA9XKi@EQYHtY-)xXZ2bhRY6LB=9O=f8b@7
zVkcO&2G#05h3J=jzi|ip(UM6*dEcxKh`)TXLIci@=~(vH<$YlpGDscw23NJ0YS+NP
zklegumA#rL5L&7)Qhk6oexW(w{S&Vfo=$_by3r!ZfMDMv>jsT|ah!xJ{{y05*ZP*|
zO_5vwQ@cQ`MmI$XWo63LcI%aic*(2s3QMmaR7(04?^DK}a%^z4-@M{0p=^AGLga73
z(6~^12R|X9G0H(&<h0^6V0yy|A6IOm%g1$Gb>A2E-s7$e4EB-R;~Lo=o!zmrg=%_D
z`Fy#XukPJgen|}r-TenNWc_z1y7@g$Jp9QkZi9FVK1)PMEp(E<W^Cccqo`X0>Z9r<
z{TG7gTu<fXq*?sy3|@$qaekxpxww_Hq7ycC<=i4Yz3qV}r7QCgX$iORK}pk+k%p}_
zN_NII@n`qQ%;<6eb~XP)Gq!7Z1=)_xt!qRvjrQ#8G~ldK`P5s3)uXE4el+ph70Ecz
zFgculcT}ynFI*v9R;CisJfjfW{jTcSS6Zr!nC}+fn=*f!X=5^6F1dXs2$~ipRcovU
z*`%R^o8J=?Q5l>eDcbjz{|$e=;2f8LD>UbdUIiJ<r^uR)sZjC8uXKLgL5fN4F%CyX
zQr&|b8ho{UiwTl?w4<HVgkg-prJZtF{OS-xC3^dXFLV8|d1fdunDVJo^95VaN$GS<
zSeYKzVv$Sq0KhY6Zu)J?=TdKzbn&UZ<k7Ey+|_c2hMR0lzejsYlPlleuU@es4))0o
z`0zfpbs4YsrG-`QJ_dVh$YUN@e!a8;hqbYltW6*1{~+7wHt-2nvG@>hPU4xz(Ft^!
zp1}jq0bDH8(0Bp}8k^_+a0#0`dU#ZvJd!w`#2_%0ghk>w0VUD#x+kb-5Sm-(g25aW
zL7($+9j#(j!wG_G$;L}6EL$3kTUdxPwvLgu%a~7Oa%nu8T3T~Hconmz@-z*39+FSP
zG>9V)RrS38a5nd5L8p`|&HV1O1<4l0e?V`5J1aowFg;UKUnG7|KLVmlfK85g-~W^~
zUbXX8wAOK9i%|!GyA+QHdDU@flHMol8POpi%HxmlJau)>8TbOALY?G0uO<y^EJo2m
zlt(^`fnbGb*#S{dH@FTELA_LVPAwp)zu@*{OA8@DL-6FzXoxxoNYxACRYCx98-p1|
zft?Lc9o&p;(@V;;8=*Wz&QoVTo63$SkBt#8tj#ubrGDyGg(Tb`S)1%M)pBG*WxsDk
z(%(}oDj2tO_@zj!u+L_82yXqN)8*qlwFVeH(^kU|Uh9^gJ^d5>UN<+ra)O<$-=Bl0
zXr(`@<F>S;ppB5l+9O<*{U$u)IjZ5uLQoR5#TQEVrf2ehG(X5r>aFtkYJ}e}DXpqH
z@SkqpaUd?QxX#aGwT+ev%u|(o)w{0E*(cW1vvg+`C4LPlJ-$jvzA6yYnrXx3Cvf;=
z^edeAbM(RIQPiKY@MGauiEsEpi65qFCVv_y`<yC&G4sh0w5s^_UOB?*mJcrQ19ZmU
z8M3)-$-asiEu(t<N>amg%cAllhGUQkE`HjNNWR1IO8v>`H^ojjS}9nkflzr<0<Q|{
za6>m6i5X*3ZY1(N7WqBqaFwX=WYpaZ@Oad`fs!sfT5q!4hUT_<(<EIFFp`N_Epk61
zPbK^Qqu5Vn1epq-?q2O}98ape<(AEaI#R##W1DWW>h6d^()SWB3a7UV6~^d%%mW)^
zDxX@B;`q?w>Nj*4>z`%D#8sAD=^fkg5>N<H4@F^XWg{0Wc@ITbn~qQmurA`FTS=}J
z;-Yiusx8p9auuM`>yhJIO}`o8%dM1Z=hTURF#AI-`k~zA8-L$1>Zg5cK{C7=O4S!M
zyauL>XRCvDEfMUC@^98<muq^SotmP)?VFTJR=ubcIlY!0aAE9FRe--bhW2!qpGe{!
zGRZNIH|>~eDR^N~67J_Bc2QfaT71i3*RQ1Be^zdSRX3TrM=Kh;<8Yb2uVprSuGZ+8
zG$%T}+U3vYvPU+jHkK|oc#^Z9Dp>kN^yIkc>WhFpXg8v^zECKkFy@p+%F4`1M-{Y%
ztC`Qab78tjy)QT8>UHuQNTbrF#8xMEAD&wWA0d6FKJtJ^G84{HF5UhCWdva7)}~qm
z+es4!BSj63+UW70@?z&?h(+(eX&wf&;<c*Qzk{Z4BrWy(U5l8Y|J)iX!~OlDMlQnY
zL!{0=UVU@oIZsS^<+B%Fck=}OPF*eE$SUR_JH8yMzUv4jZ&twSP5V?`fpwx9WUlZz
z*U0%&D-#X{*q(W>W2%rQ+~)1B>3ch!_d3WM=8XQRpHF}&us)0j5fS13LOp8PW3rt0
zoo})&{}or;c*n?q@WMw7zSpIXb6<a}r=G4$ogP`{P~T(~XG};l2>37=acF0-=Ui00
z3YV5VmaBJ5p+>@goIRBxbqA{_2e9)(xHvvA5I>5V{|+9o(>2J|ztism>-}+^pKTF8
zV1qVZhzC6k8zfR@n>~v1XxiA&pUyL2auO9x^z&qUzC^-BGOd`bLzIs5sd*srT)c?1
z(><ey6W}<hzqG}9hyAbv$fs6WJ<u8rw-?R*X9${6_gEZ=mI7@u6I8@S3Ya)I<5TUF
z(7@BYgXIT?L$BOl*w8;>0|%s{O}#-VtZBU=+Xcft8QprLC@!Qi+4{39x))Y9x|iAa
z|AQq|Uf{h*uyObY^eq*Ty?beghkahmsZ*m^dwOK9Yi`dT1@*u|r29eq7Z8Xszlx<y
zlDWPix;G;xRRul_Fu;|}r?6Dq>mVo{1clZR0>ejubC-@{F&XJitFY+#5Wlgom+qRO
zMjMIO0Cp?(_Yhek%0#r2yOd0{2n>v}(6r)|Bw9@Z9tw(k+YcjgXb1`2;os7uED`rr
z1WzF(sLpnoxW*G&S3#Am02s~Mn!4qo9r3%HageeygNESi7#W5T=}mII^yp1xjsw{4
z4@OP78lS}*XsO~4UW+%nt``n0Zk|$9Z#n$@+a@uy`d)bAVh}Nyd+}}d)wq#>aj`va
zEw<krw~!fJz6Wu^ddue4e}l}7-3xe>4d*!`c@Zj<(~`D_aqgbrDy#TdQ^4~oZNMbw
z^{UW+_Go7r09MeCM3)=AX4zA#d%RfCOPDdXk(L*l)7c|vHx0MsNj2+V4KV&`JP5r}
zxb&{MV#>kUr}OS~V3=GU?lb<=^jTsnGb%ygQ*A@acZz@;&i{aND|#-pLpY=o{f-{=
zp`70boiaR74(NB)4OM;dNA>+9_LT_U_Et9HZ7eEf!eZ1n95h}@gI<E(XR-fotz59I
z7uLICy5yMC%*YxI*z~O>l;0Sa)D*BHOwz5TJMB!;J7kLmi>BUx)C45Z?vrdT>KiQd
z0T%+}bxyWBzPYO|&o%Ri;g<ywLVuTL^s^f^*C9hCJ0i<5_}{nS5A;ONfM^3~XDIW<
zHZ4y~u?iMe{7CR<%c&}!!d;@ZP`KWwxz}!KRgoo**I<QMzxA0Z>(1l(aKD$g#$DO%
z5+6h|pcD@Z%-sBAXU64={-%ff-%wO1Iji~8Vk#v0<A7zSlCjzgh`mlQ&y}I2U*k!B
za_laS))&7UW%K~p4}bVkzvmXJzb@&jq1|xrN?&gJ^2Drco<(hL_@urHLw%fd@+Q>-
z!$rgR+<`?1;$ikjflo?U)e6>l{lnhP`}NQ0bju9OY^QhUl&%*EN(x#VcVo7FcQEV3
zTNHJ9sKe?V&aA4v>Z3Ex?Y=8P$ejG65{Ji$9T_R##PofT5*w6HR6JB-?Pn=PEq%FH
z%N8SE({5XKv!VA{N!p5SYR$Xibf=vPizkchLc(ME=C@ryxib^cU_<3Qwv3Or@3LzA
zwPZeLHbVa~_pyJ?84;Q?i|ktNJ*oU#;^L<DK~5s~@%D4vpYP9959te<+Efy~Yy58C
zzA$v7f7hv6onbHN8mL}EbVF=#tb7$7%TMjSpT(L;*6Mu_W?>hmRf{(%S#dV;PFp=^
zGs%Hf$lv6MRo;{pD--)-o;b@kz~C|GV=!dbl=?l{#34v+2_1PF??;??a<CG$#^v4|
zQJvyWQROW*UIspArh_g|*mKjI)I@a1xTRqp`NfqqwkQe)d?>B*rnS={+p@P7N#3$6
z$C|8ueC7H0u9hS#WD|*t<FO$c=Vr>4eg)Vvj9w-YXw!w>K~mH;o^XN+#pu5N1R8df
z?;Ik+%E^(me~Gg6P=(Mx<l~Xn3s+w-Of=UYK+yxMcWg7j^vP*4pG0azt>yQ#EwMp!
zvk2@knA#|aNpmW-Ab$<Yi=w2t3Jf@fsf}RXfQb?)*{#qm3;reI-I8Jk19e$r`Xkfl
z_jp+yj{X590?T!v-!neb1cEXgCwLG3ZTPr?Y~H-Sg#6H&S3?bgv+#JL-c2Z-@-Qii
zLJ#GhcHku@2o+f~)E098ra7L*DB20x(96dkcXF3`k|~j}IS}bs!`Ud7!@@UQ!)TC_
zndlPK0z?>qK)hbkAV8-C@KY!#2Aks*xgmXo2bmfesETfBw4K9w(&}<b$&`k|Rx^@F
zWUZwH0l*9tr8S;(Oi+bL>rvwOOn{1*xdD(&fp##qA7&AO4rA3bGB*KJ^&5hPUTz_}
z6!>eUAk!v3*4%PgtPP}IXB$CA@n^2zTMK2b;41>B(^Sw^eY)NQ=AMLGvZS{r0@SIj
zZ?y}WfkTV|fbBN(hma9i^|Z<~Pm3uGlq{O!0f1pnX?atnIyAI+4LC|R0j_-9T`yVf
z_Kw3n>q;)-a^&yw@UorzZtV)K4o-!7$NlnmZ_|)!9Z#Ja$E!Brub?Y#ii@Q{FuQ>t
z3U^$HrK`5~YLCiBO=#l1-?Rjf-<-R7aez!dLs<)zFDI_q%Wp-IaUUX#g)0X<d&?ZT
zci&V^%|>C2WS<5611i{aq@;6wK(plJ%cbRKBJQ;1)HI}`hB>5(D4xD9{kt8oo}wnw
z?=xK_B1ei4TeA{jZ>$w;$OkAgomH035|Fjuz*j$cvC{m}X^zOd5qtaOSHk-)TIH72
z<~xS>-<l7{HmCbhKKEPmp_^q+5VgBDx~V*Q1Udd=yLWv+h9{JU&P3TpI(SKO#lELd
zoH8kLNO!i%*-oT&Y(e3a*DYH&Jq?*URiK03GHGg%Pn006u6P*bbTmODbWWg_x9Z(0
za@_w|#LZrF{p0l%d|lz(Lc6OVvg}(h__fb7&pf3R%|MvCh0TP{M17GT$^N#CM)VCQ
zO}-#vgk*eezhqviV@+0~@>7SAy4=-3fBR=y9VQQO-+$h&l*HW?dd<Z=O-}IgL!4aw
zATAuEP4;xJ&%U7AapZy(Z|D2)QRPzeYJ=c#rAR}B*PZ0ThZvWVrX#4=*z2r0m+sq8
zRb+pLwmF>xxuC^R?2bLcBPy+7y7|Y@VIz#X#cm<*Ue2A}nchd;j})Bpwm%n~?pe#s
zX(4o&J^QT6@4uTiz2YVR>P3S^qB$bzheq~ox~6q$qlVVGm&+<AYV`s7%ek=t&Y_^p
zfzqeVj9RrUrPwUC-+)#OAY62F2b`I`y~<Tp|A<F{`eU_yt*75rvM!$=k4M53x163W
z+J}*}6M1C;c4I{cP65n&dq9F!v6uLVZ0mfC-><v_>tj72Wr}q8l?ZvC-mj-bHuJ}_
z<d+=Sg9e?N?OuNk;6)(2j3xOPJ;{Ir+*+%!CSh=dXA~5lY@S=33$!MOi9{*}0mb5L
z`tugQm<+rq_VcMj6pOh30i{c*mU1hvCNZq0?W0v?=f*LNtyJV7X<)`gcGpX&GwY5d
z63IEjxJA1n%K~;ZmNqoHPX`Hl_#oD6Y-Qkp*-V~SzhW<SzI{?(0mjIGx9v~(1}}sf
z!<YV2{pb1rR-5p`RJ2&{jZ~tLgknB<EQUl124@cCY<L#t<CRkDxl4ES@_7Np(Vixr
z90f;9>p(z^b<ENFhEthTAY?x`1b8tTgf!Y9bj9ed^P76^^<7cW9-4t$6dGj`lZ1tM
z4rqhqW6yy|G-(DfPg;Dnfd+ROlL~wdo0c;G0c8(QrI7%z26eO^YKT0vhzJIxOo}?*
zE9o`OsSmc$l@+)T?yIw_in_n@23jDxR!B%IR6>{VF4c>b=u5z06<J5Si#sAqx+DB#
z=$51P8HzcJ)#;8O>WChCTc(m0y{6#CeioiRs})WgoZu*N{K!ae4&z)}HplpA-8-AW
zDou7GcY|y3cDT@LP9009OaCKFF7%P3so`N^&=;Cf8_5V)vt)F8CG)WUMp<8ruN*Dg
z7UGSWuUz(4zyE-|hmoKz+E-;nuhOpE+4&7L2746cPr!HHk*58(zRggOGSHBhR1#jw
zz)1qeWf5S|e47d?P%>N}@!HLjCNN?`+edOrL?%RK9=-Bt$4vuY@MW3H#=N9Ule!hh
zOS>}hbbojXq}S8w*&E88PxaCv&;(_p8cwwL3c+lDS>^^Ke@{r3ZrX&l59}%)uJ&lY
z402$`{IMD>V_O#sBHRg4`cuuCwX>Vi`{v0N$5y?bjo+8)181-8TgGm5ScC-4w27{H
zM-MRp0{Iy&>WXsqOWh>y0#i`lhAC+~*!Qt%tjR$GLSWC1El_rXwG-0(e(1S?vBO(<
z3a9#Y+1Ynl?k}(HlT+)>kJJ%4ZO1D6F#*w@t~1>6d=qZ?Fqwg`{MqdIE(&!R&usee
z>-+CnBQ#34rq66q90b#5majo*MIXudp#<VHaicyEXF~8ehtLZ&ANHpvMU_~8Wp9XS
zA6)y-`cIn+-ByR`&YLU4>{|+<WxN^rPs(W)^gycG`j|#AS*JK~0irD_UBnf&!YtEd
z7H7pPJYvGe76Rg|*{Pd3zd=5#{R2{lwmgLCGu@$iAA#c7K7e2=Zh?cXt=YtMG+E74
zjk2`$R-)#wY0k)8sW@r0Z8r$p_K~@4cO=8S6aQAsk`kK{yRKY)P||%%#YfPOoz3-H
z*saEv6vgeu{$H9D8|Ef+5Y_VMH{+yOu{OUg-`wP@?g?ZHu=rM1BL6}^M<dkbIVdHP
zDtzan{oueS?oU>GqW7kXc9?VBjrHy)7th)vCPc!lMPsmGC91D<TqNB10+Ca7&gOKO
zU#5t-F3@yw>I)|muL|`kkr}n!FxFRva{L1$reC_4ys^yP3-Ew5^i_%hDP!TtQjrEP
zC2XrGnW+dk``jJ-?0ocjZdm?<8Rw(}D#-F0b*hLe4Vd02U@9|UbmaFSbOhM#3s69_
zgG=Tu^p?3uWYS&Aq$Nr&Qp7Wa(^n2kXd+UBhWl_sheq@F5Dgb_Fw;>*>hffp=@^4V
zmzQSo7I~WJmw#}mT&2}0RnGa}G@YRU87%L=y^j8`Cu^N=9G-o9{XdrGn}DS`zU|5W
zEM{2WCg7^ZhBkX!;rtyio$Q8wRBl?G3xPaY&z$sz3m$+|XMsx_v*Ej2sgv4*i*V{3
zObC#H)2Iiy)sqaO4T=~Z&y+eXf<Z%zvMsKCI*Qa563qwkh!$e@^~h6OY0%OdR0@ZH
zA4OWV6qZlo`GF^A9vTV*2E8bg(VQ~ReCi`8hmx5WX!hucy?C@H#=EedB}6zucB--~
zZ8B-GN}DIZaR?jFwNf^7p*+UwXK&Q3{vqjl)-jN4`wvK8KJ=c;ik~I=;4S>*up4S*
zm9$G4QXMo@wXm-n@A76vfjNo`B^T7?C$_!j4-b(d&M(s=9aU3=#<E_#JfvaUv$UT0
z<}5#t9v*48pV<@G^EbBAcXZ(A^g~Wny?vKWw|M-TubGc)qRQt+`Tk8n103E}LBSb6
zE2BgwAQ6_f&^M^w+SukNo|kj?6R3)G&hX)#c>1USE&mdG6{@^v>TNU5>q<%bUcW5Y
z1gFxqO#GhV<dB#Fohp#Qx2F+<b}-XrwZ0aEMkt$+yCiECflG)WuF<5#+3N8u)8{+s
z`WrYx6HiTnT?ewbdo^EOlBN~evRcNIgA^iGP%D0UI8|Y|Xvg@LC&&58`^20-c@M25
zmfxjngk?OL(Ngq0_zXq2d8pr2M;tlYi{D#5@oK#*)xKw0mog9Y2@%~@JGt^O(P;5K
z(Y?9p+SD|^M5VvRF;P|g-p75(ypX*W`>A`Zgzi~YR$YLqsWp73?#xV#NtWVv#HdB_
zrt*;(!OB#-Iji7IJ>qr3z2CJwQAezEKM<Y19F?Bb)YMd3paJo_;9mBg&Y&sjVXlv)
zw;x|i>quw2<2}2f%WPbhA0n)caRdTd#@@9u`BQJ|ZqudisMTwq&#+8_W2)#1Dt1>@
zTd&Xi<1bnbMX{~EmSYQ@g@(@W5yQW&>>~<Y4@Ah^yZdzYX-a`RQ3GtRU(5JLPAAxd
z8^UBjhL`rjpA^9c5iSbgq0AI1QA<p07el~QPFl<D>R>lcedn)r<6GnE)~1im9W5Hf
zDlTT6>(H`qn+H0BxxZh9%FralX;K&XG`^?}Hz_XpG_+QqwO3a+!?x<<6#aK%Xk4cx
z5;Q#PX?rvE)EoaGZZCNfJtj+y*#J%rb&pqCdYL8rqR#31GUfUw((pXt72coS-tpj3
zV^?;mFfwy$v|N10-dUbi-Q3&pJ~raM9A3Zj-jWdnj#zo}SZb`SdPP8Fb|G6rV;%bZ
zx3>fJtF3<7#L3&{z&F%>eFdFALp3i+_!>{GBM%XBIMHXVb5jK(pS`CimZsHE<07|+
z8PAuX&m%ZwCy(%(CdzQo`e?*CDGv_O{3}Y9eY%Cyng(z04?sTBpL0-iw~Tnr8Qg_+
zQgF_JS=zYvbw{&@AfVi|CRJlLRb|r2X}*?B_+?rI7d+*efk_cXtOm7WH#oB>dkOrJ
z0$4_A9u@JK=l)PJPtrZiXVN}{As4^>%T<v4kBI3la7NVG`h5QDKd`YCVCZ@oVs^%q
zd#K|jT1-wNG1k?!nF9&~V*;LR&rlCyEDU8^eN#f<E5d1!hj((V0R~<z3SE@aV%iWH
zS`{KXNRYaLJ<4hI(tV7e<ZgivYvhBFx{B+b7hYabJarM~<B5GqWZ<b#Z=)e{kKDBQ
z)bTV@#E>+E0hrxTI1Q0jaBJC>BRn~8J6f#{XbjUL%$@<-Nt3e*W=1N_S)ztm*~Ps<
z=WW`NXvDSr#qzd~SVf|!1s~7T^bKu?!&QS<-CDR!70zn?{LNCk&%?#aZalfi(H!JT
zR?)nD;#Mr;TgYjT+*y6NYqC+`VNwK1pNEFE{mkTW2Mg_8?qL2?Yr5e$-b=iu3mc%O
zK%wJ^h4Q9v;g-#Yuiam~v(pYheWf&+37Bg1vn$9ny(yqBuL^0*aNeEkXIpj+u%ha_
z{-ir+)B3j#>`Rr16^2@b=Ac@CEPwJV>q*s3t61fi>}8eJH3Y%HuNKm&7Cj#vV#IFS
zP$*sNQ?@8$^3IS}f-kj-vJ*OQuzoGfK}%abba?ES=A28dG(-corM~9n^#y6z@EY{p
zoP?j&aMA^nuBNp8aZiZ#{X!#GUl`_nc>j|y*!|@v3Kz~-s#LC;6naZs&aF4K_Mc}c
zJs26E6<wn<7k0Wr({$PeNZKDaV^(|<UT5wEo$(DnlK*|<<F{MDx>3J{<%pZg&`%bt
zZqVP581-Yo$NFbLe`uFVO)bo=qM6|Lk+HsnZr{>()Za&kk6K)@cHTB2^8J}*COCO9
zSBFuYB}lG?E+K>PFxj{pe5C?P3w7fP$c|Bp-GuNrg*j*jB2!<ktn*Hu^R8K6S<MpE
zhq?)x^`K&{B6h_?ZnL1(nktWSwkLJ{I}1f<Av@c1OE$=ECogDsL@bx3jMQ4O*GlW}
zQb839J>#UlnMiNBZ}K2Kau9`MI|$<%f6Ko6%}fWhc2KRdj|n*ld+XLBmZsq@eqp+|
zhq1xC`R>eyGcto~&gl-4oDLQj&rND;o(-g_t_7Cgx$WjH<BIp$+OSjVG8#q*%Xi64
zUhWe;hXzY)zKF#Omwof@T4{tx^p9}if}K}5xqiJ7Z*H7_%phN1u1i6EO=M6OC0VlM
zG!}l{e(GhRSt**;k};+tOt$0o!W>gqisZRvo4)ie?YcT$ec9T#$B1RPiM72zi*%je
zsmk1aPJG*Tcqg(dUxB+bs0CoSFz-1W%~N2k_xvMR_t6fA`UXlzcs+F3Dq3Ah)`%ka
zBRupp|8VFjlzD@c^i?JJR?-on+eDqt^l&`t8sO8e*4Q)L(d9lTk;%yF=&BRAnYhgS
zMM0n?f`UM!`U^=ITMxdQjV+(DTR0W`ktdHJsR`&7k|)4qi3ZY9GM*}A7wZ&5mka<v
z>u2!)YN*xzeOw3y5X%1rwERb?)W=J9*e?k-pUv#tG1S+9g6fKhLU%wsX{}xW=Ma!k
zk7p#cr_Q1w^y(Z+<`cgNTN+d%D~4zpuP8<uFpm-(D|%UXg=R^|^L!{k<LU)K1vot^
z%%oO!#|)D&&QaIQ(M%J+il881v(qmDVS+|6C>#J91Zh>z4MROo5H!sL$7G;EodQTL
zJV7+L=EqZI*m^(uGH#Pdv5j4$6FK6So<YP|v<?l?ZHo1YbNvDr^2~-n5$D-RhZUO=
z_7;t&U<GoQyIX^bu2Kr^tm?Z6x!$Eqo}74p77B0JH;IpLYsUB{M>18DK1Mu74G#zV
zB(T7-yEDs-+{!ZN)>dVQ-NwT~Yv1mKD1QLLtxAIYG<LMp&{@&vJT`Jew;Mj)B9Tsp
zqaOt-$Ifu91hXM-sQ3cW61632!5+;Yi~4pk)z>Buz857Ahz|xU!)^D^Z19nl_jSwx
zmo+8NalbbzV8)h_!PlqadQR5L#CVq?8<6@8ctffR2(lChm+Acub}D|FtiAA5qo4Xv
z50@#7RV;-E8{wM5Q*j9$M!i^YLBJI8P6cZZ_ok-%MZ|DV=XdzD&g`*QfvEos2c_M%
z*8z4VGHW&GeZ8G6TM`HwPRY{!)a&3y-yaz-YZYv|=RGh>C#M3(ljy*A=-e9Dqq6n~
zfr@3!Hi{*E#=UnIr!n*aHlKQg%osJdb-mGZen=qEvie){`GhfSrv1@-f_LDLzKqlC
zV*lFc?j^_IlJk4rSD%|Y{R8^zy^<m|*>gTVkb@d0fo2NkC+<075K5&iAgd#`@&;_G
z4w0Rbqvdt7U2i(rBo>|IFWoPvWKkjS{agV2J-8$l3yH^p{2<ajC87Bz`B&V?(kevV
zRIYhvCjF4I79t*Ygql{DR$#;a%@(-KsnDxP7V$MSYQtcWL!*pem&YI3=!~7n8!2u~
zJRX^<OA3#=rU{1$5Nz(egs-wuuWlf23?0prH2v6+<Am0hMpDp^J&EkwQU%VDkuN+H
zIl7b_)}HuQ5R2dbeaqs$xDL|T&H@5$0<9+u#Id@9V}=pU$A8^@4W6vp^i=`T=%BKX
z8Y{Q-!l|11#z)5rUF4?)e-&r@ximKgv}6A2Z#XK%K7rvHU#X2iA58yv*xNn(wB!8J
z%HBYGL`8~-`FOF^%uR)ge^HmXoj@&`?Hv9rLVB<11kkNLd{xnV_0A6hhu7!37e5&u
zY~H&vy<tB>PvNjz`Sl*K0$eF-9+4fWFRM{UtS$R?^H~=+{BAy$OVW@VKb3tr8t6sl
z)E>pa-P=zYr-}+Da2=}*kNg7~(>Un|iHs+mADXgVy@bvjc0cykx)vC=qoYnX6|1ZK
zG!2yb<pi3x=f?;snS`@tEt7JoMOA^HOVVMi#tRB)j)^jf5e5G%y=O#y`VUCOeDu&n
z;4?XnNl}12={bxXb4{6a5UyG#1FRS)@{5K(F<`=4_KMZo{&W8qJ%dRvT^;;?+7$qf
znp;Yqk`Z+yT0hSq#4D;8ZA1d(;PGH{ZT?9F&4Mn<0AxWzD;@W9Z_oq!NSuc3mJ!v3
z7mDP;WloB^0VpbyH9%Zup6Bq>Vtz<~A=>0ez68%GFY(_!avhxX;CM%aHV<Vohj3~w
zQ|#xX55Yt6Bsg1I8lbEM@oi}q<pb*(At4D-74rwz{E-NG$(rGb#J60z-9(Ql{eJrw
z?1K6NT`LbXRK*Q^;O;?YKiYpyf7C1>*P<8**A>huIhY?id(fQV;_)&)+(@kV(5*}D
ze)X*y;_-vm0jg7tQwkMdII4Hw=LV|fh!ftYIn1!puShsfm}M-IHR-;Pd|^I>N$mTu
zBpBGIz)K@Yk2$*Vxhu3t_y_bVedgJEvi-ossk%?S6Gb#HefK*`Ms0+`i-*mRw-u~$
z0jl{LdVKyH-R1|lVJn@dovr9UFz`6$&r!uGt|5n^s)WM}UZk_>93mM0NQaL1(J1d!
zjeck(@8k`T@7J2RHJ{+6-1)@5ayhe0qD4*7Lf*BRuxI9s1^D`;=-W=8mS$TyZ6X!m
zBgWe-kXw=ppaUCr^@MQkPlVfVPMi=x;(|cSE8YFI7|>o4gPWo1FH(NivS(q+;WtAp
z2(Bq)`h?ur1EvFCGx<J#4d+m~E+Kc-v)UyCqVt^v!j%TXEI(DO{I<t(bL4qxe%*H~
z@~VKkg~VlmTblbR7_(_AL?RyDX7R>UmOr(KJ$qX3u$i$D?s~GQ9i>BAIs>S#Coh9d
zP?M~8B%DTrg(6MA9lq_+`z;V<&%0z>ER3UI{^p=KL#^0pB+xAV(@rO)pE9vIq*{@i
z$<$<&LEYA4_I8!wiz$7~FL4Foj%1+%%a<M9Vr^ZpHoHhNIkBnjL>EBV%c~W{mz*Sv
z`4gm$cy=ORw=Z@T(oWsO8PIPk@p_ScS7j~6RKb(%8(AA$_llv@*Fe059zxspIj@S{
zYzG0M_dLda<i<DuFE%shbm|Li6JPH|=ES6?d;qBICb>5z?99TobszP8G_QV`B$SqL
znRsI6=ju?3jBPAccX+1c^5vGO(RB0&!Ppc=nk58H2Wlr*(&%M1FaO83t{ToA8Dqhe
zKEqF;EWPRojsuqCJH{N3yo55t-+nTF{lYKOyY7wjE8gC_<!um#!6i+79OaAE5bXcy
z>b#<wYS*p}(iAC*p!BX(sX=;|(0i385)cSd0@6a2sv$J#p_dR^KrmDRks?i65~_kg
z6buN06cLg4Tkqa`jDL*(EJryAtY_WNJ?FfpT8>V*^YO5t7Om>+qu^_giqcIDT1Z%j
z>!dg_o#Uz;*V$`+zkA8_Hh%(x4PR&P=!*tdvSwBKE7Rf{f8=(qBz%KrWe6eSD(DDg
zd#)<6*Uj;^F(uG#nIFy}O;xwwP>Ou$YkTWcE8IEAV0ZBHaZspAnxe%^yk)!*Z@q78
z8%nhxF{?Pk+~}~gnh|MNl3b;bQ!&@){F7PtepPhJ6`mRA$LXJ#j$Pkh@aXW#-Ta-h
zs!QZ-OIL0*dzN@+Z8)r)f>vZN*WtqoMIx>YgQraet{a`BDr850XR!HOF-414rO!2*
zR9j`qeX=bQ33m{ssZzIzHL_$fz+N?0U)-n<vb!T2HbcZ+6*d|hRoJ|cC;CTOZ%70%
z_=vzIi-d)$G=rk^QQJKaqMkA{O~L}Cb3>G`zn3i;I@XMv22H2La9s4yNJr_%B)Uvc
zsYRxU7Kj`wj3@^+K`{1v#ZCEWeXqJtjyjtLyDOQ>q);aL2P&_ln;jh%G9O;*_LKhQ
z=<zEp-hsvN;$X+QuQ+Pg?Ze+2s67OJ1a!u8lKNP|oW)^@vM5r4#X$91XaD&Qaay@a
zVtp>lMdODR>~O`n&HRr<*7;b|LS|R91e*r5G$rKnvf`d?*&b^181@HqW^b&x(&X#F
ze}B$Kk>`Gdf5-6Bu*ZB;TUk4|-9r=3?~w&S?~#G#G^leYJ%`)s8dKLXdPHay8Lg4?
z9a8Kb$F)#5B__XnM)-&o;NAi;1W;3HefeW~T;0EGK()X+NKk)ceR{@e9;93jG5msO
zHo=n+vVahY%-T6dqu<lgL1nW?%XMKu(qDv*15+CJxab*5OMshT1_rBGccXNX`^x2B
z6;a$<!~d_*jgL+i0Eb1dsyh6ST^0KucGWabEg2lFM<L4ES&5)<q`57+WAF&&n*1_B
zYj_&uMK;_8`%r9~1%u7>I5y*0nZ$w-MydqL$j2Gu*~`VElr&PJl?8E}mh;Gv(JEfz
zkW{R=S(%ZmEP%5rOB2{Zg^Dp!@K^Ox5m-5OuO06g?ilF_R0Bq_7=W(;ga80jMwZYd
zsENr=h~8A~KG0iPt-ND>IX2giQ~iVI1J<Y>hAb1$qlVpUBSz0i!-~eQa-DK#BN|S~
z#kS#uP3+|x)NWz*7%u9qV4ce>dV``8d*VZmZV3IC^F9J$R@FeR)l#o}pEi6Ls?|5Q
zz+MwP?)T*0)S(k$6Td1g<#4n%pg`_&_?iGeZU`+Eo_pel74#LvFMq;ijUhMgP=jL4
zVjWxPzj$%a5w*)64%E$>81;65U8^>13PXIualaGgMsL6V!~_wJ?>{@Lsp+ISH0DK4
zGvsM#>sy76b#NuaIX^pC0K1+GTj`v#6+UOH6JF0oa9+!_UgJ)TYx>EFtadQQ|L=ak
z9Mw|G{A)BJM77f-c)Imo&WG`;v>~9L+a>tE?64M@oNZG(RMu!*DRY!2H#K7Al%^vT
za+T$_4!mwB1AZc5emUIBf<StM|Gv9K|5ckSg+N!)Eb~%IHO97L{U3_!tKt5?qJ(>2
zU*FU*r~3rwMBs|-lfURRn15dU!6M<O&{OC~%4l8J8rBZ1wA)P}yRb^5Pv4k0rFvNn
z1^@l3k!WYWDEzwU`(a)GpT@{}i@IoD<kIl+jt#`n1J?gZ9GO=X!7)AmhNe~6gFZf5
zMn;4k%Vr}54$?6E2Gx81QnqZoZIgh~02Y=qY-$KXL8=@sukVQzQc1AqjZN#l4m>z~
z>zV6Y)^Ih%dXyLDx4kPoz1P&3Sm+{@ab?%&1|ru!J!dziO~abkodNa(yvihRz57lh
z=LywnNm3AFO?(N|y<pe$<4=G~Q2VO5kV$D+HoH{sfrN=fDa=$rIcHf0OlRa?DCjpj
z#0Txv$5(l5rd+d@Uh+-4{Gd~#ZFbqU8X?n<SYK5G$Oj?n72~oaXa!Y&tBjwe8NOk+
zdnQ24Z7IJ;@Nd-R?NTgL1Fi&CZDy!P4@cZi?|!-NkmLUw`!RBW!!uo{iAk3VUtEc<
zmy-V)>Q!?+%QAb?lgzmcrO=kW@>C_1C0hM&g9T!QxB^6QHp`!E)QHF6ih^xQ5^W_)
ziDh164emU1?h;S3h80z>=6!Xz8>Bzs7}%dB5GG&?-h|9hTI<oO!kkkwj=Kco)#(SN
zLxMA8L_~bPy|s4e>QcSsZyPMPbo(@cgzJA)y?D4A7k=(=k^5~`vFLj#W6#x}g*pSW
zds-JZeT@6d;Q{y4iAjpmho6-8PRU1Xx*N_FAPEC=L;w6E>IKy@9F`rMRSg+49ow4{
zC)2!5z8>2bF$wFAiG`1vZTZ!!pV|9v@ZUXBa%UfP`HT+kW5V6)yN&lV81JdE1N`UU
zA7odIqNH;=N0blm*Q&*)qN=4O{{H0K)_bt&9n|c|1j0R}jxpSC<<qfMYl{^rNn>up
zSLB!Z0y^ZDI%ClC!WnSn+VKU8rxf^dub@8sL!mCAZ?8#C{9_mU1c?BS+ZN4Sksb5R
z>;O=r_yM69pAnNYV?drEBA9?9=C~#+9hS9YbuD;0=4hV1+~fWkJ+qss825k9TQ{(n
zY}Rtg7=V5C0d!HuZ}8b2ZSu6Ej5o!%NFe?b`##5l3Jy`46d0Y76B`sRF1CV{VFehc
zK{Mf)NUKmG<c$1G3={Kd!`}2?rT-kQ4-={`#6LFw|Fd{WogS;jJyC$E0PN9|DiP*p
zk$BFVd6}~)T2>4Af#E5h(z`M*?v}bdkYh4NQ826f5X;iov_`BFhCxqv%q|u3ivbxV
z#!E~WN4#&7q%_54r&%dtK*>3OedK4{pFOKt`-KUu)^yapmaq#JGv^^=cC;>gtNVCU
zp|q55p}H7UGtAl;B=WEZ5DK`xsc49D{a9k4pL1yeS~de(M#03)epFkOJ&k@^{GpN5
zu2jF*7C^;~dfr4btgQU5%jwx*v@8h`LLk`9dFRjpOcWdSGFJ><KPlk*3&lT!+lE`X
zg`PC*j}Xo!Lb%vFf`~@JGZ!JD3MUtBuEIjxB!y5Jt$G$=y^XSTO?q2Ln1!h5^V(mv
zg@AM-Lq}UMQ9MH<CPaFMY7q9KOP{ORR<8dk0<2LA*p5ove`)pIvh&yfMLc@+O)ruu
zVZ%jnIP{Sj%NJ&pJdqE2@S+O12Di94`z%~lf8A=3!k>VgXY&@@A=cUi9%&@sTs2%i
zPnbC)EYF!kNl{`4^q;L>+zq*R<sQW$v+loqg1wpeip&(<QT~M@1tnF3y~HYoiXy2}
zWHnpk(otql(nfcN<n=6*a9zLw-Z--Yno`I8#q7<CJO>HILT#i4d+CiW$A-21*t%=6
z>#oa%<E43OiWk>?AW?GHt^T1HxTnP@t?)hA=el7wF2=S*19?MOnvKA1!tr5$_eq3W
zH?8v3Nt<ZKzY=o~4Z&&{vPF9u->+Dsg=M{hZYw8VOR3brhOTSv;t4~eA0HS5z)zme
zy7Slo-&B7pzWn>@5OokF0pWabt2OHjvXJMk3KDs|>x6257Kt{P0GW1ZhBHYB<R4%e
zxFm8(tOH#eHA1T>?W4+}J6iULw3m&!HEea>vj#P@M?wj90Q6wjfmRitl?mb5zN2M+
zsd5sU#+p4_;$Kp)8)O@`QeDap%o4zJxbp@dGKs&NSHAxE+so3le}BjW3(k9=66<(#
zJ03M>aejOlAe+%89{ug2bd~tAn^>y>bgvKGp`#8G+hH~$sVQy@Qlu|fh2+f~ux&qm
zs5RIIzmz22SS^>8sl7JO;>QDf&F>J=V0cr^HV|$zPC;EtvF)oUbRYTG*ET_CcC)YG
zOZgBq_Qf0euYEk;!P{rW7ox;>p;A$4D<3NY%D+iS*r7-xF|sK}t&o$eVS`F!T=dpO
zd~b$%Yx2Mpm($ZL4C2>Wnc{5b@?R%)xBA5Vj4{BaBGxo+%e?%d(<bsY!X;ykHP-P+
zD!zxb!4*5KTa~f*e)kOfD9OGtt>K(bnnd^Ui4Zr9v(>q5`{#}JAWhQpgwQs?s;WC}
z`Os)D>=p{}ERtk4|DmuiK1pXE`C<wW`F!_gptftPx+$&L<P4sF&0>yJT4=OY(d6`C
zI_Ix%L$L?v=5hE)&Tloh<E9U)#DR)0%N^%2_vC^7u7s|`vUGv8(e$3u<{REkX&5-7
zs@YYPd+Vs&>e^S*vofp!oiaxa<qs={Ei@GaZ2BQqAz7P^pDz~_r{7B@Fk&XwxwBd=
z#LW%IQ}+L=rV1Yh9ReHk(t>lb%l<x;9MpeBN6>2VvWNin$Qi0wPS+9MF7y}P;u%^R
z3XzB8NdfM7JtZWk&oBiw?31-@0+F!z2!3F?9HfDx{KiKY`z7Gb(f=A-(5LDdr^fz&
zV*t<7zafSHWUqkAt1^{Cge4w92VzVG20*b(^kQOg6fKYUBx_Exl#jfzp~0oRXTzeq
zCfdvSZT#fr9A>!NUC}R*Gc-yuApGrDn}E{$4A4%*@z+AD>C{3orNAjZ3FrdnjJz8;
zn+Q(!&saJov>+ny5^q8E4&dn(X%kHJ$K?PcuE~L!*$_eVeKij}q}-&9ViQN=&|ZGc
zuk?gBw>*u2_>OLwv=8zhayzpz8&oHMDebIXWPUiv)-pA^cy?f(%rfK!`nGWwG278`
zOpCI=w&-@!aG;IzI%bo!J7phvYt+GQJi=CQcY|n9IgNHj$QgjLFzgMMcOpX??k~Pn
z;D3x2bo*lkE{54%XD%=Ip>O!iho+8(nwAoif=q95Tqm&)gA&@&LhWMca8}AI?CiBJ
z`Y=009vzbS1UKYm(qrd06lF)O4fMVDRlZcI;^hZxiFYD}H+DV0>4mwnoTkFu>{i!)
zXEC(^*68vwva{)s$IDv^rcXS>sA1{ajbGVrKgNkE@>m|zW@8`t-n<COdH1#_<p*;u
zRzaZqxVh-4SJ#4oFs1&GEh3Nui1OpT@`Ddq{C>1MZU1pAN;<URss3|jU*dE{bce@s
z$(W_|<)<T^a^!UrS<zin#M74w;Y%*;9&*KBZ2GsdoZ(dsU>yq^Kl)c+Y%Aq0vup|)
zy(ZkS*@)VC2XzTwV57o0ufQqrPF}!|LS5YUnLZSE;P!<+qhhnUq&31y^db4?!hTMk
zf?MQu*MJSaln+RP!@<QQyc2{(kQgK!L%uSqaM)CEoR!J1IygW0071!B^B&v#98X5m
zV8iXEZC-Q?DMI2^7IJ+ruDl^!HM}Ox{KP(5rKR*^sh=ZDO%QeP4+A}u+18iU*YvUS
z0azEL)P0L=6N%r%Kf&N}JI*ZU8Xqj*s|Ho|x=Ro=H(CtY*45RTiDO}-t1s1!)(g8}
zIT*!x;NFOgsy)#h-0NGNd-r|vlH>_`v=rGn4-3=CYR{7>VDWZwRpek`4C>Q3U_N<V
z3YvJV>D$F8>snv70k<y;hrH)ZNfBP`?8N!M8jU<lSnh77AqR)Q9y;7Pi@WQ`P-p>{
zKY3Wbc40e3j=cBvZq`T6)mcZ?k_;ex%fNV5{}7`k-4qvbWxJ{sFpYLK&4F*R4msv9
z*cVy(2L*XW305{HHY=VcjXcLCtE*x7YMTudw)j{^@@v20OX+^F{zE}(YhpefoqF3J
z*e9BqBFS|5y?$HhTY3_o`<w@l<NB?iY39dGH-_|sc?&jrsn#FS856btykB?vheDtk
z&<axVsY>1oyBXT9qUvN-yO^r_!ADevLU9y7T<^Po`JSPN%U!zt<zSEt=t68(Jdl2o
z`6HQjjEt(=U}l@F9d&QN4VhBf_PsNr^@hl<3MjdMcL-?RrH0q(A<FGCU%g6ocC&XZ
z`0^8m!(N6zaqKsAzV4h}@kB6()P=o^9x61TLWT2{DAtWA@Y80Fh?mlltSACu!-8>8
zV66$L#4}$`K!h=X$l~%giJ|W(*<MHuW-5r5IIjM<i=xP2XP*>_5!b<BL3PVwmmgDc
z1J3`<X6qdT{YR4&irzv1I)j2Reu&Seh!&;n<ax(BXce}Ri3AQd^0VvbV<6rV@(Nv>
z0JjxY-zgAs7V?|@hXV88td{Y96lAyq(y{p8?83iUg@5^7TSh9Dz~#CUp)$MtEY(0v
z?=}^^qxlqI2ov+JjH5EvlXfM}IE%r^T5O-A)b^88Hq=#Ji3%T!PW^D5b^%9nZ=S2Z
z9u%84hek>uw&=`;;c6=S15QhJmqY%>;PqAQoN9rdqtDQzrhxaZ%su=5t&;v8hHJUh
z?F+Jhmok6xrYzUrePXP<O6>hMEJkX3pvXjol|fDLWl%{<<mStK0A{8{*1GJ&EQFO3
zyF9Ebs-;~0!zDK5T*9;dlxqm}<<R-=RDqC8CEMkX=}c?dnpte4p><u_29cZ(-xnb{
zDVXu4xbZ-B(HoNBPjS#QZl+%7-5dJEkiSL}j8gN)MTN}t3FXHkuYM^kh5vX5JC!0C
z;hZp?r5l9FPIvIiZ~jCQX1-f&()GQ9;4kH<?0$8h?V?V#g@;vSUYa7K_I&FDp5wMd
zDNlr|)p&|J<%q)T`f&MylRn0xp?fM{ztlQSv_HU}x5%GSfDLx0+x&J}LLX~P?geJ*
zVECjY?AVEr-y5&p@~I(54P$|qjumEa+;pX9YcXhr6w{N7v}T^Ft4xuG&T_wp*|)ra
zw6*F<K8N4DJ8W^lm$G~G@#<ZOQJ?S1o&DT&uuBtCGbyF{;W*khHB^l7(q2^W4s6(4
zkAFl6wP4QlO@#+re!yE5!E;P>x1_0d`z;Rl7df+0nNF$3w@LU$`t;4wY&0x?=!u9s
zI)_%--Cepucu7Ruq2_Ew$}YD*p6yYs`p~Y@gb7_(q<#3Be~CjqJwh|da{ed+6uDSo
zn7HpO8h+bVvF_v;!`YJk>XUHps3OwMIxKihVRrRfDGxzPV<Nio(@0=FdhXFE2gf!|
zFg)8~Flr3r+&kPin-a2Y_+wbf26^)K6H7w+#=ic;_nALc5cMMJb*o`i=f1kCc`}UP
z!P28?W$m$x5bAtH*QL15-`D&a$pnqEB$I{PIdS2&)06Y@{?@*3lT%{kOX&#*4FX!<
zy_Z!s3ZA!zaZ}pvNq#6(Gi|q=Nk5JfnIIbvAW@fwN_h@q>MF+{rR!Wej<?PUfRRt_
z>%C)?@y9_eM*mQFbZh>c0{4q7{%U3=Hr=I9`$EUV9>NADSS7FbbVMor!R|QE)#^m<
z`5N_9)NB!rMR=YcvtC@@=uy-<sA;Zh?f1HMlSBnnlxIMQ_SN4m6!C3xEj`J20P!}V
z{EAXzq@r1+hBI)XVugM-i|CHh6K~hAJ!b8N+tChQ9<43C292_EuT!NTzN7Qj$Zf~I
zkcvKO{oMx6`aVe4!rYf_AUA|gqY@*o??_`6I>&;C%f}xu$N4pP7+-o0lqP$)_e|LA
zAD`rWzmtTZ8g%bV<>v+B4CI@?4&)3uUum>0n6u8mR2E-n&F_x-+@99eY(A&K30iP!
z{CZtXS%~fN$hz~@gb>xYwcPgB&88CVfszV#yO6Pg;AKqmz{c9f)d)|KKeeWjy&2Cy
z#%k`f?CHDHhuDwNDpPZzg8`hB-#QyTk@1V)l4&3MlwS2*bBX!G_4JqC#Ziji({{}(
z(w_7I(i@3k*DD~d-M7+dq$Elmx_WUcRS7j6#P#nQH^1HMRHTip;R)-bJf{hDj4AWQ
zINfe5zQQ0ed(F)@4fl1U3u9%yQgRK${{2M`%&ex_DAf0c2k5{x_P|KZr`vDZdoR%Z
zHS<LqoU+My<8I-becL~^6Caz4HP_T*P39LPf`}&Ltv#G-POikvdJM-8*QEW*pNjFv
zij2dMCtd`hGsJ<!@9NHwY-Q|c`tbSy#!qAXR%4QSvfsjme%m)ZI2`Uj6#LU^t?_JL
zO*;UiHC*gJa@7@55AEpwI!~0eDP?_H?-;ePD*VRlc7dkaNwe`jFq1!O)!K`D+a%8V
zC?#!m^Ao=Dd%H}J=2}md`piVgJGPJd7+v3MHd-?35{5z!3-sb*XPl&x2-6bF>dJI4
z+tgovuD<_K4Dr3XHk<dFRpzo4>DWFRI~0yVgCz?<>kDm8FC|;Pi{Id7hBi24B0Y%X
zy>)EnQIFA7U#mfP<TOfg^JePN;_lT92%Rd9YE`!9{h$wk>q@eVeWOw=!9Y@Ply3?N
zw?Uh!SR2Kw@Vzfc_7ftTh#`;a;wJBW;w>n@&+l<uEhK`-=OuoEji}8~d&KahDPp1!
zInCV1HEh!a{Ilz8$S>9gnpndQbr_N$J1kK0>)k=d&6T6+|Gkc+2PiXcx&&&H{%igI
z*Xk{>q`$5a#EL6Gv&M;{D+_2?`Oud#okh{Rc%+5Q2&+3HkoPEY=)D+hQk0v}l5LaO
zbVuH`YJcM5zBym)qFSs-v&=9&WuOqZwf`&i>BNfbpy|ttIf0}fUJg0gondMu^|~?d
zE87v_JFf3GB<L3UxXxAL?S|)uHs^S{zl(UEzmgD?PDXLFNNj6fJ6E}z^YvmP@OEZ~
z=d@$Wdktk=_X5t~T$8IQtDM?NQ^sxFCf*@^X&HF!swhGSmY{HOT}AlB;DRsuRAfLU
z;N<@0dVi6hoW?aHADmw&EFiX`9`2t=G~Wof{Agw>=;w3(=8w_?BR#>j7Srl<Fx*y?
z#YcnpV6OqV<lfBP*p)Z-Mcci3O|1D@sz^cA@n=Qz?D$13w3Kr{A9197t{~j8i;?U7
z`ce5~;NJnN8Hi?yDCUsMdvW1Hu#7Q0Z%cRPNd3-T&iB?-+PCXl%6tZILZ-|$|H8Z0
z{?ZMuN*#o@HF=+Lzg%3>YW+yI&e4lZrn|b}{~_U>(q`?B>#hB_FV3~^z4aui-yxXw
zWKWl_?w&Z`H<!E=dke^e?-0)dkWm7D8)?3V$%{+jURF3KO&mByU_mJ-z30nC>Cw{}
zmF*CeYZfWm%aSuJwTB0NFG<7lyiCAx5t6La<diYAAis9^&V<g~dE}#5|Bk%w=!Rr{
zAP|daG~ivLuyZMkKfjB1Rlj&c@{{^wguLk#d1b=cbcCYzYpi2Re|Jr;pBD)*Z+f!L
z7n6P1hSuc0LRnd29=}(y^y5j1Hp}Q=6-gZlf-WmQf9fZDwD@FslYJLE1iqUXSRJIK
z4kv2R92gw*HHWQ78-wxLhNyXKY8fYL88+@m-CLiVd{L+7wGQO&zSdt0c_$5bazWmN
z@mh{_nJSU&UCVO;q9ksb2R-?BrMH^Tv(V)AxR7)1nn&^DoT^TdmbU#7%h&h|p78f)
zCsV4U?mxM{|BPPZ67ddrLQ;SXxC)!U2+P;Fb-+}JiMd!=9p6}91fT3x@n2GnO@U9I
z28Wc#4qV+Rk$0IBXf+<B7m&P~kez&`_!S*Bsm*c!_-)Dsr~1Nkkprp1hV4sqh=B#O
z><<$%@3%AukIs(kqK))Er(7`gzTS8F{2bKF^wD8qm5klB`hv;7R5z%>9cQNfi~PgM
zZ{7UHX~W<d_H9~^BE%<{=8Y+&_Tz7XxrGws^>pns$WfEXpvr36h9;FuxUTcu4dX7S
zsxZ$;Q4LqpoWsd>tR^%$fbrCN(2?i-Y~*=kTQAt)#9^6iFS*_P_t&HIj2%Nv;Ju?>
zA2o%2RkJy_7F?MnCo=2f80;GCy7GkEu@W^iHsWzxqw~%gZaH^DD|<3+;PQY76*uKk
z)A%3DmVjp{*W!-$T{x=hjnfsI(T3#Th%Nreg)&>=JH9>|x95(GB_`D6&Ws(J@4fio
zEKga?xT5vts9F28Ja)E+-(2(HPHJxiScUhP{E$UKRpMg+eX7JnWHwVachGZB`=5&;
zcJJ2yaL#iYURQUAghRmjLotFac!+Rxr4~=he)-poHA?K;7a9Tx0RBm3^lHEdZuB>A
zSwYP+{PDTL$hz67Q{AG^t?pH9M1&vp{PNQ>&j)B*X@PI7yqNTa`JUfjy+XZ&Uvs~V
zM13<md<&t)asfob;!DcA<}bgeYd6?y@ZDU!iaX$hT9|HqD)MSGe|u%{`kPX@TbgNZ
z$v*5-T9UAr;aGL_36O3l_#Eu4g68>KpX~+gjVCfnCiUQW8{wjpp%?r_+=_}i-8+@&
z@fCC~ek?K&^VP@Lt@eaN6Ya++Z-npRVS2Hi!5I!6@J*bmioAUmLAa-}of%`ha}ivo
zG=F}VIoYqGuj2rmS~s>uA=uKzqH?VI{D^ei2vJb{%{eY53Y4rlmz_G?8ifmj8>Y2i
z#isf0D4O#PPSd+cw3?;y>sx8FtGQiVs`qsa!3-(ys%fKr9sO`WwO&N~MQG;DsvvLj
zR-KDWU;9jUOuBfs?#p8&{mMZU;k4=2lCQM7q~-=`?sdLhZSQxnZs;rWDHK4<@`@8(
zJ~UeJEGP!c3eeSw)D1t`;pHbt^%&O--zfXutLmX+;uUBm2RpS(@A8F&V05d#l}haY
zP0!{`8#|f%EFUJN??|d{C7i1^`D_C6jQQO6;%t?r$sQW=l<HyGK$8ON%IC2w?}i<=
z6*O7G!G9c44{#qFa&!B9o7F0K`fLF5lH!Y_XBE%}207e30et(}v=wGywP|{71rTi`
zCwL-FOnJep92iQH^%Ne{S=Xc8>=SlYt+V*zF4o;a5OS^+R$q;OY2iOlM7_X$LUQ?O
z>}_#D_~CPfxWaN|zLG-K%?_5DTi)#T3(GIZuS`Cz*>lIYOgbAJv@3GP8Sa^?oM?H9
z@XzUG-Z1-;Z&^Q3va*c~*hv?M$(2uV(*v>UZ&W;D?Dg^HCO-`u>y8V`bq|@RUP<?8
zgQ}mO!HHef^mj|{&SPl0vpXMmP5eW_a-$RMOB?wDBm9OJ+91Z`du2Xf*MZ<-ta$6t
zSypn+#Z&ZMPNseo(XW&^P`x0Zt!Sxlj0sOwO8))_xK?s*fBzwvtMi&xcc8<<_XG9g
z<|U}&P2nd&V}A+w4vfp+D$bnzMXxrWnA>wtLo9s*JriRmuJk?ncLw&YKG(rF7rOV}
z^@I_ae;J-AY@igM@9rT+gs5Y|3NvHWVX~L7DI+uylg|4`+t4IVLe2N-u;dLf5{sUo
zK}wa_6x1Z%xBuv`lNH``vW=KUs!vumUw0|ZKe%Hv0KNCF|3ax#GZ#jDXQs)7v4P3t
zZK18)TR}fq$SUQRRu8CCE*^9(f6l^MnDemPOQfd029q(b7M@?Xz}>gS?tIR`vNI@c
zCP`4)i}_(h8<=mxZS*eJZ+6||LO6=SOn{upMh=6e0rk5P5GBGfRFsm=(NWeIVM2$!
zD+|V(W7UW`iIbMZD#Yf%#<Fun@cr42nRs!hhUyOFYZ>+?D(8a-dDe_|BE>8cm1$Q@
zS2%1@h?Xx8mv~K&ha3C%5a5TSGoVhO0y38?PSfb~flJbG^#RnA{cb-n&*M}s3KS5n
z{zD1P@Dp29%a=Al)>_YCaw3OjC0hOhGuJkuZAAOY&MD6nj^>_%I<ns4{aA$<evYef
z?!0Th`6fHR2abz~uub93b&N@FJgF!A0%DI<G9i4ObN$;;lg&4~#(SI_(mBzX<z5w4
z?n7DEYq0+MU8YY5jx~}t=FDx-QE<?mK&U0hQQdhd7>;jrJKD9FWD!^z=@rn$&6P<n
zqpUw;1r}>3OvH94ojgXcG8I!WEr)vhYy<m41rH3=M|Z4$Yq?Oe$-Wp)Fz6p)Q+BCB
zgPJvsJTlo%&g<R;%KjC9X9hz&vM$ZJ9QO+}fH@;Bj$nnP(fk5J&t^Cu%PH3ts*(hY
zGMo>zcoqf#ZvmU<zZ;KRTNiXZtUnSHF2ozEkg?@&FOqZYbN@F|`kj;YSaARuc=!^6
znzggsYTuh}kQD;zL{pJXq!d{zb3%5ERAw@pD6B}VK!FVUMQ0gS2?!8sk<H!(9-&#|
zO91;T9fen~C?8O!y*n&LXQ`EVEQq`SJ>|w9m%Cpd7J<T!YIZlDJ^Nw0V+O)Ui$Bl_
z<Hkc!)~9$#X)YDjB#1s#O!dIPTWQLh8~>Dqu+)-;O&VO;wcN-F*>$}Cf+YY{RM#`3
zGGAASlJ`}#`WAWy7BV*Q^m&yUzXw(XWYe`sTW*wz1+AWXq7r8o7Yb=bLZK@pds*Ys
z+d`GYDNv(2`hu7T2K@~t3C@OOfU?w}C{iOK>Fmbjv$1x(>ll1_?gpfb^|(6=F5B3m
z5izM`CO@C<cF*3j<nkbA{vRvrcY?3xLw;d?e+t=5cLS{+RI8z&pVmqxRHw$O4`DNe
zO(tuD)m=7Mr!LRYDH`j;7bLa6KJSuee3YG8UM+z)!nje5`*mM3hHPJtP108h9V_sA
zsR?saS{BF?gB_c%3AM?)AMBV7$j5w$#ENzF)3Kpn*N6=;5`zTpeaODWIxUP^`ojxP
z7u$hWbvP>Dpk6}eH5b<^pI}$yU3v+K7m9}0zQYlv>?9qz%CZnvmit;1oV6qQZn>*l
z`hK+!px+qesEfKgXsc!AWEq%zr_WQ;O)A8-*AkrWxe9g0NroXFBVj#!1$HfU*uvBl
z>sK9%PQI{dI(+++;}wVzzczfD&m((_uUTPy8ETi`GbnTS?`q0VtgmlQz>4vBX>yaL
zl_OA*0Sdbrdp$Q0l~l;LI~1fT<ieBj0_Xcvtq5nQIWXeWESd)Z$`foKs8yBDO{noG
z`&Hmza!%Wkc!Q=cI|g;1Au6(~P(a=GO-M+|L<M*5r$FDwgCon09>N>S>WiG4d9=Rk
zk7tLq_uyIS1@^RE#t(TKq<`!(sY9Lsmknadd(Qh+TZL5`>B%j*^ero#^{*o3A*}9o
zJYhz%Kb%GlfULKz!SSC6^b&Q8CdsO9@`w)<S;SuX@)EwufQoEYFsU2*3D=}=Y$jV~
zWLj<c^d@~n1Uzr{RwxCfafrM=7aQ1JmC`k~*?D_8vG0CpcKwZoN1Gj0`X$>(@^y-A
z6;4AMLZ}OfpSPhk@cP{Uk+ibnFLg_}cx~=8)2YMAizbWTiAREO!rcrkXeivf>lf0L
zep<^UiHJ-Jl^jT?xX(o?suv(Ru0>>#n$|A_`=SdBYgTY(8m>cOY{$xH3t0efeLxsW
z>+KfS4z#0HITuv#UFOMn_#Sh`aXQb%U}(16OoXR=hd{nHyXq**fXP*752Nkv80?cI
zgq+%sW$MF_I4SV@(Qz|n_8{s5%XPN2LFE4Z$IZ*%`h>xDrczts@2I6@T@>o98yet+
z7IjMAvqve=W|@ti$_b0pgaFQJJ9)W`-`{Nja^$>={fM0OkEf^hpEC}cZYTTfrGNH~
zNzt!Ef<GH=H0^sSan$W)Jl~T)sTNmFs`ufph4BwYE_f;}`Fo1MLYZ)cYtu%pFS16_
zKM$504Jv2KnxgCa?ETte$3V%Fhm*P>J!WY<YIg3BN!6ND{N*@9Ax~YBjJ&;xGr>_d
zVg4D&()(1Hpw=gg=y}9m!~R@(Sk6&YE;!u>9X#Izdiow2dS3tByLK!cD#sjb_aR!p
zxeaW=?7t#<-2ubK;d<<u%{rhwy{^S}a<);J@KStGnqyd|ZkmARSACdB;uY^c`g7wy
zKpV|<;C}~E3A}Fz|0CQu09)gyF*i0*mU;k;p-Ge*Pr|Z>)f?y_D1I2Hi$z+$N@Oh$
zHUbP;Es8h%q}Pp&=-BLTxVz0Tsvu!D5-*lBpH7K+lRyj<Xv@hv5$Gwp`AjBiOO$q|
zxtax>KxxLP2pA!XuZb}QYYmMl4|D7SbZPJYUv&`O=sH>C5r((mhv`O^PNd~(zH+q?
z>e-8r=-WzGyf_9QG+!DWR@(oFf?j#oaJ85gx}kdupTl%S;j;z<z#og0#z^Zp%<e`*
zPHNUJhGwIrz1aRzNfNAtk*mch0z}ZIj2aMSAtBPbJ**WuOWkvfHDElan25#qDz>KY
z^FyQ_1?Asg1?maZ%)&Vo%HGTn2G@@3t(dI#JJmCGv^#g_>-?(^#SR&|U&jp!+jf3}
zG<P;W1c*59S57a(PioMCE!a&DCgK{2XnXrfEeF}E*{tpU&80Zq(akD5EA2Hz9S9A4
zGv|k;Gh1hHxi~o3s?IgO6;DEP7J8BAONJqa2JdM^`9tg7*I?5|nP#%Kfi24C^5zZ`
zS!9bB+G?CLZ5);a(2U%h<@E41TV<@ls9?wQk=6QE8uGIpz30kfkHU-KEQvvv)x}rJ
z5K_DB!aG~#7YBneA?hC<Si#;kUM)B=@cmbogNp6J%?dYq@9o;%DR^&wKR;e0xt+_m
zcJLBruLF7zwSjvQrCm#YD|w?OqsQ-1?0lQ_@OL8lA%sxCs>b;!xP-)&VhOB7Q&LHt
zl>XT2=l@Vd(Asriw-Dd_<F!a1o4>lq!t&lr$(ej=?M@Hxbg2$;?8q?FbE~$hdf~42
z>lc<Q63}ZU#28d<L54nS`rP$fpKKrFZ2d;>bv(Axa|VA-pA&ulifj!#V`!gmOJ%#t
z_&rHqFZj*xxo=UhMgjUwk+T}{iVk5f+VYoUWgQxA#dU<dZ*3~6kDq3S|2(YD%Tk;j
zZ7?L|J)wQ2e3EI;cJiRgA5Q<8;YrLd$H{f?9}tK6x=-Jk(<&|`IP_-{^v^|9Lf3@j
zJw)bwi;bhw!NK=YAp0xHwc*e^rFbu6U`;chd4=u+bqJSo4RBn=R+Rnr*Pru677d&#
z8*(kms@dsnrFepclX;K&8VtWn`-0$>2PaAYP-tqR^+hspl5W#)_M0W5S+q3lMr+@;
zd>OI+O>i){vXHfX_kc>rau9eXDQh!^qS^U!x&NW)_nid4Tsi!0`8VBMNg>uYuD3A*
z9Pk1j_$TitXT14y05u&3{d9&}r_K6q*kD1f2p{INujyvAc|!I)a9;4JAG)P+{4jFr
zV^Ljw`-wKp(b5URZTsMM`7i2>^d91X<VhW#2^t_wR0etq$2YRa0Ui10E1#$eRK8%N
zR{``+YA5zy3LDpb<xzCdY~Bpw(epocse03F9LO!Q-gt}F$gU;(Z#COPz9?%>+4=e}
zI4_)+2r8+Hq>1)cbMpwc=yA&)w(<a3h{7!8g2|_ITNyuVU3{|Kvs^L1Z9HNW{0PgH
zo+ssc?!9mV{U7>Q6H|;}uo)vosOHsMyrNw|bV?C`Q{oY^1IHsT_RRk(|7Xn02FAPv
zU~~AGwKBU+>1oZ2N2~d5RM@*#*C@?KNCql|6vt}Qek%l>5sfO#UC~Pk`1Cm)piU6C
zO<^*NM;K|v=cga#cqJHAz<E1aEk9YVqA2*%q>Tdht(rls(vG5Nb*RJpQZX4Zryo`w
zx&{!H1AVwEp7*GrpAboSn~3K<7GlYHTD=SQ){;`O?&nM5$1uNfyg!-l%o&7$+N8Q%
zmxaWgled}Cg2#3CXdlR(p{w{Dw9*k8<1VE$fj~a9Zqtb*8g#baW3N51YLl5anUgJw
zsA4@ZHX7{wV2OyROr?1rY#0wG<|G53fXfLQgK_k^(&`=NVY_zK?fNuU_woi#h^mz4
zNnT<myIdrJu}?K7w>l1jR;2PF_1Y#rW>?xQxc=+}D`MHRFJ5<%(@4!Hhn(Ha)H9T}
zt##_<zhgKCTVQMPxhEr!*s9u=u=|MF5U(7X?R-oPBcScGes)c_@z*G>K<B^UbcOcy
zP3+a-qz_8U*s*Sf;03<uzP6lkgv8JH?I5iDF2hwMV%)54IXsG4EF2A{w<3lJ&tg2+
zkNBgy&LvEvl#z1#(MeEp{}Wf$1>H+c)7_fl-($#$PSIvo>;c&DL$zU^YK{g8(I>Z3
zAn<0R)!bWUIWe||IUf6Bhb;4zj=zK4B2vp>2z)v%RYDo;L6Md}MMK`yfELv?;JGgh
zl$Lan6Z`B%Z8Lj_Bo;Il7orhwJ?PqGmeyNo9<qL?cm5uQ7JgpQkX7Sjz`;!q|GS;H
zXLY}UU5Gj+Cj**JM@2R_%6!_`G${#L@iABulr4i!W}CPyE$Z6ad=8vbj{7;nv*SSY
zFhVJ}6AqTMp1_EY+Z`C5vT;#n4f{@g_-&bcBJg+F_Vox9KXQn1^ML8g)37v#u0fWu
zBbP_fme%O|h1C`f%(a-`3W7F+ZEj2TdI1u>0vW|~=|=>;5%)`lyOy{pTa>3n9wLny
z{$k_Hfjv-&D?+6%RwI|K_nD&>C2P-x1^0U#*uoqtXS0?oJa$IN_KQs6Y}CNt-O)oX
zK|kAeMZK#brJ}YBxCnb!k1YsRNMyufonq#wY_GdF2#BQTa!JXKs6z>q7H&5;GkIbM
nX@KDkc(OWx3l!ij0^sL)TNk}t|4`@}{TKGRjovT&XX*a{N3N+l

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/images/image-14-Semiconductor Cleanroom.jpg b/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/images/image-14-Semiconductor Cleanroom.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..1fa7ed09be30ad81fd28143dcddf7b30b7ab5c7b
GIT binary patch
literal 204111
zcmbTdbx>Pf_%(WvVuez)xVsfE9w^1#wG@Zo?hqWB;?_dZ;$GYfw78St(qhHExP+Vc
z_uaX7=KgiRZ)bKUne5qfR?a^AdDeQ?ep+~1170f2E6D>WC;)(hd;w3(fGmK8fq{wf
z3=0zz6B`=~2bUNR_xW>NazY|}VrmLn8fpqEDmo?}RyqbQMk*?{H|$)ze1d|4w5+0%
zBK#6O0)qViO@e}rjg9*pmkbY&jGvy0p8tQlJ@o(tSkIQw%+OF608|1LGy;^TK7bZ^
zozGDIrvd+WLqSDDe};jHg^lwZIiTq!fQo{KhKi2%>=`;ba&$2AcL1H>86iEN3<i;w
z1tx<#F@IQc0T$!ix?U3P=~E^FOOJ4D9MV^0<P^*-tZeKYf<nS?L`218-^s}<C@LxI
z=<4Yk7#bN{S=-p!*@GQCy}W&V{rm$WBBP>XVn0GtQq$5iK7Yx~`c_y}TvA$AUQyrB
z*woz8+SdN_S6~0Y;Lz|03_deEH@~pBw7#*q^>=$`cW?jf{NKgp)%DHo-G8`H0JQ%F
z3;F)Pfc<}P5g>7)qNAgsWB!K=1=SbX(Fo9=(eq&t%4lI)xDzq(hhY)FO)jYG#by-H
zJ|(gAn8qPx5?p6K`w!axAp8FZEd2in+5ZFV|HZWg;G&@*Zyp)}00OQnl-Ww?ibRWx
z@=;SVQbKV!(0p-Lx!Zyif6?hK=A*WClR^fo>>djq9SetQT>FbCMJ7CaakVY&s2&5h
zo4xR47}Ja=Q1tKPeid9)$?w6kq=zoA%FqL(W~qrobR+epA}WLHX&XlVbj$RD`Z&$A
zY)s>z;LT#ipI^X$PciY5F<=$<`po()DL_By^mBTz<+~zllu*zFrv~x7^uF$O$rrMD
z{UdLbIN{OQiJPJe3-|+vv)J`f#;tp^{lu`&bobAqbVI7dA9>ZbX08pbYRW6t!Hb);
zeLuRj)WVwWOJw;?-=_5SCJ)Gz&V)v1DG={#6a&1cVD`aeC24FGrH67bki%AdpaeCi
zE7b{vw@=Xte*3DD1z>hzCacVai{ztana%hV^#k18tO3se9(KM6m8H}!fO?PJT_FHa
z)z+St#@4IVZ0dL^Wpf*|t`8>D#1IeO3OWUQZ4-Q0HSsb6axmwkAKh<Zje*bmAAb$P
z%N{w3$GYtT9goAw`RJbji&jwb5(LLe{&wT*E$k9C&RjQE!x(%3%bEN7J1m|d37!yK
z-USBWb4h1e?o`?|X+Uo_j`3Tzqkj5NP-Qj=?|h8A`N=$@fuO*^gJvnn8pDqWrtKd=
zH@T3FA6+Ns3Qs^jv=wFawdiG~ev;7m3@^)@kzRv+hx!+uOHE!cF=M@80l_7pM=U+8
zQOA!~9hPonK_#^gF1Bq(w|!+*ARdU8(Ot`El^M#E`sNcrBjmF!edqHv8uR6Mslpux
z;N-!K?{xFmTCRuK^_Y^GmDeFzcmTyk9+?BFfFIG@mhgRY)<g@x*)W?&nD>L6fBKx!
zd8vd)@cvdmbxdK#N&vj3#-`11eF;l$sX$Klxp~gdl5p>qHl=2lg~h>YH7Ffv!xJzm
z{7~^m|1Ao-{_PpnNa;wFW^zK)XLoOI__nFt6s~0$adX!DQdkMzE?7lMX0nAC1p}Ut
zmY?)Rh=<<|{7$@#%%o+qcMI*IOm8s%WL&MuN-I=AOW1JhEDMPLQWciAmJq3pIv~?4
z#KEG@m(_tz&zGE$k1umtrr+UfkxE@f7wj|lxPr049rj%Y6QsP;Ns4)A<q6}vGtk_k
z$*IhRyqqhGx8N=>h7+`D=>n3KmEW0`qFGZ@95WJhjeJN^mbV9k0_Jthg_q<dE502^
zN_j{ONn<{mZ=SMz5Ap|nUOUo#0zwqOkzK6KJ!HNS-W1(x*)xUoaTbd`H@fw}=idc=
zktbdw2n}{rJl54O{R#$eGeH9|RPE-4x~sB(SKzP9nTcK_nqmr2U1!D0z1Qyb2TCxn
z8Vf{GVs!qXF<yK#Nnl(+V>5N{DfLrOSE;309D>W=*Sv|+nH-%2rN4{oJ9a}uRmW@s
z2Qk&9d>{+1ko(zBS;rJ;bvHwoeC+c_FtxiXGQ<?3+$?pF=cK2?<DA^xmGLkEsWzTq
zl-e#ElV)Gj=HZYTR~!ga)*x<-S4BTjC+^iC2E2++l)>Uts6=Y{a8Kz^OLh-IE%!0E
z(AlaS0fdyv<FAK)N4@IM;;U#$y43T2p&DxUFU?zLZ9SDF%GVkyb5S{~xN5D=lELw2
z;Vl1nus4`!^`C$PZAekx?KVh2XIc?U*p#Ne?2cQ4Gc5d8s<oV*4Ye~Pc~new@H&>4
z?1h6YnYpY$h+jEdKGw5F*&C(16vtQnFW<ErdduNbnTNecsd4NRi|U$4=8bRoJCvV0
z!>71eWMgW5maU^mtb&=<;aeXUj+2{K>?f7}B@$}alEWMiZO@K)Kap9cP_~3^fHL@^
zZHr<ZYx6?LPQ5!=>`<{NO+xGm@Y59ZE&1{@g&ej)oWU}}J0$o|=AHa!!ICTmL13R9
zrBDzBuP-qAFIB?tZ)Npi*=qxv$;R21<r*||j5oBUbtR#Lb)Ln4zP@?_62Tr*EjFOl
z>ZPI1=6jotpMBV`(p+ViN@1>9`wK-Yrf+?eB_AOaWUqE5*(Qn8Lh*Rvdw75V&27Fm
zR7Mfd$`Xh9=A%OS#;MCtz+iD09N73Qp&g(#Gle?kt^kXWey-pkpmZV~qX}lWM`355
z$;?Olos#A$2fTrWixl^>24HA)s;buexHmoqBp&E8x0uA*HbdGNl0u@Jd941?nTsVT
z%;-DrxIwg3G3|Z1J&Omov&RYelo01<Pr&?xqss3(ukCxDHgDHyo|o!{j|IOVvL=4p
zNq9wcI*EH~lI#GCpFQ7QLolWZ7lR;6wqFFUMn?hW>t{y|JDE%BW6Z*YWuzow$MIg&
z=1Ay|gFXo<q#e69wr|~`g@Tmt_}UF7f4_n6z$G+-=9P&xIMoO+#nVz8jV<lOTM`jX
zY$Hj(=ws+2hRW1t%o^eTugZt6Do||V#0B1PsViNUNfbUXS*HDF^>&C`#dRwQ`xHkZ
z`2;9iv`(I$sr{Rj#$Y3faqbn_lPP-`n0x|^BN$VA^R3QuMT_a~bWOfo3)<9OC+<iS
zh6bWRHD9<VpNt!bUKIB}r~!tWT}Ctb)#BrEUKV;jS;7R9#=w`MqK84z3u5wDf6mLA
zuTPW-K0W~`(nNzkb=i?ZmXzg8Av$Pt`Ot;BQPe`ogSR3+HB*s7C{`V(?vMSO0qp<?
zXLljn3iW#sD?!4<k>YKJbLlD7+~}R%zZ(A_RnmS+wC)exX>ngt*ybg}ZsP;+@}B^?
z#99u{$;J%>tyv9?+}Dq&U8IXX%L9_c5ROJP#V0^5aY-07(%Kzs74oUHzY`CpxWoGA
z38;OayM8sSp;m`KlXqG}+fVrEq`oR?2%Rt6^+Q+cOrX2^m0);>=zB_~Xv$Wbdz;Rh
zhp6}#;?3@^XU`p+Q&eI^S!)A!GcH}3;x`+kSLBPL5~&{jYMg04Gzyl5eJvjzG&Y@g
za<+fvV%3t<`->w*GT!?M!0NnBs16orz*@s;yPmu;AcwGp4=7Pct|ehfo;$*RkTF1h
za(i;TV<cKBau9f6q}{N8r+5+j%9`y5^qG`=kJeF^v|m3VqhPjIzYY^gg<e3sl@Q%q
z@tM#wc$Vy3j;bU$w6Iv57}~fA3#9<Jl~P!U<YT0c6KiWSTz!55Xt@#V2+O8QRu$yq
zm+=I+Jpp{ivySF;`O}IHk;GbZ05h?c^fO{jdlWotho$#Tv+YauPD<O9V?l&&>Ja7m
ziWaLc_(h?J=qw*|JDGKAp_lC71^g2ba_v;TiSmLIF%0x1hc4I4*)wibafY+EHH+t3
zRe}Zfe3_ZFb<Y#Tc&o;|FQw8C-ZZ;?SQaE=;|QQxyEn+*zk7H0{ugICU+TFC6)mDm
z)?k)!SdiM}(DN}@=RQVc7(w(t+VhcfJhpeU+M9-EHm>qYbou%dqB`*mUpX54>yfGu
z{g#emenDD3T#dXRkjiA>N=|o)&dFj!<C{KLcxY5d6wWo&3^%r^snhv{HG5Id&!1M0
zeo<jdmb&wzDTI~rn%Y%)ypX9NaHqDG^P;Q74Ht*HSH(-oT6j4zv5q)3wOt)IRc9rC
zQi{WoO7kj0bB|EcU~J+KC2FFw{V(YhfNHa&Y=pj|(o#|e83S4{sQQd1Dh#HT%O3hI
z4W>00N(z038j2$Z6~8E~rbj6%F1pOO%uUPLmB3*GHtLTVmtZ`SJy+FI961}b>4Q^n
zG>Xgdh9w8U)0GY%u^Ci)yK`ET$XIQufz=xA=yP9F6yojruFbKUg*5fi$!a9^@$cFb
zz~MoV?_ZLvUXt6yNa3!OH}JWv<bIPlRModga8pfU3QYr++RU!eRwN0=)lvE#cMqeG
zX7n@@J@Z#_ocnNj6!!%5#0RoEjL$SmzBc4*F0>)(O+5Zg&9Mdxh-bQ%GWUykgZho{
z`&z`&2aVo!4g8<{SwcxtB`-A&OuIjIqP@s3xmJRT)DXB$RYVz}!Kdc3rvmZQX<pKM
z@RB61tE(90rN<9lk<1#&Yq`>S|3b&atiu&}*o9GBK{BIBOg;Fe_69FXI1T%nPbcd9
zUuOMLZ%yIvh(KS1M()m+bqkt=6d5$ye<t;jB80JYwJI_O+Q!u#3?G?3TQ<%tRnZV1
z)s(kpO7Wa$Db3_tq>6=?oG(tG)|xrYHh*N=uVI$M6+!=J@H71L^Fs(utwY9hDuHn~
z{db}ZUAwJ^F^Mmd{z#4_xWkGxUJMw<w7T}_^|!&Bu!;GYKPOQ_Q&jG)lL{Lc?FzKn
zg?|nW<*C6BhyInMy6^Jy%Q2BQ8)!#1Yxm$bUvC9-T5fPEg$o{R<FC76KgzvJGK$e5
z9wo(J)gL&it!5dpba0b%{d;Q<(AixU!&5}_Gc#pu7%`fT8+F_6;k>sEsgvuPJb5&^
zDGUw5>p6poBcFCvR7=aF5=Qtd3OdKAUUX7ShWqQ_W{$gb)xVdc@<5dqB`dRq73)0#
z@@a&is2EU=ICM39E--K?w8NbG`S+uYO%gWpHu9?~PuyuUwp@lnKUOs8a?Ey@Ok7Tn
zW%%dJl^f6Ju6~OLUQYn5>4iELRlxk0eNWTJdc%S?`zcosiJ$rB5CP)==7Fj^(^!Vq
z95Q_F7O#gp1j*N^)gdu^Lc>c=c$_R(az*OHJGRMxwR#N=f%$JyB73$wN8dH2SjVlP
zQXBG_?qD+1+&lr=Gu0u#Nb@|s2|WJxy%_B%5l9>;XSt%#DEQM~XsYDv_uIp>NxJve
z4P>U~_M2CO17Y7nICsk6ew24s)9~vkBuKKDD^Xn0JZ@-Ai77cXZ=yBt)q8;him!?_
zt(N)zt!4muKmJ&&uqD`|!EmL6YF!Z%4z0$0E0o;XA5?bVg#q?jKB)uO*H@ByHVNlG
z0r7$>zfI+F^Q)}NJcsWr3rv049HJQ=>L&i8Ny(r|J`2PT%~zCQF5xmi%24>6H~0ip
zn+a7cH;pbw*`O%d;=1>Wj0ZM{xo~@R@%*9PubRm#M~*S8Cg7e(_Gid8JeIgF`zGqf
z;nqmVHZJ0+T&cb+jk2dk4c^iuO?tkR1pm&bCOCyB_)CM~i#<wooc5W#94gNq<m~*<
zG3_>|alK$Y9vqPOL4G!?c0wmkYfOKOqin1UuziC9Y=YXFD0;3FgpA0@hk044r~L#x
znnEt8AjSZpYPF(iLUhF;<8hX|Z4cRY80ou#N;3tLLp;1bi>bS-VlGVbvYeaz7qo^j
zTGh{tJ5iHEo42$9i3*cf{VkxuN6z}z#3Lj@j30V<=@<_)g0wKktE+mFfXd3vTf~!P
zh;fWlVza(DXmjwh0T?-27sVK%)VeMVSUU*+?hm%e6nA!dE^C)byNVyH9}8Ed(zWrY
z)oQb@cwxv|LUh$$%O9tf+kwSRaT^U;1ZFi?Sx*`$SQK+cKX_Q!GhUgQ=_ToZ+x9+3
z){k$te_6YPn2cVE@!BxbC2ZtmB}aq1z-r8NM1o#LlJ-a)Alxs12Np_90~Q!3&Wi%X
z1?{q&xd9%q=hD|Kk$g;i2V>VR@)EQLc{LXMaR4OfRWdCdRWw*kUYu{Cpv;a(hm)ZD
zhw^pV=7F|0fi&4kul~st+^hLss?ygvo2y4X;!hz&W1?!MziHt`OtNlHXUA90D*V;q
zzim%|O)J8$<WkxN*D@tL0OkhfCBG=y$b%|N^Zx6nC*BZ;S%$?uu#0cO>&98w0Z%2U
zCg1OH0YwZLO<SpDN*FXZvuw-eqtQx~9(sxfpc?_Jd(e$Tkj|3G47a#MG>bm68ONO}
z+VcA)Y+>Fq@s|zC&Lr-shbedFQ(1IzJhy5_EJ^2iXiYZzSN7ui!q_JnyZ=6N`cx_V
ziq*dC%%FYIsBikR{+T(1qI4q>Kb}&(zCG)M_z_N3fxK`^K0?xA9%@bWAo_ja#b|Z+
z7&5xg-h6C6ke+JJ%aFm++50k=O=!<^C9x{=#-m1rp?WuEnfvQU?(|G0a#!P;5vv(t
znuBmh>>B3gwlqfG+XT_gYUwL6@z$x=$D3S-zr<-Vi}e!NnI>4;;=+D@#{|V&H68x5
zSnOdFyLO1LVKpzxxGFW@7ILYz%vGEd&&*GyR98TsIs1s$G02tlStdP=$1V7#iq-dZ
zYtBO9cv{VX<tw-(*m&Kupk+pvJ^@_F&o=P)<VMe4B~PSlGS?(2m=izyZ|p{+S7CbF
z&W#-DcT*TY7I)CjYLog44&m7i0+%5stLGZ&O7&<sGHx%9W2)H_mETf2kyDRqTgg(a
zjXRwurg9Zx=9UySk$1<rU(eq{qXRoE-`VS>FPO8hD^}`T`IOS$A3W?z+Z??6x|s*r
zcAOT(zXc2-^8{v&Rf^A^0CGkb$3~bp*lN0(gqzvv9Y7aH!O}>dbM?`7!9VjF!y?g%
z;*gsszSD_-(NbNBQL-}iw5hiPmSS0;WV^WwxtoRY07aQfpB}3{UD3#z%l(&|1Df&t
zg}d4EjAv}^CMOnYI_JNcX1>Tl39Y&I7%@3MSE?262z~;<$vvYDL<tYDKoa63PnLb(
zCOCJT%aGA0Yl;TTbEVSCk;B6=B`!~0?++Qztp`u-Xmt#nEbI^Ies3L{Mjf^lJ7ctP
ztQe^U*O&~H^(*QQQ6aP0gZZiEkxF+qYDV3-5H!$SC*!X=HQ&uqdw#@+CF1l$>61Hy
zE@RK_Rs_4r#pa!khBkAXJ5vH3OmRQ9FvBX8y}Aa>_jvSn1+pxoHI{L1(&)>UkkI4o
zJtVSItUyH(1oBv7zF5Qn73)RSzLnhwCUbkeX$flk2jP(2h!;7}vrl~-^##F-h!_$x
z-aNd-k+_nyOg&@BV~fTAXz6+x5Q5|fidYD*ywjxjw3h+Qd!QrY58E?W>BCQe-eAWR
zQ|f*BZI)>n2DO!e#eEmG0ixZs3}IB3b=~*++PMn3hX&ZXZZ+ABrP-liu7NwYK?9&?
zh3P(cI3*e{yG_1gP2Tf0=sLUBh~75E!VzstiTe(FV9-v%BYR}`!-eZa#pri?ZN%sd
z6R30kHU53_HzfH2eV2U#YG#DUr5e%^hLvCaw(6dMFbcJZ1hM<6SFdkAC^gs3GG{UJ
zCH>URWU<@y$lY0LU)t`JsA!K!$`9GSpxJ0QHaGYNWshZN`xc6W?1WIZeAM!NCM+w^
z#k9j;ty$2F+!OFV^>zyFO`ft^UkfbmOeuM|2nbetHz+E2<%Fi0df#qIDhjv`bk@Ar
z+(q!FtVQ#E3a7>laYqu{TFsBoc||sbww87$S_1I31R!D*yBa$4+%=5tElTU=)2$;(
z0W(cIA*gdMQh!)Jv-0t0Xk01Q%8`7XYU~>%{>h>IR??mvg?K7ZcdSr|fEYkimul>B
zSEp%2!5fo*hg-O#Zt!QRVVSB~fbvx4(9!gw!k56wvL`6<7ryL)8g{0!SM<Qv-mym7
zt)q`r&RjDm&+*KPwB>5EHT^fpTQNwK5&T4I(KUn8R<>Ceao}4}kg?aeublJ}?l~^r
zL{GIHN|^emnyrYsj0~CeHu@I3;VY|OG^QQX+kXp_#u0;Ugu%k3F#}9}H=xD<X`C%o
zlRcL0TiSLKHWZJWm3(XJ6;U^Fr2AZSiV%83sH9REt!6{w$?Dr~1L9{>%l$+6yZ%*+
zmV|>`tRmiYfx7<=mZalnFDcEj2Jd<`x%+e!h|ff<Es_-8vX{J)&nYSiR4j7sG}yjE
z(r@E032GM9K5*sqqaDKaiHk+bH)dU!H4rhsGcGRv41@6}z-2q5E7~dfM%xP7FZM8o
z{YjzA^*X%vpWx(Cj#A8MVKU-jpY3mO#FmQ{R8^mR);oI5(73k4bmx{^sMfoASMUP4
zq&gtVL2*8|>ogZI$7f$nT-1(=tR7>ZLj<(G1{>WvzaM<`Y|(ny^WZbeAr)APgYL-Z
z_&os-y>6+Fx34csAyysuxyJ~Nsx1hIsKlVHtMv<P+8n`Qviq^Zv#QsJSn9sqzjp4g
z`DqW-X{hU|ou=}xGQZwti3a`BG5>8`a9hJbYk*q*+o4_M7Zd-VWs8||46Ug+ikcs^
z4b)uDF^>%-Vtc#;-ApfE-`6Fc7G_8e1RdKZ9;KR80@I3bpMXY`0Y|f~h+wM1&=C#V
zuqtk2Iw6&eVO(Yx1?mHnF@D2Ejl{2Lw*-%zO2SM{!cB`0wK1pizApEgNknjTk|$u%
z(Qe?_q*sj6<u-#%bZ;`PY3wHYuSS$*sFeC&aZfnz6Y!u}lQ@uq%+Ih~K4F{N2%qM(
z?a*ki&B|JM*Y$oR>%`UIY8|&R`&PXY)<)UZ4@M38>Y*TOw3Hp@N@bNAk@qvd8ERiY
zGB_MRA&!#5UX@z;a)0fPV(Ih=h}Dt3SD}>49?8cWq|~TZEB9;O)QarCvS*CT9l?Is
zPt|AG5y;rfdcPHxovpJNCOSwQ6)lE8l7u@fIl-wTzj*{a0X_}&8c#q)W25IkQ?w)>
zccnu?!&z*^xYqI*?OYu(?)kz4XCu7Pc3!Dbm6TQrdmtF1IxAajRN_$=`a&QD{GOpr
zJzxq_G=MUU4{KK;$WfM3SBbMa(3GqaKBQoH#l$)!wp|5&0?rBbCuQ?spH>LP)EHIj
z+u+}F9TlyUcDQ!2CGO|aS5zEJ$IkMf6RT=T_pEtU1dz>4q+_*&uNLg!F;eCA=+2+*
zyOyqEYx7E!3{gkpi$1VB4B4rzqu)!VI%7Tx4BzEKs$FRb{X!<Tz}KFlKYVZ)vHEP<
zy&gC*e~uad2Kru|6X!}s8K?G4Pu8+@30D#xC9~X1{SGmuBFb~n?^r3Tek0b>0yl@{
zpgY*KgvAcH6}@(vj~(0kxj-Axm1yQ@0>R(s`fO4X=<~C-%kN*|CyUm&1}oxB_l2Kx
zMp1q43Da!V{hD>Z$V8u0#39*AFu`YCHhKBA!noO6EoVY4G89ch%yrpaEZB|1x!KLQ
zQR4Bs5pAi|3PR}cN?9)3j;eJ9LIbJxfAcd1K3u-~Wg5ri5dB5b^&{s3gJyEYiyj=(
zZRam{Cm%0zFih+(DGP|COnG2R)Z#dOpEqKnKPO9^Bq}CeRwc$7J2#hZutom;hl`WX
zX;q_fS>r*Avv(BEy$z|P(rf)t_V_hey=G@)JDy6_xw@t}wLTpOe^ZwS!DTAziu<ux
z=3`oWdHag=gec(V_)7b<KU>VP(Z`uGg;?BWE%);0IC=)W)8mCfjlEkPf2kGB_NKi2
zIa6!Gyaw*E&dBevgM=;j-f9i>n;qRVnjcQbg)NHjRBz(dJ@^uou4`!rHpC4APYWO$
z6-jp{pnoJh?1Zz)N5qlV@N#_Rx;S(8oV}x^uY1y1ii5_O#>T2^Uio;g_)oy#L*C^O
zQc-%(>}f``shNssLvobj68>iUZ&1ts;uMZDGEPC+*-#t_?{&ienvo5!;to+J+*dl(
zUlzr4wM1&FPH%+`-$n_UGyV(1$g;f+F{OxrjE1r^h5!ifS8rRd!Q#nKRVlGEwe)z<
zxZa1%9<pQbKYCLy!bUq>k#T>X`rgaYQ+!TwcAD(@vSDv0tW{5(U{jp)TH@D>O_{aC
zHcZLWu_vo)RP(R2ufq~EHx6rj28qxvYYj0v3)iQffR7^`RGB18UAorVnWZupjnnFz
zb43`*Sr*2h!&Y=%nH;Z+WG*dKu@nW-v_>Jec>(*#ohA%gwlt9)gOEyk0y<J3%5k>i
z8QE+&<YlNi#qS-a9{(V>{gtT6i~IwekiY2%kY!X*4n>?-GOxJjzt<eWa(3@Y>vO!x
z($YcPKNF9ifWXsAfqhSY8?VZ)o>N7wM+Zy2Xd~VlDQnkagECTrjCTh5Bj1M@GQL}g
zrGK>Nwg`7L_oP&!*N%V}E85PP<XjOvqP5)Uo_`m1S9Bz<`M&Cn_3Cld5|UZ+)mbfZ
zymAQh{v{j2>(-D`H$B#g$K+)Hb2Va54v|g?hH9L=uKkMmt%%U|kXrX~^^ycv?TdX!
zTbaYWdjI)sSOC)PvvUVSQk=c6qYc;VPeN3=7M?b>&Z#GpFKG^+y}cXA$_u#rFQ+s5
zr4CPeXx7BP_nrJ#p79&~KBJ;==_UI)&jz#W%RR@$i=oN;Hqgk|Cjgr?H)K<F=P}k4
znIY-jh8*%ph2r?^iNE{37^F24>U#BH9kM@gr%{9sk<f-Xuh6y?z0bRDMn=TL(I-G+
z{>%eXEEM;NqlA&1ibjp9EC9>fS+4CpTNq+x7nDxBBv!X)<IsJgk+;S1KII7r#+(M-
zUHmXXR^n_Qh_yx{Wv{x-uj(}Vmmk=1mwtJ-H)<5&LcZ#5ungWUf^Z>GtV!a-?8y5(
zZH>+>#B#rsA(`@wb}Y+o(dFZ9lgZ>SOXOuYY$^P4zv6-nq&pWp0l5w#jfWj5stdRw
z=ZLc|Pbp+cYRUVP+xZBhqs9=K1;Ec4s2Meev=2>B^FxSHQoOpDsK^*xuRl5j818|u
zx$+<A#=%JfusF-GmBK9(XL@JpySLAzh}ZZBa5hUg=E($yei#`A*d<FtVMH{;WERvv
z>k!9*2=CG>X0!~}vkH$s7O0^>{AllmRCkWOk+NL_RG!Q-pZ9_>;%;U?THw(Adi?dG
z<;8F%le-es0JVE@gZ3wTP!UxW2|JZGg<2SGM(cgyd5JSkcu7g}i8dPFGO>2D92$kF
z$oA(hZf5#eF?h^s(Pp)XS3dq1A<rD`-Gp4v#0NiUoh`yP?nj*{EmE>o)0=tWdi+?!
zM0;~qE?C%3S*9UMj@oQbx^ZCr)i3sM;GKRZ$4BR~4~&h^bnKJ14ynvTfLW79B`^OE
zRFOkhq9m_BM!}81igg)K6A|Sj@=+%=+G1UA>FZZUt;k~QZ)YyvrWN66GKL24_slyT
zxCy|5I8ok6VN>ic^O5&TbW)h7|EBKG^k2J{By3C=w(u>7x82X;57lbNT(Lh-IZFJ%
zHB(-&Q=0`@qeBW?rw)}|F0UCCyI#48R&?Z2nfgN?9_m&9He6`3d-5%M32ecu*Hf)J
zVyJanF{*0fN%d5%+;?&F9v!-=JT&Z&Yn$~&`D5K6FSfshj~{(f3b(O{U^<#yd&c>_
z&P<YLwU{rFss3@jHCy`^NvF07l?H*0PAfw$h{%|aGEhX3nIPof_e~+)Q7fkLs}HX|
z*?A1gzpWk88D-68uxGJ2;f=UCJgaZVt}D?lok`VEa?6+tSMqFeqw?N$NXu$X3;NWu
za#_M^ZFD|Imcigly%slf#rnwCy{Iqo1hhM{%pJ?O>2fKziB<>Ff6c6W92|T+2Nz-I
zG{;neua>xr1m5?gY#wK95e9QABlcG>7B`i2hq;)wWDatE-9gV^HQ(#qL{a~kW-1`|
z>AkL%kNIUVCF{&RyQQA7%OCrNwU&Ici8L6ux_rt{>z&6?8yDk8`2gh8kUsl<dG+z*
znEvtM0$@e0NV{qJCz_GqYq&g04`wYD%+H{I>9}Eo@{?m5!4X6Js?G>nQi$0sp5&qN
z`*;wE0&{M>+c`exm<*LoN3-Wc<@lGza9&sp{aLbE!KM*Y`{~*nawd%^Q}0?y;kxoT
z77@`Qvh8nr3`K=2zXg|L`1yU_wa9NM8Q|PsC1@B2Z*3l?PR7L-9Z4aYzBOkIEN*z|
zTZ(cxzS2pjuV?=3WfPtZ7pgk)N}klnWE~5@{DqZt6LM}HD__5&K#^z``2>hv^a$L{
z<DcG<B>rp<nO$Pe{5#;;L#c34vrU_2*n2t7#P9}+RHu^$qFSB}Yb|IW0dCI}h+Mc9
z@5f9o%Vjp_%AD(;ABcEA7j?FKKRwiX7YIFbCGoR#1T)9+*v6!b-0vNk{pq)Myi=Sx
z;;;A-6jX3|RiTm3I(6GkwMn+!MYOJ$eR>mBlELyWYdT99)b|D@*>vZlmu*AdkyZ(V
zXUvD=7Nqdlo)?wO6tKy^ifvT2kOm-5cBnjWXBydSVrq!`1@E@g;P_PVmviI75!utX
znkb6kzyNJ`X^P)8$P&>tlBp`(LiZdqPtRzVJaGSQ<!v{?b;u2bRCL-~o0{=mU2Hvi
z6{%yY{m_31%`>A5m%2~h8&<e(NUDG6DqBh3wGomS8yA&|fmvEFJm)WGWFpdPy8IS=
z@FixpKM3aSSn53K$$mEko?d;m)nRuan@ZamOm=siPW!vNh4z$BZ|h9|BiZl_JxDg|
zl=(9&D+$L4CTOHIGXWOZu>5DB9ml(C^1i~M;X!6<#+|GBLiuc(e~Q`E`eHJ`bWHSv
z=Um=~R7xQ`@e#5TiCPyVbA}<_MdMdhy~?^iyNr(d0#fXM_LX}+5f+ukHz>kLoAb(I
z=<T1E5^@a4eCAZcCSKv90(SGOkC2^JHxF|v?4goE@u6)?b}_ajU1UJc82bHItB|F;
zO6B^JGlTYWYK8@I{Gr>EGw>Bl#aT;INZR^!08S;{-}fI2ldr8ih;HX~DjeLD3VvZ*
z!dvAB#PCfKBqIvf-9H;^(uDKucqQK`+<G8Ydz?XqQ^baUkQ_16fYJ1QS%wjM83FbP
zxjcLVPDx~tl`tt1V<rT<yqo%hDMAAOz-)ut0<l(^)ztO8Id(gwXXj*P_03}w+AWHP
z8jtY7cFR2+bThBYy-v;eVI-G8K^k*i%ZvL(h$JcLflKM*hQ?(%===JITkjae4MvN*
zid@eQ%}<fm^W>0N4&fHSoC@CwXV-<Eu=M_Yyp0kK9GcNftO`0Jx|yP<K8H}`WMn2d
zm{^f-(NlA<bIVZqRO+^VTeEIt^;F1yqscc{pLM)}XK)B_J7*@33LU`OFa6z48LNU@
zi!1u!v}#;^*!wv@@sUeGM`c2ES%&!NB=c9qonSQa@Q~HbteWs%$;ZMpOF#8t;wvFY
zwcs&l(k<WSafny0@e3%3UWZ^$4U}kX;UQVMrxK>VrvwGmMT<l(iw8k-pONN(PCJIU
zEloKf#0#Jan9*k0>RJDsF7*WL+|Cp-O+#e~h4CozjJ@BsCA=>!^pNV>cb^OZTm?J)
zj%0{W%Jb2C#@PTZ1qXB<cJ=_6CMrR{AbhVRloD2uy5$|xv-$4{U?>$_Bo<5FXQLn)
zzybZhQ!35lG5O^Ac)}MFQ+tp%Q4p8OJ#+$<Vg2mxEV`G+j)*BeNSsI|uY@W?tklX-
zz7(Bk2(D<G3tpBGAYD=LJ*X^YKRub?I=ot_3<aOq5-OW$EKOF*{YEM}yW1EesLMz8
z;MJKm#=UN&9o)VA;wI8S?H^HFFsHcwrfGNY&Ji*nFQCX8*h9<`*3o2EfAJPt*K}fu
z5946;mbgPhkgV)N>}EQj;dC{6m{ym}FrK)`(^-A5d9`C$Qy91Y!y@~Np?qO~DUP5f
zhh(Ob^r(^|8#fjHuY5j#(FZ{n&)=z>iV}_d2le0Yp>is4VBrl(_B-s0VH6g8s0xVS
zxlKyPS+3{B|1eU|(-SO-CN))qB9*S+Fym?&==cfaOXFPfyH^DVS*`7TTsr~Z%GP;3
z+zkyhm-;^aUCsQ^p1{kIyV;U@2m7n4th&!Sw|Q>(7ULnPDB+ov<lmLZ+xki#e@(Gj
zU=X}@QS{qQWI%j+By70;adjbuMOUpZz2`%KZ5+<ZaH|!2zs`!gL1V<%7V2gSZfoXB
zu6^m8*9Z(gLkK^vfm|R#s#5Z2rb2eQz%wHZm=<|b8rszN;Zo`tdM?UG4xvjS_@2tw
zwytlfPk@Zjm|@(9{z1=iZ{s%tD|w1c2>F=S<kZr?oksRQTAt7EbIuEu{IS8ycM=*q
zD}3pX^M-G54P?CLRg2+>Y1}lkXlY`>F*+6@9&k|uMXU~V6<eb+t=tYzDy#3MYzC{3
z%0`(R;ozqcgx$_vWTl0zV-sU%f};2qvWBKV2X_y33-AIsGpTAn-uSG^oX7WnWMoVL
z<;Vs<H=#O-7xHOuAgv#IUi1s+6_sV%>qdI09gZ)<POkg=H}OYyP)>WMJ{L11;2?R*
zt45?K8C>63A>$d^b1LWA^h*DF;oy@)PDY=dR<1n9I+8R4m~B<7#)>dDLOm|(N%caK
zfa!m(B8+Hm<o%jI?6VMauj1My%4v!=vlbmD{JHTRPx~0~C{+_(gpFMW3#_vC=$XjL
zXxrly{u(v&`m6oDg0gKs#318QqXDO*0Ip{fNZ<*Wt0qXM;*8P^#QB`Wr?l_>J6w&A
zw?x<zL40_xqqH4H1xmaCe^BUXZ-^Y4C@><n!vqDiK_bnO3fUh*ez{h1WJ->68Tjx7
z*dd9-Jj>>(&|e6)=VMD*E@%e-5vM}^jOqu`yt|r3Z!s4*687@T&ViCrZt(7e*qtWI
z0ragK+XJ}jUNc1<vl=itor!1tSfX{!&?Nq&YDD2&XmOr=t(e<gauh#nP2k_-lr-(A
z&?21toaqT*B;>oOh-W7gtW(z*Wo4wIRpz00Cre^qT<y^Ph&s|o1HoxR9}E$lEU(&f
z^E>94;YW4v$HSeIKN(l7P8eJ!$$E{iq25;fD$@JpK*zFC=uJp4*f$Vo_)U>zL||$h
z)HL7GWhWxyME<e51C(ynv}5UiRrDs(+NCh<U3*%f5IN2{EnZ%=0YLP-v@LbKrR6KD
z2%F+n89o`JsbT@}Ds}G}aEC=vZG8Sy+Qdus<satF+zMO$uFg4jw4TL<MdF^}XrA%{
zeDJGdAi@3=>4R>>BYVn3!@BcjS7~gT`g+jNB5|Hh;%TiX$@zAUfUFxeHab<fRMQC!
z_8Hp#l3(~*s-VhscPIPE`R$8qu_d-|NN$hh_Z9DZTV1s#16ma2?a}aH1r|_PdxXUh
z6-ChjG$S-pCq^*RQ@JsklSfWFS)zqIF}c;^(cw{n0RvO=Mv%3Ps<|9((KKEjP@itL
zq3z2_oYA|nF)B2A8Ldx_QQc{hUf`aM)&lC2<iwew7JjVC&Z9@zV;}8zM;Woy^^%u(
zNph%*X%ncvv!+nhIqMgM0<yi6#$q&`T8Wx?!~g~OAj`Ljtcb6$i&~DGDnJw6gWd1u
zzGo{KJl*Q0jZa*(liV*u<djxxyQTRo0XtuNdPwR5@GbnIM%{KGAD~GO#z$JV!eaeO
zvf&f#*q6juu4dWV0Wc_UpeDL|PHO#5G&$|gc~Qn|KIWJLi*%_AMdA8ZN&G$SHk=W}
zjbQYrx%%6y>Cwl(==U@mMHR+@&i-qx$IX{_Z=L{CiVkhQBDk73xoAnU_5l5!8sqOA
zHNj9<m&WL9aMv!1_+`;Jd(nxaC56^fLK=}0%6U!o6F`sTz#5GpM5F_o;UGT<4PAGs
z<ss%ZvO=?=@rX6+CS}$+FH0om#o<C_ois#wFr#m3{yMhs;$Ar$(i3GEZr*Ke>F=ib
z1msOrIzY{52<7g_${CUmkQ0#bt#~Y){9q9lIueSZFO&#*Zu$&%47Zi;jG3f0K0?rI
ze2Qn$r|kBOcmjf$-5o`gT$Fw}(f3I1m!4tDqVtIKg9zEz*oW@sisq9|v6)m<kP9bQ
zT?5vTh0r#vV2C^AQ&hyYvm3%^#7myb5SJcrT46YveCq&eF@1^gU^RuJ`i4JawW|Rx
zcuCIQoYpMNOX8^(u6W$S&r7MXY4pcF^T$P;!dz)xE8ohoEo+2M8KV!_$V(+Z2Asrk
z>dz<v-3|%4t)^`v=T4#8x$dabBeN3SQ*#nNRx8DLqlmioq7>HdOdRfwiY3mSS2}}#
zU^<%`n`QR|SVP2?PiK}>kw(^9ThY6A9BpQSd8bn@=lPb5?vV!X*4_@d3x-60dLiZ%
zvFm}p<&0DFAXa<K7#7B?n+9sx{+lV&KSs-g9L)nrD!Yj#P5V(W^?OFCOsQng6m!Ou
zXzS9zYc87>lmW~dhr#efD9!J)%jhothO&=#WFoyxVSCxSxvvQ0Ip&A)wsZQdYIRHk
zg?zh`1z2Wdt#-(VSs$LM)Rkm3B^V4$Yp|4qyN39rQ7~se*2o$rjv!^aXx6)Vg^f?6
zGqWMX6xbyw1ic_WbAiMePtzZbrZO(|82Y`;@7;8-YsL8T=2mhC3)mI*_c=Wx-6~9q
z!WFjiK1=9$^+QhvjDrgjJ;|+ro%|t|>{Qn%D~?~T<ctv)l?Zgb_OlEBSeK7qK2O?U
zlB^Oz18HWRGWol0lQvH`@AN)m(0_z<^FWZ!@cA;QCt!0C|N4jPWLCz8bV^U_eO<=G
zxKlIV%QH2maB<jH9TSQiswGjJ4z_qZe7V#(QDTar3uzJg=se%Z{SfaD`Kj(5thj?P
ztVKkb6_nH7q^~09eT9(k99*YE4y!5ob203R6nAtWSbtA*s}!igk=r?W#)*QF)b<mB
zXYzg$Fgqw<y4j^Yvt?mB6q(7)Ab6L{vF?QPZOm?VUDd{1hy5=1)g3~&XRlL;@E4!l
zeI@Di1-gNX=~bkA(C{8M!m^#h-md?f$1B>o;)H)*AtpQ22?2V%ouMLkT8)<{ir7U8
z==GinzZ;WHF}O3|wvf^MXxz1B!x`fL@grUSSh9XA*smnLXRo^<YX{HeMmnF$SA-ak
zaJ`McMTjTSXV@Gnvy<E8_2-AufP*)AZu|4CZ39req997%m#li%B9}g>d`H@a$TzqZ
z<9m#ko<|276hiF@5t3rlJL<Po+n=3>QJO_{dVXfxW|az~xi~Y%Xnf$L<;v+g5P7{V
zQXSRQ7U-{4kd&cm@K;jiqHJ?oNXg(jz<YY9ksCo$1fE#NPtUC2^*m5%jL1fKcf5)e
z+EZLCdjACcsR!k}*8u!7Os&+C&>j!*5A+U;c=SE7I{#%YPXlkx7=srD{tL&bplT=C
z)5$)K__^uQdl+;P9zt;-{I8#L*a_E(mc~K??V@zpc|oKhJmy-bo_3vy;AXzzLC|mM
zx098-mMQP4Q+r9Rzfe=3)?1cMH&)T%BjY=+7Aev*^bCADpSVrVsW>$4<H7>r=F<9U
zJttSIu4bd8OR7ZWCZkX-Ibz_yjy!Q8Q&qmf*M_d&CF_or&MTIXh7$WTNf$<s7t#Mt
zK?v6>M$k$yJV%?qx=$|JplnOutk}Bcs!gX^+LsgJ{pjdcBU7PWn(;UG)+CyCu7+o;
z(Q5D7cAt=mk|pjiS;NX8INr{|tt)D2pWr;3>tMg@>uKegNV06DjfSdk#mkop%F2OI
zJ9YM07q(&vm?q#?bkvg{kqt5CTT1Gaw7)7wn@gHPiAzY=x3T&4TGNALR)OIdX_lc1
z+r$-*gV*U*PYfI3%Z^0c%~qhqN~N_9&ZWXW-%imLg3>Wdl?9MdO(_AqDwUQ7z$Dq(
z2bWXT1_HhE(VYn5+}|mTwQ#5#`GJhh7E0vOvLmM3@~sL}N7};8#_vlW0zwKetJP<d
zxx_a!=-d`oVx|&e{`G^GM|YM7S+Ao*(s8XOS+W9j%1eslT)=qT^hIdmFxzZ-a4AC)
z_FRM<=AQIG-b50OyxeOC>l7|NiQ1pvGDNPnQ&#M69Sxp<q~n6ghfbyc=trmrCW+;3
z2)z8gDV;b|`ik9DiUV(?TfmErc5<$kO8G17(xe4K>4w^w6#RWW;cZW^<`kmgIQF}6
zhsju1?n`QMdFV3>q3ZHzk6+=wDSS5+!_jMUr~^a&=?%FHMPWHRef-McHc4cmeo?#g
zW^6#7wGx-c@q^C%&g?O%N&eVN=XaPW@&F?I`>Oi++F9;19bdwQly^+Nm0&xYsDHNX
zJ*-r4=O*%M%kya~i`JI0(CoYbzd0TQdd3#5Bb@ExbZh;N@CC(ZMJZyNDWeftktX6V
zQClUW;p1k`#@C2I6vTd*X4lbJO^sbr{e|eBd?A>iCQqEoUjXt4BSl3#mMADmjO}=4
z(^K37J`_>~&a@M;wUivE_$0&q<raz|A}U(iy4=f<@X`$f{AHXE_a7PQfSaF4b?u9h
z@4w2)UrbH0p(A%WIS{PDGQyYj__DH!go_6td!`%mExvE~f|LA`+l=k7nDY(K;VLkB
z&>vtL@J<-3obna2dQxPGVY2rST0^vcOM99U=+A9dZaY0*v$WXGNf^(gxQoGem-V?T
ziu8SJjDZH;H~WtQW)JyfA?I=Dj;_CimktBCILkV>4;uu3SlN7L4TYenM>gW<k$-L(
zaaa3S!$gE47?wG!8@&f>fL#kW&BoEbTrk$CGTVQJPdhX~SfW;?KBe%Fq|Z_Lr=s31
zI~n>5clf{R<+d8yKJ{otlSiQ+mYF`!d$|YAIMED}OFDg46uHB){<&RjS0YbmN#fM2
zXIsWH^$;YuVFoPRm>WA=X}8;l@-DZGucWwflCJC1)4f%~(O~_7=lus~!(XuD{v(M@
zhT#So*~ANV$EmPinin_o)(&~AnjD;k?YD#0dK$2*fsP`*ONM&2Q~#1QIRPSiI&@Kq
zv!!NU!Dygp2%`a6cILrf{r)8}C~;5Gr8be%5<;Xt#x**&>OkjTk+AeNRPH-%G*W_)
zt3cW|bR!P>DWH>eJY_xLH+B;KuaRM@^rwpup6U|-XF}L^94XK1Q0Ofpj|9?tNK0JY
z8RR~2HRo>MYa6l<5Ks^*PI}7T$iwUQ$9gUWf3D16Ds;GZg$(ZE-@x!N-iA1~QT{6;
zW#K_7;?GC$-NG?r3R$-^bZ&5b9~h?~0Xnz%e>K$CEk$_>^q3~{zLa^D7zHiYFGto>
zmp-Pig|rEQJ3-EW^Hzs`56B{fCLQr5<D(DQh2<z?hqaQ3y$2-OEUbQ<Zen(&KLK6j
z$lzwYAwg*K#(b1ffYNe-L!N*1eHRu!@F9G%?Opq2Mee<3ssZB-w=FTbH%uN9jr3^;
z5TUoliV<WfvRFH(c;?MDU7hcKUNI2;i61G3t3c%VDn3tfMmO)YLV_)nt3@ob?ON-R
zv#m9bcW8?y9W|6(MuMPMFxay6^GZZc_L3jb&p8H>jOTk8B4ghwHA-)^=X_ekxPOUx
zbMuib8P{@=q002s2=uuho#F1>_t8#i#~TeV*0YM5czViDJ-iOa;@jh^d;+`|S`M-n
z)zIXiS`=WPUyLA+x*#EEMrr1_B$C*1ud_nV&p{0|0?M8#_p0ux-}_;W7xx*$qZe^H
z{f$^1`oHNg&BIH7L)yWSEyZ?|Jb&M(A0@19RfN|_{|xJw6`C2;f|4YMZ+hw+wUB&G
z0{PAAlf14}HQccWbktTde)o5Pi@>a0htf_cx#`w+)QS~zbze5k<=^muqKvP~&Dqd>
zO9wu+4d3_UM5rA<6AggB4WtQPd-?B!qy8kzC3KfR`-*NJwCOna{cLqCuc!A7{tec4
zlN52wgPMe5QR=4^$gbYUGY({0h3!0=@Wa^dyqaPrqfx<X{R82bJoHp@VC|ZwY0phH
zwXa@&IXzk~XlMQYD*CtL7A9Z(h(c+=B|eT{x^5NW56$bz1MS%`ar;S`Z&`8VXzb`T
zkve5u|6?UZ+DS`&U6EYwk|b*s`kPTG(;GA67A-<4pAG5*R^IpuFP3>b<3VTc!7o13
z1;%^zoxGOJ%ia{DXH&A@axvq3rz5$*-<EN-z<>~v=@q%W%zy-$sxEo>k<WVS-*ojY
z(5eMO2%It;N*u=vxw|y`d2pn^{>3>ds3xW&_tHKgTZbt&OsR#ML#;Cls|4Nfk!`@g
z^g?Q8CC(dZzE|`wo|FV*lRvNllI*R;8%dY>IPh|9@__Q8yV*$dvv4sArB|FoWou&^
z-$RMdyJs}{J;%w5C(BEA1hGE+RR~bME@q`J1B&`zJE(_;5_PfoZx+7>yo(-oTc79s
z%Sw<9r)(81#UMYpg_|i}Ww(d0qz@?WJfjN6)3EgUNDt~+{7|rSyIt{fl)FvSGl8E&
zk=AKi$`6wKqf6oPVc&$jP))En^q4(vSL{1&yy7u>i0<zPxbgP01AhEU-PaJ?&ZaTh
z{f#7|+_ayP4wd_J*mL`!Ng;x{szBvQ#Gw<UnAF@%kjQAzFyh9d&9w**K|D9xepJ^E
zI(-SsEKE<>j@}Qy|N1<6<>wP{hh1T(+d4T~I+}QugLzq!qkNjnr3>j2L4;0y>lN5x
zd8VXKCc35LH^|Z$q~R)llc+U@8@VF7kiTYqRh4-7b^Zx3aCZBnI9!vU|1159=5Ju$
zTt1707304Wq`LC{gzqs|hHk&uANkGp{h{5tDaR#i6L$-ds=W2ii)TWakWNk$1OcAi
zz4*OMHR>`6epiuJ@2-3HEX(w9vR<sJFyBAzXQVn@dA|z-d?p+Y1GxKA8_{e}I}%LL
zND48dtUv#KmGSox&5k%bWu=&O3~%#yBCiidyWs;%?XM35lp;M;Fr{_w6laxU#y=6a
zy7!9LoQo=+UkL-sANGRa2`_PWA?p-wtqX^~R^kJE2YNbh+Y`Ls@J7W*`g$hJcn-En
zr0|W!t-KVFzdpqLYm&03`Ni;U;n)O<m2OEx?s7)ciljjnxWJ>nQH?Y7dD4&BmXh6T
ziV-z1T9k9aN0)4hNw|skFUDtRE^Z0|C!M&c{Q=|WiAjX+Cvt~<vrQcKQZG8EPeSHg
zWQBjW>J1w2U5IQa_7jRX8*$H|2CqB;QTCZg;VO4J@#bZP{zUDD6_<9jUbFOqgmv8j
z#F(-*;f|~?Y*dX{83ff|)_1xXX23AW6~)Z50U$4r5=YwNeSg+&7}DvK$=cI1B^|Uj
z%X!()iFs!YU4M)%Sm?A8G4-yx6q+_XzxPVNbnK{Yq>eVSB|FMa%^RpYRuSCK4_a=;
zoNKP~n43q1tg24uCDE)#Sxj;i@A{KP>6lKbA2rk$S5?UbSPR4LP__BOhK6g^ZhT#t
z%*b27>Sm5HAzymXNdDd>*)}gFHm&wzitLRCzK*Dtnq2SVU{GRM7}6-W9rt>-S#~M*
zDJV0HT3$_+;8be&2>>Z4tZIw}cUK!7%~fazGFV2VLo}t*im?$Ke#Pb6Hin_Ua!Um(
zQ3GevzNIf1j?WVq$jo3-eeyj)4A=7C2ovv9ln+X2Lw4o6Kp!@L-F<vQ?o3a>l$!tN
z-Uh_iN~C9zs}NyZdzi}nP0~JWPbncl8+qsnOH~VMswEB0iaT<(5R3)+w_qdA)<T+c
zs8hZLf2H>s=#~;l7(A<-ucFz&61N+3&ELCAzSZ-Oka*n~bWY1H*)Ra9T{n37`bJGD
zW5dOrUfd%P6&U=RH_)CnFkNU^d_I3%<wyIaI?G-mcX>rnom__Qs+#m&tMuOda$Sw_
z(t!_}IMGG*CzXch;Yw@)@HAs)0eNyvHsm1#6+vJyY`#p0sxC%`D_BAFvfScxkcoyx
z0wi5}$cgzkjQ%gY+5^F<MN?0e*hP{2o;sgzzae2PvkFAUFzo5_`143e>n4gj-WB7=
zJ!RB{&uHEl&YsUa<Jw0l$JWQUEf+PN$;ysegBDoCKiT_Zs`<WH=6@?L+g=M$bcpKs
z-ra`T9nj&l(AM$cs`sH^D;~1(e-ZVTVNtbTyfBKSJRqg?&`2uX4k6v$NW;*b!hk3O
z0z-FqcXxMpcQ|x6<GcUwb<TA@&zG6K=f2lkzgl*D@Qou~DR;Tm1^ow8;i6}C74j*Z
zJh?@ZgvNniV}jW+tC-fwDpzI{60dzIbk6g7Y`)M8h<oB7eyJm<*o2I!_?V_BY0gVB
zFqP>$wmoMZ6QFa&9lhoQAwvV&Y7bgs_rd9dJ7wgVv(#^%f5uWiQv3&jkc7oIe37f?
zVaIftNso(T&WMXO4&o=^JWCw(t{P`-jA=TfAY7Q=e$$YKuyvGypBT7Hm3hAZU0N$@
zN{h<ZMU&1v>xx4l@mbHNVR?;k0&1$fWfx8mQ6Ku}1Q**Q6w>+=`T?%u9P+m~AA$RF
zHk|185zXZR&^w%Pe8r<uTQB)f5`Q}K@a+;t_NH1gefV&L!+e&I#-EfdMo^1!#Fm1Z
z*KOcak<t`ICoCq9-1^T(BcC4Q%Aqn;*Z)v!;KeZIzV#3s4{>hqa#8W8gz4sRc-bpr
zsP#a@HF%p>9OE@1h?g$#kaf%I5%Wi0<s~A);G{o(IRv!x+vYx#u18(oslAIj{@2GF
zJG!!6{*>pE5++I|d`(X*^<gv)k%HJb#C<Zx`Dj1U&)CGULmJ8axMdERNl_EEJ&Ygb
zz8xF+-SkcU4+s~{TDhTi|8hxECip8Ptg2!?N@_>mCKye}l;|Ilb;`?cn~WPazjBBq
z%$o1%BmWIo?OWWG6$zm+qGxM{Ia_tIRXRNqg~rY&GHr@XwFQNruJu2mof02JO+O#G
zQ#$c+L2Xw)5C68kUTy-Agyk>lqW7vVX*IKc>g7NBKiwABi!HBaJXu&1JCxG_)x?tT
zqjQrgr@^~`HmN;XO5x={nR}llUY@YZQ|Ns$`WQ3RjV~8X4||?%po5@wuIx1>)mazH
zYW|Ct%8ko2JlJh|Aa?cINi4J#+THw#3RM8%dd4VV5@9Atlk)Vw)bmOI?X~>WOG*)$
zr3&b$C!%f|J?1GpVMOJbI>L;ZCWS;{1}8;1;qQCcv6K<7p+0E1*&s&<Q<c#LYyTh8
z7D%y-wa1TAZQ%FG#jxy#4$l38XejVmj{)Bj)jMWd(|sCuXqsj;PZE|=BeT1z=yRW|
zD*d&&FnXUUqXVlPmH>I#4MBVk^D-pLK##U_@b3=I_i?4G5@d0I=*Y*3rylTl{&a`y
z9nV_aUBMFo(=LozO^u>{yA?t@82)n}rq-W=cdK%(qDwF%mlU9M42j4Ov;>uClwv~2
zrk#y6pJ+|zV|DvpHs%Ys((8DQ#BV)+e|?4vB@Uc_+Ec?<cvNNTrC$GUC5-*_W|>pf
zR+&#3jH#b&xKuFu6zA^P@vhW%E28^`bw@7A{_7`7B9_w9&rmY01jX=Mo56l(4yVV3
zg6|r!eVN+Q0(plGyZ?FZbwl&kB*M_d*K76YQJJjo-p9vZ{8uei*RFNYW_|ejQ<biC
zR?pCD#m$Ta+SFGk0s1GM6dHv>NJOBg!<G!ZzXOWX*F`@^sP(lAmC?+1K?81jvc3Ix
z{E+f8mK&ryO@yOoCo<pbY+v2c_ns{884!4Y!93skc3(R?k?dXSyh4^5yH<#P^}D=~
zS4w5H<qY&mrJqhoPN~n(*Ts>ki;#RG`Ep}4n&aUCjj)kbRLmc!zJl9n@1vY)h}i8S
zktb+(rc0FaN!_G4koR}X(Uh@q4nJDcNhQVf6s~4ATAdn)Nv8bRg>j}DOH}|G)%xbV
zxw&JNAwdGu;m0|>Bdg7I-YQ3={z(+6Jo7rD6=7_MuHYi=Zd%e*=dYZ&>dZ_Q48Cze
zUr5wChM9zsC@nL2uD`IgdaPcT6a8A3=*|V9PTf2{(}PjiPM~W1FYI(WnJ#6_$kmg6
zN9(ctQZ8R6&FD2toiybf9yDV9V$`b>UfY~s7?C*Ef$An)jZ#7*8PjQXHB^V;Ejaje
zV}~M->MHL+pW<^fM%vs3So20b6u2&e)3+roM80eqvOg}cp3kB5ovaKZ3j}x9I7>0)
zdDEqp@D$#W2Cd!0&t!+*rT<o}utL(Qduv4=fyYmV>L8DWAWYgeAh&yFrk(I=m$O=+
zbkvT1b#^A>wpBv9rn#Zj)D~slu>6&oLUh@g1Cq|uS`X`~?s^kpp0vY8X1X^79#vhO
zU;gVjUmXvbleeK*FBW~oW@Z^6tCrR_Lt>xsc26FrYH?ITBL;}M?(CoJTINO{gnkIj
za@qM}HtdYWucMkP5Af44l=;5O6QisP!kzv|1H1f&X!DfFektf}b}OGVI`y|K6l?-V
zRrodhLy9jIAVvoTp<S1R@)z4%b$-qTfD0jYN6TSVpBcFD068_k6&GV4V-f3rXNt(7
zR!2%FVz^1$_%Q6lZ~s$FJYrOE-SYzeXK%opmG1=QsgS(@rl(LFH2~YUL}=`Hpa!wk
z1*R8)uB>N{@mXQod6{l`otaS|bK11pQde|Fn8K=ymWA~ijzmJ45Vi}v#E0wZP*LDa
z(--{W)zAKige4bqs-!dn(6Mi*(X;$hgJ<m-no8V766Fg@e>Oh4zp!g!%>%N@oxP4#
z@Tg{;+5dC&CFAZ0TBu_0sipVVQTmRgM(}Za!r!@$%<Rl$hdJt{w`vS$n_X7>ybUiH
zF^v;u+MPP?{gX<OUG&z~Fs$d0X?r{yhxJma%w(Bq)Yg<Y<l||cg6VznYIWboH(^)0
zQ_?g-KcL+?vl<R%Zw#<Shw}3*ow!|1?<K;#Td3f)me<@Xl?;(Ku$hzp;*L4b#=D&X
zk~kFT+iIoEz-jo&4kEhLQ<{hyu72sKIqi*@DX=c2{kx@6VPk(W!E7G!(?uZAHHrSw
z)TE&>xl)RD=Y9LxP@S+(%IS05PE`Gm-x1caKfl#S$(T)0&JKG~SN%F>*ALOPikXx5
zx5%}FDoBnd#2?+nDlcQ3*&Gn;^4UumH~itE8$VH8fjwF=F<eai##MBa_RBmVh>c8<
z-)Sct{Lq`u%22RelW~u)_JvkDr`O0d<~8o)yhjgl@A5#1dH5Zm#YZLYvM2%LUI244
znI-u02y{~(EI6vBOB0#;?Ehp*_-(WkG+ipd82tGRzMPZ3`qnj`LpGgsR&&%pVk;60
zKhnj3BBhwLFjNqilA^=YdqL37md!bMQ)ZU&Z+C5uwCi01wx6?%vmlm}f*?joddwCS
z7h}zJr3vf{TNA{;!ci)7Ti5f(8E&QUDWdP4#G~MhRKH|j)hhI4=o{L8`>961(m)LN
z3hN(IDQF!u-*hNB{&)IQ)~uJ#;RnP6ftTlBr)xrPu6Yj@qc<*19mtB9=!Z~&|0uc2
z+2w5%*r^aCkz`XM?-CQ9YG+6S)9UyM`Uw)TF#luJK&B(~KemD^<~b$az5i&Rti*yO
zLU|+nh;SodipQ=lJ_(g)>3J$!>d3PdV%j_iyD4`0ioJOhM`Ke_raFgS7quLDUF`0h
zxVkL8<Vq|F?(NtXAZb$W=OqA$$Xq9p-Xob4DdCS?=<>=|C&`@hNUGB+K+p!`N4PxN
zZB845E@QA`ZXWr^?MM`QMypH{Rk!{4Fx6MgJg4L}{A3s(z`;AuV5Vsy4V$^KCgVBm
zv#Wb$|FK`KEr02Rm;>=$?qLfL^KGVzzp|sW&UU<Cq-Y*A^IE%oJogPFGDC@m7;6t9
zxyV4a(01yEuDG-*`WSD3qA+8d&ulol0#CXGPe3pPTlz@WY5+BILioNFx*b;!ob@aq
zKPY*N*CBoW`vr^K|F1`A$@p^ud%OI!3VV68kX&|H9#uf-dPNgS!{)UT^TMuM@l&gY
zvyKacR%V9uAJR3`wXikZ4TJ&F#uWPVHOw?)3n}^P#QJMAT&Nxk^*HL(X3~vR`+DLH
z#J|SE$|UZOJ6jXYHDUhWiL!BIwS<uws^MKcHF$DYr~{kA{Q*(g{-s5YC!1aXqxpc-
zgF47;Ce|znoB;@gqs?W$sT6H9PV?<(=TLn>=KqI8lH~;DLTG<CeuatF1kih5lj*9y
z8k0nB;?7<?%zwXx$8U*=RDZ$V3bUi!A-D1i46U9@!qb<b6pZjuU$)`c=tT80`cFsi
zNi&jZnGJ^=?Ovm!E|;;5N?F~^5$!r>_rH?08W)9Hm}>m?<lwvNN`?q*QNjS>Y^f6A
z=Js8g)+)-si+p1|<EN1QMhVPpmxS9#jgma=I`qg_T`G^EPMTuQleX-^4&@xq@7WrU
zLfzKl*0b_gNCjn1zc@>Wzcmejt3ixLwp9p%!{2us=tZhy0idYIR!OGAsZsT7Qc=9-
zOcDNZCbI{(H`na#<dEi|3}2_)7JehGr9kSa=>NRA<AwUW4i6sY&3mg$L-ue|P^x_;
z^e5M4OvCr}`ArnWJUs9<Ev_#VZ|$eVX_JVE$bGaJcUpXc<G~zj^Ss7&gPnY6VGH6A
zhwYAg8I{pKS8foC&q78*guu&T&IRhBQL<gj2w8N3J9Ceb5jIqp;*XjY!<cEnOesT#
zY_hZ#g;^MKeCJMR9+v7#@8s}rN0$WFNGG^D$*uM^JkH!v=$H*-r)axEPj-4aUni+*
z$U22fa6??H>*6J6Kr_erm*l$o4*285p5dGo&QfH0*%fFY`O+b1*+-^i-MUY5Hhkvq
z8uLP?Jd0DnB4({AtB#vwFY=@^ww22e#r2dj&vg~kl`P~#9xJ`>A_|`>rW?Ba;061@
zuN%Nus5tRlGXCYiofDFNaMOn?>+5d>PFr?L;47dA4!53dPExp6Aa=ivl_*tyeWWO7
zw93t;EG7x`iqTuSWifNO(<(TWFf1*Aa-43fOq$R=3m}@Fiz5SSsN;y&nBRaDf$C`^
zk5o+HicF}uF1$dw6P$p22z}fbFP|~_1o?j+b=Qvj2ZuYHE5b7MdgT6$ZNDFxCwlP%
zPlT#Uq0O?<?}y<XREEmO!cyG$d}vq_U^9iJL!}FoS@z58Cg~eXLS3alEYLZ)%|E2q
z(XAt6Fj$g{q9#hvD{uhU3(Sm7b3!a;yADu7Lgsf4duMSj<g{t_>grUk=^OKY?EOQU
zTONNv9Lq!Vv=vA-Q-ZHsZg2J6{~=-e^$g}IN=g1h!sou-QmD>&JW%HC{e;KQ*9wsQ
z?(8~6TMoD*cU*#Jc2heKb8+Xqp-WQFGHf5f>*k>Oj4FfQ#~a2IJ5b!A1+_?!5h@dg
zkXnUIk97jsBR53qe4?+Me<oWQ+UA&D)_0!MhZBBe398Bf4=NXZqP(@;|E4#mpLTbL
z1wG0tKJoP&``wrXYe_!cxd&G?Y_wG>^}()7*q@1Jy@yJ5i_YrbgXfcf`edq4@Ims7
zf1LUb<?mIx3|6Qs{Ww7A+6*9G*@H_o5)uDFN)QdYEeuQQsxQlj0bL$aQDLb@u<pq7
zQfFW0CABTkZyHeB>?ge=CKy~_E8>|k_b;z|6}(1{S_YTJ&|vqS({fC#H;1lVQQ0{b
zTFZP7l8E-;8=vHa?UbJvx&=ztuHd4=FR!74QhG=ScPjsoI90!EVj@`4J?ZDLq4)~V
z(k_3U)~(nX-&D~Bekv#sKAejiKK(q{60P{(XUOe0qskVJcC+Spt87k{(8m%scR8OX
zAR$g=kr8e3LTgkaoY5|M?G}|Ejj5;c7?P4ysmG9BXT9!JxQsq7G`FSHQLv+~UF)SK
zhQ9fPtGJmxl%1G^+yGNjQO#Wtka*^;kC<vEzv#H1qoE-r3U55>GpJ2wE^)DB@6AaJ
z5%w*#v+ao=X!O+Ttw+#L&u<H{b{kv%c`7@)=5G1MZ?!yk7R3FtIiL~ECTml=tqX9I
zkldY+YSk`qH9C~8ayes5xe0fbdogoNeGi+FE>H=L3P(+6Y}}7kC90ifd?{iVc^4(k
z$IVDcOc2B>E`Z1TDp~-hq8f_6AMQWg_$%#ISOC-a3*PHzZ;d~4am@`n>hHX;3ht#3
z8O_6TQ=q>hlp_YFiv)cm4o+xZ)H7IiDuq*?t&^KkvhqS91qU=o(h?&5Bz8b@6cEmX
zFS8y1xK^jlrsTzIM2=)+|3eZ8oR2BYBj|L5OVF_*y$(gw6_|3w<OC87kb)A2iQY+}
z1uFG37UUtb53XFMSEc3WPOma#SbJWsIKyuBG7ge`m+cxEYX3aK5Dk~b!3f1HhfkvP
z#?bwa!WSzatR<lth>x=5m)IXYII<A9DoNN)5y?A1raH!VA?+e<>f<yY6Z$QWD)+S|
ze-4+LRpSKPefGi!@4EQ7eUr6p4yGOA?@`H@Ey0H4dzq2%jsgcOtnL#WY+*UpAMg@Y
znFGn9nNFF)I8!|;m@ZViUh2nCMtN~#_2u5$YnE-!m4@v#Me)3~Ctuue)9RJyhW-ap
z)<#@Bw`dc%jy!nMTvae3)yg|fhAlYR`EdUZJU*R)Bs0gx0hyqjuszMB|7wAg{gYYU
zq3za{A|IgTm=12<@>aIT&r7OaL}KUzO!Rk1sZ4am8!yB$4Q#w=WhANmjJ7fDZiH%t
z%#=QDK}6w(TT8bp;-mWe)lkBq_4`siVKxQB?M+cG+*mb+Gm!mO`ua^A+Xb_cQ?kYF
zF(c1#RbAoVu{^pzGCmN&)%?pynbuy;PW#R$;Dq)M?GUD6m~!AB>3$&QxkM6F?(Nsr
zAAm4R=T`NzYf=4Iv|92NJuMIEwIlltShnXa6^PARxjYAD(T^+0Rp5U^OHBMYWh8#a
zt%AEDo)Me9B+?hLE8w0i$M5-*W_3dQt06K1y2QQWsUPJF7B)r$LJoo0Q1bD7%@dgQ
z%yi`QZz8fwFv(EN{+GC>{Bjy4^U}<>nh;rRnm3pFI9Cr^41P56dPU?Hm7s~_BU*kd
zDZ5@oQ0swSEZuDQ9^-18$f?)Fk^bUhlUlX=9QnPVq+R;}h)d6o=FN`luMqA6g3$Vl
zlkdfBobxqjU&{!a2QVUyE<Z#l7&cN1>R@cX>FRoBF1nWDI2;F1n3&RbP!r6C<%fi%
zaD>vg;Wnl<ktFYPm-*Jat?-7ptvctY(FMAi<6;zV*2WS3Yc=&+Nnt5V2CfoCOvWt<
z^YL&mqEE8AI0Q-AcTDpXA1Ao{H&xPaq~lHROQW_7lwl9I&^<$+b32g)?Sr%`C{Ou6
zq`q;qpEpX0IM?nK;Cpc{Wu8*=D17D*Y>N}?V~|^{Lswyw$T`V5+jq|kkvLCQOz#(J
zfm)OBS81w7l$Ui)k+qC2shK(krUuukWJn-zs@jv>f4l*gX|>F;x)Gn8*yZ7UgmS17
zY@+O9y*SBvIY+GwIvzM-x)+(e5;|whv}jBGha`ow2K@es0(fY8bx;E_sHM7%hRkml
zb|Aexx_Ugrru5XO^^ojtA|U+f|3(UGac><R{V5as8b6k$f=d+^y1MHWV8E)1+^4y)
zWzaz_NIy`1i?B$0DLWsZC6DK^gUKmF(>y0`CH56%BYYu8*{eJB63>UL`-rJ;t*73r
z?O)Eh^CjA2NKK#W2bo%)btkj7H>CJ)H3;{PG8H{Jut3({o?cx;3D-q-H@5s1cedBW
zejMfOsOjqN5B`X_4BozxA)FC=C^3*tF$C@Y(rRJ)2qexJ>xEg^!tQ>_N|Otojy-(&
zXw4?cy7R1`EOB2@CWR=YLY~~6Cz?7I?TYpLB=?e%9}q+BgO$v$+?FiBecx5_5h>W^
zs5<u9V17c!J>ymd+TAo!4e7M}2<aB)h6X@^42J(iNy9JHbYj487neml&~#?PwqkMT
zX=@8us?V~w-dSd^@7?O!7um7)8JSrumGafFbH-)iprRb(R$m{g{r&S73+}g`)9(DN
zf*$*7I;LXwXZLnRsQx%~E66K^ti66?x2&M|oHr3-zPn@Wb)OneV=UHkknG2(|2hT2
z5})?7ni}*zXh=|g9vUimU(PsFYwxjvG|nCF2%Q1s!IR<k&uUW?rx)DJj`EScgupku
zy4S)zPxmrvo=@hX3YAKwSPA#O&ANIZ4RXOe*a&TE5sZ8UeNm(}anytG_xsG5{6yZU
zs<8gk-OQyblwl%eVY28f4H8{$-RPa40_3;1ALlgQi`J<dA&GF!&MYcu4^%hX=pcWl
z6A(BkEdRlu)p(hkY!N~n+BRUq-Y@C>I8SzgB3|ouz^ybI`E}~_0b@vi?sbgh>Wo-(
zbkBb?O4#Qu55&a#756n?eL42nSoKD0Vo>?j4>H7T5*th!aMRJoTa%Bk?KE-N>_8g&
zi-XdF&D}2%&}LsBt@lhC@Z~&V)ipPpk;yq3ZVMysRS(T!bD~JcXCKFn9Rp}jxaNWU
zED4J5`EVC-3mjxo-1Km4>kv?&Zt1p@^UgO$G6gS*_dW%Ql7lgi>ZU@j%{b|L8Cfhp
zZoaeDz50ahdC8Yo{{yaLENB#4`4sViv^~|uFus%=nQ=HOQp$TMYt@}oW;&G-Ju^#+
zt1&-<u{#o7f;~PjKT6~sZm8kxcI~n_DK$$lP!Ar9!$KlQDAB^pah#5Hxe2D?9}?n0
zg;}3J>a=|ApVl0q9JPgp`1sM}=>uc2HlujRyVJ0A!~mf2jI#_DxH~%b2_+#hg5>AY
zaP^bTh8Z8pC{icMi-n>PxMzw@Nm`AuV-sX2Gxn4T`q#DrA)P1$wP|ptWD)YB{8Xz<
zQwY1P1c85%_s>pkH>E`Ax9RFr<yJ-fGa~_z7(ZdN<fiB@Nk5aCGes3o&-DoqoRT^A
zkzVhQ=bj;QAy^hVUj%QAU<jmqu$QJ7h<dSJa-CR5da;&r<eHg|DyLEzE&Ni-^nR9Q
z;mknnOF1LTkaT{Ab?I__Dh_WYbi*Xu&PD<4|5%kpPW8EdYJg5!kf)^_?o3Qy7{T>r
zu(i;=_DJ4)^}`PmGqCQIGj%;}F+V*)KpbP+iLgj?lTlimDaV<MgdWf8L>$muSOIq`
z*fRYN{KQy6*r<W`U%?OlKJSe_y`}sq7EL|L0KZv&wgMrL>}4>4@G4-7cKpxbZLT?k
zyReCCwFT>?{QpQovjqk2QSf=l@-iB#1?Co-z6*l;*Bb>!t4jBuwmuYfemjE=bu)IO
zVL^K|mT|u^3y^8xf$C|AWzL0FO+Ih`<OVFiH4<7v+Txt9fsI`uFU;4u>8WAou-281
zIU!*p7jDbHih-5UrN&o5)Oxr>qTz_$pPL`E;e;k$r(Y*&o&GxEy~AN2B)%)<=UVDw
zQKcK8^$NV+Pn_pfTpH-G)|jrq5c2gRNNpV$*~QhxVhPwr=I?UK7%qtCu^Qas#l|30
zcZ4TUi-^CL5+a*FdFi{k`PEii#U$ZyCoO&~ER2-9+Y<Qa*gTxv?8n6MLc4iyR@lXZ
z-uF`1gLX(y564|2U^(+f)Rp9bj$foEl4+A@-f-DX?q@YNREO%&$HO}<Socb>5pirD
zi;aDH>Y|pm$=p*>Ls4P&NpG;x2b9WO{Xp$M)=zTd=DBSgQFk`H$|3nd*EJGxxc-4c
z`_18~L#lAz|5lEBE(OmV&hu|)Luep3BNQ{p*QhN9LKf@vAh%fD>vDNrdP!Wb+wz)|
z&yZz@WeZKuESOL64W+j_Gi6YPm`~73G!8R<!(|22{6R9SsvaFJ>N1gK(ZKhG(!a|Q
z2^BhjW-H^~OMd?4aex#CI3+I?zV;*78%2<*^_%?%Xpq6v+1U!#t}}5la!wnIlOwN%
zas!FT9JXt2UenY#qK!nd&(LsJxZ3SEc&g+|@e_eODCR<ZV?*CaVtVYdQ(~iNakz7+
z#5%Yvwc^<AdYUR2w8(_yQbKE2p-hMLaVIBoIg+KLA2?i36)dgXH_T`3i~-(V^MU~(
z81sC1vR(3$hK@#>0RqhWBrQJqPIGa6Hw!)~=8sh1`9Kdx=-z|qKO_?>MXbOq0=)mY
z(F0?e@K@zM1pwFQIZ-E|HMC|uK1dnax#mN}v41P0F5oBBFT&gHKM8{+%K_9<{TPC4
z2BpUB2f$JLS%9CowO6F2RFYYKxf|Wbld7NZXAW5uuge*S3=s}|=lE(d`=^Vn0C%$y
z4dmUTL<qXiuLC`9+eF<PiI8M8B>Y3F(GU)3!(IQ?*}bw-F$GEZpt_<r#76T9)e*l;
zdm^j&L+1o{T_Kzq7<|_Zm9BHUk0<N!gxH7J-m7Lt=J-nwmDJCVIA0RKeb-1v<}#my
zgwij3B(BilX%`anVisZ0Rx|0RT}1TuE%dYs;1QF*RqA>C1Qjtn&Xp=#HR{L6HiVMq
zTkUAjp$}4Q*E91f0nX5%e@GsWq0_};mcwNQ*7Q8aRGXG{rnL!O!5q~Kklmp$2cer{
zj=xi_c`&tc1<0^q>cFF#Tcg9%VIbDnyyf%bf^za#?KhiGGYbm-IL+vfYRbs*dL|qF
z2lM%INK%sAvt>U;n_rFTgpR-Cd;Oaf--oQPKC<SuEH7G{J_)V0)ajK0i~9xDCQfF-
zgO!r_LV+#|X4Y7FI1W_~AvOH-#Z#r!bTey63#nE2RhY_fU{VeJhP;FuHG8DzcFiZQ
z2h>b`ODb=Z=2?dn!X)rmQB;Jxx&lcT+=bk34-Fe<XF2aPlAq~Bo_<Qii_hb%&?C-x
zb(Ots;4pbCf-s~)s$SbAU9*|)&8F)?z745?i20ug_hd&+Gew2o#rsdMCrXcS<5q?8
z_<#qhReCs5z0KXZ{h9q?A@MsV(FJ`a&hr!O1+z^{=iBubV$VR0x0>T|A?|)o6O3<w
z@2~UDf9<|PbH(u6#cS5)$HAVU0B927yVZE-eQ|0Eeu{_Uiy;j0wr_sW-_v;kB5Q#Q
z*Tppwm7AZ-e(Hp8<BQRR1YmQ>Sqd$<l)>FSHm#G@jzupUK|K?cFnPo`*{ea%DDC>!
zk&431Ez@rNEH{9fZ9L}n%7@cchK8Joop$CJLd<6Myk__Y0>@-Vvxc9T)GR`&u}Dp?
zwKjxxvRjk=mr>?^3SaoC1re18&*YZ^!t_ZwG6-}35n0k=pQo)`S9!}{nU;dX6Rupv
zS1F!uMo4Qv_`pFn^Us{yg?67<Yke9pfYiY<@|0h~Se6&?2dzL!uko{dX1~q0z1&Z@
z9%<-Z-xe;$<V4DS*~Y7~EcrBcW3<OgC9h;U_I_gH6tuZC^OO}DSjERL{|q<?7jXym
z!85*VwAk?-IwLNLDY|5^2?7p4iX9#g^D;cg21%1}fxP+xyLJrm%}6ND)#H5dkv?Nx
z6L1=<`>RPU{-R<q2_Pe;Z*R!7G#m<L+(?G7oT_mn*DaNOu8W<FZAf&oi&+{Jp5MXl
zalzC18ZE{H3HOX#&Xp7rl9C^-9Kh{4h^35+LK5bh>F>TY1gRn^1R9(u>(HG;(Q6F=
zeEKrNFSMrcP>6`*`55il?<|1-K$6#}r%&80MfF;ANv{SPu0$7Gp7`|j0kB;IfdUm=
zY+s`~_=$|uGv`<}{M)U00Yenpd{u5;L#+l5hB*T<oAfuuf;?%KvO(ZTN`r9$M_q2_
z2QI9th-%8mC>7E~G@YG)NbSEg-UsLG{dn~cSi*sHq;mV+Ra$C_u@G;Gzpakk9&kFh
z_krwdfjjcAUr@<|Dss=qM^*~`0)#Gfr}hEG8QQR7`rGtc5<H#k_EEGmVyit82p2Kb
zPZOGd{(Z0N#k#HomgN`Q?N}DCD;t4!vOkZ3mQ^kHsxmH^z-1D<kF6PjBsP7W!2NWV
zgWz(`q(@9QofvI|6@Nrbwwzc59`W8|7T{4vMRhS04he;342HoPJL2BUV~{GhkH2}J
zbHx4+X&chv(0)2Ea}Qimm?~JN_dsA!yRN&+gW8^`^QU^ljEC<v-*UhHLpq-AadBUB
z`}q4Q66b>3(um^6j~sHZJo81i&>+3Q1=SS9E4+V57hFC2k+0g@!4k+olu1bog#An+
z@>Jz>)sd6m0HS&4nMu&<hYUx_Xm6yx^j?IZi!O?jM()entfBz#;Krz5$9ND%T)8b(
zW2_vPSsc;RuG75+2DFAc4Uo}r(hv$pK-27_!Zt12jBJz>Pp2iGsw=)Z0k5a;Yp9XE
z>mHv16HcGhy(+mF3aDkKY+(gxp)fN&EcwSc7b$!X*?Pa(S=bu0Zho^>!*1}%h?Ril
zsZhS^+7I-H7=*vy&~6iQ(6}3rb+}F2vBcl`Tc_oKR+P#3ms14axBbk4_rDB##{bs(
z!8_aE#<R@$;Zl^hxt+W1)T3iLy6>Y>J|I002$%ehpoc`OGy8Ydq_-~ET;L-_>f69O
zJC7t+M;@L7!vkn_4mdv(nwFb?CGQd7Bsueyp|c*>fl&3h>ZiE-nhCU`F2dMRYgjGu
z+Dd=!3TZp^0CcE6B3E~*oJP|q!^#+DU&r+FA8m7vX1@ZQ)T|1x`g9zs+t=8dyu59;
zF1duhiH%}7wdfleG4zr9o3^n{;TUlM?G=*IsDLA5MM(Iu228s#l%s_6os_Cq9!Xzk
zNF*Osg!Ij0@{jdZ*>IAT5tc^Q*a;*b(>x`oeD3x%g6JNB2_6cTSCs`q7vnA(W@5IY
zWgCp$(gZjnjM0Y)E(TwP9(eFFi-bVBQ+DJzGt-AYnxO_=s_(-BJ_=u@GrcV%=<>i>
z8j)?nT9mgtD0s7<z{GU<$r?+u`#kW62>f1)v0Xw~=Gmq)nKpX;f!2hRcm-xSH%t{!
z{~Id_%!%#zC00ajb#7|>$ZO>#kMJ*vM8z_&S0MfCTcg}q6O5Og1>`&?)>;5~bc&Q@
zH;l<NJt-_GoY@AYup{a|IYKcU;gw&BbJLvz(LOO;mCyGEkeQ)?KW+utz-Hgcc$i}a
zvOkXwd*fy9aL+*OH!M_Tgxjp5xb9dtthF@fuek77Y<Ye$`M-)W<Tv|=WVK+Q20Np@
zBEmh&IAor=St5d5eYORCcDdGHh=HSY)TWDG=17k2%=!3PRHcs|1r0X-N{7g{qrbVn
zD~!kWC|O)SVWEx0!d~JVW5Mhl+zO^4Ms6$vz12&pAcqf<z9mI9KJwSiPb@z6iEAYK
z?z%4W4D>|*O@ZvpX?G=yg_|>uRF_}d&CE4DKNMf`CKZiJQL=*)2&d=fBFv6Y*;(CF
z6X^4o{Fy|W$Yw%Ab45|tuL}jHEAtHb@~NZ;yu+>w(qnr>hzyx_dPo8Q@`1hy9E8kR
zWEL<Ag{_y@^m$Tzn3Xws4_48y=mFj6W{?Bd-BM9o(5;l8$W5`k&26}*mv<?p7*2;K
zB2MU%<#Q|0@(<-rQ+{5|f_5;BZ>UY&t5-^<H9Is)3=j{MIWq;N|Ew95dZKv*5`Ees
zSmJ$D1**y@Y2X(hXv>QPMAPo~^LO5-j9JY%)kUfC(7#el-ur={#s+ulzP5fsCiuQ|
zEP7Km*&O|lq|lhlIw8NG_zF3*fK7xS`Lg(<-`1jE?Tz~}T2*0}kxQx{0m3P~humAe
znpT$9w+D^u9};&cg{SZ#)t#iwc3QNg$n&9mFUtUO+ow^~S3CKT0HV}`3a;~9GAGSH
zA+#)GpC^<KG;Tl4i`@*9q!W@3$nU3EL${$s6VEl=aheXV%ccn%KRWe&mI@sA)(Dph
zmuR|1s89H@>)&xz5s7f7*M(HD(fR*Fs<z1_7rfc8d=^JEWB+Ed&c30xS>y3TP4z6$
z0$m@2uLW+xja@v!Ylynt4dhE9trEBWm5!(Fw)B5UU*i$xaWcsEe9p{}a!XT&YJT|V
zV7YhfXNEf4b}DW<+w^OAt}MA^ky=#~2ZlooKXZ*lLU5i2z~ikgz3HSGUl%Y}CHBSd
z5|D$`7JZpa-?DSLd|s@*>aj2hB~E=gX*@|K=}&*7ldFG#B`HN+??yz|(8OfM(#jzX
z4)NiAxGpWQQ0?3=l~67&Xd=wXx5izm{INxRqSNq>&&=WMQ=95q<0htjYNSgtQky4h
z(83Q74->i9?4f32f`iF#i;_%{_e@-B=a3oK2Dl^#%K1-)AwY8FkR98QAVp5rqh@=Q
zD{IBOcxoO&MM0lgs@D5qSfh8u4qO9Mh{c;DLL8F?t=7|)T$VV~lK+<|M?VL-%;rML
z;sf5YR5cgUM-&mbA=UYea${UY4%_1U+%Ss93D9s07~QkWVN+04X6Na=K~-3)PHx5|
zwcI_qt*x~F)0?THD^xTSoWe%{^9#1OyV0zp@n)pE-|`(;C>ORdr;X8Yyx4K*5MeeP
zA7_>x&fL8m^{&cKPcW5FQxVw`d1hS9%Z~inr`Gt}VZ2RnZdoiV04*!4<c9@kD2$KW
zejhK)7e}_RyE>Xn{#79x&Bkw)tBONmCK1RSZ{@N12#FF#c+jrXz|3^vvh47f9sT#g
zNBn2G#rfLv6BDU5Q^4z+p*u25>HgLU{pDIe;OGzxI?yf1!qa3!9Rme1z4e;*jGH{~
zxhy&iCY6Q^<nh8qFajkAOu5h@AX&%@lNjSq(=ueH(Og{W8$)X|qfOk&>E=`2Ae^XW
zPQ>L4BUa5!sIIKOGUbUBK}R@wk$-Fou+j+TjkC7zPb4yK-8O0=t^aAgU-XVFv{H(o
zTey&fI{bMsUUb#vM7_>RXiPYzmG<+aD|qIz#L>Tc<by+N&f-6$o2!S}cI}v5X!B-P
zVU-jasu!?@qk{iP(^4E|q`L=&sE81QCKI6%qdAEl+=Ut$7R^5<6XEp2h(5?au)yUX
z{+k?y5}CYeIU~#+q$~e@X%iEb3faRDM-h_i(#1`6!*D(J$sT7{U=n@1ohHm`e!blf
zDsJdOR3UjE3Eft*#_<AtaTWZq<%XbcpET4oaFn_I+06LL0?^eQg$5cb(^(P;=1m|3
znAt8(Sj(amKVysB3~{@kgf(-=ri~CX{AF}rS}lPaRi;YVxc2&s1%dPz^o(=GONq`z
zB@MDjDJi4?=|Cf~jJ9?F+~BO|sFy_kVuY!D2pZylh$0_XhZh$S1jd0}IEPS2W2RL!
zz!VvKq$^>+0%3RIdcI<PqBuU77waNSsm<f@O=!x1Xrd!Ks~!y5mu%+#X)U&tue}>B
zgK#~VIWheiWrM!C!#rIgv#mgmik*YDxrETrbs)5AA^lM7eg5j;I!DE&CTgafre*e&
zivM9M_?aLBu0N<U?zvy<S`vU-Y!O)rvkj#5E_z*9iQbEoc(>DLUyJX-CeG27SBShH
zHN^1OX7;<#u>DBYGD>*IVJ`67E^Z=ZK9@wJDSB&(7Y~n57Dh`?#Nn~ws1izn%j6=m
z*R*d8<jLn<=&_eD8!DML76_-URD^CZ_6k{lDDj;c`rN)Pp{v%Z$W8h|fcXI_AZEhF
zAXitoy(mXd)J?b-GtptyA4BNeMTO1ATA#WZ-xH?T1`};=GSko=8QkD;{wy*8H`K`!
zXljZbs7wr+T5xE98y0N89pSqsW(`zqH#3(1jb<H$Tu|oKO)H%o&|u-IGv_RV#&-+X
zzcFhvh!|#sJAcIeNiVX9G6-N@^$1Y6#f9Bie^)T;F4Ow`+ZUVne2Ka_d%-526NIzR
zpZ$gVi(JO#X#G~}J)aA+Ps=4t=Z%!}xyez%vJ<tWdr=em(NKIXoltQa>=s2Z1yfzC
z9cJX>xQ~{`+_+XYpdB)aYF2k}!ZiI}l?6mW`xjqYyUX2G*md5;S(k^MhD_+Hz?Jn3
z^$bpV7I5W11hF^T`e}R-xz11P6z`MlPaPm6rV+M6HMwtu-AmNruJ*l1ICo$LXme8`
zW}$-%3OldCTLiNh!2AH6)#5#$Nb!|>*+odEpj8W;h<J6AIy{^J>u^qQxN9?6OdIOV
z^gd;jNDsvQ;=#E~iFw3alDMLMyO{3xBRAJZq+S1G`|8YuuK!3tXTDeN^y@C_WNmen
zkTV6^$7v%7JU8XHFz}z$oh|<$IggmTV6p=ifayZYFOfX2h_?~qj|*<Py4_!ZR(ld6
zO<Ij6TwMBr*>N#A2632iUII7wVt-jxn0WdRLD)gtf|Ayc_r03v3a+vf(e!L1$%?EQ
z`I;3-66pk#J|RVF-H%)LEVR!l&rD4^-%B$c{bGx~&7AZYw^+T!`;t@+r9tCG*4|&T
za>eM|)WeZa_NraNZV5R;Qs+W@Q=@)>G2Nw)X5cyps$pagCFyCT&y1w%KTSDcT?(R6
z+2KDti!d8B&ep3XE6@?texVS_CT#W)&f|_3?_7Nat1hfO|8Z+lNAMP<JOw66!TScX
znBwB0#*0DZ$63eqhG*KULNQKKrxsuVfsQ(FfQK^Zf`k7kV(x>Z0A^9)I&NVllakVQ
z;eHe2`)mED_uRk2qq*4oUDm7W_SRUyr^(tCc^;U9XpIcd*5xIPpD0cf`3gY6p?}r{
zKtJ?7YgCDkY@ydw-^5m~UN4MipnjuZnFX*h;1>NW)*f8VUnk~!<VEBv5r%p2tdZSU
z41WqU&ig~B^xcDSa{BWdqp(n!rB&k1g=I{oSM``*t9E<Rcbb7Ww_DC-!K5Rl7<Y`I
zn;t70if8|68YyL(3`~dBw6n?E+EKixZ_1q(8q4!W=v>G(e<zT0nDGxN-WN)Q_5CJ`
zxz~cyg|-OUH^!2g3Inz=P2mq?v^oBq6NNcTSyyC`X$JPuEtz*wjhlCc8H&;Tqecm~
z5he#<*=wbH$#kBeofGt_gZQuGUz(1zz+3pCGS64;PlJPIBJ9_NPB7<kuaJOfF%uaA
zMg+T(Xh(SCcV`@N!_0Jo27`kWt#AAz&prE(7dp)yfmCul$%BLDVehFToP~>YT#a4C
zyCVC!`NvXi@MQ9WsH7yjh@bmhMuf-Xgv;~nGHOPCM1c2V?!-?J+_T>~HGLKDGn!c(
z`A!-$j<mH_N>kLP^FU3hUQvOIH*fre)Va=#8?x5#E&DVttua?*X$MP~c+bK76%vw~
z%EO{)SrtjHM-R4pYD4h*(Ax|&&kzUJcnp2VSE@EV$)-}45|nT`k!~Q71${3}IuZQK
zY=l^n$wzZevpH~79@fgp?UVz`%0rD?NdCje{YNs`r_j8MjG|8R>$2nOrqL5jw=FqB
z9g9OCl!lqT&LusTT;R?fI&~lfyrzMUNdVTJ)ZC8WUSp%O(l;jsU@puobLJu&$i$h+
z4tU+Lzh08{!zCj&qd2lmI%6>8NP^xg(=`*#G8FPSsX)brWKuGohwij^Th!o@&%auW
zGK3q*CR$)o{8g4;eDbnmOA}3g`W?`N^Ywkkm)x0Dd-bdu)5l4lz@KSinG6A!2_m-v
z*)C;NOI*&cHXx56L_5>eo}$1_A-%{&98KW>Azf?B7PiQQn6R*wbnd9H->ci&CUScD
zjJw~c)i{Risaguf;s=nim%kZ~j}$o9rLS=NCI3^<KIAUauOKgKJZZQnk$gV@1QsPv
z8DU-MXq%g`%QVbhsU=<kmcGP8zC5EQ3clQaNm0U&m}mt%D)EN9pkC!kGLK$5`te@;
zjCJrOVW-{OMXiGS;c>Y&;x7{z@#?Yf2+RW3TW?yyWsP(!Y@az~E(gmtQ^X*#X5nUr
z5@J)8uRM4<ol!kYF7BcF>9hJ$$cfr!U$%f807z}PB(sb2(Nm?P;?_bQPg$c*oV0LP
zVdsFNaIy4>Mcf>3SQV0aOY%bPc|?{ERRkmTDh3*hlx+O`sAf~JU+UC!^F4z2aN2oB
z4}h?WI<|BSr2^=VneXwHL?*X+UrX;?6_ihP8KJm$oR{;wyojPbqvnEeN_&iNzNDu}
zkYEpPlW34J8>zig`c~!&VBujpQcgljEGaZ^g5J3J+u)v1iLHokK29qL2lSN<=y4f4
zX0?rJ&!)UkZx9Qyf$2)-H9vFz#3LNxahU*g*qDbbrV@?K646ARQ5xcrIGDl^7plS~
zgA`VQ_7V#;k!a8)&XK`bCddpR5vl=qLS5Xj^$0W1UIe`m#cmkRJ{0q`zrfhyww~8y
zXS^9RDp;M&GAw4L%#x9z$}v0)Oi0rn-3NN5A|v8=$B&2`l)!@IJ`~Zz>1-RXugRe4
zHdEhK@|VLI%c&vqA^7yPNMWy@k3wdbB$JFZUhh*%^Icbfa5aioLvCJhG{e+#^L8y|
zO9+t4o$*;XH!_A>9D-DAC&Q9f&6<Q@5`cQ$Nw@U#iYRs0xcYnAgMDF}>F*f!l;?B)
z-9H8|$=moH&IvbyAYI(E+r1Fx53LZwxrLzR<#8SAco`Lsfz(Zx6}X{eI{v&FsCBj?
z`0R=dk>6Ivs=EEENuzS0OxSg?=8gt*PI4Hd$74$BruD^R!8PRs?;GcMyoj0&u@?<E
z&4^_>IQ?CZS=d`F>@{Y%0kr$}u|4%7R*h1vA<S}CYa)3Z#uHxHRy*hvt@R~iM~gzU
zmb2)sjcNP68dF!nA>{$R##4@PxHryn*EpUy5Sdv1Z3`vURI0;;TG~*9mg=e1^~(*M
zdj8Ytyx|ms(J#`H)U75H@a!-Y(;<Zs?(k_Rz<_tj7}Uuq6#V-up=`0Kt0HpW7_+CI
zGV1G`kwc}%a+j@vRJ$7x{pVgGub}}`AX+413cpJ?2@~yfz~T0n3kX9+wMWw#^-ahF
z3U^LIi!&Xm_H5{lYogT3s}K16thJW3x6ep~HFkb0fl?4!{|bXn)2rfWc=ySBnRlG;
zuOjqFy%2$~n@I^&tiuSf!e;9Q3BN2kdh41VQRY1<42aqWB2b~-wNBD55`8AWQ=FlD
zp@=#)%~|squ0Jhs8loT6o2Eqr$X8`K`ce^f(n5pRF?^~Q(w7D0%D+Gv+$wV+e~rGA
zrt5W39P)CuKbTiVrKaa5(Nwrsyt$`=-79<oA5#DnGl#%k^R!;@PEY{^B-i5h$PxPO
zq~*)q)T86gR!*;c=PL?6#Emwr7h8bxS*DafcT6}V>BLgM3Yq>w=|H6+nCtY8_Jv>}
z651`wsN$dbXf{J?m>BlD_PFo(dBVT}7d|o=H4a`XH|-M$udguQ?F2%|m+blanFD?8
zH~%5M+gUC#u*O&9dFXTYzRr)47f${(l9%%uYq($*^Cw(ZidPoEf-P#;cFn8B8rY^S
z_l3gd!OL{~FFUE;$xA$sA-T=uytj7E8Og_%a9KN+&WUB0i0mfcX?8O9FR>+L$E^}n
zkH|`@_E9rg)xYNEzsJF^Fe9e78HMEVna$8wqNXcR;$|WxT7M&6Tc0M`dDwZ<eNHDh
zmlT*C`jRK9P@|^mhM2P0&g3-5JV2Tr`LDNhd^l%;1>B!yMds!?0J@sgl!X7Z=dFMi
z7IH(d?_C1A3eaUM9XN0Susi-o=G>m9m7f_ca#~rk%6&*ix9bM#Kcro|j)CVVd;kr{
ze5CJ%W;5(O9|4Tq&xELD&+<nd&YI(1GPkGh_VDQgz3?xLYE*i($Twvv?7nYnRV1WC
zN%BGsmxXMb_$v6~7^W-MX7SXokB<zCo%CU$rKp-3<f3JeHrvrdwu1E4uk`6&NR*s-
zoa6k(7xAm&?0DF}YjC`md>mVX_+J+aG07RZ7-&|(*iEL-MmmLxwjys!_P0s(KS#-9
z@sT#^?iYmp;1^cf(J+^H-?0<_VY>g<J!4t(BVgYI-pqFm$g_C9SjUn4@2L;m{n=C^
zU=o|`z?g_ui-c+k!vmM|9kYbx-l%+<OT|uae;K|P=I{k>^I5a-zKR5vul_4nQSj*&
zSdeWAeSYH+I`}vD0dFZ*v=IeHQLOLfdI;g3XD-vwWrHgFdi^uF)Hg_;ok}l4&}RX#
zH$A#2$%yTsz0T_se#QCM7e_l{dwHFaUNc_$u0mMCUTZ=?vV|@spO&)dLDBET`}glw
zA3I-Kcdg$eO+w80{sS{d+FaYmx*mewOiAtEL?33Lwcw?1<8l3lImE@FWr||3fC@Cd
z`;Y&~ietg3O4pIjIMZ`NG)Ls?EA>Qvc+E{=bd!^r2(ZjkU9kqaOKCW%-Wfbk`N#ki
z<C;CTE$SbRo><<GBxAE>NpbeZ->!q9zn^*<pP^}1wY+aY*FQnG6M)uV$2-RQ^PA5n
zexo{m=ZLscA6#12RyY?Ubvlvy$}CPR=S{KZqd{#0K8C4VY+7#+C67-8bliI5mOH~U
z<Pj)PB>d4dQNfn-se?Heh0B*n;00i|_Qgziq8NmZG$T58q;3@w;SQjeD+L*xxVZ5g
zYk>(OfbUboF0x$TV%nUsL)u;kKW(b@g*U?SaPE<ElHSH86=+rilTy!Rewyw?{-s~2
zjj<gyIj+<ulc;^-Q|&{fb0Q8DKdiqx-cV`~BAF96Sl`GnGr~O?tTu^o-FgjmkDGi@
z^f;NxXfbv4D+&EpXNZSBv;VA(3D+dLx|0wbf>pDU_3ZLT@no+4A@emO$X1ZPu2XtC
zZFXQq1Du1BQ?O=67n~@vd2Svd3G~OR0(5Rk&}EljQu!aUivYRM?_I+#9VWAhz+4fG
zbBB?uUCxr_#E;W>;Hdv9eQs(yvn^N#!gRvG<OI|G-n}QiTYBSAzdm7HOM^u(^VIpM
zIqF9YJO=H#;nnVWkIL0IX0hZ2G;iKHb3SP0Xe&0nuaYfbIwaD(aMv_DGyxo9JURCv
z&r0_*O217JEE)H><%t0*jrq&R7&XZbIC=p;fT#ZtsgjC#8|)CNCAOXEJuF{4>Xf|_
zFr4q}jtQ<de&b59SjH*Oonjt~nucCjUTXB-gCd(AAz6#fRJR2(X}Z1y3>Bh46tQKJ
z4UhZOJ;#Vn4eEzj(F0pPEw!%U>v5+s=Y($Ye8U0U9okCJ+L3{8Fk<pvV36M`%lJMA
z*nqNcC!Mwrqr}J>n2p=HAyD_>fVAX0IYkyY872z*1R5kudAKLMTa+Gg-t{uqa}dIx
zm~ImE;caSq`e-KUp^kNc$>B8SI^pD!kCEqJv1}}&;Xk+vVC9^1Su;!VrsoM^2V`rN
zX!C!8mN)WQ=t3x$*zL{1{8qRzESQ41U)49Ke(}RIW5tfc2U)LK1{K7pHLw<`U<#KY
z{z8D@UazDB&srI$FS%6eJmMnwirX{bHaO!*-^DYb4|Z24H}P~vh<}KnOE|OEDnP7&
zE{d!RqO3QDU5kvye7F-5F|?C-A5YMpnPHK>$LTHx13}0<H5RlFY1t2fS248*-2I32
zIQ9CZzTF`9*0weGgRq%`8qCtE{~6l4!FR=ii>g<>Bevs%W{LiXerMJ(G82n53_1Lr
zw<Qd+El>iwS@&t~T9?ldG$dyi8T+pF!N1S6SF1MD57n)|L{O6MEGvM~uua%9np6`v
z5}k|;dCW1HMU32c$y8mdL42SIykh{!kBYngYU9jj+a#F4pZZu$;HRu-ZzftL@R4xr
z!H;tX3kf`zOWHX@374}-C>{+xZe_Qxh9nP#OGe(cSbJNeSO}5lbkHtLY_ST=nX`r6
zGC##`5#30%8TG4*z78bi!xV5b?Ay9WX^*jaM|63zql#9}0SG8h4oOp<ti&wGQ^|98
z8bR}I?Q>!@AOB(?0~vQ(b-(=%g_@VgQrwT~-`wdV>X@ccmS6uva((rv+-AM|7=tH1
z-FmmJ6|~tpwLhzZ9*x2#8<q;YfE)f$&}c_m)ZewdQ+O_B9P5|uZ!Id}{BaNdl#;!H
z!-{WK-0`ss{7LQ5W}4H`;rzR)<SdY?m5~8AgeiW*=Lm`-NQP|3N0(uwHuQ4BP`<g$
zW`ge~%b{DxRWiAUHV(G)M>IVY(|rx!3tY?|uk<!>Vb3aB&@*7B$-?YCCvJCbvpLXm
zq*|#B{I&E8exmmh$ml9a8!Ua8xCx*!wau7i)`=|ZfrOUapB%AgV^uve#m%Ek!gF1I
zsYLshbhqjtwRbel>F$k24_y`zAy<O@E7UK7a_f_w_0V3+#Y8j;N-;cYC9Qn>yBuHk
zUs$N2qze&>(mH&;t{^{G?knW`JCk*uwjt0ZwqM50w7}i+#XqE9?c@TyVHI@as&el&
zZeO<XpMUwFsL_F_N+3t`dNJ2w&~VvLT#J>m29?N_D#=;<{h1aVQX(?>LKnL@jNaZc
z`gfKx#oTH9etTs@6ybp7LFT2+4wj(Ez;M40p41eS&4~+#o+XPqF_-~mwwbBCbA_at
z?+xTUFxB}KT84Kx*7-!2N%2?diaVl4KRPq5<U}bcn3z_@UC!cXb8SD~8+SNRaCFCg
zb<c}>q$cDgJGNAWTC$OhUYP1-CP1=<t098X|B!4Z2$mqyjmuc}8H}npDlqE^UoG|2
z3=YIzn+sJj$H9}V&@DOBxyHDYrb4Kyg7d+Cx~fzOiEq^x=;&Cg_gq65e)@)N1&P2K
zs!Hl@?k$O?`8h`u(tg_i2Zup;zVijf#?R8CHxjB9jO_=n0+>AMFblEzn#|a`u|EeG
zsBXhYu#wlWr^Yf=7CHLVcf*wYX~%MBvC{l922T>+$DX$5ANSC&q<lQ!X>mkP%(?z`
z^H;*>$BS-;3I6~`Zl6(J>20Y?X&tl1gp#C@_|?h##!p0d8KX7K{{X^6aKnhe{3^ND
zZ%Y%n{&cQQ&bq5z!41SEB~>E_8SPxdYWJs&=kuzsdvN(JC+cbQ36*a2i<sI)F@wh#
zVaTp}NXcdd;Dd}F)zkUXk;~RDv!_cuW_wfn@G@7RfBwC6Lcd03D0V5Pfj!(}Sm%oz
z_a?HgwD};o@?|?*40GP7LE;OWX&nJ*-AN9e!T$gn>TQG`AkoycqwNYXT{s}sdsesD
zn_puWPtxJKlgpCeMB}F6!Tf7V4Hr+5*UR52{v~$CKPu+$r@7Pa{>^oil{r@fh90#o
zuD&6;NeqE-K#&uTJ20YCzQsoN)bzgzSi@zhUo3H|Zna;Pey9Hctz3-SR*^Vjuw~TX
z;fUQ`CxtbuZAZkDCA`Za{?B6DPu(HM_}2)x@>uGvZ#f{OxNv<l*ZS6OS9dgTL^s4b
zG&X5#ED)HH$yOOBo}#lYZEc)|l}TWE8?pX#T?V~-=G)%J&KY5n7G8Q1F~wxv%>zei
zG%SWsC<a`Pa7e+bizJs*(yi^1JNro8?3nG6HgB3X^fd}W18iX<BH$HuBd2QF&^0?&
zkl9_~p|~3ZG2nX|qp4}9MZ7VW4`Fagib666xA@j_sTCy#^<{Lq=^hi+{{Xcujjh9z
za}Ue7@MIVq{cA%`)Zo-&W{uRz8N`SWDr?O&OZTwUV*$#Y;Grj+@s&S^=UG~=v3218
z03XQq@_C4=o^p1O5t2T<@mb0vO`hA-QfC!MN!4w&jW!$WHxCqpKI(ge?keL{8WIK=
zq{yhZVx64Sj2&}Oo+@KexTMQMZm4I3OsF=4u!bL<J0~>oX$+*%xKPQ<jFr!SRjFc?
zWsEwW59oa=Nmm&og*|<btx%D^$8qN$^->+Of&2~GzK6YA_mLN|cfBP$9Vo>@DUGAO
zI~-GSgVL!GIY$)iQZ8xuHCGD?tD1OPMHL_i6kKTt7MEzH$28zM=~7ZdF-S#7MkxrT
zaoCGJsVT&BO*x|Dux6beT2vmS3T7%>Rn636{i<qOiLDGz7T5u)!sRlPVE!QE{3=}<
zVG>Je-WJIJ0Cl+^*0+2?Y?IilzgVOUrnyy<?AnwPlZBHozdpRL>-_6k$*VL(717c8
z)YB$v9MTiTW$l@#vqPP#7c?_eY=0V;QIC*g9%-cUK|ZvUa|bBGYPInH071Dw^u_-G
zm039=t6v;gT%Y=4{{Z?4rF}xjk$6AE+Fh4}@3hPNjgq@aBS3_b8FBpU8o`WTWMW6$
z1M)S=fr3aq>vKxDFK-xQ%x+hc*EOWphE()y&Ak|&@Dq$U{(t_e=)62qc{KHzL&n%f
z2ca3oVCr$ScbAIFMpzzw4QlAO2#ajQ@Ur9i8YHwshs1hATIiOFttOvhp!bmf0Ewrp
z`Y=%O*=a$4ycJD(hOwmT8f>3zx`Z2PB|cep$Y63uA4<EVcpq5Sbm;G`zRn<&ox9}0
z;NbE2Rcmd@_wQ?-f&Hzez<yus#QGvsa(Kr}wP2?9)lWF`;tl+Ta;fmYSaXKCv{C-~
zKhm*0L*d)63r`eNTtzEf#>eCw0nm<Wdg#X0MXP5)1^gq#ZGL3^*UcvUb~&#(W@%ZE
zV_kik3yZjH!2#uq0QDU4{cD$!5Q@sZGeth3Q@OjPVXUoy>zsZ$t%&?b4VCnobdXDy
znnUJ}MoB%Z3r3X|3q)?MCeiIybm>cY-sc}M2_XZoH5R;?P3Vr-!|ZM~Whdn;9B35%
z><;JCK9$~ENo#j})<!GABv_H0C<t+m0q@qh?E)Y8sAprr4uFhfIb7FoEb^kp1dgC*
zfXA>kjcGL_qJ%FKKUlX|W4w+m;6!n|u6E|UzQ<3weO4*Z1xR8nSc8o1uT7Yjh091}
zEDlLI&lSb~;xTesP^=ef?QCTFd)LokDk)C0?*9N&)x^SFw9M@;19{^OEjI1~P{${x
z4u7S4O^kc|ka^s4e-mCu;P^!TGxJKX?jUx_JcEpJ`PZ}ApjTXf3jY8~`YLM2kx}Z)
z<?;(-uQZ6+YGEU8DIw*JDJ=w^sGW^hzBtpaf9sQfDwv*XuA)fOE{~)y{EcNFi5r|Z
z!VmcYU!VGU{{Y!*(Mhj5_(#Tpeg6PoU;8MpLak--GZ_3M^GInkMo*<$XqIw+5zqWl
zmp}E=Km7{1?}sMYWxs;bXO=y&IcHtCY!Jigo-2FeNymd{=NXni{R+8ng)N;@{W;oV
zR{sFUjctE$#(fV}jY1$4>S-VvLn4pjU(TeaJkw1^W{7{wL?2eHpAhR2Sm@Ue6v^kZ
z?1(FKxQ@StG_?c6ymhNf;-4Q$6|}@fZ<rxqc*5k9_?*_wkA$Jp7AyI0NShf}a5l%s
z%--Z@k9za%Ci-1FSdQui4=~)S7-uDcU+Z0$kM+4%O|-Kcm8Bey_E)L;7XJXyYe#hS
zGi^4{PWW>qqs21EB%)P&DIPZ;!~@6A{yq9vs#nin0(Cj>{A(mqu`6$+NQ?N*5wD?Y
zi9R+M`qE=PsNK7f(w&?P4!-q)xPeA6J9^Lo0Am@&0fAn6(iQ`rF-!-jsOR~Ve>!;e
zrcIo1XcH^46<p9_Y=Ak<Ochvj{Q6RmcVKV;%~E9YnZ7`iQe2V_KPs@%6+d|K#WGe^
z)Z_ORIV6*Vk(#vh3k=3E3lmO;Bj)5W>E4>s0f0^_SR8Na2*(sKTaqoaU>)3jDpY`Q
z3m?Lsglz*f;^Wq_Y_XyhQ^s@LlU1+40RZYvTimCfO;Wy)5SZYM)kkqlV}IdsAMlyn
z5Bhg+<}2G)Kny9+d1U_p<Ho!{;er1Eiqc?um>c<u_9?DJ7q&{=E5_qKpD@K-z9T2G
zrMvQ=x3xq~1e#YQd2TUG&pz3tCypt(H8%m-ALP-VaZS%-NuNqCGY?<z+*+6VO}-+$
zUX9uQwa8iC-02#bK&Cr{IFb|5{*~#OtWOYldJSp~%6z-DA0(g9){&n^XDIbWWri;m
z=}xyR8qXV%6o@*09lPXL0jg<tRyXF-bi}#Bp3FOA+O+L;Eki@p3{xpfgdjSejz7oV
zy33@q@rH~{CvD7Q<<C@aL+oms<=bJI-wfiO%f!<8gC1p+z5NKR&1M(Wv{>~eeb*N4
z<xbh;uke%W*BPzf0M6~=2DQ3fmoY@?B9Y&Yf0llNs+~D>U0CVP?Am^yg%z8sliTn(
z{OX%m9ke)il2wmm7aO_39dXj6x3avD#A1zzk&31}pYm%`{>OSftfZ~wvzYyf^gmI^
zKU%Y49mSMZ&|Ji0mJ60r3FI6ppb|tf={mNX8qIfUB15<W+#DamxAfQk(Y3hH?{K@9
zF%ocNVbHF6k8a%8Zz3eoG;X1hh6<5fM!RydTg`g|BsX@>t(84S-~$iqT$QRPD5)(w
z_I(RWOQQ(2#kJI$ZRkFHXXHQM9Y#I<KPtuX4A(l2qIC)65=d26LZcl30RI3g+1GXP
ztyx0X7RtA1MrT&XJ^1(QSj7FKE*!1G^1$*Odj9~8btipUp5~W=JYg?}bx$s0&!<j*
ze4pL_0BC(bTKC9ij^YHG7gveYGP3j{zFxVH?nsIP{n7#GYuo%AsWqmPXB_SRjU-_2
zC+-u_R84g%CuG8qH9X@P9Wk1WipbRxW{}fCr*#yDLgSifIH}lXp(}$(X^-HH5s*hB
zt4SCkqL6M<FhTw$t1C^BH?O$pXim&+T@);xqIR>8<&b7JKg6BCD!eL%%uL%}J|&Fh
zKdAZ|xdh2^3d*PN4u_~dl~P@aM40!Z6k{CGO5hmgo&_{@r-CWm2dJq4rUOm}i;lyw
zOHJKKWKq?CskqT6T5c*Ma|r7)5334|wF^<!<`Mq@0~Crx#8XJ(t2U`+-tHg!>{Mr0
zupjdDhw05NM|4^}Y0<HcMRC*`&pOSB=`lY@*#7`ZY1VA}8IRHjKhljv>~vb85?F!R
z{{X_c+t^x2B#aN7au54Mn$v#}K=34fMbm7~50Ky1s6E<T&cz~?J)Loyw%cUESsHfp
zi<@ZX9UVh{bn}c>J)QI0E88uk@`Z9#sZans<C9hnp>TfgohkarzvEdrvrCr<_NFl6
zshiu=(!(EF2l!J>&HDq3ILFpQ{uEh{n6r;cOk%1TbtBT=0rhkK6w=y}KXTlDXZq1*
zE0)Ojs@LnCI_uZTfBgj0HtL7??Z^B8{{Zn-M^^sQk4L_c+(JS@A;63MlkZI}cMJI+
zHscIOUTVO&`!1ebedd>g^uhkL$3+C~H4M<16J~G$&O29AS{&OmOH!Ndai!1v^o29^
z9Dhonx6f@9YNw-yA5l@6WscooAQS@t{yC@}Or&Rzr6#Tyd!C2ldzQQKMvW_VBp!d=
zHQD$IR~`$p02~7+KkzeNGcK)lJ%ko6;h~4_@zb?iv+)+GXK1#tTx^MRg#dS~<p$$n
zscUoJeCN+mUTN`0P51h42snxJgYGMhe-Y{=VBE1jxD`s`_U81dmQv+-8SPU}lZ>v$
z>Nc%n?S<5d;`=oWND?9peg_p&X22luGoES;c~S{?6E9HShN583+?>|-BINdSm(^?|
zLR1NnNzeO2yW0&bOw)DA?(LpSi-Ef<yd327TqUi#EQ;p^^Pi<!(Goq^ms{kC?c>N~
zd~PMNQ6<=MJzv8LUtXR-cOyxS+0Jmk{d|5E-dV<%^GdSVUP2-HLpcCRp5xn(*0|pU
zd9qqY&B|>7PvKon>$b<kAN6Dmo;fwaR-;X~(DZ22PAM*?b=sx8QlvnHLi=)a#!Y$b
z#5|<9W;rEKPz`r?tVW+HILJeq;iUOcHh9k?zvo{&mcDAzmv(yCrOQb!#?QmJe9dcA
zoP;<F7$9@Ydj1va(8y9bTm?J@8=Gk4`u-K?9}OaJuw72uzk74WMmSJ^sjl+$h0}n}
zH_AUjUsnx}pOJ6RnSjE;KkcbM(uA7f2|u|10LP6sB=X@!^a7l7irbM`$DO7I>g=8x
z5I@{M<5e{)o1g5<tjd`3UpSB0`_-Uoo~qc=FF)&p{{SONQib*(wUNdAF_z(U8=(}X
z7wsL89Q>o!yK^ns{{WZCe+bZjO5%PP{JtN#{{XLp{{Wzh?YD7N%NxB2Qe#U_csF-P
z@lpLMHVxILyFXdT{#8F(rF|nMu?fqu*uPW2r(}kkIiDM1PYJ!iGyKx3fh5f18@<hD
zd@r$%^Hja_O8~HgfKNX+*0#KR7=yv<67&+r2jN-Y3N!twd6UnRjCSfNPv9zA*z~2*
z?MEAP^%UWyS`YbTzxT+inWQGOOs0yz+17w@5)b$YuQK?NszVD+X>4}Ay6p_OAG{+!
zpsz~RbttrrChJg`;yZYnL+_4*@jO?~Yp%h4b|t(s&vi76;uz2n(lc?%Joc?1OtdKI
znjzFw-7D-7$e<qGK|KEeo@yTuU%sWQ%=0ii7{?m+R2(S$t8)7Ke+*mO=`bC$c}1>3
z0Q~KqKMJ9z=+@emo%wlLZ(v1`eB2TIRc+boMY|oBz#yZ?ceo=z*^+es0IsoD(Us!A
z19Vlhp5sw<K4ruVs89C;uk%03y{ds)$Hr<vW5-@;z~mgBeJVK5PKKZJWRdw+2E!S=
zvQ9wagqL{f)`r@^XT3$YY5xFc)|ksn$mi)yo0aM*RGb`i>xxMi3y$;&k?bxo2^B8l
zkHHxj>)xPdDh4{{r5G$58NeCMFhv{x0Qmfb=B$X^jNl5bctN{}=Zw~Z@z?p)Er6+U
zYav|ZeQFDMWJyC7$gLR;<tj1_K#{mPJt@73Yf{2C6l0S~yK{8LDNv20k?T(2oc65Q
zWJX*+9FFxJ<76fWIp(Eg1muCAYOOP5De2pqsP0U*Iv<8a4;stYm>>Cy_038@I_lAL
zkKD=s0HF%<4~A#{D`y_CKl2srml-;pfF0tO`HHE0MsoO3C7kA1wmJRcaDDyi%O3Sg
zSe^+)(T)e+9;;UYS4Ch()5tX}geW-}qo|+*(w?YE#UYWA){J7T2z{vvjNp|YjXMR%
zI(DP2N<w61*Yl;?zusJZXt2yJd&BT+cHN`7LHoIJ`X6fGBA-yuZ>2;p4Z@wS2Sy)C
z^|Db$3$A{(&v>IrgHy6;<G{Lv608B_cLuI6qX)5TNfviH?wPDxZ8BWO@w+d6JNtq$
zOz|y=z0sv){{US9^J62g9dY<(xt{==i2PA+12YJKXDCkrv0i|}Hp&vD9D*~NQcW}@
z?vFFoCQH3C(_1B4aOU3S2OGf22iV|LJWA0|8<$pK#FL!%&)19}datip$)@U8R&ld^
znWPdZ_U-tL;;33&y_?{l+>?-hx_`p8OG0jX{gnP}2p|1mKuGoX6`y(GyDQmb%7GN1
z?os?Ke~Ev>u`PUKru~vHFv%3?Fcc<7{{X73H;=S*QMqn&jzEvU=U6n>#i<-)+YJv}
zlTFkDI^zn>_gzm+`h9y>M|0u*FH+Jan@fYpzJYga&)&!Ik?&l$iuG$<b5{FJy2^{?
zs{G&sk@(eJGsG9#Syw~7lY}|`AMT$~{x!Dfo1(S4iKH=Y$UiG_>T&&R(KNFk*xJ!%
zGDmLa5>H|dGx}GYE!$12J;Ex*=g+%hlZDG?AIh{ZH4BR!S5io3c;l97751O@k3U*c
z)Di4@Uy1CYzl%hYW|CtVFmekY_D{Y!u8YrO(%xUle~o<OXDspRNpkYDOpYC7&r&%D
z^sl8nC*m7l5@{(qgck?^nLQ7v_Nj14q{uwkGsV20r})&-`R~%%zwe=44#fWG{HZ_#
zpry)+<}i#GJAdQf^KbsOSCuY-z=1RF=lm<Bz^E=@5~e`;g$^haIg&5I;wV4wqy7{D
zeBIz*_z6GOw4E{3R6Px2CvJwxT+Wu>@t-d7klYQ4j(u`XQJxFyIoe3&DH9yJss_in
zu7#CkjH8UJbrni$Ws8W{3VqEu%I?gWL#dq<^Gy=Smu|{O1V*Bt{*jaZkvBi?{{V$n
z3-&9`ogtXzeHFbvhplK1MQoBXY_GO|`T3vz`yb&=DL4H0xIgyT)siWMdsDI%$b6?g
zWt;y00KfRtO}=`wAFQr_txxGofu59E2QgdhvG+tjP*3wUJ+_~1Igvb=M4NJ-yBwNY
zRCbO)=x{;Eq}GE^Qm}$C{{Sqa2hc`1{VD4R{_2mSim`OKm(5?fFU|Bml);Q~N+Wkn
zkIN&WBk4xcKZ(COkkVBXahpBc{`#ZK9{&KHKa5iM6ag2OzMNEHK$s1qYYcSnRyYEp
zlpVPPIOJ5xXjERL*0_%2ZZW@u_*L>NES#v3dho;RT6x@|he9)4(mIgRDWp@#;+kpz
zh>B?k9`z~am`5~*GN8M+TdPU!-z8>^kmIfhHDu#7(ghc=Bj)$;mx)=~V$m;KoM*{3
zmw%<}I(6b%-dMaBE&*8FVUBuN)V$+0<v$QK4PR67ly{najQ0`SMHcpn3ERmv)lQ?E
z<w(v{)wDdKdmTy$Jn5m>o3WFQwG=kjcQbiW?cP^#9XRV<&bMeEN4*TBJT4ppIqT2<
zg<RH>aje3e;iJb+`)E>pt+HiJDI`(4(r;|wNhX>BxbTYLwmos_Nol6F&fzwr1+W7k
z%1GVpFb!?^iJ@3+S;Kj(zbj{e2T_m4pwO-~49YdHHIxD6h}e#K&q{HX<925_sLIHx
z{fA};&EgABph*w(s+YDF_S-(ssU^^C?kO8C-_E+@sCWfF?w@r309J4DtQ~hy(Jop6
zq**<(u6OPv?&*%C`_(6MM%ego?QzE>w~UdpmN-n12jf|?S;nr#9hpJkk%C2bz8WIp
z8zof)$QT8Fhn!b2e*@cITtg!5bYd6-oK|$^<$Idcf=M)L>0TZZNoKM!4K~IAbi;J!
ztXlYEP}1#h8gUecWB?))o(_4f9VS=vw9@RpU_@p51sML7yA+dZ8hx9&4)Sd-K*o5<
zr5U!}%92Sd9VdiPL8eAz`2qvG+ZE6?y}kW}_fcJkhi4d!kGqn3)<=d*eU*4Ch0i0@
z)vbE!<{c{Q%bcL{+anwh7bdu?M(v}ri_sk1`ouT7eZohdlmVRAFM9ZZorDz!pHbSX
z_*L2T+s~BkGAPOQ!8rXYO+>mx<=8)<3)9=)yv!~hG;6pnhi!V!r3EH>Ux4gnwea1t
z%Na*)@(_CRKnL;_&|kOBX9sr6W9onU)fR=h^m{2JP#vw~Bo4<J{<SUA2G*DUnJR(#
zfA#C!j@lkPjS|$>YK>f;DX#qDx=vx_)eT|sqhEj52mb)jO<LVlb(Y47e1GZP{{WGu
zw;J5#ei<M5r)U2FuY>%BcEbj^kA{4Ba$Mv6dvy8=?Q@aEBp_qjsj&047^BY-k1+ju
zFZ2B>#D^KEG~?#H*9W7v7w9<td8FA%7{3tl{{RTcQQmaGtlx$4OK+{-K{Rh0h;y~Z
z2;?8?D*ph)F`o`A@H29#3H;CN{Hr_R;4t{E@-MY5(GVQUxx;<mU(4{RoA(Qn)gG^!
zjg2PyiRD#N%y1NBpFvqCb4HIk_`$0*8YQ-y6A*4C-7XJcG6(1UtAz08mmALw&CGE^
zwo$Fd^x?@og2&i?qzb*`%|Z2BhPXNM#ngzOMF3S>l{Q`hx176q*VhGq-b5G!^!;nD
zF|tU;PVB<eFZ|odr+D)$q`o@s9ff9F$ui2~ISQGE#v`~i=^36v&T?x0gJPP7zo%NU
zAWw4~WcwBZsl?65`Y*y3_WEwEYheSk{{Y0WIbtvd3JyOy?kmmoNN#ODGu>I2-De(*
z&j<(Z=2*rL{qk$lD4Mm3XT}INv0r|bH$~^YGj1C+@_t`$TIDt)Dhr%*nn0bn=A}IV
z6r7WcPy<vDPIxr0)83bj#E^0+tb1aF16Yh^oS+Z~G}bv>@t<)@t@8D%LMdK+w~+(u
zn$cfF-m@<c`cy>v){+s7`c<ujJ);L6)Vmc>oueJN>qbitPg+CM9kD>fL|veOGJPrG
z6C9|fMh*rAN?VU!Dj3Mw7p^L$?0XeR2a;;>$?sI}^R+$A5!_SQ*Z64P@m!uc@?ZK_
zw8$9hHak~8B)`(UN8!|q4~)0FZBY~CpTfS3@YGP;&lKQ?9$br_pyZ0z?fi_IyiuM+
zm;@^1bk1pp2@sDhSIcw2Z{a<~bT`^?hC)~F9*6o>M7ITH40t0s^f~KSWM+yG*xXFq
zx*+xyyJz9pwkyjszDKQ7gK$4L3=R!#*j#b3x^|_u#U?d$D<S*`^QV7d*#n;})`+F4
zyBR=f7GwTcgZR{++19wnlDMmMQ@a9-X%=nPFUXp!b>ZtNt!9l-t2z}2apNMkD5C5S
zFwy)tbiWkEzm`+9<EJ&~G3hpOl2#Qb-<n&iSj@3av~LbM#atBSD}p@l$375(>lctN
z(niv%KU(tptp->n+N1Lo^qVLno@<WrMuY^PZh<~ik1;^$?^;umdPtcrsPL)uyM#IN
z$Q`Ph*xtT;yJ;lB$I7JFu|aPQ^bcV+0RwbRjzx2;B>E<x=;%RHhg|UEv8!=cvL#EY
z=TBvLvaC&QBFMyHO5mEjd@-$knn|Rz@}os8#zFxAduKJ*>eqIcn#HBmL^7(WY>Z<B
z@M`X<;tf7sHh5xoX(U~s1vuyYnuit&UCtKA!)*Ft)S6&?sT6r&bk2Dv>IH3hhryRn
z+|Q_5tK3`2%<YV22|SE?Qfc=)G|T95@{){r>GO~AHQH$!z>fCn&OlfThgIXJKc!2H
zTNIi++ATUcw8dzOte}-;W5GV(=e>0Q01veZ?7T~75RgW)zn3SW{{SYc>#{{-;#<G7
zp!+P0zGCByk<@w+O&Uy*F0X5EBx;5`xY{{?x;G4heF&kejQSgJ9Ze^ipWYQroSG{!
zmwd$j@S|`i0M#7TT|(jDg=9m57*N2ucLy8C<5|wQHK%8Gm$u=CH)9Mcz0?Lb$or?I
zXE@zl(h}%YQ$rwdL8KsqP6oO9ofa~0Z3MBjFP?fIPjOXjt{H)bU-i+PH@NJ78rr#!
zdhQ)XV&6p3y4^y#bm5eL689g}S4<~!o}?^WBQ(ZdDPfRH8oJ=C41-Q(^y0KKBK~xl
z=A2a1aC1Ngd8Oz&(TYRBpa#E~>LWsM4slAntpKu+MJ${+Wgjc^_|`Y&ox7V^N*C&b
zts&x!jM3J$G7}teN+{f*bswE4nuGX&{Ade~?M*z4QZ&&I<5B+r0u>WoLO<oSWBvpw
z1;vXY89%sxO226Nhh}+0kHfWQM{x_>0Ft3*7%CVVxo*oG$8i8K#!1H_x#}aT4(Pi~
zG=_LrIh6<1g+|vl_~zmv^>J9((&&D8rkaVbZ3q0lLH_`KiiqkqL#@<5_t>J$3kI9b
zKy@2F)2aUebQ4WFji~5kKS-GW07@*v<(_JemEs#+E5-VSo%Dt%XMz%v5K4ymh6(MT
zQ|V4Rlm|FT$o~MYP5u?i8^xRA9rPPmB)WWOYpyefZr_b*MLuh?DnE4d{{R%~*3xVG
z)wCs~ftisVFjNpu576;k&5o@mk$fIF(c_jSNda7(b>q;~&k48GH4Ab+<FfutYbNW7
zV;v8czskCKcSaJE-0m$rFCU2fGjXZSa>%wmX;cFxhBsqBPAaE^d>LWlc`lXZk`Vw?
z#t!V}w!AZ_G#&xe;QKs;I!XJ%_jyczN?(RE%LJN_l>v~IO#Il#TFUl|NT%CqnuFm!
zjGuny<&Ureusmbn-7mx1To)FiNhEo85h)nP3G6G<Ui(np#fttifA%%S{6(JbT_V+P
zAV|lb#@5}~`%wut_bI&z{3+qhIs7+atiPJKQHR>9z$p2M>5ppi+ooogW@1YcNhiH}
z$A;#*PXt=3{g_3ukIeXC^B-Qk*OJWNJe_$xYM^G@aaTPO#=_M!J8eLrGe>8YZQVX!
zPr|HN;w?7K7XiGXw<Dnon&gu6TRL2DgAlebfB}(rY{#Z^(z>-#X=@5d#FkzOINEmc
z)|8cjHqPTfALxk0g)D%Qcmk{V#v6#dEvQ`>(8M8pFmQT|154qsms%VPa~jI68irRH
z2aNQrzlay}{{Uc(G6jw}W%){=$I1=>`d23Me8+r#6=Q?&w&9^(6=R<_AbK2B`jRu0
ziMEG#RUkGwHD5`Et+e@7fnS^)epP<L+}!wsOSj2j*9n~W0FPS2FkacuxaBwOlv(Ze
z5P5d-L^=Se$FKscPSKm0XL->}IT+7O9DhpFvmk9a^>6D@{f-h#7|@f{?G@P;lDW*&
zdKu#O*)#j)H5t^ci+`*K@HMcua1KH*<S6?zLB8!@w}}dYkNu$m=ve&})eUCt8%DlW
zSq@-vlB9Mu)cFyPi&?%PMNbauCmk)H{{TTW)n$E#sI!Flc{zu}(hnv_%<O(qp2E7{
zwM;r%On=}tk?^h{JS`&?>u}wEg1fDVIw<_8b&_pZh|=a)xy;Qy+s4~0q{#;v#TK{r
z@Uq#i<02^eLX%w$*%8{l0Nlf9<GHNsD;0|PPZ(X>cJeZDM?W$fg^|j9L6>)h?GdAu
zKhhMjI2k<VvU~vOo+-JK*4|NW@SiCefou-BKj*D)d{b?@6_Ff&r4Qt5Kfw1=UTe0O
zQiby;j^lRK0B}<S1M5}x1vT#@(2UcOfo$K43gtX^u1%%rf(4Ic_f4@*?m~`O{$I|!
zf6lyT#d_2_r;Z7g$M$`X?nZf2j#&ODkHVEG-Iq6HVrqAAUHENHylzov06Pvz2%w+D
znys$gGk9Y`gJ4ux<RItoeAumhXhw8Phl^;9r)fZ5n@-Fh$kJOwX!?Gaad#WZ_G?}7
zs5nr3#yM|pI(M#=_Aog+Ef(VL6_@Q6kSn=RCY&kA_O0&=X%kv_<3)%~1o*m*i$ME;
z0kg@japp;;l0zb8n3Kn?cU}gVStDE_Mv*fjoN^gPMH8KoJhwe+#S45=o=vz5r4(#-
zCRIGwXI^jMtzJz}$9kK$JMEahIs&YK5B&<gB8f|xl_TPle50bD&YSk$af4YtVINuq
zt?O8Fmvd9?+j|4gb4qWWLB;{Bt>>CN#?A#CqPe8^t`9sPaZG!;2pAxD_pJTLCp`U4
zOSpM!(2P-Q1<9V~PcQFKv&cXpkLOj)fP!jN#ya31S_&k0`J!S^UbTDe(5U6VAz71<
zQ95HJ)m`TuYL>)F*_*>qh<g51rv5x+1Nm1!xZrjA)6ksqY1mxG@V!Eu5-COWdvVG4
ztY0*R9MR@y9MssWn}Yr`kTX?pZdO%Ly^Usx4?=TJ2j$82rj>-=hR=oMG3zt1Joyj(
zE9mcrQyH{NMsB5K{{Ya1eAnT^POEXp{IGxNUq*Z?4B8c`9TjE&0MLi{R*QB@*z{>)
zSz{=}gIMxfn51+))PR2q*bX`q%_NAj4u1+0C8L#B*&xq;3HR++A(Lt1v#)a$tfXVH
z_Nc8j4dA13B5-~E>D>}_mbYMyu74W14;9NtdI9TN7TTy%101bOYoOEaZBbCA%rYot
zk#Y5>8KWP@znujVQBa$x7p$m18gJWeiT?mxpPd&0_aAV7yg!{wRPJve^1u?QVnzTy
z^<FJ%*n%Z+t`0B;b4jo@D!uXvET%)<4OTkUm^dzKJB@C{LjM50C*?oFeJD>*IP}uz
zHwkeb-zYifI3S8$XGTp<5sWPB_g^2O_N)3%xo0JW(K@q!@bn!x6${@-leJv`0KjWk
zQ&TjN#NGH#TQu{UWMt3GP#>4yp4CeCN4B=p{?#0kNs<R34X3y@-!;K?E99|L!41%g
z;C1$!O?hoeLj$mIyMbZHrBrJ3Xu+*?4LZ&lbcgvDe6y^3yW=9d9WK@sy1$$c-y4@!
zIXsN|S0|<GnshpFie_VX_Jxolu6|HKJpBQ!>m5qMJMB$wua?~XsfvbdWFGXTB8mtj
zZyLzc1#}GAQ^+_|QtR4G64{MXz->p#bsxj)S=RR!W5phHvi|^~w5&YdaM=V`T@AcZ
zXxfBP$>vA3-4A>f;;@{Os~vt_#<nf^1I4EP-E_P8GjSUJ>Q??W^giOdvm)S-z~j)@
z&XzY18neditS~_brz8IWtzSgMGZG*6NAj&25)U~F1}p$RwL?^q9@qfD^IBc2D_gp^
zj?JT;_Kc}H2LmS^X$+%hc_o~|)a84RQC$-1HrG&RBp%?7L9R(aP!Mzj0=0CqHc7{E
zS+}6$xpmz@>-h?-Zi1inQlIz@TR5gN_Z5ps=uMFQq@I@YpU8h&&bytUjot00+PvTZ
zN&Rb79&l+TPcbk?YNFBysm@v@+^ojPL?U1uB)J81^zBzZ%c~Lh?T67xt4xlBGI1gv
z0q^QR8oLy$G-~R2Kj#&0Z4t<sjBGVl{{WYmN76t3y(jiorrmE)eIgaS4H>2F82y|~
z5u;xox`TcZttim$&s|1O`{aLxZf1<q=Vg01n19$4{{R-DKj26BP<%dEVXtlu4_)K@
zD`=Wb)VhpnD8?Qghz@RU5B;<>zwnOQ_mX4vk*ipmP1L=lhshHs{t@dD)m;5#Z}Fr1
z15fW3f8a;_YfQBvJksZ3$c*8k>Er%g)ct8ji>Lnp&$NH{$gBCJ%`SF6RoJGwRg#>g
zx~c3`VyWF*gA*YEit+;vxUG!UTb02KDtVhUNRB%zCW&2b(`x`n0-yFfV0eKs^rqOh
zB505Nvuu6`kycGZlO2%(w}f&cU&@0NWB3I~O*GQxVPZXroa_`7Pwt9+HxyhfCKvmo
z@~=A8E(9MKZ4-bcvDwGapXpwTbL(Cs@ltuMe02=aNYTo+skPMLj!kJtSsB(|;g#Zx
z8R79}s<1}PKGB?k*@l0uU}_P>n##uPRuQl<UZ7)|*V1(v=Ql!kXL1$yvB}{2pK8wW
z6k&CzDn3_KZ_>I{+m)GvOOoaJ8u}=n8w-nrrt-?W_J%{jBy{GZy1JI$WjZX+VvK-F
zKGDk&TOJu`E?&k9h}EKzJf}n4X9xM$p~2yA4??&)J+?=x=B6{f(;T9#nd4^jTaab-
zxBmdZgHqXEJU3}BqjeqhNuS+IDPdmC{ez&!K1~|XANu4e>tUru%IP*^{@AS-4{-7e
z3n?#eBbFzR$TM*s;y@YcSbC+*7h0Xe+CXjKX8B{?oDZ#fcZj8e9}-%uP)82nyHOMX
zPETR<uQIxbLp<m?D&&5&;N9KAaEeQm-nX*zWPr4a2ib?{mD6jetgtPt%|6!4l*0~G
z;2d=470u~#D7JMxve`<1@zYkkDPe0bhVJhQFp$Vs0ggBW9DPkjx74i?Ry{*Pk{cZ+
zA#*527*KYTk^uCn_0174EQyj;Vk0=(G4lcse%#XNttF<OfH4dQC3vRX-AgR&tmT5J
z9Gu|sn)7kB{f#M1^f0uYNu-Vd*_$Rvx2h8%Y`;(QfmXaP2)OaZm@S_r9#RPJgUwBR
z#jmA5Aqoi_x_|olt9}5qd3-^6cvSgO#3BuzHxe>2^r*ni&Iz!_B^fl2R)B3&?704w
zB8tKB9ge4{=)O*qbk@_El$jOwki6u7D&)W64e?}%Or9dUCmjUm`d52LB2RRBZVoyc
zZG7FSU28gSq;0OQCK5sN;JG1(sr9bc;RMpntLkQ1WPjW#`Iw*L_oAgKMO>9r-sL@a
zy=8ci<HI_c{{W|F{#B?5te+Gg_@%W^`u2b2Q6GsL7+(v<JSEc~=@0!Yw5~Vdo<HFe
z{{Xh{{VTDmm&DAe{3xe-`=?09@QugncpuiKv|J+}e126;PWO^-yV#NR91rDM5wDjR
zUqQ`N(GRJ@{8nsemMVMP{{ZZ!x$lNoPcMo-%s|-%yR!XQjQ;@WHM{X&{y`df{{W|h
z{{W!ZH}JsY#t)uLKu6>&Z~1g(SK>#k>v#VE+1f4L(zYEUZJ+O8;=BUh&2R55^!XW?
zq|B0#dCza>ll8Av_<^iPYieyt<7wOnxaaa2{OiZGEmiF`JIzIb+_us<BcMIMTnf5c
zM4G*h!(W2h&%@ITZT?z;fajbp#r}f1U0(eE0A^{iAt42}=?6}%NFS9Xn%%|khl}0H
z(mdX344!!M&0W*HJatV1ZA##>#kpaJ9m1)}{KhG!?WmTz9K2Fn+$be><DjmG!#csz
zWu5l<n-?fE>J4$@uN)e;6c=vL><kiMR59tm=Bi5M`5xu)LhRq(>bER`Sgz7@obnET
zTJ~!3Pk?(xt?$e?v2(XP;1nGz+UjAjq<kHo^bWl$aSQa@?@8ppd=JK$$an^uj(g^;
z{hhKhSM#M7{QdQ!;bOi$2U?hNtDc^fIJREz`csThgc&SpHZ)ck3P~IT(w+ubU~p={
zNC?KleyvX2fbCe<j`brdPPmCiIupfIPHOGh+)#JVYKAymt9*o>+*QY7Ww{!tW9%u%
z<v1fAp7lI1u!XZ5ZYKkd)XyeT!FD$tIHKaQ7#w<gQl6QqJc&8^Tk#Zm5_H(!{7^DH
z@yO(wdJmM-#kAd{a(~^Y`41Xp)UJI+0%*|i!Ze!Hh=VL)Z~*)(=wFAo7aCuMBVlaJ
zce;{z+s=8f0q|p#@k+2fh}-#B&{__qJYF41B7Rz88zVXPp~}oU8|PQOl;`DNU@G0N
zp>op3uO>lY2&~v8g8u;hP!U{rkF$M0!mL~6Crp9}Vf^ajXR(f{nfjNREY8gBoSv0|
zc9O@n(nkb!DsXG0y%~~E_l;#s7=M=?Y9#D5L20sh_pQvQ)ENoE{OaN;4gRtJ0Pmw%
zuMC#5`LG|T{*`{#?JgG`9CZ~pwx!t8SqT0n{OUn5=o!BQRRQ;<4bNJhV6kPUVlln{
z0Pmwmn0n>EI<8I+;YNMv<{v3xXW4NP^^r&BYAmX;I2ou*ZJH8#d8ya^;Z7v(>qYbn
z6Bp^gsOD_LAoWxHsR{R{w<^QhmBPj+g(mYY?*Su;hw`oc+}AJR4i^1=Bvbkt>3da4
z>I-9lgHgKC{8J=%(o7IYNetwIr#L?2nuo<vT*IzOFqM3p$i7F$M%(~L@~)%A`ViJE
zcf>Jy2;CEZcz09vt~GT(w)k%D*6SW^h*=<G_rCB1AI}wWchw1^?}t1c2B&0hFC@5z
zRgkDe0CA4Ij`WAakF9I^lxE~Z<;cZcrr`YjMQM01R9V=<T%F1`<oa~|IQ%L*eN5YU
zj{XxS3S2+)>yPu$(B&fS8zN}@2{1^J^^Bx!8B{~Ye-^5*J?4#h7N2n|EPGjYjuu5c
z9jEgkcH~!aZ!*mm;m2Y<4QBY0MT=R}TPJ12AiPoz$J6OqbKYL@PAb|SZ6s-Ld2<9g
z@{W9_EuK2BKTa#?>wKGNiR-a{m3;pIqxpKKo2bA*`#^`xjQ;?%hj;7G>t6o=Y=6-p
zKC!Rzu8Wy9VpCM_;Yp*3BvoYdRFz?ndiAT7Q&1&fRvkl%Ohlec4<DA%#-xmAXyjEi
zv-=c|6}Lv`Biq`Vx13>={!}%?$S{a;?@;v`dX`5bf+{$Rt^?!RryPpSqh!b!9OP1|
z$mXOgQ4zG%+QlX^X!jhBqN;EEH2c5hl!ONKR`vQH=UO9?Rpx{;wnkKrSK6J%OG*t@
zwQ@gkA<LlP{{VS=8nIGZ7Mq$vaZJgnY%DyUdee7P3wzXUDvqoN<4ATTEln*@HPj=l
z(T}T&V_w>?-nfW=z{Mae7W&c_s;5x2{{WwekI|_<-*5i_JwZOenk>UY)@aUZp}&A1
zyvOK`{uB%Ny9p1{Hva$$8e_UHW|=75huW)uXvNcH$Nt%xL#QDi>MjWH`?{2$Vy=e5
z-d)<~q=2vDIUlBK;XHJ#iLTY7-l4+`I;$=YMOjTn<Uq+`bAmJcBl^;kV@1PAPZd|~
zbM~;C@n!!28a~l=+Q^TrgZwIN$8yCS)l)s;JXxUn%l`n@r1LL{$Jyc^_R#+Tg)1<*
zWcB8}FXGw%0E)^n-|WfT>t57N{{TO`fDiYHuMzl}=MNZ4E&vSB#zr%YW43=9-wwUw
zD&GOg!914s*H0fGC<l(li^<L0c2^DjNwKl&3I71=R6DSao4{5WVV>1kfB;pO<s5;Y
z1$J9ooOkGIY1*Wg+Mb*u;iHrfVoQJetK0PZi}~&M-bDm56Zce;#eDXg6~h)%!?-;v
z&-RR@{MT|HtD1>Hw{$b;StV8E$shUrY8RRz*6IK~@%}aQ^ItYU*0DaNjYIaVk{S1V
z)VNEy^gDlu7iD}?r<-e--0V_WSQS&aj&WR_<e*PB=@prnoUcwzR~Im<;c{5@IH*L3
z$D<tkR*|||iL+Znx{a@=`$M#Fn|4Mct~ky;@tW&2D~&K|zhToZ=K#*6iPHq<lhd{Z
zanVPMc}gP%5wXc0)zWxU-6!zzxNn+Nxg3+vPz6MiDmU2my)+3eBL*qiB;$Nw5QEg@
z(S2_nwd3q8cOYV09eMPrEKyfYhz^@T6++~bJfogZdhj!O+K(@GdwFzkQ=76m8@4Sy
z!;}SgV{!f(-uQDQjGBQhn8m;fGu$cv0P9vQ^{|TCNz84NA;wQkdsj#B^4zb7{L(OH
zncpWT&=2HmY`)H&(T+7*rH=h(i7lhuAY77ge=0uJ5BKx*Qfj_&GD2AK5I>$z^{Il2
z^y405&y<`_BjOK+;nwW_*=ZU3WFt5TM)BNqtZ#)IZEi1_qJ8feQbTU&-`(myr?25&
zmg=p+0FQd%d?#rguZ{dm97E(%y-%qowQ;;TTQhYv<~#4Uu0PdGf8Z65;*0Ix7}VFv
zk#la`wm-(Sb}l~XtbY`!9v0NFIr1B&OlYLa_RX1p4sQ%T8+7u^e*L)&2Vv@Ks(nUR
zQyN=<>@YuiIQOnoz%i)s%8|}ybI;%_q_a);GtJpYmcQ5e{*+3Z+$qiMP8rZ3h8_4I
zZDX`xesyEdz5f88Xovl^Km1Ke0*{%8Z<qXPU@I3bO_I6iUlZQpw5uaLNPtdpw3D7b
zg1LW(^R=gl?rz4#jtf_j%k&Btn(MwR@ulhGx1Pryzb$#Do^A!ef)jy#BzCQi;IJfr
z<G-zREoqq4_>t3i+U@l}56gWZnlG7t^6lQtM;|~lUU_cCbe%xwi4`OK*dP6ty#vK}
zt*+l%=&){GG451(;BmP@-H%=m>F-tbFAV9D=@Q4LjwOsr8J`MRFi>)N$0x6Ps98lJ
zPu`KoS=hb)pQTyDlO*?V8inhY*elWeb>;Yf!V&2Zff-V<VDLa0B>he*$ANq`rEk-c
z<I6X;a~V*qgc9LH91Qc@@~$Js8oAfJQGCZTTE(2U?2Y?+3e_v7`w1%}j|F%;fg|3e
zGT{RG#3<!P?w++7g+R^$^{(#gLeOk{2A7^pO{q+aw3$g@NgWqHp4AePR=F`;#^1mK
zTgKPKAC+|182ZT{_*c<&<DUei(v}prw=kVRTDwoRery>AGJg?X$3$JpX>>jtz{Y<%
zXvb{xP9L2$zFw4z6bujXr)Qp&fN(KEBLk1E04eKECkQ=#DWs2IdQ**{_M`-4w$s|4
zjq(CA2%zAhq7Vdl>CFsecSmy}=s~E$oMUn3pL2le`c!+cIjWAtJ;x~{g2ZE`N{+<x
zY9Ex2MM$4~Vupbh!w>)jkxmVs{?!ORxdxuRy6`&EG$(X;z$YLYuRCN9Kx<1-1i=;t
z1!c^q%TjuiK&7#N!Wlj(LH@&kD)(&@BS4J_<IQt}_*aDZIOD~T;AiD;<zDxr0Ca@t
zKX~1L3MIK63kV9}gN%As{f*eY+OL6fy#D~c2lcEoEJ!e2ayt%9Iy<$E!y$0WatKqw
zqBlf6cQx-9GRQyLHJoGp;_=?K46AbrTrN+U)OX11Rar7~vA-&ER}w~Ku#Lq^^fgLb
zJU;Z{y5xUa-noTD@4@Syl>v-@b+P{KPb(_sWxe4K<xVy~Ku<$gfTm4qk`1pL74{s8
zV7IukOoC^C^v6*{fbLjf+K`V*RWnQjM+Sbb1xmKJEymcB@y$;o3y?O@VlU80pU$dV
z%<;}`=Ex+Sjp{2>O*-J9XOc3C%ESfqVO8GS&T^6{RVOOh<xgW($o64z#1q9J8OIby
zYjGf8^Oa>gND3=YPtjKDO_E+pqzvF=np~QU;=C&fS#=SNW<~zB(+Kg!Y3V)_w2AIn
zo<o^12sq9?YhphR>BvFyw;yv?C~LSTta7DPa##<>yt~I5YFg_edqOtcCg}q7-JXBO
zzJ>nEvc^8m9zK=L_^-kCx}~bg1WJ=f#&gtDgc4$G`TI@OX3{TXol|;l1g>%Q6?*n*
zW7lr(P`2YUG3V6gw(oo*>2Odwsm?HKZ(i_JwzrKaASA<bp1o_M*_m@)T*kEVw05Nk
zw3J`~M&X0%D@IR<cC8by*k{Wr0PY>dWNID`yR(r*g)r-tVbIn@x+T;k0yl2xK+R<6
zC#h;|qo-fZq}~0h6$Q4HD%}lzH)wNb0sjD|Yy5?L^JU?g^&5McgzBOM-M3~-SJ1Y+
zS-=Nq*ZEVDu#+aLm(nW77I_9$ADvnzvo%302yj%#=AhaKJG1NQP{v(}U}Mvtda{wA
z;3%xs-lsbo>sM{=lpT%;Ju^@}jBglRJ-&j*+_KKn#;8YQydUH%Y7IVLEligTTLU-)
zt#dv-COtC9=Yx8g`g2{hXZLILrnMc)ji=;)u7A_~D?WQNtW?V{)G+@53f`!0A@dO9
z?@-X=Elz*z;2ard{{X(tD_aHw_mby1{{UEO#HvB*%|*Kzu6E9Zu2E=AtP8VmOpF3X
zKPrYIu323$>Tttze~n+95WCc5j-%978-&4Ii1{FVz<&^`gqKlCK7yE|!TAT~X@&@U
z!iVZJQ!58RK^P;_lNGg*joDn=!JqXJANT;ELkQ^vL;l%{l+$u?O2{t8?NQMXeH2q=
zcU8)sov}|N{N|91jAE3db)e%bJw;gwT!Yq=a}(6mNJ_aw$E8a|UC`v5SY)4CPPDki
z81Ga?#`8#hDcGbVngZiE0E3P>s}@a|N_8l9{vE0Y;eqww)9u@2<w?fjkHmlVtB$g>
zJ7~UWmd`XAT5o#hHLww$X{2D&u}wVDafoq>=XK8o=$<0HTdhjoN0m?@DJfBprF31X
zq~jUyLYs@xhb{L!F+3}y%i#;_^|o)cTHUf1-f^%v9W(vYSemYdV{50hkw62j$U@mX
zss8{Xw=8@|Wo4!Ki%GoR9_D#`q8B44J$*R>sp=%$=~9q)jKwJ`axuU)=t@rUIH0bj
za}z<+?Jiz_Iuv5070B(JSEXCr{5`aV7UB&#CshH|rbuq}=l&kNa3!=MN)6Ke(VhtJ
z_*48v;r{@!xAv5_?AF(EpDs@`l5vyAZuKtit5+SrbecT`_>1A(Tr66D9+uhul%MdK
z_!2L>9j-@Bw!i(2arVCr^;?@*t`^GNM=A$W*By^e)L;BQz0-8*?`|!vJg8H1g_x6%
z%CDED#FXuGetl0!*R{(#y*4B^@w%ga?`}vr>5qEzZAn@y>5<ivK_SYp!5r6T;agSv
zBn=d48p|=-0X;__&bVuXG?!Azb0K+JL%G=Glb>3~gs(ZP>}g&$gc;MUuWh8saHT`X
z0ui}#0pRrSTKXiHR~i+q<<zmfQqQ$kID+xdCm!orSFxbb=0}wy-xO=TjsVE5-wyc=
z;mtnHCXRNBLhfTc05@Z=a#&GGrxyIltE8fjOtB&;Ez39V_NX!J2PYhIYPH?8w;GJN
zjpI@V1_!6LXzA*O(jzPkRY&eh46nXxX4TQQ0HIF*0J;yoabhrw6%I!1b<@PWG`W(w
z<$f%*TPsFjtP69K^z^Qu!VwsJIbxW>XoG$%N&dBo@k-^M`gm3}MN+B=Jh8y*`qyQn
z+XyY~VaNKgs&VWG_*LPkdk89by@iOY?Pty8SVuDIw?O^G`A72pm2}__YR}W%TkR4P
z%g9b@+fNu@zQ35SLJ1^rRF&SNNd>Eo@ZtXeiu1(hw&?!=m35wMS;>(H{0LVe;ptF#
z-^9#WKrbE+?0VI7Bca+KV_3c`BzRX+@B5Sd>p<N?5Bk*q0KTgq#WyiOhBXBa2{4=i
z^`^H3nNPtotUeG|ZqDTXb=6r$VzrDBhCefXPe0DM-w3+DhOJ=3eA7Pj+W_aU<z1Y2
zFl1(E_UEqQ+Ow$aX-OIgn-l@~)3H$fsvr6257U}*+(dhy`{dU%I!*)P!Ns1KzOuLS
zuP=)8?DIn|c8COoFzOiLbM@fjy=%vkLoTVH214k!4V5d`k9zWVx3{*4Pa^LRasdaC
zw=7Q|m3C5Bf;p>vMyhI7jibu;?YzMj-TO!@Bk*ybMFa}3pwD{}%=WCtF&5C7$!wf~
zk8V%lS+Y9Er4)|=X1HhIW90(_`I_y19%*sKrRo~Z=>pjmk#qj<%zs>dHE%>rb#@N`
zw*LSYX!1!XnC~Ul^Y5@`v%FPhWodb?A^;?k>OuhHYVOA$Q~v;<)V>V8x6-^pq{}`f
zh31@mt@n2*9e*0<HT#vl*L4e(QUvoeBJR$_9S8NT7O}O$`<Q=ZjhjAU{JPc4jS@>J
zVVdO~7GPR3aq|j|cyN1lIjtR2P<>iUSdj=3Mj}<~&#e~J$$6f=@QcGxX&2`GE(=R_
zVUr%*Z3UG6HS4wG-wJgly76u0sL5z70%tq`83q9V06f>Q)@uDqZs)^HdE+0QGkE9M
zH4mJ7Vwz+m=N#0Pa^7%%3QgDot9h(&I+{;0vB{uit=Rr~r*7Pfo`*F|NKbl{5>RCN
z&;;zmW=#;fl;^pqSf4K)Xor-*^`yoZ2PH^74mqS4Dce1%COB2~%{5#c{VJBkvHiWN
z=-6N}Q11Z`)|F-Fr7;(Q9ZfwkxDa?1Pwg1SK{X_IKfORldXnyJ-kd`gO=jKUVNU$j
z-BrwX&@cm%Ybt3>ktoJ7%`_<&d@(nX;xv$gLZctjy}v@eitEGi&4Lul>&W!QcwdKr
zeQ+xfpvL(=oL9McF4Y^t%84Sd6TS{Q@F<g4xeHWk$24pP)?c8hqG6Lz%VEJgay>;=
zN4S8I{;@~rO-&Hu+1vPWqmiVElpZ$#eQTvLC-)cft{cO8m8sOkaZc?n!<b5AoOI20
z0BJ#%zLxjUT^Cr~7mV$6?x)_aUPD?7Evz#p){TC+tc#r}#Bv5#*0)DoQl5U4lN(1Q
z_M<&2KPjR+m%juahPq3e5cz1p2e_=MVB3&J54|!<Qd<aTe<!M+nLU1#_=u2XAE@-J
z7w84soa36SxNqJtB<?@GQpSm;Q{^!A$MY1E+Tun8cjliI$tsR<&rf{T#qFq(Oo~2k
z<JOuRFeQvc$iROB?)Mn$R;|g7MRhnLp}xd&u6k@y`cyXeOUh@J{#7?Y(C9SD43Ik>
zyUuGuxg7&oMp;hmuKXJ5miF0{5i)<@LYr#hTNWv-11Sfgs_m&+slm8R{b@#_Xu~3O
z{OMf`<MrJU<h<VsD|7QH{RpmySJS@Nr33>qMgbp{Nj=qs(y42N$oK14+E|e??xAtq
z)q6|Wl?1ME5wcyU*e=49BWkhg2(DXKvAxpne7M^x-*AEVhxpfF;tN<-M!B_-Ty<qq
zGxZgQn!UEDgH5`1^KeX3lhBTttyI?QVOvWxmAAFjrAeZ+5)6;tDx7g!W8#(M2(bN%
z*fd}v%N*o!Ry2Fqt~iNRrs#3h_OC6!fySkBNN@Ge#~!AltGMF>(OcraqD~gt)P8^C
zRIYv_YPzBeW%44)3>qangAPVHt_5Oz3}^KJ01CaQTS{-Ec8!EUl3yOj+OXwia-Avh
zF1sgPPUrA!QwFuG77W+-B>MS=pZ0%2Py04;h326Tl@cZG)$~gh&BU^Wl^Abwd*k}o
zy+!`1euBInI6SD`z~l`709y5(6IXe({zmf~6a=2atu&A&cVu*QR%iBvzuj7J)Em03
zK6E}tKK2ZcF-O+2pNi3Y*L5H&jMW(<XXx1cD;e4BZ%*lIMY^lH2+988JbQao-b04T
zmA@hW6t8dQAzv}a(;wkbv^24rpXl>!JVxB7vGl3UQ=3nfuADr@;p1wa4u1-?G}}@$
zv55C`{x!0wmgY{IZ$LQbG~9qXieK#8KtI%j^<z!`&$J)%?w^e>Z4rAGHJv-MkH(qi
z#5%~M@u_~pX1y(<{{X&d`yHoiXn*g4OWPs)7u<oQfc)NSWO5GbXuP(-%<+%-6<QXy
z!==1K{s1XNF$`iPA4L@kqD`{hHzbwzDI4oi{{Sx${&b((R)deUC+AnhapUd}%AK`G
zKq|eu>`I{fnZMdLr~X?5^ahW&+hgxB{{Vm!T7UpLQtcV&Djp-qzpEx>wfqdc2@n0V
zKjBVk(W4V1a=2liQP|d|(da6@#7ag&jMh`D&!vs2)8y(#x|Oq_Wp*I{0I+|;l;1)|
zaVP!zZ}6$1U}MGy%5hRwF2&iE4fI`-Q}m3}KHLxdvAFyrtJKq)S_PR*-ZyJ$$o~Lz
ze~l;Fq$Fa_fBbj+YUM{GZ9+#-GeT<Pvp!zcIn^&o7$$e%{Y_|E>PoOBkOiJdLSXvm
zHJ^S=x7Q9x+|sc>T-8)B1>AQLk-jnr2c>$hDWlHj<!;5RE0Je2%-!R0_?|0UR@Scd
zEe^)rlNM37_}g#ska9Cz%QTLpFazmUf3&U!nI4<+n|S0hsN2rsG1iV%eqwpwFDc$>
z-X`&sx_n8ez$dniL~9_n&rA${6wOyv@vX*{a<}j@S(N?h@)Tiywa;muHP*C!IV`Pi
zBTIB7fMW#n*P3njj&;pK&Ra{1z+jYZWeB4q@~pWZHSCL0ibE{*$*mIF)-1DmrIQ|~
zBOk77GUtg{F&l$(pIq}$h6yZkvw-Mwq#l^4<Yt;*-bfjk@=2{DO+~hr<T<vL*{6A_
zHSUXWeo?YmR1yB`59wZ!;VU67iKep?w{G)*IVbS-u2;a&+O5>^%&8(sqYA?yw>bSX
zUW=yNs?V}8RYq_#!0FIdGfFXWiL@J>lV?{3`5Y`Vr^r5K--10eTiRR*qAaM+2T!GA
zMS0{Mh26IdD8h_;4mqvs9vO4lYA7PH4c^C>c-=+kiXgWE7)x}DcI0QD=U#(l7+}oZ
zHnIHp{<Xqh$0h#&#2a!0vcn@t<%c5!jQ%y~P$^q?1JPIf{#6cEk)^b`66w}Nf2$PZ
zr&)k;0)AB@p&Xo3+n}S`NI6jg*xC>IcTfA~xc>kPLkoD<#X!cS2~Yu!oolxOxX%g^
z{{RV}ipc)}pM?Ja*{P{MR!fS|>%<WbktqKFfQrKLuvGAdphAI_1A+d~u7q^1d&b8e
z6TSZcfDin5Q3vlKwV|Eh)JE`?st`VDWM<ExKmMxebn8U6w^azBjN=uB;W*WFNYN5V
z(|ZL;PtA<?uB31Pr#WiH1@58TW2HH9=~0d;;<LLb;l3j<Ni=ysxj7^L`8DQAWfk;p
z<;ac~^BgMu<tztY+-AKe;(*PjoO}7LkNf1;n&?tuYe;0}ZXaX&jkq7FuIh5M6ELc;
zBQslQZSL0I5KK!JS9fj1pX5b$`u@LbXYij!u(gcEHOh}O7|WcJe+=_no&Jq3r>*&-
z=HA-gX__Q?P67lN=kl(XTkxt2PYakCZl#jk+r-I@u6G_l{7q>YUD+9^w9YVU4`-&?
zNUQt7G>1O_04+<V_?ax`4RK)|%6V>uNyc|JNvaxzF~_D`gCQ)l%n1BfHAIUsYOa&X
z=k7a{jxp;^qBb<|H5*CRKeJmjBxiP8Ii}j{2F_U}NKvF^+N|Hf?gc{nd_YI#-^VLD
z?%IozJ&knU1@MlQt?Lq|wWt^@;ET+VhX`AoU=v3&h(702@C}*#TdFf0lVnLh@HMZX
ztAOw)hWsI->bDd4cKS)@k^+(|%exD>9ODDNE5D)Jpsaiu^5?G<3}>mPgOkXkzqj+K
zC~?3&=*r`d=S?RR13<^*9@QXXBOL}aP!s7=Zp>rUW`G~RBN*#aAvhTr6tP;|GVe=y
zSx-W!O<Ipj)Fgf^t~np`$*LPmc2${DRSckS7|&W*ZD1-(-0eP!nf|qXv@KMw6HU52
z_JzN~h%_BWJF9bfVRa3=%8|5<8Bj7n?^PK^yIhu;oh(tTL`Lk~^&=GsQ@il5pugcx
zcxo$iEcX|i0`6jD1CPK{;rKt{DQ%YKGj$>|?o;QG2>h!?qPmIOx%2myTOEDsNYqB)
zw_{$$d?Vm^RnE^asLtQEHc#Y5G9M0jCBnD%dhIKpp5{V9^gP#_{ilcNck*Xa!%MpR
z&n>>ahUO^I1AM&Tilre@0NY-`G~WP0#J09+AnL6%l0P$CCy#9O>n&;}(&0$0B)3UI
z#!d-2=bGMzE}eI1C#Q8|I<%Y>+eQwDfvfY=%YWrw<M8#=cu;NW_Lu&Z;kqftum1pS
z-~RwXHSIqS?c=%dh*<$3T)qfC!ndihj84yXO+zuZ&ShxS`j!Hr8fCwI=j!Ct(b(Fc
z`CviErE}b-a~8MpY1-}0+>(-z<%_RzR;=|&d_gz%pNFsFO<D!T#hSPcARLARKQ|Zz
zRCg9u*IpsJwwe&}Np5#9PQ%i?Rw=GDT|#LP%>~R&x+xK`RD<hXRN0-8^v;Fx9@gen
zvDM;hE5-R(zY0&krFDPX7NM{lpP;Xw^p73sJ}QYUyjdB7{YE0yU`!Hwd5SvMuiC{V
zHjqawiz_MsWL}TQQB@?jK>M9C>bA}NM14g;b$4khb#2{<TFFCF9z{*;NSd6)UC06x
z&1Fd}oufaUYU&)_N%gGh7uupsw2G0>BHcttz$cNK>qe~X4j~_lS19>X8yy%{+6)RJ
z#U*WsHE%L$Lk0<y2Z7Uy=PyK%D4Wc4w>z=MMRd2olE3aR@)eJF7U(6&C*&vIrM*f^
zLl?qwdDb&KjGr@%{VSzM#~1>+FAPZ5)=WyDA>8tMuhzPi=LB<_Q+kd&5*bJ|o@vK4
z&T~c&YMYu^aoSEwjMTC|<AO;Zgwz<RNI5vE9foaB?hneiPaSEiVj<Nm$%)!suB+2H
zBrx>oYrX@Fn$6bqbk=m|wR5$;^lVAOx2;qr;~`2nRy?Cd*X7Z#1>lUzIx-f<Yu7EW
z?Jh0ik@Q$tx`z9J^%?Z9ER({rwe9_*T!8RI&Y@R{HuVC%#>FwGT7mxnJX8MwK^4(A
z7W6Smq-1%+8Mo13L;d3z{{RZj*KDtEG+VIeA1BKcDeu@0rn?=ckgY(|?s?L9e^Yf<
zHm))O=K`l59lz?(5%pnR?%Kxj9#>7{uJKDiZ$q7*LAZ{}cVLPZHaRXh;<68kFZ?~L
z>9;QgqQ>SRlcNj<InGD83=LYpxC6twvJsqHNI)mA%UFIYX-|f933fB0pf8Si^3$5M
zuB=LDu-e_hdutudw1P-v8CD(YQ(iaVzZM-1=g6Je^vi?z#@@f;E7>9|DlCz(WMPm;
zAdbedace`NO5h32K7zF66&5b&V=hHE6=TceH5;fL<Wg~EDI&YZ2;@{4DE`F$My(RR
z-XEPqA&ib$eLD4`+6BfQl^X+62TbfPGyKIPZ9PAgM=R(%kkQRQkA6LkCNs_(@-%X>
z-3_4ir{MnpbpBM*G1Xi0qm_p;5|)!AAb0eo{0&bdDM<^(D5mEfsW<z6wLZ>Wisz4U
z{{W3OhCv3JWgefcA((o8w7s1B2eglJIIxd{^r`z*MwO4wu{T_fM{2MPte}Kk5ud;R
z0M@8+)V_o1r!;Mt{{RXP_!s{GT9B-{=%1OT$|S?JF}h-$QeOK%T0<O%x_(BLin-@{
zm%_afmhSM}UhmrS?G7=V6X{$%&xCYzu(h~~TY)5`ZjMQC$_O2?>t5riM<@1e+1@|Y
zKX3L;c<+d=q?^JXAG<@#poQD7On+51+eTBATDi+vLNZz$RJuZqX>6leBnDEUK_rk3
zSl9HeH%*2U5R^#H!x_lH{=F(2`-u(QcPQm%Iep4;gIn4~v+8~p*0n3eF80MtE?0oe
zesAeozH6ppoNUq0*`E!IW&3PelTV+U$t$#u-D%e{cx%XzTG;ABVz@?@RVoj-0=-Yc
zJ{Z#VPYc`K-Pxp*J2++|(D7S0z7Wx&)2^hB#xThXupo3HO*dLMu;WVV_dK(~+E$mT
zCNC|cB+d{Q>T)|)72T9}x}28#RP2{;13BisC*jqFweFjFHP+qH%nWSJf~Rk4^UZaY
zJVSb{NX5$neLiDZLK0JxZ$@27#nXkBsPqj!3tM^Z(g@>^H%tjt{^}f$%-2g`%$kj|
zU~P~v&wS-;%j~c8+gtfA4EK{;E<*1dl1C>WTJQWfG#5JcoUlGnMZh3~gU@m8S;m`$
zIa|0&qLkF4cj)FU#=xD!tG7?5rEEY#i5T<<dYo2n#6L4P??C`4JBMGTT#`>J%H{HS
zjP${+DJvo>%bHg_^F=K;jxKgF5u^>3&U5nsE70R$u<}PI*1Z1!!OQ0B`lZG?1VDc>
zYfr=;BfHZzIIXR;n~TH|hb<dmWRt~m$@}MA6XZJm>z<?YrnIY{yerJF{v+P$>ORw<
z$!=I?F)WAX_3cymcgK?J`ubQ4R7jZ%d4Y~{26}#Vx}@4LbuFVuqj}MRlH$0J3EU$1
zyTwGFw+co9Ki;mK=eae;cv~mM9wh$&uYvs9tJ!<D6P?cc?QvtP{{Y_xx&Htg-68Ou
z;;C$sxX8!x3crGTS25!dUqiV#Bq5D|62tlmBTXiq%I3Oer-Ei?@a4Rcv&ihuOB|E;
zjdb5=8Q~xDtRDo&j|kZu4tIa(Mz`_av7VA+hOt%wK2Q3${Hl1wvW%s?j0YJ4qEV6u
zb6qW@A`4_r_~+|aN-AuclH^B{d{9|d+fG-7(Y(fCxOy#lRj7OEZS9eaQ%fpE4&j2l
zfuH4G`SCpg(zNCyfp#)~;4NNRW1;!F%sQm1N0)lL7Z|~21pYt)U6WCS68^U{jppuV
zS$J+=5iD9!oJICwER6eeyZ4)YeXDcC)-P*iqG<M4ayip&jIzzpp)G(1rcGm7Ynq;q
ztIz$LVz(`|qbudHz%RQzdy*<WPg(Iq_S3YQN7=>0qdcZ2$=Y(NGuw`p5Oa(2DoQV*
zd&AxbwAOUXSGso*k1_sJ$tAJ>0J7$^Fa8zj?;JwbXGY!gGjqjg_$n<-*xF+$0>dC+
z{{Y@BHva%x<!*Jq6xizzYA<Ip2?!D3Fg*0+bf~>X-Iym89Z?U7JP#Lz^oGBJ?WA(z
zFbD&K-l6bJ9(CQt<b#M%M;JWva!LOHKDFBT>egGY584~BBl*FR6!*q(E0XZurDdf-
zEEB%gmOxQeOL5b!YYWO3dzn^NdL!1p9;zL7<-+{p*o^ybTJ(zGd<$;2+Qr0SNN=+S
zIrk#F>Zt5Qm6`BPIG_{I3YuGKV$R@xwFd6kp*x8*_7ro)1L;lO&q@^YOk|iNsHrpZ
z53NQ+4x^7+Mq&UM@79pdW$?$1BhfrHVPZ7N?%i$t)-e&l+-l(Xi*Vj{G%My;ZOhPY
z9-TR_HjehjYg;xN#FkRWZXuBt7AL7aLF98&CDpSoPl@kvI%3_w_^R`&<oHUHl}RUe
z=E_wi-1KGmiFj^<uZM1l3%73mJ$*XWEmy_U_=e4_rqbHYl4v9wpCpek4@%;e<4lT0
zX|?@ARsJPdO6T$4Q!cNgz}svM^~J=m7~3f8hX;d`%{n<w5|u?#5!G$06R9Vm^bP&O
z$kEykRTN1!KSlg{)jcBmaJLZL+M8&n-q0&HPC(>)XOoYuVn2vwnolvj6RWh02Ie?i
z@yB{mt>5Q#UIo4lgNAumjym#9H-N-_b>dvK+TLGyuXys<=4~z`h@%VJjfOGutMotj
z#Yd=XPic>{L#bYF&-$61ZR^+N6vfkZg<X-@Yiga8>TxI^r6=}Isz}{qsb{CptswrD
z=zCgU%)azLXFkRa&Ez+JZROvE?<Qa}(#bP$2d@={;}RO@Oxg;m)8Qazpuw+1w$g9n
zh2t6|QiuD-ZCF3y(!Bow$1&W+u0;*aq*kUYbV%chUodPL$IU{kPJZkfWXckX)mX&Q
zKjbmj{#n0Y_f30u!*l-t6ruF{OaA~NUL~O^I?{vv$NvD(O?xkZrVw~s<T1_5{naP3
z`c%}|5!^35=|KFeId9{}aUlNyfH(M5i+m3OB|k{bU^^7<E_D4fRB7*(<9SzNOmnb%
z9xIjccZCF+b<O6N8r>sC#OxV#9e)w@uG(vJsKR2M0>XN$V3z*?3dR1z)HG%@X!k87
zK;^9@Kl%ynTE<~#W68V|rj0{fTSvmPE&~zwPpy3)4EGR5v2Wgp0_|==1B&4E*z{Yk
z5XY#svsvn^m6jX?-blts@AVbf$$hrsMG6QEKsBWO>sVK^v9Ae^f4TBW-ZFocJ(P~1
z)-b#|7yx=2)V04`j7M{T-J~DZg%(4xE#hY3&MKQnn&=--Nr`bU4d^KsNRK}>u1BEa
zmnlh{+uN~M`Faf2k`$E-$BsVo_XqqdPU^xK?4|P43>5R;xi~IlhVOd0;PlS~dQhXS
zkefAbmnBK#<sZmaedV*AHtm&L{Yzkh-ny$;?QWn+RwX=l8NsQp)fUcOz--uZJ+V)f
zTzAm(eFn_Iq@oqvNhIWOdRCI#NeC@&cSZb2+?4+S>s9M3S4}<{3V^SYG3lC?D2SDq
zbyQ>d3a11mCW>iqBaDeugV2SmcDihnw%;`eagk6fgko2x@h_*itI$ofhEw!4JgIam
znT@#8W`TELFwa#q#nY}`*a#Tl;Pw@7S=UCLpj}>I8Dor<2cb1<Mbu6Hn`=9do@Cr<
za>nE5WdWnzpZR8^{sm6{$G8ifs86Qq=xD_pvFt8(dE0n?Sg+phNW#dnNTWQ44UP?T
zuqaD-kbepR`c{Ue4s9f0IR|xT!??j7@4d8Vk7|~z#^rQLO*FaoG=`PYA{xZ;ApZb~
zZ>}5~*(S0)L4&5S&PZWO=ucyT)thdUsDsAqIWdo2rl!_3`R;rz;o0rw2v!)wZs<cq
z2lS|QbY|19vy2N_KlBq_6D*Q^G_iPN-y+*ulo-j#10Stg*I<F>Uuc0|Ttk#`mjGi8
zoDx4A{&no14sN1-8EsvQ;O>aG_fKl`-5W@P=T5$g<yI?|EHM87DO`br&$tG!==!bR
zg>R=u0x}TF&D(ZzFljk!V{TL0O|&PhVwxeg540+79OALG{{R!)UD{;-0IuKwyzVs>
z!rbY}{iQVckiRh=at~Uh(^p1mHgtg(7z#1;s4gwlmnxtUQd-U~ZPH}~2N?j=xTe+6
zlWCaE7zFSt5}TBQD@x`qr*Iq^qz4AMq^!<}%IK!>t0N%!Nf_Ka9>$@Kos_GRBvXbS
z^>vr86;^Op6E7ura67O609vjhdWcl|(@GKEr5u1qAorlwgb-||l;Wr0QwbgMNG{4(
zF_dJPM<{vs6=iVh8G0T?Ikqz3vf%aRs@cjRXSZftA<CTf6$x5irkCcAp<t~vtw?2z
zf6GMw0KSDV%?SShma+c;-$JR9Gi?PpG^Th*{I!q%`V_-+20zy)=SVC*Kf20CxT)>N
zBisGckHV@8yKw8aWhXrWs|hkiFV4yo@sfDWbJkX8O*Y(17^EW<({*qE06mlb`lg$^
zfBEPS&=XkL(&CzF=}c?5aBx`t5dQ#$M%Qum0$=;~-{DX)ElZ6u@7f3d0MJc%6gtJ7
z-+}FPcXGFo+=pC_HstsGYu$A_k^Pl;1ahC;Km4;l-8J(B4TnsPxM9}1u-CJ(&xy8|
zH8o8<*+pt!YZl%KUvK{aU2ADtWzMGYrkf|1Z7vVlrIogvb={9#RwVk2nvJuEQMMTi
zZvOyyfAy-yg{WPdsBA5fOS-ZsbAWTtCbWLjk#{op9Q=;B_&3EH*=@BovbQHI1XH+F
z&!siI3F0>&z1K^Q;iYq$+J;XXc`6beA~gdGl0U5@f5L9Zo2?Z;1vM_TUiL59KE^Jg
z;R}dohFPvH;s<Jkw?nrhz7Klib-YdDJGnNZ=H!o%V0G*G*HPlj{{Rr_*4E9a-&jq)
zTp+dEl_Q*-R~L6NN!_1mkT&e0;GEN^&fAmQp*0*5QMSEJzY^)mr)l=$Iho9pH(|yx
zUYp_n0N!|x&tVN3+W>ID;NvH!)K`->r7iufk)6RN@Z>P;O6N7}-WY+u;U(r3K@=Nu
zqXCbv>MA0q8g`qz9QkEC!C4)vM&5EZ!W1_pf#;6Y-EKxr4(zE>^5Er3{{Z!UYd2lg
z=CqF8Ebb6Y&&o`v%L~qW0nTd&T-K&KS&HKN)>e@J0IRoB7-OzZdR48AoA<RQ@Faie
zch@9;thpc`pdbBu>BDZ+q+jkv1!8zA5}p>cBpl4n=RWLzrF1Q)v6<vq*cUnA3gJyU
zuIHh4sU(b_66g?khf0#xKm?=aicad-{#EAw1JkCm@u`aCU1ot@3YGTtuV4EEp0`q9
z`w#H0V&_YZJ|tKbmBY(rBfAU&NH`zPyVYdT%IV75ogw15?+PyO5%`g^Px?syZC$C;
zSEt%1{{X(Lk?@UzORxBp86+Dn@HV$zTBF*lTpcEK=Yi{7?~4$B!XGq;tg@pI&yUi&
zgQUPz=2=L`KRK>r#llGR7R>(uAf7M-FA6jI(He?URxLrK&2I!Se+OCf_e-WdFvhn}
z0=b_AD@~$JBV4qBuB9Q=?G4XRJ?o_M7yHlu0DT(9qfSo2N-vbTr$QyVQhw_E#=0De
z<t<vl*@Io}WjG;ZCavbvZ|>)n{(+D5u8KE|b}*{rDQ;!_NR=YetX;^$-Dd~>xxH{6
zA=WLlI}H`lgred!x|0JLU^ip){#DobyH0|C58hl{&v_}fhDjq<1SoB%2c>w=i|wwY
zxsB(Uniwph7U()El^c)eT@#NwUPGrR6z$mSyd|qzz|-E(AVoH6?s}Y=U;hBDTHYzu
zt(MjZ(UwGz<lyxkxvv|x@iwJp8Hx*q3L{wYv=CKEAam|bRk_u#uXc&9rG3A5lY#WC
zy_dht3bVD3ME?MUvf{%{wJ}amTuUI@Il$fj0N1Gm8M;g1B!=x+6g&4HV_tmh@@Y08
zZgLt>02v^BwF+Kc#UXKZGQKca6P#AbBPYzx%f%Y(lghSjbtLH@-7IoIJ%9S%)z4|5
z+-r7mfxNu&j1K<*FygKFdrgy3y_)XeJHc*(NlOEk=K)52{{WR-@V1qAf8#4-6b>SW
z<V@tQ0;;xYIYu#d8&YSu_)=+O@nhS|4%01@$_Z?dwa{Sy0N+*KS0$lZ2k{ua+%lGu
zMUP$1hyMU&uC}I}xubBZts~)AmUcoN@(-<3C^ulRsmy@nV2o5?DLis&?G^Buq%&%d
z;uN7(MoWG|qzXFiq{0Kzf{Sr9I}e$b&rT^`)&@`&$S0ums>>)-z{vD8?5D3jl|4&L
z^uG!GFw-@?0^d-%y`DK_Cn}i72a44H0EKVi;GErGvV)E`f-ruS$0gRC4wa{^?Y;EG
z+nuJ~ZG-POQHqD{x-(-MR;bzQn}hj%+Tf{$#!91<Ygu$w*c8&)9lLxu@Y1jkE%O3;
z`N%(|H&*z4;q4mEJL?OHWVnjrA_15%<-j}v?_7dSrcELwejdJJcp<JEpT`xkYXngj
zG3gUnXUYs@n|}WQ-Yq&<Ok8S4Q>}EKs@sP@k?z;GO>JWu!~VWd5<WA7j!)rH*j~K$
zR}jv@uC2jY2>vcI8w1pSqN-fm-c5L9Q5!}h2^lhD9COF6Y8^jCeKhX3iWrou`M<r~
zWCVRW=M@gFE9<Q|{_k#|c`uie_tfF0)o$le9^<vfepp8zj{2t0DS_K*W*O-kV?T@5
zlUUq_i)=T;Xu$zk3O>VdH~A3VET4Pkasv_2eeMNzM=ipwpp8DaTltJVOJ2OuwBaqj
z^=TMj`AEt5;fWQ=c+Och4NAu1PGx%tnXoW2b6$h}kE&nVnC@*Y5dr2qi{@Z`_-s}d
zrKZ_Gi3O$I)NzY_J|+Fp-l2iy0xL*iD9~<n<7Q0jRH&^dbZ|Z$Qano#?gMrI0Cd;4
zcph&zLU+I)zi+w#>^&>XyengGb@5UQHJ29eJ0N^^+H2S0(qr(XA7qB=JBZp+`+*(6
z<Lkv$Nc*=GO+s;;VvYDejX*9Ul|w5J$Ec>6Pz>);_}3-bRxOEn6!75S{#BT6q6dd8
zeH3KUt?A<sOy1#Wxa?cHw2JKnzEoyp<s7dg+ciaQz>uVXqjcw?tI*v{I$F6N>;a^>
zSmz%-w90*y5my?#yMv9$#QybW8<4&0pSfu)q)>|{)+7XFBl0z3AGgYZmd;J2aCZvY
zHFPs{&f`ti3^+$SleqNyS4#x(&lq^v6*cA2CZ<OaD*alvH0zyC(op5%1G@5ZDxFA+
zl1FWN`z)qE>>uS`aMwF$Z>i~BRraAQ_HQ6yBRCsJ7(KzR1uZUQ)Fp?^Fvq-%u-%`f
zL!P5hx!U-DS45la@;D0pIp}Lw#5#-?nmy5JR5rpfp60mgeI^)OJG08;_?-U$N|(g<
zA^bOTSgObh=YK}Y1M{LaZtOQrrE{m#wM$8Ki*?xSJg_l}g<E-@kqBQYw&eR(UWPNH
zS^5~kt!Ty)U;5^2M<=NkFlK9nZ<PW60D)91s7Y%0k}^@fI~viEHxu5fOKcqqk(}{Z
zIkRZN6?N~l>e@86R_Ms`3}uJ|A6kpTJ|om^Crvk1uyqh0EJ+y19kcY}ri8t;f+<hP
ze(N6I)n*sVKOBZMDvfRqnrCXdg{d4)w1-l&2L|CQl-}EV(|4LZvkzi*6KXbZ1f$PV
z2g*RNo^_8A_@Q-+*sbq15em-X0x7^<#~9+hTG@}=?$@!{*!(g5E6(*#6!?-YLgpAR
zf<}_Ms0zF&CmpHAeA2avoH<d={{U<F%2V>(YRBlU{uG7$Yc_b+8$QokZ{klBG0D|P
z&!z|R6oXvxBlXrM!T$hnAJVl}T?n_4oBf^RIXc0rpQ&nseH+DLSj%sJkM@}V0F7zO
zt!w0!eO~Aga6pjOP37jTFAu5Ru<!fBMf{58eT<Dt-&V1UH;Zu^xH#U&n)fShL+pPK
zbeSFSt#1mCuH63sO7NXS&igxg*D}gT<IG}lUX|iWo<D|u9NNSNjy&W2$`e;aHDX<L
zWIEHex-`CYYUNP#jAQy$>lq$RJZZY5MkwXLiI`x<dt>nx=k|K_-L1rOdF|##2wyN~
zgW9w;KM>sCSVJR9rPfS_U*S0E?b@8x>^RAzs?jxzj}CZ>C^bmj!q1K4kbN9_j+w7V
zk>}L4Un25U5dc~x9C@lS)AJdxpBq@ezk7AKxR!An0)X?kr%K+`d_}3+>t0Jv=xwhI
z_Rhrc4nbe{NUY@+Qj)p!D$g?T89*I^^r;2Joyb3hbG{tc<JRm9j)n`E&e@}3j(ta{
zKDD>IBOum%?AMVGmT4VI?!fjHP@(?-o{jo{g-lH{lapmArLhT%{+d7M{{Ysiw{T3M
zOfx$C!#M!)`Bma+rvwm36t2f@N>Nzb7=~4e@AIGWsXw#rvHq+703JW%PS29~{u9!t
z4W6Cp^D#J;{=sYi06d51N7yYt=YoD!VvNynvMc?D)BboT<ww}9LC=t%_svg{NKGrT
z*oW+P-JnnV=8v-5{{YVv{Hk30(i2eRT0;a7j*%zjOXWs7BK}mnsNGQ6RuIOR`-}Ni
zCyisc`=c4-ioLj1Td|Z6>BU5zg~NLmIP3)>`czO#9w15NaZ(pwQBtIuxHz=zG~iQ7
zq-huX!}F-xRQ~$@bgoiGO=dTrMZStLmwR~?N4Zm9GRdZ2t-`|keb=1ISyRa%kUEet
zUr`xj{`&rP=Ds=CV$i&EqG}Q=NfKL1uBp_5NUiYoEcr~a5WG3N9y0dR2%14}I>+6%
zoDZ!Q*0&O!_V)8RUaYIguG#M)yU=wBAs-`|cB$$H?b!S`R)2=>Bl2c}kyMfian$5v
z`qrOVc9XWu$Li~uEAC({dW+62*4pi-BR*c!yB|uJ=-T^#%r5)s<(ffbH`@HQYr}GS
z0iEaR-=$m{4y6A8^6RQM`~knhwz^xH`!{=7&$QF8?&Nr(w0D*>hsy!Bs`)Z~tI3ig
zB@MK$M_l6-)_77Bv(#>b8AAmM!cL&>99A{c$v21$(xR-da5pNh26O3H!nB=P#@Zxl
zDk)Qo>e)2<bha{S@m)lUlia8)obj9==U&a>TUCQyyYiw53PKe?9A}LFHRb*yklgCp
zOd>Gx89r_@KK=;Jdk2OfiZ3~0+E)XGZU+PUgIL0>rwGbRR%=q6VL3)SBbNBEms*TE
zeWkVRZlRgl5HMG^N$=Mf_O1rf5os;RW0qv(b_b<*KM{3^7gmNRz4H<XzF;CMBP@Dn
zzd>GkXLz^Tz_*Vl&5=}k^{%;Sjz;x9gV1fh%cAMA5rD9vKbC7)5m4Riv$T&R<wV<$
z(xFLD2Vnf`&S~?z9*VajW#UD17g;|NtTEAa*$aQ)Lbv|VbN4HmlIZ^c!p4k+{{Wa_
zANdegsXa{FRyyqb)yMcV2VL<u{eJ%dR<4j<5P3mdkAyCaddG;EV=Z@+`L!h%%Eu?M
z+g(Yu0*<VIPW8(8;}Lj%-z8MN)Oap99ZpZRZHt*Mm0t=6@QUVsBbir0wGt3PxdY`G
z{u5J&mFig1q<LU#cop~feakX2H!_mQFb-R&_N}c}^lAEC&DlTdqa=NC$Lm~&!+F|G
z3V4!0Jh{&VXQ=-G>sEinEk^F<<NF@c>6F0%xu0hl&&sNQI?=1uXu=QocQ?E~@~4Gv
zq%KUWYriM^z!RU&xvdLZ@kQ83f3_Muz#NNIz{vVnN#Wah;PCX;97#9XJgn!2Y!Tny
zu{5h~de2afBc&4RgXL?K8RP3+^l>qx7M(tJ{{REQ$NgiPE{f{zSl7>pBhjvw>spq0
zT?$DW!mE|XJngE#5^im@-ve63X#`Tsc^r1{KHf^GQ~cC^wbD;#tY5}sztZ83(DNe;
zkVqd&!13jbcis^$!0)$UV*vEY3(~ZebuCnRY<1w(T~v=M(ron$>x8z6Aw;;@76JjE
zLU{U<UW;epn;#C@qTk&_^G$N9t_Seo@z3K_G_j^>UMjn3B!(y~E%Jz41)QiHXQ{wH
zopW9$@qD_)+(bf)9DD>`K=tR=xm%p)rpIz|gf-ms-v+^Gnk~<kv9hhq${eW4T>AYh
z&EvV!;?>?;$@f~MjAM;cB%JY|YVE!r$>#V*X&emsvJgE61$ivd7PxloSfAFa6x+LO
znN+k@kD)B1j9C$c!zzJ*D?~JEF_jps?IELW5(|jJl`x^t;3`YIt8G5cTicdYh9xe<
z*E*){t2b2>*x&H%%G$Fba2cRxRP_OuC-oK8SCf1#y}#GINq?@~Ad1!Ccx}@;ECa72
z*kc~#n)RCNq^%nqm7V5%54pDYG@!WX8}hBs?Hi-gVUg&g{3u;U^RL=mA7fhC8QjN4
zkmL7meuAc0=5P67A^IUTsC6s8f72x&@G3vFZx8&w&(HldG+71A;cIZiBHC}lGyW8P
zg7ls&u1G!nrmX{eaDG;~mnYTDM)wjQy)=jF=8jZ5lEFWSZD3e!p8hD8q5!}Ocia3&
z)vmAe?;{GPWXZ{PKKZ5`XO`lN1=)M;`u2Icy!>WA<4{X=t4cP@bvq1$ho2+))qE#G
zMi;;GrOGRt8cqGu>UQs_-Cav&t~}V*=z`1K1D{ItZ?*h6z%6~Po<8ZAar)PiAOojL
zc_THVx>iDGr%kH-I*tBIJyPQx-sd0Iq8k4Iff4ea8<s);08K8>^sh8_ZmL1_&w7zu
zZN^9EMdr3*JxF-N!04fW;SIJU9enoB=UF}>@lS>?bn^z6;l$JKSd82x%)}2&R|W}T
zu?S}L6(m-7vuACz&*`=@e~_b^Z+6FaPvM)kw(*s{(l;@?FhB4UUd`b<h1E2vt|dU>
zrzhs;2Wr=bX*;6V#^ox*a3JtU%4^!b9)*v?m{$#%GI{8BjEcgi!d!PZX4B!_=EoXu
zAHqilmK3&Zseu*8RVpgmumE6;nu1Xq@>na5jh;nvni49i{nb(Q6c1Xgw}=T@8|EIJ
z>OpXaqPhP7fYK=!p&-?zIIP&GBcxJ(pW|1S;2sQ8kH8=6QpySKW4L5z=V8bd3q>WP
zZ-C}Lr9CRZok#q$m;U*u3BepgFXTVQi;PHRNk&xQ_Xnt{fa9f9c%7Ska56vlw+fD3
zMo2i49&>`;l+w7%)45AoPf%9`8f3P~A~?VVoaf%Dwd>0Zt7B<H)9F_OPT$->d-XL<
zG)mt=u}-L)XCYZ|Iqz6rExTECV+;-RJb-7X7&)zr+aW9&87<uBpRIEGwWRk@s6mqn
zCCA~`u9q)0*xY3$XrsIE+9lSNX%af5i3)~RInNzMZ+~YvRvXuq$4cOAZ$+xa7DBA5
z03hSFb(&|15z57K!=5+)0F89sCp@CjJ81U=@MHYVM<$OrT!5^76xTqktf7>Gr=g|d
zmn>O4?BcI1!3-Hk-XjL9`F>T=9Tk8dh_1%&!aJep+0JVZQ`6#0mR29Ta6b=v&Qy~$
zjYBz^MgesP>rC?_&)-_J_HVNBBq~sU5{j7wOa{y!!n1VERIX>*s+~qwQV3|%r_|Sx
zYu611wR)`p$esT8UZ%c=(u8{$1zp3wE5yDf7{`k)!YJx8ao+<qtZAs~jAu6VIP-e_
zkq6;TTgkT%nMXLl9`zfZbAUauObkN<$8O&BY=l_UWMr7_k%n`gYb`FME;l=o?rP4b
zB>w<t`-iFRRO4qP?_2@j6_w4#YLah@7$9T4dq;z;mr(GML2!Z9t)o=jGq)&4N2PeB
z;SU<)AamBfkN9h21pW}TG6GMMo$=V!G}^Kv_IGEK_@hX<m|9%hN4`^-W?TS7smJOt
zYU){d(^9r;ab;r^Bml|eM!EX&U5CUy1XxODwFE_U%J?MUI`DrmYcECC(ct?%-OrOM
zj3cvS@HD3hs3w)oAu4WKz0Owm!&<J4*7rJzxBcvbFtHwUk3ay$Th;VwZ0_!_E+md?
z8E0q|H!TwoNI3rh>(-{Vc^;!Jlo8x4j*Qu5<Zd_uw!Cd=YaEw0le$K)JTigPDpUi{
zw>0@?<917M=CRG_9wM3vqKf63D})|dFVLwRXYk|lu8ZN%j{ey>&^1ZF(qm$_(z*Wt
zSO$JW?mK$d0SiHYqFqMFiK;@u;*&V@0O~&w4Rg-3$8aV^c&=hQh#VY))O*yZr+qdh
z>9O@`L+kofaxTc(^PCLyt~bCwJh$;JvsqlY8k7r?Kj*6d0C;=)*Jp6c<j6nSHKL4K
z*p7J%<UE$kG*T-m8T++N$l&rv<xAn&*^9&*G2=KjV^X&AkC>z6KcTE@D@U0d(v{`Q
zB805cCN~WB;;Sv(kvLay5S$Z^l&>ZZGtE}G8_<#TKT7keSF+}b-wIdvS*$k@KYD*E
zUz`4VAJVfdF3BECoU-)y6?DnXc2cVfkWxn^>B<u2WZeG%eEyWvpYNKB%oywX(@e|i
zKRVNzB&8vj)5~uFnl>z`z{ovUy-uth11pjU$T_GUXqig0CJ5vcRV}U(CU^^gsB(uq
z5m>p#H5X=Tpxivsqkw;i{&Zn|Pv=#Q+#~*4r~UOzH_&7Ka(~}dZg3-(MY0r*{{Wpq
za~iY_fyn2rL-zPH#H;z!TK*26U?cIVl%XWiQBqFiR?LlahX99OGwWIfBOk!H`c@-K
z75Bz-wX!Qw@1QEBWCtVA*OyLKQct1iRE^qesUcMU>i$&2w0{czRSCU^``@9c+U_IW
zzweVns=I=NEE2wgynEvd2G;c8IVo;QA67N%A8JGW<Np8vHN$x0!czE__AA&f#3C39
zGQ3Q8V3XVHTVZQORQH*dB9x^~sGdP*sL5$GF%}{X#7H|}@M;gXwYxWwA>@uhu8MC6
zO%SwsZ=n(0Tlwh04+9_(_-3);(H>n=Ycp{gh>Hf0j=1y{>vKZwGtA_vWX`(N#JXqv
zEImI~n&2(6TcXJOPs-j_(mi^b@1NpFh1Z|AvB#uM&3IMKn_22D3z;O1PItzgK^>|7
zMX@`Y8{>~fQCQA|Dp}mpHD?yldsNj@ZAVa+&ENOeUTP3A^5mX<I*O&K>H>X6Y2XJB
zA$25Uy-lU*%XxD&cMmPRAZ1yA$>a<l&Yt>gG3);TV}|6<51X_|pmM&v)~ZzFCc2|J
zMx%;vX3p!t#NK#))?iGL%5qOVd9On7s|U2WAas$JlaA)R!$;OFv|W}Ku}yZ@O}rHV
zpF{ksu<-7+Yip&*XSzt4<SbE}2iK?Lisp{5nQU!0X!5<xzZb!0;yrTiId0nSI8|c>
zW83AB$1CrGde<l6O&;DqiJE<>4doewpaZTsABPmD#0O0?O#{U|mohVzV}b!=*P7Sx
zRn4W>#4S4Z=H?Vp42(W}Z6sg=@6B~e_Bl^v@e}Nh7?^PGI&)S0z&P}(UNg`RxpQj&
z0NOJ`ks;b)INg)hxE~W}+P;Nkmo}QM<j@8JP0}2%q54+`Jbk;0dY+Fgy^3}{E6qN<
zeQTO8{{R;doa8Q>{NAyC9?N^Fe`vkM?95cAHynYT-80g);Id};fpUi7vbuVF*cs)j
zrB*R+E$WDj9HN>>N9JVpu1CX6!t-BcAAav>KIFA^-`V&a+)4Qg<~%!T8yo3E6qC+w
zcZS?|Fv$a_O3mUU?Bvm}viIVd*VrcMBS12!E1vkDi1aIECy{bGeGP5dtkJ|7r#r~x
zg#x*Mh^3oHw%;o@XUWJP-8IdFsGUU~w>8AY^0(5%{07kJ+8p;XFj(3nJD)%u$MO})
zM)x<@dbY1Hz`l6Z6}p7;7Z~;cVyw?RkoYWG#IqSLtw72tDhHb6=O2Y~cGr@PU2V*g
zExE!nXFP@f036q;PB-S4nZqZ_qLJ=89#vvf!TUP(sIF%(;#fp(@$s{G$0ypC!`@}w
zaTN|++Q-T+?$vtc#@;K~JnuR=P~}G7y_!n*y^cv}TDgWqvX#EmG5LBi7(b<XkHpKF
z*F?06868#TA=OD6hB7nw*Q;H{BG}8ArTe^PO>uhOg>R}_!yVahsLaP<?lJ9J!fKpc
zq-h8_$s~B3I&J0Kp%Is7aHDf_#<x#_^`%Vta35hO{{ULLp9^U)yf)Ww7Uw|B81~B_
z>0Opc6~l?lWlE<c4*Wg}Glw*ed&1Ti8b^j@vb$ZfNX|h|m<)g`iEjsM7%n1CI~VI-
zvAE+o@68*5?^s7Qn&@iq5PDpPM7K7+8;Zn9=1CH&u>%##YWEWO)5I&HT1Zz)vu)RM
zuSX-ce*y>RSG-fN&uao`nrF?aU;L^E@F#Qa-}0;49*YKxrblZNe)sQ7DE>F@ex8-l
z9Ab=A=B;xtt7_v8hjHNuA+@^uJ-lliF~PMJM*sr6S7BUVgdS6>${%4KLF9kDwc1ys
zMxv<>Xr6s|I8My@U;YvA1gRtKI;(qm@Q>+IE{ot)>UAdi-$Xz5TJ!SIsl!O$_st-C
ze!gR$!~X!UT|DwJS3CC8d<LgJRqK6q6d%cH>t*0zK3zI@9{PrVlGmP=k9W(sf$Lh9
zJ|<g4DlFr`82juA{b{O_>cy?}I{yH(_$w!FjO>5fzH|JAHKy=XBMqTK5Bqm=n&%|(
zgpHTBwb{l1W@D518mDo3+Mb^+)X}O+lB)c<#~}LADzBp}mTOjZf7*TxLzU1hPu6LV
z^`;$j!m0OsJ*EEu<YWH;vsVk}M-Dv5*~hbEng!C387(9#dxj@Jr9zy$i&M5fA@KUX
zQ^VR$G2ST;{>@Hb6lm%|{{V!4M+@A2m5=jk;Z4{Nu-dXWToX@eb|&^veW>P>>MNb^
z{3TidLAONH1CF3rjDI?wFB)hGjoJ>LNbW3_yz|awhs`h{UuWm?rD?HlB=Tdy>GSjX
zQ|6LEsp$Uz@SNx;8+0on{{U`L)$KFJ8b$2y3|cj)lglI)wTvkIg?UtOxpR(dZ^Ke-
z)w&b%9+gT>u~_cxZamw|TcVJps`98Y#;8Ziyl^Snj;Vf^3S+vN26_h~tJ=5=2p9q8
zm#_P)Ow=PeQ=Id~Tvm*h^*JvRwmv0l2i1xH0LLr6_;nPrcv|7Yvjn<3h#AIJYk~1M
z%kd)nujBs!T<g|837G!?;U2#duI2kjUrq&cNodi$2`(<J?G7iNDD%^M0BO-n6v!lr
z)zI{1<QnL;Z34j^?k%E?UPG2_eecJ&@~%(GlFw9VVzZT2R4!L;21Yp@xyY_|jSDUT
z>S}v?qFc+5@;W!K{{UX0DR$Tb)Q|U^3Td^wbCQuL{{VQO=~>9QqhcmG6?u39u;G&B
z93vRVqcA5mrmcCmq(7}-*{zGAvDTa$HAi*kdO`V`Lf7B)?mq)dn0%<vNjaumK$D@)
z17jJgOZLJ}W{7<w{{ZXLjB}CmT|PhAP$~OM4M5G2n#xlfsbx6|e-4$pjq>#ASvR(0
z%Myo`nNCS(C$XzPW|7o+mol>Bl>`C$Q*}9zxh*2Y-ImO7D3QlgoGSh`#@u+9{wf*l
zRz=+d1eQ{`kCDL7VmfnOnj*%bPynN_uPxIxw9v0SZ>ThJ%2eS}L6v4Nfsy#ua+^_Y
zEA9BP^LsX$Jqc~J@c?OJi+0?ca(@b%*GsgW3&Aw1qq4tB!|-g@-XZX4zPE$Rmvcod
zDsrg9`=Im(gNm6i8%&e;j?t0E<H5(hX+lzRv)H*>YUf|4-N~jYgv%_Ef3$gDrD=^u
z;EmAClP^-GaKrGfMlEXI=1q?1ufPX9HC_@jkjmI$(1Xnq#L5zB>_fxGYU^{Ux7MP5
zCSNT2^%S~~m2nD58!KUgk`8MDE)rphPRIWKI6qpQHkXfS`EoiQG7WUXx{}eH@}T0#
zZmxtkGO&|q+<Mk@*TLH{s|Nn^4k~M;PdVFYCvoKcYO&*`a#h8&?2fuvWYx_bA6^mN
znC6V<Va_}AUMJ%%Wp6xFsY$hm@7!bPas4aQf!U~`1C~NM`-<^T5!zXudi~|U^2=OE
zaj=|x$BwnG7Q3kVTQbE^P*+8Eyj+iwze;M|lK2R7k&n))G&*QM@)C3OkN*I#NTW_i
z3~!}4Is3THcN}&!bw-%n9CYUxHBKp{RUyG6(=`sEc()GHMoCh5C%tF+zcK6i)@mk~
zG;XF0fU51qeI4+Y=uP3YjFtV|5pWN#?zQs?lPE?%TK3<Dld|aZe8hh44u{#PRG+hl
zGw2bIw3jOCdUuU<@9iBM<&hPkCQLcTMmet~O%82F(rMwE-!T6G0Vi{PE4#m)rLedR
zOMdCGo_iXtWFofHW0_)9CM9<&xGZ+{HOKw0Xj&-jj$N<3&oP33vfVEH?neai(+0f@
z;#5}mb}?VWCS4*?BIAsD)*icYXRGMY+(8+S%%5iL0k^p=jPb>FSGQ5x#pcSJqErEa
z<YOz>KU&s#i%Cx2MsUGLna27aPibom&|V~@2|TjVG3YQ3c=}dtrIW{Z6#LY~k_@&<
z=tmee)SH`43&fXmPam6Oy`eFc2Ww-p=cW%|dVSunqiU>R)9fTx5i=D?!Uk>1N7ooN
zx3;{rPg5^tWxlAnqIf+e*Q_<WE17J;lt0M{3P?Q^^vNAZxvy!sW?Oj*07z4SYtA*T
zM_!l1miJm!^|H07R(LH2=2SfiC%>>2)p%>farlozYmK2UBLyZw*|F4n9Okr)mc|pi
z)Lk_%Y|oq#R1t<ybBeJ(tvt$6h{5fOzHsuv8iBye0o#hjzd*Nasxg2KaN{FYLz<iU
z9e7z&a<tJAJBcNYDTpw^Esyt&Mxn8tt&d%%q!OSU=khh;#<kt9dam6Ha@xlfq02jr
z{nFeHD$3i!zz~_wBbp?5<U$Vaf7vx!37Qf6&B8v%9Vz=+#&+l&s!HXfZxH_gmSUr5
zq95|je=2|5ZSl;XrB-XGiQ$eul&VyA+;NAH{{SvO`R2I#QG^{4e=3CBr@!S%_LcYi
ztC!kKxvwEU7yF`&ulGmgRld}O;AcH?OZI`Ey41O($H-d*b^@J{DyW<ucAAh%5AdJP
zwTvpuVj4&;231HM4PEmC+s1G*1`ShY!V|N%tw&*S(_EMuJ)n$&PX@Xv)2R!^{i0=N
zuh_Y`QfD=6*tR;S=4vLkb^hn;TRb&L?q;e*kQ#>I{{W-Q{^NftouiZekJhW*EB&5a
zmBz;H?O7<=Ng7>P@oi#5bKuPm;T)HQ%L@Q`1Gn-O%t>cF*Cj{aE9Mip50@DxnQeCV
zw}MQPsKk}e2By8#jnvlnVM4O1uF!wG#eEjKB##Qp+P<erZ+)Xdt6FLw+3xynv_cu}
z+ye5x8|KD&>OU&p{{V#3!bAOEg`_|B?3I_{{{R|X+GxQew$louoc*Epx#!ayiqro9
zgy&FY3_q}wJ&c6o^shF$n|736-(#|zlG<DO8M<b#VWr>QUrVGV%s0)tC`cKAWbksh
z&po{>megYMd|7rCP_LgNs;^FR0R3x!#C|cpyR=wllTURL1|Mb(p8d$KPUlf??H0RY
zrb8ioudQ_9;Wc?lTTbRRr5hxj&fDSUfi!+0x4f54xxBQ3Ho#Tqc^qe;uTHqIyOEdd
zJ`{%Car{z3r1k5;^{U?sHC4UQ7Tm!yy2h+zW%&;PU>{oa6&XK;bV1!}a>=ChIHl4x
zS9LAn?J-E|T2;yXmbwit!tNq>=z3~`Iolv7{{TU)fIX_!w+w4UiMh^d@mt%7mMc%Q
zV>v)DKMZkL)5RUkGD9+kjn``_?ki`-lDkg|d2FF`hCLgnO6P|B{o~Di&SQ0nZazoQ
zV57}JHe`4*%xSm!&4QB442iY9K?IM-n!9Sb_>F#hErfsi6;#qUjb~bAVly%WkM{*f
zXwKd?)Xw9@tU|PvYsyXbU!gwA$tB$E+W_XcpAJfmdw&|VWQWTHOb~asQ{4O3?2O7Y
zo^!=>UJi&$sp@h#1QzH1`Zdbx##nl{^8Cx3IVwWuZk#9p@GFt{girQGu>^5H^flH-
zA{qVK9x=$SN8%3F(ruA&3r~TMp{dKOLDz~*ScQ6WM<c1;Uk?n}SX-9+LeGFu<AO*~
z57#x1Z{=F(@K1EHi<zETceZzh+EjaTL9K`I-myAZ+ruiP(KhDfoMoE_@T}`iHf=*%
zoi5k?7f-hyVz*7(bC1P|ucMtv!VXR7d8!hWl1TN>4eG6?!yCq^cflHheK080^%?ao
zL1dB0+xGxJLBPI3@rtFQ+DSH@W@AnGwvC7#vZAcZY-5z};Etla+L-u8ud-6q(w-Gg
z9M5w}wOgBrRwtQ?;|HF#hvQ4<()5dY(r+nz#x8jIhB{V_vZ0YlIXSLt;;b(=jittl
z(lcB(5kV!6-)il_PuoUG^c7lu%1YgeJ_5Uz<3*XA?h7$h-Pu4GuAk07#k6`?A>gPd
zwb5o0MDeejPs}mf-ntOX{{V4IeLGj1i>*!-Wz3I93r=3m7d-Y{WCjHORa*Z5SC3D#
zYl%Q((liH`Y;Y(owm+Zb10<I0JJ&g6UtZQ<Qf&VKW?O?Dx}W)K+2y{O82l<I`#P7X
z)`+^7kGi*IuMJqdGhAyLm}9A3@-zPcER(X2L;nEQu9YT92M6#qQUM$JzH9k-LRTa2
zA4*_h`Bc=Js`<wVaw{F5gTLf0Fa2;o`V!Y|UVY$F$6TK*O8uF*{{Vq4dJTJ-ckn)J
z@pBL39}Qb9esO0|*c~d&f)a=1UYV*(l#q}|N_le1M&L8YTJ#PSM;=SzdXrH7o@OKn
zoc{p8Nv%y63$5AYjCsk=ZngBNo5REfk)sXYk~yO3ZaZ66eDkNw(b+)>wwrplIE2(!
z*794}UT=+%HNvvwbr?1DV7&0`T!~=>dbzJM__cLsbzyF7=0{N=;afQTE1f7tSC3P_
z5t&rP(Ty1;X#R(i+~C4Jd)B;G@(muz;EG4{18*RbG7q(6Tn*8HD&@8GHuk9(*wRKF
zT)7$ijcm?3b5M6`<!j}2y&Kh)_KpcT{b-Q>;OEk#m5i4jYK^0&3C&E(Oau<6ifD<n
z-O<y0Jc<c5b(N#FX<;Lah1|Ho>JM6v$1z*MbpcywV7rhLGQvS#yb+F^RyCd6c99@h
z7tK@5fZ&=-`=NZfFrvP4TRhWkwP8NQaDS@?wzMbPsRBQ`YZed{0_1*Guc4AP9sv8N
zigDZ-+gmVbt<HbttiSpS)9(&Y0DIMYe0dNY=Q7Km`{im$+cBIDo|U{dW>0gH@lpQ(
zi;sQv{{Y%`)A%o1z0kZl_RAtc7mOTr1Z`fm%y_K-0L8|<^yB{kMT*kWZW`ag+mPYD
z+Sotv0bG?Iy3UGvo~xwz`o~qcNUlJ&nEwD6A0a;CyE};Ou5Cj+N=RSb$h?7{L;Wk~
zl-32q2(BWB9XFzFWj?jkcz;vWq15c{mh78pT~{Hp2q&d+Ikb+oPWv8*cVh5m!QT-$
zR~(PVsH3EX!aA`-h5-H3S)LcyUh7SpNt#Sfvm-<^%SK#e4{^`uTN<y1e5V&0Q#!_*
zi@<US&pdjJ)N?CbZY>Q|jzNb2ik%qS0J1jt`UV|Ea|Kyg?il)t0q1}PO`9m}11qjo
zfd`RK37&&LO66g>^4Jzo-1WwPI+I+znRIn+HJ%CDKp4Wjvf%N@Zj~Ia_9`mw$msAC
z;IJOV&|W_7zk#lE!O~q_>607dBg(T8nMWXCfA#C6+MsX+Wi1_zTpV4QUg?8cN*5>P
zJq1|C$kfPoj1EmlaM-kyJvJKRyg0Y<c$;O*U3m`^;7hx1?Do$UbnN2A$lJeTx87Ld
zF`sk5uPX4$TU>a<TY~l!ng_cZ(Z*G<Pg?a$iPF~IS>!m5H7wsjUN_<E#s1XS^#>bP
zITmL>-Cr{Y{{TXvPSBLSKQtxF?P8^|+WbC&G>;H?n?jE(Zynl68u}{&Kb9-5*0i?N
zl3N29kd@x2r%sjUo(|Lot>VuUU)jn;Y_aWZaB+}7m3rQlBdiwEO2L{%*iXI%b>Z4`
zYF%yl8C1L@%@fLQbUXbz802sWbth>#@A?|Er0P?!l_c{vrroMX%rl(+99MVZTVicl
zl&Z)i1Lourisv-jcT1U>qeuA{{a+o=tz(Otr#BevZ$k5mkz&tPIojD_=y)Jj^_A>x
zaFKJClMD3~ku9aY((J=UFKqCC16=ork?gevl^o<mSZqHw;n(PEJUdgCs=~y+NL?MQ
zpt}I0b1}dJl1*BRLBExE5gcQ$%yMgv@b`>-{Yma@Buk)i_Nyl1SdZ~Ce|b+{E7KcW
zw+O5lZ6iFKR~|AHXwAGt`BzI2tJLLQ%^XGjw6>a>$2Sg<o`<n-{<U~Vi>-qAn^93A
z$J!i>k9zmrZ%~T=0K^h3T$tfd*dC;s@P84XH^e%FXRX7Iezl%cH!M`_?;B`si@c~o
zwW-eii@%r;;Y;>DGrymuU35?Y9cdkQu03n%Igcj93u~Ci?+!gNOZG93z0cCEMUfsc
zQuP9%$&`{aCV<5sB>q+H-T{Uvye|~04*6q`c^vfJit(H8^<%wzH-RJ{@QGWI{l)%f
zxU(vbI9W*@7*xHoJ5!`zTv|TZ3acT*Il$>xZG16x_BfTLiE$Vh<o2yQ8|9b7?(#SW
zG-WwHf~~=-*?A}p%wUBB1lOHHmJ(_{(pog0_SD+0ClH%aTRz8=_>)Gv@b%QOL*<xm
zNNf@EgX}A}gTvA4ns{cM1$8J?ueLEw@weFT^pPZY5t(8+7&$npv>jsF+5-&oU={=t
zIO$nBlw*kYbtQUht^VyzTd684r8Vz$Jg>yiUFdqFTgwoXqJ?QOlH;aGJ$S`Y{@t~X
z$;m`nRtECGObyJ-$K(xqFOPJaZAvE8ZEs^P6b6sf4)x`8XcredW`V?zB6*iA2wy38
z1^jx7?8Dbw{>?kvZn_F_Qm4<~e^U0DuS;j*YoVr(-A|Gg&kcjSr*3jT8tOa)twVpT
z>#|$IE#P>J`#-wm0Dn>X*BJg5*EIN7Sentk!~m1cSrp+<LyYFG_%m6w@b$Ib?5Og!
z!nLtQZ@a)DzLn|0H7m1%Yu!DEOx3Nv&Jm<lc2SnbNv&Btxh-BqD#KwLfcCF5hH3Uk
zu|XS0Jk|I$i`Y@4R#nKs9RC1~IZEl7MQV>tu)|oudge9$RaaB93=Gk)BkuuR)|swf
z{{Uv&VniRhUJ83v^Q&ISoXnh$?pKv8&XnQE;P3MP05i5YO0kzRV|&#dLI!x4rhUeH
zQ^=T~`1oP;QAd?27&j7Q=s&`^r7vj~targUyO;_}NMmoq+*G7@sV*!ET<&*fkGHK2
z1VbAci2B!-=PFVC=R?p_i`a|~v>JDko~QGm!k+&Con!Ubj_9d!8A{5(d3ujgQ!Ig$
zFz9LiN_rp8lgW?!qLRiW?uVlrypEK4tUJ@iykFcDrrs{`ihtS?^B23=kIg57)v2pn
zL#G=?je@_F9E|gx=Cjr)k%1Af2R$oaRh2KNNtG9Gk`;10`d6ug#4JS##oqcHwXUkg
zt+g7rB!EPjA6j2GxpDc`7;PerKxhyj_eD&xLO<n_enOYEsck{RJqgUq-PiM|E}bT|
znjs>B=*kX#MLT3;_!sh|+L`;K@}=!&nrK|8@H?Le>d@+QShRM{GC*z!6ATm?{e7zv
z^GCa~SYAlb34ZPxyI+cL<@llojf$VME_R%EHO^gXZ+WE~OM-$(3ObV9kVX&mHT3kV
z)SWoXzUPfn5L1$WBQpC<y3;lZk#fV0hjml};f7Wz4u9D-+*#_8u8pl&Ni;<Lh9-%N
z43m|}9{8^R0K*!#nGc0D)Ry+qWe^SFq)<VwTt+@vdVJD_^|po6!@_d1m5&gzvbedF
zp-~eB-I)}MnCWvts{N8yh{zZXz>+#<y1$4zv=8D`n#y?QQEsSAYzWRzr{P@Ir+$Z5
zdzgrCm^U9mT{LRcs}(z1=*n<}8%f^G`Um00milLg?Ssg!W=}K~&j8~C^sd!9*BkKa
z?o00pX|l<*ZHHh3*y6h+`_;8O@~fQkX}4lfD$T!BPytpg{_(9*CpqH+!dq-EMh{QI
zxuDPg06hNyQC%O2+{<{8h5LZkAC%*@d{%E>e_N7@(H}{H(u8he=#k4Nr>vDwNx2>W
z0NE6l7Sp$kwSW+ASYZd|_Nlx+{$2jASd4wJj(^=1HkUkq@R;kbxD2cSf8RCJO*tvu
zbYGzplU%m%{$;76nip1;Mg~p+$*eyJ5~*~{871bEl5y!>CGEsdaG*Nm4hC^pejJw;
z@T`v@KRE(II&t@XzO}_FQdBD>yBbbh(u00x=xGP=kNfJp&*B!fB$~uJbXW@pHyr-}
z8-Mky(&V^E;gU_tLMd!#t_EwzbqU6&eQ_#Vvq>DHd%0PL2<R|9vs&ahX6m|<TWn#B
zouOl-M!cT#J-UI3=0Os;Cx*)qe+*U}`m9#Ay2*)M<-V87VyDrMC)0pwwlc{rrk!w@
zWVI&Z;f{Xj$j9c??*-UeUg+B9tEo&9D^v})kC})#{{TMq^i!u7zPh80P5K_E;j5@^
ztzt4rsutQL<n{SQM}2o3w=U}@0X%VB#J8f`Ot5mS!Q)Pcr^+g+))1fdPEXhW0Iyzj
zvY0$W#9vkr#W<&9uCV>)r37APRh$D|WQlEOcW-enKXM(HKknoD*PLh?r<tzV#pN=V
zlZ>Bg?EFH+K>-R|<~{M+yVU-zMpBB@bpHT<Q7JP%<Lt*zjbn@kc^TV3UMh<fP%*}P
z0aFsj(Fj!zNx>&Q>nByZduSF5d`W$Akq{$+{?Q(SzFxny#8!_!?Drt!N-oA$wQ~Bs
z`Oz&|geo(AIQ|7a5PO=}wzd($92W6xhBXSKpa4?oT68*9n6{0)$yo22Q}?8E)SAA;
zD&?2~^`~1E%9R=`Mfmp>I(PTx^<*DpLOya>`kIZcm>=D?N1>^_^1~|=k?MG-#LDsj
zLCF3RI@c<dSo_BBl-}?pWp#;*;4!y29^00^0=RDoL9@g&$ji0<%*sLQ_m;bw`#hR_
z_(d-^e8y$`cj%9WN+~@lb|}ZoOXk2h*(QJ9{{ZV!86zL^#qs|2dZz%R3yr*Y;-(h*
zg!p)b?mFZ#s{4UIBJK7kH25_skR8py94hb)J1(G1G`&tk#1oz~)YKDOTwAu;mDRI?
z4P2L0oue{G14Y<2G6|wN4bG2oG}viUWD3~qL8<q86yYfRNT{Q50~BBb+J(4VU|7W*
zpz(*!2jz;8T+1>Ck57kbJw|`VnIkrX^rsG(sHVD>IXtJfjyA`q{{UW;xk$@^3HRwt
z2?hs69`qler$zRwfWAV*EQh2~rd<9M$t0dQ^CLvA2Qiex57M2Tggg#MKZR-N#QnRk
z@SN66Y*})8)~1eecc1o63vr!|xy7_3^z&r@0MJ&Z4;hb<RiR>RAtU~J$^QVLEh@Rd
z@6Bxoxtm&?=Zf+F01F!M1IHiw0IT{&Kj9NV-2VWlH(&P!QSoQ|lv}J1PyGN@{V8+d
zWEkMzpZynHl|B}2Pjo`k!s{x9QLv72S2UeTEw1eu7#4~^;ZID1nx_qm%x_&8R7T)2
zewZhLRU(1m)fHTS7IB`{#G@G_t+^&|!>Gvw>v3$@nkNjb4|?x>H{;u@yOp%m!Do?x
zj#a=Qo`B=1uP;<cZal#=KGsu!I@Xe0+epB`&m72itB#=hisY?NopKw&JKeL`Z?yPt
z$z=j5dz^RossqDwu_NtK<aP`H0N1WVL-CcwG9|X8>_FjV$0O_NE53$xx<qti$12Eq
z$M{#z#}kUn>T*`r2TZ8Oq;D2dJ{X@FHw*s&e1G-pM^DiwvMlQxT{A8=DBF*G=A$~l
z5+RCGP?csuk&#k9u_B1EJeCW%W@%UD$EAI44wUP-wX@XlvGT1>66NXJf5$=p0As#^
zL3=}Pr1SiLjVoH*5uZDQ-B46<YWEKj+jw;)>ADsBzg}v)UFreJiq2iF)kx`6jKR(m
z&{=g_(xjZ9-@oCZCC!tYSvN^5VNX-VTbED0mLw}?V^mN?q=GodZ+gy=wOM0kdvP2<
z9ovsMt1xRbCQE8@q)IStBww72cK&r(JT$6CXnBQNkenqO{H^%h&G8w$8U^qXp&mmL
z%19s%yjPd_VQuuyOHsAggWKBbwuU(7Wjjvd2yEA`$$x8q6xPMmi4?962LxiUv^#rE
zOT+QlUBZ_!Ld_G$GUR1XT=x2k<xu8~sZCnveYx!V*sJi{!S@<BhxIw-cx9G(GOY`T
z1r%|}_0DU4Yv`f1w^o~BE*Ax{&1m>{Pw@AJ?ObWm+!HCuN06~hcI5uGHSp6lQe>Xb
z%bgf9yk{G}wR5FKUCwutDwOIkcb7vVeNG8=GX=w(vI2c7rjLDZb9XRCAmAtrF`i9q
zn=4n5onlk+fym~neU<<&WMHUK6srNzw;Xh@C!Q{^ByXwcZ5!-t+6y;=NUn!1_gfj;
zT=u78&#hXdVOlj=1F$2Xl!4c+TD^}@XA5qiAW&JGxjm{QrTPB=yt<ZOIE<-AE9Lzw
zqFC7B>8D#uedj!>^S8^?@jG1(?$^hH#@(j1nQj0^Y^wq5pX*-a<nJZU=I%)3)p;$X
zo?CUkwu<HL+jJLTZFKfN-%O8TR*FhnJCF}ex&F1qnr1XBsB%kB)ZYt9(!I=x8-Ivz
z^N*Aw^z`GedhyQ?Fdie+Msj}A{{Z?CuUFDoO|EK<^AH>Zlb&*VSC4p!8~zf_O;q50
zrThDu>&qNIwLV|vMi{qxQT1dShW5|3Hg^~Ve>$ly<e9!<jyu#-lHd*F^RJ*t^BXiF
zf8F&I^B~4S0<x5a7%mC=&|G9?!TM6=3zn~B%8VW>*S;Q1llXD1fjgp#GJg`-uNIZE
zhn)Tu>)#C|&YN@*KyeIw=dUeXIh23dC+Kg5f4_;?%`AgSoCj=`AdL6vR}TXnD>C96
zi6LRRRT@Od1Fy_8SN{OBl>O->W9zur#7-2H5|p~XGv9Lewh~T9Jk(^WO3R!Lz>m_W
zlTU^_Stavi44{xV9(d2KRBK458{K|kwCD1wr|daCCu{ZvHr|M|*~#O#rFpiys1FZ#
zhf%i(&ue>awWCvwyND<M070)#k4v^V4Dt-N01R=AS1YLKRyx(Dvn1%TO9i25rN=^~
zxAGYLYtzYU(T#po+rN>?jJ)YPbTMQ2g9M%fmq5CLV{_$sP{=X28OYDmrDXVC3wzsr
zQDl#E+uF3KbH?JqdVLA5+S}pohvE$<PDQzr*6J&5()nmI>RjQEzXr2>H>ByhP5!N8
z1;M+JMIe)K!ZHR>zm9ijn)>LtxTcxm$vC!|p{ME*-CHfVCOK6A!S8`nhC8;n$G=*y
z7m|`>T3fCU1S$Uj8q~MBN1avTg!=rZqerkNL!fH{Xr9OYWz;O&g7+CU&@A^j7`I|S
z3gY2MiWqLRt9Tbvl4*9c4p;+|pTm#Fy)(mCcDm-2mkPdItMW|=;Kt*qub0N*E7PxP
z8sE=j)`l%AN=_zVlJxYnZ_HEA_K)z{x8^ISw>ED(!5gbcpLlvz(+ZJ{R+KW_T;qAo
zFGDF~l79)p%rzE59?8AA6`2&b0(l~PbC7exbgxO0*;r!&xhB(Pxz(=L05TYGPB_I*
zI|J;Xv~q0e!{Z|~@1d3ihyGb({sl(a5AXr?Z~nDxO`~4IxpiEBy;Wqio-vZE`Pa|Y
ze#TstDcSkl=!JO6X)BaD&M=w(0Du1gtxXIG05Ws_(f<GnV}^~D*r^4NL&)n@;*~cI
z-7s<bRi_JlEAcv`8?7044~+bunWe;@sreI73&_;%&oqsw#Jm!JDxPl8LCGR>8=g0>
z{qldtug7?*fm%F)Swm2a_GAA50W=HcV}PyC`zEfPdbHoTtVF3fElmr{wUtytKso1*
zl~^=~_{|$m@-g0?srXmXQ;)PtQq<;emqZ}*JG)YV-`+IvwC%j}TPiT@M>{<0;s=GL
zym>XDc8eTQA~G_Pe)co^*9EHhadi2vt>(Ukri20zAqDajjC1e$SFw2LZSY>CK^!9E
z{`wW<v+7XmcWrrhh-MM01ztnpNC(@sdXyy9FGJ15MSEXSF8mXy+i4MMFb_TkfoEn5
zfS~mR=e0|x{5<hCr=}(SwXA<;b=;)L0b%Rbx*cBj6}Ry1oZ6hW&^3yg)B;qmY=PG}
z#X`4Mk=vwJ{wdVOw)}Z<+ptL2wmR`x*2LCS?+34%Z}J>y!OGvMguVjt1X{{zlEo6-
zJVsCifSsfN0IyNS;jH+%v^ABCiWnAP2h0$*KQUVxh5dqCJc+Gd&v-GmX(B4be|L6z
zRvrGM6~?~zQM)2A13AMVlLViw6l&rsCwJ4gUiyULN)Frn&u{p3_KQ0+q|F`$vXURv
zmgk?wyV(Bmt^?uQGuuYTET-I$<m8{2b*}YfRBlacfU7E$uPyG(F_4TZT03Z2TAmK3
zstMApTg-*<4<@_O%yJs^&NZum8-PYXAygJgSaBg7)V?EkU3%vXfMs!zeFbFVb-O#H
zK&1y`>TC1te5duAmX}t2ULKnEG4v_;Qb}d;W~pe$bYEz9Bh=tlzKy1}$BVo~Spw{M
zSB`_^6_4PgVdDKovAKiGpVGSD4hbJw*Cbf*UgzdJ2+jsN_pheHMM|4*Tif(JyhNoL
zY0zCqPKwnMM~zr6PDt&=bAAh#PiQ}RWWHjvg20|f9GdTSXme}>kOmJ?T!(@*t7p>;
z!e!p_y13(kk^U9tW-Z0kj2pkYIMj@yoV?AgLTx#0E;iXI9#b5H*NX6?J;A_=-Bl$}
zl99$hZ1d~XewFmK{C1J)Q-w%~5fC^YmGi!xs>3$7Z>BmTr<`ME$KC~$@%dL~78Aoc
zbIYCD`gAgkqfvI(snp2&ZLXOewY9VXF62mxl)-HL-8<KoYBPVOY7pB7OKD|0(Kr|l
z#}()|5w+f%sOyn3g|Ly@AV}b!myujPofP_(uMMnk1GMj#D!eEe&*{x};8Nw3?W=nF
zh9_jMclw$#={72f(lrPE`4y0;>bPhd>IHN<@+1iyYEIN*fc*fhZ#784W1nAI+0Ms0
zrfGOwD|nK`7|sKpcH^<G{{X~aExoSefLXb&6T>sF{3JGbB#p=a06{g~c#c(TTXNue
zV=b2KG0k}So1CK5R-I1V6nSby=dW+z({!f2o=@FJoDA~E&{jr^X*I;sYWk9abvWA`
zM1QD{vilR>s#<UH7OpQC<4dz_TSj_GCw4x<x0yG{er8tBBzLbKU$~2ce)HY-UBA!n
zJ$Ogj$;s`|lWLyB9-LIG1Y-`_WB$?3DkY9Hj5B%?YiCi@mN97r18c~+CpoTXQg1}r
zrAb0EN%bnnZ8Wy+EKxH?y+|BWblDO+hn_)|g&IP?PHRg`)a~r7u5G6bLEvC_tc6(K
z4MmidR<@9H{_RgKnoqC!n7K*Dagx)acj5l2Hm%~@%cpYj$!N@gbV0o^KD~b`^xE>z
zhJHo1yCsdk%8}U;bN8HvLAd__D)l=34+j{=l8hCSK5G^HL*a{ZsUsExBzLP%FfpD7
zPfE@V0~XIT?>8&fx{gqZT3L1~mMy>la!<8ei^KZL$dCP#ctV`u!rcCpx+JL%wP!Sh
z1WAyRdJGX?MxPdVSe!{cr__}H02&)f7a4NeT~7{s9bW3)Vj3;zJGsnf6;A&EM!nK>
zi;;D2Bw^-8Lg-f`2iCpo{u3VwAti3Cf%e({HRqocwcRIJ(_sG3x`IXyGKj+<bLm+n
z80izQ6OOBjx3uVaMEu4*D{&waY1S=jE%GA7gtCLXC$4`A#gR!t+N|5(v=9i=2nZeC
zFvhiN`W)1%ay#1OI*NIBpc0IBjO-wc{uD@maD8!6$~?(;;Z*kuF;cRZk8W|AcCiiJ
zwsjv5wFs>>FEy@3wDEtda5=^gPsW+!+vqN@VOZKJC)xYiV_a_MJp0xKz1)`YtZNix
zsq2nSI_mOE$h@~i9OrOeO(rHq0U|M4dO^kZf7z_qh7b?uT3SX$=O5iQOK@jh2`5d9
z{<_QC{eejvHak+qk*3H009|GO0MG?T8O&oQwU1IvPZfX3M!6mSU;O}9g@|SFc-nA(
zv_JMiS^g^+_>VvQ2mb&-71?+@Ot;khEqxsPd3PJpy&Gt*YKrh?)U9=M3eMqe>~#Zi
z5t1V;USh9SA2&*6*tTS_p3&rZjEt(%5120;AEC{9H-+@S4?}r88njFn;B3sCCVst*
zRPnEcG@TsUMPqn8wqqn{IpB~wisYw4*J<u`PHD7}%vwQg@!LyrZt`217ka6|Ju`#&
z*4Ck>ct(48<hE;z7iU!mab>~pT=$=E4W*^5?nALA85fK;anI>i9tk45ia#}45pbhv
z9R2F?tKp`amorwsUC%-eGt$N{o{--CnXUwu>n7dIy|aw|RoU5VXTvvg*-aq1wFfat
z8+NZdyyEub1Y>(~k9z3jnlWvrq?S>cCfZ$**s)&R9s#X!bQMJvJyS+hYT3y59}mCU
zd@&@<G3J>c1adRZKU&tkMQaclK^$;Jab6j})FRL!iBY_wUm<`kjGq3r*2{Pv!GC!d
zn7|#R{oiAX^l<BvF<wWXh-y-k^E0$bQq}I1##S=pE(Z#I{XVs}_{MvB))kZtZYPf7
zXydn#0{clDy77`Y_o4{q({CjZOlGx^krXWX5o6r+2e09ZRk@`r?i8AgQFl=v=yU%7
zxPO%;{1C0}l<x{L1x9v^^dtJ!TgfhCwU^J92@*vrtr#nY^y+h0Z|8j4fPvg>Cu<L1
zPPI5WNpssm@e2I66Hw7?FEY;phQ|!N8saqV4tsr5R<VNPV1i*H2N?_)WPdvDe$g$f
zNd&@K$YNvIxoy7x07IJR{MC=gE){`GyCq@nRFV9JXIiAAb81#)8JkeHAHTQGKa4j9
zk~h?*QelMx{{VQL{{V$_7to1qWKuh3t645B6nmQUD&o0mIr6KfbwzvDxs(@JfbTIR
zgSbu)^Qs;o)dc!H(F`Q4M)hHX!O!)swSH4ro+!3SbZO++zG7g8#btxXLZw*qM^^d{
ztY0J4!qI$HB)&Yk(H=0c#)2f|o<fGtwRV#K0IW6T8b==&<{iv{pZoJ(uO~7ST>L|2
z7<r;_op0QawJ@FyNIvZ}sT|{jUo#bRwB)=jr0SZvVoqhp>TAdRQH1f9s#iGsOZEEK
zvv^@Z)HQs6&%yp?yjR8Tj~4301D~}&e|q~&uUu_U@W=E#+*j~oV_cEulao-kae_Vb
zQZ`OK@lnWfP7Qr3JjOi<+tQu9;P$AOAY__cpI#|~Bq!x2y?fzUd0@On86w^@{{W9Q
zc<^Ji*Rgyfc8RXv86Rgs_4$o?xxLm7rMn#%Tl-|u-pdI{;|w~=r}eAYs+Uvwu?E|;
z2~_^Ia=$y9ZYus~&^G#$!varlByMq${VP6OQ4CH&Cm0oEGpeyn<a5PUlHx~+!+&$q
zrV3Zl=tLBhotdd;8o1>08~RozxoI7rhBb-dQqn9La8Fg_AJCfAhkD2g=Z?6lc8UF_
zH5(hb7(sJx(Ua+%kLz8TVrv%{dn=<F(36CkW?zal%ex;B>H6M}BSAfdxZkwnd}oq9
z`Tljv_-9}K)ztM#9Tq7k4=0wRfw-@K!o6W4v^qG`?sGg|QH}Qu<$3E~N8*TWJSDBN
zXcjLd&YO&XGyI1ij|ETXUwec}VdAfMWO&sR=65#|GoICM3v$z==N&80$BTSMN6Vuh
z`|#$R-Z1e!yhc{ib|P|Fplkv7*6J-YBV$q3+epyur;2|jX(gRfK)Z;`VSxM%SMXnn
zbqhwg2II(%MHqJDeoo#$$G785p585U!5UgP#q_3W;w#YL7G=l3^sL{q9T!WsY4b6=
zvwtie0u}&*J;A}OD>_{1KZ%_*l-zXK_RkI4wbjfQ=#3S;0D+eI<R`B0Y}aCLy%Y7X
zCDJ@mHj{Rc$k>hGMrC8c`9~mqay{$2@czGT;vFq7ZE!Mn$b|BZ=xa<Y;mdBOc!<jP
z=x*Cx$9RlT{K!hO`WofsyL&BCdxaSyY!G|#T6z+d)Ng*L`I@73VlHm((6LY@-I4UK
z8#$`g7}UL*Z}2*>$`PESEv#986as{OoFA#I$#sq7kplBl4Hi6eGyar+V#EIcJ!JhW
z<S|)`#Wn4vdwCs@jusmjEpxtc@+ixCf4xvZNt3rvPo--nj}e&WSNVDUO-wX+6apRT
zI`q=AJN~gvXpETw$Y2LwN(u*T)}v|Be|`S|I*8cDyl!lLX)4hguNxHsz^5t8kF8E^
zBOk=yoeOUs_2s(y(^5@?sEMSH=OsY`g<i(4q6UnS>rt{`^sl(X&{3rq<ax54-H3J!
zcBR?@6yr=M9ZwZbQC&e?!||1k&ZXg7+e;|?$=ogw5I20oHQ?!`-m;{T!hZ2kL#}eC
zoQ(0!eI{51C)>4r-8|A;>J!NsA&a&@6J1zZoY9nG(`P0o3h`{#)GWMJZ*8XDUdHA)
zKo+g?5~HXbe<M+8zAEtrjilC=PcTQ5d#H;zZ2dT{lU?z~nSY{KTiZuE+*{2Yj2Qq>
z2T_{0;J+GpcS|~}>QP8q=IF~A^0$1sBoA)2&xos2>iq7PGwuC-<K=>yQIW#m-)lOx
z$_+@)@3e&8yLj(a<<qWCrY)x+$&B#X9W&Ot--uo-(zWZWHqoPX@==49O}WY9xs6j)
z`);ysZ6hccDCe&V0scm|!quxfNw{)dJv$jqLicX^p84Qd64Kt*1R=3zH#U3ZX1k<7
zR1yVwew}fDX`tIlrz(qri?}up0R*2)*0I!ekqn=0)UCY2KX#~_HvMu=Ym+X;LY)?*
z)$acQGkjheQmJ_MM|>k+K~l!57;rk*pWAA>lT6UbsKbzc`YMnIt~X~Db~&|$wIphm
zbIhlWkg(6UCyMU=(4x0%?>Qb8rM4fh6gt(wARb3=VOZyDUvi{?gSWkOE=;l)knVHT
z;-0DpJAX?2`xS~)uQ{c=XSYhXB{ds#IbVmcvGG2qCel%!Pzm+iE2Z#k#kJoOMX^AR
z^Qh``p0x*pWrp2v-cl5Ou3?ft+NAJZ#4+pMCzYG!d*77$^{=+ev2-Ir^T{TkR(W`}
zDNWfOFNg_UJ>5oGQHZZC@I>dxxLH`Fa$F*-W4;d+>6*Rj%LIt3*z(x!#~mxiygNO@
z>o$6E;UnL6=z9FX1wWN>SDhSXX~qpT?%b*_P^Y(Z({*X!wbSmRd(yIq7=<7M_f2?a
zouJ&^YX(R+iC{#ZYj8+znEXhuLh(JNmFA~=c`T6$gOG~Y$sSn19M>6j;$23^#y1zb
zWt&fIHbTmg5*Q~K2OM%M(3T#C6>{McO{afei&LKqUDf92UkgD$hBcM7eGxCBh6j~=
z)j1@#8HYZf{c6SV6{&9;+QwY;m$zIgs~39jimoS1h@iL=N_@uI0pYU1cJwBj@cnL|
z#@2z=gQRj~5sVF|{A;00lACR#S)}BWOziwwFhYYr^4b3YrE;%39OI1lt?wDJ+=IB8
zv-t|-%(y(&N(rl?RGf4=p9V<J;+qsFIc6XD>8^{#`onA5#99WLLtDTP+h!dX(MP>;
zUK<n1ti|?u3Q8lDg9CyHMy~ru&?3_G_~0+TXFKPUJiDKNO7n5ER3SQ@Y>vDvdE~FK
z`yD$FCB3QyiXnl=0;c;M%H#kWo}-G{K(WWNB>(~1tHw{7dUdahb>$}6>qfKI+Zl$!
z<|BqcN#}!I1a_$nyk_GC(;vKM`=_uUok1g$BAvC#c#~JUy4JqQ6u6GvfppJPjO6_V
zbYW@L#LJR8Xmi)8DJ9Hq%c9<ucTk0MkV|rEv%xL3mFJqfN08$=_O6{L-=@a+A2I`+
z`qoaN7uqc6iHK0qwoj)Ojuy1#S}~I9HHe(x)Q5aH(U#9wyws+X{UYuFBagbq3jY8z
zUXfmZ;H@uGwedCG-Ta&5lGH7@3REg(dwv4F0>4nCtgL+PcX?d+oah(r{{SqPKkrk&
z;U2xu`m`VLAyk`JobY3Z{`saIQgi<REaLwFz6EMzX%7!xWaPv@;8kAdL%NR*^0t4v
zb5z?>n;a}(_v}<{do!U2XW)X90?+nM$M<>q)4#Fj0DaJX*j9Lz{g2=&!f8R^;+CLn
zri@CA-9o;_s!!}hKl1x;!1b)CwM*z%YFs*u^cbZ&t@#|?OOxnoglZicKEG{)^Q8XD
zhaBF=pK8cA_nod~&vUrce`&aE=4n6gqeu;}?AV5LcNycg15dWkH))E*^Q9x1TmJf>
zJM;4%Xajfb7JzejxT&p@*3w<#=}*?V&zre8qbJsyb_*T+8s?b>l_V0#USlIN6$I_d
zf&D6x)~teU5-|S&fY%(n@@V7IpEDJXhg!aeRq?!+wuHP7v<4#`5Cg~5SEBe6E8+X`
zpZRP*kgpxnNgBLd<L3UA>z)jKz8$;-b+{S)g+%@aTpgM<^$Sn7+O!^Fh>{z3UWT~2
zt?%R2n%Yk_;YZ5vKfn%hE3>y|bdW|o#8aGuowVj6L@LS%BLo`q+}vA9o#|aB%K8qG
zr0V){vAUI#_TFY_$rvCGazDNFt~Th)736mc?B%5{5cKPs?KLYHwGA-Bim=S5ddfJ)
zGEH#J1EjX)ZiLO{?#E?2a!1rxG%7iJvR1d^bV@7YLv)zz=C~IZED0AIjD3oQB>uRs
zUeojqJ6rI@oz#|4NWNa^<&150<n$uEi^IR!=UTRk{y>m4xRK8oQZd%Pg3_&Qbp0;Y
z!%vZ(*<wCZ9_za`(^Cwj^_yE-$296S1!IiWn*RVrHa1#az>Otm+_xx60B!rEeNSqR
zO-ovf%Zy#1X&IGRpxU_3OJsE5;<vm}GTd50AdMWP@+d5Ui2V9jGC>DFW{dv)5Ad#v
zGf<|ZC(Y(@$u{l{;w^3N=d+4vl4#LiG9W9?eE>a(sqFRLen=Ks8ri^Mk>!z}U*h`p
zs&W)S&TS(k^&&6{{VPV+D@iOSoo%qusUr--CmHAut!?d+)kQN3l&32=yBCt`W?3OP
zc-m4}G39V_2>hy{@l5u|W7|Z^tI6DcQQJQ*dFS$|t?q}MQLwTSSp82uDx~U?q=3&b
z5~`zsM?uhZuPZE@QmGmDJzRVhskrtwEj(R3v9bFL+sFahOXM7OG+$~l&Ej1PQHKi@
zyW(-^#|ITcDE8V-BF~t@wpF7U=Z*+J(vweJ)~gi2IgQCvj(9l)R(Yl&QJiL%yR-iQ
zFw1DVv67bP@18Kgj>n3nZku8&=)_c(nv7R#jO~;Arkq#jkPlq`mE=^Cof&fLvDs%C
zT0;urviw9p;-9?#0CaybTBLJSb#>pO-Gj&}{Y7wKl)keIuA`~&Gt9KLBjWqFV#t5;
z4SK8aYs$3t+wpL&dihxY0KYZr&%zU3d_g78PA{<-ZJ((SCmjttdh8(ZdvRGB9sTw7
z#rN9rvN<-yJiWMHe?HZ&zyd49sUNG=aBHXLb-V1&W5XjCI<s@l(_@dVc(042-Qvwy
zWd8ui%l7xLbMWHrn^gz3<JX4xxRK)>R1f+1f9GFOlTV)+Q_+5h1~d3bz;pnQn;zJv
zY+U{0&$T*sJL)X3IIpTll=meHF^)|ymH-`UFx|6P^rRBb;kh1JAW#KN1yf$V@SaS^
zaD?=?U;PNzkx0982XS7n@R5hwE`k35pH=?=(9L<-zx$O>L#GM+WO{7YqH7u1Bt<GW
z0NwG=^s6{I=}}5UM#xu&1X9N+FsB5Z4A<wAl5j~ak8;lUEJ84n=NKZYY>nWPdom9!
z;egI*%_}Ty7lM6iH!b!uIR5}w{VFLwS9@F(UZ#{`5!@qXbHO!JPZo@mMZLuCkFrJM
z2emPa?oLSOoF8h!H)(5e6tT~{%iLS}{{Twr!Z|9gQA+Q=#QQ73rp~7J%HDY3h!Wcr
z2jBc&=kc#P_=TYV0A#~&s@YvVyhuETSWXz0IUj{}sXJcjc2{M{mRR>mwT?4fhs32T
z;U$o}99$^DKE}O#HX{{F8yXUlwd~SbYI4eiT_0)WdF9ph<Pz;``+_hJGa9KjrEu{w
zHPp_eatx${_*8n(A8G>!?k`WEtjyyi4%PNbI-XaN>RMKZs%sty(rz?)6>e-qq>b1o
zc18yr@t@AQTe*BeEOz>J%vS(FK#n($1$tm-9@XA_HhY;oEb-gQQNw(^_r+&jYTCbu
zwef2NqASSQ2_ZZU>InXyt#~gNQDW*wN-amL-5v0xohZutnO-IE{-GwVYj|ZvhVf!p
ziGR5J2g*lk+3@D4srXCm7huOU7qTikDd3IUTj)m>8$oJ3S#K7%I@<(?BlnmDY(4(G
zR!zm-t)GYO<g>hKu3~b{0pvyV@%e#TLcHZDb=7RN*8M_M;*^(>^c}f2tt8PB7?Ygz
zJkxEiN1HszLm7EsdsjQ*e-x*Pyf^ly0WOy@%NXq5quQ-SFOxW8a1R)zol=zW-qw`4
zTyL?-Lhf9zskNNYbL&+_+(-D=^QHS#Kl9OlI{e|nSJ>|4mtwRgSCNd7Y(B@1wJR%n
z@mcqmuNBg?ZMjcTo+*b^4xVC_+6GC_7_OgZH)$@XQlmDLMdx2?g_P%|W<#soPILBB
zk@jY8zlBKmawy0Od*hnZ*v>A@)-<NKE^TA{BAey6psHVOnEwC@ezd=BanujWtCDEb
z+04ADARl}6q2iUoC}2KeyFQgnUODVPDr}cdgh`$koMNi=dz0*?b5*B;*oBaM-|p0(
z+BV8FvA+a0LLF7*P{A@i#ZUdGHb?G({3{7UUu%C;2S#02;#nH4u^0;{{rf-RUPbW@
zbcpq~SnXqh+SEG!?`~gz_*bh9Mq+=}f%sRD{8txK>$cYt#KJEqByI-;<eXQrkVe?F
zw$b%4tqw@HW1`dT{5v<pl%DrT6D%o*DIV5l2Lt96$l6EYXm0Kd{v5rzSx9&yNgFXQ
zq4npS)Y=b-{7DamE_9nM8|`+ZczH@ODY#^h!lAJ7?zv-mZz^fgNi0@tYN}#mxk2H$
z@0#}M;p@TGN#5<--?yismo#0p`~<v@!(#5<XnZwwYZ?=}8KiIDlh6a(9cwaa^wHwC
zxr<H)*u*wll2jqsKRi~4iF{+?4R+q%8{IToqDWZ^!pc~cBfqgV%}%%1+Qex(m6)n7
z0LKAFKTKDC8l1T=S4U^|o9aa6wU=JUw#6pvC|}FjyawCpo@<xa^_eX7sBO?W%temz
z!0LFe=HlKfZ6Y?u?-dnKzZK>h^9zp<w5tnYBPd&TK{z$@d3udnvTbRp?9Q+5uD3cb
z4DPvRnTA=mkJh_+rIOj>7WOhtyy1!v0{fhr;`}D+vBYtVzDds<fBLJnl6QO<8zZ>}
zxbgo0#@j%ex{4<fU3Rv|{0g40dH(=B7ykOHer4Bo!1di#{{XZnX$(=9k%wKsbbU`s
z;8dI0BPUPLuc9UESY0$orC#o42R-+H^{Q_TwBlVz#F2v61(>q1B;@+_`ijodFXfKN
z1#%b8Ac5|3dSaKtcaJ1mn`}>#=!1fJ_pe61IdavyT|YA^McHVzI;)qvHu7X6e5d7H
z<ozqm>{jgjMV+O#Xo#~^+TB0^WBmKqq1;|i6j}LH0iHWo1NQ5wz9HN*l422T4fP6t
znwsAtQdMNEw*66^NVwB&ozAGYFQXu~vsSt<)Sx7H2kDySTSM^-SCYY|YcSZ_qJl;N
zB%GE#IQ}Z%v()GE_NS8DfEi^u{&=r3@m`UrP2!8`TT)ASWt1ugcImX9gXl$j)#_8l
zyTWN(O;!H@13GjkMiy%K)ak#oK{E&OZNw`8Lhht|;De9TBC<R^pj_!X#5&4Kj{~zJ
zHvFDJ!8Mf!ftvE<+Z{xOgDWEi&O3wGy;iW%?5(wni)7TMk*%KvHub?C^%SC&;R=`9
z{_pt?qLNpXe-mTH*9|C+Mn5x1NypGvC*}fqu8+keZHWjWmDnCSa4VIO!mdECdNI)R
zB=tKl3tG)@dj;d>6lmmhE-~gV(hfN0y)G5YDb7b)^G^?Wh)tx8Ddd;!4I85100MwW
z8SXmqUDS6|Br$*nKwOjh*UM-0*R+o--D-Ooa&xBaZOL&AK&fC3I#mI5t2*ZaPbH5P
z2ifLz5^Q6W$*3-;isMsFE;Z+AXKz9~SI<+To$arGBeg;h(X(Dlh?$q>T>Wc;)TT(U
zuaOY>_cFfb9J2s1$DqKjpj)zlT}Wr@2>dGo?oBq{8=Xez=H&U7_Oa&~X2>jmI`(o}
zX;ht`Lkv`72&;EHt7%kePy$8-Yy7Doc%-^OO0WzG0QIULXSs^cXH^Opj8uAklvWol
zapmF8LBRXO^Ij}sqbD@=zJ+@z@;fuR(eD1&eC&FJBOaWJ+^#Re*YRBVhIkTHG9|kf
zLDYQ9U8Q~gNh-6#^HqNHZ16FVP^o3u_-JX*(**too&BEYfC>C6rrW|n3peXY<=zwb
zCFkp2wa#lY+0$FPwIA7}4D*Vs<X#{7XDR$?KFM}R`j_H_I~M-{v;P3jX+?(_Bz|J5
z3oEn#04!Kh{hxSG5S-C)v2W~4j#)waieIrH$L|yV`XA#}KeMk3aS8nC!%V);1YG@S
zxLKC|#Rxpj7#Ppq6r#=p*5WLGyeg>DZ}a}Baq2|_NWC0+OZXaB9hrG-?Ee6Y<}dr`
zQvIJ!Ubj)>whdKH4)FCwA5&0VSxIQ&W>7QGjzs}uP(`JW`FW2YQ%>2WfC!xr(AF=O
zgZO`1aE>B5Q=el-qOq=jvVi{pTlyNOde$uv7S4C)up^47V?p;x{An0*&+9@957STl
zO`yonKhnKR!zLy0{m-2!MEgiQoM+|fUR$UC0LWh7Ki>Y8-lj)|n*jd+$Kd1s0aVrE
z&@B$*NSe{D?$+K_ZUHzoj<<J_>Y^Rt;C3Kx?N$60Avg0v;E?h3Bj5i3uU%xiNZq+`
zPI59iuLf1&M-w<tsp`g*s?m(2(5oR`gPde^HOoN_fxf(XzExOfbsYh0;X?ibx|!_U
zNePiUa0Ysl#xqu<(IzUPY%JAPLJjI%;B@A%*}Ad!9^|^7$?A_B*jnJEYDq7F#(US$
zmb#QSF<V(YGH+B7qbcD0x#WHo%ssf%^&4AvNF$cvxcfc02LrB8YU*XNhHIfQFSrkv
zp&9;TudRA~s!1lcI3)WVr-}SiZY?4}k_TCsIP^I8u5El%k(7=@?ZsU2t*D4Y1KdQ+
zBrX*J+^R=>{{Twmk&zb}Kb>aj#b|_?yC;d|=n_EQxCB*|)-@HkNf@d}CPMB^XZ+^5
zzdbk^Kb=m6WNpG?4%}h752ZwvmW8HvFhMQ#lvkVA%~@5M!N)*B6z@9QA2DJ@L*cu$
zk4_f*gM#F7)1229^W4jEFlnS9IpaR{!-7+FDyermu}wJBYq8s|tzm4F!p`JLjlcqU
zscx?(x6@MQ7|ZP;iu$kk*B5On!xX6HncR#q?T*#kX*cUFt)yjhxd<)UdymgG&zr^a
zMcVdfMp)95UD0z*)Z@K{W`a<CLvTU#t;lt88h-jc$Dk@XHNt9XCV_PKw$Pum%fyNX
zKt8o^N!HEUGF(Ptl}6w(jH&Nl6Qd-(r5Em=t8km-n$+xO*X^y)NpTeM$NliT!20bb
zpu5$r^$RtM!2Pf7CuU>hFW2$F{A#=|r3eQ+nu6~3D_9F|^3FyXM?>2K*0aOZglk4p
zi_!NnsfBGd7ITnjm#gtrZyGg70z`K+07>$;;10RYc&|~0&E;@}sQQ}V?WCT4ZVgvZ
zA?~A(<k~jps0D{}&28w~+y4M+7$qCazZ~=jp|3|B8d%Eo-SkS&?>S?JtqO8yQ7({S
zjhxK}N$9+BS@J?xxIaTlXLIGpG8;JJJICE}+lD%v_ob3hM+u7M&uC%eifWv-R{V}^
zz14J6skw!r!qMF7xfl(0#B=no2l0b}<1Je~u3!1rz3BvfuT%rI+kYWmSEzVGZxQ&L
zSdz>4o>j|vm<Qz~p1+lLWRr|BRV6oNWL_~pW|8Ldw&y<d!SiG5UB%zSKM^x1wbOSD
z{o^tX-%e{w!+!|xFXp_5TDWaGOLbWSs985D&p8L$zOJ4kjNdF~oAo@VndYQm;<R*f
z4b-3Y&4qep{{X^mA5XM~>V0zOWUaIhAOoL5D>!%?!}jsKvTB#;tM`bEbnn0i+w-M5
z@P?YdMA>ns<+0~-1E0g1^-qLn{VwCs+K>GXxUUmwx^|M*{{Y!nGh9J&8OuzYNFb5u
zJ*&3(M=>`uLUDm>k^caF*CuGxur(i%rW)$9M|r60pV>FkJ=C$qW+A|59nLxY{{WR-
z(X}C|*olN{xZ^0nmAKASj-s)=Wux3``c>V%utt^b!p4N)vj+{veSxR=2TeL>gsozD
z+Bu(d$gS6Qar}U<mBy+w%W2NZNm(A1B{f!8*_)RntSmtToKQwI@B3%h@Tu4@l1T)f
zY8lV^6A$)3rFco+%gpS((CdX}G40P@-%90;sx{1bGbr3cWE@vvoDecP_pG#VB|>(P
zBpna0AJ(^_QNs2#r!5|Y7WOg3fnyJjP6cy+5ber%U4B_V<KcRP?_P@&5`mUH3}+<Z
zS0V8_;#hnhUN%I3v?dCip7qg}*Oal8@7(6ES-NgE(#MYK;2W{e@Gl>Ltj0mLx%?^8
zTuC!;k;^}FYB!TAM()-6Cbv98*nS)gcwXG2ZEeK1JJxrLd^0p!vDK{aj5AzF2L~8)
zfH@sATVDy8Tf<}&E<+6Cw_59bNu$TC=#$z+e2Je0Br1MV2tB@)@i?q&!{&1A^nQn_
zN>P;<#z^xo8EH1KX}VR;qLZxc8pQJ_Jb+K**0C(pMu$b6;2vb9RJzRF4*U+D+}E#N
z_+~9{!?t>Eru*Iiq{$oLmIDOy>sg=huKYfc{gGmkM8AE+q_HF3u7+(zQdH_m-9DRI
z;k?|EMh=CkuA2nSYU*N^;O{HkfCv8oU-7Qe#$kH#HuA{FJ*%74ye(&@`F3_wG%>3e
zCQP|vK=1ff-7F@V14k{`aKtKwLOx<fE7+4*oVreyw@%&nIc4tRBHo8*_9%Gd=j%t=
zARqqKGfLEKFCdgnDkRWn%*n?9;GfQ|+Dm1qTRhgsa8gG#@{q|fwIS^lt?F$$&JyL5
zWf^QBk(8M+x2H8qO)4nVB1%dgyz^HY{uMZ8j2}&=qiseH@5lcDe46v3>c>N_4yq-V
z-Xj!A&<+6{RZp>v<xGUs@2FdqTrebmvT26?9;E(DLRBm{dqg}~#z5rf=}K%P$KG$s
znl(FMIb-=64y|MdGUMtEE?T{V_ugbPS?%FYM|_H`)>Fu(VU8^H%P}9)t~R4-CU(w;
z@u%C(5j;Bnb)uC>tF&63M71+*be&$>A1zYRz$Ajww}1EzU5eKDx~!=Zw{oPAD^Vnm
z`|J7BjFIln;r{@A3eI)sC#o=Y=H95S_6Npyf`8qv1LAg#sA?Kjidx!DGpy`Li3?zD
z_OC}0pgl+8^uBaG*+={ew8CQQVe2ZXUdB#Sl4+hf;q7Nu(Vp_vyfJ$>n2Gzi!5eV9
zOL9BnvNX>WU1_(_w7M<CjRYnQnP79gwt9ByUh(HaoaQ|L0K6(AeQ1nS$fF*W>MY_7
z$+{cws|D>ZrOy!YCyVtD5GA^%jWi1kg@M}5l2ngRddi2x{v)~6ZFLE>+k}Xi!IR4%
zU|~W0g?#}v?W?X9MLdqYQ;p@K+Z@dh=b>ua8RMk|3RG;pTihj1Qr1^6b&FD#?!sNn
z$7-SMYsz&YJX+1t$jqc}B{z24#d^M>Dm#W3k+==GAR~(4^$i~8{{UQ`;w3I53=}R2
zKQ1crnc1~2r)^luR8h0x-7<8ri6-3^__qc|=bGqX@XOB@&+U8E%V&le$E6lAO5s{N
zdA6#B!HkSn&Aq}~$G%<2y)w#cix(_PZb~hDf~?w#P-a^ARjs8g+Lg@cz=E>B0<OWL
zTG~QYE+*TK0h57OX4LHVf307{8iDm&U4(h5(~pqXpY5>|+`&$(R%RE4EF+sqGRYx3
zrjt25@JJO8fMAEq)&m@`+Xw?bm21MfgckZBh2~A-M<i`0sn7MQJ_EmnEj2P<8}A&C
zkn$_guBtd!zjgVMB{p@}meI{>=!!QLAXfr3E301;UuqKu5t%l|H}Df?Gmmm>xc=6N
zo&g|qJ9y1yYPXAUT19V=N3gEmq_97r2BRyfR+VKGw14I~LTZ~*T3F}wx%Xbiu}Z8-
zz+C(KRUK>L-mS0ew|7$NA`5cip-=z=LHxd@yA1kcy+NXn_^2%pmH=6lXFm1c-D<`Q
zhlOBv+Ht#h0=>M(t!y0s0NIk)c4bA*ylo|O&wt@sYpPWfTiY2QygxQrjFJ57qS3qq
z7N4s&p)JptS~Wu+&rEZi^T@5Ctv=uN19$y&{{ZV%JyXOp!vaTd5c@=}<;0y!G5-J$
zTJu(6m{gLAX?@2-!nCzV8R88lO-oX}+dNRDQnQmTdCA}a0m-f+?#5V;%#Hx=RDoW}
zqTg8RT8-YHZKpiig{TJVO~DnLrx`r{RjD?OB**8_;(zz%LtlM`wCF}pdma^OTBA$3
z;@%UsGkA{L5ZGr9pq}3$uV{uCp_Vv{Zhn|O@ldXm+Hw0*=vMaPK1`9i76aQAPHX6s
zQyT$kB_+A-#{k#L@eL`<5R`Ve>U$Y;y(X@7Zp1D>biT)$<aCI?;-;2HZPH03t<UhU
zVT#fFWy}1^4$;&F6^mg3hgts8Sx=un_~MKEstF~(JPPu#6lAGZ{{RWmQk0<LpHr=u
zY5-Z3DC%p2)O9}zwbxSfM<!Lu<YzqowbAO@sz+umwicFDY`;u#UK=YPIlBGhUqg^!
zeT*GR>g0L&>bfY!?9WEM@ukd#*4FSWWA2|XlT;wq^?4;$eM#_6am8|IPnJ3AYjVj^
z+9Lf2YWFE+*jVctYwkEDimLSHJy+p}nKr$9b0!IB2;J-REqbMSZ^H-w0ExxIj-O_4
z{RwN-tEZQhv}ZSaKO^E(t}=i{s(vK%N&UR|;?_UR)<Jgw0lO3eeJNQ9Nt(xAlWsoG
z9zBVse{RqJ06Zi8Ycq3Xj8JlT+CM5RgPEE~UAXNOdG`j8>z4%a96);t&D?nTaX`=a
zY1s!eG)}p7j*<TW-!y-2-VgcaJN??u<o2ZZ<WXcC%+fmT;clos!qZN-d|U6Y{qQP*
z%Jnn?bByMdgPEF;>bK7#g5w2-a4P1%8AAsd!RE3e1!Ro>0JH^e_=6aSAKvfusFT%L
z)*7dCFe<iizok@QK{a+W!N>BdvkphrrY};Yv?BDO{ZCo}2dO!tPFA!=Y<`*l03oYx
zpL|!bczuPwl{Wa({c!t=IOE>Db4~vMkj1t?yeri7+xRTBJBe;fh4a80MoBwpoA*gZ
z{1<ILp=}a^ps_q2paWeJx;3biIm+g^pATv+eW*3mHm)OtY*5FkJx}02opo`s`x!uS
zwV6Kv#8=B_8>YG*-d%MPJKJM+B2w51oRRJ;T0Kc4@}PWz+%5-UR8$mTrLso`n$fJ2
z2M3tDf4yFQ6ELqy@~5IYtKlitTJCISDJ5188bWx<trc9hPAibI6Mw>C5@n1A-Jb`b
zU~&CxuPwpA{447)Ro!|jqw08gno5-U5#+xSTqlSl<P5?I=iJvF<`3@<ed~YXT)VtT
z7yGdRkHps&Sm%$(R`FL?Fp{&es9%xKN|_yiI6V7SCh|r}KY^*Bot5~_HxVXx{ue`W
z8BCOD-^^TpFV?y1nYLZajy`kK>snq9mRStNNhMfk1GjqS?(WoIPNzIb+<rC5Mh#V;
z$mpvi>A=&1@NOZ#Vd!h6wY!Qx4-1J|q6;V+)1ADWAEj`KcOK!AKsDO<UTD9wW{yP?
zL>mkbzH1!DHlxjLnl-?`-q`7^?v3hRTioqCBq4GK-8_ow-$H`!!qLoV?jjpl9jpci
z8Sh*ivqx)jb0jIfF}t8S73elMQk^o{lwnySW#f&w8LtZuMwFbTH0{#IsfnDU7}@G@
zZLBS|%;MmzP;PH7Ky#dSKKZDv@0#XAaL^DJh*8f^bMN${R+bIZ!xU-zv%JTFl4^T0
zzDZ++&Iqh07{)hIJD}w!X3DpbTwH-6l0d-ZGPc}t&{l?l9G}~EBRNn?p5y>C*YKwj
z3~r+wj+G{!(rNc`T{KSX9!Lp{oQ!dwtyUUb^&<z|oJ3S<%1g1-7>tJEPcSS9a>No3
z{{UE3Wxk8;X>AOGc5p}lk{2HJopIw2-A*CW<d`c2kvzo*pgiPbp%j)rD~HK5$D_P4
zk`<YD9>0})xSWPKnvSY^{-@2yF^v?VGRBVKuXSt##m^xB0J^p0I<BWCpW+>EDDPg~
z-uak-&Y^}e)oa&usSsUXI}NWqyNKflu*czEa~`Yxm#=t;$7>AlCGi`c)XZ0d&<>U6
zWiWBYRg7cJWVG*ZQ?nZX0Cg7noZt5RpDz7UO}^4jc>e&ttG@VosmXa3pqBC9Uh^LL
z5i^VyI6K=o{A(n5p6`DaNDlA%2C)AC*@bof6V?sO>NCh-hIu22Hh{438Tr~zTzmJg
zqFmgv=cJOe+3)4^JgcX%CbtdzwlPHxoqHJbjG3IE1mpeka(|_Av+38Da<7?k@ty_}
z<Su_F9M@ao3zmHzD}S^?#U>?0QYpfaaJ^4T<Q_$cE=J?LaJzW?>q-izvtG*4jkar4
zG~xEQIR5}0*~_QhSzF2Gx9;7;%HfI2bk0vo>An#+{7k0f{#^e6_Il(zSs8#>LnXnT
z)nsDDfg>-#;F{__6x>B?d38L+gmKvxZKEdv`wGJ|gr|d?df3+v*S1zYhD2ExYk<Sh
z(prRDX!d7mP)1H_ww<WKs#&GgxN#Hi3%p?PaZ+i`yHB@2>;Ye#RE*%9CDESt<8J3M
zKtTTM9=_Ds-~J_g&IV8uQ0nZ<rrZ@cVH05f6-!dMmJbHYJb-zLZ@U2X#w%KMxs+|y
z*rwEDb7JJS`1T$*bIo%Xlgh&4C6_-j8+(i%$F*)--L>7EGqhqhW6JIggMr+AYmB?K
zbF17m4#HC@z#gRZuAD6^N>P_W;V*StspwjJMLbsV8AkSxa9&u291?#T;=U_3d=m_a
zSz?lPU>g}>&JVR;y73L?hHPS$w8frJDXrde`9aQcfzP3@Gx3j#@AbVQt!~{J5=1eC
zP@w?Gzyq~?J_jqK2tu-ty`wy8)#R#54{c5;HU<WIQik-&<E2*w;-04mj<xg_I4*mS
z!ZJ^XuGkU^I&w4UYq=V`ERPvSV7=9|{OiX&AL2RuKcNpS28wx<NC@Wu9!KY1ovrFk
zZT3rub``im!*|HYuZz!ck^0J#kHvqz9<~Lk$CgOaxVoK{WQS-{x&7kis;ga@k<9F5
z=NnW3k6~FCx9@RbZ6sz$OFN+o-ADt9f-5;sl+s;~Fpbz}<PUoCp@-#;x*nV%8ya_|
z{?nNlvyskwRV%_gs2KD9lNbJkE1L0L&E}le=FeERwlBMXnaMcEv95C0#G0VhtYf*=
zVZDLpQqjbtvB>Nz>@v992^75l08_-q>0Pfw)1}h`Ue7N4NbX4hW2x<3UW0X~jXqmT
zba<ylCRKcHW*twxaqS)QTr(pxDSYI7++^`eEw5vhrGj7H<dtCgIj<uNk9dA%Cv@5A
zVlc6)lUg)wT*dZzB5RoCRG03#ZVfaGelsD@f10~Tu!mIBQW?|aWd|eI6~#%TM{Lrd
zxyeGnZar{on>EYhhUKXld$RukhbIY&Rc{&S(5x+(V|#z!c&Hd!1CN{j`#<AQ!)Vh=
z5Xw|_;AW#X@E7^6CdaZ0^3+oMN1@7-wb^VXp~g=hg^e@FvnM4ZKT}m?h9&<1S0v1R
z83h18P=xzppD$F)P)}Qz7Ar;m2<j`D?Cqi~Ol#Bm;-F%~A0vKMUg9T|U`P3`d(}o4
ze)Au*^DoBGY{+=?-<n_aa^E)2eXBm&CIn_Kr<01?8d|e31mGH)oUnV7Cm8%pgd1>}
z5+~3K5v_p#09Xg%Rt}D&edASb^ucQhmwUE56IrQ3PS+ty4cRivT-hhyWIym4f7>jH
z!m5-0?Q?V8I$l8v$MU#h%txj=esr<iOmCo!Ao7@zBj=U$<GpM3Tk6?TqZO^$za{OW
z43uB{=BPuc+sN|aaJ$ImJB)O!9e-GtMbzTAd2O00akp^853jeqXqArH4aCzb!JWmN
z<BHW`c_O6#*2Ke;p`zC?B9x2-B=XxgRGL<)r`TVK<&jHZ<)m;i`Shw{?#}y1xVy84
zN#aysB}W*@A6oJGM4x$`i6bPEPHWZ5Fb=fb+p~jO92ne8X~UH*&w4%~@Wk&lw>r(9
z^5u{$=Kx?-cb+TKQ$n}4T|(Y$U>Q<SbAj9%@Dl8ZPhx5&B(jG7A_fh8ReV3Trs=n9
zo+T+bNl$wo-(}(rKKdq>-K2C3S8!3(Rimq0ZDlJV;QCiN@c#f#X7H>|Ez!eGCoL}C
z{*}{7rnrsU?63d<=gvRjUj>M#N{x9zbap<9ok&ial(#wk8&S57!X`*&k^JABsN)<C
zGxV*`39gf;_)uM4-0fK;ELgArvl2p&e&2<0P?>c900=$yK@BUSVfoy62N?R+--g0Z
z;Vn7_cu5cD6q&Yzg2Oxm&o%UTS`=pLPONVm{zsXOtti3@mgci+kiERoK-ie_ipQ2D
z93RrF&3GlZXv}+CAm=%#7S7OkrV$$qh(U}4*Ov$KtvyQFVYHC#8RL=l72wg0HHoJf
z^>;lv%0A9Zt&ST<yDP5Q43IqK1Rt$-dX&t!*8nO2uZ)`W{US~J?ULg;nSY&n2BL`f
zS3BD$&EyZKO7!!2B_$SNmhQ?X_CQWbY*j4B9AJ9XI$W=LeEOWN<-XFE=y=&5bI)`9
zsySi%b-}lY2<_oNzH$6*)F;q&HF2#1LdA|#a*jFTytm5;+pGM);GUC@GuLEi_!m>t
z^#1@E_?7Q3E$x-cDjB2;y9D&jcc;Xf2>$?>?w&vG<$uP$a`7<R;ydxz5}v<7Sj<Qr
zF<*CvR-+$9`5z;QjjGGk`f~pO#5ydt6US|<*-trA5+s~4Z@?Pj1fezIB9kQVAlo0J
z?dJo%a32qmhm0*72>$>qgB@{{JlCb$MP~-SlgPy0vlN9#ML@YH@&1+K=9B&OqSnxV
ziRs`HRDbQ_=$_>!j4iV&yJ3mVa_i!22k~Tfw%U7(faV`HrOrKYI|}rTBJBBc#pSD#
zayNFb6SoXLDD7>T7ftth9qY@=rkbp+_D-B+r76WVYczT{h=rA{oCT5E;e&kH_OBU~
zeB^=2V_xU4J*CC{v|`Z8VzqW{t&9_nO?aKiQ0;+$7~p56d-+pp9FJQispjJ~N>=L0
zVkgT0de+P{EwTn-z~?oIZ~m-g@tWF<p)m<Y<s<?<b6(sXmCre=o{8{-SBm?^S8zs2
z#gjMW=s&G{O>q7OvD2+?H`&_73!8irtH~K!?kX>RK=?f5_stn2kII?4lPY_PLnO%0
z^P_@ullW6NFZYHirGPv&084?_G;n%#sCV<tD1N!71h~PZVZb#WO)gG-r~$(S;|HY}
z!%_-RX#sCJF#7Hlv*Htlhn$_?(y^Eju=VAIYxs=u3HSb$oR+B44@PH4Alh@qRgu95
z*EIOsgWjMgEI`F1wJFNzKzojqu6|sK8OyLFjPdP59Hm+zl4-db#kc$7yUU3ZKMcrP
zFyrlO#^R^$p5nMIJN`o!-|q_TuE=i;w<Le2FaCmPkdZ!tsoF_Ac9yf>+FVTAcWzk|
z2h?zDyM`@p&Jw0OYv`Dk+>PbA$<IT_>t0Xc@*~%6+#Xc1=hzze7>;0%{n1}Po4;n0
zO7}f{0#i=x&4W{l=5rIrCA|H7sfO14J0HTY#><(w`M_VqR99B8Uc}MdMjb)O$-z_V
z4{D%)v~;3MkGI>l1_{K-Ka+nt@Sy3<K200w{{YPNq~#l5Q*TOe_kq;^022?cIR2HY
z&P#m6<2?m)S{AQi_L$*$))_%y(M$3;$<ISw42v(Ge3?^b?Bv(d<!QqYW_a0*l&ffX
z&%|jJyi*`t@Qa++9C~%&n(MrIDnE*Dx0M(Ixi@IQ`CA9;UX>kSjykH+V>e;3?^3RO
z&p>JrR1Qezr8!^c>z=ixjLy@+QwVNm`H0<xA5trnzJK)j!2bZAjnCs-UK5vgqEsK^
zR_pKo0N1Q-Ml<&Nf(SpnZ|6}M+DxYIkpj1&uHV4%o7rw{42+wAU`8`sCm?jL)8XyL
z&k-V)7-h#j=~kwyMa7j$qlDCv*UhHLvCrfs#l(s7?NuXb_pQr#Txm!=$x)G02(6N*
zza6T@#E<jtk;;S9cNKy!WQSID-|{qo@_QeD#=KhCIbo?e!QA!e;-g-CvQ`?pd%NE~
z`-ccy$tt)izJ&KVt$4KCXyZ}k?%)iu%|WVI&30{;8N9fB%*+A%;<WQ$GhVx#Q%~f2
zaE~s>KYyrLSl-8L9mH^4xcO0m%agz!m2zpYtgf;WRRIbQEOXNzO15-sJKLq6XjI7=
z1s`Z69<`a`(k(QY%1ZIGPqTV;z*An17YyX-O)dKR9QcaMl4+G8z0;oLTK$?$^U61!
z#1h1T{qJE~nzfatg$@cgl2|S`vXFl~R}ZDj2lma8-t0v2@_*hH-T3zTTSAM?OyXoe
zd-%4u74(yH=3e*UeC(kKKY0}v<V$YFHz_4bk?u+3@~;^2OmnY_wL>vwm+ddS1CDcE
z(cu#v*|9GkQ+{#&=q9}D#hxO#w((A_7`L+8mrgSFv66Z2NX>KQIDT4{DtXxM$JXYA
zDfwLCb}`|kZ~N+-<tY9y*17@WyUgJQvL4%Q(0@wa(R@{=rM&+D+f8<7+zfwai308K
zo;ugKt<>{0vB3FDj>eP9L)d<G>PN+%6f8C!T!YBUpyTkWH#*&&=Bs47OWmcpDzgiM
zr*S8oW419*-R><9J@UX(Kp3w@_+2zM_ZO1fLS}_5ShQ=8m~ZLLW?HctjIj)DFw2pS
z4kK#R_+NIA>NgEEaZ0ahP^^i$PF!^z>ngE>i|2Ml!OcH&euu2-COLGgNv-Y0yizXZ
zkB^rm`ci2{{{XXM>Biyz0FN5dX+eqzmMG%^0NWbvQIA1cnj3D@ROElGkbmRmzdOw1
z1y-jcy1M;OeuI}JdH1mvuEf~ff<J(P?^(VpCO-jOk~-U{{P9=yu5BjzarxCx6GbKW
zf~B{QF5XIz6l9zX<Mg8k$ecO9nHyGK=7oO@C>ng|8Hf_3gC{uM5)=C7u19GY)qc_r
zPI5<~#Z&OC5<{iUE65#YbZE#w!XiPBz~olKf@N)>b59oE)+V57L9b@6a6TZ`Wz)6k
zY<3B4u0xrDI6Mxc-;-W_tjZeIf=941T#V<Zy>~u2y%1`P43VjAj8)2lS0sWyoL32{
z&u-dTP^@S30S}x2yzz?rYz3u4GfQ;81LyHqRUAxZj2=xPP!4)}(>%uOnqAo#C$4L_
z<~z+8S-*oPHx4}HAj9(!&UyOrUahFb72k$z11Z?hp;O&>;E#IoT|Ln>7(}G1dBZpz
zv0l?>a}DQ(bjdQw50n=z*8_k}eAa&%UX<5%dYOApRw-&Rm^?EKu0)<(p~=TwaDT07
z>GzX;me55MVGN!`Wq|pyk&{)K;*&*akMCeIvM>9je~oi`Y?l{$MEZ2MPaDAG#__Kz
z*dsrsc+_yu5S%+R(Wy~IU6ejALo!|I@k-H>sQ3%m9Cz<r28{{++p<BDT2Kvdc&h69
z<4n?DP@N^0%Vh`nf~mmW?^rr5$CIvEN)9$i2tJsvsmtj)cvVenYyPK=iMO@8@;-pP
zi6T}lX5vAB3~jeO_Z(GR`7+)+TfnkLLuWs8@Tzy({pO>llGZXJ%1em>;|kytpRHrZ
zsNH{WUZvNO8(fG>uKe(Ej91CS4N>zcbpHT=dr+2&{Z8ve@r<gnTC>A31T<tEe5an3
z(m|qGU%~c+BW{!CZKt6<YsIvSRn!`1Td@&^whfD%fyR3KSF(6;3vC+R7G33+Ea$5q
zTKarG4mGJlokXP-ea{~gQ`uCLhK!mo4cNmj^722iI27~Y-6e<mll2aBR~lp;SblWh
zIy~Sw&!u<L%kZ?-qXcriU1smh%q>I0>#)mU?T|m!xz2uuxt8-$ijcsL2-{wUS%A(+
z9-_IQ5k$#+vPFdwE>G6HJnJl{N}so+t!>X!F2_!C_H{Km=4S2~{uIJnzVFJcI=}Hc
z(+V~|`r^K2Gu=`|ag)7z_4KZq01F?jbJ3{;A2D&7*Gu>lB**~Hd8{j^Esk7Da`;U^
znXLV7Lg|m`k)O_$b&E~BN)OVgYI>!$#goR5l6njp=c7t$qHP?ssZ{ofv~haX+gW*6
zC`&p<<O9>SN#Ut)FR$(7xmcrDIod(z)4f#jKbS35mvAB}G4;TyycG@LzqOlDnrEI*
zm@78`V~#87TvEb0_1Dzvs^#q(U5<}c(POx~4<v9qWDZ~l1M#bIX|UYIJ(R@?7`C=z
z7yyDetJ;OlwXC71lqT+(t59ttDnSK$j`iWZMNelRz`@k_EO|w}nb37x-741RX)NQ7
z%I=enM_T4)wx7sZnmIhZfaht&blU7wT=>&awu&}j++lq-59`{w+nsw>n$h&emS>DE
z!x<a^Is^Gv-Q`kTuB6_rBh1GqB^4Fi$7v9Jr1O$NpvfGvz^Vyg{F7DOUXzn<+q2pu
z%_=SOy0Nu<D*{f;SFP<K-5icpIeBb)4}oWB;<`nI%gFvN2PV6C?vdkQZGsZLPc`Qr
z5%c70qHK(vK0`5&ZFJXe*4F6nW#u!<s2OgH5tG*)>*I48DtM_|tNyy4{uav)u8%pq
zx^XK&8N9VS@&4CJ@AQG@Xqs1++kbbAXRpk2UUzd1(Y%m|WC+cG+db>hU0~DVw6=(u
zB8cH!^*=XWE9k2@a(gxAc+uxm=6wyuw-J0nu@Ng6($(^Dz$J;T&3LHN<UI8s%vTt7
z`M=>}JR~=h5Olye1OQ0S=UY0qq}R3~5ETKzZhG~vns{kP8%N16)btu|6PH7U&{#K#
zY(`ED!<zJ6U`Z~jZ0&fsn1<bsBV2OF`g_-u==Y}6U$dMp;*y5I?_Rs7L~TReUC6I{
zb@R%=@T0PiVO=@bxm8cgL`DWu*OaLCt8D&EL-%owpt0-jed>7OCdd!(N!!wyF-LZN
z#O1mQ(6qRNHqUYZwBNAfsWsty(rERnHyUX0&l$#v;_XaCa-Mew@D<KKTIzgq(8=QM
zN=Ou}Z98pK=~-G|hjm?YPxKopWlg|4sQFj%uhB5gDiOb9<!h$uwdQqS4<|BskY9^?
zYg<cuV+^mjg~?oQ$<A1s^h@s(>Gm2~FeSC+(D_V@AQ%L8_pVFCRuO1k2A@o|w-KsO
z7?M(cX<LFxt_mk_HAYW7*BuB^#yXW`xA%Tqn^kke^1}XSuy|+2%r#RB*v6|WmEGoK
z3gG-R5!5~=OCXF&t0a%X$FD!FJHt&N)Z;0V;GAGl;6oDl<=$p+NRu0TpL)X+gr|j}
zSJ{6ltvb@HD9T&6`5kT5#PfKX?l`yYir9w1?ag_G&Nm)8+;VHNzVS7^w~22|P{_>c
zU~HZ^?_6!eWse=}r!Av8arc&uFUZRqI7(KI>9NtU2s-d;{C5$3rU5A{9`U)o26?Q&
zNXAV^G`T%`SF3v*2h-jUxzcC4Pwcy)Fczmg<n>zYtHQnmw2!M_5`T6rjy}8Az1Fj)
z?{(O7jgN#apn2{RHQSTx(zbuIq(DF8(+Acg{uQUC_!Gp?>JdpMjdZ9FB&~HV;hldY
z{w1>!j+s&YYWY}L;g-%!oXcp3{<shDs`|P}EY)7(2}bS$LK7bR0bRw{h5SP-1|-uY
z1fRUqC-~JHzXf=LeI?;GG5OwNk(-Fe13k-o(aON{mItLYAI`f2@Y}@9MlG#}*7gzq
z0JBwHOTb$8m1u6Rt?k4>;Iwy9$<8y;SktpYvCQ_R4B4kNZA=56w1AL5Yzke#^`=pd
zX#r@;q(lR98=q?1@frQp8R@uxD(4kXnxo#jKM{}IKy%!GDw%GJj?Bf4xH->CtXt+h
z)ri5v06SGyz+*z(Phr80I5t#+QSS8XKqT;Kish{|pY3~ZUE;fG&i?=l$<O@0DH!MY
zYlzeM)osuFRoQ9qOMl_XAc^)9e4x7=1^Ii@km6@(jGx;mPfR)g0LM*xV%}TFYOd2L
z0|T#0@<}u;Q%;iJW_YBENfiU5XQ{{3S5I*)hIvZu+8KZ+zpZ$=tu;|cQ`ErEmgw!l
z%P|Ka@+q<^vKJ)e4xPPgGfdSZl_H8p#Q4Dny<E1xw!CTLf=$es4Uvo*`B~Db3%0a9
zn9ePw)aCqbG}g@<lu2NeZ7U-E)*szr$o%Ovcy(J%JvAFGR^ru)7xG&YE<fN^sp6nM
z$)~dbadw%{PKK&oYBuo3(Y&CNqyP^Ciu#PMr#2OR$BB-Ljb?D3HJ$D?)S6e`@<AIh
z3yw(Uxvk##uDi#!-d3w;u<l2(ft2H%6&-!+k|^GX@~>MDbxmJ$f~!tVpa-X=Z+Kwo
zCjL+DXxd1OE~uk8-bMj9Bd1!z5wQRTVt$p?X!dYPcMMZ$k!&gV+>yBLJx+M%6{N4w
zg{cpQw#TpSk0p5udyojhtX)P%{?WPlkNU>`b=&FI@mlzXO`3dg!5iTujFY%y*EPaw
z1O6r#BmSDV^QnuxwJJ);eVQ%B<S@xEmX7MI=c0mnHPPviCZFQTt*tH$sF@K=INUM_
zHG!qW6w{wJ86^V%1#P&=>s_UVm8FM@V)AWWBSuCtw3~s>2^r2RYR{H0$f|1cM_E1G
zv06tip&yu!_n01-{{Uy9;8g~>x1RnsfT@h_;0`OIzOs*0wGi7B4he7=jBs;`;VglQ
z{!m8K9oEu4FxamT4~=!BC`sPOuR0N@B;s^;9v~KWVSJ+?JfJ71BoJzizlpB|a<Nd0
zxDXroMk=<k8^fomY!*pRPeMtm66Nhf0C|uP!vct4D74#-<CY?6sND3;2Kq~#JWC)M
zX)%HH70LWSxiIOL*&ll9QZrpAg}>wsKkK7cGx1LeVW%h@d9Hs!UX2=1rx?a4<gGUO
zu5gwbgU6^_vBCwFPVSibg>{}P)Gy}Kk?tmGLprcH%AdW02;-%B_>hB<PZu(Iepr#b
zyytFs&#paduaz7Jr}!%UEVTIb3xdKZ%%O<M=()x#%6w0C_WgHKx>aQpT(f}PKqoxc
zr1%J}?wR%{%SQJ_SbG#T=iVrWJ5Lm9kSN4ya_TeeYo7v|b5Fbd4Y4gX2jpj8`9dg!
za&I{VjDwCT)-N1-q%Sh5g?Vtt86W<-tR;)4;m@Twx(*Hr#d-+la=xYAR%j;G1KWti
zML5}k`GLTzIw;PgZa?X&)=+e20Z%xsZ4`lh2Lt_b{{T7!Xj&2dttb6*m;V4oHCy<6
zR9uoqcOX&q^95D31Zr|;jKwehi)yvtG4e>qpj@1K2Ni}ZS~9<5d_VDGd$f>k3QXu3
zS0Q@tK7z5d0@3MPWm2*vj$Lz{62$)iTI1|)?FH|gBx!E3!OI*RA6_Z(YPV3x&*Zu>
zZ1BBn<#SvWHE7c7X3tjxQgxJ^)vWA}k6M;?x0FQ^zR|i-*9o4Z@vRGQDKv|Djlwy~
z20_j<j<nq)RJVIurn!zkGD~u!e;FNd^{!6V?$~ORM1YAI_#k>5<FB<CYy~HUbE&<X
zUb_yyCaSEdC8g5)&YtD1^xJ7B^7cjvW)UFd{Wz|F#MiS~>Cba*a8h8VR3LJyZ~^{x
z+UaoHU*D&m>;eW29y61UKgP1YA!*hS_)g{GFXn@eSG878fT>bZ#I>c}%(2+$Q;ewF
zT@D9Y(vOIww!L{a$>f0f9PTZj>s;rFyeOJihDG_6jJ|M>Zo&ZT-|(+M^Hx0+Oo}j&
zt8wfFR`KSSd9C<%-rG*MdyAQ6R#=g;Ps&L+uB;7uva9UV_fs{+Ql_c%+g6Vbt5d>}
z+S@veGbtzYHMuXt{{R#~0h>mh0q9t${<R*b;mu~tO-qZdI!K^_aMBiBa($1zeG8mZ
zwa*upO<dIQ?u{<7q6nj91!V+oYy-isQ-;{+z8|pD@4*ik5s;k!01-doTvx+zA4!=?
zh9X2NKLcGImByzwfq8L%x@U^@mNk+-RRfOo;bY?K%a;ED48KFv!nID$+oD|>>Sxfu
za5pcU`C>W_E1tf%xUrv7c%N*bB*_-sha0d@;mvJm@v`Vl(xXHc;z58pJu0)ba(IFu
zLV#_UWRLd0`t`!%sZ@QpJEHlZdFP66u5T@@TI7XwF1}DgyLwhWl7Hf50m1v;zSYwF
zLugv|-BTu22XP%Sf&T#4u4hLC>Trzr{+0ANCY=Q&tdAcSnyl6CdW<^fn;iNp+bg*f
z7@edGv*!(teulAcFXlcVw74b}m?GegcI+g4!yFnlizuh@EQqcmD8ff(JZ&U@_30#v
z(CWIpl84-olL<}%ZNt~wHRSs`ahqvwzcbNNe6}p<THJbj-1(*;vPw?}XzSX&9&Zt9
z5co$<zR_Za;v&qlmn7qy4xO`_@jXK32<)u9m{p`I{$Z6v4cm`TY+}8;;gE_y0@y@i
z3+9)11bytW{VUkQ#?a96@h|t6W=uE!IMlDwD6fPe*bG4u;xXKu=chgC(%$&LPrKVa
z`#U2QWtt&|8R|N9uTNOxf-l{wr=U@a0wn9Tz&}x%-`T$AUeXu%PFunn&b@s-$kd^M
zEdUD}C?hZI3F(ftFNo!mNiEYLGKM7Qu_GVKwr61sgswJ*81}3`5D2EaLkal|K#$hE
z%<5d2HoLTTWr<4?pOY~iWCNB2eQ7qo_s1XYR8z*w7s--A1GlKDO|k*^kLh0-WRdkZ
zNN(5e%0J*##!`QcfA6Y!fiiMW=}k7seSa}cG*W1)lBt#BC33&*b*G%3<No@l3sD8r
zO}ir<DdyroM*M|n?EVp^`k3A(z_L;?_gr=MsC+rCPpN8fY_k!^6QUUz&p6|bDo+yJ
zA+(49-B@$<sC+l8S+(7UpAt*<g>YXB$0x39(2Q?{e(m1BBZjNBZR~nBtz~a_EKN1j
z!qNQ77C^cD>UiWxU~QPfMsPFeD;va9TBXgXxv*QGGC>e*XKs7d=T(l@bVXInOgjGn
zv&DEm&A35Jsmi17o<nnecdK}U^5`n0uGzxOPyjFo%s!Oa;k&Z6o>dmf^5m0pSpKz<
zr=qNeJBJ8V9F{`-{uJ$C+NFsJC}$)LExA$o*V@LCQc#Y@9M+3$(D3cd_s#_KGaPZd
zp7lSAZcUZ7yik}`o$^YLp8$8N{tw5Va&d(?=N;=m#h0IJ*BJw|EGiHa>(uo6)T(^g
zyIVwybG9D+S+(Ird$BXLD>1+%w9J_Q0KRLn@ZG(<z9kxg2(a5AL{*r`3lquY_7%kV
zV)7d+E19Ka00jUvTgfNuUW;L67Mr7pLLh%F-Q@%Lk0!YBQ*f_-?Jx5+isqrq<XqR*
z(py`J(gk;yJcStp*A>TjhDf5+E#rWXD4&#pjyDSFUg29s44^w0f)7>%b*@juars)M
zj7!J@GuPJ!v&-9csyTU>;v>mIA0wo?f+W=Ek&!_%ADAyV#TN+?(`IxhAgJW>NvGbd
zpYV`M8Gm-b;C1A6{(q$<&CQ$)pKCG;baf5nfLn1mPyyqub7AD(A`i^(t#7Ny;;gi5
zST)OdQ&f&ip(n`@gyfN&j=tS%wv5d2CeYZ&2RN(e!Im*yo7B>;AeBQoxs%EHP7gdB
z)mtbN%JXNGDy(~yla6~=c6lC3k-NT~jx4Hcl1&!uk~ppIXOd{sVui~N=ZsXkZm|WV
z`hCCIzR<?um~q^%^c>bcr8IC_g_v$ht|LG*#(INS;kKNJ=Yl0E1e@9a0J*>f{{T<U
zyoxGOYH{7)@H=ZoNl7!xe0Op#d||1&!{ugU@_KZxit^Gs3l9fFY|e>v15UBA`N?I@
ze>&v6V>8R*{ZZs#&-RAN6}fFS#pC!&-gQF~XJOyBBX@sJ)%6wm{f#N7Z5x013p_Yk
z)S7?Rr(5w4dC+bWILNmXAkU}NSCzyuaJWC1uTJsh+y4Mz&u_Xw8dcn&<$C`BI`cuq
z>s688>eqe$07On>rBu9;(D-s>hfqdqgoJbRF~%x?0LtUWQnW@gtdElT>7Lo|R{SU6
z%`;xpZtpJUm1K#s0BjAvO3=|fJ*8M)HNpccq@TMi-*i`YE`qI2QNP5jbJDHI<K)h7
zTv)Aj8^bb%n8-@;*Cx5=U{`la_Ma8n>ALoS+b!Zr;X@!QFhR#cYsF;Bt^xX1n0m0B
z6kz@x39n93mo%2*6NUBms*<tYQ@dnvaqCs2;J2l2V0$OPH9y+7@3>>^<ZaLUOJ4C_
z3GfeZ_SN@Y#?`)`eJkGUI!fH$th$@8L*vnRcer8X`qPcY*5k~dtyMlRjNtiiN_=3S
z^UePNI=*ip<z2~)_gtLIpGt_m({&P&_|re(FI<1BZoagK#ly5s`O(ef9ILnydH^I#
zgU>mwSfsdr4qU*<?B-xVE6MpyWS<vgW6FGeYBS=Z_#!v|0KTYFw?O4ZA*WqPUDnP_
zCoBSV6-l)Fvc!u?@K0#XY`2M}Qcsq1{`FQqDxaU-b?fs{b{2{#e`nrf{ygT-e~{G4
zq~DNpXD|KpQ=b&v9+8awX-A1}Sm$E?W{a>&B~;R{#Jt)|jQ;?3wY)|D03NUq2>FJ8
zDyRPd2`$lV2-nxCs#m(4*SkZ26;5y|JGMKdtcc_2)lt6jt0v+-ybgYqSe%^Dkt|A8
z=xGmHa&$TCilR#zfBc0Y&rQ|X>08^vw-Lt8zDwxTZR^n29jD-GcK-nH3hq2S_9>vw
zx2~%TUM^g-4TovL`9VLWDSRcva;>Sov6&*diK8B3w$>QV7*_Y%B$`5~oRgk8!99Ok
zu_9<+*nVtUnYh#i!YolV-eQH%BxD2mj@4RiNmFbvrejl=3&u~c=Uy&8?nxum!6@>!
z*|B9ck&Y8Pyf<GkU8k-O9Da4%*m!Qj3pBj6yo|K5F7;uxvyOQB*OZ%Ayb(;&Iuvh_
ziV_LkoD<mBeWu<{Ev>|FCenm55<=vAboHeuVcr@_s@1NBH7VA3g*tMwOf}0<CZ8-a
zY+}DUobU)7SCQYxG<N}RRm_Y74aDOI(0W&(>sr({nxvNZX}u(gTardP_Z=&a@hrp6
zwVhWA*5N?(!!V;Qr0GV<-AnK*87_Bsx;1=5;#SelpKog#OwDH#$-HE%W2fbc!#+H`
zQ<G(H_^oF6o?ZHkE*Lg#qv_b~0<m!HI2j)G>QIj@G@H4>Ro-o*sy;lv&&h3UK8sy{
zfiLd7Rdsrob2KY&8nE&}$t02AK9%IF6BB^ABh=SL1?zZv*vX>n^9z~6tf?GZ20o<o
z$*rtrdd|OMbl7aoy~OY5Pvy9ft_tlZu=W+^mmVR}t>=+Oi4>Bn5YGJM`qO+ru4<aD
zy##mn_ZKLnuvui>0qLAqHGZf2M(C&{d5n4b)FtmSo~a$jhWtWxZGOv3x3RXfif7u-
z6k{L(pHFJ<^~*t{X=`&7@=V56jgn<utPXR)9@XNyLp70oMlDb5cd&n`MMBKy2fso1
z)%#x&Yg(?S1Q+_9#l(B}Y<J4!4h}j|Rw__wl?M5d>DN~9+UbVo#&w929KrXHgN~T{
zrzCW)W+r2(yUM;<nqwfxAd*Kz-<oaR``YQQnLAhl0QKA{(On75uF9ob<|=s=^VF!i
zQfca&J-1O#DfK%|V?>Y0Vlymg%e$)cio-UMtQSB<w_#E_Cm!``{M_jl;6U><QiPaB
z?l8dj2e0Q;2B9>O%OSO!=E9H|5;*klUW6CBV~$PpBeC$rdo;#F*UUfCxgU#d{*R^%
z<L8j|@5OXp9@Z>Pw2`&kQOF-V9PJ~H;MXDXLgqW0O+Dk5IW|oyw$q#*Kc*|D9TAmB
zq^^0%Jbmf|WYjtNxWKC|Z8}@WaPY_>lOZH3cCj6Bd-krI9FJqsej7g9c^!X-?Fs(?
zz8bhM88-g_6zc8R-MRg1vG{*8My(cc=E^w7QWXCHjdK1VioyIrs5G~`T--S;<&%zU
zDk&+;)Yi7DK88l3v8*YwL~O7iDFlzM4N0ZEQR_C+Tt(*Fp$#e$FvHOLk7^7WX#W70
z-^w#m!yb*67dMk*A1{{{a((k%8yLy9?i%yjzOr7<G>+J)+83sK;CA{|jTSxEkdfL|
z{&d*W!^3HNyS(7;+X(C1y;!xs(d=f0pq}Z-aMA~i4xXIRa%^9=ix;vnY>z5VKkb`V
zhr_!`E^THBjO>07d=P61b=wrUk<-oCQPn|SMpS|Nn(Dq6k}c%}{&~yIMOgDwl6{S6
zwyGwC((e4tX5J(MG|41)I0m~Gux5|XRsGp+zMR*b_+5V0ucS{gP3pkOoNeO(^IoQ^
zllVSca^X*%k2j`p!@s^iTKRm+7pj*vtdDB}HwtZ~yD6oY$Q?;7os0P7e}!`PcP$@_
z1+1G!E*dlHPa?W&BJkRTa?nhR<`pNDZ2tiIv0iZ<)SvK~d4f#4UGVMdPgD8PfTHC_
zuDaXw9yYJ<VPn$o1;iSo%K^dI2_26Zs$M5+yS*Ot2-%fjE%L5$$mE)~*AiUMBksc^
zg+7BEeq7X3YRPuqOtUC5e&M5x0vUMgS>=wjWTe~Wk3&pkDat&ySC?Nw_BumdXmLXB
zBQFS3xOC&1+>I_RFEr>QR+3S;4Xg+JvTk{*mbZ4+S20>hN{=lWT%4{?QSI8H@wU9a
z7>dhQXoTvrG-fq@t@9xn&JV46F;rJ9sI6PqUgw`ubzR|8YiKvb$#NsKXAz<(lWCRL
zoRQN6=DhR7){?G;dvf<N$V!DO3givz`1SsDn!m)`eMmsR*>grB+(-IAZ0^B7!(8sE
z;%GG+IiXueNn{&Cw19;hfjtMcdeo^&MLidm{{V^SU0TOq@W$1r(ysR7hF%YT4R`l8
zOKG6auBw18_C0{kdFHsUg!ul<ykh%6WY0MDuGhs9Ll&QZ2b9sYntSq2M2DPUcJE$Z
zG8E%oNp9Vl>0zo(!;$QaZF5|YOpXM#iEe(<uH?eNg-}!yai2=gMQe>vDwu%~Gb=I2
zIRFafp}BQkE+R^7w3%_!Ig^q3R^7x*_r6j}BY7?5jSFxy@|@@MtmR5BNi$VaN-oEr
zc!{S;(kqZe=+3RU<n^i=Qxm8{M`PRRRyFr|E(5XMmtY&Q!S(M|G{wfD5Il3!@HOnv
zR;6Rjulz=O4z_IO)umgAj`WX)1oBTKrBk|{#<cQBZY4PKnld*MNIc`#lT{{v5M5?i
z;|qb8ILN^1?^P}}H`4q<E+WfFk`hVoF^}tBTxsiOdQNFZ=02qF<y+gdLOBtf9IhLa
z-|1gPXwfE_rrFyd8(@hOk73vI&3xmnUmZg2u1MO_J39|Tde^XgKi8L1@a?^=#M!)r
z6kX?;6n7rD1Xrm`NFH7zSzPqQyc4K7=rTR(Rk-rW^dlm<JA2b<sf$-95)JVmUr}2N
zah1a!fYz!;1clAavMD64X*Ih@{>=ojf*pQBpl2hkJ4sJ7YcT_NJl4}dpcN`bapUN!
z^c^?U>B3ZW>Zzm8uC3>2$c+x{gZk5=StYrS+y&nwY#sUcuB%f4ZtYc2e8lJ6U{@og
zTOBV@X1Ta$Eisir9FLgS%GSU}jk%?DbLlDK-AKDGhNQX%p%^U79u#EqI#x2fN}JOK
zPeMjBU0m1iavnH`$jaX^86=+7%$R~<Q|^I)b5V|=Mvc9fUghB`)SdmIijv<xvvC{S
z6}D8$$VUuoRZiptj8m8&Z_c8O5DM<j4tm!l=BKJwJqGS%c%3&{M0Wv)J${vuq21~B
zOA5Pfy`O6+2um=>Yzn*L#vyFLZVRx-;aNI#_I6h`vfRfbPbIWT4#mmIEuW`q^>Fa!
z!&&Ni)g@~B9jBNiYj?wKec9YFe_H4KTd3-GT6%wGNLE$^5C%yZ0=F(@3mvSRNIqsT
zdh|8Qc+_4?Woz~pZ#)8Uy>Xi6!BbAWF0}J6675P>IaDng#v}*KkpnS5txT#IY?czl
z9PJ~oy;8ZFNvDPphIK)^EmP^uJIn(vM&Ouc_5T3%SJ6rjmzeStlXf(`J1lTZc;I0p
zM?JXaxmjju?k1i7^p0DB>slsnv43gDzj2fpl#ZC)$^3<65~?sOS~Sv>r{2bODqbo*
zu6oabbQ?RJCMhpev^NY@fzA)0>)Qm@tdfL=>>rdyuB+&HtbYpJI%qa>0zidW{-(9>
zR70j*XXh;&fWz0huM)jpda;a_(mUY}SW3@$khRg4!qt#%KV?JDP6cz?)c$?mohyu%
z5$7L8t$TENG}~B)d9YRo+?-V{Ld+ShAyj9WOrT@?xLWGK#y-}f^)kjw_b`5kN3D6H
z`OF;3%yuSyy8Q)XYZ6OkpuG1ByUUs<IPZr9pRH**dG#r7r79WQgwF~y(y4gGS$q?7
zC@MobFYB7~@Tn|JAhp!)tnG%AeU0m1i+Vn{c)E4Iopxrq1sBaK6mj34l?;yp+e_vK
zmKfYCV14{HFe}EqH8R8Eix+e(1f2oLQC`>K`%!cdT+AU~HJ^AO@tlv+y&UEaRiK;g
z`JQfBB^q-!Z}erqyg_Ae@+R4QrWh)qbs6q^R2Hz@&1-XRjq*lIFjLnUz^(rPGAoTn
z`bh32Ku7_HTrNlDS(+0CzqkcUd5S<e>ED|3YS4`8#u3w2uiw6%4vJML?B#xmA3ylB
zAMljwd;yDw;cH7qyNcfb07IU6Ryg70yC&cU<JzFtZ4&dvTFkOAiWqKWW&m=2Y;Zkl
zv?})xYXneAc8qP>dFH;e*eOy}-$nXZ@uyM7q@<3w#hxd%)$L`1)^9Nkfr$%@;F{wL
zA2=Gfs04#B8+M9Z{K1AQiyz+P99EPt(8I%$1~scnw7H~r{tWRJk71+Br`<t0yp}@S
z)cm`BF<lgJSQLs#A#fyOLC*rb&%*JEd_`^yMotOaUZY{D&2Jo*-(<=X$O#{Iv##W}
zE`p1CmM)qod@p}9XK;yv;CID%jM?YXy@y%UiugL>6pRey6J9wdD}WDLFtJK3yi}di
zWO)PvIjCd+V4ej^Mi-tvDhUop9V?{eJ%ivApY8kf>@67o0ORRi{a-%(0m<<-{{SEI
z<lp)lSI|_Tte8pM_!pW{P3O{=81Ga8N>3mCdP+=C1CA-ljh@-2ahiG@4@?>u(Dx(E
z1P{ufkPX~)sa{RZlgAXmx$0>kV>?uV!1bUgBdspQ>CG_>SHlzQOSosJH18}C+*0fU
zkP*^k14lW{9q0hgdefJT{V6d{UjG0}Vk~L=>W~litD}lmhr(A36<_@^av5?y>8@{1
zIMpD}A2oEgzH#upzh_2yzTSlbjGTqyj+%`z`fAH0kQ<#f;*SKRh^(VMy5}P`x|aJ9
zZh_)rS06!G@ZR`>=TWyBh3&(aZJTG9kT^VJHPuP4{g%QzyL%X;oH<>)a-q5tgX`A3
zOu<P_axKqW1<K;@(7WNSN=-KM5hMym;>0r%k@U_8KT5-&#1|H~*HDS(jCssJQ^3j2
z2c=fh9{PQ93GPvwX~yRqbgp+$^P#+%WOBqv!zY~J*0^eIJ2Naylhq@wh7qdXNiM-T
zXcS1VF4iQT2q%p8tS=Z?UFi2#_BTlBByj_^$Rq-CGmiCt!kUBI&frLQ$eiH+00`~x
zS-vaOroVWkyt)@RiSje|DS@}QZfi<Qmaid|PkNe?GBw7`_V3)=p+A*f@c#gaEOd!u
zd%Ysw`B94%llXxhKMJL-<QqPE+bOKb(8-*BHQ1o1Pm)_RmT%rH$vC){MT!JpHciTk
zI%lvxoc@(P&4vAfB=bPfg5N7-b?aIhFW6wyB$``Axzr_?M{cgfDgZKA<F8RxZtmJG
zGWyc?-quNEj65?Ue8_hUjQtHmt;+dQ{=1f`NyDDn5O_3`;uLIT?LBFAEmKYY&AGB&
zF@D?jo!@FMbF_6_d-bPy9X!tv0gwodkL8NSzf9`0dKs90wNi?d_2^4lCNx1j(LKsQ
z#uYy^0rHP(xuM9?Yp^>vC5b2Su7xMlVY-&qD;()(bV1%$$&(*@8OAa?S2v(A8oW$b
zZ~&YRr;3$V+D2MiLgNP+E1ls~lG;U*FPC83k=G0<s~?vi7#Sj~MRPp2$dUrFHscs0
zf-q0?sjg;$mN=r`W>fpj^yj5{3Jp~~K4r*jU0yV4Ycn8m<)|R%r%IaH<9m6n{Jv#5
zR?pobeJdvBb&|pr<()V<`qi6B95Ni>hW`NBMRr0y?xr$+@-AD-E@3gusV3eCbqD%Z
z2a4@seIf~wRS2BMNEjH$0~MtkJ-fRBlH7Ap>UaMDW6@pS)(eGMRg80TIpg!E6)t6O
zm`$!nbAs|>P)_3Bz+hIx>$lfBDrt`)FfYm%0|0Tr{DnPyL8Qpolf$;)p7F|7y^F$L
z4$^Hbt@TTdJ|(!31c?(db&n$>uTx&6VB~pje5lCyd*N0(RCia_?HA5uh%mu!Fb~qa
zm&EqAka(L@j^ga3t8(F#CO|o_sUanq<vfK48TGH3d|^GTelXS}Yc!Cp+=Fp$ywa3Z
zU%Cozdz|-|WB&j@PDlHcsG4wmJ<OQ)TAW>4Z3Fv0A^6ZPt%HRcd|dII)ZLY2H4{ob
zXSn<lml{TK=G^;yqMNB(#SP4h8U-9+3Za5c7Y3|ParR{Z!16KAJBBOLJ{CD9L>=Rh
z0bXF;E7E=zF%z5ue|G->%vDAzPRy4lA9)dIIyKd=h;Hq#t==gkwvtRY;erpPbt`i%
zzJk`_o!CjaLZK>o2Q}9xkk9spj5Wka$fWmEjE~S&1L8|nlgr;1whtBM<~V6aqHAW4
zO96<3r>^B)K3VVddA`>p8JwTq5rP05SCLyWlf-Za=XJt^?g<s`GDH2Mi+v2w5hvyV
zWIBP<9lo{VfsMb2RFTYg3V-q8QGlTsMpo)pGHtk?+u`?$T|V|Xqfqwf(WwXT0h7<Z
zYt3}a`LFf6OJODilB)IqX1y|7xM#Awdu0(wV{+KzBi|L|-U>rMjBFJ5k(lGy8k{y3
zFsC~OdX3bJJpx4&Oi~}2lmH_D<gI0R_T`_#_9A#=m_XrKUpXvz>_O-&rqX4K-(6UI
znFM)b87uOY_04h~Hn>@QJl7Do+ZFQsqq*n5;aE|E=7Nt#jqAxZEA~9^&$k4r((RDr
zp%MfC0HIar?ChmWNj}LEd9rL^yRnS@O=sTS$$fs;QjeLG3~tX#)VFW+Z9o3LGyedO
z3i<|kzK37nTtlO3%OA?3K%jN#TNTyn5Xq=ds6eu9Gh3L|`r^2M44D$zX%L-@J2ZeE
zsu=T*`0HMQ;rIrxJ=hZ%nj3K-Wl%xS{{X7KcQK_>rADdm`5wLwq$3pPvB)=s?kx?p
ziMI2}f#E7!X(gDQ-+?3YtMe=}U&C)Dy7{RaAeBkr<B^Wz71w=&;bM|ewc|+{7~=#1
zj(;5Vt|d&jTCy}_4%4{#zFZ6~V}y04<f|^1zs%ne?4xH(t30<_ww}uW0PNRDQJ0k&
z&OziFAz*ccDl$8MRqJ<pWKAPYbEaF}F<pVBMQ^%D9G;cLc$(Zns_Eod+uD{_J77=&
z7~?n`*R_Vkdq|~k#PciDP?OZr@r-sB(7`M*$d_(INJHgV9tU2BgVM6*@cyZ+_?ByJ
zGR{ke1zh8WP(VDB!0TPD&xe2EC|i3;0k?3&GVSP~oafhqabBZkZEL35M`>voPypQL
z?>Pe*W8Br@DJtIb*qlX2OWk{(RiykEmS;(Iy+I;D$%fnJZ~N%+`DVQ*!~Pc0bOu{(
zKEw<InIt>gpL5c-?cjNVX8BNe^{a@h9|)iiVO{>@7b-Y;r8jnR8m@%$U)suys%@n%
zGu&W|e=o|dTUk!>43t&wPc_j`Znq<mf;-f4+D945$*g&GF5~R9$lxMDCzwY#>?-lW
zVjOXfDGMxN4157o$bv}09SGoxxZ9~N`=cuFPLA?O<PsDpP6jd#MR9jt9oJ#MX&xhS
z5YEO~2TsGBSD-o=$T-Ly4LKwZtPVJ?d`4eJzP8lrqmQdgP0`Bf(O$--r?fEu2pgOe
zpTe_Fjc}+l6O)e1n(QtYWS9etisP@mMW|Y8moWeWLH)icSB)Hn1$uPvUIu4{f{aw;
z^gUc9dA8j&iqEIWr<i2_0KN@C@ictwVgCRDtBK<a{HnFQM?HFqmgiJ$UqZckBTI7z
z)(#GP*N^pBOW>Pt(DY-8s}{M|hZExDCeqSS7;KylN2sjpdx*6E0I*$2Zu0*CqsE98
za&mV8inXb)+m&G#u(B%$B*=Sq>DH-#W?o)BgjN%Pz@&T0$c?htuG%o=q@g{v6-V#6
zBX;`cSGJ9&g`q1r0331%<N4MXiEL)oEp4H+oF%~I0^4^C^ZcuK#5!H%S_<1UnP!ZF
zTpqYNCbB2dS5nX*`&5r>HM8K&lEe^s7#(x#QHF7fja2NfV6856;JTyC?@rxDQb0Rc
z3?ATn)IMYR#ziFn<N!&<E$o2a&PU9?Va9&6*vT<5Dh}=e^slN*-B&yY{pL%(nN$*e
zb5P3pIIWFuN}EVqDDERM$tAdvf%hh{4=xBi4%IZ=WVxfUQ%)|-^?eDC{2}lVtT77^
ze>&XM_^`dgm5w->S3Z@Cq1v=Q3yNZMzTBK-@I7lsRIzyU`<aaUl%ZX|*%kA0QFWHT
zX`aQ}q~G^ZZ%DKv#@X41*0PB}-H)&Hscx(!y0<dGh{dMdvw5mMPyoQm&roYI5YMG)
z@kcHg+s3Zllw*PQHFv|lCD1fm%}T>ok|T9Ak*puN-Z8Ka4mjqzveeclZN1Yuv5)r<
z`5G413FbaY1R|XD>OriJ9_>C4xwnjvkQkWr_lq14%LntRrMrR~30g^I^JY!4VNWD>
z6_2eYt^SUaPbKVDQoL{y7jb6?rZPF_@UAQd8mHD&<eif`adi`ejn6&s>@pt^SV&`G
z7o0NWe7~Pc_uKo6OMNM?{K%q-Q*c%19ka*1c|NhMYC2Z0b)?%|JXSDa65Qabj1I=B
zz*(*2VsLZLJuB#OnR3QTE>f~x4-$qe*efNe>3VOCv};>9)_ddTn45khcFSju)ablz
zpxN9+@!iVcv1i)@3~+JV)Yq34ZuH;@KDej-k4o`;&)xL@03p16OEqPwX3_@Kz95P1
zzIC|2G9Y1sL2QiXy+-mYsC+~&BDaY`a0nwH=bG|40Zd4tvIiS@!LLj3^l`;)VfLwH
zV<oz`Uiq&1u2geh+DlU};#7ZW((QFA<4?6Tg$t<19PwUc{K>{^)cz;98U=(&E?3Pb
z0CY9wZNr0}Xp6i>Q6%&={3P<PiR}zbRe`Tjg5=0%SD8naTX4rD*O~YwOZcwQaqC^t
z1l-^A(VC`FQe&p<H&k!<qh*jT;U;-KtIH%mFF3|))b%6f_zE$R_j#`=mx#~lP72D!
zRd=w~<N;7i_m4UHcByhn?@>rSO<9TSzW_P$75V=Fr#Alp(9*twuK@S}ajxE{{W>}S
z0LRk3{**zV2`#)ERbS2X2+zxdpVpVlvr+RT`S$>ST1U7>3$=b_80k>?<aFElQ!7H&
z%O`J^8E^+UBm8Pqg4ARiNgwLKe_EmEkT3`zK}q(5-M{hLF2vEMV1WkXWZ3s{{xuEd
z#1h*@99B_4(c~9g?tJ9)%~Jb8$jcH3YIL$JfR){h_oa3VL8`l{3X}jGQlY}1UusUc
z-JJH#1u<BSxacXTZsFFIfB^m!(Sy%=2_)mDO)17O4L2jbE=OtxMYrCJ5Zn$acXLUe
zc%VQ5H1Ie)kItFLQfb2&I62~&6WDR7+vle0^nV2Y?!tZNYW<~2Il;y{3iEwCKiZb(
z{i^J2r<FWEGjC!A+Gl9V#?wk^IN5^S+VPxru-$2f(RRr462t%wc=Y<zkV5kq<dXqa
zw={VEF~)yN=dQIV?=Eb-+lTV4$#0zqBca7<L#(R<vS1YYs5q_)v@aBwL#l;NTiogF
zt)6B(R5LCcC!7xTz}`g949-!CJdY}o&}FgxE3VSDac^>6nCvUJJ@M*mfW5gU<-{ba
z08zH_yPk7Sg$`Gs>s96w58cYBa;#VkgVUOmU$%Je(7KWGWAZgNoei{_rJ~LsW4eYJ
z@1O9lpT|}ZEsRfV$xW@C^Uoaqm9*u{QYK4Sv~b#}%r-5aS^@mXs<yW;YGf!B??V{`
zb~STU$hNXpRt~X{!MG!u%<6DD*74gz8E$Uc>GuOhwA8KSh;5ok-+KYH@%+V2clKn`
zZe+N-Gv7*8BMBJ@st!*l89gh}^q&FvW%Q_C+VbW-LgiIpGm)`mBRuiY^!!C)>fa2!
zS11NZWR^7~jhJq~m1O9?ZC~}+-ZQ)$Q~4a9gG;Wyn+Q|1<dNGVvvmo~x`Bz6LPtAb
z_vNdp(X<Qw1H=&v>v<y*Aqrgz=clc4x{n%_&QJWcZ|7HUeUS8uI)<`HF0P=O`qWs!
zvP~0-K{6a2sy*^+C&J@8^}ht;Kgy^!r6IHXD2^c>0Nu0Z{Oa$A1~p|PuEsppDw~WY
zc3PJ-<Eh@<Nn<2du|sOn-XyHj$(|WV;1AZ4T`l8+8}sFXES_Ei9l(xx9jcOqlI@tB
zA~3=2jN-IzHW?M7<#z%Nd9O;Tc^-|g7R=kVo*6?cH<!3={{Uy&tVHZCV36kou|N0C
zXlj@9OQhS{oxWOww~l!uIX{4^5ukWOatJH|{{VoB?2f3xtwg)LNXiLSzG1i#^`=d2
zF1c+cpAN*9MoorR3crc%T9z<an?(CWw+kuC?nMV9JZJN$HRx;?LYXbh%{T`v{R-ob
zI~tVlD=ir37s+#o(ln;L*DUPWS<JJDu^AcbgI`QUxqEwLCu*)U>49D!@UKj3pAo*I
z$M;q-mLPQ{fde0}<zCelz(~x=%VQk&Jb#UP@VsGmc=LCajY*g+YKV9)2jyQac-R#2
zhOXG_c_;pbUrufyMtcM<KN|UW#x1|anzl&d?oa1f?piaFCu9d{<Z(<Y>pEl*aw<fd
zVh)^&XPR1N$;im0Xp36IAGOSWm6hfZTAI)NearL}l5$s^P=_JK^Tm2^!a{$we6<~5
zko`vL^AF+ouT1zx<#oV%kF&r2ger(<quxvQYs5|14JZTYgH-3xlVO(HVu7+sY#mAW
zrPid~t7+r2OvL^a>sf9lONEA2R*dv1xR6vH2;@<iL!S($x)qnnLlMaOmh22R+Irf_
zG-6^Hs%{x0>GZE7w?1yMaTINzK2`GpUq%OmUaKO>Z3LGWHnE+mT*`+fcq2GG^sX<$
z`o^91okAT}SR(Sut)MZ5E_v!e<n*sM1%630(8g&frgj3;>^7Q-X*g(Q+6n&vXa4}L
zTzA7wF)lBkRctA>W?sFD9&53_klSgO{%Vs4l;K;cPn3`6SzZWj8%(gfx3;^M<W9hl
z(Q?dGj0}5Ytwjlb>P)K9{p3nA>i4>R;8}+887LIDL6hI{tp5NQ+>6~7Cz3H5NjwbU
za5&n)pU72xa&~QQ=?Eiiq-{Kr?Nj)+IW2TUZf%6_jS8|5c=;ITk4osYS0hO0O}=!_
z68$YB)MQ%*k*%;c84gdqY}-bL-oRu2TV#LVLb=a8gT<H_@3__I^}DF!i5Af|!rQ?h
z{cE+elE+t~%<x5Q$aa>ykz3tKIS1Pn>7Ng6r8fG#>uoX0iwa|}%Dn#oF<woi%F^k!
zQsd?~3`qK%*Q|Uxx_LClj4Ycx={FDoUf9p4wQ|*ia=J%FHo0vkYTL?Q*ICKPOM*r}
z-CFbayns$FBX$=Hb0J~;I6FYcuR~qdnxaW{yJ=6zZU8tujHs_TXhc(aOOg!C2fht?
z6=vzXuBykQPAW>zz0Cgr5O|t>KJ7Ndw<{pd&`8;X>^tVUdG$#(eNNs(Y+@)IAQE%O
z(~gy^;^^kF)L|k?BX<Q|LwZxJ7J2SjP_c6W@7o;ymFnP>T?o4#ekM&-YUizKmjXR9
zTbVGRO0f(c*%|(I(p&!kq)x5>04(}`7_MUSAs>crRx`?CPs9+%`qx3BP3CEKGiUGT
zKZh0R(WJ2WWfXb!X6n{$o37GFg;1QY%2}`rb`>K{B9XCCls?jTjz9YOs`plrUmJ5M
zaL~V)rA{zMtyGIijaDeiO^-kAEXGmy{r!Dw6GLV*A&pFm70*x(aYjITaxo*2LFa;V
zQAyVw=>a>8$H!`t+4sUgJv&q|zZhz4L`8M9oCf1G0c{;!N|DV`<|&UkUX)xpiseV6
zR9DxL*~HG^lE-R*JJyhT*qINUf{OSgt9GtZ{{X|%T;5G^lZ6r-?I_>Qx=3z!soud<
zoB{_ml{T|z^2=&kRFMf*D!nmYR&P$8j;6<@mei9^kjXwD+Y+iD-mX4&auog;tC}@}
z*~N61<^v448(F~z>zcGK5yA5BCj{piQ{Jb4Dr-qrX7ksU0E}ZD2kBll8dRe+;PqZ-
zqdCp4SsqWWM+$4Vi*67?B_Tp|0;96Jn$$t$%2##dSpaZxpYf`!514mnaVI(Tt5&eI
zhS`86McQ%)9SN@7SMXiUqP0lrZl?QcG<O8LFvD?B5fzr5DnibPs7~L)ta(_fTB_{Q
zuAB~$H}bEShOI$ubJLPZH)F%6`K~2Cu6z5{%^uV3+MS)KQTxdNZhDOKR2j15j^?{B
zhn524S(@pS<+qQHKZx=CvtMnAsqCoAPoh3vggNS@hx|*Mez9%=BqgvI{7rE{?itTo
z>;5AQYtVoX`i1^xxebJM82XCO0j3rnhM3ReNcC+tX<Nb&pnNLY9y?anUget8F2X~C
zgQ*1PkH8wp(qL&kGi?Si&uQMRY8R2|(I%@ZGo&)c<p)+!!}-^elILIJXLPT~{{X^M
zn)c?_Ni^kODPeUO1C!sM%DBC9Mm{Ru%rm_Xe=6;7uOrp9DK$7@F-3Sp>V$HjuO8LO
z>pD)OCaL|PwvroQ%b9p1jAp$&Ei|jol^j^AoYZ2y4$>Hew{bn=NDy9mF+`m5!yt9w
z9(nDGz)gDp09v`V)8|MQ7_Z_gB8(<Ja655ZHh0UY_^(R1W{9+t2{9Sq1xFl?$BN{v
zZj#4S^U4?U?h<XIsoL4%yD;?HgSyn`uTt{SlK86!#ae`eozn4A*hjwHjCHKtR`c!J
zl(!*Dd9Ax??Zs?qtC&iUPSx2=<CE$`<!vN!k7{zq+o}51(*X^@KUz<-oDvtmTGqy9
zb;@Gg@Ja21iu6r3`5@8sQu}}7)a8$$BDgI=0<eAD`)0Z)EB^op-jVZiZC^O7s;lT}
z2WB_o4am6BwD$nv$zk-bJCKe3_^#8%v$Vb((z2m&xW#btefB+SBCM=b-PzE1B<=B4
zx8u!s@x&!<R!o8A?ltGW3jY9+rqp)ky#Wr`wNlc6GI;f&lNV-E)SaKe$Xl}T1$m6J
z4TC)MUYma^{{X@O71J!sh4!y4m|;|N)|lSJk$}dcxI0+<w5UkwO_hfob3rGrd;mG|
z9ryitKmLr4zJjlxegOXf$jN+r{fYko^kjAP6%i5eK{)7fOe%9mPgB;6^Fcwh(YHMf
z8KvVi0Gn`n)PQ9V)Kfsn;M3G#5!)h@8XTh;!5^I?4a8%$Ie-dy0Mlb!u1`LchBi(z
zGn!yLRI?4Mjw%p%rY5XN7-Z6(l@LCroFATO5Z-8`K9o}cA6jyE`crd?a-Yi-z_F+Q
z0LV_?{p#*~D<zWX*Jn_eLlL<ca(nGH!&raFP7n91q_R|h4P1wPqwQ<ZXZTGgsspQ*
z!%Dcfk*#mxm9`VKFeLF@z_!|{5CDvGo(D9RmuqJUiaEk=1ZT-oMt#W5S4eN=4AJT~
z<2(gpf=A_9@{TgIHzDx#;Dsi(Gbv$^V|<UwvF6g`g7Qx|=V-|+xXJga8&vTYo}xC?
z2bCBfbfW?3Qr~MPNV9e3O3tG$io9{`Xi1>G$nDxDnI21WcAS|aBR`iFdr`bg=p;!b
zW&O^;WL$U1sPwNAX%@Ec9o@XFNgHt(Jbra*^H|WYtYwPbCXQBLlrnHn=TRtgJxb@X
z&)rzuURv8oi!{YS3{?wbr(9J(?78D`-c82`Ji=?-ei%gyS?U`y!!h6vKfPV_I&>1B
zFhW$RBaw>Un$XU2itDN5a-fsKmcDhswnZr;%Z^uSWd1z|<5lAL$91N<K`o^Cz{Bs_
zS$#+pzZ0;QQpX-n+tRol{#xMmxYm1}FiDL4iap-Pp0$l^Ejs@IA5Su=RFpmw)$jaS
zCyKON8J-qITc44n##;lNes$uSq+2iNeCIMZ827J15ldxvZDM8~R2w!8xdbwX;Qlq0
z@g*Zob_7le*+IJlzRdpsTACD9HqzVgG_5{sT;YEo!nS-g0o6uF@SOf)vRDq?D`UfD
z#-Pm{d)P*PT>UFrp9><BN^0kz3s|Dl2HAO@5a&O`l4`s$Ot4$X{Kq1Vr`#ML<|?w@
zu#d`;DUe4N)!d+f0qMnAx797?7M9*(?TkMF@;V-WD)Q-5ag?vr^yN`Bnl0U?$StHG
zect0eYP6HIv8ruR99bYLh2-`ARkd&u=S{a%11PvS6+s{osT&8(Navc>T_HAR?`2*X
zf$c=BOm0cf%1#eGs>0hG<l}?WHDKF7Y~>6;dP0HpAm)UhF%p)Bm%}SHwD8~Bnilge
z?ihyS8x&(7&bu2`VADaKOC}GfJ^ujDrBd+Kve|fdMYm<a`#B^L(2<k+npf9st*5<?
zXq<hV>@zEU-W2Y^<BiAiuX1`*vEn4<P~5nfmu;*_7*X4SUpDxv8K1=(v-wYhbs@-8
z>t8^{1=du(+RGUmw-`2(2+vS|rFbukHGBJi73#3ZHq}d)0APC88hwtX8$C{a;FzGq
zPEWELNUi7d5SU~iFvrSjZ|&Vr{(edP1t<32qqhd>zad7YXjs<2<MMC9vOgM{YpHHY
zX&WrvPCC>$;8Q|uQR`lj@S(A-=hE5#0Q4&Jah;!ydOyP7msEK%kS$z)<J8G}9nQ0n
zbEZr>Zj}E3FY&5raV#eBp(k*OWL`)-a7AC%NBSL$l0H{{p5T9lXIcX$pjVHY+Z_J@
zylbt+PY&YFSjoc>q=*K$eRXH$$f~frd2U$$01GM4KGnnP_Ojaen82ltp}0d98|BFh
z$n~!CRE|jW-BmU!BvG><PzWV~{y^3TiK3D@be)-KkCGUXz#xz@_-4E;B;x7Mm!a)q
zBQALJ8ycO}#iXxl343|sZ#O5YAd}B-m1aF3{t>l5VwGfOR+wS)&f1euvzaverYx*d
zBeY{6{JVdxaefiIlxjBU18ixeFYI=3KAFvOP@0w+T)hsOsm8Q#)acHW70mYY%Q_>O
zH%K3h<mRC9-1hQXU&-dVPqsv%p>O(T-Rq>D*^&}h2Xbcz>0DmBh`bj(FR`<K8|6-M
z!*NCr746!)*fBI!HSYB|JLnCi!$u@_1J<joj&qhjOx5jh?bIY3{{WF$sh!_}uW=qr
z?04Q4jV00JFaH26+>yt88ufnx#}%fP5-g+4xF$zk-1-5JrFo};ZBpmMx3U)6(T|rW
zgYurW>3$xMOG`@`BAQmajv(@aFraPiUOpof)mI3+S?YIEid55*z4j-VNnvrXGawD;
zMEUQHqPbPIg<LsdjpXE?Q(aD%sU1R1UQ3d)8H8($V*n`U`cqQM#lg+IWM^+8yj;%}
z7}QQJ+Q*}Xi{yOEQ_6lKktV5aDv(5*&Oy&{Qg~($Ggyf?aU^>NJ=BV^@l6ua`%YLO
zj3|wWA9oyz#qfTuGWfSn5<?JK97pn!dm8#&qI~#xOTYP^K0R8bt^H_v(y*Gs<|FrH
z-ak?+UqM!n!kSATy|9z@$*dbk+inT%B#M5!jda#S%g`+s`>KDLuX7Xdo=peu8__n>
zPIE)JlwgdE)FHzvkTLS~ry=6Fj-pp%8C|CX9Vuof3gGZ*8|Fboe>`s=b>vV4US>XW
zaf4F3ZcxDIjw-kxyeQoqaYeae9uvt^#%TcS*$<fm<E{ayb(vI02SRhZ9{&L3(=SWL
zh#5fnvN2UJrB}bTjPtfV{{V^q0QFXsej_@c34Yu(QAfZm7-w+qO><r)w|F4bmM`5(
z0J#poUPX0bfQk@5jnp5dXX}=6T}0^Nm1R#U_MX7zxU;TLt9wc97Ma<WO~$V(>UkN|
zFBx{5nR@>KdllPwT1nd85|U-wBc0@*;x(VEcw)}iPm+6fkVu0gb7WQpuCb_DMkBYM
zY7UFE9DZWHc{pP!##ntU{STwN*PE$l#Blj~{m>;?mfiA<0iM;=_#Z^G)b#m`_iVdn
z4dtoYau<Ww-ndC+dx_dvT(pdG#P>DSct&_3N#1EpVO>uLw>kcm=;;bSzFgWIn20$g
z%I#)rTw1JCIw{CjARk(#ePi~k3GLN_G_kS<BRI&dGGme1qd7uO4r!!&SH(JxGrW2;
z)r^~sndL{}O~B{-QX`-GWPirG&kT5D{t^2*VriCXBz?t|amG4VQ?z<g1op1F`K}_o
zIVUYW5sf@ODpKZ()Z%<g;CXfZO)lfQjulwKZDc2$o_PA!Rky;oTd11jQAdeb7DbGL
zM{(A@J8u-2=A1KZR3M=lXuOd#!qJ?Zn$?*1P*~bsK&D9JvWP~Kv;3g}z$54@JH|E^
zmfjH5o$gCaNLbZCJZ=ON&u}X5iVctaBl?iKk=Nu>p+<6d3aR7ky#+LwY}DNrxQR=Z
z11fpJIpeoV_Hx*|u#EX{?|0i{&&E|yo2J`Z8h!}y&7J=MgW$Njzi7X5yJNt>`Em~?
zyt~AHbb7X0Ms|3kB=pWu9+jxRF}bzUY^)$vNTEbVXXLii!S?EZI>zw@>{pk`JR6D_
z<6N-8%Ag1J74(#;#xDG}ea{)U%9l0AX_u2}v&DZDB)o0%mjofous=7iHPd)+OVKqg
zE-`T(yq8aM!bVv(%BXR-9D3Ei30%jhXeUa0Re0kLWHN1F+qvLlAdWe#&jGY>-`+a`
z`?pL2Gm*&rD@Qc1Vxt|da{A?o()HV`AnhlUCeY2+uGu+MQWyjLsxKBelf}A=sKS|!
z26M$Nvtlnninx(I9gQ`S_UC#302*I4&+!rTs;egMl_@+{#${XSi>X#2fE?$F=#UoB
z^uRj(o%3A1$saZV&OeH}$RucVT``mbO{|@3IqqC{Gdx(nUx#$EbBuMaDn|x#F~_ZT
zelQ3A5&b8g3iPfXZ28?kD$Q(EmZwYL<padlhwELu%sib#rgyb)-VI~_00||h80NcK
zbLC$QWw(>fE~KHF%9QXV864nOm&|{50Y8baPuCou1wy`pyuy5WYtpIgK7?t=%{ELE
z?N3g46vywLl!SW!0Kg1?!bN@S_BQ_j(9*tvub;jEf;>Zff9cJ*{{VrdeFH)Ud<mW?
z%_S(HVV=~u??*W8N9#ZV%{h5f^%UIGlkT6bA);3Mzgi;c?L%X4;YkNM2emGP7JhS8
z$7-H@_UTXpDWOYoD9<!vj8hP~%@lT{@WlWJH1z1*I#W9ubbayZOhuhP2U55H0D8I$
zMgzk)1Ym!quW$BEbM_zd5`+Ef-nT#TOWfn9+ZX=;K{S{Z8HRZVrh&|Jz{9l5RD*(h
z*6)Yy?e3?a&l`eAx<B{wF-5Kj%hocN(=a^%92%nxt{?9ned~8rw}LBMsU$`cw$Ckr
z$T>XZXVS0}8@)Z~L35|Hxt3cv{PHAUFewgz@J~*aiubJ>F<7EPtVhbY;MT2(2TfMq
zHyK9N?f}O%pQ&lyMVnmxqBbUShB5cLXFp1wr9F!9UKNumEYT7N`l$-miMvc~ZA(?l
z4xVoZ^{hC?93GXX)^km4w*d%=SVqtO(da))Z(>rrHuY~2$0nZ!lJ<f$gsX|-awILc
zsXU6S1j#Ylbt{5;;&@U)`I^kuZRLjWJc<C5EVwzq&OfC|X&I34tU!&jeK@6mbfxhf
z&6Sk@0BDYDnbudz;I7pe001yMU{@8YwAUBcGs}9i$RB79#E=I79z842G>0-+Tgi-&
zgK_+EUTLZ;EzQdSaArNd>M6H(am=qCmwRwa!w`@TPSzjeTV52knhkSp#BUi1y9_%5
zD<ao(Mm=`}it0Q%fxJm@SdaB>*Zu0Lb`(-toi3=#@yF%z91+ODsP$V*Ww(l0kxS#8
zbK0lY%UZRhZz0^0><6zo98?<dcytDtm1A!)TW}a9aD6K!6Gc4=ce-WPny`y|=~WmL
zurcHCsO_h{NkdC@BaNqmc+cfnl6Z*h5$1VF8DE_7`R1Yi-DVhOkq$T~2b#W1py$--
zk{wmlFlg8jkbJ-Xy(>qlTkV+47&EFemB<<6`qw6&CDue?R_Fx-0|+Vh8in=dv23#5
z%2DS{$-9Hd?Mf6{kmXf1q3*$!FR>svRZ@fLf&LYRs9MBtZ^CU2BqBqegn|ZtL0cM<
zG`8<7d>G^*aoY#~0M}gfmk94GIFV;{F_E5wzrSkrCcV?lrz=k9JMha|*6#K8it|*w
zlExU?Lla0!p1@<%Cb&NqIX*7cn4FV$CvST9Z41JhR*P}=s~BXBri=#NAz|y@ydTBn
zH;c7m2L|p;0si%IO3P!iF6LHw{{ZV#9QMr$Gt!Zdtw_Kz1A|86>-bYYDhCFDB+tv&
ziu9j_Lw2Og&JDYdZ05YtPaSL0{u8-6zQRtyZq4}ariAu8ZDoklAX0EvY;*KAm!it@
z>UR=#R01{pGEG_W4cJi}X92v|lLydo{c4|w!Hrat%#2Cqy$UPbvBOc?X4i;=Hivkr
z!#E1K_hJ4u$@s|(cN!c(@Uw+KhA~|u__94RD+u**BZ-5dNW$+j2f)DYFh7-Jc&!rd
z<3wokBWvIRZlE7reJkg1cv)ecXf^Kck9!e`jc;cqxzgVs_>|lQ9Ee*VTpHjsYpLP5
zvu(wH)16$SVR5(?&N}rq=o*?ddPUO-V|>FS22Ohu)AIc5#O<|Pu<*zBhFF$O#Z==Y
zo=L}EmE>hq9O=}HJq&GV#&Br&DH1~z<Bi1&FY8`utHmksi61kQbeZmW2mEW%wK-ni
z;>qHbRb6mNKPegRYmD(?zKh`th!#crOI{#XM#)tG=lm(<bX*<V-J#=Tn$xl8+TqTn
zCtA%=bH}ATnXY8Zxo13*O&~^IeqNo8eKFv^ho$%sG4RHwK;SM9{qk$J(xHlL7z;`w
zLlWhQ#(P&O@bwh<Q&PianRyuL!L7>)5B4>v1e^?hweq=zmL^VHU4BQsgiYbni?*Ms
zr>5J4)bAj*ZSnbvn9ttIjMls=cDYf)NC)z)oe5%1a#1K{Lxv!B{n+NZRMaiQODC1J
z%Y3Q;$4qDIUT!9gYE*BXBy=fG3dvmZAB;co`=+q}0G@CB#dDtyE&kKvdmNATd*u9-
z*F*7rgI#HO7#>@YeMUuQ{3efoi)E7;5!$)@%8%<`Tam`tT5I~;@G}<GNgjh7?GCMZ
zX6J@)K0n8({Ka+_5_y^|0CUxUTH^JDWW2Y%POFrEq3K;8hc1?Ta}Mn6kz5aBUqOji
zh0h*?w6!|8#t?(sflJb)0CERvV-HH<I|-EKX{3~4Ann)bO;-5<rz?VS*w6#6BLxGe
z`^st(HeD-@j4EhJ`QSXBtNs+$8>0jcRN{arYg2}_j|T;10OQ|^$GV&yOk<K26Z-!E
zTGZEJ14}Xw`RJU1?_9{3HSDr-F(DW|@x^UHd&U)>hhMx0gbt(T$KioYy*Y;-jn<&k
z)#d%`j0G7v{#ABpq@PYgi;`O>j@84STj~`Tk<oy5uNKa4P(db^>meX)`LXn`HO>Ie
zK^-g8^{Z)<M!78$58a>TUSNAE7#-{8ay4oV`JYhan$Ub}=18%Us#xQ59tYOCp9&(z
zw{fvX+aMVnf(LQ!T%HDV*jG#8XY$=}xesuv{B&KXKdvjcA4S!p$$M-G+f!pqQ5+J+
zNXVK)jQ;?%YU!&DK9Mb>t*mS=l2;5!0~u`f?kbx%YWbYQ3h?#0T$8@K8_}ulBXpYe
z98EYHi*-0PaM;<RT#9Kl&DpG7PsMspmn*|H!D*N8MuQ}NJu6x`dX=TiO<kGJai*^)
zV<*Lz@I@rn`vkI>w-j|dKnFSC@_KPxMfwDe;4^NM?EvJSNZNU>n^3rm#JY?(R*}nX
zZqbM)mSz6{R>zP|I~;NKte+8S>1(7~+?b4aCPs#GTPq_jesTP(@ACXVu%j4DbLa7O
zy{wyC5qNyT9<6I6@OkKRn>gf=f!FI){9S7novup-x@?Q(bxh}O<p&x3YHbah`%cSY
z!wHif+|+(Gl*!@=S&nie>VMc3=w0(1He811f+zCgx!aBp86WJP^$&v_2{laQx5<I(
zGILAdNFHc!om8+vlY@+Wrxgc+KYKo+0|Uy8cj{{w)VS=7PZGB865f><9%;a-ZIRdk
zjBqNSiCMqlC%*vk=N>9sd#MpX4o4lUq9#+^*GNyH9Mro8IXq^vP0Yk(OxXI=e`uT&
z`^Nn1PGW3azEF{qk@F7Xx(JxIfv1m4XBEf0%H(cxex|(#L$DW`Wq_NAL`7R3{VO@i
zElY~Kv4`UVPlxn{?Y6jgIgnSP{6c|kw4F93A-0kO4)y193`vps)F*VARTY`N;NlO7
zZFAR}^h<alcDq-9otd_bb+0?{c7Nd|w;*;k>RNW5_Xgr^!B#wz>S|={Om#5zg;ela
zMp9XL9M_gi07WLfvs|%;PXu1gBb8)apvT^?7MXrT;;lQYj!ML7jC#`?dUU6S`ef6h
zx0d2`w~2R2BLq?EO$45|@Czfv7rvikZ~YA`-|NXf5qMWn@YVg#_JW{!ZOL7yBn``6
zw?aVAfhk8yZ@nlyVu6n19MF2xbAypfkw6Y3jMA^&Bi@^l(=@C14n1fYDIo9&6p-Ob
z<a5%Ry+(gJ7;QKQtw_hrcs|u%IH_5SDa}R)&C@kVOm0ayrO#?|fLQ0XGrtrFT3ph0
zqJR{B8KFOm9mOR*4=wbjBE^UNgsuL+(zjs8{35p}r}|p|0O%&LwEqD430waFy<5-^
z_@!=!KjrC8Kj0>i8CfG9wXdW~V=^!#9i&!5t93aQr=$igFB#zW`cMR#%!llb3H~Mg
zc{PNr3vpWd$tEN9T>iC<8vNOzY$JZoKrBEffZ6_4Pgj`A0X=t~{L}4&eSnPj&+00!
zrVeq8eCLWwa{3h!xxuc6+0^N(t(<wPbMIX0FF8FuD_$+e$}x=o^?#KT*hqs`l)dI~
zzjPitcdbnl;71r4I1&cvJqRDpu`kq{uTPYF)y+M&sRua7<W$>1$KpK$NxPC=Hb9|C
zoHCF&AA2>%Yj;j8zRi^=XD)c;9-V8e(Iww)8xRN0w*XfSt+4w++uBB{hU1eTqU_%;
z<qh&3x$J#^3hK1^B7YIeA&el7++cyrWwVp-&2hSGV7Iug$3vPYY%F+~DcvXchDIu+
zf-g%NUM0CVHx^Qnk22$a2W+sV@g(bU;Yo;Gc|tTk<ZkAwYfbZMxCi}c{&Z_HDe$%O
zlm7rM7x^_MvLy4}=aLD}s5q-qhB{;}<d!bOC({C{gxwPyoQlzz5B4p$sFAaeqSk}u
zZ4^}Xtvw8{_T`p(3F9Y^_JwA~y>c_{TAC^o;tNE_S)<^6MO1e}lyp7qWW}WG!5({O
z=xdhOQ^+ecV1TDQ{cEF1mNb>e?*|+YQNTaSxovX#StFK7K-v_jP&!v@*z?w{9lfXS
z?P5?mN1xKZaq&?90E)9#@BWo1KaG7G2{>W>)Ez$oUpaWAKk$}n+5Z5ar~Y-pBf17K
zZKRHA80Q$IZgcBMMmy3dS~E>Fy#+8F4SGkyrOveDB!8lx{R+I@N#?yb;XHnJwK9YA
z3pOk6cT+-p8(uArX!QXxQeXtfpF&$WKT%e+<T04@kCbA%op(is{{X|+Gpe64A}rbL
zSD)ux#-83`N8oY072QGISmLd{%x@FeB)XoFGfG+Fn3Ea|7To#jd)1v(7K23F)i2{e
zp{DqvSiiKiqQeDmQz!DPmnc5Vq+|oO_9j0}HF9p}=yqt7JxO)>T<F(Zx|m4ZI`9+v
z3h|KL{{W?X4x=i|q1`hnQekg@;TW$Zk`T7A%o`=i1bPvV@vb^CQB5PJq?>20+~3OD
zMTBxfvMVT6bz%yf3><gsT<45dYn>ZgxSg0R8luB)xWa`YiN~*Mzdgvc(j%QF0iy`Y
zeF%+foz!)iZ+;)kZ8!}ezgIFJymF_n<y`Tk>7=36qj^<xZOQD8Eo3N0I@3WpKK}rP
zHk5Y#E4<=8N5D4^4~De|Ko88If^or9U51joEg+IaFA!EIoB_c#=6WT=+IUM)l^+M?
z7(Mb-e_H6g8{&!On#)F#+&nH>H-<aNAm^_Y;$v`bQ}(?tcj$V!Y*#EfI@?3J@X<Pz
z)c2=gQy3s2$UFc)m1_BZS(S+Z07)mcV|aGqY_)AyO@$aoYvihKIXEak!}YBho;X(d
znX-=_=Fe>B{43<KF}-(fovrB4Qk#=Z^B;>YB)QWEny#r6DA+;U$UoMb@Qx+^)YPX3
zJ784F80vre)s^uS19fX8ZW<YPx?`ZgQT)NKi{RvA?E1Wz1d|%)@IT{Up=FSaDZ(*#
zNco(?O}RIr*xy0s!6I>zG7r5$;L|hfm;sC`yIs2so(I=8cJchAZ1r5%L!fBMr|7X<
z$Ow5)owRpm>H1>5deXEkc~ql$T-l5jI43^z^U#W4FUhx8bBPG)OeX*zTJz4}h~zqZ
zW|$5KUPTCYT&e78Nt0`D9Ss0FR@h^hel;N>WH|e>42o(2C9z*lML@1hB@f<=@l+z7
zw;%jVB$MVlSxFh=8-;UPYz=X6&f^K@79ROLS6g~~{U&((G7xiI?w5Aal-Pln01=OB
z-j3|bs?i-3KP{W04oKR*<kUC1jP_Gn+geGCkC<bq9Dj{YtPVDuHaPaKW5znfIt9j^
zGr=s|mBJLq7##lqI_JzIIbr0XxxNdR+OBPl``hb@t>m|P1BnoVyc~in$Yim)fx^vi
zA~#$VJu9s6p0^)}+G!$Iwu~K_I3$yte=5?rw`+UZBWcT+)TT4@434DN&Ee}!N>P&A
zbLgST74DvJ@3XJ+uDijK0|n6AoZ-DVu3kVEXHZE{#3`<$!bAve$v%UQ!lN|1!#jC?
zXGC{2EN~WM&-&;80MLyWx6#?d=13Tf;|elr6R7F7+lyVX=bw<$H2QV)DVbcUIR|bz
zuL7kSocz@y>~t!W_DrI_AS`%*<36=&(^nS~h4P5cdd<BbX1$UJi5aty`6nRvs`~Dz
zz8y<<HmM|&46fG3J!^R3qgANWj;~=#s)Ssm^hN&w6YJL+HKZ?T63FtlGTepyKN|B*
zX{2lNWr)Qri@n1PWVbo`b6Xm=yqeaFEyKpp%>;@OL*x)h$;LYW0EJ}uhUnbt$s-JY
z<X6;Xcr}Kkl$X8K`TTYx+ez}jbm}ziL57cSBW-C-vZ=y_A1r_j`tUJXJ}0_)>~ic|
z7m{Ng26?LXQj=thlYtq>p!tPW*Gn4_#xZ#(@~=WGQ<_q|Ni<ere`tCSHF^AM9~QW6
zdB;(R#(&@fnWahooopL85-;<k#fnFWWl(ZJkDvGet&CT~Zumg?cK1LYx&HvrO+nxy
z!s`D3X!*WUKQmT56>TKxbQM{ZLl(gQ0A&9FjVHsKNv?HUlMp*puH&2m)bm+BrLKoF
z;xUgC>I1l$sEGW7=~MWnJiiv|N)AArijFbzE;G`$L`!x%BLsR<@qzrQK<i9lhCcp=
zsF4c}ap_*U;Vmtu(yW?L%Lm!_1G^bD=KdRoE3Xn*LpphpG|Ra$ox{@=-T3zY&qlw{
zzRZdvx0&0^92^eDqDtz;CuUIinG|s7dRk#j-eVHk&lTnE#JKHU7m7SXbFSVArBNCd
z%Eq5`Rs-`n_n}70z}?S4_;ul#t}Y?g*`qe-<~^NQli%rGLGeArJ}kQM>~^;45#^;`
zr;OA-2h?EGydWL#?U9VwYj$854_sFrZ>lBV#5=2i$f(=!M^2q;d0wrOnb&yNRfg9@
zeKlng7LTf*yX-}I9N+5H)}8#&NG2Y6X-gB&b6JvS$x6E=u}o?XhZVKqn^P{c1i=}E
zaw~DyuN9Q4Yp3v(mll!T-P)%4Vk+t}o<XH+s}Uz;eGTFJm!DGGBy6m<$Cmo7bk*gb
z4t!~U;$Ia{Yk6vr`BqH%UgSCt>t3f$)*0|0;YBScZ)!yc`OPgRMHB$E;rC59k||g2
z9MA*Po<E%_%5Z&YtHBiP?(5DfMuE;j#}yi!Hx(;|3U-VNi;^>%qzphv&%GylQ~J^l
zO#&VGQQnZ!j8Fn*oR~T1wKo*y;Gd-cSg`*9kc1yv-?CEv9k@Z&?$L67hOl(+`3c+q
z0KNSycG;DDH8V)XSM7_Ey+_Ju5p;M`=~chdB0E7i!R#|o=@UZ$x!<(R+g35V83gic
zKl@iuagVmnRE%KAc@-s!@4kaM+6gD{6aqBf%HLPhr1ED-uA`JGiJK+YZg*p^TF$u8
zWwf+u-b5-07y$E{qjPaA63S9Xj!oFg@K3En71hMk0W8uu>xN=zTLHBJglNh(kujTT
z&vC{-txG+HuB&8|Tg|fMO2OgUNLB1|eREQ2+HKaU3>MaKJkkd;FkEn>zve}Am&rA}
z&jgB5(n74c=tVB0=xR@*HKn6Y(}RKr-MG$a(cD0gSw^XsNg1UC{on^5rD8zLW&n~$
zxvq;t&@XkH*@dFV`=s2)M+!X!3=sRRCffO-xw5(8;s!+8PRHjf{J%P_1SxBGG&4){
zBLFZy_slcau;$*32O#4d9-P*Op9I&BZwxAAndDVaI<Y5;Is)A9G}!*n5Jh0i<^~K8
zT###z*KB547FA90Jd6V;BRS-KYq8QHXf(TMq+PP4%(5?VL-aMsT<f<sQq61#mKB-V
z5swN^Gt<`<5%__XtRllOa1*9?aezp!qe{1y(^0sJRsI0VM?4%5YnA&{m$xf90Slf~
zXQ2B1E3fdP8T8BRnOUAiF`_duBn+^}KkkaDY&h&mt-AxK5&iMo-lEnVKZdW=c64v&
zR`pd`F7%Xtxbq-9{{XjDwUkk!>Zm^Ix`E$}kw{0Ms}QHt9cxBeO6fM|pY@HO$X0GZ
z+(RGAugpjGJ-OY<k^caYs}5@r#==Pf10KHhx#4AwUlv)%JnL?ozt%rN#}$QT5xBaF
z1!2BN2oJe6(&!pXuZ}*&uv{BfXJL#6+Bp44ttrK}nKPQ!=dB$iTSpxBvNP`-l_aZI
zGvY**e3%hH6TUh19FbP;G_6%o-F>oXr0k)&ABAD-cUpw@4He^glUkLPUl=<<<kwwa
zg`8CF%#TE~lYA}DB~*U3^Vf>oJ}uRc{XNP50HGTC4@gv=$z~3DIp@;8dht#NiuF(q
zf6}DqAMG08XKYNIDLnNgQy=f2N)KMN)12ot6d37CM^Qlc=|B!%_2|D0&dp9&`GH$(
zuHL!bUUoRmdY8fZB8Oj<reG87olkF?j-qFy+|8-Uq~1?3@?a1?;{0djJ*$n=9zksj
zE<p-9iu7L)!S<aJ>5Q4S5IcOM?;LSlR+9wM#TrK@!?(Gv+%nwcuh7cZWsW%_mT1-0
zt`};NoE!`q(1v#wmdZlo%u$?n!K$7pg@ufAyj!GM(MVEoPaqt7b*)=?pX@M)h$@)(
zBd#;RJRi=o_H9aQxw5FO2iVPWzuC89QI+y}811xIB?X3yb>zeo2ww`D`jdf=<y}SK
zDW~12=WJ*H06?xb&U-VdTX|ddG=L^~%Y3>1wZR=Oc1xkD;y|%!Q>=S-i4|7|f%2_$
zlAQQ9<Z+L+#DDSEu7|`5)9ErSF%~Z{+7KRat6cQT<H7f6(d^rK5Fm^k?RrmT>QY+2
zLz(OAN-zi}kY@&ggMw?I=Q^uXj|flCSx|o}-uQnW{{R));d8NFzwzF+&q2?F<>NV>
zKaj4+;jC9TnzVA5cEf86VYXv-c*c9z4n6YWru>=JhgYc+vCzl-Rem9Ee*8nH`xRpR
zPN{bi;5oP4q<Zo{tusRTwa*YRTmf*3PpR2aPTSr80Df6nNYD3q>0cE+YcELtNct>1
zZl9|>i^lg8HS{*KMX=kK0Q!R2&31nYx5MH6N>ogjomVH=S25y!D&qeD##Yu%CJo)e
zNZ9kWS-3x~dcTGIHatD0J%xg_>%7S%vtuQQ1A*zqeu0%n^r0oSkCn`&YO;&mt*J^9
z-M2P#!8xw+?yoIkj65H^RRJ3r0=S)EJeKaKA&&!r#d=1Y6tGxD1kwotB9Ae@i;C~W
z^f+j4%waUG`{kR>AH=7qt3qP&?_PuN4@%Lvg56l`jRt=60aaebl1=cD^L10uisL#+
z<iSLcdexKj7Ee*QR3Zjg*%+?V@6x12U?VKck;h)N09&@+4MjNer4GMz^{I>}c*8F_
z$25;`m1Sla$K_Nah2vreLC}u1k!25;xQK`&?&qQRtJf#Xm?Jo491nWKxYl(!ZbqM`
z#}slX0p?}SKl=5(6?SD;V|-~c%@>^|)ShAIZg4*;&(`EkI?f?{Qey7g6>!Bk=jqy_
zg|DOn(_0O2hk+sutf$mt`Bqi-oOJus_Qf(RWO;3#7<$%OjJYT?e7Zc<(D^2bEbe~I
z5QSAq0as}!j!(U5>N5G7Tzay`ts`11Fwa`U)vx2XiVIdpV|1)uL&q8Ip1rF|>S)e{
zwlXUyjueT<a7vc`L|4jFljnC^pGzd0RyYE89O97bI<2&^S!pA5*JY8E43mI5dUvJZ
zoYsB*p?jv?+1=PH8Bn<4H+9Eq?3(9~EtB;fSIZla>QHN19MPtttr@sd!+Y-}55~2$
z`?ix#w*!I?Z>?c!`ku9}%>(KdvSuYJg<&Iu&1u+a`h~r<yFI%kWMpMeO!uyO>AFkW
zHFKVe_uaNTjeE;8+pf$=R1)6R#Q65@Zso8+7*dMEB=zZCj=K4|g99W)D~s_HMIFto
z_jb)R0a-$;ZTYzGTsb^HeFpkm-yMHo(akD3(e8q&;zSt5O{`l>4z97fvap3o3_Ej9
zn^H1F&{-o}*_l>D9(R1;bu34>N?UziTRmO1DG*#rRH+jj=OZ7beR|ya=dsc0x(tTG
z2bz0mH^u-GNHfcB85#cQC+S&!D@#c2E#iXYPbBia$O<@AWAgqd8LD?z-`Y~ibYn3W
zQcA3hKp+90Pp1`9<|zJQw~;AOa(EcxlC{davC;T@!>o;Gsp?G}I&o7r?=eAOxgcPk
z<#Am0y{X5o>oVU#7nKvR2%f+IKb307;+;h_==9bW(ptneD#>oFK<Bw0=Ck#fqf7DS
zBBJ?m9jY<>3s-bzwmNs$tvoZ}h;3{dKkaL*dBt~b3c#F^(>Neh-W1lXE&MTWrp0w{
zYpPE>e)Paxf=|j1AD5+LXj+}lrK(t4+`34Rq=^_YsKD}@jDeHWy<_Mq2DM|z=JFsv
z@2X4|%H<2MHMJ?c@>)&ja}(6pr1&dC({H>td3SkcmlMZwv8iS}DFcoTaC)i(u3mh&
zB2q9bQ%>;?tE5{zI(_uE@wwdUpkSX~MN)c-OH<IF!`eFT#+3oUC-}X7w8rrMl31VY
zi+;R(r~GS&ZyI=ysnxDOCI0{ljr?iiA&>Z+Tz+HxD^6rhnWN(f)5BgPvztgyvC6jT
zDDrs2^UpPfb3Ucw9YWDBu8Ye#`5n0<C#_V~uk}4imiJMTdBFh|XB-@M2NiQh&-UJs
z52}AUiAwtviW-iMHkmP5ClV-qydUXRSRXgFblxwE%haYg&+iBFu74lAKA5C7U(zh#
z)FzrciTsj~mqY4DYEKH=3!f858ys-i{Hng3KjLJg{gcPxSNsgY{9_2~!*%*nZ$S}W
z=<vs=UJc+ZV3l6xve<s@E2Grn&xrLdPs<S?S3JNN&~Z!!L4lG<uCKu!Bhxe!cDjd2
zK*k1ZnP0p7t2%S@5$`~nx%5B7eN#o%JYR7xl^Ij^C*E<4{PEYT*U#Som;Nd%#{U4P
zCm;C|I{F5S+z){J=86xc9qAM=9+ZSpiYNg^JwV!WJBnpFGqlhIm>Bn@gk-l$ab75e
z3CZXwGLjNOv~f@sKmMw)=rQ+z`q3O}dQBM5A2Br0nO=eKQb`a@;nlI}nv4#4rbv6@
zmlWZSyylSOJajaMCwg*`pL|uew?S$c0gyV?RTu_<ENSB!oxl6luyQ;nbAg}qwf_Ln
zO=Icj{w8++0Pj}ZU-BzldVR5b{{XURVlhR@Oai&Co58Iu?}=;{7#lIj9h*D=DV`mY
z2;_B^6qIBgt`vj$gI!6w(+g%j7TzQ49?|~*veI%IIZqu;Eys$lJjKL;hVoB+qPgo>
z?iyUf6G@K2bNSbC;wa#r-6OZt)RqO<?ofF53Jr5QUEKC_kqpv6u0C%q%I1i@0j*Bg
z!LS=^dy9+N{?8<esE8qxAwy*J9q=oP)-5kh)Yn&0I;4`bE=Q@&KI-RGxVT{q*HbU5
zvoNc+RyvEu&2lc|PQQO;E9-Evji>2z-%8$9#k?gs%+iGXvt8eZX0p+3rx$lAEzGz(
zmUYJ&!0FSP;$+irmRyT@Tx9&fXElHO8uwG$QU--pbG`Z+B_-8@S18`;Q$}|zt8h<N
zjF#K=t$z#It)=~y^WWQ;l4X&i5`iGvbI{}Y)YiTmlHNH)?QJGFA35XcS$5h@)OUl(
z5nKf)<w*f2@Xan|ZOY_*j^+!iV|Oqz?UHMTk~GLU1+qB@9X;!V@iNA`%z`-f02Hvt
zat2Lq>AEfLmZ@NFQGpZWp?vKGdUmY+PF25_=zWcR$QY9%z8HbWIqUQlF?xxkN5CFh
z&3$z$#s$5U*z*YGh~NNw)t?S9iph-9M-JjL9k6?zpN(LRV^D2AC4ya!r(jr+DcT3H
z{b|~brl&Qe4(U6&<gb;3pRZF?`vSSs>unXtu@=`UAwmlj1mg{#N-wSCpGv!e6TPPZ
zf<atk*CXDr^g9QZSp4{IAy9{N?8not1$2?=@RiInUJ;ypw&4E&CZw1+*y1Jdz5H#~
zJ-8VrMeB}x)wj?tWzu4e84E`2*xbD24}WUvWwF8?^V~9LkkGLHw2;`Vz`<@MMh%hs
zw)CpIAm)5OqiQyq?wNG<#Kta^AC!>1j--0mcWGq}pN_RHT1$YCOj%Gueqcczy9^4>
z(*^F6szW%w^I#GJ@VcBg;6@E>OX6GWt$M=URv6)UVQCRyQMs9NNjS}G3cRTa)8;z~
zwMS^#k_R9TGPxjn=DhR78oV;!&89nfmlr4@$WObtf;;u;UYBhH22`6+XOV{}HmaYX
zuQs~Tp<f%c(!|XwUm)DAjErYE{3+JN#j6UA8cJ7Zd7~2*nYRQH8x_d*uK@91{EeEo
zAM*7l{)B7YG-)w$BA$h_itvvWXZ{kcTi5MUf9OWCdlwTKvD%rA)b{+Tpl;_sfu=CV
z1xo}CaVEt*iKZ~aV-<5v{{WAodVHpUDs9F^ddI=Vi0jk5%B>n&ZaMAqSCqdEUa#<T
z%NpIsnG;EyQH5UTbs*?^XNa$ETR_xgjTSp!vq`s(Ndt=KG{AxcpCDud`d3HeFF#Vy
zuB<GIgCGdp^ck))&e~X^irmURMcI;l1$JSjt4Aex=%kCDCb)>$MfPbU4zHZJ$R`x@
zD7EmZo=h210Kt9nn&-Sw8a+6mV0JRO!OtBkYuTPZ4m_;H0|vx9yW_Q6n&+3GlpBnF
zOsMs%+xHQTHBuR3&Pm|$j;D&2+RObZS@ipOz>s6+z(c^@$MmRL3E}YK%+kJmggob|
zZ|DVOT3t-{7QZ{T>9LHTn~`2uHu60iS=i~P({*>aw1(SLxALxI4xmMind#cOzZ_U<
zI&PC4wcXrO?UWf7HO5$jgPe24dJI@g?J)+$jT7%L@TeSSxz8KvH@f}T*)+8KWW|xd
zRsfI{v-wvtugy_KY;?+(EjId|MOJ4;M1_<A@?`s(-MH`vi7h}k76Kr{BXp=TKRT<b
zXd0!3np|C5szn|Uu#sDmc;FiC_K>}=sm03ebAQ5yW2WI{NB~Gdx4xiRH_Ggxi1|Pm
zAB}Xjx+TrhEz4^6id_o@R@>{ef!n2W+5;8v-O7%49DnFP<6VWGq;2lwvyvuAR1mY1
z@{$)AADwx5jY_eNsh*Y!oEzquwWGc4TK&qIBNkauR4>gV?HsZ7s*&m!Z!OwIWCjn*
zAvoZkqwuS`L!;eJz~mc~k9-QxzlnvU;s$k<&H+=;Uf->J>XLPzGU$=)C_YQYoUQw+
z`0K;B4*6%gQpJz^U{|`_M2dxBBj+6Ayr}6`3#Vz<7ZzV=x`mjlw(ZM;7;rtwuF^TK
zO{z|c;7FnHbH;1!@|SuEC$aLmqP1qnHL|tTak_8cARBYnn(iXFhT%kaQEdL;JOVwd
zhth6Y{6hoCfv`%dp63<l1Y1o2X;pX_&!ulxqLoJ#(8dsPrkm<llTL+X{ltYIux>>#
zHRLDDl;9qYD$)oY3}SV4?av~jo-3qHfrG|-o}#lTt0$Pi9l?e<Aa$n?o+3N;q$wiC
zp>flZL~Vgc0T`I`oG_$$@_SPp?an*ZTZw$A%Xg{~o2tmtU!tOqEDW*tskD15O+H(d
znGcyHreMt8yz%W>lQXpC$@{~RT?AJ1{en4K+8LdcefGm(bjK9oB&BvK#kHX|&D3%y
z`aRSL*vl({k@%Xzx`b+4jge_Q$dK)I7{hZ>YRhgSd#AQoT`(FcPu(8AhMVDsGOVo3
zza;x`7#s|Hf1YV$XAfh`z0ELjnyby&msHTS`wNRpxi`2;a;qZ)^L7K%{{XFAo~?N>
zvX)KcJh!e%`T#4h@m0i9e`J+lRNZ7B_zA8PR=7!Rt>OfKtd+_7x&D>&H4=?mBk1UA
zlV)T=1c~O8<>%(v*A)!<#m1F)iwD|=Bo{zVGso#q+&`sc>ZkXy9OLCb&a}1NnRQ!H
zx-~!HIM*-$xljA{Dhr<#>erAME+<!wj#znPo_%Wzzglwj%^uDvTE{A!uerIb_@esH
zS4pIX87){Y5QBq($jCVdt#tNU&xJfsq)BNcYYh8xwzG8I>JCPFde<v=Z5E*%mh&&l
zc~<`6?BA_&H<ou=T<a9-7jWE;xFLtAuIwEeN(#!%<HgRWGuK1d?K~v|=vTIoS^bt7
zwz6b1g<v>5X1PCzIy949LpGSv&o0oDAX20eoE~d4M)-%UX{s&fkla~;jho12`Wox4
z;I;7;sJpTAaN~0$Z3G(cQENnTUh7jkLh!@M;fqP`Z2tg!A|dbr=j{M`{{VF2sCbJ-
zw$t?g0JIX20eLz*zU*KTv<^M%wzF9DyLD47x-bMb=~Y<so}=)iQoYf&EjnvUy+YZ1
z&BK*hahzoEM?6)f+*fCfL2++A^cLbl`^f?Z$En6^W5m{HPuA}31NojoShwRD+5pe#
zPPp)fm1(I$_FA-;D6Fl&VkR(s+PW`^7BWF`J=|J^Y)rU&K_~^m{vZd|lGTBM;R_py
z?%z<1FWIcJ*A7?>p_P<icjVPQ9@=-+Y{k4XO3~d%BkWRep}8m8wLTolEY`jwwJJ)z
zm~3=84Vv5de>72e((g}8E1PM)%_6f+AYjAW08-Y$p~-7VWAP56Gn~%HBkNU9E7OX%
zsawMZ)X#CK+9bK=GEV;h%N3Y)3w0lT2ptGDTQN&=XT~rNG3ii0LVrq$^(%gx#X|aw
zBphVon2UFs&Y?Du7MRYzWQn&b<Dbs7G^w4ntr^>>^7H=yeOEGXqAkccuSf7Vgd4=q
z9qd=B3R;vQ8A&b9e+rkN(O<`lw^U^Zk1&2U%z^WspN(~XIg;Mu@U$#RS&Fbeyw@nh
z5)tiHV0)A4j;pB#U~#nm98}%~bN>JdwYXD^?jNOA(~7R7yl_<Y@5Nm3O{~Ml7PFY7
zSc^B#Q0@HcWw4D+YDnVo7N@`OG$aq!xpgG@WD4v&O=v&1ZzN<nF&rFpu19XwL!L)U
zYhZd72Mg(0cO>VJTGKywwPsJ$`sSD;*M0#10La64{{UW3$NjX9zJad+_yRxTcX&=S
z_D2~10D+}@^&}(UKGbB<oYBdkVVWrRrJw`fH00zHO{XUS&@@fh;9`inaZL;l29X<S
z>EG6+mO5<XBvb&L_o?ONXQfy6#WYJLIoN6%c)<i>n~v1U7xChO){fK@K+PvV=s5PQ
z@!yKjk$=#0>?(rr3I0?8V^0{=pdf!0cD@sWE1fFtIc@FcQ8;b45(HkIbCFzDoPXkD
zZ~pakdUqZixFd|+FaCmPV0IAM>6Vgtk=p2>`hBl({{Yac_?p!H+ie|3{dfNW>(`xv
zat~jvUxofroK|fL=TR}TxzwVvlETsV##l=XrGom5XBAcS4I%>a8x>_t7R#QV+|>;z
zs%vWgkg@#DY|QaUz)Tp$yDk)ReX3;aQg<b~x6^I(Xk^oEg}c64fNns@70K#yO3qkH
zz+i9*=DO{C!3~X^cI@FAAa*g%-}A+Ax|H9&bW_}P_8<Lvig&rA_()mzADEo|Yp2pL
zr?$~9w>yY@uaI`@&MS=%AU}BZuA19XF=!XIvRy77C0OHT&wjvvTDp<CL`2e*VIMzt
z1pRoZt*nyTMUoTL?sMNgb42$Wv;lBGi2~$yJuqtIapgc@bB=4ByCbO~_hw_Q+L=Rc
z1}w4eaf;^WzOsbfX3jq}%0WK9q}Nd-u|3|O7<Oq;0>u5?XQ2149{wHI^Ac2o<ndQY
z+{UJi=sYT5Z9evOwT&hWqB#?dqdh9|Z#~?WC6w@b)P5X?Itxb>EYdW??w&~J@T*4B
zOKBL(35lF>hXgh~Dkmi7%^?@cQoE8t;p@dYXo*a5+&4AN+nuPRJ?o~rlno;K*vo?I
zq(|yQ0)I;9o#Fl3#}>k%2PEfl?tQCTdl*#Qt9Z<zu;=hKI?W>K(K5>6w~?Ioz^E?{
zNg3#BMn+vK2?!uFwmt9#Zj8ySuWn8J1U}*<93FeuTVt!K@l3HxX#<OB{J5KG4f5bF
zdB+*+*NWq`g)OSvs(@LXDEik!VHca?E8CwnBl64Valj;uVzZR3p|m4(c9s|N#dC7^
zk`n_J+PKLKN#q~OvJLN*sb5}5bN-dbIpA<VN_~#E6jOmSM(D?G;KOjorfQb2WRTml
zK`fGqW%F|)fywGUE0(mClRDuQsn%E@F8R6Z&3Ipm5Byacu5<qYA98d500K4bT1?(^
zLncEOL6SXj&3XO2`aQ0-uTQIKaNh>LWRJ{~X5Ltyee0>zY8=s5@;Etc+C2D;&Brw~
zHa9bpVS-t4*ULiK{HxKIR`8$*4~A@+xX#<5&#iX81HIE#^*fC#O%^CpIQ+F@;J)Vh
zv;KNkaKy>o%9}}b)BMKL?s!4dH6EtI>;C+=_*B-mSFlRV))zz-BZyo4E9hN+SG$Ww
zfO(QdBHV4<+?PxoX9KSl$KCjX=G_Y0&2=L;M?enK^kOJgs?I8O<8;@14l$3~c07jS
z8KGb%hDeF%9ZKi(uTl6yCv8sfL{&+&0Fv8y-OdkVT(6C<u5ZSlE!?t8Dv48ck%Vp=
z&=M=J_%^xKFAq#wr{nWiL~muyxe~SAk4V3o%F@PfCB9@`&6daq>-DZS+Tv*^AsQ&d
z=Rdkr&*Ceu@nXjwlOqIGY;%Fuyz1D=3P(E<Nj|)qmn%uw)|y<FWxo@`_WEqO3jSmS
z9e^kWPIFf5;DYZ%jc0`UdsGjYo%k6%cFrlf%#h#O#}38}(Y^^d!7ET&;^ReoV9ZYJ
z1yhWSW35Az*HV-f$@O=J<HI*jMi*%SboqvGKT6{CIaXa~N`Oa=lLjnL-X|a7U9PEU
zwjLCo4DKl&3w!cwjqt2{{7Y$`c9w6+NvK~7AKOQv>|eE7c_(ebn5@UH_`$}}`LE?x
z9w{R6f(uBOb6b)3f&ehtIjq?nFN}26BlxCa_<>bCW8y~e{-~F6+pNc6i)nJa5Z&vI
zL*7X0sV{Msd{G_3{fU|3jRZuYc>|IO?SWhui0zp)Ip%AWmCGn9F_1Dnvq`CZKz&J~
zCr((zK!BohbDmF8SelNwxAt!lwJ7h5$kGFV4spO0*-D(_Zk}8ICkv9bk<s{I!zYFA
zA#}{oa}ZbbT&_iWLd6f+W473Uq234s*1W^Qt(a}$Kl0MyIM1O|UYKKHs2NGZZP}03
zyu8v)J0sM~?BF{@vQu+&Dd7E~$o3sSrB}F;IA#6dUA&%6XlRm#Ypn76*#O7ZxbGFg
zbA59SwVWnK!Dbo2#(2s64R{pd>SA1E?0US;G}}u50Mir1elNGv;<mL|o@6_v+>QX}
z0|)Z1+eo=Hcv{NopqQkPs|7OSA3=)oO=8aK3y31UMOg^OI)E$MZzWqT9>T)jb$>1u
zT#ujt{x$YEJ5r#OS@XD+?JKt=Uhv?KZCzZm0D+t5AniQ`b^<51K5SPTm%44-4RIb2
zjjnGU<Rl;kTn_w-@1wMe*|QOFf8OG@qaEelob}$RbV!H&9`6~A?dI*da1AtF+*lp5
zVn~k_Vo1ZE-bK86lSuH#G$j-qfzX_hTNsU>%eaYTiTtzM2a2j>AYr=HTl|5BA1F9s
z>ODm)fGUtV9jE~wUs|Dd+n3s{6P3+p+&5YPs~U+fR1h}j6{o3cvszt45dQ#He)E3{
zDC|A!F4U27n^z>YL#fYiXw4S(k;dbKa#Wt8v!2HERoSh3X>G6Dc~IQOcXbDxk3;EM
zS|^6@{62;lFSPxJUF1kfY~T+;=~DPo6*rSipnwwxKDn+NSVeyoxd)%Mu_N1ca#ngB
zbfeJp?N>yTSG8EKCO}Z`M?~dLF_HP#IR5|-Em!CJT${kgKo#7H6k#$qV>tG#`L3JK
zF?_hrGtO(ys|cmcj>>bM$nyPrNlhl=7^9V(I+95q^~vhsG|;c2lbZA&8HCNd;BV=k
z_~yL#RXLqA{om_Y;p%g%opt^Khkj|pIqTknXy`?BoJi^x)LTMIl7DdOSn_uaR#o<a
zKD`?YB~y27o5(B|a&e!;6I#n7OJj8yz-{41eg6RcRVI}m%cut#FJjJl?lH&bTTq*f
zQ(NdoSgA>)&)ZD9v5HHHmNXE^vAU8Nh9Hs0OmSB&yjQJRTE_*o-<1k|#aNS!{uQOG
z*-00KB9aSqWR_tq!~Xyp;9+?F?>%u`lx#DM1NE<3GE&tZT;k&F&f>$yAKDhe*HA_C
zk|twv%m8KwKX<<zV!L~7AH$lZf?V3!TuB>cx4|IE&N%zreJjO&LUxQ+g@&<xq{|eR
zcMTgyyJ+ptT>8~LbtdPnK7pq}8p{rmt1jFFBRYix-vs8Myq@0CWieUYFPg!fwyQV;
zf%k_3s^}W^{{V?5xV8IR+WnhpmkYUN2ivGWooMP>ay*jx8k~@+Y^t;Y@I4M{x(}&O
zLq}<+xzQwoX>MXM+(&;V3XJ+DYgbROz0<r;ZL8~#qgurrPY`G&Y_@TX?(11FSm^OY
ze&2aL#J}EKby1JXt=nq$8gy{SV{qP5Hsc)776<Yp6_xA_9Dk0iJUggD(^=|JKBW%;
zAZ$AQag2)dM~Q)C+%i2nSJ30e(1pj??AUs=Et;XLc#=I*%)*e{TDc<<MFHG7s^(op
z&j4g$*B_l&w~d0f<zg9dFl*E2isjU@YciAQV*dc^S1)y-+!>k2?@2i)IR2Emkd9~j
zI(39egxcK(@t?}QtKjX*C7hA0fJwO(lfQcNWzpnD8{=TZ{lEUTdI!Te9t~BCgM%XX
z9`u_|z+vlJJ@op<sSGiBjF)Wq&qX~e8skg6gD*0wcEMqq^e-Ctb+6~Vx`4Xe#OE6u
z8;7NN7NKyk`H{4fd4r4=&p(xEEymr=9Xu1N0g=L=<zD;n_2O>|*+yfJ?jF_iE}y7L
zXDZLIzSEw2*U{e(?qj;qwE5zX%SS`<=cPm3SFylrI+3~6b(?lM5i=mqZcTBL0;-25
zyB&JY8y^{Jkz8CX3wZ2N<omg-iF6oH0{X47P=AEyHF8#VLwcCm#9q~#IVF#|t&6y=
zpe0u1Ha#mIR*xs=6oh*xz#vAmcj@*={{Ya^z4E*d;1j9VZq-OX=#T#Zp{0A}BqQKH
zhK%51mXP+KVL{F)Ii;Wj)0%Sq(@X;t<>+V{9ylXCC?!c49q3<kK^P;wNkX^XIqRB)
z@G52;5@{7Tj1$kbG)WjZ98-#u%KCF%exLBu#Cny4H@4Or;F&|A^HgLX#;zZQJ}Oa_
z($0VDs{a6uJ1{sb`%&7v2l!>;lwz%67$c}Nr})!<;ad2d5BTv+=NR+T{A)K>n$gL9
z<tRz?F(e^ucH^iAn$KQ_y4Lu6;>L_2vISSSoS)-aI=_YWeE}nVM%T$nauDwgk~;LK
z8jzE;T43QNt3?ezjY{AB>gaUw{{R%_!T$iKrT+lXYo61;<Rx$Q{*}<!{Jt8v=O5`y
z{{W!XGDx%US7G5-nxZkD4{TMqhsZgoVl;H-&Z@_-haatMq6uGV&N1#Q7fl(ymk0h?
zuRo1-sd=T@S@~!8)9gRI+6FywQ6iCpdwAD6gCiC4?cr1#M+3cb^RJ&H$Xp;Ko|UV6
z=NpT~fq!uF6T2Ma{EBvurP*o|7^jwC%7vR?7##7*q^%uI9;(J7!lFD00X4a2;ncb?
zB=>^Zr9k|~#{l%_rD2u<ij3nY>rJ`2yJ<+;9C6DYoK}wPg=1dv{>x;xDErsU-ILUg
zqx@^6x427*gf|jwj{uXq1lJ*dA=_pT1Vjm~380dAq>eceWx&IhBWSE=6!$ianX%@i
z8tL*I%!)J!3FPOgu2STG#Kzzg(7*Dn9Xc89?g*0MWn>_;jzP^=yNy>;lz=v}lloJF
zu@cnjw8<LJONIyBfS_z+8P0jBw?lI(tg=d>MpU8a-m&7<zqHxr0|=@SKpg-Tb?%Vq
zQOF}ikjztZ`eUVIC~I?~GqUn8#}=N-;_CNmx5}Z07}ptaiX_Sp-R>YCQJT4TX>oq>
zu(~kgIl$!OwPoEvC%1)Ik+IxlA8}gJRxzunlDjO0ml^jNq?+P+)kLy81Rp3p2d@-5
z;Dzgq4Ae{x)0*7Cmrjx5zlua3GMtPa^`I7M?dL4*6B(76hdsJg9W_VW;oJr{cdaof
zg(e$Bi@dfw8s)DhrDS!`Nyky%VnbyL%@#{GRDyHOb%V+N$+wP1X9ZhnQ`4XEu3jx}
z*_993<W>U&3}98e{a{<futg#$+IF008S7qa=f5qrXL?b!)7a^}J0SatK@rSA$G8Ok
zxvomrOSjZDt##+uj+T+#Hr=RO%sFpy(;uyF_)U>weUk6}=p_0aR}Fuu$z!eR(V=1<
z?bwu*p&XIh>t3xS=StCbXO&eb)MrWkiC{*5;WnFt{{TF3{{XXBU*L@f$_vdzzPod&
z#IVN8EHgYfIbpYk=bUx*uO%Avoln|Nes0>fbZ>}PdMiv~)8U;Z+mSS`NFb69bMH-3
ztrXg+eKu)-k(!dy==H5~4L%(rD~0=9&*yn=hWb|uKqsj+%L!9>Cf$h62op$uUDeKC
zd{4X7p;%u?wvBfKl#r5fpYLbX)?4_tXTTN&0CSX>Df(v_r3y2YQ>!P<ZEW;4_KG@1
zedK;Pyn|3{8<--VHN=sXnnrV#Y<E0YXYh4L+b-Dgi&Xyr(2aS{x2emk7?|1!79iYt
zrO79$$*)29P{k&@A-3Y$F~@#Qbj4XDV<&sF(e=eiZ3;@{29xD&py!I@pGBHYo=c;`
zrzlQ(`qbVg)Z5KSqM5hG{{S}`0OKN}w7zGxjl9OrGshg)HAeZaj+!ZQB+X~hEgIaZ
zo+gkl4Dszb$2dRdrD0e_J-wWgBttBqpe=yiJJx}|lWPGX!5G2jmrvButz(F)vZ93{
z&=7d8b<ZBRIxQFEXKK>j&7{m8IFJPlRKDVQ9-McqKM2Ra#82jVXsCyrU<~p7Ypd}l
zq^aS{)Q4nwh#VpT+<R9S;Yo<puH<q8>;SPH25U&lT#dD3Hx=y?M|p9i!FQ_LY72I;
z$!x^!<K{eZTu;QfcTE^~LN-QzR?bh)T{L>Vylv&kPDv!TGwXrtTwji^5__1QCRRd=
zg1=V(02<Df+|%r9StU)JU)j?f3Vb%JB+<rj126}@JZAvpRMwa`Z~{N&qW=Io^lo{l
zS>XE*G3@RhMMz`3F}6ojvv>Z>UYWAUpD}KLVaX1JXY#Kx&@K!*LO$WSZy1kZvme&B
z6H~cT2$ygyK2!Ct4<ApSe<RnyNk#`vqZfwC>V2&0^U4r~IQzz~+G+7N>xtPd)Zl*e
z9Gb$>E@im5p4pj>$)qigpLo^spX;)Ogx!IjfPeby=dm!gMw7AYQf<@F;eI3AMFyp4
zVVFvd6CJ>Rv}<F*TGCx<@mtE<uI$_84A?R!QP<G%T>k)$l&-G|>?8L;f!B=JJ88Te
z<DJWo&c3q%zu6$K(C{&BtVEBbyf0?9zif8G`Ghi$t#t58&kzT<e_He116Dd+)X`3g
zA$ZUhZg5HByL)?(=ouF(Mn*f<_&iiA!`<A&6+%>}?`&P&bPw+QwjPa9%J*OgUnn^1
z9y<Ot7}Q@oRYCO_=A>3xdf~I%I3w_`vy`E6<=m?{7~R2B{3p_&fr(A6)K!bf{HX-7
zfwhQN!Nz_5wM7X@NIeZE1KqH#S#!BL=dEA3ZVzh6cFd#`QrO9%Qose^inD2@+Bqg$
zbZnk7GgaXS<{<JgYf1@WxLwe&V6Ie=*p8yIsVgITNwV#%G25U>V^l%T6ku1FUT7M$
zo+p~=EF@@5<%1k!1+$v;JKKe|ja^u-4?9jXMXl_T!5o4@11Mk{85PG;X{$4~5NNlY
zFmOrvagNnSSmrkcz&kVj;(tnfn&MkdA$yP{J%}AYDzAU8OKt<3q8G2op#K0$<*iQe
z(VZ0BuWK0k#)SH$(XlR}1~>#7=dU~oEYk)G89=}!xIdzr>Hh%XDvse>ZPbcE+lCnb
z0P9p|R+e4Lw-Ou-^4)8}oT|}&<c|2pb5>~_%pVS9c|Uy-3+j?Ke^nJ@{uR^;Psup<
z4gUbvtI}%oeV5PkWWngW%}EvMk|18`l#!ekHJw_x$h~A#DJRi=#&zF>rwuDd8;>!$
z%W?dvmO31kx_+a4>Q^@M#B<M1Kc#5Tc<^D?a@ajGd8&_o(P_8Jvt&sem>J0CyD)We
z6G=H~bYWhaO}i3!XGYGK1k%EiMJ2OFRfa*y{JU3^c%Q@f9v;@^x0W^#le!kc0hILr
z01Eb92T^$RD@F5&*=j%@o|P7{29vC45{*$FXyG{yjr+tts!#H-TL*}#3htcU(`@0d
zL!OF#tav!uIu2{5@coP$g@oQ@XzmV5h0L3K?H;uGMun&AdT`StzHc$Wklkz`5_(`~
zBNgnH+9sQ45Lhgrj1GQS#(z9lzia4^BW7UOJP=qUwvZ~RjAV$yxgED-zxAqjSF$$a
zu;6z*S1IC+e^Ao=OL=QyaMtn1ghh-10LE(&_`6>$LDeSwK>q*=wW6~Qr(JnGv8u6#
zPDVk&!K|5Xu1+wlK8sl^;>~m@AKFrJ>Ie8%j)~)4R^L*HTuzrUNWocTLC~LUR#II?
zo!y3+XKoLflj)j`o=`q-Gdah4^$l*u>7(;>i|Arwj72JpAEE7Bo9NyxnC>vnIq0v)
z^QePUS4B<^JDkCphaCR36t@gBhhg+4x@(Oa#nR+SYUFz=)d%q3iOKn_Tk!+@YV1js
zX7?9Y0yUL^#{{vik3rToKMmeI#>ieqK*-NLcLt-<d@-v30BA@3p#+dXatx7<LG4{d
zt(C@;aAgp!<O8}k$p_)k)U@siT%~dGE-5B={{Vz~P403@a&mtv^S=~NZLVqt@+%W<
zBafOjQU+_;BJm!aj6BN=u(;)30DrA3_^-o?$IP*CN3FQ6F6<-cLu+z?qQ=`kmGm#d
z;(y^7()c`X9VxybxYO=@KGIrgkC^}{;@`Dqcst?_o1@yDKTx-tFs@2SslW%eDq6U5
z+_~d#49Bk<$clk7l4EY**Mwc^w>oXpM{wj6IKd{qgSzqegr0Yk?Q#}xL^Z+q%Im|P
zC$)LB(o*ITxtxq{6{B|qx*k;Wypv=T*QGjH7^vWnTAF)N0|!i%>&-y!(ha!9Pf$IJ
z_H?=};~V>P$o|fEAB2&Q>t9M&%-^%LFCUMu$sB)W$TN@nYZZMnK#zcr<w`iK6Qm(W
zmcX`sYQ9Y*?o(D5CX<RY?Mct!Kn??rwB+c0DXMeDNFzVP&U)g2M}6@24-EZ|{^P`J
z2#iRn8%hbm!8qc&!hRVWlvP_35mH&nVT0IX8Lv9g;+jngWVZ4e;V#loE>}^I6!s^P
zR+isY%M+yOj>P9X<NpBStIxz>9crBFq?eL<7td`hcSbLUuL=?Unq0UH4303qzgm_}
zH{rC<NgbS)O*<hGsz})_jxk<*)|#1MTS2g3I|f{SjaK5*FIMi}ce1g9IGcO4Bmy|B
zqm@qS`)PgS_MS(#_(tI@`~{}WK_P9|YL2XW06&#p((j%-<70PnvQH|RRdO<?y5rN*
zx!(>=4abCZHB0*>5kLz^EV%ixfOz!h^Q+?06`k%OxzbYVMhs^YlH7Fd(zL|S7_pJ|
zal97$Yk!|YZ5uo8VQX5w^j;ymg+qvh#T2Xx{+_H4dZ!$hk+B2qO_uY1YjtcN`|hCE
zWVk*dzI3v^o+g)aOKy=e9-TLHSr^b<U)vjbbiHR`Ir$-pNcYIDhnHbxc{nSw<B6)0
zNt##suZdxle`Q#Ujl`J*u!JD{eD%tB-%-@H9}ZZysRBWAmvW;bb{kZV=B(QIM9n)P
zv)3X{%<QY0%JDv%bESAz&f4rqBsa4<i9YdNtAkFS2M<Z}(}kE%5mIrqo`)e|bE!e~
z{*}<$DPImxoP+kE{{W!ZKc;c2TmJyPT_j^39+YFBw6FeyTefA;q^BO0ejm6$olsCi
zWBFC(z)&g}jSVPnxVqcU5l8c-vhdpr=eTQ~&il55!l*y}YLi5WO4nyO2WZdXThiKj
zcBPAag$@pT;-$M3aaT@E^0MJnvBpnPTbdkEEseyhF<BPepShgzp8o(!z|FZBF2+LL
z2S6&p)L!1&Xkm>2m3FZ`aqUBm)`Pj8al5W7X4hA;jR>Dlibp@kj(TJKn#1qV(lFzt
zQ;KAgNX;am<m3zt^MPG78YHtMt_fc<JP%S0a)F4h#kDEg7(A?~NXAGx&1F?JYa3Fx
zQ#R7kqPQ01G+?j{52ZtS<o^I`Hdqx3LC>yDbWlt#z!KY&I*f?`u4(PWn!VZ+!tXzj
zG@#qusU>|2cI$4e>>*VF{!!Zkt?E}sOAAlk0VA`Wz+;XDQ@F5}+IZxQx0K`@^{cF|
z2#`X|zyLBc(0kO~GLmIzRgyATwm>9gR%F@vdZ}V^F~x04vdI+BEK-$B5D7lMl}_5;
z;^yKtg(D+=HjHG|QzD_7>R9J)e+rDnBVl&!C!jTE>|EPiW#b^B<r=Ho%xBbXH!9^=
z0&&-x*uav?-Q<umD>u!wf$BwW+31ZdQios_P8etDRdhJZ-Gu}w^S`04p2BEtzS5gF
z{`B%su&+ND=k`xS2^h8S7%imOT0VD5Ml-?Uo&A?(s#+x0b1*BFVn#FgS3qvya=We2
z{uKP#%%CDHSnQwyT(WXe(fh|@NlRUcbgL+A;aH*Vw<Py9<vP`yzPEn)19iimpnnnf
zuVA(E_Z3X%Xgu_<H`bjWQ@A7$!dK_llU|Mn>XNzUV(sl)M>F;bbI@bABm8MagxTO@
z@fEz6QHa39am5~ZVz?|nt#!FGn8p?t3m9`7Z3nJ6rhT4F_VoM0y=k?5F@78iZ?Xe;
zTOMwC>t1U%3osoC&0#{jt9z}EEG8w_=DOL~qZN}&AVZDExaPex;b7S%{yEzOU>{yh
zaQbJ<eVh-t{{Z?4uKVFhSCaTKA0$y@^EJ`b>y`QtYxX+D-nVqtrM$iB0)^;yfKTaB
z#c6+N51J(4bY;fh#8+2!;y5hkk|ee=I=hB!fHS!N07^@56k1#mC$(tKJB`A*Cn;)@
zJE_76ElyfX+lypZ5j5MFC_s56)yVEv+!bTA?HLEHbq4!Io-zoG4tl05ls*iS?&eFg
zAt9f9WU)8~vy8OVxkcYWy4~W<q|X|V35iG7kysiu&_dU1aM)K+qt}tvx=nLHYdsR~
zc?vTsAXD6Y!<x_Vo{Mj(Nh3_Vh;zW{+x$&v+T?7_Mqbe(IdAN4HjBG9kgv+FI3Nna
z*Tu6z0k++<`>)h{SF1LYYRCb#gp6Qd3gEnVrNv@xL@J<23l+%Vipq?Wo`%)oB?ohf
z$jHF_YI{IU<R?GIy#6%N2?Hdr(2-MG#f!LdSMQGg_1<~ML*dAh<~w*BB)!oD5ANY|
zYe?H%0U`+c6$_tibo}aX09(fQR&4B{n&MCaJfDyekIJ{S{bJ7l0L3k7XKr2#ZQgvW
zy<eu$o}B*xD)I3%lxoYeN3Dj6_HpjnU&9Jl#J8Yi4X#doch^HQHtUGjAG{1l=~8G~
ze0aQ^uE`qV$IZdUaz8>1NqwbFEWp7c4DiH)c=i?Z_=rxfCE0XGsX|IHvplcj36XW1
zbU%4**Ep;lE6S4O37wU4xWLX%?kl4Bg<&POxfjgux)4cj+@33%vW%IR*LrvV0BXLg
z2M$~;SCQaio$(T9qiWYzK}^>wiVVn$5^^}n<n`n5uTaqP+HJTG&cH$X^ISCk7IUbi
zxmjT{7bx6yuH(b-$!()s2V6QS1ZO?XbLG(Gn@2`tcLZ)bKmv=bd7s{1wK}S@WMS8{
zbu~sMm1OfB2`8?5iqMWF#`ti#>MPhsl4R=(8d=RdNK!c0b2dFct!Kab&D}fJzNV>l
zYdxy~P{zUAw@>nG5*9LA#OITaX)v&pw;uJIBH)G?>sRGGRWiHIJ?a@m*8c!_`--`3
z8MU=yWO*{h^1yMP+*No`@w8>T3c+6vYg6dgvD|7`5!}f$yl#cK1aO^rUcD;{+Z{M^
z?Dy+==fXeMMsw|sX~535F@2tBWh$I6AcKwp=DA%b!JZ+sONV_)%#s|8G5715vHt)F
zcC4wnZln^HC7om-n&5Cu^c3G=F0OU?)#JXlk;d)VTrh8J^{p*ZNg%O~VHs_)eCv*J
z-}3&IS`8n>w)jzT<|yMXd9CY9T}9*q=GrDqVX|?N?dw@<t<4sj9B!j=7K}bwjEgoT
z3Ag2OfH|yt9aclCMHEf42R}3?kTb>s^set(@Xy*LM26lo3N92e$Q6#>2a;Qeq#jg7
z4<Q#Bu5L&x#m94JDZ5H6Wx(?+N0g+f#s{FTirD#f@uuF3RAlhI(Osh9Q8*Y(jEb<D
zEy@rK?8oS9%*4^1NUaXKZYuX=8j;<A0sjD5{S9DWskF4))6G`Sea~v#zR|88<S3Mn
zoOV6I{{RZl)hr~NM|+}o2uY9r`6W;C&30fYN)9~UM>ZyEN!!ozGi)yBiUfuhU<J9{
z0PVV_w!4yl4Be|X<_=Kjzp1PGZjm&)Rkg%Q2Iva0$0QT~0P3Z_&@L>r(#rn;x?Sc#
zqX6d>>c^Mb?bPFG`#t&`e}-+XuDoMu4c)wRLSu8a$8a(av9A9BRoA4joTPSE%@#N%
zq|g3`Tt|kK#p4?@pZQ}i@)g&3k4?GMbZ45ynJ%F_lywp>abEN#7{>BEbq6U~9$Dg9
z<h<4HZ<;lXNcaJBjsW!})+9sBo8}}a6>m_!xRO`5owMb+BaCutq;LD$o8M7A%MS}G
zZUckUnq*QuQmgF2Rt!1xH7R03f@&6!2`~viQ9vEj{6<$rR?_o=4tIJ~a(MA(kcG9D
zFi$6bYm4CbG;Ybq6%c}gv`U=Z_dPlj2D4}zOVk71k&|yDl_dKb=5;Bx8%vWF%1;b{
z^ky~8BzJ8xwW7*hd&CY$<z3H*{6leii>G*k)9sOfaMG?MU&PUNnOZbrT|T28ofY#5
z1QHwu-g!Ud8ol9f58wE<S=BC{5eOM2y63fZj(j0^Y$B2y(Gr}9x1FkehHB=ItaxKV
z-}V@8mvIHRbDUM#nfe&7@VZ4TCDmmFbqmk+u6t7Ou7#%Ec^7^nnmI=#d1T}AuIl^5
z{vWy$i5~e3jh5NLHO<Xq;G2gs$hYjwa#*%c=SL_VJ%rF$=um&8O>+XE!>mV<>P1Nf
zhJ&vu^5uct^#|o)_*Q+djQl&MT1RUTxhWd$8BW!esrZw^SN{OK@-88tsFo42zcEwF
z37s<hIMGvVvPB`!q0L7p!mSEikkcVN@Yt?qFB<9g$QC_URN6SfIi^YR3eXReQPjT>
zD6<jJP4JgUem>DUkErIb{6p~HP10;uSmu$r!ReZ!{{Rul`<j*S;-akBYSZ}0NoqAa
zk+5WLL5f$ltPQV$Yi$pXui$~DC3N{Szo+`htLQrMAB0{TyV1OJdvQFTVm*VPY-67?
zGyN;us(|<pf<-tFY6U2Ly#*qN04Y9PjE*Q09^g~F(dkGA<wt6gHXE|0lgvZcucj%6
zMZx)LjOlze;Qd#{336;akKB+P%G-MSaa)h@tHhD;Wv~Ttk>?-qsy-6c?zF8Y>Pt;g
zH1g9bw5=ZTj2<zAT5@=v{JfH%7ud6~!xL(LZ%^T`KD=?>(fcPJUp>mab}B!@{d}?A
zbEo?M0I&Z5>r%hMe-WfDIcr9YDPlz3y|}Aq#TV-sU-(OGPC6*GIR609YeLJ#TCB6d
z2mB=#mr=U}Hu1nzusv{bSt#arTE^co`-gGhzXNz~_rdyQ&E}D9EbjnmBw%t+b6R#j
z4De>5<_NS%S7T%5Qa29FIp}H+58eoT2cuf~fg0i*7Tt^>``r5TkH)OUe?7jb_P;*T
zJ1CSOiBHbzPbBl(u&ps!lB0@^3uyO!udtOnrp|X$(R?Lis84J(i*MaFFd}j@^%ar!
zeF(7$pxE*1lGcxjqw_V*LH4tOHhx(E>_6Hc%Cl8le&Yc#Z9EHr4u9|EXz(*~a`v*+
z);O4?lY%CK-@}Z}_KhOWH2{)TWjOt7l=y*dp&c5^^G1dR24{_)BE%dhIOLk!x{f)l
zCWbj4BI|`^x<w=FnSZ5n8qK7(J_)sgc1C}<NOF!GeZ}rLs-=XTIrF-WuEMEZP8_N!
zd7QqR{{SI7f30-<j}J?LKjY<d`5NXl-}wpK`tGizv40Or++<vUfA5;=W(dt*tJ<!w
z%A_9t)k%0@bM>pBg1?PG8(tqEMReK!0G5D$m1o2^&0(iT4tHE35&r-pe_E}f0Jai0
z_oZW>%C;xdlIYr-rQWfE$cLcM{{X6_X9sO-A|aX8fMJEm>rQ2NIP~v|+3^g!wIK=s
zs}g~Q-~xH9xUOfmaM8I_`PCs6!efFv(lYv1m-eKN!_Bs}mjn2s1N9iHw-Y4Ikpe~R
znaAr*HU&I$fm>Quu?CwQsdAFIa;&>YwPP5;KP!G>x@|v67n*!B5FZ0?PL!u>YE*B1
z3g=e-)70W<5#ow8A;TWL`&D9DwVTkH1n&pwT?Bed!5K)S``mCk*Ev1RntrWuG+-A}
zz=rSZQmpnV-8-|Qw7Yvnf(w%vjm}iRP$~DCs>0q%E=f4xb@Z-TuQd%)TX&HIENzff
zV*`)yuC8nRBuZgY7jDt8WDIl7X6dAAsy0`K;^N{vsM#5DfzMvG4x4NSqhjviUw_KD
z_Z{m}-%x1{+=&{f`A7$o*0N>2o9(t>gu+RY$2{ViRurXj4-g%il##1$%Bd&c1M{q=
z!s@o_tF(=|$8%F^cP(*#(mH@}qmQLiiOcE`wh!J~)h!NlPem^Jpp8fXxo^ug)#+Ad
zSgs2V%qL|BKA5gUN4-lOPwf&6s)pn1R-eTeaNW%W1q3oXNB|t<`_>gHxig}bMF^dT
z*htUG-lLMsXa$sj58+&Y_ND&-mN#2WPpRFLQVYwgoxAkceZ9$i{{TAA>gn}1`pMeq
z(?Z&Z+4mD7A<Cb^yx&zh)h_ry>zsb3y6+9eJ8O+`_Gu%J$~k8_Ipd7?>0Fkmr0REm
zo^$^IGhGy5psbEs({p!aA<CY3rCtdKIi*x1kTdwvu$IXLR;<XsB<K4)N1vBD>se=$
z)~~-dqd4NJ1t9e`l{lq)7*M95pPMXL3|@c0AO8SBHQxLuh{*bn{d0&P*0?(ni=Iy+
zH~#?8O?nT)m|52S(4UneEsvqCQPB1_BhVnYRJfLA1;+BD)ST2u!%ETyhJTc);fFP;
z1j;R7<0s1iVx(QFz@80rHg!j1Ab4$rC7N%W`?$z8Rj;)IVz-TChyXrcU;edkTwEfo
z*nANiH(vOuU~+7&i(_$(a8J^cOLkW^o`*56rR-Wf_ZKg@FrniO$r<(hs-K3YxNRF!
z`xHb<Tx<*1Bp!MCewDA{i>U52*=$7P&2prGGH@6Z{Hv1i#pS|lcJW&PV&40K9da>~
z{VCZv*^$iD?vBq!)Z^D0dwVG}Ew(rLpC~=J#(fQO-w`cuQcFp$l@&-Rp&NI(t2$<#
zb7gyTEu8HMd}M)~o~QMwe0KK@Wn~@I`{droZy5svnsBEW%II^eDMrlUN6^&POPxXk
z{@VWlI)@l+_NnbL_Q*j00G@-V*18U3z3`=~*?}@7*OxHJ!ZB<<Oppdk90A_9w0{m<
z>61#+%prMP%Ob<cB;??^{(`bT9r>chSyiyVXdsMr;cL^Fq^O2P#z&=jc)07P?DVjY
zO?nu*6|K;+m6-`?CwJub&Ij_Va=pc~H(<t{YpN_@#cL6`BY+TaKCRGwI@Hk#<lOfx
zrI_%MuM7D1uQ}jXwRJD4+Zy(YiR8Z#+DF$QEKmA@{LOM!JX`_a%tOc2S8wq;9op<T
z%Bi<p=f5Vn>j;3Ic?b81KU()_!<LF(M~_}y)muH@;_YBu&9opH<l{K>u7gc4CYuKs
z3=i`)mwTlp{kUDl8zAn+a6PMX(M6Sn5rXf-9n5*;=CHxiah=Wal{uqhV&4rIiTGjA
z(<K23NZT^E866g)wwumF$PB-GG}$ju5{ZD_GhUJAkX|CSthTY|l`7<R&-Jc;)rv#q
zFy#)@T`pJU3-<?H^*;5Bbq|+yAsyQ_G8tXQMMWB6^NN-DrtZgn)c{NhwUK8Fn8!6b
z>ru-QWQ!xv8ZDt)+gT!KWn7HnmK_S#6xt<_jFZS8;aOEp>~+v;D^i4-#AAG|X51WS
ze_FS1a+6!EivuVlyHt~CHj<#sl5MLoMHDeCD1Jm370K+Rc6(^_DKwbr7wT!vFo|%g
zdH1abNb{Wjl?<sLujyGj67E{8udzk$v!9pqs;zM4hToUzS|x4Mt`Ff$i!;|B_sw(5
z4=2>wSBmIno7YtzF+Y`6xz#6D8wdmGTO};|1qc2EQAm~vg7GeY+^pq?pGg-Q@cvU6
z>JKH(^VxILxCi`dh1)v#YW^JOB1ZsvvlIPmW_Pg{u<bw>C0K38YN>zrU-(6@oM1lI
z=O68HT@<NFTT=>^Bd&#i4_)WO(MN&|aRvN#gZ*mOt2X@(=&;Yp*ELg0Xd=+;TY7^m
ziMx)YXHU|!_2UGd9lL1p{;$%vRG+j?<SMJ#+Q*uBd3X5M#X$SeOO8E-daMFC<MOt*
zt$9C&Sg($B%ysglAIiOoIFlJ9ZpC^SgxxDH=bwj?RW8pT_>JKuf>W&7Lx|)#od@ur
zU!ku)w~R?Ts2D79Ur=4!L33>I$+eN!45W1x;Jz~OtiBw+c_Z9y9kUC1dlOEK-K{Oh
zUYc*3CLQ!9-r?fsD_QQXxDs<yH0>x3>`NY|qGOX=oXoN#1r+b(_RS9vi3Z}qy)jD$
zaGf$Lc^t|2x%8w4mxi_beHKZ~@VuMUVVAM1mwqm{xYPyD+1O!r^u|SVL@sfPTrM~q
z(&bIuu6J%zQ~nYd^TbCLdrQ@<?(WqtnWB&Qjw_xBn8rQn$`v_5il(kg-1Kcj!eUEf
zcco0XabqDt`Kytgq_!@OjE*|1j2zV~ZGTYFrCDt!W#^SAD&J9EeV>aoe-l8q`t7pA
zKS4T<Gxe;wr498qv?t`w4r_*H`InmQd^hmy_=`u1^xdpdNW=vrwL1R*;pOb?vgr=D
zcFcGnjDh`Y)4U&|&!cHpw$iH;9!nfmsb5rMD7d>Gb3elbhDM9+0iAd!cOR8<n$L#p
zbb!KJm3Pkyl2@zvm-}I-yBd9jvOAI$y9)BFp9XlANt#J?+1ZK7t73W_;~ORE3pw->
z5nX42t|W_4k+l6jNe(`BGG~v<v0uR+Az3mssqyp`)p#n~R`A{YlHBQ6EgXXf3(}%V
z*biU$d49Kg<mk{#48qxoM;*5>di0v%yc2sB?x!P&UO7C5;nxQnmb;o!*ctF8AEjLy
zjnAxq_vwGakL^3G@?yvRaZm87u*zSaXsiDK+P7cy$MJzb!kjgGwdgJX0Pr0@!ixc(
z6dsgq>(;c_Tf9;CEl+-Jll&@0*RHevs?YJYkNham2(;~3Sldf)C7r$0QaF9G?%<E1
z6=-X=U-U0&+4{-<0L4@-uU%)DEWaB>{{RYK?c0y}_ps0XdMEf%ag&XDz;b*$r<{Mc
zC;tEyR@cSxsYZ)Lu|`k2z`j)a{p!pb?D_uyk6R!71yAs$8sy+(>~<fGs?l&d{UhS`
zv7~7>+H`g{az$>N5W2A^>&<8<#_eIc>2?|I@|yG3)+Ie{EPo4i6sxPqqd#J>KUf71
zQ5{9+#M!TIWuAR4Jjo7Q%e$2npP)FX7vdJ&71G~~bibSYYX&Q%pL~*9T7pkSj{trY
z@3h<GV$R(E0Kk9x^<4#HUOyP=;^Iq&@Xf5UzuswQchBckwcisav0)XRzLf=pQApB}
z6A}v$2jSAIt;M<H>`-IV2mEQvJ+3yJC_f|qG=R+0zvL$Y@4Na}N|`<#mySiy{{YZy
z40%UegUX3xT>aJ0rEkZ_hb2C@L;nCltmHE_c_XJ<y1y#+{A!YuxOeocZNzMU*)<@J
zi$mJFTqKNwOCQd)^<6~690fxE0ISL4rDy3dH<1KHe5)Fgexo%Hil$g>{KL-esH>ix
z>N=Ejmlqyv&n%1!G0Dw9vm;;@9MwOy5Pn!=A6%LR)QoTzG4w%N*hTL(GBDz#X`wLv
z^)2aH-)WcwouBu>q&L&4z$x_DKf;RvXU$yw;rLf~;bzW|7+`|txeF*RC$|&qToZs6
zG0jVLtLhqjX=wz_2wqq!j;5k(nOLa1JD!sZ{{1+>ErG>(_4-@OtUP{Gre!MRwsX(Y
ztawvayuI-ivRz!fgtiq}@m25S+pS7=z7}FLjx)NZE0x%CcRDz9Un(pnagMZ;Sx(T#
zc4c@O$FQwguA;TK4=kb~j19-BtXtm`#~cu(QM0+g<luA_3AS6ZEa_GSlHf?&NB6Ou
zR%OIKPNQmBcMmh^o<&vu*1fs0xebK`juVdJptP2Gr-VxTm03t0oYs~zaw=bhYuOnW
zYUE%8(yN8rsz5seoqr0R=PP)}gVLZfd77+GoP5hxiAIKvqMd4cm_c<2g~?Hzb`{!a
zUJ|uU(@2TtBQghZlfkN907DF#jJ-+Pxj#~Cr-50mrumLcvUES~8p?9EhScGu%OgpF
zxet*}8bknNdHfAhw3YUl*~lwagE#kythvn;Zar+GfHn?WX&E)+x{9Ce8?sJ8ng0Np
zuVDqUGW~e39ld5<M(CXU)3^SFYg$sh%&NxLAXNu}j(w>ZFe59G?kZG~iwyRrTuxP$
za!IWW%NyhS6NZfWx%qhG6-1UJBpi`bw5}r~am7=4Sw~ZktqBr~R$2Q)GbsbhfBgj4
zeek~Z^y^Jc_NhjRHwNo~t<#F&Y+RYnPC<$P0Q3V}x-Pdali>YbB0|r0Vt_aIG7t2o
zGrX5twY9Xo3d+xAYL58zBd7WGtb5-d=}mcW2A&$=$m$+R6sSN?=4+X<(r0}aQMsJ9
z`C={4QhQcrkDyNTiAdUWk;gSWshV>$)%8s_$pc*vHKd(<g~Y!o3=bf56!95&ZETu$
zj%lJLNF1n8GDd#2&uRKyz<7My!yHCM+OGcqc;}2~y;E&RRn+`va?p_&wBK(Y&OTk-
z{{SjZDUCLDN#NZ$rr93iRz2DIr`UKx%T1fkwce-wqnz<ng58D&;`UPA)mYY^nRg;w
zqBM?EJcj2qHmoF_&SqOpS!H%nCB3+8g^3Av`myQw3g*07Xe{8gm7)ssJCayroB`bP
zUby$x`5{i<_lFs-3*veiEp)S$cMT>=E(dPZqidBV?z7K?s1zS58$Q(QX+vH^wG@2d
zboZ!2Nf;ZKgT`uD088jW>%DRL)}{xhd^&|@@cgUDadJra;cL-YGTW&uoE%pL@X|($
zLvh)sV~@dWx74+$Y(!|$lFT;)w;*x{Kb>%5BX)W?X;~Apc`&ST#;T*BQHrB$e3x@H
zaGk|-k%Px1XY&TOgrLTZ@!__Nj<~8;)=6)x-Cpkh09zQ1W5)^uG0)WIx#LfnXwHdE
z-($)CDXSk4TcIcAwqA$a*CD3DMbtp&nPVLH=DTl-0cG(#P3dlfr@5|j&dK7qft+w>
zkNMZ99UytNJ~q#PjaYZZY$MtQjyWV<>Xn+)#SConl~qx=u^a#@INrlpvl3eB18L*r
zJbpD46`5F#QZ8NU78Zvi=FbPv)G%srT`?Bc4B&NR!jHzPHlL^2MrNDLyLIS`z(1Wa
zJVgw#`9{g%h;gxiAIq(8bClK>i8B;M9DV0rMtucSy@>g{vOZx*Z-b(Uf~0*(6=n9z
zW*l}jUf_|9BA#lwVpN{hcIAFkREYx$!y~`FK+QcRWC-v4EJxyNO?MmvRqSV0fM5Uz
z3M%gO0B|Z~wKaysQpiBs1yWXE{EE@cM1ziM5V4o(-m+-kG8>+mUfHN*IsP6^XfThs
zs93~0oC=1nXr87#<;!rUkprCm?BcW}k__N5&N`ZPzD#YIV<)i+f5x(KUCWg8Gj_Oq
z?QhDNa;_9*7>}iDB#I>_Nn#_=1DcWU?NofzD5!MPj^##eJ&ro_f7%g(I3iGa2hh}7
zu1AIMu%{kT=N|RZYB$z};|ns9Bm|GZ)>g4BE#Qm&uB4T2JLI{=YX~IOnVja`?u@%t
zE#Yl3k~TXwxxn^3)$8)Z!c#Ht3Z6%74r<PXf&43FlNkco5CP|>dZ(@36wytY^3LlL
z-~o&gw0~OBC3GwMr=R#-De;|yu^WOuGJ4mrM%*_YtH*pXy!g_}Fn&gj$sV}HdtIz+
z<P)0fsr)mNm&R6U8*1=yYOcGY+G|=-wz)u6$KnsDtwNFPUMfr`&@;v>nmQZF*&j0a
zhr_oX9@L)JU`ln3@xu)D6_4d^IIpApS>fv~Yfg2R6C<GA85|I6#phiD-gb&>d$f@b
z7<UG`qdsJF&K*%g(%LzmHHbD<K75Y;)m~Qeq$7?EbQ)*aoZK5d!FJ#Y4>iu*{L)A<
z&P`Naq%=b$o1ZL4K9uDk_o~G(cr_xNjt@0Nk`@4te+qAybDDf;C7lqQ0&q=iYC2Rl
ziyj<4<p++`HZ)l9hLL5i>mO&lR%rJ06}95816yeEi;ET}5_w-r#_+tiT7I<+)x2(F
z2M%`RV!d+qZ9i4B*)u50@+*R@YkO{J>~>L=6;GCHQ;6^`rF~&-G;vPF7oxWyS5^N2
z30|lZIgitYtoutFO9hwg{Hf1AwF^e9zbW^w#iBVR?#r@x!&6Xm<>&p{tbA*!=btG5
z0KjV+@;MOVsJgK{9+j+YX5Eg4Um9v_leR9M*0bjE)~cg{2>$?p)?|>%Vcq4i1HL${
zYnCgVo}KBt6s~&D!k-l1Ykn=dwYgY=C5y;54ssqb{cG6k=l=kKtWS<FLC5@qpZ@?x
zM_)izV0<(*%>Mw(z2E)vDE`Xr<X!&&-vXsEu0HAfDB1xZd-bX3LnHplAM?ud-}iKX
zWhwiyUUBOcOM#Md!~O(mM?>>B{q%E3IuQ!#AdX|bA4qB6*$MsI(e;D>0IyQyukpYA
z_GwGDFeH$Fz|9=U2!@n|^t~TgKl=0yDnI&s{{X;${=H1HzId8p^pU^Do##pa06!Cd
z-`4*C8hpqK=Sl!CLD0U7``38?0IzTUy(jimA+hG&f8a6y02;OSiMJeFPl3n!=Kla1
zX}P%_F0KdtwrX6+WpC`5hgoiM{{UY90R4Inmlyo@xc>mabN)4LZtlnYz1?U2yEpjL
zh2`PkUfmD-YTx5enE_raD54k=%18TF=lp0Ev8ce1{R}Nue%X2sMg8CX{crK7eY*G`
z`2PU8$NhCb<3}<Apn+8X0ItdRg{k5wK~uecUjAEjss7)6*X`FojHZ;|Uw6H@>C<_q
zbOmcGU$pBE>$t}N4ZH5~&}Tnd-?>Cj4gA0J@-vV3YND#9p>o6$&1(}9dy|ZlNeIt|
zq{-=Y5B@t*EnUpqZqvC*K-@Aac~9<0_NY*DIP|Ma8Ij{oK4($-(q@S7V1;70jYr<t
zpw}bfyO?htD|=@18a6x1jNtSG`PXLU5SEjO&}F`Ys@rQ8k{15R@a(gId2oOX{cvhy
z+^&b43mNuj%73ofV78GDD8ultSsIqGz<<RyfO;8#{*?8e=2QFc4WRY?>VJh-IIMXi
zLc|Oy{Hj>AtJ#-)cJep}94&hty`7w`nRJNaZsoS0<yujBFpNb6X^%w$j$pCo+J1}T
z2DOeTY>LK<jmEX~{{R8YcWNiS4kv8x0FDl8xHGZu_)^7iL_?mrHJfE5al^v{!>af3
z+n16dl`MUD{<Y_>OL(5;nDlpS6UIkB&b^bw7rQhItc<SF)9NdYv+xX;_bYomsw154
z+n&T#CbtHTA+GMO@77z5^0D9n&OVjY!Qr{?(H(};0Bxg_&{t_|;HzsT!~#BliMcg;
z3m>z9BVfCL1dihrn*|e`v+%gHwSDl6um>!C>pxPnw6VKHjTp+!o%zCn^se8?BuKmR
zO85HLGvXV3UE8}2h^Ti+*a|rv%?au$D<guuS2qks2;!?GMm<6w_mtMOw!dh&X0%Bq
zj~uyN0rfp9BuHVuNp2;LmNE%Q+i_wCsN%E|I{yF!jA{3d2Q5B7PyW4hcK-k*e|TiO
z9Q|0=J>a|zDskoje$d2Y(*n9U!4c#rBj3GpRQQg#d?-zUt^ovc4oxWpXLI-Ur>Psb
zj~rBN<0lDIVu_&I(hOkYypK~vTl=LOffKnKkdNX$>(O;xb`2&tjGKJPTqJ6LQ(kqb
zux(Q8<dNq-KAVkgNi<<rNwkqgZUB>vV>qRnHFpJp$P{@BWG$XODa7QH(~kA4G9Zz#
z#8hmckWV<No-j!{`qV^oj?`>PHHpRHRUh)r{{Zv@U3Y?XNVS_8lHjn8DUsPnbF}07
z*Da<ngHVp+Xn!qS?QVzVHQ9J>!v6qO(ywKX>&ZhR86$`HL5mFXM>qqFaZC;UX5&NB
zESk-3gWR`B5E&i60n_xXJ7K9@owl~gV;(;I-#obXQNsQvw{-6aCAdCY#}c2sV@xxB
zSn_`w+qKdy?M4Pk>B*>W#;IKAwEYb&OJ2@oxw=8QWw>q32<MK&@T(pg)5ME$d$Z=a
zkhv${ll<$Vo(20fsuU7Xf%#K()JSyL5m)ZSxg*yCrtG^UK-NkdfTI;=($*!DcU*f`
zblS`<GeKhu-%bxAGx90_0BQOPo((GQ<<@;d?{?A|ZJ;|NQ`BVjf5(q%Rt2jV_OkED
zBd<#4J|SAW!=^?^Q~SgGtGUCONh%1gQ{oxh9-Phc{{XDV<S2^NB>mQTthTOHZUc_s
z)DWUA<V(0`c;oS{861mu$2sp=a4Bs<CO_X^pIY4KJ!j$cBmNPkBywe9KT7L0O)L9e
z&O2i%iGPWJ=NSb4c&>lI5R>89Hk0?5;=6QG2P@msxo34Nqq39tY$iTq#~f0W=YT3i
zLS#QCYD{B*y!uu#j;8KbN0#{WNrL|X#7OebG-Y5wLMBI3isVwt;>S~G)GkWcMCl}K
z&6aE)G6%M6(lz_7F5_L3&ACEVP-S_+Q^>41yelrXug!k(d3M<fvN+CE3=Or`wz0!E
zt;jVUPgn8P^4mch!={GMl)MHWu6z9}&@?S3Ejqwh+n~k<;s+%CdsFP};<dL}A&e|)
zF~?K&t=%phERGkD02NV!(Xt$yBTX*f%Za3nk}?iSBCIv6U<KP(VF|P&pPQ)$n=n8?
z1OwW%vPNc2#+d}nkFWxsfK;-8vF%Vc^fhV72v2`XrzsnFse6{5hCJw2R@lUh90OEr
z7E8ENM;la(*2}N&M-;`1I8{|gJ(P5%U@cmNNXm|jz^Aj4!(h&8D3=g`bCPqKmM{k-
z8pcmkdTT+zzIt#e6iP_rntnhXDPw+mR5Mg0ttbcO`c)f-n5e?%KGmfu&N3<o0IyHh
zvvIksWMh?(lk$BlLd7Ii`-h&i@e=XDts6*wLxM$T?3tZ<wuy>RmpNQ>Rc@eHKsgw#
zscp$)$rVm}DGKo8@~D+3Ygpc$MPy(}WQOHV=E(<)`&NFX2bbX6(g`OWPu99t)29<c
z+t7e{tZh;T{{Vyv_Dqg458%XBkb_Mb)S3?usX85iAoCiG)^Cb)9qJ$iBU;Qk_GGS$
z!%%MU=9+ot6|DaN7urY>=24i^(ojk4cP<57V)==b*Da4e@Ww}vEH;e(;!o*bzLGfM
zM>}iDyec<%?!=4(_IW?0djc*a%XP(fRsI>vOZbFYmjLahXJEr4994xQ0-(F)fE)_t
zM@*iCere7yYs`Kj_)tkd_N}nMCldkN-n~X3y~w6s+9lPq#^@OsVU&)wP?L;_X*k)R
zF+IeVH-tqdals;-WiAVKCzD+djyxSciKrWkXxXh?<PbjT^fk*3+eSeZ*%q3)%QWKb
z$F@nyq%DI@EP8-zOGVIcb?b+U%>xt}B${LuZCOOh$FZ%e+xYHbjTKvRj2zZ<`egcj
z%SAfisl`X1pM%XNhMCrAJ}#5P_A)}&YcjVv?khgy#nQ_wu#aeBP6ukQ14d#iCOUQP
zR4#20zGM5o)S?X|ZrjFETcasVf+_z1@R{+<XYj6I+mX|?Fx&qCDs3ShG@dV6MhtaL
zyh-yC1_#oye$Ht=%t`6RHKxGNMDXv8Y*jwbdmjz_L~;1mmZ{-u9cCkOrp~JE&&$f1
z^4RU&PI7BwOV#hR$rYiQz|Se1gHYn{bZZ)l)@P@D9MJFduN+@B+<Q~(4vNE}K4fS5
zSGiY}d@b=Ldd{yr4IatT)tKXuM&%#WSE|t#+SHk(o`=MwgU>W%;80{%#t$Z&zuvMW
zamP*%sitiQs2_zc;evC=aZMy=p~WyAuy8@9vYzLW%_i_U!Ov<p1NHTw0CUc8X>pTD
z_z_C0&stzF1=|OV;*564Ii$`@eN8xirh$ei3@{EUPe2dhNq`0krU2RP+Jn<Pnp_-X
z6cNY0Fd7de_NRhK>Uk8HBds`k;}ij+%zob?^|FVL%9{uLi&FFd053!T070dbCsA+u
z^M;n&AMlSzct7bw{{TUul2nXk#w$Y6OJCY49cEgo5W@=7(hxqeYrC@(&(fuh9h_?&
z(=z#9Vv&YJ-nG&hkpcpdDBvO}z^HWKi4(X`Il%e~o9zd4WS+Pl)t$>9vQfvHe<4ak
zuT~vB1vBjjJx@w$xMDjVeJBeP1|P(~l_T7QRtlr0ML=d|<AIM#V==}s4o5VuGIqRd
zU@i_i;-wqHj=d_GEO@{NK9yt7kS1`a)}ls{D(h1O(q}Ra(SQjayw&YCLUj99<SxY{
z@~lr1&Ramc0dO!ry+vKqnZChpnZOaRe`=`wHzr!j#>>vw`A<&uRttslg2*3ofsg>_
z@$FGLDymrE(@t@cerjC9u`#&ZN~~yr;GQynI^z6cBOCaK$s=sZX&X4_usjOta#h&w
zuQ&1RoAtQYIV%VssjGv#CQCvYh1}=^J35cy&OrP+RaT6tJAodRd9=s`w(%qx#6j7(
z$>aP@SJft$O`q(sf2(K~RXt8~@9kS(TN$0Fgzqf0?+;CLdoYa_W0w2}LEO_@$B-tq
z90TRkj9F%6%Wgc6(~riy<lbFgnBiw7LE#i&WbvBNwt@((wPm;pE*3OcG6^NOu5svb
znukp{a@9t(I^9F!G%8Bz)?4`d^BfPzS2KI!onuirdxH`m;Dl`-<5^Kz%_qtuC*HL!
zG&yA|7#w;5%^ax-&P*?Dh2E)ZmePq;Vu_i9mK(N$-F@o7j@Zo2HuAg3Vi;~GK9!>s
zcG^<~cLGdj%L9Ak=s&J2m}{)uNZ@>|<lvurdy8X!D@{6G%(BY3=ngYg<F~bxzuqc3
z<$yJsCT-iX*Mp9f;KUL~86LE(HqmxCEhLbL#F<f_nTIu(DU3P!A35usRDxn3C%2_n
znbec&YOG0W$fLA{K@1{(3I70O*P?thlz(FCD#!j>L^=Nebk~{KjLz8q0G?8R=mxw0
z0EhB<dM2RQ$umR-Ki#FW1*z!E2IMDr=eJ5e%1Pme;A%Knn8rZ^6*9;MFbS+vxzgig
zE7>`PuyVyt27A^`w}-CpAwjF%{^dXmYivrV{0Q}G+cTUBX_$_kY22F;L#9P-h~Y(!
zA<<M|3QODDEj0nTonv2d(xwu#%ms0NES=%HvX1ImB@${TIAaHon63}tGx^meabCw}
zv4(YI=y?XXe~SbC8%RLhgC>6^uIWs15D*d+U;=$Bi1?nqdTF1+LrK@@DaUY@$Cs)~
zLw5t7wPMaG1<YUX16E?SRS&(;jAt1i<5x6mXw0%P0N{*!b6PfIW7K{gk~}SJTkjWe
zPy7nIxL6Lkt{1?eqwv*=k&sIt{CL+xtaysU!}bQ|`N$vg&NSuaK7fB(#!Bqoo3Xhq
z#1_#!(@2rTi@BYS02R)U8R$3H&!w#LJnqE;MHA(}99IV3Ce?g$Udc4?vZG0rReY#l
zRvphzYVP!1Gf&XNG*;l<$Ul281e53wVeLdxQn53g)`pBe8__MXvdS<6Z`yeo^{qvY
z-FR4(dSf+5?UCoBWc@05<yRRSvFlr180uS52tROUq*+li0)P)3RY1#*;8NrgFn*LK
zRkSR+w1i-&{&fp09HSn48e+PWvG_fhQ-p;G5^}wmQ!^o5%Krd2BAqOIz+gU6)~0!(
z95BhoMOJ1ktN}SAIHdP3D(I;u3!Vi)NiFjJbmy59C9|J#-jQ~@{D-GrX*MLTUcuO^
z4geJOR_oS~NCMQcxa(NEGp0HbGRPOcev~RnxO#mmQz+-0P$d9$sdg<~V=RX!@~BG6
zsmSL(l{3yj;PX+v!N*$9nkdmGMg*n6#~fAbQ6N^}_w7_xc0KD#%0go%oLX$;#ipZj
zyJWE^Bbr83EAud@rj&*t=dDn<oGRw0ogFZPvNRcDJAQQI-noroQGOrlpD-=Gjz8dL
zu1$7{5Mo!_v9+03{t%5xK^&DosXx}PGfu`eV`hz?43-`k(|O~`Tzx5gN~QcidAm9C
z*ncXE!*XN88hFo0R8zb|E_5rdbMn%R)y*6ou6bvLNgg}0Uh8it{#EQyvzQbCUPGYb
zFCSXBt+a>vSFYMz=GHyE>#C#u*^MRdl7S!@^!B20@~PSh^rbfp4_bMYJ~Ld(&6~>h
zDxt#+C0mJsLzSlQRXD&j<06<z019f?CG2Ht+H^XFthVzYD&W_Hc#A@tMbzYiMfnLO
z8?hDiM(|H2xvvyx5Nmc4M!*R`$~SOpXiJrl*D|r-g$6&RPh+X-Iy8?qojHk^VTh@9
z8!5Ew*)69+k|FQV)nGx-O5a9vwQUPA>oVO(BHjM-R>>}Vny(t}kYm=P`#483gU6*@
zw1}77M-<x-_g$c4k?Bz}JqB~=Dtnv;7^-4jk^_$PAYz@$c?409Lqyj*&M}H;CvJb0
zF$<hxqz8<iwH`p{tp$eM0YDGja68iPz~Z7VM-&F*9Vi*<KLZYYaeL1n+0Xv~qa&}N
ztLM*w2R=2v{{XOi{{ZO7>*zX>v*JMm9<;t!Zfe1BqaUq8@{QbbD*@;pPE?*fGf39?
z&pDt<$2(5~o}xz>{RIF-VQdaRI%`7N>;+pE&OpihDnVz?O*^63pd%#WrHVH02_Cg+
zqk=wr(>&eos!kU@C~Q_K_aKgPX-DQMMghs^ttZ{8Ksfa2NPeQ4&z{tsvU>KW1F|^l
znle4fJkoQH4IOC!6N+#==h}<{XvZ7@iePCs7tQZy6*|NZ_(x^P&-zgR0MKc!NWSC#
ze4?o=7yc>7<Da#E?6ffvMo_jfgXvp79kw?*<WZvk0LwQd`c^b(e9yqwTi_@>-w`n*
zg|}n*kw|Fj(F|~f7{KQqw5t{r26Yu?-~dQb`1({k6pl$J`PL<kF%SmV9cdaSBP6K&
zDdsVcl%K|$(UZpf&;xd$9GstSDX*U_-~fM>Igzu$8K#I>@=i~^080cQ${d{I)~_9k
zr{oyx(yQAJ599dM(wrg5>N*OBX&sC&6eMx@e(GdEdSHGu>pkCMfyw!dV~@g_;(0v3
z4BcRj;Q;{i{6qX|eKE6PZ|mibe+s4WlKvvf!0ZDzZ+bkJ?fmNU4>6S#s4df<O3;P~
zVFPhiW8Bc8aB{KE$!l=RSz>ZM0+LN}8sCO>eN$Iyqq3Aov@YjdewFNAbZR(p_)u;@
zJTR?e1hq4BZ1P6ab)>WN8%!%SSViYMmmM)&_N}IBH&;n<HKfV5Fo0}4iuc2GbBxm(
zK;tAU1MAH@btdPBXnHdx%F85YIr%{y>!rESe#H!zS3)?UXD58D6n?enFJWUWq2Ad;
zgPqDTT$ZEYcGNYQudYG6-61ih#H7a>_QDVAPpH<%D3|a{A&*J3mr!-!x($&h)zAL`
zTCFXO?87(L+f)91EWTC$0D(E={uSFp;e`<@$ufYw5flYqpy^VN4MV#kZ_<-!q>e{U
zvYK665s2WnRAS2#V73(XZl=8T;=s=p?(yj`*jimk4)-y)KZST?gXStaW}HPK6^P(^
zRE54#kH(@!CQNk|dE-r-rZewNl2uW-obV}<pe!&r1J<v{5AK(armMPq=RUcnfR4ms
z;fMV)lm7rfHQ#(XjJ}(8y}a1T{{X%#hO`*DVn_V5lm7rfHR!(#KpJiCd&wXEgGyTs
zZg&ut3VNLS(~AZB#1E}ngeg)w)K`{EJ&e(>%3TQESX)zc^fNAXRJXZ~2Ti5O3&_dO
zLyt<)RgrSiV15<F3z(0@D-9`P54zc9m5*W*AY=O1e!!dpFg@wG*@BXiAdC^Tu;lV;
zFYN0}o3)<e2<3QR%!shg#>O-C;;twq#sJT~Nf^VP6rW*6!$biwFWp{!4ROB_>=yiK
zk$KM(gChciIpK3%(xxRRU>sLD;*Th6x+s_`f+rb2?t?^k6t+CAd@xJk>MRNM9jc|p
zj;*HZBHqy5TtrkeNfMk4o`m4{uH#L#X|<bFl1<EuF(rm@H(*k0)*tap!4$x>&py{A
z{Mh-A>w#KbnAovv;~RetcyixQw?)3xQCJm(?^JB@oPBFL*G$!XOL#7>{KsiIX=MZi
z9)NcG3c2Bb1$n5mw0=#f_T~PS=#WDUHtPgX?TH3GDs1j9Z7fpKG^<@A*g<TcIs5V+
zq}GVrxcsbrPHJexc*e#9*F9>~R_Tq-qz=P9YQYde8ZpU63+tY>ZA$tOJ9A3g0_R}^
zu+14<hA4f8Xc+ckjF5TgDGLGDIrQ|TETfVeJ#m_2FwaKM)}*@#z_G{WQ$ZAt4j=vk
z)LJY>%Sv#)IX&w1f;iAJ0lU=I$5SaQGd4(!ZbOV?prwp67AQiUy~RFOGctxbBh#9e
zHQ0J_Q}&Br36VTX{I~$;CkL)5g(E;n1OhT@#P+UcEE9q=$4YX;y#P`G6sEKadx#3`
z&pmNY1O?AL)P@Y;Zs|vm7>phO#bR_^jFHE^GE4#oIjcWs$<G+3c_(otxz1`DG>J{v
z7Tc4Wh_GysPfX^n8!~ct4B(H>m@L~3h8~s9;M+A*u~k@OB%0K)ln8Q92a2cmC)z+|
z$u)8dR}kP4!6g25bl}rDac`Ol6lFV@ka#54ed0T&(0Mqmb88@6W4AojS*;}_?wXeg
zb~lWYMh(@prT{WBr!}3c+q`}lyvZFGKb>^)+0N0h@|&e%c#at&@Ws!W8!kZ49`$sS
zOv<*q7Q8-j;maHzJdwpaUj?*VfExs@JHxO!@ZF09I57iKYw<ehw+*)(4z!}5Ijz?r
z<$8ALd}jvYH!Y-}%vY;u@~oO_tFYa-aQy4YT0%Thu2^JQNyz^IcvquovO4KnSvkzg
zMRwG8ibowZ)Q!WP+@6&=CxMz@vC47MoX|)cC3{yKQ@PmP(E~ezMtBt}Hen%;6%)lF
zeh`|SVJiUyVAGBHiIurX!5`kJ<-j2B9Mr<yh#s`bVQdVoZenqsG4Qln)uEmR0_6rl
z_4cnKmI)x4qLB)^^#`?m5b?BlEI2$7TrZ7$EG`i07Kj9(Wq|H0XiC~LB$SUYAdcJ`
z*0YCXJF$;?&A5r<jPBr$zgoYfU!<{^WIs2(T(&Y>kY10Nbpo?wB~C{*r>FxQ*c~f1
zu-WZZ9fbEGX$z5@3YmEv9Mc&;Pg+rt(x{S7PZVb~z;X|BN=e9GMrZ-p$2iZuCQfR}
zg@jwXRb#*%s%}y}N8mF9<4f`1`#sP8M2^0Nub+MdS<4@cuP#hvMA~zxZrSrA{{Ra5
z3X%qVO3}*48%;?atFh!`@u<3RIrpVe&PnGzMJ`Y-t-7EY>*-Ud9k%@|KWXYInA+Le
zYFsWf&0jGT;~;%1ywfqx#cUq<su|-rKb=mBPq4)$1c!1KE*ORfK9uM~d8l!P+%jrt
zouMpt2?*?IA5xS_zsrev;CW+;7>evU#%YHmsHqm_NA&*yzC}3AApR~#wKN1cB=n^b
zoPE>zRgf;4GW*U5%|>UOC_=}tUi2mdb`kt7^~F2OZ|=7~)V^c)Vt*QT_QrQN=Rk&t
z-#7@|ds2vHJrMIqX4-!F>+4SrSaY0H0^Ev5p@J}e#}KQ!T#Ij@N?e1w<YOG;<*Jf@
z$M`4yeB!4-KjND>$NYWq{{Vc@!4}$EX%Mg~t&gQ{_zp&kRk~z+e&7Oqi+}a2jZik{
zHPU!SINIvy$O*)2j4>VRB&`w0bGN$GkVt(q`PB(Ek;cURD>nY++Cr#@1M;kNzKUCq
zDK2AaNAN3iS)^NbI=J;#+m;v}<BG5~I7s=J3g=eg(QrZZ;-Qx1hD!`%xuyqFbqjCr
ziblV;RymLXjFNg+pI-Qa8*)}N=SVpDPamCg_j;Y>>wfY>v$Bo_K2|H(^j$~C+HRN(
za07QR?3^h2pYW<WCynp*eNbD;Z3@7_n3T>@M<kQ!UUblxY@Cl;+VI`%T1Cz4%(Azi
zXDktjfcxw)GoICak+8X$(Q6(cO;h_;7zr>#Zm5h040o<gbwApcnofrW#nXgQ3gCBR
zj)J`U(@vJxLb;wrBh1EfJ?lGNxVgR5Jg1SFA;Kc|0~B(npeFY^{RhP|UwE=htDJcO
zOlqa@BV7Kciu4%uJ2`n-gD<EA{{Twzy$--cizJDY=qsm=YmK-<RCEIrwil_{3(IU{
z&Ex5eQTD5I_htOLS15+*pC2*z#aI%{5gXY1^F_ev<8d$C<a(YebVLJ^Pq5;-L8?ro
zYy^9nL#$no<2`%vLXcSO(UTwnz@e0u#!Yf|y6xAT0}^t28tJ6Fj2+J4ahzwRE@G0<
zm@4-<`qJ%O)_?YuxX;hWwKw}p4B!%JHd;m7k((=!Kj(}803%;Kzuq|}z4z^gTUo$X
z17i&S9c#v4N`$sn@lVxGYNE)RD_EkGIRkZEkpo6noo{Bal0@jk@u|vWVOewQnoa6v
z(Bxf~CnGr=aniG%9nx(;54CEE2)AS;a=?#a=}fdSCCrjZjN|3!y<9=;V?`6C+p8%6
zM<-wR4SGMrD08IUp5{o%{{X%#mAQDGWGFfEpZ@?sHQ9VK<4TwNpvRDZ-KN;%sog<u
z#}#bA3YE?Q7^cSK905{!tK4F<Hb#A}gJ*9$T!>KJGAwU4K4KJL0DD#6vW)Uc`kH^5
zJ*mO+I*JCgBU?~T4L&O{G7oy0NXG{>@Z9ExkPJ&jSNe=s4e=*UyO`;7*skY+q-Iq=
zF$4j?u8&mlmWiZYeV*?0EWl@KA$)#Sb4Atky?!^iv)?+Q+GLUv27Lh{sxV~ET3GT8
zHp5(2l4OQNln_2;Ad%=Z*P8FNuM1vHYZThR4psLgO1a0m{Oh*~0OUlU_sFS4qyf(#
zT5bueGb@<_#z#@|GN|YPz!fT3GhlKDrYlfBd(!Urs?lf(T&o?5q1?<#>@m`%@_FZ<
z!lvCxyP8F<3e5;4l1ZlddvbZrPVL;(CHbTsMtMi5>)VQFlEXOad*ZBb7zUIuV}aJB
zqC0p4Ose1!ob;>msEtPp$8$?<ZmL7E$*E^Z*kt0gin216=5`lxDh5gIQpUT12f3>I
z;}Vd+k2Pi{+&*5$rM1jg*(8$OI$-o7s=PrC)c^s~u6g(zsOjrf-cb1@1;<Jz(?W&Q
zxm@n20nHv{WbneBxO$4gogs=t)}B~;(^!GdY8hy06yAL)bCcGLnn-K_Y}JT~3sv_T
zkzWF>8Pr!+5w~=vmTG%2#!W+TN0fQTBl(J?E`*!T-nGp5*^78i=;zQ@+AuIaPfe%w
zu5ZQQw}$Q%9P$tJripu+o*N{1S5NkVYCjdZUkzR!pDjt@rU$~hcn3Izf1NYM<bT35
zcl005raG6<@aM?aGJDxS{)DyP$#QM9p9!{39$km=t_iZ*+Y|o)K2QGup)Gehls<2V
z{3W;VB<R@n0M@eH${U`TItoSwso>#7CVpX&SR<oSB?o`uPbrin(q|HMsnq`MxD+8v
zVwOH!(;2>AMOzD$I28jZ^r|3<Ve^?t91f!u9o>@oMK<tjM${_xAZMjbEMiUuF<Zr6
zCJs$V@V^~+W$i?lR?0+YC4e0bd4f#vOb9q5t$k6h=_zw+=*So_!3Vgnp1fb-d323I
zo-{r~9H|1SX`?D?>zNcj($mHnj!&&dc^UPn;rV01?LlmRp0#FdQh3QcQ+IX8r8J)W
z&`t$1M+WDL8MwebDTML$pq@COWXAc{GNq}hFPJm_O;utrMh$g774XEG<Sb($N2#b~
zBiMcoU)oI@TSfr5TXM_?rse+t5ni`mH}Ipvw|*b-b<~r-=-$cH0qf>Qf2DgR2$p<s
zMxKW*tVg&10Isvx4>*J$F77^+v2mtEE+c7Y@?mej<#z%24r&%n7TV@?LveOlN0R6F
zU>tQLl4`(9OEY%FDciJn6>>cs;O>(>`c-Q={?BVHiTBF|T>8~hd2tl`jEqitXCjuP
zC%%DgrV)kRkPiZ+oLP;#Hvxg1`qWozCFY^FECaM;p4?T2)2*gJttl<H?`MqCuyrW|
zZrj8T%_nuJu3_4$TL7N8ro{s3@<{u}?ty!e>ruSsM%;O*lGI~7vb{n4Dtl#DxJ5lF
z8vZ24+jZ%V{M1cz=D(Pz6CHr02D8L`(enVf=Re_8Zc$!f0ne@~KekP`8_qG*iek*l
zLC+(eXs}#%(h1<upyLE{QXNL<F=b#g?M?HfxISczOLwLsxd(X%H9Gy!Jp~!-jM6(`
zV0EAi(&O#QI{yHnM^aji{u*vZKG*5~$f%~`^?5(><sB`Qlm7t1KN`Zzx=Zc9Fv$CY
zh6H&EImcdWvhbJLt#sSF`-fGG5T%&*70VWVKg*WnK_bb!U{x3x9r*fIRJZpt!bFmi
zgq@L&6no;O`^bA5{vh!q>JIkyfW>Q^6O0%C0P9u+21w;eA^Ymvmma-pXe}O7g;QN0
zgaj5IBoBEc5hB~lLrQQnwDkA%p(L~o#?RvgXcR|ezIM@;X5&9WT>a*wcc>iADck+f
zFr)Al3ysn<FCd)Muv^J77)<B#rjkHFu;(3W?Y5sJ<SHp6*0t=kOyQ=kiYOtnwlc`^
z+r$SlO2JhB0FU8H;bR8Z!zYH90B5CbSa@~;C_Y}|J-Ssh;!AmE`#zCrajD!MfmEu0
zi650tG|gvHiH5bPi&$I!T<n1Si5z}p(XbbFudp_UJ)9RYO?Ebtk(})tfcjPp8WUV<
zl20<>H{=6d3TbwlZk$%m(PBZ2yJelet^NR2s~B2&K<(Vp=CIN&>3S+WL5hIBrnY0#
zV2EK96YEY%QYeC;;0$BdfpLM;y=3ODXrd!ot7H>Uoi+l*mFM23HwQk{!#+<Ooc5te
zO%eY9XF;6p&(zQ~yK;W%Irpj4doUnTb*Wluae23w2@0Noo?GZTnyV6!=rl`W!zs>l
zpGwHNj^VGSKnV)ORhV@RZ&z)$7T?+SNB&-}S28&N0A)LUO>~JIY6lr?a!-0qSkWAs
zS<2l|kUs%dqqUb93D2k%(<xk>pr?WdZuE+|fFhPSWM>VJEwi7cd6}BT`gH4>_Iue!
z*lq#G`nLW?zIz*a$OqoEjBaI7o13gp8^2n1+g2bW6ZEVQqZ|scZ}Lj4J9CWHauIW3
z?cf6}SbLFBm~FZVaZp}eJo`q_Fnb!LL$sN}#WaIMPsoX5m6lLQicBy30M~Kw)PbVh
zdX|s>070)ffH0Z4I5A280H8H`C&LUbk$7AFdPk4@;)k%-=YFZjdX;0%R}Sn!Z2JMl
zT#tBM<0sIX$(teT0V~L<7Tk5H{KC1(IrIjz^)C?F>3VbD&o<~#WGr7XY<3u?tPbX!
z-c`I0G|nT523?roDEBqzm!372>OD@<!Tk0y$>dEE6~GE{j^?>te_qwRWPGcF_I4Qt
zJ9yi${_*Z>t?*BVPMsuLjLi8#ln!}3eJW)%nn;dgH^M&+uXVQ?mbvCdYTq!7oJlX&
z(0;Y+&{;)gZkG1(EKs1rq6`2kiPfepg#hM|>az60lb+Sla~5fAY84Gqj{asi+P?nP
zWL&r(bY_czVOEr-F=sgBbJ$Vm<YbSascjl0$800LF@s|{qtEVoRA%5GObV9KNfAg-
zsi=lQ>rXQ8Zi5}qwIFTB0~n&>>Mmcl4LL5NfaYEgYGY@etDiwx_ib~vyt`$Tj*3n*
zQ6|zZ*EW+`w&}a|sYT=yFUcV1wrkAw%^zIUZPZ)Zi%EB6m`^zR)_#%UPZdXUrhQuG
zBnKn{82+^iq>SYhk5G^dlDGhzW}IUE-tRI<n~(}NKD>0S-9JgWf&eGJo@4&l1NjQq
zTTpiHbMlM<=~^vbq4r8oYjjYb?Mso^e5iT<0KR)uRwhMfmhO46z*Z^-PtXd~HnEih
zCjeknFKH71GH^5Ai7f&fnZk7du*tyV>)N7@UQ2H{P)Yuu*0h^Xk8aS!bDC+fj3H3n
z!ThTS7Imp3Jtc74nnG1_TL(Qq$*5N9UodWvfH^<s@vS3a8mR%g;1m9T8i47jLwv_9
zF`r7pagnrKN>SfP@(jqtAMnrh6zKH{OE1iDTc_fGrCAzcsU$Jv5&6)XYR2H_I3AwB
ze@f2NTN+*^VX8~!0nQ2U_5T0?Qw>q~kTH$eAD9#kI3uafNXPa602&uh0g2t5ob>n2
zQuc;&<$DuJe83*YsmpxLoafwPts7u-k&jBJEw3lA&lOG1!jCBn-QXSv<yl&t!cAo=
zlpDAM1D>^{)}sV<HIb>q<lD%~3pmEnj;A83oTS+mBCKd=w<aAL*#O29Z{%sdCA>0t
ze(5v(G~Fr|eKkW2G8{1X&VQ{l#BdbQuCu_~N)wW)Z!+9t?CyC=jO&k|`SO4L32V}H
zi*M~MKSYhr1+uf}>0WA>I@F%lPt&)|E7*J|4m>$-Nco;TkEM21dYn}EH3p}Mf!YoZ
z4K=S^0U-OVdR1{`;W5~nm7>kRlrUI+mCF|<bv{*LMyLdsE6;vvQK+-R#Yh#K_Bjm1
zl|M?g9gBHvI#P_J*yN*Oe%U703d22WG`e>ObeYGcDbuAGAdHVwLurx*+=GHS0Q9Z3
zGthXymK0WNX(n9o(GW=d2^DJBREk+ZDKa1S;wx3H?QUb-nEF+iyw#L$LO%-CT;`h8
z(6}iqSO=VOn&Z4fqg(2Bl0_l|#~#Ply2&M8L9ChDKQ+E#?^7C$%Ed=R=e=J^mrJ{n
z2Oao6qO!^y<nvzB;@=M@r)bX@9%78C738y9v=TH<q%xckM@s9Al#!iC+306%YHKMK
zd&}-9Xo1HAtur&F@c#gSuC-eObYxWoWCPx@HC+;II_05dKPkr*zoq!<^Fh=8%&{w|
z7zFmL^wz(&F64WH1G(u$e8K39>n$i<54uV871elo@3aOY2#YD_1XU<wZ9ZQyLD|&e
zw(Y!Iry>CELjjIKskO>mYI+~Ty=v!F@h!x2#8YjfHhuS}_}8abnS3_8iuYHVXjJX{
zGkn<p0BLK}Y1l`|x|xm(F&G#C^d}~;RpmDa2&%kw6y?{hkaHXl?(qgcnWqmBTr`<5
zS`+^OTm@F3Y1`YGY*-E(cN|k-)0yWFaNKqPb*k&)YpBKq7P$2CMG4|-v?Tc!S@rV2
z`t>@Dw;LhUt`w4mjuh0-2uapt05BLRdUIJbYp*geYdb8r@rcME`i^S2)h>dBX-QG}
z<Lg393mTluE#u$}fC0g*_aqJ~^Iu1E5shr1iMS=vTPO1-q1d_UQrHk6$Zf!TQlP**
z9(z=~a>qF5y)H5BNC@`&npQ$o0CUc2PzDV-R0;ryCJ^VYcoiZh!~?nSQtb*kJko+Q
z%>Xbb9e*ks5>7zQI*OS}bg2}lYC{Q!`f3jU0AfK?Y4H=H!JZG>8NQz-GUNV2OaA~~
zY5ePZ!#WI_?TT8Yg%n(tcmC?_p@KQBQDoF6hA0%YaRN9UNvrlA8<>G4@sa+`dlsGH
zeIHDSBsQW(=w41qtp>5QE040rxBc2%Xcs)8H1&yoR0AH>oqwhMp|gx*xUW>zY_wZj
zMw;?y?GS$(z6a%AW2yMBM7FpwX~{ODDL7rAq7(J%e<4CadzsK^MdSfgxjlf%tCP#8
zXxRHz)KR+s0Lv)Ac@N+^ek4;3pNchv{{T#yEgs2-5hy6kKiwZO{A%@whP16YgF|X=
z=N)Fc8-PB@IQ;WY%cyElx79U$TR+%(Sb_n;yt=^)@00S6!zQMW!#2+_xYn=d)oxGl
zhbtKW0D&G);01KT(&FfYGn@_=J%^wj1wC|re(|Yp+YZd79wLNW+eIC`AM?ru+NbO5
z^*OCedrYeNga8Lhn%_@IuzHc}R<<wzj<phzN;lP+{vjy`hc0}+8w=muRgE?vmT?sW
zEP$V`DzAv*GH5pndYz;76|ZG%!qyZWkZ1C#dc>r)7pJF6Hj~>Tt}Un-%Vw);I)#Rh
z4*Tnri?~tCH_>{U&ykmKSR1+HwLy1xWu-^vUR*~IJgS~qzJsZ(!Kmw6*v6L+*euUm
ztAUqc{>c9T>mS0d>E0Z(vzP5MZ@Rl~T50}cpI~^cV+GXCQY*)Ot7^;t021qQVQP9@
zT&`Wc)hhLlg==dlxRZ6=-%~xo+~0<JR;WUGr-jD{rCVg7S0H2>nF|#Jp0yA-?g00v
zZpLtU&lwe)G>I?FJAp~K<Aa)vGaQPQBQK4@fwC!3y{zPpk+)x^cp;63cAhiO74#Ly
z&221c)S($4O7Y|2+teH?Fg}tB)|r&`FkpgN+#>SFJONs^nq~(1Wknq0CxiIZ@n~9<
zas&2aaqbOj%V9f|X0ee<r~_wD%BoC+W<9)WGqFM*M>Q9pZx{*)&#<jKn+vzwn`cl4
zF^ut9a%ndk$@@Hj6aCXdu=X40K+M4dnLMdE;~#OWx%g)olSsG<aCgU^f7z}XblKxF
zOkk8CicFHceZyXb@X7$1M9g>(<*+~S3Le@HJDtMYWA3t+^*yR&LC`uD>7J&U@~Sg&
z9BK(>W5D+&yw}8^6P2bqcZZP67UHwr#<@83Px1V!ENje>)A*Ogb~-Axq+xF_m=IzO
z@~8Xf`d68}_u7UbX8AW|VvTmM<T}-z7e&0)oS2}OaXDv@W3PJjjVHraT0Cmb1h+(T
z$G6kkp(QPdl-|ZShWsR!=$CiO9!{wl=qs)<NZbw-bmpJ1$lHm+k4lwSaKOM&GwoX1
z#$+M~94O=0)}~8GelhhmW;i$Sx!d}hvE_)@3)i`(1SxJ&Kns&nEKIzS&!spGgD3BH
z9+WDRmc~b>dYWTEsN9mI`+CxV>`5Vq;X<S2v$hwx6c#RUr;o2n&6+KU+%q>qDh3RA
z3P9~ryS759KjTPPsM;Hz{M3{{#fDWu0C&YM8CPyO?rKJ6MdY2wpTpLXOMT)_I}cM#
zkO6{nPUGLuRJQ4yvv%oBk8_-4`jb<D6z3ET>^YX2h;x%t0vyx!;8ht6EsAh{*ruFj
zo1SSE(3H!LDTT+aM&DX*T2gur8<Ou7(<L&PP7g}LQaWO;Nb(F+erTxVIq6L5YnpW(
z&WOPi8AUIcF;MO2y%_b)N3<{5k7oqX8`h&BWKc2hRT`HjP_Z#!6xAu;jAEp6+fO{^
zsNFe8-THt!R+FBDLJHtqdQ}%H_d!lJ<Q{#gR^Yqr3yw(6eKGzupDoZc1GM89{c%c^
zpD<O5<uvs5@}ZGf^X7B<R6ZqebQ`Y!04+8<p&2MtlE*n8g;wze#_b~EHjqfDQhwCC
ze(3VZ$NWzv&rh*FKkuclW$^1T@ZO$Nv}5wG9gGvMN(O)9$+7<ceJy(jhdy5qS^ogn
zF<qF4YaCP+<ZcoO70bt|PQEA9Ef*{lBZ29f=r<Ap=NYaYuOznd-Pf0fE{dcdO3o8W
zHv1b+4cQ~RQa75LdiiFkBa*=TQ_=G-(nbwLYFw#6x4e4NtekOG9}3t8m0Gpu)Xl`W
zk{srxNdbDG9f7GMkngRN(85bn)z;Fz1!c9YEajMUR<2pG)~flWeQ43@C7~1ArV0RY
zUUTC=4Yp0?x?#sG0`;#--p|K11?8x@goXn(advk>zKr?vl_U|*y&)%`TIu{*;rT2s
zTIMAtCOqS@u3QX`Ykl=bO*F>HyVnPr&3`i5ZOD2a)vLE1jYloGkx#7xH+(;<$9kgP
zVe_5_Ye!S?yzT_H&^}K)K<iYz38Eyr(3WqyKJV7O#UZyuK)`3|Nj*V6h8My%yoXSp
z&gRNk0^1TD*8u#>Ubk3U8bY@R%f|04_U(~dv;saq7Tyw-)OlLM=l+^Tf2CR)Cx!$*
zYfGx4dgeOG%BapdbAeRvH5nx$Jncn4ba$-z+>5eC`)S?~BmO_NMfxOX`qZhTcw#}A
zwH-w9-U!eB&0Kkx-lU4=Nb<_W5&G3@&{s!XbPo>oI-U3*_2`HH0B5Lwv3xd07h1d|
z^ajX(@pY93vYt^Bh9?-~p{QlKNf5kWARVexmr>dzvqNJ9@<$cZ$eH2HVNd0s>rE?X
z{{TM^{{Vas@vOF+a}r6-CiA${u_lv?aDR6zH>qF+J#EnZ?8nRQREo+3{c7q;Oa)Kr
zO2A$bS!3mSN&f(73{`<>CBresdSR7E>sX$7?fTW2t{z3hIUs(NSP`WrpV=Nf_4%ex
z=}wDGUQDvX(~L^Bo+S;I!Ry|hBm=1b0PEAR8jE9Wa6=}4>#+X-3a~V09bz8ey&vIF
z&n=7TDI_tXT!{*}0QBrZsv>fuC5X?xN>>@HbE90X*tznb$ondwexo4djQ8TZPlr*Z
zy_Lw$3rU}wgV0weKEHCdcDi&C2ia@A5m%OGU_X^M9UI2_nwx1H*g)rVEM-?C+=^%s
z={nboG|d`6-dx0A&^Ac?2mb(CxSPKp>sq{q*Ted2IsX8jy9xYx;8o2t;j}iv9_{|w
zFg$sTRTuiV>0M+R3<(H@+vFViaVU*HA=mNE8X?-pmN$g&H7l>Rc!N}Vq$egA8_Z$t
zyY8>+T`rlU!>5h9Wr|xIW6WQkQ}uJx@WppA>9%nI76s$6sl!7E+NhxVD5Z8u$0mz%
z=X0av^<&i4)zZ9>K0}ZzqG?&X1r-+qKQH2HSj>TL%Zx|Itv||Oa7RB{(mPo43sM!&
zU=OLKVy<U|Y=MDJF|a+V;RA!yu{7@}9)J%*X>yG-8&HBqwZKisdf<AHc&itB&YPfF
z#x)C|vy}(PPnt$P%0I17tZCC;=`&kfT=_Fd09gYNSDv{Qo1^$IPt%x7DjU0_$&yZT
zeR0lz9MefycPM{qc!R`lS4_43&9OWiiGFDqdv+g&exk4Gei75`B{vrZ@2?5VO>y&c
z><|9{Ub+z&Rl_jAIKuU(Dtlmh_oDrPX3@yOpamUzder4q0lV-5n#jCv;Pe1ckt~GC
z&&s>1t?ksXSY1yDxBbEwe=<?>fHTl?ewCoM?Ee6C5WTZmR~m1beRXc}tEB0S9x^b$
z;Z}*gk2chG+s#5^M3NRf4ZTm$54t{_``4=J5l=RgX!i-SQxcaA*EsK9O&+NQuZ(T<
ziwFdE{{U%NrIopP20$Pm;U7x&_mh$W@;?f5R~mYa7V4{#f29Y@BWPkX)PYFK>@viG
z=}C-(j4J2zsIg>oB!6R@=fdo4oO@T#`!v9K*CPk%ApVu__b2@lZU|6~^*mS0&Yv@2
zcdCgJXG*DQpOeH$KN&~#sntUfx5TNF!2Ror<&h6%$g7qp4gI!9%jT#c{c41cuxWan
zc-yX=`%c1?S?YmZ*Tg{W<b}D<^{+?OFCHHd*g+8s2}a5W0bBn7)mU0_SoF<mRDcrB
z`&%BlAJ(Us4>q;ewHx{V$ZxKj&i&Y3+qY-8C*Hkt!Z&t)9?<TNqj9kyWRHQ&gfB%M
z>b{rZKMz{LVRYJLZFCt)bY|tfahl~XE!JIP{HvEibs#~UfHxk4^r6TTv1`R%BGf!r
zn`qigJu^H*8Nrj?&wr;%Uki9vNlK(Kkq&-o4o-g>=zKfj2D%GzdJJ%OL&1OW72HIT
zTgD-_j3i@^lwzlr>dYGxPqBwiwODP{RQF@l)s=;dZe|(%O*IfE3k<hq^d9u^8II=8
z-2No`RVb*dB5v6K04<-7ln$I#sO^~JfwXqd^P(6S@<1KH>;+iP7Yoz5$694ra>T=h
z$GOcbM#?xDKgxi7zxThF{{UW?LEE^3M{IYbis(1XZc8aW@#{?}?0#W^>rEw{i8%w*
z^rp0j01SatN+jCHfDQ*wY8@C2st>vK{{ZV#Llql;i@DF~N~EaV+~@9(^V+gzt6{!b
zQIHPf`hWH55)wXUQ^!H;Pf*NBB!D`T=|Ofa#(e<IA(0d<CppRPX{8y6!W?!LB!sH~
z8zgl(>VLwW4*X?_=caoKqFAVaFI=AHn84>5sksA=Dj7)~1{n9pK}CY&;RkhDBZ{jD
za7!^eSDbtH6(Y2ah0iCCr?2HyjM(NJ(+H%I&hvwSJ-ZIS;YjRJS3i3jkN8yBr1TJ}
zq)=&h5RS(ja6YslW^lZ9{U~bSfPyK9JX4F3GsZdmyMDB;88`qFjGwJ@&MfJKh!5VN
z0mV(X<Sl{swvT#LkIZ~<0m-g;QfES_i1C_IgB@rJNE~$;>+gzt#!>c;nFFt_N3vym
zL_|`6o$31<Vz50<F`8K7l27~RHA<A1K}w=4NVxp!mEr?$CO^7sS?y)O9csL`Gdi-B
z%8`yL+$7e-s*y)Nhy}v`0K9)tD>CXmg|Wxp{TnsZ{{Uq;V8S*BuLs)|R^vpLLQj^%
zInU!xoF6c!IJoX+6vvi$IV669s_SQdk30GSTff<ogA%eo9^XpO@eZ8U+7;7b@r;a)
zl$2kzDa~>oUko7X7ZY=pwJX>CpljBAIJxlcnLK78UR4MB>#UAG&(rZ0>s}sKUk=$e
z-;_i%T@}^ra!__<?Y|&jdh(ri@Y#G!LD6I?zo4&J-H<RV%Dho)=lJ?L0QsYqGx%b&
zrxf{<>~A?cXnI;ETaQX}4Xi3i!7_doEb#zCdelanwb0zw%&6v^r;2kRKD41W5)D@?
zy~NtEWD;sfhF=vP0ArE?%}WjzKzi3qR);K}qFj;<RU}orrpXmhu1z~wn~qXyR2!7~
ziejZqyb7xl*_(T!!>X%CAo)*R3gfT-7{wHX!82`R+;S_jztm)~Z!rKX+#0R_00|RZ
zW93i<Tx6Dj?$O4NhGdM1*nhxkt;c{3vmMhh9-vpDF13O8R=Ix_c#3!}nc+nQdey0>
zB@(WQrNyR70hNi*1me59GO{YRb6x`<j&&I?1Z<Io&N$6`2ZS{VZtT_M>%}LdC958V
zp#U!*AM?!r05M$!bJ`0NdjA0R%>Mu}T@5fkGI<jOcRXUT<pa$i8ng@w!{>Hv`c-KZ
z8QU1F;;d5`00%wkF~=P#dzxq&1a+zqbF>mUso;IeQ@=`wsN<zrw2RCqIpAi72!YpY
zkSbUPB~ob^7INEoH7Z2wwa7Tn2NakV=1|szfzPc~kM1$=SA;?1Af5<06$2uqOuY4|
zi|95~Aoa~nYYdahv7@RM;BH``eMzX;U}l9KF<J?3StrP6P2jL361<PY){&=uxXApe
zs)r|>(8>pFPy&hM#|QMOJn0I6$MmSek52U>rUnT1p#h*={kjrK$+2JNYrFVTKjL3|
zk-(Ra$X5pJR{GzLe!{=by%XV<PMdgmAHL%Q9fc2JoykxRdJpAUvg?{;EK%>F1aLrX
zpVF>g+NJHgK_f^I{q2pkn#NBE=~12|l>Y$0%|f?P7C*PN$K&m(gV-Z~g*|mGIE?+a
zFb}9ApdJ|0fy%6^eSE|HY4CV&PKEcBc}VCaY=KSkjd_=0n%?XFJ?B{ms2Qn@0|%U+
zdUC49p%GP7bP6y9E;>{LAu%>E7!Rd4%50yPHDeh*lnxCD3gRaI?tQ%~UnRK8<kYGU
z=TikIwG60`CAlLkc=V|Z0I3-`slsuJ3gf*ZipJayho0G`STIQ^Ca2re^rhR|KaCaw
zxrhCulirp%06dSztqA>T9o0qw$?H~;3{9bMD>nHhlJTR2Vpg_rr{4z^bor9!X(zbH
zK}Zm+f=B-VSO?3KpX*df!+2ZalzMiiy1u6|n(<%EiXh)CZR&kb>0W|kY>leFT8Exl
zy7nD2O06r9qZ@q(N*K{9z)8!DpFn9o&g^p71F#gp0*)9l=m0!YggMK<J#nAsQ)0+&
zZR9XY0)PZ<fIgM;8^YV0*F4wMjE>OBf<{!R1L<B$-wv<yje!3Ez`y#`YKW86^O)mh
z9Ij1E2q|+Do-p8#&b<tLIls@{1MwA&tN3DD3y7^7Z=ET~1cAi}N=HF;srjsvd1}(e
z4%Z`)4_s9CQ>C;IXDV|hS(Nt&HOI|ob7^#7ov>7m+gva|Lt2+s*SE_ip&kSagwL1*
z4}4Ry8PQw|%c~W!(quO7NI=nn@~?lTZTN4&k=RDFUjXtiDua*@sr5B$z#0g$(O*)$
zjJ?It{n&1BgQ5IRPvu=lmoqWKFdg{dQc-vE6Du%z098U4u*FERd3*&d-81P^m5>Z7
zx7QtNR9S}v9QFsd)~J%ILd4{$AoL!!dMjqm;yZe91x*UN43@whO-?0dVUGQ%Eg}LA
z+$cExN%f`9&OeL!fA#9aNLP&H_v7@W4sp4$j@)&mQCM}{dUnTpV>7#Oc|VZ<0P9td
z<%j?&KT2$q0h}nsAZ1A;$l5Yge!le33Xc2FKSBOAJIX@js)BjPp!GB?nPN&P1Co6y
zu@S`<M&|p2x39H7V@TbJJ*q{UATGhzf!tHfiy6kzoM7YmR5I4YF1Q;M{Gj#qKC}cV
zxzEf;<UML!rqbI6It+KD4y@p8%O3fn!y#C=Hy~hj{{RY@sHYXd<AF?b#~o^tC4&$K
zPeInJedozuNf;l<e_F6qGT@xkk~Iyx9Q|nk#sP4P&N}<CrC*gd4oiHi{xv6(zn**2
zv})MSa0WWnBxY7X8NeMn{sNlqxr_Dh{uO7+P#6sS-Fc?@C>uWcprX8suq<PpgD30S
zof!y>!<>AB-~5`G!lj8M_01=iFo1MkX*398sxyTPk(_n({{ZXLT$1elvQOYY`t>?O
z6QS*jZ`sF9-kqyCBUp_;B1XU61&s(cB!~N|7xbx~9n4#ITn?V~4A&O0DTZ5^(b(=g
zjw>f+xvW!qAVnmdbzGD0_y0#Dk_t+Xl9rAE8w`*d-3W*XNP~pZjno{Y5k|-84gpE2
z0g7};Nq0y$@83S(-+#OI$L_~t_kEx1I_Esk>vg}1oKFr?MENIe)?yes<4X!!>&Y1o
z;u)U=T^(JGr&pTE?YIR$KPEp*dNbs3!R*2I+5hQ{{=xU0_olH$-&~qoqBit|+x!e_
zz`;^#R9B3Ab~Fz8^nq%xk#h8!z2oOUay?Yf%2{C6*#xRa1@Z1$GBNw|ZtDc>B}NY^
zNvjwC0pPIh?Cq9Hvy@-3z_g&0gf+_G74p{g;BxAYG50HN#?YuN&(S#c>N{fN1|NID
zJ9Y_QMqhTh6rWEGRpO7+%nlh8{v!X$Rr(i4PF6?pdt!arjIVVeze*3a0_t+B*}*fC
z-ua53s?8VHE^|03#=m<-_g?{0#PyWsJ=~;*IUG1OsBsPnWEj>k?rH<JYY1|OnqPHK
zbi!vR)a4~hAK@`Ca=%OaA?F*U7wD*0d|M2JDJhc}g!y2!VHwm4gPXbU&1<gB_4*#Y
z9C{E79TH~wxYCZXHhTF-qs@cN9>FjP_wk$&*ElquQ@in>?i;#G$E~OHe%CIme@|w#
zzTid&2y<|AU!ecM5-hBqD6RigNWABSF`F+lQ6<zHIW_K-E{y83p>Xb+R9AkhKrEg%
z2d#is{C%46vT49W(@?l<G3P70Z1S*&gc*Mxm|VoMqAF}F+x)efom*WkEf@S^1faQT
zQYC$C@#5uVeO~N|n@_drm4As6O<6&<8}DYLvh#%t-h*7uLkn<|FTcvH$5>apM789P
ztQzP}>617#Kqw~w=$9xTg~hdE27y^>EWMc_Y6sXctI+A#7DoE`Dl@d?I}BKdHNuDS
z#7SRcqN;chYN$;xf?FRY4__J=D2z>cBqM##CmmbTN<(cPt`hdgqvuyp3wx+$wxH}Y
z#VKuC8b3AlUM3Mj-(l#0k>&MD6l_f|$uCt8&O%6LkS?!=+eG8)ok&L#vAkKzEyIBL
z=Tnu&)xuwB%muK`E)8k()E2<`fgJ|ARkysTjHcus+=1zDFzR<xjhM!B{v(vm)WLH(
zc;5`tMKBkmHD6@bAVe7bkWR1#3_ZaB?J}<4<nyl)p$2l?a#<XU{l+<8Zr$UqJ>K3E
zV+FAeKd`Gcb0LP~MvWgyklojw*ZuE%_vNuzHr?!`pa7Dpa5JXwi{X<KZU6j?%wd1<
zq?o5%s1LX@Nq#*JGsm86%Am7-hDuyTfYK?SLcG&K^oZDR$W9Mhh}j1>{&+e>L`Zr(
z#Fvh`%U~B&iaEKc_)=-hXYhf~iQx96cK%7AS<3~Tc(3D<&{NUJisHTHnHoVRGxt*u
z#ay!n1JjuTRU;Y+g)G!8o|AAd4{1vy!Ow?>;uK_a3%~zlY$|hcfviN$)ESm>dzdFp
zXqnp#qH{@;`al9i)ze|{uJD1P&jW=y?vI#*8YzadwAOaAb4<UnL&>N5{U%-s9}W`9
znHJg(Z3Qe?^UaS2=k$l(*5I(lHNmn9NL7D&9$_}dBbs!SJ=|v}sEAySlCs06Gr@y6
zcwpvPKrk%bCHb2g*9>G=yY6TuZLJ9pH#8;1>+A(G80SG;C|3VPoe2`Vhni-&B&f0E
zR7vYce0TGHy2~?5JT{Vlu*UeYQkzx#AAE39(7B;i@sqa@oO)Y$W)^31nlHfMU!B|K
zb8Z#$`D~s-@|Rgrf3W#GZ{ggFl-`by36VjWp|8Jl#h$&TdXwQI@p{uu<nQ)AZk&fQ
z!AF@;5FU#DP_x1=mPmVm6CZT0`#@b?=rANv!E-j(xnex;Ny=wEd8_{nEAioe02?60
zJmG(*G6WZf&1>O?5n1xg(_UIg<IH8UzX$TrK{SO)=WC9C2J_N@_<Ik|&r6^2=VZ{H
zF>P~iB@$_+7wXZfivkEC1fUv?virk`s1s^zcADbWu6msT2`r&plZjN8_M5C5qXhtl
zCu)FwSfe%ckm~)QoL0_?V&UgR<)FxfloVKr6h!-sn$$Vbn!8;l>F({lBcc}1|I-82
z-jNou_miJp`!fG~+PI#G+Juh)??0f4HSBG@F2P$j<45=ex+mo6M@Nc0fL#1bE26iK
zhS2hs(5?ey@f}aJU(gX*T;~141#`p3n_f~zYmOXkQ%myU#1@V<;DG-6wXq#nEAR*i
zi?old4<A^8uFYb%c9Vjx1?5Kv+Yp|FQrm?^oU`5Fn<-(iCp5B&hN_P*DM^EFtzATo
zM#V24Cp(3Hv(VIDBZ#|?)2EO#okf|aP%lZ7LkHJW1t!9cZ-DSv&EyF|jBnQ4j?D&I
zI%d<+qfgDn=Q*JaUT61C0rYMajuWv;KVQb~7-UHfKezQP=su*5Yh)eqr2C($&%fR%
zbT77UT@`%qx8tu1k5V8rnb;He&wM`<_M)Z9Uh@Q#NWT5U=<d`QEV^R!?|!lO!2bmX
z6$<d;q7|R8LXdoP`&U?r%WIrDRmdepi{6a?L|rUCVT~iInV7YNT4Rf7&h8aip6?v5
z4S0{0CjYejAHXsgHkb4OS-&yj`jX)tafCh1xXYQ!j_C&NtWvs{n|uEUP>{P3cA5v%
ze&t&kkR5B~crVF#*IwSoN_1<r_0Xn@xo@C3Vg}OwyN|ke)82S>sqE&Lw#1v$J3TYK
z_3Et%p&kdmodb3zy*@|RMT(<c^J|(+q|B}R8)2rF63#dgcD>s2M8|2V&DJUULrT&g
zbiuySS9d<;(r&7VXhxeBj;E%>)A|P%#sbxncN{a%c70AGDb^HSsazaocv>M8S}5-r
zg9zKLOw!5QI-K*8Wtlw1>?uxd7<gd&mET!$Hy|hs<uC?BRp%wW_=;~$qd%n4#K_z>
zIWEgwz?eA>pVZLil+&I@S;mb{7V0sl<Z%hFQX59c2TOO!r>R!O^}<MBqP7Zvtq&=g
zKUE+e83IUualIKqg*iYM0@+wx3KX#A%IR*&@_Td9g(X_06H2G91iSr$&~}?6xT=ij
z?BesLJ`CD*0bOV!o%RTKAVu|yrbZmb(49BG=B9>t`av{mmrtat$#-Jj2b}N>3e()H
zTp4Sc1H;aJkIq~2z8+S#O0Ko2oL8Nc&>c&g)eCjq*(b6whG(a=eH)6VBMjV)=#Cs=
zthCAMpF;F%r^OaUYKi_`LUR#CV9?5DkQ&}W`j}LJr|GoYLG0onu}~qo+z9M<bcIWz
z=#FVW^qX2j$Z(>{c)sICv9;bGniYQXWq<mBnmCq77C(QZz{=JBLY&OAVW}-&4@uX-
z1M{Wfh4KV*@cWv!c<HH^^O9?s2*c~j6f40d(m>v%cUT;Cg77;_!;2Ka;5vDrqak7~
zuTK(?FjtuiAPxFtgE0B6ZP92&+~FBIz{K+}o;I;H3T#k1xbQq|F-}9zn$@{X>N?1R
zs8LtIWciF~_iXsKAd~T%2cO)eho;_Bflm5}9EfuiRzR}#pU%r7?IX!Enr^k6raxQN
zv)EXSiS>TKe>3-K0HcPTSwO;>`?A39E<n=;^7+6p=p*+N>qJOkDZH7<@x4AWte!H2
zS!#WvJDz7n##(H-?GqLaASFe;nLKC<O3u1E(7<ymGfmB%7E<8_ye?AhS61Pya{dnh
zDx0|&gp?Z7kqoWPhNGO^8LJVN-`gJsGV4UZO8C5KI8npRf*zi6LoF22-DC=ndC<?F
zdkE=20j5ygsuV9{-L3L`>h-^kx5?Nth4{)FKE8~`K>dy5uHGt7iXYK*UwGB|I=L|$
zV}8<aW#*XM!CUzj0!FO2Th+Op`Bxi5xK(HH?7O&H?snaQAW(6_AX5o|d+&8!?;MW;
z;vBs`ent(*a6p4L3o+EqgJrMkUN-zo?}K5jn+-8AD|Q3CN>yrd0s&%l5t}5b0X|3y
znDXu_sn1B3sp(f|M~j>n4fx({)aWgu&Efuw1BnT>uK=Evo5yn^BD|Jrrq;IX2T%TS
z(bmjF%!|0rc0F}3cJ1CEo{pJA#;+d{XLQ>TqT<uiJK(<ute{Rkf93aiZT+aMsF(ZU
zEf0p1SAr{uulW!~b7kb;NOe6`JK%vIg)0_^>xzGsphS<M2b95u02kEN9+?@UXMs<8
z<R`{|YBy26YS%uNI_GMs6qwu(beOkiiDRB@?vo=DYaYg<gX@U)J3udrai-%R!2zqO
z$>X%7RtQ~`s9JJl6Lq%(24(Bpr_Swwy=`&hg-5FH8XD1VK4>sXKXg>@xDS^`?Y#J+
zsEPoD`r48|>p%y-C~CP5<k3_(8fGQi$@V;g32VF@5zC!=qCS^dOvCKZHKAaAs;b@2
z>5JVD*m5dGn@k@SzJwB+G415F@3d>uo|iZ`$o%@T2mQK~=bXByfJj0%CJ!&i^fp5r
zmb{r9Nl7Pa;Xej5O7cI*hP&&!bZsWlfcHCIsk+AH6^ZY0513D=0%MhD`%Fs)KCXiQ
z*066BF}<$qv4e$n30@gIx$h2CG6u)2$Np3?WB+d8;e^O#DmDMfBFxi;C11Tpv`qyG
zt?Hda(BHO@tEkNC5;XDbHuBqhBWQV|RG*zs*mc!Mr)GG`Ld?BWMpIxV)yQ4_r@if<
z#>z5^t5jI<4r(=dS51?HdgVFch?vQ@y-N}-HmZPCV-9OCR&0AUS`mLvS#r;ZF^IcT
z-Nf8o{RcRZw<txEI(W4mZwNT4scrw_>EHkRe2n>SqGO67n6jcWH$;n!8!GLto;fw~
zvax%>7VuA*ulMNC2!lCHWaI<MRr>AYi4KkgU|)rk;r!$GjpO8`@Z!@-tI7Nc(X7=o
zNZt4+iQ{-5USWN@5JnWH##Tb-;+o*Kz_M+<M)@1_Z#J~Q9gbzqDs9slGU2I<KOqi*
zq^}*lu1j?zc^i=4%M)v^?x;d_{zHtP=AV)n*@g%tZ;VizLeJ2<d#9W)hqm7uFYf0*
zR+zNFe%nS5O|AXJLl$HjvsWFvOc1ul>JlXv6Cq|OR>`e6=u1RQr9a@tov{voG8R0g
zGA|AdGNal#cq1Bi`Xtbyj{ie|+?x)r=5vWyER2ozd+*y6k_LS88#MBV;Xi;P><rbs
zFA?DL;`^5k;@Q1R$8_UV#Z!qRjgO_l4Yn4qQt00_cwB$EtVexL`$JdfCfZtETlg$C
zK1fgI6h0pJI^}!Bouh7rholl6Tgt{PKce0R@sw_>_&0ArYpy~r!OpOKtSP6Qc!OO#
z<P(GP@?7-<Zc@_zvo}L-iXrL}6tGSgeqE);0wN+QCi~~9q;8}B{|MB!9D0HA@F?%*
zeHDLC(i;3XJsqkQ>5O(HA`sQet{aELp3_o5&DxU(y5i@qp-!3o2Nj;#ZSF>TuV@FW
zLVj5GFnc_JRx|l4843rlUmAlv(%{>Vwg@W~`SEZTm5JU~I+Dr$1rdsf<}{Om9LBs%
zu-KAElo(?X*-##B^m`QzLuH~oeD^mtUQ{Qz3Ycw`^J0mwq~TlNVrv&|_!LUwTeNJg
zf*bg|b}m@4|Eh7|G65fY0c)oCGsyFdrf)ZOhba1GehjRn9?wCFeY5JQYx_&l0<H&m
zZK4ymvNi8a8hy@=T$n6VCf`T+ooYZNpN7ubRdRZJXpKr+8a&aeD_tXkG#87NMB$$r
zeyL|v{_OP|JDO@#@kj6)Ps1t<SX?Rh(?b=Hs20N84Fxb-&lM392=P?520x>ifV&J?
zEhzyKjYD`ZmKri7-TZWjr2JR>KTyr@bh`LHV{kL+k0Llliq5*fAxMd+%5qM<aO0q?
zR+0}jV#iu%0U*43puE~br5dZ)=AB`+xg>n%Og(N}8LO|hL5(b?enmmaUD2#!=Nfk7
z#gCEs$v8V2kqQJdAu^M#PEnHqisjYOZJjUqonM+9oz~v2Ot{N+H<&w^?;Z)dRJ^p<
zJ$xTY-2Zy6t+-bfl4G87AhtScvPBR_f#s3?4Yi+Njblt&PsZ$0rwQI|vS1S%48X-A
zH1Gzs)nKOPx}^l4^IDu0@Va;8HPA7(QrFLK8#_8LCu5Vbr<Vt&)4kV&{=^kgfgOQ?
z|5hhn*&lrp`TG1`*RSxcw*HZ6HqC@weM2F9c{xfz$nUHwS&dnXV$W1Ttxt@{7521a
zf1+!|FUrsE$N)az9$CiWHK$oTofC0R?E)#GV<sM^6FVtp9H+@8^n~$v-HsnziiNmp
zQ$K~j>4-$=(Jsy&sJ@*`Mog%#qEkN)6eVf(F(^xq)Bc*!BAPCo<3alrajKxq5pj-h
ziV$8!EciG2gGB<Xn7UiIKT~-oa0s0my)emP&@wQ%r+HS&z{Z!Y#H~lB7OE^q(g4kH
z=tj81WRrXQ3fZakn7KI|`aLz-;qLv?@OO|BoI>WwiF35|ktXPz4SRL;Lqj-r#$u+J
zyb%$*%+08Ot4E@1(%_udyo%6o)ty0WerfKRVA>Taper>A6xGd6V{#~o8K~MhjdM3#
z2eR&sS5u14G#aP-fNhL2zbPBHO66+JcIk&RhMXT<O}MHv$xe;fYQIIRmdLpgE(MIu
zquvi~DaSUiIUFD<Hq>6i{OR6`3^Eg`aai2*J`}jODrXIVUYQ>oY;=R8@M3-(Ea(>#
zw223YL5^Ro9dT+(+Klzi4b}U=y|)Qcu{1z{am9|c^qW%1s_AjLbF9MlnVbza?tifu
zDG>OmE_k!rIn;of9m<$&DF3mRSL|}Aq*jmQA>LQgjBSB`TaI}l8`&I3wWIBCc`3qr
z%GNTJ<2>U@bn_>0_~lfE_p^QpJi><1<R!Ed0b4)t5^H3_@h-4+jMRzRiFTd4Pby^2
z9oEzF86R8!NF<!+(&C|D3xi_B?fa1Fp<nl4A)&g`iIOC#;DkMc80$+Ly{GC3ebt*O
z;!SJ^^LtQZI*~AH?D+XjF<r&Hei{a%WG9k9b7$G*IoB*m8B&wg(YXEGA;XULz#@2+
zQlb_E`}iXZh?Q3*u0lTS%GjsJ&_VdJ{=MU|YKN4$s4Y3=i+J0?$N1`)qwM|-DQEOH
zX=&emmwbp!**)I~CS5zZlNUO=kQlkYNZCyu6<x!@txNPwFpPP#ux{6GBB>L75jA)O
z&p*meA8}Nr6F4*OSGQ{iNpB(U-3<*pKEOO$&WqSK&l!_$^k)PwRc{P^YPs22s74^W
zy@12>n{jInllNRK!0zlZt+a(gyosfX-rwoC8a9?|osBMoA1?B!GB*E&fi8CR79%}#
zHQKP6TEcy*g@{i#sIkf58J4|>vL}|f$|~cZ52O5vO^|-4@+nb^x$(ApKT4-?z#%~m
zeIDOOSRkq+Xz&{tV4f8#5y#`Q@&$JKntJGJ{vb)?dsF1nIO|3nC^ShAg`2pf(b8Le
zJ(b+qf|qW_+^DQ_a(dgi*YEIb#T^S7mlOPaej>W}?Du-&bYSqZa_dplA%kj*?bhWL
z<1NYQUQ(w{oik1bcF;Nxb@;%n7W-s5JZUS_^I@PMmnlPt$TPd0&~N;+Z_7G)I_9KE
zi2-(-0lGXgr4kq=1eH?ObeH*g_}@&W02tjhZrgWuJ-8J)@bz0a^YL+hJ9yhH>o-3+
zh6%|SC}DxHy+Tq?=wQ?GSVw*jy_-eW4%rh|+0GP!{{Virzb3k^5jyyAhufVp(LNd4
z11JdtV*E&)tao%CdOE_}_k^^*whOmyq_+c<V<7mxpuW#B$T)}Am#8VX*#C*+)yOJX
znoaFJI=OlB`?K8yV8AEYsa0bU$D50iOVfz`L~WiP;gNN~GRba1EiEnMW#z%+9{t^<
zu$a0Ra-#nMA_Odj+r(FXMx`k|1^?=`NukAU_g4G2|BSLEA^mSBh_2k!BEbngADt_o
zv+BA&9bJKr`n<SVCE(;NFbV(wh@d>iRrYh9)0spx-;Kr|MXpNg#n7TOi;9q}m#7lO
z)t8e<-mc`(KBakTPq-rIX&jpQgJV?o8ND~|n>Fgz&=T6y>11YZTxYlg%Vo(Il<Nrv
zOcRkId*%+0mi5#k)Atw$!iC|`$(CFztN4j}P0n<7;$hxuM=u9aXgF=5bswv<`%?LW
zsvG4e*Wyv{l7vFl!eHSh9L%Eju6;CbI4i9ot%VfEQ}fkgY?<=mbG}Psth}*ShCQpB
zm$C>H7@yA`-|d;zlhd&njH5k>WRcq_$njHM<zJQ%%^LZ!H<$1yYZhUXRi634S@KKA
z!;Ru?f-gh{m8eXj5FS$CzCNxL!GBLhICbM)a!Dv<9gFezoc&nDrrHCBx5zEM%drSc
zXMfIb7`@;nz;G(gV$Ia5*1si1C)>^|0^0(1Ng#ds?J3t?IpS-1L3Chu!?r=f$HFV#
z*;zLvjr{zUs*_JM3E630=O+vfQMF$$yXA-Gda}*uE@;GtP9*3w)Fmn;{XBS^?6vFI
zdkFqbL{<6$(`Xp;s5#dCp;D4r29>G@<Uqe5ktX0@2r{S@Lv9nV*>0`@VQ`JsUtU-|
z%QEFae?D|mn{x?g4z$lF5o^^eD*M(R7{L3_(IzELwU?BSQjVmY;;xRv?nNPp5RKTM
zc#RbKBem61F(<C!)9jX4(|qzXyJ0IOb&;ccqqbj5s^qO>MYx=oxJ7ZhrYyc2E7w=1
zU3J<Skl;yp%q#27(nUgfuDpHTT$bdY9uqmMj8oHlODLO$SAYHgmF>5x$#$g305h6b
z3oPBIOLt>-_3UTZL;o@w==Dc3MHo~Ufy()Ld7d}I1U5gW{!8>$F7|q~R%txLie!4S
zuR>qqQy;-}irx7t>8Obq$+OD7HHGJChRAMmC(fps=?|_be2<uA2X1F|?&VfnkA>2|
zh$nh5sgmP8G0?v+_aM5vcK;6$OyIYPB-x&}w2n5GOL5S*=2h4G$Hn5W_w7)66}8ln
zIZ+=^ESBIxllT6~&?CBG6L2w&7TEXnd{4hTAbrpHDNp3e0jvkD&x;o(yR(HhK>^P=
zF*+jLHRcXyeVoeDhMaoU&A^oFBiJ7eiKApUUkLBMx<G+|ki$-c-)eo2R8*vtVngPs
z9tU<jTb0Acjk}h=6H{6U{+|oXQwb@ezija%eZsUsEDQzCnbXQBwQm3{f56r#?k#d?
z9%PvDjt-&vXgPCI)#jwch8McC)OOUnOUa0nc{=RJ|Ct(0W$|gXOWyrR3DW=3f=s4i
zqtern;73A~)UuIwSm!!(ev`m6D~#iDj%fq7S^w|ceN}4YURo0PPpn#_TJ*{X*}>M#
zkG<rp5BFqz6TH*ic0C11o_;QTM)zH(B6|Kur}dm;cNz-@-p~G}DGH`uSrrEB9_SRN
z{r1(*p2T<Uu7-S1iVqED=E>*4C%+#ysW67h-#H%CFx=RoQk+HUJI*;Sm{cJ5Sk66p
zyevUr)CUXpNC?H6-ImA}Ra7*w#|c?u5vB8;6NepII?JWTVuu2ykB^X2>ee8Pyv`h5
zxEtd@z)0FnxS`34Hi#?Rsj6no@JQsPNm=O<tt(#5+6?;LUlTQ#K=%*)1SGWtuica$
zol#}WFFnGr7&gZb?dIBX;imI*5OjwD@OJc-Hs`6+I46*g#G#IF9fmzzrpTwX$RT_(
z1}qu|Lf!6r#)<c+XTFr-2!to9pahy>okg3(cF1xePI5U(`g-7H53oP&Ig*gKcL-Ka
z>OWy95{!2Itm!5<zAv@4ulc{N=;(n#;GTThW#mR>qpOO1nWl5%pWMb^Gj`wsb@n!r
z4?6&0mK(gajJ1nY&mEg%Bc3Szu%*ueS`R;4Ee8+b7_c87Jp?-7^4c_8gg?%7KhhyM
z->MdC!`gh8A(@RqKQN4v+W&x+U=TE*J}Iuf^_m3GG}A7CbGBN_HppsD#5aY!qrkGC
z94GUv>+x&V|3aZZ<szh1)(ojOyl8C)<rXo(@gmY)5~3HKZA2%zHoJwH21B2{N~m&N
zFFc+@zE<-6y0)TImZ1ufEuNXn3a#tsQJCc8$S|DEm7hwpmW!~t3h(o>02)4h%5g%;
z-h^;XsPkL>Lb3%dpvkD*o2Dm7Z*I@PzaNPD>$%SxS-+~izesO3DSXJ2)`Wa)9eNnp
zDSbk>)izaada09Mlpbdcrm&PD(VQiF>Dg-<72_&tE|*|SZXIg2!Mrs&N!3fEPy&(m
zDmI({>ekGU$z^K|rtq=Ok=;?bWgjngr<)^+$iAL-O4#VRpP1^rnc6m*PB87R?G80?
z15hWFb<;o>RPaL)Bq`?g1hap&kIP|Qv;U-at|s9Pi@O!dk1!lJ2Jjz9Ay35Gcu9hL
z2shq&QM%4EJh1yjn4^!ONm90oDd3~Kx3~m>kZLilt7zzvwz0CFA}M)MT6YrTD2F0K
zXbT1I<7*b0-%|zLI}{gFKUZA%IASW&yrBAc4+U_QIxj%;%>Sm)_OlCy0Uiw&idotw
z<NYR3=OOz+R84(1TEIBU``X@Zty8RJGl|JT<~-Lb3GN!mE$6e<DE!v}z|MH%m79tc
z3tQ%CS<Um64a_jxL-H&rE<tl^iQ-^ogeQHNzjPnI=HKWS8YfIzIx}Xw=g4az30Z6?
z(hh@yS$OFRRamKBO;AN*2RI=FDj}J*K%SqUHg+A_`UA@Tg|pbviA~0YmsomL|59_U
zaOi_W)gmd|d=r7w`D7zMNB(hf9hY)E5tVUqj!Tj2&w4^7_>0(p*8K9aoP`s>CZA2g
zak$R|2mi7>W!+z-)~oRz8R{DFLK5K?e)jl11ZCvz2T>0`v%(9Zpo;CaE8XV>rF_Z%
zrX{kkC7nI_E|csJ!))!)1yku*j=&?%cb6?Y^Nj$J*FX_UGe%wnc}K&mH$?&UE;>Z)
zr6nHJRai;Fgbw}bufa)HZ+YojmYIt}Ub#w!2|s+(2wdt;rOefo6;fN<_|a98tps&5
zzSKR~4LU9!0Jl;j$j$KR9vb-@UVUjATp$7r`9K_Px*htEIF{N$=L}7vRLHR^v%6FM
z1-F{sN7re=&!i3NlGtSQf6)P3qXjuGOKsnL8_NaQl&yL3KKm8jYj>GMaJv}sI)ihS
z27mbp1_=8?U!=rNcnYwRgi*h{Sw&|)JOC(4``zcq^A*enfA6Q$VZ8t)Z;ZThQbjzG
zd{XpE@vqba(`-(DVXy^`OuS4(6Y7|kb;6&yQkWdqsIK)?onu<8v2wWxL5qgsuhuB*
z%xdwxjQ3t==SRA7EY@fU(x<CrmN^Qo32(t)jB8X1h;-puC90<3&rM;}!%LgAj$O_8
z^CT++yyV2gdQ5t3O?JWfA7EYHBBO}x`}<sQ&_QsDhcRX3@#GgIc_#Ky894Kn@Ck7;
zUU#V0E4_uLnI=d1ew7Vnx93a_(oO7*kDmQ8Vz$flztPXPZYbS_d>=OrapjUb&{r9h
zsZy!b6OI4Njh$J=F^eZ=tI8X$EC19_&YL6^rdQ117yi9UorSl!_OguQ7of!c(QO5E
z{jA`_SELV^vGH}b#1kU(6B+t9*)}$eXXURJ$}*ZnlCp*<bbOf{ys~oFHg`eA++3vc
zLy3>DDn(>;_yGeRBB0z<l^=8%i#94{pYCkgqD*!LNdcl!6uu=cj@;#<Fs*5UgwNi2
znb%74I$p!=WjU&b<<pUx6VZ+A%3OVd%@g2aLRe7BR)-L+m7DZgwPLa*W$^u{t!yE1
zBlRW2>^7Jxr;e+NujZs_iz^Pc9zfjEV4>vQVbTSn5%h4jzhYx$ZW5;3T<ko1QFYVY
zNgR4#DTsG3k5yJoZH3Kc_qLCuRNK`xhV)S;szJP;<W92>(1tc_p^gH+NEyql-Vuw<
zOgLZE3itn2BCOL>EoUSeoGcwC*@jRfuc}rW%(&v*VxG?;tjY&h4#3sJjqVGmj*om|
z9${AT`)dCl4PN`o#qvKF>HlMVw^uAn+YnDy6)4ZRnHIobrZt#x%w)e6ZGurtM{ZjB
z?4X)xe!&ftm#KDrDydcm0o?<IxA0WRGu7yq^s*rIFxBiE$=<I<nqUP(lg<83s&#~C
zKX33s2E$LZQ~9Sg-tod$^>%sKs!q1!7l-F0%h8wQYvOw9kI&+--3JOf{ysE{+p>xa
zJAYN#e|V?W@@dX*^4Sqp*E^(p((udP=ZTaP{1uBhmX6%Z>E=uo#fy&dUp!yc1`PcO
z1&SLwC5CXNR?_V+Oofy7iI`Jrqeb`kngkd=$cHP`h(z@8_bJR{m_e*KTYH*eoLn+G
zhF@bOEr+&=^5Irwxe>{0_jCEmOI6}7a#-afO!}_ey!hWch{AWKZbZE6qb|_M5MOxP
zo9`W{vc6MWU(Bs?`{ORN{BZ%m@-+rqu=p5c2zjhxMBNwWEqeRE{<OY2BKAboWrWCn
zP<H7oh7!-S8esFT;}UBZwe<BeQ7xp-6Jw6^0Gy8h>>!B?2biz9E}Y(Lf|b8CtLnyV
zxq@y`UL-sQOCu9Oa`Lc*`a_vnfRwFy+(XM{VTg78cW#f*PrH}nCfe24SCR*4s7Y<I
zgRu>D8<HFWMK5pj)Ej-M*C#!7VJU`whJQ>Q4g0vM*AfIc>edXMSY;y9Vv`HpUoEbA
z-obK?A315iZnD%J$IIN1Wcmu2vF8!QY|D18Kq;BV2i%)m0B(z&xurF=lE<ox!hakh
zUzrov;H@Y9Hrsg+*Ya<6NfhRZ+vFk!h6QKPJHJogdi3-sf12*yD@%$Zzd%jjpz<<@
zxBuebEY2#uoJ<6wtbB;ZJm;5c@3dF%Rg9<qY6~|Q!S1*}bjY<Wb;4fe$<xjw{NOQa
ztc7a6?!ILUj}8}Vbw5LeN;*OeE}lJo17nMP`Ab_H)`_;Cp|AL1rH9S4pC)uwD~~rg
zx$v^E8~(l1@*9V(FAR@?1!)pvIB_<>_k5oU4WYI1&p|KaM)hq{3W3~iI9)nYAA;X$
z!P%Cx*15r0(DSw<tO3^h*}Yz3a!#TNye@c!$})uF$nHQqf6_y{mIVyuzCS<mzvmfS
z`RcVyO|G@zesG{cq+E!VJtE?e#KR_+%HEs<Juc@&sW-u~oF^-WG+sj21_-;oZQftP
zxUI8QzXFC4cC&sY027u${$8YzDwyJ(UduptBndg-|G<T!Rz5)4^PiZZ+%;_X+cdKb
z$PfL4G=l_2H44MaOmfmfC^&*y4>axmhT#0kB$%K1yQBE+PJnRil3H>JTX4{+y^e^J
z(KcGVY>#RLkYGW$yMiM|ESa}w@PQ>BNjNTR$bK$6x%0Rd*lL-3m+PjDy-FPaw`KJ;
zDSqv@AJ8oHaP;GEi&-WK2$T(yG48w15U#X8>NST5RfL;pgn8gmFj_+Bw<`a<!QC%q
zNq-7Q0B)(?L7d=`T{c$iVcpAC@FYx%PVQ5nCS=}MPxeSjuVwK3Mo&3X@f2hO3^=&$
z5B)-4R-J|&B5i>L?tD%SJUB@d3JPxS=rmR1IE5vIWl_P-WjkR3x-pLi^>XhH;yV7W
z=;?8McF`8D!$t5WJ@^(qWq+EuYx2J3Hhf|acF4gJThV#)3%DxVP|MrG_nBu3>HG45
z<^_e3jdIH6*^2aP{u4<lJE9{=CZbCR4o~(Y1`~>NMQ?p|>UZ<B1eELXe-<Vq)t;T8
z|HKUs=t+}Egs2nHL9}=kL>wwZH4-Jkmd83}5x42<HxrBPN=n&oMB39ykDuhdD04pE
z(aAl6$D>kBtxr*|&>P)sA#QQibRn|A)nw-6g>@Sphj_4r-|<;-_@N`E7Q|tBiiO!1
zj8bOxKUSMV`4+Lrw%qN+4*b|mp72b{9H;Fj^u^0@bO0p8lS^&JXM6aMYN{SGP+l;3
zPPFsrnAq4ck@JX-(4x8S;7Y9cx_6x{*IFt}WRL=7%MFh%YuQOVl#Wj+zvGW5)Vv|i
zK*2^b5}A6T>vXTA?8#MSpTY(C3$#@deNBHAGIzt+eyfq-lvPKCsm9^@w=(x{H9WS@
zp@Z=WSqs+iiWe{7>y!{ObFS30Vdz>ovSIGYd#j~JhHuI^cMj$uiw}(qSc?x+8;_bU
zx{}dQ%&j8z4!H^qef(=EHg`+y{prbRGH`5=#2hwkEccIhn;jHOOedqvCp97cIeS~K
z@-04D0q9zZlN+K=aD$U@rGMhqwpw67nwu!k97QA1_x{I$Cb>qb<4~Q(FSo~T4l}|7
zHpa1ZE&Kj@^AzV@qJkq+j-vo>x{;PWgJ|c_g41_^FyeC>#&k0`a*sBfN>h#?v7OGT
z(gUsDg;3%|%2^16SLBs5go26J{J7s;eYzyo;3M&$uDL~@BL$FJq<fg~k8=FwagkDR
ziCn~ULX`*#L}s9Ug0g7RwLt{+x$dx}<65XvujluYqkG=Xbow+2=Ff(KCV)FTsd8yE
z?l_LK($qe-tl>O4`#DwNs(tH{Ba1g{Pb4Yj8D}aRa?PL1d1>U`F!K%GIZFKci6Mi3
zyrdhuqP7|nezW}>Q1!H{;GW7IG2<h}#LK*D#$bWnNaEW%&%3Z9(dutfJeX;)>q6}M
z_&)%y>E52B|I?Qvh>d3Fy9&RXv5V`_Ra>BfV}TSHW&3DD(=cRQ({#t}nJ<7T$g%cW
zODUy0__JR^!s}!ClMnpGOv;X*nq%~ZTZ}M^5bnBtQ{{Z0D8t7gxAnXE6@9B;ra(4`
z>^mchc{Y~Jly{3NrrJ&HI4xR-zd-1LRy_5VX_eJ<y!Xp`+IehMJ*x)qe=4Y~nd`LE
z_EhbEEVXLwrfQN6ODd+4%v%tQaZ%Vvlpo10rl8sx{=pAPcZzuaTEUkPC7=?#q5kKU
zF@)I3&nE5uB)BV-M#Pccyam@sd(FbtPJ^Nv4dF6BNAK%Y`B^c^8ty%%u;S6mvF2T~
zN;$)AyWopQ0HlDX83!_Ek?*pvcU0<}N+uKLvnaF@wB9ji@rtgrOUmsIfX>Bx2R%8D
zQdf0U^73W&a@_=rfiYO_$uYAPzVr3dPx}M#>vyEq#NRM<ShvwLibrCK+RZF{g6V&Y
z+@xpHErw2ZQO<F!3Bv^&Bf*(7c~`ii?gd(SmXEF>{^ZFAxgVuti;RD|I9t2_7UCI>
z?JzOtcHLr#>#QCx5|+BwHMZQ${B}UAS1a(aCG{9vpDJV%`?4Xh{bxU;<=xSamaKKa
zuPPxBd+o*f%|u^o?REYwrsV+3J6qc&4%bO=UFCF+>QfOnvArA@&4oavxQ>fI7-}e2
zl;3YMIpm5U_LF5kf}hEa>S59r@E9W5Ii7wGVWf<nT2lCOwtf%cG1VQQGsHVgIXXHz
z&~1nmb6{H63y!{II^H=K-?9+CihbFc{%&RZluM59O)zOt9z?sH9;bcvKLC@%(zDO~
zTL+T+IWN8u2329h{Rvf-li%NH)@hrZUy00mEN&%o--$GgUioQm9Q?>$uCM>L<?U)F
zKDFbgp~G9~p4fYK*k9z~HCkxfvvO~&)9U}_OWM@BbFJ<9fko5`1%8E=skbl9_hrib
z#yiOsN!sii4&5nZDe*t4s>!cHTroohq2`GNrUmBXb#LIC>aRqWrXLeO1BK|00;ER|
zP0B%ZMz`qZx7D4E;tZYzsVbiF3^#&TlY_*D`fQvJFc!HjuBBFuesnYM>mGm^$J3vI
zjux*Y4VHr`-eKD{B=V`2zi>Y2EKs~V(lY5TvDL6lEFt$izbs;<B3wLZ19&D)l|h+}
z7)3%vo-;v4u5`*ynr#&rCcuK&Nw>;Al0tbT*7)qvM*A=x1F4DTKF0pG7vYNCZ}rnJ
zMUZf1L)CljM*RBkwTlz1{uG|tvEBlkw#4LWa{t2=a}{+Zt2Qn5fuc0GfA1YtJ_v<K
z_+nL^kR4ld+2bGPl)bXQ{O@xD;c;v5knE{-b<IVQ@DrhHE(h8kp`(3BDfl#DBeb4Y
zelhNhI*zSlvH0?J|3cu}19dbyqbw0*i;>^v0h}fL3F%%Yt)-zJzwScV%B@`2Hs9#7
zbH6Fmc~wlba6=Mn*tAAW>*jvP_aFxN!hE8LmkN|3o0!#QT|BXj{(4({1eAxJ5HOqj
z2h={)#_V99;F1)Rgl|H$ZsBqt{c`-Ea!!M+Z_}OuMe#0GatqT>(^AaYDAK=n))Y$~
zhD5T?97zOipO<{QEB_|ByegdCc|ea<3XVS@-Q5=no@LH44HyT|3;iyq{aM4*F56Ii
z&n%7<8fMRKxpx#kK~$rRL_;6`oEPfRsEfX1AYEhMxc%}V&QT$}UcOHvvPFjtkb4t#
zE~|q}CsH?=lTvfUwq8`3wV1!MVTGd>uR|0<(*nXjESffyP$`rEC}7UKLlwW(Y`1m}
zwD^@+g&ZRlgptW7_q(mKqJPD@l#4<~92K-_8THoB`yGgVmi=$_`@|?5z1>x<TXisu
zYuRVn&4se<4lzjDt{qk11DJciJ?*eA+XZ^WQAY3S5(=jWuDH*mR<wq+w-k>lnLQ10
zIJk@w8|Q^aXHuX!1Ie%!3kvbt)VK@@3%W2R&ILVwHx{dqvr*zgZ2EDt3j=;foNc1~
zMzuhNI){O!1~({IpXF2KK)(qE%llKEmNn`Nsoy@Ec|k;umhd`eM-hh;8#!kKqVS~g
zywu1R8NX9q<t|t;h_3W)LguMqPU)H0*pnCLYNhppd>f&dH6ybyNQA9T<NybKdu9YU
zDfAr861g!D_j9@kKXb|ism}<{kP{%}P3`eV)Hz@G+}9gDCcQN@V?6jubT#}MG-5u*
zM*9@?`q3<*Pmy=&2B1q=lQ_x^dmF|NX`b!d*c?N}p8UApYUB*u)k}v}1?edP<Qj>X
zcEM|nJRqR=c`oTo^AO)dM+V<PrC1ZvW98=FSAVMf`meK>SwY<Pj@$MJ8%?iY8Y<(l
zEZ@u|`W!1P4N!+Y0uHsCE-h;l8k~;8PyPZ|Tt%RC;?zz5%e0AG>h<AA67fXi&B1tU
z`_a(5y|%Z_Jdobl505FX(uaa~Vji5{eDcVqBf5oY{0A6$de`^qQ={DHbk_jA+DuZE
z7a@g=13G3ws^5NodrdZ_IpVz)`BM5C4PERHjNF>u(*{c4J2#%s%w)tGmda;h=lEVl
z2T}vW5H&pT@s1*n^1+l9e<WZF6+v!>gLLfPFiYV$-_a4K6lpEpYM0F0yE6Du*VpuE
zA5{243XjPrkGRTHTR+n(=QB@E&}KG`h){(}NfDrU0_;DPVu_VKyhVNX^~Gvg>>5&8
z<0o9{^eeG5(~?qYE@5^9cfD29eS&+ar()zf<ml~{(nVYwGS6=rb8hIWwXPhAF2o1H
zSojS)-AS{VC?If_mx(Ph|HNv|1k4l#h|-O@wg-*<2dIN15miynxn4Bfx=SIsp4St{
zSCfeV(vQW~>~d%>xqC-*_X#mTfou`hTq6RR<UBJ|S16p@zquP2Ra!AZb@i>MCmu)m
zR3J0xa8a8J8%a(e`udY?D!v!7${Hndt<i2J5Mi}eGAy3AB-VD!-iR*Ra{(txgrBO)
z&B<m@{qD0NSuS9C_}8y#5w>VRii4?i+CeGx7jUcUL_BczslUrp#%L$58p5ghokqcs
zl^*~*loWpFU%t4X;-v*wUVpWeSmoU(QA^OW<~}`z=Gir>{@f>S(%B8P1uR)#PVWz;
zCw~~WuA)t5rb~#Q(N6W?U)P4Hywg63PgIq1eKaC2@f#$T0Tt_g#TpB%F?XTGt0}Im
zYm1ooQtje6yD=C@7k~E@H-rs22kJgx6lC!lhU72ZHc6<+&l-g2op93;e*;wio+aY&
z%Q5xrw{i2%D!5XqR99OHVLj0jvT@ZiyMvS@ifkx+n__}8IqDy1ZpKrl*)U$iv9k7~
z{<>^TdF*rLcjg9vN@h=d`T$14>a#3c>$EF@4-J(J9R601o3l;+14w70KG5cp#6Bha
zVXaW+Q2@~{Ev_4+exHChH2WJ8++Bn**IOs|AIFV}Nba!a@ASRM=~xP%D~f^TrL5hr
z0NuPUN>4-gV1&k8l>h_oUurg%;}lt;w*{l_dJ5t9PPn<Gyh)?Mv06kLo0)(@J)TtC
zzzrKR!6Co{&3P$HoG0$%YqhSyTg-GNPPPM*-0Q%WXaZp%`U(<7gZF8xQ47bgUkkF^
za8P5txpiBBX05FVEaTiI0P`63ul}`Y2vuWh-;JR|=#{WfNEIJQp@A0mHJ>r~o0-yQ
zxu14Iwa}K$e>c>YGNDDM8pfm-1x+vwdY))6cP+y7@bOF#^(f(ysjENg5z{sYJuMj*
zVJfPZTvNcO6mW32LqU`Pb(PI3S@47s5^~R@MAcD>^m-Xh0QXS6@pxfHB~C+Lzq4Gt
zJtK*A+l-A<RK{};fqPGNl)DDdQQ1N&S2LlOc70NCLaLNDJFtw44nK1<jjjB|J#$h8
zf;}T7T#Hi;n3HQNiqWykc#fAdx-L(p(h<Q!su{P6e8pB@MVm=2lQ%lsIo=Z(xrRn*
z`_)FWs<P(}KOs(K=Nd15*=MLAkEw<@x((NV<0+DO5eiCL95&?wahA@mS76^vy7Is>
z#B8@m52|MPHdoqiI<H@gOm#Wsttp@igOB}zI6sNZ%=3$4<zk;AwRg33rJ&yIDL*Z0
zl5#g8np!C7Jc@X&w76=TdbQ1l1m9!sB!_>7U@OD_q=%L$+i6sM<9^<{(zoxB;HR~C
zAx*amR<L@jbErqW=MKuUAQ<HIR<U(XLAamqF-Gsv3;hw@*Jy{?@<pb%q3#!AQfoAS
zd9Ib*WC?-Wj##+rc|0FiGrMPx$-`I@@Dv+Tgx_d-EYSmxg|Pho#Q&nIc>DiFRkPa~
zW$B4aK!)eUT>0v<$7nO&JzVqTB%mI1OVcSrC73FGNKO36mAE8et@*C=>OhKXE@(IB
z_m{jUz8b!a34_Ibv~Cho<WfIqh~|jigdFcW?0CR~r%v}VcRUjK73e~ez1k=vyl|Lq
zLT%<&bJ5FPysWs1TdWtcqxZb^PGjd$uA?$ISC7sN{IQtdGEYw8@XlT1d4gTahtbI#
zmxvJjZ&+EfHE8sdK5gKi1Gpc}llPG-7JgV-l&JIm6mwb%zWt!pxsNI*)m$FzV!@h~
z<g>)%K1k)NyX?hb4;>NQ{t7}iTMJb8JUFy~OKd+V#E!{+(Fx(ZcFb0!U3>bFT#&sU
z9IHnKF4Nph*}ISmJ`=S_|JR$dFH;BoUvuw|l5eZn%aWZK#&XViDG%e~CGnkL(yoV|
z7WTL^<bQxeI5J$uh6pHW8bt0R#*H7y`*?oOMPlr*n$si?t2TDRT$HO6{$p@kI?4Pw
zJc#8*)h*Lg=S#UyTe}H4AN0*HV**@!t3~Hb_~vFmT4#bg%|9|vg?@0X<)rZ)SyQV^
zq}%ujK7jNzBn_U5)(&!3ssMC6d`k10tlX&UnL|hpurc?8(3gx}9MAaA2Co-1)BPwS
z(35X$lBq*HNAxYeSQq_xM+_&Pf}YXX(x}GsvV{=6)BC`YO<-!ofna4mXUikX8&)mu
zq+zilbmI*{ux?T3nK2$~FR2mXQMbGtPa^}|^P1#yC26VNqEb|fx1b~di*S_Ny1SYd
zHK~Rt%+FIz{>N$v`2xM-5flRh<>Dr$#-pG@NgC(Fpwk1j@eo?~Y;Fvl*kOaE4xY5`
zc`nii&4=*=Xap>J9%$jk!2oMq%(KPTXx5m!Qm-+T`D$pM-x$JEm7*PgeNtqUzUr<K
zwuK~9{Ovc+KrcT+7*aS9LRT;kp5V|RKhyh1{wUX9pVCb>83@y#sAL_<6(fcTYe5K!
z#6s*!iY*yJJdxb}1akIx<MEb=Ew~qD`T^3OWg>*|D;l6|JgM)d?U+<ayA`Txqao5P
zmm&!iWHjjWaFB3^b+eK9)0+qKLOU9$2lu&a4i(QpXqGKP^vRAy=CM-Px-}5ywSs|p
zE!qFM8m}1*jnWuvwoUr!IvJsDPEW$vOCU9(wdhD3!m>O#Q<&vw&WIF6DQgwQQ?=QI
zVY$Iv8boZA7sg6R4r~-c)>KSA{aeTrZbWZu6a5G4)%=vt?(kS&%<`{Rhc#(mRx^ls
z4OLM~7&+Y61274L<z(y)3+N?>CZ~W*BNEb(#9OFFf5)8-5g6qMz;WiSp_+>;_-9Rh
z$dIJqtr!Q7a1l8B&Y)!o5vIj6_yL^CIu&`J6W}e|F#Ea4gesl<T#DtAwrG{Rc1>yv
zRI0}6vu+r$@Wq$TlrsSc^s%PNr=;~nst$9&oy&^_US%KkSvV^fu*Q8zw#}Uwpj3;;
zS@4@mwM}rVY`B3JNN~rs%WB~w&qAXCPn&PnDxbzHpsbp^3or7N$ymTP$6Ctxqxh0D
zy7S8P$^ic<!2_q)R;y5_?Bn~NefA|4P*>1u^F7(zYg3Ue+Ve6e^;q_)gCeBi5T%lq
zpI?x8Odfl0q=?$tuyf6b<E#3N88=;|({DlOt-4>F<5{e8K=H!OOxD}#8+E%=8aL|5
zKdMIVp$1@+ex3C5@{5p1#y8Vg%j?*n2DxbV+Ib%aptUyI+g{d!FXA8Upy92CvDasp
z1M?A&RTm$7s**vhzGd7g&6M%WmFnw9YX5&VIivJ{VKfZvDPtWJS0r?Fn=e-h32*_*
zG?2+i4gPS?nQn;_<Vfn{N{JUDlZoC{L5N*&bVj{I2Di$@?ZLqM`A<);+$b(x&2Hcu
z0rlH~gSjdR2TI)oyZ-@J*#1pe2Zg&)1U6w$iNet70Pg#b<!5-~ujIyC<mrBUsy8(;
zH<<e|Sx(+DVm2ElC;j>DZYCmT!qQvbs0GzjpE<76$gEYHzA0q%@Px{E$&f9P1Yi5L
zD?UuMJj80<3Wlexe0oj!AD|I$hF*V?ar8N|DE>85;!el2_?1uFQT4CZZuGGZXdj8>
zT929HAd=5$v7Hwu_^c<&P>)=6`U`yEtR#p*&D%9;-tpPE65FA&G3ebvpW^eLKU@xa
ze|76qP2zr+3dsa@q)hoZ?lC{9g}S{0;6j{|vx;i7&Az<W+A;h*ulieUCsaLssn4T4
zr7D2R)2VpD0&-BUf}84+M7SIz-metQp!rSnC(s*@>!ezvepEmZEOfE`gMRyI()@Va
zsqVkjYV>cb?Ae-KCUSWi-E={Zhc8TR--jR>KY4^zD}J>?-xU89-v^R5Wsxt-EuD^>
z&~#rtmCthNc>^7d^pF%;j#maT?Wy-#2qj^&q<n|@;>j1d%FQWI1AH&M(zW(CN4XPf
zOqXB4?~ATrzuJF@EYke)8VIu9*3PY#{C=$NgHa6gFEM~6fw&7J-YP(Rs%7g?N5)gX
zzIuQUWNeMC6P+5qeG8*arB%o$@2<<Ld`AuknDAC%z1&6{YW>q+8EsoA&M<W}da8{b
ziqk3der9<P0rmMYC*+&$xP|13W~;HcD`?iVWaVDj%5c1{QfQmU>bZ@Tm6!vBwJ{qg
zHwz~N)gOpuaz`C<HH=t?$(mF#cTeD<CV-e?JlVYqSZ!*NzMKSuYk@XHC<Vo>xJNwI
z87)1R&^sD<2urw*yZW#UHL3iMf=1dcF>AIEN|XltEt(UQOSsh{c9;*>AHfE3Egme%
z#d9<2XB$tIsLAE5KQPQGl}l)y&E2m8^OEYLT@9g^Ct|OZK_))~*o=R|Py-InKEvNS
zLPaJ4%nlSAS~sIog~BbEHJA_MC-mdr4izGfukEevQ158iadw8qNT9v_gqmEscRRPi
z^u()KF?3BVRFk?`nOu+^;AVU+Jjno$Tn((Z7P_Z}i?9lzL%PF!(3j}P8iX!HoGHqn
zVoMw-QwinLf;)8EQ>&j$VBBX%m5`KbJPs{~PimVa2Kb8x_KjyDK5izHj^c?XL0K|a
zvx!WhfLy|J2pRW|7RC?iITsppB;Uuw^xHx007@#`JPaUDUKJ5>0Q9ju1)}lYyQuf+
zC63{i$|24G1pS*bfBi8Z^!!LAz)mD7V9jG~=(c(5+JKLle_5sg6r@Fnh5o<md^u4N
zSj_Qnhgw_Pq&MNmcsAf++MnTkuzJf8@TG^MU8k`v*d>{^;6?s#&%v9i+jTO>l_a0#
zgY%M*{{ZUI`|rMk?Z71b_|J6m>Y!s0&Qy(BN_x-A1P;0ovAM@r@X4CTjQpV{1Rg>d
z@u!#!G~lC=TuEN8Mv-&Ur*&n{xgII}yU8n7qdLS&vh%hdJnOFcT%3qyp!q`V=euu9
zuSkQGS#HK_jaesh3F(CIPp2#SSv_*Si)OhF|K6V(37;n2ZP!#OSZ|?X3pglX^>M}2
z2vFZMDwDn=Xx#rJ>CD5S{=fJCvai`1Wf;5c$yh?jNcMdflI&yOlHDN6G{(Nh7}<%E
zJru%_eMqup7qXMA@89e5{r%^^xm?%GIp=xKeLrr>GBTkQke!)sB@wdQjk%4ME36Uw
zdid&CIJ+RDxn_Ln=`gmNA!9Aq^N)k3U8Q?*`%Gq&@?;l}u>jkO`CnU%Lv8r2$U8F4
zQ+auo4?5_N%5~N}SB?w6l8OyCFkhwn*=1BO)?JDX%fcHsJ~tExI%f8G_#DSJxCSRL
zIueXR9qJbrJ1;!$biZ6xOImtslXksj4++xXZDBA=S2~=k(lXWqv*&Yz?x?1L+O+jr
zPeA+6VuPfvII#HLx&}fO48f$1DNF7}XYLu6=4DAPl?C0$abAWF&Mo^Ig9W}KL6T51
z@ZYY#4%_AdBdd+Mg~*aZ-@K}*<EJVi<;}A<|5(;8_!a#eYDOqn+}%LD#w-g~pN50S
zTcw(pRA<J%q9F>LaP1ZBR<xx~P><XI|9fv~odr|3fGy2ThT!$d8n*WHu~mlj9SUjc
zj^$i>O>+D1wcN%-9MqiBy9mymgo@jZvF<smrYTna9NNBPJmM~IDo^^C3L7#s3RvPh
z39@yIGqPR?Lmp2J`dDS<irV}aR!v%qPg>dI*#5GnEGeH@?1|H~Pa?Xx^~~f#S1dj{
zH9-m7>+@CGk+(X<DIUCL9-Wy@OqN(|_M&3#_;>6jYY4T~7D&7?_(1C3_GUyCzAmq!
z+n%dNCA(afo9gxM^<R%|ZIdLlr{e6IkKR>%Ph^|d^RpfNHXhi#?O>D_zam%t?2J3k
z`Y1sFQ^~O2?uES1QP0OJj7Umm2&pM04tW_>O5;=#>U0@}ENDFiQiC2?Kl<uOjb`fr
z9ObtxYLl;#7*67<(jJR2$!h#ruGXnS$q$hrl*oEiepJKhIsHS9O30`tv&JE-CIq%E
z1fbz)!J=F>BACI%LkLY~)^lLU7YQP+uNC=TOR@&>!bYkv<6bubS2jFFvGTo94NYr3
zGQuIAEXkU&f!7Yt{S9@uMg%B>#H2@K^N5Zr)|A{CG7Hbj>>W#l77_8s_&t$-q-j2(
z0EQlORD}J`3n9w)0D@AXzQSbW#OP>(&RrZx?2{i7=KQVDw}fIsQ$uzp;-eEeMT-3l
zI?sp;L?{#rLD`%36(Qet`sFJWaZOwV<mxfh1KG!=xaMsWE=|hhK)jkdFI47`pyREK
zL}j0u>|;!pg=AXrlq6}BSzjPUQ^r^~66N2$!u&#PB`_m0H#TpuT=pVWXaRYE-WV(5
z7ptXuHcGOkg`mt6DGuo9$5Rl9SPBW{3O~d(kb9u7-Soa%a9)_Cy?pndDQd)6w?3#C
z-VEK+(O_(lM<a(7M}aRv`NUiWV;uy6KiA&Ww_sYw;Idarxw3}eOL?L$j^&si_r<#L
zy!UN^RNPc>U%!gZ`yBS+@J}}wuZH0p8;Bb_zMcgV2)dIvi}`q6IhM=S4$j=_Pibyb
zU+>PpEHR_wi61@HvEqJ1wlj)~$l(g#&(YoXeyMUBM6~F}Ur}B;<OBT1&4a2MB)^i{
z^;4w%8T`&0uL7y7pNS>a>3q~El6UyG{#&1HP`6^7***`$O1004%w{Zg>elEoAZp3{
zyr>O>W!rO-EWT8U7lyijy|gXZ&Hb=INq$l}{amsSvAI_Lp-%>tkbYguET}@hM`jt?
z17}{iuAh9Z{^B{P97v;ZBO4A6<CvRnqo!F%vokHZfz{@Xtgu_G{3+YL8`sB!-W#&L
zpYwi}w~wP4a$<4kVNKXglmIBaC8*}^yrFFSv6wj4+@Ns$UQeu7U&n&CwJviK#W?c5
zBxJIdYo_-U%c$^P;|KLGg8M?lzkShK7;|SSu0+{5jfBg!!RW__%^aomyuVe+N%ORW
z`(&3LQj}q1xBE2l!D?4ZC>ZT#N&=ZcKxd6&*Y4_6(X->47TQm)${HRwTl}Ur!UcO8
z6ap}(LZBzp`j5x!J?yXT5Z}-aL&LwIc4?A>)~0}uT4B9Gx=#-d{LuR(fC7^i<e`xF
zZ<(m4qnIDfGB{U*;72uYd6n#%Y`12zQVL189qk22F#TPE>fTe&b??Y@j_~MSk0N%(
z1r&wkhLi~GdVwnOb@a$7Y=zd;^N}=$ecp@D99BaqZNP4mHl9=h<P2Ztqt4r0t4U$@
zB#)VivnU;wd!RygUX3E|Oa3!q^(&^(f~Q*si-n0R3r>4t_rnr*SHEK03iir(p9!`3
zzoPfW!e=j$Ui@l2{TpV<93Q^2ci|<p$l8(W6<``4f$ggTfz$8Nwz#p)Vq}nV5-aW8
ztPYTZ;zBo<cC8%PylE-22om^gD2w-kxSpiiGf1Oj4HMT|A0}99GtyQ{>4!>0FER?M
z`h`}>_Mg{2v%30RTDigFqVn<rF0&?96(77vF5{*-B(ykX8Bq4yZ$@ie3*X9uP_DA3
zQ*T<i7}?r5s(1w)_<Ja*>Yw+$nR+GWn#ZVT`gg^zM?Q4CYn@6qhy>jX8{h9(%Hlf8
z?jKQEMo_|s=zjbMR3jdQ<>vFsbn_KDZktvvqm7!E@|&ot$ry@KG(@KG^hP9@T)lwY
zAQ8VFKqko@C^K0?K^qf`WG;-+fW49M6r;?7LJ43*7BtqB`wRdxc+ZKR6>x2E0fmNx
z)p9bv0|E>>=HAUUp2P{0D%X4UC@m#}e+dl}At*wr`dwbpnp@7|j7H6Gb%UMKwf3td
ze;c|-nIh<jg@RAyI4oUjLdw3$C6>IRIxk~ou$ZP)aJYF+5EzxwJytp?QpvD5w<CX~
z_Sx?BEN%F6I)M=;@;{q%6;?EL+G$2@n|1GOGx?Q6O*mfs<i~6q&>Wu`k*`-%9h6dC
zV+vnj#s!x~lycu0yz^pMN*&Oja7bpfP8!l*luIP!xuzMosQ0eXrS%$G1IE9Re$iS`
zUFK$|pdn$NBLzHgw3N&x5}GzLnZ}hLAxxs(MKtkxdhsBOoS_#*q8t4Kf`XZ>&&U8U
z7c6`-jY_6nQwIPbEccAjY6Km?954zsy0<R#9ITY<x@ZJ^SL4qKo~+C+y<MGGUb%vj
zW@HON%V<I&(tjZ=;HN4B*e~Tq!1Ys&ndr|ygg(_Sq4JOIBX>cunr)XTbjYuzhlQG&
zxD`88ZVui<xskqmqfyAPdf#On#4<cNiE{d6{KdUdd)RQX$0kS6qgf~KA<3+=JDjr*
zyTVGZeff*5;BXglUGPU8+c0gUERN;Qhu)cN@-$3za=;&u>m&DbRIBv~8()Q2+8-&A
z=;u}8mDk@dA{a<aErt(Ume28ir{lk_RBnQ$s7m>MeednR11`+#V)2TG16Pp0YZuQJ
z8TmIwqOAwkuxl!c0i?eE{`Ftl+<2b~%iCVZF|KRV5pI;o@G0GZ4)1)4WBS<ehQfmO
zoyP21a?d!`4u^n~!iFV-0$(LkWq)mISPs_^7(D}_#xQ2a$U{qd8ASXD)<BZ|(GW;Q
zc!@FVPKnmby8mcll+skRu8Gs5`$`ZQ<@%kXtDNM}ZuaI0=mku;r}c@5`SwLBzySAG
zeE6S%w42|S-8<E3kActNKI$&p6@Tur)P3v6dMV$w9M>;AlJ?0-s>!gG9v>$OyUGeR
zK4utQr~T+*QSNT!=+fJzCmWCMo!p{ioM)>J{=sr|DaLQ7A``6AE&5Y<=R&zRy=bO7
z(AxIOQ@-QYwSY75g`EHz*IS9z8*+S#C$ED@PTp+?WB)4O>{4SdE@JEc|3$PaaSvxu
z!8^jG+BXt0@HoTv?)BNl>E2l^uU;;4y!xYRLda4>9G>uGGI@HxvvT!e_PTD}roHi&
zabt>8N8}2LO@Xt|RlCNd6UuKMYeoql{gZU@k(DDjbTkh{|FZwOTa9hI6t=PKRaPAP
z79SA%_3n!+<qD3kH?o(7sCZmH8P@gV5NAIqmgb&xo8G7$J(@|!q<(z7y?#Zi7~yVf
zgekb;{z)a?xO&N_-kqvg$NxHbcYZJMWkRBXBTe?Jk3;Ygx1r8ok|Norcy{KuVvj$r
zuEM43^40}X@_vw1BCV_E#&W$x7vWvysB*G{qKAr8tK$k#&Ir-VLW-BHg*RSHkFaZd
z-4l}>*%=`_s5yMJ_v7W!r9i(ctlGD-dH&Kc>Oa8zCS9J9kz?O_Z8hgjMEm6Kwf5p$
zwI?gytW*`UUlx5RZQb#<w(;l@mEb*_si?%z$&9zEj_%1e-Mmdt7CCKZa~)e^7k^RD
zASIV5ekrh}F1{23C3%}g^;T&PjJ-9L6h;8RFtJBfB9kD(X6QM}dwY1^{V#=}@CR0<
zN~N}-s&EsgVtX{D`N75jRH(!Xa7BqCn(@>oFjsWCCi>YmVm3Xk$V@~zqy-NM4^csj
zaP_h8`A|2Lbgb178wd(Y%vdf0N^qA>(VkCEL(sYn$;pI`k{;sfTh`vpryG%^X^0?-
z!TJCxu(qpz;WSF-FKzg@hX=qS4I2O<9pq7o5EfaCod7149MY2IO919v>W&jUB~INu
zEij8i=W0X4z*4bNdzBd_S6SyPZQhmvSQn$@=F@OUz&n{=&yk|85#E$6+HJ4S@CYG4
z;05U;yz%9<WgGP}Vhk0M>KE<BkYXRl23-7xlBB;1A7^9f^DUa0&ts;4?aAcDEqxF=
zf$Af+y;QvU!l+~C(p`(S+h(=jahOpaPrZ{zVHLA;r&k*N(n;_swdqIZv=Qh@1({a(
z&m0cAE{XZ5On1RU77BB7sc-&24S<tU^2Sc*l%4xgZ=ze-F5t#3+V9DvVQP6tomDK{
zb<-DU%I_WE*lXrsA^#L!bBcZJ?{{&iMPbT>)^6e)hmm2U#J^`}cvaV?N-B#=rVIqJ
znz6p{ea<D~J@+{E7gXFIjFXOL*3TSN>fj1me5JBz0Kd_kK>oUsH<R<wpxejShK(ty
ztH6ylqxAG;cEF(nie)1w!%@@dPso7%Qnp;fq*^S@BQ}0_*MJe0WulvTUuU^dRMO$b
z;CY`kjs`YLJ{kXjvsfTC7}`gg%@tMuP5UVmxA1bB$y;ikUf=S2OI0E6;yK|RO3R%*
zhi67)Z37wg0+~`-%d5jws}_%^h1oE56i1uxH`JxSGKI7C2E~Hnkg~^#V{wm2GoSu~
zP$QdjycTb1X0MZbZ6I>yFW&-Qs{OmUeirA}Pxs2(YIfIzn^<n9%q38Kz{4<+5c)vS
zkhq8ebaNkmy5=YT)RGyCA3OgV#5l-wr^)*D$uHOZR}L$Skx#A~0IQ~gkylzbp&Rqr
z60sp)_#N(lKKd>F_t~tZ-w0b}QE+_@Mz=Z7(OX)JW_p|4ug@G6fRe8eNO_u=|9SJk
z&-_XC#}IpZSMIq>cbhdj&!3Mw{t7{WeLt?L{<*`;c~SKYt_P@t_TWmNx{-zlIr4q{
zD!1=lOAJ#KW%>#<RRh)ma$H6j?0EwBx8lt&awRfkTUx$uBpr*sqVhPs#(zN!L&*UK
z-q}KsoqK)=y1aETS6Nso5RVfEu5If>N8|}5z`iPU4FzGwWjxAz-NT74ShrwgweXhU
zxxW&b-fh_Iihf{8Zf}3gR+=`Q#qY(N;Te74WHsZu%OGFHoB;4?(1$U>&EHuD`je7y
z^mSI4%(Gdw8B-`T2$PyfO>ONOCoT>zv_`e(Mqc<UlrCg3aDJKF)}x@8^3xAUMha#)
zm~1Cg+0suKKUTZvo%ovM2M-#kTqaL>boL$JPF%%cRt;Ip1R0ep3dzxCN3zNqzEKR-
ziS=2`to)ww?Y9!d9$9>HZciWL16r{jh`u<QdH7atSyhXWY>ni+7%q!}4Yt2)^J#;8
zFTnQia_pvu!j83qZuUhL;Yon)PFqw6_xYUI$M1MPvvkHbNsq)I!MWl`bLL@b6Gzvm
zu2jWF+~3u)?LLo@;>c~lC;dyOr^lF!XzpewJ<$m~{zMu2K1T47&umNxs^B8TqvgHK
zKcwH<FP#_kAXMVFu3gqc^JI)K-X#k-)c$AW&uDB$y6_xkob={BB;SxSD|Q}r6A~A^
zrCL;uCwCfwu74JNjfB@_K6<46x0-^pVg^xsOr~-!h7n&0TT0#lHS=%KM1F{`0n#5Y
zHJo$j;>hA`JnG}4H&Oz(f9%pvHj_UeQk3zJHks~m><ovKtpfJ6&7YUj^7h>3Vt?e~
zISD0#>Kx^G3T1i7__z?-_E0-1YZ3*aRr>*{uLtIjHsL)GfJ`@6<4LF#Ne>{rp`n3n
zd5hxy(SA!XcnRw_iMn||J!mOcdr0C>QUHPuCtO^*{-KyGQOK^I6sf(7pg{`{f!`+v
z5rY8jv|QsM;P$QCf^Gmof%Es<H+e^RDwFHG`Xe%2>HxHFE7x0DM78G@K)yd+<cKn~
zSCHigLjP9EJ?F92^h85fR$`|j14-C2g&czxQHB}P*vRx~euRdVu8L`NvWPB09A~9|
z@OCo*!=Cv=`npoei$BdmDF^}yXGt@8o^Y?BKyJ-c;@y`%cOCP#l|@~gZ~+`5qIoM^
zM<aKYWM{<a!z&q7bO0nuQGj~cGyDU8#g)18K;)l?*vj1wP)sBm$Xx7~MG+lo@W=J2
zvTv*{>3NoDjuGvDfcP^!h1*G+Z*lfRXhikMvSBpmj-88N-P_70%D2K5-c!#RRn+R&
z52{2fkna8+q6}b*TV-h{QrvQY)pA}|<YX%mo4u+|ZoCEU4xWQ9YU1nh{IO@IgHI>L
z%-#0BNYfu8uFuer^OgvO`3J8RX>;O2aw2!BX%8<d!(w0imz%*CoR+GxOPIe>-^RV`
zY`F>qdR=Us>0ddeAKdjz3T@!8Zm1A)qm}0rL4TB8bg<GWBE!+VJsfgLbflLG;R)o<
z04$IXrU}_uf$Jc%QH1)3vD#`3zwL^`@&&TH@1)rNRO`#!W|XM-&sC&A3gYxbi!IEA
z<iuO4kb_bYD_=gV@dK_l><9&)m-K78dvRu!^eb3(jk?nQ9ojo!U-?okDbV1yibGmH
zf7~oj;L0xTbIiPwAK)CrEI4vsy5q(WjTY39CIK?@<rF86go`%MzPZ!@1i9zSZRrFy
ztYrr1kx)(*osr-O3K@o<nd_%$I#6XUI(eJP{X>6decA-ji@x7Lurl$4<(!l%KsTDU
zdgPwk2&V|DHm?U=F%r|5N?z0VCm7bs3JgGT(|p^_{*?1ytbsbAe$X(|R3U5pqU)O^
z`0Yw-Rf>G(aKi2E>@v*=?RBS0psr5}O)TTFKSVHgmmVl79K;-`^q0+td`2A9wfYWI
zxjVU4m-j7BWY{{wl8C9tas#9Z%m#lJK?|lZiLQ>1qftwek3dbx+0tu`piGC2dhZTJ
zzXD<|GxqK9Bj1~)V9%-5e(;S5TOGddi2=Xk0WzqF<y@n-bqtXiv#&*=EWND>2^x`U
zbHoaR`n(d}t^Q?V?2J$KwQ-(Nz^{kx)G(A$&xGXQ5L{YxRnC*Vh>U(5g;S}vX0_gb
zZqq1@W8Bhvm`ybfKB3r3`vv<tmF3Ii>@Fhf<1NO)B!>R0(<<^j+)G(YeFdy-Q1bUL
zro(O|?V)3x%R~%!Z?d1B8mC;9gmemepiYEyVCMC6gL|3cj2qSq>xJ)5r>%Szr_qky
z&_;h1aLLt6-OC6wiH_CLX1H*~btMN@h|q{wunByBHZ|7I6p%8)uQK`WWQEMUYz9`5
z?a$`uD_B93xAu`CSb?(kq4Ny(ZR4@6&oqej5lz=_ypKChKM~=V_}jBy=NNOB{@~t^
zysd%re}tmI_qM{DSOy)|<M*Qb_dvC}!OR&g&)K!2&!d!q8OrjNa{Mfk8za?j|H56h
zOq3NTpN*WYaUGXPL4SrzI4G(5XD|Q31pEh(=^UdE4C4s*g<6)cY-j$*b2|Ri$j?S^
z5`fF#h0!9pCAYNzE<YW(4oN@w%W?yL2jm(^W06yYiXt*-F$pfuWIUor7)C!ziZ+64
zC{vJ?NW!RK#s$`H7ZstSqzlV1_8ZAu6D>nvY17r#xi<>(Ef7Wb>thv$0O7J{#Uqm_
zH<GY1Reor3AD%+S0W)e?0^EYs=ite=Rh1kv)5stwZ|W2LS{|~^1$9%#CD*`^Y`<t9
zPX(Szo)^KuhHZqTQ7-2y9wjA?f=mZG+(ePgsN0AP@Gg|$h{)i!@k{0<j2%$kSLHm^
z&V8WahoG{yi$KaldO@HGAP_DhFT{x&GWm6{<8c#IK;Ag1^(^XMV3+o~IlYC9g1}wr
zQ+C#}L#LdR7shdj&?^YNM@}btP7;(;z4I?RHGiF;-bP+-dt{9EdY|ohhu3Q`pdm>I
zBlA9J=#bixt&?g^B?FMmMAT9*OX)=VQc|ki^MwyQ`|JG5^OdX80=t9lJyn5&_ogq{
zRw6T8=5)HCT|4{&(P+SVrH9%0W|%^+lqR>a@kfn=lCn&lvO$B;s6+uvG3kCqKF?Q+
zY|&}|*3yQ5(nQ@NCmxZt1NZNUuC07yP0BimG31WBJtIK8T`NJevfZn~juWu5hf#F&
zbGlcKuqC|bk}A$G5)ZimC&}o<9XfB{4;V+7={BpAYcs<j?1Zhyl9wN&S$pUk0)<w^
zdNq8};{zud=!1d4LMOJ@nYP^P#J3czYwaP9N?!D#w?(sy8dCN8l$Iw-4OfIy$t8Q-
zIpci|$#>4c^~oeW#Ls)S_{**IJ$D~Chk*QY#fXk)S%0I7q!A^Fa^>p>{Pk83e{(tJ
zr6f*}ltK|OOz5b5zq06y<OIPO3b$|FQkMMBSJAc4TK^1|BOE&h98h9Kwyy+(Ea|nU
z+QA0pnJ8uRfFvl0|M|ehzmnW}Lq0ahGWiW&upj)@)<4S#Vy-+pzI0=Du!MIE&E6?7
zb$#|htx;+xgu<6`(PUHbNnPB_;2?XcHfC)hT$9DV7#tzBy>+~VV$tAsZ)y^LN#?g)
zHlCY%X3SdaQ25agvn&f?6wiGz6MZmY?*|UrCGE-aXeE*P*?1@$-a(6>a#}D+;4qP}
zT2@rF$xuiG$8t0sl!g=@!x@<V*sesU{9DWHRnL4>;OTfR@tcB5HE{1ZjkzeEr)h8b
zZ2ZZ$hzGK#O`?0jJ@*$U=Dspx;9Ge(k=jqPE5G<%-~%in7s5az^^faq&UJaPXk**T
z`-MKAEa+Q!ALMZpN^~9i_7&fLn4Mj%({qkHb{-D@ZfJ~&x(Dz9^S0V+E6e0wN+w7@
zfuQ1|mloh!MRld1;ogd?;wQhOiooB?*rA7tjj4u%aKsH1gg}K{m*oLVCyKF}hv93k
z+Q^~~Xwsc50nOn6M<`>7OsHgM$yZmZcEMk76o$x1gL{Ph70Q@<1GGZd1yR@W_cI{b
z{ApNGTkyu=uduy=K%cnYC2XqXTk-S1XRADky<7H!|MWYCv-vOH`L=RYfFR>Vy{u2l
z47BnSvYW-VEPM8Q-63fJ;@ZZ1Zc&3gh(17^V%?bXVmsL?t<z2GwMJb-KP=ppQh{5}
z;J#b`Wvu@>z~HO3kVbq#?i%8`u#nW1N2yt2(O_|7Z#(#x+q8~k71{lx>`^?|#7u)v
z-Hpd3St%Km#pKbw$kjS#HhyexE;C`1KO8-^HS{2bvqg!-VwXjuz#~=5F-HBqA`73h
zl#?7ky35D(q4N+IQJ|0Ni|i^+6!g`6Ts}XgZ1>+`Ns+2^C2I(|iSD?X)QbxCM~+j5
z%Dv>3+JO1{J(BxovUuY3^pmCP!s>8dY_-Y$wX%$GEturCrS_JC_2|!k)&WbeasH9r
zzs}e#Yb;a4CD``W`w15<UqE2f*0U;sZ+*qPTTi6Q653R+U;9+D6b8+Gr@kC@T|-JX
ztO)z&jjV0$j(JwV249EoHN_^u&p|JjZlalh>EisT1hfADod)ji-RopYO+``dK*_h(
zxU7Kr8{2jPECdNn3iQ*cdj<SThjsyroUT3dJSh?qcGUHIAu0GZL+AD5n!g^ew!iDW
z(+FlWiOLYHuDzq5@N*2(nhbd+KvY+fgB}!H(uPb2pqYtovC$dIuL!@9#t0aoLYpkW
z`R{G6HfMAZ6i)?+_zg*e@!*cQ(rm`wd+d@(5+36EbTVDia2Cu|&FN6LwH**H={z&>
z9)fb!cNi1X+JQq2Uty9kqW$uGQaJH19tb58U2!6ABsB6x?YDqYAQ*qNmVy<LCMMIW
z3yMUDz!4-xYy=q-AS@TKHJ;AeFIJ`iDAU*=EuBTvD6%||V#X`OKmjP?i(x_du(3QN
zQWg;@k?yl`UB_I&F}%Jidg4&a!0-b;k6{A1p>RLLdd=td-Kz4G=Enq9>AR3xCEB7-
z3b)SH1~?w(-5KgoNdz=*bIFr4L*@xmFbr6j(z~{0;KJR;$BLf{hO<*Xo@R;nIVV58
z|1_y%skAQIYe|8-&HKp~f@L=6227*m4W8gLiBEB{T8@5n5Q3BnzHqZz$=oRQ4Jz+q
zJaCsU!U>n;WaL^Z-6>m4L-ecZ-<m=U^J4-C^D0>~TQgY+7V>5}umxCPNxdc-6co3t
ztfUR8!H6>Bdf`2Z!L+K-OJSys#}~i1<7u{dc^qDqoa-+Oo5R&dGoT~udeTFjZw3c-
z6;2_`NyK+H2{-2S5;J?Xc^Fp_G$HrrK2*lLE>qz|;v7?*8{jdOQlS{`u0r(gP)M15
zyzm)kk;2(pT(g+-t&vRhPVjW|$YgX{*HT!Mj~E?vy1IG&py%GsLq2)v<EDZ|PlwD2
z&n6Q`GZ(0RORqb14GXgD%>ba;;faf)H{$In%v|NAo_d)F<}^0JhkOqu4lGw!=p$Jl
zOE8Piuk@-0j1LY+#@Eb<YI--5)4P(dpefaZOkA;K{FFlSbOj^Clnk!p$Vf--=g6yP
zFhlw*skv*X2ulI_NJw-cc2Zkc{*hw#=|vo%>xmkXnRmI!W1uFiYx}<qAu{thhlt?x
zbv@WiKE?@DK>K%%H2T*E{MHI-;j><N3fj~sGM}A1Ycckc@@Hqp&U7?_IcU!Hm@*|Z
zIG?(+OiVDy<_h@ooYk9nEB?C~ldqK4E`nMAx^4(F|B1Vl7U=BB7x0jqaY>044?a~@
zj<WU?9tx594-oT<;~D2|%oG!ewAJNz1(NphbT{ZE2vS-7-bvFbxh@kANV|Aico-Nr
zz&(l9pd=r68_0&Qrf$A@y`LwdXy?5O9#7GP(@0(Y6?9!u6?|RfcIJ9S!8<4t768!?
zse$7w{!UUXe#!nSI<4NeGlj|d-TwNdJlClve%>t<ZW*RjS10cvJQK=d>*VME_qqOq
zL9a)q!`;HuU{F5G8TeCB1gh{GVt*Neciw_srdWv*aK0^sEn@=T=R%2_YsM!{+^fXW
z#)!$<#?clSN|M5?F}ps?)4>R`hwyeI8DrBg>5hh)tw=JaM!q<zx=X`u&6DJ7(D_Or
z(p<}s`>$!=)2{0=h1stATbA2a5t+(GWSlfZfFTwM3ok3VLslcgw!)}GE)21E$)keG
zj1f^xu0$+6Hz)vO{A(Nn%z^Y{9=7FzY86=6xb_x;IzlAQHy}4sin_FUS{e;h1grRl
z+B08l2IRLbmuQ0aXs)u90Wdg6au+v2qG@2OE~ISxy^W!(3faMCTX6c@eSS9Yj27@F
z0Wr$gK=(yERlDRd1b7iJqT?;!$-h^@=BM8=^J4=6Wwz0zdc!i1|GqUj_(EU*8_X}s
z{n3J||F9EJUmL20J74aly68-8r#v6(7L~{ZV>L5#LwaBJpKG)lvs@~)?*@|}Q%d12
zmOWrDFDUiTxEpt%ohMcB55kZYcI+XtjUxnFF{qvn3);0Zn;r8snQ*wT#&x{(S&Z!b
zvHTU>ZYH?qgA~q^bqRMHI%)Zy@$|bXWoQ(*1YF_d<}b0{H?O_BA;~E(`=k@JUa=gJ
zaf;!;dtHr{X=Sf_={+u{adQrb{|BVJUFSYr`(NLA_ap5>nj+jXu-N{!-0~G=#uh7a
za3ted6sz5=Pt)}Tv&51?kMU8z+^^a{HJ@bX9aYW*pBjj1Y7_4~tNOhy&Vwv<>@e;+
zPn$B82v~a#g&gW_v5UAm#+loudQ2+u?oB|j=XP=aAvU()Q-l<h$p6}VjuLN^dHu|<
zam$2%E&ZVOT==Tt=Q3qUvPP}Av49_6B@ZCX287Xu@T$6c3Ue~5>SsE|(P?esL-Wj^
z241vPnlsWd8$D`2J1QpSXv|{dpkCyB{NZ^R19D60%N7UU{r<Xjm1=l#lsFBarOWxN
z>)_VekA?iYAuMbnVu2CT5q?{mlo$sb0K<rr^2E-Re$`i5yV6ckI*zvDDQUvSKBKT?
z?P7^ii1b6V*z@M@yj&pX4)9=@lyD(#75*zupQEm3jf1L%l`TPzro`kOm4-J3IJ$rP
zz~#;t#kPBNjHgLmktu<&6jlAb*yvh?LO(28e%BfyR(?shw-`+Mn&)|Nb+Tc4yE#>r
zABN}VW9^*=@;M)q0Ucc3_Twf?cU{eWb&mg*JLL#zTCEvXeZ@uPYnVv0zgji+!D%_B
zMz-MT9D;M`5}5ERVM?Z7DOU|tVGfnmt@=Fk9S^@eGg?=%PK}aH*QBHjZA8o<u2Wv?
zRlfsc9x^?bCRxExzufJQJ~R=hc=dV!K2x~Be3CT5ZvUjDa=dS>9DPf11XvaorPl(Q
z65jZo?`SXo_S2#}<@_`n*`TdE#Df*`gM~|{^<RqWRwdo>M8;<{o0Ge44FOgop(OoF
z<<M1I#7C;^%e9WKOAX`_(kWZ>dTi6~=Xu8QT%aix*{&eV+Py@5h^bvfkgr^^(mn2b
z4f901MlC{n?>E2gu<id7pz+82ZmZyieWF@F<}(LJluqVaVB@Pgd)!xfakmdQq>wbd
zqIGuE%NoH20fDM9>IyaH&Q{+(uR%MYgvr+=_x%lJT+3u(snnybdqovJa@%m~?<b2k
zD6L}hpCdXCq>W_<wKg#e(h;L!<MZm~0?AbVZX||6SdpLG#xEbV#@39FuH{bz`~#m&
zL;Nf^l_TPW6a>up9?`ebUu!!52>}Fl#Uv#^k&HGfl%)n3C~>9#GDXm5K8)ep%`d8<
zbQhK|*_0YvDVJ9uH+B4sMq;!C`nJ+}BA?0ew*#61978l%Ich`l!%NZnNz4+P*^<C&
zi-K&x^THA;@W5A%U}gWl(yZb8*$fPdi#nUwD#^i%Q4jCX^evcU_R&&6C!SW2s0z9J
zjWNBg&aqmVsQuoI)fo*Z2&J8V|G2`CXR7NIh<B135=u5<_1f-mrb-$pv3#>l^Eb?D
z+V&VJWw?bNr9w+lO-8eZ_Y1T$$851PM1V7+%}lHp^-L0c`1^l=VD<HA{o!2$MRrQ#
zR7*oq3TmgwC#&S#UuF5ZrS|Qac@rtMMUoktO01__=IXtVdpL}>osDQV!L=!GTY9Ib
zmeI-{Wc|#H@uQg4(*p=pL6|N2^gAJ5;nkth-Fb~LqfrgwyOR6Q77Yv`FU&LEf`pK}
zH>MT3vuBPuH+v>Fe7tqn*?P%HE<j!=U&<;+lZtKLm=c{o;Qs*YD}t%qf>`J>AHqfc
z3hfu;g!A!@yjOO9t1*oK%yVu#ranxrJ-sJEsgfak`|f<hxRzB4s+d8TS^OOfrFam=
zF*?tj@AZv>55rY$mj~1%Te%I-y}cc#YM5MwFl#xog_%~7o&pgc{oP2#UX2gL%nT!f
z6}1(fTEe#DK1onY8M2Zz37)zJ9F%uO=i2<XTbk|7UO7y|s)$lrVsB!5M#-fVHjC}A
z(l@G$?~XnwXHf9YGgdB6gfR8qbh!Mpd?7OA#lOj{V9UqA2thUa*V>b6v1+p{%A88C
zg}jT<=0C1@-_%f5Nhu!8p$Ynj3xij&-`G0*gZrV&2QoY?i)Gkv5JsNlluYQzLDeGq
zYi2)hfZ4jGM>9k^&Uly@a`ydA7Tmh8V<CDn8&cSsym6?ro~&gHPJF2zS+5Nea?JDl
zV9~MvTvBZkmd2Sc2KxxR;1hSVY}Qt%+7ne{!|{>is-EPT;f}_Rq$q|Zv%Wd4KhZbT
zi~srL`#zlqhIl2%YFF_Nqz`YrL|eI9>_1wBKx%KUPTfoec~Z)Al8ZWPNygdt1JT%=
z4Ktw>%6!VLK>Mjv1t3yQw&dn4z#s|NqY5Z6R)gJ^5UKGOCPhsBaibTJ))(?I9wHSW
z4}{DuD;<}AkN2k(cIg3h1{t9x9ZD0zE61e8*AR5kS_50!Ur1wlM8ix;8-D)>Xvkmf
zT|E;X9>+D<9q+r({s%B!J%jTjSB~(s({A0M3Hvd}>G#GFp1{f*YzMO|>mgNfeJcUm
z2nJ;e{v#@7k&=-TeiqAIz~pNoJ}<CGI;MUW#)KrHn9}PVN><&(vsd}77N<VsOc?eZ
zz(mTr?1{X--AY!FRqZ<bLEXQJ{IgXM!i{w0-7D2wFGtP8`X<91x+3Bf`UPlHAE$QI
z^u+vC4A6^P`YM!du!v#hLrD$BJTlHiTrI5CXDRyndI+emK2D#drowtW20CQp^oMTr
zgf$Fa%iY^$!+78wxmDaxbn)StXRsgf!GtRfisM<)ilo9#E~Y0(<QpBV-<z*7a}}|E
z`}Z)a`;+)#&$F<P!2OH@BMr+Kud9*e*WY_d>cJMAR1&K1_n9l!2VI;;Pg!pt*-C5`
z-7xq)RBf1{B(kur*>lq#fitfxn4gtAwVVnqa6fs^80>1e_dRBMs;8f9FelzlZPW0m
z>Tgicbi})$$>d^54axFYfc7Ip*iwEsTZb&<gpYO6T2qPKmL-Z79Tq>&7cHlKx%R*)
zLaV%caGU}yKOe~5mXco1t(LT<jtU8R5u9P7ZM6z2WRJIWw54hs(YkmA`!e?=M{V+y
zA?Z`5B8}iwgkQmUZg%}$<VS(WgcSCa%!}V7#i|~ko>OCIS*WZ%KWgk(;NV|WTJ<j)
z6mrPFtqLFw_b7*dl@AM(+*o+Oo6~nbXC74o@XJIx$Yl=QSNZ<(yy#b+*^*2`u7yOv
z<#JwxsFJ!{yf!rZ#9zvAMN|O?rS~5Y+A*BdFep16B?niL%v3I!@|~+em%GF_0=@;e
zR|8gES6-DtFDjJk&$W;xi3QxP58zG56@0Nyi86!ihPKJTnGxwLX`W0Add<16Ww*B$
zhehA?Vt9Plg^qZ}M3w%0k+-5!u;`Q-hhV3i=~ynmU&{wg9cX}^?@w%Kb@Rqc1$Y0i
z{C)IzQIS(~8=fn+Qo?ne^EF%1%c)^%$i_;}lp5`a5y}TGMk;UwL-rs7d#gjG7k+TX
z%GM-Y%9hOc9{_t3d9s4UsZQTsvd|(($qmw+nUyEPsauJVjYFp1Y}yYwer%>Nkzob$
zg5lzpjJKr1W;q-?D=@|iNZMS8)5C0}%}$LU;k^!Oc=?h`fj*7<^K%gqbrgcgcoh6|
zuq=l&`{K(3by}jq5}UJs%H_s$`n2EvqN?Jl_tYRS;?58DG>Px@C7Y7`=nd_Q1c)SA
z*DrB!Ok4J%Dpb~XK&rbk(&OdIQ_X?nwU;=nrE7d*dW02HX~K`{YjPQUc=QeMpo;RP
z`T^<cAP(NrD$<%ZJ((>eY?x~8{p=!2nsW_ITtUcVrtd~nK$U7?^xp%-P4Kwjt~mLm
zlY+1_6B2gksiy1d?8Ctr%1sqfQ$AHmu^U?nkp~G1q#4EPV$uZO^vkIe*P~(4;HT8q
z781Jj7wd{qT`2a~ti_%`MQH}SJr9j;YNI{{=9u5(?dABzxj{U&ME^uS^ef1QEPjCx
zJ?xq`s_Xmpdt;1UiR8@XHE<H_@Kh;YpXiG=y%k08XY$oEx$c|6Nu(|lNh!e#mijtV
zOo+Qx(XZZE@+R;VvVT#w4&+7u11ZOHZs5}~{7_64dKyoZjI7_U?~`D6yLk6hfhX!d
zl8av$EAL|L{c=ro{rS3@P1_IJ?j&BSZ)8r~<voBly#%y0J>EaKQ=atAJ#9bHx2&MA
z25JGl_~35Sn627KeWI`&LrL{s)_5ByY%xuJb$YoHt+^>ovg<u=P&i5#d}_WBuaX5(
zqfdJbt>K?(dSQxHVb;r>%PFeI@_neGyF1Ug;-L!Rqace$Fr1k%WDCY(#*yHfd}>SI
zg-*+cb6-0(lpXN?b2u}fyizUlSIN}M=^6h9f^sK4|D%Dv5P9@(k-0b?CKRFs763Z1
zs9?*}C`cgQ1RS+!JMvtj<F)SBHxsP&?9WFnmG|73mbcYGu)4Bjz*a7$Vu22l5TM4T
z!3cR-pf^hP64F9Y)As?h3#tK<j|O4Jc}K+^V8V>6N(mtBxTV`VpPFmtYbX$iry`~F
z^+&3~*3wXt!KEoFUyaCHO7mQE-6%9~e@e%Nj*`{=qm}NF7C;C2VZoqv6@IkbG8X(e
zT0<SXyUY8fq$^8V0-&=j*LxAm2+3ii0=Kzhu!XyfwZ+pd{lHn637o1%ga(YWIZ!nz
zrlhJtmQw58f0Eg%(ux%k?gL<l2%1~PCVXOotc>4C_*vopmBGVQI&le{>^Xj7>er=;
z6u7(E^?}>%6KPs~e-FAf_wP!&_j>~RMvb4s;vB}bnW;GJN|4k%*K;K(y0(5Oi`HAm
z)$f=KP!P;{VvYKJ`Ar6=Xr=Tm(N`R)dMsioKhV$V*fop{+4ypu5us@Oc&b0+hH?E%
z3ap5&IP!G=ct~dUZQi8!6}%wSQK4h$bzCC<GmfYmA{5>BX|3-o-i0r$q>9iv!Hj)t
zOP&RA*x*8LMdd#_BzX`p-EyInl5S_<uR>e9es}y3Hs)I!)UhTAdJ>>jnx)#yUt|-I
z(tM7})-`lrc46nHdg4zI8uvXX;wx_V^K6T1y4xVv?Rys;$y6kIhu}9<dsQLT<E&hl
zgYNC$7aGany1dF`0ceEby^4f%EcIGl4Nntp42pS!*krnX>QJNREA%P__Ii`k*Zo!_
z9a*=5d4jyCJf3#ahdlGMt&fQD+;ZoYIcx(a@8|!D>SQ8m%dnAXF=^qpV#M)5FS6m*
zP)_FD_#l)Y1Vv1uq-|fevWU=gG;dg|?V!J*<<RC>)6}w>02{hdi|e!Xs?V+p+x_fr
zF5jT)7FC&H-N`E0<XBZ!w2b@L5!LfB_OfugvcTjMSK;CViWd<d#L8!BlZ<WO$18lm
zV4JTph=<XS3fVt%Pd~HtSvs(aS{`_;>>mkJ*;fE*Yh^(y{|<gUviS;HJd%2ehCepU
zC{7A^4>F~_%UE<qP*lW>Royp1NR!}nE?}W)ls4e>4!yskK05=c<8FldBLR#502iw~
zaXv+h^&tkp@pNLWhqaqe8dBR;mQ=7CsVU3b$nvQU4qxVzDk6=~aJJA5DKd#AU*<7w
zW<Xlp)iP2LimrF%wobeOSL_u?9!mN=kpD#uZJ$Vf3!lk!Pgn5XRh#MOq0hXqTk2o-
znFvDrCH5@xDNV0jC~X&4glT&8-cI+k((&CmUZ^e0AJuFWm_?kLzj?oG-fhYw4M7Te
z)9$i?_dcbb&yRQZ>tlB$v<QpyacJW#heU<nt;1vbR>hc|ui7BDc;La!l`C@@qj%KA
zh;@~an1d)<``c}lO7$3PwSIwhZXN8y%q0y=lN5$o&SUy_<Kc%Aw+XyKAHs=BFXC_!
zW1zgCN<H8(LPMD3%2bOcmG48@+zTF|qhj>;GC!ruFW(6<t>6}4hPk!RH6!29?dvL{
zI5Q|8<J$;{*f5JllP-$2y|aH6)kfgwRzoNHcc?>ZK9t=N{113@%qsLo08>F9XB>Hi
z!N;Ek7-(i9Kfd%7>!i<XTFwPLy-)6(Hw7jz&i5&9+Psd5^>nv09kV1)>d2LlP{OlP
zI;lKg6^P6rGx+^GM&52ai9aR!xQB;DyVT6aPw+f`{drb$(J#t^buA|=2VrNj6O7UF
zUTK2q2wat3pPz9)xx?|oJtFy0mrfiaM4rcKoM}S<J9(Yg-1dy2Y_IbDy%*X$4zGtt
zc78nnhYo;bu&im7SUmX@-J*h$FHTub$XuO_*zQP5OX`YF5EvuyX^n}rMxD9{KtaL_
ze~d7h4y3B-cBarNQJu6XM^{>!{_5~wBrb#gqh>JF#8czt`nSEPdkBSmiS)iMC#^F_
z)URdz=h0){w%?dT`R_!PieMWLMJ03L?)jEJ$7OGva|3gJa^3n5u&jqA5oCaWc*`iI
zmhj8bZ<N1?sn2!a{@ovr&bqXp!6}Q{#0Qze=y6Y%*E}5$DwDkK+0cbWKIfiSNMDJN
zx(4v8UF&ubc6l*Vcsk*F8r!4AbN(>pqgLtM{heNgt6-U*x1H%Y>k;ps^hhkG9g~|U
zE4>a_6<ngC#nX@Z(fPG?Tkw?hE!^m_@CbR^z^nl+j{3YBueo8|1557xVWKhO`<0AZ
z>Pt#7_20cru}^E>#k?JtZlg{~?tKY9EKDyi9T!8+&<$~oO?>kG<}gu)FL9b)q%&$U
zA)5qH)O_z<TEyF+H-pYiubUmDB03>J?QV=vTk2iuFSMkvq;krnc~zh2g8N`ghlAQ)
z9sW-a#K(#muY8Mwr+<~`yNv5p%fz94KD}fEB`Vq;B=Hm$t}X<{H%b$i!t1%}_e+yW
zHg@%<Bi!Z=0}Q}ObzpME-pt)E8L7(>(XKA&FOMfbT1rz|mw8#EPm$!Ej*{+Q$`ayE
z<k>PHDElFRja}_=!Tbrd8iE>73WUr??g94>dsHg^79rQy<o^hhAeM4fSFlHT?obmN
zvZQK&3Z;xxVYf}{HjM-iB`HIKqoJdP@zVXu8(JHPZc!;lYvak7``$S+_VM6`G<*3y
z*U<~VAJt;MQMA&8YJhw>nurQsAqMt}aFi*Hk{&A^7YnQ$72n4Cx{Z*Jl6|CJ@f9Jn
zPgXb^f9@--)$K~YpNmjY@Y&F@Azv|j+C-10gZT#Z01B@<c%CVZC!97fy`>M!)$r8^
zw0teeAfrL+I8kW=kIBtGJXKxn=*lPqLqM!i>J+)X3FWQmC6v&e`8TbADP6#pc5*0A
z7%FiXt$&ALtap3VA^CWL1i@&E3($AaW$eWSjK`|MB!>W5ELC~w1wOxss-;)Nrbcxs
zdnQSS+T%d=DsXaup5fBXUTgQbw9zkiK01+%u2Y_~d{#1SDUF|s+=T0N1HlCAZSIu{
zCEn<e2jfA5=D;KnI7gD+37+;)I$~i^o(lWjt<e&jUCw>q^jf>RvQ>5#_AQD<kk<e{
z`R?!RJ##n4zKBG_W-dmyLf}Y&jGWQk9QUl?>5GtvJh`Lt@3lCE3K{_?$Nf^ij^sU6
znZIuw;QjLJWwJI@z<P;NCVw>`^~)5y_89#!{y)Hr`qF(jdw%MqGP<kDF2E!tXB%-n
zOJObdAir#tQ&dIL^zoG`0y?bSx`m!lJs?$gO1=NXdMr<Ptu}M@EyrNUwWIgc`@tg#
zsO>h();aFkyMA_zOG}IiH!t@s8H&Qd9vA(Z`f%ehxB8Ap{@%}?7g0LD<_OmPH0)Qf
zb+hEN2VcQ$yY;3==HAcYGNDU9l|f6>|7&i8mpRt<<Nb7lR6A+jcdwuog^gk&xW%tS
zQ#HO+qhl~WRw?cC{;<zuY1`&=(+kqy-Zg%G=LMbhc%XZeMusq8`tkatdbr$TkH*uS
zH{VE><Dy<k-nwct6DZOUXeL#BCZDLW5XIg^e_Q$;aTRf1iS<kJ)1nk-l>62<_K@+c
zP2`$MUoXV!EoS9tI)_gCc7ICSn{dTI7YnFi*IW9{FRt;A9=8q$eXs`Hi+V(8$!wb*
z-DLs_ue$}`J_T_l)h@R|!CGDGD_&QM$ct(=o=eg0kJW7)tKwn4#p`>J4sVlhB%kzz
zcXog5%aY_wy-s+v#Ql}YS@HKxeb}Rx|NZzkC&>P}%KVhj;fpAhzt;I5V1fD%FcJR1
zfJVl?NwCu|i;EqAa;H==B?R5bIq_cA7^Q}!5WawWYxjTs3d1VwYErh+nyZ<w*`&NV
zqHu0Z<BI(fQ|QX~^Wra$inY7ry2K+NB;{v=j1hh-*Th1r60Nj<@fuOEF(%!<E|GkG
z%yM4ME~u(OSS$-C6aIP+GCt|5u8cE+08~%)LKd4uF*Di=wATj3M7y1gc~>MtWa9a(
zdtiy8F`Q@ly(wOq0=_k;QA@Mh+<M~||8h;)o=M!R34#3WIyWLWE)Mc#c|66StI#iN
zjpRwWv1XI_A?n$LeL=TNrcH>11ep#Zj=|FD#r5NDJ;_<a`={xZLbGOR@n;xQruB2l
zz+B|=LEq)%9>A>=9#rt<a7}pkLV(`hENE{?rq=^+ME2rUa!1%v#g3gV^^(TGGkX%U
z!{QFFzSO9>2m61nq?=<@L>)VM&ExO$ay|)}GnVlz_}#eG@aED9_v9N=slEG=P0iGg
z%cr6p+=X}=YZ`$ZM+L2$h4c)&<vsfTyAZ0rgkojV8u^p8OpW+&zr=$ou~LSz4+o#B
zg-N4!ud0<s(m`>Ql)jfYrz29r=?c#F?a~*?X*UdKZ3`>QyV~z|^;wSXxhLWrPbPi<
zZ%!+=>7^ppOcVIjbDW<$jtqfvol<H~W=*6wVj0$CYHmJA<mh)gSipog2LYF=tkU}8
zO=2*CcOEBGrK%SJ`q%rF2VVRK7{#v5LHp0xtuaoPde0w!TXj^~93SK`+%TO!jn@0v
z8b13%fT?Ixlp_SU<I3T9w=(z})6Wa!NmI;E0FlTK6TQ*vW-oB4eXC2&yPNCXxf-By
zj~$8otwuweaPqTg@pF6;lCMFOW&Te6&`F9F+1YVn+bilO-AHE@c@0=Z2%d(;61Rdk
zm%Q`1Pj#fpy;*)ClC&sB7(^jem~*XwEif&{Us(hQ#DDm$aApEOMZU(QAs9Qz&`%ww
z!8pO;TxuaSpfNnpAi|2B-R2q34mIKWJOSjt>H`;Uft(@Rh_6Oe4-92c=4`N~^l~A=
zlsPlNFw_ntPatT9DTVDw)@7Q>Nh88c>GBpBzyqGpvi6AM5U}E1#?W>ZNUxUK#^tt&
zSi|gTttBTj%1}RG^h^r1D}uOAV%yNbgD_&QJYh1fV<{SKMT_`Jz6^;An2(9Hr3Id*
zt<i>#HRDkBCVqJ-BkeNz?-0u}z_D)t$m-ke5ygqTSP8_FylGlTQ)(?tgk{IbQz?U;
zSH75Z<**g<j1!5Oby_(iQVK957#IM~@;SY(l-MDvRWi4=<W8&>flX#j<$=5O!9i&5
zea{{4AQX2hrS!~UF}(`=)Ba_p(6K(4EWie^1pJsxC)HlgMLJM&sKklp?axf2ICqd#
zR1mqjtzTFqLY^GwM#3oc-e6*_6C}ia_5-_WEWzDgfe|<=4oFb`J$ny}OdN;>tzoJ=
z$kxxcMBED#C+0~MKX2U>$n{TUn019*<WF(NNup+P%HZY<%joW5kGVdX@!5RAC8w2I
zn-e^MCSn!+j2o4u4TH#W!R3EbVydT6&?!v7ahXl37eQG{q{x?RE%n-G8~Ovb6FgOC
z*Sh>#85LC~cr3h;^aFP+D5XgrHi}BCq3M(5ftfuKDJx&tCXHqxJHXX1_)CwH7?-Q4
z8DjR_NZ`rAco@TxLdVvrsX@>)Je3c$H>B9{AdekG3O^{QD1&W-Dh`vrbHfG?{%iOc
zF<PWji^qe>ZD%9u&Xae=*5Y<dUNgAfHlZH-0+u`cyXX_TujlauJ(o7c?yt`iOv(No
znv=9A8SVY1E7Q;{@phG$eTm;MD=Ve&*f|Z^*f5Ibm}gV?4vug&|7WS%5=+{v7_PXZ
za0wz-K&C$JGzatTVUKY1FSnc$uFS3a@l<Vx!H;#dQ7!C*Z<l`hnd;ihKD9ZnDs!D8
z$Fgp!ED8no3>w-3Y1UTBan93vgP86WVOxi{=Z?A}HeQ&Dlb;{qpf#|~(zuT?pFK8p
zO01x;^kq}(jK86{pGJtcMr1J>A!_?F`4ma>!uP<ZSNIh{QO0lPPIA;Lo}c^*@>Y0f
zS&e>s_4zbD{$kTLRah&|P9|V1_{ywXc3x5VZ?WFja;&7Zao-rf=5qnlkm@l&AgROD
zp@}zFyExwF{enYwk7y@fmDWSUpt)1hXsn~pwT?`U?7mCLO7y>=ilRnlMJ;0A%Hd&N
zw0>jbfyPOH`sHqR%0HL4%{S$w-|4W+Qwgg3(){feCLw;Z;}3Z*TKoQ&Ct1O8QLsZQ
z6JIK`7nrs#iC^E}&@w^(>i>TvoqIgf|NH-6GYpB+)TUuf&7tJ5*c^v2=VK})p%^*L
z`4EOsnmMP|V#ORP>EIZO#Hbt^sho3`oJk6w-|PMT{qN@R^4jxyUXSZ>-5=lOY+2KE
zt`y^i?ocj>ZtrYKpOn@GNWbI4-y2DP`}*K^rp+YtY+(WZw_%dfmXXAj_nl<1$1;++
zvSP4lM~mB6#XeyCzQ>Ipeeq}WA%yI42dB1pN-4;(v-$7UyPgbz+p?V}Du-V_C^Ym%
zzw2ebte$$?d<DM)0f)@>{-WO}PRh~Erfc7Tr0wS-)wOGx>e*`tKR!o-Gq;B23rR)C
zUZY-i9vS02?2=*lb$)1HGZvHbvM)X@6}olkhqI4I#<CdomR<@~R<YLf#KRL4b8Lj_
zX*o#cF)<BZ`Je;~p14QgW4(R*(OkF-T_CapI|m-Re!dUl!he{6g*B7!OD|2}(cpS5
zB*J~ymp_~2(2-tnVd&28_%VI0(EPYFW-~YS`u_)nh0ylyJzU~F76LyRKDh(~_NvbF
zdgqDzb1%r{7BXCwJf0<b+!mSsK)2S~bL?QHhhVdBVPYp>`VY?ZNUk@k5ob>8UuP=p
zfVQN3H8V_)%=c?e@OC3R$&WaH-IiPKd!o6st6k8}hT#+f7ylZS2U}aPkZ6tkDBC!P
znM5jz{^{kdnHpv>d_4XKlz0VG{%n+31YiHm>+@1Qc6t<Iw^3eNa5U(!S@@A3A!mOZ
z`wCTa@861Bzyo`5;PX^Fh>lGA1`mAug1YbT4E4EoY_e>w3E>1SNFT*5=Hc@?)b_h}
zHU!PP$HT6!rhmcjYkKofaq@Tyw3E&qWBxK&vU0qHiF!+(5s3V@J*Yp9FCBJn`m|72
zo)8WE5}h}b6Z;r^ZyRlW-%DS03l30Sn%jT6BpU7Zp;58;F1^8FxpZxOcpTl9htG7{
zDkM_s{D>@VhlQ7UE7VYxtrjl?*oH9eXL*u1=9dHXn&ts1>yS2H`jiLl`kP#uii$i$
z-^QHKQj`ht?7~S~av|R*?tQIvrbxbO!&*1?0{k|*WK(NC#DWDajKx1iXW3p_*?=Di
zp$Xend6!z}0>xgQ)mTrCxvg5XN3N(dAP6z$rG?^(Da&Te8LGs0!RBQmVz%OV)UtVV
zrfL>ZfN-s#f1HTa@lNxjJ?jm!iMG{!9m?YSk&c?h-RD<l*iu?_Y*lnQfzBD>1|0Jk
z%@5I@)n^Pi)~bWlBfL~CiOV#N;HbacjC|w<dyxp}2!}0Og>>*R1(y3HeKmAuGKB*g
z`)>7^U!BHQ%M&C`<PoJMWHrzqiOYu7Et;#0nG*p|{>)kZALi$<NF7@fc>tZ%(E~3^
zDA>zw2VW)vyYrVIh(^<>EOi!m_ji{Z91-%z<E~9tzvq8$9DS9CS?1!pb8;z?1k}3a
zFbN3?yh2*k?{3?rsV&n%>Xz=skY$T1DR5N2*7|S~_j%hscBc6kIpk|!6Cm>KD0Ojw
zK{K<5*;*-Gep8YanRTvazY33<jefFZFa+dD%ueb%`=C{&r+T3mgYb)%;UHVFgExAk
z?B&>d&{ckXCo#s}dq!Vb*T-F83$<C28BCa<%48)3!yN2>>*dKM+}-3<pF`}g#bT>@
z#BcH*+#=30ytHi?{32FL^zS?KFA|ZRlWF``{^_ZD)hc+@!LtuXo--*!jJxH7`^4ml
zIxE4Hq&8i=U31xA$Q@KaOBmI60NR6PoIU1+tyV$Nrl|7qP2JJqIBKMB1m%~{{)TUk
z=0CQ3qGM2~J?UgXNh4;J<RawL4tH=_V%kHs7M62pzaKx*HVH1xns*8m5hOh24rkea
zoV#}Ptyb5oexcR3V%dAg-0-7H{n>^GIlgO^2Of+bGwPdtgdR;TpNrh<$<Sjuz37ni
z!=9P6v5a;qi7X?gj|u({=y1C9cRU_UhH0-G6J-A6g4AUwNO3(Gezr>ExXWFQ-&rpE
z|6Dq~_b(y+3;el72*E5d_CXZnd<u5-QD*V&SvSPa)4gAp6L!dKI&Xdo&TfxwZ>T=c
z=*{k|x#P`q_PbE*XH+V7ftV6=%jlDoxOLhyk>yIbF+7KaWxn=YdemXQOJdj8U*ERH
zXiKpLwn2l6pmIqzT*^^-y6z}2ImRgYc<hDY-1@K?SR-^EuEkR9k1&Q$$doY7Ey&m!
zf*wkVDBImUWI@0iPm}O8zyML3NyE6k-Kkom>zfzs^Qsxa@QG<EPwEe_MLrwfV_q*h
zMs0rl<U042d5QFkvKd2bp97~`-PD1(la4#w6Ui>yjxK}qDPMj3W#<*m^`h@6J=B{~
zZT+ps4TR|@pRiO;G8yna$r(A8oAMVz+<!@H&DN+(*sL#4X7^{;r+1?|$>F;EUxvvq
zKivreUZ{Igvy^S7?exF9=LNVaSiTH}SRDKlUPSqcaqaRGST7!vD-06IkhYcg%TG9X
zHL|O9x2=Wemee43vMW5->=e-g6({*P@?@SQd;M7O&W|B<tgiflKStNa)X+KgZiN+2
znpbB+;HsPx(A1ny2&qOpxkro6N`BS$rLzhtvPB1qhHhS4k`-zs8A2P@STLCsrx>3_
z*muro=E15xD8rZ(0I5E_c0vJ6tnZSmahV|b)Aot3rZ>ea*1`q-Me`9tMNA=n4YP+Y
zYx!OtjD$Gm*y3tl<TYfQ<?4?(b?YmV7QOC-oPGy+wWQb)WK&mszErL0eJA>gw48;q
zkv(u+;MfIrgZq_#w`Im-`7YE}AN;`W#4=_dUO~lz`;b2hE;vt&lWr8=If72ucC3B%
z;r4X%%fL8Vd7WqlaI$+LS+!M%7>~eE${61odG=j8<{^FE9Ta=_J*-LhpTI1NNf#Ih
zawgL>*mqryUOrG@?fT0d^rQONP{>Lg$wtK|0jdomMsa!m=Q?j+^F0q~_GI>l*L?o|
z{w&e%3*Bb(aoS>Rkn4k*)io)?>p}`qtPTEe^k-;J<i8hzydFh#LIju*gDSBZzmY5#
zt7=~0KiypT>5e>RzQ&*$G(bje<zKznXUww#Pe|FT0){Ne$8#1P!0iwHP%YqtzR*R3
zLDR!8G`>qev(3t|OnVg-bn@gD(01!xvf(gDa?M`yvpBhKUZK9*Gm@!yLzuzmfz0=j
z2z%TPlIotqf_83}e9)|lj(sAGRXeCEtoS}Zd&t@3YNTEtcG%5Pdf^;;U8kCyci3pF
zCiKyyIOgD)gJx)v+2e)G&!Ew{4K2ZW&{_@5=8#4RxZZ8oWDI=+n252LDj27jHQ;+L
znTz76h7obNBpuIc1yq`-qz{D9rGWBok_?s?G6k6w-le`qJ@D8ciK^C|>+3{e7;l<`
z1-*XR@??q-zX1#OEFz>&GQ<Yf@8Cl7$UKY~q1i%j@=o;;bqbyBBYT|PMyo(tN9FMc
zH2OwexAsKhe=S5D4mF8cV?jH+6z1d+&8^JI!8{w=crAONc_J~mwBSuHz%|8i?;AiM
z&C<>u4;sC)eE>Oy&QfoM&ElV`3kw!mwBP)h`>)IQTpoNBP!E-5yCZGbXQJRL5*lK$
zWW%y?AvlD2(16!#A`{X9Qaupex<1k>=sm{={PGAX*1G8l)@&Lc#pG6wu=s_QLcpih
z)j7^EWQ8GdOxol_mO&jLT3W5b+}N4tU=>3$oIMrXU^>0fsFAH#e{3}mw@9Dl*O5P(
z;T%l;WE1GiFS~ROKSyrnpUtB8k2jq!$W<jwvVr5O!y#7kDCSJ=be)c<FGM;|<$&<1
z>eG5;2&`<T0Nij>w=`H6v8E7(1PPM!qL=&ks&;~{$#ruvy|M~=4iD<PPQO$$Td<cl
zYWF=Jd_GYfB&GyHZegYR2XvA~bH`CH`>!>ZIC{bufS;6F4AW6qFOKx&1jKT7<?)hB
zxSnnF3<#Mk{;f-POe~(PHL&vk(<41;O$_($8_nbpzZq?o&SuTq5`%9n$+8{l;YnFm
z0+h3(^_?@t_QcszXWwxYWuZ;+8Dc%l5(dePoXP7TmZFj@lCru~TXBK37<)j-;SH=p
zVLbY;gz>nD!6X}(ax&|0FZ5RP<XUmh#|87^ghYa5c?C0+B|OxZu<`WM6y)1L`cl+i
zr>jBuvMXZL>o0YmeB4~#Mjq0Q_*x2Pv&~jVrPQcT_;8-|8O=o(WNUnr@A2h2;b)Og
zyX52F*Ms$??kMkokI#IgT*zaKg{i__LBE&Jlv;jSSAf}WC9wZ+L5qGq*Ur=u#;SEF
zSASey&ltX`f2q6l=Bsvz8M$*Ps>rXn)8b9{jb*Z<bY_2<Lu%(O!fVw4w0z@ETZ>Md
z_(NH<uz%BO_zNvRf0`UFvXR}FBkWX}|BtKa9(O$J7fqG7ChgeR-t#rld5hmpwN#g(
zcAc7kzq|-=A09)0`>2x>bla}2Z_teHryP`qox0a!x`p<ko%zct+CDWhS2;RN#$%m-
z-;u>;<G1uvmDahvuvbGP&BtA8&L4RKt&-;6mrwiQnH9)0l+f$x7i(75+SC`Qbi!$s
zZZ{!)T2cP3J5O1S!`?Fzh2d`byCnSLOB4Tw_5%ledk&W7AF!pY(Z9IOEFDD{-bqK+
z8S990%Yo+}KUavSTy~vr3BcCDR)_Zjook%+%!_`cVNXmDy7@@{*zK^7rmsO|2FP99
z^{sOV#9XvwjlA7=pfG8pN8F?P`_}y@Ns1jih{1~=-kKviPomwsbh>1+-csL;zcs(|
z>+6157bDciw@*JO%fxH>kGy}F+_+CA9J7^1O_okK)>$`t$whj_6m@1j>ez{~g}UmT
zxnMB!G<Df#Dslhu5!MCgM@k!6G&%mA@;<k&qim)+W>mWIqR1Gx3f>q5RZ=E?d_Ha$
zE{lJZ*go{=Owt`pf}`2L(9!EX5`!kz17>%<7kV8ZEt$;*p1kaL`ODVqM(Ht5L3hdb
z{VzdndE7wXT&LXx(vWL|!3C8HcowGY@ac&cEG=}O)Ui7yl#uTivubUaAC>U*CN%=z
zvhz6Nj?&SK)8}PZ#E<B+(PF=+hK%Y?&|IjPi|-{K2NYMmI;m4BSNYBZ)3U|GTyu86
z^dVb$^p}X~52MrBo_5(64j%pYi?~x}C}z?5bTQWk=dZ)Wc2NFIRJufs+G-x%x23>k
zrO0I)gyxXuTG5BM$!l*ygoYK(TN6O*_`_}C^hzn0x5s(YjHRz{Cr$4ty!+ucKG=5c
zrE$iCR%O@^%k!2LL{WjNc1TmM*B(!vzg%K(u@tc`uyI;NbX*=db*Sg}u~)~TU;2T(
zD`&!=OFlk~lY~2lYf!$ouC=Eve$49@d|X@eRWsl2z3o2t2=%Az^Lsp*BBJDAtADpL
zO?P*j;~dil)*)rFj|{{Ll5c{4-%o|oIueg{CU&RF4CwjVbYcP5#}W33d}RHUXECt*
zL8j;}OaUdl)<({Isq(0?^ROu4;n^TvK70a+|4IhtA-ly^aEd$Sjc8XuMD)M`PyJ}d
z(qkgK+X|O7NR?2fZEoP|J2^V`OkukM0-S18P`|^c6v`S;BmdeDpmNfJ+EoWLd~MbA
zasf|&Y+P<JXt;*qmx%%-Soub&|8g7JHl$$VmuC(UGW{aWGFE;{nBn$_3gCY#>RBA@
z;6z73%iEyOVvPax_$n#xDik-NqP0t|8xQH&WVwHrgEX^}8VHN#TEd&fS6~mPY$44k
zh6&1(#ljM>3_-a93h_YJI(Vch%pzoyzB1jp2Y|^OBJ@E~Lfa{rwE5Xqk^16ak>j?!
zUaM8~s@^)3J?+)uB`sTUrf{8=sm1Wk{w^1an*mhta)0|)R1DgnN1NvqU}f_I`Hyzm
zb29g%d4fae`}a2&doJ`<sE1FS!+@KcX1(sTKA!QM*M$ZB??eX@Ab7p{MaET=C4C8S
z_0V;*cu>tG*ciako*yrG4Cz>sAJ0|*6p5fu(bDtJls!ty2csAiRdnpRHLRLPG)RGI
zVxram;Kf+AX`=NwL6*u7@L2CRDLv7Zm8fW6Os{HYsWyY=9yLlbo~;AI{UTurCL%%c
z!VWwqrl|yQeWn?k)W?YGxJ*}|(?rIjSo|u&js>KdyXR)WI=GY6#+%tJ%1Hxm^};)0
zqfcrO1^QaAPAT+fu$``g0%lwl)f?~vC19SZLxs_X4c!!4#3tKh`zV3~Zl0&%PNdH#
z{ju}7;i7aX+e&ZbZSenqbgi#9VbuaKrZ*C!`_q{3tU<98AV%V_3FpnEz`jwCUt_aa
zi8gyYD-xmWLy$B>N3aBXlQD1b<*IkaH|G>mcggte^A5lN&iY7}1AVk95i8#PP4l9k
zG(}R`Fzx8x=FYbrJ=|9&@e<s(a^7Q2SH02_Q`P;AhUj@S(XH`qW=QGLu4v1*KkpBp
zWB8`($=&X)#)C#m##Q}Sy;MqqQ~aR|zt`^KzHlzLd3QeUYD~Ts0)njFn=;O<1nwlW
zLB;U@m!^eJdMLM#ArnV$T>TK6ck{o{Ynuwks8A5DCoi=-2San2BC4dLgo(R1nmNt_
zu4^I72ICv-NlAH#YC-Bo5gyE?w(A#rlsx6mg+%_9aMSL;#*XUtvHzsn2X78<>n8E;
zDrCT~8R2}+hsrs0hb)q!7KWP8ve{fD+pIWQ!g#JN*qHROKtNaPa~<tjFxh~BWC^XF
zZwZiFGg8P|mVBRMwx2<K`T}<^08Fvj_3gxRbDnRqgnkcr3`Hzo$-C9<b?tK)@2mE5
zRJ&^7{b?9x^$AkC0?E-W<H>6)t`KU2a!}qW{5muDPZ!@7b8)G7-IDR(yj0xXC(TJ+
zP(lx)GziJ}+T}gw77uHV&++iO>&SBb%||lZ8s^~Cytms}GKLG)#V{u3KB`#>VMpxH
zt$Xk>Wxt{3wWw8N=`-#sob7>pH$G+lpAkGwUGD~4>XQ!kUNhvZi5qJS83rmltE=y}
zuLYUbR`{*<!70P`P+45s7pvW|@5$hx@yT`Z$v#G*&CA_&w=S`LsdIK8h2u`ges&cu
zyB03X6yevl3zEMyOlWHaUe#XA=96XJ)h$*CJXjZX46lq(KQ-&D<R3V@Jt4Oq|CUZJ
z^r$^zLOHPhwyA(T$7kjh;}=?MhK+K`(7ZaKICW6#{S!I%P{TnQXe@F%zzN<0^zV*7
zBkeqHajz2|<^pIcuxRS+gv8M(y;rFcAvq+|3T^xXX_x_+=uoU+gf@lw9Bz)J75YFy
z61+)%PU~t?pIk2wDvRURA3{&UDd^;w+FEPbLa7)@b+cY!hB0A$vs9YJ;?;Ssg9<Hr
zqi&ec$?i6l)CFe&z~%&#q$pV2(rz$2np669fcoDm60!L+vmiG)O7ayEwi?!jr`bai
zmJMKRC{GMG#-0y}JH+gTwCF|^@1w27foWtRqja^{If&@UM3FGQ6TYWT?{DU}CPE2t
zpcpblD9Lc0)h++kN)NG`i$dyE0rG-b;Kqd6wqUofQBu2ln+b&}Yzu|2=Cu1<=`mEO
zSnR<SXEh^>fgo6UG4CPb<v+b7JOVmEMHVuty7Mi!9J0~?<ox#Mo%21;M##4bb-^YI
z;&GmtgpJbYFhw%P5J2iX5QWZ_>il&u%v%!uVNGZk#j;hN1e<ZHRYlOAFeDFyI*A3_
zl8_#@{1u%vz+?J8Hi4m$g(hrUX$S0!_N<WMxULh0^tPZ)`;)rW2NOE61nCc12A!ZW
za1hdldDGY2CGXI4+59Q!5=0~9`c&`WF=?3xVA1K0x6aQdr2(o*1^xA$=z!q&5v9<=
z)(YTsQ*1eN5xH!GmAxAY%1zK{lxTB*;FsrGV6;F%ByXR^p)cS(pNbi-Q)&n18Baf^
zaLlVrKUjZeMmvgj2pa=u=86yXKv^YcpcqsE)A7v%eTj_evr06O>3_{rMFpBOTIj1E
zUQ{9Haz?Z-!@;^nNEV!u^>)^HCl<k1%ISrM3Q&LEG+Q;*G2DCQvE1l?y^fQ}u2bmH
zqNHXVz#)cD#Z`?XlvTGSjF@4F(qMpNPBcwOsM_OCj9j$oz+mBhG>TP1dVI^S62YKZ
zDz7|_-#4*x`a-@3^6S>gtii?}u;I<hR&I?DpZ|)P3Wzy(&ljdAm(dpi?+w+(2JV<s
z7uwukOEr;BH@@F5AJ#tD;*IP)Ud>*~!MyzA)^Obhw3oYqGk}Ne=r2*4t^E5ZVwmwg
zIq`F3w^!CK*;fuFcMGy%n1r-&Kvw~O!Wb<P468V*o=E;SIZ8u$fLr9vY=AqS5ly6Y
z%#(PB5<|>(bR253^{V&=tALg}lMmS({Gzp85AI+aU}Az`kkLD%xhpK_Aj6K*Ys(|w
zL+IEl1tY?UEa8lIxglME3=*+mMoZMT-$1$BC$;+k`;wcBJ0vLuxvN8I0x<9`|J)rl
z0djl2p>Spbh)Wh2Y7N3Kn-@WIx)f>NOa@Q(dj=p1XL&i0wCm?>P)XoK(ge?wyE>Y6
z-v_x&{3Q>xNB0uuxd~q-8+!To188)tk5b(v>TkcjU`Vp9nQjP|ZEHx4{@crQHIvEY
z7T%>;VSSD@MB4(bK^VESkq^BxbCgsza9<h^*-SmwDzsM&szc}WL<1Dba>1FbSAXme
zSno$4Su2uMAn2@`qN95OPJj(tb{4tGmScLe@j}4WsM$1ogL$UN#td>UYSC)yvJH5w
z(8f{rYan*q23`*m4vt{xWc_<3JR%{3g_%Saul^~6!f3)!4}U&}Em?+WA{S3Kow6HX
ze9Ts-2?4GvLFD4q4*0Ld@kxfEsiiGsFf&u(`y{-lu`~isRh=JW7zX3p$srjZ?omsz
z<t02Ty6e^(xVHa{Fxu{i3gjWyf;#=zisE7$99|8<2Lc}Baa0pG^_)Jorrc^LZx|ao
z(^))zh-M4Gc|?DZ0PW{dIQENW(+@|`VJu!~O=MBf$y)Hk4R{5snycvYp^wVon}3ou
z-D#VpVw#XNR}mG$vZa?7p0a3z!Q!`Y^*`gajOQ~$7`&!?uWD4t;gz}}i{_2-T1G7$
z&;_DM;5`a6rq7T%yuQiun#^GHMYYWNKq!epK~;^?ajIsuG^knPQ^HOe#HBZkCodAb
z?`2z{gbdGR5^w<hC;_%oB69Kmn79HeOji-#u8EpDL=>d^Ox5Ds@QJ$ecua2}kFpu=
zZUCi=v~%@-uZX?`aKmfU)!u9iUpjtgy6kd23AWA>ICQcQOo89$DJStVs0hY-94x%?
z4+JWEX})F4wD3wbkquW!J=nDL+x(cL86gZKfwXN)0oZ~yRUti?Pfn57_~uNZz;16q
zf99>T;T^#28^O|ykb%r(xkLRC@M#(lWcK$9P<1FVYThiV{WH_yMQ6_l4&a*IM%#0;
z@8X~dX+)w?R!*TaVBhduU_2BzU<(tMO`l|@`K@Si52lx?bZ$IdMN8d%!np6>W1W}P
z&<C1dY`?P>Zkgtze^=uBMRy!2QvaUxdJ)oJs<%Zg&U0?bw)AvaLwYwNF#i;Y9P`-+
zberpYdA-(xT<Y&<VZ8&nZ^SMPU01^HiN$2b&vw4uz*V|cqW?H0Uv~($+1b|r4|uR?
z6Kwg;nv&6;zqBhFefDG6f(0`SJO(&ynGQ4~C_sL)j>W61YSn&(r$8i<H4YAu8=lK|
zFYRzMN!t`FOoln}6k&?%S)gDF<<CU%*q8&>@e->24#DTwN~Nlvo>#zB1IM+)Sag0q
zB&J{kwS@x?5O8-tY|P{;AeX!FU_jF*i=Vc-FmGLw(p=0NFwX4dDX<cPg>*rgtAF~M
zK~+taUTnX*K(bcPv9jf48v}Tz5U@bsXdt3KQ%$P@1Y({vX71{dsNM#kc~RWxOfBv>
zUE5v^bhM!f%La1NzDG+xkk5hX2S=NmS(E&^p@gYE2o`kiqY>A(*yw_dR6;kNMH^4_
z0ovs~RE&Au|2YI19a<pqad^_-YW^Tu%z|`qR85R6PuWC1qS!6964m?k{CF>fndVBn
znu+acz=F{L;A>3kC=L_mDIl>?B2{%ebBM8A;ZP1w7X5RMd6XofWC`Dl!~xVFf*gas
zfo#n&B--<@V-jNCN>`wH&<8+ZlFXmbOL1Q?y;O2AfCJL23Mg#~z$yMrz6H9xqMFt!
zQ7}=pgUvx;875%{IVRRo#n1~7;E;i|vcmgSZVny>T`A#_QX!Tsq9<R>6f{1wfv19X
z6==;Sz~8k#?^c*jAi!{=1l@ATQ4RiB^0QXyQx5h_m3b@qr@^pK@{lL*c3R;}0+VUs
z0+O#xw1Pm*F*TuOa>1->_t(0;II;~_5WdLblOENv9}oRSHiZskmhT&&B1ql9L?(cs
zZO+@A9T{FFeM~5f25!%eYI!i>3AMW9U=9O7Z!8i89-k}kQs@q%EE)y0G{Xmmo85zT
z$-*I_T}Wt7OR30_EUN&5kUYTai7jnXF+=KO$`{+rs@=p2-?j2OU3Wg2-Z<ft`$VB*
zyRJmy$XY~9c(GmjdrFs%a7NR%1AMvz`xY+XGfQAko|YUWt&pC-=@i&@LAKfT{pf!r
zH)@@IiseR5cqoJN#;%kUTK09wx$pK_LIa^pu<LYB%CS=FhbGzAUNTP~7U5a*0R~0w
z&U#s9WihHq?PeVDLy3fi!4y85My*MPpS%cXvz#Zn6ILlM)r(joV%Vg2hi)R07Hn$K
z?;3y4TczIi?$+)b*MDu7(1nwkUUBqbisDgTT>s96=2Ch5->|I`XsU3mf{o5eoRncg
zj*Vv$QMg6U-9bP}Vf=uv)wkwu1(a9iHPEWTq$z9l$w@18lc(r)xUbhL!C>%A)ZUW>
z2B$;P+RyJSvP1gA3&_;0c+PO|wIYGYMYs5{o?9{q>F9=e_^*ITNu|X4|E?P7V3VI^
zf(7ONViq2cCuxq}mM?U2Ws7Sj+VJB-ZXubhkTVxE7eiPpC-a)#G-$uq^SoxDH*}|o
zzfPLh`=9USq&D!|fL@KC1KP-sA^Nadxc?@6LL~Y#UDeV^I}YbPGsRsLl9!}_CePIW
zrqx9SbzRy}LP<6>l*QW#D}{Rx=Ig%ZN;O5YfUGRD&0^@xg2_^SF<A0dC*gf{sNY4*
zHLYGC%_QO=!}a$=N|ypU1T0E}sw4yaqN#&93<TCp8>5>E9A^q*BJbP_7T+ZI0UcjL
z4<;4q{<DRE3_ow^4tZ>V!GYqzO*9p=P92BW_5q-GRCI&ISENhU4l&TBj5PrW-4GKM
zEp9@y?z|`gJc#Hv)yhOf@pup)@_&Fg4oIbw3Ee)|x%|8o5KCCC+6kT3>7#DnD#=Ou
zx={>3U<JG7!y60c`b}wWW6pqO%xAif4$5BH1`edoo2$;7oAg@AAW<l=H9-Vo2J;iO
z9HRCQgNt515at2A-bV2hIHjdYP!LE-AH>~#&HB#dg*IqbkF#q8i`TO{2!aKl6`Wpm
zk1&&4hWStbztXS=XO($W-Mkz8o@u|>(gk3Rr>3svCbdaM;b=B6@YhUYau0E26PTMI
zd1buvc&0FNmdSl<MBkn3#`nxxK`{ln0E-XNGimixb&$c~r7%oKC#R*I0mz`nB1d-)
zExwT9Ye;fOpbE`hg=tb?=bSQ9Q04BG*)O@>3|%djdlG;L$J9aZ==u^zSY4+D1DX`t
zC`m*}k4%(Q)fZZ3u$8a|l(s%^CFbAJiSC8g{0|6SH*cNpj$&Otr=O>t1X{M!@SWFk
z1{rNN59$}J2Mu}<a4td$Odb#cH<5~WM&D&6H1{~W^R8(X)U#j*{~JiGGVN)JMnZ=1
zH$ZEca-0K$X!dVJQRQ*7e=w<B3vy?6o_KTVxQ`5(_sVlTxRc}b>aE3B)habi*fhl%
zbtP8*12u@i^1Akr1R>v+c%z<quEK17u#kpEUri7%j(ljy)%zmZ*<3PY1>atqIw!?B
zeXOlYGZRrt(<*3x@@@Wb_#s@TarIqyW*<+>O={44uRbpmw}`7H1Toa^ry%mn>#ft5
z(}1UEzilG6ihYKKmyo~9ZIl6g$GqvvgQn;Z;sGE^SW#0%P)L1D+#OmFL>Vp0(a!it
zga^OBl1tT9pf!uBM0-5_(2x&HU}Q)i7ep5G+EK1?KwR5!p#ljvw{j8{QV?QB&N;yA
zesJIhZ^IW;TPuRAl)=<L?&4Wj-eJ>fK1X+Vuiqs+WxOCptkEL%#%(fB=eOq_PY$*V
z73e!(r1F@u0mqjvNx+daNXXA>4?{;Obt@C64zc~Mz1+O4v>yp>8^Et=2(YM^I{<|%
z&wVQrf!VNy|G=gus4CS4ExJ#{DRl{n6qo3#t7jBNbgixo4xP|f<*luM$~bpYeA?+?
z%{kWT*{w@!>c&Ys7oYS!JAc=OMj34UFrG7Uw?T5a@1|~sCAsYl6S2|eolb_GWJ<h<
z>b|2o@7kKu4VzLjr&!DS7xl$S`3gon>ygOG^5y*JZ{B#kCYnsFy!8xhdGrGRujSc2
z`_v*rL3$vEHD#Z@Uj{#uu&+P?(u1pGftB)W1#SxEP~TInvJwN*?BX1|#ve2Z6jAnd
zoqj&$Sq<PJ0}RUCeyH3(+al>x&Vc$D242tWJwS!<dZr0YN+zR)g*_O=Ir)9-OEbBf
zV9+X*$(?eb&|_>#pc9X8vJy-?iY$ieDu_6Ot*=_NJx!#l>6O_~4pGQPS3xzai+6o-
zG*isP2coggoP@vGtGbJAQWytONLr8_E1=+8+bPU9E_1S4W&gIX<@N7fvNR2CiEssg
zD}ek-7KQe5b7+a=#yx(jaEesbJz#}U{0&Cr144)*sL+x-2*RQTEjyTE-OS>3`Y>CK
z_8g_Fr`ehWkpXdDknTB%hu;W}nz*00*#_WeQCmeQ`(V>c@A7qmLDrM0Y-Zuzw6hp#
zx7^flEnA)g^<C)p5SvA-mj9wlXpEyt<{_l0@m}cpP((L5q&Cej@mmW9>|6o_S?;P|
zaS8S9dbxp;>Rrl4?prM0V+ja&0IbsYD7J<y9#o_oI|pnXXN)rYzD;?H9~B7(#XIK&
zp(pD!y7qs)2{qAFSDunL&P6nT=SwwLUz>!B=DLR$Pp6`6dBlOgX|7<@tUMl}W0%l?
zU19NZdN|I8YBoF%b}mRikU^k@4-o~3J#}ngN|>@t^1Qe$Nj|%Ez_hoQ=WuJ*P%l?l
zEsM)M^hEP`qGk|Cp+adoaC4C8-^GG+q*>-xDgP`K6nL74ttkeaXs5qd8Kj{u0He@j
z{-6KV+$HUdZYL<O>v*pgD~;)-#Rw;KAr^;wdCecEq5>AUdFOP=L#mx%xHy;{1Dr*m
z3!2I>iR6cG;(YCi4!yBHJR;+p;>XnwD7A2$i6*TH_VT;j8LBL?by>>CtrW}F0q;h{
zMh6~+W{tJ<hL@rrnO9$i`lJ;%x5&9sJL}@aU&-4X+vz?8(>L$xV?DoV_8X}Q{W^P`
z@lAL{RxLjyp3@un*B4v^^rubvWxo%2hO~%(61jJ&c_2BDreeKj94421>qGu9pDcOp
z_@l2pe+`TO2Rz0%myA9-*{S%<prd)=g2p*}*I^aEx)L{{kjlFnlGuu=d1vj5x|*ga
zMDr?Y{PAUK5$i+N=!m2f2{lw@a1#-DH`drFBqCPok%vW?kF|jNxbz2hj!m6JpY@%A
z#e@F??$mF$89Z?|4->fRB7K_j>G2=TN-@S{@W+kzBMFU9z2gJfE_@m(HzssKpJwfA
z`sHP+EL3<`^MhV>KsQo{c8bWUkV`R$sdV`^EFfoAEA_ODw9|Hhu_sXB`TF|Jo=f>z
z=OsEdw!Zr{bljYs$_O54w8r)}wrHa&|8gu3Eg3r{DuYpUIWDo~$EEBhDH9b6W|_}r
ziY~W^Czrhb$aZDbr+D08<~B>)Isf%ceL-7FuWR?5Hy_|>dXpX)7<x6G4I{KKDQ-b-
z!uShB@nyxCCR4e?04j}$F`%E#cvviNxVfwNVX6%6e$cLdl0TtH)Q&euMM=|-DcS6F
z=aE3Cc=q*o>X~}g_lK+G7XIBi`l>Ces#Q-uqr~FeBddlF@pnTjb+bYy?*0{t>C3Q<
zkxGqfXQ+QgNz8}}n@M)>4?Ab}0PmTVHY=eVov8bBen+n3SKQ(Fj;@ftJ)Qs05dE+g
zpCVZMKA+$k|436G6u-|u_R6(kLs?y?)=OyMp#)<XFxRbyzyB`v21UOYRz0ZAqH+wJ
z(}DbHY7SidjvF;Kuz}VuELwd$JkKd-@%@Y~=b3B*m4PDWRDl9e2iB%)G^`va)yORX
z&jk?yNn-^N7^y&LlZ<5XyXO>estG1XnFlTC+hDw!$x&J#WSpu_atWHq^%4#*#_+DT
z6!U;g6gDth(4Jl|iQi&lN_+r3bb6P}$%Ae?K(I7#T*Vq)9wPXTn~<r^js1~i($_1-
z2PjANz#r_Ead^G@&PHP2vH^Yk41<HIKu%_nw3cv?qY79|g=UB<XQa)-4(!ID9B1|Q
z@RIACx6?LLhuW<Gd8v9fg2R)O=UPxj&3=0ly}u3%!`-4r!ApTe8=P23CVsO7f=0mk
z9J<xb(%&Dlh8EyKJt}jD%T$?VgsXNPH*hB6cz`L2HH>bhNt;A%u_~o<fqPr<5ULd~
zgkE*zqbD4o>$%mjX9<f|@}TI$-tq)0E29C20xR{aliB2{$uwe6lRWaM;f0s_543QD
zbvhIIIzJ3pWqOYi1cs$x&L+a(7s+i+WF<_(K~65>GT1qQhKfD$qX};V2{>U}6B|hd
z(U8IPCb$NOn8xpb6~R%sK;0xl+0@hAypDiuLla!3@7xv6+NYwot7z%v$<0rqhot$5
z>u$rTmaFq=Di)%5a^-)jnQgMMz!d1U`d31SC-muXr_?fI94#MN6DFHfj<@KF!h7zL
z9KjBZs7UN=SKy?Mi-|gr_<y{;xk@5RrxR}RdQl8`A@jujN?CLAXc5?@XxB{jA)E>l
zT#I`k4P|Tkrd*k2P!QL~JrX(VESS6hpr|=f1+U`}1d*G%%501%0r;n7GhYP&bkS(a
z4-z!X>Z6(n^{+jk101c8yQ@&OHE&TxfYp_%DY$bgecesqij%sJ!}J>*zNOu2!48Ql
zLZ+X^%JXQnTcK@2%)gzm*6w?e0CHT@Jb3L-ePmJ^*k1GIALTe#>UyA^x^dMnn+3jg
zCe}^GIQicuSDq;J{9YHkSOo8dSN-{Znjla`SIx;c?T!~p^wIc3HNUgYhs{5?ZS&*Y
zqDSB1zb3Vm*;(O-4Z8~1S2h143i@7m?)L6Tzbo6f3#aELzD)iys9)6`9RKCz^|ucK
z+BHSGF06kWj;+6H@is@N{e%7k5-r_u#wYCNq|0Wq%hPKQ;!=vgJPYt=(@evJeRiF|
z3S<7F{QF2}*dYTP+LKQbq~K<pt16ffu(Tce<hb+BX5Pk%-$ML-18d*(OZ+xHKJWa?
zV^<y!ny;l5pJZPqzxlFHre$y}V*Z?+#t5liXMEi8oAJd<_A$J?&bYZ~5JK*+H#Pb_
zs^t5lmiG3R$FIM<v=P`Zyym$Vg_5|)``EDeu`3IP?cU3CayqD6(bc%tB{8HEDXlTp
zeA?TFG2nC0KgYKmonANd3LTnyK3lq~+W;o;ku!U)YMxr)^J&6Tiho%AVZ!xi0LPc7
zu#7G9s?{T3F4)&Z84-r-JTk5O)2cDpO2hg{8ZaAX^a>B6@>-*M&=MnGZcgQ-%`!;q
zw26mzQW{>QXVjXHcl6xG{QVj_<aXRW^7MP@?W2b(M|aAMVx*X#Q(qt@AE*8fUkM+F
zI+v+mZ47HOsW-%z-wr=yQcFE)DX}xP`A<o7CrXK{bYlg?2H)zRqDjB{&(YFQ;rZgk
z!-80HbdpuOdX7o#-?IYtD)^G5!F(*O&xW6hiX{tzomLKwJLQpikhe9WbJ0de$d$I*
zhCvB~7a(^okJ&uwe8vylxV0b)k`lR0vXyr2OZbpR)*oTPyy3&w+w&air@jiVinhHT
zOAV9UXVY8p^myHu<36cF;LyOIqu44LI|pr;Qen#-WUP~`18-|ks@8oZ_=bHnaZWGm
zvQlei7A|TgUBBcxse5#>X0@qtm5??uXtZuPS*BMsO4Tx8Lg@;EvxB*mHq2}wsDu^i
z9JF4tmUmdArGfF4{FDxO2n}?7k=Sw(EdI$tXMV8h-hwB;XjvxiV^~L1T<LEoZjWF&
zQb&8oQ${MP)v?Sa#Op=mQ4%`N{p%&-eoPX>XFiRBMbQ<CcZY2Oh~%GQ{Jc2_6<*Q{
zO#xW5sE`YTZ(fx~##?9q4{&UtkB;z15Prr2OR>ozV<J2Ln(2$1E~PaVF)=Z36-S8L
zY3>Iu6}+{yg?V?{Wsyv@M3im~oCcQ$eQQ<b^$^crKR@?gy)&|`TeUxZ*hw#Aa_q>(
zKQm*k5qr`v(ulnIR(w78rc8g5<e+`vL?Zf<+(zj}8*f&Btbzcx0>Ii?+qFgY>>Q6f
zzIwPa-fw(S$tJtUCbRYA(nAbi7RNRrYA0$($)#mf{q?|UT_eM<xXr%J20()JdCOE*
zidNc}wcQ7OF^Rz44~h=0BwUjCQ~5rBt807_W1VmHGWT6T<<#Zhsgj0#7-<KW0`b)<
ziM?B~QL&J|rHuif<;8EaAFd$fqUoa3BoP+Vwz$Sje5OWEd9~+O#U-ber6hJqUi}T}
zz<W1dQ7KtfRDJ30*ZKmHAEe=PUyrB_olYOgO&6bjh1w2iirQd_u+jq5-b<`4VmNMk
ztKzA@Q!;*B)bl$Wets(Ec`_A0M|$?JwN|TXCOdnf=D_z$ciekh(OJYE7@7g}aS%Fv
zk@hO&3-!(XiFM!#u%xN8Jt$ltpzP!4Fmkql8i6N&XC_e)P~b!xs-;j7QNx-cmM3=h
zkEN3^<2l1KiSPn#Tb@&jWCPAMh69L`#8C;$#FkXTvXy7Gh}H~KaD-%X9)%Jj9wj0r
z|8n^zVeI4UAeH=yNUXw5gRFkxP!?b?SvYGo)d7{x@9parR|O{!^>~!$V2T}fls)e5
zjT=)*X&+7lc$iDN(GE?jZNO?le?xvC4){b3Nn-Z3bYXc94GrW}0y9+MCAm;eg+do3
zNWH&LQ}UAlhmAe}O;jH(fJv&8)J#aFkTG2!M6Y1Ly^_~!BGC?X$JKsrdYd(o|LzST
z)sOZoYVru<nfx+5i?5@dGI&=bTL|>D923>)J4ZEWlc5W!*M;I(C{zZUH?Lj6Y&nfr
zHD77jde-N!y;%5)szqUD$YPu7O+rtFvTi*qiJ4?6y`Y|xVa_Wea4R7oC~D*B#bYDS
zj`LeYEWTDvjH|92IxC2wIbF<|uhdED^Jc{T{+#4U?Ws*O{wie@=ts+%d2+q=r@~+^
z@H6Y}x9feJW%1W>;#x!Vo({@v;|>B^(_y1L;OQc^ksgu7wZ#kl>G@&(H-Tc(T-QAD
zyjp{_>GQq#wdLduq)A0bbGS}{u5aGR4eoGp=E&XVpEtZDEQqStO;r*t$cO*BTr2!x
znY3AcT08Zk6j<30gzio%8$5Z<u4tQneLKqTg6Jp7V9`Gg%Kl5oxI63vjdgRA)3|3;
zcIhQotI{?!<B0#i3kl7#)wkMKWT?Xr{3Hgur$d*O{Sd+lTLP1K{;Co&LHFaQ?jwc@
za?!^c$dk9&RM@ppEb{SS?Bd9$f66C55#yzPrM><sSF1|8;S~yFG{0I~JneM}WBXA<
zZMf|3mt!o6uM!D~yC>71rZ?<4^MT>cSG8~I4fgUX$sk8+D<>~Rcal!IXDwlG9HOB+
z^qs4`l^(b5Wdc_w)EXHlFpdg3hsLT^bCZ}8#j}-b#pBQALdy^`C+fQQpH6@>$b9F+
zI2DBZQwu~?`x|zVyP!Ddev}{qD?aRNw|yfq@@bY&((|W7@*TAa+#|zNQxVVflP2n#
z(xcUfGLH3#&swWaZ19dJS!)f)iaOoWyioSL?4H0vwtn7)8f1-YwEfMs_E#=&|39ZS
zey%aYYW4q$eGPPtxY4g%ehRhyf8LZ|em=Uw)AdHOcdgaajH<k`gd!vq`Q*Ta8Xux%
z!3sS&Ptt5yf5(NGodC~Rh-5ipv6+n=0pmH_j)xd@n`qff0G7;EYuBu0QgHx>GMX!F
z3y4H-7XLC<j_C!!@C2=}(=*bC;-{ilMD*v-@r-k&Vg{YaO4UE*B9Gq4tlTO0Ecz)y
z3qN9o>+}xbssQC2C~dL{h)#80T^1cXp0tXckXu#u_a8rEnN+f(Dg7zO#eT<fU?#n&
zZ%-=n=5Vdx?<XN}_kS-W6$AMrMV7u22c}k`PkjIG{ceyCmK7Ed620#AFU}D%Gw9SX
zK6YSGuY5B8i0`Gr^#+yNq@MGO=XCf6Z^V2x9seJ2Gk7r4v(4xA?Vl@i<um8qte;Aq
zACfUz0#+yk&msezRz;~*g?~&>UlRBk{b*4ABzxwbC?or!T>99^0ti8`=+ZV{)x3Qj
z`)ueB10TBCe>S`Ovu!}Fbz8^Jkc>Ea=uzSyPzMs!OsS}D3UU3y9tfN`vQH<%*lGW8
z*;$l3Wmna4=SpQ{>N}}}y&ESzUFk{-or6m0PQ%)2F6GF8`?ceAVvl(InN^##>!*JF
z!R;I4^Zm+5XU3g5a`@JpQCqzIr9Y9N?&Qqs-$739E8OSvx^YYP-}}E;hTLKcOcC<$
zucD(V34hnQRDz^~(~4etNlnoYX{7IyXG1@Ft!7`2pw^xtdDj03&0mjwddY9llv?=<
z>!)=8U$Npm81M2umnU|`tio?h;?I+_RW6eITC~_HPZWf{9{K&l|Ho`LVr7hNG1;Va
zw*K`BVeNR+ogrJ(hC8D?XDPKOh|-F)y5xkeKeMfBf5ddL7gm;Dl|L&wJuzf)tg9v0
zqEYI+lqjau{65F+u$}<-q>fF=g4UCtD<fyHjF{|+SWf1-65ZDxuP@z}2wN&D_WAtn
z`|w4b=%;F0Er$qaksnbauqKPuc$=pF9if50u@Blnu%B;oW0@@ZD0sp{an#m74@yUV
z79PAVdBrp87;{}PfAQe%+*c^&(sgffm$o-Y15;|kN3kn=rDb~)Kg8BXXU0471vtE!
zF(3@jxBpK%8Ju6d3;A);#*jPH6m$CCFrT(+Lf$Ew0tW5fWVgD%`|YZ{^W1^RKzlAo
zZzddj^Sa-2ZRK%DHEb2sS28lLU-pig)V>IH99RlX=hwbcS0CfP=k==<%+4VpFhiBq
z9+hd=)qnWMo7b;+->eK+oT)n>ShbL#V3^*%sa(Vx8($F~C-*rlP$Y6<sO|OfyMG_N
za=vXbgzs6_pwo)p8f?e(uSVW((>pfs>*Pkf$mrbb(BQzP`Y$K*koo`0O1Cq(RMjvm
zDVu{k{{6W6%7F2{?m|@l!J!Yf9sDZwlKdp>yxYS^^9OvK9VNnEb@v)&mXP<=Vs&yh
zpXqU|n{4P3?0*-APv*?uk{G^w*Q6_N+sKpm-#ON}XByD)MMtw}Az~nck(V1`|9weC
zkZ=}@)Q&#Xyx{8n?(*$Qgu8J3wNAHOlG})1&l@CpYcO^!Eq(ey+smFOW^yJz_jKOt
zB7+H16I88ualh3_zgCHqN@c;?o4F1<){%DGS+4&BTKDt#YqzF9@kPd7Iv-d)V&2Ns
zRD4SmiI;e?ddcSPz=^7hirw8a6Z;;RsE78x|0Je5auX#IU1+}i<&4kcBmoux^96DU
zUEp*(=ltPOEP00<@#8!0`;WDg$?q=e3#v^U3~}%$|2qAvX}j7YV-mz~#uC;wStqWT
zq*G$loaYDb-+tMGusPlHi2jt~dM^3trmo5CdpDi_ib1Z$f(E_)`<pexCz)MKLHd_`
zr~e03ZC-R~KjasOUAc5Ca3W!~^n$7To~2S@V{^v6*YQlxJ{`hD{f<S1Mq$X0*g(tM
zopK*zuX&oxX(Yygp>BMlNu*mVAFZ#n&&%b3|LxfwCH;5L+pukwk{5Ky$DV$E$8G;9
z^a2BBA9P#Ut}MNXUFqKUR>XJkczKvVeEC>%SNdDV%OX^=&PsfH<sbX6=eZlphax$4
z+-LgLr!~}#N@Wjc$|k)ap{8a_tAWrsxmAty@slF>$rM$k{db&WUjkkMEsmi`UBAMW
zp5*E#&1S~VdVA@6iLv|IMs@P(cMm+tX~xKXmH83tVEg>b>?-VLqxeL+jaweQ(>N(A
zeEz#9FJ<$8z{2cjkAdopBY*tPUevbyg4=Hl-xqaieC?yAT`i^*fgPn1Dq!#Q4_3wR
zb8aD5l7FA_M}9Be&GT|1U`1s*JF&ImU$5)0y8Nj%jJbdJ@aW!vQ|;^IxVfyD3{TfD
zsqfS6TTQI=omSq|Yu@y*QSu6B7d_xWYU!Nv=F_z+J*^R=(!I)ZU*N}!%3Q05SCa})
z)Ea|&d=+Gn>6yjsqijdp?+m@5E5zR{$fbHxO-8>QHBl4LRdjeT99pt?>=sz(Y<Z@V
zw^*^mlND$WQz$&(SRIS+^4eOEub2R@CvF{#xkiV<f%~~qHaJym1us8x(P|_o1=LC^
z@=&&#2f>IhW`&I0DP%LtBU81<!4v^NtlEFsQwf9_D!=ZZvJbb^tC;<T&R&to*(M&|
zjH_xPHW;2%Ibp~^QAi&QjK5>Q{I+0GP3c^)G)6PiBCXzQfDXV6FwPxF{>{q#E-6~U
zr>4%}$EXO|_-4r5ylkUmdxWlSE2DCLl~W;gcTPb7Q)I6Q?mvLWoDj*<lGr(PGH8wn
zGLxkKA~$<EAo!Zw)eAPbg1SWbN)*R8gFLL-SI;u)Jy^F@MD7f9>wog$pDhOv0rzC>
z2|SGN%{<J~>CQ3>y(Lgr`Bj5(k8$YcDaWu+*Ta8_<pN<dSybNI>$byT#et2mYqmUu
zZBfkXQ@=y<O&(+3m%D{8`jP*F<EOT(Lk6Xspq^`ox^%-CJ}0hr3TOKbb>$ixOxQ;4
z80$MHOUxY65VQWc<MXY}IcA?zzaAIyl(n7$^4DJ{rw)#49<hIaE+cdD^tpbGlZHlT
z?w<>Q#Z@O%YMDmy2RxJUZ2qREFEN}Nj6T<iN#`_q|E#HXFhf?~QKdipisll}etBc1
zi@LbWT)jma?~~0MGYz*W8+ox;i*RlzbFrb6Y+v?>BBE5rzxZiK<y)&*1d6>8_|~*v
zY3_(RZm6M;taOj{pl@kWC+;-stL8~EYEfdFwc*sUvvA6$#^=#%v(QRRkd8^*7WYoa
z`xD1%EL`pqx6?Wcxdr2)FH-KE9h%0^UkLtLn>n(LwYk@?Ip*q=OxJst5Fw&}yTaYK
zOZeQ-;NH)}Ju(nk2Gra3tqb1%f(#k*>xi7g=-QXVNH0Up-M(73(`zM-n=g-jw#mOm
znq4iMykpvTIV-^Pn$$%O|7{-|hY-1PuO3+j@?H>yalTNcd{|V{SdqoM-Z|w_{P1b8
z3QQ_DIf%Jc4#SjU1{vFfWJr4Wedf%Q*axQACYRUvIK@|9e>2!#Tgq)QWsWX-TApcZ
z<?&NNt|F-eP0q`Ex`mRdJdKZurnhrfnd{b)Cckxqdk+QVdAfH;F4%tiAHaEeX#N}z
z?cac(`|0b-b^YM+_zb&U5mx;%(#O+2XRoesMyb4F{@0mWwHIk;Jxq1MyXMhb>;+l`
zcpv?hV@8kuJd~zJ>48)6@BmQvBXID=d&(QY&K~Y|LGkCR-#T`nT^0~Qfj*sV7_M%X
zEu-T>JpdTAuxKJyM~Q%UlSpJUi;sYz*?ar6;KqSvGa7S(3I`z{LGt)TZl+WSQK$$y
zn)7uaKSF1t2vg4DUo$a<k6R%($L%=gfQW*qxhs{-TI#6)aLf=QCeTeGeEfhyX;NPr
zpaxm6^h{dYT(<bU{qQE1UIlOk5sT*FkAFz#J8dv50_G(Viz<X{;^db(=7N(6B)-da
zLSO(IckM{U|M_U$#~t8dY(lrOvOx)dXtZ&a^GJKeJ*g$1JE#UPQv_kK=s7lL`P_?~
zL~;bc!FhSP+wx3+ooOkn7{rZqp%1=lsL=dtzqk`s+&!Gr0lEfSz6B9*pt+eVoQYo;
zNDc@BH~3~jt8dGqL4bOuJc<HZb8MW6pUn6uX|AZLu&rX)%#u80cs!dd$|_0WTLqcs
zUhjILH#s~Emq5Fo3I!0tiR%?b^+MM<16ipR2qZ59k!gbi+J4kcdE^y!c9Ts6I_9l-
z6HT1~p4BeX`sb#It<tUE#U0%fVBmsp3amt7dr+{Am&a5WT+H5IOS9zx4GcK(*)*%^
zO98`w9jM@z2rXDdiz`1*&t0oWg%^YV063r(SLHuTFUTGC&JH3sA0!I*uyAX!S`NXV
zf<%C2^ZMZ^7Ic|HBF^{V)c;=q0u2501Ub)MGeI~59MCbm6VC>mJx4T{1C!pI7h>^1
z3<R?s!k#(cbfj(;kTA#~ngl%H40opFIV+AS#DVztqaz}Ljd=uMamP+5G6294)}N8r
zkH(V<Ks~4s;0JNdFpPH2YG2`~$=W&RGyutdRLB(dY>s%Qmkgyq=}zjo1El~X0vH~&
z9+^ET8-dB<l#CEZ<4gvUN}lzHWe6IJxUdkOb09n#-fkB@wVQ9Jq!$e;Pbu6_%Euy_
z11|L~hPfL(t;YO}Iuo?hyh9`iA!(+#i=UOF2lcCS>9-PJ`SIUKsxk6oijz>bx}F64
zG{~iThg{~J)xetEthP~|%<9Y4x|+_`Oz=S;k$9HpJQ)T-tytoaTOvrxTO5_?R5g2f
zUdZ`&$#O^VKY9}av(I$eF_I~xGwsg*0O8F=q}*OyLeF#}GLADD$TYB^pGA@xth}tL
z1^{~fDyN5HiX@ge?IwYT1!O#a6toMBx70N+woH@S4=r**R?dEuN2>j)9JPhSL~*%?
z6+|VZ8qA0q?Ih$J<gR^bQJ{`;jjPOCKkCZ=0QITp4#!DlBTWh%6-;;QP-+*}np|u4
zg=XE*?afVNA^Rc#x%a3w(Q<9kt)_(t=Ms#ALfk~w_qLb1X_hgVK;#w1KMIZ+bnBZk
z2bRzS&N>Q<Mw04FIX=-Pv%gQ>^!#Zo(pI;)id$$0JS=C1`q5#U&=`zBL;;T+5mE=*
z;d9C9RkXs(Y82b~IOAwJt6UN>)}#Y-=b#iweqNZTJ`Y-ngKg_T8CP7n7^?lVo@&&?
zEPZM}FP_+}Ugm`xj&0k}3i8)q_^eml{#EN&C<VNOrxoP{f5l`y0raO1q0sf45u0fK
zm2<yL)oTSGXHQzPRDqCdHL%gK;lYhUPx|D4n69F^j}8Jg83+9`Kg?H8Tf<@{xtV}^
z{<OIQnodUomm?h25-va#oq6v~<Dlk+A(-)iC;>sq{&ZvJ=|)aXDaTCmMF1{o3FOiN
zfJS+w!8~Sw9yrE-I#Gg8r8Eq1$3E2K$E5%?a@3~*NjRiD9zQw?h8R4G08xYZ((*c<
zDFT7hG^eIb05q`ZDF$)JUi9W&#9;AARD;%l1_X|@in~bN%_AWrt|~=b0qaZ#<c#ET
z+Kr&|PCYrO$Z~rMKtG%idQ%Z|l09ibBw&hA06cV{1mqqlY;~nPQ%^h!08QL<rhLGY
zj0$lB9CfC*Owa<V^OACXDSK069AtH;kO1a@0fI0n0AtpZJaJ3TIHUtf!vWj1D9&&?
z(TrddOVIEr0f%-oKvUP&jo_SdPCm52Zy7lhx!}?_Ip>NBZpS<d0C5DU!RDKW4bvi&
zo(LVN&l#iw6O5cvU={pmATi+53=aPQg)kqC@C_&!7^uT2IOG~rliw78X^-W`af6z9
z?dwROftp;CKn@g{Iin;VX$To4&;o!I?xrw31vrC{b4bMGV9)?Fw{0K*a5*#<QQnny
zf^c&{06AaBnrn5Z1=@Pk7#}l%k?%kN2NVF=Jn=`+VA6t4bNFI_8dMNzp$Pd;YJX0q
zg=zq65Lc#YfQ_Kz6)SPb>?$no;(!q{;2M+eoR0lzi^Fa1MLdiUXaG`hNfcp80~sfp
zP(jbFHAW6c-ZTK4a8BXYl#|9dG`oQVIn5-D5qAOYKmq7L;Lxf7$vm1|1Mbu~I2&jH
zWm34nrj^J99+Y6`pT?XyIqg6V$<8s-fzzp=oN{xIT2adP=713W%w$t=K*${_-0_Y*
zsYXu(&;o!+<Wgq`u%K?ndr};nf+zvSaxqJe0@8DUcTin&0iX#79DbC-Mov1@)j;RH
zHG$6tfswhw=A`$}6pS|^2d-#5kUCHy4^yAYlbrU&Ik-3;l#HZ|b*2J7cArY-^!HZP
z<pT0z**S^&3h9cHrwxOSGg$D!e--mIivvV|h!2{nJpiq!NLNygQ&LzD{PAJdt!hT#
zLmOM&MHA=v`ZYnQq^9;a{?Cqd#}A%CrPdJ+o~BDvC>Z%ys?fI!m+cJAXst0ulet61
zMSUgBy|(*!{MiTalZtMRR9GoUoe=a_>M8n=R<e-0ykK%!I?`G&D_dMib!yX1Y-5ps
zgVw0nYKHFV<2JI!!>M6U(&mm!c_WJD=J#R9syZ=osLH2PONGh#Ffz0>wE}ysR@NKe
zvrLb?oCYbu{AgWUMvR!`F^LBpr9rBj)zqUgO>N~7{;omK=TW-e?>N)#U4Oh!S`rJJ
zwsS`%x|r}&wkk`QZRfTta)@L90BH26w9w|;62!5b{nb2Fx2Y3ZNF|Sac+Sz((&{3u
zji#S%<|Uv^w@|Ith&0<+CY9o54It;{=~-GavX4=51(n2Z!|yh6ine~u7PQN{aVw6T
zm8xSj?5&p3Sp=^6Im?{ltiSH?!FbO#kEcoH>T|{RmXkb$Zq>4WU~(xnVJC6D{Y50J
z@>7F_z#{~EQaffcahgnKWT1%+1vnU|ILwENdI6t$!R}~^my7<2=N#g^gpzz|_}8%C
zkMw89p|2hQ{{X^fKt21@k5RpkU$XxIk96ajwT>#4k=qLM)3sZd=0mrxIIPecJ|6!7
zkNFS%GC#~$OI&w^<eciWB%okINXPrjU5#`>SrIMFtQ=9nrGAvy{^n|l90#T;tH&mn
zy*P9f0GY_7BxgPPQ-@PbdH`IL&~Zze6Ti}te)RxI1vhp^4JrG^fj|Ml9dSxOl}5EA
zebt}<XQd+o)f|NH9Mp-@fE09~(zi-&06U<h2NaBW6qEqt$?3%$Q%xP{0Oph4q&;dg
zKnPDcH6H!1=~ExOQTCt(Q;|(zNmU#H)X+NAgS`MC1P^*mzcx)cb)=vK#~ANOHx5lH
z>rE%-6aXnLnow{~X;zX>f{+LR9F@T|5(WlvDMdy(ZfSua0~}I0WxyTj>)Mcg>Huj6
z{{XK|JFqtLDns6y+zLQ7GJ9f|XxvC2T2a(}DZPy_4m|;<6$NRL{m;gn-*%7+5U&8x
zqXVriB7M_90UL!hsm?o7*Y1z4H~8^D3OM)2N=5=s{VBwJ^$`2#>p%|jlygc3Mn_6_
zV?gL=0guK%S`=eFX<wxyf2%YA(l!pHlSd$Q;*q;j`p^K~0XX)hQ=ZtS$@fh!VL%1}
z2bwUubKacYDUbJP0x+A%VbFThpMWwlDgB4ik^b!fMi35j)byw09WhP*15Qu6XaYAS
zPH|6F4cDbFQA^wLpauZI<1`+ltvSDjoI3s#0UJoMoUx!0wBYeeAP2QZKh+8Vcx}XB
zeMKt+>BT}g#ZN#D+S|d;;ZDHbX#OEf>p;ZE&5qQhWZ>eW{w1gX038Ayw*a1LyHu||
zYEST{{{W2uD&P+EGJN2Ul;P5Y-hq*_;+Ly(I34M(cwenZ-*9~>5QGLi{uI)2PW};0
z9ch5^ou?fAYZg1bQ0gxXwz2)3ec2WH{Httz(_AH#^MAryB6+W~art)~RV|oY-oDf>
zEoMbq7n(Ne%6e3nx2tJpw+#!pJyk|cRn=vYFXIU#C?lXatJ9J!;yF1Yj=(OPe;xg=
zn2PGYjJP#sRz!`OLxck)nrr|F#{!=y4G|0h1ab{7pk~?KSkEhqX(Mb7c8aXAX@c>j
zkIEMVuG7sXnG8`+aplB`ll&?Lb5~KK__r#G32tyY({V%4=yfe4Pt+YGxEPRq)&~Zm
z{{Vz;(YX^`0(~T|f5$S(6!vB}WIybjRXDG1gmGf#VaNRRG}3*?%8vfV#cW_Pqsbu7
za_1(jn1iVVk&(q>_-<)sw|_E6d>`UsYk7Z*=}^UM7;#x&L#S?Rpw|7tUQJk@JFmA!
z@U(tc@opT{uFa08udP^af}3JUripp|q#QvPl1DB&)}t#GBY=BTQ||sXD|H`AO^Vhl
ztcRm>j`Xj}dsK`Eprn7hNr9Zh_ncFPGyXJx5v9P#O2wL@t^Nh8`eM9!2mDr^yw|bc
zf5)-^0Cv1_c=4b73aUFXy^mM6Bq9yD&wA4fwE*i>?7!4USKFm!9e}ansM0-pY&#Zf
ha!U65%UykQIshNq(i{x=C!hEd*G*k8*okg`|Jj=d@lgN(

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/images/image-15-Laboratory Safety Work.jpg b/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/images/image-15-Laboratory Safety Work.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..ea70efd5bf1e1f9ded6f31d969dfb316507c2d29
GIT binary patch
literal 132435
zcmbTdc~p{J{5|?0Dr%-#SZIi*=2+%{g#(K9<~-t5WM*2aG>JH3nq(sp&Z&fmA<kx&
zrk0jgidIfIW@aWPk(m=_n%0l^{eIWIYu&%@y$=i4VsRFn56?RL?9bl&{2lo_0c>%$
zcd`dSAOHY~AHd%az#%|JS{foPB?Ey#WMyUK<e{78H*Jzv*}6>;s-~)rP*a7&HMEU%
zH8l5V!Qpxb^!FH>AdyIQT?;hI)Y`}lY5MP%fMjK5<u}R0HgATR?t<?!{r`OZZ2^>I
zq(;F<z#vUPLJ0&`0{wjrsEg+*1^Vv-{`Ue&fF-4*Au_UZo5Ta^wg3_!FjztoEF~o=
zDIT3D{v420lG?h<#7=sf*GY&b0cuK4FO<<bSktPE?VHy&3y!=ZE4O_IOht9Kj;@}*
z0n&W`0hER1p??nBJ2*Nyd;9qM`5!ro3psWAOlVj*o){G!6B`##O1XON`i+~nC>fbq
z*>`ht^XT{4MV#W2(z5bLk8A6m)HgIfefjEjTRXR-^9`?mU~p)7<o)R9N&eKAX~9?F
zw}r(e(elrgU#n~X)&&B<|5KLu^?wTcf7GQUu1i8v5-bV%w=R%GtoR95l9bwIBE8kl
z3v!aMP1BSt13j2tSko%2Wrm$s4vy@T+pdlLynEr_(*CRL|6O5M{(n{We--wB*EI^r
zgF)h(2UY@XfhE&p#qQ`9jwG$<4|HkYFyeZaBP)_^Gx&W8eu;CSBO7vVx+?kLdB|e<
z($njyH6L3mWcUl5cW~AenYm$6q@pEN!yK?KA9=Gh<1|fdo$@7Sb|5RZwRHaEyb39J
zlP`!CNMv?-bs&i;#b##>?rLo4-9)C(Np3y1Q#um8p+8Q_fUb`>dDhE;gratXtj?by
zY44i)>61Y=F+C;Ff-tZoJW;<osw&yt0rxx-owp}8bK?A{4=uOkUS4F8=H*Z3GL0}G
zf`FABSW$rzZ|ssEHa*bstth%h*-vBtR7#4UZWc0B#irr@aL7MJ6XfyCv;@<=$;;e2
z)a(0|`T6spqMea3Ou{g9wKu^OD3V_hI+`@-OHNnrA3IZ#<C8?};mF<JR`fda3l=jG
zRXQ2;RTdIU@Xq6dA<+Ik36Fr1?t8lLzgkNLY(be@c9@V64qrSgXVRn<>o%JT$g8S@
zZYq|pjE)x{xpl^-%OAXCeU`Pp>TQ(|nty@o&sSMA^~l<HXw}=#aoFOZo6hnFM!Kkc
zI^Zo;9!qq@%RkzEHAD&Z7a;!ymdmT&)odg0O!=@keZ6cPFVK*eyYAm%0r*Accb(j1
z#(wk{NIj+gol-|H3;7Em`u+k>4Mt$qg`9b<_KF3QmsyG7QjX|~Lpp7q5%DF-Zn|DH
zDZMqG*-2V>goAr6eEXcow`TH65!mcgD#!f!Rc{&^Q~aaNSaqa_;KWcE;P)VTjY8KV
zU3XDFy6iPP1e&Wd^(RW+J^!$d$uFLuq}fOjdl*1&C<<I=DQ0vW;2x$OB26><gA9QJ
z(Q^*HUTGe#SPI~tAMT-(@&m>0C1Zg0Fl+2(Wt67`ftd@1E10;{3wxS(u?`Ag&?4-q
zhpk{}(At6!1FU%stZ?hVFOV@T@Fxf~h;(Wrtg~$|0R9A3g#>PfPm`rBILp(NKojl~
zOOoHnlBb2E8`jHS(e!|cNPSS(K6e5g(!jE7LF?J#ESK!y3mDlRTwoR}$O{9qP%CYL
zD%4(2R^w%kQ>ST(rCZnq9^F*J3`R(+-QL1=2JBJxx(^?a{KmgLP3gK2@ML7?0Ob`L
z16wzI`>yDF`pg%vUwPUUe`pFGb)LcQ1TL>uM|?w0iYh1M7z=X&uot(~axY%X9Q}Oi
zt0KoKx-OR*Gv|9>t1FO1e@x8Qr40<vC!MPMJ(vEEg1ZdjedWEejiSr}%JAse#E_d%
znxEMfe<Yu__K)r2TeWY?4-sCS=7;VxR9}P<W%-=QSHu{nj=&wMxEhEv`FXHo%g;79
ziK!^%L8s#*FB42R9&LTiP<;7-N^U6)@+?J77guxG3P-f#%ujdif_)|)U9xeSQm;Ce
z|Bw~CHgu_~6+P4Q&fvWs;=07$C5=e6W=Qj~TIzN<q2D|Z)*AGhZ(ea0Ax)qN-j@D$
zZu&@LL<c&@{BYet#qz1x6(Pl>2e)R00LBQ^CC4$M`y7v*MfK@?udH?y=eL>)@Augr
zgt7K~cXScjKZvpjM#onhR4!WyF{0Ef@d%S=n^#^u{=^9RgL61+HBpT)ZhE!#MbPC9
z6*c9h5iY6Z@eRLgscJ{H!5MB&(=`Dh(C(?rW-g11#!e6J%M|72H*En4{Ul$(RJhH4
zIZ~D(LdR#%7^xhI(*-EL%7m97WRDxBDXM+5aYK*Q^Wy6*`41rH5Q3rmXRm9_c65|-
z&Vjq*zZ#gojoy`7!U@%RqqFr%0v*e>&akN1a&^-UFru#PJalWuvmNp#^sj7Z-^7u}
z2HDEyU0Q0VL&kGrHKuDXB14nSUP9YOhVakZN8-#YOS|u8n%)T;@F$x(bvq#c0_KFw
zPrvXw2F67b3Q4tOUm8YvzuL=CkRt>PeL^jkCl=uD41`R>%;EAFlzNpB=fuI4T$4K^
znrU6hKI&!Vt)@;oc`3Bok<7g+%4`kd2L44(w>xI7U)3!I&L1r_yYRb7k<@;!Z#y|K
zS9`5j?#B<e!}3X?dlamKYlA5|(cUnAS(X0buJ=k<XM^uItRsMy<>DLKA=ad!s_r}Y
z?3wyXgmtUc^$Hd3k(heCFzU41Z?0|Kox^dNIi9GV&yGb1@vcFRm8V!gLiH#+nHpW|
zafNT-^>?02p;Enn#&+3vTxy;3)_!~Y(4$<w`XR3l&uZuVs$nphDeBxitnPuo0crH2
zTdLWrpH8*8@*uh#cX@j{d0082-dr^BTrw^?X+KIe4xj|{IcO)f!$(sP7JN$Vp${B$
zQYi8>*F9_(r9t9uS_Fa1cWTp+U;3k&w!(*QxA_a)(TV#Ds0OM0@fnp}W?L_{fh7{6
zp|7|>`tL1ZUAw0G^%O`yS&OJHm>5^FKc|zoaa54tE)_5mDEXvP)Cos~b^Zl3X|gOZ
zMOMT{<g!8<+kky_Fmx(3g|UR;*8zHSZR+^|k(crnVlx0VMHQ)$czlMaNbt}`B;(Da
z)!rz<c~K{mLDc1<lGrXVjnOM1U%&w)n`?N~AR;Dt$=Os2pqOQ1WT`9cYJ5O2x!?pZ
zSpvlo2r=!JJOndKCeWrf`ezY}``Lx+2@==K3TZZi-~h9^gUc*Myo~xCK$40*lk-hV
z*BOu|xKHsCf*G47YnuK7Yh_6#OKgY*Ys1phv})#55S-3c8<{`r{CVZBb>dl6O0psZ
zUD5gODPsCaW$x;YHPf`Xa(TO-%53AV=Y%y;<@9LLQtLNjz!5QQp)Ovd)nj;N24;R2
z8iGj~mOe4>m!z$JmV8tnkJ1I#nXfD6F<#J`<>Iw!R4VVa-cCu!Rgf96vquk%?0|q(
zR{j^c0?uhG;Ft4WTeK(Qlfj)6OStVXzBwwt-P|=Y@m@EATWs*<=21nRGWd^fL)^<f
zMvkq^)h=KU`h8T5_m|?g<<chOS!p0-C}b$l@bl)xO_xd+u+uRHZ&vYai?QECZrza>
zls3JRoe-I@QcZt75Uu@QbcBRwY}Kt#)dpm%;)d~*vheK+2?>K^BIUW$B410~kDi@7
zeFw@ew5AK`7DBt<jdKomnd8s8ckQH<m`$yhKvoA!H1ylB5yu}314eEwvhgO*qyo~+
zQiR@xJs-JfH_cEL)XWg)<uY7uq1<&@3}Loce*FcmzMO;nIXU|mU~ApKHy@C~w|b|(
zdgH|(Dvh#GW3;TWhVQdxe_xnl><=&gXx5EySBMi86NOyfv&xXj$H&UF&s3P#zHQN<
zjSVhQX@ffp1T#LYe~Ns!IQ1^C_22!(FrM{`(*i>$4s1&=cv*XAXP)I)arA4c9g*p6
z{x@e)Xg7R7Mf@J)X0)OCuIyZyf%;xQ<uX*~k)iCvyJJo~QK9}&SsS9=eOBUGVqq=U
z^Q7kKx#{ieZs)>>4wyJU2;OD4{1=!Rj*-q9=&$L#T>+8KL@uA%@7RY@;eHOd%I!LL
zO)|4p?QG=&a6s`nYRUlf%`p4OxP{$m15%{nWA!eb2a!QOA=~Xk(n(})V3<$Zy!2%y
zzlC<f@^o^^gCF@)5s_+5UraOZwtBldo<8x}dZj|3O~NW=xAX*x5{!Rd+k?_jN^MWu
zrBj9aA!TlFA08Q{kZ5$UFS8{u@muca4itQ-g*vNS*cJ-w$!&@5;e`5S9#h4ZGN<Nk
z+R*WHqt&=C#gby!_j&T@Syr-!ZD4lU#o}=-iIe<qhL?7$Ea~*oG%GD|jb$<EPnbY^
z!m!B~z3eO+`fOPv8QTimbL}rcRcd)~jyi@=kgfJm-dRgHsh0WBe*XeZ|JTKqftNN6
zg2$0ZBtI`U(I4rf_r}!cFJS3Io{Da13**YzZjc_8B}<!#s@N$WejV8f=djzcgqFhE
z)%bRcm8xAs`7}fJx7yiL#Esy8wrf;^c9vEI!F>oi?*^LfH%GM{J@PX0Sp%CAF_Xf}
z>s>C<o0=}|%#g5*41X{55<n=i&|6`dT2D6bvRE$u(E>w<gDh-BNBq>7mVdJHmnau&
zkj+wn<Wjr7*)sA1T3T=R6S5sh<v=Lz1JP=wumUgV1Z*e-#hIdoiIKkut{OnF(~tvX
z=SFj=@=3_?0X9tpG=+$P3^nUAGMTB{zrX?)hsPt~A~sV5<XiUNz*(@-W<%sn17|XI
zhsd9(>2^>cB5aQ8MFCg<!KF7iQ%Lt-W&x=r5NgJ$bB=+fxk-SyNH%jLvCNF(@dcy6
zMFx55p~JRpL5H<p-tc*mYU}LL6b5Swk<O0r(C#HA^nKE;laLRg9O{Q6n&UVVYk!bH
z%#6z~Z^CF!<|tVj#aiaq>8pD=F-KSc+*8bzXLyU!wj342dzKWO;eE;~M3<M(7}&A5
zPJ*ve#8r;L5?jj^-Xm6L{70zj98YU`X3;`hyalZf{k=YZTTjY4Lo*F#Hb=*%`#_TN
zKl7#$5MIN=<*f%^uJ57u792n~3op=)KgXSa@aaGa--Y-tZ*Lp+4~Y6Abx~iyY@RV%
z2Sp}jm$rna(3Ue3mOL1U1o|Su3UNnME1xkq697w9{wL*&{E~lV&krKy%k^pA2;F?I
z29S6*QgV?E44uw8R<w6Sbx1OVStmLgZFFP_VPwhq@@8LPw%_MmhQi><o4(f64TF@7
zV{=3tAHR6;V@E4bkpElxON4ZPW@eWqtVcIB#B2ZYZW3)UX4Is`V$DDGdeOH*uh5#C
zrDgq3jb7dhQPwXe(@YN=#ZNvjH+aMC>ijqs$e6qmE?X3=OdJ*-Qj+W;bDeM5i8Nx7
zj<NgA+AL9jf?^S8-@W!}{B)yaAlu$)*G+KmGE@+>EmKsYCkM>5l-FZtUAIvd@!i}i
zciqBurOennb36Lo|08ZECJtR#Xj>5cvFjQB^VH#ReDv|DD9)(}6-hxjWX3Jnsa4$_
zk1<7Cw3*~gYw?;-(GKc#b`ylI?UV5;%DW)i%)y-i$a-qcFWufdSffKDgr4VLU!qd{
z;7BIZq|NneO($1**a_}?6uR(0=9~Wc;80sVK(8ogZb8_Et7+LPNO@e%$Jy(@yFPl0
zwAIh{PxA?yJ!~1iY<?I585<m&nG58Y7k(KWt9d~RVWhS{GLQ3RDM07c7H~H~<4(5M
zOnnuV<W14Sfg9FvCytF%aU@K)-VS3;p%Wg(f+8B{+&;`w=Eu%`PjLDea1rO8G>4Da
z87Z~%ve`k*`)$e6R(*2fiZfI3QIZSe^uYNOA9Z9Gmxk`bS}tcFWc1T8DjWKJDK9MM
zjvMGd-v03pDvN#ojL^R@W`>#VW@ieIUa9ch7+RKYR!u-eA9v}Dm<S28m}&DIKz@iH
zc=WPNLtr>wS@yf3o#<`c`TG_6S2^MK*qd!x2<o(}l{?R(#NcOJV6&az6v+2w0Ul3x
z2+kjDFDDKa!?99582ypX@_+X0sUJYH)yk~AZ}3X58wil!d2%?}ApMt_%__652REej
zP(_d-DxV^C@)c(vDQw0bQ)DRTq?tBP>SOTw0l`3$Pn6J!X+qZny{bp16t0PixR<>8
zIe?Kn!D&3F7g3x46;PRRVdl<_QW+#{h;9mIQ-77@+L^R9Rd3n=5L!|#Zrub0?P($o
zx>*mD)Yt{lh32)JVUPg3S|{r_(TTyV-A0kzy9>si=S)SjPJXJ|#SP$z)QFBmTG$pg
zYYu}9ZQy{J1At<{0!C%d5iP@658LuA*+!J_w9HDynb9B~B)~g=fIthgfK3I{^1p)q
zol2Ej9F$$UUb=<UHxQgMY{Ay10|CF~T$RX_6A!|48NEP!mzqb(Q0k@L_*o1vK^!Mj
zquCTss|8HT6Zf!gMOR*ii38*X6i8Bb|5EQn9<7>^XA*qW9=*;S;?TWuV|Qqv$<mO`
z?fBnO<wt+FL{}S{jOy0io!iAL7*mi6&15D|))s6yjJHFady*O;OAq#(cuk|)zU-`O
z$RfHowDeRtoKs}T%z6h<YqaHfwynkm3zW;R-6IWkM2e`1g`v6wK|!Yq@Nb$e?$H-b
z)MbU(vDApgHQx^=i-b=P@Yii)FzWeX!kat)0>ei<Z|5I|hGPRBMt(mx>hNUm$kZT>
zJ$~&oW<$@WvAU{6S*9qJ!D!?}s(gZh7rMOi=5I{H|3nAJXfyFtHZe$b!DKL?<WvI8
z0B`(k`^Qa@uNJBtp_1Je=Fa10+0wOF_;CLVN9{Y`O>+mId8*O$9ah_P2yJSO$}?k2
zQnuekE2U?Gq#R==%O7u#FqWx2>)wYf*;!K>8)Z#Webi{6V4vW#E7FM%emLV7f?%Ec
zlg;-_|JHlw+U4cbsV72??#NWQL+^W*WuQEz!0<y}JC(H-TB`hIDF0)sJ>y)e$1jD;
zll9Nlmlgg4pnWabT<Si>jYFRv{soxneF2$cwGnW`Q+%-G^u6H+7T*rrN>W2CiZ6|9
z>PnD>yWV<a0jYAR-5(hVn#Dc@HT)j09hTpzA#v6*ufy(|#aDFsDZ!YJv&^oW0(dCL
z1>u~EpD7{?YBE6jFmrUKq>-%k1BmkGk=Mx+OCI$o^P&??q5G2iQ&Hfm<E~1XJ`*T7
zr6FaZ+MUVG^N&0Y&z$KW&)c=CaM=BoQVJ6ijBgt8)sCrB%D^$YTDx9N5t!MC@xQ=O
zQQl)Sb<%}+a9!LZ+~ZN&t2hy|DdY;#83Xw+<I?(FO8d$b79gzg+G_Wyg^{Absm@ym
z&VO|ofe+kXA<uM~-{_okPt~T%eY_C-6Uk4UeO7!Jce@bI#51%|qKdvW!{>LoQrHMt
z?m5-8%qy7o@GYkzP$kN`C3ZMQ`|**Dxf5>+H<A5}WWqhvvky^ywTk!InWW4)o4L?L
ztTVYIA#egEFps4efSn`<NQXN(>)|9{W_f+09QxI}i?rY}5LI+P8E)d#JFoYX%eS*$
z;E`nqcz>V@jmXd{K%?i2dz;40VPM~|i2XzlGJZGr>P&ytK4@-hcNiZDG;&@0R<6O=
zFkK{&H=VWA<17o!?U<tg#wIDN{WUGnyy+C`bn*`J5Sh_Ox4EI23`NAVwa{hHMa`=$
zyWX`vy4Ny`l#T%qd7Ku0^RDH>gkA};nAz=tw~S(=CX;t8vKHf5LD8M}$&gFfsnBK}
z!kkM#9dH$-xXd{;Yrtb!Qa{Aamy!GBDxJ7ip@Vw91T>m8Z^4GCmBm3gfG*r?4O>tG
z4f#L;Oxob2zBR8QGDyHNvY0rNQ^;S%N+gzoY*mx27TkW8#1!fHKf7!sjg}Sqq-C%K
zbyhx^*D&#OZnrnEL+3w^%v`D6ru<x3j#_P)TB-PM6KKG2`aPyz6~W)tJxN=Ku0p>|
z?f%qp(=6R5!mj(WyzlS1&(;g8e#9+Sp~|gPztZ%<tFa}KX9G|Fu&Fcecq!5;tkZB?
zH%E8yS0^77%pcA6;A`G6WF*-?n!_wTBrR73$Onm5D(`*1wb040iih1vb-p_V-hH{f
zKI&!-Z1-7Jq>;oL{oCFUCCvRNZ@w=1M1DU>D|@RD_$Bp{Ph@^+JiPxgy~=DV%|oJj
zbP%dB74H+i)TJq_Ehjs%FyniFciz1^%Mhykbb)-LNkL(CzSBTy4)Ie=iTlRwCw<9<
z<sFjD+5wP{!br*V^ZQv)&HJg$GF|=suQfu)b95Jq;9!RkoSCV`POwTTMjN5u{po-P
zPtRf%(-je{TR41BHA9mRfSA83c0MW7fb)mwDPf3`4f^#T0s0dQ<4vTcM`)6#+1wc&
zw-*ESs;ze~{p^x|H^;^0o7N=1?TW8|W;q)&kOX;hDKxI39l7!s=u7YOT9*&LbdhAj
z{Ym@_eC_yJDQM8TGNr(tFILt*-R^*oiD5z@WypMoQZ-aHo(tC0z35FAdOeg(z2Im)
z@W2knbr<&!`tW%-oLSn9SXa<2)%Pah7p=iuf*GgwG_%V?!ED1Vs^0>y^ieU7(4*3g
zcexa_t=r1S|5QA?R5C)!@_o1T7DkeC`0weMmCZ-&&^K)Ag7rP~3$J^?Rm-+DaDQ|=
zlvS8ag_!(a2+TiFC>XG3m+f-U{W9k>-EyZzRHn^<y3PS4nyvE{C*R44N(G4P5-#eD
zKAw2ta-7q*%?GAYowGwlmz!QMbZK;>lj^2A@ubeL8Y(Rx>8{ayb?1PIZEY}4P~)~0
zPU`N%+Q};=uWh`z(7kWIy1z1^@>p<?<H(Uncm10`97kW=GOt=TbE?JLG33dVI(X&I
zFnj(Be9w(8l!}MIKV(VTBt@jYL7FY<Hc0=0x8L!`=uqef&d#jNloVR_@!i=W?E|&}
zl#|&vtP~O}PSFCfvSQ>z*cznPBUjZE?oQvM^u7<fs-{n9594z5pa8oB?;2XQkB`wB
zPrD{`5^-i`4jappmWw!iI4x`zBb``AVEzTNHQ3@M>C!SsanJv1ofrn7!~Xcl1)5+|
zED$1bt8>chPaI21D7v3oEryjA83;59?&T1811b|3$131JkXb-1k|k%d+Q;w&EzdgO
zY@I#hW-u~(8gxZ`pzSLpa3jU#6GxInbAwMHL_q9}vm;8SSX82qLUl=Op?D1?Cm?DS
zn!^Byn%=iCNS&Gt6e!8;meQDUN1L=Au=r+zxu&Mqy3DSJEOFK!W26afkOF6nDaq5W
zTMsnSZYkEfucRT`scXHvTBi7`eFZpI`DM-zDF9M$?Fk_`xQn?9VKiA`6(ttTqgaSA
zIEeyyIy8u9uVT?DbYYS_9b>r5><rYOC?ca@?TMC&HOS>8hlp5Rf18rhPpMJb7+Le(
zVU?G=HaPNP(8w~l#{K&oy%r1q6g64?q2%3cH<9cY-{X}^ax1iJx47?#4gU!}GfDs9
z{|x*#fI1WowvE*$`Edkmm6SKyRJFmWGn+oSiXtwK={&hO9we{SI$6?a<&7%c>oI3G
zY>w{KNWhk?OB)ol*(VUY?F~&uNx$g*k+QZu$~kdFy;0&^pl@^>Gh4Unwq?NHJ$Za!
z*dC&GI5gZiKITKJH_jO{)J)y19_n)Z{nX^QrGc2Q=J)VSldt%zsh!$e4F+GGH!m<e
zFNttkt~8T-_K&c|`$f}16YZ;Mi4_M&t%K-g5+W59o9r^xY>a}f0rhDrvT-UrwIXa$
zv0brluMY8phyzpp!9;~<v5FmIQg}rtnFh5ttfS2tAJZluw1*I8MdnBY))jxrpEF+V
z$@%QEIm#m_yhcS=RBh1I<DuwrEcFZYA!_o`#namSp<1I8Z&Mi{QKkRxv57y~lfedO
zLxxJWknPSf7Q8Lm!$Wp@o_@Mqe0S$ldD4(fA2Wa6@Q;I4&u@tBzuM8o7IwkTalW;%
z=RalXe!|Vqz{L6(N%bs|))YP4hMJmE>N1;FLA88!ODLhg-?``{nV^U}Ym1r+DGvV*
zSZGl$#G!<K)T!4hT(C`XF~(idImM!rPadi~)Tt4w+-ycKRPHfV$OFUsKdTwr+u~?~
zjZm$x_+v3(AiXW@xu*Kd@Yg6|+fgcEsQi##4<wWKK<f_U=WO7$y{Y>jd`XMUMJv|%
z(WMr1`I~9?D{Ip~U#iy~`B}b{IrSWE=wFj{%vGR1hp_4=FxklJJFg3Hri6ioz>u-!
zw5#%$odZisprJM|vf=P_$5R(%In;dCDKA~L6DRe@0u_5Kwa}!!yC7d_ePlBG=Av*L
zRkiO&XzvTa+V6^dROQGKd4fMbG6C*?T<iLy(;Ydns19ZAn?=&2Ag*Q}y!>HC@P(!W
zc(-qYe)LQf5!a^TeeUXIgNv{>C)CF0X?FYOusfN((h1(rYxAG>xq>M+*J%wL4Mh@0
ztp};Z6y;mA>toPjWQmd{4^eQyp?>u$IG>s2wdyG`zgZU=N*hoGPVguwR*2Y;lI^z8
z$x1?!yf6@T911O^SJY+<{mEV^T9eS5B2s|Z0p6*VHi;C>m7Ho=ky_aL3spehK}`WA
zVyg)4#2khp&s&&rqKywA24u`;9Ol>h+8`x?XeqD+O6ZiadEaNcLZp?agb3az;_@8^
z<lNb1tb^&P)pfurPemkw4xpfoYGr7%!@yq2B|8+SO+w*$RwyDXmaW0e0vcDiyi5o(
zR60kjXeUoGh|Ufct&?e~m~hPcSCBq|;>zfMx+KKNc1~o3b^OqS)IgO|`WIPJ?Fta*
zKsHB%&m3rex>DpKzeEi#|EBn8ta_!qj~h66ueAQ6Gj?Psqp6SazGC5WMZiLv7nleb
zh%QI?d082J*Pjv<q4v6~d5|s+_^NCP1WoxJwM`S^>O)s-7(@075rkCI!jj@01XFS1
z^lgvj`^8T?Iz{C_n>^?>#0->h&N*iuR{j@IhROnwq_x5AsqdP6!KwJC?ul+rr=>5*
z7b!k4ypC)x%COS)&e%(jD0TD+;n>a>o#5RwJbx(g<7&v)xS!KGW!RWK0!EU#)2FU9
zaIbIP3H;s8@;*be(E8>}%kh?(Hdm;=D9taGcz4W%??Ox0VTtpp>Da`xUyW<CEyEEy
znkBXOf(2hVvyL|TU(qJVH|Lr>z}H(nG+8!BawT$aPe*BKjW!y(w~InzY|LK;5ouyp
z5>bL`*}$7qXCZaF2U@kjCCdEa{PdaLYt-MuNXNY*0mt`R<VUkE^O2?-+Dd*WcWy&X
z4X5f8t@4FO&J{^%1hd~t!3o&?Dm0V&@xq)3VEL#vnb4AT8H<Iwxf84ZgA*r`XX@Ky
z^ThVXt^Z*xWz0#G>*jR;-R6*Okf0vYS#lT41=do$n6IuFezJbjes?S}DXZ7cq7~e{
z4=&!T?UwW`aJ6UJu%wU_@7Hl3G7OZKBKI%(X&$NvqJLJE<@%^ZkbTv)EV#&n%H57S
z8DFl?=T6Ac$Iji{cEyQrP6%Asnk0<eVrncEe)J!m##=HSdqBzuk$R=}rVi#c?Br<4
zke4OzF3Zi~91eBgeYC^-I&ALvNlY?4$j^6->8dTLhE;9KldLzI5bPlh*_V&_;-0Jq
zx%!*CsAxg7|M*-DO2CR#+QZg{nWRH@YrLi22z^ZF<ejD^Ou(&0%l^sVY^F`tdqA?E
z4+-nq-7x<8vmMr?%|7KJ`dh#?*R}o-l^_ND=s=h06if^7yBgQ#O|kiO=lE@vcEa(j
zC#dpoXCE2!c160&qE^bKd<uJDRmYuPz8`Ht8L$|tZ_;1HIIa_M*w|Zl4u=M(Yt(cd
zKsI->;X_|;jptM&5w)NmXtG!5R4>Hherh2L6E;odEnxsS7TXK4_LM+m1@TsjI(02J
z^r=A4&|PXQG$j)QEVE153~}>N1?a;m7*IzMM?jZ^vB5L;DB&9Kw_FgAP6x5XqG$;e
zNYuNZ>?R?<#LJ;3A+Po-)(bF@2G06lKu+;91|^0MNjNj?4<aj+c7-Oos(uZI4(q`i
zJ5J_qN@0e58&H5i=w`!1$)MJ$zWyq;nsF*%(FLdxy43#E24QJgK*E9p$vulbK$kQ^
z%{pE20KC$|<9bMd`wN^gAne)~xbD@-0ziy2)On(_t(@6+y)99ksnkDpx&hebHBSlo
ztx~8E-n~`q@>e|&kqhU6nc;RKq^E|kW4$cC+XH7el<e^rc#sCNh7Y;D|JXT0@6VdO
zIhCB?ce+Q<7=OB^S*q$y-<1GH@B@cGl|)}Q3^85hP_QSe)ZsAZqVs0+8=CnkjOo0*
zz@-iMv-=8HR;sMJPg)3%zKENT7i*rmm%>Ezm%-{6Q>_s<K5>pdZGY9H+v~Ic)e0kX
z)n_<<6L*Q@@=M;=mP-A|j<K!6AJZ8jq#2@(PpzgVjSZED1Wn$Rv#R0megtnyB~?VO
zqPii?M<cgvWBAG*b$3F~xSkJmzSP{&iWQV4wH^HvY;2D%Pl$VUz};%_6n4>!Kwanx
zALU-_Y>OXJHRAm9=}=$0uV*oDkHG}UrN2&><aNS6PK?)Fx;?T{qA<J0>%b}5<LMUi
zW1=~4dlumE*-P)IhHBl`jsDiQ_~>F1Qp0wqJu&@g?2;g*peiiDQOh-G(bk|Po0<_?
z&xvcG=PL$gowL#2of5s~^JTt4U~@e~W4ozG0KrwV-a9?u%&QaR?nJ!tCZ##&zd*uH
z8oF%$a0Uv(tn=~@CLzk^O^unxO&W@;kOtvjz)kCZ$uFJ4OUGlZHpKZ8(Wxjeob{s`
z<5&m!R5}xc5DlG7A6e@!YH8mI8KuVs7Nra|_rDF<KdbRuy*)D<1zYoUP~k7IbwLkJ
z<698fj(1&DX=eSr5_N;^J%I0}YXJ|D8J$|JofzDx{L8SQ&3j4)hNxcGR~<*+ei$l0
zR=iU?$(Jp6es!KmGbDKp2&xP<U*>avP#Vvh9XxjOcS|bA7XuPhxuO73Tda2cVo2&<
z=4I9PfufH_Xv3o)Ks1tEOXK;)43b~;M|Q|L<VC}DcyRg+wQv$muiJm9QK9#1+>En>
zz$vAdHxb2>In{wa?6Ska%&T)lf8l}#2wShet~E6pfi?)kj1hl%Z`bM3sycejBGB;k
z&c`Zm4^ACYdf*XQhu;D=!c0sJY@+gc#VQidG-_*F50v4<N5c<1L0_}8(z{6>pnJ8d
zwb@y$)-VnKsVbB`o+c8CJzYzz*aKC))uoTVrXh6c!5;*D3!7~N3tcc*p=WZQ>+1p2
zIUMke6O#=Eny_9>5>M<@uP<}f<Jkz&mdkQMYA@DAiF$lE(HR0yss*m(K=Y;bbpLH}
z=yt!by&$Sc{Qr~N!_88}Nf|X^qM4JpvuKu(pA!E(jcC_H!018&1rfnMJRw>-SzbPx
zMI0r!=!jjK9W>Dv0+kmt`>WUem}asZTHhnEot)Bb;wnKNF8B)^hd~=)D=bN_z-3tI
z;8CR}C9$o<+Z|G1=hmZDz{?_ZsvzaPzlU|UhfTme-APemVj{#$(XBj9Fv+P^`-Z4X
zLPtFiiMd%fNlLFh@vC*L*uIeuCZ~6)k>tG_*Y&of@Tef}jKjKgmVC6(Q3?Wv6=|(g
zOum`8@W{#+dVn*f?k_YduuoQx^{QS8%x%YONB8$811M$d%Q38rxV+1QJo`t=@gYJF
zRPnye<N3_6UD-dncj@vTy>I-@Ml6@a5R|yME_vz1#F_SYwl`Bfq~;&F*xeF0Sv3&~
z;}GS*k)+=#yvmQEp`XQsL&e;dN{RV>NI?BPL{H6%75%KNxKJXty79)K9@uipmG{@p
zq8uUwKLqsd{CQ&q;;{Ld&#$QjT3op`k_{mTChcc4K83u1xE-Yb=&Z^l?&ILgXJO?}
z`c^g!1nyUw1D@Z$X7#wIeNd2}rnk%~3S{sKII&}&Ro?-+=0~0^k-Kb&TuC3#GVSQ;
zM#FCIVZ8vRu~REbtDjyA)!7MyO&8wrd17pDaX(&?Fz?`jTRc0^yIk7R^P(XrCMDfh
z!?j+mY&TK+UU{5-+t}f_{v5N$ue(nfDyxzDVUn<}0~I0W@Tv@d#6ViBcf#N=t(W|I
zQq_4Cjjd+%=j=3y#IuJ!@d9FwvVVpyXI+`!wsLuSLL4<PwbW1A#Q61cZumF)_vL=a
zua!$Oi^KI9+Z6%^9>m`YZc4L96`${ppNK*>!6%l)_Q2~Unq9Te<Q9g2Dku&E@10xo
zqUEaTMS8;16!F2Tc3LxBWzst%>qbC>Rwq@y+IItjek!VXX<BYIB=UWKE%cOC2f)85
z!SSLQgcTjXZy`+_uXH#|t)G{hqc|>cVvJe;1n|@8ZY>H;-cy+g5+>vp#30xh$oxPb
zJQt$(&A++e6sl+MQLD$@_=Gaoj0<X(au3jJ!@G|znLWvZ2J3b)^(LwCUKubVJMUpR
zYR-jbhIxx%$eE=uJY8URANwgx^H%9X#p{CR<JYZe1Cw>opL^`D_`-gV%whK&v+UQB
zil6gmOPt%cv*Lj)oS3P3coz|?kR{y0T|^9|R9&FLCSo4o*<0T^&3QY&CeUxca5w0k
zczOeG^^-L(1)TcrtrvJDIiatfS*v~$10jiBmjo{wsaIm9NO%}3<Hf~0TX~|z3yAJM
z(AWdb7w@nI_`rdzTmiHN7pQNEn5M!B7y#7+1+2tFJSCX6FUkE?V9BYz@nopyW!0Sz
zi1tog4gg`X%Y=t_*@%EfP7$J*CVFj@sJDU)f%lrwR#^aFh-pEGA?3IA-~m$-Zz*-Y
z2>uhrS=R$>KGDL7y+F8CFUfNk!KKGJYyz9v23U>XW6;c8x}D%ejD<L%0xen+dq4u0
zZoMt?^&~4k-L92m4X5^kAIWxGVF_fXUOAkk?hwQ6z))83zgle@tPKofiz(7nFu4m%
z?m}D@V~3La3C=E|P~4boDWStZ%c4yjyoL%J&)Gw&bWjzK%D#Evt{;>UVg)q(GkDny
zb-?VA-bsPA&l`m?AFbY4^B{$n8AivXP${&5+}2LEibV(OU3K(p3-i0q)LFrJ-9Ck2
z>!Fis5I#9@f5-xRpk;l}-LXF_Wn~Xq4Imu<`p&FSYlJ~p&qs6Ur{7j`w^zQFNFPwI
z3QVurj*>1trhbpyb|k+A)^_?}$?pAUaRulj_nUf>BjRVhK9mFqbl5TS6Cm=8|9MS$
zVvjP{{$2(4-S-M}=lnj>?oF^BTr^xB&_65WeQ{E^)s2nl5KX7k`j{gAaw+38iI@3k
ztL7yeg2&-EG@#9%J<YcsESdn$c2%1_zY5WnJ7!HQeq3E5Ijd`vofNysw+_)NCQ@Ey
zQ&WeUtbN^Y)Yxx76zutW5n>)}ZyOc*jfA!5glJduy%vv6>ojz=(#&X%qGHLh7Dn&X
z_K66C!KcwEn7QZe%!l_}uwlIh$vd79z1vHuWFDQei9l7vrA3Q5=Gvv*QZhPmu=4K6
zFmY;cssJ`F?lg=P|I;NhCmMUGMt_0ti2v}x@O78%xcYtco)^D#b0$KIff;+t%mNa6
zo{-{|r|kG~fM(cd;jmrqMvMvNoD%Yr8EO6gRhmOusI=J(&dXk6A`$-?q8ogAw{n@6
zQk8m_*W!V3<x<)sjnf(_o|ZPC?ueuxmc7qUH*VGZa;%)siN+RBbmJalaodMW0pDLg
zC@q@SW#6Q{Zw=W^>vw=T`t7EQ!}K4{0&tVlacNoCkh(MD?;L)#wp&hCsjSy92XhDq
z@^*!c-!H1H^ws<LF>Q+fq0Y=^jF;I1?HBWg*H)SB`hbNHvjPo$9!`xF@UrC7$!+HG
z(p86HYXuzSgO1D^rTVd=Xq&8=c>1^<v`K+{=h%_O2DJ?<&%58>grr>v>>988c^-e$
zciYob9kKw`H}`s96Mw|-(&@?($lJpo27Cw891nzQh|K%kM4@~CSvj^{@>#ojb(QI1
znP*wkd18+>#7b-cOFVJxG^9>3-HcGID0V&WQ3?k!5R@415vT{ua&edhuMQzErw-7G
z=X63c9rfnKV4?@6=m9-=?^dCsEV_)eHk}OUyIYAfAYxny+N&|s1tp|<W3GvFxDq*~
zd=7ktB|#g=yHCER*TF8Gbr9z<rc?1|BK87H3IY$NxPJ_HfQ%;Z(2zSMVv+i2;Wr@{
z!i38lbhxc55V%gos^iTvUH;9&jZ>M^$@(NYz+Kdo7^d3*4V_=}1W{vHea_NxEDXWf
zk{5~&`x*vvn6X=1a`|Avnj}l9EVCQf7DyRsA{SYNSeJv0^C>3XW^};)qmbCyrC!MC
z5lgKE3?G@*Aka)!$esDcBd>beS^s2<Z&Avx=I{vFqHdeohMu9cYZD5VgD%(K@_ALE
zD!MFXyY7HYX1JO2S*(Te4y{a~=e9-lDmT<i2{eAsrK_RMXI3ovXC*IRT4*Vo_aJy_
zCf^tsVCLJ(g<;1$@F(!D#8ysA4^GzbIJF%ER?bVw<j&x7PJFv_M*YPAU-%!E42rQN
zV=U>{R=_-X>a>ThO<w8Vg=zBejGvLceS#e2M9WEA{{3q&B$)$`JM7(%#sL!xLf?|C
z8t#|Cfa2K@o|k{a*QC(S<*I}zkfF{V1(WWx!DD~ssHq&13U1{CY6<eA=vK1LFSeEn
zOTse6-X!q-l*vvq{kp$+!^*HnwHs`SBqjOw`1$?ou7=DEtK0eU0r@MA%1{DX94vC3
zH2-$C^R;`&aw(=Tao-yUZy!y+J*bJ5k~gt$nHZg-tMP=p)e4c*v1n9<M%pZFD%JVc
zJ^W9L5~Cv-?mj+|K@2gv!ftYUT!}cP(tqZ<{OYKP`_-D%iI{2!ki)3E0AX6Mz30aL
zwC1HbcNJY8RjH@S%GNwl)z8mby62x?d;bDj`GSp<Pk#aXe-pni)@lAX{xH=4dwZ$-
z?4S7!r5|7Z0<G2!i}uIF0gAiNBSWm0y$@~{giTjFs04&^NG5l>{qHwox!EQiGU;xC
z_MX3GUm?OD9ov3!zbTkT4d3-4;-APn8MLeZr}Y*Y*{7od#mN}dkMPenuF;Z&bRL6^
zr*6G02TM;$^JtENpWc4$e&)Md4@r~R7kpPPta=b;upXu%RItyHDR>g9G^^3s3%fP`
zHdA^B$M<Bn{tw6HHhYqw?xg++@38g`j7<PGXob@q&qg8Yq>|fEIu2-kK#)FEX^;%e
z9^4kAc`N2gJGZ8yL21z)C^D9Y(>y-@EMbjaYINWq^R_n&&(s@}Rt#JY(%GS2by#w@
z14Od~!YmOUPj}EBXUnnWx1hh3UYj`g(p@pcZ-lxw;QoHypwaKMEK-WrH{)nin>R^a
zlN*rw8rQ8awgiawdRvmR8jINQUO)zZh7u^s6QpB6@MZP_NBA!dFmjrtVq@6ir4FV9
z{JZn+2J~8lb~6~(a+`#FdY3*5u8LyUncSiu|CA%vTV^qkMOG9mYBHx80KAytiV)7e
zAu=S%7AJk#68#mnTnxmsusr!~TxhaQRxRU94r;~~h#=7eMfu@}CAKV$V3Q#vSJgn`
zP_kls4#izOf(}4zH}D=UJb@ZfY@5=7z^uGEJNR!;Y0KVSuS7*^iqKlI;RB$h<Jelw
zYTcHen<b#J0twn>IZ&sFO$WR(;wNdFkyu)@7)+9~niR5fIb!XB@Nd5YkkZ{mI{D&K
zt*XI1@tjywq>b>#pKX%2Q#mj`s#tucM8U*S+WA8;8f}oH9WC_!Xae)Z1NIi(;bw7$
zhUsn@X#L8Px9}y8v{11PR0*i`C`)&KHMf|EDPe@dO8c*uEVE$nGvr|kL~_cjb@q@F
zZhlgWtIY7Q-FFekYua_v+V3Rr#AoAd+dCU1sX_f(M(edK_#(cmy<g==VtL(*wLz}e
ztY2ubrWp32FOs>od@W61tLK3R6{nn0-3H%p-))a8r#a+x#haoJ*C6*U&09uS<yzbf
zu3-ycy7ZA`^}Uf!)gFew@&wa6H3=^L&-EeB4jKxi;hF@k&KmhUcLCKSImq_kBOCaz
zUtnu;fccpi?Df*T{nt8$M@O&z1@`wEj6K+DlN>r;b0+Jp?xA7j&y(dFnWKf946nL0
zKASGiezcz|p!VL>N{vzc;+45{p+iOV0L)S#^w=HL`KhaZ$aUW{blZ`7s(_&oY4CaH
zSDo3i;N2~1w<=`r*%fPacDX8sobb59Dzgh%UH1*eUT7VY^K2HPy7lc^TZP9<^uK<R
z`U^}&Jo^hgO!&`iWlwO$cu??D@xK_y;%fEpw<3pUIe*3BMif8#RSLbgJ~|r^6M#}v
zD6vcXZsncnwv`*c%HI#(!!fp%Rt0zLjO&rU>vB@(2=KsWCaU<5arVPkoBO4UPCjI8
zBX=7<F+uI#>$r8IP3QgU#lUvvl0r)ov~ugDS+j3WeVy0hrDCfi*=l$8k8X9kr9aL!
z-=w@r9G@u*xYCq}-`*)CAL$$$HF-EZwJ_s_K!3AWK~3>Or#pZlx15v7E7QsGLU&yz
zL`}G3+8T^GB2n|5=r?=w%&5P-74{znvCU=b;%d%yHT1X1o0)qI_*eA1U}+JJwr}oJ
z4!+P%kvI5?z=g)@@}3r|Dc~{&u3Frf%FO<L*cq<$Y>1u|WDntc=DsP&zKO{0+qPF5
zeUG{Mz&sm<th*1ivZ0=4qvF*?v0USk#f!^XuZOd**+jO$&Ov~g!%U}bN}qA+sbNL4
zn0i3BexwO49D?))W{0wfPP5KVGZ<Nh*Sav$GB}gPl9IS$!PZjKcThpfxLfglw!za=
z96jnxlGh3L#L?_H>9oZ#&}DdUqz6(Qyi}q~B5HG?4FV{0s#k&%I55UrE(STrv(aI2
z^(p`$x-fVE(P4>YH)pROC+gCDsKS!^Ms&X19d1k#ak|BQPV9FvRpIN}=IgbJ?OV{C
zJw%d@e(X&0)DSC=wJGB?t6qu8WO3Y6?ofx=*3{clQWBV`*DVfqb*yl{S`sia_F>j?
zruuQqtV6`Meb!=(B8a(9V@WjXo4z8dg(GHggkOo_iTW)0{_8}$J;0njiX+Yfr9Uip
z1H5v7r2Qtia_b;_Uau`VT*SG4!|hT4{VcX|Y_o0NrBbH9InY@D<H9K2-54z-cI~Qh
z6dw_q<E4R^W-cFKg*U6B9I~7$=dvQ>*8J`a8>ch;!Yn4_(`N#WPA;(jr3Ca(c^H8*
zx^sf;yVc$wLa8&^cyFzgihCng8hmZ<Y%{+nKuK2|So^L%;9IO>9b8^-wk4Jj7?A2@
zdSo7clH}L+Vy*C~p3TWln=5sNt3l#m*0<B$U5~rD-)}vtle}8M`Da+NlV*ScBS`*i
z1IjVD+;&NolRX#k{-ZY&QmZuOQy9O&o`J5KR4TupvSeZ&AKc@x+5I~^k+5zMH|L3C
zrQax=@eMp=eRaC_eD7g|2X211Q7CcP`OT{@L2Mw+QmUM1;`M=&eycO&m#-77_6B`R
zXCdg`=HZbcYLFE81->kdI-)HfTP2fa7P=^=0*Ay@V7r(KoO8Z?ZMr}V#qc$+PvVqo
z#o>^a3qK~KkqsTt#4uq;F@$|-$6p}*<@d||DgTQBVoq@2(qG^m`adPo|LvI<bNl)b
zKTfP~yK#fuXiuE=n;o!9oJ)(gsXIc8kSUvRIPy|JU8ydio=YvrcC#OAdDMa1Rr_<g
z+-R8*Us6-G)ueye+Slc}{0P^%V%t0ODYYFE70)9g>=VneAD;-6H$6Nz+hM+Kq~U_y
zt{zDyI=sM$2dLxH9z@3Jj^DsYJ55DDIMZEpGdE=Pe#lbnx<L%EPX&>!)OmqGtIL1$
z@M?8H!JBN5uEx@cxBUV6jWMxJ?6h=6!9C3VyXqsO!%83Oe?1$#>KY*(o<`lz?=(ND
zfU@>a)T=-whFjg%Rze=K*hhPw4Sd`I$zHCo@;Ee}K5$-mtTd0<oTm~!;(?m;`XP^k
z`&vEnrOCFc8FanaqQ4BCT&^kE&5m@|n{%NKU4_87q=OORkq*wb`G6WNtV<##^$_N&
zg|1pznAj_n?9yY8Ua{;2t(UTGvJ^>xegZa@qnRtqqlw@#FgAG(BWLk7tfvZ$s69g#
zTZOb*FU+Q1Y|N}37aBe58U%p`=h$SO`YD#~F0Xynyq7`he~ba~Iba5l)Hh6*R7>EA
zrqdEFI06+(Z`ggx`F-wTTb_T^Q?p$gNKp}Sbdq-<m3oLy_F-ETnwU~>9wV4W6hVPt
zvU5UA8zPSdN_CZ!dC5}{)dKs5a@2%Y(>dyQ^|my2bU}tk(-4Ve?-5ym!gVs)sb$vL
zCQHUb%o6mV3gUb^yO3S|*=e|RI>(0LDUm`6R3zDTav<mi7RFc+`dyCZu-IFpW`Jav
z0SP<>zroIqX?A`M!g8C3DQL|1=(M5^#Lg*O=1Ip3)xaB+3z$x6y7m~R&8_P@w*YrG
zhOLX@2s>HQig_JEckBK7tV^G8Nq~q|d_V<Fu!CF_y0pg&-E0c-b!4gu?{pqVyk6ig
zS6L;C&ycMRg|9Ja%ahaUs%Te*cbee17L~5!_ioNd*c;S6nzn05>B2RjunxQ$&bqX(
z$K>lb=PrCZjA@B)3YD%zeT$X%*?ebWia*r!9&troee*DLu(07K@Pjl6YY#vSp0yeS
z9UnPxmJ!E^xpvDwUd8-825e0^=e(b<vPNO(47P%W$1e>zSl$^)xz;T<OoQ<&>ic^M
zxFyu49-JUrtC2?f?SGqEI`y5@K)O`UNB(-3NtGC{t1_LHOJ*bt9)}slA_kKp<*zO}
z;3q688TmE&MQ~s3)uOe*Msf@ar7Y=uAVEO&Ez+|8XxzZX^&TF5Ce{g_lsk&gBc6*A
z($}b)cf05J6tw#i?<s67%-AbdlRPachd#iEqiJ?A6CqGU3zjUTyDFGD-4vZjQC~!T
zOhf(Y`FH<^UV?Qj+!^Une?Rx1((wF*`ClL|>E?>~^y>s85>PzocFY**$<>m-uA+=Z
z|9(oPJhNWehPkbIr?kQQgnww^(%$<uY4G%+vKrk|bzENNTPiKm?H^1?cVgMYLzV<a
z0iNQH`jc%mei?V?Ie{upY8a?Nhl(&kB;xp8_X)<sADiV1e|1h~Da2W{%mrjv1yg#i
zj7eZtN{?*ogsGMLzY(=3hO?6GBM%=6d3Y~|OfKNy$Q~D@{9To2x=Fqb4<qCXSWpLo
zc_H3p@wZ%^q?`WBGF>$Y2h$)vb5^@&-`2sR(1Rb+O4~@DzdVeJAMMhjQ%;g;c@<LW
zxtZLWa$cHKTNG^XyJzEW$DXJ+dT@N3U?G&obGDIrqO#QX=&nDr3R*07NtHf-#;HS8
z<&{hv^WtSz<HRR&YuRdF+jax{L~L|v4@u08oyJp1|8Aw3HUn8~SQ{XTFmb?(15OyJ
zed>2~1JQc$eo(y7-q@l@Yo09*G@>|sUPjhWmZX|xpEJp;r`cG3fy!Hy(&*tp0kFeE
z!FY;;njWAd4utBVSO-a1W-TL%Gy4ZAZ<D1^n>(4p%T1nAjVMkP=f|b@c{t--PkHKZ
z-G|c$l@Ktp_6~d(r#52=W6S>J&Z3n$N5vWOL<C|uS`%{)35Bd^b{(8R6)$L-iG5<J
z#a!yk%xh}#tb@z&1$%u+z%r+k>#hetD4u4Ho2{yVSE<f{S2A+y3t1VPo@j2hJmnX5
zFTDHgLD3%p{bhPGgg*7!BfXe5W^Hl*2>m-_V!Fb?Lf#!Ov1+XvydNZ>Ph`jMkG0Qm
z?Au|xZ>Z?nV~xs>uTg6FjS^D@L%eUmRHi8d>if3!k$CsFqj<8#=PctS{Ye&*l0Ohx
zKlqyT5=e<A<71dKQZ#*!`><qNzZes0bNi&YYge2mAIE~)4c&=1Qx_|TAaLsNoz!1_
z--4c;dNQ))q@9X?OsIzdOoOThM9{3?1wu;g5~Vw5{>Zn>Dk?q0@I({e&Ykl~a~xMp
zXY0Cw1dtYyXcBlX)n1#DXzBam@W)P+O8L#aleD}l$1Qpw2jTI!L<Rh}sT3KrXDR=O
zr?-D+`v3p`=X53U6bj8rk<*GfYr~x8H0S4y5DFuiIi1K^sx@;m#LP+A%()arB~&xY
zS;Leh=W8VA$yt3LulMITzJGzk54$~XCztEx&MJ9@N_&;6$D9(1XO~w6Mbt!~YDPkY
z^7Wredc!4jGHa9&k!t=56H}WtQsaF1<wnJbNN+}DNU#a@`OqPR>VD?uAf0>~CZ!*>
z4DXSwJEna);<%#3+-R`l>!~Q2Ev&J@vu?|JmlrePdhSnr))gHrZWzA`fNWL6wku7+
zd8)=nJ&ldDRrv+gTee`}7UndWGFF-&$i*uFn*GkiW9-MdBqUZ?L|&|H7ryMoH{w5#
z;s4t$maSsSB(5|q{RaOZn(2Fv^bhpf=wiZ`+pG5Hgk6Te>(oYm_#MNL=3=ka#o<3Q
zvK^in-9f%;_ngMT&&}g&HgZV2jDUqauQzE5yo3tEYd5<V&2L|OA|SD|5>-hhAurGh
zEc{JO@4l*Hr-TA7uM|4@_-1k1AGD{dUbP^X75jy0h`mioD|<XouoNqBQXw!xi`hCC
z^S*8#8!b;3NKRXXmVKZZD9Q6b9(1(3e&s$$Zn;xlx~Bh?A2;nqQj1#?J{R0>C$>gU
zz2?NQ-EceJU_18m$_BUPAa;aVs$1k^*V?t@sddHF|5Tu)_)WW48O}}3xHr_79=DWE
zPzTRb6xx?g%+I)_kx7l3vkUx{A^t&rPt}ASQ7S#Et&r^o3PxdAvw@*7+G;dHL)4Uf
zci*fn_y<}P<+#Y+FVXrdB|BjK7*C#Jx>w3!Y%Jm_6)hmp?x*D?3rn#eZIE*;hlF&X
zYMkI<5nCkb>Th7>ps4Z#W#FfuEa3fVJU3bB8z+8{%7dUwtk?q7!V57cV}1u47dwuP
z^&F7um(c#X#v&=Nu#$z+F_uW55coo&&<gz&&kMyA5|p70H2>3<Jni5oVxabF!?piS
z0bAv!&P?ZpLVg$(OtjmtHkUi`gz`A=cO}=?NxXl`7;rk2GqOSIkxaJA!7`u<BVBVP
z`+cXcz&Rt0pe$BKPY(IkL;^vHB;Rrh2#C~50?R+r;eMb8VY5;Il#|BG4B|PRHsr{Y
zC0)hoR?*wA0S>`j=wBh`iZIS4AVwnIcyC=;e9*?&neXNzcw0I#w1k+i!wx8^!@_ia
z<!|gbtH~s4+4)ce_n41*!i2Ww;WC-`UDu&Ito-CN+cDhF#ImOXaG#qx@4spJlFoWG
z=xbH5hqjXkvw$|K=y#*%#(P<8X`Do5AR&akWSu5quDwMQak8029<R=;YxszJ^`tlJ
zS7F)?>!#ckK^R_p^ppm9Tjwwvu0Z(GD0=ezbrQn%Y#2!)P0>yAbln732As{R8BbXd
zGC>IIpr(#>Ksmdg9R8eD1&TzX^|us`<8y<)EdU0He4m!)sEc&u4;={pW&YLb^An}Y
z1Xk%}5xZ5Kug=^Bk+?W0F?nbzwxRXBYrr|rJ5Q`2{#AW@-=%B%m^VxlYntJ)XOblv
zP){+pXm&auYtMR>gJiad4YJ>IayI*K(3nj+<+{*@I&(e;0raQ(WvE`5+ou`f(_4)C
zu%0`<!SK3FRr8B;tjgI_y@p>JrIa^U%5z2MMY0i1t~Yu_*VQbn1_tc;^;l5>+kZQ^
z>iyd{FaA9qW^B>r5+uDS0sh61sBR*JE>5pjEY#exh0$f5E`5cSr@0%KN5K}#q-K}w
z1gttG#TBkbg6&5&r4YhXi~m4$ubA5$`u~j#uHO%dWr=+|rjhg>I7&!4`JO9!H6#1j
zFpazZ;>=aQLp?qHUT<1cO+_SN0>F?VK>bg@4J;nX5vK@=xNdeX`}$ssy49ieO!Iu*
zjOJn28-^nRJpVxTE)x;_s%`#^(viz@uR^@>vr1o?g_zRUt`tJtp!ji{HT*x2%|cbQ
z(?sNIl4A_XvS$FqXi+Wsrss0R&re`B=lik4Hq$lSXfi=H<b>qOm!mP?TDf6^$i7FJ
z;ln+b;9o!UxSx9Vpg{=4);6|;OTss6a{@P)f2ckZo3BxfMCn1DS)d~5XuaNt<CDfN
zIp164^^&c906v7{V^*8ZA5#|QK^2Iw`E5`=;830SJL1`lrkT)4Qw1acy3&voQ`zk)
zXm=F;Q~^E^8b=SmHZYlSW6Y(rB~s{=6T^lYJu=f^k|KbesWcMREnEGhm{<*D;BME;
zt$0cBtH5M4&nd>2Urn<_`mU=O=7D&C^e8h(`+DJ#KaL0$edf?9C{Euov1$M~{A2ph
zs4Nh(VdW+k@fD4*^5{zLO^NadWe!kPPQc4$lpzqOAxEw;AXQl!EP+tr`VAyFA)kiD
zirA~vWn(^>Hp+fTNb;M~yyz9{eU8KF<o_aqIY7Z0;xZNhw<!6dG%@BH0zThV^qfjn
zK(BE;T;s`B3wR8x@Xjw~Y2`s}An0X6mxiyHD|fCKr!%zMf3UR$hk%}@|CBb5@e$$@
zlkj>-SUVbC&hrKU9`u;9SjR+Q`KUi!eV9%14v_3t=1OoHBW_X@Rxy`Iyvj=~eC`C!
zc7vHR$Vw4!?Ae3&V{)6uCpP(C>i^sU<JbzI?!T=%^ViS!V`VD&u1HQ|g=gq`hb@Hr
zC!amJl%x~w53SlnEOlmDTQ4RE2`IOw8`QKRLj60l>kv!FMv^uR{!>GBrKl&XjdXt4
z5)yRYK0?6{0ZUzD{^GIrgy0R{@>wMVXJYBdBxR^u9ZSU?{3q3F&(&L3TVy;jx97pH
z+jvGlR&O<LXYrW2?!H@Oo55(Ycj7(vim2N}Or!3bPx@6Wr&a?7-r_~vgWw?YsHf=m
zgj?;S{HbiH+oeCYH~`EJ5GCeZx+$}Bw?)u$gw!4?VGfqIw3$zjFB+M@=06t@3=%-^
zcr3B*^>!Z`2+4(+D~OVql)5{1-qn$NMUDZ84d?f-!~`*uwcVB07fR!60n)}opsc03
z|1-1&QDW#bJ0j?J{mIrF#}uz`VB}lYvw6}ch7TnOEI3)3KfR8=0J2!&U8$P<7*E}}
z30OnMcT~B;*nkTV$7zE-;HeTXK72ZWyg~PEg&pmoJEvd2H6?2^ZX|Wu_lU0FUIpRX
zqC<DZz05aT$`JoIk7Wf6QMX08QbXbZ0v0mc4);)!UhIVwGL*=p_lPi1WSowaAUg)O
zj4U`lV=*ukUx%{knaqP1eZQrAk1=y3)fNBch0?+1<A#0RdyGa0@@+=#?H?iLx1J*=
zp9OW?%{qHF9&f22lH(D6Qr`@cg`ypnK~2prxi@HN#3^j}UcZ%v(ThB^kK)MzzR9(s
z)l+521_v<NCEFOpCK9w9pC9h+(NP(&uKJwTEj;Tz8lzVoF6WYp%|a<iLZ-5?8hU<s
zS)}!$aSOdMu`JUwm%#|s@%d!f65T;*Ouk8n=Rf$$W&Evk&kQhRw<_#5e5>Y3MB<**
z3)yd+!TJ!pgzjkBmsgzH;NEC=AcT8trJD&`s6OQntRpXfO5>8thD4ukhiw|Xcy`Wc
zvP)jv=H^yLg9cv~Sll9<CjL@`uyF1B<mpCZsK6%2HT=z5?doigFZCMGTDTeV!Ztb9
zmrA>dlFMEa_u!}TXp6Z2o%5YHCh>dD{>dj=lmI<O#zO!s#yNEdivb4!!L^>p51&vF
z!CY|_Epk-t_ewr05td?Dr_x|9C~!C=5;iL~%XxAvweJFhd`2NSTp0*q38O%R)5iQp
zGRkzw43JfS^Sxdg!BLiJ?(}_2Q0|u~2TcKo4^~>Im?QTZ&UVcP*n;G9bM-4J44ou9
z11b)l#b5)HRv8uIDA!ZIu|=IB@@^O(A#;@mOYcx1r6HC8b+uhVqe?Q6{E-eQf5F*$
zSsl40o7(~aV3lIckmkhA0XCz9kZ+87AdOnpTh1rZJ6I37o*h6?anL^Gh#n`jtAKr)
zD~xP-c??I|cPJA3iJXMrVqD0*LI)})SFoD_n|Z0fvc;R=0av{Bd?%&Tz=K#6-Y)E-
z{<%9noD9<H57um8>R+!$&h?XHYd?O<>Ok)720c?S<Q9LMtznMxyn5vcXy)nkKaf{e
zct&$wq>|xG`&rSJi)jCct^L3*2`~t(SarA0_DEUITWAg8eCxF#*B^QbX3XQdJ=z2N
zj=U^4+=`j*&1RQx)u6dfoy&S1$3U$%MI)#_t_hx~q=7Q6^WBG^pRUQ@8L+#eHvcYJ
z&+P&`Ld-uu_u_QP*MQ}LK*mkvvq+7*!%J>gjb1y#YdtQDaDyOGHPn4wJBOLm={7P>
zWPuU<(N-l|i(AVBNNGzL7Fby3d8oEk#0DlWODulgugU!S>y!uSnc7aUeLO?lLM||`
zscY9mI{y1N%Nu8IT)xgHP{=?wSMZSTa4AvkdZcT|yPSSU{n|G0zUCXEFL%~R;4SNk
z)03m&5KRBoB~{z-kn2XB0i6IQE{VnNPl=L#1Wd=|(EUQDZZ@Q9#H8w##y1vIn^rzX
zs^#P>$V|BD2kiZnQC;pdw8t=>)Wp2kejfzL8`dh|x6XdKo9-y=bJQ9~5Lr()(#wlx
zi*K&}aoWKADXeI)6e|yUOx|VU=ll*93r?j*YGMT{f2QYu{v&_BQ)GZIsz750ooWHD
zL=nnD$Z#JZ%l`PeBj0%2GV}HB@SD5U8Pt!p`m%Rve^u48cDKTBPg$E^m<Ie^xYXOb
zTQ?7mDmRvO-xk|axuul<-og?))MnS}7!hG4MU~3%11oHDH~4US>K>ApRD3h?XYPeo
z5M1J?sv!RYt#vM--7Fa{S;-KI#bRTsysujKO8#|I-lGKNEIajR+_?+X7JHIcPWDMY
z2bA@R`A$itM^v=|3x~*HKkl?4(oD_|OaEH7WapGC7;P}iqho-tP~~?(JL>Weq5F+L
z&&{Pw)|=9cA2Fyd?qOG5rJ4>Gk|We?d`0s9irU3F&`#HfxWqTiCAZ4tmzKuzsQno|
zKwQH={||c847VlUv|xAYd+^ayS%UB-T)q0F&eazc`)lO1UjEwNi49~u-W{kj=LW@N
z&Y!Z~7PnyYW%_0vAP>}(_iZ`VtEU{OlGLdfN<Yd^I-a8Vkb0^Ts?XfqWkze$q^r0z
z?9@^E>j0j_oniymE?gnOfD$sE9Zgr4pez|5DTP`pQKc=cXNWXlr^y5|;PQmL?r4|P
zh(r~_m`pI>^TAvyOA7w4{l{Wt@LV*7(atSQRbH}$aV$cTW#Al3GrUuolL_3wk!w8L
znGjdLHkPam;wMyA>|ONBpU`qv^eSIA4G4J@&rQ^(LC}`dwk9}46@YTa($y<XD1+_1
zdqZ4*nD{*@eT>Qeo4iAMGJK%b5C<Dupd<=4w;xo)se{^}*mBZQb?~D~Ip9_U7=?ng
z1^tsj2?CCZAu#EX1i*$?uY~drqH!z$7XXMyvVwHj&EUC;Ybp$0ZUO`}g1hxMjCmyc
zK|InSi9foH=bQ*5hiVi4QV!HgZnu7sr$#-j*yi1nTKJxABIl7)^s8OiLmgV7uLMRc
znVm6%%(=&|ZT&z^gkQ0@T4KIQ684fAMjpR9W6mahdTP|MH2%zg=4#Gny_(^93*i8t
zjH7?oAfEZZv>b*>rdE=`wn#d@5?Jvo;nSC#`o5l4YQHp0cGIU#nC?c`sg2B~T_3qR
zsB<j+mj!>)b%bgHEY|S$9aQ7)mj|;c^iVIQhq63G9}6KNs!#0D7TQf*?^bQqmkfC$
zs-wI?${=>AZ2lg=TOy#y**6LSsb8}0-uIBD`sQf9URN_bcB_-Cp8Ne1$vVz0!RQlj
zP9LqsM{Ut$3%3M9jQe$ZT+b!j1v!mhxKP=mb_K2<Ae}HgV|>p-(}8Lt5prz;HFNaa
z%b13+Ge)6qT48PuLAF>yA(ifAV`(D+4eNo>AIzssQwYzp*hh6&f)sVZ)EikyI;-oD
z9eP2wGsx%2pPv5VC%$V_9>!#4Hi^CY_QJ*$-cSYt>Z@}p;CsQWQfFqH!S9;mvszQ`
z>1>fwOC8g%e+`8kn9sAi@$;+CuAfbp;JBy~u!62=w8U(SZQ<GSY_0B4&dkBct%)~^
z%4S~;qUw*RMGjmN6q&%dO*;oVLbvKa!ctG?!Uq+bYMnnY>}B%5eLTL#XDSRDS&Wxh
zb~-VjznkNHkxQZM-DIo6pp7cy+A0U#IFNY5>mSI>M%Cf&gUs;T4|#s}{{uZbCq5fs
zgo|<h<Dl~3F0T+an&T0^9>`Pbk@EwEm%GW!mLsSxFWeecf-#VLJ~YPW^+bk!YWalq
zU>K&~L0?c%AUQHZk0jG2(iyODw1-W)e}54;<&Bepns1+|LR-m)OL92>Yj1wwWuwr!
zlX+jDsrDFq9yG$zz$I{A??3c->z8lGD6eJWz^zr*a;sd@@M=%?0;7t4@iQU=>L{3Z
zw0ecma$WtQ<YrA3h$ri9{rk?G(omb*A|(##&tFevt2x+%CaQd_Ii!zSc$v{!>Ww|;
zphlfV_4M^?Ya)aB`DuaV4YzP;vmeI2A+96^(eGAv@<e;^bFDoK^D*J^#*4S3+OcjY
zb9#42|J?mG#&P<8UCwz2lu-#-vS0jBa{3gODVl=wDXALt-YWMO-2JpwjvmKLfnfdW
z($xTJ7(fPChC}5dU#W_5fZR)q<aa*4UlE9Z@`!=jw8_yG?Et_ey5k1_Q<T&aD{hl?
z&7uC{Z*5vzER{zluf$Tjeb=q%E>>A~&M_oe$dW3-TN+$Z4$R+L#!J>O@dT)`XRI7s
zM~ppZK*}yf!T*6qNhejp@vZkS$m8c&^9@4N%brl^3Arrf*XMp;v+VWUC1Ruco767C
z=7PlXAahI)>pt~aOAJosC`f-*Y;p_oG(MCp<r%1{Xhr9XeC17qS18?3gqrha#P=)9
zYZpBR=DQ&T$4JU)i^BcafEkIgL@9&BDsrsQpPfaSg`QU?n7?>P_~(ZCk`MVGWLnJa
zH4W{#_?So)D1n4pxblQhEe8W%Rjig?h?iJbb@h@=i}P|-y%!xn>=if~>tLDt#p#Ze
z_m=9o=?Bn<fRXD!J1yY2C2D;Y);5FE=LCGB58aVCryd!%GSybZRJouj6IYG-Gp1k3
zYj=HarK`8IKkDQQ!G(4~9p4b?ScBb7H+aG;p?>wGquMem=t1t6LXk(_-4lw8Ye?)m
z^$hP}68o2us>b!?!v2>fAH$%bEzONXQysFC3w2)!5&`59BYJndj{koe5k|N-F-9WG
z?GHo(`!qu>#{L?5kpJqGh{!~e0k$*gOOs}R_>XDX6%odLpIIFTdn3JIZORlRwo)CD
znRs}HqNWS9FV`mE3Qrat#A7&}S>ad~MtXy{>+O1IZy#!z7aJ!P^ZLt~x{FU6*~nyU
zRL$?4=_3L4NN=7iaW;knrS10KZa(qfqSPj2zdaXH(_Yu)cVIQM_wZ2q^<}PBN%3BS
z&$?d3O^dVe%O)$O`HAsx19k`1{e>L^eW1z|<k_mbO0iRDJoWyL1ejDEecoaSfR{Y;
zs{RL_xz3udpI`$>hu-?lZ~7|c=d2&ec>CQxfh{$(aNsYDb73T*T;<BU7G6CO+X;`D
zt?}uJF+aomyP|`Nt=ce$0Lnp@W<Y?KyyO(?d;>;wHS~e(K7aI72M)h{!7#{n<BEbG
zNcgr5TYDf-LP=*>jt?xc)mThxTIp%T{H@z#B|ara0Gq|&!4ER_d`>Nc;|{j&Ie$JK
z^I6h8#jA8=t9tgzfaX#2V;MfMU*^6~@Aid*wr8n{>N@3FCG)R8#ta?Di*|dZA!h}W
zx#;fEBJVriWrerst($BC!?3uu_h$9Gyok9eE?k?S!W4Q_++ACrfM(cCGV9*=LAV&m
zg<3<`sNu{ntT>sky>IdluF7vA)m+|1)OpyYq|M71iI~T=T<cdWxqsPn_1+<HCAhja
zw&N^C=yQ!@;uefE-sqzoQn;>#7k>L@Wm$eU>7&+p4IwUg6=(qcXJia4$R)3kq;psT
z5}{&sT05t?G;_bY&H|lNhD?BvgX*=w`ggGl)lFZ_5BJPP+%C~HmqT}P9KgBy%nM4K
z$<{C9Io7L<V}znAA(L(ku+DYwK(eb6gd9CJ;w_~BCV)|;6Vnl@tzA><;aez?;aEW0
z;qnK+s2<f^G)qNsEDuy}%g$f6O4JK#4-N6MW2Ty8Yo`nzu059ASjg4it{LN%=#<8|
zvrj69#|_%h3}Xa$SvjA3Z&}zez-zT@<cqDFH5cR;jF7Kn44O8pvfdBWlnKb%^)BID
z@XUbmW~fjyNq@+)<&=aND2Qag&-^P%=_>dCO`$G#QW(<8Tyem{rp(5Bje+!&V@w;*
zEf8KimBPyTmTXkOG^{OotDFz9nBOUb{k;GfApxYg(ILPIk*N~yL#e3Rte{>le6yL6
zGA8E8RT@GeGfVSW<spaq^j*w0Yy)uqZAv5$ZKt8uLqIXy4$~WI%wbiO8vi%NylG(@
zup;>+YcmD-LOP{R1mL>vKkxT)cb4QiP?Hjlx_RH8o>A#SI9!>lMUN&2!>Eq|8xfOB
zLSFlk=_bUf%*3RhN0=&>ym5&R0*n2p?=(jJA2i=Aj5O)3&_3j2X#=ASs0fP*y-l;S
zTC$tqgBCZacvJtweAjWltV?#yg)ik?zA#qH?}|}cZ@_N3%Ev@IQs#cz>5RV@Vt+jd
zRb6r2$bL)^maK8^S<k(EUq{5*3S35w6JHyy{`D?^Ma@W$PRRTV-D>y;vIWethdREA
zzdHn(n&p1EcjPm3Tw5Vf(0#{dp4>Ppab2zSNZx`DzgpFRYj$jDzJRay`$!^;(T@5S
z@)7Yq_v~i{Hr4&cvBb8_{Pt)4n9)b~Tq3hDkHte^)YD!!MXtOxet1m1JxUizuU||)
z8CdpBhdvl$0N&1d`d3^c#$E6*Z`A1$$U6~J_tGj{tEx`^Yz2b*N17~LI+O>moA`s-
z0&hskaLKOiLIfM|cf%X%uEdR1(nO1etv?k%fW8w|l4<cjyJMRutm7)!%c%FddvGZW
zyIR1m`>m9oy7*-m*B;(E(1ENtEaSIX`((<NBDEP&CIwrQ<*}#`!3*W7A7K*VN(Kk2
z@VWJA1&<*c@9O7qA1=hGOng9^TIdo+eZC!e^0N<PSD5-iYmDeomkoKY#ql{S`rcz?
zYwjTP<OwH`BbcgU@Tv6MkJ;)apGAO0z5c65X%DX_)$e@y?d}><RM(B5wd__uvhr<6
zV7&>oVfpCJt?B}Qer+E7X0>oHIjUUu=O!Q;%`6L6m`xcOGx)Bm=hs%`Gk;%>YrAGd
zBQHH@OWc|7g6KneLTdBnRGLp3^;!mXVCPF5>2=P$xdl9_Bj2XATlH1%hHLHVwI!c?
z@$2!UzM5wSeNm?G$-}q0O0DSHY+!|~H@Tpz;6e{voZAWimKl-?y^L%S41+Zo-0FxJ
zsFONaR0)A=uJh}U*;If)*yx6v)?LIg5~srZ_p-0PL%`&<gq-KPk_**HKnEyJjVM#`
zhwq|Ymt7Mpz!Ex?ByHO_$8UIDv|)dTxX<5dCCGWn?7OKcYl;)lUOe;8V4C>y2inV=
zdDDE#7x9m`N?U2Bhb7=W;(`opO3oPR6>nf>`P$_Rf#C(zS1>6{w=PC~3^wtxi9{z`
zytpD{FTnX7>BoOJBsv?FM7@f>NRK@F&=4BzyS5AXSNr~fpyub(jfQ3awv{a?Hz)=V
za;2Tjju}L@VJ()+-Mr96V3_2R`%2mQLmWcOc1Q4^!KZx*xl+@x&aNff9*F@gDR=(T
z2U%HV7u#LGjmbRR72Z?#meWc@2(7BnGPJ!C<Y0POdrV%n-7vr3afzZlOH3i!UfsTH
zigg*I@m{FftTeLSjcNca&~*o03~^tD3t>`EJ|9`)kQ#QD$2g9fK8N7&S^UVSC~3=f
z0O03#5-Hwe42?8-U&-S-WsKl-yJu66yl345olr8|s-^}kS0@Yew{4yX0yW3$RMQ^J
z<@LPr=%K8uji#^g^ppUt9ct?DLC@Uv>cLF15K1Nd{ChkSG_lcA6`G<NHtw2*96yKb
zK3{CVaHDspL#jh|m%8hAq^!e(c;I}X8nC8?EfbKjM{qRI%a>9tC3ULrO-@_~j10;4
z%5zfulCxqm&CYm$qD%O+VgaxC0kmeqD7_6P(O@B&tFvEO8wmHW;Xp`RXQm^7T-(r$
zb~krN-vJqW%<V?o-4TZX8?T3Gl8v`Wza;Q2z9-twO9Cl;8ms5#=P)b6V*0JP42G?i
zjECi}DU5g`P#@1b@D7{CR0oe*dnP}NsS2EAQ@z()Y4K)ohR*q;d6hYZO`09w>h&Ry
zkC_`-w9^d)h4Wl!4*5jqM$IP06_hR7O1S=ff;$6|Mioo{)K$)>U9<pP^#l(~SItVy
z5OIggK?_7Ozzvov{|J^S2_A$v^-EGTR!9N5lbc$8u0nq|i=V2h&XRnfr7cISQzKCq
zk|ONPUde6H{n?2^_lAdRZ&x3R#Az-(=?(FIb<A2Pz_IUPp+m6*Se$mX@($iwxfcPZ
z#$nvhZf)*8Tc@W@Nr|?fe_rXfl5<_U(R|fot-eG4E6IRjR&eUJ6o<eqf_zpoQw%jo
zr7eg*;x&uRKI$2N<HW<9kjmeEkrFwZwKV$@r8QAiV(u4wzK|U>5J;TaSnH_W+OM%Q
z-mYQH+q8L9KEEo333Wx$Rc&8g11v55&h0}L`Ip9X8^=Oc+?cEU5QxC&^O193j5R@t
zi^O*`C(c>^4b*Xeu#l2P@%nfpR<-92VD_sOekY^n-u_O$YTN{7fcp^6)v3d{S6=ll
zN1w#3S#&6>l}O%azvv&YGqt|oM800b-lpLrQ6maFXTb(z883pWE^#S3Y9{5=P{q^<
zOv>dP*%CB8Y`o#~K|i+j(1uo;q?+3C4F<9zLFwWkXm0eaF>h&V6RoIZK=^E;+9&$x
z{2jts9m5dsFtfhMNPBz!(Ca{Q*=hXQPk#Wf$*(4IT#~6DPh1!olXNMndejM-8}{6F
zxlg~y-fA>y7ZPjexppSMM_l|(qN)YVQaYsI^DJotDtk=7sxg|lVypp1(J(3smW1{@
zmoOS8WRPn8<DHFPKZV5?+{z4gM1Bl=XS1*8*M$m(=3F}U0onr@q4@D_R?Ts>aR{S}
z!?a$poVkGta`82OzD(t_QguJQqbff3^wc^A!#^E5ipvhb3&fcWw;L$eHVIu!NL*5K
zk!_PVDhcQPT~~4$dU9>N4f=6gkkj>XyK0bWx>KYip)>lnJlVn4Lyda7VI0kRrSB$~
zCiw&2NJh#}HX$Pf{7UuRLe&z-RQZnvU$I<YeeGXFGbwuEhbIr?+vko3N4YoMo9Y?>
zV~gXI(vo5QBH2}1#&&}M#G&^2!O(Q5lQe90wSHNu=VPh|VW;k6LV$ji+&cQo^OCSr
zDRI(j#iCvXx;hp1zvg=aL>{NOD0<FRC@~wnEQe-ZS8Fv%k@RkqWbJ`>aH@7%4>Dwb
z$}T9^4Ha$Fcbw<f#B|k;l}jGx0T#3c%NsNhWVD#o-vt4wt^ED8c15r^tDj&}^{0!o
z?CgD>V<to%hJ7UnGxKm}zN2wln^jMa-1>$<C03v%s(O0oHXBgI(s{A`-QORkELtiS
z?<;_yy;N8?rZj;BIo6)K=W$X$2WiqXOW4tIBfz8`#ILQQS+z1#N$n_pddlH*44oJ*
zGWTm-?UDbW?$aP{BfXcmMaX}TjW<fGj@AWQS;v5?AyPH12EX>zEQY}`KR1_rUi-Gj
zjT&n5-^=L6;HotareR&RPod{>lk#n@7AWnoN(5)yiZFn?OX_vm;uy#Eyy3P?OZnY7
zUuqCAz3Ui?sRJ{zfRTV6geep1A`)ld9Aw~3x@lsa3GR#2&U?)!DN97?Z&h$EF>IZq
zDnY_6>Sj0-ve0b-C=f#j@j4CDkit~}Ga-TCsF?F7^9<vt8vj664)s@-UD-w)l``c0
zpCOkb7lOB`yUqzx&onp;lu^D|UMGC%5}^C0X$v)j$Wpdk<0UvfnP!10PzCM~TTJ$0
zy9N(4B?SPbW%4?OpccV~Gs%b_pnl-!nv_Pe9pZV`uY|OJ(@Y+MG9)OAdY{M(0Q&%<
z^QX{x8nr=Wz)-`-n=?+b+FBq6SOvTgceWUmUJUW#kzTBY9E3_fdrZCvdM0owYcnA>
z5^={f1?=Lu2-2rZ`iYTCL#0Z8o@}d=W{0OmeLQ1zYYg;igIVVg%U5-(Q0sP-d-U(x
zJL~nW#?Y5dlp=DjgW(o?lwpw`uW~M-MB|-(T^p^5hN*o`mJ@jM4VC`Texg8W5mlY^
z-oMZjJND4y1pL>)kE^rdj}^57gWCDcCTo8!B#&mbgbn8$H+aV+_8~IOh!z;SKp5N!
zmeaKCaM?bo#Z%WvD#p&4c!quw>q_Z!Ege;xGsL(yU;hWXr0@?E)1V(2zjEb+_lP}Q
z%?)aQ>n(J${-Q%3@JxYMUHaZ=q3|#7z{t>kuabkqH!^~xm%`6-Enn7!re4ZHTE#S0
z@+H8;KQs(#9sl+7+{CNXplDQ|FDYD)%jJr_=PyL7xHKj3<y?>fDf-$n%2P!>=m@Fc
z)4dtcmX06VsS--aTeUF9HZ$?gFvVZLjK~RYkzWw1x2D{#57?{pem+$-oGRgpo;x4^
zSXW44AW|8Bi)NG`A9o*B^vyy)Pe=0Wfv^3S+HvRfdqFEAtg0*JA7+8g)tC%2nJ+#{
z=e_qzBlQ?(E(mTo^44B|I0cY_hqPnIhCZ)m%*v3RQ*zOh#PS95>uj#d?5?EWRvc&L
zMPmvNIkp-EJ6&==%nTpP|5V3KQB#;2#>ei^d049=(ji?-Jh^{73dn8a@g>Sh+mPs$
zEB)laZhlL})=UL1jh+EJtW18`6-$RljRjw1Eyb%LEc(zK#4Ysd)5P+>(H-%^4|yUq
zu{oZH-YvrzE{t}Or1g`Z$L;za5E4;Li#}udwW@Mc(BM2$cSieU;os<=DhV|47VWTe
zEbXIskt>4d1q87ePZ8Tk#xgA(*B={egbuvFknpUA)P$W>j6BRiDr-QU-bt8Ohh{jB
zd^r*I{m;(LZQ%_uXHLi3>i1tjA*;Msz#jNrp{b(8ac{i0X98o3J5NkAnih|GzJ%o$
zOUFqzcI;WwH?^+y=2+g6!V4EmgMp?@KEhceu|}>uplPsP<)|<~iy&0tU@!vXto$KD
z&ovN2Ue!wtB~>!6ok}j{|HL9@^T#3X)25$r%`K$1^(w3l>vRvyxe(>HfNSfkARgF$
zP2ZPy0gc!?1{~bMan#ilS)U~nC+pvWu7h$NP_@ExfkD#1SN1<oZYZ<iWR6k#>%#Cq
z3{-p2P-#+WOKCDlpLM5bV7fbIjkHy<Ds#>OPcV)&-db`6{=M4EJ5MYTi*<A0F!y$#
zoaIMEeC8puaOyp;H*kYx`p;H8#`H~=aUWzw^-#Bz(X%)+x*{Kc3sh*I2@$2A*R;f%
zEg8Sd87GcE<gl_(Ad?gp*#T`m<cuaX3%amUx+?H{j+kNXPBYfSj(SBE2Qg4`^ek{5
zl;%?m1{u}66c^|1j`oSTodJf;yaB!cHH8TU{VD@|(oIYP0@c?E*xHFUhZybPdW{p1
zXv%;xgehwSigh8Gs(7S~6Ad<u57{ZR#R3pVrTaC+q`alV(X5Bhga4ChE^W?hH`fq~
zRPI;Wp-al-30~<YDhz1=65&;SXHZXt!6s#pdMf-+`B@e1^c1?Hy$bb-HRX%7(7A3^
zB_kE;ImcJOmmTN41F9kQ!yL!70vf#kwBTk#Ji<P`?t#;^CG!1f1IxP8cG}Vx*;e)K
z(5cTfHi|u$_=OGNTx+^M14{14?tE_!xO{)7Mk#CxcVv5Cg~Ih+qEWyZ;o043Z&jY1
zAUJ#}F(m$L>F9~`UBuEjs&qV}y1aB&TNJq2mlx<81hMk`aKQ^?*b?6Dy{)%1epakR
zSg~Y`8sdMM_INEak=0<tyNX$MZT2_(l7)IbaV%1QEZS(=bEa(Vyg%r;sTEtX&g5_X
zn-*WnU7CygIm-|6E8d3_*a4qe1a;N_^q2*wgzZ(bKU~(ZQ|LS1j=N!@ClfY0=bpC`
z?Xsm4GjwB@L`ggAi?F+rzRss-B>uJ`rzzUb3Yz8QD8wJK(>aynLn<JV?T)c0YrLU6
zJk>C2!s9yQZj`+G3eVsCK@X85$c5$~AGVtm&^vx<9HO--&nvM{>V*sgmsvN3HJ|8s
z+G@#&9BcmM)P+j1(WOXkb#aT8dAX@Ik8^}MUmCo@R()*%@38uyD}k71WeF+kChG-A
zie(Ptc17RH8{h+|uo%VSEwL>L$hsW}Zok0Qk$)+p8#GfaHMRea<MQ}8Y{~rXJ2!g^
zBdHIgPyLDbH7}di9S2*MMV%2wF)n<oH}iH|kiAIKmZX%iVR&43y!awXP_}gf3#ds6
z_!O!va;yE=v2*eA5{<;FO~YI@XK5#>$RLk+KeGEHCT&Cp*6_;7^wV>$ZaojU*u^W^
zaKk(o?4#b`8{=P_A9QQNsv1V#eik0uWsTO?o~eq^KznX$*q!Zfvmf?phkt`a-Ya-&
zcec8BZg-3l;=U*691r~A<z|fOhZs>J$0v=V-z?zi-v-SL3BX!Zb*oq+gQ?P?1G?%V
z9c%0VSFI}SfZq?mUPk<H%td~_AAW23=7tq)5j$EteE*WjAk`yHZXT0uIqUMRK<k(T
zfaQ67Z@e!n`P=qO*RfQMI3r|m7i<s_GG;KKb-+BTWYH-dVif{9+YVDC&CSAkXmfbB
z0e}~iH6$9a#nMq$y;Ilo$oOdLcs$4U9I=Pdg0@<@kGyHpt?%X$ZV42mR<=C6<~=(3
ze;3?88w030H9Q1@9kuEOt&yc(2sr>4?>h{9|4b)8nCkmX?$;&{^I7+=NP9I)2T9?q
zUt_hh>1(vL92ge?-S14^XR{itgl2?oM=xao2uA482mK<KoL4CWsNI8s_FBW+uR&Y&
ze0vX4#-GvFv?^(D?;t|7IG6Ta@2=L{no*UUgFBZ^c84?!oG~VVEeo*5;Eb)s-i$;c
zfTX7im(d;d4kVNgQVga;95Fezd`e{JW0q9eOo`cgkZh)N@n6I2pmuM$lumJbvj=%w
z{Xs4P$b^U31ZFmdWIx#)@IvQNc88O-B}zYGm@6sI*%8A`K7sflme+9yBvz!<B75hY
zhR{CX=BP{oHhT@hiy^`gr$0knrHLHqB%!^koacEkSS%f55vP6E@0^tvA%rq~$&Y-U
zcuhg&CI%N^Br|g7l~Ddk4bJ5c=2e8Ve5U=S!RNYkjzIU94%?1HMT*JMv_}FLu+deq
zf`k_L-<zhdz-K4iMe81&P`oJ>?vO98Ubzu|B<QmnKkuGfeWm^7JXd=W=qshk*Q!i*
zxFyXlvR1r@T`#M=7}E9ojRzo1u86RfY|xE56@lOwD;yuUk`Ae9g-a(j|32eE;9AtO
zDtA-L<~wC7Ea%$Ai%O5MS}0uZp|uuvwoQpRAF_ZOd^%HmvFVlGboX=`GtZD;i^NhL
zbb%Ybn@taA!|L_*_2a3BdXp0h>gFCo{Hb2KaYwF<Ku&LYz-ut=nbFTuS!)JF^4>y4
z5>0MPNBZ##5+SbNTJ37n$`!3=4?;W_JQhYL-iMztK$D(vm)wQVt-0;?y^~)2p)973
z_6d|<k!HqRY$}+5+85o|$K-|tJODjWn8~pZ)C@?W$0`Lzw!}u7JC^e};PW?Ya%=;0
z@@D4^-14q-aN~KeBwZb@dkG$*WxSPYIEnYKD+dYP)>~x5cLe%#KUYG6IL>_*zl;Q~
zN)Nyq&r@20X!g2R@{;gc5w2b(9;yc(PY&X*zZl^efa^sZMJj(+-ie5-)eYTiN`>qA
zZ02%pb3D!_LxqHG;(TW%XKtro8IJ>PJ$fjObtYJS9jm4!Sr5+p8powuHkc!BbFJ9U
zk#bxE1<~g3dmSNyKt+F_E=Vrxu1JsJS=9-LrOw8H5jBv^fRj1-dyM1+mPLJ^UGkx=
zdbYELl_X+G-VJ}xGfAiS!R@x3(Yu*76>4T#Q9UQf9anumQoRh^{lsCXU%%^$S?k40
z?()zRv=3E6gpxga+)Jxv&FwGP6~0VYFem8U`c|uDH;jLH?L)Q}J!<TD(#>#v=GU(Z
z!ku*^<JZ=Icw2G5uU)pYGrVy7CA7?@$YKVr^C(p4go4LSeW&(;B)3S|W~(btbCO$<
za)C}K6#=#P8GS%ZD9FDXCDxqRBIh$~G&|ifVbtejQS=Wad+zV_Uw>Rn)3J%21tDo`
zr87;q((Qv#?np~yV>l=R(~asMR8NlEYJ9VJEA)?T@4Ija`gu|57lyRTm_Gi)$x4;7
z1Ovah4KrR<4Yh(EFcn&Ke-`|eMe&~EhE;W)d>N@XhA^usm<f!e%<|wYINcavaC$zw
z{S0RsKaSm|qkA?_yJt5k5G<*#rydmWbQq4JTvFp8QS5qmrL?8x$!99Lmd*T<Y*sye
zYoVG!&dDK;H+05zb|RK+5{ewA&o;sajF*weZ^4)8PR2CJ30N(w=E8rG76`SGyKjN%
z5}FGsShRC#+nXc0&-q`Ua=VmsU#jItkaS;d)@vbsR;p}vqH6kqC9AO^Mo?xn-{^jc
zxS^QJEXfpOLNO{ZLVoTMvZlx!{9rS)fLAfhK+2q+B@>ufYBI!H9=@+qPIf#@hwKe;
z&;6!L_H*O>R5*mZyA66n!L!U{uI#u9Mf}_b30}^-<VsoKATS<6<}Soy%I=8kXI8=d
zFA!TS2%)0;i8R#bXsL}J2RMCg(9ciS7V%5Arll5qys?y71E<{~?ge6tSP)?6kfxsz
z3mgV9koG5Jn%nhffIN^H=(d#YF77abPl=iQBxp=Kea)nj*su7(%EG`!$ic=ro^BDT
zKg)ddl*x@HY>7f)T^xIbzd9!)VReE1{ux?<u7SJJG$7;uHUi3gLe#Mu9H9i_Zz!lB
zYE|4S^Qw9ggiteA(;itgqRA<Q^WuC`>T4utphMkkm@*RLefMXh(BZ4U_^h0)dU;1S
z<aO=!1n%5lAAre?*c^Xp<`Ox9lRY=OEhxgQZR(=?rVjSupM(VtdpVrBJD|r>Kk8IV
z39g~*>pFsuruC}{VMR&p2gSM8X!4rf9`CE3p4|oNG^+6_vK~AViV+M#ymWQ;%SodL
zpGhm6ov?sc+m{JPILvyP@ws0)dwosA!s_bFhan3s1x#@x%!ZEg3w)FbX;R|w*7eBu
zjK`Wzm$S@V=pqI)%>t_HVglh^<gtqp6Lr0;Hf_YIo*!0~ttbEHU9`#*+^*~$t+lQf
z6dmc$&=?b(TxhtJocg#hXXo-@63X)-24vFN0PB*kbbfUvv6^2ae#LG6L)U!P%!+fz
zpzdUizFYidl8+|nhnjuCnQ*s5Lv7yV-87```=7mYqnGYX{D|MIbzckf7R*J3C`o!o
zBhlyIzAB5cWY(p<!f%kmpy~ILT23#AfO&<HoXDYWjW*|Nr=44u?ZSRfC5&ujD;N-+
zpzaW?hqxu?x#~NAr=Hs5fAllr=^l5_5CAB(PvX?eBpsZ#ny(<A0vXp9Qg+6Q!L0RB
z=W6;+^?53B_guI6jXQr;2ugo$98)$*psKsEIW}Ko1%n!q*m5H%Tj!VeTAi`6&;Cdg
zc`Bu|@@3{Xc=gqjPc#hkig_D8I#!=8kKU|p>b}Ay-GL+=>SP3PJj9NcJYzQH5n7Ft
zF9uFU^*fC@nuooUeaCts!o3Aw_QWn-KQU<Q-@2xGFhY0<wF#z9^K(x{$?7Dymp--v
zM%L-S5@&*pJH9u@eF~u0G%cFnq9%U&>GFlBeM%k<nR(_p6HdmBwRPI7Ns4`pFb1c2
z*7swj+_P8Sxffok#btcswg6*GUyd~3`Dp5>t3OmeZkB_Y|3IoY!}AtF?UlC~?{2r=
zE_|G+_1Ey^!MlCB_$B`{Z5#AgS9hc2*J>|>bp(eAq3Yo0p(6o0sFlO&9|1RT;<n4I
zVQ+q<Q38=@yNDH`8_pWWpBu0Yu;q%hRyv)btvncDcMB3Y$0lLfzqVJLUglm>f%ji^
z<j{uvCJrfuJ76WVOyhrxv3cbFfljPf=9&c|5Nd>=N76v(@H5YMQe!HO_%2%f>eo<i
zEsop$@Hhy|EMNwvL^weGRITIsC1mH4UMl1oz-llxQQ*EUlut$Uu~!SyM2FC<=Cj+!
z!-OVVN?X5@*HO#0(sLWhYNNE(QiR7!CgvgH)u?sPd6PLe+UyITotjwLTU+&5$#)pd
zTLnE^_2Nd#yY5k6&Xtl`$x6XfQFYb-2j!J7(IG)Nt?{(wG^FI=$z+FmNp^}gv6s$s
zB5kYuZ&c|f#7_z&WK5M-(IX+MxFWTzH~S@|>FO>dUdhKK?5E)t=w~!#umuvc2|Un8
z;g+iW2U=S%L%v$VQ5EgRv#_{gDVK@%F^F?Q01mJ?9aa#^e^iJDG->q^VH>XA1rpa`
zNx*#)vtsF^0wvgiV9^!iC<-{MUizRq`B!2HB6xOaNC<%AI#=lG-f7m~N%{*Z$@|KK
zW>%4wVu6m_Qf9-uLs(~-G8;+jLk?ohk&aA@gqcTAbNM->0EozB-nz<NUe*ngg7ym|
zWag_W%#wrl@MW!w7U(RF(+eL|z=~6ckprsRih0I*=Cb_w7rLHW6hWhdfHFO7Fx+bR
zx#4!u$;s}CUo3ffxI|CYc{$%x9~zEcHjq)yt8yru62ZBtR4a-Q?Zkg(+-Sc8K6#f#
zdBXE^Se?q36aZ+aLnq9w_kJ4dZPLQdPRKIzKoVHjHQ}-{n;-aav;2&dLWUT#wTo_5
z(V_y{s<j#{%(MiwDltMTpBDg|6TIe$_Z=b*k4L*-MjiJp1hjDjXw|b$CoNCs>fv#j
zPY2>xyrlAipCDgm?OfM$w^%93&~q1`?)fP;-(Mv@Q6#S|`qUs5{6@vG8V@}82$%G}
z!?U&QUH2{Q^nR81T+@oxf4WCc?tJ|^S^Ao5lI%!%d(m56S~WCEsB<I54i3a)fGzb?
z!(>snPyxfW^U$2ndoE9^(uu5MiEoNRXuDQ@wr4iGt*Th>^u0>SFp#;i!%4JDKk+-S
zD};;aO}t>*t@&lM78>D|Myi#VOBvKbeJ<&PRhbLEJegx@>X0;w{bC9LUyNzDUyiD2
zpEumgz3B|Ytxp+$`p~kV^+%Wj37Pz}M_#X5LKYrH?<B~+r40v6Wct)%y*C1+!!CZB
zv7g)ZuQQQBcPh1RQd;j>%!#IA{b?;`ujH$LB`_n0(05;7Nr~HQiGjtQhmKdIp3V8r
zY);pAy)iqc^ATRsM7RSNqa@`IhQ97(i~|oRM~q`UrFK)o{}$FkkF_h_IJDQ(v-%WR
zqutKZSwR{ac9&y4?!?)NG(3y}5Bh9VYl_`IM?!s}UQyWWFN9LWREne5*L%eVfvg7>
z+@mhZ`|jsLBUc{5I_dgy!(2Tahs_3RQ+8`7O(<_XqLQcDQc2rUh3mGhEa&L|^=aDg
z{$~H*EL!U&a&EBXMv0HxyR<<gn`bfa`ha(bTvz8uDK8Cv+b4g!q^Ajmq)W#)5NCAA
zQs}gwHBC^HlJ)_;v9Ff@k#j>6{(^gK(nhh6`~lvI(oxCiUfB;%-PhwU$HHL0Q2X-z
zwi%L$no-Zes~?CN^W^D4+6$!Vhs)1POPf=VcVB!!o)sGoW}o#AVm`iUh75U>IG_>o
z6n2&2Vz;NAj#ippb}E#{YS1ICmQx^<wL$4WRVNn)RO3bR5`S)S+zP9DdIr=^lC<^Y
z2aTZ~{t-f2U9;jPkULK+c-l3*?VjAY`5KLPv$)mh0=HP~`EL0UlvHNZ5jtRksLj8`
zkhIO+S-J8(?PuLqaKMEN=bxRpriuVHno1NZ`!+3%J~|)zOw(5MD|hukBttr6w{Pa{
z!Suaf=3(65P!A?{`naY@92dLbt5VJr)#&Yq!#b41<FIAsvv3m&$8Updq*?i{tIMCF
z7T-IE;uP_IQFJh%KTPR0V0EAN3n1|w9jiZ|c$7yJc(ATw=hLTPkh}zC7A{63TB1Pq
z4oDv`E2Z;Ca5<0RrVO7F778HBf7Yymr*K-vT(Hd=+uOq@3|k`B_1#XRV@lhqs+;Q1
zeLSc(67XJCo)Tnbm<-w&NtrOT|7T4C1FoQWy0jI=$R{K@NNGHU2|&%&=rR-t)Gq<A
zP{jG2+GUd2EaDi)BCZ@TO55vwG68Bajn<;QsxpV)tZb4`v(C#99d6N>iU?saNhrz3
z5))CCvbS7%z~jZuF^g)t$dfqJax%}(@Y|`<LJFhB%-s7bcZGbZs=rFH$<$WegpKXp
za4!UG$?6?BsybEBKO4B`K%&$O>)!Df$$8k-y~d98y)I2~br?o8;kqxGSv{qM{cif0
zF*Unh>(q0G>#hwh_`&#du)MhG<b3`7c<1t<&c|g$UT%Uk<PGy&eSh}rO&tUIW0*9$
zM<&Zy((82Hdy6%nJgHE#+*mWQNDL|72Tp;AZqZ6DFzz`=@ka<DUok@@F4{4$j=OkI
z&p(jjqlc1o`vEXI3t6lELl35tZ;`8=dZYM6(GA_tyMpdA!i8U?`ECrJzEpt}56j68
zmEaD9EwruObbTk-9Bd)uZ3FFHsK_FBOle*0>+1wy&mZNdoQ2HMN-@#Bk&o_gh?Wgh
zf<aPY*5nNWicxS8urA-ZDgFpw*i^Xyfw<8-eNM_hsq)`3?qQEtW_msubh`MFa$oGw
zv?kHXi{4^OtHoT3m<;?VPzqKe<qxhV^Q#^4=9pWb$YmIeoV5UppZ#)_z*Xh&fx<J^
z)DRMmN)<^(<F^22aSJx9gXAJ_^n11NMD$9doGuPOx(2~D-FO=gNMP?38uKV@R#)5&
zl;}Qs^DY30{WNsrK1-;q=U7>2Xj;|$q)z*2U<HOhU4_Xi&*FaNHN&q8$I-AUL2MrB
zMAb{Ky`XhfJL|)3-5^8=3w`Vl55ROy{@6*JMZT5uf=$JW$M?9&H`2rkejGOhC!ze?
zU|kAhV$_)EsvoY<QdsY<yV1Qc+!uW)kKAAJu`lB%h!~9Lq}KDBO&Sv8$Dh=@uLd(k
zM&@owR~`YxRDLP4FI;>$k4>A5tLi-cFg~JF2fDxiZeM%$H2FJJe1&BGVBA>za}&eG
z=je@3-;X|UQSZI{55&k~HPd{FxPD3D%k|y%G@SR}sMI_U)6adeOmg!uliaS7yvwH~
zR<UG!Vsr4%pZ~ivIQ{>vUVYfb7lzkYUu#+$k*=!dWZ&5fN7T0csS&q@MA^(WCsc2K
z(+xG_e)gK9UR0Wl&SE_`K-Xu+b)Rl2IQ<}1w$WyH+>w|k{ZeZI)l5C}BmVh1q-H%5
zbt(QlCOu%YvXGK7yM52S4rz1To{VMLZ0mVhAD=zJ2MRi!NA0$U>}|LQ<XcI0oxZQ=
zy<a<MQ*FKt2`n=$x^Suu!?0J?90Rdq!%+)=<GW<GAh`g8-4dYg5*XCC4bJ|iT5Qmn
zYk#=j($BhQUzPkp55V}&8P1Emy+%y$l~>ppFZnP3%7tsLtEygz+Nk%xUFcR|68DWT
z0uYbn8_Ae{>-%&T<`2A&zMLd$^DNZL?U01g2S88J^g1W}$OiGxSnSk;k4Iqje@FGY
zl=F!B%eb$Cb0dT>Z|A1_GhHv-vIG8P`cJ^E90{XsGrfMr?y=9&3g%A_)#*Pq93W?5
zH@#vyav0XZIU@N~=y5o_e#p=`vG%aldn4p`N%>*iuyAecaiu^l-c5>;4O&8iq9CMJ
zHE$;Dy*mV^p2t{s0(Ir;U<*j7wfxg|BD@?V<&9^`vhb;z${<d!cEXSa3?NsqApS(<
z?u1Xvmw=kaEwss#Um?%L4{;v@BPo`<{=(SSILT$#`$l2*`mAVOU5f8AU2+iR1L7ES
zkP`Q-dgw|>z0$m(cAgXE{b0$8@=jnl)_}m4O@P<Jf(OMq`L$SiQl<%xU~SNw&7x(T
zo|GA(95~YEkZ#JfQkVO+7l^z{PB^n6q2@O3Y+#zVrCcC|Mse&biKQ)PDbNg+R_)&$
z!bq}ffl@f1QaKee^YA9t{Yd6YvPyYCi#48Gf2dsW(+7Qg7g$1~!jHisdjL^NE{42z
zTey(92VRwkt5)v%O%Hi`tFrbINIvDV8?7><c>#AZ=|^LIke$%}l;1Av*?U)EWW{Oe
z_hTjZXtdYS%+eQHx$!r?3dC*JuA=@wp58PZ>i7NsAL}4XWz?v#6cI}HX6#FL#!i+b
zlr<S+9oa)^jC~t>jD1N6St84z7+E8P!B|4}to>i_&-Zuy@6H{^F^4&?^E$8d`FJGO
zmB`>yn1{f&>gq7P2J!IXh*1ls6ss4S`D4!du5bQ<>Wg+6+ShfC3+E+d#?i60Jf+2#
zPTJ~o$IIPZuKspe&39i*iWk!eP96!A<959H#y!LPZ&maRf5d)Sr@WbLO7)iZ8&$4L
zeENKz4*{{GIC(r$<5|zhU-QV18T^HkOU8A@NP@-F5(2!#_3_A(-^c;CnE}V8_y>cN
zbK5cFy8d&+F?lQdak8xcKm<Sgd|}U+R0;>9(4hWBJ`eY#y>em3LDvdl>Ky=DofMCW
zS?(;awK~30BUtHrN5|X8F8FEu*aJQG5qyBV=wQTfbAUSz>GmEwN7I1+P^f-g+c58I
z90l3<LiP!R((T2Cnv5|66<$LsU#Kr)nXtwhXgC9w2OhDX!`t&!dy5s^%`)ZwAklig
zQ>dvz-#*fA$q$E!xRQlNr>2ohH4TE{;!~BDSnY=5R<qY$m<02Rc1drtG+kzn(T>r_
z7;mz>qaBLG;jEVF=zbBiUo>5GHAgXp0N$cg&u5RntL7(Nlb<in%*x^<8&`v64IC#$
z_w0jM^?gi(SFsLTkopHVSAcEsnoy0<kH7IXCGBqmo0?gZyF%t44;SFKdG575eziE~
zwB~y1xy2h6hbeHD#G0Q~@RtY{i6mAuAzzm#{d~ZOefc@t?r$a4`<J*GH-b7dfGIP0
zGuM;;E%2`Apw)GLuU||K_X0dYg3HyeI|uJhVs`Gm(ovl7{n0UF+bt-pm_jiyfBr$Z
zUs26cRQyKwa~(xBKxqU|X{#6U>Z6mB9|7z5c;AFBxOB$2bOV0hf=W5acO;jP*gY4A
zvs?cgB<lYEg|<o#XiHP~GQ$Mk#iu@R-?`rEeHAW|6jzO?QtLcnEhEgT{+%i#^Thfz
zfDdD_4*25=JkpfwBv%1nSaymHLPD1u1(&D`8r=NJQ#Zl0l{PoEMd5>TqajXY?zU+Q
z^~boCm@A&6o{bUCUCP0bB7be#2ND>R)({AV3vyw0@Vu^};D$F&n1mAZIC=R5lq$vQ
zKWa}Bi-Z=$H0>3Hil`#ONO={R&q^;gTPGY^;0co5Ns*i!_6v8runt_V1sV){C3eKA
zJj6?C?ed)n$Q^RYD!$YslWGyYW%BFFa~Z>?8JzI54f-J!TXTDXym^D(Xxf8HE*S^K
zjX6)rZZD(myDhr>?pk~lY>rz<r*Qv=L?$66;iN2c#4~}y@{-5;>gnIZ^Ol|)Rcse<
zEAtJ-^tOC_O^W(bC2QWHpmJET{^M2R;&ykCg1Z0jm-~#;03Ikid_g)cRNVTuSHY^~
z<vi9FzlC~DCIytG(cg^kk00g}a|r_I9HIM8c)yvBs)#IANkBc~0N_7&wFhX}TcN#!
z&I&>jbTokFK283bN{{p4rZbg+LaE#^B}S6SnWu_76QbIeO7G^e0$H(DTY;I-+TpT>
zVh%)tk>Gu8EH`Fse9JWYG^o1B4Y4Op82y|(h&@?|_a1Z!T35Rvi*pIwE6mGDZU<^N
zx7>c-urI(9=8C0HI{JP@S=XZ@!(!-#BuNHelJ_?BXu&{^&tU0?vF{*CnJO<%O?9tO
zv8}}zIx>ut8{WmT4+zNN)z~YgMw*R%N*%5RCr85}zwMZi0eyM-Ei@B&8+1E?3qfcf
zxN;$uCbv=)-Xk<k!5hj33H`8uLXJ(-`S1{vXqwdlImVjU;R0TKE$V9OyaEVVB8rB>
z*SFN8GA^h>y*YHO?XQQ5n7q(=U9vaeWQ=ucDioG-Y+;!;F=p0l#f&#$uc<d&-?iE4
zDDtSe2KAcaPi*Ly#K+dnsdU_Ih%LF}Pmv<Ki^sY4Eqzaoy;AesM@ZeNS<|1fcb1{7
z#zlOQJ?RnimAuKX8v_q&KwyqKPpO<0;=1wpw^F)f)J_SV^`$wONjrkjBl0mDu3{x1
zQL?ztm;Szimn|9Jla{oVWNordMPIW>4i)M9cFfhtO)wplWo->|L$WopJR^pG79vWQ
z(#sQi3^<4p(?73%;P7PJFUl!sBslEa#h58S#MMv8cy&BVD&66g5Lf(?;oeN;i?};I
zBJkwSyIUu3!`1bOaA=S0I4Vw3)=BiieH15G9N`8(25)RIucgf?-HeNt$ev{W90Fg?
zM-8HL9gKA})UG}0<y2q^;JB~w(ESc?)<L;UXuyvZ?KR;Fevk50k@G}2m%rjz#=Gg?
z4%oL+?Si;^js?2cIc~Pl`!3tSFlfUP-^`FlEGg;i-+7i~W%Fj@{8lH;UgZmxpPzaw
z48Y^HcP=@7R5q~fn$Ru0S+SDondiVUW^Nv#VT5bA?dESyQo*^VG@}y@0BrmA<=l@E
zYqDl?>gFiy+3ko!+H<}TJ*+mbLi34*`n5<yFvr{CvQm(bAe^I#DKSW)JgRwgC91pJ
z|8HMK9E5x#V{qu^qruJ*wov80ijHfxai4@8eo=e-wH>p$VcXRiwpV@quU5#&3j|O=
zpT1~ROzA(o8$YPz8=L|_R@e1C49+XgL|9ejM@X2+rbmom9V30?5GG$YQ(Z0qbuTHk
zzpAIU+8Og))S3D`HDuWOzlkFR|M)bhL8%>>LjJE}CVR89uU`;M-%*s608#)MKZlqj
zI*3+Fr;1<n)qMvab7k3o3J9Ck^@hb9W7E!lEx$Z)JAIs>YWs{*0x6I~ks!6y0xU#i
zL@N_g!azaf<Ga!Rw?i`9Nm+Y?E=*o3r?tkcvh2A8TI#?}z6hIIIXeyIUZSdh;jNGC
z)7u8Z)Z0UW!=44<;x@l0Aw{!=+^Ff8vN<O>V$0&$-~uELQ`AWt2|L*<WcEgI9Um0`
zqL+0nE8OCXakooFK>1qluG}p`vdg`m8#Vn4T|L$6!A)IlVBOaK+<5n}9NqbZZ0T2i
zGxrl?AIAVg_9Q1?Ce7B<PiG=Ue<)vJp?vw^c#1%yMD8JB_nsuM3Kqg=`DV~d+)Ok8
zJz(vH8WbiF@1Pz#-Hl6)T6Sz_w5YZk;v_4k<laB-1`r6WxsgwF7o5xtBB}TkM`r<k
zm$8PpmK-n*`_W}vAQcU9j9~<%vdC#;Pfe-fYAzvGI-09|h&;T?a5xfUa^V8bx$oGR
z_4fJ%JP&O59Vdh!g}6!pymPRX8g^U9zkr5Ib2y&mx0h==@cds7ELR_D5vBFLL?^Nq
zYI9b`bBzx%YMM<2G2c03Tomho7w3_SuyY7i2RTMkI~QYj`&O$98(_S5&a?AhA5WW2
z#7WSJF_W=qbs>1+0O+nDQZ|P1*a*P7ssb2gNBgw=!a>RI8?OzJE^?UR?^^aW+CxA%
zCPRu@EaZ5v0Aioa3f7^$3*6;A6ju9%-o&udyIMbGLtj&xxg%-BoxJjs_FCZUOv8BH
zAj#WDes)1%4#WLbgO{}<fg?JdR3s}02Ok}b>9erB9&M72=Se3GfPEM0tQT_^kI=;l
zX&sfE-R7@(9`PJ5SZ}^uHOZ&YI*6b`l;zAQ*4^zM)v*%S-7uxS$^$TY2#!juD62yo
z&A;YyrN#k$=Vs*PAU0i^(P}7Mx|pi#22Mm)9t3_tv9P<lG#}kBH*tky@}swX$}s;k
z&Qhw2Uu<yo*J8KMT%JDR{|X%(Tby{1{VlJuBz67u*9K;!J`%&a7n<0@S`-fAXoXM0
z_MN_UlS&rwGmL{^+vGe)v<l1-Z6%$bYuu7W&Oa>qF_(4DH=NU1x-T^(yRkakBAd&u
zP!_^;N$k2Gy!<2IeODTu*5T53OP{ta+^J5y_SY?^$GA&hfMjhRu#SaQt6DqL&>rkp
zefX}lU~~oS+C9o=-gy1fLX+6=8Clk~+6Qvyc}uw`)GiLQ;$6Wx;tb!fsK>tNQr@e4
zgrJ@ggfBD;w=&z;OSU}tyh^4`1nUr>fiK0?B4$5IKOHO*Yg(ukbg{L|q~cETUfN6~
zmxky!CTgc>>P=WPZI~&J^{&=vC6?0>rGIobc1ha!XAhJnfdxN`uyy@LX7h6S;%7j1
zyAOkJ(VQq69O`>Xnxd7M9#-Z1=Ak~drYF4*66rpNP)^KuaSN@5XB~T0+8)mRySX#?
zcHbA$jnJy_ko{-xZ*eA%-tAY5_(%trG{({0emws10gEWgn2)<{G}5JCQV;xsuO2R5
zz&%L-*@xb9;m@2Po$dm!#kz%Ydms0I{I6tjenl_cWi+cdODNWU4E=(&voI2Aa+hJ?
z>2Hdqk}Q2=Nq*KN&gFACYmo{lSh+yKBIOP!#qLP{0v`2l_>P9!Wx-6{Ne9s&yGy?+
z^)A9_5`Gc<M#T!X@;C+qXkaEPG`LsCqhXDkSI6JkSD-qMC+>Woq?dZX$elcHXBrCU
zD%D9Og6nw&U5?!7W4{~Q$Y}MIMblsxkIk9_!2D)1P^H`aaaLg;w8ALzA+kYh3t#NL
zlz~U61jvU(4YplE>#kDmt(_hyD?`QFDRaq7ElRw49qiGiN8qT_fut9+^uhXPZaFv?
zu_pZUf~||P*H+}=8#nbVzcT-^t`Z^jE6t{TYx#OMc^dmc%z&>NQ?7KYtm9<1-aJ@)
zq3!$cmlgLVpYq6_xjpbD5u9`w64+Xu=P(BqE}Q?Q?5Gulnn*fuF73QyjCmBV0c^jJ
zM4wh&DQJUtxXRBe)UrJlib1Ii$_7K2S+xt`bKJMV_5Tq~x_Nt#jSqVywSpv-BUj@p
zL9m?Uh!FzkX;2A>YgZHLqQdK)w|9_7&z&u6CcUs>fOP%oRXFxQX;t?pelW1WHBe%U
z_F0VNs)owC6(`t+$z%ekEL<h)qru+oAi<w8Lb6P<CLqPSg2qBYFqpulsS*Pc@&~p7
zn}IkVN|`C3M@V5sAPqO;44Mnm{*~L0BjN$kHuG-BhPDo|7y(?XX=u6y(5spl=rGh%
zsKsMYsB<cwJ*SS@3_d`gB)?C9uKyYi<-p+MStaprFe7I|iJe*7I&wQgtSSTWKVpEQ
zPnA8!1L=ZkXcc_vljo3zckn5ua2^)fv5%+o7XJfXEDGB~&RtR#CvH8%H34ceq%#RR
zm!y}Zsokgho<79O4enh&rI%wfOv#UpUNw!LRkDiQ7PHf==hBA*R9P_*Bb)G*1<@ck
z=p2GlZT0h0-`gU$OFN7tzVViqU(Mq*Y4;q>|A7#o#a*jgzBz~ivl>02c<=JZ!8WX8
zM0Kx%vZ|`ihyYY=mIq&$ez?4l`_niR{ghX=cN`*Z+kkl;lr;YcQsDc<+}He~BU&dY
zPAY>0DH#7Wj8NZX;d27Q;uR9bL&mA?4ZOjvfT=d2xrjy4K<9~#AF1BoELb4W^c*51
znFbfAc3C`YRp>2q!6uDYt%gYNDLZVLTS!~yj6KU3zS+A*RiU8kYOu92;GKFQTUZGQ
zi&-<(vPWe3R>35JibbihKncq%Iv$&U%whVJv!C{iMzb*qKUS;Ms&`N|6{q0<Q4hYq
z<}wH`e{bE>^;AW%vFy-hjS<T<8X3R|J296?(khGw7LTTRIe?J5aGe7)yqu4NB<MBt
zCrI7iKR)jFD%D<P&C&S%H%g1#?ZDYx8wkN!&p+Y$dDV_v(st+<kb>xLyYdgzYrnO=
z8gr0zUJ)dcvgzC__zz?roD#`<wp}^-U&#GS(is{xo9`jMZm^-x1%}L_r#?P-n}Zn%
z9ROM=`5~H7lWr-r4i!C6k{)mG{og(wFocb3_<#F&E?n59rk%9tcYMYYJhxvKx~n}>
zi*27{`&0EoIfiZHS>nuyQ>qGR7r(ODPX4_9*eK~AsQKmO+_R9LBgjLJMh`jG`rG`x
z@=49(1zy2J8URTflavKW_C$sf2K3TaSfs*mdDqN<oQDGrsRBCaM(h0!9T|GrxW61v
z@eps9n$L2irn@nSu$6n(G&vN51_9DLfwK4jK3dFjWj`b0OwvqD1+iQUU8$Wu+(5R8
zO0D{OwxbgCUprDt4hXHj`ik}uS%Bd#nBGk34Qz*WV~04UlYcT$yE&mY-*-)m;FRPC
zXV#Dqfob}Gy+*H(Yf`%9zH*n3G1a&*irC*s-}1ZoZ1v@U<h{dZ?v0$Mu35kQfooe*
zqHr>iRhuGx5a+Pu(3E|<t9;W<4NH@hOK|Etf6s;)qIHPZe`?_CZ92)Au>RL*k2Lgs
zZ-A35ouAH1&scbTNqao42pGm;y$h!mlbz~$5Ay6OQ(<vCE(-AF@BpcHKS;*3e?dNw
z?E;yQ1aRR=f^j-Flp=MIs6V-wAOJ5sKKE`aq<I{<YC06*T{uSUFfkoDSDe6_qi3#-
zOr~kTmvLt<UP6-Hu8sndy0f@~Dz<t-J)a`6Q+2MO+oa*7Fy#yD<MAJ-7l)IG&~8W9
z`)#JZc`SL0`2Na=!*P<&>Plr3mo!QQL6jJ1B&XnZnV7AJ`e(lj-A0XLjFuc;LBuBy
z$9jy5S>5oR7Z6`lu2xAyu#s4g7ij&rhKeql9qzu;g8>u;%r4$*IwkqT;X+IGhWS$9
z!#%~kN(Vxa2K@YxKAUSUMUA~KNF*&_=18y-De9C$EtRg)12In+cyU+DpEfnx@Iw@g
zgKsJa86=V(WjQC8|GaZ(zx?2M`0{0++q1<4-|xhcoTTqr^<rLDL=*e?xx*520zasr
z6g-<FiQm*$z-d%;asik@+g2fQl9i3a#7+^l7vtW$<iO#B4hUV>V-J_JPj<#2No0?v
zv~wyT8<#hx#<12!(*_RRK=&4|IB#vK47!9C0^044bptZ@K2))e<+3V7FSBiP9v{@M
z=6U{jhISzz3fXMzzCtg&SL`!z0|cY#7TOyyx>YHCVaAU6kN<wzrr1M2`fNAP@e#(W
zC5J_hi3Y9w*<B!q@ifkY&%n+TIwqfE^B-t5A>m=PfPT}Ufr@pSr5N{E60Kc73CP%@
z)^;?5FHK53Bwy+RL63){E`A{m8qi2B=-P2-v#1W<O1~MG5|ZsjAmCDu<3hP50_5?T
z6ER*@vtWwOmu8nQz2vOT-flS1juVa-D%6r;fOJmmOG1+BAEAdvcV9IKBYIe=iYPIO
zDte$q`1%BOTX1z3$v5pwDEntzaEhPa@{t6?QKT7626QGo2*h5vRZhNqSaEGo81L3R
z&<jzq8EngKAxV#|mi_}>e%*Zfu4(I{K%cB{wH)(55M~hnc1E(|Cig>fJZ8L*`O3Ts
zFYwdM3_v+%v0-j}x_^Hyfu@dI-%qRWn#tVS1*@S1ECywXR2muOPT#9^4xmZucDNh!
zV9qXBTH=xsFOfqS7ifOxgB~!WyWV9N@~r8g61yY9)AfJ_@kh>7Aqr<Oj{@5?6DtEP
zPHQ<9a+w*<XPcoN1A&iEYk72*QkSt&|8;M<Zw5RD4%vp^6aIm008rdzRuqyty_HTI
zKXwsJP{5cN=$J{_IIMn2X8<_xS>Zjn<dEU%koQ2>mZSw#%a8xBTDs}a3YbhEy-*2%
z_<|u`GaT*+!>>5n<YdbpNQdQ-<bHjHwZAM+h*^O-UdnRdjXBOLIGcP)0!y6VpEh))
zwy-l8sZ@Y3hQ*=vJVaq+EbE!jNm_V;JPu|13g;RaM>`h}R#>ghKBA1QA_p~;X%t9O
z<IuIwNL0*n#spR26_Y{Kh87BIx2;Ts52_1+g68A$s(ig~7A}TmF((a|@nqEg9cv;o
z7kbKGE9uN(6l`;a61!xICo1pm%C3G$-;Gza-O~_Lv^jPdE^K<L%gNc>&XMvsERF3A
zjF>4&%ZL(TzTAFKXQf54V?Ox}=Qj3=%_YlD!#XXqh*0zo^N(*)9AEl}cIZV0`a^(T
zZbSk&yb_Aq%kAt~>y1NNG@<3OxRz(7gJNC#(g)T5tDFL~Z%M%^d0yhHmOKAI6+Byh
z<#XE;_@3*v?}~bjRuk3lg9RJvMP;dlsHXh60`cED8GA734Hfurmq4Q&7Mg1+gMgWv
zlf15cK-kiwr%d5mj2&DCU6dCWpM}y8c`BjM9t457q~!+y@oXbz<DC>rz~D+wzAQsf
zz?OE_HJjsM?*Y&aK9{nDxV`rVIv>4E$KZcI!Ipu0=v2<PR^k(tV<7)#Xu!Rn|Jtvc
zHuA};b~ALq=u?|k7zj&lD#_Lwu>cTONE2VJnmen|uVOT_B{r_Fc#>anpScOFofUdO
zbB$fgv^hg^a{@pME%F+!KkF6ZY;m@UEdw&6JMd&6eUy3YtG<k7EfM3sqyG8Ofo5ow
zIbd$r_PM*h4qnF3B%i_k?M>e};p-7UO!Y-z^EG<Y54ke{XK+~3c+*j)x%85j;Uv8K
z#(J-kl{&3mTqRuSUh1koXug-STP%`7BuKG#4bNRlN;1uUgGn{ELq!bdE;G_|sRg;l
zL&*fbZ~ZdWkFCC&*KmLP#1=oFp9WnNF|TZEzW!eOs*8ew>oQHPm+rH|IAMbqnDJCa
zf}sCzb-g<Rt!IOa7yF^GI3rC80GD}MDW$`gOr7V$QAuC=TvVopzU?g=uE6rHaZuc~
zsw)JUy`k15BJiGQ#1C9_yOge_JiLV8Fg9>VDQe(;msDEVOM*D&NSeO}DX`oV#LF6+
zfYzsQ6ugzn&=56tF+|6PbuXfn0BHx2;R|Ur!??GaR`wuJvBMPB8xjp+@KrcA((dsm
z7~$<5Lig7-5QU1#Ehy#JqCNJ|RZ|Yt9*lj}Y$L-}`J@38TAm~>mH_{rCfsj{mxU(U
zOAo$Dc)_JCyHuBO=)R(FU+*l44+>8^b6|FDewdL2MTy8;JL;N^1zXpQm9FXS>XNwJ
zhBPmx7xE?OPOR&|5&5C4Yz?iz^BV}B7Zx#FWKBI?aRmJT@fusCo(es6&q8TK?`TMN
zzg#kSlXIpN$tKcHq%Il>yY|W^<YLkN>j8s7Ymea1&P6@_SVbh&o3=g~0(x?r$AF%1
zTjCNgf(WxvF9dn_szBw`(X(Q6_iS=fmY)DYHJ`8Z2&a@KtlFjPZx+Wl-`c&Wg&#H7
zY*`+Qrf&%BFbaGkgKFyl2d_nt_Im$Qj?q3pun7|@%KDNMSIF_$z|{2hSkuNuCywDR
z_;PJYMbw-4OIf=ncQsl)g^myvoDPixj(;Q0<#}>YR_6;J<dr|Kux%FqDG6kO`E|nL
zF3zA5@CW4odeAOKPVs-BS1~I*woTP9{((|;_o`ert#4#*nnQBe<Hj3`PI4pd`p)al
z++_BJ*i5?Rxn154nS8$XU4iZig&?51Uz7$ik<4-+=q*cMel)#T%<6ip^y*#(;%yC~
z0C=$e35bOx|C{tFod$hALjxD+N6B1s=+VD%si*MG-2pxsn`%A}@kfwQ*+ptgO$_B!
zW}c88NyK~7YyGs|_?jYkp#xrB+5dUQ;@i=0;@_=B6OogHJMF1lk}((<YlKqDgZ7L}
zPLKobv0rI?IE1^P)lZL7+_?8u9L#H<@IhC|Rzhg9gV$$6s}ttSlMS@1VOO_-DAGmi
zYFDFOaW3$h5cqmcs6ngUz;|;)Er)o`;j+);m3l39>}&d_ybe&Mdzfzy1-wq#ZF}n*
z)kS(@23((pHL<9O0omPil@ASeO3{^07IRNc{wBO`xS|U&*6!r}S%<5y$)o!z_wGaa
z{p(R8%x9VX4+jbdyY~5(D`!CLkb=u4w4OjD{KJ3KKIw0tXENS@%?j<jS%wS_#+ZGe
zcg^ltoS1BlONm-ytXZxeulCp@>J;#vE$pvbbhOiiS*rPZ8_cWHGl@rNX8}%1okyLG
zg>#80D?V|m^@%tuAY~#Tw;iVgwlSohb4t?ERO(MA!<b$G3Tx^e3`L;?5TN62f6yc;
zcX4*hanj<E??RE7Yxc}o`?&rj#Uh*}0P1VSBxt#?${A_d-=8T<s6IBc@rbT8i91*9
z!32(@SA&=94tz!Twqi<AFH^}?5BI3cTxDOs6^@2)iZEGDY1}ce-CthVy`?)7Rk879
z?vVio!-rfqP8g)k)XZDAMC&|iUdXqX&>6XKIY4@Dyvwv~OCS)ks*0~Oblh8vQNv=5
znt|<chF*ahDP|9WggB(o5e>Ys7cK=F<)<MIXAh#YwujSbBk)eh`v8U&T)b*9XbRE@
z9Ht_o_X}u%SFRgg$^=>rAZEsRxd0vULfQNi#}JhPRmh?I5GxXiTGhdz{+fOiXCUfe
zyc*?AkY19rDHzkxg?8?YW7C*mkCt3D!^>y`^WQGT&%?^oD)HKkW|=O(8P_fBo0}T!
zK17M&-qny_W-UfoU8zm<q@Wbmn=jZJxmm;NR|V=d_FJdXC7rt~t_xYa4^hN$sGavg
z<wHi8*v+<L7IPEZ?fLPd)RJ8J@4waod^~c06#W*+;t`}~_nP{a0r{MZ7u$<3N!UHY
z+(8jwor<oPa@<Bza6+%ytZV{@odA*anagWWN&`2rEGlTlB7R|HLaM2qpKUNcaM$Qj
z)5G_zYl5N=n|xso--d6K1T*;Vw+YMm#0YroEr8(dd=t{Dev-QNNac;k_uqC|K5p84
z;(458^_0-Z6*!Iqb#UZ*SdcE2oU{hl=l|pwNp(~IEC~zQey}!!D1e<9b2sMsRcp;d
zP?~@MQ6r#R;D+hRNLq>@Ctp32*kre5jDUC|ytiU;Pnc;(V)?oa8mVlhlKag_I8Llo
z{@7$;O<{d`?WNu^gZmo+&~2^|CVhBF*OxmvSYfx&chV*9)c-)v>Tz493b9uxLl`Zd
zNyA(-jyDT|X!$=t?qoJzys-1v5@d2Cc+5BV9(7B)ZfZfo_}F*)*rE-?E@r<9(v`=r
ze^_gHiVt{CSX}yH{oI(UJK&&RL_eT4POu1LVa|mfr6j}}_^^C8IJV^M_IZzGvs(1_
zxCiIS_Sp`aP5H>@<&sDf?rMmEU9%6R(_-<$<G3U(We;TocX1-7upC))^G`|(w!rT%
zRSK2Mf|S?w0t8+Htt}zt900(U6~3)7bh!R^qLFRizG<oHg*|7Z!I$@rN^J--em0le
zl0>l6J#U;FHxZ@YBvNBxJ1&f50X&=4KyP6*Ya!a02@A6`3FC_6U`f`IjqxlQ-8GJ3
zzf|yFVI}7tKl`tp)dbqviGQFfr=u8=X0|`Dv0%QXe;^jFb&)i-cnMI?ul@$ph(vVX
zd41%3w8Vu_op=VSWC!UXSuEXJNOn-LMbR}SNlMM}M99tLSG8H(7&J1LRTCVc*KP^B
zl>71-!5BFUlAgTpaLvtV%{O8f6eLtg7K8y_q)-r_K>A{pmd&x<gcPnZ7A%j7*w9k$
z<z-TOTf``J*>^E3B+`B$!Ps7dkqcv{%DOvrp5pb=16brTN_M0u8M?`c8!kGzZf_Yh
z^Q>IHJo}Jnq=&Ve^A;?wRQz-A$F14VqOxo{gVpU{qq}gyYOG`NGyUD@ew>?M=cb+n
z*Psd?3-98D;+J2)=Wg2ERsg}w52Lf>FW*kCp=HY~sg@J^2MTyBsRxWFGl30!%6KU$
zltNv_e9<&3>)1>?l(~KG*uJgr_scpzN#Gt~mAhqj-bj+xcoL<IS+2r5z|N(U?>njM
z#~1Ff!V67CriVE$kX~YjS;1WE51t9}CFHm$F&hmEAt=RUWhM<zNo|tRfDo8#;QD{U
zmT@eZa35fRg#y`>)>X-$cok(T`Q;?V)*vCIxCTnOn+PaqLmj=}g)wMtx^W+`_b0jT
zP+~^2TN*RE?KGk`_fk*tCURp-Z#k>^`aR*zrrb?H&TGX7WaSi<^`86;2XUtW#w&~K
z{uSd;5Am3zPhV4?b8iS_nE=@zh1J4EyTd}hUyv5|jtUk!C?}Ls58aAUl?$#*KOUk9
zl|ME*g%3zkU^L1bVM)rYCZWiH!#r~7+(Kr=e~wQG=+uEed9N4J-p-t5pB;~i>v{Xy
zPXT4vt1Y$ckVq$$6aF?7<Y$jlx+WX0FTkpjXQ!b>paGqGqehR1ywIaD$~O>lr9>B)
zali{~BwTS!c1o}FrVQT%grTZ3!kjN9Y|Ul0xYu9KG^DOmDk#P9bVTqoqWrDf6Y1}n
zpL`Z2x=Q&#W0g=tMV*CShG1jNA9d%SYrE|c1wojJ&k+NBbYD$(YM`9DR!;g6x>>Al
zv~FJPyAKM3Tt{U`^+Q)IW?OGRgS#}_%%`%}nN3OcA(m6|xDW3>?G(4l#cU$iC?e**
zPlyC~u<7(J-e!!!jIggXoP;&zh78@r?&jX-TyazV#S(5{Ma+oH39hen^*7mgXq1$k
zQSUs(kU`|9(I%=2ZS)<F$XXbEi|lc2{l(C<UwR}sp4YN0p3~E`jT|jJjeWni@38i4
zdSL0n4_HnL9&4tTO;Ry_gb2_H^@P*s|H>E>^UWi#KV~;C$VwrVze1R3H94|PL7r1!
zxtP%&I@9pGv7GI+i};VkC62v}p!-bbPLZ+r6n*-CpertcBVhhHlPI^wC5PH>2<kl0
zIE?hy*q%GaW`l#kQuyk!#k(;P|I;2yaURFm>OtUh{`jOr|Ai*E(Is=)KXpyngICCJ
z6c7ZY7RdnP^XvGauZM9%8_a*XpwgfHZ^mz;{kN`w$Nl9$$S10I_NRr%hD4w@%U1!`
zf^(Mv=>59U-I%qY3k4y)qTIROX5&6l5)_!(-FrfX4>S~4N;e_(Z}xAtSV|B2dLv?0
z_cvcqo%0x2b&P3Wl`dNUu%6|!YWb;6znv_-HZ%hpqhDDJD!DY<43F-!v5f;Fc`s1|
zz9>)7z#ZMgXsu+b5f0&!Zk1M3@{vhb0oQt5HlMYOeoX&F^f8TR@M<L+-27RSs5=iR
zH+i(*CBH|I^Us#jpA;LGADq&gG>Q+a+5Y;1Pj6Y!`c-@KtVP<N-^}SU`3EXj(xEJY
zNeG}-7hqbbd2vxlI#zYg!U3?n9&G7@d7VB>wfa|xIx9uQ_;de?lmt0IyXBcc{@rk&
zq8R`64drWA|9@wz|2_Bq=I6a{xuZt5QP<}XuBV#cY+=4RLMh=XvF|GiDm@Z*Wk#|v
z_`V^v*IZ9y9Xfb?>s9E*8}bgS-+xt_$$NPq_jl*^;?XXugRh|;8AAio<^>`cn=ceb
z$)E*-vKoxF74^tOB79WLfOif(AT*QZ#CuSTtpbF#d&G7xIH{y6fD6TEFFC<IBSZkA
z)baOO(+fRJS=;ts#U>y<#gJfI*Bll86n@sp@-(RYWyKVOzi&ZGvftcO7@qd6>IOuP
z6rRni;OctYw>lI;3r8Qah}vsHD}c)%OPaxghP)g_@7DSv>$=rBH^Ytea><$(>F+xR
z93x!EhjQy8(?c#w*Us;&K)%&7GTJ>{XgU4AQS7brZv!~6+JJF#;^KaJH0MkQhp~GA
z7MOUp_2u5<>c7l0TRdJx&az7~EhOP{ty(4lyn6rjT9@BZsfcxTW{|Cm5|tI77<Ziy
zcim;sT0kNAqdtfRw5?^(dT;*ku)_!*B-zb-yo=mBPtI~ASJJTWNRhDs<GNB%ZDTKw
zPX2qHQ;c3tTb-9I9%Q~6qmpaIKyqd5<}MI^+=v@XkEcVw|J7R8WXOr`-7i0$S>ajf
zR~U4=z#BVxz_FWwyY=a7!tcOzVMgPZ>u3*)nB&PTPx4>wif7RNM9o%h4&rA224%e9
zj&|R2%Ty9&Y|~GbNw`<JkpjaEJ0O5t5j+2R@=&l%(!<mnkM+o(0q^&Z(^3_3{e1-k
z0u5w)GsxLkLVIr5F$YlqM&&6Zpj`Slrr~=<xVj~xnlim7!m#Ur03MEC%wnx8fC8A^
z>D?qGC@af8>y;e{0XduImI%5{EuaDKqgh8z)}0a+(~G_2wv~^AoT-fbuP5!7+rGRM
zm&lyu<Iru&5|$GLC&<TuY7SP>JFk#(cU4F9j_!1wOML^vOvc5<uJ+X0Px=lAq~h#^
zP~A7?d<LXwKJ70g!(a|^RxfA)A&OF@-0O6SMIe$MFWyUu)2U#~qtwGWNLGbiV~6+M
zeeUtn#z*i}6Q19BBTTPB%cDa!dJiv8wb)Uf9JKg!JW(4q0J|2cUc4Caqk=l^Gs|Em
zd`ou%C(Phsyrd??h2Ri76<L{w51`d&xTW4L{O*(U?v~mS(nRiYXQND2k`!qv>sG1h
zI}`Z+tbd?F4BBeEMWdJ}_K6z#*?t?XrGiT_LH@9ahX9~2t*ZSFAtz%gMAzzoL-2T0
zO>TQy{`bgpsUSTKnr|;E)h+_0BLyw4ZS%}1Pfsny6qv}#B%6ZU!d>+G+k!LuAX(EH
z|FZ3xU1i1WwO*LTm>pq2hcakCaaSXXt;L1N6D#G3beXBmny^sIhyim5Yk0BxACHJB
zbIO}#`Z(E@f8`##{Nr+4)W-z(>*(Gx1%>te3vVsO=w-%(uov8(@7g6|%yVcgzee=g
z&Xo68%Jm-n**mh2ll}yn)?%OtLJ5&b6@I7L?11i({gWA&8+|V+IYf?ST{PiJmGVwn
zPQ-Y*%jEfYtOwb@+|TVK8MJ6$`eW(E!iogBq%^hLM=^Q?ST4H6cA)++^IV>dtE?^i
zABflggO@K;&HYpV965`abIE#l)CAA=Zq{K%tHYUB!s=9=)AF7SBWV0tt8iDpu9qft
ztFZBsGbOQchKG6!LBla|r_=cYY2G%d$VO@^CKP&mJ!UgskmhF7womJNfsWXn|MHUw
znEmB^E?50d54VV1lR!2Pg>^}53eqDGZ5}x+w@~I<xojnY-H|gID3S6CVM|HtX2(s(
zyG?_S^KI4Unl;{9CmihJ_v>bsSY}h6pL8jN9h<9f&y80^$9!$(G_P2yF_H``#vuw7
z40v?F_2_Fj64_W()76gL3WwqCZyAF*iz(9Aa@t2ax~1qUfthyK0y1O?SOOkOjnThw
zuDTO4!Tvuo_^+sQ&aV~=ikM-;S5HO~e*GyQ2!BQS1w2fZJ<;lKFcun2SGwJCvyIH6
z`NPEU_scO%&bWuVz_Nus#-Z3MULx^23^N)Smi?#Ykbm?|`|51j6BZ%|uW#?FGH*5!
zr)1?xvezQX+b41P1DGeEOy7Jm%DyokQFoh?v-g~?M>1h`92fH1ZlUH`NwF9JZsn>q
z<B@v}qQN)GFx+Y^yEEg(z>z-5@6S1?Es*X1&W-cZUoIAYe*|fUTxq$}_5R3l{^5?g
z9(jO1bxCEi=o_Iv%;;)A_88zr8R)3L#gy4ymSysPuN-mbXcb>eD?&e4xOgayvrZc)
zyf(Y_vCv`LbV<8ILHi*cxhl|1NadOQT;LdGPy-pXZCb2gS}mAgO<3{2;PvViqsh8O
z0C>$6o4#wJSntR05O!p4IFo7MNEZ#<L^3-Nz&dw-7HivRbQp=_og{ToG$cAkyn`^e
zzd9AlY7p$wvJdgz9}s1gKq}UOd{+Msqau!tlZa0=VN}XswcZ6R1+Rx^>@A|o#egyJ
zn|NocE+9fH)$lb@LvA=MK|cX#k~5WV_idR7I!*}-$t3i;n!L><`mAP|X^@wSb-I@m
zny&~BXJE<F+dhs<GL!pK<gbu7)EhQQ9Yr#1R)I?vE+_TufDuPJ!!i2x@rd>fO%%YH
zvGSFR>yPht;$_qE2pC{#w;kgKHlTvZxs^9OFj@8hk?0018Rr5g(SDChlV8Xx$O2>x
zVMEI}5byU1aNYn-L_!=vj0)>iukg?Tu`!&^Y5?4qrU54C07wYB7;IVqC$8$7oDc0E
zk9<Jm#MD7FP<cZnU~T&uk!2r$4&<w7HWP+S-VDMww5&&sLqV&0s-9QD0`Uh#od7r&
z@Tt<BA!;un#VwjjA?{zXHvk_l$j}$pDCNXOAGA8zzDgqS(g3i!V<XS^bDr8X^$Nkt
zvZmIkxb%@uyFXq+(|2sbeZ%c~ks&%W4K2En;Lw>-3#kfBOb$X1$)ydRYGr0seCX%m
z#-7IhD%Q-WKsKCG{KCpT@kv10#|eA?4z9omV;QTqs_ciO(Nd2#{f!IfMYJIV_pkA;
zXBCN8%m$T9+P=0%!OK0Z(=!pA1f9#qjcZ8xkN04>y4kw0#znl*BPRy$5>cEPYTaDU
zEHEj>g!I^IsplVv+BRB){qOgEiTh8d$xZYboM*d{3TyVwZ`Q<IAuP*cV8#7yt>ba)
zhCYYWZF4wLnwbfB$<9HW>{pkxhtTmT#GXq+Wk<sLdR!V;2Xrq#9lF$E2c#?@ap_p|
z%~*G4LMSL~^~|;5$K;lbDDY}7ymI$$;<$JNZLaHLwRu0$<66XW)14Auz#M2+?wnDX
z3!=CzyyO4KU^^4(@-uj$V^$gY$8Dfggl{xl{@tF~r+98fhYjs35+F_`tDuuBt(k2$
z+cAzxfmoD{-uEk;Z>1RE?PaN&=K`0Upwq$wq>Et*VOtSq?!;5QcjUiO!ra|=N%?!9
zk7(6$nt@E0hZ4Dc&Ue*puO-A$JuEKSbb>!9lsw#`{Zi9OEvh;G)(>#j0WbmKg!E>{
zd9V>&X5;n-F`MfT+iu!Bs`LZ}i6H&nH|alSRlAya-Fe!-w<;SVN+td6uVcjXM)YZU
zk;zYKlDXfr1ap2mUFP#-WcTx*uoJ^~iHr7=e*(>KrBAuX-W{R&S?@Ba<k>k@yXON;
zHsX_hjn{i@FE&7C7x@14=d}sGKy(8)a0|xysux<_es(XzKZddMC52f|&_q~C1WgU*
z=D$;67e7C&2L<A_1JJ#&A;ey{SL=Xg6j5sX*aSSDQxtX?B#HNhFQl_*$(krX9Qq*r
zMrr;3it;0%C~xJoY5%W6?}>fx{I8D=x9U$6ZtUb^#$imqEhga%<oC<QhlotC9x%Oa
z=aA1rVI!v6_HCzf?`#AyS-;Lvg`CafWY48<mV$9X`Wo81PiJtg(XI&^NP5JIxRIol
zW4<=HR57P+)>9G)N)3mt(Qkqw(R|@3QYBhz?e(`OgXn#Mgsd7q;2@FT`D@;OP{`}i
z0VjHjTye*qU@xlhNgK{Ng`$Wsv-L=mq&{htFoz%4fJLk1=X~->z1=o%H>q2L#7zr~
z`!xc%#w&$<u*sYrouebxZ-eNPjKc0+{@!*(o3v#yn#!p_wLaByJ~zW+aTtBLbWHi|
zx><4BN&P16vcod>{#a<2EKYk5jv6(+E4sLaQ&~SY6AE~?e^?&vK{X|zP?q&Ms1XDx
z(T8@;ml(lY1qd$x^2}PGgcdF`rmb68^D<|hOK07eN$vF*$u1MuX+MB=3j_eMpb(m=
zI?3xvqd<8o+3F*lv^epNhthAdL85LzDM~te+t_pO;y9G{=<aYRAnT*YI<oiNRscg}
z08lR23JhuD-PQhy2U^8*o?*aiYK%SJ*3t;H4||j4$fPP!j6E^=bPWNhgB4z&s`+Bu
z>T-lK3bB#=bGVd8H|-|fC%i0fo4pUJ!S{d0{p^1s{m~9pXF;;x+0-4-I{5SBm-DC<
zg4hX*cNMKb3Vmy@ISS4wDiy?qFm00_*f?w%M<m5SFKQ{UT-PT4HKchgZ|qR7XXjbq
zDUy>>a%AWQh_UJSXx3FY5nQ)>G!VsXdb?V7;D4a9?7A%AIhxlnVR65t4}RthlE28p
zrO91qC*i=U;9}+_CVO7ju9B67-Yb5^7p_bu=+p#=G(`gmR0*|aFwIX0!xJ0kq$%uT
zToEu~3N1?EWltCYmOQT4YE`Bl6wacsCXKZ0v!T=$^l5Z&zy#=YP$^jcWQZmT)XR1I
zMeA_9&nmLL9a!d(*=|?Lmh%AqULGq_OmfiW$Fx7}IL3l1&!?ToN;xkls&ESG$#`s7
zItZ-Si_-Y_$n0uJl6Z9Dg?Q&+f!~)-=k`EGs936GGA>{ttBEp|23}Ke`P%7)6q;tN
zB<$F5z=1u^D0<5R)&kIk3>9C!s|y+uayPEuZKA)XD%-&6ZU%+?=kyN+w=!wg-mN7*
zl{uB$1Fx<g$=}5qX<$MkZ{3^MQ;SqV_bRg?O2ay~45!iWd2B31@Bh8LcmGSsHN_$q
zI=?yAR+kuY5ms!_ny*^Z85k2KP4CN}5NGwbV4ZvE_3Im2N}~GuKl29Ep$N+IF;gZN
zYO1Y(>J;+djkm&X-8@g#@h#_37OQZhO-^HFE7K2MuZqsd7lRGuq7SFPBqNsJc@*AG
zgq8G_+N2mFNcGx*udClfxFzxSLg;q6H+$8$`j2xK%!h_XhUeeiqrLIR(@R9dxvIG4
z=EINA!635@`pLY|sO673G%o~UcH6d3t<Lu=e7@v1qbYB9)PMgHWhLuH+=%itXk4yb
zSM#X$rruuW);E27{rodQZu+fd+C4-hXw~%j_4_p;Ey5c=Ufj~+pEDDA@%J=t!m}h0
zY_bvr16s>eo<lmzriJdd6l;xtpm=%te;|f)vu6~ZCmw+o(Slo&_1po$zg8n6`YK*r
zylBbF2prdLzdni*^(Zm@+u&~rp(;}9Ycj5Xos=9qpnJ=o)IrSn<x@CA9keRhDOCN5
z(MfmZo2&16taP)EF8e|Xw$Q_we*Zw+)p0su89?y<yP(3l`3l?Z?Y)ZFOSL|{s~gr=
zmD8<P%@3*MrIbdrp@VMC=TtUI(U4oqAkHfCUlC`{Z#aWy%i7#lE90Q4fwcIZH}01t
zVW)c$3Q;bON{TMBe)1C{(_?IgXrysKk#BJ|btrdn@op)dq`XP#>xO)EMQ_OJ|CMg3
zdq>Pb-L^3}e^qCZ|9}0o{I$!F>`q=_TVCsGL-3-h5zA!zLQ%Y@1`;*fc9biM-9G=I
z?4|9Ym?9BQzophrl;%cDMLV}E$tb1>Z`dLDCg^JtDlRSsl`)V8Mx?|^idlwK;F5Kf
zrI@6{az-xk>&;m;<O#?S75^X9ii_f-pSs=~>nh-???>ZzCOHJ*_D!S)g0Vc$dHthC
z&NYy<URFX6i}H{6sZ&Ad?niN85BjOXCL(lwzzUn?vqh9f3Fd#B3Ht|PyaqDmkqVLh
zJr9n&Bf(~5^N6H)lPhF`hBV&H?|~stn=NIMMi;-e^=^MgI|=5{2bv*j8~0Dkjudu>
zOTH<har&4UHpx;|Rp##pl<{hi>~_LbN#A*^9Cp9FaWH^3(A;PyQ`eCewj0)c-%k}Y
zoaIymG4_GC(@b#Wr^6(G2uqM+cocN+R7eBSo=3X}3W>dELgL=Dt1{Rv1m|e5@Lt>}
z<83HmDt&ouDtHGbW#9|YWSI^$=61dqY>#y)LTj+OlZV4KL1D@d<@O44v>@L{u-q<P
zb39hy6?Lgq+Pi!(kfcra#?MDO$gN~=4mXQdNj(P*xvL-D?xBc}hufSadSpK=#(jwk
zq>C~oe>=1b_Gmm6Qj8#oB7@sTvljPxtae!!9%NPXgE?2m%H4ci=cvnKS7Ul;DaG7%
z#rzZnmr~2f*nsa_PnCS^k*{*<RrMa6T%-ryOssHnrSEL`KK{}fey{uW^=lmM<n+d%
zb8<nmsF>FzXEmez-lj@PBZ=n6gt|b6Z|9vd`0x5`RFOWzy_=zJjnc5~r=KLP-xVnS
z4F#ck=pIzozlKuA>*~&gbtfNPHZ_EN#EgM|wtfJn(T2Hda?&L=n`WY*y}r`9Nc+b!
zDyd37sM$mg`nx-G!h1ZkrO#_ozG1yRfjKFvH|&2*_p2zl%3Q#OuvNPM`ob;t6$hAn
z#i3An^lTUlC}N1))#Rk!jOL?3y|nU503^Vz@jc&)GgU=s?BtoS*pJ_+^_cgiuNL0j
zM%;{NLO^>I7^Mn?o91@)D5b?wls0wH?T$qs0xUuY70<9vlKRsKJ+F)6rHM!sQ<9Cp
zF<&#DD%Hm`UW}8O`86_?WS4MJ6{-0+IC(BoYfv&LNSFjbQfRsNWjh+5CLeTbifco%
zwQhVm6XLvo(KAH&`-v!0(*q76J8OfsH}D8z|I^n$1xLnHOmUL&LF*>J^>OGhBG;Ny
zjW`0d{Uhe(3c^xP6_o>|dieF!9JhfsZt@73ZzINsuuXx6QsBh#GU>}>jKut6+8lSC
zvHQvxGiyULEnafH6=!u@huJ|LpX6eV=~=eLC1)vPzk{mI^bkx;$o%nW#(<1LON2bT
zP5Q4n-JxF>PMwdFA3DK_!|x_f7Jdy@ek&A*E|-_woPR?T17vK+CCrRLbL3W?f@&LM
zyUSVt*Th-NojbfO7xWM06_-O4+(_>&aN(cITK=>lLD!(QjrC-)Ull(;>z|u<^SVsB
zDNNa71?1sA4mMm;tqbR6pI7q$pH#Pgv1a0R{)<3*)u|SzjjffWgE2p=U2?u`b|N0n
z8XaP_+mvLkS?ng4Js2a&&Q5A|{<`z?^GQ+dOQqTqai$vn{Q(!<IN-dWktUD+9bEbS
z^00EzbwYs^fY-B3E>yY|a@nsu=UF!pDD4tk^Rv+Tu^gCo4|F0yjVO~@%>2=Vn3gqL
zZ?os*Q8T?8b<bobS}Ld0I`@I|=N)h~-(NbbM&ggm71ydLr3GEKlZYd;=CJcuzjU^5
zHOpP1Sj98|Jb{TK5v7NQm)IWn)Ymfy70WwGXP5UdV5to_u8uZev*l5~ljcm6Zp`yp
z->+z;5`X%`yuWl!GUkhQaws)J2eDpa{aoRvJnOy~Z3E`%kF(C*slsPhV#phbUPu;?
z>5KOA=2v1GKgTBwc(Y@>f`aQ`pjiI=?cRow$D2{-6&4(MSle^ysehoa;?^UQ8L(XM
z@s|bRZmPiHvFpilnIXd~h^+s(@=i-bv4RkU`Q+FFI5k+gT*!MRy9SRjAWT-4Z|T(>
zSMi9Lr2M@ix=PyIjQ|8`^S{Hwr0(7k(`Tg}KxDn5tB!%bn9r(j<D-1NkiJ<tZmJ~0
zOoo?ZRk(KGtK+ruim#jx=A*8IImxXqy`V?aJcs&0qx?&>le;F`+J%O++IKPsr)5Ai
z91`Ig3UcKAlKx!rPnWWm3+X;Zwx9c47Nz;1+#$%_laK-^s)K~kVd0E>L|2#VD!h)Y
zS^E|I-d)b}IN9%EgDP8tx0(E4G`UOKiBy6~mXfBXjkLH|Oz##W8Uz*Vz3f?$AOORz
z715j!?n;G=+wz|C;UD|4+jAPRCY;Q-giw%$*{5!5L?iK9e?42Sy&TtnBa-g*@#O=y
z$G<|Xev`o;w(+~+TU}vq?7a*yTiyYLTx7VV_A`;MMk!-R<2ZD#M8uM@=s(aUT7cf`
zDV#iwn3mk*2x#KRhQt~r38*skD9BmV5A7JKx8J|C-{ZO}2qzDh-ap=>WRIaa-JRse
zjb`v)9Xa6?C<&v%m*uG>?CBv6uxr|p5>%Cp%%^#&a{x0L>lDMPj5sZYllaeWU-Y7P
zKELSPM+?yS*k<P(ra~cPs34Edi{SR-;W!7~_CENcAvLi5t<M!03@H`_=YEAuhhu{4
zKn^rG7S4Ss?^V3o&>}$QvuEHiKcBO<sy#uO0|-07VVWq{Un2RQdAUhE<&o^&g5nGM
zre#Uu8E+FO5rR^k6ZwaQf;kIGO82aeuKe_K`d)s^@irV$h}HpfIuPqY4!GcYKK4@3
zK7ptp^y3Jf73BIb-h-~BalByT`MB;Yb52UVACrlGO$>C%<LR_Puv_ZLyUUMz3SbG3
zp4Nel$1EjeG<VL;25hYgMmp3qw2LPVykCyp0RgZwZKuFx%Ym?aiv7VUtrV9jpG<YB
zua}5M<Bgdal~2dtoxpzfdFWuxFFtS1uD=UOT6;QO*^`34{f0bKN5<?n{1}(N#0YK4
zxKv8{HPswsp^S4_P7TgLD2ODrge}-7Y+rksXWuNOFWFnIV-&0o7&|Cnnmm$<9t=hX
z4thAh({Mb@w-TqJSF4plm8p0dqnFmpr+6lmb5tz!lb3TL^i~uX#g&CPocutSLrD<6
zT-Xql=rIVcw03z=LO*s|8URVa`w2^2rXpFrF^h*CZam`p7=D=7`#qgZG+zs0`ZiiY
zhmE`tjvDfE%|_e`4*#rn-@|~0f7q_HcP=Ku|E=E*H1^uX^2?REr6p9~+ct~w8HS#4
z!I9zeI%Kqb%6{oWTKsjzWHI#;LkE7q{XDPNAkW&hSCZc;cI3Zb{{1#3V!vW>;4&AC
z6KW{CU;2uv1UZZvSvQE~@f21a{rh~9pECTxy)H^MLz#(umSk=WdK?b|S1R5<MAsdo
zEw0?uA}T9c4b(n}>UMp#(eChz!-Gpv=<1ya)JBf0R!Syp_vqU9k4CBT%-s8#L9v(B
zrT#1$mv}NzPU>&|wHEgvB6IdXKO_2cx1N}f8c~}WAWF^nO^VqE_w^x@Q*YjDz@=m0
z3L;}KEuC}!;E?TJWlG#`{cnyZW<B>c?}!)_IQ3BsjjAfgF5vzWPF<RMp$loe%zo7`
zx7&G)lppQ(<dN}LazQhG43sV3<Nvz?$%^F?<4QTYo*Hf+n<@W)G`(j$T#fg|I}8TV
zgD9i-mgtOLqW9iA(Zv|OmqbKlbO~V)y+<b^h%!p_8lAx?LG<pq^ZVa>U!Ko-fA-mH
zuk~Hg+UrTV{$h<$)DsFI+GFEB$;^(YcH|MHwQk|QPwC|XW8m>+Ey>$sW<k0tHi=8(
z(@%#0{-sOY%qOv=V6%yJ^xYT6=bU-_%Pwh5LQBzVv^9sE%i|$LPBK6BWK4CE=xb@}
z4{XF^3!is8VsXW&vYKj7lRhntUy(^;Fo{Ra<&k8&vv-N&D;$`47m_{|VcHZERH*Bz
z!!xm2Evx+cUcf$aQ8ty?<RC`x^W)xQd?tQB+sRXODY5;P0G|kY#s6rob`W(HU!fdp
zM%!JL^Ef+q)HdKOGb>4g#QBC^?Vv{TEw}r3_Z79B*T|CuTk04*PW&|$^8r*>)qfY;
zyO7B_&&RXht;B_Ga-xWddHNv?ukxf8&Dj|OlT2Fj$C{x{=auAe-Wi1u%s;iQ)yzJm
z<eOGDxL$_tgW1$1Gf5dcNqn<I!hqHClm{vRAvC}zZpgD+F83Ss+H!$V{IpB+_muq1
z`elu^z4M%Q{Trud72l#k=svHn<kpNC+XKVTJP(E5DdQ)5Qm3AQs0RbdJ@Z@h(WNaX
z&K94TQ_`u5BOFVD(UbGh!0!9Z9yg5Pxep2c=lR3v^O@C@aJkUqp{r)(C7+UAhlQWS
zm|Hr21_v-$bhRC6=MmoaLVKMlbX!abl^&<7;2wQ)UY0b4wNF~34k#rI7M*w|$}Hbp
zjM2ckZW4JGX)$ilYK)SF0n48IuJuAZ!_{IHDk+@`P$jZI4M}xF9ly{F0U|K{G?)Z+
znV<}c9X@*%L7L4?7LFXhYCNwXBkL{1xhiczi7*tqim}EGrzhRc8H&b&>G^hLW!;OZ
zj^~$ZB;j$1PWFC!8wchX;p)vT87_<K-V9@GG!jIEEGq#-%7o5oPg3sSqy=77YAZ^D
z@)gaVOEQp<mRG(cQ~WD!ObplF@~5fr5y;t}Qa4G=LP5&e)}gsi56p@n0BpU;AG0c4
zn6gX*y+`s9WjD4Se)%Mf^`vC!A#2orP&#-lSWNP+z$tF7_`NziD)$nvW7nXJG?dS1
zyw5nd$qPoM_Z_SH2EOA+f)_e_1%z%r=;&vJZ;=6Ni;^oe#(bO@8s};$B>X~6xFBr`
zx(c#7cKmu?n0;8fQNt@?OpQUYFlG$EMj6LdaGNyUPNVOK>!$EakM_Y$<`jUsC~;WM
z1!^Siq?psEw<S@88Vpjl_3TO+0+Zrm-P+9YQIepO;=TX5>X_lV58Sft_wLbgGM7bc
z2O7}@TXFeFQ9r2(0Eyap5z}L3d{}vn0YVw+aA48$eeN#aLUqRJG+%QdILCjdh^wNS
z+c;+@abn@}z`}A(`~fuAj0M6Wzo1e!O&*H_<dUeD4}{IQ`1Eh&Rq^H4)5tK&@)U$c
z`d`^p8@nbth5sO*`>AlNs6K9+K~e_5!tj41Wgocz!vLp<^d-TOVv$tz!jQ^@!Y|3&
zW}AxNutAI&+0d7_K4u0Vz~QUSi@Pq4E$!Kj>71m^Q1Q?4M-pKB`7n=f^cIDwmp5^K
zsR!1XtH_GDeJ4*tWxo3(^9WDzfqg#D{N>&(G|pw22UOP?0O$q-O*V`!2WvLBhi=B}
zn#oNQ(0qf7-+!bTFZz+eF2rJB&vI7$G}a0KzBu1ao3JN?j>3qjX=B)UNmO~umweus
znJpKuGR<(VZ2uWz9*b1Wsr4t;cYcVC8W8CZeIBzZ%cN89oMT2I;v7ROKUTdG+@Xk|
z{@~JAa27*@-I?$5uC*^XEugMgPw2zT8HVUP5v<2K&{>tnM%7L_1%I$?V2j>f&Yq9h
z2d|@sMj!$RkRPbjsM;4!A6Avc;<_<4>s70A36oLYO|@mh8^*iYK1DID*%w_v9(eme
zFQ+uz*G8ces(#25wp&xqVxJ`rH0&^Eu$yZKJ%i4XtJitq$9gID;<&MBCfxF@kt3JS
zC)(aVEz0s&+Sb?;jWmsY5003;ZoMzEpwKJ<;hmr;9ul>GIloFY^a9<!rZq5oz3FC-
z4c+<53tENXTpkz=xylf?xY-c=RT0HXsg}AbZxdemVf$(e)~+xX7InLquGqZvdSx81
zB>GLO8&Hra(kU@xi2^GjEkZ;iBNg|@C^?}XV{^SXYm<{Zgezx6Fg59HEwLWpHfC1V
z`7%*;*}F9eG%Y5a+8Qm=J?h%ei7|*=j9PzS!%2@Bll7!_`v9dVg2;xVOKcOe^kKP|
zVtLPgFN4vkargW8TG3K>F>{Tt5`H8CiNb$eR$Y#y5Xc)6yQ;3|#!G^sW`|F(2{DD!
zs;T1qF64vC5!2m+dsZ#K!}~x)YTBj@O;*U?at;$D7wsO=!W5yVHab!SC~<-ftyF~W
z+790!W`a)tWVQ(jB@&G9Ni#rxs}r*Jk!!vMkt!`{U3uLQ?VHv441$0;L2Vc>!x1Lf
zgNFBGDtrbIF&Eq*kihi6%4Ogf?<HKqQ@rS*2)SYX`S>d2mVrhOg`DZE?ulO~BXu%C
zO!htlpkHgQo#5b5-S`nuqU@izy3-ouTuc7G<4k<*&bl|Hvl4r<XX342txc2nN9J~3
zxl$P%s!K`chik7OMEm%)^PcEf{j}boX+(-rY4ZV<&P>I{Y+9O8PwWlK+E8A1hI_Qe
z6Fkl_pNb<0YEP$d0OEb)Q;q#|Ti$dI6)V=wuhjnh!^1<R=D?z=DNhOOhVf+Is%km=
z-&YN~hDcqCrlCf{Z;g!Qt*11thV4luE5hCxb^lNTU9S9D6u*ft?;Y3g4x|dQ!|@DK
zfQSF`$gt61hI>|c!DL5*Ag5-$(8W&ro}{P-Kpo^e<UQcPHhq0e6pDDv98J8|al2R3
z!ylf@`~hi!tu_|wLy%0CGqKv14XBb3w6ai3^yqkKocZ{|?a8r`2<R1CedX<7f5K*C
zs(M|~8Tpuy6}=y*#BmpS#a3REv;~fAPUpwNgH9FY3q19ft<+WM7dN=WOdQ(eG8U~l
z$bn_6-9Eu(CAGCp&P2z50R7$xgBexR7#^ufL-qTEN#n=e2)^G<TtFKd*@J1e9kMXT
z?=0<kiVYFNLzz$(F$@Yscq3j%`;t=gd8DJpt?|pNGRV*X&*xDXU12Y1Pj`S=lnHYj
zXFpRQv8$0W!c#cZXhTSr`HEr|!6*MGA)ZkhM>4S=Q26fv|L;7%yU`WzH+P-<gr?g%
z%=xit69XIN^@#3NkXvmkX(;xV{2MmEBAfh$TkVXx8@O|5SOKaZZ!iDql?ApJ+F}fy
z86Hi#J4ad$tEPa}k^CYPNz+z<OpIf(=~Q(Y9x)#3j@7Anj@kZRekkZ>e!4W3v4y6E
z6eS`4?4%bAV#>9Ka=vDC6J3mNn-FdxFewZ_zaXdS#R@_8t$^E^_sRMIX+5@_c4|Eu
z&hi3UaPn}SRT>Bg->H>OyL?{$>td%^Ny}+^wTOln0A$=L0Z`CXCi^z;87-Xc*SySZ
z1$+1G61!^qqH%!Bb8k9>o(oHx5a^!z5nNCejtdO)7wf)Tt&JiDJ73Cre1ZCY-U6<b
zSTS=C0_zkPOMD<+pdhYXl9@MI$H)?Czc@?<ZI3}J($PJ!H}s#vD6Kv$X7srTro(H?
ze8~+^&)_beGGoQg?piCNl=M%6LORsQP)U{0S8B6PnWI><q2(_;+j4x7j@L!PRF~b9
z_M$Yk37Yt-q+B{VoyIozOyenatEx}2v(a1g5k=i}c+t@CZ6uZH=_TLGWpire6O#*K
z18)&Jz!cL|`(AN~3;$so;-;40R@TTmbvDo3>uJTY)=Ld&5XbMgTL%j!UiW_>qbyu0
zVHm2h+f^MQEF)iJ`2t1LZ{g)>?oorsmU65&V>-R8$Wf6VxP`<3A_}+YnqJ{5#WV$>
z<7`Ch&)$GJDk1y!8xS4=d^E?_tH-AkuL=l|mf5LRxsk>p&KTnU+1AlfV6j?b!9@vq
zUO@$Nt`r|~)84NI4olc9%t}cq<QvnmQ6F3T6t~1i`K@$<9z0u)66TTt&p^yq$=Z#a
z26{Sf=haF@JZ!Dm5BbJCVp;|lD`nrydaULkb=yrH<$V4Otc4B~eV69m9ZM6S5p-LQ
zC!V=t(%i9AX`dEr?!g86MpV_cv|(eE0s9axS&t`OVrP7(1rg9=>&Y*c42`A5wI(yi
zK-Kz-UzfFhC&Ci;$r$$UzUhlI43;>fa!ktyyEV3c$Y6Q=&!D{sl7_PWm+Gc&*k<)N
zmVscl-08+M*K|Z|O(Xkz?C^G4oS9gmd*%oajvHvSx~z`XTP(;R+gh{otM}H!Gc2sa
z%MqT4*B4*32oGNfBxQ{$#UU+GD?%(FK%A9f=9u<N0TzXuce2v+P8%b5X;e>gTeQd*
z%(%b~E5^XK+%U5ew-&sqRWW>H;fJF?CANVtC&~iV{eAV{DFt`049Z>CMj8CeP0~_x
z{SjKwAH=k0@H>I+M(9kU#8O0uQdPZ0#Fg>7R(&?ZVwP7Zb!)UBMBr{NIN^~1bWz#e
zFzobJH`LjWZ{`)5hw!)dcfY@sN;y`$Bk-ru_Rd61=|AN$?s~cvN9o+DLhod`#wo>s
z5To?uPbE@!%3-jd)TT<2dy?{R1Eqc@-U|Fq;Xb2MUGEM6l|WBchb~XAQky<YE{2gT
zloqcRxBa1{B7|6z^){QU`Sw1U`rh@|Gs16aJl2>3D<*DyVqTh~dJZOPR8&-f)FqvQ
z$2d%AoZX{q-1`n%`Q9>&>Z`{9fxud*X&SX&cBHdBy5!Y}%HXuTU=L`j=};ffP7i7^
z*-&Wr`JYIVW78p+f<y|QnfsB|`%n6h4HbV={cMwv?!jteS(62)oCB{3e#K-O^qv9L
z@4v=*spvKGqh1f{InOCde!X_go!0DW4^_pc^jhn|ReJm|En(S&FCU*|-Sp|c9FiD6
zgo)r|#i8f0BC>{iYeM!TEn0r6L)TzA>DDy=-KVI8>gWRu@{)H1G+*NtZ0>U+3nw*`
zADn+K{V*5#KkLQGg%l<PY!%bEJ<i(1(a0NJ-m}nF)Hf0L%_$eIUZb_pVx_jmTSRrU
zJ>If!e^Aw^hNfMXp64L?Vp5-O^De>Ulgd_17TB@vdWKS7^1x0x>puW!Cq#05lkV}U
z@#BJ5{uc+C#N)$n0HzXOIZDUH9=2Q-+S>ie&K}6Ixl>nycl`B}zrmPoXeQ()D>Iq$
zS9fZvZOF{~`A+r^cb{(c^Mew-#wfjH)kP5~D+Fkh<v+mFj`}^8>g#y?^Ya=eiWIS>
z&dy@7F9cYPaN+;~xLLd3hLt@t-FX)t>2)d#DDg}>Jz*v;>%30;pF3tfW4*mIljGYE
zD{7za%?&fnFc4~n!Dqjab?@cuI_RCV9Py1x(GJ($PT>!b@O+;iaY0~Svll%)H+Y;?
zsV2V^N?)pZ`9VeC*@J;tgFM~f<RE##;00AR9$tvt><9ipk@*^-G2>(p{RPzRc_~`p
z0M4sW<w^cDJvuVe@%pd@mL5$Ep;F`g`qSystou-#L|*y(e}Kel&am@3$G44uTf%>%
z41*_44tluX&Dt<wI^?&*{(u0XtZwwS*a!a`n3ZtEa8LW|HF67MUL1jO#eC~2;Q6RL
zGl{$uj!PT(ZjM?M*YLL>ufI+u&tMxkiWe$({ujqfD97Vn<h7kgju?AdsNpxjiAr>H
z!N61Fl(T$H3!#vT{7cOFG8f~l9AU#01N`6YHN8#-+8G8j>>cMKx)~t{nm@``E_(_;
zJJ({}#*IdF$OR7g>KDeIWkCk_3;{oaMqft9L%T;1ASwq9-Vip1MvK8IZbJflXv};K
zr>~kdlg~_5tk7DC=vKs(uT+vLg+#)b6ttt0_zK@B8nQJJ7{3Lb-&0rELxc=fXIJR@
zs7f(;6ff5U9-Biq8q|?YQ{{rasN~Wx<2WkGZU7Nub0FRr1iL~N8~(&TUwiItopl<$
z{9EH7j=wfITlTI8m|B}gYz067N{kHPkgzvynGa>(?g*nhckd*X`#SUfpPnH}=q%T-
z`mIN?P-CMsbvAgjlEGOEzP#>imvZKjVe0!lnpZXJmuT6_veowF{SYzVb?~Xku|;3m
zH)nt{5&41k_}#+c>3NByz!?4&B{&nu7proYl@m%f#3kES4y0yBJkH`A9r~_!0UoLR
z=s6;4$23z1N1?+-8JKHyPLhunV38Dp<I6Mkn?>Jl2kB+Rk?q9E-SPmPDj!~8r|!8J
z<<TAPFJDQ@_>etGMKa~5DA{k5<91lI!i;5>3^OV4kA*x3e@qmVg&kUNU!1o#d~#F*
zp2keIZzmYruPwf+jH}}KgL^pny~7=B|FpaO8$Je`qMQ~Qmwv1yM~{O(uVXay3vw-?
zDX(HxYTuW<DrOEWOHYMMmSRiM#S1-)nTVvk9+Jy0!KV#of^!p^EnMvsyM4AtC42Z<
zgHu8-%2D=KX}sM?n(hjhLYbezpnS_TfsXpP{1P!ta89jLi((x<OEkyb{+fn8@ZQrB
zU$}^daW?<;Gr(r6fRoXgB!DCsoU>CtwkU)X^K^$V{hm!$NB>7sJwK957CP0;*$eRr
z^~K+_Xh=$Lo1xcIXq???U>3ef=){uc-TFR*$wCF=+8xDu(hlI$vf-7yPpqTGIT!V-
z88YE$9-+t^&CdWw@O(HUF^3(hqhnf6P$j&zq`LBg9w|Z%Nlwgh+6E~KfTyO|Su&Mp
zNW7e(=1yr}9&3Kqsx+xvlR>j5NZ`y<lT6r5F3C+*%jCO$ZN%Fi4>vVJji+p|R0L-G
zsV~-Y_ZuVo>yx|F@xiS=>9T5S@5DyQcz}Sd#+7h&bl=;IsIvF>nGUCzR4&#(yuaZ2
z`UOjlu`hH&?B2k*>BO@Yt={xMy3Yk>1VPbwI@Z(8cWw6Me1f37&Yt6I(@eW2vzQ@G
zlJurA#Eu176SiJ1*gjy?ZLj5%t$A8tFC&Q*-C#?6Q1B7ji|yPuG~eT|XgOtf(pu29
zV(lxpyNrQM#uMIh((_Rtg?jTv*}k#*Ub-XKQPYmjrnhJ8Llj&B<Ca?&E3dqRONuqU
z&u5u)5w9+9qdrRRJ5RfLw^TuEJz=)P*h`w>Z5wPcG<!D}m2@p1ac9pPlw``yACCkD
zM~?GrJ+?yar)zf{wHT?M%KJN&&Cf43dvBT~S!)(x{fZk6%kZ7>wMOQf7U?2i6z$Gi
z`qV!6VP|Ex#lDDKP9A7|F2LGldS~s{O9Ke7Y|+R_XI{tPevo?ZC2MipaW`{f|BmQM
zp8iBL1Z*rFP>LwhFDuUT%Gt{yW)4_Od_kO@wu^rplNrXHEOL_H@HZ3C1)DFfFrkvL
z>Gz344z(&Ks^Qc+5QYzRw&&N5z9`_%E}pb$-q_nJ_o#!K`(2DAXGOp-PgPQ%MYPWI
z0-?-vVBiz~{?mCMtx@AEdBVxL3xg83XHR_?ot_Wg9C=XXtWpZwXr}ZP@oU*X($>kI
zaQ?hqIa)Z)!btzOcR3dgxj%ywhjqfr&(4UP-KN~-Lq7MVr)jX~BElvI8Ji~OGQyn1
zZs{6K)do6k`hht{>Qa+?1DJHDEFbI_jU4|sAQNUVvY9KyOql)$h*J%>azK1ZJ{23n
zL}dc<3n$+^%0%d?pU`2OCFLg0{(M8j43detul$sdzO9|>$7gs?*3uEx@xXW1k?%eW
z{*<uw;jgW^%v+p9RQks|bz~`D%ZY63ry~B(y<lvG18Z%C6jcDgY|>?|N9Kp!39%i1
z{o_nHBOxPkkoY?Q){WVd4fz|wpCEdjAn|sZN0WF7lz4AAM+=SZ4<kH@Xm|4yZKJGF
zUk3H2TvsvO9sTE%q&8(qCdF)GdH!oBVs8S5#aL>_sZLl1I)e}h2ejB1a@=Tx^otsK
z3e;WTaop9Y3-T(Sk~G}RaAE6HpH<tY5Q0P~@q8R_Yq!!GOn3%)e>#8(81JnT1xT@y
zl(yH~5!5h@Wntrk@LFroqn`*SOo>3{gQK37;~!jYuj`}>Cw_CmIF^%whl*$QJK>-b
zQGja-h6Qc<8vBbuYGy^fM)voY9IU;7GP&l;r>m8J)cE7Bd~+GEYbYBslJkDu5f1fV
zKHshM6&6v7wIUQTMJ%gEI^@^z`+2WBQGvhj%e~>Fd=oK!W8%46e8(T>zBkt#-g7W&
z(v?n~7QuUCNWPupM0qmf5KrQ{Qu7}GwH$#PtP=x5rl$2C`_~0DV}hJ6D6r|@VJn=j
zz;8ZL^EqqjM|3^yOkHAmFC~fK3`njLOLA^7;ahyvw<?crqQL6EAH~?Xv3H6Tw46_N
zc}~SqF;nRPQje_oR4x^UN=}){HUzFD&%QhHGk?X8n6>&K6{AIq>fI1@J@{dw_?VQ^
zwJS$d(m(SV-X!nB=`QxroisUBiPW}03_!095P)vR%=OTL&;du+8+DHN>#(_!?jH6j
zsmFiY@9H^o3D|<VYFydW6N71;a&L`Df&|Cs6QNv^?Dhzxe2GMxwLgQ%+_%&QdISKq
z>qdl)%B7PCUl@QbO~Jc#^Movfhl7}S*l@yTxz@L8NlR>UlLWz+mHa}{pe-rm<bq04
zed*i8P9I<Fqphn-bqtKM!*k&*X79j^VJPgG>dNP#@fzI%uyc4(#d&!VmyZG)TTZsG
zxwCU}uh_29!bW*B9kLOMK#Hk``*{76Ho0;nTX*7W-?KQYJ0>7bJ+Ju=9;KaPXeIPi
zWJ#TXI5b^yHo5?opHCtscUqiYFRN;J7n?#|+N#KC!0T0|vW@)`gDFIx436Q=-tT$a
zxRR9>#&ybQP+~#Pcm<oEz$kl$m;}ecMp?Tx-_>Y`WOY3Tsz<hYyqp7Qcln+j{_BfA
z9sSEUTE#*5C2wYPo6;>}`RKueDJO*RXgz?d*;S`Xhz4KiAhG81kM1^mw3=jXh^gvi
z$#TBgjNwZybI3<hfqhQ_vQ|Rj2wW=y%Ax{5Bo((dX$EPjXWCa-kd%{K73=#%#c2KH
zfzSHzf;hA8v5;Frr8i(faOj*a-Y4FHKh{q9HGH+tFl(V6i-m?Qu>^gv!%(@K6Wj7~
z6tOgPOtM79UVTwVs134Hn3UoqLqTl*{!Lstk*r6dS87b6FS|d+>6~Tg(hZc*nRR3t
z6AUg^m$}B-E#}@xwx(<Lexkmil&ssFk@s=0s^KETYFXU3sBWq`vll=WY1IAXem}$h
zgwlz(vuEE^6UPMzxurvWk>xdLAgiUs-EwU7VPn<yN9WAh_gvXKbsBZ58s$1O&ZN(@
z3lO#7q!qvp4s~CmXh3_)<twS(WnBCsardKc4l}_fOYp~xb6iCf4orzCJ(uWgRQEGi
zQhM^QbeCcw!1x+ScARqF^hLC<>^sY5u;M2fXYlzb#A!I`dGLAl@<&R|AzG&<#)vkt
zLL4h~(;M@|czoaPbypwkm{E6yFRF({%qT=NMQVxUzEz9rA|5Hjf#nn{B?7VV;E_v~
zTU9SvV--AtP`KyI@;Xec=UZg2ir3d*vK;*MYXm0$xe{}pq4lh4X~AHW(oKt>VEf3B
zNg4n0v!XFJ$U@6gy~&!}q1MNu0XqW^4o&J_ye^3O8tpR39^wO$PZsmpztphCgyEq{
zlTNR*fn+44IE0g0Rgi6xgkRH59i63TrYYXmT^Tj`zprkM&MzM)XItA)GSH=5Q$&}z
zgO#Y4^m_f}dBr`XEMZmR&zT6eUYU$(qC%mw3Y0d&cKzG0cZ+x;$wr1p{C!#UAmFl5
zt(8xipPIs!>sqIdr;iW#wfu7^(#Xz0cQRInFrS`!Y_=>#NV#z$s5Wix4~xNDz%9wl
zl9mG@*1cUpRb{@B^{fZX&7Ee!uSUBFJZ(nUUMiC<&$W7SUJFs7{`~0~HuE1gwlqBl
zYsX-;qSVLbXM(E76zGE0H9gDulgx(vCpPM@iK_}$-vyDZd}27WeO6+TP?B!Y^{_pF
z+Af8TSB07B(ql=T>hkUmv^=LwHw?|g>#QBGvH9deZdJ%CnO?y7SlSSk2U#h873gTu
z4mr?1v<p(ra932~9lVih<}mazbgG}qFj5@4Dml2QN&4LB4jbi^<xykcNwC}vrxe*d
zAiYXHtquK7ii2VHZImTn{(qA;@c*B*CMWpxM*Dn*N1UmLN*7BOt1KYL2+s(>6LO?9
zZe(D@mx-+(ekUKFb7O7mu}RiReMlSjl^my94zB-Tsje}8Obiv=Y6M`)&s}cyZxB8l
zVY{>ca$+j9gYV)ythC=S@F2kdMmv*CuioaBW&3sK#@MjDh1^h*I#^5oc<EyBhe6aH
z#i0FO7*AJ0W=3H<20Yixn$iwD4mCcYpps`jm#zA=NKZ?Cv1f4=BGm+bu`KJU_HoN8
zX)a)rY4Mw%+}@tagePnuT))6`-a>xBlUK$c#~uTpraGxxA&R1{P8bA&!(Mf;)sF~_
z_?5C)pN3I*&V*C;-r*WUkuoq_3*N_Vvy;7?3sT^K?)&!7uHS0I4X<>#kNhXS@Arcj
zHoD8nPL2)x{KjOf#-xY_t^8|+BQI>*BC=2*5ChcMUWqgP;aIad1bZBt4WhUlXXNln
zbZ-IKd>V0}7Rx6-#*l!0S~PQJW|DZmr-PqTt16UJ!_FjbY*OMP6Q^th)qd($vfZp4
zLVaL{6Idhgwcv-rr7Pns3AGB3NAN>AGMSZj_u^<S|Kx9%=D(I-_X_V?EIY@3@61MK
z`mH==ak-2C_Pid=nE%nA;-T048RSl}-$|(3KbV=WF+FL9{Bl&Ud(X(}rCMv+jD0KA
zkUUjqH_TYnoYyeNcPBMog;}NZnfxM#m}8xcX>xbVru&k7>x|(sbo^WEl{~n2jr|&v
zLJBM|`N9TfED|k@){n|#|4|!?k#G(Uv)3tya0l%}b77iYL13c5Qq`r;-@sdNRq2_c
zqgaT%=9o$!eb#Oip;DfPOq3<m>s0dIy^P)rQ!+z1pgNf3y3@lT6*~2H7%kn|Q}#3o
zEom3(DOC$i^W=0(G=c{)(v`O;Lhe1bt|78&Wf;9UK!yo@i&>M6*TK#KRTHii_PmLh
zrt#aSNR-(I8&LA%suI3+{=80K1aWVCa>VR<DhA+-iJ1u!lR~kv+r!msZ(XT$1|+)|
z0d~EsjXNMHPR@jv{~^4sQiL@7S6s5!+~F=vtRkN?aw4;y>9%?B@S1QiosSohO;tRt
zhWjl|wHsJh<3h_3I7;y|AtU8kpaR3tp?T}#vhT-~=U3yahZc+R6&%y#v`f^%z|L2A
zOA8NtiM0avg3>$=S!bLG_oIa$W4|Lr`jx2ExR|u3TU~TPqN`Qb0xd^l#c7kI`0vV?
zblpysNdV)8<-=QOoJh*@u`;X%cOu_}3K<I0Jv~AN9Elb;jReU>f@4GWMDtidJrBJ2
z!{rdb-P8?pi{xgBH86?L*HF$OlkF$3r2y3`Q3c=JR}}!+&81jW<~k~0GkJ(Y9{6xv
z;>4Z9`d-P19Yys7K#JGQB}gsQhYxV#>U15!GBiKGthU6KBamx~i<`@>nX!kdE+-j(
zQ+eP#R}PGQdBzHBPPwXWxYD8vNqV_al;ZQeCO3>p+4^TD;XtFE{Bn$6k*xW7?WbRs
zX*NUR*<tKTkRb>5I1atmP;_NpEqs_lOH~g4m*3Z>0&5gb-ij`U00b><uHL52Oux3!
z!!cP3j@HTbldPpxKi~VxMxz|7s$%>j$-8@yp~`Al+9LGuyz*I9%=8ZE8x^5t&X5~y
z8X#Oip7_xm9h1fz@`+@Dt1c3BpzlWy%=ent43hlwiY@(blx7!UJTL4palC~qN`^^u
zs`aSDPu9cP9Xsj;rp+73nQ8>X!#R|tE;fC_IEThGzW|u@HBeOPul7ja0{qmtN_iie
zoMVuTpDQO+&cMJUs3mp9cb(`+NOke(*J|6AcVQok*rsb<|M_#MZ|;0i*+Rx!J{&FU
zsmVMg`Q$1TYCRPsFrswMqKINoe5d~&K@F_fGh<6qjfQEk#vyAg)g;8r_;Axj4hO7c
z=4MP2QmMThRCVkU`?X>L<F=Wj*JJk<3new3$WJnzzF{QIHN1uuNB!hdsaB1U!^ovd
zYJOeR^n{sOiOOS2G!ZwtY}>l)U2$8U#88t~N&)=c{CRE5+~(>sLp7t*8LsVWc1_W{
zoKJj;QuW)D*)Lpo_KmV+L~FXi2pu;?UV-5ywRq?}DCW@OHvX%?^3syGXS}3W6zNop
zsDQ}dz>OW8vHNz}s<n)?*c};NtD#0iQF^sb-Dhq?dkQv1<+n5ZJ4Vs!dUlp5ZnKmQ
z2UxO^2LIe`K<=kcaJG0s4fcy$qmr~IPc)v_7LzN|ZKXek&L;=A_BRH@j~%JuzeMgZ
zGH>URXDe=O7H{ApU!b4ki9sQ$usqduDXK4MWolG@R%QA`Z2al*Tn;H4Wl&vxk*4U^
zLR{zMoC-q|_HC9m1BGG+y|WTYWT($7$@BBV&YNOccZJQ*Z^6E}-0KnUxZI*cj_^*;
zf`4jqLf<Zy*9PYR10l6>-6%%EZy4@MS8A<w&|T95?a%+o%CdHS^3cey-*K2al9Sh&
zhQIw#@J)p7Sxuf%s<rgk<uSb)d(tocu{zq7(c#eArT$^#5Yy1-zS%7Al9GS3@0r+)
z`z3ds?&_a>x1<nLpIW1N)Sz5nD07usVPzoGDQUy`De|=H>ko~4?Z5CokhF2w4C?x4
zCix>%jb<nPo?-lN?Z=a!&6<0PGY)KbrL{~K$OGdeT`_#M`kJ}k{ot;|7`lrEjPhA6
z>&Yq%;)*-8V&ntfMgDb0ha8w!^um%t&HMu;x7&U6aaf{}&7rSj8oqP0N0V06i8%aZ
zK~7VJPMiO%|1cD5_+hW#)$&WOmofX-qcBbTq?nv6Tu1a&Rj{Tq?5hfU8H{R(vxS3@
z)e%s~YbniOChVeOcB3YyXYpCZ-n<3>e6w<GSrfbwU7cs>&hZ{t&zw5d`j)S0$ge@_
z1*u15IF`%4BuH!`MVf9y6k7=#SX;V!I8PYDcwRZJu}hv>2oK%NWdeb6)VDNL%^1%+
z_~^|$mTgAn3Od;Sj<3NpdGM-MdBlIqmWPo@BQ!+wPwcw=K%;Oevv!O8bK||KAJ1X`
z0jU0B1+(0mwf~7ienpi^7GEi)vgZeWdm%rMfLfhKEOvjV&7CuR&Q^$~a+1s-j1{CL
zj6CUp6i=!*wkA4g8rv_3@#uTd@dz^uY3Mp=voSUkeck!^AAp5c{{LM;U*8bO$)o?b
zjUM+#5uxf%5cuNXfXt}168?7p+`R)t)5ISWwv;GMFvUFzSk@WQC_@qZvK+aC=86rj
zz!1>f4s;eJuwo&H3V{My#K}+#^(nT5U+eZ{B*MX^TgiKgMhNIMV-sAG-cL5T+M<%K
z&u36RS=2$n2@wXH%V31UWufyI#aoyLXr{bZBizgDh|s&sO7>)1*~<GHh_vFkk#U0r
z)n94H0vgpax$MiTZ*r=NlE(;-w4`Vec<8ITU&Z#`H)`y&YJQ>5Py-+t#&=XgED4}8
zXyRL8@%2N7wo%PU{pt{8=uzpIW*j^Ch%wiMK<}79y6s5C1~x{YuV_x!@>QT$`3d%l
z#^a%<VX*`KAo>k>+bwlv6^X@8aZ0)Y6ibGMz+k`AoS6Lm`<2Gq-wUYsOCdmKb<`yx
zI!B>1y8{e(DSFaxB?#pc5kIYfaMBW)0<NigG1eQk6QWx}gE++M`SA+`q=Z+^;doTY
zTtNY2#mLS@GbNPLoQ9D+xVa6{9v-Uv>U&4D)~gGM6~agrU~)JfuZj;W4q5&crCy)Q
zsEU7etf$J@zEkFy>{C;(h*Z>1=(&4`bBpQ!dMC(#W02xLS&AMy?!lSDPefj|AIE7X
zQf}*Q=#Qv`eP)nz8521(ps%i`T(3X!R4F=RL&qcaEPrQ<3rap2-?k7nNq8=xsXofY
z)>gUx4I)|7!LE_}erP~Cz@sqA&Av_A_^nK|%Bu<UX10(}XEGv}@y~06Cg#q;9Hyo$
znD8QER$!L}Wi+8$G*tj5y6jiha#*t=HJ=RN4tQWO-7&T>#<3m<mTLz``qy}Qqj`8}
zjgnBbwZLA>4tJ?szu5hcy*QGrou1_T)P>IO8ZSA_%V1-|xFOAZr=6r`q?RW$Blge~
z$xDylT}h}?y>B(?PnC3<ikw0N<#j#fcF2=|07LE1tVdLXeBiJA36Y2gV&mXbG*{|E
zV2xJ!WxKQ@lcI@5P}qr$kSl*yF?mDzI=VHq!{_&cHHBJ<q0qN*jAgeTYiV%nqO||1
zri3I;#n8Qnm-DtB?V$;qi^J9YJe40dO=YwQ#-?-P(q`}l*#5v5I=n`do3~JzW!m1|
zExGSm(9|*riU$1U%PEp#9U=R5{07MQV|E~uzy7n$_*L|tsX!4Ho}in*;hKcpug2!z
z+s`+9L%>DsDA|t|$<9Awq54lGi&^kdcfB=I!8&QGz@wpEPfP!8F6Sg(O&%YcHkX#B
zS2#RufSi-p<R0>`XVC#b$NLZPYs@e0{MYMuMrp*X?jr977G@ZCehmD2A)#;LqXe$M
zh1uz4IXvWA?}X4)v|Dm7H?;;IvcA=wW9Aum48gd$KF?4L^H38JtZlF4xBbL4tPKu`
zzDUosExzC?adWd2@u0{qHT(uVnETG_SL6KBX5=T`RF0~|rze^6Ft*M>{6a-8?4tLk
zG{2(D6NQkPo{;ouw_RCGNLwz@l7OM~GI@F~cS^<8=gQ2GAFA5Ukqj{Upz<2HY^~1r
zlJ=EPv{_2<$bj&{ynv^7#`MH}0n^V2odElP>3w5EZg6W;UQxCki2=svU-~3eSBa4J
z@3ssuNp+ZYUF2GHF+WTT@dIY(q?*LtqYC;xi@|U2r2Gie58l(5@h{mI$yxYqy)|_L
zZ$jiI8jOSTHH$I-FO;sp#q>JSE=xzsR~Z3&IntAlFm2_m@1(%oYospfdi+#uoTPc;
zn(0xELAq=WbD!mue^`u6S|hj*zD2ZeVtt-#W&00c^6W0Q{)ggYx#^7E{#OjoIEwfF
z-`%tNp6eP*b)t~%5@s_nOPFT`i|ev6D)I1Mi8Py99^G|Ot7b5Mxji9Ue9yPoqjARv
z&Mc}KH=Q1O9IwatRvl~4IV;SgkRRXO#ny(-r^>(2<8$~pXjh|IOtz-^PM-UAreflO
zSN~5!U&zOc%7)t4Y;v(R61Q`=Gr~Z070GAJIF-@sk2)2!VY(a_gBMVc8itw9e|RSK
zFv$>f*6*mg&w+$69DJ8%gIi@`(W~zzs>zZNfc4wPAxKN;UYiq>rkDB^6K;w>cWA`o
zLYw6K1JWMM5^k@AF&i(mLrekl@6AxsPW6MfXF@&4#xGE>-YbC0oGhO$%aOnkKQm2F
zJ`LjJrrs-cRGbT^K2I!BlQG>-^CPwFn}q-C#X(QCQaY_MR2VO_)wBDFdg060xGM(|
z-rt+*j~#ucVt0<~cbpy8URX^MhLpcxh#XtKtSr35z_xgsx61w=kJFSxCyK{Ke)5Kg
zy>4ziBbhx4v^&}FQnbZB(t|Ve2d^F5-Z@|bnIF!na<5b<G_G{)SD4o3&h!1}<wGz~
zE2@lEUXBc8=COg~;$}(0<KI_B>F=ll8IVX$(r}Xtmb6C2?h1z#G|tIIMH-#+slBn)
zd&woE2BLs+b)@Dm^~q=cP|VSrS`x!*{Xdhj+Wi}*$9AS2?%KZ+|Hd#-1KM@%zOUP=
zAXM^jj#=$8-RCnVU~-Kz^Gy#gB^*@~Q6<Aix%7!w_1VqzDbP6$3q|?H<^4UJXC$wf
zvCDEmHB~7Ms~Z5HnL_%G361Oh2e9Fmh7HMF7NcaY4lx-R2{+lU<MgQ<z&HpKrHzsb
zq4Bz4h(6SQ{Y9Rq=h&iADQ|E<7a%Zd$ezXEvE7Z_*oRc=AR!e`aUcU~p`G~ba1o3`
zs6l{YcMY(MW4{2w@rcFRWuKhnVh*+u@_Cx~WM$x6|8fjpTM;8SmWyfap5NICMo%$)
zCl076uWCd<cLG%+tc<m|6IoV7`~hetOVn2S@6=-Uw6L6jzHz9Cbc^|^MmdBA<6o&7
z?Q`TXxnVGNtMs(#x2IKHRzqn^9vTv*_(_(g(5LVL4N81rhIm9B8kikBQ0gB~k*vZf
zUj`8^X|42hmeE8G&?%m_uu$6X9b)st+jmDecN6NUo7spZ4V?8`<E0+f4{zU7H4aFY
z@mBaWRXrQ(m~Z>aPpi-~DjloRHbZ8do)p3J){;k-(!coVdJx$RAsohT@sk2yl=zL1
zOZ}D{l>6Dt^1)YHp0~0iGnodm4Kov1k?9A?zu!!mxC<nB3r&U@S}*dags<QC#vdBW
zD7G{HfEp@n(5T31JEMFrDpEa-m^?Ao#NBtQk1V=ruAe;fYSp{Fpq6G?Yp$P<aEpB2
zHM>xH%k4wH(NX&#GShkIIA{NA3JZGGD`;ZaS6DIuR5PnMZfX9GLC-;udm(d7)QKm+
z?n{N@TqETt!^HcKsmQ5LrXGwX?C=rEr)~>wrLa%^4=`5;8PGsU?i1Tg9c|VBNc3k4
zh*vm1v@k9kt2W^|9lQc!uk=xy?})H|S~dr!MUYa(RVs>7+`uZ-9uNGW*QURpTG^Q^
z!^mPNOwQ<uld#UODmYp`7`0Fzv0D7IVQ|^oCGi}Gw(m_>IK4ptwvxzri&WS>509-H
z_s%SqMGb4gV1)Z-w|4gtfHBv&!b-XD*FIWw4{nuN4qB55@3Pz#vw;W{Qb->PbT9hq
z*lSACTMJ%L%@c}bgwzy{NTnvV`>3a7*%#ICG*?S#@OqDHyOuZ(5cn2g-0xPm;Q}Bm
zUu1f!`IxwP=~!j28x}s}n&ocI#>0ZiSlF3$=ZEz|ki6!>`8usK9?fI(kXS{BH|q=;
zrG8=Xtw|w1I42b4R>3Bnzf|~D$O=65W%+kl)7wGq#xN6NEn_(TkAqJ@AYtd|tAp<=
zEpTv(t)cE<M%X;%>)K|kajA{$_cDNB;MC6#1Tm(DZtHo0e_or<pgSH8Ts^>FNn#78
z*d#+1(#+qkM+T_g8akVwHLKAgZ_aC$w4$Cbax0~b0VElg>h^4lG=&-<B~@Zgonm!p
zLZnCBj<jp}p-mIHnm6Is%1Z8TsxM!aQZ1YAUnviSuKV)dLAW3{4}3#)215&zs)I10
z$f7QQaehb3TXgm>)q+N8f9w?e!%cUzZ)*97&@SK54{wy(T$v|5mve)1T-@Wg+qus&
z>?a}(3+TR0Cshe28Fv(q*wEtC#OJ@{ZNTgCirSaHq;uJbvLwU!6+5SQg@oi=@6Svs
z$Ew?lC7lXNhDJrfj2TB=dYa4qAK)S?oU$swx=x`dF>vA+Xf?DNWFJ>Qn$f*iwxVcH
z_wb@piPCTic&LT+z%axyyZ%Hl+y6%A!`b~uSa0*|Yd*}A#5CsPJE7y})U{H!JNoZ`
znVmzrlA=|z1O=p_$E|i{Lfc&dq3ZS$gCMWq|8AttevzC;^j6}kbm5Q9$bB}t?KQhD
zo3g|K!$H!Uzw&udOT=XDa`;-m?bwrbh^J5JSU%>fPt9~h*nVK_kNQH-q!U})8hToG
zB2wt3cF%TTh`hJcj0<}5cww%qcxzlU@Eg<pVvb2cSCsDuem6;9w*LOspnIHsw)FLC
z>&$$5xYEzei>StI(ySsD&&pg31^!C|Wc0PZjh=DNHf4DrSL#&bCMa0a`W7WdI|S=!
zmLq>p5`4}Mv&pJQhJ9iKcGZSWvMj?UTydOg2(_HjldTOkrhzAt1#XvJI1=~jj<jRA
z-oO2l_skjbXeYjIouAjnn)K<}GT0>@!jT-|#iMPPGA6|8`He{=q@kS=DQGsCIiF&U
zCR-t!^Y1i+%>@o|P<Yt9QW@2Fa9E0O==@6vn9xK597yCZSprU-PY%^SLo~U9?M+>t
zVr#CWsc`==Dr3lrnm_DQ^;e!=1|s!&1Z67iD^Q-1ZELm<Wf*r;4%4MdFmBHilyo?G
zG^%c{^GX+U78ON-&17{Zzb+v3+C1?N9_2hk9`~xB^xQo*f8pi$eAbG{q>MvXFlUGc
zbEWEJIM1Gw6k(dtz;XRg=397vlR%0u={OVh{{!$bdc3kMC?){SH3i!fJF&ZEJ896&
zVCHB34tJTm`CZumODm`P^X{6&@_(b$LC?A+3Ovm&fTX!iw5i5UQMla6L8YigmdSel
zMIaMQ!1W`Mt|bIl$uyV6gZ#RIm#7-<y`FK*Njx*-BP-9ZlcX?L(HLc>9}+=j5(a~E
zO;Z}6<ADFoQ8pJVBHh)6&ClILWFzASIq6IgP^VZ7AEuXe6tj?8W2HTtE-`pr8<`my
z-s%+*I*W(X==@KXSpD<XzI23+ZFH>SI=RJOD>&b$x$yN6fGEa<LWj7=k>d-1DBaq$
zs$A@08sf#gq1NmZ9DA<f#;iQ@@Hf<qQ&r9AFb7F)&;@;_%b>EX8fB@R1%M^$>q^}j
znZIQNijD4i@YolmL3KzZpreG#TL@z55lnk8Uv#{J6p4Gs9aJ$1KJX=0mdDzu7k+-i
zhBdHpJtJ);ucwKH-WmFes(0N^u|JK>q*qXsrk9(^?kU6L8)PT-c#iXJG^QD;n<<fD
zFl9nZi_ZBFDqNoO^f<8<Pvl`^Z=UI`P(gb_!P(Q?$7b_E$@OH9PL`W)5c912;UE`i
zHC|Z7$*;iY2{#xzmyJ6x6gVvYO_JHfejDs0_R8hXS?Q%@HptGv0Q$wWL4_N_MROtM
zUx{DeJs!H{eT)!)l2=VC*F3d2+{&F+N`gn@#{;o0|MZnWpuRQZmE7pVw8ea22e5~G
zhyj1kQcyi#_-*flh?z^Yt<_seit=HwlN`pjG{BiVLb4RnorZT;9rb2*<b(6a9P?xV
znb4B#{`WrY)TY>))Ks(W7#~qgQat~209UzKI-MnWyFVqz)I6FbKi!0)l#6><nWVk;
z%}Yx1<s?_|&eyC_j<*IASq$v9Uo!`{_u<Lii(>*D)6PK*Hi4)VDY$1fd?U`~wuSae
zW$7F0HpbS#8+;qE1*_w&nIXYHuTyOO0pAhL5l$*Yd#917g<|S`s-GYEPkm|5o|A2|
ztSNAuWbb}WZ-#R+)$r=A7fVh^YRfO-{bxDTlSiw}rm7inXL0}^KcPpMX>+<0>^1w-
z!PW3osvgvF7~znT%<#b@&C;T#P@rq-erWFZ%#G|AV=%94G;cw8;6SKrPS(z<mc~}R
zy+Qi63tQ5R0q5nfLx>OGVZ|@TQ56BwtO~=TiczkLBKr?)*xgB{ThPNrbz~V;zB`$D
z_Yz`Z)Lpf@2r{553#sFxihfhO8G7wy{55mb6E{lmB>{c1<=+~?)JpiWnMCnAPv$g?
z5v%6fhs;k^;TXY(KG@)TR=D5$lvco^k_I3&Gxs{7`MOD#XIW5!0=xbNQ`nxlCGsOn
z!>iV&BrSO*J;JV!zEW8w0p%;%wKjPjzzM>G?(F~$F{$q_cj^*jP2W@X_g#I`;Xkr9
zh4917HkZ7gae-(hE5)Pnmit^~xGQ{Crn!F$s)?Ns^ErnM>v;4x5(ia$1!r=x!`o^H
z2JqUuPE-B*VdHiG0m=!{KV*IAEM9q`87&`WqqOJ43Ky$=&fYwrNCbuA)^5$HIm-n8
z6jO~R%qUZ^qF5AYD!SqLh>!)=a?GCsp$U1<lTncbl&-~6K^@OY>qqw4Vo!Q%p+7u5
z%nz7up3PqlT<`O;`Zk3Gi|9xE<moWzwCtSW!HjyNq$}9I=Lc|{##q$tLV?-*#;(#E
zW7hB$kA|w}?j*Fp9R1+pJ*{IKJpRDQCc_s~pAwzxeL<SGGYE7ELojVAOX!K#%z5e6
zW?q_(Az3GW30Lm4R8puBQny(hD0`xbOH&X~%Cf>2))OAwrE_?ezvT&P+id+or*IPg
zCHWZh_=*1USYFi|1KE_-3vxP>n99xxxjQ^BCA>eVxKw+wnIhzf@uOrl_j%BFwH)2$
z-4mHXH*>LEa-(Xg`aE18xy-oSyVD`)oJ(JM?DkPB)zE=l`3e5UhaNL<K&_qjiLsw*
zikf%pND_%vjk`)!wn=so+pgzWg|4RV&ZK({F&5)SzOt!NQ3M~~ogN{+u3Ym|kMtHL
z2g(zR)6QX5W?DP0q<MI_()c|)@e*52=&cZY7FW=8O$ccpSp53}_z*2Ns|AzlA{caX
z2STn!wFvW2`Mw^wgED7{Ih<JatKZ><>%gqN;{)Z~)M$}o&5lGg*XvGUU3G{kG2`^Q
zws;)*Wi8y6CEN_ME`I}1N!HDr9M;R2-88u#!|*{u-%EettgtH=*9-(E57c^?KaXtI
z#fT{du_{4RyH2bTptoM|i0In4y1}EcTRd9x7tCf#ML?R0suL1vJQZ#RU3pDiv?!ye
z@O$|;Bp!VE*O#wLWYx#na$M%`!&=mwMu|u{J7`XFX~Ef8JDvXlbTESyqj3A1#n?eN
z?_OWM6Fbgv7)^}&&PVv=>j?1`G3@H*?E1h47}0Be@gG2hk&oK=<@-cb>ai(3@wi82
z9Coo9p>I^CTTD93&B<b!+u3xTM|By$lw)n(3S|zC>mXs*Syk#FA?dckvZ~(bp2=)B
zeUhoL=m+uh_?1YEOoU0%2&pI+4s{tg#61@O?;&905t!3D5Nu`7jbgHV|9)R8bhC8J
zNg(%vivF9S88hZn_SY7fWaM?kY)=;$=5wzx##8h7?IhXKpc_Nt`d@5~k_0*cn~EQD
zYRe5ZJQ_qYgcNtLOn#Gkg~4dLu09!n9%}Y&t&<}?v>jS8wa^8zCh!mpIq+-dm|x#5
z-FQm$4KqpxW@!eF#Zy3X(Nv@F)`T$2Dg!NqhAGoh;t6htZXa~vV$|egf&%_l&fv_k
z%*`A1g^yvzW8vk{kAH0U_qEy=Eod9ULQP;pTZtmEP<3-65&+V`+Q)2W$-y|NXMmSe
z23_!IyovGU^I(0)@V#QbpPh@YFX<|b*YcED1r-#d5%*JVPmhMtqMre-%`cf4zE4l-
z3hJR0kY1Qluc<GMvbvbAnMzg4QxEaAB-gS|fP_0JCS4CFbt*%n*-wG1Oj9D(FDei4
ze7y_+GqO}4MiCGF<z;q~NxwD32-=h^Id_UKV^|ku-w~=4zq0Y1-;jk=X=-5Nw%<)C
zlZFnjq7{%+RjQV&)-lOwD`5pRanJ26?O_~I?x%4oqCj3-#hrroceqG?UL7v|)9oHG
zf&^EXhmKZUT>Xfb{_|+@ui$tmpEd?wnSo6B00=8Hoe-9Kd_7lEb#qpZLyQsb#fBDE
zxe3zWUa)?D;=cWihh6edQZ%vlN5_$%xel)7=x9Bz`f_^?_GLVfZZ6%d`^U=}Cf_9A
z;87Ey2CW8bY!X3LPw`Ph9&5{3?W}#ZtF($Etjl@`V-eL)eVP2{W(<=3$}s0v5U!He
zpANbYaqsiJ@l$PrS-!_vSvp2!_G#sF3-XrXJhcc+8NoT_L&Z!_ADI2EWq1xZ3zEbu
zRitt%Z|Iyxm^QQbiYt8_Z$<oYYBtOIbJ$EO?J17ta9IvSt%<Rl3cf5g`=}+kg@9RD
z_7A?(He7XViu2%3-)57`*EWTIT*<CkgseEC4;MT8dT}ihK=r_+<XRs7!>fDDl?A4+
z^s?cN32v3&DqwO$ak*0^LV$3u|K-X4#>0_=qe0BL+)9<^7<J~9AT)igQ{O#J&{y%b
zPt)3=#aFl@IU#MZ?0*2MDcgT(+fvz>CJWJ!*R03DqZeW$9&(&N+S*?8n!=yQkgY$8
zeG;wy!{1lGuP6304L0*ATKMjb%_4mjSE0+!>QeL;A}q&zvRIOtF)Y!gnqsWSfTn&I
zH-L^h>1=3wAUoxsH9WIKV}P55dSR65W!k<H08RU97f}77k=|NUB$Hn$$yYU4Y%lb?
z^2YcRo$WKe+U~wnjXLqEzmH4h{m-ODvgD!z#NHAjCLx_E`@1tF9le+QS@kZe>Z=MD
z@(&I+v(-GVF5g`V6D6c26b~$<RMM0Q+S*vyn53z9i@x0hYMBOpihG;n{OZeSGE`){
zemH=Ox_+o~sW+(_c=JMF;CgAmyK-=jnj@=Umw;&?A~LfV#g#mks{vsTC{03_M2HcR
z6*8LV%bGUr4-G3utDTo1X?Nh5;u4uFs`i97OcI>nswid^-nH@nF!kQiY&UM)e~1ch
zqgq-tL`BV3tyHL4tvy3gwJKVxwJEVjQH|Ig5kZYmtBRs%X%X65F^gJ>5o&MB{e154
z^PKbh{VC3IPU7UcuFrM7-|v?(s34<*zXKdQx>3;h?(FOV5Tu=I@o5w9_EJznF_3Qf
z2S9^mNv!nnbugEL8lk`{*FeiaW$?UUhu49U#>PuJ=@btGI$-{3R@2O!#;nYs-umTJ
zokrg;Yuh`I#vG~IL;LZ)3qnKvNK)?S>9r)Ms$SyaFDUtiZ1u16ee0fa!}=;6KR}w-
z@vF^l9gm$J4BO#nTznNPq~9N=co~NVvz)Ffq&E#sZ*0G8j0{{%qQ9NhE%H;p80dKj
z>i)XLTKP#XORTyh>`|@#oQ-OUNOq5^<d}Nqw8#9T0xATG--0C~1r8y{EpqtX%}E#Q
z)W6#H<C}bZ6O>v~V~#xznXdkLuJC!{W5E00tF<dMEPAK8HS`$2q-<EaZ!!>tSx7i;
zW=BtF0G|1bluC^vj(A64F$fCPh>|;rd0m<Axa)1#_w8TMA&A^nNd$g!xaN&r!;vqR
z<W9-Y5b%9NPydmtCs^SMauE$wL@q|@{&l9LwW9v-cd9s7Swa>+ONVje6l{cGSF{8@
z!^0DMjE%{H37idZyn}LYB)4Wal)}r`DJ_TNUsNl7#doZ5<V<YrYAspQKl_Ce56N5>
zjr?lwJ-UvQbJ#D6-s2(f-w75gO*t^Uc7zV@2^|42r$XFEPk7_@@4R%3Lqvz?-bD0k
zOd_H&U%t>r!VR9EJFDYPu0U90Es|}yMO_zo^9VT1Fq4L?SY=riWF(%kq3azg4}u7Z
zf+Lt-jC@F!xmrC7ykS<o|K=F+ly-BI{&<A4EOHAF1X-KFW@IZig#-sIxAD(ns2@$$
zA}b7Zzw^03T{Fy;y*PE@#VVttHDt*f>$2Mf*E$V1j<m@@o;Zff%4!iyr97^pRg5(m
zG9u`C2*6pu?TpN9eaVr?i0<PVL4qXILWJrv5Vyi-`*A9GBap5?;LjkjhmoNe)P+tx
z3!uGy$gGGbhn??!ch%3opSX+h@9Klad&K?ZwMq3+7AvOJ`4z3U)z?e$d5b4?xOVTV
z*InspBU(963K52``o@koEStW`*12(BH21Xbve+x-MM`#)n##yS26Sr=!zX5*f+&?x
z%30PfMFwFF8TT8jUB%!&JIj*U2DNZEMsZCYxt-zwellZ)JQa_P;xY+W8DvQNI7rNr
z&D`QtvAim)!@(BeXt9&Wx>Z?-7TO7M+T}gB)1?tjl9m-E5*MO)Zp-@kCh_9c-xl6W
z-Oz_=Sv=n6SrtxVHgydsiphxabVi&p*hT!zbb<3$ql3O8u4TlI#2xXxSkgPR@uh2z
zGqx4biNU1&?Mpa@MTGM?^zOK>Ex$Wo{hlaTB$~KuJ8TswtG|CA%SJCwG-XPP0;kw6
zK76)X+0w@^ZPq#9;4|W+9V2)DRG@_e+OH&9X^nvHNk@`q(7onEfgbG?@lazuxL}cq
zia&~6Jw*TXY78Ntp5CuF2Jg4NS29jk^}O=lFOLz5;|SR+3@a<>`sOD$$oo53{;#7=
zUG3{@0;fz?{`STXL_{^@<3)4r?iN3@d*~MtQ$BT1H)@kt%0Kpm!z^hwKb!rHsix<7
zXU!%T(@ZQ^b936M2q~#eCO5!~yJi>z+bD$x2!BYoo<yy>@%4eBRa168?y`s{6>F*)
zJg-&HHY_w&ogJ^O4`us!kk2RRZ{JZ+xVQNO$F_*;Y(Bo<68zUx`P%oh1>zcu707Ga
z+EU#j^~x&>#DqGddZUc;=+BExmICRAN{((R|L_zjpVHT)_+Y+B;d%$pcM6`)cIHi?
zY%<+%$Kjc-(fg*pmV!gvX;{wADtA<Nwsf{Nn~luUNwQ1o&-weYD-It8ybLW8xc_;q
z3-^lPAx5eUP->-fOlU0DwB<f5gZ0jJ4*hpO7W51zQs&5FEdrG9(w8jj>z-?ZqX!kM
z`HIf`5d2v>;5ST|-cz+o6U#*l(P8V|lev)|D*;bruBm`tY^$sLnM9sge!O9LUP1O}
zPq&)ys+G)|)yO#&!g+GN?Y7k2EYpA$bMv8Db&+K;&+PCUN|(`R3e^F{kNJVF@jp+l
z&}e5;(Z0y9IMSiDLdleIg=domsB2QmN6qv-?0dPV`sKTI0#9OjKPKOje(H1cUr?^?
z9y;MwwPo78s!_<i(xCJ7i)Opg8T#JMmp@^zah1B5xo&aM&7Fb}KSRG?1y#Ju{RM1t
z<^cMyOzOizDk11Ey%TUE9F;KbBP)JBgF3NUkQE90eLNOt8(RyeqPvUM$MI+1tQ!su
zjKmV<J)#`G*xDWY8-sH_p02EGKBMydq0)_E6})a~{wB0RtyRNl%P2Fw{h~e(EkmPQ
zv7=x_)6DwerGV+9l@ksp>>_W|%$Dv8#kPr_)A&Z;-2bmj73}v>vT?|Fn7a0l1FxQK
z=<W2l-Ois)e(h&@-Z3Xo{RcXE^KJFujNm>|x^Gw=WoooXw_kigbHAqP%6E^Yl7o?|
znzrh&2R;zzgi{e=qH^!_ifXo?&P{qcG;j0qh7{Jbfgv}dlSx&!s|C(?-$x3NFaFi`
zfU!P|9F8_VTFCOR4MG;=er@PUofi%0l<qpc{N=BytRBDZZig^u9W9bugQlFSu(e-C
zYUGVLpUfl__b=#~K8uLaJdiRFOpk(igdweZAtRqSQ8V8dV&n{Tc(!lRc9ug?P;3yH
z=Ue`tX|8`kG$z90)Ta=2>gctN1GKh@XKBWohDfu)7ybzj+;tSNm~Hh@Qy3|kI{O%i
zyJ4{26#+M@W!Je*pWoAJTO4mH4N!PV8wZE|RG9jNfRk42MxwORaFJ4U5Vf?(dJX^$
zeq+bQ;8+V`63gx(JBU<rMA(qOlV<CYB{8@64N~Ny2+*@uKvhW<CMxwBIibD4IYs#3
zkm^>&JhG)~;bjt>8mY3M%(rNYr5<>)uD!VS<u@WavVFK2_y;b-R?5_iM0hl=E1otl
z6j-FHNs=iQEN^^q9>EiNYEqvT!IWJ5WA0#fcFxRED9qMH-b-k%7;(lf`;MK53~)cZ
z3iK$;Po{q(HU2M>ktgfz1M4|e?$$H<pcs`SOVk-A7a{?3H{MQaW{4wIZZdRqM4|hR
z(UYtC7JbF;?`*2Ue8?3&lf6g(^zSL|fWTu!KV*5K+q1i0cgSeGrz=cy=E!19vfIfA
zGpLUGhVQ{&E($7v@8+fZaB_W=7-yX!s%)BE*6I>R(#^grtVJ_?en5U~#aZefb=hJ&
zlDneiR$zU+J}WdpXtzsmK}Y7hJQ?v!|DKJzox8HCzcErUfvPpLldmaW4YQqB6fosi
z4Vrre@wyq5pC~AI=&L`LD(kEFpi_gWLWuzZ2w=3}F{M&&Gzp}=-^kA+xd`%I(cx5q
z^+xI1aea>xyN7IpY!r3QPK@V48dWW#$Nd`r_S}rVtQ})YH;=j)jY?qhlhhem(LB2Y
z<`rgW?CxvP_|eD5oFa_NWXF<xl#AGZEOXWA&nr1Z)DjJew{m-<GsyC(7w)j1u}|#O
z7G}^|Qowgh3PS)^bXS*7@P59mt|9tNCp?4UEre-gkjy=+*|rX3PM33tTUx5yk$_bC
zwEM>Vc1{TvUC1SgM*||7&N(q#Y8-c4YH)uJtKUzx=txn=doG{+Y+bBY?2`)B`5_Hn
zNs1}gCFwcO<TUIea_6o|76c4E8T}nq@lT?CswvCi{q<05y=zual(}2yLCT18X!FK4
zN0mNLo-R&Gi>G1R`0EcNBE3O!;~vQ!jg<8(H5sq39FwMMgk5WgK#P@<E#}fXq2KNm
zzBhPx)@eRc;H&+$qNc4a%yzWx)TL&nBSqArOo1n7UEve>y|}S9wL5+-g1ERfZ0`G8
zapX%kHkX47Yo0&Xko?spyi<0uy4jjx7{}$|sGP?ALDqyzF-hiEG~;2&AqEJ&Z?YY#
zsBG2>{@{G$+}RJ;0U8u0%=q(-32bx}W;8iC{=1<dW=&G%%|E5^>V?|kIuWnVKR){Y
zk4F4*$m{K`wDU{SJXc>1GJa#aAxGCQ^q|;uF>AMT8fd_m)zs?-f78vED>zPSqIudO
zCb&zV)jaJJF8Zm7@qg}rWnOyWkB<#8Vf^EHonOHNe<uC6Hphluo>gpnGIB$&;1DG@
zK`d^P2$&(-6>`kWdfEm~DzbjP(fo|E8h2quNEuA2gC__cQM4`$tFkW?rJJ)+`O&R>
zEB6eHn`$oRbDaDUcvxTvcarF?RA?Xn^O7jIEgLZiK+rI6Ln8u*JZvAf{3f2<LVaBN
zs_*BUs=~Hq%HxT)87XYgJX0Il6s@cIwrT6HO4-f2x05quXF;ha*QPp=Pm}A@wYkYH
zw|@ToC7PinTHS~8*R#PU9R;N1G_j*g6mt%WAZl*HYdtp4I>4KSuxHmdgNhlZGC9MS
zgbGpN?uib%whl@t&P-B~>_rhE8WW=EimPqEPB&1KJOi2;yd^kTClg$pvfab+HDkqO
z_K8mI@`pIYL)rVKyh)A<vFo-QP=Y0@v?t)MZP+_%;$mq*infVYLx<wi%2;l#MG~TM
zRw(R#apb7uk|%ovZ~ZKz#_To9AuvCG=^qtC{0pk-8_1ruUZ*aH>NKU)MDSL4=YF_D
zK)ddg=lH;C(m9b8o?+qmtAN_YdNJIzCKRglg87L}<e&vmrzFkvmOVdhI{poXy*jnU
z&yLRbDvJ{^qb*UVtZj)0KZxhLM!1~KHtomJ?ma%AFNk{bQ?n4iOZdd6syl%vC-rkq
z5oT(4#I^B0#|5N1alta|qz_zK&9gf~<Se36OWAg}XrVb{P7-d<H?z88ZR#f#CeGjR
zR29QuT5s1y@&Qxcs)f+$s8+~p9v9#pXEt*Qp98qpswq`=3mIR~e<TZ|iL&8tFzsLJ
zLWHFkeZ0f^`!Kp)?zgX;NowI`<*8vQ4hYBRIn`s-KoccSm60b47rM@}^5&PpUPqrS
z_ck4t>yCV)KgJd{iba2`7B8hH(c2c82-XU-C;5Gq7;C*eA~{KFjaw9qJ6P2Mt3|39
zrHxS*g?7`>(XcFCxt}sDi@Xx_)?(w7D>Za&PEw|4E9v=@R!9P@w`E#Kd2sH(Pc}9<
zj(g6~zi;}#7jG*MIs-3SAyjx?^Z;TO52zu2`oR{ybtrOV?!&|OXkC%426(D^ZL2&p
zmjOR3KRnmAw*8((nkfX!_5H1;k1}bCtKw#&U$stI+UHq(o{4FZK6|u@0*ZMg3(&(n
z0UQ*4fP=yvspRr6Xb?aJ^9~x$%9S?Ge5mFV{aZjn@Ql%8WBgHH?uZg~D{hT}ktd$Z
zZ|1XD4tq`csraYPB*;XXajP=)2us0YnT5H4gr7vKA4vZ3n<y6-_J9+~Nt_nbQ8YHm
zyGrZchyH|@ho8N}0*ZH3tA+iSB!9{S9W+ctxzD2~6X)4(t^CHxg5c-L{d`$#p=jue
z!eqCMscm$`I@3bKqI8X=*xIk9Pzp`56VvbCsUaY*xzf5<!f+{;f+eb$wR5LO9u390
zaQdS<C6F}d%o{qI)TvbJG~KXmkto4OQIB-kS<}tytGmp<q#<BVbWhZZ0bq*{QWmvV
zD6s&7I!cfjvSQePjm$9O7j*lb(dTFYYI$Ti$tkyPO{)Jr5X(lk8gHxVanthYZMf>c
zTO5DuZmger?c4#m=$_OiK+Jbg^6=v&|53$GgbONs)5I-{Tw(Q4%GU&EOv)HZC4)BJ
z!^Ky|>uZyZV-oMPf8NFNyO=3GO8-4RLU(+(m_gUiy71KStXq4Ukgh1_*Qz`6nJK+@
zogkQn)vD7Ue$3m|@mhVh^gK6j^rcIwY99QxhBajGJ)Yo!TLtmL>|w<fi0bFJWP%v7
z);nC7-OzIC1|M}117le&lo=lt8J2yhmC*q7X<}_!xbv~*dGVhl-o<?wk}G3D$ES6)
zdip+J)6;Igo{*}ffNgZ>UP<(p*zvTjZ#YY-5Xp069c5qP^;1tcj5O6$_hc)r9y=qj
zd7a(9u42fGWwv3V<=xj+?<X&BKOp!ql$4aO*((KH^gRS{6gZW;T-W!n_)iymx|Br3
zl<Esn#+Cu8_kg3JPuH^PWzVF8=;CN!Z;brJEA;s>+?}8s;3tC;8lfWZ4q{rT-L~&j
zuXD>l-oJ~jVZFu$(;cIJ^!%_fOfiMx!*cz!+Qjq!c&2@NmY-GdU^{d;S!I>_#y;X`
zw<n;6<)%XYVDp`jxAw1PhD-&ZXQ>N+IWRJ5Rqo@>1|pec3I1Q=%+2FlV;(R2m*sqX
zn7*q38Rm+KJ!PCg#Ig};{srQxYw68I^zT&vezqj!*H~5Bb^fc7an^4RUYHHn-cR(t
zDnmQlJ#6|j|CG4<DujCS=%{_XhxP}~^p1)c)xBP7C1qZhqW<v)Pa*YM&vpKTmO9BR
zA3i?$=oXaTVskXgW|y%_lypfWY#T32(<RK4`AXUkmxqh2fFzM7{z9J5Lp~f{&ftkO
z!=XiuXF@{}mLP$fzDb}0)w}s@;ni3(6)?_S!7$guNicyDbw;9#3N@cja*|<|lnepq
z7t&67SR9Q|G_d~AZl2H38Y5A~!tohkMYf1Wis6BK1eTa7d;d*x`!6zPtRBvWp#_vb
z68*7i3uMOxda^4FXIncgU!{r<@(?I^6M}VMuNME_^)I9f&tOD-@Hb;;-J_}8XU>MF
zb>V7d-fc~$SjB;;$dE~wovNIk>T^#?6mtD5v*gSp;_s@MCtZ6Lo)1o+a~;Qg2wdNV
zD9>0`)ZciYcGBi3k`n&MS4i?q1*hEU``t?6*$DGK-ihG6$hShi$KOU83R0ixi!-)N
za&6$G0A+yZ*WMo$Oy1g*rd9>~O!Kv^Wok+@mq^oULys%=phqH1v_xHNMQd3?yAe{s
z2W1zSy8%_%9BIy;0|FnPe<$pk+V1A3dv<?@voCjN^;!XYI9~Ph@m*J0*DbWtPo(5E
z#f29NpGQ0Wh8Uf<he!rKWp|C<$$!t#-MUA*3=*0QR2=EH+uq3w=W;v<_%#r<@QKdV
zb(%#EQxQLgp6>~g_e*v_cqjj_nK<wt``;U+9^X`BUAGm;n~=_p$TFZu_G5M{-+AA5
zy^QBnk_AIYP2#wU{Ek@KN${3{&7HT!bBWurSk8#rhJ{RM;EJwS-5YemRZjPsXj+|2
zq$<Vuv?NzcTR=6py*W5$+P$yu#PhczJV#zAGU{m++omwsKCa&WBvN4C7_?{<d(vhz
zw4{#h_lkcXczw67`S%LM9GPk*KUtD#$Q{KgS-$pLpvWX#nRJ7JnjZe{kKEb%QpEKh
zvaR1)h(RzQc&)e-r@f8Ar`_~5`M!|F@@OWYkhwE4lJYw8zplZ9zy3G!3vBD>|ISLN
z10$(0-FS6<BUj--goDu&<r&P-R#c%Y2-xWdcC{k+d!?7(EM(~)ZboVClbHGFZSW#l
zknT?~S}||UOl2lur`*MshvUta20?~mMy>f^GaoKY+UF&^Eftt;3XX^KUr^SgADaAH
zPMTe7H-`mnz2PRAv^6+%c#3BxV7-s`*_`{{#5cZPo9&*5N^UQ44w|MYf1*1xXcceO
z#+=5<tXV12G0xSqqBDsi_;EngUl+<1g17b+|M<2p;Pv^aN#@vq?wuZC&fg7%*HR@T
z2q?}5<veFvl8&k$E9tC!Xo`Us%c7u~8wgBrIj^Hkn<KCyX(*5!AYsV^!}DOt*V&r4
zjrkya3q&4QVx$0*5}$+Q^1L!Yua6{Vx@1umI~|h30MU(O(fxR{gFbItvhKG4u?p#$
zu<sZkDfZ#$a~nTdQzJIgRU62{A|3V3=X+4vRxaivyB|9kyL~6B>r6(es^ygH>n0np
z)j~Z4r*K#Fc>$958l&QrxmY%P{;8V@jBXv!a&N{*3Cd;AUh5<3W*3#7{6*U&MY>J+
ztgnUhI(lH$#gJw-Rn)|}TmN>FFFn*^zaTS%jCSxOd0c<o>P?*-buF~}Ci=)F%m^?R
zl_|sDo-?9X&1^r|h994tbO5o5QA1ZB)dXJZy2h_wH$G-Usif%4NZ-6Sm~;Vuxr@fN
zc#nkEsZ0?Z<gchADl<$bFoh=VR$MUNxPxdeas&(SRH<%qq>p<(_j!?6nF(-Q>g*lk
zWwa7yd}ELmSKcX*3aTgDe2mw+eVP(LLc4x8-zqid%Tk*^%XwHGINkWqf$*#Ic3RnD
z3`4nSIS`I={z3g`CeB@tC8p1bxx4-{gB|)Itj7lD2URV+sgL4r=AR5qvh0+Oab4eZ
zc=@Et#Ywhtr_%8{^xZe%^MfNT-W^u|Jbfg?9O1&z6Y}tnm?RrfgN+`$pmW}Ka#>Zf
z^eQU*-oKz>BQ^ql$pDelmV(7TQ6FBsV8QE~AoZ;U<M7G{5iWnD*XseFQ)p6IpcGfW
zx5Y<$?QcpFn(lB%dDRrtEzh6NySw<REUQIioxK|l`Hn`jJ*?u%s81ig*u6B5f==Wd
zM($b!hxJ`jBGsPWacG=-r543A5Iu%hIr03Zo7B-w#Re6%=EbNa8Eq1Lq~e&4%qQ@i
z{#uLtd1t85h+0>0vAfE)j=V?eKdD?Eb~7l>+E9zL1$gt-4l!AcEFclo>3W2lVk{2~
zNRCes?3>qwx5(lFZ}3v1)fEo1!Q;5cE5?(cxwlWhr%^I6Oz2WTzg6B<ao;N_O8QFM
zZ|iH&SNx(3HvK_q6*g01Z~Calf80b};i~;y2J6edXN@Amnu99(n5%`Z59-2JG>RVd
zH2riedUAlMnfrb7^wUn&OQ2S~xURkA_b+G`KCwF&(L231QdAky@n3h?oeU=&tyV~D
zpC)idHb^gUuLdBic+NfUWz}d_wH97_tFZkb5dyMyobxe$4hZK-yq(Ca@_L=Jp1)fG
z=+9ic*S(EWt#XMOD6F&T&&ir}U$e|?AkC;Av}u28s=83q@%Lf>fqq6NU*RH>x?Pl#
z#hiLFYxj68cn3iP0{?aY8V`cSU2S&*+dQ_a630$Qv@-TF0u&<6@__R^uHmp{+2->e
zPo)ArIdR!^7Ny;Ns4skEt@YC$TIt_&`M7-%&NG7noRLht^xPtb{@tnszEd*vY2|nG
ztvcUGj<(b9qJV~^N!f(=a1}V#{I5~esXm8Ag{*l1JGE;G%8Tz;tr6FArejBH)}E_)
zbF}U*d@B8erD<sMWp0_OtrR<uQ!1rj^<R=t_m7>lHY<dEP0Ehb58nG*0;wvJB`Qq4
zs#N&9BLB>M<hkxzFJ|tUDCf{G9klSa=D@tVxZ?qFA|v;+ioiaM%ZYCG^zcmZ)1)sn
zB^I(S@9OC#Ab-qKV=d`B>DDKK<o*%nx2CTZDD@Nh<$}5=Ph9o|#)@C74!$votYBmI
zIfFcz;ZOt*oAkRM@C<eFY#5^$Sd>ehp+X+&bH%2g{6{jty4ryL;ZS4c4d6Ko0{&w#
zK%w*BlZUnO^|-I3_Fy}bD4LR=kvog@%5r|pQIOa6*Q4zHLs369>E(NiBGrylLF8iJ
zTj?Qi@R)@@q{`$gA&xUCXpcAJ8iO4agCY1DiO)N6X&+f+^D93f>=ZD?w*G}6vL)Hg
zqZp8Tl@{#^kRi6~Qc-LxdiKrer|&DzoBJbn{+Rd;_uTt+@mzru?fgiZjy1{D!)P{f
zrM^x^AI#in$k<9{B!sNsZ-rtg=j5;q2mP|nrj!&dVr?VndQ}A+eHC*|VF;az2~BG)
zWD)`?x^OZqPDMv8>w5zl%&0pu$i*Zt9wo7;i&*Zd44909iSlZ9;fx=roF;3hp50(W
zF9$!LFu}q{ZbkE)7g_BS@Ko|HgzRfN#RadBJ?rDcK!QK`Kw>h-VrL?Fq8n!{7`xgo
zCot{K6<W1*^=M*SXJ%_g$B6~rW?T(<95B@xFS{s}q0e^ymsxS)Wy<%(-TO@HL=4RS
zl3L{QUFzKWlu^oHo)4r<x+LT=kUD02)=reXAFU6d7Rrs?(rusIy`-z$r&w;QV?)jI
zlD@Co5^O&z>Wl9>t0-IsRC8a`cx}P2fW>shveq&{4W>Wb*7=9IQ-ShnDQU|65WYax
za5UHo4T<xU=1dqZ3LKaD^dN9D;#P>maNLYHzg^#^*h{Zk@igoGmmj=MNf`3R<gZt*
zMx!DAG-CywJia27T4UuuccOkBq#Ih(bZF>0WK+AhzQFiUl;d}WoY#Ej_Vw`#PX`O0
zO#~!0RWC{RRl-&UCZo=88|i+rr7Ny<1Jb_>Errd}I#}ZC4oT@eT~AR@kr*AD0K_HT
zg^BM8`Am0H8QQ?O#^NY2uNsHby_kHjfOc!-xB)kIl&~^>FaF*|H$GLE$ByBH>Z;Y}
z$K`fFcMFBp>WJ~t{A~xbUKd>|=sr)&jq;xywVrL!FP9l;9Q%6%!)<dk|LT|PBtx6x
zgyjAChg3)&f>I}It1#l_#7dj|YSPmd?T~9QuNvYNvqjlG&+PV{@U#v1Bu8~;f3$@c
zp1jmf*JUE^T9aQoSj9dRrjcc)f5J8@vFwd<tbAx{U&7<<B4x2mEdB;=66NPl{JpZw
z_449W^fUp*0Q{Mv{XB3(p+>UATt+Fco_2yNICj~su#ay6H%12z5|JkXK*stf6J3iA
z{$j?NprU=nH$|;v9u^aSyb(KUE|v`0$>Zkl2BO}p9BQd;#q||u@-KbS$WihNAz>}E
zBOV_Ocs~1cyV|v6u2^pv!!F>%Q)ixZTlt2nk6P)kRzYJ0)o2rqr}(j+H2t4t*qw?m
z5XP{3#oK+^D>i;yQ!-p0lN)L94*Uc9@xV^iYoPo;hfn|b7ZjJ`H5y5sOz{}30cwPV
z=`mwX;Pk<s>fUKq(L>;FEE_p0=O{O{_X+CwT<f&YS^0!sDRx7d53F1{-9C2O<Hc}7
zU$MJw6!zgM)U_z|HP<Zk?x~13=UK!KytD^%mI^fI&zH;)w5!UZn=1}64a()4x#wgO
zzIMYOcWPwGDEIO06ee=SLQx-%_bYFBDf@7NV;!tFh0hF|EgpCd%lnTsSIy~Y)DASj
zT@eBMBBZZA;W|OPrFjp3$FP>PcI}aFtNW%(7tYII1HmctCXZ`f;``L-7rj`RQ1!ww
za?28&31xqgqV$|kdzHQBIg_Kj8^59l?}MW}KW3x@l%cY}k5?1E`U&7aE_P87Z~XHA
zaQfSRD#&t$jMRw1Hm{2wS>I7hBP7;BS$+F>hc5H2*nN)IC4}aB(EI%~)H5w7MGPlk
zy)hwq^#EWoEd+|SdWeJNh(^VUtChBfS^%pZt6)J1@b|F$oi)sBO&y`$@p>w^At%ue
zSLTL0tGR{4H+y{@e$A#FGTr|d)F3UnBk&8qm|uR)@WhpRzhY?QLeaM^Po+k^;`kgw
z8r}oP%qgkAL$`_soOF3k=LskYq)=ufnW-P7tR@w>bm6U7`E@qdLgskDbPQWl69K}m
zjQV>6CI7Gem|nE;+VUXfTm#eN6|C=FC@gzHqu672?M~+ibd@}7Dca@m2Al`RAK?;m
zhe~vNG7d46jVW?J%C9w5-oL8{dHu)N=!xy}dwO1aRKA4_!9M<Vyq!0d|46`y<Cki>
zvZ$qeYPLR#)92<W*iVmmt3`=0`tV)f-hEbDSMTI?!Ih+LxpWNCGreialS#*fQ>%yn
z_fUjl2l7ua-K2{Zz{l=OI3)1@^&i0%qDdpE+yv@>poed{bj^0aB&`TV69@yHe?ol?
zaW?_Ld!tlvk3_G&#+xGbJb!({W)jGvURh0&G&CdNvqEH5j1x-0gUq-fig96wWLvEi
z$FBqyBqRyMVm_gKA}I$HPvS|qvF;Bc;IZDZsc*%A)AR==#<z{HkZA^M2CO84s1-_(
zd>Up@OX{~uQ0YGb@Wx_B#=G0NGj^Bkm2~f_ZxI4ZuZePh=K8JXo_D29(Ea2Sb))D(
zFEiVqu7ipN8j8Ey;JspdW7O+K>{QKHUI%9Vy;Af0phW_PBB1nm<WgCR6pDFmq43K_
zNBdP<#!Fb-O)Eu{fz*jl0hLv{qhOJ5f$0VLJB2;yNB;f%mmOv9Nd1=m?Rjft-HEoN
zCjGXtCT3rr$Lbc+DTFr`z?eP6Gj9W^Ab*rSer#$Gfw)@oFGyaXs`B=OO(p@X#FS;y
z1s&Lw;0njRf=-Br?bKkPES>hVseePO$g4=)|E9Kgou|hlQhsqd!(JDc?<xIT!6HSN
z>$g(l>fPEF0cm^Nn=c+csuvI9GV=`Wyf8g3#QkRIVL|(M%uYG&WG?-Kl45p#DCwKT
zS^*-&(i=ez<}$l@fqAn2=b0d3T=<;_S00)7*++ZNF^N79vnQ<>RIfjqQ$92`vc&I%
zK1lNUqUgn;Vs!Xi>V(YjMZnE%8!+XMv1WZQy;^{$t;&nKJcb4VpUc~ym7KEQwyJJs
zsa9x3(Ol~SEylik-p@&iTl<^c#;2-eupH*0y3YDthgDZ+amC>&$>{Q@<gpo7#1g(N
zyuNL}$T#i6?1BG@v|DK1gX;<^?{-|8Q^diLI?1lK6|Gh(G)dl+^0@*g(%#3@NFB%d
zPGzWZRhT9Cu8h2j9)EL$+9WHUc_vO$#88Wb)r(&t7Zuz26&o2dlzHw7^SJn!&g$A4
zI2t(fpzE%QO(EwpacZSe-$s&xSXC)A0#`5csg(kc285lxBC2XcogUx%*O#dR=DY8N
zk*Cm2V26zNLUvK<1{~I!E~cjqXf<iquOaGEgDDy-x)^d8KhJSMMJ`)3Kx=f!>4z!$
zNG~X8%<1ia_-~}2tQ&aYzf-p7xH${?kEq5GkXr-Wk1TS#7fFr-N{=Jrzmo3yyi4W&
zUVFkv&jiPY4xjLlN@{y+vgGEJMUOA{r?*0<Ut5|X8@(#POs<h2A6W8({ao<6Lk!mx
z1hQGBx-n7XS<Q(d)-5Fkqwi7GMelOFUfO^=0LCP7QHuu)R~CpsXmrD`hL)4E9})19
z)1l`L$1P<;QHzNAFWkT(TAUji*0M}ryJPx{a2{k@iV(Hon20qJt_Je0)6W`33HjSY
z<Yjz9U5?GBZ}_QuFl+L`r{dK<S!iOazBy~u+~?~JnQIEUc_JNu;1Ssm0|U|V!5;q=
z^glpBw|ygo4hLjE>a98qM^?D9H28_9j1}wwI*shHRP;e1jXCiP-AGf=v(&tGebw&c
zi}#a)jh&t)b~hMSO^RpFX|;8eeAMV5KK{8(Fwo)G@4b}KEtafQ*8yVYNp>jZL%qGi
zHX#e@Ip%`1pxoDyDtozXgr$+i;WNQi*e^8rMeuskUJ5Jv_}nz);Eb#KGnwK+Uwr#e
za0cSzbcYQlce<QNeQs=mu}EBUPs24^ba%be7B>sp)PyJwBN+)EuQ|a?=dD;TNqvTZ
zd{JK}sgy$Q$Xkz>&w)q314UgwFS1MPzXOu)VUqOQl&}9?vC(FSVvEHCQ#IK@)vR;(
z5X~lPe3H9I$$58c2S9Uv&UqYiVsQJ}_b49?+l&Jcd2qad?^;7{{w}G~bOUe{NwTKO
zTc?In&cBqNfbdi#w`hR%b4bFx$WFO?AJTdbifM<w_XGNVM#MDEA7;jPQS0nRD^*Xd
zj9^(2=9Z&AfA9F1*ijz+a2A%*Wd3;`0K(@K#+tBe9uL26U1f4r4MovhW*%V|iF2tm
zA(r2(nw((pis6J%=1*FT4hzWz_YKk_%acY}c!R?XZiFNE@@As3zAKt6to+Q_^Fy0c
zsj;~u&r|^nDi#bR!%JB06?Ly9X)^08g8oo^Ti5kCxr`_{WwOu?=tb-|P5_V#kKqvH
z^4EJBz9zw-udGOGg`Qge-05P@<jN+Pfyw@<3jL@X;R<-W9XdXu|JzdoCqplz@)9ob
zJl=qg_h=><=4bM_61!a6%6%WD@fp~(P-eeK1FG;DeYcQ~MZ?pjzEyTI#dyd^mBN*G
z-aSk{2T12$)5dv9+jibfSwsm!X0@O$8Tjae;z5Kx?wmHTMOxammmP1rP=LN15Xi2n
zCf)ZoO{*JON!A*%(Yz*lIW2`>P0Hm7q#xfoBKRcH{KG?j@zE7?{o)>X8Jn=iWvRbG
zWRsBxpKHL~sjGpIwZ#fgkNel)ewN&XRRpIM5OUx80(JZkGqN+n+t+?LqoZW$i2$}R
zjTdm9wA!5^2<G9ABfr))Bg!tZcGSF=`zXs=WNvTA{bFW<G*~xU_h8>e?!9;evdRu5
zJ9#r{v&B8KCd^maJdx%rB1G0W2^%e=zhYc5iP!Y=?Qu1K{8e;+<cGhj=<V?N@)sf$
zy4>dWw@i&^-rIc@=n38VNyiD;`r-2(k-S3m%EraJK3vj7>7J??Ifnv<t$N$t9utwh
zcfsGc9e^X%{M7B(n$4XG`sWyY|4&`EAJOU3{k8fLzw+!R_T6mI8&ztVJQ-fh;lB2f
zv1`7;@6%<!F@7Tc_+cTF3{@WI!@2|&@6MHb$XyD*wE)kOl$OyDC|Bm)<@r7LX6r6*
zaet%Q8BpL{hAL4qG?M6f3#>XY`aX{{p^B=>!ve^el4X3mSM)Qq`j}s{VPLi@RQ^7U
z)^yQLXy7|dKK`C-!h(%Oy^@Iza+*c3MV=&MIZm<$1-nf)V4#j?D6bf^aH&BQ0l7OT
zhw#ze%Q#5sX=Y0`-VLdq`L^^NnbB0(-$1RD1jkZvneFo0#~r(5+p&!*A<02~)x&Q|
z9T_(Vg|ez={Zr1nPonpKbcFS~|JBC`0h%JW{U_e1YS|~_E$IK$G8!wdPwyJqE==a`
zdCVvLjdcRnFoD~Untqz9p2i&NkpE=fr;7yz0aKc)&Q<-@pAZNCtYi~m<3&Q$$|nAs
z`~9pBUVIi1UU6e3+gV362#+$%X7yIV(0x?<qg0-e;J)V<wP(?JuqHu3M`X&F4n4H|
z`>5g9`#h-it1vysgV*2E)mJfzD-MpEa1HOcMeq}Qjl?&9ug>JoA5RnAHvtB{MulvY
z{~)iZ_5%NjXUY7Xj#eNV%|x#Co0;;SP;HTk8~-wl<Ngg3uKk9dr|Ib2A|FQ%n`|Y)
z=*m4!&TwA`waDZgp92#^i{o`Nrt6ciO*P|3g!zvYZG2b5r9U`5;9BbP==%{vM_cz_
z>GHd6T_>Jd1DY2rrV+#Wz5XU8x6^drlOl<djfw?={x&afR;g!_X+ohEo1F^A$Z_Ap
zxoDy_RpXGQ9W$F?uxH8&U3z(<K2rtVED<|`=gzG-e4CjwNqCaG#`e9q%d@okH^&2y
zFk;rH-^LG?U8i|7pa%NH+KQyxbOTd_o6C>%GpbHPF>hebDi$@pZVbUpmLGCc*|{p@
zFiH2gJT#L9!KWJ2|Et_OF_4MLltUVjnfFQJuNZFxe6dB>_7Q<l+B$=ayUS4du<-@X
zAAlIr%-4-{qR<4k0!420i5_ic)A81<MPuhYXGidBy?pYmIw?@uOVJ^9Tj{g%koR=d
zDs@3P)MEGS6J!_7b+g2apzVFNk^gSjB0>&HgYI>p4`OE8id162dJ~>fxB*Eo-w$#j
z_a@TGiZksTV?uRjdv$aXN~R{By)8ZMPMYkxwoa-6rT%FtCUg11*CEP<jPY%|r1Jnw
zlkLS*B-7v!jhm2b07{kNs)OQk&d5T2DLGAQUj&>ls%DI;(KP`rUq-LHjy_qj^_Gtx
z#*BpzzDq*$7eDJF!xcfZF<(+D#FTG-vIvclb=RF*IWS{X`Y~N`-6)WBj)lyajSWx)
zHU2IA4_v0hy5w$Ry_p9}ew*D33{Gj?=D8Rze<E{uDJYMsIPZ&v^%l&=>x#GB%r%jW
zzD#rBlnT8c|1p(2{bo|MDc^}P2f=s9>~(J(PeWXD7}QTqipO}hRsv49e0*KKcTA0o
z$%>Mgd6?+Og?M=RG8X+~S?W^uV>x(*NhR0?3f(Uxnvo&V%We<hs?y?N_$GIsyDcY;
z#hJHmZ1!oJKmH}|9BL_7&@fP!mWg}p5_v&7(lMZsGHx^*)%U{z&C#vH_Ny}ehqb)s
z6Y=ikPWhWwe)h%%A~!FF@Y)dlM?U>?|59jkjB2Cicc2PAXnXX8HcpnSm!cL0a62i=
zG=4v!t{NCMyhLzu{U~>9D+bwp^<@V@gk@9gjgi$Y<<nQwHnjePOU=jDrs{k2JkwBt
z?v#v-jd{vVUjJTGIign2)?Gcebbo<~Q(>wmC~L$p$SsK|ZCK_LtU7$Z<kaPjsYJ+;
zCBvETg&%Qa{A9!;Q8e+ziro`X(#|9JRl<W0cYGWq;$D>e6UoY0SI}UHe%;KMnNuKC
zS2|nTZi_WeRrgV#-y4q-2?Bxu-DRw1S;W^FI-csHFE#|fm4hX&->6iQ^{&*^7^&X!
z@9_@)cB=iSH5ad_o>P4SXt#R8FYr%gI;L$M)Ok=GoOdA=;9?9Vl=4hffUex?TFTSN
z^QJ=rYQ``Ur4#P1uzoaPbZg692ZM^>sna_ns9%7bOBJduNNX*=thJZtJ6I&#E2*ir
zoXUnl*GZ^S*d!Az+KR{+lTZ|TY)}&!DE4ZjP^h+X|3AB5hXl<+m+=+<!keouxhu?m
zo{rzHYRrlcVj?ST$r<V%M^^Rm4VyAVAAN;N<bD;tN8>qs3aFv+DIp`zFD$0*d;E@%
ztodIFwg!$9DbC^VhH;#4AjetTf~KDN--ELk`X@+7y}NC<{$U4qh6Yrww>O@)XSn}o
z0{musX563PbQ-uiqXFdR9lRj&-4&q34xLY0Pmt1e#LR@L>Ww_$6WsD_v2%)Exi@zz
zzZ7=$S|_|SxRhC8kQd7I_(&k6(+^m)Dm*w`OxlJ$7e7&f6=B@?`4J0|z?@Cp1I{`@
zmAUP=PcMXQwkdb|c1rfs^a+8gsIv^~cuQs9CM;&u{HG%b_b*6W+X;6d$gs#0<<-gh
zSJH7PN`t*0QXHlzJpNgu#eRDivG^~D19YJZyZXBW!ya2@yIBppq%vFGz5H!IJv^j5
zB<h06MM~W+Y6=~V|Nc5MKh<>J-ZJR6UhHjQJO32SazBVwP&#wK@}Ccd{<(IemH?4=
zd5!zZn!;4(j0J|<0J389QYOLyS?J8RO`z=OZE#{ZYZ+C`I%(k_<Xa3e*6$A#l9?w)
zfACUIk#k$Bu9t!PC}uzA3yr~Z^d@ABmvF>8x#Za5>|yi!K2Bvss8|_+O*oh23fAb&
zdM+5UQ(RSt{HQX_PE=@JtkV#u6r>=bgAIAC7uPu@GAcv@SMa(s8G3HR{l0sPt&9In
z+B&iSZ)g6Wy}=k3w^+6*1PdF>lIJpb=VyXps}J4&kgo8ImSH*l?2@0Zo%K+F>RQob
zr$yz(k*waxEXmF_pPSpaaI`Jsha&xPVeOp3>vr`o#F^ck`1md*@(!QlZ94Ic9VMM#
z{*WGQQ5(VgBQYqt+-U63Ne)HLn#+diAm?&o2@4I$ce<b%Ju>|>F0iU1F=Q7{)Qq15
z1GdN{WU)nunYBzho=<pC6xdgz7)mglJEwkkwA15Yl)~TZZF#H^Wl+)`q^em1TqJ7D
z+mQs+cHH3+1+D6u1ojf-l+^uQe3=lvdPrHbFM#A??7~QRH*i@*CWyo&q%4%_Du_9e
zRNC%!Z>OPoKooMZ1Qoh%z_6aAFlojJT$g$N2sMYhb<JgN14l1SMaf=<zLD6ilkigC
z=w3<Iw$@cmwo2U%!eASO5bmBpY;k9Rt1U5V>g`rYd%nC2BBU7nSXoDX6B_{%!rYS;
z-WtjM9`HrI=6Me%3<=nw92ecLoKL^=q}*3iQ#IGl;_<Nbo9Rc+K>!BD{cA_>jp&R~
zeDii^xevslw#^^ANHX)dFV$5%0#Vb1Qz|OTbTl<F{yn1UvS9>J$jV6EYhdHz_ItoZ
z%Al7a<(SkGVCp&FDIOJ)nl^Y`N7h!h*^k{yq6Y}N=$<y8(kCvN8d>?>cmWFx*c;`R
zujc#1;eFpO(*2(PCG<}wd8mJyjk<Wv@vD!)!T#T?M9qt)UgvQlsR)jXp*bxz&xNhJ
zM3e5l+ILkwk*drJdUazq1JH3-MHLE#zvEXkT9^y&>ITh>!sdoqpPoC$j-n-goDIdM
zRQR3B#APRnGC9rF7B#5hlu$+ndNj^mp`2PfomN=O(Qpq+)f=h0`|buzaT$Vy=XN%|
z-I4c1En?*ZUBs)>3D$rLINbB?W+K=!F_!#mRD86;KRjH{Q7bO;lWq_C;(8&{{{XcE
zvo+Bqo9lR%(=NhjC|A70kPCw`i}s49>cXq)JT|v8z3%SF4)92c7A}|s?v!_L+3t{7
z?~uJ%Z|iX44gsWHIcMZRe<d*#F58=nJpHkUloJfapROzT>8`Ng4o?J6lu&I$cQ;U-
zcjzX?DQJ^oL%8o7Yl6VY#=6jz!T8zJmdG5J?hFxXTGHUg48Q?OF-0!+IxadQ@R8?q
zzq|sfj?iH_5R*|&-uLJw`WI{G9s<#lo*J7=lfdt622KAO3jYi8`;0FA6QJzK9TULn
zOJ0|b{V2T<);<$hdE6eN4tt$)NVj9U*S&;XXeozm{OWd`yYA*yRn<8_V+15LU)uh0
z2%P<!9CUT3&vwUdL(M}j_nb7>M)k*O-!D^$%R42jec!*OG`rKVGk%`QIZUwx>o;Kr
zc6P1dWrMOeI76xw57Jp0W0@8O{jE*sfL(Q;dLOdWw1V|V471+4A<<NOCoj;Vsq}9d
zFb?miriQ2w;Y=6={{<N^ObCIfEgaveCBUkf@|mAD(WNhl8O_(Q=%PD3-T0Xzqseut
zvFdh4RY^ziLCXIIW9z$sSpURR#Nvgkpw_zW5lOz`G%!W3qu{K@WqY2W+g&LJAbUWK
z`G!k_YWFd7n$Ewdd^BpzslhPvu5#`<T3HyivoA<jpbwenntrX82txMy<1!O2vCd_v
zNr*mC&U4#Zho;MzHyjVIM6f&=KT}`X=AcV`tGcuE+o5j8`I6?xzWqC{7WsyylzIyr
zOn!%#l7$Vv2z|M|FNK(+CP|a=P&^v!gQWDn?tVpT(PJq|MVBrV3S!I@^_pRM#r4-r
zOx*bdhvGe!pbr06j{m<>TS5N&0VuonmJ#RiRqer*#gOr{j68>Etd(cgk6eo$cMrm3
zF{_3!0>3Ds$JY_Aq20S|m5zW{=UbxrdT*N9$o2V}@O3$u3XeRl)rCtH$Wg&a#G=ym
z&vUvfFI7(w(;k%~gI=PovwBsky}_!ZoL839npxpcpXp~e=a(@l27V=5WY8cW{k!v`
zHgqo4i4Z7QV*=stGtfj*TNp1g0VyvKD4Q1-9H+MAz;QV_UDm{M+dNfQ8S%g;WZAu(
z6G%DG<X~r3bN><LKb3!&nRaCPZiXnqFnPXh;Z?oE9pOvK*PW+!T7B)XxSec$hyMl`
zf(mVCuNce)-YDK##HYU7@&^)JV)>T*C-6+j8@gudwFyIe#c6e+u2Tf{$BeSNpCuR!
zHao=bkH1ncfK|vq&^?!vnJz5JN=`D$>DNE~4L$0&r1CFBo!vLnJVIf21nCUQ8ncEC
zuA&R6&pHQs-BrRRgGI3Hen>_3>5aAOlWb|}GZIvY$fu3H`l1N)u4OKRZN<q#=)%W<
z6O_$GCPKje+s?Es9K{$WagRm$ojkp_(Fz;AYC*?SjG`2u*|AON!y6o5hmpTj7(N<T
z$hxs5Axwy#9)HRE^BKl>GO#k{i9*a~i8LMG{n@eRmL7jZW=y+Jr;OK~4^ExA3aQe1
z@|}$Dye7IP?$)kY$4vOiafx5mE%LNcYwD(T`H->rmv;KK73ME*ThUw#V3c~V+Oc)#
zYtAJZ5{GYl6?PCmmsK8r#9qPrlyiE%t+^<(Oy7!OxQ6<1`xKfs+uTr_AzZQqMCeoD
zu{I)WotNtH`qsUjNLBm<N<emH(nX+WP3)1qa?<?8^~+u5xjZ7-5_YuJ$Ii6~e)gv?
zh|DU(_7QUG&%UfX#o`;hEXHPbL*$!db3O8lWyCFryP=lHNt)l&x}bCKY$Ud+d{m!K
z=}#)~3w1Zbj9!FGea-tP@yT%O>DG4I-?Eey0=vIGEXmfBBck&}N5nG_yrBvhoPQ3l
zQY0yJ+=(*Gn>cbqmG$*15?u9hXUc?5WU<Q8z@TCzub98X2UTBPMIf2D*In&hl!Hn@
z(G1F!=V{)p*q-Z@j36$?SFuS>pxxbq@mO4Ki>_D&3uILBb7t)Pih;^*v6zhUHF0l@
z$?wv9PQg~5f|5c(1-!EAT~I@-DC)#mshX!?NitvVgoUnISmZ$58Gwr-({!OD#ORdO
zRn>r#qkyB4`?RhcY13O@SB`@J1r^f=R~!*<0D|8CE7iwkk>sk#CJXxX7F$B@ObNpA
zU>AA1YFq>`1;n`ar579)tNRziZn13av`2<Ts%($(t*fSU26te@6VtxTUTUBo)EtfG
z-r0Y_&{c(I_$$8b=d3PjnwN3%g++8D)cS3V+^WOV*)7fn0{csvb$;yDW-Cv1E_Z<X
zg)0r0`2GdedRT$^1wC#?q{H@-^|3UzxkuEfo7N-E6LTg;8|*;{y71rFA!|aIAz<e9
z3L+8+!-EHjr5iQ9hedY4*QX82#uN5S^k`K7r@iARh0&3$6ex9rXMUodDR3cM_)rr{
z9Aa1kIuFY)iT$cO8Q6v9>Dgk2S6F|Cl*=%jbXV18P4OjYWqBm#K=82q4esh|uJ0ca
z4lZFpIs^Ha9du;p<E=DPowUysEyhpnqHMGs^l3KbQ^V2lFpvJBFb4H8n2+3oh^SrY
zGia}t+uAgHpTX4WzgwDk=pmwKF$!<FOng9fRO&Sshd*U*v1k>0kUy~o_L|}dNlEU#
z;%KyAWxjDfvORv{WIQRCWn|IP&)9j{h31Q&KyM3l4juX1$dUb(Sz1ZwK)eF3>Y4j=
z%Xp(4dCX93rH3d?f|M3F^C(_X|6-&q-}d@#bd-DfG@wn_>HPl<!zefKiQJd}#Tu^^
zY(VQG;2nsYiMD^vq{+RH<bCw!?UIXWu`bWAofWjC^J_H^!uVt5!;4VNZdE}u?xHjL
zWybttfL=1=UwhpnNugGXnlg_9cTZp!E5um3H?K|vq({HMSDiFFtmQ>gt}N?FcSedp
z7P>_vrRJ%JDRxQQWlcYq;@jJ!<OWB1Vkbyw?K7PrM;7|3Xhb?+iwT#l9hDNj&4tk>
zaBH&Z{b49No{Y$Bx%nu&|CqwZl}X%LZN=SDtn??=<}kD5LFDtzG#B!uLctarnr+>A
zI0?qH2S~9(3!=&~+pSo4kvGXCktneT<mx=7yh1A`*CZ6g4AcXXP<CL+lbNKUuJg>b
z@6T8;u=cfpNx}nNe6a5s6VQHeb?@5SsHsVmD_A(NND$zjgLXSWQSzpWK7J5$Ei%d^
zGznx!*!^2ddI=XVQuUu!jAQf*W=!RP4_QRhv4f`K>a{aSz|sH;Mgnj<i`z3FskxnH
zSelcN`?8G?fisg)aW!Z7TLF5ce&^(o&1W68%?!Ja=2n~@hplh&tU)y1Sl~`=ps$B~
zUy6v)jS#D{ixT^0&+x(>CVrpmdVVQf9s3=7|Kon;^KCzjWzAjb><ixKG~-$i;rznp
zQf&%e7b^LL*phBH8V2`wkwjgYHt$<S*bO{qd^VSle@js4eQ@?9YhFBsFqBg4v2Xsz
zJ$>Y?`tokY#9ia;hMOTXR*$|^=#nNBDMA>LqoK8(OX2O59hR#L=bGPIuVnNDl9*&P
znjD_Y9#8Z{q8R2S*$7z<>b5JjKenHi*p-A2blxagjW#iC5F@r#7LUDs1)8nKM@9P<
z*y+}0%x5IkmCJ@QLxdSMa_$ahhneKO@$I9ekA-t`nPbaYn01Y!?_NE>Kd{z)_{_tj
zI+~d;0J%_8j%?HnQKq&8lGaj3ih+4^uy5eiV~>A9kM24HxUSfvxetmfyu-E94QOYV
z#E^l@%Ph+P@cYqW-1w`pBBbF9Etq&?FV|wykGe+t%YVFQQE>Q=oXGJdPXh!rLU3Qc
z!bIL!?W6K}ARF&4|6-c$DZIu|&Ac$qd206d0QVr#_i#j`KLW8c^oYbO8dhP0H10@J
zAZ9jGT&Q)58zB|gKN_X9{xf2CB*daP{bLPRSM-NYBy})@w>XFX&;pAWULkJrobSU}
z;D#pmig@+TfN_}xxS`l8RaESlz}Z+qx(=6_oL+M-21ypjzvp2m)~-!j`1hIAHumwb
zeci-6)DCnYornsSak`hk<#o6%8C`T3?2VkCy%{><PtzmSxw*x0__d;8pG_AXmEQdI
zQ=9y9;C2MDSQtHJK+zLUugLxjYBUGF)c^h;rryJw&HoSoj|M@l7PVp&t<@n$CB&{-
zTaBV9YOmOWT1BPARy0<PSfN_8C|ZQ7(O9*&*n8A`fAjgC@9&)7e~@$MKF`<vx}Mkd
zxB%_W=bjvr>epH0eXWCz1rdv^GYb{@p<%e7EfpYJJIUbG%J8ydZ)J$BmuIZy;I_mF
zhUUck^rC?@)>&I(|Aje?+mSCc_;b1bNi9*=I^3p#Tz$Q@*;}p1)+_6R$YX#0=FYt)
zat(z^DY5oVV_e*vAlq4afP7PxbW_uPZ|J&}-@ef8lYg%Wt+d<}LA#yFhf`M~WtUI&
z7926@0>^kal!h87hGo#)lq;55sE?LAeZ+@#j|z;^)C87YmTH5^x}Cgakous4O9{8E
z&w>5Or%|hL)9g#h3&QDY>%%kXNwpx;{~hV|rFxjNN@rHTmZ%%`$9l)r=O)j2CEZh#
zbC2sDCKWlX-;$Zx!LzTwG(Tcjh_;{Ns|?@MMRYkw4Hxtqt0SI%Y2?4_1Y7e#C2-c<
zFCs^dX&0!`9L{E&uE6-^%C!N=LnZcQl235eN>-oC|2*EbBt*Vr@2ZAphGq3y=4SKS
zOa(!n8~hJB2jmf|B!1zL8N2ANsk3gj&>I<hR4PHJNj8vRYLKiR<}a2Kqk|>(_V$a%
zeOi+_oGd|vQ>X$24viXqldkoJ;S_3f!F6)Tqayed>QbSxA@y^+ymN=ZOI2nk=!NV5
z2Lx1KfVo_%$7qRnE;|y+`jeB?cGpb>XxNq!W97e@OMxk(>+BuwS~heuf!DqZecZ4u
z;TutTA3<}3j|ic<+7yRta)H$IFs%XI$+QeC&!TK}o{<oY>dBa;2)z#>#nJg*5ZmQ%
zpFAHuZE|ibF33B;J%`#%4V<gMq3qM`Y~}|a4n_ltfD!n{VjG!&qMiXcCoqqt{tZ%m
z(ol2RzYzVsHk>i|T9VcPlR79loqU9~;b}Jt-0T)2yYzyLMXK#MOGF(r-x`q6u!Z&j
zZY63ZM37*YhBC{;W~9WDA}y`)*Z3=!m+eRR6$7wiwm$MYtqK@%mH;K2ES#l>E~c~5
z9w2lV1=xBPF^bH;Q@nK^>*lP7H{zF`4TbIwq+<RDgdmX{fOv%jVcuK0M>CDbMcqOC
zq&4IUa}kfZ6G?i}r<Rk^zi}N{%)U8-G_>Q*!LO^g0-(2&==9itsm9~%yLslx^wiz*
zwY2HackKw3N?v=PyEO)-ZbM(C2=`>YA=^~^LolakR8*9cFm)>$D5O=5Gekt0nTWGt
z4N_|{VmSW0H7#f>b1ApHf}%g4hQ>xcLT1!toeq0%zLfOdI@spt7orTRl9`Cc#{q$v
z!>2jHCOZ*=lRJ;9Et8~^>gYH+HvGkU`0A#*gU2%i+YDS2%t{uGseqK<LRDT^u$k31
zqoD?tY%xoQEkQJxuMRmv6EkmTj%2N4b@is?wUc>#MvU2a9&LNxdqU`?viqaQQnp~0
zr-kX!Um15c|C6fHFtQuJ>ceQ4Q-C!1-ITeQtwt`BTPSo((|e1W=;xQso96gC$%E7#
zVzSlp5UYL|x|F-xz&DKh1gNwVC4BPHvrYX1eSF)T)451xdWT1g_>i?P=jJ2v8Q0c*
zjPhzb+%?O_{fp3M!&u|{H?N~<mScce^RbUZ56t!jaGn+Bzlul}EtNASqh60M6E2X5
zM%EX@S7YqgexP{$^vI`H?+O)iUhZv0UZ{RdZdA5Yh!wqZN&TXnGS(gX7UKGbBW1wj
z(L){xY>O>#7+R%eHY;o{%v@2%OC0<5@V3&O)`x{$HPb+LVoC5d`KY@VL)}!%M&`GA
zJFXw6HqgO!t9sxqXYXeYLC{MD$)Kfg5Wr#@y>KgHosgCb>8*C>z88%zU`A;6Kh`3D
zgwX6QECysdsnnoAl3843E}cT$XN8hcIHAqwH_pL?VO5?42>pOF(q}e_KCM*;0<v<}
z>}Qj_MUudS5o6&(*N?~~>6cMXlnRepOk&~@Rc8AHd*XgM-EWkVRIny&%q=uz`P%O=
zC=bs+-FHnM3M%t)JvM(S3sigOcjo+<q#O^0HLGPq3iI)M|C{Ts1@CcmvmD=uIc;Mt
z*HbHQw1;D@OvZ{Ka{koU+$5aq;otp6BKbHjJgnLA(cR#lngYdMT!jsZ!ei=-9cyf*
z%G)-(N;|F^6;}%^WZ6$wU$C=TSOLOjjKq40I3>@B2W{p#cvuHZw+l30Xt8B;(WbY4
zO&y24|HhKZDtKSu#>3F^^-GPo%Lj)ai2Q^kTAB0$G?^ezG#{hJe3-~4?EQKQY*W{-
zUB0%H-C&TpGXJ&&<~W~0>7VO${j1$Bq|q^t)}ca7;|qIzNI%jJn5zq|7G>Jcd4A25
zIR@Hg^RJBd&e$C^pB#<d<;0lWpSI`$$!%&`&{(8zdAuJ`n<s7SKPfdbWcpU=>4LU%
zApL$d$+gJQk=x+sH(>o5nKTq?0S-k*-PDyR0rpK4=VY3Xx(gXMVySYQ$Le@3kG@x)
zr{UZ*H*oC^JCVIw<)3fZVorFliSZL*uBgx@v&rfi+=orG^HSNsN_*&zJ-T+a1IYZo
zhwlSmdFdek%Lx3D^Ngv~?fSo&%fl&(f9!9m;%%S8Ua5pG>AcSvw07|UH?b8-SSaJC
ztp6_>z4(7a{r@+~T|?BPEiuwup{hoih{lE+IE^XIL7Yh{4HYOp{(PJu5sn*BMk`fX
zGg)R<rc6tV=e~)o$3JM4lb9<;Slw-6+CY~oJwH?RUcA?LW4`M57bSt<k?<wJh*N+9
z%Uw_^x~|>hE<fCmNvkgrcNYk@jQ~Lh)R|XarRX6hvm&8bdPp`vrJJN@pX!aJ%i8a2
zc*(7?aYv?B&+>DXneBj)MtY!gec;z&cp}o$v4A<;#-3pyZ7H6<)tT0qA1c>ch84Jl
z7XC{F*6}mN#}jUdW3h%J662{|y5AemN3;Q?B_)QXXE75GLNToCbint!09uJdOoKQr
z2AnCEn7ZUK0<9;x!{-P0kQ0`OLb*JFZXU1e8s!$fVQz;$T;F|`gau_QgF+U=WsJxW
zb6`U-LQO}AZBvnc@(B@?tqVDIRtdq@3)#r;%Q=x1#ONu67Y~>g^Rh#4e1NhI)&Vqc
zeo5}Ket$3R<g{|d<8Aiv*Ru~(T%{b3Es`oQzSv$-HUYyKb-)M(sv4QF?B;ls|JCsa
zp>}*H;q)>Ccz}CJz3j@l$(-s|w4&GQa}9RXvAy2|SoX2d|8aso6h3QU!jFAYOBT@s
zCr?xDq-BA;U0u}=h;fnmv@jTZ<rPv-YQe33v5=poqQF8@{ShQd*jL!Y^9Q_m9Y0p<
zdnPRm1)DrQU|Zs~S@x~qc#312oTlk7G%9-VM<|(U5Mk=(k)f~HgU8wR`Q}rAQ%xkh
z&F)QaC*WCVZyrwE`<?rW%zETVYH;J4*)-|pM0h2=)!m^B)OwX!cXP-3GmmSRT@cDe
zhZ6tsU-{gdoX8?(r5D!pRnmF^F2oi40XcftwtcG{uCDmEGDUBF<v3b~I~=!i?=?n;
zTWNIQQd=}VwwXQdxw?m%-AeZgGaua-4YU1M=aKH?8p@W2#`CZ85XZj44LsbX(vrNY
z^bT?V0oW|UoC0}tS~u@~7n{XLkvx6RSDXul@mZ1s7KUFfL~%9sYxbOrZlNm*L>8lB
zrwNV8@8Nq8%GDlLYs0oqg$F!8z6SCOUS^-WNqIUmNDv{<Lor<gfklIILd3?^_~oOj
zG#?t6WD^l5$hH`<;rtE(g&Rz!VwoAti|&R2pQ%f>Y1NRnmf6ZaBZT-{q`nK<03}69
zLf~S!GwSCl*;xD`24kee)i3LnuM*>8j5d9_$&`M4vrC?E3*Ihv1`;@_O0S;U`oT<-
zO#ibr5LObbM{$ozwC5a*joq*-*uH;es*L`yAe*D-_C@>i-StKv^The)?MDY=JM6bt
z$<tq)9JBG|*p>A+Jzr7Rts7rARsBrevun-teo%CzeB~k2TBugf+QRxhF87h~5veQK
z-Gl5G((b!A!=hghq-0-g6{7g>+QweL5aTH=3#pN6*g5gwFN}{erYy;Rabt&|!RRIM
zepPRu#kZonphLv}&n=fj^{ey%dc923lHpBDa^aZu)Km<|(V6E1zY2D~`lg2D2`?%+
z(d@(@r~1>2W&s88FS(;z3nD_QB?B@w?uGnnmM%01G{efvK!7^>IEOoa>}%YO<OaBH
zwc6Prd}J*9<Ir7BQM!hn49gQftVdR9zIHzZwjuJP+wzrnXa(g(_TPAEZEn%<f5~}|
zW@1~BzDOsiI8VDNa9^1Kt$es_)Z_M?P|fX|q)XS8s}mU<e=(GQ=d78-=qK`gHF}|2
z0(C^sw~_moUoyqct7EXV*cez%)cOhIs+o-7+WqNpb=fLcF>JldplzBNA_Z;wfHgll
z;St*r{ndHt_*|X|GupjwflhyCcGKBEIeU7vF}cP}NiX?6gMm5Wui^CXVa(N6c2M>f
z<Bh0dZ;p_Ao*)&{fkBH7swfqB7J-%-j@;K^fcs1qu}$ror9FlMXso6elhqNVm;kSO
z?!UF$Ey(fEz2&HdHORUpD_ZH`a0<2aofG`;4NvjY6Jf53#OyCp1_vDDZ%S&8t((m>
z(}4oC#ALm-=2j7@4mpIOhO+wf(EA$k0#_>qR0^B6*JqNP@!l7kdQq;T#CYb+8Pl<;
zg)xMjmD;#DDeRNVK8{Jz0Ep@%Qc9V}6My;je=>aS8(>C5XCS;hAl~M%-#E=ah2gu%
zRIZ+qu>*K7*x`FJhSH7j;K_kTAepA%dcPNgU?%DQBar&?L)@dw1nEAb!)M)c74Ly`
z@uqok=___FuFq1Qib>lbpJ#2y=b1YJXn6=pHsGZQ%Py3nF??8&OO^%!1Rs%Z<*b$$
z`eb+)t9Fi80y|wW3yeNw^UxmHQ*;*NEkmfLJ1)SJ`zYQ_Vr5&+^rC}vGgRZG+0GIG
zydCmKg@AbiJydS3Tjy@dZ2;V_1as8?h@q7{8IJ=<Mong$!cVafUV3L->SPfm1(Esf
zHX9d(f?Oi=tV9&ri7cOZDNHFJgV7jd9!?#vyCLub(xpWYSgI~I-Okou3G9+2zvRa9
zp|KHNl1Oyz))J{_UWR8M>$l;Y1#pyeezUiM&;~6zk^5{LmNIZNSRR)uZKysvfRGNi
zcOCN#1F24UE(tyI`amLco|qsyGMr6KkHux;w+`mGR85mBMp(T4vi62l#>>8``;nS(
zbh<9Pn3|3*7-@ez;Pjx)X4ZloMDEM?O+q2vjx*)v=YF4z8rG?Xo!q+57G9kH05&uv
zt=!#K+VrNtmL8mDE~2Hu%8RVa=iO^(mPM%OWOYf&7v<Z=e2NqIi$5*)2lw`A=L6A;
zwYYo0RlT-&AG24NL?)(WbZGf+*5)E(quG+~1{t9jz*q;_{r00$hY{n)^Yx%d+r~vX
zyz#%fYiiGyoA;Sb-J5OY9_g>j&Ujxv++y`%9E?D<zT)dD5lDGu%5EDf3N(w~FzQ78
z;?pJK%$nmZo%`JH{dsEKF*RG#_v#1|qF$j{-BZuu=AbQ267xCi*2LENbu-j?+>$=q
z%EtTT5wf_k6t!&=liDGNO|i3{-Q_L;-d$zRS_JBF$AoU5x_4X~$67rvJ$&B4(&U!;
z^DSw~rnBeLsIS3Mr;*(gCmqbL->I_Cw_omDehvcrRqPh_F}!sgW<2|H=E2HE!Vqto
zSX+F`dpO!}avRr_GIZE~-;r>f?gbKnaJ}P~^0XM%iTU(`>_YNq|JxIhAp8QMayHP@
zSkztS#aEe9dP<3xTqT+3r_sfqv+qCKw9e&P;)z|i`hJsBmtk?}U_VnNC2H6x9G)!>
z>A-5lr!ae|2>%35G0&204554hrt*FjPF>2N8)-|VZ++Q1g9qCCT99spX0~CdNK!O&
z?QB||jSz5H5;*xmu$8&<kx)_BV}KE(-x0Pu*Djj<KLCwO1&k&?Loi$>dpks7A@BaZ
z>@^3K0aDcED`qnH2KxGNf_p$O;~A&PuExV(-*n>-c*OxVQMt(M+-tU_u!m5*%j~x#
zC3XN=gymNCYLn+j?oVyvx%d56iI1@BN5X0tX4}eS{r(lP=Pbi(4Q~0!aS6{`**?SQ
z+`1v>OwHdxtDmbz-y>RH4h&3QMxRzFOy2so6>@8uV^w~5#nSD5QDf#_`#9WXKvrTf
zmrhG92Oo3PxA?ljp)T|A8&e{o#^L)uC}x$t^+L5&A+SCSVyIav2`Mn`*ff^nj6(2a
zZZ|Q^njh_*B|Izr%92sCb0Uok@jl>t|2}Xo0LxN9UtOX#m3=26v7lP^LR<C(3qT%M
zB+bM#H6K?ijc5PmwopB)S+hOV^4?x`pNYz@W7)~Bc(=pIgFN(Wot;v;auN36ncFWr
z?_4Q_WW1m#Pu}3$`J0%rDDfZQMm79jA>We^^b^cES7enA&8Y$O-g29)of0jm=3a#a
zzlHT#XABf2KkzXC=3rx8BK#-G-l+esZ0!B$f&HlL<3ZXM$c}oe=yLoLsE)6+9f&bP
zTVRgzok+RQF#L4OcxhhiTyc=+Pj8*A7W&o%<a?$TTGRBne*>9rK9dbh+@j13GxB;1
z7Un-zeWp-9*>6EDZEK4^YhazIn`h8h6{WEyh>ofN9Zvguc=p9_LWzp%EPmv1vAW`P
z3gePkGHAZ<xrr+Eco`{wMwtd+7>gw1J_;vgEVvkwjua9Cc<4yhe6l-~AeY4u|DsOB
z=F1O1)dnJ1Yf8)Z61aX|ZS;&X^ja{SR`3{KV2&#9)#y+6ynWq{=dP2yWCXc9Gp0EF
zYp4~VF*{0~ow{@NWBAm8SLV6OmDZsyU3wSm&D&-3`kDi3!WF+lg@1@ELJPC#fBzjy
zJSSzJ#{UO1aB?x(CuPy#|I4TPfdavP=|zDOp@$vigrzE~!I051hW^x!@&NH7NNwUD
zC57}*QU8&J4TSu?rbEw8#YjG`R#z5EGvxDz+w8;?L+=-HCHRijmaOL9ufCO)axvay
zi>YjI42|V+Np-6tzCk;Fm@`Gf5F-1TP7K{L1mrAOQqb~(!q}H;if*KV5$M0G5h=hV
z&e<3nP+PIsZD_yjpBPmDubh%(!VrCJ<BkqL?fGgrQw@k@Kf^FZ3X9RptfH0H6>l#S
z<x1s{&tD}D&lVY>vHL|3IcF@ncMukVIVt(f&X!LpO-`fIzL={gfO42Va8XnWhcOQ|
zt?Nxv=RbyD`vNja;O;li56CDpgSbZk1&y!)5$*86er2SW4vY#O#sXm&>`xLC_8A}p
z|5;Dg;k7H6KP~|t0Knkk2)wxi0)Ib^!$vmHD7Q|eegR`Q_KEipWxSL+8-5=MKPmJq
zyA&diZZDJ*Vp}*^V!tf65B&||Nq^e7BpAQ1OTM!hQTS<CYa32Pr+a<21q^_YzX+LM
zz+R!E7D&Fd`G&EA9jE&HBrx-U(&Bq5=?4cI^4d!`DkeHTT6!%PSg}$bPaG8PPDa(s
z4jDeY*Ab^}b3-=%q~cCBd7hYZ%44O!qfQyZY-jQOKHb5_iTBN{UBg)~ekPw0gzpHT
zod+C!J|7vFx{unvOv)$WrfLECZsI+eE3R7o$*IA#LdQjYPd_XFnkw;t^bWdok4rVY
z4tBLwjyP;9=EyC+H}%oNE}AFkio)mX?#Ls`JR9+*v*qJ+0&3%SdfX*foBlqyYT(B`
zWwxWUP*;aB*JoEDp_x=iI0>H*$95xmzdrBor0RUV?j`g}{POP;IhOxX?Na|f|DURF
z<KLU_qvs?728%78V%^d8c;m2J8Xog$H~nPq@XC<jpPd>>opYhcVAT9~wpmzP#&Ax2
z7Tua_+o=E4Oc6@a{kzTSI%)m;qhIW@ttD=2r7>1&Yx(87NH6vK#riBiACYlsY#Q4t
zd?)8gk5MO-FvRw(xpo?*Oys1-^|@YCapWA%PHOQvgLWCw5}TGQgW+`=P0@v^BS6%#
zK~6zL38GCd(dE<$!Tluuxu<U;UzJ{T`839DkmNFXYxKfOzI);vrLqueL;La0(z;d8
zpHf)2b2Z18b5rEvme%aeeOTD&rNqX60AQEEpJTSTnb!(DTdNhCw12>wOxTM))X7mI
zU6jGhUnRcl1FB`vsB6gwwrAH?Mi*J}|2*>k=FJAa1C_0&-3IZajve;u6TEy*RB4gn
zi09QIWOfg<-Cr)enO-)nP(ke(bLj5F&s*f;BHbkirGa_oFx*8o$YrcbZA3JeP1-!7
z<zd<UD?9m)igC1iq|3&qivfl$jN|2ngS_TqDs)3sSC7FZ*{{}HVPZ8u^!~BZ9JTg-
z%=~ag)<W5^AM@}TI>tDz%-G1w_4`N8?~KE5$N7Q)(2MV*b3LD!@%dE}Kkj{+<Sdi=
zyP^G*R=xO*akee?eWy&S<J!Lvuvk(wo12e$ZHbylENYPYUDt!ESv#gpWtbOY(@b@O
z`&&YK>^h<>>u|8n=_wqiaf?v#w?LD6Bh=;S*QcjmL6zlNTOWM|M*bH65I@CAPAvf^
zQ?B5fPDN~s6_jgoqPLWVyBIB7QfA)j`<D_~a!Q|tihMDzpx_By%nOxU6zB(T8A@PG
z8Kt&W?R_oEKqMq*YX~L1ROrbG6!Gsg+6CPF@kDKZ=cJGJeYXU<?sKvhtE?GMu{UHh
zJJtKO9XcU<=<~RrrX?SLZ}#ylyGPb?<!~_?#kY@Hh&VTpYrmPZ#C715e(d~;Hp9J{
zJF`l8Z-a4T!Nbn};pKgdlbRkvk4K<h=B`(9?;QG{l*)?_zvID7UFvt1;-ijBk8fzJ
z0Opb7FQJnfOVuVuB|G+eMe%lWrQpxYHu@R^41$vxQY0UgYwdm?D#)m(3wC~+j(3Tz
zIAmKO_xnhe#?CbtRbhr>@(;{uwfcqjeH(IA7{}gC*WPW+yQ0^F#m?$D>&L$v9_JA)
zjZ0y_PGxwHYBo8FE3{UUc0hIZRe6ZIL!Kd1F3-h&-MgvxL$hnQFFgYqLGe7uXm)kw
zGtMWkK4)1%RK`n0NkyW(?ow}arF0YS$OTm-2lnX+t}f*+#`=R3I65@=Vf|Y9hsL)1
z_dg2pv}iSPS75(0WMeKy<bdfYRxG<DfeJK+yV=LeZel%<TkWv4n>bL=1Jje-?~qrq
z8_(X7XHW5!Bq!^C9oY9QW~aYX=a4>A3cGjVo{{mn=cku^op=gDG`+Cdv&B`^h+V~;
z0d9{GD>r?sK}9RdPA)CMYe)u^<P5MOIk77OLpSD9bA8NUlC?7Y%%>93&6$x)*+_FJ
zIQu*Qkz|R4x@2tM?JtVVK6-3mj?`BrTd-31Y*D`J|Al=M{~u6pZ9{eG|4Dx93koqo
zf2$X{K_c;cGp?Y{aUMs)GM-Z9^BXx=Z-=w*L^)`cU^lD9uHiJK(>3*2>c|h<r;{6E
zJkdWNGO;FN->x47cPv(>)ZE=PqWls5spWggd>}iXGU*YuT&s`(!4aL-j!YsMtGRWZ
zLGpi#@o)}+hdSJlWl*I{*l?O&m}VZOD6*%AOt#>kEo75y#A{J1lok;K%vod33FVRW
z!6c0dUj-}jP?QYVaUwQo0UW$2DPVyD{v}`b@#gyZOJfm<J<Hr#B}vkblTny>!y|#?
zBj#{VP;!@a8(&TXoJ2px@p3%32m3N}!-(8z-q7uBHRzgV5m4hYw5*kk9bcyzg>nW5
zFav(mh8>r+MBzPMf(G;?GnYtxFKY|o{qQ|mj@S}e2A9AG2()nc!mk4%@C^#`ll)8k
zWH|F}m}LH8l;&{V-2o_<(+yv^4aXaXMG>k4Hu}+58iRsZ90WxVX=lzyXXV#R3=za8
zfp&EO7iS~)<O8o@+uCOy1N3IcQc-To>4N-Yb$k!>KsbJlueLlh7F03xJ3i|sLlinQ
zB#?|!b85U{?QfJmcdN*Y*F@FVbh#YGb#1vrLGBlSzq!kmze}EYYU6w5GPz9)^j0jA
zbmc2T<Cxq*soR>R)_t`WQ^I)dQK_6ok^LmC!>GB*oJyA@l~=3X%-WX}+_fw|j}BJV
zlO?C5D4jWPi^;W$>?Yqy#!52g;1cJa%_+>VJbo)V6cgOncDxmx#7%u}+*|=&#>`kV
z*8jQey%QwAnsa>9**h<`_NY!_N_s<?;aKQr9?tGx_QinO+0W+hrnw_m7M(sb&8luu
zy-Ej2vdOPUveb3%+M0Z}Qf|q+dhVJY=Uj;qz8$WP{56vYXf}U2*AgcWznkwqC67AR
z3y8^avH2C%*IQV;PM`#UP0~cZYJ&5(vzQ}8Nzi{2R2eHfm!zPGx30hwU2_5){X9(}
zmPII)HZ;M}>F})nYdt+Vk$pSWB<o${Qf?5-e%*%$lk(}Jq*3U5S{nD$4pw3z-7~$E
z4JPgttrWyQEb4>wrgxO2){gonq3eWg`m$Y2nG!NDN%p%WJN~f>)-KuKOE{^!Q1Q=(
zse1^MpL+`FiU4P6S|jaZ2fWMMGaZiAhb(BbUr=)H?xt-cos^!e`9AgO0G5U}xA5~}
zY^uv;Uy?dsbry?O(Yn^A2mY~RDGRTM;HG)Qos4r_){E!B3B1d%ky;V}^ySTWu{(LC
zToo42WGiQoh-W!CgNc_)9nT{MJFtDldNob#zdo<2`m%aI$Z#PxcA4IOaE3C%+pU`v
z);ZJ$<|ToCIr$I+>~+I#W~>n(KO8NbZoCwgC+lVJ!BMkyNhlN7jR_A^E;uIS=tpZD
zrWt2o#}%EF)`lXr!oyMpG&fpky6tuTdh-T{mXu|lRCxKUZ<>F+p&VG5>hrPX@eEks
zQL}!EaSGo1wU10s-#KqDdP<M;8C{aUl`iQ1H+PvKU1m~*pljV?&Y`g;p3T@^rT4h{
z8HH}~ZYYBU*ZasnMH9=LpE_LcYF5SvD)_~Sn*3Viy!Fn#fbE!NE%9M7!M&xfJNV1k
z>%r)w=E}O-5<$7IUC0JchoJpV!-m$I;K_d}#$GX0pY@9ETx-<JUgEviSVj=_-=4Km
zT6eB2+NY~)Bg`5mUmrJKtu%+rm36OYW7RCoI#Px`rw66-O7UM9Cy2$KGWBD$Vly$K
zJZAh`KT$h{qP^hE(tA3XrLao4{czGkj2fLFiHhm#{7n%V>e{k@%TFHz_>msN3e2uy
zrkFq^w32A7W^mbizb?Ph61;0P!IvTDKqFpW;<>2?oB_%IsIpR|Inet6l90cIvt7-q
zr1hd22;$MI@gVb3Uon|`))apbCD&MbM;fJ5nUGif`o3>_FyCQ!=mwAnen{FKq^GII
zGX^i4_^^;;a-C33hPIdOHju$OI{2?9`Y@UIFu8pVv*buM*|C<AhZ#&p-z?p;@JlAF
z)+2n@8UDP%V^({u3|h`^Rb=p?#bzdd(k}mprvKc7gf{s)@43$LJD7YLjcv<;Js9W+
z8yVEQuD`%K6!LrP)qek9sDE#lMIzqt39xK%tWoSIF9{O23<esANX{u8ekI^8-EV<0
z9Br%#y!@*IrXQ-cqx5WLuIqSAN~E43zXbl6LY%dkH}IfvVEZ15z_yRPgAcyfu6)a4
z+$O=^Lk-Ecv$o3?IZfC37E4~bOw`0t1ZIwS+(?|o82$%vofQrF!bqVv^1<tbIAl(D
z6kz&AL`*<UZ$qeB_TRIzX{*4J4Pmn{?*%>a$gl*KO5qEsUp^xrB&!hK4H=pOOVtZj
z)@7DgSp8gOpAXP;(*jp%<w3n%Lxs2D47i}ekco#QhgP{F7W~;%X5aVS5QYdsGSt$M
zJwKki?w1p7AP}W(m*-*>Z^tDpkywxqa$JvkMhY@Yf{!nSy~Ui!D1%nBmEfyIU<mgJ
z0a^r9BO_7d7`vV-tsCA)#2+fslb<`}V5(#|9H4`e^iWuPzTJ6%K&TL?PLf+9{=z6$
zPeqYREl_f%C8`mjH$b(_;mMN&WW0qr)NNlz*TzN-7K<#S)54X)sRdR)z=_c7=c~Za
zMLYphv*8^6dAPeC;b6mgN3<&MMpzCnCHK*940tuYal=OgiO43G2Ep#54Az`A$N@rR
zt!Kp)q|%J?rrzR?oAJl_He`0WY5D$xk{B<EW2_egc$o2{Pdq6IJFo8@tgqM|JOqrj
z3d_+jTf#jpM5oOM_5<Lw=&Uj|MP9TB@0(YsWS?dfr562@#VYkDgvz4DGDm+(s?#zf
z5g0R_M3AR`$C`Sp3=>f!|5ys00(gSTy;*`*g+Yy!oO9q}?gGB;*ji=r7nvf-J(Y9Y
zUR&&e+-VaYEvJ2$s3D+XUlXF5k@hKv+8Us^{>!2L?U{vlu;)i5=FCv4LVnC5wyF7<
z-x9YSeH!gh?zOB9HPl94U-ZVs^W24cdHcj~Q3Eas3(b$%)8>ze#Se>HP7SwoGgk(+
zY*+1;B6jU9g8e3Or)U||7ml9pc22zS<5=G8ZDwQ15oU^a#BL%|Tv*d86Y3h6)-{_G
z_*LO50q)^1UMnJEHecS!swy6>-LZ9=gk~=Lu3LpdlC&zuN%Ic&)ZA}=@IED}2loTZ
zC@Z_{2e>p2xAOJJFY+jQsvQXnLjBY#xqp@552%ic?GhckHKExx`D4<|$#|b5v$0G=
z;`2~SYlDH0hSPOS?nWB+o9jAp2N3iqXU%F$?z=66X8Y#vq{nW_a9yVu8=tN7PtK_k
zI-RSVRibwBHA=%;SpV)Mp7|pcUU@@o=BPC9%E3i!8BC-s0wD&?rH4%F^AD2R-x$kv
zTaC|_Sz@4DBGZn3-(?pu!88VSS<39jKUIZ#;65gwBHR~JL8N~<PWkH_DWrAEFy`>7
zwTdRr@TGQutUb=vIj#Y|M`7RCcg*r;db=U))Jc1?)(8bTUZYCCZ!nHir+u|V7oR=W
zl;Ba>15bjMXFwP~n)z4=JKLH2oIdzLg@%}qWlV5Ei|T4=5vUruktco2ce!63;e?0N
zW@EYe8B=OZ&e9yDF6MrHb+0|Es!F$0)|5|geqHqb1A_#Hso&51b=sY^kjD1A@A~}=
z+jYHL(v$m*#Ib63uoaGvOD%efrt;PA4pH{|PP+a&sX6O>vI2ruR^Jgc1VLHqu$>gR
zrY$?3U#%!FeS%=LNnu{=U4o*tht>CV(8PAJw}2u#jAryeg_b^@d@Np_h7D=b(yGn;
zjU~EhUr6k?*15FQ&0g^phXz_XRSga&hMrEc%ZH|SHty5hYrp?KC_R|%wo>toy`D?>
z6~yv!;!*HTQS#hzpdhCz@^^;*FL7q@cy5T!XY`zU!jD|ANv%goq)`h8+&zvT2neXi
z4ng!iVjDHF{)jOuNdA=mLT0s9df5xF_Hu+63iE2>&ML2$x!O`cHTtqt=k!uCU~i$@
zdfG&j(9$Fxued|uSZz3EI<)3~=~J$Hz@8r4NSaAM>;ev1`BQV#Be;^LFx;}E#RRLB
za6rV1Up)kfr@ikOx8RH78^$DeLvhT@Cn2)D3enz3lXppt&U$rzUU(N2nS%LpnN%o!
zx|XI(eBQ0^xfz|^Vt<dS=s8meVpdV8qa58IKUQbr+80|ko+<F{D2kcZc`7@X#Bco2
z`knkDORqoC<>eO`m^-v=sCs~!9Jp<f;p*|^EZp{+3_F{GV{+`wEA&yMAb{u}jIb)h
zTKv_Dx>d+f>|wr!biJ$KknnX&G~4XGtXZ?=-c>w678xevLGMi|r&Mh>0)JfM=&krZ
zPw9o;f-GzAU$T>u3T$JOo;bka1B|~)U2A7IgoiPqr7{v}Du-C8SSu!@G@Z<=d%tnV
z!B-HF+f?=<;1L5D)%cC&fOr}zBD`Hpf;X8L(H>^I7`V}BHwtp+NNAH2$r0On0btDj
zkP)?^B6oVZgzfecFCyDD7q+>p0;XL~UeA8Dyv#i#(kpj!evtcdb36PmjO1`n{_||l
ziP+5=#dAQ4GM$Udh_dfIgX6m!l<d$WjGDH~7c`4ag23_Y@qMoG$-20+9+STc^r9kC
zvb}>^v!p8Mr<#ZeQn8{AI7%1pts^KJNdj@lP!0*Pa{-{m^L|~tZe9>Y5GeO(QQlfV
zm|*i*t{>{to=?sXoMZkWEiG6KLkAL3oD@FoML<ZTE{S7HjL?9wuWQNrDAL2oZNrsF
z?cssPC8sd9e2^VU8shL;+Ao>Ug|-(j4e3J=>)paw=u}jm`5StfVO<C*&Yr)V@+NH_
z05}{=Ds3mBT8Y*Cgos$OL>N~YgCIHLSyX(sG2om)2Ix2{IbSAx1<=bRn%nHohBFCD
z<}*6OW;XTk4NDr7cC8??w&KV9$^B67OQ1H@83=5M7N-wlzU2D5`7AsTmQQtld?kFv
zIvIa!3T3&!tr&9$2<8Z|#GqWG!WD~p*D?C!ISimwbpsTLU$Sx8eh5GX#K}Kd4l_^W
z9+{^>Iz(g)9TJMCArXUP`SDTcbSDb=G+M<b_!~a~8?q6?JbhsQeT{`iN!nB|Qf0OS
zTeh0MZ0;!d$*QhKJJ*%VrFSK#^5g!=;<WdV#m$uB9aPqbjDv&7haWV6An6xBOQonK
zEPHy|yu7=sU;KS*W0n(DlV4NqDRmePGgATzwmLtpnatPta1&h{zqC^!lD}&#MaD-#
zHBU@3ZRHh|*h%Jpy@4Ec%31uD5wJqmUglr4&QU$L=E7z6Zj?`%=CliVi%3&qG@3~2
zuCarr3@ih4#<njLyyI5`o_0Uk&z}0TL*rtl@_BMi-v}J=Akf1h(ID<)1cqbRBW!7H
zzZ)vmwdRlZv%5oeFqQl=bVB4O8i6{S-WKgV^~Pnn-1)(TPN&=+9MtlW{y>BEXa3XY
zJ8v33XdvqH3=Nt5bXTeDCR5i_;sZ*AW~9IXD_6Og*W7}kjbFd%1E1WqqUQ!;ubNx6
zu(@@{_WIsBx^I^r2q~v<dUwtnzjr(nLuOY9Q~bj|)tKi9eYzBwDrr&l>Fjfa&tx8T
zU;Icwdq%md+S8Y-@uM&MF(zq{>$P}47M9`y|LH)3-ZH~^PFxOa@pHS9nDl%7pVo|{
z_`SJZy6PHD9Bgl(H6=GAC`gra>2|tBsg`>0;AWou!Lk5D+J&N><E@n!Px!fHRbK?a
zTYgFvMwd(>Po(_XIFwv|4C-*(XZ_SdzG0z^mHc4JZI5f}?R{v;4S_#p>Ztk;@Y6}t
z5Dz1w&MO@(RDdiT&#Z|33pK|G&umYXq1urJDDFb>M(_1mrJSUlyT?@Mgu<NEa_2@?
z)MCEBBUgo|F8kN|{}lyDqrygy@ucG>44>0*5gENteR)5dUbqXom@M-=vY{plnO@wW
zNy$Y5Qm=bPz6wcH!+mNhVc|=CH!?}`d%X8wma%JdS(d+N)$)zp=`VlavT3OdC7TV^
zDQWA3wY%{zM604M3au)mHLTiHlE~;$6qT(g)}BNmN(_*bL1;j2803%FC6Za~1m^uK
z%Ci7bsM2u6NcPY>FOc=R{)9%=I~F{s8aY$bp~}{AT>fdsx=Jr(w2?0m-+O3!FVtY>
zZFYQ}B#=d$`)ZB0^2zf2b8gqL+e@2<{N4Cm>T0<X<bK-gng=MYG(o<aorf&N0>FPJ
z&3Q?fqjKFjX)Q002ZB_+Y|>sDQOkpbnn#cCzsu>0*nC;hnS%BbC85JLHSOTEw_c8H
z&Zz~B?#<ZxoP59gJ>n}@XB1b&V*U1|U&T~XuPl>Ub)k6A6Oy|(;KauZAU{9$eF@s+
z!e5w*pTrcgCL#XP_{z(F1NqF4!>;n~F0qwPX{TRDes};pjSX;Ks)0=LE!Fv&WOt?i
zh<PM2+wy%-HSJ5TmyVym47{fFteXM(qsaDs<OieADJO%@vf~F;(w*ZO#cXAuX_NO(
zr}WV(*Tzw}KqP|tUff`-jzC&9qSv|L_rrlzUa@YMKVB1pxw0mR+F<8;X*-klEeR5$
z1~z)0N=*;Z@D4N#+z`%BYW+s<EbgrblpM-hSD=iOhqMe{{!_S)N2Bzj1mzz!FFS5A
z<XxO`v80{e%Ow-tO{?jB;G?T}3&?%+iT9_#{1V(SHCL8qC~3Z-x{l=hBBUnC8lL>r
z2j~IY>OkC>At?8!)V$&wjPU@#`EV=<od!g=6$48FixDx?#B3`XJKo`M%ei!t;j;SV
z+OW;`;+q{Er&vbPS)zm?kSWe{*S5@`8$MDRG|=79=mLNPx*lnQ=d%?h)PnUP>Xx}_
z7!P6|(x{y~H|+)+8e}Cz#+e1GgFo{A+2#@-^4kI{C!#Mg84*K(T$WX89YD17YD&U=
zQsa?^WQD6RD6D8l^%2z?M5`hN){zeqBJ)Oac))h`dT&OC(Kx_%Nkk`!6lV<pv5vPx
zZe0yAAVda<Y9?Sf1GK0}AxlUXK!KkS4kA$;cFnDaHx=o;AVXKqnX=!m{rG9)mzRy`
zw~q43L4ZTUB>za#=B@qv*$H-sjh{=1>=%FwmXG$L<NOv1E&RSTa*|J>g4Y`>W<dKG
zgfWoQuwpIqv?yO3YFe&h>pf)_3<iG%meb5AvX`--l|Z1$aCH*bjl&JZ>)WM<uIhfg
z$iD&{t062J>)*6*&~-KJzwzL05+Qm(&n3hB(M0}j5|axs!%u%)zz-;31%e&E9=)Jq
z%H8fbH=eM9filDZT$){cf1Vj6+txuS&*I8Yy!)0j>{6iYr8}ePhrDi%z{WD0*Nhp)
z6iEF?#qVbFzlDbdKL`^k3=(d1ySw3{=>cdH|89I+VPs!_>cOih$nI1f@PR688j$5)
z4|am}1>I!gv6~n~n-qg~vB5&32V9kZ+`E7yQX2%C?#H@XHkM3G2ZkuFS`douy{JKB
zRf%(YjYMEJo>0X`#z>UAay5Su^6ngU<~CL>XJxeR_54iuJnliReG`wbKKMj#gEHxp
zcaVG<inuSeT#LLjRL`jpEs3dDRU*2B#-fw<drrIPd6PXA9*-6BB1hCb5SZbR=_GFo
z!8-zRVmEy^O?(a_2&HHL0pw*z-==z<B`&%YQvTHp;EK-`F<5`T()Oi(Fw2J{`FhlT
zHW07dV6@_qbH$8!`8VV%>&xq%oB^4Clg!2&n*1ekdrNTJ;zp<G$N^?#O;=FeV8Y{)
znPs&ahTo{3#!*jCh4C5LU`NzBX$~zq;+%!5TlNrO^_ZwufhoDi#{2%M#meprp0zq?
ze{PB6sz<wB4de7W-->Qd0q-|0G>rK4KL*WyZwCGR_dx1nti++b&#heB4eJccvXh4|
zU06S0ukJ5uhRsS@7p$gM2_w1la)Q0EG_DypRq#2QI<vZ4PM&jkJn~3^E}Vq{dDwo_
zQoViCDsiFaqLzqdIeanK8JuPMV^C@M!;Y7z%Lqd7V)cvU{sGQyik|1{&{~RVjC7_H
zU;Q~Z>HZku=%TQmSy|1ze@lL}4C~|U61JXMd=hibWM;G>wQgwA(}DhkqA=ipLAK@^
z{;wReK*F(kRV!DqE@lo!TVE~cD%|Ffe*=H~%eiTpN!Kfg*XC$bL!1GJe9+lUO-zB9
z>&M$Hu~+s`LjfjrjUB``-0QoAT5KKN3`(YUYL-m7q2;Zgd)UDo1hWPJtP3&Xus`I{
zmE`Dw*wnq#Gv}*cx@hU!yJ`9<779MDyk{3U;%XZ;DFMVU8FLI+-eHHIo2qktm2mWs
zqtiSwy*XTs>{BVQwQqo_MRx}XpQEbUqlPYMO>M^Fex)rVPs?|UsMVDQwVXd)*Mzd;
zzukByc3Cct(#Hrbev1o%tND{<4}Mf_RP8Yz)uI0N*pAhyXB*}0G_uW`zM0+dFuhaf
zw|$;DR-{LqUE_qWR(HAQE8XH#dhuXXD|anQQ6Z`Fh6Z>Eoi^%5s*Cp!&iwi{(Nd9Y
z&R}+9sGpi5Lh3g^ntpmYN!T9B*4|rGRuPw0&8#VUYc`)clI*C0?)2N~y0!;3;0?<-
z7kv=leKu&feA-M?H%F0Yi=LvBdn36Yj#>^hkLP~e!gbwFdfVIncMEV#WP7;>ItTs-
zSnFA<bZo*jz;ERN{N>hof>X6G2zLhc%)PeFQ`qFxoP&>gyY726N(K)Dh+us-Ln4T+
zUvOSNjml8XSzO|%2)3gjVi0lVOdGgPqM#y_QAXW#05xxuYz7d^T>vq)OTy!gjW8fC
zb<jLD1%i1V*a0M!WK-l*kY6(wCg(bBh6{^J+cDEB)2kz%wf8RZrR}T4^Rlg!lJQ%j
zK~kb%FOXyuO%#_CAfp$4PGF0L4g?il(ZQ3?MnWVUnE_dwXctxe<VZxSwjzUW8aQ>B
zFM`Hmm^r#lMiGP)8kD3}r1ydxVF6}K0E2jxr4139PYz6uAf$owkktJmONcJOWA^sT
zbul?Lr*?sJ!=x4tO0eA=0aMY;B|~suH&QMPJIueC!ST#m%RqM+Ew>>%b9<*hv*q=N
z5u~Z=LZ)6efj&H-D#l<n1sB;!MAxO24A*=qDdx;IGfuO^5a=~J);BF=MvD*|<h(ST
z`7FAdI*qk71K3wYKAhI7?n4$bP`wZl24DJIC|{C>UMx)xAS0wx(^C4Nom*^DM~uXk
z264bgg<GM-GPp@j0-<&QlA=cUD%NeO)oJ}eM5nboa9u^1i|bS66T@@`2>3Znynt3*
zJ<LFpZp8gZ!DO&u<xuUfk7l>MMBJS2wXW4A+kE?J(R8NCE^1OT{K8S*g!bvO?Wf#+
zk9!*S2_sSI@^#NSH#H_&#`NjMf(<`g`WJev*HN{5_@L`(enuqyHP|#P!9J)d`)D7b
zZYUJ0d}qOionMknl;TMd<=sSb)StKPPf{B3GpCg!jcBtcj3}QZG90JyQo_$Z-k$bu
z<hWdr6sx`8!XhTsZNs<o!0v@v2$7VpaY%cjd0D~Y_s&|@9^|zA&}Qaedlx_Ndmmy%
zu3QBX8;LUysM)>pVbGHKS|k4Yi<cso$dlG+YqIfRFJ_LzR%`3F4{S+T_Pe?w)v-Ip
zp|;Y=6HPm=<+-}EUz2-{U<un)xfzd*25<Q#?XgPfUc5yAP)s4pe)i8UyBXHG9kk(N
zb}c}b)&{)It-!GvW2)-$3O-O*E1Ovul#hCyWUGWZH|{8rCHrQX=<;K4h4`_kvvPtz
zoX+prqrbr0WZi)B^JwN1*6~fL;7pmV01l7Lag#iW!jOfg_Tws!C5yJ^{{Sz%7xZkr
zL`T#nQp}2a)hxx%$KSamAg~(&PYMN8@9Kv}RQrgc@1z98e2<OGHtrm8o%4SzOR~In
zB{ua7aaB;cr0#$nxm*Yv(a(1btghhhTp6*^GA!KZ+4l4L)Phnk9;K(gA?X5~8@G7n
z^a$U$kR<DTm*GeMnlQPtCFrKvvx>HC|0+{CQT>_nsk51P>$(|_(sq9_6+kCfs(+*x
zC%ic<y>un3qb8<0Y?lWv7B_yiZ#cZ?&G2f|;CR-4Mk<))*j2KmKNE|7_Li#SvnwIw
ziTrb3oAJc8w*8A<LDb1(+T;~1^6ZjOU8kj99ggkwMbe=)tXy5D3jYJNxN`hVYQ$B%
z3jYtV%duzIwEnwe-+U()>oPp7utXTYZbJ3%8+6hg;kX`O!?*RWB$z*RGAu}q7t0q~
zrSsx`vu#k^h*07iXV}+ZT7W^uy{Z-)6XTZTnLliZEPdmU5Ao|G-P(1mWJXe+Xq5gV
zkpw^4ST-!N;M~*{`M%)Pl{s0eJ>yC9v;Q>&*WV1M1^Y}**4e!5!;||}e!SN+soC#g
zfydk$milR&bL-Y!1t$Yc_Go?WgBi$<i_l#<uQp*^U!ZcNYlik8784fTPniT>5)#!m
z7rK+fQ~ZqNIgYP_RsIrUcu2z1oVf%+yVM`PuL`N}Dc^d;=+4i!tIQtA3r6Tbgg3}8
zMZQ(`59nx>iEV0At$c~Yi%1-mvvPpN4{qtY>bHbrs+>c9ACv1B4ebo*F8!oVQ4SBS
z5DBBxVVAd3Bav8GwUle1y*Pe@=s`%TcGEjYXXs{xaWU#S%xMaXu=*f}dE5<>Qhv$D
z3PO!ZHOGDJw}&1tF;6FVYz~e4Ar=}j9#lmRU#j5ZYKvLD+b<y%+^ZgfVsF;@%ZS-(
zP>;ejQS+C#7bS9<PRhOiY8SoM^_i?U)Q&+D=Lav*tZ&*Tw*LbZ@_#D&C(DFiylDNU
zehwu0wM&x!7|8uDZaO@8MCmh@=98SNhIp2wexsgO7qgT*5_?n#suDUO<=gK1;K9KJ
z+T-3r*rm|2jUkz?gc`lD>>jk(BhT8LQeJ}8&La?SWY?~s71S%A1{jjHPjq>;gpQIc
zJ0tFuEYam@DUvz}4DHEup_{X*PHRDuv}8YNpXaDKN8Ria<<SBdQxvhU2|EY|;<e1K
zEiq{4w>v(hWxrM-g1fL-cCY9n-|$NBe-aP~;E<^&D43nxD0rhlfVe~Yanliaq@tKE
ztWdHXgp~wD$3Ws~EQt*+miG1}BX^$L5CDKT54ab)4p|?IhLVOfGcC6svkiUDx*ByC
z*EiC713+ryqCYCc8YLqAAp<^&KmXFxnKkIk5YI<=0jgGY+TU{1a>MH!Ef&@gZod^z
za4+Jz6?yHjIF%x`KHC=WASubWk=}tvRSr7?Jr(?k`!sIfOiy<w>-2G}DG}ketT>~6
z0sHX3Y-PU0siN);iKr-ZUx|j6-<;cWdV`G1ek_U>mhKN~QUF_`*w**<Z|RNkY^6u_
zB7?w)esd(_e3cI;Cy#jYKO_H~X`+JGuJ1)~(Boe+{Ipkuy04)N2{M5!-v@4?gDBDV
z+`lfk&69W7x3^7RDaW%bvCOE>yPBBTXYDa#X!<|=eD8VxC#3xt`#UpOnE&?8_iyFI
zMa_R{V130eE2(fff<MO$%Ys-EtEIFy2(ogo7Za2}h5RI7{QNoJYi$u6QOdv3O-k)@
zqO8Uv51!tK-IG0a6dfzG>K=a4yOP4m*(lY!V?*@!nUgY#6{g3k=(?-;e&p9Fl?fi^
zSYI||UP6^!!V0WYC^V(1mJx!qBq+r~w#t*6+?e=LRRx%ULrKF~P7|K_M)I(e;q`&)
z;5{ANIg%`@sfd4Qa-^vpu+g;HrCL_~p(3i`+T1od;G4)yP2ckArlC{y%1q3T$jy=&
zQHCFR#f*=cZ>vj+8;$H%Uc0}h6fbYd9@xJf_Nf=|9cErvQse%5z*~&MbW|ZI-~rgK
z&sLpi=&SIyW<m3(GV4&(%Ra3;<o;{S*@xEDy>XY{y;`z&ay_5)eDb6FOeB1IW;lQJ
z_{9Kt2fhObT7@n#P|tBWIL{|(e663C@eVdM@bnfOy)D!>itn?VtUV55AtoSWl=0}y
z3am6JzkE1B)gdrpC3@xUHu;{oMytxh=YHvEcs>4eweBcis4ijWa966fOOMMGdsG$R
zvb}CKz(Z5<GfPg7fysC%Pt+Wo5|>7#J1YF;b4jW*T>SQ>0u8t<6N3!BF&_FdxXTtA
z+(X=cfQ3zUlTQA02Y}ktJ1Y>&A1}aSRAdk-C6-~$!g=5ExPE35wrMsv$?CnITVxVb
z0||{|{}nM=tEdk(I3ukJ(|OXJY5Ak2DIWG@+=Z1%)uev{o^)Umalx!H9YR^{)#8eu
zoCW~B8=}J@PulpvhiK8C{ldYLpO6zFXH$*^&eIgQiZ_YZ`<3ocFF98ivP6liB`an<
zEeBRq*a(<}*3Ja|#gTxtBsdpy{8Zkl%k@W6am16n<KKqXjMu%Dts+`+E=m^sWFs_6
zS|V{=mU^A@3~x)$QQPX~i`Vx_??s^k`?3+qIRGgn_L4B@20J@?TFK!9>OAH)0uY6P
zR{k5)!1^FLQL8z)V?4=ap6sU7(Zf>Xni?^+`9d2Z{g81b80=e>LV!nex!&mTVx(^y
z`1b5I)Dj$Q+j9PUEdoj2^<%%wnFyvSVC>vP4JmeAjEhRaTD6w8CX>A1SRI$S`qBQ0
ztfUOxWbFb7#G*${e>x7DCM2q$TZLSoMT|!r>?xg=VtjgvV<v`ZVSG3?vugMVEskB$
z%S%K*d>QSG^PJ-nmVa$UFVxt3N9r|^y>P2^&b)dxIr*|oeoX&xXt<HVl?4n?eL80E
z1=4ky4k&MTz|JPjhC^m2zNfR*zv{i;0566QbC9j8P69c5Urh--cK{QG``v?pghE%p
zK`j?0JL+vaTj__!AGA?=|A(k|4`=f6AOFX&l0#~0m_x|1gJU-5L*`J<rz}Y*XPF^}
z8j@Nw<`AtJaz4x{=ThWcIn6OtGRz_5ltc0Q-tW)#yRP4#`)Aj-YuEFB9v_bx!Iq0v
z7kdQ3H><QAN@~y-!cSOTyM1!nJdcy^{AgqDbseB+O>)T4+iC@hk88$Zwht2faoGZ!
zViAQeIA&~rTQSH_Tbac1JIPoox3!YyhW?7#1h|u35Z}F%znw$OZlQ)1%<KxSnBMtO
z34Mv^<Ve-$IAw(c1rr`cQ9bA=2x7%*?l&JspUq_(nm`CYhdREHIsK;(bgmV|Ad^!&
z&mmx4#xjUG0JgHm|I_rL$9Dc4;3SP1m&C&#uKn_0e+lbdG5@;R3-==0<;}T;=6JLr
zR?Rg-7GA9`O{Se57pH?zx8Xd8@<sE@$RZxq7dlO9XE+AWDeu`bbEJp%NIoc4qBYwp
zkzkGO8Zs}MB;}0&%^f)=)mmTLor2=WJwzT1vIp>v6N0Yu2t$D937iTCN~r66X}@^9
z)TU4OBa2w`T`GV{P8LELAAbE!VGizSFLin8=A`X<x-w1Se6<ZaE30ztr^7S~1%Xaw
zCu0a97G3<6(5c5iL{7JX>#$kTJQiUB=kvr=SL{Q^cykd*o`hoh^Ww3a5K&7-epK(Z
z#%Ls6^4^i;*pJ$YGSG?Qg_1cF3_R!On?7`P#;1FBLnLIO>&*)fzz>X4JDp{+URX?i
z`Vd0%qf<4~PtNeugN2Rm0Z<4pz;bm*p<<$K;9Ci~PWexKJwk$wRQJ3X1%3hF8f)<1
z<Lz0f*^&DV^JGq@TqG|=7zbN%RjUI|t7o;}X*Nd=Z|{=D__!1y9n#MhLRaPm#_IDn
zU}JkcKkJ-CTbYyv^+>%p(-9?~KFEre_U|5Ti0v1e(}E-JCgL3Au~#?Kuc@kI8=#CZ
zBEzkt^M)G%UNJrUZlOF>7GuCdme4<pH9S;k{{3!SwDg7<-!V}io))*g78LwW{OxhB
z%Z@hWl)BVFk;t0VP2yPH^v9!*$lt+dA-{9#suQ&q0O3k@VHIiRi<Fj?ISKPjM6zIb
zP`g5P3R&WrRY;nupgAs^uG{!VSP7tx!!Q6H(dacYWkW#IqhTzgBcJ}uw)k&RCDZIp
zUM^p(#rqF))pObX&HEKcpBhY|oA3DcD=d%QYaC<xdAhf01a=$U>LU>Y>pwr*LVzWL
z>Uy7cGV(TbEZ<!^Q((MC=jj8WK3R_gE^P8WpVEGWUOZ}l5ajaw-t?mNsUV0T?sR}J
zBpr5dDSpZEg>zxg#cGo~uEy8DKiHMTUAt`N>+yBb3Fn#}bT1akjP74dOzn&KUc%wn
z{P-DPR1H|6!G=tAszoOkPt3Orpf?@~H5U;sjd6PFn?RPPCf~;;V1-7@<gDrjAle^M
zYN@w`u5PSatV}!bUorZJO8b0HJp54cmrl*EsD_&8&->lTd<bo3R2;df3+Ti*`DT6o
z-iegC-NRyJXwSh3Ip<T~!fhiesVU)kQxzZopomce;)Q<0+A2ZMlhB*5OuQOzb*%RL
z0c+p8PU=7JZ7#ggp;kMq;bdq^oc?XSsfWxP2M@XFer==wfxcI=%ND7g?iBiq>~?YZ
zrloi14Qr3nenaD5q}L&(p)hG%#A=t*YEtnR<@50G5>8Z${A?YHCzL(emXLeG<$lM9
zeW=#~;a38hd363!PhL>8vZYpT9xDNuJr<tnhupDB22N4Ni<7W@I1{Z)t+>#Cet}=S
z@OtR>29c-QVv&F7Z?!#vtj*XW;dEY=?UlJhzk)grxh0p?n0`c0U&xEn@Jf~HA@*&L
z)5SaV8wolqD(Zb77wVWUK$X$oXKB@`JpXI}v1G4({v=j4U>*HX9?pUx)ScRxem%gA
zyKc<LiW|`%tfPPt>XY`PWZ7raz1*6PKYzfq(J725%eBIVO@^Jw+;VQPR(Lg)4v*^$
zq1~pV{w%iVyzZ2T_cPwtM(1XL9H*Oc^+C$cTRs*1pXB*=B`oyIKsbl|5y1qRn)!P2
z@$dO=BL>bQ$b2nP?(0M=b&1IcuBtOX$tLRVTGJjfF*ioM+wB8D#U5|P-Z?ye>Ebyo
zkoR-q&+;kp15W@PUN~5F|F-zn|6OZ7xN`)4QP~mY@vj8anlp0>YKz^j*pg^tkLg*W
z@Jm5?VqzG{T$uDuFbyB=6IQQDuuP!N;z1`s2x#U?AHoeD*Igh1gco=GX=(mSbod=|
zEyiN03wtdUU|_kd9Soc5zI%|DI<;BQU4hZ>!X+c}yQMhn-b@7PSX`DRPbTwnobEyv
zMO)3Ap8bG>AZEBh(nkX3SrPx_Rhx|%w0G8^&v8^cep%u|b|Z_HHVQePWT4+Io{mXP
zwE@s;l(7Fmui#h{&LrR}h6XXxU!ZXrpBwnOode;2OB{SBpbxhN5RSlnTPn`dCK<bg
zV(Yxb2?FtDMK86^Z0%W_p7<d)0`T<q7_grMt|M=QgY>}qpis5ARN^4V(-xRmLQBX2
z^!iY3Z|vuZaV_C_efH)6p8ZRFd<^9Q^Zv-QR@kubbEf(dUb%v5xnZXwn01a6&|@<(
zeciNc<Ur?a<m%E5(evSEk<JMCLUqVMhEvv+!+G_$A`wBW(@3%O_!GzK1`S}^7^hRx
z=JqF^*oN!nmR%HTsyqMWmez3KY5%^MWZ!E-njH}XxO}kM*k%RFQnBu3gRz(v9Wx-%
zK*hA5R8gd-Jt2u@PH-8^3+vZ;>)Y~Q4=dH+Fgq@_Q5Kf(w!PhV=i=uJHRpEp#vb3i
z)Wu#n1TfIr$CK5|D^$!&1glT5muq?GnYWLb9t~u(+Q3N<{d{i=E75<ek`yq5v(yB*
z8wHGw8HVOoHF4Z)No{X(U0_q<jd{o4|As(rgR=_!*=Pn_C9ZAw^KhOm!d!>#U(>}r
zyFB@13~5`+|4ttVuwZ8alYXH7F;w`BXT+}$-|ZZ?o1mTA{3&OX6%zCK)jXMTmct^4
za>T=#i2P3m;rx`nCF?1q^Ra%7Am1-#*|mHKU%K#W6Wr4?NM0l0Q{DF`wPzcIuU3C~
z95_?;r{amC*Z5sCsM7PqujNw~m$XV=%q|8zuMsP3wyLeQei{(g3HV{RFgNO3CITZ7
z7q}np+<GhG7=-p2iidfLf2<1)y!)#1#3HZTSLA+EuV~-xQ;)$q`<1k^KG_IyBThjP
zY5xl`Ve#VW-kq{*hbyPX?C@4APOA(3mMBFEnqzdR@;Hc%X5~BoFZ5@}Xu0F&5Zk-Q
zQLT@J$7V8VPYPYg11=l4VA?Lf>jX`8th59l$9p5J?uDP0>X>&q`6<W%8Yi(+X}eMM
zc<i9BPDCzt+T_dAymi9nW`0<kXxVo82XUT&OX2Gid)EW`!qL>4sm4JF8d(6^ST_xy
zN&3_RCc0qyMEAtAU;}Di6vGQQ;{MbEIQA7+Aqh#gA0_H@f5bQbP(#&MbcN@oK$}|Q
zWQu>1-Q{JRO!ls0T`v5?-_g{fq;%}aSgnrd!Fa;yA#&2J!K>SQyy)SGYGBPc2sl_G
zP6BCq*Z<P=Gl1P7yVmKedc3wBCxXiT6~+gBO)1hHIdB8hgT+tj&Dk^^IJx+x>;VS`
zlJP$nl%?fk`(y6;bNnAO&02fZrQ~_cIyI1pE{yB5el&hAHjg%2{|i42nZNOZwEzx8
z(m$)sMf=KD&4x_6wX%xUhtV-r7?%a=aquvs`KJ0udPI7ICV*}gUihhK;Y4=s?O2+2
zBpj~Q#pHh3%YPVNs(TXoB5-;v<5`CMo}<@ey>YX3s~jmH>nVGxkT0b@+5r=k^G}nL
z`c850M1&Qw)Wam_I0Pn>32*Q|iDz&&ZcSWr3j8)!-V=7mI!%W->YvHlIBzbQn@PCW
zt5W3EY*S5?ue_3E!3p_)HqUiSzCDw8v$&MuEcFLUcW)xy(2^BWzbDkYj>azOZws2$
zvW!}L3ePsZ{n_;3M-OlkdI6w<+v}c59CpYEl8BJ~4`hf|tWRhS9^FeyKF*wGU>kV`
zgG{^4ZTYa1Z?8XLjx1#8{s)Se3g}W&HjL>#vIlu?^cHYXNw4upQOt^Y&LF#|z`DV_
zeqJte$y}L)vu5`YON%3!pk34WM5IG=jt5^^c$xC`$UZ+_+lCSI46hF+a6J%1<l(W@
z7)u2Bd-4hDWiY|e1gXsp0;l*K7l9oa;sv0dJ4FFHsur&LM`^!20jN6YB$ibBN6VUB
z?&;kI&zZ1%EOA4>%k31R^U^RaZY$RSG2rVc6xf&pCeGa>0jOSwV5}(s`&_XG@e36!
z^Gfu|allDfeeNQTzl<5yAR{I&=~Eg{^x8Jy{d|<ARc|7h%p-mu&4&sK&j;}t^b{3O
zs_6G=2tl{oSQT3C_zQ*wnQ)qM2*rk%|Apl-ofTR_Txw_F<Q-3A+u(?qF|1n5;LR5a
zbIE7yY^(sCi>%x<z%V<pz{yKqGTm6yPaF{SJDroO8c#g4-swJ_blLt{4QN2Uq~xw!
z|8zk4+uVgVD6?3bQk>l9(|Wnvbri%yssz4Ti?f#ts(a9rV3LHZ=LeJR@l}w?*Cy7%
zTEdIs@^IN|uzE}ZeEQhaE?nf;zc_A!DF^rUF_AMln0~D!^M$O|=HwvMtj<a<eukZY
zWL!%#CgRf2KhFiKp>gLUa($>&PDLa-^N<`fQ{5TJ#r-&S3c2pmUp1BMz{=>y-hzcj
z<Yk{+waA=Uib?9CfH+tb8!}+kNY?Qi*LKt>lB76z+7_i3ogQ3>HFeG6cd=&peo6cF
zr9^6Tf^<}O9HA{1jX^)aL_BNcGtoo$hi|GjzbhS?K0k+3E9!rC$Gyg@q)Xl(CjGNU
z1)_dDIG+1(CRlzGR3jwy_eu4=&$iB@iPO2L2b8hu`fG;q_!R6Eqj(~RbcJSV`Ow<;
zFqIjy89IQQtCZQ+s@gF7MhVbJo6%as_UkB2WB0@NpFwDKj~OpAk=my_ea>*OBReCu
zo)po|OIkQOC1opor!O%Cfw6X-o3Yj}&`G{X$IjY`=an;x17()oxt8=k?|JT0)o%aM
zo&xQX)`0?Sw*QwY?C@mWYTy}t<>9f$WxM*Kt9PS$pFU$!H_%~y$!z7<BCgP2*>oQR
z2^eV0Wo{&Ks6^mg_XolG?33GS!|I;R_0I!ZKCLlx0%uzcg^>Neyk6$@;~@<-*<fv;
z5gz(h_>W4|qftMZ?@8E?Uw%IquqgAb*XEyM#0&^x?S=!@vdsOo(x;@o#5!<<Vw}@b
z5Y<ai?$<y96)w%Z*wM{G`2eGHHI1s$YR*>z&(kD$7Fs;oEt*b~vwb&jN?1(tVQ2s(
zTL}F5IuD!c6`vX%m$xO0j(Q=E@4yR>=$<#I#hrfbyK{hc_?;R~MOE7fh`mLJlNlC(
zFXDe0v&k&~-nQP_2<862aP*@_dA+C6ybeVK-{CTQ&+b9F96M?B+<VESz5KxcK;J6r
zo2;IC=n6D1?fTFM$5{PVDII|3W@>L|fyRXV7_kpjp1=a(*fnMo#9sd^LV_h2@2`pJ
zyzevT83=a_y`ms%SHwf5jSf3kg4~<3v{HvF6pLzMAi|cPsKDjQ(-L%!xv__;3ioQQ
z-3YC3z#Z*#JuA+xf<29?zv=f+QDtZRWIsNB_0m$=XhLApXh0Byb3iDkcDewOI60(<
zkchJ@Gd#{#bPs69HpU~=+F@!xuc7cx%5Dp(9HC_ZT`7lAwdSPePU|Jy8-o<cDD&|u
zb<ihi-cWqD*<+LNUy$Dd2Ly#%8b`V!hr|Cm1-}~2D3xr8pW2`qgGfH%+QR_m-#F|g
z0d#!iG=;4@iu-IaVm21?fvL|n08wi^MCKn1f&$-JvxjPXy2rJ4t1*wTDAjQSNClKv
zykbV&oh4%WB;e3r%lri}i3M^vf-8$C%*6rHU0O&BK{8i>Zbk2s0nj|a5E<|pzL#o6
z5cm;P{DVH9cx2pUJe)a}9L*$zxSd&I#H9Sri?cyW$0Cb77WPYE4<H2~83fcVm{)Gm
z06^b^sE>~2gATBkdWG_3jUh|=Cw?KJo~gu#_IV{DRu$gj{dh4=@eIV$HR7gzzQ_k|
z+<XL3Iy>mL$Oj)&8y+MI8!SU$>-zj4R*Y?jZo06?16O4`6jvCF!ghw<_8lQu36qz+
z0ujvc&*^EBb{lK&+ztCvOfJ{Zm`yW%+RjKZXfo~9O<)w?P$fUnb{ivrREG;Z{jJlU
z(dQB~Sn$w_Xz^zf*dA@i`H{es+UMCW_i8Txgu7f-;lJ(c{ZhC(Akx#Wx4S^{l<efq
zxXG7ArswN;+wM$~`+H4pyJjgoNjxFg_lZZeb%*|!_+&pVgh}bF6`>)WHah*R&bbRk
zuoqCSrkv@x_Cr>1U>feLst9NQrkL}%*g<S&wrM2+XipH^`nlGQ6^VYldUz)=p=zh%
z!HxSb)U{8U9XM{l452it6S7QsD?Lc%>~KryPlttI_pFjPO2m4kn&3I$q{foR!4%df
z$)b`XspF;LzpnGO=*VeRr;MD66w|b6g9B}+WLc32@k87|6Fx7{VgDwjWdzebmbNMd
zDQdavm{MHsV_6nA*tHg{Y+jB!`JimwyFBPP^hY(DggeeD`+~ah;Cf=XdZX4I!LwBh
z1wI&IU~q8ZlvH5g%l!TuI48~<h$X4_Sy!1MuJ^dBXF_b8q|!4%Ei314D-s$4=Pi#f
zt-I7o<$krqO-$hfz?il_^kYA~;dtJ=H_f&JC4zKtWB6nah$t@7Da%%qMwj<Cmll$~
zWW@l~k#cN0m>VMR-9OW`!00Qx;_}lL*pc|5Ve^8QgPlQPteoAlKN)PVB*w2aNL&KD
z*KRL0cnEfCIyz~lHKmg(WWGec>AS}9L9gCV_xMwg*v?%Tgu_W83<uwOvfxE}r=(6-
zzfVt&uHl^HXQDT{Y#-;bAJb;hqXjvdEG;6sJNUVu!j}Ko9Q^_$V+Q|Z$KFp#^f_kw
zwg5$&)EqXd<?ZN`Lo015f>mJJFRu^KXus8qxmz02HHdcrfqAErhxys4FG9WYtUPh2
z()oA)RrwU<Zo%1mZ>2^*H`5Y4hA`;g)Lz+<M+!Yv;&SSA{)4Z&dHYWBr-#W|m4NV}
z@*h_=&{sHNwJT4P0K(<%kJ*Lr3G~)Kwd@XY&vEF1`|ygrC&I=8`Z_bS?sJqu_diLe
zM{DDDE+2q{*g4yl|BI3)Sk_sH^b02AwT{_<m3jI`KmVM<#r!J<3oYR6lCYr|De&)#
z*v@MK{h$imxD*HTLEZg{3jKeHUUu%ULvg_@@gnu%$xSX!EG~!*>XF(7v>n7HDzB6b
zodPJ}E_L~Fi1MFDHJZZ)t>rc*db4+)9)y+OKF(aVb=z3F`CVGP`Jdv6kL>}!npVty
z9b3Iq=8;pH9Bgq@P+2|+df-+dm@CzJ$)~8`qB38fP~mVfn|FQ=1%xV!A=}ge;LrxP
zB*Cj55)P$CMC(DBOO#`c_jmb$ytCe%qa$hUKah=asP!I?Z<I*~kCmaNcQ;HLbFF_(
zUdgoIul9@USFTtU?D+Ro3A`MlpBDs{o+G17q}Wq+N`jRE^fcc#_w_k~E8EH>p4|Y}
ztp;ipOJmy`8i!NwC3lEMKTO*^u6wj2Zs}``6q1F47C>wypL{V@lqDjEri9f$c2?9x
zw0N$%6RZ`nWLOOMqJz%@E9II&{mK-Jx5i)^mH<ljWJ4+M<a7LyiG64TtdpMz_W2M#
z=V{mELaWW0!QI0PYi;%9&rpxj-bQa(!j@=0pfal1_gaBuHl$c>9HI|V`I)>&0D;<C
zwe6qBs*-IgwMl6k>HU~Ku;_S-l7&Wbx0KjOUd+Hx6yKT!NCyE{SMyN$jk!*Ai~LjK
zvF|B#WUu^snwuw^?pvPHHAV0YTX>V#wJ}+F-C2^jLBx&u4+)1^-iZAa-6I&zwvdA0
za15Zvd%D1-_|l`ACcnhyjQU>*wQk}~jwCxv%Z0@pt!%63_YVm4EKSy|?MWoHSb&8*
z(TraoyXUnXmNHoV$HaC7t~T9Z^^b$O3NL)O9Mijk%QkmMkrHEXMRTEWj%npEEUhjh
zKkE~-WNDzlyO)d~z3|ol+L`07nKD)PV{Vx{w00RBDhA8^fj=m}Xacs4!VV6TW@+th
zhZE8PD|kifNM_40b-Ob}=y3Q7A4u@abkw-Y6)hU})}AqaKo7QhiiZbGJM=l$rl+xl
zy25%NX&c(6qwGr1t`~wWr0ShxEv$E5LUtRF<n|-_vENHOT&~}ZX`R8@DK~DfTMnq5
z#0{HTJWE~b19?bnU7Jj0FYTB{-cQ>GSnlM^DT%wji&JB<xiO+oD_ksv9Fks+KIv$-
z-ITk`sAxs0k^n&PX942QzOSFxE{pLVS0{VcN9>TB{GxdDSv?IEUM6`z6~?N&r-m2z
zcX&F-W>To>#8I-NW9qPYQ)QKf5H0Pi-7|U%8gp+z%Bo-RH^TOmPYWh`*yK6NKhf_Q
z*rMOkjjrKQuDElzBYWfz{f0}9h|9saIvOV$Qo0-#mSNDZgh5xC3dILg0>)-E_;A9L
z^{KlrWywpf7U-z*Rlk=mi!;e!!V6DQI8EMOE$~W}Zu%>Zml6x~{TyyWDE!vAQEY+Y
zn{I8p-1_)(GZ4qrhrZJuM6pqV?rq%e^Fx`>x8D3!pT7B_ky%RF<UhH1R!n?kl5zhf
zzjEW^#}C(f--LU}7hf~0?AVJMzWhQg(C@~ZOFtw-2C#!pWqY1%!dS}YD@^_Tah;XX
zD7B!cnsFrGt$^gaEmlU=f1lqx`5&k}br}GBO)!1OzUZxp|2}e<$s2z8@_&J`1kieA
z7e4CI96p>3{Ll%+$wcK3gBKyubr=7({jo@2GM7JFpe0!HiXV3}Ma5f^D*x=c%Rmw;
zN;dLnK4i2nd@K7nK%Hu`2#gmUcy+7FRJZQr09e%5hh6O0+`$O!;|^R*ap)%e@Y+~M
z8E`sh<d#1($5nwF^x{a?ts7kW52VNwvs1q8Z*N&?0Vs=aU941W<7#Tr&Q5c>=Cg}Z
z>?>;;I<>peO&K;~yut4?YSTi>$*9XuP1ZhexBhOGJg_#wEovKm0qRWFyDK;UqFjTt
z>|0_)^JOW3pv#nP8td43-Q4qKjx9I3#$@L;h0n)WneTtE+%5{`zfL~(P2uXIg6xv5
ztbyUQCZC$HJg+YP1^^FodGzh|^UFKkhm(pGNv$3_0|`BC%kn7G*;Mifx3wv<qFp&B
za)=g$V^qzB<dL>P9%`N}Dd=PJ4`|tu1xOAy$Frf2T=qeVA2lCil4|iTzb)lWEHQmD
zh=V~cUNE0Qx33F3;?TPrnX^R$LTGSOTAcZ`91}XIzx4gd9V#<Uzf&)SrfC<>j4}V(
z%9ZqPq7#HT{Qfl`Jh)*#P2*J8UuWQ<aN$Q1UU4?mu-Sab31BB0Wg&y?(%Q+_K`dEX
zTj>;oBzQ=#GuD`3`nhk^jZS$fB6W~`yLXx2*SZOPJ?oo_g1!<&n*kd%++buB&r%{*
z%n9bi=w%R&2?Whl1~I@tRBU8h>QRLpyMq)v?QH{}ukKeg1+D>A&NICD&T|WW>hddh
zZfZK~cWIEMwg;lm8{HMBU^eM1RC?}e^4I+8<RF|EWw1JHj-wvbY2Sc))BJTzgQ<S8
z3|2Asl(Y{YIrF?Pu_73=<eV{dTFCQY^p9JO(tW1r^06aNg|AY%T#v6fR3-NwN8L&H
z-!AK)EBQpKdj&dk5OZDhN$sVlAhu)+WvOc@JJF^nwx*`CQy|Qf3z5SYYU+PRL)1u}
zz~x+Osu_j;Tp;l&u&-b*;VTOd(j0pYs8}M$91ERR+ZR<GIIjN@m^u@z6c|^4Rq;xh
zW>KAt!rMZ=isWiLX+Aj9ucx^k^c)qD*-#@wQtdVmR31RAu3Ii^vUEzIZXp%hNyuv5
zjiojK*^TW{V|J;?zho65SDf50iSk>@^ILLWLL!lBA%BYQT+vAFR$IdjrH(^?j?<4H
zuP&+&&l3`YX)~yEgP2YSyr0aD6ddQEt)@bRi*;4<<2;kg;~<rEjQj70lNu!A>PPn$
zBK@KbC<8OMP(bqk9ek{G{d5N(5<2oI^G;JYvNF5O(0)5bXW1c7$Gz|BoF_{xT@wjs
zhlnS7wOzWwHvXM1#Pu7+CfF?}I+*$A-n0m1tUe=3k*1_2+<r-9UKUX{hUI<5kM7F9
zlvrY4oA}qqT>cJudaScxMgmUV?ZZ}m{#*XA?!p6}d>-cacL!-{<Yl`OkH*^OPvCt=
zf*ys<&ZR3W3_Y#9dec!u|I?Xwy~FeO7>T3(Prhx$I6qYSy|}^kLc6eY1XTO*X!Lag
zOp<OaqlEq5TowNE=dyfzNCd2uyWHh&_13cC(D#U7d7i}BqB`88CpY}9+KG<0J9y71
z-a`GbZO|`6cEmhtSwZW<JRT1S{@J6tVC?g3b*w1uKj#gDpX*4ri=g~`rT&ip(@S>;
zWQie;)3;Y{0}*f`uMidZA-iS+h<oXAcYTk~UDUdbsFOXUJVz~beXAa^zcza@N@h_|
zqVTeLIGr4KCgz&4%{dnq>BF3T3v*8~zv6y3SQpyTy~}$d1hE!1HWxu9@{OK|8IRi=
zsfii5jZ4}?f&Mpvnttouf?U7Fnem0KTdb~siaFnH2f)7dxWnSM7ivnXZ8X2BorDIV
zI77zX$#r6dF_1t#__&QvE4W^<uQcT9`wtH_8J4kc^!HOK4A;>Vx$X`2g$p6GO+WbY
z>atVWQRBw5Y?;xB3T*q{5hIGFv!rC=!*7@B_@cCZybdiWAfLiF@|q&=+bhb5G1ZYD
zX|*$#ujS^@Od$X#83j7Ji^Ws9C8yU2XPAqcaVQ^N_6uJhRp_k^nRx<Qoo`342`jn3
zVFTD%u>=la@#lKv%phAEQ+@KDR_RP=;a{=ZwXFR@CQwvguFi|CebAPRX#j@qqG!pS
z+^Fy+^B@#okbDz&I9GCaT<QQ6zXSDJ=(`Nl=>w@{N7;2tJSg-c3RrbP5Ne=C+wg(L
zd~K!fWuNd?ZQvd~nICO*vg+~}?SsM-9SbGi?j+Z`b4v|+=588$HQ_lMtqaL~5!!>_
z3`C>lK>s3&E{ksZDEB~GwANxdLFeXcG((CW)((EqKo&jd;si+om+^8Z+H{O1Kw?>P
zJrWyx|3iVY%bWJ_QjBeN4oiZRYlC<tPD8vAMHRT1z7sKRaO-lE{?EukP!ONl0u3K1
zlPAPGuwr*rGgeO+<e)usdZ#2ExH{3@Ii_XWc_V2-{6T??n$O4lu4DZQgSO;TRx9?a
zZ9O)daeY1)%pn)a|CXIgCH<a+I&AiKTlqS7&7H+~eMwp;)Cu!!Dt9XE`<-L6`l6&?
za^b<NKl!9k80?o%{omc@IO;~9*Zx4kH~*lnGun}k`KAT$dZvQzP(WXrV9k)m6{p@)
z<+6bWr5VY!{<q;8=vP*mh(y(0OJ)6weS7BlZl{U%r{0T<@TpoNmFvx>rU=h!pqC-q
z3*>@cCgu%!4~T=0hBLtH5`Et1rn<1LJ*C2#oy%?;4T!SXk!QagM#RHt5U{kP6sAAe
z4-HJ(ZZyHGXKS+br9J<0?*x@iYrng>Tds8Xp|8c>fUA$`bod<ibr9r(t6#O$fWIXI
z)|M}>u&LT7w@!dS)}wuY=?`ajk%Hw0+z@#m3ba6RGFe25a;K0`k-O2pt$^jCiH;Ay
z<YT;^xr<HfZJaft-}l$Kw?<xq=$rnc?UZ`XONh4B8)NN;wE@!iO$0P87r!{leeL4C
zMG6?&M6R2iZ%oZ$6_-}O`Pg|w9Jl}O9(RcL&^F?_r*EZ7*J@=?&%x;1V2wEEFEiAg
zg$lz~-j0WLtWTPvzh4xVTGhrZE3DQekTt|RD4ir*2B+e9i!U1K3?*+8m}MuVhVpdp
zg{YXGYv6#p*Qv?B>*D>l!ZmC0JML{ge~Wi`*!^r#EvIz!l{l}mv(bDTBFFf!w)xZz
z`!RhfvD(<%uLRrAdXR@(dZL^P&C0yRo20(P|Lc#2pj&^pgA5OxFz}}r%}rI{f|4am
z&Gu|rrzFZ~$6%HBA(?VUU(IfBYnM(q$t+}*hiLk6@D~JhA60+gpTB_)lDk6gLC||h
zo`I3vJ2~qm3l`2VX%dLK|3LWR?R20)5|GPW8@+$J=hO(6q!2CG#<<Y`=t)7{7cE`8
z0GwS30i`+I08+6C2o3mht9!^sB-5#!peKy$6Nw&&Y~&Y-Rw!PpI$%ZJ2c|gm^}kP=
z&$;X-az$N?29l+|+x7y}`?TwU5>%S6HailgTX#<6W#d0z`73eTl@|Wkmd{~CBTr8!
z<04O`^>vrkhTr5{d^9A4D*UOU{n_|ZLd@pI>Mfm|9v8xV?Ju}{bD45HSUfSJ&N7oC
z5ll;u!q^*t&fj+N6z+t2`muKP;<1`+z;`Oc`xTFK-5IFE3iIjJi&K(Ke9nF^Gc4`g
zO>{=5*-3M~NUdWpC;J$vrM<>OZ5h_`_*xrd9<B!S6y4a@I=rUYLH6|aoGnuyA71M-
z7aol_{QWRuW1MsV?8QDfAShNOwBE79&ce40H@$lyMXYPde9C=cFJpl7YaeM^+R>iW
zP7X1QJ?0sp5H)0x5QW7Y2f{%xQ57H1<46KG4{jIu&!hf_{Q!H(rgmNyS~68$Cx}#Y
z;i0h+J<y-AP0;pM4sL5XwhjS`WyHdh{%OAGr99oH9FO6c-rhV&*z$F@?^IQQCVU*w
zstWX@!izjTn(_x=IiLfI^;ZB$=($_aD~0H;10g(FbTuBhSRN%v4L1nN)85iYB2V;j
zn@FZo#W!+1@m{H&axhs2P^?_p<O_%5L%gK<yj`zdLKMIZ`LG7!@AiQ~kpOX*Nxvp^
zj!T|!4P}C{bev(+@4j-w4P!f{3IXj3!lXBdc0UdIA`V8XP*mRuh<fPV3!t7E2N4rl
z5Obrf^n}-aJv8cRP0D@P>i2@jUHdZ|4(#N!=Z&v%VPZRowwLA_tflu8bebteg<r-p
z_`NhFlF}$mP}<#z6{36Y$m;W?D^h<ukWe;X87J~ga`YO?w>Ie2Ei*%^BCWPZ#`(L9
zUU<;A($22G&h^b_udg|7=d1ZPDP#@^6`x3M3${ea(1sO1mX{^(>DIQI^3nh*E@w*D
z&*rU|+Oe==lPm!T=6!451D?~=**814zr8a;&g_&Gw#>@@POIbU5WvLr_T3X>+pj^_
zs)N(wMUv11Zu$Q{g{%L%Gu|A&SG3N9kcdfEW>5es(xT7Y+M;e@GD{RuQA;}0^|N@!
zV=Mz)^(SYJ=K$m6j$%?5GDzF`I9m)r24!m#^#QS3F8kUnhpYVpeqo&LP7d2x39w}#
zKu$7uHL|5O?iAhOUDBUpkdr>fq^5AH;kh(N?DWsOBJQJKiOL7@n>)y(@?D&*i+`S%
z_B?5)&`urA%#4VBvr~5V<ngqFgHgDeMT4l~e08Jzo%zt}?M!WVy6A&T?GjsThl;N3
zJP}N;Dv79GU_pky62$pNV1#>P<?5f`HSY^*n`EvK9TO5N!oJ~y{9eT}dA>@E#Yt8!
zrpAvz*)cRfQr%??Em3%!qGRUy3Gi1GnrN)ImeRsa!D1g@S5ZGJ0|jZ^r~dyyUU^>E
z^Lrd{AcbiSHWBx*^&5lViaAn^mX)VU!u<I@po{CXhT1iG7ekLf;6C}~rxn(C;90;$
zXM$346|6HzL-<`rggwG_^w=d#s_SFSsE3&Coisx$ivRL`^`eoRyQS<TyuD&c-%0Ki
zL7PGFjp{R^;jhgMNp+tUMy2;(jVzP+D7&_rraNzGw8)2{fjVfP@QC9T7rw1ZEtCcM
zf-8I-&{;ht_=KxrCxRYhV|`YXAPS}j!V7sLC{;>&s5In7nL{B-BQ~1E7`B&V{~-A$
z>UMG0k?`AF^e^|S?~J533qSABxLbRI7R)Wii-Y-xOy@zSf0o6}NA-!xd~aMR)1Ac<
zYA3k)#jlS5pui6W(S(V8R@1#Nr+Y+K@~W1RdIl~#701Qu25-!ffw{=&1ZH}rwhiAn
zGw$Fu#b~;vk=P{D{MJ%mw{F2f)7|@zos+?Ai2y#fLKY@Skbg<}aggM@pmr|t&IY47
zG3ba%45{!iM2?9RNNAZJ9Xbm-=<c9_NlG*{_C>K#aXt|HC}?xG9M0DSqp>IK8s@m@
zNskb<y`#mFn@KrGBaayju{wX_SNuDxN9#LK+Z&H6@9#b;e%-tn#U-erD+%7;Es!`B
zv5=bEZD6)P?gJ(%nJ&Z{EJoyr@#`${mn^NCaxA5e40mD3Hl#?qwwYNx&#7)vZ>gdW
z=rFbc@py^W^*w8l5|=7j|4$Jo;B~h^0zlfww789eIlgzo5WU;JD2_smKKIRes63Kc
zD9?Y;Y%{FJ<2VznWT6mi%FISzKc&gvl{ElC<Zw#SUP8a%!-W90x|IuVXk~aS2b_JK
zTi>i-nL%n2l{aM4l=VRauG_!XL@;~9`u#!QN(^_Usn+a75E598_~-qV3ZJp5Jryw<
zljL5C&>ng_Ul@;A0?ZnhFjTB5B!xSPWtbZKzz%ewvCBum`7~q<FJlN!Z{3gAUY&U$
z$Olren(=+W?S#x>L;CZX)R{hJ!DsBwiI_^yiH#~o<pUjCg0bXi13%g6r=D^*t{>0-
z$q0V0Hs@1y$z4g*$HJkpf_i@~P^5iiLZ$&U`Tf`aA?m@Pv-^}7R@}h$P246ExngaS
zeZ`_tblC)E-MX`4dROFWC;gLYb|}g3-i*leP>Da=<u8S<W!~fvXwxYRYgPPOdb$Uu
z#w)mb>vjDxEiw7UiL?|ht--Lo8u?FglgR--O2@>}+*b*fYkVfIb=Mr*VM&2lCom@{
zuG><9mf!jm+piV!e+l2+@7X)yy&ref&E5wFsZLh9ZrY#j*TgxT>2>9U6j%Dj?%K?{
z-+tG%)gwzW3__~4oYl)M1o))Q<epYrQYMof-;%I`(i48o@lUSxpO3ya=#eHrEQbw4
z)3gQHopD8IM5+E|XjlQDq>EMV)H<g1+b4|0AY#WzCgwh%keMz0o}EtEY?_!-<ft@z
zd^b)R0Pp+T{HRcP46ab_G|(3FO;LS2S=6sJoFG|P02@uZ@Vv;@e*Oy)E7B$_L71v-
zbiP<W;{S9d&iW~u>x<WXCAHg=L0Bj#)lFi1W&GZGu_xtLhOq%tJ<{^k=aJ;pu88uo
zSjXsA`>{6x?-B>-;STbD>0+Y_&$HC0w{M~T1AVG;u-lD4PhTe&$@fbq&v3IsueD3v
zEGpErF99g65((1z9+XYplC_E5hqX<lx;5sTh98Ps#B92oD9Z0|%9>@{Aor)y9aM9+
zn>0%6Uf%HhWzDXfIVzuT-ea5RsZuKnw(};pJ?U3KODjt^1<IA(nm7n$e%zhhUFB@u
z>TVO|*_-1++m%;tW-)vxpP&DN*f%ZjT^o7N1}m%l`88Wck-V*L^G`WyI$|gZYpI;%
zC^wSdoJN^Dy=3TeXQP>(bYhz2`|X_ngPgtF_O8}lGhtj6LyLVnExI-0@FK78h0n4f
zz)072dBCRT7UO15<DZ^VS;x($phnS%B4LZw;*q7v-ND6QYZO>pGR*=#y4LPJEUzu7
z-YpJAr%!%r_hE{zm@gk_eG@2%ugP~y!Y$?|q?Dau23TG&DzH7}L-oW5Xxl4$h56co
z!O7vP*SYPVfWhD25BW!dr{CP)-Ri!LUi9a;tQ(l3_CV+%SA>{S+2({-d|Fw7FWz0|
zpsZXtS`_SEN?6;es2GO1{&RYH6I;j?gFNo!v_`j+QmDh=xO;i}#sKlu`0t9_S6j#U
z9~Fe6d$^{u&F5>0yxuc2IQL{x%1P5QDMp#>B}AFSF@GCInk~OMI_K=<i&r!sY@hOp
zYo-=ZP;CMo+63s31Jf3dR@E3+gG@`7Iks(W93}e_{=f84uIfLK>yQ7NorD3i6NSL2
ztEVrhni0j`*|MlJ4B*aSLjN(ls<~$Bgl)(GG%uBb=fNZUEo2^L<M?f@Tu10Mt$TRh
z2@l$KUNK8DRY=Es1}+T3^bewfB5j802>uMk)NZ;el}G?7VJEl^b@({t;oCV!;ZP9X
z7LRPpm-dH;=J0vL^0ca{!?9E`A2x91ZC}hHGKY&87sp5gX+DJJ(dB=7vr)Hb7RaD>
zKsh@un?yg+x|0JAR0;NRLe7Z!%!$S!I<KhrOj{W-l0h(OFFiC!2q1K)eAAJiYGzl_
zF$N37Y|r3qE48-^CQan9rp`~;tRXER1(pm|TIyVtv6A>Jf(wg*mlk+=5{d*DZx^wL
zCI5@G;c^V(=Z+j+;4ptssauN=8>}w#+_KFG<N_5I4xgFcvfBKuId?E<D;>Y}g9GQ7
z-sH|C!9pc#m=b5~Ms~}_hI?S_;Yao_O>1+Fu2@O6ToBqaHj$OHs=PitGp*}E6gECX
zHvhEOFHdqX1xrm2kKL-UvLPgHt{n$itGv$<nM-2_t!a&JH+j|@wu~2-re-MB%p77Z
zYdY#LWKU}o*v`D>IKB2&dxZD{*)yP1DmN0qBoYY^f$j006@#l&Y2-Kpz4UP6chdll
z40HRJa{y$h;A5}9ZBn;oYKzLBz32-4%2D*W=Qg@P7U{ynM|F7iA85=2IjKBWM*D|#
zoj>oL*WRHQeqFSsN<I&vw${Of##P!e8jvvj#yG`QkK3v%4d<~_cuvIx_!AWTQ%31<
z+JeAbM9%}8etAr%_3`1B%Z#)bf@Nlx{L?cTz!d-Q^ejN-8{~#?5#7Ah@=`m+<84oJ
zyMWEE4fy6ubVo6WJNZa>SP>ZbB&CLK$O5SbG_vz@Ag4n!_x!b2_m$4r^m$S9<B%M}
z)6#q`zQ^gO9(lN4(UWtCKDbHiI-weJIQfeA#p1hajU4FT$kz=jO|l54de((g9}WCh
zA#`b5GMQ!()#9REqU)?EZf12__&M#;d_r1kiivE2%kZV^PBDM^(lgC;-ePS(&MRFL
z({faa#Z=QZ6U|xo#fs+wxyo;@T)N4b7)*9aiKAj1C9|p<onBqI5GnQrlc6Ow%N5VO
z^&>onGOkG$U_Fv~*H$qxeXc)@1{9qoLLSydAnpZvd|i_zLH&-ydyj%6hTMa|{iFgv
z=Vc*o>{z2`)4-!~^=dEdX3{IlT-GIr+#yXHN{v?IC66p_^U_ZyhN`Z98>ia`Clr>i
z#CZl^8P^YojJ>sx?Qc%Ipm1YXy{vri`ika*uN9dJr}%+&U(4eTEZb{FofS-!rG_qs
zB^_&3cYAo<>nV)fV~DiuYPoYHaCK&1wPF6oWW&e5ePW+(_I$f#4V*vjF1_vfS>|}@
z(wCn}+8g6)34h-$JPFA2?lM+Fd>h$fwA`(p0gB_LCmb^kHiRF;`x3PGqcIS^yawOt
znpO$g<3GhERTuj|Ul+kkz<1S0zcRfKoa76lM_7VmXtr9M(<>)zA?JdG!syV%=$XG|
zJ7s05gkGM!GUC*c;HM>_qe+QzXTYTW-jB?vQSUc#+0BReX5-2)IvQ;`kQr}`lU^s=
zj;3@L0AlS0{F(nX2)%*9alc$22tskwa?PeB9{Re*8RLDh)?NFzaT)4n(=X8ff809*
z+5Nwi(J6o*|FMwO;oAt`-pvOHx+q{$A)X{Sp%0H+=G8HPAejtG5pt)1V+{#NHTe-m
zg43X-byK!JIo(*iNP{#ptF{H@?H@N>*}{&8o~+G}>G8iu$&;;AD~daU@~Ec6v<GLH
zbcBZxoB?N%GIO|6>^;Re<+@!MUcsx~<_Iug#p$+8^W-bUKeWt>v`yBu2C0q!JBmRn
z5SGbr(hu`M(;3fMyfku^%I)0)=n;x8yxYzr<(2H@Ku)K1+v(fItXkL%fV0tI!N=eX
z*i36&Q+ST-u9eu6S8)xZyb4q$DClR~+(Y}>Lk&4e%JIwHz;n!PdjJQ*Ne72SMG7b8
z-IY!+kZUKs28_h#jJ!k>LApBq(eXE(r9w6rdZcoTFIKqQel!>-RE_<%=&<9|eL^-3
z{<`g*ZyU+(Q`G;IEdA(d;o%EU4kGYS@f>*;8kD2B^~)G^O{DXm30JxF^_%lifB%%W
z4L!O0n0R1MmR31g{mGv6#Yg!yvk+v9bv*a?9iM$jDf@}XQY;?jLE$&|l`TDcc5-Ub
z_c+tD=h5*+xBdg2>)Gj(Pqs*V7OZ1&b<9p)S`Kcl;?%B61Pm}s*PcIfZ`+U8CtJSk
z?J~hS2K)yaTH|QBLB!}wej#U?5>vZz9<V8iCir&QLz}l4DFIlQ=7@!dfBA!36+c%D
z<s6!h<w$~KM*fsK{gS>hT`j9kX>_knNJU2d2Rc^zV6$7=Z!VXc_r6(VSE%UgyPxc{
zM$bxniPO!Ug0#ITNiZgROR;~rde%fg&PymC^4@1(w2N2Dtpe~FbAY@6*eJy+%ALq;
zu|4^C_{}(7ZY~t)fovB_h_!B+F)|?aKDbapQx35aJ}a~xaUmWolncto5-ij5#_%}q
zT+o_+0hGE8&4Vq_kGYUA*OJf%1Xq^YAh(X3_$Rz-t6H8EV9ary9_luigVVwb&*A<u
zj?}W_FAJI)YTmakXX9|x>EQbA3K1;>6tcdaJ?A0wyrfaq0t_~Lr>KMUi%<C{%j=DD
z(||8oB-vo0vb)Gg@7w)LmS5LbZEh`Pgh>mXCVeSFR;JP8%B;+!mX_R0Mx3r2XBPMK
zng+&j5c<e-4u2ne(0tjnlRok+G-Zjgu42v%i5yoc3zU8+QzV?@07jxqio7XL@)Y)M
z>iHW47d6G($(t=p(mRui$5D#dLcxXfq0dX3w{L$TPfoq9MsV;cGPe04mL6uIXIT}U
z>VrO%ixt_hlOM~HEbA&y2QYIgBJAQ8{j2M2Ydq^6tDPlo*f@!$7eHf}?cDi!uuf#Y
z{70%V;|ysEu73K}+v$3Hk^ytF`knRdBY~-YtAjV+>vA)dKs)6>prH5SZ&^tf#x_RF
zV3U)o3roj(2V8N4L?>zZk)Yb@i~H9{qkhJ)*n!Bm(DD^G9Xn0*c<=Yfaz?%lpgP?+
z^Fx`3GsKa@llR?!AcdE|PGBn-`zPMQR&U+P`B>Z+-0a3_0^FvQ4#b1TU;bb0`&;H@
zw^qq0LGA-&B3XkaXL^_Ys2+1%z1L^j@8xdATRWlprO74{c2w;#BnzmJ)#peGt%A<F
zJI<mC0v>Oz<)9DLuU7l`JSL6&jODVBfZ7fvS*E?r;p`JyNLBMv1Jyoem-o(1JQ?e8
z-?ygxSWht=W0M~*;<IG;(7Kvll>OuXx`r0RmR|niGr+)PTj@U#Tc6#m?)g3;9aXb#
z`X$T&vf?8Lf&*&_&t5TYlKn82{%mOs57poxE>H^I^dTQIakI(dMPqm_mJpP!+w#z7
zVAlYCr1m9X0S^zC@C?nPhAt#Wb!Bxa>3G9NwQg!PZI|S86q-CTf0iL7N#%1&C4laL
zG(=743e-*9Uz>i!GHy5m&Zf`btAi}M`>fl@G>$g13yb1$#|vBeGk91;JA#*5ya@p2
zG7-0;152md3FHBDoW%Mt^ogWf5I@rrEVR@o`w1#9%Bu|mEQC_hC$BJ`@b=69b;78{
z*n7!}qe0gHfi9aHqJSj;a~1r-EbTgQEeyQlYg;aZe+rSIW)lgwvqgPR_73ul5QLSa
zlTtJZAYuoU8i-K)o!JI=NGwxxb-yIiSd3?Kkxj$)Pu@3?8Y?oRb~)-F*Ew(q``!qa
z5Jy)Fmw`ltpqbonOyeH+>=p%VMR2q2lxf+wla6nf{)CwZDU(LJ%-~kUXGuRN%Z<|Q
zUU0T77uzN!;|}bXWX=vQqzbF$HW52c$caSD-%TC3UeXGWRYX4Yk`B=+{l!}gm1ava
z=N9M>d*jI>I+TT|^u*Orvwe%Fs`B{~ht&(tW^nj2VztM*#nN~MEMN7nE7#N73C{wU
zHjQvRvbXHP&8WVilFh&1CHrA^N9!wPJb0hiFC_zbuuGi|P0}W<fchYX&9My#5@jx;
zLvb`#LCB!%M!eTrS~jqA5B!$@fhuj4`q@NF5@chB-z$EN0nSD5u!{2!SkPIgk`=(P
z>gx`|5Un9h{UsCI@KSww4jdySCp0f^0CzIJ^_O>dB@Tj|vnBF1ma=Ivzh}UfBmd+O
zi8I!qbqmm15lvosZ)gu|!d^^9;qGO?t(B8Da&Q=XyybSIlv)UKHlyArM>O?2DJ|RF
zrl-?Z8m&{@kF!a&f2;+A^0h1;3?3KzSZ<V1=-md1Gh0-(gk$=>r7PvVZw99lcc25c
zpXScF+XKyl@=r0dQiQTV?k{XzZ2wlibPhdeTAW!qzn03Y5;=C`wc~y>`PRd@nX7D`
zO+W{yAxizeU&OtX4gx%gIXHfc<C-vD%c*yE8EvU-!mv(y8@A>!yzLjM=0G|R;vO}2
zxX#umNkeoZt?D9vEgNkOt84qhc8VdglsBjFs?Kk&Zp(f@>7hNWx#=sq?;dHt1bAH0
zA4}Rjh3S=zsqGE;oy~#GG7jO-8;TJR#oo5HP57BREub7O4C_W^Ji7s=`AYR$8VE{f
ze(z50L#aS#oa*bf6PkR#%#nZ;3j{mazEKhUg*+JTmp@z;w)rsq^h9yi!;~P<`XFUF
zfL|2r@;=i_{BqyQE#pdq0riDZjb{%HuUsChDEY+w`l~XLv=gekJZAd(JwVtMOIUJ=
zPx|*{<bblWqaB@msF+yuA1HZ}Og7~kvb^Dt%P1{W(ZM*z8@Lk;EiTG3O$-E@B#0Q3
zb>*>VXSENkQ<9a8t!z?ceg*p+E-TF^YCC|6=%S0SV>mBE8Qy(o*(?kfd9RJwh3D^x
ze%8G5Gi>?c`U~LnFQ4(`(vQP-U@Q9D6URcV!(I~M%3t@44>D;yyLqsF%ytD+$)k2Q
z6)DZ*B}trPY2$3;lI7T@IqpmkLm<UV4C+5Qp%sfsM?BnY^I%7f-yFl4?6zIVg6J%Q
zz~WhQT~<1pcG&M}9!LP3iiOJ^`iNWra1M{>>^`j;i`9ZYVp@Chx1}mE1}iB(D1%wN
zFyGpQ?v4Vr>Q5oiGmr0D21Sy`Ic&LHHTVnV+hTUuGYx4dIZ)4<!quot5M=S6oi?s?
zc&-qDePa7t!-wLPklrm36a2bR1hmD9W9R1PqUB&M;e8NTFMAqWmro}Ixquh2_XtBC
z49CHN!~(?G&sHMX!iC7;x|@I~S)Kn3^!Hm(edAK}V?}HU9-Sa7$=(2Dc)};#=+pD0
zm3Re`-s9cE^1|>QH<cEJcP~1Q{zyIflW%)r;I#i|cvb1*4Q2R|x=!66{`3&UQe$Yz
z-8zv6T~jacGIiuz`fe%;DC--7OFN~<gsg;g-;eqs4aUW4d6I9wk8tJ3(X{ld7f@Z1
z6q3+AhgOdyw61&b4I0k&E??@sN1=lc>(nB62a2xSUk9zG+Fi{HWHDFt&uuCt#)ZOG
z)*S;HTpk`hB<MN}n3o7kuL+T)>^>e)YCl1~Xo>;bH5{=j5wb0I?z)Wj2mXLS>*-Y5
zRs)#O*XU&C7{LXt*R8YRLT);2wGFVp&d@a^L9|CQ?DA870{C9?_Z;#Yv0D)`&A(T^
zBg;O7luuK=wu&1EzWu}6Hc5Df6#tze{E-Mx*ANCqw%?kG6rV-;Z++gL9c?*>gWiiK
z0D6+*Z5Y$7V<Fz3TE!$l&^bJRZ5K#iw+jl-aYd5Nxy*8KLz8&$RD}<YOg0-XQfq31
z6qoA5xve?R?G^}?o<1u!!iJB?OTE_W>e~T^6=5s@abXdxP)4q`Kx{j60N5$c$n8`+
zhc(w^fj9CC4n|K2bzaWNBNB%g<(x<9@MlR>?lgYa+Q%3hM2RBDU9XV)dp8~YL?+sm
zk4+2EcyVbe2~U-fygijXW<00mw=1vzrd2gKmVtwqYg@O^Q{AR-*FM{Bx+iZDi4+aK
z60u~L^h)ew@e`>cD;xzG93g$E$ol%L+jf!<hjBFMxL1n$9$PpaHv7i^>$yc_rzIbv
zUqQ?|P%qwa%S*jLA@E-4z1KH=^q0n}qs$+8J4LYO)FY$^Z2j~)Opc^A{`c~$Wy*7;
ztWE6zN7VhhC%$J|Y9`CCsh(>Uk6Cz)<k-~QR$mm0yySfMCinw-aeEd!4yy?Me7+g<
zux`j_rKv%nm#O~0uta*%UJ+428~m4ZuPHz=Y?MRXeEDKHnCsp0+bjXK%xuMMbc6Wx
z?E<?;JBAe|yZ^7HbMa^T|KI-@CdY(AbFLgJISd=-RL(gclMsqga*hdOm54bOhB?k0
zaw<YabEa~dW0EkZIUnX+-oMx9d;9$luRZs8T#xIzU(9ZnEdP6z!m3n8QYx#=1Mig-
zCB4r%w&!I4JKaW8!lNh4<|FyNg33z++TK+@bl5gB=Df^!78g;blCW)F6mQ4CXBE#P
zErB_YtIGv8NI99hI$(@~QBZ-VSCYRUTLM$U|Cx@hP*VS{e_hQwb^HIblKq^fEa-oF
zMgCHVpN!GBEkrStOM9R>B<p2lOiq5z5|m!L#Vy5GF&;hql?XCYwNQxn;m)W;^t(vq
zq0KZ)GTAWvVyT?W@)I=OoWM=viQWN(a4AFP%yGQ4=9fT|7i^H5x)>Rb+b><!t+%sO
zmNfiLbw&ukWwy&?{|%Jpv&hR9MQ<ABbH!FyYHCMjuA8!jijHBp6jF|@JOcxhyhB2}
zyx4a`dh(e8kFx=lUd*&(PBU;d1tBme<h_!l<~?G!$Ve>HJfoJ7_MH#e?vMOb2u&qZ
z9pV{&Oa(LxM)^ozJ(Q#Tmyhx-s$9<p6=P=0euZAgDVYX&6-$R|)-528j9T+S{;PzM
zzc?yv>MRRu4-o<>=*@@3a5F{1<^zgxh4@BUd9Lu`1dnP9PO)pZ<QGEcpOQLeax-bR
z7B#`Wn^s1dOXMDUz6a&*r6S=@dn2j$8D%od;Um3D(5o|N)ooI%vl!eU!d`-I=U=X|
zB&?-<;x+dPjA2W;(>8*6-!>2RjBkGYRKZ-<^FbtVz!AJ=Y4Tav-_B}G``5?4a<dGD
z*|)PTKn7IG(l>JG2+szyI&a0jWLz6orSp(YEzj}CPOu8pXs`3m^A&kaRrw0=>gp|i
zWO}GXUatG`KzBFQA8YYlWx2hu?lD2ngy)9za(6<6*L9&tkMmofK_;@h@$H{?<zjPm
zc(BQp_8TcfP4}^_<W-AUW{ykyb7f5N&&~-*gZXezr8gi%qiBw6&^>zTD*#n5GWsia
zidwyu{MEX(v_EiQr|e9>R;7N(-lp?AbD@&C5P|$4u|d`@G#>EpjSAMRY9Cu+^NbZ4
z2DIK-JO=|PatyO{KARguH&NJJ*lRAMiC)4mxND4dwKg!e-~_mXG?UHM$+WE^M9Fg*
z7?-p#%Kvcm736=?oX!YkNmw?SeUK8bGcJMqJA64lBHU^&**)51x{Os#=;>~8FLB*Y
z+(2U+|8&G!?*{TEDlT4WEXV&(r7B4n6$X?{2uf_Ypa%yx9ltHGH88*T&am*7zQXwQ
z_WkGq$KCBME7HRd*N0S#{c!cV&-Hg~lKha~ZGcZK?=bL=$}p>k`$7XmiikEXW?d;3
zZWmm2;fya@D_*bN7eJSL;YZn1ChT(jCH58zZi~%u$!bq*jx~N%+q?XhM|w3HcU7jB
zX{mv~{QVM+)3)h7(}ma-Jpj&`HnLdBGGwS#Z#90Y|3%>G?5bUy`YW-7kaD44o_b9i
zDngs_pAjP6v0oKc#RA9jrLGw`)~y&_^J6iS{meix4a#{?apmZ1Mt#tjz%HLhglV9P
zCxD)u{$vWLQ~8x9N;iU!@1~ML+IxLL`>`7KS4lkNCC$B&pAFxXdaKo{mTrZ>l8(!p
z&a2$0l1<TSTD1ql8+OIVc9(fpq|TFQPPZL|=AxSKl@vz}_U>1mzashz^>(0-P8{J{
zFmn*9t2Y(!2>B~ZAt2tpzT9_RNy8mB1BhEl8MPs8kT1Qdc-_$SDrVOx$2w34<^=I1
z)KS7p(sW=|;18yK;&8q!qCZ|u=Rc51)bS!PG^H76(E#&{(*RH_TJ-W%@H_BmUGD{x
zj2SKkP6F{SzB#k2jXzKbq=N3hHSX?son#{_pWM@M3vhO|AayLGa7l3PO>L)S0B{%s
z-RjpC3p4{uHPn`H{#Hstr-{lzU}SC$YP@NA1R6~NKH#EIVc<l7ae7P@_BMHxO13s)
zR{Z@!jf?wA^sAGs0j(GExL770Gx0#eUrNgbCaw|CP{RE1OTInuWKza=AY^N81OfR)
zn1UcV)M#z+IIJj%C<o?Z23;{+36N=Qg$~C=kEJ2We4xgoK&)BZv><;M3L@&rT?N?g
zl%-xgdHnX4q@UoszOV8S?3(v<u77QUIVN#M=3uPg?hl>AL1xJq_!7X={uf1*=S^7R
zmq<y&p+NMd7FmmSjGs4?E4O5&!vvZnfsyRt+#!&1M&oMJ(-NrsU>V`WI|AW4gb|LU
zMkJ)(0TZV&@y~$&juDMgTo*-e@yD)GqF+Cex1E@IMgrLmD5^U1orf-#Is<$R52{p-
z&HnqHcWNSBUP9Lk>y}&d#DWC6WF3BaO+>oMybE#S%w+f~>wyU?zVUlgyVv=lb=^7c
zF}z1ghL6Jcpb||1#-i<#rbmq2VuOmdDQz<~T8^LZzs>dsF$n^?I71qi5LU?wifNtT
za+u2;^7!<l^ll-+JK@Le>~8CRS%--*$Rff$MpkvQFNY(jN7-^p@Pga~Qaxw*QkNeq
z`=-_R2DcnfhyedxE$IR1xUXP%_Z9JzA|onj=Gf+0*&<;omEChXJFzG_jneEuxJHg1
zvDOc#P&xa65;jK(5L8G_<g24D8J9DNSQ6~BU?&e;!m}VzT5MW9C5$sxI2nd+N9S0U
z%;&BBT0)k9TjXJ~pP>Xs_~>DBFj24-#9b-SyS{0IacQpv<5=^<LyD@E-S`*)EK;7a
zP7lolXpKMnb>1r4^lzY<b<R0dp+m4Q%8yy9j99LFVVhViLT}!ley1}qYev<0h*#u<
zhsS%}wx+yI+n&qVD?i)v^Idq^BzwC=j9+_xWx`3IgJVHQsyi0Ht7PD<rSyTZ+GhFD
zhHCjY?r-P>d*Y$JBQLo|J@@<Ias2jUp_6avZR<OLlHUjPkyNGL(!jc?+u^HOk|JN&
z8ygWOQ&|LsISnr=V@teEf_<Rn0Rn-JG%-o#-L%)QKWN6BPyKYQtSqGmxstD0FVPZp
zymx`G$lrH8)o}8blh!kP)k@Jrz`hOG(}->WyovhPR_iD1d&<N-8@(oNF$At4zhJKs
zFlU~L(Gntkc?+T=SHdwSX#~?-Zf-?5ABslT-4DL{EWmbG<NrpK(v+=HCYF-wLmY0M
z5v3G{1DD8$Ib>JYRC7dCVPB&_m9^<5p5D%2JI||qVS7*2B)moU1UsFcpVG|hEv{!q
z$j)DXl|gfGs>P@L2fFDSZVyW3ttts^{k!^kWFq24(ldL)8PK@92&t0MGrx!<iFjAn
zf9!*0*TTGr>`J37^Zh`R^G_{5<#TVEO-naAWcx8DjHuI|&RhD`%Ar&r7ILqeG`hWM
z>&UJ(`c(8M+Efud{ifUP-gMpblMy{yi);UxPATz;^adzi`zO3l_ko2{qs^0GA)E(a
zQ?kR<5Z4oz)26&d>GEmeCfs9V8@pZ}UcmJ>+@?N^xcbbXTQWpZyBP4fokap+EK72)
z#&}rrG+N|ky3BxRf66N=-jWbY!9ewqG?u{eBx9wNm@uM1Kg1g({|k__c!yydhCnE;
z7zEa4A0R?%Ab9=$NbB)Q+)dZy$QTR@G;jou&QXcb6L)Hn?gnt_VByyN{M==wu4(#n
z2EsHw-_x&K;O{bMpm#+EG~lkwSrI*%QT-bR$`X`<Y!e;Lx>F2`b1c9UjKIHjGJGx>
zo8;*9EFTjkk`Ce>Ft$$M2sBXF_gY3rrgP}D`;R=We0^tZ?q|wN2ezIm1~R}uuUnjs
zSb?8jqZhNLE`q^JheqY!U-)vb-c>9dI3FthQeWN9X;Aq~rr62D<nAi2spvzS9_<<W
zLAig+Pk@+gFW?HsKz8#1l2eaF?xVnqGMk2t9!$qp+QvQh@O(F(UD5Oet6QxeoIQez
zME6u3!7G^;5(2d^5LkT+#JLA-)*Xs6MHA4JwjYVf-r?!I5(8&7-TuuW`oNcu`hWjv
zALjd;r=&sOE1gO2S8Teb7M}@ws3#@<>1=4e8|0fiP|aCvr7&PlQkMVls>PXR6K+%M
zaJTmN<;gX=wf46ZNprP)!DHaCI<({NV5VnyAmjl)-*NQ%&sZ6(WYMpm?1}esAN)(Y
z-b%y!q*?@kPHnPda@<R27PH04noUc1VxxS>49`IGEt?ctykPg+c0qcvAjqB6{B+ii
zbY5mzp@)i##Xs2=F_UqacNge{dHzveDe8JV=Lw}G;jw#syoa_DH%oLFlLNbViguR9
zVpx~*x+^Up_0m*al$zdvv9p<}`~?9)(Igm1Mv)7?n8Vs_hALn^(*+`~8xdsm%{2hk
z9$8~fHTa)+yH_N*3J?zjj#=0!9x3#Ld{J}(AO$j}gHY=3eEH$Sx=>cSU?CphQjkb4
zZCMgaeEF21b(~B%Td}x-lNBWbWdJYN<#Qd57Tz@l;YPl`vEsb|L}XxD#6F7`!WHbc
zi=F}l%AZ&e?~u3ovp)O*o;BN(q^zIOr!tw(%ci*GL#v8Rn=i<hNiBg{njQrX?^U29
z22z659%~34l?N=mNqSt#ZN1fBJ#Vy+5_sX>6)r?)H~KE!7y9Ge`%j9sdwpn^SY`8%
z<nq3gP64s;EAFwwleg&aj}QL+Qp1pUt*+8r%L|(5e0wRDM)2-3<vGIV8<GSPe@EzX
z&|~F&_hJ6BibH&V+j$rH3*GL{KGi;y6@MNwkXkDPf@V`Y+rg4Pl91l-OQnSmgw?Fy
zd=QipePNGx4wYz@{Bil?>>=&$KAcVSk*MS1y1-ki)apI{xMe+0<jV%N-|Bu~4Nv~z
zNf7|o9`KeEqtuP8D5_7f)py|T`f}W$8du}M+IJUc{<{i!HTTol<HrSVJJnFCa*Arw
z+Fb0Tu!rD$!FNy(R8WXo+JB&e2Kd~U^*_Gv1psP6Rv6Xf`@|26w!`~lH4jcAI$ldY
zOQaFfsplJbJ<AP(FeOf0$nu#HF<Zfuz`g40c3=HefrC1H)yg-SL-{9Du;9B~q{$)@
z=KZk=Xj=N3D?R$y1ZoVa4|_T}7uWB33B6dD;rIeE9Z`b{SCMlEP-FGiWAEsRPJV3s
z59DyQ$ECv?(sSpPva>l)f8_GB@P|nc#CJu0OxD+kuG;UG=G|>@PS8@@u3o=q?7nkT
z;Xe>thT2ro{KpK<BhuQJ_UxWL)E7MtpU-||`r?NN+X+`O7c~z%!{*Nm?H65bD@e(}
z+TY(&`JnJ`egZ;CBQbv#N?Qxw32j4uZb(Hc+4w&5Jjd`+J0k4eL<{sc{MY4S*S)za
zy{-N!o<+m?a6-KbapZ>F3u|g)23BloxY91I+hn2^POpm7gwo>Wzo-4WQfV-Q6t{nM
z7XNwZ9y3be51WSJ<iKmW%5TZ%d;duN9E@_jTDoN)`z|Q)A*%BJt&j$3L*WLQ({%et
z;m-Eo6AKlQkImBp^|?Y9F$Nk#82Db*utG6N=bua<Zi?bR7(%pQ7yx1z!Y9Ypm`Q~`
z7|^M-=GhEVJ^X-UmNS=x^Tk5Id_21$z@@cuo$?B!7<7zB^#dEyV0l5eH4smG@IF9|
z@{B~3{$`Lfk4JSe2m{sdt*x7eTx0aVULbi0US*e@4`H!|2-BLJ=-tiIATGTt3>r9T
zf#MPX9`6@OCR%W7OCvaR1oD|^zjk2D13z>SknwsYb^nxsdM$_)(9_Gvvc>Aiy`a0-
zs+Gtz8+(a5iQ#OTnU93E=K;!D)(8d;>oOw&uQI!eJyYbuFYMrGncJPYt7(l-l~dtB
z%yt6b%rTn|osC`9=0C3pt?<)xt_#*`%$dE2AqOc#e|cC+q&158TkC-cTzT^I{@R14
z?2g~-c1T44MTfbaEAowOe~H$Id$CSIk8I32YW^-i)mu@wP;l~yAwezFJx+sO%htdp
zcS&3m8hC9ahz4{so)aixQsLVZD0%0ZKOnq9evzvn^ipgdN9PEf{Brw)PHy7AA-l+~
zag49EAQ(6l6F=cp3>zU$#Ef;0uNvK&G0`|RC(AOFoIOrn-PTBw$B@Y*FUm2+2E2RD
zXajZUV*<`-E|bF&iwV_?Aqg@-IdIS8Un*X>Tw}gd5wam7p|-vxT$aFP))va%uP~M+
z`BHPF<w;+{R=D*8a=R-oOxcn}+@jV4r__0sk?*XmO2i5um(tO2CdOO}*@=ehm9@S`
z^Q7dY4N`(6`AEo5A|qLd)$XxoIN|0LtKcOrx~qGNA(EyoNwmNc1?l;F2l?TnV%+U`
zbudPnJirpYEc40<*tT`F2dq$VsT2cWz{x4>XDUFg=KHc=yp-hV#oR54x5kZ#q=(yz
zvqmVG^htLG>d-4d$5uEmVFm4zx{e!s&9#PVK+PwiuJ=NNqf3XC=i`fHL5cDiIcDj7
zJ`C2R8)_?|$7bMYIUEn)Tf~_g7mI7t`I^<@&D%v^-0*he1DQdLe~jMmxn>5R86#+^
z;pX@WED40>)jWQaNs2$L$Z{B;((AD##q^Y<AL+ldo#%*O8C@q%d_O!MF=mZu-gUVs
zZLC=LCW~&Fn(m8BGHa6ie6c*97W7!J(s!iHHSkbqR_sk-cBqu{pk5H;8L%t$$|tHQ
zip%b@rqMl-chh2ZFUR}B7~nMgLU5FziRN-;X5sO;@a0uaeQMo)pS|0fKLNRlC){II
z|4>qLA5kH(cCd51qwYoAo-%j#B9tMotI+16Hqu*9KyZEa?un*t!N8AcDp@@OLbOSn
z7|l0I06g~|V)JvgDTb*7{~iWhjqH1cZ2kbWnx1nXulHt8@y*iUnS3A4?_ToS(&U!h
z4#?oX!*OiF!vL#a8r$(pRlcMz$>ryGTTIW#Ty)yF*XIB)9C_XI<VpW()*btkBIPnh
z+L+H<3qxVY59if?5r6p90?@yq;b&6*Ve+Wg?pnF->OxnOBG8weZZ+-m+t#!HdV2+)
zDMAK2XB8cqn7vfCd%@0ac{k+{-70@eS`*8U4Vm~XVvZ_Wefo`+T`13S(41){0Cf42
zC7pj|h&FgjQxCjV*7=^w&jt7u!h&45g)<cIDM*zvRvBz<49Q=5_y`?Ok7nc=*=9So
z315T3y`J%qI<fOHNW)6jFY2T&c#NjjPyR91^aP%<Qm4C_f3EhFrhC*2dHqN-`EYZm
zBmbW)`D3&>s}j9TZCl^JTg$O)Z4jsKU}r6sz=AYW8^vfd7V!nfYa4yW>rU;JFq*=W
zxtl>opKD;he=cSbP-i+XfS<H`2<w|gEu>Jl`D`Ku5F^E_r^Nu3SPwm+H46<sRibXF
z2_g3Qn32a8po41d4ixyQFv=VZdWbVx?}VRK8)W3lS=uFegaF6RJ~?=|HSIPNRbVcy
zjLKJzKn%?4(8xgH5je&ln^%df0Wm#H(dRNmkj~wCsnZE&S%Y|+5$L{5$(-T~u^MO#
z(7V8O^9NIkGL7GZ=7=tzDHw@vojw^*)C(B__dZpcb|>`g#EkX8kEWhJ7&xg?-Afok
z)8<LY*_X&+F>ppHVf%Gp)EJ1nHY?xKqNH%?gWh?{`n6E-WO9W<@4EIm(vL=|txm}j
zwbS&@fOlu8TV>ysu9!0>^T%(G({$g)#cGUHC47m|d~@+eUs@+f<Gk-*o1xELt%EsS
z^|qH}r$<o&Z`;;e^V$2|2nt`TtHP9_0Y=_O=6J~wp;C4oIRRl3iC^0Fo%vRSH=Eq+
z@bK+V=gyfedq1x=eKhevjLl9zAvPg7+;wzWnRUsMbCQGpJ066)+Sp_99gAzM=+W=n
zt{Eute$yG9aFi^nD0e!N%&#E)M}`)EQ?8C!o2rV&TE12PfUmOfz3B3_@{aATd%t$f
zz1@Y3y88&S8gG~2eDB!5ev?NU5hX=s=F#yWmA&@hzbhWEdquB3FXA36un=ww)^f~~
zy2P>W9Fy6D3zHNe{?6R`Eo=TJ<6_w6ZCNMz$q6uy*#_v{Q&iasUB{>V^M)}HEvJOi
zmll_`*!JXo^us1T8emwZQX^y(#tG?}-NMY$2mH&D-`qUME1BqkEI>&+8pRY<6V($u
zD`5caQt7s~KJtS}7kb;!ysx*ITB-253mqY&(>5F)ZrzejcA^UQ7C{%&B&Rd*OoCEa
zZH;(KO45Seb3x>pqGkvVWuMB;C&t~M(Ezm^8Ttc_1k5eb-C(?vJN^mU58P~dEkwy?
z<9T+g<<7BNW#DkLy4QeNgz32?MOnp#r{Wj{bI$IXf^}q6A_SY~XgR=dX*Zaq{y7%0
znA40Z!bjDLCOV40PI_b+Z)Ohra!zfO)p;a8UI*uoxA0Gick{4U8Jg;_>_#RL-86x0
z<7urK@@m0yeV*1awN=!3rt3b+=3u^Ft!8wIlUKIWCu7R6o9O6%(p;eJgdTCn_5%j%
zqo_(hS%sI~_8-%x^jbmHju{DQz>h*dO2N!dplc&y<-xfkiQCa5fO4gi;6E%ZE1u(l
zJsN&_7wR6rlw+1@7@|_pqd}1UkjwyyuUV@Qyfz`S_+C!#sS01D*m$1(%@VnVyt;RH
zz;9s$pYI2+8Ej|cNUl6azN2F(5y4ceRHuX+#J~pkTOL0rrtZNVY^WuMRn^8@YknY#
zLGysq?p?c(Gpsya&0K0xdlivmJrWxMit21#R!zn3?rH<K><}p`pzs8?pYfNTGg;>4
zlX%~dMTv+D*T>#_Q5F;PxHuno6%4wLU9SKYA;aySEAb<JuGBLwy)jx4!mC1ZMrL)^
zP15aU)+FnhO`R05lXy1>QHp1(EJiwbx>4Duw<MEO&a%Y4??SrKx+N7-`KZ@d&`=WJ
zk7v1w%|VaDXmvh<Q}6U4%`n_tvF1NivHu;#m;2q`_h%A-pgJ^Y5sOg=V1B!|r3iI%
zsA7*D6hr-N;C~=q8Lid0Qy)Fmwx!c6sY%CfQS{4&&Cf))a6mnu;LaH&Yj1JCIZ%Eb
zqfI1(m6rw2<YhA^Bz2`}oKUD>?0~;E7kFXw&<cY-YpSfhij(m}bRkMW{sekc53NrO
zL<lAMcWH^pfUpRGIRaWFOrUgo*Zop_7W_FbET46UVM(wUOyE@AhSNzNj9v`0s2TU<
z&{8a8AYg54|HI}*kQlCSzInH?<>eofxCdGuS5q|~ZG8jqa4(gf!x014x2^kGJJA|w
z`?m0(&lP-*_li@Y*BTVW6U|#jX--QC8scFy>#hz{Js;X-&pfVjKlvcOfz(W|g1`e;
zQ0=5ZQw`5C0)%w)Hj5S~Axg+EIW0P=5>`zFxu!Z;fRBN0DAbeeDm`iP=J6mGlupxT
zF$=vysLY88J>ctHVL_cJdNJyo_U5fxymv2HqI?$RK6D$f*)o3>oHd{83u_fkE!Eba
z@_Xvxxg*hZ#fn5gF*wcd2^`zLzQg!&d^uEPlvmE&7zOqt=W}{u`*e#+=Xq@gKQ1O_
zq*y!Ln>jM$u6O*}@a<@59vZl*V^|2Tw(jJ}uUc5~UQ8se2%Qr7aoMQLogJ|ZXM;qF
z_eB;zxrm0!-e55=xoZ%xJAkatMqGNtoyuya7J*{uz8QS&QuMcDp`nk4)hw#Bi9wF~
zNi$b-uT0*v?#S40sA|FstP8&3LW6NWE>>GoFM|F9vGmQEs=KtLJbm=>&dg57z%m0U
zWjxPY?gISI+5+}+hOGL?nJe6a75fLYE0USfd1J+m!*eOBU48~c#rVkkl0fcbyUS1W
z&D4$O&ycfya^I+(pK_1yO?NMLd)^m%o5-!(32b!8mDu=aQcp@~V`?o)k>kh6?W<5+
zwzI0RZEQ7Ur*N*R@0awopHACd>VukgM}TE)--RvIrycz`@9$-`%D?svmT}C@sWLk@
z^c%^6hjvo0zFby`dw1v8ohkO!dpdR|7heeM+TuX_8cF?l_on_2A_mHAhCNC#257qa
zANE6~_Hh)+XL79YI1}7|!e{J;Ny&l6n9n+BUf;?-jIwTMh@X|K^c{LopUa}r@nqHZ
ze3gkOJQEcs1w~tDE_|fM)9?NVf`m%79}JLIBCoW>Z%f*xD%W4TAc@qjy5Z75sjQbW
z71_W0UB2ktcR_tA=ytSo371j#&A!f!2RJXpMwBBf$Tez@W@Zko!_7=#MFIXMIT2o9
z#0E-XHQJ6b)tn_Euyqa-0dPtJCo|c|V50$V^{pti+iBC8>;!2DytrpSp92USMAhW`
z?-dIpOV{xpxB;k@=Y(aFF|#9s&gL;21gZ8AfaELaGKA9Nt<zQwWhMrc4O7%9c?(8e
zUQ$=eSS^f*{m3XGv+0tI0_c9l*`_@r$SN2LfDv6N__IYoYVi!PN}>+ob7g1Z0ga9$
zUMp9cinS5fmob1%Pg!HAgM(M3_sXB%JSZNW9@U+{-*4*fGAozSp-V!*UX)tdC$L!=
z5X1VMR(KIoVrhFsVT8th$;?>;b0_PJi-r(V<-?)kJ2x~u7UQILiu%_$o|eE`9OrZ5
zdz(I^oJuw9`O)#LYegb%CfN;ddUTTf?Sd*rBJ?e4vEymj+myP7=3ITQsbl*xugOOt
z7KP>RTh&+UP6#jHSF9*sl(`5NpRiKSZ-(?pUy71-_ZjQN8f-yLy=8xYW4)?8uV(KM
zYn?9!#|nUxyt6~hWU4w60J1=qJEiy*S@`R$bs+{l;*V2Eu=(s~s?M6?0!bKcBu*iH
z)HN3g@6U$zGfQ23(bp(7i5@Ff+z<dP+R_hJuIi3aIaqvT^xIXoP2zDfV2*98xzw|n
zMSS^IbGb2872F<l@LIeMzdPUKVrm3SE-rHJccD~_U4`PQEyV<s!YWbgyY9%+e+Fpa
zHmXc?hkd(sRuKZDM1=2=QdQlF_E{ev7-$){ez1{wghz?(4u(?-GkOPLFYXxiz+OH+
zbP=7jiW=wrI~H%w2GnbqIp?jIYi<4icU}m1=eLivR6w0K+~A-SE06i7#Gc-sxn^E*
zg+x*_h_HG{Noh;~QY2=9za)~`{}50{0tfqiS>0o~2QSr+hd~0Z)OtB1WbLYshFdaM
zL^BQKDl$isJty8!z<<`Mr%?>I2P<dW{zC-WfpGFNXh0d3lsu-qL1@emf>h{8pOHvG
z|CuOZYV`zU2fZ`MH4`3gU-nFv&`K9Qk81c-|1$UT-us*E(`L10QcueOJG#*tB(sO%
znQJ8f>a_Uq{J19cFEYj+@FNi1z2A$NwS^>oXRM_jJ}%Nx>@9t!yS4QZ`t_&hxgLY}
z*s-j+|3DWf@2xt@dI7*pN3PDgKPiiE#NJB&0sq-8ionp3_BXdPVmHQbZ`nVu`?L0n
z$7afW9+qL6l-aTbnFQ3T3(vH0s~rUXkl{3=j5|?sr~NEeDTa;L?3r--Xj{>9C{5Ar
z#nNXtiH8lhfr1>{s&{)bUr32$(E90t`DwG;idsgj#^t$Ot|(5U>)XRw&O7Uw>y44K
z49g06{i$Hjdxro4k@ZiUT#za6EsERF+5>smImef%{Tzjd8uPnA+PA`)d+-@@?$3E2
z$LW+pqw9$|?AKe~AZ+X#UHwS8pB1^8sQ99Hhn{VxQsax`YhOHxj;Moxu-(?66FCW~
zw+vdZbN&PEt@LM6xmk7Q?s*!=aMy<VSk>Lt(u5(Vn?z8;VZHy5%XDxVg`NlX5lW>^
zU*8Hz50cqQnm=M2YlkZG2TVm?Y5K}YvvZXDK>c;`B>2n6ntHz;>OZ#%-lRvEt8xRa
zgbS2vp%bU=s;mfN2mAHr=bfZ%9E0Vz(|Yb0Wu)BnaMuyxqVz`H(p^JeDTZwInj)#i
zNA5&WkTc6ROj9kwUVob<sYE50Gux??zq#>MXAO=IX8@^o^o;&up@FLS9qMU0L@%Xh
zRX&i{W3I7g8EWMm*ZddgG|=|?<hrWen8@+Y^r#0ge+h-zf)%>>Ja!_=@>n<5>i$44
z_x=0b{El(#!LDbz#5|70sFRc7^VYCM-S9JpxszY3w?4;6vWK0E7=M(Tf8r@vp~=6^
z_RQdO<JMSn3GF{nOZ0UA+~k!0{zj1)qk7bf2Y)p_4JO5Cn3H_aId+!Q0#=GYRF|YU
zcoD8#XS%%`W>+I1vmF_ZYp0iogMI!3T`sDvAD-V;`~f)2xBf{p{=xhe4@b?cRz}?(
zdR(6vyx}<gQ_eWdPc}zs_7&5-Xe42;Zu<Q8jd+-_-JdRJ==-|HnBOI}BaeURjE?6f
z@Zf;MHnJjVYr4AlFt$}ylXoom^03_b<==Ol4Y@NK_w10L@&+a=`ep~%Lj(0&vhBy$
z_A2!a_kTLlGMGnQPWs!AM8}dZ3Ypck2p>w3ypty;%}W#Y4QEnAv9Egj??TGRVi7)Z
zdCu7#LJ0?|Lv0^S6WavZZh(cEA5E{Ef4pUFGTgb))NE?{yYhLthi!X+Jpw%4=-Q=f
z4`#v32yOW|etkLf<-_oe%O7Lt(FzHmA1r>V!QeE?XYTkLr-`#?&F_gQ_4yAet|&Z`
zT(ay7`pR4VuBvdWBc$Q&ZhgxesMV_noC}Soyx7)#7_#dC@gIo8>-}Ly$44P2Pf@RA
z$b(ZpXzkzVN&q9FHm~;f>%TYd&nb0pPOjH^M><t={D~9zD{KA&|1z)W_o`au?}fSx
z=O>@#J-qY4_J;T}A8#);f3He7>*o(#XWV?wK~ZV&1uwC1+w8kX*RweSTJ|cmV&C3?
zIEF?COF!JL;{5DLy1~=V^O>M{Veg%?_D(syx65J1mM;YT=t2wP>&pov|F9rF>0N=3
z9U{eaOFZqb?xb&qd%>Y@+mpJR4??Sh;q$PBspvIDA1Bl&=Zsmyx+u=j_V$lTW=&te
zq#kMfyek@XHq>Qzm7rud#Pa$9Q}5ip3szAu&|B*`;qVR3smOZuIB(GllXlzd`?EW;
zU9SfoV@XT)fAy5Qx4yPMjg#!wxGvi*QEO+xEg(6}SQVOQSa%qQ{8&$1Mc?~Ud9FMB
zNto8#A+;?BbkbJ2$mJ$V@YO$DhsNzzu_vnLmV6Bxt?qIiPh8Cf08gUsvRv1N*uPrk
zhvRore)JDvTXs%o<9MnAexP$gDhGH%GxWc16XKYxcnVM=P7-d!*X7A~Y7k;G_SSPq
zwYE(YtnT15m)T}@y+r-P#GRwGhL8ZYe_A~=Qk0--wovTtRDf7HT>l*s;CrsiMV^_~
zufCf?ufP>PqA5S&J%reA^N;p*y^aXYP<(dKwUAs5dRDtlK3HtZyLkBc*^SEU&0o60
zufBR4j=H<ahfHb?y5Pc1U+vS|4EoCBwY{vQg%>d*hg$5|qc+qy##B45M-JQ@7dJ)3
z)zmiJb-2^G%eePsm*!k@Va}M_#5=4pH}}-w@*oufX^~NiHV_TUi5{S&U5o>!yp*LH
zT8|{&`HR01f%P<<Q473k^ITY+LQQhKfNLzKLh1V@jMPhR31`v%fAH|VPVl&fHK+^G
zDR5~q1KUemmVv;5#8d#<Y6rzEcu*o9*eSi55LuU71JC#Gt<Z&r@^PtCqEqls1Zk$M
zetSiYi_tpd5)4EleW;trZ<wO*Mb(IBzHafNd%<j=MW#t2eJ3!!SR5_nJeQ1y0;MVn
zz}&cBOr1{W(yZ%{lhNmPZl=lWNy8Da!50GEOsBzS)PIki`r+mF@Lldo_g9A|q$UQb
zX4pr>Y5HzLP|3qD`$74TKYR<bf=OD5FtmrQ$uG<+Tl5(J!vc|qkBzy^dg3=${bj$f
zJ<NMJo>tDaXUXtpON~%J<Tc|kr9c04@yo*n%O;U><1?3@Y6?>%>l4CK{!T2b+gp6*
z(YEcns@dkR!S+puDbQZ`iRja${zh5V2(wB5VO_nf1{{F*Fg+V~hJCM){oK4S&2j8)
z?|F!@+8CGDH0<tFNzJFcOfWwCJ9$}=+1U$=iz%;>UN9t`af(krGE9OC9uL2H&+V-b
z-t=Tl<^@1}qmt*fK89PlgK?bFtz{qx$<ZS*@u$DNcm}1Me?SAE)6yd{>1C;n!z$}H
z<aO&Gb<B>(FPzgE5gM!gvi#0R^&-d5;$nU79ugInj1f}Omr>AWGu6B1BYRf6Oh#p-
zr5(|yJG#Ep8gNzI7i@%sc&{%+KhS;0z|wTG&S&t+@FgU_N@xT>`Y31^kLGu4+aGAY
zBY&-I7*ArCcYVitJch5)6Yg|<eeE#de5_6K*^nb3JD}?*dzt{5bU2U(j7rT3z%u@S
zLz*j<v|vnjAD+a>hpifo%!^W*dBqUxMhOh7#-L5$3r#z;V0@vD`iAT+ImsK#X=0}h
zc!R7lBq=_?K>5gOOWzbUe@@Bp%!Ldnz3dWPxGW`T>i4mgVRt?Z)K|=C#25Q=X4eWM
z$SS4zvWP4NUmqD%fIy~((-ja>3Hz|=GteL+Gzf_-Wwa9nL*mn+a#IO5mZ=j15^u(Z
z)d+M@<x6^>LM_dh9NX<I!_IS1!wFJ_AY~o;(L8jP%;NI}eit?N^4-6^d2|39lR~T^
z%dKOK0K@&04Cp=#<a-GdDpI%Jh!92*&vZ+|DhOVnYlf3Xop4Z?^%2D%cVQPci0FP&
z3A)X&*C#*o5wKMiJ0%bdiR;M<+N@bq22!im?#cq{hHDYA$_l_6qTN+I@K`?RD75n)
zUOepaQkNpNwA_q+2cmqLI1GT66(&Prn0M@+Oo4Wi*T~yD!<(+Z;(+<kZaStgt|jjU
z$fvjLw^7kun$~9%2O_GbB4#6Ws=EmsZNu8S6m4=5K&MUT%!nw;B%sJHq-WMeZa=|g
z>+#y$&)h{F9R@UNOBjvWN(ZVCqzd6?nKW0Ch)~j%4Hg}MnG1(fwH)1_wdb$iT*?U{
zwV5Or2afYsUIwb9*Uy`uzGH~S!1;m1d{SF+fYIu1giIEh%%10XAbwG@qwMNODUx%z
zmB(=HpMv5pYWzqC1Jk@n#4?b>i5)%~B6qQPCu4Icc*L?79LnYj^`DN32>mO)PM|{{
zW<tyY2Po+|XpdtG*B7fC_hy*5`tS!bxl_t4XE9yW(Tiz71OId($y;Z`Yrw_0fV~H4
z4r81s?l&Yt2q;VwoJbYiE7~b)0P_uE7-gc^Ah0HK`K@TO)~t5EM=){Kh9g+`lT`pW
zU(+6<;#Tae8Dug$X`2YaWfp*DO$h1OYQFqaWsi6SU*qvyHZHPmb1YgRLiWWUE<?uZ
zfBrVrEH1dw#3;-s7arD={HG<g0<`$hc@7{zhMEcK^iwL}F>ZDL4KQ{(3FeBrp_S}3
zZGlaj>r}<t5OZs1eL3HNc>_{xOhVY}<HuEg^PbIKhAN-7qgTxuEM657tffP>61~c#
zyT~Q;{S9rO;^b-&J<ITFomXNOp^IO9%u;59gOFT4!!YEndq2xRJX;<6lJgkC-^V-J
zI%2LL#HtOSiQqK3m_jc%j_B5WbDv8gXYR{e^sB+>1B8ZK#gx7VrCpF_X26r!oe)xr
zjT6Xo9LpYQt19(Lw)bW6md|w7?lYH7h>_Lw$M_JT*B!jb8f@wAlq~EoLE>!|#6Ryi
zXat-kt%3t6R=4Hou*p`bcBaeo2w-Dm+s-wL?b<e3Tj|g5^=Yp?nV9yq<p`^k54f5U
zuX|ClwDP-8VvlO@yL(kGlJ(zzmjZSYvl4AfJw8w~ttuLbU{EYZ>Gzl2@6lGOoVaA+
z{)z9@?0)43cU@KSu}WOI8Uqk{gKLM)h@)9iMiz1oNgJYz(nW?nxzVSy|7Y*cYeV?_
z_3U(iN$XxP@W<Z{%v&(od5K_x0(CFR9P8bJFhWN#Q8pk1r?0ebpbel6<j#=iu)~7=
z(!$IFK%WzEICcs;O^=wG84R~N%i52oFpd~&<Yi%m%dar0R@av4&fY|aluq!DSSVnl
zQ^qHAbEkw9FsN9`{J*6PcZ`$GiGr8**3G7&0i+~HGt4%?%2Jash?MQM=*217GPH*%
zBd)QoMr*STy^om^ivBPqhxDF<2X!lhK^Ivt5`s{yITSZhfP;gEb!1!q?P_-y$y1ZQ
zr6g@$z#4rnF`os{1S}Zn6wj0e&?HBcUQ{Fp6|k5YID$+&M7WIuG5)LC)@doGmvCCI
zo_2zy#9Rrv{$?WGNybi~sl0F5U2E|me=t~MWT>%A3I9Ud*Bpc%Zjj(H^!SXMiFzX`
z{^(@a^5}*Bg_I4Mn~fJ=En==TBtMon$}Qfu_|E&w9Gj|!HQ7b<^1Ew3Q@_ic?th#0
zU=y?ip%h<o<;pXTf%1#}n+3d3{?QxK0&DZ0^*pYKo~7F29?NLTs}F?S6M6|#f@;kX
z2C)?Hgqc`DmZi<}ugUP#G=~*{3{T8L0F9q8feTCuv^_Y7UVL|#QB`%fDo5?#oP3A6
zPU=U7+1h12Nl(c#k>cR|)Ss6>3@jM37_|%S56$&X=^8<D7BTrizoNMrb}V}^ZNm1f
zKzAdtyI{sL^+G9(OV8?Tu!dzC9wJ!05_ntpfVkQ#jHI!)GFc`J3velQJ38u^n6j$7
zH(wVMEGz>x@$p~{1bT`PoeJz^s%Y*Fe^ZTc%4r?hvUiWzr8XG4Y*-|P)Z#T|wbTPo
zEJo+pvIfj0?01UIr)jU+Jy(x5mXBb*0)jPd#-HJWZyJXRdx<m>4=S`}*0CmpEXHID
zB^$#=GIcDM+$kmrD-w{zGu`;gST;qCa2hB<+g?rP$XylM{4GbA*NCR1;Lhez(%q{}
zbwW<=`%VGmeW%(0wIUJJC6C{TF#J2(-~yJ%=Azucqss5McILov;nl7J5p<P7ne9%i
z#H4#lv}xA9E^r}a3L$~G%ol8xul(}$Lytf9^!j+;Bp^a%%Q*Xt)3|A&w|+nEjN1i`
zapsbFCq^#jplyXI#jyP<n`WX`D9y?bU%UEo_wo-PiQPQomUtFmF><~zrqiLQYL>-6
zQH=HS?P@_c%UGq|K3E>H6%Q~{ToQ)VOUOWweyAZTVy}V~LwJ(|<J-IC63PK|HOqG)
zWq-*s4G12OTJL&L1*%Fv;Jg$%;SAH5d@R-ki}Sgu@XgO_DzdJfpwI&_L13(wz4L?c
z<?wx&dkIQMkh)XmZur$VA7k#=SY<J97bN!+>Q<e=-|26I&aH9u_P*OMsMF^NQI6v)
zQ6<wH{eB30&&s{zNBy$7Q<!`f<#Y4wrXHUKgQ*7x@E$Fu87;SZ$>oWBF9GVO{&!F{
z_0oD~egd<jyA@rORKu+uJ_k=xpb6VR6Rbk<I$>|Zu-sv(`YQ~Kn<!o;@tq3^Ue|``
z^n#8b=71!nV4YgZMt`qhE=Et}mB>J**>u3L%_G#|u)(yb%XU6HL*qe_dXq0<R9wKN
zzwkfM+aM0sNd+A0MJUwYs^LnZ)+(pi#UA0>bu%lX|1|a>N(eP)Ce3iD`9?PP8ybJ>
z<oQ9F>&g0FzK37SSi7>3qVSP0Yw2Zx7ULbfU=L#uylpU*GZOxuyWT}xv7NCTqtXB_
z%V*(f*4fm4l{14q91a()6kFBiy%Zq3-Yx2Ak(#!{5j|aWZ9-Jx?@EWqrX_(jpEb_!
zr!1;O*IclIvM2dbHVY&o&49_-{nHG3+Izf5x^dIc{F@ADFLC}TfRVaO`j><4?P1Jg
zWjN$JI+Wt$K)F5#!AmfeyK^sB>PA-&Etm?<AjphaSib1!f#%y<BfPgWIVU;+TF64m
zH3!6MJlgn@Wy5yab@D_zSmceP=pKoteeV6zl~>w-QXL}s@~F2!u*8(SO7P|6Sl@8;
zh<C`}{JG4iF@|6GR5=pO6x60@xJrv}cy!U-KhLprKE}_m;_aW6yW3S?B${t#^8qmO
zPWWGxBC8Y_wn&BV6_bBEQ#9-(2;5GTS|*?YYPlO~#r;LkQevq_uy_f%ZFVYtIIILv
zuy+(DF@7>pWJ*X0MxjgZ22mm~XZZ6ezqS}(fLhv-6`>G6CFCZIlkV3OTQ}n)-wy1P
z?uFu=N1pzbO~wQlH5gk{aP6zNbt7$Ba;(@a$M8VcK&SM6L8FF6xGk%*Ot=MvC3<l9
zlG<*3h|#90u&H{p6^k@IpJJ7_YG*i0!KD{%;JtwTD@4I0<&eTvw<yr3z<Sp^?auqD
zjew9b!2N3%`6f-8QJ=i-6xypS%(;B&S7VIp?{Y$cv^2As{$+s;Spd?hcRc>Wxh_Wt
z=?E*#?YZ8aB`+}7V0p&^OzyV4BlJYo>3D3BWtL2gv3u>_sb0tWbNQ#1<M&Y)Owo4b
zbFd(}&&@k()#tYTR%h&CEX|T7qBAgl$~+DJ2yLgCbRbG|EH_WRsBt`E={yI^KImgN
z>8i_h*5r;vj}w;<=JrRqX3W%ho$d3Q?j=3Hmk`em^&D&5Wm8B;;HLQR=$lF9-xU3(
zII{0bx>#2GuiesPW7YYRCC&6L_&hk(-)yIyEgHm4u3)D$#Pvz2BxdB#JS`D1fJ=?@
zKME?}&<wPDsIO_=L!^F1`>&wtKx>}W#ugCoo4;1gz?_{@HPj}zv)a8CGFO;yeGNv^
z+8RBZelr)iY669pf**N+Xf+X@%GwPbk#fti)?W*F$*=6`$XgTPeOOhhp2IKsPz`G+
l<DJ3?T%GAFApD@4_31j_$FHmACw2CETF<|Q=l%Ed{{gPcQ-}Zn

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/images/image-16-Corporate Executive Portrait.jpg b/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/images/image-16-Corporate Executive Portrait.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..cf5d09317e6398d1387a23e9d499cca227770b46
GIT binary patch
literal 132532
zcmeFZbyV9?*De^`olqobXmN@K2rfm76o&vU5Znp`r#Qt4?!lelPAM%EcZypnPJsf&
z3x#(2-8*Y$&Aj)n_1#(TcjujN?#bHuCue2lIlr8J_I~!W&!43~8vt^3Wi@301_l6t
z@%IJzvkFiI;N#-r;o{)q;o%Vw;1d#4lMoXT5z|ppkx?_!Gcz&LgFr0o{2VN7ykHQB
zQ;dsOKu|<PgqZ^>EiNR*FDxSTZ(o8zKtMoDL`+LULMy}yVio!y9)EfO6!<tR*v?oO
zYyeCO3@i$aKm7pazrPa)<G&2R|2{A<v9NJ)@$d-<iT+M#B?n+)U}0fmW8vUnWB;8U
z`1f-FHU$nPtDrnCm5wDIn>)2oXmSxgSfQ~OsQdW`yRel<7y%*8BU(E8$4@voxwu6j
zqGIAu3B_kh$||aA>U#PHhDOFFFu1jit)0DtBf`_m+sD_>KRn`XWK?uaY)WccdPZhe
zc203gX<2ziWmR=kb4zPmdq?NHPksFZgG0k3qcgK}^9zeh%PX5(+dI2^``-=@&(1F{
zudZ)?-roHiE(`$He}(n;{l5bHzu}_ziwhGQ8w(rn-*91I`usI43Tzx!L0n3C9Xv~S
zDmI}|d}@W{qQ+hVu(0kApq0mGLK=3F&Btf|2JOEf`}YA0`+tP&{{Z%X;#vU^V`2P#
zcvutwS->S(!pCz}udly+{s2CoEe->({s0EQ-m*)aK6L#7eEWH{LkQq3j{RTu-&ljY
zKY;Dm_bH4%zrXweT)y!-#|aERYyYiA`gi4A{{Ze}ByKT72sw-Ym;E=^K<4Am)jt6C
zDDyvn_TUF*#y6p_UfsL=0i-C_{Q<0g{GEvWAXkVP%lR*4T<&rNO44k07StY2MYC_H
zY8`cz<DB87LbXri*iutW(~8%J_l96*MinOakGmp0CEk8%Bm2R>eHUu(DTDK4hg?MG
zTdJm;U`C3v(%rr^50_!AD3bm)q8D>#!^6?|`+nM%cy{7U_ukjO6~6aBe-AV$;hom#
zsv~})3@1KhxiCD?jE)!#@&9nf4)S_Ro-y3|Hqhjv`CCr$Gj<o5{W000U6cVw>@#)=
zq2#47o`bUXIf`_WrZGb6-&+c$L8t}iYeWC=#&_o?h~8{K>Ot~CnN>h>K2@`f=Kw#?
z+LIqIqiy~8TrA%_>?Sp1o%YoHD!_6$l8BlGBSq;bl_UW{AzQUpY~#Oc!9$Ho{*a*%
zxP$5Nn%-xm>K#)$**%Zb#A@5fuE4Dp?&(<ftJWCOh|l|%Mjn3vBv;tcDJIsxx53tl
zX4}Aos-G$^W(MtENaK<~ba^w?pCby2^MAazj-)NOsu};E<!}B!w0{eUQG@`l;rM;b
z7Lns8&zA*;tdO0+`Q;_!6=iJurg2}8n@lTZdR&6&r0Zf|=8fQO9DT$UU+moMJr}6%
zqhnVBhWJY9{zY8^IK9W@DQg@OtQT&mE2$}s9YJR+yDmjIF_Ft{-&yf9ShXQuy1Vv$
z)3pOTN6v?pVnrg}Om{TP9<?s|Cn@4;t8?V(UUK&PFCkZSLw^8umAA*BvJxY*hYi2V
z-MzVatrc)_B8=;4E_MJB2ynY1lZ{4iX)3YV@8^!kC-+@qt#oqy(m)rqd{B`D5zp`q
zr87xI+Fm8!PCT`Zy{<X3S>zi9E4d3*BU;+&?zu~UKaLReE$!fcFwb<=Zn&(ofb=1~
zLr7IIQ5^QOo}=pCYfB}|h1c=lo}B3q07?4K>O2fZ2ZLHRx1ffM*VkQ1#IHN7f?3Tf
zR>0g7Ovhj1;FyJNUGLOJdv@EI{I+t!z$=idWz(Or_I-3^4AzH@L+w{bMj7XO2T@5~
zz2E3UW%^Rh`c!}EubGv;o_>M>(Azl!UE7e9aB+%8o~y`g$ExGMInH~p&c|lZonx1w
zr6H)Ss&g<Pvv<8>odA!n)O%~x^IL_j^MS)8e-~zY-4P`_G&pz{St}{-8Do=N+luxr
zbrt<Ub<WYPXvlv9qxf=kA=jl`*g(;na09&O5xVH7STn7G8>z5(<m-lL-(FRDX%oLy
zM0hL;tDwX(eB6%)tQqn8GO?+<@?L?SW?;OUs)g+~k_^`)s_u(<j))ve4w*+8Wza9=
z;hX5K<u<_)B)Pi6Z@hcQ@pqurPs{3=SRkG^rHLB!qwm_HRat$l+d5xP_1<%R@w66M
z_!e&bW8mG#><WSurr(acD);!ouwA>*<F%4_ii4RhdpqM;u=$vS`|_|P*~3Ln{vUuw
zx0B`L-BP2rl)%;8H*P_N#DOFZbdb*6umGk2C0FxrN)~<=R^H4VYm__`X;my?_=hBp
zIkx<K1WMF;<T^^!fd3%F_{ZSpAAJCTT1V;sWmCshr3Qphx=Ado7nBdQT6eJ9wQ)1b
zY741-(1>3A8HIq&n2(R_7AM5@RHoV{!7`N2`>_QojqfbnG_}};0VU*vd0J42@;oNv
zd1y}Z$!9f5aS)rn@xpG~JJk_mWjt?J#2>(7McLd8C#6bvp!$Ug5pN2}Wz1{45KW=t
z4jsyI|3*S1?`^Lp#haVIsRx2HawUjh0#%D_rFKJ(bXULGge5n2H&48xf6hbJV)MeA
zolh&eB|C{9{wfVhvL?#ScB7Y){ABJ*cBYlRwb6uh7;)MqvS`ny6Rj0+->=tEGu~(E
zg?twEO}sqVZcX+prA2T6q|y0e3as4J{Vrb)o@^N0bh0<vR^&Q%c#pUm;NT%q5+;UW
z4KCO+K5B)sqPTVj1K)ajuRrp3n{dZq9G!q={ASL;yWI=jrX9S&CabFQqEL?$=c;8l
zShK}RtaBVle;@Li!<X^K;y3V+dFh8U=H9148!X8Mi_+O=^lwzp9!D_Ho_F<U-3J&3
ztqy<I37ll&aq!|*KG$fp+avCSH04vhVizhsuatVr5`Jn9QdD`HO*2m=Eg%jlazT_U
z^jTAe7GzZo56x7pv^N$PXY3Kvo6LR^p)xng7plK__Vul~3$w~xve_5qCeIWuDsJt{
z6CPbf3-${>eg(AXcXa~5oJUjF@m%eu^_%ZGG<ZLTVEGQf5h`vntSJ{?>)EGUDT2eH
zOTQg8#q>X)R#@UTSFD;3%uWzf%$^<cC_qFDYiqBkgAUh7@ft+LqEGp(xdK5{$||S8
z?aio4>4T~^#q#8d^*2&X@=iQgd9slNCW?s`{`8;PH5L2zjCaD^3ESAs-V6r@6_oj)
z1Bx9VBeM=j28E`Z)1iL=*8ciOZ5tv&Pxgo|(4dr#@BZ5>Eqm4yPM&UqPISMWaZ==y
zdRz=;B1owhwCamZotz*8?|P{#aeo)4NWb-jA)}}TVl3Q#2$QojpN}mMIqtchoL-uq
zNp~IdLuuFQq?OFx#P8&fZ=Z-req(irc%quNnGMA{LZ)XZ^Gw@(XkC!&cY0k3e{f{X
zeTb$7jyTeLo|&n$>vj5Z0NhOnRd_ct2F<C<RK-QoZ7r3kUts(P7~bL^07LLj($UB3
z(?5Wc?fN91qd$QEYYz1v=D+^ke$fY=wECt`n#^6Nj}}`p2(x9Q|9NL;(j{K&lTp>~
zy<A^x!O#{rm8xQq_;W4QBV_mrI>ulUgB4F#Hn!BXk23uQjqFLokx7faj9NQ$=8sCc
zc@!u^W^PuZ<0(6f%6Io1%Z`{30tU{z8P0Z4Tn9f<!Ab2)B6eQ~cgp-&9+`y$zS1w$
zE_+O3O!E#WI)gT2(BHh%A}_@%!G!GI*O+-9)CNUI5@BValGmd^yeiP##}zWyBCAa7
zJKecbN7JQub^CTh#YiW0hO|%vaH9|S*VP!Kx}o!!NX4oM+It6%`jw+eQwB!|>Yk`Q
zi@|9z#g#c0tgFcUE#nh@L`N*ky_?;S610%qnC3XorTIRp5)8|KW(58G_$TQ%x{Lf8
zLA^XJLl&vtH22t^=WSm)%f^`Y>iEXXr3w}Lel~D<uvQ5>KtwzR-w#6m{`2d9>MP&#
ztE?_(R*=LmsIRF#c@~<S=+Q~NDZ0x&93|Ti#}2-#_M@l}hCEs1Frdhdxkkp<kX=-t
zIn}%F+%^OJ^KqT{jY|l!`6gvQQizN6za8!uikwpNcf`+DSN`Rjq^c;j@j<X15L9wE
zuTwLbVy)Rp@T;@V_D~jenoyjr4Q{Md6n^;KY8H+3Mjl_ar%>!kx_o13KvS$wejZGD
zr<yP-41c|ECM0si1ZPKXJS+eqEwk7U%MZ(k6@?-w@&FY?aaSZ!Hu89SGHN&3jcj`U
z7o(MZzmxQ*G4@x7Q>;;qbwbiws&(G#Yj#Dl3w0yho9r>ys$XbPn1NhN`GHy|0mG+k
z5_#b)Z>+Z1>F!Med1$VAh`w#FXGQN&>jrxVDp@Z%J)+UP&KgzWzE7#7C6*pAf1g&W
z@}dFX($zXnGK6Dx1!)-Tp|O8OLiyb3<67YEe*N8)TfodJ#^X<P2Je8Ls~Nyr;C%PE
zg+~POwv^qSz7gI{n8)|{iU+I2tN_{ig#y9Um@&s3;^fJ{k3~nw>l43f4S}V7RwOOB
zQi|ebQs%J@t8WRjEVdiLRJY;BS?79}-TaevrSwh{@{?NX@m->PFC}|Nn7>I=Rvo3a
zC8}QMs^)ItM$obMueV?+j^zaW6AkMhe8ayQzrr;tq$FAzLqu^P_t_Q)a4L-_|KJ!n
zexfRVH`7O!C-f;>9F#xL+mLeHa$gdrq&Yze6n#7LEBvamPh^I2jZ9lz`LW(EcC7cH
zs@zdmPUMUDBXCI1cSb<fyul-P2E<BEW4cCD(t0|>quh^JAGk;;3DmHaQKYqoo3=|I
zpO{vOPl&GI`l!wk-}wjRwB72$6_X1Fs!jQx49{oJCH%x{pl(#$+o=wb4w&5zcjw(F
z%4sqH%I$<6>y6tN8vNo^5Qpb<v_)6brUa#NzOi$ciFMp@tO59{-cTc`3w6A(s;Q7^
zyS_<@m(Ke$tyV3(%h*kKa|dNH1WO$}bM#T{y5-AReBbva$4TFNyE-Y)YADA?@4mh<
z@o-XKRVEdU*k5RM5h<dI=l_l@X;rLrq37S1rOD$S#gNRLGYBoC-L<5Zx@bjW)RkRU
zSP4k(2!IwMyamEOSf%tWcB@E=>L>RFTaOD_YDuJX#8y3tx5g>ftuM$HoayFWdZv73
z246w19mtnlB+I)6M|D$FLUmNK%p97UYm8Wukqn>(gUM`O_Bt`nZ^5<x-*Ys4LbxKr
ze5Y=l=zsN%f74J^0|^Y3InhUd(wAhiW6nuV?;VyV^Y=uEXsKUHZ5Wv&ijweEI}f^m
zsXk?vxJD><*hM*FG)|fClJMd_;k+pdMl0+vLA#r|4+`=sajzI9)^V1+_8_y=xit~8
zeiPz??Nfme!;%^F)99f}GQyKSdiDJMFYeK}3xy#ZhUx{?_7pKm4`pAObV!%b`t!XX
zby@ohajA_>*GwiP#L0l66G@Bs2j2l9pPZ$td@4{>*qVq3Szk9rLCY%bmxdqrrGh(E
ze*lC<`x7oars&K#ae-#*AnF=XHD3+792}oE3#@^g#uJj~rR$HIw`@&Z%-&S74$Fjg
zbEjWU*hy&Oaq8nGf+${eh8a?>bjW=@AAguV{_arx)GAP0v#r20i;IDj`IN0d1DQTB
zK^JSNAm4i^L4RyHyW2(Vd_s%}rq*&3|E^L|hPWGum@W`JUKd7*foxmC=O*1}_8`<0
zu{?_Z|8olld$j{}8#s@rELYHjr40l2N*v2+w<`N!oT<w~2b%9CD|FQH1s@(hq>EIG
zZa#9nriQ6BeVuS$Eqijo!rzAl%+xD#)=jm4{0?Ji0hMB7FuYw{E6<*9Nr;EN)dCZC
zp}a5g15w?B@9mupSs8Xba-)CWG~C_IrzN<NuHzAYoST955Rz$?-atyQ84BFLwW3NL
zXxAKvc9dpGw^P5#-d+B5xdHTV<gbTS2)+*5Uj#Zb1f!@>^b^DD0&J?P333P8G+ogz
zoU|AWdhtL^TQ$8Em>V023EQ35^gf(QR=rVlL%=GhiXGCW>slTs8Z*k$#4^WTS9E+m
zEDCHt)0pm3W~-GKFn={`0&pfyoNQ%nH{jR>&8=(gva0+6z>4=!89cC6oI{B}02=P^
z0xYh}jE=sWulW>ED1$7^oiKr*w8-?>B{m_!5DBYVMe+=mCNei|e~*=&P!twwzAQ%H
z!uwQ%p^+dogdv#wSu`3`zV`?@@9cFs@O(FX7<^Hl%x^<mYe3snzpwR6#3l~7k<-Bj
z1&8Y5haU7&lkXvewv|k<k^o;Oog{*ZYO<0?nBtDjL*mJ{_GgOi<2o(0%emJ3zX(SL
z6BqII@b`uI_SB#g2}InR<H@zh24z0NE(b#497GvX86r(e3<DS2=hgf6no9YC98u+Q
z2vkT#2`LZL@7|l_VU~w`_m`V8nbadK#H^sRkvglJKEjPO`4<1n2kvwQM(S&+tu?Y%
z(~&OTTQyuVaAUR5?TatroV<PviSU)KxCET=9ZrRhgF>=-mf9uS(nnOZzRi>CsyDS@
zk#P>Cl7bKK)UHcDh4x^LGiqPfd~MVu%&q*?f)~a7r7qKOy6l2RHDq<#i}o7AA6HT~
ztA;btr7GAO`YJo{;`nZ11T_=hjeN;40!FECB#CcqB%4Df`e7fE-ZngbhGESdz!c$A
zt^19S__yK2rk2$3h)dsrUa!R|mWnI-X=dJZYU|md@OoVA6g>1}JIx}0Xgi`83#i-X
z)sg*pHHw9a=$a`#Udg!)x>NHhmb3hy=??zIBLo=NH)tUdMcw>bz<d{{=J@ANRh@Ya
zWMxJx3dDP@p2E9p&t-7I@gac|PaG(ZrxiW;*mPQbw?B5<eKo^iP@x5h&bTkM%z&{b
zB&)tQ;N0bm#ZEd!4X%qZX&*XLpgV?Z=bunA=>vl4n|`#^v8OT%PI9Z2yy(@(e1w!N
zfHe{;rP2HWTp4;Kms+V2`&!^1^<39dkYy5X|C|iQFxZUGmK&O0XixpsBgrygwfvbD
zxEUb`rGu1_G;UyoKga0+<#Qi5ks1>xADOgyDzj%?-_ov-I4Zg{gDl7#k<=R&+aGXV
z%8?4-19R=3SsB08XGDL^X^BaF3n1;hs{R~lff>G-YE%p7?zF+n=aI}=$`MZ+`n@<)
zgFiUc;la()nUwc2-55KC;7IAyr(!n&zav8(t>Z6l+~RXg=|ZU}Qil>KRcP`ARPMSI
ztK7GO-v?vbz<8k1K;AW-o4a1*Qa=3XNL8gCVyk5YUJ*Xhb(M6FRRWzYpyU<Qs;J<E
z@Nx$NY>P8>AF9PzR}9)yT_MrI?@S-cliYjh2B1;(nAs?%!r0s#*0P2#XBrl@Nh+|^
zQ_^|TEiytCk<M5po>~d0K@9Ei_Dm<Aikdx<nQ7=Ahb}2kH!s<!lh}(k93mHXrXB-C
zV#XblN6KyUX;Rh>UdFG{plXNNF}{{_Ei|PW_XS~m&1gW?)oHl)LM?k!$3<~cq0})L
zd{#|0x|kgC>dO@EdXbhv_kgE@5tLhba56Wz!hA4#JoJkj5$T8Js~S3&$?WP|z3M4f
z?J*g*Z)9-&-7Kv4V4iKyXz{6zE16dD_sC}$Z4&957bDECV9Vg_7XFIDUi6Se*ADhm
zqHU7od%oY&N27IC=eG72No24~f-6(>^MZ8L4mGhUh*^EF^%rgPHQM$uDRxY}i|f^U
z5$GWg>WUgpZ5YY=Pvimqwex>c$9}+T?D(ysmyZ2%^?;2WKwgtk>fAYx?y&RcQX6Jr
zjS`vGtp1coP)KLF%AP}I1jer^;R1O*j-pbX3U<@*3|W3<wL1fjr1bM`Dbnrkm+vwl
zN*cSl$%l?D_E16zpPF0=Fs1k=Ug{#y@`VNGv3g8$51N3oa$jnJFOMSTadB0)Sm645
z!*_#pOLZQac1rYUtl0PQM&iE>h*xkrlCZ(FSgo*jSx#(=R0B8$P#((Bh<<^Q(u3On
zsA1^*EvE2o6XvCq!SJN=8b<hpK?n_dlCoqtjAa`I2iMw8=y;H$fPI17(@7YigWPG@
zLYrzF?Lb#@HI53|Jat}_P0+Paprf16r~nj55uuLZOl*)f%~rXhNke6wOXP_ao5so!
zKIQ*RWl%uSkWJS#pL<3ytp-0zDkmFn;<9{yZxxx&7XSAIr&U`^<5yu$V9}XnLxnSv
zsO^Au;1KW5xb$ek?Q)!_6CFMiTAz2_RJPR`qG*|)*76(jTg#^q+$wV+J9bE0od*#|
zI;v4JX*nQkL(Y$|x7#BlXeIX)Wlg!C(rUm|<<HiN;UneEZ`SAbvFc^!CJ_@#2^l5q
z+jn{<8qtd6T=ERj)KSo(GB%`>>CA$u19jkcYx)bg<kG8KALx0w+t@wu*hnB|OA7JQ
zVC#XmS6H1&df>I%Asi<5?9sxO=S7JD%Q+pC?hgRV?7qKrh!D<kiZQeclaQVP3Z7c;
z;~<7_?(}Ts-NE4c@e1ti%I`|v;Hea$6-ait8ra!Y_+i$>$H5)DU0^gw0hbJJj<?*K
zaJ&lsRlCHjKGyv=ATr+h^qg)*TTaFCvoHY|nPj;-D>9mYA`I-SqP<7FFdY165^(>@
z8;^S$Yg+#-o<0HBag7BJCkkMjG#y3D_f@<uSB*(IkG+OqU6hM4%D>mXc}H294!L*l
zZ}eQ80>&=5f%9qiBP`q5iE(&&aAH4WkUIZUS-axy&i0e$6}j_c>@<+I7o?0Z360ur
zsIm5(UCSz;19(lSmlUlIh(GiWuw8SsBTN|a^Jp<{s^?6wEe8eH3@mUZtRJ|?vGa}H
zUreyQR9eS1-pR+62;^Qf)lXyhx<8D!4kjBHUWC}L(IDb?n0#xN-<wnse8Mc;ag&2}
zgh&#TyB`^RW*EUStyga(*hs-u(a;yxx0lP>xVQv*vkAuo0uS>#C4+uoU!m<y{M+fO
zc)KX8h7<y;$F1$~Y7OHeX{*LKp-?O-12ESkur*7V!*{?SV5*KAztgn@A}Khe5wH-m
zwx7}rqID%CJJ7}1*_d;$r#o@fr-eSrQP#`=;!0xax^QC*gV$4dlMpi%7MO|Juw_0{
zhv&NFfr*<M++XDHNz{X`#Y>kbHF<CbT`ks<W8rPvx)dF=3IGrM-ebKgwc?hLI|B!|
zZYTMY9hAF)ZK5=ejX1+>PN%jT9UX1C>o63^TgZJbtDg9l_T^Q~EajsFx*NgXQVxe6
z=q2^u3vH-K;t=pjwCh%ng-_k<0dIu>JeNXp$=CzhyiUdh`9MlD7|@w~y;WyTlZlbB
z!Eaq)4;r;*`MJA#qR|0J@6tmFw~~aIEPiKNd|?-Y!u?gMuR*&?Fh|aeGb@dM`Z7Vx
z)6dJGRElkwiDM*L&9G-%I>9hwnZxLLn&j}{=B#w$C3<tdZo}&ZT4E!AGwRh$HUj%o
z;F&1B=qel498-kBcRTnv1b>C6lj2>~fPP)-KwBBV;r6iL$*pl{ujAg4P2(8fzXh$T
z|D>AQzi<uhl6o|sdP*e3*SrHg-EZ5WDz_Vr{mVc>|M`H!fm3FNt+O+T*<Yi@-eKWP
z+fRDz4*(s<5=awQwPFJOhAVd?ZJ$<)L{$>3?H9b6H$i2a82=FL_yge1Fp+NB!R-Nf
z)~bS-7#p1UF^zZJ3f;KxdA&mlF$&a2RWyYay>}*M>5b3bXL7o6wE{y5tvzXL5<WYE
zM_3A6g$In|+k_XT#R$W`gwjbdrMo|(-NBURrYlvm^m>&Uru|xdrX@Z})vDuAc%hk9
z^E~x#A&uqjrzE^HyYA;=F@>o(09;VKyOGPt>UkCW)mC$1ui~sUTH%Wi{{lR}bisN4
z(YC?{dB?rucYM{}7w(h72Jn?ei>K1a0E0@}<P-r(eH!yb1dts*Q^73iJIRgF1KQ7N
zocx4Q9={{QCU(MDJ;vBKAIRMl5(4BXP|ucUl$h`T1WV-rcw*L6C%pgRSbf$bjwS#T
zTkkByWN8ZNTlo&CcRdKnw7&Az);lt!k#m!ubb2<<9@_3X$wl1&$|q~(q1nFGWy<Ej
z3?&p2Mj=*Gv9LX<arMGTjSf`hK(TVqijqmU&-Y^)h{dI53*Pp!l}H)^;JD?=(e(m{
zBnCF%c!N&wHq{A(RK_C$Mv?UhY|Gp7_9I<#Q<T2Tr+jEl_H?B6xwgFOGD{^^xnB_h
z#~gi-?@&9;-X-6Bn>K&(#YN_xA+u2a@2f;2scXwko%56?4sX0}@0U-NQr3itLB||3
z9Y424uTxafq12(M;O1G#*XQubn(i%AdzdO6waxTvtpH@nIXb5*Cc;P#GgpvhNc_8|
zUVG-~9MC<fPCz<QJ>N5d{g-6;wVxQ5^JQ%fqTJ&H@A)h3Rj_Nioc*4zYI5LEt((`}
z&zQ3Ih-FnDKP`nuMs!9kym3PM@4l>N`DdwJ{;`t%FQP`HCZ6x;V18@xvehY>xwBM+
zyzW5DpY*D=;u)qyN}#6oO8t0$oeHqCLIAnoXLC3Xpr(#)#T9<V&a$Br9~*k3>7gTY
za`NHBCDOR1X@AeQiZ?A`CYa*Z{i@1_?VeVN1&McL$o8fnx1vnfj&7-Br7Yt6r%T6?
z+<~0WGWziPGIcyR@#-G}D@0TWp@yUiKL{YH5)>lDkIv9%9z7PJ$aw{-<XMQn@P*xv
zO54wT{aNsoiVrHV_aU_HOx&^JgK9uKg!pI?R;%q~bY`u}#CH|Pxkx1g7L+&0P_uaC
zqHY>vN7P9Rf5&%DP&Y6N7U@KJ)rg%mHC5}hs*?4iA0Ulp11^>LaI~$=x7re*{vKy#
zBBBKfQ)#2Su_)3O<<s{eLJ}9c*=zLx(2UEA)lUg?%jsWr<#yhVTicfDwO6Bl>8lHs
zu+`MlvQ^Qkg;*xX&&99(AW<#xD7c7K(?3h9xOcpxy)ci^P#XdAy9sqy0}XZkgS=S2
z<bTZ*8L>|`1v7s8lA1)yRUkh>yYD9Duh&WQ#Bk8JycvN^3k_xV)KkSn!Kqg%<tCPp
z+)%=#z^eXz@yfhV@c~7VSXwQWSDy+!NYyaQg8T{JHiqX6<PMO~f-rPs0T&BtDR^Zf
z@koS8vvurk4=we%f5v5bgQSP_UlN-;g@CD52Zq#EM4e%)K^l?r=O54Pit6~kyeX2R
zqEt-eOROmKUWv3xD6)L(=6#0_2rzmIBK-N7)Ep)TPQl-yKdvb1(=+rqzioRLqT&q1
zKwKV}GhXlwX0sQjWxH*VJ|rF(-?iW!x7DIf;}L7gFe<GQwZzf5{T1*05^yDC+QWI0
z;}x5))S|)?v+vbVtp^94_|*2x@ap$`&Z~)cmy{Jn-$w&^Less~`;cU=PO7MjH5+Oj
zeYyYi2j+9y9fR<P^>h$V!KZxrH3yPMy5#5(@om%sDmG{UvyeryVA#;u<B_YI8;|NZ
zKJxL=jY{hi7&wiyjUVrEgG^XyQ*WCC#?XY)B<Z&(_(EA2n+S^71EFgFRvV}JuV=&`
z0ZTiw142jvpa;kKF6)egRUj&%IIfWr=)Nd5pP5Q~P@o=*HL{n6;Dn8;DDba7teuk>
ztJpf*7U@bg8d4Jj@aZmVmRp`DlNZ`up+C#0R02`izxn6AX?8@%7o1mkXJbMvBy3x(
zSOf<Bt(rGXvgN+gGtHN|5DAW?ZTRykipB9i6AUqWQYY8dc!9`I*A=I27Y>Mz?R1R@
z9#g`D9++gTzg?Ps+rzO?4mumuRH5&<ZGXx!Q^xJf7is{f83Dh<mkO908}d(hVV!(O
z?>n+pGmrvi%BDUyh!o&{jLlS>|DH6fJUjPU_9xq{Qgo8PZg_k6^9UA{&#`{Y<DIKv
zYJmIVfd<G6H=p*-fSeX9$8t@$HTrHYVfdS)&@oc!iO93>ZoaZ_7599YYqgfEX8^Ct
ztXClk5&Xi)%khhatl_?N_WgxIHFk&5^uNWTo0{c!u^d)@Q|bx1bj+W)He;Oitj)(}
z#jCh@$X(g(K=hGLiF_DD$!qjk!wNt~C;sDWiX`;{MI({{zWCL46VQe$;N+FN@x{=!
zWP^?x(vG;}dqCo7i}^<cIE=P`sK9mp<(`gTSxa??m&@1ax?vE)e*cuuC$I?f3@gJd
z7$1@?_0hW37@x1nWsRxdNS*u@ZOMA?J~quHlo6f1uqkA&xtqAo?(1Hl#Zv@Ih1Qez
zv5V^PK$nnjJ_x2mMg&J7YmOFXzOMuNeUyb!59{-NKD9a%e|c4|lz*1`>K_lk5C5Pz
zmcyae`JZc8wbUi4ax_-MX5P|{^X~{?3IT*+tRdn@dY_&>mkhAbrOmxYU33+q&+hAL
zQ5zUP7o0gYvYE~1zcpn(XJ8Vdoz{Jl`&&jGwf`F8>}vWfLG|eVurzV+YcpKhaoQ@C
zA|DeeOBks`hq1@11=y<Xi$B&$KGOf(*1y}qK9APLynKv?GW1L*G!AHmSTLpQ%Sa~}
z>;Bb><w{WT6>VU^Xby)ezAzp}&~iL!+0Y41^4+ghR8Hn&$8+4rNmOs8Oj=dNz7|>9
z)fHzUy{wnA7b>JW<c69wInax)B}ssMYO%Eh2tfO>gJFjPp;`A267zF&Ny7kVyF^$N
z<=p3{6igw83T6Q`g<1n<-x(u!{3F7#BzYjW>PH{@sd8?55nYYtSo1NI=ds~}Mx{7z
zV}_L*Lt<6cX4f_`0b_I#p^nC^&V}nFx0~E{t-hLk9Fz^kjKvy#U9HhuZoEct=&-#@
zD_#9DJ7aQP+uxT1ggDa3h)SvR1)%iOljXlbD@}JLyB-2`slo^gY6+sa{1oyL>dZ}7
zKod|sZ?Jm0HGnCsZcj@hQ7Ci~pl{QM73KhQX7Zzc%`1taypbOL<IBjsLzh0*UlOUI
zlkWJ1Y9~j&qnWz4E)7#UF}l+|iL6yMc)^9mDpF^XhbCd+t;JiT)Es#HhJO8d3OAi_
z7gnu&HEU9O{5~xQ@NKXt!0au{nQ10m@XZ$`_q(;x>i(N;NDWP?<~Lr-7~3=;Av^8V
zF9r0<U>MP`02Xml|4ntqBN=BNs{2G#_@R=?`(?(xT}i`T{MS}IO`MzQQO2sQN>3nm
z(QoP=MarrVF0d|dec2)7w^!?7Dz5h%zk9P9WCHf;;mA)<4Uk+jUpY;^NnjHG=44-z
zud#O}!ei-2m{c8e0Z&r);E9lSN5vj{eU(|CJctWA(P>`#Wkdxl$q#r-t)mh0PZCP}
zYnDK`M#l6U{&G5ij#6i4m>T=TGTm+VTQ!i~@JRL47~-l_$CgR#E(C91ufMl`ay#*N
zt8N=&k5igp;$^s_nW}pVhHM^|Qm#-!5XKc6o|*lN!k}gwzxQnNlcrW7t&kQ0^lq+c
zddOm`_g20Kov}oS(BEc=!};zckNar7Dfu(z3u6Jgjo;~(a-b`SiIz$?SGK<UOz~jm
z(*bU@O~-G~CP(fXs5e&A0?xqlH(~u1KNU6w?oK_b%FpwE0FLoUZ{qzuso7Q2s8Z)1
zAIy$V=gpMHIkvB)@gYGIbnluZDQZeQ(}SXFwV68E$VE?1aNG%GNZHNDjt-29-zQN-
zaxjuGO%NC+e^IJyR66X0iXZa8`ud5-4GppV_j4{3z4arNZSYQ?{xpd8!ZQh{BP&-@
zEKPvFRB2o}<h;ON{_x{g%io~CQ$e_^g6^vRY0LbVFo{kQx}*Ho8RNsy9~~?mYh>M)
z65dNkZ>^^k+B_afHVMwo)I{}+NEu06`o6N~Rl{ocpa1$nxG|*8r)WCGW*~_Z-0tWx
z?tcxDCwi(I)GFwKi<saEkL9D2XY|+WBNq}hIc2e+6`P}PYN`_;b1e3Ij&Z}}P?m<3
z!Qdpbb<L?VzG+4}*ua0UM2~tO?fzNJqM#P0ncW4hc|=jQ^eR@ig-x-gfl#sv_x)Zl
z%`gWhWThfRZTk<PUXzKPvzJMHH|b7r`_7=+d18{IwDxXNH71eKx8k7|YcuMlkkk09
zLCV2Z%)c~2QAZX0%<MvDderw<&2q)}Wo~zAj`4&@`TI(tzsjaxi}{I^d9i<~Ip{DQ
z`uaEjBS|<wRsLwEY{pwePsMD9N%EJ0pSCoQ#G*m$fmvi9*6@)Ly=D(p7+D!&R8&+W
z@*t~(3q)~b_N42H^$>d?Ps{r>Au?@CGozSL<34~IZfkk`VK<>+3gZlr<@-vH;ds~M
z_AWPCDZ-|z-@bJ|YVJ)&yck#{$)^LJG&9ky4y+yn>=9u1K}~OVw>BNhG*r|izbQ+8
z)(~XG>`P5%QyPdj>mKc-lYPt<W1{uTn`;QV*KwOmA3xg3ZL@}dQ(J5)#OS@{*=(OZ
zg49F#Z!Ged`^50|G_)i!vFp02`0oVFg9%Rl9`8a5|D>)Svijeme*hz_i^0cV{{U2m
zUa=VcgF5q{D(3?Hdpus16`ivl#q$mWI*xcFwTc5xY7<X}DTE#udji)i!d7R!ao+(;
z{6J^8!uEUMNqW1Nm4TK7az4?w%tW5CN@?v~+N~<z<l{Ae&Iwox)MPDw$0F!S^}e$;
zJk_X($;@~N+ZCcQ@rY78`SvIRvj)V=>pKk5#Ne!!IH5jx<xTA+?MUb3@g<gVJb=C{
zAFs@)IX-&8co4^WGWt6wINvdEywv^HAf%u8aza1r6ftQp&lg)N$boEWT<OZ!;@%N(
z{Vl+wPGqw#99ivwLzLZkfK-;lt*J`}14OUtkSpszxvz+hZML>!K9*!f)y4*?UH`d@
z+)uG~sEOiH0`B**<<2LpR&tQ<V6En!TcFW;<(C7|r=1_<3r=;f3xAwRmGu{SY}Z1b
zyPi0;cYo$PS69vcj!{F@&Dnnodf=WrfpZ)3^m_EvkMnqsKFp^Ubfwn?3@>@eqYY>N
zwokgND<Y#x4%#P&>+`7resv#KcJm>IM6*S*5I^rs|L;9^JBK(v{+gdt9e4?(RVrpW
zs#Wwppz4st?EKxn;95$LkG_%L+^6Rj9GM=Eh8dMRv?uRiG*B!an1HpMy6C9BI4gfy
z+W6bQhvvU9Ha0iOjdvlG%&{%;wXmJs&{q6QY`HJqB(N_L<F0pr2p717Y<TDw{Tnkl
zMwpCc`-KY}_n&%+VU%cgz%%}quII?yM(e{w^XHZQ*pn=k@#J{Qxxgu|8b)3GyK5&w
zy@_nmPes!W->oo6rUw`zR!6l*@uzeh(B-51C(VI4_Bn#PnO3K(6ec&q9a32DGLN<7
zR=Kd=RqkJu_m-H+KC_TkU&#9yRY!P2@jmNlQdS*W3`&7p=5IX1B?9eBzMHRfUB<^&
z{dm&K{jIrTVz=Y9oWqnQ0yE0DwC6OIKWmOXA&$gsh&vKMrm>TAbPN$>=N=Y5l;)Wb
zeU~sXRPOXz?L&$T#$(~(8b^i0y}7;F#?|L+4KMt!CJ-;5#0RFy%4zY~61~l&l}g;z
zmwHZ-s=9&5Z;dsyotXy(hDWpG-`*nE2v-XnU#b@7ox8Ah<G_ud<{J~I(!*01TJ~KQ
zn?b=<N_t-zN9y|Bni=|y61d*IaiJKAym2;y+E9Hl8(;lkRakXr*t&3p_6uEYXdd}#
z;KC2kaZiWeXkP%Up*wX}PMJ^4`PV45Gr<@?7sbqJTFFwW&!D&Aud$BIj$uMce{*@t
z|Gb$6W-KSxt7olhWho9&)kybKSd)2YV0AynH-~qS_VnWSrNpDYcZBE+vYF1klPQHX
zK5Qq2@k2$?4HZR`#p}n<pT}d&)USXrlC?W*lANbRQXBQmhIj6ptO>s$V5C_wNMETS
z%!*$uYeBDar5*S~W2YF$46BWxAYRd7T;7LtEfPg4I@>9o98(hw%f+^pz?74~p)$%P
zaAz~%6RCuLx1-3&U$qqr-GQ;$fht_t+iMF=>+$u$f98DTWjfU}M2-(`WKSW;ss%WM
z->zCnW;Rdh_CBHG)FjhmN|3V?Tn4c<xHXulYW-1S4QOEQ*B&zwV`7=}v2>*~lBS+@
z@jOWG%_fNZz@uwQWRy>dek%o^sn6gt8})i}3H?>;`fy|G2h_IOYw?sN{TbCS5Yw`g
zvPlFS$_^ib4bT5ou16Xwworxf==FXOT6pu=-&AXvSBN<uZ`bsmN3}9b9kIvYZWrv}
z`C~YRHyI^Cb6~j9k!wq-pnAk`VQ#SgQ8u>q$b_S@wZ$T9854f?1nu;Wygj(ZbkN`|
zLq|{K9sO)-=M>#m=V<yehnr(#zXzNxV<%>jTQ1q(s_^OiH)D~&jJ@%%Gdo1w8yiel
z2lS678gSVCx89E_@!FWhC#qjb;|d)y;11%c@1u(r74=%10Cnp5dG5MqLus;4#V@Oz
zll<V)htK0(2H-9@6Q}uzE%8s39oR@jK2KD>fJq0#NWJnIF~({>Mjf}ks2Wo6vN}%G
zfev$^0EIZ@e$~*A&L%v*68V)|@wQDlBK5|HlsoNnGe@?MAoQ>#gvX#Nx5<>M+2PEB
zj(oe#$y7U6BR!2bd7n`@+)Qb0T&RI10q>266Q!D+Qz=sLor(qErWPpUS|QTN%}D0o
z*xsCUUnWzyFzV2dz8#AE^qzWTOPbQ9xon)3?1dQTR7dTx*w&L;hgLgG-=Pi1#|o-5
zv>mEfePs%`TVl)z{kqFa<CMlz@xwmx8W-j*5@eym=(<L?=ttoEkZgY8ph4&ft`p6g
zR&>Yk7KD+;VC|5+@;Kg*R|nEkJ(4byeem*auzi#AzLj0ot^Xny!n&+&5FeZ(`Mb5$
z4#Cwk_qh&x1LVRhNgCA+Tg3bWfUD}Kw(K*_o2rNO_rxP5D2yP^j8F7J2RJ%@j|_g>
zeAZ4V@S<E<yH*?Y+O1tk66k>$0v*PxRjhE~K6mYbnpf1TdzEdbFpie&JU0F-7CeX?
zqDFc^Cdy_n(s3S1`Bd>9H_6HMemZ%j5HKIJY0T#u6x<z#D><KQ>ca-^IAt(RTxjWz
z?=-)JlF_WDo$tSdyZ-^a`DMiQvU~d}(ILk(;Z;8$LAI1bln}CTyW5XqW8(@Prw!+B
zaQBZ<qBfxWXHgr>|In3P{|{l;e@Lgze^)%94rK|L(M6KlW4$BCo@Lb^c@ds7o*d-H
z^Kw*CG?_twj_V%H70FL+*X<!zbyRl3Hf-MLzEGtGevKz906{mqts3Oa5xDsi@+&Hq
znhkxF$|<Yj&PrC1L%<44lQ!MY&rEzM9(fS_<riL-d(lLyp9%IH9l#8o!gDI<-L!mh
zTX<(14~}4JS$eP>r_nHOrE>1GP(!#jJkhb|;0f{>H<p_tltxHRd9S8aRfQ!8B4iqQ
ztmkozpf}DA9fPkj+PAf=ZG#NIHQxF--}-x&sv2?ZuEs(m3;9q=c;ltpv)!*cW@=ow
zUI|8MDeL!hwk;2h%U@m9ayoB|zezz1O1`Lozp~ANn%3hTx-P|RbbkFz*D$xLjddj0
zVBHYIEI#5MYF@HT=Z0P3CK)Q7-~dzejx|4tao%tvm6iBtAHUADCmOn`CbIl8V48lj
zgF)HR1-6_oCKr-C2%XwBRdWZqzEtsf^Kd*=a9~gmVTUdOjoNAVaw`eLRPvnY4MH+S
zKWmfr-)4`DwFmL!EPXN)KbqU>X1m^liiO4QcV0q9zsi4b6AeZB7OC&3OT>SM_ZR*F
zkUA~Ck;Er265p?Y?7^HRAIm+GS}gzRt>O_27@93Z%+DPb*W^mZ+4RGab7MIftZjlQ
z*Xoo`ex+wE%7RAe<1Shlg1d;HMuOE2Ns0tH-qPZL`;s4ZE2{m`M%^~%fqBi0{eD=h
z&`RCLh4d+*j1{NCQwLXL(s<wMwiV~5HDDLFsyL_r;+qw(NKjv=@F12~HM(38ANtH=
z2q}2C@FPVyPxMj+t7>@=!dXmfyevR{UB{r`mNEOn4FkuN+iCUmy_jVc0I4BFc57b&
z2u`qkc`y5}%SQEz2%7dV=*8L~lm6bu&eLta@YvSF`wxIzO5UgJ55Q(PW3tq;LNMsZ
z8B$v-f9{xB^HH&Z&8@zN`}#Zk-;C>ng#!p%JUY&JO;`ENxmnNCCt|uYqV&p)n)dsF
zCTX0_;}8;==W3*1v+>+lT3en{9IjXxJfc*4{V;<_Eb|uj)wETZ^s%e+H?;rJo=)M#
z-676mM_a=o-c8z}ljbE!0)7?sBI+b*$Ah5iap+5{o`411RM&;`=pCI-@u_yl!<i>w
z==QA<kDX@h0l6F~gkTHp*hEn_s{d=N#l&w=9<!-+7p$I!EJ-$?kj@@;2zx5A$0hRu
z!>#AHfwp{J#@4Q}jd$ws@l4C50)II?i7q*#xu!$_>TDTe9bE3zgjc|BtE!mIHmP6t
zmn1HmF7&Z}6LbQhllj{*K0$wGIc#fzC{S-l06(q7IeC2UL*;dw9_i@XUUHeQ9Y4~U
z-5mH>0LqONz^}(WJ4q!?-inJp4xzaSIs<$sb3CzZO%cOzFE}#u>6d47q8Sm6bO%he
zL&O~d_BtaTHEC>D7RR1Q$^Cosw|~c+e@({f#FGv?hZp{C*YT13bs2!PmHDmpL`@?_
zUaeuBKHnj-@UqT<M|h$1RFj4oKm*KncQb<cBig{n#$viVC|%X;F1E=$Pt8qbSst>5
zn&IbyL%Jl^OC`A>NB2?-scKyTqR{Gq?3ZVpGUPZ{&N&~QF&nVD?b?L|@!Fh}7t;+z
z_8ar0C#a8p&j0*DjWTp>!{4hP3^EvjB+tYNZlLIALJ=*OL$Jvx$?gy7Xh(tNLHTci
zJfag8acWc};hzI2B?#ZFII6G46?CD(4Udnr8#5*UCO~BoW^|9-rVQzTpdl5$NfX}e
z;qw!`Z9~fS2VX;MGC99G)Peg64wYm6((u$}6>iqZAeKMSnI4*S3xf`)>VP<DZ_v+4
zeg$r*%(SP>m(cRCA@{>Nt1>1s@f^tmkX&DI%kf)L8&GbUj!N4mR{}!|f6Hcbv1RrZ
zwH5hqN_rjP7Hd83gZ6v4bsj!#@&wo({y2~X>B@v?cB-qoRGl}Y#`%C>^WkE=+8ol=
zvw~?#4X?g>9=wd(9Qee=vPf30Krktt;7=M^G6LXYx=L#o4ZAU!Mc;=cj-tm^onzCr
zsIgwC_jzf=7q?RQy{<LrY9Hpc;wO6{G5=N^Vxzn}<QTTPJGcFm*OhPQg3XYEB6&(1
zt{*hxL$0O0(B<cxYH6T>H9~u2eDh9dvNS^OOSG2#JcDv6OfcgBCKO*7$<)g0W-|J#
zO~~$7?F@RV)Lg!!7)dIKGEfqG5#Gs;H^=X!BudJadsMcZj)egJKG_U6vT8xDK+cnJ
zUWQ!s*1eQgcozIY?hnA;5Jg|b?&>z`d!$&Y-K^ZK97iw+;E)VFY%+bCwuTJQKYOo{
zZQglPOslij)NJ7v$j#8HX+js{S}SS}CzXf-7Ux@4{*{7VLVUg-JWS71DTKI{9I5Xt
zRc<3Y?+Aw%A4%vR;<;XR9JCkKOsEkpO?GRob8mN&*iSxE4vbCg0*tkGU94vldpxOi
zC&xy+u3lC*x~g)#2r}R7y_s;fKe*0Q=HM*t<R}knUHFndiC^bnyzsfD<EDLBy=k8#
zHD|taR^Iy74FD-)Z1GM~uExL$lRMJLZcIjob=vXdmq~c5@BrhZjE$p*4|&EvaByU9
z)4c#4CpayACm*TV3G+RADSf6c&w=Dm_h+mAo!<6n8`><*#qO@JqvVtS&$_<gUr=U6
z$XQ5oN;C<dQ@4xK8|r@jlFMmW{RT38ARJhr8>Tqx&C{Iq2T-9jRcon-nC??QYcRiW
z+i=rz%FXtHitoLXoK3@QD0{U|AKk28*=*;syRw6X#i(S&2R6b83r(L&zt!(jU==T^
zBC)ql8bfB)N;(70yaseUAAVp-HyUmXTM@w-t9KjIeE2Ky7%yPt`FT80Qq$U35%-0L
z&R^&$cGCA-9ZgfbueQ%?#@tM9&0?3@8InAQYHh&9_)9I$#6KQkCBhcl-KWXjSDIbm
z&sMbX!L1JRl;sLl0Mr8S(Q`#Z@*06)t$FT#GTO=YQlCortv<O>Ky0#k7Cebt#mbp~
zHeEIy;}I>PES07=v2Y5PSUT41tjKf?)sH9#%*Lk`FDj7I)eqyni1;9{@k65#S_@K!
zGMIutnC-WlSwcUilLX{~efTBb2d+$?d^n0p(9i`u`FYYkXBPelE!Gm}#Veo;IGymJ
z_o!AV`Pk}_1L?Z8_XnMs|8;|v;QCq{baHc3sQX1rFn2BMZG)1-bHZw3=1<M#X3Q|X
z1f;)iC%Mbt-b%=`6kK;hzSTW|D35qEEO~mGb_htNl8S<_glsTDD{A6c*^^D}C!Iue
z^XJ4@#*!Q(-oY%6i90W)3{S`6pUNgcrYVlph8o?g?@;|Y-0kD|9BY@=^+ix!p{S3e
zP~f~&fHqO@kwQNnhLUDNVAZ(kw`LaNOl*HN0!Go}61niDHId!3mWvf921K#uuEQh&
z{|X^4lT5C|l|<<=*9A-X9i>38D@P^+9iKP8bjHa4aFrL(TI8lmrw0?muD0I3sL5^D
zqoQ;Z&A%%3Vg2rR&Oi3NaII;o9s63E=eb(y_e?hn4>3XLRW$*IA3qkUMp3Bjs~@%a
zd~JuMDr?fdb=h6dc1uVd^5$DtwO#S)fKo4F#Atp~<U~DJ5+o^USAQRE2+b^EqUqF?
zCXlqZaj*fu%TP?{&rjcwk$(3mNbqA4DC8I7vfg(ghmS#}tDF64I-P97o6kOOH$J+P
zI~mDw%!BWKB+oZbjvp$Ia)!ln)@={{v#$I4m%JVek9DQzj{X=sM9o3=M>_LpN6z78
zF@K9&jh|wu$sCMP+yQ1Nx^IxWI|NLxH05<j2hFc?#m7YLW`^sIhZ(S30VBu1`<F<3
zf<ub*#<&L54?eJv!8OB}oBg5+;WK4AX(A`u$=TlYTv+}ytC;;MWDwgeNNOe{S0mR8
zH?FUW{N`#~wC+=mokSL~rCB5srV&)L7iI8g&afmu@E)+)xwge3G^el4GJTtca5Z!g
z51ccqV(`R8o(mr{M0I1Ul{GjsY6qDf_j+=Txz<663yW`Yq0tWJPv0n&OO5=Z46Vx1
z&SVXNWVw3RooJH0Dbkjfq|YUuafnW=-tnrmd8b3py>#zHvu_g1&fzUfzhC!W!TOC7
zN8^F!vlumS(VQ19AfzvO&WNtck&M*_%C{6d*CJ$I<>AhJ6LX~9(bA0fSCW0`^sL5q
z)p1|YiE2tBW5i%5=bH<7?e;g-Y)-kg4y*o)N3#np&av-8r}wIr-PaCVqDRxFxP$Y&
zy?Jh4RSxnXXC*jy;ulSvII!?Sbx0;0%eU-5YRvP5NEj4)M8u+nt#iCYp;afkHlWxj
zzeJ8gpfJU|^kk5S#3FPlFFI(!{ifRZ#7)xrrW#=)j#CoE9ksH;K_HaIa#Q9Vw-b>O
zr43pJ=d^&xp_mPPr@%YrK1c;gk9hBclfC*rL|u~xMF}0`>hir}n%iWtym6GHo`)ca
zTJ+%;o|Q|O?+F`5SCK|C=~Sehv^6Utaa?T}P}%`Q_=Q~|TF6?nna+@ILXneDH2vO5
zxJX#$T(Kd{Z^H7chE-ekIRW^*)@fnqVn}`es_L1)^N{Oz{x!oSSgP)|(7iC``a0bE
zTVKkTbDqKvvzi}@_7q4bBMe?+9}KPxPq6f+S;~Lssm>7O;>6RsGI;DQCFR@-o+-AV
zwyKRH^Zq6q@!7Uq6cgP#?wxVdp2D0VRWMr4y_b@nx4icUK>J>yaYd!%)6knJ&-d4i
z=mE)vsTeOmNVoUlwSwEYLZY06p|rne(HPbK84$X+q@x5Z3i(g15(9qRT+K`1<@nhN
z3^i=IeIK{<wapEouKum#d4^hE1R*?Mc?eto*9Ygjn=)G8rj8NNR*4b|T$%(SJZnCv
zAv{wYI${-Bnh7y6buOG%WPVEQfS!V|_vJVysuRHH4A5?Y!GtyMQC{fey8aRI{TvK>
z@<i>KRz4)I%Ju|&a2X5RFv7VMK&pCdGW@N4BJ1(rOU!;iim3Y%hOp*x`eGHT)d2c?
zx_AnO=cK|W#)rDoi%x|RVH=@?N;Y2)i9mKF=MRnv1Jf^t#9s&TP^#^8rZW6~;ZPZC
zz$>wJZd%U5Sap9`rNhkezft#=L2b6*zi)6U#R?P&QlK~#C%6@Nw?J_T8eEDO3&A~5
zq&O6JD^^^Kdx79qoI+{4`Ry}%_W#VB7yF!f&e_j-k;(ny&YH<Rxw5Wnt?&1<YN(H9
z<%xXIemjaB!g#3qSs&ST5ZVC^?i){>31uO3Z<2<0Ss>1Y!L}t=w_Fn-_u&scmnPv)
zlfx~v9x~AZDh%(}Se*6|U3O)ko%kLMP{ovlvSK(Fsn6A%SKbxRsW7T~96rg<N>0mD
z*-NH$X9WnqC1ke<%ouMxhU~|8Igaq3%6$vr=xfhbGpt5&DZKg&G!`uoVD#q@s?d4<
zc#yoMIO4*dpaw27ni4Qpb5{Uig=^2+xc5T5>1}L#7_Q3a!axGOPvl8#>bJ>*Ay?^6
z`l&%2b-K@P%VPaqN%8T7Q;xh$n!_g@(=JHhq%c&T;qvXp8RRZ}H#>C7xS@QxaOJUw
z0(*yOBRQ7U2$+@-ZGD9*YLQVUFmDX`Wb?e0mAYY}6A7N(SU^t1(%tlIe=LSf4NXj4
zu-;TcXAVf_Po^wdy5yzwLL>&Oiz1>phw`gwRp&4<4L#-p7G<6N2`HE{c=(EP%T~CG
z9%g}I1fYs?3FHr1RRYu~hS%zS5+G{jYXOXYAn+<lhtJ$Y*X7CmGGI41Phk+X&%9Fa
zQfM?<cuCQ4Q$<xe>_ihqYDnKXlJmZ#njW$@0k<Si^JjYlX~F+p93>hL$-y80ByhBk
zSb}j!%kzY4kE#z_n>%qW0SvMqRTuFywlwNxl*a;Iq5lOmm^K{>y@&;6g?J<@oWst)
z!w>~s7b?c=XRvQF_`VaK7Dzu}YkNG&kF_lV{!}fqnC*Y6y!xLw|GpCIe+-k#puJ=m
z;G|LXdy_G#?eA@K_W->`&<Obilq^HTQKbFFnYf&{pbwF0&*yMNA9P_qkg`H~+$l5$
zJ(ow%8noAFgmS3ItXbjq<ntwszm_3@=#^OrhboC*=#<^NJ7f{d3s16*+S$_=#8P1r
z7&npkT}?3QDkarpfhx5Gr+FdCk=|75q6;6iQsUhL9R*!U##rfS0}=y;OH|w#fQq9E
z{OiS1=Fl^CuH9T82F84`UkD}ejJCbgo%`CbrXa&vAmpuP7lHa*EKXdgTDP*ckvFnb
zjAp(dZFN4u<LG-NJMRHr3atIaBUzHNiWS4*m5>Jya($%iGUynd;NPfw2@o#BO>oDs
zhi8FT`ld3Z!?mljO%l&(hxqrT@2BgP2-X>4C0Uf<rN%tA&)?(h150hOnQFH>84@^v
z^Wkoj5_-S=^}!_<c~;IhH4S|##7YNzhC+)E%}=$^wyc7LZz6xZY(e@~BO}+4ndT<N
z9uT?sg@$F(E<^e|0<gM@^5t-F=OpBJUWBW@O`q2d<n;9O-~f7D)E9RBmHBhAYUo{@
zYDpjerzWQJ$xMVb<nr+nDVq23OJ9qbL86P)XC<+-9#SQ|B$oAIfj|nGFr585^55(@
zd=-?yv#OE|{SkR|yAXBuu&$=$KIFJr$R*E8m-?|IE3;?<bft|`zkfWg7vM7lfzIii
zY0nC%g{ogFRCz7D{9_NG5q)9yj-<-U-O3$xA9m!qI{lJjzgkT-Uzd$06gd7u+(<)G
zxi!UA>MQaPe3Ld>OJyQVeXPg0#%)5U&#`itVcLWBe4!l74G2v+)gZ1QRlW45taMw(
z%5@+fzaJxGh!@p$yW$4uUT)UX7q);mSO$3=-`aV|uOoz?@t^?{{2RCm7(>d)0q-aN
zkQ_QKNyvmF6e5xY^Ql%Vbt&zK8NFt&vwjpgamy@=%d_uMYhTnfiDs8FHrA6(%`JAm
zSDu$_cu&pvs`fI0!{d9``&+-gE<AqEwjJcY_a~B6EmMWuf2w2rpE&<cJ?ek-ui)Cb
z*Y&}vy99a_p4t$kTB)ZO?W)^wIG*&`bKN{cYD_AD2)U<PPYsc%;i2bop2YVOZ00Tp
z7LG4Bp@k#A+87Qz5E~);<iY@bcYWLGv>A@KMQNB-^;-%QL;kQ=!%U^tLo(1DeWwi;
zukP=FKLRx*0aK&ccb~^zwGE3a_<wKKt|pCFutJR5$?*#YXi?`RBeAHVM*0^h<Qx(%
ze{Sa2P3|9T`!s?avwZ~zk30^O-YRH8<lL+-TQFEBK^5A(XXy9=GvLYT>OtW@O-iK{
zJ(5+Bq;Q*$Jq3ro12W$pyLg{-EAn#t|C(E^=gFBTmip#mR(Px_UUxdF;os4M2DBp|
zDrQBaQsZtK|6bn!L`lD)E+b>iv0gy*7{wBW9vjewoC1S9!QjZZf*fl^vp1D0mQP>L
zO}x^XQ!vEPY8Lf#ahV*44!(wr$V{tyR<od1Gm50@qKZvXjJ$4cCK?4rh30C=X+4MM
zX1FPJ4zU6e2w=5PqPoCC<!pT**dD3%``btr`Sf63yGG7KJO)vW;3j=S&y~KGJLYNr
z!-CTS+t=D^bw%1de@0w#V4_CZ1jy-GqW7=(8!E+mX3#BWL(|wEyXjlifcU4LkKtna
z);A?|*5d(}j4MMdG_+Fxu!H-`20Gx);gehP%&#=MaeLWQXUKni#&!8M;mDjP^Gp}z
zS^pI5ty_^DV)IeDFkA4&SMHvDSQkyC`h}0kI@co>t~$w6OGDt>5RY|V3uto@r2zc9
zz<@(qV0F2Ws3}``2V<{o=ksKy^3h&0kc9(N;i(Z;e<XkQoH60&rYCCVxUqQ8lYv7s
z)|$`48jW%G<fV5}KKx2GO$wSaTcuI-gi?VdBjHee_`}*kS_t}!pEDJ2-e}eBi^o*7
z2nE|I1cjg~-WCTcH%(FhoGQzht7^P)A*3L;>xNvmuU^=Geprk?J6qaSNqd+7S^0)l
zAsvSXpZ@&~@ab?~g(ve5>CRA};`}?cXP^EjzKke9S-5>g9mV*_Im*(HbZEJGwRNhz
zx_)k32H%k_N{u?sFl4O_L{Z6=-;5<-OwdlyWsIl5XztSUpwA4JH||c8)Cuz=?ZV4n
zbEfqX2#u@X+^3kZm*(c^7NR?cFve{$#!oKraMo%K?;jfp>3>lj_v<}|brpl{$esQI
zlpD&Jc3#T_?A0%4k1!=jELMrtb)kHp3kL^$zjx6K2M|E6j}PXjZR9nm*`w#Kf6C1Q
z3Mmdv2_4G^wBHnDlht4b*)bd&Sj|-p(}EbfG_&OilA}mvOqsSB5<xdrdRZA?S`<_T
zo(10@<m;sWS(Q9S5wFZptd?5Qk%){mN&ADQk=mp)d_w$ZjRjK<R3)l%EEZ`1yfE`j
zR`1gNqX)s+7k(wZ63nK~R9i)L<p0^g`wYOvb5qG!)T$Lyc($0;A4mr<FRwzM+Xw0U
zh`F%=DcVyh4x49<<y$%04&)(^A|Lbb-_O~afdqD01K2T^DW;GbiR(F%%TFqc35|v~
zx!5;(r{us0wWxT%lB^G(WkN9h&uSRg%bD4#^MjjoOx{8Mn5Y2Z6}eRl3AQ8q;o=Ti
z=q8~f;)()#yGyNH$d-H3Jy)c-{PecPv`<;oS06i+(=n9aD^EA4DF@JGagM}N+;;%F
zzBEy8gp3O{6Nmv9v0lb)W}YRp>WBw{=PLvKH@3pQo-TsKv}{|LjtiD4mQ(9_-g|A=
zH-U(6QE`~#f0DWnX@%L`50c|w?`R$hlH}wN6w9WC2ja`VtwXS)y%`lEB<L>oXUe9{
zMkVI%v1mKi<zIhIwj8_pel@-Ml?+@;Sep;gr@sG|G*S^O(+yODq)Q47oe)LIX57!^
zQy#0e#)sh2WukUu2#h<@FeFGLSWW&IOMElsh;p*4VGcKwzM$X9IyFBlMzj=S2-$iV
zlpPLbUaz`RE{|b*C)!aA@3j$7K1x5gzxCG0vPS2j?PDL+-?Jt+G9<9lBI9sZVxB`B
z$5XI^x60#F3$34ydCcV{-{d@V{z>r1f8+@NW(L9k0UbS9b%JetpgiHsl;HMAd=71z
zbEwDRK+;{Zi^R%8-spJ02>TLNQ^xFU`}QYVZs4&D^BU%JbMGOG85YL8SrYlBduTio
z<{8D>4V=SOk?@#pQnFJj20!*Qx=>e^*b%Sp8ZgutZ#pyaw0~S0@M`z$MUpd8jzWgi
zguE=Pc5Gs8<k`~^)1C24lNzWU&;9~7goQQNxg9Zj@OwgY2g^lYye^+2Z%)Sua=I(2
zC<l1~1N7$>%v>3$q9^RsTrP5m;Ckg0txFKY{#TRJIHe!y$bg}5iLLVK2#mX_5_yLX
z998NIM@PGtMkgZSymMpuJrz7CYk`0&6(cm19ILs7&oAVAQ1LgiNZPXMKTu3DM{f13
zWlmMu6X0=-k&)_*9S&)kqI;Oo03Ry{w~me76kHn>8HW$}6!-|No==)lqtG8z<`tVd
zi>Twu;YJ|S))9vb8{Z2RB{C27ld(yK*jXM~J$OX4KssCd=@Lq~YlN6=0_PRd6fxF}
z1ZIw%$&3s?LUV(fsN~3I02H?*Im?jL03hBM%(_<dS&sM~9~ZXYd10Qzx+spc(=`GM
z_s~yv)FQK_A1b`<0NV{7Horhzk<O)2*Gu69wS7`IQjTxH=U=kj%lX|nw9!JW?tQE4
z$-U3rmF~8a&%Rlk;meEQPJP_i&e2g|w<(fy#7*eLx}b4X#%Aat2maF8gUe@{VLw)w
zX!4>wxxZ7a<yl`^##x1!6AV_wyp-f}7eSdR&6TFSO1UA`<aR>tO!<ed>04p}Q>IAv
z^j%X^j#E_8tpWaC#k}S3?e-W#l?O<FFzU)CE9!}}_jS6u+b!a{zi$NWFLZsm$)bOs
zs9Y{^HCgAjXxubjGh!#O9FfrJx3qs&r1=TP-gw#f52oP%q~ZTxq+&qTM@ozFx0~?_
zT~_+(@g3Fb*qffkoUtXpk!5kWp}EgZW3J#q0*E#cx?W~cZ?$dw+=StG+~M`-@>0Y(
z_&i#JYXEhKyl6HZ9F}4d#-q~##NC*!iDs~u@y}TVond1Ypohb9M>o+LTNp}bN+1WV
z%Ht<YiOL<rE35uU#84I$W9XpYNU=&kqat7HHI@K7)3wWQ(C3-D;xpMsfA5|$F6Z#-
zZF~{^khu8ZWnieP?#3SjeKY~Z63a%^mkd}4h1Vw49;+M8<A6b<NL=qh$eX&NqFQZ|
z+%C2`IKm;(WCx`cxDe4;gjS2B?bCSYA4>NYN@b2JvJcBK9(jSuf*U&LueVmT>>>?3
zQvRGB71%2I+dqA-ozUt@z_vahNEJfGIQ+i15g-ElNMWUq-NP;BqA7h-vO?+9m_oYs
zox>o6K)`$E$bp1y^OW31K$<Xh!;+xYO=d2!0opDI+{`nM%@}t!;bsiW!EY_6)WcOo
zN9oxsmzwlp0|fH2Sx02EO(b?H6wB7GEi=9UcA4BSwpS9yng53TI7vF;F1Vuy-6}q_
zQtQ(P?M`!jZGKg$Hq%BzOm{wYt67S>l9u}YwFOzH;r0kCZx9{N)J!Ijm8SvUW2(!f
zReLnZ;xa`SeDCD$$530rDD$h<C~{N8Hj6)7s(11P7cNRBc3ot^fpi^L0Bc!*vx@1Q
zR@5DG?eT{y@o{cTJoXxr{Wjke>vm;~$fyL7%(<{C4qccP)jIIiItk9kJNA>OTMm`)
zbzu!Y#Gi`Ehd*O@8k9nL)xXejApcD)$5h?H@QEU@w)0OlpZ;r{e`O=;e=Pm~{@!?P
zz5c|oGD<5i{K5!5Vza69{KF6=h{WPQHxvv!YE9&Fhw9X{Jn>x?-FLK!3*$AETPW}p
z#e}MC2X|<)^{dz;`ia#c%Bq<OX`x^}wejQtyP2vdwc6RdnHvz5XDGkuTk+VrMkIg-
zt$U&Av=~1N&j;=MLR%T54I56+l>d6ua%*n>b(#GPaa)HAUk5N{k|mcgE|pdoh_ETj
z6P)%1Vq#U<?+JoMcB6YfPu$7tFu2I(pnP9Q=@1%+j=^S=mv8Hx!B((}x(Y!PH=C_5
zX-cpG-(|68=Z-nrFQsX>0uBK4xLSVEa~^F!y3N6#Yuw9b>lM2nGkGra$*4ulVI3)!
z`7wow?WN2htc{{3IXk*Az-dd8ai!z0+6V%MDqaxDu+OP>=leqR1Y<4(&S+#T?a>@k
z+yj>8Yy$0n{@Vc2S!-kB$f}{AKd@V1sWEmqtxIYi_J&gfD@b@<pCL&d_bUFmyn*Ml
zL`9GJfVsn$=^+@e6snl|zDA4;(E(VG6yeFfC3U9788nZYCUKp)qWVsainP1;&^&*A
zG;=Y}BHT)HeGURhjoSbT+?l3rXKv|J*ZAi9bpqM=o4D7bKZIR0-p_Z$$a{w=4f%h1
zVcCYYH>9d5Yw7p(u>gCjO694Xe@3vcH(g)1hN-bpj(B?+ZSXoEnJt<jeOF6;2IXnr
zJP8rf1}kd<%YPVnvDaeG1FA*z#ZZl^^|*B#@IOX4l4nl3?0@|E>CqG-p&ERYPh~(o
z<=<QNjwnCj>&sD0Kq_ps`sazCfCST1&4%~?^fUX1GS|QU;0UPVB)2{P3+OOvDk#b^
z4Lkt?wbKV=x8=`xhnkd&h!C-ip-Cg9tSgQ=Cmbj#8uCt?G;Aoxh(sP8DR3veS3QtT
zn5z5<hV!9qQ**p16p>Bp{>0A2$38Z`t;ba7<`w;=PqW>|P<CwKWIKuPulY?Yy;RGJ
zX--qo3_8<n{wmrI5P=k!7+|%!44*>BU1&-fB`QaW5xXNz5oKV2=v=0Q>n1^`x+Qv|
zEvO<v0vrt}Xy`gABLn&|clnY$Xm#Rp^jREI)(tsAR>p3BZX&q@36v*vd1}sLG{0xe
zG;)@(l5^zoAVFIW@Gm~}J1>$J#o!M*;g#*xLAC(k9ZBC#zWgS>PjJAY3JM$`Bs4Ao
zhFNkAPy`+iKO16(WsmXHjQT#o97&c!byr(=ZpvHOt0%r9Yl@k8iO96n)qhMDqo9UB
z;hy}?9KM_WxTq)Za&{7e((vr#l59=88j>+ssh(Uu0RPz?<ld&;uO<?>Zgr0jt&Wam
zRCv50oaOVcHlLjxYgh|^s5Cj951rTN*sQv~eNMR#%Y>6k<eaOATJ1O<#At~gq0>6w
zq_m$FMzwuLLI$G`vU?$xaOoRiOpNDxOE+m&fO|L3Bsb`;(!hX6?j=WmyqhDUt<7O|
zEWrcsLXZ5&idCSFB5`u4gVwC6xY*cFZ9iAa9EEy<Oi<2y=l!_5nyV9du&ncqv>vmC
zyvW*lH&BZ1!sfD!j%<zZ2l&+MFM!y9hBFn3{<WkH_pIaxx}RQmbRUeRlJCFfkbmm>
z-=B-B5A9x-|In@2$eY;K4!{>JERaCvX{pO5O+7u^u_<FXL3Vu8q<1nqG+cYf+<y*$
z8k9!g;-QG+1D(kb?FdyHrcX6T#;5jZeJoANnccFYLiH`N%GpOq(%2Jw+fGCbbB?TN
z$eMWHQ9xVmsMY<dWrV4*MQho$7f#ACGWUwV9+YYx$@N$zb>L(7mh}BG0qu(q72B?U
zmp6ReNd%EXn5AgkUoyTQ$%SxQc}@g45QRGLgox1G)Y!ESk|WWYJd%db-X>vS)nGPO
zl_paNMY1X1iD}n?2X}|CD>B#c-TY~brKyPS1V6ShRZ`6-VS0zc@p2=}Id)Y@-N<vC
zIi)<jgsif|2nn(pj4yao^*NiO@IJM%*fJDF(*mEbA6q^v<-yCr`+auJIe6Pv$~a18
zj|9TZ-TE2WbKT^)K~m)Akw;1;Swx|)Lb0yP?aS)*0O9at2s6ibHUNRYdCJ{eKEU^x
z{ML{3{a5iJuvoIC<$YSvJ{rYmhkY)k^_1Ku&YK>ViJTX|SB81vR*ZHbPc$qX#pxGh
zuN0(&AvGQWBwBfy8RG0*0Zq}okyPzZpU8SWo<d9-Gek0{S}gud$bd;3Ak0+luz*gI
ztf^#?%l74?wOyhM7Fx1nc|)_cCazV2vAg#)UG{vk93Y;<9NAW&dmnQ8Lmy9CUN=wO
z;h4BcPWnkEGWo$bVSs%3y(Xh85^mY*fBi0&C;02k3^b*kxAeS5q((WRCxNWJN&YF@
z*jxUmP4G{@{=IF7|AF2B&!PyGhvq>_jVYCRIyUkX!<kZ+pzG9lP6IfD!evWIOlr@W
zxHV*DcaYWWnWsR%Cu91v%NB9gil@E#A0nw2m3TxNSm^U!miQ32o)CEqfGBmjNBDpc
z6vSLsir-d(R&O{{&c=#@%$v-h*vtH3X?RxewgdMRJ~puEdXEH6b=im{Vu47OcD>w1
zXpPmt#hRy1Ts*YIE({cy&7808bUqBL1BR<HSI!ho4Tbzy8t21!-lS9e-jweO=n>5f
zR@<8Qi6K9TSBkIq*VzE<fIcNdmF&d6`eI?vWx0y1Hw01hJ#xH04G6#F<XT`2%LzY_
z7p}6e$&4$_!H2OYzijQ@(x`?6x3pJp2~zz|nP4U=FY-d_TSSO)@w9H|w1?Qx;n@}3
zR4aMK{k$Uo_z`XTA$z!2D_$IByZCDj#PdhlpnG9A5LUhT$AU@-!>njg!WGpfYn8g~
zQ1?v0@~n>`ewifo?Xlr}#}}W}2uYTwitVCMv2Gcy@Q<|sy;q{vAB34p)FfC`zWBI6
zA0;BI7kJ#A;GY-KUFi0k?2VW24cEBUR7jrDc!VK;co?S>;#gAvA70F)Si!wG51Ts-
zBE-C^V%^kFmnm*YYUK$@S1%LPZ@7%0vo%(RN*{@2h~@DO5Z>$g=I0Kmi6?8MPn2f^
zYbP|?{LiZg_Km8SlCgECf}AZKHkD(J8;_1#ZC<~LcP&AP6+SWZ8}lxOT{B#dA7*J-
zXAHxG?0S|@%A2~;e|o9>C*Hq&x#*;l(V-*<Xrd0hP~I|Vt1gsnilA?Q*L?}6^`D3*
zY5edscGP%1Fsj)3XRza{DUIKzWs0o&c)afQ5rn1QaPWTkP@lq`Ckz|3S2>&~p`Zo+
z;Zf%#9{Js0YczBw(PHjtiR9lFaj!SdhM#~=AWY^|Y^>|UXfQw{ZXQ_sFMvQCLcSCl
zDNL(e`+;Z)hRMnpI;1RTm9w3Zr_Ls5S-KL!#30Uh%|EF1v52-W4fqEO;q4(~Sx3IP
zL&JK^p1-N<)G9!w=q|je(`xulrROEJMB`1Tn8mPool%f4wTH@WDsp!(Hh!;rg=lj7
zD{YW{K*Wz;aXupz&unOGs5)^aKE4CkA0e})C!G`{?pM%+%FTd|n8NEi@=f{}$sN>K
zO_{=9KTOi`A~&oglFSLE=lZ77dqK*If%#ZJq7G0yxaq6SDrjs#AGs`JhYr0FC?Hm#
z{Gg{RS%nQGH2Gmw!lSRvA!ul$jw!lVT%Sw}3`7l6x~&=$^-`=a^sq}&t7`<r^(TTR
zApO{2y!UONR|T}FfC0RwifD*b^W8}9;K-!eU~OMX<2?I&H<6oDqXym20y=vKipL{G
zX_tbhuM>(@k?4s~wU(CssW)?TehA~;F8XgS0(uE-nuDV~*L3l6?>msxzymYRxyDBe
z%dF<VfObF9o90k#N_esl&PFE|av|;Z4X|nnz`6D+9t&!gPP-`vHu=4^tE&ZL_sIOG
zkb?g;&c7Bf_}@2|-)6U-W#s?~I&LbO7f!|U%_Fc<jNQ}ZmT7TCa4}`Y;5&6<4+aWb
zs{AkTHm$F~4K2opoh-rMc91`Z_@}d&N+>s=OfyzuWKSq^quS*mSyRDMC+24RbKq^y
zCN7f9py^}PjyCq8;Uwnu{&aJzYM5^+`Q&<kF*i5#SR-z9R|%bRc+IXZA1Gv;I7q-i
zGDt2SaGj5J21s!A&tgPFgm@k5GXUU3*ZDXNZ5}Iy;_mLO$B80V3pu((v&8^jzIax{
z5P~Y)PP-(8)hi@Cw=q)wYtkZpzNJTRB?gWqw}V`r6&#4mMaD|Xcr}w#oAMp@Eq;ud
zT<lMp3p?5{`|uBhaCrKjwsA6aK;@Q6Z;jnw9K=@c*8d%-xAYm6$q?<Q?iE?S`?tPd
zA#}7ZH+5DJ8Y!hgQT<eenJ%w+&95iA;m9_v=ZinnKy7!{w}_Q#RcUps*2-i<xP=lP
zhGA3mP&lj3b!ENuUKoSAg0_e*c>e8JQ;WB`p({0aprbS=&#QyewOd-{By;&ypgH~B
z&4g*BBnw-?Yb<><{%p$VU%p=~-{A)G>CalC7ARTF0%3-*_8s%9MQYZ~GPP2G=kRtx
zg9-ou-(<PT9|>(zS9hqq;*lbF*QF83dr8=Zv(H?t23wL%cQQ}PRXo)%93#Z^j!!Mt
z!t7DdsN!&m!8dI~<3}7wI6to;U<>@T8L!xL3?>+?0yt_ef2w(qf3myX0Jl2`P{&)m
zGla71t+PV@0z84ZLqC(xxHwRA2#rDnj<ph6leP_f%BE6Z#}uS(Cn>k*5FKhQ`dmDd
zxpXlwXo>!;bHQ>Q{BE#SxsdSF|7^JaFTp|n7w-Ren#=z4SHQNO_F*yM5|8EAxIb=&
z`mEXM9f+OqXrrn16i9?khoTwO*i&JpV*i%s8Y^Y(*E}nMfW-)Nl{DR6BI&y>&kbU_
zA#UbwY49xUp!0RkTHaZbnhTbLtwJ(+S?{pZ&26>SSA>;FU<vu9?p1>Ffo0z)jB3{+
zmtAI4j<faM8%8+kl(I9}VL8{-Rd|p9X`nB)T{!P~JKOY9rdTW9fc{g=IXgn}5FUH9
zw&^Z9J*w1GmQ<&WS;ira$ijyrV(Ab`3dI1h4D`p+OiMRX>s22-36U1$QpkL)*nwRM
z_ty>~Pv*NRC29;^x-AFv3_cM?Ei8zXKo+n%61o=Q3105NsOg1>&iBvz!#7fFia2<H
zggo&#mgFNDVSp*7&%O3O(8o%dXZ-r;xe67!;Mvqj5EfO8WP}L}-3brvboQze<3)GI
zkICoCiO>7v`kVX1pT=;OwS9^qkI@+W)%_b2k@&cOXa1xP(_bCKd$~7s$1S8=*FKQ4
zv-!|%%mplb743|LB6G98Qbq9+^7;Ln(x3BwIf^I__@e0V(n~^Iw?cH*JU{IkX0no#
zlS_Vu*njGoJYm^KtD@7TvuLH365h+}fP^Pw-8JtOtX0z6kW(wsAQ7*<#DK*9ECRSZ
zdAnfq8v$GP*UN1?_bB2DOd+ndOC*!K+=^zc`-o26x7o7p9`ISR9a-{t0c6{u;;7+|
z*BZaX?VTK+(Re$9BqJ<;=4t=JOcGo`$#i~(Sm1S%S<Q%V>OH;^Y^ydtTsTfo*3*ga
z=Rf3fFhtbv#!cy;Gv&4iM^rrtOFmm~tlfz%zPTWl6)bQ9vBf4OnMK(+Qpcr2%X{Qd
zJC6rz_K%1f-28OHSGo{TG1k$`w&A9#uHCAEswp1T55QZA!i`RkuOg&FQ8z-3IW`j4
z?kN2=mh8*wS|Q}@r*pc-3o#Dcrc@^>q_8b~=e?kcK!SxB1uYsPIn%l8u`2op6VYLW
zaN;HQkvJsnA14F;3w55P1*Hdf?J2>9eFFh)o49}}KuW0bN>H*5YCvfHt6|!WDn))n
z{yPG(N{-3{2`%+>@1%Icq$PiyS^~dsuZRXwYs^J)KmADG&OPluFS}R>g$q2J8=}wL
zoW@YXs&e_MkmX`9ho{f+sriv%V5b#?tU?vJ8N-94(LN2bzJtlO>$J8otWrA)2WkIm
zxB^yb;Mix%0Cx7u4b_qFl}Z#U9Co+geODL;{brvcbapSLi+>&<P}mQ^oy4|SyQzLQ
zNJ&>Whq2yniF3c{DSj+GRNf>Mh#$m@J9qFhQDaL}zKF6u{P}E^hoEPXurBH000^~9
zxEvKz6VO}gr-~w`-KI~O0Eg<JtpO=(!j#q^x`ExSdm$W{f1WC!$8$+3DYG<LWrctn
z$vE}8iy_HkSr%Ool0zb`z{!W`s+>9=5-H?Om*6xXYp{Z(Qo<@A$tv;@F_CR`3M_iK
zt74h=4sCP8qSz;mab$~^HV=rPU8sq90Z1gFIpH%B^kj^qO=~{m5jHC&<$j$d&2vJ1
zm0kgDU>R41o^TWF>u<#g?po38GWL{P)d_30h_?MX0M1g(`i!?dJkC|N#b63&@qKHh
zee%J{NO(p_?q?G^;6()ptzV%&c%q$G@_alF^Egr(gmi3Ryw)5xIUadrb9A%a8vStG
zh<EmYa8k_jcy+mDZRy*)*GM<}TC=Dv7A;2*Qt4M0af#a@1a<>d!Wfrmoj$~KGty~6
zS9U{*D=VV(%{<~8DNu$9k|kpTbfxP?EDKB3^OWJrM$z~b{?>5YqW4AlyI*XEZ#cCv
zMg6A4QN#m}o-ctI%V?HSD<?d)>Cxy}&U~ku$XdS{7`5}P`q|5`d5i70eeRC(_e6BV
zO6Mp%NL%}AcdQqJI^Lf|3JiUGg-aTEJolbxYwAP|m3+<8hid0^q<W20+{MlE$ib>G
zo9y;P9XE7XV2_5A#%7N3T=^w>0OFe3)+_#7;a@;{+-1#8jlcze)_hpHxmC1f7x{^w
zg5;~7&G-G`z2*6-<x{T}pHRmiserj{)b=r{VMW0B{$jx>Xzr_Nj`teowc}(|Wl?7?
zf`6jsg4r&dbyVAD-t0DX#uTRW#VcqXv9Iffe?R|x8Z6y-K^h%qNqqS7jt`j_NKp1i
zFI$d=TJGIEfA$2;#i^@>{f=1{`I@*wSp_NTKUEq1Pn>^Ibu^jfbynCQd}yVa^F5y*
z_jq2%yP!stDE(9Z<LsfYS~<bK@fe=dKZ8bBG3B}Xo7wu+>&oA%vK$VG;txFI#2sBE
z@S)3kI`!m)8rQF<Mk|ox5FV8GR8;Z|Uh*7>KsA+^g*WY*L;)$vhMRelm30(1r9#a7
zlRh3WfGsx*tuYjBBL(1{k9jF4P%mm*OwK-3EJSg<62hj)-6dS5@eBwC!>vy-8`j;Q
z+xwbF%<by;;B_4kEenfU4q{4n9BQ~C^b!R(yC!&1pGl6I0Bt{_Ffn66a*-5FnUwm$
z-4?Zgm|=7S`Gs`<!K~MD<9-{Rgq@ZCiwrhG$=#yO(!&&kjsc3nTwB(OFFHym=5&+~
z-Z*RU&GWZi2g<9MMD(NeQe)qcQr=25ok+Yn-=Sfc(chkCTmK3|fp%QfFc6MV@rqa=
zw^DDWy4-amvR2i7-bQmvF<>2Pr#T6-mS2@f3sXbZTRF1C7UWm6F6E_$w+rJ{b9nX|
znWJxd2J9N0YI1a#6k9Wyso93Ld3q_tA&oZbphw7~HBkt8fOlD&gZ<ls9-GviS(JXy
z$4c3;RJ1zHhj1-kyByM~f;9{bMu~+VBjz}GJk$FLqfK<(a=XTa1kU>puwkj;;Q6;b
zKImu<^T)#HGWCz8KaIJ2{s=s0P;7ua8(wv=g$G1Vn7)u>qVhqAS_p2J%N!G4eTtuZ
zqe`eW;n43p6_+fHX7%wiK7_*oI-ER3ZePfObs_8`iR;jiF5PnKcca#1LoM;}<9)7*
z;C%VBVQZFCm%{2xY{@jvs5T`hOL%ga0&_*(3fsV!b8h&w!YrMQLKExTq`v?^MqZTZ
z;G6P8Mo2#)f7I{ddz9OJ2THP?PvP|}SL^Q>e<9Mcc6L|jx?%-q@AdtYH$P@$x|@K8
zwsb!Awt}SDgM;LTc8|4r*Ob-O_iTVKrh`a|t<XZw{MqnRr#NHL=<75k3>TBMMua9B
zl~|YO=#V6zUlJQJhI%*m0FbVtj(J_}!2$?*@6}P4P3wiYfnob)`rjLVNqN=c?AgJh
z+MV%z-;8#%YDqk4Zi*~d>vD=ms~vsW`>z}~=tLrh9{pEZ$bWtQ3-}GW)s;o}T~kDZ
zjhvr-Xs1bfULiDI$fa;Wvsd#D9PRvZ3~9eZG>5oh?He76GcFaYwmjmEjngMjyQ~};
zIdcrZzzcm;@*+<3cBbmaJvs3a-*GvP#5Ij`GyYI1*cQy9)l>pHJvGIAjT4Gqi5m1_
z-qWq<eZMy}nQfp4G^wF8WL$DD3`~^wkc)gL+ZynI>wn!3)Ke@1y78>#Dc9w2xogZ6
z6vTb0o%PC0f37~_g1UqAwB162U7F6D!ub)ew?{={{RS5v31lA(T;e5vdkH^d>6Mf{
z)EedM72u@RoMGbrzM_H_+}KH5aH#8eptPp;!uXvm>3p|La`lffarU%%2^#y1-J;so
z^gi{`QBz6vyeg)!q2zC-wx#D+;97lOOO++*U$+yjf7ln={PNQ`<m2r(gn*=O(j*@g
z{(-4q|GNc$!VG>?*hL6{Gij5}R`#!|;@J_|>2Ci6j!r%cyDL-7ths9j7$)?#J#b?6
z6via+vl=$r7hO?rs%)6IsRcKX-XFqEgR?P#^Z>YpoU^r{!^7Ov8Pu=bMk{ZL$t_Jg
zU*tk?s#k%EyrQ@zGlF~_%xx2I4R@@%{k@+hE4lB`Ks5{e!08~Z1%xbrC^Q+eBu$A9
z@XCMd9`Wan6daoCua^!Mke4^%?}=zNW6ilK&+<r8!&OHq2}y8Zhg<PSfR443=3XeG
z?juw&F;=jPR|KIjUo^3~EUXqJ3{cFLV-B}1oqjhmAMbbXudUdIm7-UbH#%2Hce5QL
zy8XU&zJIgZ?E0QNj;06ty-5z|>Kl=+3tCEx0KeTNv!CATAkLr~KxE&|nhijAGo@uP
zvpWxX-Ydz~JMFJ0>P<|>nZDX{@39b#qtZ;}0Y@@ZltdI9n7!<bwU77X#U7gUrB&X4
z4A|0*{%Aa*lM<8sYR=pB;`7fpdy(7R5rjL$IFrx)y)*cY)6>J9v?Ub?F5y}%<@8$;
z`o1L493Ze<GEF^++y=uJtL(12Wsv5DGv$2^$DBZF>Av3nnB*3CI?DfiN#ZxbOe<54
zX@dN7C9u(^egZ4phbAq_E!&!IU%c+nB*X>o1@=O>Z8+nc&xUXAI}B++Qpb{~Yw+G~
zrPfjZmIH&s&}a+M5+?H-<2rkr)D^&#ott6!Gx%;ElMaF`32`C6dVVRUISsyZVDDyN
z8+B9Ttd|uUWxQO=g?F=-Bj%C2mTJhKQet_KSOlYO8%i{L+mNl<cVl`qZ><@QtIPcd
zy~@;NxmAAGu0WD7$-(qd-cf~YT8(>q-`@^kZ!&^Lg)1y?ZS_r<##I%SD^DabHhyqS
zdqQ9K^Fj>mKPEMwRMH<SMpswL40MTjezYe11(-68DP^3-tY>j;PpQQks6qi)>Aa$q
zE*3u*{8vA2k~6dp58Dp{s>nI1z0aU2->~R(1&!azEB2Ab$t2COSrfRcDSr~Wk5!#m
zYcLNYuOi@NlqtsFdQ@g(048uPsJ@Y@=m@<lc885LW!t+?Eb;Wg^8BQ)>d&FANe|j8
zFX%1CZ4{`;-6e6OO{_5`xoN#9pnufJP)_;k6Hh)#jL>cfpl7J&7x5P1{GMINVz=5g
z?4gNw$3hym@HT^SH2(tXG5BLr>Yp8_Nzyk=yaF+kgZ~0_O#cExA73%$5!}YzW1iV;
zd0$a3xQ4x_V%!xlRr03Wd*%-M3-DbmB)gQ*?qN9|@F!t4(f2ciJx-<JJK(-D?FaQt
zco@t!4eW%3S;-xB;ruXYQduO|+ln=J7Ow=c5T|OpA78yNjWOJI;((oIjk#MPmkhEC
zIi^GjS65_|&^9^(WgZP37E|Jj#R@{_a&LNj`%c%~{D7X7gd?OeTYl6-#>KB}M5oBF
z@2V)i)m?`13XdE)ieLI*Am=o-7}b~PFnSJQjd97Cm{_WmC2^@JwcJodCTi&q0;^*k
zb52+Dpm#(3<;)ZCb3fEdJ{rJOHzWzny+as4R&230E&U>{{*z=O_u+M!*(Ap<b>dSA
z?PLE<S+a9s26DAYqkF=voBKdP_*2hYV#Vwo#-w#6+R+LK;qnn{gJxscjuma^yUaiW
zEuCz5n0F2ud@re3yEDY&c!HU*?dwr6{;7+QQqlVTo5hnm@}bS|NU(SL*2i~>duO9^
z35~H=tdDX5WOGv#wCZf{8kJ)s-j{DiKDo)GX;9_yMSp!W8z}d+lAjN!sM24sl{_}5
zQj{q2lq_~P&glQByp}Or4Ew_ojDm|imz*iWXM;8Pl&&v*8LRZOa8&^7IsHEd+5PWG
z6vBErTe^A0072MX!?df*q_@*M9h2K!lIGaw&^MV1dL$=UuYkO&J@W9c5Bgm-k*=i_
zUYA3^^p<2D9bCHG<ut`#A`;iwO4)o5pTzo6j#~kS_o)rFN7&oVRnAqP7a`J=@n2yM
z9cI6I76r8ScP^oMs<X9c4kMmr+~jsE<s;tYxst{uS3nx9cgoSVz#Jm=zBa~q!{ox7
ziZdW0W%mSYSM6|;g@}v_!~nBm(Mc9A&%vL7y$YX5f&K;Pf9aY4NNmu@bfvs*r<K+w
z1gyt5(aCtkWAMZbW1S<L&=`iWp2Olohoo;vMcrD5%Q7#9F;h@6^>2y*VeSq)o1vlM
z$BMt|5}&5sQQE&%<rblYnnlsZv0^OQHG%MGx{J|>bZM_9ByIinGF%jbST90E5r8nm
z^GvL(&mB2K^xQ}Ij?O(6BYX9(Nb=#EqOV^5YP|^VlZmj-&ATd4-q^_M$KUK3({}XV
zQqXF2Oj%xUC*Y~$`;tr>wzo9_cAoclDPDXU1an^j*7}#O%VethF~Amn!jd1=XJ2ZO
zed}oZk)RAvk=Kta4jf{9^DH;e(N1>WrfE)}o5~z?AJ5HBakrd{FHP+MOQ)^~lN#Hj
z@xMXq5-9m(S09+WsNd*o1~?y~eHgR|KaFqNrThzs3a)!|t8leE@-g8ckYJ|W72EL*
z6ng8EHp;Ty;TXp|W?Tp5>|i-~8&1_VAZHA*--t7l_l=233o?@zGEbPS7z5CqNOB3G
znCdre9r8OyFu#GA+_`(9EiJrWZ(c95W86$|ncr6eb@0u`>KMp#IMy|+xjg~rhy`-R
z6gyx@JS<HJEejv9TQxp5smS2PR_JO{KkLwzQrxR)Bi^w_CmSpb!#@hJwdNK&qFeKx
zo2T)UloJuLsETV+<ZN#JkB-V4NXBp|owj5Qf$>B$B>7n-5&f=aD^?ow-n+s2l^J`+
z(Vk@HyO^gju>J?(BXj`yWYBS#bXk#{?dx!<{hA2`A;0zN_*n-HqudcTgIkrOK};f6
z=ZElFx)-`k4c3Xgs}uy<N>2qm`{cD+#!Ja43i`-UJ~Lqw9wPO&vtpSr$hfi;lMMY6
zVEfnz`#j4Bi=+RnR@LgV${uIAjS<<F`hKt=-9+onI&rzyHyPX9!#5dOuW?`g>Lk+I
z(iR`I)s^fEe?-)9oY!HEJ1^}FmlV~_xWx4XfZV@MWcAoH04^4xzc+>R^PSSX;dkOF
zf0~Rz>5j#b8^T;%RG;cVmC6qkqsk%;5|_3t(j3wfor_vq8fXGz)diId*h4%r>%WJq
zeh~bW5EcAomQQ99Ux6}O`WNtSqg~h(Y0=2V1IPVQD6`Tq_SMp_F&Z8;E~V-@C<4{J
zq58xC(yri^#lJ6iW$Y8&0ilV;X~L;8@A$*1u^^|4Td#2OEPb43+}17z1i>y>ML_PJ
z0i(qGX+LSdcg9t2(wBPJgMR4q#FLU=XWETcd;Gq0U8Nj?H`WV-aC-mHY%WZ}o+ueH
zaH22rq}j(tM9uOZaBqq0QCgvNO9n>ss|l?nLel-G>69j^<{@hd+ECp+@ug}4q#|}A
zsa3qk)Hs{r?tKU&!Kb}XuTyIz(<Jwdcy*D~4tVvYlJEChfY6nkLNwbeL^#MIVo;pT
z+XlMlPH<s8joQ4?(KB+oQ4}|cyAvkjq1C)_+-U74T{bBTz&*Pj0I2Y}Y9GcS!`Ry1
z!wIpk1?Web>Pubx=RAtcGh{DYTxC@;@RSZ`Yxi<%j%O-_0pUqg3#nhE>5>vuXQrQJ
zFXj*Mv!zes|A2%>(^2m;FU?4JT(%s_rBIJ;6<RMtfkHfaTdi^6pr+6=U!neocq8Y%
zh9^LNNLcsX)KC57^wqzBg>tmKp_ziO{xreC=ijyA9fu8a0Z%IyTa@<Cz2r=r=(@<2
zdg_3mGY2ohme)W)R90w<STLLQDfPHKd$hj&lwPVUZIuQ)S|3Y|@t1S;xUxv@uTFb|
z(lM8%e^5OhD0iA90gwfgm1Vg#l}D}f?{_16B@09&TH0#p&1c$%D}q469$0+H|DA%;
z|Az%51eMVlIrb-8=4t)ij1SfO!a30y(>JB&!qYe)QvXH8uFk&zJrssH*y+i8$x=gr
zF%N@PCFT4JSxQTOtpw?fJQiSF!UrX)YLoM-rN%L;*HrXUflucV2UitqQc}aQl#U#P
z1I9?~CoU;KAe&$-`c8^wLvEDVuQ^86_k>Hg6}8ode!o#@<KE7^=)t<+Uk?GEx~OsW
z;M|+U&jH5MsU?l&(a*7HjkEI)Jif#12YrD7v#3mHAiC`^6r=;_P@|V~WIIwEI>e71
zUCNj&$6o`Q5Gy~Gt)&C-4#73CV=a=^V7_ONl~0ToBtGSI&6kC}Sj@>#^%bKQJga6_
zLo0l4X%Oh9EE*RDwZu{ZXf-{Df%3W?!GT5~&Zi}ay>p4rW&oln0bt4HW2RC|Gasr-
zsw-3}_QS(ZVHPJ{hk$9&lw<@8*7WS-7eGE*PBI2JO0wu2tPS9QrDoOW&i7N-=1$18
z^6*#+KdWcUkG|o|l8g82{5kh}-JxolG&oq9lF+_9Hox$-|E7T+*25l(6!{PEZDua`
z==)dS>a;}qd_X$$^8q@hI?zUmc9t+Yeu#G|;UIDncj*bF!~~C)pQHQjpJ3dCMK&6w
zj`BTes)?H}N!ylauuENIu}d-eM1$_l#5AEufG)R-(L2u%E=Y#^=_BL)35-m%xjbdS
zQlo9HO|l?O8#8cG`HNtDzx<zXU5vw+b1@!Qi0ve@GsRO&op$;CX_}ifWJiX{PyVly
z!!MzLJN^fh)x&P06W84&fesH6Z9<+ubv(a$j9>mCH>tJ#W(|9oF_Ry`ynZAwzKG_!
zJyp>3I5v53o=bdj>zGxL=(Y4Um~FI(K?@RB{?stElMN_cGd9<FCXd|xy=}#OQSvqv
zxm2EWLvbMIV86jPugU*1SHJKX9={NXnP#XPX*^=HwGM44U6aW6)p!h0eKKwQ1>7w1
zpPzE#kNOUGNAJyW0Hjv>+jHm5DH2JQLa->-+Q@IqYZ?QpMBXu7n9?$j1r<cq9cm8I
z^rmLV3t=J=yHH1udR}b<xh3VW!pV&ffm?|XBL?|b%?+&NmiJQ&1yN|s)PCq(ki``o
zO}&OeTuM1oT=HQW2Rho+$a13Mq#m1?sJm81y|h6I`$+;f5gp^#=wxve!OK08X#gb}
zJvTE_!0)Yvq8CmnY=c&7A-)fDY^#Q(3GShA%Mz6j&srF{B|Y(Q!>UcB83?%P%oR46
zLp8@l<w25?cU^3x7EqRWOh4;=qI_oBG>6rn?#tL2dR-=N--QxOIfAReETgXLZ`C_l
ztBlf6n@jzhKW+0TO>Nk2{>JcUN-8jMP-$jq5#*h%!-)9{z`f|Eg$OPn-~@&J9xs@L
z_?o9TawtzbagZeooavJX35_+lO23v)9KV%DX_?ujnGhd2)Qc`Ndb+klPdBnzW%4ar
zh;ookVyQOT<Cw_M1mj30H&s)Og=PgF&4#sIzP`J%K?WTPK==8Dw&1Yo2bhG#>_TNv
zarN?uMN*GTS^<48ZF0SJnoH|Vg<6|4bu?AX=|YvNu}agsPM#5<^}Jse^#-?c8CCQ(
zKgvE0SK8v&7)lH;MHISZk$F*vZ90yMgAKSF0a9h#q`+%Cwgf<3Q9jkAi`OBuiI?l<
z5bF2Uj;%LP!M{dusP{xclNGjV_#sHL-M8Gzf(~Snv?#eHH3}=L#M_L|`k_I4bmx(@
z$p2YzB#jPj5jD|PSmGAVd*D?vE47ImNl1jKcU~2JSaQ6(@Lsxtu&}V?*)&?@+K2ti
zQr;Rm+$a#6|ATh&v)lde2ummI{(V@Q_uB!(=T(a^TN2bFygZ$aG?}Ej-Vy4K8I%-E
zc^o+0#t;Ef>0K*4MC3(jFlls390HLm6?J;Al}4!R6s_xO-PBRo4;+%~u=0m*$~xyM
zgc-1AifoNu{{HMqpGlPN+SMab+&&W%BRp&l5ppqbMJ+ZMUdi9_(quuEW?=^I%w8oW
z>8(bMVC5noW>A%S(P-L=&D)%<*;g_qDTZGwT~k!VhSPW?5>zQlvH!@OL&&xX3{*vy
z<eJ_z^5vNGm*LRHxwqH!I|k%@N%GiL$u-Y}2Vp(Rc@~5Y5*%w+-l6~T;zIEl@_I)A
zX=hLCZb*MUMF1~<pd1?rINBhLWR*&$=hl`^y4S}q-<-hGdyRZos{zmWV59N)g!hrv
z8J(t)mh);a?O%7)h${_y-PwdD;e-XE*}P;=wYFcXEY}AT%JXQW**~cq{;TNe|LXex
zT_F_f2-UD#wBaw@Z!Oa`rM*1lb9YZojqy@?z8tpXz{=w0^Kseim>9`*EyPO0Y*iI>
z_bYF3r*KK)iTi>Xu&aYE?Q-spnRI%^SATL{Z{PWZK<vVJU_KyG98i|)L<8t~O1eyO
z7ERkEa%M{;Rlci!=zmBR$JM2$_SM#U;IK-J5w-r@ypQrW=FnEwl6}`F50lHpIL`60
z8nIYTi4cun$qCp$_vV$(!E+D>7T{^T8n*J|+D(C*I-52MMNiLmCMx_w3LCm~UC8Y1
zagXZ_K>O90kBVl88p800(7kkNngDAT?A25H*tvsjwl^0Hq2fouVGx7U%n`c3bXK%7
zT^>btlMDgShW4e16qR=p{m<EUKc-_L?yp2qR_eH1F*@Lvd?sX+$>Xt+&vUbidfJDF
z@%<j=>@eh|C1v$}$N>0j7n*74=Mrrt=y)j1XbH*@b8OeWmD;S259ad@zE92Rz>Z97
zkCmjTiQaNWHlCSG1DZDR15~mh#uijWzRRQ(=_|1S+qnGDVa8wDC=m*b&=dunF{?-W
z#0qc5U%CpylLQNi#O_EAzf-AqrMv3j2y)aM(H-QWD*93<F!<)cjVEOSR7?Gm{LJAy
zAD2N(6Drdz35C!mfB*nHwE7EB)ZnR0nzpNgrr*)Cj^^xx20RxsSb?u7<o#<X2JI;d
zoY|DsZ`TOz$frouSAiHK`hfU(66Fg5fq<NI$&ZR3zzt$ifS{<Ekk@TPNfGKK&x>-~
zjwErNvuPW0U;OSq)a2XNLSdj7WJz0~!0hvWF%wF;g2pfM;p*a2p`U2b@xwe<?hm8Z
zR!iPX;C`_`byuIm7vjz?Yq%fG+f`V!9STMdlG|kGbq*>BJyupNt4!NiQ#>$8IW=x~
zj+j3k?SDDe_&Bb{?V!$J(31A<%X8DZ)^uj)LwcU00NX^Pk9a{;-7Pi<VYD1i@uwpo
z%+LA*c})s_se1z#g+%0Mhg^o%=0uLD@q||9VpoWgW5rTb4>OSV4574Sg8$9yXLaLM
zG35K9mZ;^kuzvU79$LqgVh<eoBSgvTZA#KulEzzNb=1c)HQ(``dmH0-a2BbQ98FPA
zBK9r6xLb->K(zIUx`47Jk6~m9qxhA*$GL+=y!qOn3w?#LC?*US8Yw)zgn0PCMiPRp
zoA3u%U%CU%icttnj%DZJEY#bs3Ks@B_~tl6821_FMB!<ucqAS<_bF`3q-aHU_`AUm
zjgb4thVkYDxADSj%;fNtdXl|Q)e}_Kh%*b)`r*j{X7Y!Hulmj2+R;DklDGGpI>qpQ
zHOU~7hpdy{PFSJhOHo;;{>p7i^VlY+AEfa%WLOWeX3VHQ^0hDa_Pc?)rzb5PQ)!V+
zPms1Y*Xjb22=R9EbPS`wEzx6cVGP1lJ}tuHzmN0U<|iInmN~g<$lcvbKtpr6O_PwT
zqx$y^L)1kIyYw{Q&)JUjO@L}`;);((HF7?lW)7HGXk}vh-r-eh7Ui;j&rUR@Nn-;_
z`NxfxmxBE!)kMh0p`nlLA>v1_WmBI$yUau<B%Xyx6X!d{hujq<%UvyKbBjBEIG5{f
zoi32a#}(3(oNOPvzb%UZiV}<5l6uQfi{(1c(DST_?B~qxCw)uvZ>jLCXyD72(-X!D
zdk(gFE6=f<<R_6cOH91Az`;G@=B9L0k&?&3M`JVyh0o1&fWN+`LkB~R{MWWuHQL){
z>$I6x0xzVpc2)O~+8wRTky*7oOHl2>ArEc_i8Rc-juV&?Ms~7)z<d%p+Y2`e;T?BL
zN*j8xIlP?u$w=tIf(s<9UJIY4nWyRdkji`^?(pAe`}1$8|M>qOe~iH(duWES&Sb9)
zV#YeCF=XFE!q|%}*`q-ejeU(Fvddc5q{yx;*%Hz)mJqUs>iL=XIp6O&pU>x<&u_2S
zzc6Rc<95H@uGj13dV_BBEjMsD4Ctj%VY4$U*RPpW!5ff)SLI`(i0q-8<9YDdWmgf`
zRygfWHC;mQ!i>2~2hnI0MY4T`?%;+K_Z^ddAC^K#C?Q+eF5gGXYZHo(lq`Ny4&dhS
z=71#i>ym^qly?V+hbe<3N6#rR(SdAe4(CRz?Hft>$D9CCRjr*}Yvt%Ny2M9}$nAqN
zqidBZF`oqWwxzU*TC=*9eO?CX`;suBnUX#;b?q&k)<}y3^1wXr0EKM!slbjK5IH@a
zMAT~73$<=x!ROy5ev7DlffdgG3Ws0P-(_!a6N)ZoPVZ7111Ei}*{kob3*(_UN+CAK
zW6~n<hqe~Uz60tWp!QNW;#;AwMb9$dunLD|R4#8r%jE2R2K&v^v5YqLbNv1o#z*pu
zU?0$*N*+-P4Ic*EG?a}gcw7Nn$36u;Cz`lV7d%7zXjSEn)ema?u6*>lViqKjT%=fi
z;ZpT@fBT&ljkv;huO|X6oGNX4RfXuIw3YuJU<&oy`fN+hQ_zTo^muCwoAF|!InM2K
z9dl$E^8j^5?q5^4m&)~j>6nD0S^Vwh#V<eZ%<(4FLBQkrvR20_jn<z_euTyIz#rN^
z=2T-(IJ{)O*qca^_f%$Nev?y*G44F%?cR9DH?3&Z`z`O$me`-6hg^TXfZi8Lj~D*G
z2mJriV6V;A`n4P^eI-ylWJ{&$3Y)}l7FkAIUde5*{ZK2VI)&g_w6OUt`QH~C*T>b3
z@XzvtB@_1)ei-X-T&gX^PcO{UN6+7nLnZf|J`YQ`z_m?0%g!P_)`p1O@4YPv3!3$A
zs;a!kqI;Jm*XkN(78dR!C=F?~j<?}tR7p~>d^R$lo@&(PADoj#PuevM%^yH_9voCv
zMLPGSdCstg&iic{G7R2myVucGF_XrDBvBQsl(~(9#)g#H**Q8;_8#^ClQX2Sl1uO8
z-QD}Ws&_-wL#VJ41Amo*Kc5|Wv%y8Hi5+nv>&7VRy`r@m>GB~X8<*2DdPh}1BNGao
zb*Ui!OIE*^56kj?QodA_&@|HTkY}k>S6w3mlm<u$ww7}Zz+i>+NN;F~1h^pMZ^Cfb
z+B*IRT`F1F3#;48U2^}Z)Txz<08eL{Y(q$d%Celn5jpvQ=e7U~TL*;V1#?CQ(9T6}
zw{ti<(DY_1LZ3Qw83Sxf+wToXc$+o0r;THWLbhef-!yU;!6bM`zI|=HMzQj~88x|n
z8a>GU>izAo2|ao;ps=~{_H=sthMqE=-@Nq=rz&Kp_rsh+UN3E>QYexN{by-MpN1dc
zIm{WHuVq(R%2(nz7nAh%p{=78%kuN=t2{a9l5l8>WnxKkM*8nbc3Xu}*k2F2izZsI
zKUGTUcR1fZU(wg|*Zx)9BxECqml#i@yA&IzSI(XT-YsXnvLN`zJnYvuh(6#?7SdGF
zO8cg(k@1L?Fi!5!Fimh4;&~Vj{j*N-8(N#swRz*;rdg`bSpb2|M&$$pHLKViJEbqI
zyH#0(qr&<lZ$8{&`$#_SwS6tTE<#<|F?VeH+^f>4iE^9^+6(*Zb>l(TpvmVJboI%N
zSb7q7K>xaR@k6EWcTg0^Wb;kzM*+4j&kT4{2ro?2Bci5HokMZXZExZ(sVkrreq6%U
z@LigfsE|uPlCUwN`CIGq%~A<Yx|apyFWH5u7F-3H>u;L6uT!!}xbtCR`}V9T#nBY1
z2b^Rv>i^=S3a$w0-O#tJ7GTFLY3<?|B)2B`l7;WqZ}ZNBEjz2~SBn?#5@?Ps{j_bp
zOP^Ra6FVLK4L$5O{chU6$^M?YS0T93IBhEbruLV~9?RjV{zzN1&4<DCR>2bIO6I~W
z9o1|X$F<b~Uaxa4N_&MY!JyWkqf|?gXQ_Xh35Ro5ON4W2iR3_N@6FVi5cA$h?R;h1
zC!_4&Qu#0g>WNxQw^R(J7bRlpW{m>4*D{ZW1GZg*xDkbfF?Yu1gJI*XX|wgPl1CqO
zx96Wfvk9{btlaN69R79KL2jBEX=n+bt3Q`Bwl|lgDgC3m=I8eI^n%WcF2|qO5(1-j
zyvc$^F@~mlsffiqHA?u@6Y4el>NM1-z<Fe(V#T=0Jc@UIA?{~Nw>Ov79zX7Gw7jpX
z75nRA-3VE0arY#TY^fjR(*?)C2&XRU_EBr;bF*|$%fy7|8FV<*Ej~;w=fVx7sJN*t
zb-Us0@%&QNrl-%KfX2A~fq5)rPKyB|p!p&srmff6VZQNI%6Nr|Uo4C+UCPUCBMu!m
z)o-M0Zc{YM)OwQWF>hD>c~w{1Kg`dvdhyBk4+)IHp!9{;?@Db4jyTR0^27CnK$oJw
zp3PfZ?f%W3;k%tfh13KrzyhCMGeurxN=f;Iepq^cOy*l`=D>-sWyDK6PD37P#-o%S
zc>U?bT5!ix7tg(@;ag0XozJz1Wr`&+B`jB(7j$^Eern@2n~_d~(*E^r9P!o<3BO+0
zMYop)nm`~6?NGh%Qj0{jaF*Sj_}tbvQ<r38$cQ9OexVQ7ZJaIRu3{Fky+*a&Xn}e;
z1=A1nsBZ(jiVyG00Jw+z1fkeCWk+fSPx-225LKeUvpT+!*Zrf=<J>#)aWh?=rpK`&
z$h(wGX#w?Ny!IOg*yf1zRhBdVHo-)+?{*tNsFCBR{Opndet9arYGVyZZ4Kx5?c?FQ
zvhY~5JIx|2>ADE#c`~266iD<<Ou?p>tmflj9rF13cG(N?BOZ_#c}uztQKz^n@VHQI
zf*>p@E5|_}J~0Shrr{6is0NOpefP8ZaT%U~$%4sgS*W99xVd<ySmLw!2OT%~flP8e
zs`YGsN}E<f(50*Y;)?70jGrJ8;hwPPrFH|-OlG<StbOQgza~c5mfq2QMO8fjPpnkq
zG-TkpjCYDT83PhPnjh2^^sRl+I_twIa}Kgx|J{i_@?rn6C$aTpH+H>GiVi?E!iCtS
zRL)X62g_cSQSg}4aln<e^I)xYU56_CAi~$PL_$=X7BDkNdM}~xi1w!38$2r6SNiq!
z+h#6ZMYlH=MOr1r35V()me5yT#!(`7Dwj%=uCd+*KaZ5IaIr*7YqI#szL)D7HO?Yl
zE-8xdf}JL0!fYH@U-vv>jRTUpq%EG|Pqf|N^Hi&5r}}>L)y%g~a^@wfDKqG8-h3%d
zVeI_3&RAxp?JImZEdDq^z~&b&wK{FO{%U^LKglPv#;vql)Bd+RUAfH(pGJMg=Z>;a
zsmTxZ4-YRIL$5kre$HScBlUAWd8nv|BY%d|SBpMKEUjbdtULGeOTM|6OrLlEHH$WW
z$^V_)8Q>YGch`q+iT9+L8yxl5%eEeVi>HLEYjbSe?Ejtg_}@uvG&!*h`?vr5v0PWz
z6vSy{FX@KXiUkg8?-)KNrS_ZM2@_)k)(^|#ygqEeIhhGGFo^_(aVY5-VbWSf@O6qY
zZ>cAOuMZ1eXuOs&qZrKH6$`Sb2<zZ+%v~SOrV>p-Z}nQcFLN|h{pRQdCg|i!Xb}nD
z&Mw%x(N`i4GNDM)r#Oz$Kk?5IJSl-(+FQ+!X8g%95|z?64A66TG>qpbzVA-%i!LW|
z`fYf2!dag`U~#-U6df!zg34t!LDRFNj7CD$Y5o-ZIL$;rF_k35@qp!yw=}!ouqvRW
zJDx$h;vfa|3Xp$_&|-}b(j-lkXm(ADvw$ru2PkPtOJY(eWBlzejxUO#*Iet_jqQ(0
zTu)kgfO1v6B0aVOUr6cI#{hRvxLM_9Ow61jkQa|2txcMInoA02jgVBGOwJ>lT~G~$
z4FhuIX!Y<ZyPT|RU2Aa5qRB*}b812+h3&n*ECdzm-k7CjVY=KBF@zU;^VOOCZB)YG
zn^*K{3_4E+5B_@MnU!=-SDRlvb9ov{dxNwwOw?X{fO|xJ?={~TeaGXPzY>0H-B5WF
z_n2%aic@F1X0!xd$?+pkq-q&uNJ#`SdPc!y@dJpN;1Y>3uEX-J`H0G>htdGSg%m?F
z=`KQ27fPh*4kb1X0y5$JfQP6NyOAgLVhD_v3no@Z;_8PLG9yITV;0J1Y#zKloAiXj
zF*K(QU`|R?UCn{D3}J8vD46-qy3vIG8wxE%0hZvcm1X#2-UIB@?HE^7J9qM=;=U?0
zU#Fcm+dR~cfo+ihb9)59-dP<gZLIIwJhQ0#jeNLPRC5QN<uTkt98hQhA{(p4hh(yd
zbQX>Q{b6Y{uW_Poi14VNUf%k1Lm5>vN*wl7@#mh*ciLU{rs9~Fk6(0+H7!-F@JDpy
zhB}KWCzd1s8v3g|+`c?3)yj^(I&;fb?_z&eeZy?)@v!;ZUjuIvl;vLGJ0{0I>lI&W
zJlba_N$N}zI@Ak29Hrl*g#Jn&zKgBU+4l*0@_(4Lo<=mV`DeVWJYL;US4PUFoPI*j
zi_sVitFmUqRx>+t2+BAJY8(M`ga`0Qp1GHyFPxB7-QQy2r5MDs00bdxJ_H_S`6M@p
z1boufv4Tgtn2YrNtmv;XruT9N^ey5>c|C?Rw^s7)1o9wJ*42|YDz$i*lUdD_1p9fq
z8+?NAA;AeZTF${3Z=I;QnEKfqyu8O^7m?9a)03yGZKT7J`~5>z#h#v6?5K`~2H)n5
z`xEQRtoDW9gd$YG6kmM;xo`ACwFu5%>uigD`keLhQl2%q6!(vhBxM=$XRK{5>D}SH
zp{Gp6#R)X!eg(bxc31p45Ydm!q3?waZTR(bA+#q|1X#`-4rn>Gt#-D2=3+H^y&qF&
z^|m=zN)G@}lC5QG?OtmSH(<?-RKWVSg)x)+H|AUuL7|K`6u+B%F@uv!&R=K0-Kl)X
z@tW}}5}xd2U%i72z9HF1`6@J(V4J6Iy6td*IPW2+k_M9auDN*YuBa`DzwkgU@ao`i
zp?i(L9|EYLfc&>dwI7DW@z1!18rCk&(xg?sriM#zc&rRRks?&BB8#My@$viYzbR9B
zU!lU;kTT;M!mW8wFu!E?b5p&`#juBA&GDi^l11`g>wquiX*)ejddzO}F8gCab&k7=
z|166KzRTT9yE?jX?-%cKi_(@*sgSii-^b_X*K!2u1#B<gDs(y8@ESBJ_ULrlv_vd3
zs<#dsJ=@p7jaC&LV&iW@Y3JwzkqH<ctF)%>xkyyS0ox3cmK3KLt|UVMTdk8#yQF=s
z<ju?`{0b<LDw9Xvddv0Yo#&@6n{9(q5l+q<LJ+4NGn7f|qMdNQ&IHK6(_g*n+R1<#
zM`alwXOTVAKgUoRBh&UEMnI5x$7nGiCT4v$R`NDt`JqWji6Y9L#P+pwUB6p8*tciw
z_D9E0eraKT?F+BA4`XlUs=9IylicA~s93(8I<c0=0qH4noPOyy<1lq4`?Zl4@M_0h
zGrQTW^sNiBE;$AHu^w!nY@|t796jovP_NI<g$TXKJf8)6O{)`cfj|KceRt{Qty4}9
z=%_5$q)UY7a<Sx^$Z4*htTJ3|t$Ev1Z48*PINil^z57gLDkrkb%@lq8)oR)<QG@i?
zYZnF7M?5&Exhhm&kCumNb5<pmudL_hz?8^I#)=<Cf`ML|W*;^t=XfLHbFSMM&(@DH
z5{uuw1$;jVx1kM--ecE2uHc-8YDEnkkNyW#r4UPgwH+z0z=d-dY3EoUUA1JR1CZpb
z9z(WZWJZnyUNgRoyJnJA2m&7y{%vWKx-ALneNFy5(dTz#Z%+@l)r;HOBS{^rzSeS+
z<sqEVayTV9V1kcEtk<=W8Ar~y$Iz<VDlQBL=2J<Ggxmg-V8e^%lgrQbQ(Y}(G1aB+
zuoGW}Uj5fCS=~OyMr=29u11d0%3RM2&AjBSdCR5xR!_F$R=&J$q0m&S*Ou%Lm=W+j
z+Uwh=p$1X|L|vCQ4K6G_WU{**fB9h2#wT9(v*ZWOv*Lz2rCjDqs~)9hwdM5uM{T8Z
zgRHu@IuiYa<m%5XG<~j{A|Idy@rM-|I6oRf;Qx^t`=3vI=@-i~T-5W4T{BVl0Q(HG
z;L3SR68v(@@3ne=8<E~fBG;c<g5=XjF@L<~Ihw+b*DXx(8t=8NoC5y-bgSX^!gDWu
zVI$Y!cy-Xg6~aPI&nGO~K-FIDpnlXNwS=O1`L#;*aF)A;DU8Mvh2>I~P+CM#L92@@
zSjp1Oj97sIL6w}`sDj8$J`5UpT!}zC6%=H2hGO8)bBVrk<s@_ciY`ZAFB1(bXB&1E
z7Kl?}0dY-ZvUJb~5Dhb_jMi`HI^-FSjZ!0@nSe8An(6kZqi@hXXgDnG3+;jy`)Cc0
zcry9)o!g5VRU{HtXR+lc(#+6hLWh)jJ8YngjvGtw*YD*i5;Hhh{;Jjf{6zV9-b&lz
zlR`!zn?ryVbc4L;_uFJK2EZPunG@|>K9c=<!Tc5#vU>e{C8~J<ykgyGE_2b(z{PX~
z^?Mvt-9`yKC`;)Kr`AZB^vkRp?L{XUQNm5c;BBMj<783R9N+T4vt$XV1hk*$nL`lm
zXo%vGoV@_sF~khceVH!!-EW_2(62_?E@YY%HZY@PVPO3{YtTN(nxUJ_Na%4PLnl~x
z*}|QH8BXoEyz0yzfKy2-8Hax2{yOTD5rv1UnRgBmpvQ%apdBpdmP~uF!Nlh%&FSK`
zV09@SC0`C<ec-jwsv0?3lfMa=>&H~3x;Nd5((_C2Rb<?GEca&F=?N&4IInQ?-R1G|
z4@WYC2HtCFaNW*Pg4NykffZN^vAtis<?XGKt0PG>Gu;AFkn-_3$OX5v8Er<UjR@nK
zz%Z9YZf|<`qFNcFlngcmr|!VaU)oijq3sPhrLgL7t%>WrV!^n?xmC_{yTa;clmCP#
zSl>KKgG2iV$|om}MbkefTq?Me-?06U|Hu8O=68@Nu~<~{vyQU~t_IIS8#}aaia<Og
zwY@{bP@GGY!Gv1KTYB_DKg$xyj$XG+>~1X8uT*asPt@nWBy@@RN{m~9G%5Ubqh=4V
zDTr=jtt2k-?9*-0A01W2`#sZ|Er;Y@<t*1XmU?v_F?moOVXPCkG=%>UlR7cp;?jmi
zy2k5ZmJ1H)0~iT=wcjHfZ8+E`@0T^dO+$3Ux7KQ<nzKe5w_RCKgSGAbDq-F7w`9H8
zjUMtZSsfF2Lb_$x1Mse2YrYDnwFw6cqAa&-@Ho&!(0r=irETr!S3JN?qHkE+NqX&2
zYK^#}_XCXH`QBe|8l)3$ICp&B)-Tih!xs9u`v%A-ZG$`I)r}9VLAC$xWX(K9AT*3+
zEM4?oWa|%|1N_EcTxd9HMJ9W__<|D4kP%x9zMw9DM{(hrfOwz*+3`?3mPh<+L$ExP
zcIZ1N!MPg3hM(;8crEW2Fm&r?aCY?<0Zx+C@@kdC_d$A);Hxl_aE7@DYlN|3g6d71
z?zZHIwv<5hHFH!VqcLna=uKQ<3s(kieyx_xFMH+B(oL2vpTC>RMJ0CbB@d+1%-#JM
z53TLxXj9<eMz-{SfCv>cu;YNB+~d@_v-G6M+WF!M^ip`%<b7c|c`EH!u_(wE-L`m}
zhNgJ;ug<-7xnIq^Vxv1-MyMw}B=R;y$ml`Rij)2vRw=9ay(v)o+AR5nsQKh{im4}D
zuh#9%`%7w5$|IbnZ@6{d#z2fskE<_p-|S(B(KoRsQ)Gkay-eMj(2ED|XI_pyzP?N)
zea2jXFEkBZ`C^{8b;Ro`L^RU*-D*Jy`lHlo#D-)1FI3E22Toy%adFegT>!VT_WBYk
z$`Zai6NNnoe+E%+J*m_`GSk|KV8dBdQCLZVJY%=r<e<V1QpBHZ#m(U$Jc`yuL%D?K
z7{Cq+VzvyOOLYy-OhAb*Q$ht3F?coiR6_vtepS=RGcV(L4%<R;44(P&m(i9p%#VNb
zH6~Au<EG>uuR_S|O@(#u3~S;5-w3H*ooG3xLY9WAwJcTRQq>UL-R-rBQe<isw~_Jq
zi;MmmR>OckJdPDJY9tx#D#$#zoS^mC{**-!$L!cWOGH}XU?S;1F%{k7FpKj)uS<(a
zM9&-+e*}?V%kgw-&sVJNQOtamS8Pyg>WNa<Ek(8w4Mo-k{-_B>qRnJLN>}oGTWz`l
zx|qS$+>ViXm!-!>y5RjnNNOX6By8&;4In)1Q*fR^B#JW9eO)i98V}tzq<ug;FZ%sZ
znRFqRxFkJnH+J_fafdVrQ%w~b5CQk$Cg3D4Eg(((y5=e}8V_AQo4kbJ8Bus17SxAy
z(lsEl0O@xk0IJA@rFK*nkn|{lu6~)+VqlSnuyn3aI4op5Rgmj5R`n7meEWUGE0HBY
z<jxZd9Qkf^ApuaMJbVfqZ<;Zm_hT99ekWDPI~z<?@s$$K9(uasYpi8(&WiM1mBbzb
zu9eyw>7l0gmtJSGh<)&`wJ%}=_Nu=YH8-7N@A8T(3t87tJvgtw;-D7K*ssx7^GUuW
zCaxc8shgS+Nb3z47H<TPT$RB!Op3QSB_@&rm#V%PF8$UV7kOiO>y`MpbsO)eY1YF3
z8>-=de!-XSO<T1;wG8Vh2X{1J`FG{k)GT`u(NIfd*UNJx%c57E8a1a=Imty;QT34D
z7M~Bh{%B-g%S~wp(3@iuwOlSw@c9;$ztT|TqLyaP%Z6AN>91BA`Rh^n?G5zQ?Obh;
z(BJiC=(6jmSn*oODiL0jL~CgY@d*L^3?S-q8krK1Hu_xP*0S8d7Rme<>cga$b(+m#
zpA;2FPu@*%M7IcU^z%fu(O<q$XX~l9JE}+t7@!IAOrM~9bCVO3wK$q%Lj;zb25FLZ
z3L{2l0K=WW#_z?*MZx}mCXB{^Vkq}})qNE*A!;Uce6w<bMxJuTf)|=S7*y!{-+2}b
zBt0wzImzi9jJ6d&T#yYvHBXUrR=N)zrlnR|86KC)#75tFWJ)6CUen%yy}M^>e^eCm
z*+?#of1x48-cH87YO>HZ4hj&p6n`<BCfiS#YT0w@ft#501R_*oEJR_CD<pXO`alvw
z6pI{|ehKhwvHM9v#V{b)h8Ak<o<K;z%}8sqp{0;ZBu)-7q9~%y-}tt^6)9E%m`vP9
ziJ0+NE|b$|iJ}lhIk-j>0Q4Y=c_*_PCLSW7qzsUNd!$0wmH}pPSjB+d7<vEH3`L9F
zNy1>5btAw%rk4Rr&wu^wz0@BmkQ*yKW^-=5t_K%M_{}o<Sim>rs7A8h)Nd3%fpsuZ
zt9}x7`o%S5*RWK(p}SdAmNjN<sr3h@6GB9hoZImtNw>JCjdNB|NmEw5qw;AC&F?Z<
zL)b%j=YC&0m)LuhLtCnT_d4HEdElr2+S?!2(7A4FE7q5tDjU$q-O!Wwm{q+}^xc}B
ztJf8YY*RNj#=rHo7)VE8?tPGnLdBrk@|3E3!uFD?O<`byA|z77>T2bY^}JlM$luu)
zckOR&$wn<b(fuRKv0qim4O8+~4ft%RVRJFjNQWzF%1C69C|Vx|noX0O3dE*~K4wA1
z5ss_gO6Q$k#tzJTW^;WaT+B!<_*<EE^a>?G0v%UyDJHP=T|_-oNy*n_L4aN2G-W>h
zIG39g0+)}z07Puu=c_dj8Y?_LEcEExb$#o<KF-B$@S|8X%sP7`h^xq&OPUWh%NEw$
zc1Pyx5M-cJNH=UhU;Bf-4C-RTaq>MctBbF5gIFw{flRwEt4uTwOrM$FxMqLySWtR-
znttvXyxNOhp`fXa(ji*dk#!hd|Kr)xQ}(q&oAsyOPOPY(0@kF!Udy-g%+dY(gm-te
ze0ZM(Ca0j@Gz6ZDy*au)n6l;xDK)()Q=`47yEhTqcik-O^j8#rtv=ajF1M9yxf8$F
zUpcBjG12%VhtWDECDIX1KQ@Cjdo@<KO~83{vF*Fmh?l;wf8p=9d28y`AY5OrJE1tN
zG=`p~=OJ^ce|2bWQF-1C=bzO!1<;^6m0h;wR8?Hfm+6j&w$0*7s(8}@ldvxto71lO
zGZlZl#BJpi!~0)Pd2jPjUdBA{dsj1lZ~8yrMoa3$Bst@i+Y-G(NZ2`tzrWs_o#{UQ
zEF3D=EYIO(I{P6z;N>05vug>IXt@w|ukd)f7mJLjB$cTQ?R^X@oQeqEd$D36#*MH>
zkojLG^h?y<hW<=CNK7CnDJ1M^YHsmA+WW<PPydjE&ptFP;K{U-_jkEVF$sG=<j!$2
zv3?zZl~1Z%NRjM9uECeeo(Rt2^r>jVpDLd2Ld(0y2wss}<tv?kydFtm)?i&fJXGT#
zfIGTe#wGTFyPzkFU}?OB1gub2)WiZX(pz80<EBr-t^^o+KP|8WPc(^T?sa}>eyD;~
zPO(Vu_hN=p0=A6SoLr@Yj!wr#X|A_iM@7`^$GQ4)pl&irb)2h}#^hti3a(cxRn;w+
zuTQ7g@bb&u3S}fUi1@N$!a>J=U&iC4yHnHH6*jTl#cVmQv`$(Kfk8*g`|D_vBHN>=
zG&VgL((wxQI`L&RnGZo@w&>r!*s#wnJxPwG=cx69amC4L+{Q}Qb6x-U5)3~o2_iK4
zmR#uontj89DCRlu7T9r~#EE%E@SGweg81=EuHQ|Ck5>d=<9QV1WErvIM4+@4Nm$2s
zZhsq8S4fa!#5(nNNI&xU0tWsA!cv$UeONo6A6Hrs5+4i78KTQ(;-Q;AJlR1%aG{+%
z!2BY1wtQyNrNQ1CI%;6i6Ub7Ny5S}N4B`*GD;Wa^)AqIe2BU?Zy&LfT1fAn204K-C
z1pgF{PkN9YFqR4HQ2Y+(xe?kImcSb~A2aX+g<IN8{m4F32vWW~l!jR!f8ng3@~L~b
z+{H(OigbPkI~g7F+mNL5HBP$_q-$I5KetVI;;XgLS1X-JQ5uH^RksJ7ceo+Lu1rY4
z-o;tTadHiuPMR$@hnqhK8H162NljdXw|<Kp3@Ub3Z-<(EsFItF+{XE<T7G2*QAo$U
z`u=&x{!GUu7f^4Fq1ih02)7ILj(#!r*TdL$FYw=*XYd^r;FXxm-QUj4Xpy9u^iux+
zw)g*eOMBz}6|@B0?e$A*V}t8t6NW<=m9ETzovHU)MHuy}^qNqnj`)B?Qj@Gf;e(#l
zLVzL^7QAjIwN|GQUCErisNQuoQaHyoO2ik_>xS6gKv_FEYZnfi#J<OIBk1T-Hy4T!
zA~c3>+siMgXWllfJ`SN(=RT|fG3y5SYY6(vJ~s5L*Di3OrM&M*>KqRVr#dEY(n@Jk
z%baEWCC!!8m0JL?FxsiN7DC9ZtfZhy9B|gXTVX6k;=Ha3gOH!EVL2R&w@Le(y`bip
zn3#!z$<AkI<#f^c$HGHIAygxQewEDWt$77GVWu9#LxcliV|1DDB+pjUG{4FFioAh8
z+IYs{519@Nb%xv}JV#XAUIbq1H18b7L!;(46Abdt8ot!O=*D!|j%8ko$qjy7+j$9G
zplj@Bd;B?`pm_zoV_%*#t-N&o2b=qAaI1rcgVJBAlG>k_12!!wWMh_(<T$~qktq=u
zN5XicHsUU|Aly0E@`xO;W$e%62pC?qh$_ec#!BC?rY?{Hwe&PeWbB76@NCjee4ivp
zV4Lh%&?LkRq>>M5$R+^b5X-1tBq}6L5^IN)9~2&Lc=jqx?&hXYSc4TueoHeKGCecW
zjve@Ss0^hK9+CD5z4rzJt%#rXRXFSg<e~#i!3_<$0cm((0?Mm44s-JN4M>=1mPSxT
zJG81R_C<hQTfTCD!69RezdkfJx&r*|z3rxA{6%jO9F#K&_g%}L4Eq+7+}D1ES!}@V
zQ6@}eird{w=~%w|(LA-Hv&<vQEHp_xeq<X=*ycaXi%?;*%WT=x4u-ESJo)Ku&`IlG
z@w6{iz0r{MjW<_kBH>GteJd0KKdk)Zew?t2<BXWL+K{ThR!fyOQgIxkyMdG(AI@eV
zQm>lLhD`hI3weF|+^>TF%nf7La7w7VcPAV9?lY-5e5{%^?Is~fo@Y>eb;RbNG=4D+
zhDZ~$Y*nKweszw+fBrnEGbiY|E6ar)$3zgRpnwE=CC_4e>0;@M4+U?{Q@Ug&FFqmG
zv_6=r@L96V0eWHvAPMzPS?_SSw|Oc=)86mJ6{7+=k|MQQ&|3bJ;v3g2xl>fqLWOOA
z)}@55%H7~(KK-H)3U?lcQD@fF&ZirSU>w;#*3>_eORZ<#*>Om9Dlg4{q~*w653s$B
zy!!FSn|rgD4c3LUh1y0QerV6T<H?1?Ehvx<%0z2CS1Jij0h8c?3egGhz-xs*iy+tG
z+X)MLYe?_W8oN8^;Vwi0jf`48sX5Q5t<7DVzo#mCJT_bD9YcA37X=Q?>K!uXI1^B6
ze4}B8QSxnemGF_9s1H%&FYSv8Bs`WuZ_;#4&7b=68{kX(P1jA4@+v4~;Fg|Eaq8ry
zE}Vg|(?8zcI|UcoP--uQmJ#S3hswYC?}B8FZCjL{vo`yry;*GKQDqp-ai4I&G_+Li
z%ywK@-2CQQb!I-2n73*&pU_kh;*YA7+q?1SE4AsqEn_BcG&&AYZq_?2<#jWk`Fa2M
zSL!!n6)sfKp+C=eVB_Nko5sikU#=i3W7XybPu^#AB0Pb;)@ETs1gdhTlW+04f_F`W
zvz43`-zKJ;{#ZXqe^n?i0~vMTZzy)NR5iL`25ATrVVa*`BPHbR02}fU!zua)V&uq7
zN$GMHY!zoAaL)U#(AU+>n^b45p`|zxWh02M2XqEc{k2L2LsL`YVB4U+4NsF-j{XrU
z4^P*FIpvM!4;;~@^qg}YstHccQu55gft6*qUOqPKIq22bl1Rc<eAr5ne=wp!`3ZU7
zAr7?nxV)r;o|+e@w5UIJmfZXFIq#+G3j4(;@YH`(xI_VQ{XhNhv66Imi%#nO4$I!S
zSK24FmJxL%2VHh@&Eo~Ue)Xr(Tx*?zF-X?K!8M)|m&JfDm4&Qy9MJWJ-1kx=#^B@{
z0Q1f)<do3Cjun+NrprxI*axuG=?td)JP2%y{2y>y0YbLS#C8gXo|+3r>BNe#H>o9g
zFJ2@{<1XaVx;u(jJ`&1n04c{Dr{q!`9CiWDWhNbG+Q<BpL9yscN;$Zq7ZCVz(QnjI
z-BWEu4$Je4*lfcf^t(iwhw9r4aJ@TlW%Up3W&Mepx`<Or$5CEw3I1h}OM#+3vM(PM
zLe_kRHIaehH2#~wd;V)+PpAZA%I>k&sT+|_PFVqzL>aH7=V}kU8f85I8#R&w+=f=_
zLn-$QnJ1MLR{bWB2PK0*bdO8Wj$t3L{7*5VI4FcBua3EX<RH5rmNm{u^BbJzT7yG=
zYO379#pjnujiL*=9FClLi!;@z=WyBFx_6aZhDj8b^2&Fc6*U%Xp7T@1cQs7PLBzsy
zV5Vh8>VAdG$e--NpA49xOf||R>sLn;^63~@;8F_cbg3wlw|MrG!j^GH^U9h=kr(32
zc5=_SqvgI_^*O;3Z_$^d62_N3&%bH_|Ekk&r@Q*Cg<ja`y*~Bo54A*xyAfaIHXudS
z%ZhF^f-m@gZ)i7rTgc+oUy6b*1KW4}p}#=taZ;rEw=~@#L@lT+mWT2d+@c5)Rof+>
zO(sAfNulee40L7o?qr%5{(7uVCeTvH8$_ozk@YXrNW%z(>9r-js+IS8G%U$Z`8r5X
z;7y~!iBgN#<5nAMMnyomb(J`?1Gz<e_fnJ8Tk&&AG?Rq3&00AaT8f^vIUM!6!@Cn5
zvCf)mb1)C;3!6BGgH!a5D@@AhC=t?zRsF<(iCiG^XFY3o)TR*{joeSR^-8RvnTV{^
z2sG6SV-uC~TiDhUeIRl+F|kc1g4S`?Y6*@o)mQjIY7J&U_5uvCkjryEzr&b^1U%qI
zttS9}U>LhUq|TP0T34p-XFOZtXmJ-~20dKIazCC&y-v}TR!(c%{A~{NMF&i0ds>eC
z2jr>Kj@vUBjMj-Yrg|2fWl9R@tWCM+I<yyHd8Lr!JU3ds%B7akE#^M|`ExF>4uq!O
z=9Tn2&9<F`u@zK+2CUGvrMJ-%X&zX8UoALUXo@?gbx$Kx1crf|t`yj*OFu$L%`$7o
zg7lzg#S_z|X8Mkjnp?qTsbrT_ESpozUY%fNDKmz$HeDtHPMv7$m3vjDyD+Lx*W;!}
z=89JLe3ZDNYig!p6Ni8kz#TaM$Li`RyoVFLQ0pHr<&!t8OQpb?ENaK#{`avldU+vm
za+$OQ8iCfdO^@ygKCH+C{1x!bF9y{iW0oJCdG|1*cc<@rliZ`MUv&Log5-LzwR>WL
z?PY7iBIA`RISJM5DEsTr%tx4y4r*V2c$E|Q<VnAJRZ6nWnc7p>MTI_8ZZs4=!1(FR
zeS0d_Bjbix{LSTl)}G`K#R;z5f2Y?+6<O14mMxrdi}P;J*mor{G+6R@rVvy_I<J#J
z_Nm+|OI|frhQPyEuu6C0SzRv7jh5TGoPX1{%&xI5eN*XgzLm8uhO$+rdweT>=zEf~
z3B9s1H|ll{gK&33L`P56^APya!BM&W<sd%h_xDu8-14DxiZcU`n(atyf25w22l%c!
z4M_Y4XuUL@AF5!aMC_V=a`x22s_dbx{GXg(wIoRmF^npz6W4YgeBEJ&xdDH=oBU@p
z-_~%)o$UE?l-|$IZn(I3jx4m{mt5oSG5uo0dByHyVmwUUKWvP#FUG6h4p(q<eW7Jl
zgz5}z$gz6~$|KEqExdo~)o|y%5XWcYefnFxvJQElToPtw#xi2Ws})o1dYf<;)b__;
z4mc+$=R6h-`9PX9pFN2c2>0&OFJNQ;boF|A;Q6ANWuYER*EWrNlF+qZl};^tA8K`^
zMi)(G^;W&ROmh|a#pPeT%o(HmW?XX}c9Z92g<7=KM%AX+lL4(i4voJrfa()^*uf@8
zFk35HVp%TStvt!(Gl&L;!oV#8BzC&xiGE}Jd0x1NWT}yTQk@qt@Z2b2Y2VLk5JRnT
zh#tRs(_$`zCDKY_#~hAs?VPt(<FYa^lNao)-)2K`+x4~YH^SL5)yAADvdV8A>;n4k
zn2MzabX}T>8E+H5aO)!vgPv%duX@FXVrb+mt@rdw)buW%fvFqOTKyHgwt5RoyT>Ur
zJ64oMzot0Vm|V_h@_)(^0=TflN(ikvdhUnkkY>CuemQD78;C|lW0voi@v*)lmg3Ys
zPgMP@@ax0Z1ml!fUiV&x<zp%A0lAJcM7iSfqN0D-1j3FP9}(WSO!C7k7h^@BNvQUi
zUZ$$WoTOHfW1g?UqQExhU^QPz;|G%31Zd!0)2`(%+!kNa9op=4TDK%6%Fel5Pokp1
z(3_f_lV@>1>!48hzD~;SiP`1<fTPEzcqWCFfuZm1etpxF+zjC7%`U+xo-daZOv;~g
z6l%)<Q$%_>Ds+ynL`UK}T{Ne2LEB6$U<l7s5zQ-0TC2Gw&Eq|!Q;W34U%g?+G<hy$
z1c%;``rHTlMzjc4?6hfNdrmO#B`QZuB!zBb#cC!?OKqYCgq0Pe5>h9G^_?Ssy?y*U
z*~^};O4%=g9?eR}EL1qwJ9w#etyGylDyiU)nIm9_J~aWqnujmbVsmZI^3d?rB332}
z?Sn4v8@c1tR>(-X3!^S%{FL?WwD1-I>gdfM<plQA#6n(s1^9s)rAEf(GCO*iHEcph
zf9?Gjo&q}sy2Aa<g(&8fV&AiF()hD;7#84IJati)nBNa+;E9uGStdt#&|&dT?H=eY
z(>1pAm{9}aHSNC6ok572%b59<Tp%?k4t+Q3_oOUEhLxyNAZ=|}g6cwA-qOmHb&U*Y
zIY%-<NKfU4ue<rk`!cUKQ_a}V!8x>Us+f5{Eniqmww<}?Akyu>J7!|?itO^B$=ufp
zLVxOBYKVviM=P98S>4M?3uZhj#E$>!y1jB#0S1c_Xp9cOZzEfU{8}V}a4CR#rbDNn
zq8nhJ9ls>>;KI4Y+V&8k%qin&Fas3Q;q*I|&rn|JT#NvPF#bBLTUX*bj}_s6ZBR3N
zXW#!gg0g$k3Qq2Obr-bH%-bMjj7FcD!^Ef2gXJ$$n1{tk?Ee9Y_+mj_o-ra@k9(b0
zeS+#FVuu|M-7=@+@DHt`yDu1dm%o8e7dC8Z?ACkpNz}Gy;T7%9h@G5p(+bMm^~>`a
zs(KQIiVb0bGyrDK^qre=a(KvI6<79v>GKssq%u||%p!#Hpwn;CET)lDZ*4Y(Tf006
z-zT-fBq7wgX<D{ez>dO`dVD!1ct8Zi$^de$iIrJ|_)sMY6-S{gl`hwU3A=^N93q?`
zp6=**()rDGeRHBRVLUZE_!FSsR>+|9_^gMJ<f$Bx(n~}yB|rbviAeU+2EdR_EQiG3
zw*d>Wpgccxnfo2TH0(inRe>JRAlM5a9=U<jq_tbk<oqGLd=u?aTLa~Iy=7%1NstN9
zt(mB_$cPs7&<-YG(CbFQNCHiJwh`(_yqwD^<-S4>pZ@k}Q@zn>c+zpw_N~L+OM3@L
zRs6i2tiLdQ6RCPW9E39Su329dv#pa*T0d9fUK^al-XtjQBot}MbX~wmo{2`~%?Mn1
zb65sHl+`;dSGd1yLI)@Br_O{&cq!7NsMP&RBMyf{0h&4vDM!EPL=7x+b(TrWqQ;*S
z+4Y1+a>J-lp++JB?n01NHHSWiT}1!@=H!jVrL+#9kjaIWW4ze4Prh5QDiq?=#ASa7
zPxfNG$_%MBw0lJKo1BvCGQK@t-PNy1oNl>X$gtR9c>j%R&W`trJRO)s`EtqU6CSy{
zZkJ_X8pE*66=U@%yiq#sWqAsP0U9}cP?E5q<SW-Ll&Ndf9(pi9e$C(l>#wnmUFHVt
zAoVmT@|a#42H}PaoSjk4%45|}eLW~$O=v5>HLv&D2fHRgt4)&%IFIP7ewR}Q-WCxB
zSy`EXua&w)@h^{RIs4kH6rS2-A;P4-n_Q{^OD%Fu6VnMlEShIpjqS;iEf!=_k8BeA
zkosg=k5hH++@`5vz%#!lY(M0xim~_@I|y9CqfR7#INMJ#3bRPR&VTJGGEc}LR;Y<H
ze-DQXIBu|#c;ni<EaMp13$&nBqg|&Qz9KJ1^@B0BdHBz+_)Jq9>A=ChJCF}USA}^t
zxb?x%5xV3x2NK`H5C+LW>=${iZ#ZKmqvg4rQV5Sq9o4T4WGsWt&<$w(z`+wf$9a#P
z6sP_9Cs;*p=@Q$|clr9>9b9x=J>SHCEz28;V$DKQQoeOm?v3;&`GzbNTyz8bOpIa<
zDxMZ)619>I4y&HF-iPmDupIPPOf9lJdAqErU#1)LB>UN*Pb5T6r#zGt3!6vYx>$;U
zk;$-c1;(Yacf|F8^rR+**GRL_SK<ntbk77H$7i}q&ihN<hgmKMpa61GkL8onz+_Oe
z;1B0S1Tci(>@|3S<s$42t*z3QzL|tdCGkP$e$8&Ht^^c9y6w`J)nRP?OZ$SVfZ6IT
z9Ji#d_WK@P$hvvqXZ!g+Wwsu;kgnJM4(!&WW}8n-y5O`<moI*S{7>dj5)vSoI;q_@
zR|y6@LNsbK_b%5!4_HB?SA<;P^(P!p4-XjQA9-a~0TEQcgO%}>6M!F-u{PAdWHf`C
zXLf38IxO$%2`RJ9*q`zX6DWWB>zxd&kspXQoX|)MDKmx7G?osRGiRK=dn;VH2G5KT
ziXkNcIM$L33Bg_*qY5P=d}5B?k<2yk>-jipWMUgr$l!J|vSjhxv=@_{^<3U5uSjqM
zX^@;kd3b+(+ui@Ms;+ZLAq2394j={K?GIOINCBK&+oial`~^&g-z*y@linu+B7p&`
zG8ujoaN3s6L^%HU;6EUk#j{<nPbJcVGdTJadWqOdDVGh4nmH7v8pzi!?sH@N^&=_P
z&@Mp^FC48nGZMW@6lS&>l-T3>*i0v%xBGUoo#rx^n4FI23MSWn8+v!Zn&EBHC5k=X
z#4ANxw02>Za;l6pw4VD+mf9$@qW)AM(@{}-ul>Ft6r*BXuH5#+zx840VoXVVF69p#
z@UUJ#!4Gk(kPk|4a(z4x9Z-Xh%TzqzbLMz3zIxRe*xbR=wS3aJJ_z5}AMNyR6QPz~
zC9}0-2mVOuT!u!G4@SKJ*4o>EcjuP&5CE+GDz5*q7@_WYF78%)xEm3+$~f=a6Mj_A
zXHF8`{Gxb|o?+H_aXbyDE;n-wH=(;n<K$pYSL59JzacbUWYqfGwP-UaY5xSx(@0o=
zK7L+aCE2!by3A2D76*n?_$T+7EkVrvVIOh{ewFQ9`DBn@?8l=9Ijz(vTXFUHxCiWW
zt*e#&`B5>h;i+btLyS-wRTVZVC9S3Lp>W>#0l$B=4QcJvTz@SMf2_#lL2I8{O|9qH
zwRn;PL#vq!+6iQs(J}k_GeY@?ClSgj-ji6#nb@egbz6f3z3-DraaBVlnCmIxyGgpX
z#!kh=UfxSRZZh!*%?~{mmhoEuKhEX<G=dDAj^(#~;Qn!*Ct#jNvOacXjkGlS9C_V7
z=w(Igx*=<d(3Hqoag1qgu)i+VtXWQ1GuDjrP-42E4ZVJ1A>Fp^NlESVigg}Zs_svr
zLg1E2Gy>E066IJ>Vh+|8Grk)>HS_LnCGBlH?5-mrQE(Wf1RQo1vU+MI-Q-Mu<11B~
zr?zX=B>DDb$55m-tm?Ls5eKG_ImYkf*t1J1M%aoI82w@S75eCY^cI$nbJ<-2TAl=)
zJcI|BO47TNkIQSdiL~dKt_a1cUcF+)g0t;(T;9cho+GmHu1HiCZIF@Rsi&(c4OB@j
zx|GDWlRV_<_)j%*i!sd>Qnk^UR>EO#+SjSowXR2!JgL{E_DY(!B>q0y!9H3R@(<n7
z(fd+oYf6ry5yuqVsBQ5Y<T3h+4frx)!}DSAdv*D6elJ$PR_d?9sP_%GjTEp0m#3AI
z%Qx*C=I&I+kfqeV+!V|2Aoly&kJNE}TLq0B(!J18x#2dSfTeCuSM#nBwRlrY?L(U@
zv<AVvwF&IZ&XHx6%p|nL<oFi-Vyj@~%_DN5P{t&oH7z1Z>WPCwr^K%^7jmWMZG!QM
z)_OsB?j5Ns>6xPeSgv~jH7(-0_|3_JuRF#wT9oC#Dr57f;bVM=uQ3zINyAnl+PU*p
z_M#lHWAIQ)Uh87VIvXdCn?0En*~Gpb9vP@%lk_%qywI0X7fQ3!N7s>}tVCdHxsTy=
zSh^Bprv$9$Tz+|bm|N4&dAY6up$`q0Xv-Tp;*QZAnr%RH%Q9Z*^P)_1cK7<~D`L49
zwdOwGicURi-fpK@t1&&^q0hq~D&w-dd5g@q?T<qxci>&dYkwflE8dgbehWS*$K^Sv
zPG1ZL7omr>6pc#gG#-!Vv-*3xv2-3wbZ|Icvo;ks{qu^XD?(1VZz}8eQugu+jpI{1
zT{YkM&JT7siexdpiF)KM?|rD)qfRwdm978^aI_fQbpO2h(9?mhUxG0Qr&jJ+tGJ5-
zKB2sRODWg<Yg)hw2J|fNgT1I@7TMuh+|geRG;V&}>EkFhXBGhm>7NFdPWDume(ID1
zv1??g6IcFl_|(1h;;uyfI|h??Z}o0mnj(MXiLGZzQGc26I|O+{uk?qI6*6_OcB@>J
z(E{+46Pa+mz<)QKY5s!nldATs=$aX&ez!=A`*g3bGS?k23muJ2j^169zgA8ko{;su
zcQAM*cH*8+i<<%H_w+sgMBl`g6?)W988t+_ePUO@e)x2?WY_fKs_Tgn0dOvI(-Gen
z$809F{?O6kmIzrEWpacJ8Qb0n4}yM(j!>7jbYb*VK53&k(gK!EsR3D5LI-m}(Db=h
z2OQ4Rxn+*;29dc_aoqu3B%L>6r|!v14YAPUysLx@H?4^qDEO9=y7y0T!=otG1kTm3
zuO~h@Xu^oTD*x7{Bu?)F3vT{DKt*7TB{iGl_!%xjdj8cwYRhnPjgr*)5N|5|q5As1
z50~DmnvcRBi9nYEwLXsdxyQ^UB#&x5u0!r-Zs_@%@`&^?geBFl3s$E=9n2?|1@8=~
z=_kxKPYuEb=p8vqmFtI07@(}ib^2q;g>&i8jhd`v9T_|64|?q_bP|UGHVY;{Bjbgi
zky8RD)ICEj9mB%h^3rOaFA9#@`upq9#>b8UK&n4UQb*y&+Pc{>($@hZE%!8WGe&Oy
zz2r_VBSX{xZ3sTfF9fF-bZF|Q(^vTWLPV=XK8@V;kEj6Mj2h^h*eq!L*6zy$DR|Z^
z>O9WLxg4nZ*DH&2vn^^a7w}wcjusHqg8#c8t<~<u6}tf)&+5FG0XYpUqd3Y`4AT05
zv=}0BUE7J{&td^a0qA}D-IH-2q>~+D?2z{QR)}hcs0H-W35X&D`oVKCJGl?=g1;WQ
z*Id(r?#&@;C&nhI(7XErhhR0~J|Z%82!RKIbhQ><Ps>@fLr&UyjYDPIt;ElI)`Y%K
z=RjjOTHyg$Ht;#JvU&?Y&SF5oxJ{fautLb`P+xzhVFP+B{Bw+s)8N4sVBc)#E*<d4
zQ@L5g$}xg&V%AMHGMJDQM--bs88A|hRm+l4)ztU%)lXRlP`R2xOq$AqMjoKVRXLz9
zr1)dVP<{;LcOsgp3$ZFhKCI}D4(Qa}x(aeK@G)Ykg>=X<V<3>RwNk^riBIke#cXl2
zJmAe38o&MIoa5HH!&2F~h)U(<SGCF<l_l8amWy#JXJg=hzXnCl8-kwPEr3KasJhAD
z@Y~d9*8=H&Q6$D$F`vU=EMX^xPBRZCvea$T6s!+DKk@mrM}3d#x@vArVxZ6OUmz-R
za`B;;a)0*8qR^w@CJm*5zWK{4W={qORIxtK6g#V`d&qM3XJ$-#8ytciUf$J-0}#Pp
z^*zR50wMu;QsMB{;tEmTSSaK8Bt6Za4fDiOHRm54jV!OQ&(uFTrJ60OB^q}0@>NPV
zoH{>s^Q*yKCI}Ca+SGdF<zEo#D6n6>@k33I%a37HSZ>B|%l@zP@&8e<vH$b!b9!_;
znYtaiRzK6_&tv&N1Ls91s|-;WRzz4LLCX_5LMlnm^Y!+<kzo@6Y(4j(nqRLR!_M<H
z;}PA5Ln)|!tzNOSG|ZO8BV&OpVGS^|5W1>5MDSI4Wd}*RpN<^u)=q<Jtht{O+n|X3
zmwxy#m)r*KjReC+A5;eVY6_D6d@5~aBc^?@oErcV);<q9=&obWpHE@eohB>HVYa>G
zaNV(r2*06v=u!$FVZ=X_S5lqX!O%L{e^09yUy@i{X5>M4cO`+6+?T=1r>P|MzAq9h
zMNm@~P6Q-|iI#f9QuLsH*tQ3{(^0?R&p0nDs<BxTWP|>pX^X{=LS|OUO3|%|ax>3z
z2pXYjdl@|SD|7^ZI+pktW7WCdS(G9j)uh*Z6+0hBGu2@^y8T0e<GEa?#hkr><i*Mh
zg@TFV(-?Si9!(8W(nYdvAB@cQPl<BCx<&>4?9Aw1Cg&tg;a25#gNIpJ)%gN=yR|lN
z**gU}MjK&PTc0sEzhhUw^RhX6IPs?4PJq71*MJaL0c-Tpj-m9;fJXN4iDI)G>_(x(
zGH~Diy2>if4<&^6wd$U}Mgim_o<dGkG^DL8vuj}B;L<v_r<-e{pj<4si+Awsd!kzQ
zw*l&Ou~TZB^`(LXAWd*UF68un)v`;$$yI{jz<hYrcuw~ui6acFQy=}XMthkf=+rWf
zo^-!g`!@?njUOPU8CRC${QZ(5JY%&6Ab{{lmWEB#u_vhbo;W*1V!Cn5NM-HB>KfvC
z1`*QXIahBrcroW}N<?*s{@b|-eBY;D7l(xx9hWiAA-67)UdjF098goxOs|^TeIyI9
zJ?yce<!)q?+lU`({|`T-tn)!Sj-~H{R}@jNlFw$P<=pB=Apwl}V1--!wN}`<q{mTa
zvVMi}uFrHZqPhV$umS-{W7NsJor?Yyb05Q0x%^BEc&)~vRT>=M{RsjA3Z`VPJvwm+
z3vCbPJv=UCS$GiXw)Ke?^KBi+B_iWOjVKysG_H3^3MwP=m(S?pZ;LIcltk8lfIJ*d
zGA*RLA+)=HyrD8>%zf)pb9S)8Jj$GlPK}i#?6tQ~S3E?T(YVIH0PPxa{=T=^_W#A&
zo5n-g|8Lyq7-o=&sF@7LQr2W|2E!l>+4n6M#vYoXtkDcnX^btBCQI2P6ycH@k*zG*
zvt5(HgruyOQrCU{?uYm5bwB$*oSBygX3q2cem~#iINrxWbY7>HJMY|g+;jO`K3VVb
zmE59-E<et8{&=L@KGS*Fvip0JH7qltSj`s!YhKFRXNcI2l`HGrGTNG*eSc*y<f5NF
z9aHnN(9%<5gYl?r*M6Ao%F{)G8L{h(?+d+p=1h+-bn%UJ$#9<+abAGWZ~i-B6!E!d
z1O)m#eN9@rJw=uXZD3qMSh4GywMj^B`+|zURC)&Hemb(#G3=l~Y4fTo2d@jC<@!`?
zLEWh=J;*71+F;zBcB!$SmxL0?PLl}v?3Y30#;TIkFjf9V#*bpFWef3?lY@eL+!_Q*
z7Bx55;bz8M_w%G5t{7iu+BYe5%CMuW?4t&^njG_ZZ7w-#3%TiK+@Q$~@iN00gIhSI
z;FWHsr~#*;W@^ktR9v_q!Y_&V?g$Ah;jremn04zqCwJWS-kM`a&$C~14FAl~-Lny^
z8I|8EX}*8LyQ=C{{tigAjB$3*q~n4UXoZsMj7+jCJ1aXoIbp9RnmvWOid}V?AlTsr
z;zg9QrQaA{qas(zfAx=4?~1;CavDs+M-ki$!mj83-URP;*f_K6#9@twMy39q!FXNP
z!>FxaqXARD+7qiOG@a+Q{z97xV-xoj<i74{z4NhQ(`_(cLcT&@PC8P@(g8fLTm*L!
zbEhoQ4CAB62)yZ%aW^^D9EdKnfXIOw9v3yuMD2jOBVi7HyUE?OsP=!#d8qQFPWc*|
zV{~>tEm?C2cEb|5R9fJhz5&wGHHse!;G(SiO^QED{=b6rfm?)&p{0*DNx}?fgtPV#
zL@eh~a2c)u>~!u<g;$@mj_mc`3R_EK=|GJ+&D5}~_6|pvZ_6W*o$pLf37zA4Ztmsy
zw&poQc(x9}nZZtmY*NNq^{u&M5=v*^ze*-gp?1sWsu@bqS$QqsYe2(5V*Y*plEZZD
zpL45Ls#u(Dvy25&MJKabR3HH`Bk>JtyKAug!C?C9P)172*1PjVZy!<4fl?ZL(-_Y4
zhNT6L&k*@93frEo{r>^cj|Ge{{DK;hinj~YkM4UGTRA0N=9*T4;4DfACJIVIpRN6z
zZ*wHqCn;g^u->x=qdekxeW}IHs>n!kW?1@-g0HvgC6g%^YSX!PRP=%hO&$B@|Myt9
zBN!`pOpo5Q!QAQs;gFqEsE4;d_hXiRxTxH#QDoO!Ig7uQpJ1@1W7&n{FL_*-;Zg%-
zM<~hD^4sMsJ*5T&hrS~=o1EmJbRMm-i>-lpIGEf>sPxDvJKD3*@lIKZ)AEe3LiyQ{
z4WR_a5sw;*T{pX^s!la-lusQJ4BjdZmZwe?DMGwW9f}jyoy+a2qMyY+4S?BV<wr~I
z9Y559q&`*1wInYyN(F>gy_%!%6aE7N+w9<qqpi=e1{3$v!E^C4u5^VGq53~M{{j8d
zQ#UsL`42Gf{R{0n^&cR9V<~I>&EDpJz!P?TmcsuxHU9tmx=xv=`#SyAWO%qoiQ5zo
zC^=#|{gv#HAZ%p^w~W@C5Qyyskz)up_t;6Y1g08F-l;iOS!kzIL?&SOHZ9AFNJq~=
zJE03@;L+0ls(m%$ONhAy!O-K_ap^E>meOvUQrDZwYBa!sOFn*P49w=s7dFY7X>L8w
z&SKIpGgM;!W<LRwGdUV+N#4KPU2*X`-c}Iie6|Uo+C?|ijU9^BcK5_`I&2U`S^elT
z?lm)5q);=#V9x?0hPrW;<e9SVxS!{v6GV@zI3ea1IXA|>F5P3aTLH~mj@zkJ7IP?z
z0vV-eM<T5ie4^fS!OOJ_;Ic*I?R%`RoP!arw4EJ}Y=^>fRPQq0H~D%|6h2^y_xn+<
zhKHHoi_ASV^Hs3=ehhvprQ^?D$PtAem;z!u873M(B2MkmEo$N_3-1w^Y@)f!B6<{n
zXgyH@!NZBThcxnVnA3t!uhyqiI=i!(TMEMO*Rr?UWty())s4i3gKo@t`)V0oiO0`(
z9{d?j68(-~ow~UzZtl;AK1SYHw~0mw;NfrTbaVhfSF%~bB*&==v6Nl-kvH@ufP=sJ
z*WuWa??)I(qGf;v;YuV(b|QS~T2p}33dTtOlc$O1GJ?aKah+1<*9(c%k)xkVU{^2$
zG{sG$o?!<}|AvW3(hnAyI`*TY1r0N_gqdbx<cm_o#GkP&<iCWvI9M=yJIpLl*UESz
z+prvP&adtpI;u--+|nE_S38`Kgy}hOji37p)aga#ez|-`h4hIj_5_**hyJLbd<l~~
zHfMtN5<~B-4<=aWeaP`J`+Ua*n7ZZ3;K4<0yi0Js6%eu`e$qk~4@0S~XIfS^<S$jk
zY`ZPB=yRIAFXm6TPq@)R5A`d0rl!PN7s$A2%$6yk>OU$@hykB`WmBpF93SlZOs)81
z1HbC_2u*tE=?mM*i@35K`OLSqFTcNtTQI+0oF%l57iB+s)p@gXf74-5EA8AXS9!Yb
z*oNgnaU8gns}|gCvDeRPdPrAmMU-)$80|xB#Sp(Owh5uUEM#W!!&zGjN(tMSy5$Zc
z<C6XYIjXKmHi0%3??;f?KIJ?#_Rmb}<-4V`t3R?UyR!yT06|mtEG~|;?dQqThSbps
z*hq;Wk6hKSA$XGO<b8*`@Ee6E-)HvE?%(NzkBJFR{F9M_T(u@E)$<deh#F>VHhz9*
zQ10d>K?yH?6$%Ra`?Cc~{ROn8vcolRiT`QtPGxCU!%!3*sPqw+91~v_<4r1R`dyAz
z$x8E!4}6;S#}1X7yB+W78fz@769qE%gI3fO^D$kVM$q<QSNE&oF^=(V*yHh!*P@uP
zz3Rtw>nBTSV)>b5_S+}cG)3eWU8i3c<EWnjp}(D9WdByi2_JUmVTQSC38OL+-PDD<
zM|m52bLL9ybE$;`6I>QtO_5M>ft{tvn~s0yM5@z#_G|0Bzf)lErWH$3E^kn80_Q;H
zF2l8`yFI|qsGnGL`Nfa3bLT=I6G#J}P&?0zWzPHS@M#q-%Y3y0dXW+ZV;>(rgHLHq
z*bxS9L8~Q9Eh*=Jwy;Pg`!yGGRF|)(q4sBKW1k>;4N>zJRh{T>Dp6zUa#!y8;)i|W
z!166K9h%^Dxu2^5rWdJ25p?@ev=*l&+}NJLDF?7l)Cu$Jfe+vO&P_2<T?7(q6Qaw0
zm3{N#VWW3T;Ch*@Pb$N%g5<!v!2vzISDq=(ie?-b6zGq+yPFw-ni(@9^BE$(dZnny
zD@Eax?|4w554i~d-iau&zy$OnRiw=Yaw&eh%V#{a^sl9!v4cNO|EPZ?cLjB*1YlVH
z33l8M1<Ct)3B+>y>$ZkSC-1z##Xy3P)eiTyn(y@kfa$(poEETkrv>>wkz5$^_8p_D
zbG0zmxYiZAU8dx@EE}@Mw?Yvv&WffL-Gb#c4CfumG4ybW4)YJ1p}ijc1O!q}N%Ubm
zaTt%t*0cK-?B`>a4PO4m<to9yp1U`K|G*2li(*b9kNDg!H<`9rWCWLf{a2KAFw?KY
z);?v1!V^6|!mbF_>=Ln%J#cFEDLY^UP3Bxc=bSb?U#|s>mOW+^y}p;KlVkR^*wUs-
ztelAFkIq%>6XkUh8WLYSsweKp#>i(|Un=<zsKc%@pM)MVH3jUTUL2l+;?OkLZY!3m
zXpFWZ!8qmBk1?*QwVc~uFWvuwEfHw99@Tr}Fvy@!G#@){oGM2hpEN6aD0)m2d_yoA
znv&aNDxDidqcH^EmSW|OVc;DW$)d?iN!m~iYVsmQxDB0aEOoyWu{rugC?Cbasav8R
zF;Vd&a?lugIib)5p?d+D&om2f$<aNryNmZ;e)+f85+L?(Ur&KfX>*s;=Oh!WIhjVg
zTD?rGr9YyO3lBsBujfSVlfAC>$*f)Kf|J?h(KPlAq+?69_CV-BmtA)M(B?yJMq0WS
zn7@Aef4v|>J_-yxS!h}0HcJ_8*f;=>HLvmcXfiTGiIRLnhUFLAp$OzpCriQj9}XO-
zDF0&h<~#kLv_D!OTaah&LFgy72|T>WJIuav`;_rSg&Cu7@JR+n;>Ib&QRf*_VyMwn
zc434q=_n4n#=BV<%;!{vO6h+}Y7l(-YNsZoDJa75REv<8aQmt?-}6Jk*^Um}Whpm&
z;a$mgicB-hOUH<fIyErme6w%q8lr~VK4Uv8^aDY?|BF(xj$X{uhWqQuAp#9xnXRY%
zX!$j{n8kvW<(-Ym;-1e`Ixd74ek7YQTJ1}3)4JIL5G7Le0?h}Ew18t~5JY7VT&cU*
z@`@ZC817KWR3QyuE4Y>)K6UKcWez3kIr&41ALfKGueZ$^@^i6Y`+JFT6Vs2qj6))J
z$~yf!u`+ok<ZYkm6^bYa3(YL&&Kn*eV3q{$eQjhfJZhJK2_}53a-+2=?_>416b-3V
z@7CT9i`K1HdC|E>#ITgr2<+Mi-|Xj@pRSrDfs=ao8=t-PvD}Iz7v&AE*+qJkmp(dC
zj47IsA`f9#noLN#L6dFPuqB>g&#EO?>*K#ib=iegU(Xl@5AnG`+sXp?=zLz+a0+a>
z1_5)gQLTqrS216BH>_YN%$i_akJ5Rc_sk(BtEWMs+ZzNXC;O)zw{#j_Y9QC|Kj5U+
z9uVEjwvbDaItR-->N}+$f7bQN!{T-a2I$M#w(@Px#Kqh3`04D!$7G&BCCEF~|Ga@4
zGz(fF7jw7>d&P@g&j0df@wpi6G8nDBmT#aUYVgTIsNY=9$*TpuVJjV%J1@)yKh~06
zl1FMU>HL#u7L~p3eV28lV9Fr}9tf7DxSPdKKt74bY-6D$!{|CKO>RS3NnNNt-xHCD
z{Vz&g??qm{;5&^4!iJ?%xfFT@GSK3Dk~e?PG@pI-7`zVrfBtEDpK$ZIAo5MQ<skPl
zjh@re56N>;w9yzy{^V$cESNKCwry?6^;;svOIe;>p>4Xjb|U0-6hC}_$4y3)o{lsQ
zbIeMTXZU!-&K(|^1W8NBpO`P6RnUETec^FCVL`EOL1Pq+8)y9y>yJ%ceE818NxEQz
zxH(e@Z=CZiSU}uWR`kZhax8K`4B2|$`{JT7sW4;go@Oo)k_kE2b@*xBp^lvP<zpG?
z+ia$B)PaNXTEOSz+%cJK_NBV#c5afPn8$i|R7wQPK9(GRc_Cy)SI>WYv>4TxhSm{O
zI!SG)Z2ZC+dvc4vH|ZoQ-Nl7VW*|#}nCv#@VI(I_Y@Lqk=PLMkg_?BZ9!GSd`S-$s
zgp(kT-JP;*nLEcme88_IjFx3LHTJLczs+s|b$jj+HFShmv`l6CC$W1-c%duiiP2qw
zs?%^XQfpQG{hhAi_NX7(V>6|0#UI$n%3+A`_tMvos;>cFwSw>Y`&eM0`SNj3x*Byx
zU*uJCl!vdssn2;1D%)%5jeeEq=E>QyW^GUvPPeiUSq^xwqmkfh$j?zVO8`3_>Z3PF
zvUBgEa(8PQQZh<V#MVL85)V88U-9meY$jd?N-2G7p}hM%>=M@gO1U8DaJG%ag;Ekk
zTFt$-Gu{?{Xa~_I9g6S3*-gkHKCMC!Gu!KRN(Jqo`1v*vJ^b%jn#4~OyBxamt2brD
zQU4|CH+yWEwMao>I1!&$)4kK9m;8fZ*~T310CN(_RIq*PLwlN<dhdV0GYb4u9vHL|
zoiyt|my;L*kq4@-{WX*~SAy^}FD-!`yEHUPf}0S&bseF#G_G1&1>j|2h0~58FSUol
z#bOC|{2Hf5ZC@{oN`~=Py;Q~oaDF@vp^?8LRbo+BOO7$GA7p-LcTFiw>S_{FcZ&ub
zOb|4I7^Dp2lgnoc=U-3JG^Hv5(E;+erU<*Pl?c7XjMm(z<Z+JFpT8qO@SF{KN~_yI
zGtXz}K=M<WAjq9h8KYVtWJ!hz^_Ca7+xnzZ0XV`i_E%u;68v^S?w`pJxEw{)=b8-V
z9Z91N@#`_AP1aBAAS)XTh$J6Y$xgI8KG-UQ^tM)14W#4^M<|>U4eu8>mrN_1#v%Ca
z2muJ>E|}XDLgx+txLU$H^i@qdmXnTmH_pOW5{A4aD8eIjCAIF{c5wZZF^zWVN5`Z1
z?K@(wbL93ULZ#8Fu~3}iCwVOY!lx3R(|4GGu*Th%=;n0ULt94S<kh8InM^Bs-tgMF
zl?8LD0$%%Z2OnFXR*B0*GF=sJYvMksNO?b5H?UNFU~bUF(_LgbpM#f+pKzDEw8r&~
zotqwYbdy$Z(}k%hV1~gA2PhEfqeJSmGZX~l8|cG@eS1)?KF-kxD^$*h^oIQ!oA8v1
z6$H5o?PIcArE&Zv#m^Lkk<+zCOS`Lt5AB3b6n_-Z`z++uBR24BgvZ<v8|am3<h6NQ
z?7Zi5;<qgGq&L6gR|C;p(`e{SqxP2%`InVmvg-1OJ1*=gqUJ^I-D&?Ls{fyYR?oVr
zu2VggU^bpD<pCj2w{tz7f>1P^6YAQkqd-j6edLfefmi?Apt_&{FLQOFsDl)8k}*mh
zwh7HTLZv0$D^XkGzk=QcgS!U<85I<<7e$)JnT!CEg5HZETefk7-W@qR?sUR1ZtX*u
z5eo>dQDX(Y4jm`P4Tp^x2YmUfO<&5Rv|i$S&%a;DQ{|WNPDF0vuVzoTOEU=)uaX5r
z8f77#63?SNPJDHX%688tf&|j|1tU6kP)^gx3~}`^q?b%&Iu`L5(__~imAB`j@cezt
zH{MbZ;cMU)0d;MYAdxwbTBOL~T>s~!+U*4=<?+Bd2#PJb(JN&$&eUuZ!btAa++@QF
zdi9C*T3_~slMPXJ+&3}a0Q<FK=W7z519{c%wFOj8aGZtM!$^+v#^-Nqh@Og*+s^2%
zGoy~Dy$_P$F=S-Eg6Z+YkXU#Lu8{!4z;`QQdVCz{xE-Io++GQ9pB!UJsE+s--m<Z-
zMgN#*oqg-w$l`)iRzd1lWIeo}3O?u*oAMyYnMS+{nrRC+mdGfa`1mcwH0|Iv3u>ui
z_HXzSG)H}b7VZnCPFD))i0j>%c*W&50J6hX%k7)eB-~pr9fpc`WE@W>mBsT%d>*TO
z$paX7P9Js?e`gP#=NGN{j{AG;d-?Mcnj?RekBwV&$ps$~A+5~h(!aB3%7f%(5n@6g
zY$k?;nx(S|ZAgR|q#rerof>FtV~(tHCt#R>9e3!o{?1O_5kI({T4(_i2^9<c2Vi6O
z%V13?2t(Ddee&<&BVM(qmg@(bUWlIVSkJzhWh9GWYu8o2U-mLrh(2&rlWoxsHgD$D
zRQt`Ev*E)XC479luGC8^e}V~%)^->;s7S}!yQ)A8@<Kh+cz@YD6;)1BkXN|w_ea98
z!|_?Qn)v4?>Pi;K-oHZAN0(c^iQ{{1J@ON7ZKZKhg!HeK@T4m|$ykcxe@rV5z53DY
z3oS>4rU4T&*qKeZ1^GMNu<K$}B<ISJmI_6PTnNhUO8zzHKA>n}qW7}z;~y^>P?(g?
zKOSFYTMY>AL>CD&v&;0q3+Dg*`N<tNVM5m(p?;0$)@;dtz)z3}J=1Cs0f<wd^0vF%
z8Eu9CV(l2@38y08f^%l52kgn|V*XiYr`$nv)WF)nN0{Sy{P=UTT5)xajWB`23j}sX
znR+{$rtrjwp5sJtCVDBL935B(SMqqsHbvS9G~?P#Yzg|rmTqs`59W}jSw7d(;g_c`
zQ533UdQZRXFLA&f)mc3K_JlDX6u0`du`BEW-K_u6luM@2w?ph0IL>(-mngaC&`D-E
zhxpm6p&E8%>JZ~AhNmZ@fB!H`Q7&6wi7dV!nxLhA!8q;GU{2IRj)LsD95=}7g{P>j
zJF-ztMK?ifO@N4}<z2lC{{aio^2nq!ZTRx*%nv7vde<+>eG!4j<T;z~KTY}J@walu
zdJ7U>t&JzejNW}((Umr9ok4olDBlua%XlFI_{BT-IVUfj>p;ujTDC$3br95E(JNAw
z6;G$}{`9*a!HW)BAFZ;^kgJB)--yo=?(82ft?C`zj^taV$Ce!opFPA0)d3dLJg*)5
zzJ}Dy?Xmw2fhtRs32zqVDI)A1n%ro?3#T;3sG*C8?!A7ilfv9B`yWQEzI4@oX%C#k
z?4T{x*g#-Ubi%<x&qT;0uGj93SGo^eAB13N0lK%40CBg1hq&*R9RDoT`(jjPRRttD
z{+O*O&`!bpYDI}CHO`aI|5E;Evf|OeyVQg2kL1xO$uMVBjxBcB17?voCmPYWQ>j7C
z5kf3SrC3e3${lBn5b<%JUpMiU#;8J0-}wfqIM$vC><!0XN|*hd2`eJvJ2IaIbE(;(
zP?<ehd3{(cyczR30OHgLA_=dG|0I$Qt00w|S&j8J_)UT(&(H*S^dR=}>Ax9^PyB&+
z;f+bK5iCzmK`KKFMRyXq;&H*gDYvLnR8f9;+RWSohzl<f5jx~)B$yXI@D?hKr=_%q
zIDl=>W=b|alJ|g!UzO;hTZKLtGpye0CLXzJ-cR46CbPOf^e*`{0sgFGwjKJK(i{XB
zqb?1Q6F33YAETKZc`vn!7s|QNKlCxXsG{xBVz`5Y?SLRwyD{2LS)`7lTi83s7W&)f
zfqdOXXyiC=Ka(T+$?g7u6LFz<9{=l=!##(nrX(%q9V72btVH#)4HS}DwQhT~r38vo
z$iDM4)5AwgS!}s+gV0xoYJrZHv68#b|3W*N68Z&BO59nYa1p(uIrWbAS_M74%o3ss
zBKKcAoqQ-1Q^xJCH}tW86K{UDHP=RUjz>I1G#|PG^0YOpr(=;nCtWI`5*lnO1xg;g
z{NZNLVGd4N`+bu`3HpiyU^tpPEvTFB!mSRU%xV0es{DVu)M{US_xmGe?Xppl*LU3s
zPcg1fQ7)YlA*GqlX9uya$aO*)Bsun{6V;q(WpW?+4)dcYu^K*_MPw9~aWNn{2_xci
zkRC+>KrK?oBX&!;y*0q(5gGCv0-gYq8Inzp0C0O|35NSnY=(0|rwcTOGxIdLt0+(D
zCGXj6r<>l6GT+M@;MHXvAMzcSqFP3?rI!C<2x6W>_p|;!kFI`Fg7Oc~XDv2K_h@wU
z4~e@(+Z6a64K{NPW)4~+uOVM#S-Twtx%(YP$7OZYjDAkgs-T&FI@AS;TlMmYl|p`Y
zwbmlb*K*rpi&GizqcBs+o!LW6jx>k1K9NnhUXrqINs1&urG_Xck-c7vg`%5l_?_MI
zepXIfuTL=l`6ZSeR|6A{UC9&rFdw4d;ECxk71I$h0>x#P2vi#*@rfIZz~k+71ESt3
z0_vST33kxFGY0OIO7s7P@%OYoP_Tx13Q#a90chk~MNLhXJWw-W1mQxXnTR2abu0e^
ze2)V3xZ|zJ?|Shrfe*1S+h#x{N_%EBUVCWX%(s{XuQP2vB0+<b#D^wiQ^kDLI)M#r
zt+fVc_>PUuXHRj8^o#zzI#ubR)HE}Kw%`b#K-^CCUu2ddRKGBj!c2uxPOb!C*kY2A
z1?%gD<hl5lGeJqZBV0Zl?v(V5=jPm8N&#Ng^9PHMdq3!a_xmvnhphk8K_@<YYP39H
ziJBQ@my(4yd;~=>^Jh%mZz}la7``oCLS3!wjyZ-O)`HX@0bqQAPd^^*&ABM}_Bj#9
z%Mp8eJVJIZNpvLhukUxu_wELNJt8V@BSiM3Q#bk(h?3&e?1QP}tRu;jxt_4_kFTAC
z;=e}dcS)jJycHWxx6pj&jGwW{`8}Z)vS$?LS$t=(04LnJ#p3)+Xhg4}<@L_@=!2H%
z!PBkJY_juOV(4>(gVpvrl^?3hS5%VC4bQLIGv)YaF9sRv;6l!9>kl0{o>`dM`i;<!
zvP1vU&**6Ey;4V_Q?8p_dN@!Ugx>q<8vC4phIloT@@+g9kH2`&FrOMLyiB@c@-eIR
zZnf08_-FoEY6rI^GV3l`&ptSuP~Z4WShc$J+Gl92=s|U>TeW_U7;>KRW78(t)tT7J
zX{|;zI6T+)|Av{tRv!Ih{_R!AY}(hKc6(9|9Ur!I09k{gdwo_F@=CRy8K0_E)n1(E
z$B`{o-kpAUZswGJgLr<iaXjsTe~8ngS;}s8j>YwIpb^@kYvI%?z6FDW!z|{Xd$Te;
zQn6y|4xh|C->ck*=Qv$^=cUm~%lH6Ws3^F^y_9CBIaAw6Tsh&d&I;#t=6%Zj4Hfyn
ztGm7Jh6<_mcWAH^Dl46U3M_4N@G;LhTTjR16oWO-tSwtVz2oO<_H}||pgwMN+F6a4
zDO*3<{%b4iQ@?z++%2?k!mp|Ov9C<`m`~et8It1*%&5LrD3IAzcj+z!jxo%0ynQ8?
z`$y658kQYKxhH-UZzI%)S&OgJBRf*lhRe0x{sUkJ_uvBVX+{VX*$FxuvRb6)Xl`|N
z?@4A}d{L#ArZDY$V(>AUe5`Yygegw*g>q4%xn*dTQKw#}99{8iOjZ|^i*j6k*<`9!
zE7i<Iz=y=6Ne)9Pu<OJ-`!RqW7bM3Bu~Rx;#r)$e7eEqRB&?LGm}n{$*>dpwd{A+E
zqTZ<+5DRp*WJ-EygS;FNs#vzQs6vXG?U2rH*Se33JXzmXE$WN+iNq<1lN(_pm1oN4
zl_CyA1;!x%0m?cg+t0R<eB5S6yH!vN#+ARy;ZXwBLwa>wXT)#&W{f|;rGdxn-KvcZ
zDmPB4@k&RHQY3P-oRe0+g@}_$1oo7^W6Uvw>ujy<W@E;81&CfE3ogMUh(E~N{ttkZ
zoy~_wm|u@6iNLNwu%PDU@QxRA7>fCHH+-8<;&!!xPrJpTy8RVtP;}iZ;XB{pUH2`v
z;%P4O{c(DvDSxDf+bP&wc;6r(PO%@F+kb~vGP#o2yLvH~hVqvL|86PyWYHo;s?B(b
z@yp2pv(?!NZ>ZG4e?cTh+4V62KDLA+@9=opkqEFY-RoM-OQlXHpW<>o2c^MNJXm6J
zokx=kzphXnR7>U>kA+oneBQmNVayOvrNgQp%+Z4s7Kgb0Due!Bd8a1p3`crJjTgqs
z`#^3S)3kIq8d{c03l4M;&$%IB#~oqWf;H$KN4<`&H?&M>1vdB%ADxeCgp$D>2JIoa
z{Y~BZr31ViV^@pgpjqU)P?(NkMTP)3lL?{lvy_laBr`a+;=7POKevW`-a#g!_Ic$E
zA@KIAbHA_jJ_jrX9&H7F?UnV=%{HPheRxg3@yNurId}$Vd8untV#2I3fJf9G|9^+{
zw1g2v^W<c&*5Fnl?OZ%}@ayS$<n=-Ill)4i-cjj|IZD;gGiA=bmVpcS&dPdto)&MC
z;DT;+MYwFrkmAze>*T^p2FK8&41Ko!-*|_s-Wbu;HhqUB;lANf3ZS98SKbwlK#z*S
z^<saH=KV~%3Q^!rC=ShY`v#@M<0(=FMTxp&U9Z227@jKQnI6c|Om8{0#1Ih7vy{%U
z=#-q$k3HIUksnw-M^q1WB&N<!R^Fl5nPV!}Z#&uv2s)>QVgx@=KB*eS6r6y+@pxXB
zKV*xnAyMDdx!aW-2iJU_RQ+oliIA8`V11`*;=VpuRY@}O@uLcIbE4Py{Dkxq6(9*$
zd+Ss`HmT2Ne=$`PPv(7poVsdR(7Cx=Nv!^BJl%O{6kvgoWnT3nK}-oJcy?rzI#n-9
zL!gxl0q^KyyO84~xQd32xu_0HG^MvgRf4>=bP9-03NLeNZvoWQlr%KykX|v>5lk<P
zDm(!6j9{01_A1o-f4y=V!lMPBa25PJ--A=&Vtl#iBQ)9A%o}-gqer<ky!^TOvU^K*
zZ94w1$z13;LaX}l@^M<>ntji(<3ek-Q<uSyo}*V^9)Cb|fmZF76@030dtfxA=U0f=
zj}hg;^%&M6_zlb5(%2Z$f?jByt`%nm!S(Q!()QSB*3k%C?3wIwpA+T%D9AhX>H87E
zT=H-vH*w)Hxkq!j+0xnEi!<{8ja{T5XQvi!Iu^yk9%j$w+HAICcLo9PlnCRZ*gCyv
zaW$;3yXA6n3p~98VxJ~2S9EVg;y<8k_KmVf>|Jh=cbVO;<q<ODD)%Lc$M+j2UlF^u
zn{<~M6v}y4PU7WhN!cZ3MHk08$$QL3;SUbzhwranlc*kTJ#s3p{GkNl*Mv91@`<Ld
zlF;IrvV0Mp3|74t-5Ra(^x)+$hZ|>8BBMbedRRZu4@%elG5UmlVv8DRGz9N(&6)pD
zsTZq%b>(JWXU9>M7iHGRdtW?a(rrgu5q{eSG8dPXBpUw%geKcFWlV1sl?8!R`{Sl0
z{lsWX;bs7|5hY08mL^N#V^<5Q#9Y$b+<$kfdvnq(M0Ge&S*`9ubp_<o&*-veGRV?v
z_IX1IKkY@YG^Kh$Y-7^3dHL3C+<sV=2jE45Y#++ecV<VPl`AfuE{OUwVSthQrFJ^Y
zp9Z?AxBLZczS4HzU3gxbZI-I@=likXm_}W%ywd1<k>~mIO1o|b+S!JUox1VQ=Um3v
z-M1~0L3#PZ3lZaw1}+!|hX1}BSeY|FshK6zpnZ&iRCD6scx;CG??{-y!h#AVnDzV^
zd8E9AsneSnZl9N*$5uV~WHfZk%Ecw{ESIEmHQ~o`vy5|O5DHM&y@v&HVgy!hSjH6i
ztGsW%Tdk^X9vHT<hEx8y+umlte2aYSDsbLEdZ%9F%?*v8W&)*muR-esF8j2Yf!yP#
z*?oOC8|AX8!(#47d<2iWXNF}oZHZnjx$qG1syPV52^v)`85?+u(v5~avZ~?A1CV6M
zDq$&nCKAs{_c1H^CjRgbw_^7RERtCw2|@bOA5)U-{%1mj$b9RJj9ns|pt`bbqUd0}
zM)rL#+bXZ6KQ%16w;U=;MD&i)o9J-BUq|uXZJy{Khrd@LL*@$-WPI8;MJnU?7sXFt
zXiK(YMzl04t!H7-I3>9kiF*fNxWVvB2ifV;_4Tad_Z(?X`&NE;WgkuO!wD~P`-g&$
z<RCgZ+`@AXc~%W7Q9EVt!<lnY3)%bEKn(orRJ6o$zMMaGHJwD`S)$TeP8VKJpc{~X
zcJ<A-UTBgGPx%m>Z@l)L6L91<$#-EdJj^=gJEZr+dd*D{vzd(-i3{uA2+N*=70aB<
zYdxQ&5qdfdn!6*zK)%Y&U!g()UXT~37J^Xd6o43RIL4raTglV>5qtjcg}<s3N?Baw
zH!Hh?t_qJM+|9?w?<NcC?)Oy)#FdB`3gd6i;GBwyw!FsKxlIWv)&aEKWIoC98g*K@
z{#9fNVxgeNawT~>a{6tq#eTcuO6fJ1sO*25x$qxs^@H@s9Sr*!k~|li@>pC+%>p&?
zMO}!JzzZ3#50!=f)^+&+F=j8bx5aLW+<%?jA&#u8A~<1(KjV+TdfyVUVra?z<OW}k
zUam#6?(%Kii;LsXWOyB*$H*e74|5gvs$5i;oq3?_+aUUzZ{6k~xq9ehI*>s<yY(Gj
zr*L5T&CrV9aJi(vPqJxm{)Lj>h|IY~Z@%F=9A>s}eYV-W2j)ipJ>xVZ%8+~mE?i6)
zj&HrMLNg*M`5xu>^Teu7P+<V-)LFTsF9Lw%*MVxWi%mhGZWYy6BjO{gwia6k*L%iw
z&MC*n?pp1@)D%Lqvq#EzE-|h)z5km7Xr#*ezgt*cY8?}qdtxs2t0i}i2sS~URW}Lv
z|5kK;reTUEeo3qz@HD)dbj{?<4$|<Em4=>V-X*tu6n_f>UX!x9>U2}Pf5xCV`Z4R*
zsRvu;CjDQPR1^`0b%55HgrX3y>nQ?9q5K3SYp>+lH|)=NJ3w=UnjXb7EGwE)`5)l@
zi2h(G0fMhZ=(Bz}DD)tneI0Yqa3?@IQgILw;Z4)G-Bkk`HaGa2q31AB!&NmuIP!q=
z&C~SjuYQa>qt#xS6$BSA<63L~m1EXDiW95tN5ZkS;?d$})+Td-wSw4{+8*}06H!hu
zFHj~y;V?Aou4jW$FJh+}>QgOCBPppyYLE-F6lXNlXDDYJXli&V`-@Z>z`H@Ua{G=W
z_gGY(fpDZ!)lM$k!Mb|O&sizeBiBL%fga4pAU0{!Djm22Fa(=kg`*rJQD6&`gV6>a
zrh%6*?;yD1%+z~~*6msToMmh!D+s!Zzm;rcr%pc{f11O$X7uY*l~Yy}lU-RyctTM#
z)VEWA_b?i_T28%TvTBm-DZe$SSv}tZy0^7bT3>3~*|dFC-*lwgBE?X*O@s%zu=8fq
z>{zM1GhhMin|vF=*gEC*#J<EtWng82lcYE9{UKV9u%x11l;G6b$Ijh!-_v~BEsitw
zcIk;7ieITENS(%r2_0xFD+p-j7F(JbCt0DcmH1ot&++xM(;d`|h7HmfW%rbTzP$=m
zIKu1KPdjNjr2h9eLj~`Wiv$(f;v^&D<P-Z=R1WS7lJD~i2Q%0x0_+I5b(D#Gr+|)G
z1tsAhs33j*kIi#>kZ-nzsX_8y36nQfL<PQgrTc_1qyK&*R|>C7z@^TaUu+TX7S>7G
z(O&$R#Ro+g<gG0rgI7lC9;y&7RmNDQ`<-V$kUU}GW9ATfKBoFiE6+XN?<LWwF$b+Q
zo`9Ad<G~@_^lM9euhfqAeTjEK+|_b;T$`2B{9N;J^%P61?$;~ScU&-CL1wF){;o{l
z$Kil)<rv>k(tbRU?{YKsLCe#}!jy^5e*;pd==DqPw)0T=^-F_`rpvFC&&UbqcL~1U
z<t!YHu{{+kzkHTDR?eFrPnW%+F7np{jPI&lnUqcpi}+{)TW~MDrlc@Uk8Z)w+lwuG
zc1j=zJy7n?bK{YLGO6YWp^eC_DlZPP6EkL)Tcc|F(g@>u;ILmhSEuUGdTYOc1lg&U
zrW*H{<XpTe^VEA@?A~DkQs3$26msikNz33?-iC9K-_^EY<JS=yOiq0~-ZvprF-E=f
zppp5`oYQ(Qi-b!INg7`<jwi2Le(<YRT=7v~-@m<5e%0LEZ5e5jl08~eJIZJ9U4K{G
z?_$2X4%cqKmR@q>G0FzUM>J~KqkGafTTO6I(u999gq?HJLI$QI^~mS){p|XI8fW7%
zTf569=~FY#%~x`RheO%fF(}FA_C@i&pbXjWlC&X6t(+C(bK7C{HKd>RjC$4${=BG^
z=Gz933uKAe<Mf`Q=<h;2X10?Bg6_O;)d6CCyqyIaGF7U@L~W65%au4}<&j+&RYX#p
zJ3M##d#I^5mK81Y7@r!80iC3eXsQr7Nzypb4}#<7q=r)E(&P;-N$4CH2{XG;XvTCB
zaoX1cs`G|<sG?YhHg4sgf=vZdZ>QyJ#s~r&<*}*~*zb?YW}bDHw|qOjf;#xm(|mmP
zt15}27wCsz>~HA8K3e(uotd&vsj^W~V`3;Z9-G-0gBO>Ri?0KUK+iPadmWPQ*z9{=
z!NpH|B|=%OdfBNuGbfE_Zhi$Yv!R<pc1k{94geiq)?%risBrs_-O8g64fe0t+yl6{
zs+7#N*y#SZNpR7Tj~iGAv-lCq6Z%2pBU}emGxg-eRIb4318BK`UG`z4eZ~9(;=fS5
zn?Rd41?3d*DRLS*TPHYhGR9jGf9YYvbZ;GC-kM~vlX|Z~pSV!wfY8w_w)MChc^`x9
zXZcY?+axqozJ&Z}v!~dK_UhS!5ae_SKmnt_3_Boddt-0IIw*{VO454JV-_OE)=xJ+
zH7q~xpt<S%Eim>oC=0EW_sVl8OeU2rDxiu>O89?9K7d3O7ZmYa?mZz2n)I&LZk&zo
zX_MTo@(TZQ1A^}dnBp3O*j_DE7<LyIV&N^0M#X4NTw79*pW_G2m@{T`nPH>dHgnn3
z_0fVYgAqJ(zcjKx8Dc=OgZ6t*8>VV_<Ch9e+T{eeLM(~ZV9pDchbEZ<<bObSXN)jK
z@qN3TAbF-BRk?u`^rOsBp`RPn6Ex{@26@L@xQVOT_<?QnP6@J8AilH}K0VR@;Er^D
zwe6z^0<gq2eAndLg79f+$K0J-kEw|ld%=GqlZab|eYHi);EYQ6zw;y4g=+(M&pf{z
z`Of%l6SKJogQ=_%H#@4vf{d0q_P~xpB~!9T(wjw!9@@eitAz1P=Ab8E(^d4I_G97W
z94PIYeqoyNEJUJa>|A&+Vx=VOIJ2{aH%0`D`Zc;Gbb~p1e1vKVRo5f18_T4b;KIYQ
z`T8?q6q03FE*}<1&3R@685UheV&%6g%(HZVq{kor2fS5-d-$Dk@nte4ceNs^TQ3uD
zYrC5f*9`70g+GBjSELHoo}W=i{Z71G_!4J&b^pez7GJNL>$!jb8Ycvg-~QpUD9gxo
zB1Z7InOzs)KX&pKriZ=ZK+P>OXFEIJ_Dxn_b%7o;6Z&k$_tC;mow`8nR7yy2yg=gx
zwiJ!#Z1u;El@+BMqMWGCu4z}2lw>|7&5;?StePPC+(MWhAgS3K?`<K={cB8gi7j8Q
z>L&1AXsg7SEt_Zf2m>wBv|iE~HRo7rwnQ=##<(s>7|r*8Rb=_z)&uQWPn(2ZtJ!)O
zmnBESFg?ML0gP;6w9a>Ts)T~`L2Ov&P+sR|-=8L4zXY8S)CsBI@v#oKu!bfklJDt>
zRa`gUZ?)9<{L?kgB45(K(<(yf-x148fGx{PC~7$<gq%F>zxAo{lG0(Hcnp;0dNMaW
zl6Uu6#VA?JC!VfodZ$q07_r{V@yH8*PSLnDv&Z5|v>|_~@Zsm@ghRzjGJIv$)+ZLj
zEcfY#v4lKeCONuM8`eIqIf_H1Bxev$hFn?#b&81dC`O_pq!$DBS_SyTt<F3_=hB0@
z2Gn-<7HjdG=uz^96LI*)KwWQ+(-LGIf9ktbE)NySnd}hijJdLRBGoOclKS=X(AnDy
zymEW}&xSj54_v>}KJ^VHDrHILMvU?@1$xR0U3~;ih>aT#(%F+I(yuxXf8gITwd5xZ
z4z%DxyiCbj=_%2p=J6C;>0HRK-(OvF&5pmfhxZwse!<jsceZL(;vEiEJ!5j?s>_0z
zzd$E1cRK43#xs0Z`%LgpB6X(Y#82)*Mc-imBg;#MSKhwjFh9n5D^75!0~n~pm$~qw
z$|eH+ln52PIv1*L5}+>;tgGH>j8Ouyhw!HvYO}^SPuKO!!7JBb%%{y<ODi`r1cHfC
z?fO(^O`U8z7vB)}ot1pHj1*Q@A~-m>Qa|)XkbuRe3p(T2+nNHn+_t;xal)9ofDIh;
zH2SG#n53r$2;``_Y#e`oT-nlK9SFWP7$S9Dy*3tSt4%PM&bnTUgO^)5IGL%`(W26=
z9=knpDd3{8c0^ZCUbh-Gwo79L)j8fGWk=d1_*E2{^J;V-i`_5%Cg)n*m$qQxW$=-j
zDmD;%TZSX}j?m|ABsOXhBV*PTeS`n=E8A)V&jc=YW(Du!H3xxNT6;}L>wB=nM?XD1
zWG2ocyd!}>Pn{v;oibYH&uaARR)upMUpzVbCSjadnBfQq$uRNOAF%VoZ+2=R(K<1z
z<S|enOpDaX!+Z@k8UwEt8^T;Xov(!Ff{Pp~O?0s<Hc&z@#Tx6}3D2GFkbP85%`V#E
zb?pjxL7z<pe>?&ycGHG;7VkJr3Vxf<A1SCeqBdg;Lk8e@aXiAWmt~9MK{K$s@K)Im
z=1Or&=7J*k{ssZc57i;ak5$z?|5j*sGpCWR6hiM-)nJl%H|!oOmCk)YZCja8#FIFK
zMIbo;N_g!P`uN9;wz-Rti+OVDE^_<;*Aj{cMJ{yQV&0foik5lU>i^jY<h4PQHhIXq
zB|dn?9M>PBcNv)vKy1(nLchd|sdNWH7;nG614KuJ{ED97Xk~Ik1hv92LO>c8Rth@{
zj(z$GoumpXkE9u}`2A#PRFE1hp`g+k*@~&CrAO*;reFnL5u&Pbz8f~q;=J73|A<M(
zn7?KH4zUQQ_}Brn_#q20S2RQL%FZ1heerkwhZ{e~N20THgvf<JRLNZA!C{D)BXq?u
zL-EQharj7j;8xr$brsLA7Ioib*e>)uIw-HVu>xt-cVPb6D##&T$jUDlaxtDYX;a0j
zDfx3oEN+_Ti|$XCOJi~OvrD1WLVU<{Zz>x~U#VB}_i3nk83w~bzd!ZEYo=9jCu{rR
z=f@f<czh}G38NfLkI}FR!^y{hoy&-~<IbS8&WT>zE&GR}JBA3yd+usY__$WXXDAY_
zIlON<Z7X>Vt_+6Y@722TqclUwrul9)@t4)2K$Y1XHPezLSM(;;xE6-zE-X}a12q0;
zlHg0T)gx3rYM^U??ZjL~v7DD7If?>tod(Gi#Sbyi{+jcE*b)i1Zfv@mWtJFP%jC5c
zrF2e=Cl>gcK@-1DN?e_}=d=1es{`8)l4;%hz`_S5{QsFXN%Wf7oA5u?W|-bOpK}XR
z9$(OijOd+SErEMmri8ZH6e}c(KO1s(9jw9PV{>QzY4!kE$(r^`k_D)rPU-xgN%6b8
zPcP7XPCg~?)(k$H{$lDD2m+#Hi#_U;RU>&1s}NUL2}b~HwA`*1OYM~dq|a&Bp5d6r
z$KI;yA%I;u)nY~!GS1#{z^{+VZ@y;!<q>ED6MAp!>Z9uu2$qYm^?Jud|0KdR?c!ef
zu;E3f1X``xu^@>MO23VXpm}rDN#*Ce9fMb+a_NUZr}UE4F$QTBo{&J*(50ZIo=}<!
z38yqbUL`!92^Z8mK2v$A083nThA(iRdf>L*zi!Rjl-W05^eEKS2OjmWGwG}P0^_2(
z6xdu+@O8c?$`)er#h6`OXL5_F_jiI5rB%WPXUZj68be-9*Ua4XD>#y<IXB8>>te72
z{Al^W9Ml(^G1sd(E$y{@ySG_iO?DHyTf(;mLcx2hO2lMa3?@$4U?P66ey~9FIu^ez
z5UGIgo3l+M`G0H_-t}FgIljnEq5W3iGJUVATi>h*4`CGs1J88mJW5LR4)Qxd`&Ns=
z+Zr$P_R6usR=d=G`1dL~{!gsm3Js{CCon$Q#>&<67Xn2R*Dd$v-SwvQO+39ekv*Y0
zKGEupKH^pT)zi@ACz5TovwU4W>V5iD*SyR&iCfKX{7lK4SvW;nNoGM|EXL(%Z^>?j
zdZ$zuK5e5*fFWQ9J|-ZWM*U&L6l;UFBLtuKsl!I2k5P<ztDVXqvK(VfGzcrolX}oX
ziYjb@90jFtR{;3*^LJ>s&GmN}6kP#oHeKC`h2t)lj4aL8bT#D;VV^}{b+R*iUN$}8
z*1aiWi2wA?1KewG1gc4+xy+42Wa$^~ag-L4^JgxGxE#s2^?|QP$kO?dRq@qiTTAXe
zl|~}4W~S>BFRRQI!z2Igr%Pk*J|yMY2=5h-N>tVJ<iC(wSv*Ul<%|b%z$0t2l;B?<
zrkaC-xF0CDj-UGL#ibMZIvMx*TUWh;x_-HwFT7VnS@F|cHHLl!vSj1x#U=hx{Ww$b
z#Y#hq{M4dl8QEhk`*y8FID57zPtrpJf2DXzTSjBniT3y@@1K!ZgxgU~<C}5%BbB*J
zDeYN*il%Gt9BKr#YR3Jz6{OMy=RWo9yKRu+r#ythvMq7bI7U3Mx%=r#%g{sfl2sR0
z(K&rgEAjS^7gGxj?_NDS_>@vq)Lb8aMWfAStLHeHzAzE-*7SW`?ofX;XS6u)PI+`&
zHWg$brA>1Af4&#L0!p;5!SkM1xSeR%+Up-?u>489k0aklJa(6j+3l5c(%IvX`62ri
z-koUEzTwslo0(+A1<ktJ3~sXi1Ej#^A$?!8g%n>?!$I4#neP{u+MG#I{St$5u6LHR
z7DVS_j&BF1Y078~0nE*mK{vepb5V$$G!~uRyY51~u3-DOwH$OR2XC0Bgii`HlpS~E
zwR?D%Jcf1%+hQtN)QG64Gl8sFCfY%P6S7i}bA1+c;>$WJTxw4<i9cl`{G**l6Ns|U
z>vd+uc$gt%<<jE@l8vx9&t`Qs2lm+%2H6^}*ftEExmP?-i-3bw#Josnl)@(c&yIkz
zo>Lw%Iqs<C2R>QgT)BGZ9AXC!P~Yjqi8<wW+JR}alge7Nu8+5-wa+{C#8#nsfUw;5
z98*gR6|7!T6H}eWj!tS)(z-ha;sqecur1B?^h<2+^XQ^75HBD8k1B*YB&cMod}Lc7
zXyNI%gNBnWUSlm7-<vFfr4h6^34)Z|QAaSn{C_$?r7?X&Ap}3$Aq$W~+<3}ApWPrj
z70`!f?Dv(CO1`^ES!V1%`*?pi%mFyJ3F=5nuiaQeOh-tJ<NKwUL7)*KSEK;=88_~N
zGk4)qL66a4b?q<P1uUmryDYm`KQjt1q~dH_|4czpM}YN5LNR@#t>Kf_*KBamOIj9)
zAy#%=a1+C+7m@;%Y``+qKu^*@$|hb|-KG=lpwGCCBi%TakQIw|I+`jK^J5VB#9hXt
z7tfh|adQ7Yy_ZJzIL}?9jyPOPz4Ko4C!^3x_(e#c{Vmy<I^XTLKA`K~&gf%2b+W=m
zdW!^qgRS7crH5B-gSTigyU@o5cPn!5cVam-2fby2l2Ao3<lS4!Yd5LyO8D;FG<E}5
zVXQuNgFgObTs0W*gJXy5wM6EJajg|u(-N>y)iN?IMilsW3z5S${wq2UM|NiO6aXY#
z=nVQ(j_nlq(NJV!qP2!g?z6A_+40#$4BFV~**?S}Xzt}R6BlpWt9fzwvFOP{-Ms&K
zsezi;0zo(CO9I1Zp3Ybb&|n`@ceOuEIU87tanq84L*;zg9KG}b6OnX<>i@gOr0ajJ
zyRLhFq*cWIbU9r$_%<_s!I28$ry_rU%hNZy3z;dgcPU{fPa|sZo|&@AO?xxC(CnFq
zQu8>23Pxn4g=F4^Yy$KuI^Ji(9H5&S<OO6^^)ERGf@M@}n!pHd)u^w6wxgA1N#h+-
zx)4CzCflRM)w3N1b+7hdD}9CdD*@r$VXejb7TUE6H5BQM*Qki7pe7z>NfV}xRx_E4
z4_fKGeLqJxeR^d{J0;wY9?}|Cz5bL5e*F(nS_tw&?aCMSj*k=3Ao%5W-LxoDo2<jG
z{OrD$QSig{KBijX<uk~tqjG|?7BRc%ZLM++7OFLJ*OCn(NNC!^(PH+i&f|=4Xr~l|
z<SN(GF4DJ|KLd+%a}p-55#J!IO^Q;$O;l@z*%E0y0)c?8TF-SCf$d{9Uw^X<9{~h$
z4w}NF^io_JkNgsnvgw}_ViL`{(g1R_)Wbf<t=cYdfYiRdLF0lxgV&FXJ}`(_$>ahN
zEt=G~YWZ=8rpnCwv}<A~E-+H{?T5%y(<3~|NnSkAbvzQm50QByfM2#&I?;*I>ejCU
z6qgnsfaCcBcoe;L<G6hT8-4t%0$1&NTP$uJYTqI&uRmou9e@<T4m!5qBvdN@JKp$2
z-16@ktFZX!XZi5CS2U>Cb>_@`1VED-`unWGl7`@cm=b>Q<k9RGKS1|yO^iRtA@_O}
z6prF?mX&k9eK(0sPkzvEc<xMv&omN<9}R*Zq2JI2?joeLWd)PG6$#P=xS@x2$#y4v
zlzJPs2sd(2V*FOpo-xxbE+@R&>E9d#{z|u1=SpSvj@G+lRr$A5+(&$bhxjD(qUF1m
zs<9RDm$Ba8#OHMsK0W-vR|L15bUPV+KC1YYDfx}iF6_jpQG3aO^|e*aI|kq9i#yC7
ztH!BHhY1iViJ=Ug;S~mtY`b$yTld*il~0F9UDJYxzV}&X8J)?%*FQCt3E4U?z+V(K
z+E#x{6P^CA0m~zhqdgX?VRRzjkB+N428t<dnShzxMRtcV-yJQ;eB4K)Fs}R3aR+UN
z873XChy3;1kkH8|h3aP?A_71*B}kH>4_$rT*d573;xFE_zCaZ#TwDL8KVSDC&}D{r
z6cl&771|pD0)q!K){H<h_1m?XPfsp(jB5I~3pTAbNULjB#fZl(=7=k}{bPE@M&dS3
zoH5ztdMvSe;q>p#d<d*D{H%+-@`}K>p0&A_J09*&&<&;tALUDYrgxPoUN49A#unVz
z=AU?Z=mgQ1AI%_o2v+pEeM_E-)oKT?{*r^j)#K7~8Vupd$A9PZ){SZjh+dW3sq7RW
zo-U}N=BPVAyXi1n)@V^M`%-sA&UY<F{e6H;;$y;hqq#?a@|F$It)3a~$$f6}b@8gr
z&-Jj6R-BE-VnVmxkNtV5N{BGy)l#R?Ahcw7hZmmfdz--ow{Y%1VrpkJ@PL$aDX#-m
z#}Q5Et%ew?p)>2$A<@G&I7N&3)FseAsu*x!e#m{wo7M7tB*}4G5clS7@uPwBF`IZV
zu@|jsbL!^Ktm_>^ArFm)CK2+*9#Q`fYi}A2_2d5kzs3xM>`TpLFd7-A%~(gap)kbQ
zm!uN1m1QV94N~%+>{}X4Sq4QEMN*@(mL*%VH8q%I%a&}tf3MH~od2!w`7Jj-H|DtG
z95)89xvuN^d^}_sbUC^p5j{P_uNa215fQs50Q<d2cIpOp_uv`>@6*`{a0I9;aI^>^
zp+RV+oK;F`#muvT#~;5F%-vEqoTLffxVCYS00DbdRpa3nOEI3tA5BzTNl<aP+q5s!
z%)(|us6q;Od)V=6{Aa4)K6VC+nc4lmD1<P1ioOJdf_GYk*Vu=<EptLQIT>k{-_zMz
z<QtMkM-8rWR~Sb%nt|YVItv0N(X_i?^XHAT58tsf(e%Fi0(VP_dM%UZByA6;j$3>e
z40l%%VwAI~MMd@hoaiQ9&{qZ|yb`1`7Om|Ye~~y0O(5g-pKp~@!BFZK*&mQy>5gOb
zmb%8ftiOB(fim){+&R+mj?25sJZ?N9(((Gwh_n~X=l+tRUxN&&4gtZ8yQSh2VCSIj
z8E@0vNP$I?4!UTxLT(Y?kni<dYDF>51t-J2RKUX_i}t*%A{khE#W{L@v?`5HoDg^P
zLMNE(EE1)HkaiN<*JM?mUrGK93~6&^9Ih+Xe5u+xML`MXYWSK0m)~w|R)&O}gba>7
zG$kJ3>PHVTgB)k`-%TSACtqD>9+)7&KE)>xk&FX|lTz=M5baut79~f9D9hxnm}hy%
z*5_=OJeu}VBYFTWa*IHDMQ5v2byJhhxE0yJeozB)awW~8Ku`9=Sjp-2i*f#!Ph}Os
z>lm=H=G(Hdb02St6yxVp>`D?u<%TwqmdB?=zzO{0%cD_=ZH~BBggAZuQ8>~rdOM|x
zwa{lo64ZTt{ctSxca8UwA#TZwd;8E!?;K*Q+xMnLlK71i`c^&)56h%%?bPQ%^6{Hh
z()F)9;h_I~<#VSr_#vkK>z3ll<-O*AfggY7rv-uk<b3~cuV)_WA-sWA0Vpuzaukr9
zUa!sxA{SQDa?JFr76hX>*akadNW`2o+8fzDNIYlKfkktr8qu|V_H)M1&8)d(L#-&e
z-I3(X`jSMtn3cU3nl9?!tRl#d*sZ!>hw^MtQaf(cx_IU@tw39L=q^>2LV`0|+ZO~2
zBVeB4nvNmFK8r#U2lgb&<M83|-yQBI$}DcmJ`|v4G@DM(WY&WF@mm*4wVy~$vYv;w
zZZJ{_he|v~yY%%d_NBZ>u~QrJ;-KC&dN+#_Dko)G1MapBdO7Qw47F${H|*8-P6={2
zag(xBsfj6B&v}WZobjo0dwQ@+as%=${d-PCkgLC^uZ#&n?GYux?}3QhZ9TyVLMNx-
zu87MzlW(i39Y>Ai#Iy7xAKY<QHLz`0X;SpTR3G1!WEl=nQ4qzowb&^8E(FZ;&;ud$
z!GgG74(?zh$4s}CBenW3K$woZE`dL)8|_j2Mz|N`l)>VkKR5lhUJ@Fg4pybHh<1II
z@abO!{b!Z}PzfEvCi8^i%u^H7Quko|2J?Ze1y{C}acV8WoXH2s73xgr4qd8iKJrJ>
z^c($Zmth$c#d*fttB=DPM*#9~%fl6FBcujXOaBE}p(a%B^>fyF!GL4H@vu9;v!-4w
zJ#>ceyw3S}-gM+Mno6t~^*IMiafa0D|MZ~ApyP7#E(PD^Zv``N=tTv<N7H=52#a=K
z`+-w!F+={A#?>IEIV%-~E9s1lIZHlL6+=R&Ts}WEvFL+!pqV8Yc~}2q12xXsDUn7C
z5=wQ`x((`o)IJ7>3SXX&r&lHf`|k`TsF}qz6y^p}R<oQH-m*8he=|e|TMs5bAI`XV
zGd*DI(a`ry6;!}zH&gaXYrt`<mI=GczTDO(&H1sw2a2Cmh$Ue%noiJ%xf+?+!xrq7
zlv{)ccje4Hs!9~?UB8>YU@vZmGspUHj{?WnOOFYT(Me;`q*RNiUOd8~hN6WJcS62d
zY;`DpwtnoUJxZ^&X{MyK{!&z~y+F3jzvuD|tQ7p@rt=Re5|!suA2yxa2{7$lI@fXn
z&{op=G5d0pG<{3Qxbyz4u-d=ZWz2$vo6VJWeGs-5T@U;zQ9;RiCKb)^lrj~RgU@9i
zVSFc)NW8BmOxJPwYWO8&@{VNkFR2_Py!w;XSzxtwc!jk+XiExsCVn|1P_+9&*Uytq
zIb{PMG=9n^vI8$hUCpf%NJ+jQxZLdQVa_{|62K9^Ds$f2@RZe^LoTkT1J6KHv%6}%
zlpU?ff9vZk-xA|PN!s0+TfcwaKR2!WGR^gr4DW|Zy$ZP;d%NbW?sh34?$W$7L+~TH
zO;JQZv$%rq%Hd2B4@sa?cpx8h`}4-3=UGQ^8a@oDCO1fFCt=*Vi0<t7-OuJ+cg(A-
z_Jz-q2kE(bo}UZy8bA2+yWMJqzd6LTyhcDSnGoZNog96<9bhzl*+f;&!4nD{Z&3Ha
z6cs+Rw$G|}-w}*{_;d!2sVeY5h``;7EoalKn!0JwA-l>W)DJ~!M5(GO0r%jJx>9^!
z`o!J<q4jV5WtUVl=!-u#vcqa|K{HkgYFe41*Ly*N8(gM2^`;$>COPXKy)u%|x;<tN
zi$j7eh#We<(WM^1p((2emk6Yig>kRpwgV6CE_f{19~)H4=0$!uuK%O)_M_)IXo_9X
zA%n0zfB8wie}S{~D3$W&LsTQ|Pi2^XWBX@N`BL75Y~Q6_D?MyvSJjrhOjSNkm3*qV
zxmAI<hmuCq!pn~HBRdQp7NF9$F3TCzBN3S_G-fOwts8%|k+7U%)L2B0rItr#;<1=t
zZ3=3V=`K5hK>B-&OXkRR)TbFkr=$3vI0;lEHc~G8EyVt_!EFtQyRy!t8pvT{*ZC;T
zkRuR_j>8UNowCs$_gDA&56HDs537ju!+JaRGOT#S-k+dbvvCFo7?_o^E>2PhsCYY(
zYj9CzRNmf7&aQ5p$LFgOZMTiuH<CVM?v5t{$GTiN+lzB#QEX20$AFHV>OEzl)^j^8
zaT}&Rt68)-4Pa0&%eeK+d840^mmC$_RS|-<@Bg{pf&BZcDodqZTPRiqk9^^yEneBW
z?UYkTOf*dL%y{{0v(2BC=svw?Vs0|YqMm~MacCSXjn9l8vaPU9Fqc*Wvf^oJy%oj}
zI&}<_P9SyTmboOv5o#6X)QxH+__4qePZmr#IeWhg#rYX!f9GgN(nbGEU42$lLvO!}
z=gj{ph`Gw(==3$H2b!va6-t*>$yR;cerTec`ruxP^<)A+TaHk<pHDR7Ex4WC{((PE
zxK!-c4>P$FBEW4R(4HXr2Fes1(}as{cxC?KgAg&zp+sc3JC9mKRdr|kfLRT0m?JwG
zqMu~zVR}ZgXeeKL;u1oXT;4Qkd7~@~OxZn%n@?zZe9TG9JnyKBXQi~nsBa&*4Cafy
zvGU@txd`~64FrF%!O1P2*Khue{|hMIKL0Q9;>Mo5Y)m}yKbheF+iU;h8zaSK0m|$U
z%F>l1XU-4c+bLrWPqjm>6f#Y3%Hf^A+lhHm95}6*YF~v8>+VW{r(RS15R%-wHZ%tn
zJvj7>viet}y2&1OBdx_HB{SWqQ~0a2>G|r;M{8bT$f}SE!*?l`mxD`#h2aE{V$9w@
zpF&m>RV*-;j$4Y9)(c2b!yRUO5-M$Kj0oTJCHba04$(=hRzo|L1AdBO+k-dFP^!==
zs=_5YowixwhN3tjq`L^%c^gtG6~4+4tPzQFG{28dd4b00=;LVb*LsxHQp0*hE308x
z-`QtnJM7^f=b}>LbF&V|{nlBp<V-}*K6=pMp95lJlb<%<LH*vSbTrqguzzA}rvgRJ
zEjmy$RksK%X3{$-C<4_SlX)Yxs;0J|DpfO#)$^(GMNI#ST_YKx1LxKWCB9v)7hY$-
zCxo}Mum!eFZp!P6DS>LGZ2KJWyhxRM)EiZN$^sgwN3(Y{vr_@axHBDKDlT2UonLPK
zmk4_lm73$W$3{L|PKo-(gn=q8GdNcMuFA2DhG5Ys4-Ob2h#u%jn9!cH<ZW$_)LSbE
zgJ5;Ab*0#(tq$&)geF)FSk6}DF46b=9O%~!E&O_yTfPpKkz~Krx}iiG=ZMK)!tpYq
z@{3LeOkYJ>`m2<&F5%|jZO3S;Y`#x}QjJDv)YTrTb|u2^noNNZonCOguKlZ_g_U6h
z)vUf0tVk1!Ts8-vdM@#qgxP{_J{i5CjBmA#c2U!I?x^3G7Moi&Brq275KX(jEqH&4
z3;0asJC370HGuw)^LN4U1dahn1gl8lvYNBz$q3<F@)kf2`6Q&M{jq6uX6Q(jLf8C@
zUytzVh@5G;bw~`~s0b01M6dq~z$Xs>O}!W2`p>@RozW-9l9dsGp;OH_V3RM)ddgQ*
z_=6z}{x_qdDzsQnYs@T%G89~7IZ1M4R#Ah6X2zmTy7dE152<WEmd=u&>bZ<7q&JsB
z>yJot;e^Mce9iAr-!48X&Ksz2C{{h!J?d_}`=!c2*gN*Pp8~1CxFaZ^^0h^?wupO%
zqL+X1KH=}dtIi=e3E<6m&aT(M!ADRYdN{IzmEmCz3*LWXEl|JG@6v|Kq_s+V;g{bX
z79Q3F$9GxF^G-{@?^yGLTe!kQ0(zsg0G@Y=jp4g04-l)QneolL&-Bu95yg8rqnE^S
zK6aG&yuI#;`;GMxeN&504&5gdeTpRExmwg$)xxwsp}!tW$Ea}^qK2~6lRIO_L$`+>
z9l8^LTt`oGD(|B&C;vm(lf11s8?7`8AVDcBqBG<VM>?na<A*@){e8a@&xw7MPFB0A
zNQrlQk-R+i)$+?>ZoxENt6xo7LXUg?mD=Rf{T^T63w(d}uoErfcU<YpoiG0cTU)sB
z$si4Kw40oc-X1#{D@w5z5&?R3Q~WuF@5OWv+6maaLoTT#hl+$_<z3a@*F@VEeL<h_
zW_o$j13;l1-Td8yZH~sQ?P`Ly&~=^?m@-Fim0xOR;?<+jF)GUJLm_J?zDFD2AmOrb
zsib&9tCM`h_gtgq!@taGlz9}x^q%p6wJ}{J-Sp;Kk+2nJi<0?9>xN*ZRKU^46Nzcr
z1%Q+DouS>)-?OyF6S<gTi_nrI!XJ$Y>rCmxcP7Zzt~}F+lcCU+HVu61blN5BOQTtT
zQjiq7CwRQk65(4}*T^VY)mG5ItKZLi;eOqgof@DuOBK>mZS{LRih3wMm<Z-&J+WY(
zh5*ss;HCh#J&^=x7HiT}(MeBv*96B6)ZdA>y8Iy|a-#>(P(LEkRUAcR(`(T_BZXNF
z`R=KO{^~CTdes++q7qflL;FSw+yXmWmwU|X1K8a4s>N{~dGb1cXtr)JyonKTq+e*W
zR1ks+EQLfKRws5zn`1<2;mi=o;WVzLqgx;pF;C`yz-QF8AOL1|CJdZFqZxQvbm>GG
z46B}YgayjI8j^TE!}8EqCko%wt2f!#JJnOr*NA<=_hd2<oijt^K&5jcEKEDbvUqMn
z3Y>1lIK2mIOvy*IIxm}DxI$JX$hVR9xqAt5<=Ts1%*vec87NSvi9t5~<1R*^pXgni
zvvf@zJtY)Z56b(dy4K5ijK(ge`;m0bbU-f-CIAkC=w3&b2ioQ!b$)lulQ4m?+Z1b~
zE+G;)lbE=z(LBrj13G5Vbh)=l4vqjlybQ*xr<Oid59~GB1UvY&5ENp6h6u>|Jwjil
z%47`C!-J4A);nezZ&}S@w~ii2bM;(=?rVxiuqvgXoB1)!r-O&_QR@4b!I2i+DToZj
z`X_p=(7)FQ!Kd6yQXV?f5{qwGq~la^0`e7)&s*Y8dxZ7`l1$?+y^6hpvA1NIy9H>J
z)qY9?RYIr!Yl2>3*`ugB=)5Zfbmx5-Y`purp%Tf0>a=O74SCL@M0;zDnUu~didP0p
z-nDtZ7ByThdia6bCr1_%*i*T0hQZWO=E=f?IQ8v;t4B|!T^*Ki&VlH3V8*Hpbx?n=
zQ#K`Of@NCYGEz>RhQ&+`^@|cZzMT@|CoHz<P`ds)+&Z*A*Vket-leBpp4H*`wZLJA
z8M3loe(0lnuA+DwDQ;QM!8QQOOM;h?ooPHDEcuan<<=vNFl6NnjUI9`ylS=bht`UD
z{P~F-#i;F(m=1mag_PDC+Z)DiL$pd|WRLaLFP07xK2r1E@5JrYjn1W(mpki)_`j6H
zUA|f|XT|@t=Ekd79MPqg%^7$kQt0mp6qFviepM2b&z4O@v{rS-dEo81FwwWv!`=af
z5e#im23&30f%f8wwr|(L^5pMpKC(ARlJV;eEvhe-oUk|2d%__~U=oLZGuw&Sa(HE%
zX$=GLa|ps_d~N~GtfF$}i(P|P->!WvJ8dtdYKE<biG@;c2=YvSpuTcH7}0tma?$20
z;-_HI`h#H5$splQv5RR0n=r=43qSpSNL8W+#r{IZB7Rqjl?NkI{huilw!<~iaNnPJ
zVpsO97`eZHDrQ_ZC5uPWkINWpv;CZl?j544X&$+rAtGwgJ?Micd+3W={HU=}ohz;m
z)vnVxpvzh=xF__J;cgQ%>R(uxhQ#T5wp{l6e8|B`IB}}sW(ia<Ho3}JW+q_f&u>}3
zbIk5HCmKX^XI}0U7?b;%QV<y)^>(vHhQx<P5wo%*kob%YE2rrsq+9<1MRId-mVF1E
z!m2oscEch&W>k?KE#k{FVX1!8(9PMJy_4bhoj+Xs`Q_1Y(e5UfL@i@TTIWdN<6D#8
z^L*vb@y$C@<Q7qLvQ-bT1}#-axDWeq<jxR-OJ_$Ajdi!IrZE*)1)o3v=pg%(FE+A_
zA+0%=Q9n<uArI+Hjy1i3=3P0UET7e-FRJ;b=3MPyV2F`|aOl*&ys-3N`^uBn3cLBt
z4A%Q)W2XEry*t9mElpDNZ66L+?;9!9n`@HnnJ`}K_xYM)i#sE9DX>uMHF>If!LKE0
zh#8#f6_j(kCVCHd`bBnC&fVK6q4kG9XVs6$t5YNUg35HT3FaR8eTNq9c$V0EzC&k1
z5>H|8Wg+J`aRcKSVb<BFi!Lf&!wfu#ZakgzqKUim$m1LDhtA7K%MF`~j2Pl)IzzR^
zm%zsAT)>R@vjA9lMbGq^lhf)#zx7qhuehM|+iSvK&u-o6+F*D}APoW<F(`U`3fN;j
zXs$?-V&7UWSe)8E>@0%J$%Ccl%>2bR#WPc<U;%eB)yz9I@;}{5HdQtC@4n=z_{$7Y
zweqA_HQc9G7RQ!p)ismLfyy5I7YI(X^EcJ$H5DDmAOd)f!5=1#>ado|)Ff&K&(i_{
z8*LG&k9?VmjltY*#f3<B{!Ip4-HY~IjxK-_BW{4LqwM_~z{*dRpF8IQ!7%8ZQxc`B
z6F_I1st=C!AId+%WGq+!{3P|+{lOgq;4V&-UOFsc(55KwMj_j!F!+!idX6p^V{Vy&
z$Tgv))B$sYa;lQ9>!n`(4vn&iEwiX3izU5u6ZsQxMY%7G<AleF05v%7O(Et$I~lI;
zbT3y3Di=#+!klNoG)M}NetSGI6W%zR-<D$ppmzEX0lB(y_YS2iA8R#?2hp}6tN1?~
z<<G?98>s6&76+y=TLqUcHK!UL1pFolGH-C6V&@1tm8M~JlPTUV95mfWiHdw90JcF(
z_r0NQFq?TwW(-}ghzZgpJIVm%slu?Li4?zy_rE);^;DrSl>O;=$ayAo4cvA{E$&fB
z2WE~QfbJ~}{*%BATzoSr)p{Fc-tm9|gX(OZOB~cx^n&i5U6*=4#n*2XR82VXA(6Io
z5Re%Rm%Clym6-l$G&MW(@_{9vaSf`*(~2>oe#*2B?7-0;%(RyJ#BALLeCuQ|S?vmW
zAxStPSohlFGj9sKY&R-Bj-AuOzyv?t*+SYDN0s^J+xHo|zLD~xPeYAmKfr<!fcn>J
zAyZSZw9H6uMe3SSjPMl*Z@pRS0f3SK*^p{-)JrhPF3Uri(Kj_#rxQ$h3K-(r`(+&S
zw;huo=yrl@4u7$;<I6s>Nrn;Ly&`5()Y|)=Zo1bOM3j$~+<kT8iKakYtYNjuk(e(N
zkcVv0b7UGfw=OMdDS9|{M$?>29PM?99x@G6<fOI#6aV-Hss=!C4FA3iHCUoizzm`V
zX)=7(e_E}*>!(?RhMMlvkcgld!H4Id%n!@XCtRd|n)N$H1{0uZQGnl1e46XW*UqXW
z1kJPHlV?$*1@l_zJM2gPj;LHr;qQlupQW5k{%egHzSsBTA^O6;N&?G&9FOqwOp@PP
zZ&s~>$3&qffW2yU{vYgfv#Z0(L>4IhZjzG<&2T+r-ksHD6MS+uA3#nZVpT%_e&UYN
z(nWQ4{o<j#7@gf72d@vP7lsxuKT_6?n|*UsbTD8H@MOm)y4#=f)Xgo6lS%Nq%R>E?
zqDG~g!4ipV)Y_l#4<}w{PeZ`!CGkUD;rKZ$Vte=_J@{+ENQ~v^w<Nc;h*L>@2KDbH
zcuvMUlml6;p7S1|jS0d|*;Ml%zEA_(_&(P%EV&^n?v=YorKO*$iUq#NU-|ykhNJnj
zkM>4-j7%Q_L`^NNc*pNLw)W8Y|19>oD4~LkGf_Sx51kOxarM7g*I@SIsyiLi-;0>C
zRmXaoX@l?Z8&$+JO=<oaqE!j%b2faK2HniiuJS`3eCD_}7Q`>TswxZ`eLy*20`z_E
zlThhmvA>sgjS<|ohb#cp9-hqK#9AJRAEkK6FD1m)Z%mw|s#|`!1>;ofA_*{e)Ir`$
z;j|bQ5S<c?kyW=uLpu*;qY_k4_QMJt<cjYS5=gvJ;pLtbdzSv3b${^#2Cs*{`L_LM
zZ`Cgqc{O}ySM5qJ*Qyss0og!J<b1FCnO7nS88-g{*U~~Q43=@Ky8W;dS*;*jj08O%
zHuA-x&kizMdBGHEeaf8ncF@On7N3<=Q#9rNiRQUhV{qNqr*q*-v{loZcyyYDEz}1{
z{h~4OAT+*NZbLEJ#pl5yiMy|eTkVqk+DSjT!(ixkDi!j#M_JKJL|Au55Rp|}2JGwA
zqIp(UmOvuLtY7=TW-}AOLFb-17D<q;;2E+D2)dt``jBb122u2(dkvqKH?X#@b~PP~
zv(2)C%)b^H`upkI{I#GKIUCyA;`!r0O7Frx2|WsQbEd}-n!H<HHcZHb+<q6f@x)5(
z9g6ZOa~~au9t;!Ds&@0SZv5yj!9@IR=>B5>k2apMwa3C&Y95_?VN^arm02pT4!Izq
zYR=SuwXz?%G}@=3p#G>aeu!!u&>=ihnlky`z4=fgYqNsen5HZ(Sb-3x58MeTyQ4QA
zvk<_N9Goh8h;B@<CM@Ile>jz$@vt~@=3pl)ok1%ub8dR+L@!oOv;O_&VD6E8?GDVj
z_(Lkd#<<l~YgzZ~n6>V`197o&u20d=cS27q^2~U^G9xrCCyO-}Zw5{dHn?f`zJLs4
zaGyA`t)&`v5o@Y)fdgbweLvJGMF~Wp%|bwR{i=S|tIfwR6mm7OhFX3~uiuMc?i|1>
zivNvd2!_)hYAanu+oxaosHr1yWuW`7N72T(|I5l$6@JI@7q8VX#4M~?m_y;|IG0a)
z=!#Bs4M?&+>K^z`NZzT!u>|cE^KPX2^m#s+S$N$Xu|vIPiiB97%^@!cC6rW_r<XNC
z97JyRzuI0KUHKQ7XPnxUMhcq7s%%+$R?fE>-#gYxV1^9rA5Z;K&O;BA1^J)E8~6QS
zX=R$9avUT=tk775UUWPWKFOwoQ(0aJX~9O!%)jBtmcJ<xTIMqzl<Dl<@ysKAzlTUZ
zTTX|$JWUTFl-igYTqcwu>=OvT8L+L<z215nnds;qeehx)RtI&hd<jB@WlTVc``&O_
zWW$plFJBxcavOB+MQ(MjYqaGm{xxi;%2`xxbgj4HlYij1)=Sq)#_&qMBFrQa(t=b!
zzO5rK)o8l_@c_yD^d$RxeAe4{m>Vo%O-5ng{>4A^8?JymUM#fvmj;El+X41LbEnt|
zTBe3m6pQDf#an(nJApkswX}Cgp{VeRF67P*>35}TPwUucyik;i#y?kb$A3Rw89IiR
zR6McWM%a*=O5UfYb;E-4A`PRaEB<+wC+(2<=BN8V*IBfjF;<dB&#$$&&@|Vl`zJ(>
z<*g_Vz8cLiAYm@XCQ$3n^xd_&X>7ftl$7yuOR{*=p`hV+IXv-2QMXEUEE>+0Pi6>C
z>!Omq{srPu_M9upGeU=mI`T2z53VHqLB(B%7uN4@W$;~4O9<^7s54(XVQ^tM40I`{
z8oU~bWp4Mp8!3yg1klmLe^^VxPPfZR(5V`wh1jJVf<UB={nDN=t~d+9Y0?PXQdQhl
zCozM!5~ES}0QN+`r);RT@XZB-#4MW}NBtFx8a{xN0^F0OOr(*s(+*89c6L-7d$smy
zN)50R0QqX@u`>o@fkAI8KLnp-@11lA<f1a8xzbQWeZr<jx`>4ObLX@&eaHNjtUt5&
z1(yxAU7Jz<uROtefvw5k5$m#ZNfu&JD?{F;cMR-Q@t+Y)MsNu)bvfRO|4}%Vp6Jju
z7W$%~`TF0-Cwej*1gEc;LlO9{G5w}0XI$8Gv#Iq*H)W^3T2$jjN}(XrqE_emx6aK{
zCJB!bjSBGU{_o7F@gphM+>ui9uCSo-nqz}cpd*jlN&5c$7D>>e{K|f6^sscu!jaSn
zokiyo^zqo8gJpcZjEp(wj03(v*0R$b`L6E;^EZ*k`gIm!(851`6=fL+-gXh)*?j5J
zH2=U0h6gLYJ^TDbGwS>}X}W0FyXwtHodtar{<1@ble(dnxDc&vhiUfauHWMb&XyhW
z{8L@`0X`04wv^IteX$y!P8A?91UOkofiZ)I5cRKH2YW1e1f~x*Anoa>e%_g#mMyTZ
z<HNxGs<b0YCVrkupQind#oeTR$(EbgJ7RFX!+-cbP|$ZzM<ahwT~TiMY@=qFEp1qb
z*IRAlnK$0aUbfAy-cU*Z=l4Bd9xu#5DO6F&0id*5Fs|zj@?2$eQ^LLjFbCaQzR-ef
z@z2$EV!t~4e)u{aj<P4g4YDg!>xHuAZfvh7J~8Y~kEbtk=1GnE@Ocwfw$@Z^?3|Hj
zyTI>q;gTZ>e11kcKTQA&t;9i$z6u8>C!!Cj+8WQuBu6saSzznEnnzK_VpX6FfuirJ
zFe)t9QrF*DZm<U--`-L~!QV6dP*z`=#v%)ZFX?N&SP@U0BPL<s3I#bN*|k6Y4tyx?
zJV|WTj6BNlqK3p>wOd5?#=TxoVc@YSk@aSQRs?LL`~U{``a9#Lpb>nn&BYBwcClo6
zPf^4$f09e#`ZvV7(A-}Y^&ir3K_}|wT(xVbon#WFzJU4Fe}1ah-?I8C0$HRDryc$F
zthl?bew_M)sps@ok|u#)x^h}cn_v@`V8(YZVM6{_o5d)6DX|Zs@wTL7m6r!Olt?Sc
z*GB3$+nX^^HZ8$GM=1DaeP!t5-jiM2)Ad8A7`E+{jP**7Z+`>#_>`fQzpi)IuShpt
z<nW3TG#6I7-;Ulmpie3IC2KG}cF{<cFv|YhuskxjSJORpE<7ox_MAT6YJpGbnc_c8
za(FI5&$BGlK+46GKG>tx2IGzwEX0`pvsXy4d2?-j-tBf`Ao7?{v{Vfl&ao0G)cd_M
zLs6Q>C{WC2T7_R~Jf*7#xC!RYhJ<DEee{%_vy0r1=C@DHo?JL~+-KrkJJ$VNxE`f@
z=pWgaXM`*V4rG|a{Xhpwq()JsV&&v!Y?aBY9G(yXWEZpIh+ECbN@QtZ;G1aFP@iz|
z_{TW6dDVY(YlGj7RJ43-4|=WbvpifG^aPoGfY$cx$qJO@`>{YnTfySF`uH}OY?B!4
zJ}uF1yV5zIX6^q(bLfpPHcmAP#Kcv8{rWLr0*UWh+_r)1Kk2=HPT^VV<dJ(f#S=#l
zKC7D4`+V+fUFz@!EyO-*s7?1#*aVr_=jKrNNQF1DbI#HzEswD4XY?VYRC&=7u6#jT
zf}fjct+<JlO;xFKPUXiw0qxH0SYAMBu|!ZiPH%wMJ5IghD6hg;$8$f^1zyUB>x@&0
z0tjl@UL@n`I(UeLmSF(CZ)*^n9;MC?(5_i(lTh1*O9xkVQ!)={@>`xcE*WMjsnJQ$
z{Y`(N>8VHsy~;&OdiQf%7cf%qfQxy3>6<$bOD7vTbvXS4d3)?moi<1aUdS-wp6Jkb
z`k@!-S=p~n8e9(%^Q$*-epy8!YQ7NTb4iGJ^?4fT@H@YP<8%}CbMLj(MtXp}3I!Ig
zHF#cmyc1#FZx>sc8cEn5I-G_9@jcM`wG<$KLVFYRN|k$Gp6M}$iba;!kPPt*fxrDk
zv`#xtUDtEjXMU`}e2i@UU8VS%kQ_J}`<;E3E1#pG%Qw?1^=VB@RO*2USr|Bx-ywgE
z4yy3zynQW#AXIMNEcewfUUcJtx$M(em8Pp<Wy;NW%9N!<IP;drO+R+Pw+AGM7~0^N
zCKj=KS2O*Zdk6^S1}8bfdc|~i`97gy|7VKsqS^Ajm2NRpuk4@(e-@LPW*?1-=7Cuc
z#wY-oMwZn9HKdB@1kG<pSQxtFdz?86?5jO&MYD_BYaZC?IBsuNfwh7hL1D97SLt|z
z94!67j3EC;n|5?2QR=;nDD=gpGdGdbp7T}#J?{*FY1)ugy`0N6a5Zgk5gR_^IGye(
zsI#H*`5Gv9u<Sqy?fJ@fJd=pFgV`CiTdC(_l&Vd{uS(!kZ}vmKCsRKEz;W{uH%T28
z6&y!9^B7JwxmN(uwJiwKu{LOFl=@5D9&~KnValyH7iLqPq0d#~oqiRc09Ty;RCyKI
z8-h(?GC_)Qj-*@dDyog`?xd}#700C#$9<_Bg0!x?_{7iwiMTmyseIJLge9mqx_pN6
zaVd6Z$T3S9ytQ(Ib~9ze|AMlf^_c6cy#MnYO8x)E@c-MdxuP5M8x>X2s+M15E1;Bc
zch52xo3>k14LqIzW&M$O!o`#aPuB%W9hf<%EJmxlnQOHOg%+O{RZkla*3tCMU<Heq
z89cnL+!OzKEGJyD*X)nINQVc0+YutO1eduZ*8tT<5Za@M?;OD7qUBFHo)1fvSu17T
z%r$(gqwgo<$EE=hOx*65KJvO})=*0Nq3f~{m<fjfIaSJ^MEk|Lbdgw<)PLfKO;np)
zXqx&ckaa(hfX^68^EWEC;BBHP>Vh=tbX6>)Z=kCE&jtF>N>}bQ$U>oZIRs8a9lUMe
zsNp%mI-Lu;j(*QMv^^F4J-bv~cHtG%tDY@3*$(*B`X442E;K%#_q>f6sh1kyxjbjb
zcj&=|!k<Qi8mt=x1Tz8Qc^yxoh1%8N)2yRP71R@H8Dw7KPZKP1a?e-S`qJl-e2JQ=
zCXGbknqeV2iyk1wHu{M-7qSV4bnVW4dl8!YdgEXb*yK(uoN%9w7gemqG-@8obVdy!
zWp5k0hTu5`K!$lM!tky+y&P`|hl#gpuzPA(vI^WSj8N|E!K^x26H~9FZ;nU)ROu!g
zWb=pXfEC%I?5arC#SW>YJ8nsn7W*iD^TaM2FNxst?7;SuiE~zV2p{G~Nv3HCzw9$h
z_=%}qT?e}pvers;fhj&jN+=f#Nsa6Qe0uM}6Stgr7fjAE=g#Y8>_7F{(6#OLb4<al
zTlRy;^(w=%s8P<g&|KSk+BMBKRs5U&&t~Q4Z<*-yRjfZeYTEDE0WWs-+<)Y)<gzs_
z$c<JMdPZS9$6KyZ(_KSBZ$B3$7>Na@xewY*Z+5XzX%-o9$3SK|sL8H`>Sg^IYQoC+
z^G>+%b#fZck`Dxm=vzktg|_z$ykV)siw43kqnCwUGZH@Cz5VNn)Sd2M0?5Bdohx?<
zFJIg@Z+zzM-i5xAy=vB?U7MPAmiCW8tEKEsu4Y#R0XN#EnqZEQd|UMDbHHN+bFilN
zahSq%u|GQosgb}p#$6UqBm3vRy}DF>HzXB<BTf615zr~TUJZU{2%UXK^NxoLjDLn_
zj_x!ZRU;izIRA2O<G~%x5Zww}pR1<9vD<^NtC_6_U7<*L^!}X&-gn)XJ@$oewp4sY
zJC61`_(;90grzeIv$`PR*Z2x?X1^!P$Ng3#0=}w97h;-x-WhycGkJG@+S~2j%<9b$
zeHCFTuhAf)awD8p@L^an-Sy0D8^3!;;NaLlw?b7Xo59pZLsE^!+|?=fKqjy~;MvqO
z@v<xA{q_d)bP4QNEU(iYm!inN3;xsY@vEsO#7}Cw6_K158XK)>$<&j-%em<!8Ooqk
z%Bh*B4#h?eu(pti>FD1Yi*2T?rcM7lBJy;qza#i(gpgmfQMk>$8f;A=@xz|;gL>P4
zfnnnc^v2;9m95p+HgLImU_Ur?i?Hb<m#53k-<~k)dgLs5mCQdmA=r1?<4nQ?2qp?s
z8->Gm>?#g7$>LNkIP|PJyW{M*z>Wggi4SzPkL-^xy<r=3DKffst#bJcHm9Nu%2Uny
z%}@ZiWrPGuCS_cz9Zuj%0X<Z&Yuo+Z(j<L@`fqQq8|Gj**cac3LYKKoT-i{PL%<I!
z(q#8w^fm4n^`O~<BO9eM@jLJLRJgKtr0A(kW*MMxsebiKIa>=~+)fXxXkD~uAqo=(
z65y^E5<%;udNU-6@avU(Kc11pnzZr(rClo-^tCxF^uK^KELr-^D?E9tjz%@ezPbB~
zmphi23j|03?#qAWE57G%b?&?=gq)k@HC4CrfGAdRq##1oSwklVDl92Q->W;n^mXFT
zu09{^QPS|5YV=E%t-2!L?1*(Az{@p+yo=w%iG8V-VDs3c9V`B++M9@zJ}WP%c0;hP
zQCh|&rC#w&?hpRfxkX!g-b^c4CZkTWe)=EPx^c6grw+0CyCRvR2ws(01kbcG;~Ajc
znnM&mF3>rf<);^KK70A;!!ny*q9TO2PwEUkt9Z`YPQy+I+zJe-$Pte9HJrVSiwb9W
zK0{#3U=_H~ZF_UwKW>zH;}e1OwKl*~gyha-hLU0IMN4^CI5cq}kIKZ#kL0I>3sE}d
z@7kj?BcVV1Cp*D-MT3d84WyLiexy-o&1Ukrhb*ON_|h$z;u*{AEOFk(^)@B=3B&DK
z)W)*y&?a>slT~p<$@YJyWdG;m4ET?6_5bve4!4%qb;J!0+T1+RjOyphypFI>-S9Ym
z?m^q>(!gF(O`K1diOrX=V_#s<f_j<wCegY>Rqf=j+3v%ooiZ_Rb%!4cI2jFz$A6Xe
zYjJs6>-H}o;_Ebq?}C0UQ%x`>v9JUA;$5pW)jga5u<+{lY}w_lVx8Te68s(5C*{6~
z5q|Z>aj8$4C)xdfP}@b(cE?qT1Y{{R4_>W6Jhv>`O=r$r_2P_W^Ipmri<h2MQ}5~_
zc1y|6IE@|=y-{ZT={Z5KAAdh3J|ofYkq8qVi#sYeUl8Z=01d_lV3B;L{1slo)~@?F
ze?oXo2QJ6`*sXAPD5lR=oN+EkXSLa7ui3PlNP5`1T9`}c7tizhDX_iMC2qBH5tVs?
zx(*QQC$1S07{vm2(#Z{GDw(YFyWBmD=@oAYrwRE;l{KQ>|4Jn)gc|jlsvEm2qc=Kc
zticQdvq9B!*Y91?t-`l&Y1|6t@o>2tICnS!7+7munTi+Hy`x)cYJ>!DEm-i}osg;R
zK~>_t1=rh@Vl)z9+^LdYU^egW7g?}m_ViwB=lA%G&&B@9VzHqk^v4!lI1=oI62}M8
z(fwji-1X<+J(*IRd9v*)9s0S(kIL@I$ZT4+wrhR822HIW>N=K$P5Z7Pl=mY7!8nzZ
zPf|Ib?{$4PU!d=!l;_ak)05w+we5x{CTE}34Ck-2QwBs^Ibc+d$7rriNxh&cP00Ve
z7W<vnVE_7~1Hl{m^UAxaI_<(H3#>(UF^;KInIfTPdIe+oa_tfvE#A64@{w??vp3qO
z%$Mq`b5(>_PvwF+XU@W*Qf~<}R`5=r(q}}hG5qs1ajeWKfX%@U4eiUd43ou?z5>@l
z0RQENaN%}?Qs=YmGoP+}M{vB~lC>lU3#RS4hB|X&4I1}nYKN)=O(`-7A-eX^FW0Z*
z=RW&<^xS#QlDFW*2!7l?gV-(B;L7}MnXherb--1BF!PO`;uG2A8f@$S)!012o3*{x
zPc%LqU7m%C=kj0l?fqoUW38Z<mqh*-xQ|J|(K5P`MldZM|4f1x{?|>RwT<%MVi&}e
zg6@$|u5@s0>oUMt;CBTvc+}#~u+vYKn33-E=(J_KeP_=fxEdXz1~0>l^?u;0Z&e%!
zpDMp_@>pNK8)W)dYed!4al-=Z+|cGFhw$9bIG3#lRLd=c^;<OLl62sz7YhsiJDt`1
zkZ^2FJ;W`KK-fEC_fvbV({XwO{^v^mu;a}VMM%~_mWtFv(3R~p#LYtnzIRX!bQe)y
zb`n!)7omJU1afF-GLWbIU48xzTk+^$ym0ykd@O_L)JvGlYFCL@MyA0v)Mx;Mwlb21
zeh$}PBOwBh75g8D4&ug(6{18fC^}Y;O{ZQB1YFyfL5-fR{OSffpG@-p$%|G<zccfn
z?<mk1dlO!LDo~YAfba2=E(yC{u25zMJMpc+u?yuMD@<q(fYyGenzO|W1p%Tt9PI=4
z+`k^@)z6cEuTEmDD_&bB?n_rC^~TOM!H*@VEEhrA@VE30vVlpKh?-G()7DG*-s}qC
zTKS8whQ|Pf8~I>HWbq4%?m3c`W;sX}G2)|2Wzcw3Y|=qlB!(8oq(V^Z3|?<^XuX|e
zVv(Vs9dYMPH8@R60c=%#N~jjVlh2RrjiOjs)S`;JsVJB2L`!cpJ^oB1v`c55p|*eK
zjUZqLfm4;SO&wDA>;#0jZOGQ}H3r`jdbI>TR+3IbE$&vHrRohwdO-)M3gJjB;1uxT
zE{%*EN^3=r#O_G{^V9zv%v;;yjTgTl#R1`6f7SX!pT$ire=IrF36_F^gcfb^U(7}g
zRh0yV#O3(jPjM@_H0`xs$)_5eLXIxD;`M|``Joaod7Q*82+AeFW%YlaZ$#=6H#Hct
z?>&o#Zkg6?dox`kWldu%#Zc4fhJtiCGo}1}&-|&@aT^MOU?sl1X1F&Jyw_gt01f3V
z+O)QzrQI#Ir=m~6O#+-@=vwH;)#V36bD26?nZ|#O3tOI^3pCYNNnSuu8+ZNA-cNi1
zN6e4pOV<!F;nvl5oqebkCnoGaZ9;2#Z8tl2OzIZTgY=-gO*8&>GVsQVdoD*j>8aWI
zsKp=u0_OftoPtcT?dAp>u1_!jcaC<hx%+m~$?D@HPr-P|U;S(w-l5JVe=lgI=0Pf?
ztI~6Z3P(8#y%68h<<2{mxX}~WrFoQp!-TvFo=LDXUE-jcz6s}VRvNtCK$waH>a7cY
z96vV+Mx1HJi`d~VXoD&`mJ^OGsQLEvy&Sy3HS971tFvfhjwv$b1BnKJ<JF9=%`%jy
zL3YyXn1Fe5yAd3m`5}iSU(n*NRR!M;Hgxr`N`*YQ#W&@PxExG2jU`spE%{rr)4OB+
zZfEq0*7))$>2FhvJTUvdw!jI5KG3KWN~42xQ~dp}(icn#^KF)tF-B;IhAOVBv&}9q
z-uW;_(~i6$<Rwn)JYvqr>(lo4X}x3$Ng#WB&F;yY)e7e_y|C6r%hQbYPWc=Q0k+8B
zVIKNsWnxUp6DigWY~}KtB^F-E4D2kY`xN+kB<Pzn*}R)lpWf00gTV}ftvh7?4PRdH
zj}Tv(5TG=Gni}jYwnF17u8>9Af<@=74x7acei{;S5ML$=BA<0JX>4{%;9^fJPhPlD
ziaV+Kww*!Fp?`r#or|`&ZPe+-u2G%*XbO=hlTSM?`xj|bf3B*Vpyyo_ufwfmKx7k9
z6uZ2usr;M*6J<5?t{?C+!pqyJ<M@d|z@cmR<ZPzNXe4?^l58h{735PvKz7lBKpKXw
z%Dz_N7OS4p&_E*alw1yIf!B4o0$t6-2$=lax<Jpd_n*yzQ_YNMBl;6&SWO96q1%>?
ztH*ij-WJRsn-yw;t!#f5-xM8qc?|c%N^BzT(rGWujkpCdfK#Sq;Lc}t64C^>dc96_
z(rWF()M~mbe|rhSer|M^iUs3sa@At~5Kx|F272_WgvnM72#%o0_I|9;)%pW&QBw*{
zFMUCovp&|})bVtX7`;F7&{Twh9wdkMDD=mXBdr5%hqG(%OebeXl1mEy`L_7IC28^T
z?IW}bEE6^O>Oj!z5pSV~ni;h>4n90P{^4k}Evzir_JiGW>bdK3F%^z$t3?g4=O1|z
zoG&4TRJsCB<GilffPkEy{r%3ki*E0@hJAxIH_A>QKQ`v8q}DCS15CDV4~73;P(;@f
z<`Q>*($drLQWNN$cr<jkk~$ZJR(p2&_2y(>kK>7@fYSqKX1W?dvJqL>L1Fh_VB^CZ
z(13DzT~Kc^ue;4bQhw7)NsxOYGF+nf92YaXUUOmbQ~6scEvsvzy7@hy>E5h**Je%R
zuK_KA`H=_N{|K}XfP1lB&mv}{G!I?GG-9Ljw%c?Of#)WEe)U)B%k3emifuhtze*9S
ze@9x$v9oJTg*rlZQHJV6N*&zR=px@sg;?7I2?(|hY}JUtU!M2Dc!4Z@`MGy?Q@gHU
z(a(!oK}YnW55|yM`eYj!uvB##JMQ`k`|dp*CROxbpel<RDPIQ2gg~|$H<<vwcd6wr
zf;$vtPwe^@)ep<>B6#mwTU-$<$u#3wwF_{h8rygddTpiYH`4|J;o#!WLK`3W2il?m
zE(EOr74*7BZ}s>}nV{&e1V8;aTjIV{vyb4Q$QgcS*$&4v$nq09q=5SZoZvRX2_2Yx
zdw~Ef%Eqjxu%1dm9?FA$E=a4K+X8)gs=|OFGwO=hW(n-NE96~>Fn|SC<NWo18R7^!
z>;bun-{m~uB0ohyrs=Q4fsUvvh6wBi<J397UV+`JSNY?KY2D?0Zh|SNvIeNQt`6c6
z8Qahnr{`rqMjxLyyC*qkf9zIDPMLROoA(n%r@|NAkY3y&?Yb%ms~tpGJ{E;}?G)V7
zarWH`!P$%=p}*SB9@<JW`|x!vKU}<*xS@gK7XJ%40+-`FiL4^^OcTNP*E+XtlP>5E
zBt$9C=8HOdG$+G<&6c+lyH{*ab06%QSVU3H+tmvI#Bnku<x(pFCKOiYAt)s0cl&EG
zh!zln%nyz|K2ok`q-lkaY<=Vlv0Ur{ES@SO_jOcbNc`PwK^p`+;Csd}6$wTa-5qk)
zCWf(!B+{cnF9|}MP5SPhpXxyY!s4>+8%s}}O(vJZiMRB;2kbBr;NEUyDP}@ErP^5&
z@;vC3dDZp**5Yog_ToB)K5{JZZ050kPpS&79?%c9Ka^l{y0mCm!+jbh=xZ|iJS)*j
zJX?-k@I=H}=tG7Ryb|S<Y+1~IVA-=s<<;*tczI}F)FreMak+Jw7~j+mneP>L^q%iT
zZAz<q#yQ^4$a0)0{4z-oWALBTZR~L6hb4d<{_;GXxj#|%!&@ki^p1-5NVE;|4*NGV
zNY@%;us#rlN-fF;MuZ#FRdqvcpD#9b$tRuZ*Zwnz>;;RWVj>5i34TwStWm|)r1$^H
zLO#^NK39g^4(>Gv+rT$DjNPhM`?)p{K4W1i7{Vj$kfj-N(SmuH*!fNVm1ZQ|qD*v3
zGZK6|(|J_hVG4YuR_ONoMEJ@~bx&QdxMigi3NG#L!*zJ>Cw9oYUI^PLQFLFk0v0HA
zyIYu%^ek4ND+E)`gQ`v}S})BExsjueVMe*FfkTM^oAT%TO}(|W?)$wuy?&i$3QvUr
z5)T(d+1r>-1a>@;mJ#Eh9?Ygo?)gm!1V1q9G)%&M3+=mTWI37fIsS9O6;-h03to3F
z8@n5XlAWx+-uOwGdX&m+l*_>#ba%a*bLT@mXait~XF`jLa(D<xnfu`lXJqzsjt%NC
zPJfb~_R31La7I6|bBMP0d|M~;+J2sV6vEB`*;Q4{X7BWP8crKJl3h1u&3jj7R5Zqe
zioR!dZSM;1=g}pW^b>_i+D6AEM<1dYvaDakBcfBOba2V4rBnaz*_StIyAAp8u57gV
z4Eaz34AxP5{^Jr8i5(9X-Ine|JZ_dvKJ=0_EmR84SU7T;G(7rB`=hm`UBcT_y$ALR
z1Q$D}1$`Gx4Mo=9auUB=UW1qOx~A!dgf1`nON^Ttoym=f5+BHy4NnO4Ogp!l@6&6X
zzu9(eO2UQn;^p()32BL1^ycg<F1ac5?UGC~S&_!AjxtQbrYyAwkUcylbi7TbReCfq
zj|#3qq%pV$ru^mizGW(|1q|f`ywf*pIa+(#ILE`0ibkbeDHSU<HVqlj8r~wSB!6sa
zo>c!X$E4~Gs|0$8WNKDzrIh*%&N<fvIDDMXe5c=GU1nD#bFDEIE|KeXtT||{{9u02
zwHQt^@#=K^p!7wXA<501qr-}q<zIDtef0IxEpy^l^5l@n6|4j4>~Z5Rh0|99IxNVn
zEFGEgH}{@b7?eMQW3d2tfZ1|+ErK&BEdil(2-71$AsK{;SE#jKoJ}Ja=HM%{%trvz
z^x=?JjA2GO{@blc1iVGX;}OjV+X5G4q>7St2T;0c1NpZrV0;rs>lJ}z;>PdyIG_CO
zS{>*K%#o*F88u2j!cy}!fLe}DYuB<9$Nk_#6InjUrY5cu#sSH`lE?Xf2%}}pF6`k+
zjHJFO0Yzx9FORVZo^IQJoiF3m{vUpb=XfGN+0;tKP&<%rf4&ipWIPl3!hl^({a!%+
zmPs*E^hr>8OrfRL10_Y({ZaNIT1BCM>}V2EH2X+s3qTMd?D=9+UxCMLmmAx2A>(m#
zeIrzn5;}#roz_hi;Wz9}>Ltim^FUZw%xdYe@k7~5T<Au5Cfid=D1y*O&gMh@Fg)o#
z6&-3Mq-z6xn;Hx^Sm*5}%2%sqrPA#~vsesxZ5KOEQ$~b3Fb(bRfA7V%fw{Y{YsySN
z$J^Dx<BQ9P?|Gt9fLoT+3A|oEGZy);xPf!w{MoUWiNFS5*#iHE<d}_Wf5yh+=1aNT
zPLH88$Q}#Xf4Zpmt_o&F(VxuNFwWCKh8@Q@&`{Fph{&;YYdd|v>i$fY-S#5)SBW2b
zrjFz!9G|5>=OEsz8)ct;9G@ANy?cqu+V#83Q>nPJY~9`;qGBx+7x+56G|4s<<hE+B
z2-zE<z{R%djr;@<={7p-LJNsa0xWNyP`Gih{x<kId84ZFE!E^K?e42<8bEVYx_Z_`
z|F;OX<ocYoJ8=R(I8c(|#^xd!CXv7feAE&9FW?d^Dt&z@{)1o{c541>8L#*YjH0`P
zPncS;zWz^B6n)65eQKTm{m`@Dxr*Ucj?s3k`&6@$iV^FOjQ^Ky8v1{G0#bhX|DB1X
zO<hEzez^DLLfDWL)=lrravS|vL7g^y7DyYjJ|OKPW@hh%!2q5GzWXv34Yj_*8{BB_
zK02TTHJ)}0x$Gn@00@DPmrQdl_0YZsjYY)#dXM3(Cw-~oK}GMX>4Z?!AP?rnY#)4z
zas6!;OWNB}F%0vB?@=QzG2E4C?{0=1Q|Xo=be3M`%4Nr}_7((*%3XnG95QBhTD;i8
zu{Xr<q%G~5p)2rD5bBLaDnB`LwrEnsk49{V^Z>>ov2&#{Q^P7_>SHA;S?Ls_5SA|H
ze?UhLJe$!o3CFT*ItA8CS(PWEnAoUhTv3jNZK4gnHkRY`xy(LsS<e3_2h|U4)pMw_
zuBd2S@Hc^itTpx-&w_}<=Ck>D3!u*x$j7s|4MMTeg9jiH8f8YV?z(y*enzdBk$m7t
zf}hz1W{U4=Dz~;&KNQ?QZJINcTagUji3m<gNNwM#;%WuiwG<o1bE!2jd!H~mo1OKB
z*CE=5u}$0l)NntG2z)a_`Mjyt)v?j~ODGjsO}$+Zj8sf*`2kTA1;A~hK~VN_%A%D`
z*mZc3&YT_Rc$4P_U;e(kj|SzFbk5{L14T~SJ`)-}X7L3UGfg4h!zCEr-YA1DY?+#G
zl)1$>a_22v1PI)*{EoW|@ewdPX_c%-LEAphGz(cNQ1UR?0GOJ+`DWX7KoOOZiZgXH
z;KxqgKlCjb(*OxQ^b=3J;o8<nyQMimz9;+athTKeT`*Vu<d|pB$;RC)PoEa|nxNU@
zJ(T0kE+g%C<7{8$87>W#E2TD4OLR&nSUH>w+qZu`yfO;%VQ+sKZB(C5(8PcX?0<oK
zz(PyQTr<_!sG~(YSRgTz!(i-F-f|Nuc3uApop|ZnYV!ynbyzy*nck(R>nBBtz8lY)
zzA*k+?i%$`l@BVs{ATa$xyrNgx}=WDN`p^0Ruhn6--Wt@z9a{hOZ~7fQ@;E!#@;=i
z>Hq)#e{RE^PfZzf2w_q=Ol^*%V#KfwC6!PPm6us5t29K~Yvx>9Gb_iDbRfLs)l>}S
z@N!B;Et4flP8H$xd%nJ>&-?p%e}2Eu?~h&jw?8}|kNe|xzum64@XXC5k;%m3t!BuJ
z(a*OXhJ((GHN&DN0uxH^I^2&MWk8UQk?-m!2kP4Yxb`9EM_2sFh0q}tV&}%Oq;BPS
zJR)7?M{;TTMqK04jdy;#B=FiF)n@w#%OZ-=6JJl}t$iMNG_s(4`<O4%X{%CDVV&l0
z<`aZCTK`QM8vEk}P6}3}K}!G@?=~OygR$^4pa2<{=n|ZJbwjkMJN2!d1x~3^0%uVS
zslv`)$HD5H8E=IEo93J+!Lj?5f1r-vd;;(aC76A28?6X3$!$Q;<3_Q2#kFZBa|<MC
zN>sC32a|h$YY%;>fTXK?$rgWwe;5y+uSgcQ+pY@a>;V@=GP@CU`Rq~3%XP6=td^8J
z*L{qWQ}aHH_>E|F$qU#J4ZwsyO0jw>=0_XV$6C-fx?qR>4PD>bdh5dbWwEx!!N(Ij
zy8-i9Fu;?;^TqVX<B`*@4jxK*c*Xr1ttCIHsXoUY&dFtpV5xY;@_g?0=$$J}r+ZO=
z3hx<M1QEL7D;X>5QZWZVU!@CAPLqk}5Hk$!!tQY6gv3(VgPn`WQgBV&|B;>&jZ!5N
z_%ai0(5h_v-k=7PE#Epl?W$J^d7jKBtVX9bPRtQrq?hZr%;6OeqJC8V9)V)FOwF=3
z6nimJq9C?oSuVjnL&Q@*MZtYZg(AD_RmG!{clnQGn}~n8P6yvV^#*QN6va0;D~sL(
z=&7RjoP1OWW4P#0PbxE7&{f*hRE{cW!%xyfXC%04n@xM+9M9<2F##FWTD0)j0$!DL
zF%t`Yu762!(=~A{sDbBz8>3ekq2k}bM%9b9K4yjhU_8K~b~?puGDA^+`pKWLl{+cE
z6s$GE!>uG#dOp*SA?&9zY-jPEIXyTea;chXCG3c)Ms9{k^@on{!WwM9Xp7IWN~+r6
z{1ZGo6aDyfoxp9W?TNj?5sYji@lpXsMpN2wq=uBe)3c+R1nYIPsQ%G`U|gQ}a2$+}
zr*d){QDlSs&dFq?PKBv)YS+@8&wWD*?~17G^oP@CO;P{8ZuxijK=ywdo3>1k4Qx<{
z@V4su9(rYvc8dBLeJd9VRBIIUc(w%vzD;GNlAjB?sl_MB_>j!}xpkl5LyrMeSXK4+
zj)}>dy>)ZE6K=AyXLq?2Runy+F-Bxiu9<|Q+oLQh9_<A@j5bQ)$t-4-*zk?*&!KB0
za)|M20`aTD6uzsw`4O6O&5Yqer=Fa!mQ48oyYLs?(LnX9a_fCf@HusJB;JPLR2iPb
z2udCG+o*9BxA~rvQ;ep9$n0AMSAPUFlw||r_0zKHV)2B|@tw6^*J%-RD-<wT>`3>6
z8NloDFD=~T;W2k#o*!ozWe?$~oQBQFHu6nDWw`O>)ycbp@yfPm0c~aoM!wFaGIx72
zLt0~HiqcU<Gm?oN#uZb0h3BT`D>2_(k9cK(dvE`4z;m$;yV%j@E_aaY=iwBcY$|Ei
zzSRKNlP|w(+gTw?TFYp|813d>RI%V$Kg5+9Zij1QCXO9uxz4t2Qc}Dkv&ubQwqVoP
zu7a@<(^9=clw%K5@v5Ucv#uM1_P=>`s!x{-B;$LV`PLK#$Maw<a>WazS6ml&vA5n`
z%PT#|P%X(~FS=pU?3+_G<6FGQN$~3}wG}gTT6?Tn%P4<z)DEy{K7DHN<Aj6?!aIU8
zv$j03h?l`CieMOFqGMJeZN?W!&STT5J{=~qW?8XybJ@?}Xa6*Zltyqt7571?25Vq6
zCH}z0pXK+o#gU()G=d2aZa!l6HeRW%kG4^_>bYcJjq&opVK~U1klpEahqOh8M+bEV
z|F|6S?S##qH=`6MsOUi1d&@a!qLa#ryH-kS`HOdTeVTVRz|0g+Jg6_UpP2Xc>fhlS
zb%1hlVneHeSG<gy4a8}x`Nq95{CNI$N!||u<NHZePV%8mskOXUhcnQdkLjwqcu9d%
zuP<x}JheUe-Dd>}c78&|M^W@p_xcWF=xgBG_dCDNU*nnPQB5W$hBAH&YdZCG&$IG4
zhloHe9zXlYi;AvKAsax|MIBSFu%YnXMQ2brKH-)p*rJQtQNLI3xgb_x$qTpnP<Yyr
z690*QHqY`L4RwX8A8B`Z{NVZh{bML|r8HzG5SW0r&C$f1wXvA^(Ba#2e`!<x!$iTu
zZF#e^2YoH6qqZ2noEi7b-GuM{mT7@xqloX-nns!DELAU7b?k0G*K4OpWmx#<;^FHs
zd}sDOLkSKso+yU;1|N?*Cj%K7yczFlL66(J2?8j_$8X&^?rVP%B6Okz{N9{$^&Twm
zT~+%XRrujLh>fXj_Qk5F)e}~|Qg2FlimM<&Z#4WjI-p=&#pN}X={dP5MjsNUikxis
zA>Ytm=`RZN)o7gGz{u@Q<6AD7dy>Mi{5|}fANT!Jh;a@p<V1L0vYX^pZ3|%0BtkLq
zu7|H6HY87bBlWcVpuF=a|7&{a635j+M)E3!k@Q88^ct+fvJX9)tx)!qyU2$_9n^-o
z6#c@=SFw@~ET3(^#D|A-$t_o*9PMNl)n}}?JPNuywH+d9!LZm&;79p2?G-XZkHP`$
z^?}Lk2GF_SDKj5!n|0*5AJpJzf98nZC1rnJ;SyikmqY=c#wV6qIxMgUo4y+q?0NzN
zNr3V4j-duIsSJDaC~rt<f=4um7*v2EjGZ0+dBgR(X`fG+g5wF|eE+p)2XljKzqUo)
z{^)Lz)+mMy*FG=3yPJgfWv#vUB0kRhd72MZ6oaiM(AC%2#VQEi2|976f)C=>0`lWF
z6$j_RS>JS$ReuL&I(z70+_)nQIdq2B!CbX6&$LblUtcddHA9m~)JlNoeiUmc-7Liz
zxEQ0bKd-^~lPnN)GKC=gAuu{gWw*ra9M#R6|6ax_PHLHg(2cB9vw|Bo#Km=8tl}nG
zh`^g<J6W(ohP0*oHq`HQd-=pdEUiR*4?xM8tWZuWbaws?D9VP_RdvyNd}AuiRO4Ns
zF%wnpJ5ziDPj@V*n?s?XUE5Aq?K+ooH=Z6riM3sIGKU#c{2U*Eudezsfk5$b3QWJ?
z<^iWJk5_*Kx|b%hr=NVE{TnEe)Mjs;p8XFTR(}Qvzrt@r<ktcIdlCO{KgfA+_{*@Z
zhdhCZ%%SULEX{ZIRccQV?S$H<dsMQBF#@Y`lQ%8Ts)cf(gL`0I>-AJO=_{uNN(s10
zENPXcgUl-*K3aR-BE(8sTVupfk4VBa`8{63C}<D}mI;Dh+M8<6Vj?^wK%f-PG6)%p
zR)fd?n!|q$I{Q|HHOdav6XlJNufnUizxq+>qTO#8>KmOrFtMZb+$clF#iY74_jnHs
zBf1rHd7-rg=Ex<}ANAYp1vZEJ9!B3Gz+{pz^Rz+Aj?`(qMkn|CB>y+BqI3^(o115=
zNq=Zi(h}+L617tlQ?VmBIa~DO^BbN8$ADL}d7QBYw3eyWSo<PAVjxC2Tyhq%uGO~}
zA@qxOmDXTTs&yr@O`?x@O*v_v7Xi*ZjxRgj0meQ)CM->+x!AAJ2WTRLu6*luk8q|;
z=Ue3LQa85g?JMTd@H)~aSsbp)&BSBbUMIVw`Mk9M*6#T@AD09&kk!sWEF|Aco#s%&
z^U};P8TbhXpeOkAxaS1OU-nb&xgm<lM$MO?RtA+iTS504!^|;sg$#XpFvFNDE%rL+
z;Q0d5jb|%@*h~z7^wm=Vyc7<{%VQR)%@uaq)O&GH0xC+G3Ww5*o_j|G0IQ|Uf+I>j
zU@69<FUo1XTIS&_E)1`k3rLLTz<IjW3B8FwT^vKMo7qCV7^S3f&ypy=`WbBmq4Q#b
zc0W^=Oo4zS6F*z~al_{m!+T%iPuDDm;eI`vyYsd&`7@0qZ2NTLR^RNi9l6ULQ~Svt
zb)1tnk8Q51e@L$Mj=cSRx49Hr*2Q9!KUjP*)Rea0sui_%f+8DXxgUUg4Joityc_Ej
z6s+!vSk>Gl{G&;Di!qCFE-WTnuRWuGbV}U^`O($QbFo_IF5}IhMwdrU{Nt^H=>t5a
zW?zfXfAy%Tmb`5_W1|#poK|+VHS>r07|S5IqRLDlO<mVCpFMW(*Xg$<*mfK0OmM1a
zQ{AJ)W8vF6k(ccLJX#zxP)uRI4T#Q>-}dZM{eeI33QkOR+dMzp!Qa61IbL#{93$G1
zIGM--;46WIv8JoA+L(sKOS*p!9d1dU3i#kgq_%A~ieg$xv*`I~OQMU;?_7;c(4){_
z5ikKMjtNJVOn&t&<3%tHT3GafMp&+IOlJ$%cV}A|<&1M3(Ds}CArW^W$oOeibFOc2
zis2?1s7HUf$^tlIn?p}Ze&P*+sjZ|-uKsLdpO0fioa!Zrx2z*bu<~l^`I1LCI4Nv5
zKit#`_M!q`xW!(-8A{D+w!4~vJN0YY)A;0@j^Z3|OX`$oGmn5NO~J)FnM0b{9wDSi
z+(ds-W2;Ewp$9Qw@Z}cjCbQM>(Gy4MSzXzzm30cxvKD==CyquaQSowD1&O+}xAT}n
zp)_@=tOEvRUwOw+Rz8F2@4^{o(UaV9F4?8w+|UhRUG;YUgdC<y0@`oML<$Q<VoPfb
z5!tS&{*6L#%Pv;MuU48sMvgPoZMa(h{FfY8!V3A&#Hm@=Q}5UR0Nj8n&+JRg)CLrI
zFa6d9M)HVain4I<fktz!)PKX^559b_<iObrW0f^-qCYq<xUns`RkU@@3-t-*<iHPR
zu}Y8tquuP3n)WNaz4FNIGb0nlWjm7o28v9Fj&l1$#au2~!*ri=1Z2H8IN_bU*mrP%
zqAx<sLquRVtb#gl4)FskLkXP;&na#%-n_+~=-bcO6Os8?`i7s6iqzJx-?|}hnwflc
zD?>rT?MEX0NB-J`li|p>zq9tesul>ZjR6`|6*cNO4N9zde!_IXhX7cU^OB9MP^>oX
zy{Fv!Y{)O2s~^RyqHh9ST{>;XPb=iCgxe=Wx-W)~{u=W1T%U3w2S$jRRsxRW!mQ5m
z<&#dH9>1|Ql#=$dhvwg$*(gOYx(0V<yfs$IIZz<DwBU9S71?rZ_+;t7zaIYl^IuU+
z=IlT5rO>}T_x*pem~`kdDOZN;gxa5c{0AtB$TyzV&rlc2IXWi5M5xA+0HIFM%XGIc
zzK+wfj1(BI#bnzI8nURICe0a-QB`;u>1u<<EA8n(i9(8}QH{E9>V50F)LumBq8UP^
z1V&TE>F3W|Ri`L8mltZic30JPTx<(0%xRrCJry`10|R>*$^x#ZP=EHx?hUKqS$jo<
zL`c8g$`}*D8tUENHI~}oKc9mkrJSe>swH;%k`AY|?LjanG{meBqK&!P+WW)_&4=}o
zB;Zrkp6yw_)1F4!5ptfa9e$55kK&?~*R@~<*K^2Eh+{FEdV1gpFeoI{uF74qizV`w
zNUp3wWyZyo2UnPa)qvx+;MTY(TCA8sB?-Ql!`hsvv)<Zz_5-bp2mr9<MX!b@6R;Aw
z>sToVuw~!Q&kASmQe7;adyfE;e?|05Q(GMeuqYZa1jPi39T*eRDOappb5=0RN~niE
z7vS))a|yg44C3^oTNyGbaoAFAbaJEqAY{JS?_w0hgWQhx)Q!_#r(Bk-(g=Q5;=khV
z8#Uk$vTw9)-;JWRc_hzrR|e9DKiPN)_zHQKx22;7`pOkd)&tbB-bwjCU*QZ5=s=El
zXjb8l;i7C`ZFv7}z+ikuF&~g4o{hwOg*8BJ)Zom#xcv){BkSGeMO*&7o!!}-)(U3G
z%B~wvBEd^Ud$pBqPY)nXaF?7fFA9wOAfR9*EZQHZO7DBS8x>hwW2Xua_RqC4hi+nN
zCLI~Be96srKjFDXw765vi)&mNWIb*C9iSeV->&l8XnV6OOe@bZlu{>~sk8cKG-Kq0
z_N!CBnH!%4@%-IcDu)iICYiB}n`GtehurX|&*$k~0lheY4OYsFe!cARqGOU9H{G~4
zyF1Xc<ipKm)fQ;;g}h_V1yi(xZ$+qmTZCiAr~Fg96QTRQpU5aD9thdFmp-9$(<fT#
zL3=z5#w<0?8~Tz!oY<GEcEoG4-h4c8es$pST^e(`{zUG;&Y9+$UyHpyp4oQ;*KxQI
zizsC8X_tBa)h<Dg*+gdEwK;Sn!^}zcK$dcmRg99QJ1jz4TSj2|c1?hiq4lQJX3&gx
zym0phoFOyR^-`P>sgghw_Lh-S9MumBX8q-CyAH8wLAQm#DJWx0fb?VQD%wM)p#|WH
zsa|Z?&k7(}07s_}tdp!fFv1Ca0_HZ}_qQ^rT!3+=@K;|6K<jPUY{(Oz*Fk{a8$gvf
z=?>qxCIX3*rM2A)H2-vvOF6&{-F}c0H^x%0=)bvSls^O8eB}dPZg{4S#CUcWZ3A?=
zq-|d^o;{uofjdgRm5YmOhZ!SSa+~fI)B>*#XeNI3K$gD2NfEJzT<$s|t<`vH)DI@a
ziYK!Ly`Z5mE!~;}7l2O%cx<$iy1T6MMQ{u5o#HW2Z>65Qc3vm3=S^nZ5o1U457;OO
z)BCMMw7|dr_GwlZi=IpvfwL6x+Yd&I&y;Wc8;D4vl!C91frAB(egM%v+54;>H0wD@
z6Ef9p%nD-|hbe$O&y#dYO_nP&gQcAH5wEe6fV)$UYmQHZ*6&|^yl~(|s_j}#gw4c$
z(a)iLV~6|w{ESmaVv2l;3UZfWgJ2=+GI^o-mLnPB+?qzXHL}32$6L6&_QIS#2V^FE
z$inpw=Y{cV@@9y8kYTFMb@B>+v{YY9sJLb`btH7)?Dl@bS`>1_&P20{8rQ8nD?0N=
zsh^Fk+iW(r%@8@NB`}78gd9$W-g8BsownnT8T{|mG|+qMJcNn8<@+*5I}hf#C@6qj
z2%l99b!-IAbSzdL_B$uI2XAy<LX>0lfYm7EVK=X@5<8z8t|qBLhlDUCh67l@<Kmd&
z(VwiYSHWLHKZv(|^`_KpP%+|4rEql$a-II9(S*8mhx5Am$SBVIVrKY1hyTTY<?#7~
z)V(7|R!{v6<nF%vH}Lk!dcMaILlSVCX%2}hE#pI(=Ktl-y_>za5m=IHol{qHrQGQ;
z(nf{dg+iu$5Cl~P{d$v=g!Xfbm1$l#6xfMXZpShTuSsw-i`9$|?&26$4E>Ag-OX`w
zTA9Hb5!`Gm`!k~8M2K6;P8OYFkod5;zXB=NEDdLoAy=?HM5n6K)~haUOVw%TI<@}>
z5^iOq;oI?G4$=0IdtBhHqgh9u)_MYp3HNYS?8|_*GD$DvnHGtdSdu6XUnp~o^U#Zy
zmsv8(R#o*i*zu8wgmII!bVIXR_A%i8%YLv1GZMj0_Y`hf@N=0M=i}}X=HMqo<g<r1
zh~u&2<<wT}c=aFIwoGkxLQH9k&w<$Gst4g`b|XWU1h*YYUa7G$*d7(b?W*}=3yh;;
zwhoXV7yZnr<i|L-;vHiP`BjZxbkq2C(?T^VAA?GMwNzeQqxZ1QN-u|vc3r-|LY6a!
z>{jOb$y7gOTO7@OoWmMa+$lYwTK8=frLF=H?@)7}X0{P+2%!COLRm5C%RL8I5o*9q
zqhXU76{fc_+q$D?HrCt{Cf;uQDSF?IyFP#e4J{1+YE2ADL#^kxhc_p8L)zu=9sCH<
zIX7C);*=Mw6)rRAEsDYdIyul8N$ov8e5)sy#mTnbLP>I@cs-WH_0~J(vo?ZNOz_;1
zPqfcZ^RWI+fRvBmo;G5<MjqxZK6flo`Q)L8ew*LWF{)}|&DA9IL{HC8#4ac0Lu|BA
z5nygQp;VbF1X0i?7oKcawPyJ>{}DRJ301b`#;LXJ`DwypQA#)JslH)V<^Q_Puy~=v
z{h?QFKdx_2TdFym`Dn3<wkKg;?mQ_f(#i6e&$gl$Z$d1Y^fT3G{m)1^JxA+?f5SU%
z@-8}_c8C!AERWM*Z0=xn2^Qj>Cb-BuV&uN|_VnF0ua4hMK{_PyllMvfDF?9LO6Tk2
zT>|4z8=2eQ1O|;v=m(9yQnN|1k(Vq8>U`V|(i}A&nwurODea6rBJk0C`Kc0bmcy&>
z{T%NOt!#LHUhO53O8IR^@%f^eyiQ43_~<*&?VD&CY<P`I${vD8p{F)d!feuhH?n#E
z`2a$m5^G{br%6XvtZY!`x#w;|d~MEXWLenQsP5Giw${1!m=nK>YCfW;hpUBYO|$ro
zhQDXk)*pO>P$lR;E&2T{-0*mr%C*nYjLPIjB<5p?O5Ij{&)M01#os|EsTGW#Ray2n
zl}A`1q5Uqd*P*xzcok!_k07snhcQl6hJ}Euz90MzIVtuDe795DI52LoIG%sM^b_?R
z15gW#7M<1mY+X$DmEomg7;3QWD52TcJTDqc156m449BkcK~F7_@i1c+DObeh$YVPu
z)}kN|pdHcADT9CIt%we+qrg8AS&^e^U1;9O#i-f7IRcdhmIk;f;NDnIyS9ERzb+$=
zNd6K9g9)6M`ErmK7wW!5M5v-S31;$^DvDb`QuVq)fnkU=l{68aS6o@X%CE(W>H!QJ
zr-ejLa|-^V6}|5ENK?w*3s|wOXg(*kM3~v1TGox9CmBW-u3{ABByM(j@FjrktTcdO
zAgC)7OLscb_vgH_OG;Q9_+F(>=Xf9c)Y<MsWLe=_yLWF?J2}{8%>WG20LMo_2Tm`|
zi$C-0mWQA`MFdZ{=x%}6^4;pKfKUrL&kRu!Mr0)wXe7}ZT+*EOOC1PcF*F(oPcA0=
zh+YOHOZrH8tzo!D%*$KHRk-JAga~3#loPOI2eaW`^2*)Ka35Hz^msR+><8=1jeDGA
z=a?wMcJI|mc`Xz9=8i>CN$of~`Iv&S_6(8a+3BA;N)FuFVR%V0WcpM)&c?|HP)%U-
z*AXmtT28|VDci~>sJOjwD(wT?Da~5lo=5G}3U=+qwH-L7F!b=fU9h+9X|qMXJlpz<
zh1nFzrl2>5y}JMy&wlwU@7Fa$PRG|1F%l!&x6}J81S`Yw$fY0u0Y9JG^KY5Nf35}+
zWG})Gvd?obu<gGhvzjAA(dfSf(G;~{VC=HiRrh|2ql>fNnc9ZSnfn^x*UFjtw(T)~
zau(`vzaa~#@4Ko!d7_*mVd?;OIxuXssv-&3=Bn?Jv<}M6gm(Lt08K9wYVpmiU~bXK
zw$$V)zwKY{DJt}qc^{ehm0E@Y@P<1Tv!=Z*74^CqzTRglQg(i`IydDt_EYJrj}`hw
zW+Qk#4#p#KOUN2{NDj;3Y4r=FQ^Q3IcXH^RbEDRuq6@()_F{VBb2py+YK&7M?5;I0
zAEME|ZoN#>B+~ujp0pLyk4l})p?gpf$pgdLm3ByMJIEWiVS!fj4UtYX?;QEVK7>->
zoa3PF>5f~;f&O&?IE&FMY#&NIwlW;C_AJ2Toz}4@L!2r!B*vDM8Zhoi`5XnsM+?``
zDO_Nw942yFAWHA<wLS<#R)Ema5~F<mQV@)nZQpm$h@qFmn(!lzqL^XdqCd{PssRX(
zC%&$lPf(k`mEXcG`{>>~=h!Dx-A8_w%*;Fpf0UH}A@}^c76ISAP}Kd3-{z1a2hRH)
zX1TInJ12^sgD&i&SUpu+&RJ#G$)YSWcSSK4t_b%H_J$v&a*KO-O7}pG>_WXZ$i5Oh
z-Ej@)l8J$~zx2S3bDQ1|E>;d(HzV6T>mq24e$Wrsb6N!yTtLSv)jv&UeiIwlhAo$G
z6}>96+O%!zCmX%&n7lF=rPjTmQS3TglsaIB0KSO;)Oi|l)IBc78Q7Ms)?aYY1YC&{
zo^1v3kYUMyX+iu!U8;yKABJ0}2v3|6VnLs$rlef0{s3BJ=8|dEelQ1*+~xoE>rf7L
zqng*$amLv(&Wq+pE9(K<AWQ{!nKN2%eqQqXMbSSfiD&!LCCA)YF(;JD>zaZBg|nUx
zD!f#4WouT#xZw3ZOPxChBQ(+-h(Wk&tFG-eC3&e$=L3ni%&r^RYbrL-`|^$i<S%z$
zF<?yX|G4^EPS@}}<;O$^^QZ7whqNZB!41H*ZN9#NHdmKzu}|<kPWsVA6>{79z7h&H
zGJNd$(?nHILlRVLbpER&xCr>G-5m@29AlnCKpE5=VxhjvP&uKvpyLqf6j5kWZ)V61
zckv=UUtl}u3;i5s5M#~flR4JO1BeK=End-8@mw&@FjP5Vl2y>N7vzRS12;2Vh>K$1
z!*wrL03U25t_`X(SnhohZDTv@)7cxMzv^fGs}($}uZQT@jW!&527kj^;Q%4IHa<w4
z6m#SInz@<r96xYFD#xE4PxTb`?)EyX{Es^cKz^lp0ZS+QH$s|lWuvy-@OO+2D1&_I
zySxFH0vV}e9zML+3C&QBtl9DH%&hmjL{OJL?Dc~mnsPmv@OX}S)|&(&CU%z3W8n*B
zGUxj@fHlqX@g7+1@<?`FO>am)3c`qjH2+EFhEI9-9AuF@!EHi;RRcJuHyp-QdKxYY
zLh=?@C?FF;@p|kYA5JYWUVK6HLP-=HVO-|9_c_3oYT2+~R~Gozdoyi2fvlK_+`FI=
zIQlb1^E?}!!4N##2;wz`A#33DV<^e{NfIk(8`Sn^yO898^W;{O4cxwsI!f`v@KH|q
z#vTQOZyH{4a;`Y%dIe(>=>k70b0jzJQkm6uH4{J4H5f=RHgq0Y>62|7oIwqCvd);j
z;b-Y}`)ZI%Rb3Rp4y+JH9AQGX;;45jZhG3A+z@N~vwz}YWF&D=nEinuabB~q`KkTp
z@j^FNAT-%-VcMg*U)|{sKN%WJeDvI6RW9nR@l?<j$Glg}3R4gP8l{1BXabYnAGP)1
zQeP)~HL6ecE*WJoQ~&W`cwYZ~HS)o;$JpZi7q=po>~88f|C?A-Tf4sVZ=iGYt4lNQ
z!B>`XZ8lo@UrQ{4|Cep(|JaIn-L&`u+2DIV18e56NMme8imJOOVo+~tjqPG_iw&W6
z;soTVr&(TCuwcnW8H*+|dxhz{5#w@Q&$n+V-$Whgb^3feJZ7jc%gop@;PyTZsfotQ
zVDT>EpUagRe}oRD;DHMxpTJldb<1^GFwo@L>L=%-(O>k0(VSsi9<A#r0o`Q~T?WpC
z0++?1epK&uZBLw;=cG`cW>e<yU6%nT>sh~h#wJ|mz0P@doc*9>W(s628ghuyvvab<
z0@CxYrRun{g2P#g<pGZvy!9i=S+8jSStd!8;9KT?-~qn(176kfboZWB_T#}Dl8OO4
zUDP;ZD}fK|wIl6j1qkjlD|WoA3`a>OT)YH9_IEArTKNz(+s{=i(kU8))7}aYIX2ps
z86v3%u;G|_cuXiL1o~L%vGcF!-)7}n$;wCu!0+T|r5QV=AVVnRM<@btWwjcD98n%w
z+0-6`-=_o6Qxu%8#LydzVMaHyi4cQKi=)mzFv0{m$qP-esWC#;mTf;6<4&iNk5aQ$
zqxstLC11tl6oEs=cyR-Jg7><7R~Hs_x(#ZwIU&Vi;PE5FT-Bs{9j(#$60Myd*!BtK
z&<j7;o5~c&+%JAowibqi-HyO9d4&9L-Q2InZ|#iIx3LxoanIF#9JNMqIB=q)HD*53
z+AO20iz{cyc}{Y7Y4jB*@a4Ae4liymhotX9v4?b0iyzB+{$R_43DiF8uB0#pgG|}<
zca6vy&#dp4yzp>`XAudY2Ui&awnV=dFCR1rY%>qtz?Js1%>AInJ%#F>gP?3#MFTp{
zbN)J2al5$dc7zPbh%_}WY`y}=R>42o^~Y=+jR*~L!5rJab^>R_PQ?#0cAwheGFDB`
zz3%4O7N6bK_wvE!R=GbsYxj;7o?IQ72rxA@*=2Mvg2;Ltc-gZa2pPYRSzWFHeJa0M
zrej~ITfY&=GbeqjG{8O}kD9<ex=oJc2mQ9zGExp5){qTSBh4~(4HH(z@9gM0A2~W`
zt$G7yXZl5zaehF?>82SgvY&CtRS({O%LHsa7HYfz3(%FbH9g47{;z70<)~ci<;gr5
z9=QIKabmz$Wp`1Rx=jhX4di5;S#3RF*y-rs;bgnS-!Ph#U)I<@+GnNzqF3VXiwf<J
z75)Nk*f7IBDC?|9N`%n<240n)5@9i^seKFht5}@2LD6Oya-4$~ey9vUPH}*<@cPZL
zudL&ljD)hS$zc1Eis?ndWZrKt-Y%3r&6&lkc0ltCAsyx7P*Q}!rKb!;_Fh?reo24Y
zo1o$sh|C5@D426wit~jbDvE<$Qyj9MCbRxo(ZchVNwS^OKl{$XLA5NA4<u*H&%VO+
zLzc<_P3kgv-=AvQ20aW7#@H*wUqW1LQr&pG+Kb-dk}&Fzq$4%J-pxp?DgU>g^6Xy$
ziME8}rxuRmOYT>=*;B}mA_ZZeECR)cGVftwa{|{MtQHi;uHS{42$1K-r@8MXl!jiY
zFmBnC$piGzLe0mKwK1XlxU_<@F|fv4<eM)Y&MdTuf*Of631<3B8`m!@>lDoOnhb8a
z55g@^#5+tD>4cu{#k|a$C5gV8BacE*njZZXSG{<vD}$cgZ&ooBmDV;ZGsQ;To5s#{
z-{nJ4@lKzupPvxXlfWrYJ|QU97QAAF`mPn4is5kNjL(IIW)skNp~;PqY6TxASK5Vz
z>87Y!2TTY*nL}YIxbhCUQRRVo!Zbnh@z<boZxg=bJ-Xw^9ghzkHO+YiLYec-=h<QI
z|6`P%{r@>i|1(bG!HS_^v^ifE6j}ZeTK>ncdL?vCqQM=n4CGz2x+B6s$`xRy$&1~F
zZ5Axv(ry$=&7WinS^3dsP2yE&{S6$#m=dn2svS8QP&l##TdZm&+6LYx%Hx)%0<T&M
zTE}=TSi!t?O5AzKyK33r@<Ye(n4fC)#eOfBxv>l}*1OLdPf<T}*g1bR%#o!YwXV_H
z4QwBMP|!=X^|?+(iKQ)AD?mT-dwJus=O^bn<-6jlZ%;A<sk~IqA0tXEkiYc$07G~r
zSeCXEPaSC4<0f9J?stDZ>KCpByNi80oE;)yIH#8wM%L_)kawP%<c9)|`gQ5qT>5~v
zqP+1FFPF>IVTOg5)n5Pn)uCI?3fMbS^g-*q%`d~MJFF(lGd{}N#MyvA=Fev&Ev|ZA
z=w#FAi|CXh?l?n_;}`uT&D?oV80WaeFQ$9{@@M(M*tAv*>@CMD7=VbGxi*SoX4G_l
zfvN%mVrb^L!B=Kwz<w7n$+gX4hN8pSuPaI~vtn^2Kxz)lFGF6mRL;oV**Ux0A_ZoR
zTB-m_9-&7dwk)uN1ezjm!bohlIIQ@=Q?%P#S^ks4Vg(c@f@9?A(BI$Rb*>vIYBJLv
z=L#A%nz`T-%Tjyw8T)Y`030dgiU+RC_FBSYGSaaQPk@*J<sfjtwrc!n60tDMm5<%G
z;V0FbG$LN`V!5_cB2GI^rHM+4#F2TvVOklTV~gd+ML$Kci&9!%lV__0%FvtKAp9kI
ziz$_|xCSwyTM85OpK=v&FC<e;JX$vhReXU|C8;#4$Ii*W@m!7ObHgoNbV41~ZJ=`l
zTDtfAtgL^MA2kRhw<_u)%tL8-#8-rUf~ddg?TFib;ob58lQX@K>;vt-93W9W`Axn0
zx?0Ek<C}K(-@Xy&ix@%Fb%9-4gOQ%)yECrB1U)f>-Hn$=kscS0-_+K?^XcITqkCrT
z`r8_oQ9C2_?N3)&hAx5timHmED+Axd0q%hMx5A?${qmgGXG5uA*%13isZ8+)zAS0i
zYEuOOqZM~?njcP)#Jtr$SiGt=C**5uPjuXQ$wIl9-MIP*@*J>k+x2nQRoZ}f>gx0f
zvJ6mN9m&+CNzfAl&bh0PVMG~ye!qF|1@a#*AqF9RP-S&$n<*f|NP4t)M%(5Lg6qo0
z(#|Os^Dusv2?xWgsx}ZrxYIdAghtyg<66f)=!~wrOMz@sNaQ>Ms)C*CXCUjOdeKnI
z<?qPeein!qmMiEO=TM}AitI6)QF78r?r{bpvOiBoCk{SWJ^_*d9G3*DeI+nXR3}zo
zods&<$R>}yt5Zd;n0eK&Md%w2L|eRa{-bveSzejnaE>VQgqf3?)bF9b4ee*2%t==}
z87aUiVmMh8{e?BngV{C3$2^ZL3v%S}P#U7(%l@&B8q<Mp?DsW68KIY!s-6}&x$g}&
z$yV0L@qH&0Lw*hfTm)8Q4yDdUewMXT*YtI%!89#_)|RFYq+|f`N{I*R)QB6)RhsT!
z!tG2N;l?$tjmepHjGQF@=^64Kn|OB%L~q$X17L2T1$wfs*;5?4LaFW$jaB+-mPAia
zlWsF`ejY7WmRk)2CcrNFjrdV0{ubF#Bda_r?rgGfl7aGKh3nVr-g5$a?^R^C;o_*%
zeox>?J##2X+4P;SV%rWlE{)%@k{VSvLKOZHEIRdUeexWz6{{_+<@XLXbpxd0IF%II
z{#;ha>!q3(DSJ*jC_XD*qXow6I5+?2MdiQGz83EP7l@)R{~rb8Uv`-%rar&Ji;_+l
zJ^Hfn{q%~T?EL{bt}2?Z-!df(cN{`Ed|aALk)t#5_7MXasL;jos}VVKpsLld5jXK`
zh#-XLT0Bj0VbLf?Z=T@bOM;vyZ^RUZ=3kQja<@@ds_2MU=z*ZFqEg6|moBykRDkl%
zZn^h*mR(@@>y83k=1lo!QS8&5Jhj;Tr|Ri`G?AB^oT@757WEnZMgw6dmFHU9W8h8>
z)Tuz&&UcJ8^c`BOHbVLKa<Ad(*>@#Jdx?Lh*F30nG>BpDSp-cx<UHfMzFLR!40$n&
zInb6r^Pg$IW%<dSV1<JlPG!_k=WQ`X)rzak9xO!8L$2MKvLC)I`e=qVefYj*xAsrp
z7e3s1bl9)_&Og5iAajEy(|)Eg0T^K(C$5(s>e!#!4LD%<bHg|H<=|C&F`q**UseVn
z&-A*tyI35Le*GPk|GI|@;vd8%wwcny@>8^__zkg=S`63|TKQ|S8y5$WfYH`mx|p1;
zJQ#D%r7K?(kDa10>Pih-io4R2E<?cHUthgwSCc-OR3M_#l&fp<4b6N8Ec{ed+L4r$
zQh3!>3ZTwR6F$kC?4X~#Wc}62;z9(K=TxboSqU$X2{62*;5?X`I-IWo?xn`X4^|6}
zYcaq1O`LRG80NIO!p~p|!Vc{3lWE_x?FRu<HstGupXH=dj{}(_674C{746ToDQ2h_
zYiG6xrYJ)Mdv{YecUO3=9(vgTbo$PC-pUFJZ8XXIg1&VlUEXDutZN9UDpcH_LET%O
z;_Ed^iVu%-wP(<uVs;^oC$(p~b-|8nwRVQWevK6P@WZ=|x5KqAHyU7^Tk!@mIV*n8
zkB-*9jD8d1@Kw}+34!DV)itK<>DL$>j*hYQ6!iewZTt6{0TTgH?MJxDK>!g54>m;k
zh39eP4c7la`awD?uOdHzPEt@mU#C>jdT>7~dta3iN&qks@rvDOkV&wQOkK3o7S%X_
zVSIo*@Da+PHI$)Sfm9~mir!~v%uBz?6Y3<$BZX}!wyNt2$TeyFym$NguN9}kk-r~m
z556G*1Y;~(yzmxLg;+AkF4LaMTWo`>t9$slD7uGpBhFL+wgmdOk~uz*!<H{Wg&U>F
zi=Kp#AF11;E}BCgqrwr5&Vzpq4m@Hh^VUE?<8f;0z?&<vR<>T$ZWN>sJmN=?9c51R
z;vUZPNCu(Q602>R%yyu?S{Xp_qD(5CWQ`iS;9fu;_l&5;R_1Sj9o_mT`4wU-D;yz@
zx6J|Vhd`t8KaQ0f`~nkIxZWqo<#0QtNEC;gQzy~d08$H%!~p5OEpGwJ4*f(j^G3(m
zx*d!<NS(neJLE4_1!Xd5fiKW5=hmI7ofp{%)L;waYEtB?1z6%>bnD2UXmMC@4oAZU
zwaw>Aa*svbAs5B`P-dMh<6LVjh&M9aksD9-gJQMUV*J+R0SI2rWLLOPm@A6PBww4(
z5xM#|%1~duV;JX4tDzSy3=^>x_j^&KP)*k<yjqA@Uv_^6>fU;RVx?p-;Id)7{b|rv
zW>Fln9$-;5^I4=9U1igPt4O(JyXxW<>hr)7ijX=*<&e*g9qkQPD)0TnwQRd~aXtsY
zmvC$KZ&bcc#A+MT2g~N~B#PM<#yj9(<ZJVB%Y()XcENb++nQjRT%tww1k{}l@}6|V
zQIVLZR@S*7mCX(PK+{~qORSQ$pBCO7Gsdkd35}2x$2{ex+G-THKg=Pl%u4=)TzC85
zYP<gNiU|JC6#KuY*|O5xjE(<mbqJiP`E@iSTmR|3plh&q4dO%hSxfB@zQPY>QaV;V
z5P%03IN8iw>0hnhcY#mRUQBVZ7etxRgT7@$`8DQI>-B&k7S{%sSHV<c&UG=8Vxuz}
zYnru{L^1aoCyvH&Lo`xs7poPa(wxpJeDGew3uW|BAj)*_uP!gJ?P*U*Up1t)O>F>#
zm1P2!4^|sbO7AU}mzE4}U>C^D=6X$>9xsu-uKkJLCp(z4Peb&opG$~!CR1{*I41Yf
z^RdR2pcdeDp(QKU0%zQ=X7;9t%h;ts82w=gnjgF$ONVbCliE2%8c3OG>$4{lN@e0@
zjfX2o?JG~B0&X1Sl|PKtwL~m<vdUawTAmNP4{|?dX!&1}`Uy`TIlUJBU~T2JlkT+V
zj`v!IO1@e;gC+G=8?R%*&8uuL-H+x|h5+U`apkJ{{63hdkF@j!%~$|!hrpK<dp{8f
zgFdK-p2#gFLtf;)<3T1%cJttem#oZcgMlb*@nFV5!~Qd1T-~L)ceqe3maFOuCeDw~
zbeQHVM_S4yPLQ9bcUrnYe1PP8M8x_<^xKxJn4w=HIO556`a*x<4U1ebS#dFj+yU-+
zH31L*Hn8Kh^~W?mRc0sEHC7eRua0zZg}>v(Q)he3f!^+p@q#0<6b+CKZQbmUxH8bN
zS$YEW<Lf;Z7#QLzzM7dCq`4nD_-K=J{#RirH{M)((bB^te2tSp<MP(JZEUpS+pg3O
z=UdG$_t0J;Ae)Vkesw?%ddMfug3y;^9TQ)>l_fMP7;JevqNuc8_aonCro+s|%TxP;
z@Ee-(T08NCNXzT2iT*+D>g`DZod&@rar6%Y>l*{dZh|b2`%rl?MP^aTUMc|IC#3cb
ze^A7~WpVOl?mbUX<lgEuy`fo&dZfcmNbB(pe&BjjTlYREvv6Z*RL&1|d^?&c`TBz&
z!Bo(5vCoG!R2bbp@_evK6dMKUWZ)2D_)%|JT8aub5{m<|F;W!72ZsvFpE$b~?Q2#B
z?Amfuy9_t6fhfhbN89JM0j5|aqM~+8c#AsCgvgv(q2jMZNRwS9RRdR-qytPaT}8vo
zd-ZGD*zU_#7|+&%V}P$%g92T)^$J;OLw|}$e^Hr=1I1p03e1gVS}I3ji~$~&agyQd
zwSNP5OZ0`bX;;SurVNhZ&vUW&7PI&60+!nJeuBon16SrWmi-iyyRGhFyIo*<iJ&UP
z(g(NFd$HyKD%sV)AsqpXl`fWBwZcu3v`nqW1cks?uq#UXFml@e;V$qwBtXGBru@ID
z0DIn_%MP;JU~BN<NDbkq)K0+|0d(%uSb!Y3j(QPH#1m}~<nBBc4q^l{uCE>QdT+@{
z9lqTY%$q47&yv!QWbvgnUVMPYt4Am+hrg*XWRF$#T{((}1JdE5W_ZO%&-6F8tv@P4
za~Avn?YzN(Bk8?MWk>UR!OlYfrM2P*(`J1`Z>kOPqc0@??8ALJ-zQV$kVkH}p3em;
zv%j}_r^fX_5Rfn{IijZorI-LYCJgrp48?cArbzKFSF=8N!*{s_*iO4TJu>)K!Bdx-
zIWJltdMx0}T@V^vXASNxj&A?U7i@gGh%0YCmLy*N1ce@Ya5n2{b(6@wT1LMSHtqKi
z+6Y7xd&#)HHUas^JMmrdiCU)djh3|4s-0o9T+b<jVlFH%r&a5U^~)OejhZQh2D25M
zW=~K1Z!VdB@}E4||995spYyi#=s%*tfBx+wprigdb|HVUI!fOCA^$T3#uQ#zi(fmD
zC>O*X(AfgaO#A9lIlmjj@<^s?NRZWx>T<W)YuNFE>gD06zsOe^nW0=3a@7ff4M<1*
zm~EvK4Euq<h(!CdlZ@?q_Gje-PAUg9ib~9_rvub?Av@sj%0uo#!h2gt8YfLR6@ZT&
z!P|Kj#cRL0v=%8)zt-+fL?;LDk>S11bbp=(<P6who<%uccwJfiRRRMoGpwC|4fD(-
z`6v{{M+9TCcD<xaS`2rXFewqqUOg4}S0*d3LZ(t@_DRng8UzE45q|Wc10j*P%3!gy
z;z@ALmUf!w{ogSoW*q*p(Y8$I1N$Pvag{ee`nh;{%bT1UI@CNk%So<sw{)7?f}@{y
z`fP^F?$`cU!3-NLs#I?(D=h=_oqFco2rxkn_Cb5gR=~X5u%UjiCpvyUhOHIm`gOo3
zc8p(KQ||}=%9mI4mIW!_=zbtS;~lTWxYkbp{jCbVaf*tS-r%B(Z*ctFK$fV?dY{}f
z_2*y-7T12U5^!)o2TIh2S@~qxHxIgBJfZyZf!!U;wxqngKE=B@$4Op7@f=^FQ4|+-
z;grNqy<^?j*HF5-X%-~)ARfj)DRQjsIp>n*UV&`I_0ou2uC`OzulX1g3e06k-*K)J
zq1%>rYJxl06HTP$24O$@SgEYe`1iKxUTyc)uM;#q%qzZCcIp|Js|L5*hVT@H-h1U>
zn(Z2BH%m5D3+cDo)_D?~&a_@}^Slyx`*gr;E+eVVS}Xzggb{ZDnOz?!rt!AD!SxQx
zr`saE-Ou-DZx}J1I?ySOvkm^8v6dBEPkQQjFx~7Lu9^V9@l*;n4sOcns#UaQH&wp=
zDRZyex|~9?fe-U-uV9t2<r@teb7>s<_Vdh`+9%T_bJ&|?>kn%1dQUJ}+)#tL=z|sL
zSzXeRGaU8osQAzf7QoX(b*M>n)S9_E1NF`KBT+_*TBnFbPUz<h9Lmqec`Uk%K9BAi
zjY#Gkw!-q|ANG2k1xQ7W>ve_N;7!x~QH1Gt_kevXdn<COkqttz!6Pj-Yq-$H6Y+t~
z=XfU|`K}9^PH0`1;D8^93SizG;v75Dy;<3QJYRy^hEa<F{PW&pPQh!ZeL7tvUi-rs
zs<4aZqYjts-CGfWRUBN3e||V*j>LAI^51bdr4*@OTmWpB=d-}dMC5nG4YPWv+H=wd
zUR_OQ#k6Og#?*8-4A~c<;eV__wchggoYtu+e+||IujmtWqgk%!s)f;u_jb17v6qU1
z3|+wCTE==V#r=f!pL5Pjw?9zyO0>9ZwzK}5ZySsYu=Bl@l~0&uyTKmp>nGn^CkHW1
z7)0x-1A)Ge+=GWf^Z)YDExB>m7pF_ZK%v#a@RoQmf`QfM%TDO~B8Cm;`g1%@q{&l0
zX1QS5-YLGgAKEzUb5d^BOFLYSu_g0YScO}{TyIMdxwvdUOLhvsu|!pv;zIyUSLe&D
z)j&+9g||9U7X&S;9v7q5-3mGY%}dH8iBgfssr6R=srE1QALT~Q+Nj8^n9PPy3FbRe
zMwt`a-unE)%4Bl({VnPCzc|ScQ<PNeBdRrRxD*>0EA&jM3{JuxQsQdH#e``ufUpf@
zdm`p?K;CwHjr|SAYn#{WABp8Ur#a7V-gv(zA%jO|?SFe@^8c$N6F^7*Pt6s2@Dj*T
zt{ME*h`h7U`evGQ!6O@M?}$n{Ia$XDSh7D0<m=GyDRpCD*V&1N{R}0IH8l2(OA+?W
zXBved3v>LjSmw`gg*$zcQ5~IRJyH<i_zL;Sql?w@)emc@0)`&g(DFtUi_|)wg(jG_
zSecQ4w~y%(Et5;;PaEL<)hQ+Kc$ZK0&<8Xyj0a~_ma6Wmt5Vnw0U0Cu)|?XzN)GsZ
zmsN=KKz*;&{rIW9=7siRTfn8HI>-hbpnRP3_1RaZ2YK-LEfbcQgV*$?Q<O!(WT}N`
z_hvUa>Tq^P@{7eO?}W}z7I8Pjf7l)RL&rP9hnd_w*zK>M&WCPa6oD1azN|BtPUkhi
zf>S`JY$b28(qsDfUq>{87Jqz2_?vuHb4X)ZSsVDOlHG<-KF-j4Q{d}lE<%KJfH)z&
z5H&aJw<tg?^d24rlV)^3U6f9&ySr_%SE48>nz4alf1LMtg_JZaSQSW=u~;)slw6wd
zpSLA{`H#Qqy)QKEcAIEW>4uuhrihbHuiiWSq#`&5xRhZK9Eh5C{m~7eN8v}FvaZdh
zda~}iVt^~Gcr@duaJpL-9)HOqres&F`ABQV%oImvWd8St*@zXA<fE8!Fg`B+BCbMx
zOx5E_4Q$KE&bc-#md)yOvh%4X%S-k&D6pI!1$l|<*fz~wDqk(7akJW47n)SMVNOJ1
zB0o%B9#_5-r+4wbZ=_+og=wrU_=?*4;(hTmt)g9KS_uhugrWg+;WX*_so>i+jlJHK
zuuqmZ)ziMdJWr|J%<j8)$Leh{Z*?G6m?NN`HOWCREThLpj=g_B5=b-2I2WErLZ*PJ
zV-@#^1SeG|AJ@HabzfrH{>8hef}idcE~jth%E+m_dvx@%+=xa5>hyMBdgX(YM>Ne3
zA2gdL2Dw%6mN<XpLOn)WoeS;ahsV+TEw8cpylS3>kgImn;r`FTWZLSHqMZ>6TV;^&
zawjw;+ernAl2fbMKEPdA9&k0o%n3hVvH<L1jJ@V?7UU;Wd#<(jgIDPs2Otq(x|b}7
z=fpIxF}O>S?)|AHzT9c#R{TV`b{pE5x7Seg<4LgGu1ZIc4B=tICC@u>nTXX2HPDKT
zfu*w16?TT7l42rHM)(;z{6S85QsV+B#!?4)QNS~;iS^T`fOwCOgo~M*TlEt8vQOE|
ztLPF)Jc1qVVYuLGcH9=<&JuIOIXU|w9T*|uNXS47mM@FN3CrL-x+1X%U)Jki=eL=b
zH;_f&E&QTlZgLttE06DQzyMjf6<o>=?#}&#cLU}Xj7@KyKGZl00wu6OB(7>Eho|aP
zm9Q69P1#<7QUp>0m(`Z4c66=V#a^gfT8+6eY1_6Zo%uKLJo-~&Wv@(sDl;e77*TBW
z=+x`Oc3)1Y618<2exo%Y9o2$MpLeHY^%5&XSo0RJ)1_o({-QyVL$WnUNt^AQ^|qmb
zM^_&A`0wmzziYk^K0dA%d^DEEaTA_K+}*m76arF&H!54v4#fNo?1FI~$`tRy^y&J|
z3ztM*4?A7XnhM@NqB0*S^x#K_+_sD==6143I52+5Nw~b6pJLuMV}|_RW@T)n_lvqh
zN@OXiMib?TYJCH~zbdfP9K1(fvtCkx65pVwVp|V1C1%s892M+-<zr|4HPRg?%Z~#Z
z@2c-FKP1STzS;lPCG)7ydehw6=h5uE`D|-WTN4n{*^aBs{%c9}-!HPP{`V{YU;q7|
zFMe?SazDb>rT-BF^hS<cs$Jb0s_rWXMne31i9<$}#%1oMa^Git4SEV~ya9VsCAr6e
zq^ya<2_UfQ0HeK%{MFYL>JU^8p#mjmjQIi^%Cyc>$jcov5&%bqS_*nro|C0|5cm^s
zKO?^q$47DKR`(Cxww91*)c4FwZXn?hA*9DiZ&l2|Zx=r;K~8+53cD>D;%JMQ=ip0|
z=VDDM{T<osHMp(yaD`Uzp0QMs7tndy>7l<(j!5g4$sUd5H`SfmBAi?{LWsRp_{}LM
zkfhLte@OwynBBULj0=AjP`Cqywwk_&7oS%2moeI>yp5UprqQTS5)!qW$#z|!2>Nes
zBWUahE>PL)OYXL^tX5v=FCcs_v6BaNBk_nR<RaMMVsXw<hxBKrcTm`FuqV*rr6tZ}
zCk<@OMucNNEbNepoN@>Ia%Uzp>sG1W?XrM&32LC31Y)ycKcc%_wWp^E2hmerSBisW
z2<O8Qw=&u<S?p3NVcN7%mjet<RBfVLA2KuLd*R;%1ToLW0-!yCu_SLU<17h!peQUj
z9FMKoEbEIp&d`VE2odT{Q*JY6Z-<K+1SuHJdLxHLd@I4e<^V_lG~p2~?4g%*&MLuS
zw{tuj<vP0^jLW}Xj53DfT!Oc6RZ;m|fzd1tJ?1-nJ@>U`v?6=WxlT6iX`0k=h4diK
zw(mSi7T{I%U&p!0!>94`_^G!In5t6MR7B&`f4-m05+!`cYj;nh+u6z&p9SJku($W@
z5QP)US?%d^C%?drjRgGet}J@rAO5qH(AFj`!xQfW>)mF0n>fO$<)D2u<O$7^UoF!&
zl^T;rsb0I))twUr!Jb=SliFH|fn%0kvZjHKALHdL9JXzrB{iwPc|K1N-4i12$R7Ei
zH(h@JK!3YQKnB#dv+~RirLpK;R<3B$kx8uMui<P<W|cjJUEuE)9*BFymA`JBYuxR=
zZNg^j;~DOvKl9$ch)5@gv*kOs_F$Ln!b}wRq4Hh{rac)7y}|f0fg7#e91;Mw!SW;j
zAI{!Ap6UPp|9@`7kaJU;^Qjy<Ijn3kMlXz<Pn9Ghrz8xq#70zFb1to!^<w6bq7+_I
zBu3>BOC@TVEaXfMq3`qc`Qv-JeBZy%_wxN*et+T*Y<oVR_s8viyIpT(PP^NBwerOz
zWx$bGE-j}=|5K~VuQIvefW&T<TOjx0-f@PI>YkP}SjaU84Hg8xBoH5?r$ccP$s;GQ
zU`$9URLm^7j+|YVKSs+R$hNif5!s*YJ5LXeBBdS8;A&@@fd`dauc>OhK4;sM0;EO^
zew6WiObKxG56-II4|m-1ymw3mGzN<WR@|GX^jIq8Nqk=GKlF|ljqeB~n-sH=LhUt=
zISD?0AS#;Y3OoaQj^(qRLtD9SPGj>qnZTux3$Igr{6T!B@^@tSe!MT$Rm=F(r2fs<
zeD$p-`e!b`kPO^DmGzQbyFIl837;>Q&{;yRRLPvg!Vdab|Gqx8>MD9PqZ12w`MvVG
z4n}M%HcqGim2s_CDhx87@tfyKO~m?<1{7<;tiT#6Nq>i38t!XvN%U)D?ye$R0k|Ks
zy(IE>XCELtkI}z4MbNhcrEQPDqQXIfCQfFs?8^BQHG2)gH-cp-{zl5%=0=d-tk1h!
z+6Cj)kiAy|ziSlxz~t}-hvUi)*G>{FefvDAxpqQ4g{ICq4O%`8oc4rhgD~G_I0CZ6
zB0@|N5?R7*Hi&6J!I#QU*~VC*Aus`*x@<0W*&tq9=lrx=+}3uyV%f_o71|z|#Vw1I
zU+RO+<yf-SXHMPQDV;0*S4LL#^Zzhq?V0)m{KxD{N&oMBwcz)*fd_ukX7ga%b?>K9
zaK(av?6-EL_g?0~bd-kr0S6M}7h>eaev`rCRG>_x1ob0DGD?LB{`*L8u;f;=2QbeJ
z^;Wcp0l^Gq++#;cAxoQ{U~Q87>b-d4S+443eLnxZh<Z3R^$<g)I6ObHQ-iov25Sp;
zRDWISd#h)_E#Q&8>LmUooO-EG^LKv5>l}itPK1t!ZNi#ua{hVW?Tlha5LwYiNpta+
z4Orz#;{A^-t3A<xV|(lzfQ-<sB*8+tsv$1?GxTfhfT|~8i~F(d&iKAHfqMF}Tsd2K
zb@=^6tbmQ5zxhfk8jrdlrvh<XJK<OG_qz%#hVLPTUw5y0JFvsdQ-LbkR{;G3tXEzU
zW;%+)9cX?}^d{W81|Opo^~zQ_GWjh9rvBOb8-Xv(>FLg*mf9c=x8-9C@KN0%T02yr
zJ>gce|1kCUKnIEMYNqh&O+BP`)qUCxyx3xnC$(|dmN~s}+Gt_gclGwnNKddy02|{8
zT4A!f-rJ3WQ!sMMDbkGBY&SAC;4n%?EuP0tIJ+8J<VV*n+G61G7}gPTR|^Jwt!`$Q
z(5a##A&Q5y*#vXaK+Rpn0N4vHregk%k*{=;R*j~8*9s^7CBJrK;@;o5D>NSlS#OQl
zi~jzS^~Tg<>1R4p%6>OlTLj#^Nx>iJJLsJ`8YB<?GDSmKaFr3|?x`})@SG#ImUgwE
zFzcS_#mHeR6%XhkZ{Yx1&P6AUo{0I}ik-1Bi%c*N?2BWG$1`o=2vL3z@4lEzr?m3+
z1OreDQ<M3bYEhSoTt29e55f&*xGQfv64-Z53>F!-DkX-B!ii#*QI<xNdb(fP;?|-=
z5~AT)$dLFp_jzVG%2VcIG~T!OpON}pY1gMZBa~wgYGTe=4F3VxR63ItXKmgA;h(8F
zu<uLH*y~J(Jf>)DXk~yZ$=zNgrsK%Q@WsmTANvD$E#J>HZ&AGJn>kUJrLsSdbD7R{
zxj7?Y*?bmM-F#l1H;`_jZM?rWtx2(xl>KI}(HJsqYFaOwn5db15v#*wzSq~O`Efbg
zt%QXfN={|Sn#(-ruzln<_`iSMi^1YHZ9{DhN-)UM5xj!F+gI%g0_tKi;(hB_PNrKc
zvK??}(AXHIO34<}!zsi3ca$ITn|eqZ#FCV^_ptg_Gq$DUu++K-W>OD=>M;w>)1ld+
zsVz!QZ5JHys)u28i54Lms3x=~LdmceE}F5T;$G~`YY>3j$F%hCFQne3l9b~4cHvgk
zKG=x_0lE-1rj)0$G@6~>LtJ&$1VApNpg#{YL3L+30qDGGy0v|Do-<#d<B^gDnmih4
zJL%#Pe9CgE;GVhbNgBX{?OQ_hyF|F((yl4l_W`y50>it6h^r!M`FvBgh7G-z4hV`R
zP5_p=$_)47aR$Ng=Pm*_Vgm)F9K2A0cnwRJ7Hm`|9$!JOD^Xha(4r^sh~3<P%m>MH
zRVH(*l_MSJ4x#aXfaJ_$u*<3wQm$qLFE`r0WJ?WnLW~a&07jWv!3O>0Ni4QqG%B=4
zF?Aqy^ufO8-<Uik{_mH2%BM4vaTT8poel7efg0Z%!3pi=cCDSW?s_6~*owar!G!HE
zhu5Am%a!RLR4#|#d=!vBtM#A?_<BigIaDG@il7q+ip@zBFqm%Z-yZX7G^?N{hREcJ
zyO#=eGM%A}8rDy~g3C9$OLkiNrXJ*uAfx<-TH<IKMtfkcyf{o(hlrOm>YR0xB2wrD
z3&wDV8>-2XdQb^5tCzW#ym9@e%ozNy>gzIJqMU*qOKUWK{X6Jh{C^I*uK(?z`(H!v
ztxTZNA8BIfJNm><BP8=}4NU5y9MK1C<Nb>~7LVAno&(n(5an>E)(p6hzg|}Wt>I_b
z<WGA()$>xaKcoj#84t&@B)keAillv>aF!a*7%#lyF9lky-OJsL$k9{YSGYo?h&+uq
z_e#cUL%%8im-<bd7qL$PTc#mJT3qAZeN1yEjb`6`Hf{cHVP;HC6xeep3Pf9z#ku`?
z-+MjQ`p-K<beT)y)=_qr8T##WCS)hWF|2Zf>JOl{C8eLN+v9njpF_9pz;+NF#oNX^
z!ahI3Il+{iiG6Ax%VXGg2&gFrkJ{oNSp8T08iy7N5x0Jx!HPrTqL(Wcb1%F2R2hAQ
zvo#Eyzcg1J3Vw6uLC;z*C!DqM#F2b~ZL`a1=pL~f-`O;fZrZ#Lz^H|dI#6TBnH>0+
z!tJ|3{cg>3vW=1KCCUGH2Tv`Z!gDhw$VUCeD|Y*M3;GoD=bRjRcEnFvU0T>RjA|HP
z43O`0wKZCdn|9IAYqexUmFvyZ+R^1WCv*8G5vldjBC^C<wB!CG^;r=lx5pYutjz2R
zm0uNsSrd4vkI8OSDNl;=y>M^uwd6=<{wQ)xtW)i8`Zj4o@2*G3Ns>7T;R}JYV*x)e
zZzx@))?*5sRqgyzR6GjAa1|0jpjlQU$Dl^#5h#0$$u|@|uM^b8>bM8Ob*SU{bKKt_
z!NCs3$iN~Noa4vFOM3V+i4*-yiD8*gNZYM31*2{pk#=9dstX7IM$fqzIR<vr0EW97
z_%cg<rbYpIQ|)>>!hOXPE@R7|i-mY;Ya-d|7h3~t^(}yO>Bzoha<!#DOyCtkHn@IL
zPt<EM3|p5NH+m=4IR@-zy5P}cV5&#V;f6=+(uxa=tq-3Kt3}mQq0E9ik;M4t1tphg
zB<~>g`K1>=y%lz6k!r5NlXijDYWA&gbss{jQTnfC4y*NZGw6eOr$FFfUjFJKd7Pkq
zNvkGQ-i>lBCYKd{2>bS8yQ4Ve%pYLCSlEecn80<91Q5iw-D*!=Ovzm7PW47&n?iCO
zU*dP$B6>KrQF=}CbYWV$<#iUk3>Y_B>(5wg3K_~dM)S@$#R48sr;WL=qol3a?)z36
z$@yChu<gzcr6SWjc?f<`dudCPe$I#=VwtX))2OkKV&dc<Kff_CM*9Q2rv3(H86+&q
zWsxK2Y-}Sk7S|2O^0)HE1A|Czy(Eu+iWV=j#D6h}E}pHEE>EOnNvEEHpI(^(u(eG>
zh-ku_OKl+<;2_7ic)tsHX>5}rD_sOjCmA5R)ajFd6w%6@0bA=&7w*1UvM&t}AOg)L
z-9A*5h=AzTwicD-x*+f|9M`RZw-bE<!AqLOmhK|H?*H~XWWG!>xv`5Sf)Vx?COvX-
z){pvxS}yzNkPlfa`Ps$g@*bm3_#CGoQpU-s4VL<`9S9jd(36N<Qgr+0{X~lhf4scj
z=eo4qi?1wqLLx#kCu<+Y`ItcZ%N=mcCpvC(HT)6QPDu)`x@Y#-y~9Lnln!$@gg#W?
zr$b55VqZ^KV#mR<#`Hhh7#qgeAvh0232qnPwQ2++fL40#4kPALj}@|_<VbEbO`mc`
zv*^VE*b_&ihNLu9nRTf=#X}UPl1&;X|7&gmX@PVnfex&=+WY~rj~?cmdx`Fk&c(0I
znSAu<F>2KTA7AH0Kihv?xU47FwnAE*bvqOVCi=^;lgG3Qg(`|%1Vln*NjT;8QJ$H~
z4t^7uRc(7*!D@;ixv-rn?UrZo5p#j`LW>a#D6s@GwwHLFq3fLgr_G=o`F}$bxxcdk
zP7f@mEms>cVioWDN2AsUbK^k=!94-19cKq_MCnkzTHRtD6NH0WkIg$^`ND-#K2sDU
zz$JjeS}%OZXcW%I;i_e^&y8(Ow>rUu?FZF4Ji6~XSA$5u-OwgeAX%#sxKJS<(}oeg
zsCM0cvmF2f3l54c*iMUOH3A>DHt^owk4TxtOSjRmrF%W4sGh9s;Xw8w>sKKZnjUm_
zhXjyv(-e0oX9DCxZ|x<;mZiHVvLvhk>DKGhnQl}f*~OP<bu5h`=|Q$dZXv`Ix3!9_
z#~2*y1c4$v2%$SSabtq^xyXpR!V--KHis`exi;k0V%kq7J;Vy8PTUSLpSP!SOd@B!
zns~k0hdpuYo<=t^DZhFAxP#lMJc^ngyB*O2aN?(&*s5U=bO@ZDb5eB@lGa*L(*&+B
z&?0YoK|7Uu;!=4@X8@%|mFS*|a}FmbSc@wjvW+=r@m?}FNF@1*rl7=C%SOAOfjDF+
zW;Os(W2}Q#19RC|bRgpTf<RGg{NRL@5T)*uLz1)H^z3`(ZUu|9Tc|Jw?<c0g$BFGn
zYZznHKFx~-FhGrHYpM`sVqFmI%Q%S9>k6cNt_Eyv#Q_!CvuONC9fP`k!a1~KV}_&H
z14N|Z<sZJqV`hg6PO2<A%Wt&d^!U*^vyNwi^2k_ox|ruot5&MmvKe=f0SqOA+a?*W
zfG$CQ{vBh2Z_bBIs6MFnTKYt}T4A++gaS4iL4rve>|#!~n2mf|CkpH)dG7v92%0Ct
zQ)R8{*9N*;T9CS5=*oLKg;Ph<xo7OaBac+$`Onc)-53@eyQzPQjMAVETr^-nod7+*
z-&ZZ(OSMaIp=A)7MFffGUNa^Y!W)3?UL{h~PDK9!xS)<P@T|u<YLBty>Y874ckl}A
z(e-GBIk=)hxkfN6t?-!nyf>6=C7HNVEq5JMFm-AA)MFP?NF<@iv<fMcn%DE)FO2-*
z^JB9F-Nv#2hvNJ|^mr#MbR%6`!2>BqmVpSeSQR^?MW%H&!}sR0V%K?B3gE@BvlUVa
zpwM1f8i<5j)V0G=x>`&I&E#KnX%vE)$XaC7pefES;jWEvSg{Xa3&Ag!jcuoZ0l}8@
z=3*ORRJgjv#*b||1;UEb0I&+Dh*Nuy+z|!Vm`MSVLUi=R>NxZ8bO0fmdC3(fDXe9W
zN%8xu{25Ay4no@VI<gbzg#(~5zc!u^DsI?b8_>RhWGt9C>Ig(UYKT*-?(yJtgVF_s
zh2b~^pOx0t$<m@U6u+d1SG8ixWFX_E;)ilYO;ZiAmJZMs2n-~RYmN=@q?;c*ofS3%
zfVxW$Swe_JmolTNOJ!qeGkSnVjLU@Mc}^`yg`_ed3mVP{Ftz-)y5(+56{%|5S8^7P
zeIg;4AH<=1c{<dJij$zltg6T0*;NLGyTFoMLCr*as*8ZM7jK>5ibmm-d&jlXDS}1a
zqmazda+JoHhZ9EWNT$ENLUI57lO2wAof&||`|x4uPi5pLrHzJJD->?RRZu>f^N2Wr
zn9<sAy4?v_)~5UYOJ1DOnO`LJiCmK*dTXCC>9Led#|TkXMzx>%l0mB^8U$Yc5LNzs
zQFn=b^V;QSfvWnZ8y`pN=`0;AQiFN9qIAa?<F`lJp{<WxSN%h`{f-8r#i56e#IK-B
zWgiNhBpqm_?ugF=57~e|Cg9(rDO5s7?)m%OZABvnrXrC#Sv_Qp;I+rYJgH&T_u6FA
z=--_!%Ahh_8ljI}_uB3L_7!tE1~2|2#h^Nu4bHE3q}4r={(}&4?Ek>YvE@H>D#HGE
zy6ivFW;-%LS@>P;=-%n6FAwkis`Nf$C{qw;7a<uMH1UBm;nJ%kmtt_;RGn>}vAh{}
zjkN!`ikgi*mBe!sT7W$0yS1&|?vNs`PYP;+3Bv0c@L7ah0()-@KUSCtxb+|mHlsZ>
zkw0*g=wM%&L`A*doQLM`H5J5sspmWN@$Rx39v4$FHz}a2EirbY-eQ#{Rt2nfP8<P4
zh;bQVCq<TEPn}F+NHDxaR`IOsM?jt{up(U7&Av2BKc<S5pV5Qd@BX+reRO<B=RSr9
zYReaDU?|aR4!(ow*Jquio`=uOgxx<L<&%RqmRfh!vL|aS^_)A*mkLpgcLj9fF_j+b
zx0`p1C0*4Szt<yuA}`OYkU04GEPRf)ufHr3P~3L06sE^6LA1afAg%27{d#~{Dg1LL
zt@QK*J?PuLF@~4Ul)0M{b5=d&b1#dpdtK3yA*hhNAbJwT&0t@hKswK@Ec(L|C#E#Y
zq7L{qEF-4hN)y-NFM?4tW4nH4gBz8S^Mx+=@h;JydC4oAZEK*T`k|im$naS84oIm=
z1-ti4hlw+AIV{<)aD^o@oS<wY!hEyJyXQ*F$i4!uV_QPrMlX=Vz7?j3Z&X-~Q57um
zV-Cw0eId)4nnUbwX(JIk{VwWrBRmMIo~F1k;Je3*RpQZ9Qo6dsh1Vw|2f6{RdX$FR
z60pUhhJ0?`b9q?inOh_AWzI5tKihgO#L~xqx4L-{W!4#svjV%2LcA=a$d@O!adQ?J
zeX#s!@>{dMdxe3C?I`@SNb_XRv>Zk)W|S;XJNA$S^N;J+>jErDV^SW+4VHAGd!zyV
zJ-x`vMgJJ<;+JK^Y%672cxk#UvDhJic<3kieC<}B`Y`2lOw$%@f#^~9$$*E!lD`|<
z8Vz!M7dtI)de%w$`%=G?#_wOj^uX1Y&jl##iHaf24rXvy2rIkuv?I64nef~gMv~l|
z;Q`297m-DWHVh6Af^DT6qwED=a>&~ESR$JC{NkRX)>dE(G4lDizib5})wXM5)g5|P
zXAUA5Vs48DS-U>hPp0)wxtuCVZCe|F`mq*_X2RNV*UBF?PC8lcNlOLSb(b#pq|Kqf
zv|%>Z-8bKN7!f!z6s{i+xFWTH1xuP)QnG{0Ru`+acj*RL%YL%90J~?sKT?FaKG3O5
z&?*G{WwBsjOecs>v~N-YOzdmQTe>leWGgTYaR<Al@~#oA%{&q$vy;7hm^vp4pf9KR
z9N~VLau<EMkYK@k35S{Y0nflBu!C<lM%~8?8Hr(Y{mRG)HM1;II8`le!daYv@dYiz
z2tyG)1ligS6weId{Y6ja>5<CRd9X6=rHT5K+oQ3Y&9Xk1^t(#iL_uAG3Gcr{d!nf(
zm@mst_>sU8i-N4x;KE8Fl)Nk-qU`M_CSgRLEE}+G33*_b94=u?{D7SGC;)Pm={Ij{
zj1_;!qZS^Bh3Bn|KO7E3cDqI{8!KtvPSq##^7hLqUGoI%?)6>#!Yad3uDNQxREws)
zk2Lbq{yqNCmZgX3c85kG4q&wMXqP-P#K*R`n~^by7RoxYKL_h8?;O8IbNNQt$r>l?
z{x#8mUqb^7MaW?%mc~oH_H=R4KX-S15MAX$$uX;Yf%SnS@)}scy-Gm<Uqk@ou&B1c
z31?W^S2}g<#lEbUr8ckU?AJ5>F;c?sf}xxYTf1;?k6L2REZv$~)zgQAxr#U{gC)K<
z)6QES7?rk9R~7I6YqA9AQVrWv!{0QcUr_)mN;@tI6(s^ctKS5U<rj2yNK~$A$b=6F
zRC3ndJC-OUPJvdkVvql%`208b=>K~~XI*|BgcFhjEou~dsIL>-QhDg=3gK|{F{{?8
zcC>Mv&Qgi4+7eGgt*khsSFAAI7WRNd@@S(`vT&7}EmKFCc7DtP!e3Lm3rigE>f9=T
z7Uz$pt$JQ_w)&QVDHHiNCpIh`WIO)UJZX8==V6mYvBNEMQC(`W18{e|!w|eS{lFqS
z)rxCCt9bJzdS0sY;Sh$BzlOgApZFmY-?o{n-|ng2#0?K~1=d{D^2M)_W#4ktI_RA^
z<sadA#8Z5Sv}R`{2^`Q$FmS|O7vIscu`!Z+{O{pD5%Y`YXPCe+C#!?GlM%Q(4Yden
z&opljU;JS}WqIf4kS%_UJ`RR~7_ZllWD+XdV^*v76UvXx=4ECW>x)S!N>rStpCw4O
z>mh!+Qyj%csUGvTdXPd6q<z1BbUR?b19bE~x)1;D8&{cWNE*Fw%f*-vSnt);{f<FS
zxxCD^4M(4iBnS`gx0Qevw&nH3R(KZpflVS&hi0UyyyCXH5ZnZ7*O3mJquE$Rg`#H{
zIdI|ko=|y>2zr7)qy^pb!nZ#c--~WZz-sVEnX>n^(Y#g_Asb~@+oK0`En>jY^)t=c
zyU=2dPlv<rp@GP*2ne^@beu2BQLtLx&{vs*drV~l9=W#BOC=Z`6$rDjEa}x4)Cofc
z@L-*g!hWzK176Fihs{!YiLO-}t>FHM&^rREZ70$K&n@8eQ7^875g3?Aq`0sa0iu=L
z>%l)Kni^xobsRV{ql*NaQ=iX#O-Jv*{(wJ$s`-Yndi@$ob-(xYON<fSgv4c4GhUi%
z=V*3EQ{aTx*zeNJns0cWytVfytkccuNYn@2tm<I<SE+T8;sFeLPu?ug@bISDzKFZW
zV}C!1%DS6+k~f%KX!mI+a^l#P5>@+k$#)T&C!A$L=i2E}x2*8fMltr?8biak5G`S+
zFTC|gJ!>_bTqJ6W>C#ZUEG>m3n^3?zQBbew<DX%76T0<L0U5ph1&9nYau+TXg4oX6
zQq+3rD5y5905cly`(50_AQtaYQ^jmO<g6?8(q{Ny5mK?B7vI6q#bdU8e``J2`LaH1
z`;-fR1$>bVqp3=f5|Q>=r3Txix$`WR?ykpQ(ZCm3$9}_>c7nEuijt#rGnmnaYIdp2
zXZl&pYfpx?@4UEI@1v=LGAA4e2w()Mjp%h46@Ne4Xu??hsXsyjVSyni3mzG4H4&G!
z!K|PghOmC1dk@d2897vSO*u%ILzXxzGvXV1kewjnKrlovRrusxv6C3tLjuv1F%r|D
z&Fgsvos{Je%?+T3_y)N`Rl$svsbhB7t5kRw*bKSZlTUUUn-fb>x}aOW84gwup+5}C
zg5-`4_m68~)Y3qa0qPY<CpTh1C)+S$6lATnl}X#IG(|b#GSkhg|LW$30~}(}TX?m*
z_P8*!ugEGQkY3)kNVKPT2faF>=<D_A>dYO|nF>MX+j~>(=5dI2MJ?(Rz)1o-aqMp$
zdCxPQvzd+RjRy(aPMEcH>nnSz6)5HKmexJ)TvhfQEx&bb_}gM?INn|Z!X=$aO}PRM
z50a8aZj>wSas_%x*%&XrTylPUaO5`G*X%cfyj0L{E@uXnq$TH<L<O%MXEu}x$5Faj
z5y6ax{ZZT>dh*6QaGt_GI?!V^#ChsuTj{xwu!62^5CWTF<P~@@DzDl!9X1XgsGxu-
zzH6y;Z0rvp4vKy=u$$b4@;mvdrrX_%kK|0W|1}(9Sq*pxc73bdyCKwXxWs##9DbFV
z0$#X&u23oFWrMp0+m97FA5M<5&z_Bh@4j~{tMY%a68x`%m;ZK__A#;n!iV(aDtd60
zL$MvkMqbtMncEZIeP9H<Jn%jFLQ}VWQQORDA!4g}5+rzvs~16)i<%8Bm8`h~bXjb#
z-}r49Q`qb-SGgf4YOgFis#=@oRt~EVk9inr1V*4#P2Qy#6gd?10<xrs#ra83%##jS
z-U@|!eQw2k9%3GvAI{6^HUi)UC@>135tLl_>d=w2l}r7`)blWltNr;`jHS{jTp#Za
z+ZY@uuf?iYn|u$}0m(1`qsG$BK8FTca11$^2uVC5uXoB_<n@?)`Ury$y0-DMhH>Z)
z*xOza-dn2rY%;QZ#JYFnd7V^-wY^B}v?r%$mh@~@)z&Cyu-w@Sbj0gSM!Pb1Vy8U*
znR5xhFNBsI(F`2SjxDPlFK|)R!1PlFGHs^lmqF(Q!d(EK5QB@ruU*s+8lvhvuK^_&
zs`VtrLZN5dv3OnhLYd~0q5*?eSO$BUH$mYZG=xKHjNBlLGM6VE{i&orSaytyx({i2
zDpRcQl{_^w22xLP5>E)EHFDxX$i)ptlqin4`3^7R3wckw^sXMRi<T0yHI?sTCLBdh
z)2*XITY3zM4y;IwW1q*k$U``*9XR+n4@~~yaf>b=@c~(Eld!H%i;ascv9X}1PWsvq
za@Xw98YxCpSc7;XSic4s@c9r>)`)J(4ucl8FbhjimKU|iY7Rnj7%CqGZ;lq^iAbr8
z=4%XN1Yd5D-=!Lw^ghwbD$G4`If0WcVV;aC+u?<Q<qeVLqxu;twBdM;TImk1z*&;*
zJg)8ll}SWEP*~p`iXyM$H-Bb6nrLZJ^z$eDs53O4u~RHM06)lyYQPztcr058-kDW*
z+y2&T!R;X=y%}H!|G0A3RSdW2)1Zs$*hBcaTjz*5*~ToF0A5mF#Nvkt!w7x|y5;5(
zl@&JRE`$sUpIB`R9&lLZ`4Yfyz=|kYWq&nEMqHg`nq+#lYd~X6HqiQN`8(7N+hGhD
z9*CyNjm}Ky`L}wO4CxWLD4R6ofj-1Q<}=SCv%q0bo7?fkZbJ13HISrZjK%(H$M9)I
zI0M6tz{SyglNh)Mo(miep&z02xk>=%dz*KkEHhc{gVgKzD;?s4FppxFK`OCxVhW#r
zc74%yIFKWBG7nLmu<8UIi>|N?h!9Z-uRxIf`9!dxXBwqm4VZ;;VW7X|yS?T9(BCaf
zB`SPynig{<Nv3~3Kyimcuxjs7!^r3s&_w6oCyweGEy(KbMs`l)C8+*EIRx8*56h(*
zOk;RIx!pMd<dyp$&g(WJYYcp%z|n7$o&}SUA2s48+_K@Wmn%;f#vta~?QVCSQJzBp
zT(_GoL75Nrki98Z-pZ7$yOs{=?+K`VczF!OmHtp~$oSd&>pNFM9+-FqMeLT<ojL+7
z$-bC2pm<{E2ew79=FPoFv=81PK&h@4o6dG`TFO(iV?v>xuGoWN;#+D4qR4hf4z4nL
zdj{+UI{h&SuS8CKr2}0mpcbQ`p|jXWdVdA>Q0$&nDr6F_7-08Xmu)2DZa=j;$~f^z
zER2=%I5P@R+nGfITpLlC)@6<XBd0;uA#^P&$^idK`}^tFlnn8}TVV6Dd|E2JoGo$-
z)iO?9AYjlfkx&}rlB6-=H^XC2a;&y=h!ukU#rn&i5xW^~`tsM-6N@iv+;6U3O-)Kb
zl_vHj#Wg6^&>$?v1wM4I)gVR>in0gtR=w;cqz=bcU1&(F^Fk%h^_XN{msa=s|1V##
zRsW060COK!-zPqm`RocmNV4Kw18Y}}!AE{bwL8jqEKbCOYmlgZQ>$^PQN@$e@H@3a
zf~r&ggA`wu8WRNqLlV1mwU;K`#`Guf*N-vF7~&(D*H4R#B^MYRUhDw*-61NHcaBV(
z%QPG83TSs?9M}euFRk`$Xdm3YK#(jsDCd88oN0J+JQ5^DnMMXS#Nx_xvYfvxwfiF%
zo90U6XK8wJqxPzhQjE3^)val7)Zu*?L-TB-c0l8!i%%XfHq(xt?$t%Hq2_aqET9|-
zX3wvcD^S&*@g6h=&{C9cZ29Q7n5$jZgJKav7T1y9+u*219=yAN5i9S`bwNno(^w;U
zVU04IOeGT(ZGL-41nnc}ztwLjg;6+ZZkbUmxNzt;dgydV;nlRvC`_4T)D*tUq+8Mk
z9etDzBww!dGLJ1M32@;yy%DZjPQw)Uw8s1pitD{ySD|c?H4eoywfz<LNYCX-PiN4O
zNk)u$-fcy87<K5Ae<sI%Bgcf5WQ+ZD%VT8gL9Owvz5V220jB(#4t2D&Q}+v5#aLFB
zOOiED{ptf3>1Q%zWWh0sdg69iuW+!$;Fz{_Ry9F5*6OzAVWn2g26XW*=29M>3RYd1
zP5o8X-%F!pq$TdKD^yQ+HA~&WarDS7%ObOE2Q?!?8Zl{@PB^172H`#>4e)AI#`uAQ
zIejXN{baJtNsu~V1PIY-$<xhtPxRbqVqt&zOHpBtM+la$?vx5Hz~(s*`eebHk`9o<
zd!1LGQeM6r@RzJ<*#Q<PFIO&5K=@p76y%5Vo<m@)^F0Gbf6GYvSf1V83=gY6KT;JI
zFW+M_dt6EWtviULZbrIMmpTjvUj~tFO$O%B3U^d~&4eA&Q*WyStJ0*4^JRVRNiS-*
z4zUD7S%!fS8>yC{9mvsaHG9ym0Dlvt&xWJcVv>vWA#3fHuw-LPd4iZq9>cwI5ln+5
zmw?YV$VYGkM&91qt><cyf3+O!&jdicbQIjm#hg^kD*s4q$5C`H>p?CC@uQbH#Ga_|
zy)m+m1B(Sy>mJArMttcvJGfY`@hdf#r(vMWHOUo55MWC&SQNT}&lsg`hRT)B0dVjY
zo?mhK=G^m*8H$`pYX>APA_?j~zSAn_(R!#KL<cLsD!inG1`}l1M~q#bbdAD#3BS-!
z!^&AA8bZca9O}0~<09u)>(ugSNko%W$UF<axa!UbtTt3R(5&3hp$F{eGQaxVym7uq
zO#dhtwY7W3Sg@4Do9f7<l0Qx2%Wi3_y>JK~?*?%HFb>*&o%MKglksc0{ELl7^y)ZS
zX@jcZ!t->Z=A?nOrwg%fV#^yf7@%m1_y(%iAfeP&pelN5FLYY>U@;cR*7J9}TkR5=
zpy(GkSoXx+`|OU+UUWJDkmyld757?E-X$*pkdZNQ*W*U&Lzc&xH+qwlL~v1JVYU~S
zFr4(xmR7LRjw}t}Apf%Lvl)7=Wm->N1{oJ&UBmhmU0oF=r-xq~OND8@!lMoKr+Iyv
zukXut7x$EQ4Eg_V9L-kQ93Q9Tre83O!P%Ip6m_qAo;Wp<d?COY84T7ZmBDJDF(bGN
zkH~jjWd#5rswL2n2j>Yh4nWWF27zxCcWh1SEk0H*$eAY9LHz96z(%brLAmeIS-E0x
zwf7L+C%d&!5+XTV-r)Jp-FV`LR-KB<cILUmvAZ1wPmU^CJp3OJ8N~h%B7>XF|JEV?
z#Y!sgsEmikV5-7pW5SCXUc;J@$f{6$FSZiuMvXI<Ocpy#4__Lacc)(3I!LgNYw5M>
zr*p^K39sTnpR7I2;+J5F6%<h8qWzGRpo<0h3i7EgD7H6hjXc&T%GRk7!UyjkIA3D%
z<V18sbo&X2i?aQ?hg?ty9Gd^&IJ3p$kx{1(Grv(~4jh31?M(5p?~lwRa}qQpCCsjW
zW<)z4K|l>9x(`H>+^CD0reL}NR9UGTDYE8qZ1-1Wh@fxaXwonl-h7}C77MsS1x$!V
z{y@=GujT8T-)gx>>~n-tA%m1FcmIjR_EviqCHo2(%T+P8!+<$Ssmdh#>J%RJLA^S}
zj6v^fNV)ac*E=HMpX>#LeXo?FQb>4$sNU3Iwke_!4E^@Wq8ab-R|hgKha2@5IEPWQ
z6`U|}Q;vw~k1Tj9(M7u5u1OoimTqO)TxpH=m~U9H1?kC7PaavV^S<YQ%LqjUW0l{m
zou1%^C-nM`SC;T0^n`2$V_8Jsjt|&w`$ZM``uWPvmL(4laNx7vB_k_pYc=hl{&e8O
zlfNpP3GHxJ>k3PvKE8D$R7zs4vHbm3@l8-M>qITHfTzdQO~2VMP^M>Xe=ZmiVo0(t
z$veNRR&<I*MLPlVuLqoAQtNRnxN7x>hl6<{wcGF@a%CVtwzbqq@=-nTo5*ulD?S98
zOT=}cq`1-ug(ztw={0hzPBNNhIB7pl<|mcp*p7=x3C#O6jTTMKe|ttWn!m89Tj>5s
zSw;*mwW_<}r8;CT&bxMU9)paQ2|A^vSEsMTv(VIh>&cx%iQ{$S9Wo{-9>*P&l9ra}
zyy$xF-jO_NcC_z!M$0L~$kBgnV#lb$0mbN#rfMu8MwZvt0yP@u1w3jHCoXf0bjg)h
zhu@1kn|z)_SGM75ov@wCw=rzjw$%^d&dgDIO&4@h#_e+Y%L@J=aoVM0;Oj!EStj9^
z#p*pn30S7T<VohzcV%bW=qbExZ?co5y?I5+3lF^coDY~7{-?Nu0j7}5vNY5?@^2xL
ztRstc3t$Ufk1VK6Mt_7jlom|T{Ry)0oWa}iJNMccnZj0L^gn7QfJr~IDBV1(q)YV3
zL7jN^=iMgYY<%Weg}RkP0}^GvEJRRTND?a(c*)P!(`zpdgH+m`i|8wI#x7#n1+Z#h
ze-sE@C#LmI5Kh2%XFq@cdW8iDRr1z&XJa-o>jQ1udBrd3-A#;~%}_vx1d`s#V{v7*
z>%55M$g*siVUqh!!NiX+4(_7*YZ}fuIbZxpDg@op;+MZr5*hO~-H6OpE{8Nb6H1dZ
zkbuW=u*!JaQ6mPq!a9=+>9N#w?d0mh(26MYJR0w%^-?QZG@~h(6(ob(W8tx=7A}}G
z`BLG;%d@9A`xWe}03>OV`9Ad22Vr}li5x)c%g1u<NITLUW!-~#XM`H0;vLX2c~d4z
z9E4w`bwgDE7<Tk7_XWBdY`6w*xiDk8zupl1a^0v$$Tl#&DY36>Q(s6;NeA?_!v)2G
zM;i_q!+k={0eI39M+V<&SpZ<<;MV$`!%K+5wHhwEyoy<;V2%ZwbREEkF=p6bffc<j
zJq%CSq@LcPn^n1%MH;G$Jdc{RFw34im`+g06h0$Y5-@f;7O$KIFD5;v)QwkRyaG~X
zRewP5Q%y-EqMPYk=RF~Wz6WuGyyUlY`ZbSkt$S!{>lJqT!WM}gQMf6D5bN6~B7@gO
zRc>$ab|n@)Np`kt4jxheLbG49(U(>~@jsYv3t#?sDEC{rnSlPKclb#?Sn$UK`Pk|H
z`<444(5jPim6&O7UhITt1_p$LX8Am-B=Cv!>t0v2?@hQ!U0Rv;+>OnT1qFLROcax`
zuM_)2|8vygGZZ<+H!4D01%MS1X5PtD;rA<!MSpk#Q<T7tjo-H=a1Wk9T+mRj_Q~3o
z^R@O@nHK)jOd|TbnN?RW&jTUlPkX+~Q4t-2gH&m2<0!t&+P$yvR9SSph&)*Qb=1hx
zklSA<ySM4uXYd}9Jq-`@3!^-JirdsbarYvi1VqEKZZDVejgYu7dlBk(7iv&m9`^}U
zduZF3ihIu0p0LSMBakrbzBvJ{g5c%<8B1flKS}vrl70An*)V3RH@rF)mA#mUe|w2+
zbfP<_$9RvmAScc1_$BX%v+kaA2_<R;du)~K529@S3N&^T*wXe*sy2E<b_ifOJf7$_
z%~FsyQpk*&aNFb2$_i}d2(=3T^{M9*GkrriK3PakNfbn7rA(wep5`3x^yaZ;|2+}#
z0RN_8DPSs7#DV&jIK=j#f`NSskrCVLbH^Tz?5xB)Dc6pdNq2~uELX0<o)E-4wfhUV
z2hljRrRi5phNr`;?U^Zea$}P7fu`rl4V*xW5_F4|#{hQL1xOeEtGFDi*4+2G8C~y4
zwlSy~$rc67L}TDS7K`6Aq?NC(L?zc<5pvLEUty}K9(GJAQn?xf9$Ty&;joN#x7IBs
z-=r6>)2L$<yfhf`P7qXU!qr9^IgG$PFX<tXS3vfftg}!4lE(lo-#-<@#txB$gJk6m
zY`O2o^Cx;EG+X%Ky(A%aG(*&$(gLpzaeT(K2|G&L+;cc02z03Ag-$>HoeL~KU=!3A
z29_QiJ$i<IC4nnA<^S#C1=q{?O4`dnvdG1W%$x6z!EaT_kZyM$>>!*mX?IOC5VIBC
z)`b}YGrsc!jp(0xegrrI7*1-L>H3AZ@~s!wtS8WY0rn=^MyF+w#7tFtNUryZ6lV;o
zBZ0*T{0=$?FeYjsyRGUgy2T~AZtf5nIZl?#V?-aN*@DeVYl%}w3tkFze)nnOKN=E#
zv8C*eICgTKlj~%*gH%wnNdCaWmnTRKMl2^o8_Y<Y;%XOH>zNDDH}kSm!u{ff%Vn^~
zX&^<~e0$c*o3CQ|?mPAlgB`3NTRZGaEn`9bOpW=%nb&()6*TcJeg>PLWMc?Zj@aHW
zh%18JP{_~Y0#v)vH6U(1&nct@yyM!vc!7rK2QX5@jh*eg(NANHjo|{vk&H=8CA_6h
z5G`@JY=<`UIj?U7k6q7n`eaea5)C#>>{OIbj*<;08usq~JHD&K87B(ps}$c|E<3NC
zYd7ko8Qs+bSuVQ`y9eUk2_5!apK~fw13r!+xJi9=n8+yQ#sLFtWnN(P_&@u!TbaA(
z6&s4}-$g#q(7j$Gul(aJ-ZI@|a04}ZN<6J{!gNPD7itUKv$&gKo1%0JZfZ1oH!?Z!
z)cLC~{{YByJ8r}U{_Xo_n^aZf@itkvXVffqz+|%OV3H~6>3YXq;#qB|M~^iu>zB)s
zRZr0yq}_Lj)!~Exod3JZcldQJw}BtDqTBz^SEVE@&s^$O?x|rbqG*@Fqa!&_u7WOt
zBfd1+N=<lt?nJfL*S($R-=<u8+xa;wX|zdQbu!t6=l3e%sRV1N`d7jid8NFLQD72W
zqrb6@&!IRUV2Y9YhpZ0rDx~Di^RPoX9qc<<ELe4%{oI=lS)ee~WP0k2#)aQw;BE^a
zb4MrV=%ReDmG^<V-_6GJ(-+Q{K5cMmMs#{z<)1rhGxwlrR3wl+K^$gbj3HOx1JNzL
zPeWm<o_uBlX39#3OsKwj?&Z+etA7Q04}9S{5NywgN5r*?WCj;}+dS=;&1Fw~*co(r
z{HBH1dcD<ZpIGFIMj-MYWnaVSKj;1ckOYo>z3EP$gD+o|?CrV^&GM*YND89}1}&0+
ze`k!HPeF{ay}L^|v(4!l@1ggXmtRia`53LDcYHHp`qZ`!%zUgN>hxa?dp?Yv4gLc>
zx9Xk1(*o>!K`-P9FjS~Nji?zmC&F*`O`nZU<@99+UId4ZLIn|(i>3NM2%K0Tr^5!F
zZ7W&)nk<*Dt+P1oRVwkJ`GiIY&huC0Li*2VAOqq325wJNd&3{#UgRQY1KQwztdBmE
ztR|(tgYgG=TMrVXA03m;nIN1!VU*VH+Q=<@F_Zc3_DsFm<tgLY&CuBeT9{Gs|Kzdu
zzfThXpA$w&HNsWwt@@;$<4RSIfYR=ECFvT0tC)D0Dp_hA&@fusI!zhMfooIT(|hrj
zhyS(>XyB`bwU850ps$|#uv6s{uldFMEHF)?VA7YeTyghux3id;ih!YXsu^s~+==qt
ze-bPF!f`n@BC3_vG#mJ()Y|}gf&0x#@@2(KnvK2=Q=AQ>3@mU|qU<;IpjvO?3+;xr
z`&kd12tUEO1o1X?v!M(slX8_YumbDAmZgKlpGJe|L5i$MpzaewlgnE|52n2KhpbP{
zwT4zSATj~E#03gaJ5sjH%R5>%la1q)+Fd#@TEg=Ewa;U??o;utzcb2*4UOtS;oo@w
zNn|Cv@>1&2Eyd%@_di(+(Q#$L3|VkPU-hN%-HPHq1Vl`nElc~mG+@?oPdfl)aLzB4
zooA0p0?E>PXATd*<XvPM$6R46^Dd4G#^ILvOKd;})XdF@y=qSkFhdfqPWY=&T~sT*
zd<9_nV%W7p#ej*g)%GZ5;-b<uz0bU8ca9`5PF8Ph3Yl=I?!`iHcIPlnme~HvD#R&z
zsmLAB+Yn~=c36_C_rtOXhrx8Qf>>nY7ls{7QT?@@ihBcBV*t{g_$?-^Sth;@m1SAI
z-yQ}-AGgksp0<td0lO!*GtMw#WdFtGwA5p}aVLlad9K2og`6c$hNRgt>qu7@KSosf
zXl(m#uk11YIQ3g}pDQd?DspMsDMD=|3{`WO9yz*Grw{s+PdbxrBL5}37D#Fda!<T+
z5d=uzRlE+wm6!GyZ^v@(*qg^rhCOoN2WnCNzR!XZTklV_hrZE|$The!&Eyq!M)Z8{
z>}`%~DXLn83^lCE?9VQqm7Ee>7%3N#bla{Y2~WDLcllm|PNpNH7VJT%UJ;2qct(W{
zU1$_MF{qy_=MH9Pd}h{_C>yQ1g2k@n!|U#ka})R^cc@tOt&Ol(<WHYz;HvU&;mSt)
ze*0E5g%{U~xbu2RfGdYOjxDnzpB29y09=U~-PotJOgmm5jMCMGNUs6$mJzC!@<-$@
z1%j-19WY5%(ef1cJpZanpw4C}lB)$;Io8<Td}bI#E&nG;O35EJ;sOp`Q*H|%wLkRd
zr}co^s*SD&RR1J)^lzc|c)LD!OCv=I@WX3sjMI-tjF)uwe%TD$riTCow5DriMxvQ{
z^m8weV;&dlU1Risy@!A9F6_=OLH44Jw8icPN95&(0i(k+Eg1HqxbqFKH`$40&pviw
zOGVk=O(^thdASL?Lsd_><?Xf~kg7!djz>nlJ^^taeV2IAcEqR@;<ox1R^FrUBEMhw
zV$20G?Z*m?S`;A#cWSOTtm{>;#vVNzAiR)GUB)QJDJZ+T$!j~h`D1^e-@M6bD8K2l
z^3MmSZ?dAFr_}TYejY%+QOV6R0`aTRx0V{=)S)N$@nB^%N#nuYZ+<1X*;m#3b`0Og
zJHF+Xt9kqZeBB<w`k!mA&YTvzduoq8ZD^<5)xBK>H%-#L+**EsFpLfJ`B#>5)d!^y
zc-KE+UOGi<+3oJBo9Zddwwv73ZE;vHMScJAnjO(M8~HKsQ+_42%pa-&V4Kn@OGd7P
zX_F^b3+Ag%_B}gEED4n#;)>=-?0v*-E=>xe^Z+RCLpXgBy=nVZu=C}%PY2Fx9$kHP
z{mSp!VXYZ&-vx+h3e+Y+{naDOZ-J{<w_cQP#r^yPJnr4dYYyCc0WLA$x$&s;FT{&i
zt6~i;g<G<l$R|@Nbto-C+ehw5!&dZ%?A5=DSC1|oaGBng^6wA7)~TDSsev^<f;H|j
zp7en$BwPlCfA=Bsw5?Q6ZbMQ~snM9+^RbHcdEe#_Tv>&#^17#epN?E8&K0{>uQts9
ziGlIY6|O(Cnp6C_ck5ivd2?m>sc&~uw=^CK{ebzpNH>Z%NK6+|QfRn&)5X1M{#a(v
zv&NzQ7s|X^dfxXSAV0-KFV)kMK>xO+;3Ykdc0**(o^fPSd#8=7=^?YHgbn+Hd>=V&
zzkw{*{eRDH^*!`mUA26-w0(;wSfbq>fwY9HX$~f9PLaHB-9rbv7@lnZUe>p*MkHq~
z*=y>H;ry=pHd&dlb-x=S@=Uz<uIPnw-^ln5i8F-t#fi*$S+NmrfIwPlJYuhX;*N0~
zFbuIwC!OY=KQz`|I(aR<`n?+5A7k5NoBV9cllco`t~#IM@oZl7K~XjL!megs>aJVp
zkMAC<NG+zCoKQ!ao1FW5s_*otj@l#TRVG?gutl~Z%W(!iMHf8NE*qZQ((j+%CkPI1
zustIdU#{_3-5+vr;)Uw0=E&clX4Jy3pAGoI2~}sxez$!qodr7*!hezeXf@-w*UWBe
zujWjfS)k)DRm&X*Ur&5REw{gSKe;-sQyT&$lu#>ddUrXKvXVYHRjRLYJA2)JnWbzh
z6?_YS76gW@c17WC2>h-_R&b{J3`%ofd>TLd2e`$EJhI#pQ0z!LmUU|_Dgj1cIejDZ
z^tW;PYl&@f+Z4=X^|{N6-%?Dm<{q>b%lPRM%n~|{vSK&L)aH}o%BC^q{E)>e=pm83
zboF#A1BQ@C@}g35?c0y+p+*mt+Ih^)DJ1!%OrCu92l%w-3b6%j_4{WvAtve6AK=W0
zaI4E#6I&|cyc2$~AmQr^zW;f}`=5pqg?)p#H!y7Hcs>}e{m;gO|9QC9y$@oeTF#Qb
z5s?^J?9f1l4IK2A33Oqfv}<F^L^}rkz_f_5-KI7wMg2+R9DAd5)vMJ$I=SW{*+dse
z%*Ev7y3UVM)XU-4p4nLNAR(3ww_5Md#lkF$L{x&F+Lxss67D7|HU3CMEc?P3IUs<&
zBZ_p%GgAhRErZc!z7~kyNhxP*GYhr;j=W2T4Hb&_%dPfU{7uL9o_?8H`jpTc?&abD
z#84P=VLv?OyC(W`ju|))Zb;+g1i5xRS51#Fj||LoyJG{gZA($9T-z*bbJ0BzHd_uF
zLF_FTKd4q>m34^pJkcyK?P?=RtL1?Kkdv|Xkg+7p>}lxfm^$`lH%`_iyr)rAJEE_p
z{qC%%SXqAVdx@zNJ4~AQX-+vDcGV1Jxl_6UB%+X`mS4yc(av;?<xq}hfn>qcKBxC8
z#bYX<3=gRK9#y@zwD#j%gv_%(5rdOuVlGckz>r|QQMQIIn_#876D=NTTp9>1b6b!e
z!MAG_U_=bTx`}6VJSoqJSky9SY+2>fK!Sejh7n#w2DG4;YS{$Tt%T>CqzbBSo~5;*
zXY9ZL;dhEf8Pm`XP`aKxH|23)4}&l1zgxDysA;^n*+iK}?BpzvLe2vi;P|4$C+=%v
z=9#EA7AKJ*z--k4#ilEdKv(6wlfXQVQ`7(lpP~)BX!`A!RHE&(t+;CAMYIHPzUsb1
zI_7NWdxj>|bV0L=G2)hz&^Bz3c&VP915r%6vs9N-&<Wy-=cn_Q%0KI3VG9*U`E&Zz
z4S(2LU!P*o6!krd(lukSL=~T<b4*FMjI&42T4XdSUmTHS9MB;8o{QG7SRV8-JoE$P
zpJ_MjXc&1P?G(uhS>gmy&+8(mGS7vSi#$1@O$JirH=+qmRywk82Z&7~WM{KJB<*Vf
zBznXdD)?bScYlkKv^0nu=YDCIdN8a2R-u22<kPKB{zDJ#^=P77ODwY_JQ*u&O*>>)
zdA(eM`MZXh9_LV~wXN+t=ivmQB67K_+cFJwgr#W2v0X`Nj$F%q`wbcE>wU1APhD6J
z5Wl%#a8TXUCrV|(2@+t`yVnK-K(^}0`!Tu;?6t&>Z>t^<>++717Q8FFN$)z$`VUET
zviv1!REzwV9+48WR<Nh~NL5ZI5J4qF(j28Ii6V3r6ENY(LcI8N>`_i`j_^zNeH$JA
z0i>eW1H5#ePg>h+B<jJ*u&Fw)YfG1q<hLhjq+0X70a%gLVziQ3JqvWmPwX7Xc06OW
z^;PlROzNlj{jY$_2G7>JOZP_aUi|T_?^%cY)wYT@C#?3n@SmjfMfJniV`RNi-67AP
z#PaX&Xg&78ugc`h+vtOD^vu5{uw*ih-aQv(q7&-khrhq}q`_2PF4tRq7%XE5z7d)~
zwl&}Eg5E5DMi$ePH#zO+Ti>}uWZ9fvt+U(q?PK$+&s`L?4wIeibf|U_uJE&Szh5P*
z&$V|?P5GSjvqOj1il*xfSz&*V1<pPAnG`ffV?45FC&Z7Nr5e4Gw?>k7xVudFA%!p%
zdRii!w!F_b_+h5GRotjk{H#~A!K0p*pDzDY0uZ}C$jQ^&HsaW;$|raS4r2C?(?%gm
z+k(6`GJ4GlqkV(!beucvF_<BCm3lDY;Ovgcf2u19*{6n|)!t``0Sqc1tS4@UeLL2^
zZ+ol7&KLc0drn!On2GcWIv4sbADa2>Rur)SSJmZrcjtQRayjbV57XL-f41&kHg2*x
zABX6XgTC4Wjb?5fV<oxFkKY#DiG4b7epYiws_P#h%*J=-GxdDn=73+I!i<KHRV~ib
zS9d6dhwx?9{Spi&UA0VolEzTgT|*#h(Is%>51@rpJALgBAU(VL_vOJWeoG6Ex8&=t
zY!Xv1FZv-53CRSuhFHsJ(UqRNuY9)dRIGmeea_|4t)ad*DmS-_judndV3dD#v60m~
zf{{HP*<oFrlYXxTt2I;Vv>sd(?Ko7s^w3NbwDbZXg*RUA-AYsD@~l)+z*8qp^h3qt
z&BNiTmN><rMMSL3%@0#w`=3$eQm&$}gp_m9^oHJ;KR|i~zewzh_uSUCmlsvFo)Q$Z
zemi|or##&CVZ-Xu==tFDF0OILT`wy)d2a9QYVK#Jf%xMDjHQD@japISysTa0s_*li
z#}9~3wjzS9Z+!oL>iA+4u6a+7SAoni>hel?hLuJBYN4V*SSh?Z;lk($`$4+Q?S~V+
zaVkdFUgey>Jb75mTO)+lSUL}Xr7kwfRDb@cwy!L8GBndh|8aVJ{evSx$%@|{Y)P=y
zfsVue?vEfX9Cf4K{<{pRu`Mlzvi3~c5Is5Ivs!^QlF+K-m3S9qL__b#xyKlrovCuL
z_vqU4gzz>FpRv2~NOt4K#p2()qFSP}qn95{ef#orwH}x9P5Hl`$mwx7ayLQl@Yr^y
zO^|QO!wYv0RvQ?)<(=4xGI>sz`kztQ{(ErczaYz_HVDY$$ghpoBSsV69;(-cLzO3|
z7mn$I)rVo!B0ImZZ&#76<-BOx(#)~v27T8B8j%9?f!3KQqU$}~dunx!XUxu!bw|3?
z`}6b=4F64oUBqG8myEZ>PThG<^zkTHEY8VZ`8<-JdBwscJN&QPn4ai~Odv1U9;e@A
zs;5iky%Pi`{jb8#Eh_13kK=zp#Y=e`T#1onG8)>HC>CBo)D*PD3);moPpO$=V=7r*
zQ!<;$@ott8DJqD}WR68vqn4V8I-@XXI%Dd1LSc-`yr5msng4k>Yn`|AwjcKEUTg2)
z{(Qe5LCY~G?f1)IqNZ?&g<#UcJ^Z&lYdMaC3U(01Zo71uk5Snn0RYX|g?9M8Wl7gH
z;T6A9g590Ai%<$_3~}%P<at@@p@FES2|4eN9?wm?@<OvY8#p-eH|?hxz}o#NPJJi*
znS;W$xwuw>rWu3ou<-`%Z4^>;CP4vxaPN3~dvLN+gx)x2o2aOFy-gy=Q05X~R?$|C
zM2AfOARm9nUEc})usp7=lH*SI+pQ)Wl|@E|%8TP`^j!{7cIXmdWW$EKQfy;Uil+<`
zsF!dyorgpK^8*B-#dmAXJ(vpu2pFr^IaK`Ao3IE5^a-S?(TE4)fa>n<VJEXRif0`^
zkPGYGe27$Vfs2BM+5&{^3)tZ6ME5)cG5&NJdW6%dA-n=d5+;naW}_Z_H+)Bcc<(z!
zQLHuOCEG;tju~1R3=~BSp!YM$CUiC1$B<*?z5Iwi>{)66Zg)zZK$m!w<G`mejyY;S
z!N=-YH{@^g1ih4;PrtEBC2W@!2vv7*y8JOO-lMI(c1nRVQF}+>2DthcZ9EHnQMsw|
z>eQ+VvF&}>VE4KpW!Kpos^z9LJC_q&x}%zN>KI4h$(edhvq!2@P}U3{@6|mwRSUi5
z48CS4EPXgVE5jrfJzT1rmX?y#ET<;z9!#D#Xz*ZhE$wxb?Bg`5T2tTl+UpJ;=n@~_
z1@_vCcb3Csa+owMbs>=SZ->ro8LaOXd`^mYY0rvXYQmllBmb4jzhG}~^ic-6F=ALC
zLCGt<k=;CGat+@t1|qQ*Z3&sGoA-bB1d(r=Db}&hG6XV`-3>F<GPBTc+~8#+yq>=S
zJC-qM@7O*@2i(BKG~eyzOAv{Bqaq+0$E?ngMD_QLUB<y#G-wN-FVoo!zfv`dkE^4T
zjYglL1C!GGv6mKOL3<9XEbAnt(ga?*T5>rUw66_V*N*jj)`GDSqc`wJe1_5Q<F4C_
zTSd7;{kQsiQ)s%;M?Fk;TTWsjwkM{XXMKe4-flSXF3<Nzud=3NErrO^(Hjz1<KM1+
z^fFI?cD(GBFp(JhdkSiWf1@E(G1)}yJ{5GLQ_BHw3OGp^b0IJst7z@o`zm~;TTv7r
zZc6@&4BJl!#_~uR-~g?!z1JTuaMfd$NW21pXb7e~*U#DCo;yiQ`~Z{_nw$m~$z}@W
zoU;C0r@oLnmmMA~X-|N5_N@$u-E4`v4W!Np1IFu%?<y<zX)afPlJ`0*)M0uLAAgFN
zqgM=w!yZNJ(Hwnt5>!PZnCyMxP=M#=_4)p+qEv9&Z2kgbs%m8%NTD&vkhA8%=J_e?
zEDjy$6ARg?s2jSuhmzMvufEQif7*1XkZ91ujd9R&6?o<0f@Ka!F@+pWr*;$__=;?*
ztDeBm54-`Hmv5fOIkITT*s6{dF7+h%H0Bscr+NKE%F{%jQUFPMJI<;+V>{n1-YWZ4
z5YW@Jo3Ji8ePLr3B)5uBs%mpz-<>AaYR=6Wm3zA$iHga0Xj|92T`kGVwm^b#qYF$+
z;O*)x4mZcKj-{E)aqBI&o*YfCF8(uPgMq>4X8(V4b9nLpdf)!L#!><UL*@Sgi&<9f
zit~=et3OuU!$sVE_F|vBWnUyO)cNE}SS?d(VRb?9$XD~j!P0{s28huvO7M8C*9*gv
zYYH|{jHA<5zE(<G@Kx#nHmDA(i|!ol>)cD#G{dthNPjiiMPJRa0b|XUEjr~EJu$%#
zPy0sVme7cIy2UEbax8f=wbLwU&&Aqc??Y9U%wZ=)^~|M99$(CG$QblZ_>$N^)7I62
zHD9X>*o?f%Z=u3}skC??mEVN@s@<KkfAuZ-DtaxSR2?04_LMZRn(|A?Ghebr4SJs?
zIwZ;cG=Z2z3-0(3f!ti+=?`#nrX9=)Lgi--Y}{{)?RXX9b)p)K@{2-e@)7hl@&4;{
zK<wscEo#U|!N>1t@OOj>z{_DfC->3Mp=5n``nQN{>q1Ejm@FN+E0KX(w<9|oPHi@C
zB$(OB`rc_5LL5NaODN}~K{&D8;PSTC=<6Cq0oA?8mu%cKlAAEHJyFTYdr`)BN^gP+
z(TB&lPQ;An39f(*&^ty~`BUUo;({}C{HFc6NZ`a&tXJWd+(_2?LL4k9#a#w<<fIUG
zY_*%sT%@5>Hn2bF&0Nk$5aQ7X@E&K>8h*E`$RAWD+nh10-;+XmSavZTBQ2agZ^2mA
zHa(bFEaM-(>d%+^Tttl*-s8Rh$sAaivXY+DT)n<A`8}j9ch0><+;MvQWe?%qj}REN
za#zl`NM2sY2Rb>T95q2{*gBq}E>h0FPCDmnKWGd7I)8ob_Mdh$HJYaVy~e<+D?lxI
zfvPb4GmvX}m+BGH?#`OLr96ppM6HP_j?VgPZD`*kuPQc2Xlo<x%B$iS(=Ste`c&@)
zi0X{xuSqpOtOV_y&6!x(P(<7~zD3}S(<Vm!xNR-U<m1WbleJ<0a?G~Vd&3OJT=;C*
zuIR{6xi+3Xl$aJ*wNfgQ0pQujNp<KHx`rS9tORFb+1-Qq8=zHN3Ji4)RlN01_82vp
z!9M{Jo!LJyZ-*gmW1EQYGVmqxe8i(@QGFL!%D4DI2ED03DcMp^Dh;F+f7%`l_M8^}
ztZisC&KxRc=Vg@)N+W^NoR5bMEG37-*D8}AT$!!ZBUOi~HjZl(*DxEEq--|OH4==9
zsrg;XtdQTT>S(cfod7)$I}p)4)@F;c$}XF^gqS78gB|5Z3qXp`8!%}-Mak<e=tcmX
z0<eRZ)t@L?q?6SeF64ol6?z{srs|?iJBYdxpd^FlI@@LomvjrnbTgFq#Fa*Cx)&rD
z5`C>4y&~Bb9}E4b85yMaLZlG7Y7d@eg>6wQoFU@IElr9J-VZtIX`C=yww5RyT@tJ_
zAaEU3;u=3q0CpqCElC-)SFC)6rA|!k6I9HV&#R5~pcgKmIxP*npo}UUF=1Q*gV0)r
z_c}ZOi(kKdxihS4xvpbCvk*kw>S{2V2_np#b!6k6=a~5NbS+l6UI@_m)c)Y7*zhf@
znE09?GZ1RT!jTfv3tF!BJ!AB|YaQ0(XEqR<yeEyZAH0MR7kD`$eSTVmH>MIdc|Vir
U7(Zw7<>R-<ribH)y#D^<9}uy%p#T5?

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/images/image-17-Abstract Digital Art.jpg b/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/images/image-17-Abstract Digital Art.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..ba9a408b06a5111c8ffcc6c6557b061e4dda0d55
GIT binary patch
literal 92300
zcmbTdd00~W_crX1V^OK#fL4wqnC1Wusg(nY2r7f9q@A1y$ULcOWy8rK2SO9Y3C$Fl
z6;o5wrehYSCZ!BkW}Py#(uPxMojOAg=lgx$-+Nu}U+?p5E?{rqg1z|MYpr|TYwaHo
ze>~ILhz^Sg)6&+~($d!4w0=C+3ehsu*Ei7DGc+(TFfuYUUIzrMTf26hm8sbV;3n{v
z&6~hBHnxs#TW#&PIoQ}Z`#`t3d%)rFEnEEpeLVx*yx^Yyeu=h`k<q%f>ns5POHVr+
zJJ0{)?Z>c|iJ{)CZoICxy_SxNwyufxkK0;XH0P<O{hv+ie{b44x@+|G4GfKp*J?h{
zzfns^TUS?Sjjo>Fnl+kFpVYjswZ=rx)XpPF-wc;*V4nr_EMT=6It2IJ1mUNDcl1ih
zE;KSWx3IJVJ3+QOLt$`)w~w#ij*w7fSU4&IO(4dS;^Gs?scGqy{Ztw~=WuS`k)y}*
zi;B;bl$Mn<s%zM_b@dI69Bw<0FA$2vlHN;w{R5W=hpvp=x-A>MGd4b<P^#234<0_6
zeLnwU;pO71*Kd|Se)_z!`sM2%-@gBAm$sJff6dZ7{@1Yok6k7jyL8s9(OqNkuU*<Y
zM>Ka`lQnvF9{Q$1ID_OYGkebhLtrqgt>>nZgBSjHP)hc+vAHAsxzopgP5X~!|Njgt
z{J*m7e+>J7?V8nEr>m`5JY5s5U0Mss9aYBU)eT8{u1>C=XSfXL=@hmx6lvj1hC*oq
z9md|3(|ATl*&!i=Dr5}yl7R#noX`<}2~tXF>AM*Pl2BYti}0?&hQcDUtZI6PQi4F(
zN{P&c(xRxneK%)#<aY0JJxnR*3>GESFS4?q<<ycp#NvY1SJh7Xb(|e|M%cl%NMMYM
z5rdqF-`uAYjEls|^>}uo*%oZ*D62E(PC#rNz438BDTjDi84|JBpyDYb#QQNZCGC)A
ztan?Jqm%1a9Y&n%+Ax|kPrh+TV+Hs&*#immCIgKV@y3Th08ZOO{vDuplrF-RBQvUm
zdf@lrQ`*L6JggWPVlm->x7-wrbZ1m4vDmvkX2z+m7`2r+V;d=57CIvJoo`LXKjhdt
za6+Qtw_?WoOTg&?N`QU5f>tW^Rbtn8J9$+2aw;lx4#v|0lo72Qnt<}KSeb*4f)=YC
zpr|l}iLgf`$NRl<serS=AwfmSoM4)BYtvay2o_S4Yxl&M)@K$*UE2nLD=XYNn0h-e
zOdu^nP=gPt0%soMLmKD_fU?mB+9-!+)g1^GH0KlOp+FoG0xx8EMB?Ek^L2I1nAj3d
zFjUpRT^MX>|9#CbvSTNIXzd%{wUR+3+|XtoUHbE%o7KO(ekkgq|7yanZM=`4X2iHm
z1rnWHExC=s(@34u7I1D2@R_sQO$Ir}moL*!))E?P3H2mvwS){E<;YAK)=<yY*VWAh
zbqQ*x=ZjBi)}t~xK;xsp*+Wt@FDeU*0&_P(hiA&G#tVccAVc`u`98cSwOh~vh$D$X
z5~UZlucT9#sO}-SaKcQ>(-6)9DsA!Oq1Kz+F?hcr{V05+KctQWW^;_Y1?}*+O3Nv7
zh$V-~IgSW^C)1xUUsoZIOXVEDjIe^gKRjYjz*-4vVjf)!h0l`UlPd3w(wOx$J!f%7
zU(-6JXl)B^m^k-n_d(#_eHrZyGwxO#=%3JF)d2bQX@U#_9VQM?xxU7^x_s9V%5)hX
zOs0t`A}=gopz^FLR$?`)8-Yp|a0plkpLu{71tVbSXDekCQG@E9ziI>O9x53=aZG^F
z$AsWGS#X7_i!xe+>yZamgkk-wMmfns&6!iM55q+A0L>mR9cqa6W-DSXJxZ$CiWrJ!
zJ^h5>^fev;ANW$Rvt2m~3l%6pw;h#6LU6L!sap=`>{ZPM>!R}U3NWieZU^im_GWlj
zpJ#aB?<DsP@@3AzlBzlU{CNh{BF&qLpRWfttg|nKK5S(K_q_R`rM+t*|N0ND?u-lH
zy<yN(I?SVsU;nw;`!5VSVSj}OMwh+nL89(rM_s0dmOk|i^0^E*cbPBVIM+f;=4%`)
z)W%#bf$kP+e20?<^=PBrq&>r{<1Ob1Jz-G#^g1#QrROX)OpXGwxne8$j>;AGTT+?4
z63DH>Gy2A;N8f1Nc{`mqIcu{4VM{O070yfjt@<z*@ud=OeI88dUhURSERa-3;5%!>
z*7bq;02yHerz+5XTLK{JN$f3!m9uMTH@SVkEM!p|L(}Hx#G1TaU3(qT!gb{&j=g3E
zRnonpAPv|^)|KEGtQ}lIx2eGE(1v)B8jZKx4J!*opQH2zi&L1R@Mm<7D1H7VuH)&?
zQSvZ=8!d6h;ik}-Ni5`FiUs=jI|DV*!j<D(2Bl?15VF68!iyCwEaWV^s`w*T?&^iG
zg~An7NW&<<!VnARV3d)@b^eTKkTuv+X*7Rn)2QDw)dm70c$8&onNQ51-BzV3-D@@~
z0Z{ndbc*#x6{Uq%Qsn&~V9;!0t;Q28N@&G7cqK}}B-_&uqQd*(%-DuLFQ7770ABY{
z0UZ<@3g!#rC-LB8z!6vknAZ0KE3<HF6L4q?1Qag>lMaFY!IMR5H}GV;fb7CsD9y7~
zJ80WBxUol+%u<|gH`oq*i$lM3^Z}-vXTUObv%;V%e5y6WBZ@E6MXh`|{o)^&v%meR
z|LZ?Y2II&u>xUNT`iH-Ze)^#mhD0XE&HEiVL9qfpxuJ$e(YzlVdkYVaV`R=YOMTMe
zL6+o0<WsYUY^L{tEoPf7fX|>01toC8>2~0tBq$5%+=}1NY0FvP4s7Jh$xb~;R|r*3
zw(FrGz3UNi8<!H5Ibrk~uhcu5m2syHt05s<IEN7C$Am?s#&t)Rqval0X9Q~eoPa~t
z!&5SSHfBX{U>vlR;5`pHnG)20FRddKNQMG<|LnhRSKTJJgEv7#+2a^bV!HT@#2U_U
z`fZ8UG$gu9IHDS$mq!vJiRo|F5(j=ZSy1L+f5W=sCNoOSA~?x(AAB~Pw1tzTHlZh}
z*N06*^y?9ZKj-KDqZ+Efxzmp#wCMSq#L+2LGx*>ADnumf8qQtFC@1sQ5dEx?8w85Q
zD#arFrH%%Sa0M;Lz*&ibf5!Fum)}nI6?hSvRokd`1@I9Kc;tB5Ay<s+2Nc$wQxffN
zF7V*pM_Av0MX-xgaf_@A@DVlY=3U%vWj2j3j%Y0z<|Ok!1o7;Ie7iSM0v0jS3Pt-v
zz{1Fx5YDmXX!|OLnOC(#G6n$!j*>eX;bAoB0zTzz)x0}H11R8=z9tLj5e<-x6)C(Z
z$56Zp-Xwxy^wQp*No=Bdps*$^tPF*;1D0Dc5;ZHQQ=_dx%wKpD^zeTWlSmw_eBluW
zeaP1lvQs_6W=}zH<{(STMilQ5&gi@e5(2eyt{`=@_rGB#=ZDtovDf0A23-NPW18&q
z>W9`eYdUfDlmp|}(Ue-jJ8_v{{<`(%OKC_Nk9eDaR-)?0KBDykT&<}+KGu<u3^L8Y
zeHNM(L1eiFue3AJ=)SV-O<}a5_FQwPu~RfJxfeXPEyr|`sXEr48<SWA*Tu-KTH~Db
zn*kwLn!y~W-o($*`mJ(b1fG)73_gS~q{pafRpXb?03;`d-i0kkZhF(IcrR$+Y=+WW
z73##g(=`}B`1fGv!6B3!t|}&=#2JIPnMyzaBUzlGwmT!X5~Bp}qKs+VClOZ~G=5(v
zH*s6Ss?9ZbR}QkeuKmdMU~+{T(1ffmmHX$x0ID|09&b#q^bVOt?r<TfC7C~)lL7dS
zSY$pM5lQ)&ep+pdhzHk_Yvn29H~I1~YerrU{?V09oaA<RlQ?lrAk15AG~b?#_3+#(
zA`3F<=F3rw*&%>1+B;bob*KqUE73%fOJ)wKF@EC5{J5+j<|8YCQVhWRy>|i*@>}(%
zXf)@wXYBaxK;su45sXvLlF;6rfl%KS;XE@Y!bHHrv*d7w5w%RjdrSZcOc<eX<UkdJ
z&7ifC9At3KP9`+5u8g5D!Lu;%%t$M&kb}XcLPkxn_B^;U2*8wCe$jjvE+x~Ok!#7{
zH#h~wx<QfVYb$Q@HJKv@8qXUoh*}$^!_zqnY?y*R)+CPkdZ=VS_b*e+kLO?gUG$qK
z!h|CuekZ1m#$EWb;g`RyHi7OWki$3q!W?zMK8|iRUU{2;kj28fXikt7J3(1MGCZQ~
zYk=9TNewjXf$aE}WPrPhJtILyh0vfV0f%d?i-i;+bq4qA)a0&FMhMCmEsns4M4!WG
zXB+C_lr~p1xFN?ZvlS73g$+)<K7Iroa|dBg)h{qB5$ne0B5dLB%^`AUdTFk6CQSf2
zt1TW@!B*a>Y2`IVQTlCwXh3Xsco7ngaH9_Dxoe!Bqkq1HCG!G)#v;}!wlNv0##M}D
zP;&*&2xNlrH!d#)t?TuqL2u(`c_OBUA<RR0#7jh(<|i_pb@-gH&^F0#wU&+QG~Sz8
zewkPx-wg{wk4}W%Ttenw<YYJFd$^5hfhe$~L~I@fBYRf_k5WZyP5O%Htxgq}UU#Ee
zPWiLCMGZtL4q;fnkwejtl;o&IEYrR{fXE|Q(c(+S$gNo<w9=Sz)+%C7JWyDBV4n;!
zK{+AnG%xJmpRT{-$a;KtG~N4nY()d_F;bQm)cqZw(P7DZyqn|lt{vn-rjd`>akt?Z
zRSYdbg!wEDv=b_5+*Yiy)B~t+wqvDmNPJBo%7ZM#3s?j&&5ApEu!@Cak&KmSVsFyK
zVzt1dX0{=wQk5tdgwgswK?N-K`C=|3n7XyW8Q91z$XU<VX=;HYwI_Xz^BMaPw%lQ!
zuW^+zGY2nPEGDPSH|sekstRZi)m~FK)-sQde)#9wmj3`~*R!cRXW#$OTE6*1YbEV)
z+=a3~?&bexQl{tjFK^j<C45hVQqjn00v?pS^vtof=OE)<FfP&T%4{0~dS2jybqRNF
z9_zsd((%yZ9Ap7T<N7Got=-<<O;G}lUKZ~&7QUH1_c7u%L<XNzm<uxbS?eJc4+RwF
z;@JxOn2{E6$BIy&pFO>EDJCbTMCd{oqL~#%t)p*LU9E7borvTls*a1E5P4fo_o;qY
z$0GvCQZMhbLE`6<Zu(JrpDbmVo=4Zh`sc>pp8BL}5}y%!A;%q`py&abb%x+mlvp>K
z7pDmf2^(o35-YI0X&TD}<AP^l5drOsJ)38}37^A`@h5yI&!)RgT%f`ainDz1c59<`
zc#qzp&Fi6DmL>4}Ax*AM6i8Av1;e}fioWdHd*Nunu5@Q~y(#;lNbT$=8cAu<*9$4=
zgTZ%Hags9#nA(7nr;mdsX(cr$?dX0+Uqr#sVnR93HQdfrRPryoJs1Z)+h_%BqGNCj
zzlcSvfhv9^Bc`v@=C(D>IJSaY$c{fD!w(8rBs9TT(cKlq0HBaQHn`+OrV@)r!lnME
zkF0=CSM6+wX*ofFG8&H{cUL<`rVz0Hz5-Kd<A9x@g%;5cw;J#P790~+Vgp<wQ<;0x
zPVJ?I=DI(_#XP!F7<wvR7B;O*Fq660pr1WsD1zR^@|aTUX8P8oM{Qn4(^tIS2s+0%
zv`XHVBI107`X!2w*Z@4G==|%Q?BlBA;t)#1P&qOn2L~0C#CBpcTXF3%QMGVy-z=P2
zDiZIWZ{YIDB=56<2G3soRq^1L)n`AnzI*O~{?IbG^H*&BPpk9)Id-{s`vfI-r^6aT
zDZH>*?>HS&UDZnH*=?ijiJM4S@H(i!gYD`z+i&W}Slp2cfsGSzy&v)OHZlsCDNRWK
zB8tbq1hbM#5mpEnM!6&ry*Q|#d(tN9UYydlh$1kPlSeCQ>%IhzhR=NtT8==!Kmjy$
zJ64{$k#`Szlm{PTyaZ~%)pj4A>2Tfu%vqS~FE!3?(-O`Jph;6T5uD7o3bQxp#R|JW
zd(fL(w^28c!@>h<8#4k?QsS-8GyJ%YMW>FsqT`AW^O6tz&w)!yyE-35shsrNee%)#
zj>ezxC+8IJWxF?@zfoA@^jiey+>z_nBG`ha*hN{xi>L5af(A|9x>)6BNafbRjqV0b
zJQRoMz<S_q=cH~iv1Hd=p?2);h7ZvR)Sk`*M<AL+!3+%C1CLiAN(<2DRp6s=jyLnY
zmhmB-0!A)nT2i&q0~N<eRMaF~Utbnzm_UbEif7xhP>x|yP@k+2<78inM|SsHO{A|u
zVa@F(^QanvFeFSq9$Bf0Cs9A;V*#i`nuG`x2xOn_2Kl4Z`DTx(kwr^<170YzBa_yr
zbU3+7_ds!$Z{qzJZ=uD+$zoy#Ktndl{$&8ESy8u#+WJP}JXHp@r>3D;Y1G;e=j3_j
z>dAFEnY1`5z|1PCnyYFM2+_w7HU7{uaD{@xQ+ze$&_*>?i8cUU5EL-Y(LEgY0)bQN
zOM4`ra5<b#w2W4q!p~=_1&5+^oo&EI?TCnG1<8>h$CR{^8&Mr$N4D94cC1P!=tsvT
zP)swp3S4X!O+Z$>@KWsD@XOev+#gzdxBt*;ci=Yte)xx$EaAxiyl`zY?xX&bM`bXi
z4H5lF{D8IhQ!rb$7Vpf%;bAj%UKv^%Ipkg6ReEQH3CP-26A#n*`(V8)Oh2uzJ)Ji-
z5!IihdZvE07iJK`kaO(I4d5g6Tm0Q&fOLn@5|bJY1(4Z+YJ3<&Mu|$4EP9{;8F8Zc
zFk4W~uW-@RXTTyuP_j@mpI&~2Fvu~>4cyzhRTJbFG7?RVPyNMcO{`pb+01amH`2;Q
zU+3GsGDUaQ5X{0^`d_NHj)2Gy`0^-NSNgqbxA$KK9~L`~^<7;KolN(yJEAO7$E>`}
z?;9IBga`mjE=F%4HoT9QyDgm#bX!VYgaFXkU~5j^k})QaDp+Jr`B(DVHMrCPqmA0(
z;~8F2`i&f~APdO49DKVv@iV@IkXn5HE<<hWCy~q%Zr9fAPjgJrKhNpZAe?{RgSC?i
zY5VNFJ)tjCV!D~`y&Q3agT*pl4UX?1I;yI7ff6qxP$StP<vhV+4Sce>l#xhG7C#c8
zS+>F=O(rOk*$<Tm35jU>Zff_pQapn~8#!w<d5Wqj2RU{41~V*AZkHU4%rP7W7t{$H
ziBZ%%vuc+?+3wL!Kgp+<WIq!xV(4P+6#@XBvx6CeqH;B~ct7yvKCJtcJ7C>lBz}T(
z3}FneYH>00nkw!C_WNi`R*K-IQ1n8<p=#uVy1N^d5i%%z6yD`p(j)qbQN>||1l3~8
zY&5lLvl7O-<%p=TZ4<Yu1zD=OMp$y})Mr8w*+CyI;71rDwBVUHJ1}SKS)b@J^ujS@
zd?iK=9^EfIVdMAl;BS8)-SrQ%lCl40%>|33A6gHJ{zLySZnyX=<mlCQs~xIkoIR(J
zbfeJD*E3B_;^Od(sr$(q9#}<KI-Lo%r0`^rS(45WxxAh;a5u(RgS^guvx}hgGod5B
z)!qf@&}ZuX=&9T>N!PU*yblx2yrv*_UQ=2f>rCiO@#Y|R*$}X4a&B4UQPD?6_bq#F
zx)?gFF%j>9g`0Jo$-?H8mt^jokhCb6r`n4Mkm=)t%>{Mb2CP2jCm-Nw6XyW9OzmJb
z#*V~yj*2PGHVj&WU*fc>^43f~I)`9%0BL8Tt5h$wR=0G~Ypk;N@_&=z6JRl`v@>_L
z-#lL$q#w$pcUf%H*KaYD+#C|?W(Cn|^xJba;sO=+;wwIrC-*_1;<j9=(NKp>LF5*W
zPZq9@FJI%6ymU;=Rv+3ejveBSn5r%W;5d|{?Fa+1;|7MV3Muw!Rv?(=U#D-hJ_-9?
zLT*ewX_sG`3%{;`pW~4+$y-(BBG--9h)!#(u&xLiRFr&etxVac@ml?*L;3r7QD6-%
zDG}-~7P8N34+%@;aR9ta41D~iP#32!ELmi6<F;@x3e)5G9Q;qte2J&ZlvZ-O+YFN$
zgs=vOR;0#UN6B#r>{zv3y5OB7@map&j847Z&XMo6w+{<!7(I*_*fF_7Dbl-4d13(c
z3$^|3X0~eL`xU5!bIgYLPy9;zUHSg4In-cTs>}}IHF}(w(I8qxWOYv}Blz~5W4uvB
z1-u1HZpg<wm5p|csa?QbuOJ+E(TYPVRt{a{(7Up(kM?N9n^a6kxD$5#1;QPX0Ej26
zZF)BYoR?A1aB{oHag}I+c=$Q7@RjHU=;TxPt6Nt8TS!>kG}8zf=QWvHbo{@l^wOZR
z>+DzbYgjJ%%#K*zyS)nuuXm)J5$YjeB82^&J)>cGZm`A7g#m$yvN-pM=i#zojyJd|
z-Hse*(QE61^HlftTe~5(-%hyouXRm4EcxUbViVgK&nTGb{5N(oSxTK6sYWp#yiYHf
z>888^eMHd~8xuTd3T+6MSy4O$04zmW60sypqT3C285@O#E6Zf=Q<PC~xg?nG{U)fn
ztU*QLA=ZNT2P`1uVdPp47gEH*4-WC<5Skb2-ird6Z$#y)IrT$q)?9Bd@vJLh4I^ez
z?2!XryY)Jz_xMc87#-Q5h8lPXdXKBl+IGI=@Dn7eqK2vU(C3osyLh9MbR`ruu$k?H
zh(|%^gQ8yM)al~Qa6j|5W8Ggt?gO8ww=~J%ccT`r6hFQc_B(8dZA{~wZ5*2GzrqW*
zS|*<OEg$C%fXJ-q^pdgGeq7}XUn}un!*px^WEU=8HKMl4r+klt4|#vbt{UZs(d$OL
z;y)Wm?W$6x#NV)<FRr^(OpJAZ+CVPg-CT}cXxb_brucDR1qicWHSMkwHOh5T!#!*!
zr#D2Krd%ps<R!dGRCvPI6gF?+@Oo7pP8JAEpEW1{229u(Wr~|5r%yYfx?rcP`KGEN
zYh?Wq#m|zbKLbn1m8qF$3RiA9#nEUbWWO^h*{jyqk&A>#O1+2ch9@;qA7aFd8sWta
zIcfp?6CZ=s<uq}e*P?eQ3m03=fQkJk?C(i^SFslBaqKk0fD+A$df?PytOcJb18dti
zThH)sD-ag=tFm`7o+%fr4MjG(go#+Cb1$djO03udL<*WIW<uV^<-{N`^IRCcGwWU`
zrD3#Xq@BJk2OWA4E8N`IFfO&POt@MZLW)u6CK4GB5nT85)4oD&EP;hj5jT26pd*_8
z49}&d{`c^I!u{|6X`m75DjCs*2LHJH&(UX(UvB$5pU^w{m~q+aS*+pX{=|xohi3!t
znErKAk_#evzail+?SX_toymvL$N*xiI<a26B?*3qK&hIZ+)mk@Dr!8|5!SvB))grr
z=1O|E?uGp+-92BEcHGNvicxm4|0n8aTtkPI7ZsmwUZ&b$0TK{q8>S0)kWBYus0|9F
zJUC9LpI5wDjYs(gkm78_aGZS;{t9ap<{*QFP0}>QsYXl>2^mU~#if$w(qiKhb1<XS
z@`|w0mPew;e1m{SYa8M^+Izag%=yZQu>%A^fD)^}?jR6PIcpdafu^?Vf7K`%F)k&v
z?31)U!eF`Xi|c{uvY<!~tso-`iE;zr=BQ6k(&hjrS<x1V#%tdd<r}1NzFqXS7xI7V
z`*Y?e&PnR$4bq)iiON5*@VS{IoPQ5DPetS3v^2d^V_(fw+?hE?b+HI|5#B-<eD|q&
zTJLMWl(;cp{V+4cST=_Y+zQK|mgi83J=YRVWbVHr&TpDAa3yS83Mbdy8zUmCS7v_6
zFP;dbNuBSI!@B6Vnd)`tP9GCJrFVU*Yh4t_uy~?Lw#Gd&sTnf=>Tm30wMKNWm<2M#
zlrV#b4bX!4lVrE@b5e9YsAY4DBmCQ0%(U5`s=}Z0Cryc5x*M5NR>w~`;6eE+RwQ!V
zXhw9Zk@I#LDei^Tx1X|*7dFYh4(|^o*W`wKkQ|?cEuDi?D)+sFgvimbD?W&1+5l~h
zrnVN)+NJ1zA4GAuHeMS`t}=GZXmuw4<ksA83w$4Er(MZCY^#1ZB;uW83|@k<Ck%>E
z^dsju74@@yzAq04lN-n_x2A|`DYa#I%WpDLRcuKBal7KI)xGo-7=(O&P&9kStS;Nd
zQ-!&vt^-+-`^~CzT-dFy7!n5=2fg=X>`gfEEk32OVf6%YVs&q`Q7fj`5^S{C3aDJU
z`WkdD=8w%eFCsNi|1Y%|zIDNR?+>kqe*Z1*n;8GtJqmdSb;yZxpx+N+Tr$hq+njcC
z3sh`&xC5m=53Hp*&R=Gp8QV*m=aVD{w(1A~WJpMP>dqBY*rqw$jh4cfj*zPP#v2tY
z@6AolgpT9Q1vNM*$a16Sd>j4zef^G}&L#vi=9Wgj#Rh6v)lrtal_*IYlq~Ud@tpM%
zlp-SLZ8;BFIYj<B4li3(z`0w5rC)N)O&WFXnS4?fufllYyG3$)YnQS9z0vf(zv&j_
zbugE=csf&E8WQ7KMQ7cDkAg#@?HiCTRvvw`r~G*K=gS9Y(Wjt>+~J24&@8!rt>zd?
z<#{;sWtIY6sxYMnsCNsFL%Qom1aWI`yHVvnaLU=!?^LZyFEqeH`?m_`e>vq5Q0ZcI
z6DLWPxXs@YUmj2J!fpkY=9T}oxXSa|LN3bUxgsYPGuUI%`9C+}%v)Qae%f~VSoP*-
z{?k|5dZ!_@AW;#a2oLo{dtm_RXn4iOzZ6BdR}Ae|ZldD7Mn|I#PP^x`Aezu!0B@Z?
zKiYW8@7pqIW_LJwbi)UN<H8Z%bRX=Y(lz2rhtqJfJOCXi$v7+#*HD<MJu>S%QgZ{G
zxyeumDkovw_CC2Ec;2s#`$na@qKB$AwNbrExOAnZT}2!w((qD8xu*CA(Il`K7z2gL
z34tJY0k6`heCIl+_xB?m{XmDM?ow(cZTRj{^cRs83e+{uk`t@#?t{3#!l=<yM)@63
zcDy|9u*~149}aUDHN<lJ*Glo_GCawpTad!HuQ`Yh2lBJ+HJTis#;4jZ?4fxt@?9bZ
zY6~^Hw3jqKO-u8yCgQ>R`A3E?eB1Qlm$%@5YkipW9~ye$Ap4&_$+5wU^P3KzGDDDs
z6%uYgrXne8zbbyZLNXD!zx^Y@Vdi61Hph9@bNoZX-Tx+PN$6nxwFw_}wAa)6$*&Up
zR(Ai5`rKI4<BD%BtBE7M+url;gG_(D4$XA&L(O=Y%(kXR=PkBUIv=k!CUc^J3YuT%
zV^_Nffl1`kLazi4FZ2;&%~=vQctmWeDn}|gT_1~PFM6(u5?qLf?(JZ2hIM|N@3->8
z!EL8g&6xsnnUoe`&`&y=HCsufOh>SZ8!Y<wev)`c)0-@@R+GixWb&1de-hV~20Huk
zb#6cn#f`KxC&lgOUypr^D5NLdP&LsW#yLF3+6x|Ip~zw+1BUG@PVM*C8^uN4>9^!f
zB_8zQoPv6whcybZ9WQot8VPIw!2hihPvaM>tE)^YOr=*CZO#DyYPKno<EEqOp~O%J
z^=X14ETqboCtst?2}0#+m`?;g=B-Av$5RRfXmE2BeIqRd4@EVAW9YW3XR1b8^)yz#
zW{NhYDgS-oF{rnSlEwD>aEjP7!R_r4zS%~)&2-Ij)bo4O`|rbzD&p2C3%K)Nn0>uA
zs~uGl_sNs^ppKYd<ufG}A{DKvd*^Yr>`P}^+VFDRi-xS4gz?RC@D&Sl0lBjh5GCN=
zq0{P2`8sVOgza$i(gL|Z(0Q?$#w{BYfHj&YXJ%_a*=$=ffraayA1J>YBZleDN+LE<
zuY8PMz>yt~tujZW@`-M>CzYH6MIY)jte1tx*6zQ{dlYrY8pak)s0TFFO0BDDoC{VK
zMQSP_?6dz@kQWQw`N>>+Xa$}n^EhKSxAJSjmQMjsHL(%#Z)_yues}yumZc%P`yTw;
zb;0eWxcpIia7*#1rty#>Hlib&^sj*K3%-<1hrhv>dnAan<na*&Qv2=HD;9O=hQOEv
zJ#??}G-{fj^wjw?T~vktfS?Cc`yBb7^<sYuZzS@f&b+L?u$YxFpGfTRKH!H^n1)XN
zr9v)wYZ#w=?5h1iRi@|&g$=H^<7qTcr7nK4_C0wD5c&lAZJwJGX9i}LUsa`PdY}Mm
zr5}Ba@e$)f04IaOup8mWL`i{?N1(OF>lPRXLA$48UxAFs+man|)W0R>%oa7504dN%
z5|eYP+k0vkOlg3j73t5m#y?kkktN~lgyPySDKtO_X)f=@pcvcB`8AEQnDguYWDGSv
zZuggtB1YGjVd9k#g2#z=28}s$Y0sZT*PjyxA1Zb<p2@<x#LXI)KbP%KnL}Tt4T`@I
zjHgpF#u!SJ7_CSV3?mttutfYp-qf@Sko`#$E8sB`UTCBb@U+)%I6KCCON+BcbfOgS
zcEO945j?qea)hS&3}*vuxeRoOu``dSMddQIpk9#?C~BgjL@<rw?q2zwZZl;$ox(1^
z6v-(Ibo*{F8PK8;ukvU)80=Y246U&pKH20b_XRUILx-m<91S>)*7~jb%|d;VXkv1v
z;FBJi<Oix<Hz=cqebW(y3&Z#;+Z~Hz*)5mUlGsdSNcaiL^hMy1jLcl@nXl2mi1dbm
zcf8R^@eB?3-fAiQHau1Fm;_Xk3+Jn<4p5svr2;&}3-esc;^p!?xUyS_wL)?gClx%i
z^+H1JCb~JfZ&ll7rnHfOH|={;>kah?x}TztP7NpJDLg+S%c;C^9J_;mRFvRMZSoXr
zWF?KL)|b29mcb)t_;zfoH9^;v<ogU?{I+@f{}V+u3aYMtz|a3;_P?FNy?g(~?1t0N
zNv~CBbL12QVYy51*oW8)IY|(C0wZ}jzI>N$Z1Lco{A~w~N0%^wC?`<)CRswlXNBNS
znhS@Ei~4+Wd0RB&r#`g{d)Xmc{#DR7M>;Zl@=eK$r_#iU-0JO3mHDck#0}&-UZ0~P
z3k|urA@_^otJmC@v2uLLf{7}YW$VCrRabff!YdDQxE{F2zD>UcTq`GNn!>puR|=mU
zk%SIa*Uh(4<Q@wvh|O<jdcxsLKLzj339=Fth0!N7p}<=*fA}p-2|`>_Tj4&P1NErD
znaI(!e(Fey<1qwuH~0J&ble;A?Pnd??W@AkM&2kk;Y?u1;X^2$<1r+mO9750r!vdF
z7?;0T6Wfdjz2NBYzmn3HHs3W-n<!0nZs)EOeEb}9<#_BD^hNu)fZEE2r5Ngx_c_M3
zam=T`JN(a8ztmxm^z#>Vu?LbFx(_e;O5Ka%p3Zh$!}x0&GEjT5eghIiR2uT80T0U<
zw0VJjyGzW}G-wm;HXd&|>kN;9J2|-m*N?>L)1F7X!*}Moa>AO@>;Rh+I{c|J7mg%p
zf)9Wf!lr>Um`ZkHBVHNY5B$^+2ptqKIo)iwrh~k@WI9R))S7kXR_R%B83tKMS8qm2
z#!29`CS`>)4hf78wHg#fw$Qls*JI2aQZ5Ghc23cjA<op<+HmvCcKuOU?vh8s#>7+`
z_3Kv#gPo6-6&;gjUmv26_=18Q*StdP(7g88$i*VG)|Rcd{bnUBZ3FvRtPxyTRBv4Q
z;5ksvZbA-JH|*h*o}z`2ruT1KKw&*9on1fRE|GfngNPopjX?nlQoXO!#@1<$C#);&
znRnG^P20zfGVlJKfF^2M;fa2R#>9;Nbcs38%qit6gbqo}>u>~@*VQr~z5ZoQSOD$l
zFH4*M(*b}*7Zz>yyteCqYY+>mAj$c`Urv9LXmc4$L(1fw=(xpp85T^bVI4Y~)^j}}
z+*ee)8~8D1Aurg~TsJMZ{TI+i_z;groACWr3Lg*h6V3MFJ;eHMpIiEFB(I7#0Gs6G
zBYuy24(^AA0TL?zs1)>m#cA3Ei&awRrjL7zRI2%RCl53yFk1R|MA7}$H_R_&{@ua(
z`9e*C*aP8t9Z$0ETu59Woqu%aYD^&NB4gV4>$alEE3F%%HtbH+%%Z`cj8t{ETI<6{
zXtx;@s=d7InBc1roCy`AI`_r~WQAlyMc9B9>9c#_o~g3!h-}b&$9e#{>_KSs&PaUl
zH6jL<5(RURCr!4z*uBW^Lh4+YZ2+b3h4t*Ezr79<+o(`8YmoG7XXShB+o?CZj?wc7
zFd#qvhnDe$eZb?|iSIT|l@#yscv{s(KiJnqvv#hX-9;~dZqT3f7}q;xDrl^Cy6jjG
zn^s(@)<}jC8v{jt^yEoAFHZoHLS2`dSs?gjzjOoB4r2-|yHC;A8Ds=(5F1YgiLFe4
zZO}iD2_>pa@h*j3dI82U0L#wV{b{jPxJX7KUe)&Rs0^N<V}UO20_?GGWu1gJt8I~t
zVCbJT58^%_powOprZvur5e&m<(7jGG<-)BpLb?KnHG_w4)Qx?uid;TW>v!sX_;l1A
zMDXB{P#4?I_n2$(BC*CKSuON21YncODMf(^&+i9}1%U4ZU;2uA9vD|xN7%D&inU)!
z(~vu77Syj70r%+J-sgo$(xsYV0^3KxXY?9)UJpd0?VW`;^*kLYm;0N25O^(ex6AD^
zIBJ_3RSmpR@V*^!#BWZI&#h8JD9>CsQCrv3-={m5ILrKjsqo20YvW=u;y}7x<#}d$
zb|V4%X}lvHnz}nai^xrPUH|pj+@65A!w-LG)mv=&X1W9RY9#jY{P7FlKmGDI!1>~q
z&A*<=Oa7(gXulm#t}8u|b5Xo4vPMph)#;FtfFJRX9-*C2K{cZq2#XyVJI-VEnbTPh
z^JoBFJ`jSbE5<-;U5qL22jZJ+ZQ(h)*L)G1yN*g7ZP!zCy5CG?!#cO!;bR8g`m0+F
z=!ZK07C*4D54AI9<X8I>`<^ulB<$b+E`dV$B>UnrA{WLdMxEX0A=HhIrxP#B<NCn2
z2107Wj5^L9L?6@)oc*M3jQ$ze2D`Nz>2ufq9DP@6N?>FAxHx!`AEUROzCAhn%1Dla
z=iYo+T(Bs>^A2~M$pH_BPIEqXiyeGBq#HA9b$1gNuhM3Q7E;{tl_D>hyYe*uQBvZA
zfJgZ1xqZO*s;j8BOANP=v!SNoF8UEsPYn)oFv`dJGW-l|L_o)F>^kP9XfI9Q;K&Iv
zdBaeexI)jIbkV;b49B!v0W%<dvky0C;reet6V*7cFJKKVDP^JdabLn9sbO@8hVyhD
z9Nz?k4D4i^z#t)8H^Hv;=*|voe)v81*ugOgYQ7`%R`sT#`PQ^A((>dNe8N#Izy<_;
zc;7`c*U|g2S!s;#DK{juNcHJ~F{-|U*fR4P5JVY7mbVXV58j4Xjwqg~9;O}D%=+LM
z+dKmZRyhO~_A#=&dMKW6NA4yy^)?n2#EW^d1Sl4YwVLp@y`ym?G$C*PJoAycvkXP5
z0mkd6R55CRCdf0{0Wn(tj)Np8W;zQ~n1t>wEj$AhA^ev1MbK(<i@J<AJjZt%@sG`3
z+dw}=pWs~VW3bl4Y@!&s8RWg}e$#$5EF%w^l!(JSGOt4$gt#<(4YJ|Ap^a)jYdPUB
zMd7V}8$rvX_VD|g`+oC5gl7r${W{RMcU*S+SwoUK1v~)OWADN<&A4BI+&4CnwDn0C
z?X<F#%nO-1D%A56NTbe@k(Lo<J&PA!zUYrS%h&+wEx&IM=$jGmfwa?a5VoEw#zvaH
zyo7gjwR;x(=Sk0yd$VypxLZ+ekN$H0p~Y%>_0P4YA6g-3*l)M|Lw=rjDRGdtZ}{t^
z^F@m-j>}1#fNyq0*0vaHq-l)YIrBis;Z;|eLIB$9Juft1jGtfmvWY{c(1sP>A!l6S
z;6&x1Om4-~)bg@GsAPzar~S@sR_DaaLmF#F2SLs@`1S0ePMg(0!{9MzV6FW+P7}K=
zFA&Hgz~+l%^iX=5c}IaQxyp@-lSh@o*hP<$=1?l*^G5~ip(Fe;1^g`<py7`AFZ@aB
zJZd-mHy8Uei$a_%Qk+ujQhTCPGv5(vTybVQeQW6HE@xdERWUxd<IEnbi8Hb=S>)F<
zp<;q$UtDZJa5w_v!ZIlXXO9{H7oQO~xa|PH6P95<b?nQ)zI20GrP>~X7Us0{+p@cF
zO4WOs%|?KajNpZyfFzS5bn38RDG~boSVEGS&IQJ)S?`%6Lys*VQh}=kv?)JUGsYc6
zDk%fkB2ng-_G3&?BhY|W*mE?K?|?M@wO;1Iwd`<A;UGQJSjgv~r013h-rd>Oqkl+K
zD$zZtyBarCTS@;2ASuIVI>ya|=A{mDDRBD!xB*D}^vvz<)%lLT*hFDHf<h^aq9e=H
zzrxtz@~zszr1YO)oRp5Iv0G~suI$IqfdP_$OK})tOYC+ERbpRXNBy+)`gD!V|E;uz
zeH^lj&d}e5P7Wb+$Iqo=s^z89&EwTex9@r=^HTYHj~agwO@`H9>K=N(0y_vd9Df%_
znyVq<A5^l3u&L`)x4)eXN7DuzMA9~W1N4EAcj3_N*3J~f(29uZm?u?gt%&wMB;fp(
z@Vy>i2<RDR-9nxSvs3kLefWF!fZ}b(sfZQ+#+um+y_8I3U`t7JPfy46tVJN~?T%xC
z9jK{{Qv4|KkOzWxuxxn`j`l<AtxB3&ptxM23yt;Ic|Yj#SE<i{?F-<ojW#KzXc??N
zY!8`J{J2|s!R?&G5qc@6A3y3gvH_i6xB>m(PxJSxlHp2qQ|qHX4{xtC0niTa<SV}K
zp49&6?)|~HJAfm~+v$?|$A88)NVAWDvRa`jIL^T26Y=PD$H9Zco1Cd(J4h|V=%J#Q
zo}1Ypm7JOCInWzo`ej&zRp(ap9psMNw#u8LfhszZ5W}6m*mng&W+B5)7ZIRR2a6oP
zs0C5Kr*TRpEFD8yGJwB4St{b&p8>S6{}v9)=*%&O!f{W-J|Z8xr@QFzEv9Px5g1q4
ztbiZ>+as^UzF(mx9)j(mj)dvO>w<3X=z2Ai{QFdl_cgPPSW3#SS5JOjapDSpKl($f
zyzkf5VNGKw5_xQ}^jOQzR1o+}(zynW9MRZ{INTgj$IV107%*DT6_H*XBDJ*-R7AeU
z0CqG0+~`&_nqJ**8g2bZQ6xsL*A1<fL4-wo{BLsd<rCAcrO2lww@NmpYBSU;esfVs
zDY?!=9=rho-_IgI63zMjZ=yip7U;8?{n$RIb2X&X!;<OTj;(x`dQfZDZowiO?1nG5
z<p)Arr(0-=U3h8<easTHW@rB{`Y7I~_^<<=`H3DT(B_~r9pVWda`c=rGq(d%Z<-c^
zi~^=`%d$vX^B24ZojX7ai44BI`pr?vJ-s|!&Ct!V!gTjR1k4z(Pb0>)8EwYAc~ld2
zOk6f5nos2PIy{>xuYS=M^AYJc3T`4dTo$cbiFYq@35@fG2v_h;26V}<RXYmQ6rSj4
zDeznsL#61^2UA@mO;1}?6Ew^5vhe&=Mt#3WDd-yRE*a^A<5aZYN1w0fWX>w?H2NL(
z5;7$4T;UFNSk!^gbCAC4%b*j#(!FB~*-d`JRNz=J{#&m1bmV|QChq;U_TBDMi12ZA
z=;9gEC*k`T4;VdP4r#sMv^ZIU+;>N#XFb9^C1dUVYYvOvyY5b$@8_N?ka;fJbx+MR
zuXp$zFUy+kFzn4I@oyia7uYZMuyK#kp;?d5q3b8^(EC_f=+rNriP0%dQ-V}rOHiQX
z)2$jsr|dwBY6!bo5YxYtJv!jfE&XswTSYV-@lbTIC#bI|mwf|b9n1lT3Bm41JBPTp
zQbD-zrm_mg&b|4>o;~jaVQHn1i;qVP=ubTYzC{Q7x&m`Sr(AM3NkW;ad@{o$$%BD<
z#eVqk8SqO{Wo@?a9X=}ciy&p;QH7IeD?g^?0d1_Sg8Pae%h7&Am}ty8&(t=82rJj;
z$KKMn=Es+;4+jN^F8f!>GW;2hoewgz$R<JW@BzEsJfemLlLnV{nS@jF7PaK}!Y9x-
z85`(+CVQtFU1;wJ{2TtH-dW~h;mM}iN<900dPA9Lk}`0nyy^wWdHUhGtM~=h19USl
zC!<(}4>Mlrs>a%#4glX9>OOi0J&N^`;@P<S5$mn_@bF6Ysra%?WN51R<&uqjqn_9y
z<SO6)=l-912e#X;i4C*xtPPF~3={?wy5v0w0aO}EUA=F{YP%!>Dq0=$ad>VajIp?X
z*Ot;6tH<Aogg;K0jIfec@`|VeEJgFfyE>Qhcg0~h@5$u_tofa)d;xV{lar)=fBxDQ
zcAQTZ)pc=A?3L!RnG%b-BioT*krBAvM{E(kps}wzE4^Qa{m?4jwcxt_??b!3n@&eQ
zH~FDuM*C&C;D^>!9pm}Mj~4<Pe`sx4I9FEzp*h>c;a+Xf7cwxh8H)GzHOSFCO0{p`
z5{5AuVHilyy#QLj?cJGN)fL0`ovZQDD2n(J;>*YP<gJzc*1nR(eC9ZjRe}Ecuwh&t
zKTyNDKbJEjD8cxU9s7(C2OYAakgh@N3aSP2?7LydV=lPAFX2}ViHwAHH<x4N4nwVj
zLL%w~@GliTSBeY3Xm?nRNzjMrW0^3leE=t$Qwm>&GeRE;-Y?c5tnu4^U7JOC#o+5Q
z`mZv^IkMLdU@H6peP1SZH|h>tSrE3A><6FnH|GY#GCvaMGr+y^2PJzL3j{>0E2o+w
z`Lm<9dOv`22L2p#k2ZgG--@qe|F&S*(z)tOFEYRbz08z>^5W@rcS}UsFj{3kxD$Ig
z^m*MvqtIpF$C&s0C)hUV!#+(%S+cxLJThP4t(<9Vr;>Ww2lE8}v4@+%q$+UJCYXe3
z#QT7C<zPNX4KGAa5i?a+|B!{gBi~+-+EqkoO7A9yGUu+?#S_|1?*X|qbCN;5;kBf=
zs<|u$CvNtFX3Bixg||X8z8Fz}WMIyL98)<S(R-ay)~><69nOA|-#M2p7p0cty>qFI
z^pU^%15z1jFYHUwF1x#J%zP8WeJ*)7@|T*po}O0u-E*5g^DzJMeYE`oQF3j@b@RKe
zM~iW3D^f$Qc0SQ$J$?T7{vFo#7HFY!$9u0>N2}IG`{LGAe)^nHt{8CI;+meAt;Pk+
zk;)34zLkRb#_N40SsR)V?S}VU1co0M$7Azj%LtqbWVD6;z;Vmox3o{HtG<F;V`51{
zqY+vP&&{m}f<W!s1KVHmqk)HKY*ZhOJE*ap2^H?pG>vAm@+R8BfsbPT(Aw@wN-5$T
zW$x!EFn0KL;zQO15MG@2(k87r5!)1hvnng$9-q~3xtC`4=*_Z<F=bBmk8J?L4vVc%
zAGlXbdbHX=H^GHv42U0+qS}NVqlelNQz#=))ZsaRue|;8(#Pt6r~jyAP)mvbdKbye
zyWy1KxSbB;U1fJe?%a-fSzBgm(|;I@741)C+-GcQ^6fes8N<ukljC@9C*LRa)Qpxy
zOZunfQ5zESSI0PH+RmW86iCL>tuWcSZQ8giX|bK_h}#*@v2)9KT4TKjGtOW1IIV`U
z<mORXTai~#&~+taMdaUbXmqzM%7W9~JzsP8rqH>ikk#|tu7dQ__h-LovNG@Y-WSCB
ze+Do7ZA87e^Ge@+1CJvYKkXzzajYT|O7!SJn^)~^Mh$!(YKRDn@-}6A@MJ*ack4A>
z-y;{u=}zYBDZ6qZFR<LRYa1({(#HM};MezM&(RNhMLm6C2@+I8aq=9-LhM*(9%F*o
zl~44jn{G;I^#<T7-)>&rJ`4QXnFPr{V1`|Vr&h&QJ)3bKT6>S4c5Uxsn}X6KyEP>E
ziIX3B&jp@X^t5@a)~e`mWAE*otKPbYg)=AOBAIEb`R7>5{PeW(^vTFQ;!e7*uRKi2
zNR-ws-5E-E`t%r)>!xdboAx?VE}bcjC{MBP8yeUHpHk!f`N=aEUTq+k>K_F6oQ%{H
z^Lt{fN~N0O_PX&pC%lU|7XnJAtRcB1X-_HZz6LHMv5f(tq>|!`oYDXl%{@P9<ceLJ
z-0!n#Q8Xc@5c+tyt88op)pSUw=H8wBf|t72iPafC<foo~F8<(CN8!u^Ti%6kxsG>w
zb^T{68|<9oNdeY#1DTt7N4op#=_67glMk=(W^2#19$R+3c<E`o&#9I7l{7W&^#SS3
z26A`3^_iUCXs@KvpfC4U{4JtQXI|~T$VpnQ-SoYCK~?hYB;9n!UZ?mQX^Wh_qQ84k
z%RyHRt{*U~6WDn^-l-S-DK>9#Y#C?ew@h}pcahlK4_PXj6dLIFVdjsdedEhREeV(2
zM9p7vlv@gPs81M2)_VL64U&c4$9OX0HZ|t^+yv!sT_AbNHCIY?x#z0|q1?BJO$LW~
zwIwb){BJHtRljy$jy;^leIJw^MrYacIs4S{*CT1?-LK!px!;2=q&gs~rG>D!7M9OA
z_fV_utMA(3T+qICj1FLHWq-O&sx)Q#%}CZhl4P9G_coAz=C-8u*;IK4&XG8D0@_*c
zM{k)=xjipQTkK;5oIpnHPoe&SIAyRvq7T4s<Daccx%aHXLlUCs)TQE_PktQ{+XG0C
z+c!|2j`Fq>_9M<)59oW50!H-AkubBjn9&Z*Fd^;2rlk&f4b~2JFw^%kA^=M)${~y%
z<35|G2WPtk&#DE8@Mz}bv$&u3(@lV!mr??I#r>$;k-YtP_}>{-ZyqifKQ;_>PP2TI
zn0c)!u(Vz|P#W-Mai`j;cOFM3j2Lt7-LG+_3nwe1CCB~d9+lr9gIfz@rkUVl^j8N6
zb8VfWr)o(*U7_b?_LC^aUcqxqm8H9+`vfi*P&e%daud|ejJsh;!!xfxcMML1ev~Qt
zr0Zv_d?hB`pdC@#9hiAB7M^Q<X}isX$W(V{m;2HWBQ5>Yv{_D-1){{hRy_@mJzv>3
z;jMDDz1jIZ&+-rr{EWqXV9Zncw}*YNz7IiCFvHD+SIz5JYqRnt!)8evi*`H*0jYYH
zJP#(3^mQ%lG$7HWPN%uH!tX)$53N$O%yzpUT7vLz4A@D1&-$+DzdrAp#O=*<coD!%
zy}swd*7<*xiDJ@7kCEo`g$4#q5*o3wR!~JhL8+4JXFBRLH9g;ALRfZ)M<g0bFSFjQ
zku74h^nBOF==mDwS?X4n)Mu@>y82VOw+K}1yXCMitHL#M-|)y<pv0rYt8x|gq<e{W
z11D&}Ze1f!B}a<We=d7ZPgk8>_Gq_n2r-@@vih<JN!W|;wtNxoDE%|Gv~IQCb(!#%
zC7gLV_vpZf{B!Sa1s>Syx*P<#aLH-D@$%-jqOX$qCEIh?6K{NiE+4veJ(63IT6sXM
zT03=Ifp~a_yeLzyU->ZLlM~*HjC9YKt^Pe<>2Td@IbNRCvU1<|yZX47MMdpBf%V%B
z*GYQM0+-p5Tmy2?rbnyokIn->KDo!wEZL!GYFkeHzW2C_`<gX#j`H&=PoCg*a;f8f
z%PQu6%SsF7KzzG#t>0OFdcdva*dqMTQnwt>`<(E6MugD^oP{jxgAC8A2wGRXx$ju%
zOvfe7wRCYgtoLNiM2$21yE<v*nd-d@J<$w&wE4Sw<DHpi%jrqa-v=G8quipU```1|
z(LPtd$O(<gnQ4LC&%d{h_WbW9bqEwc^o#s{e)c#~J-8fALhPNokal-@E6DyjF7B%s
z^zo?}6L{9m0B!~Au76tb?E_J;p5>9BjL=B$`N2<Da_EtQ@gs`zL-{JJ&3%oF9M*ch
zo0@;n|DC~%SYN0w!8@=A(%?@<+W?$AtOYpqv3O$Ph{!7nz;L6PzCE(8KhvdGj{=GR
z80Wy8@2&BFE$+RQ<N-p*QI<()@B!qz2-MTVFC8hK&76V){l2H}{;|+F13sB`lT=aW
z13q*rUuh`w*|Z$leC_&O*2KvJKSvE5dzdBL_h>Y&k#t=*{E`v4+8=*DlbAoa&bYbj
z%NBi(&fl}uSUBj<{;r<WP?>gDbmzpYp;d6+!xtA1e?8|E)LF8wGpOsId393Mfoj#e
z6JjHstIlzY(=Fb+bXql6y00a*<5<hF8`Xo+_E&z(xtTR{2gwcdS$L4Naiq(oO0i{8
zmRofrm9UrMkn_fKVQB3p0HTQzthV+((6GV|t$KODEN16V@~8bte;|q^lin={xYd3i
zaeZ#)SE>ko9ChU<A1gqjO+BX9hRCA-yyYYK>EX=2fbYH!qQj239y)Et8CN0Jga*v4
z;XE!5m~mPZeKPg>Uo^dURMP+d{;!pmrj;h;&Ri*|IlyhDxp2!;apYETq>{U3j*M_`
zG$){-xOZAs;?@*V)6B|&scE_D)qH(<y+6O-e;m$%bKpE5kLUgQxUTDVxzJGh0fp}Z
z(Y??16)!<tLet}B;fv>jr?cH=(1VgeT~?px&j-vB=R!)wTk@|P<KVdJTY=<#<zF*V
zuU%qRC5h`qEANr(k>DQ<U5N!CBgIh<3ofmFr+>NH90*?kY$10|Y0;UoZLz3?9#({0
zj8Aa-(sw80soLV68JG8o&U+qDBeC`V-f`1};4#{YtAYDz_&X(3=;6Eh=Am+SPY%@o
zEbsB&INsuz7w1crYOS`eXZ*6yn}5=tU+&g^wewzKCGC@wbmZI1f3z+gia0$=wY3|Y
zh2;57WaRF0X4EP`*E?@bpr#(x8GeFhY8fKpXk5tTL<c%4;%8+|of#Yz0a>U{K5}2V
z4`%}C;|~+@F6BXA<Ho!Q{4Wl7(i2&oT&+}{ux-b<_*7|r8^$Bg+6c8rKZ459o?Md6
zdK`^SqYrPRmlyd3jv9eVkt)&CFLk=`vx8DV-h_wPPdwC6)<>_>%9d|KbDM%CQ;(iM
zwcRU>1WZ3MMBJ=yD6eob?di4vBhpz5^JVsZx^?sP5$U`-tYVnc%ZV}*emmvxL^GFR
z+8L&QKHl?9*8y1oH(P9Wj0(2P=6E8M)@N&YUr@9DeA35^J!M}&huuTdB$i0;%*J;{
zx&LfL&v2yv@0BZ;0>;g^9SgqKkaE&nr!{KJwf3RUsyIjk_X%wq@lrwK?otW7nx-da
zzUFBBbfRO#qXdq8ZCssb)5>{u)bXetZ_=yWMheHN^$8nE>mqqt3UUYnM@WwLh0pzU
z#XSN~+MVR&rYvuQarSSw&EI2d3rC8i10|<l3dbR8g%0T6#d-k}XOh8RDdfGOZR^&b
zDB2~1Ku?ajGK6sv?0mgtKzXD~27W#Vwf#}$W!99H<QQ@3h`kjPzqoQAyHr$N6sF;B
zMtPVg1|X2Kb|x!xBlRu@_urXz80Nl#K9H+WTjKg%tNF{cPhLT3SjTI|O6jAoofg91
zhWM#L1uYxVmi<+74xzlby9-eJ>{nQnu5qmmx6q;bIXbGg)|2a3+wFG#TY6JDqy_Ia
zDB#mMP-@?iuF)Vz$?^pJ#`e{jL^tQ$sRL&qR=p|gvIxn6l1p5ER_$_@Fn5)1V%Yqq
zKDo(Re-Yo<I3DS6cXv1)I;Cgy2HPT#7*;n>7<v^=RQ?(?6a3G{ZwqUm2)QuaQukZy
z%-vH#uRXiC(t|=r5qn?x>f<K6jof%5rNrh7mMby3b)AQ%eqvs>1&#!@+kK#91|@!q
zdeUR9i_M>w<CfoWSC4D@&^;WbNn3#oFM1R`8dmJyFdxiHXShf7mqH)Ov#a(q=m<?=
z<)^RdH^*W+f=gW{G>BCyts6J=*wm--voJqpO?%Cf>>1eKgX7;hhPtFSaK07%GQdoJ
zok|r*oULeSLQLk7D96|7*O&s+*Y{2Qwerbp*(H87JZpQ#i8G@ZSYfZ~9H*PUc09)}
zQnT4;b-4~D%*A@DKOT>b%8T;s7Bdt-paVbpKC+9O?U>x#g)VO2R>##q|K)PC-xq<!
zxF!Doubq+!f0Z}a-uL||(+mM8As84!+jHg5dYM8tvJ{YGmKkBO-hvZ|XB=~wIxpea
zNDa4@O-fcxwN+GJ#X<4@Dm+SC*T_<s%H!T8%Ezt3YOfjcXJH<Yq_A~TP!a#?bj^3v
zM#?fT$OL?%SFdgzB-fsNDj+=TMMn-iS>zOEv#Kp@BBXRpT$!)EG;?R$>O90>>7RPc
zaA`8oNi;KIq11=^(mO|T&LH?R;xoRkaNAK6-??1d`JzJGG!Nf!MrJm0yxh|c<cUu)
zJtjU|LevX#gj-w+=X2U{05C$A-X7}K71*5hNYlf~v75kpVy+^2K7QcpHf(rjCi4~*
z?_G#`AZa<S=ZxoHCI%|FYredKg)JgwEU8B`l_Q=A)j5w#FpSwSF+PzW){$9Sx-~A%
zte5>n1OF0l9E&<;0QN8D#HR_NhMY*XG^TG7Jj|mD=U&bg7joiQQ*y=cBg%IX2;ZyV
z-EqwlU@&IPUdkDcT!EviOt3856?r2p0v7L`cTpwih8>gC6~;AGl|P6C-e%tpYq<r`
zZOyrGYcA63Bbi@EhJN<rr}nJ&yw6d0+@1FolNuZ?W%V}P8Q&jjQ~ho*yMEM(pMSyI
zLH;5cg9idXjalkZlbo07D!PBgai&}w?z;&eX0vP<&^6=>QScWfA97%Mco)_mD$R4v
ziO9;oh^Ki=P<2mfveHGZ#TS~}f6U=)v5Cx%;4?Sv>3$I3xENdCNO6S+$;U$?9ni^+
z42P-ZBWJ>0ckgp8_uvo31L&~Zw4qejdSLH(cC$3dT4c_RS|2kLt+%ElcYn6^gUAP`
ziz=d-5A>ZVL1!{lTRiT?R9p&<o9jxd9hZ<sT}1nAdvRL;d?}hh11AY=6r{Do=(f1s
zG1qW(RQ7`ej_)PE!e2wGZ_dbhU;2si-jgGZgJ{?xf!K;wUnlx@_gs@y|Gkws|FpP!
z5)bh&;^fIzAb*UZo~O60sX-qu@-NOQMBn-@d`^B2spJYD7+g8)Rs+9ckIv?JH4zc4
zrz3~;54AJOI<zS--F*I`g~vGcdXat~Qj_MtSQt$?_C#r?&^Gn|wxRE!VV&<>(k}Hn
z#p-Q2EcpLjLM=8y-WvF}nKqXk(ijtgypO-B=R6}%sq)&#(N4yR2N|43tBp;o7$y>_
za_O-(<jkKlIAzEw^VH(8^+YS_T3&XEc;%YBi?Da@I5IkZ>S=nLYA$I?qd@VA#2T%_
zkd>t~ZmS;ARoVJ+wvw>QU+7I2TQsk+=VaxbE{|(7A`lUT6GkBF<l*zn*p^%0>n*~-
z)Jyrs@I+gy0i-7-quh|MhR&t}d56!f{>!y8Y8L*Uw?X>exp(H{nJSY1a;;i^YPcjh
zU0X5#;GqIY+8<Roj3O#ZnSsfX^G~vK%uGrU@p`o>S~eQuBCc{z0Q_((WXpv%@PLuh
zs@JxV109?W9L`v%^6evi7{-~w^hneqL3N69M00GGw6d8l-UilU+VrwSxg4Gh0}SHx
z^p`6EvVT6$8~_c7QMG$)dH@79^USJ|Cma!1`d3WNach`*|G&IxP__lx?qxZfKA=n6
zJcVU>E_bmrOtPgo1_Tb{!^el*tOz)XZ|p<ZwS_+-6uIFs0A+OOQV{a&xv^iQ5oypV
zKmLJk*E|V9Pq&6~_ct+5rKPV7=ccj?MD`vsbIt9so2vnY)p`>raH+eq&;_d-YB`DG
zEx;d$lndA%*{Tt;Ki;9M#2Y*<#?fNh)L)*)0*0O#32ajy07v`HOks3T33D=)U&H?7
zH8}A$sXDxnd~~7O*`=F56aAblN#6Sbct8w;qi&~oRF=rn9JTVMoE0pa_EG09W1|aD
z)SL;Y`9wQ@Y#(8|9}yvFlcY=)*6Iw0$wy*En_uCX;GKcZH_ob~rFm4I1etL7yz8yy
zj*#sXE=J_5Q>i}(D9C3e91*wvi!n1x_E-ZX$1hm$<)5IQY1Iei^|!4YEZP!lcNX&{
zY?QdMgY$^=yf|H69_zJur^3z6AVce}M@HFsav>4jv)No~=X!aThYV5L)uG~YS+0)M
zFCsMDz+eHC&q)q&@-lXwRk63`&Eu>4O8nc#)BYd7-9j!V@M0ZG;1&QGIY7m_(a7Ea
zkbu9A$|20S$PH6{&>A7>8m>_S$ME)a&*~u@8a4faIvxPI6(@?NsT>N5U-NSF?#S=7
zJq_am=GVVmSo3wjc_=Ct_r7)+xA*=oLWlwP&DXGtV466$EZe7I!>(`%*US^er8DaV
z4Zo({J)Yh^AtSzAUxv#eeh&)^x7=-lT$XhWN~5Re-5&0WsgEraEFqQ}?3HMYM~>((
zZogR3yXD^$+C`fl5sI5}dhQkgDT=RopiXzunl4pScIVmN6$lG=fh~<D?z7I0xis4%
zV>N@6o%eyu3bN)!B*T*FDULBeH5ALlU(Izqn@+Z1C64IU_?dvrs+MbQI^lMf6Ixm>
zcw(HTeVp%axEv&9Y~j0E_MwEhM{7!hx%Je83fz4?`XA7%J@=1K?11f$0=_+M6J74L
zx0z-tIUN-_uqb}que))!;Ks>;vpc9O)Q=y9n;hbtY7CEx){Xu$yCsv(V&zPJtWG7y
zl`6!BPFf<^)U0$+<E}z#TG4$*gn}L;0OGS)1t-dx34{U7(z8}%P`4>_7vEb+S9uy&
z=7=d`koZRMi=pZS>u?Xo5M{ZJFNUT;m0YgB9=i9zbGFfD0%jfFJc2FO8xPVhR%BX2
ztX$pGCNLu^d9cgg-Cblg+sg$VV4qSfMCIT$M@rb!Te|oE1rp%TPH-9e{f9dF{y)@-
zhsWjr85q}hRIdBt%O|~>@S7fztKKc_HtrVup_g>X#8|Kh#9Y1o-2&NF>Rqk3fu{z;
z#rc{Phz3Sx2uHq~h;3yb(3mdGk$@S|-efa{^3Y1^lqv1=>X`J*Sra2r9D5q03ox-f
z6$8j2-Duac;k@no3)L|Hc5>>Q&!YH4OKe5D=QoPzomzMLADUv~LQ5X#98Jt$Zo{Hr
z+ldJDO0UWvC;)!0R$^E;7leS$6?xAz0zYjKCzA1P7_$d$<1q2kXTsfWg|)NQ*Bz6o
zXK-#z%4=Ajsa;Cl0Ja%1MO=TP9VddV97JQtBI1KtPwq|$bpXza7ZRqUW(Ig+MW?ik
zB@u6x2^y|1&+Ba>9i5aG|GaYEGjZug^$v(N*;pPY$92Z(U$|W8-C!W6r?S65ItQtd
zJKARCaKY*`!f{o9hppvYg1F}o45|>~r9gv?fPPT<n|Aau4L+&Bz2rdXDGnb+W6rQV
z>ZOwzXS33%T&^$Npi7xNvMp*jL2JJL+G;j%lTQ|ay(ES57wx6RsGiJXI135B19`k;
zosj_80sAL2z;#X?)Au=?ie&r>8IyYd=#dh+Z#7NZCWMft421_-%$ngqhlBdufz#Lq
zqfWmM$QSN!)))?M9p)!eN>%q4>P4eUbHA3{sxQ6%DwJ`Ni@e9<KEG}L!aDP;@`>FA
z`r84WQ_5C2W_6O_OB%>g2Zx?g=LPu-CG$3`x|Y)e->x0$uJjuBzcKyw(y^a&_sH9U
zX0a^ckX-Q{a8S9ABWLNacrO_Bh<rIpHhpaj`+(4}Ji$wT$B2PV6<d85ec5zqqvGF2
z3KJo+4~xr>3Vf?4sJKyrthV5UnF;sWBNi{{?slFo=|QEPoTIe^hbd{4>XI+pc*{=s
zG<sBr^Q?Df_-QXJYrV7Jm4DWKh;W<Q&st$QrJAI%v~7Du>f)6ptZ%E@Wq8D(L*S6i
zoKyAITf}kf{$p1{iGN!~r%Ys>yY6co6_p!hq^TMwd*u+uf*kUjbk>W!yXp@S=&*?+
zPUt#cisz>&+KLw}B-%m8{S1pPLAVQ|<Fc<3yP3_+y1s9teNHG=`VH8+ztM28;)0vM
zO>*rj4jU`qcZq<O9!C9j=&JKCJUiP(vl_IKP>348wmsOZ+c}7CkV{-@3~qfKm9|fq
zW!<>tq$<GHnFtDH?z(ZIX~L!xijQy6rY{53b2+|VmmL6N54a}po6}Vsoq(Jgh-2v#
zNR)h}_2ACL*2fyz6;}JWIQxi%a?O|)3K8!WTNm1?KDn9fi|i5mP@1=Ou5(XhE_s6!
zvk&M*O@L;>f}wgJkO6?I@A(hY2$ih*Tfw}V8b~!jl<>7$MdzU*Pcz@mI6_$eT`xyF
zwRPc^Dap%^-2tNEZnE{xyROeJv2OpEN2X{wt3Qh)GHu<yeQm^w=Oi6(lg}a`Y8E3&
znY*w<oo5u^QG9A-t&=Fk`Bcz3Y?16`0FaX#RQ?d5OtN_#6*Yi4G8aJp^fU_!c=+*C
z-cE{n&~&hjS(2xB_Xc?sH^x9jH|6}nR~icabTX(5T=H;1^@`<1eXC2edncdVeXIIH
z%vv(ktkfE8Ci(!_GzjUS8?O%8dY=1{TIXN)IbLLKTx4qF{V|Cv;GPSIr~ZfOxzP9i
zhg8G8&zy0J1Hu3eGXCW{a}ao&XW%irMj=UkJaDKA;$e0y+~b|-W;EOW9g8X%!>|%2
zIsa3=UH>N|H;0vKDtIx~yN;)ve$j2b^qu7fLVC=<L&|u$A|^%IMNmuhE%!ps@C~b}
zn7*2*=`}ND5#o$%8;Us1^#RrC#ss@af%N)jHCgN8@1<x@U*g=4wf~)Q{2;dBwwEw-
zZb1XB0@wC#D_ukeJOmUcI4OHmQcPOETqYi2{nGr1WGpskvuc%S<=#(-1!h{6y2F*5
zHbCDzXkDKr`0FadP+xz;$G<}x`9ccIx%PZJ{TQz4-;Z>yr5IVcJj7ie<;_q*-s(Nx
z3;jmkAim!Gy!mrA*oehVB;%C0rrBL1CE{awqdDU@?b6Z(P@22Vl2@X~U66gW$;jGT
zX0MfF^A(Stw|Q?C9gcGn-AaG}4R8=F_ZY%53>X=Vw{@F6+hh{+)fVYT7aPDK#e&34
z52)5AR5Zq_(ad}%L%Ax;Ww!Pzy6v)6&A^jvJ)otjTVwr$7Z$moGWb6K()2117g?@~
z$4}MzP2~fOmP_e^mrXdsAX3wb+g7*NCdm3-wAR`MBN@uDqDQ7tWOc<p^6tg{eKYgd
zw(sp$-AZ6ocI7DzD4Q#e*(sjCci#fiaBM}AxHcQoyEzt3ivAPiJoND76a5i=b~||7
zX~dJ<<Yu)g8Cfl8nsQ8Asl-RYKhmM*!)x!BnW@~{%dIKp#kd})boACl((U*3z=lU9
z^*Y24rTm(4(z)Rp@ug|;wF5PGvCD^?C%zJhmwV8*Y*}ez{h{`~<?#@!Bn&<#IY@SG
z`>XeRi1+L8(nF6Riu^uO8WulecPCw}J|N;v;VLS*wS2kJ^iAy<ch5s=njKr~5wrG)
zvNh^X+d?U&?#J*PWVRZ2QaGOx-~lDDrrj#j+cKh~J3pXsHEy!jBEO{DRYSQQbKDw;
zcd)GUX&2%q0IFS8k7oJK&(dDY@V1<XiLNyvcP{Up5^sw{5`I|IV`~0jx5;}taJSq7
z`F5PCQ}DwtD37;}-Ppm%^$L!l-=PDf1r>?c@(kQVr-WFUOWi|<Hgh7gtYU|!iv!Js
zLGZADz$L|U`JZzt>$pmF%eHlKA8TS_I3*wQILk`@>5uBch@lvW>y_3b^29VK{}apB
z?EV*r(KzO*HVaOgF9$i%U;fZQ7^;|g6+CSYR2ywpQR#s_f*N7D0>@8X%O|%LQt5OZ
zxBSVB!oQK@DV(btX<nP&kEjyciIexx$h1gX->;+F_cLGT3B=ah*u3i1AYY;fZ6D~#
zB_#Pp#6NyWG#SI{vOx(BXNe|3(ovC0@^x5?$U$&JgocavbxY=1<b-{TDpbkGL|u{k
z1-zP@2p@w;hzAj1iQ~xhV0^A6Fh`;P{bYTT4i?$~pAOA-4ZH62=#^et;!*dgv}L(t
zUM|nkTh;P2MeEB{_jl4nXCJ!Xrp}4Xc6;pL6{W|czg|HmuuHQ0(ZG%^w0sqHP#l)i
zM)(uA;hUM@j7?6*G*3*AK=s)4w}V;47tb((ap4&)X&Gk!$QIuYhzb9fOa1?*Gt@JI
z!4Ae;z~7SpLr2Bx&S0y_DbW<D;eF(-Og)-Y!QDfTg{|);#P8JF(-%_L%{M*q?v)iO
z$S`$m*n6uD!*g8xCda|&L<Yj~$5Nzi<+$;w!>`dd)B)v{V%Nq|vXs1TmKdc7bNZSV
zEcrFo*9U?*kAEa#t^oC3ZXvmyMSnlW1IhhIe%5BYT8e+oSPCd6cPs!9oPbaMDL$T5
z<zrNJq^N_p4!TrsgmHecw9IXdSGGs1AVL-Os$npHGLbU*c`C=211MA*G?kDyhbUd*
z06+?*f#O}0q+hA8j5akNl-lZmWwJYK)Uixy9{A9>kw4dAJs#Jz?nD{AvteeU0ADJR
zmu_pD8uSi}B@27kirtsO9`8O%VBR#Qk2c5{ZSu0If68<0_dD6mq3doy7va*wv(l|8
zj`#=An3}+9)GAI#3R@+fZ7~dSDPC&vhedNvfu0B8)*9K(k2(Gj17;UluhZa3uoL$j
z-LMyT=Dmm!_6@6Z%VBC0#;C=Hh?%5g(`Mdq-4D{YwUDDb=C73;Rs;sz5GK_<E(=un
z$*R?n3X&U_Ijp9?;B8H_mUhc~H*TI|w81%Yg#EIhUs}NaDetmg3OrJ@jzgd$0)^QH
zx)BAxcl0MO$x>r;E3Mo<j@)p0^PPHZd=647U;RkXsnt*Z#@WW|JEVl~w1muMq8}L7
zJlzzz1C_$|<oK6s5;5LbcXK2oTApRY&U#c+I2&pl{%gauu!du0b5f`+5MIk&6))KS
zlHOL<oi-Cro03fJQh0kcu5Qowu%^QiI^5XyNJre^vp&LfQiAxnxz3(l0=FSppgm=#
z7HW&$xK+8(j9BcNVJiEA(jV6BZG33pCA@9=E1a$3156T28+OfB5yQs`eyS2U02}}N
zc3AVgLH~5jhV*8^a3z~o#9alEt3YRnxY=p*Ynk(iigaZ;KK90kfhSMjp6;WNPL*^g
zgQs_GIRv;6XD<$k(s{W`F>ko>Gt<9#As5#9AQv`e*5|MapLtEUur7hyKB{~<if=AZ
zh!X}GL@Ap-gpho%J3+3z`RCU_?XZ@{7V=fL@(SIx_@c3*wU{0~-a_<9v)mSHIU+AC
zN|AK4Y3up%rhmEkkW&}-|Br$NY<K}BlwN)cyT_L1gt}xcI0nnPxM~jox@c@v!)LfA
z+q)X#PLi3{DVgggg^eyPF19}FTb<2~#)s#)(ewa*0iFgk1LO{kJkCV6Sg+60bm!8a
z745!>z8+>D_Z*u<6<58b1E2jQ^u1PSU5|3IS<sqRk0#v&-~Uc|DBV^B_#l^qO8R7u
zLr@+Ld;bpkf-)_MtRr_iGD|}n^;sj93ujc^Y)%78UJqBg?BR$H@AxQ7eXXvz7^=^L
z=^Q8e3@6Oi_Vh&7tc!e*PjlE|7czYhDL2{axV#sOCE}4zr|sS|)Nszz(zf7s<>U;y
z29Z40;BU?5wvrd4g(wQj6cF8BVh6GzRucG$^zbbd$|10;PTmfkBU`DOW9fR7ejdy=
zCA<NkTr3r{q2WmR0zGz_MjEQfE3{C$?b5=8{w(I6)eX(ER^3IxqY=)LlpXm)+Efk-
zPHY3^jM(J<Wz8&?bw3%kOzQ-=FVtPNsyQe=Yic*+o@T`^$GNDZ1ywLQaOZv7akEir
zUlK={HMbS1H+q==I*ywH!*js`7tM}M$1%BYzYJW$w8DZhr#YFRusDK)GDYz0L-Kov
zL{2U@o7vH8MMpZ){2)+5Zku}BMMJot_KVZ+?2h9(_B4o&D7!`y(ZA~mu?F@d95{dy
zPMnaB>|>+&IGF<oKV@brXsPcw2I8iy6Jc0w4xLpN3EsmtcR-ZD%12GwOa=iUb%qlT
z+Gwc*%dbgbKN+TWeipzQPNzb|mLC(MFq+C7jxS}Uk+f^~IG<fr-G434riN~NVj7@}
z#%oOzi)HvNf<wG}Hr25eujwwGVa9A)LRTNaaMrXFXEl_sL`1!0cLd+oQ+SyI3`gG;
zn=;(1-}1=vAq`4i3;6>Y>-SNuG+I>T7s>!<XcWAxZ^}t@KHn~k*5k~s8&^t8T|@yd
zW6G?|P@X{be`eSGZ{FauyY(Ju_(?}fxsKK1uP1g#@Y)T?XJxk^=-eNEUT!Rx>TUl|
z%3@-1c-x{*u!1hX@wj0)!vAHCZh4lCyo3D19g$>eZ{U&4&#Hz3)7RK!V?>rpL<2zf
zYoI7YP7+Ch>T3(youEnk3tF{=&(c;~;|BXyI4m1F2bo#+KjPu_uL|E|mJaT*{xA6J
zREEFTqhIs;xN`OY8Bw$1M(h=zdk(;j=QPd`gp6&FnXMGVnKvUpbBpELOno5{&P@pa
zA;n6ofh=FUbqJEgE|WWpESyy>mW?b-KU8|^wM0G23Gj~9o=@I7bqHL_Ne@zKlZjBq
zf!$nM)pTG#mJT!4v#dhxfRaUXe4j9ezwdlRtd%WMdtb<wYv#bmg!4w9g<`I=seF1=
zl(BVTQk&}W>f^MLfwJxbjVaL_Epb8<X;E1R##ScDi6@k#=gC2?joV7j9Itx_F^oQj
zG-QU>c0KSfTfo@{;U|{<$L=@}Dr}SQC#JUBVO3w|M1nHs70tNzZQflooVJI#glaL+
z*BP)hT4X2)F{}#0!Fb0JoaFNdq#IKyZ-{}+>9v~BK>B6!+nEGD`iVHrEPXw0x(+G!
zb@qYB!=|BiBbI_9Fc>$+3=CrvJ(Wq@P@>j#&-<JRI=HCDFP*mlJjP74Jt{?XW5Q-s
zEhXs_KxQd0%aHX*QPAK`l<K+VDxYhaLXJ<TI}`5;8bXnek+qh;hj|ogRfTy1#ExWD
zdTQb4Qr?6BKnq8d;-rMiSL<;hd7H`=wdQ-T#blccJ+t5umuz2!k8#$@4r^e;!JnIE
zhNTnpF0_Ht`yVP+`QT$Oi41Iv3;1vX8~2Hc71b%E`vs7rrI@wO8t2J3bxMY;+VN|G
zRwPf@b?H&Ywcm(-mKvt_m<7?Jb>dJ{fF*lyHWZTtz&4-9<Bb`}q#}8(?M<u?&V|v=
z1f5+X6RE9_HAg!SsdeY?FcX<HU=E7zI@)Ox=igFOraYYzv`||*`q9<z%*CSwC(N;H
zs$tJWo)P-+r*-R>43dGG;WxBWLu?m+VzWZ|OkI;CP6HS*B{B&u8}1=9Oj0n;BV_rH
z`|Wmz#i<lKI7;${g3eg%yZzH`SB$Vq7xyKIDNw`VlL1sZ=){W`4V3h(D<KP!u9s3+
zJ_)9?KA0hP>qkNe#Z8GHa|0eb<yNf${BaW>x&w^=eEc^ye}&m<vqv*$%KO+(V31-|
zexcc7*_BDemMFvQoF<Q}C>PR9NcKo4n4@h=&P0V`9!G>L$n`ocnJIby2l`oSu_|X)
zvg_m{p(lN&pK-7MJzKoUaSm(S|B(OyF7+k7U3onHFPFpI|MK;2x*3E|<gX=bo$LnL
zU6=Mfu2{O#gxMW|)3SlN{0<mCk))Z-gdcTVS#yBMG<abmal*eztH{=53*Y&sM)C-V
zPr|g8r~~VKQM2!|I1_9Do*oyge4PHuaxl(Iv6RDx8F3PYf|qhvY#}Pl7sQA*&HGsA
z=_WsqvTj;p`oRZwqM1XpGxOYXxu)au^j7C;xbf$ia~M9wVq)NWaVO`NpF^~&EyBl=
z$mLUEXF0jj%EIJvB}1lk?y1)P;i_Q7=AnalOdKY)UA~$RSXON5_q}=y=GRexuiHUa
zX|DGwa<=Akg|-IZ0diR5BAei7X6<9iX@(Fy+6eQ{&d+=K!t#If${Xep&gO5cVC};}
zG3Hl|8`*=Ghkg6tsTFZB&RPC3UpODblJkS+Ep;xSb>L76vva$qYZySU7HF&s4RW$B
z<mDn_qqHe)`p)n*fSwH=zhveI@NBGG*N$(!C=FLTyn<Tps!eFyBC`~@C5Y@xAxwv&
z^%dbyTHrzQI3!Iw_S;1x3?dUF%DgDi%@jAw8Y;(gi*A`?+%RW`9lz*N<slsB2?Lab
zoR>`rW&O(~bI7JMgg+pboCmF(^nJ|P*QszzdLnAa=Sa(_S1PH9@X_B{Gu*Moch?5y
z_5npMEn^F02If8{TRbUxDq6Bkx{=@UFINlVk{ogLY1`hg48p|!Ff3i^KEy%}F1E`t
zETX$4RbAe2&W$bmAgAN<wG!bGj{~a!id;t*3JDssC4=~C8c-Os`018W^yg4Ox`umi
z2Yy9^(D{37@ZCtM^2<HskLxAz;`_B9J~}RbtMR|x)M9iUxr<G;o4b%4J4>ZP@8}tH
z(kQ5V&-$lDqmQ&!B@?vuc3l#wm9n3L;P$x!{w<<$%t2+sI)t?xHvQzuM7Lg!KMonX
zgHUESIXPU!@->Lt0ad9}hPE?F-34Qr(-#R%HPBJyFLf>SAnrlLGjdJHUyt18g*6=h
zxiD95cFkLKXUXCOTOe^XOnDjW+Q<E!=2xrzIk?S?QUKu#CK80PrebpVGj&FCs!WoQ
z<V=mv4>Oyo1hl-hpTfsREK>;Ip!CYWSn`eTxQ2AcSEY=9Y&l$&{~aX(ftT+$AKxAS
zbm2fShjXuEn1y*?(V}F3w=<GV$Ntta<g)ckw0H7i_NES3akQ%L7G<eGj(2s)HARH7
z-5Z32U%%`dIIKRQg;*;fK76gZROot%SYVJ_;bqOP^k2^9)O7gISEddcB6zx}g#?5k
z$BAH?JTA6eOa!W-Q@bd{NbS54NAZ_MoHmef%P3Ak2z*>o=}az+gU#mVM18q(7s4q-
zzDEBXup|E1q(6b_XvXjy=VHRXQ3{>irih_|;|BOw31kiuB7mrNP7+<{%p_v|Bhx#u
z*1#j&<nX<0HgTXhXUh^=xx6MYMYQ4p<yMM;{qr*qDnE{J2>BwpZc!Z054dQVoXlY)
zEAu=k?ZxEsGIT#Faw19LhRAS*t7CLTsv|2LA_QK^)};VsTO!O$C)`sw6jZ@O3h{D<
zc98k8>5sYn^W&zN(^e1ar>0ysosX(ImBHKsA|s#|JyOUz0v1c)`8fesd{b5Yy{Ec*
zb@_!&ip14Yoa1*AZXz_e_zt9)^Ek<24?D@6jGv?@LKCbL%=(^q<o>s3as*#BjfsP6
z|AZ3>`<9v~$Wgja4T>`xWe|1O>fWfC+y}a-rRY!V=eb_&uu~6G&KO5sDvRx-^@qc7
z6Hb0_McygZH&2{7<H^4U{(e$sJhB}|O>ZvR{16+LKhG@%I_sEb(nO~!n7OgL{@86;
zdV+M_J~QkLDaZPcGql7i-o{VQfNo`!mah8Q>d1>XqAJ1@5m2CYg1shZY&vTF6zmoy
z&GavNO4MM8GHg>^2&)8EH2`_xINkbrdK(6Bas}9B$f{p1mlwBvAXV~Jc~p%2C<41|
z#vzVZx+)hAQDt(g_Tj^#N6CorL=%+acOBVo_vdksLY;1+U%9y5B4Y~E+iw3kv8vFO
zsizBZ2b6q(og4RPNiyJvx)(IdSqB(VZ&R)_J1Sc_azB7k!*2(&gI|fr6~3>Ib;|T^
zA>l-lV8svOne0!B_0|RtfLWYsli{q{Duh}LIX*vY>uSr#OM@NrSNBi;-)gx0`Ip3{
zjLVPy<tq36uh9d<!Rp@>Og9yeim6Fp7-|R2bd8T3TZKcfw64sF3@mfza8T9~2jGGt
zFPf=&?d9Z;n-3KAOk4XuyjY_l%Cg9@Q_SJ?<0z#ln`5q(=UBE034&Q$C$FdjuY0cs
z08U{f1_kx7aBxbU(bH;dLc(h>D@W^zvS~mZTEiM2t;qpBv^s`0=E9hc;oysu=``&J
zrVQTv%*k`Y*@<S{o+L7f0^&2{#jBkY;NXAUq68)bE6GhHkxr6G>qAcx_=6HdGh5W`
zNQs3AH$0*)iDaZaK#b#j<${)R<>N=3N*sJRCC6C%tO)GvH85W~sT`)k;10saP|H)h
z#+|NrCZNBCr*%<t>mom5aO&1~^<mIp4Q4CSd?Ba-ka4BDK?NMrlmL#$A-|*2_U@ko
zsS6P2jZU8xvYVa^uOuOsbE`$%(oN3JrnBm_iT*eaI^E^5Etv#PX%!C?5w}t~!Y2GT
z1Kx*Q^4cnHMo3O78liIQ^`~d^3h>N@vk^@zy^726)AO<A7O<&kxsya#o2LZ>GL6?W
zC7FqoB8upb-A!fpf`n3(pBCP#BX&*M)us$uT%qxQop~G{=68vhdgMU#pGu7;BxuCP
zSg-a(4DBC=B^^)l3MKWYx4BPXO%@Thriqgoy_U7aYe0lZwxF5Nv>0~iC_wVQH?<<K
z(YPwSqMPXhk@XHG8Nwfk!*c76wXYv1_S9*(c;ShSIlp^msLl_mm<cmj?!G;yS(mof
z9GIIdB2s?V?vYNLhqX<8AR+V=O35=_g9AlAn!qqqXrHvbR_~oD-ubHmcB7|Nzuyyq
z&^dKPa@Gd@kn61J_k;p^;A)-E(2iq|r>`z;{z{vCHO?1q8XR=)mW3(5jwI?`^25U8
zqb`mYoy6*2Ss?dV%k5-|9WPYWn}Z7v+OPWW-dQXhxb^)%)&L0p@!H^{oqJou9GDTf
zvU3+ZV@ELPIV~-V&n2r<1fv0-$0cEBi6=;$JyPK!2a84x#>xfCa++|U`I&vKA=S&d
zoIV!}7OaMiQ6;47k}Q7!nyO8-N)W69pg|)mch&l)H?2GiE)hAQJ+t=sNWsV#4_tBZ
zPhAIm8X=a>eS8h@C^}><Cjq}zdO3I3xjRV?qf7rZvCgY=8X$ElCJ~wl*DsmYCT?}@
z?`ZqRRF;@29D9SQ#A}!_MmVe#MWrsoN*FhXc%ldrU?@QGULrdnK6538t{P?$tMeZ<
z0+!2cQ_aY#Xm$MWL!OnKzMdR$6K?wjTYjKJD-)EPfg!!knXNlE?%dIgS>=D6WBaK-
zgg?}7Al8Eg7_|CKzkNxC#wYSCgRcjZHQV(rP_EZg!6#J)E{baVTcA)|a!|M21;Ii;
zM<6Rdd>*<_k|lvG9i}zcCJA_qB!YwQ;@>q^GqMaH7p=}pv<1s)cc&>5ZFTV&5x3j~
zJMs2l5-gF}KM3*W8?(`JRKPWyhUYzz%^U26ES@?vzMR|O=wKWF;zeDTy<JSrUe=A#
zd>QfTb9@x*i&>9I=D;A|m>D3>ZmmyA27c^*dTW{@&pH2+k$#+a1#i9+r*a33vyMPx
z%Ee7E*$PsDWHi?iCV+aa9Ipb(1d!p0c3vigHW1Hn1y8Y5kjI>5cI2WlwN+4OTZ<Qz
z<xx!jbaG7%;Z$XgU+c*L0SIAH7KN|NhaNq})OD$%&%FR_e~;rAO&19Ry}oThJ{cu1
zfMiukxC>nuS^cw;Ziujnfyh@2+`&G5j{cDUuoiH~a&fuJILGR<t;%ij{&_lB)lAyV
z%Bzp`=po(4Iiwb))n#t_cHC^KIyaG+jA-GJvNdg0Qyw*Tba~6K<y6TGl?=eJyRV*#
zxi_(}Lt;Pu6><bX@Z*V{35Ob7xSllXy%H;}qg@P^Y@YFY@dB_FH<5TD*V35T^9s=(
z6rau2Hy(8T48<$04~YFl?_4h2X6VS@Q6>b@hxSx-{-F+afmMQEB||jLM`B?>ME%IE
zwV*c<WVu1q83DNO0LV8hQAvLryvS-6PudI8@t*9eyiX#An<zWmR?d{_pqja0jUNg|
zvD4|RfGt<!Hv`z!0xoVBcqw*uf1NPHCz_3!7*i$)+`-IWdWN}w*51)Yaa`?@P&6d)
z?R<epp4EHqAN3EW1JMgYnk8i>#c#IVej<CX{2KZpx&i>N25&h#*#I6L2Q;_Z5ZOl0
zKWu;K-1TD~EphJpmuraA`|`byZ^2&b{YAZjB2HFgsL9cTL(-a2i=50*QNc+VQS0-r
z=u(8n;{;}8Yn4UD5T7+MWUPxD$+;>7+We$B^M_^B6u#JtgAyi5l60$S)8F{x6a$-}
zM=r~@AAHcQ%e6s0$qA8duB90XNVJZV-SF<YS-M^fTLOOHmG#rI&AT;`YgT~+ZE$S~
z1D!eufb<GZNcuOalkAD*evClq1u@zespv8zrA?%4p*i-2mH&u&sJuih`M-68N^nla
zhghMC+aI9CIPAfY^8A!2PH_sS0i{UwL=`a)R#-)RVy5UO3$Djrazo~%&j{qEq0MeP
z;$ubbJNQo)k{O&1ieZXmC5<)G+6TM^2v;?YP>eaOfBOo3O+!Atr!;TqZT-g7ovoSQ
zMn~%S`uYIFkEz2)SudEISoE99@(;JF-CX1@j_^+<^YR9k2uM1;p6DrBqCw;)3@ykF
z`3!`A&t}XwOD8G8c*P#PSEzwg_NEoj3ip;r{i&*O*60OmA}4tNxu}}lntf+Ru?<Xz
ze33tv*a2Bsh>24$9@IUc2YJtE0Yy)R_{O&8!)n$zqNB`*x!QMuj-r3R=pNKxa%Bp(
zoO5K@N_tbvy*1YWW9fke4jQe{tI0<8>CK82T~`xXPNUumIJi9BM7WjXuEpwzQj%7@
zl1c}Pa)@v!G;6G%L&|xA7rvNw4DX{yJyBB#Kjp8!hcV-V->07O&m=}Icr6$5b;2hJ
z2*YXC2bj%Cu1Q;y3kwBzko|g8IM4l>QC}wY)lpj`WBO_6*IUZ1M?J{Fk0q_~yA3Bd
zYeTR3cs%i|>)*{N6h8#4@%XH3goRV1f)~%oLD+vai@0<L!rkqv>j$#5C69WzE~~mN
zj`T@R)ye*Nm`quRePRdPetO1W2G?1drztn`FBcpwgkjuY?kO7CS!cmswfl(Nw8EB1
z2Zg#D(hlm1DwPIEk;<JJ(C~#)zu&<6aC2xS8z^7@;d`yVH=o+14&8A8%PtuJ<@&g=
zLI*=nUG1@GiSZvd>n@1`%#vjIS9?_B=-BeCNhkCr2^{f9iG_~Am1gK(tymmQDQO+B
zBCXWd<7pH$3;6@RnDEG}53>A|F}KjL>KQX0rz>h56~+dfZ*I~08a_*Z^QL#PTuB}o
zI2R90Km2s}EK`K0bvbUQAF*nYm+&gy#XYai5IA-}uX^bpzpB(mxJOw~b)~s_Wzjuv
zI-ltFhKK!}c)(P=xN3we{Ds=bAQ%2d20YuYviteD`8rJvskHFAh<p6sKB3qY((QJG
z)1NozPYfz%M#PXAdgqCAQQ^Uls*LeCnd(bN^3pIqpiN|^=dPu^99iE4D9I)_Go^hM
zt2;Vk7rAsH&XM)Suf9D9ut`58pXhojips8*$a+!!l#r)OasRY^V)!`z@Q#*A+IEK!
zB63{toba`6_X$F9tmD9I;@F;mDES3lBB<}Y$UD^A;gSTG2PVCsbdMDyX9!Hke6_%n
z?&oeP)>%Us#}k?^5n)dbfa*<K7h2|iXMA7(TM_YJ>mBuKK<DmC@%rHJSMnEroCAVV
znz867XQIu8&?aqq84Ee1kPVMPbaezZV<B^J8`bknX)nzxP)ZwLskLDzL~L361^aR9
zXU>Sz-ai{QN@nhS#OvH3Vu-T}Y;O;X%)m?V*}FLP28^Z2*{#f8!7f^w3u;dCm7orv
z756kqioYaHy)((}Fg-W48qR5lYPrmn<9;sfV^o&|Bkb7<J#uzQq9a9}pD<UZjMM5`
zsernaIz?h+Zal@W?<~ud;J>*CShc6{%5yVfuha{vNnW<<hNv0{veII3a=fOZw9qO@
z1nO88;w?Lv{~+gC>K+h|d6y+JZn0J}dzhcEka4?^aXzZ?l~`YWvfWhI&}xHE+1_h#
z@@evoz3;cAFlH_4AA@v+=r%7?idxz2SDV*EZ@2%Z)y>jRFNuQdQkF+_zmb60ffv?m
zXZtEZMZ>NrB#2`~jsDzx_PhO>LyuV;zT>3mK2?)Pk~M1kcHFWSHib2Tn7o4MiBSOL
z5zNH(*2(h=loPfFBjAXfh-V97=;F~UxyP>L$~*J{eMKf8LKK-i=ad7XCqs%{mwN4A
z6<nk{>>P)zIqTMUyb`ZTJ7)K0kRI+s)q8b)rjG^fd{$jUD(6nL$%bz+d|uUn)S~aU
zN&d_<lW!cHeTK^p*?V(%?t*J>k8wmThh|zkvcuQetGg3K+0|~A9}Aorb5Rc(`YwIA
z?M3Z`g%mCW&DxH|oqh=31vKBTg3Os=)lccw(S?u|u;ZeDX%pJH9yc=!WrHUGzoBe1
zK6-NxJ$y;7iTAiX|G~*jZU4^K!j_fu`y2Lx+LUB5+zU#q!pqN`3Ci?LSKk(V@#BtU
z26}GtR#mi;caPK5L}m4{*TN!3baTS55Jk+7H{qx<lRWrNX3(?>Sa*eR`w4A)Ah%d!
zZQlboSlSvUGW!s}=-MOLHUKPn@bq6UA&d;D(M@REO>zX8YE;Xta7R2^_W8Or{K<)-
zUG@*mb9T;f)GfpiZaIimUbI_DGda8n9$-H(=Y}aQ7uoS<bK9EEC{xraN002oNwM2D
z#@WDy%OXmd^G8k1u5IBby^tJMq=Fa4iF}-B<)Dc@spjg|BbcYyLBD-n9+dVk7ahlS
zCT{xi8BpbuSkrZ?nLVz&cW$-F{<X7~8#p6-=A;HC5&{X*1K8my^=WBp8gc@2a30#{
z@d&irM|rNf8$2Vi*NGpC1ExGn^wdV?qBce5Ks7Qb2<wL1{c7GWgN=^ofI8`iY8sRS
z<!JKJXsHe048bG#gLle-ZiO^PsX*mcd)e`j;D(3uPEqff-Gb-sZzxApb{`Eab(9E7
zC%XsV2|aoF!GmY(7b%-s7}ciNqnknHH_w|k-lL2CoV}1L<Gdoz1xg{J1i}_k)~6^t
zJ_LsKsUMD0L4W154+^I`zd=TtROZ1?oA21#<xl*xqQ{xUSVA9XYW0~cSHqLZR}MdW
z2&Z|>pE_=}cQN>DceY^Mjl?!CPtISr+_^gys$)UVkEiw@bmns78)80~&L7mwZbt<e
z`p~_$(9N!W{hb?I9`atwR<lMYrq^yW4fh9Hs96QGotj}m0XJB8-$uPL^lugk^#pxt
z{JM(2f>Wo_kdwC^#ZJ&g>rO^dgF_NMoy;))oksyrqqM4wp^~e_c-kueM9wYWTBmpj
z@khW~y@B(6c~SztW^AHej6*`5z+Pc}X6JmRyqgHb7Y)_Vy(HbVJC0tS!+!!Byt=8m
zztpY1Gq%=0@YQJ4#_wEj{4HACO2d4i=dC&;EqBKgqfv*nh1t$#(-*EC^f*V`D?Ts6
zbMi8->>f>wdQ&G1x(+KI@ACgn1FU<?FTTE;gusvnCOe0y+3!|A2^uayrTGBFL^Khn
zP-&F$K^|-97`4*yEk5J-BPqazJ~6)Ckkx?p(*F~Xam&v%YbaIJGN~NPaHo(1?V?6r
zoV)g;3dqt0N%2or%<PxQfTMu*nK9S63y6<a`58FQb(y4nvsujQ12>VarfQ?5dEq1E
z^Fk?^r@izaukUeAIg5$maf845m%G(F(=k}T&rd8ng2b>-JE_@Ig|koEixayZuE2X6
z?RerHF;zL6&8+pc8%o;oNO;)bnnzwmO~r{Y5adYBc*HXBz@*ybwZmRVDK^|&46F2>
zJ?@_F#=pO~8VBBZ6(sD^C+8>E7TK+_|HYGVpxA}TjHEvi-yeGR!2Nw>R~=CM=aZhS
zG@X%ncLMYnKc1J18c^g#XhGd+uM%r@;TDyHB+!F6<guu<ZI_8=tDzrnyaG`5<kLdf
zl$E&JFwj^ev_<*tc+~fA%@R<B*THj_y(n#ClmPAmBS8^`5SIf7GLL<>qGXho9j^8M
z9UAl&?u@{=d(Oh3@F}hXz{6S_VY!8;n3+(t7_v(A)sof~rYAvm^&4%%!-e-l)H*Rm
zqDlUZm($~bYOBMGmqJ|j^KxSk)U0NMf@yf2<&GYmss(FoKw184t~r$~UauUFCm(H(
zExlD?W;d=JmD&<8a}7-U1n0Ck`58PGz1_hlzPsUe<+(4SfG^`^Z~OYS2L|SQKWn~l
z1~Wa8o=h%vO4o|}(qM=#ysk{SFSYol)f6+NGU$FlpY#D6iQI6IUHiw-DMW8G_D#1S
zND4WP(Lk#sVgJ<2ey!5u94ZIK+I>v9n^y+5tBX(vQ9{>qPDB`uj1)oi-?n@$FC)ud
zR71wk(PFG$Y42@(9aq7QU)HN*LOo1p>o(}8Re}OM#4LZ}1M(8_hhNUcpl3mH@>U`>
z!;IKO*T4JtDKn^tEID<3k&@+mK+S(|MEgU}8CRS^`Fv`dT8OdxixB+g&-HUUoDdyg
z^<)A<Pp$bo5!A>6^U=A4%@MPfO)76>4l7>VxbEDm=5wcnSs12QPm}_ziXr6x01fEU
zmM<2Q?gG?^XKCra^~zMx%U_er4dbDROl<KW2h8;l=ZtKz6%UJfU^#utF5KZ=(B4od
z3Q{=i2w+6?fc5I*ga++qJBP^_UxhBkY+0Wo*U3pUiP$Z~M!l<??#%7qV}}<6H@UZ~
z#5kVw^mVDN!B%(oI!W{OHOPYTvZxEMq_j~`AH#EPV$nYINgy(#C$i(boR|E!2EE;=
zny2m}`-ipYvPTb0M;hFC{_HP}IhWvj)J{Q{%p<o3N<xI2e}Bo2BOa9Txn!sc#@1N~
z3w(oY-W7Uc1LXvw%=I_*#XN)GW-sn+Z|BNT-t}`>RU)sXu%My@kG2mT(Z07VipExN
z8;4SkLsp|doTPFcHlTJPdyEj7p)Vd55r2L6bf^u{TxH6m#I}*FQ;Vg*{wPK_UbSjz
zx&1@?2d63>pV3zi>rNU=(<hlVqhi<H5$!7>URa?dtYhXbLIg1O6H^TnB2H<IwJjyx
z*)Znt0COe;)gM%oL7VVu`TD`gisYjrbY@L@BA{`GQzt;xU>q?~R+Qa`GLS|4wwmX_
zFZn2I;lWyltSNkIA~8!sB+F^C_@)S_Q)>|sd@!${MdVR{^6x+-n)6d{#hM>O<?82{
z7ed^<hiXVRN0CErz!7~#>*$)+`}gB!al+%-m>YD>7N3Zl;n=_VAJv?$w3#7FXH;C$
zUO7xR-J(><&u_(ns$A(o*6OB4px5A#_>qhtNg<~%zpX0e+M2`NV5FTp?kX>Zs-wG{
z`oF)*Jx&j|>2CrAI6RN<f?jE}E}1jaoxgCE(BIwCt>*I5uON#N86}QwrZRBd)@px)
zI+|}e&k^A{2I}gByj4`0)eV(w9^V)7Y8jDxWd+P`*CN({1z=zcmNp0w%D6&!E93~9
zJ?>VjnKArp@Jilj&|SIg?@EMg_0i)#csok!$K@vz;$3Ob!Caecs39@?is;!b6AI>6
z7>J^7*k!lFUMk(l)2q*)HI<P*eED_}th$YE+>$u1>ZsHn?a;4ORomHVMp&IYTQ}CM
zcZAeE>+*tsCPRhdGz`%|`OeW_H_pHY0Z|g#cL(xE-o_tw*DmvwXvZ#Q1H?~R=qZ-I
zfO7ps9t)iuehqlvo=-pjuHM3>c~7!YYLm)hITJ3cSfA^z9hBCx>0ymMz8`eL%6RKK
zC&KbM^1W&XXmgj{xt@a)#<~XfY>31W>-A^T3r!ZOa=kvb`_^!bs!HTfkNeHCB^<Wb
zmseQXkMVJ+^@n-lGL}*x><)PE^wBJ&M>kr!{<zwDhL+}CesuAT)bm?!fBm11-0-zs
zz4U62%)K$A|Le5ialu)!0iS*;cS=1>@sO)FAH^5+>u4|nW5pospI1}a(;pY0Km%mQ
ztl|u5GwP>P+UM%?KA)-*aP*0#2O|N`3uSy-cR9E1FFaKy3b%I{)*r{!p<!YV?PBXU
zguHF5$^r8xr}SGSLv^zD;D)bJP2$)eA=6Fum^BnG$Ngr8+KMpnh?Yl8Xzp|L0R|bR
z1~6hMV(kNSOu~Zlx^5_%+r1*+r2ib~RBXISa;bj?M~{?{8hrTkd?tNEh>b-IgzDPi
zHq0!H``DZT>6h5c-crh1drq|K^M!L-jRHi=VR(8HKdXILR;^IA?<fJKH6fZWWotv-
zX!^wLH`}=tbyuMjbhV{vLYEc*4=8L3{R85o^j&G2ig7j8Z^SGaH;RvlMqZ);W4aNj
z<R6hm3Qc<^5wFB*z&}j2DcXH{kf!>;_MefddGZnuu`7zt-e#Wy1*9~ksoWBuobN30
zVas-1IO7re1KF|-?_KPOAOR!B!ax;eA15l*N<xV-uYfzspY*56#-?liD|)?eOJjX4
z3lzHzkdLO<4QB<W?&OD*uO=p<QG2WDadX~LlY84#YLifkI_JSSgKtzKFf(aD1m__m
zzhDu!abSBl{)Cl<_IW8m-0b6<*PD#(Bs+|*-kAB=IKAp0p4}5amx|S)8@`r1{S1en
znu82Cka#gCxhMU*9<B3q|AkDH|49F>qC8p6)^>>qN2!)y=npSLyG!e?b^qBpQF}$E
zbZJ4}`P$+g!8noG>Y~RrYfTF=_pGMSukWl-{^i2CNQ0)qfj*Z5BAyN!;AT60StPYH
z2GaWe*#Q{4<^G&6?wBAP<JQ~w?Edm0OTdPQ@b0mEl(kg9z*NIK8K-=eFTCoYrpepb
zU{%z+?X0d%>}t;cW9q%%*=+bfZf%XyqEytby@J+=P1W98f}r+D>`hyj7A>)A#E88|
zBm}W3CH5#Hw$`rI+TGXv<a^)Ga~#hfaQ<@saGuBKJzj6H5{{*Eb}q7HNb_IeH|wTr
z&O4CX8O%TYf#pPeB3>n3S&@~gore49#`=rlLC^LYw&B~h(c$DuHrI+@wjXHunZgq(
zo$&XoK^;S4C5GqR%7?mL`VdYysYkX7sL?zwvoMehM$VL$nHGv&=%@WQd1<-U@@Ohe
z5o^<<e)dVwH;-}=BLS<6tpH3NH3F*EEYD)2u+fV7zGP=7Ygfw0o*sj5-V>5cGXPNI
zH@o5J2=DD1XBmk3mW76|0#rgydYaKzUqN>ww>*6wygIVGu-WhYu*>!}QoXb0WzOcu
zM&1jD%chID?h+Ogz;Ky>$hvUnKLXF)sCy$noS7g1bJE6obLgHIiyrXJ=c^0rfEMHx
z!JMe765{o5o3O(##Mtm7PZ&;g*YLuShFko&EtUO=q}DD|A!6Jdx5$wT0cI2v-x#pC
z*rrz*kCMsXMW#S@9a$T&kt<Dj$OSWu`Nm$Qe|5!)B{C_Db1gs%b=V_|zAbor3bAV<
zE-UcH3NhR(WMTVd(AAN>c-gPMLRUR7vbHfSa$7UvvQesi(d!k(nu%TnW=2sUXrNKj
z;~F{RvS)o#7BGaG?aHVCk4^>eTv!_9x=u#bjy75%K_+%Qtm55hVDoMgkMmThIY1nk
z{YHy(5AV{qLT#cnyw?$ZNH^SbTpz#JnW}5@jo?5IH)p@HJy*XTE0-2|U}ti77_K=z
zP&GiXX)}{?2DZ!{FHW%CL>in|7{8~h*B^HjJo$~+y)ZjpRK#v#`kj#J^%|7gTTQ9D
z%ST&Hk5gq6-Isn;N?JKmG;`DscQuxs;|0c7m{#Tby_Mw3Onu%dQQOzh67<*x&=e_F
z+HIO+ugtmPz$H~S(L8aQU&)afVVM553=fr-n|@k@M)*9Tz_lV0C2RePkPFseEkh1a
zqmy6?S!&{iV@4JYQDxNj1*jYe|Au+VV+X`NJ-KGBG^7L@K_cbxOQ1V4F}gfXTI*dP
zOc+^ECwGwNUmH!bZ1Jo&9c-d!<DH+Cwan|-#(<a|KIY8jRZ=eM!Rr%J+%K^ni?=ok
zdb6ED+NFM4_eF~&NsUO=D{Rcyoyos2=HtOEV>K9yuZ`hc@m5;)?ywJqTqt^J&m;T5
z)Ylc=kiB)~llf7pzc#<4Dg>3dS8d#?j5Oh8uVWGu3Tk(AGaIJBR+xI+r3wn4ZxsaZ
zR#&25L#bN|*}rV!=zvxo3}{xyDzXM4I*S`c(_<4-UiYU!Wb0v1d|XS3^Kr%vHj(4X
z?4hN<ttt{nmjGq-Z}be;hevXdlmGVCPxVwQ0a`v1=WUy%G!*MKPG<1dj(ID%!x+wm
z`{U-&LWow-i()e=Wk~u#7aIC_AAkwklJ~y;szh+JEXc+_SM&|8G99V^BhqE}FW)oq
z!dEp)|5g8OAKs9%-`=AC>HmH?^WmRl03c<dC|wy30s9+I7roBBfk|gr<9&zb*xf6U
zFpZvDK78aCSOpU?S+#x%lF)oFIRl>$qrwlqCR60ptF}hBTU|?{JMQ>B3kAN}=bHCV
zSYNL&U@`8G0L1fIe9?g^#`s6csyth$?CbP#d{4LU>LXkN3pS|xI+<vwUj^MLs+!_b
zpqqM?hCkRmsQnt%F=_e3Cnsh=ripn6j7g8*CI;@AV@_;9k`}_w_hV`7$=XAR`_ax=
zhEsVqGj7|)rUqBn@I&qRWW}~pvekX@VNvDlr~^l;|4<+rrCh!9hvyy#IsC8!y3_5}
z`8){~QyTn{g7ZB#U7*aeH>lZY^&s@bM{l*Ma(dLXZg|XE{%wwIG=84SzcTaJU6tW=
z)@vinzHTYF_8Dz^srWKYhg$tt<dzXeFgu}7i<G|wuk~7}h6mmxXO8Sx5nlOjUq=9`
zopuZ2X>hBG_h%B{58Ctuc^2NP?a>03)2Rf*pDzFFnt$NHQ}z%E99cINue=0^T|e}T
z`M9AY{&F`^Cp@}wsNg77&2Kx&D%#hR`!}S7zfDHmoSMRo;Ku4u5fQF$kl(zIYPof+
zNP{Q?I>*xP<xY7IKh_mrAKP=J@7TMmHx=hp=eAjJW0Q~(>%*hAiXMzvv%VsPvi2!1
z@Zsc>rKR22)e`Js!~T|Lx;k}A(4=?r;kcW%!u#yQK_s+Uq~lND9KkH`acs7<2nF36
z<aC1L`4VMHVFglsq2#$lvy#-#FYtO1YTY3!s=n)Qp?n8j6uLJp$|yg7B}R3v*Ef-O
zwfi6Y{`M>%Hgw#S$0!Y;SIJ@6Leh!trVAr~OU_P`1`poVwhe1AP*3TqVTSPu&o7a@
zRMzp?SmiBrMeBYW_1$Z|+%xb)N)v5DI3y?HR=Sk1a5@8EPOF_NMpMBbc@oXqNEwb`
z@89Z?SIT%8sEYXFcclY&KAY5VqTBCvbINUt=B6vRXi@XO7`i@7tqq1}k?_y()K`Sy
zwqLnLyc=s?q(&!wG{b5CYq6JhmJsa^Jsi!l+wVKxXyKR02a+7B;cJIa$wmFgDgT|<
zgL1!<ohQ0vfb|9OIU^Z~aeJMnQ7@(q_F7-4c<0(Ti2e{a@h}RI!EV)@qwS^2CGeuv
z@3wvFQ9braGYa0tM_zCibBUng2e+EAA;US3<x%dU3Xh_fn@E!WlC0YKw}Fdlz|6C@
z?mN(*O!{oa9gUofbj7Qdhs3z*><HEIYeAWN(j>H=a|=(Q)rR9a^GkT?>2=;p<pj&i
zUyJP)n$q3MkH>?XJ@rppOxV0D?~atCCWxv}LOeTjgsqO!fE$<J=vG#AyWh#46)s@h
zG+X-SH`w`&PgG2SW5vSE$V@e#^V((q7kJgXDX=;=Y@^*g>CUq2!~R`(aq-PcGN)GY
zN-662N{mNL1_n;c1Go5OSLV%|$o;K;7k6MdxF?_{E+hW3W)3xRqLU!3p)019VY+I7
z2p5u0Tdqy4v$ggJGAIj?S6}|qnY|cRv8FrA0FNW1l)%I1Mu9Y-R6~Egir8UsiEn~P
zO&)jw=@AQ`Ijps7;%8(7aAG(+)69Nc4&@d8NXCZG-MZuDv?+|v(%{HY{VG(b?Bc7#
zN_v{w0$=jYq6YwZT@{<9*ZEXFT4!eO(qK5%x#$}LPXM$^a;GUL1k*O=c3x{Gsp^jv
zV!ntD43tevRI#2J+M~Az2p;~-M}d-Sdy|n4Y|UtDJA6>(`AM6FNBln&E4lt5b_$Eo
zW?7vnam7_Fxhwv6V*Ifokdx9iDp1|<xRaH|>*_Z8#)-Mw8P<95wyQN(M&)&@L9hw<
zn}OBj_^xJ)zg#kzhh(`8P+p4wOK9tuWmwOi!mLCIaMqNS4t*W4+m!wZDiJXqfC~gu
z1jBTUiEbEZlB~AP2TM2Y&|zb`4y)Z-_gjDp1P+zeX`NyjPz6f|#D&Y_36ciHSwpc$
z(lWNB8XLCSd&JESjGL?AUBy}>q~aRP(*@D6j}o+ItJYIxl^d9_AQj$Nqc^r$w#<2x
z8V^kb&Dq)gOt41uH)VizrouU(QoAAmOS#I0q?%bIrU`=D1i_y)uYC>$9Y)+QZQuDn
z>4B?k|3);T&pP9NW`NcmHl?Z!pPpZ{s~fmIB3LctI+{%AzyAI2z<*7i%D=_`?8Nl_
zhoZ^hzbPrY_xHAORu(O<6<=xIXwczZV~Do6KKSZret~-T!R4JS_O=pW)neF8t1G*T
z3cIgUX-{TrM|C8mM_=8!^H+XuVqB8Vu?KNBks9uqU_l=Ks6DVtuXm7Esq%k$(5Iho
zoobj44(of=jq4!ZZWBm1+}Uw`$a|_(%W8R^2^C@aS>PIHX9!v9&|Kl{5-$Fgg+n&Q
zdZK^4;WT284?lPR&URq!vf$BXwKLWVI6zHy6=4M>PIA-^l)SAv`6oI%L0_EcJ|5%m
zC<%9%FDdTzOg)3&aD=?+F$`^uOj4o6G+iGCZu76boDU&zz`Pf48p*cF9|QApt+G?A
zX7<5XWS@ZBK=amzMH$bv7`#p8FPX=ee^*C4=6931thVz8WxBZT1&f7F1cilWlx*=r
zD*yS=idT+AexsYV3YR8$BEN%*Y`7WxpK%{jj~tKqYi@_bGg05BvRevUxKJ@Q{(c@g
zT)P>GGkAA){g~b(r4|@Wbe-b%IU_8~pbffiFDj^L8P(9ysBX;AQH9u@a}o5_O53WI
z)LBPaBe%;AyGGv14U`$qYV&7OO<(-6*<<biqFSQ1)O61oTV{f%7^D$nQg$zUfd&Sk
zvMEZ^4l_=YAg<p}LHp;R(UCQwd?eyw-X9{bpFl|j?<wqW(WbuPJ~bA;Vz>-&|6Sdb
zwDOc?BS9A;?@SbW?R>aIkhSiGPf9mT?Oe&J6m=XJIHr#A!@aCT*)j25w5$~DSYIXG
z(IW`!e()KoEiQ=v0F|r2Z^NzFFy`Q%u_%XYnOtJ|$tSMC-?kSl>*qkk^?7gJ;tev(
z1iL;HB+u{^bIi?K5-Z{_XF$h3pNk&*?B3OiQC<jH4Kl>Hsy=oEgcBU_*{!i+15;0i
zlwk*5l}(Q{;OZLz!sc-O={cdXF>YeC{%`&@0q&)-a@%CPjE+6@Dm)|giHl378Vn7W
zuGBG${&Jn1jj(`uYK=)K{6o$a<mz`xjqP!zTsXY=?g}kT%f~zizOfx<1Z9g0hk~mn
z)9q73$0V{J8*lY|8sgvhWEmD4Tl^Xo#tv4EdV7HlvFP&3&&xD{o7AclTh~swVdq4;
zBg034@iWGAp9aM&+0!nLY=7}!1vH9|!naPo3Q+QmatA?w+p^6KSnqe+v(Xk!a^j<(
z3_{+XNYMV>cZN@4g?ZeZozu!&<<vZl*eP*1FimX(oUo9Parn_xYDVkJaoRTML*&HJ
ze<+scZ<q4EyRAyP|3b6F$YRDKW$`{5Hur4wd~{iIDk`)ojkzZ+NiHWrWi=}#@LXv^
zT5#b>Gkcz>!(JIPF0(7(&IhS5(RZ(2KVP)2Sm1eSkAZ>T_S@qZ+Do{xR<&3%HdHTX
z9Gs>tei-<)vCg+tA0zNImL>G6k?%(ZeNS{3i#dC4Aw*5=xxx7ox2b-eLdf`C?NF9f
z+GC)_XSPwm{130e(<5g7=F1~OsL|bR&gQCQ3q>v3RaC+@FQk3_k5s~E;rkb^J*&@7
z*M8}Yy|Ec78?h(osO4!fS6=A}TN6D@oV@jgD;}eASz8s}TU&X^P1>}_6Ll014AA~6
z$#<cN=wwEK6Eh2<r}?fGn8V{vd_R9n<u-!Y85m-h8Em2*zszWF-m_O}J!N~YyOEtK
zfLggHuvP5fnrVx;tTo_&g*bT!15h^A+$X3rC6T2>8PC?a&i55QPBF9&i{>anSl;UD
zT<Ix!<Y)I0FBinnPBR8D0QUd&5E@rzw!F59PnCAn)c6a`c$c>$P!0SD`uUEp@kxjC
zg)}!XS`uHky$2I_`tsiUMObZKjw;HAU9paIm-MG5Lk!Tth5@qEL{|ywJh#*n&>cj<
z*WG(9`W(Zr8oEEo1p2)9?I+meSngr1y7;AiGWLs+u53mNL1Ta_&j-E6%pT(h^uN^~
zfb6{!G2wI+^$*DN7#@@!>@tZgrObh%SC}GB69voH5dP*W6CyGr3^rWoKZ$S8=o|rX
z4v($$s(<?6Y4q}gY7Af+ZqL^ydA`lFuq+|cT{dFI&2E&vJp)j+^sAm=*Hx;0wGSG6
z6jpTI^(g--nIb`iPCYLCc<4y0!8X60(hf^ufSXR;x}j||BI4TF<}7Qj3;^|<(c=q3
zcw}I^lo@mp9stEU1)_Th;vVzTw*%Xa;het2s2B5QbL0`IU1Ug{#hTBz+hcWBCQFBr
zh6q)XczvL_NAk@A9!46BSuAT8Z<<)Q3X{Kg-s2PdHv8GPZ=PU0jQZ=}HnP-|eh!21
z@Q=HN|HHA5#q#V~?(Co%#HV_mkJefGF{~uhmxX{$QL8dEpc)Tf8Aa;$O&s{`S8HzR
znoz%(8C>f>_Z|&0{!AbTDJxvd+hXq8-}&d^r^js5MZEuams!|a|42D;n+Z)SfBn-*
zgAReKa}pxVia%BZazlMaOGiUct9h51W+6@>ts9bQ$aLVJ9ftfG&h{lMT&--D<<1fc
z%E94o6c+ie#gFnF4jE$2Aw8wk6HMV4Y#n_k|F=U8=4cusS0R(zU+*}H!WopHJjsKI
z*<rN{P0y(n$qYJ-L(BY5Z(v=l3W})yQ2#w?TKdQ_wCMz0ky&M1Gd@WZJc!X~(Aoz1
z|74~eFB?z0DrA6yQoiO_#&FYjEB&bh3_7O;1MAckh~UxH{HIiboPEG}14D8nMw$jg
zSCxbmlAMV6F7dl4&F+XV&Atjb!DFJcQT|=bTR%0H$`&Ce%v;_Tl2&MAGrj2)=SG$7
z#3>}tetW&+in^_aN^-K^ELS_^finHy9#=>Tayas`VQ*X2wQK2*HM)8tfd5S{XRsb@
zNATrtNwtacJ0opv!HtH*b`YlOD7~i6sUFUT@*!6^gCr}bPN4R`U${uy30|_*KA<G_
zpPkt74Ue(<NumySU7u#cJ6lg5l=yXLE|J}E?hp2d7Na}PkfsCszlC6l2(13+MMrVi
zNPZGpkxXg_^|CsO?`C9^%*Rn*RXysSJ{K8#J*Wg4G>n1SCe{|X94bi~kz^ZuL%`KV
zPztcNJ2Bs%QPo=0a%DKPd7+?-rzsSptMvQURP^YNR1cxF<IS_V9=1-wz3Q|trTuat
z5wh7*UjyK%G9rlG>&XzD&*7VzPg8s0+6Cm_NxGf8Hcui+%6Ab4&uH01maM;Xy!?_J
zmD)cX4IX(T>6-ahJC+AN-+0+AUG1D8n1+M_bB2TKw}HiUDFde=#aG?V*h7jbb7F<j
zOG6I|XKBn!sjbJgkqu>c^gpe1@{hLUzl%c=h`f=4d@YU*5rKXu4l{{fsc8_vvWjTF
zuG3Zi^AFLX5zKF5q8bey#c#l4ljnNSgB(O~=1B%_D#B!I!uv%3Q(@Y|(Au}MOF2g&
zGpoEaLFv_vT?#S+ecnQfE+rPP^^8PyH3odA!cpfEJ=-*J;Fx`=IATR07)k|XANgaL
zAJgsoxvn#@3x;0SeX@=cxHBf)(#S>D`XRnMdvGnym1WOFeQ8un&9k<GXd$QiXmCv7
zMGlkp9o7>FHk96gIJH}>VpG{wh_Cv1*`Y3|AwiV$n!JVj9G0qspK_QIaF+fMw*&!7
zEZ)<%G`Hv#KS>xqm`x9`&$Egbiu~$!+-kaS6SDawHRnfx1XcKdC>SqY7z%}hF77*E
zdVXU9ISYe<A63~yxVn@R1cG^VVL@40H9<N~5am`KrtRLSnV~6pCAt4lwARNSZFGO{
zu>IIA51di`r+!2|?;|?I$)E0im{jOuwqphN3|FSQ89=D2e6+v)nc<g9KiV(~?$iK<
zxc>C$yG%}9H9UTXA-R$nqf?uIPjhUr;nxEvX}25omnCtJjo)k8u8=7LiDc4C5ljqN
zUOR0TGBYafqg@#Uu6cz_)3NdXi4|c@LuZWMA*vfOeJB}k4}Ga}lAFx*&FK|QoJ%J0
zUYsJP!tn5T2krQD>0C~;7Z#KPG1y{c<b2>7M*)!<!f2Pd9!!}y_;&Eub?i0Z1g!-_
z?Bx9OS;fwVr*+rnUQPKPfRp)7479OuR=J5~Kj{uGy7gRpaI(r7!Mb?xp4Y9a;P1`K
z`c^?(Ek#tFpNt+VVxc*pmj*RL5uQzT$Akjm0(?PfWrbgwJ+exEEs1~l*Lx-ha4=fz
zz)B*XqobQmCh8QHwG9G}p<X2lXXh;p?F*CR;sg`Q=S$#vJ8GxwO=^NzrOP%=mD$}@
z2Jxu{><9Q0a#Ctb?q^1+f3Wg`o%<S0ZMcB+R(^yHrW9xkDf^+h;BLK*1x^p&z<&Sm
z;DEJ%>cG)fzFkpPw4E{Z`p)ynZM;QmC{}>b_JwJb5cU{;ufRN57P0vUTCd07WT}K*
zs$uz=&W!Lc$L&Q_d>=Woo?%BTNal)cpgGQg(EJiB!$0L=UqqR3CtyGR3n7A^RAII1
z_bR#wTGPpW>2|ywKCkQuB6V!&zSW#4K4d;0D_n!a`oD7UtXnh5K%hH&eb}-{Z&gao
ziKacIoK*OA0ah0-#{jH6UAD;%opL9=^<=NI5Du5`aupO17cXwC5^I-W?Sk75YW5No
zEZgW|pA7dF^L`!tR(Pu#?Qve?F=9wrj8|_cd$h)AUuyenk$gy>*|>JD2qG_RE~dox
z63op&QV@5caq&8k|9TsWKhd@D3u~)Iv(SW9&D{9CUiwg+Ov6j`G$vqW{jDn9A`kCP
zRnM}D$c1Ly(Lc2LjA@PX+y6fOM*iywlsElL_3UrU7S)gGf41!Y7d>{kis9|OQe9(K
zo`+_c^6nMhTi~fkqNe>quPDY13r)=Fr!0Z3;ZLVdCi!g=<FEL!ENja%;PThRe$7ap
zUU3B)H6`qk{weTK_NSkyCXFB|0HF$0c>7hrK+sMg=)4IdqC?<1CFlkqx$>$+N^6==
zK%8831K!hUM@|mkVeTQG+XMs2pWa1Wmj|}45n2f_-`u;O?2q3F<ghA<XkK)*Gv_-L
zUYJ`D$f9pV2pp=ZBT}UZEZLNM7a|@v4<bRwe7x&8bQ|`wy64)ej0*SBR@po5y1Iim
z>2-q~rFw-h1C!DTz7RPd>vSNO&}7_e@s($WxOfK5Z8qw9I#~k)%xeqd>^{@4mnnJz
z|Hn;-8SiEJA;x&k9X54M$Uo&N!W?-(M^w1+NB9Q2r@H48j!z^B{&xI*-Tucru3ava
z$Vm}?m2Y?Kp-bOV&o_hNsV=)MV#jdkZ~u@R2tAQ@P^v^hVd1`<sX^I?FB#8h)DG98
zE6=b4e5+Rt{Xb4L)<!5SQw{XAnd3b={h`&_yLnmWH);2>p%d*YK81Ay0GW{AS}AV#
zpAW7;uB*Nzre}vW8YFKXGp{fw6)P`NeV)=)QPcSOmSVAe2_F7_dB9SG6R^nRK{bKf
zaXmCDo^cy|VX(P3S2dm@6%^+%ASm5vcD7eWd4vyy(x5JAP4!3o@qn!g+(JU_q3&@p
z$u$k=DAlhiOCl$V2u7V}c7ty9U}zClbv-G9mY?UwURS58r$_T@cYE~3Bc*|=-$tKP
z7V6v9#^$V~oYv&p8HI!Glb?4AaB)<p_k3RXQA&?Uh04u|6RL<_F0m#yT{(894q5iB
zIfyyuh2#RoA?<AxX?i#UB7J;+rqg;P`UKM&B<LU&i4|V&n}}{ugU?->7~c0)_TnOC
z&mDS!L%vK~LFQh>>L02=)YyTKxs?df)V+e1+LIk3fc=oMw$B+$^R<{-OaGCVRX($0
zbh38~t*%}QgWg6r3ZO=2uhui_aR>I0Ut1<O94-(f8EBq?b!R|-+w4@G`hO^T7%3JT
zK=Ed<<(oYZ^+_ehL{gZd!=HtN>pta{j<$!r=K4GLZHbmyANT94i<YM%S2YoQ*NMcN
zDu_*2*Gy{46pj;Bn=Q5gH)+k)76+Ds!D2k-q^ylwg<R)Fky!^>qg)H$7$b}QL@b^t
zJ(eB=3~7b%r+6V+o7?oF+laY9xoffG=W_qb;ENfN18yrF51Gt_mVH<<JEwsR?9X_~
z=&5-fx;6W_l)?~0F{>Y@2sWrn^D|0^hUO@<VMfEN-zLf;?Uc1Ukeo;@Q=^wQDJ7xg
zlq^&OL$RVr2z0BS?^0IF>>T`&tZBRMt~1*39K$Er#w&W@gsijui(PBf1itG{!T^v2
zo4Z<t)^@YH@%E~4hk5mhz(FpsBF;zgX7>#9hvtcq=$O><%29RWGe>MDZX_{gTu-1<
zx``;@#l}7iUu<1n;#mSXKLv~&ZSb69CK@6I3KzwEFdIHQgdQZ#%>*{QXOvB6^|$*?
zXDRR0TH~3zdNQ5w#DL}xQ4Qb6UNg{#_*Zf<O}ROdT1`&h?Lso1dHQhhQ^V$TvaD2Z
zd4$*=TguqFw#rS+2%W-uW}UgnNTTSAr}k=gB%?auK<YX=r`PpD8Vydo=tzwc#(x@o
zV8U?T+hYG)M09O9tc=}u=k*@G;aEE<%SNhUr!}v#FvMOtY&3-ml;Y+C^AU4WNX%9C
zCchz{3h6c_EEb-)p}Ze(>abPcU}?`}&~_z?@;NXgDDh_ew3!MCZVPRDcjUFQ4eF*G
zX9;omshis85@#he@RWp)?=-IAaWg&FagJ=Tqh>>)jNSy9-=C4IH;}0#lqt_Wx6aV@
z2&D2(l}7llT5$O5blQ#+yltI8-FKPA8%}#3y%v`yB`R6D8;X|`j|I*IlX%wmtK1Gb
z3f3}>?%S!%VB`wFV-e&rQhD9SA3n%*U?VIk-9B2s<IOb3%yq#{gq-f#ggBhW74OZJ
zh|Sow=gOM_<_A>$?lq+9_OJG75X=$h`f0NEjX{TALetpP)ei}bpvg7H4V%sYyG8bT
z!JP{Wuura`JTrpE!6wfSW%{}$B`VdSL4zz~{4Qyk<W#&_0ato}hd7&W1775OL|V>u
zskv#B_%oNpTu|M08$)d=5ezy}fVK+BmKP}+==(<zRzv2U{JDar-&0E-iBZ?^=3MI@
zn^?%nvWgUD85EM|b4U6bOt1I@qv|jxDM**&d_6-5&S|PuUWCGOd=Nlw?8R2ylaJ}V
zRQl;VT2!xE7*-=)c`M>3ZXLyg|E;q9FDu!J`um#9Jf6i_nEfqw6Wd<h`sd37k$+PW
zh~e_q<m4{Jsr))Xkfk1vjxn#GwNm9wWh(2edeU7#^lDPfW(<6z;rK*1i*HFm{LG1#
zu2n`NuD)=w-1}dNb#I*h4`=B`Ot>W~6Suh+X_y(26kruG>v6ID`)wiQ&epekMNayQ
zTte_4ElzeHO9e`_oc<9kSjvKK!LT+gA)f<tzE^cR&H(OMH$>I0^!#2gt^jL`VC1gQ
zOdsa@SgiL=17)B97=7V%bpBoz7conBR-Pl@08RZXJ?ZtR>>OTwjxKhcCVHeMs)1UW
z)Pzj&;LQ1o1-y9x(k}c?pd?EpCSDXBoz?-}1{3*dByAUifq`EO6KcvvIoF_%-0C-|
z*Grwl>%$kt;C$(6KpWHPJ->C9fYxw)a&TWDP@w+m*P>4CA>CQ~JYXto?8wTJ^ig0r
z2lL2j+V4vwdeQzk*ZdfiTr8%ZosH5~L}#|<%Y7iO%@z_BB5JR-KlWd6@d}e6ta<(v
z8HyNgX3?JFWps3k#c;u!8`s#5r$QmZt6ZlaX8$Bl1B>6M=>Ftdz}5L$<{#PR=JI&m
zx~Q>0(|XIZuZY~O;aYs^x22M}y&|XvMAG1mF|VvlTM#&qn5OY;FHxvF*l`R{Y-%DR
z7%DeAP*=ECG#)PiaEE`1{^vS@^g*#vtL@Zq%&&u21VH$qd#D)jcqkaYa(R@OirRc@
zcw9M`wCh?U^_=HPV`RWF6oI{sRU=ja)KZ^6L9DPd{kVlVJNomo>TDjQSPxs2A6Uq4
zb>nsB!Ee5!pm(`>V;f^{H(m>vVCRX`9bf<XsF0WiQz7n<ZcR>YpgertKs7435`JHt
zYG+m;<_<T^mW3CT=uj+ndaffnQ@cwUunucBjrYVAW)iwlv#*z$#@M%tgi0p*(SD=Z
z*@pKfM<YR1v_33cBnMpH20rw=C54=xhHI;@ECRDP#(4#5n=Nyawu9gjrh)$Ppy20V
znP5}cL6eu`LT-)Wtyq(=3{^jWC2sN3kHLk%SMyfcFc=Zj-v*Rv;=L=Slxg_J&F+o`
z4cA+AvrC^CvWlylBV#}g8EN8$X(R@kQ_rsOF1_Sh;ZC(^54tFBn8hI}UVyWr?6mhX
z_)rB}2Ra5rb(&8u8w*<LHC8_fkl8pZm(Q3!kjB|Z%<Q*@H7%ER!KjZ%k-U4I4_S`&
z4L;i(y=R7M@w_1XIhyIw*`n?fR!q~wcqNos7#`07mm4E@u8dB;>&W&iVt)^u3cf29
zQ1$HjaJT_}*GYqk=(|fKi6RwVOe}&9NLJ<_&v4B>jUSId6Ks_&z;-T<Gj1cZ)%qT{
z>cj6U6RpJy&3cCCQ@RUP3q~XC;+$CV$B5Y%`**VZ&$PpxIGFos9WsFr9Zxsgtau$<
zd-ZhmH>fCFV)sFiA&y9tFlQvFMkWh)udwu+zz|8TCS$aYjn$M2_ROcxWIH7YH8<C)
z-NCC6{Z@AbIy5};Ah6O)0AnRa4%r>WaI(&RTfOA(7%P>Ygs>4pY^q7M2UQj(wsWUF
zK7XrIg%ywC%g(LyyK_m-3K>p(ZuEo3^c{Ymud#h<5O7oLs@z=&w@H|lp#|~$tp1|a
zIDlh?0Qk6!*m(+^@;OqNcUsFAoR*zy9*}@1Gl|TQG5z`-^WT%`C$`Y~_F7W`OWpy|
zr5L?B@B4OQt}<eZ@~HsrO4k9_pVklUPeRv)l}=(Qf`Q2t=(th-E=gG^JhFd1#j3)u
z(&TxstE|Hun7*GuC-|7I5MqXgz4xJ^QQ}&ZU-A^L?ndM!%<k<HJt*Dj94jxYq!o8w
zQ@LhEqt?SDeTF2qL5t9zj~E5;foG#`e*L6EjtX%%5MFE<=3%KyNCgXy@q!<madd}7
zdVI6)6cKL50DJFLHpG{bmB!Jfn>EixEXbUe0@$un`R!*D?-Z)S?8B>*7)4M!iQ@Wl
zKXyaEm?(z?3J2{es~MgM+wTi0MTbm(eQcs_7HuOQ@;F{e<CmoyH(d9_$O(<0O?R(g
zxmN(JcCM>KIZ5{RzQ9~tC`q>;l=;QYl@XS?5pri=)w1SmuO>X-J4}*JhT{W~@3tuw
zG~I$))wAWB)Qb(OQ0vTH=^EC2?K#WOS+B^cUBnjgaBcuB$tycf0ieEtO&$ysm{f3+
za~f_fuK~(Dhu*q3X5ZyETQL)T=+=~gnU*Gt=+Up&N4bH*UuS$Q<9UOBAv<&h!4{yF
zy2(b{YJBqCNV1)f+O0m=ZsAP>SsOqwIYwkAISe<1TcIjGUNgQ5-+IL1^!Qti;(xOw
zmM<8xpQK>>pIrQpKbs@+Bf&i4O${Ga@)HX1RP`&l?VS|dHDE6CpTX29e)_`uW0z#o
zq#WE&{T?Dt@$$$?p%rQHyx<`uaafBnG?M#kDhS6{A+A^3U}rQm!cK#K-k8=pYFcz1
z+wBm8-%?JzF%6Ffd9VjJ*L7_9T;wfU_M~3m>UFw9z+NEhD=c34yOM|L<0UPVD&b6&
z(jL}nK2JbeEr?(|b>4Qo*HVtmXcn6@oxVL|e`v#;n#OJ!!P}{_^UIpLO5n8*rN<}*
zm=O%CaMzU8e|m{g^nFWJZ{^1(=!)O*V{1!sAd*_56zDFGI<);VY@((NzuO7_=_(t3
zdSYj$Bw<@@0+CuC_Nhw32w845eMgpb5_CH~SH$8A&%nq17rHQh>?rcsfT!?SCK7Fa
z;6@Wcjj23*&?Yt(9xE+U6|T#K8{hfr^2z=u4H<2LUWq492r%03p&$y$AG^I?3ZVmo
z#i2zudk$QrXfcskn2Z0U>=d1!w|(WtXyWL)iF96Z>rVl9xqeyQh9sa0142HdgOZeh
zDUC2+fSb0b#G2W+X$}Z$uwgb?+{EZYiK`#3k8HoU9o^vqZ*RmFGLgIWn*+mQQ$R{i
zV>CR_Z<nEly8ER9p_xEe=f8p9@Bd9a0E!;zDEGuKRB*g?X^4zp*X?h&aCp(!J2qpb
ze}11huY93nk9E;S)HIde{Y^@!E)klbFI`~kU!#wRVQWoutYNRwB#-?pu(*YA{>!w#
z+D+XY5c<<Eonou^1HBA&d>q?UaE#Eb#jVHYRAGh)@6DQ|T=|-ukYd>LkR&QeVvNJ2
zcvl|-JmJfX!Sh+=Zec2oYqbA8Oi0f6?#HqahBD+4v<}Fw*q!lAloDCrw&(=?j5112
z{d{4a%tbP_M~N2kKa-*X*&lw^XQ1~Onv7&eJ6Sb-fm^R?tMFxzKNSl&zd9EUVO%k*
z#m89+iO=Q*+_UYVvzRvp@Rve8Wkj-!h*kr+n+#Xy8qsy$f$GY5!Z1Y>bz2I+)b;w-
z_D9jtSy^@ptW&gKfnHDJO=RBewWdI4QPx9!mg~j&!dlLx{^G+~nT90*@nFTl<o0-q
zwQ^elS72s&qh5uQTVlqrLH&$sfjbg+g(f{yI?A$DSbDRcri4-BI54gVs;{2=cwD5X
zh;9jn-x9O~+CeMlYu4F;Y4AEbx5zF;|3X`);a00<-@a<DY>Psu(NU3e;wqn>)sZ8z
z@vY1GxjENwh~($I*mMz6ul(KHxd%>QsqW;Dmvt_ix1B~Fg;gelWcsDkO2I-4p9(wF
zx)5K#Svaw>9RjBxjby}(EungZOg+M*^3xu!@97$SVLp`2L8xZF6xaP2#x3#ljdW8q
zq$)Cc{82OTgc7yX(S-0GZ@wvw5Z|85l}uO8p|-4<%>Ud)IG$k`u|jMHy!|!->G)AG
zC|xFzJaFA8L<;@HuScc7*JWKnu8(F5iK>I)KW+jey8nIw`+jePF0?-9#7Lw|s(&*F
z?xQ(ZQ>Au{?l8qU*8ey^gmS0sxVx6k`=MpUiM#BMVT$kXEn#{uagFPDgB%Vto1HJQ
zZ>>8OtmNX|v+U?Oa;C*$gI05cO2KwTdT&5%l1maJ5ABI(JQW@w>^<xj@U8i{Oy?i5
zM!^(y*T}2N$~k<3xX<`^@$nns{f9mR2?ep_DWWXL#X$`JjOD_te=M;0O|u20lk7~~
zkIUJx{ynby5{51Vk3|2<ay;cpkE$F^zNx!u00vyVX>_~h{CRR#BAH0DQf??q;;*vl
zWkX3K9H+@h@Mj^Lp{y~krNh9)=C0?^gfK;NCGR03&OUGL8uO*Yesa3GL~Sdmt0;Hb
zOOb-ER2H>B{QB>rv>N(}XEa1eyYugSbAi8dMnnb1n9ns(<{vuv@Y8`A00TX2gkAX9
z+sDZ^YY)&H#6r&y$psN&8D<^DFrKh_w`DoX)$8S2(Pi&Wm0A80vSXOHQLFc<lHnrS
z?seA7ZM@Y6<dnNxyn<j_zZV6gQBt8l`Pg~quT2*p;8TyE&3>&&@$<*`%AKiFFs*ci
zhNtX=V_1l61U%Z?x-Dh6N~OD8Qimd(zr|D^9bx(H8wzb}1N+4}Z^EZ_PZ}kQ@>8_#
z1eC$%7^OQ8z<aor{F|k?YyoFdN4}vOVx!PX_dc@tt@0NO++4%b2B>o2m12!k?S_86
z;Dzm!-O`u%;x8wdKZbo8j%!;jkFGp&1r<Qk{sLu{5@ylUqw9+WVE3$P4>yZO;R4h2
z+IsNgEQ#Sfr8=cs7=AaF>tUb=E?Ld$`X6M$Nbb1VE#v?3ePpj=9-cjW_Ro^kf01)z
z&@K5lBlsWo1Cp1UQq=q3pp!=&JKHx~<P0)elRYh^)8G#Y>byok&s5HR{vKO!s-m5L
z#BZ@JU<>02$5L)s*W)GS&x`Lqjr|_R^tzGPd6Rsz92SNO#z56Pl6^i8^-NJ!CQsQf
zf?+LUQ}*vJjG5%p@lS=jXGav*k%=QPKX3H{@sZBAo7VY;g-kZj*{1W!)pRm^g}-Pr
z>QOmo8f>>mi=DsJV#ctA^MnnZOym}E_4;Xvmiru5V<Zd#m~>+PR%MKd+oyECyfUvt
zONcLEa=zu)iFUToC1+194eiqa*r~|lg%4YJ*$7@6s|l7mKH~Da;t{eTh)gB<!o702
zHIl_FQW7u4nbqzOlMU2kuU{^`Zy(YkWfSz3P>^K_g|>c6Tc8S6=SlE*=TGpk1VfZh
zvpe_4?QkEL-!bD$Ly@V05Y&+*#!cIz9S<fV`Ar4^<7froL&H<^c&X`I;1;Hv8Vy|U
z;1wi)g%&Azf!hVd-hX6ri@&!5SK|}aL=jEQRe1h(qak*Phh8ikHfuV<iRg4*mzVA!
zGAqTjPChi$G*J*9&g>|)iP!A6HkaBX_&)WO-)GrsER#VZ?)chnRmyu<fiPU+HHtO*
z4}7@5^+kzc>@!WGAG#Xp56hQ{{@Cy{Yc9lVGI@m##iwABrC5){eU)F?F}bb84ZJm^
z+-#aci{;^lX{Y;d+k6A*<_C2w2H?}B_U{HZ=GDY(R=bL45R^WJgjMtCH>yXs%psba
zu3%9ay*>gd?S_R=g(_N=Td>{Wp*gw^N!u&H-6ob3O=GF#l@}_bSQNdSj5}hlweI!!
zjbnI6E0TkWT-S00%AzVfbx0^cFqJD?PeDe;E7Z|fcP)0TnT4~UqS^t`;6AN<n6i7K
zn}ai{A(`Dt+QBrxo~@~pG!Gkxd}DyyhuI_+a*u{NmvY%Sa+<R)8f9&u4<Bs!2kLkL
zA3N(&*R1>|C`TlHUD3td%{f$H$nGN79@|_pQ0Gu?|E*<>yFpg#kqDo6*lkn<q;tB?
z@Yh|E)c5s5o-1zTZ!J+Zv|P)YNfrr9@E*Y%b9G|Fz01QMAK97pz^bMz=Q8Wf@E(<>
z6>Om3m9^1zC2U@`nT+XvX(a!Z{o|Ct551b~#19>6XhLgf=CDWD=LqcHr=fQZys{^}
z5!k!B+@n`wkoe8<W#XrGi9p;8?1J0%ugTAq;1KXt$pc-BOog!nhlrKRu9BEw6TkSf
zalGQ$mFuP(>5l*!IK=C@6M-F498hWmp0*m(^_jx^5I#4Zix&oy%K$1BlVxc;rh*&?
zc6<V$9UhTZGKlR;($ZW&C^c#tlib}X%0t_zb&D~4<PLTpl6TRL50HyHg8mB6V0q_p
z3NIx$TphU;+(cGt9nc5=bgu+CN+bL#aKz4uBl$c2BQ9IG7tOXoj!F2J25t4s1{lFp
zISlK0B{-xqYaz)sJJgtPx{<{FCtjVARCT78P=Sjzy7N-UTgxk?)NGGekmq(i$92c|
zx~7zHf|$j;W*sCXnoB^8GH#`{6$9QjF7jv(POITXyw-15>i=f>w8kv(N1BWoKKL9K
z)>g%B`t=z?VUbmrR>8|(_Q>h^%fRosjIt>$9K}bbovkAUoTA?W7BOVF=JzuE1l$(k
z^GqYzsIy2x?@rT<i}?g)le7Wg-7hAmvs02E^S<G^@V&pKVGPP72;mu{59t~m0b_C~
z)~HR%RS=i6;htdz=E(hs-H@Ft{7j=*9f$Zp%9x+mT6n><X{6>UbO8v~0iP`nUd~ly
z9<KdKCenR4tx1uRW4CSuLW@PtzFiNaPV3)ID@{u~O1FG+n+mG0cjSTc16<Wqh*A6)
zlQ$x1j3DYkhhY0|o<b*7N@-Y)pBjOW2QS}N<)2ogi2|kEq;gn@nf_Slrie8q9efs{
zu15Xcad2OBfJs>)=Uyy|nLe0OJh1RA9udxaiq-u(O+Eot=bYzb6|0V{{C8_g`)L&k
zifD#~nkqX<Vm}Y^qr;ED+qC8kFM;K9oRG)JFm}5_7!EuIg*H>uYlZoe&a>6(J3s~g
zce}+7&E&eLG`uSt)(VsD=|q=aiZ5i}^r669%?`Zfdx~+<8J(`OVGYjPN7*QX%AUKs
zgbV`}R7qBGaZ-=+S!Y`|DuwGRm@I$hW9|zLUA<qv+#gx|bp8KA=VY&+E1i)eg#Vwm
z=&;ZyVCx(3B}OUd!w|G{t>g0^4(}KAt*~23>0l~oc3tLs4QJ*^mJ@ssxc2K;NELgC
zAhd%V6kMPcoc7^yiY7|!kPhW(i5gJU@~otG<*2S1?8B#-P3SNB72N{cb0t8p+O&sI
zNbugqla_ZA)4=5J6xub0g@sSBJG;ftAtJzU8L0rtmo&opG`Xfs*0?ee?)n}1-%EEr
zo3n`)=C5-ILa|v^7<4qmr230VU_a%NqfUFAVC2P4;Y(ne?NW`~KOTm_4X>ODe?1H9
zb@{zsM(F8st1jnl{*LDz#{Rm%@;73}<5(Wmo>|dy|1b<l9HEZPGaWSh4dJ;um_w#B
zGU<1n*V3RSdrDNTgQp2CEA`#}pvrnj+imj}wgvVY4u2ris3?nTW`168B*u^V+wpgC
z+WskbPb60bH8;!?n_6oVx>uR*g6~Vyx8BElz)^?>k6_?C{GvPJac6z|N@cD{maQ(b
zXeJoz!EW{O&GpXcaY*3;Lo0SQ%?JOnO+6+!7&#*7fx?WyBGDW#IQv1^9CTWCV_mN@
z*ZA@9Z$)wsQ6xFQ@DobNMis0>Qo?kxTfYU04Xv_qd}<4HqXA9dj{}!>ib|Wx;HE^^
zIh&1Xl<G4b?=o3ec1eh%$4y}SWhDYao!RQJ=8sUhdRbffRe6MdV93!^kvXLKJi^(=
zF{xafM$j_jl?e?BLi8l0aK;i~RkalE;P3+RQ(5Tv4Rd%ktz3vn>-g5Xnt19}S8O2A
zVo8)dM5f5QU?BKfvd!h~<B5{!)fQ4XFM9)f+J5yd1i^Hb!;rS3x&*vd6iosVM#zi6
zbv^qmx2BkDmnuy7Cyk%mAU)NlY+^moPu(c3;=Bd3_y*jj9NO`pNGKeIj_*?W=euAW
z#M3fd{AK+1D}rV5efAxQ?P&MyRon06c~o#KpMF)1u3!mu*Q%o`%NSO3+JdTo4ExEX
z!%l!~y`h%!+vK5CHlr-|x@ZypR-p{}Vr06|3PHi?YCbdt?`6ib9`_zlP{*Yk7-asm
zPI%HEVEOM4nRoQ`)d-VnHxpoh0Qrs*i_@<FB@5)d_)RL#*>woApz$;b3#&VF;?c3q
z1<VJmRCjRSw>qydpF*r=IX-2-fzIq@H;vHC5L5gT=h#Ji>tdzn;2SRN{one9#jt?Z
z`y72C4y*Q)`+?NmU!H0T&A-X@Dm}2zmh``qG1v4$ch+?Inf(XE^8)o7iq-g?tjYQ*
z;=*uda<KUHFYc1K(1aI;M;T7()Tm+z5Vim30o~sW*+sw_1&cEzA$7>8c=YRl^S0bt
z`ja!M*A4kLTRmBJbE!Qez>U7NK0Gur@9_*^S6yPBRf+SCV<eYWZKquVEP&C<BwaLf
z4Sk7i8Gx{YbH@Y1Da<zf7mC#KqaM>lr$H4`+&K=B_r0w0ZI5336INy7sneJ<vrP7O
zg$lm8hhgA@e3Z;49zD<GLu|)_z2Q2xnREX>x4Wfz-0|<h06OB=?#Um1rLR2J+)4F7
zCK1G3(=7H;CDTyCa@SoixeCCUtesqb>~`Tc%OnJXjx;i#t1$4#@UZwNB!pzGHshRX
zl(2SleRTyN%9k_f2Ya7njbNZS`~%ra_if?sogYDRD*-DNye~Qd<~3CXGIch(dii<N
z<bLSsV*FQCEwS@AOp&0X2w%UNOn&vvk!{C+VqfU-B!$n82eHK8H_*`*H#JpA;=!Me
zSj_uw><I7NQfgEyrcS-ic&)s+0ErQq^O{@k*>QK@4LNxRihT9Cz@{TIQgh$?x(*!l
zVl+j~K*7`HoSthwKdSoGRLD6V_vz)WLQ)R0hVys&BT}vCk^L|F&#muMmp*&8mgmY>
zhe3BgF7=(hz(HvN(RUXGR3#}VQy%L9F2RUv`{DE!SnevR=lzH}7prCdY&7Z%+Q7s+
zcy`F{e02MA^?i#W!}G;}0IVjdLy_zu>+u%DtUEIzsc|)sjNq1XjFg|z%H){b@i<Tb
z095*?SKEU984NLAu^-JbvZifY0l@rC70Gz-(y&}AElrbRi4*|@Bej<$vp=xE!p;r<
zQsTRnh8zf{)^Wu5dFKK!bZu+ncy+(jb!R<ceXOa@%2i!Zw1*QOwI4L46D6ibS6OJ2
z&t5flGv&UXDIU>@pFJvR>6}S#{13(P|J*CH<xl?_{{P%9TjE+3Zt&+@Qo7uN-^OKW
ziGAFPP0<98pWJ%@^H;Z5Q^tOKcZ%M!{4K<U8VzCIJosig7&t3$y#O9nRP&~;a%3#=
zOcm*lBKOVXvTSUU>MEXqgyHNC?<oMpFQ~v`8@5r<#0t}Uz(MhycDou)U0t21rR5F`
zqh?{JSf_0J>G!v+iZ<)&$i=F1L8xY$XuD1tfKHLZdV2GzFs|Zl&GFjai#>t+%2~MK
zAMM6T4LdI=0^tMr#0Ael6^`rooNxo~?jbh!9oHT`>#P?IgS`^`-~Y~kd5kb({FWz^
zW@4jiQx}bDSorp|*ohCOxegN`Rl-uPFpNq`Da6^8mb)1SH{ayla-@|1V*cD_z+v2Y
zgf*V-we4-nt#+?eb9V-y)SiZn_%6T=*qt9)StHFZH*c3C6|_;1Rov={xTV2T{m$Iy
z=EvoEp<x<8TRI^ae8IM=gpniOcDS#p=b?O{OZYuTL4(@=%GJUHBTOyFTos?7S}&FA
z&GO&cNAszP@mYSQg6a7`7L!-B3>Lc$1#o5DqxX|+=N6~^e8YrJcfQQs^>V8w$tO#S
zROjMPWvPggpkzr=tXek-->S`|0nn0>+zdW4$>4S#EAmpcq%qYk(A3p|rI^b`y^ME~
z?%wgQL>E$vP?v-m$hL)PN~UglE5%opym6o}i}1Y_1Zekyzo+4{O7S<Ya+9;qGKPmc
zEzIk=-afFHa=jUf;iA2MtHdq}*A=1CH34_Oors~*$U@dGVWz-AX?WP&nMJHHE@l?>
zREa*rUTkUV!@g_#_{8^m<obsuRnqOAK(S26ZU$J9QF)YvkzigfFA4JoEvRubvVmoy
zUG2#9wgHPy-z&k?MN%B!&osF3-rvd>uYHDBcMojbV;k*f$F&7vOXLS{ppA|*--FDw
z;#FQbB70HCfS&u_`*kX^NO>vF3}`gC7+MR8hJt7mF(%>wt_AxM)kDYIZ44PZH-Qf=
zP?0xoBm!0eoYD^1?%TKbS#))!Q#Y!4iZMY!xk_W-98<A*sT_asqu$f3`!u9pPUDrc
zG!+|DFa+Q}X|&F#dA}vjp|x%6PQUya>ax3%ld&qWtNB%+J~zFiSSOlY*OB4qLvFd;
z(~P<9(He-uYv6Dw^n!J^8?dwjFSt*Io+3D}B4?N15W1j6mFM-tQP^8U8F!ld!>%#l
z1(ZuGPwNs!o%C1s$j)W+%4>3T$kj1CQ?E!WXY7%9^rBuxWc0>aVup3*^F?P>(EXHR
zp!$VLuHoNHy<MkB%znx>O1nz8QtiMucth-zlGb}3dROLkpvq!~(+Zogy8x9b1AOJ`
z8QTrlFJn0afF1j?-`X>ezNf*<Q$!}Ba!niM8d556-9lV4zU?BsLDv1ujdgi*L!c@U
z$`Bn|XR#irXK0yH!vpp96BF%a3_k1YF8>q>^UjH^3YLit1AJD{XCL4S!^ldDKOOr6
zd(^Btvg=Ty0R%m@N*CvXsjTO>?Tqlc5JN#r&>t)Relmt@975RGj~sToLQn4*`_gpO
zAIEbbIr&#ouDsLsz{TMiEjdac3fJ`FXxG-(-xguPxcje%Za9)%d0G%F?t!#^JaT>a
zd+m3tg{4^oA-Ac2KPjerp_YD;d~2SQimPf2YSs(__>rN4Om<|G5d53N(qf%Y-u*M=
zX+@;+e<<uNNw^#eFqaoS>MH#Wk8pES$8XT^gMTPciOV9T;9&cT8BoBTLuJMFkX!ZN
z6&qyFOUw*^6%3awM-;PnO1TJDo2Pj8J?l1a<_hJqKJs^eovNqCKKmnp5aJ^U%xZ3o
z%q2*}a>}S>;BTf?=A>uHi!+JMEu4co6M4RGC5>xNW}-9rJU@px%qC|yq!oJ*lL4^t
zr`+Q?2l}Ke(J{>@bn&lKZP>;cj+5)q!qGNys}8mgy9-0HX3y}cg08VPKu54qSicD3
z&H2x-1`_Z(VoF_Jy`TP+0GDM%O-3Q=X4Xdtvsu}~b4lHuxiH0VX2T5ha)BWRecK0R
z_?iRiO)b}gS|574tTZHg^RFi829%Q2SI$?=A4$UvY-8CL<??UHZh-weLkHPnEoJ<B
z^M8Q|NDQU6z>nlwrvFfAj6J#ZwT2XcRhx0EG+`m*gCSs-q+MU}tjl^nT-@4qqvq+$
zs>+YIcr8PwSPhDYS$Src#y(zt{H|dvowd;oJYk)cXr_BZ(AiRfzEl?MXy;XMpxgd`
zh<fj+r2qGi+cd3AD+lE)Q*+?R0q)AZae$!W$gSW=968ELO*0(12aX(wAj7><D>G-}
z1T3{a=D?MjrM5of=KH(vbM8Mm{=@OS2e0dTJ|B;WzwM$`19dO!O@_XxSgG-!9CoTe
zf6!KeJ@xDLY3PR|b|F<k#ikQc5KRaM^05-MHruAk1G_rVxTy_OKBg==;G!A*C(Av+
zTbEBU>abfp8i4ijpL*2F>rkCmGPem|Hzvk&wPp*NU+C$61fZ_iaQUo?QNkbI&Y3*L
z|Cf%+<QJnb=%TOx9IF}JByxlC_>SU1lR9Yo-O@cN##f=NU*&QKd@a|$>`i<SKcbm#
zd(oj@US(qW90tu;ano%<3m8(mh%8UZSYuZ!p${YX*;U8OF-;DYH_r3-d$e6;q|!|-
z1w-r~1rfUkVTECsCA6klZ-1D_?WSU$%NRF8dA@;!>=!%m-u@2-QI<=AcI>|M+V5Er
zmye^(&Nfx;jb~k|FDNTKU&nO;TJ-ctFQ<}SY857CAH&Y`(Z((V>zY8gW;OGvMCYqV
zgjv6Q<!5RTg?wxns3l@F$QTl%Vcu&p6y4d>F?7d+UIY->8w4ShxVBu>zlt(P%FnvH
zMvLHtgP3ee(2`V#xm2n{?s~Qs^)gJ+J-!CNQcag)dgi&eK{)fvdQ85Bc(kj3hkOj-
z15s7QPyTXBJ65YOtF!%P5!4MUu^C`7Vmr~B9U0$PXp=>QcKTf5Y*E&HPIzJ~vprrU
zZQ2JgP0c5D4eI$tBY|i0xvPrYyh+Zf@Q9|UCsm=LoBlyTXuYLSIX!Y*iDWkPc3BTa
zk!;{Y>5vx(9hsu7eV5QH9#S!cqPGhc8tH{^t;s8YNt1@9?lxLig%;L$T356FX%sl8
zBGjCXn{VzxyawaFGKz_F-wK;->tiJzVOX@X5`gKRZ>onOC|L4~+YIew9G8gK$I3S#
zFN*|oS4-s|JfB{K3i_n+fSoGaHOUSefzeuz^<=ACnZnB4ZOLxJ+hL;#l!Se$n<hh{
zlUdR#RaM~liG*`1=Urb4a~|{tH-gM1ZEjV1Vh{G>{fCs=k3~@+NVq0;RgTpgt_c5S
zT1?Y1yuZx(ex|LM5pXS2oQ0Hbo%o@WwgGn7FhRWxLe9@rUv|@@&Ycb%pxMkHN3|M#
z^qBr`SgF5zZv7N@%_T}j1b7k6vUPf-*K~_<VR4BAMfEbM*kolj)frHM%iW&1-I$VW
zhjUt?Qy^44a)-)Z<b>rgE7j{YRQ*5tOJ4@LYg>=<)5ncJ?r3a(H}5`m3pvJ!O&~xi
zONp)kRn=c}H~8Nl=|$la{>qREc;Rzq!G^*UCYj~xO4S-aqxaGCSUi5{-i*USMa-gy
z#EVlYd$DhWvbe|$=0C2V>BrAQ=DAdAbBxKCFC56@<k|XsKd%s_$$gCb&i=9Z@vHAj
zJj0s|+IQa6=TGlsk-mNUU3CWBmH)RuG(GM=F2NY`*^Qn*&WJ*x_A76C!V&cR=psEu
zFmKxKWMwpaVSJ|bXn@wps30v!md=tBysB17@w&Dz+v9Nn#K`#T81QFrmFa+Ku)f+~
zc}zzljrG?GqDJ(p;%$vpT4>&ZL$AUs-RDX?A#ajBT}bfM9~}lswNb75@d_HAs@O;q
zdSXQRf#3F`qeo~4d`TVf5Bc3hKud#|)VXCLI1ud!vz$@yCv}pD?_!qu@}BBZ^e?Fm
z-7Z#;j!fF-ZnWVFU}@)c>JnzNXI!{}Z?*dbC=|2vwwp1xPyMyC{U4X_6O4DmEIHKs
zBBNbj=hN$%)akr|TGq5aqf4g5ySI30_=hmSC|u25AZ?N76;)Z%<7Ctgpquqy`Dci)
zJ^(eHUCr$pMpv(%`N3V2f6DB;GT<<HaQD*SkC)O<aboQ5TMzG^p{cAirGEkS5^1Wr
zGP(Ch4JCvhb5>b!uP+JegB9$~zl~%HoOASFFC>LtE4kwdTP~`J+_v_eW|(@m>Q*Ft
zuG#zgQx3w2(FE>(vhwx5v63XP`8(D8lyqqA^h+6U6l>*_>dt!+&;PhGI(lNu+f<(U
zdKt}N;)3}u1Fphg6~5_oU8+6jccReme|RzI;~O^v89tsBuC6ulm^+_2M=33lP*=$3
z{R<C+SM+ag8X<nhG@-;+^k0r$?El>6clJb<s}fAwf|J^9vLYIb`aic_z4o|wSzxZo
zMmHo)BHwma#YDwKCeR=GuCdK3#R22K>#s#ymGqwnxD|7lFW*yIntF9O{pQ!o_OCA7
znfk{}{{JF=P7kJTf4lY9e_a3HvS`G)OQkJ@EcfmoZB|EnlAo7>(+R^+IZ$v%$ZB+J
zkvlZbfa>}-=(luQ+lbUWXurEEk#R$53JlzA?9l)CL21Z3v-_}dd8KJlC>hs1{N-I~
zm7ZSBd>~SQ8?MaeYcB%jMOM|F%|)9RHYE}R>JdL^?h1EJ+bmnX_3Q%}P|sq0d8W)p
z{Z)Txb+4q6nLJ9l@k1m~0qyrvo+_J1H=vdmf8ky!w&IEfm_(Q+JB`Ia?wZ=jO;vu7
z|DsR%;7Es#X(}}K29lL~b05tKUYB2Kus*ZK81j@y$jnN-I>vBj%^3K2a1?0^wwTon
z5b~6W3GW!F5%`#9>{u@xe%7U~=S?0iti&8UqlG+Edbd$n3YWM3(P=}WzQuwsqyZQK
z)*6K7MQ{k+2&5{1^1SF5l_iUCDkp}v!NpIncRyVtTc;@EyZ6Am!!*H0p+;N8UQwYc
zBO=1sA!OGQ12Z|1dtfs@Aokr*2w32#*}Us<@i!{)6d<s@u1k-&VR(@n;<<5Jj)<qK
z^vX%F+bV4<;3TOIWj#YJW<|0GUuRuzIOktaaZUy#s`PPbyNXwQdrJBCNHExQYzRz?
zIuC~0#KCPoiVqv)>967LL$#^|HC<ZBn1KomOvG|V>tna`7%{Ln=#&B_sdTj-j^oxI
z@(4={Evhoz0IS~8cHzB?E50<y_zU`Jm`?GRZHMb^xwG=KuyY*JQmvuXtbM3DP+v1^
zu5w@>9#rVh#S{_d_%&<O*WP|awf5)}In!o^FZBHBc`q}$eHRh0JNqtt7~`8Ao?mR`
zU$1du0<9Vm9aWD-T&V{*wE37srW|0$iJq^G6aBkA|4MOZ|4eq#c*LT$KD8fcY)uij
z0!Kq$e8UgaYB8d0N20l)DYV7hR-S#g;<)PSF>-c%;|T!sBE~^#;c`i>166o=-dO5_
z%0xRP+)q#K_q_kPHWABn2Xm|*m6@nGE8KirxE8zCBn$VA(`dKl9XVBhSE92sMS(*@
z&S@hi%q#MB;VUlI`>xXEh|^6sHx>KuHrtAy7;RFRJ-VXy2>gBly*fU*&!S;sFQzk5
z?v=btYs$NxN4p2m2k4ydu6)|`=(tN%)yh!YNDM+&wCt`sWH1U%&v~Z9F<`x^?)gW>
zfU$Ou^=}E$hTwH=!n4BX8S+IA>K@_1)-aoKUpoQska<(*)qz_0R<TEsiSwLj*Gt&~
z_cJ1IN$ne~7t&f&_icwPt#>`6sCsk%u-O37Ylg;yj6O~21@3siMC|aZukM{s?)%?-
zd9*$A;i^dwy8j<s=~JoY7@BST2j!^Bhlt4RDQ*U6<MH#7h96`;#}a+T9OhP)G8R;r
z=5$7CzWfv6nvcp{FQ$8|B}~p{Z^k1l&zo5nf5pZ_X}#<sB4+Hk>1>YW(;qykJ6@2I
zXR&s6&gaW|9&FN(%@xI2v#6G;TQj?${*a;IWO1+e(&WdH2yd<dcE?dTG|6_CUHML5
zk1~R_+%&*AUu)?&xhn0j@%cZlEZMKSb5<JvynU6}dtTz_;Nb7!#|L$)t^VtyYZ3?7
zaax!~R-wHIO+}G+>MrWbBJ;xNSxw(LoZq^Gu|m_pg}f2Kmcf-bLo850|D~(qzql(3
z{q|gMsXyVV-*J86FA{FpAbp~q*=H6@=88}V9--cPd-KY3Q^w^<pSa;DNe1G~4^p_A
zDQH!3LNnd%IWh#c1x?1ag`TQ3u-I|8yu{c%t{|Hd#H|uNgK5#;Bl!DrmwqSGue~-M
ztjBmOe|`L~WS^$)ME5AVL+neJJ~JBE+M?^KEODgB0Wv&%Gu44wfnA>*G;)2uRU$ik
ztncyD1AJ(e3Vx?%=a`K!KgTsn*gd_p{&pPSDF5u_f#PG@p>jsCj^=+{XIFZP$8`jg
ztX7i@7XBD_3p6^+njAKj-KiCF7&lOseTFp}-5g}btp^6)9bG%vaXp-Wwrj)o7vBI^
z&Q_e$Fc~0b+ud*|Ga3CM8Ggm8Z+h^Acv8`7;y;CVUp%h8{^GnCxzk&=w<F_iYh~#X
zC3B~wyRcWPnA)J%U2#aV6=57Ueb{_B^zh+-Ts}SjJNZEWo$`5h<^O+itTA5cG}KFT
zz=tRd9Tad#K0fYch#+-h=ALN6d_lt}5#&W)fNAUk>gxDK8EIgA{UWEarPSy!Y?<nH
zpCce$TS8xeNVb?&j^{j1BbgB6gwYmk!u<7$7O}Bq#v75WIqE7G58^o&2B{Qc*BCfj
z3O=C+j)*z|w#k7gN}jD+ecUZZXfGV3gN~|;htzPs`qf9Zc_(veY^q-F3HMwbiS}9y
zmc<9X76?GXdBBF&z`}3QNR(d~yo5v~ebXSsuC(TvK9NmXn|-WM@~*~QT?-5CCd`VX
z<(DN|tKsn;asZ#pDsBtI5HxrgNU1~*cEInB;fFJ_)f7Vb+EkHBL!#(QC&p;0b{!wv
zSzLeKyyzEV7Fi_@*R|eIeZe0K*4d?+@;86wCJ>$)Bcr)a&>WH+X~)j%`gF^WcX8|L
zh4SgW5c@~z-S39^U|xllGvCE4g!68LQb8vQ5OR<5Rb2AcqPkjyQxfMod0g|SSL;<g
z{5!nTzO0#?Oh7YIu5P)koRH!{<^f)V8<Ar6s4TxmPfH!#OjvlMt9+OqVf5)!y+IeB
zWh^e5ZhVIB_e00xUBYn%BIRRlf2erWISX5{->jCRjQk$_ym?NC`-Wn_t7=k+6prQ_
zRWMxTyMxGIT*%Z*6&ga1a7mNulkDqNv^72yOajlSVOa;6JoWJI46gXb5Yat90W!Sw
zc2$SyHlUlx%+M$GXD+eaF`sbXn7rkmQkB6rxhvM+0*R((0Wi^v`sB{zp;8Q@=<SzG
zL`g)dI63_n_K282?O%WX1W$cfyT;wHDrr;e=aFbu>g}RS`>qClzK#~M<kImNIYm;-
zJ*thy@b=p{lq3c$r=CCv+qL2FYlPC@HtWM!9lm`r&gqoydFjS+EU{%0h%CAGBH<Kg
z<si>ETfzJjKo7kbuo~diF$#!(1wdSTO-iQLP6TA%P`dQO{`Wi))xE%>4OSZXOTU)?
z(PTQi&#3+GsrO#DWsEN7u;G)X^Dn^m=s+@hp*CkHDixQqZMqpcnypJGZMqIyx_o)2
zabRnAZLw%l)01A6b!UIIGdlI^FeEYd-=gCuisE#ir7cI4Vx<spJL+^(B3QJV)2h`e
zx@Rc%dt=bO{m-3t6Xg;f`9#;}o(p~9%~=-`njnn70~?d_sL~}78V>rj%Lm1AABP<k
zYAY1QUPjNRnICC9eyBHP#OiaZ8yw{(gI`Tp*SkyH)Z*~tLML7NyLj{(Wo1>IzbhiG
zsrFf18x=u?Bq|+XC%QbYCm+1ff9cJCTo>5WUmlFfCS=^)Jfz+J!@X%5@a^`UA1&^#
z7shyej<-XVEwyF@+v$#?JFTI(!Y*j8c(=1>8^Pfovu?iXK}XQ+{O&m-Ip2YcwB~3!
zw{Gbs21c`-MaTaw`k*_Q9Y{fL8sE(;5?h;BNgzxGs*K1M1sbI;6v~CC*H2QWyuOaS
z?WP_wx?Wr{I0uRPq<a7jjplv?km6sSMZi)L5jiE{|I`r|7h7KEz1g_j5xJJV&KP$&
z()u`6YW;enAB9R>XO~5`dDzb6?GH2|SU1ltSmBM1<IY6@bc=5646Dn8CP--A4Af({
zW?PT4oL)YOjy@1^>TM3amvY883%k7M_D)44#f@FoS1=Dc|5E$Y^Y)y<G_gS!kG2{0
zea0`1wi8SI<a>mr_hYRqTG@Lliw^+aTj4&exyFQlGGQ;3w~(P*>1>&l+vsO^p)EIO
zF~tqZQmLu7m%#FkJVMT-0ZKTk^4{=9^WQuzA%DByyZd0PIp%*+<>y-#c3&?ZzRK9!
z)qLH;IRTF5J=?K}UQwH>iD}|wH)oQ*syujqy-?e8Q%|327doNDSM<y@>r3Wb5f{ti
z9XB(G{Y68M@*`;kG%M{+u#5+7-$8bThXsh^KV-?QeaV1}zu>ooavCu0Z@zNMQp>@j
z1-eC-M4jsq1ESf3(3nOm!|9pyNG`hl_bdc-)Ix8<nkt&LWTQ}kX<Ykm;)iOlszaU=
z?bUBEFXtF}m9X6v*dXnyB1r-GhA|MI%J*FPlAK^pk(RwxVoHI+<1dP&zy|qPqSqK9
zV9o*coi}X<W?ly7KZic#*ED4mkH{;|R`?y0`T3M&g4)eJYvkj1;TZ$eGsbM<OKq4u
z)K4xPe7$ntDQ(I&t{8RoH+D9--yC9i2UH#sCwRgISLSzIdyP$#_ZMBgTpQN3_6H`R
z3jdZ0;CXbS!B@dqP7t{O`Kw5VuT6dkES;Bnj+th?v^|J8j_%pgnMWUB^X+m)E3hln
z*r04a<Z~U`#Oagsx-E>~V4PX*E3!8U%Hw)ndoL;p_1)75zsBI%@zU^Y97)4A?czN;
zpJ1dA{rwFN!1@#(?52$I1!z>uTzbs}ZS>-jf4zyS-V}h;g(d6l(7_zxgT|JeuyaS7
zBX&m`rTzj})1B%ilz3S%1c?A6H)Kgum|P2lmTtfKgd?)Il$f2@C1GwloGZ}bnPSvT
zneB0Hw&IMY?K}J6qcvMYZWoqgsKQ!NTHcG?<e~*;m%Qg?6@&PL0&CP#Z$mD|BcqxY
zTH4nAt%Ap6+KbP-gCbtYs?X;GR*tSTB%~WKB}v1;MRWXK;K!srAQhs$=kLr5F3`;=
ztgURG&7hwSFIE$Y=HH~MeLFGa`#wvL9;@>RAVzCM=rwjlnLmOBBx78;A90QYSk`cy
zw)_)mpjs(8zX~m^g>u7>c4B?G>%mCN0X$UE7#M~bg5}ubIvZp&ww3uD&_|S)N7ker
z(;l-tq?*8oY0F;#jgzd{!aqO3T_+8HQCFhrc>_gZ^Ck^{X<axo<dn0xKp8siDvB@c
z(g#}HaF~3v_ToAie_`yI?b}(`HNcE%AOFG59}3oqeOF9vBodhR54JC088IdWH_UOt
zPG(z{b)aoEr@vhn-s%nX&q`7$%NeU|!5-2R8MgEa#7T(|SY^lVz<1NNSyG^1diiIS
zN;_`Aq`_RrZJyij%>(1dOt$E8pQK)8LU^x<P2ESZ8_1|{Zll>iozJs<zl+eoVmq^!
zTAA5Xm9%hgMY)F0h{IG--RUudJ&Ro78|2%b=~rW~J}bIel#$mQp?^%9^bUD1ce7#U
zqOO5X4S|%kSX#yfj6A*4XE>Y~Z~@(QHq6Z2t%wt$>{vUnTBqbZH-mw~WA19GJ4Smp
z4;nx^Crig+GjbXEe3qN&Pi6WYFLEF~3$IsRB-~d?0A9-0JETZbZ?3%YYaM>KZv}MN
z+>Qw-CjRDm^YU6N3)DTl<}PHc1WD+6yVer!2JRe^zyEVD^l2v}uroISY82cs{+_tM
zkMCKU_%hPNfyupjrrJ}WU%Bsp+2nfx%*_j2KM{TP#7ru85-H_UbT_vJAIoBm1PDim
zR6QZw8p`|?)7c&aS--o_wE<wqLB;EX73IJGoV%MF84WYJke5=$hn52fuXOa7b5I*n
zsopc6AEqxLs5L_gMr(bkkNU}Z2VE)W(+P;Qu0ch!eWxXlR#4BV8#?Zy$Qha3y7RXE
z#Gh4vppS-(($f516h)vl5-59fB9A?K`2^N}5V3jh=Pf=jhTf}m5R2eCO;33{PYAs!
zI3sBtoD3Hix!T4ee;}ci;p=xTZ@rd%_}Q@k)W6C3{}cR>Z}Zd$#d9pp{84<BGFN^a
za}+;)3Bmr2<$V$HM9|lt0BLbTXy;(o;~#jwa$DuJktT(%FS3`d!BgDP9y+>u#%D<A
z4a8*|P-y9E<h#B%Byv*}{}F{e))hynjzKh1oT7^fvn}j$#+=cgkLlW$f^IodtJvJd
zV|-atTj1rx4%NI}g=$4y5EP*{FytvV6f~qTM|Ts+LgeLTn&)2-gchzbT5a{g@aLGC
z7Wr$}06>LpM7O7p=d=^EK2w@>+2DRHTjd0{<19Q_tlmb`R0K5h6OZBp=2py#N2%E5
z1=*;U0l2(|3+_UYozD`uGq%6zd`U}x->CuIMy);TMRs14A+B_;%)NBF%kJI!%*^5M
z&eYB<ag<3~m?{<#-}2g}KjM$-;E2Y1#d1{)+V$<~ZkLWfOLe_);PPw~?W`6RUc;J)
z&S^BZ-a<+sY5S}K35ns-kV(i57+9&LS|Wk3-fe3L*kcm~%#F6ml4u@tY90!jaV~3U
z7)$4xH{;3f56w;Sm&^%8e>(Ju{>^gGy^(b-77!G!%~4TGmT~dbhR$R~Q2vznF9lUx
zCDG)Bd%`kko^6rnYgq-e_^0++=aI~m(dH{^iK3gG_dh0nI+}RZmam+BCwcb8RUgc3
z4Q_PT2=T2ZAiD8)#oS0o<9hY4G_?syN87;OwEM2tdb}H~z%xC<7-+8MEO|gf2A)3{
z4%OU7lq9>)<)ylAL|$y&lLx4F6X0siY|3Cfg4n_?P^h<_FJ$R*uE2n9^+e_c2ZOo7
zilav8CH2QYm(Xw%Y=AMm$k`<$EF??fVWB3JSG>W;k1Fdmx_Z-t$K&`CHd5R3&+JH~
ze^@Hg<o%>`&%)E9C&(tFZBdp$VjfS^j(xfFwL})JR_oZl1Cx--%Aj?f<1EI8%_^9g
zQSaIHw(C*u5`Vq{+Zl)QR26kp%LS84W&?MDlgVkd*>?ZT5HeQQ{!U4rbDt-?zd>~P
zikdqQ#ZsR8#iBefFXpSw`nX{1LcjpiGSs@QsurAY1k2#JF!DLqadP&=PbeoqJJVl3
z!N(WckT&4#oe-L|Zq2EBkHD-fevzMu*!0_fR=1I??{0Lxo(6h_hW3Z*?CqqSprKtp
zjv$+~TD4-OtVgh9K(icJezv$^9@oaFIomJ4<nM0~Lb}$o=<XVl0GM?kcX78w)cwlg
z_0p+-q0?*4X18nUd&W{v|9w94IAz_9Cu<cTXC4<rOLbtW-!JM~P9B29T?@*Y&|=@G
ztoTjS>_2(GIjyJgB1wBNMT_$5qZgnbcTvl~fQ~YY@OacQhUg82ZGG)_gFVyMo}H0>
zCMGsgAH|`buN2Re5|<35T<bW=@tb}Bs9+Dgvff-2)1#nX2G<#=j2k`4w&5G`&55>^
z8y#5b;wzJ%H#FtY&G(HoF`|aY0j|M7FURK<%rPTz|N4*HcG8E~#=b|165B=z{<X->
z%;Wf4_wv0$E-6=>*4Q1HVR%V5fo}BUgn4Uk@`rM8d1n8ZYoPdagiOqibB)p<cE{+(
z=LQxbaQUQEMGz(a$r~%XuJ5Ph=IfOcBu%YT2S0%rAPY@1b^j6m1n!yxE9_pMv7d0)
z>6@F&t{Mlex=@V}C&#EzP(Ij6rkLXk;8dOhZ>S*kQZHNFm3WvOap&-;M*u4oXtK{i
zw}lg{9*RCY%Lhw2XAycU<4#cLH{^<G>9DQ@#MS=Z*(WI$CyHA}7tkJ<lXYs2&Oe2R
z`eN@V#cciGP~iS44ndRs<KF>J?50k(w(oDVzP&qufcPG~=ocqmP{=jWT|#b(a@sJv
zAw9fuy9d8ztiU49{_%FDB8tPAe4N_Z9_1WlPyGw7>ir!wmBB36d0R^P0ldhze5)Z?
zy;7-ae6C1UQAxknRT6UMasg&tOWl<kTt#SC_t0-V8APh1SI~ypl?Apf1<=!uNIO#(
zN%NBx->t2s8(p)onPQ;*D9<n@Hq{hJT%o-E2?$Bgl)*sm`{j;m+N1Ou<<p&j=NP{v
z73u(jMZPBW1WsTa<jE@?>IiX~yxCD|z)G+96Ug(avvyvG0KVhjH>Wm`9hztuc>!@T
zPwN-@3@uyUE4BWfb7<iK(3>5*#Dk)lAu><S2gk{#g{^e&BAsj~JNFgZZ^{*Ri-Gx8
zVN1_(<oRd1q%RgB%KnfYI~(_2oC+`UX%sJ98oj1Ky6{0G%daROf6_1S0L!2kRVD$+
z8(`ET06qx`qF<QsVPtA66X}49>S{DR`*Vvm&68mqFjx1vu`b|Ebhz8%T&=($b~{|n
zga^A3L%9fe|3PV`zt0HvbY(?;4iGl{sR*$>ciKTE+{KUlvHBZ5T!|1h?64t79Owe4
zkA$*cguDDte{}9l6R<CA3Yi*y(YJRYk=c@{`6Ju!l<e~ji4CZ3WKSJ<^7BBWFh_<R
zeibxrLyD3>T+-*5nR!58+hx;NDhy^<vf%Q(8P;?!lc6B854K0D?;Pj(BL22Dp3vqJ
z<Y2%E`}e3eq+D|k%?GM~N;o31r5}GvLY>9w%nD&W2U}FFFauPNkk;Ck&*3zcM0(+~
zHywltLZ-?kX=U5x@35wiE2XR0_XA6AZu~RZ$$*S+MO(1Jq~sJ7K^+l>!KQm(B&#jU
zQFZLHaymGrqtH>4Q4Vem{Sx+QxH&Td^r&zXHH;Ab96htl$YVs?<2E()z(dIG^Wt0`
zVP<jcWI9S*A=&^U!MFBgnN^=dJjm5{OG=C-$*B_B^C4mmr%;y(Zb{prOC^BG#mV>`
zWbR80-Df#(a(U0zEfv=$Fv3mVowDskh255NR*?tS=uRxVh#*U*03Cufu9bS7RGP~3
zMWvRH6*a99QOaum8XvO`!Awa&1lj#Zv82PHH1MAn`E3TxbL+UE;pgW|8x2-EYdeLK
zhXO+KQ^igZsYgCm$Zw%K_5M2m?|5}*9e#EnoVz2n;x4VM^aQJCO2nSG;5xBB{Z+dx
z{<%U!zM1ZaBd%ouKK2Vks>6bZmI+thY|lF)cATDbWQtl+S6RY1y2Q^i3&9r%cYRcD
z)ZH-Na>er@^r<S>&wF{9$~zBGaJnheL8(-mx+!+@H;qC5o|W@Lg0@rR(mM*j$L;hb
z6vbqTv0*~)+99x)cs{|8mZ&#x^K$jb$Ib2e{!*?s4L>8k{fa($EzN>6_Ao7y2J5j>
z-vOwomCQeqCgD;)v(7yZ2E-v|>f2SNb*%ecayrH*(>ymob6x_CGYq>wW7n^t<ijWK
zvF>@a#gIk^NY1ZC@wA|t@x)WFM<uRHdbe;y=h6S?1dChlIW;sNeC6Bne_X${3{)oH
zjuh8t%e5>ou?g1S?M;fwdCUA5i&pK6r);0janp1(;q_o@9<Qa;9L6!CePJwTMHq$B
zKw+Sl`0qP7e_tpwCM3t{RKJis1!|qtIieI5Qk4sF^QIqz@>H8D7)rg_nx#xKe96Kr
zV9s-*1@O{%g>v>by6X;?N(KCtd?G^Ks>4p8$6lY>Ql+BfG60_Sw0IPHZYvVv8LNi@
z723KizlB2K-V>kmlya*Mvo=_Dwa@h^%4@Jl6ywl41eq!X1IuJ3x)6&L7TPm<TnNh3
zJyv}6fh*)LQC7|hdc&EpeS(XZT$2gE?DnhIwQ|Vtsu-E{;B_qRx7*|527o8{!~93I
zZ{gp}iS0`s-{~&*SYh8?)+@S@@Rm!{G0lI|)}mVcanD5esY-y?M{$PN!}<JDlz-x7
zi=IRo`PVy2=6$Lik`_FZdY#f2i$}%pz<FlxG_n;7^Zxo&V>E4}@K_v#l@f_Hvf}Ip
zhpaE+%sWliSIV=bn6-LDPbX%Fa1fzLXCCmu-BaLP=;SV2vzvyUa(*oi-uz6a=15s6
z%C&o>@lfHtJ(AY+0QH)0|7=sE@9R{BcEaH~dNXlAbX1CiV05$&B*beeLZ01Pu{K}i
z9e2Z4sChxDw#VVo5D!%}2E=pCw#dRfy&j3TCg4zvITvnNYHs4JUp9UQbHnE3%fmZ#
za|@*%$5MnU4=!HH1x2?7(yU7fdPk%)hs5{4r?re8MI&|M4CCoRnmcxqyK(^MyMFmE
z47wXm!ajcM$i5R9Pkw-seIeSeUlDuJPXnFGnMRTAKQzwDkit-B0gJ&WnVSKBeQJ#~
zAs=VYrYW2=kl@E-F`oP}!B{a?iDsM3EoFMhdoQkK5%<>1Kq1ZSRza7*pmVxbcTOhH
z>yySjV`<(~u-9BThTYe}d=-MWJ-bj9^)%&j2U^;g`viIe-#caItTywJRn8c8nKErD
zwYO9uwLUs|N^1V>=drHcu_n{@E4_e`jJta4{h78EFziYZ%F*`wezbYJxRa++2;BjK
zDEoS&v9|Ipd$k3z0K21jio0{A-_rSewC7S5kAzQmpp*nFM*rxBfR4XX$Yhlrlm7vl
zee|xQ(pF^1HUDrqWw=e978f8fn{%lIMj-g^0`gMhP9&VR&)af$y-2IxgL$!@h2Dv>
z(-hywO*4#coXp*~IO%FmR(c7&dY6`9+!?;+kKH@;g3iu6!V7&16A=NwoztN@-=QP*
z+G(piRD+7XuAVL5uir^6Q#-By^g1QLAHZf?p>rGiUTe4uigza=&d;qit9YZM6%wZh
z^i*1lQyWz0TP(6lWMY~k=3?H1{(y48T&uWm*%!`2Y|lv6c2CXr=O_xB(;BWmlI_+E
zr)KTgP=$u$cPw)}u5`*i8vD`RB+5`T?a^y`cu=|Ev6)ZySJ%XTB_AUc^E`aZBYS!G
ztzcC+)u2Wx62}Kw0ax@+M0|M@a`-Am?YWp&)_+|8pQs7;;Iu$I>-)b0Q~$@9>-*w(
zaK<V_d4PQO8lvtl5Y|#>QCxyeey)J?z@pHzKNMakR4brPOrqb~4V{g0%RDbiy~vA%
zujI{R=Zb`)Qq`3!fp6=uv``%i)Gw$6R4Czk_Qcq}YgoA;i{z54GmmG|m2E640~?g|
z$zfc8Y*ds^4*H-xr^Be^Mz`N3r4o6c`CIXpkWf$hJZ`A6OOq-ZmQaf8TZh@$qLj6B
zm1?nOT<G`_*&1$w8C*zf9Gd_T#udl`T0<u1CH?`DkH`X+z+M4%TY=iuR8Y@N4isug
zrTwC4i}Y3>&J&t!v8PxKd%co}r~u}b`la;29yO$mHd?#NC=XdK!E4j&;x|Lk7WZdx
z(E_kgg^<!Z>dl)S()xO!IT3Y&CiKLRnPisBBP>%~(<2$a^c~vkM>Y&9Ocqc}A0@4H
z13#iWxC;Zrvn3!B<iyvpM2;5uQ`@h4cE>So*qiQ|?{4RE0|k+xRM3!!i^Vw%mz>Wg
zwb;8S#xYQ3qA}<Ihd)_P8nAOo+I}l14|hv9(2Hg@TySY=0BCsf<1^Sw9sR~LyI|tG
zJUIRtR#j>U9_BKR?#(6?1>iwX#|W2EJV8}_sA`!&JX{|T{0?+_5>=z)7||fx)QEBN
zu*!2aUg@w@eMAE)B3rG%BG@pSLcAErOy6q9?iRqQ3#{96x964M@Ml)N)_LS>Y*a%k
zg7;k_3u_s1?N<Q6c@ZpL*p&z$Yq*z!xb}3ss^fw3BDVJFC+gd7a%O-nXERX1U|^T9
zPxTve&V|OmB%D(W{#^Dbmjiw{bzXQrYqKj|d?+zJlX%AOb}7OwLx=WEixMtJ@GjJ~
z&CwO8!$oUI@6g-q3CxV8&!Gm}Vdpw-(8p_^<9Zeszn({K*FoA&-91#y53A}pQ-XW<
zC&GhjxGVF6_WpGTpGVvz8ow<T3>xm?=C~C{s7QNOMc8;|!p-NHm)hTcb9ACBYcEVB
z<@f+oOTQwX;HUuz$z*rLV`TrcU|!L+0z=VfyHUR$M}{KjA=e*~admh<i?QKQ>Rc9v
zc23tdGlMeMa-`+`=4_s*hecA^$Y;0t-*+ccI+nC)XO>hdm;{@^tEU_YZ4J&#Sa5^$
zg4LO%OCRu~V$z|mHU~W|T^f^T&Q3EVC<$4(m8L6Uk6rKkOJFB7HLRBoZarONPBP`M
zMg9=r)L7B(@szFGIF^Pp!b-9z@8nYkF6{2CLnPM5h>KTFle`f4<Ncn0sgmClJ<yjZ
z29Yz9KMi_UeqPK={Bw+;&(9#SseQTH7uTPBQu=r4K%hCPQtm?#y(g*c)KP8U#O;Gq
zHeHf!>tA3Px;3wnRTUGcXeJ{kx&$w{h*p4fAX?;j9fgR3`W~Xf?*?9r&PM=GD2lQQ
zz>SF)rma74{*bLpq%5AiCPorEvkOglz>wD&|5-173asgf&dP!{*N!b$kO23+?)QgY
z(F1+mVBzvrs_aY;=PvHMtcA_F|L-#GiZ;}FJqw*hgiUKYaOc8a<B`U^`j$$f%St`A
zx|a!fX`sgWdTS!&X0-K8_b`#}{>`JA(5|X4+fX{Uy&D5uDG9fQRTVatHRcdRvNMYG
zNhf0sMs^*ASTj$@6yV>!D)(X#A2fh`00(&m*(}Crhj1i%)*ldQK9;5I+=@Z;x;V}@
zIxDEw0R3^P^&aJ7jf5ToCB`B{InmkpBtvve=m2^K2sYcYYi2#&Gy~x2<_@SKYXUUP
zhD&Ph&2*gt!FiYSOw+w1nudX`-XQVMHPaBjkRkhJzZ!H(T5Y)l-jG)xrtsJk*CXo9
zv`!yo31Dx_(kPy=tot$K7NcQQ7PbxDBa08&lKmxtyVhn3TB$;molOBEWSAF>Eld=-
zDPTkiNKjOPm`tjNqSYR|l*`7aV-Tyh)bqYbp{92b@pqUsJv@&%DPyJ17h4;5E%_^Y
zrCYZ3$1X{DLmC1N=*FFVhHO&iuKD9|j}bMg+-dt%a4;vKv9@Br8z*O<2kRlcX<TEB
zKW4NHRxy3$UT-1t1aqw}fqng6lZ1HPT#m`+I>vmwc9PMyTh5%$Xh{B{J<!q@TQAkU
z0~I%s4z+GYs#)k~5AeO9Uh?|ZnerDklI?(Y+Y`5zVPWH@*;Er7&*Mx-p<$=MUu5CX
zt*-s~Jdf=t8BT#e8)|hWe)c#r>~nlj&R<UR-z#*H8|od1yW63%b|nQQqMfGx7*!bi
zenB(=GOGSAj!cfkc>dG(Sb~|cj;4jIJSFsiZ|@2?BIQldGI$A9P+o|&2UW9_oGwjt
zQ1%eRGnqL!5lqn}*_gp6syXNy9<c-DK7Vt#56k*oU8q%c^fBc3>p&+D+(C<*>%HfW
zX2Olb6Wi7gzF=JTuKu#&Yp{D8OLysenJs68T}@Mrjt5_gE@x%rDC~Mayr-}wx#Q)U
z0ls=Q5UP?>qW<=%37IA-S8(a6qba`32>$R|S<lXFQ^Ngkzz|K*t*geSoft3MqA7KF
zxuyAW{?Ly)-y?t*qk4J%;X|_fCwI|5O2Ym$73_<QtiQYI=A`$foj(kpr_4qi6miZ7
z#C!j7ZH{gd?u$ZSg8MlpkpK5{)1^y)o6(-XiN~V~5C}~y_GU*Q#6?&);Lc?}G==Qy
znI+MnOc+(U+`bTf8P!cUQMJcuTP{GA7$6CVzJ-GFI0ka2Sk4>h)8}IS5g2xWtQD73
zLtqdU917J(bO6Z0#zJY!$*HitFzC@mtkRG|dTCw#jU;7J&P^K%zzm>1M_boY7T*N;
zaItHlHl9267GvadDIf6R)gm4&390<#LaN|-3oVTx<euu`+q6^TD&uec)oO42ee;}<
zYu?E9C&ssX7Kooh?4RZqZ9NR|Oj;nt`iP$&SIHOq;JF)vvT-|DB<o^LPY=1m2Zrt@
z?v=N<@zN~j{a5;z)B-{G_x#h29X6wyM7wJsdWTIm+8gW+xkyd8{0e0>e#d1EU8V&U
z^1!u8{twfOy&tvOuQWLkl|54{mdJ=0<f{=rut%YnCVug8n1pUe4Q=c)H=FVyE^$(k
zw)1slXDaprfxlFAx5DKS#u`C;>q#4P0t}F|`rvWiXr!_xQJ-uLY^;#rq?%DrYwh__
z^;3x`(4LBrjT5ejZkB3O*v@a_u!!T9C>Q+z;!$Y-{0vJ^O{d1|b5rG%wJe@tEs+%`
zu%S7?44}aQymW<TGfSioqeP$jJx2|I10zoCyZ!kWU99g&1)Wo<$(6|Z?lioHZ9WCC
zt`s_JE@<gD<go~m<4y<dnMmyV4tZx~!4YEYqH6<dv!)^KXdV1_D=N6cpK6$v5vT`n
z$2ZUw!JYv)S7lkq#tqa`RkTBn5#tT;<oNbuT$g~+G*KJjCw0iV?XB}xDzSwESbzTZ
zK#b@ze|t9kl<0cNDJpVWSGC`GrGzdW?cDx|8O@unEoA@Qran5)sbT}`dRCa6kA5TK
zWd4|0&vEW_+ULugr6NA-%Ql_^P6(esDvR4lC{-${Bs*rLJ39o5QPl&iga)Xgal94*
z|IEP#Z!X~947Z3&qqVq*ywi*GI8^uOj>F2jqB^hn9G3R|9urZxK~;E%ZK+m}ZakuX
zH+`KFdM5A)tYtTagecY-)WAplTT{Jb9o!hYiHw4)C&)OP{%xnVoDN+5*~%-($|s(-
zvz<1L1BnMPe>Ggoov@%>E)@@@I{A+_ZYh$wrC)ofcHw8<|NW-x@S~b+)<qsLQ3k%r
z8$I6ZXtp@$Bg<TiJ_yl#6s2P5{Pnk}A);4PTFVZ)Dn>k}?!_5NUy~Gj$RERQJ1ANe
zdKBjQaLsy?Mjkj;SbQromc<h`_#fA0q{{fPA#?iM_S|vQ`b`94$X0%Z%+4OJu^s9z
z(B9~G%_FL!dd3<Z*bui6uVK89U!`yW^KB-W;u|e)O<KR_az`5V%LtwzCxh!cdw~!v
zgtf(441mv2kS(0o0AdUJtH>4Sgd%Bz>}OpBY(OG5HqC7(9Juo=Y{@uP!R*B$NwiNp
zp1(tyH>zhPzv@kyv+VQ{Nz^5j;ZoZcY@ucDId4|`KH(c_1dzt{4!i%i8rM|^mCQ@9
ze1pq-UJ%{8vA-=+Muh*a)1$uMjp|ocmEpCLCP$q0?R<%(dZV;o^v6mIJn4{$X>2p)
zP|zXQn$Nh$IfwJLWla$0*}=R`9&E*xzBwo3{N|Cwqojx2m)Lzxa5?%NYSKk_MPIhE
zZE?NKduf#20X#F$9u@i*^rmh74V!=hEJ<!{wpSRa`rRzAL`lNH*_PK<toneJdQ^Yb
zu9KKA!pfQ(pTj`Mr7F>Do-4#;I`Zl3A-w{SClA(C(>h1fc0$uNT1%1BYBOR!mBbQ9
z6bb^(?<D5k21s+`J2S6tQC3-X;&n}Ebx4{KE|Cxdp9D@|nDWXYma^3&h`yJ~wpp+i
zT_Epbs;f_d7*Wc_6!HZ0HuUKU(R2ru8xfYukk><(08cA_e|M=5!%2jXU_->g&aM*E
z8RyIE?WBUiTILXllpEQJQD&cix|{5GQ@Qy%)q~5gJUgp`<`Ot${t?I#Myztz6kRmC
z`U_px149HF!NnmK^y0d={~n6x=n+rdXteM=u3eor9U>hFbSPzl{ls3PLm+sFgv+9F
z13rdQ!Ndowlg=krU1Zm&q#B14NM~?{>Ac{cM)D1#DTlRhIp`+2m5SM;#(eAZqKgt4
z|8eOZ(r?HsH0Ge=891Akb_mW%AKwrRK;^!RRFb8Ht&oj>k~6>avsA}jWo6S0AvX%K
z8BF02k0l>}T<5iuu@ud#Fo#R=`!0Az9`|(skAulFQ{?XH9VgJQea8xYalHEEem{&l
zb7MzVuABLGR9gAF21c#y>Av%mF=8vmx+&FRUET|Zi`N4S1cUX&36F{-C~~V*II;+s
z>)DxghPo^5(k#!v;V;Ev=dK5cHmaSgP@R3=cNgPBTxoFYl1QIp+s<OIj)2!Ex1M|O
zKQ(c)rbaK&>NDi_7{>=(ydg499a9FK?^nrQOH=}qaw%&$%IO)y*|mCcLn?OBB5KmX
z;mZn19p&|0NW!)}klUa`1O><m83AisB|GP(B8ti$zq@c9{6KRk*z|Aa&#D)`{`mnE
zO?c2g%#dk=2jHt7D-~Vi1XEzvQD~`X&soMN16~ErOVV=Cb^y~3EgHIJXV(20re=H|
z4D149L=?Dj7LsXT95pW((==N*0-_8jk5N9<0xWE6ado&NL`_{{)U`*SpRoEx-sB4q
zn+!}+z2egEAe3D(Ly@bbPZF1pJ)Fa)f|}+04m|P<l0Azn<7wEq7-~^3hdj0hG@T8$
zRLCr(q2B>_!I?=~%iqm^R9|=Y{Fg+cgnaOwtu%<Rr|5`N-KTyQADKt=G-<x#G<cJC
zYUht`=`ZnkR%CbMepm3STbBj_ih7*Sx&&1*#hYwAfBovs1`V>RQ2il{QJ{q<)`v9P
zkz80>6E9i~8#)Pp|JZcLsl#EV8eQySImc{96}l+;TV|eBR~`<-QgPbw2`go}n`mvi
z^yUai$IuN9MF(WEp7RG$Rs9GX76$i+9;#p+RRD2!IzSB_m(*k0WwJHU<7!}6K7zA{
z6)e5B8L)!0<h5HU9mIxB&{nYxSBE@vmpS)|orJkXPxUCOUBXqhm~*9V`qN>L0@Ff0
zMm%OM!O~Agu897}bsb<p<SwMfyk|$Op@tmfS88NSZ*vo@L!qudz`iV<BO?C!C(>AC
zf;bHoa!2f0*}*4bZy+(>l)+dhYlphw<W<otRwH03e&C84$h?&P2(~JQ#)wX)Q!gA{
zR}fTb0weV`VdC2GDAi#thOhvCWd+<OV8^C4UltXKdWiyyhvDvr7T9P}{fymanhOeG
z`1poGHp#PibTx-Mas?nE0MGah7yclr05pOVyn)>M1Z%l)a_+b$wt6_NfRALz;|dl?
z1xRW%ri5W{YlA)Ce#<Fj`VABQFy@5hI@Eo0f29|Br<-<M)(GjQOZuImhg6ROGVdtN
zb9dB68dGIQ^RKDc%i<O4^uYC_<}ICqNGq{Mnbmsh)@YYft>52avfnh}ay}U3#jS4a
zjJVDF76FTANM>7B9e?`5xoGTMimK2M3@K(Xsns*HmBpXz#oNjqTH0(V7^Bmc%<Ahi
zmp;5vp%c9Kp$*Ol^m-34{#g5ipi|v#G=Hfzyu|g&B?hB4Y2N<U`&$#vF72Vu44p9l
zaoLakV*$tx`8GZ@P2TmLxSt{XyltW4Vr3Sh*{VjXt*HZ%7l~dxYHZ_J2+U2I(Xr*6
zk?akWt^{#>^o_H+<g>&k`5vO31WKN%uk+No8NW6+6YY#GGhpBa^G}M^FAm)>maQ-z
zLYgnp-Z?c7kk#OeBw`3EtNs+u76?<qpwGfW8X}u}8mif4uv+G|$nGO4Ml}qMHU{>X
zYPAVOBf|C|eXlpNn9;9^@BCUwykP&X^ImUUtr|jbo0@5=2ClZa7lqp@L%VlA@qNyq
zW_0{GoArFM&)`?m$C<-IO#52VlvyvU$m#Dl-Mju?>TW!oXV;wGElo-S%|6QpOuND>
zw&x&s<s?<;hpPfYo(WCB2aQ!r%{PcCeTfGHd)_&p#xFV!sV^|)%5t^lPLtldsF_*X
zhmi6bC89c&si)EFk5D#5v)Mgz&&5;Vv#>H!dQFj#Qf&!<w?)&=Qcw~CwJ(2?7?rdg
z0>edpWek_qaIMz6pM@{WB)jqf#W!bc2d!Tdx@>b9PzfRYteA)BdM+Gw8^BLb^)RV|
z2a@X90x<EPjSrIK9P?O>?2A`aj@YE0`h@6DwPRql!dy;Tor`Ww=0s|z1%!~tNBI>J
z(_IB(G@SjLS`aG*2#T~YdIgw^iPq8`7KE046?89l5Dc191XQe{AQvEtH_$EmpdVp#
zI_w@rIhv-VW7d7fQ3fOPqCU~S$Gj^7_)TdD+9ikWBecJ0d0b#7<^maV^L6T8NwLoK
z$Dt}xS$UJdw*E^J=2Ox8@K4Z@RA=F6TVBY!^%hwv+^drb(!j_5Y^ojR8*>n<@WomL
zD`<ZSn_b+l)gvbFf?b1Y(!u4To+!^YHn+i?7&BU3Ia|j<<ym1K-P{o@X>C()-v(u$
z6{evB@z%d#$19C1{)H>`ToR8lj+Tw)niDCFqnfy`-c%>+69kZP10T)griQl5`0`wd
z%mKvkY_xCS$=K@dBMP%9&9+qpfmam%)`>Eqn?A-Bg}MaGuJ^{UUr683J>kjh`85=a
zbUUebM<ky@2{YkrgnA^F=lq?Mp)sII@v&CUda`5XfdNZY*q4kD=Tj+e3?ON}r8p)w
z&R$4l&{n0<6*=0h+6q%>(q!u3^<HSfzunK-N<<@t&mHcT57(19*s5YIhf>UR#J{`s
zah`nB`_w6%rLT>mpi>(QQ+5crisETzH;zU-2Gh-lpMxjeLo7qyqqgzP(q&Zx#B|!s
znEv~Qb$0GZGV*rN>n-OoKHktT3ziRNzf8(t6D95uw4H+i1qk&YYRW5>Rlw!~(U-nM
z&_v!Ry)J@d^{NnlZCJM;Kg7r!;+As--Cq1_7dc!svF<EqIKEL2E|4a>En+I*3BGa_
z&Oih&T-%6S(9OZZawpZ6iX96<-K(9Q+Xh4^FOoert=UE{_94LlA@sQYr*nfpqU~Nu
zZ_A*Vm9&UPw+CP5;_*YEnQ=Q3#->3XD2p0TsC~m$RZ|`ULr&$nJRZJf`}hxoYA>fK
zDn!03H=HQp^!N~v$Qm8D0<?wK<@327QUcxOUZ!)y0h4#e9w<|CIzBw~KflK`tW*q9
z3^#q-P%~rH=<KTRZ;k%QBxOGXII+f-zBNDwK4d75pTPsP_}haOWRP(s(6stRq<qka
zGxo6419UePTy~m5vX)&OdGzmCN=G=M!6s>2!Vm>-y<WUho!7nNTo%9MG^Qwxl1CYA
z)wJETaHXI7fN#{p?@3PCo~b{Bi_a;O5PBf$SO38n=^JTrL^6G5YXOh}Sf^iuNR?Z&
z>j;NrXp6e;_4;AMIr@}zsBWwz9kna)PZ`?g+c`lP=hc?hW<M0Hyu=c+Hr7JN*oL9#
z?#?;POamX9%x!c$GE%ggr0ewJ<QrUTzF*@Hyt)hGX~mIpi9nIaOI{b$Bv7XU7pLD7
zt59tGzq@z1K%ppcCW`87I@jXBT_Vc+)<L43y5!gP1Yo4KOU`T&b_Fw13}!VBiL#|a
zEW8%RHTtr1mZp;pw66&2I)?vXBXF0n_IoZ77b!;SsdkzEXZs02K3EVUJX0q&+Q1Q?
zqz&`B4O=1cL8GS$+!ppbP8Ce9-NRvYXi%*p=)_h12BnqK6ujs(FGT29i_?#W20@p{
z?+&nq{5f*Ca=;4>|JBdwDumfUE)F3*d4Oto=GeNA)f{}oZE63i527j*IJv1I#lnt?
zAv%qISrk~l2S=%7#Zg#cal~xar=O%qw)T3^qNiX#8b8k!M@fjiP$x+?NOHY31c9~G
zrcIfBHD7_;jXhQ0cIEGc5Q<~^rH3I0kns(@Hvj*)p49`E*|$c1U9l>$WT>&@1sd3m
zU(l$VN2V50)bq8C`y>&GXC#uCOK>WpOD`x>XY56XPijt4d61<=_+oNrzl5^ecNJaC
zgUQp41+TdesrDFn!xd%fy0n1ok%qe5aHvrh82#~FN4X5U8?ENhZJ33h0{LYjbagH^
zJPN=z<)G<Zs=(!p;&f`CVapI|Buqn(s9FM4L4sEL4V)pDW8DD~@BQn8Kbk#?r_MX5
z+&p*ybHIZD`sipF0Z7u5ZTc7suKE~CCsL*?%U{T!w+$eMkl3J>tM_MvL9bD-ze9N#
zF3Bi4WF?|KE5fca<9N=NS=m194eU9y0c;+U0n1@CaFfnphqW3~9Q^)w2SF&-yaCq|
zda7Khu`vpACxrE9jnf*X{PK(QA^x$ci?*NRW9m`gcDOj{FglC>`11fFO)=irY^iNu
zh|bx1_+XG+6_CREoIK9%lrVBRe+fAWHo$c&P%sAl8C<y???!uX12z{bxZW@a{!;jW
z>#yLLt-k%L<h>LF<8H`uF^+~&?^36DYvIGni}5vyFtXXjjQ4)k7=#4*RU)LYDC4|n
za&rheJa_^r&HjI=de5jP)2MBfA}A;*k|0E|fJPEPDG5>?S|9`hq|hRufI<?AAVt73
z^zzUlAcSHFNl0i?l_CxZL5e|00)nE0s3`V=ZFHRPnR(CqopXNVM}DvtS!>_-z4x`R
z0&^G>6L61%5iiZ~f<_9*@f1)?uJ;pK?gGlSy*Zc(^E5mXdA3)JvdP&>Qpt=_*&mGG
zR>q_aX2I!M!GC7KO=(kRBsQ_{%YHTS>lRI31<Q9gjQoQpNF&K0VOIP>wI>i*GE{4o
z^>T;wFx?p)ct1m{)bdFirdF~XRt=o9yf3@Zgv(T}RzW!)lm~*O^1>tZo-mZ;Tu3b~
zJ8iN0kOA=`2YjT%%2D4l7+sRu1pd!EQgVxn@!86q+y{g)`fa*G$W9a2T5<u>RKG8e
zeVKWq%;%(q;7J?>?wH3quG<()X!+ne(3*CYkmeaCvQ)&&Z0Y$)=J%LN<m4>5o7bAu
z@Vv~WFs;N|@3C@VYV+nckM3g1f~i?7>f9;v+;nGJ>$6(Y&vz+vxN&0POwm1pe#%0R
z73;xd`@R6RpWdcHr9Zv9n8xu%^S$WXl)HWNib?31-D}a=O!45k=I5_*oI=+G#n6#v
zUSjA%Ge68`J}dVLS6ftEp*Q<$$Ic7B30J;<`2BA!9mpSBe9r*Uf4ma@BeQ{G-_XAO
z?H?Jv#o>QsHoafdLWwJ^3TDZF`I_2(H>l7;b{D{ItO}+V_)qyc53taIg@-prscZd1
zBc7BYg_-$RfsF7_QQOwK&9x?8qC=aRtm^>@{AYc~dS_o!<Hl?Hbw=fxcQ4`b2dZu9
z#%2NC=RivYCk=2t0e(CY_!2eZgSs|*%1LWV?u+dtPDjZ}pRs6T%XS~}bDH+TouhQS
zwIP@{v`D$<p~xJh%*@;f?)l_#o@H=sZN&oh+*V<W)^&>m^NQN@{T@%eGA-Mc2D`5*
zPvp=VK{A`mZQQmC@vYytt|6ZQXN%~d?_jtiZnQt-aK&l6=D9t{Ddr<ZqP89XPp&Jo
z@GdAP(!Eg;0Mz3$7fg@lYvB|i>~2hQu}5F~AEOgnjbhhF+OLk5%jy<<Z4dAqzIz4{
zQ5UdbkTgQ@aZiF$=0B#+XB>il5)UnX21)ejtvqC6EHm3#bA}2Wh9BenF@S#l7i-V?
zkij9Jn9if<;YS_G$C+O`n0mt^*y(*pjEz`9gzf0wqi{~(f5k>%`5N0)#CRJk<`jt?
zj;#w+YFQU0F1^lw5G$@BP0;e-YvnXuV&8n%leuQbdNN?p!CU2kD;C9_h1nqmqz}&b
z6Lp`E&mxy2#4TCRfo`o9Y@P-*sYwkW+mJv!b-yj$d>rY+_xsG+a-xVXNB6aDmM1RJ
zw)U-Y99;P>6sB>U!^vrakw1apV9}zCyz|x!l1a`?A$d?`Gcr6?KyzJZKfqnQv(qw|
z&@F|ZNGas;!yN<-2DWy$QMbOcw8iRmw@I-cTn;>Yl@W`9Oi(K*b%Q`oqW+)c>KdoP
zAzG&N^g6e{p`#N{vlF2`=yr$z#Z|^Ol7N?=W_TvUC*zb)N-eD3()MNf!Ag%<ciq&V
zgc5q5`VcO?F{qc0nrL?Fbiq+dT!g5ry<nP=2x+c@2#~}Aa?kh=P(S6py+05Q>pwf}
znI@Ea9&tZ}YL~|!P4hrW$W?wew^a7Tg;lwrs+yhp%JN(fp;7*!;+C;$`chBtvTR$!
z?y4ErZGfU}VIVM9Oz?g4#u)k2=Sh(P*J-WJ@tDEkZ<YcPZ!>NYSOQJTdpEP1J2OhV
z-}6lCkput8Ts;J~jbdQv{r$a1#=ai<RlE56lXXmzR`G{lE`yi<Sgx1J45=uF23acD
za-erg-wAlxIC^ak+NRjs@9BJF87FsQlDq7488S#O@4P!5^Qr0_hvxduo)WCt{QTg^
zetQuvodqV@p(Oj+c8FM^%&aH$RB8R^tqFoEDd_Ra$T`5pA9w4rf;HM5fW_80Fw{}M
z7O+pH+b#Ef@;<khf_&&!BH*|yg%a6hwa+c3fF9q?PD!X>A$V_s*KHmPXkK4vu^15r
z#x69w%}Vhw``lun<0_eMzaNV9L5x2WZQQ13y5VVN-ZO^@fr2W|Ary-o?K8X!wbJt}
zh_*rq{<KZm1>M3~PBs%98VV1oEg)oUr;Kwf8$-Ldo>&r@Nez$4k6X6M8tb*iP<-0G
zq7Hp-2Xrw0vZAEk4iWZ;%`v2Ux^#)Am@@DB)**xZ=x^-I%Lysk*c2je%89yse3x?U
zY=-~MWo2M(@7e)o{n|6$Sz6R%(>}Q&EXLu`j1T{nv`Z%<?3A8-TYSo;^b?!fPRyY$
zl-&7)n^;+?oco9V&z8GmPr!Xkq`4~ONn+f!UwiS527i&oR6^#DKe!3HGDCtr+wRqT
z?!Vr@P+>OHtFt|NwI!h9S&hR}wV=^ts*XoQ&b|0I4OPk;9euoq)zbwd<6didqg~=i
z!P9~kHT;7hDO&m+IrlVCcgcB~{D7vs(0oWQr6kRhl!3z-*Ajw*o>i0sv6qmStAP{N
zkII8XMt>W!yX$Vcla|$udpw1(L_O?zw#M1|25*p&sJWAiSz{<uxH|*#ca+w8mmq7y
z6<b^8cid)15G$d(`vfPme^YG1E(#8S`Q!dDZnsnRW!_Fa>NC5cn{17G#v?6MjN|k<
zik0alBs>BoaR(PX(Rf57M9XBeEe$lI7eZtWFVZh~pSD0-&_i^9;HGdUjTK6}RStPg
zatQsZO?=0Hfp%J~KEa$#eX2a^Gt#y-d_ow2EkjkD)i-$KruCif9^F=y_}UjiF!jDw
z#h)UaBqBP5X0a`*b@c9bq(57Fu8R7JE=M~`UcSIB{LbABXDM<?<f`qu%+07@TUgtx
zd^*ie*I=(3uMQkH_?;2!_t%Bw;6Oa*#J<%*8YjlL8Wo#rMSj5|rx_0+T1}2?&-fZS
zI3vepo7HZr1h{M>ckQ;iBD3$r4iA@~e_j8T$spa3i@WOik4%v0ADIRt=%?@h9>m$x
ze++-Wa-=nrbf-5!5(muO=Dsn+iNlzxcr#SXLS61!|30mzO$}D$RFaVzl>ewH*bA+D
zAa{Lg5hYmw)Xk{1wuort&6k0<q37VE)8z1SH>QG&CRfRWz$`zlv9;t4n`hu|;4xg~
zvT)TYsd?Xu^n)wVH>idRoIz+xFNL{K9DaKL>1eG|@`3yeJp9bo=Ww>iT8WPyn*qqF
z-R}%r*x`k@-Xp!gNnfyo>}~3;>%R}Of>5yV$y7vS3C2DU&~AsVU)mnfU)l_9P~^On
zdFb!oBoBuFg<mvuYV1b;NxsODCvyjqJ>e}+#aH2MW9&jw-rYoO<00tmi%JJq$ZAJ$
zKu7zlQS+5I@DAa0C2UVoARfnS3g-G}7ACd5V10LisxbV#S9@3Uf$#LsyTe;3+#W<#
z(mJ6hXr4b83-WC;`~;fgZA-;AmWurs6PGnTrvqzSMnrKG@sX1G2ig4ZJ=Q0`v)(4#
zzCM2#*7Bz1FVN5$OK)KQwQP3d@ZF-@<MV!R`uL0FY92b_Me^0N@KtuG5cd$Nu}&OO
zGkJw?+Ou(A)HNH<4C+ZGrE;pa+mo85RAfRMyMQwascI^91qQY9#0*PFcB2t-s&}%W
zVz+DkXEk~-ygRa2Ht=790v-iqQydc6Ahn1Ad4>X4wg(mKn3=G^@v662yqS$StiTIC
zEM84>vzH^_X!<);d)~*;O=<RP{8KAyl~p|->|~lkQt9>p$4yU&l5*+hkYQ?zm${0M
zT&t61v(tnm-NUjaVxKT<|331q6Djj%^<Mq)*Un2L7n^^b8QNd|sBVmf^Pu0zXC_68
zkK!stJ3GBELzd%+9iS7aZl)Z_z0Tr}BiMfLmq`^jgS|9_%Kyk1x2f;1Q>=A<9GFlw
zrTqBy!TZyqM637}cEP=bqYck}i+CLY1tfn(<mnLz*B;tziOVt(b6gA-ct{g(jwbII
zsq<Unj~k9LX8*_>ZUd{I3qAh0@%h+Sy<fEt{*iIS89e`V<jK#{chCL=4+A=+1h@<-
zK={2H*oSJ4q3YI@W7Q1}$Z5?T(TI_CQ)!-`)G!Wr95v<CA3$SYrXAuQseHu9nOfQl
zb_OP;_e%h3Wvh;0+I_9IiFvB)7H|oXOShkBBUCMuw8=R@Vc|A4r6z+ArgT}lJT$!(
zj-Uh~uhHU|7e=ORZpLAA10=f+toFV(+Iq6oe<sm+Lw}&GOE-Jsnkw?%m!#Xcg`#DB
zZF07;weRlcyNUIR=F;KHVOeo^Q|j%&(A%Zru6IUVO2PnSz?v`^l4xw%)F3nz^iJ?p
zRTA`Wmo1E~NYcLYkHWleFSJz6jNO^vjYjnzMb#kopO*-Y$$%LtqOvYa9!M#oZuOLh
zoMp19Nx?yBkBJ<k<c$mH#ABKR<QUF9MRS$muO9_mBTwJ1k*$;up;0Fn-Ia|ZZXbbu
z^wzi*9+-6PzEQ^}Z-0#I^KIVATy3dPQ<CrA7!%8UhF+Qvj;@#u3W(aQ*mq>-iPTos
zy@m|lGcz%s)RY*T!f1F4<101=xUS*w4##>w$NL&aUbtj>VScyM13{LcUufLf_Pywk
zh5;HZYBv(i9Mig=GfrD<l6A0;O`{EyI^96p9GT2!Z`MIPZo!t!p;1hS4e_#fK)yVz
z;4?RDwIt4evW8T+SVMh4ly$q-6}e8Hz>#p?b&b&7s<Z%)gJGIHX*<%8XcmmoY=pdq
z>vMHzh!qli^&D4@p`3^SR%PAXu+#&Nc+@J5mzL*2p*HDrOja+WLLnsCVJR@LVgch!
zo_bP>#pqs#^h|c|P^I4q1=>|rD7hcVnRELzA>vrimxxy6<n94xz%0hRWT##!@yrC@
z3^=-)X`bhal0oVn)K3ZNv=Xb~eVf8jle)p8qYX{hDZw-Jl2*#Kk{0Ec@q?{U(9ZeD
z5amlb<hHE=k5NSL=>K!%tk!w&27SHWvz6BugYYMge|YuRJ>oeF9rNm*k22QYu4|fa
z{6Es=b?A(HD__}P5cc&M@B2rSx?Y6;3b^v`p+M%`Qo3`~ba3y+|3g6^zN7Oh;HxoC
z+M0wx=Rm4?-LYg*_EARyX_7~TX{2A&XNeVMo&)vzTT6xJTik}CDfhF2FsCgSUylaY
zIeQn~3FW$d@mOp-n5!z~ngslsyO#25Go+x}NYMg%#kQaFqS{m?JkYTu!Vmj&EVzuK
zS!cn89>~i<@5Mc=ccd&<z&I*G-_4LWpK(qooS#H1%j_bYw(KfTBrv^@xSc=@h1m0Y
z*Ou&4dnqpsNos9zYO(t5&68<a5zL!8ZIw$C0}7kl^w(V<^(}3{)H*~yeRkw|-YYNM
zD6Kg|I^IK~)DFFjV$8eG|Lv5qzj>c;!{)eWua4K6F$qlfkjm=9)U`CGe#4d&paSDu
zM?c+yJ*>YWAd^p$KH=GnoT6SX=i%<;kwXOwe)O}GJx^h`dcan1?$*MWIQK7sy9hgP
z<s`(r#tpCC_}y`#Kvll8ef2J-2%94kT^K*K>3e%|Q)YvIppJhZxYO(#`0j}=g!2cJ
zQf^Dp!XmTmwT`B&XrCixsL!X{PLTXcZ_+>2QNFjsqgQ$J=yP?8(W{;F6yK}oRkF!X
z5|gX$`2N<v(<rN0j^}2smquBjT(UDX@HU)xdD!+m_nC2H>T}=HJO9Xpcj_P!k^U}@
zfxj<FcnXe2%}^WV+|_8BuK_^Ob}D7q0L3;7ZyUl3Dxld@-tQx>G5U+Ij6Hq`w;&Dk
zjBI??wF~nBT%x{iT~=&QW~u#Z)p-6QEg<nP{AX~QPU7CN)^)FyPFOTg*CVB&X<kb`
zYWpC4T)E3o!<TOMeXCU%ER9#HLbY3E1&jQmKL-v-T&$OI`s`{wX;{4iI)$9-eZX;t
zasY9bw&+MR!_lfa!%94L9R4U;g;Bzi=1ua2wpJ2{Q;Y0cMT{nIf0alcxMbqaQc%1c
z%Tour$>+B2JhRq@*|*yLHI9Ti1k!b#*|k8d(5EOGdGdRkx><-CGZ+ewV}=qVouY(J
zcQClm^320tH6mG&3o~FYcCn)@j?@^&&ldU>xs%*0^Ia6HFtRTuM3hsDW&4mDj$6rW
z-K&`N-XSvt`_{x1(z8d+>j~fty>61D3qNWE<h@lwt4;7=9`5ulAkn&baQxhrFWdiv
zBmPYP?W0xD?~9<?ZR1qDZ(+eN#QNi#@}uYG25Owme9yKT!4WCMBC1NJT&iVL8m{G&
z_i_8%zM;;ywtYHY>Z}mHzW!03GMBa<bTRNQcUaOBy_;6hd+G>eoHA)P8#913eNQi(
z`kCFcd=fT&BSse5gAP|bcu>dP|JP?bI<22xfUs3aSn~V6WH7mST3=8(|A2*hLS2bR
z^|Q12QxBjo1Tc6|&(vV!QH|>|;1!6$f-n76zya}XwH)f8HJ8@*#&iWD3|0e}3oFCF
z<_rBE>Qvz#O}PYV?m%QU7aYxfVY$XNYfJu^f2>S1cQT;*0nik87$V`+f_ygQM^JFt
zl4Ty8JBB$FQYd-HkjfCt{JTBn(GQ`gE^Pd1tp%76qqq;S0UQgCz%Q1-R5Ma;Vpik9
z6}fINO(Sg10@cqSB`~83w~OGke%@PtO3g@Dd{x8BLff^ghIT5qKegI?V#b8};h5o3
z+GJMznf3|a-G$)+bRxcl(*0H4Rpdm~@1|6JpY$u~44brU3pD@pyu9BFkC*H572jo>
zjz7%vJMhxu^+J(xJ~5F8C|x}ox6WpGr#Hrx0>pW(Xet1AZ%W?t%*NN~{GKJ1gikx{
z+ari}n#>Jjapy`{{Lq7HAPIB|a)G>`U#|Yt=EvAWg;&AS=g+}!sS|oFnN`XB=x6);
z8X+%{hQ=N${sr?fNa|mJVZa`4sT+PXK=H9+RAj=d#%pN>v6#Ht+*;|TPekie(nD>w
zMPYA+EFz(v9<8HvnQN24mwxb6?8)C>%t3{f^m<Ri=;o*|XmwcS)D9*>MP{v`tJQ`i
zX)`9JjqvhLSAf$-^JBrwd4~h2QTvo&x~57fp<HBe6g5gjDc0A~>S!-b>@-3zcvmpI
z)jU;zo=NK98bB*+{+@mLqPK9${Wy9zEc&GqH`XuA68r%Ol`V*oPP_;*Yno72f1r7Z
zyL^!@f##P^im3Mb!>!(zz!0TA-QLWCwL;bs*A{u>OfC8Q>VUdseE|)s1>Mgx5yHod
zoxkaUupIaK-x=U*<m`euG@^b5_UQLT%l|nh<@vu5FM@x`kH%t-M?|Jbk7!tt+#iu^
zv4Uy5O{@on+mOE(IQt%hf(6WPXb0AbrZ@k+*oI~H|3G~B$eb@qdEBzKdp#!M-oe6s
zk2Z3kULN`pX+^y`di{UCDYLh!+6>K0Hupe^=4WP|BMvSOer|7$>FR$H@=8F>IpFMb
z3s~wFAC<v2QNJ7uThJZoGb+{7_JO|o_#*z<Hz-=9r)zYO92#Z0!FV9Po~Zu@>lM=X
z_h9t%?$0<H<@WCL+&7b31Ae~OTn0AIw<ILk`0j6^e2>IJALO)&8f^kb71`|thd=8|
z!!tY-2j@N&?tBiIxjz){?rZLA9Vv9aDDXrvvU?5!k0nEt<G(DMAwJRi3usP0@sU}4
zbHSbG2WF|f60Q$%c~_eUyFnXPP3uT~9cK^e$>vBymGhc?(7O|wLJ`}zn;{GmWrqzK
zaVDi06_yW-emy@oP;JMdM3%sk_(H4|iO?6<d8?9%pncrjqusRDe#JHTnewy2g)gPX
zdk;rkQQtlG`Rr7l`wKICsPoFS5M7v@=l56QJHD8fIg2-`fvkqz*V^Bz;@QyFe?q4A
zo+W>}f1>?{mGomAf~(^G$*!@MAUdbF#=OaX3OI}xNf~b^w~58XG>1(f-CM3!!FY$V
zR}2-!kTo5$8S;6E+x@7N9$D4vEPChuXQ?|pEzbB5Gx(Jo6M0-^j9m%TY?Bqp^4I5G
z7b|n#e&rb5rG$Y1O{`xmSfxZ-6W8tZ0j<@F6bWsbXg(>!WyN!$rxa=DU^ql-KZgt9
z5M?t-IB6dT1^Q2}cqv$<kYpg$sMiGGoNPa;A0_LC8I~t?yEj^}S3BNQ;nf3$(p#gS
zFvi-FEZJb1C6`?{Z2zb!uk#V>F4|O?-*w<bb_jA+<PXFkJ&l1E1qIq}YlK(sG}(9L
zpAy%#a?h%Orj`pTk>4JHTIByx+OWQ<E`1Qa`#a+VSos)Ca#GWe(Q7%w$q$BANcF0!
z1_Aty=57`;Lf_;0+ybjM-uPf~l#>~=Kc<$+cUFmS9BJ9(uPV|)-A61>-Gdhe<^Xfq
z&vm;n?qzCtp;?MIS3bb=oqJg<a914$bHLy@@i&gsM{EWQoie_rrzf+`evFWxP`m55
zGuh#BY-fdm6`z$LgWZlXQ47}<lAv#&UYt?kVz!|kN!NJca$VRLnolg-&-fQa9fHnT
z$NE`KZ#TT>qxIvqqHR!(#geZotq*FG8#tq2YgqSP=H69N)ZOCv(+DcC$Z7dUW~nQ*
zf&XYk(%D!ie@hyuTqi*K6o5K46LQ^5GNy^2N&u25#9klxQzrsY0tBzj8f4j08d0p(
zawF3VADAGudpup5zXmOI#%pm{*|!Q{3KrYMnzNw6=gwloSzm;XeiKBuW_H%iF$-r!
z4t$A0vkw*tjUe8BHDD*#eL5zj+*ZMx9vwR?^{|<`bHC8n!`J0>RD9RI5yAD0NBwTc
z7aS~Cd|FddgBNampS|b!;{CUcd5*|Afv+=eHSaS-w3>H)m#PU>&VL<6(%P#2aCwuX
zC>RT)ZHJm+B{xkY9PZzdQG!a@tm4B_tK6sIw@;3plFVEI9{9;XcqT>ZjSuMb4ioJ2
z1KkGV7Ms)f_^w;q>C*$(M-KRuw#4PDWj&kM3T?CS8r??K_IdG%scj`$Pkk!MYu@LG
zrFo*nv5vAlKwqFqgi%Z!HAgWP04`r;Gu_@(9`&XNQZXJ<04t|9M(NgK*G)Y2n2sJ#
z?~lc2GXO`TEN~Wxvc;H!kV+p!IT0L1Ts?(weOUzy2@Nj;r^1<3lnhIfWt<?;s8W?j
z^>HCRTfz`qn#3@fU=9~0u^WRIh+(+H@>0nsf^v)qHCzeUB{ibP^tGjvUKt`>cJqO*
zTN^AUy&mx}!a<Q4jkl2CWm2vTdw$<@_4n7i|BGw)O#S_%Ef@o6`d<v-Nba{8<_RSs
zsM2Hn<Z;8-n%#fG#+7eN7MO%Cv*$YWa#i}P^d<hCP50dWA4_>prx@Oi(HOfI&PmM!
zme25G)Fz-HUZBwqKl~!WTAQfK=w-E!m%7e%d%&wwq;4S%aBkey+32)F@;$HJshH$z
zHOXI+$@Q7{BEm0q@j>lraUSbk+-uX<r%vxS!(PLi6gr>Qd`0M42Ufk#b-s!d8Y~|;
z2`LX)6Cf(_`IKGvnptVyhHdye>5hSnhKcsORyY1`dFG^H<@2Nx+OJv$3@K2LKWL>}
zv;?~Z6NrP+6Zf{KXL>&kQ?WFe^-kUxJ8dC%ZG!*stieGa-{nVsDN&KJu%arct6YbU
z@-c(it1GHG!0Kns3;n8_Q#Ly0lY5TEp>F9%?93G@mh3UHM?XrkmD%8nZ0Zr!f{>l%
zC|K0~hO^YQa!5#8{=X!C{Y|#&Xe*ZRK!gxyMLe46C1PKuHW9E7D%84w_EE*wUWe7p
z(<oz-&}_&WB$J(-eNS`c$>Z>WlO357S1yWCqglPtl&5uGLKSpKIoI}tUr6A+4SR>h
z$PlLTN#zfjRu}9aFqbhhAzeK)745x3|L%t)_WJq4{ahY%c*8K;xVd{w6V^jN`Xa*5
z)`LDvbblVL9s#>b+10o$;@IHT_~M$@HuI7pgkx9@(^6zzwNxb9-}r&cG74r_X1D^1
zMvy8l%K_$25?IgPjwO>*iAKj7m?PAq5SR)iABI5z$vozkQ_dy8?<o%Y`*Yd#3Ls91
z6z}i6bp;RU8K#(Et;B1oFfbmZ)Lpo5x0@SaVy6VeSa5_#a3?Kb0TMH3>W-h1I4mAc
zm38HyylC5^AOyQDh}9~DbT~1I1&h*RuV7UyPbfBs^lj$h@ci6mGV6o4UP>LM&CEOx
z!7C}nA0YL$rZoLm-G98+`megr469$!`SX9Pd-UJx{$1($T?@YEWgBm&lEF}P10;Y%
z(_1KX@h<S|Z_;d@&4)l*zZX?F3pKzE3HF<fPx(QgG8<*F;aVHsZ!+ON80u0L=M@f}
z+tu(?>Qj*y=S)lEi>%9o$0U{_1d1W^%;K+wEbh;eC-nwa44<<=<=RHXz;QD!KEhy{
zOrn2Zfemje+UU20mW>MOa}WP+FmH?V(PF-gQL<<s^++{zOS|9q_rB<=ixC68vY~r%
zPe3y=wb#%7xbe06wDV?4BCUV5g!zec-aQsIj#4LddzI|)Fy-~zh8=blCY0@E+(Wmi
z_1ufrSg-dvy=nd0j9;y~Gi`4rN*r;|)A7lvUP!Nb!JJ)s0l^LH5CVY25#BB>9Q!gv
zSutPfE8U*3UsIp}Pax?4xF8d}$hBohf%FKm+&$U_r8T*u-0rjB$#vTHDdbNpr!v`*
zwaZra+iYG&o(5DSQfw9OhI(97N#8&X-8j?#hZLD;`IctcrnIqEP`@3DNh4)Y5QxaL
z-i^pJ1S?4@M}{=uT@~O?C?En`cqrO>alOIm6p){D^fKIll{b1A6SI)_ZUuR0tEmGm
zQ(TTmi_X_qPSE(ZABZM0-pQxHSwy^*RL^OxzMNtoN>={l3%7pM)GN6&V}ZVRhh3~h
zOrS48La&{(QSM>J7g)j8qvE+<rUv$rrRSB`>XCOo(@y*PhHJ)OACIB$>MXT}y)9&?
zD5sy_va}u22=tStyn8I13oo}F?Tz}=KXOJPWZ+GRLZSoR&GFWlSA~{;p0hr?$8wAf
zAmsM+{FMt!LK{9ZRN0T>l}HOal{hGZ$C&w1h=RzfR)Odom8($)B+1oXYt!AWD^#q<
zpfUiwib+5C*V}%lyA#6-X607Fo#tBVHlmsvM&>Al(Z><W><2q583clckYNxoGBQLl
zaaPvV&DBmp4nX9ld>|_7vLP%cEi3Q3IGP9Y2;OQpwOzXV{Fu#6P>OWw%3tP4#Fg&#
ze`J6!KYoq;=Udf|`%|se+-7|4sBs%V^cFDFSrBTm*84;g>g^e-pb$~CB-A^kgN!U7
zxwa?XCERwa@Ta$qww;Jw;0NrGZQFO&*HsVsBpdC=WQI+{GNAK1#d6oj^ilo14KDB0
zVJe56X7Wm02Vk^G!!35NQOZOsQm3;%mDcsE>__;CwsV!DDliq<x~s&+iutzZM@1QQ
z<V{eRDeMY?v4HoJiqM5e4`~xMK3_Fye4$`O=vLlJjvQrj(q6cjrDpdBh6R)<oB<Ps
zRU;TTFN><~CGI(tU+w)hG7Nf%>8RCWznQCWv1PXZQ$Ut!Ch;V2jf9qOLIuo#d{PfN
zrh*lJEPwz|5UCO@0)J2j+eT7s9$u~8Q_&uw<<|+`B4Jf~9~CZ(pP`@6#-a^(pgw|#
zZ0ZG3THxX0(7HBYs<odmpT&MTseyW9&|n~p-?6B>Z-w09#AnGU_-o4D0D4b-Io6!5
zvBS+lEt-|cyRpTE-hp=>?<9u1vj#OUFDOsN^tZcsb({1*fxaNB3}*x^T#Z!j6rOwB
zJh=GLY?~=#x61*A!-&AdPKa;EwPVh)-5sfMSkR8ZF3qn|&VV9*AEVS7w@?vS@)R}|
z+b_v!1wH7D8GANR>75}rPAcMYXSxI47Bva9&mOtKI@i3*?D;-edIb9+vNOa3PlF{|
zwyZ91U<RoLV&G+@kp_Aan$NkVH6o0k+qTUYuA8#7r~SD7@#^wzs*Km*-5gPP?L6&3
zP9<bK`k_FH*U5p0|LLH)$AEDof10u48)~tv5@*#M6%sLbYvTKBaZ&BKHzbTXK3M%J
z6@L&CRx%q_t73W?eGvXz0*Df@D{}5w0a2FpvV#*b;GiKx8g7HQKY(I>(<T~OqkRt0
zD8ZC6rj)s9B3Fo#+^?c*QQgJr_B^Je&Ooa4J|aNL%tKph_lc<5Gn|Mpabud<spytN
zo?uhF<njCe?TnP%m^g$?k2228PL&Pl?+8iNZ&E(J4@8f>5W~t_37RQl(gd#*Gd2e%
z3v@sKS$zHfMo{kUe)r$kZT}OKe0KgDP;|TAzvBUgy6mIV&A8yx>{?2hPg`Gk`GY&O
zku}WUDxr87)D3Uc9oKc;YuP$2NC7$x`=He}gH;PXtI6L6{_;zG%Eb3P29Lyxr9H>L
z)=hkwbw&n|{D|s#I)_qXH95Sn+dzV|%5P|@BcHdHPU|?H8q%aYptF~-locBA7=7TZ
z=ES}QG(ymLeQWL)v;OrR%Q->4`y;=$o8R@O4sTj$1|x9GgCgHAgiB`cG*~Pzp1YmW
zg1*&!rAm3a#+Pt~*>(6cyre|MDk;Q7i=o?NbmGzFsSN*|@^Zqv!^x=6?TaIJACMtB
z;jyuRJE<7wG4I=7bqje&n>^kaJi^LbZ1qrqSbP_lQS^$a2}Wk9uxdGG6atlAE+YiB
z|2y6urnzi}*8l+^Kvvm$@4||299MYl;A)@9P(H?Bs7o^|LNxB?xNcfyv~<x~!Galb
zg`#<{a{eyIp^~SLH*#g}R5b7j;=+31Jyi=)KQ298*oZH^o9jB#m~{i+eVyxA>s|AY
z%;z`WU)F{uevAKh!Rfc8*D`A*;>=?VDB9QLY3LTwe#lElkFU_opEUbM2)nK%^PR`u
zB%+t9iW|}>PLC&6SIamK7^u5k7&nOYEzkW{+%eqydiIGc(_P})YIts$NaKh#c%AIA
zWmlDx^yV$_Yfqz9;{IwZifGx^diRKFM9CNjMN|u_xXb8B<TOIasRRr}hQQQkDL_8+
zR4a57nw`2ZO=)<7XB%Ogg3&=ZEjN}|j>Q`@D^aPR+(D_AmuRQ5qla*RfV60o+7#6Y
z$sCg(`VGbK-V!j!#JSJPk2IoYX;fJnha^yuF)gbD9Q0-XHCK=YE82b5U_0b9e}O|e
zOoP}E#mW@t%AI8lF-hH}<<i~JJ+}YvjsJW2yYG9?{BIYu*78AVPe9{PKzhJ7SSy<=
zH&`2e+JnOiIBXSG^)79JHL3IRXy_}ib-!1CJ?X8Qd<JjUe$K4)z&lf)b>2nR-Z?9+
z*eR{%1`E@8uvpYB>h4fj83S<l3cJOCxfASi!U`lbT53owqQ6Oblf^00f{T0x5Qd<)
zq7CFtZ1D#*S>lfGi%&taUn{SPM4TJ4+!@BCawc0}$HNbr6hl@)ob2^!xZOiqQ=3f@
z&3s;46mZ(e`t)u@o>LSA#O9Q50SG&8Gj<cmpVLRp=BJ#0(+7RDXqn{8{KVJf4Bv}m
zFK^D>27LNZ5=FhZhu|G4x+xVWHJ*cHuHC5d-|NZB2CXtwjO!5`{OfJ=)q-Pst5>a0
z`oyn)$&*ul!ESv!L;rXqnIP(IT*k$y1YMug>8wCYX@5EJC!xJi22~N_(`!;YpjT9R
zd{=9ciOp~Q$&|>Odxw8iJj{it%J842Vb}c(BivskC%}sj-w-o*Vxd(pyjF+Iyd<U4
z#}WDShVF(~=!?f6v~TAXPybzZ!#!AZ7-9ERd@p$g9cEr4>BOT3(mETbbG9<q3Hi#a
zMyE~OYF7tp40<bE(9c6?*WMO$rXwENv<}sh+=!ofvGu*<65GK<IjLBx{*GY1T1z@O
zc~GD&4#vk_{-~v$MmcwVKRGqIHT07ue2{P7<|)6|-*st6u4s?H;DfV4^YhEEC$?Q6
zDSNXKSu}Nhzh+-Zm0*dkYYEOE3`QRd&@8FYmBz2cIw<BVCpD3A8}F0aNc$V4VsJLa
zTbG{%-A8&iNl!`5X%K50aT@dFCh3dbny}8oMTMrQrZi{d;rJg1gKH36I>iB5ZdPHc
zeUcc$(PPq}VXEeOx<IV9gt`wgETMAbyX`p~k@1c>dk!lY10l)|t%HmYc3Oko8b_OC
z*Q8wTlq2uPjDo--tx?q+4m^FgZTOc<zkLY$-^ms7=hDVMGQ#s0LF@U+e_iH$pqKXR
z&6wa2v6z%YMq~U(9R8zxg^9gw7?Q;rTepE-5>_B4k{9PpmN;y{(E8dYFOB*ZW+{;q
zo2NR3?>)&waH&U1GWn4E)s>BU%rH>yDS&|g3&3#<?Q{hapxBy1lmw)6VL4-v&yldA
z0%^A&PFVQ8@f=j<0<luid9_Dd<UT{=3ViZ+Jd1T$s|Q88+QijTg0B`}F8SaJY>wLE
zPpcAo++yo7spD9C4~|g3#Yq8#3hPomY8MvDe}867@{=~dF3{8_dmss&b2;rVCQ&Jv
z-l?h7wN{OG<fymFNsYD_34Tvc3<Y5V%x>l^1b4#{G<c0@rx_WWc`dZ&ZEIop^2;e%
z<$06QX+fKNl*MOMc>fc6EpxDmaz@t~n$`4nfMH_e8y>#HZ+M;Le;yt3zU#}~s!oW#
zvy5PPgIA<reGWQuC{BEhy}>hK^&0o$a~ifa8%I<vw8@X(hDv`!mkV45G}>>V?w3vi
z=?tB_7R=uc6A?qrYmJ(28RS<lSP$~v`{n9OsWhIX5Vg@rQY)-m_MSdIo(Zbp?fHyo
znnz1!d$sfdow}kJO}}^F>r-jK*@@{{X7w5E-__dBW%s`#-g#P4EgrhR?UVmK-xc|u
z1-HP#aAs!zC0=dJ%LCqbP8+F(xfZmQ(PUQH_9W1h^rOYwr*9#BEae0}`^;Fp?iDN*
zQmU>BT2BNIN<rfr?QTbe3W9^Gu1_bfl>v$tup}Gu$+-c6Ddm7@lSGy)Iu`8bK--Lh
z?P_y8tY4wvZUGT$gKBfHrF&Z%q=fq=(wePUDz6-`c0iFS<w#uH)Gc}0%+nT3T%$%N
zI|H*{$@LLKoXC@9nz>^3H^gBM%B3w*6d)OG`xhDUO(X>@0_KFnT|#VOUCUkruhi&d
zmZ-k_$Fbihe*9a>{}ZBc>F$+}zk!8*_&<my>qM^Fa|TS7#oQ=zD@5-mGe+&I)wfBM
z!+ZU=GGmI$?eCC2icA;)s9`=@#1kSQ$y}(Ji^%K@iis-7Iq1$I>w%*;pZdu30K6QM
zx>kpsGc||qCf_k581o8v*~&3I@fv@mSag_H-Izc;wFJ<z8NH}laU>^u4g=Ne0I@Dd
zcZH@l)A}Z+veT_PcgjWkxg9(v#St4BL3ZZQgQ2e4A48NW_RJU}U2GPmgrz;eo7Xsi
ze#lyE&LD6jULbxfJ*n;mPz-^B<wW?=oqJko4f)qpj7jA=Y=Y}9SlJrxdEnz0pRNt+
zClLaE&#4WL=qTnU`H4<l96xay?{@_yruB2+eUxrn$Xf*gXATcfRV#)%{HQ7n4E6uo
zYQt;e|8z#TuFj}?pZN1iTX@NNpP~8g<$xXFLM+3v^t<lRgbyL_!+Zy+h0s%=tMmqs
zylBvRV!O#NSW%$N)%SCst8TJ?P4g>n!|g?yZO282v0V-ep$JmC0ai*}TxrXxIP`A+
zkbYyEW}D$jkfXq^NG-*?4<QGbb)HZo9n{i6NP0RQ-@cz$jsrUY1vq+83g>|<U8oDH
zVq&5ZvfA^e*Qk5~%(*-0PGn9Ccd7cAmQ@yz4%oZ7I#Xr1K|KuCia50BS=Kr+kuPDE
zkj=WPdI%UeeH10J=fKO%%6Bjem~q-96>9ZeV|F>J_nc`5*pet@m%7js5h`+^wHeAw
zLs_3)A_i|&FOw;{9mWAMyjlS`^>cah9wNnDXI@A>jWg?B?ECkX-=1Fjw}S}ycV^W8
z|9>@5{zFawQ;bxD)xfJjuP@coSPwmd@GdiSGQ>{{30yM6HUcHehIY&3aAp-~On_I}
zVfs{xL5@JRga#Vb8uv{=X3t4j4Q$*=_cD4vr9j$OgOIf$<2_KLm^?<iu{f-jW`ex~
z0zpDe)+P}|%?=_Hav9uK3rzx|5hk9(O<udSfEbQ$5d%_<WG2!N(qp1&exMlc6V?-Q
zOB$BHi3d?Q#MReA+t4Vt4%w_Zcfu+_xA?6)p!<SuT`N$_<dHu%n*&#?zVYi6Rd%L2
zheaG#k@3#k5yBFNJPA#jT1~^qRq})Z`kQOTUda&KR*ON@%;nKf!P2ln{%(Dh<jTvj
z&)hAqI!NC7P<_|l1esga)!pryiV)a4&7zh+*hd018{f)>rfXH|cz6jj_yP%gP7!@2
zaa#uUoe!s6u6pOY3#+~95hTQq`?_ts%Eq-|5q*>f+dfEgl6gaXkC<smQHPlnaY7Er
zzm*alGWS-thB21`k!w5eM(4$C2Cp{7T%tTdAD36(sgQzN7sfG%`0)pn-`-j{*ZC~;
z{cP=S>|-l!0x3ZFYy#tu;@ed>e>cCZn+kF+Iat<;w0T~^^0;DYY(>7^EZ%9)<%{@2
z>3oj5dnlH|q@)M5Ta`oPnK2ESP7geU`s)~1HrAb_Nm^Igk2|mpk;8Sj;~BTO*i_`c
z0CNplrTUE!LU80{BfSd7Z&GYEcp6gfg0Wnz1n|pVo=^>|<dW<v{H9O%F!uP_GBtrd
zc&9oWE#oLSL|3Gdk$Ek$#1DkC2?cYp+_Sd*ji=o^!=Wi#cRp_rFkVNwsjl65taGH|
zP2e^w``;h8$UFV^ur)|m|83E6^Rwf6KtTg^{$}AX5%CHRsj5JZRXatV4%aDA&8}>{
zOP||=@wI`8P1kI`iy3=ZD%Pm`$lSqQC=v+Pl|8VH_;LYsp#2NPL(cx|<IVZI{vVnD
zPwg8pua1!uEzI-pH&VZ~X%ydQC%syVwRxt8x-GKZjJ9?ukT|SJdx#~^ULaPPh^1BD
z=ne_2o^HPGnzlQRpdH2u721i26dk54sC7F^uFN|}(v+MdDY1Hl@S24p+6c|hSMN5e
zPvDRuehp!6E!jb{Y*9cIRIx|S8o~ldofrd|^jbvE3N0@mkLu^3lvGd*URnBVjK1ig
z(f({2O<yt1Hjf=JFAX?3pM(h{2op#Y?Ox673RRU&u;`cwl7adjjDriMdW$Y|k)>Q_
z<gKRy4DDML^nGtpsu?L@0|sV3+C+j#OAzW<3YcROV2Am7$kzEOX(w)CCBtul&Fi&(
zUv=HVxBsPAAV*Lu72eZ{$mm?yvrjf8BFHvj%hOLmcy~zo00?!2dqg}6x0_+Nh+_Dh
zwa$b0)a=)~q7%-Q=57WMC!bw(xJJX%)EjqQifkY+^md)x_PISA^Y@x|eMC!ci~;gh
z#ga~v{}1ePEkRuH0gI3A6)aR_8R5Z1P9~);^%Q8E^p31K@uh8-CDh^Rg&g$IA)21@
zhZ|ZWF9p{^Fk#H41#)tBXQ$}A^v{9fEaCY4zv~!Ba%>(GfiMGPF44}B%$#YePp%Vc
zC2@8vS{Xv1;9Q|E2z$Rs(dUTtf>LR`x&<ai*H4Vd=IS=0spF@TzzZ6Is4C=gSzdBp
zN+QHMo^>ST<i?;7gLUQ1HS=+PBqiR{Ii`<#-7qY{ycV&j4&Jos?GTm(Z<V^MjP55%
zaBgIZJFb~ptg<<+MYXoalKnbELr(2m9dL8ogwcXrGiReVLs>F93dt4C*S;QW+M3}-
zY1j!R3^!#$UVm^MgigKvY^&<sxtrBoc591`_ktz=coW(yvfAG4${$@m#Ml7Q9r#h3
z*uaNl=NZ7-XM-rvd(dS&sbOW!;&cS(<ebOp`-`Y$U)rZO)a(5q##@C72x$F$W$E27
zmsjt8C`^L(f+6hUrPsd;FaF<t!`Id`mqv{<tk`;}H{f5{?$DQF9W3Y7J)m_|@haA$
znWQ|)+%Hdj%QqA4eq}Bqn4z7<tAeWD5pSOi^)i`kQU^QygPeo^c3wW3j8N2TQUw(j
zDhDgosMo09nJ(^o*b^x*0o&gxXCLM?u@rBBwZtleQt2hSX%i~5{8T*YXBYM31953U
z!RgIh>rhoT6SL`KC$HvF?OB?M-8E%>-2$RMf*e*3&fR&XXCEfFZ7S9k94|4Ubd=b&
zPhnU26L&xabI@UUqb-J21d<oGbI(kj;+)Pjz+z4$<)FPK8D399%KLrnKh7W3o?o)^
z1|y;}OK$|`ny(e|nv~w))bBSkZl3KVVVxEH5pM`q#8_DMjwWS06F2`#W@v`mqq;S7
z3wSj~<K{C#k43+&E2y;M5wnGdy=VFO<yRMuT_OZVUQk}O`7Jgb!hEA^X%{gv-hz9+
z{H)xgV$RZr1j57Oh`dHIg$1v=4G@z+R2#o9(wW|v^sQh%hc5b~YD+HsI(PTPv$5&Q
z8cSR6{5ugxr!CtMJ0=a(U*S5o<GzF%=sh(cCcu~Ko|fNd&UU<^Jo17R?r3_W^jCYf
zNns8>c%m&V6UMbUjwja5q%gE`Qeylo3_%o3RV)K!Dz>AIo2O#vr_qM@x0MwTiPD;Q
z<p^Rqq1@hRNf~c?8I|3piF3q52<~@q|3V!wcjBDg78*jDow~Cu10#<$b7P)KiD8B2
zp!ztFm&)$$Ah1fnHhehzTyEeZeE9+gc;1$Mn(}I6{=tsbev_SDw#)5h(XS;Qiby+J
z^|~AL<AeT<$rm<z5K3$1AUv{7X|-w@0CAWV61JukYth>B;@p1lH=sQppF^|*9(SIN
zjWQ4Ijng==?)}AQNNO2Ma0v?lt)=h>E(qPN<L0z(>82<rr9R<Cjq=J;ygA~b7E2%O
zBdrTe>+Pu~j1Lb#jQ_Uk|KDn8>D!T0MmItezrAYe`!_phjvx{>Tf~wtR(OyygT1iG
zM1F19&FaRrazuYKsnqvrP_GC1z=COB>nUP1B6I$-<GNSZUYu}j37g5Jp}tTYdQ~)X
zKY(i5Xhba0IuD?D=?mrimdUvYnI;yCuWN_+9fTiaNpU<A80Mf2;7&N(ugJ7Re47+J
zzJ7QV@bEzwsz#~#IR$+1(UVmFBa^xCu(G;#rvZKICNB%<q_0}&{OGeAQ?H+`&Q+&=
z{~gzb@;LTxJ&<yo^~TfW2=}ZFxtM4fWgQvYMa=;PBwl@DEwill?+qt#E$HSB8*dlL
zJ3&Q2mx}eC2=t)Sn3|WbzhHe>ao?qiJJU*q9|AX;W{R1@;ES2LeBojJH<a3=JBt_u
zyRU{0-@rB5k62M?Mh59XZ?EOzt(g8B*Y$L0|Hx4H^cKLsHYGoY4m6)!XL?#Ri`}<0
z^Fo2(5~lWBv>Z`7D{G5rDJLm#BN!VpY=$xdqX8Y;mqK>G0jrfpT5uLJ@)1@mlGy*o
z@{R}+bx0lpE;$Thc%>dZrYv>(ufV(I7HdPBJ^OavQjM6dxX}*=IldTR$$Hm(zIs&4
z;pKD5Y0de)v31q!gkBfOI#N!>z&2^dJX|{N+QNc2Bx-V#WuO#ShCGum>^hBxCYsaa
zww3$AvTj%Xz<6G~)K;O`b@$HMh}lM$iU81Wt|)ve&5M){B#l5q1`fyabxnJ+k_1~g
zLi|)LCXCXCI-eB;7KlYlzU9jiP08T}epbMMJDS{f7sl=e-+=0>UR^W>r;1Rq)^H3f
zoZmuEeCc!48@0!SR){?g){0*qZgmZW%;*JG;IY~Q;(IdxepKL8l$a`mB7*xmmCY$J
zJc*#di?%W1#tiA}d1fOq!}a)arYm#4PF;M}1^QK!P1XbOEg|-w+wXeBJ}o-$tEm5%
zdoymW<c%ACbDDF+%(3*<asV$C)66jGPd>RPa*PO_%~(8ucSJsgmB0e~n}>3l1D#;j
z&!3ttCH`4&d@A=3qOE}I-ix;^;_D`!WFDbclkPL(xuTE<;l#qC=a21f|Eu2w-wjZ|
zS)8@`7qaH+Umt(}TSdQpV6W`Q>f1jg8!pvv;N{cDDq{Dc50$<-5ju6j#j<ktd9U4<
zr8mceoX?YB%c{~kYeuuCC;cLF@VMIj0mY2_tcVL=`0<5M$J#Qv?YOkdIxQ&?XXrEa
zIzuh>@vq|@&gq8~kPA%ktrWC-v_6*uhPh>7tN4Qw>1zHiMSn^_SXCPlvDzIT9|^y2
zF6s7=hjZ?m3~K0KR})4r`n??ylDjg_s~R-*r0S{~6b%IhZjX@7zR4+hkb6&t{7O@<
zwy(*z24QKoTmbRTP6M_y5n=hz*i3SCFWQ8^Sx|mn@!S2rHr)2Zj>2<a<)5J^BVrT4
z$5zRjdf``;!-sy+-2IB|-H?j)z53&GZjZ`JlyE!{B26pH<}TCHD|<Y~qqcANBr#LT
za|IHQ*Ra`6O_BR9Na-PH==4N;Rhuf!7WcdjYUXeeX{H{QZ``*m@r(6D01@$=`5X<O
z=+8>8NJDlJO3`O@(g7TD>&_C8Qn<fiJNkfGk7p@?DDC65MkwKG2CS@AV#{R<BjLTf
zkHGu9VkZPP&-V%gx^CIOO<}}QN_?!fdUJ<oFrg1$zA@0rk?V9XdPpf%TGlUunJgm1
z5|C7?v+#jo%6u<0=ua+%a*&rTJ@C{*8DS?h3J+~F0gbW8s~=SWeG;z;WGDek;{+3`
z@41zdFGk>2PI;^EwKYiUzTKvSrJ0bDgQQ!Exn_G@)#iwrxx5OY?WWan@mdX&vT0)%
zDy$6HWCZT{a|o{B4o3k(3`_0kkvP+oSTtD_gMdv04^tYT&*Ad0Y|ylrBpc^ekLY<R
zbHTGW?Q44zu5X(RydNo*MBnI_fp?6N)+l@GPvn9q(F4KEF$QP;xNBx<x{AMT#AL1E
z#fw$|eFcwVlJIE#xk7k}c!db#xT!;RfiMhK#r$CK3MtDN7K7e4dx@sR5ovJ@>Ym?<
z`$q<fzxQ|YZ@;n`#0zk6YG{7->&Aa1eS>So!x!pfe{KA&cDoe}sw8G{bZ<((k)1Fm
z<!BR#SYK|?1;{G#=0R?;03V$@-$O-V%cCU`(N3%UWtWlGW~YVPrJ0EuSE!O^%U880
zaQ=15DzkG*!&poLA+pv&((YGo7)ZW*>29b#y;TKwRpjR41b5%ftl#739l6%_VB5gL
z**Tpaou@?^?in`?SOvj$ts-<xoq>0X@<)TgiN9VOLV{T@DY!&~x;h7f8{jD1r(7sl
z;xVbp-P;-WY+Lu~U#gg!GUaukgFnJvjb8Avc|CGSzMv$;ng4h5*m`BC*K3Qb-g}|M
z?KSpw2&JYS=fxrEu!~NOij@p6{ID`bpSK_BSA^V|42o(5*2>3Wv&O?MEgAk^lWD#?
z>8~<3EW>r&((HMRJ@cC2ws@^)%{e7c*PEs&D+mghr-AFTHIZ)a9u}Mv$IREhXTAKQ
zC|AE}6KW6{X<Z6)Btm$lfX`{T8HCi|2sKBpD*wB>4cS?dM8{c6kVi-!%jvzbnDG18
zq3nuD0{y%njcNrLpC@Ga*9rbD)MvB;6KrIGlt^x+o3AlV_*3ouye%(hhG~g$K6OPd
z9zQBBG!u69`swR0VQ#;k;#n20uC_z9coh)1)4JY4iDI=VsD969cVKSMMeI@@20}9X
zuWs!i;4&UUaJ3s_fsDyWDh@$YF(}X%K?pGrl7L-@H+2B?n`OY|qb$aCcU0sWTd^{y
zlW^IvJ)Rl$WfsyKAA3i~StWVH40S3FbmP2YhmX0}c#*K-r#*7P)QW_+r8fr|6!n1C
zZ+kuqU*BK;(wJND*=bC&HH1xb`PzKr`o42bn&t=}VEK9<IrmoAv4yRn=#<UNvds)b
zywzOI>;Nc&36Z?gC}Mycc@do2G4tc`k)MUWCq6#~a}8hw*Y_nLVD6m&$`X(KC(OF%
z^7t6(=sz;amvYwxt(HwhwG;FUFg@KGphSXKP%Fi+Gs{6)f&R%{?O1PkK!$H_vjh~G
z6H}^=()@{sH5cB9!@9Wc>H!IAOPd=!3dmfV`GSVIdoifo=F+%$4I@(<F9mB5GY}~A
zu2PP^Q}B{&JFbm2u)O`y+IZgfY2pCwPDrnMZ|M3NhTJuBj7n0%y&D&2cG4t{gOYVd
zf2(1FGOg!rPZdjXmH80ybhQeP?yC+8s+f71V+sAk`rpOJbHj+Ms=fWsLr?Wbo}AY3
zlR6{&o~-fIg7U*>aLQj1n$6}#SE2lB%z-=MSoX9?j$4t;FQoRmY@4qlxMDPPS7;zB
z09H_XK<H7vm(t|1jV^6<YCQX`R{Z@o6l>C?h^C)9tKL)1pAM@YC;^#XecvOkwI%6m
zsmOQ=6<?a!6uH{8s1J&m11o@70;A<Lt)QpYx!RKksro-%U3)y!|G!tFQmbUjJ@;(x
z*@TcwW5!%|!|3Lg4V7D=8@XjJxzk)58^hccO5a>Y(OgGGk&zO)RD8St&b#k9=l460
z^T!^Keg53`e(e2vJ+IZfTf`-cQYEB;Owa+>U`^SJ30GQ(ZbLQ~kXvR0X<gRM3(Z0A
zhNNqwGR)+(1I|;^vWemOK!4b;x&1)Ydi8-s<Ox3FCW8X2Z1g1x<I!b^S=yzBJY=sR
z1^>PrCk?KxQ5jK#Ae#Xiy)4*rKfn6OIzio2h9AszZj~G77D@_8Ts0Fq)`fcpoJ}D>
zI55GtnSy5ra}R9E#-|!)S?{NL;&AoDe^zLoh|r=vS_A0I$p$EO_|5Lhayi_v5=x^S
z+Jg2-{!(G9ayaT7Ss(i{O*iMYjPvQnzpL3*yF&uDGi6i#7Ewin^&G|2O@53t4^RKv
zP{Zq+Ncl0Es=;8UvXy_jsy>})*W7s|mOd}uUpTQ+5IpSHSm%V@v;3EMBz3T8i=ezx
zIjG;59m9(ZqFysq3j+<hX0VRM10Yy?=kfV~KUVjH!0JB7$eKO;GxhT64FNdXa$&B%
zx^dr3r+&Ttu2R6r9(A2OBpRoP2RFKczt%bFa?>wN6}q0rR%Q6Z>ca6R;{1E6oA$E@
z@lwc~BcUD=X)Ss1PXTm>$zo#$8QWr@i+J4<pIU26qbQ8)z{+tAb{Uc^$px0_W|^cK
zL$O8K$4JrTK0Sn{eGPKv+sVN^+kzB{lUlZL&BU>H`sgD8bxnonWL~6O6^Z}-=Y4UW
z?7?6g4S7naC&X<tvNn!!lTyxqLAeFop3j1v(LX|6rC!Ie7%lLVkD#ADH^$CW`5h&u
zB-6k2c~J=VO9gd!oq?uNC7S&r)Fs2i?XxP1=B<s{j)-%9Hjm4RsH)(c%AgjcVLhG9
z8)Z>INLtg?C4&Lr{8{_yXxIy$keU$=7ek0!hHgNk@x#vd)t1p^^m;~_B`$^=n33#V
z$&`n|lUj46+2GU4KXD_tRjY+!KXr&WsT|Tj9i$|A;feR;?IwlRvUKK=;u$K%lepSc
zf=Rt=o?W<okf2;7`w_8ebqsGPXbN7TNVimJmv3m~ldhvpafynAkTQl*(n0zuxC#go
zd-Mq<dmGv&_Px6;cqj6#tt3hLB3$rE6Q(K8_nD7{dX>-|2yP#&_0g1hJetw%O-Xe^
zOe~_3e01R1OWf1va~!WzxN_n5G&1aH*>#9``0_=BEe-YqW++G&>$YHWk3qeXg<k!!
z)NW}`D5kKYWhXQ9S`J4!d8OlUqlE06V7}N2Xbtq%+;rTqJy<=2ZK&z-08RIc76v#x
zPYBw4rwrlg9q-Yc-*=eIf}`HVo+u0RRG(EHdFkev=)$AKa)T$Yy|fXcf6%Tyk^EG0
zVWKR^iQNfmM*TdXi5!hic?u*Xq-osIux<J$@K$6rf*}GZ%&pUCPI0#8TK_r6?Tc3r
z_b&{7&3m7A8IheGR@ZDUWo<W|o7Ewt1lECsn7gcMW3C&u8de!dq2dZRYF<7VUmPNr
zDJ{7X&N+y0fsVo!=%_PcyOr~))(%K5Z-3@ci##<Dca{d0FTD1CrC!K+%JV6`oi&n6
z_#Uo@aSa@0=eD8O^4ctIS~e$rw@jmySDR+Qb1P#GI$Uc5*=dR#y4yV`c>XX@Vio&J
zf1+v18E3-BUfuB+NiSUqdl=|)-OfVNYGKX{Lb}4ZGJY<-fir8HJzt%?Absot5*zP+
zp85dB3sa5!obyDAa3Yi>MexBl45?cKo}d6a0d?awR@0ao3(Y5~h1E~1&~sJ&`M~!H
zf<zhyUp&KstYc5V^jd`2B@rDBmb$u#HgI{O&@KA}fPcDnVpB`a!Gy4bdM1M7lKw%X
ze3f9o=Sx-FM~o=-*}hye_?&FkVK2n}*ON7Uls?P@$o-a6X;X@41Hv8piMv~x=9tHp
zuZD42nvE8nekg)Qa{qxzxo=IIm8wmfwHci4OiN_FaE$X}E-R#o{3fi*NkOx`4J18f
z1n-%ATP@6xXrp&SM{xC>h-a>5X>mXc=-7NPgnw9-IFGy|-6?rjTrSj|V9QLTH=G&8
zy+Z(;ax#C?nuf<BguSsg<4UXyOYL-e9eknYzT~d0)QllK?%oiULas+04KfhfDi3rF
zE#@$>1-eo%*9!)57;rgKIHsQ|1MVp$wwElLLV+ksv>?WAV;r0jYKBF2G!#pU$)J(I
z@Bu6RGePe{sZ&B7Nc(9TjM+2gh-R;>vuBuGsB;|G#i<X2T6B_RY<YjFSQ9t+FQM~W
zkU2Am(m5u~65UQ@VqeS0cdVV+g7kMVS!jJ<`*O#UtAKy&LqKN4^}Z%+M38$icP;Yo
zi1yXr4-frg7CLuz@56%%h=-O_j$nAsP+>H^eLFnYOC(Z1tC-5{CEqfxNZ6>WYg_MT
zL!_Z`H1GOXV>_1|RSA2hvkP|Z7>XgVvN+~;d#Kr?^nQoYT{u{Al`&7N(T9FZ?zw5v
zU~}}yWG?X1OHtwoEILY2Wq}q9jSEI40BY4@3D=)C$0zi|k&;Jf{kGSRpad28w2l3M
zn#!uxitu)Pis*NlNLF$5L+^<I3>eQ;hJ?V$piV5|6`K1Po$4fC)<*$LnT~RayCXVD
zA?K&yu?GN`THE4?S_0*<?tOsT3|Dp0v}-0TH+MC=b<KPDbM0vQAlgR(2Aju;qoRX=
zlf?^ce-(6V3nRwkr!nlDs(NY!wMALZ-km8&Pdbf+hXfFw&13h^PqZ|f8C8+knVRP(
z^nwA3e;ZG)S$4mF|4lGi|FIrSd+r<R6pAzG=(T0X2J=(A`xFRCVF=n>7*%7aKFo-w
zGy0(n3MS>Mw-!-j-x~GYDdY~`Eib9F2Hx`?+;VsH#zjuGdLr>>dBJw_>ruN^==vB^
zO0Y{nu5zKw1L2$0q&NIqU#WLAix3t40mAmgy9K6%Qd(d3m%A?dy>yBl7_u}EK8r_m
zW5DjDWq(JO??Xt%Di@^`v`Nd2iaV`hsUr1VFe4uLqm4VKe0ZL(1%E0jPWIb>VjCXK
zrqM03@0ivkLgR?Hb?DygLruP+cKGJ2guvF)yaTr?EAal?pa4}|QPYNI@BVKjBr}~0
zG_MX@X=I>%VltBB6SYmlSlVb4Qc^ls9=O3ZI6K7*xX^^?j(cXOH?JG7zy14Htm?mn
zMjBjfmwy58+JBxsiN6ip0&(t5xX6~wtRH-a;8Bjl+G_(RUTMF+`;342QRug)&b|``
z98zS}1JCfPQ73w$ekIi&F}-2q9y(p1b!U~BztE7K%GWY3P>)9{Q2GOo<zn_wg0Z3{
zRx<mupdVn_2pUBWEN%SgE*JsFZ(v;^G+{0V(UR$fYFfd>99rW!Hl{cZlf4#45SYWJ
ziFTu<uASw|HQypwM-E}O39KDOGZJ8JEbOu!9qjv}HzOEbAu^O!K{lOomR2p*Z;h6e
z#Xqf_WUK6alKP!^Nz!;BpH$T+SMI9GwIOjp+@7ZO3C|jkC&ca#9i<Q8&$R7?j>4^A
zI{>Am3}clerP+SBDCMPNp*Vg1oACpb$HVz<^{G7fTW_l}H>xil$|nuK>bJM{<Au`R
zYt6k0cFR?XIjL6q#`Ug~H?L+xr>jKUgD7C!W;*PZygR4^gJ>gD(GcXeA~=qEaMeON
zdk!9OU?Z6RDnHo$U=ls4x{Q&<f2VUWi%=9m5||d}xG*+rjeAy7nl*A*8LkfI<FY7V
zgQvsXDpB&E@rZMyKm?PJjBEXpC0e7E<HR(Qpyx?2B*{9fW!H$)l*{Wl0k!&`+iNt|
zLV<~=V-L#YL1~l<2`*x^f!RBTH64R!igab>W@czv0m+etf#Z}V=AhC`OLAV2lAtMY
z6fvqYg(d+{gsX1OzIp)z)G4Xr#l{>4onc0umFpzmQ&dq_@Kg6B8lWh5iv7X5hqGN!
z!eaU;ZN>fBI2_HvYviASzy+Wcd&nSyL>LFFPTC#8EQikW{L$I?20PlBsJj1m1nqwu
z2l(>0e=Cz*C2yom$jaTidbuJpapEpd3HcFb!1FH{G;dD8FFB7&5TEJb@UY5(OrUTW
zLWFMDPG~@MJ0ZH@3T68XVXYNg(A(J+e)&e=rS!54@#?wvo7=k=Wj>}gU8(Urg%T~=
z-+#T|RW-Ea;hreaLIht1;XoOE5?IsckqQNCqbsNc?F%0FE*rV)C|gDUn2jPGq?u}7
zo(*y%J1O&aCofoDEV)E5>-$Q8Cq00&n+_n<Iov}nsxE6r)h?X<=k8jiH}t~8UC^b3
zXj0%8<(e%hok>p|O^f)Xe+<pu9F>$>#B{Y`PH<h%Yu1e+cAd2DnjEaq%B-1CGHt;b
z78Zy024rSLvRZ~03RGq+ufq)mW!fZ0Xg@Q_-Y+ZM_5s~<yfPod>;u2;XIDfA{D=Er
zX#-C8Bj1H~RlYZ~TQ*y|(K{`X+!ach7&wMSY)<<;Lr)$u>RKOLvOR)x`QS4}eWy;M
zyV92tJcG_qO1&LB;^wF6^}HiJxy&5LDB-jKd&1g<grJ8?h8^cPC!fSE-*+#4`R;h>
zHlMVIKM3s^j^HW`F42rC4jXVdODm)$aVZT4m6XerLHV<|?w<E1Cv*B}8=CVEI#TTA
znQ>J2eP6UZXano6ahx!Y$$<OFD*cCThnjcBSU~SwRsF`B-^9G;<V)I}<-rSO$oH8M
z*4+w+ni>_f#*sT(c0K7~O!p$qtrX&)Za*G>HlnO^?0wXD5wlS6{kaSAiuABIZ}&yf
zV+ywK@E?_5$8?tEP*a|l&wO?2RFG}M>h_qdu)dcP4Spr4>06)&_gEfY`&nJEo*1XL
z*4uC)NV0#Le5$v}{gq;0e(G3S?_I1RIoVc^lJkN5*G<#yvp-gsf1T#KuFWWG+R2a)
zilK*`As0_6-W&NC?wV}<D0j05o<n!**EgC!6Jtfs<+gaMj?(l|M{HpWwH_t;MEwbl
zN1-0)%<{8$4I?i~vRzRik90w+B<7@KO^HUGO>yO?>Qf63{aB*aCtgbGnUXkCK>g`R
zF|easD1rPt;{tl>WVB|#QO$$9^wFHwnk8C7z^*$-dUql{d*REmS<a2OG2AjHy2?wG
zKC(NkS{3*sxYkKjo2waDh{h7zY2)ElA*I`y=QPUvpD=7-a9b&sOlP$$3yeKjM)_q0
z2quvhEtBCvljay==~k320vfM~@_GlQc@B$+){q0*lNPN}xFE){oWX1g%M_!?jncPc
z(j}mAxKSAk1dv4YjzWbMGc2oWTal5ypuUBWX40TJV#&BO1STrK+-O-8^m3`!2nrev
z?l4iXRNPGgZ!EOUs3sZIEXgDhQ!(n73J%$8em71~D57odmAx1Db*ui|gVi6RcK^_@
zd2bH>yzM%(`9I3@;EBt3?A&HQ+W-|7a=AFD4>-!zDdl6W`41{Z@6Zjby$($jOk~SA
zYgpI6!qI>b9<8NRM#tM(?Bqoq>R$aOaWw#7J1XChk#D08cSi=EKCy0Ia=FUg&Fo_%
zSK{@vhMSJ7_(6loM$X!`nLA-K4<ld5J+Gl|VrwEK9<O6&79}u2<3lIo=Dv&dCeHrO
zfYSbcbaeP(yzz}DN7WFs1nLFxueFo!Tt~BPY)&4v6}vapyE{%iS7l~vQ(@cW+xKC^
zu^vUQH!}n$56lLd>dsE-F2BeYMm)lsb@r*<*F$Cr4sEwJZ!0x!JZXZ(-a9#U!qV;4
znFi0`Cqo!^&Eof?$>DoHa*p>H8fstM(t58WYryA>UhvZI$eO7K9}jka|DC6E>(j{s
zWtoLH4O0e}C-+*W{0<+2e!sBzt!VvZ>Pgq$LoeF-lYV*3#r4H|jgeT1$5I1nJH1y)
zSC26l6%^M+E2=1y-W@H?R_H)q_+6&)T&>~y_i?Pf_3#Fdj3rO?<Q~|(ymw&$`thFs
z)3?#5HjsI@9-8fGV^h|xf|@<1f-fvE3Rk3m%_@95&OAn0Suv-}i=-wdwa7M{6YSmd
zqDaTHI`X=+-gil*Ca!k`scXufZ%Pcfy#JLYMR+Uc=UKbo5mg5s$qp~;$SmR4wNuAw
zTTd7^W@!~i$NWusbg-j=Hq+CVd(8h`v+qq~AEDw_mtt1hN%`2ahPv5Qim5Z`Ipb8g
zBMUEmL{N4s?Y@G3Bkr))dmo@9+CRUmEfjg(+i$U;F&76*7EU>|<gT!-?Ox+we3=D-
z265R3b;QWou2*O%%1P+el>66wY^bTT?L7Ku|Evvq1MzlSTaDp;ov%k0rn|colv~^H
z+vkrBnA`t)ZfvxD%82#er2XsUhilv2>KlJ8>r9MU@34uFe$pw=HihZrf!?#h`@Zby
zzQFtHNF4fg;l?h0ba0^yv%CB&Yy}w^UZ8EYcH(Kk1-~EPRH{M1m}}nk1pMpNwZsG+
z&O_Z$@asFs6xTn8K-wK$ec%-$Ydu>-OFq*_F6@bj?IG(hx6{68+EZp@m`#sj`}fG*
z*s`Nf@%hm*D&6n?to>~W_4!i8pbmt`;m7`c<u=iKiv9CLcKg9Z1Vni=2=Cc4URPu|
z>9IJLOT4gZuy_6jx#Hln)s7!GI*ol*Jh0<<%dfWHm0U^?^8KT*_;)ErDTQwvUcK>N
zuRA`DG~P(Xc>Kso^39WtLyJd9y%Afypu0RZyQj$KzO!sIUw(3n;%CW=uX2`dM+x}r
z9;2xR*Uk?{4)_F6CRZw$<dYt5Cp#Wqc9W3$>L+X@{lTO-XZ)uvh#bDLTjF0r7L`jk
zMISgFnjxR^_!>rjZE2j0J&}%53`%_;Jp6-bcm0ztzu-qr=i16`^^Uriiw*OUpM;(r
zkGIvjp*1noBky<YS0Lq{8`i+#bdyJKhtX`oy2=;!Be@xO%4PaJW_b8E14}OuJ>%{p
zc5=vf2;X;sEO<H4WFXgIe3(Cm+0cFA+I-EXI7fo?aWGnGt>|8R-rB%BPbr1h=09zB
z+pJuP{}mu1o3CT>wAb!&)q;~3xq<0>j`OvfbaU`<>!bEbakBfaNPjcC_l)+T{nM0*
zeg5WR^+o412N!)hT2Hr+=FaauoAuq*A?)K(>{>bbc;Z!$*&ncTo-?nXMm-9wI25)o
z;?!U7knc=Z;{|IQ%}47avTXT2pDo1QJ$K4qSy36Iy~W{gWHdQyw5*4}{H;7w9d;s#
z5Cw_-Nu8mo=a?UefUm1YtawF|jKy#H3a#HXmU_(5-S>X;hPaM)_%B`ev7lPjc$G)@
z9+nLF7uoFE>+)N&Kv0mXN%(8+U0fj2=tfi6+kL$2%Lk4u+iY%IkGVa;q%s~{_#3h^
z6G~rOO=!6xAAmc?Q%aHlyFI>pzsjk%`5Q*^nwNW~)kne)$@%M9t3ZTN`W8(=T0TU@
zrZXXyk0oDx&9blW7(F{|dVKB>gwigDIm+F9`}y$sk4o~_OMV4L&QGdm%{qxMUZ|v+
z_&un2kaaQFATq}F?%>{2A?DfYtd-wr`MJ9tbrIFG6Lo@u>g0~?&X4Txi2kzvh?UiN
zERF6J6_Wo}Yu{Ha;k0vU;6lK~^IAG*J(Ar$*fz`8xZwaL-GdnTb;|yiZqKADd0XAW
z_RM+BuEfj-PQk-I6S_UO_q`1G{zZH-?p{g7ly>=k@mR%E9H6KdbH*&%dKFya3xFZ*
zZLl3}qQ}!807oy7`zm0aRaSnlvpY2JHs{57=F~hubAH(Mid@DOCzg;+id1zoNU_20
zdQPLD^r5yXja$S|89(qFCgZ3fVbw%%{Kjf7qKam1Wu_{rU5Cf5;_Y=MF}A#O>OtF1
z^r@F2=CCy@fe9Hrr9Z3HsIRylkC=01{N5sQUXB!WP{M>*331OSdV78{QSPN<@L2UG
zEzhx7ud*`45y7$>1V}{d1M%Gxf$vkECb7mY<Id3`#)*Pr5gUl9OhS-o;)n&avY|>A
zrK7<;pkWQ<;Q*7bhm-@vP~7pc4a!p4uO`F6mnVu(?N{4FF>Sm;WMqr5yq9T@+(FsU
zCe4Zw^FtM{KZYSTmX1k_h=x>nail65-;8?2g3MW3IO2~_6YVb}M#h}t*XYU7bErr*
zN?A~A76szbpl>LzMpW(TI|X;>RuL7!FE(yO+nOKykA<g1Xzx$gynl}ap~SDZa^LNu
z8=xtglcog;AFO~Q5T<`O)E>KPZ?Q*GneSE1VvEf!?)?Mx>LAAc<ZF&b?*ld=m#3v#
z?lB+>0a<nFSAZ2L$Wa;VW}bcQRSv=n#j<M15v;L^xMOK9II%MT3?l8iy=sq!MKF3o
z5h|fXUve|LQtdr8Bi_#6*Rg|ImO@-?ABVw*OfKMr!ThlUc-?C)*7y(Dv7BwdnVq--
zmX_CizZm78?VKL^2@^jRd;fCE#p;_Y5d#We<-|(;d6I_9cyBaIQkhvMUEy`!!m?Zw
z{}DRcTys!S6AL$k_l{sSQHddKDR^mkCp6v$?luM&$11aYE7zULK5k4P&C|C_d#;|e
znI3?fytt#r7gXQka+L4I)%Y5DE`D6Owq&DOZ1P+a@^o9M>*(rq`<(N9j!vKTX0gc_
zd1<;Keg;6YGaaW*3^oJD1BxGxUv3?W8Vab3I#Y6(<75KE`%YvRZ%7zY6~8f`vIA>f
zLV-&RpvCF>EWaFfGteoOW>%QNcWN3Rph={R<4G(dNy2l}RDs@~?|t&wh>`|EhJt{`
z^E42Xm|WsZ^$)_K4$!c2R|9p@0+Yle;&~3KJbRn^N_S{8-?&1+>I;<b%FKfTT^mFf
zk&wP(m`33{?>G-ZaO|-Nw@XSYbSt=(F-vfhEDh$-b!@p~8M^W%)!T)>t$zjZO1@l+
zIp`pj)(uXGE!o;KwFejwge@%?F&2Hg<ZMC!j+W&wW&)^oGKvO~E@woy{V_j&1J2-2
z|LY7c|5XB%uvh<m2sOn@#P`3Ng{Wz(U2!#yfvCY2?JS0IS#~I4?|37;h>?tc#+No$
ztW9L;HbfB{tERpK6Y}eW<CnKfSZMOSxsKD0IVD>jZ*2w%Jt1bM=G}`Q!2U|hs=Nd-
z3dU}yXF(OA1R7iqj;gi_j9_xbj4Bl1HGVI;;13@PlhTB$nvROHRp>R%22AOy^DR-<
z^s0dgPS0niHinBu#L|oYICDJ9KZ}pb1Ow#TjcNt-G!QWZdc>kbMIFKoo8%~rC>6U1
zUDizDDv=`r7=KJ`-j~9pT4T#c>@spHhoTB;DIEJ-E2QA!9C0b6e+8mj-u~8@Cg2ka
z`)u?6>=`HITt=Dtc#JqIzwV;D6k*^Z%C#59s=ibD*5Scs*^=#~69>nW{+m^$AENxG
zRds`%8JNNIi{-hcS!NI_f{m(WMjoNC#qew=60wQQ@>aD&9YwTNseuJVKuMwKmma3o
zsfb-M7a`?Z(gq!xX-$UI2Bc~#oz^x#n6Cs;Gf5#p^+0o4P+8EH5EBe=jB>HG)@+<0
z#pO(E;n?tJY^j2OgG<hxO9psah3qHz<UT6-7~64<4SP`r%m~6JGMHfC?y7ggfL?lg
zOFIZ+41||xi0b`wl$KDSZSBvQQce~cHE_v6>cDm|y#g&z){0!RZ>6f|@L3nhbu8kO
zK2|xF-VKq5y(m|Xc@d<+oWh6*!THf+B1SmBdT%!67>=K-v}9+G+Ip_~_t4BI^MCuZ
zuK(XB$#|z*d2L;SbXsoumpY%%o-Poj3Weq|OIZ;mCMYo&c5!6U!f{G8SSZ@W*<a`|
z4YL<>%=s~F$)SQHqRc<Mjg)dO#yumPBh@aJdwKTd8GJkfA8+}}=nwa9v0oPxMe_pd
z7EUcw3=eGHI0J8TmE$WSt19aYNBQD&m~kb!JnAgR={Q>)<X*v8GP#HoC_R3QbU9Au
z&sNCRAZJi+7He2}b4}<lYSLB;D;sQr0A9zIf?6<>^kMyiP@DdX%<>-Frpep7v}?N5
z1Q*a3B6fus>p~9{tCP2|fq0%zs5&}b^D<b9KN*UrLSj46sj>81W4VQPesQ=@@K+%d
zf!C<7!bc8-K517KP2Jc!_F=`(v_*e9o$oZka=6=Q7fV#jLTVLJtHWyw3~5r1lvYNJ
zy9`al2vk=>cj$jaqs-HXx2Xc8m7Gt}XB;tR6rrh@{b^rZ9JaGNtM#99iELafHN?NY
z7IF-E$|N5YB*o=}jHM40Hlo#qj)80eLOXlZmSBBsAL6qea8hT2&*<fqKE`HciOUiK
z4R9@b{5wx-pQcfm*Q!V?`ff7+R$YrMWg#=h?JNKptw;0ym7*)ef{dKIRN}Q2nQX&-
hqkufNP^kN14v?>ZoJ{|C@?8Gk^B<*g!i|5u{4cmee<1(>

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/images/image-18-Abstract Digital Art.jpg b/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/images/image-18-Abstract Digital Art.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..952eb1d69e70c4d5ee6d15eccccdf9f2e919fafd
GIT binary patch
literal 87349
zcmbTdd0Z3M7d9T2fP_Vn2?C<B2xdT#z_2MOTObJuWMMO63qdhSg^IYMwJd@f0a=1V
zL>fa92#YHqxK+>~sHu>kRkT)7u`ambT5Wyr1hwt=kKgC_zP6*8$;{k)&UwyrmV5K*
z+Nax?Dbz?xBt}mUgV6*3VLsi!gkvTd85tX4Cm9<Xo0v?(nL*}erlw}LQ>`XLGwf!~
zoMC5g?=ahQj)T)&XM1~sKRnlqh#<(UIf20e-a(!|h&TEYJrffXGgC7gb8{PSM|(%_
z|LZ@W&R{GjVTTQp4D_5Z`j&bImU^GgVP=7OV)b-?FrWYE=^Gegjf^Lm;7q{{?Nc!N
zdIkpih6Y%yp&_{Y2k<?{&=Nb<kr--Z#Y{DJ%7VP}%J)xl4m;e9XAM4|?ZaK2Z-TR)
zW@BsT;yQ-_yCJ@Q{sDpW!y`zMQDh309T%UFn6#LawrqL&3LamOy=LvY^&2+k6l^Ul
z+O~a%u%c2_wR=x>jaXVQlPek;l}$&EwzYR0>+Cw-bM~C7_k3Uf1&wy-%GF=5T_3(P
za`)c-(FcD#eDvbw_^a1%-oAVPCn}d7#$ZA$@b`pZ|09<rkW1gt(7@0bl}k^5Jva<3
z4Y7_yqp6`x<J2rGC-1yTP+0l?!`&v%KCI_>?&?9D^=#yh%L`OAon-(21k3+_lI*Ks
z|Hw6rF*DEu#xt<QEW*5OqH?H{=MtpC6o^T}fWrYtkmjPtR3Sm4|M^HIK@2@gG$jNJ
zF+;E}5E~;E5^R_x7mN#f;q%d>yBj8a{u08l?9f-h1RDlH!q68}*%L3&lgSZL(ZqNZ
z+Ltj5rF$R|hDm}jMP;l(-Ahf-VLu-jK0%sS_<1Ds3k)BoyLf$>t?pkS3kHayJ79AU
zNFS8}ox5@K-<N-Xx$xT`uX)G*H60Ia`OjI+VC<csXNZUy`ryj|KqT@%6BFu0`YKj>
z1-MX;h`wk6!sxEZ<P%CujpQLBOdC+A%NNBI5AY{mfru0pU!}l8EW7Xt0c46Va_asi
z^TGY~h}~y#)SnfDDn~ceg!Ul}Q>@c=_*W%P%z45D=zKpPR6Q`(01?&A>mRRw_&e(2
zvkyj;PndeHbk~1RE9b)>=j;Om&D?;F29De>8YM_8binwm^1M9Mj2PAgY>0&r3pMc<
z%uGxHKm?#*;tl{VN{9+*S!Y^+fqKY{3TNpcLDnxDBpKicG8A$DR>cG$?9kVOJ5YS;
z4x<W@Mu!Y9xeTB+d}5|&VDo?Q0`xfX@Mke}$PzJiu+_<>_vjPm=-ZFG_Wb_Ftnw2k
zQbn5c<gZT{=drhc70mvG89dCS?1TQc`sEL)aB>jPLCBZEQ8@rU{&lbzUarN16Hrb?
z@%q1dn1IfNu_oMu#riD37bB@%AQmt=YeFnU)FwLfMe#n7{0X%h=(J}mnRpaMikDRQ
z59A4-adL*BHu|@zbXxuD%M%bGNO(RJRBd2VdfDKUP94ua?mG5W9kY)9=hSr#`(5k;
zFx{Z%QX#BUCrSXHwE~QX(gql+LI~#qotsU}{>wbjIZz3De1cqMfcuORpeo=etO-r_
z2q$F3Xjo!u2n6KUy#aM&jEG6nIl2Kl;|Wp$H&-Ie5F_4%yBnd?m~b}$LyeAiCV+(U
zh7Pv6hyM+R&!5d;^oGw60&nMphs-?qVc{oC--jPQVN&`Ry;>Q^{GW5y3euvj;};0h
z@&|=FButnMwa8bim`Dr0;)JFXbz(rB$_xNA0Z~RLtY-wJgL_TCpa$Ihh4w@`??Wy1
zZ+%u9>4fspsULk1-0)vROngPc7**^>Eg)0qj}~i~{|qsKr2l{zn86j$&Wu7Cs?vW`
z4sc+D;BVgmZIr+H@OO8`kAGZitpD$+>=)sWCJ%s}oPR-q@V~J`A4LkRd$ClA+RE$8
z9fm0W0ou8Fg)aX{ZN}DN^YcSS9-p~IhAJ2EK2L?}PlxEw&nqgbv5s;X^4ZJ(M;qbM
zWS))*WdJh3b!ob%(2*xb|F<uL&n^%bMNFOqbuLag$tV{GgVFMU5jcRcLQKFc(1`N$
z%Z0!H6H)$sri&;qg#_8g?*Gz|i@`Jm1-y&Le>|reeWhL`-(1H`X8-kH5Y<qX8JKB4
zv!4e_6`yCXV_2Yfo%vA*&;?h(gdUEc^|QNd096}ciV1N6(SV^qh??M+e;fKsZ29tX
z47eAEfqBxr{irv?Fo;Srq^$^OM=k+6#2Vm|2T_o-7{)DI{zo4_>9pgii?<W{0L(CR
z)fcb(5={&!RPa_XIaHD}I$uQn5l}=bsuNUwii*!uNALP9D*!<97pL=ZarnYM+%G<)
z5Ag9HZ2Sw9Xz=)~4jp->OoS5<bj`nb5pbN(5eC)WKZlDB0)WT<8)+C`Uyy~4yW;-~
z8~C}m>dx;QBtg3ZKJ&Yg&PmM%!PLL%;fr?u?M$ivmTf}5-4$g$p97{ow;0Wu0I(bj
zQNMQaK*KBjE6jB4H~|iVbOI8nSh_4qN8Voy0q5GGc@)YypGkfKN$7|Z2W*b<<N;`)
zUz_PbA^n$uKIbH8{=#D0v=spY3Ql{o`7?Q}o*<9^oGQ~_y$O2y*;^*^Odu67-yVpY
zw}S++F|rAk$9&cphC0FNc{_w0f=a)W840}doUDOc31S6nq?n=4j3lTWI>G#UU7*gd
z@lW=@+yOGqi6{e4m>$s5XH)^kLgjP$sv0;~7a9P2==@&?2{LaYv`nB6jUp37L)GsF
zs{QJ5Ks$N_x$Fy|Q8=+}(0Q^9u6)9*xcq+B_dh?GHs|jWp>WZP-*soUx-;5;paR1@
z36~j-#<|XVsAq)5J{(Cf-9hq1RUqQ-fjT9g{t){xMW{c*j203@k~0aa1we&2GYJir
z=vD9pMTh|uMnc_(88V3v_f`P1<`DGET>><yvH>pvID(r1NKhku9#El+<7mnU{HRQ$
zu|rLfV*AA|s6BM}(K)d>%5D?i{W}r)LfQH#kU+XL5sjwUp=AL&l<xY(cagvofbnxX
zhv94W5biFofm_TrEs^d+rOH6X-<Eyl=l|&H+v{)tj=J$Rtp$1PW;Bl_fJ7GP#$Kb*
z15f=)3_0KfaeqQzlMaV8aD~_`aQP9zv_xgoFo>Q>Md+76pz34-n1eYHRlBE7<rtCZ
z35%P50HxXFOqdVMVMk>VR9{>RB(z{|GKnF=8q{fUB1QfjxrO1V0#eYb1p^gLu<`^4
zo4ddh5KYmAbpRrME($-C>b~$0TNfn%39MzBL9&kDq(Xur8Xa&nCY3OyS`N}`OtoBp
zpAe%kFHw2I*Q9yoKsIK`#NTG0KSQWRX@D`F<{W$SanZ=h)1NShmi_dnpBv$?pFUyk
zZT@=hwpbf|C+N{`A(K3Qz?C4E=J`QjDEv8{dzz3uAndt%qusmz!4c}hBn*0M?(|3$
zv^r`s0T+oogfw=E3;LbxS;zp3H5eMs)0IsC1Lpv^Kp+IVFqERi24HA}sv3(Xyug`s
zQE)<aI@Z#0^#pf<$cQG0c|{X>QRsv^b*bdPIini&-h4nbIvxOKd%_gz-{o~T0Ozr|
zn?=QX!Xc6{t_ZgZU~g(J46YDOghZV%Dv*a(gL&mzL0n)wgRDq+h?`fUQ^HK;bAx}^
zRC{h?K4FAUzvN2F74fsSj@Pn;93pw#6KdlYGaO{VG&~fN0DFa~ke`o9ynpH<7Z00>
z7&cKW0ai|31<Z}QJWQ~|Q8_e5{1+|J40Wyv5XJ>sC38_~{!(3qpr#T{FtsjxPf-2m
zNIp?|{wqz6jzsB7g|a>xktV8g8;K_b%$P^>be$j-a}@!4!pbA%rV~_)pp?Os=|W;m
zw_K%{RV_zZC%5w^D=$W6BhzV$q0fMU#&TI)6etz@gkicdfP6A!f?EK5l9`}9jm=&3
zGWcs+wOJ3ujsH>P1uP^jxCq1t$%qa+9KsY4Kr-fWG$lF&D5L^#Q8dY6s*cA1{?d4W
zd;z;C^qHWAp^JfL@B+<X$bg8!QxJ93j3U-gh-O-%HiiLs08KH$gmk1CNtn?)7~@n4
z<pT;;0s};oAaipNZ;Ba25hz!TP_hGAgf7=c6AeJ9K!YH|ABNAd0F*#f$qO-;?&~ON
z!-%RI#_BV?Y=z0}jzOWJKO|uvreZPvP^VnwNzl{%tzT^d9vKYTs<HtRqKFgD)dhG`
z5$ZZJUFwDs6G{PKDB$y2N{q_!Yxo0-mrQ2A!-9JDx3BeV^mDTxRcpT%HE~CqcJ*xh
z4PuQHT$sAM_#X^{d~PIHcf|w*R+0f~S-Hx=mO>@z8ZKofXw1Pl%H&SPY&{shrc;(K
zRtRYfeLI+3kH%f#RAy9^9}U6)BvJQv0+AX0IPts#kXXMUq<5rDBc`HJi4t-~1DMmu
z#j$~ldKj5BUuaasEfa2mCrQ$Xk?=bp=OqSd5kQx%kQjR-60ndyh<o+WlWAa*u__yB
z_XM9G0!#%w7JCj=V0AK$DO~$SH(-QhT}I~spv|4gywMy_*K+~t#MDC!7<(4zprj4k
zJ5tPkGuV;ad5J09GVC`nZDQPE{kz0Sw|JVk#&J%&`?VO-(zcA|9=%)Tk{Qb6<n#5L
z4FPON-~Qcw1Wk98r?F8-d*3$vz5gI+xj0EH7w{IG8Rx(^_+g{v_itv{D6g7n&$$sy
ztFlNOFQsDdYGVlZ$3Y6Kx-Uqx5;6lG1{?~^6xBMAOTU&#PRoiGZcrKPmswUR%2{@N
ze28~NEy<Oj*M{aljv$-^rqzSZ=T}0IqYMrIK*J!AfzK?E5m15AobnX@NP007C>$s$
z?`Ak9MyAqR1!w^{Z$Ybv4eHFW`2wg~vfdUQTQ93k1Q^p81W7ayKlKx?gF&q1%Noil
z;3^C(Lbc8vbynFZ{eaHE2Lkk$C_}XXcb6Cq?#&_<X6@&x$XHjnu<u2r8@(+<F%8_^
zFeYiWHZ87)#@e`5`FHtf%m<zW{_X`s=*DdWHpZR<!-f$sYTJ60o^^BqPy^TsC2CIs
zzE^|Vs>pz!6=NFRQFg$~f`5a5COcZl?YzXgi;T5N*oTtShyAoKBH<)YAE;?>iKp9!
zw980c{>n93SX<?M_Vx$DFt?eqn;EX?@VT!J=6%Avod3;_*8)FbUM*Y0`Z#6Q3(nV5
zMvl$*x#P==4?kqjT_Q-yT_e9Co;>qj3Ty0*GCo*&1FN_C^i9^7vO`O~JuuCQFd1)F
zHqx3hkhp3z@1`W7IPS7#!W#v*`h5{zc7w$&X**lJ3!nigFK-+T)MNEf3s8_F9vEG3
zb#PmuAep^x0O@<9u~bJ3!`dwFMX<PX_sHQCQb#4;a~L;Zm;}%;Qr3zg35l!>V9u=S
zdg!mV3}8Xs1@{owDBvi7%97A4z+)OxZvuQRGAg#4YkzJ-J>E6A@kU6t<%kHkWtcb?
zl8w%TTb!QDvK5BG?-1}N)M5Z*3yPg8(TN#!%_OKOfZ4EpFJeq%Zcz15CzRkSGp6$n
z2c0EG4sU_iX)U<HZ5a)D(H(i<-NkWxdFUW{(ZVthLk2o-1_j_X^iotuNxQ4L=kPiU
zu2b7y0k>^0?@+d722v<UDJrkX8+S5e3io8VVhvc%!#tp}V%7{4Ni;N$qXZ$pLGwff
z1aSvNmXZiE<noa{&_|H5@i<u!4*ZYaculS%2AYE`iP3f&zP7s;a1}uIT$Dv((4;AG
zLODQ^-1yEtCh=!R4>-KXM(obZB1Q&)biqj41H^XvNl0%?^2}M(ZTSg<-}m6Jg5N<S
zF^aU{cJ=w<XN#W9{Dk?_dp_)=>G^~)yZs^-M~u0lUXbB@wzDTdro?G7q-Q&a!+c`h
zDMFz9<yjPA86Z&mbDrMqMs9b$-Q8R@+UkJ%6B;oV7!$4GEI@k03A4P^K$&B5Q?<24
z>RvwX_E5`dk*4j5{kbJTDH)^1%#=~b8<B3Tw%^*4<W4~ID5k2mT|!X-V3xG`Tv9zx
zxo+@Co^nc+>;_w;7?W&1w*Y;(9<sQ%0iZFXK0|M{Q`<^#SBKcN>`8q_w9dvo<Ix>I
zb?gCOdYm3QA)ucg+W$l2q2!$zuEReqN95Mv);IMRl^r9w!6a}ZQaou6fC|CKs*b^q
zhBGqvn6v2Ih5<bI*8+>cZ2oH7j~aQb0o#z#fR%P%^2u=I?8(6L4jmwYffi*DICH1j
zcGOz$>kxSWo&XO6H8E4VtcP(!CkWR``S+Ia*L{d9%nC8qC>{O0Ts+aYgU2J|SQ&Vj
zgW4!^3WFs#jXoxviz9LChBS3ombD^EsVaNQN*O$s;KyK96;!uOs}qg2`(4o29D2Wf
z^KrlUeWI0;K%v~+b-0Z!PQPGK-P%zccOO0hUlT+m0gW7~Ty8zf>x@r~`&ew8YEg#u
zoa$}gw|lw)t(+hnN-nm5!?bTSdGV>AX@_v=Kok&SQ3gObz89!?5p)8TJ#QS>QE<QM
z&PL_Ho5l)b$2)++REBX$b=)8jcL*wL)4Cnc<9<{v-v~OAZ$Wdqd@$ynC-Ls|pFbG?
z{C9Dwa7SiNXY3vOg_DryU3hp`ooK(sd}ek}mkEd7o|gKm{$jvGQqO&^qD**%@h6+M
zWhmJ*!JTTYc=?yoZ)9g--{K98)bWHGfm1s<aC--v8ux+kcg2{fN2OP#wECmQ7G?N)
z4%6GtuZc{k5gtm|d!%g2NJ+c@p3vd}_p%Itp_NFXIZ*+KD1*k(WJsFJvGN<SIQ|EI
zl4ry;F|ZULH<;383H7*Tv}xLs1Q96Q@G_M(Ox~3-T>ydsFntuz?_Qn?DUwAA{f59N
zfO<eLi=a+v&!{tCml%xZw)W8bq6|qZ$~j4a+o>9^0;ZtojuO)1<b1!u3-;$od>Ie{
z$Gm`x2&hjNq=@zhD`o!Pm<Ek#|Ep%FMS@k^>xTLtxNSvV%vfw`$HeRX5)YH7w%RBa
zbD1d*9IjKRDlE0<)|m7iJR)*g{Ic<7<22%ulvgr0w_mHqXuKE0dD&A?(yo$tnBaBO
zK0()WYnh<3BYT!xTX5$xJLK0X9Xo*p!+?zIGptR^$7JrTG1(1j_v#?<?Ts-?F$<U<
zlDN<yae1oi?w(QiC-UnFs$-B=58~lSVIoac%6?-x(rWEqoh$cW9t&t6=nfko@t`J%
zJQhr@-tOY*mdwg%NEvm$K>_asBVzmB40gy=)A=&@@-bkA8_`0EGvEUni@OsufMyd+
zkgl(OL4sNgo31#d2u=k|bxZb)j`*0v6mHvCztJ~nf12jB8R&uES^o+1&18_aI7{o_
zx&QQzcJK?Wx!X4T{M!8qGwFfZM#-G^#n%Dod<GKM2bor_+r-Y#(zMvTe@H$2fw`(H
z`OKs~#d~9W++Y%gQ+W}yMmd`19aK;!>Mbyqf9I_?EL~>Y&f<2JyIJ<SbtNa9EL+i@
zuxWGg6~zuhUUVM2`Y??UB{(6xH=C8A#0_>ddg|f?nvdBeR4%7YLrw%ME$%tZ|JGAs
zIu^<?sLnl4d-<rJ!{?-px{G8t#uC=8Xm{BDKyEPVJ~mU7Hr%o?Np7j16_Snb*~D7;
zrn%^*Hb^>|nrK>e@@Iir@|tEtZoUuAGoDx+m+sbfaaf$NuZBu)WJ4LvSXd5UL&@?w
zdu4+mz-)L&$>}Q#FZi(!9SA)(T+$9c0&@Cxd4LD~$S%+7Y)inMH0Oqul9=Tno(V4R
z2`SBe;J#8lGk%FB``kA}$-(=h`|JCg|E3rqzts&Te={I+R3=zHWIvhHPIhuw0VU4}
z`?+c?W>T=*(xNI>Syx|&*&0Q)DruSG31aNyWLZGxsW{|^wnSR;rH1?3p18gIko~)A
zGrP$wP{y&zG0T<^)zkIHScS-b!nD9R)fnaehxiT_EYG6Jy_K<orFB;pVr^ztk%3sj
zO5CRSVw@Mjf_wN|0S$L3j*VmZI(dMZXMkuti)g|@!Mxm{^Ac|L`4jEIY}c0A8*G)C
z=ejKC20U_$D`p>#F~Cn|CdYb;B&r3-HaYoe$n$&?{ifqnHsXKug)WxY#ygHf9U8oH
zoyM#A&{I-JSt~_Iq-{R8Nf&`Kh&Q(bS3bd)ajUgx^s}UdQg)zqxIriAi4Z}T%0}Tx
z0C74*HUOGjARYtXLOVEPz{&8JN$=bijT}A+8XB8EVgBg*qha$jn-_(@|FvNeN|pDU
zU(D<<eHS^Ke*O5+qbgiu&``6(H|E^I@n50y>R8C2)yccVZKUyrDtsVoy`!nh^_Jkr
zdBPoMjD_S=+h=nMGR+rv&k>hgReIZ6CJ(JFkjG%14{VBe%4BZXmf3C^_JiAtm>iau
zK|5#JQDXfAx&OuUp&X+rIdK`5267I!i@aX~7-c+aPyDJb3oR8IQe}}Lad?;Y?*hLM
z@w?^;4U^Z%v#Ks=srnn07uX@M71Qh*jRR!Mm047)V7|ru9~4!Ib%L<Y2B&*kZf6tL
znIsk|=CgmTGbd{aLH4g?FW<Eq(MqdKqe`z(!(kg`iS3N0hu;e51sbInVeE}UbY5`c
zKDT_oVfsGRIyNqt030MD3AtUM*;#l!@uKU#L#0=E4h<PIMcLTvu`AkLFAGjGEH#xE
z-!xpB20xKquS~d**6!N<kfd6zH)Fv?We;1(&2`^i7!c-`()N6^+$<u@0UP8B2xl2C
z%sG|zGVd|VsxpRjlV>|+*9^E@kRCpO3+a4Jz3Xs2@<MenQ;24;d?gVS!pIz`*WQvn
z`M6-}M#S-E?m=Wf|6Vo~-k$jj;W~>oV7Q4Nraeq@ICPb>qsT3rNfGiU@ub2-p#PJL
z<D=D$!V%KIqhemy`iaWbF@K&fKMHS{Hrnhg4_{X7l-u@^H6lyX*HnQ-mSt**R~-4+
z?g!&a6k>zmUb}i{*B0_Z!LH>3VHZl>AV^`NK)HUHid|5gKAeWDex<M^_12g`8jxc3
zz`Lt2F@;&O(du(5S9plA0EH@AbX0>DfPSqJC`?8~9`kqSC5NCrkTWcozE_J1od0(F
z@bjO~fBegK2K1~TZKmgmPnd(oy3n57zQuX?%#VgW92@OB{rXJ$vd!AErj4yO)$h~r
zwe_cXVWFi8QfQ??Ipf$ZB`M<Us1jL8%%i862bIF}EqJc?0#sN5{iIg7xwF~w+w@Iw
zp7p*PxdBbjrm0EiF5KBDCrnbFTLILZolxWApX?6}SDjZg{mm2dim(_QA8Fzr8l7Vx
zq-Dj#h_ZzFPeU%!Zm45Oj?6fUb$}d_F^rMSY0jzYK#bZ9W@Lv?U4~wIl0~&HPsF~J
zM)au(k7I&Cg&5~PM%g9!$sj;6Hmbz-6|a$FID0Xz#9Y<vo_h<IdL3+!*`O#FOHk}5
zv%BOoU*SgdqJ?Yi2d3Gvg~bQlwn*!<!t|i@z4M?~3c98>(;)s)s0036G3`oc<?3vI
zxmQ1vWko$Z$JjS$Ez`ucrFWHpV_G@0Z7b{T{^N1NyLNj^VKrT{-s%(qS}#{DD9OZz
z<!Jgoj_eil%_s4Ugv4;81wl-)uKkP@xo&8j9;hVy+BTCTHb_Mp-4+kss?1g`pYGyR
z2Hv452#pwAeI?DPIdWA`tAY5Jh#kP(M3$Faf=gzA5`wl_@sseoL#DJuxW8oR7g#-R
zMd3JtCPW8lJktV;GC&f*Ei2`LG`_R(x?nY2On|-h;jMA9xMlH9S{stCc=rH}DP2dW
z4KyTE^!HJy1S=ee0XmfGL;AG@(^yl=_E)nC>i>4T@ehv9&YXK3;Aq-c9Nh#sI_p$c
z>c)`nNvEe@uBMet5g#=f=Hpid$giuTVeemp;Zk_;XThchIlaU)9Mr!lwX0z{Pj5TO
z?#jgx-;C5Q(chQ1z_Ko&F=^S5Y_$Fv-7#=dv)XT&A^W^hJvW*icDgWX7e0YB+O{nD
z;3;O==9^a=i^7GgOZhjv;YZcJv?)(g7?Y8YS&=uh8S%ZAWb2=VlT-$d&SF|zb-&`!
zc`A>VIUH{zV8$4T71Y@V2)?1$Cw4hz2nz40&0)XME`b~zdZ#1u4GkG`j756_zIP4Y
zGLye-rGfCkEDtqnN8;=`Vjuctq%A3|ln?94rDve@N`&DBEpif4r(zgz#dCP5e~GZI
zUEf(#2|b-m^%EbmA-RH*7K==RvJ=uCxy=q2?~9xt*SGtk-fACOppjy`eRg<M<>J!&
ztKp&so;u>pJdSLd?Q2Ef88cQ;y`(WZeP7X5*Id3_dE((U>CzsNW&GRmn90wmXK8zp
z^!neQg=9q$k}Hw)noj2NQby-fOye#NYe*w#aWr>@`FsheGGoyG9)m9vlN_YQ8rEFu
zWT;IWa^4-xD22qvJDrA+aMJTg(mZ?|rS8?~)YpyoP1`sR$w_+go6kNbe~Zla<fd1z
zX<Syh9_raB3l?ZhZ*qtvf}{+@L*PpoP~8Ur*iAXhY$x-#GI-mE>wRIUhd?R^U7L+i
zbrVbkJ%W!+;rbc90BP&sb%R-8bt6Qs3cz`~p3|?j7U4EP$-5mm8#tJTJaW-5pD=eO
zofkg+`LPN#MFK#0bq3w8rpJGu{Pq(joa!z<cy3eI`sWMN9UAoLGx)b(u+#2~3VY!*
z+EBULlXW1-k~LRmABPdHa@qq^Nr#>8ic{TU@yUlI{=xj!C70Uj^~=vgs!HLOCvO{4
zv!|4kqwqeSQASc{eURCzqqMD5esN$!N|)74x0aoin$|-j&3z%hyhJBPR&3vSyzS;!
zGTSE8N?cZOlfyM+nmqMprSQ9KW(}-};U@*|AQ`6DPgVy7AWs(Dq_MYgzJUYOdaEM>
zeCOS2Bzb;hrrzA-H$QH<(louE3pegK#NXIhEYl_pZR%=fPPL94kz7XJ`r1B@W6tj&
zc|;b;l$#3AsXZUjn53eumys^T+j^vh7>)aGA#5|UKV8iU3Ap%>d9?EC-dknjwr#18
z-uZf8AgUAOYU}BwGZ#n!1T{P1t+MKuDC9{rsqe1g7135)vwgMl+{ZYCv@<jW+Qxev
ze@<4~Rycl3diKzJ`!rz#an3__g*nOL%!t^Ml83kT<%X*gGTX^*NV`Asgk?$NvI-(W
zx6lLZ$YFrJAA<l0;S{y5jaWd5RZZvVwWWhHe!1&3Cq&C$sSwGKzKxPNIedb5IB`0e
z6eOgv-0o)4m3|sL=z>T__8qT;xcdsSZZ!S|y0tRb0^|-w$bh9JxeRLaj%r<`Uk#rb
z%I$=DZ5k?RNUzsx#S}p}9f4|Q!jl?CDj_`RCS)kdBYTCONH4b%G<=A(^)}PQOWU5X
zM)J%-#||tFVA>=sAptbJ>)`xaxa@N1yC~4Yj{o(qjf?&+5;30_f5NEZ*MgE{-Y3j{
zIbNMO68z-YyIFo|8A!EL!}ZWz!kk(5ip0^fQ3YH&q>=7~6r@UV`Ia%)Tl_m4_De;%
zOkrp=*)w=U!@Z#t&1mkZJ>@*7<l3LwKehIZvLWG^v&Ac|bB?A{fp0qW)Nyr=xUk=~
z!GSAHjVpT^ft{DL4r?>I)125K<Rhbvzwob3pCS$=K}m@-#0<Wu?FrH!zg=#8Rcfg1
zmZyx)Hricnj%_@gI5UTB0h@_>H*1+zX|rq_Dcubn6oq9%*}yh&COm}0O|cN9M7lX^
za<eG=E7Op@{QWA=7wmKvl#3-Qql@F{F4i``X1Y1?7k4Y{2F)G7wvF_fglR~+nC|+B
zk57HCbPjCvXYZ!2vm(7pW#zk7P}p-tV(+=>wbS(_w|ru5nukYJ6e+s;6fZ&-RyjE?
ze;j`;J7E{+z$Z+O659TP0y^Z7KQJ*sN+v-yUx?8k6mnL9b{Xh2bCSX8>kZJ|1A)io
z@ClMlgT_w(-ZGYDtU_#5y_G#lwFuE<hiIJ<mN>(y2VEdGI^ZbXT`43vNSGn=)Sb~3
zK+jgG*^zu7N~quL->5U|rMZV){|w{T)FXxIFap?GWbWz#fm5h(jE<aA$_7|C*e4X}
z1)B{(qdIqn$|Fj=bO`ft@OaJf;sIB(d4S!vb#Qkhepkf1u<Vf&2mgHW<6jo@;h&9v
z*}NF7TLDNw-P-l&W7LT~&CK^@pgaI=#`vUnnOyH&Ve$C{BF$ZGz;g3a8OWoZxb?jR
z4|2K}pZ_77?k=3WFa^3(K$k-;_Giy1`iL?1>>1-KgjH_p;dMK1>kFoxEYYjCQBB>b
zsA@<79cD{4IiWHGo4mc0Unt<hG6r(t156Yi&Jz}w@{3FNfcAD8bVh$Dj}HmUSToPA
zdqGZ+>lZVoIlwgc1Y3b0o;-=FB`e8_a@u+)H@H(p1`U0fC@QKYc@>0)(;a8C4yz)U
zAQvEUDq=-<%`YpeY=s|ELZzYNFn-r)nKm3cq^Km*T?J(pzs0b{DYnWHYO2RJY3-H5
z@T=u<2JC~>qD$4k)j%2UEa8>`zHL|1L9su#_F*2QlI7bt(%XDu^U#~kxZGMXuWeg;
zvDPP&H)GrAo>h(Gkv!9>6BkUUj*9Gdt_`psaNU7j;5(Bas&Jp0F0y2%?^&zQt3)*X
z6H0%EiG>;wXFduW!e3Z`+|;gTN3-AvHifR9-slmr))mA|f5w8zvsvl&YFnAXACP)z
zf1}<jHW<)!vb09*6K*<L?aG&FmT6|et~^D0@qm5(!)#`O+7sNMcJW8LBy(Y;hvzD$
z>!pBK$dI11M<Y=*S)A>vM{W+#^-{0bBbNrn`e(<fcJ<)78M`9i&CeeBnlAlbuwvo7
zf2G~8w>aMb>5?cPCbGSSsWz>XFZWu~on*mqQJFv24{v4RwhnLm4FM@|vS*c<!^vzL
z#?o`{kr+j-CL1)5@q3GLyDFne2rCWPkOer7Sk5hJcjT-pE)QAiG(#ayXnDV7s02^^
z4Nuilhn{R@;|Agun{fEw2$m}HMb<SIuq;l+FXRE(xWy}Ov#;>1(hf&Qt6j|vK}c?K
zOJ*lASj(pKaYHh8R@}DLMx0DHZkM8}3HF`}<Aw_PlMw5grMsn0EyrIlEkpU`Trr8#
zAr6JCt9#(ihBAJqq}{O^otv11O)eH<7iH)P4j9zi58V}VJ+TXSmb(T|H)?U$cWZ>6
z_g4BWmkiyGZA~y2uCIB<PED#k<kZ}+TJVE+c$M@_`QjVM1@_g7g5`(MEk6Vn-v_L_
z&qa3zxd7ES7|^77Nqbhw&6%vx>Mn{YD^roaJNN#K(<MU}2zKGeSXOiyV$lQO>WGMh
z`Ws|mk=9VA_Ata@!oaJ*5)gwREmHy0O7l#?01_-%oU>_T0VL>aM)!(+LM+s_iqYZ$
z2el)hL9%4sG-RvBitZ6|KE13Rse`)^^U1%5=A@h3NYZw)GG$;%6l=5x5ixuQPn*qp
z*W&pJ^BDB6&}E&?HXwuPefIasS-Spx_LX<LR$xCmlbU>lo5b7210UZ_rt(#W+HAEx
z*De(q+0fXpM7Gb$NmaSebn_m%IAuhf6^e+S&W5-`n%1VX-hKdn<UM30ZF<nC3=<mL
zv-6-ybZJRF)Rvy>xZx-R;U0Lw?30)c1a#~Zx)8}$!rDAKhVk8MeUaw$m1TK!H^M9*
z_riw4Hw}fz^EQho>AwpYU1Kb4g9X9T;zF7yHt7bfj2%*wXj`8_w%(I25ROK;@a2Nu
zOYC(8aSOSJsU`Kk*~`7;SU6d6ky+K8nZMs%Xl~^`rl?X1$H@r=5q&s-!TbCZJWzbJ
zY1#uheEodU_Co|ykS0hN@%{1MZF@=70+{YBHrqRtuG>R|p^1|RNEn7euKfEGWOL`4
z1UvU*oD4W<FjP8K2wzj{Wf8?oPp*-JbWe!A)F=GFCi@1PbxHVD<D|eMxJJgAK>}o6
zZBdW>HdNTCcU`WII$knlwuNuXj%G(Q48|!mln}-v`CB#VxwFJHZFVSvY3o86fcRbp
z46e}|>QapE&YgzT$kY%9IJ=0|X~fSK)0jd}{XsEU^8u$|bu~nK+Z$b?x<NX#3(~ZE
z4o^~ednmvH6Iiu02dfBc9VPoa!Fs=jXBUcwC)cW8u#}SxmU2pd|FV=br#tOG=c(+G
z;Noe|OZ2bfEs;W{k1GE1<tJyveDGO*>JPiHO2!H9wjXnL>_tk9r;UhX_+3)4Ti1so
zCcqKNgW`0a+FL|f5clF$(~YJLd!4qbT=x6tzyvk3I$cPlgiMBh{m>>AKhV#UC1%1k
zBUS21p6`;$Mtgj1T=%TScm&~gt&%J{W#DoiV*BsnnC9Kev+$s&iBogv*A=-NY#Xr9
z8UFfs%m~~m2X3KCZ8;ei5hv5y<&T8)NV3$6w^SKy()!Yh#QX=X-UZ~t<_PFqNMwC|
zit<=Q8yc~p-d_6x&Dv(u^MvI^^h9=nxaM2LDs_@{U%yPHZv}xZMx%MTzX;&@L#1bM
z#rnVT>>Lr$)~r$yb_O@P*En@@D!<2j<?p%Rl)q8<AuGB=P83Im3-!F+I4qgn(ru@(
z$%Vawsa^uDqbe~~ZB%Z<SJY-x3cwBl<fMk1YlX1D!Y8H(UC-8ny({Rh2{W+B4Ep9|
zqkEccu*y7bIM+53{_uk`Y``$ZF4>B;6?&dub|4J;li4=(?oIv7A#9%?^N2!a$mk^<
zDXAi`&STQ$AAIfx$WsGn$KRl0se|5Huy&mZhk?x+Hq2W>+JJstTT$^inT~OMNQo9_
z@^9)FYphgAyJKm9Vzf+58;H*Zb_Q{G-vzRXOl>5lJ5>Zb-#+-UH1Vf5lXZ=p-}6^2
z^!capcp&E|%g47rVYYJS!YxCZq24WouIC?j>%X?5(9;7O`x~-Wm(Hcs`_AP3rdm*S
zAwW#O^-6Qaij19R!CHDv=ILet;$(^UQ1tX|t)9<vT5SH*JVPv0CAVJB{=Oh?Yn2l@
zn{MT@zj3;7Ra4f*a$)VF8T{&NyDLw*KJw3|g*OFGZgme1xm+1?^={H=HJ_pw;OUq0
zY~>0Ax?e3{kvDE4o{a2!$TPi3({?MkGA4Zz^XfifJZBx8`wKrS7UbmB2f`A>XT(R3
zlr>5c;X{r4vJ>u63wPJFEMqTMdAA&ib6LgnWjQ%$vshI!cXGSaRCp3->q3$PTqh9B
z?qj`Li8r@FD`vQbwe2OCmL@c0LV55yhW;|P?O(8Jqs&BX<Zt^pHePPRYI;GV?>JVx
zzM+Yg$8s7c?O2Va+7a1qT48ZEsd!@zqj%Cs<pp(2h_c+s2jpj)pwpKtE8xv}i8Yb8
zs;n@^i0QB&n^)x4e53eY{9C7b2fN6@y*`U41*rTpzOC@u6rYf6XR&?A;YMUPx*lWD
zscu`TTgonfQoo!GHhY2#84XPG`so02kHB6WNP;tW<>{@0L!g_WSg^;=gKiFr!_rDz
z9FZDH*k~1WBJFBT-FH#cZR)O>LxvCfr|)T5^P2pz-#EBw<9^mjy~O3yBZ<ZFVL1=v
ztf)P<7c%-T)Xfsq&n5-7_On+#jJvnZ;RW^l()q>x$Z$L2vMFwQplmIiyc~MoR!B(e
zn#nhjJ40GBceJ9+F6RLMn$c~LA$In{G8|^>3%WY^s?=eClS<~_;jd$ID;<$4cUO2T
z3-%e@Vggog9{jUj7}Xv7-u~;Fw0m8{xtw>4?wH@?sr`hNcUL-(Gwb+cv}bYEEr@2F
zTqeCsPAhH=iSk`uL<+f!r<9(f@lPC%Nu@dEmu1#(fddud<x`FO8@Ab~68j}qVtv)n
zo{X4d_&O6MR7P;@_I_8*dfzoeu$%6A_c7h_$rBEr?w{p5DJ}XmNCwt3#XEl>2(a9h
zgSA=%oHtwuTuYwzkgg^sabPs*EX2Fn<F?x6v?H!NR6%i$@0IwYw1nAUx6i=PN3F|#
zB0aF7QWbd~GI0u=A7{?$yWU8Vv=xbW6baZg<mq=%M1nXHR(C6`Lf2WHava^gSBxVs
z!tv!E&uFgs8hdO2j@uqIlVIdn4=E}U6GvhU_(6$eAbwlMNE!O`2dmV(cyC;x;1ZAA
z6q!A+A(@datg$NPx0pzJ|EvPr`xN1M^c$r-SzNpQx%d@<u8J+##B4P-)Y4Mz*Z^3f
zAl`C=iY-blN%F{xU%pZtSst-bS|K#Y%D|=@D^2dHe6fIOS~p}fO9S>bOy&E;@UE?E
z><j+G?d}fQZ*-X?tzQN*;4X=AX8l_4-MKT4i+rP~uvwY!bY+dSQt!;m?|uwnEI+Ve
z=67k4T~lsia_o5LEvIXF59fU2wlm*{lX*hxyuYc{<TADXVuL%6g`+5tWbx1U%7^oe
z?rL`0eTXPldc1{4j>@+2osLsduTM`u)G*3|lZFc;ud`R+r#m(WD9TBt)qPDDd)<s|
ze6#l8zhSZl+m`n2X{9g^aw?(o4qy|UI8=J3$WpvrsZKf%{o+FshKJo|jfh@L^R{O(
zkGxPt(*;JQpD?!@fzo~%|GWE{t}5GeyYpXrBy>%qq(yh8Jf|Cp?MiMA&2n&jNLP`)
zhVYU}1Xb)I%cv?95&weO+3Z4O&ew({q%zAB7Q=-BO)$PsQ6^a3rV*JH7!_x;A(@Gq
zSTe&c1T4PeR@q3%#t5r%RBkyC4VIErltX|BZ|*g#UnsJq(AL@8?OE$xt0&pL4b-32
zh?Ov<tV^y)--8&0=Yb3sq>Eash#KhmyT+p`0`k<|s##dMHo+JgyUp(Mu+C<l!0l2)
zn!8uUT(Yfl>u5fI>j1B8s+%9;gWFNf@-Udm-}lg;WfjLOla13|E7y9pV`qb^g>Ry$
z4C#l)Sw%KY-O5Kp*d0gdu6sdIyTIZ%a+20W<`L4rxjXXXmDNMHZwd`WC#J6up0YgC
zGL-3dZuOfcFQv5_Gc?mYad9E}+h9WA`;eDe^o2v|;`5L&d~spKHTh~cr!xZ?kfXks
zH=A3(LS-bJyK<X;(=lJ9RTWyRLBhb!Xj{pCrfCOusqh-%9`kz}6Y-I@CuxDFik{e>
zkrTlh;*9`l?`D<%R!faiZ82HD-Bw_dHnP*MCv!CXfL`Nx!u{fVf5xxwL`qxx)M&?=
z5hG=amnuN8Ca68NA=J4<?EJdJZyO3hcf_Wd9Wm-}xK85YdBNZZi-zbS>kU1Dt>3~i
z7E!)E=f+HzQ}E43huv~bZnJ|fbT0np`TQSUNZzCf+klqu$BuS1UsNKs>5bi~kG^H~
z?%&WrXfM4zl|Dbxb2Z)Jq1tu5cH7a2B-w~8P*F}kVvSGO9DnS#-F|odp`<?)MewNH
zNb(CD4kk~XeO~V1x_2~-yd1-Fadr37uV+^>Pgs$QLnYchVOw6Mi%aV0@XA*bI`O)q
zf=D^3$2eJ6lwT1%>-OQxCG);4e!I=fr=RHE^EvM0FM>W)?X2fQMJ8|DC+_2goc_z4
zowMd#NKQO6Do-$Ke0DjfeD+%jecFZwy>dq6*)C-P+nf8Of3*6Ak<velI!RG|Ada`a
z@k0D4<BILhUt6&-BxK|4PTbE{c`4>=!$(OVe1aTH9MrTP_U^P%PIWpjr<QO2&Fv!*
zn>@0!5_XcUyCs!<w|PzT{*W;;-&S$yYRNW1K1n4wWZc;DVXL!Pb|L1eicKljh?%qo
zNp%ATHW?|i<KEn&r#QkYl3zx8t~v(U`9#nA#?500YIilNmDE+?rk*!w{f@&~GZ&V+
zAi^D{#{@MQ_HSBwBcw4_(}5gzpxp0Pk!9h~>dwZ?_<{E0oh>&`&?RMr!_1$ukq)@9
zDQv5~U21sf@k5$(Y}29QlW`Ueh*O2#Wspm4P0`qEJsg2EP)Udu3A57Gf)J<&J7vTC
z+*_}@!1fG6X|A2U=9#3IgecVp`mZ#vEDLCexzVHYSSP6}Fh@K6TAM=7X3V4RGlp!v
z<6Y&6PSS7M3Hmjn7P6iAoc1`&o)PBeGnHQ~pcn_mEo1qIo2ZC8kiSl9spFyKl5Kcv
zw{?)Z4Zk`luG|ysJfh(AKMwf4@{IIy3pqJZAgp544GmtnC4t^FGzLF>bh=k=S>_{b
zwxuSxSN8&^u)p#W8`fX0smk~DCEnW^*wj1M?rO!tlkw@rE5r%&@3O;oi3l%AONd%q
z!eMDmTrc5e(fs(5(?c0h(&qaaqOmH!VT|<bs1w*eDH}$A%`pIen~=h~tH~pF$_&Im
zI6_ZMc8dMk-hA1;0na774NBUK)QNLu!2NR|gPjrgw6=%o<3?`NL=2q2^S*v#JnhBR
zR-c0S`wpdq`6(?C95F{scl32VUiurEvsX;hz>YVRVD*x3j<pykYASzm+Dms3V^h_h
z{JlpbwISglPj*q?&HQns9nEDyK?D}j>u={*y^!Bo^vVLwbajYNp7Z>d&4I6#hIOwK
z*CVe5>lQ9;w!U(?m3)NT)I21-F6TyP^@To8h<NW?I~{smS=W}dgXBY|$4<SvYD>=0
zPRG~M-b~m0Q=ZRru2=@D$+Oi?fs0pWAS>DNS00hF=q8GQb3~OtAMdb=WD60OZlyd<
zOjxu>n71lHp6HMQ8VIFs*~M&IvT{)L8qpSj9Zu=Sc+MTYn5vDrP2+hTV!NCgGp~)3
z=WZ*Ct!T?fTJ4^O&|Ud-SGdG6oPCT9mNV1_yxF$NS7Jw+S+hh}nEgoiv{&!e_gA>D
zjU2wLow9Lbt5xVl=7*kE@?^Z7w!2~VN?PmrQ?p-e+x|lB8|xdGEMHL5Hh4L?cS>da
zE~@4<v%)=KAj4>Qdal5q$<mV5ldgCljTAU_HWv!4Iq6LihMU;9(FTxh=T|zyv|hJv
z=<2Rh-daa}S-c_Zi7Jrf)wvhGkp()fi9*ABVUhe3ZY;P{0&TZ-^RBzXQ!1c^B5PUv
z@DGIZzA5`(DMX5Iea}Tcz%QSSUt*(V9uD0*_aLW6aQr8Z$cvdr>y40UqvMv8^0Px>
z^8iGHT?DrC4tjgTCBpJ1A97o78C=L8%>$Ltu-La-kyk0aa`edi&HW%%vYIa>6cP4y
z>9@4Zb<<SEV45wf7Hvpqnq#UQQk0LgUKGdIINDrz)l{LcsA{1tztk;S*I1px9Oc$m
zq;~AImOc%2NnB>zue|ouR^jDZRl5D*emzcVGU#2=-R)jExeHS{N2Vd*SJ)rB8dBcu
zfVPk9P55T&{J6PW*UGs=2fQou$V-g&juND*mxu2{2I>gS1G(p;1Pj&{*aWYaR@Zh@
zoO*%Uvp>DNp}3uR_qB`_zFyP(f>{Mvfw45VPvFNDpjC(6VLjLCNWrfn*o<3FO(4v_
ztzAV=-tbq`qIttR?XvN2?EK<?nl~(p8Y30dslJ{2C)ky9Wd+#mu>E1uHv`IhA6VPB
z$&)QVusb#}<_VZnc2U<?7z>Ww*JQkr&Eu{A$tdl{$cLl5-mlVm#-i>QyR4V~`0Gxc
z+Z^EhY&n*)^pBgjyZe=*EXF}jyG>u~#@M~rF*XhPqy^tY)zIpiV_A30>A;uC=Y@7t
zpXevEKmP5e3>q*GCw20Y7Z*}1?!9jL_(6L$%-r4Eo=)^!puH-%y!a@qrQqtm8c&z|
zdwmIe2CnA(d}_g^^R~*vLB|l*k2(A7e-3PsZ?0?4w9N;*dsndhkVIdHw@v-?>s~w7
zTD)pWQ_ik7UHsNNPet+2j0Ig?dTDFzsM6_<^|d!;7O&1aI5pMqgD&Tsm|<U7N>GKk
zoX;s=W|Vt$hLHJ;ZU)CX3;9!{9A{v|S>ElDp+-$-YPu9;Tt;iqvP9n%t5eI;j|a?N
zoMvc8x4&XVTXzc%Q7xFEe1vtMT78f9R#}aWX&btGkg8n2u5oL6&HR4Ryqne|NBjF5
z=!>e~Hx^`vo@A3ZA~!XefwJFdvO>io&eB)C0$y8@m&&`A?&5u}mp@-44ySn{8f|v8
z7<a;zsWN22(BH56Dwi!o_eG28ZD7wVK^5Im34wibt-h7wI&lbS_&X2>kKz3SWY@<?
z!cm*arvhf>FlyH{7`|yp4V<KR8I-?w0v<+p?3{8hBAY&Y=$hilV5$<|k7!wVr24f~
zr8Eb1NT>Wf*hKBpw)0Y_{xR9N9+;U`m5Rm>)X@&l)stSS_~xbaKVfW>?c;<uh1(vp
zJeV~(eugPmqE)6svFG*1gV!dF$G!0u{xw?ko&TxG7=ho9IhkNBrt<iu>NIFqF;_aC
zb*rpzat>{?l-M}_3w-I~V{)|zS-UKDYGZPx+MP07eO<Ad=ScFSblM45;^jELYJ)8P
z$)&Ez0eBO`E04G0Hp~!o1jyF(CPswVRYm4#^M&Pc48JE{9$?GPRpQlsM~4ewS{{RO
zo7;j_95G|W`pJ#H$)+2K+ZZ|Q&4(7S{MiFsJ>jZib}r_XQcrCdXt^<k1sT-F=VN_~
zqM#Pfb?gmq*+GZgt~1=cYZT?unq-OG-Yl*#L;*IiW+xNX0cLD|HmR`jZ>fk27Q{od
z9#i&TKYUM<B`)rNMjt1+Pp+!l^?c{7=exhUOyd@d{-0I9ru|(z(T!c5@NU<7Ol!oQ
zKkaH}Wx6$Y*wr3McyKvjshvKp)vG<hDutWps5TOqPn%*8Q|38*ph8H=G$OLDbuH~B
zj^+wx+^!w1JxIQ)c1qUfjWLQ0hjv_T*&TGxf?ziE5&Y6zrEfo@iL_c^eodY@D&HTl
z`|kHShbru(yHw<gI3z;)?bHtgnpvC!vyd)dSGqx<+B>#3JKR#ZnTVV<4H+pO%@(hy
zdGsCo12Oczvf^Q5l(BeoZ-4!QOUkL?6yN4^w}za=?WrfMn(g-a{3OWtUHPgRlh(>2
zR?;>yNQrAlS`6yk{Gq<<RWVWFYEH+`o3gw6ntpLJTA3B@dygFzYjJS;!Cy8u8?bj?
z?Y!(&z}m572HoBEq|^M3?S;57abM>te$x2j595(^Yd47HVX{HK_=iUaM&Q$Yqn&p1
zmygdw&ceR2m*wNxA*X6mE`>ghsyW^?mGU^cQ<(bX;xbLTWSlq7-{$DYmlsAXm(3HW
zF=qG4jil;8y8dB8reJwid|rc*BAQe(BJygwj@$-6X=1wes}1I~n@sOpC8-c-9%>JL
zP&8fILpUF%2ySei%ITkVi_J*80WHoKC5h7aKxxDIZJ2<DJRwg$$Ee0^gKB}k^tV{H
z*u+R*>gygCnYW{OXt{t%j^ufG2eG(6b(EFztFi|A2C36;9Xs3dJilQM9{gCs<G`@d
zy%%vcC7g^8eFLjPUp4HPE$K|3<<Bu2kT0kfygJN}G4`!${B12m5M2@)Hl@A9y{(vn
zJmpiX_Fbz33C=iEt8(ARy*F4H39qZ9-u9^-8eFwe7KapeWQWu>sT9fDtTBq&oo&AU
z#^OZptACc~#W<IWo=e8*6(Ly6)9ciG%dV_UiQh3jtMNj5xpvwzFI+i^z=9)rMo($g
zD$2_tz3q?5%M4B#WqLfJor}v1fi5Fy;zEV(<4|V7vf8zZ-T0*qn2~C&#_!F_!=22Z
z#mx^`CXKU>dQKZD`54a(o|(zNwz+U$Po<M&JourRXkfKPdDqDPIgn2_ExpN&2%SRu
z_%ba;a)pFT)<*xt38y&>rpn639$c-=l1<9db_^xe4{kA?x;gEi_D}TlrCE1PKW`Mm
zpa1r5@aAdHOZDy>obvgl(L{~kf46ZrRz*H4ltH_jnZt*>=LjcNkT)e;^w#@WKN6(3
zC$AEmEVp@x3u;-vZ@BKLUcAWzB=fE0n7KK&@|I$8)~%z4vbdd#TAc&gT}?+;oLaCd
z`0?E2v{PWM{f`qqZ&seBM=rr9UY>JmW+v~1MI>jc7H~lQC}XzDEV$;d{h88srwfvo
z-`S=+?{9d2zEnW_%}PLg5D@>swLO3CBz%-_)t$Q!mSQ#~h6V{tvljPXzecSq+SDF4
zb}fGQ&b0}=H?^#YHs7@Ih3s3k9sKFbt~4ikhaw+D!#!=q#R9($_w9qR)Q!iYjD?v|
z)ST0kUbV6V_wF9uTwZ<cUfk3^qVVd;;vmu~ccb;gIag*tr(PMpxZ3<PGVOBC_rdVB
zhs7(AwMxuLMZiU0TAI_oykfAsCS?F?J%>qDMc&0P9A4I3B}1+!ExWRHmqU7u{YGD&
z8P4#Ao(<T`WK=B1dasOp@n;-qiF}ETD%QN?MJ;3Dn%#2f*owROdDrc6S4uHPZp)7u
z?JHi+=`{_z5U411m->a~*|eOvXuS1-Ju|iE$a1fZ4Y(B!+B_Lg_11SwkLo}zCg3th
zvGY{VuPbE3Eq;%#-MiwFU3cmm5?5VRX?{fiY*z4Ny5rX3l}-2iY@qVKP2xdhqmZ@x
z$m~w7V~vICz$V5Z?MH8qwT%7>Bf*kt(HY7NY_QtuySP=+4LL&%v4&>xH)`<7W3L-W
zYK=#$%Ij-yW(utys;2phA0NwiSEeT>C;07OIc=0l64u8bOHaSY9ujA2wzRztCqGOT
zhrwi(1B5L~6NB*I4Z;)nvC;Nc<RE@wu+k5gFr$z9g6`(l9ZK#WBL}vG_esWCkfKUu
zz&gEkZa|~(-j!Om*_x;PE$0^SLsXO_C87hw`c|?9?57#Y<C(qYge48#W8>CKWMM4{
z4bcU{R3;@CzGg?OzUeQ>e3>(}<PhI<WT*a)IUEM2ar5svu|Bu*yB06JL!0-EVM`p)
z`d8k{A2KQ4c2&xs-0IbNnUm)0G_=xev_2iN0&T*5YG+H+Y`O=TzYVcV%F4+EEu6h#
zBiihSZL{N7YKojs>2dqE5Ppw;`(bc&(}1<B2j#f*cdA|E+#qz>Dg?o9OD|h1lS5|Z
zqyU4k^1Rqy0j2AYMMhxNaqH=?tBv!zyLV0d?GxtLf{BdL4WtcEQhwaJv4}KJuyZ}~
z{3dSr{GKD89M!3#4-=PQQsS4m-oBz3mDe84xNvrZ;&@TmWX?CD6+a8eRckKQgeExE
zt0}9_T)5U~(vWs!URX$Pt)0X?W^w^lh3wR?osOS+YQYcIj?#>w%*H&|JxEd=i#~Ls
zB#a~SwVnkBWXDeKQzw|mn5!4Ek~7!L$MzMySiQ>RKyUoz;9b6>j7x)^DLIMX%f4H6
z^UR@3*K&GVW{zgMbPYUxpA)}s=hZfjQBZw)*%F^0o+Q9E$JbB2>UeCpX=$0JY%*26
z>BA-$_mkGIT7GWZc;tKI0?wKHt)^2)>T+koRz`9-ubiXEqAoQ`p5h=FowK<QY})EF
zwH{3VxXpv(e9&};k#baSa4MoHo6T)`xclzi3`Ohn3+7Daoys6PvwPd-XP=Q>iw)&W
z>9J>T)r*aB>!O`H;?rZVosE~ifP>aHRh%z~f|)=0IPZY()93q+HoWYX_SCjqkke-@
zh(GAAsb98G)Z*eD(3@<qgmKO=If3@w4!zb5GHi&Vyl~SghSD;9<ly<0P4&V2mGx$(
z+=GS>0$QgAJYXK<>P_m+ihJge$Ucuh(l}{Ud5iRNMjJxtS7g0SxRLavX&FAi_vm~}
zN28;ejCoE+d9NMaukDFFyVUiE?~ZTV9vN^z|H9HexUACey4ou*<&gtNnvAXeBdJRZ
z7)O>roXoMb;Mblq9jNv46+B{iR9g)<kzVF<j<o+kb`r7UEKjV9jClF?`>tn<jU^|X
zs?*J~ACsRDRpBevu!ToGyZzPqf+fX48+`Xpzg@bq*(Z6jyTJjs-HO!>{6D}B?N_f=
zq|VyP*zlO%H;0gKq|#m!^%5K3|3lPUxHZAPf7pbGv~(j4qa;R*Q0d%Y#Au}?Mo2f0
z(lAE%2+0iw1L;<fMsjpMNH;17Vm<G^$M1OG_m8;m>%Ok*{G9i5XhIdm2`@>>0AZ)N
z^Tt`P8ber<kakXA_XI#zA*4(UtMux6&SQ0KOo=2ZR0X*G`C!VDq+zWo1WZyv?o*Yx
z;eol=?>Q&Dmy8aX^cVnbBjH{#4iQrnU}KsW(wdn9BB1x-j&P%St3|6haT>Q_9V-+Y
z;gF?p2*!_BZF$I@f(1?8gGv5g7mZyS5!ef0VTD%xbrDwLt&N;sWF=uhu1MJV1Ne+>
zJeW>2pN&mPqcRYVOw?q2gdOsfG&SCZU`BY?Reitc8Ib5VeqLL-WQfqg=>htozC4(%
zs(axJ&&<B+<q^OTCEedb%c1`fz5PE18~g((v-AG~+RVd*dWod_Vk}X{XoygT9rHM<
zG8C+EEa<anv#Boe0V{%^Co%!GK2Lh@rh#EyomQ2+Jf2FM`beJ|_D@{drkV7Wj`q#^
z-_ZxL`bNi40=HE*?_LHIB%DeD9T5%G@5Nu%5QqqK7U6&O-&YV=m3L=GJjFcagaP!K
zq1LZIV&)~guQK1k(H`3e*;?O<g8%aM#zynW1K$hu6#CjlTM^B7L@Y!ArA)6jdU2gy
z!u128Uo)>@CjMgD0pJ0v3G<5}X}FjfDz}YSN4z)zvRaqqFBazIXH3U*Vbz^sw2G~-
zz>p%S!_)xf=*lL0GgO!vBHx{y4MQX|W%8od3NU38ql!{}2VZP<SQIomEQc$svT}Q*
zO6^`6iWTpfJ3_*6^pjZ|Ml!0Vtpw&SgKs9hKqolB@{@0Xp|dKVPF-f>_>|7q43GYd
z)_RcriE0hkf)9B(`1h4jZU?owtW(m)Zl;;-M&y8PwYg8hlstsaMsM-s(dpUCkEs~M
zd)crC(?O_A3C?!*<iUirwtL~>LbYfgjZi-`^+Y{Jo_tMdT%LMafNe^aAw=#l-g;dC
zG1Jvf{Xr7mxj7AQNmE{EK{L1?u5u_mS)4suLyeH=h1TC~kE>en<2e0F#pHF(bHoMS
z>!vw&aS|FO5y9&Q{&iE-zm*)VKNs*)a=LO#)p51+&H>QHJTd_LL06ZLAWFmPP@Ylm
zTf4q6+UlEV-_$YQe7WEazU$-s4Vm47EaU003Tx+LHjQzJ;DXwfX(K;MGpn=AwHi9i
zkI0}EOY-tZ5<~5rm6%1xY_Mn6wJ{qO_A9j(GDgVV*rn?G(S5pP+(*O00qVjr&oan(
z{kAIowRPOz;YDOAQ>&(QQJx$Urj`zuCi&a5qgxfgGjErSozbNV*C(yWMNUS;9J~zE
zxX~4;W(9?8V*&0<hP|O}W7Lx~$s;gX@2uWN$*dz>PdvG9%WBF)pxuSKz*MhzNw5g;
zq5GN#kb}Sq(Zfhg!(3CC0}(&UDBtk|69h_g2&p>|hD^}><0E(ppFo?jXf+UFYh2AK
zx7L_6Z~{n>`mvKjVcuo@3EgZ_QMynRg*7}BZQgB@j<rNd#1223b3y?O_9IOxi--K6
zcV2+}Km`JLJP~R@7N|p}Ldc9WmuWu3)Km?F)XTtWB*m3Lv4biq!nk4e=qdSq)ffMN
zCavU4=<8wI;Md3hLy=tqEm;J1)rtuRRb*4=Bt3|;E}}FjF*_4XxFlRlMlxDU0CL*T
zh=Hyd1oy-LxDnUr6+8UA9OV8RcN-{}>1UN*K^4XfEX~9b3|Ga+8gU3ti7Ne%Jkggr
z@s%fpD?O}=7)Vi>U@aOwbWL80OflEu%HHvmTlr4Cz(NbV)||D{DU9E-7&UEqTRS&)
zY3AZTEmW&J1vU|TDz}vTyrkY>j*+sIb<n~g3a-s-!7o&c?({>IZjECysQt{#3!Ir3
zJu(|t7Zc5F)rEbRiZJwfKkfW>#ZgVdg^a=^h*nzV1#IY)dzMmmHYiFH?5^_}-;CI{
z4Dw?D(`(3z=l8VHPng$^!XY9SVz+aJFV(OjY&i0E2U(__x?Zi|`VC0Ig0WL9snMvs
zs}@_00@uRInk*wT(5%<37EJ~$rvTElE}`Q>CN~&i)I-tMUomag$N+?!YFS=QGuu0i
z1MyfD($Dw-_`Y&R!5~lWy*#YHr#8PtxY-sp(y5>iSDN_bW>D2kHAWdWnU`29)?=IH
zhbZD4=_rJWVxu~1hr6Ko{4up*6^4VNg?b$wK&jp|d^tZBpZ}?1;G98jANd&WR2)=?
z*NQ-R1@Cnj&Fdg4+N(U~<wXUU6<4j3DBDDCB3JG*cCaH5zm2Mka7w4)8G{cutRmI+
z9rF|e0;tIP!X>29Ti%}mx;cYQ4QNS9OS`k3vbPX-2#1`mXo-hVa9Wh}lblQOCyR|Y
zCghtn&v}(bM4NavCPJ|S^f-~kK8>%Y@~N6?`P^7xyTt?KZuK)q$5K%RWbT9!AkJdY
zXXv_00jJ&w3~y1(Un@|@J#A`9W5NrUep3RYQ<&;LE_Y=>)1P@z)2diTREN5PC@ENR
zK_)+BCtOHB5jkfg3c<SmN3fuE^SPY_#lOdBZ&0KA`yT->g?c!H#d*0bOHO#WOP4~B
zjiP=A^3Ia<^VS9kyQ6~}4sb>Lhb9bfWNT{0^y`@VVJF`1f^}^&<7ywxa--kgxIZET
zjQ@5BP%5Jm&KgF!v|dVColHM+^SLfptDF7)G%=s$U2Bad7Kz%2q&_Wd)d^K9*Ee*+
zj^lq^%QB0pQ;59rbaz)|A2Xsny{4nm`AYH9sKaZK>)Q~nyiRrZ?Cfdc6`Gk_nd3Xy
zb`W++FV04nCi6Tj0y9qbNnFY|6yq~&HWc8#h}x(~0_=y?vamiHG=TPrHbJyF!^)6S
zVw%I+0uJWQ*<R@mK>VAzUVQcloNAF?HWz(Q@SE5~>caLLv)RZ=tRwnPt;sSNVWD1{
zgJ*4hsog$yth<_6?JkyXKuOzrrh&b1?InhDC$#RXBkD~|-Ph#VEk9LLA>MimZ@KF=
z_#t{1qWvJ0fQk52Q&yR+--KaOX7m4r6bKQ0<1cxVrJ`L=ulEQUeGaG{+uI$UExSw2
zgV1*ODPhq|%K&5uaJ#FD>5HEwy^I3l0TZJh#N$Z(fjfayG}WLd$Z+-kPxQJ?pwUcY
z%?nVEN=2tc-~hw`LC1&?^HHIlVJe%CFhztgY7%I+RyUNCI3u8z82cG(0hiL$+MbVn
z7+Mo+7Hh^g)ZCH@t0<5@Xz4J|d=FrUP@uwYG2$Fm&A%4vL`Q*aovfM**x#_w?5!$m
zcqVNjhV=85eM0`zLL&ACde>1+Thwzjp97Vj&8TJ~vu2^)8Iy}M>Rkaz&ANS64ee)`
z>RhpFtLjW#iTT7jxlMultjxxsq@mN-Jk={3xQyv$8kWht&D9HKq(#Ki)TTyb!M@97
zX(MAY#TF>Q#bIDSg>_u8*bWOC?$TM)hJAzhAx`8yALg@@v<!Dj;!_x~;_RjBM1E%L
ztEw|?>QnA1QA5<Qiz26_H__uK?ofV<HJFYT2Mg1yQ+<WBulrfu*U^6XEO+J%q=hy6
zw}p+JEb5?hm_Ul}@zjgnjtBn{i4JSC4F*;_D?;1+`Dnutq3IvsT^(w*r)(H!5&qub
zf$3d*ap0nluQ+6lXcxom?P$T)U#amK;=jnXyCVA^5gpS=J5NDF$+juz*xIa&))zpg
zXTVwb!kO(DT4cnNTOA92N&a3`&dk-Z?US>&F<FccDYLW3w2s(R#al&`dqbF)H3HA}
z&~FMtLVrsJ+T8$5^g8U+N8<YQ);<Cjnj2>jLGcB2`OnRF8lGt+%v1~2Bk)Sx0oLs|
z%DXyT<N3MIh=@%#Z6z|L#myc=TC+MS1FY&cu1|D$X3VlW6F+4%h_$E>47+a{B>0D7
zM?wcwmu{c<o8~JdRd`eEAv~H@(wV&*=2hvzzih%0+5zTg7A#C((P@iM*PTeS#JUzt
zp2!W8{yAOA@W|Z704pKLAe+Qr(6GBV*nEx&4Ch^0%{)%P$a+YHQt!MX%|VablkEF!
z@x?)T)N2uyTGS{7403i|^cWyOjyO8AcS(sIYh;fdcFBnT2|G_u{W~@oK+Q3MdlFQB
zvh8U|qXJRpsR?~yY_lEt%==%{j7F$M5M7e(xq;@JN#%pilypWQzWwk}%~K3m%)Po?
z==4tq86*eNNFO}|+?;bGC+Vzh8?O{N+@5E($?_X4Ue@20xOW~LGS{lc%Di#J|FlVX
zGGeEf|Ix!%x$O^afx$eWA_!8|l%#KADTsfsKJAQ*-4T8z9~dFOHShB|!IJxQy1}*G
zaD;M@T@^;yA~8q>nJa83Equ{q9zO}6L+p}hL|vKb6eS!&od2%eIn{@2jMH<y8xen@
zx8SI`pHIYb#m(`(QIZ?w++UN1{bFQp6sqP~J%0#O4QJDLJbBJpx%{2;lOwCthZ4W5
zfmeRMR&T-@U?(>hTC~DKQ32Ld4F(Ml^+G6_K+KtQwsf%Gg`KnMz2l{Nx{H2nW0g&o
zZ^b)?pFajagpqQe<aBTDkjRFAFE9QwVCmnSIoF=Z=tc;yZE<X1N+V$AJVIT(qTrPi
zIQ~ahM&x)lw7j*}>2p<(Fkw_+{kwSxiNOBlDIf`l#r$aFA^8iF(JPf|6;BpW>8sh-
z!XOcSNEp81;Wi)e-?Lw7XgPc7rL$+SND>`ixO-cavPJ*P@#+c1lp&!@tvztdAtzWQ
zZ+yVa9#zEZwGYB@id!B&P`}hjDwVG)(q-=F280d=O;xPv^{3-2I=}2e^pcytV<v1y
zO<$R%7JTlk8N1(2l}-cU^5RXmsTNKQV+>#ySTJ=zP2kVzF0?vGEjc+o?w~Jqii{E?
z*G*5*AQa9@$-;-wQuvUQbiXsslIt2*!V1oYc3UlQxn-Lt7wxC6uKbp`7g~CVelqkg
z;YPN99T&(MC3d`z{O8M%$y=}3KcbB)43{Ri&6r5pf4uHem<kSxJ;<!5g~KX^V+YU&
zsQ(29{J;lU1!pRRGzpUlX)VD}W<m-U`d^mGK>^8yFKs2&J|iJmzHC5oOimeQZ_v?4
zBJk%qon>i&WR(ODIvauvSsmkpHYG$GNKwAQ%q$)g3qxmCmftZx{FNqP6#@j_!%+XR
zieZsouMAXHYW`^_(kyQ4yB4ULR@;;@1{in94G+CAD2}xj2i(V`*`em-0Q2^cta<Y+
zzCqNieK6s*ou&Uk)gq@j6JN7i$|7;CMry*a;rK5u=va35-g4T?iKI8L!^X0+<BruH
zrH~g#$ooVxJxEF~<g*n|fKg_@X@He}!#eL+4*jwDtKWLa`X=dN7LNLTDqa8Ss$;>b
zuhG_x9N(FBf9dI|i{SKchJ|Bu=QG2(0_B^WeuYj2P`&0T1zV+CYO8WoHE7jNsZ=(T
zhiGcPTM4&Rq3w>Xqclu^IAZ=rn^L)`yV)~uXc-TPbaBPj5;x0O<6lrDtJE^=>wdMc
z8vdwnwWhlPcbFiz8UE#NF(wZTM|kgDnYtWL{@a@4L#k?V6{EZ?$5PhC#@{G~enX9-
zabL^<y4GirJ#WibjYeTN;d9Zqb$s6g$M0(1fgvs3@}FW$J<wW5VfE}mzU1UMSd<-Y
zV%l|qE|o%HDu3fwDD#Onui#g^D%AVWgBBk0!fG6Go?J|;M@?|Qr(fwts((dwvP-q?
z|3|czE#*5>k!?|ceD$=%x?=$=H`}PH$sjK1{bP~yHG?2s=ex!y5x1aEj8IOD+KFA}
z>^qv(jqk%><1u-%&(uyuOuvQ(zD(|vKlqQx!$}$}0C{$5eU$o7ok*pd&0juO?l7$E
zX~XJWlih7`z*2$!-kksEn3%;P8r+2bAlGd7B<4q|lVgzxQ_*@E)@c3Y%Ta1rkaZ6T
zJ5xLTI_aRrzW5QUn0duDrD9h@+?K=ewG_x1+PBa^<)(yHFZn@Qt>YF*n5Ze18{|YV
z{;ALvk;G?WqGGeBp8fT506nLnI)DW0bjhoZ6eqo7&(x$osFIUwkeh;L>6fc;>+uuj
z$Jy+K&Pv=zoz?epSMD&Of6Ypxj$?zT_P&WVg<-Pq1sDd<O!~!~Xw1G4gXx8485WX!
z^D{NDnIj_4Hdz@}O@rN&fUCrHra83$$hUGQ{0!_qy!lQez#@Wjy`xIH+Crz{FG4$p
z>HE3i70J#;9xvXaMR`(vJnDtF<V62@R)1_`m`w3M+Pa8FV{22mRQSOk8p~uClsXrE
zUcfQTh~xQJwT5!FVjZ9tqoq?aYO}#DGK6T!>xLB;(70Caa+$4l%gP$3$+AP#PX#s@
zON7XV2xgmi<wmypKZL@w<tWCc>B7;DogHK@x-V+V8+@p3A7)gPPaiZChXu}0;uqxC
z6NaE)$jO;Lsf;h*W&vJa*KeG~2Ba6<mOVGzk0*~dn{hBVwQFCP>s;8Aa}}bmJ-3AY
zGFCuj#eVpaO5k3+U$Qx1){1YFh2<XX#6w9d_g-`^(A!Q#rxRAmcqI{?;Lg>KGPP65
z>ee7mM;EmznX05W0;gMP4ma?1R-eaPVH)}U&xvt=o{Z^Z*y%qR9?=BUy<`*%3#k2P
z`v$$fVSMkSD0)SI<m{{VcrAF`nnST8-$Y?_1F3cr0XF!#vl{1h-cie(9O^39l=Xs8
z<-&1Ro;nl4+HndObbZ>h7<DBf7a!XnvCuTGO2!VHZS&W>O2KWft-defX^O@NDu5NX
zy#~*@_dM|D?DOZ<c{k?2Y$HEBks&l7)#b={=KEC{r;SW^esu*9nXz-&^#?{9IDOOl
z{uviyeF^>L<v|gDN}Y=rLyz9L{2oh(hRU(`dG(+5tjet%G5zB2vfZkAYO;?XdW6V@
zsV}tqO&Loz6#B1Zf7*yTowz*TpZCdq=~RW>GyfUd+b4t%Su451x85K>TAThTSK)~d
z`2308yr9UDwC&XoV?#sk^#Ykw)VI1+pWCy_iOiz0r!w5b@E<RRZ?jL}%|<NJa<N;9
zvMh{@53ck#1-4q-&HO(btI%CBS#oY0Ge2qB`P4&GCK!z46<AQFJJt4G`Y}`ciK~<w
zB>w1WvvUo4DefyxpBPHZZl~K$Vwzbz^GpQg^O43{%vlLj?>J@I@<<urgtSQZUZvAS
zBq7Z^TR)i^`H22cIuvd2v9rImPfVSWu^$tar^7z{1PT(=G}IIqa7-kW8%<3=l)`+x
z3YV#Sh=2gXXs2`#kra!9aX3d$=_#8F#G1x}8Tp^ZA?(~@A(lIt-@;)D9+~G%rPfpI
zn2Vj5k=%atd=g=PnU@fcd2Hhjk_UPY0~-J=0?ZD){B?je^*Z9Ktu~~QpeE4H#ljoi
znyVR7b0aE955}JmaOF3IK=k4+W%Cy?@)U1PFjIA~hKyNRKQk@p+^m+%+&;}F3-Lnk
zr6STL2;H?)t2Z$ev;A}7Q?Pl|uJyiN^@gYU1ue=o|0eED)Gi`VO}z&-CK2VKnYo4I
zk3uLeUGIWwwSPI|93=MqP&o$1;U0wsaXy~okpTk-b?s%_e@-gwO4}H}V>=fgpgycU
zPVWQ%oqKf&gIpOF&rMq{?s%iChW${5LHEZFy8a`Qdu5O-r3RLAR!lHDdfiI(*v7ac
zm)rB9apnLfQKYs~$L)J)r2`y7PGc1H@@6;4ZO@xP8PPFW`IVFWM%6X_8mW6<@$Xjs
zt%R7Y{;76a(rlupdShYY7Wz-k+nxIJAu~f%o_kHDiCx5e+})-1lK|T5iakU|VCtK@
zYVqDL;(*6$@D0`pI$@NnDSF4o(-9F}=6GEjkMH@W12_k|y@A&k0>)*dH9({&X90`$
zTxHre`k?xKCU2Hi^LEZ`y?Hm}LKc&=N&CQ*t0$-Ii&mmO4}RWuI4O^g$E@?@h<n?>
zh=NGIkB)~{O&u!j=#4a;ynRl6M2r5A0CQ8Vv#O@w)9|{@Ug2}Az)SP;d&pR5hD(u$
zeDyU)<)vJ>VV!HsOEte}3t(M*nkk(@<&%}2^&ZsR{8^=^Gr+Hh8}P5$Q`gG-J(=)Z
z4+$)jzql=A!SNTd4%=GWR6)tbdWe9$(~kDDnkqN8o%qU5NRFMkr3SFmxrY6r+kt$e
zzw7&C$25tigQh%?gR!azbAZ9p7XIADm(8ub4l-aWH9i>Vb!-!~gtR$0P}R`|)o<FG
zfi=!87*%)BUmqnMd|1gOY1+-Sf`z<r>#}AKaX4g_g2`1H_&;B&xJ|>_s|QZWSpKzn
zcWiei*LwTjlY09C{d~jD&iE!-fR7HMRKeM<dndq|w2n`6wlXnE>jQ6^4b_G?-k7Jq
zv+3E6(2hu!5+sEOWUqB4@sgNI1+c3wwOT4>+KiLsi|S5V;@sQ2QsFWtH@<UnhNH?Q
zeY?6$)a<jrhhQP`J_7TXy>~m4F1}#LyYr@n5gUzvoWc>#8=I=mHQLuTn;T1|>^kX9
z%Jv~9e^>jyIV4ijnTS`uplDD2JQ#U%>Tm5orn|{J>Tc6Ek{vAU=_qxf@ovf+{vXjp
zc@JE5n`l#gT?gB__1O3vYQG{c@lg%@DLezK)r1ZuX<R>nDJXj&*D0i4#EiB%QQ5|9
z7mN$;M@<<9cm^GaePUTAEoZA$BZo*@<xSx24Zb?XkbINrx4`{Nf1DQ%oYlC&Yb)ka
zM|U$K=X<$pr#_!so(oTcM+Itsi#4W28vPYn{AbqjTb@iS;MCBG;~-1_%!QyF4HCQe
z3?VIUXwy3Hb={-bo*y*%_B5*Q{sW<s_K#Jiy%A<E*2ycMQ^I*F5>`7}z&OJuL#7z{
zd$GkbH#lxv!&u`ylI%o;Ho5o$<$&HkSG<F^+Fs@|?GSBAxXFH5$<v4(iA_6g&Tbny
zwiSnLv-SQI*ADokK`BzH{u`yz*jSxsP>4|MdW|p{$VV9(LF)^f)!#UwzGAfycvIPD
z>`DBKyI<xJ(4S(Lq(+dDZE~#3YDR+2AnW92=UO!L7U)bAJzmR^(jHR}=H;tqBUN)x
z*v!own&|xk&lpp}DK+4-_477APYpOg{{V2r=!_-A&dIr{^#jRU>u!#$kKeqXT#9b^
z?CXYCNNpC2gS>l*A}q!S|CEZqi)P|ZBrl%TjNhHG>Uv+QSduSOze=6hd1@Ic`KJIs
zesdGJE8gC8>GS-H#MySPNzb!U$n_r(ZcZrA<74}zr~s%uQlmr#zpwV<GuMs(kH0@`
z$X9@OPh2m5jUCm`L`%`7zRKq!nA|}#e_9EGsfJ6r*^jz;S-PAcGI*6W9TYe@iUU(2
zm(5C6cdK1&zOg_{uODcrN%(K?V8r`EEbTzgM;QFs{SgjRE>CUnrQoJq`GUi2>&5nw
zYabGHg4$H9383y_J4dq~KEmB5^_c*F;}ENluUMYaJ@bz*t<qIzuR%QZ<ux@7E|itU
z7N6R;)Uht+&kya@_?74(GtA_?^SQOMYl3CM7ctQ=2dIXY{<mDDOK=(GT&N~B0w-wa
z2dmA(3ab~>0#2elItK>Iu6Oc=ZENC4LeYn%fc^kzDUEn4BQH5lmv>+%_tE`i0<l&P
zln-Al_-Uc7B=6{QP)wp%e7#db!u}|`zx<z<I}O&)gkToG7Axmr0aL41vn|btpf$_^
z+Ro#goi|O}dfxj0vF8_ynp>E7bvg~g0nEWGR~vg(0g{{};TB<ZI1gj~H`=axnv96<
zOxwza>@IpPGtF~gCqL@cZd!P+^flAb%9tOb{yq(uF;_k}y4q>LM0x(f_^~nh>*uY@
z_bdQbF~avNLAA|#HDe$g6GG$uK<%y<;te9w?Eq^eXiFJdOC9OVHD5j`X+*?@@-F_C
z-BtSaTn$iIhp+Kj)G*GfT9P{QJgAV+4G(w%R{$1C(pg(sbT$y%xuIr2=)FczttntY
z&haJabQrWkZ!PXWxP>vy(4F+NA*{Y_@~qXF>5cGVJ@1dJt))Sj$(Sknf@Jia)=eGd
zZZO>H%Q-$Jb-Ysb<5tcf{clgJA(sp?E{jt&f%ANsVYa)1?Kw~J=BQ@K<Uu5cI~hYJ
zzOvlr@gEUQ{rhQ}e!j6&yJbW#b+-n4`FL8hSxPW42W8oG=vYE1c?~K{$Z(G$0j@=r
z6p;5y0<(`K+@SXU87%CPS{VBBpELN2=JC|gYMG3h8rN~DSW-nhd=JZW4*}B|1UKYQ
z-xNQgM<b|s)d0*Z+#jp6=62J=j?Ju&=bww`a8W++kF%5uXQookqCUVB{V^fOXH;qi
z?7zEfL1cZ~vdXm{ozP_p;JeZ-WIq4*9_>PNCg%lP9mmVK{P}YT>r&l`45vy*e3HEC
z;334W?!Y2*&9W|Ia*lT|P3)amWz>Ve0mv_X$LLG{ea>O4&isk8ED-jwz|@m3PsOsn
zDa|(K&-Z~{#wk^r4+Ri)8~QrR>7K_nbOPL=SYZX7yY2<7p>Z#*oW5$@RF<-t7xcx1
z!EwQCQ^j_FebG}!{log?7H%>#lM3~oi){V(!`kwJtBoPGVz#>XT)g|ohs~|C!<BZ)
z1?NIu`F!SB=krx`TWYNbUU^d4*;(~wG;i~)Vte@K5OUwS)f)s&?@LS5=vSZ09-sYs
zrZOT6?;CpkbVE!oLyhdYzT^dPu`Om^ku&*Uix6M96o9#O|H(AI?(bh65OfVaACz=f
zp2zNJt(hjbvgBDQSm2;ZIyUTOx2_w685Al>kbV-vJ>|N0>0ecrFVQAz3(cRR>tR!k
zFq3*E)aiSfnQjBuYqGm9O1rcVhM&mVZms^Q*K8VL-9I*)ikjkbX6c((lUGUoDyOi^
zP8NzeQN~SI1{@mvj($T9$GIu5Z;T4?`eHI7mf|NG$|Z*ve3Rygyi?ZOIOB3&`S+!j
z%NOssk4uq<dk>$2Ri^lBH)kMXq!KQ_u{xf5$A>0~(@kyu??!)Js$Xia!s0KTBvs69
zRrU(RQi~7U2s2oy?1}$InZ@P|Hwdfg)Gix*Ti1~%P4DHke^sh|m;DQ!k|@a3mBPYN
zIp~WVu=P9i-Kjm1(+L8(fa~MO$F?m@Q@N_Sm>pJrn$NF3dZM)J$LH6xf2`lsS#|L#
zL^&R}+3fvB0zou!TjL!>Az9Ix{7hW-9FFh!65J#o`&_7wEjxSIWi!S~cv$E8gXh-@
ztMvQXt@;wAlOF|m_0mX5!WZ%deyNze64ric7q6BEN7@b|NsOymjU}2df{5OJ<_567
z3SYi&dG*A{x@)J^IMdUYdhWtBRxI?8+fzZ_VHL!EcYX<LqY$9s6bMUgbwNp%ZDzOd
zrK*?c*>CJgy4$VHNHmO7@sduy6v5n0xoVsV)6An57pqb3yd}N;GOco@q3HTKhJ%Ay
zoMb^qN7|9Hvdj_Z+mWK1vEQ@W*mG6-QZe+lAc^iq{S&W1W*LQ;RRf=^pO1`8ucVeX
zu4kepUW|5(x~u;w5@ve6Y(-FwliL?Ha%|jxz@a9kO&pOfD<+=RI23I1gHAbU(6u^d
z&6<v+Dw)O2;v991JB!ijv^hp{wX0IDq-g~tuqMA#uf-oa3<t6*hxfHS0WnXEDU6wy
z2H4p6E==cY+dAf_P5X;AF10diA~|Y-+O&k=tB53|Mqlzl?MEXs2mqZg2i$1Q*OCI@
z<P`DPZ-5DZKNQ@OwZ+gh#QW1F)cX?E#P#$saNLrc%#<OkFO&3fHSaz1Slm6AInR7Q
z;@a|nVsop}rCiSYD6R1T4uCW%(@xo<)e7m9kqg`Q(rkVJ3feN8;2walc(5M4)5u3H
z4cCry4hBrHF4C>pY6@PM#X>VJFDegtVG)d|{j3&cKu@|lDw~a&%k4f|6|v|==P#U&
zfAfI(rIRGS*qKsB!#+8Hohh-}>v%~~cC1<JLA`}(njF55Q9Da`o;aQJO<iK|*)*58
zwORa}sbz0VT=v7`1sJHL+Mj@QG~msx&y)U9YM{J&xTRdX&4D2!FCUG^o=O_Z>ZG%O
zuh*B&%3NzD_~0d>C9xb`hMMnlY=YTj7e!y#)Hj&#)HgtAw7jPFP@IBFoQVc;Ts)qd
zM5%42R)}`E8x>sZ<y@LRld0;jpXT=~$L}{aHHvLCW70fA<?R&v3~*Cw6z*Z{$Le5=
zaITfvH_ljCL9+J>?m1nj3(Ph68hHKIaRlDr`q_Wo4a6<hT9ZcD9v^6mIr^F085Ig=
zRF;<xdeVby_n_Hnt%KZ#x>`2xqIE=N?z2~BLXJT4Fb$*VO8%l&M3LGr=&)h3NAtsJ
zz?LToVA$Uy&M7z6@4z3f)g^A?y!NKLwk{R{-@oo14th_~m)ur$74F)pN<Rbda*VuT
zHRLaLIKUa4OpXMaS*9H>WS+U_#Kw;@&-|Dw=b%0?B4S1Cw7yL?BrDTT_(m4+MD%O*
zNH;YgH~m*dQ#?zx|9-Ls-`P1<4%hZzZpv)o6&^+egXhs8a?f3m6zmY1AOlO7j!gN3
z*7b!v!<8W`H9zyXqN~!J_f{Es=V0@@rc!Y#Zc2c73g^9W4(MURr~#B+mIyGvekaQI
z9Vj?@arTKdq^Ye_`$StG4L^O!C@!Ur&9EN#M@~F}PHFHzao3Q^M$WhJjTAxX%JMD2
ze!=r({UV6GD`?h^yip)q-N-PE%lUvOmwM?w7Yi4Cro~x<yeTV8Tio#YY@@)I{nXUX
zb_4RkGsib#shC5{-<mVep(nf%r_mz+N$9=8a1Tkm!FtNtaEIvc$xcT_hI-A^QIghI
z!2Ed=@eD)igZh*9yl}tNvQ8Qiv$T==VLz5~$CSjixiouhC1hx#wa64PJKQ{9{XR2G
zCXc(8XYTWBDfJjSgQdCehHA3Eo9-5FnQ=Q5fv4+&JstMA`Aj6r0Koo<UdaO5jvTXp
zJU!20CGZI&X~C)I5jYse>5riX{Ipm&_xFz5k^U_sg6ONY`$Q;8i1^T%$w@LrX2<ab
z<Q?q5C;6pdN0KSAR6x9%vV|vMl@=ieW?A0wE&FOu7vDyuXFqh2`8Bhr&k>$4y$KI6
zND97CIt0~v1OhQ2WqcRL^B%Zb=c-@hlI`WsE7W)K5@*f)k58R+?57?QGX)e|X0Cej
z(|~XqHTU)oaYm{d=@O2&^#;;f&P)+NW5JOZc0=RLtzVew-43{1%x%<uD{xeW$Y@L=
zAgpR|-0(?JdlvUFo$KDh+zVR`0SBSY^rHWWaIlKhE|=X;j@|nkiXE50;4P?NmfFch
zcI~j6qnKK8datvuyw1+ev<ACCw%=(NcC(?2DLgWRInz4*9v9O5TOGp0heaBb%JCWL
zK7lD_v{AIl?d`Tx@bH>o%pxptid*VHPa+;hX+KXlZBEzCTO0^0Y;I72`2aZey#rlD
zayt`Jua<DbuW5Sy1^twydh~^{VVM^qem|G0t~|V}hq)r&&;8ay=rc=F$LUR`42p#x
zw7oS+8<km6sei?@N~{J?kc|GdM^|lKY(;211W1hblR#WfDWvX`^mPt(JQ1+MuBNmR
zB|NKP?k_xLSu=4=C;2h#v!TAEVAuh_$-iRGmr%!!fG3*oHP(~weF59IylUFelvD6s
zy@T_A;k|QauXS7xlYpN+3>@bcg>se59q0W^?~tgM^{~`a`F!PL@77M#T4ASNZio!u
zgJWBqH`@I)xgmb&>`euR=pXs1jh;;d`xgSB-8PHNc(&C|*4ERS`p2dh&YTRZqVIEU
zE#D(<P4hfMe|K)|o8i&fgB>hCT|&M!CsiF0A7I0pgnD$EVh&SB+e8@6EA}Uoa;dnG
znddNhvNyH^`wF}1MQW+)uc*JhUm0YGpqwoN>v>bz>9;?haNqBy&<|kGREg)4y$`||
zGaal7@%5Gu%eaUdl$}}%L=;Mt%9}c!7*`v?@_^YbUEB>RVIlBkD7L`-b4ia`c`23E
zK5|GXn2qMx=$H0hu#WU3uSf<RGk1NHu79KS1ntKZKJmU8gC7s*ev5=)2<D(<m*Us!
zgxdR;Trcal#sZK0S|T_*{g)>*^Qi5P%F%Cf8lS&*6TUL2^VZX(z4!p+GR4605^f+2
zNEw`Me~sSly0Su1R?MEZ8IFB!56Dn)>QpS~t^RZ3S(JQ1K0V58PED_EQ+zg0m3Si~
z!LH9{Q%K};*R!a$PGgjv&*#aMTFps6MX#a9&P>65YIMFDYyL9b#~9ARCA1L-0LFPc
zBEk`-7$%#M<c;QLaox0Qqy|O}UgK&Oe`@e6=^!qy(pC5$xbJjm%}=w%+A~`lyCQe-
zODKKo{6g^@-#v@kD%aAo`Ukc2qd0RXb&NO*7u3I)YGRv5>`XSMQ@GjU>i~v=&e=u>
z*D772a`d88Jl0z3i8G>8Xl#&>4w8in39kCyG9!+}g2=0-okN&0&TwJ&y11}JQ@GfE
z=-^|U0A3Nn#ba+uB%+*;_q?vwIOh;~7ne;l-)8KF-SC*n5qVW@NlkvgP|7L*|L*xk
zbtj;~`YaH<Gwx&diIS;Qtk*X=*^OPKcv<ByZh)t4-r6W%;iPtO5dh*^6csbLz7e;#
zW?SgKuJ2`mpP?3=-#I@PVV)dixSNb{Ev=XS-nC<qwb>nQl%|2X-`YW@G|K!ov`qRX
zCW4zja_FlbAuS^wJAfr|<uY*vD(Az1H^Cu-8P3%@x}UO5M+@1U>h)ds?~}O<ObNTi
zfb}paq2zKU{sIh2J5n#Fi6qzM66L7sl$jAf#Y#h=iigOVVP9dzHWrii`%fWz6G9o6
zoWwAyJqJ{(wKcI%>qpLiA}mI9zzju>sf*UL2_s^7BfT|`3+8u32iRpH$Qn~*6B6Z-
z^zH^n>Td8=ca@!70O+4;p<|t#b6x$dh<(^SDf%3dF;W(7oYM$L=E7!p=dB^(uz`3#
ze0eC-_gX(XFXTsLU#dPA^`JaDL;SH?1eE$2h<zttwB+T4o35u|z2&>_1Ub93OzC1X
zJxo1%sVEStP`rx*1@SF;|Eg9;7i>!nT~ArzTN{<`>U~u##`j+|?QwmD%u9V-YgeJ%
zq6m`7wMmm)nar9Lu3+VIZEJ%Py|Y^8Oggt3**{qDCl(0;*GxJUYLXIoV~d@<*qZ<!
z#SOO`^Cqi8gx?a@R*T2J%s<>x^GPN1LGJ!YqOYBwMWh-v$*m%n^Tk1n!CB2xv7?CO
zT&YBLjQux0D%dn?*`yUKi;&gFMZphv4Uk;d*mOVNZfFAY$OXDq(4`LI2S(0iDZt`&
zMfmGZI9yn0x~j;Mx6LFf3WZlmA4z{7*2mgJmFRbcsm_nxGi#OtV0(^y+}oGD(QQMM
zxIg0brCX;~CU|0>N43{jy!|Lym9MtAbbh`Fk|WX7R#dgIX`{Ex#EO3Qwz7aP5f0uw
zv0t{?uxDz`zvT_CZIz$@J02u?TIOP$889yY0-~(2py;nRxjL-^i(25{`7-KM4^3k>
zHZxuA^=OQBOz{fh)|}|D|JD3Vt<HXH-Vndn*4aVlzp1ZEIg;>k?*;DtcD5TE`Td4X
z4^vwk`ANLauwAX`DsXWXr&l*D>@w)?BYdYEH05dkV)#a{9v7`bYa4oLj^kscT(1uO
z*zgQmyy)-Nem@9CRZM=Yf0UACmYc6(<tiR_FvEE^4VlP?E>cbWN94MN{S@;k8<C*q
z`o%_{L@ZY|UjUW1rIO5|pXAH~QWG=l@<Ev%o+uA{Ka({U@PU>jf#7fK-gR%)G*BqP
z*oXB!0==tT5eiNb9l+zgQkjEhGP(`QVDT^&7Ea@^hckZrL!DzpyYe(xU5OM9+q=|t
z;S@&Z&3?m@smyOz$7aG6UYOS{LkRVLLDyD<oR3k!Iz1?v*ZvT@Q^;MPA3)`er3~T>
zkAh#ktpNwTX4Jz{yef>r>qmHaM}$+h+huS?!Pj72`KmcxUb=!Try}_h<4MaU70p5p
z_IT27QDWyvmVnK;uD4!pd;uGahD9$sJfN<exk;o8FjMy<bVc8C*FBk!d*a~MTj20Y
zv$We77p?NVc8@X%w|_+VLaMVMElbe173B6UbBaRn`#on*nL%Pio~M0=_#Jk=>(1C9
zM$7zF_6InV%p*t}D`yV}>FdzlHZXT<i@2gmr3fm%_?k3YV|trQhVTcN@4~%uB@4o>
zDySBHGpy)9Q`*X|7c}aOvV4>+xTElA&&92#X0LPW&U{UcOgSQ<Gdsf9FGftdvbN$Z
z{J|t%dOG-LaP2=<T{@q3Q8~tJZ8C9pGvPH4FSr7>N-H*5z?(yJ4+;xv{xZO&Pv`{y
zh?_woLQ{aXJpzcyF46fWi;vkBf@fNSIXH$0uxSK9@tJRw9%f_1IHV8_a^9+8V6C>M
zyd?JCpe*R{<eQc;E=b#)^I@7$l=5^lUzGf3oVzb33{E~71rFFx3pd4HoKI0!wnfi_
zw=^d&PTzH{AKU!98eCUZgeeG1tUwHjjxU(?jykpoHdYJqO-T09nf|!{dZ+9Cqwh5T
z_c!<Be)-X~SH^!dT?lIHCa7I*$zBNb2Q5Fd)Mrm?iFT=|I-a#>S)}&&LfpSb|I2)A
zf^=ykyukLkk+y9zO<3!L_Dcr_sgto#c6~uu5TNy15hJ)GUnIaxdw{&SkEY1XhCUS`
za%~FdKo=_8u|ASB)tCC3)@D^nyMm65UCJsM%w&;^H8$(?TdGvg%&U!TuJl#4u*)yI
zlpxMtDoh|>i&^DD+3zyh!JL#y#7HPn@91#yvrjc4w*Z4d7NdpaDN7f?y1bz2Lopjp
z#3qH<XRNfIyh`BssY&T?sBg-J6u}0wi_nwY>&(&S$a7w?_?1d!+8hV=^ZHuOzM;)E
z#%|Q6WSGH%s<CoYU2tKBw_bo#D&&cr^W+;{3`EyJ^%45S(`POgr(p)~t$w%RKr070
zmZe0EOo1Ub|0r?UQ}DPO6~aY1lOfJ{qQhBVBsPGL%hIzB;%PRWoy+Q+p2d$;NBis0
zz&A9zkC3p`js(FTq~3!UIKNKeYvp|ek|6-3&wm$Sc&~YA)l}R2#WBO0e$%kq3~OE|
zxBHDZr$(y?C;#jRlvTT2wh7UQQKL-*^K1<KH?KD}4M)XGW*X?dEV7d@ETf*wEBIVz
zyObjF6!az40M~+o2Sl&l9OWZ6Q9b}Hg+U_Bivsu!r9)u7)a*@GP5Xj^uDDUq_W>;E
zWVE0ug5#o}YbioEHnlD4(d4~sJ!k6G%B;^6{yA|*ApVjTU!0NyI}vg*rB5D4&!3@m
z3^o(mVO2{D)@%Pp>mk6aDDTm4s$LV>+wM24ncN-DkWAr)&-ZyI&!&M%%azrz@8UAa
zl&r23(C4NTKxC;@F+`43S%qXDiREM*Xj)9pX2qozh`=%wF2p>lIn$?x9V?8=yoE~y
zTgur%=mWR!5o7aYw&iGMzC?KqKuM~;#B?|<nPCPYgqq4r!G3JwwJEYyQ&G5QkDvg)
zQ=wqDb7lhQpBYOgqcff<$v;=g?#zM@<(2v@lgFBFc$8|Xch@$=L%?=+UtmU+lAkpm
z$lDz3W1t)6{}DNR_%ks=!LKBH!vNoIy-a<xb>{ZEUE^^%w+htz?+{9L-Mn#{VlC9$
zc=f>4vVx%$&KsV#lIo$9fTF_4nqS4=%iRM$MCnWG^R+I1+w<B)&3(O>*Firj2%*>|
zbZycJDE*4NauMQGD-`(gFA4r0`TpNE{_?)yk&5>T2Prik8P++4IZyqpjU(KD);bLH
zZ!W-m3M94;|H#7hau}l*iv2Wn-2@4gy{XKEl=3g=q|$7hn~3;HAZx8>07X~YHW@eZ
zDO91{Q!QpKY-rM${n$F>v7=C?467~jjesg5xpk1ymbH^onEmhvpo^9*aB=-wP44qe
zy64SO#7DIGzTZ|iU6Kt={8oWa$SC#rZNP7fp-|<K6T`2PZM*W_-0vN@!L~mVX)6gp
z?enlE7n(QQ>5(uW$?0tj+pqM1Ol1y23&r`NP2}fPy_)!wpC6T8nR12=4fGE@FWV_c
zo&2!6Blf%hXSiuxUPC+?w{K0~{y_<}2WwWu7(`q}rbhhX2g~nValZ(qCOS3t9ti|1
zJv{4FQr%mO(zFco_O=k*1UgIX`HQvXwFJ<XW#5e`Y+gw-D?Td+X^&s%Eh*}UI|aT{
z2@zlp1}mJN;krR|YDCAz@0ZYTE#$O*XWTzI2G&{cwP$&zBr9azrh6?BWX}`9;A3Y}
z!}dkz)>0)WO5_taKP2Tu#_B+y4@x)k3-PXeN6kq)EWy)Q*1F}^N`bh34EW2oMA-IU
z=?fS^q=z<aGB5gp+IX2(*}Qe~K$4UqhqTl$2J}blKH{&f(*@_a*(sz+3c0goVLEsZ
z(F{!4^_jeiN0uro$m#3ABqzk5&HM0ov}Ea8AwPV4a8Qv)Rib^bTF{G&=spu29CrhN
zHobeQw7vK#GlDnn!Io0fo7ifF%QE>-;@QLZl$~M^=vtLN(p@Zu@#a>Kmp(2kKB)AT
z+MQmPDA)zb%eUnaZ>D4=$wHnQEP8<#ZzZiHGVBHV79yCw$)RQzC50nag|s%(hNGYV
zo_C0w0R?>1eA^pA3HCIzc0o`%X+foCqu_#z^`mURelp{Btu89Aa*_r~M!E1O53;r<
zZ`P4Q$)?(7)(sGf%+3q=3Eckyr4LsGj5W1>IvF7HPjwKzPEX-X0f>}o9jD=mzOTFS
zte=^y!_>h4KcX@mx8U*7%+0lk|L-1%w5Qthq*t4kuEvv_miJq|8`ic)+*bf}rxpz^
z;C*K$_S)+{wII%+_$sRG#ah8p5%()K1i#&G^gOfE<_<$bAu-faUi?AedPlsSen)5h
z%IC1EwaQB_%92+#03B#I%g#%Wl@aN#oyuoiY2r4&20N6ax{Vb#9cWzg9t77^i#V0b
z3!c})-JP|_L*&hyrpe&yWpKsdgnj-eHn;M{PSRbQi^lv#TYDPN+_MWqnyRewY&4+g
zjg!h^63x^sfP{<Az?}dBd=(W~25uEmy|sT{xdak~cGP0=>z^1iKH|n@KYlj3KD9XL
z^04(ghS-vHM~-3Dh0$jGBRWb|>6b2x`Gt{voy-(gc<^^^_gT5fg`HC>Upc5t?dcLa
z+5FqJow2!Po*CbsAJ~+*PLan7ioh~8^<SFId6YJNq3;O&|31sC{y{~myBo2jcD?-Q
zjzLVkv~ehC?uW7RX44xVanr4rYb3=>Q9BRiGT<r^S+UHE?7)jKhIC~DwLZ{)?~7Ph
zi8VZBaym@aj4dO4S-0(#hJelxKBymOPp%pD{41aOZMtyNuBt2HmyG)-<Cqf)f%IHs
z`585B>xqZG&?6Y(KdbsDgI8ll!vXl-^r82Uq8^#$ZIm)C&mQlb(lv*rh>CEFk3@O|
z2hr#lB7MPb4^$AL*bt;+T|_aPe?76PMPdOnWgnn<1XKM?-3&IJ_S{>)m>ywnR|=Q+
z-h{jG${R9vYt?!Kdv)U9=gd=Qj3=8kF7?dZgLBxoB0Aiw-d@7qrUTEFZ^nHjNs^5p
zNs5kd?1mN@=2lJ_kaIr6X4$Ih@>esc)mICi+t815jZe9^DIWMP2Re)Ie_1#j(NVVO
zsgoB84AK<xr-PT8S+z-~>;JGo+iZD0f7x$pnL!hNnOyI6IO_v*pA{<~(QS)7|NO^4
zif7M|>Y-=(@;`iVo3_Fh$+iaryx;3_m+aUy))ZZ#fOeHp(u)|l0*TqT1#5}PX^&*#
zC6#bXtq7)ytr|aS+$ht3M9SK1=SF#um{N9YkE6u)19Y-j6i%}Sq~`gdJ5SsjI6k`B
z5YfNI5aoXup|Fyj<!QNdKV2%7T4ogBZrkRvA5wm>^JThzK4o^FY{eFxT{G?3i4U?8
zZej25Z<PF{e-E&INYee5<`Z?cI@Jg2mGGlfA1$}EkAQi-<HxP1Q&#N!9j@AcdBw99
zB-S{iIcuqv1{y0{e@Ip|A(V21y}1xy|4kxU{>zZf#Wqc>^u3zeQngJPM&WpDFPDL$
z#x^M9)#{#gox#uN=*QXk-_{WCjp&9Sc>@E)(oXjENDWE=`3idPveOF|kCv3?)KyVk
zejY_8o7$Rs`St_F&Feh72)C?XNklt6U=e-W8$AnkSEWXy_Aj&<c~o2(7ul~Qt)>k`
zyvfC;Y9!O&B11(4nEDe#n72aHKfZAM5S0GM>e$-kNAQltgb1^Z9LVW-R9_9^$LXqG
zCo|r{eraQ=Og7}5{uouYW<M#JETF^;HTq|%xEs~&kQyCAig=toX=;*vZsGNN?AC8Y
z%u49BO!HHYx{Y1G+l_op?rp)WP=Td#G2JhyHEFp#p@2)MWYMA0OdD58TIUi(Q8rPK
z)(;lv&;LdFr^OL4F%tz&BxzXlz^Rr8KQe$938Td*kH%i)$wiN2H55F;xWU1&HPW_K
z-REk6W#xM?%ceYDfa*cA#;EehN7_*-30GpsJfir>G8_GwecgU|cXiE%CCHR$ml+t+
zB$XpYd9I;U0~Y}{E#jsgT=)g^Jj&DMt=+}hM$zAUZ%ZU+6E4-`Ej0D9hipKQ@z{E~
z8w*$7(|^TF4>%FyuD2=WH_Khj(xO3^$ol>w*4!!*Mm;{TjDGWI*etZsOh%i#*OX=j
zyCm0_mxa%>$W72xG!TFaSm{)vv5N19(w%|J;;%@lb!2U7Ui_=D->Q4XiQ#G86el3G
zhiTRYgtSuHVVj#l-VG{m9w1Aav0KsR{#DuPq*}vn%CNllHTPD!+oJ-D=YGX*8EPl>
zAH0jSuk>A0LcqO`!Yjk`J3@Mdoh5qwX#<9BI~Rjez|7uhrt25i)#tXl8t6aE3)Pi;
zT?-5XycW~?KCw)mtYnuiCgV+zS<7;)!hDh|EK^a~e-I4^8|>gc+Z2u*liz>)K1`5a
zoD^9|rI=|m9@h$nu#4Yj6#rvB1(I+{GmBEuQTQFLYX-LU)c0+_wazJ)y2yR*Ep@Q&
zsn0{7Oq{5xk^5az<5P~6ck1wfo*j`gtI|%xi+<fqYLha`w{mrEB1>fpIF>2z-|s$G
z8NClTe{i$2+8OX96tshK*y;ef#Mp96&J;3I=qZs)h-K>oKWq0pVWq2RbFI01hc^z{
z*@x}A7r2EfsE6m-_5v}1gE@=%UhRmAwM<Wi%?+obdIC*iMgIpweI(81hZ>igy!p^e
zIY!52UY6UIrjsDY6FO?s#vjJt%{W>s)R1@lu5B`X<nlAK{;M%3dj<^<mqlV6Tmr}a
zA%`h)QmhuSN;@dfPOEGoQnORBNC2?UU6O^n-n{a8qo9OE-u!A|BIoX^ZItxh{Whsc
zInnQ;2sKfwe-q0-@u&yEJ(9b+;l3tZy40S}I>w;utE=kN_xL#n@Cj=cP&CQ8Uwon1
zGTvq;REjSxfNyP((wO<o%n;p}VBwP^7Zx^Jj^3S|8??bRM>a1VCe1iY4iBaJ)Q{2n
z!nv25be6WeM@EI@25P^nU~E?-6GY?Q=9nueR%`_bp7sc&j$jN+<IKArwx{vuM<~B}
zn$X_xz2-ZWc1H$L6Eda}HH7;5GCRD#%(bmowS74}Ddwex{(Z%8SX1_^T((6-hsu#_
zz1KHK`-Cty`Oa=6Y)vM1#<hDh!_V|&)?>{p-J53IgFMpD?l()zzxEFth*#6^C%$ao
z(=ovI)hAb#?B5-Bi<@ynD7?TeO~epQ;_;u0YA^J<<}nW;vOlKebmuPQBlg<TFV);8
zFPl09L1A5qtxHopvlpP_wGQATI%{}_(KkEhAa)A@9PAaXT76d7ZwXzRALd{jrxJ>j
z?IY=c^HOWG;g)pHpNjp8@8Tyn$zDbp`-ZgA;wr}PB7RlH$QpL_*X%PGgWUF-rr;hn
z#Wvb|0YJz00K{SNtFhzOV|??H2K*=4bi#m??hFz!LZbf&j?6o^eJ}h~;B?u^JDP|<
ziFqm-^w`>Ku)BaKFoH1umf65+v(+t6D9+K(C;A{chbIn^IOATxqy#z<Z~khTjFT5v
z+HOzQVRB<0E~D)y&@>|G!E%6kY=A~yo{p40NDZu)PeWQqTeb)58FxqduH8Sgd@|LQ
zzJ$IJE6&ND|9=3CKy$xCS5VikwFrbVx5%Rcv!TFX&(02OPfycfnj-Gqvs7+XR%S@?
zfkv!U?5`MgJ4-(q+gj*m%tklk6~tUjXSjFixwA#RubBS;HA^&W2;_Y!w%HV@)1@zS
zc67cEyR)~MmgEecgwf*r+bJbcW=4OD707wdpOoNKo=lFriO8oJI}q@T+WS`ZE$NUg
z=Aj&NAC-;`dR^CrG_}&$tY9!q?yo9ITHZkDa7Apti!}*te1jp|j8lt^wKK)x>r|SQ
z9g&xGf*IWtqLM1^o1{JRmnREZZy{n>oReF+Ua*$X`D}54Q>D%7`$bJC?oiY$O^mx3
z@l-=Q9jXZ@(zG>u{{Xj42pj=cd^>Lx*XU#eiaBoVfz)uP%`MEv)2_A$c$hD(M62bt
z4^dvLsKame76d38Ys@bI`%CN@8RDvRxfzxd7xjzidVj!)clhG<bN>J^*FX6ZDk^V*
z7A7ASUEDF{wD({9i68h;Ty@ju)b+5<IB0pCj3i#Us)s6iVysUSTS{YYzO<$_c={aH
z*EkbN5iExsRI9o}g&fs<Y<wP-qichYEplq3dx~tR8IiDfs}NkgM37BSduHtyo40B7
ztk75-9MwxhIJHq&-?P?ci{&m#`c|R1j_NEPNv=bA>MKW0zE~s%PC%hFbJoM8uN}*;
zq)K--IINlC*u-N5S6^*^=C*eJ>(;5?>Cs9Wcz$EtR*ou5L!Oo*P?e@~>ZcuP20^Qj
zXD&%Aw0c!%g~7;EQS91Bqt6$p_~w!Z4;x^L(M@`H!cO^7Stl!iN9RuYSYs8Ni87@L
z>diZcg7^L7(AIRY&1`a{kSYMr6J!&`T!#5rZI+rBBc|@P8y)c~0}g6<>_yr$=aW?0
zBRjLkIHk3^lGaiE-ubIuVKrs$?lxFuwtcQY8c#4gaBE^)yIa&$A9=X0^Go<)Yj>n9
z%_9k1WD(Mb1-dhqB|%ziQ_JQUkL5g6NL2<;TD`7mlW97P)^Z%|JXTXF@6w^@&Y1Ge
zT{1^~?V4zjgJ(3U6O=3z;(|b26~UxbZL!+;SH^9isoVI~?N7xk;;8_*V5*;Xyypb)
z1xT_qL}2YTDOl&JhElzmdsBr!w0x^`k?m5(XRwt+4W##~);CdG%jU`pusl`CZeLlu
zL<kggs^&pHXr!9Z>ObK*)vPSzf(yqv_pWZ^Rhn%_&z?f=+>&Z7Pfa#28CTv<rDid7
zxEqt^J*py-6e+1kdz+H#ziGKZ2Li9peH_9VgJkEWa@i?1N6LGOnPwrw1A;ml*-4^h
zhFVzdHElJl^yscP5s{i$H3e-UgLMmv<}SQJcYKk-JeiGq3g|Cx^yqv#k*^c7=kcoM
zY~r3CaOH&6-OGLs)nrXfF+3w@74BAAhuUnGR71$Gp8Pummhee@FjNk;?S2*U4UOK1
z7U`o$L55t`6<a!R%|^8OC1i4bD!*5}a>oQ7mABySK0Dh#v`K=aj8_rk3)@{o#4;_Z
zVx(|ap*2rH@rCY%F|~k~8RZyvr_U!H4p?F7#;-Kh(dhmyw6wJHN+O42T*c#C#~3oG
z+C_6(zl-m+TfZ{slvvLQ1xI_SHm9a}@&4>Z)DxW6l;-&?_c`&HRZ_Z~bcxW5ODDGl
zRa7@aQ^lp(?7&4Q`PVJs$GyDs00rX51dat(pH$Q|%|b*D*v|mgv8d9y&-FREx^bD?
zOKD?kY)h)B$29v}OD48iFuNP2aS5u=s6{j1Ox{Wi;eC5l)>_2(Hgek}WJ0P>m_LTJ
zRc=Ges`9UUTk3VtNvD)?5mEslij6L8?9xk~2GhsZxSbHqE#!eWN}v)#o`$pT?=D_;
zj#n|pSoP_ena$fnqB&ajuiia7PP<uc<-WRg0|ciPfoG|~t$2jRE9Db`SvMN3;PC8e
zGwg)?s#Irp<5l!6H4&EV-GHo&*i-XlX1VP*xwJ5Fj3p^=(7)pO0_ri@z)xSgKZ>qj
zYc~G?@QnEiKY9~uE;&<N$h*0HYAeQx<yC9~S3N6c`dF>>X#>Zy=3|~msik(2Q=*`$
z#jS30)|zF_)x6Uqg$lVDJhd&9qe_BH!6JFUg%O_hcf)pHYQHi{`=E?&a5{nXtn15o
z?{)c7!9fM^s@!MZr*pqa)RZN$3A>Y4)X?3qUF-&N#w%;YchSXb6^*x&=%53Rr25rO
zR?_7gK1^XE19rpKvF`1-S<*v?Yy>?=<3iAJqZv3$WV#(Lfn#kZgLgYhs~|slheKF4
z7IR(d$f#A$?1B$&^?U6T&!L+;D{`^N^Gru`RP<O?bu=?fB19p{2b^~mq6kJ_{Ml~u
z_~|;F?QRlBd=5|C;;AJ60BW|H=I&rhw+P)Dqtz!_FYYC^G8l_}^0j5rZhShd_{>ei
ze@YEvtr*{_pLaC(qB0>>jRqHB{Ast**@)u%I}-bH`Rr;<C8lfGkrCuv{oLa<7NgDl
zs__WeAGi-{n`mynK2%1!b;yWJHti#D=9uqvaE-qMp!cgQBy!pLNdZ}t?yx)>iaBPU
zR#%jvTyWh#3KIp?SuU<2WLa|C213Yq6*_AQ%mkK^Fe98(?<I-|1Tw`O@-WDkJc^3e
z+6huwBxZpW00<e$s!TMs#U=}kEH=!nda&pR(yk@Gjy55@V9Y*aj)tpR#$$?0n`@OU
zfPx6YHAvcBNJAAT%s#bhL|Hzjy{?;QJ@l}Pz#~;9T#W8G=~QR5xIkOUZJ^_)98v*u
zrQNTXr*e#ddQ>+zGs!DCbMu_w8m?f9d##IbKBIJ=OiIk4bF@_f7+Z~#v0NXU*01S0
zoSJ;ED3Grh+v`<tFU8}QcvLYtBn)PUC18S@m93z`aT;8fi2+6EAH7Cql1X=CCA)f7
z*M?h7I*1q1?}+4c+ln<*)2%P%Hd1d~{J9+|rRFbf?{e6yHS$~AM;uAEVaa-1U3Twq
z4>4r)K9wDYl{T$=<-*EYj{ur>ucJPbH`$5ZDErv$S}Kx4wI=yxxaeR@r;_q=q69hH
z>r^i!`&GeYK#05rrs7pW7zZAeACWJ0VV>r)ZtU7IP<L##YhgXiPE?dZ&QD4}WVQRh
zD|Fr|MclDMZI#Jh<F!G(n1I<U`ct~KgI%Sw5<@KCG0F8cJ(rmjq1Cp9?^-%$qi<^r
zvC9&=u;U`LF0KrWL~FH4;0mPF706Cf_bp^<U+Z(ok&WV9ar08>n)H^MoHHB^t<Tc4
zwEI+>ai8ue<C>{(sT8Nm&NEW$JKYIUrsCj_OYy$DWi5nDV#;KhLrITX^IS<JqjBJx
zNQ~3CMav(0l2G=|wbu+PXI02pdJ&|YW7O_q&}={98(Xu1GOkPd`&R*S-gVOz7zE%|
zmeuas53`96m(y)iMLWYDD<>|)p-ND@lRE1^2}drG_NS2fj4}ms*Ac8TGGyc&R`gyd
zmfpbHuOk=-(z(}jEQUrsPHHtL4y$uZ+CM_YzMnnBO(KJ|R1ztKZ9E$4G_6M3D>g>J
zz^-ooMV{^12g*+sOuBU^DcPbp;+k`^Fj}0}%>l%N2D+~a$84y^KsO&+sp69g&OEGs
z6)VhziEg*ENW@FoVvM9m0;>|mw;oS=zouCWxxQ|dcT=&B-U3u~;;Wd|)Ql&~)X0Y5
z#MvEaxVbZ9H55@avjtJtrD;i|%8>5c+MU^RaE#UWGZO`>=$bJe+Nw~YBNQYK{D5dr
zpyg(-a9|5mu|%bEY7-Gt&lsRcRA5rmsB6%4vE!vgB4bZ1Saqo*U<WjE+;{FUM!;2@
zS){j=JbgtAhRr<`X0%XOx*}4#vqp^C&D8OEY}pvBmN}CxR~0}Rsy9D>BD9}#I!Q%x
z#U9J>O6oa0Lva$Hm{__00LSB^vAzK@J~_Sw@%@`8{*8)?;KWa!cRTR3)jD=ZC2?$;
zhMnfe%!93BBeFKuJdP^Po2j*tAdIVas4o{2dB9_LII2wZX~o6zOJR~Jcc(#e*3xil
zNTi4_C+0OgS~bPxw3kreqIIg~v83e`tv!vaJD4ujQyF9HRCTQyNI!iSE8i8936=-o
zkjq<kn$S3o>*hn&wC7SsD}?D!nwG`@l&C64<3J2K&*fV8nnPW=n!+;Cp0$lMGTX6^
zKton-*y@Ey&0DFZZK%s0*!N*8q_?<P6&4H}kC@jR5m|mvagSP^FJ`tOB7Xfv3AL<F
zdf0U>QPa;PW>O!FRJPXXa5roitkt@<ytc*Ef;j-~+|*y%7gmsf2ky^CuDV#2w2nzp
zoxR=0>eg~aCi0*u=xZdg9kE?3dX!i2tP^8-`^<V(ZC^x7Ye75`Z_jEf#YyucdNp}{
z%A1&F!QfCJl2e32ew9>~R|6QX$H4Xps_Ky1%=;DF3~QS9J0{#!(akH(ZJr4A6?h9)
zvS%b24SP3<J{@S#_<G`dbSpGyTY2wZ2PRTN2RNk}Tuv9&?oJ_=AS3{VJqWK!&^{zd
zW2B2&V-hrD3Q4a%vD8DlLq0sQ*EDJoLesNZ<cxEQ((86*Qk$yzDjmF9dU&%@d+WCV
zG0p{ZekRi*u)gx3LJ*D#9cq@3uUu)<sN8mc6>Z*Yi?2%!vMQ-#w|VVaUJg1OYL#kL
zZvF(0aw+DBZQJtqsqW2_+m9s~X6|uXTGoto!5S^X%v+KNYQ=kLkZv(B9=NQT+Zigp
z{7FuaewM=P$YU4xs*JnA1(vnnT)$fpYG(b{_iAe^O)lcXS#Iw3%rmtqJww`5g7?mR
zN=|aMD&0r`*b1=jDYC|)&z9K)(r=Ll(6~Oen^rn47pbMD$t~5$GfFU={Klody@uxO
zZHO0Nlo44C4Dm4Y35*`~BFPoJh~h%b4{Amdq_514v*A5nc)rxI6B!w-_JSx`R(8hU
zy^ht?TlnSIP4ZF_c8q5=%i2pF-lgYVgXM4B`#TCzZsruHUEkVliqm;bIcRgUJ!)Ik
zbyO#D1bn-=tqobUyPKq4Ha0<!Fl(%v;f}L)qeFcZf=`ohkJ_!u$4xfmlUi8ibiGdM
z-okYOnhawgcddU9>sD|>Bv(;6FWpUZM%v=qX>DhAgeg0ejEZ%X_O`M)l^#w$LZ=jS
zT*jsyNYT5LolKiz$gF-qdey(NTxt5860(V8m*xt`1M#c~uHFlev<4`^<#%&erMs5&
zEyczDWCs8qswt^0iJdt|ZHC|7&o%s>X9S!SUe%?kO=fgEacbKn{xr`ft4k)A_Cm0`
zwaFvqJ<VCV)1CAPW)@{+1m*t#y-bgG@#r2LxYS{kJPOSSIb>7Xr_{9@E6rLtWrfif
zh6k=|J4PN<7gMdnM=WWTR;JlcH2043z-}0f9y(R2*$L22q@;CG>H2;Ci9Os_%^D_7
zcXh>c{!Pp}OUWFJu(NU#y<3ufJXkfPV&QIc_W}86V|;YD;E=I|o<=YfR*q3Igj_nA
z_PgP>4GeO_aLt|I;4r3198y`9o>rFQcgqOp@inWcPp5>mi!w;DW6YO!56}wEyG=Uo
z_$(fDQ5E?~<d&&v9T1)D+9SVc;?phC8`g4u{3LLPH8rD0VWd0HY|S*M<aKNSD#Y4t
z)|+9nSRx``71-svRTsCK-BQv-+Yum>oStZJLHm}o?mj85EpDyU-fc!;=f29jt7<lP
zvk0W#&bU!1{x5o?2oP%Vi#hz_4gr*L^fe+nNqa2UeqQk)$|pmQO3klyB^287IxRO$
zHd-X}%WlvHLaR31?*_TO5-WeV87_Rm<q}jU1&^hAF1zB*D&xW_Zxn_(Hig&*NcFEh
zySbXu&Kqs$Vw>j-2Q;FIQF^Ydk?rESyo{qvo^-!7PB_Q0uTnl4({AkGhFdg9BZRk^
zj1qBNUV){p<^G>+ZdP!9ZNvUqSFK*?3q633?M}N;u6;!u)?_$Jr^C?j3;89nntKaJ
z{lt=E3VA&7S+_cK*j??sR!^643)h~Ru7dh2du?{+2^;~OA@94f{#Bo>*xlPmH{FTa
zVe<v&w*s|mL#CY5X&Ccc%LFSaBguY3=RN8>tFN>wq-Y~RI92FRt!axJab*;7Gf8;P
z2#j<Bqng%zKUGwg1X)Q1SGPUQCmR~MrrPXRg)U;W`*)bCfZ=d(L8&k9XSugYCbdz#
z3`ve!rM<I~Z9(Hjjiyn(!k?53Re6;Ss(+>u;lI_Mi%CRkOX4(iJE)R5?PZ2I*v3zo
z-Fj9$i42js`$GAOP6G^NW}6a;rGMgLI_8~ir?tvT$to#`ZVFFYJcgo{rly@|A<`zE
zdt_^M<T)IZo`SO8;0XMvw=8T)D_0j)lGjZZcJl^DKRT7p51^=R(&VX(+b76(?RDoA
ztV~t4V=iKr&czval$>XGU-QzaM|CPngtK8tBPP0CQu@m0OorT*TZqT-^!imT6?FEv
z#pFgpepCao^)%cWF{^5BQi)FMP`K3YP@Dtzd8ut;wTA4i()pwPlU95~r5!SO#6xM2
zZp~({pK`Otj)XM4ue~Rsag-$mB<v;V23GQvA_KtdQ)${m-z!M%vNaiF-k`s?p3YGm
zszddphUVZ#$r}(4Q9^yoZcaYyBbmf9vfHr;4g+_lLj<=DNDN2u8fcZ{VhA6NZCL6y
z*4kvK=nS%qWOk#O1l*&oig8Xf`BmbO`HRRP^rl?ucNdo}Gr49xYNKr=;CHTzO|-T;
zOxOx$Z@Ze+d)pb!#u~I{*xbqXsNPitLk_jk_^SI)oLaS_D#_)5>b)~ul=8^0v!PxM
zT+?it>vPE5FF7@&C-z9G1$9#P@+Q(Op}N0`Zcf<QuxqdJZjGl{Xvp@ls*!<_-`==u
zi@z#tMtD=frMcB_wFnj&WGsj{r71yZ_cEzMrAo1=rSA41w6v1;?O=<m917jkd@(+e
z2b(qs_BpIwHuTtEM>aWAT^EQvSh}5nfk!79tQD=Pb=`kzls*%cmUawPScRyIH&VQM
z)V8X!-5`EJJl9RC+1baYgBpOqQf%IJl{qEc=B=(i&o1%Si@T<{kg+*66fl|Q5vNjd
zTQ|NPlGfBnI^!mzn$E>eaE!Iw%Y{=JG|Pz>qSR{4I2@X>{hxAE%w+j#+_w33BDaUl
z?}6z~xC(;;m>k4N98_%O%>aQ5vBHu)YDQhOu)3pjQcCK2Pz}4?47a?R-#%LrNj%cd
z*^rWH@Sx8$>6Lm4Voh^i!>sO_)=j|iQ)(KMT*tI@?^IO@>rOF&O2jxvo13XFn<~X}
zuHB7w65c}g%y$pFTxn7d6)1U1fJwoti%5#p6<H?PKGmA!4#d}Qr|7opWUNpzBbwkh
zG)xHU4Rm%sCwMKyZP-?jw>GCXGL2b9auE27PmbO|W5Ca9t)ysgeA}3Ow9QLWYw36P
zuA9Rbkc)k+z#5sP<)Et0tt>y8pQw0TLjiQp0=Z^Vj#T!qPSr0U7SHp8#d*x-Ug4N`
zJW_G6^7{2EL*F4%%lOpD<aMjontzx#KT3Vwio}^(YUt~gc**jVjN>@XMIjAPzCj|D
zH<QIadzy0C^)G;_x5qc9{-Lse=-8;I{0KksTwad<0NJnq0HY$JxU2kUZ3lQBSA)sq
z8ql(m(o0z)xEYZB%Br$P%IxfSb`=aQB1j}qcsU-`cQ_ilxnf&KjrPc;JvR<bY3Tan
zX~^+x^CRvm#A$Ql7+z@|Lqfc9*09UVZeBfrA52kmD@Lm2nPT=?FRo;|jxCAkwMb@6
zb~S3<%vP?(P@tS_2AegZSiaE#EePt~^sZ?OMRJ-NcDZw78GtwL$>y{*4L;8P6q?R`
z^FQ7Pt#c8Qa;NU~Cls*W$!j;619CgiWh^>#y*<M2)$J!}&UowZQZ?LuT6uBdg<5;>
z?Ins62v#QrsoJ)OCZFZ7b#WlzDdbYQqME&@xmFmOaMQD@f!eg~ua2c9y_Lj)AqNGI
zTEJ37n@Pa*&q~moSw{j09K792dQotx1=O>t+O4I`k=r{=i~K^XTIw<^v8>KoAVFY#
zD#fkk&7GWp!<gk54#Sg8yV1qInwJeCnI%7T9@V0gAzIwB>TF)a4!%(|yKZ6`KJ}Ah
zHO`fM6furOZ~Nw}Szq00jL!t7HzNcJ*U)XPwMp(9P??m0xW0H4UgUE77_{|9p1I?V
zX7<nQ2Jp!X3?KHZieSjca5+7y?2t(J4wmO~r#pcAqN-d*>f4Kk<2j)-cts^)qCM^M
z4|=g@c5NMjA1SKFIZ;FBhUtS&P(b;ae;T5t9WM4SZHG|0Rf`b=)r}+CJ*DErTY_`B
zJt_x<Bae7+PoS$hZSKi7Z4A%yf_cR|SkI=L8{Qa_)_)UQrQ3Os77LfJSMi;OntV3p
z3=tLkq+|524!N>xE3g*hb03&sbf|B2d)bv?o@pdS=&X36*D-XtrJ-QyPdZCKof^ic
zjon(Px?udIk`F^#I&83;W*17Oe}|rH*1R*|-3wB(ic*5$x_sC_bk(@UM?+Z3SF`AN
z_LZrPHfEKr)>a^aznX9QMz4H!Al~Qhfq*Nr_>bVYygf8h+9qL>rh6LVjkMZ&M>`cI
z#{o|wvP~7pz9jWzx}KKy4uW~oMkAF6aayG$cFKy;Z)4oB#Vof^JC-8^aCzj_{X*=e
zgjTI#6ge5*2h3?ZFpo5C8E#TryOx9O(1WxLkOx|`V<eDT+!hETWx+$#)Vf8Cx`eD&
z?l^XicN}K3?k&np>SPVHoUl2~D-B8#Z7s{1TUxc$erx$-ci%m$(Hr8e?Vgw{;DsEh
z*s~K}XpzHfIvIhMKjKVdHDNE`?GqbIMFE!qSZ8RWP>#aYYK@IP=I2qoyt|Uv-AKwy
z5O^F`WEyi`>I)B=5#7G?4XU+LE6qY8@y9Dh8}9+dOqWYxBF?u>B*UB!TC1&*pCprS
zxp!Q(xw4sT<(?^m4m`0{bm-z(=Mxy$<=~a(ujzWkvdcBpu*Wk2$(Ne5;mfElwRzs?
zL=nbuj)H`*v6Sl0Fn8!?=??(9jtOE`SzHe=@<%<Z-e%D(tvoFM0AuprQ4Uwk;Ab7{
z!}Vr{+gUPc;3|WaAa|~w=le?Q!=8P{q*xKmVD+qIrExm6xnn6Wi07^Er#G_M<~YQJ
zi4S2<)35C`i>cL_oc+~!&lQnxZ#B)y5X58v{L7BCY7&n#$Xj)ZleKE3#_7URY9~+O
zYedz2LbFQyQJj7L_3VBj(ro0=Bv|1>V_%m7ye{7E=vi91Q4*tl<>3Bxy{mZ3QZd16
zYjDjT-hEHjlTPMtR*xmFV{1?LJz-|KwNRrNj~q2WN_cLsroEELc_3%y=#?I~dv$mA
zf3!z~x15UEwYaxm4ZJYJnOtG9+}4U#(U?xHsK)D8q0e1NZ|+GK1?`o&EPn6Ox=18j
zO&w;0M>H|F-+r};py_RKt0<Zxk%P$WYg@)}#b~faY;hZMQBMHYmq?nfGpQO2V+!>B
zy7SK#!X%M~)?O>4y3(z*?I8>yUgv_2Mlfn$3}~%?XtG|hD1$MrH^s*0G!Z&t-;Ia3
zqh)gm;ytZ+(1f%`6cJr&QKgbvp>&Y5N!0t)n$CwFkcqxh)5-G;^a8fLA7yb0O)r!{
zVfT-E%h%?YQPj*gA0nXueJMEmw`D9#sfqS+m%6tgv(*0pv)&txJ~swF9gj-iy!eZ(
zy}m#T7TgjCTDjr<HqPHqAgZ`yle?Pc^-nRbE+L3)gLez+eW>NWp-UAS)ny2+w<+4l
zFSQ7t3n7vBK6<IE9w3I%^@Ii~5x!l-AHD7?bHjQRmeD=az$B5^<PF-X&Eb7=^8DV*
z6Dp%*XP_R{dL(SI6rD*ZJ&LVpC)aI+Q9O~vpzI5Vtf}ng)O<xGQV9|w{ZCXC*J;pC
z75w*iahZUOfKM2}tZg##$#o04WMZ3%!so3FQLg^RuEsUimlEoN*4ka^kPMyb?}&Ui
zYo}U6HN3l<jp)adTmBW$E%jYWOR1X(t&l3$#9K=UZEeIjGju;nPhl)X-DMQdI*8iG
zB1qQcsch`*YFXioE6+3!9BdDk0OGW*V@YnTqLoxer=aS7wXx#TvcYX@0053Lib)+6
zF={m<1dbt~NZJNz6z|4%{{Rm?>dvcoD?CxbaptI8WD4lC%>vHiSm2RNWDL6l$*MY)
zf@ylWhRAumU@7Mma@f&gsm`Ul9K<%QB<QXf0!B&nt$ltA9XajBpCd8Y3+J;^!KGhZ
zO66cAuUe;cs~y2f!vZ)XH3_3{X&RGC_eg|Gd#TEbS*3Bpf!eHE-$`ewA-c)(jy9TI
zHtXzn>ohBjR2S<d-lHUhV7bm|^0tB6QgLfS?z^kQs$2$G_yV<jE1}q5hkJ$q<ApVa
zXAE}tL1a+*r%QD-S4_6V$DTN)$kH;MH_7bjI}F$CVztyHjsh41#yeANG#k6uQ5qga
zSvpMZ0lSt=p1k*~R-PekJjbzlQO#Unx|HfvRQX`;%)7lFYdQR>1{`;-1@QK)mOpD2
z@_8M10a}_h;_IF!wKqTr%Z|P4=-BKn4xTMUN#yLtF~>^guUSG?M@0zAalFrwo(Fe1
zIr{dcg5p>MDz{z@be=S_gHQ2I)xEQPo4O9w(C8i$vug#K>37K>$gY}c%T#k>u{7}U
zypJ)H=3;ZrU$BxWp=_U+inZcRDKza`NK=8-3ZrkPPdF@!cGR^b&6QY6nwH6wW;vAO
z)}@Bn$r)xf70gcz#av*DdQ8DKgHoBgyN%*QxWy;Raf4P`?rCG%TOzA4B=gp;!VzQV
z8KezdhRT1k-K2za4Rl(LzZ~{vHR@Lt%gh0j<)@?stt(xb)TJ4<C%G<}u-_+{(>2*%
zO>UNKPBDxM;K?yKBZ4YdyPj0q%t)l-O>953l9SmIBqr|cqK*r3TW{h204m>pdBtJa
zT#I{!bL(5zI_kB)0pyHRS`k~?xg`Sw?C#TfYBF<L2Su4--bZRQnULRxd~$26xRxb|
zv0=9zDv~p=h^YxAjs`-}xl_g{8{3={S0+`tzaVg=*5n#|QN%X^(v_@qPP(R(XD`S+
zij#OEv~?RbjmFW|ool2SS92Uw4{r`$X&GzD=B60ND%Iwk*6X=>1FdG4BCamQMXHOM
zB#gPHc~qf}YCzbhVzp!rFe%Vo%Wm02PJ9}V%gM;3_a2f~kz#F1d4?IPy2t|pdeZq=
z9Eyd329s=Yj3c5tYb%v#0M9iY{Ojcr-ms#b<LGJ4E68%jmod(;_MOW%R)*?*pmnaM
z*TY1`l7!Yjhvh`M8?n~CF5dpxEr8>tCnlbUotR>3(rG|{!TmezUOK&PxXzyA{{SLK
zMQeOFxQ<^O-H7^qfzSR#j*8~3@gC+|IZqCyEzb#(Ie;;kfNuGwfh>QxEUUY{Zd==4
zc#iganG`#P%eO!)9#|t15YG5o*2W5a&y;*qG%|=*Z{3nN5Pw?JzqYiwo*`izlQ3VM
zhkC_TRRz@@ly&2+Z0S0U-`iN)MF?h1xIGk9*onugIr)=pg-F_Z8oc+B{{UvCoGXpo
zyOUZlXtx@qv&xH>h?6Vs;l7oYi*0WsZ;hL>jQ6DUElp2OqFlsmm_{U5EWF~Xe4bwl
zOLf7mJuO=2R8?3}%kj0(0;}paFJq`QSXO1^?CnizQj${T>Q_NE%Qn&%XFYLR7FVLi
zQFAj1T}Bo%b6I7XK41vXT0m9EBr){@hKrO_H6;UB)DdlM(ifAegTbgSttHbgS~*oi
zuTk2e^ApTZvw4BN_~xxyJ*mE5?GYhN{P{UGHYKMWR;#dix4N|IrAzJL0l*bCxQfeA
zjW69~Me3omij2f=H5Y?P^DxKd0P|Je!sTzi%^)i-aM`Avh_ae%V`o)uHtO*uvWbiU
z4>3TjiKiw;`#Q97Hvs|dPy0mLbd7HefcoTjt2Z!Qi#u!g2(2O7fj;s4DYi@^pp<t(
zWhKs@%J(K%ZKdJ!{6eLJPm58O<LqIIAj+$CHJ5uW+e^0SzUAnx)K!}_OC%Rl%vMgZ
z#=Thk(Q=#}xuR2&5Tv6PS5txqK~cKKxeCR|^sOstPN}KH1-xXFji6&cT1{5iL4ISJ
z*<#vpu}@mG%8cyn%1~UY95f-vrfSiRCne&6qabmE-l|-WCS&Cz#DsCUQxfLo21BqO
z^=enqjm5oDGPIH1ERzS@k(2FOw=&q?-$J&qmKYni99C}kn&0P?9QLZk84l=+0y~PY
zLR?d3rPYv%>9ZmQ$3;2Cc771?)97-f4x6n&<S69(*Ab!17`uP8L?yx#l4{+)op*9t
z=F%__lR}!=nM+4!_nnuFJZL;eJaCmMY`=67&px%0u4tB)nr*c9(+$!NLFTy`R&#gd
zO8ZzGeJR&hlSbk%v>8<gbNs2wakY@8hn%LGm5HR1NjGjqR?ps5sIE**6E5v1M#$-1
zHifHMS@?G0XM!i3{l+|+%hL3Vje71!gmmPRI(t?e+JdgRr75c<QnZ!fSq-!TKnE_v
zr8e5)SG`%lj1@WLaZbCmds!w=G^t(+j)tPJXkn40xQ&}5fI13kn&~LH$EkNxy%+Pm
z>=S-5fxs1R8*3lzH<mfEb~!mX$gEi77gr1;AStFuyBNp6q5SFdEy?ybNhhgt#>Ved
zn8R-yJ7b<|8{0S2?o1QMwZQ0V-jMo*mB-pGLm?pN=~eHqCA__9XKn6y$?ZucxRal>
zv~@^~B)&-@NRPV#OcEqV_iRJ=JuAA8SkuphOeQFnU@?L@HG|=;BHL8d8_!@PPDrC(
zhB3shS;}#>iW}ZbH6CJy&vVU9Yjbeu*5-Ct@yO~b$BDG~?6or#0|-FdLC~*Y(~aA3
zti01niB6QM#!s%qnr^!$n3AMO8JmFE=BV9#*8+L6#m?pit6SP!Oyoj^$n>bLeAJU<
znFV+t(QPhhsmGb}y;;<1I=!XFixsuKzm`|2rg%bYCe;tySZ)3t)qt#~%bvAf*teU*
zZK}DO!v5{SGrjSh^^Edc$8J=zkDG5w?fe&`>967OaW2wW9Fy9-O6j)93byQZtCsra
zp>1qoig^}4Ow>zOX0VPF;{~ca+p!nhWQyJKv5pv5G2$2|x0*M3ONRCBSr&S|)HCni
zSd-3bZBJF6@?`TDg`-`JY2j*9t$vL3F9nOwu!AZ6*F~)TcImG*_^litEHJ>SbT1Rz
zMWrG;1Z3@5minYuo+e3{fV;Rg)1|pjDl}@U)hbFhw#TDe!jV9V0Kfvg&&866^~Wf1
zK?fD+^Ib(9v5>eZ26J9heJA#wvowR1EyZbC+^HiBnlIZ*tkKtaUCg$|R>>Wd)Vj^B
zytfv>U^_4*53OO_-N~mye4;=Dy;6qu^HIM^1AW6uNhsN!KUbWp%A$5hv3PRIH`tCo
z=;`ZSTiU|W71{vDO7i<J5lLbZvyunQYg~LofW%c-E-MPKlX@LlWqMSo$`vDb+{p2r
zyIMgkP__&G&?|*s56=ygNXgfbPg?0@)aKT8o%1Ou4;8g1mSfn!ZN@QOFoKfQ;;V^x
zS#rg0aau9IvX2(*z#i1MT2{5IUwNfVoQ^%Kt+aw6D2)K*@m_<XXwlomC2%(pT=kq`
z)at>yxSIE-j~^N;+RNr$L}M|Gjw=d#hrQN+bTR?LgUx%di!`WibjcV-Hv!aFm+4v(
z!Fp#SJn>aS-!Btv9G|pzeGB?#hAkrdOwtCFu1Lp9=j4f7Q=aWdBc*p2k+HL7POP}D
za@$Lo$WV?CCbykE4<`*>u4<JYuc0P^zF4GUp?Uo4mGKUl8|vlA`B>!OSEAe5i)cty
zz^-pvgiUf1HTlV|Nm6m^sje3i{;=h;W^^7K)85a_2zQm>*BmtanXlxwfk`2{*Q?p-
zuWw`n@^<vDb{LY&QIXX$S*VhfQado%`Cg^9vCAC`P_X^{iI6+h0dbp#W?Y>5SFX)&
zw{{GrP6+Q@Vt8o%waHLYn&z>t8#9eaw^K_TwcYfSCzc5d=}|`nL;}a0R;P$`cd~VK
zA1SO~v&pk?CZ99vdbFnrLz+7>__`K~j}Z#!atN-fABtMyX@=Dt7Av$ra4XMP$W9GO
z6O=tTtfdIfS7ypCF}zu$aSh$nvR_XrXJfdNT^^a^acN{Al{YdB16;(~ffn9gdXANq
zl3PBex^AKHob$sf>eWqMPf~41P<iD3BVE>w_EDwBfVtbwYs{E;6=FS3>KJ^qkcFte
zw<i;X_K{GFwTr$YSf$knhX*GWuci1+8qd#|{KRAm<sy~7)Urr(&U0Pdej&F@00VLt
z6`t%^rCO8}De7^WwWryynl&5>ZN8m#GHzIysI3@^>YBpu`>fUKwwi6Ny^^9L@S{9d
zl<B$ZV~fmwtpu9X@d=@5CfMT!rAa_sS4ZOeNRv~<LmBH?w)!(XJDaKLOWDfyM{O)j
zB?UQkG8+#4Ds_!EWKnf$*79Pa1@TF%J2Q3fYMz4{KbYc_!rOC8le;FR^9I~zm61)@
ztgO+tM+U65{O+4e98^T9G~l2Ls|m$1B9x?x{)aWtMXSVO8@hp9^DQ-1fIgHYMM^QL
zxv4$hpKu$nJXb+#%Frno>0DqewRYQ7mJTzKOvbhy$yz4vq~q+Zlhjr<j+$<qoMcop
z-^p;_G2*wpJv4uGoEn=MT68F~33O#x&KH`%xQ(HdraD)pOXLVkWN<5oyo^tL;d&EI
zYq1zSOsDY~ATg;|fz5QbS|S+1VO2FvEL$OU>0KXJnvXHiu~3xx5sX_j#!zX8aXeGP
zIONwmX`Na{2qGSo;+P#N;jzJ|76zw5U9u?Tc$_kv8q|+koF>x8rDhNhN;Xi4ojA{Q
zddI;Vx4H4n;d7t(mcRatj*5feK*x>mf9x9n0Qxd2E0(v!cj2O=PRQdP-%-<TnLcRa
zm~ub8Qb#3>dOVAUYsq*6`?cQqlS_NFSOyi;<a<_hJ`J~PC)~%+BZjS>j?DRZW;Ewd
z+EjLt!%wH*T4~84ZLm-CZ3mN&{{UT9RwmI`&5c5w;0|l3y3lT8l0P#t#~J&*v02)U
zq}SJ|k=lrRDglhrx_cglEJP<A#M1Q}do3#PdD07shSfpS9`xDZ(j?KzLm|BS@tSSd
zhwrUi$Zd-va@%<Zs+;MAk+e4IhAeQS`O>#?mn{A2Y^`x()^Q}J;1^+?qk^?(MVC)&
z?CNa(RzHWWYRjm9!a*WQcW4Z8t{I~ktbgp-=eUsDkddhVDt3Jf_KH!o^pYXJv@Ehs
zYZHBwf6C4(t*N>4<c=t}=dMLxmip@6Cb5d-yeFIvhMfk9bvBnJ{4*-5{pIgS)-&Z^
z^D|>>mAM5tkvSL`#X9mS#H#l$3rWdfbBeCfusJ`)-lml;#7pJM%^?^di~&+>Zl&ux
zjXuKSIrmK~AkWG+jMOi1+McE)$wKX&*~tQ-TX+m0w)J9pW73H34Wq~*J$T$jD-hzI
zt8(V2X%rVBAh;9pmM8gDdyA?3$lbRA82JbHew73gt4yX`mCw!ZT6+EMrQDDuq-v^*
z*i&NJsIa<AS@iU~YpEr@eq0)%bEjR$3S7vHBYuo)O6N@b7LNtcmoG0-o|RdzX1Rtq
zCXu|9Kb030X4-B$5m~~q#McctiP!Fq<kClS(_SR^U%fzi-Ogz*;)l;aWZuXJ%uPPh
z8+%lHncob&EO_LacOSar&D7G@;+|lW$Me~;e5Y^SA4<!f!sTpIO~Bi+!r<W5X1kf)
zzj(kNFguFb)Gln_NrpJ%G0qPo9ewGisGFTTF6JSF$s^2=4?wjvcZmnwUBvp;xO5x4
zs|UM{07dHAtk9_(fH=rrPCM1y(KyQdy0l7N<U+|710TF8=HlwrLKz)Y^MGnMy~fpv
zLdH4@WRErDg2N`4Fk1fr5wWC4Wp*W7$rv#Nf=_y@9e`<F_X7eRTiU4s_I?lEp(k}E
zRgS~eM@ml2jz*o+7UjT@`8g5Ru7|B&=~nX_Z@S|LHCdkC>S)j=z<%+oSFa7EUuJ*@
zRv9GJkx|A=k;dfOF^5*xk#z|$j(H}vd{bj#4a_iUs->TT7P&iUm`S;bP&yitE6HKM
zS&@snoP$lKWjY_d=Y!ELjcbnz>NZve@>K|+XBE$LzbEU>cG|a$mh($nSA?vrxMEKf
z%`3z9S6W}%C2yR9bDor1=5+Bhrxz;G)$Cy3YLm?zF_*%s<BE~(tro;fzxRf#Nntei
zO%=KsFmaGOR9BGAXhc$i2<=ThY;KfYqZeQb@}b+(onrIFbfFlb&nBzEGoyez)UsS)
zkh~hEYbajvE$SDJ*Gf!<%5$3Dm&7t$Xx>nVA1(`43<BMtEiWxoMRVsw(8u?BRjZtn
zrwJ&h9TBbJjat^!$sFV%W1Ysc^|>Lw)yatbgz|lBE^9}GhCM1l3+)UuN$p^b2*$6q
zi`3{Q(ruSc%42ri=CE}8DK2jIDClXecRtOYVaKId(zOq<+!97}){;Y1=Lkz($+bN(
z?S|}NRX8G&WMz#DU{;Q+tF6-cYAZuZFs+}<faG#&t#dV2q$&H`m~cboPy4~N`Wj2J
zWRL|FcTm}Jc8M7o&nC1Eo{I?iMse1ahbq3!sXff=D|6(No=;k&WN5BPL(uiBk$H`D
z(8hYy$48YzNXMr%#H6C%JKR}yd$xc?Wn#GLRqU?}6B17ctw61r3Xo1Ij!2U`a4ELf
z<4!SLu|}Qlq$Go4j8wWM+Q*e<!6vegDU->lm6=;B!KZz0CqfPmCs})`qD8beO>Fot
zLmHf)Xpm%XuRR6X#^YX(;4N}1Fkp57_NknlnaNt3qeaCn8R^mZYTY3$BLRr*UR&bR
zcctnss^wR;dWrEg3vO7j9CfcB@s_xnmY~~CKsc=9DIz8Hc}hOTU%5ulTAn+|<ar4S
zL9b`fyjyEMq+#VyLi*Rw=1dZ5dt3Ptu#zzP8qTdBXzz2X)1@zINuJl@-xk_OYxaA2
z1diW(2C%fdi044Sj+N(6Gcnv)lkZln^{Fjb1v#$FJ5<$~=jIeAj9lGO>BYFmYTD6s
zMVtv``G=)(x+7m|p**<B$*)n<VS8&dM;llUX<~6YS|)i$S<hFVs=bPOu9FYgq}ZSp
zQbl>ijhT}1<dBk8k6P~hRjs9+vs=f^&N0Vo;_M~}>>ToIEH}R^$k#hm={r$cnvS5x
zcKTKnIzvsUnH+JN)@#VaDh3;g#dUf<l^>L{NHXV|>#sDC<mK2pwOfQVxrrW^JH@qQ
zIH=?B#O%cF1M6M-M2au~sBRZxf}*(nzcz=^$A@V`H<Yj3@vjzXFB<u7nZ<K9+DH-P
zsIOk}6mi_RLZF`Y%FU&OQ?ypRj@LYiV!p38MlWN_H9b5n(elMmHZB-uyPZ=@Z?y~#
zzSUA)9!<Fmnk;&-$H$djoMe`5yV|R|lx_z~><*7VJEQ$7sqpl<EYZ`mXIjQn{$rOe
zPf<<VTQ|C6Kze?ao-Ns%fzpdJq7_t?%H=qrLFrZ`w`J|cMpTa3rDSNQeTUl2*0ZdO
z*yg)9d~6cbDI9@ZM$@>QQtbI_NXf%QVTi+1uJ2JAbLuUqY6f{v-aRXzj%fUW$mv{S
zou@TvC7p&8u@$W<oUc<l*mUBO=vvfD%{~{NYSp%wr7}lRS&A7Y4B-AXvla3zU3*ni
zN=>;6s*;LOGIbk8i=eF3w~|bND_ZhlG??vIEhCK(916-*)0ety?OY*tbI)$^bq1Ti
z6~Cw=7>NU#$cD}4ZUto|<GG|Nrmo7t@_JOtK^)boG{=oIR9qA|^r1^bMAWt(R2pH6
z6xDN@mvAGRdNGg{BB!;vdv?m2LID(;1xrJfnzJ;UR+-}3TdhNHI9r8gJ?fsqDiTOE
z)VX#uRO4$TdK5DwM5P#X=CgH~)9m{)2{p~Zs7(;SYDsRMQ<iMkZ1HMT`A!&Mxo6I3
z>6&`ZOEBWLWYb~tc7?@I(k_$A+D<E7rCpgV#d)o2MQKl+Smf{RzRxiWRhBkxaatGh
z39fkcr9=v&iY(6P&8TW;kjvCk2CLJev}EG5yWn-8xJ#K_^*@0JJ~+Mq0I+NS0O-i5
zrT7sWFO9EBAM*`={TUq<%~#?*96P)Yj^)JnMC0+L48R4>25OD8qZ_wot~9FKaBAfF
znfaun%Wk$h{S!v8xVI8YitKqgtnU<fXH9fRg%&vh?Nn^F8Evo;%}+hyxqP|F9ja)-
zxgML$VGK93j6LHuEPR_5fpS!j&bTSOEppeB75Np9YV@+h9OPALkPM${>zpik_)KkD
zNvJ)~Exyrp4JHPST=_C}#a7(*`b3bMQmp6wV-D5oWg(a<Oo6~X>csXImoOM)iZdAP
zicp6$JJxdJZg}3uibrn<vXzWmrYGe-f`zfvQo-a4Ah+m!E4jGvi5I0I1Vl}5+-Z=*
zqP4c%fVli>y^YTLnYBN5E2})aNwTrHNd?R7VbJ!h%g7;)`O-NFi?Od-9vrbcF^s^X
zK%|!Mn&PZHI^$OV07<tmZVhERe6Gg$e8!bYPFL9E=6<Q?F--KO@{v@!hLC!Zz^#3D
z*34WwTH6#k=qjAH*A}oY^<|9n$gGb_HI$;7>QfV>aI|J2mgrAvjV+y{X_RmUERy-o
z6and0r;bZobwY3&gIyz|+^T1uP$Fkyqo6&jVmsSgZ5i#}Fw?hue_F_jDIYEmBBY8q
z%bzsoG;)(TsXH!)jiX$ypDV`@5S|MW%|j)O_x}LtPU<^U4{;(yV2(!ev&z=&I;EAa
ziRCJWmAz>+VJS`;!*ibUQp)LBoH$NG)OS~HbuRZ9JqA51qSEx6d%J0F?oR-5Sc__Y
z(IklxXwkALOwyfbN#Ck2rmK5rqZ>E*VwC<hYr?)9gI<-|dw~+C=4+q3x{~R^eBpQl
z(yds}HJnW(a+EFUPR)vRnu}E3n=NZveWss%BoVgoy$xk7uMarDt9CQ2nv%WG&V{)q
zw!A`g>8;T$_W7ja0+M#zUeZ+gX-{7>npP6AE^|^Puo+-#<h~!eir7qe<2bC-Gp<ze
zinS!o)RWdCjP4+D=xWa47zRU=Rns`lG?sV4r?^?OVWp0HK^$v`J?fOUlG<&M^G->`
zC@?t{cG6*}%&^JARog=cdVYpWvs_7*9M$i)%>}=dlCV!q)%{ycg4Q7<M1$#BEoX4?
z@ACdyEn&i>DkaUazu~Q33sWl0c9!VImsghCRlkiPIRmM#XYTai)r(T`x0((y=}VT(
z%6MfNx{-RCSK4HDv2R1jtn{$Bn=&kIw0Ff!*Y9y6$0yy*c9!i3w2UYLK<2cJZevoc
z=qpQhdGzYgj1WPoZ0Fg?txZPH?RTzFe3hR)lUt4|ZDw@Fq$aG!+}$&{T=7<f-?#`p
zD?7@QJBsmB2g2flxg*e?7}c1Tq?r|ZaZrg0)NLtt#%YN~r+$RO0^@dR@y#SzRbn$v
zj$AG&PzNX0ng;dQf+=1p!;_wKTC(ee$ARft?t`W&qStUI6qe*lF_Y$zrK8S|d%ce}
z(B0id9lH|1<YKsR8s1E)#Xd=<kPXa8qnO5~7Bwn+M$O9zW0l?e=A^y1QoDA5O=oG>
z>i{6trqohdR8qa!oT=1|@6evlNG!Xbr9*#cwxe>4*FkMGW&wlRvh`<IO`^7O(&s!X
zP1Lj4!r$g#inD7xmhM~<4J=TAy($}pZi`tocfMJBtkIiayJ-BgG28X5volEhi6qiT
zWh{dvQ)NbkV-&0?Q>RW=r(yC+cHo+h3y&^L)nd%&6(Xn<8uBYx(re&SrP7>S>M_Po
z1oW(D&Nwx5Oq|-?$0#`3K_;7e5js|;?0qTW3n-w|kgAO0x`F`3dH(=|d`S$p=$pag
zn(W_FfnzVYU<%}v8h2*7ekzn`T2EASJ~y^akxjrOsr9cqp6tUZE5&r)E%7WDQiv8n
zaBGg9Sl{N|U07(?@NtrjY(tvZwPQS!UMsmc2Q}+jCZ!y<@u?$l7_S$%yI9=d*F&T0
z#7GgCsqAZ7iAzRj8r3lJRUouIh|G$+ivTMlP}X5kQ8LE4*)^AId^Egctz&;{#U;Ru
zHco3gczCCFZHmvT*N-g-*>z^im${Lcj!jyJNqOVTf<Fqiq1uVab{{Qt%8C>!fr_fw
zj#p@tmgOH=kG8AS^L<lDSY-tB^%Ym_QMMNq-|E_6x`dS<FzH<TXm=4uzau@xI8}>R
zXErx2uSTPcV{~R|z90L1`*z_Mt5-nY3$SG2K5TWZjUL$`wNRr3^{p!Bsaf-Ad-;A<
zNnzJIyJwO3kHLir5yV^50=R3B4oz(Bx)vXWeI(GMoU()Us+T%VmC`cF5|VudIAU6Q
zol?uJtruhFrqj2#mJpWdz^;!<_+vJsYv(!IPas#IT=-tn%TnABVU9(1I&?`LvVaEy
zw5wHG=-|V9S=MxAqDRdhB=CjSgFe?owDdL2nAi+rzLN3In;rF<hEQ8I=I!AaFwL`?
z)|=-+TOS-exh8qUFc~FO$5UR3q-Yj#TO&vTBxL5XC(tIhyB<_z^Tl)##c|{=<tu?*
zxO#ED<Zxyfk7)($rE8TuL7>|$p`H*kT!dOx-0ij~*w<$)?<remVpN*ybe%3Z<6J1|
z=|xCI%R?oNo)(%?cW02?==YYNG_jB>IPU@tr?q<?v!=r>yM|HHyk}Rp7T2zzak{dS
zaMd07EN9l0q$SnhkYH8aIhV`EIjkZ$=BI+?p*$Mqe(~Qre(jOa%Z;4YD_VK?1SsN_
zwG!ZiR`jVAoaE%1Qd${BPLx1stFzw~nR#Yy&mAkS!K|H9Fk?J(P?<C_GIFyy#V5T;
z8m+@+xB|n9S*-$(mX2e$+9p&lO&}T>2s8w8IHKiV!*BqkIi(<uv|@{theb4z9I2}<
zsZ7bYJXJbF$f>z5oLjpl5}n(L=B~#&vVcuxQida?G{R6)Rz{Tb0E7cfvy42P;;0rU
zsjGIg1Ytog9I(*!&w{~M##exU&^`YE^kj5XJ_)dI8D0_p06_Qu0MU`rT-BGnc3|)9
zwKDB5_9izPc)wuzCyM9dk+*Qi6>Q21;B~DzPm`7&D?@3urd7adzo%-2xh-6Lo3WZ?
zT8xmLqcycDD2d?XDCl}bcb;Q?>XvCTgB`1l)Ad~7vBhi+Q8A3?H0L|B%c+Bu9)+o0
zkd_9YXLjuSSk_(6psY9|ppNxdoZ_(OX_|WnC|K(j<wY`i(qt=|=Ht}Njf~WvZTXKp
z)vAoc>WxU*XJ=JR@GC|uWb#xM2D!Lz0py-*X4g}TU`KvyT2oF|k(GK?EYwWxL&COq
z7m0EgX<kpgWq6ZAmh#<gts&gRZ~(5JeM%kc7;t@SrtsW0_bk%w1(%L%D%`8#JsiGO
zs?>y8;p5@Xv1(Rnt;(lf1#|kylkFzmmzenGzP6g)DIzhj1xUqt4zb}&Ce>$VKwCA0
zWPKJkqrtU0j_C1_9vJbA3W1!t=DkN$@Xfro<q-fNaf;wCv}vrT*y=*|HFvmSG4$)N
zGK6a($UP}tQ3e{MmO&WV+;^x|eAfA?oxY^jv)q(;qjnLVqPn|l-98N{LI@Ht!)LB*
zl}SF%qz<N{0i=E8(&g%NRidZ4(b#A<_ZK1D<w?#dd{3Y)q-!m@{_h;tUB0h0Ge!e^
zsau+_h+?|4NK|C7`KfZ8v--p<C(z{J{o0mciiu}qIA!V%MQurK9n4Cr@{?5M)0)}0
zuOL-4cSfuwtc^RJd5x09Q|HDrQR!MVS5cdZzHFYAhbH+L=OVA$>T=pa<)Nvuoasss
z{nt>|EY{BBY)7wQS>hQJ=42pNjkLdLx$`IahrMXtye(=~K+ZU;Lsex?(0iQZjk|$U
zTgqW=%hr(D$Oi9PiHT5Gy=a-!c+1`BU0p@yx=%UDKzr8gm#`QJQaK!Axg|n+)X2=F
zbHJ)Zy=PF9Z5K6)BA_5BO6Z_;NDwKBbQLg^&_f6i5Tz%fNU!=x5tI;+06_>vN&*B3
z(n3=dkPblz0TdCD5}KkkmB;d)yze>Z`~GC+n#^SG%-nnST6?c+ExSR8=H^!B$%A()
z%4U7*;O*o_<vvY|_$DE$<om?<BpdppTNBJ{7b5}6z+l5SzWz6Ktw=BKs6hF}lQvzx
zs#jPFm}|}y$mJ!%q~m96YFO1Si~f|%QStPMedqVFa^1zeYtV=_+%AbUfAr;Pcq!IH
z!_VoAO1)6U_r5cVW!HH@c?l9m-x1RM%wROE+}_D$8U3A?D_p<Evag70wydB2h5W!T
z)p=cC{yE=t>UZIUnUqgj(kBRvOM>@X)hw(+!f;31@XBB+{gVFYszD)OVMIFsRT7q`
zB2{5_RS^*9_vh`!S@Sq{so!l)L8VI;z`*ht0fqH$n9pe~#Ki)T?<{Wo0W#b_!d4sK
z6z5;*b}}dhx%TJN@>7}G2V;)m-IV;w<ry;0xU&ZJ*UInaU=HGX#{gn)BHno)C$bb`
zCcm^lThxgPI;>Ao%=jqs%RO1~C=)y!S>KTLIG!8_Fx@zHc9~-RXkPuiL+hgjZo73O
z1;w3!lW%2tz&m^tjC_{4nk3f{Md3b%YOci7N%a7(0K9_ISDjE(PxL9{vQxU=fr8%a
zcDa$-*`T=Jw`v#O=j~5uc{Ep~q}VSayljof*UfYD$?am(Mx{QTAFj_RD}<~dit~-*
zs!zvM1%9R;TsFBU|LT(aS**3JbUS1WoMg|N1k#lNON^a4wG(syTXr3^wR6*k8S?vs
zt+m!*V1{|nx-#wkmhz(WZ96F6W!AX|l|t3bmr_K*My~G-56*&K8|kl*lK{$heY#_2
z{{gp<G?C8NoE+iA4^wU2l8xUGwY02Ji(_${ZtV^Hd!h7E&z}?53{NhtEVgL;z9W`r
zv3n0&ZbBQtF`S)Mr!9g5>)xCHweH|+3%tIC9K(-x{5zM<cy=_$YrA^>tI4jy@vC>I
zfSPyA`1P}tOTeA>ky(+1a2mmWK`XcCnfBCgTe$~8x%+hnPjFS5dFPUbuuto(K1U8+
zO-541#yP07gRnRx;;Lj1(I7r+zM->!2DbmB_`}UR0So<y5EiC!8SFSyn<o-USX$nt
z6P;0#RwNSf=vBx+4j`lc;|B~5CG`*XTxH$&S($q1<4#qjagq?UAbxM0J%(?BN0jfj
zFi^pA{fY(Y;tdb&^5qh@beL`ZYVu2}gCKox)Z}-~ci_OjEmW!TAKZPq?un3>#Dz^s
zjHMMJENQX52$t?TjMGh+R=NXx*UNPq{(T2FyzzH5@?&ei;d`It-AjEa@<Tl?$z4Iz
z%A0P&{=#y%&!ALw`u9@$noHMR+<MmGl>P@rKVl6PX6{zSV!!JhiZ==QlSdk9S$I__
zXdkSfb{%T?IsEg2!(V3!(-(*ZDO<Oqu&u50>}|x(o$)VOGf#1M<O#)S6T?bRF)2Q9
z1A<!rc8CA;dHcXpJ*s!)yx((oxrnQrw<8o2TAyIbZf;HQ;k1l$D-#bA#V6yu{=i1W
zd|LilQB<F=LdyJeK~v|Guje~w9vF)Ls9*g&Q4ev`+u{U+(v`JP6`H(U0Oa!NyM0yb
zFzP*ibNplilj|OkP~pwajTRKi+tHbMd3@M?NUW^%TFd`y*=qBX=RaHuAAbBv;oL3%
zuZ8Q(KMKu{dm=>lZZDC#s*OSFYMHeMXQm;wtfQ^TuFhz^u`H~_lCx1%oxCkI$<~$R
z#5lQ@66j={F~F=hxf`zQym`rG?0r_CLEtSATSUil0>H`FNe|Jz$Hbi20}KR6e5bpn
z1&>`f@Tg(7X7jOW;8zge<Go3MO0G-EXp2jhlv>4vH!6w1GhcZ5XwazqC&z0o8w{O^
z{0{y(A6tfv?*+DhTkM*(Ikjew+DD%{t#eZ_@0XKAO`x@~n?W#4s&Xdeu6sz^5niT0
z%tLACrQq1}(=D=rSKRlmnjuPVWOgtew5iA{rN11}Zh6|CRR6kw+dLyr>}+@$f!X}}
zMR2FpfYGA0%IF8RJ=Z?4v`VZrWic5AcPank_T);Ye<<?#0s8$j6g94TDAI~EQG0{T
zGO)J#oW%vQe5YS`%l`>_{=s^8Bw<6Y;Y!U`;M@z9C6Ks!PQvgF{6ZqsW_>gsTvt22
zmb9csSrGD6=4Rn)KX!G#jszTLeoZ}i{`^YH=cWepW88#WdOwF=M_>#VCe;Jb`T$Mp
zc+^bwNPQuG?wGjtL0$BZz|i-WUzp9ZDv!KU4FJJC4KeXZ+WUxnM8&7bTP!BT0l{TY
z@q1L*$%v5@ONzR6R<+Pa{+g2m2Y$!=y)b4gy!U38KNYUqM9~{j$U67=X4$@d7E=9`
zBCgw~Vywo-bQk%x_0+-JAB_uIsKHBh1mHnjrxdGfj^82RnU@o4GyU2dmHV)9^&7=m
z#L7E0N0vN#6}6^TC@K7_MoXt3Q6$I2Rml%&elLPb^V&7d&vTugeaV<#b*f!H@{RaA
z6FvBa=DI?$?263HZNa5kM+mPvY>pbV2CJE(q>xWC5)A571l-RJoEwal3e3ndPx_%&
zSLsYlL>j>}ItOkEswl2BK?bP#K5H60&ZV=K=B|>P;2AdsA*ima<-D|pj%RJpKVM4<
zUyHE*6po0#j$(6s@2te%7biL1%ko#OSuT$y$;X^_DbfQ!HvjgtYhwHLlU>-cyT0*r
zF5e3%k5aNgL$saMHhptQ%b9fLV~B%>IA~Rz_zU`k$M7ay#`v<Iy2bIPJCP!;87h>Z
zcej*S$5O&EbC){#*<A?ZX?|y*(-V-<9vUA`T*q<53DhUBEH?qIZMT^DTklxSdmvrz
zx7D8NBR{IsEoCqzLTavIZs5orTj`$)kXVn04m`f=%wk2qukev#kxZGQ$I4_s=Rv3=
z?o;~e%;b#}nt}wh3JOeq!C$x57{Y^vp8X2j7T-{-Qi9J*D6QHZqXx6(23MTyd3O-b
zP6Ao1X^7n=H`1m&AsY(I;r;6B893BicV)k1ffO`|K)L8D6k4EyCK{>%Zi?btK=eCT
zS*%cqwPE2Gsjtc;$A_qnKbBt{8&4n!gs#F{+|S~DxGcKWpC>IB=3pDJk6h1UHh#t9
z{#oNAWxkco6YFaHUX%qqcSP<j;|vni+~miF5WdpRtuIS>PdvCM7*H21PDLbxtP4kl
z6DmzEufyHP75`wK)r`iMV#^c&=Vh@CrWAqCx7^vohjos&`8);eCS4LCz-uuBhmfCr
zi1E9>W|0_X*TE7vQ0_Q*Nw7ebL~$=n!vhq0w<9Xry1fj-<L4?j&+lZNFO7w)5I%ZC
zgAO1YS1-&0J~^CRp#>-~#x-e5ifzVNP{CcIw*~CYtIo_~5$VUUq2xoqM`~ENo#o6>
zcaj`WCoyQ$*=r<FY&j3SMCDjq)zE_m^}l%DeS(d1dK^FBG-m@l@sQ$&6npzoecbCI
zv9=^amM47iBI|?{(e}!Z{!eF98?HIb2=-GJI0I*=l#J(wI_k`l*sjQ^PV+yg9aH-c
zU);nbO*?+QnEmafSa4W(iobKDf!?tG<`>54?MlVBy%z=V=Wt)|8h+b*J>nL!eA>O(
zDVXNtHkqxb|ID<}S5tYx2S5xKeb|ya6UAng4ngjJ`(f4bpx)tu-tvnl1D?marZptW
z@CE5xppD*%gju`JK$(GzG_GtAsrbX^d%QrSyb{Zu$Hbk;qM|#m&Yy`dn<DDTcQe1*
zq`Bg(&U#H#;ugEhDBZ8cEo6x^s_&ipdi|%Kshq0Q$pG07f*d~=M4_H3H35nOT5F-7
zp?5;P?xqZ2s~V5*yYZgibo`<~w;e9gV{D;sZYf73O-|nqYS2MkXH&9FA3`p}iQxRS
zG%ZKF9y!L1kU`)nC5?ME)^H!u0v7%}Dc1R*?7|aVOgB1{f3Hj$m*M5j<C?wB84Vpj
zlrPVMH*LH+=H<IPuq{0FJt&2vXdQr}?}~86j_z~+_4>-W=A}^4$=;b52X|5z`sO0d
z+j7I70dRGVbI*T1?3;Sy|K;qe(BVoKF^S%R9^MG7v}oFooI%~mX+o-*TtpU|aS6K)
z@XLZs7flhTCx@S%SyRd}Ra_<o+tgZZB7G7q-!a^Rn=V6Cq^JStV#->j`D)E_?SNe7
zQA65FP<@!|kLXl=ltw&aeVitb-Vts>A@@Ui0B_WK2X3}>s$FE$_-Wvk^6u}U=F7m=
zU5+`S)$5_z^6Y@(8EN6Xicwx=>FJ8XsXw)DLNgFIsW^@XyM&+V;<q1qa-Aj^_MiuF
zs--Z|&k1Lg?%>D5!ERi&TP3t~Y&#l#5s;=EjW-Tu9m3$g5KNX<!ht$%*l2~sYJBl<
z49J-tS(+qb_56K(atDwpr80J>zaG@cC!~hz@pfYeBNN2?Er@{SdGoSIWg!iNuiav=
zYmE(61?n^5`rkS>mug#Qmg9wUu^}N^jJWDYsSVY&Fow8XES3I7)Ur*zG(<|A%jJ~N
zb1)~XZDb4Ecu*<!RVMbg?=Ip<^|SLXGUJZOaaR}KPMXGu=l6@RfgZldzqEQO*52@P
zGwuCYHemY;%3DFSd-64mW^g6psdel>CoeKDF?qOx0QQ4d9B%#$-wbf<6TN`?bQiKB
z!SO9p%laJ2fUaDYVBGT#4jvSKx%<@<l@T(0@TqW`s4Ld_<kP)V4y`+{<cyHtDP*%4
z^tU{Yf$z1xu2vm4b@d+0ZfKMtA?<S(Xn`U^-MZ@+<FqYgTPje8-bdZClASoV+(d>~
z%V>FisC7jx*nMr3&a#cmZ}F4qUa67x?~Dwe{5MF*cn*heH&;K`YKChOd~I#;5CXgN
zp^Zlo4hWiUyjy=jv9-NfLN=8<xfEGn_x7C2@N&x_<)Urbbk66-)wxQ8Z+SssrVmz>
z-|>vArr;*LO@`~{BGhECX(rFEP@a{4v>Lf&TO{K?oPnXfclhQ0nc)TW4F&eAPIY9v
zAheuTSN+eG3+!K-sF>%fIR$uH^A^nbMQ3xIi|>|O(Tbwah<?+yjY=T;_@quC)}q7q
zF)e+%0KM9>+xxT6Kb;#T8?ZYWPS$8&jf_3gYF%2G=jM!=)cBDba@sL}I#nM~&D*#?
zUc2Dmc$5D$;W0KSJTJ7b(}SED@bE#y)Vq;<38&e*1yj^<$>uMInYG-`&)OyCaQYJf
z^H6`^Hh~=MgI$q-k<&7ak=mAlSGa+e<`Rn*ZL~6t{;UeyGKgRru+oxJNQD7@n~vOB
zt<nKFQ!G1^KJh8V>CXxtY1(N<K%V>3tWWmclsa`%c#T?MMsQT>C1{Z%Ev;`mD@N$;
zb;Dvb!$X0!RJ)mOFqS$2%<b<`5n+_OSZhC=mq?h&2&{Z{f~DQVq2mq?>wqiZFnoU6
zV9e>sx?Dzp()7iFYhV1R;$3#DE!h`vk5dLLUd6;azwtbD0n;C`c`Kx6dWyPmr-26i
z<WV>@XgL>rbT(xGtaeaq)^S<6%5lKF5^xb>^(fFcvZe^4RpYU5gE=WEQ3X$ejy7Gy
z3OK3$I|(|o__~}XbIp~+xeeW-V?{7ij%3XgesufUU(>4s@%>rif2VMJB1L!smks;4
zSgw=i7Nyc`EH4v#+3+VITqfd;(Mv5)&vtDgJa#-DUlY->i||r!zA|~x8Fl(`H;H1r
zOeo&>@D8+#y=;FI`o82q!h&mgCpvmQxe5dW{mzc?xJ3WS$H|?>{PQ@eD<%Ksna=t7
zMLs>+dt2{7_^~w*zNHI)AAq4PXLDg~RXW)g^A0s@HebDWWg2=svKNUZHQU#)Jn|EZ
z?9MRFK{x8)M$OV;{fanrVe47p3drd@d`e8|PTr4(00jNqS`$a^g89%3L9GWi@Bn}+
z6?&@seJ%kPAh;MnQA8E@q{}U(E?GJ<!B^pUW6*cCWpb8QYo8rg?N<&uoeymIb!Bcf
z?56I+7aAmTIr-LyAC&W5;v@R14b}O|nTm;LtID6k@-KgSR{84FS!P)~ux<OfOv0Sl
z@);rM>ae$s_AKGCcGqQLJk=CqO<g$?G%{blH{4LWZev&wyuqOdn$_YIpSFA@Tdc2;
zAkWtJ`=nAJ_bC}_Wt3j?E5(^#5j}ugqt{YxMc0h@?HdvF$MB!3CwGbL`x~<Vm9ZJ9
z{#5Ds+4q^K@K@>oYdGtj?^6B>?+5`{DU(^mRZlRJ2^#X_E)AU73Gqoj_qiv`(`uRF
z^hH-gWHo*^Z`$ZCn|yCZa6%sa&DKIn#K^hut@Mn=(yqH+vEz&zX?E{-p~$nY(ChWX
zA^d0Qbl+q8^37;=O?MIdoFKSy?6~okjG4XswOrB%D<VQ@#xr^`lutx~1YuW&=JxsI
zo<P8U2_?*#)V^KO;E8BfJ29i2fB*s?G22*LsXhaqzq||f2_7RH1M(WOl0LTXL5=cQ
zdraXd?dH^qo8sv|AhA1&q*no<@_faJF@&vaLVo&&XhukF<=Vj2zsyB<|DIbl4OgVz
ziDxzhUSE9kJv=F$x3R_M+xmk%KZdB+&F1vNQ>%#M4u(w6x}$+^Y|VX7`efmb6E0Nc
z&Z4ezauL*=_7zSpT$(8hrlo(O<mmJ+w>mi%$T{?1@R$KeNIRv)d$(Ekh2h)H3fcKK
z<NbfZ9$bWAN2}*D8|FNJL-OVu+uqiADd|c!@D5IZP~Oj@X%50VS}UZqonX64dcmbt
z-1QUF4GkYE1(Izwy)Lk&Sv8ImmUXGBO?m^cJrp3gp&?j$L<#_z-24Yrte^Gi=cem)
znb9$4#dcNQNSYta7JZ%qYwxe0_;NUWBTh&tuHg*og_tg-cWDOWM=*I!dZXPkGSYzV
z9Ym45LSgvMikt1zq}{!E=O5pG3Ws>CA{){rt<DMQxKEo&a@>BlC;NK)J`V{$E(V5|
z`a}r4w`!fauhlf$P9M(ely8)<WW>!-J7B|yHTI=qzINmG%Gr`qw2Oc@)M-kFL*sB=
zZz8u0Nc*ZF%8g5&rXw-XysTjlnA&`TCOo+7qI0^lP7CJpQYa7>B`q=HnM-1AdoIg|
z7K|KJwHo$n=p5EtgNi+r_emS`uB&*SgJ-bJ*s+LFsx9-M%?WH57VK|1^vPqof5Xn?
zc=x$AdG~OwT#q#t|57G>Al+)rter1Cx-|>ED%rx*Yj?0ovs4r!x(+%VG?<f&4F_TD
zr}MdYx)rQm_#%<6F?FHCTFF?6B1*8;o>k2%Jx1a^lE%p;hQxL$iy#U{>#`miDz)PN
z`2xj9HQ;VGR5fYj`bY|Q1GC(T3>BD;HGaCO3G9?7J+mD+^|JX<xp<wglRSczIhQxQ
zI0K<~7XBON)_C*su{yZGOls&E<y?IgULwJm(W;fGse>q;kvJudc&3)OO7gclg2Lhn
z0M$z6*fuS8*@%<7fB$fVl`?T}7fE0?3B$(6TpSn4nZ0_9E6Y>MTY5D<w`nO%LhTPi
z`7}k&$3{qNK&r)7d=GbBxl{qJmbYZJ<b1}Fc7b9(IvS6B5axe1o>{<p9Pc9M+|pFg
zpX59;LX%iN{Q?=7Nyd>U9$oc<>Uo!cfSszfd%dQ-On3~Dy|=-*>Q$4ag0o@z<MR7n
zCsq4bG9)TKd3#JJU8Rd|h122QN)BgGW^zdKha|^*hG7O#w6Y7tY%u%BMLZ<%qGT-C
zqY$34uoWED+`&`l|K8nvh`|Wu@0V<md94zU?0oIQeJUv4CcZyJ(-pDeXmRTmZvWBO
z4+%4m4lSg8Czr#<F5eUS>8TO%lJG2UY1QRySLOOwNn(__@mAdFMbC+vg*1KTO3aYQ
zoF2r~9#wh?>hUSlEYV1Y@JcFOoSWG#);B#Q*x|_=I4b{KV%Qi&ouZTRz!vY~+Y#2K
z_`Icfa;}1kqeoTa)UwlCTq=DSAE&)^FR*lm-k%LHAEqhDA_6i8?8RB~bS;hBPN3Ui
zq@EXv>eaYKF{_Ki9M&9=KpMDY*CjnUb)dD#We<CH=_Ma*MwP3E{8)kFob{9CZ_wk8
zcd;#xMSpB=xjg1(efC@cWb>~`k|a~UJB)$wp}xuLw=2FRRBgXxf5wdLIbxtJQKt4Z
zc=SF6z(jAhKK*gO54TF&E&c8+CawL-DT@__Q8q2x^*~Z2f*GjfXq8gB;P^kj0rJn|
z;8*1#K(&3_;>faeEr$-8`+M`#mH^U5&vLFs3oI<B(>;0)(23C#o)y74%oG`BUq#lF
zadkYZCDIWg4%nH_H+-b=HlkZx9aVc!*S`h5hkflXZ)>M`g+Z7AJ?OMw)Sd0R2m9Rt
ztj4YT!>yDb)W_@Jl@_gvXpjOY4MP-@%Lg1cD{imSG%eo^s0RozAcYav872Bn$sa&&
zJ46vA4}R%)RYP8mS<i3{M&S+3O8-L+3>l+Wzx~|1c)7jxi*}sH1$BaXyO+9X|B=NW
zWdgtAIOx%&pSOx@u50zDf&d}Vt5$Al$7ttSUqWNRas?p+c3-lfe!bc6AYo+j<L!7n
z#qNzsZwAEDZvN3(UTl54IJUt{wGCbVakivO?~QSwnuc`zGTD?_>`)mR*%{@_Oj0=4
zO1PUsY9^el9NBg*K4%+5d^k?7Z@c7P``mY$-MVkiRqG(8%>}A%Zx=Y}tsPi(-rkJV
z`lo1ey=rRYQL&3|7}h&488kI<Qob|TpT(zML5$aeZG7azM-U62RBt`@eai^C_ULre
z7e>T6<ufpB6SBTMy;w}`y^DZdB^w;FuJba%*&;<jk6Q7Xzm?FSU)~VxX0^A0*S`&n
zN5uBfs8gZlAnn+1;UE(E5_S622e)jRO(pI@07RP(>$J@&fA4gv>9F?KrhtQ)%jF>r
z%b)|AB1<Av$78*~rQ0>@-fM|k{E<z7iB6UEP=~m3;S~{I(oov|m`ofw=S%V7GHpcX
z>09tfz{PXeN}e!=jW16e#QA9{=*q++^8w5g%yPl=hdwAxRNO}$=Qa9+a^4nnrweXM
z0@+Lqn*bp`Webng>WY@SjMGJ2QuTb8RsFE5)2<}fqc~1T>NW6k!5x8OexlVjtfx}-
ztdyo`t+lWd%F_!x+mhqe>9AZnNT3FfH=r4AITJUw$j;GlgGp?$XU`cU=SS7=XY0I+
zRRtNb4PtjtEg@T+C1Qh1c^&e{2|e}$JQj}ZoT^W`bG(EdKzB*v5LNOmn$DXrE8<rl
z7d&bGW+=N0RNc4SRD66LXIs+Y&jf**W2%pay7g)x0{BR3=cJp(@U~Nb_-jakG|eVA
z8{1%09vSqa$bk#{a)n{qd`AXz)Wgmw40n6H$W?nj+jS;Cln>(Y_wZZmG&s493?m;<
zjh@gzfi|k@z_+O<2YC!}&RKWM`3M%UcO5Noa+2FQIdl1vu?I)l3(WJDXt1aTnxPB!
zPs(Db>TTLcPd^mtx!KP=sAA(Mxm)abD;au{nDiWK^-c}9cS#q?x7F1w*WRbqzs$V+
zqw(fK5%$_R)=@|3@T8CREU~wurx+L7aq+OWa6qbi%Uw*~pNvYWx{B=-tsOO42z<(0
zDxET$qUMld@L<+gL5iV8=gsYo=rc{2p7l1I^lzMUmyy=}6{}qO1NLFN)NL=GHKs4K
zp_6~XomAy{2K-v3J0Rn6{4FC=Yj!s=^MroToZqKR`(b(IAQv9#-}|WOC+5lvv=m!(
z_;SsD-<yb!FCcN>GpetLSIFOYgogcxOW^QS2>oa|W|XsZy5BSX8{MF8F__>6RyhsC
z|9Gx#iVpxU_5Y?HALiodP2w8z-aN#7Mm*0bPIA+Ee>?)W@H8jz3X<DsrY#DdYdO%>
z)>q8`hTpjxR33Fsh-kh%ZOr38wFz%%^NXcKZOrI(5S~cX255c5TCRB>UIOUdLcm_%
zSFYi>pt2jR!*Lw|VuTu@76q;pO}pI)5y-5jxMu7uF<~h(7#S;Kk{%g|we6@B8Kl&-
zG1_1Uw@#ur>pg%My7(aM+Gu*hwLb61r)kBFfHybib(I{y6NA1RZl5{h`p*3L4V|y{
z-IGC=KcU&FaVvT>Q9~DSw+m#n)wsZGbKtH@($DqYYSRuK(`(^FxKAcW+Z)%?Jzah)
z;F(;mk<UtO3jD9qXH0D?AD=&2y^}v)1l3aUo;ltWLI+;lzKLG3a&7a-TVkmRSpJ?S
z4w)d^d2Etw7%!0*Q%zTlSUvUD9nLq`GVSU*L$RMg5>^nFVwd)5eyrAqT;}7JrC*4U
zWrI!TYpbA)K>5n!bb8=FGRMz*^u1h}rM=g8;WOTrjS-9VLE%US1F3hL`{%CJ483Tq
z8$2XktYlJOt}Bw19)(X8=g9%@I2Ar`*J_t<d32N+CDyoOdXnAQIqgGmOekf`R%@Tg
zF8^NFXeWiA_0q4d{QT8fG9QwsfzeyQN|Yl#_%lP|sDLraHrAt-8z8KfO>Eouy4q8E
z6|vu|&}))ZAN5^x%-&^)#Bwus@cn1G$}rEog{fjz9^qm{F>6~>fkY)aTHnTKPwV;g
zQZlWKoc%%tU9)a;!p4WubE(H3%LwY3_RPk6CVs$v{GR+^+iqipsPA!EQ+_DE-&N8=
zPuh8N=PvtwDcuNm&M3(a_<2?=S(R4#45F$SijBDJ<1lKzfD6yW!NV`TeSd0=8@F-7
z(L`LpWAVw=clMAj=|<kBt<dH3>?Y|pOgKl-{<qR^RcpARMCfAyQlmwAf3`5zYOM5)
zPpN_ke`Ef{m+aQ>Em0EkC2y=tb(>thiSC%;@+X)|1rgD)Z=QKQ5cC%JY*P!AS0m4}
zD({KEne&L^OjHD^;0jip1%G=IJi>Ln)YeQPnvAo2umUa|P$Sn~Iya<`D*B?ojo4ru
zUsK5mUqF1v3M6A6W9h*fvmygZJ4KZ{iE5`5D2gHc+}7D>J<sIaz2aG8w$TL0&gwX~
zTf@tsVrK;u%CNbCxp2&G&s_!t7w~h?2KJ=7H`ZEC&9Zt_O;()*gYAPfLqR~-Q7zuI
zOgV_WW|%ofm3%Xmp$f<FL4e;>&v%^sg9f!diB_|hPZIWj0?xD|@ym+iLLssklj?Ak
zte~M@O}kUOgK~o!xUeesIz+)T6#RJ_YEYnM=9E<BV5gSr?eLSbpLrdXx!`aW-cvv#
zDnTqEMq0cX*~{1-vnU9f(@LfmM2xXcv6k$TaTVLP__^NB-*3cjHpIK?|A%XsFy;1<
z+i%|}IR4s}^#ABDD673czCdq}*_f^e@z#%>h^<%bkZ(}@!xPeaRf8fRd0EvMNG|ZX
zo(uMsY#qS|K^*vzk2I^p&%g-(?3}Ed4BzoxaKoSD39vfmv3nCVcm_o=ZY1BaKl?qv
zSibn6Hmh23b~S%R1y>2?IzM1$aSxbY_#*4Tm&Fj~qkspo>XB#*%Xp_YlBp_SO4z9s
zME@rC=zim~-n_q?|ISHeVL!B)g}EUff`eR)Dr>J6H_g^ZodhfuieHE?y=OW*ugx5-
zeaU_q^3dT$tK;{$Qln@mhlTB~lEEA8+M55)U27z~h&VMr<hQFbsJZ3ZLJyvzZh^+a
zQvaPP%y{nCStG^lqM8w18LZ+DtNL157>V~~o3<i{rtwJf{Ohuy3-Pm$)E{XFYB^l8
z$@%=%q{Ol_$Wv4OE)J8;?O^;Gu<g*AnhLiWd)M9>?>6x!zvW%Vc@kYDXlivP?ra@$
z3k3iGDumqu+HbOe<tpIAp%q633xN`$(lG<C#}IEnM7>mCt^i(gI)7!{q^+^7ng?ZH
z`sZYWG{@!f@Ux<p-nRSQougU-qKk)jo8#nWxdt+#Lp~eV5+*wcafe)TJ*WhgYeVft
z%A#rnbrdCCn(TDVUxYuCo>qR6a2pvvY!Tmrju}f~((%vA@zlL7TbT^Tgqj9;M8Wng
zZ8%huOT6wc$|%;W6x1fpffYMpZ_cY49_Wd}$;n#R0hGGy@*R5O^$W`#DzfHNo2DMS
zHmVFcFfmtM#~fogiQ#z|0Js?RqedGOVb|A$Ie9{Qw*J}+Jb%C0J~t}5C0GUu{_KO&
zg*F8);HcrxO#ps79oq<U_HbM+TZ<xb3;se|+?Nsj9&6po3(3hJbOD3~JBPi27*UW8
zgn#Z?0fa!8PCb9h-X!G&-pS9Ix!X>j62|*T(HO45%Qpr;4n9?S5z<lB5Peup1;N8%
zc0V-fQgWh}^)HE&*qk%!b5~6imkT!?UTIXEA5g~pbteoj7nsPHR0WZ+%PDqea9KFp
zV+z&;9KLwk7NB6MV~!pW8Rb_cm#JR@mQ;i1)l#58FGnv)HeXINm^Ie0r}2i93(Fyk
zySRI03xVJZs8@a$kppn~P?&*a$9!vwF{UR(gkr7<x)FAGT>Hf=bc-tj^*Q<(gb=$_
zjA)5JS&j=eO+b7z^?asOAcM7CcT~`nlc7SfQYHv?VtH8s3+^k@SyhY^;4+v*D@cZ*
zeM<9+moxAlQ>5$nYO0R2@l5|*aAGv3hZVVm=Cu?wsN^jb6g#^msEj#P@ySaNOoC$!
zroz(DA8gB}LYpqe-#iq&BqpFR^Ow8rZWt$X<o4Wu1$vH-zfb&!i?H?MZ}0yM_8L&H
zgx^^#X`S=Lu14&E<b3t(PRTLuM6d&3?1gZ4)d#oGh1<@QB9ca!T}k2H9K>xz#ymAW
zcH7B9c?G}kJnp09J<NqmpDX2ol^Ac1KfuotSR;ly8tCf~nCmgc*?wGjytA9a1loW)
zgC5A?iWkB@FO#YB`ed|=SZmiaLbOJkHx+F0T<?4KLfmL3PGJx$X`rBp<W_FIB)?Kh
zw>d`YJl$buz-nU6h{0++B<s{+m_Abr6b@;us=p#y2>W!UR1mJuKwH1zt!eD7weY<n
zUdE;kzS6Ko2&N#N_c}yG`@Lhr%<U=m((Vr-nBZd`%fxYt<Bc-$6#y{R(-!vqy*U(-
zeI<_Oy`y-Pk-Q|FWWCooQi}%ubDg%F9@Zj9h+8gvj-g7?OjiIp=1nn*Zd~i#x9G(e
zy4?unJ_8=9R}LY<nZr~O#wl@KkmHfE8MEHKzo8T0OUw*xC^?@#qOw!`<xi!m9su7{
zcNQ8o-T1_K`}n_Sb0TXvM&^~T&bW0e1~7#gGO7(K<qIkh^>cZ-kPBEFS=I`OAGU6d
z(QcBSC3M`t=X|Kk!mX_sV`E;#c!)wi+KX0XNp@JM@lvim4G&|se6Xxjuhs|8+RP~)
z#u&;~G<ihW4T)%fshSO934*7oRoOhMB8g5tWjxXds+^1<G)r~WL8T$JNjaVr>gB8p
zf5=Xb15dtd>w9L5nGpJoqXu4C;&%R~lMI43jew`m9=CvanhP7FjJR{%V(jxTO4^=K
zh(IoWaSJ2eZMUqO?L3I#OR<X~q?$eYlSck=Uh3hzKAR5y!c)yfT&7|~{|1ll$ZSv2
z<XtNq_^|UOhC2~HS{ga4>1m4+CbC+Lh^{K!_jhu!fQ|P_dSBiCrF2<w`y!huk)d9@
zbOkumh?Ym~tztK9Ii73~KZC0D!2b)oQ|O^ufy>GE$1@$T_u*8_yr3d!1p-jjiX<Lu
zk>}!)xLk1m6rE>dPzQN+wxHpzzGvQ7NRzGQz|_ks%E0;wZiH^!V}^^mJC%A{;htD$
zMKW%3t{o5L#^p7=338GPs#05(6uPo=D5l5~6WGgj5&{Z5JQC#2Vj~Ja4p;-~M&l9R
zXBUGKf6ZB7ZVMj+-9%_klt+c}lQdVD9{6SAL4`=M3$n2`D>*IQasxE^?*o(`(!fQ}
zingeO=QxAidRwP<(M2ojO#Z6N(?_opbjv@Q34h_dN>IRXA#0L@1elW`A>Lv^b3qL>
zAU(p;R>#PZ#05t)ltfOdouZJzr(uo*N(M=#)!)wiwW#~}i+6;xNcFCGvUKr3T)5@`
zQ|{PT!gCg%^w0Lo(v8A}*fl%rG$Y+^Y^<Gf&ZxE~HnQkMgd28UfmCwActbl+BXCIb
zVuXu4funFer;lB5iZB^7Fz>VKS;uvrKXds6X%H90QL0-V^+3osvw(T;{7rJOozkR6
zY0Xtu5FdoH6Tmy=#**bCYxzbESdPZyZcFc*&_^TsG{fAOy`?kl@_zBox^{6?1I$bl
zekvG?5U*=7D<(MGkHM#ADUrYwGc~Y!a;d8@^udAZC>;jfc44ci036fM25QaS_9q!P
zTu7xCMbkVA;{_{e81pG&eWC@n{Y1gGo0T-NGQ7X>SWY+SimwDs^a&mrHFi1&ST+xk
zB4pM;t=5lgA>K7dnC5%{Rp}T=gFB8~xgB&?ckN5uLu_5D)jVcTxjyH<?O%FJxwijj
z9e)I}WU45us^kHgn{>DS^AK;1iJTb<S>JrsHp(fdU2P1!e3ZO6^EAI!l9nM%q)h|O
zHG!>oMZGU5D>d^$L~X~!y2x(codWLyPy(X)Sd41Dwr1cMRS20Nf>j$_cC=2ha+7?-
zWBIUnT5Zgf*S7T)EU?_s&Z4(!bS(>b)Fm7Yo6z63eQUK52p_W#Oj`|e7v88#Vz#D=
zU9wqE&orK}Y`EH5uuj^%6B&$y;nvxYhUA=_3_^JGYWu4D%sG&>T4X?aCJz9DuMVEv
zH^J2dmzdc=mSv}9vYM9Da7Rs@zJ=3`AqzDaUFHZ?VO3SkeEa0Y*xpASJpZ$tAqdwp
z*<7NkAOW1gAF8@-`-Wo7i>fbr?-XE$Ka~Voyk5qUS$Oc|y)@yYL?R7FpPf#a{T6Lx
z6s2$HG5le#@m;MXxld30{CtV>God~c!02{-J4pgDo!6@0_%@D3jg$UfeKBW)$gWk_
z_`q{BnHya6Sf8f%MVL>%6V-X}&vcGam4Le?A1pnI?}Uq8F!4DuYAxHr9bi<M`cLpU
z4i+Iu!v!lxs)SbHU}pTB`cK1P)X--gp&}PKr-Ednoe)NKfO`Yu?%`!_d((|$XPjK`
zQclfZdl-LO3C3=L@x@nz%ZnsxX`%M<nXdWll0I;KB+2G_4P=r__&$Fx^TMk1?2kp0
zTPDfY?>@+yUwVb{H}@poBAIql5L`bRh|#w{t8dBbcr;Y=ij%g;dS)JMa!;;D>~^?}
ztMbwK@oI39Wt|dK&SoyP>9Yq7YPkWmSj+{5G9<_qiDE`fc9HdUk_<`5mclsZ6=7vX
z(z)*HXz$1{2Ra)~UypC^N%{{Lfd2JQ%B}x!nM0wMdmbOj+`0ex{{!|UPS~r%Pa$rj
z=_H6aRkXEp1#Brvv8XYePVr8b)KDydc=`6$ul<Ad%_E`HG8GH(&NTtABivx@DmNia
zfgLG9itr{EY4XOC_)z-iSJc@F{=>S?*YF}}yG$w+9{~sPdStaOTA;`~zHO&NJfSyc
zw`R0QlCtO*xgNuOy7B2tgVz}WFI*Xs+Jh$*y8XvOtn|oH%({h9PzsaGokcW+X0blx
zDMm(kP=LM%watTkcJ!KEyt72*#mOm}zR2i4TtmwQ#YOf13U^+v$|`ff`sx9$=oH>w
zm#Eb#E_R;H2GqjCSvPPl7X_TmaWAF~9HdJ@HyGq1#V4mbAhydxu$FvdDt|7^dGV8I
zWs}3*DzaOXSq*Q+2Ku>qo6XY+eH!SLP#gq*hT`7dvG>-$wfYJr0@(UhN-E0=OK^dp
z=KXSM?%MLSXp5WnS1~mHxsB6`E?VmD9IhkCdY<ZMQ~ppUFu&`$VQ4!}$DJD&0=3*d
zYkM(0GhFZG!~5C_+jhJqjY&3x222dC7d)`Q2maZ(cWm3CE#B!<aPuW$dY`o!tvS;t
z$x?dev1Zy=XZ0PxCr46;m`WCLi<z@Fxm$PB?sMMXJq5yi#}}k#OPg_E9VrT@FagT%
z7BpH%Gt8B$x~GFAu`W7Kl7Zs^I80l1I5OK$NH9#bHQr++A0ue4#07uCaQAhG>kDCl
z1^8)xq|Fo>YBivTcLKVZN**g?@}E6dUqD^X=B@S5(>mb<Z&7yaY;N`oBgIC0rnPuI
zEyYe2+6KOf5Ig>^BlHE`-)?P<>RTMFSBra3Ca;C{oeBzc9U8>0q&U}qFr9gkMkb6o
z(m{A6L}qy00^)-P!1iv|K+kxYxuI__;H?~RB>%+&MfDFn0Y1|iR#-Er+b`*Y37|@P
z?pJ=~1?>dkDX2)Hr6H3E_s<rpC?Yx9@KoSbJCbp#6)WdS`jm>q^CX9`Ihshx#`VC>
zC!X$HwozB+<R&9LPKRqtr=Z$M1WrEBL1@9#fJ!|r*MIIgzB?``MT~<ak~)S^L0xT#
zr8)9$Xw!PV`VMCCCXZ8!$A^W11*UyGQ<m<o#1V(YlKxKnOqN@`+fe~mF5=8QR2;Ij
z1zkeu`bG%B+2rhbwJ<2pDQl>R<~jTn6qE?(JZeVPYwB<)rjRlrD0be0_M1<Cm&Pg2
zr~fNY=r_TZm5izXa5=oYb`XR>0<J35;#!3+D(R_-?BZgN*RH3nn#MaaDQbj)8zy`t
zOtLpK#fG6ASCzIBK6(vS=&??N3*v~k77L4zmlcW+>l{W+1_Sk_O6gwG{QgeK=nu)B
zd=Rg1@w4Fb5worE&@l$ziBF>=`;TeBmi*U}k7HFx{}|4u7itIbKLfh~41^a6gBBv=
z(=9rF8OFfpYMUsbs<POh6Z&-)9{x^yKWkge2q>spj@jPiR6WqG;F-9{Bt6`<$$9iP
z3mk18W0rGOO(G0F#7y%jB`WS?%`9EQs4rR;v!7MN%-Ek1#FIvFsHmN--IC<>=!06Q
zep`KpfMgbn#=l(Y7Pgq8Hh}Vnt*L$Lg&?W~Z{>+H;JIl73bp4tCB&;lFYekaPKQAm
zj^Xo5RlxTi=ji#>ybWd#JpxFx5Q$7nd1UBsb_LoxvQEqNRlgqfl=Bk*j7IQy9IZk}
zDY0hLA(3kU3*(Ne)gHhToK)Y=m)HfLge3#T9%lg~;kK5;9C=&EzU02^#2!P+vd#~2
zP}Pjo5WQsIk$uyMkLG#PIZ=AwO+!tAFSc4TCo7pKKH~8{ef4=nX<DmSiwPc2dT0j~
z=ElAFn#B|2WL4L~s8dOhlbujD8-k?NxE+~Y40GRYvq#lYYtVuopF|syGu_nQ6;~TR
zqCQD-yvkkdM663*uRoNwl~~SZ`X|ZN0~Kb;(KYGp^85#63YjYIXs#A!cC2i<SbDk0
z%92k^`Kd6wyjrfe)+QQUkw<gS`YIEs=5D<CYnL?>Ar8y&fBqq}J5Xb5sdJm-xExix
zx?_y)?i0z2QcmUuAz7j@k#oSR(qezQdGwMKPK#z7WPWLy;2cuVqRKaLMa-s~`_wk!
z6{i>0)*t(@PR#r|e2u*4qrj@#No9z5<KgNk9wiO**;csYbpfc-B`y(1tLr=>j@Nlq
z^~e=TkI(7SE*C7)WhAPjL1*9*PIWUL%f<CjIY{`Vd^U-*DAJaUQMy5REQ8gk%2hGO
zK*hvc)AF;Y!Z^QS86$;*MGIm3HFu0vdB0FS<cz6{jt4Z?FCw>>$-fNP#PJe@w}?Vb
z6=^R2t#D8M(UKZNd&OC2`XyKK&z)a?dvpHl5l{Ykj3bL*`@gdI!>bBiPy52Trjyu}
zyu}97M#>qMJQlzJ3ecZCh$V=%sA<-`;iZj;0?*69!5Io7OPFZyth}L0S<ZaHqBe1w
z$k6tP1TW_TqSZL`-{=l<`5yzgezo1dq!A5!<@)+U=~>h@d75JJjB+@P=i5TqY-wc-
zs!nRA;Jq?cr!=f_4lhI$Xh?7#LZv<-wGN0PRkfHY;_}sRF*gG4z*?OMPt>`xco4By
z4rx@MzJvPB0p&<$&8U}VUwxbz&Yu_R3Kujp&w05jC_Z4i#kEWu76KL*GGNjgqd!N;
zk@I2pMsRTAVeOT7cxNi{n8;LH$qW8tI4=+6y@8if@~wA!anC@<F+|>}0tZ|Okd-Le
zU;)k|%DsY-RDcVJ1avP7^H#QsG?KSM(}`oaWKIBkJn$sCj*5uU@7E$$C$)Y}M`Rt)
zRKyvm8Yr#FK4jGQajBr?61&2WG9E&Z#n{6P;5y!AQ&^X5zm94P;RQk1Bk@&^88Z-<
zbrTkjag!uPWG3073wqb-x6Q)VWPuy3#^kO|R&&$3Gv&$-nrA-3EuPZ%Xf&-R1af6V
z&|jx}JTYp70;e6A=b`mpVu;Cw7qYN@^DqnkKnm07syJWN_D#k38>)%HBIRj!9FgOg
z*Eizo`Zn~%YpjM)2Z9#R)X6X0kO8b{=7|Twj_{1Ms-Hm!ERA0st7E59>|}d;qF=-j
zYB@kDgC|)f_Ni5sT2_&`{8TP-XmN6O`J?K%v_dPpm1bF2lE~7u4opx?KuYx73U2O%
zrg(#=gqx5F&GmAkBWX$}jV_izN(ytdzlbnm@g7AV){5ztC$VeU4&?VB&#UZOFI}gS
zF*>U4fh@hqC7`UEWtzX5MO1kwWPrq(m-zrLa#sP5Y-Et$tvm^c8^N^Bi|}gPc*o-q
ztdf)h+P)Cb0tJ(F9Iy}nM`_<~c{r${6>Xes^`_A$IRAm?e-+57!g>i#gOo`w7QB*(
zK7XSkS*<+PFm&L=DX20==Q@*>4_05Mmp?ec2Pg_0!_ArO!GqRmD$U1#E;;E+PY#j1
z!1x^5YJG-T*jZojp&s~0FDgd1DIn|{Ao}O`pZ8hX_J5=R0NtKOzQ=bS|1tZ2uc5di
z77l9+dp_|P$4~QOUFVcZ7MaR6iL4?!Rc?MQ`wbvdGbr$wWApBSWk14qh74B#+4xbZ
zWG4yU1$ZPxhyM{CuJJ>fmf|9pn?>h<4D`pvY;psJTzcr`S3i@D82%kq#wHq)YJLkH
zhNy*FU<a+D4<I3G>0c3r3?!jJ@kA7P3rG(C#VX&QoT-WkcYSg~GF!+1A$7FM!u>t8
zA}IFGL5jkJKcEuXb>p4eNL;mslhU+E4INBPtNB;b=5qwwtS}r{PdGahb%qA2g4#ZM
zFdtudP6Jpe4Z(P*pcrBMjy`QgwjS5}rw8pt`aQ9ITxzaV^l^C>n3p0rUo7oluk{oR
zg(4J4v&FoejO#ZjK`&7Dy2vyq=!AR`CwTVfQ{D!JRb-4Aaw!~B;hQeKH2F}ubmV!i
zX@lTtM&n+Lvs(rF-^jYH_qNbT-AlIfCv6voF`-x;Wm{WyMOmU-n&8#IlBpKx@X2>}
zw{1<%`{3G6Ui7Bw=td4FUYvfPTHP!(BRvk#GBIo>GdeSaH$;zPxP=#+!txv1UsJ@6
z*WzB_cO$|mzERP;>RPJYWo1qN1N{HtQkAF%=0teXb5IvFR-Su<d7kigUOv0Ib+%D@
z4n1_dlM$72BOZZx3=WE1Qf9p|%$Ki+nwkq@7L;8{<?^5EhVz2%A(X}mG91EE*3`pf
z7h02Sc($!@C{y%xxhl!9Dw2;WhjHP!t*p&ek8umb)gK@t9Sl9PM=iH)G;G0Bb}MUU
z)A@k9kgKQ>{HG*ZU<?n`!!0#1{}lNIyCe~Pyj8zQOcD3yxu+m{{dh~mQ<_biMsAFb
zB|BH-a|lG+T_=mjC$ObyM2X6C{Fwls0!8cdhXhA&<9gUpC0HAv2cG@{#Z8xWV^k}W
zIq0$MI1Z+IjC08TZ{1wvl#I9|Nz3ZG0LcN<>L7Z_y=@NAbe<R0WAU1Qy8UUQj#crD
z&pqoPZPo*)6mC2`TTp@T-lLxK3DM$y)!HZLKgCZz6nSr~u;g@p<^9+Hf7DX(^W?AJ
zarZcr){*}~J!f5GEdQilzcgzDsKoiutFuT|wiJ}Z+P<yQnW;1s^08&;Mq_krnvTGQ
z%0--KNtDbSu(Z{p3Ms1K08N&xg-NuVMcpYC8EkUnfZekpk$N-e!2NiVe)Nx8xh+H}
zR7c;G-O8zhO|{Q~YDz!q9LEO06IRn;=luyR^iF(PP6WfQ8P_@yXFkw#@NAzy$@c{7
z9a8oXQwVk@nACnwlzi#KaLG54^k=cJcgIrWagXj+6)Tbv#9_)K>Di#kY>qai2;zxY
zFmMR8vqk&!RG+~TSSiD0s$Wc|!pbD01udzhn>ZkJ{1Gms#y11K>4Hc=L}(xr@%0XG
zPj1?3aXV=ai4>573Z2W@iTtv_5f5DI5LkY?(_7)iZPucz0I5#EE7fxl!C!d_J<5bY
z#}E@QnDU8l$z!%>tz=#F>N~R^(l(<%4>;tX9VBxA9s9PTWQmeOw}Exg=^5{nV2{Nu
z=u@Mt!}IzP40CPFC$xZ~F%-KwXU;3GS5JFeU0+}vXgNmQ2!KoPwis?3t`Ws9q0$XL
zi$m7)+Zh*jk&Lzm{#51Xn{zkqMPKqPZfpj0@mG`94g+6le&Kx@MqRTL^s!bWr2E)W
zY{B5ZPjL{x7?0$@tA0myRtr4!n_24(Kmu~|yV@<PyNEX#WYyNFt3XyRMUtQ(t~^OK
zK`xO3N<~t-CG?UUSxc1y&J#QZ)ld`UK05`&aK43vEZ(ET6D=W*-gzOx<Q`n^xGWvt
z()^?P4|#=#nTY5zAnDj~ZM(Htb=K+@7ImweMc|p?o#fjUsMhvH3qU&$sWwZ$re4k=
zak<s4?br>+*QmOXVZ3QdP1Q)Slu#aJ(|PmlYs8N4&3DIgczi93TyfhP3PPO?(f?km
z4|7tC@v4nLkGfUlBspaDVsu~_)&F*xV`YvEkwUT|FPb6Z@ZSvt2Lh5{s%2bEIMYE3
zYOLsIgm9}=PWG@pxidUyYyW*Ji%#fZe!bdSAMlw_t~6_bqAEUr&NA%Ym_RpGBwN(q
z<>Krf{x5L*!{JD)2`@Q@N4`)0y#fSD7L|bio_}m1vF#L>C`8Y1j+m`iFOH(YjWE|+
z-;hGK@K-ReNfklq$0$`b)!q-x_)!k316rqS{>j_73CVkSj<+g+lz<4J@m8#hEFDUa
z8OOXwyDgh9plYN<4)4dGLch#euFk@~aiJ1=$|Yc`(^lpNth&qH0g7~kYu%0ysFhZV
zz2bGS!$Rp4BT2fH?;bW+zuM--vs}w1VMm1}L~oL`v-I~S_>BRxwuY`9z|FiQn|U2^
zUNwH-=@c$~@<#@D42W?-21xagg<=eLWVW9754B;W`Y<6DvL`9NB0zw#pnj4<w=$?|
z@R9-^=SY}O<YYi~jOLhQFI7YCO$ra8l5)BA%9z@n$2@_2(lcp#HNy<vCSU240k<q9
zH$Vb~UJ!))8CtfKu(OL1=yeFlEA<4b|MWZXL{+I1>AF7EKOZ^iqa1;tWSp3-am*qj
zWA}%tetpsYp{P?m)RL1ml7uO-u=;+I4GCqcs?qxbN6?UnmrP`GGf>%XIwm1j(#)e3
zX=f#D7<L9BH?15OuH_)h&SX{c=Elg>Ti~?p=P~^I4u%B6fL4B$v0A28UZId`wWOJ4
zxteN423MY=73{Ssht1cEox^#+9k|ip4l-DzAddt6nKJ#9iYFpx!hi|)50lHN^7o#R
z(1k%!$P;l<;Nsb+2S<*mfOXWY3c)daV)cYmVzmgkJX9N#-Z~I;g5Agoq}HR=rC&D%
z34LmRMOUGA^Nj8|xQ@vZwcRCKq_0Qd3b=qPJU&zwPzsg0B;UFRyyC#Q9ja{KiXQQk
zFC=vvxqd+udpG8xbRRS*qZwE7%UDq&d95coD+DezK@o>zR#1`CYJ!*KIBmnm5y$O_
z<}?l2XTPpJ{rT+jtIrbu%Tv7;@b&1z|2c6k@j|aX*zbv>R));D*}|&3L*jDM!vt-*
zf#hIP+e6%GNhMV5@k-tj(rGtk9y!iVl2X(0K$-MGRhcw|bJ0*uuhoH{cck;SiQ9td
zC#FxalbIK~ifIn)Vw#P#HE;$<M<S_!8tt%4b%^0ZM^xzrk*VDDdx~F4?b0s~^O|oX
zMl`}~CJ;M8<isCTq<#FDmEJbeC)+0%Q8;AapBVI`>J=<qTB!9;53a6YemrT2qVCwz
z#>FNJi{0jll=LSRnRV3H+7o$DTg4%W7G}vHs@2Kt@y|Lpu3LGx;eR3hTO+05U7eyA
zHV-Gg6mS!rlO;k<lqlnx;s2+rcaLYnfB*mITxv=-F_d#g<gf`*PIH(!?SPhgMQEFn
zbJB?%VmXZwBZ+Nn%&93lQ*)~2G?LUyNKxrT=X(8~dc8mI&-e5DV_S2$<;L}VKCkQX
zxL?=P;n*b-B}OF4dwFq^td=c%0Pa^OfBmGd@9u(P%}06(3MDUmX>V%%J(iot^J(;#
zYSWiudeAyk)1^PhuIvcN*bY~v-M>_aoxYGO5v~tqoYlk+t6<JpN-%I^32|z?il;bJ
zp%`IK{c+j*wP)URrZ(}g*nY&@MXqC?$K^qir>?-E<27k6UwasxzHCLGE|BE4qu~nJ
zqlm6DdclZCRZE#}N_WAaago$Fv@S99e4=rYitAEl^*W!YtfTso33a(xn%)?PnaRQu
zJUv<<eViw(*hcT*%t_^<Ks9R@7Dg-mGuz0W_DJ>aaOvl&yyDuHM1z1pOA5F;xOp_z
zJW^h8Nw5f83Ge+N1>~|YIz}jA=9zR(HQmM8PYG&@8cew!8GArG;)>v1s*GVriU+Ue
zLJ`29@{-#VOnn;mZWFj0jLQh(rk7jBN*^7%E7*BJF5~F7$)}4Cp-vh{(C!cPU!r5j
zM?0UE+nva|I!M?~c*1et<FIzHgCk##HNqY8guxr;nKI;@o#cn5asH%@nBwC@PMSl(
zFa3o67@ajND^Cmr7D0FUQ^0o>3=bn9An5mltsatm`^~TaQ$@S~|K10Ks=E4O*RgiA
zE-MSch&(Xx%I7R2z^@{YR=tUqfKuyIO^c|61_tnChC9--%@&*`Vo5nKI2hc;*upks
zdCReNxM&+zNR`lSRD&q+NBgtg=9q}X>Q&cOkUSE<8Liu9W$W6CsN7VaSv!|zcur~o
zb2_;WQL(vF*ca1LUAQzS&`*OGuAB-z79v!*@lo^!0;{z(ECBCS*%tK_XjjR4CGh|U
zrC#X@g~ktQdvr}V3qx{3ujbDO!#VFZJ7gEVZ0_J_O2UTIf-2@WX!>^}%Q&wc-|T`k
zLgQGYg*nae!6s}|-97!Q_KIW7h90*Xj^7l^-U8NDoH*yu%4&#|_`LdV)c-1Drk6kL
zPQT&ij+V`4MYJRunTrgeK^7y4_=xPu##m(494Ef+1Kq7<zYPx}O9ZZc%eDZUMr6C#
zqt=1;z}nKsk%X>j*n)=kC)LdckA0$8WqrzvG@P3V(ySL8d{8<+mR>m*#@Jw7V+f_e
z^y8;59d~z-s*O)@OI$dpj6+9w9d(X1zP|P(HTV@Cmo=>TmjF&>+W1kbQxw7e3*9K?
z?dBm~`;!<^Dymw`!p2roq{TN5ppSVt5uYDYym$)O(5>$FqmQ?g`8>UL37CuIu<^X-
z@>aX^%)M#2*tQG0A0sOp=On#6<P(ZXP>|%X4u_34g{4>1kvSl691RS1z%o-Wap`0W
z$9v#|;LMJC{GL{uT)2HAiJ#LTLdVn67@k+EGyU9F^U`GYaM`h_!E&l22Q?PmM%LNg
zqLm_l`Nbg?i)!_ZZ!y=(Gbta=$gHHWISt-jbYzTUIyfmZQxsh=nyjtn?9STIiuDXk
z_BD0PuKTF+RaHk_j6`OC>|Q^G`cnh{KtAsL>-6}asulKs-@*q7({{+8TUhjBJEBP+
zZ>-J!%Ozb2pJu>QO*8c1vgK>YN%MHeH$z3ha*>rCR&ipZI#;u>P#6r&w}$J~J*#VH
zAgo;Cxe;kj-)d$2(|qJpTFhxlXow9DHdn^122Bs%^5;?N<4K2zJTv24RF_cR>gu1d
zKSt{epJ+E^oH$y)dYc0!>eWNPTW2r5vNAD#DTtSSADK3|?Pte&mA(Bo@d_>Qmtz43
z@6YhAC79{Zq_|gMcSc#Gn%Th>h-fr~#)!im4k}9~m<6r!NhXxk|JB#J0eN>fC46(T
zr(WqT$b&@sK=?~tA@|!jOYlN7uzq9M@g+8s)St78ZEPX-8Is^`khq7BzabW^m4qp_
z4!vaM)V9eFCByg9Hni90sxQ^;v!Z(<xB<F()E6G0rb|TbP(7q=HOW_e`$nL5#@yWM
zS;yg3QagRgua&c>0u8(-KYqA;_~Us7{5OI0?x+3L#1~zk0^f$pxeMY;%w-Ne>1f<N
zP!t+X)LgdDUSekA8|)CLA77Huz#NJEkhS=?jOG|DeRf)y)0me>-Cl2UpNr8gR6wWJ
zQB9SCw!lZa?~!<KOOBty;EQl$7mg7U?fYGg$3>P`mLs<rIy*K*sM(KwkbDk7>z9^+
z&c0!)6*1_|V9*F4dYbPnvr%vSFpw=Yskt;yM-{iP^=r1k!L^+9Wp-HK3(OtK)F{!@
z>jrCxsK+dumFG9lRd|X~tg;=&@Q_lFvl|wn%c{mSi4kmCj-<7K2{zFTAY00yGQl1?
z2uj?wSfmlG+f<rvq^#Q;!1e5XM{?qb(T3^MWzmzzCBD|jM^6licP5&-+E%cRp!~gJ
zOHwf~Vd)?F1}vs3NIXw3t7G2PBWSEm&;(%+85gj0BLTcJMzqJvpa(mcr+t&}qd*(N
zXyOHiOIF@lOLgIwA<-s(X%EBY%jp~H_2Xinz#WV)Bem);RsJ1qAAoybY}m>?-0}!3
z=#OW9Z0Aa}R#(>l*abkqZ~rY$@xTAiVu5G)X1%I?Um0<MmQbf6@M+_{Y<2P_@2?fe
zdv8GUr0Se_QatTM3L7SbWEPebrZ^+0wVQ;))JwUBrIH!{mgzcS7WmEKsoXTjKSrhj
z)CcOXn8byu$kzg&yjI3ZN&h-;I|1-xT(7M6lI2rLXnBf)JWs*2te%=U)T})Ne@aR2
zWynU2&hf_uYj(`63A2WV<5`6^7D<?ZErJw%jkD-YUF)zf;%_S-?z$eccP+V1n6^U{
z-M=CGQ(JT!^5(hyDg+})9PzgBaL*2ri*<|i+JmfsBJ<BAgH|+xgwcPri}&}jv-{CL
zUv_^|Qf_bPuDBjn8Obj;+xu{GC$wkxM*9&~lJ=<UskmpgZt9I`{Fv53#vnuFth=)~
z8D%=rAZUM0w|x`-_89K;<%?KoIitYj(4Hn|V_yU3DgU>tKfif-s^95FjGx!xw|h<Y
z@ZS1)Myylglh$M!4iK0uh=L4@-%otx8F%1Jv<V`~x@B7E^YRjw&)UqH%rbLwFloJ-
zz;Hn-pgWa?V;Lna23Pyt0$O?U4?dtYm)+Sx_4@-oHF;XMR;!DS5%-xU^{gJg68{fm
z{ml=ZHt4(L^s@@f$w!?dzZSkNjSK#?&B3JRrY~x)l{H?1_8Zc)Xi6mJTDrq|N7gOo
zB@<(w9M&G4I%DIB+8#@jTpye{;j$|Dk&f<($-uo$y^XUn!8g)auWDP~O<i1E>~|%2
z@Sa-uGsqY2<L&XoLv$Ay9zk|-gtBWxSrkaEBBj<p8iq)u3jL#-zq>f1GI{3Bo0ubG
z72c>p3vMaKi%yj;a&Zl+zDRdQ1|8J^hz^^5reFvoBLfm{2vc!oCBg91DJ!=9$^u!9
zF*Pt(B(EqpP#C^h&PbhIt9?K8oXobzciZU`nGSrDot<_8wK_3m(WV6Iz5wOYh|+y5
zZ|k}~lXXu)_zlw)A`8tYEp~s2S*xiyv=0;5;dJGkQuzzOsJ^A0(;U6e)Zi;`@(vq%
z#iJyjee-+Q^!5K1qsFIG7|ahh=l_A!9r{z8viQQhYd#<Bg)w+!U1}{)px)J&%7aO?
zM@D(-mLWc3H>eS6eIHo=?yP83x?SGV<S-o)nE={hlCyJBcxQ{c@eeL&^EQ7z!WWg9
z^9dufcG%wwCkGB*OC|zR0Cspa6kz*y(xWJ1>1H7z&W$>W(1+qph>%Y{Pw8R1ONJv{
z3c4Fbr?u@{8VW|WlWqNTc%sGJmO2mjwbZV+PfDU9wZeLmn+uNv^7Cd+po?etz$uzP
zQtaoh&Ku3pP;WOuSlmv&O}YN8Rri#mI4Y>oJkqwmcS^8WgEdez_8wK)xse`Hcp2aE
za^g+1rVLB=#wfu6NXk3%nJu?(QNL*<y(YP=eW^*ToBTn#gw@#^>beD<c2fRMkm9SW
z(#FNJPRyKuW=6c>jEN>YTkL#)o=mvoWKXi%96a{mvknS$Q}Ewr^j)cljUhcove(XW
zL>`Bc-92%U$2DKcFVcE*H7e-OwQnS;t&j9XUwtyxQR}p1-(QOS%Z1;yMW6maf|m6d
zmv8V)I3KR9vO9455u`2`g_yjirjFc)Iq7`b8Xvd2i6xwxF|2;fdTe&K!`rA{_wrf^
z?$&5rA4+ZYTVl2NBq!$$p44I53zy1iA}6BoxV!>-qHWc%Q3$&hA!jJ9BwT>ZRj3xM
zt!5)}CUl6ECyNSBmk}umvy8(nUE@Ki8d1wE2Rg|C7jN?sv1QfJe<BtJ!Q+P<R~%vp
zI3NBzR+b4491)<L1P^xpJH@<;+O^2E@yTWf6W0oQPb*W&WbdjlLFlpK^S4|j6U8Mp
zJ*f3(n0|6Lit-NbaCpyC-dXAT;O%N$qs0hZS#o@I+5~4pouA++XLE0!`841C>*h@Z
z>d#J(|2vhDcu{uXXTZ_4-<SSvZf<Ycb<bh#w)X=XTGYo}dhn>`-Ok#xA{SQhaI>n*
zTqQJsfHy$|SjB7svFM7ZK%7AsK%Hpk66ETd3lEgF*X`!*UQne`hK-yjha*_t+GtF^
zVPO$U2=NCMh3N{ovUx>HRfH6wBFX@;vQDfHx^+gR9&^N2s3`84dnqHGb%1BD%FIp!
z<tq_wkCtseKTK}XtQZUROdD%p*NhceG2_v1d$&U4Rm0@q{S$qklp<>`7pRFs{64l6
z3=SW&sly3-qU<CFA9mlF$?@9JLr%U$t2!j1f1MAEjxo)Ieb8P!#^+BZpnlyM4L-YJ
zxZ^d8aVvpeH)?kk?pfA$z<Oc5+E_5ax@jLe8p`a7_C_ab3H9ILlNMBiNmtbC_R{h=
zfHR6PjuncTEL2VwcCIv_0mgk}c&TPz>^dV>^4%V6Ys(0IKf%vn)c9K{i%4v+t$R#+
z8#>b7MW0~_Os^!9ZZQw&W};23RD=3i4fn=wK5&tpzN{79-CAfj|8O>5N~}37h#0DR
zkL)U>LlUX$Q2rjP_R`FXLwe-vD}{rDRm1edHl(%tmJmpz_VhoyD*{2ytfaDut%FSF
z8$4c(*<LH<MVFqj@S+F%<2<u5TJte02{=&gn8MK1Yz&M55rG|4PK_f{tCAJTr1^*p
zjieu}6D|wNshyCBju(dzZLlA!=J;kk04254O!E{XE<wld%n3}p7-Vi)*K>W`dc}Rk
ztJ{N#zVQ(Ip(>-kB2P1^Ii9E4TsKWUD%Kah!8YO{WzJ3y`{cYH&+|@QDB2|83=qY$
z2XeRVdh>6eJ@U5fuG#n-K;es98EO8iX_v}}%94#=59XzL;p8jrNSbfuj8KG8E5}tG
zyg<}!9ye%Vk1pPIe~gbbSDBvVgq@4R9Kvrhj%9ZHAi2tn-K<Lo2-hUgPVS)w9n={*
zZglM_3OAwxD&4$*?BKvwk*%EARdO|`$srcx-_OWsxluc6&;e49t3hmfL*7&4aPsHv
z2X!4m{-;WH!NWmN0^0~e^OFRXBdk9b+=;k$eDy8Ib>tbnqDYxN*Akv-hK-^1#-~O8
zcz3s#=+#^7{aTN}&e}HUzP&VOa9F`a881JhTUBe4$ZrSN7B2JP*GVy~V!P4cY!lU?
zR^#9)qVf{E(65@6T=8!A`n^}tm6LPa%DrO0i0jlhiG<vONrJj@FkZRRSZo#$_L&Q-
z#}#XAgZ1Y$20p>oS>fR#ZO!49s#zS}om^(&N|*D$h|l(+S(C325!odS;qD-MFfk(r
zr<>+AnHk?dhU+^M8A0eaF(chaWNQqCn+m1qOu_cUVGrxGF{Wyq{q6oNBr+&;J2v$!
zdPjU+KC0W@%LiOCm?;A?v?tV6Y-ttGu{2LicRE|QgpO;m@L7XZy^!PQb-;Oex`Zwl
zW8obx+L@_dMP>N2){(K{+MrTf2|Y7Vwe8Jac~csUC0k&m0E#DP-VR8DA;(}G{u9^~
zml+w@t6LSwO`fcyTZ&bG566tvP{$>jLq(Xo#p|B=l3DU|^%0!xW-1pcfO_QOM)3;s
z0cX)S65RELAiz=p(K`I;cPB_;!Kk3~Q(6Cc|DVmyVwd`S$ga$!Yb=JhtFh}tS`OPM
zo7Kz{xt^8g2JjAbc^B46vw^XW06GwE!k{M6*g=w!t7>>J<FfZ#oY;(_mDxI1-(O5)
zO>G+WEV+>LS&hvL#}P@C$A<v^fID#64P-eXN@6oAQy3&CHbPCvse<S#EIGFd{PvK@
zlxZrES}Z{SB5K0lQ3<^KiN*y#Nk4gYi#F}*VcT4O9(7?H_*vDU&Hv3d7w&MRqj^+j
z`~BlZ8q(0i6AO^kqTtKick#!Hn}7K?2C`z$7_Vydf9P3nVtgPIUUbc-VsD>HE!y~J
zn^c+OYk!9+83FnFmg3%9BXa8ejT?8{lWd#fDruK0S_Hhi_13j#7w%``Skbh)Cb5rT
zuO|y@J>F`|5m{`i^d>zBQpP<Ic~%T=L<hp(1cq_p6G`=$lYCVTZ!3@fsZuyHn4Xis
zD{dEAhP`p@^Sg0yxam!=Smzun817=uHMR~WeMy%Q6H5=zdrVm2YIi^^b`Rtf1s<Fo
zb^D8!t;Jk2DdraQ=p!BtkB4G6AlXC_m1CsU`vXrXRUWRf<!#mApcKi`Fo;<AR`>=#
zohhR@f|ald9&AhLb}r&VipZIQ(3mK8N8y{uTdjMha|k@BZWM}+BYXfBV-<c-ildvN
z8zM#_4Y?DZybarE)OD<TYt(tN5e=(;@t&BtX1zRWTq-v2rp-+_S6?*VZ0i+e#CvAp
z*Q|S~dSnCLi0uc;J99;3j2kkAiJ#8#lLqH^3KqOKl0t$eaTq~8Vs$j_=aI_g!dg~~
z=Dni=9X-W@j@P$kZ_mcA>~NsR0_<>gr{wx>cb`w&^-1Z^r44;qUmrd&ZnNsnz@Djw
z+lTT>d&{UZs7_zFyh|!)00pk3eRf9e%@E6|s(eME!y2ux8o5RfH$tt=BgrDTcjcR|
znh-f^G-0H?I|fEl1!|pnvp@Lqt)^g$53+Kf!NBCwf3A2ms;YD>S?U}M2|-P9OVh=$
zUuU(9R#Db7L8BEec~EMi!iM`29M2o-W9TefdSzP>A;U0zID#3Nw_{XzJKAo{_=<6O
z9HGA~o#*=KM;stTqROt1MbjAMJYvqT3jZSyw%l~s$Is-Ec!Jf`cr%k2g2^a4$~f#0
zgA}LkdQHG$Zikch$a4bVo)sUn!w^Yx_3}J8zsQPG?!ez3%mU{fI#8}!uT#Df*%{|`
z<wEDeStRIpOZI1Ywr&M}2nTgczVR~A=Mq1P_?L-AMAjU?HE#Gy#90<cU-lr~?C1zD
z&c1O6A@N|_9?E>V@$Rb@d%|^mX_s4B0SqkWz-IUwx0A;6(k#O8IaT&S<+L+MH{<&~
zV#oVw9>RMfP+)``%Co55Eb7`ENf;3T3Vy2@)5T!ha^(6g1mkDue#V{}bmTZ&HwA%=
z0i!HPwrCFxeT>*g0XCk2jh3TSM?9-Jj#r`Msb^XH|2TWO;o?BXN#ij~WDb*sV0dXx
zpNE@lK|Rf^8lFw6f&CI5fc3=u3921n_l3#bW7p#SR$+l3-33y@5G>R{ox@i>TYp04
z(AT-8(-P|y>;m?8%9h_I*MYt4`G@51SorDgZLnDBXD68-u5Ti@rqPEghV@||yrnDU
zJPQ;P42-Hu?10g2a1I0W)8@b~%u_Zy?cw0hzeBY5&}+9nLsQxrprODm3ut!-K$W#p
zY5gljz$!*k*wP13%g)pfwROBvNA_bS*GRaBu5<-(17|1ws{Doc2+)4r%q{4KLPjn-
zHaZT@u=1($jWIaNrwLX_Y?~1$TziB@-?R=0#Oa7+mh4annGN*=>H$04s0f72AB9)m
zTXmFAO6E8DLg}k0*P7np8;U*mv3JX%!i|F4^?9mT&fM{l60GpS<eG(LZCgHNIbu6(
z@qp2IGqSrH>idw=Q5sRef?B7J2M=0|6&4oAm@U#87zfdDZLY5wPX5JZr5_Y?Y8{M!
z)b(J~t6tNU>LeZh1q7^OYXHk}iA`Y>jgcJM{Vi?g0$mARWC<vcII<jVwaQI-2E&yH
zE9Lc%V3Yl5WlCV5N)Ijf5Oyo$^jHNWF)SB#x}We3p~W*L1wRB%HZBXW4v<{l&@wv&
zTY;!cjoK;s<ljwm85X)ZxG8)3pfbyx@xY`MruYdh=PKopus7I5<5v8!u+cN=mCP4(
zFfHXF>Eo|Di)6)XI-hHg1-<nx*f*q}tGrZ4SDt7i1Jln*U!HT1;}44wSvR19>UPKA
zhpGz?7;$t9hK-+ldST>(S2igm@Z2y`aicqd!`l1he|4Up(*LjH+6dY|M!lZfmnDyu
zeuMk_q9gRkRwW+I$S#&0A;YskSPgVRdRc9##(I2)7~4XuhpSq}n!H6FLLYKPo@h2|
z?ili=F4d^jM_71M>YC%2vs0R+Ew+YD{WnH!^<D=sZXjBqFiwn{aqfEX1IhdwWo)kW
zkf)cUoEPFCYri@=6n%$xsLWz&KcHt-yy8$u)a0P|b`)#}3beTS$#kw14ON4>I9AeJ
z^#JSzO}5LmcZ!s#;k{?USixs$1QBLiD}%Ggrx7i~(Ylq!?P%jRS)mW|j)W$eqF7Rx
z+fnbASD`wp#N6E*2={I+6B0D);AQci_^rj2`e<V@4s^SC0XLO=-*cV3K>r5)sKo^<
z*IhU5cikigiaijlgH{=32NE>+>zATXeU$TmiW-jqgNIb;cAJ_6h}#{4Vk&++nW|pZ
z-Y-hrcaq03emG%&Ybj{R8?J6_xR3T4BX$jajqRpWxc5cQGxTdi4AO<9>h2Z>uBmPN
z5xA{<DMr;AZ_@guE~|d4m47jtQWi{y)H1}|Vdro-{PcO45NITH3m=ghCnPvr2ev@1
zzKaWirKN$OD($OA@A4-pH`BT*=<ThD&2%d4JB~D7o-4A&sBwVnswro)c6b}wSSo-~
zzF(!XSeIiX<s&U@b@Op?rblDJfCgh72mYRx3Ql;v-ul^iu0y+s;vTi=2q}6Scxmum
zl)~av+}8k0K0}dkTCwB4*WpKWj=qh9$>sL<%Ww3yMcsYh;8niS8E93{E|U(J=4DBk
zr}X3As%!BrEy%G?7!!PZS46#*IWM-+NMz3wYe4lPbE-KXzt-HZ?tFj&*=qSJ*rb2R
z<nrc}zdkzr{XeSxZ4ke+$^TVhOiDmM!_Ze>Js>!Yqt~ORq9X%BOuc#^^B`hU_IJ{F
zW(?uL>ZeK`p91vGNnb!HRdc1w?jx`0a&|!QGt%@hYg1T^hqtthf3G8~VM_6grxY81
zE-Wg}&oY8zSUz?^JX5Vh;VU>B&ubD72^Yx>k4C70&%D?zfIoL$9V6@SIEV*_t=1VP
z9#4lb<h_Fwq%UO=N4JXU-YC{;?(iCbM1YJ>h{q3tAjd%L5z$=5Xq4hTI#n$UFXQtT
z(>M0QO$}96+vgu4K<GT@b@Gja2UWM4NKzN-LXpp38Qg0{oIe?;MD4un*x`BApOue_
zICISNC?Sn#%Yov&RReIOQVw77SiQ1JB_$#j+-gl+m>u<CHrF%mjdS7(6J72iqEXLR
zi+1#jc7}ycx|!}s(7_`+q%ZWf^(@YvkvtgjA~^MXcpJ@CLs`YhG?%Wq$_>Ra^iy({
z>MHIy%7*~!xq?QjbofT6G!nS+kUh_8(vR10j)?3@^@E{Lxk}exi%8>IcK8X*1!M~_
zxCi&xgWt!>;u?Qp#`JR4_*gu0I*0g9Sq81TstTO5Y8){v)0|F)8=&Z0QN6uDR>AoN
zF_#Y!Vlb<46%IBwB1dE_jhWqo3~{7oGF5y_12F9my~)6udL6joN@{w~NQxL0OG_$>
zxwBl2ZyB&2-n<smD`V?Wf93tV)W&7Y##i`lcoUa9mC8Tj&m}}(yhi9g{;2WE6V44U
zO&Z)?Gq4<gxv15y`77GQ=im-*(q^w_(gUZb$*jNgz1y-N1t|(`yUk$9M8idch3O9V
zqk!ZVKW>9i=b}g31rLk7$czu$Q>t0E23K*`I|8e>*8N(=VYt$Xd2Pl|M0v#Lc)N?H
zwB+C`Rzf^ab~CoSMCnH0&95)JcyUo*l(i@2lbX~z+9+XRF`s1i3XS6^Ny}BQ`hTr8
zJUhYC6|C0#T&EthH?bv}7a#a>K9P8Vhhzok^x!B9-8NMM6Q!5cClvPHvb(u!8CnGT
z2t*j)_ZBfT$45XP!ON94-l5=xTY9&Z-pO<;kP}b|wMPYO%eJ1xP@H4>`2O3l*D4gL
zY7#TOY0kQL#JkE^eH1FrX5-PAvD|0N1TpHEFniW?qjU`wTtOIa$O>Y)_-`5}hF|v9
zAF3E6HJAZXE;U2bA7fFyUA-=dl&MMFYJ?lIypAV~6QE=ifcp&O&S8<l=Z@Jkyf}Y%
zJfb8_2gO`*M#`!SOBL;gM<`;5-5-UhY9s^ve2R`XgwE+wq+~;{0eZE)q;M1P+l3fG
z1`sXO{`l8WuyT@USs;*CG0{8FD|NYwYX?Uw1}D$WSeu{flBn~l(G!MyNtav^ev8GJ
z3YtlM@Dp%M183)1DE55v8hE?^a05R>L{ee6S9mro+Xjb;<xG4P&$b=R&czn7%pSb(
zF4+gUOXul38Fx*FGRAELI%d<JqJ@JUBKPYo*0iM(t;GgCc;R6&-+)jQ0GsCXc%%G2
zN~-|B4ZWMp4XEm$C{he2z(z#6ZpG8}y~R=0@nUJ82bc6ujqaTmtcFR}mR-8AzRa~p
zEN3wxP@8XH<}&*^4sxg}^nMPi(HKiGDRqJe1eqtnYv>2K?pUavl_pPtW&B`Bnbbd>
z7QdJ|;%!5xR<R8XS8`BBAmC^G=@2ZE3N>GGb&aI&xdWhtRihCXFl|3Jc+i1J_GdjF
zM188G`Q6PqGdX6T)a3G&N@-mX=&gM_A2faNzDDVAzJqJo>+jw<$tTnOs`FqGg6nUC
z=Zf86q{wbv75Yc^(#}+}iOa<gN;eK2*q{690R6eaqa&Pxs}=6(?b#8>(9-PpCa@gE
z#Y-8v9qbcP2hY{Lj^!rUxzo)AbC?VFc{Au&V;j#MRlHVNeZ$9Ed)>pEYdVh}(brhr
zE8pDYQv6h_%*{IXqJCcEce%>Zq0Cs5&YvONa}Jo^U}^7@(s$Nlj;*^FB>f;r@nO-I
z(flJDW#_LPJCsJ}XbV=m!`=3ojJ-NWr1uC6knbF;UcWM`O=VHwx^&sc^QUFy?Wy3h
zr~Usf3$OR?zuk8X{80FFb@5Eohsr!4Hf1Xb-`jGP+H?~H%H`v2>*oV90<)rxPmQ|U
zU)_j`D5NtKp=MN}a5c!B@!BiSHYl<{rvt`(y#%kwlpJx2F=?Kz(dE+8E2%Y<-0Cz>
zTnp8meApD?t3JmCLw;E;6YPEutc#ZiWqnx<ipjha1D>i=R8v7a2X+ef+*3GmW++<I
z3Y(12Ks^$#&Z^h>#$$fb9I*%}^B^NFDPp-bUMwK|ONC4Uq81cs4W2ANnmP5(psL|M
z54a#)!3|v&b-grT`Py5j-Qw{%fmuee4mDS2fSg;dwV?ZKxj4@?`<%)%=4Nu!?PnKm
zKP!zbk*WBAU%l!b$z>#M&<wxOdy+;fxqNr#Ca$T6tXxsO=Y$R4QYQeoqBpGx?E#V(
zp`k2od3FF?J_fsa>}rS4n=5LeoV77ye3Ro6{<EcCuo6T#frx}R_M7yJm=1dC;qAJK
z*`~V{{jDyGx0)@I(|5iva=RbkAzvNh$=VWn-PByL+hirZVLM__^x~3Ij2sWn%{L*c
zD|ts+{;WkiJAFb#EX@*4yiEwjTzGZ&f~zYb2CwW%FKjgbPkmp?5$%96A(Q@Cj80W(
zT3Uck42w@4sz6YS4B`(tkIw(ShE2MjaG<XVnfg62a_Ryu=(V!yA(M)Lq~avarJMbI
zmtQ&c^1m37brr~k6X7g)f~~9~BlGz_+LvO+V)xU5Eg!tgJCDz;k4|R2>>Y4n?7Q7S
zY5DseG4E+)M*I8X**Np;*ji5F^A8sOFUmeXuG~$MyyP~<MONew2G)Ev?3->=vFToT
zFl@ik$|pbGyrv@X<Y8J#bJk3-@o>{_ujh7_H?DEEygk@~)I@yTmGuew!|5gZ^+wBv
zfW_Gv=^LAS$XOi{EU#CA^@3f_XS@xat--$3(wVNiA84@46kqVDW$*(pDv%?cg6v|9
zeTES-v|$UY4sw2io0k|5ffn|!_LYBT*GJp`+5mxCr*oE?FW$BH*hF)E?GNIAQ>3fA
z^Beb6LYgQbYczGZY`|2sV%HWFAXfGk6-^^H46p$(W;;hDt${HEt+Ffok0TVV!D8^Y
zpv1b)-PKXT&-M}=wOkv;1fhN(EFh4zt7;0wyWM3&`AfC+>#556yHS}Lhr5_`w*wX)
z)b1kS?^UN5V}b|AgB_7mgktJfY3}qP%3rio6Gl(zfjZaoy5*dEP%n$5FFo~EGVxcG
z@h@En9vZ6~Z0yHaHxxi!UyJeKx^_sYAw^9X2by9r-8)cIH2dK+Okc!>!ZVmdnO$^I
ztAk14(SEDlzJ$Ch4eB40N7fL6az?y}H74uCM!?T7qU|3tr$y7!5^T^qyFpPZ^JCOc
zGPSf}C?=?KS;rRczljTFcsqDrVaFCgtr9GccGjgAkEjMBWBz)^bstEsZX)Q72A`My
z*yf=@=L_%(wQ*ZE^rAQ-r&|U0oiwj*5pN?m>i6*&mmOKnA8okB;vJ|CHMW<oZYc(b
zal`12XomwO%!6&>L@oY1qm#d3o1xG^lZ2E*#XB~o;&eGrJOavE!{m^Pqq)MT#nz@C
zO;?K4c>M%*q|z)3NW9)6Iq1K2CzUPF99ERSpSYMLi1d6At51(6&IW8%kQeG6QcRo+
zIEW7V>~R0iZ!@p!;a4x*Nr1%d%gk#v3b&QNMZSEi@L`C)kBd@Llh6B}duWo!5w)C{
zibv=1%)0*92e_G*#)FL4Hd^zF+wfB8vhb$Id%HK;j;7XMjJm3~b3cznop{tT&+Dem
zmzYB|@m8|<peaT1jYo$XW=!?(<|ls|P&wh|oe!-ETk1udH9bDlksIua6zsk_vkQLr
z;Gw~L|3EC%rf*<Bzg=u(x!d;D_(^JSmEL&hX+Ns<Gw{?psPU0XU&8&Stc3I1oWkrA
z__3R4yEoGte9=!$MLuR-0vkd=rLnh$Qk;)SyOz*gHvgCG>DjpdmEqW5b>n8dz(KHU
z<qrF4a1fNJd_9;&XZRS~MS}@Ey?Z!h0)wb`=m0!+doLf1sMth-CBXcKRv|G4Mr=c)
zS~>;x9Pa{KVsqYNq=7(KWd`uRQgW)mDc5n19Wh;%$fYsBwFlOy&vjxeB8=(p6yoLS
zMosCcLST_nmODrA4Jo6+!<ne8nDEPVT%2D+v39h#EIQP$O*e-?{D2RW!asPT<@u~A
znp*~`zQ^u~nk#+io*a^#n@4G(>6Kmf78}4Zf0`5`QuD<Mto^7rgDKe}On|1eu}mkI
ztg>=;DFUEPzFeeUh1mA^mRdmF2|<YS4-Y}m?Btotg|@~$cs!Lo;)Rc3KfHU@{~9=1
za9gp6+)>qqL`w7S4Vi$>z}O>J$7~6hC0_4^?}ggVb`43=+jK7UMYSn?0_YvU@9sQX
zzTy2X-gIkv0&m!#C_|)weMgE7hN6m|u{RtaixuNn-<+R(=!f|SvYqa0h4%BTTzW4V
zv6?ki_`(}nC}g#0$;W2Lczcp&4zPrDkLs6JL%Cqb4{$wp=@PHQ{uLYJ_E@?RW%Gu1
zgTZ14N6_)sn1B%0b^WBbq{p^=yQ(D<SReaIfc5YpX-0LJhK08-cR$V2sKpZ?$U4#&
z=`LUWLyN%Lg4fG}I<A4tkOH7|1t?ccHpXuCr!yPn%<1wyI-=n0kH%S`tK3^S(o#`;
ze}P6SXu|RfW$-WQ^>I=AXC{ZQjJ`AV`1mrs{`UJ4T1etAUj4;wi_|p%mR<O$MeU+R
z>eI-;^N!!nuYERJIjlOnTz4*_D1qve6Vj@nbht-#uIAt!`;ooxp~OPMAmYl~7B({f
z7_xj}!?UHRx{jgym%_=Fh<Z@`&1YAilw@=pn@-mp6>pSNk(`ph^-kki{`a$gLiXI0
z(?H&~({B(f1G|jDz^?9OwFJth?SMD}qi$TYVgjmZ+*(%gW|(@v9YQe{NxKo7$m{Io
zcVwKE@_|i6v%O&WVMVg5P@Mxd_y$<S8EX2Vs-`bo1>tte*f1HYw?471?6T9L5h_bx
zhg&IJpuTpZ9ERZuTR{dCs#-`#Lhy5iba^8i-uh4e#FjxX3^Nq@f^XqQ+kFl@bB^FC
zmK~uWnh&y|28Ps}L_lfyt@PGFIAACVgy>^|m&C?b)h%M&D29b)bsZor^3!z<h3?DT
z2N55P;JA0fSh_Jd$=Y>e=Mw_*aMK(Gw8D1NvvUP2d60DT8-P(f7*2C+z(Q>hpfK2P
zH!Qt>ypD5zO^)P<k(RNrumtU?WG;z0G{ia!w)P>bJt{K3P(KjTwJ|nDE0HZj7_IA2
zGAO2%k@@w+p^A}?qU^)Qvo7cWW!7+}IRs@LD@oL+n|-aPK;Ve!i`U`h4AGWEoQ02q
zZv9!*J4;r?i3VmJTBX|o+4;(p#nHZuL52)Ckr0ScJ>5%5mnQ^PK@v)TSSL5M(Q`9e
z#tcf9ETk_wIs#WXk(|>=LE}<D5C(w`I5s{^AFu4Io8z~)7dv7tc|pBSg?gk5+yWXv
z-owT-g6IlxBsN5iO(|VEag^s;J67*sag@v60=r+i-(h|Yz4rFt2rl<E>4BN^^Yd^G
zuXm&ycfIv1mn!If`i1!868%D|w}H19cE}v`YA`&pFCbe`?<M_Gd|XNPc7i8cEMGe8
z;6AneXa4rvpZ`-=ZkD<|d+a7~FaCvG3a{Qv9Q?XYtD0`y3sj7WeazKGdeaU1H~9r<
z-JQsq?JAfcWxTX8{r)?`)>})9;YKBKZZz$gvGd@1>$n}3!E|SgTbSBwoTVRngIkFI
z<>?wKG9$aHP5HsMy0SV$7FD$%qF@MP*|5S&528@RcotSs5oyGg0+aKq<is#$M2e=J
zWJm&$46$&&p}q6osGB^f-lj_)$wM9#2$<^uF#=z;HW-L4<|}@Oql~~Bo8Yd)wOMpd
z9)#*tr}@WW3}AN>sV)Rc)mERv&<1xicXBn<Vb3#8wSfjp>hiOTk8b+yKDpp;tw7!y
zI$v@d5j=B~^y%09+NGd<53b(UTCip&j~+nwkaId5UU_hE7dU-f71p@~8$@-34Pczg
zIPxj_@)ZcsUX08t0AhC*+6G}}7!<&p-i0PY1KxHA`901VWz^Gd1kh6y;MmC!+F+E4
z^?+q#Lj~H%5Wu$UZkm+E7M9eY9?a#88k%g#<Usu+&L>!)ysn*z^Ixn%djufnS=`rW
zXy0t%0i-F`@Ydn-7VivmdU1vuh7!+p!=MBnz^EmM$x)@Jxw_?ag;-Nz1}zv5XK&Qe
zWd(3`i-4Bc7*G>lztz|p#xk{RA&02duQj$NZ>5z<!6u0-1{+=-R45oZs0cPQ4AQho
zd}sv~2}99cL^dN(h!oGMZr(|>Bd>@5Qy!$6bN@3)i2GC4_QNO`bMS9ZXmHz~tH_dm
z19VrgN--F;3T42a<6v(FWm87(617J<0s3*2wRf%>*sF&3u8R#n`Gaw;CQ5z4secqV
zwR!ccTRJ1l_kYFCeb+c?31|K)Xq;Ah^S(cBxVRttU2`WDnygO_?7H3;u&V8C^62FA
z@Q!Rn<d=z?CKVsfrZ?GdZdhYdwjn9p$>8RL(}`gYJ+;H<@=JOgFfitw;1N$SAgNmi
z(4pSeDSrw+dG#9fSkmdPF>+JtPj|t9Y1icZnOz3TDQ=U|N2RU4DF+vCTq9+V4;yA-
zLqag#>T^|MPxZM}PfD;B61sOtnCr4v652d+nBCr9@V?G&9sc;bxV@Y6f2yxbGecb`
zbsT%y-uCHWsN3MT&NV&00+)#3rnr2zI5F9+XbQPhe=Naw!{6k;E$1j;ZY|OFm6EOC
z@LzYH!P?&Ae(N<qdKd2eY;Wtpkr&ysOOO<g*8^>4As-zE(1t}QZed+HXvj)l_5Mia
z4F~r4<k#E8+j$?q>!1RXPteFHhc&7*Kfg2#sD9n~$YbOXTD;LO@|Wt@;yicnR<{{`
z^YYYhV&h+W?s}MHjil{e&$L=wHf<YiTh*p9p58Uljo#_JDdWD(#jchU{!@KIQ(FIU
z|I}X-G~?EwVC^1OL$v&kP3|u-ot-r$Re?2sCwblZt#QqJ+daEQ?)N&sgFn_{LsJ+P
znrD2Ue+zV&ez(f&d2Z;l36tU*!kf9_m)o84Ei?c)8mx)1<<njE)z*LAa;I|h&EEr~
zKMALy3%WuE=TbB~XBqOS@@wAT9&MxhOqIUxd9t1#Ks{j5Vl%rx)q6*-bGMT%yP6)J
zu(JFQfP?BkN6vGv_LZ(}>E>VE=VQ3Qu2S910(ifCsuIAp=Kvx?IYm+Drum3vg+QeR
zuw6%0Nw!pNlxStBma?TLYq0G{*X8w7V;5@uXuFG#q(9Ej;5qSMogx>YBL++taZr0i
zI@$)kswDfe+rqgR_9TsAsuIN!yIiY4Gz1ukjnM09NvK6tefgS#Ffg;LgO6jjA%TXL
z&5N)>%SVPKU?`?))g@)lp+$#x!9ojy&mEQ}a+0{kV8xn%lm?_k9_;?vI9y18qU4Ye
zVHmhlH+0qLW=5(yf|pv|()-x%?1BQSEpHWf`b?ua%L<DzL`sJO9v4BaYJr-MWOG@L
z)`iSrKfD8BYV*(hz`sAQ{Z~WWa%bDOP4E7vgK4h*gI4@0m0obz52k<=Aw>)9nyZpf
zQ`9pRMh1EEB`jo|leH>v#&se`c4`1yDSzhn_xGFoUO%WGIknNd_EzfjP3tcK%_Hnv
zZ9yT&`^M1vi&_IV12o^z=N)qiulH%UoILvc(cM=DhxYnfv;{gOst8X7!HYKDJ*lcL
zdmdn`_V%XC7r*b@lsG$_cc86POPU^gy?5xqpz?Xo!7FRLXXNqh4fhfs%4xhoHCz~Q
z8%6C>OFA_lKOpzj*XMU%Dhc=L8`NOrK%uB&GwtPxz3+dUG;R1wdgAMCcsTs$_18AL
zv97Prh|E1^4{`_}HWfer2corb@qNMksjVZZ?rWsTdT;Cz<V-YV$LX6uS#1hpW%8a6
zC??grUc4LYb!sBc<k{ZKT36RiYCFhVeH#um9Up&mOLsFgsc;4}gz`2t-PBExaWZI*
zxOimk?tEMOe;~^Xf2X6it^0aabZxAIO)2yW50}1wg!9m!w5X=JE%<P+y-FS}ukHEi
zwMpfFmH*ZHp|bd3?K97p19Bs8+OsNyWPh8*{R4T#i~n2gtMlLYzCUC@J6hjA<WR1h
zIzfrma=OP(c)4ZiOAR;m5kWA5x~LIpN1uOY`aZEF-u7eu>^H@+yPB5p*vV6d9T%nM
zt;woQGfy;rB;2?%@;2CV*H0lS)bVq#bZf&;_2(yzKQt{5Am)!w5FJ~ejQfzMqip2d
zO}<NZ%8ka?NBU~aB^|21HuBU|r@cb{&|=pa-v{G8SOv+epU`Q_jri}4xzk!2xRZ7o
z)*YEUB4d=#g=iu*^VaQa+n9O-Z-2P{Y0?4wkdQqb(N<iQxn@6Cx+Z6P@Q-D2+%845
zhUt#Lv3=h^J{#2^=H?=fkz_2oVPPLn@^_`%Wt5c9aN2L*xZ0NX=JK{O`*VodCK>%1
z)WoC;*y|3SrgDDTf5>?Iw&G}kX!h#k*&nUeK7-F5chh>(f4be?a3t!4#Wd8)=hv_6
zH!q0V+H>DNb#s(W{0E}6T>gIXwbMV4bPbVRR0rQB?0hE7IcVcUA2q|+JDMtaqmg&V
zCKT>c&Dy^G^x`gjPf49_ZX02LvV36CG4TG^t_$nx%rgFleBJqRr1L!a_xb8Qk%&)E
z(KlOznIES}HV5w(tnS_U%i;Cm8z$37V6PB@+qw3(;nX;}>)r?Io_y08eRLs5InU|)
zY3%d~w1Dzk_r1eFdV<(H{(AAX?TLY{`A-)eNcmB<pFY=xzkio;0$u&rKtmG!{vJtK
zet2<XaqL6>-_H^^_x=_pAjT($mznSX?$p{v%IqFK=}5D5KVopt>0a1N(=^G{`kier
zzCUb<X<Qhg1$s(*TW{a0oW4)qMrMBR$<H<5z?NCM>2Sn!Vj1nu5Tx_NNOw<&;tCvI
z4=fbwy8UKMdk4C;To;Zsg<YY)F)Ho3Yp#ChsYJ;a`}P*{Q{;2q)34TP9gDR#8M>uU
z3)ueo*2X<M?jKK6D%On63J?4^o)FME^#cJe=6M$pcS>z=_QRI!t?{L;JBPHD?tb-)
z?fEEw^_0Qu7TQj21SwO+b9m#MD??3B``?SdGQN|VG9G<KIDEd$fBN)Er^BraTOJ4O
zhI{oU%gKIBdgTzAns_iVQU9`L;c?bpjPRr@s`z@`^G=1d!}iXs9F=2V44=LwoKJtA
z^>jde&BgBK(W5rOsYN+ODagt4pox(;ZSN3~s-OKG#J`>m0vPG9`%Viz)j5w2P9J}2
z<#YA@m(=(l8Q1gr--g}l`0Lt;)&9EA>bq)h#=pc3FWp|{Qk`_Ld!I%#>$z3kzP=Nc
z@#6ez>`fb+zCAoK^4ELzPK~zA-(bm_)o!VP(7R_nUP~7BM)JqFU(i$$VzXM<!LLPi
zCh@ttq)lo2|A8O|Kj4OY-q&_+%+~9PTl1i$H^;?D;moSp1JaFO&$+dJEsCK|YnkjB
zejBBqs(1U!&5Qk%3vO%H`TvGroURw>ktFupr+)1srv0$;_Fp@Z)*f`fMPpp0Ti))+
z;5C`2w_Z9tzYSgZZ8tW{c*&?yIJtN!`d-$fjtB=I1?($(@9C2&ejmCsWG&4HQ3Ti;
z>)~z;evP$)zNXaPBiZpccYg6myZd|7hl`o<VkHBO=^x48&aZpQ)@uUWq#)n!qWiGD
z!L&DW8S3TrNcbi8(dv+0rSN3UspXg2$NesJa)ovdr$x7w+K#~X2Jd}km+>*Ucl*L-
z8s)JYq~Fcl9P&;a^Y?mt<mU9YrK?xkx2taS6NnlFlJ2MZ?TzLBUypEUh<mKe;^_-Y
zo7drfQ;wOP>66}sWjgdY74A~(`dT)<XY=~6XP!B1y-b}*XeB%8tyPy^K2rOYun+Ti
z@u4vj?;oH;VON6@pa!PeD=h@;|5TsSb0tNvcGNv1jvmX8d;YNM`qCQMd*O9TbE9?6
z2z@vd@OxmEMJOHO2RLc`+?hkTS_b(_SXh8vWh8d!y*sKbH~i9-+82QF*N|qu8N+=d
zOA6374o<A?ei@<N-}gQSC1)B*C+IxtI^SGUH5y!rca$un<*9c@;OC4n=n0lUte;~&
z$JgiZ0wOf{T9YFYC)(ULU2!LpvcKTdK=GQ%m(R{b#`(+mighf$igm~&RC^U89kgGp
z;xg#+Wvk&DilwuXFgyy^*afnK`~D24hTW?*N7O(*50%eK7oh0O73Xy_2R!S*$|(n2
z4GREFmpE5U$7Ru}<nxC$jG7l$^!SRZy8fZiA_teL^?;%LZ)1M#30budqhO%Y|C`)*
zB`w4J$?I2~5mPV$U{HFcdDB$3WxAvkx&xKH8M7T+*<kT_rOKC{D?<6>WNT1>EjyDk
zjBo}+E<*pz4_Kk(L1Uj0sN?=Tq?|+^`DtQ|qfM1<RPegWrNuV?;55S4HbWoziV4Ak
zYg-XMdR{@{)aG+%7Lz7>I%HDc5{=fewkxid7>P78)T<~)?5AQ2wn(OVj+Xs|6%tDA
z;4-k<-Uf!pINZGrW-Aj?AuH~@6riI19b%Bdfl2w2#Hhx#(h|CmUu?`FXO|b;5&i=)
zyLhLHbzRSTe2{q^8RteBR0)N1nLMK!H%(EjaM-xhkDAj4g|S_*NDq-U`#@)X;y@ZP
zm8W|G;jL`*R7>kd*}k>|_5t1vGmwBnz~=VV4Dd88?v2EG0Kg^Zjn}pF2`<-iM;(0t
zWM6-Ft`d>b)|W=;tdk+8j2e2m_EQV{K8_rn=8Jd9l3e{V9>elW>h2QO%nm}M@*45`
zCGST8+BfPd41(fiNX2|VNfxD<dy(NMUz;hGMR^u^oSe6E+PSnE3i3w#i^<fg_JY>A
zOW{Bi3-benNggtTmMEJDY!(r3y|O1B2oIdl5j|~x`YEF)7<$L1$)Q%x6F20zZB`=w
zFdPZHJGK%tK*7LLx#wW)<b!u&@-_GU0~tsE16c|q5^l+Yyzt%sPL~F@wAHP%calT~
zFj5wBrK0Ds0hBFgs{Pu_u~c#266mv!Ms<L-m5KtmPx;Dl%S7sGw%CvYKniCt4Z|Xn
zQcait*MD1?G=}%H04q5~Q4aj|K*<j=qdIYiSkm{(-y@$Lgl{C1onLI8^PfZH(~aab
z);&8u;wd&zt4aj3yjP$j5UVf{k1PMM`%@>tm@m|;yACjkuY~u=%~eul{cuAgKr84}
z*FCWE@CLEc!4X@pfcfCRaom767i)uzI4k=+J&WFYSGOtzKjg^(k&pBD`^))(Ww9u7
z&t$ke`b;f6LLC5=P&Hz0eEg1&NW0NhQLT2P_n78&l$i_GX8{b>i%R#)y1bqs+77E4
zQLT|k%2Tvx>rhH<vgc(gX@y9qR%)a5sNwmzh)acd@fd59Fz>9ZPUvAksjmW_#gJu%
zXBuEabO1oo=#sr+V}N1=aa51l+=N%)U*bKl10>0&3%BVF04I?RDo;=syJ^t<sF%iL
zxHGKi8ra&LJZeK5lFM*}1H|nUu-l5OMU!VkIIHm)oNlA$;1qg<aRjUj7|*>~TxGoG
z2=)VBtfHsO!gyc|N3eH0=Kqq;v_G=)=l<7j_5F%y{~!Q)bsb1s0sPu%{0~I^)$?02
z_g+=gn-z^vin6ArfJ=k`(ra)<8w8VBO(6y_A@fh0j647hO1u7a#;goU0lXOKi27r^
z{(18sL~#XE{4==c-v;&-I$`BQ|D_k@sd1hdX;rq9*pi(uK;g0niOhRE6XO1RVCnm5
zgC|7@lJf8OXn{7Bn>-9;2dYPtAVOaw?5Dp$3O~Qbp^MN?J^{Mr80{^d^wHAB-giWd
z(QE8IEV6vfv3K}2Ew6(XyzNz9dljqM`J-=*Inb=HFQF^J;ISy`INav^rrDygDr)R8
zG~Ak}TFo$9h^A!`M1FlzK!p_9u?!03!D6q5E!W194S;Y|ili~18{}6$X+zMdcBI~s
zgkHd90#gaprM2|co1nYEtAF&yn}$eVGV)Szl$-{Y0vj}clIpETFKW}7$9WdmaFs>a
zUo@*{X&$W(!eLw94uZD}`jz{YT;}4^b8qdA`CYPsn=EhaT3+`DMc&fs`%N?IAIN`t
TGfeU~2>h0s^OgqwdHnwYQTDF7

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/images/image-19-Micron Presentation Slide.jpg b/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/images/image-19-Micron Presentation Slide.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..283af9ed66144a6d9a1884d861c4bf9025ef50bc
GIT binary patch
literal 121273
zcmbrl30xD`7C#<VAwmV5AfhOXU?vC!47gXeU<d)pDn_&tfhMW+2`+W%0tg5LB1=Gw
zs2Gw!f+%QEY;7M>;)3$ZY87ptMWxkBUv1Ub&H6ic0&4r-`>*Y1B*|oE?mf%*e9!mZ
zJiq?@HpPh(6B|RZu%J*Z;D5^Vo0KSuovrO8TN}GclP1~Q+ff}bM~BIi9j3cXoq~C|
z&z|MsK69q$oWQxB-t&BB&ZIBE=LH2bnatU97cE;DvNUi$GX&kl!rtEAVX}jpqoZ4h
z*G#XF|JVOL@1Qu_*$mrQSXp>eES)W^oGqSrQD(z9Z7j(DDC7TGSXx=z*iN#ur%r}1
zv^h~MEv&38t*vZqtgYeO@56bDwX=<jS8#;wR9?y??@TNtr~Ig$Ph{(P8o%#{IrF7i
zx%O1oX>QZqef{RraRxIqY{9}si=(1hF)P@y9Dz_IUX`?3vLQ7s{VkbXv3bkZZSQX1
zv2%A`e!-r?BBG*FSyjEi=736FuhHrn8uf;gr;Kf<&$OTYsPnTf(}jzdE_e423=UoU
z;`)u@uSf3Oy*K*JxAz}B`thg7PoDn!=U;wB^Rl2=nWqK+nkV*`c{#(pEUm4rtS6y)
zSy;Xchn2InjaRU(O9XFHO6FAWkQ_TKvixZ4d3&Gv{2yr2tUjvi9Ol=)kI>Y}nf*VT
zSnmI)nZ20U%Xtk`9IPzBc~;Jp<&@56>gSZZb=N<<&RG6zM!*i*&VP+fdrtAS{p^qP
zyyui}Z@hh}Y5T*dTXZ#X)K1RA5-s~!80FA?nL3+FSJ&8JyzrL?Khc7P@hNHor|{rg
z|Lc$v^g7E|4hp}ogvYg1^7#W!=o%wGJzJh_<gq9ij}-)uL67=hN5S|b=@yQdJNaBo
zsw2jCQ}S4z{}-2`krNb~01OQ|(Nj&((Xg}m1V=)FxvqyNQ|9j6y5N(=<UDg<9d19t
z!LyBge((5Y=u-3L<1@~NJD|J#*8|7p<OOc<<?JU%hF|}K<GANpZvAsg-^nk^R~`SO
z@53JxH!gojoBhY$>T|@YQqw1$1ioaz$;j`Uur>Ep^H~!36b^;1!Hg5n4M(GYaVU-C
z9ML@g^9aB??A2xcrOFN%4zhz}y_<P9l5I{(c%nTk0Hgf37yZ%+myj+%)1kO?Bsc{u
zj~?#XuH^T-+oD(h-4AsFiq>o+n@ukbNUyUV{}lPa^0miCB^h%af3fF!j64yp&UqPs
zWGo`vX#R7eFD74*?OH+5$>IKY51jbmPaY^h9x&BoJmFv5J>hoJ^%P~IY$B-t$J5>F
zAthqyCNK_!i$-e-pm=KQvGoHKt>(N|=LdG54-S@APh=J0lv`bi8UH%-|A;DxsNg7y
zx`aoBqg#`KH6CSTLO3APap>x@aZ5p5)?>(fCbv2pi2D3ah;A<W65J?`8}Tww1mlrS
zpYRm&35@?gjv!Zp+o!S)zz(RhT?r1|LRQaApNNnD@>kPi^-55X1Dn<M8|%Z%5iQRt
zEy53f4U_!Hc=FF-|34*%IP?0Mb{>lsX}-3;4TduOA6XXerLKng;<7qx@&(;wn@z>>
z!EE?QXUU6WQGBr%DNzF!fN#U#CHQso%>D2|N=-dxgvnQ8>Y7|af;?<P!N_cQ5l8<e
znO->;1Bhi68^`jqL_vnbV5Gb_whV4$#zrYYS9koykN|aB^O(UG(pT&Q!yli_coO_C
zH~fcd{LGLY%c2Be%0w^O3rs5OrNA4MoqxJ!=NJEh{$G43JMjxWZ1z*?zUP#fE9+RR
zFG>%8O$5iW67x)MT6OkR2w7siAKesyWpjC8EsJ0hGn6{yh3gtJEmB?v6`w+0<}PdC
z5z-lPL^3bj9^H;Y-hxtN_TKe+tRo{3&ty>$9-+G6Ne$-EbuThIT&*O-(+NVp&I$vA
z!hK<WXb3pzz{KEjbNxrgz~@|Rxb1j&;|^S2T<iq6j{j}1$FeyvtRM&UfC%sxnU}U`
zp61(IO7~;@UQ1~u_5ioz(AAAnet$oN1--5pdHsLZzyBZSEWZ2DxaxQ1j48j_tawhT
zPdnj#V(l~a-(M}@Z+Q^A@?W4;bp;wV+Y+YmzYmnJng-r_7vwy0e%bs!2n;@-*hT?&
z%tKk@YC+eki|rtZP~gULZPXP6MS=oTi=x&1q5|bQJdw;VKBW%s5>`#x8K>|ef4W{8
zeZu(k78~CH>=-<P^uT`^DjF2TnM*Z+Ux#8RYe6+BDS{Q?yM)3E*Xqj9dnOvAKdMw*
zYe?Qi^w!fnAu>j5wCbE9xEK<wqWUEwO(YgfYaA}d%kvB5`!6G&IA?Y3Ipr_OvF_u)
zqFCX3^ae9%1&3=%Cs?bMC`>Rag>DL@*IB>JA~JX(e`3&R$dAn^pfyo^U!<D(O9)A_
z$0Ny(jB^t}&Q#3!3L$f=8)sB}X?5u!MQNnIxFj20f<t&i)@e0N^w!oFYya<&8${*u
z``E7}3`#Z9st6KQydF2eE%Fl=C67oJIKlH!?q|l}+0qj9omcal^v+*D2INplxL_5x
zaX_JPxC8p&@J<Na2?M=4HSFay!TWCDyBFE~BCsahH1U^o*O6c7t}n1`#k#Y<ML(xp
z4u4s77QghDnRHH6<M3R<T)UGKtzcq<FaAZLWBJ$os>Iq!EUzT7;sM=al0@=fQ&4BY
z0XLwVo1rZ(mXJicz@vimF=<JnMQj2@J^>K{EE!cUso8B_drcVJl`P~={eniwLJbfK
z48j}*H%ZALYfOG%4Il;-gk%(;OvWw*`9MXC0&|!}5E5QLoCh)h#gW(w<Ar=C83N24
zo<>)f0HsIwm|zX4p2>qrnCwLJt^k&j4JQ+W)C310fsR<ke|kX!BZOiT8*U2`hh7or
z9%zm%7|&nP5+U8n-<6YJAf3;N<Y(#+@75(vv??ClX&)8*8zyV$q|z~ClDXQW%+bCQ
z9pg`+08j%Wye$1tn_s?pS)5Q_zH+!}bzV?)z^3Ee!4e`o9NayDN#++oq^!Y2$Ruo3
z=_bGo!Z(@EH>1~IE>RaFtYRTjqVDhwq+9OCk|L#qB$yi!L$|ChrbsKQO9TLQPy@sB
z)cY|hc|k%4d@;8=+X2v&yto0OHjr+ToRCy~gouLpL1<P21Bp<R@aSL$IMR(Km?88z
z=8L+_<u)^x^zX~5$2TO(P<X*7memk};}f323h??<v`<+x;gvwLf%Jd|aw;^Cme4?E
znj6RmDL)*&0u-N-XQmruYy<;O59ZjI!@!=kn4n~!fHp!X+xC-Xlne^s%bp}rg>T1<
z$MQrR0)PH4?$33$18~e5!u%|Z5po8~7z9~vP7IEGM&1BD96V)iYs?{Neg_tk2SfFN
zZ@Ep-bTE<f0S8h5r2!;~L?WSZILZ703!~8}&9TE};CZ-&B+b%n7vu$q0Yu)=iHiN0
zk&;_Y#yK>&;}`*sfqap0kVQ!z&XG8J6^(}-Nf!|qzhGw2zFDI2c;){osv+2*Y=Ym(
zK8zg3OMIC?Lkmb=a3EmnvdvG6o>MAvQl3-Rw?C&m-q?0`>vu;cGVCJBC4BUII`;&0
z61XCdWXNQS1YiQE#6KY%4sn6X@kB_#izu>cqsaer`n-5=q$sJ$iIbRJ2ze4MN%RMn
zAaGI|dC+WANs29@yaRj>kN^xt=^qbh#K9mo0iOa;zCvS9o^S&M2>`S+c@>~4W=WDz
zvN8rkwUGd#A`f?fk?SHLfNSjI2(DlcM+$>QRR+TC9b6vo`$Ao?h-2e2rvmd?63He2
z%*@x7?kJ;_{d}@<EXV;;|0gd2sDj6UqQdy4W&Kd{;PJ0!CHe&X;M6ycJC=z%VIo}`
zrZLgWY)*O|GT@}<Kl*0>m^g3w!)c@du#X0AT44r4vzz9SZt5}xU?OwjH#ZA4lPAm{
zgW3o<J>d+b$dI!^#N5}bh(n%tBMUex)Lb)ZH<OM);BU5cb#;!JU=UyxGb8845hQzn
z0s?#yYz`BJ?v!-qD7uMxV#)&24kQ;bvjCYUcs`)m_z2)B8q)t<^AKa>;s|SC9$Hh-
zj2Qen6oPEHQ?NaJ{DQ1>k!5Y%#rzQh631NTP^klWd*QEfUx6d6VmWeildm)j5IO&m
zK7UOojHiMU$AprLA{)>HDv1fOgse<86Pyx=7$5<ft>?10pBDZlr>dZ8{fD!N>aST?
zTWS#*5hzfg40qs;5FZftsCCI9>p$uKi6VuH2H820VgeM_iEu=%P(YAN4p<uuO}31P
z6N6Nc6UVjInkU7L2qz7M;=qga5s+{Y$Pkpou>fpPY??!sOe$p095V#@1_0iY^$t}K
zgk*3NEg5239V#2a;Uw(oJmD;GJXu}jMDNsz0Is6?U^qk~jK8igyt5j51jv(c7%Dsn
z`j85szA&2?D$%Pl0P?2!m=D2~PH=ePlTjb-K+;Kbl%l)Zyy7|Jd^6_wBH@t7M)hbp
z$r8-<XqNvM%VqmW(l^=Mz{U!u<iED22%OwR%8h2SDgpi#N2-6|^NGAdW4Fbovb^eS
zY>9|Cvc993NPjixkY{)=2^?gfj$-4c#S*=OAxS!trN}G<&I%q+LmLXD9+(c!29Yrx
z4ip^WX|h>AbxV{@a9}iN=w;Q_WM7q&??)yN3eWkRMG%o4q*0s@oN^;kH#z`_Pf*Zv
zyD%fr1oHk;bLN1rm=t9VJZe0Xkl*ZNb-jwDE^okal51Ozi)T=WY|$jmcsCv^$XR9)
z38p82pkbPmgU9mtmQqJu(%)-#h1n$(Ih056x{e%tHb5gFxGlsXFrEolA3_SK&mSBc
zP(bgH3TVZuzW`u`dNy_D8F+GIgxS}q>$d^$2b)*FXyr6@ls*>bfV2E?`KweCp)~R$
zI@Y5ogagDX@CcIDke}D1J3&Zs!;$($z5*lE*^Ir2tceICrEPN_0@ub0e9hqC3uB==
zdQyS+O8dg=F*`a4A}~RKGHEt0GdNAK2?;pD$OC;1F&hAs2c%NshZn*qqNp5m`va%=
z{1Ipyptpl3NJ%E(34~5#5rLuxJYXlQH~YmQDqL&wg(*RIz>DS3DfL+U3)3PKgLp;8
z9`yI>60lndV)5p53?fSvut*}@7fJ<C3|yXl3pD^hgfhdwgDMI=j?WNuxPQ)`b!UEy
z{?ObpC6hWG2RbJGJ7CwuT*8Jd(#kH3ip$7w*Y-eOo~>sp6D>z4WLG1J$n{JLPsO2I
zY-agF-@=Dne`#>!V$k8SM7k4vIf#lw9-*2<7F95e*~2Q_k+PVG=zr19PfT|L;Yg-1
zcPFXnN0IY|YZ2pyd_;DEJc3w6a)p3I0wgAQp-;?aLj(;0AGw?WhC;^A20w8qj$pC^
zU--w;g%HHDr6BE@qfUvY2GrVtLuVqKL(zg$q~z1k6U|MYr}+dAG^lEztK&e7krbo4
ztT#wq#z&ci>NZmL$;dSm8Z_~aCm;UbrOc^4olta8D|vJrEGJZ5X|@&1nvC~9rTeRS
zi(ZqfJfxvfSilQA2}F}k000mS3VIZDZ#1$O2h=k_Ne^5;$-IIxF)gGF_xHm^=4y;g
z0qhhfHEFuKl9?^R=R?++*@^(9aHNsonG@p$EukM2@m$h^-2PHIN)`%^Z;rhN0d8jB
zK-kHY0nf5E8jDzfwO$x9nLXi{(pZD4(r%<*aQodLo&b}ikZ{PE<^v)CmYmQ)dp$K;
zD0AjWl;%M5_;QAHCJ*$h@h;C26;!&W2UU%Uc>J%fIsQTKbIOm)VS&wDk9^;nl1~GY
zO$S^+7skclg^+M0Fi~Kzkcog}FiEmzzKD&97~z|VfD?o&vJ)!^2rU2zRCXA&vE$X!
z_~Nw}K)yv>EW)-!_jiq#OIYmD0_a)33{4FgudvV&Zi^_jC#faDK<g}XSe9TNTwcf_
z=`<3qw4@q}=mB(x=$r9~wnMYbGSlAJY?7zPCTQwxRd_sB;D<XduE;5r;}<H*?Ah|c
z0u5wMETYL!X9%P(!FzBGBo)d~R5+wLFyaZF!ps)GB9`<)XrPW1$%+~#oCaW+Xhy*M
z;JP4_8PVD38d4)h;Rgqv^WALY^56G8o&9uz3jmr$J*QlHPI;v<s;Yeh6Ot9D4B!>O
z=`X90U~)$oo>^5*L9v2}gEgQ!n2v5TmkUdNe;;XG8yF4b3w&ceV$KvaxZH88lNYlv
zB`_EM=J3gJu^cml<@fUk#>b2hP(=<tn-?QP5b{?>NM6!G$M_JcwiA^x2Vx6CJqYzR
z=A7a1dIGTC8boA8NX6Ama{!O2&u4;46i9DL&TwlG$ddy7kp64arBiLi4n)aJ`2ARv
zI7lHUBpeVH02Fly^DMy=>=Ysxo&!B7f+|GUr^5i}L-Cjl)8#;LAoA7+01j)jFOY&n
z4X~0W_!||rI#4u}#tA+;K?rMRwf+{h@8=T_CmNwj8gT1BIWKPYXJ518Hi58Egan`t
z1ndY=DdR6l-Z8Q0g$g?y6EaXBU8A!^)tUnMqTGV)s<RwHxdiC_vca8L0!2lZH9j<^
z5-^KSnwJa>l1;!gA~-k>Y0P)$ajh`2^q3b!%zd2&iW4|2-GRTO>nIr2ER>NrKn4B@
zV}SZ&12NkIaW6fT*QJH3-MRq$l*}KgDHz$0+N34aJDFsoloYrCt7!o4*OHuqNe>ZG
z{NChua9D8h))>2(N)3;gC%VuV2P(_?%wXu{y$kvhOnzobBYf^oFqUoKi)NqznGLeu
zya>}pj_*a-lS<}<S<L`69-ZcJMGL*K0Bu&cA*KaZ*OtpZ{AKnF-&KF|x2FZqDdm5>
z5QQ#h^5S<jX5B&}F{8*L1|i@C4dzWq(Jy%a_<D|6HvnP+e%6BC4BZXtVj(DlxqzfB
zOK4Wi;0=P0x+brlX_NxCw}Y3Jz>Z01MavLCdB#~O0Mh&fjmdK=6I4!Ab0L?*$+`g7
zA%cl2arjG;h(s4Jlz_&GB_Jekchxi9fnw=Km1N<xgCztA4=a{u-6TXQJfWx=A`$-$
z4#W5(B_j123Z5B9B;wbryG((2hak7NJfP%e+-Z${g1xXjFnSIBhM@5Ndmp{0`HA+l
zpVqVlclcniHiByqtHj5YI;B1{fPI1p=F@cL0_nhXg0l^`)60w((jidXtC?Mp<HBm>
zZZ9nR9hA@o%n}~Vld=G<)seG@#SpW*VF}s}wDwjIS-Aauu>MaXfVs0kUbdJY7Xvv8
z0d8JbA+;O3?e)xdQp5!YhgxL~Dq9rNVdJd8cIW3~)a4_eB5B=B6gRGF{-F2BkIR#u
zQ^t#7DC6xfBLcdR7aJp`;6}tc&D$d=F!l#@i*_|ApMUPQOl|=9WN{)>I>0v|*p_ak
zLeYxQ2*B6|x*zbjz)6bG1x1Io#<T>Myl1ciK~Hq4#2)gIkOa~h>bgjM#LX;%Krv5R
z1;hd&B8p8UHJD&x(2TyQl@a5qO!l$lv=igUDJil6Kp#n6Eo2C7`dEPs=*6Uji*G){
zXiZVOMS{t)y4mHrw6-an#t2k2XU#0g_tPdlQwaABH?W@>?o728dL^~rU+FBWTB+C`
zabJ>E^HDx;cH8Uw#iyrm*5;P-XLc7XSIA3`W3!a`_>X(J8fl}7(TnqpTLXPB993On
zMPKfbE#10yKy|t6tND0&ymv!dWB0X;85g2c1(|&3SfW5ybCpL3A{yx#w$&9{WghZE
z*@g00v<7gCFFgdnZ-Rm66tU%iDPXB!NHDXw|3aDRc%_%ire-WQ_bq064z@tX0UaAf
z93)`}!0!lnPSDC)VgZ$S_V4>nFQ2HyD+%ZX?LIW^+5ieA)MKPj-W3k~?DWl}U~qw3
z6X+-4Jb#A_OvASTB!?SjXMiJ}fkVIvD9GrO7d}IZJcJH%Ff=_VL`h8y=z@p*dOc>!
zTnK^RuAAmkUBVwxMYbyit$?b5Vbw@!r{0k@NXv+MOVBeBOcKFtYfS^_U9if4zTf~@
zNl>)wp_AT^)$!K1D*=Eh4JiP?nF%JhhV?Uu-~`KDdW$2xK@jbzRuXnlY|ruFUaZ^^
z^alzn2})++3|6bPX8vO7j%U8I8Xe$kPCpy125m>E1*XlXnY0)+S>zSw)&STUZio)D
zthJ#C21VBk7|p8*pZnas^H+`R)4pw2`^0yB>Cz3}4fbORLVcvTd+v;?OPzw;UBVps
zO~ymkrCk0)z2yk3KCJS(5s!<5<NZ13vn-9BRqLCX&3**e(D$22?)|jcR#G$&da&qN
zYU-t$G0}CYQM<2FcsF@gRbJnXgjN0!QM;&Iali~+49i+js5Pa_3LnKV;t$l#4V`CX
z5y66unj8EZ>^-vvkL0gBsp404cD<SJ$B1m#m9siObM%G$Jk*ilyAYO;K#50;hmNW*
z*&~7SPTF9CnVTyqaA!!*I<vfPuI=gY22$`568x>O+jOuBKYRfuc*I&l{l@S|@A4nt
zxDMzOLM~Or_(PeR{mblmA3mH;YOOl;k&ZnJ{uK;?^nlT|08>5)X4^t9{wtRc3lps@
zs~HinXCXX<*oJ}v7UpJvkQ^R{5@r}J2*Qqra7XnaSn~$qUl2JJ<M$8QLFjd6Gb*M6
zS4uDiGAf*)$^L+j$~c_)Sz~gYyceMEcm4)ul6)`J=evA<%Y~5&<rB5W8g(0;1l?qj
ziGzX~uI`)xtE(tZtxXgd4>J$2dNI*NA^Y~E@uA9WRb0WNSWX8_;8%{=0?h`;3PwuM
z(#i<bD>jVX<fgHb<BydEXn7tebR`p#)eXRs3yXo!>!Dpd5-H$SM88tNo&-Q@l0=_g
z$nU3aGO!CQ592lqMH+UUu<+bK_-Mmk#YoBB$MYf&Eo^FSpke+UO@-%HMLU1SU$wr8
zZ^3arY$M-rsFk8MEu?P4E3=mJh)S$RGtCEz-_P|}?%g$V>LA2H_<(0x;|;}Stg|gF
za9%xQC-rEEv*aHK3<BNeq#h4pn!e`B826^wBa=H>b+3BQmaX15R@#s84Z?$OyKXGB
z+{J(RRR1VuxIk7IwkuIEth>o(Md3~vPc`_MU_{08FFAgBjCXRENR8*q+G$i3S5zP=
z+K&y;3io<qKjLlCd)2!^duBlo!-whs9N^{hWQ=+BHyFx5@LyM=kl|i_sMSL3)g|H`
zqB)*qT4pyPD1Cre>^w3?Sw3>E6-r_%sh!lWI`-ZN(;t1g@7Zo2QvRwMJ0^e6PX9Z1
zA12k_j2Z5YPO7H`4u|!xkAiw%g&mYT?89pG!EAAv1Hu`=ws-JgK0wU$S#;BK0KDl$
z@Ji^5ZKWj;1aKBY4OKoAeefwnL2E2wfr>wo$f)qU18@ZlL^Q|mLQaCEGGJkVBsy#X
zb{o&+xHfyXn`70Lb^&1SA%Emh?%h<r^aw(*yQu=U-cDD}?~5&gsD(gg?a2g6upFyV
zcX(n_SnuHhJk}-J1TvJ7uwN*_5^mwY7Y1#?v2mSTV)p$*{}T9Qqy!-JDqo7$t6ThH
zSPN)4*2$1~T!7^Jokxg0F2HOG>#<|g%<}*sg{XcA3>Q9##IM&8Vls<hh^2{V!4ONK
zqrB&F0YIq|>&KJcB?~{SnFpBHAz&46tM6h}q(y%YXK|v<+B{POH5^$Xih_6WEmm6U
zy@8_LMz5N^*U)x^Drlp1Jn`4FgPOhDf)Dn7?D9xlmYEpI=%#)f7xnqU!A)SDoH(N1
z6DC>5AIU+mZvp58qx``rEpzZzvEpE$4tap7Tvl*(Zr|$t&BCgk*LJ^d+r&QS-p&51
zGDO2!&uQ}>u>8U!s$Un=lyH-85#w*QWyR?d!KKj>VMw1dmM7H8?euBh0meLGjmEn!
zl_l41*RvsYoT?hvD*CWaqeW~1UegrVX5nVw#ygkCuJo>?$;yr9hQv+hH4d0B1ADyu
zSOS5DB5DMd909c&<V!QN2DyJQ_fTXcM%{#2Bv={=iaDm6T>#1WQevLZ&>PDfejdH@
z$9afr*f4x$8}a1LeO7NQJPBd0`0(4yZ(n(o)Q<{zNI-r6-ZsFj#KNb2Bm{H=8`(D4
z#g}TDoW_96j%jX&C+)_hx|^{lbC^&y_`htqt*n_7ae8mthPT>gt@W>xemWd14%@}Y
zw3}MrgjDF>C7=$pAB$o6G5E$?iFp@z5a>EDgx4Ui1J_zeZLA=Jo4QHT=k1owhd{5j
zkwouB0m&mYh#^Db9Li27{}x+#KtMw2b}r|7YrV^ec!xY9gTrDH#SUrX#oQ9ID2|X*
zdhyI2I(D1UZ$V-kY?-~qA80hWBELf{7Tb;A(gAXGr3p*2y95aXT&ybh?)G{BoM3+M
z_d$Kc4#*jZX!RkKSa;}<4$#x3*&ZRdkQUttB9j7x`oZBQ|JUwr0ngVF2Vc9JR7ZS(
z+i6CYlxUdGj5YceL_XpO$-E^criJ`IVbR9Kg@8hxdg^U_5IhHw4F6_Bm}{b@VPA*C
zxGQ}3@l0#7vlu6dGgBP=+25xKq`yZV^KA5LvhzQ>ans7oky=zkZP(k-A+CvSi0j{m
ziBYZs7!YfX*(F3IBg2?4PfDF5pbp-X=gWiD9|x=|-yXW98U5?Bg5?v&YJ57RcU9j^
z7CGM+q;9XL`3;XV1z$F}%{?F_1lI^P04OrerAP7J8WWQ!C<r1_00#OQ9B=O$7Kar?
zghzHZwKQ#9X!zdPdm#CVhWQlxOyX?~eJ8o>LCOtOU<wxW7j+oeTzj1@f8ccgnEGB)
z8uq(;yspZWVicTK1t)x+9-`!r5P|;CM?|`TZ6Gl8E*Bx`%UMgQ!}LhVXlT5TL)FC}
zgB1S8k|{qoKm7Yc_ancCNPcoy)%g3?*^k!T`0)Co<&RUVMi(C6`KBe~!>QAWcq4#T
ztJgu<&6OtKINb4O>}kMEeqxVtqdu%ZUvr`GG{5k{dga*Rp#_XC@5MZi1fPb&XNF{g
z=f7ji*EEUqE@AF$#bN1L&N`7-@vzbQjlmtvvwJS3*Sv2C%llQ_nk~$r=rnOfWqsvb
zTvD;-H_^MhJq!c$GwBaCKD3nj^E#}_t6Z9Ed}gE>BHdgMyDF)hXd0eFxbe2JPLSOc
z-D=sNkB}Jh0Ln}mHEgJE`suxB;M*+7fzOb&IFHq5EYGm!rIgb&{(K<B@fP;$<fNw>
zTP{I$*@0!$D{XV)&Jf#%p_{eM*WO$SS=CRw09P)-G7K%r@kWb;n*jK<3s8C<#k^p|
zPG1@i${)j~mL6k&n-?k?G2%*^7j{c{eS@7D+pRLqItN*_V(=u}3>Xe3t;$Xx4jX`{
z&$EIrJ~L)O?i`f)uY_W6b#~TpWSbvur%lmCLu5tbA1mC+DgucPRRmSP7+m9DXtR(?
zX|NEN&x0z>mjX%jZ4Ga*V8h48IBCvG%Y(#rL-groyF`tj{$S`{)a3mB17q5<y>2^2
zN<*3Z>8f*ES6E-u)MX}EmdkI8uK%OMW@!K*et333AQ%El$Wi%Cc?T+i(@&Q*!`=h1
zAqIW>C7p9@9c$Y<M=|6^<{nA2=Xa|wdoYRD+MFdVBlX_xqsMm!^%iH?DB_J7$Brou
zxDLNFT+_TDBaWquhUQ=AAMbs%OLGYjU*H_?zuG8)ykqM*1DwI@P36wK7JXr3cYn+G
z(VcafrqwB?$U8)=i!g=jt;^(<i)(7GCbE`bH99YZHC$dM+Ls56(xP1pUXwy=CMEM_
z1d2Ck5_a!=g+~r_4&+j+yIVRSc5{E@of)pW!Y)pm!N~Y@FypEEPU~yka><duwRyd%
z2=sTN=|&pxv3UQ_Ie~tKVCmoF!Q#T5cBHj)B+=E&Ag@^15B{=3$_VP4h>z{K0N0q^
zlQ&B@{Nexh>%UE!`$tK|xh~@Ib4qE{AO35WkAHHJ))V)$Z1c}Gz(}@10rArCrH8@8
ztJx&zB{Eja?Z5~0bqbc`A6#RBVK4`OP!*z$N+;&T%~FU6Ei^yEFqt|MGVQ@8<quWU
z@aXInE2_kiypzRM-J&1w>w?AI0uC=LnUmr6xN%P2PVw#)yv3rJ=!MfmqQ*prL;O?j
z+#ZVcZm##S@4D)PNgKADzt0;v9pjJ=5>6|})fn9ZSjlK!8lWh*iiGsafzQ~s8?g3<
zG3`wgKhg(DJd@*28#<y+mk3QPzdlw$)agpvB8glw&)OF<%LIqf8o87hU~5y#%46`m
zz;e7`qstQ1XCnUp2qM@kI0ijal!8d$NH*k#v_x0~bpp}8Rx-;-PUbq*owZ=*AW(&>
z{LF%bE4>dA2W>8t#|(oFT|LZMDlLBPPG&6Bl3*4pg-bwWggzF%_*e#64n3R^<s5E@
zXj)1+zyM@8o)m}@jE`&h5N%@e;b$Z70$GLfZcn`v*$?toxS_=s???pqYl_z6on-()
zau<_jElz335lNHo%^d7|_MlLxzjmykxJ7k#`lVw(_pB{^B<Z?ayEOpUv!V|f(wc&0
z+p!;TOklFU4iE##AZSSnH<A&%Cj}>2?K~#2fx1Hn%2#2MXf<PS4{_}GLH4&A;`rId
z?x9>`Puu5nwwcPt>S@7X>Fx{ry}=IqGyI0D32q^Q63mY=lf%sha+V;j%!n(JS9K3i
zhYBPql07cRS9#Z`HQ6Y_;B}?{$-zLz05vy4kWw{Mm@54K+yJ%Lk44z&!}?C^?TWF3
ziVXE$V^Z`QnJEt7^r1DP?|m_S2^}nAZChaXCeA!-FZtJ*d~3bsF5$@v@5u@F0_!{4
zg}zat?7~2N+u+Btn`3-_k!yE++ZzM1XNJpuVQ=ft(1Q$Ew}^93u4SBuIlOC2m~d^T
zm@}BRqp3JVR!Gfi4jkT2JI1Xs;J1;*znW8s@9NKqD}6iK3rScHeTF_=Sn~5fKL6wV
zW!UXC=R~k+=bj7qJ})`;`Ln12*x4VuPRiQMfAiyr1^+s^bThz0BA$DT3#wSMFr*iV
z4##F0D~d_jtW%^(6emI#2c-5$^M(38+)4PLtup;lAwx(g?@5#aQE8eOm&2}_n;h4w
z?$%kuVZ!!$?6|A<&3J#oNLlleeB$ca#siESlD*ZcRHh)+(7)pFP~GLk#lMM*4qTqj
zH(hHA8EH%1=dF+P_?vCkKWq~5^YWXU<mcbk%{$-ZXsMYTPV**)T$llLNf|UOihOC1
z@phZ1Bw1949yi#oy%`zR`Wn2tDZ43J-<sU)H{8NMc(V94Q<m|9<Rri53cok$#2Mfh
z>rc?8OT?3%%3}#-GgQ374n$5M5!Oq{M7v%NdIHqMd0y>gWV>1}MZK%E*be$LvJbkG
z$!0;%qwy~vsigVgnneF{xLFy&6_%m~9|AUM)p*nL8EU6c;!Q3YK@xzg8+s3xg-#vh
zBb0t9$v}4st^uAXEo=6-a0Z6U){RtU7h_TlD4(DCpo9k<DheDDh_jg4T-10#E9aXH
zdIzS~dj+FPhIbk|XX1C7gM`@vc7?1bId6zI(j1d1E_rK)%30OI(8TvQdo@oD%AD(g
z-xj{jC*JkyLR}1XyL#jv1((%h$@4l@a=At|sXKIU%!S$u>J72`-5fS2&XPZrSJjsH
z*<F`IwN};~tBo(8h4>p^sy3B7$D+*oN-<C3?GFwgtJBVPzIEa>=++s!D*Zi=?w_G_
zRp~+o+pDrZrj`&b;`)@t5q{b#$?-eH>5-<tb0EzaLAnv0cV)&(`lZu-r!}U);YH!a
z8G*z5GiJyeb6ml*H6}MhOCg*DX|N&1;YNaR^a!ytP$9v+)Qih}IePxaV>iz6D4fKq
zg`Blj4t>#kplH2s%xDbob~GMTystb+pN(5UDz!ja&A#V}23w_bjtFoH8Qj>mo=A}x
z)8>S;=-7|Os&m{q+0gw^H#PUwK!p?-deIt$&ga?(p$<QPI`GH&`(#GFp1Dr@sO~M(
zwIfe%14ZQgG)>Y;JR1%<`0S2<Ie2T4x<Hl(saPl8*hj&hVA;ZK@x~#q?zY9$y*5d#
zW10+WcCkP`;H=mxF&%P_s!}8xi8i{V=Tvmw<b=s9CnwwxWF2Fj-k-*CIdpP=&@b$;
zM1F&P+^OM1rfy-XE<|*VsF&&WE+dJljUN6H>c&}%`{pl-{(Os};^LU3VudJmUvq|i
z(l@nRLT&`fEr%NRsrFqtf4qH3?dHOcHt*)ZuM{lK{UTR);ES~`wXVj9l%w)(15f+&
zn<62z*0%X|udQNl^Y)J!-k&xD&o3l^cXSEZb=$oBxoP_Df$6fzv;*>d#b*IAVvQXY
zyyG8xI)@qKx*zehx^f_vd?0a_Em!$t4Hi9tcp+J5>Jr&kK@`J-+3{vIATf3p^hRTv
z;rDU-lk)_b0vfZwpejGh8$MMs4=Pq<E#+q*$gN369ae@P-3=6L$j5Lq#iP^Bh0LsX
zKsiKZQVP`zNfmeb(#r4{aTz43913QJ#uN)`0jhNPZ!+&gdGlda4TxgPaoFqtMX)!|
z@=!R|-o%b1HeuO<Y@MfvA|l?hR-H3N(mGp_zan%o)mS8Jo3W)yHk9zjP?{t2txFPt
zz)I9R*fBKuMx|APt=jgmqwAFP*cFP1{?fror=+v+5_#9)M%nC>J{uBSN3}bP8qacE
zeU{1bc;C3d&OR2+5i83>B79<>RH_U>P3FcWdv8Wapyku9KRX>tlai3r0&Fg=R)jFp
zX)~w=1UElFva=zjC;Cf;B!G5H^e#<q3hxBE*sa}BpTXrHJl&vF2N;hk5|ta(9V<@n
z&xnO%iOnUVpEjcNk3D%PFADnX!0s@9i^F8W1?3Q@)m=D0$)70VTR&|u2(Ngg{-Z|i
zp*+a=V!vtb{?(_ViQjOl2=??<`D#|(WQ!Z{cs%@JIAl~qnvPZ%4}`Eve?y)x^Hraf
zq|lZ?STs+Mg-@M(62u2ipDFr$4iggVsQl}<Q&W4d@^kps4I7^}amC&yT3|Qhxc{u?
zM+g6i`EKQ}KdgK<-FJs_x9agfOaA%eg5eLp$OUD=zh_oU{qJ*9mXCy-qQ1jep-b#h
z`vK#?Z;Llx^R!{xFsWtK9#vQQBydu`qEqa$ASXnWN3-14G&$*%dX9l1!n$aSsXeEJ
z`6$0cdfM9yyp=K54S7%XH2K$xz&CN%?l9qRvYV{WlqXIR8|Jo2{CO?Vda=SdIRnEd
zLIz)JJGQ#EJmSt%!;dR2a{5yZKhC9{Tb-v)y*#@uJaN=`x3nol`qBMUrI~}rpe!CK
zm3OR4U0obyiJ0|3?zP71f{ccY256ncHAyAZZNuA!lSO_@9H1+MLesd-+gl~pf_`Kn
zb-_zWPuoacY0fi;av32wwaZr?%!h(wy#g9cPyv0%6DTeUiVui#Au+%XuWL=#AZp7R
zMydpUxihAp8dgTfOW2!x5?cB;;KJ7E@b~erBAP86mv^f#@D1s1_RNB>+TJ^&aPa9b
zo;p@iaArg;V>j2^J#JL}b9g__(U)#8F^~Jlk9}g8w0n})Z?A9w&!}ro3MwD20om20
zL##GzI9`bzm<217Vg1e#?@lMBYe-bG1_r^RC6qwQd@N6JUzf8N2$`9HBB2CCKnIhx
z;1Qd(#4a6a8qh~=K!5lndavYg#6>_zp97L&i6FaSy%V*Z<q4EPPPzA{;($#ki<{f*
zrD5;ZCPnbP2fxKNGc^WA3a^=C6QZ2d*pL%1*^W(7t{Xh0zg|Bx(RDiTfPf$(0$G)|
z1WFP&o_1-pj8GCK{j@xFu3XbEb2{5V-N*bv5wnoGT}Ry%8bHyh<gpq*U5A&hGJ@GD
zXIh3vj~?#f1?yX*H!8wL4-eiFw(kvbVT7RqBVaC69$51??8~aRu3!flJ2+=;0ZGHU
z6O~ydyVC;ysW_50gMM$iZFhXthBUu_D%>p{l^YiU=gS*CRe^gI&2CF58sq52KAa0H
zqMf{V2_GCDY^(}tPVYO%b6TmO?h^i%86ml>@@`$JkaJqZWzDg&V}jwD%VGjBdAhI}
z@-AeMYqYPb5pV{t;(3Wto+-R?K{>CbDJIL)pY5W%nP9&r`n=kArJ`(Z8^`6aOB=UG
z?OD5}K5gY0V6`BTpWemekEsutHuQfmAGXYVDSu8`XHOPB=FZ0_N?@1M%d}jl-uFZK
zW!?vm%0uU4qq_d|RtyYRs=VzV_O^3}Ft=v$fGNEv@rk}{&?krQFOHuPZQP?xiW2r2
zx-ybtJ)8r5S4W68EEO3?Tgv+|u3E?A)r~apl1|IY48|Xf*@BClgH<WPvBdk#zD+IH
z0RPG!ahEaFQPFdRT*d}oo1##5yz}VRp4BP5pl0b+4e?Ix&|92OJPlX<k5?{IL>pGA
z65G6H_DesO{zIHMnd4dur1{IKQ1CzzcWa7BA;}w!ttlXRot?p>5Sn*BXoA_T&hWSc
z`N8>?vOJ=MsM^Eqr2DEvAacDcv8gG*c0p~hlR*hW#4ygCMYdv)f!fKcZC@#(OAk0i
z?+Z;|7_*aqaW>~<aYWCe>#UNU!lM)qyhE6yC|w;}GI@;SqJ^R#QJK01-zGdS-_{$I
zmbJTIwV}yZ9@ZP`CzO3+aNRvu`zAnctolw^+U37p<Q(t4)3%Yh!GrO!X-u#|O`ERV
zaQ=RL@X*s@;JJjhetY-5<$)^c)22^FvqV18SAUv?hYkH?!#w{jzCb!a2OMc%|Fp3r
z`Eh-Xk@y)@#w#Xf^ODl8g|Mdtl!qL$j8@WMMGZEdfU-Un6ayfxq7+B81OQZ*n+{-O
zxu3Spq7EsfiKtT@&r*z9E-rgbA;S8tm$^2ube{S_(HseooGlVXDI*QL!p<UUUXv4y
z_4I&f%fakSRB!imQ~0!ooH(}F3q(L}XMIZeS$2|eBSYNS<2O^oWrXQfbvvWm%T;pi
z25yhT!O1Ia>w6Zum$mxIH*;-E`dgARnRx@Tx=POZ6q6xD=BI*G4c4U}W-Y*u1#8mx
z8gHK)Xk}%WH2Zaf1X5K{$l;yT0RpwAuA$q*W(|HTdtcfNn>Zq@zs2dH1{Z*`6&J<c
zoyPWo5}^=Dy4iis$37Th=<u)Q5By#Csu=+s*K!uyCcW>Z)S1nSEycBOhwYu}0}!W#
zX0zD!fU_jBEo?YanN@l(t8J?98oDAZYWE8NX~C>7R7Ls8+aDz^7Vvyeo}v~Khw|tD
zEmYwbUox3*t)0xb5SI+QPXoLDJd)k^u6L&tT1>&|q2zfhP7{?G*k<a*_aD{&v10N>
z!E9Qkc~8FlQIh1t>&r-yva4^!&+NOZe_y|#8&Rqv;;WoHYjJh0f0$wqbt_X~a1RLX
zc-l~k=hpf!@<}?G7Ag%hWIqykoj;Z~RqfDQbW-s+TAUovBa0lm!k;Ug{yrnk@aQmO
z)7yvYQ#p&_7dGp?YZnVc@-++Vz|y^T7wYF?BZ{z4S<l|k8G<66`;d3iXS`7M&{X$p
zethqp$A^}<7d0I}&=X?0NYl`wbN?>q${c88%G|dD*@o7J;~yOy1Y1~q`R)#UcS)2e
ztM@Z*sF!Y*GC4K9X2?gF!G={1Q0kdiH*<SX?^Ov+!hzFJ4_Drdp?kF!9OOI4o4k{T
zd6%^&`pn+Ane~1Rtj0b?XTbdFE_EiZx}IlZ8~b{g9JPkWl~l<V-Q5FXFvvID^F^ok
z!_w?nT|u;XFQ}9mI_o8{RC!abm1Bj}N4$_-qLao>rMpS#{>C|B`f|mmmrXGn^y!bv
zS6+Eqf8}Y@2Ww}&*%lSbZMydx@7@&7nN!1+X;DmWW6GubiJ$!4!#^s`t5kC>BxIH)
z!?uLDQQ@RG*7BsIVKZw^dPpX(YUH?aMgP&%j-w$D53It54^^vuXzEmB7;MEe#-X18
z3X5Ebt+Yrf+CJt93pRLX<M^_7(5z1&*Gw}94Ge;<3cjT86|xyyFn5y+U9S`>7+W#-
zIm;kQgQ#UwBji&o4-v8k{^ZxN_7RoilBL4dBspy=RXG^Xo)`HUZMuGzdc*FB00%`*
z59dPN=7<1i_rGDfgPgn9C7X2o-JGveeyL{;)7z6AeQ}M(%Mqw^o!AAWD3--~*nlIk
z2305kBiI>mx~}CSvkoo7l*c;WjDv<)b1?-L4&NwAKdLMvfRPc5#I};Xe6$po!|@L*
zj?7t!<sMpXl-0l{iim{9%z)tbI$!oQ<_~R4cYhPTg#P1$ZtYUmn7A&gQTU^N@3cw8
zxedCS2WRcJI$ZXiRV8LWYg)&CplQwQKjJm3_u|&`jgMB{C64}h_I_;Fdw0F!mt)UB
z&D6K9YVQSAEn90@bIencX#Amyp`C_9yC^!O<Yiv}?$gi@FWrHvw;sgFzKT_<ww)_4
zocLvC#`1@=$aYV#YQ@j8+p2%p48(GF_TsHaSqu3fc^za%mKwiC+VXVvCL}U1r4}TI
z3yb3|58I^nedM>db=A=i7`epZFi+|?jisur*5(;MFuL2)FZxlM<i1(49<lqQ_}?2I
z{4UsiErXWDAM78RzEiG{+gzM4u-BauOcob8nfz3eGF3__=xgbXMGdZvHP>2W`0f`~
zB?C2s8{gL1jn-Ui>{+TRQ9anb=(_r_BkQod<BQ1oscJ~q2>p3O@18zxPoRPbmuvb|
zk#eQ=z-IUbmB$5D3N~7YD^kx$Ll)JiCHRc)tr7=idENlB4=ppRaO0i~CUGz$h?p1a
z401r8Ad@}Aoy8!6d+6Uq%&TIgB%Y8c1;OPZhZ&+!OI20;w4jQ)k{Z$0(8Y)8XY<M#
zkM%-ftbqE~(ml{xQzhvexry*AwV;+;eCGspS?`yyxb#?>+h@U%b83nBwt3g)%z)i-
zfWlE>(KB%1=JK$?{aGH+gP;v7KGEIx=JU=aZ)r+{wWuUT%$BlL(IU@|<^oPG`;*4j
zW9ib%vuwmE#23{TME#sOBK0rFiPh@ES4szOi5shZF<!hKY$$Go9lP)wngH0;NLyvm
zsiC>)ZJ10pL)ggTRK*mz@*6nE3L2s!jJy;@+DM&1fY%LqC(3URt{=!5Ef@RR9y-hj
zlHaJ?Hp?+kv9wQB?LWm&y&<6|SZ`k*+^Et5DXA+6zi@Q3AVgKPf4J(BEU#afkLNQ2
zXQ~tNZM@yFE%&A|(@Wfgq3^(TN@9uNY?wPP$K^z4A8aY~pQKnfs7%jpF&5;?&*}rb
zR&s3oWEd@_^Dv;fqj!aCMM-bG-x3?TZnR`Dq{4Sy8@*BZ6MuKoX~`Vz%*||^6&p!x
zlN+hUw9MNBU#Lo`<&&6MyURnU2lxlwA2+cN4=HS28bf^=e%Z=sUY_xWU~b6Y_j6N6
zn`w<V<k$CvR5nPC-8ab=1F3pX{muM!feN2#%NRd3FgvRPeQ~Aabw!Hg)4ss~kGJM*
ziAhU5H_-W0|B+LwO$o45qlP%3ucAlmhjwUg$cocwZwxbH{`TJ6P^X3`>Xh!2xp&_D
zy;S_+(<x-<*Ls{-{@DtL{pT)}t84-&iRZmwDIpw`tB`)sW!&nh+pz<3B&yixMG9C8
zKnjL_OfYZj!SqK_G({?B=fyF>98unlb54bfE!reQ8gcf^y}i8`YV8{e_3xcpeJXNk
z|5UzPPmq?Gy;pTmwK;%UBAOHD9?w(>xS?{VF28!e+M(&8MqWwH0M`%6VQZaZTr3qK
zJL*&^ORqf&Dtp-L7$Z@-e>puQQGVXwF?iI_TXcp$s&<U~=-AX*@qTixem?izS#ZaQ
zYJGk2-16|+hsQ&m+PJNE;JCe|!Mce(TJ?6>*hPhWo#MRYo#FI^v@Bz1TPpDPY`%Xv
zEa6ZGH_~SZ+c#bURnVD#F|(%5f!`Nt@jwx-a9-KtP+gRx#|Ehi7V~(tI!PdQdL*nm
z+hjMG+?g5Zr56sRE)_mdlwVm`NtMW$=?97<M=OCIZRRR`it3qH`*(-`5<8zYpQ+BR
zaLr-S_31^nbkjl}0sV0Sx%k$upSKV4eLt4Jy-pJeYvMJ{L4<9gn=r5~l_<(*+N?-m
z)V4Z^i(&Cs(LZ~Bh;K1%^?sT@M1)UOwO1by5}fk=D!H33@fPe0hhNB)^a=CmTJ($d
znT!bD=;0}tXLPP+63q^pt>cPfyP?IQq9}n6Z?mj=$dINmGz+}6o3|8u4xImYqm?kH
z@vPis_rKy)C82>20++a?mkjRGcl2+Jf31hvr%IeJ$a0^4hFP$<HX!hG#U5{WhMT^?
zYSp=OgT=PH#Qa0Wyt4<MZn)3RSgG9@@b|Xm55F49Yf8GtESbM?g(BsQ_Zijoox=FH
z$5y|;e&Bk&Q`ZVbN!R=Sa_D-`RsX)lAiBK8K@HoMR%u}E_2Y}gSE28uFvR{N#ExY5
z425>{+!?TmEmASy*9lfWpz%BOnR4ym0klh)xra|A3|d8qXUB1SmN56EY-Y!MG5h5q
z6&|Vuu+3?Kdyld_WsT}Ul8B`^;3np3V8%I(Q4Ry=^&UkLfYYAxj{cT|zUvfS8&tW$
zwW9WFV+psxyX)=#X754g(keMiRJxj-)w~3Q-=~z^Du7N;AKQ4n7d96MGA2n5J@BK+
zokl@4q%}D(LKbOy2QRH&p^g5oXSJtPz1|=9(bW>BMGcJ2eA;N$D%Cd?OT5nuXmreA
zeAad_jGI1;|Ew;4ZS>5A&wrVD>^Wt;0!khq*}LZt|0S?$*MQdXZiZ^7{btN+Yc#4=
zjtfO$%sr5&eJg2>%Cg&w^uqKSpkkuNjcv{%#ukpVqAPRsR909?gwKeMy}jY0$C}cm
zL??ei3A=tzY1QJ0F|kiEakA`-rMe7E%wA?l+dbSoFL{f;dfv8UGxs_tMvTSXox(Zi
z^HdZ3oA4*>E#|DM$>$||Jt7|s=`ECxq(@Vmai3XFB<%0lA6I(s4v6`TmL7fHFt)}t
z{iJKC^FqDbpu^BPUS7>LMbSZG`Y(+KzS~}Zn9IK<Sg@HbsgazH2`K$C?jv>2^k&|n
z%kTCVH2%c#XRFuvImUc1-_3lIJk(g!;}sLXj8`*Q-Wl7(`^+SX2{Dvis%!F}g+FN5
zQyMm?M1QO6fwhFd;YhkqO<^-+5U7xr<rb2X<^<T|Ks~!QKl+N;O}LTH<Q}^M8Sf_K
z;$eJG?+OiwK=C~RnHCLJ@mkt~*Lb%FJ`+aPI?n9e<mcGK-6zUvXmXBB&uYl}F_t)4
z`kH^}x`x=yuMDG8)jb{~xg!SqoPVu2^e^Fo?r%?iwru|U;c5TY{Dc?ZFs}Y5$K9}}
zVNczA`PqZFhbTKY?Q|Qo|F>Xp(89n{6kOr?YIRn8D!jm8$t8<WdNywS81+Kpu$%}^
zvT2SWjoI0jQLWx`H0U0qoEHQk<=Q04C%$KVOg;Hz?RTkBjPAulu`b8|zVp~fvzNNE
zIr575OICEJ;X+Z>C6n*6{Gfh1hhG1Q71X>6BGBr5gB7=j&isCf%WmlBY-=5tD9agV
zLPOfbwi>bKhB1zFYw*EPyhOK3{Y~`hjmy~Xh9+Uox1&t%k@uHujdbG|jFzrH8>HBz
z$aCL$Sdm;*>4!aOyr$zN-hC_cwxDxV#Ymk_E77iJ3rm|<O!J@@Ef!ts-Js1HJkV!X
zJ}=5r^CK%kKR_r~Bv%|Ta$=nC^Nd#g#`g?wN3C9@st>sRv~iY0Y1Q%G--Iz!6dXOr
zZ|3P69*o-4*N+#CJu@7uu6^8`vhFIsVY8}Ys_OWvN!q{l$aai0#wu1QzRyqn$Lij}
z9)`TVX|FwPGHY$H>aC^v5C^o5zkYz-EIM$oIEoItoCWO<11t}!)($4mTh7dT6#pe#
zQqaxLRHP^(p%5M1z}}&Ve=<wf6P1=!wjea*6S3`K_oJ=qkx$?rGyuz}dA53Nw5fm=
z;x2dglN8rAm5UaBL_GuB!9EX5-q+ZKUo%|TDbg^1Nr+|dpP4AL-5np@&399T!N$HS
zzvk%6S94A(LL66Lmj#VBDSHN4-nyDg3ius|N`B_4W@Oe4pM@vdVy=uyVy^!xOdmWv
zR9nAUv0a&7-m_>$XlC=8{xV5<66fF&`H0W0z2d_xw&!{}eTAem@vT(G+`(c@c<}vi
z^`~C1Is53$A1hvf#_%Vz@9em^cOIb1Op;fxmuY|SmdwIC>unD+YP?0E-b9fi?buBw
z&o81UiPgAa=1^mSVor~=XoIB9UC1NaoQ}=ux#J?MB+g>*34>p!ZSx&D+u*a+`O!tw
z>S&!hQ|u%8M!DC8#@9~1$iXsKTAplw$fQQ%ur|fH9Rq>c;H}Q=kysjwM82GJcPd4x
zv~$*dM;Jr6?R-f{sUq*Q=B?q~Y|S^c)i+hGb0zw@k_ROTt3$#<XM`@=8y%m4rFc!|
zzr|D@`YyU8HBg3GsLI8siI6Pkh|mz-E<wfOLsJ`Qh8TWhsQ1$*`)O^<&?4&59=z3M
z@gV_5*JFa9tamA}dk5`GO6GzF0!oClGuF?L!V)7Nw#i->RRd($s80pNuvX(-oHI(?
zi;<LQ*U0V{EH3D|Gedb}J1l-*D6QFW>{e-Ehu+v%B056<m3Q}>w)Af{u-Mtu#IsG7
zvlW~2N{8O)J+UE+VjOE*UKPQig>PZ+<hy!n{dp&^5vhyW5%?4BPb-_FI}cQ@G3hpQ
zDgx}6-S3n%y7m8Sw0Zu5=+ko=?3X<_{OhKQ-3y{Wn*Eh#%D;rx#zz5uQ97Bw&@dE{
zroU6^ceL_~^jG(m+9CQswQHhGQSPjKS`f_=wFQ+-HY|&JGSkZ*deNpfb9V~d68A{!
zwW2cViS`kF_o8O+u0Gy_kB5pFlkTr|4v`&yvi8B1!PoqwUHum}7V2*a=RuR3pC8Ri
z0N+*8O9m8?j1UGVLdESLsVFmnAe2UDCOdmFZ!3c29etalIgZQXBjK3FjD9fWsW|Sq
zG&H_P5a2HuGPEeRD*`2HWlua6$J{jn*2S!DRn^MS)$v?iRo4}UBK5wgZ190%hUcM4
z&61+cCUJt|;pEEXpLV*NTu0W~tl7IndNhBh=-Ywv<oVSN(W0CU_e~t19=5(Gq4kTU
z2iV8GNA_Q8Dt=9omV5Tz5_iA!8Sg#Sgw^-Anf~7P`i)PTrV0DzW5ZU%>Rrnf|NJfJ
zvF?+W#~Q-}$y={4+dql8a`^M<BOgz1K6TiiG5W;`+83Nt9>=q?hI57uvF|MNS0Dao
zrRl9JuPs@nO{fp9Vy0ZST_SpyyRErM`qWSv^-tOj``R}AK%O&qsi;UmTYYNH+|7rY
z?BW+}W!@FUHf(D3djQy?kSq3kSIm;A;)B}!6f->bjFt?{k5SBEeD;|jXH*S%?Af}w
zjdMa2p?4Z!vyAU3u4V{%XPcbcguL1ww|%sC<_o>wu}Lm@v__K^zn^F54&}u(*$pK(
z%(-Hak2KW_A8cN!{HAt~RO!1g5O(ZnHgi%_Y!<Rq2ZVwj@ET64r6=yNq5s&J8~kP<
z^=|i9iI25E+DPp1^EQ4f+hp3Oe^YEXey%vzN*vhmR6qB-fcebTQ#eHY@?}k1ecbLR
z1X&HAQVJF{)O61q{rjnBjmIk=*7p;i->9$uZFTLt7pLxXzX87jFmKyCa3c2SZ=O?p
z+V(%&T}kePNcS%|_;2SYMJ{^a(w>8a;yAOIs@P(<FLpV#vCsSJ`-)pz`N2Jsl4~L9
zkBa1sTTxnJ$<XzW#V+vn9j{f=nIg8~;rss88;88RHV`ejbtR9)PS;#Eu*;}hJ@3b<
zic6y6{geaoOv|Z>t$O=Lm9a3X=yRGlN<8zCXwF9Q4_;N;Wr~td9^Bp2EGYXXbjS)<
zru|Darzz`+;rOECmu7DE4{E$Fyt+u|yoNRN$J8Y4WLN}Uv`Y0A{Q_5^<u+a9WHod2
zVAjjIuhSM2tOSNgVodSsW~9;Fi32QN@f^u^UGq|E>TB2o8TKgrm@oDqNN!Vb2lgoc
zT<@mg!<I|2jyVvkiq1RH=EXVkj{N4rW3{D*O=pD-Z9x~uV5ii!^j76RF7eZRrnOl*
zJZ<WnH&`^OErqd1C|8PaE;F#&o;LdeFXlNtKE6Zr7FRw!{ic;R==_+Z$Ei`}bzd+x
zU9Bn66{uzH%`t^Lg;P9|({aK4)xo?F(Kno&>eD4x)3}=Zi7lhYPY%7c?rojRq6Tgr
zfv+Lt$MdevWcB#TaeKqrrRwiT_rD+1pPoB&>b!ZMK9MfkF>}aapzl&>K;^^oHcWl|
zqUX(|vMa0V4-(znJ<&t4HtZ9t?*}BUwn?AWqyAR0?R$pd^8J-lIA347T%-#gIrync
zqI!+zHndui9_mn)IkhN(b9_h&$Iw*2Ldnsc2Mlv*>S?$Yv^xo%YVR7@BoJKP09)+J
z9<Bn7I)N3_sjZTF<85A=^Nk(_ut1d;%4ledI#itKWv2+QqI0%$dIp(^o;OW_!Geb)
zWk(-t$0jHGU=RC@Km|9KUfmA8kNbA!W`{!(tw5w4G|0Z0E(iEA=oFoTZ>Fcjubgi9
zc43oqb6nXmN#T}ew@KcO(Tl~0+V3Yn@jYsE{=jDB#DznQwvT@BkC}5ndH&9W+Pb^@
zR42;^>LC#C6kj`==B0@#7v&dd*@ms9XVbg=3-w=#R{wZ^o7nLIKkZGwn%<!?<%QCU
zG{3YfQ*2MYv%dL;&+Q@mJ0l<ASNL~)4z{29&Xo4~q;>w9!-40-YrB@t^6%G%9M)O)
zZ5C=0{L{C$>=eIu`TX%;vw|vuVVA*C#_elYuMk%c?Fb#RpE*#(df=z81<<}3(sFAc
zR?8d)UK16oa`a=&@W}6(4jWzc?GKl_Z(_pl%i4o)4=4v<^ASIl$!SoXavn9DkhD}C
z<Bk@$h9(yo^0vM+e@%V0>|8;EK;$%(AF5uI=F%T3DH)mr;`Qi(o`us^sSYXBp$R7<
zt}Jw&#NqMwV7FuNnf>C~30SYZv%F-F1>a(f3mcng^Ex+_2_N7DBb7Gqo2-_{G|!m>
zLcv8zLF!#h(5OGV^y1;)w*Ue93U<3+CfB~^+kW!;9sP3(@$#eKo*jdKSbxw!J4z4r
zR^`OAn}vLqHZ*;{u-wqS0Q5j2@WPI!;KK@KMvr7~)ASjpY0{-b*Y|Ng-)p!V-+xxK
zv0Uri)Oy%|vEThw8x*4l46JW|73F^?@_C2Rt?J~?i&x=wz44sM)c7D3UtXffj#Pv(
zM-+aF_8e>v(SSFFETAO_);f8Wu@(P^sW*X#dT+!3OHq`{GPbDfW-M7|gsALe7|U!J
z!^v*OQr4nP3uP=}jAblYW;dfOQ&i4T*)y`tXp>WtLgff`s?&M?AJ6mp|9-z$r3o3!
z%>Dh`_kCUOtELtv$>k&CTjZ2ss7$_CBKfk;|7acGvRAuQFI=pvI&0sQn5Y(R06(a@
zPTVxhbPjQ^98ze;!Z0ShF+znU<#qEX3~Z7P$}~&gSV?BGhjWGVk<E;H-EYF7+RoO<
zhK@`p$kZaC5)xqpGk|(?oC)tJvn567s%{pW!`21wO!q#l?c3q|638h6;qzIlJjLgz
z)=5bW%dI7I<Wr7SzB(9y;HY5Unu?0W9rw`x%1Pio#C#Og6k=d)IG;-`)~Ny3tDcrY
z+(`bidKm1dx!dDDyW2(ucdk?U3&c{kBDN&6<yyP_vHB%^6!HGjC5qs(Fx|z|aTc2_
zwv@EkbH!=>o;KHp$sDb4p^8oN9tMi&>N}T`o5|s^6|&X^bN!7$uGA_6z2+_0Ey4Ec
z!})nu>&?(Z2!@bK-_OVg?l(db3}4=^hN_KfoI7Lvt!mjh33j*ps3YEJ*Oq*oFL}Nx
zIZ(y^ShFryo;Sz;6zXr8tWU|~gIyIR@0}j}A#^Sktyh^+0+hQOE&$qos63FL)q?$@
zX!G!~Kt>8j<aiJPGmJeHiR?Xo4EhqNfFru9yZG07fUWSQ2W&6wVML7_5GB199f~$^
zdmI31K0~oBn8fULk1&DgLzxPx_!0Musn~ufw+i84=w0HatS7xf%(H9W4oy{UL|&%0
zYs@w}6C!*hU1g0yIavf&+Zx~UCQ5QU%st$`+QX=}<E+9Y)uIL;g8U+z@bb|_Cv3Fu
z#Y0bZRF^hxE?-U{NPi5??!69rBaB(vU-ZlLo&rzrcPrSfte3&I>Ic63;@hHb6PluD
z8Ie8>dY}UvBDNXJaYsY~O>*Vxz*M{O^~)hx4soQ`4)Le22e-G@-jNWs@)jX-NQt*i
zUkY8D^Y(x*1fSY5bvsF|t;Li0=}Hl~$szzR4lct-N~Z1)*lU6z$|P*BiK1$N|Ff|G
zcMB+>ECH*vDoIv`8GzoxpyL=|QpyEiHJ9$d5s@|byiIWf^8@a<12|~kkBM}M;!=jS
zE~>GQr4o5f4BYc*KLkt^=ue3jV@mDcA#b%%(zCcsYOz&AdtF*SWu6ttk6VYeHoiAo
zP~U=Up5QkOHgETZ+NO-w=9LP}oi&;jV0-Oh9=&`}JG6Gut*PasUb;Zoi9N=-h<Tn5
zaJ8y=t?z%+DRMj!4R#2UjUB?%%9!p$Z@WPCm<0s|RFNjbo0f9-fBYtM6kpVv4Msko
z6Ap|Rk5=?81T9?@CAUy1b3dbfuXO8qO7Dqalu>I;!3l9_-VXxCi!e*$AjEdHN{HF4
zKU7wN_YC#@M)fr<jgx96-+@H$YkzwlHgTvsb<m8Y=#1E&m9dz8>kGMnyaTJrYuJp~
zAu@GxSzac(EB7O(@xh8-`uJ0ng-g1{gA_q7JA>bbNO#r{7Y~V#Jz~&{$X5bM8TJNX
zE(zqpvO*Q>xZ^~+Is<5C;@w7=R}b*Yu&TJ`shgEUy;)Q`*y<jG(F}WwaoJ$?<PU3c
z&5ndua)9EBw`ZYbVvO9y?;bp<<3R?bpuWMw@R(`_u?p3Hi}~!0uUsW`w(Gsk7|Y|)
z0vUSDsEeh4drzz0F3RvhnTEp5=D2QCd7HT2EOQ^8i=j_*kWExBs86#jc|U01vEc-I
z=m6r}1b^`UBvPS|VjBi~0G@Ikwix<pzV%H62eyKX4vUW~9$8SQ;SF>sYfVB-MR!`y
z!)SX4i4g}(Djwb~5gT}rbL-r#nq7^qFu_g&owI=2%SbfgMYdWZV2l>F04fOfQU+Co
zZH{bWToRzz9IU@Ns+&wAv92IY5TR(K7EgKn2w6x?`Vns%A5`U~G$;x#7g}*E14%ww
zFd)uQ42k9jo4O6gwE+8@6)~LODR2V=*5XMd^I@+W7!D+R-EPRqg{@*?{`q3?h5Aex
zM3ce(!{m8T(Aed~%|O%G0EJs0D0@wJ81Pe?XxAipdR8zx^uZ=_oi%J)wX6=8<}=2u
z6rA_0agM{TtzcyPg1-FX+2T6jRzSwKi(+X>!D&yOa7C8uYfA^q`Th2g3|(<FbZ@_5
zXW&Jm?LSJvE409fvk_f$Vw^9v_tG}RJ(+@C@fB^=TLV24Ep_9mTssExzT{1^fA8~o
z0aTnkR6O<$=(lC<v_|Kw0Iq7&gygn&=M|if9q&4-@T#hj9X*P48OJ7$CqLlZ5N^ec
z+Zcz5svQ1`CnP@*4E@mh#1@xaPuY&BO75dfuOn#5V^7nKls!U6?FDCOQ=%kv<aC|r
zPjrn)L0L+e6?oxiL<#-99#uf=KGV?3G=^^|6tE|60jp10s(b$??8CW<%~+3)>dkoA
zNb-uecIE&i$?oq3%pAs5|9TNUT>mW#S+YV<J_6-kg(?hu!U)2o4nR)<mi&!e;~n&J
zN8GT;?#e#$LyPzzsRxGX(OB1v*}muw+AN4$G|VjoZ3pFDI)m*!FZso{fA2Aeg5kDG
zHm-3cXYglmDWjK_Eh!TRRVDd4{9$9&?=2@K^$*k`;p$Y1&^O=x$q^wqspC~Io(8EU
zj^FzqQqwh9yoC2<ZopcsXO?+$;KuiT34eUtyZ_&U^85F-z&7&w(Jzj`hh+O-Tk~ne
zfY+I8zkCnx28|l92}qx{9j8Pgg0xCPAhzb#FZNNQ612F5SeCa(tA)O_a(XA;Z~@yN
z4?Q+xRD)RwoUOPR^kG1UGHkE2RG#)ZQ6&ZH;UML{`zElP?^z;X-a{TcxL2DV)S(0%
zgcMhh(s{B|XQq5<O6(}^i!fNli_=R!Ha{o)Bcj=5xZNh}{N<zF$0nz!a*4Dd!@x|K
z+6`mjvB@)2f92Iw=?~$be<2s@a`S1S{+{qTN6{g$hM2$YVOFe_GAWDd2GjFL*|T-B
z2RPJ@!8klnc|}l5vZO|?d3sd3yN5_mn!2O77~6*+uSu@FHV535k%KY)Ku1u#iZ;cu
z_w}{ecrh|j$8xX7k>adm?J(EGNEJv8CzV~hS5c;}v8EZrJi8_!6>)pwP+2ULJ_0t-
z7bRBK%A08M+>eS1SPj%i4ZE|B%VYRhDQIhmLyawP^TUab3Z!IUl)op$mt;1NI!I3u
znX=X*6$@EnG*{y!WkS<802iY@b)`ud09LVX$k7TOU-?_}>NmdfQ<7flApaM|2x22K
zAS`IKSwpX+ZX5^%`Fl#x2;g}$QE@d9LxJ==;#R%n!)gB78iM9-5b8@g4&x(yg~4#^
zWIu?q$PQt;vx-==mvKcagEHIVR$>9V_kD~0@oc5Be%Dnb*~XjkT%!X{4fmN8>+r_}
zfl=J5WWuxL0PFeMp?5GPA3cFJF52B+;32!0{PP@iSY*CQPcmF~?LIg(^dp%z(ffj$
zH#_k%2xnQ-!gtgFonU|wkpBeizur1_p4cladGI~ZDNEpe{fU7z_7I@QP-VhR0pX;W
zVX&@MP>{ee(TQ}un|e3y)Y0{X;Q@Om_k-<Xa)DMZqS?f*#lF48gs$jYkQxAHUa3L0
zl#=r^E><B^r?gGPss45GMCnRVJfl8n@pz|3Kjoj4g7lUQ`A$gF&R_N|Q2j$H;lCjc
zAUvS$*sFrz>bxke^gzXBKgDJL!MI{ZJmv(u-M`Yn>W3EVkSpO;F0AaM)zt0F2&xUo
zQERv>Nz`<*CzdhTbzU)J(m}7_XYSmT`{Z%0?o=cB`PR?#8jerT9jLmIwoW@7i^!Pu
zsS{O0=exImOn!pt$ZhW8-Jtp35*zCu-su$g()Xp<?jXeR5wJ-m^62D;M=ADKfl<|8
zbbMd{b*xU3x*ceEh($-rB);?{_yQKHsE2&}wK-q_T}XMTARg?nR~G1Dl_=BXp4kd3
z!q)4oU}Wclw^s6m(4(xoJ}4*REz8mM6QTSlg&zI{?0(HKd-kJFXa68vdVtw38+fPH
zLfyo?%ZZP_bA+B5F2fGWIVezmP2F+g6Lz~3f3epII`bR6`<_kOB=p)j-Ww|dDxxVo
z<YCtnM~6sYr??GMPWGCQxZ4zL^F(;rr&9oZE!}+>qBrUkpA_}P;<oJCK?T^|5hqH(
z0exzQBmWuMy)=dzvuI-9o$vVa?bCm*6Mp-u_&>fT$y9RQ2?zvNH;y@gwy>5UdiSuC
zcXs<Pqr<yY-=I|qIizB2jwLqduxgdVK8hr^1`n}A#HhU&8Wq+*=3!ZZu6@3A3uBx&
zv<UW4>W&E4YNOknE|(*}xwh<ol{4RV(&AA;!EWM_33p4$PRms9=WL%2^Ix~V!EYpd
z6D%mYMCq}{Jd{hgPs7$VJD+5YtQH=u_Frf+)?2wT(`5a=8@FoXv7AM*wMpr+rx^<^
zK7QkW=g0|_YVs~)FXME1!&0x3h#mx3IRq0~1ip`1@HWH&E`;w6|7?MY=G-Lap;7D`
zmfz*enE?SpWJjthuN2ru86sE<g*1%IRybY2DA5xKAt|BpS}+rV9(>sV{HQ`=*df+_
zuf$O+a{N;3^CRf}F^Idj4X)qADB8XKOht8(@-$?oC$GrexzIl9fYlnLiZJg?^mW3&
z0_kTUQBovn)W&m8zH23UVgz{W0WqqTD%0z=-w8HsXmXuFC(y1b@cecFc^Jk1m`_CU
z8b^z~;Ax^~3sIp~6}mlZaEp%BmS)PyhNMz?HtGBVgxoNuM&U`Nbm-5^!R?2-(_N}+
zs(fRXaA40roPx$vz*IXEGL7@#ga^>)JCNnqc-uEj|E_M&3aClIUfIby-l_>?ADzG-
zItHu>HBEBB*N5vkyqgGSrh9nmLQfNcuMo2(0JPYB+Vyr?q)A{;3DltJruwP^HN7x^
z<}xu~N^LV!jiJJdyIg_F>dgc-uKZdsMelcMoY0bkh|8t^BtM{pmc1^kven8L2RZxT
zdBxz+;t1-ny(i=VakOtw4reRR1$!yrxIXAJfn1&S64m2=o8du8k#&;<1s>2VR!FW_
zFf+{t_BP<si#34v%km(Z^}9e{`<~n30PXf{l;&vT;_P^m<gjzDcMm%EU<Uwr7;+im
z*7{exhulK&P@wLoAc=d>RL<fW=C#6b9)J2oUy7G}6A}7r@dbK0Xu$%OR?T=AU|jYz
zxO>t0z`8(m17gxS+kVopXM9ywHyP*NC-+(brRQ%p_*N(W$ZWt8nz2+Qs!mQ{4skIm
z$*#Z@WeP%g+1nVUi_13=g~_SKnJtTP&-M0JbvaHUM(Sze;Ld7$!BDk*%L}ljGaY_D
z&l^l7L^<LETUh$#$d>sk;A`-~btyaoeFqYn3fL++4wZ_I0m-{{79OOcA$sE{TVY0&
z33Jyy;t==OI9vSHM#%>l0%ENoZYwn|h-vZYl4*7WB#&J%Z7Q-34s1gr)yRv4S>jb|
zfs?X;nO4F<b>tNgths&R`TIqVo|w0FWpCC5uRPTB<-x=6r0VOA)Yc%GpJPCyvAwCb
zbX*fm^?fO}nnL}6h7`K?ahzhH&T0NAUFzGe`@s4h!Xv8BX{tUsG+8hb?QR{A@_2?*
zv~~)?=&z53Wj&3C4ShcOw1=m&?PcH;_5Jy=KWE^9o{qlzKdwcdJp-mOi~pBBa93e{
z|Md%BoPz)V(@<jO+WD<#@;=ysY0~gXVe#kxj+Mv{tGupnW6<|*Lu_}Pe84UVi2mDP
zYwA>seiQ*^<ysQ>y3BHm<7Deo-^OUEBaTmz1?T(<6`pl^0`4Ne6Ab9I(W-f=jKVI~
z6V(ZF3eCv%0RIVrB#mA6>V03WYs^R@6Dxg9HQgSxzTut11^1ay#EtToF}d7}EV=Rr
z5yyc##B5@|wlAWGQWD0`<urq{X-Rq*JCF}sxBeYEong_8Yv4CJ`3PxVgQC6VV=GuF
zpF55FFpaa<>X$8>lX8p8`K{>?PNI?l0n3Y`G(^N5ForZhT9W&Yy!i7#GI5N!Hrr|Z
z8>TJ?Dfp2b*x2@j@`vKBx72QJjZZ-iqx06hNC(r+3xx8XEW#yFa$6NBO)(fjRQ2ZT
z_wer~2foGED`CTSer=(qYr?vVQ1LRmWq94ZFzFOJ@hP<d!CkxQQR`i+#I1U=J^4kA
z{#PN?JlhGjMQt}~p@_{N$u@!}W9U8Hmlp|5Da4(#g_4KU*d5~^dyyfk6R#x+YY*4X
z959H1sMv8|pmOG#3lGfem|fyNInZ|`&_D{Up1ED9Y%u)gcB(j_Oj_lD57Z_ss#zrn
z*0-1k15V6op(-+g|2V*M9%$R6<8D!bIg*mnF;Ny|c8owvf`OYI0yW*2$UvY^+k2Xq
ztV8`7_kc%LK#O+ihBr{$RWBy{1z;n(Jh{ANA7XL9@pqd#{<`lki>!~}S(D^)II<jI
zk;kWKZ~uw`=I8O-{CVH4hyN!zlj;$5AJi*U15?>}wObJLIW_@)PcdMZfiCnV%+I1`
z&!kZ=1z4)=G0YvnY^aLM#(-%VK??vWWPlHLmJNW7TGny><Y#7<)SR4PQy=Ij_q;eR
zZfrB;ILne{bj1?eXJmCu9BbhJ8s_Yy`i8VxC_eDfPqW#y0B>lA2;Wbg<9SUl=C}oc
zr`t7W9{$`?xqsY3K{59}wM+R6Of{@V%FSLTt>(jh-&K|iHv6+>eKj_dTFh>}q6XL=
zmRKWU%}<KxyQ;PFxOcWpvDCNd#P9f|;Y4x2JCIf3ex1J8==~O<yWz~?smM?jJo7I6
zt#hH<ABg3!c<b43Gkh`7aygLmmP7jUT}62<7J0^u(ei}%jHuF@I!e>yr;Hh^R%JCW
z8+=s4*caT+_fsOGMr)~7%e186Ikzx$<fA1uUZHqW(IOmx8MJ&>aaHF3?N}5YwN9x+
z4<Piku4vJB0ZnPwZenLGtjw6vncJSg%=?MU3)q5b;3j04dj^JofEC2tbjc#5lz6E(
zHYY1^z~odr;#S$!h`Dq8VJQw=8xc{@f+|ENY&nh`w=?KMR?0eem2nzQA{a2?7r92Y
z4<Di7)MWSsrR-8~66_weZGFpBNo~$BHhHRf5H?-A*m3D@xMeHG8E@by9io(V$G52H
z_T<9@+!H^^4yhb|`{)0A{0R=@tStZQ*?jP)-2Zs}W_;$a-joBJE!3nqabj{Q@Plng
z8ZbITn>m*Qw)k#?cooe(hZv-&9;bA|UrPgJjnx~PWd|vpH|y4~6a}(Km)>uo`3^)o
z{1P93ScbrPJ%Ajjn5lqHYUPz5!l-fY54#$xcA?60GPv54Rqg&=+_;B6ky_Un1cWA~
zKfscv!|<m#u6i^28jQTbO(#jcBq*wi69X>R>AL^>e9E-sfOHJ9f`5eh%p7)~D;4Np
z4j!Bp^#6lv4`OV8-mE0m0DIfQF5s#}9}X`y%^Ef<=?f1|d3ZN}>jDWsKLL+-#Z2wG
z3c0z}Rfhl4cnfth=NM$(-gY#zE$;2SfG>#?g}ak{y;_GwFd@Pn)p(Z-#5FRL)D=Jm
z(hkH0RF`0o{jjpuRANyVzilAoQEFDIwZXM0slEOZv29?8pJI&ofXUKXd)H6{hP)a=
zbzd}=ZrW%v^%QE==Z5yvdo9`Bm(b{{AH!DTXcb6JN}o+RN_<oOC>N_YO_k)S>lI7A
zc2P3-7SThmi{ctxqjtfzLBj7!cEToXqBFo;s0P?RGYncD`<N0mfqe8CP~T06j<et_
z?FN8Eo5sB(--8h~<%zZ{z?^96KQ=B;MAHGCNdhOjoiXW$`S=ssqnV&r1s)~L@U6cn
z?ub2{%f|%1R(={>NEgo)>vL5ZP+1fpykA*(cFgRd#LeW_*h^D+Rdxl>z2D8V<V*bI
z301Vb--cOV_=7%^SMbPO>hI`%0evJTOl2n<L?fs{AHW9as8;1<s;2FM9n{mPj@u(=
zaE;R!C+LsL*!rw5i_fpBJ}hfFg1J2mJT4mSIui(Rv8b|mtoCCJEs8CW2M;y&D#9yg
z!Dz&P)-;==ATyaQn3k)=N@lC6Fhd!M$ZWvaQOYcBKeUJ9Ua?J>GFl>4$i3@@HLE`*
zpm%C4VRn=hiH00veGKA-Jvs~hA0ma3)i<)j?|y5!5Rt?zjO}`o#b2H0?!B26SEKTc
z$2VNn`&Q}2*%pb9Jn2Vl)!f!iY&;SXJ*2bH!e%>{Ox0nj<Nio;RZ7D=*C+Qj^O!SV
zrQe<fBg>9>U7Y9s0cmzTEspi6Az0YzxgSF8&|(~;w5Ku0X&Pc5F;FYJ=j~I}Wy)PT
z&D^4BTgFJrY@F4GI<x1q$<uE25~_3){4eq}!NTQrdh>W^kAQU+KREXqXI1e?q1=`q
zfhs@5jr6$k-%=8VNezrRA8)T(Xjd3onB5oSww`Rb5QJ><(oV)UQ=bH%hFF%jhe!N%
zBFkTjj{e5mN;h+_2QmWgO^oTp4mD@iEB|e*gFXa9Gbk&^EsPOXsceI@AZsof(I5el
zw+0ZQgFMY2(%9nEP$ivfhI+hVN@kR{)P6r=Tux1y8uQjY{$#87+c#h?{Qn$nY(Qc8
z>q1}pMqBkiK;pY}soxt<dUC1<*}hTaV_~P|Pp;x@!Bvt@1Equ6<O9Bs1ya#Yt3c~y
zvyTNz5vk~6$GJ>2l7Chkt>5i)M~)9_(M=b6u-@_u=)<=NPxw7<>-ib?NlWgF0DRjy
zvOF(&TX1QG90To!Hi|!_?9^cU#v|4LGxN`2hiF(%&B`&#&EG4|MJ<%`)m$f*`7amT
z=+zfdr_4@p<iI~3EM^9i%MY#kDdI1uVxWNT1N0NUiG4UMwkd-f_hM)F-nHi9JBVr(
z{Id|oF!DqGp@i$Ep)oaCfqSF=p)REjXb09_8++LxA%2l1dpHoH8(tHbv8>EjzNqSQ
z43Kl(B-Y9%swR)nK|N^-qr;wt!oziE0k!oh#=|EbPu?ac5Cv9HC-yRW8Z7x3{K9o&
z19Y}q!LtD=__bKmIWIuIqLc~yGWvA#;s|BZ*zg6+;LLjP%pK$~(t~nMq~GoGgwPoE
zY(7h<k7-}$YBswSywn&FdJIsL9VKp3rfcM0p$GY6CU=P6x<%1)@(KKrdp4P^<OiR0
zzha}wH1%b|cmA(gV&d9zBN*;SiX~PJ0O3R$_aEOdi8&Myd^!%O)~9-V7p+%A<$=u+
z{5J8yPSF5|jb!Eodd+%>9)sf6S*|MK+xUa!Ig6~R*{QtQ56=w1nt*lINhJbc#|B_7
zj#?3oqD_>paIWQRZzjAJk^NB8JCi+I^w*g4#ohFgxR1ftQ5}r)hY4STb978j%M{To
zL|tKneLpRUd2eJyQ3a{Em`yQ^+M%?O@9Hwm-NCh2QBC@@LTfEo?QDt~MH8?acvY?5
zlIR5i*f=(7>XtI1xSEUBYa_vNUcSnB%e7ByRXaQP)$QZS?-ts5`#&Ic{a&~p<n2AL
zkb8vrj(279(1f};LfrUqV7aI138>tbqHx1hwu-S$4OX!q*6!r?MeA{y6lW$9!$_;a
zBl8Ty2TPtNzZ$wBqwy~CtEAq*{fCI-mzH!EOKl5A%b}-v|2&}f<}R^_Atiy4Zl6gd
zxv+x2fqYei-|l0DHK|Bp{ypCwqeGedvWs%%=2RC)IRrLn$8Ui>W?Wn{DtHOx6pJws
zr6zhwGSm;1M1DTVO^$Tk&fX`|Wxr*V6mT|-V4I;mlVlqopIRc@>m;mh(f{vdq(|vv
z?0{i3^Y`@_sMCT~69JmpTp|uy&~5gzFtw$6Ok>xYy%6CBzwDc#$;-i=Wr@OmSyYAg
z)Pc@#octSE6+Vj6nix)Sv&`X}SsfLmb?!-}wl+y4aVX?QR+-;&aEBbX{JL$s`#|@>
z7fuU7id)PrALGzqI%{*%Del%|vAN3^sZrNAF7f?Li&Zo;B$MCKo{SHBe-jbrT`;xc
z)2!lUOOc}?c6imTiP!JD^#0^>4~-Ml)Zf1U=eq6xnc3jOnl}zD)&J+vV%qZJf`X$_
zFMG1kFo=XY$y61^Sy*HO>1jQ_zUu&d9ihRYGS&BORF_zU-eux}&evpTxGemyT;Pc~
zxs3{avkRJ`)k09$7t7UQXeU%_f?7P#Mrbd<LvqdEQ2>9DDMy1?9H^Wg|9i|`7qZKc
zM4CtfHp2KrN<6Cvg(j3}nTB4Gt?&Li5$sMkPKV+i>HnHol@3(VAu~KvMwM3kN!vn~
ze@=)=IbDLmmyA0quh#|9a_KG&-En{GGZs6#dh{8yiO~<VpSp6U6T`(PpR&@@T>?Gp
zpFJ)%jZqslrA@Z{9w1I5w99Q_e0lFX(%*;xeX5A4Uos_Ng(6aOqaIJNAj*s~u!ImC
zAGqv|-bQulQFx{KOk)Lacp~d;=_UuMCi9zc;o-**92w}JI*V6sE@RNf#tfDj{li3I
z$%l!HsyCl9ST-vd)Gta+TOcW5V$BWHjX(8X=n!nrZ*w}K8g69zhYm&VLY8M~eXI~;
zKQ~~rI@K7<wpk5mmm0W6KE_3Nu`Af>eBIVw;AAWZzuf!8@VdBHX!BzvtPfm`U0!dY
zdSwhqlxaJtz+NEFreW}p;JL*N7pbyV#5h{4DR>FBB0p!x6ioR@cXJd9v`!;-c5Ki%
z>nG+L+O9^_$ilTw@;Vh{?Xd2Sm;`whQ82279(@My;T%sph^lpWx!l$4--HB+nHcTM
zO{A~F!`>=J@^b83lfl=_Oq*`E;dG$BcRzSjL+FVKGMoG23_AlR1h7qZs#Y>xEc_6y
zLH?L5t|l9n$x`4j2JhWd*p2Y-O!?rRY@#{eW?`|-k(wx-_nL2Gb(;Ahq>zS!yqL}*
z{&gerbt8(=`FLEo?mJ$A<l$O>7BgmSp3?HkwcBNcJT30K>;x{cA5(qIX{dQ$gM00M
zTN!!a>9#M~{Za8IJ5B~~>sgF7m~-r^cC|tNrn8_S+4Z**Wv>mT_us^Q8Hc4F<&8F}
z*yHmDHM<vWj&=h_PQhcZK2`R3BKsRR>_nDeq6UYC3Tgt9tD|$P!TfL)PsB1@4Pz+P
z7R<j96w^k<$h=)yl6)(j1ubZMBlVlcyimCO6F*`&q_Y^1agIDK#l<Zse)c5hdfzV+
zT|2m2sC(DA+vxFEc3Fic1V1mvl82T9s=Ak;2fpT%(`FiD_K8T3m(kW!NqVV<kpYa@
zDh6quk<*tf&;G2(e1_I7kp9#SUE6~=Y!4K<?AnLzY55ofCSu<ghY8JiC^oJo&2cg{
zprh=Op`ZS)6c0*xBqRLn*si#_R>$5C{X(~Y@NN)?IfV)p<YH*xH(oihQQ(d=;3b>f
zH=1P!FTuV1lqFvZCR7-wUTj|uZj4;=tVx}^VWO3vUbJo<c6?o+Z?E&=XMoO!v=(oA
zQPsh7i^*9|@$`_7r#K)m=6E_cZ8LH~{Ndk~rcbX=wFE61PchQfo)E)&&JHdX{-|4<
zJnIx+@$*d9ME>lV@sA1^Pvq08<p9LYnW^pfk97P&G495&A|xfZo*r3ybR^#9)7Ebs
z`Sux}M<3~r`JWTt>(-Ip%ivnWR5$-#w}$`Cn%XQY_5*XD|GNbXzKQ>PO@2jOzU`k!
z04WW!)yos?7edP#zbn1IO#}1++T#<b-=N*5z8-$odMw^qn)f@YNh|3ZHk&7d`PdvF
ztDB9LU~)LzX5?Nacb|M@Gq!PR{2B@8>wvom9lVdDvhNhQyp;iV;Rj7}Ee}$<iWnGy
z5?YT{58VCa-zXbywO#sMB%v;<^)@Zh^%_Zlsl*5Y29BGoGYmWc_C*YT>QK)qy_d%z
zMw1>elIO?<4dXR**q--J3s@neRH>j>I^w+gEM;Ec+2;ma@R$YC6haVoafSM<y?SeE
zP(U(qkJsg?TfD1x4?`oAo(F~Q*(6Sz3ar@`|KyWJa#8&G(bY|7rSsAUwWMLsGbhrv
zgPjx>suO=*)cyLbl&AQ08*wh^luBJ%OIowuTj5bL<XXie9e3oxb4zj9m|gj{j&G>B
zUi}VJ<a^-Ru<W$NRt@&A4=q2D#WI_gW?J|O38fdZK66k5B&eR3!H}cW-r&8^)@wkB
zElu)6Jl$U1$IUnE&g5HrPn8E}fw$@-?nk&SZW*HCnY6l&r>S`6g{<e=pCju~*+V{=
zcHH2_k(#{VMeB8?tne)6$V;PxX!B+N3bE1RDZ{o<i5mA*z}>1t20#tp^vdgQe$D_5
zZH@*fZ63+uDDcqa@K`)s^?e~Tv~)`mT!bD-e#c|+t$}H>rt*6p_`eOWJU$Z8WlZ$F
zne3VMUEmBm)b6g=1Iz*~S~dGvZIZ_@$tP)O7}%@jKE|4D@sq1pWE5-V4$m8^t_1LS
z+l=S~U9hjsRt4+)VN;LM=NwRG8pQg@r3Uj3MQD$9pf`KrtV|%nsDkxYlelE|QRcw+
zc*g1K4|%)*XGo&pp~<Z9`)M86a>+$J`@4IrR)xLO&BLZ$JMhMpCQII_cK-1<{*c&S
z7N<SXu_~lLH~;h(X_fTp-Acqs%HHNl{eAHcUWc?6FSV+iyE<eQk;xzVcWo+(Vl5So
zW_-5mw!BS-D*k4reMc+k$D}tlm~TC^_Ssm*Rcw`WAYt-rse}JqAgmR?X!cr~x2H%N
zd{GYQWc}S%v>9W0DW=wH4}{yJdN^lj+bJRPea<F*C_{}U|KZsZ=Bxl$Hp@f)Bjr`@
zTX(_OOtIQ?8ztn7dSx(Om|_z8Op6;WCXpDHVxO)a_&zF(TxH})sJDAl{q5!2X>flS
z!je(y0+S05ww}1f>R#Ac3E6?L>_!iyObkP3DNXa3Og4QW)peA$+I$qei0k|uW<BZi
z`??P}JO-TXiW^!+ugWju?@ZFWc&LvSL>F`j)mpk$zJ?&|uy47W)<Tp-gse=|CH}oY
z3<#Oq1-sBTmnH-z@d8&sN4WS}`1E$q0&Wf<OJZTp!x2O32*NSKZ9^*8Ph-C8{bswe
z9a=t<OcEHKyl>s@{G7w%-oajM?B(z>^k5Iy_)51GNrhibp>7LT^5R(9WA0JoeC2{0
z#O-W`m+IBe-<mFT+lZ|4*hagJ!Nwbd1dSf!Hg)WMwdBTV)94Wq39*;=teW<nGj&mS
zott7J-f0oEx?AWJ^^M;%DVcy;57K6s%6NbGqZu%?in%=Kyl42^IHs6Zaz*)XS;bBP
z1RniEt5^A*as0Oc+~L}R{!TSNjpwbJ|Jjt6wfmnu!_4XslYh0=PZW6HP$S;>k^Eop
z<RfFm$ME`EjrKWH9HrTVoV`mjxm)xb*agQYxgi3|s8|Js+m8e2ykw77nyG5vp~RqY
zA5;I?I3`%=G>a|lSz8!hYL)9?Ly$*F7rs7RYQn=|)mbRngj^F<CBV6dUepBE1Q+NP
z%yCPQvw4ku5g7qMgk0X{PIfWO2NOZhF5t51V)RBy)J>5o10a+{U1Hs_u1&;~L|QDo
z9`{AIHvp5v=JIfOll)3N#9C+tI4;d)_IY4;B|l0rgjiEaInWMbE=I&TkrfCj5=Gch
zM{(Hc8ORHV_(ac{jyICdpV9#X7Fe{tyPDM>gluoIqf0)iVBQLS?iR1NI2^vc&g*-d
zB@w_pZUp5`U5MK<Q~c+3;=I~lKP34X=i=R6`e1{9#xG~(wR~}yI@T#RzCq+ie(k4`
zV!Mxh0c%6$Ngq0D>s{s(Bg*|k#*X=>nC5pj>Dz0h_Cc2k(^2?L6@-`4C#8TtsaLwu
zW**H)b$G>#x;rMoyhU|F@_84Mmaa>=4*s0dudGNnTHLs4VOpxzl<t1F`uF_&$}-WR
zbPpnfNPkpWEYhVEfCA<nId5Q&J{XY1{w$cj4Bi7S^1Mq+2RjM_Q2v_0(XLu6s;VC0
z$p{E;Yw^*lQFQf#m@$Xwe0PL`B;WtBPZb)a=mx_tU?^3vbza4S|3L#rSG+vEr_bnP
z;@0O$!%}wgfZRQ_zSj%YPkf?n?YGk{-+bDXxCVi>Va>EQ3lZK||6|&Ep|f5G9Uyng
zK)_&dUohqLDi3<N1Z5|P|Gt%iP8c~U>R<ZyJK+sug7!_2_NFN#dXZQ(ogH7*b&o7R
zU%vQ`nSpS>z74VPAZWSfuCCzwkWqas$BG*?wNTS0Bbf%p>J)a~#&D3`%2sE$$K0@T
z4U$mUo;|An#B?Mi?zm+q)bozYxO>KGD^-eyC;k)(BO`mh$A`lI;k@FfcsjC2EzTX*
zoNaCSIC8Fe+#>CZ`sb(i+~;o{1Dc+xjw133`M9ng&Tp=*h0%^IbgXGF`(r|W3$&DU
zd8SqTRQ1tGv_+Z^pEO<y22?zQdImRkXudL9>|Hyuk9EVk&VV1`!=NA13e-M6)7M}w
zN6e4Za@~vRYI`)2>fIMeCI<&?!T))Zo8VhheBBta!wE6Ot>Vi^=3{pNpZ=Vrb+@_K
z-D<HeLSH+q4E(%okQP2#m)7@CLM1zC=Z+XXmY$uQ1$g7j62+G!Wz&@LZICC=Zw<Cw
z8t-?{!ikS3ynML5IexbetovRO?1x=nQd%SP*6}pK(zQ%PJ9H}{ebk;Cw-Y+4DH!@&
z93Q&JCaA)EstZ>9+#}`zBIE+mm`20jpNTK*_K8|IyX=R>Z>7UJSt;Jmt>Pdms!<!q
z1K1NXBW~S@Qjj9eDJJ+DyG5ZHu0AtX&fy#Q1*RlwjD$1$-q`c(`ECUMIwHJ?A_r+4
zd*})#P*<rwlQxFH>%8F)F?yhU83W}Kn8ZLhvUnf)JGakK%bn?{l_K)2gF4qYtH|*n
z{NE{V@L{)~Tz0^*C;ormwV7@H?Z=AWuU)9sJH)jU`H@GUqW^5VY4D#-V>9<x`p#6k
z|Gf5N|K8vJo`7|7gYXrQ9SSoK)B-m^MoIw;^xnSWTfi4x39y{-xGGJsY0)cfX!0(C
zz`!D*1Z~$wGvo1``NI@{;3QVtJbQ^^KC`Cwjo&#y^MOxDaypm1ZmF)K*`JxOP;d96
z6m8)3V^(XGAVet0nd)y+kG&;l^3vP4&vf$!WZ04z+IYjHYCG{X2U4$KkBppRg~6;a
z3TEh`au#F*bZ~gr+|mS#coB?m@)bVTqER9lMhRNYok!#GTyYBIH-*|<N_4hl#R%33
zf8$42<F^eKPxj_EQ%|yniTuZVp9n4fb&%-Qn7rFBimK+0lIyWOv-v8p#t6m`qte{Y
zSfplI8$$&j5?B7GQ*-R&ePshz^;v3`r>m1vQ(n>$_>0>h6OUs%(*!T`m93A#gC;aO
zyGL5cHZNGEYQFUnJDvl??W;OGho=aiNI3iOGkYH7KXj%lpbx=S&<OLQ*J$_{TK9i9
z81hWPOPxpX80t~L1NMPJ<3LYo$=Tp2V?ujyRA@a`f@`B`%c2@9Ws$I8X3z?TH`@ep
zw5r-=g%LOL5cfS?HZ6yG(2pM>6-b>N9&J)K<+Wx*!%T}hMi-OYy6!QFyLLGQ1}Mln
zQ->$_Y=zwFHqEv8;&>l7%?f{5JTam5ye8*Nd2h`9x4muczVYKpe@I1{ck*^Gi($LJ
zU2VGJc}RD@*<S4Xp3x%xn2=~bSl1Aa>GqI%RSxEW6W}*4qjn^_+vrC)d#yqC@kzzc
zrksg4+Y(czo?L}U$(Vwhh>l<~X({a|-fs3zL<gomqSee|Q(vNcMtyoq)@a~Z|4GxC
z7bdQK$u9&4l3H&6``vawqqCdv$tx)yCBJUtjV+c)WI(-pQ<$bz&_ffaRvavMoT6*6
z2{H4PL1P09GGb&TL}mb<G}L#9#|yunia~aI);?p*=uJ-*5PH8hPVEAsYvP>3jHMG_
zBU;tp+vN-{_i<6~o%&W|5lJf<FrHl7pMOaH60DuZS0O?^g?3D7d<qUE9NPl=10Svj
z@~v?;wecVAK+nvi&4{b1YEzB`voFc2_NbmD;FP8!1C3gkk<{Esj|!{6p|9K-Glhv~
zRuhe-R@CwnFok|^8AZe3s!e>3P`@;wU0cx{j(tdTuI;BGujh)9k#-9KZIJh><}&j_
z=A)wcjEVE~L02mm)0nAc4&o(>ce3Q!OVTdb4^ly(sqDO!ILv#-;VGtSjG5?_+~?of
zIVbhF|5k{pTQU}USElYrwVZEFVrfghscQp8R!!DZaNk`J_F2)fxY+6bYEt52Y;w<R
z&Auie?Y8i3J1%K9#Id$gEif?!DYF6tX=$4hMljHQn67DqLz!4hW$Wq;#YQv)#;nT5
z=T*Q7)+_I_v%OX9JMb!&SWN~9?QqXj6Xc38`{s0@&b)$Pc4aGOcI<#FhR5yca|FAt
zhS@rpl`llyd^byV*q=Ndxr!O^k6{;#CpS`{CXMf&t)Ix(KVowG{}iV0Q{5`FzaM>L
zwDBs$e{0nb)DLZ~U%lsc7u}S1Xp8nzYrd1!Zb+aNJaxaSVXeju5u*AVl0@cOhT(-i
z@UL94t4E%q6L?1HH8g%a)NQA|fh0FoE&i*Yxs#&HIL&uA@ai1zoQ$i_km(0U2zFf=
zsab(oxc121JKDez;fQcW?Nx=!=5OxgY{5U0Q2$-0I7fv0a_RhI9<WKnhW}DQU}HJ|
zO~i4Syv0xfNH@S48IMSC^;Mnim?1yQ%~J(VH;AL8F@Mj-*@2RcyOghTMkSZG1t-H)
zO`(kh5qMhwwgtwpcboTBbleBqL~-^s>29zVIU-yX?GV}xpS&LM)JyQEQZa(cW$!W;
zuC0+N)8IL@gx%tvm+l40<jG7DSVV$l?Xew<lh<D`12FveB6Yj>IN`fkk;m7It0hD|
z2k?dpM1fOx)hKC!+OraLD(g)DKpf)Fy(c|Uyd!mOTj;Db@rSoHp;hk-zuevquv!Z@
z*GO|*f&8cFoNKUT%-d({(1^E3SQJ$9k{C`E-%f{;T+tjQka>mB?U>jAfU@X-oB_~7
zdaR0Mz}B`?Ac4}g0oTsvM6k*$$2uCw06yf8iP(%WsaMFNmJ^QyIMh>kHnvR74q~n!
zv>g5+r*d=1kMyf9?u1Ffjy=7BSaJfy6C%c(+qDS)*fJzce0Z@hJ|x=;KZ|O+A7~(Q
zsCGcx=RP2QNHMLMOxm^u@y8C(h)sB2zm|{bLTnRmVd)C1$KIKS{%2D&W%Y#e#=~hr
z{lcO+b0BZqav^%#&qrgA5=O&+NX%d{j*PtKX9=&`)Br`9(@$ol;;L%s!$tRTM}i~!
zNKr;i>Tb#e?Bn|zcd;Q6XE36hI;NoqzOv%%7D5%a9WJ?q>(3$-7A}|fs8FLNc5-b|
z#l63hvF3`<(Sb}df73Q`;D0vV-sHRQ{=B(+MR$-^QzVZ^a7e0p8b<kf@%s|v56P)m
zMuYjv38J{Os*=(CtODJ3_;GFT6i!GZ81BsEk6HzJ)zGnS9zcbL!D*1<mIBQK8GJd#
zP|;BY&R1YV>X$O26h3@3e=q>ai7cQl!hhWl^zl2tYfvic*qenPkFj0jgzQnpk9oXc
zA2N!ZCT2Sj6xX)Yney-I%XPh+wUjUjTIE;wU(ndPLV7p537xK$r~T9>Q}Wd8o85|9
ztBZbaUzlrOOzsP53UqUrsN|6c*?Q_Ucbd9oWva1cWrpUU-C^oiM4>6Pn_dnu8Dd3V
z>R7+k+8Y8nzc*}~YKYr*ZNhz}ox4oqTt2*|d#fG+TFy%$J_k`B97~Gm#31Kw)bWY2
zA-v?>{FMf=k}r-raqsHozNover&LIS7b*$T+~pae@X!5OUDA~9MSN%YjF6CFi&vb#
z_l-Y6nq!O{Qlu7)^iHH-{j|e|M609Fx+0MS@R@jZ+eeI9kW&bgO^#zWUZSa0z%Ny(
z%J!&u)4V*;vPO>fs_SLctMEkypIe4v<W1ZI9^{Eo9ro^)<Ta)3k8YH3IdHG+P!3Yo
zLj;pD)wR{(EBoB#F~TDum!i%i;r&;rots!DyD7ssag$!rgvq?1?F=qDUQUo8(raYC
z^wDd4dplbZtvO%6jP=NDe4`o!5~46&9O%+f$m)MK$vfTom3i>r-1YZQHmYCa``)QP
z*XRHEvG=LWO5nutKR@e#IQtLp)impX7++$;7&{H{C{uTnq87?DPjfZ2rQfboTgF$B
zMJ_zKN}P0qAG<Tdbe1N^c`gQ^mR#xqKt9B7UziD11L;kyK6D#^cdO?5lQ%f5ROB@(
zSsRe@6(k)*Hv<gr9u&xoiEgJGZ-6P=fm<_@`q_#^4Ytu$Q{1q08|pNI88sN!#sLCO
zC4Q7Wq9b%Lt_<75rk)m>={_vmIKTKl2v?Y|ZiiT^-m`JPmJIHF3!@@>Gx?dgVbg3K
z2tZN0QUI7);DnQ7t!1FP;zK;mbTz~RRin@;&L%2*oZ;;4Q<CaULpQ;LP8kGmccMsA
zW3{Kw`;uLYDG58DdqToB2#%-hfP~qG*Jo4^Q^nE=a>mWl5E(Wl!H-=pHO1AcQ;Q7|
zhk-lkO4X3@v*W1WOc4i&CGN3jH0|m8BzAKOgWcm8yghNj61p>!qb1yBcU3L3_UpA3
z<>C8;!~GwS$K$7x%n1I@#P{h3cbm>NPVocE-}A1HWFg;JF~|^MCi8L9z>Z+?UZ`#k
z)V1{^w%6m#o=A8E3kFq~LL<7ym>Ue)MCMEX#~3YHKp8JH_cpfzX-2iTYt&ffOt^wS
zfUKV+<`NT2asbODVfKc$&-+c_n#u0xzh{wyf~vHYVevY4ty_g@gmPW0zHs}6$lnXq
z@2QQB>0P8sbDcV#HS{!ZK51I+^BIY^tABi_+vBrZdrQ*Sxh-BEKel8L8B-Pal4Ra@
zXWTw`7jZ;7?~ul7k<ezql-B;@Zcz&1s=>!1vru7L998kag8PxH<@kI5*+hsRb@ckT
z^J&w}xkq6qW^JkpVMlup{{<eVBldF=H)^S`XfxvD-l9QxeXK}{{k3`g<(z_cDb&5~
zMtLeh*9Rw7gE@Xeq`l|WQiy7*JJZ;|TLn~Q>rezw^>yM!$W<mo_nv+U>DQkY@xF_1
zotBQqGS-!&G5HDn5}SRnxeS3PsyjZmCOL%g;`9Kj?0QVD){piZY6eB_?uJ*lQ9t(A
zS$(72pHkR7%X3>w(~rDdCuun?SZM6aP`};aJlplS^A_6eZRF$r@QFYV*OO!sJU^Ga
z5>#hKubjlb{9UU-j~){5UzNrgGOdM_J<?}<_?To>6rU%$p)r5Q+yY4CPb0sXOkq4T
z6Vq&qD6j8+&w8qR;#{_U^Mw=Nv!t(d90#9w-F>|pbm-}(%VJNbzXyo@_kY)Ll%SAx
zX(gC{{ZqxMcl>IkOZN(USA(rvBT1j8SCbLteHq$6CrbvIdNgg^vsKj>S<2tpjEPcc
z*%eIW*9ommj>k!|6>^v2_PY4b@x+pg#J`j-lGZyOAcd!6wF7-LuZVpLaLRAxs@{XY
zMr@~qA7Ud|Gq#LJWoP?E7A#1Gu54!uQ81&mr$nsLXGh&GsN%i=ywFRq1ogdMz8e%y
z<OvkC7ZbsL1j6({TE-<1ksF?)8sLoFh=b4GNSCK-%X6AvuLfLphU+$dOrf?FG9K?d
zgIjr0BucInyCJOC`2M4c!GTXuui(9CU&TK6yM>Y}rk94qZK8tvIHrqTazBVUNu<GJ
z5jll!eNGM&5j9ZjMv<Xdb$Z;Na^_I)`jb5K>%Z)8f`a#`<80um6`OxO4qy1O_S-MT
zrM&Rpyslj6%9}F@Gdxt(eE+QU8)QpSR-pS}+Q@rf$~}%~gOR2>VklEZ!YZs1f^bpT
zxZ&QzfP_AK2^vJu2R85xmXhkV6(j*9F++ox8(~*aqL2Tu+i50vuL9h&4i^wh;a4z`
z$Q+N$u4mJm4c#q;=-gpY53zt>u4a(0x*34gRX=*Wn4@x=`d~F$ogcgbm;t~w@VgPw
ziiv98Zq0r&mB24E?V8Qo#0H}EkKT%atp`4d(y<=E%#Pzk8Y=;^vJn7eL}+QtA{(2w
z!PntI;>P1J=ZShnKSe6RCK&{T^+-Mf2OOJm2%~Z=ND<E1f%W!>U$*1vcbZUS$PQYO
z?|fd~?$(Z)>bt+#bNuOnBIhNd+MS&3^X+B6lxOD?i+(o}6T{+nO?(g96;IT>tT4w@
zyS`5ZbuTa5um@72wF3{w8WaPeB*0lV&cS<o*p9k6KC%{v$Hfsz<Fr)vfOQSG<@~ot
zt-qs$8TV2H95>%1v<iOI!dq1?JN~}pT&{<ric3f1{x-P)ThB}=`Qz#uUxjRS^sn=D
zj$>3-TDzvX=6sCJt7NZRPtP2>8hPOj1m(9==6o0we%+<+$ia-{pU{k_n6nn=(6GOM
z(?R>`-tBwT^;q^RXZsUYdj6Zi$(zKgv>@8w&b*VhMHXgr1hu0NDR@zeLm>WFP2RZY
zJFl<q0pButbBLg_(JWK-2su;ABTwV4!uV$kF)n+Pjw&o9cJ%PZ0(Hn~o}Ap$GnD}Q
z-6Qwn_wt4_gt4~GS-2D11E_PcJcay7OSW1=$yXt<^P!BX+Lt*K$BBS0(I+0{)zoys
zl<P=T0u5c4svnC`i|6k_&hapx`&-KYTrgd~=|AcB8M_dMXWdv6{dmeJUszQA8Ca2j
z;l94oUs{nYxr@$R$C(`OC+i;fU-n*DD$GK^|IrkdID2$`p1yllr{jo9B~9q&AZbhI
zRxB%gRZI#KT{j>w4#;prEPI-p4?wQ8Jb&&TUMh?wSq22M%Z^VW=3Y^FudMKt7j*Vr
zQ{Zo}Fl-lF$C^>LFqZRU3kj$n3Zq^_&9*&O3plU$!r<F9@{;enH_S4T!(r7hJK<8g
ze-m}y?DMe!gh=t3f<51Je1g&1`sLyTZyNG~qJP?IiW?f1y&FL+pDQ(4+<E`0=~)kS
z{GXxk?GTq!p$QW-$C||ScvZu9d~KX~h#he&?k{80R>08*(E!Nu&j<}(bMY&sA`1J3
z6;&msV`;dq|6|~@EsUB!SEjngK0^OZeXII;bnvY}WNY}x;8Jiqsoa<$h>8rbMeD^D
zo(ONdr!v)`kI*HeI|Rw2%{0I;ssz4F>dw!e0LE_t?c~J;>h~Q2=<}o(1iAj5yirQ;
zsh!=6AomUkl4)@k`49hkOA8pvK=xBOSw7g*$Tqd$9TEdvZZ-9424*jqodZv7P;&wJ
z7#o>b50cA3)}t5I-Do3}U=sOWRRCY#J7l+vF*D1OUTfSG^@T#hBBgpISBfY{ocrQF
ziQUayHC5q<Apl?fH<Nn{<d%ToNvk|}RV`NqsEr3%H3yvJI&z&zyus#xP^AZaT>T2#
zHv4Jt<y{@W$Fic$3c455YQ8mN&DBqh|K2R0>iehvE3uy6-5SMXLK+4tsA`MqnS8*#
z$cbS!P8y0K`xapd_$QRV>z=KcgRE!He_P<rw%NPO)Dw65)E@m?Q}Lfou358=!{7e8
z`7OX6`tUEe0_l!BL_%ppOiMM*Bq)+0c+a3S>Qi7e`&eaT?h_(`60>;9{)G;b4D_vy
zbNLL=%zG?uaKS!vPhmc@Qi{L0!%M*0&m74F0yl+1w4>Gzw~KKvkHNd@J9I%f!uiwe
zd9ZX4!l{{#6I#bCi$GG4SSRj(!F-<@-wf;3QKBf<4kGlVQ2E}rT$Wt3X#|TPj5IBt
z4Z>o~U2<7iBHK0Z0E<mM$-XiMwi(x&AZ~UAjWxiOyR+t))=7$wKeTlAXu2K3bEZOM
zs{Gn#U&T2W8<fedF8OajmiwXc!N-AeHVqA8TOJHr#ECb792xCP^GpI8)VAEqWnEk6
zZ5{}lojf(RK6Oy^+q=hE>{idPZq6+je?^=YWT%)qZ%6b8hjk>#oo*=~{mY@?sVs%y
zNO=bJY+%dUnd@05C}A#=5^Iw37i~bu)NEl#OEheY)qewNI4MrG*M?&lkq}#`!gw;b
zt@T=#Lin{T04#n*M<tA>LL5u3-}ABBjp`&YFhX>-%R3vu_b=EdJv)H5ntbmNX|Io{
ze?kd4=O{Kp+6gs2ja<(*O?m9AbW^WUn67$i3{!3ToV=v9`L-xRv?;AwDdZx-MOHhI
zjuAfpJdUB7IBq(KdVKHUmXL~F5Om59)<nJI_}00s(;44l5Wfa}R!QPl4~lP~?r=lZ
zi?id++fIwqU1|&Y_z$@ObshW4%;VOqLZ<)Ns9rY-6W4!O|1uqhzs+ZDl(KEMLu)tp
zYyRUVPTs%ymI;$ceB3av$NFFW(*L(Oe&XN-DP#3Fr3(WOI9LB39X={A_L4}P6n%eD
z<d(wvE)Mryi+KUN(D8GM9MREF&*shDLlmCTn|>OaDQM2~-q-OyCeq(>NZ5eZuM=h>
zFY>N3s>++9g&lUJYs4!CTFFE-J6|3x%=aI~y+vdlez=V|gtzBq+&(<kl7a0<8C5TC
z)1ef6W3`J3DW1Z>6tt5kcE9nh=P~AZ(mXpHU`EwqWl>+MB`tw<Wv_mh0_^`V!79a+
z{<Z0ZC<yA+{-Owz3H%B#v1MP`A6diN;KTs>pkkIqK<XZl#)mEY-)r}RHs~FcW%6zp
z5GcPA*`tz%?L9|a2q5dj6p1PFp9lU20?5H7RG6gh0h(pZ#vQ13xmI3H)CFaVjIu{z
zKv2(1>?igoRya=yoF-6&YN}bF)jktF=1Z?T48pDmM~o6?BLQ$6<>uz!WM;GEXX;g;
zJyw!j&JrBQT<qKKYIqnza8T)-_Rqq$qLb8UuCTkSKnamVuH?p%cfJJH)~yC<?8;FG
z+_Q`WP1OI7tM>qEs{NvVQA7j_Dufa#N>3<C2^|#afdEMeB^0HTP^3!{1u1Ii9U>h9
z1W2TXt}oJCD4~jo(z}X+1=05&-~XL&zI$f^a}v(LFpy_I&)#dTU+8Uhw4dJNE&x~o
zY;PKw{R|W<2mq$_as~=TkXGzU%0R-qTR!xaaS&oq={kDi!)Iko(%i@=aoejFbJHdh
zmIHvm)JU$AJaY>Vh9x}vs%OxFg!g4@7A|)?_bUB!xLODtM$f)#zY|Ys?#=q=aJle^
zKeLlh<%Q?@W62!GqjtTxv=SWtbXF<Ovt*UNkXcqK2u~zc3Sw20Y|<L@&}RvebYyM-
zVr1QewjR#7_r0pXO`Q?i*gEJz1LTah^fGzms1$cIL1T!#9zFrwvLO&3zNI{UM-lZi
zBOsB78QqPMlQFEv1aQSiZNA6!<bKjWQjOP3Ja}Fuu$;JDc;oUq5up%Lo>jK0cvG=x
z%C^B2n8cUC0R{jN$ox0i)S2iD65O4PD$m)~Dxe_UG6eA}BC5g+n6-YDA&`uEkMH6#
z7X4SBfU359mOf-WPw>D8VFrCK{w*X%1X+WtIl!h6;B}^bP~a*72<3yNId+kMIe7p%
z%k0MQTwsy`K#>@Y0jv!!D*yY_Q=Rxv1KcnIG*zPrh^p2$<+{*SNnQbhqZ%$xHSv>j
zxM|*Y<u^Rl#Cjc`5W2!*ipprplo#?$;*F&_H>f^JS64A}K4(4<SIEY7{piyLecQFY
z8UZ#Fb_qe%Qa513l8vEXyH&EzlrN{=QQZBCB-5o;a!S25obr36a>K7&Tuz}Nq73zM
z<${AL08|7)xZU^>2Nu18I~D$x$zm;F9P>-vE@cGjiqsRZ@coj`-Pa?z&`q34(g-FQ
zc2ypb<yk_%R<4c($6nB@ZRsp;j|K6kvj}*KA01!SV8kkm-@pCb32!w-SomtEU;WTU
z`b2eD=6<kaTkFqfPX3<b6~-Cc|3K?(2Au(eFL}<wgiVEl75{!sap^5cBRJ`I)j-`{
zHA_yS{&+l})0r0ZCx^n4H1EkRhai?#Bkk`mbS5~C)FPyYdv~O=G2wCB2Nh^5l3MGL
zpfkkbU#2Sj*GCtV5278C!~c-0M>VuZ)*HKz-R-Z(tmpaTFGGhRK<{q4u;_(-``N6u
zlQG}QbF9Bn<K7$K9>p~le_pwimRZ<jNP_>$GitsEkNqG*yKe<Pkq|M|)joOLbQ3}$
z&!B`!Tv<;P_fwIX-zYYBKkQq$B%f|8p@vRQ-Y&)l`uQl<+`#uXJK$SQLP`FH6n`~L
za{ZDTCg&n1n)fYw=z>>gYcwby8eltXs9Hl75k06zy7^aTqvE=a>M1`Z7}3mO82<(d
zOU<EJh!UohGYl2#&PdWXpxF<#<CLafNFO2Bgy5>yFRMOc0IX0=j>i|A|Ba2W(B1Nk
zYB$dL94AG8j{Hml!@K&l!WKd@0^<Kf)sCb{u>me)asNHJ2G1jj4;3K40w}&<Of+A4
zMrnrXfD#Hs{^peKeL-aXDu9*();P<Gj0e3D9Sq?0NjRept}BLX0Z3GE)EYRI?LW=}
zJHvzObPnJ}!6%wB3G3H{Qz&rYI0c~X<GmFr2tbdDhy%o=*S?XnZY@sHUu8U3En+Ct
zLGD75R=5_xw=aa2dG4K#mBue9^?V~WMRMj@(rJLn&cZRkqn=>n5?G;BxMzP(DO3PD
zSa-!U=$4PiN?Bb$z7$5*VYI96cCr!%TN`(JO)BGa)|FC1iwNxjCoDBEzL|8%HyKZZ
z(+w?aV#*|;U}&$MQx+)@#LHE45(&imOY8XQ$pB$&P7DH^m5b1_)T`+N#j7FVy%J9M
z)CdHE<@I^N+5OaSKiVe$ba4KcT^BeB{`3&0^`3X0<LJqM8NAbFFW}KMNdgdQ=SqTc
z8h^sfn}t0qTc&M@4deq0p0l~et3zf@*#I{AVPimr7_nWKMs%pi>&-G*JSgz1>fKUi
zY=~ubd<xTeA6ES;@gN{J-r?R$!Fw+;?~Ps+stiB$R;R;EG}R;cm+O4tc%+Q`GsrTW
zBu4~pQ86kwED$B1dR(1XovmANu=nRs7Y^ydKKNkw-p~bx9w{BsYRv14cidX~YB6Jq
z*A|m?*0ntk2UkDS+|rp201Go-YAE500PPF=Et}Jc)9f!*G_g)~YE4kruyQc4VJj8J
zUIz?6=w7rzHT$vUL}stkfQCinK4xmF3ja|Hg@i)@{5(=t*eNTUD=u?z?VMXdwFyXm
zN(mJyNj^Ca%v9G))}T(_rS71sTzidF{@7q3SQDT;)z8$qDLlKw<y2sx=+vaoUkbQc
z0dVCl|0GPc-*q^(6ksN6Bd>kQT5-tq<}QBf2KZ!So(utQ+Tnh@g(>t_W_-#|7OR`^
z+Vqu|R(%i!LRPxCMMff5s~}Cyj5zRBwW4N(!$C^IWW9h}`mGIK@4<|2K*4&A=;C1p
zIq%cyBd~hqJItx6a(t3@1TyPBIw0Mgm5yzWX=g@W4{W*nX}r$+L@=oC@+ouZ*^s74
zy#E}m7iHyMYRthae0%!JAi)RE_8cUaI9l0{I-5IsKA`z4w>V9<Y{z<*f4!ZoCmKj{
zaauT6M@I(IJ?U)Dy;h#izvtg6h$p<vbekC)d5C}15Wr~My~|8<wY1dFm?_bAV*Naw
z?k2}*6pmpbV{fp8)~9>zwCRi3vS><GOtd`HbAh+OC?ug2OVFW}aC7Iq3OL%tG~+9y
zb~Dt>Kl9U3`3v<~tH3>n*zi9!vuxG<Z2?%v*?$74Su;02Gy=B%Swy+VqT2$+pxnmC
zb%46qHSLt(M-Q^Bd|L~LvxFmrRmNTQ9Bfq{|DJDDLs>!;a;MVeKh>;AnyOo|Rlluj
z?G4kM|M)b@&aJefu^znJEn`%0?Y7oe72~HrSBPV2GgdwqXM+`8SV@L$CU<|2d(I$4
zI(ydr%-(7Iz;WLEe97{|c*QAxs|UnD=O23Trl<dOo6U<1k#k3n_#c2Z-t}U^>Z!m^
zl|`uAAWah*QKGt$T=Pv8T_hE;eeYPL&OMXbFvt}uOssZJ3#s}<9)8rNe&!Fm&eGhY
zR(oU&Dpa_zNj`+|d(`UBr53Z#XtTJYo89*AX|FOurMAr8a_;SXS7ly$`lubL94CB0
z9UI{K$L)0TJ*UjD-=m<88?DR5>D>|<Ru8>?bLV&^f5-g_nwoHuJM*>T^Fp_}KE9?6
zH1sbMOPH-q;m4`#Zt4|V7FC@LmF@j^f_KET)q)bH?>D;s8t|MV_KAO}*uuC@eDGRh
zLFL(0(M6jLa%lhj5-;_1QnxBWEY001nF(CHA|i&Ta0hlPmj4lX>cK(Mce;8&EswYm
z_=kU*FK~<JlYvp^PMmyRliMX71O!X*Q02WkCF5ZLFF?CuuagVwi6|<qotduh+>g)Z
z_NWNNKoD;%;o)ewMN39G0oc1j2LZH00V*TanxgD#1AG;j916dh#{r;DB8pVf3Yh;%
z_`adr88xU>Kun9x127K~m#3a8{cp{m`jP?Y)PO}CAdzEb45Phyhb>6BmY-zn$_CR>
ztvt)$Wtu8Aw%6OFN*Y9%VH2l<WsszMK5`67M4tDSUL8NCA;IdlyT*$E!R-qipeI4x
z3cZ1|*6Xz|{OFgbTAKW4pFIw#x^j!6zF6Ln=xe#K9oYpbLl2aKMsZH!c7&+x(>1lr
zMGqU<QYVao2KpcXoi`>R;hi}-B>+*VtcVK<uvE>F`jTZln)g?t`V)5lPqOjl#lx*f
z{G%G4?trIj^*^deHaE5E`gafChs*pUns}ZtgRofQi=13Jn+7Cz5ltUqoEnq!`)`VT
z!h}C>E1hfc0O@y@r~phJ>{wk;lR)B&EORAYSrO?g1e}^lbRNE|fU@<8;_kHgspo(_
z>%3%Xj?1F!6}k@mJb$OP4OA~3W~EqMcRLlAtuxuZPJTjW{xu!Io$IBkp=rVK$&BL@
z!mxf0$ONwvTFeuq7@oyX%hOOCpHS7mW~y#q7s15%*=+tfR2#JIyOqf0hn8}y6pfy#
z5&1PUn3Wm|Bv@Kx{@xD6x5qx)>{SGZ2&X%`Kq>I}J%j_zkqLG_qePe_dAb5a`trM4
zJ#$DOFd#JjLalJwWyRg7%(2)*DoI)AebqhX1mvHmgX-NhN^eyV{?2SZlxXT%$5&Qb
zRwPq&bKzohh&wTU7T0#LH$F@8aTnPp_@VZAD={r(=J1(wRBa(*Y!cM6Qb=*!|BRX9
zn#NSb){ar#7w*dyI+&?t5=s+qqY)b!Qt?8(7~S^5wmZ+yddLWmDjW1(lGgK{e;bSJ
z#WW?zN}0+l%>uccb8!B$C|}_JApV?%w{VnQAAZ*}kG)u<lxydC=E-{Z)~{EXW)Ug^
z7oVE^dIn;j@8~CCX-)FA;>|L<nOuI@p{mFH70xV*c?qc|*~ZK_Wr7~wj$#xOS^D9<
zR^GYc#(BCk;a5mTK1`JG&0BQm4Nvfv!!e>%3hb9ku)52FwE3*YP+U!-B~L$hD_|^-
ztccSBYxYjocFL=qZ1a|V?}bMMEJMDOKrxKIl0dRt@0k{^V=LjPo>g}TGK8>tZ*SN%
zgt{EkEq2##{`~54n<Tn{s}4%MHt9IWL)g0e>v5fTwj;k~56743>A3Q<7pvs^Bo&|c
zK_TK80Z-BRj45-|Zd{FL>^U=#k7wcnv&Fjxd&NwehDNZ+b6rchgoCm#y+#O8EBm(^
z5Q7%_<HQz{EF|%&z*gBvAyj~Hn?={nVLiv^;{7V5n~!16ayp@E*6&}Y5DV|H0vi6g
zf`6Uwa>7jLEA7Sfy{#S0ZkbMDYUwS2HP9^aJ@(|`%?`<LCWUz1NyxUI+u2^tt>wK4
zyuFgjtPyd*fMQyFrY5M3`K9JPzwsHLgruR6dCz72&SxBs#^0>R9BrOeGKIq2G_`NO
zw1MYMyffo`lC_!NxS4lQS!k%g>4z3u7F@0=+kCg9g-=y;Hej<DNY}r&1VbU9K^xwI
zzv@*g&RrTPc5)Z!moASvFaU`~{gM2a30|R;du3yl@5rhM)?qfq9tB{;ccnsBD6NC&
zYt<Y}4fKj}Ctu$jSnkayyzbs%59WDa&v~kO3kPY)F4-&Y*JW*pex6&<+TO@Ul+Xnq
z+RZ#@lCH>vZKJnV-2<(UrGQ%@H)E_&6z<#onCQmoWW{hD%>299`?C&0{F&xb!YjI&
zC%V?DgZWc+2dn;xmrfI%VXaC9Ti>&)G%IMvQM2HEH=CrCeyjO~q-joFJ>zHfxhDMx
zh~-G&q!7&jg4dG=9M4|;dkDxLdI+0~cD;tJN6!<{^Q2Ne;kv)LTogc|?}dQAF`WKG
zy`v`VdamF|p>*rNd}n9FfjXQ7?-&d?2QbkCBu%_qEE8YO>JTd%+7fj~+ZI=uRIBv?
zuW-O6hn1Hm_d<4TAy@n>$P_>S8=*DE!;t}W1K1~4;$T~w1TdZ|YDG!C8#)UvKd(CI
zA7Iial@(U+j2d}}Q$P%s4T?9^)surSOke2gtEq8qw}|JUaVsUrqJU{9O3E0}HWdir
z5un{66;dyJVmX(Pl`voXKjJd_f86wxUqNLD(Ag_LCQQG$9F%1C4~k6vQCHIN{%f)Q
z-*TMUFk5jP?iKPkpRw*=rp-5=LwwbEvju&>hueamJ|Vg3*Hp_7s=eYqLKGPubTPz$
z(|Q8XaP(*uY0$?h=zFxB_MnS<kbM6~HsIz00&sA+1s1w2uF)+%@&hgaLFck_Zn&kG
zQIg*$i~H}@;|ZcSmmO;ykXNv!#{=PfLgreX4qBbgVG!MF5lMU%k8!Ud!PDiQ1D)U$
zEvROrpp@YNy|<)mn2_sQb!FeoMsvq{Br#Dmn^>D}i5*TlR72S67fmHvq%YQ#6&z;r
zzdCdk19iCB)5RWzW!`~li;-8-D2jc#5xkffM+?w)*G(=W&@EO-MV|wc`14h(C4W|W
zRHyBg*H3n{>nqk6yGTR1LFyKI0oa})!@n$SVD@f5P#cM!_Bfe$qU1w~BuM^3#<U$F
zmxpBRTA5V@3R8%}2!CL2ig9Xil}taacz85*b#jU@m{np{0F~&K-G26-kk+az%6#hq
zII3(t$K`u5bp_cPXoM<VuM|nQ65e4nWTZh*igyKeOu3msnVicM(K%4Rasb9;mT>pH
zt#KqPwu|TL{W9ft1MIqQyVyi)yV#8SG~|%!pI++*yaX$ePCTgF!LX~P?xJ8m*N2-=
z=XwEcrTWXLe&XEZ8-Eq*Gg<3RE7>QAimsC<JuSj4z4Ia^`6w)oI}Sm{3tzV@{0_NB
zPEO`_0g*l7!5}k@sV<p;9PI{mWJZ9s>`!OQj}<tVPQJ>eMt2_r&<+}zV492qEt)b_
zU&3}gN%4fgHyb=nqwL;ZAq<s^WIKs66lxmlQVc1ZS1%QD9mJxGDwaErGVR_Zl+6Kw
z<&rf|c~_)tzF%COi3XG9K#j_(ax(rIUEbtVBwRwLg^bL-q18}-%22%i>Iz@gCtp*4
ze8UjeWdu6wkf-_twktbz7<~!ik^5jkofx~0T&$CYwKxx)0~FhZmt_qtsZYmMU*;R-
z+hu#?TVqs%bdld<{glDSNh;zEq-pU-%dkl>n-8kfBEodt+XwbX?&mbyv2OfCb$r^o
z{&rsx&S)FqMSczLm%Zb$L)yPOcA7l6EFt<~R>|dixnib~9#<{bMBDsv*&&S6GeB^?
z?%ZRdYgL=nc3`%S%Z`HJIx*<kzf2vTSLgtVBy`7g=@4$8_+syQ)UjKJ=Y65~H9BI-
z^opW_%Y|Q_?@$*wmdWWo=nLhobu!n9xbSlSPDaFq`kS08JC>#U@<JVccIFxAm{$kk
zHC;AA;`jG=K5LymY9Tfv66-leJKnfnJtU{CO?_TPtwyU>Wd6$}oos^8$$Rn}zktn)
z{5-vWX*-}VB!$?{{Zg&)d8*A&3}5u?*@_yQt<O6q73Z-xwkMk8Jx8wYUoLzlhc)-~
zRT0wSm}%X396#sV=d}4T%*878l`075f*zkO(5?!UlGwopA5Bu_-%z1B5Se7txKKuk
zI?RiaQc+uTCBpB@l|;OD1XpPsXi!bz*`DM6ft1W(!90W&dLCV<_ZXRSBckfZ-FJ`=
zGx&gKlhQKa;l;#JhYg)HdAPrnlDB4LxBesO$65{~vg6V}EP8>HeF&dW-h{XeTHKR7
zGm`G=ao%q!@eOTs8V_ijbL-;3g=wZ4Okce4#=Q|usip!|%`xF7tAy_MZi`UY(L`aP
z3;>!e`%lQjOyKU3Rt~|N?87aL)URI>tXw?146e^Y&4VkGRl<R;Q?UpwxLJ*NwX)Y`
zj5H8)+)Bxon)^gbOvs#6ZAv&ovxi&uWW|Ohgk!9lRX<p?<fqgWqE#wriv3ntZh<NV
z0iCG&%3Q;KlP}v#Nja#B44QnYm?8=LmtFCM6C+;-oCxYsIp$L;M14J{jB)k?=-^+n
zZCq}dyJNM~iJ3efQ#GO^{B|QvO~k?eRA_Fjl~>(*g;ehiim_1RJ)jpJi+2M0n#8|N
zAPhVd8+IKgbA@r=c{yIVrc7(9wgTSH|A2wi1iH?Y)o=?lR+{HieKiYI59CX}Z2m;7
zw2A=qx%hc+gb>YrSV&V!`3ip~E(7SPhF|bAOPaUgVE40WU@<j$!nK(mIHb9~@hz}r
zbkfAo;cTY#6TTgrCZb{@M1oxUO?ykv_N()sLr}7U+Rsbl#}B<iwtF5;$^RGCsSVry
zr;+tIIr!$cbN>s^GerbW{<yR%QPh}`TMDxhU((}3`d%iOOb}(S{VgXXUv{J(m)%J~
zr_E?#;X;~zkl`yK+&{~Hp0A9n(Jq)rv4~+V*>Zu-mC<O2I}MZ<Qprl~$EnD1HFGrr
zE|L50ZG?kGrA&I16&JeoEu0+?00s|*aP6X7Up|Ffn3hxaD&OHJ6*4aA#Z4Nr(Y27#
zNOxk{D4!I(r+C{UW%@4eL#k!jpln&kbVhaoEvrVG%rFu3v>xp?nN7me_-RRLUoA_C
z%?ZOMvj%h<gAbM#{(0;){_-XiL;)d45zWlze*$t9RV~NRL17P%3FY<R6hmB@RQiTu
z5qpf08HdHQmM@JtW$*QO$FH6&;30b8Q!d@wHGEvo3_95aH9wSYjAx&A1Xn%-!nljG
zQUhVKpP`j0lUOW0(`h1GV4Ejfgkp&cUoSoPMTwh46R^R{0QfBxvSZX5zS*%{v5Xru
zVT&U~KA`p5@__0}2ubVGO1kG#(V=3hy*{)`j0WaxEIS8iU|$&)A3s-ig^TaA+H~mJ
zS&ZPLunD6^+woVk)}Jt|9Y8>ect*j2H1K|8@kqN?$1t`1QFWt#rh;2ONSOFJV_VLm
zJT)F0bC1AiXqz{Hr7{ZY_cn2wxAtUUOlQ_<Xmk6Qp0Uj>8Ufg*FAe*|jZ6^;$_yRm
z`K6y7feu*=_$mmswRQTTLNTPMY@tVr>(cWai!(uljjL`ibX@<?Jw%z<b1h`tp(7jl
zwkf?nm1>w+W`2~5Q+h~^t=H?}YUh1D<&ZLYcDs@dod){3kjexaC%xYejcmPKMJd`6
zJy}V=F@{ar-ZS@~9>s&_d(N;DcSza|kE`+y^c%k$=89Fz?pPD}*LJeor`NNu%B|PC
zX0A$vb2=p4*z$2a)c>w_W$dz`t~=~mK=lHm@Ht33hshVu9YEMjK*6l>p2ecsvOkBx
zm7hN1_~^PlGjVxjuUPlWc^!mXIj6R)aF!O(-X_|8h4Y9%2G@?_D8yP3`gsnJzIRD+
zIVW1}?vzZgxcW7~_WZicnSO()v!)wM7e7j%iF;ftF<;LPt<)yb)#Ed=gCxVAC>B??
zDoI?x>Bbc;;B?TfGTbo*Q%l!j7Mik0vWWP{c86q3ohiA~mDQ8o%f!@-qJqt7!jZ?=
zWiX>@wk#p?n6N%$7M5bDMYA%HF_D%S-`k_jEhOZDXPc%uSVVt&(z8r1>S5!KJd%)!
zy5v5CQ=jFdI|P!gnr2BRKB}NrcS^V9&*!X*9dU2%Q+@eo=uI!U3VWmNFurnGm5eNP
zP+Zt{vQ1LRnq4(BD*21&=pHPzq;Jq)Q!03@2ku+HYL$;>QQ1xoI9tG|{E3%RC?6w9
zGJ`A^k071UP691OUz@7T$^&o>tJw+r_phZbN~l23o3~Dsq>F{Xs*N#hLz*VrA2z2g
zi3UPJB?D!9e4uo#JbfL5<gS+&OA2TXw!ChvP^tO?CFDfG1(7Gqzqd{MbL?=EKh^bI
z7Cc7eEvzcuc|@-E$yv{;c};M(h8(`QU7#erU$s<c?OxTUF&fT#+rOM_<efCVIk~kZ
zc{PgI-!{RM_PA{YB`+Wy(MYW8X*{QHfw&}4T~=t4s*qXpQ|62W6rX3NUm&dTCik?O
zV=|~%tQEwTkR+wdSq@{@(<H}2m*9z|m3~SX_E?}FGy!*nKjGAqC;zPigMcrw4i5w|
z{ly?Exa#N=^!zh`P$r-W^!GX#iveB3-a0RJ1)ZPkB*J*nJ!Ki_4)T}ig&Q>AE{{t~
zB@pbw(A;p(L5ur+C3TjLba#M7_VW(0>|ZAJsw3i)bysyoqY9kcTJw$Nw&w!O4^NV8
zCTcQt<CAEcZQ@CBFfaCfKg@ivUazG7?n=pLvLr{g#fuK<8v#5w;oou;=caF1Sn$m2
z%Io`<v`pjr(Kji#%`yuv{mXP_G7RZJ`yE&KjtleKo4ClD`Dgs*7cFZ5J@dciUk<kY
zFH<AWadOlDS^tp^9YSr%ATKVY5%K=TM!@GVenKB7S+dNdh(hXhVj+?wUv6OWA3p&U
z2LD)6SxJ5;R<a~M!MEtJ2$?X>%}tQ(<zcEoIc3EsNDAojk^~HBibDjL_md&$JUiLz
zA<~M6P+br!W$g=02HAr>T5EI4Rmf0ffMTFaKx2FkodPi1lNv|=T--(?D%h)Yfy~w!
zA^>+_1MQ>xWh_tUNg0lI>n8*Ru2T(^UpiH%0%wXI%ZV!W=YI5lY<=3V8R-CE)CW=4
z^bDDj%9%5Y*mlh(3>noemfO7C!CYNe?4eyvYp}c*mSF<@nG(OOZF-r#M7-jeN88zK
z=E>-3IT;lry`k0+)e1IfPFleWV%G4pdm|NWav0@b6R#S)-Uxqs-jBuQgiR{|X(%?T
zU{Sk8`^SU@M$PNjuqe0AL3$9;v+}J&uzUknq(p9fvqmP<!Vg=0xpK?qTe>82pjzHO
z@}*u#{d2Fi%Ca{ClU31ndxxE;re7MEn{$jvrT#P3EXOpf2lj5j`>tV=TiW@SixN6s
zL@knw6>d-~^d}$mqqM0T*WIYL`81JQMgdA*!Cs8|ROuYWYi?`sGILYoZD_&?y8sGA
z;V~6Drc;n^h;hhFeB^fV5@FB%>NUFmQE5WcnF_w4HS?-fzgZDy@QZ&~DP|7>B>1O8
ziqb5ZWWvl5)eSbLQkK}}lq~*P<FYPB3c?LHuhS5B*U#QH1H#12KQ)!@JW5G^9BeW}
zixG9AxLRPuT9}-Ov!b(S6P~L;okd!Ghe}F4Bcbu|aANF7jDa*XQz|d5uhr|0XEYKv
zDkbP`#Q7uE9Z^H|Js)UrVKAPI%!hOcHWqp^zx01J|2Fw_;qQ{3i0z8o{jN~?@O;JW
zZC319>+~&FVy|bDV;W%IPx&Vd1QQsobhO_2t+zUGy4F24zZDi1gdfe>(<*QKu-uj@
zeG_6sw+fgcUCa4!t`MH33H|ucQY3l@+uG|h@;jlR&vWX!EoJHLf;+obIeDz)ok8B-
z@mAG%gr2nGFWx<*T($rFAfI~eO>pH-QjHWwbVN+wxR?(x`}0jbx>!jJ6xe!qY4?q!
z#?-{LP@^RI@;-}tDTI+)7Kv)%g=q(!=~da5BT`+QHpgn~*=tq^0d{@wdrjm;0v(MS
zEpUT@*Bp^F>r1)3P{(I`#-YxB9z1lD(_7KRv3xMpzo}Oqr(kHdfmr<pv(i<m`&kO(
zQ`z<y4MU6fv=)Jr72O_VMFGTEykaZKA1nIK^c_%`6z#HrEa7f2^}GtFwgxG3T9^jB
zbHG*WK4PQ*6l)b>>hr<mwVsxGr-~$}m)nnD8VV7r7ltf8wbHz+jM;?bgq!wYWe-?Y
zsG2S?=uiZ%rQFY=tG6K0lbrcF$!w<W?Db2auHng<j;zHaYr}5ve8bGw$irbPHntq?
z<r|})-Cw-Ln=eStufY5a9aB7q_ky%^3}kPDH)}d>55}hR9=?!mI*FW-Xowj@KcHnM
zb#t-wn$xD7T9}@I!b3y|OBr_eHIIVG({>YFkw9p@_7y5Gd%6aam?<$ngG|Woa9P;g
zhqGx%?^tJJHR`@5cC~{&^=s5D5B3$FtvS_)fif9&8v$=F=*V)sbhE=jKctkrgsvDr
zb{tBW5t~WaPjlu2ZKC?#2W-fx>OIhEJT%C&$6Y8(>9DkzG3oGrp<ggUzBW!6X`MvA
z{$N$iUY9y}&Tgw6!O#3Qb-u_Wl=^DLP*nw#sTp1BPopLrke8=Y9|Nr_XNq#u2BW%z
z1!4Sb8eCa4F{Q88;S9TC00iffxd5*_rVpM#(s@>ri%iS0q=3q~U>C&ea&5A5ENe0p
zyDAueJ6&P}FnO9Hg}2gUmt<e!`-5vzO#l2fn3B3PVcbYaxX7|+z|3SS5ebq(iv?QE
z_>37$@P_)OY4bb1w7M-hL!N{!J-jlVin*Iv+xgjZDo_ScY$!i?b-3hINs}r_oW_PJ
zj2pn6e@&l(8LlGf@}JO&A}W5w<$J|Fm2~)w^n-%O1OQ6b#QHs!tLB%$9jn|`q5p58
zF!cod>(_q@Nk7`<6Z(^w)j@nY_dxP%N=75{Ru@4>j|X7SLV$CEWXT6EB=C$>Mk-ml
zTatm)>%U7XA;@yGW8p}>t}e#7WWVCa8>G^|rw4Y)llj1xE+_aI6Igg4JQUkC{^?cx
zVASWi>it2B+*!C@E$+i~P+0J%u={GNgGS4xsc~wP#{1?2#~5J=%`>E{L_%J__;ZWg
z*D|;BAWT60NO#mzdv3~QCk^DEdH|VGU0qRslb?GvZ+B+^Su=)}dKwtW4WMf%LMAgF
zs!g+ph&LtLvLuQXE|zmzI@JkmV^U_SYIgzOw5IF#ntez`O?mZOmc$c)w&vGN*f5IC
z;~PoT10WFUr7t$jU^5JHYH<^KOA-Pe^5N6Bek!(CE1S>vteb^7rW2pmmC<$XgNA1s
zVjdy_mF_Qv&tBz??zJ&))&`u?j18qkmuB_NAm682c*4#d4En3p#e1uL%;3a|``dlB
zNt{U2GQ{(Dj^(1vHm`62X?SYr4(i%^Td9#AUt6<M<MeRC(QL6t6pxRegSYFA#3*`@
z+C!>H=R0f5^2Kid^~7Z3#3*gLDhb0%TwU5fSrTzPDLyNj;iPpq2EOc`4~2sV=BDmV
zU;Jv9c{prhX!q4pXtd>~DsXtIXQ|isq-KHyTpXplxH3zeyGe~7&obL)Vd3Hz<|mpP
znSXe~uQ;fo$=J7oF8iQ54g?|97J8!BY)#n_d)5a~SKcD1TS-@g&heA>6(A)+tAuLl
z#XD$Q2Fn?vKB<J+pfgKuulXn*%F0gek8zu7J7~57&&!{%+b3$IUK*7-KMtEdol!Rk
z+v+12qp{YawA5;?%8y~wI>93k_p9_0nTRuk0u$v~0~1M`N$XU-`^27e5q_3?pS-;z
zLx<%AVx3VN7)g=RhR2@u++wO9J<A$CA3HMJDZ_d=_)V%;x0>>j<R9K+lw{lQiwz9J
zucALSb-d}Sc{BBiwi~7~qvnN+yOd1v1HYME%6VGb|2ru&?(1m3GS4>sW592mrHYFX
zY;^r!reH##gn%tnF5&+DYvD5nL&7hL%l^!CI7TT%?O`u^?2mMRZy9@F`MV;T;%d$?
z61ngvvmp;PRUz45+&fsg7>Ikni6zq`d_&}wHyoaYFHwXU?`o46PAxK)6Hd-`hM>TF
z)j)-ekB#yYEdhCT$J+@BW&xHC%J0UB&nT;!i9warC(<w36U@RAlWF$0s&=1i@OO4w
zYuU7a5NVtRmfLR3dvI;d>U+Py7UsP?tcxW|n=hiF(OXzaaevch*@1yU0W#@#b$RpS
z1z-B5qbW+cwusA_vGK`o?)-JnG|{TU+a5zJSBYC?<JTV6Mjya9Lwv;lWh#jOv7YQc
z=P6`HeWD?daa^N)v|RSf?l<`U5hrox(K(a%+aFnLr3g{Sa^wnV)yjOb`vNJU=qN*P
za%Ce)StzxP<HTAi(E1K8R7$M6&E~0|aN&o_AB^7dW|HWICyRv*dR5~EBOTX_R0%;^
z^qHJ*UtU<K9D>YM`&C3{VZx^SzxxA8yYIDI^bYy81@!pHS>Fu)Wx|rL|5_mi?-;3-
z_Pn=C9!if%AR%N3KYL~IkLncwaop7dexae_5C?^?)b|1Cy64fH;u&DGuf1F!jdfm=
z=n9I=dV?M*U|*OZPP@V%ECx6c%%kDwQ7$c600Dfv7M}t`xu^iwgdd+UK+VO7yDZz<
zXl{F~eTV64!e5xK`zL<aFXQp%8>*wUYdZ7V$k|o>qlpj7J{4dbF$!<-7&thKFeo(;
z=a^~U4f=kY8(kRoW#GDK!f}l!e$skV6h^l?%Xgq!vafQV&gK!eMlA((CDxp`<=r8E
zRkufEpXbT}LbAJiq|ev@Muydy&LOqZcds}6GD~gnK^Zjo;vcC<_S)*`Q$bWdePmd{
zp;~QaYf<NK2>Zu9?NJZ$>|APcAf}*8HHyU({7Ls}x)6-vuXjzbq$w7s`*oi$i2Vpg
z?y{R3<m)bHWi(XOS#8rczs&bb{!Fpdn|b;oofkmusVr`cI@N<S3SklfqaOpkzHrxl
zRGdx7BfrpVnIuJi6*Qo@8@nav5k6HsOGs9qcal`MFvvIZ($>J-k36yp2rAX@zZziu
zT}`LY=q&M_sq`)>F@9nFoI9h`<9D@_?QLKXWohiizZ{peiAl(cb2ivBfnd+G2~=?>
z&o}rfCk*K;n8<y#0;@SD75BU`DM!zz{O#z)LirIELnH_ZKk;APZFC!2GXo-Z|3Yhx
zN-^>+_BDJ)D0RYn#xWwm{pkkFiols2>t7HhOLQ@xPY|kSh_wX!W9VIqn^W00ankc%
zrIA(zsupd1Nwac30ui9We_=WYK2x{wFH;x7`(GwagAG03w-KAA+bKe`Zx|29@BH6K
zE?C&u9t%MGTuc5PE%IM1Sh`bPa#sTPYdtRWzH22}X(=^8y}VirblJ|I1zx)W6wacP
z1c(9lw3sANC7Ftl1c=93CQ?aOe!nB66A9=efv9~X!6AbshIBG3kA=B5I+|F=pLqe&
zc^7R`wrk7LD|=MKR^b9{rA%^ws6TNhT&v<;V%ea73(^#D{FJ+0tvGRu>jRX^eG$n2
z0=(atuFn5SFaK7}zYax=Z*37e5_kYoP)WMR1)#D<nJ(Qu34n39wq+HcoW$*zoGgHR
z1$i5>sBj{uQpqxmLOHt^#ZYjo_dV%Pv1mfN+2qJad8t<uii-1Pl~ni-s%|j4l&iHY
zz_LJqh)g?gUD%zb-};sw=G~OfWfWObjprWV`Ybhiw7b}=UnV9cs2zk8YgGlAxV6!P
zE}dWo4GEUNe4uHC0_QqijvvR`O+o_fS*4r-8EXzCfN;j&Q`ZpEIdylcuJ4Ny$f(M^
zy;T-3wdfKrJ84C62(>%K3UW64d^~&ZEG0P1=W!~_6&6+he#_9quh!k~;%WwKC(DCa
zzS@Jz3uE~$r>Pl5%#lnKl|9rAEu<Yr4&vn}@w7*MSl5yA44LPLBDFZoQ5wJnH>6~b
zLiWC<vABXq%cHZ{Ki%%FzaG}16xHkZVp%lK<aG6=ALW|43lK97<+?3oH(YLRdyu#4
zJ5TLfvh)gJg?fDVWD3Qusd(AO=j{27(^Ul*%mPSA<A9o(W6QeIGJ`_=hwCsl*;VP0
zP?&yrf99xlDl#;`nn5x`YY)W>w2g;Wj%QV;O5@uLC?l1O);oFUf<B&?H_BA?I`Ik7
zlK*c1RCvSm7?Y(}+U@!WAKg=e(O(E8sol#@AbxJdt#7tegZraQN9k~I-wa|F4O=b!
zW21YcbQ|GD57PLT>Dt|Azk7JO=1K-mrLa=*dHkvTGjmhfHZ9pF=T-JNYZKgW7T{lP
zt^Fir4t|FTuJT<fmHV?_;gvZs`Y;0!h`9{bg?)KQ^Eq3Tn9}iU+G8&-DenlAvvlc0
z9o^U-aV^ki>nM+Y)gnP|uQyCT{oeJIdb?V4{agH2Ia_UvEiXE#O}!wtAD*?-2TmN-
z8Ey>h`g{|<MA4oCd``*{90t=qUc%3s2YDtnW?8E6-~i6GPElBtR;g&Ko0HL@Y8A>(
zA;}g*;g^5BVDyIbojpXt1^T$br6qleqbpyu!#}`cE$4vA3T4=ZzHDUoFB2cgel6wF
zuRg6e<qdK>$h`G}eA7_%^oZ*3y1C+)FGOo#0^~I55?Qt~zZb)%q$3~|+>VkZxA%Up
z{2Z?zP&4e_ue>jK;QlJ4+RKzJi}7v!X1jWFUrj&deLrJGWIW2ICE|IfSeOg?Y^1zx
z(n3&KnJbj*eNWQk>s;?D7L!!9Xb(Af_2o8fQvYmGHCmu&R0LZ{V}j*{H+2d^)KHsY
z0?i45-QCswyZW9e88e+Jo^#)JH3j4xknfYu?Cj!R&k6do25h0GM{%z22X@1{f86VC
z9!|Y?+H7AW?_Vah;r1V%&a&9iZysZ%kp^F=+*f`*HT<%X`Y^#0JK5VtDrah0&=ewO
zv&rPf)XovZ)w8It__sfkJ#mgL$W7lz*o_y8-ezV_vR>sT_usZW%zQil;8xB>S#N+a
z*jV0n<qkJ4dw|=3-R$##BnEE~c)NEQvIQ$%c|h*J_Ns+Ev+c^nz4*^N;g@k6y5q3S
zVcXkAe<VB6N0uy~x~(s)*SEQ9rXD>Ef_L2MNnFaA%t{;o@L)KUb&T(6!H&V)_s5PI
zhOAD$dU(9x#p#1})h79h@1?3j6sLM4&Xnze?mAw@-~A10j+Xg|oWv`|-H-o?Ro*|Y
z>asWN&=Pp`mX9QLs^YP;=1XYk=?Nyq?SRg$QF%>0`K%tA<BsXc91fZxBxSs@Xu=SI
za%lwE9rzdkjr&nYcZs|`Z3kRVUMm^Lr`*)U7XkYKY-(PKy$uJ&jK2&#24tnt)pLe;
zl&*G!jB3N`Jgb-^H}<I*Q7xJp+#n1g0jM%A<i4NBBLvT(z?-`o+7oUnu(ho3FZg)z
zZ)nq)&q93Psqi^#1RsiGdtR!yU9jQ&0=n{A6uIww=yXB(zQDk7m|L6r`A}<?>}Uss
z7gurJ0k6qNkPNs@fOiWH?NEluuUT7sn7x8fS6GNyfrV(Y6cJdprcjEs@4_LM`gqyt
zK=U?R>=x@htyQz~twk05x=t4La;z(^G_{rC7GJa=rDlsv<1^ICq5e#{^cb4i_nfQq
z^9kyFNMEzYIa3{hErl_vV#_M)+UuI|e7-1ky)e*dvS=t|pyrMD(}AF?v&CjyL=7CO
zXDPqDQDZ%vCn05+Q2y=s_xyp;!9nW7O;~0?33<&5Gzm_1o2rZ7<43>!g}EP-jNKMz
zh~4&8srl(8it;aiZj^tpFBi@mcN3pj`i)}H<T#B#9dl&SQc8t!&W!@XZIWiyFI@xt
zvr?5U^JQ<o`c%M+(un5j0&-6JT%8K0o&!QZM5Yo9EwxK}i{35umPKRa&%c_&BsQYf
zgjB14-2$LdKY^^y|2N%y^>F9^cjiSpSUltkJL`B}3{qB{AX!3q9*IIt+}ahBl_V8u
z6C{D^jAA(D6HWt8D|5+SCSFo6@L;~}l)-KenJWS!=}>^NLFe4x&*qQ>CV)nWjs(VI
zQMlKCnW~VaZa=!@U%y0TZ6s<rk3|*|8wXTlNv@WvTUP;Y&{^XoToET1P=-k-E2Xb;
z?IH=m^RhtE4gn6dofSZh_WNsEodd1_8dM7KvK@}S<S)D~%Jfr_HH!+ndFviZ+MVm8
zN9o*Mpx~QHPR6(^-YFH5az^^AP>iK`Qlom6%^JVD@ZYDtHJ!AOTyB+`T^rvkH8!rN
z7P_yl2)7HU1txNF+T6om)?$Sf`h|VV+<=>wD(8uaId||>R)*FfY%#j}>n%S!46dT1
zt(%E8v!ZLYQei4a&E!FR;JZPZC$KOW-qPIRX8?#&)$*?n(<+sEB54#o<sx>h2{=ts
zEI(3D;xom<Ruzv)(9%2|jp{u+>KiTIbnyNh!uNF<iX~`9@CsppBb)e7kf580LJX$J
zUrA7i=*7ctWm6IIQ1S-+v8Vr8(S*A)cDk6=eH+vI&5%Ps4E|80vDQK;ko`?l6J~Yh
z{`^Y(r%Q%GbHabF{hSrhLxl_Es6pCk!S{Smvxvx-tmaw40+uU<9nMglG5hJS*7Q4T
zR$}uCDqfl<P{?n#u?O59oysFpV?l+N8^0)BA#A)jY;}{64XwfX*o?^#4?M;b72J9I
zUGNC9dXqo?X7gYY?~GB-<b$s8S^ens2)c5++cx6XB&Wr^P7;S!=C#C3jead`@Vlu$
zTzTy$5g(1$^FE*&w=TW|((0~rKu+!*Ixoh18hu=4CyTTTo=jLT9vxl;Kl2M>6ZNf2
zVx!!>Jj0=kbWZ<%O#n-MyTw*~o1*yeVd>T13r2w6;5XfA(bjIz|BJojmFjz%TA6uw
z8r`VyOHc=gvC!C?q9SER;}Lkt6?gB-R*Bl`{rTIcx7hl3Ox?Sdm=ZO^i95#GI++zR
zHtcT=E{^o5Kf2GLVBbE^J*mScdT_E@w6-tgj@(OZjd*e3f^@t2BX)wfMfiDJax3c-
z31r(^X{696<(rw_Z$g{~^u>t&=xHm8|F`+IUSgs2$$sFswRv<I-;nsq7juB=4S?s{
zX!dR27XLkyeZtb#Hlp%o;?b<SANMR&wV$LMwAMM2)>?7ajX9lehZ|LIU~|59`Nf+z
zqZhay(HKP`<CmGq{q}KGBTi=`S=4$Hx;yf!nWv6fK1sp6{p1a(!KvWND~b%BCa;9l
z#i9tB0z`A0TW81QiF!&cdG}$DZ03s@{TSvR_q=bFLnyD3*=qxfwuR?<Pfh$LY+K%I
z>8-UQtov}wbPwt4u}0F<EtU2Wa_f1JvX44M$=wwqCP{dk-&J1OnW|Ye@f5}TdIjWd
zSLkuC+x;6&dEP!I{%)kMh}!~nZtZEm!1;h#2am_Po*}0mI;u~E3MHDP8S_8H4h_AE
z+(%e{d2I$C<sxohsD>_>PQK>yzRUr+UCjKLwUU&z=0a2s;W`l|+!y@uUnb!i&AQhE
zRg?=?NVwges^&VU$zN&+-H5V|V3`7Dm*iW}iAkBYW}2;3Pr;X^q)n04s6K_G8Jnjr
zmWc_zRSlu?iY-f%G<T@C`T{llqx&#tw}Qb{=uqhCtQ+Nb6Lv0Yz9-qWOnqE!{3T6j
zXLb+Pay|s~kaAgiPA8-$6+Jx@{nJ5bMnr-#b(}|@uHp6aQwnc|TP`MFkNYI3a(Jeq
zX+Cz%V~)jbuTP5xN{k^Mr#)9U;zP$us)rHB-YWjyi-le+*mTXR{e0u>HM3%Bv*|wQ
z7c}#pYJ}ADw$J6Ij(i2nLr5X}?I$3X#J6wZ?Y4>Un5q+skshHrBW>Jm2IaOtqKw!A
zuIO+4dIvRrDWN}O75HsJPE+94KovG(!D?pbrGY8JSShd5r!k}Sk=j`5ow~2v{xLt%
zby4JF75!mcv$XndcB)-c=@Q+{<eWS0ZuF0FSI>X`yltyZA8th%{*j#~d%nQhCnh%+
zw6{-Jz}AENK`1p^K;Oh0)}emEgJqQ2s~Zt|Vf25Q;sWh$*e=$XK3Xf`2d};OBk0iE
zTH|Ij`HS+p3IIv(k&;Ph{oPTGo?Am-Ab?$Sbw;`EL9EZ+T&3@lem|!Q9Tl+g2?DK$
zRYsagS)ZyT!8n*m*F>5M{kHZeowfyA0uX+mOp;WjB2py*ZqG&F!w>=F9-gjbMn|J{
z75@fiP2Zh5#Fy>5O?W$yY@kFMoPr6EIJs?<bm*jNxZV&A1e$?)hw|ye;oonoE;mtv
z#2)xiwOx9xll;{geh9ojrmLb#lYI=GCCsk+cFXo#*wHI)oyOT5?Dlm&{(W1e`81=c
zS&)~gdu`=%oyz^v@k2=fQOIHqeh%B1A!ek0DD^v}J|1?k>>7~!<X~?n`r$z930q!Q
z$r`y-4UEJrwG%Kut-%GYV9$WJv3jtOx~V6;MGSU5d$!jrG)v+Tq^)v{Vp}wc@(be|
z&45ZF>|VD_?58~eJ(r2847DTdd{&<Xg3N|yb>-xrtuD*s17_6tHL^<csL)2D7b=*#
zY<p&P#iL4o^LKEbm7QGv7_=OTecoZyYgAmian@#5OF%_k?>@bJD8C-cO_O>JpI6Bk
ziO3Qz*!;3X5w;HK^OQFZHhEnB67P9tl@-cCb9V5MGcHWA{9MfkHsD$+ONRZ`4ej`J
zT!*^!1=uKfe3x_o?(zpjed4NNA~w|vF+{x>^xFBJlH64!_kmFdaFa40o1<#Hd3TKJ
zGZQU_eo0neL2%VrsXBj)0&sF)`v1I6{h!uTY8r?$7y7@t>;)ax$CBT&UK8Yujf@gZ
zkOVB$nhj_O6gi<7%Rod^%;~HI)N<4u+#Kh3i|fK`V|_?hWNij}uw*ZDty5M4aEK4S
zh>8M`M<8W^nBKp;j@P&%!&{9XAf4zslg79xIIvCd<)W&e2RZ{EkWB!cN>4_es~EQc
z<|EiQer{~3GO+{$Ta!-I9-y7@f!v<lhcf{?j&T4H->c5m?^uL>%!o2O86O)5{Fpr8
zyWKx~=I_=6G9-^%P`z~><|N724$fjM(1j}nJpcK;5%Xt~R>mg;->822%|I7dMjh3k
z)Njd4tjiO^FEoEn9Eneh;UI<0JYRZiYjNjYl4iAqbtlgWremqZDY7O~$hHFUMx<Bb
zb6IUtZjCKPl`^;L^zt8z+C*p36Atdnr;?N$`*0I4(1lqBb`s#!b$!ze5WkhD>(w)A
zR)xKC&*G#=ld^8vOw5FkoI7X_I<_C7@Hmr>pXg|vW1|vh`fTEC0R#F0%yrOiR$5|U
zFyBM>3r<EHWdw+yPqUr^A3pzwLj=<GFf(2vX3^@W#mbh$=#@(mWAZOOWXx_}Or0-}
z>%z^Q(s78#eaPS+V51D*yI}iv<&4TVYA^Q8{?3X_8FC}+QLI~TwBZ@S%vs#4D{%|w
zibTU^O`4wZ@|w%ReP3l>Xn(}Ef~mH=_ukcza#^g?9BN-xQqs~vI3+!DTI%`KF_H`V
znwR^VA^;xEfJ{AaM2;`m_p+y1pRoH#TDC4mfugjg2kz|5^0*}S$VPZV*4$K`iCc-1
z{Q*<mYyJ-pk{)mL1dPm`in4fbnGzIWb6#tahO$lA0EG)qtKBGXRP>?Q@E7LH1ZKNF
z8x*h7C|fU)2j5rp&H|$rfS6kGY97^6^`ynngR(Uz%w(O`zf2D!pq`$gRF}8l)eDsI
z6Fca+tvHv<3lCC~3K#KpehLF6^YaS)%q3C75fPrssP+A#@6O<GPtGPLiEN=A-Umg$
z9vyB+alRWGU2Xq<AjGIBc)MGq`DTvS75#%q?qCeZm?PDNgO2eTwo@os+gtS}DaEJt
zHR^tm52?*&QwMvja@Mge?IP=KeqZz>o}hnP33*JOSnbMr-@Ug=^Aaxv5o?GsQHFdM
zE6{&H4&C{S+7WD|j*hmrEJK00e~t#9Gv74BSMJ@zzb-%r-6TtRRK5t(&){7`a@l8w
z|MpaW#H;aw6sVtps+Z50{%D)FUtqFtp6%{cCtfU*#I)Y5p;|OdvELmXu<!}J*;Y!i
zSOfdDD|ml&7nOd0pLG+6Zt_oIv#(y54R9_0;c4C$Z%m8Z2|4#**|3k}p=b6#j;@vO
zuzJ@*W^Qv807AC9htpqr`VjSbzUMYnDQCld0Tbx641OmX#pZ^(WxdzeI(Z_Nd#Q<u
zIbpKkJ+Xir&8T2&nXwxqueA>PxEgu41XcxLS7?EE+{f?)PX{&Bx@^94D)F*HuSLl3
z>f*L05tSNpi4>7jZ3WYySV7Zw*2?rNRjg)%=@&5i0`wyw8V%S&R|%SsOZl^)Y_y^-
ze(all|J<J$5%KeL(r1<_@n&9Azg#a~@!b`czH;~Gb-~8xE@~4uj!O*QiOfx&6K{Gr
z#NmukDww`6GN1Fu22@?NB~`iD#`*nXlP2zbMIE_jG5ktqOY^<_a6x%Zh*7(TtEGQN
z#H8h&3)R=4a)(rR6ocNd0$QkehVlre74(awskznN%ifc=WhR<uwB-egS;|l6+3Llu
zg45*pm5{j)<7gFi>g2~gN0vzjMb&&LNI+|x(T=&s-EWjhCqG8@pi=;&d<8?3gP(H-
zX#xp26(%om8mTI(S4<Ut1Xi1QSXLXIJ-2^A663C+uULO_|4|p<x3uKu&H9$t3&(p>
z?tm(G&!$}dqP(f$$;x`~-H`7)w=}-j;LwShPB_(8is_i{^o;POB$nWBv(FTr&&d(?
z=gK`s^*!Cj><i8@0sDt!rHbhI&VZqP%?p1dsduHWo(iV&pyF)#j4ai|FQEsQaYSiL
zfyD~V*H;U(7pXk7r`=0Z+HZF8Z+>Kb8%fYQIKXcojDc;(Xs-8UULINH<c6-OmX3@$
zG?LEbgM4okcGZMuSaDlTL=N*89YuOx$9#?`C}!iPdcURed`x$6bgo&nR#Ez@^!{TV
zb=Y8kUP+__l{o3UWuxYwROik`cDnKD-F*Y~svn*fjA6cOIG}Z15I=D2c|KC&^vhT8
zkxegS1U5Ijx21TjKD#|9GfP9S=6rXEneJ;gDz$dI>4xu52Lc?TZI7B`gES$}<Z_*a
zdP)i168x8<KVhjh4<w4&`tX~slBBl?K%jVf{CF}7aL=7ibMnXl1}_&C*YMTpL#E)e
z^O&ghvh%%|K|g6J3&J!8OFEBGP`%YCNV2MOtkQcFc3&azO$5+kaf1vM&~jd&$};si
zD~ey<t5mz|PMB+&n)uAuO4SsrzO(?+0O#J`5Um{!827$6^r5tHwAmZh(DgDj;#J9h
z0UIUW-o404Dv5eQUWbHzC9wEhQ~%0lIrBLMOXZU)S7%RnlF6^FdcEG_N0^3Pta7bb
zC3nL^9_(pCDW*j(6O0DRq2wyFOte*+p3f6lza(6}U|JfXR<-Yvk<o#2D|>IQh;qxy
zHaA@cvC`x|81P4-+z4gA*v%6fJ;u^aEk{+V6mV3nP5M3aTbfl%Sfq-l>lEJ8IVEd)
zd?~GJ5MQB+{AuMjv-#TsOqR{%{Bl}~%G=beL3pE>RqM{9lzHl<)9Hqf8Ze)q*ZdBs
z^Y)NzF?{tK_)9C;G(Sq?=h8k`qY6YrQgyxuWA(YF^Yh^*;>5?6N;(Z+$CkRcW1t`U
z{aE<_;p#1e+UmcsU0O;h6m4-WE<uVGcc(xJ5Fki#2_76u3&n%Gdx8hIAZ>AX*Wxb4
zi<IZ&|IQqlGx@YL`LHK5$zH#;?sZ+$|6z>FD*6#F{v2a3IhlBB*1eEk!hTX7rhj;e
zo~;#GSF``03>o2LT<ZTPLndJw{+m0bFcn78gH8cpSOl^c#`pGeljMJTk1jb{3Ip-b
zH40ip+P8^bia!1%{)+v7Z|8GSAfBh88L_k>X#V2=>X4W5SpS<$T$7NXaa^x6Keg+Y
z(H(0;r>xBF<!l>GV1wI|06BarLotTOauyJ=n0Yu<pHJcIjN=}{qgy7M=Sx%nRE0*-
zP~eW%j$uDB*){hDbIN3RT}-31kylKO5+`lr1U$E&t6*s0Tpjk6y;mI8{d~Gs4U1>V
zo3x5mB%fP?M^S}QWSz<y`XfZv-fLz}pO!<|&!+7CPJj{?TG0Bx7t~nc|J<(xE)Nd=
z^W3OW44v?oVMAiH&zbo--g%N9E#Xbdzj+2b2T<3$ykkOm-q5iUvr|f->GsLlr(RNq
z)7!Rnh@Ou{yCjP)3^A%a(qb2L=lKd7sLHJWFep~W5SA9t3W>8*5_+%M*(zhtdgxfc
zlUNbp+|Q>SiUpf~G{_aut#T=Dahl>|Eey%9)+6oUBp|pDBPqZd#MIHK^G9J1=Q>P!
zm=GydT!6H~1ZNpE0aIKjAof18n$i`7B~{7{X=`*-tu7`f=Vnj7D<`_JbSqBS(}crM
z-}gkn*VR#MC4h07wrfu{f+-u_az9<c`Cy4zOd)ax(;9UFi2|pqjKC3@=O}K=o&@ms
z()B!~c&}Is?1RD={cMrUduMpCX)ax2<6<)Zpl;4uZ-;u%2Xe*ls9sC)hHxHLp-H2^
zZkduNfdD2@v%2sSg-xsPNueaC54$#)gi5B}qm=H;Z7H2`wr2$hgfH%F8H(U2%^@n@
ztEKqOhRK?|{GL*%Z3n#6`^Y@Ua($6Yv{|Re!s^lbKE!!Q00R!I8o?4ayhOWU0>)1I
z+>H88Xx^r*MzPZ_LkK#K)W+D6>3mwk+5<P0GrUyhDs=GMn+nj^FVk3|S`Uh?yfahD
zM#6BE2e{sAaA7QtD<fc$sfJV-S>5Zz5T|}I68(NE{g3i==0I!5;*X^@t@m4RhGVg(
zDwdZ<p<X?3g45qq5!$CNoKYKx3fgdYuG6oU!%2x6_J#-bE4+4Qrzf+aMzE!EO<Asf
z_h*lK8Q&^ZJ-qspBRnuWJe9~qw^5!62;l;UlK$<5l;4vG$s;=T)PyM2L@g+!%6)J*
zO{hF3+8S+fVCtYg<eKi~$0?BKV1C=^LrFvR)3S8UKKAP<A873BXJ@yo^6!W45bh{K
zcAB6d)y%LYkhw!n_76#vgOa+DxW9k1Mzz>ABg&<LCQ+4P%zzF)Yx0XqZnM5bjU;J@
zoROzrly0`b#lwfPQbDM?M9#__w1!3+lcDix!ZsL}M)6822f7UppOf)G$HK??R=7La
zv*Rz@15REtGsSWw{(A3&#7HmQHpN$#Dq-yx^>yle2cn%t?ZJ*t8Ha8v2e0m!*{mFY
zdHzBsPpz!sUx~WCM1vHUA3#xHr!ggQ%c*$fI;7wY_h>w#*-@vrWCKKwab1B63MN}r
z06$Z4!bU)_@Ho2ODFQN34ORj1emYe1OHFum$$2*85Nee?JM+dL=xi{VIA|sn?p4m;
z8$2<~fv?L^y1bOFX>VYWuAyxdZ3U8m`N_bqio<q`Bg5>CGfWuu>Or)eq7CcfpcE7k
z%OHUSsqUA)W<mgTAWrJF9k;<aFwq#1u|h9Z<??j&GM~EOCLX)LU0%N`ccR00S?Llz
zFicdugklurOq3NP6tRVDL<VUvHDfVzQ@j9{fo>WEIx4x#-M90p_@0gt=e%nemj)L_
z9GuGU=CvSGJz08-?h9079Sy8<3)|O)+!^JQ@3SZcyFok6?{YcYSjAu!^|~`n6f`g>
zs-I-FA%reHpT=Wmre=<((hC2@2;7Seb|RQZ-OoyP;3ciG{l{UnPMKsUzFG|goXqyD
z(LF>qN=_|nH+O`Gfs`I)D|3uGTb)ZQ&)LH)q%J(9KZ7r+xlMORJHtQ}Cz&T6->AZR
z^glB^-9kotdmqBnBzTwz?uu&1AZw&ESK%y4BN5-I@czTNuXyXqT=D$Xb+vQwr{?yM
z=h`!IrIi|%ogk{jhNe7J^1X);1o=b2k23s2n~>%3ml{7R=PAHvoj?Dc;&@mij-UQg
zlIFhJf+n2;lx=JGmE2NCf*UasbnaxsbhqzuV~Wgt;V?6*TtbpjxK{~=BHtShG%Q?Q
ziv*`oW9H8+5#m6DAIzp-My6H{p9#!t7+HDkz@oy^tBbFRubYuoY^th-G*FF@bPxi=
z-_Ts=N9rhzkS8*1RDkF8t^2l&>(s}=D7+3)_$C51Dj}AzVsr@m+if=2(Nw;VJ)U5U
zCqU#QRDgd}dgzc^{Dz-D+F|PJmL%D4kn%5^Ui*GA6%lh&H-dtM!A_*Q2~cIA``pyi
z5x-HnB6O5f$E)0HGquJEovEj5DEJYp84U>2MUdB?O!WiH%6WjWXf?PeNn1bCW?Ia5
z^Sb4pqb;aNFf7xu44;y&LFaV=!d=5IIrcmJM1wK3fQRFXvjgt5pyyp{+STBu@e4_+
z6swl52AwVXa4bIsoBCB)y(B<b29)ypm;Y`13wo2Z#_HR>F!%y?9k+z}|9zfw^eT8s
z4jc=^jJ08wHQ&($fmC$=z#@$#A4nUBi=JwT;9{GRps&~2(Z~A#^$+BxsN`izEYh6B
zo%k!!kY02{;TO=dW(D14SVlj_x6qw|Upn8XzfYq-Rz~s(O@Cqq$|rmPjpdY3=EzVA
z<=JJypLe|NYW)ITRc>+Xg>FLBa0jkj{}{KAI)46h`yITG!~BukdybBvK1j*(Wpl${
zrm$Jidu&pd67XJ0xchCfZ{vAA)Gam)@Yi`T%`Td-3)SJ!Rm&()7_I*$paNisf{EMU
zbt5>hm?&1Axp+968&v+7cz-ldkLNRPt0Dk2oGTSjkL`y`%+s<l&zru@=+>F+g&tTu
z=it-orKoD7Nu|P4rLm4vdwzus;2$4LQ4$e)n;Gpq$^mruQt<M#YQ}rcz&x*Pzdk&e
zOwT@_@1x$`G>ogt_}rl_c8($ql8;Hc_h3K!^@!H^BfEMEpuY3;3#Ho&YZx6M`^R+d
zY)v=m6{y0A8a;wyKQI;FJmY3#Zy6Wd-(;c6PW(^;6p8p?8MzEI*6kIT%8e&~r(YJp
zGiIu^8lk7U&#4$0abQFS7X05$h*rVoJJWdb>xd22iAm6gvTW((0Cv7SwJVpuawhuB
zAVqXvGV`}I1A@jx_!wB2JF=Zjr1-H4gvgyOjE`v~>$|ENsB+RCIYl@H{?HQ4ij=_h
zGg8@hq8xR!f1*dVxk}W-)<~+$293yZ)z@sqdYMabI~=@KCiW7oEy7w?dAs=f3g9}K
z2PYl_`JbL&m48V9=V};_0lk6<!;e3{!h8;>jt&gY9Eh2thdAE%eB$MWZRD_hI4v}f
zo?i2|S#%Yj;q{~<FwmzC*xa|oego_NMk>_Prn{qh1gfdxybvq9oc*hP@cf@)Q$8y)
z>`qpw-+rlqSQ)j<M#}OVW~tcK=spTqq>b;=_0Lh5*H%E;ROuU^GrKXox*j_G!Nc?F
zjXv$SieacG4w3_yG;@Xs3zf98gR~ZzYC>0RqSP0hW-L&tsd9_GeDDlk(dQi$EDlWi
zJSL7_X{M|yNLbk(ZAEljhyUPk8=Z!3s$+I)>6bB|ichuUobBUsSDF!v&X8_Mbi4Ae
z$~t4bnqQ@vTBq0L+gfgAEyt$0Ps)e0ia9y0(=yzHC8wV_lYt<GAx)#eC^qg<i4;?8
z%=xtfdw;z)YQ^+`;++w%ir;Piyd9EPvea0O^(&`d<}@6`Dt^yS&Vc`rC0g}hfFeZ1
zhTiY9ySm_68NWP@1;B3nbjvhP=M3!C#J9w=*R39XJ^`u?J~Xx*hkG#APm?(DcEv{E
z>>YtlJt->Z9nA#1F!Relv?frhXiB&L-Z1>QoxPnotLRCxT~Nr{f=b;O7Eiq?_1AG%
z!#9nx%xOCnd8?l3L<v{9hi1kJp8v|ndA3DcF5^=gR7P?R#E>0jM`v*+Y)Z;h2_k(D
zOoS6Cy3UOsIR)lgCHcOe>?Y|eO9sTwtB3Gm*B}88x3%GpWKICOBiO+7saMI%W`^X3
zum2pz%Nu9TcaMeH_?O`^luG79xw9ncon_l!cF-=rDM=z!zi@`$j!HH;2COFYy5U_A
zRZz4?B~ocq5Loq#Zgym4t*&X}R~&eGk;B<*q8lZ*e^ABCUCo#V?TZ$D;VBf#735~H
zdxkA4Ix6g>LUFM|4DOOB@72O$D;LxlP}-h~k$rY#+%O+|HYh}qlT%X(ITlJAEShj+
zd(f%0|K6Wp(a-mz4}<FRuMp*W-)c8)KX|rbp7Qr?$+_jIV$KL)XIfnzY5aE7B<zKo
z@kz(U&@&K{f_KO=6Bz7IXQJkeUjEAL^x7kh^oNj(kX8!4J3v!OGeR<Ui-{9g25C-u
ztX0c39~?mYn3;n)I0r_b<%{#O-r1v$)M*D+qi20BoM$N_FGNb)#Ax0s%R0G=bRvb~
z>#QtAs-VlzEuq@CiNP;3df6`qx@H=Uc3P}1Zc0T4X&r=3)b<KY1Nclza&Y+@Cb-Js
zbc)tTnW2q4+i_SScHzZXiaVp0OWpn)a^vn9vFAJS03HDoP}I6V(p}48U?*0Bw!k=7
zYr}xJ8&{1M`EcW?@0))(VPIgfb^%hndrS=sIMY~sO3Cp?GolV|NS5nF4F&DFs_1ZL
zaEMYwt`X{HI26bXL=vzybJu4`9Od*Q13~s<c2U(oEp;yjR>A^M7%_6iQWks`H0l(P
zymdM&y1ATblnqL>mE<lR+$>YK&Rz!{CtR0)smyeuB`TjBm(0TKnjv%^&Lt#WTt4{m
z?Rm4{Pwc4fhpX4Go;b(g$)t<zd<6GJ!+7|CG7>k%s(1-Bs?-JO&bme0iH>}f-0VDH
zx3I;GP>HhYe7@V1d&+o-ftN;^4TIkd?cHh2cAV??6f6hiVr6@jz0v3py%FMGaqaaL
zbR8JQ9T<u^f*}XD=aq$KCkgQP9S@dH)^fLo<CC8bcH3gudjG7X7#a<Kn`&==gRf2#
zswvxva5#0{d@p!-f;#2!bn+)pd#_3o8)Bs|TJe{4ZM}U?dDwDntgofxLyx|f!LwW5
z4sS7O*vY9}(T_p#y$&8#WrJKjHN8LM8rr?a`^~~YqH})Y-?fOa-W>{#B-4tWB?$4x
zFUR{ilku<w`jKWJ{F@h2KWg&SMT_dBTw*ssv`EC7GvKgDw)q`Y8GLn)M@ShA3{<6;
z*@gnr=N`r8Mx41KbLXpDClJVtS#@HZ(_`qe@D^hl$<4l&=7L~4lFMW1K9FQRqlA4_
zi^?WbQHh+<K()kIL2qGm9FlbWGz${GAy;yqlC&fBJ^6c}x5Pzd<DNfBQDU2^(NY+U
z{Zb{`UEka}CATD7Z&^F(?}U78SUW~MpZ;cK9K<Q+$FZBy+)ZFmuccTj>w6{Dpk%j9
zsM>kvlD`bLTIo&p6}+6ak*2g4scf{C`|M@IM%yVhX%=a&mRbjCmKW)`PLg}hq?>nS
z0qsNFRs~M!;87-mG|Nw~<wWJg*!{*P!85hD=cn^#Wxt=www_=(ZMmMYS0xKYM{Fsm
zf_8Wqim$@@vNY%f__Eh(J$Ar?Wu}D&czRo25X*s=j~lD=t<uhb7p=#AwpK3ri}tWG
z?dvt%zRBunW$H2<Nt$po?g!Aa7`&-G*ZTk0R(}2cXLoeR|M$*Bag7n(j2AVGPZQD0
zAGV2}&LDc<{qM3c2>tb<#SiQh&(!``WT9Ik=&U8WuP~Klz0_rqjP6U=Z%D=fVtde?
zkeMv01}s5>ZZGuMWm$>+;zbo&lYlPF+*IHVE$L`t+)KFLW_Yc(LVRL0^;Fw8!o!2N
z1>D~Ok$U$t=K}*!IBW>Xq7A;!@qn}(uoRs6eU4@z4)vm-yGEiN2A&bXk1%Pfy8|Jd
zNmpjZ?4{6d&y=5HU4jtD41zE^?<D1h!>`iyK?X|e&9&9i^Iz;ezpC{ukPZlrtkk~=
z7*((m6+tqE{p{(I8q2)>bhm3ynX!-vsVzwiuuqw%D6L@PP#s*2>7^(EQWYxmz5vao
zc`+oo8&r&wTD+H~sNBP1U(KA%imr;Y_;VX+9!3f>znj-W-<V$M$5i?pAM3If3U+V<
z_OgjzhpQNlBxU=)PU#&y_VV+2j~tnb5${xc*VBd3;z%8xYK0D1BW47i=Qo~0sm0h@
z^VbJyV6P@oE3f^b<$3FW7=%9dXSC{gWkNv+g*fPk`}ry#r+gR*1_7s=kX3_%x{8Uj
zgS{zDQ$x&G*#skXhc|dHNSFs?I!W2m3H`b<W2(mK5a^f-P3rz|Od-n2c@npI2vA`*
zB7(-huYL8N-rh~{aA@^w@_mUY7OcyOaL-dS;(a|Xjz6U6S2}Srvu9S8+9xt57i8KY
zmJs6T`*+1eEpAn0Rl3WyhhzZ7*a`@cqIP{=%y|_<Ba<l8YjH?*OjfGuX2d4CA4m4(
z(l0amfa(%9);?#}L}^Q(;|4B?8f39xMX7fHH&0?sYS2>MiD>=yv2sc$wYL4(-@50?
z_6fv;RluVja&Jc!D3;|#e^MS&6{V}=3A_bLwo-bEsp~=Am=kH*l7R3{9@)xU6lMY1
z9+T)J6qQ_3BwobcZRMN;F+eY=R0vlKmYn4}FpY323vsD3SCR>_M6N%}p3=1lJ8DMR
zx~r@tx`V~OX53^<h&4_5JsaQBzjDEb%#YNye^tOd8)U=K6+1;b742zF^WfE4z8T|-
z%P;b_%j{|tI)@m{I$vqLk>-4**t;fXEB>{y&-AytFN3`b?M=0;UZ&isK`obGZH1R`
zq`+H&J8fR(`+oqH?qp41SyK<li=6!8INDkn^hB(0D+~svZ!vD}wcY5b22?V3--r{v
ziwM|SJtC_85*v7bi)6s&R%CmH#Iep)U1@9DI#R){2Af&Nl*6A$rf{TkQKYTvR_-5W
z<Lo*47jL9~B!^rmyMfFafiLP4nV$Bac%K@9nl~(_V1~KW@_pNup=Hd!sGFOL9*qG0
zs?~^}p4bX>4f1%+I?uZ?TmwC{!9xj#-Iv+)dq#aY5YH}QaO4Z(#V%K`yiIq*X74rI
zp*+t2Fr@urFRo9mBsP>~bw`B<%7FLWSj>Bp_VCH+jt_#u?m^a+Y!U>?N}cnrSiT1`
zG`o43DNuukPaJN#&!=F{_FYjy@5;yu|ECNRyt_700*GL&+=<7@U<^v9e1sQP4Z#>?
zNQ3!LF}CBtiw^!yng*dEyd>kdh4k-T5O#{|Sw()9Xxeyv2*2;(fSDwqIPQUUyqj#>
zl%?GVYdac~Ln=5HkmwV7qb@@1e6DsrfMC`M1M<OsI=xfu^CboE6#8dasakp34AuYJ
zx-Q*H$WNejZ=ne`!M%v-(w&LTTzfJwd&@8U%PX<l4mnK!c2TI7pG+sGU7uL;s(Fn0
z2P$P&|2Ye8k!0kr(y426El%bwujAatEW}8oD5p6Cv!8??TwgmiriIr1K=-uKU`tM(
zK=LTLevY|5>{Bh^F4);fB7n~@jlAkqnJG4fxWqEX`h1rc;umE+rg@5Gli_W(ThWjq
zF-iT5VVnsQwu}}v94K)P<fKIQQ{LO;CkjjkQ9K@*zTPj2gcCcagulQGx|=nm`KX?A
z+J7dBiFpB!$q}?p*F1&H<sn8(O(MAC1zT3It2i*r*f8QHD=Pjx)*37gUC`#*yh@~z
zi2Cau*H>JbtvAUdESj|}-u4`5utbI(9}r-lCYI9sucQ6#2_qfR){D8mpKi3ru--kW
z!Iul3*Z%jqw>1j~UgwIW)p@Q%$X4S(6m9LN63?<X`g~jMsk4EcvYNt~bG5T%r%s`2
z>rgFu<Li++i8YVB50nRUMMjH^5@vB9Et)hRXgvSals77SlKjF@4}5mLSve3};NG{9
z(BgGd#WM{ySfI2teESfs39$Cu=LxZ=VW%`A?mJ$<yd32~DV&$2Iu!WXMN-!YH-F45
zy(tk_*)5#sv5Y+yByMbZg_lq(f<NY#`Tgj#K_Y!^NlwBgIqg1zjo<V$ORf7cMy%q8
zW7=~gD!kze!wg!9W^4+iJDd-wr&^jkW0J8uz9eT{@{YUdrtIxD(x^iIZOXe~v|bk9
zu5lr&8ATJ*LN%WHUbUi!Dm1ZtU>_kaAX?N9UY@kACoqeI`x;m$_qqOz0baN-H8qHP
zpq(=0l83fUCCK1Xgt)Mgk*%v*%x}#rUuzL|X{x!VsAKX9&d2jx(^<c><Fw$NK!CT<
zu-Jvxz|E?dmWRba9iqkZO^Q&Y2fu1n;t5Ek2XaT367CbsM%u{nq3m)o#C+VYf`Xjp
zt=`-xLU5zcdwfd`o-SYHvWWfE?!roQ8y^(k!N}p3SV`OZmrxJO`4~=F>OsVj4s%J1
zI==Y+Sk;Yec@IcVJ<u!R$XIB0vs+xDGbIg>n}NidIelj~Irv=+BwPeASrt6a7x(O?
zfr--^_>57hs2l0Fb{H&e5K~K|<MO(=cqeo+<Ilq7*a2sEI<C(Sex0bz&+OYZ0*qc;
z$JrasoX19U)`%4Uhru&rlk82-368^u<#NE@bGn`Bamb2dX8Y@L)5d2`jiM!#d2fxu
z?+vLrOoQQnQ(w2tyXz+%P-)CnFey8i>`?LsH(yqyxk9AqT8WIGPX18Jh^|QbRBms4
z7`m0XUqpjd2yK11tC@y^k_>LaUv4V<7*ZrF(kCR0DY&3b)Cg~{%;*nx&pJn~*)`KL
zB~bmTpv-!STm6Z|ljx>ztu6Ecgi2K)gEgFw&_3<@Xd!>=wHVT&v#1@&u8;=ixLn%%
zQ%MA7f)TKq(r&C=Xit4};j-~z7D7(hYux_l@g}4}c|`VZ&Yqk2E;)GLp@41_x2CKX
zNq`U5qp0+84*VtQASc>MtEj!N_(r9$e4u>>$xB&&A!WyE7l{V#m!ypfW)j%T;#bTm
zqu~G=hD`xg90Iu>W8<1kuTAh#)QV8CfM36=!j{&ZNC!b5M3-ty*WVYvl9l8r<MG!!
zQhDqr9Tr{>e|0HN*i`d78a5lQr9Gop;iLCS4|aK|pX8-nrjA2WH8gA!wUl?`c~w?g
z>ANf@87)pE)S95T9pz+Nx{XP)C2S1}0Z-)n<k!$1B(<oGXa3>!I|!kP6I1KG6rnwA
zNHZ80N|1t+ci4=V2jyk97KA&7WeM-JVM@$Wx+o*f)yvUp65X{_NryTSe`mDbBw#G~
zWbH~{`X)*7bFH%N?4~<Cz4D{}{|f-pgI&AC1wR2Q{+|gSSMQgLg|pahK6SLPu$M39
z`Tu%>n?W(?@bbA5J4N9C(#Y9Z7_4ZA54PZ+_6Z;fw;^n$LzsD`tL@usAG<>!hk2hv
zZWGfYH$kN&me9x;WLY)SLby+B101<wbc<2R9f$BwjazR6_{?VV<sm#04nS_Kv!PlW
z#*kvhrZ$Fl4Jtnt_g&TY5B_BCufOW0xS<0SdK2FPhYq99hjxWul42j2e%>O)@5BQh
zKl6%h*a9O(*=H8!-Xcu=%SSG_(@D}R-mv4jEo>Goo2K4pPk~axuu3YeV?^~SkWK=c
z4ug86esi9z`BkGFI_@bj;$;Cd49GFqqf$if8}2ndp%1R8Hl4XiGTrN%NDRK{e}K@<
zL)9hXR>2fC!BzNp-m+$fGGFtK-Wr+wfY23s!7Idxj8PAJ$JBe18&^bo2t#-`!eS{g
zI-!!3v$mabZx6<AKZRfQ>qdyqVOkZuC*JNHZu39N5<L1Ya0)o3qoV&N8E;ZccA)q*
za5g7vrA1fA<VW~=84qp)OfvvNk7Fp$0DAW}^Tvd8jU>pcbPO<t1iGhjia`cHg-#BG
zeK^@Cz8>2i=#zI%vi%_(YCR6UD)&xHPzdM3vgHIjyK$M=w=qS`Hn3Yp#}~Hm8H6$>
z1fH0NZ_+}A^mQHcAeRSDE<&mowdgu+v-MAd&F_RoV7n#ZngIXWde=Ja*u%tPrwMMB
zq%rmQmMa#?E>d--`e(KyF}TLLYN_GfTuF+=5?{M{nN-Tn;`au4sZ`@sC*AD!_6(66
z5doI5X-dz2pE%7h(cxjg2mDv*b_UbK2$qfMQM?hyU8gj7ie!g70d#DyG8CL-(3;zb
zUr3+f4%@w^CvC_|6@cyV@@}_Sj57!=suMcd*wc`ddk9{~k*MvYGWEJOH&3td@$BXK
z)k*}_8`g!fw$g0T60d6UgbH~@WL(ar8%g>Uqn7+;z0<OBjYl)Z<qOP9aM6~m?A&V{
zs0PDUw*RLh_gp>N{xI&f+z69Ej6}_s0D0vJ7a@~NW&$TmdWoD+&!$$%+_dM$D;gxy
zC$-yt=8z;KqBE4T%pU?oc>;6PjgQLM-l=3oOYQU{?*_9p#KR$ZZ*TjFwD0g65f4+&
z%T$vLsn5dl^ZVlZLar_nif$~AiM8<ochVsN8U#_P^?o=??qYG|Ut~}-QHBe_v}Nl~
z>v=;h>QUmMfh$_{sUaKk=WPcd%Z@mW74CDv|1d6RTY0DIPfzzcvPN4Ha?oJAf8TIb
zOAlT+7v@I{zRKt0QieFrJ1&@ZH_B|+J1UCaz;WtRAJ$SDED#lM%UEg<Q8amTaqru(
zWK*AX)A_Rrus*hgm_Y*^d^!il&dU6ztfqB`_?VC1%Ti+Ksh(18%JpM<Ta%0kMw80g
zNMam1$cZr4KHGj)B^@Sx`p-ej+KCvn%NVvGSLhHb@vrCfYopiNntC|Fkidf1^DL(q
z^T4}Us2|y}gN0JKS~GR+&+?LMBoirV+4L*+iilCNJZDN2TmEgOctr+}asAuauBfPR
zRPrFe*>d8hR71Q-bnKpi@JM42eQ-=-6`YhUP85Z&hVa;TmEn{mf;tUmeefVXFO`gc
zOu657KrF@Ma|V04SxEDbxkYf*{K^EY`r?a9G;<uZ)PH1Ypo}V@AA%aTZG-ikPHb8-
z7@A|?-!^m)A^uUK$9dK>{K{-*TS#juRVfe{WV7;v^(QJ`#3S^%6AsZ5_Kx98om?@@
zwR~(0t4sClS*2{tT0b(<PG{dUqt=%(zLlyE4fM7zT-*<GXUAM!361|KdWb1U3DNQh
zMXIUe#-%WuhR+q&XT`Osqbz$&>9UlPc9+iE=mE5D%R*5Owt}}4gj^>)AKv(o+J2gE
zq*eMRyt^@`H59nc{fS&4f{KvuMw+XrgVQaKw_VlZj;$fP>p@A(Y!3#X;**%x3tM5Q
zpu3t1D4&{04o?G_b#VIFs(U%rR)$jymMhcR%TiMQv#YQ5r+R6d<V=KjL&~|*0ng+2
z=ww&4xAS{^uT;BgU$a6nwx8j{8Q`Z!_{QPo)1x4+Xs7+Nomes3rMjrJ54<u?DZhcN
zPwI$RA>LUp{KjUu!yIVN8`5-cG<MKkI%s))V(ff#YX3T?Bq?aFF@^n_bx+&9vI)(-
zZ;$6O7a`~faKE2<aOOd#RAsmRQXY+VGrZS}G*W6$-Q^>q#I5`CI|X6{$ux_;i*sXC
zY5Vy37a`JY3e1S!13-cg$i)<(1`<l!HF^vEZgiV1WydTr>0(66#<>nITGL3nQ{_e!
zvBqt@>cvx|=yVmL1tXHxMp}5Xg}x64++LYpG@)@<7;-HVl8l))G*$FqdZYUKrQWyJ
zZ}+nk4rEQKQz@aO?=h@F<5JfVa&)uRANZn6i;N7<HGW4jUa;0T#W9;t%DD7wrq1<z
zv+1Q)BJ=rOJIGj<FK(kl=S`^DICDVu$@rP5ZxjceLtOh$wXj(hD@#uM*LJt1LFPg8
zG~0OkdL@4&mip`N_&fbQD@~L(Pj`KRQ>W&T2$G7Ql9B*2^pD4!>r5n3@Xjz!@1`=1
zTk$Mg&($@py;+R<<df;h2-=qtv{s*eT0XE%le#6L*J8*lF|Y6jRwv=NfFlp&<!TfG
z3wV&0xH!_B!)6<6<yL~!Jh|LNgbGHHNdz4bpOaOBodK!YsbNbBCJY_2Def(1i;^R9
zCD?gd>zJP*OS68i`gd57h^1;V1e|hDX&wcQ-D|l){`;o%@HM^GNVz>B^gj$gR1PbS
z)3s1tYodx-h;>@=?p5Wg!JxaRq@NItxz{LzCs)ShGZ6L*i*n;8S)mD&E}p>5sma;r
z>)HB}P~@feULIsFMP-oA)6`z=xTjs31FeT7HvV|w%O?;*=~N^_I<XduL$|IMz-H1q
zQEhT^7c1Ljuwq5UiQ=~KGBeAX*?qbG>wY%G(uA&~)UMgj!)?)^U4V&<ceOqd>NXDE
zZDyyW!Sz6J00wD=@{=aqsjAj#rWX%cog0g6aENNq+;8}9o|C=%w-1Xa1&OvyuDZrs
zr1%I_x&A__|CHXr)$oH4-V|6Z0rQeiKIppq#dm%<=`|^*TWSO}iac)!4x>ciS;nOE
zayNL8l5O-0mBCjJg(1$z?SEpwG+oGwVmFG8rvWWrr#5KVY$>OzL{~Lka;Or~z4wvu
z80A4$4VQOCd6NKD@|b}YL_@*(LOJDNL_-C$cNx^mWK14f@=#nF##B%d%09ftT|$eq
zm8h}|<)b)tsF--v=0+LpG6xxZr!Ug%)nFqW4q6GS%ZwU(Q}ZNyINdsQ<24*UXad$m
z%Qr0bAaRycjWaDW@)bN{HqEnJEpgHuTLsm)^*=kNoWGRmZ6^3t@JySmMQt`DV|jPp
z3U%w?kDtk$vuPI7fgI#Z+9#b(qe%XtJy}q{=5P~%n+T}580^H!#k@V5)V#Ga<9STI
zdGh@n9}<{V&nf&<&?IAX-j6Fjaq^AKF(ksiz^Mvu(GmCQ&j>kW8cdW(r*d7zraNgB
zG_<1d={}*e>d+@b!ya`o*{dn`aTnxR4VLSfxh1p5j1HzRFioMBIl2tEdir}}^ufxH
zsI)ku45REzp)$=(ZI_m|u0jR|T3=rpLfmVrZXVPtecZ9n?-y4eUq;&D1eKwgBXM&Q
zD!?S-(`JsgR%|Yq=yuPBI^<97P?GlcbI=~Sd~E0J&fMzJY5mYWktVeGyX#l}F1)gW
zx@JfeN&HUos5_g=wrpsUg+Zj0&Ncs1*O|BL8!0h-rv~~XEW?vlLkHFRs>6ZN#NeA>
z*|5*0htM=009?=E&hOB+y4YFi5NT2mYurgY((wNh9Ap|QL_zTnj25@H`ic(rS`RW=
zZO{EXsqL(!+~VBU4-i#MJb)g{w%<?Ph3MdBn!jxH;>1b1YtW?-1Wrr?^ZL;P4bsuH
zf5GSt#>u+*R5S@_Yv4Z&*zW&BjvjXV%-$q!Su=uO8|0AL%#fEspac7#_|g&2a~ke-
znlgo6_u75<KNI~R#Y%Aul5>^+W$-kJJ70EScRn$}2IoGA2<=t$8bl6df0w-`4TVTe
z(h5320rVdaayjb~S@ct6@8>e+8?H_IcBLN<f0#$1GtH;Q1JYFfkhH4z&c<;_ODa-e
zv#eSQPTO(7vvQxyk9CnvA1j{%=M(={^Z_AL60X@yZ!@<|ZQawL{VOwysCB(cCg%%I
zeuM^?IzslQcr#eZ0Vy{yoO!Gr6zfp=r}tR+vdnLXyjrBJD5XdgD0@?R1iXRuH2_-O
zFQmdJ+GTARpTV`Sg(ki^8KjIay?weTy;KnEU6H|xpE;@i{k}g}5jx$i7v4r24vN7|
z+(n(X_D4B#Z&<%6lj>{F>-ow;o+#)>N8pf_dheUXuhM^Bj;J5^TN0skcOOl`P2TTM
zeU1`kqqPtFZZ9?u0f9tU?$QgBJ>i%n4R_ifET(|5_HLR3#;bj>1ivY)GRx3yk(k&2
zu)rm3btL6|R4Xf!LTNQ_NeL$=*Ws}eEx!h<Fg5>-75NM|z0|v{`mOed?^E&m-h!?=
zCU%95p1Yqa^ie4~S1@;LC+q|BJ#I)-ZCSHuj26;ESPZMN9HTZmb{mvv#7PhgOOZ=9
zxs@2YYglR&S=d27a?zZ%xbSrxLFbj4gD?zcEUG0E6!?3dof&%nV5x1;$w<zVaq!r^
zf=yhqfEqu?WFFAC5d;F&1MmQsVsU-#mpbQn;;F0OsCIZB)%`ts8bUDlAt}_4%9`|8
zAQwd|zu9>hlDqz4cHktlzvXXWFo4cs$n?UH04%3fCiuG{5BzoL)y<y;0+YqHHJ`D~
zEfJ_RRezR2s%2_?ULOjPJz>L`C-md(R1B5d2k=$G4DL^Jgz4eOAG#V1*EVP`Yq3cu
z9Rhs-pTr!f{^UYtFYGnMkl+?etSr<YQ6X~d!O?&u(QW#p%U9};QvYxZDx4L}p&NQ*
zs4p3+{o@>d%aDjg%v<f(7i;KJymWfOCwUav8nc>1Ql@EowU|`86v-wf_oXDCRK;#S
z?$&bfRD3>Pxp;9wc6W8C)Gb%Tz4d40hOV8*LWFY+L;rz^VEIhaj?r6F3V)MR=)7>^
z;&7d3H(elA;JxKbc*-^^X(T0M@Ki%-glS*O1$?zZ&8<aN0!S(JkfNC%O8{_P3^}Q7
z%LIqH_?4A^UW26ZYcNXDJeHGe(apvt#yq5NxDTNJhJf?=Ms{X3ABESfohz;o!W)2v
zwPdrcGg6HPVLRpyx7<R$`SYuCeX-;uA`)LWUX}U4Z+&I$)lB42!*LLsXmQe7YMr;$
zP&rt^m$L`e6+EHq#73=5GUsAUujX)S><q*?fi3azId3P7P1NxH>F&_FF?80hf+Y}1
z3x=54PUtYy|0c{~Lm$>w|HHry=$)yTYuZ&JVz{$B_?xY-V2>j#XCm(u7j$%_8HSxJ
zQyZN$zm($wnI<Z5(1`YOyVHKw9+z>1P#Tybg8sc>0?;NNM>{9|&6++?b#lCY^G3Gw
zDE2D#Pe=Fd5`pTOQL)NZI;PXh?dWnZ?L)hcl(C3TMR(i_d4!Q!seSsFqKBX0u2lV8
zr9?UP4@j<hi8{epZvjuKMtYHht1{D@$}yc?DrLcG%`Hhg#yswbnjy8X(!U<GYj$Il
zhZO89vj$8d7GXtRb~6ccg&+bW0(FZ$2<z6F+OG;HrWc;0e9pxj%_8@}=!ERNZ+;Q`
z0D}MRY5zh}zlq>{?2dl0s1p3dQs-ok-zgE?HKUD9fcMS622)6&UwlAsBVb`iEde$<
zY(!S*=woZrJkjXU>hH!MC`;cXZ~**U(qr306_I0hQ4r%*m@r6pJr*e2_e{bqbHDw=
z#`sCa_4f<VcYZ{20ag~xW?eFa#)Fc$k<P1V_m#`&8#s2*xT(Xmr`F4Txlsv3jv)nL
zgo1FKwZ#e2g)gm_JGW%cg}V(P_^HOeX(`F2<}J`EvYSm2ZRSzTda^L4@p;-Y^!nIU
z@PNoY@Fd%Is+D<0Z()fuIy-0rYVTEhu-4ilK?$e_x1S>~=#y=C%nj~Svv@MfI+A1K
z7<swEqi2*FtnRcqM-OcT6&#J@(u1zb5H%jz3P}p8PmDg*YJa$k!-dl|mb#qf*Y8>m
zVBvlBK3+>>1{>c+(ON5QLOR21NkG<-@vLMXN1iyaPC299;l-|K@b?axGwo*lW>-u}
z4GnRLdKdGg*hXFa{&<Y1^QvL{G7yik5<`sX+PccZ-S>MP>sHtfqrqV0md;OK3KxW`
zlZ7QaPsYh+iYB$);8vsUAfAe<Dt}weOVRt8zWIrli5yuqJ})w%1zyjTRN;2NT&oif
zIZ&*}y%rm-wd%%3Q3)Pj&uyudH(-^Cb+?;Ed4n&w#A{b-NGO(sOx9z%nIwCaTXWI@
zD;@Y_1W?)g+3j}A@AY;6@Xeq5Vg3c4njbaKPermLM~g-+U0*mRiEUp%{byB&N>oYy
z0R(&{QCF;J$nfYv4T8-{-AULz7^XMlY(b&As$5%cRI9<|ulpfjBulCBM@OklZ|ZvX
z^|;?;a38rgIlugif<6k7qx*Tjmiyf_x1(%&1U@6>#5WfugCt_0rfUf-lb5Kcq-dTm
z4<dk$-YP-kgrm<KAB|k7F-Gq}JJm3xl`EOm=i7=QOnQhPs-JlhHLUYY(}-?RxS~T|
zY5zZr)0)bo7|pF0<=OYoGA|=|ShX)ywrGQ?vJdrZX(~_OOS*%~5M?8EjR9kYm!D@~
z@K;tLktBD4mh*Gvt4C>R0=;`RtO9L54}G<7d+w8Ya6DWIm1DH7%Gl07CY^arpM*re
zBH%~gABny$q(+miVDax1Y5jvl^brHaN>QeudW@8jiJU0KxWJcvtD~zb0rlVqC_7r7
zjWzf}5c-B%YL<3HEH%of_+rigLj<%M|2v`5M9jO+%SsFHw|q;(pX-j<>}K-bb(|Rj
z=^Ut7U;Lb~x*HxZ|Cy*=-+vfsze(k8!Kjv;;FYobTzxls1b1APFPFVb=^$q6ueCj!
zfP)9oUg1UE{UN+nCvp`H(yGEXm@h1t(u<n3cBr|;Z-XVty%skg^HEY7_exS-A$GK0
zVh+^h@vLvtJpO*&<NClDR8j&qOuJ~LwvUkZdiQ%qTh1vB$ej`P@v1mgu+Is#1+#Y!
zz(#s_yw|o$7^M0bBVtK)(dn0vIp<_CHm+mTL2J|e%14y4-)-Q)z?Q3I<_}s4pmAL5
ztgdQ>Ct`-$>Ok`&{re`OP)E5`=cGR)mIouU+$gX%(+Rof|JL^#`_E_mUHh%sbgno8
zHYy8z>|tBgS;1{9K3Hn-s-Uf1<f_R?(8AjnczTICYNNE|=9*#`y-Sl84mipp)Z|1=
z3nfkzsxa?01I6``f1jUrJt#CyAH!k8+A!<46_&UAV!8hR0D~h|M6d2Q^IVv3>MG-h
z208!Dn^I66RLd_Rk3W*eKJ<LW@S159^_U+a8{U=9>f4$LmGG#Rv|{JW6^P!;ewf!O
z^jX%Pz8bFJ&{|?dK~Jqj&EubSN_EvXB9(rB`YEtv7-e^Z#Yw1hq=i@Bxn%TKQjJ)6
zQAvdhO})JShUwrn|CP*yi_)^AIcwxK&Rx3O6Y2I=Hq<TG74WTFt4Prg>#@1%QbjH*
zo%%I7YEQ^uNlm+@VAp$%YyMH-D|16feJ<b(z^7)x(CmM1>V`L^$guQS&3sd}Xx{Rp
zWu~EQ^ZV)C<d=oBlJWGTSQ650w1P#f>)bjNnRsxyEX(|SldC~%hPc<=9C9J0WEoLd
z9Cfc8$r4z~oREFF)b@|J=e<e3;j6)|%yX69<!E8IwMIuzw$LCvpK3Y8D_v9D(9hWH
z&FpmRl>-X#!paChmj4ys3S**AXVq(^b9=cmhM}vfA?gbM{qDZ?55_RGoM2C5mF67D
z{=<+0+#j;4mpi?ub(*>9%(XV9Q}5wO$k~nbdj!_f8HeZg)n99H&i%t(>HO}eQrK7&
z<*=Hutl5z>xg&n-(IxUkH>%HF@?8n%-Np9P!M=mK{-2!L!VIUMQw;R04_zpf_I$W}
z!VFzuTmF`$j-;60mLx&6Y$z><8peAE+<Cp0hJa{1bZpq;nqJ<>>(=YG);aRYe3npK
zOAj?wTJWAMw+c&<p?~<%G==QR?RN)tPIAq>5=@0pAIU5phHugLbX`#rZvgTn3%3>%
z7Hh-Fa2rH6v@(P6Q(uubzIhH9Mv}T4b_p}Jwz!s%hWbmCNIDc`^3~P4Bq%{jg%%hz
z`T5%Wc?XfymMBH*p<mMAdM6Ruqb5Hju8&<-O<yrQk#t$ltc9+yIPt*inzWz!RJ}VR
ztrm}J&$$3A5_vR?cz0<~ulCxjs#Gh5@}HhCP`E4IDey%9L-b8?J*LLInECfet>djJ
zSbdAO&dKn7HXd(mx73F^bW|GhZGX^VxM{xXi(_NrH_F92hIjV+0&(~DEWXjHarA3)
zlINzlW%yYl1>vRZ@YGOrY*>fiQiyI1pm8Gr85?ot=yX?wL1A3464|LhT^y_pOq0&5
zP)4D7pO^ibs077f_Al3#a~)m7vXf6^ZBCmKo>e%YtUONf?J{i`RA0&{PqQWXpOuyW
ztOY`r_UJ&G<gdC?(#KSjNKDQ>FPZ9G-a?gXD?RZPgFpv}kkOaQp_2M!NjR>Vn@oup
zys9YAfp0Unk)kAjkT$Sz<f}@CYOjb*N&WO`HOp(4*F*h(^;D5b>;D{Cx6Gw}-)fO&
zmn%Kw;6`Uo?2XwA^n%-JTk4XATOt$sZ$m-I!p-?sTOa`yUx&RtpSqrn?MUd$Z2b4Q
zuH_mys>hMf5ToyPLWRtmokCaDGi3xOfLrs@K^31|%yy@>@t<dt)OLOU8Z7j6T4~1R
z)de@RnSY9qTGpYtgrbP^$fHe8w0Ex;h@QaHzml>R_kLcl<WaCL1k+>9oe*55!oAq9
zBM|bHR*Mt1WSGwEM#eVPbo_;>d~J(}<TLn2oR`4<2J%AqkPmF{LWTFDm*$TV(|B3>
z>^Fk&jDz23l6aMI?G@>~{S$F*J*E{PVFmWvH$TvNQAtw6dd;UqqaIt}rBvY5Ug;Bw
z``4SI_MA}>F2)FR8M<G(BbFi1h5PxuLwcf_H%-Iy9qu1~aL({tK1>Jema2VzE5@<D
zCtc@<T>EKhM{pO!)CgTFiQ9++IPyD;?V>U*)1Z*7W{J#6V9DEwl9cO&pQS!c_kZH8
zI0*|XDXS3aiKkjypAy-Zv@obNy%w(Q%?`TrowtyJwPj>$@`s$V&r7)64TlPrsWd7`
ze{qTF^eA|isrO+&FR-x{(aszl%q%V454F{!C<V(w+#DB1VuC)YOjhH_rJ1V<&ql!a
zvNz#|T?B|WcfCycwTz#nh3aLAWtM8x-+fbRf*b9sBeAj-xi&EV!w6_a`*T>c5>?05
zG!v6%epYG#6n^@bo0v8o?AeYxp6h*z7iiuo6!|+$z`^?Eu_)odNKr{lky6uHU3=QN
zA&)bV#7{2@|F!OH%4kk<(hEv1F<b<}<onBJU*By49J;lX={29VO-XK#90Inwy4PVA
z4+!_)@!0gC8p=H3LW{%3)rsABRsUi19tUu?9EI-t&4l7OYeId;-L;5=KvlOd+7bda
zIE?YG%S4{1f2LU{5~rF}u1SfnCHt-r02?V0*DzI?`g|4jmsuS|&s4TEUO21nq2zj*
zdLcXf{_L2;xoW$Wy)C_){2neD>hkKnOU>XZl{GPj0=wow=ZRKhqwh90J+GYojhBrr
zg>i}Bw0G>7WaMp}7UU4jjnD9!#~#m1U2y5=(W~<KewL8}@<dJh@;Hffnpz<go|}E@
znnT>0Wzdnlt%6Q&wfSU3Ln;6JdHh@5tCw{wDLW}SgSM8bY<B@1Y%RXqJbTPnH>Ht+
ziTv58$4zt<%!!-|Z3y>9-GE)Bs)Rs=Ojhn>O$au|1^f#8vb<FjelJz#@+E?D%Q3}S
z>L<dJTnaE*+}b{al``1Y!Z|`^rt=PifbSTPSh<TR<nL$@#W_JVW~}F^X;2e=dTONO
zbXY#9K4WP`0rp0Ev!b8nsa3bO<}b$<C)mnbZtNreJl^;2Ou|-~iA!U=`JghCS2VC-
z{fSc#|I&>X_9rU~1#24Opx@`Ef~$W2VW>xLHYWROdh?5{!2e0(s-M`LX}5g%040x)
zezrhpZhT0ZT($N+=2X{nS<l$TQFmnLPH?oOntsEm&0sa*7!&5T#_9cCAzGD@RCBDG
zx}595Y-SY)@EsP9YXPe>yFdc%nLp8N$VkK?S^Emrt)X-J+N+AqUu@siZ4)Ame#}+7
zR5Q0`IwiJrQ-r+)NE7?o0YBDznzXZ*bhEU=bH6|Za!FHuJ*A|ioJz@-2L{Yy(Cs1@
z*NhEU;gjl&V)Q9N2ihNpMsjt{i2~O9Sz<h>M5b8+RRI+y1g6rwp<p%uLt{SVzW3i1
z-@js2GO|9mi!-L^hdH&b#GPg=Oy<3^oBMfr?goLh&|=1k??be0esO(ei>mhKZ-@RM
zFY+05X`I>Skt91q4RYH2C)^hC0xRR&?59OukVoR>B?Xqt7wMvk{ml0d+OCsDVa<As
ziYr5!a`Yc{rgrCS6n^M5@m-{c2^>SRT-;j7KKFQkY)b&~Q;V;B>AA<8t1Cenve{?k
z<c#fk36UI2%vl4O*w{;u`g=lfj$TMSO5b7yAd&Wp+|BzPMu&!z@n0QqeBYK<g1iT_
zzjyf))r|RcV}*ZIL~vgT_Oj&B<n=eYgHMa}3`@QSL}e8FZm|xq4sdPeCuNDd<Ob!K
zkIdg~Bj+8;x(W9_IaAVDvSs_}WsKB~T)r32i5$-tA_~mQq7|P9Yo%TQQm*NJeZ9T$
zR3$2p=!w7gtn0DL8O7o|$+Pr;c%Q?WMaOnc9i(J->b9^&rIKYU>;S^{f87U6<k(V&
zPq+z;hILZE$pt{d+Qe55d70zk{58W$!OsH9QTq5D24OeFAzX`W%usjbIyK|baBkRn
zZ7iBXv?SYkc489Su}RAY{xjOnx4<lxm;zd+*pTV}JcKGc9$$RiW^#57fYh+Kx@W?Y
zw?sKufuW;Fw(faw1HUTX8{x_Cy0(9+&XlIjS{fO<KQ{VD%y31z=6{nPbu*<yrK%Ub
z&>5#$w_$i|$=c@c-#F>W($dlXUh__L^>%rhbTC5aN4R{j_R5ZgcTr<&_gBFU+oYY=
z{#%@z#|jv0D=&#pp~;uNplzZO7L$5Zhs=rb2Bd|xsBD<ITQFlcNjkiPeekCLNH$Au
z$|8-_`{U%9r$YihoZ$D`*9dIXiIyS?iwdBG&oArFXsjF`(`@GYI_^fxZ)Nt8!NH*r
zA3S#pNw_ppllCD*1B?k&9q~Ox-$M+T?Dt|xMeHd!^N=!1976^)73SgZVk^MVrUop6
z{@SI#nDXjuO%L*of5S)E+<u8%mA?DyX?a7$!<KdeEVITu-S!w48Z`L(+sJ`=x~E)8
z_zZK;{J=!#?-kgt!Z~%!lPF97o9vk}k5JOeq)x(anpd@p8`qnykr-H$n3bNe+Dz6c
z%9kx$_|~!QS$5|1)T7}2Y=yc7l`7HW`TOOdg}n}MR4KyCo_*h9VFj6d!Vuk%en+c`
zn<<3v{;5MD@{}co_%>!lllsvY*%t8p)WMgnDfYLOrgl#y|EuCbbAJb_Q8$+tYMOk_
z)ZvZf#rF`kNE$FtQ9xnGRl*zZfE$Sp3#omYqL^sH)p50--apKAPVmgfhsk_M!2l77
z**B@nhaF}8F8)Akjk@+*9b=5TVdfw|0N*=3sHP?qEyyW~>ue2~1axz~!Qr0_HE)Si
z8*Q09b;68Fd5{P`tqgwgk3+GSQY|F<SHEPR5}Mk)!jiYNv^uvea!Du$QJOkq3bGMC
z*{K;|@nNlAI!anPK)Vb9V72biSiL9HYyKpKf1gpI7b&NbN1*<mrK%j8o2L0XW{rMR
z@`HoS`KCXODUaT))K`YM!7jw>EvJOjB^$;Ke<*By7H9`tWy?Uh(bd-0wVu}<io0Q2
z4Xx_WPn58+l;;X&Tz&(ywIsB;vYqWFc+-`=`gL>%MRt>R2Pn3$dch%<wKRy9ohIoc
z?VwXdvAttc&3(Gh@1gvhyBQn9t4eE|b~l9VR^fMAb5%dTU#pyejtlP?`Itmq`3~9j
zh&3Y<><b~}O}U;8+?>y4nJz1Dm132YfR))qkduzBgLwx*HhzWW_^>VMxuTXCR+K%R
z!8$j<*}Xn*&qxWrJhPX=s=FGSv%jKC`XW?Pg>o~RW~<3B=pUdW{MUWVX@-ku$tqa0
zS(F3korr|Bdv5!^o@OO^kJUkgjosS2nJb3`HwTV&OUH0mrhN$aXTu+J*O<Nm9KL*^
zxKhS`&$RmyhkV^`+@sl(-Iz|kIRvv(dEjEV=u_+!JgRg~9dCspe!F;S#~nZ16lSIl
zy#Z!3%-rk?dxHi`FWKuGq;qN;MeE1euoIc1u&OBKbCNlJUY4|<l7Ms*sq+)yffMUR
zx|IsiiTP1xjLF1SzQpvd4oDPW#-t5tl*}DB4*nF#FS>fzQNHvy(rG*e`d#tq;<}o)
zVaAzj(K;smt%+prPp8s+*hYxX6?UWh{{`eg8^22n7I|{RRiW^njc<2pb_-fcH+MtU
zvo$RW$5J_E5L{sV>-}qxkk4Zvm=dS6uS(aj@hFi(U9dRmB}A~3hP2(noaGmGVd}md
zxzouqr|$bm20^Swf=DC|tWb`Or?2B)sUD=Vr<EqzQMk$Jk9y10{4)*6GS~%Dd1z1F
zKT2_~{u+q(aQKw;XCH5>teA@Y5IT9Wj-OH9uC=>}{Ma34gFk(F{OYaNm?M>wnB-mx
zKT-6m5leZc&SbY{h>^;-M*90!&N6E7)b{Aq(9{wDb6Pf6L0EjksX=?DYRIW^w@<tO
z0G@;WQ+^%4I!oO?`%6A#k(nVQB4p(c<5~MfepzUD!fUD8Sze3}nzrD+80%hJZLMq_
zYgR81fWLaPsYOdvYSd(o_Tu;i`_+YgemVK8ou6I|x!+k=8p&dC)imiwAs$$pb6$eq
zcv45G1wVLKDJG;z`_&iriO=4xTSa?Fo#cA5f!2~;WMhV|4C;^l>Wu14e~Pkp8?6Ja
zxYaiwy;V*2Pg>@U`9H-?`+q-rrGlvgs29BTryH?cxYS7RLDWt<)=d_xK<R$gJ!r0D
z`$Yc$dWtMRZ3F0CV??mkE*0*hR+L5*G3$(<@ioe7KMt&C4A8eHu@$Z2eIH)D*5bU<
zZzGB&fFX^^<+m}<PeMN`q^HG}v5_UbcMLzcYvu76X-(cJ^YHbj2(C%|k1p{~fhN-x
z<xCYGmFLn%V`2y+>t4&^Z9~LULebBp%^LpzcmQk5uWW9bR%f@A5__d}VJOvFNZS!s
zl;WFfn8qT7s}FA~lbG0k6&}VP!fU(O%=6UaeakkNa@(*m$XDoVrM2;<vuc52y>JC`
zAP{Nco8F`9-E3_fTZ-jw=R>J@r&iS0ZPo0KJu`~JcFE00xaNbON~mG%?_y<$=h299
zNk$vemuWq!)hRY*?IYY#ik>0JC)S||eGN>C!1O#;pI4lfidCT*Ugxy@Ila+st-?Q+
zw+E8XUWq2HrbixHcya#lua}_{smd20?vf2!#-T95lHt7uO>;c9YWnVJQobH<no>L8
ziJHcXs78_5Y-^Q2Ga%x;#lD}dX)cYZO@OxZJ0AOZtB`m*Tbz$CPkw8nmJQO4n=q-3
zptOrQ{%LXVkHWh<e}=l`%s0ldk9yX&_)&CDXS)D;D6Kt`?s7{prjIwrxTVK${=Itr
zufm-^JQ?PBJ+oVOegM#|2w`ivhxfUsXd?;ciTo(=xUJ@t{_ZIs=!UheJTa@@5#?D(
z0q(;U?^fD2pKdV~tV@sf1zQor7~^Vz^b~W&bUEdiR+f=GZp-1GrE!Bis}S_Aj>q9`
zoMbi3&nLHP?_|HSwo+xdhym(rChx|&EvU!Zk<X&hdA*U7ok{N4>mLW{779GOG$+-$
zt$3|1;Nc-f9)MR7dGR*U0T$NsG4(jC8^4J9ocR!<M!&5!N~E_OaMfqA>kQGSELBIT
zII0&q-kWQYCDdS#LtZg?;%!pwA2RAdJ&k0^bv(ShjDDuHSbps2hFel!5$o6fKGUs%
z5g#y*O6D*ABhM%z6$|NH0m(d*NwkjjqK!E8J0X@q8<&12zq%)M?StDjpXbjv-gY_n
zs_L1mQH)}rJ+?dP;Nc#G&_G!7Yf39T4uc-GKwZZI{KRIWms@ONK9!8;C$Zm7F{Z3u
zxVOeYBB;DksrlRrp!d^Ca#++Q*^ehbTF>6<4x%&+kSDz%yhR@>ilBksMU51*vBH7e
z)YrB*ntjo?yoI5edZTp|nkSvN?(Rz0Zr$)IKQ)-+H4-NoX2n0wNcd5c>q}0>e~p$B
zGmXx6ue~E&q<lu8pYK&So!Ii(9-XQ({C`SH4)+tS80d-RxM%8ks0)f=Z1$uzvPo=n
z%5q|plh%`#G^&K2m1-M3!*iXZ)YEKngX&jAEWt-p+O4gyjd#v=dJgqzT03AC7{PP=
zO;+tROU*+vm1U2+FzfWJ-9(O>bTl#KW^wYa)%B{4DuK0n`qx9K>1h;U0=oYIw8yPM
zr}%#2_CT=2O8)?OifW?V&ZR9(K(5#r;B?JOA!2fRdRL&?_zbLGWyVjXW$OA(rHCrZ
z%H4)*NYzqyF_K8+ju2z5Mowzfk*_6sd(tEupOIZrh0%nhRoYJ->S*8$rblhDuU}JF
z-%4eN?J|!p-FV!8i24etCRi@vv@ZdF#<!<Tm8lG_XCUp{5Ewz|eQHZvSDHYhmObfV
zjqW808vNg-Y+^k+-vb6y-nuN7hV<!urbj7D2m&Da`{J{5(@ETuOC!9p7S40cYiTwB
z0W_acnk~v`zk2P^meSEI?acCy-49yKy18qK3leeIdR47L@6VK|&c)-3&0&#Jg;t}N
zxgCa|QA{M$h^Eun!TAfjfGIL~!KB3iQFO{$i=IENCgV$rOj3H3C~lm0pc6n8^&X;z
z<c(s0ay`4$u*lJe!h##SQ$Z>=fH|$5A4i8%pXQqigEFA|*zSEW1!Fm-xu-3Rx#ynd
zG>U0Vh@2|$F;(%OsN%ZIuMNW#F{Ba+?n@VCU+#APl+9AYJGkr&cIgAIQfQN?Bf0#m
zB_vc)%^>-J$5V=xqiu>?ct+`w$I~^?-e~H&aMZk!Zx-SnHaz38{CTQch2NbVR<JHC
z(3Xr4Gn{kH9L9<!K=}^~!J!y{7d&;VX=8CLGfX3696%R-z+?gZ#YH4r9HujajMGv;
z(9&6sNy}rcbbcF-A1dm5tE7n$2rG}BvN{Uqhtj4-3JJz&m%OYlQ)RVghEVqC3aaf<
zCns%Ihftn4u44fJo%b=vBiMd*QDj32S6$DXhV&kkne9}dtWt?O&QosTnAGwIdXnXq
zLLM0QAss#HvW$*8)rihWE_zkyXrLlSSpyv9PZYjZI*OT*qhMGOyP)-@KnwHIp08p1
zB*v^@<7hd^HFQBc#Pc$Q3(j%YrM8U=WrjfPD#hB&@NkXgA4-P%j#Sbx%#S0K2rz3?
zO48DKmG2a!0O5u}CbQZv-eZtQBNb``G>)LN5_rd6Db6lY+~lcEv$^pa=!>8WTW5wT
zSOA0!p0($aX^Hlwh+IYqKYs@uD^aDjKk~%1fMX@NsvvEUFi=1_AfC0I8d9ehsS1lo
zmczrw=Iq5hyCdxCzj*oziL}_X`>oSI3V!1ZpVGRCd`5#uTX<|ENr1?1!~X!UT(!m7
zl2&4&i9Puz^QooHHr#}%wp)EqPda7Yuh>YMd=UMY80q;}Cn!L;k0c)Fv96a#(uT8s
z*6%l#Fi!0IR%WANZD%a7%{g~R!tDNZ;UuME)GT47(n7_ek(Bz5w8<`JmmXw}`2O+E
zYQ)<c?!;H#t1tr@tsRg`G8w;-fs9fXKGi1BJ5l9~^r&&UkF%2{w!08TG;IWO`J--I
zIbU%^Fg)?RhyYmn<khQf9`4~o#{(5T4;Za0e-7%2HrVaHboq$LIq%T%QsRpC48jqU
z?0XDXPvPx){{TR=xQf~o#NWosPBH%g>!j7<@~;+P@SBMdcgCmyLIw!nRV8b;j6!6>
zE=U1KKaEnRn)izOxv3$%)tVD6yw1^NhC~aK@5KqDrTlV>%|Kg}KXOdB<%;MuDKzGE
zmh$#^rS7Uu(e)Xv{Ym^cJ*LQ{h|AhQoR6(@&USpM89Gu@wT~#g(k*S}*$vUS9;$?Y
zF;Ja2afN<8#ddcV8f<J#cM>@N0A*@}!)`KF9Q&RtvJzG{Sa!@fEaFEEBFT?MBQ<tI
zYb09|(<B^+k&b_zU0Bqd2=Vo;X#6j6C7`%18X@NgH8Px5<vLC$IJc4}JgA~f0niit
z>S3$uip7%cqsYg|pnpozeI7LHJbyqB_)-lrANlA{&>EKEBE6Z1nf`y?z8vL;sr8~r
z-c<ruW-HK=c&>zL0FRX<YI^9T_4z;Eq`6ke6*!#0vrepE-xU7<v0FC;OaU0}is_Ds
zndasp`O*E23Xk~wkM*YHwjV5ZCewUJX=9~Dr@ge&G+==;;1vfy<5}8>)2^*j3u&d?
z&AH^b89#;vOmv6`{Jy8ZTpDT9Ek_3SF`us=rDN=2dy?tXPjV}JO&UEoE!E`m$eaX^
zf%=Ndyt1<>zhW=E9I=-btlE8$IR4O!j^rQks3f-2(>T6Uo=E1cK{udsL!m%A#{$C8
z?%T*<*eZRhwauM_s?8fpWg{{pa!K~B2Td)1<@evEN1Y#WCi??EoYQfzH49k4dkm6S
zARd5@N7kCQhB6p%!@et{-=g*Y(I1F3FZMf(E~yAU;Qs)HHq5=88{CRd6zWDOV~EEP
zjRH2rA2|1{Ta8Bcc5x)~6=F$U*cd&rT_V`o$^NSL(f<G+{<S#hjQoU#LH^4Mg~`yb
zWSZRK<Wj@#^!BBO)XOTOvabF)HPuU^s{a72x0Qe0!Tz;L^vKlUF<*9GMQL}?$Lh?6
ze+XZ~t1HWIw{CIfjGxw-qw2b*mwOC0%3W3dRdawF)Ec$+JBDz4(JlrsPJf*-t>%lY
zP5I`b!<|`>@Qm+geM?F3o!qOZ$XZE6uCkPoPfVYewRw)cs;;Xzm+bIF+ymtT2TItt
z)^#f-^459egm7b#$pm_RD+1!)NvD=?C@Q-XwR#FzdM*!B3Yd2jd%@a&hi_eB)t+^m
zaR34Wn)JE+38Gy1ZLOlSefzh79B;?5>0ThVvKdvFxLl4w#w*se4;JY5Hj!!aeX+nC
z+`IGn=QWNpl~?aYnJRCwXT+WvXVR@;((inQwTlf5sz%|-z&Q7>B)D>AY>YAztU3{1
z=cD+J-%-`C?4DbBt&u^sc?aG&921XR*A?*}NQHGfJG6orgU9>dBmg&Y=~08LB`!%1
zmiiul6~wanP;gIA&bKc#8_gln?(Lm3&fq}@@~8M?Ot92^MQdi#5Z+*Ho&zX6*LAOW
zZFK`QHnHE^l$1P^&naY8<2VGK!n*3>`6^h(r3B7K$HbBOe`k?P!Z;zvO4B+_cagQl
zgn`qki#;oz*7W4kZyq#Onk7)*Xi@SShQnQJIT7J~jB&v~D_2w`q_0VyZEPBQ8?av8
z>Cy$1Hq78;aa|6dtdhA#FY1ldeJZw}f2a6?KFvPWl#WxUKGhBHhcE0L&1y`s5AO8>
zqH>JA+KSBJl?hYT9R<(W^=JZIMS_0p%hgSDI+l?wiQ6#qpg(qH?e(Rz)Ll*)iZ?>0
zwZ7Fam5CR8P1duFCrRBs4%{{^$3}6NT4St!Yz^i|+^EhfZ6{y6(wncD3E`lZ<_-Q8
zrFm@D>~1vq89iZchO(MVOZM{a7wnfOqkjpl<rO&Uu6wwAL?(@<vC(`=OqP=W0A}A2
z{-w|E*!_R{^~`FTUa6x=w(b`To*j8p@1B)4&5h=qz`A8Rtc%K#?ONJziROmi?AJ)Q
zc87x;-!?vk*As-P>j!jpa<{Bm$s4zCy7~5|G|YR~XLI4*D_hLkJ;1lRJezq=0s2=f
zf2Ce&vzV@+c-!1?XjK%wOxl-Hr<iG_=}O}?!YE`ri@K1SN-9{xG=_=|D}rKV&`F~d
zVwK8P5{g_=Mat0kZyk8gQSi>O3^w+nYgV^e7~}YhFzfUJx%fUZMsfC?J7>6)KhnDY
z02SQ9{iz+KlH29r4dqSTZejf^h1I+rrQU93iR|S)89rntxoJ~`pstS|Q`W~tZShM$
zx&TV@z{mT`$LCj9#9kcKKjre)T=pay@x4#Mnx&Gn#;J1}^S(C81O48$&AFN)LvBJk
zj1h{{*d^4$bR70}K8pJXhwl0NC7gi&0I(_vJSE||y6Lv(=z_j_TdRcSCy;#_tjDiv
z(0$E9b^0|cMRhQEI;&|O;Qj&d)SWDqf8B5XwM5?y{5IVnkbN4whA$cTf<O6)%6_$J
zJbU5={{WZF{YGi>zUF^c#P>Zw{4((IJS?OB1xh{__<a8W48Ql)d7}J8@e2O{%fg@d
z38@$2M~FxKwom)y{{W2^mqs5|#P>ZZJ{S0WAGt66^;T2imxo7KT>V<SyZ#nWh=1q0
z5BLeA{uVcgkNmuk!D({Oxl0dOZhF#uI`HCu%dtOJsnfvT9gn4ye~1<1zwn><iNEFW
zkHVOIZQ>W}s7NSKm-7~|)fw&4_-jIhe3mx<08*l?rkke4!dpbYMHS$U;*D-!y{Jrn
zhM{d|RdbfUoBsN$_D%hwzNb;2LvFQ%f6FxjqJ2)vF_xY+_a?r2H`kB%uBAWlDvZr5
zb(PQKN3ctF3on;b-{tWxjR^Vg;2-cHD?Wc6XfOkdz5f92jQ;>y@a@ccvHa;UJ!+L2
zea#kK-1W<!iTX@g5l1AA^u=V{d{dPF0LQ(U2i2cH(!A(x6zqznP6*x^d=9$j;x4y2
z{o5p2^dHu;=J6)8b(1aZ*goeKj;x^6f@D)xxfesGI4W@_d2S{-mPV64^wAkTPvKFU
zrR*uD@Q#$6pF^TFX`;uJDRvJ^sBWD1r@<mKW!U1TQ+7HjMlIN|urqWV`c;VZn~8|R
zAIh#-UTN@P$a9LnCyMOiU9dn~+=}9<UU#%lMl@-~YGj`e-32Y>=Cfpj$YQU6MPI)0
z9p&CcWJaEg*0Cgak&81DeNAai&v_ZtbpFXZPKZtpY9_d6&N!&{=8gqvsm|DhmOafO
zUgXeU(wUM^CYd{r$Q07lpL^*}365K(7Pup@@D7zF)!g^-M;y{x4Z;F>cJ2J>o-@)l
z8w;4P^)?3P@E2vz-S+)x@HDn^UeBh_YvzlDEU&+5Qa_z<_?Jhy);ue3bVR1%B=W7`
z{{UzFfmv(Msg|mDJk8rJNxH0GY1cY!(YCsbtjX0u%~b%CfDLP8Yb4&Gx{#ha;-pJ=
zVaFckr4b~3a_#6kQXxmV0>;nVijiRhrA$=gE<j&F)|uvZL4i+Ftr+S`p(FW^C$&4w
zXFGcO0aeNM>r>m@EwgUe8NFzfU5kX=o~KQs=<zNtFVqF<sC(9?q2gtZFSA*qs*X6W
zE?rW2crAfd%*6F-!C~B;+0!gUBD6Nv;7@VB;lrHpr@ePNUG1HeQ9A_(x}J+(UmV_9
z+`WBi-)fzk@3HsoTm4$-<enp#^qq6YiOhE7ImQ7UD}cScn*L()5?lFFc`g%t`2(n4
z=BvD<fDjNrTI-{RQPkv|*w@<_`M&pRL`fz4zalRr{{VKRwz6sWO(O(>PtM+-N-ky_
ze7M(aL+*p$+}C1>2{)+cyi~T>33gHP1JHZcd}2$7!u;9q>+48&OyeA!@GEx4#cbj8
zWXARx$*W4n)Zu-?7-Q3|gE#uaS(g(uu1Ptm?=DQNdx2G=jig|><kL&5G?Tx&S<~%2
z`Bb?17oWzo@9qpy`ALAxImcm6iAANb01S>#*0SYxmPTgoX*F|6e(n}T1Y~2stucmb
zVkrWT%AUt6+=t3Iqsb<<wEF>jF4mPITy<kn+(3{@=p<JPcq`tQGP$Zq%rKfm5fyBe
zq#<#VeXu&xZ8lnpDtTs&fDWA1w1MS)v7v9J3jy3Wah}GdvqcWYV3`@gr>tb2m8)?q
z69`rtb&FzcY=0AHsib{Abi9fO*bIssVTJ%Ar=1$8nc^@HHM6AZ&!#&^3=zoE96Gq%
zO7|4odplcu>0{IhF$F3bHXVIw99qQEt+wf-VSvmwkbfG^PBPJ=`7Uch(_Jmzprd4}
zG8LZy4hI9;t4#_I-&<-*W|aYu<EcE6oYr;4-Nfv^bd13ORZ=m<Iy;wGr9pzOxF@(C
z)gI1EV&hEEfg;rZ0DW<Au?E5j4?bxf{{UKo`%kyAnrk<^9&Q65M9w|B@loB}K`p#-
zK+aKm@!qM2b0*`-#xiK-EkUx}dcE94EN+4|7%R6Shx=ZlstI>pth2-=8Rjwas}FBV
zQy9)b!1Slb6A!ybvqgI%v5c3<;CfWcl!fEkj2oPk$sdhhwX=JvLPiGv0DdZSXl={K
zA_B*#%@(lziHxxwq=CUXz~Y}AWR1WY+q7GF<YhMILPr_s4NGsOV%}CRpsxX6srpk=
zw&f~mZe+&+X24!eS^FuBe8-d8wBfZYjjQ<8mD7xkxrZcE=0&I@36b1_PD=EtVSuw|
z6|{8FoRLgub_zLxq(>46#alP6<oSC>Dxo2IQ#bQU*E5q$Y^lBXa0#p0eWU=HB{CLK
z!lCE?0IgJ)8C}c(&nFeRb3M6*0J<d=apj^BpQ)&+DJNuePjd=r&^rj@*fY~P{c0tP
zo<&_CF((~PdFw(T&2F8LuVh#IF_8;|&e7Jgq!~QdM<YhClu$`w&O25!!Pkxf;*=f9
zrqd}0k}hLnx$BO#U9G&rNkXLh_pL80*k-1R-Py3ClTVT>RBaetm@i|;-N&_8HaR>4
zU6N_>FZ_Iw^b{7cfZ`iaU;EF<sb;>!<G-`^@>GN9XcoIpeMNNA?zoeX8M`V9wFZMc
zz&jv}f49XP(dxzQ(%8(<?$+HzGw&;qRPOm#J@H*{k)=UkSM7#Ni4I;wY<?K588oRQ
zmt-JG?xQt&*GZf%XJm;_QpX4KtY-+fbivb#)w4Q#8&f+NckMlM-kL0<KrjN1-nF*T
z>DK=MdPkZ42TEe!#}PhFvM-_UTE)8uJbDx&u#x`&)x^#8TC}=N&>3}D$Ne;HQpu>?
zzaC)&&{QI3&PyEqXylV6$h0)*v6(L8Kkl5-_Dc|Pz1#4`Ro_eI4_a!Q?k;9tMYM~R
zgCum^GAh$*(wM|}MM2wbV;Ozvrha<VxJRj!+h(KQvvvdUsEzB6kNQ??Tyaq~&M4(b
zhS{d~Zr{e$3*6_qtmASj7P+UPHZ)q}ih=HN&1b#GH3QE^gtT9h?Bjz}WxH=$s`FK8
zB+q(HiIYoq`Ri1rx^jBcBx<b2vvMJ@l2#=1Rhf@-Ph(KEX6DSB7~J=!Fwabib5lvF
za%46$ZqRXneQ{5Y;^Hs$a=M@PX@;AcT*ADOqaMGi!NT9pJ-osy<X$h<5MoIqnLQ*;
z->qR%8ZP<`Rhl|g@mx+bai+pgc8u-*m1R6Zq(2UBV9)n{fAFqDG-i%=i&%-B+;>`R
z<M%qWB%k4(K>oEV*vUW53{X$+1OEW^tIx1Ap7j3!HdXtwF!~y$RhF?Y?IX9A)I@)M
z4a`mc)OjDBLM>6wQgm-^+}As4;vHJg3mxO^AHdv$S_$IWByaS+KHg#6jtTv0y|Y`E
ztJ9X2H5wbJz-+L`-6Ye+)!~_1W@%MMHnVi7Ew%j`UN>FYIqjXx{HpYFMRUcq{iNCL
zDcDcuX~wi$*wIs`BCEPVGTd9l@l2;G=y?XWqWFof{ghkWtT$0(46-H(A6la)nF`|K
z(ba#vhj{%evHLW~2;hIbHlNn6ai>x0XDlj~#=ZXljIA}jANw-%Pd4bhpoQ`??lDzU
z!umd?qoUaAP>oO>%#Xs6{{YsiaogI%IC;S-=sMR)YpKT;mn2rtY|${mMjKpyIjrSP
z(_Z1tR}agwIO)7Stm#sulSE@een}UVC)&Fo4EW?Msb{OU0QpvLPio~nLv*%n6|JY3
z0)XU`o=<PX6nJ+}O>G~`l|}OZ00SNvS3~#d{_x|ehl^Vt!F}PqJ6DWMupnj`62x$R
zwVu8jzSGkR;^HCGaKRPD*m#3g@V&{2a$*M$1i#SNqG+Bq({+SY-{j0kG01WGXRUC}
zR-&|bN1am**%=b)(M#4d8~5V5t!Km1V{=8leMeDVxMG6f4agf6oqMG2C7{|zbv1Nx
z&Mwk3k2N-U<QKY*kC@er*5|BJ45_IW-%Qoqn>H4gjsE~H@*j|&WB&lwuHRD7Ae%Wu
z6a6@@R`bIXteJ}s&rx01rCDAs%<rR%oJ?DYZnWvdcPQw}ep20k3e$tclFbj<uaPd`
zJOzG8A70ePy}i@mHkZ*0n^JMIMdf~mtIwvvcs%VcZNQ9}AMcN+t#j0*){P#;ELAzL
zcuS2g#_$<5>GqM<2Rx6VtQ(7IU~;mdL+RYrt<pguR|Q#k$3i}}Kih<fvUT1)>nk*B
z=_%_I9Mfw?TR7z#t=tc0s#3)9oE1M>E^|(l;zgQV(@r~4%_dFIx#o=0Qf7jX?9oY@
zC>_s6_{PkhF|=f27+5Dm{{T%Su1d$mnx&2vW-gu8&fsgU_{qnNEeRY81kb<kB(4;|
z?8zcpn4)3#*!80i{3xDW?DS_}Y2wRUhEX~jSr1l2l|Nd$b7iOMkrO-++{VKqSiV*t
zfXC}zcb&P;I`tJaH`3caVwuz3PAh&?XY8-Bt9{^r+n-Ok&v6W#HFCE)ebtnVmk>H*
zxg1wp2Z^RTR_PW)+4>*OwNq5IyoX_E=Tp`@f%6Zc=Au+nE-rE0^DqdbHQn9#S53S|
zdsz*n=b}F={{VegF{tPohMDtRKw2}vamcP|QgJm-=3a1V+o=fJaZ8NU>|Y@5{?ws{
zYCKZnnq#+-FpyM&P&?I3`%n#4%1L%FiIk7LDc)-T0D7oW;DJ=GG>iUn`qKH!>r@2;
ztyP&;FB#YCN1iI4DZo=}$aXCm{i!_jP*Q<Um4P>!)On3j;+z(oRkQ>y^Nwf_z$c|T
zII`m>ZhDpH1L<2#x(&Ua$dcyj;Ep73kyQNwsFHWkv|?nQgO6HJPJKP8<~-z|UNOx*
zA!a$oed)Nn6p$uQ80M^{yp4<lli5apl}l|EvNmU8f7wx-*1Q_}Sf<-8J}8)UW*dq8
z>lUZ9QPWOQiua7@^gH>1G21Xv{7gds06NW`Jc$__8<gPV*0gmEQvU!@a?{*72coMG
z2jN-&0B0on`qGSN_JUGU_)!6IjEYUJPa^}?w5{~H<{3!19nVU!_8VJu%(Cy3`-x6d
zQ7#mvBOziZwtkf$w%g2vAouTA+HkA3DAqCRqbKvKj*3oQjGt4Qn6|;eM{))#poCAv
z)O%c<<GomKL>L~vm8qrZ7ut$F!pDeEfMoQ|Y4EK~)tfP6Ge;njDH#}aE5<*qbW7q*
zYIU~~UPyeO^<h+SKLJ+m^gBHyu)DZY;09Grrn2SK)d5RrRy8B8K5Czfp{?m9b}iI5
z7e(c{b&q-6&c`fjiyL^du?@}r<IvPn%F>^m%X;MVOu;+>$F)*{o2z{yE4g9wa6JVx
z%)rEAo#lUg{uC0c!iu#6HrUOC{LFczEC)eD5_{5PHL9jdViTG{k}xUaK59UK3bg|_
zA|+2+kVX%+O&zqdebxDWYW2O0X@{HUBcRSd{dKHqx3Qa=E8191birawsp`joD^Njc
zr+lFOqH*8&R+r6|XIPK`3BX0;^c`!cv+zsHq)B^r<|a{;hz?u)Dr!m;m%L}r+c=3@
zNtl)-`_+qmId-(yO|lg4-M*FC>-uhyr@>`89$m+i{{S9wjoxAPC$({R_pL0OoR5@n
zi}zG|VycZ#YOafonHAm7nimKoh<(_-ea&S^-eY$><Lgh7Mv&(}d!MCg>3VK|(k5O9
zMfI)iV_3%HwB0*m`SUIq@&~0Q{n2;Wr{x}%ZvN*VA|I_~Z7rXzQjPUAl#*6N1Z3m2
zX=#usK5Ov3iKrsBF4a7;?Liu!k$P6P@+KSHl0zlj{#-z_b_2aunkJ2iILJ67(AQC*
zY3XGeY8OLzZ{Qtq>sk8LaLs)rme90OpW!|I>ln@R+S(e;Heir_DW~42k`g-_gsH1&
z#l%r2IOiW)VSFwC??^>7ii;q#4aSsp$v7jSq{TaKNaHk{MWo3RX=6D?DBZ}ZBS(`V
zL2eHu;-!mhaJ&-0rHf@`cR3%0O9H@cCG#XZfxwEh^g5%W9xSG`niaSJd7y11<Z^MI
zDbrf5v1@syQz>#ps@eH{2kBMixRv8nX3EC9R0F^ns7b&e1>>eD<b6$6q|cqP;N?_+
z3F=7hYCMuL-_np}q#*J!#UN5n4+GYnk~B$^Ga+C=BY}~g^dR3R(sAjE5)$f4jNo;v
z@Y=80QbQuE=e<OktYFBkQb^@x2sz=m4wRzUE^u>KC6*&_(xKhEha#f$02s)nt2Rv`
z7Bp4EAts)&;Pe#FF>_DzIi+FqB50$_4WxoQty^0%z_fscJs9VjsTIeT!IuLg2Q_%=
zvrBBY?YC<5YKMF1CqBcLF&G7Kq*eBnCo%r}m0!EGb*zs(k`8iecxKwe0CV1(h4&@2
z&Dfz*c*R{ybptr67IS0@zvhf}tR-~xCBDQr5sY-Ki-qR3CzFn~nR59xQPXmHiVj9<
z64>p{InO4cCz{<Wqb8XkCnp4eYE_U9dY^tOy6$teMomm@WmOM06?<o`9LX5UNR!Mb
z?wpTK^{Hp4OFD<!gzm?+L8MyS-OA<V*oZTe)YZ$m=9~9X5|FP0ZyTx|M<>e^V%+LJ
zSfRIVZ3Jc*fO!vA?O8?u-S8^f!bdwvHDWCy^5lN*Cc*ruQ&iQY&WcpyO?%H%FUo;B
zoc$?Gt&B#1d)G$?g&Y9aGNKOkF^|LgX#M1#Y=gCC>#O^!=AT%Eeid_;TT7dh!aEb~
zS~lJqo<W&^cD>0pa^uBOpebW&s0RR%Sl2qe<<ZQOx{pLWQ%<b9SUt4lZY`Fbr!FM8
zO#cA0$*8B*>{W3TEbKe6u5*4)Nyzo<NMt^v6|b;cw{mrRvr=7JX3ovAk3|BhOK|cX
z%;k@{s=LKB$yz9+7AzMhtv7$AS7~r5hGB{>fVJj&(iwoNEj>nOsd58A&+kn)6`s@7
zW^zvz4nSy|ijA%htx+<XZ<(4`CdI>WeQGwC)nfG0^sdQhoXTm2Q&5-UnZJqzOwyB4
zGn$OQ6&pPUY;!e2?ZqR#LeEm!4UJ}~Sksu)ENeE*n-R@KO)DCRnv0pRCYntlG}3BY
zBvNUnf@!4G+>vQ1GfA2*A!#VhCTRe)wA|5}tAOf13T|l406*!#pbUM|RQif;X>&!x
zQtiI2s9Jy_yO0k<^M5+kxA8+V?Y^{*Z}!w-zrwlTd8OQG^K~?hX~$!(gHzJ(*af<h
z)&BsyD9As~tx0CZLoV3?=+U=d!>w@Ldj9}C)X-edY}>8ok~Z}R6{Ko4xzikF^pVs}
zWh*Wf_YCK2^&i%=gjZHF31i<Aso~SD5qO$yp>APWy<hG(<||eWR>J8<$-+NRE@j~T
z4Qm>=RxNuPnj%;{N^T?abw~xk?I%YSVQiqfPdiSy4oC17+Qa<&RY|O%kQSCR6CRGd
zt!KWUaSM5t?YIx(jPv!aBP(oWQwe3Jr(dP`%U02*5nOJT5&RPHN6`1LLD2kbrt0gk
z$>h!b$vFLbSBoaMa3k_Bq8Blb;&Jm2#-~-bxWm}o5dEQ-gZLW8tq4!l^DE&xqv$6{
zZe#g^usscA-{>mib-R>4g1pa3@wTa=I>B+eNXJxuNUu%M{8y&yaVdgeCH^SSQCxGQ
zR*$^4JpTY>;{ELoYWCJ>o6EhnSyTJKR!zr;EUu&ySlt_0x{UPAdYsnKUBpq;bKbcv
zTf@^@?vmVZjPgLO>0*@Co3k~Hr5#qs1*%$J+y3WMvhx5xE!0Clo+}3C$i_U#U(Ag6
zUe)MvYLi-n8?IBKjfO$|>M!hFH&tUcoibWo9<aaMYSMFQYL7~WE2BKqC3)$JnP(&b
z;~@IiMX6{%W|YT!0kXI~B<magHHUenU0Ds!5!iY#<Pq&zb4BdWMl~YUh#KB07jlrN
z-m1%QB6Ez7QBK{1!OcjQByf2il=TNnFH(u(liswvm}ew|v5i43jFJ4nWO|AWWlgP$
zocd8x`A_I*s?g5N^?!<x+P8?{mTBHOR>=Y=gs^X&_|9w3;fL)PE5B1~S(FhPGH?gi
zJXdM)cHv_2jhC3dVy%j>L(?VX8LmDZS~-JT-b4%%$Qj%ZnLro-dsN}q?xJ~9i*G`V
z>t_SBKW$mupPl1P!F_ShHJvz&IT1_dAUrlPnzM8EKebI12_uD*5fvN}Rp+*z8;6DB
zWsm~cVSq=dJq>Evab3uSti3rEDqIfYsuuc+P)Vt7#`kGxY}@LSLJB0L$NWggis|%y
zdS-|0O0dlgy<&66<y=ja7S|A6G}E*)M4O}e30M5ORd}u^g}BK29+bKHw={&)-0!t7
z3+Z>UZi+UrxL>@u+=uDY70TcETK3B>S9D#SK4JOO?X{V~0o<@2wY6)lImgeRW74yg
zJENu)>C0n2#>+yFOA%keJKV@lW{I#<(~MRG_6)KUZeD2n9k@S@cZcjZ*fOAoQ~Ybt
z{c5G=k8+WpvM4G2=(*3~T>OnQS4|~r967YP9QhCVQTBO2&yv~tR)p<!6S@nR4822)
zR3B@*=w@T|0<^S@Z4}K7FTz^Rrw^ZRXkIdL&m7dZei7F#PwzD8{{Y|$NUNGv_OC2k
zEvK06?2FUf)sOf{JVOGOH&PG|)6k66DOJ6ZuO&NN=3h>`gpnnz(faN}DiaZ2yn7Q}
zTKLyhkNseY{{Y@WO5Qkk7`W4H<{pJH{EclH)#{0rC|gEyVm$MXJ*nPVJrw?Rt97ke
zTu5DXs9`6r!g>77RyX#i{#~*3HPsnuse^)B6#TL}if~V_=T=4Kx#@5D)5YXUa<-BF
zIsX6}IgqT%qBHnZt8XI=qB;5u)Qx>6endq23S(SM-DEU#1&J2cQ^^}Y-=)MTaPp}>
zi&f6|`^2Bdfg5%dH*{J>hn^)LBxHNFA(7Z{c&4Ne*j1>Yg+^zcP=9oCX*nZB5;O-L
z57w^Q>Gv0h_YkxDsL1^368g^6?uOINe$6S!AC*Tot9f$RG8}eP8$hh3DgBdG6t^z5
zgcj#FcX6p7!5Q3XuX$$%KF@EtzrQVI?2wX4!9KKY3UYG(!lT)@yD!??WL}d{o_~<B
zVd%Xo2FM>V$FQdFnT8YOUqMJBW6wGD^{rz?^)i)a_7Sjt>gV2>w2{Vt8kfr>u_w?{
zFmGDfQi?gHIY?MuIAlk3547Z|=xbW<#do(B?{5-CZwp|siaoi<Oq}~xLcs0L+z(#V
zGDe?x?r%X#aE9!0jGn}DPc6gmB(t98nqwpVW8nG<l(Wb%tGDS&VB7OK{WDD`YgpTp
zmsUU(2i*jkaU>5<rAf4&0KoPC0P9mkEKft6)hJwTs}Qj#sm(MgJ*wb@cQo{Xx7`(L
znUj)5C5WEYD7PT=&(gGGv;O(pS0S-u_Yh<I?b5VRIptLuQQ0%|j1TV~g00)>>c<G4
zYkKq*q*B`7mt!k>4wW3YPbUfjrZ@trM&>S~dl4Ac6~u>;{3EqjJEo9D8W(0iDz8yp
z7K7nSy>vX~#1_bYXMU%O)40(sv>Ssw68VvBA3OC29O9v3A$~~iD3kbi!lnyP?Hj08
zS-}MqzR*3*Sl0Y(O{-bQ6iss*49X5sKA!c<-)fSWm@Kayx#|OQ{{V$^w-<&|LX0n<
zu79fgN%Pb;Q7md2n>@0}WM`UA42}1Xx6-jBa_^20`y!+&UGfHVTKaaC(pkRf<O5xi
zii)x|iXqbUt?lN{xL%+h^`mnz18SYSc)+P9oHxpy2OL!PnnbrCN=DJ@YfD>M6)K7-
z#PS+WNIcWl*p4w>FZO2Gz$5~C6W*xZ!YtbkMo6oS;`BxeqHN4?BVCm~pJQ!zAO+dx
z&-$P?kIt&f+nAc)@LE_;t4kH@A`QPGW&mcR5hn;aBdVP3xvi(@vfX5%SlvEcXLdgt
ziuXagEpXBW{mA>wcp|0Ob-R5RRWRw2B)LzR1C<83dyQuD=(nFUNDuJmis7QF&2y)r
zv#OrNa>o&olc^njDx|3n(y9*XQz<Reifb{)2fs@0u(V}ni}a=x#aMOg$Oo^zIU-VD
zb6^3H#%Oj9QVVF{Yn5Axe7O2<QIq*pvV~VwSKN^wk&5llIi_K9RGr-9Vw|bwNQuZH
zy$xj7QqmG@i7sU`O89o?{Aq3BmgZHCH5<<-Jt|ovwT3yNc5`yA@|7PhD!6uEy2XB#
zH|%L~vScw*af5<se(=Kf<LgVgRDwqA9P>lXzCyqS$<75b)RG=|Gz#YtlsyGc=f}z0
z<`x}IQpoSgr4LfkYO7lo)^?ADZKKkY%^AsJNvh$GAI#I%j#M1&mILOUx}sc!40ssi
z=e<Z0LWTA=(bVICO7UGw=JOYQI7v~02*@;Io3*qKW=<rhi7L1>;Bs+7NTn|2wUae!
z7WsxvXDeeFH9T*?Imhcnwhm*WwVQ4^tDb&Gtzp_UlCW5jocbuuZrf<ujH(^uSYtoM
zBLVtXEawHdomj_m86+*#)frfmv|yk1d9CKt^y^i{#oJ8&k#wmN_85jNtPwp60!?M@
zn%NmT&+Ma~he^J=KfAYle|-F)el;l3V1)kwrd}?4q(dk3u7NDIJNC&k6+grGK&=aJ
z3gm{ka6N@*EJt=@I*EKt=3|m8S07-sP{aOO%kwn@Nxjsj6SPeuAL4F?yJge#%{h0u
zk0ZM<syCi4(`<nd4>gAvQHqGxlYZhe_Ko}q&a?2n$_y7+!Ri35H1PeD3!AA2)SBmS
zd~1Dh3c`yLpU$u+zq`03&2aCZQ(G!ks%s}>RZgsyuE%vYr{VoKAxcQ&romYko-~w#
zwvnu3u{~>(E`PjfjN-J87Af9N<;H?v7N(8nuX}s`x_2YfJXI3eJk%ypOlfPTF^qOC
zK`n~~g*SCpX@xM&RnOdIqb57lW>7oTMwsWVM$#Idbc0gin0nMke@dua(+q~8%q&|o
znuyJsu3XY?q~rwVN@-(J=8V)Z99+_GrV~xgArkJOHAD?OQvvy==89`mC4qcYW$CQd
z6Fnm~$FtOI^upB}H7l96JiS8AO=hMuRJLT;GgM5}F{qf<ZJDqq-lJnm#-n3U*(?iF
zOH)atCZ(|oO*b@z(q@&!J2YmSnoQETnEcXanVK_2#bNoQG}<#oz<4xfnhhDJa37j8
zP0c8$a2_dXpwi}xh;<a)(t}Rm6rg63flX*9<XyDXF6_x$dB_K<o<aO8TF+m$fB5@>
zqH)KW3BdfToyJcz@m8kMr8?86vpYEAhf!V7TtjvK$4C6Cjn0@6fFYri(T6q8##%Pr
z8?ql&IIWu>5?<PmD&Q^L2dc_Cej>DuL#i04Pf4Q5Yv_~7kgTx|h55(fQd`G$85fp{
z%v9%eErwsiwOq5j(X|%x#II#3=pU4;Gx%=$HS_G{4m$aeFl_!6tZFW%lA%Vb?rmrv
z5-zP+Lw-%fV}eKDTJ(J{#Tr(#7+5Y-%p?6<@P7*NM!DKNjayGyvHt)qQ{|9<PtvYf
z*hh1TG^_P@AM(O>*#7{5;2P(xLY%eO;H!Y;)+em$o*uTo1;T`r`^)@|aQc>&cc!@#
zAqm;mlTPtwsiH~b-H9DKY@JBQ(D$yg%f$Ltu7M}p6QB8KAmG+<l}cOcjz4E+ayI@T
zxQ-KTdW(H#criawRw9bh;eX;wa;QklSX}gPr=@A?9vO!Ac@2cAxlp-KbGz7LxZAr4
ztmVtb@i_I!=j&I?POrnGI%&zG<==-QyaXE`vt0L%H|Oh&ax0b8v|Eb@JC||}_}h=D
zt;4L$VG!LjKO9I8%)gCKX|3GAr3|rNLVCwA`G?{$S-LZWvUfY7Ra;Yv!*jIetV4Y)
zTmmuBgI!d*c8{x;HuC+3=l*%feo}pnVQLx`<%vFQ1g~i$`IP=5g)WjdQn?@Yl7G)3
zMQ8bb#)^7(4rF>a#tV5Q@nxf`l0L$tKSz+7^LHe1&JB7e#%bqI6<S7<G9j^FlpJK2
zkRQ^#)D}5X#{;L$*0jS*_ek+<NRqNLvB*)tDmn_ieXiVUR(85(#PVVwEUrIz2caXV
ztowU~g6K2EC12u0=~gGXg*5?lV`>!u`>ZlJ?0u@_t{kOF^!uB4`Oq@6VOdBcK9w1>
zxd_sEO|d@l9jjF}1iiBsg4u0CIh4Af1d=h=(wlP+{7ZuAw-T~O+vbhFLQXNqT=nZv
z(=I8pEiYMpG3EaNMuv5oGaD>}fDeDIX3KDj2nqlk40NT22@G;b+r(+h5I*nLp?@e0
z9FTjCGx*f=A@W(5B8G1vCLuyMLy^s0wv_<@n#^e|9o5xjfw6)<@T+iJtm;e`P!d0a
zW3`Xab5ES!oVi)i+DQv2%l-nl>>taKWP)G_?0E*bRJ7D0iDhe9RXT?Y^40q-LR3F{
zBRzUlNhuzTD#hr|=I2MU)!mxr1X&yYT1Gjnd*1*_yEap#o`Jqo`cY-9Fd%Qiu8z-I
z;BElaYaNFwah9m(G%Yh!(C;NPK`dy=w3PvY6^Y_odx^CMmcb=R%Hl;h0oy%5?b^MQ
zPt+~vk82UnV@Z4AjXP07LZZ3oz*H&O-JJ4Vx-;iyhUrNXqtGF8K4l<#*RAT_4%BSJ
zHMD7QANwQb6^ynQ7Me`6T-YVU8A9!tV5sMzuBBO9LLDUai#-1T?B^X1<4Pbk)JdaF
za14>aS3N?V!G9Ws^edFWA~JmoVAi*b++NL?D-I7isRUyk>s;u!fMmo-J#cC1qF*^7
zZ6t0u3(XEm2Pu!`k3&w_Kf7BaLA_jgk%&kAG&rY?F4iN9jY1V2#7(&VRJoH27@*^z
zr3}Y`#cVt}EMM~8dA_mj&+AdO<&;DBHVVhqN8S2jjd~Q4GQ@H@zz$EfOtv$>8weib
zHE`;(fs~FI{{Y-TwXLV#32lo`(zVI|0970@<hSd^OKk@-MgX#9I1w{9=}s2&XKDF;
zfUb~P-b%nqvIlSZWTz}XwRq@J+n{UPh~Oupu*?2cQJi{<n&%{z3{T8S_N!58xjX}(
zYV2(EdkGmf$8|YwgeK5`TId%=j=;w6ZyFXj5vuQI{A)Lej9Ct6okye0_{2^@^c8G)
zX7r(Vi_462xyTjjR~F9<D9|8{m~za#tzlkiA8H5AzgZj6-vCssQ+p0JXPwVwX>F4w
z$DIEF-H25KCL1xtsz2K1x_wtgg3B!0g|R=~LzDSdBgF!@?v>d3y5hQ^`PPMdr2`wv
z*(9G~z^98?*XCyD(R$UB8=ky<Dai{Hkf%QNqJt&WNP%J8K1CzzTGpNw)GpFFqqlD*
zk1{#JkIt(ix)F?JPDiLU)W_l(Z*;L~tH?|#f~y$$q$9EP6_z43Q%(j`t8$E<3O4rB
zPjhhu5U9$tvEIaX#d5|XU6pxIcs{kzYIkp`+&s4k56$w%IaNNtTB#kQx%-$Er3h5s
zW^$_(jK#NAJdB@8xect2K2-`mYfdW+bdM&l#iQIzyo@iUbhiX^O0kF|hTEKZvU;AB
zyDqNV3a204QGs1uw};@2ZjfZv(k(3zl2LJ4y3y#aW9=V9l!L>!5@5Lqr>L!)Z4*wi
zDEB`y_dSI}dEx|8QrU9ewTE+maWa!}CkOa*PnLClCu2y)OzdtvLk*F5^z~OqO`Ccu
z`_~((>mM%0lg^YAfIjM0WzM9|e7K2K990ZtoP$c98Wi6#(+W?hlT9tehDSL)DXSAX
z+6OgeD|V3JEoemqcFEIoR>?b>>_ul_k$&<|)~24|xWaIwfr?2aXE-O1N@f`FcBuEQ
zqO2z%hB8{ZTPyhBfmY&0+C3`)9w_+3ImbcLt4jOa?M<W8G^HMW8I+S|)#kRF$bmEN
zdR7(1!_4K}l5^gWwtG}$XOCXA<4r)Qz>SG!#YR=QDsV?}S5Mi|0EtYFI)nT*42(}j
zr=#CvRTftT)DhJ6E!@+v>C_SRs}}o~WNnB*JeTMwlzEb~yv%-Yz1R<G#k)UuV$vWD
zQie|`gCERK2PTqH5s|#0OnCd=^wGHWJkhH)iE7<#a7^znm<CsBjAzi&CELXmuqag$
z@ZTsuk?U2|K4_GM<2f}hCa6If!!XCOr%QJvsT$!>pxe24$g1Uu<0ll--js5KV(&cU
z<maiT7Rlz5CXQ)YAWSnwC<OMU+D~d$9mdmurvyHfp$~d20xm%ZsPwLf!S=ds#<H<$
zL}8SK1dt1QRuEiNtB^)BpKi6CN^VNXdbE2Tr-$^5SQ+Jt(9ZmT&6N~gUTAhPNgdR-
zURK<BaiAwZm3b>qJjxbH9D&)Inj=zpRlxVI80GT4+>DkUSG#1luLPIVHL8__vDgUh
zP!WoqV0ZhWzJOJ@G>fT^5$ztPy#%8L%5|oavNJ_UvAd8JNjdFZ1R4Zj10gPdy1Wn0
zwIH(cSyl*=Hva%+es9jRl~}}yR9#FPUk_f)1d|lEkJdx}6}1MHq}l+^WxSIg!Zx5k
zp{<L33i|E$c`vv7($>|lg<}|NsWXq^917s8iH~y`)=PGC(B91&gtUSv0N{B^llhvp
z4v(r|w&z#Fe-pU_@~)Oiv^^C!%PbIMxg#}!fAKR+fRwXYE*N`!znydYNzdSknyokd
zIQ{08r-b5<4RbD7c2UJ>c^Y1rnUKVwcVk{>fAIrWy(B@l*?kxMYX*Dko5$UCJdS_c
zHKcIWXYn%QLahEN9;tofZ7$R>w_`I7fd>`MUU=J4x+Fpt1wNdb<B~usPdpCwyfD<`
zzNbtu)Zyl6Pj_*0<>r~(pH?*iU^;%aQLcRrM$_bVt=B5q9Ttk&7aCk1qN8d3>XDZ{
z>7}Xj2)5Jv)J-mX)pEv@aif?--eIPf%|pAIUDU3`Jh7(dG}6@F*rlk4nrWt&rk0=u
zCltbHEt+9GPy&-cH5qCHnh9)_8eG&{={M0~Tyq*s(>LaqG+0+8T98yqY5S^@3ywW1
zCN!n^s2%vE$!tezg_?(cDi(T%V<stTV>L0Jqc2d|lVjPcGSt?3VQQAhY;iRiG=-`%
z)eVSNG{R_RsLNC~Lll}qX{D*9sv7~s(q@`klXWJ<KQx)97Nd15fa)o`sLeZo{Lz|b
zX?Ia^4ivP&)VZSKA4&}~G-jQ^lQd?d%{Vm|0!-3_QD&XGnqnlU3Wzm0HC4pPDZ-c!
z6y-HZh>%mj{Ar6)0aSyi;JwHnfi<_GTwg(O4YkaOx#$?<@~n01it2nfY349EsjEIn
z+~}cxW2H-myN_-Cl1zkP$q>Vj<SQ!k!!bEB>2sE0$&Wa3`2PTfcD6cjD5QE-sWd1h
zJDCcw95Vgk^gXMJ8HX&jJDW$FCbg*9C)saMT|zpf>y{tzF14Wqx>fqG*zQfF{{ZvG
z<B|9`C-bg{RM22}z`ZWRs?MvHU$3olI*)~}V2s>b1-r97WrSpp_lIikg=kM$m{p7(
z#?`&$&WU&$K`cy01EJietzP(yzM8PkkzO*%pD~6G4RO}Go%ND=D&|PL#V5?C@HJs4
zvATShHg0&@et7fxVzy9>o!;j^vE|s>hewZHg|2L^<U$)^L(@Lhi*uq$9IqPXWL~Ox
zuJ6EFouz=D!s_bXWOm$z8zB7;<6GV*w6nd4yIL#0-<E3U`plI18q>J7zNd>x1>77m
z62I+p`5K<nS-rASishs49Grvs*InU@HlJ6MPP;2{Zy_Lgqb4)gk4oFr{u|k|lMKcJ
zc~IPs&aS0uZSu^%epY$+_WXbJ4YvHKuA}}HweS4>TmJyxbXI)SyO-@o{A0Ka;(JIL
zM$fQ@&wQ70{VUDvMX0%0rH)zUlz|#Xc+PwN8LvY4%(?M(rhn(bKlEgk=E&wLM2OoN
ze(4nyYb6AXqlUZ`i}L7~Eq5$w1gf5KiDhAh1QW)3RiXB~CRim%jCsL`_CMYRp|{tr
zB86>al$%i?m4M{#=lo4WtLhCn+^!i|e2U+B2Vuo+8i<c&V*ZhRWfare-)Y`*u{$P&
zeCfwt`4!XXo*llI7gq7dG^pF71%?Xt4ex_qeQken42bI6SS}6*b6ux|HCu^q84byd
z72I1Oarn_W=x+)m^(Zd1yUVM4D_ecn2u;<zoT(q|`gg7lYgjHWAIgQ`2dW-%UGA|m
zYPy<5_J)GeM+xVWH}3U5)lT!lu~=HW%YO38IYJ8UaqZr*=dsYJCUGsNagbZs;+kya
z4UzYb039oG_Qu{jb;Z=FF&WsT6(3sF@W+Mjyh90&+^?MgEYeH&PEP}mYJSmm2~dPp
z+c`|VXIRqj`~R<%TAEslGe<dd<^cD|OvQl;hyzFE21kzErJ1R@_rk4!;>^9$hT<Lx
zXl82W-e#^W^Zn=ZyYW5#cenu@uLE8OT-SM>=kxh^R^KW#{TxwlESdJzRL={Q!yNIv
zVM|Fy<@Wl{$lv9G<?|{p+Xr1gS3k*YAd)Ut8u+R$6FYS`PqWcae^}Rr+Vy=8(v0AJ
zKKw-=Er%>u(`&{20YBTU6aF<wCtH3y>Uf#sg%Cv=0Ble+m|s52Ipmjuobxm1k9Y@g
zhIN>aUFloB^)<!G&I651DtN8YsITjF3_se1^C)>RW~<j~!>^>||I+vZe^NC}GfRzm
zT2sQzU8m`ctv_#h^W(j27HP&ICgr)pSwr%_tA8ei!#=rTky|KPjz3d`9hrNJ@|~Az
zq*BSpS68SR;LlF3@B#fU=o`~LEc`6X@1hg8Cm8RNlUmAi&twV$>SPZ;ViHZ9B?bAX
zyJO^tI*!*)u)#2$q*wSN3F6m+&qS3jV2DH1k2?W@)uB92Tjl~ST*;ngldDOd7bIG9
zrTTe6TxbHSfpd<&{}@>jR`#zl{E$WMNi>QNvNgX0LMr4PerqPlpT(VmxUwX+<d5o~
zbpP~o&TM_4_}S9f{o3V2XId(fwFgvktbT`k!ZoDP#?ElmS5=@F<ftk3BiTV2x+m}O
z9=mb!MGoNT^i&Ue!QuFnbu)0cQ;#_rmwzs$T`RJa_;0WWK9FO0`;fe8wb<4f7uYN8
z_6--5(}vN^%$KRL=(rFYmn`B9Gw_>~y|xDG*H&wRj#$P=D~mq!hqkPU`_G3swZn%9
zwPLRp9%+;h&iozQwhinw#k`fyI2)f??PSC}V*Xdfl|I;Xame`2iO+ls9;)EwMnHZi
zdbsWi*>YvY(7J9SWS>8&?8?@^YIfz6fc?2#t}x`wma00$hv2TQ-QD8`91j1yx(Rtu
zv=*Nk^l+rweqo>ywW4~Sq~q`MygKd5Yk`*%b@||U(M!(80R@SbIeYOghjV-PfaLUG
zEo=MoP2xl6vzoLC%kr4P<y(+<{-X-4e$02tE-C+<=mh?Gl%{iLM%3p1<$Z&~b;<uZ
zwEwwk437y|8GXWbPjCLXqEY=iZRDnH92V@uDP%@!zVmanFG^khxGG@NfRLk6v@V@(
zVlWSKl>x;K!942BSkLZ<B&B#FHkyN>L4Jz@zO!$O)NUf#1ILZN8=M&odKfYDTjksi
zv)tWnv`K5}y`**zlt-0}oCQ`MQ$y|FWZ6SmWRh(?g1Ms4w^W}#j*Y%ujK=POwLGa!
z88@>R*PUzR_nyM7c)j*iK4-|<q2Vf8$X$V2>!6@Z2LH}i|D~sgtmgc4&V8g~;p{_y
zL$JTI)O5f??qtrh?GEis?vduUl2u6DoWGSNeOjl#r7$_xYI(MWOqk@xI@fk-(eP9^
zpniYMh}=Z}{JQ+wBn;CieSgc}IF~Q+Wj_5(KSQnlpbizJ?(y()x+Fu)?ND|LysoRR
zYnkc*-*my7_8*ef14U6BW$rN+_ik^1|5$h`^sNgYSIgXT%^2Qc=yA_@OA^4?FW(pA
zY<xqFyRlfpHIdf4Gl@@`!2YiuWW={)#_=+AB^_F(a$N4qN41)QRtXQIk#uQ$*Um<q
z=sP4W>baYfVA3Ote}l-wAAR#H;bHyfZdBW^AW%TJ5wK$AQXM?((fDcn>*GUqr!Lm~
zpLLMTCeA=<h(7x_k@*LUU70pEF)Y52UvZwN)uozr^jw<lb(E3MgjE4$Xp6<axv6?#
zeh9EExq#%36N#_w=sMUm&-}QEn1*gh;0$n(+_OE{uc7kclj<-DoG-;O2E*dmmSwz(
zNU9(oV}&`Cp7`D2Cf<_t1;p-^3zk&-Y%0UA@658+-iGA;c%esYxUOohs_sMgROiQ%
z*}n5R-7{+R?zB=h8?tXtd$s&}!?~IzLQ-W1F{|>83aeQX&606(7N>p1C)nS-NM+||
z46tT$6fAOXNY%oF{9fHohBsF2Uj9{k%S+&l;=B3};%CfBnu=|XN9K+!f*%)wFhBCZ
zXL$yIiu)w5AzJ4Q{%hL*&|7ytTi-q0<F4GItr&b}4`P}#yW~{2zW%FDyJr0F+`u=*
z{3ytr(l_K{7>kDyD~p}stKUfxiimsRq8pZ?>5~FKa{eYn{`n$Bcn+Vsr!158E^z2;
zij38SLj+?ZOK8eNYPcg^CR1mi2n#NSgKpr>xiVJbQL}D)z*Sw|gM_glOUf-}E3)=m
zl?%juSyNl_ZHu@5*-eiL%3Ydfu-^pljuc3XD-|!vxN<DWx80fN^4IF?=VR;NWB$6A
z+XOOq2e>B$vTEd-e{?iU=&&`Xn|#9t`h{kzR$PvM4Z4-&zT=ItW#3;0EM6SjhLpcB
zcIt2&9SGGJuI(wf2CPE{&J>SQk#3+hEMn{`_EIKk7po}|#cd17C)5R3CM-oNnYBZU
zL+jU|YfxW*cB*_NjN)n*nmD9K95r#sR6@6&Q{sDpWZpCosPg(<vBCjA;g5LEwSsvx
zrzfl<v#5OJGjGYfDSblxN(m)CxY8;<7+oDbq*Kx(sd;YUxkP<F@tCQ-a@Hui7$lQ7
ztXo(mL`j_D0cE(##E(I<ONt~F(6{b1^pUS&#d0CWj_p|TwGzyeO3(WcISdT-nqp^S
zM>Z_~pG@UO2R=jZ4$g-Qn1{uVanVv>*NZ6as%1;41bvkHq=~)3Wn;`^T-oA)Ya-db
zY{_X;2M>#vm13pO0gjTR)n6W%ad1~eLF5D^mU1Qas!blo!5O2`Pb_lT#1}Ze|2E?P
zXsZ6@GS_#G&F~v$^QCom&fUFb$%#iyQa(3>YiSuqAdNb!^`v?_?)vK;6biAYjb2FZ
zDlr6K_l4J?#HFcl$uVTsWBOidi0ivvqQ~FSFBLfuiJ3U{a^TjiH}+dV0)P6mzlgSB
z1ByQ;`4N+`Pm)rWKgW*spoNN$_WZW>`jy8o(O~E71sxGKpr;x@rQYRZt)nY`(!O@3
zH4|I;bMPJDv5sK0H!A$@RCB7Z;ky~L^TwPt?&{VBQT9mA1~-nC7s|^XDSb}IgxJ{T
zc^j&5<NO+{wp+&;_=G;A@TkD(q)q8a5a90b@UP6Bclan#F&R<aVO$;@Ndm7@?Tr8v
z)^!Kru<}PJ5}>O&%XhLN?JQop<<>Wbd5-{*$AJ@qSx#{JiW(jnd|1TSo&RXswf8gh
zLX^+N)Yi}cvHo3&h~_A!R521$5-S9xTBt;WE7aJJbgL|*6?O;0LH>pQ$fG|$&HnL-
zhS*ivyrKERCmTdIo9W9idYfZOVOx-R5;r)A;*J)WS0gQaIB9F_6=Tw$5#ftMhV%Yh
zD<`1kHI)3-F8>;8-W_w@c06Hr*wWN9vX{ECIm7$K>FSUJF+!Q|mH)2kU%P}?e6Q$L
zRI2oT3uKaxWj%X5JncP(Y<aQ<X^Og8+geP%oWik=wt3bD!<PmwZ`$N-j$d2ebSN)B
zmv7{?W81dcXWku-Nn*#^Y?!qGduMIDLpIZ9*8SO&OOF3gtsK$kP7yysR^(`Xug_^b
z-O$c*-9|p_6l?LX7&b||`GcJFm1klb;dRul3%_?F6(V{wu~;V5vOaq@XLzkeZGtm+
z=XbJ{ZE*8yTU)I7lYR29I=^jmo7><g$qx~lJdF$_LZ|UH`JTn?)2Qpb=^P=e){{Ys
zKN$!b2vI;Z@AJyEr~4SW_nz&Ntn&)3^81kVU#q**m&KgmskQ%@gUp{xO*5AiVs7kF
zbLptP3%?*W&(=0pFAaLtw70|aXeX5h9M2}F>ww}*`2oJEzhP&~9}ICiMfW#Q)$Ya$
zZ@vk?lwW9l7Qv!b^+`P}w}(7*L;d-Hz$?O-{9k2uJh^$-aj9P_-*;VqzRe#QSBd_k
z#XR<Ik`+E!_u|<Y+<5TUUg^Msu<$`$6!-wKnFRb>8GYnd`6RuURNB*@G(0~ZWpXel
z^17YMTR?aI)pR5s)5g0vZDM}Zz0)p7%jG?`k#^o9l2;y~i7x~#$Pp2q7teIDX?#)e
zA)Xz7wP#gYqbIkwdTZ4atuj#;iWC`c(SdOWr|Hgb_jqiKxF)o0v|183hWHLYj;js8
zD<vyhbVad#0njrGr9Xu@(wf9n)4t`jo^X`S-@*0MB@4CZMha1=lbViZ1yWOtn|OnU
zl}^DQQa!Sg;$CT$>98&wRPOaU%{~1+UP|h(R<N^;x6myvtdR=GMzqeZ`May@S+&b?
zfen*<wk>&4p4kuPhP`@zuG%?=Ba#9FWJvEghrJd>*4-G6>Lz!Voh2FQn;z*VSvMY6
zm}2h*B6uko?~+wesf34_h7#gQqkiEn=p`w4jV_OBy;&;X`je_4a?_DCt!kW>y=#`<
zXLy>)IE`5TJZp`UxjA6BVI}lnvb^)&pZ6D3{Bfw)XGhT`CGG(K4_Z@X5y`aZl_fm*
zB?ntymkr;P<XoRU3)}Ax!n3slcwJViOuMDbPisTaAxnSFMNiC7PJ4lXaFh8uTrz{z
z6@<MEW32gd?WR|a?QEr4)vQ4(R^8HmynV-)lj~<KVKOtRG$un?tS1P9lVfl)<Sbpa
zeZT)WQJ|~iB5Rl$uI1<3F&-vk$ecC&X=i)&4=4B7GYx4k*D(QpgFx%fDV~u_!&T}>
zW6pMH+Mc~Nt>&B?yF+esFRBPhxj*!Rpg8W*N}ZcyQez{n3^+@L$WsQb7XKYs$0mHB
zqF?JwwJrf`)tML}gVmUNLk;eYL~eV>oeJ|D1HZWP@ly)^@(h>SOTS|A(L_5ZiwG{8
zoTb2xgvCioqi1zs7wCsgXx_C=Qjw6>tDF%UzYyFr8KWIswA?2%bjv_3&!yzYlD8Z~
zNw@Tls$D+pNhC=ozs%S*%RA!L({=61{N7lyZTV?LeBSN_Dv9rA+y0)`(>=!LJ7sMd
zY)319U{~|{5%T+%n5Db_(NI1ybWvFS6@S_a^x}Z|bJ(vp+XlX?;JKGf&v25Xej(T!
z4I9i}jvX<a&`CXA;i3?t4QG0r6O38bZPx&3?$47r=Rc;<`bF1Uxrbr8)}U<mp6t%T
z6npK}y^nTltRNA~jPZy7CgmUYuhjyooJLwLwYHJIHV%VI15B?^Htop$dY;27!OhJ2
z&<wVLz5Zr{7)M)2hr?(8vbf@Rgn#bt6zo7RjvZn@k(_zFmHyJ&`S%lFl&TWFC)87V
ztK_>!1eQ5Mnc3#$uDGPM*XyTHMaG9>>sm)=w+zT!&yucK@AWZ`t;uY1_?%Ri5^XmQ
zi;tCde=|--^;*Fmw_E&~j{ctVOx+~9o$cnVHm2j-e>8EuS&dC1CvGbL<e|I197=lP
z&?7bQ^Ltm<Y!U?Zs>=q9$zS|)Q(5-(LiE;?kGBg_nx!wdWh)hrcYGVE9y$FU;0ye|
zkHJOPYA5RqQERHA)BXhkvPI;xM!Actv7q5CK~C=U&KGe5t~n_O^(w!Jx8#unbdcxB
zB$z#9%&dR*q!Jv~#1;{Fr%mup4G$Kxu@-`H+S)POrV^bjCo8UcCP2aN=9&=gpC9l?
zSh0K;huJ$nl4Q}El>9AOF41|z&a&@1q1nSGIRUqlbUQOOA;TTA%SOCq^B8j!vw|HZ
zKBUruGI$pR&eJm~E7yTVLKG1<gvy;@?D5fKh@p(zsRxL!RVXtKm_EUiIQU2*bqMj5
z5WVGXrs_OmqF`}r<GbF_nzR(9>JuS`fY`(%(|ka5Rqg313WdXKBCeI(pB?fFFzmvZ
z9lu0MB#IM@cP}p~l)yEZic=BXMD+|AI$5+>I%dMWiR9Pt8mn0xpV$p-Q4DZhah_RP
z!;C>>Ok~Wz3db$w{y#OatnnqvCkiJ%!?1xKh5ZZxVq!imQXe0n6yd&17}Woy1-Q3d
zKz2inF6>f<X|m>8o>gtxa6HrNklX~CqY7?1d+Xmg`APr!uTng)f!5M7)R^F~hmzhb
zWzXLt`t=wOb^_>{_p$>=6&a)K=*I2>XQ6r@e1JP-Iu&?(jRvm|@S_<ASXvVT#+M`0
z&>0+Y7L+P99Y_I#{X~3Yw$Cu#t@z374f$uiLhOD@ZK!yR%WS+<2KPU5DEQb`LObxi
zQP=zUPYvyT9%GNV_yX#A*V3bB+DPFWUvhsFeyw%=-A<Wr1FbEH<~%R-=%PJ{H`dK(
z5UY6@opPzVLdLe!KEY^&80K9ssgUTc!=JCE^@vp9iPdN6%8Gr!YP3^x1b^#-9>pjD
z&dc5=E85Dpi}+(A;*R+>pXUvBMd62H_O$TLufsXNeDi0ouowKhQmlh`dQ|eVuq6_B
zhdX{jQgNDBkq4h#e{n<o(H|z=vq`%M?FAsh&+@`CK>d4y02l9Tairle<f*stOen|o
zfy1+;VB-d=nZu#`z<-xLxNQ2Xc-mtnqtVF0EBoQ!vwQ?+8YH7bn5f|lhoy$?_|V)?
z#S_Ety6}$+>iNCUe8bwlR^sWwX)O7$?kTY|_seq~|4Q3_n5tbPK_hY>DOE8`JmgrP
z!bJI2=$y{pO!1uRd@*xT4LHkJWfgK5j*x_U$X{GOv$FWJm&5&mx*t8PeE&nbDe;GN
z+kZ44^b90*c1q{gwTP+=D<bQfQk0`dZ}8vrUojgSD_aF_w@MiB3_zx$+?MDIb@7GX
zid&K!({)@TGsv44yT$}P#nQ(XS)<IZd+T;nViZ~PYhs>Rg1!B8Pk%q{gKnsWMAk43
zbEk>8(KXGimFE+^&>dcqUmG^cF*U_EY89?vMBKj6L?od?{jA=s@>(3F31F>kC>1@y
z59uG6e%8}@T5<KOgV-5m)k9zVO{Y2ciz^q@*)DHmF<bM)?NY;(`&{Q}N_m6U?5j=x
z`nLz)9;8)oCVpWoHR)<!bbMQ%&HUh(N5@;Sv^Ez#_@lU4R<j+|ga2q~sh4<L4A4+b
zEM$3}{Qcf<imZj3DNfR>g@0hgi+}X7$%9mtyYj`gf{ty;atOYmbLn@E1zLB5-G4o^
zO{o~U07;&k|NQ>%k}SjLd%q`3%ZYIG9DbDdb4;J^iH(4LzQ%y+`8Mx_K^vQNBSgb5
zDisktv1)1-FTlr;B(})fdya-4z<ZaYNp%r7-Y=VOL_08^#Lc6S-G#OFInt5i^64>^
zk2>eS8~D0u_;_x~`FuyN8W6p%^D&D(8j9#I(vo(c*KTw^&pAgs30V1Oe>Oc)Bgm9?
zKl*M!ldmn2=%kIDY9d*>XL&oe&C<(BMLmlDWAN{?v*3O0{u*&&tyIN~H^b@$a8*Js
zNBu$|_EA8I?OD{2rOs9o7=u{3taSRTzUh|~CSj>AIYfy}IM?p49XK%1^BoNM6Q9t7
zr6zA^nifsARDNR{x{|Pi6<kLe2g#|VU(y@^4H6H8b)JlUcvK1UyC<;0_N?3PAM0-m
zpo^qJg!5K3$*G{80?%F(TU0A9t@C|ug9U5ZMtlC{HTd$ZZGBYmrBGAgp4pV7cH?+~
zQYf#3RF;4cxn#xY_t6mOdXFZ#L`8B1_SuZVwoL680ItaI_xW7+GvAVNu{4!>h;Q~f
zw<(#AsCpkA_a|l3wBI|)dN0W}`wmodn5B3)4a9UU#Bhm<F3A{e^G@P9cZb~Z8}d%v
zj?+!HA3WkHln&gTzBKT!++JYB|0@bVJ^!b&wj3%OlSUZ%yeh!m)ORxy%E5FBlc)ZM
z>Kd9yEH7B6%e;6e-@m?aZA%urTkn}SG$b<fqv7aMwFb2%7Tj>|@z#reveR2INq^y1
zoA$5CXmrD~sM(JNzOUrZ0rPLv?w(h_)#9SQGPN1|>22{DdaALXq_ZpJr*io%R=TJd
z7x4aPJk|H9iOgMKk8Q4nIJqaxK3vtB<UKaI0Q|169ofyMWFB*nimwe&-vzn+$(QzY
zOgW)!>WzQg1UnAQawm&*(_$4&t7YTL@g?Gu1lRcynj!l3-tKRUUJfIELs%S<??kXr
z|6|+`G3e3HxY;0?GjeRSbnH*+r+>7|>;8Oj5iFFNc&u_R^?4w=Msd_L9FKd%Y<=(i
ztzaCm$c5$Oc#5)xKwgE{lh2ObGS6;_{zsF24JMo7`u-PDTQVnapiF93b|8lut}()P
z*Op%M#uq}8+E~PDVnk|12&eq<jg(3bR)rTg{ObmCWOMFl=&w^}LO|3v8e7$Ksma-O
zNbJ6`cl#*^^3e_VRw`%V<mM6XUn$b|&Y{+urRAUhzVR`+o}+gh06o6NGBl^4rhCa6
z+N|e2Qi6{oJ~gfX&cY6yve`t;b7)%=jeqEg!^;E(U%OpMn1?Ra4E(q{^lxP+Vt%RP
zZ%RCm_~6^8)x|$S#mapzV5Y(`A`_ctIb52<=2hdr?lH{_oJMI=rYesLl~|r<E_c*R
z=J#V(z6zqQvYuL4dd}A2{0y^yITafSpP9c!tR8@IvH9~w<6n@F)}RsZmw~d9(G!Wy
z>i2c1Miytg|7au+mh5{DyTY=^#3mdJTHG6_PVzh$d&rt%>q`(!`t6o<-I-~b^*&8g
z&o@HJclKC3(q=W~kIFA~3P+X;<R~RE8aq8$?+YdV(DGWz)r{rH7fB!Wm#+H`H>Em+
zp6O>gH3FfngRlD~q9q;CO6acU>xs1w%`FnA*t?B0w%o#(I8G~bow~0dvxB9S2K_kR
z;5qR;l1iat4R#@D6guGrk67tj5o)cJKXzwK*M)T+3{eD@;oj;-!H%&^rcCj&FaZ1`
zo+a}@2W!Y#V=!A?Yn^zYGkFD>Xz?w$(g~gV9za$`Svwsdu;^@qr7G|_ykkVkK-d@I
z3=(eRupcv4T^Y<hgl3nffY=4lHW^N*u$am=7$>2<&XgC+iqM5eP1)5s4u---Ex#M~
zBtKr0<{Fc1g;;)v>Ca8!EgWzZkXUfl#+29(({(%h)O8Jnl{eZTT(Y`_ITw)~Wm6@F
zHb5t~xUTparijO*fS)L&DVB$G|NDBbTMy9QclyYN*s(jny4ye!$`Fsq{-6s1vO}n9
zOgXU(U`#&Lhu_dp&-k$nJ#~<q^??D3Y%TV&Gz68pi4W6pDV6Pv$&;cWR!f;}fD|1C
z39Ho_!o@Ml<hMghj>HHrc3eaE;foF8r5xa%Z%J9agq;&XPxNlt^4qdPu;hJ3i&r10
zfvA49>R#40w=1YD(s;Tj+ps98449QV6>gwCBL?wa|A+{w<5Y~{Afvc$1txycy5k^r
zWM<mfb&IQLD%k$K+asg7`vc$9e(UpYkHJjO@oHY>FA;av+L`^lNMCe9LVgu_q)~9+
z#cKn9aNztU-^6@d%Va!CxxRVfuA5AqQ2L%k|M}7!Y((Rg*05>2v;}kvlgfXK+Nz|N
zG?WHZFd-RB7=8Jy7$IAJoi)n=FQ|vW=z4XE@UJ~<YS6C5YmMu^v+t^HW4V$X>KwjZ
zo0#v2O?jdRS%o^Z<fXKT|Nd5OT=9E&TqVoz*^y`QpH1=KRyl@COlK^-o^FlD)L53~
z{qqz{?UU;%RQ2A7gAL~AvMO@mg<1=M&7?tQweRbpXj%`xWJuHhjO1%vbhm4ZkF<4n
zqE_-4pJDVq7{(Xi_NZL;33AT82RS$i2)SnaSD_+)vAW~P;(aW8(UkdBh@V$)+P-~u
zUGAHIQb`&Ap8WX&;ZIQ%JfPR(1}q$H%@_GBmSxgzf|*s!fi$c}Y4?xt@JM{_kOeC`
znBxZUCptrdjn<Td8@TA+fl6n^foUo;$-VFn!wdouT)S(2876_9AA^ft2}N{i_eiE{
zAi8u9<Hv1pkwXi^3+N|p4XFlAX4MZ+TlqnGhZn|k$G0;crZ00OJTJ#gr}ayT9rrV<
zDEp)vaw|(Jhr(;1CMD0iQ8_Z{XoyPqk<}x`hT$HW<O$O^SGZ}yL3Oo4DcJ^sx;C95
zLZWNUZB~jI9dLa96bFcDdvMW-pE7*^f(tZgxa8%>1BMtaUv5bK0<Gff`);&Y7o6AA
z^8K~pxdABD2l^Wla4_&@`EO@bxD=*POZYeD-dSke`-Ma+x&D02k!GRz=O51&PYoQ4
z0q^wN=U3kUYr0fREg)RN{}nL*M{{Z5sE!Hfn)1Z(NO<PMQSimR?+5Qq-ux5Q{$a_r
zbUv_;qPl$|SbtmPt|fg+sUqzdm$M8IDv0A+UchixDz|}<vot42bne}lTKO0)yK`VL
zCBe4w;rQc$E0yarl384+e!)qk(l2rhr3Qm5E=l||O=C%9rLLUOwJ!hBX!*feiDBW>
zrs4Q^#X<#F@o%3+eZ7Co`Md6Y@00&%QY`KrAe~Nu$A5CDrW7koVi-Bv{q3_bW?19~
z>w&SkcHlJVPiq9uG9nH$BAE6Bdhwz<p1z2;daK#$L6!=?bMcMibv_6iwM<4=|Nicf
zvG0)b`zq1@Q=#SCqwK+YH+D-ib`RLP@?qkCGy!j_8quMN1E)D{%*UxyP%}m;gb~wD
zW;s9@*eHmx6sI%*6S&2T%<9nhRVwIqEz9XX;{XP$kz_9weMv}r1zjz0!}@bs0RXmJ
zL8}A4Pp1NN;wQLscUO*yv4)yUuzbWQ8b)pEPnSsF0o?+Dq1_TmJSA82s<=W6%hAzg
zPmLfqrLw+`Js3xiJY2}S-1kCCDG}om=x^SHDJ*+3Tk1Z6(@nU8*LO&5MfEG1Na{J0
zMITktj%hHW<AYTQD2x=No_u?STYS<i4sY&S@Q!l-5GH|pY?28h>nvqrn68szDu=M&
zCy-aLww6m+R*SyeeN(p2Uc9*D9RAIP0CP4{NY9aVh1G+(41`q%CJraw{gCR2<u<|%
zF|C#P8+Il)BiCfo<SKI!>E)!dG?dDQu8TiW4&#3S&9G^4^i~hJwWZ)b1{v^!9CdBo
zM!8EUn13ZeJ1VU*;I}{4-mGyPVVr{}SllNmk~>;<V$}~2_M6Tb3)NkJDZ>VuhIabT
z$xLBnCb(gZi!l8VRab8jRyhwHg$%5{qKr{o6J9Q&{7uF*%;ow~jASBxVXUJVGLf=k
z!J<Y1L#~VEW8jdQJRvH818TG=1IS!d)L%@cg?}<?5i%&6Qq#34Lver2hIvc$qhH<u
z-0(Ha+*n6lFS47`C(N6o#gH;i*A^aHG|LeIi8V3+M)l8}TrGFE?^jd~;ZsR`2^p3g
z5)HLBh?ClKwoLshc)Z2O;7uJQIn!J8MP@G1)GGc>eD)i6_iflcq+4j{F+r?vXu74w
zZAQ<z9@$2Fn*y=tVsH&;ZOgrk={RXLK&~xjz2xvQ>azk6qzVnYIQP8c7%;u<8U97+
z(QybgqZVao9XHqH_#e$C({a7u&nQ-^Im{{wsU*u)biBL3lB4uSamLcR8!D@e4-&=!
zrdCn&)ps>nRrlcUKSuUsts)l%y`JnlloAZzn33Mq+dTiSP0jQfDSk(^1@m<20ldq)
ztNHjwM}PnQk4AVt<zJNW|4Rzb`a(Dl|BohZZ{Xr1_20Yk)nmBnkxHv(?(@5W5_-zO
zjw(GSqvBu~tbPH&#XSC<3coOK`FsqIUprFz_vy<6!6-YBvQ|uDcb_wQJ2!>Y9v3mK
zJl*vI(Zv2jDmM4xpr>V0XCq|hpM8In>6kvVI;hJHqXCbW<E1TI7Ol7pb<O0ZH{mT{
ze!#54i%L>>jQT*K4&F>x%Y0Ca6dLl!l4esp*0O4m@+u)auGiPHw)nbg)$Ieg{tVH0
zW}0PmOS(>u0aVNXh2JByt(beQ9yiT^T*>sFfE7ZRzjS^&uIZ{SSjW_SF?fn3NPpGz
zH<i0Kp(Fads70&jdr!^Db4-)tZ%nI)Zjs>4g-sHxgol|A(f@>P2{eWdS>_m$8INhX
zLwWNnMYB4pOZz=~C*WG7?oplWZj-uIX_T9iI5?G^+GBZ54zj}eN2Z%oyH?&+Fp(Dk
zs;?XMCddf+7`QWqzZ|WWOZ|e?amhHqt0D#t@O|3jipc#3wP1op<Q<wd>e!G)VwuCR
ztmZa#J(AGVMC6yP)heX(au(2mvq^1wMAK}qa|1wsnl)>v4@ZF4ji5232L0};SN*{c
z!g$l3_@9HqR{3dg3(dz);7XaI0-5}7>qDA-h+^dy>T6ah?`#;ESoYc5JP507Y?hUR
z5xy8Ni)5t81WGD~#j9F(q&*$h*)&|OXn`qb_J-{nNU=D(dzu+J3H?P}ey)ka|NirN
ziEpqIidIT8z*+uv$LD`QS=$X3mcyaV#+%T8mGE~*-bdE?rAdqepGw`?NfpwurFf2s
z+oZSdRvs=#l}Jh`qIFJEVW8U>Y$}lzKFWZ8(pp{gc;C1Kq6;4D?+?50ODb`{MQSl3
z>>I8|k;=bPp~=F0{k<)BuUMAfXGO==R`K5nGxmnjkWzi&`F<_8?r^Yh${<W4lO=_G
z&{oLkXx)b$EZ@!OtJeXGzX=^idP$VL%3jwTke)y7|B6=qO1{s7j!|Pq_-g7y(%8+=
z48IS2a1jTIAMN<TIm`OT5=PzVhNapO1hNA!b$twwX>rwuaKp8XAKfP`7KQfh5=+)X
zN8Gzq$o7nodmS-%^u*8_zszyD#U`h;id{)U$$$D(AAEdS3B`X1<y?E4nW8zooC3(h
zdzXW_#Fm@%QJFB>uedR)-VpN`%&cjOzJb=$m=a2pD<SLP#46ub+F87&n4(3*9-^9;
zO*B2|U5UWV%;reOa*(UYP^A-3?N#A%$)%*yn+LtSmTZD(%-yPCT_o1K4E`&46AHB6
zMHZQH0Mg)ZRq`PG_cxI+eSd_r32)59GPlk}N&s4K8!`Bi&=6(GmfYNqyObe9LvR9o
zkaW)g`Rd{Pf{8Xd=KWb-Y@LqoWdpQC3Bb>H(D=!+0-nn<4?fkjS8`jz6fg~(@}_*e
zSF!u%t|k?j4$tT$c%t)kcV>uCSzv>YmCLta1!{v*Wdm*O?nmb?!uPC>XLLVW^E&GB
zhfSM|(kovez6`^`HO7@cAvba>z~!{xB#T2&Sm`JJzUCP)I#^kHthr6r5Z9Xd?Ak~)
z))f^D9H@D)Sh9w7rS%Xat;;7;NOlKylZ4Xs;hcBysXBR{^_CFVdab8|MaT0V%8$A<
zzT|A>*mQ-5eW}mZ^wyW;j8x9obNPo2ope~8xR=>-a86Aa408I9=JDWvG)JB-t2Xrr
zstS|3G_L;N(wMo_<LeoE5XwSrrs6JDHWSAri*w;910-Yex_!BE>mAz>?IFAHJl__Y
zG0%k3wpu@n<cc<ZkM!PS)uvl7q*8L%^tFz=BK$LjK@(lf{jFs+$<lTif$UVrm@%?I
zxXF|mO8Tq-p_Eq1kEsLt!Mp{$Wz<G3Gdq0+eWgytWgTz<NQL(`NEMlo!$xresnv4;
zRD^2o8Cj`4xmDUuyzA}mPt@z8kDMLt=4<D8;s(mChs9}bg+QFtxe~u_L-Q07?}nAh
ztG5b=+NScA`?89=7HW_^+~y~etPAQ=5^tk0pAUa;+a1?@zg_*^eW}B_McvBJ_^h!z
z%u2%VEUy~9_nc4{{^NZxB=ASG%7N@wFB8nWa>QSMYp>(e%s+~E<tenYZlw`IS)AfT
z`Gt{99(Jr1uyWi`)r??F)A@slj-vz9$@~6Cv$a;E=jAIwd&f}|JvDQc0eH+k?rX(v
zlv9&l^%s%5Q|tJ*uj9}3Bu<PT{Z`|8G0u#SU0E_I1v$xj#c3r@kA5e)fYoRk_{iMy
zHbl#5=&_`8Ly~G*(-Hnwi5ajrP}Ad)YwT!30)Xk%>X4v8gnpn7o0EbWLX+x)mx_g0
zo}u&3@cEH8^gBgs<sR9m<qyRbAJ5Y+<bH9QZb<4CIO>%WIP%9Ds4GEcjw@$R7aE`U
zZiDUqkWQ*g?3>IN{!(0bET8zPlTCV#y5H8J@*51k(Yc(JPh(t8al5hpw!2a7xW7n&
zsg$+9Bq|C}ttLnbGR&KVd!SNNtn!BxvOZlg`?jNGVgl*9j45*ynOs+{6^BNT3<T)g
z$8ykg+=hkxO#yb7u=DU{nizyejXpv?(81%cH@AsT<8A9h$NSYM+vA@vQKoDQP6<~c
zqn+Zw1h#bmr7Iy1V;b3Mp|7B3A>~_itT2*hI<$ktw3aie9amf%toYfBK_&89x>t+E
z)(oS5L{@q6@Jn<Rs$;BNVK~1{bF@-SscpI%rCP=NSlQ&0#q90$?;sfXDyX{G;wd-U
z^jg~J^qR1~&I;Uzrq=NGwgvWe;!;DFIsp6N7GRh1seM}?%?zm1Xn8P4j>EH?&+O@|
z5N>u<P9PB~1k+D43`Ed(5X+tf6T)9UDfQ5tH?0Fml62k^(lDpf1~_5^Z!k98+%zXs
zmeN|3UEPIg<HNx67TKl}^(r)z{%zkxVj*|=x0O%|lry(63%8+~RpD1Hre3dIhwy9Z
z@x-Q7yGe|Z1a-!7g(^r{){WLi0fnZbQ)crfdA(A-gd(SFxqnyM%UeW}-Q7K5*_ClZ
zsSQ;fg+s~|ldn|8I%%o^Yn;l79TOEd8cJ6OR-5pnwx_d(^>R5|yvR5=+iBc;G)Wu*
zd=xE76193WMa_m$vb@Z%C-MS4fsWhEa(o>(O&HF?3B?nH7_;5(=J|;uYkD!Cvs6Jw
zI#K51A^m+S)Kk1VrQr^mO-#O>z@t)~rkg=3yskRHQ4Zi&sdY@=vhdd7qpzu<@>3oY
zNW4?P0BKcoeP8gTWBr?UyoSYD8mzQ5cLUv3T5Av+Un?S(RTpx+X$x1W050My+|O{=
zEC_RlI4SjOjQmq=j)hd9%UQMSM4~0A)Y(gC%WD=-Q!C;ir7+)5_sGUaY6wF)E;-`y
zkz@8h#X3(<jrOAI0#BY~7+sq~@D$mezE27&;w?stgVvMo9!k}Ht_!R>)Tj0`Zc<g3
z3r`rtu-QMoG%#zs_2JM%IIic+Y|M`70l#_!W^8e0t|)8uPvN+C?s|8iTKA%}x5xNC
zPDY*YwEhvTID0-9U@ESMtY?0Bx87>D=xL*Y@4<=Yf@<T_KQYv<Xt_)M-6v5F9}lK3
z2a`rFK2rT)<s$V`!J5?*N$Nz!R=_@B7}z46Cbw(8dz+#%!{;fB(!rDB?<WM3GqtEK
zmcnii>ULAXphEC9*@(7GLx&ZfyAq0;aZM00f)vlVsTtJ$e+FEW@nr(FyglC50S5zi
zV2r+aL=4IG6-x0w3v~$|B}LtzybCNjghm+`z$7#wS8XFLb$x9PwCJqad<_eILfO?V
zL_120K>~ZIG8Y*`U3f1h3b;u52rkf+-HHv6-C}}?&cna;T&>El0v9tI?x45`pLOIJ
zRjVCB29W*9p0x0@dDWT_)1DVh>|?1OVy+{+4I+6HAbtI_q-T?ssvg5j?1r5fBnH{}
zw6x#2Gii!9-4wuPRyp>ljYL(~johq1P4c*EWJ_yf3IV?v|7Omq)eCB&Px0Wq{)@+!
z+_r9&+Dp?16{7NhraL!(*iJtP<^G8Z@>^c{HE^1bbJr^)3S1|1YQ>R?Wy^WfZGNE>
zF?D7`_KeXgTe@kre1WaKr@nW!Dli7!hzsc#Qgr*c@Z)Q_MKvCJDz#}E{p2miu=Q<o
z(21I*RUX*+v~-FIBX*X8Ms@lxRE9K{Ayd#&jo*vrXH!QPTC7IPM{&E{c8#t=1vxZ7
zgR5dp$i~p|kKoVZ8c`5e5Y)wG9i%o~Cvj-^d=N&-@4#xnm0_OFU4)t`fpa*|mh2tm
z14*H?eMk`1<k4#Eod0iA`7cFugBk8)lJAR^M$uxO%yO$E(=$dZbC>daaD!ITA(=&P
z-B#ZX*I;X0@*bn7<>6sdj}$SF6pB^O64VLb2KNyUn}5jR#z8^@xs)DMrN*%Glmu(;
zTR~t~v?cStaXWd932(y+8<1keQ^iqAfeTN?>X=*k+Gf&ZHPODZdM3aRRzg(}FA?$C
z)*##DF}57QC!JjcuOq$0d-vOiHmX8o8HK3XGWWq1Ui9d-ZCK10R|ir7RJgot$+r3E
zl|1wYD>CWF{BQwmipMlQjLY;E?!iGanhHr<!rAn)gpy6yr3t`cvM$2j2s4?n#>Y#L
zv@lg>>y%_S5yQKzm7>?u8&FBWyb_G}R^(iGFjhRC3X<aD@9mZWm;<@7L|K#~xcOBo
z<{I_BHO%>I(OISI##=o{1ck<_vrBYcRtlv&{A`NCPRq;@2LnWTuw%N;33_7GYtZ`N
zUm?Mwq73D0N7C*Rkva$=Z%GmeslK^m*d|nxhW44WFx9EnGo6+I%TdieEwYkLunZM^
zO}`sP7i<P}ZS)+920+beO--9;0ZWm1hnLe>nM6ws@r7og=Zx)5bp=V*E7cOBt_HG_
z(0kqJysC8I>jIdfuf??IDIw@UHw~>@uvSf7FssB=Iru&dH`XJ|6&9yo7YA0_!3{L+
z<3G4m{cE=QSOrb&_CQu#s^xw1BhdC03!OWW!6<%KE35kY?WJae22)G}<44#VG^tNw
z!JbPE0EG{KzylrY8ZAs-n&;xP;_vYzvNbFdUm{d}G1JnAzJ`8zd+(0$jujbHMjcOG
z<?O)tbYSZ5&S_lRrN(7#xmvI(z)DQq$y1#&8E-;ssn^ed9J7%JlZuhQaJRNXeGB9E
zyiKW#YsN41?q~%A=2KT{dPv39G+4=ZWf^;xjG(u)m{r~LzO{O!-L5buz!9T}Ge1(f
z_p=-2^8U;WG@={vixpESdZBYxoiMZY%)fR-t#EHe7&K_QilyGad$J=@W6rAUpbhgB
zNtNm$`EQlfQp}!jKq<EJxu5U_yRBTr24C?X1*1a~iTa1X_x?Wjch=tGr9Oi^w8)9K
zSm}VN-F+XxntmINeH-whdP@h8STdy|_H-~W)jXL(YqfCCsBZFx$F&Fj-ki6IGGI6$
zA5A?bUL`PtVHnHQ0{zc-KbAoKl~gPeplb!pFkVsm9M#HA|9BTW7^<1w5caVF^(oKj
zF0TNy3=rN0lVB@%tY9S~06$R}yjf2M=mxbx%RfX*Ep<PZ<xVQ?-JL^gkfL<JsUXc;
zn3w`qpn8A|*K)YzBL#x+Qt_HwWO{g(M4%E}Jnf>RYIJ5LS#pQhYiy7~z%INdq?Y^H
zwzV8sLGI$zXs<M;;8dabonx<uukWb*o<O%e(#O5}SKjK-UNzC3>%#|Hi*ODH<KN{X
z-g7VLLghZ`Yu`*T<hm2H@HOyTUwl}rDt;^k@F?U|u-17fLge+%kI*m*Ojq)*qJfb2
z%2Sx)+4T8jOqzn9tZ`LQ+V!w0Ls@*zzN+wSiHe47grrZ>KY7@?n6BgA;Qnut_pb5k
zay9JrBV+<NKWPYm2zx?z*8*5G)cqz7=pSG3u&CvBv}C4@tjm4od!PU>$_at4tZ2$E
zG1f*{9pm5uwz)i8ctQu9QZkzsayitaQdHf{pY5Z=hhnE4T^|4W%pFBU@dHmPlM9w{
ze2E@6FI`DJ#W|{xXGway&}Pqfyr$Ca({ViBs6=<w|BZ(93x*P%pzJU?5K{obJ>~=E
zGMqQBz|xal`YbcXWXg}y)sFL}4qXxp%uUfsAZbXlw1l$7L#iO9!Hz1xsgfpnSGL>b
zzmVOk@5~9{;vW%k>%NzVXoKxljB?3bLv4$~Sxs3jurQa;=kc@Ty&HEq#-(4?=&72<
zv{b;eF#4A2;61CS$chl3M64y-_jc|v`jz*g8vz-XK)?1z<xy~D!g{wl3P|SRNT5g)
zVFs#%Y)ADe2g^(lR|D6*nv!F{@srs~=@_gb3pz6f?=Z_-7OYMvQ>Eo5d>pLshls$`
zKOd5E_c8AlZw^+G9;(BfhvOw%uU6XYSxbyP9EtA-6UpvXQvxA`6$i<tOUzCpx+ZoQ
zAN*xg`gD$gwG66VFhkd+lt^HLU&C`&`bnOM+#^1mFmbEQtKy6EwDQEf{-11`$_7!Q
zPmed5_DplfjsadGB_yca4?EIY{{0ex)!gqKE+VHjKW7M*MyNtL0=2b=krYd>etL>;
z&U#K9E;$n@b<$NrE1>P_{D-X=B@{7IO0F`1ymH`6Bou-xxmNDU+s2n$bF2bV=m3yG
zi8UzccksTR<028@fhc0EV+@dwY0mJq-o7(tll(L^NKz4KQUEtTK)mkYcUMS+DXm%Z
z?SHJ|Vul-va~N5T0sW`aol{?I&9v-Vrz&w<603hnlGWsD=397(9-rPZ_P2y*)iWha
zJ)CeYs%)>)yepJjuM_H(Us^j|8h*4E9y)~**&c(8R!H4R7iiJ9T%n|oBpzCb<<x^}
zL_*s0+?Dj#Ywu4$hwf>jyNvhkq3I2a2&=SE@v{LC0Z<T7bJh9ZVy$&?{8HcW+V5wN
z4keQAR0bWGxSiIC1>VVMLlQfmVp_yK<NG_cK{pgC2S2Xi^aqS;n2m06cn(Xy%eivh
znbiG}2xrzoCvc6GoMr@tMq*;9bqh&M!Kn=jU5oEZ4RssnP2soxk7h<e``;~@5cHtV
zwnOQ`@8yBO{~KGGBi}|f)Mx?R2bA<o>oG%ya%c*iar5<<lbFLcw2`bEWi}|((&#!j
zlosNcGeloZp}di#23$Kf>1>+66S3^<zq%F^2_`%<UV(6X@o?Ov^YGebpkmG^gd=T+
z^Ys<5qtp@;Hsn31W??N{>*kth$7c{l-HKmjrzrz4P)G?(LQI1c@1mBFJn94Nz%vHW
zl`fJa@vtZpESUK&@T0Nb@WT?S2{qoQZ1v6=jz0f;J(5N`u<qIp4ZdZjIbRTi5GiaI
zO}Q^+G@(;uXXvwF;`Vn=aJY5XbC;@Spgd%Xm@we`qNkx=v_?HsJ0sms73(&^G1_p-
zbW3+qZRHst`{M6m@uy<owgA##F7$BRy|wxMlnZ$GcIy6~`ajL;$!OkZ)1|8VyjPm~
z%h!D5NmYiGw5NcKE%bO3_8aPMoai4&u&Ds|A92c`X?gLIkK&jGj&iE<C4a+E<PdUN
z?0&?-jSw$FDW!+IF&SW}-Q_B~qSY$R@~3cm%zVa`S^uOGKV-H?sqkL5q3C0kxxSa0
zRj-?x3Yyr>xx_LsbEBU<-s>?zL6h1<4Azdsh1)eR90`w@PMts~|0M_gC7mQDWRI>-
z=j>hys><K&+Biwn`{B3Hd=T8*?e?^Mv=rgoWb-sPhyaJ(KCXe@Ij#taskL;E1&sYZ
zmS3n5!?%oHyQ+!$<g{&B-K1=&SepV(EP~kBwtp+-=x2JR{f0b!5PQHo>8PG(^lBrp
z8tB$u?pJKI0*9sf9`ZH`R4sQStLdLeYjpCn(-`O=@Ns77aeG@0c6h?7?@%qETu4=%
z6VV=v607#N!Ud#-PAO=iKLu_C!PY#WO5XT)d;*el9%=9p8;)ys;^OT5KR}m-FO%9J
zJ;6j>(INvQeno9>N515;3{a^|5vx(vPYz8fWqJ?Zp)?Cm)GBxzY`~FWGHIy5hU%zz
zTlt3Q`gu<lg`I?mH8CZR$)YtTJ5z@g^-+<PV|P-RjWH=e?+PEWEAU<l502R^w=No&
zj*mO5y1zo%w8+Eq)Ze<)yqp+NB|p-}A#CSs+fSWtSn|uNBm8DcR|hMNok@Oj8RAxi
ztR@7sYSbE-aR<F)ij9I_i>Da9L*#oXY6~^5HTasI=xY3d-hN{8zBSC}79S$`lw)wy
z^wf$sGowl72J?dh*XYzEu?nU%Qf6B7ixsH*Az~$#)NI3m1NPmjb)J+>cQt&#3_L(8
z>O_(VLjtTuL*+d122N^={S8sR(?UV!$!m%y1z+xD(<=6X%EJ90UiFru=QV5z$+fge
z4rmS$g?vDoOzMfrmBpKoXi<uKfR_?F*fE|Gx*_bCSV%c=Pl+g&(E@;p=osq(XrOw4
z>k_EDC3HAuLyY2myHsUBX_W>k1`l&CO)_e{xlrw0;f)7Lab1~%oy{R+){>4mc6rnX
z%|c%nkb|I@pgUdZ<xir~w#KA}$dA>5zZQ=x{L8Y874fb4+_l!?d{&B2wHT0-G3%FW
zwVb||!*yS{0f0-5mg@^?buTs#`2{Aedk&M)*o@<~D$NN8h-LbEJ+LD=G|Srz^r7ag
zPIF7uo0b8C|20Jr@D{=yiH0<y#d0t&-&4)+9beatVRLNZKP@Tui2gqX7Z_*b+H272
z`ID1eK?e{SDE(4u8z@1Iesn7BS-2C@uML#t7moIouYAC)!TVYOtp|eS2|Y$#!|!2b
z;C`Kq5PgUQbxFmJ&hk?a$OyX((tkAWm#LXx|G&=YTDR57E9%tf<o~8dLx<M2@lmJd
zJLIV<NhEfp!%Otzw&j(Mnnkqx(3lrvB1suoewJioQRSn>Y@gI9)tV3C#ShUCwN(I7
z7;Xg6gU1@S%yCO04LmQ|)xeQim~ir{vl`*ndgTbGAP1~gnGk#H#kR`%VA>=E8Ckmm
zKQ*icuj*@tRL8Mtv2tj{y~17d^v?%tyt><O#zBd2F;G?ysa*NF`6TO##b1S<3Yp1q
zSW2zO(2wmb9&?E03&}ObiyBN0B=slRp7B1s0iLfOz0DqO@oK?|Bz{it>-l8iGLryc
zY~hclyc2yFdvVFb==-P6v1MA0jAhCqbV!ycY1WXavTeGXkuu&D#u`1_Ju#-yV4E`f
z1@h!)zL`EeEJ&oM)Q90$wMEhLO2di`O+a;E=ZoDR#FiSeTj!nIFCbx>#Msvw@~oWl
z#wr^f(uQ@9;0Mg(*l)L!)xiu8;~o_EO{bOz5pZg<W=@$Yy~(-CO#?jpy!>O-iF~cC
z`<*sM8L$6kPRQKKFiVzhyULS7nVM+Iv>Usf^nyCIM^ZhTH`F(Okc337@(P*)IrxhF
z%jNoR2BB1dh9P{n6N39A-isgAY~FK}>2V|vs!6Cot)xw0jS2*H_k<f78qGH}`||#y
zu@}GkKK4HvhYByhu)7QD>QT3b`WmB#PB;>LUudlJ+%3$~r$aFApIT}4V%AUQz7-_j
zYtYD{#?@M9q?`GhgFdQ$xP;?WzOEpAJECRauoC;aUn|f&yaQjY=P7P#h}L($!uHiO
zkRXeV#(wh@xw$L2&0-oh<!Df+kBW}<GgX71w5ht>N*Nk((8}^KeVYM$XKejuVWEN#
zAvCf<5h+u;p01`8O88hY&Zx$#7F~!da<Yv{e;i`pe)*t=4A-~_ygX{Em>BQcryXdH
z@-MR!^pht0!?~@GZeIY&Ow?eh>VjBE+T?6zBHs;z=~OaIIIC0<jEsNKVs$40qYMuz
zi?j~kQifB}%~!O2k8vz7(9%?JbNWzkG1A9>8*z9a{rnT9wb7~Dq$zEolD;BliC|b_
z8HQ=FyCes(w!ALI;X<^FSzaKREadAqd(xSTa1>-*4<KkPNR}&X!C-oei$yJRvmQKk
zMnx?mK^4=T!s<nONEu!;wiZP847;iE+fYoZ5pT<6!Jl#kTj-|6!sT%~ZzWb_-N7Xm
zDOI@1GzcTNpdiVhYs>aQ-eNVDV?xc~q2%0zP`NM%ip*gj?LVxf1mn>YhPl3#k^fo_
zq)sRqe9y}A_0a~tM?d~|isNERCsg|;OQ!R7+<MH|{FEN-M<<_4{@N(X3DQr2`s<@!
zl0THKB*XNOZx#`zS(4fSGIJg_R;cX=9913qMIMmL@xE+sXAy%xQYya}2G>P4TfP+u
z;7G#HUVE%n*7g){+5Duata9VFOXeSPVoj2$w-e{y_rc;V56Aw#5w=z}irUc=u`4Xc
zq~C$_-qIYMOI0{i>qC~D{>hQ8YzSIsfI|m7Shq~HWCXqkvKSx_k0LN->?iTd-Xxj9
z((I=7lnkpNXA3rowHOOhL%}eb6WRW$^fq7oP~U1MqY0KVvJ-J)D%nLOx-K~`4aele
zfx(sFk2M&D^c!RpRbQri`))bV6?-X>+Eu2ZZXK?vbO0EPyBP*Ezcl&3-9q1e>=Gl=
z3qZ4FWQ3%VKuNgMlqF8yf0dn{p1Y?_9q#DS{_n0Dn>aO5<!Ey4JMhfKb>Ohw!F{qU
z(Kq=xR6UWUC7wmnA~X4@E`Z#plAqweZ{!`kZNuc7e1u=t+)xW|tZ}Dq1nB0Bzf<~|
zm?zK4s_Sodj7aPY<#Q<N0l{w7&o4BEI(F`$?q#~-ZQAc@-=uKF(NfFn;1muv*P~V$
z@1>+Ui?DXAjLoe$Vb{hzvoWg`u_kZUG0ViNoAEv%0n`VwD>#FypBuYE$@<JpHG)!)
zB5BtH-KmJg>eSGnUHXWn?gnZWqg})wCFHN?|6f<%9?$guzCVgeB-)(M$88R8hs_~}
zoaQiwnd3->*hUIT^sc0k<xFBEW*eJBjzv<DQL=IvMLJ1Dh)Stczo$OG-}n3deIE~d
z*<NP*W3S!!bzk>&U-#46-$U0v?b}4w`hSr%I{b!$i9P6OBD}*!9oa#7e&`UC8LO|2
zEKQv>+{+$qZ%Pp(I-(^T#ISAj0>_twjm-xM-%^keW9&)T8Gg|D60Y4$0?YD3LQU||
zq;${p3KyS1+3E6;h%QI>$Q>3fQfpA-UAFA$u6#=$3No=SD17>H$`j&to1|B5<MqX2
zy&|vE5N|Gi^yL_H$`SQo`_Yd9+egd*OyiaOhrvXxyfYt^A6L6RPgTIaU9I)mRs433
zm6wj9wf)1)UzCl#!DZDJA=fo<?jL`jGMyvnGf$j-*ZDi1L81S;9kzH1rBfZ4^ZnqR
z4WDOgJI(qm*ZW6qyUXe~Fm^~Jgg!Ut9XFxHK7+UOH9~$l*npiNqh+H7B}(jH)q=fY
zl5qT3RxIslmi*k!(H{x9Pjyb!dYrUm{+d#!|AW0Q*6AE;`?adL=1|qCrU2Hh!huDe
zx{^Pw^JvI{=Zd(X*3tE;`&(d|F9v;w4>tNJaun?wQ1l{(o*I$u582j9yWho^2uRj)
zT0;kVjw|^h#0T!so8{~VUFFhE9_#vQ8GJh!l*lM|lk_i71{MNbZ^;8e{ZZ`?o@nGS
zLw4T0^b7xd8EKO5bc9z{9!rsnwfypS)q_Bfte4`4o6U5@Y`7m2f8%p)e{RI$itTP-
zl_Y%ja)?yFo|bjteN+Tp`kNM;u<YGL+3V0{T^VC;@h)zCZ2#b^0|d|3rE7&kKM1mq
z;>|f&_zXKZb^*&f|0uj5_Q%-2=bQs48{W^(h5a1QWP|2$ZrSLN`9!Gtc!6*QPvF_{
zQ1|!2L#25OVsM(z`?>c>ar8L=+Hc1KbZB`=?UUP~G3Rg4@+iG;1=}WTKPnZ55#B9o
z<Le*EZ2k9o-bXhL_AFhgudp*=mW{bY(=9akh&`6%E&HSmdBb9~z2kcOFIFxa`ud9$
zG)T@~OpDxCOlH~J;Iv3Uf@_i6pH>}R(}ER~hCQ_R&U;|X`CehDI6p<E#kj{15~qAa
zoSl*ymDTIXQpfw4W9g5y|K*2(hM<O}w-Dz$&3u7t^y7uZ%ewxgn1^-8)~k1jc~hRv
zUPc|&d~Jop&9Pz0ATh84=@#PyoN!4-q@kE6wuAE_o@?<~bnjS));SDac6XeQBJ%BS
zjEy7ikVZ*sAci1CG0CKM+{oq9<}O=Yc|2f2-YeHW6f;su@?eI|H}i+3NIcP0^6l|x
zJt;<UN3}3(nwmG27f5T);d(1lyv<ku{ONsU6%@D$XN~!xy)^MWw>@eVnV)?Nn8wb}
zGOoas7UjyZbsKWq%P-9TV-<<*`|!vrQq)?^1NuxII%=HdYFwTF?O%;OuFU<3aY{+F
z9_g(O#$Mgl{i4X+7pGc|1{PyGTlPDpX!*5Hj&*y0HO+hWo2E2Sjr%-CST`D*y5uqj
z7dEh4=8dkmB_eNrEKZX9@*;NbblIh);Gq5^qo*S+(fp`LqHkVH<hJ4tc0{w8#;!4w
zqAiX(`<J@iuW}BXFpk1_doJF}poen3^^NySu_HefP-kBp>-BB=w_nd;y8jrtQvjOG
zr`n<nF|T5!lI3bOn?4W+DyWeT;*@mgz-5g=>8!#pH4o~^M?RM$3v(rCk3ART+zT*7
z1a~`XG|#`iWtZ<w5d>qHc5W9CTy!u5Fq)f`4!lB;x_QIG1xO5fvee%@JWc5KctDjy
zAs_%35(IiS_chq;1e>8q)iK#XF8~EvWSRhj2N^<HpejbeAN#|G#OqD9GKXVc<nUx!
z;a5;Wo3XQlekplzWVQs0nA%aX&x+zW<?H4oMl`%BSlL23oXeN0`35@fXep<<`Nzci
z2cSLYPGrk^hYD10aRWa*L!c!wMak*KUeKnwg^eV;Fy8<lFNaSVH>mr+_?Ewqts1#Y
z0z(O~wVYomZ~scZ3c|Z0z5+MlydMC)gVsFId_Ana8s&Bds!wt5!#N-a?emBjMd;WB
zMRU5oV!9$ThLA0EygqwfNA(LQ7MKzc9NN*6hdcc5R8w8VVf!PdOEo57=R;zB)l1UR
zI2toSs}gNFI9r^`Hm2IU&`9^$DyZ;cF+HQ}NBmdFZ|CtU`p+@$At#&KCDxct40VL#
zR|t6laa$xGMOO4lDxi{s+PRNH9Aqs;e+clOx-d^tPE`~HNr+k{{^YIueoMdok5HN6
z)RYkIgsftZZyJ*`IgwHo)shVfPPuvENXG*HKKz4P#!u@j5`oSsqOpVKbz~N~EdO20
z)Ea9F>|#MAx>(<@VCx;3Oz@<$A1dO%U8P%3?orRGrM*8AB_%YqK?`*CUs8J{KzqV(
zJCe-6@xo@l?u}yCJ}4!ORo%>_Un`w#fByWteo#?J+>nUtqsBqkJGk(!2}`xtNh3}r
zm-@7q>5fy!T%P0i$UM}zIZ{EEZP%lP$GFesFZh=|mR>%$&Of4alfZS#vqdc*oOv$2
zk7yS+UP?1|!)0$Kc7`^nE3<i;T4cmj9*H&VJ{>abLbD^arvku6&bL?v_-!QoQlo~b
z#pr#}_!>Bmn46KMVoBIC@{vajQ7%s!J@0*zF>kZKAUv0UDhrP4nJ#d~K}X0_Zh)fP
zv?_k6Ohc3~c{=A*qP*Wva7x$`E0NC4^hN(eT)Wr&bIpk6T{?kNH`&5C{kLw>Vp?Fc
z2~kUw-2H0-!hg-zQhRVV>13?M*ugQivT=@Gv+hxzY)yA{cx^FL5W|+HHOTNYv{70q
zo}+fhTK_=c5}5=%=eT(-zJsSjubKpFL|ww2uoFA;oQJne7BEUg>a*i3!mJR*Do<@S
zIpt%%fxDA@jqa~GHZ^2cBvz*&6Iu>=7Vkght6$)_T9=+)74MX$$TqKuAx(I@HRkXF
zT#zX<-W>iSi9;WCwxY<&qe^&&E$+Po%w817nXw(`p|EwDZCi|`+tYO^0}*B@%nsPz
ze(D&(`~|+6NqH}=_3}f5aX_6JGtEQa6SF5R-BGEY5l_23A9gITK4wo@(4O+O+PH)+
zadd|9zu)Vsl)U4|*e8zPa(D%Yji|rd`&6320|vj6f>rZDmlLdXEw4+8*{KZEX7sBj
z)I&O5^E$+0Zw{YXnQpiQJ2~~JLcu##%%DDMxNj^&5?gu}=D`%S6LX>0hCGV%nQ@~Y
zFhxc4R6Dc?`Em`bzIhP-5gD{m*5KitC7H!Ft3>hLoF!>=W<|*SWu7Kz(DWDvm_6gM
zQm9xlTUGG+LPf#NQvlpl01+|-(5vbPo1LJj4^Nhc(y4I3jJVJMf^{Nd5x^P`gtBB{
zPCZN$wt#v8cMk!6D|n!9kzGNE!-@&S@Cg9_Lsl^;Ik>=EnkPbvA(%Gc>@7pNku}1(
zPApdNZt;H~@WS~3Y}XHR5+>->4N6rxd2wy05+$$j#XY$b7_=k#4P<6a&HI3-0xba>
zz4)a{mX(*JqI=3Kyr@uBo7yQ<{Hlj~Wq<;I7y2%u>i1CfZ=Da~KZX9I4A9~w^)CS}
zyZT!C|BGe$ug4LjP_aC<&%SgSPEBGhzFfy&y`em{)eQPsOUOo^>X<aK7|(uhK2sx_
zZs}zlP7n2WDSjN)*i1WMYU$%SrV*h{dvMug;*cZhFcTXmS4w+sS1U@0^C+mtcxNX@
zo5>N6n0vPo?VUSWi-F0Xj>8i0?b3wg<b%hMm)kl*jET8K<W*qq&{rD4#JSurWW!4D
z>`?G|Uq1pa7W4QlgLV#2%Y*pRz`0GPTkh+Rwi(~0t#L2{KfE^0B12najgxoB-Pmu5
z{#luZD;>Q(Va2SwA_`fKWTnVN9eN_)#Pdo!sryDgrW1CF6G^Q|p3rKH`fwZG5KdZ1
zy61W3pirzSt#n}S(fkJ={pgnonx$y}8#tGl>6qryZ%!@wU}q@sEN9KqEaxp2_Mt{V
zKNx4^-@yPQGbJqNj?MHDe)VC<Y%Xvy2X{cx0@O4YgNA8GWGmcGkm2+aa4oqwlG=BI
z1FJZN>NZSEfY8B+4K2!UnQLZ3*^Brr>2j+O?L_mW6egcp*a5N|I$@90-)HUym(?U(
z*aB6_zDk<MbQ|@cT{_h`wYw>YDdR?Zh7IO5Il^_OY85d&bA3ju>1MXnk-u1ocE0ZO
z*`46aJR~(X|9qh_>BJAfP-y9r6Hf6hY95n1{B-Nu(b2N0;n7^@224=+;G9SCRJM&1
zws3c(l6+=DZPOHD3vD5D)Lh$zz9N{C{I#aY^A!J)%35v5<F_Fu$x358K@e(46E26K
z%JxVbJKFo7pR9~jO7i_yB&MB@+z;)mMa9iNm}6=`D;>F|+=8fDd_-8pAMg(snKV#D
zVp^=YM^2X|d3{$O$q7qcOFOJtp~#890Xbg#(qFL#DTLmd`NDC4t|BC41Jf}OtbM43
zuoAvH0lnZ8k-NoJw*vG~Tw;^P3Hf{HgPJt^9FeuwIL9!p%-If2^$rSUKL1eDeq8H?
znufi-Z$2<vue^ittUNqKcmca+(CMe7Vk7;nF<u>z^90<))$GCU<6O|%>O{u*l*L9i
zp@tutJ*#_!H=3@aWh8U8vQJRoHIgJ1hNi3DQ(QVRsrgqs(LsCMw~ip3b2F(~RXj^V
zlRG!4W{9t+NGks9Mgk2FZTHzjc8FBx`fV3}c#BEY9d;h@9w-~(^AsIDsod@=ZQ(S$
z?KHJivWIH#NZw8~b|%9G;v7j_P3fJNXb3nDqE8aeFG`k1dEsdgBAlKqLX0N!{}Qfn
zpsj^~tIwn;SrJ@cm@U$%@O&!d7^t7I;wV8)Y@s)t;z_}USYNRu#5qwM&)<x}=~1yJ
z1>-ckmQWY%3LZSYQ-N@E>%3dIR=sL~Ucc1No{<Rt2n1*8v_PrTb38Zi;XjdO2E|XF
z-zOu(v2PB{*Ht<F)?+{$%Q+m1d+9-B*wZj~&G0^^c%Nf)R{OrDT)dm3>+#E8{V!0;
zZ*^<?@JhMtpB!D=Kah&Bzjg4?gDF2t-!wkC&l97von1v~dZ$h}^Vpb6%HuGmzle_d
z^Y2C+!kttesb>Xd*4Y3$)$I_7ouU!#bzvnJ=zWBt&p7yLxQ}|9la3}rZNM7g3ij4P
ze-L`3Ua({35iYf&p|psk)*E$W;X0~QzIiNf_+vMwg6JIcK-x3-j8FU0Wt-{p0ih!@
z{)^T2R|3RvHD=Y{+hJR7Ak|gt<y}MG>F>{&3>t+lM<vuG{Ghc&-aLT|pK&-m_~^#U
zH+1CVPqtj&$igf$wdRKF6VEv1I;Iv^C9lh2A9N*hOib8y375+@`q8pcpWMkzj<`vK
zTD+-3AOI$SK%X7nxw+0ji=5HaI}$b$o=Xe6p%0p$vK2*KfNBdI$<*l)Ja~%88%Oev
zDzw85y-k?BJ!lvNk4>6{wiSw}xs3{t;XGOTv@~jT{0gdY8RRE;yAXILI2ST|Ws{j=
zs*3ZVK!@ecQ2hcD4`sAH-80Ecgm_TpHJIiiJw{X?bSuH3({RS|mI~Bi3;F||Njb)V
z?`r4p1a#ECF?l#(cd#_3M2>SZ(Aw12Rsw5Rv|58J?Ic>5Vl(EFWfYHA>wxVimWxps
zLuRb~t|`c#AnKrSxy+C8yi()KP+npCwl4pGt`9=t>RoPE91`j;6KE&n5)Ui2A=}Yu
zH$%s(1G}@^=<GP!aXFJM_3%Rh<P%mDkG33QLs-~+i_<Yy6U=@obbM1~T0puM{;2Nl
zcx9r^NAKX3h<e}r&)3nrPN1^19yPn0&(`qbKKf|f(zYD)D=cSqEconY58s#>dD6bd
zdDomYy3;GX<FGNuph?9XjpVzIv)tQC6ZRgwbfQ|E_Oh)&MCV%ic`8382x9F2V41#n
zWQW-YPwaPC5bo0&tM#_rz>ljzy>W6(orC<(Si^wNuKNwHW>fMNh*jaR9YwUT`m%;N
z^IdUxn%#F+T1}J`BbmT8^nf8>4`oS034DSLd$*4o-^IrW@!K8aDmf$4+$4w`u~5an
ze-e3SueaFI1)YQ3er)R7uhj#^)pmV4-8{dOhJi*-Pp}Ou=RN0HvF;_=L$pk=gtoTZ
z=cUNp<vr!zgP#zFzLS<GYKX@E16MPHqU<pi(Fn1K$UTRQF*0<9E)<Uulq|$!KpX)j
z*Jj*+bkOs!p#Bp<=$S);)Syuia6r%@!=a)?IJ4rQn4T8mo+rv2hZS=Wvc!ivIB%~$
zQPa(}sFy-Xs}KU7*gEcDPI%`AG+iT_!mFWXED7qcn#|H{=3h{pp$Jl$NWR%810loM
zSGFA4Y~+;Gp2ufTWWGuzP57(eHF|{<Yu(=lq{(cR!Xx#~qhiVOePtnShWnbL&vyJ6
zCY-)=_WL|Wr}xBxffEN>5&b!f`xd2@e`gilt}s-1T6bpXytVaz^J>XLZocVgQ&Qz4
z<1GYcAM%DdW5y>cQm$?^up)_1Kd#nvUt#oi-&*zHaj>che^q{@^wUotvztnk*j<Rv
z@`x8vmYkpXw$q#zbAnTG-=(}I-*J6NvdHBCB!lwAkACC9LujevQ0D}sKvBpoKP0#N
z94#}eb((h+UNmm&yo_x8mk=C89d7>BK)X<f?A+I-k?$?~9aa#biM?3Z1#j2!xisnu
z8f(%-ZifE;pR4%gn$M0gUWXA=CrDt7p`)Vo5~zEP!8iZyCUk&nHpOish*S^{fP<V-
zv>Ct^dt7LOZ(E#z@N!gZy1<2oFm!VRA%P0t-5TS9G2F>j@WQ(ZO=p8@`#(opN6@ts
zgwjBFlL`_C1GPnT2nUMpAn<t`yV7beo&d5>JkHsngSk2L8R?^<>`dapob5zTq6Ux+
zsE5Y1P?0T!Thvp94oM?&iO?P$lVpKu5LxhETUs{lo?C<OflfOm2TVA*?YPW-!-0_R
zjj^F62Z7zQpKzHR+nIj4C##44!WRASJ=eQKBN_hQvJ9>4SUKHGX^Qi}PwUW2Hjs*(
za@jpk|2X-4oc0v=!3XdMOUhoS^L0^+r}$cqR`Vr{ns^cKeyL5VGVei~ggXL*BBa`f
z=UrU;K+uMXtg!`Zq9&2tLP`s?og=X7z9)o9<31acR`5b|!!x?(SyA8Wcvh9s0iV4!
zuV~k!-)Yra%yM++%9dU4zRdc)2BGX93+i*elF(%)cOJE7g<#7$G}aSzd=9e<$5=-t
z@1c=$4RTD!`aLEYm3xjM7sEnY)T4z0vpzUHp7hd>p{CwrigTUReP~a-ZB=G#8)un$
z9h^nJ(rIteHhHJKkus$#Xx(>FY>nWt{cpe4E_vP>_evdn$vWk<goj#RPRy?e;~s+V
zp7wo?<GTCOJjdO)qU@=NcQ`Gi0%pL3dIHYX5xGw`^iV5+*6E0Gp$qVxJ1{a;Q2))Z
zx75xZJUEknX;(MZkofJlQs?Nu`>H+=T($&K?j+>a^xpdJE^$-Pz})iSwVr0S&;_nc
zwbwa!t_DiPvvrY>%*qR@G8s()R`jWKE<96&e9!wFq8pCFt54#bGu)q3lU{q0Dt0O>
zB5il~V`0gaObDTal_B8_f%&Z9Ts2BixfO{9C+Tw*tuNC0k81QH5h15_f?xGaG9I=E
zUcHNbe|xX49`-hKpWOUE8;Q*M6=<qMvp}*`2hy*WN2<D2u2dMBXgpXwGS^ZNHEeXY
z%h|-i$N)zizik^|KXo+EPGukR94~?{Wl39RRBI-dp(C~~36k}hrQ3JRRn+S!%K7Q&
zJ(y4qKE;=c>kt38TP9(td`xk<I{xG<i>2U!HUiU}JanAnsPuVi-ue;aNA){Q%*5G`
zXqYnLv+3{QPgZ;W7nd`jGk%t2`2Y253k2MiMJ(S(r3=u!T5FJ=X0=VXh_HbXA@%@p
z5}wwmd-w)Vy?TY3qE0P6EoD&!e^!tDjLS0WVaBzO^awBL9uAucZcRtmE7<&lWs+=Q
z6&eDOvL;D|b#$k_saRg|>#@#~J{=RXd(wDrM;0-~m@lr~<@gB<w2qm?U~9e>pp`zm
z>EdMTmgBGq3OIQ-C<-##7l&!lWZMdT5Zr;@R3HWfabrgkK#s;P03v93{XH!W<8J<S
z6LG}3;sD0b$!0LBP`&^8Cy*GlGKX-6JKR~bMa6$>+e^s{(Ion%i{PaIx7K<A1Ru=9
z_D!BH{1OOC&_evN_ExX(^O$>P3_4X`1z-*;#MoU7N3S=O+~Ur208pXTYxid$1#qM+
z3!ZluE&+8-1FE0k?{(gFyns))<`;fKFuV<)Vcmu>dakf!IZ$UeY&lmIzd0}24tQkY
zO&;0na8NNCh`~YS^I7PjDV~-CWZ?+{->XoApn?+k4xFw)k=_e!EvZ85g2v}ZEW)M+
z1cnMi%8-zyNCD}dTSy8ShZ<3=lV>yMcYwWA&4G=7AV#zUFRS!$T9sg7)eVXfi3hz1
z05&1jkO8m0P9ee6s0=dHxedv;@lN)=_@1gM%pl-Ja(!5ll07DdzM)AqU7X`lz8O~y
z^wXw`m+<MVmhje&&LoKkV*xZ~UaC#g!x*H!=uwUA6CAaC{~wUOBT>_JT0cD3M*3Ht
z^yLSB|4<Qhq3_rr_0_kB=D&0xWVy<*v&~>%Z^PYI(<47k3txtxebE=Wk5oSRI(EOT
zR2<IosfYIc1G4vz&fPc{OOWk>h5v!vv3)WhbUQ=CsMV`V<07`%pxetrVv?3$G<aF#
z@%8Sr;_=Gzzv`EwRc@p_7hqh`){RSs{D=#B+{Bn7-D-PTdJ-BG=p1^wS|xAllu{di
zUD|6k?V8@)hFUJq`rUz6$J`8P{G_v$IB^#3*LBUOv%rfi_Sx+f$>{Xb_wOz1{8Lj;
z8VeGPCdjFgaV{$_o2GXVt#sVmJ9WNgl0RJ^yCvQ`_RHhVlS{3&ejS}d4ZcvX!PTW)
zxT4FXyO2YDTX$=$1_8_Oc2R-2SVD9-H`YVnT0FwXiKj1L2n$P04L$nv-Nk*(2#uoY
z6M<!CCf$5GA6aBse~NT%C(2*+XXLea`zqQtq~q3OrhgG9qK}~DS*dA0jOS8s7EJT<
z2#5KKc@LMWU@dj)kpU|kwMzA@sY$7yEbpG1!?%?0jr$WRrh8P?GX0$B>pH!`YMGCi
zWNA~w2qlsL!Me0`%UX4$weadc=@p;Xa7we=w+RPrvt2u^A!6>^`#vs^Y(NPqEJd6$
zv5+`8Of5aE{}>T#pvu)k9@Wp$PZ!=6IbHb&B31R~59C+x*)K^?MT8RWAeC1s{{kUM
zjPfs~ww{nm2enoRA_fDm4jB?~7tAjcvye&^Wct)}vvWuIt$Av26hpwJOvG-=+k{k?
z*2HxTo6UR1cc5*L)BNm?00RIvT2~HLJjOK{W3Qjj!##KRsRTRN#(VFCWm^9frzG|H
zf0_A)dS8Ghs|((GgVT$0ExYEWk)Dn5P;l$t-cfs_=m6<3Y>E^te~x<lJc<*dj-wnO
zx&K+GihAC$v%T+Gwp9$_+Af^35dyaO^@mTHgeY=FM>>%DLgM1RhLholPXCwwsNvZI
z&+d;<-<vvpz#RV-tC(qBt#)8?`&n*c=zmQI&b;=k`#rSplhw2Tk`+24Rl4}G{b5M&
z5@<J9wz5<^Y#%j9BvUSz&_vFjA1R38s-k)lnTK9v>v>#!%~$#CzKw?4Wz@vp+Kq9K
zwh3;_Z$47VGW$RXJC6K{VK<m@yj(xxZ+9qCgrkOD<UR4Kf4DOO?9LdC!$ibg9eCSf
zgPJ7TDPl~hf^Tbho5vPMa;v8_D4ucjWDrYnRVb0^VH<i%w4SD>EC+NeKvgD0&m0M_
z5!z&H&g}wl40?|kG)g94go87X1wi<KUz=f=RADy+XYd4}pm@VV;xz%-ZVjhmA#ges
z6l@rk&3<=~5Qw31zQySvBvwIRM`BdPH#G!4$CSkM$%U=UsQx+BZbO{#Rhn$*_6lk|
zil2#v(<@WYLkn9AgKS-C<p10209=wPh=NnYIOovrDuCBIlFyLi@S`nG2L0hhB{V=!
zBgCPr`19`2QqxOXP>`JBalC0RY7~nz%o3y8%T-ZM$z{^gLRG~~GDo~inn+Nub9R!p
z9)h_dc^IP+m=jtpn=C=`6e2^9JF0+S3aJ(#%EPJjav`-GO0GziL%JT8MdxX4_^1^$
zg`Pn)tO<Y}?0Z~3V)_<HF6y&gS6;iPM-5YgRoflNYG+$|mi|C=fA4>MIzzO|x@7IT
zWW=}YXV-OQtz{_<_c(1+gFBWjYx>R_M2dX+woAeL<CZ-B8H>od!2JEzJ5i%!53*&|
zHEu<u@XBU>hIF0VuxD0Z5YHB(9o>8KikVXQ-tU1;zm~1rJ|Utb-@D{&gxc);GJW?4
z$``E)i&ThL2ZuWat51V}Pi3r`MLl=Vx6z=Q4HWasIdNq<|IW6Zu_T$SJgkl!a%5{P
z9$6Oo1CiYVKhrL1{N>AaF|h*<|DG^gu`c)nIl%q{p_kWd%5p1Fg_kq0Pi)N21^<D>
ziqEdi-Qr!KRremT_qcFQbG%*y=@BxL_bc-5uWP%afx+-MmET8$LS8u?TFqK!9c;oh
zG@Y;#{NAs<Qm?k;g@Y+)ly|-TN0PXqvvT7ai&PXNpJD6oaQ>Y@%q_>h9U6IS8b3mA
zS9`5@PiJ{x?u;z+sxS$%zzUywi@hMc%Uo6=du`(1Go#V|WI4Jz`qs7-$1N8^Y=eF!
zZq(j?Hp?nhdo%b=BnG#?{PM~^`<r8y5$L7CNVWNu#HL!&X*(Ojx>)}Q>g4K^K3sz9
zYW!?z6|?Td4X<LCBC92J@vicdvJa-KeqHm}aBl;Jm-{N{c{$#m>kn13UfuTVg7zQC
z5YHa#qu3udyPTlB4Yhs4@2!~Afw8=3>jynY8jO?@WpaBH`ec5^5Q9zDpVm&E%>Lj$
z6ncX?IpTYfhdfFSaF@wGCT-q7w?z2;#5C{7(<m1~uR|qHv3Cvj<@L`6<ELLB=P;|$
z?9k(x4OjHN8~fIDv5j9<&f8H7CqtU!60AOVmut1Ix4hZ!gng=8DJ=nM(G7j4+H%9;
zvGYOO9|}p+w@tAt_ovo>D~kmwVZOJOT*<i{DC+cDEa~XtPv%rD<wtFmUJJ)oUgCbE
z#trMTGx5Cl(lHceWuYkzl-EK57>v;TzH(NAXZEwfMWThQbZJ$mKYv~LmHTk3d?0D|
z<V~^p%W0~gYJ3zQZo6LH<+So>TJvcZt7{nj{1jPpw=68rpqXXY++4oz;u+Zn)3;AI
zvTrDV-L>g4?X#{BvntS>G~u!_p6YJhUs}`Qr}x;tj|M%Xv|7Yw_8N*BE5rAcsY3?#
zX~E95`X#QOmbKPi;1(wLNHVgk9@=hnHz-rzr#0aU%P*Y5!0{f_g&~{=`o<A$s&3x=
z@k*}H<NI9o-+B?rcb8ScMBsS4k<Oh}kB$6S0$_cd{U3;v$ZK94qyF3P(Cqt$E?6>B
zmne;Xw!Z8B{Sj*>=VZ1&<L2n=&mm3Z6!hp<Pvd;EIVF1gWK-zjxSC)LnY`smjImHQ
zN>-PQGHuHttn@M8JW*cgzkjn_a<p~4-RUQKyqu||1<C9D`C{LXv1==TAU2J1eRr*!
z$cjs>yht6?(Vot<d%qpq7WMS3rJiAl&dVDI5~S{3Owgp7vX@`YRr{Va_3v2uTFTZX
z9#1d|UV4FgWyF?UFg*Y8330BBk7MHtr@v#Rt&uA;Uz@qg$-0LU>}u7fn&8f_bFQ=<
zGqU-xq1E*VV%Js5{ivTcz5QTEwsT2kv0cqdqvA!_Y{HMd_tja(t$Ej&;heR-mG*w}
z0oN_c<W(PU=OXXZp51B|nWNS<CP#WN+gF8q@BZl-$|YS)L*(rK!g0XL$)>`6W*bn!
z{7ceSI+Pf5RvOE8o=|CCt?NAv6kVpsMmQ;w?6*U9w$sYOKijN-P$;pv!_I)RDE-fn
z;dSda{S!%0N{x<E-o6Z<(0k?$arkkKjwhDB$N_)Rd{Q(;HO+b4C;j`<2aGLM$0ID`
zYu$qNzCVx$-~KzvzLUA`zrJDowp011u+!g3P~DwN`&-9e=SUh2T@p?)V`E31S+B{m
z+l4IkM36Q}y->PTSQN0muQRCe_Z*<~CeCI(V>PjgYNGp&<R4`j19zDnV4BT5TMx&m
z0>=0^L4`q*siN8*<LQ&ls!%D@vw)B^V@U(*xqxc+w-C{W#@GaHj&N)WfdNGUXivXQ
zA6AUv<|Cl&B7x!qvS63U;KA&mN@Q|tD+E*%R0wF8fVRnI(NQb}EukleY+BRUq=IJ`
zZU-s?p32{L2!x0L#SJ(Dq63s7o~oOgg1^l7!OcO|P0Nszs6~DvlSe$b541uAn8Ive
zr4Lxldt+IK{83k$m=-aV#ANYN(o(rJ1n?!pK+}LK!EG44DtPJ5IcQl1NVK5f+3enJ
z`MgPXR1C)!Xh2seyUDMI<46yR<@S&5rtIejJufaufPocSY{p1?Su*VqO3vPEqVQ@D
z6?=?<1-?ciLiz~$hyqBU6n;v*x^v|M5~IM6B-G3{z~85|zXR60g`Bp%)rvX}*~K=O
zqAl>$M)m39N9X+pNUv?Cymg<k!=`JU$yU37J|n;CpYk<%w871;@ChC=z4heL>4<Zv
zyJGWS_ok<Zx8F{Ixg3`AG&rH??kadzF5;3kdgA5D6Q||xCwbq9c_N#^EJj8-ZZ+`s
zveCAR>t~+qpxBM&XdI0zEi!GN9$Uy+wQxLo{%wyMaE<?Izu5DS@gol%)o<}H%0ee^
zmjNb8qkQI(mrdezzx6AtrjD!E(iV>|?VbFMsAvxeXpn$8Z-3M`u5GS%J6G-`1y<^2
znqc+Mn*%wmcen63*408YJxd`Hze-?DtvBL2(!Zs~OwLwGRZojyf5YOb3kv~xL5EUW
z@{P0C(K(<MMyk6y;1WF7woZ79t4lH>{nl+f^&oF+$Z<@;Ab!X>EA!W>9|`QWoQns<
z2=;fHMmDVfebla`HWbjm%g9XgR;GfIz<jXstwOnL5%MnttL3l$f%JS-Am7=}Z`+xL
z-Pw^p3v-ZqP-nZ%a`{lub$|-c*Ps;I)#eAe`==fn=_U&c6z7#m8n2K0lB&b5^2~jf
zBiAE(ul$BSRT(=zC+NQ(cC=GXiSx35L+q5{ddKU3c0cd^tv2L8)wdT%DM<b5`yuC^
z-#NTXx2vy1MR|40$(FZ1b+?S)|CVgbAJDd!y*eEFiN7X6pAo-))O~HvT5No2!)kiT
z!ne~U_~oSCaudWqi*annmb>)_MT~u9H0m;DTmlrI_P&yt|82Y~cB8V|J`QR~)D^uc
z!r`88iD}D`IRw1I(k<;1-ee^`^=lRxxz|5)_SS-<$h8`+rUd*gc7T5Hxkt>L)BEH$
z6xnJnwI`z&T$2sYZ#5SBDmo}W9~{3b&n0flxE^(Q2=%lnTV~?0Uy9jHNk{Pq?q}uR
zxSkqK7^g^Fx}|BWcI?Z_n7<V~Y0UXw=G8B$9L1MkF8mxG+@biCnzKQCB5?L^N};}f
z<QF#$P?J>cy?x&#Ku739kX9t@=Bw{1w&R5WQJ(X@JYct#mn43FA9VdxPwcCpg`%gQ
z4h)ui?;-YOhIm<r>@?`MJYl7Cehc-o*+EjFew`n(D0A&pWKO!YsrbH$4Ofj3!|=pl
zHUDzP)v=a0UEzHLFTde#r34(WWj%o87+Q(5VsZv<*Lsv8V57ufAw2Jx?}dV)FYgKG
zQ%kM1#5^#=DkWde#i6Ha@Q2GF>f1&YKcw@qOWKzFf7p<&NTr{IDRFcr`C-fPO84a-
z&8eUD-v-<VJ(jnFp*$m#hW1giLJOx<w?;TG*Q-*7X*pJ7Y>M&=gPs$nI5D>R+4(wI
zkeflsjubfW?#sG~q8(;Y2NSD%*HM|R$dKyXD>_CSUNK(ZlgE=fhy{;1GkQK9M^Dl@
zz+BAho&B7}*_>;itp0lzi*z0TzwD=q&J%}&r!BJ&^?Dz{5{vuVB5m0sV$RiI<YKm5
zqajhTmEqni;n^g^Fv|4CX+>(Q2e?I+Q`Go%{GLdY$BE8CBXZGXvTP$yAH-PaUG&Yk
zy?G2868uty0;KYPo!LBpZiIReFpniwsO_6d2R9Ha0r>-poI}UBdQbucw4wGK0(uFZ
zG{CA5AUtg%oFy%a2Pz4nV?3y5lBWPrY%wbYGr=hvJ*d}z#1-IuY=pr-cnWNaE+FAW
z`30zC0!C90rNRVl3m~MZ7>(mX##mcRn8H;&3pB-EnHIn4g_R)FIvH=;rIn08;56;+
z-4F;8*ST-lohw7XFYoF~#o~6PqG<6ZxhYgQ;~pZ;#hJ9VKMlMHw4-9o$dlj6u^guD
zoK?b^#;XE3P)MvYun-54KQ)HG>IQw|OwNHW9IO^;C5Cb><uc`tp-F9OKD82S9FQ%;
z+o*dHu3j?-eJ&{Ykaz+1TuR<6;q-G{$7#k3uHj=!R@gB1&^Y^{-{FtmjQ13coV^_Z
z93%45OS)Dg>2-l1&?spYpoN2ahR=gE>DBW#^*_c5L1%!6S0YoG7U~8<DOv{DD0oLo
zIg81%W;4fNF<-ny;=Sxd?74cXtX@skd0W&-q?Vu@b_e|&q?&rz%u8mOG+R{A<|$@{
zfK=nDJ3^>=7z4t&{-joEP3UWi3cq4(8~ReCN8?)k_KySEZ5QPjTg%t<X+`hq>@(`M
z=>3&wFPDiY8hoU&mk_Il5n*Y6+CkwOwnP{qIC`(%s-!GZQs<!8$C@7^Zv0Q`2O^J~
z(@JS%a|YMi%lsj5F^%yQIi^9F5%S4b@Y>@x1-41Xrlb3%xQ-*!CF)}l`E)NAn0(Rg
zk4ea)A3D3@0?V(hesB68xCQwtxcVnh1V8xxKhVuK=5hSlPAA%U)i-LS8P|b--(jX7
zYSzwpg~tcA6qsBJOT&_*MsdQGEv}6~n^EX3`K%T1Ow!l{7I1-k!!%nAL{FBUpA3~F
z+Pb<4{#7Mz!U&M=i&aT<sxT<jjqLt&ngvup1Q|R{Oj9tlrmF34>+BvJ<w?E>O7i60
zG-F!^;0CC0aK$4acp5?sq7RfF=Y*hmoBwfh-h30=&F=i)1{}<J8{kI`2yB+&Jus{&
zf+tph<@Nv?T>@X3zLYD_U9D}JJE(^46+@mq2nJzZOiRm%M((3goJHVtX7XnHZu7mi
zxPcK29JCb{69)hb!l0coB&J&71!mUF<iO{T5C;?jxM~?b{a_@)xXYrAk{+`#HFmL-
zR?}vAI?}n+D~Tr2=2q_$I!~yN%CQr@b{b79b*AtFRSRc1uD%EAeTyo~e6S6B`CEO`
zYvk(>si%aBX(AYP6BqFqm?)6;yV!_`>8UVTRQqnAqJ+|G#??P_;i#8<IvZ-X>5cCW
zbG8STA%$O9v?!7tnK4q{IvQXgI_!c)Y$sq5V*gOKn#l!?V)Q&kaGI*jiXz!fA*jRD
zG1N*gKZHSSbq%8$QI5kTzp}^MoFC@H*-(Nc14cKF@+2n+xG_*xRH{O7!3lC&+0|P4
zh3MQB1})DkmF-(^K)Mu;*v<teg>*M2)TSS{^A6JQqYtBjjH4HN_UG5O#JMM>)|Puk
QB`9{jq-ImkP5qhpKge1u+yDRo

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/images/image-2-Micron Executive Portrait.jpg b/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/images/image-2-Micron Executive Portrait.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..ea1991cef0073aa15d62e688c6bbd2e623cd160c
GIT binary patch
literal 249370
zcmeFZWmH_z)-6~BDV(6eArx-Gz0lz98UhsVg-h@Nfgk~bdvGZ%Xz)NN+}#2c?!h6*
z<9n}1_vpUwNB8^2yZ7rc?y0frPo1i9=HBP*wdY)O)zkdb8sMdpoT3~62?+o|dVT?(
zmH;vUbTl*|8Y(&v2*kiZ$HXSW!N$VECL<ukBcdXwp{63Iq@<<iWTK^G2T@Wo3$n0t
zar5!<(J%>vg?Pj`dHHz$<42G%Ffg#Out{-nNO@jUzUKM=d^~jl@X=8hQIU|5=m0P9
zk&y9`o_YZ^&)12H^xqG_|8XF_Kt@4D1EOPKVm+VG@DlI>2^skX3Nk7x3d-}@0neWU
zQ1DR+UUN&K5o($P>7YbBAqn~DAnDp}Vy%f&dR_~+Pz+3xSEOX*42(?7EUbL|0)j%q
zA~J7f<>VC<m9%wq_4Ex4jUbj*);6|w_U;~@Ufw>weqkTOBO*UVMJFbGO-@NoOV9XL
zP*_x4Qd(AC_r1QMv8lP`$IqVLUw!cYfx*eC>6zKN`Gv*x4aDZw_Rj9!{-3k+i_5F)
zo7=npz=Z@r{vWWO-~R`&{|7GoXIw8(P>@l8|A7nXh4*tH<D;Oy=0+os(gd1A3F&x3
z(21lI@@u;>K)hO~#1?K7m?ZRk>kNPX1KNK__Wur8=>HP3{}b5%g=-Ojjg0g>dC2$x
z3Bb-1!1m;p*)QlJwBQLaQ8yPqR}(n#`%L5F3Gf$H{s~ZERZWxkBAWT%@t+t2JhO*_
z&dvP2C%_eE{1ZTK$W+3#`>%Y^fXvhr;E<T+F*c<wFc_2h+rQ&KF$UnUtGFjXVr0n^
zV4hXtfr7*5!5?@;^#owRQ-1=~=mgyf82z~eFn^2wcl;;D;0kY1^ihdA_X%KD`UJRe
zY(QKd($st3e+5fCc56NXb{8DryMS-e%>R!6^)W!6m-zR({J%Zt{Ci#gXXKp!->l0q
z8c4E4d4!X}1kpL7Z0XRgZqQEg3===omDSmIkdaDN0fQmB&>cCTOx8GFwJq73p?<if
zZ%bO%HXhvp=IH!wsw8JceT1H^)nyu2egl;)JVs3O9XK_#!FZP;k-~1YJB!}`3BZLb
zziIFAK63HbA^QX?d!D82>&3BydT$UFkndQOGMRXyGt~1FogpX3umXZRr^Eb$^yCn#
zS^d$|Cj1>odfgV8Ja$PfEg~!jPf1@2@*;XE?B`v~lrpmXrpdQ0^E4tGM}+P5#VD_)
zM5HHQOl^Hy-NPE8s2p^F3fGMbDmz|jIbkf&K{`_{$WHRB5NIpi#VsD9IJRe)v}j_i
zG@*|5i!O^t<cribRoM#aC)=W5jQ^$A^8d<fC5z+;fPr&L?}%^da~~b)LgU$zP8R0=
z^X?jNe(A^O=5M@6NjpREwTglJUF3LWLn?1<r%~P<RL8wQ^2hP@YKz$TxATYUo80em
zl5o;f6c&lYxwC#6y3Ya0gu(vTFc$Xv`J5e(E*8|cqrZGc-CFpF5=P$i3_&T#_%%v|
zP%Zk$&dUjJIQy8JsyeYK-Dwh+LN2Pxf6KMEvNWD8$554zbWsHZqpNagW?=m*F54(u
zKP{=nbJw+@XIb~ASar-~m+@&Ax=r?z-%mX&KmQ#l2?)ObY}@tVr#p~n?1iH2?+A?%
zf!@a1TQyAc`z(<7uIF(7t*Kl!>CBb6BlpJDY<zq*>G)HOw|^MdyM~+RQK)K1Z5pHl
zJR<m&@K|f5xAJ&Kcuq6hmR&gQ#5w$m;VLXLPNx15Fx&nmWjG?v+rW}G;_siPzg>TF
zVPLd)y$DfZEOtNHkL7Aug~q~tesLEHSBI;1p&NZ$n59<99acNdLSPYnto)le1(%<t
z22CIG3)XB_{DN}0jju(fy?JiEp~^)j<tOJLEyx$YglYe)OSGcCp7H%Ji*L0I84XR=
zh&@F+3gd!A8m#Q7?lva(oI%>nw~4p;6kwe!#Gfj)SBh3=v$mPTq|_!K*%HOIck!m2
zw43WYr#L&NAi{Cd-X!s~%@^HkF_(FMRLyNa<jnoakSHtq6Ugx6-FnJ%Kj^l;6JJ!M
zv!&;W#2!?mLKhyah_7DZ@594iTKzPoOStgv@aKwbS3g)y)L;7v(C7){m^I*Zs)qe0
zOW^VjYL5vl;5#G{eRVpU2|Y7e%>7=<IzHH%1O$fNgFq!p4!d{sYI)xxcIhow;wS5#
z?>15@xi_y<lpT7R(4PRFk+ovyd$~V92NBe#Mu>hA{4{|5YTNulems=LE#Ix)PJNw1
zxs~+j51E2*R8qNj*W<~$A;ArUCo?tMr=#N?IXYqb?k|jPJbu?;ziSw}-stw`veBq{
zQiU{W1oBc&#|*T=BT7fDj;o7eaQ*w<{G+E>nJ2~c9|`;q+$6EQs;IvT621CMv2CV6
zLdeVH8!lpm<+6aB5!8F3p-h)F_@!xQywY8o!<qOxHshMpK-3*#{(?W5qdL+h&Ezvl
zO$R9(y&1>`JXa8?t8aOh%LJ~Rc-WnXgu#_QQ(s<EU56d=vxVRc>%Fo}{4gFN94rp|
z{b$5YWUL!QI=#N<s#N4?l|+^rp3mn_u;HUhJm+AF+&M*$88Uwzr!d$bIsVKeG&8og
zn-YO6tY4w?PXLjML>XD4|Hu#jr2_bmWWD+yxuzs4k>)=+%8TLvBX-8SQ%d{vY%e8N
z`H-@r+Ji^gYQ|w6nFdWJd*{o`)Uj-U&lj3=fA|gA&ElApU-s?c&dQm-^G}G&imwvU
zY5ex^CvB5V7_%ZbXf&jt+|Xl>-Zn4Phrkhet2|VJv`@}e6hRbA9ciyKLY_k7Kbrix
zX+17C+%lJkQl9<5`JFt)qlL&$v3=qAN87DNpHBc6YiBngQ?8Mftq1pk7ca7lL-EhT
z3IeaJwHL~`+27T}blI%vYuQ4+l$VF?jFnW=>I>A35GC?eoYU1?1>dGq5)0jvr;u$o
zgy(%B<A9GAdR>S;*kWaz-^8n>H!km8v$%>3P#l5wOZbD-=ISdx#i*Ujxr#L6-9RoY
z(eqRG4HgXxGT84c5gc*%o{u?~&O5TT-V1i_?1iq~Ty+HCma#QeHoUaGYh!wAV^xDv
z#HZyg^_?;3VksGeVDu|p%}(S%K`Zw$DxWGHTPy2ceL}YQbrhR;4F!oJ(>P(6)8ka*
z+XVUrx_SsHh&IQ6?c$<v{5CFCGrpHgx>yJ?%@I5}__+=LBqvvzjb~B49?m#Kh@B6m
zB^}!kKiSjc@bv9gbh7ejMqso;pbN(Ncb-@L`7Y%~%kb^@2HS3G+n>?lU~gRaTg*(P
z!L)C$oI&Y%kg=3OrG!JN{s)JKNilVoa^ufbavQH&J~>9{BD+J!!{*|+yTm`vD6g<7
z%;d)@J8VYV#!U-?hUonWcuEco$Ri_5QskBh>cf(K(zr<PydGQ1)te3WPVRY`f2hjz
zc!w8iw;V;H8b5pqO4#(D7EJX{Si}IG<uxY^wrR0wCtRljw+_aXy6dOk94<h9tnkXl
zCbAu-3nPHdC%;dtB_}T{Bna$=oLoU2+2}m7td7}VJ<a#!{0VP#7r>e#St!@ntVQ43
zzKE+)<mRtDuon8QT-H~!OAAqSrYPC$<I3;7>!?@<v!3m3hZl!xhkDZ_hwLij?Zm^(
zS8pJ?HJJA%MhU?X*IuOCu={<An(1iujop*crBV_yJUSmW;p_LUw@5}mf<6&wBq@QK
z6;iP)T@@~Y!ZacGI95Ss4a1<J`le=33c7#-xHjQ#T6##eVY$gmKV>o`>`TdQh_ZCc
z=oJlq4_!@bmh{kL^${sk3B^0fu?^sC^~!-D8-()DlB_Rg*6l=7TAuew^8Kf3@dQQ(
z{>0U@QGc#h9d(STx%ne{yei*Pi}d;#y_Cs~B`@3q;}l8x4N`LZZucpV0NZzPc8zXA
zPM!*ivimqLyjo(srS<e;L**p}*r4#@$?cZ<o(b2ileO8HKfO1o5QZ)f8m~*r{kzc+
zKHeHjNcTwF#xBXrRJM>6U%GU`cjVeKt0?Y%MM@_%Zbr-+5Vs+rG*dGz=S5L~own3s
zKr{RVxD0pI3@9>--Wa_7sF{eVm`;=^j{+d|JO(z}Ib9wo7LZ(jgVI%f=nu4_yaWUX
zacfjVS9oV&KTSV0aS$zRT1mmD8r)auPl4h0GRW<l3?__X{izPGFV_OI!4+|We)WbT
zCZD}2AdHlh@vgX1FbZ}2{XddTghs0IKaMB>M7UXNkMhKJjLK2l9iSVj(!D;#i?WUt
zTM<h0$XfUlz?gqWpJZ}z5RxGvPbGt`Kl4LAiqFYemwV8u0rfBZwHp`?y`+hi+Q5tS
zv-t!`SX|`y6#XojcYKKm#j9aDFS7n*d#e_GAwhJ{JX3Gjw#3z>7lXxC*0<_MdHn<s
zn<MluerI?1Z5u6yYp~I+5-dfDueSNMH1G1ijuQA^kiD@;4)ifoIaEyYc{O}K;*rDY
zb0vn~<@pgl&NTq^YbOJ{@fKZz4b$C;s0?;mE@+IFrs~hdWIk}iTiGXvQr{c`Vf-+&
zIu2-=dUJ;{ireo<m%h@WN)we;*<jn=bTX7<=&oHd#Luv@zWGHRS;_nLMUg8~8g1RS
z0h@GZXQDT0o$UTC{l}6=w|WG8ULU#eIL7xCMyK?qP3qd>sVBl2<sAv2durFn(uN7r
z%k=_>^IiHH3NCqIRGq(;`dYaHge@Jq=3Q{AfO3knn1OT(*1YV3xr`*$*81>dvdy$6
zuP)Yr?+U=N0Hm*ync6neKFdMWGvp~+@!#D$WYCVm66A62*i8&5oV_t8W5{#So(;>!
z3-loX2BqWv!WU{JN9i1!%nE;FylOyAU|B`SCUkEFE5%o@lLz2y+#@EwPR<}6Y%(Cl
zkIeuHn3L@_$r~3+o=W$ZTi+>L$^3$_T<sP<4K_Pu+E~Y}+kCcVt!zQ2rM%cQo7N+5
zQwGtew1k>z$*RP}>oPU>$$F_eLFg^WlE0}CP!>-X%s=1R2eYPS#f2mZNe+~ahf3U$
zReqIW=LNdW!~XM}M{WnL{WN0wn0Xa<1QOW>O@A<dX7XcM+>jBx^@W!nDZ4-!3OlX8
ziZwnzDo7EOp44rg#PmPjwU7L`)nfeF$(Gl}6!Suq((Aqqb;!ZD*q)2cSe2rdj9X~_
zciP(H*Bh(m@7al>Q6Ovh@g_<Yu=L>8x`ny^uLD>Lc4C+xTL=0gi0&^Suc=QCHX6wp
z8X?Hvbm^%;9=}UCW*)D|zIXIAmeaIy@Y)r(?fKA)h%M<fjRa2CIE{o?<uTb+@eSlT
z_Pv$8dVr4YMgNRGG**6<1#@sMd40XfeF<#Z(a+RQ=v_4vMD4gu6^;CBcyd{^%jYL1
zPFpj}x3?AXxL|^pp+k{uaLwww7$B=tKV8MaxFC>aksQKkkjXvVcHi$ulYdc#IV)tM
z>|T6(bzb0NrI`@QB@dPwqiZ<g%r-N2;WmpJML0-|IG#N0F5Tdb&)AN~6{;5RuNq@D
ze@n{3KNCWfQDNL^trm@>`DFIDHMj~yrP@l!^pDLEhp_z$aA)V8_Z5`+5+e@TmmDSa
z56ej8(AKD<Ta>v<o2TsSjqIX1^1P!NERb!!CZF7kC;G-AvcWQ#y+@6XSn6EY1$ES`
z*7o=!QOKv`^a_zZ0UUrdU&^YArcQ_%xf<HC)-zerz(Q=f&TQi6@@<`>>#0Y|(?FBv
zldOE9ds%M006h8W4j<D+VctlAYn=L^E`uN=*qiW;#_YCOwLz^k+JI{F`%jfNHO)d$
zlnBW{J^kgN{EC`@Mp+hbi}TlOZG+x{ICHm?R3n)#N6do=%{nAuYNy3U;LIm}zYW8!
z_>oNQDU*=1a7;;wcW~mNAuC6U4=x^R%cwq48tPQ?M%6?UOUv6E5PIdaHVF@*3kify
zR7(l8nxn9GfTMi5yn2MAY7_7`r2E7;!@AR)ogETqXZH2+61L>e4A)b65d^xd^v7e<
zoFUns;~>aW*!)b}*W5Qi6oj{@I^(f)M4_wj%~mr#J@_n{>?JjZ(Aq@NCD!-AV=B%&
zz5qe(FzBrTWJhKxZ!`$A)~f0ztf%vU6LlFv`=Z;J^iT~qpvEEonGI*WN-<17=B*>s
z?eu1Ig*FGw!kr^2_1FWMI~vSgJjt4)gv^D8@XY)J`KCj6e(dFdYG+n-`YU`|0(z_D
zzXM$5Z#U}N6xU#)Iw>0t#y+UMX)d%cYx|)C+6TXB#-h($j$X52wd%bbBJHvrUB>&M
z|8D&^MeJ!$X#zcVzCvK|)!5CH9XD^}TpMbDRfn;I7p+-ZycSr0E+0|d0IjBw+j^%|
zvya}#w)-G0O0m089J69<=9F-oNbB~Zc3(bUn7X53dzIl-wKsaou8Q*tFoFRZ#`JSK
z37MjvhM60j+q0a>K`hY0{#V6XFEwR}0RQ4Z`iD}+!9OVR<Nq`ksDu_!+I<1bW*lXQ
z{ThrwPS&2<w?(=W&%{zEIyW&7dqEc~$bElP6`8hSTe*>F`1yOn+z`q&7^z(P?}x4R
zsQ0vhVSx~MUa_jDPcEB6Gnk8u_o7&%uJQ|26G1nx@G=}}FjpnRVvyJv^K&QDYdLwu
zY*}0I@==b-+J|La@wAdpPU#rF^v<qa(tjieKxSLrnK7<J2!3W;&LeVs_HC<8rqT<t
z@>G)A@`!K^$Zw|GsY+^vomCB<OLhe5orVG*oq=Q=<GBXJfv~^a${F&75Fb@RnD&n`
zTjes`m1eNP>ZBcsUN`C_#Wv6qlXQ*e4e)GJ)0!uNS14jb=q$Yl+YJw@-8RJ@y3$zw
zBbkO->>-G?D)H0kZZ<9jgFz!YjkZy~6DMg+x(42@_43+Z>du{ZfF+zSx=@kG2AEht
zGn?bANmdA@V_6IK#_QoPcnIYr%fL#rg7$q_%T0560_eW|K@?KUW`6CapSzFx3Ms)M
zmf%~_aw|G~ne>k4eP3hc<)<ap-`OWvR-tiWRg%|a)Y)uIe?=yR1^TPh0<D$-5;9?7
z+CNif-Ck*leZy?r8h{68@3ul}%UntqS1|B~AxvJg5^b^V?eepQ4hQYrJ<btQ^Yvyf
z)REKvdW7s(-m*u9F<)O#EQ!VUHOSS~$*Cmt&;z6BT+)H-(*aUMkr1h>`Vp%S6=`~t
z?n8_cUg{PScMs<yp!uS2Sfc%_3((KLlhV69er~Qh=Ws~>Nmgncd=zaYM%a`@radq?
z?ze{hV|uB&En`DAD3Pit=hf|od3|pA)t(BbmXWEEGQGNOoo^6tzVu$x92MaDMbT)s
zJM|2K-BiF@Oz-nP7|FTfg1-z6RyasLU)YH48-5+B<Dz<>T{6CNr)4Tbd=W~e#>1%I
z3a$@xfAa%@0~dqvi(+RCsU;5N=Xn2YnV$k#QBnhkg;6M>8N)M`)P4I3&S8DZAFAtL
zBIZD35B9@!2o-F;)^&EJ`4q-jgPLQ3+?`PH{?TahTxO-S7IPJ`r0SrGb{{k>EK$Vk
z<U%;`V_kUr-EabPt6Vm4*=mIXkq_9cc;2GqR=EfMe&-~~&H{A=+^T4!ct}Xf={&G;
z8e<7+zy*%EN4@31--lS%?jBGT1wNix7_v_~J`7Bnk&PAmQgjpm=f{6bE$`})iA70H
zS*9@2h@9ByiH{7>m^|{QHNNb5oru-K!AMD31$rI$u^PB9$v;$|5gW5}c<n;S@;5HW
z7&}0yOg-j<y0x)j<x;#>ep4X5PK5_VWZ~k#Np{xIxkwq7M^I@hAl`e5S6eys8+X<C
z=jbHo<t~i8Pl0;P{f4}(*ylvo&Agq3ydSzvZvfwVL~GFh)$~G<-IL6uw}<(dxJ!Ik
zUcFQzQsY(z!bk<uY|%Zt&ubyWV!C~>{{{bOX(BrEcMh3V2m9}N%*^R;2UN3Gl2Kf7
z&049Wv#hY^2{pf{Jm_yw+_V%)z^vUACvy{x%ejDU)A_(WI<ds`adVs|OwgE;UD14~
zBeKhU;*K|%k6rW@*TllT4^iqo$;=}VA)yYahX@}9hg)ikoo%Gd_@QdGhq9~a9OHR4
zBcW|l?D>^#Xaq<M7qC&r#~2r;JWG7E{k`#feVUSlzXNN{s*v!2*kAWwT7T3dk1o-*
z5NbF$8>}hOdOcjUYtAQAfSiV82<27kAF&F0w<Q4#FsYw^SQcg{W4=3z_lv`H_M+DU
z9+sN~Qpj7Bu0b+#G4eE+4ejd@mzGh}0b42pV7Ol!-_ic$-W-c3K4p1sw)zyzgFuG(
zAuAQDZhr*>jb;4g)72(rDcB8{4WqNp@px4y@o}X^(PF+z>TWA2nWJm&bi38_1-LS%
z8;-7cFh_g$EVx@I?pXEZG824D+=V04L|Q;^5aW>OmQKT}f*h(PUAcE%sPo>mda$^{
z#E5iDl5>z*Qa^3nM@X?<EQLr>O6taE!>TtQT5+`a2fm!*qH#TTns#ir4QWhmPaR`x
zBOU5&l3%oJ7=N>F3k$opZZZ?P5W~+ceHJfAk{cFN>k>#50u}KGQ2P-e`mh_C)4UY7
zmC_QP<h4*7fslW`&i8-U6{-Kh)YATso(uqyrtJUzSc_RkWlSRWV}55&Act;AW_{TC
z;0I6u>BOYV8RFfwnLYA<c$dBe1q9UrU*wsio7KLx{Nf3@m#g~a$ncq``m4HDmKmPO
zA1Ud~OlGeqKqb4p7=jpkN|wzU*LbG$!P8z;NJV{Xd9kkgJ+JT+0P|b_sS-vaUE~k5
zCx8(kRMK$N^;hR7++>SIA!VGAtQ@3Kdj%WJ7#))L*RtXyx^#*lL>?2R2I>umA_e4Y
zDHt8_{5_`H7}+RJvax{Rq>G*C1jdgWQgjj8VKhvC_S8h`Sd+-R)ZDOkB#OA0AHLSo
zp;LfA<BzTJs<HlAss>gMw@bX4Ec)xOgc+Q7Nk@+bM`+(Bph8%W^h}7~B&tspA=jpJ
zB-R~A#V1dH%c^?_>dVByz~`+%g*3>C`p+aeyv|l_5&hl;MA2Q!bSPS&Oc_?n+c6(i
zl|6jVF<2|(+6k`Te0?al{>bkkhOl4md&eWE^CgH|CHNg9H5&`O@u&W+UdB@UK<rjc
z3gg(Sq+Ag41M@ZwO9ErI<M1$327z#IS=J-yE<_9N1SJJ16Xx|e3Y!J7u6Rauhg5yE
zjBlsIZ`v2GJjld=rJ?!I<7J8e8R0ZPs~s<D=yh_m<mTmknU#z!)z3usqShw*c+e5B
z)ZLBZby1;WZ3v}F=xn4165AW6q!1ZOdYFgm#N-#G<9!{zHKLoa^1b~A=@(yJoyoWH
zIk#r|B1&o~Wqyt;gz`x9_@na9m>5DCQoBqYM9y(k6tOL6#omix^~Mg6Cu-?QNM0VU
z`|=UEj4r?9J-*R6v1QBAb8Il-YOUGayW;Z%u>A9j!nrW!OJ*j80>JZbx-leY-(b6b
z1v{89VpkGTG8t#KX<O~<;x3Y}$L8_M!!a@{vJ}kw=u>_rPOBU1cu9Ny4N4T#DF&Rs
zgqK!G6TY;y@XX;+MxTEy53m<r6GT@XG{5tm?-n}j>70X6Ud^j99DHobCXoNS1bn};
zjP{$TkVdor4*yn1ph+Yp2g|r0T_&r-Ikux>T2F_?*V0nQOIHj*rcaG1QaG>ZgAZDo
zU-xpv1R#}fzhY_YpsR0-h0L%EC?M^WCp->N#*bDk7kv+%JyUKXW9<~W{}Df1<LgN$
z8sRBSFVqch=XQ>fAG+njqkqGg-1BwvO>shm*3rWxCgN<nxGC-Jhh|9pU@GRpb)>2I
zwVDI>vH6ELS-bG!^@JzDY#EHfwhH7TL{&wa5EEGZIg+K;yiAt*t+&Ob*!{#{s6m!L
zBH@-ib)>E-)YsgFRSUDiXc>uY>@UvPmdSdn!op`drCr{!%hIj(oNakLZmE!90CLXs
zv1(ijjx+%Y<Ma*)z~!TXeRtZsk?rfvn9h^(1kmZVx?*!=Dh@2jy1r+Nu_IrV*NSa#
z9>Rqh-&x&epfshAH>-c?d>!d2F_}Gu7WWOTM<wsnn9nP}Q*yk8!ikQE*MvI;urXA|
z#`Z{`$BuQaV#t&2liK`2!7O0M@Fb9o9sr;ugWfpbpYQ9>HaPMlLkaBek~_1Lk*JIl
zfn?fK_kJ3ZJ+@BAB<HFv6f<P$5R`4Pzj3RPO)wjKz1g`M3;}jQmHB|S3jcVQ^WSkr
z7XH*ug^GFVmys@@q@HJ^)p+EN%Cw^s=SM-k{Vz(0lD9$dJn<*MV5;VY*bHo>Xh=pR
zyImhxdQ~Pqs;6U>tj8oq0tUx=h|ESCiVcUjMiP{13H<#_old<L6a6#ECut}VlyDts
z60a%S>ueX#F8uz86tu`w;_J9`qX77GS#C5<Lby@^N7;{Aa(;ybfZW>)!<&mjm*qkg
zIjn5^_e*SlxyX?yL+uYJ-8!({gi%TnWbA%HtQ2IuD>t4W3iw`?gT&r)qK)xB*AXO4
z^hN%(srB#ceq9S&Y$t9Lb&dODvKUb0-ttp{TKCz7%IGEs=Dn<PF`6(pFgj6gHvViy
z-=Ep(`$~u+@;y8krh6<k`fqahTz*tSv;Adj=k?9k*o}m>H5Euod&w9~1+if*ZRR?8
zzdk0jSh?JTZ;3-oiI>8iTcxhFTLsJa)b^001dM*XkEDupwSDXkNp;Gu3l$k*#Fd|F
zKqbA}PdLZ;$n_pU5r2az<?Az2_f~NlFBKGWqZcw6m*wtG$OR^4K~zg+yl$&e^jel@
zJ=&Fy$uQGIS$?>I9&EvLZ2!Kt!iFUBK2AbzX9uPWG6+(xELmt%I8yFa>G$yKDClIE
z4~JJI#DmC5Nh6hG$NNW#L)MT&0~-j86`emUmwkZ#fDJ(1iIh7Bb-*al_#pcjS#a;*
z5NW!)9GqB?<!xo9B}KM@NY*hhzv53JPmS9I+YUqY+DsaRnUtMvcfqv&w$kE*BB|E8
zBq$Fpm0Jlk*}W;z@*}oJ#0BI2k5UH1goh2q=ZlApCxEtwybC>qK$0kT<GGqw36OpL
z^N^|YnfLT1lt5oer-MWv2P;-`Jm>@8W@Nl$oybyTSg_y{=<QhHf$ELKcw-A3!zKIu
z0)WI;9v@@zcSv<_y?D;#JN?Geo$U?>zn~M9#!&^wk<}>Ez>5SFZ+wov#VRs!7E~ib
zj6OR#u>xIx$t&~`1-{##G!#9AP-^7APu7(m6uCT@YlI$YZ99;A3)fF#%3)DWDe&Nm
zJOD5Gk$X5QD!D>`-Q|<vTvk;X8^9iArLWbevO>BxbNAFm3|}Zrc&qeW$HzdH=KV1T
zW~_4t9NpePh+tcMQpRKn1;WVZW%-jNgdbC{IVQY3ulZ*d_iSsEb=VE=kNq0#7&C|o
zJ<PZ-OaY~ypLOv2a43_~3V&llwvK(uB)<1{HU6@uQd^b3Bwly|SkYUN^WaC8ToNrf
zZ2&*~v5J)Y<bD%(DLxZBA^-Y{>l2x#!G$&AymUK)o6a(qUu`S!cl^zqGSqGxkDIv3
zh7=hk9;%ZvDzx;5vNmZ(+LC58x52_AA&T|a7LRDTqtif3fM1vneTKrZQoo>lRzeQo
z3RaOVzN$LrXeo{Bb$D{YuNkG7?re^m-fu~%SDPMFHb3?iNb>`WUL|lH43;d1k-wGc
zD?-1#fXVxOj4{Vz^eb>x)or#kh3Lgx%Y;h7h+?uF^^AqKxd$kiZxyVVrm1DMNv7QE
z8+mWY6M8$$twhx|pdqRWJ2;_!IYWJc^~Z`v%8EQ#HKgD@Okd5U=7f3NOP-$#45!at
ztnHjHy@jb9Ije=*+r(9G>9DIoNX?*E$fZIE;&%n-pmW_8p`SCgWOVY~?`~w_(?Q|#
z^uId*<y4)_2%5q2O}Au-FV$NUA;`}rm(vPWdMvuC_sq@xd(Yh4G_72inb^3Q3Q(%!
z@*`G#g=3&Njn7$WaLk3BM`VTWMGWq8j>67#U_+7B2A05lMtB~6BUuJ-1kUfv%~^(C
z7cm|p%5rBDPg3E>`T=B9Be;jeY_OiL>CSh|30^kpR0xVu!IEmx{tM&MTa^ULa6d>+
z$+R1eqiXSr6dCvYVK!-f!mU64pWiN$K`Yhlr;p#9=&|AjNGMs>9s@cW_DD?WJI(;n
zvaKeRGPJ-E(;MwBXg_V>*TXct0KWZb`snGRNfxwKPgdwMr(cX$)f=PJ!$zgwwzhh|
znaG^r)hmd6;ys!r?)UQ?KMlKi-t=Q@l-jCE{E$b1)Q)JSzH11<CQlA;-$aw>2ubdL
z&J^6Vh(GWK^*82*Id*2JhGZx#EzmD#HQi%*j}7w+dtUB)RjKAOLO3Xua+dTv4%Cr3
z8>Rasi>z{UeqQmYGaWoHeKQNF0?pfkSY0AMDB=wG8@C#m#e3=GgNBZ>64ep1!Ml|o
zz#g;F5sPGWa!f;p0PeqK$h33Z2ni&P3!DH5t@0L)up=H9v>UFsQysX`PNUS8vdlUp
z!jtma(7-CP0I3^6d0BE3ftE4D>9i?H_KLQTVi=TNi0C8*{W((W&1D`#NtvwID$~~v
z#gTmn?|mo2(4nff${1y1k(j^97BYVaxg}rU`}D6gtN-hb-bF-TZ@zvHMq(PrwS8gB
z!H_<OFRUdw%2pcDzo7id9DbSt>~!udyDxA5IJIbuK8#u3Qx=qlcYdJ7KEg}YVVvmZ
zy(thF`2?tzQY23)9$b~-pBawl6hHj%fTm7dbTwcTKM+c~9wz*=(I8ikDWgxpun47V
zQ1XCw5wC+y5?uNzpcvr;q@XiZxEOO8Od~AH`}&dEa*{A6?Ci~kdy?)kAE2Bu#~_ua
zr<LgmF!u|mY=q5XP#~I^lrk|$%(L{0>@(Z2t2iW1`nlRYg4?42PXs3=$H_2_LoUju
zu0fon+($8w$raellR*WvebD{^33Ypmy*`HsHyPw{<g<7;KZ`o|+Ddb`LT6_TI(|oJ
zVp#lSWpC!!Z)n;pl6&unixV3W*vLaM-)Pr`_X8f-^p<*Lm{pwGvbNHal8(7^lE<|1
z2R){GmJxw)ZmZ#6oeR3Oj}5kVS|Ke3TzAgET$uOio+=4~PI7^iiIlD=UWHx19+LHX
zKZqQDfW2a#&;@rczsZu&;K>WQ-(TdYw>2I-e|6)kY*SM9n7ouN#=ZC&s}FarSpp`#
zNU64Y%Z(Jj{tQ;@>S6GTM7T6@Ll?kCZ|Pe5qBC3RhkaDthDu|A@4dgiGIfN&x)z_%
zL1Ivmm~B~BYuF|5UY1FhCz*|u4TWU$II9I@%UYP*<xxg3yKnujla8kCu($S^Y3~+H
znMZK}wa2k_B6?8(FT)ynHTGZi58Kw?m`m%sF?l;1?5tMG+aG$t|2DT~w>-~G^@$O5
zZ#S2hTYSdxtpJ|deC2YLZK5ptk>tBF>fhJp+W7C=2OjL#S;In9g!V;pjWWXr>&lUW
zG5C#?-`WsZc_W%(G;cVv+a^h0Rd|9+o5|iU{B5D##O3nSrXE5r15J54Bs9?zhRo*s
z%qL=Op5eSQvlu7=MZC#^ls>Dv-#OVo6BxTQatTs96nU_7wdLHDyEwFb0*R-WYn!d5
z4=5L5xQF5fv=CJk!0R!va95fi8z$Nl0Nb=+T>JVIM;_l1qtf9Odbd;~t%`d4ElIG*
ztmB>MC}u^3_Ow~Z{XvbtT#x5iyH+AjoMA*@gM9^WGKyQ@;2Fv7lx?4s4bAK~+oAz$
zPtbJ2)G6%qr{$I{1@NcJKh9%WYc?Sv#^sTsg&OSL(xoVtW-+G$cH+b2;M;D~&IkKR
z+ZW~e+C7$t&IT!_yODdOIZ_1CbU(B<Q)E4}3QxUAhSKmWPa@#Js7YXm9!t#ZXr&?K
zkw*RCR`+epiTPr^7O!oK9qlU$%h9>Dc*iHeU3q=<l}OUkho!(>&;|VVMDIf#r9!l_
zTo?XsWXxmGXh~=M(MuWECjjUA7RiOx<vq7ivE_u(GW{GLrn!v-Pqh@&)WM$qA-{e@
z?qCbY=0H!A&r%+A@8qJgb;!oSGuwc^rU`{QcXKwuYMLXj1D!-W`73@8^+%d&G#HQJ
zqMhGE>pNv9*Plb$v93%sUYdPakZP)ZO>fAD$)$bG0h~U$$*eNx%*gedAT{c<RVn8<
z!R+X_S|R;cO!pTsDyCk?8gx%|t$k+r>#vc>#am!EW?RLSYQBnA4885~0fz4cdJ1FQ
zIs08654KKHtF}*oNotlC*e~-cbMoTX`6pz_8Ge`=nGVl3VYC;W^$}g%1~WZNNWzt|
z(%o<99;Oq1(I)LswBY=v&Xt*)EpjGd-!rAnSiyc($-wMYK}=ajN%J8nCwWr7QfiYU
z?8QXgad1p%*IL5kDXm4@odNYAFm#u7fWk^C;x=+Rj&-G@G;vwZ*dtTl{%A8)6mfA~
z@v=iaVoB$8Dl_2GO@)TuZ5WBdc%r8FFXH@9%DdwBA7^)v%nHfMNkEe1riJ#vCM2Q{
z`Y7w0)0$7uo%xsQ#Co~jQQQXuj8}T`>_xz^5tL<t+bf~`Q<S~`iF)`yY4iHW<aP1C
zwYG>kH!1yk%b<T{#y#Zn$neYCa|L2FqsCsrGR%tQJ_v1@47Zr)-px24kDk0!xnUIP
zveD-cVP{Ej6Xe9eWDZz<LVt==*%#iJ=#{uZVhr4?K#bQyBdA0i;xk<u5UL@<`&ip5
zE!t7Tu6;keKYTZb+rQJWUGp5#l49_jcTOuh-qovSpS@Etc30WKEE&f{B1SZ%DD<Q)
zK>Cgjxp4gete%N0PJsiY))wB1AxoV%m=PNgW*d}bE!X+ofcE{-WJ~fzZ`pGiH<p!o
z$|pcLM0kF;1S^G|!)Oy#79hNn1$`uLqU4exQmCzP0S)R=b_gx6e%@te-ijDp*)W(G
zT=%1Dx#SO0YE0Q0nf`r1lP^3fo;)PHU~*WZcGzNNEjB)iL>sCmlJm2192GSJV=p6u
z!YT$YEh#P-L2SXN(Tq$J?%E=7DVnHgh{w*IC|}I7YJos;lUG-Yg^jK$BC5Fc%%i-m
zy344;G%-xwGZG-8ioz9kcvfVLg=Yo`Hr;`ues_gDkf@u~RoO=w8>Q?G>IWerM+A_M
zp3?%5=?1vB`_ree8NjmtIp)l6fVyumBuv-b<l}3c{u05V0Z??J)TrW~2G{aDQQ8!t
z^O@pyb`4=%mUkIAB48I24|tJJ+d>9%rT+G<n_a%h5WUiebWF`n_3ebXAb!8l2nlij
zJaVXTX^{q;wEIO-!Y4E7N5&+(FV5INM-45Oqj_~;M%08sC<djwJ`HV+aM#hEZpR-n
zkGyZ+FE9h_1vKPQs9Bd2PEdn)h2cfg6Qyvnu_A!=0PfN9+H62C$c1+2cD8rjJ#21@
zKgkU{Mrw=-m9KARII>Z7tI?U*NZDy5tR8t+MDJ&@fk){o9pw?(b%hp>tMKiNg*)j0
zcu3bP%ykEOwZVnMu)`5&XflsGo*gIa4g#|+G~2NLsRyLfP*D^3@$7v*$%r<#ZWutp
zXA}?+345@=Z``!}aRiy4lG3gDDiTFFY*G#F-V97`qjw)=bmx_<VEJ3AB!K4}`Dau@
zsp;48Uwuz)R+rd#)t=7VqYOouyX89W7IeGUf79$`0B`(csr0i%IjGb7H{lZ)PxAuy
zZJ0h53s8q|<CSA*zLhBdyo1;;<y#PkdxFEqX$foLuJS=YVIP%0^=2w$%MWAx9Xhx?
zw8ya?JHnTDC!^cuLUO-{<gFZY$6Uh_k~pQlHV24XGkjWkwm3at{{5@>ZrIIuIYOTa
zOz9Vw_eh4AElS8a`vr2-+gK*~h{*M<Ai18{e`&F&C^UcA>BF@L4-_hYowT<YK2on)
zRM2RWf<Zyt|0q`_Q*N|B4sP$Y5dHLcthRjB=R-5KTIXCDo5do+qimf;5}!plO>>+x
z&Caz_z@I#kJWsGE5|i)<qVk_GYhH+!-~Q!EYj}P}Re}rV@q204=sreXS$khs0<ej=
zroJq~De5RNGyj@=_9$m4e(xv*oQ{XtC_4ETXVt2X3*jn-oi)kbQ3m=HMmQRdrfQ>e
zbbGrugQ(R@sSz3d)0Lc{jvqQMoJS$jF-64PG+eaTCwEhg17Zoy%=Ap6-+L%`gfB<g
ztoYgfW|9!lYu{oeQ2mTRlIkP6q=KWRGbOCNJzeHeq)AyjYu?kC-LA15{>)5Z6&57`
zcs9!#ScgjgCwid&Gd<-0>OQ?9Dmgz5)D@utsy=OJrL_pkmkxP}GuuulOzDh18eHY=
zzQ1%Q9XGSza-%A`k_uC`>?}>z_YEnMwwy~2mWTBD*({Iq2}%B0k4B@nX?(R>iFHmH
zL1AX3jxZA{C;ZJP!L}(%9q62Fv7q&?yzofuJJQ@@NXG1Mn<o97y_M`#Rw8GngQJ`o
zB5wzupUf~6*UQ&gYq*;TDplPmYKO4qTMg`Bz(Aic+&**UJxAXJIW;I;-7yINSbgV$
zn8!=@*SieYC5DS{s0v!E$l-wRgeP;IH+p9SP9=uE0;inY&@Lt>GGVdD<jf)?rN;cU
zN_#nI9B}9PA*^^qXrh!dZZ#8V&GZ-Ea#=;5OtMp?mJ?zFTztQSEh8Q<KL>Gf+LEh;
zHlOv}=>^24ZZ%?|3W0%2vr%5O$X^O5ud7%FzSrR^Bp6Cxbnmh%OgXqu=YaP>8pEyO
zMv|4ouk!j>F&%Yc-vh3;3-Pmmzfp&wmrw!!zV*}DtrUr|$(kvYF?aU5@BISU)31>Z
zeqY@ng&9KDkCKyYS?eMRByRH(-ahW9X3uhVG0nN?i$R`guhr8KeAh!IXKN<B1Eb6z
z)&m?0k%GUkhHEK|0X)jQT+xyD4wPQn<P98TWa4g88+(FEilhfZF--iTe@sxGqJc4r
zziM}*P+pEO;g`Lvlrit_^P5c5r*s3`4F@y2sj<q$fq7MF9Y4t=1EBzF$vw>x5;Uou
z>e=eI<wQ<vI)q3m$D-O$24!uLpj1+noo0T6&cva%?>03RXT4s~QDI^Oc*-dE(w-qd
z#N(KttC*wfba^Mg@~j*<=zktPr6?%7MU756qUCeu+qIKHIt6m?144C8D7i<u7ps!>
zXl=I3>o`e6WTRPapv!Uru{Nrt?8602VwAIGdTgyR<Ynw;r$TuJU<f+g^&nb4RuG>W
z3C>ulj0F%T<$uBXv-gV>(RjMF=TdyC&_Rf<qOR!lDURt6VeMbmgC)+s#I}P95gTv#
zqb|2A*bTq8YEGj<Zz%C^$$#u)OIA>`@-fr1$|0BO-BDi_8pa^pMHZqymTu+?0h`U_
zccHhl#z~YLw%H%w^qddwz#NQ;A~oVi0I!|mFPLZ^{C+jBKz!L9d5ELyE=JkDv2P}_
z8?Lmee@80Pa+T=d9(<&0{FXxzj&GJ}Cx0B}c;7w|9|W0(nw*ETr*gA?=fsd36FTNT
zx{02vZLa$fRisEgEBz}&kRsvzG=4vD7y1t0nn0#NC-ii|gg#s*aKm}upJmK6cU|`w
z78~B1+Vv{7pMW*~$BH2S63nh9?rLH)PC?NWcMb*l+4v3;k320^ap!Y1OrMmhUGWPQ
zp*a|9w~bj89;o81U+QdF7*xYM(KxFr`P+3WbzO0SE!an~0v3xhMk$qGJlPHSq1RBH
z=@h_boW5b$#n#XvXZ}0XHK0a*@>^ujVpTeb-Tu3A?XVUtMaM_#P7{lCG>>CTR%gXf
zU2)_7t}{{OI4M%lvsb=p`qw!}(dJJ(dbBq}EXzY7F*{Xwft|(d_FPiX;zFa3I5r+5
zEeyI0G{`rRx}!l4(lrc|o@~BaQpn#i#Pwn<xh_!xSpDKQ>oC|0S<!BghHH_tg6dgk
z8Y`fXnztJcib6WcGR1hNc<QCw`P11jejC&vFG8Wa^Z3!U(=akC1`fup>o?2dJ)P?+
z7@q#N{5axvFj#>i<r?$Y*uKam@Vr_ihcUuB_G<-8H;M=U?yPtCF}V<kV99AL`OPq?
zx3e(H-Q1fhd8WmZa}J9`%`P)Zu<&tUOCe*NSG4wA5d-(X!mseJ^(YWKsE2UA!KZgB
zo6fR1EpM>z7Bq>e(FJVg76Cl;RIJ;0Whs)#mXgJ|uEgsHk_*k*28p=oS%9v@>~#Z9
zFWwT#)*y$2g&sdl*JP%~k0#Gq<bJJ1N!mL&keo0Tf^EDPfNm@KzPlB=XWeSQD9T08
zyD+G6&)w5rTDN+^Pauk&0y>UYFROqWpr*+U3!2r(wYv(Bpwdw#4Lo+JFq4S_5b<3)
zvlg$irTY|2m3b|vT+&xojA&z7Aob7t$-M_Qh~kt$92Rnn;ANH3d0p*7WQn)C-0Z9N
zY!LnJ2TMfw$<3U+l>;T|YoE=q`w`g^V_!{_ScOX%I(#nP=)CaQuQoQSpxg952ctsN
zr;Ci=lm{yUzOFYbQ-5tgT+D8(-Wa5m!siH$YqzCP91vp4FPkFm1_^C^{N!jb(?pH7
zyj_Bq(oKmcrJ|NceOu-QSpR;b_i3bd;AgOVqHhIlFf@)8{RelMpU1w#+u;lb<W`R{
zqWDnm1nJs7ZWS}N^^A(dh(<+V$y~coz@ZkW`<&3xo;tFv@W9CHPq<R-ejddHH2H9F
zsfl^irVWh}I)y7U3U>?ec{(UrG;o1RT3&ss(mfs@@#BJwQif`s#CP}6>=LtLvY>m~
zZ+|ldvXTK9PKC<-37Tk!2*;3#P2HnJsC~+!*vJONXP&PF1DPql$a+N6<U?M~=Cgke
zn`>E^Nx0-k%zaDuPP7WbW#~Xl)6~->2dZPmKCD1WS2fz2_0sQ8G>ldQ$z(??151{L
z)C?)>ul9??1^TtCi?VHvk!JjOrSKY{sXQN%<h*<LnkO+zG!j;fb@7)q51Md&-x?&b
zQ(I{((Ky_dhMakZuV;8Fvsu4|P`pX`l@w~`O)gRHFzeq&mlg_>-WuPi+gFH$yL{b}
zeV@XEvGhBSIMsDikQOluBU30Twd5Hth(dD}#h<&kFK#7o`?K<fg*6u5c<8Rry-lAo
z>>HFL?k8BX1>e$r|3LT4f^7he`|)%Wua{C^ML=lZ8Pdb~6T%Vh965f)_XKD_KSn!!
z84^KjDLAe3*77;w($|tv08d_bU&E%jtbetk<`~kUDHsY0rVg0;KN?mndKEhz_iBs2
z7Q^_{^Tw&C-F?=Zz+mMU&%>kwXxfGp#?;a*mx9vFo=|H$a2vfDFqH%6FSll2ou>QY
z+xyAeJ5Kk-x5t^5NJo7wWh6ah`z$9HEijI9!2zBai-Rk4+Z7qR?4nQN!J|p!gJ@RP
zwwQD5=oZ^PY>xB}!8aj5A91ahykLbT&gG4Q(=-+T*rXJ3u0MC5UAx>LVvK*Q^rH5d
z3s?ffpz3%D5Bzj6o<b#ZB+Ry0&9JFK!-LRVeFxntWAe^l%gJ^>Qe0-&=uF&NVFJ7@
zf2p8iW+SwB--!ovfANs3m4Q{}R(a2Tl#})Z5UL6@3boF_Dp?#CTCPez+6O-YU{Jq$
zX|`msqrHIxwY`w>UrwGy@9`t$<yLaC{DVSZ4i9QW`b{ew8U0;Oc7~YY7o)<@yk6wj
z#J$|c_`-YEcW+-gIx(%r@2*7FR(yHk{Gzax9!TNd<4-f190AQ3DHOOyf*~^a9gpKo
z2qF*q<V%Q?SKCE4;F2@!*5}R)Q#&$Ix@UuELVJ(C)uJ7Z#>P!i42Bvs$<uN2)hJVM
z>tN4ar=kC3#_%s@3hhN8@IG;@Nm;+15Lr2YenCZJUI@}Cp30pDP?aeG8H2v@g$@0h
z@=Ux|kP$MQNGg5`))^{&_?@n0W8${O`)$Z|{I$Fp_&|C{CAnDP3E*YWXz*$?ewUef
zX2LPioI*LRhpStRrg{!$+k-4R;#$k9P-G$}yp;GN><+5;E#5M7(0UQS{*ISA53&^B
zSJ2r^a_6zCsSWONL$uJYJpe`+byTckIr+KPhny^;-LnuCfxcB$gACG0Cnm>nwS15E
zrI-M8?wF9}2fsO8yR1YXAxiyBQ+*p)L~Mb(>9Qq62;f1fgP;usi|D*uD;{r!4(z~G
ziE_ELn!zJ(yp`#=q}&4#?YvvzesCE;Ly+)RXRrlMsfDIcjt+=7*C%$(tc@-s|FTT|
zV80)>6?Z@Lc2wrHg}ONVT8?{^<zrGXnsAX8I+c4)ab;+)B`VoLh7Zk847gDQPteDt
zQF}ej9E=eoUW?;VIm9nU%uvNqVKJ?Itbwk=m6jigA{WK4@x9Koj)jZfEQyWFi`Mz+
zSZ;lv;!B%s4w+G)i7GjhLi~owxi@>BXfyW)wt44aj<wpoH*&O9f&EU3&N`1v2bV<)
zY@X-j{hegJBPe^VrhuZuBXmye<|<D#=dA1rte*W^OaB*_cQJ&Xj`6Up>z9rP6I&O!
zd?&3{x~BWGd@NDTFNcNCh^@*Cpa$*cTX;!y0Cyw@B){u(6U8&~f{y>$wa3Ai9pC`~
zLHR@ju6dRLQ0;yhTscx*U&E~M%?E!CO_b=ousFOuU9yl(&kF67cx0MbO@d%Js2!QW
z#8d42Ru?1C%vHUq-84`ER1#<(6J{sWMKhQoZOOcejX&3}y2UxmME{b@eKw;UV~6ar
z3|dFkEath97E>lS6-j2gI+N-F%{tGCq}*=g^cDSqcYdeGaQxh-5|?*z&!&*BGLjmB
zLf{_{QB5M0J8To~@sA+ee6HKresJzWM2B1XFyV6fZsJ}}At%~z34amhi9<fW0Phnh
z4bqRvZ$8*R^dd<ajP7nyAeiQwD-mJ%rkl^=Rq1vjQ(H{P>lmtp(WR(I$}<U=h_xjK
zGbEXU)Gt{6Cc43jqV4*%+Bv(utDKahU(j#qLY+7V+p90wgIuu-(+JQswLHT3?XS-e
zS2E(yPKu;#Uxe^-a3x?KHKsBm!RG@wgE>T@GDz2v=Xd%<C|~47(gt2fF$ZZH4eOn#
zMi^}0PTyAwi7!0rI%paCYu46a&go5|>Cv=(9s-ex;XhJUuu>_l4&PQFtGS8W;l99s
z91H48S>3k7HH`6QUf#Khzdd+%VVw&%f7eXeT8DJs`D=6?)DIo;>ePGjq*ZO2w|r0A
z97QAbLUa=A>zoejWAUZ%R9%stS@wQ9n#WzcvpKI4SoQvHxYNY&YHPJHV5-@Zc*1Cv
zvk2qt-M4lXO61rzcR1uiOs9scXsQxcZ0mw(p4y>=P&-;)U&Fv6Y;p-skPhV(WH*K2
zGGs8ic=C6&TJRwT@xg+rd?%`NKKkJ5&YdMLo6r;BC)gZ{diR_gw{||v&LMrtNn0F(
zk7p3Ph^ug%T$J~HiQ`Vn#{78t1fbMs@rRHbM<EhOsinjEsk-m1TSLl><h@i2U9Rlr
z!kf+3+c5yx)CKX{Ce@$V^@g<QxH?omZ_93F#g>#ldUR*45W#vV{U$XO{>dJ#e{I8#
z{zVh_vMAd}QS`9}jS2xN({+e*e1aqup*%x&n=ymqK#m_2E`A>*vN(R#W3#O~@Fh0O
zEof9i=D<)N_gYYs-9Me^Rv0dXOtW(ebHMH>AuoSfTcXzW{5X<h%3C|NwG*&N4acc(
z1daY4Y{~YM4K;vm^!z|TN99C=a{cxi>;gw@9Bd7Ef03Mg^)`RxhrjRL(MwS+h}49u
z1mm4|6@foTeJ^611~6}~J^PDykBH-bXO<qA9OtGr_TCFoAys880Q>#S%;NpdDxCd^
z#0jNI8wJ*Qn*kX7<^XJpiaT;gTd@WUTy+2>BZa{#;d@wa>ygRf?%P409;O35w`coF
zU;|)VJ1JOJ?Q=3xCUr9H5G&wdYPLjWjnn5q6F;1^`&bpM*ww#DJ!3nPh@1irK2Ue9
z%)^e+QOU8C6>%2JRT2dJ^6B$={wERkzMdiNez3?C-1;`;n&0phbkh~g3LQ7^6e;Yt
z)iMS-#H*><t#?s=2_lb2S;G}CfN{5=oN_N?a*{Ck@?eI|McWCJjrs?$w5F|vBxz+O
z18`ZKv7|}Jc9_D(bw85DKo=`wc+K6z^k=x94dGDfB!%+*9(EBw-1?Og?_oKN5v8^B
z2iCUWYg+70jq&jXfr^AIWF_3k+{pH~hl(6?bI~5o$}fe)AM9Pq^ytmVFcYR=+6mE~
zx2XpM6+Fn-P41Wfjl8!CYO`zKzC&?}Lnsn76fZ>zB|y;PF2U)I7I!O9+}acZ!6gKD
zf)$ryMT=YUBEbt3Ym1cU<Najjn|b%|=bicQWv<E0+PLOg>s;q~9KWM-hR61P`c$o<
zFjgEF7rn|Dk^9l@RR2E!I--Y@<oIav5z?`i?-Q@R1mskg+B6Uxa8=eAl>|AF6T@v!
z=HY=`b5ONne-9Y=<78=zF4sVYM~)XN+am`$Ko^>Jf;~KwW$L9H4z=9bXc(I}4&i#$
zXHN`TG)go5Wx%Q2271G9KpWd=g~-GjlJwfGzkOQAXK^}0&xTM@$AgR3!IndRa#98_
z0QaAvDOfWxM@=MUh$69sz?i4u!xLl{q`NkwLriDL73NApNDuV7ikd9uTdkN$B%$<n
zmoGT&M9hJQ5h5?#BJF2z$kWzhnSRbrTH8w9C7O5Nr6}qP?q*eYHP%L(Jzq1%vcx^?
zLnI5_(qHSw>IMY9_7C=V7a?TNwsl%to;`ja&JRMnI{ZzR-#$>Igl{dMDI8CNyCJlu
zt8PNEZhwYB{v7R8lkBgmz$46kPm<p4D_YfE{sylj^(ELHx4nP1OyGdxZw;>Kr9Y_C
z)Op&Zh7oVX-|D}3F8vrx7MHYfR`(lsrL~eRp;%aJ&z6Vi^nqFkbL4GAuf->F274;v
zlLDk2%1=#ohk;-8>yYL<6T*puWuFKb?BuiZty><?(X8Cv=;EE5W$J|sYjt8N1MOLc
zYRw{_i65I-9Q-IQvg4JopLC^}DRX>7>A{44@Yyt@Wzwpw%b~@Uk-h?*iH(XYhdASO
zkBE-NpvoLkT466}&Lx?nZ_cLf{qRq6y-H0df9*uaGG#BB5IjSasDPRAeO<~sXCj|J
zqZSEN%9aRc$z02u$)6j{_@!p|xwXY4NWd)6*a3>e%`N+(#7Y9g@@q0sBXf7rB$cNh
zd`JX2zL{<MlJLVSn@ug&qGIo_DU|3qYG_;cF<tQL)7DQd*5}u!Bik3;`%=@KmFWkR
z-bb8p)~Rrxd)72|ROdc*Agu!qf=tO+OepeRH=2@MGRVvDAo<@O?f#cXy0G!*k8VWN
zKv&F_xla2eOt5%lQX3~r=4m$IfHQhgLpr}M?c5lV6F!1Tpvs0QN|29jsxoU6{s&+&
zPmufk1pJJgD1$RZB-nogc1sMbk(r97Vm&oMe@y&mpgT>t$oqU>`!{tJzeK8XxS$%8
zVyEK@7{j0bUVVt|lg#X(+Oc`FsIu7%n6VnJK@M4KY}WbgzX1Am|GMM_{@}1q8N=}n
zQtxF!ae%m0d>_)|c5l!7EgSm#XuFiX04=$3mz9}t`*(h7jb^#an#iv^az!b#z#YQ?
zhfiu|Pyf`ZaZ5;(v_~bY$ng=S08&OKyo@67gofCxNP2S$l!-U|x5XrDNro`5ihkQv
zf60;#S^sXPs+q(hgs(0_v{&o=LFKi#l6s!VE{36gQ;pd(2&Icm%$aTCi%OPY0CM5r
zO5+|ZS4Ys6(*yQE20erfcwXus+vN9!_1*Sy*n;48s~_oyjaYNp$*a|dx6p>M+!&Qf
zQVKIgvZX;!nN$qdl!;K!4<}47?NtBhzRK&%8d&7wvEMepA!V}bpNqao@r%2|cv}+T
z-m3~j)LysGdZoYz<sZSLreR4y(vGYi`jzi2jdv(dZ3;7(K_iV)uOo~NpRXrsoG$_y
zb%A4GMR$O@nZfIkVD3)if8te}T*i$TH1FSg-QX=n(r^|FhWacQS|cMVK>ChOY4jU=
z^lWF@vHJ28G8VspE>^vh7Qf2T0x2VxB{nIdyK*Wc-<R{xqkJyjG)CJKOZ+M~CE_NG
zx-sC}Ayf#ppoThESH+Wm&ce{?25mi<%VS7|Cl&C8EsB!b)`lyc<ASM1(O$+Vg6$SB
zm>s=!<6Zx4;}<zeN=b(qR6^6l+wHuwg4B)p5GT{#Xj{lXV<9|`a!)Ajd?zSMY_*pR
z(5l<aXXa0+*)6C=`qQs!LO0>*cn&C^<wm$j`PlWj33Adlai;2+RRqyGZklRK2x4iX
z;pImn(i$L3>b|Q*oR6I2a|*52T$J7OS=PGv8tW2@S(=JXQE6YZ?Ya+Uz<FucxJxnM
zd#qK>yN1z~5KkAG@i_}N+u!mAlg?A!Ja0@>xFChAfGcK~!sm*~=Gnh7?DAl_7&9>|
z$^QU|AoooQQoCtSM4sRRyy8iGYwTt**qAy!^?Qp2g}bv9L{TZ<*iuoLJ)42Fx&ex2
z!Z7jRRI^1bW<TYax}V+y)h$(jd<~N_U#ZfVn$qlp5RSENY}eCbe8|Rr^!Z0BLl)JR
zLu12V*4BVKcyNSP^7+cORXH65LXJ3gHQuN40eUE|;DLXgReygBWEi!766=1KIFakY
zDf%vDux7(^2^*FGP;{$4%wZaDjd|9)_s((X=f=$VmZiG6xQQT%LOd-#OyBVLhC|cq
z5NfqdX_9l&P380OP+K5rHte`A<@hCCGfwL|lh3ac5vM}}x!ALkTf>6$p(>hWF9WgK
zT$*FDU4Z)8cZ?#b_c%W%={U8pjP*%~^IGmu>L34W+;=@JP(A|h7Smges5xQ6i*o1S
zy3l#9uud;s1I~Y20{XuzXZ}sTFXkVLh6Gi2X&_V^=a*QT8KZb_`QUl{U>Rr76rt}k
zo7e*dH}*n-6-m2@K`AetX1K72#Io{5p92FRp5n`c!|2`YCR{n)WrUV*xFgknNE`Zx
z6+1UG3T}*U2saJFnPk|z;3{{Fg_I<}NfKX>j%EHJd#9}=-*wW&up)7B^4MWoMIB*Y
z?~+VBipWcsMHV;fdW`5Qyua5w(fMNp6Bm!&Kk{8PF+b(Bj~j)$1TC=B8?3?yXQmpd
zfYLn6kh^gYLFq<!;(g)Q7A?^Cn8)>djzfAzg?dvLGgX7Fx)jo|R`qhw9^P)f;|#Wg
z2)9jUjc?3Zd`_d!j%s8`Oyq2p)Jx%MB)5K$VYyK2Yo|6&+h*SBIxxe49%p%H#6rm;
z$()z?f=sbtPgJ5=<Eu<;B2<OG0;~Yw#_;rP=wr#6lmn=W@Nkxk95Y(zcdN<Gar0^W
zzxvGN$YsG&m_Lmxd_CVFcac*;q9Mn+L{U139z%)rQegu&ocIvlJ{I{s=0mF@_f^BQ
zQd-=D?AD$Pkw;OFr!L?&Lvcd|16q9eAU|oi`;M%T#Bf0sO>n&3YO!yS4UhGZS9S(C
zxp9t_pETSD-S`4FY^e%x06lDn5xV}{Xy<9}GKR|Y%7&}m(t%RBC%ZQns5#d%ANM`h
z5*g)X6^TbhfqG1NTZc|hyoFOa(WyPaKUW8uXoJyT&_hh)ULfc*Qxo0ek0Qx`nEBGa
zfo&haH`9T!KYP4Y)F;utY`Oj1U~XEIcLUEkkB8mAIEZN>FLsjE2vdyhT1|@jchsbD
zW(tC1kZHq@d$BByKLl-xH{qTlOB<J!7pmX{?;+go2gryq4(C6}41j0IVZuyHx|(&$
zv36gZcHqk_0-*XY!t(zBpjFh$f-|+AIKUz=;o(UbYp(4$+pYY&v+pcT)q3$*vBZ&K
ziSkdq%rR>0-;+D{mb3Cww;wdSk-9~oJ>Y9sa>;FYBh0%P8-JlYCPa@|<INXUzxE-P
zBWo#lPxCu_*68&`1Y);`!eVU??kb550P$F%O2jFxvpjn$mdcVcJr1gxV^nRnGP+iW
zO7faz#m@5^3O0QC5=pKCnzik4qEZal%QLI9=i3<?tp<1!Djp5E_z=K1)xod+Jneq(
z4>TNNcupI)``TyqcDGbOuQ-uCoULYa&fpC!3lC0V!J<Mt0*<`dUBRkI;oP?3v6hSZ
ziP0l8mwib^C&z}vNI{`#SzHScU+^lUWl3*8g|%D))5jy1CRprJKCbNfe2#3cI8@#6
z<EY5zCo!C8zQR+bP4lxdpfdkw0Yq`!psaep;|$F6WS99j$r~Dns@B)Ak2$b}8cq1r
zNW$IU8K?{IYw=bBP!SL7K;A+-oy*5HVYFR<0Yiet)uaW*>s&rl)on2o#>dw<D@_Pv
zrwNr!L%xN4*;)HRuhy%|M(Y1*)oK?c&3#sOopqwpaG^tKl#Y$`T#JZ8FWsa}0KVCf
z|5H4MB|Ipg`s>Kukm|S69~5O4p?MgSPo0sw6P}e!gfcGvfRO2HpZhC4&${(jW5q!H
zaNIwM@^_V)q*<TDP31}D-^gT+t2uG)G6mh`g93*B1E{H3|JqqCT){2f(spbnuJ?Rd
z4{+P?e0#v!*tRse6S;EW(y(UiA<_F_nqM?HsS%Pgl0iSQiQjnUItcKJdhG(W`-((?
zwmH2Ps(EpA9_U&$03<3|G~(KDrL$GdJ*qi)?!}9*8a=B+QOoH};j=Hn=(O~2uTm!P
zg$1o!ta+2%CUry4E(>0P60YBzXI$OP7PZPp0yr8%*E95a0JibTLHD$!8@$V^Ea85S
z@_3(!TV-kBqApfSEY)ZNzQ%u(%;58i^hf;JzNolg{*W+3xgM3wTg>J0K_mzs03zq7
zdnT`~#?5kN{oD{mz#7L<p2L_k4ASR!A7(q76f?1?Sr_eCPqXhGlx3{?nA&VXiX0d6
zH2Hm?NeX?-I+4wZ-wGL`73ZfpS1G87SdOO34o4xFaIa@`&y^*EXEkGM#Qm+Qz_HAH
z)jAhRDi5EQt#(@~9ybH@3}&RM9(d;h>C&=hejHIJ9u6f_u5FBe&`$4vPZE-x58S1)
zN@sFf^=COxbKM5&n+{9pA%F04b->=&v*DOz1ogdIjNj?{1DaLe^wD=Z`%21t!j~}r
z!*r#U8cNQO>Rzy0yBMa7ni3kWhFtxu2^bznE90A$c{9I4^l9mfUyB6z-WYJSsb;=J
zbtJNXT4-euOSb3yyg3Un2y03e#+fW&=9}lzs6?Eb|IkRkmSfgYFY|j_x#$xgU-4sp
zR1wo|{ceC=hgH4qrc;z_Py$>byO$k0mgoFB!{EZSD3P?Nf>26J{@45~4y_?h7THPl
z!OnJuQ6T3P{}7PmbqAn<a&10hXb<*d<X4%>uLxR{%q&{u?QWLXh~1)ayhH6j7e^+E
z+zfb`?;qM)zJGZu{8y=ak^&hju&j;TZEoe}vUz61&--h;fd!ns-#7s}3c(91+0wfQ
zs7o;?8r~<k>G1@8C`0>H(kK-9>b%XSJ%2~7nJV^6bur5SLCN{`Em`BQhjU>^O#*vi
zr2OcFfo<MAd6De`aT#mmdbcM0(2zN`frcp>#7Plz<hu*W9~os)7%Hq3*b#;+69gMY
z>q~LXMjA^@dIrHOIASf(K1X`RyAaq*0Dw6dz9fp)t1q5bk=EeU1mIz5MzgCLmsjiU
zJ)Ta2S?07P`+m@Fyp#%|Xd<w&l>*Tnig<?M8pXfgjk9$J6<~w5ie$N^DFexlj7blm
z_3@whx%t%S2RPM7OJBxIyRH5zWv{PjgW-&-9W2fjGPJa!g@|647E*q}v_lv|I!GF4
zk@U(LL01rhaDMaUBAwgLX2}h!d)Oz^Uf&D%Q!d~+ZH-VcrH^6tUbE<~QR+}UD{r$9
zMx*Kv_p6qs_Ks{IAB-CpvaeDbWW><tEE3pK%k|>~%UEVq`^{}G?-b-U$cK6KZ=mJ>
z|7-l0L4~~2@x%GKZO{<j#;V`txKo#ptz4gNC((ey8=|+t(kUli*EYqU?LEX_S+?Lu
z`C@&BwqchYiToNLMy_o>I>$&8fF&j|mhja~jn?aPdLMLD;@(|FBrlV&Ym&v9_`(}<
zmEVbG8T~n>{Z#1!CVOWk^QJrE={uqNI1tEja+tvU>Eo4a8_kHhja!F1{_IbUrb}_g
z$&yDL52K_<kHVqjPQ)_awAi2g;`5yimY&2C09Z*#MRFkbSq<~_0o~X*ZSjU@+qiD~
z9M;fi5STbx)CHS!zl#*{Y7O@}HaRHAtmfQ(PX$?_aNs46Q+Ul4^HtK{2;2tPvYTLe
zuEh8(21`tBMICnVNbSPpO$qMTmuNZbI}xF-d)G$3H+fR>3G&z$BiRr1LrrE8sl^`O
zoiXHdBBV6;H5{s}iD7;99B0HXDNM}(cW)Pt5Di?aDi7(sF#tskzWqbdPCDK@sfWB-
zfM<)OX)yOJ6g*4I0C=_5>Wmq5Z-U=b#fi8bYJfsv{aq*fAFL*XLQlf-2(QYE+Tf}m
z-e!`Ecn97E!Mp8Zj!pN4{}ij5+D{O=Vnds%JgTqv@%WkCegGI)=678D7%2-v|50{Z
z4RLwhugfd)eocXVaROTBV>*$o)Q6eWZeCCnUsx{oCh*ibFc)5D*Oi}KXyxI)C^8<Q
z$6oZ_TuNXbyX?jEp#ZD3WixeNk~Sv+!WLCL2Ln2f$-DP}<4cygC~<l0UiKWqYfuW&
zlsmZPT%G%8D-Z2$Vg)atUC9CMT~=8fGcd54HJ&IYymtrj0c6u08Vl^`p@czA5C3|(
z??Sh0Q>}WC{lVP{SWxFq(9`o%>CNgI0L#x3#M)Q%gxwfG(N}+Z>fZ(~g$%iOZyQGT
zIltU7<dP@d6d7t3ammg;^+o&Gx~rEDsk@hiWa*4aSj68f=(hjeWV6E=TKHcVE4}Q5
z+sHMey3&rciB->FI!r)=%Lj5rQC2ey*9U&_wJgq^)_s|#MmuD50oRz5LsB?yq|bzu
zJ~5~3o)dK3O|jssIISE^MKkK|Nd0@?OfoLm=Qo0a)vVhQ$ug+9LmHu8&t^OS$>`m|
z+oZvc?wFVW%C{VJB$JKto`eh~VT4aRt*5AiXxC67q6Wu$>d^?IEbPXxPT}^8%jPc4
zKoh-hr&gh`rICD&=R5_UB2KmM`&AXv*@nZGCc^s4mJ=66)AW4lMQtDyXS~B6<t55?
zA<1PKtvAMMKGt~UBLeK|<W=8q7VJ;b%d`FwP6dU_kNzbi37{#R&Jl=DXx#Rf02fro
z$8^6{ft0By4|RZQyPf4UY8EDfZ7L{-_j<1D#}%2V18zK>jWmn+L*y&rWATb1v%f#5
zS>n08+L1HbR8g<>4E0$rB45;3lh`eGRV_)hxGJwV=9gW)R^}7Kbz(lW5g{kTe^d^h
z$?d5CZ^V>yS&kBKKgxsjvYI(b6|te43WbsH_@KG1R42A=CZRBx_{L!9zO+M=d0ocu
zvpyC6@83c5Djz-yZERd&kP}0V1i0tta#cpo<J7f;yO*WPrPdsj0f5#Qw^A|YZ?;`3
zT*W1?N;&w`_%@VPS>mn@f5nP_{C#%v&lbZF*6Aj7T1|4e634Y}XjY<B;ksEWeBuYI
zrY@fFwb5@u-6YX8qX+J>d0jHEyPAV;F-=r2Aqe!>%M`JtHJz+jt8NY%=!~%gvFhbv
zaCwi6L>AXyh(xr~4DYKn*)I%!KK$lVM^@s~E4=_^|F_kD|6S!DEqSA!9J6t(TG#s}
z=?+8j&1++mUUThirHu|C9?RF3{{Y~uX`Z2=4i}d#+KtZu$i9!|QbJ7XPit5qz(J-n
z4_lZyo#O{?S{>+)k!}K`9B?l&lN4419rd{Iek81OvzJ6xF#4NDvHAPvy&a$A{#j^M
z2G!5pOpgzY{aEEI=)nOy-=j#i7uDUZJ_kMJ$C;UnVbs4Sw=H=0gEU9GRI>l33fq$e
zp|R&-^4IgB{?&>jqwgxa9^In+#HxIeLmh8_ytJ(iyYD_Qt;>9WZVGD&*@%)3UZ_ux
z6){W0QyJq04ce|2UdrZb(WRcVey<XS_AqsWExB^bI#nAuiID#E7RbA!ARePvIGAs&
zCvawEl4Oa2pLb7{pZY?R4LMm0wlLjMMQO?#6^Wa!X|nHkJ9rxZOiF3v92^*>4^UD!
zNuTTlzX%-o7M_*#zIf=C^FILay;#D_$Wu0(<QE<CJ#KA;=MVFytKDY3+)8EHjsfH3
zXPccvcr0tqT~!LdgdLLd$VQ9#HYmeBc<Suki<Nk6_Or|!s<fZoi>;41#s@rt3VDqy
zKg+-NF2ilOEIw=&lLu$PCp5yYoWGzYZK|t%@NnH{h`_R=?JwYBcrhc~*Z$?dUa2w}
zLm)l4@R3h2CaT3z|KokNeMyqJn29a<)0u{;YF8m;ikYV4L6w>iKKgMf&$rO}>@F5g
z3#-4vFt*o#0mn*fMI2*XzF4h;J_kHos0;eDH~lfzkD(^{%DcMrY!>+SP#c^Sk5Gmb
z{}w|Gm<qnv!X|k|;``j>UOW$tYcg$Z?XhEkTtfNLU8u+<X#}7O&fz}n3|`ZT>X9kC
zF;*$r7ydl6KlF2}!IwyBEC)qaQ~^Dj!mt_Y0=6(Iz>-m0)da81Ik#U&1_^=^J%5*P
z@7gd=`6C_*S7lh@`gO2=2TyUf9Rr~i%VL$@%ByMydB7PwiINHL5=&v0IZTzBT+~eb
zt2D*hD{@KvuC<q0cqTvng+V%N(m0K?(LrwUr%Rl$zkb>-7riMU-(e1fuJ(@0`vTi^
z7^eesy(x_nWr_rQ&o<tLv3nEV>%7{ap|;P;P<7!6DR>TPjlCXcM6YXnxC-QE9`g8Z
ztnIag@xk?j(YV6C_4;E}G9g$@dH0fT#P%W216GwaI>1{*9ZyZIxOge6K1rlU1n#!g
zLBj+)T3^p0RXAd8Rx(<o7lwC&l7?8b{gFu2%~qub6+&Ma9SrZLVdH)l9%SH78yF>x
z7y_y#Pb)D|p*?Z-ogLe(9u^`+)=he$=LJmg;zKzi*asepdQmibE?IEV(~}sakIZv6
zN2vDD<D#8t?MKT1d4u^zz09(VO|lZlhLZ%1$~1yb=M+tC5CIXDJvGtP&q-nA@*Fuf
z#pCQJbQp`ll<H(&ruxZ)d$9({;!&V5XEM(QXnTeJzKOYtqx!wP0DThlZF%)7@e=)}
z`bOTxA45t45slUhR$U5D*_(NVXPQU9q74?kp=72Cj0RLvzz=s4!_^}@eVn-(fH0QJ
z&F9&bz0LLRp_#OR-^!xGgnJ5Mj3EsIGxulVLkiBooUu07&&1b0S2b0AH{=<iueDSx
zqjY?}IG>5eUSWMpd@XF2`knbkf;oi1*2@Gw0|qtU213cQ2Tf~zZ@+3Ok3$@qQ|aUn
zN9HKr*|c`*Y8X*Jr~u{v#psOx17b0#SJZYUs?{FnJt!iM+VyMlZ($!_)n$Mj*vi3Y
z!@%vY3tfr58~->>Yrh?nF@b^h+=Z_ht>XE86W-*0e3!Yt{%61F&?SGi<zpN0!&-OQ
zWwi(Ya4UNCIaT?DvUkr<nOs@EwxTShOZ(UjF81q5?k=A#aVeq6b;+G;>o;J|W+CU?
zngA)_2sgY{&d;0R3HPHa^BS&A&(^KZo%(}D<M|D{CbuGiqrMw-*v(S$)YdIXIO}C&
z11V6i2a}Wj;hDVch-^Ryi7P+dEL*%Sh`cZQk~{s!OiR`<Q?EXuc9YG^5zfmW`1VbU
z+{s?EaD%{l;?;85&N(G<M~?yTN&;0}DBnLVX54Bx9!d<d>HHI7I`oSsJCuJby?S7K
z+&9Kj!DlpPa{5e;1+T+_SfjJjr5N?PM1w_a7oM=tuyRlf0A^Y<pF^C22-WMka~aNi
zeTJE%{JN7TXun273yPSFU(hbAe4FJu){>#mClDX6uW28rD|d+rtsV<)q78o4qL(jF
zUA?$ZaaH-<$r#5p4s><;8f;%<iEJuOt^Jg}UO(p!Dk}N$ai1xB)X>$1RNbLmY%;Z&
z?%;wF>V&r+-Ow_jEO)|>{M0qCr{)c!`ijp07Q>LuA&5opzBue&dzrQ_uBnMS*&!?l
zT*W2u_JAcNU%Q1<VqY&FTNG!M5It^eRyYOa^|knZOXeTWjHPPdMqiPU9&Y{<G(##~
zYj9xtYcGbIneSHUyv^eFAuYh(z=!YZrz!~feWs1sw60hbK^|mm5Eh<rPWlaqS>@xU
zXUR*@F@V*NudlIqO8lzvKiTs^qMMxWl?COw(LD>#`j2~F$HWHKWWL&|0C)Xdd}WA-
zwQ`v0AQIH{i1k}Rhy;DZDblv(pCZe@v1#@Yqwh=?w&4Fd>m1$_jM^>LFi;)w&iTE(
zhUwJ$ux;772O01&`1AREqptA-3HM#2YdOo+D>KpB<*UGdM(LLr*eGsyKh1M}^B6O_
zO`kS-)cY2<MZJ7*C55-c(L{!Ap|(b;sc}*uvBxA<NhzT0PmR?6@rj_l>7HACVYkoG
z!Ry?OZc=$`cP}ba;#G?)nal6*B?FcUnp$=9W7%3ZEe$ua28@bpi=>-RRt9dg6TLz`
zniX-rAhSe{CLpW{4u>q9XEN}qXV{}#EOqG*YWaigBafobXNhr5#D2NXhUTD#p7N?)
zKpO+}#uzcol^VV?F&)vmhda}p%5KZ*q$g!@WOFvYJ*;`A!WGsoY%JU2c4CWdRBG#|
zNN>yK7%0n37Rk41?+5{jm0M=fb0X%WqP4b->}~xO=@M>#?JG&YCM2~CJdQAZ;_tnz
z`7YKbR~<3WxY|J;YJDgPpG=)syLz_Tyosimx~!s`aR=BVpoht|SuBS4%!k4Hwo;~V
z%dDwKJM6LE!L!@{i20z7x6<V>ci<J;Dkl74&|EVe-z3%Y8eu*Vpig^~-OWL_JyU4M
z6h}Kt^NNJ<%z(8P7oIjpj!y0CoPCtr^Xw1lLU7c#66et@*PsR8uaUtdt(oI=zOx_0
zDFA!tCF`HxjiBzzZo*;=WB(B-;Evx*EKyEu-pNTxtBLjz`rf|1)LIhptFuUARqAFB
z9#7Wbey1dErMCjrCdyYTg(cG}v@YYnstmxx-5u0Y0}U(@^+1_^Rut;~_TZY18U}Z1
z<|1_y7VFHmrQ#$irc!Na-_0GAkbLiWP@nVpRYrb)$%%H!9m$=BYY)G){1Q+klIQO7
zMEAqX50q})ak?@GHKTaf&?*Y!CX=nqil-(HxC^<G8UDZ^@kHTqJtg3b=f8Pz_%B}?
z^wcG%0HWDf-EkSJ&2_ZgB=IIxcj|-(@u9H6w>nz&t(lXdA4O6cBtEdw{M}NqwoF5e
zb9r#Ba&+$b_sHnB?aOq8nW<}J55jYHcI~ySOFn)veyzT_Yy@!lEYDiQuhD-tL_2`9
z{siK2%5sIQTxD&PZnY2Vd`yMfF26har@y%IF|Tg%FJ{28iA^X?+2b>2@(1Pf`?)OQ
zA$KUBRYwuPz&}+gaTd5+G;5>X({7iTfrgZ8jn*joa;F^VkL7h>{Vr<)^e*g`U)faM
zX}+z3KkcAvVx?YQR<?}}Y`{smcvsj4E<gPI@c3-_D}%)F2F_n++al;?AD$1$%KpQi
z#1DQKrCGaKOHHqo?_i`Qm6!4}?O-OemyxcRY339kWb$5x*x1`{m0RXbsRzQ!{Qd%C
zB?F*UmzI>&A9AX7CX+_qR3^P}XqxJ6jCQG{NkB-Z?mem4y$3SZG<h#GI?tGyS8E^K
zHhD|h2?nx8)JT2tSJ7NJxg4&+w!yh~5}9%sCipRtqlb^LZl8bkj*c`$T^zyfPvdHL
zI;k~WBl0-wm~}oowJ(?<f3)RJPwd~g>wZG0Vi`{`oifQz{E}s-wD|NVd|erF9*=la
zTs2V4`6>6n85LXasbXOWZULULbS1cwmeE1h<wdh7ek($e{+`RirrpuCuq$43CJRSa
zC^5W$<z|MA<1kp3cb7{XvJxKT^$@~WMaCB*A~zEIk&uK5-lxT^mk=kIN)02&L<V8e
z{LZ!v=rwkIAOQsUtZAwh7O5(ZoV&d>u#eF{rlj_oP^-3_HqQ~F)C=4&Y)}WjrQgbb
zf1JoLpdwI7L+UfBo)cxv`_HH`ciFauV2kht(S%Bg-?xj>1+w+lXa2gJ!(zH-2s1G1
z^RB1d_L1o~y>#AFGm)0ehbq*_@gt8tgrmKvVCbn&+0?OZYh%1lW5X49RHFLw=Q-<^
z4{Wm-I%R2UN*45PeWzrphHg)!&Zzt))TO3zcKXRl5)=E|1N2;0p&3YTM$8Qs|4qJG
z_*!ls+HS0rzi6?aGqv(%Bi{N`qz`JtR%})UR2Qq15Q#h&8uU60HY|wUp#j@*iF|EL
zQ9lNbHa}Z@TghayW&ZIWo^1w-_<KArW3dnowKIa$Uo%qS+c@tDovyY%*-&cABf;Ek
zZlP5}IzjMY-3A=mVAWNL+t#5A4A@LVk$38&gw$V--`XPY9aL6HusD&jjM%3?|IRg3
z2vLten7xi(raOV`zI>4}OjZ^?>OC^7$wEmMvqzCCkLD774l5xqvSuXOYWz#GOG*3X
zy%hFAcK>B6B%R_p>07KXux6n@wjT=+x}&&nvbPvuv#H0%9%hZJG`^`!R)K`l@>|8|
ziwFt-@vU)JwWFbXbsdy_ygOZ*l!1yFdWBnJ>?Wp=^yGnd1Y=;B$Z_4B3Un@hBs#7g
zHzvV`YbLr}t<!=V0ZV8G34wxP785;5qNK>ns%i6tGG6VL7ON<0PQTtNK9C>oKEL=l
zHJ@04uJ$_Axibl$0Rv$`(3Wk(O5^Kp{Ajtj;<LUvR(=6p7(38Q!%Nq^W*U_>V+NgL
z2Fd>M8PLn}`Llo&O&`Fw?Y4r}8#uu^+m`2v^jpAl=*G(XR|9isiYv_Y$g{ywxuoBK
ztt|f2C3F#J#^GJ`U#CH?>k#$b%(xykQz>tJM>+rg5r{>27-Nwukv@fw8C^XCEB&?n
zxV^Zq{s&GyI{hyf2J(qgp!uv>J2?O$vvWz?-~F2f3fmgKvHfE(J~8CLRC2ymOFR(v
z9*mW~U06rA#UvJ<4cH!@6U@4AtxTM>9>53l2K|gQmO#&F^<E=4{|6l}B)lqSfKy+7
z!1A-s4uq;S&WX-d)lB2B{S2u(upeygTlw*Q(A+&$jJq_{^$=$e*40)O^fQ?ZTA)NI
zQZu8X37otD4iGO_wH;36?sL;*&p!>$>>R}1!Mi$|Y4;#c`9-vd`pb_<nRwM6jUrnD
zUG~<jC|p-Rbc$*67HTO^X-N5gBhsZey@Tdv5*BfvR=@#rI@S-Z@^`tiG_PG8Dr_1@
z=|oHxG?u^m!~FC3xg*SH<abHyxR*aljJ>KDB%Yk9A<Y6yl2KLy|LK~AXF72`5^W0y
z;ZKg=13Lh^#0PomjWqx!T2Roug+FBYnYtzO;jQ8Mqhzn}w^dUn#W5eBeu3=6v|a29
zrQCT4XVB^UMN)Yz;ae4|SzzMJlI9O6_BY<RA{8Ut^)C|bpDZyj#N|xjunOHQVC&^p
zg+AgUyQ=s+*gsnT283cYdS$M(1D+c2%8ARdBjwpnIQ>R;s|DU0J_5OIdP*ALiKqtP
zdC2JiZTMgQla>gS9vq=SNMNN*S8HC<0<8%M<a&MxCx!JDEb3Y-tN$K)go5uh=XHkg
zT4>QIR3?952(;MH@6RereskiqD`a4GJi<}@K|H)trnFEq)eI&m5=MgYN*R{^%ja)p
zKqBcU_IgWaO$aw)J-^uM(BpkhheN4L+`Jt{hphUcpOHXyKijt_{-zGD8<8%~&No?e
z{=D9*L+a@gEozPDMCCe6^?zVF{;M*mg|WT*VC7VkwT-Bq7D7bYnz;qg;$&F5_Oga?
zhK4g!+MxhAeekJK-u4|O1>Q}NVY3UZpKkNcYC<H%ra_iv{T{n3qRKS=9EqY<`|F}E
zqf)8@!s_q7(4+ZH8pTEjt%u7@$TM--54jhXnM8m+j}fU%erz~Htzyp_s^RC$lf0~5
zgz;82eAUej%8xQ|St1)XwYxy~V#Fe%*6$^*Xlt$Nvz~T7`+^w%5oAaKA|lM7r$51W
zmKYhFhM~pwqTt5N@oI%4GV0lr>CbY0lahM!=O+tC8hvuNS&zn9$hJv_NTEd0-3cln
zsc+yWr!{lbF;Qr1nTpd+Ie;bTb^)#;6<gvW2WB_fJ~Ap+8uWTq$BT>bS|}pzafNJ!
zJASyqMUcUARRI-y*YkNVK~(Tqe;n^1gQr;;00)UmYF`L2)E~FRVfZaZFCKnEW{7el
zT&V8wf;sFqD!Z0(co<ptKNrKF#G{&;PX)VX?ZK;Fjx#{}am>N#cIy5+9lMPHWt0#-
zlQ4WzuQkHhr=GBGfNKbkIC6tLZTjHXy=9wC=k0=chPz!V&6KewgZ^sb%mbvYLa@|r
zg}RKT$!wM&lyAIOfa&39Pgt=K)J3+z{WGVZk$e4e$4h|EfUUDu0<~%Iuy)Ad#pkaI
zdFxxB#1^=<5dyZvDMQ^49Gc+4tM9E7e95U-FVgnW^#7vM=fCUnQRn5M#X0y+CirUE
zekb1}`{jikv={e|zk#m)yQ0V_gk-?$sF!uLvt@JVbm^TA$Sx^`R{>|x<(t)eB_9qM
zIceMF&M^gSh0j{=h;{<v$rni#B(VP+S7zhOuW`419{hMkW?CQpx7jPdwLmf9j*B4>
z`g`T#>8<l)8{E89pFc3|cT>uGWncAjcseU&)BZt-aoWL%<es7CH@RjY<KB(FDeV>e
zl7@iLvrkjxX@ZI%>=YPqau~v6h9jT~z=aZu+3^GMC<}8KZDhUibyyhQ(ht#+Z!3%}
z-uq6wo+n!_CdwNbM<p(xL?|9rkn9-Ea(FX+J(xo~ZH-fUR?9MWv_2qLh1wW~tEO_A
zjm3{p;gUXjl=4F!L0J>q5s7`-^`9c;Cfka!`mab#@&v314i~qo@u=*Lr8=_HYz_5#
z9GFAON#6CMqwN#8`n_N3BCXX%j`WoaXdvTa6T3ssXd!w-QiZk$kz+ekkpw;G!sot<
zaEa>MB=vBbU3Vd#I`GGZta;E`xM-gG_DP+^w%D=@u0uA+-W-<&-85)Pv0nEBTJ@HL
zk0Yn_N&X~8k^txZiISk)YhEC^8X@lYE=OB8E&ew|{azzAk<+9@UL)HWA1`mic-El(
z#v#53lVr0CFOw2u^N(p6OT|Y}m)Fa3GIpFarf1Qf1W)qZ)80tLyT!PIu0V4ZGlQKz
z?vTlaVi5<ts}mPt%lX(1FU0)wym;%@Q=LqUk^?(=95HPO@*6HjtOl5}O9-U?%1DZ(
zaMfMp)O?uyRv(9}9v!G(q|0(REEoErwc$AThB=IUs;UAeky0>YqEUhcn>8VR;~yIR
zYHbt2C=xv)gT6dxV}?lIU;d=WjsCQ?1an|V$O*sGpfO~axk}s$hx_3z*e#9<BU`D?
z7u-gHvaenI{um5j?S2xpHI-lKy%Z~aBciO?`EFj@DL|0#^5|1Qi}P^Sx#&zYye&HS
z{nOBSwH0`}F|-|~Y&+AaI#6E|>K+6Or1*MO0m9Cadw*9iR^)eZl0JjwB>8+3dl8q+
z$15bajYrBFG!Hsg#C&^>^5j!_n!{Ydam}&aMMNweASO_bAsc^bqYRJ`D<`5#)?sPN
zu&1Ma(_~CPC{b<aZ?ITny;>a<@982b+Hftry4AG8hnXNOv0p7vp(YRCE&g2EA*IGQ
zwDeXiW6Nn+SqUm*;ZTQR7LjvsLeVtRvFx^W1-bp`L<d5c_lvtWzNk;VVW!oyEKB`2
z6@dR`ugb$dj8jx#5t3o?DMMm~@8Zw5&tn@Jv>RBV%i3HH4?&oR0$B*5d*AQAW@GgL
z>TsHUFAIsqHLjpG*B{FawJN*UfVzG#*_WXI0P+?p50(&kgn($Q;ct;=189(y!1I)Y
zS=JgpOavaAYhJ2d-a=c^PfkBAGuMSguMO683=d8N)VWxCFxc+Q7_&W07QYct;pmv9
zEqv%atVfSOZ1(CSp~NJREm7nlRog7Gnom-yjWFsvLFxObG{QVHJ#zW|?gWmWp2!-a
zUj#{XG=B?H3<M$UYCwyjm!nmkxN}>@Jd_lfd1jbs{+G-YJ9<~lj2SKj+ibxX`o&gg
zWyf9S_qxpAedjvNIdPht?c;HKc8eE%W^zaDJv&rrhk#BQxSX&z`Z}+9X|o>1Q-?UO
zx{c5eff#FO_n0f^Y}pK`c;8SRyO(}?E;LqFggdm*#6X`vGT>l2xS}R}GE_newoP3q
z5-dSz`y|QcdbOmNzVyhnx~$nVT=^BME#e7H@O~nnx}{wWg&vvUO~a2GkB_s{B_gnS
z`B&wFoQr#C(U}NA@f`%edn~gS4|o~o*~VQHWOQ6e_jqydtePosKFb({b}6XS-Di+|
zu-6Q#t`qE3+X1&_W1K2^dvR;?D~<Hpa~D^e%F9i>OhpyM{>gFFmpIaYY~_P;ST9jU
zoCI>@{ni#$CE1!+4tf*iNX+mE!$$|1;O((PB69cJo?3gHClSb!SVvRn9T-jgU?Je6
zjpy1>a~qOX2UHv5;pSmD;Q-bzA(dZxj+Z52M%R=C!w<Zyh*WN<vN!Ru>8HB2sYt@0
znYIyksRh@{$0Ao?%nQ=;iJG`MAJc|#=DI+c*cx?pIzDoI!z5nIehAdd3=Cl~#vZff
zR!c2B?PVjqn%pz{-P3IDC2=(9LjLAyto9S>U}H^k$(*z|u6t<bPplbSx%{j`$eE&~
z4aRwTab*)+MBu3&ODW16pf9v4!uugfBnkybJn&TgtBZlq+qoK|n>SUhY%if&W+Has
zp+89KJ?JhsyvbB3nT%>p6EBnUJ$1yW?FSgetD58noH!y?7^?Rt`Vm*&y!757lJN1|
z#|moJII5?oroW4X_GY8ZY6?}a-Mvr?N(YZb^1XG;Qq7;4Mld6h5f9X?Q5TU9&rLSA
zTcmB;&9mYeb@51DcUvo%i@nEu%%%}7LIXNVRH=GOz99DhS+gz@{?&K5-p{4!e~MyD
ziGB^?8OM=aJ|IN1k*tml{!H={GeJ=cZD)F&g8m!!&gqiHu;96bHnJpd=f|8fw#rLV
zmZ|r^07IktxlQ)B-d`tY7b<(y4}Hoc)>SWiYh{>Na*Zo$={E9h;q#5S9-Iyg92Igo
z9H8_0P^z8yJvOvjg=_IgJs$sGRaB8(ZO}@hCt=dtbyrnq2p@#j8{JkeAzJ$`-q8pe
z0pZIsgd{16Hv*z}RjC>)HXjyElNV&G6#jOkqK|YJO*6&lPvZ|(twYt2NvlMlb!N&8
zCH7?*VVY>1`!sbfcUw9E)a(~dmLS6emf4iM1BSTr${kgN|B}8h{l1qWr&lY+QM=#i
zI>EkW{CVrC?n3F*B9b;q*l3F|3LeWd%<PO+HPLM$mSX>N9r%EEYkN)nkS3_}b=0~`
zVnDw&-s(K?FPTMpw1OF`>u+`@JP3U?c!(rgMNu36syV+AQFK3^1r8ip)sxd=S&9k@
zxn>r(1!I>e#@CC;IuP3>rd@Iqs`MiV2TCRN{a8EXwXyo*&Y^;xV<x#afAMs!vZ1I|
zupcn%*@rg@oetl!V+ma#imdIJ*#q7AajRvA>ZRi}0wGzJv~pzVDZ(Xo<|>J#J}t9#
zpBw-k@TYrn#A&;W{iy@|_yMyr{{-(<X&8x7I2Fq9?4kvQxUMk8C0AiM)<{L$6e|0p
zyk*n)z9>><H-JIMvI#;%2qjSA?p#Ds&%tby(kI8^DorMOP8z*UFO-k^z-kGPJ&5N)
zyivik8jaR+92q4KsYD&N_D(>Z)kTV52X6RRin7V+d=@oJt^i;hEZi9$|AAZCt;R>L
z5rj#O=fbO8Ss!Rl1sJ9@*H~QsJB3dt|A5`!4mr<o83@;mEbBaIj)p9LW1LnX+Hb3?
z!UHH(WX<+JjEG9=SpS*#dC)l+jHw>MZm>5CUu|;}PF3ai@t;BLcsZIyqlRVBsUvoz
z-&>)g*>TQo%Q^<ef_PfacJJL>k5_J@u3=vE6XfzMDewmROWm3$Q(LtPg;LQElkpb7
zSf*5ii~fFPKFEFR)0?`*rt>HyJm}^4NTuo+p%~vw2$YYZ;f1X|Pj9<T!>NoDSkq4|
z&>n~AiXNE5AK^>C{WxWu*urhGr1tfW(UN)E?P4|gJm)!sLm<T&BfR}Vk`j2ug+1wm
z^Hj3^n^v*^u1%~E&I7>IK0b_7U)ah-Deu|-C9|2SC6q}muBkTU+~%CVRIb!o&te{S
zP3w<3{(dQz^4NV|5-SokFB^Ar=pt$0)S}7gnBu{mEc+MsZiQY<6>N_eW4AVY@*uK5
z8uP@uv8-gH43X1d>R!2PU4WJ)tDo9!@w_TI7WxsC-P{FczOXodX-<d9j5G{=(@6L@
z$r;5zv2A4d`zTx0wVqyL1bm=h`G|scIO1kL8sv+i7EY<Fc+#Ye42RHGB(xpt+u>sj
z^`c7`1+4sN%ZQ{xeG>#BV%ouVLPj}G9EKKIFOtg-Wil(hE&Ko*^HNpk;TJOvdHRDI
zc5mvvJ0y$LhgSm6OXMdv*9#NmEw;Oq>~DwrQDmzZ2S$@rn@Tv=XWi^xe-`2aRHl>;
z{%Z6X{G`fwMlX(H_m5bzR>BBF_f)G}(z!_Y>vD$_F!xNO+Y5W5#<9oyUkhBX_W2X%
zzkPk}6*YqQ%_WR&u|EQRHQ=I|*y_+c#mC_%8;#xhkgXv8Q(OL5m3V!iUAjfV9?Rv&
zdZMe>IAR>5K-KM(WEWeYOS+6b)1y7<=S>FPu9*{0INvQE8{r-8*!@*@F6kGD7WKQ#
z$B^6yB!?;vN?`snS=xtG56IQn_|r=q8|+_%6(i&GO1NrB{2gjcoIeUE?vA@EdV_F~
zQ5L{V#{%+%iz_}Hv97X1l0}20rMn|$1F;6jL$GI2vz8iK*mP=@-xla)Pd{#!HdgYO
z#E@zx-<PB8&C|D)KZYdS=Q8<|)WQJ|fwyBt*==0(53;Kg1EiV}=dEw~oALr7{l9_L
z2ZQt%kuLJRcqx%kXB3t+w?EHWwTSMBEon?uCN0KaCkwT(v*ibUyW4jAS;O{ZJJQ7@
z(@?ZV+YZdV@abf-OnSa0WPD_|vQE%vwjMZ5ldNo5l^o16Z-VB#>Z1(2JA(e<1Z_2I
z_NlsS*fIL>>elv?Z)J9Qt>>~sY0)USU359#A?2?4ZVnsIB2;c=q2`rs^3(Wo3-9Wn
zzp}adNY2143bMI3Spw-_2{v`gURYYZXi+l!UB2b<Z1Le{7AhuI%@n%}LOYv!EhcGh
z`fnrGF^X;BBjXANq?l6#-;Cs|==z~1Mdga66b6M?Z?QoO0uxG|4Gzf?K<U}6oSn_!
z?4t6?dg=TJ#;74(F)Te+>*0Py_-|)5|92Ze|8F@*&>iQO<qI{EYMsQ5qn|Lmsx|Lu
zH~&s`U?BHcVd363NrI{Vo}*KOg@0C>>P4a(aO}INj!>jbAdc}R>!yiOq|>J|3Rr1j
zP)I#4{Q<m%NMI#m8(JAtz-C)M;P}d`@sa^ca-MZuxWOE!y<4Ujvz=IC?EUJW=lW8H
z%|HChp<3)2+stGpM)XH8aH>^pi8_6fq|y69^__aQ*HQ-dDG`V?0Cc3>F2zYg`UZC4
zs2*FKyh_=bJ=WfVD*@%r2#}`K^7&?LP9Qp26EyeIr;t)L<i6~@Zd|_sp)t||3fFn<
zoDE*LIA#s_-sE=!ixxKjSs5a6q{fez<xKpFl4yjLht)v)*4MRlLRfcQfpc)IIv3X#
zzICT4SnI&V$2B9H5IC-HERr7Q+=6e{BW)BN0JuO)8YdsfaCJmlGoM|^F5{N?F9a2i
zMr^r_uKsmuHBq-1(r$rp*B$GPdlKOZZDZ^blwYn2$um1Mob>fAZp);m@TW!@bv+X4
za*3O({aA0=f5&fN&~EcEP{lc2Z?!as5wn}rO@yg0pxl*Ai$BsF>YBxmZcyy~F|zy2
z*BGBvemu!sMX(F8Ll$R!Z0S-Y$i5hfBpUY{q%udptJL|C3(flgZgVT-CY1h-k!=*^
zxz>?M`{+<s(h&b#`|6!mqw9PBYHZr2cyx)ILLexii_Fo4Xsh>LnquM8mPN9;!1ipH
zY4pVSZ4)jbo*^`W<7)25v7kDhuH+eVvcwtBI#zCM=?6dKFp3wK+>;0@JSnTqA2df9
z#jw&NapIDD;x}aIxcD997M2$0{0$M(59Vsi38&Jik$?TRD*ffdf!0I7tSZf@=r3uQ
z!;ioRU!)8zR1C3sMa09xd#+?-q*i0AU+r<ST<N<eskqKp(7SKvAH$xyt6@p!QsK$u
zi{lR308Lv?qv#*1J<j9pu6_&ybUecyu2t`r2CP=w>)0p^%#Go8&xcqd>uSDz1^HnL
zt#yY|@sp6csLifJr;E<|LBbMcxk-zM+6Z}~+itPpkUg1c(^Pu92nMG45)DEFF&wrW
zEoTO^0$vCoxW}2{2+J;L;{oCpaVBWP_aDIe@iDB&zTI7o?PmUZ^Zed_G<I31)azc$
zV9_c`CV*g4rjhtPAo;kRHHVw|2!`jxDuIW<w>#MW{e$Sh>{)I<Jx8f>YM(3q@bS1|
zzj~-oj993C4AGEYPvtaqe$<@467ZxLK~EBu4yFf2{xCULyIDvt^RC``LJ#t-ZeJ!D
z-l^iRD}?in{SRXj@)U;u-!`e^J3=oizX()yg=}Wg9B{x3IQv%Fv7q}EQ}m2v<Q|iu
zLq79}M0t5Fo#jiXqE%}vLgvu4P&$6(xAjl?+ySfs`F9dkg2y}J>*V->WGr{DV=JkN
zMreOVjZw6sNXneCm2o3temD;fcr7*in7%#e!R;v39K5!>RK+Z1Y#TkVnnT^#p{!O(
zv+AvV5`~d*3RMsuuv^nqNPcS(Q07%EALz~GuVZ1;cH8!INT#(a!{C8X!tv?ZcJS9a
z|KyI=-vt~w^`8otGT0ZXb!6rj`^gvQ?8ukIG&E+%cnDj2FvPZ^_4?|A=&pYr=$M+L
z`h1p}<tDsryn`3BKY@voAIrViU~A|3hm)sf?a^Lp?)yNs$1y|tL*Wv4E{syemNxv3
zzyPx0F%^9wZP`gN^(Ugg(p4ZKC1xuloC7f6Th1%4lEyc20@24X1{)!nG>l+cpxD5`
z{Awh1_aTgM{N`R3YvB8xu&J==q)dwLU0Py>Y;EW&j+wVFc)6gWJT6{*HR{f$puL+#
zkEznAqw$H&5<7cteO<UVVg7?axWvzv^pl9PDQn$?lLTFvPvRL}tssycBIuPTZ&J5h
z5iZKU8pwGiHviqx79v#dVYzmnmL{0TH>lYB1-JH{QGI%x^sM`j-quEWE|W+Kwr9|n
zud2?ILbP1^ODp0f@XvZ>)+&`}IVH%NQX?gp2VhG%Mk04J;A{BZ7l6+?W_i$i-<Y&W
z;sGu?;Y>IiJA$)0sQLB^lsC)$6Vt&_xD-7d=lJV=CWz8o>Lv`$Q^zIm=J@j~`*o5?
z;78<lXvNRJ7)BL41zfU?cmn!M)?8njKI$dgr)fhZ|0@ek@^|lFewl^&sK69zx8iHu
zJj<cHQu(_94Wk$OVwcFaXFKn{660;xtYX82&8L+aRkuxXl~0JEL{LagusYmaOAll7
zqa!lqd{}tp?spA*sWTJ%oQ8jJB^(zyyvKZoM#nAJ?aUn*G*G|9nP=o!QfxEt#)!Bf
zzjT<S4+dF9Btz~hX4ZMfriL3hwGu_!DU?~zmw)m_hm+mUx9tam5V;gBW)Ma6e){NH
zKGGIBG)9c~SM@%vv0)FDVi9wvztob(lfo;=@wDL)@>_scQg^PCiL+MsNKQP?1?!I5
z7qC>$*cSw9K0qqzENb6rOKX(g0SKxQzW;_%tI$^>(GFTL+(Ey=SBCnSiO4Fj?mYCJ
zwB-*5gja{UkOsuL#i$UMN0&SA-Sf}j-#SvpQ%KwRyzy<<guMgET}+D5MIzV{o1%iN
z@<DHT&~vj!-9WhNwb%8W2(l6N09Uj(ZBYK<DQTqn^*jY#+Jw6+I{rp$n4^YEpD#en
zd(|_a6m@y^tFp2qb34W0)V^6_pWIstmX(<ITL+sV!jYJI6P5BejMM-ePRAKP7(_E?
znEZKr_c}OswL4Vx=np!KF^21WBLijs_GVVW{;l~F0Uv~m8Y@@Bag=oR(2-Hgv2&KY
z1xrlULqgH-%9f|`@y4wq1KQd@i6zPfy_;)bhz+RZG_ZWHK8l|pX<Onr+nx{uobviN
z1sDI{TK{cb-~SVV4y@m718do=j8R$1$R`~GwjY?%LlqAR;wJeh(u-rYs=~q_)0g&D
zrvToGK-L6H1y$Gv+J#9qQwztFDUHcnC`@p^w448D=&AGh)3y`&{RE;lMVzVmc?rGj
z$%F<Cs{f0<w|r_V`uBx{6fYEOp#%>uMT)z-6P%Vpu;Rg?c%eXpySo$IrNtAx1&Tv)
zcWLq7oICf-+`r&=&&>0@+WS>jCX>CtYkf3)f_(}}DCuYgSBTN$tk;z$3y+<iB!7{@
zBfT}_#D<SV{>g`ss%lC)5}z8sYFt<5#6^5;bv?l4npkzn?QEli`ikuT01rMJNt<rx
zAn~*mrq=Mx#7agoE_ZqnSczcI%rWH;IXBO*%A#L3<u21mpB}%9bD&L4FfEoRAtaIp
z9Nzu9NEcb20<#B7d&Ls9Hj@-~h}+F4iPvqhov@~QwCLdp^M#`Amd&l^+kd#FCn+cB
zY)KlXJdAVCEWu#mQf-j835djrW&9pgu@yx3F$E@N)0VoYNSVsRph#^T#d2p*15$E(
zX-d~l=o;NdDe~}LG<QST>Fw{P6+wW-isVT^mC?YEF56N+)A(){dp7g><qKi#8Y#GL
zN36qPs}6tRP!VSXQL+UQ$_*-h(BYf?Qjce1Y;Eo8DMiO*@wa9wCwW{r1+dNxmUIex
z641E)>@tIF{9zTkup99fChYPCgKIerba(#?t0`iTIzz=*dQtKc8K82+|4?QBriRIG
zJy8cw83V|IhDCIZarSoHgmo){7$g%ftdA<AV0pMM-pFJ>79%UDQz@dv;27R|-TUjU
zX`CdOFoH!S<ovHu5biZr2huWnnN{Dl%a$eE_7<G=RlDJPc6+M_k|kvYmAfZzP@=Kt
z`wO1MspxOls@UZ#zm>gqbt08ew%>Bzyc`_2ynIT0qL<7rc{&61tjVNhUi5sN=N<19
zq2`?f#CGX(SXNa`I?5Q?+CZSfs}d6Dj}D%NBCFM#CPVVJX~V1Ww~;+w&)z@3Le+=C
z@m;vCzN8JyY>%{4YcA*QX6`R=aUJcd<j5(PB-aXKMC^VKnk|>J-5z3q4UG*{Ya~Qy
z%e=qb*A+9)(5?KPWxc`~3Gct`3xQ!=VLa^AV7}D3C6=~rY8Q{7^~g@d76-yMR}-nq
znmUZ8mT?v}_Uqgj5*DkwH->a6%y3DxU%#T<Ltsm^32?T-2D`IN&D48sFf5TWy@<2C
z{<8Ib!;{)l(j~JcQaWJj<OJD20Pc}5kmgbJmk%WNM8wil+xV+u;#ntx5xYe($fVL`
zO3Yi3<QW*Rx`Eq^p9YO4LwF@lm84C?sQIh?X=x1Ak+-CQiI7xhie&e<FJ<cnS5$`%
zb|zE1k@F2luHK6Mp<RR`ds=X-VYg4Z9PQr_pSXU``lO+2r1wf4vrg(vl{I7@Y%pgy
zktik#coBbEs_#KX_#Wn|I^&RQ?rcR+eHF_xHiyJAktneZ8(=3)Cm?k6xkHuM&6d!O
zf?xCWrh);eV}qj9qbI?o{NF0hS2&57dJHeDxU#q14iTEk3r0;?ti~ox))%ENYb+q!
z>9)yr9fy}W<7!kbt9vRqIBcC2*k$B}{cihnXHT9J=t<Qrq-IU8te)o-pX|ek_kuFu
z8iHq&wy!(cl4u2q4x^(6ot-pYY`FSv-5%#qp+7d7W4&Jqi2UX}gvC*@zZtG%yDVi^
z<1+POg41nrvi!zE#yFHdB0ZbT9k_)fosNBv{sA1X*Ofs4D1Q%}Vax{B(!+>RzAM>m
zaQfGdigI{}-To#=kA*r$E+G6Ap<_~%sXo4P=~$U&WtBpcQS~D4cO&U=<s6=grKYR@
z9~64_E!=0=fS~*1vU7uo<U6vsbd2A#RYJ(60ADP)^agJ#@P*smG!tRiU-gm(E5|B-
zxZWZ$NE=For&R{G=a;qmkQB!O&D}&<2Cu6m6{UZMiq^jUk-nrZ-l+tpkh}(+9}gq^
z-d<y!pF#1qz@3rx^SRf2%WaN&iW0c{;F_Jsv0zp@m~C4Ha}c*Kk-AMIw>3dKrgbM_
zUk!&YyP9mlp#o}{RgC>7iRb@b>;F9g{lB~Q3?g8(_XhKYipSqWSXO9uQGd4TJ3kT}
z$wvu0O#jv|HD4DH94}13MDbbDlTxf#yKxpAu634#gs1OSw?4h`b3S57AE{A7%Epoc
zNU&RsHh;L8o3s;PgM`Sp!3J3p9o%Q?o%nz@2?aG!O~pmNWb->3s$AdQRrork7Htf~
zIf}tzq!>oJn4hZYcBh{;?^>0J?H3gy3oQ!dN4N}S;%Ceebp{?eA*dXZe{FkPN3ZzY
zm(lLd&mLbRTi<Yod0i;ebT=BkR%oB`oCbzOJ6eS*Q{y~+hudqIXXxi7{Pa<sZ*KGT
zi55|}TR~#e(W1^3D@$Pn3NxXuMq-3i-?z<L;_y2}`$nP&G7=&e^F4P_T&L#2^>(gN
z5#uP1;wI{qw<+;OeWSH`!Xd>|LSrN2_&6a?ywhuVD`(}vRKkF*7JUiuV`;EM1!t}P
zNaFGFnNBunAdS{OQDO1)N2nOx9$@o|ra6rIc%`&3bvD@7X@d8uK9(@x4sEj39xg=R
zdF1y=g#e0co<1u4EKTHa`5slsF7Y_yEf@t_NKsh<27J?1VYwjJc~dF~Cu<<(n!;&~
zT@e2V;J*b2wNRCYz-2>m^%8yn-8A-ymE=EU+F4J$RwNkV?Th`bS|QG7V*gE-daSm2
z;Y*Dl;qv*7F5=Vqq$?Wdb~@c2o-OT2_3BuoX+GQKF!u?e&xC?TLZM@UJ!YV+x#l=;
zpng3FEm%|Pbxm5l`N1K9-IJNR+t4(lA1ap~aue%c@9RjSaW>=?X{8AOcuL%2UzXbW
zWi+eUbSj!7>{(99g@L)nTU&WD2ATCFUzhjHtrNY4RO<&}!QF@(JmuHmp5%J27bApa
z?L7}w3{I}&9*Lq2OO2nYItcmDt|$jT%1Df*GkH@$ILnG&D7jcolCuw|PTNg_<8&Ij
znsUHjW6n8pVmh&d1G59kpTnExOgy`w5x+@d5(RPB^0qHAO!W2*7Q-t^zUif10=CEk
zZxEUvl}Q}%Atd~~n1lg*C<#UG%(f2R+tpoxpfCI;D<XW!2Dh=Yu*-)p>zTz&nNxxx
z6j7vD-0n>&B6>IF4+pEYl>XnB>#?0FVn;)HB)f<Ts%;v)zB*2k3^vRI^W?NE8CIB)
zO<9Ev(l+!PjxgfHVj8@^z|3xO^d;R)cb3d*vO2xL#$hDiBiLWI5Jx1l8enYq97qin
z2)X0rO)#Z-vx<^V?uRN!Le#>PyDL@)pQT&t+f#ksC4`A!dryndeD?okDuzrtYItkI
zwsrg7mM(0_cP&;^Y2By;ew3!CSQSfXWCgpx-j6QxciUc!d=<!_!g8b4Y?sNKXe;OI
zSFqEP@gbF*U=KfF2t$N&%cjcs-LiE$zeH^+{?I&&{b8tR^pM)2N>@sbi2lXG`4W)y
zN~#28cs`%=Lmfv~Mead$#Z7;a-faK%#R`|shc<hpR7Yf7Hn*?Yogd)<Ugqi@s#))?
zjhb<a*$IX41phVW+Wkfy=Nrcn%1`-ZA9BTm!5t8PTCMjb4%|iLR}L?HX4yo=JeRvM
zXh(%l$foRy7vKI=%`zQMS3_^ew_L7FY6aaHe2GYuBP)UEVd}E8SdGA<$Lc%vFpN})
z&3JBug5z=5a)Xce4`JYc00QxKme6&d%bzI`itEGTK_(GR+<Yj}vhvq(x0qs^h7+#f
z<pBcPch_B(R3^`ctZb;=dc*@$R5#|W&<LrrV|PoSjU8{~&@Jn0DSkiD5ulmv6wnh)
zv^__%NI1Z|Vn_($4W(EyDz0m^3>dfdDL9s|{#1qJC_yZgO((fEy|y0N;rnbv<D(XV
z<V9YLe2fZ-a2k|B@L{9TggO1?QakWyx4tH_C_<M%?0HXi0&LBzbf|)9gu`~!yNB|D
z-IRB0Wa+*_uX8mWIQqvYKJbi0F2Em^|K(sMmaw{X%kslk{E@96+JkpFAN{Fj>Cf2b
zwG>O0t-D7BVRAK28dEPmQOl45vQIG~soFl*G|kdjZ5)j`?LDW_9dOpKcArFRk%+LX
zaf1lMSizvIaYK;M<v5Od?373BdU{TYpC8S~<MD@g#<xQ%n^=vt^u8hK>*jNeK*&FU
zD#FImQ@|{ZWf7WsT4SL240jm#i`(vPN}&O-Qw!FA*fosye_;Oq0q)`deM;qGB11cr
zd=~!UEIlKdGtn$3TJq0ISKa{1Mt5Wx|JETaUQvZQ#&@z`(Kz#fav_w#8HSQ5{U93Z
z##E#SLA%eN0-JjyV@lj-`c%*A%Lsz`;x#qdr!H=Ufm@fxsn7@u;c<td5%(0(BS-wP
z+zMU=Q<mh{sr&?9nl<vM11)!h>`?yLfP+r;L{Cd1z2l>2Zwa<N8~=O~0}ki3Glm=<
zqZ}W(MbAoey8E+|zd{){IX{h$n0^x;lE8s?Lx*F!^0+m(=gYF)egs0E1ilt2iC+>E
z_@6TIA{g6{F}{7Z)P6zi`$Z79xlSRc6J`zmSA+&k>{I2#_QlRY^!wTx)Hl!FKrqW?
zU>J;e!7$f9DekG8Yt2**y}ClYRF^U%a&?7Af`3{vLjcvUZYWb${NBzO^r0RsOd&i;
z-L^*L_jBb4Wv6}}Fq2>^9FwEb4>0wn_X~<!!-gB>dNh6`QSEJ^?+Xb@#Cj$9d(&+E
zsg1GI?KO<Oz{?pXjk%e-%iLIcuF*YEtkO#XAaoVkygXINFi`S#@tP|BxF<rORjTQ#
zROV8{uKXJ3&k#(mIyiCu_Dj&^v6*#Qlodz4(QfU#6i2h}rI)g!c^l)9+t^IEnAnZy
zGK`RfW!x7Zf?1|B6Pj;yrn8Ut9KzkbiI~17%uGMON&ak2cZc_tAB=3Wh2F(v|9v)u
zrMOJmOZn7Z#qsAQL_SrDqXu`F`usM;3|*Oz92OkZ@o|fPsJJ|#2V(~O5m;yYUINBJ
zmx%cahr%T)D3ajr3B5+6+;~xR82|Z^2<FuTM_Tg?6U^!IS29g;ywbMOUCGZ}-Qk$6
zi=~QsMVtecbAbl4_Te58b|O9FS5F*?W|bspk^?Y9p7&gdYP17W0?h;P`%Ygf2_DvM
zIcU^Jr@+lIZe<qAM>jBGr)!>=Fjq{z?(>(|J5eBw@Cocsf#miNOddF+HBu{YO_((c
zWVK!_Kf{k#dY59{97VVx-Ftj!!gFJvdHo?JJyf)Or`eMh+jMaimFQ%};EGTC!GyK6
z24-zAF}6jeZ@JV}$KE~u5Zn3CKnBh_ly9DS$$1_Y{1JcmeS_#`wn0J&?7)LB^G@70
zZz6uYo3ERw8*Iu}wpdy0zHiPPv%blg|KTPR>K09ACGzSmwLonF*h1u*cKRHyQ>f<T
zj($AesnWJ)Yd1s~#5*_DVNOHg$T^aJaq#p`J5WhL@pjwJx_M#&b5I#Of?{QEkAsPM
zp}L|taw9L`ye`4JBj;d#ZOvIbh(_Yl{N3mK(^`P+MRBP3pLM@`(hws_>glaW8L`s+
zevaqMBxsYMKY-|?CP;`Jh&QCWm7j3M{YffDWK`B3vC7%kn<|3$FjW~(WVQyTx{qsY
zXb|r0LyPNh8w#S`)%1tATDa|Sgc?ea?NU5oIWSyEJD<o<xrJi+QU~4r&av=_KY+c&
z4Ut~5Bq7MnZwR|fGV5*%J!isNDG9Ekw|3-n!rUSu+VT;otzM<DG%ajj!41PMK<+-=
z&%Ooi|5zz3I?h~F&e6-uF0ghPX(=Pkt<C@#8B-Q=pNXNRX%|BYl`+p}>(g}Nv}PE?
zoNv6*w<X*sBtHi#)+)Vq0Sa2NZez$UtPg3*NbQzbwxO$_nU58#v{Iw(3bY{jy*VFK
zh5REXWO;=VXSx3X?>@r3`ozkEd@oMcBRBK@0gU0Kq*Nq7Th<QbtiA<}JlRwrzj@^v
z(PqBDKc8lawyb}5rrgM<i8m7X;WW229fP9l+vf|VGLwYgV=*r^1`40Ud^g*QZEUP9
z08ZUOU3TacS-$Lg&=df{S_Q%+6nh?y51<Xwo42g)`U<Q(K(Cd>-JheKs-TF3x~KK7
zgw0!Kl7eQq$m~ZM8=VypG#MN1I}{+A=ATrNH5>XFKtZq2FQH|JtM$$JKJXer1(9U$
z<#0-^0_^WUGTSmV$WeNnLiGP|1J-}9_y4#F>%Uni)KxSN^T2Jtqc4wJDc4bfX1WJ-
z=Uof!2!ZKhX-wfrOJng)=LM=fRP9oW?pL3F$l##_()batehY1wd3~tvu-#5dr(7gm
z6^tH_dq;vxGgJ>Jv??PK6C)26gmPjNY*L8a?cU8kV2r(!ku(KJOCYPMI&E@d2BuxS
zlEX!IDK;g837$NgA$v@2uc<3T9e1nT{sHD{MD!$Zz^L3dk{1h`vFz1e6La4_=JYAC
zP;SD`uPWYwq^XCNZ9!KQyONKU<6XUukW~4LCxd?PMF3)RxVoLPDwD3eg~U=?X}tIE
z)e~5C<Us6Yx|~z+5h9Q;P`V1y&iULtbVsBJGaJx}JncbT(mjzi4oOZVGXDZYaWQgL
z6NBiUIbe^BRdPdoSHHV+KADN(nRfLFBc=NIXYQ_94i$2vO|X*N2nb&RA9~I>Tnt)b
zpR+5EeJG1kk9rz)Mg_v8lm>1rBh5=PL~s{OGk=X7%8^s?GwMz`Gs6V?gu;d-gsWek
zE!B^-iVXU#z%$LOb;Y*I@qC}?5m%)LqA%=vV$c(^vkg8LDajTW`*NB%t>y@&pYyXG
z7-mQBe-f*<H#DiVpCgKhcTxn^P)#42lL=zBri3)z{i*bR!f%*~O#5IQLXpTA`rP4l
zf*+r4go6=(Wy{%&3%#K|rIIuP?ikc3g1U>wlo^tyK76J0?R$M!xXU(oeNCTNNS6m@
z?oP*O(PI%sQ*%P{@Wj=o9dI@~!EQTwCnv+13lEo$m%_>-&{=w;q4X>u`7hx(-qrq8
zhl5(%)C;BraJ)s5j$HYmV5z0LueGp?p6>oY`b?hO3!hiYiEpmei~j*ye5#`!C~c|8
zjbtzw1@`1?rz$6iL;n0J-Y*!co^Y2v`<2XT4&QL38`{RIHnZcweg837hy*~5jcTc#
zZ%(BJz1T+%$sESAO>0n4u69e<cevGMZ;wG6_FoLTV<hj*KipJ#i+*CIV823d6gP+C
zyj@_d5BM7sLJ^lps3f556TM@K^R)09G#Kdg?Yrg-6Il!y3v;!5Aj7QFmDs&+27W{m
z#k;m^ILEjy)uEfXRy%|$!bg1eT>(>5;$uO+aWVB$wt+|EZJ0*@Hki7Ct+?8`4t_93
zZL8#P*zW-WDM}vDDCox`>ruheu39F0slcMTwcsG&lnnZ_WkmqhmmB?#%-8;8(SFYH
zlYEUBy$4FFCmvN4>)-(^x5GWD;Yx#-1@Qm?O9gyX`1xQvz=Akf%iU<i&?bttuzQiI
zdXIoY$?3r@Z2qaVZmU@>Mi;`=$3wz8p-e9${2)XA>z#bzk5Ul~nzr44fM2(B5(3Hb
zBXb`xq*9F^7kno-a33oA6v>H$)Z0VX9;@r^rxyB3S4C-p&VQOK#48`Cyjahob3-0E
zB%W<yaeZW6d1W8mWDDeBl=@-#aj%Yft=}I82+%@}hDygsE`sN(w2g<vtD<a*+HHG2
zYe6xFzpP^5CGl}N%y{k(W_aIyBDpOiba{-PExY%;lj1jP>Gb*Y_XUY-?8umwtXFUl
zaZ6-XtR_;!Ge37{Vo(K~%)zZ>u&hVZPd;)mCuATReo(Mx!}lsz@c03VB8ByI+7q1=
z7nRj0bxdt3*)=tT2=b7>oZgRiH^<5^+VBDP0+d+JL~0_d7!x&*5O46r=nV%{0oDh_
zA$fBG)KjcoiOP}s&+CY%r^)@+XFZd6j{_zs?!0%eD=n8PsPSINNbwvgV9qz&-e-wL
z3SKZ?qKQK#_4FBIm|Pm!7*qny-Z0XU-qJ|D&Kpl6;ee$?)=hrHeGsmkEr2u|led`3
zF6atRmTK+l$46hB7%?KZUK+f6<b600NtS3?8{k<&Y<x6r`fbq&IqlgzFC8M0&yL%q
z>^+)CfuPg#hU~&}*r#ayP}w`n!o^N3EL^jips%yl;j!l2{510A3*y)Be%D@BPK-53
zV^LwS7JE)IXOfa-$vE#}3>;wqMpN8!SD&uKJ>x{`J8RE9Yf^W$n<EF}Y|NF$Mi#L6
z56Z3|I5Ilim<D1g)A>o;JM!SV{7LjE2}b1qo!k1Ky#Ifk5&M7ZbG6-~|7d;b=rG^Y
zU77&dT<RxkZYWN5ONC1Vhzcb8hpL)x0)oi9SAG=-SDDkr*gk)%&C|R^lJgrXOs5q4
zIUP6mws!iM@g~SnY=&wEX&suh%vF^xF1a`zbf!wXO(@+y9N<#caCH?+lln|rHTykL
zN=;OK)o%|aYO>{CGRL`XLG|;xJH}31uIFB==wMNvLFXsOr*GX=6Gl0C2c!XVu)Fi@
zCz~95F{N}X^_RM4*#UomXjdzD`e|-z1n3;D{M*k~a#ipEPl^qRg0RRVc#;3t&r5yz
z7!qjMcWdBba+o4-4vaF3_Ur}r=H$M%-HvX;*Kj;?AIWZ4tsV9s8`ni%1DYivhoStB
zZnp;Na~>9lsg9|7d_lEojvsIC%jmY^R7a+pwm%Q4Do!=|OIwIILXr-bE@~n!_&M16
zqcY7DaW|=b|A-lsHaE2j;d}YU6iX^|MC_@cDzfH|G6D)_TZVyZgv)Q-g0TWz*)BqW
zaAK_#CCur~$gU{YwJ;d_CIzjQU%-IaMbRnGE_So~cm7gl@jv<2$uZwTvxqWYl2u-a
z&SuFc6sTJVpYDT;TURx4c4MF8W-9z;-~`=f5h#^crDk^S?~MsR^U7KImYbrm4$;mJ
znP7)RnSZ9oOxGQZ6NX#q<fjOaLI+#g8jy1GM-*EYfu1%Scc|P=h1QT>3`|<McFQyb
z)rgKRla$%eVLlUGt!%V(l4mlvDEQ&XzNWZH`+EWz6+$jf$2iS((raM(W141;cs(=O
z6FF3a;gf}x>oF{_$<(gT->%pmPmEhpQE79W+h$aMzZfEz16fl%WDMrvd1U*!v}j6Q
zFRM(w5CxC)xc4d6<F^#Ll~deJiWMF-%=w`4bD&fv!mJGg(|zvj(XNx7{rO%rGuUVz
zQ-S&qHwWR#+7~9jSXYJjnYv@@K||?_V$}VpzzJhr)7DHrTm%TE84z@VMBC_awD1XC
z9r0^}h`#jDS?%n=M;Joi8WJFG{M`@l^qu%RFklrT_@{?grPgePEMOSxFt?J{$5wkP
z{&+0%tb#`=lMu&6T|&b3q!bbSo7tGqPFTtW5gko;z3$j;jiaf&{s(C~!klrZfh<N=
zGJqDQ2YFtZ(vB>71TKr@uj1bf!e%5`0f+QoNf<lXMv%97?mzwkvh}_HJXynL>mNG*
z0er^DY;BhBJSJ&VK&;1{oa4PgnxBIb3?ZJE+ZS7jLh7HzWDKt`B%V7xZ|14;-_xzD
zkLC~)?&r;<O$S1GB!l{afz1W3pO8SLYu4Y0Non?`v*zaHH0={zRiO_}C(pjL${An2
zd)f4|KG9^0M-j1N*%g?)S{=S+bMV)c8^_EyA>Jr<9zh$yd-J+?u7<{*F&Csq&~}Ld
z#UNP@G!m$&SXO$LxvWBw(A5_gHfoERH*g{q13Az}IPZYcySqxJ<gz0(yc(XwLri4e
z>xm{d)az+w0P&ML1Ijrl-zg^rt|Qz+R|42V|8R5;54XmyvdMgCdO_aa`)5MTqvFWX
z+EfQx3<@8E<?jOG`R|f$qE)zNRi+%QZK8_2C{NsbHp@_xx0%;`L^K;~RzX`js`bSI
z{~+_VzcJ&Q$m;Qd(OO)8^v@1cYp;4+N&P*-UCIk2h(zi%Z`W9hVQE<rXytQB)+$?u
z=KH{kW!vvsyPJBOsDK9*IpTi`uuq-B4{DO%<N$Huqa7GBUeJM;kZ{g*dw9vS^k*0E
zPuULKuX^t8!NvxZ_{ATC{K#i$3fh<}UJU3n%yL-$18_lxkw;>`Si(N(k&hg?8r>0q
z=OL>vjR8woP@*80fnRny#jU>DsRXLR;?68d8uh5`w$-;0f|xIXqz{#Ls64|KjAu@r
z6j1n7(;J>T1liAuC73eN>YDq_^@D??5u<ggtkE;nR(P|UmoEYi%yaVSCwM~%++3~4
zp__#-aB!9dKCV#E6joqPxXod&R#2iUk6-`)!>uqHz<!eE!|6%opNbioEk*N7HAI@`
za_#=MxsyXJg9)947__nyVkv!>DB0y_a0Pv<*UvH3H9}>Js>Ko5p(VUdU#q{zO>#mk
zSwaW{b&G@b{S*0b42xax_NmZ11nD*t8l|2J%r0Zgtl7+86LD~m=y*rT2eV48_Eg4|
zk4#t@g~q=hrKvQP2+$H>SDvcPBe5XARi@^1&+BnlBO?xRoUmfSGqR;ObjIQkdoO2N
zd}997ogo84PaJq|H3XmwEV?SI3MhjDxsS?O>gfIf<cxTiH7DKeAm+6U6)fK<)&hi|
zz|LY(?=~dzZ|&&_u_eDgG#aT;6Q>Ne<*>|Igk)qe?BYK_tT6VI?&hRZ_y43~hA|Y}
z_U^e2)9!Y=7cPpt;kH^9A6za-wmK!$x_ERbo?cfB8>fpe8-3;vvl1xws?R!+qy3%W
zZA&784U9KRxYLVHwbaDfzba9)<lat)8i!isbv9YuqUjzDTZ$~Znf-cM29~hYONT^Y
z+$f6(C~V788YdGUNYiHYJUW0k>0_~}53zOhLlEgg{G^|OsR-dmHU;xo69!{um~wri
zwK7ti_VT)HA%r&bK340Z`u>(?f|gJF_4d<7(vaKlA86w;rOT9-_vQniA*6NCG3?fL
z6IRL3mB{`4P9roDR(5^b%TwLb>PU2_TT;N~(!N>1;8VdLUWTE{$uaxoH^8K+$n8{>
z&6Zd!`xPNq(fdbKCjBXXE|GiP{YT_l;chkz<`!MtdfwNIyWbf*&%&5F(3Q9Y3hHhV
zcfbBqZ942MkIxqKRV}Az8Wb}773u7zCRd)Ot*9^8<V2k%K}3rLQ;n;Vk7R(eK<i?*
zwCiS94&FgPo0Tngq-%id0O>KZTmkmyF8XWCfc%(Q!c6&uRtrvP;ezA}R}7mAqqe+%
zV{m}*xS>O7_lEE!sB*K^Rhjbdpplwqx7|alk#}MNqzB2EKWT;vacoK2`t1u%EDqSE
z#0bl#b<>bxp!OPzEWTGiXh;Q%lg`<T+wSX*leJX${*n#CeIBn=PhRa|I+NUVUT~?x
z(JYOPjp>HCnR!LTod-(wE`VS*MX>=dXNafEheXf8Be3=ygo*r=DX6Ncz^Pg&7=<)b
zyPcYfnzzNICl9-4ztI*A62}{zk{2=%MA*gJQ5Ny$y8jNlx%x{!wZsO#OcX#%b5=Ts
z81O5ec`K9`EZ{p)2(#o~+XzRwWOExzDHhkSy!AH~-`v^E^ocSP?P|OASvw10CvzU>
zPJBH_yfhBt0LFEDKhwFSzZ&wT+dV5&BBo+Yg`SVTL@v0;^e@%8YN<b^<l2P4$u}*<
z1C7uSg2QOEZchzrYrgst7neMgt#nJ8#b(^?Qr1Kc8f}+fzx_piRrZ_JBLKNZ2##92
zoYci;jNX1jBHJR=G8&54ZgzFzW?G#3a&w&Es9;GLZ3YI}yrXFj@%(g1_Op-w?FR^+
z$SRTBlm9Q_<rEHz%;Wah)gX}IY}>_Lyw4<UDLcM#ah$G$gpBxrqf?4scF4^OsOW6T
z$dX#+Fd2z+6S1N+#~hRp8W`GOndMQpu*|`sfI~t9<54ldm`5`xvSO38?8&5PI&F9+
z$BsnKALtiYxF4a>rpO-uaWJ@ux_I7h@q6X)hu;a~MY+@5_;<c|YPt2VgsL=zs0x!V
zy01ru$O)aCWP-~crmQ%v<R|^pnh*y@64URk)g<FD`^XqmfUwk|APlg8CD)AUExa3G
zU<kCZr3xa@Pg=?{h$VMC1tj{p%|C&DIcZ{F{M;V4*al(OPq^P~J?V1|`;nW_Hp?cy
z>}Pk1e|8LW{s*9)D3WeKHgNDYSaHC-dZfl?<`QsDQh^E0uDpmb9-=kH=ZZ%l15Y}Q
z9ml1G;QeuP*a`TymzS^gl<Hb!Yo<^r0$bP#CS*I0GVJ2{A$AmBYr47;l}oK>hL>@B
z@iG!;?@m8tN|Qb;LNEd$itI{dE3`jmo_jxsch6{wBTIA{A>tK>VaJJV(f7n;EwuF6
z#Pe5A&Ch?WWGxJnnj}bWMm!IeIM@F?W>2V1^eNWg;BUCcz_;%V`eP2GR@7qW%LZsv
z#dt+5`FC>x`KC%G#whJJiWyA*KxVCGTQj9dRAQz>mHtlfEb2#D^q)D8Oi$!;EZMrI
zFFA7KTS$A|7qcIRD(Ti+vZ|W|@L^r0>%X;_oh_+T2Wq}Wc3Uyg4RyVkt{*e&pZ}L-
z>GOXpX8x1c{~_v}{}b1PW;239SsB`7Qe(o<u4-M*9)B-&Nl-6~75hh_S!&7Rj6Cvj
z^d5Gf2}RLQ|1dIFm-ePn5$A*?C8AoWNhH_=pzGWQev5rhj6OOcDoP`((c?b?DJzpE
zy~ST{Q1%TGlOrjY`!Oyk;Fyr^Pzn;Tc4bw(s5K6DW(0a&x$?A6Q<@EL4+Zk>y2h*8
zv%;(j$iLj{!iyipY|D-f)^>aN2hdSB-E?|;`Aj<(;$!xg^2wJr#eTqi4OYOO@Qm<V
zjgr;}n1M5#RE@(l={_a>Q!fuNBo*<^Rcg3;8GQ1wq@eu+fsScYY)^OZvUw!(2nFPP
z<Od2C_X(cf>S!6zeET)ASPW}WK4(R@9KrB@--)~$7HD>23_cCz%RiBbSS|YDKB&43
zIe!@|{8va@1x)dPeS?Y_%WBz_gl7gfW$6=jz1Xxr36L5}Bmk9Ap%wMAYw{=LA<BoV
ztzV9>O>rJ^68_p;t>eDB|AI;ikY1oV%L*RJM%P+5CtlVQwvk$XXsf>6^lc>x*RQ9R
z8CMUOgZ}QShM3`Uv&8P_q*A_e#+ksT+`5*KV)smm4hU5%qAHdrmqu`|VPx-?G2ZI8
z&SEJ>wg+)3>bU28fBLqQ+xp7!N8kBSJ<Awb`TmmkzUfe*^A2HB{ktV~UR9bsp;Kc3
z0slqiR{5V@iYxLW2Zx6Dt>#J@Lud81RKpk;d;E95az@D#IELF7U}2JNj{g8s+j1IN
z``qy=*{JMX9VBhedtRFHhM4BOJDJuF5#5p!=MXJz?5WD%`*kW#T+?~&6v{|o>*##o
zd$_qEw`GE~*90MD980%J=JPX#jtH~b9aIzaYmxXBLA`0mji%N%7jE8RFw35#%dWD=
zRt`5;eR~b9Z_<5t{mtbqxLSM)LcHZ-bL&r{JSehqoB{^vi&%3?U~5W|g2&WKPuyQF
znwl;TJEB>)W^GBW5XzpT!r)`<Ru@ZVQZHHOy@zTL`HUiWTR?F62FOf#;=Jj=7}?uz
zTRR;x$k7LB_AppBm$^b7=DGX>m}~JCmTJ!o&MjDxI2$DcYbgz>p+Stdv;MEz!o_EZ
z*iX>ksq_K};`*A%%U&)G6sJ<yEkOB^!`J(&b+=x9B7z)ib(XxBeneKr!`~t*UoP)l
zb$W+Bun8|v0b}K?^3H08CPyO+*L>aIh`EIv8y#eU=o3EeO^)FVtttHjn9_!SG^W^T
zjZv+ONB7E=xT)}F9~s=Edyy)uFZ%!>(t2M8mvi4yNpEZmH8vL(_v}UelDR9CfrgIR
z0Y}H6K<ab-To8<DT7AU5$#EAoFQjsaO%gbaDynYz9uq|v4G7eHN0e5Dk52#(GUcmk
z-qA*@#&m7VofG_tq9l@GwXGjbzqYR@m&|1z^hR%J`(Nn$yY<kngKax9w~N_3i(w21
z#_W2^E#A%VK$xMd32@3UaY?=B$RP!+D^0fzeh<UAri)z|wEXyIPS>1Go#CaOd0Ia9
zjvnIdGV?p8VB@G8^-p5;pCne0r5&_O&m);##_58}7U(eWxf7dpy7Ei$O(rcy?EO3h
zO^Q9Gprw(To1f(?0)t~~2Yd6IK(wVvC~w?*`1_Zp48E%9=dzfNzROTKBDdctCP&NP
zsOB2C=0o~hD3W>k3$`1z+k8^nJ*kPeL2tfnd7(u#h*ema03!fri1&0~RfhC6!h=V7
z?6)AfP8>!m@afChIClxC?_?dHw#`}@!R~{CvZ+B&<Sv@cBpKDqB1UsQ7Jl1Mv_F#~
ze-M7oWzYMHUC?V6xxCSa)K1nQe&myfdSoL>$_1563S7-4GlYyF0IHR2ls{=)uQQRd
zI+wp^5jRO>(Jj7g-aTx8Q1rmgoLG;UO^d+a858Z{J4%DLhA4#&G)*}Lexb%ayb`}R
zC?8P|wI?w!{uPx%r+4X|Ize<%NkT7_(7=n+s|N53(?eW#)VO}7u;4ujnnacHl{NAz
z_;zUYaTSnRN&cQK5A7sp^QdFPxp30<V;x3~c1kNgTr!SVijJgv_T1)liOPljO8qX>
zgNA9m@&iz?4ETg!wV!plp?V6N?gSgtFKp0eGCnv}L_E(gSH5?pGc1BOvK-UNU09l;
zTzuVK6NF4t58EZ>XLVM^U|xQGa8<r->$?@ZCENZFpp?qb{sjp0H_(V_U4p1-pNTul
zjsi!wlQ%=D;ErUg2{MjpFH+wxPdbPs$XVr#o|+chc)z3VG_EbmB;7&Kn6jm62MFdG
zqEPex2hAS<)JJ{}oyTg;d1zP7jm5@3ryXgo7SL}<u;7;y7^{Te?-AI@#kxLy`!d@}
zS-n2<Ab6)<dDJ@E#vib4$%lJ@yQe~NI8~`kgP1@`bZwp{9Pszy&cumE*+o?ZFBA-_
zqyCc^^nb7QKM0HdFI<{UW;a@u6=SgrccZb=ep3sIIr}4tGv>ipSmy?HAX<Diy=kA*
z_)6~w62}ZkJG%c~)XpSh>YBBLTb^ld8~`1m5X9bocfPJgVtNxw)vZMTf({>_XQX{1
z2<`BM9a7_foA$S)q-#qER2?oovBL=PXGQF)xgJZTL*&9OZn+X&UtwH2+8*l4-Omh-
zBkwaty|vK*egy4O;UZ>Yvb^=FBsV&J7d#RZDE2mhNVRtep$|!45i;VFwzT__37V&+
zke#QL>_JUglSIu`AHwhLdP8J@9zq_`L<deKJNj1;=UWO+;R9DF?$st%ttn@`0$EZ5
z({d%>Q6N}&*QNHN;^SU<=c|oSSMjBW&JwCw`Wck00nF=MdL)Sx?-ndfv+$H+r$OJm
zx+mX|9kZNm1wgxddb_04V4(Y(R~Q5(+nk$i$ebFgbMbnIXTnpwNz044zMJ7IEUd=}
z<`F5eSp`|%==}^3K_Q^A21b-VW(1joRavD!6^*TuM=E<d0#0kmO?HG5H~4VmErb$g
zY;)O$X2tAF+YE;-pr0SU$CqR7Z2t|dh)edu-m`z1#5FVw8d46!puj=Xd)QA}_EjC(
z`kX}J=t}5k3zrn0daK0Usq`1>{v-g5w1!f?=<6q-y1ksL+1!@@>NiA(?&2!lPxC##
zB24*&JZbyLkmB*<^Lo=otZ-cYp1ZrJltAH>S8jy8+3^&>IJj;*NqxfW=7x@8&T#Pe
zxYnCl=n`^{lf;JJ)Gu*G<Vs3wdbLAkhE|Y2?hQ6qqeykz+e_*Oaw&00LRUz_kkq68
z^|KEKzLvI(l=!_!#LSO3nHwKMKYd%aimTC(_hwyUVCK!f|AEKt6;qIgfnB1oP#Dd;
zMCQ(~EVJ^%_JO^tkSarmb{lUgIaC=HC4YU8z3Psf0%awo(&c_Bea2PyfdjeFFZ2#~
zi1(3=rNXSDNYh{9?5&ONh46-!%uP^kN|qhXsti?jg&0_w#r_(2HEHtmRsFNY;uFnw
z*xkK;IdY=0vS!<CjYb6(8uORu;~-0SLQau-#G)pVF7Mn``3X3`Q3%h9J^a(Jz+l_F
zvnPG?k@y3=L-s0BpbC8tflu!r+NtuEf;Wq0myW-Tm5DIW`HHPD>QP@7tSFj3VPa?4
zJ~d^mYSJ{!&Y^*IB6mS3b7xii{nIok(f;aJ-nfkmKUX8IXu@AjvDhH`CFYzU53Hrg
z&*Ox$a!JkW2NeDnA}BCzaYsXZ<f0m?2twZxFvFl+Qwhnoh$j>yHpc}vI69w7ei~#y
z3Hb-`B`5=71j}6O;y!^*ls{9+^02*16BQ$I?QZ-XD^q!wsRaGd(F8;6e2S&m&93>a
z9u_irU6Es*V`GT#LLVis-t~ESOK2lV4{RkCh4SL4Xp~roo85id&knji)F^v@bQqsR
zVztA#l29LVMfs><V@jv-TKi#`_@Y?by_Hkh#Vt-#7|tQD6tOn?Q`!tAD)39V1vs#o
ztq52y^RO%|u26hUYY|!W)y7?P-(NbfK5bPAC^J6LBT2)0&n%P8VHJ;{L3O6CB^YL_
zP!9;ztHS7GtfbCB)>1dOCL<lGv#bTp+XniUXq0&W0B-KL*LUE-x3)s={MyoQNCW^%
zR1L>l1YQq~cLr!)nOMy!S|r%3qB*~JZ)b-J_{QJdi2|lc@S$Ei6;>Zxv@w8cof6P~
zj)#LI$bt$3<O4q|{tlT=Zm=h9D$%AErqZwl)(QXe$?*;Fi5vuFNKrB?9p9os0Q0tu
zFA})7J_W<5RsN#(&2Z-4=WQt<pFXthay-ObW|_q3FtZ=^!sawJ8zhMp{S1e(!~hCd
z!!vA`=R2_qr?e49hnpBD^K#aiy~&iVt`~G&UDG?N<_77p_Y)kw3QDv_tIzF+dvrKu
zzYZum&^7&-I?BKp9)+gg4{Xu8kZk^mL#eU?`zolz)$o4s&pw%j+2S#wjIcT4VV5>M
zyvbk8u**p}DjSzsO{}LF9Y<Iu+xELjZVy7dZ{rYL-_~SI4iEq1%`F20dLXtw`Ui0D
z?A&O%7l}g`hnubI;~B<qSlaie6Xs`&DbE;8dx3L?aITJIABB}Fe#Nqxdw*A-8dSx}
zg~aST;YAA9VR1nE)`Y8SQi|lw=2RW#slP`A{^+Q3k#*<}{`_by26cp(6;OYcv~OC@
zr3~IQ(q>@l$vaNGtn89S`4{+uUuom}m*CjR0b)7Qe!j>P8M6;}5o_L*4^<OOYEvf+
zW-cw3L9+x6v65vKcb<puWd~h|qPnC!ONJ8@<r!{&RB-@Ym8C*zbBh}~raaq^tZ%oY
z{=5xP!pa7^jQos|pDizPU$2^H<Qu9Ix5(9g_#J&s9w~zv%A=(1Fm+tgX&5v0hC!qO
z10%5vyAE?BquSm}6rR;pMcw=lkk)SYeMHM`8m@o#XlaZ0d(5|)T;f;ttl=BXJ>;G*
zre%JORX%E(O8=+uh5uRD!vA&w5jOw4F&u~~{K%W(Em5#s6TBHQq_xM9o$r}XROWOo
zW;$vV)5ti`E1Tjh<G4k9J*WoATo)o3+BQ;N3cy)Z+Hn5|KqFtL!9C}<^DAX?`{Nt=
zyUP}nrm%Zj>wE0UEK{^~7GJV2Z*I@|{(}Ht%=ibs<#4Bz7Yz~F^#+Xe*zeCD+;mO&
z8WEg{$4W58udw*SDs$e<i=Xo(_2?tgN6MH%svmfaRn3BTIF;shCdK2XFRS4d-vz%Y
zq_1aH_y&t9@=rp8`Wl&D5i6(uth<CzO05DCp4^|v-MATZR<fYUy*4yCUp9h7vwNc6
zwsI~(Ja4fBv4#Kc6uNO|BR9h7qR4<WP%Y-de))WWSt=+A^~TJD^U}zUbCfF2M@ty}
z1IX+feCiu#bTsb?2^RS;BxIs|R73qfW7DD30G5g{SR<N9FklTWMFV5hLX|Kc?sU9H
z^dOb5Wm<{L-kT6J!P2+1vRh8yU~Iozkcv@@8P`9G<l4HVvEMO>QFBs2uq@-XdxpLC
z{Rnb{F$%p4kP=nnaA{OMr<hUv&VxVnyZ<mV6=&d8(ir900v*sQfB4b9m{1<&dtc&M
zA*K&}W%m?O&49ocv7uLDf=KY68ZhW51nLq_;G&#~0=Sf$sRA)Zb#%ZBBDg8PNfJeV
zQ%kZlmC+Vtm$_<)YV_9WSCQK#<XS3*xXNrka{1U}JrAQ6sDn?&XYz31wQedhTo7Yt
zJ<e>I-XFrAw^AT%z6|pRlRam?rBq3%J1UC}OlfGz%6AdwK<@{6Ah&31K7Nx<N%?~J
zU4(Ia60WA0kRVfHBr^e)VTxp=-mf=nm~V0&9wh;Hod1^E?bdRCjs5}5(RH6URMqda
zUHtRd!Z_grz_lk>Eih;zez`NT-!;v(t5Z<&TGz<m;;Bd~M)DAi39bG+UlGPd`7`%y
zkN;B0B-2G7NRuhyaJ9~?ou5vyc4^m}6tX-7+<tA!#pOMwjnJ^CSjoO-DUASM%`vE@
zUJUCiE_y{^Q%u%xc?dk;()Asg%&^R)JLI(WQXC7F-U}Mat59J-&^BXi%ui5HsKwsy
z5ur7E^33I~fxBQn7fMek9bb!AMF)I{Rm74qSzyc<PO<z2YUa`4wTacIND;xHWdr$L
zNj-JIq0aQ}TsZb5$~pLoK7{QeG#Pp@|4b(s_sNd&udFeamN~s;!W_ToGG8~Y`V{iN
z2wYYrTTC92t0NBOB1+|MZz!tbwSo2G54NJ&!zP{887L6^+N?7SSX}26p4ax5Hpc*_
z&e+<TFu&A^rTxewgBc*zmpUbsNS7bE%FVOVD@>cfkew4w%daQjVOPsyjD(1V7%*ZI
zC&W3UcHq3K-h<wapJWvYU&M9k0iTQ?K8DX&t}rKp7JFeFlL`xnEgW(^^-Ig?cgxv|
zCu0wnLqGFSJ;4qE8r;UDDiTR1#RIpAY{L|b7^uCTfRql{#pYhVoN1-*I~NQXu#Q5j
z5A|bDZ5VTKnPvqRvELa9{jdmPFRMisoYJeHaewbzKuV)gPC^wG>>{mM(wByDKLLiA
zX^&tQPvUyqJG72VxQ}DuMpny^z|tIFx^}xnNPj|IYsG~7T_&=<Q_7yRoksVe*n1Q3
zWK`)q;5^XYPF!xll!xj3XAgVd_>^Dsz*HPS7&O_;S!3&1kBwe6%=$h#FKxDQC9P0)
zoK=2U81U;WK2~S4`qW}%SWGS||4cDx;^R<GiNH~xGB-SP{O9Kg_uzEudlX?K7$-hO
zEpheL`1l?5utXVWxRUhBg!}cl(`y@O${)IE58L)OWA3*qVT;OG_l$A;ba_wT6pWj4
z@vD$0^fNWp8<Dq$JS*r2^Lj8ZiJ|9$w@&g1)d&eC&0KP0Mq95B!TFGoX-4s1w{L2q
zC0Y_H`z88DJM4;E!F-TsoGOP8XBy54=t6lF$1TA|zwMoH3HCxsadi+Z1rxl7nXym9
z&dg3Adqb}&PG)86mgErtxOdI%fRJrYux?(yUZK#~9Pt(oj9As3s76qC5a!!{7Z80+
zl9`^<YD+S0HVxeaTG=txPcMZbOf2~BwO@|CT{73bn>u1|kQkG}On+CrDIWXzYS1=}
zjGp;kGtIwJ4Lucuu6{y#Qe(gy?r%R1vuo{mta@*w5N%(;{WH|<ZyeNjx5V&enjsF$
zoYhoDK{C8kd0oiD{jU;7HjVGN@&uxH4r*GgBJM7G*~TnFw$3BuguUb@EWwd-lTq0J
zDw_Tm9l^6P>BKKFJ;6a*szDL9sf)L@+??a3Q`(i=o6yd{KrIT)%Tx7po35mfZt|oP
zu`BMOt^f(>?{yQs@NM_k<E+`&m6|kUnJXX6zga-<)vRu`Dg?ajl8%n76#5kBeT{gv
zefvES0<xz@KJ@<bGF!vHW;JEK!E~E>vK;6dsw&Rz-yzOE(pa*w19Ng-!n5VI8-j^j
zMd~qs%Jo5?iPCJart^l{7mst-eh+eme74kvM9XCt92iQeZbD*;Yz!#aT@~DBV{#@s
zG!F(mbQCP@{y)6!_%C`Rf1_g()2CrmW|mGVB_=uXSpx2wb%c@sxmgOUn6hL<unDcs
z0Es!DP)xeBSCS9VE%$egL}l{qxOl$Go8(yi2q15NEZX&2^kop5&vuet#GH2g*H2{n
znA!D=&Qd5DCh7^TzGii@j_O4+Mf3D+?(|5dsKx2oA?NFo1@3(@I5=~yg8iORDeVRa
zRK43FNkfN@4Jn&)Er`&jP1V7Fdh9`x<5@CL0mj%;Z?L6Q7h*lzTZ~#s<lL9U*JyWj
z912gS>04sgPl;D~$-At*Vvi?5arw+8-FC+*CV~|7akcwb$C@**4Imeze28B%Lzgh8
zyMW&l`Ozy|#%lF85DJb5#?qi1YhkMCoNLOuNyZh0m`xDr1a|9pa=b>_%et*XLch(K
zCziKq8eVl@l|Rs!lt1IYbem+Ei<>Qt#!7v~c>v*Pj=KMRfjF!7)ePtOsGoQ|-l%xr
zwYnQBy^DRTKdZ~9S&!68edV7tar6%mA*xS877I>D<!A2cBoe_8`3Ly%Wm`w3e2^?b
z8bUQWo=x*gJV=!jF&^-owOQC;!r=2a1~ESi6f!STqxSnP&o@PPI$-WYV2a+D8lp#0
z`bggvkaTKtzNFy7ert<O+YQAzhCMOoga_)RPPgVU)vGhqK>c>%X4!n{w0KmZTYvTT
z!M>LmiryRyRV@;VSQ7p-Ne!cQ%Ke|@T*SQ|eaS#99P#**d@GrtK6<e*4~&{1RT|Qr
zj3p8!)-_U8e1drs8~K1T*qfnrst1xN6!>|@-5h~V?%u{w;R&Ek-j#|Y%Y2>oL4e%a
z&g>1<u-;sp+%1@ultG0t*L);HEKYO4eY#Z@G6(l`2WpPAtjkCD?84SgBq}>K_bDis
zs2b>j7Tb!Fow4>z<;zVoaDIj(n93||6RXWgE6Dxo^yU|MhM;sgg3fp>i+rw-gsRmg
z8F)uD$t>qDUV+)p<=B~IH;msFT$PI>GAWs2rQ-{#OVVk<Ykh^gm8=~I?mNF?$E}Hk
z6B>_MKdy9eBg1Yvg?wQ=OT*7$e~wVV%jkVn?yBihvQq9do+2x;$Xlb<+f#i3<5hba
zVXI5rGy<w{1nn4_ikm0DaRXnf3Wh3FWLeYa0YP4<$gK#KSJ>il_8C&kUy0|FUJOhZ
zfLbzz+6~iu@WQmXI-Ha`np&o)VX^PeDW!q($WZKFGG~$fRO|4Rjp@R^I#Rh?%WRaG
z@8`X=@^Tz1w$5s0$9ae`Ciod48$3eThkKfL{sabtGhVLB%`{~o02qfifhm?qiNofB
zs8BPO_Zw?T{{RL0d_P@uXE43p%c+u)6wVR=v#?vMi*gX-gzt1xBb_IeGUX%14F4eG
zM{m<J<T%A>PzV2AU^7Wugj&OCQ$JpB!n7Nv`;)(}>SlL>U7H(qn`LhiUr-lWuEhPU
zdYbIPK8aRxK8yrgCn0W<IZeAQaf-uNsK#Q1d3w_QA>F`w`)T2wa_DW1%zh6g@}aVY
z#qBQVmV|*3c%+L!aY{Dh9B-vxj<!n4<mOF8nSLq{pL1s&wu)})kWa$)r<Pq+YjeL3
z$K<!F;qM(3ctzKt2w`{Ly|6@W%>ZiID59e|`~oK;i>c(|HdKUBez>0o_iB<+pkdMc
zB&BrH`!TI-QbakXho~(iEMBkvzIY?M<&TN{n=13YxpVkrs+s%}36Jls@--s`V*z{<
zGtzm}y7`Oz3)9K<ww=%o#W=sw?gm7BvA@T-di}l$xX?av<)8)5uN*2%sSn)5v~5A#
zoGqPJ%qsRx3tCF-C2Ob}q>?rp0-!jmwaZ`y4ady%fW?@nEN=pS4wLTXu-#3uv~MDm
zSk>}^rFZzk8(&T9lXQHR89Giry+mrST*w?Ao@!m3JoR%|p=f=x)$Wdr*fSyS&57Qh
zk<^_w;Z1EbTgJ__L<s`PV`PgdFlFgs<Rqi`mftT2>$=WFYCW4Oi`4Zgd1>q4O>WH{
z1P~a_48Y_cz{Y5hyJo+_m<y3A?{$kVo~VM|hU}Syn@%B{R@?=<U6`UWXck<^hGTbO
z55+`d(=WH)jZMV_@)vhe5g1ksopzup?D2;sOp`+p?&T^H-OGOFLy58!Aj21-e(Y7A
z6MQ^&^SD+KcXtL)D^8*p;}C-gdl2y}mh1>>p97*2rg7L}b*sT*M7TxEd0nblmOZ9v
zD{Y#C2VMD)MB{96;zWRfDO}QpXdxi+EfM*6Qvp<zc~%@4E9$Q8(CX#qb<Foy=EXwO
z2aC4oT{n7}UhD$L-M6#(s}X|jD1>J>+2ea%WS++x7ZFcSVG4`_BnHU4M$Dk=e=+x#
zL2ZTMzHcZLC|ZgXO3)xhi@QUE6?bcKin|vt+7L)^cX#&|4-Um8IDz66EmC^fXU?9v
zv*&!e=bn4_hs?XOKCa2T=FRgwzyFW8m4zFIy@U7rIBb0_x3e|1&3p$e^xk?Hy=A7#
zM%0u#u(;6;WeBYQGL|su(hmt1-moC$8#pCQtM!eY#G(=}FL#E8rci(&)9pegOAG|t
zP1Z%U^#XM77=J8nC-^f@K(J(dXy?7U9Qg#58Gedc%V9(wsER!D+p9h^5G&pLoYvhV
zKC~0S=65}O%9qx7KacNAy_BDnz^TnLLTJ1bsN=+`!Nh}tb!%uU<Mx5T+ju1y)N@pB
zRR3S4;s1Bxwn;Rk{xfClKUV^%eDvH@l9e!q7yqyCXuq|X${njg&x_qwX1B`#ajIy{
zXEj142+-il&zP3dT-(JvOJhVpJxZg1pd?<HQW5I{v9BACeD4w!=3#LP#B)M??6e?%
zI2?aK-|~G2+h`Yi|5Duu28-K^xx{WlcY}%1rSn9|)|eul9xcu)*CKw-QIS?{sc;$-
za??1Ye}8JB)L&hfWh-zL`rKk<Ei$7mUQ#?}UyT}lQs4~jAct8FVVp}3;ot5y&!6za
zNmFm3d1@cBMQH+`zbI*4{v31etEXl=_8#>L#tKD43M2OJG%;QA%s{L=v7=9s1DU%u
z`s2IH3~p%c^zN;HPh~H6>vXra9^W?wgrw1@f1cXOJ^u3&?IGZhWoCAspIwPA#^1vV
z{rIKC3uf31=)!qA!`+!AVX1vkx$?X2>zt(P>>!Y~rcvq%VQL)Nt;FmT9AIBdo1>Da
za6>ANTI2k(hs?HPqmLNH#CU4G((RASbHoatd@x+#joJZY%ie}%zEm)~0;JDDxMOye
zd&^5pkHcn7L+)aFXJ{>BG$;}E8x*fWV)57yw-thK!sMMD%GH(zm0OHUK+bJ6(^=sx
z#@W-pML)j|60*3E>Ogt3mc;G|W;g1hi5MqeQlMcmB+*`+LWADqJK<+#^<wwue^90-
z5Xjl0`4AFzs*-$(tkjcY*JLr!_OfDw&;%~td@?Lj-MUWZvu=@xPwOnvC5`36g+ORh
zSNDiGyPmEv&s<#BBxgPa?yR97k9C@#)){|(Hl@~Ss>2I<MGznl2;en1AF)!FUr#*O
zVRTaz0_{C0Jj*Cq{5U<3(aX0Y*wpX8M2d~YUKBME5W%Z%Y&_Utn|!1k?I_LayWAaG
zayE=;W=%RYLE6R9evLi_>14QU5@3x<bjBp8$Ka}1apHwI9v}B>pxV|%9$Smc3T4Ze
zU=?=I24q)y{CR)8)8LD}6vTJJJr(%5^-O4Qhrt%suEYu&^*@0BMd7_;ZT6O;z_8>9
z`ZGd{xQkQm-DF>e7@@_yVJxhZQqi`D_nL~YR?OA>DfAR(DGc<Vp3~x^P*H2T`p;-1
z&VDn2jo7}L{X1O?q_6k;UK=M3%z&qGm2hK42w<H1?*=-4c6U&uWGrxNXR3uNf7HIO
z`kM6<68KD#pI={aDcdaA!T=peU6T8k_jc}U5~r@9x^z-Yun5tkid414ByW8g4}Jla
zn`<0OIUV&j+O_kwje7Ys)6ZXpNs<%A%}E8Z#(67^6J9MhK{bZZBgYwY-TV9Iof|;H
z-?yP!1aMfcgk@Qq&uItHU%ds>C`2xXvrytAc#6;hvX}kC|FYW4e%=#~tj0LrwLp?l
zNCubKwG3FwMOa(nhfPjh+@_BR;`6~PjXtDqvtwfVTj%6a7pAoA3qh!(hxg*tcJj*+
z!1kQf<a#+99d?jK=;F>ce~V+Ds#(fWi|%VZ<%oMB$Faqo(&PPcCq&`6BibA%ADe;G
z{QA3BLs+wkhgpT`^L%%8!d|R~zx0*^v)B)vi;>2+Z>QxZD25L7oM#eZTAN|GX4UIH
zZbAH2H$srFaW#a{au+|X<iWMK#Gi6xf3)CY%E<J;rC6pEmnT`=X^60zPruL(UDL-j
z_u!NkHr{zCG_`J4q~`?J?Z=Pt&%Q}Y)RZ1$qvXb0=RDpE#ipqE#`n?VM#~2hWP_9|
zuSFJLBUjTz(ORCGSnrnS6>XB8iTal<r%Iueg_G<eBvjmum)B)QMt|jx)juj0A#MHj
zj!u*Y$<MS|4zMZPugAHG!~_>k-QJyebi}@UJC))I;X3RALf(qe6mi+Y58Wp1y>kbn
zF-9!lKj#GFq!jz`TXzENjIso__0kV|g9xQbh<JRx$@-t@7%nyZbDQ(>X@ix68m7$l
zz#`LYcUCf8TdCne?iE^esUex3N+IXE14G}29EWTTU$9>y^;c8#A{B*?Y9#Y-E|cf$
zcp3Y>O+8SpfG?|vDm94`>Rff(_P^s9vI17Gh13$y{5(O<vWKd+)tqk_rky-iD#(%^
zXWzUGafcf;%z!|kwP1>u?VU>)Hi~UO(=k_>#ELY9RuYCp>*D;98kd}wO+b%Ce*z~s
zZV;}HZ^f}jBPCfx>%|YA&$NuS8;g*34J1z0-OCX_Nh=vr_T#0*rdI{B3b8#ZRz)=$
z!#6dq!-S24$d20(Shrf|M4ZL*UTBRO<FC%wrlfGjn2|CeS&I|M6K2p^4bP8RRC|bH
zm=bLi>Sf*OI#sOUyytvt3?-X#MnqGj>lh@^i#Y*07xnb!A|Na+se_aRyzE{va^0Cp
zmvin~ui}nkcLPj{X?50*W@R*AmLapS74}dS*b_Xlnbb|_Y?fhtp8P!d-;vzc`E>NC
zlBI_^SLO+k3fDhjM#E)d&CQdZY#m@XV}KIg@9fB@5UupKr~DyMP1C2)BR)59A=44i
za}_$+{53_3<^9Pw3HqOf=PTNf#yW+i3zBDqszy`<0Tn4A()q<hf?p0bB&l&P7=nD=
ze5tpW%X}i=hyENN|CZe7o`@9|_o>*Pwf0_NIkTNNJ3kSksV7|eKj$L<NAKeQ(Di?d
z^!opdxB0K@^JC6CW!!$apcPgGqR1aBlK;hgFSb=CwtlU+gxnxl^c-<{Q$sb=czY$<
zTIHC?2X*0bVVfmL_J{^W<Aer-4|u$UG_t>U`FUSg9(-<#{bhILT^Lq!`@3J7lLY8m
zr)u<j`>Fy)hOs&n<V(*QoNMMjo0D5@qdW&;B1gssZ>CMSln8Gxl%Up{3T6e{v5O{C
z65v9n+Q;O_`ehtHJBsH~b?*N5WEMf0-<8mUv2FtHty7Ne7MQl=Sm<>09NP#8eD0oM
z?dxzrYV3h=$xLF^GhtyfHMJ9JRj-vf9yBWL3De%Z^{q?N1^w{{x-W>$XYM*NC5Z7Z
zDpSUf$qefFY&OI#NM@Pa=}wR4g`SWp$VF+1)xX5#zA}z;RoqeP(Bv38+suJ9d!t`c
zwNF{Kw)=;D=WEv4*~pG$&Uqr>7E}*QE9VDLt*uQly|2*UQ#!&X861rxR{sPxF^>9v
zccAB*$8Q6<1nv)0HXJ|H8GLt~S*p!sU8((hD(Qb--h7uh`FW~0+t_uR@a^_<ALeWy
z&_z*h*S0Hzt>e+yM0d!=OL-irNvHlt{mRnHw3?Hzsru_Uxx_6fpzC4pV^bO<axuYk
z5TITcFY1?rh>2l~YXmdBQh)_345R)5BCmQ%JQ&itIP>tUGK&q!l%p?Nsoh+_5~=)f
zeucGJxvv;8>awMS*b`iVP1-cVa*pKAqOPAT2ZK`ibyf+6a=||8q1!-W$aW2%J7H4&
z*z#C?V`Xp|TZ5OHjQmxl=wVw?Yr;6Y@{sD<c4lC}(|}^btF85kj6Z<owh6@@4KZA{
zJcndfu0H69+OHtP6#7}5I-}>Ws#ULD^nh@H<a~90C3zU@F)bZb9P4&m<Yj|0-p>j;
z4f+=0M*_(zdCr~Bt1@Xu0OFMzzDRotHoN%?;+srM2(-Ad`siVjTmFojG9^#^V5C<r
zZ{@VosxB^%A7h68=)A{@4gTT~awf?=t`bA`Hl0!*)~$z8AMXoDk7ZD_h%{X^S6{pt
z-gzW1b+-DPw43;N;i{4gA%+H_{k3PQNf#@A0;3Uu@|fjsla0E*Tev~So<RWE+kkD!
zIDVOXO)CY9h!5nWZxL2lv|;K-E8}IzaQRqbjK+Ea610W%mFAyL+szRH4EqbGt)O_p
zdbp1y*M@l$#E2&mLhf;&rHH#Ujt6%!!F^a1vq?YP`1ude;8<NWbL>&E(p9$izH?*|
zeGg5|Vf)8)BSY=uP{i&5LU#J}jjo#T)6mds2vx-cC}`ol#AH9-mge(ZwU{7?uZ-Mh
zI}>}GUBaz($35iO2rNL?5u2ha5Y1HMxw+!Ysk`V~C(ngbn8}STj7Jhz?5;j)YvuH<
zMy1$JH^vleG$aZ)v-)^1bE_nIRBfg>#kjR;?ij9+@^TRS{9EXYH9rVJ_7%Cmc58xq
zhT->!5g&m{%|T036D3s0M#vL2tV_=TUlR?h5U47Xc4SABQHlURk63f>At!Y)R&=>g
zl#FuRncj>3QtG4!^+7isL^>X;zETrPH9nk&@AJxi|DeYftoTbHt^-1CXKOag|GKlW
zqj83DhJ+<lVaW`c(^J<bgqtnVmW!!K^_YL-weYQ2rTF<LdMRDn+a8t38UQs5d>^6f
zzbfKP(1#<Vju0<Hi=zd+*bFhwna^TM_w?nwy!|57yzijrIFL3<4gQ(XGm<cKsG;m^
zQ~6#ztLuA7Nmu0%ZbxHz8@+fd6~S5%_jGCm(#X(`Ixvk2`gB@IppPV&F5me&C~67Z
zEy})fMhjD1s5y3`g=vH@jBwusp6!WwKcQl;ho(N?T^)D+Rw`Y$Lqo%GxbK6@e;O=;
zU*E}0<{rH9oIT~a-H{^72u2q;y21D@)t`QSV(~++YsN_#8PTc*(A@!0G^~fs6x+S7
zJ-3O#6~|KRYUxPphs)iM5I-)QJ(PrKjp8MrJJn5Hj{fxYyx+!)_(1#wyVetqx$5jT
z*PZ>+XPD-vP0><JvuGO>UVe?*h%J%0#E#gdq#;~J6eIWBA?n5jgpCY41V#+;LPFi!
zT`nTKt<x((*3#bM1L+F-e35i<rC3D<3;eElYDI=0jg{@{8+e5WPYOa-V)l$iHo)I^
zvh9v6L{fg@<CTMdor@-@Y8G`<NFUB;a*R?F1UBKK0?&Gwa>`%~$u&Um2bAJoOt>X2
zkfv+7Fo^4|W<Q(vvHDxa?-~i&tTvXHKxfDI=~5%yeIAlZa_nH#VRmRCd|5S6c9IFs
z|K5#Z@{jfsvT!a63I7KW)S8`*DaYoBf3Xvyb}v$2Cp&U3T}ImmBULZ80&c{(Li63G
zJYEkl>bxwLwd8vGcNp%G>@A@*$T$N(wKpq>r}m~^957eL(3>uep<#0P@<)<0AfQ5C
zr7nB6a|X%Us4(`e#m9*kO87_jO!sHnh)K*-87d-uT=RN1GIXN>JCSN?BPa1MTN((n
zi)YQpEPZJ=&CE7&?DtT_duxU(pyw5q*t~AjCTW`i=VjCy7{fW*kH#eTVnNKSvV5w!
zj;}<oK**2fB$hJKleK#zR78s{5&3^l3iv;9{r|tc>pu)$|Eo_CdJJIPD;xW)Xt0RK
zPHQQRJt>C8SC{eK%5EUxOuDTxyYnAe*~h+_&RdjGfbIcbGG;mx3r<20d+vDvAvr%;
zg)e?YIeaMoTl7D`ys{&=<(HgJ?YNX;*HaU4QTacBRUcy$q<)N}m}rv0TkTz<z_u6m
zj!hZR(sjA>T3_ylN0IML;WyeYg?qDEHa4w`@5y`NqEU<d?DT?au#*rTp+sLy8+vU(
zN0wi;-_>@=WhE7smU4wVnM|XN#XBMDNdAV*T2o(|iO#Z*?3eVjN#oI1UhOUCCNh|}
zUW3?_eovl4KhKRIhTIifhfKCB?;`-!(_~SXxh1dVHim1A+Y5`uLl(*xY|ypVe14Ow
z7aF=#%jw%+@;E{9ZH|wcZscLd*=Rz;r^{6piX35;^M}B=`$<MZBvoRjzvt<`zF)wh
z!CG_{I!iY>@b}8Y-EQ?ifF1J+W1IG(*A5f1K@h#h6f<bJYEEv9N+4FzH2Ro6JY77h
zqD_6L!6KdwSA&B+7EhFnaSW=Xc1nnXcn>%%E3yZVjnvSr;`M!=ETuY=gq5B+Qg2Nd
z04T}N<y(xm%dYk)?sS~%GG^RaKbr|mL{(05<NV+Z)Hv`N^!v-Lfi%MYic`^H2ftSY
zynUn@ZTW83H{5<Mq-&OfL5CG?9B>iml%sX57Q=5#G*Z9(o+u$`jeW^ta=}RwO=?7o
zc_{LWt31&sK^z|nlsuKH>v2qtOWm@e0`OJw2j!5k84SX{BBLyew$DopQ4~gix@~l<
zI}7T^Ias-In)9y1#_LUkx=^eS0j}C>p|!VWvV`#JN^|3+Nv~lVDE3x)^Q~iEFW`j^
zhBrFyQ@7y@Owsn4QQuBlqRmJO!<7)tcDmI>A#<x&xDt!0hCe4SVj<qnDI$S+Yxo5i
zi4iJ0i6?VOjffjb(#f?lST$6S4qJ3_<Gs@%aygJCTkXO6&N~>CB%qjhvNq<rFmqP6
z`z|qH{GP$a44gLjg6%+Zk~D+;h+N=A!z=9JS5gW?DDR<4bA5((B6d;48lz*e0SdeD
z>WN6*o-Su;mP>z6`K^eD2=veo=UwLyQa(Fg%L|}f9k!v)H0KeU6k2I?UCF$piS<aA
z|LXLip{LZ)*4dnH{kl2zd4iW0>6d%+X4M=|(&Owjn#jie%Uil-rtmO8YTvGEa2Qmr
z$x|i?!pN4UVeo138>J&tpF(HTu*^?FE;dicF(d@~m}G5)p3CXbDeUZ(@>-1iL~PA3
zmmD3v#xRWoGn}zFS&W-+-Oi$^^LT7&q=nVB_bJ)UP+@cCfk}7G9^c;M2BU&yQFSJ`
zfXYYQ-V!oYQa|&+cd`0CysTx}3Wu9Z2V%;l!>S7Qzt`-1;}t8udi8YJ<W_6a1QGq6
z|J@nE95zW_MsH7upOJdfWbz@Rb?N23a4&{1;FQYuShF$|tMg4w^k(`5826b{wo_0X
zyJTd|-Un>4Mbq}qj<(;x9P>7*y7zow*%XRCmJKv$exY;Is<KCl;aZjej8966lPfPR
zazvnp70kNwxA|<Xuhh;^WiWYDcX47QA1ukU4J<<!4@?~WhP$e;wuJnZ%wb&@_I#j$
z-Ty~h-Q?P~nEG@745MRJ<qE|kz9o-=_x8SdW@LJQWLmTaPns~ASt=&IixoHbt8|y*
z8Ri{~H(UzfXd~GLhg!%*`SM}!LK;Hk$~W~4>n01jK`AVXK1<@EQm3_b^;fpZ=LhK?
z%><?6oO|k6qd%p4KsidL+~dg=z~<y_-I?rZIbGONk-EeQmk1DG=hgZ87qQH5(te%+
zk!amxIbRIN)p!YW?wR#j?W(|=`0%Mt8S`Y}?o8wSUK0h})|{<D<fEivR#AszLEp^2
zUcMq?`Aci9n`@-wYO6R4V5y`Fru@h4;zOq|C!lqOU>+HGC~ySDW{!dGvanMbsZL$4
ztT!UfW$}uQ6Q<%$2)hQ<T<z|Z`<K1K%=}senSDdGn1Gl2H{chC>XY`4o0`g>MS_*T
z!O;u<AZ~P&u7K(6&y7+YzOdse=YM+Mn$^IH495`#XrBv<`z=sa*oRKwR)}*xdbcF2
z_bO6i0bY_2_)|A&natzye6(#3K%VP21_xfogV(~Smj><ASHiKT{<<16THqv!&>4`I
z3T^yeVCH)|UJuosoDW|WO0xh;7%qBtL-?ZUXiqHGt6g>SV*5srco~B~A&`xb={#n3
zKa1QG)-m=tx(n?(=1><FppjXq6XAmpNv3lt3wB-qncEm;Ci>K@mQ>lBPB+Zq9d8l{
zz*N@KLu_NK(B1&UKbb<Hg)S!3JYgZ1*;+s#J|Th@n%Ka`J=WQF__Wt``XXr70O*F#
zR77;?@;oPjH0^fqc4Du^3TNl*LbEr5qZib6vQz^d71#>+Lwd##99eYsdTfF-E;Pg0
z(A|@#S^cGv9}GOPxqdrO)NCoDjZ<csGs~6yf^+%x7vCt0`#y0@e8b1y&&<)sOyO&~
zL$T))nnD;aB|pshI#uQh#q^E4_KyE(J?yR;wN3XAYAiZ#bU19-OL31=$8r)eZ&DP8
z4AjjSsmr%^)N+G!6$bQyAu}i;p{-;J3d?7`KD(T#*v`V-Wh8#3i<`uc=nB^*avhcG
zJW2|Hm0k`jF*%4z`fxx$4lGhwCy-adZY9M%iFfd|bV5Q?zT}Hm?S%cn8fBC|#}3g@
z3amcb!WF(5Lc7N-v;qy|-zzDrG3{8M-+iVCRg@`Rl*Rbyo)E9*#1=j$#`Xo)glcN<
z6dGl)*;VzgG2E$AT>JH_NW*Y!_if2A<=|00hz&iI+%(3@E$hG5JpSMO{@=Fkq_qw9
z!YN=^1(2XsY>q#L?9Y*n%+vn^Am}D>3gAJk*FzqM{`P7|f9c;Y_sU6K7#f#k5^7?q
zDp1{dRIWe&6DUq8$3YBk8G|f`BqK*ixo^ZVMK_>-?M{BU!8(%#yykz0v(VGj7uvg|
z?ywOccigk>^$j>wOrg$(StadIT$LL^gk3bL*N8SG_HX6}fj#j@*d^+Xu`{<q$c0><
zs`Or{I6~<c2gh+^7x$GS*}ScR(lUETOFJYi6KH8eh3|3`IhmA6P+0%aHgv)hz{b*G
zSsB$RdRlL{zbkycb4zX$XYnx-P3Wx={^GVUDT??3{!ADFLh2RRzTQ3QeKCWw25@7w
z9vk~aUGev+ebjZ9YkQ9cf%32pq1CqTcy@2h2^Ff7(5OvRA({-pepfyF#wt|5U>tKl
z{7Aw<)j^X*+y!|3te5+z$9kkZ0DuKmfNz<cT@-mZ{sEz3#-djnTrM}%(rrnoFDK=R
zTsBlrD}k@(*{UT<MlzR}vLb)CYMo!5#*{B<8f04Lq!Jmj3`NT@X%;qbB$-Z(Lb4Ta
zNcsXik`DoyvHi(C!?e!;l4+8$`mG=JPXIKV=#oX+=V`&F<*f%&6`Izn*j4Q=ZAiCr
zusG(??5jF-4~Q~cRgK^6(`v~W&*D`%-iJu6k}gAsWH>S7kZG%Uq+e~Vsp&Z);V-vB
zJuA!KHP>}uI?PHxF^%986<W6;CC0aBe4#wX)vixnIO7`w);u@;O(|f4ruC_2n?9|c
zjYYT)1w$s<la?xf>VY~X;)K3E<I_s@KDAJ9DFq7CclansX*o%d$wo6D{PEi+m8>yO
zTGd{}+Z`#5p{OB6l(f^I-S*T*EpJ!%0>w>xt7r?JqJEw|&>x((jU7|}`G~@1!=%e)
z%3sTwf^5{kb}q8PCKcz+$eVqgA{G8*8bV*g{#O|;prqAcX38+~iy1NVj_v2fu^r#s
z&4A0nQw(Pf0~rqT>}qY-Xz^=bPbLCeOP@Ez7ACI&Q{?Af8JN=w#h=g(Dm!2SNlDFF
zJQj}~J<!VzaXrqC6#=YY+g4|)r=)0NC6;$_?e+Pte~T|45I{oJ-m#^Kqr+O!T5_sB
zvymJX&s=`4YAi`HG^iG|ey`caiDSvK7iZ_0bd?=z7ys!Gbh8?7APIsgmEo4@v_pNB
z=jd_P^X%#V&nu}(RA=pNg!uYfv<~;lCRrzEhG>GWQd>25{GQLx*T}1Xh6WnjWV(E2
z>VG+M&k$+&n=HqzOz0eAbk`+k0P!JIh+hn5r}xu%phmH9+zDRVV&fS%=G@iFbzFOM
zUG{25ea<4~-fvPlh-m|RRHS#B>;4#a6M|tgpP$~l-Ou6c9JJY*D{%hq^w^lidVlZ)
zdlBp6RBBMs!n2D1Z|r(xWj|Lqi+G*>DAA2T-TnGI=fN`LCHc~(6KFdrs$vC9Eo|nM
zQi6_p(p!tODz|cYdUZ{2PkZ9BuwU20h2N+PY)Y-1l$1W9P^-&GqtT*8JHxJ`@pPy)
z1Ji4$>(Is&8|kS{OB*zRbN)iNp|x%~ugF{v9ku5S60Xp+(^UGd8o5QwnQy76GNw#@
zhS{r3-Nif3IDXlS6$bu|)0~HsuV57nQfxs9TP)O2T$V8;pA)+Zq>;r1`7%UtdNJ)<
zcT>h>1CWID!3;JXw<~gQz`530DpOD~xB`IJCU;0&+>Y&=+EIjV{n>HV0TOAJ&eAzv
zlaq+wg~icR#_33`XuwH(wpz8f%=AgnYVdC)I-1ORMTa-_Y@EIQ=I7nC%PJjB`)~$?
zz)xyn9ZEGZIIk2wd}6&<<J6HxYel>VZ9C^_t4g<&?krGkiJMCj{%ug6cCKDUx#&O5
z!f6)7i)8yAuqpSysrnJ&cv@A(k1v0m!uUZ$LE&60;<h0(Tg5jo%R8Ft3&I_4^glw6
zEvPF8i<Cb{WrMA4U};NGMdtKm(c-AL+A3WORJIr~KG8}xHImbXKJ<7mQYhOaB==(c
zE`={&k{2g<1j_~6Jj>Lad*X?(fIuy=qD5EwO!vkc8bh7nHftyoI~TzWOwE<9f*jpV
z;m11+L6YB2GvJRx`rMP_9T07Lrnu)l`<dwt&h88hv~FNws(RbEC9MMU1G=&KlqN2I
zcyoo{vxSzqWa$Z${L$5sqYMKrj@t>asacnT#$1+_12xspU0LzRo~8Gr#qIPeAyV6@
zlfc9wl95Nv3f?<{CfB3X5z?J+z95K;&xu_F!#wX>hr(c|jjO_$u0=L}O9><U(gM&B
zOhW`NVpDAA|6;QV*}}zFfQ})+<*q4PZbw7{XTF^>1=>LNfHQ_ir|<Y&mCnslpZ8!^
zy&502zsEGiOdRVcqLA;=^w|l@Zk%jfH0Y%E{F?0%#A4FzD17t8Z^^24wD?ju16L5R
z$8uW#8`2W1%6%^gecKGE4c$BWsGr*X;w7Q6?x+Q?iq#Z9`LfZs*oM?=fPQGIxHNTB
zAe*R)m~V6d>)<(y!j3hi-bzWA`M|Y8Dz3P&w}Q*p@e8!oCjjqi&QYtM4ZryhHcu({
zGyS@|O9V<5u5{$pQUBUtuIinq&vvL(GzE9)giAs7NmKjzE!pq1z13i^b}|nThG|%~
z_+if3c*|1Hj~^=(iCBv3SinnGzpxyo1Kq7Pu403&uktr&&b&6QL)(&SBgKSicCU1;
z9hP;f%ZPpVowP4A0<Rw$;zbwUmHlBGbz62kFs6H+M1k!P;2JmI(Rz8+@u_i`#C_$Z
z9_I7tRKm>(9_|6K`S}w{XVnNX%VX3-XQujob5X>~4b!N2n=S2W;cmtD-W3=8gwP5-
z9N+<MfO@s#`HPC!Dqztx(${0>&o*Uk;MhRdkUs%z@Yx3zhhz5ipv>|YbjFrwliS&B
z$v(Cm8l7w<Z37yHdUqVF!SXQa*vCVb$E*smD)+|u-QkkjWfp}2M!N9-#SqPZ4%7TU
zS^s<J{{HKD_FIbTn@#UXa9K6wu$BJf6Ua}!S@7=rCu46Mf};So@KAwtt5~ct#Ix_v
zv+u#n;7G^({E1Um1YLWBjx@EZs==9?i-_fRi(hF)U6C8|{BJdgM3B4FwW4U`WA}>9
z?T^lK0QCl*{{p`|VD^gi=My!-!^UTBZJ99!<r2Qd4VW2lKJd%vN=%*?e8u1S`M1ef
ziW&n9_)uaCsNHUHxG<i`)l!&BRhWO;&#x|mE0qvXDzzV)tVMM{NvHaMf2_JbTxY_}
z7S$(A!E>t}`yh#^**4DHAitQR_8orvU>V4tM|)widfpSL$C{aRbSqI@{&9ylg4Gzn
z&}S3$feTUO-r{992b)~QQ-nA=ZIkz0-szcb42!K$RGrJG&^k}FvCKBqp@N@$Cu=Pa
zl%n$GodFg;lMJo{Dmp&AtekTM=SWLSxHK@Pv#bYTN$6w;Q5tbmT~lS<ag6Wq26|H2
zkJ(hc+FKKqMGGcCJ5)tR5t=NDU6%)%YPAM)4*_<zN?zIQ^;qrYO-L3g%0i&OC@B?$
z_tJ~F=%N@Q5k={mAnOT|Gc*uW1sQ9lLEYRpm#3^0dILjs*dPh-7vzR}dY)LY<ukB9
z`g}=SD&z<q!<6`Vtzk!0nzI{d3b8<cipSK2q%P%1vY9q>XZ{0-l<fv9ib3Bq%tTNE
z%!bg{3Uu+$OBok8Nx@qx4zPsye*o^J#2w=OM}Dt9h3|9vRqdO4)RqwBTjsI{duRDG
zldECqu4M~Lo9uhWZke=4W-8a?`Hs@#V-Aj|xL4i^gB}mcG48_mg3rm#+TyAej!pP}
z37m}C=&q2r2PPCR54e`>`&C_i&n>ltt2HF)E_3Nb-PX-Qk(X7XqaC=t?H}H(l~L`>
zo$tV0DMj#mpqMUxfu#91iSj5TpP12mvpoGm=eJJYST2-*xnb!sEbkyM#g@M(P`94d
z)4|YS$}})(EUKtUhnOQp4rstwYc+@N+PYF)e~W#YBDOR=;+%}xh4Oc%P26CPqmS+g
zw)Jm0<w^xe`I^2PZf5v}L_toKNd$+XM@#$n6!14al`SF{m&5GWAw4@l>nwZwvULW%
z<sxWe`qx+OE9{e~cq|H5AxXiSDh>7$XU2m*ha11$q`ytkcq$^!9=bvRE+JrCA768y
zmQ_>7T=7$Xt+62K0p{Ary8U^>CGd-Rar4YclW9tNWMt)bYh&xmo63CJKNCk`H^ELm
zSLMUS{{X$Rpkd$51dL{H9PDP8*4XfE;t5FTZ~(wA&~gWZ9_mdu4z#tj($k(}qvHYL
zSZgNzG=pi>83LWLOck4@Ab+EH><H->2_1XlV3(jO-lO<GaNF&izJ+A?@`ng;vm>g$
zn<rkaM9gE*wk5~xH^u^4{*3O-2}dD5-L5)Ge4!&2l<V`e&Sb?c=Jw{+Gt@xhd;>aY
zIctew10v{vHl60je%0Jj8;a1b%bvmbkvbjHveTow{ub*{w~6A2-^|^@DyV!3xnh=z
z+;bj12ObX(ql-<OtQVfC*cAE1_?&LyCa2TA8b-wyo*quP@$P@XY4J{O=o5!#RM;h_
zB=;Eq%{9Z8Zh>RExn~C^vA5JC9C<#s|LwfXRQT?k=0u9Z;d0w6-IEMgV;rC58fyo4
zl&sqIGF<45prMws`g}L8u+~YbX1$w#ss-RT#|D&&v2t#MIZ^U!w<3O)F&MI5&Q%ua
zyK{UdvKp-4JV+?0V$R&UM7A0Hw49D!D-a)G^|>IGMVT|}kSL9)z0bx(7oLZjCQJVS
zmW6j?*;E&dSz5=qRNX5?Vwul(fFaqvA@=t9O%qiDX_eBz--Bz0LK-g|;DR>U@-A=D
zax5Co#=N~RYz^BP`=8vR>iI9VxzQrEI^yicX8FHSJ);8aUr|YOIu*z|+rN9LpBzu-
z$PD(`&bB+gnrntRdY1=%KKQhsyjkT?EMw%Kv&D>}B|Q+Y7``&P@6x<B%DBxo$b1-+
zmo=0TH;7d{|Mhjw>Ero{QO9V5t0$*^rVaC<PT=T|=OzL-6oWJSD$v)7DD9R!pu56U
zCg&b2@31)A6DNWArpvxTDzt;Q7h@KAliR$pIKiEhTm16ZPN@}oob0%ov#69ox8}O1
z;#FBYz6QG7%DJ*90+dVYG{2?b<!kwBJXw<$QH1Yv%4Yp?C1lX&A3*%z?HX+%Fk%Az
z?V*ani)O^ICyOnJwZjNb;Y)t3GaDJu=XJWt*4<rEhH>$}Q>oAro(q}tt%7i2>Eaav
zTxZ_^KW?OR@P`eP!>Yq7T;n?-cXLJ+x=p?C7w$dOiTw$piSWW;Oh1b*{=UMXPNdPF
z*WT!B3C+K3CGra>q?Z>Rc5n>(ztO)SZ*1#hc?5bD=YHZB`+4pJ2<B2TN!}XAJk*aV
z9a^D}_-o6sgTGi~PwzW2)9_@s-#J`s{66!!Ji*A2X+w(juvKtF)h<7kBwD48b;D8R
zuh8CE*|AfzVDj1HVcAO0FTZ(M{Z!WI;k9{O7ag90*@T|!5tv0T*&-;*KC95-1uca{
zmN2Ou7F1c@S}sng-%OVH@B*k=mDR@HTsO)z*kcP?*1i!}Q<`24&t1CW5E&egjK}Y$
zREL&}^TvI$+nyaQGhu~fwoveU_ZvoLd^zjY8~v1mq6*kgXXk8S$c{y*9rhd=pMSZi
z=ae|&oM>KGoohV&oSy=Cg%kafCS{6R8t5UW8~r3?L48ez59R?xhj6y3xTJ?B=^HTg
zB$qbn+gKzsE}l#B6cc_*y{V8{z9auIGo&e~j*gEIuYZBz^blZQWMskN{chB=v9a9(
zTt%zC&!qg)52}bRd<gBb>$kQqg?P>D9u-T74SH<^>Vt|!x5Errt_7{(289tD#h8nT
z4{qe>kihS=_cm<}^ww>}70=!Xu;<3<U=VcK9#N*dF3MuRen$6v(WE~l{JPs=@9eML
zi#-2t5pYW%fGRcLni16*+IDteV}D0eyGL8LP7EV$WuaLgS{Oo89$;xfYAw9^Lq3V~
zM3o$%fAmSscv}KVEYIb3P492dY~2DKd|?f;XHU~jSb<IMis~}%eRX6ENa#;a7!Ji?
zcnJIDBN@R~)Y=v2(ul`sJ!D|W&iOi%Y_fLnInT+-a1iR6E&k7WkM*s*Yqw;UTpoo}
zL<SU*au7(~QQs%?zTX%0mOy^it5P>MaWe!9sn?PW=T|3VljFvock7w!2$oj&y{R-Y
zlCI4x^!~xO4M^4gf+)ej3wz>yjc5AoPcjC7xQ}ovnm~&-%D#1`f6+{x=Rz@nyu^e4
z8dRI__U=xoq`Vxa^z36H9T#zn__fBXxmfXDD8^A*`hUvA{&y>l|1GPFTAQ&&X&@<O
z-sb>sreJZbO}$8!-7=;&SM22Jp5XKA2p-{IB*eos^IiG7%cueYm*oQ<_JexLRs*A9
zQ7EaK*A0-RG6;MB-R3_4p|qnzq4A0UQ`|UFWj!}Wo$wAGA!@$L&K#c}M8ehM9N<fR
z)tY9qy++Br>x3rJy49>SH2t=M@7bw7bn11oe&VRu<SPWz&&)j6bNJ$*ifcB@EcN4^
zJUEe+7hF3^i%(85vf&QVdoP$$^vBIN8~aUw^u@Is3OXe%DhW*A;>7mP3u~h@$@d^<
z*rO1><d0SKkXI49Vy*m)6BT7m!7b1$E%tb{H{IZ@x_H*6{sNmkSm#GnfH>PnDM>#X
zhp#znU|?q5-k5QKJ+4+jUgUFa(|U;0rQHal_9DW8c$Dbxv^>^w%^$a4JvCB+Cl3{P
z{<{885yt+^iQ@8IOj&esTFs`u1|(sB=7#-C_)H4pK0@L%l2p;|5k-nQX^|KNtFh7)
zNRqHokLxl+`lrSsWFhfJ+^6e>HxC@_6_U+zAK$!+Sk<j4rl|K_7P+D*LqBGxfa(+P
zXL{^wYM5)0M^$)l3r#)+m9#4@qBB4?0Fr+_T8JgKVO<wJpqkwBD%YEOEx$X0??^2L
z6&TX#!q<36)rU%W+|pQ~`bhtwqjl0<b5)UHLIDFHaqu5jL;@e{z5a#oGGp}bWwcqJ
zeDO9V(kB7-K3dKe+3pHs(|jGP?m96eBOs6{akf_}VvV`BM)BtZrF+4!ExV!d>l@Xc
zHwH||+9zVH1S)zzKUbaRSZK8PYkkpMGkRgvSNi-W0@ctmv%Xf`7O~!YUGe6Z`y@$1
z!mh$!W0%yGqo6mJEI&02Gu<*AJd)jic|C<j^h(+kPgF5o09AI|v>-q)v<6KR!;c2?
z5(StkC8L37WodF5(9>-+QCG<Je7TyH)#g=uyW^YNt(4EElZ|qfJW{4^E<WSj4h|01
z)U+ZW^U0LmK{AC8Uo*KmGPi+S&AiNEYOOGiriin@xj*!QQJv$t)B=I0v$5+*dJWU-
zdNC_H5|lB*d9cn_SijODMwyj(pc6~2!J^5yea*^>-M2SvEr~p+F$<LFy^9)3<8O}Y
z!r1FNDqWHoS76&Jo!KaaXa*|=0H0A)2^#H8>3fH}jC5QgcDN8po;U?RdKx%XJ;*b}
zNrVJoG$(|;4XHOsMJ0y%?B&?id2+->fm#I?467RBoA+@eOwnH!Nqu~<PSNgYnX}BE
zp46M8Z3`yrFPC`;W|_eB1zvo>@n*5wQamwxV_jy;Ul18zy|1*hnL^c$etV}?lRjza
z|Bd`dGy937q>nddLP$91^NuCnBR?bRh^KMhOM<o|Qa$#yyCU^K{9r3%2E`8X!gR5t
zg5$kJ)|P%mvALAd2>Q4sM&@^smr{2zraH5y9GnB=;mH-{hHEQ%@f5S+rr#naB%Jh^
zi(Y%5H9DJ_Z5b5Intye&i8CM4@V)(=Exo<3_iAgWx5~NNcCu>p*<hf$!I0?n$^Ovx
zdWhod>qr>sW`bgX??#Vq59~f1A)^%bzF#-_+%kMd?KeIoeY*FX;1F73>G16&hAGs4
zEBXDbMW|7RV&k`Q+dQ3YE_5Z7uNh?HOpn2HK!nX`iDO1TM{(wpuDzRBifLhWphm-j
zll-Pm^7t~}LgCrqN*H<=hI5@124KZ6ti|PlR|Q-7n{tM|t!Ff!@{^&x`BS4zeW=vq
zyVYw^rS$T7Wh<w<%SXyAT^|w^pq7LF9F#odCS*`j#8P+O7WF65RwR?#7bA7kqVd&=
zp!4BOW{?uC0MW$VY)X0~nY&Tupmy8nm#=Ui5IJAB{#N}=evYxfqct|?Cir}cs_sNA
z3sEEGdsRlCJk6F7s~PY~+eBjb9XD+<ra3N<YKc;T{K2QBXy=`mC+2Swgfg6Lj2O|H
ze4pb^sqo7_=XXx@37i{0x$QcGEw#Cko-0J^R$*n)6{gC)Yo6GqGhsAH&6c1yTcqrt
zh6<r15-WU$3D_XOQra2i#t$A7*|?iMh;l+pU@d{8?GXAIB$NLPEuiqv4om2{sk-&2
z_D@>EgMTnUC!^G(3lPc|1}g6c{H<s`+1Gj=W_}yfQ#VT7p2ob?_b$1<))Y&k(I9#e
zuA;a?J3zq>*fB5fU`+s)q7wvaW%}!Udyn~>h+(;-)x6_}tR~VHRsh?3K-?oJb|W(0
z)Fvkn9-@e!PXJ_xyD#${d53JQlBhxxT7p%yOf^;&9J{ZuYKy)otw4~T!a^2`1}AT#
zB1c#eF6ckL{AKy@;!U!xMtnje+Xd`E<fe35({h*@V_SIdSxx1<vJ*Etdw)EQxKy5f
zu7mnFj4y}hZ;=6ZKjCv6y@i$vxnx5Vr*@X`9tQR@%z3Po4cAi*6bYv0KwY+fARnVy
zGn)!7j2^5F%@w2xR|LY!mh+Mn55TUv`9^{*TEgZBSU3O@$;EyK1aVeLsae=%xdvms
zmZv4X2F3?VV^pf8phV(6=eNuO42{=nIbrAbb8<Phn$f7T!0(;AjrpC(y`d&1tw9Am
z%Iw>X`6sl;(u;eIf5=+S8aEaW@BuZM%<@w>aumG`hguuIUJtn>FQs07lvzr#Zx5>%
zL(A#gH@HzFZK~>RTtPl$N!(O19h2eennFf>+wM;Ge(+B_uN2En^~Rt^;9sFGB9ESN
zB`c*?NlQ4{nG3S^KB?*z;dp>sw}J)eUX9_%SHBz1hK@QCTu*xn^`4ey8Pcc7c>K^H
z4ZQ}B`DywR_zC8kD<UZ6>`?R5!RKp;SyQ;26KQ9?c73+|=*;iR4tLR!lY4T>(XV}?
zHnpe7`4v%$Diyh@J@o|R=&!z-1Mxd?8m&QwO-}R0o07h?>S?S|<PiwrJ*oz65d4gB
z8hnHMY|v{EctoRamv1<{!_b1u?RxRdh_XxQ$vr4=M`+=Dd^vg_31bSyk`7-_9rfC1
z!4jL*k`FLH^n7-E{WG=_8x$9aIMmM5T_sB2SI|m~6OFp+%|?LEOZ4}{3zNZZG6%Aj
z!x49AkA9jzq&oO%+s7nyvZBrZm>TbioorJLO0-sZ>D3XvO)|UJ7IuRbqoJ2kVdWvT
z_O-FUIlZ&?1P5J(NbE_+BQ3J+#&lhulmgD)V`7C+H4u$w^B(Qp9Qr$XzJx>#V)4e9
zLM~xpP_W_<0P<IKS^%W+=DjPyqoHCFSFZn+80=1m6mp=#Sg;n3b{)=H)=_JGvkjbW
zzDrr0R(^r;_8@Y2lvJ0Z2dRoxqc$J=f{GJH7bELgDuB4f2o4tYq}cCyDCahFn9rws
zHa<AJhx!7{CID<u^Jd$vHeG6b$7^;|3REY*E&tvJ+{hV?GyI}q{0z6gs%6yx#6b_a
z9BB>+OyXc}y%xq->m$4ImUcX{4AmSd(g?wbf6+}LL=*0|+#KRvq((oKuP_y|ix|0>
zk;sYrROHt`KSh80nrDO}ik%R&fZ-*P6zA=1YGrBWV!ccWJYfe52@L~Xc&BU2q{U<N
z45}ts*kY7UI3Gl9O3Rzdhk-{cvd?=J+(fCrTGD)30Qs7UCl)cuV7gEOY4WNSrxOK5
zKpF}a?@4s6{&!2r|NTnFq`yAlei5cFsm!=<^){3~rxWf;iX6T5tj1h>!RcfX%E-Y0
zA=UO|xFo$qeC-ss{g2c2lI=OosxdvqXtQKc4=vFtA~46Wm94Juv#2jVal15A5l(6I
z{fF|R#11D{Soma%q*4iEU5tjU(+v^Qq&+zp$<hC%Zj=;M@}qT9>4&G+vMyd6-f{!D
z$c%_V-c$^~|CJ9FHfh97kad0g9K%1rhjjH}XT0;TN!~PR1R}vM@=DD|u?57;1Irm{
zW87kgj#lIvG^3PszbadAR*eG@P$^jul5Cj48Tk(|igg>)#-%(uR48v9N<TC5rGApk
zkIklZ!mjY7KDHYB{YO~=frQy$aYD&hH<dMcV;z{uZy-^vFMvWHSZk6SfO75!>IwSD
zDj4XYfDppXr<nnK=k@0PM8c$0LT(*^W^R17q|%->$d#k}K;gDI=ZtU5N+Xe(0ieiO
z7u<b)Q@qG|*e~>}d-}spvN&$QhDac(K=zLxPvM&5zuX5t%9rg|GS<b>Mxs;s&GntX
zo5%n^L5WI;Db&iFGG>aN>M-k_om^%H*N?_G;(q?5*uw`STm)*Dr3|YbsMUC%17593
zJQ%lQUaeo)lVu`yLgPl%P4yGxA0S6ohUJ$uox)rafFs8}ZvN>PeDewn!}NWzEO2#M
z)j>%3(N2xH{MJ=?nPG>)2O~4#DTKl#JR--oWJ%?3Sou<8-)^!2Xw=s-SXc~?+68Od
zgzvMGVMBJ66><7hCmmkB(#PvH<zEY9M81x!rBvP)KXR*4)$DMEMqlPx-2;6%I=d^o
zbkA*=DZpn?BBB_6K+Mp*9N0qQmylmjZ&ZE@r)7Zm)$RY$)-WM$ZdT5Dxm;aJ)D7Dr
z=o=fHqFIca@51hp+f2-CVH*gr$X^<;@%Jw0t3GD>(*sCI?4A@KzMFo}UmZd^vS$A#
zEIFRtN<Ax&tM3$jcwd)euT7t*smem_wd>?}8WC=$?oI(Nd1k(W$C)(Ft%W8k{;EMT
zbeE8%l~c@Zj3>(voYAM!vaO?i;beKl2LUg_t$p>%Z3HaD$MMSqO!fXjUUWZ>QW@3$
zFa~~E_QB#uk%4`z>dEz%=xCLQ3AO$xh$mbgzZY#iEXM77*>#7%_8W`O-#=0$p~dP*
z5wtOjyMMsRx3z9<$R6#lZpK;D&drs=dDi_L9fL^G)z#H4<WlXGEYP0Tz=Eh!DIdJq
zHDNb@{BeZR$b@s@1AGb|i=x^DX6_^$G_EvtPH$w~zv=q``)D#zSC<6!0n=Whl~O#v
zx;#o@mR)cd=$3FO1Iq9+Va_vTLOW;U_<J$Q{MNEPa~S05^doK!gh8&`PjgZwO>MQ%
z-RlK~8Ox3&5@bonkCusN7IA?=BCkdc#M>vY8PjH$kqz>DrcYLgYM;%hNk2fyo4<6>
zosYIW_HITF0o@ej2}z%1ymoA;lYlIxKVap`7Ddf<J3`uCILO+Sa{^pPytmDDA`so>
znLloC_hJ|2pDBU#q$FfU0{(238|n8|3==#Fp|G#UJC;9a51_kpqKWNglM~2Wd@y{?
zQRP%)9;TP^zRpC6F<zeRNzbH;HKgP%JVa_ZF?1jSuK&VApT5{$$W^NyP=I2f_Hnp8
zRPS*%tDeL^tDQa8oero+P}qJMd$x!b+xa_Pky7<H-tUh_CU(u%FS=8OZN%V<#vZf~
z&1aPU${b(?&%~+I<K&-9crWYB=rmx%JEmuL<SS~k)?r31A_JXX)#gd)e2{x-vxr|J
z@j*B(5_y<4u2d5l)$7ZZT93EP<Tz9f;Q)7tMLPb`f_o3sw=I6?oHhNHFui_gg!$64
z#7$l~kuGkA|F@wgp{Bz>9%uFJbsy5KS#uq6FsHGd_q2>YDJ^g-Wiy1T5Si0|E{+29
zfN^dEdWI@qcn2_!cfJuQE1E36En<eq5UF#&OCBB`*>T;M<v3!RpHXi7>Etm3lBbQ^
zU9NQV=H9Ui5Pyp<skh+V*g;;@^kaszv2^?G6awe#5IIZOh5JWYkYcIQ3|gZf^)qNL
zVQ-6=o-h9KpXsA%N`Fe<jOR2y3_0KRua5P>+T8432MFiUHZ|sE`{GOosK}gf7VLw;
zn2in$8~Flz6`@ooCZQBelBNc*Dduv2*dO#%DVnmX>srtB6c^Q88Mz_$oo)aNX>%6?
zZm#!rD^2MQSa5mkNxb^LEcV=8mu4@^N6W~KzNGy!K6@AQ!-aIy*9hdLy3vYZA+F{Y
zP$4pZphX@+9_(l7eJrbNhR>x!KngoY1EE*($c>cqrY^~g{vFqEOZSq2kJFtGt`=OB
zkFq)I2?b>Y%VQm|8a0P0gvz3Z3`79FlWWJi4%P4LhYU%-K)vxUR!E&xWR|7m;<uY$
zKP&yvj2hNSlJ%HWO#)Vl7V8Y}v^JR^nBJ~{gm>PQ=aH(7^&}qSF7S(|4}-$#>46qs
zzU7RrmAtWqI`|GloG`MwY?o@khZ^-z^^(HP$eD9B_NAH|bpl#wiKZMUPDk>fK&R)4
zNjs*y#Vz&z$sRFWihI6+fS#x1xxgf^`l)X)-hKkqni~&T<U)6gEMn;mnA((vHGKOw
zf~g`_411LFtFFe4{>CH8`FvfirTe?wmEa(PS^2RvUt-_p*f+OaW(#%hp}xPkHOAR<
znN$UVjvA+$-PhwUk(I_4&L9+`nMI{Ltxx_HxG#hS!{+P`U6)=b`D6>fwU6LsHumX4
zwLQonl{*$kFlTOc5k6Pk!f5r%iFHWAI2-M%^4QIteZSpI7(mE%Rax<cDY40-@z4@3
zq(4-S{$*?xjsK^KK4Uo>``H-bZ@KP`izDpQ+j(mEM?pnmh8ndDnu+QUmf0&qiu5LM
zGLW;-q|D;ra}&Nc50Xc^>jgG3Yj!z-=8X&j0<=M+7UQj^lJ5=hW$k+aR6)wyhlx=H
zVx}e@a6ovpm^@^H6xdkrqecrVV7a4yuVGV{N%{|<({b8Z|7>wWK^^O&qAR-IQezDX
zB#V37N0$lLqeA>Bw$~iF+vRQIwEFy|-o!W>P3Uk^$w9*amr2(k+4IAhAX~AxG)5r5
z!fIz8HJ^7>LhzzG;Rf$R*=m%uqpMhuo#Tj`A~tvToo7X}xn4F|CtQ+4Rp-+l#+^m!
zV-h2@z-1pLFG`+C>hn;$Ep#}vq3b|n+n(5<FnmGUORLdnk=6G^smsKEZj5W31kovC
zJ9bmJbW>-j+78jxcD`?IOTh@(`6&Ohb&#-150`E5YofMR2akZ%)ewl8?{XSrp?*uD
zaMVd>H5_<NfuXgiXI)U7z%J=#3ghx+;DBdZ{P97D&h|K%Dq6Q>t_=?11S89sGl^$t
z@qRy)7c56Pbw+=Mu>i877=(_0x!=x?(YCjK#qy=*Ct}IS1gMP%6Pjb<bMw#UsLbZ-
zQ!zzXWiy!i#bc3EAkdj57PqRGKVmSktFS9ouG1lnW-T*!JO?yXB-23LMaO0T0NFgp
zT8G)GV$|I86@r<C-+WO-U|IQRwS=%)GKqre;I=0Ge&?4hF~a|$w`Tu5<bJpg$oa@>
z;CS*vf43d_g8Qq_xlZ?8LR{&9R?F<01Hy(|JzU}CIO=nmphiWCo(C44F+qH1kijq$
zSFxUG3^h`KN5n<Me=0)O(~bd+sU2MmEfml_*(x4{Gn^pT0_QjS)~b(53m!$NBG3Gu
zP#wpr&U!+6xd<$4$24bd%CLk`-b~j%@4Go$$1l12yDMqGM{a$v4%}R){x9a<Dk!ct
z3fF9cdw`JO))0cbOMnD-cY?b$?hq_M(8k?ef<q(08<*hHXyfjLApi8KxtTgOr{-d6
z<f1QnUw^gtx7K>s^MD@7l$o&g@{DVJK)0Kl(#)#JR9F;=VkcPL&JQY`?5=E9(!fab
zk}Z!>C`<A}7q#bGJKFF}G|V^*VBXgMNKM0Qe>8QeRB8Vzi5HIn>#Z_=I@bQ)hhkn_
zr}=*i=KKFMIIqS-NnJu;9%=TF34QZis*%(+63_Ps-O7VQT!0rf=JTfqUAS=;&Fhzh
z#{NCoto4!UQa`i?c$A0UZVa|V_(qwcb=F(GoZLZx8$@XL#eWg6yVmgVAAf?=Jt1RD
z((EUT0Lrk4DLlWM&TikMJjE9MuWe<zBg<}UKOCvg?`jvL7U&a{FWX}BjhC{|gykG)
z$umh3IK$Pi<5k=+PUiR1HFG)6my}!leT#pJTS0z~nsru(`Vl|+JuPrVtOl@9HMyex
zfwUPxxTAVcQu$P{%fO`PR2Ur2#>3~ZWbQ&og6~T?ZX!CKRFU&(#T+ZxooL7ht4g&`
z%MDW`cvyM)aTaNgZ;NqMrKA9=jt?l7Iw>_MUyBtk%g@u4P{a?{|KZ_UpWVC#b=A|>
zL+HIp#r}@e*;EVrkuH7lz;42U2=+20Gm2n}L+ja>ZLs_<F`bKNUOgcdQ)HY1=XTtE
zZ8ol_7?dPf2hK*jV85HAb}zmX4_Q7L4aX0?hr-(9)TuWY+G;j=uPt7GKw&YNjZC#F
zb247rTG#%;5uRRW`*oO)|K7^d#O&~9a&gD|!ecI2Yl9Z(o#UhQLe7AW>iHVMFP?pZ
zt)~eJDPV&%r67Bp0&6iD&S0!2hwaJqv`K#(7Fltxvqvp_FELJTpW7j$$SdCQzo$EM
z=X~VDQYWnBCW7^HBggn(7Hijzb+4nd?0EHOt+^#Wg1QL$9#vI@Z|l0maew*Qh&d{6
zvMM$h!u0J%or;dh{4qAUt=isVn;C+ra^9jUy1U(T8wFb!+j)OrMOMc8iVQKKrhxwv
zEHgH2O-yfG)w6q$JFKO5V86-VLGs7hNjR+pCOjGW1fh3=H@SQ1dyVe;EkdQeR);_S
zYg}64SR0?$SyKu$Jbkhxf86XtcIL`$q0nhFi1pHa5EcWQ6gS9isB#c&oiTu>C%->x
zQ;Jh__U#}Sz@S(nB(#p~x)F|^eWcG-stwCN-)ZLQ8s;tJtO*h`-RWMor+oV0R|QCH
z&MhOx7q{d-C2hG1XNh0G?NeF1&s${a7vvkHt2K07?t(HjndsRGe&Tl^Q{hQ}adUiD
zCZ17rQrIxG=zhKZu`i<U^&%2z_duj~3|20c;xqKGwtOUQ<Hy3oRG<F5t%OeUI#&^g
zriu$qq&L)1XJnxgr0uZrq|t6Lq@+^C8KslUz?%&nY}*t<Cp~%$Wa_b<BNGY47_Y9G
zd>hTcJl^Szz~MuKYq>XGr{(5~n!CFeEVJ~<WWc;uqoW#V=c?{<U%|4}KUf!+4?k!Q
z^X@)^N6?HYXvpQy@)h)JY6CtKuOI#4u!=OVddfi}Bgnxa47x|9=UzP|Fv>prqLFEx
zs;vMWFg4=b>&(mXpOv}q2uSyCBdaS~On)1aM6%q7iLaRyFQSGL+P^xqyY#t{?@i-C
zcOmS}aQk+=dtMHl*kpBT_U!C#+2chUD6t%Y_ws~3w$?OEK^-ukv@XF>xQN!~=lG_n
znZ2YbwU-77D)eFx6xDUH6VKlff;Y8+-c{433L4d~0{Y-Fez7&C4NGa1Qfp5-7-xF~
zBR#wkeGGqrh3GLc`#a-?8utRLwb_OvzwNT!>z2$C`44b&Ja4O;HnA6Q3w`3)`jwO#
zMnc~fPPqy0h7AetAMZ$K{Pi|&^6i@D*GuCfHI>j9%)`U~994j|)Yf3nyt%wV3u((E
zMM`qk9XGD&lOLgUpOg>u7Ck)KzIeO#SY$Lw8Y?9ur!kl`4ZN$Y+wEwM-#4bakk40N
zraGciGf^(a?-Sg*`K#$%)YaIWc8`tw@j~5ap>A7)a+IQN^lznLfl0XchYx-9uf6ll
zozZz}OPKE@^^zml-TctdZ^~e$cd>4iRC6+&gsQ)-ejYd`exRoc;WSeOnX#ujh?j^8
zIf*t6lf$44I6!)<R4q55zRw0O_kKtG$;Sf&n$*p`39JsB*d&as@9?u5^Bw2jrt^D~
zv32#BU*3i9$cHILKkw@Ru|v?ukS%pMVpj37Y?CFa(kZw%A*)c=Jq(i=bR|MxJ_u^8
zpH=r%C)Ll2Bv0qME7ndO2DUVsu+DlhmN8N3s<mTb*h5sFbjNRC+?p?rs)^rXO0l;)
zbK_q0w9$}YaK2kHavG4&dKEXSggHdq)Q|A<^i4&Y7wgyF4yGr_$y$zQ;jfjfPZqr-
z<T0Ug|3f2O)zK`Ad#)_j#T_>_*!Z%LfFtaRA3R$cPeO>2YRUX)JR<zG3sRTnk)~@O
zbt?Vx39w5L`x<ymdSRU+N}xcx9_4)&BDpo!Xz<hZaStb63aau3CuF#s!s4d7+JZuz
z3(Os*Vm^Wzbv7hZ@rD;e-;xGEvZo46S}o{+fJrZ7R#3vFf=opy9*SNDldzRpV-`0I
zCqkSbeNF!k!_}0X|9rd@mkPRkH5sloZVKZ{cRe@6nGj@N9w}QFpZ9VU-pdw3cHIi{
zt+4->`s<4bs>%vb7X=jmnK^G~%KD9JQ?o4^F-gv!wh3&ucGGuA(}Mr}cJf^63_fZH
zuBXQyT$WmrC31I+ekX+yRqa}AgpsC6Z%lPLL170}DPTo`Tylt~bGCnsy~2k1h&(+9
z#Y}Cz{<%=?{!ME}4uxy`nMN-ohEkAuh0w<m1Uq2Ib}Up6P;A3z=-HQ=YW!UgCi|<F
z95ox3#iIW)7mNzl2Z7rUMRNA@So3(X&a+4QbZ$#p<M(Jcu@W)2`^tvs?U)EZ;0*xM
z0RH>gtvkP4SxXiZt4Yl5s7c3TkuEeDdi7e31=eZe3fxpBSm^CJdrM?Gvys#8?yFQ;
zm)zb@Q;(G{G&Ztn1}Zzm$!xGhi&nIvDG@OW-JLoJZ+vLal{!N-A~<()og5Q9VpO&y
z*^*;sR_+BG)l(3xpkQeEMqVwx+^HcX6}LuQNo{a8pd4qoJit8Pya~FkOZ3TEs=^dB
zzqR$xix0JEXnzREtf2KDpn5$%$CGl3`L$H^n^nAnp)VabW!D5I<Kx|=V`rwbG`&Vk
zO*S19t>Z`hi4Q%LKPc@kikmr0;*i4wEBBG0KGT9g@l@1CRp&-vRfF|o%=WlNa;Wgr
z{IoZSIOhtQK$1)@1#TBQ?Z&UwNl?d={>nZ0Xvc5C>dFN}+9+#r_)IU&)_meBh(oH+
z_1AswL_1loD}LE%6eXrp#&Y-J?yiXGEX^fj@BSU^tl5TSgz`q&=*!MLj%Btc3sgQX
z-Fbnk_ki)X+N+~vu|BHUX**$xACpt$3<ZZ8S~j;+|0(MJn!X0RFk-;sr3hcO%ukz?
zqXcZU%Jd}M3UxeNe*q2O6v2Us(^U#%q!w}HjR;RcsouxsqaGj8bTM?u6s{15_4kxD
z7S@Q?GivVobN;-R_k|2YLxXA6SmEkPE#g<hW_e8dY*G)bV&QG+Nf>0@+7cMxZEWwS
zL7O%O#aeL(%)-!Z9O?~Le9ga>_rpu8QG-u;Xxff41<g@N>W2b=U^2rsk?c)cnq;nD
zsOE`H?sLC@g*&;m6#{N{LDPI-!{)&x+O-Jg-*DHHX~AkYJFp}M6GPX}9+6_RrFxQ!
zJ0l$>Kk0>($}m=*_c)|e7`F$tdU-<&43oQbyA<HKo2&Wr0{N^+a*u>j{UXB3lTnf>
zS9kSbn@I<zo`~)KfVJ9Q^UquKS6ahA=o=!~W8{EI68cCmo_OD*fAfD>WVY*UV%r$U
z6S-VD1@HTcgTm%J(aP;u-;O@*wx-6w$E}xNrsv}a;&biKA_koeHpoXeIDhQh`o&(l
zs`v<=@@SVeM@k1b@hVaNw$Z`CM(SOLh<CxM6-q_No$9BeQK7R9Bkdlz=k7Vwv-y&q
z!ZbfyG|qPzZAb|pCFtTa5XU}b(%RTIJms3QYeR-istW#+=lcv=t!5bLbbg{q5jW1X
zWOVmd$?f>3Q`!v|?Pprmt8>LM{UCx!{`L)<q(uH1vj3;V9r+}kJLoOgKQg9}e5|?^
zOl<(?VBKxX8K$A|usYn>>5eOF%+tPMa4SfGJ)hs<9=fR>=&!a$v&PmByn#u)bJR5+
z#G%suaeaT#;;vITSp{3o)k)3VP0?9wDPjAW$p#xmb9HOC6c5+o$K)IO)ZWQcDbMG@
z@J?NW^Z$&@@PF|PdHJ*L#p5Tx;Fr+i{{Vj)mlBrhgZ^w@t07Y7PpGp00gA1DQ5U?4
z`Skzrk4fTV2w}<_Ipk!6_Xc9?r`B3ZQo<vC9+P%MsI@H}CF;(Q;b|bn&DoIwG}$kS
zsYH8@7duyGUqla{bZ%){iB%>q{+f&H&#h<ZgFJBGX!wObosQ8$_^SZsGJrpM896NJ
z#OOajs7G}!|Aw*7g>vTNF{XKpp1da6_Zv>}?%$D37tY)5$#2&-j?UMCI_xE;PEc8|
zYIV6q0w?24HjjUi6`qtT{(pEUf=s(`Jnnn%D^{fYquHI=7uQvks(#oWBy!Ewn)r5Q
zf7w0e5v{}E%J5|@`*Ze6Y@-@NElgV>D<a6ACcvyBbu;~2nr^CR`xY$T0<xd0UC143
zzh04Y=7<|i6_Z1M)KMuXH`r8IdZPvmrV}crrJ{ia^m>x^J}XO>Y{K-9?*-Zn?E641
zsadE<SoO&6NHByYYu=}dG;bgOt)ssg9jfo3S$Z(?KIIQm(*36D4-VNHUN(##KgRY7
z!O9stGT4|IchiL=Qx4*KbF9D8zVxB&rQit;y9O(CyYGK}r_{;#xhqxi^=z#HOFRR(
zQDKyulnhCyK%@SMu|))XK!XV9is2|rx#`0$EgwgXK6z5&H`I_P-=LE0-Vy)ug5_34
zVN!hBLV{6$(L48^K<K2L-L&3v*mpZZw%kwDz7QmZR*W*f=@wq=cm3-ktAFQ{ux70V
z-jK%W=TILe|J|Ho)GSGf@hrA|f*Q}{>7>Jg*c$87IROvHV|%Ho{^IMVSX!NmxMx{z
zegrl?{vIb?VSh(7?+LHfYiyZsp_IZ^RO$&m05S2b5B_X(CiX@~oNC_m+H%I2b89E@
zSM1Kn8xvbSq&Ekskw_zsM8<DRNluBfE!Yfbi)+$)Y-c{&5iB=-PPwWO0?s&pj<+}V
z2)1L3n7E&=Rq+1uZgEOW4xJ$bX=%Tb_pmgN{KP-kTue6z&X!ZxyB!pq^6x4vo(Z{h
zBkreG^1vJqkZ8X{>MHh}#_xb?znKT(qL3^XR|?^O_}~p1cr7F;c7#&oWe$rmzvi?)
z2)H_A^JxV6iWZQzr9PE=&&3QoNx_wS=I%b#ChI}=N$QG{+PJ?br&7G}w#b4J8YNr!
z+SS3N5>q3O$-|ND)WOBrVK5DdE?MM~RvNCtu-ZaF%%a)5!toI!JQ=RxHa=T>mTC!d
z`K7Y&G>P=%+$g<X@PY&MnE3PKV~2o4;ag59#l)4b;#;l6P)xC_9L=(M#x|bO0(&y8
z*-T{E*ZK$>8iag8aQnNc-|U;cm+K8_!CB7>=6#OM#*9JJ2on0d*Ji$*snDtML9SrC
zM@8xkI^+q@19C*iCeNkWfMF7v?ovALO`|C+<IS@b0C!n>oMo%sH=j?NRw5gakbphO
zIT!C9<!BJ-%s%tgmalp~X;wBnwSHq2Qu`0!;rws^r{cbz-bq$>Hf-2cNjg!^Vy#cq
zW16JgU<gz(;Nn|xwCbS?l2cN+*bB&kvuvU-<|LUMCr))hbIpjp&|F_{=sX-hKcKiv
z|2QTvf+hREZ>n8Ubc&EeiK#{00)!~rOI~L>(_Ui#4TX0A2PeF%LdJrOJN+*0CORU^
zy*<q;?9#B!>0pdsnh=|Ux(L4%*W(=iTEtylhKC_0?+S2v_Kl&X&*N*bnrko?D{YVc
zJlKJ+d4YFn?yX}6Dpu6HfZnia-lb%X)=-izA@?#qNIG5vQaH@5#{Eq05A5jueJj5K
zYU(_<oE8^|38pHN;8-i|i7?(`+?7C=2I`Ib7@!wfE(j(<!}n$6EI{C&j=9>pZ&E+y
z+HV*L72kapp#q?z7vMf0aX8t`(R6jT{AoVP&P-LFFdN9RI6xB1rq0#vK%mMn>VEwP
z*ro()=W4o<2I+mlsV6yzq^^}|)mioX{d<+|uYB!y{;S^$KS8u3rtWh&{&R2SJ>YgY
z9e*x&RYhC3rqMI_%iMb~=PBF&Sr;k`lN3?WxZuIU*dQD@s^Mxu8XJ&RyM`ef+<u=J
z5hs09PM()sdC`P)k!eSYIj6kIi(1bSPc|ccXl;j(fQXO;I(ivK0Xe0WgYA>3EOBI2
zG(ER932ZkhV!cPGkK#pI-jc13eQuEdK!-CW$$%iud<^ik&MA8=RuO9E&rrLU5ao&5
z+?r&b%Ag{rCbwE(k(4yaFja{=5$rhkEbHmwWIKLP3?=YtvUCENCe7tFFD&yUUwQS|
zI~C<Cb<NY|DU~EnGhTj=+l<=jg5a-O%OvI?NA!(;{$5u+xH`URKW7AW?_OrE$BsDV
zL=!tfsw<8w&dtnI;g$*k+}5=ZNmKAuxr@+Ahtr+H^kWXn6t0#M6yg^r3EhBc+}dt(
zj?UA3nCWLinHDSYy|=gG2Pc}NZaNG=^YATH$)#Vw6J3ufuZ+lG1~>`EuZJA)2MRy!
zDAOoG(>fpx*z39UcaK6@XQt?AWIrqvAK>Tj{lYAh>7?yeBa045#8;EJ9VrhgzW$nw
z&)Y?SyPLC(uy8V?u8t+8Wy((OQ<fkgzXqYm^zoCN8-|!I*@@i<#UNKOjE4nXqL?<G
zlq)aAWOq4lUk@H_6`{`wSf76*YoS&2g;r!nPX8ZOSdYqr32~MkEk}RlmIW>3ocW21
zcGHc9A;<^%2P#1>YcD`P;~U8<6R9Ojf56-eN{UzYE2o^`{=p61?lZ0VLEarF3%XCY
z0yxPSIS=Db`BZL46tpaRe-b(t_;jS`rM(aiUZ8K#*IypN!<KvOr9ir^imfCk#_eIb
zq5h)77-vP1V|mH*2tZ{_LeXWTi1<$L6ibmmRa*GA_ga>5Y~o$+&=(87Kz5}fP9?8D
z5sXX&HhJ#)OX)Mkf_h`4BU3&nus{|%#c2Ai1{%;}nYI=$`#V^ie2dMao(PZosIza)
z9DOpso1N2Ho-d~m$+5Csjk>|deWeD$K9>W%I=}2JJ`%qavsRr{Nt!r_D4e+BJ&Olc
z^#Gt)6b^Z@yTVZaLSwtaEsr}c;JiSQ{8DvB58Zip0Agf({-;x4R%F8j`M~xZMURvH
zCy^rg`Rl(hD6>fRuQsDzQvF_$Wva5`z<TD$D0GYX7m+Jnnl$cSr~#UKB0~1}^c2Wq
zd`ovv$K2}wHJ`a$Jw!#dRGtu1UGK~k@9cZX`bqmOC9}v$lP_Dx$n2QJV8pcGw1OM6
zL4^$oGD91{{p>`wqH7XY^6dT684LE;F|S=Gn!H|u%~~}=1)MnMSc-r_8vtVWwUUsb
zqYat$G4Ki5w9|varq<SoKQGN}=O%nSL{X-T=yicovZz}0@(Z^#dB^}kI0BrUoKUK0
zS8R-UQ*V4=`I93knr~430pVHpZHSwI(8LWjT_Dg&Cfi-v(X`<Opa=qR6}}1*;&olN
z`$)JZZ$pk#=_amC*cSAcI9MgL7doS8Cn7hY<V1i@{r#MUo0544TPw5B6=OJ~050aH
zI-A89HAYZ`Dk10_jY5H7RImOFx$np<8H#cz{JmZ|yd|=bf!MZUb$W<KzeL0Urz9!z
z{qj|t>-A7vhzI0>K^Nn;qxX+;Q^92Ao?be>;$!q|n0tt7isvHvQFEE3BL(qYMq-fG
z0^q*tBbWJ@%%|O-C9s8#x40qWSbR<|r%JWQ)v(<q3a-xi=!$oGu;e53no4=Mey|Gs
zIhqh~lx~5y4w;q^M2}advM@K24l<2F$#NHT!@%z(J^H?!mvTS%>$HT0Ggq=t{iBS;
ze*p0uEs*}Y%oXd9rQqYcUjS-n!TU3v62*&#k#V4J%vM3tz}Yt|F)=ab)HeDgLZ5&=
z?y`q3Z5DWe{qgvF+H`ZCXg?;C*s&72_Tupird<jvOPYGxq7*qZGC8r@`@w!sLFT1T
z3<DxlbFz49;GZ;69wZ`K?n>-Zt&K`arGr;rlM>YhQJeZmkp=%PMl`OEk<HRI6&OJa
zKhS$q3Qz<a-Pcsy)+!vb&M95f<$Q>}EIt%^^)x3ptSm?Z0<i`|_hid;dPNV2fvlps
zQ>Tkd8dYDBY?Ti7`;J0={!uG@FP-P$!b!X76OBvMAJNc_&%vR#59nFt@HuiE9IAhN
z7^*W}cFnW&sM$IRvaeFjgyOh)k{k<>QvM_OtMR_%aysDKgQ|016hUs4Lh^zN%-w(=
zN}5yB=-7@6$^7gM0ga4^zI-O@$M!9w8%etfOa{gCOD5z~UajRD=$(4O*ye}Wi~<f0
zpqR()Lbp?P&IWwWv(PKB$Os}*v3v{@jz0}1n)}ra${G&Wf4_6wH!Ei`4x(}D#ZyJ3
zGCD#%-8Olzlrfy(7~!Cqv!hd=GRb>^1mC83A)sa?*RAt#9oJtS&9agjElYUA-kc;W
z;kz_`nOnNzAwT1OeG?I}seJn>B0?7tB*CX%yv(g#?=z#;;_d9HV*T3Uq|_-CORIz+
zu6bShLj@5^uByBPA!)H<OL|V4_<}hWWVQc`3hsaA@%{gyqEq8RRB_Ui%QqO;XMISe
zX1!IhM!AXEif$<&(K>>6O++DpQNAXsaHlQ8^_&qE6zrvARr|%3Q0Nf9q$_grc=*eK
z%5V#}e-tn(DkTl>z+<^&EXv)oGAaCTg=md@yjpI@JCwwN(OK8!Te(3`(c%4r@L6|#
z_9W{TcTsMk`w~JAgKVT!g9Ty5r+zUr$-NwxcA<MxTLG>MUT=#G26NH0G0p@F&w9l=
zDu4Eq`SH`-n0tkn3E2HpQ9wrTAnMJK#OF`<(*Z9IDQR*Bd;G_ZeeX2P`LBa6kwaC3
z-3|Pp<<$4hHv^S0==m<a44pq5F&lk=P^y+%z`g}WB4TlaD>ktrxW83)kSX5soJ}u6
zrj>1LzBZ2g(>E9%JKVPy;}T)?v&-+f1@a8Tb=gf*^MnpsTITmTw=ZZ@z<^r{_Yvv{
zRr)4<*569^0%QSyKD=C4$pfj&<bYxhXxH~s8&gJXCGJJ22!357XjmoZt{}|@w!s$b
zES2g3eJ?LhpD)4EbLkzU8s*^-M|UJX;{}*OZthX8!Nc>q1s*z#>qvT6vo0lKY9*5K
zKKk4b`<>l#U@4ZJ+_$AgN;)p53GFfjecRChJoOj7U}*C(w6}su$CNQ6G6zJRt}9M4
zEM^F@MmwD9KLDz)wW<!#Ddj(#ILrmeI%l1Q>)zL^ik3<1#hCRMn8-}r{#(jA{@fW}
z9fDz$c+q};i0U>)0T$V2x6SE>111wv)ts;ly#x=a7BZ<YNAIfJc8A_dVG14qNvHYp
zKTN>I+`laEryYQ{@bT8||21uVp>TSiSG1$b<&D<24T9zQ-2YPgGrM^2zZU&VdI;VX
z@5l~kP9Q<8FJ{D%BOdn&WaHgL($93Rb6QjHet}EkPe#B|4$ec|Lxd*1yx&joY5Ve4
zTsW>1I>br6vt8!U@DU4nDz5d=h)ZJ2@CJ`o*iL)b*wvb5Cl!OoDBj0<XeJMv;C`Ds
z<8Tol;7_U%tIZ1A{|QAZMyijI)xbD<e5l~nYBW|jUllX=<;ZFB70@{tcgAMsbPfk)
zRqy<ab3gU^q1W8jN+|e^>&=g`cx<E*5>Y(y)S`!GG9zfq-Beu32^4#heShlpgs=rB
z00?Id{y~8%deCD(Aw0Au>+evpiK{Z}ZK>!3BL%?lwp>B|mtx9_4rThIE>55dn7pWJ
z)DAvfL@xkdC%5}5)56iR&N6UcwYWIrThU7#=gRMQE;xLmwx%*lR^@8g7_Q^jl~%^a
zJZ4NqM=Wy!MnWuAk&ccW#B@5<ZrTyC#Z5=m9%OAt@4W5jKLPvW_cxq7K1=?xZ}m>w
zA%Bt&GJD5OKo&B<JOPSn&I<m~Y;3OhUF<wxtk;Esv1JSjSqsG!X`15F`MA?8tLVwQ
z3W6j{lPPbvuK}SDi#AHB<lYUvyK}*^b-l^5pS22<c>Vs-TdK{B`R(|RhgBh<HNG4T
zWno+m`DXf#!CJCOaz~jTFCjwHDuG9>X*0`B4&Hv&CD~i7Y;aK;dKNBo_nEL*FQGHJ
zpSHFuYYZ{`&99Uhq-<e)je^SvfHLy0^**SW{X%U-%ag$g=V5w`8V_4X`=>qeBgU{v
ztJR<Co_4=v#cL^xfDLWTvpnwruIrqVFU-&Q4nd1cX&vj&UKKk+C^6n(wCy(A;o6V1
ze^&H;LJ7P&*kIT=+j7x;+;7}^cjF_$K3j;r@U&kA>xR=9c(Y%hGUc{#DDbpA5O=NF
z4Wrc)JDz3xw)+cmUoa+6gjjDY1ReBZ_aLAn9Q&($_1G`gTj4u0cW!C%G+VsyYYIlZ
zq@8y#Rro*Rc~dA*e<Gi|;IR$SasT&F@$EEA%gaw`mH4?|ht|@UpNA($U`+6~x4iT`
zr$MrGw9;N`J9&(V?rm)kdhGL><eO~NySyY@+Ii2P50INYi9a$b7-MIsKLTD;0K@Oa
ziCWT_n%7mfEpzHq*TzxP&p!>TPcbzbEdO;m)5XWDpHZo7(Pi4Le5^O5C&U;M$By#I
zIM>uzI%hyw?%oU<6(wYF;RxrYzU_!-ft<T^Da_iXbG?ty7iie<FB61*RscAfk4<?k
z>_Qe6$9C}fXt9QpeFv-(P;ihRgIM0(|E!R$X@vywuF%<umP=V$Q`1s%#UjiKo^&Q%
z=|>>OXp7{pSpse!CDWMSq+DN}<5M;7b#{Sw{y4U*iyKoAyjzK-E1OYdpBo*yy)Cd*
z+d%)_{JZr^tZ#NEiCHCst=`5~4L}p~trZ5tRy}ng7`P{a$qIL|kQE5IbZ*9f#scN5
za~Vn(m>g;9MSICL6llkSRSdlafnka)Mg~KIm-DN<$5uCFpL$u5dT|s%A?_P_q4jgV
zBK;PZ`z_`T^bxz!rq`h?Z791rNizw4+pqLK`J?UWa&yj3dyz8w&bVFTCPz{sZtf!^
z({ST&(Vm~4g>1YQ%Vl_Ai68YOz19=*kqb!oyWGw_I$XFV>+?t~_CKrIucnC437x1a
z($x^~LRfpZtTHMQaAX7hGo>w+Um0_NN<pE2ey(=^0i1u1bIQbZ+TkoC_mGg@6}`7Y
zGFH3_X|$lpS8*s-j%VCw`d%Q-p6x!iyLELm^tFi8LdV*I2IZ3x70gnTYP+uPJ@@06
z@y0TR*A`wS8mlB#rR^Dt@AGdylNrVg#U)ArHEBg6jlG`yEU_v=1%fkNG#LrDLWK^{
z%TLslLG*FEEEI&^t>+k%2HMz9jWyJ+jy$Gs#c)NAb*0>i*t))_u9~}P0c7jk|7z>e
ze-nhDe&2fAYaw>&H;;GI6-RcJ<IL<!3a7fWlz@K3iaD;HLL&`o{?;JotRLfnqnPm@
zzz5B(95bfow2_O8|8J2fCq=$ynEEtnp7O}#F3$6spXDulqlEti38M<;%={PXL)mTH
ziEd_K^){c^nRE;u0Ta%_@6UMH@GCK+_G{JOkm^m4;8NTjaL2<5eS?R#{qUpk_DHp*
zg`h}I0kDhn9+~v6ytXgSFtSyh&df?ZZqRi&Uvfy@#sQLgpWKZ1oUHq0fOVP(%@!~`
z=4yD91)k!K<xS?Kpe%qdrb0538%z|DJdw!5<BQ!njU1`&Pz;!(!t>0<?^lHm9W>;F
z#*p;ZtdYovHAG&8_zc!dI|9RdG(brk<tsyDr=|Rfhfd;C0f)tc(p#4N@R!d9)r=Q)
zL8fj6Tl~I^i>(?DW4UwA=e^u#&y&o&s05Z@SPLOwc6`;vUrCP9ZVgc@k-*&Y`YHM6
zD!Dug)@Z85*z;+cSMde*Qrnq{Ci-Yz5@4`qPF``X&PKhITZYXRXoMJF);w)6sktMf
zxBpEa1_>!!Rukywr-gu$jZOCT;_tT=TM+W_NP3)*5C8@8rqF(Bz*F_SEu7Il5e*ho
zTEyt37tvoe5_=^`$}Y?HihQJfN50~cMV$1|>P!3PN*%`3EI}VdE9!A{vQgG*JN`q;
z?2|iW3FIOfBQWDtpD4R$b=9KDuE?Pc2P8etzv|`jX~D)ONKi-Y$i=>kYWc-IDZ3Cl
zYnyv<7XcKW=G7{Gx_@#l{<{LYPB@W1Jr(;??9W!>6%-(&ldFOO=0m<A*7=x(+}b;$
zTk!}HYf>Z8*(14N<w;b<c@0AlUkuK9OB=i~efK$7OLc9<gr77QlFW;`s>wywQ#IN#
z*Fe*>LAghZ|E$K=WO>#E01c_Bh`5g^6{<#C-VXg{Lr9W08jwCjZtK1l!@16!jUFUd
zpTcNsUMv<bf;dXD6?aPEa)}espMtn<<X~?^Zl@fiCTmR7blbo0$&<T`GoOzNP0e=2
z6x)>>8%tSd(u1WGEx@3;wjN#uwk;Z^uW=8qdhpL_AZ3yBk4C>!R^<7*A+B;b)qAL7
zB8i~<g6Aq0#Anmfv<^(MUF=07{x}sl^u9^I-$cJK-e-i8o+kNN@MtYxL2<l4S(M+E
zS3_VzN0##CDM!7vq;-wmc)Y?$8p%VSKA<T*!5Yu!sdk$3xLGG%?KEC5GqGJn!RcZ?
zY;AeYiJhIuG}~u=&JKvU^`ZYFeW-R{|7K)}W@mllZ5HrMIZ!5XqAHcl@x{vP3Wn*@
zRk5Hb6a7(}#B1f~?*jdtr*yP4*^aI>AYhDZuHe4vzSSU0ZW`FG*>@wZp1)Yf4Bl#4
z<vv{=scp7t=zZo%lJ1QD-9O+!|C2i7ssv+`e;9L^6gA}Fy5hWseI<9>(rW7Vx>)l%
z&+m>>jQLY@H8d)}g{3}#vIc-m+WR6hKaM+Si#1Z;>gu*EH0+*lF_UHH8qd<6QbW&M
za>MkQQ+xmrAJh_b#1Sjc1EnnamZxvIfuNLxz-jJ|<lW!4gK#TbeM(4i^K&>U67rv!
zQ~2BNXHm$rw2jO6HQv1nqF?gTe;loKu49{LDfu3?dbJz3-jpZuL=7$Mn5CVk6+kRT
ztbPa3(OS6%<Jde4Yd;b`jO%8}VFPU(li5!#M3JTtix+1vl^Awf9p|ni1t}<gZmz0=
z7mqWusO)=&4%rW(JD4N`yr#5-lwspyvWz+ZkhOan4-_N(?dbYYwOmLA#e8>lD!7l+
zz_K9Qq!A<*S`9;Be28g$H|TL5x4b1birs0#EwPe-E4M~sE9YAHM&03q8^+>uq(JKx
z??<u5>cX)nzq?^g4W)X0=mhd8x#>%;Hw6-mV6If<L3fFe*Y?WlZ?f6i4M&0K!R<4P
zQ1gon5m1q6LJ}5hd0=-aiJsq|OgU0_8^@^G=ACfH!nD?^CJ=(>7ms;%d$8EPE~}WX
znp6DtC_i<nux@c<axY1pE^QQU?)`!EpaS6LXOop>NUqcB0ZB^pPQW@N>&Ssq3R89M
zLyk2x49NP64R|I;dQ0kl=w4p7tuv%d@-n+>&s2vBU%>)#-S-p_(xT!2eHtnjUKGPD
z^FL#|{#XD1zs!5eFx#?~w!0<)d8j3oX&}U^E;eFwr=g7Qo5<yh9V{FeP5o^jc;5W@
zYc2#lIWo|7A1YnueXkz1(C+B{!1qTLZ=;bb)uUO)h>YQP+IzzthJ2(ng1IZY^4|-V
z9olV5^bWn!Bmf<E-kaPp{fy`0cY{>w)`1&l)SphWHuxixWJR;nYP|NMGpdOWW$iy?
zX33a>{z#U@n&x~|)y!M)TP66oNG_=fUOr~NGoMLTX-=xMFfD;NBmFXNNE4%$-niFQ
z?=J8m+YzNq7MhZR3qesquXr=mCW`^>yUPS*#>HY1M~_R2zm9|L7gK{<ZJH9fhxreq
zzR-mT-VImQREarynHAMeSdtex6V!T^=thL1r4e+JFn)&}gdO5)wY3|rSlON@+M|j6
zF@Q<Dk@MRn+7vr_5WwYpe-`NQ?(lq+S%#AvUFYGhYPI&IJ2g?#-OOu4B6hky-I3z^
zbWgCt#IX~bT$iL@HD}u4(S<jKh5Nt{eZBkMqorRhu4ECnOAm3Z+g}1_2waOPJgRjC
zCcRn4xitFT6lnLViC|4gb5EfO=h@raHVZw%GG~31`aMxTaPqJ`H+;4V+Eh2mulhT!
zVBI!b=PW*ZisHg+;phq%Toq25W^DiUd4`pBKUSGGNrw=)IXyM}S6dde^s&kFMf`YJ
zHw`nAB6k_ejVpKRXPsK7XjS(DmR~0c`E6+-t~WwKFi-G^l$8KAz|v=GuWxRTnU!9T
zBvGHXc^LjO>Gsbk-8;*}PB1B)Sw_okeC=}5&$xTgdsWNpUsiK9a)^@KE{zyDB|iKs
zd?If9W0okjj#?wd+hOmXo2vT;G(>j|WcbQ7H>R{i(E9fwQT6Vh|DsrETGw}^KJHKG
z8xS%(#73%N-lQEc<Fuw(mdD8MXT2dzro<VzZ^@W&NnBWiktU+}6XNWltMu4oE#tH6
zEi}gY=pNtlKKmYFz>$I;)tqmGIoOG1B$?6SEOR8oz{*J;)j*+BXO9yiR&c-m;+k5l
zusri+`$5<!lK+yq0qOe%KJw0t-G;eSK63y0O}-iB!dFLt{9%y#uwTUKZMCwqowGCh
z={bjhC}M!|{;Q5tyV;a{A3}(zSSxH;OEF%pUt5y&Ih$<=94V-dfFB`sXf+sT-X7L@
z=<O_&v{^;~JAZimDI^trI1s&m=Z6K?fUT{=)_#XB-h0*bi=0TCwb6tGuk9jQ>A$lb
zAJV`_>14I7)xi9$S&gyYG9xEP%bUKl)v}JpC%(PX^`S{<q!S#Q`IC2S6JgMoxukim
zwpoJ#PpTr`(s_p8-1sf}3TsI}s6U;8!X(E2NOhFOj4g5$@o-}tNCz|Zzfnb=anIY;
z{?$yMWd~_!Z(Ay9)Ly%f(wit~n~;0ua4yfvJU_4X9BNM(l)^S*{Kp2*T?@UA6~Wik
zt_3RMs$eU+;A5J5C`Lk>Ge-e;wB6`tXA<^byq#&|hc!Fex@R`lEx})7K3ZB@!_kWx
zriF$~^7hwVES6Y3t0BCPY`Yr?*vdC`#3@%H!c>7`$EAgB_28YU3&Sy3C5xR`{0ECR
zhNcnszG^bQ`v#}VTqfQTN00V><_j__D<umO(H;u$=Tc5~!*!#sG+iAN`Z$k)>oEpx
ziB2>*OxRn0txY=!0o|eSdIFeXpr{J^R%k2dPOL{Ep6UFQ(($%@j=k1II}V6B=qNvR
zdM&^Nl`SN;_OY2Wg$S$Uml=P(cJ|b{QNdpqJVlyRL{W72q<Q*wk5+DKv%W71s?g}g
z;Tnb4slJQ9*r)laKewc3`&DHd$tH*dcU}B~6mfH}(ePhmV}>e1%&9!YZ5;*li8Wgo
zTH*%FHg#X2O^W{kn0h=cu^_K#YsWHnsQu(WxFp3(YwfO%74(yGwa0)s0F3_t4*B*W
zias>yuY_!>DiiKZtv4y3nQpiq1EuA0laKGKy*&%{*W^*)=7e;3kjIBNLV%lBUx(Fo
z2h~8QibMYTE{BZ$1cLPBdK_7ycLN|WrPQ(Fa!Z`9a-h&0r)aiRlK@QAjY~36X8(2=
z<XI*jdYRniq}LyU_6KG<vzY#&<EQNd6;*Tm$d_xFjH^1}5ya@8e}Gul<s~}$_r=F#
z{j5YeW-pAB@x_c)a4I+zAooF+P;X`RONnx+#aPk~QgH$)J4v1-Fe_5-m&cP2+ik9Z
ze0M9)+pmn1p9Y_6hFf(LpkT$|Qx-wi4+FvWk@9N?cF6DDT!sBA;k-t676Up<8p8#O
z?k=q3-6h#YvBUt5VvAp;fDil{cJChu?F>|MeIkvoi$3QKBp@(aVb<W+S$zBz<73ql
zyT4$11lMxw6wY4N-ASg4AQ00+7QPKUuu%@R-<aQUHn0R<a!pePR!@i;S1o_rXk0NI
zMU%0PD`ge%JE(-C)xF)fRMF8DdQsHM)?L`|z-lNS8KO-HDag4LW5zr+(I$|+8SOkr
zLr0FcRg9{gmk}V{q_K#_hZcv@EaQUR<kft855jKiI@#heMUG`rGf}9pB9CD<SJkCR
z>{awmF>ZsF<$LG$Oc#VCnQD}=gD4v^_!LPS1*T`OiCa9LFyTsyIeE6&6^53I8~k);
zE;Vs0G52ZBuV4%vwuENx8z6G1u-E;YT(*;8XQBsxG~FmD$*ZwFiq+bFM=Gm4^(W-Z
z`yrM!Q-gDZm<`6%fc6|2q>Wx@qk~`VL$bnEA|;loj5)4@UMI7~nc)P9V-n~EQ<&4v
zet(>o(1fC;2u5^pxaCf{?KTUIO16t#J11=EL=s5d&+=9M*h_THThFMDBw53NF5+dy
zJ~<MH#H$)etFoeqq(uyiHK{M>seAhYN#Vvl!wTWhUR=NOX||iL;Bdomd&LIAmJ-$d
zR8PO<{q6yi^;&8gq9PyEe(_ajlp<VWt7r=oO~T^#`P1S(b~SEXK&4Vi-HgC{sQ*=#
zWn0t4>@c}akR&~xj2~75t<O4gD9}o%ck5L=vm&4!o=A#S#g8GeGQ=+uujp$X^^OFq
z3nvyV#@ra)wI_?)9t@y}&FW-KV%j80c12*zgZM}~o<s`_ujs&~Q83xxb_~|?ro3sh
zDXCx1O(Y)^_}+O}Td~Hq7|47}<haaoR7a*d+TVJa#k`2kLhX|Gz<ZXFA5U6at=#nZ
zzz|0kFfNoN|FleLXCVil_?~H@!A+j9m~NXC+Ur&v;`dfe+2)%{Rqfkk*5O1w_=$pQ
zs&O>qM@j#R?CdhOvG2_ulp+U^s;g=G#>i1Yl7lQoJz!FX9AzS&g4Z+C;vZBm!6`IZ
zK4>YE!hvQ?%uG){n>L!f#UB+UYJ>KsvTfkUMeUbm6th5K&no^`r-_re33aasl4tv&
z>3`hJjsuXsEi2t4V`f!%Y#gxe?+)2dgB2pndyV#9l6Dxr-*LK7>0`luTlYiaEATHJ
zVwb0+sB)w5$}?>jc4gS*V`kDYyHU;yuFlwtbSG;sjkmn$$g1SL;26^M|CsFuReKVA
z*P)NV7RN}a6C08!ki<-Ez(Nwl?VG-Qx_ft6Oym^UFv<lC`y=C@r8~oqLS+;_h(QYX
z%Slq=;u|BPfXI*}+f9LHEV}jQ+3EOkfD!L1m-Y2-?yA(1NsPf%T(NCCK7}sURMwE@
zwoq7?`{%3}Y?&*9HmaUfwU)en#S|~vu>8a^yv>0YhJkU{^ZMW3u|n%f3EyfBT3W+b
z%hNpy`{Aanq%WWg<%@#!jA#&<T<E8%cjrmkSM44rCuiy_`bNgh>EEoA(tSTOw;}(=
zs6ybJri|-*DLz^Ee%`S^HX&(Z>umOqzQIwE*+w+}3-#j;h4y1suIP$Ko*R)PC?PL+
z%(w1C1Jfi~3<<2}H2%1d6Fn=kYhUNjzRlDrH#()@Pr3mi&$}24pk@4nJiD?X^M$=r
z&PVGFp<-^Nhz)MPe;yQbY`d92!0@w?Y2xs)<dM2T1rJM?i6yguqlVycT~LeI^P)o3
z;vYo{<^D7^p^I4asu$^*9v6m*R-!YzuNJ5Rt+G91z7>lshr1te?<2+t5*5(y&-7hk
zDiqlf=12ovC`peVN2@J(rS5y<q~I;Xs@$ZS!J>Q>f3lJ}Dcda6Xv+|oN=?NIW-~<0
zjcct`&rq<AvgAV~jc@Ff-X~H~<X9|d%;MSEPM#0rb)?>&oJ4m$R|2%gIaFE;ELGoR
zTD5!nd81Eo+HqD@($O}`Eas#BxlvzdVmzslpCyIXOrI6q*M^O;5FEm~3KE;jgImNH
zz(8KKjpu!wREXvE1M|VME6<mg&{d_(_qM&O0$ik2?Z@_sVv1L5vP5T*C(M{uNzqvO
z4~xw6x;sqtad(`L3FF4$g6Mg!c$|LbjZVK#cQ?uwlvExcqk)3MD*1~wE&KUoN|)78
zqFwjYfUr5h&E$teR5-FiA6v^uYe&j*+GzAxSFxwr63u2o!Zn3<nub1eeDwVCyPCU&
zvz=66XkRwP;~?=UkRtY<-=B9Ko+H|vRglC_*Y#BrcjEB5WQlR`(Ey(K^t&zh=FuLO
z{1h{p;QpLT!!`MX3Pt~(lximi6;M(yji1G8Md@AMC~?sIQ~{JePEOls3kMI?B(<o$
z6(^lgnxdVYQ7vYfMEszIg+{rEDf}T(Ii#NZ9GjgB(mpK&6}qc=TB9&z{h&5UYqjx<
zym~9X*Aw~kVk^A>m7z>>1;LwMLqTnnSb}ra+sgP-R)wSyLMBVv_r@hS2M8!~LaB1%
zV~fxqn_xCb)~YraDpH!(@)#x*jXUr}MCWp39(c3GDed+RFaEDfhu|;*n!eL9z6?)x
z=bPu60DR*NAypCP6g$o<EdIjsctIa|lqkNHtv&pkEAM$xo2I13j&x1S*YiFXR6b?a
zE>R;=jiz}E4AW+r<7jsHS#4OtUly3LjO;v40dVy_l!uEsB)4D2R}x2c>tRby$sG#;
zNluc(hCo^+@P-Af7)8zeqMY8aP_7s!bKCz_75#sF{{MDGt?+3Gz(8!j2;Dhr9U?II
zhkrLl&Hv%#RQ~fxZk*Qk;ZY68Vs5{dR>5uM?S9f^p9{l4cnrUnD4?j-^s;t0dS5|<
zmomsP=`Yry+1x6s2M%gixH%8W^ggc1^-jxIxj9lwJQ;_oJmSD&%%wma+W@BWwTVdo
zXhvgL1o;=N#WvOY)qHkAI_$(w@hilO7_Ko%)+HqgeiWo_KicG*UN=!Vucr@{6~ghy
zH#26=p>5=JPibRsfi(gNw<L;lf9bJK`}zcjQ-!V82zNI-CN!~yN{BJzHVT>oNH1o~
zik<L;aYev^-&eGV^3_$ADQ^fEQu6!}l>Fa17JBp6syq96`JJMiSif^sA19@h$N}LA
z>1ob}lvR5fpWxr8BoLBOix`qW*4B<a+SAB0nn?&Ek(u$t1lkPe|42CevQ+3yItjvT
zHWug~&=_z=Snxckxuww6*5l=l^qNdg<3$?05lsE=+`4TlOMO9R^t<63zS2Okn)fVD
z7F7!AZvCO0CynnUIJF@sIj^bHC#w_pO~drpN8kw}vs@yPkkKh&ob%7AZqCyN1iN29
zkcF;(-Mr#zv0ZT8rh(@?haG_(!WKAoyE64t=n7~pw4vyJ*&2u%DivoELGLQ`IfKgf
z)LQY7(lf?qeynYdWme5xag=1Sn!*#&S^QBp$ti%j_haj;)uG|CH($D)qYDR^)pasd
z#T9+qB&^`*vU9D=E4j1qS}jqlewco18!+vdZ1glzQHz%>A8JT$$IkvS!b~sNmv&qf
z3=r2n*n`4*hwTS5&pfda@b!y;n~^d%RdIs|F%=<%xg0UObKGDqGCaC(-I8@4_J{NV
za)*VE#m%N&4v4$Fi&nX>`^kNoTj5^I_2}n60(L{8)fR?0^)1mUqwW3iHCQs3o{l!&
zFE@GUO8<5`UZ~ib!oyU#zVMpcQ7&%_c#<;aapkK3DsI<=#Q%^D*rsiDh{z|Bqoa;_
zA3;?ix3zj`YoA{KuzC~npy@e95`TyGVjgxsQZ^~${M4J<x)KYs^LAzE`g=o{B7^9g
zKN=#}_x@XoG&yWMGNCnO!c_Z+MNcVwH|ZagA5`fLVkOIlWmv+ljcl+opfiKaVWVOv
zlL4N5lhe^)ccGN8gmT#w6kG5D^jIBFnl>hZhNb9JXy<)f{p(C>s)b@Usi7P3SR|I<
zdZO@aOWl&dl|87$T_1Mj8{4egN8ENPcPJk4uwQ@rYqt&3-I6yeChlvdt$&(t2OH#m
zE_hy<7JIBFM47iS{-8M@wBQA%Y#g`WChou8APMNgN!E!lmn&|Vby)`n%8+ts)&CqN
z9BgPZtpw!4yeC!S+?F&Ar)^5b^GQA1IL#URNFLGr9)vFR$-cIwuR1NXOsJY$NHR1h
z?u({=c12ziIyy1Lwp`NbH|+lCuoeX{^x<esRvH8k5(_c|j^c06Lx&8tnp$qUKD$>K
z$({d+rt6N)Xn2T(QB>Xu4ar+E3?O_d*}QWmlDmd5y|DpSJ&Ro&H+-)XU1ul0ugz`3
zR^f{eXFQ5*+4bq>7Jyr74w5$o3(ahb8l7|JXN8!-IP&+Ibp0raM17P<P$nb0Z*E<)
z1HrcUy1ES~0{o@xv{?c%Qpa2&vg+{=sJ(w2k7md03^r+V<)U=(tzG5}^DmF-(Ycs~
zu6qATwU*jumU5-7Z^ob0uHocRzxW^L^CvdB(&x@>X`5dy`v$wl!>$`%+3k!BZiR*+
zk^ceY(*9x6b<eY!p$4rxny9i;$qTIx=LwDwr#Wfr&B7O)*_=)J-5!;RGp`p0+yE%M
z6v@ex-cZB&jx@M-eGIv$niE@U$V85lQM`(;p!n|v@V}`_C*t`fGElO%%zuEd-|Itp
zO}_{shoU3r-5QmQowzOjrf$ozO>5)uX2DGs;!gVpnKlutn&3~%qiSu>3#8g!3}7kG
zO<?EdmY_Kh+G#ND?&|DN?EIPW&>v!~*j^|PpeLFEbW6p{pBO0OWumTcKpZOUiPlIm
zA|knWxSzRLeP}$(KJZ!8x5en)-Tt}omd94S*D@zI6r6I;lTp@bYiL-AXf1Uqw?~NL
zH}vBub4IH0=D==32q9q}OZ87>6E?3?y|$@8zrEA6DR2-zwA_EQM#}H2Ndq~)b;X&x
zGUz8(V4dZs+a6;Mi>E}?uh2GLF|LYsvMFph=xz-AD|Uh&(^0PeYD}e(4Na^H+x?4c
z8RP;t`o^yD<ENxf2~~1%)V9!yl6gVAad(2AFO+{?*Uf<eLV_Q|f*rVr%7%AXntN;)
zX*p8fbS7jFE>DSQ5RfJ-)6Gewjq613#(u3c{{9GI)fJ1=)pz7I7GG28O3?GlTyCxg
zLa~XOLwKftb?b#`w6!&avit`iP~n(*mZy-sj}+`R=jq$e$K5%)Qpno>J*$*X8V#nU
zH7=fy$3y`sVE_%kVXqktd%o0)x+wvYuw~wTLY19ApioP@_hah*oq6Zg28n)y0xP2r
zl4pa3GRu`cF|Nj!?&zk?YN<Buiyh#2qcOY3n$8Ot)GQ_|R*di9Hy`1mfNNMon)3(R
zY$Qi1W|EzIH+9^ocozuA1UZ^dPG&h4ex!>Kjz6=iR`4AV8BQI_q3)U`me)Es2t#^$
z3_FiR2S_mA*|(FN7I+aS&?ocOtxaKjK)K@GF#qW~niti$>g4kP6?G)0w8rDHgCkTa
zKoE770}zQ(K(EE4N5O_H7B^!C9ej__GAH&XN$m%BebR_hY%wi#TGd^<h-*I4ZlY-~
z@`07q5{L7H;D3P63Q6-)HO5hENvS7bu1VhM-F|?!>GDJ!z7TcciB|0F#9ELZ+!@~}
z(9WcfO_8WbKH3ty#{~l&<v)O?<|BhSk|oef5_<+;ika5}%StM2c%7QvkGfP_Km&#n
zt4NEIzysRax-a(#9ZVt=e>RseIzy)cUF5acI>o$?TjjS%PF(Ig%QuMREYdNL@Lg{c
zq695guS;^}7HXqPkRwVt+z-beP~A3pI00KXOLH{$|Fl;=wzcZ2ZXm_GF2e$cgY18;
zN5nio>5}W&P&Q@BvpwGt1r)BG5Ar0Re^O3vmr)Ag0)i+G8m3(oJSX?&iF}#pW3)i=
zf_FpW9zIUdxQWBaIS&X#&P*M6P@p2V{E8TM8i?P5V@FV}c<-#Dts-C}=9jQHo5@Ou
z`Tdc<(@H`V;jGn|=5GAyv&2Gr22~B7ElQIOKh<`uKNotoHLX+HK2yLzR4_p%?WNu!
z#AbvQ$J%a+c#lF`^8}%v{aptS$RlA_n!aj?t1-4|B0rvM&;Q2TTST?lhwr*Uic7KL
z8r<ETB7x%W6n8J~Rx}XYp}4zC(GuL<DelD!1-_j<-Dm#?XRWi&;2k7`OtO;q{XNfp
zUze%rU}QxbokLU?qSI}W4m_>cchMlxg|97Ju2O6ro*UDQDPu0_)FD|Lu)mGd6k~Ko
z{ULM5%YM;V(zbo2oUeS!+8Qete;74_ZZHdKJ-|nDQ@~EvpjK8K7e`3wwUK6S6;B<P
zn)F6-cSuR-t6b~8YO`T_|5gXwEjVu)Q`L#Q#A{XCOlor`8J%K?JQ7#sZnIG8N$YBp
z+dVMQ!O!y|o>{p~#Pdtxvm&wX0nv!q7`Z*>?WQqHO#sz^ap(V52gPV#e%=11>G45C
z%jWjY-ioss$?|qiZWnnR1S6{(tVU?1lKMQQ0a9A5T*aovm>oQD(`;cu=I*B3P0xXf
zI$8mDSz<GV34u%%se9gi!nJ*y0CTQ*XIhHC@20gZ-6x+KE~QWFG#ICqt`Fq^2=h6&
zfJuQ5Um7%uDHT0kOXiWlvfPlnPgGSH6yhzWDio{CC2nnAPO?D3^K7<7N^|@+JW9?h
zw*rXjhqJ@6NLCWPdA0rT7|#RmWz~aWgrt^~Oe4S1a?zqoGUy(KU|ONWAIRac9EDx0
zddUi2NakllepUChFHe=n-4Ik}q$5(V4=jm6V$4HQ7?os=lRvWLR)^(9u?klB@-Uj%
zh9+`9(IOq#tPt%6@j6D$TU8s2f3<eTKa^9-8+z6TmC{^{;B#ZRBC~-d3|gLS%LH!a
zrfcuqw~xinNDX~$Fd5dKkQ@`Yj{hLVa2(=#Z}vI3v6Zkp9i?+CV3OPdUdUjx3Bs#(
zl5or!=8AtqWCf+dAk1c(@@<#Q&e4J6+(5xs=B4Imlv~3df2l)DwO@&1H_GRQucJ~Q
zWt0BtzIX03tR#*{h8R_K6XINrM*5CjhuHp1HJU+tj`_FkLFR*AAoW)rLqoFAZDw+#
ziM#XN^IJnJ+jv{i>KMkf;%z^)9eMHnoAf$J^lhf2`gJ3dEcA@&3geF>)}ZL&ny(Q!
zlb~eTi)(}FpF7V7N+yjOWMqi;S6k4BizJytDY5Zk)oant-VO%QkG{Vv<!!!I0KeQ!
z95M;6h5*Dv%!}^IAVbX0Nj8U@@Zs-#PJF0TTG`7-KC2!K8T9VGt5{s8VB6lY)(DOR
zmR~Fl{R5J)ooV#z*(79$_eNzqXqE88*!F<bZZb9?(19DYq1Kr$?`5Vsin=k=cWChG
z<=f<$#+qtIdw7V{bw1ZvSx7pF%{(I0hLCAdbjS{wVI}vCxwiJSbL-Qr-?6zx{0rEp
z)@ni99E^S*eJJ}3L7E>IL-5yR$8a0ATu@gxNAyi*Cr>;-^R4p6L}vc+eYB~$3+n*$
zu&MT*0TJtdhebW?k&7-Ktr~2=XT{KduFdu;^UZ}R**Du<BBW60amN1JN(^hA@t5>l
z!E2(x5YFp-ySCbj^s?ObfPBpf*Wbjnj=AHaO*>KxurLnvLwoWd2yupTi;bzDqK`v;
zqu^AJ!9Xp1a>8*}4i+%=zk(9v_*d97aUorqNrZ$+zIau*tIIOBc@`V=wyMoI#tonx
z!pxc9#orVzb@pz^GuuBvigL*y+}F~oYDhkB4%y1qBHh+uhlhB0Juu_n3t7RT{=y8x
zG(2nJ0pPX)c>CU2dPxwTqS<NeHD``URKniv3TY>Md?@Ky+5>-*<p#kY6H}#H?4&$@
z+kL7-`hAg0AgkQFm>VqISaNo>{^xmm3NN1EOaiERseNI}pyloNZK?OQ&`_0zQ#JdO
zd5M2mIq`8J<(qFB?$O(CB+oQSXbN{YHEc5x3K<)N-qzuoww8=I=xk8zN6C-K0?)h~
z!$oFTZQ>oB<(CV1O%6(?RPlVQH#`>%H%6P?-fJgAQa1m2y*fm9H*_>+Lf!Cy0Bo^e
z--?G_L}@s<+Bqg`+p&|xz+9TJl(H{A#I(m9mW6R(6naJ3KVw0ii(mTfMA8)3EXd5_
zp*~AOjG#Ztu2!c<B_y+{!vX{nSiwT;;Iv<ig8#dgEEY8<O8`V;EDHIbF0t@O@PB~h
z?=aTHDzn5JDVxvR|7CgrU@VIL|KO@wTbuIbAI%UiZ+KY%wOi6()Q$d#IZCsLx60f_
zJENW}Trk(ouw029Uv;)XSlC>=biztOZIO+Yx76W=%dl8{6aHP{!lR(UJAK8KINuFJ
z+5c@9s?z>BvMF4X%#h)NMsUZykA`{~!t7I=&$MxgHo+3lFF!8Uz?_iQwUH8`4|>*1
z2`OuVlp#zc6gXo^0>jUZ)#EtbWl9Q|Ep(%KJZY1BUU{;ke1n_!MOH^IxF=yQ9XM^1
z8%>UnES!k&fSEmgcU6v^ys@NQ!0WE2dn1cFokPw<-Vd++dI`_qNYQb&0Uy^-?B9uL
zU*4FTptMi+)txwhH+>L;Bb8YPxy_^DV_oHf9<1}8*zP|AvW|RdzjoL2k+ki1yP=8M
zE#OgEq^albOOy&GtiqwFi80G5-L^Q<T#rG459O>XUQPALkux63A&~f6p26763jLq%
zKR|nNo}$`7u0MZBBsf^*0OvEc-*&KD#_Ar<?MOH$@Tx(*Vd0|y>y8JfTi+0b@EK8y
z^<Lnh3FBPNE1!q+3ZDMf_<lfKJelXge5JoWshVzj+4tCQ<orzEU^qmOqb^E=dkL3F
z44KEBrG+TkZJx^Qz8XY8zKu?UKpHMIS>Y9%xR%^St#g@!HY?Vb!h`#9tK%Toy7PQY
zK7Wh?H0=T7pE5E+HT_zx7{;T^oh6-NH5)JTs!9=}gJV(61EC}==yv&n<NM0DmSXM-
z+R*KWltpTaDA;5{xL;2ZqPQ#Ecu`=wcfPn%p=TIuqo?do+h6?Jcx7Bw$Z>;pT+SE1
zx5Y5+CORiYCa%7D#Z3eb0T1hHS7bRq(8-35*Szc71^rb+h7)-_rg*>+*7+{psBhE`
z5l!jd8fj{B2977leAEk_1xx!M<U6>4!h{arXWNquM#gdCBQnf*8X`}s^a5wygHlhZ
z7nf2019&@-%F{$^8|z7D3YqPUKq<Z3#M64696=luDYVm}&fa4qrXgr4t5|(TXkLs_
z=njNhu<5*h{%$5wHNo_}{wB_xoX|r*K_wy^TeY%TqVqz<^OjrwK<A08AbAtBRh)VP
zg91%^H2WN~*dLH9@{J#zewIK>91jc3H?Zi8h8J(MQm2f9Wq!m|Z<Vc%*$X?<rhJUy
zZ>bSi&qzUVg{m)Co_&<BJ#AZF@xn&D=5md>yVTl0cDW|QY4IoN45Ub&AU}M_O}{Zv
zXq0R!ZsxAICfW;ZUasxWNP4b*JXtH(`bW#d7|kAJ9?*ImyazgqYN5|iwR2`2m%+?W
zssTi49*%LsP~a)28e?Wt)iP|uoX}#7-z!P;RLF=ULFOK@*0pwgGs$zO^;KIHs@ysm
zw&8F2*xT1%GO+7qeDMVc=_rquh@ojXCn~}Kky-9VH+$3d<e4C|v@N){mM?v&f1ma0
z|0HUzXIW-|-b!eHws&-Gdv8{5w`Fa0c*NT@n5x>xP76krdN8(k#bVQ5_ht31yo7*8
zNZZ9uS%=jPw{!A{FIk~n>z5*RoqH;NkQMl}kiaaRSq8mtp^t$FQx!y`teg^Fa3ak+
zz*wcxy<qGO-<RTFW`&N)yc3(bZ@+uxgtcw2*mOT<AFIvBtNjvEsL|mj$gQBB_C1A`
z$_H1Rx}JRU)=eL@;M{PqE{Tlsh#Cq`;5@V4p&9#DZft6jW4&2m)l4avK}2=nite_u
zoNSqn{ZT&H!}E5VfW6Dic)H3RJ`9yCSaGI18~V?Ddfi&UV1nQ_)(RMo;LZZx#Xi)x
z{tuvHta$c5eXC#BmfDeP`NM`R`n%DKO{i>0Cu>(i!ut>2^}ODt{lYju_;VKqB37;t
zS1u@Dh=F#KW9!o00E=%Ne9AG`!KZy{d4%&^n`Bx;{;+Lz#KzA}<Cr}ujj25m9~D@h
zGA;g$Ro`u#ajDwU^(hGwj@#{F1TE2k(K*T5gG8(|@#*4}TASNjdRmizD;1NCjIYJg
zI!Ym49i%LT8<*ujcCr2XnIrzg1?Pz9Vo#IFYTEUf(&v~UljNOT=HiLO($6_Lh8EH^
zQgbmxr-=7zxgT3@=V9UIFWz7l$j4@kU_4zjuc&AC+ABced#NE}v}AX6e_GtW@GZxt
zF>+XgI)Wk9-4DD^j7<JZza#x@o%s9rR!j-%$tEe>4^HLr$*LCF#pRoQuRwESpmI!+
zoubpv^{dMflo=!IvUFnJ;1-20<%rv9!f91r@ojNS^p!dZVe>{W5Pd?41E%H|lAgvQ
z1p;w9S`&q7w^6~WKg!ff4mndwpg6tN@miX&iSCFIEL7y@#o5y)(1HDFkpbPE<nZTt
zK-KfJYsZ;fFmts-d9cGTg3ImicJ_Z}(h>^Bv5M>VHj#e8uj*NL=JRC?^PH+}8E!g%
zpN7H(-8`!T1^IyNm458C50x!Lj_{duDWsMuRSg5vC=XTt0n7^Y|5*zBq-YP*Bl~#M
zo^Ivt3&<~w1;6w4_T_+bhScOy6Q8`f1SzQ~sWE3~5!(g2B32Syg4t7Fc<1o&cL6oM
z1X^Hs?1y^Mn~`SLLOY%0A-2}8LJ!9R<_6?Qu@TkZ4kb6@Mfn5^77bD3P@d1yqgS-H
z{{entn|YYXyH)s3MVEfiWdjGfm_qyZjPZ+|^do%@KWnT3#jP}Z+&_}x%+wm%LNr<b
zNfH4PbL#I(4AbQ8Xl>m4onh1S({}<m3wAoRZN<hRgsAi7_SwDV-#Pr&Iubn^{699a
z#nZmB?M!O?m6rQ0Cv1}&tAHkhCmJ3QyLRU;xx0H$aX;ovunA4v&Mj`{mqaMTMC+ez
zHiWWDvV0I58^wm9zeCHRj$cTVD&Raqd}b)wnR|aq8Mz{hfM{`rkn-pj6S!~~?^M(P
zJ^uk-PER8AyrP7@7$&i!C3^#QzGz4x{n`dvMTY<!ZFc(V?7Nv5Cbl<1#;)_>DvrT6
zDdTH*03X4AibZ&KWm;+O*wGMvROHZUx!{*2yuREo8qSi%KpUAvkA+z9`m$8&bMpj+
z;3=#=S*-6aTAwBdVqMh{U2MA$v8QV>H{~?sLcwOEN8T0t4=|F0pwt9H%UqKqY!rQC
zo~o)HZ@Ccd7<lH-^*9S2sS{~Tut-B}h_{-BmtSsH(d9i<Cc2s6oi5!tB+tpW_od?L
z$Dx%qb6*o&7vs?tA64^(fO^&9L*xz0hEes3Qj!1a-9SBFbRc&;c10{c5_7aRqzY8j
zVl%4el35W%nVyaXk3WB=&eC;vp`eO~d&#e?*VM4I?x%fBxvdoA_CM~0w{j8O>JV|m
zeeW~K9F~;9&*@u5AbPqlM^2QmiA1p6%l-GF5tn(f&#FfV%!QHiO;BDL=b0}IdLufs
zMHt5`Sg8M%cI=b?@^BxWzD&u7`H!|*hw}jH{qTkBNMfL0?%I{p7vL(bXSKgn+#Ms_
zfqv$#K%B}*^F&tFNfFAs>n}~=Y#mAP5BsloQzqa!Tr0~AhU$RM{>#71se4xL%&O|T
zPj0+TNN_5%=r$>uEK)qU1Pk#Ao1ZKadoQ)?=s_j~2nPr4QU!m?9dYDrTv1FjJ~XGi
z`_{gkSagy0T@tDzG2`H;(^9Vdw3o&uLdTDXL=uUq1`n3Bf6OaFP3KwK5gLO^Vw>1y
z%n$GwM&6M%4n2~&_2WBLlUyh{;9G0kZXwus{Pe~y<5KBi5lAv+ojf$)gpc>!N9NN5
z!liQqkl-xI5@E1jR<9kw+~kYDC=nms&ah#d9%H`M&qdtd3j|P;K`KM-4;8qGnI#*c
z0ekAH3CG~S)!rQVI@5p1zmuZzST@4OLBR%<&NVp-q&x9Jch}xfSi~Ssf0ZLpX~o3o
zqexK~r-_Upl}-Cf_H=u~GFQHK)Gjwb!t|ybbPVdk-&D_G3(o})@Bd`p)S2rsx3-O!
zAqMOv?)_D-Hmi~HrfvNB;F2}6EhqdED6F;IhKK$QB6qJQ^KlhgPx(cgksjTRT20(s
zx>2zIu{z2#mdZTw@ZZ(iS)kh+6McS-7xShf$)8FgStxnt(qi6jyB$sPXKM*=dROFD
zZB_15tF+%lz5?Ngxs+eQscQ<+P*R0L0oGMPX#EO4!&hEj=FP3~QJDI#O9|(%&2r6`
z2>>hi#;6v`dw%DMhYs7(M|t2nCr*gmGT>TBbO}8xXvqVuxjBk1T74u?@>N1n6xwM%
z&8xpGiz*s{J1|Wk9~5Y>EIYfAmCQxbK8oK+TVOgwU?Q<qry@7&Z7pi)zyJDBG3?+P
zuoo7R2vKDZ%5S+Y3laX1&%a*6zfH(C;`feJ0L$sB(hLtbTPd7F>j}K9qGkT2b@-||
zyV2~E-|1%uB-3VT(tKw)l62qR)Ud0Cf8yBCQ*09%Zp;kZr&0eK@3*8NJ2iYnq?RNR
zDQ{}9-M%olWoe1#*2cSw(0_2;tKFA%*)9)|O9-<2#FbZm{vTka`fxUGbH1tNeMZ`{
zGfZG3Jtq2D3=5l~R(p|;v|Vr5HYq0K&AhH(P9)J_DEZ9O`woa^ig^dFR<!vH$(P&a
zMls&{S+J)(=82^t*PR-UpDZykB7gUyAzM-67MQO*jFSMR&+<B_z2?T1qN+5JtorUj
zO@-N?%<0RAn?n-)?|Z+FthNf0jE(r;3Tuo>VtrB@BUfeVlJLeDA_-20T7wpxDuo&?
zh5ifL7q6OnFFOYUZ&ons=!E6c#6-o_*LWmG-LOKhUpBkYmV>*6^*mQKCq^#V)`HzD
zMW(G7(wtP7R8F;MVqy8ml{C?wV0DzALT{m-a3YgQJxK`I*K56D+fp;}X`g@ID&*_*
z!r~HZ+eK%;^8@E-0<pXBLH2hquQoroSmg^GgV_1xs_vML*`U7V{JJN&(6MzM^)U(y
zT$_4(L*Fmlp8#nmJBmirk5>8yC-w>&l9I>k^%KDunJ$c#{gfQ`Gb#4t`eHthWqspA
zWF+>^BB%pO9=bE1<Hv~asmP9>HR&?#-;La#?P%gr-4g$u$7dI#w?tGhlq=e%4p9Mx
z@HbQJcZ<g_qOUFvo3n~iF~GYAIOp2ch2PadwUgc-pF`g@hArzC_%i%0myi9dev1)d
z<u4^DdM!EHq3+0O7R9mvCI5#u`Tt+7ai(!}PV_M`Kp`qyZAnLlITIB|BSPVoLmBw@
zjB0dUz7>Y<5u{6EZ@t1GqOp}ayyi+yL97>39!RL;io`RkYsKhp@1d2F(nxzJn$TB#
z+*nJ_jgvebZ<L!sw!hx&RLpud4QpV^IXG?Ys^gMp2?b!a&M6yj<=%Pe$j))fqaQOn
z6A=^f>DbM0#dAVG9UtVT{9V##kjlbH=;9ebA6)j>nsQ^G3o+~<3)N*R`C<_WRd)4G
z>P=LCJ*^=I;!dRdN+`yxSp+8?BUe`A$nqUor>!{q*$}_zux&2UCN*}~=H?L6KG5D%
z4E~5wJS-7?c&en>w`2UCwtsqGCX6fPPIR24Y7mGRRY=K`54TUiQYR;6B{N`Z&re9&
zc9{@puaL<!87|UAFN|h~+N3-|`UyFmNJ9>bncg}#dQN55ht_f-PuGKfncYXlPb<9&
zF-#+J4hzel(x7&X(miO(v4K0BH&6PJKyP%m?w6Xj!o<f;0=lUQ(kKYTJ7p0|wNw^S
zme6z9rqOa5wbI2H9UO5gkkptNHLv+0lz67%vF2a<^MFOhL7SWqpXgMxLs3G<G*>*f
z;!M(abJZXRp$R2Ig4&Tf;|64gP~(g!&yZ{9suUq#uR|oHK#vW|`OZuFxjN^xcIKLZ
z<Uq0NHBpX|IG@+!oGF_u_+iL?n4m^*cuKPW3jeW@deHiy7>A0U)1#rnjUYA?#x7W8
z*UzF-La`2a`sxcb&<pEFG}Y|}7ElK|F@rjAa2qT<n>$Ldjmek`I*4(W^BPf6QbaxQ
z=!c3a8$^+I9Ca$(Czb6Sw&H%k<=hN1U)_^frBt+C9`c+J^p;_3sio1cPwuoh7)BD{
zhE)h(3hGN8X?&?*kv<4I4?%(yybfkVg_r_4;SPOR1EXFYjen%2HRm8ecHLd?133s_
zu^4De-R`8!;L4R#Q-PS}3c$&qnqjqdv<S#i2>a2Om%qd5BzG`DFDC^9w&%VRd{uC;
zR3h)z^0i|r=oz9`?E{Mc2S`A9vaH+U<~9KGAP!cKjS#3>oNd`Fh12|Sh>I9xZY~Na
zu{dH#G_qJvhOZs=h_Om*CHTiF11~qJZt#T}0>skq{iV)1;auq<p5we8?jmhY!`66g
zwmEz)CjRHBcC^bA*?vu72UcO?=EV4A3|3@3*}m}5PT$^U32E3c-q<vy$tsPN{vwku
z(d+mxpbD9ns^iUkeuPa}#O^3ic#whgYl1iLb-rP~0!3MdhE|5=f-{GUzV&9<_Bbc8
zvCqi0^7ezy?bY;*Y|JHFj&`mUmwTCP9CA9<ExP61rP4QF^X%z78@h(>#d0o!yxXuH
zK}LM+9{fk~+*u8_-?lJl7QcVJ`0lWxT`bRG;vNwt)5aS!i(94s8DTx!*3aUKjt#WH
z!zii6hLc=)5uE@561Qdc9o5XSfJVwT6A=5xx1FIha;X_9{Ts2?vN*p-l9opOZ3P6A
z$qp~8-3s*yg!~pgT|OF^7g|K=`$xX_jv8H&r%Wm<L`s=Eo9(KxDr4tnm!^^l*VD)I
z=Oj^3K3biR5#I9>Ds=~V9IC3cN5;P&u-yL})bAcJA~D#r3vVwWEZ?1MQN<Ei;_DS9
zC`a@By#77BUqZlHS<R^7$=N!C#8Cb*z*l1`vLo{@dD@R1S*2AefZIsQv0H1as+z6v
zHiYaj<`n$%Kyx?D+8;k|Dk;28&YUQ6YXW68aR1Ct>oKNM#0ZBxx1j>l30^U1GD3j$
z680TL%&x{h;@UMEzm<Kmoz6l-2xONA2(CB2+y+xP$jcg{h%Z&2X5enfQYCL)bC7+K
z30ad`ih1KvA{eQp$Yr-|dS6-s+TqF}c<M|*TD`!e!2G|J&Ib+H4i?^K-%uGCw?CV9
zhHb3|Z16uYfLmEhVtCJ4Ry|MaE;*<>vh|boTG8jCN2G|9w<sBE_2qh67c@LugzHKw
z=2Sh{t@Pd<FE?gkrFB1@0$&fL+^0mkO%x3g2fj%uU0NoFzg>5RPUII|lNw__;v*py
zO(7v#X?sM8<(dlKJXeJa*^ijqrxXrhGSQbe_+BM-dhxFE0ZWK;o;z*I6;f7W|D<p*
z4?(x0nPWqEDFd|y0%~ESE$M2BY=g37dN_mKk`o2LP5jg{?6aE<HuMAY1$96qN0REm
zUCTl;Ct5u4!9qv8nD{!>kiRQ?!(QBy`_e~-=M#Ef374oRV82xSYJOt)W{Y!ykI1Ig
zX?kNavYm6YgJB^%{g&FZ=vry1Zn58uWAck5cuUuoEPOSwmhJI}Q`K`@oABXV>t9Uf
zVk%jzSgA4ed{<>oCR5PYsx!Qk^Rlz_6)x&EhU}?kv%$PhD6m&Pn6LeNOSPesl6<#M
zKtt@c5CGvRM9mfD{`8B$qYi)iMD>=v3vdv}G6p`N<XDW`?bL`P=371UypobbrE|}k
zQrjaCp%CCDURIYYl*N-A;q0D$cxSrvrQzyUfV}Wl@<O~7e)t!EGkL5K$2oY3Gi4^t
zM2>EVk_io-YbCp0w7`~wx$P4_VgvbG<Tv*<3eU2GD{OmqG;W2FRo9+dR57l1Kdm_D
z8(b-_<VZO6+&8<i!{|~N!#j;Sptp)!7*~Xh#Iw037Qpcs{|X5K9Kd*sylK&vDhc11
zz@L~eK#ZpGBnnQ$<OGro&Uy&B-_94Zqv(<Zqub^>aIxTK%&`sH+191eLOCT7K3Wb4
z@h*h`!2%ndQC#^d{#r_Qc!GNFW4WWh#P{xbk^d=DTPCCkqUML64@}F~%G2IL+X&d<
z4k86FU*?_ACi8MG8e_O?R(E+kz<EqRU9#(sldF&?VSyEjkso2GN;tXc`$xpD%)fqx
z+>S$8zmCyGUBC;SW(NWi>MfX)Mj|*z&0PgwMII_<pFazcF+GR7V~e_}w6*Qvpee*d
z^7<)N?5%By(}=%B_aKf4c+AiwIC){F9(AQ3>Z^a`$-UZ$x0tUtB>vrMT!l;ij0grj
z^8O0jqD{HPX#7B|-hGv*YII-LJDKmt`{e{MSO@c6#Da~Tq3)X*YQ6nRalv%`TRj$n
zR36aaTE#iq<)3D0)`^Hw=uxzO`_IcFn;qg>dY@-#LsWt~s&NJz42!>9{74)x^m{6I
zXnGzr908FqKEePEZT|lLi${pja`b7FO>no2V+gPIjhq9n|7ci+BdkvX15Yo3ADcFV
zQOG<IZOYG;ZCiQ#8t;luA601~g<glc@%5s3r$$r1CMJi|X|-M=H>Q}LClEH~E1k@J
zh^O3jDkouQW!FPpvXHBNA-+<i{0sC0oFo8px_DSoQ?oV2*O6J&*J?#L=Fgd|L&Q=c
za-et5Q_ZunO3fllVYVLo$SkF#nv#P=1HIoGv~*gCWM&rP+xO5gbt>15k-bK#!vv7m
zD1_GHkiB2nhBk<Au}x@Dkmj={9#T@kJRzWhA~k~$E}yZVj=brn;#ozk@+%!-IwD5Y
zGZ*yv6hsE<yClX=htn-KdwN;eG3(m&!%JrfMsu&}4eYCx$2TmPb_C^qP>D!1(ps^v
z#K>2p!imq{IWCya!p=btd$-#N9YqYHNX@G^lc`&xX=BbZ+5=h49D>jlNs}+B_Puka
zMc$a2N>WtRld6Qa4_6?Gem!j{u_^fRKpRAc!=3h8OnzRQOlNwVcpem~J4&+n_`7HA
z%7Fx6UcP{s+!AvBlF7C-7Ftz&@~{wM{TDxrKb2S4CL972mReS;)kI`&3#U_jUqvo-
z!u0uhkhHCzLy0xqHqCamv+A}9aOr=cg_8orLXek>5=uVSUn`~&p*M%-%Zr_Y&Gp+R
zD<jW32N>p)XW8rMy0{X&$sU}#r49;i?d89LhB2Zo5Pac;EWlZ0`@M!BM70=Ps|^;M
z!w-n%zx|g`!jxFADw)%$Dm6z<_IFx8H8qi68G=uSK3U|T9Agrn6vR}yQ~9q+>THIi
zw?;`liZOe-!uW7{lfxmAQiv3NirLHCES7Y0Hjw~s0cNdtvD39))ZSLAO&W|z!={@s
z)iUH-S}z4U?zC;tMEMr8@Iytt#q%6@MLY-{EGtgG-VgbRXmdylFKlz3&D*J}#dbzx
z*gc#X^9Ro6D0#^y2AXl#^+()QO3amKJ4&~cF_ug^w__^}bMsw0K(9SBG1@?2WCVfe
z{uET*{ljFml1Jf4VI?E0!MkwaUZ^^1spkG|ZfI1pbaXddyQs6hEqPZ|kl|_{{4;;a
ztreAo#RDjMPDC1!5SlFF1>Mt0K2z$<&A9E7M=ar$JV-YwOP#)fuk7M=yw*T|zAw)l
z!{d}{Y12lB8+#S1dQxlRxBLKi;&->5(k1nSr6|XiQcxPiu3}&2%_Ln?CxVs#fZ`>u
zHy3?OJVm>LG0#KA;M;$&?5t4wiF0~_1J(;7Lkn#3ZDzhggQ30c4S%iSQ-v7ab@<QO
zht5kS*WjC3?9>JNyxHR|F0W&BVz84zriDfe_iANa(eekA^)0jIbzMn2A4;O>(GD)Z
zf_u+Qez!%ChBNLTk)dVHC1iKk5$2UIS6|*9Sed(*QyMg~I3->jstB?`pZ^2U{BWFb
z(2~J2O36(s?-lm8Gd-ddG$L_S0j3;kNbN(uq{U=4_?zK?deP350oF0IWXaq}%w6}Q
zcMAkwW5BO0B2H$VCiZ1SoT9tA_eDyd2b{-_AeL=<(WEIMfmJ;|#N-~^CAnel#l&KE
z;l~i^5Te{~B~K`|ND|`*HhdguT`N-z@%!K<{1b}|a;B3*_0+d{BzwQrx(r~#nu3+!
zFQMGrTnxM^E)X)nET5@U2$-GR6>Ic^%DcL40oC00;A{99kG7TiA=9+Sau#~3<Ku~4
zrJ)>sT|_=|<RAHQKa#L^nsoFWZ>&yct}s6xr^{kP1y}D8y@(_%Qsmk%drtDirgGY_
z<1qK&{{?J~ZT42&cktu%KfogzY>Xy1VIpBN@J~K?OlILfzy$&2dqR3o(Eqs6{+~A8
z|Bv^3zdBBv1a9cClI>SkNm~AH(U6UzWaf8ln7A8pP;~2QrE%Jjva}=71U7n!fy$|T
ziM22=j>TI}2Ax<h3+#K%{|w-Lk$V<ls;j7O&emvR>+c4xHh!miW9rr*I!w3IH;Vs&
zOzWqm(b5zjCXjEK`=Lrx!4!>%lg!flsV+vD&Vpz-U>?=NjY5ZOY|}40N(eq7I?GD}
zR;g*2OG`{OQSzIYVII1J>)Z&zG}~HhlGH|sf8D%ACUCd2OkVp6X8p`5{UG$RWZCX`
z?UL%hm>?+f+45%Kmv#$Xe1d4xuN*{oci}fCwW8N)kCcA=<LHm%nOH%m_a%r5le>V}
zAT?XXK{{zTc;!JFcX<P%#tEeLnSSJdEr&^t!=-T+BJxDA3X3&&cn5YWj&>97BIJ8k
zMB<U#rkhUPnp5raH0MSG`tfp(O)5k$WL(^u=)_-BtuSv}y`z~7u(^OpQ^Qqf{qMvb
zzYTj&Q;F$Thh})BzX45%Vt7e;QnA_jxoPw6Ha21HOLX1Z*mF*)@`Z6-biDv)eERt1
zeybFb9TD?E?moanW4qBVwt`eEiOWFvLyFN>H6hN(ceeZzOV8I|9$MazUcnPD3hX}@
z&1n*Ahv^FK$p--k6!>_v2jK;y*1g&^U0^&6@5kjbv!r2j>4S-UcaesEXt_HJgH%(~
z{6+f&>jE!!NUZ!do$IPm{9Zq_>1MmtqkLWEnxLf4a~6kO%G%o8JyzstVv!t#!5P8f
z`c0EW_G5b@*LO}(X#V%7y1*`LSh4{nn-Oy}g;e9@hC}3#4*a|S0s3e6@}XSD1yO`5
zQ9d=!3a>tcLUGjVwbAl*`(P<LwzdJpZ_sl_z6|%26-pa^Im+-8wTv6)K6xq&L(!1_
zr*?M`?@{0mb)!@@i22IVqFjYM9Cqf4XX|s@9lWIuF8CE2YO0(SqNHD{)UvsT5$yd*
zx&e7HJo0*RF^;WwXfW9h3-c74|DIa?W8;U!r@#MNGI0lsIFo0pyW#%>*t?sr9m#RE
zi@p~6c~|O=>L~1jXw3#pbdP;C2=C4dN@Xw_H_NlLMZwm{Z{`4FH7gm9kl}c^zl-y9
zn~hf;*^CGwcs6u;iCMi3s;AO$AMI-&ty9Jm;%kqiH`uEoZM+Xg7W7574~fkxqmK!$
zmO9bj=~+AnOq2ct1XJDoUHIZ<@4}w&3Zdmfx1)3&7F555zU@OL5@f#FVdlp;iDrLa
zt96V{$1ga#8{#y(s2)Ao|5NI=SzotxR%wHFT6_38RCep2fVM_gX!lmPKt?~sR3&46
zO}<>!rL@L{7LL=VGaw9&i&(?&AKFaM;*b2l=iFz67*_f;?L0IYh`G+OoW5j`F#`Re
z61+9ps>V)?c_S{CK4-}xP+p^-8E$Zz<{U~h+l8q`x<&Da?B8;#jq((W>nQ6sLeu^?
zv9SslCAs=>LR+j)Jszw!DBcKdv@_G(evRdP^S#jgj2m>{Q1DVfO{HV#;IU`l^+)8}
z3dD=_v!*j#(4#MQzM9LOQ6sfCyyS_vdOx``KoOV_wwb_NwEZ6d3eEnNCU<c-Cd4-4
z%2^DY&-zKHpAMpF125PKn)1?G?lQSetEeK}lg&SK!-8Wjd_x4dS6RbfSIs_P_OGL!
z`G_Ie&Ab)0xz3RHwm4D!2T<yC|6vaIj8*^*P0U2dHk0Ao&cm$9@W@$upH=$=M{n~D
z!&SxtrSD=nVI<9rs(qH?#r8<|D?wiUHR?1Gsw$;`i<E}^hk?cHb)`?u^JpS(RSH82
zua@{0vnla#&)Nyh{w)70A5hqq`}HI2IF3IYnEMDJBtY~1wVEJeo0>mMZQ1!yoE-OX
zy6s#$xkozCr|0f$V7@{XoXXnGN?&{4HzpbnGM$s|%y3A{-JM6lVDr79l0y2q##~u8
zQ633HZ;ur`Rs;dLp+u>zzW(;wX;W{_oUyU!h}1V0@@}+mabl{X`<og_!t3WMdS#1K
z<*UHW8-y_Hjt{<%I@3Z&C7;^dHk8T@jV2Jfd}k=L1umf=!@u$ie6Fp~d~<)DbOZ$P
zN9vL;vqH?`s@p&@=E$jgo#n`D-rFb5L**t6_)a2Rijvt6qx-&B*4<47m-at?M~M1U
zg~Yq61UYlf_!WyCJf^#kRaNh7vkuqRxLW}=dYlpds*3uVm-IEaa6wC2pWEFp4>t_q
z|Bg<tJV>Oe3ZEq@S+hOr>A?}D_)|f&FoN##K^I822of`istx)U9pRw-OWe<G5udCr
zAa^!JyEa6-u+H9s;VQ1xO0C(V3CvI&r##aqgxFp#$Up!T%e&lcjKe|GADPeDnD>^G
zaf5z44t=Ofku4u%TW(`l9+p%n^H1Ujh7QP{?Tf-`wIf?~j`*}2FMFOd0hj8iJN4UP
zT54B?k$dq>QM5b3WQR&rM-k8{b(iP6c5A);?ccCl{R3-AN`$vlRi^08d=vc^BGcj9
zk>>QS-?vlaq(tV$-CEtORj|J=5g^%09vS_K>sq0KXiW-^Qx0oh1~0$3RmmQ`Io&m`
zIbBk547LHOEK40Da~G|U27s8g6U$97`Rn4ns6X5KJ}+yAX;S(pF4RgP$`W<RnPZ`t
z1(~YYX|J2|g?)d0qB-z5)tx-0P|X3N;uE^CTs7?8C{y!GHYPUL{D_*1ROJcd^nEBz
zp91mpgbs*kVn4|nksTGLUQ>3H?#cB-RIvQBMUUDwjvct3y&I<89v*pDjk+<U@j18z
z<Kf}RRXo(Dn2nhjD~Z3}iIkxQ3LR*%@ZLEw&~x(_8ew1^<DWV@D`G;Loh6uWq4-8R
z^mqe~12_>)oK$T@UjzNMEx&<Kzjj#AndW+|dcCN-I5U`)hUaZ4b%?^<PZ?)9nM3xi
z>^u^7+m<DyK&BOsjBJzh?^oR2h95%Uyn`eXRN7`}rHyN1Rb^&#y~<?(cOJ~q`^bmv
z(tGmtL8%*Y`@n=!#ShQi$Wo`L%KFYq%)A=BQ9|LLgy=-Tg4IEmULBiYz3|0<=GAN~
z8Nw|RydjBM&#;dLLiYa2E(GK>5Eb;DC)%sGOF?3aK;gb<lYVl2-ZwKs<q+QE$&3i%
zgFncvQdCi>p~ln2l`g+uv}5Rf&FL+1iuUcH3kyW=Ew8J|9gQ3Pv>KMInRJ_V@a=^U
z1POsb^CE>rMt@-Y?$OeoK6gY5qI-h8WJ5RNI)f#@&!^?8)dVtJv=1|U=7<v>@t#MS
zaXaMa8Y9cPLRyZE<MIBk4#KX^vWsa+#~g=6a&U-FR2+9t)n0Qn&|bx)SRdr0-Jsm3
zvMHvvE*8>T0BPnv@~b@)ZPHLHA@#_%NP*wQ>cM6*6P*X~_9Zw+FG%pIl#{3~;7FYr
zY5aqP&p+((0{bd_P$~;aZiLX+(3SP%PZ>De8IJCyZUg@TNP>P;vR#C1;6h+`=ZdWn
zu30SwT8uL7%rvsx@V|*Fo9evo6ZA7|Jxv?ny%AxA*E0|Mua;i2veqJcxN!YM<<;i1
z<+Q4Fvk_s0B4ch~<iDZ1KgTUhg=J-BP7aP2?yHtpREWc(gv^Q3K1hzBJe+FIFw3CV
zxK)iHeH<;hJH4=@<?ihn#%3eY93vgVlArw#Ae?oD*_U<T5=GOkh0~p~!SJHx_I~mi
zJK4PlSL_VbMvV3>lpqO--bZLSUeE50c$&2&)+^R=Mn?1vhRmG)UC0?VY)X+O{!F|+
z)y^O$Y`N57`ssoe<&#C`G`b)K?1p17W7ce}#M}vJ!%scFA&(SGa-M)Xx)rs=Rx%03
zGn)6@&wTl}M6^h32_ccCu%7+p0l8MO^&V<ttAk#_er5NSwQM2u#8$V_%0rdY@~!CG
z=!P0hL6)dTyFaDVjWF<bPQx{&TwF-2xSPx7{;j@$O&0Gni25_x{;~4k0M9KXxo>|;
zi0e@b#}3hVOeE0%O&<RnRt8OntV8tg$WXL$34RIq;My-m3YU3kd6_dW+d^dq!`7+Y
zzF!Xn)pYA!-djQ5A7dHf0HZ`00OY+D-r1ZJSq%0C--Qf?_X|fAR}l|QqY61!l~;D}
z3PcX_nLYz0yGIq&TOzmys%f4RDe}P6`7G*4wNWjhJ@0q|F^^M_!7uy^@_nBrxp~l`
z;jz&Ek9~sPpG14!oY#oE%x#}({r>IevwS++*20+}*4Su^G6`8Iv{BO@HR31Yard}B
z|7^<0wW4#%w{8w1N*nB>6mUEiW6~mICf9VM<dK*f-ET+KLZwv~A`N@(^I?Looz@Vs
z?U%&f(qC$-3$&g6j7c5IppT&kd*-AF$~;|;QH(La&1%qP2wQy^@q1aYYSR_b-Uu*D
zA5T)2iGmOw9*zh<P~AV4JW)z^KG&jhB^|^I?gLM?rSSw40_Fc4x2u*Kb!9%wA#1jx
z4Egz+SB}>oTUKi9aEG4iPqCz7M)8aheNMXlekgVt>qbqlnLmt$t(bg;JIap78V(2M
zn$n3!vO*Rl+b4+gN=wk_>R6HK=nyh`Pjj9fsrmdvdbCu)qP%Z8E-oT%6z9UYkh|Wm
zE?%)g+X&0I^iRVkh|r@a;`LXeV%EVO4iRQI9HM~g-8-L};=cPqh_ZgG<iBhX{H`T6
zF@3V%YFP^nSk{Jk_b3KF;|!T>f4M}{Ia)6R*ZJ9JAAjv5kMrmNuP32~2YhP>L=S5i
zZ@w}a0M`uBu|Vv<0f!%nFMWZZ3g7%43w}iT#^8#9wgos53p`D#v}Wa0I92f#kOoQ&
z`jicB7&anmJuo@aUiLm&AeS-KLtxAaIdi>~_-ua`S~L}`{bwzceFIv40uGumpNEnp
zIIc^T826HcBMA7nVSIKVa-dw>F507L>{lX_Ks!qYgo2SYLU*Anp-S5yU)^g%w`;ls
zi#V9ND(O%j#Day(BBDl#E45d={QQ1rFX<;Qx6AqhZ8wYKId@~NY_~<daj0dfXUz)K
z&-F)&)EnKrrDXB7;{VU|^&|GW$h#s%0W2j}@gLycv3399g0jW?HC0UFeL(#`z{#2e
z^yL4<lK;Pb4ZoCYIY|nrIM41plpo#t&S%0;vt@2%nK!&xq{`NyVt7|qWk=_Mme8i?
zm}mJpX-^f%&}!%qiZvXG4_N^A%GFhqj85HAc9plv_GW7oS5y2<>uNF}5}9zDo&jDU
z3!X`pDcv<iQgTR1YFtN-B816u%fXv)OYVAAx^&E62uov_3yw%Xh?k{rbIND_auo!;
z%npr35(=8T%loCTp}25Ma`q(IeIxb5$`=Y~CB+tk*2?16sAUPjgZgLG>;#(o94U$!
zvQwdLYIpHr?yi2?y~e|BBvn-*%{FeQXUw06z7jtc<t`vxc~GmC_hNJ=9_{V}xAQLK
ze)L5_bnA&P6~}+|3?*!TFBmD-u_Kl;s|at0)!g}lxy@Y<UPCYr9)I```C(@b_BV{^
zDGrO~^<j_aJSz9Irc{mPhCu881DNDFeax1=y6ni;@3J{pn>zB17x)<O+H*kSVkW&g
zVj-fUbWasj5UG(hL=&FuHXUehXYFf@kDZBGg^Wz_VUE;7L)?thfvMFYTh`%gMfZlY
zyqMIbNzQH{J(Iy!`meG({B}TY+BDb60T{WQZ}23Y$7mA)-~O6t^G9#+jQ!&d=4l4~
zR??PSzDHFdf)Ik&gUO%_SoP~Kv*`|CX^XMcr_Dex<8Pn5I?i3Bl%wIG?aLhkUSuu$
z*(qKN#MS}KFhbf$3dsG0wr}#bi<sr2A)ya~H6adFKzS3E`_>r~sd5iCaq^LB8@5my
z*&)nrdiqKcx0s@^m`!x0ZpO1C2XNsURt&O4IK+A3KnPtf!P&BzY;97zs`w28OskTH
zJfO!X8u-x<J&u|gy71OCfvBG!Lzm?1IJq|X5TmwsCh}i&A;iDm=FkvwlXYjSb}6Nx
z24?!HrsKaQS_exHCmo2#xI)v{-d7kH3QxbJTuzZsKz*GJ^a-32Uz-8W(=*qg5&IGk
zyJlW1i`3TNIeHnsND3>qtP&la$mikGs-+OJn=I5seolPz?lB`Aq6;~BhUF6U@<}_C
z^oLKM%r5f<Xe@jf3WY=q`nA+2%6}l)m8C7l7|0QgL9<55{|E;%MzR|H!vDm<t*~Rc
zxfgAznXKAyOu5Y`Y;4bCc-7XZl{LV{5<(g*%l1A?Rxq9opPa+r5XQuNGG{I0`ZXyn
z77;P*Vr^OhO7OknZ|DPhT31U?OM7#h-d?uCEW5mMk=*$`eA&u_S8vKc36+jkeW$g<
zY)QmOu&b%tvli^&3rBM1s}F3+Q5m{x;kQH+WF4}{TVX~PI#;H`30S6Z7_&SVpJ}WP
z>y9z^IeXq;^-$$BMuzcVHe#%q*<)lkxuNfRiEpUAzP}`YEE(zuYqnmfSio;^b5|Gz
zT=@`>4yZ$0<shpgRtpx%dKhQ)9sIYrKsa}q(V#!ag;)Nwh`XCt*$Nj_I?+dSqDvOx
zDM|a`?`I2$=PvXI9kGlh^dHl2;(LbBf=m*^{N2v8?a-X|vPJX{BPv?q#`KC!;Ap=Y
zy<3;IwL;kI*k~36*t(hxKSu@}J^$l8;sd}?nLE6IILy}J0&~IyrY20cZ=KN*4M9!0
zmId7lp(D)Oc^|tMom+F1#>$zKC0D$O^lCxG7{wBtBd&mJwK4AX)1qs&c?*Z4d7$3<
z2ri#`!cQNQav_+C^$L@ooPQgthAWwJ(E%Qu^uXh!YUcTN`3s;oS9|>%eB|Jsy>&jG
z@{1>oMtzj_Q~y@3n{M{4zcC-BR(p!Z;_WG|J|>wD5MHte@ARSK+Osl$a6_IX-m9^{
zHjZeud%7@v(+k!JzORKmJ}d*Hc)=Sg>u!jMs8%9^*x-nl#irPlb-N~o?9XRks{ie~
zVCjfhGo`aa>+4$$cC6`1l6qa(;KEpUE1U|g3EnxrEbI$}tpuzGFrIUyR=DbX=%?&)
zJiLPpJeK+vfeq91Ck@uu5++3Y1(4XF>B4X;FSFDcoJu5YVWyMxh*P|_=*pa%LgRmg
zJ*V{3u7C9Avy><qi$O*e6u7^vUT(Gr4^~OhMR+Bjxpgk2UkGQRU#GqfrM?^&4CayN
zy@B(0)+))`v4MhJod6#A9{ibL10?=&f2A0@#iBMP4(dVDm@#X|dLi=lEDNh9;#PFx
zpNk7}qTSVd5gMe3WKXByO|6v4CpH_5^kjQ?qaxoF5p#eqZJjXA`K5Li@4ut?xB_lA
zQS2PA30DC!dTiSLK0iS2Sb!syfArM-<P=%+mtZ#>RwS;G3%~n%#+&0<<>~6Tw6acq
z{(}RWeYS#3xKrc41irfxyJRJT=k%)=&c>E-B%&DFJ%1Z2>mGAN3Xf@+UR5(4S@gx`
z^|3CS^K9CFiM1xW6lBq6PUyTBqGtwqvlm?Y=}QSOPi(H`^y07G(vj}l&ph1xRXvIz
zW0s;vtCq9}*WmeUopvT~OnAP3_Rj2qm2|f^vlE=uGrDEqe*l+SxsaBQ6cM~gZP9(9
z{x_zS>87cKTY`9ZIR(mt<-8_t#O&V$;^t=Jaz4&Q*`GyHmkIN7!uIVZu=fB6iHb^@
z6he5kRa_%~GN)Czzz=+rmn5B|nB73Pv5o$NMGz0Z8;|g3$??ifB5)?dxpHYk>!t!V
z#`vautGi;ptKCAJzN;4hl^0of$_9`(E})1Dt<XfsTKy@oqw3jK245sl;ly?pz3qms
z$J{P9B%H`u=(xPzz(R3Gh^ndXChU6}%vVd#Plu9d?PqCS-`Z9BlSH|RfOx$emSH5E
zMI=dz#&1cSz@_Z#NG=u&tP)&0q+0^tBnKH;BpO(9GLL(`h6-V=4Z&&jP5@Iw8!3?B
zEJm+<c+<PTYoxD0zz@jCZl=FaV`q_Acrng<WA;#{rwbOImo)upjIwa0=kw9K@$y9$
zlSa@`>-0mAVL-J{fw1vV=7=6Ji*n*QIF@s5>p`qa;dlDc&QxZT45bRUc-W7e@hEj>
z@^L>fcToP~K5u;N0?uJ2kyO8dDM~x7p3|Q?RHl^P11dK#Cku;4@6-e{1_QuiK5hzh
zC@tW&11@KHb>N_zcE~O@iQY~VuW=JPH~=qJ2(<AGlrtYE8Z0!m$Kx<JzzH4aF1vo`
z;mv(kJJ+*Fv{2{~dcX3xjGY7h{%nVceZ+`H;9iWdvRysF>b~`UsT4}7P356uX-j?k
zXR~o#iQk7@b*0uzj(_#YsaIdyN<e^nTn6_#3H}(^cVBtX>2oYA)s7l}HSlu0T*@tT
znDuoOC!q>Bx`}$Gy7#j5EoG|14xk+miD&o4pJTObf}m&v<c4h5{R%V!?WcMGvg4oh
zzEAewAGa^OXeE!E+org2;fttC3c)<@`=tVx@U&R{S>$m-0|={^WSVVVaT;`x?BALw
zj?QC1BEaK7HSTD`$XvwRs8NMmUdexe#QUm-@jAWC*(>*diIhe`X)LTC_T>_T_R<-H
zPVQf9vh5$?8QBuk$YLSMa17jLkX&~WEVsXlb%l+Q>5?JvUa!M`Xx+H|Y-`(WH~hH#
z&fGrFzV|hqKiI^H=N=hHbw{p8azNDEM<M8sx(p7$Tv;Z;(HD|(?&pjTPoHlp(8!wv
zD3IiPK~0uw1C|JYYAoNUd+`>7k-KKpRF|Z5$2y<mQqnlHp{8W7T<q)JTu<=>jR6dZ
zQ%qK|H|aB#vv~gfc?wD0U@WanN@%-y2uTd3nfY9l%dYW8n*aT^%3v?lq^bI|hUBUs
zZG3#N|8_cYzKD*(L4rJHHxZDbzI{F&M3-&6{gpjd01#p!7D5>*ME+IB#>%O@(#R6>
zW@l&^=11_`w1sEpu#vQFSHJ}JoS&?7`*rhQXUYc|cTS0V0$w;BZO$h8d8l98#UE}i
zb%jCS-yWn~LKb1%TYVVXrczg}bZt2vJiICw;W$4AQ1g#Bh|7d<g@I9Wk>1>yP(+Kw
zfccI7*i6pdeKG+-@ziKsrEnsbZ4on;;0Z}Az!bK*Q^nz6dv;x>nIRn~rw=i-&py(c
zb@g`k@_8_F?1CHlT+^PAa|{<s@j$Au4tj=V5S^2G72zipBs<jOlYE|D?fp(PalNxa
zh>A56Np3A>|G+#da6w)?%x$}q;GTb2d16%}SzlD~SOg}LB$EzOR$tWEOS4xdGFd}s
z#=Q^X{YW^R2G=pV!N<%+gc`a>$aTn_6*AQ$A<g?q?!l@zeC|lTQXN6D9h4l1{;@yC
z<;W^vMn3ZBN<aO?(QKj5T%dM%M_5@9?gH~OkcFfwVOqqZ;Jue_FV50EQYH;}xQn$j
zpL5&@<})LPPEKM^$}-Tot)CbU@W$5Zl71Hy&u=wu&?10-!3x&Y-KRWB9_^=f{vLUp
zza*>v+mf4}n_D~b^Gc7#Y@<7bE=QL1Fg&3D>8a{t11M%7$s4|`m#gAg0oX{UB{XJa
z;UzS1<{+GY#7v1fddy0HqUBZn$qkiGD{Z`zJn-fh$lLj54GP>%7xhcDuZ2&ShNF%W
zUNo3r?A`{_OEU!53O1#ZyMFk5*$XyIxmKb6@|nZARm_vc0Yi;E)$C6o(`_{iShbIw
zv7L%6_qCXhZ-PbXh-o)O;oXz&Dx#p*%&0`fy<b3x&(zk4>@GjeX^UbCS>(HEsTKnj
znaAttWM)KtKlJ#szKw{y;Mgy=Nh`D~0RIOZu4rWPyX=fk2Xn5;OoYlxBTiFR@G}9?
ze*pb7qJb%4^MIM0aK)jsP@dM1exi!rUS<7A;<OwIPfINnfr&&vCr5I<=LPdJEGYt#
z<YM5DQga{VR+#6q`e3oWVkI*?%nnYdAOCL>4_W@=(wGo_<{S+_*3NX!H?&{$YKPc<
za#Z>Mi?+84YWt76euKM9k>J6lSaElEw*m=J+@ZKriUbHw(*VV_xI^*a?oP2%3T=^6
ztpAf|<~=j-%(*)=&qeN&pM10T+H0?m)Y9N&{san%A?0oAz)x$IY-Uu6Q_l{uKxMxG
z{;v<(|EFU;|NoGX=h0Lt4gP<BjFb@In5{l_vx@_EWomr78lE3UL8?{qemV)*U*!zK
z@N=Sbx)kUcT;F?4;N|?afw=U6{3z(f*${XQo!{za&1)IU2z%g&WS&=!bw1eoQCg(Y
z+Ts#tS_vUI%nwV}xERzC#rurJ(hF={*=PgU34SrDV3-doY`rW~@Viud$k(i8cQtJw
zBwc9CFAU+jrVE1E$3;sW0!;>T-i7@_skYyE<b_e!=kk;jquv#gx)cniRr-`JNWT5l
zTHEULLz`@=o=Xv!x(FvbJJ-m^cXAq+#lm1Lp5o#7MW%<XN7Bc7QLwAVXNZH*&jpio
zrf;P5yd6OQMDEC*rbwtiQ?!^B`d#$BigWPD8!-ef@=N{eUNBCcCmIv;@b4#6lOk5Z
zbLRWErbxRtDKFW25zgAwjy#_(N?sbh7E@|U;K4N#6At2hDy)^sAFvBb>ymwT3oBUV
zFQ-Wy^It<0P1fj54$_eHilp9r(i_&y%)LtP*Hc9OJkULiVm@oHjqmV{zLG@krfOzi
zpT@M;`Pwn9Ola5|-%)^?tlscYcYxT!*!A|fSdkD+P+aUF;X%Ck$$d4THbQC<w=@y2
zGAw+vl-h%QG=&=(^&#(Wpuv6U!FD56t1zPby>akQ)b?2q;VsT`dU3;7)M&D3lXUn*
z^>}3bLyCsnZ-;@y6O1aFiLwBs1FHz<6m}kvr-2_Foa#gYY;lo%o$nAuQJ5Xk5=sAK
zUXA_UIOuEjdaP8gYy^&0#ZT|HyhkN4{nkaQ>Z+*mb$iITBZ|g(L*<Mc%p|ork!yV1
z8M5_kPP1KnJMfPwsvd*&n*aE<^p897#gItngRzVHLB*x4EGXP%u{`fl(NP}K-WIcC
znv*CQ1nA-V?mNdY$5Ey)<yc|8PA&Y;d0f$cp{SGc_n0rDK*m(n9W$`tGiPwx<_4qK
zYlNDlb1FFZ6!V5Dfh89dp&YTUu^(t^j4u++&|%-x9(jjxe0Zjh(hKaVcU4G_sCg<}
z^%mytgb;wSi0=)ee`T7zoi^;XNI_VHbrwgy*V^0ASa{LKpNYh-&g{*pt{D4W$Y(gl
zITyyaR>IapBL{BlDf?q1E^Uf9?(Z5*$Zyi7L~bFX-%i>$J6;&&k9KcMrYXfl3*+)_
z0H0l>zFNCxL+Q5)E{v2(vh`;;m4x5&iTjOpS%1`2skB_aI8HvJ83no#W(g9cfA|ZQ
z74-dU5HAD^p+=EL+cO)K>X%{BnH<&<S9zG3>xJMgi|KUlS7ocY?QDKiL1Us5QQd5>
zd;9O_`t*tF`%1)u@?aa^UsQ;hjCXb_c1YX&q71vetz_M^rni18;Gv#d%`hc&eF@-)
zX#i4zH?%bhj2^)hX|`<?{Dtqq?*%f{3B99*Damcaz>EbIRJ~+0&R^cmnF-9?$#ixy
zb^nNtOD!78Jtpj+V4qFrQGL@7q0iQqX4o6RrhMr?II1+kmwCVN?OWvL@CAv0)$Yrp
zy7(&#mu0jw1$-|@)hxp-Gnhn!q6P@cCrq^cL+9wU;_zYl`pwc{#c(N+t;Z4H(db=y
zHz;x2_fAhxsA#NGqy93`d8u^COghXdbM@baxG<I^){B^qd4IE;s(|wgXIpihM3?S%
z`)fN}Epl=GVL4n7@F->}*@}o7WNRl`uUey6aVD8ok$qul>l+K9o%jirPNq8OTt056
z)3UO(9=T3A?@Vp31|}MXUa8@{;>dwG_Vj#d{X*AzHL?J@9y8-YZQUNhr0nrqi?+xt
zwD}g&l%6>}>lQH>s(1$hztkm1nVH)oK&=luJ(^xLnv{9MO)mw^bJN1aB0^2`Z@!V!
z@;USraO6?w*!;Uv8Mudd97wIaHw$sf#aY_a04MeTDh-&6mJjH>50RXcYhCqcPSq~2
zwRtT`Ua_rK+w*s;+8*aWKurdDNB%kgkriB<K8~st8m&rAPXl;991{n(fl_L=EVf$d
zL3voty>O@Ky>YZ|PDVryx!8x00Jh{;4wY4`Umd|QYKIA1d(d}Z>g85RT5Y$#2j$I#
zPeU{NCaIFCY4#C^SuyEj(aRoVQwGb{`mn(Y6Z5PKb3RirQqthdFx+>PkK47%?YxS8
zJI{F|FBI%S*1lV#|0~sHHRtl>eshS|L4?)?yYI15R50n*LesMU;wK0D%R-Y3@U)@m
z?=5GEVirG5@2}??kVcfdf<C08&>|39T1Ti1VFMt%l7jqR{Iv3NHm~y4ZYid)LdH9U
zV=1|~ZOuotqi|%K97j`TJ-g*40oN7(irNZDfMBe$_<Sm|?Kp}|Mwjv$S>n1zuIrBH
zj4%V;FAB}-S2KRG<JC}YcagLNw)fQPHn@|!iC`=FclgW#zRBk}j?G9@IeYU7ZWA0>
z7cMZGc!04mSTC9TcQ$^=hAk?4V{iC(3q>z@?+5$~X&8axO&QTFx5iM4c*)CHTq=Ik
zU(9#OuUI~4M6H?N|BjWYx^z;cQ!6Vgd;UW+Foz@Sc0>K=GojaGV<os7!89MIZe-1+
zl)MP}VMe1@K(g$AZ!$ef<yUZ@$jY1J0o{c!rvrmpviD8^y<9d8p?7jOiZ2o4)$K0e
zv|=iV#39fgwbRSfno&SLF!<|{2F`89&;qTfdzCY?igW`^qiqeo0{JGbq)t<+UXzc6
zqN1K^vh#FBKbTzVmC8n8=#6JKs)Y}b*>JH~^WLu%2;}l+QIe{y1BkxkN}Lvj*8Z7L
zaPUqbj<hd@JC{-aWTj>INj+qNUn7AJCa)VqlJdv~PINz%Io~VpWBj8WV$Ufw9lNN+
z0d^cL7PxyXYVAqI+gaxSj#<O5gk33%jT5tOC1BK~+brpB8GbWj)wI4VX(rY%j^#PH
zD(2CamYi_@cNsNzZW_5bIFS^6%G^V;_R7JYY=kj*T`=e<3%>lBMW|U5kS&ochrOCC
za|nGWc~scgbJ}t3g{NYd{Nl5nJbpP#tfV%VGw0*(mjmM|(bSqXrT`!h3xJqJbgA(o
zKz^ztWimf}A&UCsaZhoxsf}P2;VMSj<Z_IjGBwOR4u(ets&G4>bh(@MXG(D^Z8k}I
zeM!*Dc-ry9v2r!gg02K@0+6W0J;=4in7GrdnIa`V#FTbc*w@NOtweYvX8x&DKKk}T
zlPEKZ59;50K|ni&#nvE?pZiS8_lD;91FaXy8r24_U!{McZqveMnZ+i?g>*TgP>gO@
zp$MO%F|J8FDbS@I@BFp`**1as3F@b&e|TH=$i`Q$sHrK#gHXE8y08i*e_zTu;p{gi
z#-i0?kN6KzS^tWTCjD|JhXPvCQD~h-&L?#FIFn~r9CWU$p%a}OgxA5hC4@ZOO{ks6
zkw)?#C}AeE-D`M}7{lE3c_cBYjmjEL4Oi0ZRjE2HY1y_!geHu9e79b`x^bBtVKL7T
z>h$9Lq90ltOre_OS&AB-E-F!+5DhBn+a0zUcO}Wxk_PZ}fm~uH_7696_okuPsx)fy
z0h&dXqM1n1J3Wi%0V>RQGS@LbweFPL-Y5QSxpxo;2xIy&N*7)6@V<4<wLeyFElY<7
zGQA6J3Z~38oT3N48TDiG!et=2zpJpYsY}MJl}tl>Gr*j&z8|-Brk2-2U1pxy)-B_u
zrAhC!%qUm7TiKEC>6|@v73*+Flm#sd61ACyDaER!mAg!Zmx<x%P%Il+Q?X5IKy*Ze
zQ!i0T<aZdqMvb@KhGZ(7ZRe5E!8B{krxn^1h?^B;e$B#YtRPhg#uKV4e@oVpKjC}b
zZm0rh6#7R68L4R!R#Br$0fK!t!w%OFAJas&RUHWZr1EoC)g={%k0oT$W-M1&6Y9XO
z3hG=`=q|*<e*O=UR9ZAzG{>828f<s@oKIM~GHb%P9}AV~Vh5Tq!yMl=vZB$w9~u>m
z)EIi{tsfq`^aKmv=ul?{5Y^r_WsWn{xWAorboR})iB?xe@#kJY3u<?vBVl4C<ENj$
zoT?=ecu+WgfG}gRY#@(t`V87#a~;?;Sv`(LVr82Uw*j49A!sJfktQ%j98@BNpc_G~
zfWXtJ0GSV-Vg^aMPTQL@<~B=(T>EK;J|9KSrH7Ty25M?wN`!?8AdzP)=|<u(8TxgP
zRMbty9hpmCi-=FXPOiylWgdg13Ia$|mi^b(c8iL0M?Qm$LM+lOeoBtBzrXv&Q@sue
zy!Qd_|3L0X)GYgbY81F8<VIq!&6BvPy`5=pRCQ9)*6f7pOQ0NATDo{*?L5-D*boX~
zCm&^~MpfE~H$Ym0GcEo&iV$_!<!T#pI3`=t#B_S=_L_=<_62tu56^G!>dHC&HOlVz
zV=#N>i-iO<e9B0Dm+DR1v+{p!1(7R*CH^NU&~#2p+FGpR?cQBVrx1;ORJ}5@O1rA5
zfda}SUZ3Ir?E0$8CSvScPKM@VyMcw^R?+ZkF-+q~XxvXZiU6h*v$b089@H7lDlM9X
zC&{4RW@5@$a2k^ug}BkX!`&Pid)3+D%$;C!VK0bBWkjk?tR^g#+;z%F{nP9BkpzzH
z@`^KIU1~A&A&!iRw%=ixCAp2pw^&Z^tf0umnrO23JMcT~BA>c_4ZVH2-wf5PPUP=o
zVrEo69+{YaQk8L}MUTa0X5<OTi5&X{cS*!y&=tFeWYMAl$lxSa@5hDE``pBw>J9#i
z@sfs&S0qm5umR{a`duk`j`M$~TUjn6C3PI$8HCY^C$U#c@xiuQ$R2z55jd~x01W*F
z)lYK*)G3(g@>Yq|S4WrvzRRIYLESIZUJ$>2<1m@(TuP`Crtx4jJu;~$G$W~gN!!O`
zcg#;ZLf<GdBX@{4bjNVki1O^M=Bf#3GDCb-TM52v_+_$jU&M_n$^G%asgzT(hu9lC
zqQSk!X-^9oi+fVDr03j16qpH#^+G6N{{iaRmXgh}6d4q&H*z{hCl6xEa2O<JfIrw|
z3{cst+=NPDMnyR><pEsle`eT#nJ7{oebyW)OkPNR8rvGNqH$Y2d=P!HTOjHzjs(vy
z=61&i%tMp8s<{5|LGb_j5ExBiV$>#9@QRC%>P0nYy?J_S`}RsFDUc9yH|nYBrm~ai
z9K1VHJw%KpgvVw6*Sx5@Jj3bt+|<NexgfPeWAM@M)o%Lb6Kni9P}XK%`b)>S&PB8Y
zKL0sIZF-(+a4K3fH-F+Q^s%D}*bCHcZz6B<7EFbS#F%Dk`VgbT&0?IKK|Bo$TYVC|
zeVQM5$D5m^V+i1=Vl2zmM14Z$h_Q_&S5wmjRC9A!u2y1CJR9jd?^qA}?5IX2I3>wH
z50!dcqJn&k#yB=yHyVlg6tW>g_vdFJcpPtslotVD(z_88edpzp&C@XjeOGy?d0e9*
zCg^;_maKwDDZLZ3Gk{UANf#gIBjGIj&W+!<4{w#r?3J)E!ar8yNnWajYTALeBWYn)
zCqe<I->v3EIi48Po@i2%v5gJe!g9j*0xDOeY}U##I~uk`L5>2S4^_!HR<|O+X~X#R
z@>+;L`hvBm$N1>`zNR8c_vb}gV}5sOtgQs;i2ay5#jibIaLx(@X+ftmw5q_KAcH7l
zgsgk|Vm+j%&mfal>^j}*?j_L~g|#)cCcozr%g8%;mAnYXJk!#-g{<vt_nXZ{e&$$$
zC=T8aA7{ro><5_|Y#w8xr4iev>!09B^p7lTn<qPj@m|S%{=F_RZ6BON-OkR0(V?kY
zDQxs0X3s5R38EcMO#kIY@%8Df@#~!)8CN#e&oh(}X2LiMew7URp|mA_R9z`kx~r=x
z^!8QKA7A`^0WC?AA2$tQZ!Ws?-_@0Tvo4;OL1ms7h%_8ve8$qrbof}Zv_9R;7d^Qb
zm=6vjF$IwQg_|@z_wWKeJ-reQM^u~~X{KI!`T4IK(V|NwIU&}xa!vy+S6)X84PCtj
z5@tx@M|vFwTih&XI=+V_jhX5!I`|ns)~=lwLK^DAA5(77sf9gK!)tq)_@X0!pH}+$
zYcvjfbQT$c|G3h*e_Cf*Z`!nZfR1yaJ3VTWRWFuC?Svqm=RsMtBjLZ)LcHB9yl~${
z?g6QP>3m2LASrn1WaFP9GH0A>r0UUdPS{=Ab6+bnr1avg1TM*)0+L|2F;M%k%0{zf
z!~F%httd>Suhqd1{RS0oFL|bfp4$-~IPlf=CqKVu@;h;i9}9BU3B0izNFQk<{*k;F
z!n<3qRXOsS1~k|N)hr0nKxt18i*uB}Z8x@tHeEJQH||;k;eb>F9^IaqT5ZxVyxig|
zoLwA<qu)Jwbzj61^wKc77?NmR)(pEji}LD(s-@N!OS38T;$+eKL`_u0H@4=q_5|nd
z{&^Z(RIL0wL+?3D&~zN~jpqp6*4QXQiynmvo2E5T8yLkGlZGEUxiGvr>vvsw%Fe|x
z?PzOJogFG;f=8k42hQOCApc<*JE`=iJE9&{Yp$<}H3FOHyIzVDOfY8__BlDdnz>k+
z7WZ+}0KfgTMQd#xgaevDNHCB{*7)|nbNR%(y#+G(E?8GFwgJ5x{xv$MxR$)$xx{zT
z+S$6+7a_OnvI8U&f~oJ~kfUuaW--LK{aZ>9K-|-t^lPd#ZVq!CsW7LlGpKun86&>#
z^3#d0TxiXO#<!*QMq2pQC-A8&Uzl?=FY}8|NlS<2-<(@e;u+@i&Ba{{A`K#V&Qsc!
z8QGhyBP6HBEe^^$9fk2vGmwng(KB637mT>AuR7o21--qf-}41jan5p98vl*p+0Xzx
z1O#$e7>Rg$(+QXY4<c3niTqqdd}fQ0c2#6ARHnAE|1p3$z0;DR@Kbq)QZ4{?_R}2;
zx(B+qpVa&DRNDOb_-KUo+d^srt8h>2N}2P6FZng7z`NI40%J=Si!91jWJfDJ<tcjg
zm-UxRg`Ek`n9SRWnhISZ77GM7^9KVb?-uK(Ye`N*i$AC3`m!}$9ZQb=^55bqoV>58
z(YkYQZz<8JW)9im*#DMycD9{Bu`KQE(v28oPs%qZAA-Fde13hK5UuA^QzNy09tDyE
zi+n<A5l)Y<w^ekEtg|za?vO))VE?XnYNuI+wV*{@<*D*GU!OSwRdNR<a%^_r`QL@4
z)P&9SbFFDg6s}$ku~hfqv_JcNY1;v3ySePkMwFVBZNyB%nTxo8nOG6)mn$a9j#Xf~
zz=8Ir4AHl0_i%W|i_XKJj69m2tT|pr+O!24mgRi+>^=4fT6NjCC3yL}g1<oz)G0El
zf2sq0_P#BsUjr&X9`=VE-Q0Y}DZJ=?O4t#SxPL#Ze|^&Zg~pxt^WWH$14B%_E6!X^
z!kzIMe*zRq;OeYzJu_?au%j(ViHHqauX3Xd%;N&$WGb4Q(`!nMKh<ddL{CSkvzXMN
z!Q+;R!~As%&_&+K3-4pV8RG-1XuO7J_rB10#Ns0LcJ#HDj0v{EnY^v3__KS0jsP3S
zI=(b-%%%z|O-UtW<}#UHcN_Ip&3kH<3?JkdrgAZE-9h`26i45*ft-E9!v=0^Ta_`|
z{uN16^1kjSFTf5wiYHtsW5cF>KGNxNm<APjE!X<DI4zEfnKGg#LcOZoJzc<%adqf3
zyN_Rlu94Yx?xg|qWQbAC$U)P@dFpEH)-WOdQcp<w$J&7>HxUr84`<hKf^kl2c-bK|
zva^cOtT&UvJmD0hxS}o^28yw1Ei2;^E`I(RnZ3cN*&sefYwoS@eQrRRYYwQTmf4Rh
zoQIdEa?|m&zRUCa_hl7kPH-pUcP&ViWAqmA&&Krh>c^UUwX;vK;6E}$g7OZ3VTVe&
z()7tB`;g%&?t2rb4#uvs9%jcEv20%)n+C82<*W+1W`@e{Kx!$=jRTSl@>(^GV|mhr
zN?@iijH01B*?}Bk3g^{(N~q8r<x2Ov;@?=U<mxQDV3vY{Xr!Kyh4~r+a!J7=GBCq`
z`>1^d0msG6NAN^X`P<~U?P+|Ztll!iVDGxACS_E>sXW&);Tulw&z;W9bwGp#)s<k+
zl!FqtHal64uuOgt^E$c*wzq?X`@g>M0b;CCj=y#*ZLS3JTu1;>O!1$ZK3DQNggwb|
zU*Kt_2qD{y<YY<EcK+W@jdIKv&W4FH;7W-<C#9s@ULg=A@H-gpoLtdlJs-A&m2Ps)
zzy-^DT9o+USdw@Y!o@D{b5#!2)3@reBrtMTX814-1#Or5VqBV<TpvpKa_svlvfcbV
zLjja#IP+j8*L(PYA3Q@o^*)q-#7jLVbM^FDVXP!AdIj(jA&j;l#J|1I$7U7j)O_at
zEStibG~jvvwMu!d*xlFMhe5cudJ4QtPf_Kd21t?n!N($Bul)0+&1y?#NE6#2_jdD<
z&qWXXf0U8x29U5anNdw#<QmgyoKcx4i#dy#?C`08k6eEn(7c{J-~2MGF^*AfH*5it
zVcWdiUO`m1(15g~K}S1;%Fn&RO37-2SlR*BH;~hz`=O@qLGdz~FK5Wn9VuKGQDeAg
zx0>8<HTWa+eor$eBz8r!DX$$kbc4CYetd4^W>Gtm7n}os=aDGo(ynRH#NpZ4`gvQP
zt$aGxES-Q6ERQ12z0?2Krgy^askYuCMpNrUm5BP<4`-Jzcz8-}+95*SK2)=Q5ol-0
zjn!A`Al%Ex_WYKj>Kc*vs!MpJHC}+UUW#<Pq0bY3+G76!GVB`$w5X8`IKDqMh3iY~
zFkLTqU*vzz9nDdKxO{o_YFO-4g!J)uv`MV|CPte&4L;?+Yff10_*2ApOLo(AfBRg_
z6TNpR__VITC+}ihTr~%B4;^gJXIYV_GsY8xW<IAs(1gfuucKyRWbnf*$$<omh@Vkl
zJ=n&5LCHigC)Zn4`oVfetSX_3#sb&uVQW^=<zsNk*hWtHcIK?YV`azTW;t%|uXowK
znu7rN>2|u!a;6$n<j|GYcPlaDVeb8BS#Fd;ezLhhB}39)9aMu3K!VScS-&{JICV4c
zql9QdMaIxXctfyfX91q6lPYJlPiO?!>s+qr%n&<Vn<k|G)M8ebHU4_$ig@gEh+fwv
zs+wk~TceQTINrF*0NktFq)*lsY)ac3G=X6Bz)-k}&>k(DbB<0!{?(qBAdbzWzv|+)
z=C<Yn%E+2pSASgn`s+g^ZB6|&Ph4mNYVObW>!+35mCTr?NxK5k5<%uNxZK&Eck&yt
zcm{C@V_DepOb}3;^Z=YW**x<^08^7<bbFrw+i)U|A0OFgG(Z1qvKXRC2SX?JZ)!1}
z{~4Xmb)W1*-}zc6_`-6co<cxs2bvpVC7OXQMpW9TPUxtiFhxot7kwCG?)f#>5(L4o
zC8bY%ItpE(DFR;nW5v?8DmHH_&J;Df(%ORgE-*=Ms=C}q8nF=8X>9vMX|;qJAn6Hl
zC-<>D4u99wa{OI7zQ3OG`Jcv_uKJaaX49PxA?{z6q(PdWrrF*mG$6F|wI`mx_MR0v
zYj-X@HP-C9MjcyFb-B~3x|4<l-yoHr<OCRv$5$BPJ8m`Msiu#=1bM8R$<}Klz6#<*
zx?y4XN?W8m>{eK(*^T&#t&VY-xTMW4wW)J1=AH$0(hLXKhtZjUDP3e4^xWktQV!TU
z*lijQy+b3W5djrSa^R=4O!Ci5pWR$RT7L5QA9{#)e~UJZy&~*nwqGJkk%B&p7$eET
zT-iPBgQ{4L+NEMf>9#ej%dd{O^fZ2+D^B}fFC=nvxMU=Hbs|OO4oN5Wjp^1|#=QpU
zz(mbt6Qi2m*W)F#FG`u*1SnH-ZH_Po8MCc-NLn?(OyHMAA5ee3Riu$Wij<9Jt`Y`m
zyf&)xc=Sj_HNTVTjX-ie3IhtpPx7(#cr>HOkvhHx1~KZ{)-tDsZa0<WroQV-ip->3
zm@@reNs33+^d(1mu$}R_g=TTAXcg3Goa<VhO*V1oJeEnW?GeP>RE^84h2*!($*{5<
zF>yPRR}9W81;L%D!Ep5d+uZ)|Hn!zu<%TdW^l2W1C86Hoyy-VmK99E?Rl{Vi(vPMC
zWgNhL?)~6~nqVvVE#oH_7I>`4)siw8=)VY;3u4dThx`+r7ps<Wu8J9O&<@)-8ly`7
z1Ar{X&J7-rh2lfpARYmj4@<N%Ea79BP=&KmwZ)$BWL#RT78EFIWnDBZnsP0}(+I4X
z3Xi!<?=!7a3U(Cf<?6AFkwNf?LzViSv1RefQ|^{3o)GXbqsEs$N)+jz-GVzG;^fDh
zI6}UY)N8V}>agG|jL`&FsA08Ea2$sN_n~-|N>-K#GsER3*(x1<6+CxPOM?l~Ow2eH
zDEUh7SBV4$&76&ivr<#f7rv1MRQ-_y;xgLQv<Sba_uoSa7P>6bx11d*9`<@CVq=P&
z)&FuBrg{a1lm6*E#Y0;O-l;fmGtFR%)1%C7_zvJdE;&hD*z<s~x94WNh3I?6GF_X>
z!0STI7~GQXti@;o3TRZhWg;pIC(}@zELP#B!P3K%s(S4$lU8ELC*hE?Nm`B63<V7K
z7{+L_^E11JiVfDy5em&+P#m!n?RNE0G|7&~^*1SmJN#Er4*SPXty!v`_}$~9)<nlQ
zd}RTgpfF<inj!C&z-jlgQ-(To?wb|#+M{DOHW==YzQ@&Isjph~L5u3VTUIKIyrR?i
z&{H?@FBqrt3Cys+WsFYC2BIP6idk*5K_#~aVu%pgP*Y2}35s#hi!~C;TE61;iz}d~
z`oJLbk?+8$g@ua1xp#RJx7hsEapNWSSIzIG4EmfBKzt`M(RNsNtgcpYa8lJ(K6-Ri
zU6$NCFOjo>G7SAra-PwEb6<dGaaKF%n*zgo<ka%Y=fC+J2MoQ`-$A5flqEvy(ASmI
zkzOx~e;SS5C4Ik|@+RbE2|^_bBn7a%13#&M$71F^VV&LEFp5|RP!iC{lJT6|br|y>
zD8qsb^+N$Ua!VW|<JY(#%zxKU!;**fG6YGBY+@w<+<yVzYZNwOS_Skc;e=4UvbL7)
z!Z)7f%c;#GcrJJ}x@Thp@}2!V`l4uT?;@lQzRoYY7aUq9j~9<=fR~HD0-j}g3wl-=
z3CQG{h`mmQ2R!Q?O`P?!Ju;DO%Oq}XwKTU=-!2@NFTE-{6i>D`l#@Ox7e$gZxa!bl
zEH^|h&W~2ol)t&~u++(tz#u^A?F(gH=)9SOPHt{;F7kQLB<zfQ=&kbSdw2W@Ro_8M
zj9Mb-dq|p8J<F|o{nUZNJKs6O{QQ)8nesO4Ei^GN9|oJ-7nL;TBP!IuBIxi8DeuF2
z&$q!tX1VQGZsO+rL0JiJ3Qy$oxsH6o9+$h^I3D4i*Jm#l<kBfSQtd@FDp1!uPLlbv
z?>G0X?!f*+^*E>cUI$jP27LqJksFRacaz1|dOccl<M8Q){M|qvs0sWq;k4W@SdNq~
z@TADMd@G`2Omi@bw~J|)2+k-652|+nC080r(|3E2tNJ@tY@QiZ<f@DNkDhoRO2^0t
zuZJ!FnyTFUo(?j5JZ(|reZ3<Itp3Li3^*IrboC6q>+nOlvA(O$C-FOGk>wc?;{plo
zO)4&*`9X#M7A-HeyX$MX)+wXa^8pi#Ia&7nt!DBbJu9AG$DS1`?kTZiBgl_a=Qq{l
ziwDe)63d$1UD?x4_QBm`PfR=KYsnz!!uzJ&37t0xf86<`63^00w7Xef4Mw~Q%@2AR
z6Jgn&KL%(9AE%?@_ahb*`ErBuLCqB<_<WDxc4u0{M9F*KT>tbw9i~mQ8Azs1lALO1
zXC9Hy24^Y|PX4xL!oO1MBJ4PSb=Z-A`!P@Ec_qEV7arNV^%k7?qN{zGvpwuNR<gn8
z3ZXwq888QYFc?;v?<&OO469{o8TC?Ds)@DSI{A(_i)94W#;rG?u^aPL^<j?Ls9+1m
zq?iw`b;Y{qYHo`?W>(?-llvbaFOR<GcBt^R)P4B9*_fD#y+Z;!=5<zA(b99q8(K@x
z`q9qDcZNd4Ze!X>hs-!r2-^n?q`uY%5&6QYD(lE+#kSWk$!Z`?o<+NdKk107oT*{1
zKCSvRupo_rv~_`~pgwKLEsBRdO0V&Iax(ze2~`2H*!*A$B!0Vd1$~Pl<D8#ZR$#C9
zc`!O@!gd7wQ~LBLKm<B0W6p9oNBU7-J(gbk%<|Ht!eT!`_Vw~<21%u&Z8*$kpq4Lo
zbzKdw(_UHB5E>LPh$$e>WG7@t^7W(9xy{N+@71(V+<@x1>JNFk)oiaz7b7>W>0DIe
z9WS~wUuvw+bQnU)*i7TFjSPsjO(1F5Ng9OcUyj{a0oz7%1KR~7{52K`s#Ey}*)V@(
zG!Xd1ox2Mq=uaSo^V3@z1awY{fP>k$bN3g<o9QiD`$`x&_tA!_j1qHeuR!fOx!R&m
zj2u&*n1{drrz%RYP@5ykW%4;{K1D6JtKWak`FP2jvkTz?n@))-I!Y=KX%iZbe1B9X
zd}=0{g8!*5ZQ=Pr_@$Rg>{#ad>_R1Tr~#N`H0_hTWkUG7NUQd>8E@wH>$%fRAd-{b
z_f9P$g1i0CXEwk13tDHQG3ml4o}uGZt$nZOOAUK{iA`5;(4&mnDy?6nkya)`y{bf@
z&b&XV($|w!tK>hx`+f!7)50!Z*@R}beDW`QMnYR%HT@pZ4Suvp{_VprZBnb$Jupp|
zY_hcJQ`npH;s@L{ec<%>)9HWI;jk|G$+EWg+<nokadb6d?eGoGHf0&Z)~ym}NdP>R
zI7f6%!!w~5Cp6|-h~|9j>A~2FK#7|l=R<b31n21?eFTxEnRXl%oclyzAMdg2_Q6yV
zCGE4lv55{vA=|ejZOak!LcW}p(u!w=)TyLP<umk&zE>1E?48VkbtorAetzbA)w7;9
zi!aM`FLz+HgVO0=^j4BIgC?GN3;Rr4b<d3Z>-2j=B&*TkV9J`}eb0efG?GaaKOw!`
zpWWY8Yh?A!Csl!(Vfg^W-`dpK6A2865T@q<O*Q{TOzLm=Dbq{Nr`yV5)^XZY#r*Kn
zV+q4cMVf|jwee%W9{x{Si@B~KW|*JGQPl0I8T6}J!oBnM7Q_*a=H|9GYlf1n&M?mb
z7^0R1f~5DvJW!a}TTBb}sFQi1#f~t38Apw=7VgRALX38~b0wnHY-@sI{gJPS<;ykQ
zmPU`U*@JSv#bF@iA8yh`$tGB5DAn!n(Z(m9q*9F+-*_$ri)b<BrUy|*%4K7Xr!8<D
zP-O>zz__wFQC1#zs#ISSFb%sChGMdouflHsnPR&4Gf!uJoc6J}l8ddY8Kf89_SlXl
zEf~`;e&W95Wf`XpZ|a&*kQf+X>|Z9xq8b=aOYWFV&x+YYEdMQJd68?8DHc?9oVO*3
zd_`$zrQw7cvW1lb)TAkHYQik|>o@$wlSQFq-4Mgxv;l6Ugyea0En!#&Q%l!9RPU15
z&7gUXaq+v&1x6@XKFtEJz>IqXA9uj0PgWYdm^NH(nQ3Yun)*pGmg%wd%W6d|y(`0&
zI2Daj%CPUbf!;MiJeRGxE9l}rX*<-VtFlyM+%s-p1bb|Vr0d~fzOd6;sV-CNs>{iV
z1^YHNrbuTcfrR@#LyE*>$r3cG<jhdbNMAZUoFc)*13l_<1GkH-3VG3P;teNi6Vz?<
zU4|D4T`K9Al1UW)KZa*+nB11L(-dq_Tk!siyz$bn>K`tyEo4_6L+>(EB`!(&6#mq|
z>doRXne=J8kl24%zUgL2F?(c3sA&WxU}}~9Ds93!*MV~!8?vI)G=a#A!O%9WPko&*
zVKf<DDv!g=rL}G2laSDHAP-5lMk!<GgR$N>eKk3WmE;_**RH$+z=z-W$@!b(phRwQ
z=B@ZC2R%IO4=jba>4l2BaC`7|&94cL36gAF?*i<LEmU118?Wmx8bgZBRZ?JXKhCzc
zeQnSMlZM2%FF$T6j0wv|MAWPsGTwuP(TzckG&uc2TP1ZznU~H`xu#mbkwDI_a(?U-
zv&Pm1sY_M<yZ3sCIN6%OjlN}}4Avhb;hxA)xi>0F+UO=^IW$ZMrbb_bGRt1do!A!F
zL`TLgJAQ_+PJOC4Ayz1giOB#QX6=5`Xh$umz?9&%E%v9&VW=fnOmZpakaq4_aUUdS
zF_MZ-$;A~V1v6CDJ@@z;tqc+;`x6TEo0-nic+LLQU#*UfL|%<0fH{K>V)0P+vq=uI
z%NbI1&U-CF2;$ZVMA)Ne4$qynmRk|dSmbyV^?M1U%4poK+xZVLR6EMJXdctl1nqn<
z{gw+#^k*G|n%sxO@Q^YqCNba+T0f9?ekzzT|F$YSP+4D1OXtt;;&?7|8XkI<^ft3_
z+2o8#D&n0^w3fC13HsK3(~02+0Z9BawR?q4Dpn=kb31o`Zp=-Yn=sOm7#5roxu)1l
z?uUC*V|ax#SqTg)@-DZH9t2WgGixdG?DWT0#~jC-40j!&=)!)>tWy+IGNd0|^mjaI
zUhDk_SgqBlP*?Jy8rbScUHZvrmZptOL+{qBd2(S;DvKlQE_U1G?w(~cKvXkZDXq7P
zc~`}3U;(FSb)j-RCnEIam{;6fKYV4k(JqN2A>-rbR5sR@wADo&5<cYPJGYvzXFnzt
zJSvo5K##FS<w!Lt#C!D;waZU+v=PSIE4hnvuvpQXI?81`*z{!A#?Z(wfOdPXm$NZ$
zHf9`iQ|=w${S{a;<e)JuK%~->lP*z7v_*1NWzL?cd9K+sivJkrKWYIL`lCrx1P}Tn
znl~AfHN~EtntJ<SOss@`iUUQxSa{zPhq|_VPu@v#o}Av#zjMFjzc<zp>c`z*>@r&p
zNXdVM8+uSoV<D#&D?B1n(A0h}KP(GzIWhkVP4@QXH&`szQukQ0mV7XRXTjcN*vFk4
z8KlkoYv5c?Im0Ij0npNVQIb5y)<j&bM$umH8FAS+Ho550l<m4KG;T^hk=ZBA`*+1y
z*|6fEDjp~LajUdEcd|2Mfdj_jH=mMWvHvF>>wh^B%P;Wgka81&8xKwCp_PFLP%d_U
zXmVTQD*L=A*Cu*}&DBMVl&Ba5m^#n;xXQg2{9+SkZq;oj`4Qg0dMfclSDJ|%<8vf;
zZ%n#ZMD^r=+TN}#cao|L>YTI+cYiOINb~Oxch!NO#sm;ePgTNUPqs<{i6;mx&Eo{b
z86UHC5RTI}D;}0B&D+QI5c|fQohxf*G*!{7`Og_!@r!fLgQC7Fwl<9^jB(G`;M!hc
z3j%IuG-g={;-!D1j0oF;K~KdP7ixoDqP}V@!sAiF2!O0>>LXf`_@s{p(HhG2q7^0)
z2;Gsys74x_m0Y1h^FgjVT@&T*jaFW&qCP4?LffP2X#HoGt_zY`1mkJ+zUZY&0+%u2
z2{Hk-st1;G7Ry3xuDf`cV3;h=;&<&I=7YjK$IuWNf77!3__tr;;W0P0BJF3E>j!Z@
z<|TEfgs?8QjF74i?W2Qkw3`H>Q1|j*UfJH>t7<RfdZf{|DT(`}&E>s4*_S8q1+>Ys
zzVU88p_H$Wy&|IXTc5f@gsufs?Y%I4V>Kt{8c$HCpGUw_+HAwnpl4k!*G&OCHdRjV
z+*jTqEY9c+55zFyHvGe#89x?05@H8-Hbpz)MAO4o6S?coGNl<tN3x$(SlUOm>coiE
zV%$lbVnAP1|4dd3qZcLOyAz)B<hWOqbjis(HUpr#d%dZ1jos0`zxkI_uQyA$#2M-|
zbGn8FqzHdWA#N!y*bUoUgFOY+o3QtvLf&Ov2TFRS%#|y}&hGrN-qaV(h2@WFi#bL0
z;>r5XzTQfPv!rHH!wjs8IQSPX1{_E8Ps<_^{jG%V?S%(Qb~cm<5yD8DXb;oDVB-zq
zy@GU3ApU2zGk<l~5DH2dlWYn#3mG<L%r?0i#U96J9=j5BX)b%yya_eG0*(7A#*o>A
zgp1u=@jjPyakJkq5!&&7T1vQ&oxr#!-Fe77mL;gA2WGnonK^yA>2$B1A^&b8|0ui{
z&6t)|CD*d`ecWu3+j@b~1<X`A@MT=qy1!o19u`#d=Ya{K^M@&-gcMqO{ksT#<IOSz
zzq72+XlqkSDGS(Nf~>UqUI_`mkTJk!__)(H`yr&t7U^B8D4Op65{6r70~mPe0sYr|
zQ!8dBo@>Vl`SpnHk}>Wr046J-%8Q}ptU|uh`*S7XS<nBozR0XQhs-(ngAkJA1WRof
z11e$`=&nsr`@vT3(9j{!ON>9QMl@Loo`Agjr7ucp-4UjpvLiKgCHb<!3;(@yW`{~z
zT#uK0N-EvuEpEA#)6ixOeGCPS^7B0E;2j$lXkqO0vZA>VO)ppwtGT7cAFlHF50GW6
za%J^4PAM?i74rpm>_m>!+;<*Y_$=$!(^2xxvvyyrP0ea;7Wdro^(vAzrkub$IvvAr
z;_c=6prmQ7{{Y155>Kkm={Q^6XTKCff=T{_y(28kV&;^P&*h1tInVsIiFwYO861GG
zj88N(KBn+9W}-4eXY~Qt9z)N774R6g<grFP&1k~tG{8HKU&)*9KjVcV>d&hh?3HWw
zD@QPo`R4`_t_}$P?*4K9Q}XO2{cxqthppoIF=FNJ%npCX%+rTZvwXV1W}4Bykqpae
z{2WZw%E1!OPcY7jj43@GS<2F}GW!iLpP%;!XGN%7H0LM#K)IX6&CIsKw~*F?ot)zP
zqy%+NZn&4niXubK@T=_AE50=z0fFpEg_KyoxhLCD{7mAaK%eg9*)d+`%=heaHq7z=
z0dn7jfI{h%8LjSST9d5b!z`9AUMxM04`XK3p8s5HQ|joBB)Z<3q1)8RMEVMQ!IWoB
znD>46I?4&KrVV78+_c$ewn`Oc7s<Mmvf}l6-ZjYboScsznYmt!_8K~x7wSk)bR3hz
z9VF%LTw_#O8a15b>GK)Czm$sF3t!;E{P#QQKu;Y&VN{l@528>Fl(4PX-4#m31`sW9
zNHYF#^DNA#{uViPA`|1}Sl-(TBE)1n0Y)5VYSc#lbDna43o*yW@}tes1U0frcRw#6
z>siQ@|3FL>gJnj&Xhe9iua7{8&hOaU{{e8%W`r*JVC;T*d5kuv4xp2-dX;SRM5VrG
z>!uar!Xjnj)J^xDZ!p0urAPs(@NMF^hM5yJRyo%jR(5Xu)nojd6h|an86$ywQY{Wr
zH<j*jm%jZnYd4S5mZD+uf|A+2S0M%WO?SePe@LPhd;7fb9GBoDipX5wzpvPze{{E3
z@^4>>NTb$xXZ`0Gv!#R#lE|FGJ#mK-eeUgK&GY-U(oGy)u2kUkP-*-0A|5m*)Iyug
zhj>&K(ecneh5e5?qM3-t@`oK93YycoqpW9DrExV8^l+eg8dN&`d}zvBz>n9!nMQD*
zG$g1&R*B|^2Moq}Fy+e0>}Y8gA-u#nejwXR&al+wA3&XgJ$e1=`ePsI80svVIU*ym
z@x~-R&7ho;q6=eSMNHoWJ3R}pCsnf$tl`#Vsu#gi^yEG$PkTdoS1fBS&*AZakdSm=
znw-#4LWl-4S|fxE4leW*wlq2bC4d3;LLkE5YySaOj5fAJ-$^(Ewugfmi`H(d|IJ_a
z2;ikz>ivk;#u(o^D}3*z0#YWwkl+ma6?9lh8AyORK`-}Bxy2u<h_P(kzsP@4h@1Fz
zy9<+4qN+S8$s#81$>LDnDzMejJ);<X#Lt8xT0Td*m6x=U=L{tcGP@j)S~s>?%1rFp
zL*)ya{SmF*Y3so-^b|U5`2cizd8=sAC3T{*D4xJAgyvm&gaXvM{evT^5d6@4?Tg(_
zmej_`?4lPq6CR9Y%CUj%ZVFRv!wRsLZzR5UZ9R5$`jkD@E=2J1v>d5rA5NRYl=<Qj
zr=p1A23ImYRlD{Ma>08)eE`PX8r4|V2Px}gMNbdguEC#h({l%!qfg$TnzVH!4g%5k
z311m6W@vn&+T+v3v!0Z%$;Bb|tB7W?rz0#(rt5Rt%y$Av(TXGM-Kq+1hO+gt23!Ll
zsgvTEpv`v{PDiBHK1Yuvi<K;x{fc{eW}LhTp~0_+SSmstjrr&0JZVLVpSx{scWe-I
zE)HK{8uJk35RSH4KbVxAd3;YiqGTHx)qv%qm$XLM@0ODWI3nw=9BPf~4Mfw#U+4Vw
z?5`=Skks6I1-oJ>!*YZ_lT_+2)+JFxt~SaD2lmP4s-Jiym@U@X98C^Be)8DAPW@A9
z6C-*?{cRo#6#JHO1l3z@MgRQ>&hjx4EXJ)+Y)wQK-&H}J#EpfgjxW#@xu=NVv9*zn
z*s)DRyv8@5h31aJOd1DySovnhuO+91&Icr({J2_P7)B=$<fem2Ys}Lt|I&3362GVP
zQh{8KS)+B0$y-&2{?od5!^n1;g8th>JrQMiGUF@xS8+iK9)ED^>EEF5_M`h)ehLpi
zW&Zul)t;HV6R%HvI2+0|%ocNRav|EVFea9(*!ym5`{v@pP<hH_CMh<U+#K^7$&_EC
zAt0l%M!ZkW2PaK^E$bh5W~4F)^wV*6Xu*WoKSULktCe|b93~+_mCTp-nm8qYs=ZSE
z*a)j4;vFb6XbvSM{(M>^_@?SOq@82%OKn^{q+tAPAwld?B%s1`_Cw-yOy=5km7~U5
z94on;Va_3E$Kiv?IbCZqo6e8>tKQiD)73P)R59*R^7kMUhnNIfnz@d(-MVAe1mz}L
zk9eDp0|8#BL@Dl;k#hoDif&1Z3mHZn$1qb#PLxIf1K&lx1jQkSx9U~z)!O*giYNL^
zc&I_7p=f(sd+RGHwe4vmk#GHk37s@;JCQcVw8I<9gq|an{$qXMhpcr}b{1ImaeiNl
z_=O85JaB?adt7Y0pv*jV3(3<-gSPz#<WtI^`U>okEyQIU7rXt8N@Y=vDI}lh!N&-n
zN-o6oxo%OX_0h)Sgh|En)Ttu%kF&Ln^Cu*L4}NaVy6(VFuS{?)UU+;wpEKP0qE%4A
z9q8pGAEE*k3pk%!toeaI(u(v*)mwQz%(<A@VDzT@&XrZjm<6pVHvYbJ`_F^1S5!#&
zW84Ik*5HCkAuPg8IzWMD;sncZr|Y$&tn2u<&*E8V<HxJUsRE&KH^n(eYL=`q1!$HS
z2L-P|BsRt@-KL2ao8kqem+#>KbHqR7V!6Caz5}_!5?TQs0OKtEcg+;zno#lB7$@lY
zNAMGmH644x(e+&w-&UkYySnVag((|*ZjgzY&2J=I=F)DxigU;IZ`O>z<2ce^hDsBi
zlf`)3l;Eu%lAO;)R*Z)#!p-@Hxy<9Gs5&*W4YyFeg{&R-<rU;g)+d5j(TMtaI*AH&
z-&miE13al3YKr|1VKHq4Fht<AxqvQBJRL`4#qI?#NR#?Z<$jIHYn90id`O~)I4UAv
z`Ke#UD{-qaXgF`RqD~D1JjzYpJmaSJr1!ILzsu9<@(bV}dObCHQq<xQ62BcIGE;Ya
z-<f&~x<!6zd&7sK5m6fy+YU77k(AVkA*B^~e4<h+4~<{_e8G?c<WFr8G+>f82NJ&>
zHEL(pD#?ftNp6vRTc|N6(-N!j?Tc1)3C!LfrltTi(bgpLQ1?>_rolvn8jb7;niz!~
zCTn;8wNxfAJN#W9-5mJ~0||ukL@tE-eN*>I%A-kz5tFc$>)j`^M2j^8eEcL&ia)qd
z&Y~UtHqw}0Ehf7QOV(B!>?0#|%2gO9IQywO$f`W+zx#m}6peRN{W;U%Q-u~P*r?Q+
z`X9@m%+k8li^Q!Q#)?`lY`c$c`uC7{pub@%IdQ1*$5wJ`od!}wTryQKGWC?9nq4`1
zC%s<VyOsA6*tox3e~bORgX=KhGc#`Io1A-7{lPC{c)V)qJ@LUBl)FB9T|VK(ork$K
zG&>rb1QTBs(82VPu%r|-sJz1-hOU6rvQ;jjCjJq&+!8&R+K1F~7uaY)pp|E%Mbqyl
z6no9D(%22ZqUB`L3Zc)oU*y8F2riq%qE(9EQZgsf=mH>ixPT4PMu0JEQO4Gn99g9X
zLX*DCpA39aN<{_SYeo{@oS|76f#s=zYM!Ty{|{;Df0wL;g~3rjMjQmdxcORxmSsiV
zln*htC-{T;ymW45Y?UbvdBdyzrUcgo<SB7mv!uqF6C>;6_MOM3-!}0F1ak9A$-7WL
ze9Z<55#7&f^-<SidtD^?joUi)rH2vgDb8PiBZDT-qsF=A<#spSO#vL6XC8I~l$y)P
ztxfGPhWE9QV!2@KOz>mq<(w5A1vMJ;DW94YKEH`)X7>e7AzMPlwm2b}lcWB7gT6Js
zWrLRq)gd#$)yWSc6#rNn&E0v$ey^vmI$o*VsmhiIh#6$#l*{&_CwgzSX*-SP0U^Ar
z#Dw|PQ2vSpr}`&rTvf4W96{qMbag?gnMfK(ktr0C=d{q3MZD@UK-Fd<GiEGgZr;Rl
zlg3FCBY5X1=*i8ZG}p|wq=P*2CoqcipDEQiJ;CMq0M26d5B4rft$t?<2tWbzZqy`5
zSj%=64|G!5nW@EMg8}ssGAN#-+4+X$zwA7(^Ie9m5*gzAcrosD4`!>v$dwyr&<#`j
zK%K|lXxf&m(yJ)q!byhgAwvE-3a_<siM_f16#rZ}K!IOV+iU-Pc+Kd4MI2et$G>KJ
zwJYHQCE1Nn3!m$ZW|%Gx1S39D;tzhzG*dx6M`ef3ndz-@(wFJ5N#X$l-xDUi6_BtS
zx!>xaUv-%+6W8&CBl`mCI>BDg)mbRxt8|)@Ec73kC*Tcbw3@z7)-~$2>dob{`~LNx
zYmTkgG00wU|5Nj05YtED6zJVPEoj-%+#=7{$q}>84}<H6$Q85?uL>b%-1KuR{0%dX
zmxZ1J2!);%2NEltl<+%vb50OVw^&K!bVxd1+Ys`CYaef@K)$0G_ht`<92-wnQ(glu
z6OsDAe&6-nP+DMK)#b|8R%ul&i2D9u4sq)g7G(RYiNU{DTy>hKnd7|c%q`05JOxyz
zd!ARn(_|yqdlf<*xY45D(QcYO*i~v^#Ihz=d>Z|hL6=Y1P4OVa3Kxu3@Mj_m7@>4J
ze{tO7k_@O%vChl-$G!#{H#$);&9D9k5E_)*!3lk5+0nf6@>A^BEA_6l{14Km0`aw3
zaYbLx%?hQ<Iv9h>kDm(&VMq^>4@Czmvp&5M`k|j4{J{~vfz_K<qxMNBk^-QNSmjv1
z+NB5#mF9}N!cOxXzSda!yPzLc!@L<~fxEsBE4pHr1Up7yThgK}VG8|DE6b_$L|3rk
zo=_uKvm%#Ar``Nvvz|Qg=&NZJo&*nI)>DMg4Ex3T#+lH>*OyXPA;V)HV=Jko0}WSw
zG(n<->AG$4x*@&}pu*85o_t7G(hoJYS<5+Eq@FA2!$`MZ-&t2+Kf*ps#XOWXTF~O9
zUSC8_SPyPg^Vg*`R6M<nvDi1yMWqwneV}Ig(yMUwFej?`AiqJd^CuyZMm&)V2@tf5
zanA}vS={tD^b6KDbx<w7E|=ofkanZJ&wvXcBIIk;maBPicYLrEwBmCZG2^$y`-Nb#
z;ZwKNARL)Br6KpQ_u8)Ygh3l`h!@yL3c%ye6N7VdIhba-_1;(o3j^X?5QOM<Qw4$F
zv?M3f@I0N$RmtzR?OM@K545Ticy9QD30<Ir&>r9A-)4s1bbo+$+)$c{k2?98aBhj5
zcRM!!Oie4BqSG|CCTKcPh|fRGt#J<HDl#v<^lz&+_w;-Mk|2eW7NU!)z-W*AsN-rj
z#%02mlkW>>my?+`6ZGLVFwa=bt-<dYzvp~acCB^VMJ(_RxSFSYkG}$c9F5>$!k4Un
zz_vdsUpSPs>GP8%@?UIu(?|8n#g>u1200Ly0y~W43m1itVKQ9P%AW`s^(oOPJw2}3
z|2B70OzMykL(f|Uerh1)XG@%y_z(72C)?Zo(^BtQEk$5r2#aVb1kX*nKOgxN(MpqM
z67>eraTDkWars2z7W(Q&gj-yQhMd27{Gxz8q7(P@ubOr7;L}-*$_FJc7IHgvncweS
zSk+uvX~xa$rB5%Rp-VfS6+5JjJy*K`El+tKlJ06~WeJbOZ7qj&zNwY_Ive%(@I`T=
zwAq!z|A)4>e2eOR-*5+pZV-^J8KjXChHe<T8<Z|-lx_q8Vdzfj?hYknhHj9~0i-1a
z0pYXfyI<~?`#63t)_<^$wVwNauIoJi1_Yus6Ic|AJ>O}+2G3WA2^Myi%=$4hov2yT
z%-|xGQdRVBM@DixIf=)<l{J>^(-9B$HtZ6|?)847`5>GChz)9|jp4-xkU;<ec&EMZ
z>j{BF*I?5Um5>Qvb{P>H01-r^D0uedEq}LKm#Nc6skM?OG4(+=hkVtvX;3$T5lM~U
zNKFzH?Ve$)j%aS=^ivf98Z(@T_`A*A=UC0lLwAcUCLqS;B$O2Cq(&YT^y8aAFYKWE
z4dh(&j+DbbVFja-#_I<qc2{l7cjkG{!jD7(#D|99Xp?<Kxk(bj#?(dc9Ow=i6p9xw
z_T$Idc6joU$~vxPG7I!NoX@3dT{vk&hS5}|TreY!$V@anH@r|*BV$v=h6^Jq8SAGa
zl6_r+wXf@*!bX=q8dazH33IN$C5$}N{UOn>M$)Bw$ld$lpy;K*h+Oo9vsX1=Z^54s
zg=X32UtLJ|Wu=RyuMzyDPHs@N03s=OE0uCEyzT4z4+>1;#OZ2i@X$ih@>Mf_dqrJ+
zVOq$E!c}j>D@}?Rg7~73=hCK*`RN7XcE(8eOeTWxtsLG|Lbds~<J9ai#ZqzlNZ?a|
zfnAp$jZr(0Fi8anxg|e&FOs27VTp~A@k?yM^<^p~N}|i6Fq#l?qz_$c7ue5kkM}wq
zqVp}Dw&iBaHc!G)XY5tJIrtw>W2EB?YZA$J0dBRtEvcv_E*pU1Aa!>AMVFawkKHC}
zXAW`wo>l8n2GdaUew{BIEXiS&80Zmdx?OpX^pW-YQLy>b1Dt{ve@I=24+VVo6-6!R
zutG<_^3c_jB=RNhNcKD_Ix3R~B4f~n30NXDpa0pMSm+-u4|;cD42nmQa4F#)O1%~H
zo$k{h(R;y`A?NzE#zj&W?|FZ1P)}*~!OxB}l11dXO;mvPqtT`j1VCEY@biIYW+K8a
zX}z6Z7DvQ2mG<*e#qwJ|*czXgh?LkzNwEbIxw%yEutDBsp9juJ)oT|1K`-ym&u9Z>
zZYAGkLDBl2JmUhr2()$E+lnpOX2^uDoBXRq$yi{4BnMOeZqir}MV3tz$ems(G+*ZI
zP`wB4!>fke?-P60ziI5w0KuFn?a-z!uL%f{0lUQtR>HU1pdE^AKG6%qlBl}b?D?_H
z&-QzTA^!mmbK*AbO-LF2W1-v$Yy^R}dMnNv2y<MP@C8imEs^ubIM|$37iwU(31`@g
zlKjrVsa&99HtJDL-v~%hR?RzAp(5sTbgk}O^}sg&aPjj*;}{+}`Gap5v`>|>Jl3Ox
zHsraLs`16=lr3%a`(I@cJ^x?S&g4tbJEx?M^V_7Ns*!1Lqd`H_FcwdbQm^&svx49R
zaWoCPc6-<FUDoCN10cwshsELkD2wP(gJ*jmDhSoyPwBaq7Lh6XGSbfw^XJoGWz`g$
zLy5VuiK}$f4l$0nUGVHo!R(mOhnk{AC~B<!*5#ZhLb>ziu4)rkM+umo+&N^+M<0Vy
zTCE;PZ`5>}Gk7Dkr9lt+9lHJ;)Vf~3d~n24FD?*5JU|^9EY1n3T{;^}INCv##h9<1
zd6(T7`QX2A+XjD8D_#4j0u|Bp+u&`nZK7{~2#>iWU`YxG5==~%q^qe{nBR(3IQ^5K
z7ESoB&Z&&1FD-qlMRY(1cGh3{!d`=ZUe$1GTczbAFbd!O#?XVl0OQideX|_0-J^O{
zR#UX{i}F{!tYsnlxy<%Q;LrL{ybjjZxXa=U_WuCF-U~Joix6ajU5Y3LKBj9ILl#0c
zW%kE}e(M2!PegcO9#L_Q&y2h7`qZVutW97v;4}3$>?Y%?RcDxvSv~H@XU&SAmD>(|
z++_C?${QGzD^n^LDZ$ko#<H|3Eah0L)i>BPp@Iens?1LI@5_nin&bzLJ;XyOtie9G
zC}9p)2e02=LB)Ky_Da&11G4oFDmviFpR$)PguYpki6L>(MD>26C-NPe=FEO2W1@vm
z?q3%KOLLYGXpHcOS*V3vX_ow4UZ}mt#=nY8m-%ZTin209ak)GykJH(vkMc~v(>c@p
ziEn1DW@cQzKG{ejmND*7*mp53Ptmx=1zjU3^eB)=)A0WyH&CKv>(Y20QeLcLVwLHT
z@pWVn9r{i^fF{$Hvhz-5jspb7nA*nPw3%_ZuAY_eevu}7jlp!KBKi4ijp1eC8`Wk?
z*^Ce`@uc9VW1;IZlYMh?`=gF%#>2i>^<$<ij)c8VT%$}zbiA9WU4*1_rEy8S#mXka
zlL^Up_8;K5LUNu;2ad8s`&Ry|?zMZK(y>L!yo@>++IS+2UJ1K<y7;K3sP-oJfQbXD
z6CM*PiaWF}7~acarIMKkJ=$pWKoRu(iSSC!ktTPSaOQOZ$Qv><@`C+vF=Yo9ckU~K
z^LK9tYy3Tno;Kxqv8a42*2i-dEz$O{S*mMcHZstAuK*oU@F}Ex5n=H%nIiUaoxz!0
zo*6)ZYWk~oun0Jn%X!(lP^=}E8MUsmqWu=^XX~KIeS42$bzWe&G}WpLC#SAq6}P8V
zw`$~xn5u=vdKd)wmUS2kpwW<NLf`4=J~Kb1@E}|E!n9O-2o!hx$139qJ5T*k%-1+d
z9|QPiXN`bRlN@?Hh<${fIA|`>Eb_>@t>Pt~q?WUaEEzdla(@}{{nxjGBg4XW%y%EL
zzt^dS99hWPaA#4E{*pWfGfK^gPI2xR!|5l!Bq@<U&{TULk_9`xDYnrvj6GMCVAuQQ
zEYXnsJhPjkQ90o2xs<`*nNB5o`}G{xgtUsbIh4jk&uJQTq9OaZ@$Ju>9}xzI7x8op
zb<uYud{@-ChY_4YkDtgSos3_nNjj0lZxbA@X7NOyAH*u*h)OMxU}ROX-Y07+Ig#T(
zmo@~%5D+ZHhsbzOtHu)?E~PF*HGTGkzKnua^Rl+4=W^pk-lj$4=OMMRO-0eeRCdE-
z&opIIBQ>xKy;UomCIS4>OQ1Pa_PT?_1ADHd$_8acO2Q=9kzpA4{|c7+B5z^;0a89!
z{0CU(lzyV+@p}T0>nQ&JdbFGpCDjNjMc;VQWe34AU>XK7oJEjPwws!m3f~DF?4tTO
zM|cTqI`|VVmd6I6?5NA#!$Ql*RD>h~;33HodA|3iWqs6z8N${z%y}sO616N><pYaK
z5+BK0W&9GHCJzg8MsNLG^h<EF&a}Ez&ODMUcxEX4LO+S@Q$aqa$)-j(iZlb_Id$Gu
zqdq|Q=qEVz2U3@9o3^0#qt1z@-Z(p-JZewH_R8e*5Uok*Pcx2dGOWfnq~JNx(Wymx
zXX#!ARVZzD;KI*W0*wlJP1<JkEvp%uLN8waO3upw)$!wcN1c;5&^j@PBf0lQ4)b0l
zI%_A7f7?}0=b14m>r&XfM8~&u(e+RgmFl{!R<n?|`-(9avxpu!cG<dzRaBs@N``eg
z3PCj`?ufwgEiT)Dx(<4TbGg^)J2$z)tT;Wl2O=&x(ch#h+k53)YO<~V7o=%~aYO!W
zK#E+iK@~Nk^q+r~Riiy0k2Zq(^{Xvyy4cp}JyFT)?|w(6iMqch^O6SK?nHK|Bi)RD
z`cD0bx&05&4A>4p-ca-)j~c+LDdrPCxe5lU`@aa{O9>v%MK6Y5<-72lPPBLHiC3DW
zm(tTmzr?sf^9OZkcGWZ!D!hynZVRiaMqCp?SdrRd1zB%5G*spc6GyU>%2T`8Eb6+b
z&S6rr1ClCq><@X1S;*cT$n<h?j4Jg$BWE7FxKYIxWWOg+UyGoF!6Q{W@h<TS$7{Hl
zG1Lii5A%0hBq+2K&;sYAs-}od7@(v_;rDv<GSXVPe~R##+k}VImqtw9d9@(jz@Oq#
z3;V4aU6DeToj;03{HIFzd7TI9hn@FfrzM+7!G+Vf`{w4VywoZV5=~StN&Hu^J=oAv
z3gjx8J3t=8)=zIjosq|%3He*i0eC5dMnB{<NxpV*fHzW$@StU(8Wf?Y>R7Dmx%t(L
z@ceLGpGj8JzANSuABN>OMNUUlUZ-?7F-zIf5wAik5gB0De&`Z(ca$L=#VJ)j@m(_O
z6{Y<<5!%Ay5)#N;Wl5DHwC7pOJcRN*`4;wTj$H0p!PoX|2ckE-Ew3Bu&TdW&eu4^~
zk9XgAJBKO7tVryKCerCY%$ZwEx^#4J^fhEQl{YJc>*piJjH;y4E?*VDdDW^RB`FQn
z0Y}*21i`)zNIvd{ml`eHoE|N$`rgJl%?|gn=8Tw+bP;BN{@x$m8{|JkY_6^@JN+Ig
zn`V0L@f$gU7iQ8j+j)DY<J5eVlhJ(lU|05|gYRt1n>!rjI)phQ`EYrri*RYEe5-QX
z`6sr3^~#DYPY^`VblSNGL*bwK#>=;kzwSn;G;pV>y4SxOS6WrxL{+}C=&RRBO>@UL
zRDbHGC=VfSYochGT@K^_-1e8H+#b{On&s=lm9w+=9=UY@wfu<e@Vo#$`{+S;HjO}?
zzRc+>JuhYVD`bZBunZY%-DI!u?=LqdrZ(WKGk0NaW5$iUwYj|i0ILcX%}?pss!tgd
zq3duUUDF}$_1YWk!t#+j)2yy822bGwMN9m4?1!X4pF=wRXT_-R$+&sp70;K+WeleK
zBkPBZq2HwOWTb=^q!wLzhUB!V_j$|BGVwe*r9XHs*o664Uv0iqb`Y97I^*7MegB?{
zAg0Ijap`#I@}T(rd;b#0orUvH4`19(@D5DKIqsp)6n9m5$_La54?MM`St*RKIq0Hf
z&_<+tC2otbrU}2@wxw!rkpnccN(MpO1WHB!{@qD<>Le4iL}jX5uZC@jom*CRv2kxB
zlcYacdK;#2q}akVpe-_L8xfss^#Ut{Z1mWWGadLFtj|F0cK>p_z#uM8Zod<<y^M1W
zfI`bkDq(+XR`0uC?fbq}X|4mSeI)2xevflijcth^d|D)YywN{JyI#FW0ZfA}gAT)w
z^tyWO^GkYLId~U4)=>ut4>h`=>8NcY>}#(#_uqCOHg=<598@J;_^x^$BuN=eg=Pj=
z%FQm<WJTw#bVxgTiF_L+;=|Iqz?GZ^(sRo9VO)jUg~^zGrUnWyc-01?Ehg^7<$!#u
zaJs)oF{ZP;VZ%sF)~B;me)rtwfB1u#WWd#iA>S^TyMyTS#Qis2EhD}4!tuFk{+=cQ
zA7$#je5*eVq*aOuIs$RbXa>2`{D`hU2hHHZ)27-$ix}_-Hr=ySx@<j8dKfoMNtt?d
z@4FknR+RoLbG}sOq4SL?sC1c+teJxUA4b70XHhz9e~FSVXur71VM9}OhZnTgn&BN-
zkaTbx_GwOa4nBLvb-;i|n54u%QV#!Asn@MAz?=6P0zvF+WY>*T)+)Gvlcy%2w!zcV
zlD`q^@NSKVTH1NG!sEPWyu4321prY~l-ht1mvhF~&JjH0ukMo0LD70+m+(+L-dj#&
zqc^fe7zC(tjHU{RJXz5D573IiAG2rz579W~tB@Kjr3~CL!G}k|$s<RpfcJ}vZ5j9t
z9N|vTXF9q_r5?QPEPu3qp1Tg)2uc4ZXA0CXoelB?Io&sNX?iW$S(BcNj@!^iDNNIf
zsl7V1)9F--q++O8%9ZP3q_bi+N+0zNVz(xyyK*K4yx^2kV+Mai?)#&FGJ5LplUkd4
z3Ki<LL{*n!$1$aKq%FGN-A##%-C7kWn%@<_MaoMx^m9PveEaXRrmKGwk*R<F_2_3@
zVxzxdm2v4I!=^%DrTCp8S3%sg5>3yfPfmTYnmaab@e-q6+IF$nY*Oi3roG(DX!@a8
z^9AAutu#szi-So`Hdq=xDi49)<`Wl(>p@*CO$}U1Bde%Hyh8Pa5}N2<+^-LHA_Ved
zG0K}5+lf;xXDnA`x-wJJF-h2cF5u>;{1P3S5n3K*H>f1`eB4w#*<!k(?<{FXb_1@=
zJpi;L%P9#s(ktX=GH#Zu+DK+R`B_mXOC~vSHMyVAaP`R$uC-L?HA(LEmG+(Q-ITIB
zlB;x7sFfu`xIoFZsUmAlE;Y>Q4s<$80U-$3PF?W18<rAXvTW*gS=ytOwHt9E5k0%9
zbVv_}@#JMpTT=y#(-_TIsLUy+1&wvCeR?Mdl6w9_o+1HfAF>PIN`p(kHq8JNc*1cJ
zq}$I7dkuYZnU210q?w}HrF7wcJ+;b<jE%>I?})@w=;DLLK1lX)_UgrwqOyxB_aib&
zl7dU+DF^JCqh#4S<mvVhddZ$e$KnZR1sQ&9&ujj|!Ott`*W4DG(V}ER{7m;oOzq0$
zD%*2R>%UA``d4d#UZD>+wMqA5&80nnO`m`3J|k6&3$?jc>-AdcT#e=gA6RmN2Y-OZ
zuYsymF;gZp4&VZ<eIu4}GtTa_v}?Nf<&oz*sqEVOq7)SxixZX_fQcF1!{fpzD54HD
zQXk1_ARqsSJ}@*2ojFI8;aFMxmPjBUmwviUa}v}-8!Lj734jVF!?5YAg&gd3kB2+x
zyyFA+zHywM-RkyJ`ZL-u(R&{UJ6a4rp&8vlkDDn6Km@3YrR1?EGc=sA3E!@FFF7$Z
zr0YS?I_Z9nA_^_WYN3%+DUe~2Zr>J*9f>irw&Js+Zxhd0r%kqIuGA!PK3he_V6H0V
zR^l-gN@F{#%!LWf^M8M*6KNOheUTF<8D)@T=Zb)=j7oL>t2XT5k50p2e=`061WAMl
zg}XudvF0$Afvm}04F3T>%NvwAR-`(5HJ)QOUAz9{Tr2KJGGEWzP&$q>1^#)!8*l4M
zp-mJgE#%Ndd&?Ib(yFpdiOj@2vrVC2OGdDYVsEh><&?OC?e_@kkb4J!2(7+%FqK?s
z5E*jYmSKb6V1kSACPvT00ErfF)AbzkC#_+o@*WmB&e2)whLHB7+oL)`vB4rBZw>CB
z)gAJlrL{~uT-v``N1U$>?7-2JM1c!*^PqOSwv3&8c`o|#DOm(HL%Nf>dJd*VO(s6b
zqk5xLBAAn{`5LtqWvRR`jJzUUurA5ZuG_Py#E2=)&`SpuVU>3mPAOa^mt=p_rMNQQ
z!&tmwC62>%)c=NI`+Sym^;Z&r8ZCcTUzwHaeECFR{QVL#m{{Sxlx&&AZ1m+*|LRrf
z%kO^|yK0f7GPxk2_*g;U^?XAe*9OrrWXxKAf6zofxs!poUD`B*ws31iK?i;=g8q&R
zHniZa<w&W#MG)7BZm<z8`ao03Q^0}t5&CZ;t$$QhQmc{NIV?>J$e~?XZuqqK;+nDO
zl(V=ZojWd`2#dc1GVT7{XWp(2-uVyUQ^c5!OLsRV=35RYO&G#Oa1)(+!o25`r#MYJ
zBQbgQQqKUu!GC!~{;1G0&pA4LqDMbWzmm<Ruz^BCyKcC&ks6U@=EY78EJtY|)k$Qj
zIhAF@LcT5J`f{*ZkDWP5q*U8TG#bE{fD3<WZ$P$Tc_e>PZ^%36?o@o}KFlB~^Q|ud
zNua)CcpV6z3N7}P#n$VY%cWG)h#Bfzd7`6iug@1Ym(>LxDVQ#2OxsLT^A~#lEYP=@
zUeiP9N}R<UD^t7u{{af&#jfj>rDh*htURXFEp16U2X1Ol><0i{K*)64yX1dgM44QY
z{zZfG7FDeAWE5Az&_<{C^>`M?q9<Qi+$Zm=g`Bo~U~%>g$6_<3h&Tv6MmgE22pBV=
zCGZ;secz;4VMr(Y`vn$bH-lx66ud+QcYg0gv(bw*M^*jW1TItj<zJ!iRrHanZ>lND
z{=rI_llS$c*;btzE9AFUmaJCkXv-q#PiOK7uBKYvX&mBNqi|z4RWq^Y_KJjw!P2;T
zB4@r*v6Tl4=ClOUy{EHg@r-|#JjVAR=;!MPduw(6a3hyezN&nOPrDAHZf6VAUkr-q
zKfFdYB42{}Pi7VreV}6-JqvxwYCckm>){KQdS|v*S?vO1G|4Nb^W)nB43fi&7`ZwN
zd51;SD_;z21xr`3<L6Y3eCaug{;dp*+*C}|QW(eEmli1qFazk&M#~kuMMW(4gPk4A
zu1c5^dkN+0uIUQ;ywx<YK0}A5HpOU^rTO>btROb`^GLn@8V2?)o!Gk)3C|M+u-idi
zyhMiiN9uB3KG`BUw9!(8P#0~_%+UL|<gZ0R%Ow)?rPQwd2f3ru<OG@vJ|%QIt4TP@
z=((C~9Eqx~ulS1NIQ~b${=cJNt72)eN-<{x?#k1b1t!>m5#Gb5Mo#ouh27Ge^~UV0
zsH+UhNM3+>gpyalPj!)|X-NZwIZFu$>tv|}o3<w>Wgo9oVowNePH>oN`lc#pSw;YL
zj<0Z|#d%v1=Ug>1rKEMFB#TDwdjhpd%OiN2U0xiHhMs+Kl_(%`uCg=+U=dT-ybz~u
z|2<#?u&(35wbnG~ZPnI%dBC=Ct&yKB2XDHn06)wD^v18r_e4(?v}-MpS?v8sIWF?n
z7{X7b(!V1&Gq(9?DKwS05OpdpIC<*J;{Kqed<c(^b*wBsJa8tnTdJ6gF9D=6vF82v
zQGcY4ECcO&fDKd_dZaVp_KTu|O53wwv(2g`ohdy<U>rvEXUe}i&SxR>{V%=l6w#Ou
z>i{aLIOp=+ru2W_Il8Akv5!BlS99)3;{Uw)VqZnv7F&;k<Hu&5V^mU{KI6}^MeAhQ
zbdZYDB9DvWQ`fiie4gG<1@TxNv`FW?n9!w&c`Wr(x$XbQwc7eV@I4pL<=XmsGtSCO
zY~W+H=ko6#kH{t3<BzhA@52Cb9DiP2XY!qWB4U-wK52vQb?8khn5lWwd5%iJZH1FD
zlM?zVHjh0A|BU+%px2f9;?(op{7?*UhnpyGdS44`iA(E2&GeKzVXs?cn!0PbIz2?W
z|I&M|U~Ascu+%lSX4{ZD&5hIlum=b?5t4ZqEKkix9S1D7s^x#S%daKSQFXJ*02S>?
zgb@Q9v;tgOcHi+@$aBvnH4Tqi!Eo6w?Qd^S3^Yn-Sp0o`aenjrj@vjM|MSjZBG$Vp
zvKuw^QTAE1(YGuW@Qn#RoCYw4M79~_tqBU6J8M#yYo3IajP|b*X;E|gNec$ETLB{&
zm68n|F;alE^f5)B%tHeKL4BAIK@Fy<c-hXxGqQ;6U&fWx$A3}yjvX1&jK&y|!a#9<
zU7q27aixEI*22;;t~<(mnlM@=6Xc`$Y%cbr!n`=8HZlU3xN8-TkR8^X-AwU4YP5vA
z(SEu|!m;K8NP9AbGVji8%JI{i&DMHFvXZW8DBt2&9!vFk%8<8~&L1wk{zyne`w6T<
zm#N3MLb<JZS)ir9n=)g*I^-!n@n(E-*ReQ4_xNR!dE$}I#%TF}09&(x>a>oRvaeuE
zQ``dld!DDtnw<NK(Pa*$W+uiP<@p%0k+|mIX26O7fsdr;g{*?^x@moU%86=5O+Zva
zek~^b%DZT`4ywJlyp`ZW#YC;P9x)f)9+wwMwq5IJbgwsVs$SXWYRAEO#LxKD_n+53
zl*{N>-lyGCV<%o#7Nx3vTgW+rrtFUDl=URHD-R&>|I!6>;B+$g!H$Pn@?B3g2YAg~
zu7&x4z-hKJg_h$gcm80=ee#ZFYeHmm6^5I&fJsQ7GrL60S$%`mLcR5)4o-(2!HCE5
zYRxEUYpx<<w5Y448HQw8t3R^DQ-FDeIDr0oFW(kn{)m9?24XEI<J#u4+{?St$uH;K
zReotHReOS|y%QCv`QgJE4dGQb+Rh7{D}CAEFnlAvv7j_twb~Q~XJ+WUsj^io7s2BC
zr7s?H2FGW2{ZV*VI&!ia#`HdVXuUjv_uo?v$xPB|5A<p0850>m1AuKTze*HTwB9M<
z0J`yNqNrOJjD8FCso>P)P}1-hBY4}5*P4q@7kASgLb2|i^y}`t#q>NSJYJ<qYDvr2
zw9?*dH|3ZPY7Q)eu8`_({M`I%1yA8QKbL)!Oh@K@VD{|ufM@p^K~OYaG6&ETbZ*Nl
zm+0JtK@%3eN&ULmh_LULcZ-(^OQLC3xk?COcH88i^1K#w&aj-uEPS=1D3Lij`YN0v
z<4`N=rS^OOJs5%M8j{Z`L@&SQ9|&~?aH6M-l}o^5uWM(#bw&n<O<vPk*-HOVIlEt+
z`FZ)))r7Qe_4TG(>Rl>CHf-gwu#9um7YX!~poBxWJazKu=zs-9yqa1S2TWYYg8u>R
zO||@Pzn~9;1hqVdP@sH7YKmw-RRh*S{hHY#Z=1?=M*VQIKIW<zK(fiA@W+OiAkFgX
zBv-b9Nr9$MgC+L&cOhJpldCHDGBL_`&7P?@^*Q|Qhi{yYEK@e6->isW+oPq$pD}dZ
zlqD$wRjz9=fsT5~1%7uI_w%|wEhZS6HcB>ERRaLV=dSX+aq1k6Ng7*T54<a4>B1AU
zI+!?NwDg;|?7Lnb#?iDU0d$Y?J~aaOGT?Ds16_RA$C~gNQf;&-Lus)}s*lu=DdJzw
zERUm%oW+MeM8G}BNNHJl5$F2%+(TD8(ZLMScV8#pUd^#s`de-ye72YSB?AK%9c>&s
zS+z@2?|cs9Z(r4n)X%l5_fRO|NFmyAn^Hza?a}D!A=uP}aSjEf!b}E1w!#A5f6j)D
z<A{?ovorX*FyTsQ5+SXl#j+E4`^!ZA5#moAJu%Tj*`pf~{?=<fIccjSXz2rvB~;v>
zziWnaW|xwf)k22?uVjw@cg$U?q|{0p)3L+j!{WaWmucgX#V45bq$R8A2YsiK*5shM
zbPG!yS8t}^KI(9%m%W%tgjeI1=i<bbGkIUdqeH7STCdp7XIGT*Xz3j22%bXoanN`%
zgp1irUV}e>UV~x3VeKnzZeo_VwT<5U?i{hX>CQLIk}^KzCMoWz=PXjbw8*3+YCDRw
z(+YU)YCPA|Eb!4RrQ);_st>U_4jrj<Vb<N1!>0?Y?mKSek=Ub4J(_y&vqXx)+BhtW
z_RYofuP;`YWxk5}riPL*dFSJYD6_CUE9tM#ZPrE^kf43*PB(2{@qhrm4EEv__T4nD
z6yqk#A*yri0JScgluc!WS8@Xaom2>yz@NIRaKc#nb+7dJc(9ERGQNt9aV$IJGS@c2
zM<}Wp3Qqky*PlR_t@la*@60p#uih8X_pB4KRz?oc!NBN+T9Gk~U0%evL-2#H3Mzs>
zDaDLss!`J`JWSiqwh;bjSnCC}ip~vP%J;%N!wS}GfYaLo%Bym4v8?wy`K#wVxZd4-
z@A;ISZzp^GTP_u$u{GE7RpZ!f+!{;Gaxpud0j$T4r4E>+LIJu6^p`vadd5Cn>*xnv
zqI74X<%@&23RvXHdoZO;Pn{XJ`{1WxRbhmO1&IXX@$9nAG4Y{6J;=V>a;|E*3x0|&
ziCa~YP-anC$i*P=?~qzDxLen3Iha>jtn^NS`UOsjD61@rv}N$cvGm@f)+eu>F$r7p
zah?fgBd9ub;ImBdB{>y!`BvH)2h~+f#&GZOnATBU@}+nnQ_iL;jhUE}#)uDj8=dPl
zjoJI<<(MYgkSz%+NXLCBkd(;%g{)pDE-(HAT-?62GrS(Oc`EBe+TxCl4c<;%%0F+V
zkCy*1PuelQMH%9mU&|-J|5w-CEY@Z{F%lIZn*#u6avJE~zYxQ+7+D^D`)z1zvu=M5
zs$Geud5Xo;Gn3=FV7LII@&VN^PYp$AKln0~mm6dVQxkw<y|BD`6HnCkM;j+d{1sA@
zgu^8LDoeB0%*B*J=qSp_y$oC$&)w3gU9;E#dM+3<1@J0*@l5AwKxuXRm3LuKn9mI3
z@S7y0#@(A5m+%`NalXQ*9l<HUO{FPS7))nBK5_Rr^kJc(2c69ytUXcUTs4N`#EC!2
z(jT{tQ+#ttB7aT$8Q}A<aEx9|sSlB8CddoW*SK{DcSrapx66(I>8j`xQ1sr_+2ZsW
z&K?IJFVCFX^RKI}E56`LNxWO>w{3K1DB{Lj$ucuhP`!U;v3;Np4mI-^ht9KmLpMVo
z9<G{H+N_*OeBOH?iC5@!!;z`s<e|Jf&DU#2@%5zP&*jon&XJfoY!eDmqqLoeDE<@y
zjMP+u%kn_F*K?jxwQ_Sey;jYWJ$fZo>iyT%6oDJ6O714H8;?<HE|gus83q5fDV6y^
zB>VR7q$;x-qyy*Q;m1+TPT+rlh4;!`I504@uGs(r@?`UwEkt@3R+evNh~Qr<CIPuJ
z;n?(&#}k>_?FDhCQL1MKZ&3)(#MQ5b;~7BVzv*dv(nIs}|Nc~QBHa!Sbmt^28{r!j
zwBHfmoK=?ZXXKg9i;&4Fo)@e6<X>$KQAtqG{!zqV#<^nHP2b?TU;i)SOZGp-yVkK5
z5+er7=N4POfbh+#A&CTuh9s);IZ`Yw6nR6-v#%6ipnVGXNxJtTK;P?o{)YlHa>Q?V
z=fIzbxs*;8GYT6{MAv{i1wFv!wlYQ3LC`$!>8XNoK`)cD-e^L9WHXduXsJe-*HELh
zGx5L>Kf?dwZ1SbN+$iWNZ6ro%36Y(Tnrahd!dDj;GU2Crm*L0CORcV@X=*fu{Ka_q
z=t^5MiuReWRI-re&jQZ2Ut*nC`DVts;|HOL^Tk9kDqtQBH#QiBUm24)|0wg}rTPTK
zh@KKOSXB(P1vByqV*v&j_w;zf+VHC;GDf`DP^JPLm=8JvPq6>l;3G8o-Tpm#9u@+t
zYRx7fVWMlBM9k2uCxurS+I<X~_vK2lrL_otNIcZ9Gtt#({w+!k%E`FN%8Pi?gdUw4
z{LcL=-ZxtII>vJuY{`ov3!f9q>zX3K^&my@Dd>G?e`SRXy)EPL^5VEs3hT8_h!re!
zS~aU?#LFl4?KV8qP2b9I+aMcj+<3+KDqF%vRJviQ##|&DG(sM9nCDX-&b5}lZkEs=
zS_seaaWU*>VS^k-9xbIfj_SPf;-3nnaptg8ekW_hYd|@{?Ep@~xueK2rIDm2Y{F&o
zjwceOAP>8r7{UPRuAOntc3|98;?ib0RLIN!l@m`{C+F((dsPzeW=YNvXkFMS0Zx*k
zzl1wwoZBQpyT-27&bVL?;<zlIavet}Rk)*e_1*Ap%BKbndHaZkR^CA%M{0eazwJh2
zk@4sGR?hqz0;XQ*Dn-kzf2f=xL9AxVeqo_V#qiclz9!LIo>L#l<9pl~CTkqr_EzfW
zRZc~iCh%!uiptu$%c{I^b(sMwkKNx?j7Oj{ACXU1H|5_qOZhw_HKvG7y@}Au+wmee
zm9VQyZ_0#hgaDt<b6g?MX{+j1isZTgRIK~|Fw$KXiLPD{rmz3^5q22&-c$06RnV|M
z1W{(*sx5;c>_jCj%7w$J{yF<y$$&c4jSM8uy{F&fdO*_+V!6fb^Yp1A8N|`l^W!^M
z+oQ1CAauwM=bDXX(^))RiCZ9g&X~wfF#q4VCTnuE@VRL9MuU@oliE?Kj&{p_y5jmX
zB|>#Qv@zU}BL&YYH1ja>?Sh-1HgqYRltZ@OnoAVtf@G>tdyI!i-5(wU{8zwK*bT)X
zT7jR<O_l4SDU$TgGq3Q#i3bskVgKG|gxacr*g0c<KU#$<f6dQYjP79$N=hs6e3{Ft
zokv_Hv>wf%>fk`%<=mH*GgBbCE`0lu8&~hjhWh!#?_p~Jf|xLfrKqGA?!}~1Q*-0G
zG35!W7+CO!;>QJ9EA<#35PLzdFDaw8DAb>s`eL&b2J+<AA!wn*!{nE`JtaLc3!!d$
z|D`=`tWue)P{v>M%)Hq_!Nw=xWkjpZH(@m@eZXjU(1()<S|;1=4-G0Ln+i?fj!SkJ
zef?)ov}wFr>27QQgBkUk$l^7p48sGJgZ$o<OyV9iPx!DMQ1l!tc+y3lwbmA+sWZbb
z+YN8zbn*Z~We7r5Y$%J4o0v(fSthF{?D3K4)gri4_<WL6v<z_^$);wiVMFwjV>k*>
zf=?{*@r}}F3>8%ji*6Wxv5L(R7!h)@;5Z<<mw7z$Oag8F+Q2r0dLT|i$<AJm#B2wh
zoy~ugZGX@0LNhN_W}KhrC<$!8v@Wzx4&v;i?gyrL!~U0@ejh5)SlAAyG>PSU(X_&#
z{P4ZOr<z-6yo{gwXU**}gSLr*4;&TExI)1Fk#mKo<H=mgJj*Y)y5&;Xne{5w6Emd5
z3RTU*-PjvUA>&($G(tVsFN8rcfKZ>{>uZrdzVld#@j5wHnP;0%N~=w0Xz0LMm8sBP
zZv!<a5!LeuADCkp00oSL^Y;U#-YPFFT(v49(;TmaXF6VY@-sJm!cT>LPM!^(1V~Zs
zBrK@-b5Et5XW{g}26;u+`>pat9y@hM93Oex^E4RFjR*)GC>s<~4+%a*UKpMYDg7k8
z6@RbaVV5_~zS^@!&FK&6mnf)MZRX}a-Ct<n6?%+q!+pzPBkxUoUJ}yfBVhyMh+q|z
z_pQ#QnDfOCzWTCuXWh>+<x8acfR{6ekAFcbRpR978R(Iasax1>XmuAZJt!$zRpnW^
zW@c{wp6AV4Z5V4=4~In*R6J~Y^eiW#y!o>Nq0g7{va48$FWmRF1C2P-Xj<j$Twar{
z0g)QM;5+;(jkdS=X8vPvpLPMc-~8dj;7p_40mI{AcXv0c(xjNoF?BvfHcXAUPTA8s
zd3nuAdsDJ#{XUG{-+`Ji#pwLckr55Y<V{Q_$(w3rCfFiXB~NQ;J&0aX<wPdNE@jaj
z`d$&Jf$}H|2$U)a%T*K6_Q^GrP2-(L>=0GF9;X@42Hz)6sO-778T+>-+h3((bf}+3
z%d*@Xjv^F)`5or%UDgn@p86UAPj%Be4oDHX;%>)8Qu?>#VU=@7V<!R<wX?-5MRA(A
zTys)l52@<ct(6q4P^72Bb4-+Z{^?qCwRGP!cd+xSRB^6?kK-7VNfxt#379FU>S;#2
z;O6&3hTa6_eo(~Ob@hESX;KBFr&7QlNI53c>c?EyM^H@b0jAkO=%%<=Q7Gx&g-?H(
z@U7hJ8LVKO2JItD(mClAAMxF^q}azAl5fQlpEHc1?54XK+YYpGMfB*0)GiM6M@P4d
zfmW<Yj{WwNu=s(9KX}BBf2r9DTG34A#?G?Y=Iu9pzB_gbNMt3*fGI_hsJsd1i;tzq
z<6*nR(f<I-F!`i+xQQEVzms({7BaO26yKD#L~qa{Yx$YqHbsQkEL`Wbu&pVsd>*;x
z`Jp%wR+X_6k=WS>I+WzV9Q$tH6h&BKVeSyR>R_1GqLyETYxYwD^WuKtE|YY5dD@3(
zYWYW0S@*!b41s>+NkYjlNlY!bpS3k2D|L07cC6zc)^S(s*1vhEdHxc8a}Y`zq-3An
znpKYvudVaskPPiE=tL=&Ce1-U3T1ZQ(;rP<f26H??XdCqlN&+3+Ga?l1~`3bllNll
zve;zbzxj&sHLE-uc7bR`>=&iVa`R4FUr0awNf$U#O1FnhA-0rr%m8<=lU`FYU}2B~
zHhxCT{({UKR&;~-h3aO~_$y0a&G2K8cJdw5Hjp3Ho1d$f--eJ>Nc&bImhxwXPv0Cs
z&*_wA!<0qAFEI{*lE*)UXHJvz>2)&MwPXv#3?MsOU51jA5$25p7+%up8gG7%(_~r~
zkpPlXAba%KrYc2_e%*KxkUcwIWIDZ!WVDmSk1p!;MQuKbis_@sxG&z*+4V02rCHOz
zS^W)G6!Wtqt-%!KNqOquEkK@%nN`O1db|>-@O245E4-dG@Z6V=(zzz-5koG1fhf#X
zdQbuHE=Q3D*}N=dt)B9XW7|8aOpgbtUmSfohe%ZD2>UaD9PuCNk0+Y?XR@+O3B!9F
z`*o!XO`}-bTN1w6CBgKIBpw3{90<X+6KEIdXAiR<qRk_~E`udLxOh9z>2FRybr1G+
zaWzMNV$&hxN>~>s8lrrGQLMy_hZOc>o5~OZS)eZnR`}%XwDF7WtCd5b-yC=qoBI=I
z*GBSseB9w5jvv=idR-`**pr6iaX`E_{I?lA2Jtt|yWo%97+jul6-*^Zv?O^#lX4Ig
zGncb(K2b2P`5`gzE4UHhkZS7to@}*K87<_OW)#f-!MdnDdERPD^=W$J`p<O0yJjuH
zYWCDIpY@Qp6+bU)baYHfHa3<UYh4=!0Y!;D41Q7-omC-IsiU<1N1xz^vK>`N7ka~P
zb@-|+O`dZS|N0BI)bWZz>AbAkcKX<a9R-073kIem`QvycqgwoO&=5=2F#dwB3j<q&
z_gzS-cbNy4?ACxAmf8{4kL&VX30~jXnTRXOl-*rff}%qGw)0%4L((K=9oaH0h~~Zy
z{`&;=M&0rMsTjZs--|P0kmeUG=#u3BcPw6hPacJtp-xBO=EiB}A6HsRPS}_-Qp!N=
zawGJS#*}ob8C=yUmZV}N?H8^E6Yb4NP|x)fm!W1mfob(A$MW*}it3WeI1tE4{Ren*
z&StXJr4dZ%#Adtt_sgkICIaj(Wy6OIim~u67<$9q$o)#uGR{<T3~*N(?Q0h&a=psO
zch3|VIf8Jn6H`W`S8%SJY(>vE0!0KX3eDtzT7A;VI0&M*9($Ulc{iM$-g1<Xj<@A+
z82PNbkw;^i;F7@6m;_4b_O`alIbM-wFWSB)k`>QFzBoCP>vRgn;G;5+Qci$K2mZg#
z99_OGb{zQ;K93hpj5=qAadMm9nNP=p40(KK5n_w@$<6wZ)Ja<mvLTO$%W3q)Pj=yM
zTMmyZOmHt;COar7LRst3Aji}FBS%6yRn#gvl0o)g=acgzCKl5=^$Wp^5dsy7FwVU8
z5e6lho$FTrph{r9RvGaK=zXS-GMyYB9fF<UGI~{nVMVIVr1+hH${>^?S6u(M=*3M{
z@<K}_XL4eG>A85+bK0-%5B##s26`DAJ&9%fB2{F{UF~*z7`}IZ{&iM_yHN*?0*70x
zo7usP0Y+FrPpYAq7_>XLQRxiS{p6YnRcUf<oT&>Ii&Wp`*`JEWWQw1KbU<ozk<nJK
zmzy=9i3}xzgID5l$)+KuoWHA58J0e9dj*H|)rbmb!Ko_P4nhhO)RX4PYlH+;S+ux$
z=R3{|`mZ-zb_jH|z08V$1>X;^YMR$o$W)w>R9Tq1Vnp}V-V`wCztSC<vBGx^Wi~wH
zu;G2XjFmG|pYJ)smGm-ni=(!by2>qN90R(a84nrKlZ6h?nv$vXI{83MOKH6G>zyV9
zj+!zuv>;K5#X%z<T&30IA@+iQ5j!u7Q#|J?x;{^K#Q47l_hy{T1U%@!+H;a8xATc-
zvXnBM)-hzUp&2tSv9*JpM!U5Y`zi%Pt?%VV>hQLchy)WuJq=6a-gFpGBy+=*sQ`4o
zM}I13RFiO_@+7V+3QwUAixelRf*g*wDv@13!8VNuRbhFy0?5|;nl#eFJSZRFhM~<A
znn5X0TeT0N8bqcZooV_ek^5wNEA@mfMz%f#CI$pAxKl-wr*#H-k^7c)@+a-sL7b@0
zCH}0-T$~+geS-g-jHNDxFD9n59Zhklww3UT2uhEA4Jk;6ir2v<5Mv+u`{}1q64epP
zvUvjbNzRsYklReJQlNb$z5`jWsDo5N=S_`_$SQ$L^PcCX$YG*9tYS02sk|>q@D!h6
zlUQd9wHRm{aO5UK9eJqa3k8|K0DOZvQ%GDjDO5`c5nriKgPr{qw!|oylmw`VDwZmh
z$hr2R;P?zTqlITSA(hpkxW02u*GM_b@e<4K3_22J=PDdleG;$IO3^1SrA^2xb%9J3
zh(Jjo(6^cp2PWjYll^Rsc7(!ryNp}JmU?5hm}RwB(L<^K4IBE6yWsVR<neAsmv*P9
z@Yvi7hr=;tvMsaLePDdfZ*S=WVciKiXiTD9VJq~U?5MAY)&dbRMZib>`7rtHcd`D{
zqPtaQL7B94d!j&=a@9FS<sER>ieODNz;%@BLa`>DkTEl5Xy0mi!HXml1RyPV!l|+%
znqw&%YP#19&@SvH-r>ro-iTySIXN=oVd5cZ&a~7H%9d0PJv2CvsQU?Y2TH-qE#b5D
z#yk3ZpoQnw;x^g<^4-BHT=V!tjNS4cJQ%gs7y|XPmgf$OXYeP#FSen!l)ZXbXoyO?
zlLxI*ZKDe!`UL!bc%v=HUtZ|0#W$ta4|Kw^hhIk77EZ`tB@szVR-4}GymQpg9Pe;k
z_Sln7FiJ$r0%(z6trbzzHK-;~Wng?fQt6A}^28k?QJyR1KacdM^AWO8-WPb-O_N%V
zOCCV#s+nQlbkpKz-P8XS8s53{nJyE>q0MZnyhkz1)xOFca{E;@+cP1^Q@$DwNX%!Q
z$$hSHmJJzH@@W7?pQxK#MLUftXDFAwk#)c;sRPQ9d8;uo-(NucYqM@Dplc)U&H$<d
z{$ox74+sUw@`g^&Gkw}wgTOu1Sxjfq@#Ie_TKuJY75Tq~r4yB~Ra91d5Je>WKctZr
z&;c~Xd@DKqmUoPrPU0%h*_tF9ukFwtd~2#}W{Cb)Pbla%zWsbtLwQUu*BaMl74g2h
z&?e_A(9L9-Vp}hEeTAN5E*1kxL(7rlWYQ$kh=3q{N?46ayaMJsNMD&1zUA1vXj~ij
zjuWxu9F4+x>CHb1s;n5RqA7BP%XQsHv&WHAZSm?SL8m>{guXfQmN08BPMaH~ex-By
z?u#AbIr58B{ztCCWdZJO@rrVR8tJi;ld2l1)stEJ&6~!8UDe&)AhiDbm-GnLR+|X6
z0qmJ{>G?i+3~?1+JWNXwhRDsF0rhGmlJZy?LVuhQx9e_3>0V0o9{_@<Z+mYOzhp6M
zCAyIk5NT+mJr#a$F;o~(=Qn(Se{>ZW*C4O@UMHr334m@g4KS+w%c$f8?vP%oV;PAz
ziF1g;2tzwQqzf>@E?Sn{f51rM9U2_~!~XU+IL~~DiHad}HuLSsQDvt63QWR<&yJ4M
zIdps%6f5e^S8Q=s;__J1R<b9UCmUS=wo3(c?eWNud(?CXE8&10*LY|$nEQxbFfUN!
z@M0a|kjmk>_kntCa&?p;#=ltD(D!3!%M_*D;#L@G+pU_9$Hg=Nrm1rH6QKKseh7`e
zEn#^2!jNx1!XQL;;HV$tdYX-T%3}onl@5R335}|&9lC-AN(AySBQ*WqV%L!=g1`BT
zHEyNH36r!~Yl;xx7D@shTkG6x{7pV$!XVb15&FzFX`iUm{sX*tAPQBbnrRsisS+P9
z6}?&;i2}!CdB|cG!azt*gl6mA`@dy=mh%f#r6j|kN}cG(N!aK#{?<|nY}JmL;Yr2V
zr_nDfRnSA^;pzP4y1t$=amJ>71)mdW)fj-+c%TF>9FoMAououRI9X&1U8%Ds`b*5Y
z|Dqj5!SYL<4}(yU-49vyEa*4aa1Ypkxj&1eO^eIG$-Vr*-UdNu{Pd+)6?{K*?bbC(
zZ0>Z<fK?bI;vXgE?%RC^EtXu{=iar7lbE^GlDl9_3wkI8+K{8Yd77+GFGH~2WYUCX
z(}3KHFdXPo{(@mzR7Y_Q5|pteJgq-DO3kJWjdv3!>W9Oz{Z2aOPYjVXaqFwYrAM=<
zHZgZ1cmU`C!uE5^I&5e&eAGy|Ew_fPoxLz&PHu3^wWKBX=yg3plrfiTvDQ~uRjeT@
zgbb75=+hF*FvEfU#;rk4wL~$q+YU-rmtA7^zHWIA2$K94|1Z(Xy1nM!rPpt$-0ZtZ
zYrh<<b7onA9emlqx@*DRYFuApUh`Zu;78K+jKROO#+Q3^o%A2Y0b<>65byIX&Jw!a
z`KT>&C-Tz4XTT^)(a|!>3`XnEsv92(GKuU-6xn?(^`1>r!?2{<oM`^G)tV{XUb6_@
zHM@SaAGo){4*waszVPbU*gE4OnA7-{FB<IlJ&=#xyLT_@Xyic;z~g+a@u54$n8(U-
z0jGtch5{%$JrxpBq2|uMHq3eh(^V?)xZEi<N0O=B>wO(Kfu-wAhTG1UHb<%Rw=Lw#
zUY$MbTx3Xcz~6IK;nUinUM@E7u~RP{@9Pc^$YX0*Iw;CYDOaDHI%?w64{a4H!0XWT
zVC;ZIyGX3)z|oET=M`pqoj&w>iK!lJOKEs%9Q3tBxdqRP+q1H7%$_v>NFv67gU1P-
zxE^DC<Yp^4U=v`+w%(&1cos$g=gIq{4d=6_t~5N>zf{r44pyKU4F19Bz>_LRc`i;e
zQx=P|+LlEG?o*oYRmqbqn&zL9=id}JRCaZ|qAI#(z1kn=V9%yf4}IYwdX^KtYoRKx
z!g_T!n;b)n#I#iZX!9>v1trq0cl)sN>UqJb{-v8`%x`i&ZE26ssegAf$J%2}SK35F
zy}2}eI}@fe7=y2)juJ}dmujb8gSs;WE9}|PQkZ%qMsq=Fz;hx&9Rx;mbM2~bMmLs8
zL?vkibqw|Slhmgixz4qdaWx)+-2)S3Cr7rLz?r6Am{Dc_C~)1E<(q%s_gvk+i~|**
zU=ufE_}RTtMUdJhdD0r9q)A_ZJ;gSvX$oTaKhsd}w^hI?GQ)T<zl&l0PkpyeGvs92
zjK!e!m52|MAi-ClsQYzJ1p#qHxqz?-@;cE<Plao}hg;SJXMhTc?tz0)&02SpgR9^{
z2oONgBQv_mWPvD|{SZTg<<AErKy2(d#ZQ#PFKV!+aJJ(uZT?hNq-W14nJ_bQyAbcB
z-s>k}#sbL+yl_LHqI(T)id>(w_W3~)sgMZ=uO|4eCrmkXu9%Q;FuCnhTy_lmMxptG
zZ)w(NaS=|UvRF3H>3Ydy==a%y?3bfK!Dy0~ih~=YHVL|5uYPu9WTB?uu)_QpUA-~k
zkI#Ce3{im}-{56tF*~U-M1j4dL2-@kCrzbJAh}@TO~|oiw}D%vRiR@FByLrSgb%^y
z{W|E;K1JN#$5Pi`^0)ZIymjJ>QqGYIH{Z|Och7Ah$0lbKq%;D?FWSsf#II3v5KxrK
z;hr`Emzfws;ZFHm9^6uCZHCSYIsAE~@q*7*z(4+1=agsE*}vmvT;6hjbdpd1N*d<A
zFbmj{s@m}PHx=`<5qPa27(c6i(fdX^^cZ1ae%(qM?{ipZEWArKz+2*#p-U|3UyGmp
zJTIzkTztcpmort{Wze0eDKT{l1HX?I;RiRNELO<odmUQGwBklQECH1p=_ltJ8#LqW
zG0W!U6c23orB=LE1Sb-3zn_OnhH`SquAWv+oe#>ooyG|Zl4JXV_voI}nl%SibUZ3O
z$h(->|A{eh8Xp+%@W$+vdkxE_#C>0?xla^Il~P&?hRZT|!^A&Oe3us*eO@|Xm9a*X
z#cr7V8F?IFxnMZk0+_(RFLg}}p#{v3k7A&^<O#as=_Q(nK2(i=Xz&UfZ_*}fpvi-Y
z5s&4{b<rb6fe>+vfFjAhs--(JiQ0KAm;H3#2!YTBO-`;aQC*nJSYDdvn!CZrb})7%
z4uL4))SMS_$M-(A`u^ULO(#?1NNgiUehl=IUsCB}UwxMoUm4pXT@U9Uo;Y6$A5V=_
zu}PWOS$1t-VK3F*N3birZZ?uVu;LQ{Om9xRwVKsXTbvJZs1TSXj*T~-!-JKncQXQ`
zR&5f-ITNbqUZe=Zuw`{hLu_4Nfvs1jrg9TeF<9s&qD4Tcl8D;mK^U7c0dE^F^JOOH
z*%nY~HIH%~9i5;+>)dfu^w1#(@s__K243LiWaN6!kg$#8&j|jJhlfS3^n4l?k#ocZ
z=$JeY5KJgZM)~l9zM0aCpcdif^0tKG`*U@fm)#4N<}8!c16l#VS-7Db1?ksJ>&WEZ
zprR1Q%Cn_1addGv$7lC@TM@dzkk+?5O$331^0b_ZJk190oTSzg8CBV2!Ct62m_VW<
z6>!FQcvA*hpZxSeXYl+4HW(9>8&><{>qcfG!yyK-`mEdTI(3N>_&%9;(?ZGn&qJh+
zGA<7pt^t|h2y4^y*Wv?NH@h$U?)-vj5=8$V7XpG}=szX9C8T~LAZ`!oJS6XGYrOx!
zZEj7GLY?g!1;@fcEETn7Nx*gm#+1jxuTiMB>Jj7pC|M7Ye-->mTAq;)`XoxRpo+}4
zU|)yJhX+01ZxO#tRWLO0q4XW?a!JBTf{{8s%@R@e7;Ye1RQb5zdEx1|47AHP>h@_)
zFtXs=X6preFCoKQ6)3AYV|us*T|r@jFplfw|3lkb{Wbl7fB%Eg(j_r+qXsA?-8s4&
zm6Q+$qq|!eFhW4OyBk!HZUqFS8)+paKli=|zoYN(<UY6$_She=_a57IU9Z>kd6t2K
zRMgT#3w`@~cgUR*7kTNJ4HKg1@kB|^wB~Gr{tn4GGmk2q?{`iIUs3jE$r<s;ezS#7
zmq}ruxn?s;?+<qElmZ_P@ugeoGrW!9z62y%Yw1!uj2f^yIS3};<Pa+1n{8wrflylE
zrq1U__$ZVolr&@s)QMUh#CL+0El%`iVn<|)LxW^$<<h&8$GQ0oU!ya{@ZK4D)Wji$
zM2wri;o$p1-i#s@0oU`s6~POT?SBAmr<R!(w<5(9eqewry&M(mw`B2>4%zJ(u$y%8
zMb*V}bCeEck8L>9KUpav=N4t>hL31=^x1QpO%1F+;yHI)MJc+4>1$pW2BA%yBM&kJ
zb=?Hq)f<(!-kj*?`k%qMI@6+&j93Kh*D9;a{zLx!hZP&k%nEsig*{yF6~vRD(CGf;
zkou5X4$TOd0lgrGmSk-4WUfgHW{KO>Gnv&(%2Phql@Q|XgMRhB1ATvpsQ3@iy1Qet
zo15y;e=`1(@e$W~jsnv<G}7{6o8k5_<mG&sy3RS^xQ~8sEal-*s?wH^{u0vm<3@zA
zS_Gtb^~@Wr&DqFHLljO)D<1r&6;ngx7#|XUbisYOejHS_Q%E!|yzj}}7|Y0?r#fkf
zA}zJU`zA)L$~*i$U?x~LDrP$0lEC!F&V!u~S2yX%aL+K{D6y)57|}f&-}b5Sovq=T
zXs`3ro1#KhI@LOy#cg|uv4-tGrAxaU?oxlB1yXI;qKLJnWa#SmPCw9V9dDZC$zE34
zEc(1y&wvZ&1gB#v>Y0L{HmBe2o|#UrAe1^rG2d|#2EaJPfNRYxcZ>l9KQ79mm#ynh
zSGC9I0)7g={++o&7S(&`sI4q|EdIyOS?d^n+m_dA{%p@)(uPC2Rcg-p2Ny0I4h>^x
znWE&dT=!S8t!7l<yij6|u)!@#D{CWSskT>5eyYHA#L)R-Vdg`nO_#$bEULHpm<8?c
z2<7YKej_H0CPZR?t(Mulhf<6JTcJ37P4>(Q6$ja&6nhQULC})~^%v(8{gz|4S5i)_
zr$nZdU<Rbb-vhH3DTzWwp=@tDH<F!@2tj@tY%~-1WgDUR_8vo*E_N}f)ggK{(zQ)1
z(z?idAPO-krItG6?>X#mUU7Yr>Zqs9JSP)bYR9W$UOZNZxx+bHHNwx1>(uPZ6{T*u
zfucV!99d>psaIqBPJQfoPAh+U-ybjgF9AnC>_9VlxA{nKkQRkcf8SE?J>0|^^J2q|
ztA?K+IG;-_CweHZb86-?V1N#zBOunx9&>~`QyNZy1K2)M{+qdzl3sJE19-ocHT^gt
z0_m9impzEfn&&Iu{(OoSWQ4NU6eKhlI;8n3c2(0RJRm!u5-qh300MV`@ea;~`s<}K
z2!3ZN!E7tAs~QavFrI%6xuS=Rp^RoO%WK)-*L2drDvF0H|4#=y0QZF9KL8tv_J4o|
zgOEF6v%h!$+nROxKSA^V>sL|Dvdw$`C$d2!Dl2uG`Bzi^KULiA8rf-)$A7e6`Ogag
zF%oisCx$=6m!Tl|l)pj4*of~A#iW;hlfC5CcZfvk$V0Q-uTCFEi5XZ&&UU+#Yli8y
z=T+60okhx+k65{#J9h?u3wYj&0X8UfA<8P>+{Eb=GTcHR3XqS#Wv?IzNbKuRNoFQb
zR^v9iy=BQ!oot4_8#m?41#5B;+n>B9dEdBWWB0)zgOeWf0_EG4Q)Vx4!K5))pY@_t
zOe-vGb)Y*F_-(uO)#s>2&bWUxmIi-Y5ZUG*0Suv0x-CHgv*WR~L!xY5#9B_(Ba*Gw
z1!5!9YM;p)p(lyS^~n|h;$t_zt*Xakl(M#3-nLa@uB?tWfG$<NEo1NSB@aoDfVSK}
zpBm`M@3K1YH$*c9IZB|mNp6cmeUvhpmO9Au4GF{FH{E4}pznSu4ud`aVD5*?zh_U8
zS{Q7;ZwD5nHWP*avaDWbp7bU=KOV4<l4K2u@{U~VzBW;^4u5~aC$K*j3t!_;qlJgW
zAg&JI18cb{@Y!XjA=lTjhqatZwBUquiLg+q5NI{q&$JiElL*O5ZWfH|jPyPX0MkG*
zvd3esB$`XIaK|wb>?i;FBGgR2e76stIHfwwWR@-bv!D4FeRQPOmax)=t>lR;?ih|A
zynH@9MNQ1}gB}VGKxdZO)4LNob#nf)+CLlqNcYo-J!<xt<T{4YiiLJ;(>y6_3Xd^8
zP`Dbpj87>zO)ohSB^-_25X+yq2%r`dTHO7){%)sTft40A&Y=S{I6!$MwC}=f$#~m8
zG5xAxM_GyWB{x1E)k|dB6oB(qv9$>WsA82$hBE&7ew<L!BlGK9UCGPODq9I^{rMkY
z%aJClp+b2ZC2h~_$s-&}B6pOkt4h=}Sd^-3L(u_kEVwPyAK}g0uV(yQ8QVyBS5i%y
z4eOskonZ#rV1+TNlu5sPbQ(;Ys-;tMpC*i$u#$}4#>X4^_R?mV<IkkMDt7K1JVK|-
z{&NT)whm#6yZp8cl-N(`#OZW?Xibh)yRy$yxa8RYKcE+S3W^5Zlwf&h6dmqeTLnBe
zOh4m+`czTt=VxASw@V%Rxz=wtqk`0MyK>Q`W(btl(EINmTCyWLDCcAE)Rz1^{N&g)
z_j=h}P|bD)V<1=TWUcmt-{zO5aPErZ8iV0I^8s&-6`TF#(b4T?A;Ma|*@y1e?5966
zRCC$X)h&{^GQD_yP0zNf*)(^5ZjN2``)X;h`kq#wzy$*5@y|E&9}jU6`s&#7Uj4lx
z5f(pmR4C^n+Bq*K)iA^SZKERlj1kA2x$EK<VM*ve!pY^Y48JkuC`PF!&ky+~B}>WI
zPE8tOfn=>X(l;GcLOK?YWmAyu#}UPg^9hdhhDDN9gVgmfo!ceV4pmr^cUpWRr^hbG
zlv@D^wRpBNOU+H|@?{dVfEcZWH32(lOK4obCIE8Yg?745{VZ<qBO1VGwx+PnLjDp)
z8Yks!OSiK1I~AS|xDV5iyF>~tC%IYNwHIApS4AEFocy+?RtXBRi)F`)8v&9fZNdHH
z0S#^3G@aevNy3|8tBmxdiLrq8$`je=?D5w|9hgrqvj)6(_^ra`?nj3=b;nYs5}B^U
z*pGH&ERSebObG8bcBjqaY-TkaDXCEw7*BE35SRMY3^4}r^VLZ%Qus^i%yaiP1PX+!
z+4Dzxq!^r6o{jaYsI|kJ--!bJI*gE>N)GlNHTEU0cibSL#>)E(^3LQ3`2JNhHkQ&@
zIQZ?>e*phlp(K#TcSp{^CYNmi#p2y1xfj}s`(blipM=V2cUH?Vi1G;ap4kc5`@quN
zp4YR7vW8ExIGpHRMk5t?H#Sr`rf+h?Hf%j7^?qKll>VkzRSh9T0odZGgbOu@s;Yv|
z-d5fjR@BzADG+waC7=zCnsixsvH}X!(;SZ}$ksg>vOu+u3#xW5<im6x{7YJUOi-l1
zC2>U9KclowZ%tMA;-tA(&vMPq)w8Z|k-ylG+ET-XRa}kv<S%q`s7E15+B0=v-WI$m
zG9R1wWazkIx%?N~IBwbTDcVp`Tq(qQtvAH)+=u&?oYWW;Lj7|{+&W7V-W+2M;0P~1
z^El8~=SZiAvj1Xe>g??u4w?A`<kOt;j<jkMp#?Vrm$QrcD{5{Olc|ybHsAygy=kW@
zZ*UA$xIur;UQ*xZ*p(kb{7^Rty2Q;!ilisJ(@%?w`&MCuTS<F1_#D%Q0)mCtmyi%?
zDf-+0iSm|i9-9v@JyyRvhg!<_&OrY)4x`z?YYY~-z>RGr|Cvsty-}Zv_bzfx?k+Dk
zK=-%AN-Jg*BEzn2``t0gL@?!Y<<ra<i*;;-Q&$2o>>=ruF>O{#G@4kml8jsC^s}~O
zWnxBPAUCN@TSK>kDnqZXg18rVO>W8~8%5JIohE!v@3SU0U8^dtv@hDWW^ytO*bVZ%
zsZ^|VeOB=9qU3EF=l;5oiIQV6*Tt=`T;g`9ipQD0eB&_PxEltcV29-fG7G2hgQq*#
znK$9&<;awjI9+|^T6eGRqBAoU29+D)L`_r40%7dUJa?ti)xj#vBHO!Ps$^xw^Un_2
zv%TkR81T%vCkGnt{vPhYxS~XtLy8AP!lvHm;m-vgFKMT{7df14snYKzZp!krZ{W_p
zBFQv+XW$2ul|I-j@$?Ie#hJ#CKe2d3%-zqhRjXXA6!Te&v~9r{zNUM^t*j=p;%?yh
zC|_{ukufvPc_C7OK|~rdG%qick5kkgW*zo}30%jY&=w-ys>@2Y(WOiS(4Ih#!OH&G
z<pro0uUoXA<<?##R~cBLxh7l1ntz08%jw;8GarBCgse-?MGvXcg0T3v#T5FE7S<~Y
znUzU$;&2d*s$w?}6|KWfR6Us`ach3Smw(dli&FTkjnj1{;^KO(@>&U>Y*xDJGpi_Z
z3<8PsYq^k{!cEjfq%3YK8dvBux8CQxu=j;g6w@hL->Zdx@?hK|a+1{CTGgY@w`_T2
zhm2_tJ@QuhwZla)UwK2{LTuek5b6k?AK&6>)m2`O4Pp=m?4x<?wJNfV4e|u?7cNB9
zhG8SppQY15Gp`}Z9qaUUZoRfC>k(^Nl*iUNb|#}2)CPSrTHnfz#~T$bCF|5WC6e3)
z|LL2Xh$pVUL|GHB=?ianx`lvzhF$%03H<cx@DdvglwqrjS2xT*5%fb5JVz+u{rvv`
zrc7fsnh=c&lsuWq#>m$-Fj6LeQ`4Jb#WFE@c<LLm@~OYq!!1tkp5O1z#G4&~eU`Vl
z$y{)%*ToKF%MF2ItKa>D(_d4eHXCN@C(qlR?HjI22zF)%W+;UC+cQSg;Xr0@rYM8P
z)Nv2UCyOd7f}>Det6{T-Pk!F$@I^Nyx7SB1;JdG%`GgVr;2gC6w(>-^Ivp{qLZ{dO
zU+>xZ`%@M74>QuK1rdcZ{MCwq6$v8te^k;aRNTVVDG6WByb?+xMN+4z8Y@er?F6oh
z?$5@1lYbsnY^<q#reSEj&*-WXBpo?RM`;oVd}IbSVed;d9%WDWbO?;~6LfzMdO-1C
zRVS;R3-Ntfd_dyR!&P^}9k~v_-+Fd3?4ZE?^xTTH7?wEN<(H4p=}%w?e@o@=karmC
zuJHl#%jH6pnV5i`;q=(RZrerJ9bHf-rlLV|cqa{aP5{Z@t3qC{XK}$F80tVA>)3|A
zM~~t^VT;dFqoIppG-uQ3+4hF#q7PIR^PV9J9Y*(Os#lx5uoWp8AP^L$#n?~1@z7_F
zjxEV8L5kYy3<<!d^>vrkAv`CH-h9y2L#{oaZXXUp{9Xo(>+)WUkKADi8N-L%c{lIc
zn#gI9cB1+nHrc;sK_!~3Icm5TMz6Z4)5EvVe{);^Brx}TPj{Qe;U*b1{I-nS%-B3@
z>YIw&y`3#Sx>9Tei8%SKY0^gjGm|EkKr!^?+xq(Xtk9$mNj3hd&5p}qv4<#)c6L#M
zAsu10#NPmh#<K*k+LY(?&$HNCP~?Neu-@M7g#$zQ-UUDOPg4Tvcuo*>^7DD*OE9O#
zX6;;H(y(s+fqV~IyYdkThK^;P-&^Xf;tbk4YNubwoK8_f&!zLOoc@}a)FjL>3GS^B
z^93Y1)zZV0Bz6e#R>p^KZL~W+aooUrD>3Bg+x=4?ew*Pp!dbmgd>D=bly#!h6&1Tk
zlhd9!$!$8&1_)cy_I`G4^P-KPBV)X?sbBhD^*3iubR&+E^<eaO`i!&Ge;}P18#9d1
zu_<939_7^;rZlE4#>=DF*%O`ND3c%VuRR_)b;;EvM|uMhpGVQr^n1g1xte1Fx1YLT
zrAWNX!r#%_bYq|zIYQT*ujOS#c0KQCM;!i`kc)VvoEbw9JV;DV`5lN=$D5Ft1<K`S
z$VWcqg65)!{{Sx)kRb$9W<|xt;I=rQ>aMz8;eE+)|96>VrFPzy79D-ZvWH3<&F^Tf
zmOd@#QF`N|*O--{b)GQ*p0cdu#*XKuq@MQ=62y5+8962BB_J#z!eI6^0XY2G(Uiqc
zhj~}oWMAU*SDtylXM10s@A4pYMb{=Ox~Xjqs1=d6Q}i5pPW1NouVymXR20IpgEkG9
zHu5tGBXqU|nMZqvRKZeJb|o<kItL}^r?OfAsUU}#y%aygcg_(9XIfo}8f0VArh?%u
z<{7t(WSz$0Bx=TRo7ptGQ|yu6eoOe>+!n_@xmr{MK32Y2w2|YlU!iNV(+n!LJa}f$
zl{_vy8Ox%&ahq7)VXH{V#K_c24nQJ9m5n)S<*O8^M7QcsO^y>3Fs{!=nMyTYeI9<1
z!DSvgRTu`Ayq{ZeXZu!s$!wY6kI+@r5U94z+aXXbdE8(|TL(2y=!vQu5~tI~k+&ej
zpn)Bma@Jb&Vs&Q2DQ!{qf)v@@G-5&3dhcD{VT}^y8vnesMnT0-F)U$drJPGQy(j}0
zSzJN^gTs<STNo{?!myc5YR|<?BnLPfwdp<5b3Li`J4ksXQZd2rrqCo33?fq?r*Pb1
zR1$%d;mRrZbu^;TyGacOHz~&-b|tzqF|V7FefL7~jfq7EiPt&bs_C<nOobu&1T~}*
zS)(8u{sa#9k=Ny3v8kH+QIZH4M!-xxCGdPJMcWLE3p7h#t5)nyBp?@|U`8Yb`(4~h
z1w=E{LZ$vUE$#njNC*6Xj_d!McU&~#!5j7#WJ6^@nBDSA(LhS&mD_986jt&<kLgmg
zc-E$efgNNz7K~gsb%DxK45g={b`XB*p?M8X<$UlG`jL|?2ELt3WHwbmglQPl$Jr!Y
z#Fw>_F9vFi4G_0Nn&1i8^1}Ndl7YSA6*75}9zTwm5(M)=(DO=keX^k|HirLC1af~q
za$Fe4M<hgz#hIBU`cxL+eN`sLOfKr`WZhO$s2A|jS|HQ|$!}zNJ|lOL8(*GBtX)v`
zM_}0bSQcx;<})6iRm95nvv@>MSkcOwM)e-0g^k$y==H12;oaVi?ayyIY|jauHg<NW
zppkH_EcSF|17pjM<Q{&`1LV&+Ulr|eQxS>LFS0t$z?}_p<)H5CIx{LqI2BlL0!IIS
zv4^b0q93FQa$By_(9KiPG4xMG_UzcqR@ONR|C&`3RxvDIGO6uYwnDf;+Kezhkfzij
zS_p%-aL4Daq{P-R-^iK=P}!5P7~S?VyIQI+Z-h;21y!*L*5G{<k92Y$wuQc>y$_`b
zOZq6izi23b=N$hhb3f}1)2kh8w~8!@hR;62(r+Gvxad(~jEi|k23x`+6xcCNX@|N0
zbVI$boNT>+Z_zO6<}TSkCkGPKIXqbar%&gIhccAgI=$mAOK^VEXA!0}nxxD1i%7Pi
z31zsoVlR&CRrBxp+u!a=TQ28P(0UKA0%?{64`2nhZC>^tjjWs6bCzAut%7|#v0G);
z{eR7J)YgXj*WHzQ`UwrP6XRju8M*<}ZO2!ySb^fS)<2XvWQQj-J7H*Q*&lpxxvZF2
zCEL>iWAG1$dQ#;?jjDoXrfdadKOAtj7Di?L9zX9Thvu4{QBxATEQ7lU(={dG1)8x;
z-!J+WtQMECQH#Dg@Q4&`WWa+B8DfI35Yd%1o#&^u&2)tyf`-?fcSic#wWy=$QsHE4
z=997HFhx}Uy0qMjM?NWRfSik$tK^x4<M613*)DI=C(-4xP+}_CyX>s(IjgxZlY4#d
zONs7To9&3T1fDz6uK)8YuN}xRbNHzHRXN@_Uelwe1$paS;=5r}7Vy)YTj71_q;NW?
zN{4N>#Ag_E2NYU8cX~7IkJFvd`nmmmmKS%T6i-w&>!<4EA>$Q1Ffjb-v63faY+0+L
zyQQn6$-I^R<%_ZIaQdQ(oroiSS}(=MHa_$J01lH-tn5>j3sybQF5=|zP<3hSNatx%
z_=9A|*ztlOkW#1W;(O5U^jCj?V@pr-EKB^<HK#3G&rw_xs%c+L>mFg8>xKQLBMGfi
zRZy~zrpkQY>711HNg}2m4$U4d8~5|8QSlJgea(2NC#>v!mFS;(G6-Gdil$fkn%Q&y
zDH`YH+A3GyQGQBrOK6U2Wu}XIAH7t+^_CHVb(Bwjs>4RZm2}H=%L>F}B^N4>{=Q+h
zSWa``vQ69GVH_yPzEQ94xH1?hP;zC7Ayc}@Pgf3pH|-`<3YFUxvOUDG4u84M6YsI-
zEb6G`OUnT~kR|T#d+~E7qO>Z`U=R=2k9*+l@ztnUCFOciL;TdL@Bo{E9+_?O#;(T?
zm0-WCiXV)tIx9|oq<im^R+C|UONd{hATQAaUCOp*gL}<~y7}Xo@$;ya3F6tLw~9p@
zCTWMVV-?r6ZIH#Of2OwI9*%Kk#lFRRh99?NehuB?`;a@(Q^LvCd)S{_Z5Z0n#w@uY
zpy~>K&S;IA5fh!ly_<$d%omX#c*mEr<|#N#;`KMKbEAJOnF1Kz78E=q2lJrRyf`EI
z<*gH7Sq5oQSfh`7`(cx$eO{op<XlCf8pbpF$a8mXj(_^+6(WuqO*Cetapft3BkFvK
zzhXv{w&CKJ2eL_8oga?BX#DtmOVQ*v>|cR(nv$e+U529_+j{i*S^vz6)BuhjU&aC4
zWSA~xoTGB*;td1aT<V%@@@<pgSwA_3bnD!|3!@mbzjVvLzPPx6P13mSL_z5X!=F9$
zO?$NW3RIq*Z)&e{#2=N@D{j^cuSR$GoHo${thIDrU?yzS%0$V}oGcdD{}f^L-_QS6
zGnDw*uvZdg+GP`=$%7i*J=Uxt$@q~wEG1i8Ym;xJsP7&-&J7GTaW|$tQOome5Oi59
zfQyNOk>5(QDf!v^J3j%Ckv4VcCX%T8-{w$h11W=h3YY`fTGf5RA^`_C{X~D5_B>)_
zyx9$V_>FO`CQob}YjhhC3rXm3LfF$QlPS4)(K6RnVXQEBe96nZ{{Z6t_ysTmSTRCC
z1bP(CCzG$%nAEI1(*(|OVNTed`zgqrh?3V2-tvRXsJ#{2XUq4wm(ZW>xY<HEZKSaE
zv;7dLPphioXU2kG4@#@fE1z!ySl)h;;hb&{G<+AY^o#Y6AWDVGn$2j*1pESqmE^Jh
zx2)AauBoJc7n4lw6wFy3q1~!?@<mqmccK5jl+$YeGCx@#-jKABwSQh&aWaI@QmsA;
zEtgBZDy#<DoR%TSM);XWOsI@;q1-tc%3YbwWC?#y)P1~O?fgm^_Xvf~k@C2?f-8aL
zYP)HVB{hjNI>rGXosBs8hIsFv?+zK~>+4C*NR2h!erO1MY}*$DE~S8p$0%jMv>Yhu
zymZct#SBA59PRWlo0O5AApY0*reONjHg(VoW>@sNV&f=JO1o7N)ig>A!O^hUfo!j%
zN6dQtagPr^;jEk9lzPD~+h1os(WM!v8W{lGsN7^^_6;857GqmbqOUhjQxVoBWdH7e
zW)|2hXOT%3M&Z&P%%_~@;Xh5^554ZtA*J5A1U_7r@qWV_-(2!eK26}lzxBT=FT!34
z-`kydkbK7h0Q839)?useiN*^#l45Np$?!=f)vB=5`9YNJ31ruIw}Fg#MKwbN{g5&}
zx>qCLg7X#TOR2tBVg)<ce+!)+2tY#n2;*3|cROxlB-_89mqdG}|73*O;Nniwj?vi-
zths0Y5int~c7F&_bNbfs+s+RZozUpq<1m4zr~S5`flEQMDKd?GI3>Z7Ne8!;AdUve
zzk@2^c#}WjKl@>rFq7ZL5>q*noRU#c=`?&PTn?G^k^{K&7~C=&KuqYaI1x3qZvo%&
z_pFAG@zUX*Z?XBh5u5so0U6#)oeVFj@4e*eFydhP_?h0>@IzNbfl>@UVPjN(^hN?P
zV$qO3gZ*;CG{F*M&%W|3Obg?N+9252v2SW!-s9+Csk93ziozQ)3j8BD@}}UaC9h}^
zZf2VG*2*yr+f>>nZ{=F*z|MMsyQgh;7+k=7&DfHHnP(|VukTAVBJ=34)P;1UbF{Hb
z4%!`F(_hj5MX<nO-h#v>uGz7ZKbeAR$T4SaCpR#6aeHGC=U!w_b)=P?k~Y<^X$8!l
z>^^=s%oCL*6hX`KE*~7ZqM}zc_oC$})zm^wQqS*swb)&SDMAAaFc$AsuW+UAX5j>Q
z=^w({aUE&JI8y)3zTvA*ci53Klic__%ar?kt~RD?$SN&aA8~6NY|eQ39nWigpif!2
z<L2P%rqDv;do_-u;76@b(f(XlmDjjgbTq@s{&8v%3HnU|<g8N=GR2VtW-+lHm^+_L
zF2&a@uP#<zLscWfl}G-6hQ7?nYHt)hollMId+&nLc34hZRl}ws?H-MQ&P$Gkyp}h2
zd`*Ip=y9N#OJ{#~pSG+(+9Ao0KK326CwetAA6--k2Wv)>F^b>Yl)jtz+Vw6;4B!bO
z8EQhoT22i+>ERYKSe8t+>XgxIucQ<zSFa9qEY$ZTB$6_(26>vBO_if$nYTJmQ{T;Z
z3AtFEpRgm?XOm09ru;U7)1Bz8H7xf%V;si4rVFZ!toGVq|CUPH|IMe->-(H8dtg#!
z?nIwlUe<Lud#Jlx#x^&LDa!Q*_r+NJ2e_-k4NZkO8}kG!;<nef3R64ej1*DYI+LMR
zB~tWc%T(K{pKc_Oq^Kajo1+uMfZve#znCAOaM}@U144=eG!Cs=EMCHTrh7L=4{uu%
zDMLVJ>u873j(rQj102kvi|ob%V=m)%Y2VbCK1w;(lHO$$w?^^q5W1JTrP}WXBd*S7
zsvmRI2~pf*l{8C>OoB{m(fmB~haxbWH#vxde-uU#)tM<(T0882{S^5_A65yL(nn3(
zMA8NriSg-^E_<ted`S1!*rR^h+)s(^x5~Th#M3O2t^k`M`=!R+dJ7t7^i2BsT_LsV
zKS=6INAtbD-G;GEnP9n8X*=H;a+eVQn4)mB@89fvfEt88UEq`P@B!UO+V6j|4X8>c
ze~a0%Xm+8Ge^eq`C3&X=?+$Za<)(r#mIM$W=@S=h$95Tpex|^-A2$#5N}St86Bow7
z#ETn-47Egygw@ev`UyD(Qe?1nI|3hU1$H-@8-_pFa^iUQuOqRN?ek<PjOGZ#o9bUr
zlvuXO#D>JQ3h$5Py-W35tWLjm2l~^|^}z9e{Z^J7DY&p<<`>(z`1e!UdQ6qsg~M$a
zEHhOjw@2y8<cXASRi!+&eAKqMswuP3<3O?S*nuHw`+Jua1^uupEpft>{B!7I2T~Mb
zO39NT!g6N_D0^;<UcCJAH)w69`&AUsi3;IWOKE1_?w}$h9J@Cls^N2dk$)3f0pK4I
zQt2$Y_0HV^1WBjK#5x8PGh}KlH>qyb9sK2)6=>`wa8o^7Oqwb9q5#?w?z0;iIXlx+
z{8amai#Zzd&_7!%S`E|tr*@8`x*ETO86uv&KhDSVAr$r-N^Lpjz7jDj6?AY!lR_Af
z<^^U_OS>VSK#I^3g^P~%R=%*7u{V9~wqnV+RTw45;+;AzTK!QU@|{OBd1S}Za}ZL`
zpcX=Aw9<r=jxk2+#I-)r;plCHm{f%inuhOG9u3M)1@`Bg#WcQ0yyF?GK@69QuM#FD
zpmj}WTKs!+oy_+JZqewrnNV%TSwZMKYh2LGn1z)IVa2e}jJlZB+z)=XFnEdHmk9It
zUk(@F31G&4@DLI+6rbcrDeY3_$bIhl4_?nsqYEUaM1^hwzrglBrGE9nOu6V5JDPk>
z19SHY&?CEVaGc2RB%04cJ;yCK(;zKKF7Yl-%w+I@`Rj=3X|jagmqkgE!Nkdw-8eB}
z%Rnkn4Q&Tyap|jJf5twm7F{LT|F`LLPy`S3JADa9(@%$35)|ytFzs7^&c2V+3>GXs
zKVZL1w9?wGSQNd12L;<|+-~SMo`;Ih|Lu&73D2_{5iOUaK`EpnZ(q?B`tcEI(5R3B
z0;lf`QGH{Cd^>k{*$i$#Ol^6@k*2fqC-2?N;J1(do{ChzMwkYIG$ky|S#XTx1ptyL
zw0om_z_F)(l0#m?K!6LJKrYH5bR8nC+X4s$;BHR7Dlo}l^U3{CObO&bMzosow*;_x
z<K|%FavTkUHNJN%M@37Vo?Mpu-3BTbVtm`g1KmA&)#xe0Cw}d+Z{z_$2FyqpZmG!}
z4SfP4S&Z=tvsl1+`9cg}L>_!09RGdc&s1LfN5!5p$)xnp{B!wE*C*^m?A&_VOEjwF
zV{VJTNI3wZ(nq9x;(4t@|0t9?ydvJ^L<(m9DotSeSUDm!ZS`-V!d$wPp~WiinPqRK
zPH#E^W>s!+PP*jv6t>52ZzU5?#E9PqEt6F{;|q2f#HuVuUI9i@W$$k%*@d%R&hEAt
z&n>A&byP|?4k^Y3MV_|vPu1dR50KuWzR-C^ybLGd%>}VXuLL5m*V3o3boT9pgX@c8
z5eyf!a~4&=hi${O%0cTyYddjQ7=8#ltI1FdYK+QBYqwy^4Dq|=ptAOw!@8)L10&gz
zq4`41&P+j5xNF<xPK9(PLw|XUKR(-0x^}=!HWI_T%?hCIgXGN(qQ04Xk_~!DYPxoO
zd<S;QGY5EdHecQ8R#3B_7h%`6vWwaXLeb(EFp#4YYr9fR3d)y3J;Rc5?ri$PZnfDV
zy?rz3rsO|>eLLmZt2b}+VRoX=n^Ni9GZsgH_Y-m;Ps;dlP9)Bcd4A}pQNd?aF&OBg
zqGJ+B4*)v`ceKT;SB89FJ`t?$I>E|gRQT1o8C1njlsiCu{neo-YZu{ZCE+vGLu&i<
zyZ1~F@@KWh>5dauFB21)Ac8G(1iHIoHmv0@=*cao)5i{!H6Ldw0}#VF2tIRSwAYJV
zN1FLIxG1mf>3rL=n}C*c;3ENm?OFrw^26*%z6jpk$r2lB7(NaadK+Jc8+=<$+E&mm
znDr9e!^(dhfCl|>Ev-cq052-+zLGjNtsYV1KeNaJ3;*eFEYnSZ!&ml?WXH++t|!d`
z!Yb>EBs*D=E8KV~U7I7@42UDu>qIjN)6$Npy3?P(^yV?^Qn<99h2_*2yds>xRxej5
z#oujwE`SST4LX;;`n{b%qW!H#>D@t)jSJD%@=|~EMDqu3ZjjAB_hNo9CnkrlnS<w1
ztr)|@S84s-llYb6QD$`6DSP2sgkNf-k*)62@sE1w4Gn-iqzmKnvhw@kk6-G$p9?cU
z&wPtMk;!+%rULSvnr5Be3%camM#_WUxs+}G>1n^gZD*<l*gux5Cr;#P>8syjeaP(|
z7a6Hu*=7>i)?6)%dT+}6iyQ#ox8A97mJh9cyoOxXvPhSFBN09Ycd@^Zz7XDd7+|JB
z2c9R_85~nq4!=oQF7V^{;iV7cAEvs|=%`H2o`J6JzGJ_>Zl)zTI8PDyG^$?co_U|+
z!y(D5-nr)!a_mFI`st%#WNP<6`P83X_A{kPC+DhU0l(8|RfC$y^>~mJi`yADWkp)!
z_}Nd)&uG`j^>9)AiC;b(2F#NFn<_96cWewlxQ+%otnEWMrDCz{y0@a9W>U6|_%}BN
zgnwb)PPd;XomNc0`FCe%7f;A-@it@hxj<;4VKIhxNLO*wO~qts$=BaA>sk}%L3M6B
zKvuw~!2SnjPvB>Oxk43FlPij$S=6+AjqfY}H`W`eW{a<hfhr!w4uT2@y5*HA4brk*
zM`{5)o&m2Zf202ZAD`XMu$Q{Oc=@MsJZz6<Xv^S5u;F&CuYJN*`_I;QhDl?sZHyWO
zcq6)JXOoU<A{k{~cH{I}m2I4*e!E26N!`gLT23wS>OG<UiS6hq3@R|TUY^NPf4KL}
z_Gi(4Ftlx>^dtJB9D=?InjI}}xQHN{M2E)|19RFQ5)gyDO|P1HD*I@y2LL6&g*;7V
zvQ)Tkia4o?{>i`WPviQe?$2O;_;biCnNq16(wSNDFAG7%EMMSw?8RZ;V<wnA+v8ww
zz7S~ssCuWc3TurC$G9Zu{(d%34$D11Yfco;BUwOf`@Gz4?uGHvD2oQR4xaNy#FX!&
zjJOGly?Z=N?!v`tHswJ3V(E}WiT`A*Atic-f6nIUAqvJ3%WP<Q>K<nBM{0Weq2k9O
zuQx5imDDI1)+7+FX7Bn2<6-2XO5K)p=p#!q7A<I>W2V}#mXzdkCNu|kr_NXCmo`&R
zst<j*2vD?Fw4^p5dLVqyw9nq&0+Z%+1bpXNrVj2v()?VIOq|SySrhi+;-Ig>AdhvS
z-&7W<QLjTQZ@cmq%UBI#1xYcL$2#5jBfcYU=id~&qghT!6;b9t7}er=#UN@l95HhD
zYg}{wSVPmqFAhljw^sFliltmB_~?ml&rfdDT4wFY2^(4A^r>Kn-9L^tr`)JiZ0wXz
zUm2<%S8Cq*nmc>|0kVe6q&Q18*$@WltI0=7j0)P!oCe#x(+lgha<l?g;UoB~9h^s(
zr3SfU0?*f;y8_%uE(gubZOM5A&WI9w8Rc;6_|MGQJh&G<g~tUsGH05TO(_|*a1V@F
zddz*&$0G1WZ8&e!WA}ld4SJ&5h7#NT^oLGE8J}{iIExZf3<=dtFfu%bLJBXdzO>1v
z`X?pJUpSkT-986$VBIlU#lu_%;^V2>ZFr-1FphpJ%aA(BIcV_o6~8+)G%o@oxt{cL
zQRXO{z*GBE8OBTV3TOTdVc2#Y8}R^@HSvPWaMJj#!AG1|iN<h<A@oO`_T-_qmBEZy
zV1r2;{#ZWWhE2in!e=$stUI1?VHxR#QPF*zQvPK5NSbpCOm~_(F{zNdE5F*U_GO`_
zB0d_j?G)Llk`YG&0m5UC1e>Mmsq>+~p>_(aL?bynHm!O_#_V^CISNdR>*RqOn@pkQ
zwEHq@wUR_VeAWkvh5eTNrw;KdtC$@;jXPCMm;jlX5=bT;QS5{{XUEB?%uK2=O>#f9
zgBdpPVq?tRz(42uigG_LGWlC*v)EX;co0`60mKjUaz)zN63svxHZ$maDNgy(!xEb#
zv4q$yIPF?tC0>lmmStoGV~Rc$ahIyy-iZ?H&#iAEkGx2*uisQ_RPqz$$@HT<?)T{K
zl%7i+iv7_~YHT&iQ70vxzpbt-Wc2wR53L3Eat_xaky%5md|}U^U#VuH$hDQKbIK@J
zXbMU&>J2{SYgn8gtw6<+tmt6@V@vHEbr;o6IG2hZ>Lt)&nqzJ*M(w>XOV&fbP|U8S
zudcq?P|eZASN@%SjF`%sqHAwc)<lzzSaQ{qd^3w`Z#`#-oUKOUMK!7EYj*_Fsm5J?
zDM8hxohUhk$t<p11aHI^M7}Bp7ynT%|Keq4W`}Mlkkn&w?yaG9yVh>~i`SbMFGtq7
zh5(FT_4Un@#Cn>a+7$ZiMvvz52J}Xor>ExM8BDD_6l~`&2wlD0`>3krW=@oIw|}(M
zx;r;@P&gYU$mtt>tyS<OOEO{T)&wC2ui%MF=c1v~e=6sVP}h3%VWnte@%KW&{*ey!
z8%I{pkJg199go?Ec=&Q!u{(91D&!NCut<P-v(Lhd@hZDUp>2LFB|_iNB3XIiRB#zx
zkg#pGk@S2uExZI3=7O^&O=f%84q-@deF}fu{wD2@IL<cweLCDz5I#oKmKV@A03aIh
zx-%Rh%Mdb7@~r7AdiG$$;Bm6>r((;8nlwe|!vk;2{dI*rkUg+DbOqPh=IG!}xREL-
z=$B)GdC1H045=FFC-;G?-pbm26I+2Z!skRe=ov}z`aQj}`8YleOYBj^Eby{$o}Xh0
zE8ZG$UMJ?wAo|pDVkLlg+6XD0RDuTIdBU}^^tV#%b>3nMJ3AZvUKEwQntrA4m^d$z
zoUvp5>b~Iq=FV_grxJvmktVeR63dXxL{(fu!{}lbPgpD>Qj&%bmR|{>qN1p<3d6$-
z#l&tZH&NJ0*gd@=yX96xZo%mq%Y)*0?ZRL^b<g#K_yA|=0y`i6<f^0u2{=&l=JIZK
zHN}O&l(bL=io1PrH*533lVA|XKXCOkZpZLN^>f$V0y&aVc)#BpVHE%Hu2NKxv%*(L
z?N>Is(~}E6=+AHVzz~v80WOO2vR20#QkkjO6wMVL-4%wptpbj2V$YT;*NR#~9O;40
z?#~PE3`VFElz9<u%M&(!y+DZV^|j;=KYF1*y_8v`E;h&xDaY%htOabKHxCAbU{Wo|
z(recYRT?f!!`Fy>jciRv>#q1jkj4*wLYS!N(G!ze0mrg0ty?G|-*M2SHf74to(7m|
z!~Wlwv`LuCb?lgxPaO=%l&hHEU9i<k{=;l*lZB_^br>&F_Nt;@X8RTi=%qcGG-*%Z
zOG#gFM~aF)Kzr&=r(!Vfcf5wLDn9nRr{2`4d8^u%?-J&?`CV1T8>UMubaQabAqLec
z13q@Ff4f*KFysPrd*P;@=(Ar!p#$gjSq>KA!uiQ5OT}&2>tI?yvg(j@I{HIuIwx=$
z!D76vAWIO4VAO`Iw6eEiH$!-4M=uhmlyOwdcw=}w()Ihc!x6I=6?JkKca~nD%SqFw
zI7o+KN<;3b=;f0EubrhoYnG9!T0`G->DzYxVW%H$)BI0%&VLQhz@A;H;3x^l8Sz&Q
zlC}VG>!@NI{}N-`xU_wadYpVOc9^XmRp&#%tOE7o0O)S7G(+Ip8XaxQt<B4u<34XZ
z@Khju$-3>Zg1EdXTT|JcZZAC3ZXcJy0!C<dc&9vBp>T-aJ&}JL5JJVextIFulQwVw
zY0DdV@!qN-!Cgug8}CX_^=N#ZJ@m#3<YR7U?e&^deg|<`G{}~h`RlYfxSHc(7!VR;
z(3G*TH0BlMPW5XhypzS>77A798&u_EG$R`sHe=IaAM%}i)!g#Jw`l&^ik^3!lw&07
z%Umrg>#~TyTSiU8K~|tV+v&0#pu+lTafT*qD`~UzBpY{ikQrlkDgDctPz=2z{#Gcx
z5~V@H|D2=$cYyrrn5o6*Ax%o=sZaMm!0%u0hkySMeC_}Cg)t(~Yg7BiV3j!mNon}r
z3;Tv5wC88hI{Sw7yEC&s2YZo<ip7M2qiiEksQ8?NbZ{=NSrZ?FX$<a6yRyKKIJ$%l
zMt81VEcfcsa4B3XeWgall9Y(#PKLwo!sQHSj1k<t_gaxCG#1)TKvis5PBS)kF?`tR
zp<n8^MHhL0hUgoAef6OE<tY8N)F35z<QM%><|sY^0rj9D$0OSIU`7!gWs<8q1JenO
zsa{$V+DdZ3h^l3kxX+P6`nSV@(8iz{XNk<5cGptolug47=C53b68`bo3Uq}mHwjkS
zH!6rEeM1fk73bb<D>$CmiIy2YRUL$UYD$#HBfhiL?DN%K5sYjh8DTo+gFvRQ`~zz|
zrx*wx+;7<#zBpY*iclaUXb(mYEG~S+9c#5!{#@tV5q%gJE@U>=ZA<|SC`9j^3nI<G
z%DrYGJ@rP;Z0%;-EkPgvQ(p~Y%nFW!d_5;_nzDOJ7vfZ^t`>=qz^VjYUqi7Gto#xG
zJg0H`>v8E)hfmfPuJ8KQdYN*FL*ch7!Gfm8o{P@z;{=k)4vk?L)PF;YL#ObZ_ocwJ
zcX>`K*?X%yc0abcYz?iroC`Bi!TWY{Q`&EwWLUlvEtN1@xOwbV2hNh+lx~Mj11}2(
zA?8?JRe}(EKmKM4!JyUt@9<5BLtRew5ljW_^b#Bnll~f5e9boD7@w-{qL+-C;YYpn
z@AMs8`iKVTBq}AqrW&-3r1Ttu77sdW4b7bf{sOco7RSQLQ6gkhs?wh+^;*naUlKh|
zIPS9LyfHC4|MV<f`;1~GX(|y*tMSmeG-?HJQdAM2pOwZtRNnG@KPOL<_!U3H_@D=z
zQN*BKTQV&QX89JfSt5Bg#jmri731+?Jk8u!sescU)}n&ro%BWCzpFy4+1j0UeIGZO
z=I^vDL8Ug<CiwKY*ykQ$lR#eTxgyjqIFA~Z@`frP=_;u+*pDVB!P_F#W9Cx;f}swT
za@anlGzU{3*e&(J%^`Flkm}kh2%i~He-B(+X;hV7;BkjO{exRb#>jBef*6CU-p6FT
zM;ACAQzxPU=k)i#+qZ!dsaS~LTzIu!_EK%B)Sv7E+rT^~nn~ipk$lS|y(jBbKI3yX
zUtzps<_9yR=Tj!Ckl}HFeK5=hiEY%{F>`iBd*zF=b$C*Jv6Jd#mwE<e^!VMfETP$E
zERrFz=6TU1>C^r<O$P%E6dOk@9LNqURVZJK2KiXGHU9FmIr)gl7aNs8oNw6E?zdA>
zbvag}J74zi$02jMiUD@3g1G~3xJpt}POks52kjlNJ@1`oDpb!PsS}CP=v&G*uv>p(
z*_Bbjav}pj)!~bgHT55$n}!Ahk>`fU`5s{fXlO@~FSzsg2l_e;&7=s=-!}iqyd#kO
zz)7mYd(!WxeO;Zr@0yiEbwOf*W@Kq35|3<&3qVKmol>Ylk)j*y+LIjMdMa_L$)Rs|
z*5yn6<Ioz}s6Gj~Y10r{k3l|eAtODZWK9pxN$$rg>kEK4wgrCB^Bio-my0jh@)W#$
zH4iaqMkq@-O;VmF0!ixC+M3o?cd~>=+Fv)CJ}clN#{`f(?r+=?`|GEzr)$5M)M?4L
zr~meJDvk4YF6U1%W+*qUP<J8wrkj!PLw^>`AP!?#D^^SN(6<ugcoQ)0c+S^@V+wq}
zCA1-oafT!>4>=K`H?)orxDEJFOk=aXH~g1>8dy*^`dFEzrcP*8{tY`75iNOcoS&6+
za3V`~rn)mS^XJ8lDwpqvzz?}Kzn)%*zR8*4*>mrl0Sml=*+|<0o{q^b)B+fZDG@WJ
znNGy*Jm^@bMych}vEuuTQ3fAXtrS=Fm0O>-63%Cs-Hkf;(WX-}^N5*b(DVnd#g<i^
zL!-8H_?}U7n=2<z(~A{y#J7r(At`L%foQz9qYe@IX`Pbff=gX58Q<3iY~h@@PqoRa
zbXjZdfv9B?-4D8KKDwz&HvNrw-BN@St=2jnC|b9C+$J4t?8&)2GtA6_3s<g*LbuOe
z7E*qov9sQlW#V%e8$Hoip|OV>LoTA2Z6apt{eKi^y>eHrV|5$vGLl#DoFY-U+<&EI
zJtI&FQMoZDO6>7}qO#r+q+W0-pg2FKSrN<&a*TT>^dCUrBxP9XV9w)2LEGw}lgAj_
zDgj8RoEX88LGsq(5h~`xXPh<y&><~~vbej~-)W7N$$&6gjspGzkb<^85eT^0ulUjG
zxRJC<5L~l(vC(O8gD%2yc7SRraU7d?9NcN5ec)14)I+m#qA;aoVrb>Cjc!TuHwc&l
zFz_b^TqbsKq%PYidGem9`<r12M(8_`i}aT(EZu^aymL{cwiQ-6+YJ>2S(%*x86)_H
z&-P3<ESJpuea?Oze&J_N5<S%%3(YRRUJz1ScU|bV{G9hZSRN0`->26KNkzlEAT_0K
z!G>1J!+BRz7ORr~=rgzHn=5sd{L=BnWLQ}PNAX9G%)EsWq;!EN!*$Ta5_VMsiWZST
zqn!hg?l6F+Pt013F+Gvy^#yFHrnZQ&NrhIh&~o79JUvdY<LK<N;%7<5!R|XAh9(+9
zdnyPi{_Cvv6W!GA-Ra%6{8$laG0ogdq7J@;S%&ILc8{bC1){DhFn6_GJL3u{2+CQS
zf)yXm%=R|xV=~|v|3KC4$x07NfWz^gP#6t58Z?a%#7eZa>TFW016)3+oR?QyDhk&f
zcq^}&g-UC<-X#sy@CYnRx**7-IB4*2IojJVD>yniOUb&(`J25x`bI0WH#G{$><o^w
zp8FB1Xn0fptmDoa(woc~0)ZaaGtrVao~D)<&!}gjBUnrm#B=)}#`&wdv3r@Rb`Voe
zhAFbRIL0KoiOa|qln(}>#skgIu~7V#fa~pcnNkXEh*6=kcWT2$yHw|^SIwjQ4NKP6
zV&|bOpKmL6<5g0g+XkETEqA*;Xrr%xH9|^+^({7gsgh!dyj-Y4W9_KKC*D2?{4PWs
zsr*(-zPI#kGXDtUzcaPhW+o?_usPDgUtv>-(NcE{I6<L6AN>USnR~t_qkW)Xx>OT?
zj%6O%r?h;&LueCU@197wS?pz%Ta3&<@i(AZ|7=*ohI1~r!Q>w}|BSe^gTxIrA{^Ea
zO-PXoI>&{LB<yB#$@qM~I6yDujNLnJQZul2yF9L{|11i*t9))`6wo^R{`g*K`Nb$v
z+lsvbUe#X|2Jfus7Rr%LeZiW4kEpOYR7H(B=7}AWSO{2Am6FbD88yIP-?6Yg_80{|
zaCI-{75!3Y)tD*I00kCHCQGEiHqg<hlGuTU{+)y;G}=uq`#V-9&G!Zi@?u)74g0?p
z<1Y?&*L+!Qb}WM&Wny$|$Bm-F@FBh9icSE@N9naIc{DjcM4*|42ZOLSx5u+c81I}L
zB_N7BUvVZNwxYZ}pSD{hhj+O6+@#bP=*Aq1Un|9s!K^M$7|{pHTVY(BwClpA{VhSt
zZALXfeL_!oUYmmvwm7Hvug+pE`+2rW*<7B&vrvQ7)6XMSXLO&!4^qgqJG40t=8L0!
z$j=gY5@Ima5<+py0`3jw|K7$b+gwoW-}mId2`Tktx3jL%?IxEWVTh64zd#%8uKx-p
zHKc}ihb;kY7LkHTF5({uX?$8sL>{_dS(PkiZUt4-h~p4rkOH8ksdQ<rbav0$i9A^F
z08{+yU(Kqa?HP3?siUu?2BNk?&IEUd_*;Hz^VK#-TzKO))cLh~I26@weq}Zoy&uoX
z6Rq0F?IkX%H>naBJI4$lMod~^``9@Cu6w^&pJOOFzfLNFm==XRfei9wq36mFw+Nps
z4#edtm(ag&6Xufyn9o<Lb4a1)j)5&H1NpyCavCj~$feMp1mi-g!lBa<I6J$iC8e~-
z9$fNbn6fb2G^bfn-K|r9;W1w!n;i2;77a6edHUJ#Rb?7Ui*nf;DqrYl{>A&7@`_Xi
z+MSGj;4Z)}lop)Va?7xVv@>QYcH0cyNSy^=6v7oou$l{uZ-+A?yFzkwKH_ZIB^NT2
zb^xQN-GhQEv<o#~L>Z_CPi+U*l1WS{W8ART47+fogVT}|yA1>*5-yS*OOnrzO=;84
zRX0G_48yIE65ghPswuo7-NuY*N>sxqHss1PmWF~XeHI*b9GRrst;*Gbfeg`*wC55X
zxUCY?Dbx@a!%&u-{LDw~awoknnmNcmg3-__QT-?1lGX223*I7JvT7%z47gvvmYQ@&
zOT-n%(L=@D(Er4;84BZ>Ww9)GkWb~yGlgB5E&F(#_kA~(VF#+eSdQE$s_0~0R*m@9
z1L)nbb-I&WzPkxz-D=+?n&v5I>kSrz0GO41(wSE`rE{zq7*tjKHVJjOI)3P+NX2_)
z74ph_B4)5e91#0IKtJV2dD?nL#TBsPw8qB$Y{927#GWYa{^<?{GF?wq?R6y{22%jX
zna^I4CTHU7#_MU;@u(q^BSRVrL15ma(+YtdyI{j}#1zSxluE0>y^PbM+aS&iVu6b2
zjR==14D|!Nrd|~VBpC2HF|^bFn96L|80xoGC;y{0HJXNbpZVM=*3K@lnxQ=D=`(pd
zv|-!(7f(|hZ@Ue|YqX3fW>l7nSp4eI$s}!@{>6+j5V3rtY5XC2$xT*tKR#o1mQI!Z
zgNSO=4D&-<2$P#b3*G_i=0(_g0s;GlrRxjrE_yd9r&oF?)G#isgyUnumx$LlBYlgh
z3u2F4KOio&Zv<9QGSLMo1S6`O<|#+UE@dXb=kyVY<%=PAhel0vu8R6v-FVZYTQ$@C
z=ZP&5085}Dj9?)8)XDtg1q(53Kf$NyTEo>SHaW9&%%1Ub)U;<dk8_-wR{E#)6ARPF
z3_{qU#GKh*=rsx)F9;!*J~b|=Iuy{Z)kqj6^}3l<u2T*GuBFcOzgA4i>>M2h>B%sY
zYdO*|>`NV5ez?|8`ka%U?k#+*0w5d~J3!a5pTAJTBmS<U<1or2-9iXLtz2)V#LyOY
zc<52SZN|aPyChW9{2?|CZdJ~4=Q_&G!d;xj@w+J*h{T$CX{IBvD5*yly_F)jlq%FI
zo#tJF$*AmzNRd5I(Mn^cbL7&J(EEQpUt<n1-#V+fW2^mI0f301H2;UTvxsV|4cm2a
zheCnkmK2BLBsj&TI23D(TX85_T#5uqaEg}TQrsz85}YE%r4XQaix&M({xdzJGx!G?
zWssG%_S$<t&wJn3m1v7oZr<3-&nh(dG<Th$gol>VeV$ne-^oCdtb@%Ee^-S@On=WW
zh<k*lb8g@zhgf5kT?|3xqi;<@>4-eHv|2I3aWt6_sU2i+Vu1Z(A_4=sY_5;nmS%<Q
zv2p`{mgj=Bn>3-_00JL9h;6It_6$OSxg^ee5bi8Ecn;KKin#z|H~WcL@Wx2D{Q>Nx
zd}OFIW6;0*@`NcOrRO*|pDFbWvWcxaJFHt&9h;?$s&22MOp6R8Tljlj2H}`P>G;Ei
zXX*A;{lPjudSj_wQqbKmx-a2fRFj;UzQ#ZwChYgCA6dWX(lmG+(`}h}K6L^eF+qOg
zp9Jlt)CPt{`(AYPCgs2B9<YJ(^z(b=G5HaEb-5N`Ssq_jp=r$m{g@)3_)fntrsHqB
znoQvHv!l*Wk=Cw#7Q1P6U1y*E&SaIB8wwq62j!g)6lkF5f}0Q3)_+WH*n~+rgZw~U
zf2hOd9Jg5#lUv-L>A|9yg`ZBT!UlOG{r*%>scm!JHS-<7OTYahxP2)Gr_R8)q#bfT
z5sq9RjxwkW;hfhT^Wa>8g#LJO%G}zOL0pTR+#^`Tx-5@(t?l=%_Y2lgMo>*^Pu&9w
zYQw#e<t{Ds^Pm8krC-<|{Il$~A&hZJs#2aJ>%)bNF3QXNZ9mZ(9S9Q0SSllBvfSp$
z`W%)q3!_NbmTA-x$vJgI<C{)IpezJptHA^_%Px5wSN{$d7(5Cu<Zs=8L2goH(q?Kb
z!kkb7BnKvFnNkN~ZH?i8Bw00W*y)4>=NweueXjP&=a~5J>ZAd1A1f$q-FD-vxe|w}
z5#>wYc9`wER+PbNM%!pq%*ajN--5YCM8Yo<`J;-o<MJtAAvmQ`!}=aX;CByZ=lZ6F
z-Gi^L*pc!nuC}GURf@;+u<pGA$i8mQ>EQa!>(-o4j!W|=<WKpRU{lvq_7C7<Hqfl2
z7BYA54y@|#kN1KAw~n~G9IT%jK!Z!=0$X_n3AmJQ@%*9WCTN?a3G2cEq`0IRgz;%<
z320s^n=LUA2`qNc{*6=z-?(6|JB8ekY8O6RH;?9?VsK8lyTuNM<$0<=;sr^T)_V1F
zXl-pR+Lm}2m>>bVX8oSrtH~lOar;ODqFP;DQj214Ai}Qd*vvdVP%-7J>JOALcsaeK
z%v^h1i+D4ezqDQLn3r2EQG8`V<niH^EZd!-jD|C{#ak7ee^dHXdkQ1nrCoD^Utb#}
zoV$AStN$Ls<tMz`D+9;`&84>7G0IEoM<C!Y9Y4U@j@IQ&hviPS+pI#Wx>lTbf0FTk
ziWv!foMKwS@~h-D@Jey#nc~d%JZqc~zVkns-CH)MhJOzM0z$z>$_?Lr#NNpjQ=Go@
zKaqUGPKSd2MOGWo#h{#en*%$-#Faf$S(x_FBR6U?4Z}X`MH}Uoyxeieorz92amKO2
zV-zaer5tO^x;uM1Cc&F*D!i{hIyXOa57qDA4AR4$8Rl}fPc-s-U!&$?fQ>(G+E_I8
z7UF~KH4jXXbPN#Zd7{y}41hV>VoP%G?Q${oDkis3tknDw1lE%(-chsi7z!=>Z0zX6
zrvA+iT}_|DSG3M)=N@vY;zIr0R#JTiBIbMc!~bN)EZCzDcVn8{gfqt7VC|eicP&z)
z<*IQbUY=DI0zgXja*AQ)uyvU;=K;r75$YMc4^1~VOISDg5u;!4SdV>v=HIR8H;5rU
zn((aA1A#u!xPNy&-cFPj<1<CZX~$F<O}b5FaBPy)FbrNG@IkjnZ^6UWH{^Nl3ki!P
zS(0c`vWO)V<COnt^5UU+h2W5v3THl4Rq(mf@i0!t<l?a0HIQp%xw~!aSscdR9BDoP
zQ~ui}c2Gqy(H>58qHqvmUX|y;;jkP(pbJWoiOzI{T}x9U<sW<uUt~P#$IAbs8i0W%
zQ;0eN_+$FK@x8)Bdy~Y`&O$NIoWK~0%<*ikU#*19jdWT=!Y}yCn(oF70yb82<@`-G
zn|7`f%6@C87jh<>zT{Or&{~(54(E438On}_cvMS>G0>yyQL%g%^G#mpc_2@?1R@6{
zbaDS1?o{Fdv48ymgli;|cBqd~W=$830sK+8D(g&V^rubp)0v&gUyDd&O4;R4j+xil
z{CakAfX5S9_WH(FTW|*ZSMS?P8KIP>Ot@Y{s&O(z=0gRG&;l0akHO7I3Xm_PM4vq2
zX;g#VdcaM`{%{yW1bvAa&_=Rhcy^kU_3-t{^Y`j-w&Y3GEzv`xSCc~MCe$-`H5`_7
zvCJrbBC7Qj9;z&_Sm5+5JJj}=YiG}SIY+-hp4g7q4wF?mk?Zwu(;3Vyt$4@lk<2;5
zh1a8AnVxRE_$4ntLGl`|^Y}JY`9`6_23nB5SPb_cV0VxO9GaV4`D3YafHJ0-HiH(Z
zx_A6OXjD{lSQzd|HQ}MH?Dhy24o&E^^_pvTY$1%F&L4OLtXD<oc<85?3Tw5pI${)E
zkHLxs2ydS^sY$T$9X~UCa7}@FnMfvqcjGo}8mAzPxD@BhBxy9aOlsoP_P?Luv)ctg
zQ0$v35^nvuAdCh~%u0D!9J61U@-msF`61>-WG)AqBu?t1u!PS2sk`IBMJZJpgHi#k
zmX{dAyfi}h8;3$4X};{g)7+;I?2Fn;WJSlMp$`86SpSse(jq*FoYkMp;xl&a8z4!2
zGM4R9{Q3PqAg%w+tPRugNilB%LPMi~Z8O!nK4>L=bqxnFz1Zg_2IYzr&_vt#;h^xO
zuC+oJY<}DRrQS~BMc<KgW|MelTaH-Vice(w+VRCT!ihmu<@FjP_8oD?-p0MNC4W4_
zCfM|<xF1~&i$2_+702JCL1x@FF42J~CTk!!C;@s1LBz0E%43U6I^{8C3D~vXuit&p
zV=p(<)q;9Wo4n=#3xI})ks4aXjh^yVI_pj({R1wNUslR=<rqIs@VH8~dX^+7ogN#n
z;1i;;Bq1a0jcTq~TA8;g+3`Oir2+R}fWT|buLZgWnCP9@@Q+a&)Kfb<oVgI`2VS4{
zsa<y{?%s4kcf_q>Ne*I8xr+vr;q_E<?P72Ca5<6qnk@o&&NyLAinUC4{U3lL$T;;g
zEUp7uDEVR#>p+(0)v&|4w!Sbc5C1CZHS>XN5;Mx=>=PJN@M-SOz-3JFlF@@M)8tir
z$Bpji7?v;aH#2M8bXfQlOvEiNPXaf@Y#o6OQ~!dD{hXE4zPA{!p02e&QP}@CeWBPz
zJM$`58MT(uNg!@2w`Bi;yO787!^o{+v0HgSz+d)d4VkaMj6d%<E^o7Km%nwfdsrdo
zGnjJ*p`HeE3hC;6nw33BMLBv45e=)?;u2libEA8WL2k%@KYigi#P@xqXQFerbGph2
z$yW@udzMvKG61=j>27@ysn!J(9P1Hnp$q0i5^bgDi&ig>_dr{nU`_Ge?Ro%Yt)Fg6
z_g#>0%UtD(O&8@}@!$&-o!f8O$8QCf4$A>w;3hY5CZko!I>CDzU$^yTel||=N95~K
zW}qpj$Sx}0%GUBHFC{7PQkZbvzE(N1LaLy%*K&Dqp)WgODKBOZC}@mJ>|!@_Qe*mw
z$t{-CbCm6k^FRqiBX^6ZX)9uDN&NUqF(lErf+7%1BHYM_8j7TUTP^?}l$C42jk>0%
zzpi}ezA&;s%lh-P$c;w0D!rQch?uW(1=iudIfHMglXU^XI6<wRNguGG_6^Gm5lA3g
zL<|xGpHSQ4{W{=c(ZQ`@Y`pv$eIPu^%bdiK!#K`8c24EhRj}R+t5@&-6w2H|f7j!a
zTR4KR?d>Uq1-7)k*)AODYJ*6Cg#QDSFn^Jq^sXRRM3(<jT;UB2k1<^lVF@SSKEJP`
zpF}I$(lP?1?c9)t>LAX2nS~@x(vXQkx$U{z+1=knPEy*4&p899u2py=$geHB?-`=_
zV+x7eEw@?Y9<RmvggI1p8!)dF*s@JZsAuEx$&!M{cTr3fUMdj{KW78eG(bXu7442M
zU`@;ilJWKi)!oB%otccv(YJPUgbXTvYkaXxX=e|iMaJ316Wz&i|5VuQ&@3A<p#DWD
z`&pJ}yk8y$nq45jDcAhwM18>8%n0AA8*36=uIBJ%NcAL9l4}&W_f9eSrb2Mj+T#h>
z88B9NQfMB`cA)FU1Ak)A`)iH{a8?u+JX2*^<do}7d{gBWgAVltY0@xqcUvpnUCYhO
zqThog{uE=K;qWGZ+bZ`piHC(7!=ePiI8fMc`8wycDc;dWN%l|$#eT!Xgv_0%6Y}<{
zLT@44IO~-gY*dj5DSxl&G<|_50@G;j##VC)d)!#tei`42uh==j997c%uv&iSj$vki
zU%%Y9d55DxuMaFlM*5jJc}%wA0+Ljj&;&eKP97c#_b$at+nIUCHKHdAnoNk<&A4?#
z)6iBWRD>8-t;5#-Ico2#X6C~RnVJP$L86kY<YSB3YrC4-yr|a#C5oJTdinvkyG6Mo
zcA45xo?$G+LTC2RqXK#ZZaStyA!g+CRn=!>1)!I^23=*QJ*~awPDaFDd)41Ax=2#1
zyqUbrsDz+2OR-qCiM&1P#hYP#pWi{j^XW>@yPGoK#KbMi<xv_RKRU*%_i-_M<w_ke
z6S>=(<R}LaMS8yy6KU2)#Pa&|m94VHT<ui?Sqk^WP*<Nu_GAo#gv`H)r|s}1OFuPf
z&5FMk1ma##l9^y=<Hv^I%}j(=aC!YY(R+uQ%<d591_R1Y1rc(JAm7PJ?1GmUWvsB+
z)hK232|+o1g?~ecJ4b_X_CM_6J@8(wuKO2_P#ZPYTGj1qG^=@Lok7rINFSgKf)_Mn
z9UVxI)YKqaesWdhLyINrli=Yc5G!~RvR@M0kKw?mWfxtPXM7*lz^I;z^6`y7u_dVD
z0jF$&48Xj8X|pr1M%z;bQ`sg30|YHD&P*nAX`EPiTDmL`>3fPo>ge-RO^vk)v4@ja
zoI=!5&}j_TFx+xC^`fM{q@oDxlhUhFS-j`}*N^?b<HlCN9C5d}Bf`BEFuDbzb5@L~
zh6k2fe|aEfG(AMC-*r;(J|KG}h3#*%(eRrD;7hgZ3GU^yk0r!X29c=^cCJy^jXm#u
zYpjEl{eX7rLWJn;+z4+()x+^3CZ4^nj}VCEO2G8i?k)ESs8<-2lcn;|k^p^oZK_i%
zZ|dW{Z@f+k$6+sUmGhpi=Gu8_NG#m=T_dsc!+~$mv?T4YDWBJZ%+{%#L&_*F4+Dim
z4JNIIepD(`EVJn4souKsH~-J=)DF_>G-1RY5?y?)A6K((QXtqxHXBatfwDY@ZR1!S
zOa){XKWa@54Henhm2AONvhAmq=b5q7$>rt$7&X4NwVYdN1+2?{vuMy$ggo!cBMten
z&`a~%8|ecoFm&k-?BgLHx=}i%asQkg=)T5BqBwhT7aWkP>pS_E(dcZ==;jmNQqVaR
zeML`GgP#vh2G_8B=u`x(iAFR)1YpyiArp3fAdVGt&4bxD1ZHm>_^1{2R`%HJwn@^`
z3VU>fmsX#=)5}kqjkmj@`G^9b45!BErb1glZg`VFABS<@ZawX=)B91xD(!QY4A$S*
zNmhicc1lX>v<`mM{^r74v3h@BMFF7D#8)<${ADS=Guv_zshvtaLL7S|b>EO2c&e1h
zc-qXn@utf~1n}7i2js-ajUP6jVrcMCf(|rP(U1%)R%KYhw@&sC^Aqxdekg^bhtftn
z4N$GUzfmf6q)R5F6emTO2Vo2fYSK%qW730Rz6?8=%Q#e#M&zVk&@&A2AHg~FESK*v
z-6%mC{INzdebKVUQC|2`TvVsE#`O1rT%QoB$?A!F1M+dovhcBmqszS6E6i^A%RKF`
z?rO`p?3huNhwVIcK|0oxU@(i!TT7716GF{mJR3g(*wh3&`tPA`Q%lR8TSobEot7C4
zID91W$q@{j41H7wqpylV4njk>Vw8dLS8XfrGor)2l0%&dR~8}+SGu2hjm|pj*JL@J
zfeciQAW9j|j9`LOCQqq5JzO_Wxeb270=wKGdJBVYRl4ORCW>yzw%Cfq%ur`+sl)6t
ze}Rqc>ZF`O;3zqwP-kxYL$z92&-WqK+e<rN+Q0Qq)&@e7ybr&U!ynVLC{;vN%GR8J
z2vO#2xO@%}NM23LxI>otXycQ~X}w|lR_IUdGX+#%Xu}x`R1yqTm3asWtPc1_1u|&}
z8|wV<I``_`dJal)lCgL@WuV$(to$G-*Tri@tk9m2dBnKYu#H|Xux~H<qP1aa=j}U-
z^}&iantDi?B7_sZs;Z}?Cq6+b$ET3m(wLL&8P9WR3p_Y$t})-3dceRQjc6$v+nK!~
zR-WrxABC!JA(YPPU1ZK$POlw}b?i+t0F&=!<g|?&tM035laHN%%R=&t#v2a;?qmeo
zo6UGcan4(V3QxYucIt6hREqoFy-OdXkN*$g%U~rW<imb>^|oN{=AD7ri2-DrJAnZd
z_{Tmh>pD5?)5E&d{5#&Cv(}l9idWD5QnUM4fbI{!_I5o~ih<3oXG04M1V^R2*+RIY
zv|vmo?0wm@T7VfwM^v7>u@4g=R1$Xn<B(eQ@E_m=D=h+f_=+UxyY@8<d`6Vo9PROu
ziSIwa2YekV$G=qvnZmec?kCy9yC)$h`1i-lGr`G1&C|I)yeeV~j^rK)k<ng}@b>e7
z{Yd~dVV=O8E@keGP=i>ST|FrLyHc1R`~G^|R(@$S#Ye1{cG<j*t$m?-@?ESrv*K?i
zvqZ$m7q}+L0v>%A2O|2@a87QqbW-=9y|oGSp`D{IWiK6cv%H^(7zozGd!uvmMpOyD
z(?X{l?vaR<@v**$cSt^(=}gW1k5()ERKH;N<yZbXjpvPlkgcxMxNpGb_6~{MAWF8S
zU6cjyB92SN;}c;^yhb51pb!X(PWBG0tJ0e_%<R#LGuws}runK>qE0c*x^m7NQ{dNA
zCK_V7cR_ZdqT{c}7l~7~TD^m!j&<NpYtXWn<JC~!ybc-vx)|GxM#tE79tI%=e=b|w
z@Sx4yYThGGzf@7m$T8%vTSLkw!F#w*yXw#}S4Cg7favIN;}Tq9w^+Fx=D>TWPApJI
zKo*L?k(HY-?@>Nq7KY=_LnVP@2POd1=;N=#_?V))AS*CTou4CJp;n@wZWw|Zmj0`u
zZlaPHA5O%eeUlQoiME?}+VQ2o(K%|}>S_%7TYy!`rV5MpqGihqSEF9ZD}O$yt~L%}
zCOS6W<%`=j%ZIM4zw{hx^E$pUa#-4i+2WZY<ku%<le8EE^+xD;XHY#)&?&<Oa1m9%
ziYXIsELmA8ze<k^kVtUDdwU@>ZFk+wm%@YOqL#~1V)>{E^PcwLt|GHUE3DTwTk2cR
z+GegaJ30j0hn6!v8m7NZqCbut*KVt)9wW!Gq=PR{b-MytRPmLG%Xvit<kqUh(v?e}
za;x#8seFE8K=u@OaentP-yClO31oc!?ftFYwyS}PyB}pd8~4c9%S$Q}-h7bVuPYh1
z-r0$4-O|;O#&p}ve#Ky1jDx%UsuBf4SWL4e`I6m;<B@?%h?OoqLBzk@Ik>!>6)jy<
z(h}KD-uVJ__NRCJ&P}pEygcY{%DWv64)l>}J@zKAywc<K45GR1xst0dlE1$bN8R4Z
z6bn?dIr7xagarA^uy6dxds7hq=oSz*wXJCr?_f>h&KPCuv5xB<hNCixvU@#@r5(d{
zO4*0H=QbyT9|y;mz{wEl%QcqRp3)IehJ?e>_B<^nZ7o5PJ*MPd^9b9?ahWhlI&RS^
zk6Kd;JvT|gnG$Hp6P<v)^-opIm+T=&62&msvwxq%Wg{?}7iS41sf`Bno5hoJRn1Ba
zn3cgrwb#xW%bIg-=-HGk1`#LW#UZ1NQAYIW=HZO6>gxXa^7Ca-!&%@fyC0d-!;;VF
zSdg;+Dp=ox6^xWa^)dI-29|uDzWM@@@u8|?oH2sl1KE8?5hRDw&dwDqsRMOEoz}@*
zqlQV47^w5>0C=t&R#pxTMk!BO6pU>Y&(kJ}Fq74cSd+?!9cU9603evypW4?~-h~X6
zTCcJAXL9XcTR&2t+R?UODZl^D`^$#yWTfwwV&IFBK2QTagay{qQF~jyi1qTN10Jr+
ztne!Nb~?ZpscmFS^(GT5pbs)B&!B50UMybYl{1i<jdp#jfqFD%U~?#V{o!uKxL!zC
z^P`9;k9uUh?gzSMxfas+Mh#NWFFbwAj6nHqjU^C?fjZWBq>aQ2_8?lh#}*^9l_-v=
zS>R2G%gdw%UNcqtu3Q@lNs$WUVX6Niy3L(DYj9ZRp7U_E+EEq8fCY!EM0l4o$2?MD
zDW?>+uZ{D!u;@wO=l3yL1s9H12-znqV=2*Yen8HoUnnIm7&z@YHl>b!&kyq7ZDP*o
z9|08fd6}4Rg2wx}acxPa@8(~U-0wjqtR+LpY-%f8$}MjEDna&U*^z_5<o2x^G5ClV
zlNE1j`Bz4@uk!gy)V=ntNeZ#5?&|IVtmbfV)D1l2gB^r8Y6r*!y_9*aEv5nFs%EB{
zi|3O{|H!Vm%c<~ou~axe@*_S>hdB{_J}Y<8=eOprG4GW})=e%9=e28BKPoeMRYFJH
z<8x{hZ|~bLLhZ0Lr9W~dx8A(81AC$gRkvqLYM=UbV|cA95G`z<XrGw;X}L;$hC~K6
zls`o39UK;;-K@~YqniYaVPf%?o|7aWrdeMC?o={Krc=YQNij$I1ueLv%IX?ZZKYl#
z`T8n8a8dJH&5{+(It5F+-A3WzV3WFRl<+Ra8XW7(ry;2gB5#r~5o2RwNngNKwf?4M
zB)ReHG`39&J?R8fTa)(1j()@Q55N@j2zEjLkK>S?!h?YO>MplriTFRvI-b82&*uIR
zPI`OYSN@5(E7yY7v*mZwT;4)wYUJ!wS9Yo)ee?&ia?R(&;;nPmogyS3yZmkoqzw;1
zYChi2J6U|=^xJ`~Qrj}q=ZT;6=vUcR;39VPzjZxIMGTvpOSg?evC~JaR|qQh#4*vK
z1qJol!1r(qX5HSsm+m{V35%R(>T8yQf%?<I6hWyX&#QqYwjfm1B1Tq{u7Svqv@B43
z8>4oKfGMYGk!sSH9&CCReE?jD5q;_QS;c9NrAo;PmK?`AzOl&%Iq;dS@>^>F+#t9Q
zA!jb!^XdVkB1dw)k~iW4{kHBf)dVH79iu;C1Enqr!7#Rf+LF5>*3aO*{{ZvHuev@W
zd-1ZN)lUa5_f72DC7*mPz)Hd8W(}}iSXuwl(Kb$6XG^7atpL%Z2zupQ^tE=0ab))i
z@o<D8Y*IA&@nYo{hlLs;dq%bh){1Q9H0pEz!$$FXal=8#L*@0PfiifFK~g~hIFtFi
z`T)ixaOJF!iq#f7dQnlghrgrAMkgC&XPiYOR@bP>pma`Pi^Q-Gs{9q-Qnzo)9hbV;
zT{JSi_9`W<3sCF`*CXn?H9WQD@nYgH>JBuy?ysgD3?^Ixx<*P}fRFWZ?1H}#u~@&U
zQb)O1RxR*I2IErl!(?KN+z!vZLnEuGpp$v^Ov#YSFA9yB(yb4($@91kH%~i-CIh$1
zf@zpX1Qz^umNhfRyq1drYCu)OK5=h~)#99fD<nZ1CeO<YgXJ}OI)m5Pxg4~Q_MfN#
zir*?=d~FEECG};a@amYIZ_WFljAI4VfT!?Wl=0SYQ8<C?Whqz1R`Xou78h@$&sl!$
z0U1BPf7INIiR4Qgb(m`aBum<qX)iZ&2}(ti27<Lwi#rp^`)a|c)4D5$u(5`v7?jhl
z`LQop(v!Gjf2DKtsuFS*y83^kAwu2625@A(w(hALjYFm=PHE3wKgnoN<C5<DJ3Ysb
ztvxCX-G<GSw+k?2pw1>V&80KfD{2Y(%L^2@veC^sQ(~Js+mpPKjPGzDHK)bSF8tAX
zR6YiMSV@>iK{7WC5YAHG+ahjsV@3c|9k=)b&H_bUmfGmPRhM<fV(**@qm}1XA>l|>
zygb!WkjZ5I{u7Z#0zl6Gt!QYKUHfent(dB-^fT2Ff_U4UJ!mz<s^`%&L5{B~J&RzK
zXXZiJ{y_|j?IsVWe?Xi#1AG+s6~!0;6pF9PDPg&8|BJJ>3N?8%mIHW<yays~D~(|D
zN=Og^#&?X!7)?hSf)C#aThOUD0+MCWJHvqQs)lH`JXURkq+{Ma@Gt@OK8<!Xw))%4
zmO5xFJ&7o)7{#3<Gqb(R`1--|r3-`*WM!@Pu2hGq*|pD#A|o`tcAB1c*J!c*Zgs1!
z_3wMCNPsIk0v<+OWyM}UbdxhuY3p{}D-bS39hPL|J8f`cnv@Sz>WDC5^dw-p#4j5E
zy5q<mc(q%@$!z(tZxgPSvST*W?uH`w3~;?F=W<%)I2pF$*Sw+U`q||HSZc_dbbU3b
zYK%l_jDP{&1U_k#fI42fk2kh)wwMh|#M`CK5Ki@4+sya>Y*nJW!|`2N{2W>PGyVfa
zFzmn<bhzxXT_jqQ1!~yiYf+0runGbA)Z=fY_B|4EQCSz(%C1$&v-yrY`jhX0aQ_;g
z)#b(8d7SSaE)nH(r4K_Ytk*K}d7eX0&m|~GR=)9c%<?}v3)cBKF-Y_)-R<Gpg@x(_
z`LZ-8jXis}EIi`N(HV8EXo8pNjUx#_-9MbF94iSN$ZWn{=|nPQM>h$bgV;sR?rtf(
zjQ%2)>P2+DT9HAhb(i{c)3);Uv<vDAv1&ysO?QID>{Z=wda9;>G1S?#GHT!N?3wC4
zCWG%*y5D0th-mgr@aRWzT^reLhR8Y_dqlS$T-SfI717Z?Vt7rwWAq=uPySB@m4N7&
zmj8QbJlRF1*x<=8uRSKOqY^P>qIRbl$GHdnDf+z6IbHNibqHnzQd?NP)#F$db|L*4
z>UIx?8#p*2tTa<P<D|K?bM5rj$4FTmN?f65RSmHw>>L1Vj_tf_ai*kFOPOJM54r<#
z_LMPC`g*Tu0z_!}a`u@sBO?EK`!a`?*qH+<O>0Uf3*=giG}Gx6PQUb`W;;v>WbxcB
z6?yLH$kc&>2@My;9LqPJ2o@~9lCXLb#kb1y)}IvZlXtbhuct_!bydMmrCIh}CMsT0
zeJLj#$%G1&3A!`#yYBobAiku#wtpuuaa1v^(UfYea0)&DH;e7x25aGFkbOzWf1D=Z
zRHHu^H+75gt%3JAKeJvnoBL?skKJW>)0kK)VITJ`Bku40cB@E2gpUhG!FEu(iPb~U
z5v@20GWQ>v>4N^yuzXS6Er@5UtEbb{^y|`n8k%PXIWBkLwO$%Nc2}()(-T|l@f>~q
zlGCXcW~06u1+S6&yH{Mf=p4RWy)LHj{DV)!sgC){i7O;Dri00*LEPflVOFOrQUA%}
ziW+g^ha~FArQe@q{HMgV6rHS^^AQnT79C&WzH^-D3;Mtne-rG!aw;wz+qri49Tgj*
zMDi~P{t)i<;g2eNhObBP))P=_b}>-=s)?Kdli2O*fRZbLANjA$ecr9|^g4;1zkrY6
z21ao@utiRVdzZMYV&0(Z#Esv##11$H`x>>4D_z(0MXo`NQQM0~sV1U}tBvflu+SOv
zqs-MuJ<CGjj+=NS$%@!7A2*-T{T~&*8ED?Wv;!rq>uvJEU&l<w4yw*;{F2v=6pPUm
za)!|D2Uyy$*LU8r>Jv+qJ-l$C@lo7s0ATIkvf_3*ekx5#msU}oSo_LxQ##|XyV26H
zfX4?<DWhKJOvUsW)&1Q&sT^xM?$WS8uGu_tJPo?}Pnq<vjN-AZ{ID58ucU64#I_4D
ze)FzC4(B3!p^mJN9p{ey1FiDWp_Y0$b{*YBK$Y^2kVoZESKIWHGp}hsW_jKyqxte5
zN0%h~u86am2-9nBGVT$^6jq;9!2V2mGGhl>=Y+o-+v2Xh2$e$`0pRarP0+<w_uZC6
z>(5)|AibXC;Ob0~H)5|+6(NA9_j1`)(H<OjM|FYum*~!zqXl@~b66skDvskyTdgSZ
zbfp9Ae1vrIxBTreLOEU^onDWVUs5<8;@ob+|2++T@p#HC*Rp0i`T6HIskZUQ_6VGR
zq0#<Rvd#etwjo1#ZhBtLI0h}F793R_(E7=HM*=2;s-|CPs5`Hc5PRUgGkilIW+B0x
zmZ95|7Ig#D$>mr50vIP+YG>6w<Ap5!`ea*A!M+AXlin7jTXa?ka7gS~jXpW1KZQP0
zJJ+|d5~^osdiMidX+~t#{u$^>E)Ujd3Ox~_asMQ<m)ycAlWj*?V;{ddxr9P*ivvvb
zjD+5-e(c6sDHT3?6Ufn`#MrQkKb>=+J5z~o4|uvkZ>6&yOq^a6aK*;$w;3*Xg}I{;
z`&cA>H$yuf^nkZ}1XPNtg}Gs??l}Iqq@<zZuU~fnT{Vg8S%s&>y?;L>jw<xU;<j6P
zcKg=QBhF9gDsdeXhHH*G^h?2Ot1YF&5xE+`7cClezbRbrOumR}J+%k$113G?KHa<Y
z)J6|ak7qB_+4($%@Q!=_2PkcpCUIkawp&%o2zq6*!XE<XgsLy%g<4^bvwmXGq#_<z
zApV9}+|Eaw73#xQDiq8;*;tRR=?{^-CVLy{Z%RFNB4FA<00z3IxltGU-ljuox4Xh_
z0QwaNlaM?%9AtE#%Kd?6YDi)8f`*Vgn>nbPNUDxK&6IK52Fn*7YRUL0)G~ZC#_n*v
zxZeli*hY=00D#zwR#JQCTjemIx;?vz5H(d0+-DY;9GYP+u;IL}iEqEyR|b%6O4&0I
zb1=qB=<=3~J>8!qFt=qS8JAEmaOuSMwvh4NP6jYn4Jel?f$a?={jnBsy^bfth@(Xa
zRwc<rbbJcG&X#J)Ud=xl8U^T|V|Ax3M_5|Lm#Z!+0{ko~!Z1CiF^{ta#*9uH&*;J(
z!@8olUeS*;jvuvBOCIV(Zw<|~5wuTGqY~ldPkh<V)fAU3V_%3~o5tP1u}iN7)$fB?
zYc=@Ut=}9<h$!~&+)}R0MD2(nC<J14Lc(<Z1L(~2S*m#PJFSc-CPkCep?7rm)D)&`
zpi~Nj0S4tjS%QCtuV%G88^tzp2Eyf>9>}yXzhZ6k^%)m$r~}$-wpB%?xrzCEtcBk^
zt3UJOx5&&dJxG#x=H(A?j=wwx6aBzBEIp}{kK8FZd3k#WF7w@HtNxh+^Xh$&>&x#7
zRWt>!4pbFzVc}}EeAqUF@)<qpoI6O5&%I&$`a@?3?+QJ*D86k!F2#R<H&Wbh>^MyH
ziJ=w0O$%JONE(#*T_)xni!jRsUF+Hrnm=O<;lR{$uD?uSymjA=SGiU7gxiC{k~E<e
zrnGo|_q7Gjrb9m(2TCAZel<=K_A%L%=_)AyfEIbAruIDhm!croLJhYe?4#miANt(o
zkVBnC<z{EeYn91_^=~e6p7}~9CcCg}iuK)O#>KRs#)09pG9eV!7}KAiSq3u_vIe~U
z6qhdSl@;d30g`9GrizaB-?)o*Z97<;B+q|NY_0iuSZr40C@(h;dYGOEo8o@AWh<h`
zS9)aLZ!`G1EKENNTm2yZyol^WQ>Mw?5cw-jty~nN-&|93XU%sUDk3@=?#(c%`L=>p
zS}iD&Q;6<iTE25*N<PMbyKx=W5W`*F3*BzO?A(e|1KaS$0QmH%gOc;QXd6q6xKMAv
z?(Uyqs%nst!jTAtczSiJkWU`Q5lM$0&@2XigeH~K0o$3UT69dLy@2g7#E0z(985YN
z&YL>i;2kT@HMVYfqF2tcceYhADctc>C}9ccJjM1iN_*-_m^f3DUFJ6AM6KMVGQik+
zS>5XRto}DIs2TT?+w(`A2LHrlFok*SFH);mrl)6f=k-*f`+hM;E{ywH=~DzArQV}I
zC6i7Jj}v~*Zks(<KF)i(+%P4x+uHmSDx;%-RAt`R|CdnR;3SzL6Rs7xsEq+t6pkd*
z@>YWCgp)RW@GB9{{D+Y=TE0l};-S}JK>U^d*K~Bu=Nr%kZ-}Y(fK!?`BIX|%(3M!N
zR>C5OGZ~zyOo_j?ijJ7|ufSY9!EAXQ`rl|kbtjSq{{bd*=tWh{P%jy=Y~PKsEN*=Y
zPBLR_2PY85&LE4IgIINU3_IWilvx5jkdMAd_a0tI9j>Hw8<1_A)N}JTLi74PsLLc|
ztiX;h)B54ZJ_Zv);@vnRJ!-#x%(Zp{unYnO87G3()p$YU?_p^%0vr3UvcE3B9&;Sy
zUZJC7E&S@@>P=X?;<v>d4n9o&4-i+W<f_hLjV17eq8oi)`1PV<C;od;AaD$_NiNiZ
zpz6&;(W)8min3#cV+_DgN-E&i^<-V|1lseWqLSx2odgVds&;8SpWw=12V?%8VnXIV
z-4ZV}FnY5Q7CUlmT#RJ}syY@}fNZba&MiD8VpAa`j)39=+_|6z7A|s#w3qb*g^sE2
z#yE8Sq(O7f4*sSN)%0@Xoez60r;kpiMm0rzl0~t6o6{i;3Vi<BwVW?Gs^RdTL9mk?
zLWnD;`7}vmTVR+#hSkT!y(AtH`yBjcLk=S2U-pH>kO=njV^RJfS0!S;T!~xw>s0?L
zg|16}X35%bW%})|H6qfEKKH!fxu^E-bCmht9(4a1mG=92Hyra_D{f<!-WnnFF*Zq&
z@mR<E29K1rbeUD(yv3q~dBz;&GbB!g7Ti$^3SjyJUQ-$gbs-Y0NsG3ks{Vy>UT>p_
zX&;Rv@eY2GrkA#ENRM%mFwL5}A@!0HrfnKAmAndNn}0y3w<SHok%PXY<vZI6IRXhP
zpY=frCj^vrU>)I8BSVP8%5bppeYY0^rcVEvJ)Fj}NsQ#2tQuq2WT+H~&OU6|$zM7s
zx||HGP{hzFmkFnU%Vhx{$Gl6Vr_a-ttG}PqV3rqTO1(n!H5wnDEW;xrgQC{UT1Qo9
z%CK-h$P^AF#w(97xm%z?w#&uQ_59)X7Li^Pl8DIbq*!ewckgV_Uh>?CmJF{hxU9j8
zuTuW|&l)7X#K{c=xyvg#U0#~t6>j%tX{Er~9e=4J9N&gqv45C5%kKekvDNh3c@A`=
z_O{14eiksBO%;Cmo%SD<{U>Ig4`eWgJTR*Axuv@B^tlFyjR8fi_{iim5<4kYc33#7
zzoP$uLTr~lrE>e?3%}iNEY4HL;a|hf<GtNTYxU|(4%oLVA9br$mgY|~L3)G5rLNTP
zT$C7-KZ&K=CN~o+Fju~M&ior7%hP;o|Gzk2YxV{h7!(iUyu_Xfy`1+-F01R0XvQ>2
z3@z~{A)CaFh?tcE-LtwXN0}wwOixb;7>9KfRz@h{#=A5u%X7w_APzjWrNMfW)YAZc
zm^JVEBKh3zIkxY%z^lX;yqw<D7yCD}4c}yk^2hIemb1;Uz)Z<>w=)Oq2a(PrmOEWG
zb%Vr$i+!9gH#kF2Tv|S3fro`}8GOQ@JLuv2OzNIp)B@d5LBDl*d8|83cM_g1ni!4j
zX#OVm^m?6o9IzG{G0RmDasZ7%<mBJMU#Yw<E){e6E#dX%-Ed<bFJP}gBDv%1habsV
zZZ^qoi}ml?I{f*KtZ-2$Iswep6OSzW&wM7+o+rrdzZ6vuk2aiZ4fg3feLF$<(>C@w
zsX+D=x^TVD28xG{xX!-1pc$WB<m2dEQ+Te|sg8{+S)*(}?z-antiW`ySJNo)nis>b
zX$+4&Znbc<Wl6|6*h?vWmGoxLqc@pj_UML--zLshTD}|EvBxq`I=#{D<2qLa%}FTF
zJX$vjfSmmY=tet&d=zc7j%WGxzhwfS@~w`WEK<^nw!8*r$@u7Mh!er7ZcR;kV7bQc
z-8nEku75j!)23=gw$}gB-hU5sg~BO4KH0!XTP@b#VsNb^ZUIfJm@M=J!<TH6*Witq
zaX7|b7%?1DX^Nk7NyH&impbu$Xc&;<E?n<6IEIwjW9G3hIHuYSxX7VXN(_i-y(t^5
zmu~+L@OrlN#ge<(vElI#Es~e!DuJfr<E83&H<()baevuB){dKbhz_mE=LbRcU5Gsy
zj443gpP;Q42ejeu<~evLp5yw3qEp%$j)o#WdUod()~ZpgnDD(16zlo?<xV?RT8|bO
z6{7<V&3Azm&4*5S(%$|g${2EP^~UQq{rw5N>NN@3Duu8Av0Nj0Uu|#v=E_S9NtBib
zycH(Z(e+UYH+|j#7Z*T0-l8@5J+mY6xRLJLDc@8>z!OrU)sjom4T-Ti{+7~GBKQUy
zU5XDU-+Kp23h>jkECOF(_lqL4=wT<TWOX9JJHq?nvd(ROKhGZ!;&;P>&n<kHo<Q{5
z195%_6&4kd$#N3atw^qGXH${H&8P?u2}xAjo=OI_xbrs;TrE3fCo$D_Ai4Zqy58Ff
z`kH=eYrEr>#^RtM?pHv9Prv&x#8jF6tJCTcHHFo=)y4&j=zQO<JU-RD7IACR();rh
zR%hOmml?Kn&5z(yZNKk&{j7NLAc)T;=v8Oefxd{^8F)-p{ds-R9|F0{87GG;Sz@ij
z9=8t~TzTp-6l0VpC9_{OOSk4EStN+?#%YhPC=n-1YmvuiP=5$(jMy?SRWPkR!)oI@
zMz3ZOgbCLqlgfVp0Xm<foQY==ozcUGM{Tq};;EmP1P-}Ihn!K^=q%eUtHVw;H<S~-
zKzewl9Y*vI)7z2W6s&8z<pn?2_a@1LruNoKZk&n;&W1nMwfC)z>?_*33)Gc8OCme2
z;o;WD5_~-xjX8DskgV2G{$_bhdZY1eKlT`tGp!<vwqt?XpN6TqnU<DjxSWSW`b2=k
z6hK>VkD!3Y3p#5eAmONXr+pT9?dDxGNsw)ns&S#1Oa_qJLTO#iK73(YqxP)hkZ-q)
zs>cMUS3WTZmbN!)zjL1hy*gz6W+G<;fU2EX1ni&cD|f20v+t%&<bTyiq*c=6t)z6F
zd1=RAe2~}$XWNc{OIm;Vv4w7|Rcen8JDk<GRbMd-v~aFkVBWXml^wZx^ZxL3|1Hs1
z7meye!woRykj~;3<i?1UVx~uOi@eg&@t1OIORH&Fw+|?g-&~vvbUxRL7swBe4s2r4
zyaW~wbUM|QiwCYKa;92Ji98<JRdDTK3}>j1`~k@#D{A8%lcJB*FC$-4iCc|>1xEG{
zS4y?`9fZg_*8h$9<adA{TV`OxC_k|@_l+?o2+#$V_u)3dTH#Ih_rk0b%5WWFB<87W
z3-beZjQPo6;ImzGGh;*~RCd4)y!1VSwnHTimlqsq)`hP2GW7s3%f>?xoX>~bfvgX!
z1Kq~bYaTR2Dom&(u?4^lb;t>X<Scsk3sr4C%*Yb_(lF&8O4+@6#v2t*co2B{Z*JXH
zsBTAD<Y-a@5XzdbIzzx;LHY?89u*!aGq16R9@DHs_`W+ya9iXbG0XhP&bHCzw}S!V
z7MdGnB;K64F+aZ3_N{;m{5|o=8JUt>MD)N+2>9xs5RlA0eGE2gooN?%1MM0s56s57
zj+Kkd9LApEVMAYR<=B!~T8886TC!Z$V?iT-#VKZBwG+rJh=U<=4jvHiIwQ-Dr%KrD
z22}*(h%n7s*3WHLAXUb)*{K^$&P+s$di+F#`E}JDafiDZMedAdO;iB#tggAvXDtIb
zINa!2^fU&i%w<GGB^paB!+=CkNd9(hKW&vym#S+xF<b;|+;QW)Xxu&tp=P;l?I<r1
z625;~R#0ps%o9k&o=q8xuZ`Z0n$qDhap3>rdE*`@97%9l@dLX89M{0Khk12oy1c5~
zD!|jzRzw)Ea*Or>D~c_#&?wNTpATmBEH}7ZgB0l<mFTM5$XVn(ee4C7>QlCOwP)B%
zn-(ykQ+<{zo7~hRqdzd+K)a%RnWg91UEW~Xv^mRssh2Ym8P(!@dL1&!n-;!83(C<C
z7#13WI+UuXjzphLs$l@Fg?b^nUb-Dg*6OwjM`?Mmt~nodzqwi_w_Q~w%)84m>TqFy
zxz6$>oI24Pk8UHPJz`ewl5DQfI^Ps7StmlF!;3Hobl?H{ir|yMg#xcHO2<>pvUXbN
zp~^};cN4#59}eoyCU%CWc7~Ts9+~!TZ)XL|@W{8DydKsUZqzViNJbrdyKV;2qA*hB
zQs%?fClGSfv_-YO1NLS#3uW_<WpU&bRW{ap{2Z7O_fnE6tiYuvi&UufFKPz7EsK41
z@7#KI4X<=W87RvBn|c?dsnNx5Q3+gCr>;oNUwt}FVQEm)02<#Sj1<8z2LM5i({nsF
z?q=&6+e&b1$+0}+9JeAHs%d=2NO+$o0VdpAO#;$)wtH@;Zngtx61r)ZO(_M(KPvG{
z`&U{Q7VlxYS8lE)qp=eF_-5&U2&+nWUjIUqrDV-LO%6>r%kX7ye)xG8pTU6xboahD
zOi8OpxRh}H`-B;|2*21$#kAmfrJ}J#^;JK9PA9E|0z@}3boSF%X2R|k?OEfo>uYkx
zY<ym6;X(66<Vz95Xaairez{)r%v}@FO7@|u#Z`(w7Y~7D9frGALwfiFR?sM<;i^G;
z%e0iG+e+)lB4i#FV5_=4RefCRRIVI$<UETW7tKd|%kKXiB|+)@p;4E+OwV6SOpc2U
z80lQj;lspX=54<BwR;VlGBNq+3tBr!$C}BRY+S3AswbO(5rzYBtVu#pkiie>^sDEI
z*uPq32EFr+nb71Lnns|;*5icjJ&XvY<GMm1%Xg@;0U{HWJDt?m_<7tX*3u3Gs6Wn~
zVaP$%De~%kCoX!J9fe|`{<&t)j(!aJRg2m&-Ts}B<9jDKUe9Y;DZ>(V@6xTzOEw_B
zN+`VmEO?wRJ<?J>t9kF*Z^okHT5xmEn}5*AW=6Pvm`BQF+hVRvC4ywLlIhJGUd{6z
zsgeZ0e8yD=IZV!Y8br=r%g*m@;knYs_p_)IPcxP+@55E~$fqng(Xtn^&85_L+?3#M
zlrK|DEB{GQ2AT7U)yjZ;BG*~XPx%)uuKUNkOG=dP$w3$T-+84_RlP)h&#^;b+*8)j
zTqTMe9u*P!iJ0f@x1nM`S3G<~`3DJNc!TzO_YE5{Cu#1E7dU0_J6w|0dPW3nSZ)0D
zWA)qc+R^_3<hT>W5`Jv=X{9r93Mm$GTX;4q+tc5q`OOyO<whW~Muk5n*8fUAN;}f^
z(%G8R%3j!onG1bZa5$W5>oIFV!?|R(Jy-JnPH(prmrV&<IO!V*O@>;MLcM1HPDmM8
z@$Hs*3l))LAptXO`f+3QU8%zpKyFkbv)Wr8Xwjstj$Mvdv#;T)UhR0I2soWj*_*g%
z`|o9C&9w#}r`?F#s;3BKH{2<5U5L}k4CJq;POvZ+!aMzeAy^egcE*x8c@(j5R>2XM
z!wLW3ueV4{cdm(gbRGYmC`eon=8}DE7Kmv0+n6M)dEZcGe14sg(iWOQ@)8t2@FVW0
zIDhxqhItL9^twD01^1bnHa=(aTGCuha+H<GgHjsQP2Xm?DFpa`EQ%^n4MWj9Us11D
zjTTkydIzv|+W)TFz-x|dVoWgx=FJMG-cUBj(f8flOzrJ!*)cY1#lH<SQeTPMcGnS-
zec&ZQpS#^p(|l}dBM#DkVzTU+v(oRrVV?V!T|xs}Vu6$<oHcl3z4RcVCx^M_J$t_~
zTQZhw=-UeonG_%TRKY)8MzGXXFMXl2=R?X=6m*#FQdj2Q`vTECoW2Q8jA!ai{gcM=
zp-K+<Z`6(+E|GRTVAs@Il<Z#vghG8Ec+w(o)2OM>p~EPtU&UZ7DrKO_<#%Zb?Wm%=
zxhGxvFxIs=W45XGCiBrCt{?NhTiwT6j66vVr!^$B#Z*(Noeq#xo=|pyn?FYRDd3GH
z6@koE)eq9hu0Vpn)vfwDj>hEA#&93j9}6x`v_r~F0LN={n9N0UZjg`)3W!ZF(#1qJ
zN>LtE!q6;Ov(&#^J4#v00rM<p41iSq7@;-J@n_j)(wD~c)Di>P&gU1P+qg`#lF!mS
z2}L}G0%-VuH<|}V1B|>P<_ratMD1+Zp5|>8mya8n?=S`wGY4QbL?!4U`amYXAzz%e
zp_0&cOP^OSC!SLLk{>q=uK$UO`WG=ZOT9GA%7$im)ego`(=CU;&@D-^d>d|PjqOq8
z#$Rhl8mtw0LT|x^>yv8$h!&C?GJFcSysz*uB5~l{vVctTd`(&^Zmjd>Im3$KmG&_(
zU=ng$wB0RJ#iyv1*;IoKJ12<tp=Vu{e5TA*>13`;@^4NJG-9n(K*Ehr^u5#v0l_n^
zSY?<d4t1>9ok4+fP#J-XrULb+T7puXS^)lMow6BQj8H3;rT<PXY(#1HKfn<U>tj-8
zcWBT5tJnhkj|}_&>r*AtXJEKBc^^)WC*Dq5WN=d4{`Qrn!RM$ap_Ul_Td4@GUP(C#
zs*;8vW4C@ZbC|D=avJ^FEs?2g%Xd|%LR7zgeR3!t@ppoBla?~6I96(QlwE!ME!|m2
z)sTn;wsylWtUhrudlQLvAc%z;no_GU)O4)piMXoNUqKP#dk21DLw*XxVe&rmXR=Lz
z&AM*_1~5oW&P3mVERdCLLhxuKl6^fv5yfUD-zHv_lv(EAHU0HP)|G86W5oWWxCyQ^
z+H^kL0X(vAP)`*vMe40yEk)|t`UU=~9RU))qOS{TocoQa3%ZWH$Y^aAAyWk}*%~EY
zt0bTn(UA~WUuMj*(REH@O>;*<(U~HPZrtGG=kUEu_v4kH4Ptn+zFl~nqpHEeSFsy>
zqBtCNSO9>X+$uNH(0uECuwjdDhS4lCSF;-O+PjwneWnWuUC%S&axo|ODp!VguD<1s
zi%EBouq<)cj(af8v%5lg9E~|<D#^~hcf@LQFf*!AuEdO{ND-#cvV!Ml^c)P9UJsd1
z{ml77)(x54)z1QLyx?J_9NL^`Zl5(Gfu0Qe5pAOu7y*yW{bay)xmY-ieYVzJph(oR
zWD%(O`;5nEHT3RkV+v<q5Ba`a<GlxA$G6m}7b`TD74IV=#%{Th^rezN*20l$FF(-x
z@rx)c$q|lYsP+Dv1}&GJ4_}U)69xPD=c8R~J^i*_p!W$FVdbF$35HO$A0~3}I^Y}3
z=3F0NgY2;u-~09M0eB0+W6#uNNv0a`y{Dn|#)$HL#zDDE2U2lLZl18cu`L~^OmI!I
z<Vy$P_{PDHusF<=6C$ckip|yP#!jOb(x^bQsJyuO0h0i~*d%vi{vq2_3VrJQm$4(h
zX?%jD0;|z$w_|EF)OGXxy9up{sIv`D<%ZT(hw{2DC(CcFY3Luhx8(^<oqX|3VK&Ei
zVW$r3jKm2Vt3ym_NJ4ojyTEq%vhI<|hM3K~%n(mB4sI`4aRFdgXpU>v{aM$|VTsH8
zI+ai3iH1-r5|crZ|3)+{jdf`3_D&1Fr>$jSbN#M6cU()7utcEa??Hd3AB{|w@Ss;v
zb$O<idTUND;O(zAH)6<LcHd<mqNO9}q{ixwEdtT%Y@g3YAMS=qmRFo(!dQ?aemnj1
ze>-c{o%JgDWNTA2M>|=hLWhX4M>Nl&GrFN6eZ*6s=!NI!w<`KshNo|X@pf9qrIJ=N
z^_`c!-I8tU+dlIO-*vN)2PdG#a|BCc`SJxWrA<M$EK8hp{L+Fv-WxW7f)}!U7QKI_
zqAvRB)YFHD)sJl;{Qm*+J>?j!Yh7mkl^aIx)a`zDRWJ0H#ST}~6Q0s3xWq5~m1to`
zwq98w*5;}C#mX?yAcz}uw%$i2TV3OvN%QfbrkZqcl5!YeEQ8A`JoqPo-aVgZd2pve
zjKq<!?aZ|f!F@_CogaJcdg2-`6v!%kj|b9nzH7jTpM<^#`-_E(w2^gj?Jzx@l;wyO
zLx0~6#f@-uPc#^TlsCB{0}|fB4c}$QlR-q)8M%tP$j6kn(Kw&!!i)}9(XDKXa}Fa;
zGN7OC68ma&V1iGo+8<26x(p$y;-7ty@ge?kf-=}sGE(>5$*}09IHTrq_sW6O#|`)o
zZS5tTYRdV~J9k4i1-trPWAhwNKZU6sj2$+(F>5-o!(;&cZa9m(Bc`>ZrLC$`W4BVV
zN@SyP5$6@L!8E(mK4+`3yuQF<NNBT~AVLU%eYz&F--jLR6C!Zk=Q)<BEr>h=v!VZo
zwzCL`vVX%h4bmOb%+MhvGIR-ybT=XloiivYEg&@v-QC>{0un<b-AE%XEhv0v{_C?k
zi?eul@Ai$~^W67!JzvXSc=Wz2sTg~7%XmHalkd#gZIaKWn1b7|-*Xw}(W@!(BW3xG
z&G<8`^LVvS@*0LlPp}Zz2s_;O^$033?WpU;f{AV%gm)OGCUqrs#+M$eI`k93w<6OU
zr%2w^Hsu5ST>R<r(deT=O1zBQ`QEHB8_3A2yYhPa;Y54TNLWoMDBTrDD0m%We^o(0
zZvMc_v<1_?!qpY}qg(Rrse%q=RRh%R&pjAeWF!`Mki1G(W5KThcnFI>E{J=uUt^xZ
zV0368X_dLmk0UypTzvpZxXOpwvd{%f;qx8RcDfH;oT%7|7~wAwzKp+pG!H0G28e%@
z@4Mi)5YYYJT!x|HYL+(6s!pVzUu1|y8v_d(;|gwc{(O~0w+PNhvP+~C*_6oR{I_@X
zb{z?12qr53yc(lKJz>P(I}r@B_{nt$bhgyak+z7Zkb8_pCbzU0_aR}x?V8pGkPGw7
z8}3-CRsX8}bT*h|_*yO4mQ4itnGnAO%XZz0!hFGQt?^A6R?132DS5)gSg*`FuIzVd
zXWdO|AY(yB<fdLy(y_>V{2uqmk%E?18x|7LBK+KpbH~55N&CY#_Z#uoKd#Mm4VCr0
z6YM@>yk7k&vQ=is@`?6;`Pv@>)>k!q3MklfBxv+h=(c(}ZeqH@LjMvK;C}!4uBwoZ
zk}t7aqZ^GdrrG<DWpT!v_19ZqdU8$wCq8f2kp~o=+IrK>z<gX{5A$lvirI|^lNQ0#
z?aDf(#(G#L?WmE`$(rVWrD|Y%FJ9OW9dFs?oQ}tGML|hmB0uY1D}Y!NItXXoo~eh8
z+V849SgAq<W+5n6*3aKJ6}s&91}$*$1B0=8D@78;UrwertkKHhMG!|=^gE)i#(*Af
z@^hHMKg0|6r3pq^bR&z2!RmM4Rr;^Rw)KgN<`+2PB9tN4;=r)@|IiHHe8lsM@@hij
zHx;>}M;)U4LY0N|9gM}!!L%Rg+jr}ZOlPe5rQTgrgyQkx9pXmU;^P%#k0!YtSoHLZ
zBT-`kjwE?lUb4x|e#Y;fzKsWiHGeZt3gsQKjgf@q;DLsJJoE_wFdb-J-xeVL@9V!~
zN@2HH5F-C?frpmmyd<0T@<B9SsUv?MS4{APaBo7{_gHZ_rL7dUO~`azj|L21xQpyM
zSYP;=5x2eA*O1yMl?6I1^yBYe)b^h*V#RugrE32zEzg!4(g1nIFi&GxI_KP_iYc}@
z0L?2ugD=ozP94bEn<W23vT$pu``wggMGm|rkl@M1<S>JtI<CKFguyIdt>*@6%WuTj
zImPYy?ggAM4by5DIdBG}6sZ&WE>@UyH2m#X569T5aPrU0{24yDphs6^nV-emAJJaM
z{5x^UQJ4&8QV@zoL}T@KO0gkQ{y0FZgkn9SQ#ko=(H@~N!_8|7o`(j>-qaU#D5=5y
zORR()pVEhSVJ)!r2o!1+Mneqwt_F0y77Mg&UW<|%^-7V$-MB^8J)CHS3PPa4W5k-c
z?+0cZT{nkTM@&kDH!gy*ykwmG!uUE?1*6f>JfwRcZ}F90n!FG<Ub>XJDSV+Y-lBgF
zC<jrdK8Be(fHK9}Q%Woie9(4@wB-)CqrAjf5=Ar;-{0hn1^xoCd=f8Faumy#Djyvw
z|JKH{iZRmbATU<E_phu(i!5#<Z~Uzuq7oOgy)w*Ga<mWko9w#|Vy5|5W5hw>FuCXE
zw-(3bGY&G8Y%7QT^yzh$PZgtpai&8(Hr9S(BrZH#UvP|^g#g5}W}w;!*en)M(!i(s
zcr0TMc{EJ$BfsZ}*;kz#9dNT<mvNKs9gff;8H**R-}j{{A9}5M*0tNmKST0My3#lE
zg<FAs&?~2qNS5ao=ZRFMkT#Y+Dby4~_VJdoMBvp6&#Ur>NcBs-je+MP=1)x{(jnz5
zX|OlxdEBd*W%4HpOGkPvQKn)EZZvi>Ze^IiD`~1V1~6dyS58}m<^n$;8(04}cw!HQ
z8*WdG_5Wyobu(hw1umAR)GL{4%7KRLI#cBQUv^o0qQ6&WnAe$oYp}=>ise0aW?<Jx
z4;!w1SMEk-W5Z%ehu+UtNLDReiH+&aI*KYdIDJHpCzHu+|C7YkvUF~7fTcpds)3@2
zDIz7cG$jI@%2G|zU6fYWUwOz*n<lPuIP41{g=|4|&);rZ?|ydLd><1@0rBU(M?J9G
zQFiTem$o)OMT{cNp#j{D7F`ulwsCnNazQli8`=v4JHkObQ7dALc=`X(j*G*h<_N>Y
z_v+-AQF1b=4cyt?T8t=bB_KJ-+@AkJH|)*}@pS}ZF0dOa^X=wu7~KK^u?LP03LK|B
zLE$$!Mf*Yj(__Nh!C|D3vcvc^(1$}<oaOdk#SAY9eqextM0!$O?TSy=C?vRM_lsT0
zk1~D>ty@cu22CdqCXDjO#;XT7@~af&kw+vN5q#M=8M#IFyqg{5|33P%-pU(G959FS
zA-krA59*wu52(^^m9^iM@{x^%lHwOZGPEwAxSHe)uHTR1&1?_2{>)1!dDqr9-kK{<
zj<;?TF+wQ${8|_LRqy`j`#?F=TYDj@Sk_iZNjQD<?Jt?U9J19@jT7r^G$ez|ub%12
zKcDUj_v$v+nsZ82r6n^n?HqUG+KAv70;(HGYuOqxlq-dvC)#T3L&)^Qkk$%s&GOL0
zf%z~VQdUglR=T`fA(e{}&DxvSo)ahLlZgq9gX=ouWb9*Rs;>!qtZFaN_3E4s%}=+n
z{=&|vF%Fpa!JOj9`O%rqgsx;<k36#=V};3!&MACSZ_=W+@=|l<Q9%Sl)yLOaZmX23
zMcW5jDJFR=0yJT_rIRm*K4RFyB*<n<o3SC}a1$A;FAU7%Jrtu1bK_#OwB^H+%q5ck
zZ6D?VSVP~W^CQmYNfb}Co8gz8=a@ttk-eH+;XeuUw^ffa!}T-hG;u+)PwsxYsi_Qx
zC8!*&E4AhU%8#+WpsyRNtjcTJ%1SdqNM`Z;OZw~m{b==l^jr2(hNR7iW{pt)Bn`H#
z4{n}UySTp(s)oKEJb*Cg^_SdU3bDl=!u{s)2d@O>7$5DD+Z3Za$@hA*UtrniO%*rG
zixyZ!mmh|0=J*r5CA9tO+DFA!)MhdBjR1#s7+cNq(&%2*9^1_fv|SHX^T4;2m(;2e
zQ?|3o)q;XK)aCpPUC(uY2{KezHY2jZNh6GoKhV@LkHEA~2Y4rX%e6ZbLPF9Nw2*L0
zYW&04-NguLyqh78*Y)UEDJRh^;s_xI{EsU5<M1NUgpkCS=~ywXZbevgkiO4erMX(~
zOC;p4LM3!*zl1T#9jUf+$v;MWxUZ)mdqe})XVHa1R2}`H;8n!;khh$QaxcLDpU>Za
zMoET*^T_EKcy3GEaLl4$SrM8VW}J8lp<vXjxG*YtIGABKK`(eD5<OUo;+J#dONJzG
zYsRm^RD19q|9PmO3h*!lNhNk6W7Xbg4hu}7z)grri2Wp8nV!H+@7g^C;Pa3_iB>HN
zs6jINikA<DrwZL0_$_qBCqm=`70}n<5fvs;M+HEQm)~IwsBy%nf5%O6RiSEJ;^WZF
zHcDNQhjeSz(djnv>c0^HER?@<7xbvZng7;FG;clm;+V)w2BW?s^_&AfnE?r?11Qn*
z+)hgy-_=T}OBUA3SP6prCjH{WK4yG*)%eIYom@r1IN7pR!9t9>#VKB|H2T=jHSew)
zA!kbF21$dAO@$O15VVk}cYPW?-KaE>82807OSgU{sUpKk7Y=KW^Uwq%Idf5vN%ovh
zq({TCoooVs0RgqTYxsKit=BGR8|p!>-c8)z>B&)KX$l^UR)<iHDU1A1o8{(PuJVpg
z#Hqr){im72unm3Vy8Y?p=WfpX^k-3v(JIch41pT5?IcoVH|6CBdI8`4r}%vXqf^$w
z1WU~>w!e(+F*d$1#{91j4_Wg!bY+}(pJg=1JEjpYSJ^en?oT~Tg1Y}*`P&8auTPe*
zO?vgZx2)m6N@edrX0QxfYH8+q-xT}S?Rx1|n4zr17xoz;sk%6rmsccNA@d6c5*C%p
zKOJ)AohH%OSR~7=ecxZmO8eozb>*1PIk0)kHl7%^7(Wns(>BS;sD;TiPuQAh$;&%g
z+23OQbWOf{pQG@GneE>IX2rAS(?2_aXXQ4FBKs5oT5pAT@l5%k!t8?@mWa-=<t{GF
z%JVn)50ijc(O13SL9fLmh!;#W<6md%1mtcfUi}v3vVYpEOYBPD4L^GLf&J$!*Qhz#
zLeo3dX!EkB3jk)48@s;ZtdL5`49uf^)oF5Tn@f|-tG3q+?aYqne<2O?Wvd($9d&Er
zW+x8cB?u5!S15Si`wWBS8}tY-uAB6;SB|??5ybd1h6n-n9^gHlR@xi@&aYBkjRtT3
z@bL4`+71fsI*UK_AT1wCWLIUKG_f*GIrcw@GdpB&#bzH${;9q!Gs~f4i`Qin>kyXi
z59ytaI&|_DU%Q!n|CiOmZO8cBpq7b5VD;xH=V|f3F>_){LZ*OUw1ci6jkP>I-T5A?
zM1WrV{bb7W4|l}vEY`WQ&5MjOpz2)5b4K+ED<+Hjjj&)G%3WNJ@)*glH-^zfh8qlH
zKOMRSj3!3MDo20zV$`;D_c}GlxqZ-({t@Ed@g+@|YAuaXl~3YP8}r)?6c|h-rdz|?
zs?M-Y`JpNP+u&^pT;pvjbpVgnrqU95cqFY$z5e^ONGZteo}SpTYs*1Lo7c6)IY~~+
zde8#PEyGPQb!J{7sioNq!}(zX^`PB7gvqxqEz6aBK3Ug)`Rv1~Ly-9CJQvIhqCvJ;
z*uU6ZEk^NDUn7x5{$bRQJ+t$-qfByz!o6_W%|Kk{lGg=YY`bIg{1hL#@2qWQyW|r9
zc?zCOz1y1Y5qs<_VcN~=Uq~+y@!WU-=#6I={NImYrE4Hr!wj8W=liDGKO+RRTN$(g
zn~}lT3Q21$q55;#)dE&67U8A}E5MLE#OHwnkZhcpPi;sisf8ID*~<-EL~xFbugJ_a
zEpDcETmJ}6>ooI<jqNoD%h+F|!?aF#J1%8k)m@I*rVKyrkd2r@vKW)0duP!fIPRvj
zw2*n)Afv(}Bh6p7P4YAmb-N73r2XG7u=2WLvc%3Uj<0q|H3SOimG~!;gb<M_!8Wlr
z`<i~2*+!8*1LkQKi>n7<HMDQW3eXmRo9h}!<<qI+L}gwu0B3#3z^LG$gq+|5>sxX`
zhG0K^C>e*YcrlcfJ{`Imh0*kaN!0R-%U=0op!7)%Q^5H<errWw0?46%m*t8?bMuCV
zR4zfvO)YfDdONK(DCf;oBKv4^7$U!bVR!9FM}6pkPo5J*XolKiTXHv0ths3CLN3GC
z<`P$MrMC3RCF)-=xcvPVgdls+Lx}2R=-~1Az?5+<=d<YqLp7>~w}0&Z&R2tyO~@g_
zkyuUK)-oNXQj=Fj)DBljyaE-@pQ~lY3TtU8p>g?~ZYs1-JUy9NS%}FN9cXrLux`_`
zYm(WjaNtux@^JUR0j$f_!k!Li$ofxi_fDZu5ySm%D7UA;^1@XyQ%^i|oM&d-?nXP`
z-><Y&JUr8>VmxFAeu$3iQqH7F=jE?w8^rnyp%%sr#Q*#jc)1h`5LbV;12o=iqZD_X
z0Cc$vcuES_Ee~vQ<nvrWq4sVdrkLE{^~XHZUdRdgsMxTsAVxiq?B=%8n+$6;hU3mX
zJy__ET{T@dVw4=xSh}5kc9N)NV<BWXKN_c2ZWtuACS$TLCNR7E%Rky*`J8IKLL0TA
z8ezGfG)gcq+YcDSWslTCt~S$>G=?T9pO1HyBOi`5@SKX?&ETLnU6V%Q{`~iM&iwne
zD;N?`1ZB7aO_8*SGhjjVtygdvn>H(}68Fhfm`vDFI=`dy050oelMW>-1|js_2O9uZ
zZU%C;&@3PlcO1VeDI^j7DBD}Q!gXd=IW00l^MKtKGxqvsk|zYv5C`zch7hAR!tZBu
zf?M2b?mQ0nS66V8a#tSb)hN^(1^N2{&P>V@_TRYSl>H1&U=`d6he+AyPDO7SMRoYx
zUI9$}Uw|f;7q?K8rhSMlqEaO|3qto#QzoKt(|}r(i%ex=O!WaZ1=A|gU{E$zqamu_
zW*kPtmG1f|o1%orAu3!YaJs(~l6P6sMN`3Qpo%AiKnJq5g0Vi{mjjs8qgXgzPZN@`
z#Q(0MA+HXhR&r<8TuhXaldhCpjLYUrpafxu-ttHbDarvhBR_o-dT{dch2$*XGEe1r
znCdlmdt+<<tFjWjnXYRw$Wf@b)vjWBFhWa|)L(3H&&JTc*}F$IqY;=$&dfOhRof{=
zqN>~5VMjK6PORb(?Fgi{>}H9>OSP78JbkpB!7bt&_yH*KRYv#pT_bIfso}hUght{9
zm{<I&2$whE>hR&mrN~6-+PP|nwZFdhrNo6`gn}aV^lsN`p|-7D7gZ@yGJS7kdEZgA
zrUmZ!yrFyEJ%>eoJ$?ZAro3imKYQ4CJ8B)g6@OVGX}X=_4S`<elC&+B1}pzizhX`k
zw@m*hEj``xt~>o_XY_=rS~YP@Fqk=^tY2m*3CrEB&r=~Z&Xb<f(3X%si1sADM!8sN
zd!C!5Z`~KC^v<Sbc#O)9M{0Pz1Nv*@n2N8uwxAImXoE=^V%$}M9d91?xRAbmb*3~Z
zwxfmhiT0RCxzVL2K`Ei<*(M~L%!o{ce5CAEHc8q|`MXz%!LTcGO%kV%0@S$n*6*HX
zGIeH-^;=BQ`1nJ!gBwwFrTGR-s_vPs;<$DAf&mT6FqgEBLbT!M47<)>cQa`<l-7<~
zE9-#>2c$2P;xCVk1Y~_(DV=)7PH&I>7rd04S7{OYhcYRwPp8U8hM>P+m{cliSPL73
zH}|v3F%(Mq>PHwpPM5IdB%}`y?+LAUA4&z!FVGo=zp3?D!2~uO{n2;wD8QLWxW=4c
z=rLiB47ZI|VN=2%9457uR-HDjWVC#rvf$xIHuv*)RfCk^L!s(3ba=}LS$|W0CY2J~
zo&lS_3Y%w&hzJh1b}fC&g(uS;Ut>EN5x34Y{>EmcMwu{%4MEK=>qD$z_wLkWx$Wnn
z_=)kt>d0)?d>w#<6U&CmT@yIi=h+cFWblazEQP8EHzNpSJfNZI($~gwe<qzi<77u$
zw{IE;7wwPkJ@MGbkC0WvizZmwG5G?%rC2(6Pwb-&%UNqF9vRx<PgB&Py;{di<ZYG6
zE~LInNl+T_7ABW*@!QE@Jgpx*w)Pal98ZALp$^JqdLuhv1tkK}5scJh=whYB_9nX_
zJD5{i{9Ia)%ljp;ou2P2enZ765+r_@NkGfLWsSCWEg*~Rb@DuLR-IuZT;cyBW%X%@
zT%Cz(quFg+`IJ<p{D$%c*}7_fXsUrrq<SswVg95VK}Ky1m{;W88dxV-MKkDefnk?4
ziU}f|$}>4{vsx@HEVjqr6&o%sEsGB3m;V(>%j9YekxX;CoHmDQ_#BXr#nx7$@j)N-
z2&)d`g_S=cZ0AWbv=)o6KkopAI^u{aiE-QA1D#UBt9S$syztns&0YK5$`)%^<z8+a
zFsO!cr;f@-y4_;>+Gw*Vz1t!ufc|;ZZLVa)8xz)=ZuX4#Q<Gnh-du8RQa8tJ|J|K%
zp^?IA1_c1P_N+XDrnqM`S~vPtJn5d+$nNED8UMT%cTdPb^p3m{X@&j@DF5~5Tj@vV
z6ykj7Pid`ND#!20vXQT7S$`r_KsV+5!#eTFD0aTqFYYB6_g7Lh+L5*8d4B35|K+$H
zRUN5Ta$99($w%GyYOKa9!*9?~bER!=yVzj0H-sv5#VPp94G?jgt5ncafD;qy%-jay
z0osk7a~7QRp(bee9_K=Q5LX+dl&*2@gMnBB(4J-YvUK_x{uhk3SD`n`bj!QVeNLV9
z086%hmy0ZQq5!auN@2!+tRO4GeprijW%r!&^Vj(p4FuD$v~5n?D0Y42r#;bk1gZ*G
zie#T%z(J+!ZZz=;_dY0LoD_E_xxDTGR*+xO=HVpaknxr0kLb^>(HxKQ?tG@Us$;nx
z;NhSe{cEbCJ;q&l&Rfld3dP``vKu#?CHh>}$wl@o^OKE*2@rHX;$l+tlUPrKv+t?s
zty^uNBg3!<!!x>HyC6XJf<_6@q6o!7noaIBhaMYeEVIOYWg*u`A+P`<;Bjo=E@OpT
zPSyu09L#74NVqV2w|6!v@Dl9smPN)9OaF+;)i}Oe;)%Ph$Yo7MPFxfuW7?RzT;7t!
zbFUi8g5T<yJ0HB===Y;Lx5p8WwLZX!fLcCc+Q}dB0}YqA|Gx0EZ~^A>oH07B%bXut
zRT#BDoI7UT^Ii6yck%n4kt0<s_ukD?7!&rX{19;M^A8n8r9BLcU8Z>#-pv8ou*FOq
z&)B&XuwKY)W+X|HYVn{hj{Ff=lf_MRRfCZ0>@7PBzN<tQ_<y=BIe*+U6e)zAL<?mA
z(hqtRGrfHLzYSbBXgY5x|DP`X#X(@!=+SIJ1z@e+ZAxT{r>H%5xCS9Cgo@;bXxb)B
zrxwL}pp~;Fn;{2C2R(CB>^2lt0MsnyW0_|$oeiVx_Ry~vFA!Gl+|8tZ+AGxK5yPmC
z&rLtYNQ8n%)o_4=d6zN)17_HnLclODaz9wjDp&QULivcX*m}YkvXf4#<*@~+)l|Ky
zf>tUU*)WcdPV+bw(I;^L8`(_qEyf-s8`j|1+KF=eY60gtyb506lr%U@jbaM=<Izxi
z%E?Jmk~p&iHvBsAk%IMm0il+a$ox{{9~pk0vDHoAiNUp?k|aP#+yHvI&4uSx{BU>E
zKz%@wwi5LTC}WYowzv)mTb9Q5ul@2$W|S;m>uS~n>+R|aRVxd#BqU%rmg|@FNk&&w
zV`d`<JV0!suqH{U-s14kdIZu>fHVT_-631F4&@y_x6F(aNyTO9tdX$p(@6V~o3$9L
zEV5sHL&aqbZ8JVE;0U6vF>9K1rXGt7^DrFGvA5+wU-C|TKT13~=aS`93tJ~k1Rd4@
z^o2n(6AYzrO2<>YH8-$5BDT`L&Adeh1Z+XPx>JYNBrDiCxD0zIcBuZj2T9G_F`8_7
zxD~*+CR?|MR{ld%4r2+|$_n+$zTe3KzU+4QS)8O<#c-+rYM#?D6iOKE_IDYOv>6f#
zhBd6LF$#;vmb;}R?eJH($i;$MJwUH5KG7r&9lm4$oV~H*I$Qlgg+}^$X%~1EMD8^E
zHjpDkkuOze(3qq-?<S^Jr2UZd5DPkl<{Yv3N=#P(lJq3=UN+sD@Ll;K8mU$fH38mI
zgyfmrxD_Km+Y6~Y2>k`I*O_#yJ@fsfFnwCkX_ouxAM)cv^5LI$5BxNFostM;-zvH#
zvhxY;;LFO|Ec7gZ8-CaAAsW1AQbPPz%!ehV*x4{D*PeoCNrdV@G((c#SCaleuxS?f
z4W}OW9A>%|v|f#0c`T8W<($E@&yP-wS{z+nMI$VfUz1W9kjkgP#?TG)epE(C-B%=9
zK;xRm#tEinR`xcF<+9r4dW8M#>qN(++zi#|jZas7ZONjTcJF7_Y(mjxhmOH}KR7E)
zmNZ`0d?6tqQka$97-Xjh#07r3CYCq@?G(VJ+31PhIh$pbpB@A>nWxdm2r%&3Fr1H0
zInBO5@94~F-rYCNH)?m*w(9_`D*Iuhz)75$07qMQjwH;MUETqw)_p)2pMHll7|_PZ
zMZ4J60-3F$t0hpmHe1CI;$jxGKh40cE0GlA_pID3t@0pvmBxM$wBXt0Vh?iH<gx8+
zexB`U7u%(VR%-d~iyaBCdGXj|0%B2_qZqmxz8W(PCFhkl0}hQ6UmrtHS4Ou2R&h)s
z#<<Gnw%}K)8a-WKx4F<2JTtWJ{SI*osl|2{v0rBQ6D1AMqsJCVX1eu&kl$7zX`P}2
z+P#UgLdJZ0;|y^bKOI<<%YxAv|KjIv-=srwLA$K^O=McFdS7>^$HKl{37w7RD~YU`
zc3ND_yHT-+(wU=7FGiI9t?=GKEsRnJevQ$T3ju<fQ%_NG+|On7Hd5EI#Qt`L?a#x!
zUYxBg1U`EmPe<D@sb=Q0Jq|5RN2WuyXfR_<@<<x#_;W``yNe65UT1nXm_zJNtpWS=
zI^pyCwnwF+oU+_7M#qTNl^u`Q1X*G1=R3>HM*<!65>GSm9uRHG*Q0v#w~Q@~8Gs%K
zD}E6KJK)gsY>kSjcvW012-1p<)mT#Dn76NUzy7#qgON@bD9{0)8<42Jd;Aj5KL7Wn
ziukn<!p72<U`blSC=y9aXrkZbd5xKrSL2l{b4f@uH&E(W|CR3yGdMhkd;&Ij(4qEG
zkURN|T`w#*?{K#BNMT$ry1Vui_#;cap9_;ASVa-#*bx1?$E8hIU*^zvbGTR%wdx4u
z+YdaUN~_G?y&4h)<I^NfO)acap&v^7*3{VK6e=4t3-#?zU<MUt6FZ5vp)6^jgoY0P
z%jh^u`In>w;TvDq;<~p&*5@14c$8MIS}URb>%_jpj+{_Y=~@Qip({k}oA2`UO8``w
z^Bvfd%b?&Yf%vS0C{$X*kj`o=iACpoHfoeDD}gA6vhmH>I3*gxVVbhTF@z!KI?GLD
z-2K}~y<=|IgbDVX*07YddwE7*(Z2+ra^Fg}R{QW76EbD%TGF2FZhnzs9hrWg9wgA*
zx)AY5`3c<Jg7*b&0MWbqv&D8eLWOoONvW~<Iu&@kQ)j$JuHSl!nVT|lq3g%^Qi1(M
z96z)X2T%DuTdfHa@cf$`=hUVQC#u#`*eVi6ib+)DrDcioEQuM!^4NM_ONDC@O=GTh
zkvELpdcV8^ACM6y)*E8K%cZ>GT%N!4s2@pgEWpkJEX5;h6fn^D&l5tE8nkV``QBDB
z!H_PMN!UQx6(PJw!ob|R_J9c{;u;qrnA6jnBD~G)V{1Sd=40&<n0}%0SFV3~KQ<;V
zqt6ic!CyZdjA6tD34|G6-Y_)}4$&`|Q`vrnk#o>{e>&OBgcz?%*FF$@&;KRK?5Q`1
z1ru@@*0<T0A_n!{plX-V>wU8?faFx-8dV7GAM72X-dO;hgziKfWehlu$kAp71!q#X
zurlDYAW3%8x=nfc3eM4z2S0*L9;>_*3rr<{Ws)9?-Z#B8w-^)0rp4<oQQ7PuGULng
z=%+^;I%Z;r_QCJpm}DSZX)Z@wxIMl>I+az;_a`1Yo77doLoYd^P?+4YER!P@B*rtv
zA(3>Oncn!#rT5`x)f8o|RYF^p6%=Xdd8GYrLJfn|H!?Oh+ux7eaq^ozhaN?^x$7_5
z|IjWiWO)SGaOLiakK_7Atvt~G7ZlL1Wa4fl>>3M2a|^38HPP9PV@Vaerb!5kFPILT
zuc9O0YW@mczLN$&KI$s?6Nq$*x0q*Bgi7p!m<vkj!>Hzd=h_grBlnL~8}pj^zQOFw
zLwzSc-%gjX59T@nf`PWXfpW~+T<vD^Yy!5jeAN(a3s1yPtwROLVkU^2PNTl9FW^K&
ze{e!@_o>hW=I?J1V~hU=d$SVE+7v9^i;pFT9&H#!C$`6&et#>oz+Z(;KJpV#8))S#
zGZ;ukh)%7NlYNGZr;5uto8Fa^L4XxbY}O!JXPq*P4CdevyMD1}a~}VGF@u=gP$h{6
zmtYDHSDZ2qFmXj{i#@!lB_|!kqg^=@+l5a15HKC|y$Lp7WgMb;wzt)=b-6ZM5+NPt
zyQ&{c=!r7#sE{M#SS5`RBz0}5(O9(#&r=LDw>0t04_!ldZP(@U1ZMUU&I<<D=^)cg
zIs%2CTrcQGM<?YP&*JGgoj=GkSSNQ7u>D)p0>F2gdRqCbVmCchS%}u)l=z;Q^%Lu;
zK@qWZML7;7&0a2!h~9cBW#v=<eX>^pKRrE!EV%HsYZ)iP2i2Iao*E1C`GVFij>IX<
z_<S}6{w4Mb#tlrSj5A{Od(se{RY>HcqxPkhjPQ&gTt`3C6s8js33tK3sOV#03X*Z+
zvf+P2>`gYpnPez4W!J;izFY*%6&f;KAiZaH)0Hf-qqTf7t%Y1neGT`oC|0(}KXl(+
zEy%!2R?gsTIMXzW*;k1Wd+=f`b9`*;(e)ytO{^6#M#F&noayqOk&Bac$L5E{lCGRe
zzg6KmQ!U|8zhMc9_IOB3HQcS!ME@n5Lo=`BE$8N_Y$heNksIJFo~R%DTkFtt$?C0>
z(H?8Vy&ryoM}ew7CK`q+XwqJX3P&DF76lV(>6%@BGqzi>6>ZjNx+!KeT53YAi>&pj
zE-IdBTEv+s6eY82jve5X#_^joZXkOa;vMnK{)-OgAe^BbuVWB=;xUn3kUEZDkrg<{
zh}Y(=bA@ZSeOb2{i4w#@?Hw3FrKSo?<nN}8Q^Y~CDH5R77t~e{Np_fA!{W$Y4MpNR
zFx@^bf|7L1Z+A1xf#T(*@bGpLki5XpK34-o%B@gA+rRfl93>{?9x*|zi+l0mLvn@I
zm{U|}aaKkQFac<-TH8;Kp9s?2ZA@gQ3LW}~Jygb#H$xQc%?Qk%!YfrmTC0#>(oRjn
zJ-z9M!o>O_p@JTM*5RpO6JVkNy8M9aDD!(gg8;eDGtK^t`;r{{6tuJq7(w`n>p&yL
zeQO-Kjb-l<)I<H!cHYG<VqJt(q&Zl^o-Ls;Q!=<$L^LEAh<T)7XvJUJ51gjtFp{Dj
z*{f@-5wZb-TZCu-bw$3FNqN~6$qvk$P+miLNDG!N{VrP@ykOC-*3T`z%u~DoOE&c2
zkpmd&2rv|`KzshrR1ju?!Bb5Voi5Py)or=!S@%(C!dF^xg1p5jvM-*Yk$8WmVUGNy
zs^%e9Vq3#y&d><lx*Z-m>kX$FvL;NQ!=wwHwP8kM8#Jp#Ex^%jRk#U1`v!y4=?h(4
z7k$g)ft6&}yJjmY&ZTUK{rN&x8#lR9AKvh6{&jTSUV4$`my~tivm?#UT;(=HPONeT
zp(C&(+4;ypT;>*0mfCiT{wJpSwG?Yz2%)wg{Dy1W`~@)uF40s#Pvy{LTN)OaLWHId
znv1FL7Gp{_6qy2>g2CjU`Sjc3i6(Zm^3Y-9zno|}#M;!l+r~URB<Acr1W3z~pi$|!
zlB+Bi6Ef?)>1Zq!pxuznU~cC~T^vo-4L!M+iu?aE5+cP%nRa5fG-hkjtpuSzGMO64
zXO&uo1{>2d<l^1d^8!(?5T4>+KOMY~==D4sor>(uUF{!2K_~h#6~xtG<OZsXl3|wY
zbkCj&Nu0qUAe%qTtd2*Ngd)E69Iwlp(9wG66KzAID`>~5c7eM|(YoK#c*HnUrA*GP
z1lQwrrr*IAJ|kDb`x?fbUK%q(6aEpxo^YOS8<(!g@%8AJ%^{M5kiLsmP1P;`IkB|Z
z@}ncA@m8&@Jik<IY-Z2~oL6#Fy(f`pP%Z(?fT@`R1p!Jul~{ax1sNV^!SRBzH_}cL
zH1j52p?DYS$KUexvTa3_Y!w8hhZyA@LaFiB?{~t#k1j<6Fr{`WH{ZbgbkWV@kZ?)u
z6``<bAR|eQxS(K)dwD5_@|r$;IGy-KSuGZXNy{nDmqph`K3A@o6DMpS`%{UF9b!0B
zXf`zwf#=Ar@&A!0j<JxgD;@mJn_|e2(P>^$m<!kGF*n6yJ>#Xqsw~hq>PL`&je_QK
zD7QF(Q@YYWN=BYoWdkd>85sqL#ho%M^{HJEXaK#M`4aOS^)fHHVT7rLBAz=KH(@FB
zvvKNyP&>*XE0cUjraJddo~H)`e$#AoEYlyFK_W+ae{!a79_1lMtfG1IHPD0R0Jj{Y
zmcWsGeYDN#Bd)tSlT+&8=0te00T{iXxR)EVtVLTZRSrf%OJ#kvH;(ZH^Y=8^WwPNp
zr0>CT=1H7iB&b;T5&nLEMm9?Ey;8sPp>f*;sj>VEm-8oWomJ@6wu|cXQcG-%l~SS`
zJA{+)RCTxg{cQK)cT<a|?}{7h2PQfOfS3%t(W}U|ieKV&s;Sca|Aw#6Yh~tq=)^{P
zzaf~&0&M6`X6x-Cr2nBcRlBoTXxLzkD*5Mgo>n#6uI1J=@Aitmb;dVet~L$hWpCo|
zmbC?$|10&J#$;jg?V}tID^$ZNh4@FYb#xe{DkW0@SEfdu^xdSPvpL+e)Ym$h+r?m+
zi3ZE|bgHjR7@SqMa>yR+*tWTvqQ<%Fism1RUbY|ZY@RbX)IRv45U)NbU}#yDN|nOu
zEN-f;b4=Ka)tI^Q={nxNn~Dz-5N|(6ND4<&a3^3wY>4E3@5V()oN0kU>`^JT)hmI0
zT!n9vzp=UKWBc)}ALsZ|4Vs0s%lqcbV_r-Gi`GjihBf%rn^F(0U4#6&9~@}}PGqBm
zZc{T~*WPI4tfj?g$ax3{5Q*6oThO<Xd}2GMz%l}(JDPbb;r_w#`>UIAQv`keUG%K;
zb<+fF4|f@7#OE*{>vA)=e%BFTV$Qu#=qMl%=)1`Fc^<%|ANXJiJ=4{4@!sh6%PjCx
zbzQOI9Ho<G3t5=*1(dx;OH*reC^p`AZ{%Fju8uXxj(E_6o8_A2PhuRtYkHXAkCVKY
zi?n{z?w;bg@ML_cqRmdG5I%Ms0gNNxB)0-8{1j03yawH3M(3LOu4%`Ah>&J2lC^6!
z;<2+cuf07Py)88!vb~#cYnj7JIvSYdvE^wHLXIa2s_rG7=^))*89GbmC7Nqb@zp+$
zUiF9N6lG`M>;xaHb-fq6C;uFeO0PM+NRIJI|D@B!fKZW1v3lw`-}#F9lsPuEZxV5m
zfgekF7@rjqU7YEs;##^^vlohG=ic;`{g9UKx)wYIox*W)Z<-SLMAzG5buH!!#(Lk?
zgx`no$LUA2*$l=MXy@n1J4K%DkExJa8LkTBPN)Q`1o>s;UJ67Pzaes_475s=qV7zB
zlkTzvNa_nMCu@iSd`!hROm@iLWWW>yw%1XCV%pL2z1AM;Hdm%9+q(#aGRL}-M=gG`
zVl2)b!{ytd0?{{brc!lea>>og)*rt3dX2q6(*9jWa;_Gp>Dh(uc$PMCr?~EbKVX+i
z%D;M54>~&2OYU^esUOGe`#^4H*8D}ZF5LABo_~LM1g2XA!k0&(6c|IVYRNwg(<Z!p
zCY11-fv&@yubJ<HoyoXbjpq)6gNjwXNwS{8S(rdu`g+HKI-P4)z(mZKL_cD|yg_7l
z+IY;StrvB^?qBq~uHS8G7Mq!6doFe8O<NKH|3h0dX{R2Il_+WDc%O<nK05B1P5iAH
zow9AJNlM5xq4mr))$l7t(tvu<Dk@|zYjBBi)XBeyLKcg{y`#ndA;frMlb)|37=BPw
zSdQ^SD3F)pUBaN!z<x9C0dyL=*+CNZvgWKb4C?yvJLnbr3gw43lBQrmmHCkA9({uq
zVK0?<^Nmq&U%p+IDesTBWs-shM%RqK?rHnXT8B!ixEH48T)1^LQhm>M_qG7w=d!kk
z*K3r%vwmN+ec{14pSH5aW@RZRiT5N04g@^Fn7=CwZ6jW@8xX*OZo!W)*{lvkfLaIj
z4_OQzPD3!!uOmTAR$<rTGDS;0ysXzI)(<Ibsd~f8lFuB8Z-w$nc=*EadG65eU38Uy
zMII;{@u%Q>6z7u2hVu&ue91=JbP%vHPgHrhscbSA?GIV@4*5HL5-eezA=OCQw+$MP
zTj50UPBFybD*I@BnnHiHdv+|t<~b2MWWUW4HHC~b<JLz0zPK5^6(4eVZ^48635~}3
z?T78+fXQ4f)9>9&-{Z=WReY;vFYxR~QSQr{7<mTW=4v_ZVr%(-#=B_x)IU^+s@z<s
z`wSR+j(t85u{>>prFeQRd5#oQ9F+FGWKa=<5iqG2X5EgHgN^b!@ty%b9&qb%&i>Vx
z_u2MIzeuz-_!>kp)X}J*&5?IUrbS{v)rccT0%5Xi;w%!)puAm;^)50@vX?^aOQiul
zPVCni?+;VLf{Eo0nP+Q8O0>m%#aFISf#krvoENP^2)tEW4CVe2ChNT?>2_%+-x^x2
zmlfLSeK61F+cWLw>q#9USwY@xo6OqyeT{F%DIt<3-oI}w2U^Bq!-in($_FbPdQG9+
z(0mL-`V^GDR%{DTHXgdRm@73(X8$Q6ozN9?AMhVqjlwDHFS{2SV~4r-luX`Ya7$!0
zU%~~xRAGs)y8kt*U?)Q^*bTX1ey)4(*CbWz8mj!=dc5a8rz<(g)OjRgJyK_XB>gSs
zfy~cvnL^%)Q+f<AWhuUkdF<cW3|(E&hYooeD<JE0uPNlqD7iS?APxtExHm`oB_{#`
zp0*OEecYXmIc7wk(gydaSF2j@G7!d+xN*CNI2SXstV_a!NTBO;7uI06sbTY16DPxR
zr8@?;f{j!F!p$&7&xgymVFj|Qs1KGrkbRH&c$_d&9M#%5GAJW$LLShu@gl~G_((LJ
z>Y2MaL=mXW^*M6;EYEVmPMoprJ7X~7^Mt1S-O-eIaSOed5*uf<MeUf-jEVs=XkfN9
zRP?VrA#Tc1NOr={Icdj|l2l)GT;6dM5%1(-<}M#G5gn{5hlW1Nc&#RH9?fNHQo5GY
za4Xqm&pa`wKOXr7hn9|ijkdIO!9=jhb*;yU@p|b<m+zwgTE;}?F<hJ}xfbjFn~QhF
zO2TJo43NioKQF9AKqai|?{~8c$USPjaiVAQ85fNM$M^Xc>iCez0co+O<N^RGa#o(3
z3CmLLVK4elrhKX-4YqU=i9P6sae}@V>CrVC&woBedNK)}I+Cj{j>#WTr!!y!f_bPq
z<Ej#Z#-(e=Fobl`M`d=ttTt#c^|yyi`3J=*2Ywhaz`8rT(0zy2YBK_Z1zLj2*BhH{
zJg_28V&nJqrZ5yJvY9e=Go$9eSJn(zy}@neF)879PhE?A&}aI2_&8r&J$&mB?ZO-Q
z3qk4O`LhR%g7S50?9o84t!~OO#kPE;tO!4qd}3j{0v~1OxM=UkHC=^d+pv}Rcw6wH
z?(LbLLzyFiM!*pqwCDR40D_a`5DhZoCUd3>PovRQN-r+vrQVq19j&0!)(jb3u~G`B
zWnA~OiLNbXF-e$D5$`_^cuxKm@&-%TecI*ru7-joIq^qzp>FrtN?5kvK`KTy-g3J6
zZ!J*1Dm5Je<eV0lAwZ=>%NhU6_jWrgXmhAsm08k9g?H=)#9oO$7Aru%1ifOimM)@S
z6BK{fpHV4wuFoCBJNaSjb~RP!#@fo2IEtjpK>x!sKZ*{1QiftBk?m}&>mPpBl@bm3
zYwecADs(7cTSn9fR{1n;4NsNGaP@fjmVJDmKG=L#U^w6hZ;K|eFYVcxo@2v99or+f
z)U0L+v$NH1f<}W!qxdfqRk~{3=1I$XQGC%az8_XXL*=BUkH`CFO_gZ~H#{_<@mjM*
zq{9ecjm(cH0~OAHD4c*o^(7ZsqDTwuPk(L6LiR<0)XdPH3THaLvYc!0ID&^wSzEG+
zPR1%`K2WB){J_zAlay@1a~{5@S3*7+*bwv)&8x0#Hl;Rnpg<$llegCUgWNQTX@QU3
zaA_~*9vXH)y`9EcEBUBTgZE?NXBSt2yf_H-IM2!$<7R@&76|-@=Fb@PWMGEDPX(^o
zFz3Njw$@bv%s*zrxoL;t7Alk3uiSNIQ+e#dEhq2NXJTBZ&XJ4R{CcO8cnIHPVH-?_
zCx<5W)E{eEjrK+xWZGg6E;26u{yT}z@q!Oz>VL&$oVkI}xwSUwV~#i_WrJkAVEoCS
zGGU9UM7d6>j)Krc9N(Mi63LA?7h&rdJ~gI&LfkPw|4bi*(tGqa8?*+Ny6qF)vyfW_
zgXarYl1qPl#l5!@le~gsR@{~-zjlS0j&yXn0p#Nva70+!2KTkFpl#fQoAK3P8`j68
zlP8|00<%#1S6z8^^;OV>m+$@@(xSffG{BE%VBTMPcAwRvAV5M4U(T}jio?WLO@(Kx
z=>2P>75u|45bl?ayl$U=k7->~k;}1174Az-XNv@iw#v`f9A31VSJBC@zL)M1GNi?1
z7@8v(q0bV3ZHi6MV@wghb5jLNBFcy>veg^KZ74T#*4^LJYqi3N*cA3en)~UeO|a%&
zcw>bfJ0`KPxS|`OVUXY?ZY!=;M-N5+9-KceL>5_-k)}W2!$NX~{2zmEkM5%x0qNV|
ztymjM#2GADTz45OcXzg|)5ncT6j=T~rCy}(Na@qp&0T(zRE6ziL9D$`(=9mmj%%#m
zRKv6$-wWe1+$hUOIB&{}*WJYO%u&#$E~}P3Fg^@owWc-Rw|k^5Y6p5J=67G^HN*Xp
z<Q|<JuE|4REaP1Nw;XM{Mjf>exowal2YTcTMYpr$y~`h?iaPe&si_`W>@pz`hPN2J
zfW~zk#+&MSgNb=26D=gA-l-1z>pQ5C3d4M=%wDR2fLvlYES@8;u?wrFD#3Iz8O4ij
z3|{qZBc$aPLr{cP$!m&$Z~G$v>0ene!Ki6Ksbd33-wN#zo+7Y5u#_BZ1HHd5PIhHE
ztYO)Ippr&Tl#jL39%-k>ek*t146cK!>yI&Ye<~CE$;EV#UahQ<sc42Llxc(o!tM2Q
zVyu<iDNe4iGK&2n1YzB=9P%mNF1Qg@RYs>&!rUY4qbp^NN?fMgRJ>fx?iLaaqIR+z
zAWi5MFP8O-y;dC{QvEQ~pe&xB>nMRQ$68z>?Z_<@PN}0xV)aziyH{}ZAKD#0DsHJf
zZYgW|e>Jp&QN`{5r;E~HnQH827zek-AWBVDP{h<w$v5_0gOxaD*{+#x+-B(~rc4sv
zdX7^!P}znmM+PawnRW-m93(AJB)k0R0{miyCxa6H=HuUm1%C%Pq^|1azOEdVrcqr*
z$<N01{Nu9`q?4B?L(<uyl;><#Lv$i#b~a&V+P82T{#fYH0Yz9gvGChhs}P6j33;2)
zGM0eAX0lf7IC)}CuwFLFW#wLQyA_xY1?D=st+7aWVGiFtXd5R+e*n`?O1^`O_)<s`
z<zIlFNhOlBCjzx&g~E<jo14*WIuZ?9uP2<pyKHplqRDJb&vrOTYeuUT9On|gv~63_
zLQsrEorjGKb(ez&DB#sFxyL0NdtXRIKiiyj_##I~tc$hl&Pi^s2!r=6Rl@e&g6kPO
zb*tvAnL;6-63vts?pm@sTpHEN4G84OV2yT^DmN%#@4Mau@clfm_4~M!f2>+Uw9#E}
z0+i6#d8$;&<oegBgbvnYm0k`OFL{$-&hhKU*2W)Z{nm%%LM%nb`O(JHrtP(3$-*L7
zjDii%P&GyqcNM~u;rXj57ni|*PUS8+6!?a8l7212xMf&oPHd(hsYENYu1h=W76m`v
z{^*td9~!doyp3fF`p@z!9y6j$YHqE2mLm~DT{LRZIw)EkmhxVSskx!F1lW3@)@}}_
zXzuNm{f6NEKrEpQ0v!#J4SoI(&6eW5Jjd??_f5fTGh8P^CN}02G;DYNJ=++t;a@hQ
z2yp{%q2X;hX^L76{MWQOg&G24LTpptOxYq4;nQiqa6LB*q8GP%^6~<(3c<8fG{Es6
zm9L(J86d>mQ4V&|WE@45g=(==hJe4nF}4A_=V&<o_M(05aaH6EPbqYS%I1SQpO3ua
zQ)SgXlTIB+IT`?Rb@+u751koat}&^DHcy4Bbhm63U`Jr;(xzpJ8;7GIh?5LaMU8h=
zv>S%-jCaa9)nh-Mrdp^x4JP2C6Rf{t_J@ZAV}<%>%9%v?E~)2UqnuAl!3W%~Ij{ra
z_I^MW^ZOdxj@i=L>aEP7BDEu>)Vqce#l4)8l^zMG;Yi0^v+CxInQkwau2$BB#)fzO
z@wx}eVsWbPR25a@8ZMc#t^a^qP18OuM1>Z!KHrPgaE`c2dM54u$9L-E58PJ>vieFw
zdntWh;^al@R;zWqb35|2LH4J;@DTdE)}Lv&Wm#J;99_@ISQV)Qt~2absaZ6hE2eIS
z=hvWi)m!SezxcR~A;tc6jj_Y%+W<!KDQq+`uxS75+m&4NY7T-ZLrVZQc#Wpw0jd?s
zixnWlf5qL(>|k7sz+P3A+>_2aKy`wUP^`PVnIP-Im;mVCE>AlAbf9mn%4en=9=cn4
z5u*KZW8b|5Oa|esvfbwgI>w#~v?}cCN3}{Pqqw^Vc@sP)*D2vH=n})H`zj4e4S%TT
z-8H>g|2{0ZBvqfOX9`DrT68J*`{rL8#h2f*n3$~0T-36$baKrS-!R?kay9#&@tqMR
z@tU`HM39K?t4zG<kR7<XDa9VS*@`cfa|grOZ2!JWNo%)4-sheF+xV+*y)YPP<3u_Z
zacSwL#5uJpPsUmCpoO`barkTKmI$mK!w~Iy*lvUgto0fc%G*XtSDHCgTX)yT*=GQo
zl@qK5#0r@R;r?RG;&=I29Zity`(sjUn&@j+Tzbk_CF$QXXFi96lC9q^1Loafj8;K>
z34KgOj16<Y>&)!tPDQ(%6FfbE9!(o^jX~pHXo(Y&HViL+zc_SW8+EJIy!YmV`6X&<
zxPqNMbGxg*GA8FVwC;2>D<aEoD|8J6Mb*f0`gBb?Q3$USb!{dEs&wvSJi3#ko7c7l
zkk+*{?_(O!u<VmU=gi;;BzbDAD~)cruNxgqk4dZhCS380OE%M?tf>bDAG$?T`x)9}
zg5G&Jt5Cij{gUTlso$mMcV5~hAJq&zG(zvAY1zXP@ip)sm>bhxPAEH<h)+8>x>AjC
znT}Ca=1D@ICQ<b&XOD{cBd45$(+IyuV_V|RwxvZsb1)R)1y8ZN+V?^!iwx=IenI=o
zcZk^x#g*2DX;P8QyC$nSOSU$_;?q}8PLO#v@iGqWj*MD?7v395ODz%`B<VQlNLtP?
z?e8)kgOIx#NnY5X``Y}|?qUZk4aoc`Yu`{n0rS-bWm7``^anV$aSOUFIiK23T2Md3
zoNW{!L|@>ld!#P}E^GS6*A_r_{>gepZy8SPkAG&$(AqvNqsVnVvqJD8jU_aoVg^%!
zr%O1vo2XYn+VPt_tzF#L^X1{du-i%X#38CELqrsTO|8#u0jm&T75Qx1#zKxn@r85e
zPr3@*6?UBxv*>(Twvrxo8UW3Fga3l5JbVDPs3;`kV51htJ*=T|oAUnRkLRRNyySi?
zkpG~Qd~N(P>`47DZ}q0-#<^z>vIgvqKXMv9Vti|}gi^}9WAl$mO}MK)SC)-|_o~n0
zI#aV|@;U(Rh&txsvhhDcv{%nqgS|emCDNk)sX7Cx2t<Ik_rhQbDkH;-6OD(vQ@ig%
z#ENzAJul8QV)CzYA@VpY8@^tg!IF>}LX~MP{uj_WB2<Lnu@kigo3V*)OQ8kh@laa%
z1zP-XxeX$N#BH*8teiaP<a3PHTKlB)H023}Y~8=6oRh9siOnWSZp?j7zqu>z9_K}^
zA^Pj}+_3{ZHB-$8_J+6|5TT)OL7Ydcslg*7A3JnfWrZ~5aS#3{1J?UucQPR<xAt7^
zz8kNlqmF4KXkGn2adQ4Q2~%W=X>hSs29+Y$@r%)E0Mk5sZPB-IJ3|_LF=|?E96$Tm
zKxyd;ok5;i7pt<;^GFoGOLuT=cIrPgdw$lv0$O^{`5>OJE@~BKsUu??!o|^kZsD~9
ziMlUsDHK#6+78Qi;f`O2!bU#)hi2CI`3C8tj~|&FP!h>N60}%t#`f=o#k}!fIs?S!
zwxSEiaBZAp@d!bp2>%Z)+!*UE#3XrpSmwhIzvu`_UpiAuZ%8?P?=)=*(YK#a>@Thn
zL_b%<^QE<aa_eHlU{l}+Kbxf!HG1Lx14<zt<}}=j+wwG_zR`Ldl73uq#><m;6PT(i
zu3tP;r`bxVtT{%naSr>f2793w7n%tw$+HZ5p?EUc)|p{K`!S!k9!V~b^wtNyMiF(i
zp1WKQtNfW~&);~Y5~SWB8Bg3Gc{tMBc*ov0jJDb_1}|$-e04!5xi6>fKL_-@vwcg8
zwl{xmLgn17jP%D)WE@W&dDc&&7Aid#`oSFNsYXuoNj}f?^H)nHBYLk;Ri+ebmmUH3
zcB3pp`93LcDZORdL#)`uGB*`Hoxwr%5=|<&uw!Grug@<MI#HK!R~4*>|3lkXg|*Se
zZw7alLJ1n&iWL$x1xj#tXp38MmlpSi06~hoTX89r;=$dm6fNGOrO3D0z1^GLi~q&k
z&XdVJ=gfJ3ugxm`A|+r<kSQU701KwD9&StGFy!&20;!Hwt63d6AcW=gS7JA@KK#&v
zN^4|wa?}ZrOQEdZ#2J)%b33-gQQ#rfxsW9diw+%%yvP$f`du6t>CCAKy?I#{X{KZ4
zTrC>bq6I*7FYs<5DUA3Z_3v*Oqh7OxqS76PcR;|~a%<iiYr_#{?`yfA>W1?wG*+2C
zG6A|M^v<P;udig0p{s(zI(}kKVE?JU_{*4e$W!aG(#>Uo1(q-$y3B5!gI)$zwJs6!
zHq|bI1;rB>0AdwJCxTly`5NIItYt!?0tN*>XN!Qh-Cc9G3_BK3c8OvAEsPT$bF}tr
z->PabRHk#@w<m672uj^3c<4VVJZ&%`qnIPyhYa%61lNF=9G|z1VFtvBr*BC}KNKJ9
zCGUsE3Kc4yFg>N2YU^mC?gHMzUP@~ZFM0{t3ncf_am`)V<>ta^OB~bj-79+A0p9;x
znK6f6nx&n}J@6f@b7H><+G*y-F?y^?KyKuR9)wB-yLx$s4TkV-!!7#wUKdqFTJopk
ztCXDo82Jvu?E3^-6RzCl%ex}&Y8|Tee?~kt8?5c5CnquISQGptgaH$jqIosn80b%r
zNTeJDRw&%9m$g-zlVIxmDdVYq$&8;OLcNBW^0sSA)TGb%qK)(SUmU@H$Ja!}=_>->
zLN_#8`xZIURX|Png*w1J=v(}o2Xx&c$4}$jF>>(XY_1eu3w)cOb>v-VzPa9;d7Rg&
z;!64w4^47QrI<}DX*O!1^gZsL0A_@jR;Y@=$ViF^Q26Gye6s&!CJ8n1B8DTtZ783>
zAZ>&{Sl3+>!i)~`<zRf(X2sEle4_}WRQ;m<coL|mmBFMqgx|}4J@L{8K3ORiRUDGp
zT0UOhN@9Gkpn>3UDZh0BYfBx>=QS72XgJs_%_^grv@xFp=69oCR(le7*zfFJbutdv
z{i=|mOP)y>bWcne=UN6N`22+T2V8mA!s`svaaL?ttQIEAw}*)Rm~3%=D9Ew*JVoP@
zx@Rohgp{HO#dOWDQ_Y8Kw5%tP10V$tYRvea>BOcd2$}7nxt7CoBim2UL$bS?l$GV)
zF6d%4yR1V=!VJ%n*jy936~gs%>}iDF{@VLPE`RFc9<IcVhlhC0F<u2srDOl?wVIa6
zp5oPdx(u<tMWb#c1`EJt`}2w;SzXaxrkzEV7wX-f?z=u6D<drborrm#spHqpw(Blf
zVL1obX#9OKc_FPPNbste_CR+2^z29=FWfYewRcL(JebBHK9k-ArGD^FKa4CFNf-ro
zCQZYx(%n4($)HNr^S{Pm*J)4@@9gzs;-BHXN<cOu0tStvy1E*6NzpYC1mdCN1YBTd
z)y#l2#uH=D-|`eO!y`$&MM!oWe^g-Fu5YM~%Nh!^z>q5^2~ebE6GPK}|83L43QuN`
zwpSvzA4Io%TPaB8(s-GJRxJ?PHpV10^#ZRe_ipQ6zVHsM<ANMydGA=e;Dz%<eG-<-
z<u6GpxjZ-dAwR(E9;Ol3`n@eMolU$Qd>5q@Y7;TYi09s8Lgt|m)|uFsJ@oN#vK*sR
z#{<dxEDEi>+RS92xobcv=(1--B{#K1!5DDxxWpWkXA-VvH61;@)Odf!)CxwCc!bLg
zV*i$T%?GTQ(ox<>V2#_1mzUJtPa;7BXDw4zb<5Y(x>(C{4(E5=fgz9K#s2|j8kZ86
z>Vs!~Txg@$**y;0SygQNg}DGTp8NmnBGPsjf`M}4+id%X0aDAB0fV}2Z+b4!to>tc
z^(fZ4LGKRNH}6@YiZR;bm=TsFg5EPH%nQ}Ko!}5+y^-bFQ;W53ZCIccvh@T?&s9--
z?!{U-Iq^+I(<wkbj*SI~k&FrqEml$h25y%Dn)B@W8A>@kWC(T)6Kqo0;epqjRa3Ej
zbp$;ly^p*TBWvWVlI|iN;gSnH=AXB`*8gQyb~=#Ht7WPwm(%S4m{pIuUb=<sHH1a#
zQWmPDxGpDdT6jW!$x)dX7Y68y!u=+EpBU$6Hd$Y8<2=J3uci`5w?GYnkB2;FJ4!ni
zG#moUa$P=HXArIV7hhUaJY6-Ixsu{Rh?oCm&8Lsw)!EK(@!d>62NzFTzw0FYvxI;?
zyq8jKX^uNZ_xel;b=lLwdB-?61Gqv%nVbeo0-a>DT=Fiq6~yA4O>N#uLC8RUbO(6f
zRHl>JTRkM#GktXTz5r52W8!=tig1P`T~1M|-Zx2f*I1mDB6o8oo|1z-C`^oqr{zNw
zjVgh+vCCHaimMInZ7ofCrsTe3++D`bU)Wg0nd5})CpUZPO4r%7<xMjF$AUBD&xVwz
zEv)a-&lLnW){Gk#q$hOuXcnYzC=P~oh9kWuz1F5@*A*-e-hqC+=?NY#(y0$AQj#P-
z$Xy=7tJUkse;xNy5jn0#QmAqkKE8t7`W*(|vZ;sMl&koZjL3|1G{aj4>%Vo&TK`P)
zj4fsiFwe_%!0a<SJe$dH*%+F#At$c5umk|^PK*H_PYbW?#9Af225$<~U*J?Y>Id&)
zeKp*PNDsN+)nn<JJ1eVyJ@=E+iQF<<aE(P1lVYR3#Kw;X`*~?({cEx3-W1$l?@8*p
zwLUZ0Gy$(SQc#NteS2dbr9>au<!@cBGZRvkUQeJ{J_m#8vF%sW%|5a(A3=}&)Ud{h
zZ((>|-WT&8?H^Vic%|NdgOoOr8=Ij-)x^Y46fm%L4j{|}D(pLtg(@^dVIGzawWSd*
zFGmoQ*vV~8Hn^UF)(rjyBxcLI!p61mKdZ(A!-BvRU}NlGPy@*AvJC$kd~V-ob`k}x
zZ#Ef*V*Fh3bN9`Anm>rA?@}Wf_)PV3UFBjWYO}Q<q4U#$E1uqF6LOTN*)d(frNIY$
zDY%Nu6d>*V)>9KEhVhZKjIDXYy_AFH-A2HjbF|wA!d*BCTweXYl5s8r^o)Xr)_2p7
zLXciPCNJ>zT&Jb&L6i8CKY0mV_(suxfJF6*yWJB>s^b)cS=944%`k(69miFbO#QR2
zT_K9R60(CV%)t{U^$|J}fokaFS>x7*R$C-q6+GhBV>7SG>CB~T%lgt*?tP}}HqOX^
zg*6}toqk$1XSz;R(Z1lKYqVN*g0E&fNtgoX%k2sFK5x`aDTx2KeCNAnfzVh71IJj_
zdPb21HwE%7L(Tkqsm5Q`+F{rtmXX4z^a0>8Z|VF%uZ{IVFZZ{T)^1MULHP4y?t=*V
zyu7!hLXw1EXlf_N#NOWrSZz)~HrMLRkx-y#gggDA!s}{*k~6_tjUDw5BkATu{;FY-
zGNKn$gILp^;}^9F&0p2|Z*6TIx+k&4`}c9asqHMyW(qvUwse0>(ITN@2Bq2twGIV5
z9qk(Y_?uZfe@yLgb4=^Pa@ix=y)~qCAngM|nJRuZuy0h+&VL!RCaAz;&@0!e1IL=S
zuTw6NfRM#LPe_aY<lzXUcx)dM=&u%{Ky({3{+3!wAUCBT*9NdROi6uxGFbhfyvXr=
z5xG&Dhvh=2M_rya3E}FHZRsoY681~tYx_eAow}?W)oBEKP<1xEcm2U`KPII{iH@{n
zp3Pu4$P(u&fPCgkgV2GF<C$na`9i#!ZKv?y`3D*+eZOfMMKs-Epz`2_%E`F#h6?pK
z8{_%LT?<P5gLw2$8&mE!%iF?)T^+}#Zw2s!K2~=Dpp(;5^BUyBq4Gnj>BmDd9`iF5
zB&nIK_UR@H7x(%P#d42<0;j~Cc7g?Dnt<(0uSQ3Gg^LPiuucy;f2u}#NSNA@Mb=oV
z5my8T!pv&jGW?!g`%`-sAVdeyV#zw#^<vM-<6U?}Wvv-SF=Ct===gb=8`$lhAgVlc
zj09HAq$e@q)*UauP_s|cgx4t<#7@4}Z;AY5XuE|7ys4Zu!E78Nr;65PK0BzOnNjf^
zq|-DXZ*Y(0z%R5}?Kns6XtuVoE=R4dd0ez%q1#ZT-vfCST}egTE{}q4#Hv&%CAkgN
znHcbx7QUDzd#KwT{RtI_=pkP2sj!XML#Rjy{=C)00<B#Yz8iZpM&$}Dv_^h6{cIJB
zKHn>=9GL{W6;R7S5!^q#%~s+o*)a=hO;SF%e(Iv9qx7HB+QpYE6<H2`)F+Vq2)lb~
zK9}<uvonTe;FC<3Gm?IEpriFfmK({5Yhf`T-09<wCg;eDhK^#n5~1&YQ{JQ|9r+NZ
zd@(}DDCzObu}}K*D**iT=hvKr%BOb;tj4+#lgar3E}d~c*jQIr`$&Oai8#@45o7eE
zW45Nrtlx1Uf$0p8f-L^QSoO@jm*44R>Y^12p8B%)cR`rQ!(%^^<aw7+4&`@2GV6Hc
zNp=7IaF`EkDBK6@dwtbKiDd+DNd(=CJkcYvS{0m*P0vt!z*Y|Tkk`@2U+rvMTh;Bn
zHGo%ZYaUnSb<g*VpE0=mLiW1L7jq?PlU+XhP7~~u@0?D^PySY)=@hbi_gQ-9$kB(v
zW{`IKZmi3ZkP;VtH+QYOLmds$u}b-NhtY_nKuWSJ8lX*eaeLbkJptDjM$>dLO6=sM
z=1_Qp>!&;=9>RXsgikc9Tarn^&c4T2OnD0eCG1IS+4!Q-C{Q=v&MQ(^jy^dEu&rG0
zuTS|o59Y(3$&>aw#`}9h57Wq279%@KNdUFYi?MLLa?R#*8FjwrRb)Ry_$nXJnPmx*
zQaNS`o5p~o<pbGB1A~P4@j`r$5!b)6;c0#S52qCvBEkvvRXaeYfyACCYWU>7Vt~Pt
z>o%YVT*jM3pZTr~aw0cW>cPA`j6T>Oqc`vtYg+@WQHF5vFm8=`1Y>!+KASz(@zS4)
zk^~F=o{cD+2vX6*L2(o2lbO!k!Z3if+(C<~?|M*+rM++z5gCS#=2l>ir(=rbC;#P+
zwBg<<p#J*~6VfND21ePu=EJ42Ft2DdJKkHd|JAxB6GKz!85huNF;^@=xaha>)+3Di
zuREtkF8~Xvr4^{M&VPTQKq_fhw0Y<^A4hMUWA8zaGW~EK_gTu%$4*A8MG>5oI>Oq%
zQ_F`Glt|y}c7+9|ZqyjGv@6j^&$W3#rb@*~E+w$SrktAae^9vexE$&LjD>p4+s2g-
zH43?WwFoO)-E=*Wf%kLRofg997zQ0!)w7DvUnW^6&pkMSyDe0t4}Sk!kSIVdq=4=m
z*#Ht?X4y078P5zkxezg_N6Ms3Oh;*^wwZlR$?jF}aA`WojT}4NBR};<rn2O`B9Lmm
zZka8DRRw~5{qH$)dzHO)gCPcT*I+P=LzYpcMhrlex8GJK4V|ozQBq^4-gR3DPn9~(
zM=D|oZas7or-I5Py;e(&b?rV>8sGe;_z&=j=?PslRS4^qlbc9EZkVmsDzLqFf3ql@
zHY~e*A~&T<o~Z?S6M>bO5fX$ZhE)T@I{q@B+kZiG#Oe6kc}8x+uciq755#U05(dJC
z2D$iqbmr;NJ}{dayvd2EUUaJT31TEq7}dgFV-|$RENAiUkab9bN%<7f67QBV^T3(b
z#Wi}bpwe7y=`|%Y!7w@i4WP&Gr}!m9BCPj_--<4vA-Fz#bn+kiRs347+dN$E-@=@Y
zrLW>#y%HhPb!r6EHcovb+kA|isnL#Iu(qK0y7Z}7p_UHQ&h4_v@svz{s0v`W##W^j
z0jd8)%>C6hBdb{1@wQ3i$Yuy6`#eWOFXBebo;K+oL{=6ei7p87QC`(nBkye(_1TH%
z@Rp$9w@tN9J(03Mo{*@Y<*HYqBd=I18VjFV_hFvQB<ZY7W`AwyJA^;-?^4~9Vugl|
zs`t%`<#jnnj}BXnu5zargR;`@EpA?4I|}Ad9LaL2Clv-H4xD3y^T!S!xF5F7%^Os-
z4Z2>$Du5!s<zA*g$W+m+*Arl1J<bftBwm%IZS)>CxLysi|3Lv`?gu3)1B1O+7U?n7
z&)J=FC=xScN_8_wa|a3pCRK9~8T&bN8tg@m9M0$rSGh@<qmCBJH^w8UyW#pcPq4et
zQ}j5&Ko$t1?av{$$gv1y{-C$H>F5S(kyn9!9Fm;j_aw?^!D_F=utpYt0arAtJI51H
z-5w?3t$V(@A4P}wi*x9zn5QRgN!Y$5Pi@(uwPz2{=c3=PF;h$k1IdnmeAuE|V^&o)
zns#x}G0wDg7-p~BLLaJH%uEb7=PQ)@4}6aztDDq#Wd4K(6p!1r*$t`Yc};#iqDdR=
zoQ_*i)Tw&GVw=H4@^ZeVzW<C@8C7ts4zr7db?x|W2@jgZG1l(23#1?-fQjV?+ARXr
z)Z05G$$2Zkcps<XYp*Fu>V)X>zL)B}`GX@^jBVoz{OB~eTVbq1&(RJ78t`#9s2M5&
z`{m9?Tfx{b-UX^n^zCA`leU+N>_y-Y38zHBb9~C*fC7Xw@y6Zt4_dftyh$>Fs)N6K
z5oXDqZQs;_p8b;#fN)oL*12;x5u!=z?n6LGg8VE^>d=Oy{nvO6Q*oa6Y|3_eXbJo!
zlMy1#xb;I%F=BJ!WyLE_-}By|ADwuth0V!@L@$ZwRirT2kr<u6M!eLn*av^AM)9(g
z+(kEQl}xGE$&*wjgBJX-m|1SQ#8jNY-`>P=8NyGk)1>Dqa)d`vwX#;HgstEqlGo2B
zSV(Sz_6u8gO-(7jQ<6J5ia+KmA4$%+0!$uZwUobM>ddMMb%r-odqTUUugZ8Bq9y0!
zhFPq^6+2SqRI5n?(vYdZbR{y%um@>9Tb7YD^sHB&6u-O?Lw}!5DjxpvPpFF6-;2=)
zZ<^=3LMR<&@|t!}o>}oddSE;|OFJ7<FNY~rut4mBM>ykhDa+iB|9%!zK3Ta?bcp-R
zL5BOP05?ljZxLC5M%UVS|2LNY@_&=nP#kKV|M!cVo<&zbx$1E{kSTSVHc3pipKb@Y
zdE4?aOPQT!l1zQk6>WOtvXacow6$bTFHfBOdf4ggrSXO`K+`Bdn$U_?O5Yo=PI7)W
zwDnKkE9v;Cq&m{`Y>4ziBL%mX<j=G~=C^4gMJV1VJ34wUP=2X`gLJDeh=pfL?ANp?
zfIir@fH)sr3aR@>ab(|8py`Y#>=G+4<oN`9x1@a?@6`a27scd_^q+adK=5T7#_`~5
zSf#cpl_K_MZcQU>pmpUJh2I0T?_V~M@u$@8Tj2B<reJx1pJ)KVJ_n0r%&S<EXRM#y
zz;{ik>n|$5CngHgH$W{3HbMPB&r|k7tOHjqy);0OA(>Yd{@K;%nHhd0ohTEhkks%%
ztk8!c%P^$U7T#>R+Wkw7m#5BF(c6y1hPGjH_PXxI|1JXcvtG|PDcIfo3toQ9!^y|k
z{)leLr9_fSSmQ1EyfJA>Z)#n!WcOU3h!a<&Hd7)6)7`1yL2fD~loXB(#cx(q)(+kA
zo9`AZ<BH_OO198ai?6UfL-qL266uF!afYkQ<|?1OK2`qdeUPxhI5(vnt0T(pV2QQ{
zQrsB=M!$Ev8U=^MrrlL0m(`VP-J7K~x4_3fTxiNI<!6&jp=SobX&eW^7aU)k;x#x{
z1O>9T_qrz%U-s~WxPYX9e_?8lvgL9&4*44C5?x8P<N3C|@xq~0*zR4#2MuCBn%=v;
zXZ$uXPQtg&kiE48-XMh<OqGcUpYRCoEC?2V7j`oI?l8~JZ0jZyMoyd)(g;33heoMQ
zxW32WbrkItYm4R}a2Y2LEFU`yw$$wWXz}*Q^Odt9e#&UWh&EDIem5i_@tt*6w1aE;
z*DmDj(*j#Zl=F#>t#jp@!q)qcW|_(-)0nxl;1#zU4cQkQi!TMgxcBqxH32WLC$QRo
zl`U9*H4g3<PS{6)SYm|{LNNi8vNt=?GWEO@QG2KTrgvF^z0w!MBl~OHQU*|EXA2<m
z*>U`shV1^_Bk-;KJ`KfGr?*8D+GClo`)O+0_ho~v%!82ml;?93+{0b701461esor;
zKS(Z3%7HI+a5F}rwbHk~(Pa2Thb{l;Epe~~x%J)%9;A}OdoM*joLk?#FYg0|7|KRC
zN7iQN3;Q3<ps_EFP@7rpi2(5#j20$ywNA8^zfLM&HTitota>TP@WOd%6zN6E-VWhw
zliL8z)t5-oeBajOZy``@!=2rB6DYmJ%M^=$g@Jb)Y~|@RuU6h)*?XDV-rRbJ%8{=2
zztdHDdSWQAq<LcpFUxjvX1)9(Ecv=VvQ@8hpQ$|5-H}<ZL40XxXpmTdD@mb}#D{a^
zhlCtAHWsP{fH|fXWX9mZu~yPV@3JjYcOS9zVv6Wu>-on%#}ruQ_q94jJylw>C?AOP
zpXVX|AAXcdzco>)z~9`&Ngu`Ho1}i)6Or>Rmd+8Tmzfafs?YkN*%m(pewyP60;|Y<
z9r8T!n%V$rW2dZ{3S5sdtP~&_gn^+JpA>r-VY<F(qv<baf$eOSh>48HT%vv_>&Yjr
z^NcI=Gd#RJ-lnOd^+D0c)Dbs7UkZH)Zh#8*_r?cQJkmsLs`)5IHLA6*;q7D{)Kf`Z
zNf^Zkzt;x1NG!K&m<)Gx+|>n7dU+&=J@?yjyg4+?g2=7}i240~hLDEVl)xOr%Wq=}
zf-|Nd6_%egqc7$N4TID?x5QSIS*Hxa_kTTM?KNc7Z;cQ02-=aG``co<ai7NB^6aE-
zV{V~%)U%zOnxhBl{#AFbFRKe&iGPTc-R#QFgul9)u<5a)<Wug#>M^IvLu;esBPBDX
zM>5+Xklm|FtaGhvoBXbEFlug&W`i+N+%3z9d5_~HY`oJioxu$8QI214M}TnrC^YQC
zCjT-k9>OU?>Mmm3PCpd#sDEfOG+YwEt}TSZ!jc<n(XN3AO3>Qd^tg3OVB1G1yIRAg
zlu9!v2VFV{@l@-Cm_g~UM(F5d559>A-AcR;z6#EK43RXViE|NX>ppl>6=Yuu`{@0N
zfj1PqLxi{+(lE)jM1bf&q{%DfVPOp6eK$RDbH$!b`qY9)D7v;;Rx@vH^M?CUM5x=E
z8J(k6o<NhS1Q<EaipGXasoz%ruGoks#E=>E?30+^bRGO<>4>|aS6?^#>VBM8d7JmB
z)LOd)vpnTTt?aD$vg%Oe3v8-z$9lNp1xYnqau_1uc+ihKr;RhGq-hBBDeR(}De|Ab
zMP`Y6!B&MKHyC&!daTaPmGKjdN4yq$Ah+#g=D$InN-8g|1;LXJ$uFhtq&eYA!j?9Z
zCEKtApX*Lq3&RM96*F1<xYpPT3Fj0qkSJzxt+(A9Jgy)w5bUdZ<8H;Hs8)gN2;Q*3
z#*;2xC2_#b`E|tx=}x!uLQ^NUH(t2PzdvfuDQci*g!GVhaiBfj(;FTeKdNSnAy1_p
zM3*1BpgM~04TeA!Yg9%7tE`1lD`Y>T^>VmT3U-QA>HQCIt#6j25UQN$%TDO7j1E8H
z^_<!*Q`DvJUAesM{YCaoAf|nUfd|+*$_KX~K3Gbu<=oy>_S5(@w5SU^T>7WqNr_*A
zsh+XylAMC}Cxc7lBFk79HMQiwVf+VRYCf&No~{wD5Z>KQlk>({`hIt)MzO+UO|O@D
zZk=fEH^JXX+pgrGR?%0TvJhjfJw79<cvi=*>sNv1c2upHkZoBtuJN=-g!w7c_j4Rc
z%~6q+ta?pBOlI?mPC;Gqf05>1?NLt@M>1rk0?8(7HAq_}74yK`sanBO6Jx77IvnAv
zsc}y)gxBe#lX0o?=>}A9i00K@+?Cicg`$_Ra24$xk@fy{)lb56!Cs00y=iovvCJXi
zV1{jMc+s;lFy%95_xvxH6%WIUJlinRLBt#aAbU-Ody#?M0%M1-Fb4fwsQv!yRJt^R
zd#&ML*j1r;Z(}v@$mLIbu7uFAd^gq1ZHF!7Yk=hM9#VX8#iGXVhog2z@Q~b8p!1Lj
z9UpnNpWwpQ<wM0KZ5snyvkvQB8~}VCrg&L0N?;z%%snaV^nQflYrW_A*yXOfRImX(
z>(4QqJ2HSrR_<a1H7%!*e$w%!3xu6)Pe)u4;`}>UH*h<TMva%;9cFO+ckX~qr8w@l
zc#eg~;Opj2-Wy-GPmb=4eOtlZscNZdM6Nc(q9}z!4UzgJX=8dR7-MA{rOjOcWYX+d
z^*Ggc-nvrI<X`j{#wzk>oB8c(V9?BS3>K^J+z{zMXWTw=4k%WtoUmy_Eo;RV{JzIM
zSECj_a{9e@U%&Ito$P8OZF2jQN(}6{f^Zl={#wB_viU6);K_4eoDv_WCS~jS(bEBo
z*MIBdHcvwxHAS8#&o^fVC*w(w->MpEhgjTw#at2r<SvFeSHp|WxcvkJvhxxMpBov$
zZiE9o!VWbTZEAI-*UA#dS>ub~G<3aX;n|-bE!ML$V<%<PfGMuZ(f9@@<(1c!g|CzQ
zDDU`&QSZLAyt$@aw(5*F-)duVeKK&uA>kI`8pUH4M~g$A#}z8gi#H|2%esE7yhz-v
zh_y$oZ&#Y96YR?DoPUh{26J`%3>DiglnTm6L*uF(4(Q=UF)y64pZ;Iom6&P+Kb*mz
zwe<kxrukZq6_BJ{a0>fa3g!FJD!iD!CA`LJNZK!A8}qK*Ng|-iEL=S4nJake)stA0
zn4GOuwt@tPQS#kvYp9MD`@3$kR$*O!8%fLgh_GZ`$)dH$ginkG4X62+@d+8RKmB%c
z2vw*zZn!@1HdZBm21Nh*c%(*~d^R7=?@KfMHay$y*(!$*J7cCVWC+b=)ulsxyZ-|S
zk$g)HPAgi{lUhz+l@s3$$2HzL09UN?C*`x+S|cBE!TVW=FD#Gija0+nA+i=_WLhhl
z9bUJ?;}6(R=-W_||Ik5R(?P!~j@T@|uJ(-GnfI64@btwBb!zEyzB$>c`mk*9__6X<
z6AGutXI0=P%DMkH-3&!FR{BuXF}-RDrCTNg&JkOmGHEN>VL9^qvj+z1t|`r;nXpln
z-Q5t$tkrQ9|6{f!O^?omzN#fIJC>A3g2H%#y=;#IEUd+hv+wrU7<+kyRF^zY#hXYq
zZ#@qN9?wP>tkpt_8YjQld4$LO6SL;dX7q{n4TgZ)Gx#W(wkP`4a>h1w%Vlg4Q_L|x
zS{n)`$#khs#!o~{DT!$&OJk#0b*PAUy{S#d@w2uBevRFQD_ruzMIOm&Rgd=G7zirs
zT~Nkwp^=Ay%6#GvdVmpF=lD?9>^wjr_^K-KhUqHhwx;(R?r=TIZ&cWtp5Yamr;RT@
zne9yPIs5ogSWA!oYnD!o^A_uU|9X%<I~jO5hUKAMCn>l^yag3hgu!lW7n^PiHKB*;
zouBF|Oj5_uQKVzI3k5Ql8W{+U&q$2Jz>JSoyCQTnyJ*cxC0?0K6{vc?!vrK}w_;<S
zgfS$!keO6tr5MsxVgt9Qp$;>A31ZDbnn8BjX47s*928{t^^!^ssM8}p;&zzOh}>bj
z5Nd7wn|ni3Y-?^O>xl-8ufwa6#dz)K=ch&t7LCGtA9_T4w$Nj`1(IK*(>y6wH34$w
z%(YtlHOiC~Kcgi`H`7RGs08W6h0p~BOHz{)Khw-{vHs0z4x2TI*XIW?nc;5qa3%h(
zI7_Yh*^9wYh*irYu<vT<mW}xKy|2c6pciC7Pwd$aDOuQ-T1j4&_$;Da8=eoQUaL=(
zMtr&0*+bLG0=p|9K1za}QW)Q9ZmQtk6=!NUxymJJydi~T+A#2{ssQN@IiIat3qPp>
zY>Yr$i)X7<i=;lk-AofP<<vLrkVu`dWsho<s*^LVbuC;k93CDt&1m+hX1y~(o52@^
z@SPJUQ=1(sj>7dVL7bjO@z#&MC<Vm_wdB9g14CWb?)&p=?QUNbQEsG)+PC+V2}*2T
zl`9s6mq#pS_)E_+>zG9k^6ZJ`r7qpCaFz~V(39!RMiMI<*L@_z%@Atz(2PuglZfSD
zpx8pq>OH+?lf#6g#TqMhMSBNX**RyyV$m#My<ZLoj>U4UB|0haS&PUW+$8S;yY!?1
zCl^R%b4Fi0cgg<%n#L$ESnmm(a|-fa{|}&<rn3<DjfgwK;obIxgZXP>ZI@N`cKY5!
zeJVcQv#tG_b%{*K6r`8kuddzMbIg-Xy^&=E45q)TG={NXsKJ$Tq31f2RmcD*SzGCY
zZx{<KKIX`AT$ze?A}T)RVhcho7K2|4vs@V;s^M_bf)LZ_4INhEaRqTG-PCN}9N7!B
zAG_f2E^x8I(8xySiucE)jqM$j4ll1o8`!E<?$qL|2JP&=@gx8y8(8Z#w?d==Qj0W<
zE6udgc^NiJ$wiT(g44JY>nTgW_rEFhH#xa*w;&*q0`3(jB`o9>ciH8h0WS|s&HV;k
zKJ8g#TaQ@_hSU*!fzF%?D!U5`?BI<WkAXop0gn2Y(@BtXxL*w-Huo`XVgJIW9m?51
z{$~V&S|xZKrO1mw@a(TXtU?>#t?k+3X{VKQtYamGH4U%jr&q3;w*D=7j^q;^t+G~V
z@9H^mjY!iaxWX)NZE7TU<Z!DK#OX@7@z>=i>X4wF;!0G{QW|dIh#Gsl-nd~38X@~!
zUN-)iC0nJ88oThTN?ztCcN8JI_i(fo;!hq3nYBAk1K%NLpUEzO%nqx3oR5sO7`EQ5
zhZm2XQE2_KFK0?c+qe%$JW3=>*Vg+AOkV955LaK~r6hia$b}Z*n`xjW&hw|73q453
z*L(9}q-;>pmd8oh<E7r$SK@{H2}%c(^8(!y#7^zJId)L5zH8?|yMl{mj+TYAgt1jx
z!>?&&@A6)y8zdqEh7Vdam~R~Cy?->WS?lEqwD#^>HK6LZhVeWlybDaJi{kqhiTGl#
ziOLf-?V7@%0L>FEqNy=>Sm&X}dkx9ejnjj9!QB{G_GEyN=)Npz4*}#r`rm%c*WZub
z$^5N1m>S}<AJ&HEhM80}WnDI+@e~Z%C7m`mP1WqN(jra+!x;XE<@@s@e)t0)9pPWR
zaKhiLE4p$;JL<okEbQlh-3u))^J=&M)l%x_#_y}wnlI4xH4;g`jeM6@q{Lv-7${+R
zT_xc2-ktx$qa-Kt35&nfipxgrmJLrjKM9Tw{KWSC7ZU^f?D@~9JcBr)xjr)vz#^lG
z|L8zrW46(>rZmUXkS^2a$|ZGHx~g9(qr4F|Nb0lLnx${>Ja4<Il7;6z1tavASHxn@
zi08kB!2zRggZU&Y?mW4_7kZbj!5fLPWfir>B!WXP=UMNmsh(w|O4SWp_1n{f>FG*D
zwInmT2nff$_YD1))h^#EyZ;EPIFKe4;x^0m8x2>%{^TK@Etv0l+5#7c4hazu2S{%b
zez{TG>-z52w(_YQ&JS`VatgJ_gY&FHC)8+iW<u=oI@*H33(0dN*>Qi`0_euLr9L)5
z&5b%2DH$?pM?GgGKEEd-AM7P2PTYu5NHo{&y0tpA3i9>;89TwzH&mMYTNDVZpHz}<
zF*ZGVXKRamTJJP>{gwy8XBEL$l!N}@t}NFuu<3M=ooX-Rw=`+3;Tiq`|GjLvv=~N#
z5}RcJ+sqY(o9L7!FV4HP0(b0zkRC4Ch3A_k=~G-c(pG%gU)ZGlT6<C$v@*FW=~;Y_
z4dvzx_u018ERxCi9zmG<Xgyp`N;|VF_p55^HmVpZ)q{H_1umfhx>KkmH%m(L1lBzI
z%x{Z7|JIBqnS}`Z%bxT5R*N4zsMidy9&iHA2OYO<=J==YT;skKC9<%!;=k2m_nP_^
zsJ@i7>)T|`0nc|7$*A2Sq<f8v@dEx~y-wug`~DC1m5f>gw}b4-Gr$6S>E9j?$4+Wy
z8H;H})@y9J=Wyq<kQixgTT#lNbX*ps!8yTVr5n_WWF+Ce-_gCn=)b?pKr=wszvp<+
zhuz(kyG=R8JCdM;nJxVqs}{=Uv%y{+4QP;owOy2}_XU_&f7XNlL4L%S`Kogh69mD8
zeU%esAKpZ}M9caHyhbB#l`|PPIyR1VP4F!N;cuZL;$PGe*Kg6tnPH!!_g8^6XgbiK
z8eKh3mw8L>UR925y%>4r{KnblNG}an1QQu-A;pxIUYVcWBDt-{Uy_0hoaNLcao5z;
zm11QwPDgL*2>dD4g($*CAS@-^??U+8p!x5-%C|;L_`)B~Lz9Ia!=Wwc2CDG3E=xyM
z0&>9DNy=|ZO!tW`M<l&>MA}P-?XIRF)HjcA7qiE=vW|IDfX9$RG+moaAa5VJVl>IH
zqfVTID>paW+FBMwrS%*a9>p*U=LYMbUXp)y)_mq2)P2b^0-R5|(_Me2===hDP%)()
zLZzNGG{#oIA=;jYE~XJP?QI`Eu+UT?zB6K{1YBb+mVH=@POy{8<~_lCaeY%!NYn)!
zFZOdSez>hR!eR1$#m(?c1OP!@pUPuWXAA%{iFUDuA0Xu@_HLW_B8vRXSZQ?L4~1ru
z60)RsNZdYu8*(N6<YP8!Z!io80t5eDo*(L8EgNxOJgf)<U4ViL&p_#iIi%P0u{ifg
zUY;K7DaMeuMdfOq0&3(6EW?1yh`-kr#ZePANXD_5%TA7lr9Y(>9q8pm+j?`%JM<U(
z&sfOy5dmu-meYZ^>#O0RAHPdHIT@A*irz-QX0Ma9_?IRB;dV{TBMqIQl~kv^!!<wS
z0VlYGyMlYyYdp}(SG{;7UG8qOSzxs=>DqUNBZrh-V+A)OZ6#{7b`3=R>OvK*G$Tri
z%=4I((`+`zQ?*G~V7j>jU|WZwmC=jE>oa2YlqPXtx}9Uynn~4`QR0NrmHRGlu>}6w
zmTB&di)UQ>g;Jr;#^YhEt0k@gW&Cxrw;^dDs07-)2(gg$RPM{MA(!$NgV#W{I9?eX
zm8Ua$e$-IC;1BeGD`BKCq!F-h&9Aka*Z9^u5;akcJcLZq@Ynge7!JWmUYL^(%+)SF
z(<o#fTlO?7gULm`>cUslNs`acTqm?*N9yql7Z@1W^hHUBp^a@zFM*9;6~j6G7ezcn
zK7p|wo@fX!fdK~K$(iXLbPj#zD@s=Ns3dOil)2YpdBNr`m|rJt*}7Zy@QT?Kxy3h#
z{+?MZ^9CipJ5Y~Tz^V?&*2g3O$^K>D(b*Wj7;a4J2^V^WqTyK~t3Zkr@8F~|ZJ2Fl
zdj55R<8G}S)JnqE&njv{nLoqx2j=|<6^bQrVkVL&oy?{k-&aI+p+5GiNnj!Jw)8mP
z{it%mX+ZD}2nT#(CGH|E|FT$25|hHK)@bP|iRgIbHJxt%23rf2?m6;j@W{i_ch|}F
zdjWzxrLkj|+<$V{Pe$o!r`!42-49&qan|UXBIOMsq|*>=(m*{5O|6b0C*|J_4MU!i
z+ZnLWl%51~!o!EBDhagq5yP!`i5V7kUIrzWIV>1Zdemj5ZBk278==-%n6~#?xF;U7
zDd%+~HEmW(OMk2$KTu+GN-SKIXBe=H5h_V&Gi+_3GYNHSaOmY4S@nez-^$J}{)<?H
zUZ{Uoc}^~RX+x;T^;sOldKqgoJGTuZOCBpCPc*Sq!kxd76ITd-H|5;OGmt9s%`f>v
z%iG2c^kkt%&YSr*{?(m65YPg|+6P&9oo#MBRt=aLKC_pXHTM~LsWYE`0%J%|N^TDI
zYW{Mpdl#F2hDk0-PU?kz<>hAlN;s^IXQ(gE^Zbp_`{h&mJO8O)POXYECZ5>wYS2$C
z{QB2Bi0^4S=7UHSvA;AHDwx+|Yg<Go`l-OhLh4?h$_3$T+=ia+sO-k;F28qoG%rd_
zVlfAj6x;)Ss#0ut!@*A!heq{8f*-!`Ap!}%c!${$F0)W2hB(D>S?vg@)O2L_*{4b~
zU9*AvD_x)EV9XQ7Vo`exi_rh0SX<4ayG)2D19Ne0R=rS+bJ~lEGgK78V?dl1m&qJC
zT(BZ#LXn>2`O~xJnZy-elDaGqc|W446w`MRMX%QjfIEL`1u7*tR7TB^$F$?v!tD%U
z2XwOest9d;VG-Vuq?(c8^PWdu3Ic|Heh1}YJg&ljzcsXYapM?E^sT_!!o#OeAGyt(
zh#joh<!kOxIA0SBOW-Lilmw+Qa(?K_k|y1zSGzR{xx>r6FtBX?Q=y7XhY_I!y8YH3
zK&JKdO}vxJLV;_-eGB;?KyVwTnaj)Zi9!nJRl1yMCw6kb3)o*Vg*j!NVr@3tjjc))
zhX^q2?M_7ePp^J-w!yvQBKn%k3xO+}d#@|gKRkVh_}-~*KQ_XYZ<=Z3t@(zWh7Mh@
zUBP}^QMf8Emw`c+1VHVm)XLugXEgK7gX#&6@V<b{8`VFXF$dA(N(dj&9p*dPEa?&`
z9mq2iYQvLcUY+VT#~Tk)jmCe!m`O#V)_tiL>d36Zr39uX_%Oi?FqWX8`J0($B)jG;
z|A)_@u)LMqLyayA`%mEs>(=qwfN&*--*~zqazn+ZG#@FjldX>IoI{I&A*!Iyw{Enu
zAI=U+MaM}mluq!EfTY2xe@n12364C&JU!5};<-T5jZxLzp(Ff$2`KLa{>8v--MS*?
zj;rXgK}j5ICsO*Md#B<!zLhu}Cyo7Wr{^>JDW_NgA3+V{f|9CeTeRLA=Jvbt%miDF
z-T#-6QA5Q>*K!!YdzZ!aREspM8#mHY^`Sp!A8|vTXPIuiW<S23lH-a7yXh8V4n&o`
z_cfaSS5-G#t+LPoxHUS;W1sV77-|%bc~J0ghEe-vC1X>VCtM-OBY!sC(G)^`J~9RH
zh>zDb)zzlH!fKn%_CXr_#s^{F&wfjqo!6zYg;?zRO_{2tY9I6N9Gq&#VS!nr2}X7p
zdDUt^Q{fR8P#}e8)4t7qaU==L#2S5;grmSssus1Eo#^B(LbIM7{QKCTKX>ZLQKATF
zSW=p?RzI>+E>qRGyJd5|lhsKajIMa~EJpAaSx+(@#AgcV=p0Gz!A7B5iHliK3S7J+
zo+Uz^8{CS2Wf%~~DyBV{CB^sWbbFVfkkY8u;gYLEO_qR!DF7NvbM&8DE`1|48lyYj
zL~7GC94li8Bc=Qb0SyREJX2S)%+`D&8kY^2g7QE>CN-WRe{C1$2DB{w4zGn0-3X4E
zrr)gY&!XK+{Cd){I3igS3InwOf%B<i7Y;`xTz_;nlQ0f7N@aNdr_9sTUW2BwTe&$N
z@l|LOdN-}efX{Ywd57q7?kg)H4O5n4SXXjH1gaEfhc()h__L??m*eGUPyL5M|6!UX
zn$k)8cBHaxp2|Ea>1!c=c-<NS9{OXSU&|w9Eu7YWw%0VotI~+%JqVSwE-bZJP71d|
z2r)1ke*qWjr_$?<Ze5O?{?$W53<Y{9^6su*Qlnj6P(O>UB(JQQU-Gs=DR7X_TOJmi
z4ISlmfAbr$wGJY5ja7T)35ar?ms07PCHVo=@xYhmrdLFyP&8Z1_!jq>a5zPwc0m(8
z{$5O-2&8UIsiD~?{MkG^oAUEPVh;-;Y|(ZuIsoZoK%Jgi{DMYGoUOg#g@BQ}4kx<)
zm?<L1?&~AHckIt*<6;q<j`wPY0c2>&r>KQz7o4<f(czc!QS)V4cnaQEKRXy)I=-Me
zVpIp=-^1C=Z#P?n>~-GK5fN)xRbj7DRVq361$gDT<5kpD2Th2B(V<@yr}}6#XUJXy
zIKfLss5swXw$yxiQ^yj`XU?YqeCzD{P}OXii86QP%3Cg5vWk`6D6LBoU31j=R=u84
z&}M7B-;PBo3}&&oswI;NX(48t6E$6H()!Sfo|CTiDAM<C?PNI{1<p?ge6oL8J>jWf
zi)}^Z!*W1}VoC1o=AHD35UbuRSf;ucf7VXtUUC*ps)<V`?WJt{u9f#NK{}8(GTqRa
zf3RCW8Lq<R5tfXqHTfZTQ$wrbWW^?Mu^EeN&EQEXI)}*lH}C3W(9&i*Z>g>NAHd-a
z{m_<vPQ^8VX@PU>M@yH;%Z5<adz|w8-1FQ~W1riCz_jO2k0*j|EHk<E*|seOZP+YB
zevLaRYcjlRBf)LIdjtfZFLJ{hCr9yeSsB7zQ2^%8Ov_d0v@HVgV>E)8-&8nIb;Ua?
zmafp7t9Z%R4|=;gDd-~CsAG2W%NByvTmPbWKb{3hU@*-ZnqY6u(2(9c4<NLRr39=c
zrc(TPOi}S}y%Y$Y2eAbRhD`qq*BP<9pOkbN1}2(Ti|1D`O1?LmKQTO>ygV-xWh|0@
zsQylO+_`sK-L{lI`~JC0OP7b57kI->^mSsBl4y9b^aa6wC>u!A?bJ(PV7R9Ebhf4#
z12xgef4xf)q4m1e<SH)Bm1NwZXlQygU()60?$aSl{wTWj^}WM|vD34Vl|L;=b!sJy
z4e0?JVY&Vvm(?mhb}t$5(>LUrpRc^Jfe^Wou2&^LC<-clbif|U7I?|;;}Bix$>NC7
z*$D>Q{t6AD^$fVF)^cMw(ot^n6W(}PsC-&awz9**^BK~!ljBp<BoXsNr6c8JRxp=l
zL|;qjJj>i2{RN!$f9a7BwjgMg4EP!(ury16uNV_*pd{Mqy6M1Fyw%bgPa-t<Q7oz7
z-E@<Rlw>z2CoE4!#EGv~ZoGMc)x`nxl5c&znaj!dVhX}luFCdN;)z2-2;IPTpH80n
z^@W^R{_hv6)nb7dvuCJ$_pcvBZHC!#_LBZY;Z>l-@Rx)%{~f;(SS7HJaVgD~_gh1Z
zk1hKgY*q@C#JN~7=(iw=AggL^V^&)YR#oM0lhENo69*SWr_jCPkJZmfDPr$MPFoe=
zxf?J#@NLy6($9~X<zF|=KO!crZ+yYH+lHR1r#CzKHx)#w4+>rtj!Zywe&xR(r>^^k
z4(n&i-R9g|E>f{~!7V>kFGWXZDzF((P9$%Kq?RfkRQ$b9aSt>lJhgm+{F{_(gsl7W
zKg$i?#%N}I5uQqME#v4%k_IMEzAsCCgHSy;qo5~_39x#&fMHEre^U!1b~vM^6#b4S
zL(wEl6ha6;Ep#n3pjWJstXbXgP45y0^p}!k{4eEQy8Acc=j&SPh|Gh62gfCPgjf`T
za}E*@l&>{f=Fk;7?oNaIOh%=G6{#XPknN{7VxSl5FC(Ywi+jZxl`hhlZnV0r19!Q7
znNmF|fwSK2tL)x|=(1RZUuM4#*~CWyzuYE%SP}*`jZA7-#^$Caw{X8%e~p818uuXg
zNKRRv*G|l*dpP<nFXJBg$9#UrOBLA=xB)_dbK|fNSZ;61($?Jvc=qa*G=p1YvR)3H
zv>T>WtP8_+N4U;6KnA^&P-e8qeK&cOFY>*uOQ;atYB|~=tH^g>u=4t@HHX=GUU!G+
zB3)Ogq;(S($i@eXvSkyF=9S8_BHvqf(F@CAT;BQeccEE<v6#k=j*-s(N1|!C4Xz(P
zQK(d4V2EkZ1iMg?t7TZ1g=_DL+;f@;56fU$qs@`;DF{djQh_?`!=Rnv#;u&J<Dp2S
zi2R>KQL^Ys>VIUWIxV0?$^uda@tqO5pGv>fJX(L28GTG{E;)Zo3Pn?-mH1;xvH3i^
zyVp-?Vn&>^j?A85Vt2sS!Qbxa^!2HZzO|x*eRs`Q?@a3=8f`sT9O~cPT(+Zbo6hg%
z@^)iG?LIyfS7Tz_%0A7fu#Jh{IcW=Tw0|L%vi?&hT4`lyV&I2+7p?g*xJ44~9S>!-
zQL)k5{#6iU|L{jMPX9!(u&M8IIwY}F);+<6Y5ke2P{^mvY<~6DZRJs9dBJ}Gxu+_d
z^|X>`$Fxlz5i*jMNlE6A-xVB4>h}0IgF;<@Ms5aQcO+*T<lx94U>%@~{j%2ASuhnM
zJ9VTP^VAaf@by2^{#Qt&@kF3KJ3OrCx>{VD9X>krl0g|?F46}(t8Oh}a{=nR!~O+C
zJ-m`u66-l|g_ZJmrrtb@2-Yt}f%Ju2Jjn#=gN3Ut8lAbY-O0dHd+PrIbicGp7!3Vt
z><N34zA5MS@$og{qL=<H^XK(HoJbN@c$w`=J97r<qlk=Ftt@oJ^^!OzN64~AHfFO(
zD~|x(&%A|%F~9p=S+_@GzX$8wW5^CM*DqkPtXCRf-Sm_qtGxQBca|+uQ!{)-N=SQ;
z>Y%=hLlRF$x@l{(>?WGliYD~D7^5%;z&KN8$SP2Y<9_%GX;KJH494%zxj2;!!Svby
zMryqUxqwd3?<_W?TGPSQ=9O6wX@nKBA6{7Mxd<9uHvn~le<#K84Ku!GFHqwfU+F_Y
zK@qxZll9{Rm|9@^9U4;=y!=}|7K{5V4HL|TNG-Ne9Zi~O68Xuut|Cx6;7z493FrmA
z&t76%`Jr|LlT8>5v&f9L*`~he3}SteFp6=;+aVDB!5tOf+>jm#OoQymmQ|(WzSQ-I
zn3HibZRBw>*-UV#?!~I4(TA|OV((hUU6mtg@e-hu=t&>D%C{M)^nB+paJ4x*jwL;v
zG|fSa<homqeZlS@U1coQIJSgpWRQn?tmM~j_mV44#Mh`Rrjj@SU%w#r9LQX`&Z`Z~
z?kk3LaU9l`M`Tw{4>1t>zny=Yu0gif?44<DFHgB{W>o%^w{(29j)!ecR{=r`vEo>O
z6`;i$`61;Gjmz4eD_a-_j3em-t@Q<=qh}%mRSDld4l2TXM6U=#C>^VOc~+jMuM_63
z>@4f>-l6GEY%e4}-gnj6qk(44#(G^0`SISyXO3uxL$>%}c3|D0w9mTe>2a2#udu5{
zLi!QRT)$03evB|&6OS{?h{{@xJZu>D29+|O<Ae6krf;(hRJ`2^;mtcAdv9<71Pbqb
ze`&~ruRw1BV6BH8XSrNazERVIUCPhUtol#-qpiw><6o_2aquEX<V@Q~_ED@>CDC`X
z&cX5(vg(n*tNo(l>Gm@-m|ZjnKjGFxdBbfbF(njWs|_=h(F`K2d`6hbzPsNnXbh9&
zu~5RBTB_CeF=8`Y)@l|u9;kVvO<ah5b~EM5GxL=m3f<@K^;z$39@5$riE-H08)NFa
z*P&hBMQGHF!t{PT#CI3{g5V>qMngSDxF9>|fq?R?SVQhvbwu-?-$$)IJ(D<`p}+Hd
z2xyW8_~wBpW;8FrRvu)&N7H_QHt8_th3$(xvr8AaNNEF|*|U`<sm`H*2m@%3^>m`C
z;u@>`?Bl@*C=C6~C0Pb`8~59E4<l`RDD;@M`BewU#P>Az3S~lo#jB}z3Y*n*u{yDf
z(%j&UC3IUKZ{O36!i6#jeyV=M6tkHT_Z7Apu{Xlr7Wlk_XC<YX<HQd)j)+`H>R*V?
z-&twi-vL${b)V9Qw*oIUtUgrqUSx`I-Q{}=Usu?8TE>ftxaiH3T_!8_Z{W-@bnSWU
zwF0DqZ)B<*m~TIQRUsgjpg~jOCoPQqsshDIAL2+~Vdl5guJT8u-xmfkYn9T@`%N2i
z|0_Y#yr^g1XxluH!3!~s&471X16k;n(M+=T7<;vEVVntQ*EZlFD-Zj!)WX&+XRon+
zYH73F&$6X-RM!;&Z4@R(fpw;zr?0>X&EfSZI%&J~Z32?B*^&UYbUDqd<<ey)5wr49
zUP_gO&LW7o%D!6k`Z#9Z4^^kn{woBNc%z~dN*uhi*gYG)=Y|55CdSyPv(H>u<uW9K
zrDA$<ez>~DEW4Le!D&9&R;y5D6NEBWslIh4V^7aUeB&wg46AiLZ<1<!M(xnbJNwis
z43e}F)J6Gv6Fxfhlo*2Y(ohkhPL+!5W$~$|#NcR->W{?Z$?G_br(GqhG%;_&9b>FU
zzs$v(%DUwA1x%ztBFkljc2B=ML^hXqaKztc9X86qjx`(kZALCOepO4*f=*EKLw~7=
z5!~FJ-~d~D&18g&-*X^EqXVis+J)&6pZ<e;c1dT(wxmzV(~M~9P{$nbnH})zjCX*U
zPb|Ki7rX<m*t6tM<Q&fdc&L2w_6YvN`Qu85O=41X4J}AXdbM2x>%yhK-g&7XPH>!+
z*;%4bTVoQ(VzZwPr13x~Z_SlJ1$uS8@-y_PF(_Ok_1AR&Ij}42vsOx2GhM~I_Z)m9
z8P8A9xZ>?=$9nJ0l*aG;-QHW8sVJM3G+s#*;Yh$_r1=_OOFJw)on+lZooq_;s&b5^
z7*fI)gZf5haU^SSN0X=vF2HP{6b=`1@Z%IJZ{ZB_ehr8&1c4T_AH07xPU40<S29<I
zeN+CI;7T`3+FYBnb6s+-Z1r4KPvw8C3~TSrIH0<|jO}eq<)A+Nl(qApLE(^$#(Qjg
z?L0hTDT=T(7UsTEB@e24ceC<Z7*J|%Jeb<=T5Rusv36ErQT<=M9zupL0YTasq>=9K
z?go`EsTsN(0byW<#-Y0fNdcw1q$Gxt0i>lxkl&gA^|?70=VIUP=b3o+cdxZR>wQti
ztc;|=X4<~|_H=ZFpBVy%xxDgsot${gFSWV%Q2dJidHI6rG^X3YbJ7U1;4=1Q#O^wU
zsIxdOIV7o)r)yUlpbND2IWldapK5pIFU}xlxClE;cq@?brX*vnW4np5_urPGf((g^
ztH!fc2#cKe*?wd`CJ{94WO$#j*VY0J{f#TtR_xCzVY?z5-?`h_O>!b?r9fKneT_^|
zL)$;sPTQW{hxv{A&oBS@{*>2Ut{gNKavfXsf51DI*e&1xN|n?*&un<lTQlVTYkn;E
zhQ*{kff5t5)*{uoq5iR&;%@-8GfUb%CrQdZZzFBky1lO*yRLRwXJqUduKN+;q@`is
zZnf|sSd~1-jJ|B96P@?&KR~|%#0j^POjud4rI%#tC1k`d24}UlC*@&GP$9sJ!Eg|6
z8K0A1^-VZ`TF@AMJESAhoa@vfcFq%Sk5YTCG@4wUNCo*JK2k53SeA4ckf-s=16S~M
zP+2a)%N5eu0u(HNOoS&3cL0OJEvZF$AS`HJT~j>SCaX~RCD&zKFpN@Mx^(k_P_7Cn
zZ{4wnP|PSGDUJ-~Zj{*WQUA&jj!74geSir}+2xycffPiY=!h7{Y~JCrBFH8tR5VZ@
zWbMJH>n(X&#iC^uCTEc8XI03#dD}h}IcXN1B$STagO|_CwRkEi*1lTNdOP|$S6MmI
z-r(P{$NrK2zec_1Du}W2;d5(^kMHEqE)Z)LANG;wQSxIB&CT~TnYK3{GxgQd-KaGR
z^ZRmeF81MOnJk5aVo%G_&9Cv>+UB}E48E;S%Ua)5WrcX1WT~H&h-Il;zB}WM)JJ+4
z&&a)EwruqBDJPM=Iq?1dBu3NLL2Bg`pU&XNE+ZLJ%ac)b^LzwGR<paXPs8oA*E+m;
zjd6W?qAsJcW_ny&vQq*)-r*O>h{T92&g2LZ7%Ij;GLQpzl4c6_b!eW4b^mqi(rVMv
zQVGDLh6d2MUm}3i&^?;xu}{@+#!CCTbv$Jagg@#YSDrsC%gFq~rdjZ7Yw7CB){JPS
zlkR$_M9Wnb#AEiSX<qi4Kkr6sja$f-#q9l5N0$Kh_@Jji^~gAoJE<BS7{$_K)*08D
zi^(e>_h=#6t3Lmu5n#S)!D%|p2nYGdLq72K-dZ;AjPw>dc=n0&!h)+=d-JbftT2zP
zn~EPq2yuA45R%w<%8&4H(*dz8V5KCoK9VM;$xlCV)kn)5M<kXYU3=8&fjTs7o05^9
z>7s`Ysf7Y6^P1?s-m8?6;4~Bxd+^TZ2G67{+b@tWZ$YL22CWOM`M$$i9CLezMhw95
zpNm){6NgZrDJ9Y3(t23gjz+?Y)$|K>(&GtM=0N0muLzVgR0*w!7!vR5?3kM8q%VzR
z007;igP7N=H}w~(HYeLI1QiQj#|Axdn4!new8iPaN#ZEtH@cTCf)a~k-@LY>J8i&s
z=W$e6Nxr;*6uQ-U`TEZpqAlH9;(v{}Vs{cdjPl&~@T)N``g7N-YVfe+ZP+rv=^9^h
zi2*U(D4YKP_&c;$B08-hmGhpjm^D<>)@eOXp3kFIdOdbSkdQok>5-ql-`f)l7QIuR
z#|Qv-`A`U%Z~YykXu_y)k4dx50Fl<8se<=!zUJ+j<{1eLpJnVwKPq82^ZvZ_%;GQh
z78-Fojyn!oeA})2gL0U-X^;Yy$<_paq<&60SxuBd+>3-n9f#ajymuZ?BhVLA-xnXN
zR0De_GJ9&^@`cH~Q=%ExrA`{{`j|C*nf?e#D%haGWVBs4u)zGoBqsMl&){vl##@k>
zJL7C9=Cr*~L^3!_y|;d<a^gSq?lZf=7x)@k8szF{)i43tue?A{)D9B09Bh=f%`X$w
zKrm6D=4M@$#TrxibH>QhKviIm<{ssHWWsCj1Zly*zM$}!R!>rj0BRgWFhdx3u)*9O
zHCr`r_lXy1s{3rjQ2cGMgBY`O$K`YNe1qogAhN3|COcJhwNro!i}P7XUSyHKQ^YH8
zI_Z%A0Fu9))FFv0R2j6#W#=)|I+7~}d{}8DHCSvqdeRC!-=kScu~>D1%#U9Zw@ebP
zpDd3Div~Z}R#F<dNg2{W^@={?AN@7LBmBzj?xxNsbQ#7aV#cNGfR&N5GL2z;d7oM-
zWo>uhI0?io#Z@bLXi&bK+ZU&`9p*yy)A8YN)KY29-*=)TEUQ8XlSIep#KFlvXIgX@
z&Ze0!pc1UjVx;#yD#FLQ=+Da45~1(gm+9F%hXZSBiIa=7UQl0%kN(YTWeE2TfA?|^
z*L~o3?Lqrojzq?(nLW}zpj~gz^{ncKy*;6Y8{~y8!cz>>0Cqe^#2G7R{tWBNxdwb<
z6w=yn?rRdFwSOPp$<%V)jqyckH&bLftja=`uYShUaJCW4z8j`9_b?oxm2GA54^_oV
z7JR(4Wfpiu8pkg#3$|wsNf;YlL>UAH*$}dCNc5dO1{+^vp{b2kUnLh%`Tc!VEH@R<
zr4M09PKJH6)Yt%aCQGn;;hr2FyL#dpsv@!jfB(5lwS73uiEZyh>MG`pr7_m6_oTLp
zYJg4onn(uFPREt2MFE%0X#8g^ETFS+Y90eTHqxoG%g@z+Ln7i-u4xC=41rmJ;?v>h
zBg|>l--}^WUv&vDR>nMo7gQ;3O5X0t<B@ukuxC8lu9Ef!c+NyzCb`fnos>n&H$Cy^
zBlC<enG~=Zf8i8Fn7_~PTmjT=2zZ?wliuP`fXTGW3?f$U8oQ~jSwYDWacs*TxB`5}
zG^_lAE4_6453cFO_m=%d9Y%LazMdX~g6c7l4{^Zjig*b4W1G;)Xz10=ix0nO7HAY0
z;$U+-tbzOO2l@|9ou-0}-w{W!9JFzby~dJ!@}VmA7vg*4C%JomY|BWb^S3|76Q7p;
zMt5LY=&{#ent5(71cYoF=|r4RPwWOMC4fkqfU4&r=Izm1QsjbC##hf#aD(mllZGAA
zzkTi={fxIuvE*?P8kjk~cr5|zz3316(9dZT!x5x=HI&m5PP@$!7}{-85;J|Q8avY2
z<?3gVb>_^Si2b9vaPnY*svNw^9w5j~F5{zr<_BG@8#BkD>E-YHvV&1Zt9f_cW6X2a
zr_8oG-P960OSSP6Z8*--A%($g=jH}o%I(_3rF(Z@3M7po#aZ$nzZA5rK<A<rfDCzg
zxOmtPo<QM(x)9|Q*qw&Vdx=^Kn?4v8?@|#;libQ>J!^``LdDPEl6emKI;X7ReQhH=
z-jlim5O((VK#%0U^C|ZwA5<>WYy?!mHQAII%Q^~$3jGRREL&w;2EF~_Pwe1;V}!yr
z&%^;}U0+dCeGfyr-w%e&m)%j79`kK6<*uEa7}senq6%y(o;I~}U5*}x9STFEN=e$i
z`%cO3uFFj=5(POp+aoI(FgwW!LbWBN;u1LDnrgh7IBBrKQOQM;8C#_ucVF`lsjPpK
zu9qTH_f2V(HIxJ^!qnd6SG5O9|M2%$N>kiPss$*2AK7!ZV+!{yd!&~4Ae=7UbLwTv
zbn;yRIn!f}O6<!7-&UwkPOw}izKR(||8rwohM?l{*XMNmS-TF5XdIXK-`PMqu5enx
zaxB@n05b-%9zz~Ma)y_`zMe`F&uJ`s9BRL`bvRT+%pig<_3ouwJJJzfE0bg9iZyas
zr?21m-1@)-lnp@~DO!<eysb2uA-CN8*uZQ=RgkpkPNbyonUNZ$$OnXhgDDPd=iByN
zzEAsfin2%RGr$#2rEqhccGPa${P=#d{he>gy21@Ttr1SGv$u5v9+2?>rd=f9ygHB^
zFhVE0(2wSPFW}Bc`-JZA*5445-27sgupz+q;?tXr1$JL4b1h{GYuf=_E?t6yVJ>xp
z?%~xGy0>{cThYMK;3W67Adjb^{dCXL3&Jo1%D5dn4VU#{O>}1;J3Og2kq=!>P#{kc
zu0L3zw=v_R!@VoI{yobG$uasepNeJmbHxys{|-Bt`RyQ~c`1qKZ=5!FXBWmHY`ZbR
zn)rVcEOL+zJ3UB}S{FeRsBjXrM@fOmJxPK&EKf9*aFpUH3JRs}YdueYLB>xC05J#r
z%X<}MPLq(dyO^w&e;f`SIEzR(9A;1-Z&<c{zXSN^dI2_cBc$svxa5!tgBVQrm8CrV
zzyY`Uq%ViLT24Ow!nzS}#DJ(aV-9u57*a-5Pefu`g#mQzFgGzWl3DjipG@(CGo!U_
zhf4x5yZGa+%sb&Vrxb8fdd-NhvYN|Ly6KDc8|e60r~0%cMjs|vsv#T$b|zHwve!xY
z`XhOZ75KZlHCJbycuYV5g=IRyc{Eeb1EGsi?RXM@+G;6~?Fc$5=uy)P{^p*P%R?i$
zyefZH{h?>vUq$?L3^Gz~X5VyI)}%dc;sVJ4AC<k<vsK>E)neigHc31cTW#<uc!o(p
z{R{n0(@NFqHsENx7ygT?KMHwOVI4h+@T2V$UY;Np{VCma7sj=4-r`R<h;TTRApxJp
zUpX4nuelJVkKEnXK1*t_UzG>g>^G<=kYAu*_bD)MFmm4VG)-gx=?+eGLWy-B23R9_
z&)X$_mN>m|lEJ^K)=zF*1f@L#MrlCfz=qH|jVYx?s&-}%`te?z{(V}Emb6;z>8Je|
zGu9cznz<(~b8sy;4b)rAnLR1@l^?0xQyM?6nt@WnIBzq&3cIgr(1E3r_ntdlw9>>2
zG83@Dcagn+jW)6M)pT1T?X;QlQ%ItI)NAtiMB<MGyX@jq$r6$UhkC@?sBKUU3cfHt
zy{c62D@PGfDJr&0pX;#ipPb42(I{o&Wr0!u^P7ug+{qW@SKFhWK?~v|mF($rqLiL?
z6|``&Hj9^e2RsM39;vHM<@sPz^M=nqQVGu)=4oc}mn3mw9W%ECJY>koJ@y&=2l%z}
zZsh3yqJ+(2Vb+`fAFmbwdN;CmVuIoqR||)zr;JZ;tvQ3k<y?F8?6`Z!WT|dqNY?1s
ziOF(YFW3{9o~KOTR!fdC-%Sq(vDv5tix}U9bkSZjyOHz6e%f}WP;dt_1QR+0uD64L
z?6R#+!d|>czJ;SS$)DAfSB#R?v8r!*n0Wxhs*+1k3CdkHT)VnAqZaUZV1$ne72>{Q
zq*ZyNyw63LhEFkC&-OJRoN+WuCW$ca->lPi`AB#O!#%|Mn9Cx;lu+X^#LT49g8NMF
z-Nk^Sg!$OT(=O&l8JTy$&iN<B-yGlh>{=$C7EzQHH|BiZgI_Eg{5#8T7g<!O)ck!2
zpQ>3^k-mSuYb@ol4Tw&Ox<C+~pIDz}d$@gefqm8k!yPQwo)GQZ^EkQ}W-xC4Iq^09
z<Wj1!pfnT08`VJ~{OAVEbEG9;zKy3vgjGKW6{qS&?^!eII^64|#p$cX5G&D_O@|+h
z=*nJ$v;G?YLePI)(x^Ad%*@13q8NaQgKsK}=SWMzMuT4=pZ^1Bdx_-Qx6_APV@>RM
zY4Y;5-0Fyzmq9)xpkCOFeqU?Q;?u?AQTXeWt1NYu$+L$&Ct!gT9wGdJ8%+Aq8?p@7
zP1T<_6ut1pct{7h1^JyxKiL|P1|w5ej^>vNy{d)VvS#pd$Ub_3`%JM~m7U!o=>0GI
zg_dE+zcu6V@{9@c5J%J~o|(Py`^pBfaHfnW6Nw?-p7>gn8?Q@H5-{?LpGwK9dVW}+
zVc&T5h}`<6sC|8(+MZQP$wvh}F}6qV<kh<SHGh|e4>vOKm^dPB);sT@LcM)E%L{4p
zM>k|GZ{(MLdp<MZbbgnZ07@n+jQ*ynfC2B;*Im-_;;S1I(K}_}a56Z4tc8rt1gGr%
zFzs`QW)-dJtsmp*;vGJ297}d+APt_Eo$}2JM$FW&h1In=cNxDFm#5csZjxXiHuhO-
zgjZCqvBB`$8dn|=Y~8+x6R2qXVOP@K_H6xo2LZMFd>(}3S7%c`bLU-fXc0qHs%88I
z$MEOML&|mQMEh~eWl6_!R`pS-PejhrNqWude<x3Go2)f<gETzTc6kM%^(?;t`{z|>
z1=Ec0^s;Qyk0>Sar91IcBypX0r1zzbNZYv8%4z3~=YN=GS$&LTI*j1?Nlt}e*iQ?F
zC@H^enX7yrO+-&)z98)EF(1)%81cT~3ata)Jd}iX=zl+5@O*Cn2>|Vvy(7V3T`Kcm
z=#Vb`HS%GMLza8!YgRa?`|qJ-4{$)mMULCH;n}Mn7!`5CLL-OibpMd2{-h6on;jkI
zO1WfSIuCw#Wbf!0o9nH&%EofKHZlWG9W)vwCvo~o(~<9|qlj}8YhmX2<takRZxl!T
zN(8$iD=#c={*CnqMp=)xNpF(Dk1&NdYr1%02a$VC3k7qhKkjvZoTO{=y$s!%NVbV%
zXXcz1zZJ1lZyYWcK^v{z39_eGD2-mMoyM=NeUsCy_o*;1JkbjBIt966qc+=iWp#1L
zOYiU4Y5$sJP+%Yx=dYZ_%tZHAr^$;DALTEF9^^Lqu8Pd)JV;A%Mft7Qhj`1oaz*Gu
zk8_3ci;xe?0B;$thT59LFQVyHZrRiD_0d5^<<5&D7G^jma>*FxYNYo$X`EWeA_bQ3
ztJT>q<&+IV<4DW^3)H5p-wqyiUj1R(aGm^o==hT3Jk!OPl<M*aF194ZgxX(w*9CQ1
z`yuyLD}e)i%o#cY`HS$;zRMDbG<bVP4h{dN885^g9Xd(Ufl}3DuWZ$PG|x2721z5J
zGDpqq`7#zB&M7vNb+H*JfrSF(&(9m`xjQNP`9;KA$>~Q%s&O9qH`}Q`o6ANvvBJH`
zJD9qJ_}<5!@6TyMJ1wQhKraQ?sFLj&Yl#dxaPQuw0jsCn59fKv!}9S_X2fb0K10w8
z0sp;EgU0P&QmO{5qLT}cOhHBkLP;=@gCQ410Va8NX~@#2SWgcL^Sp6Rd}o#WQgHgL
zN!I8`iY~6xQQ8@qgEShP2}6pq?cD6BR3%f#I6KZn69vE)1M+_7sIb4wre_|ZXZ6A3
z>9I3$Y%+QW*MZ_L;DNJfn{8E}g|7Dv@_w%z_Lgt)_qe5^@v|*b$-UYkjsYQJyeIyR
z>;agP!HR$gI``0^k0dSz!hq6-gGyh25QCID*ctVDR9=k!N_l~dij0ZusAe%q$t_c*
z(+|F!pYP#D(UvQYZfn2yRMQnd!H9aaphLKBedN&MY=2#W)TLaa(oxzoj;WXv_;f^p
z%SF2~v94&TEmBOcvfgx!$k6oTbh2VI$eCEIfC|PR<|dR*`E`@Oz`WhdR@urV`?l&?
zg+=gRQW>|YLBd;c;%HI&55(tZT97iqbqukYXpjmAq2%)?#L&vRM2jcIb8=>SPBNH6
zJ0t+MEsx`#SRiGrKy(b6JjDTS_rwPq%u+67)X=dxm}0+)+^0R8!buBIukRht+`9bx
zv#bqI%aJal&Y8=q@++5k_kqbx6^n!Sx70gf{!SNFKHfXO4F%k4X8xl;#!oHqJ*H95
zupB_NnA!cCjhqKJ0m0@D(4-2jO}I8w#u>k;Xukq8_b3CU8fMb|ChAlXB(-S%)q%dP
z=pm80a92;wDWe5ufwbR~*Fru<$GsGe$em?^nehPcrlh9u&k@rd)3OF5MGt>x+n*`$
zJsn%YK9S?3PeA{ZA>o())ZxEc9v{f4D{0)k(T%9<qApH`b)d-XfWb*lnaiMly2bXb
z;D|WVA4Gm2W%FGlE?wmqL5^PZ)sT2rV7^89phuiOfH}1XT)#KA*Y<B(in;4i_)pv2
z3I%@xaikuh+~2Egn|E69XxiTn{X4r1HcTD2!X*J(0jhMQ_$-*ZSa+dXnE4&l1cp&s
z@2{4022OltsP@DM0VV!%dQ?#c!K)G{J?9dl8`LK9s)|4IY+IxnZ5~`-)tc#k@1t8a
zbBm<9nNq`j+rjh4a4^Is_}+NJ%(ilYQn0xB84Gsl!RC>{ai*QCMqjo#wUZIO+HQ0;
z69Fnl{IT`zBykfB&!k|HJ$8KSC-yM4+C<)PL-SX>9aw)L##xFnyZW-8f<95Ebh*X8
zs4k!c4qa7rmN;Q|K_sTT#^u-$r;<RGHaU^-*tu8ohCJ*nXDdu@xL$`MiM$S47tFNy
z21@+i1xvn{<$SI}b4Udh)*lo&$_5o9zD$bxeLBc+izD+y1H!@;$vD7}zEnb#J@eMu
zSYv&;s+QHsF0@(pRNz{;so06lXGqffxppOrS%juJbh2mJAy^-=x8SusYhPdy57h<A
zaL#t({|Yh~y{Sr+LJ|iX?EpO8_c4T_;FL!H0X#BsYJvWKbsYZ?WAz?VJc1#M&gEkN
z8yxBDnxxrW8P%Opjt0$7?9#rs)t+EiS_xvSrYeGzTkI8|ONXn!hTX}EO#rkFnPxdJ
z?o!!tUzrV5e2fL1o@B!wXgH*cFM-+r93T(iQ5A(PkNj_Omo2fuA&AyiP0z?Ua}HGX
zN0DvX$`%I*I#?}>I$6CjOM_qJmohNdt8f)c;ie>G-RW5dTYET+8R8iOUk@<Hx%#%V
zdw0e1+&5!02n;y?57O&~lBGSJ8C5&O3%n_FX&+{Y>cnR!K_)+Dd_ru0^{l}pJ~jWQ
zItbcSQAFEBT{^a7y9!Q6wd3tD^B)*$fpq|;SPGsslB5~?<`41Yo#FuGtsHuGXW=Oe
zoN&9DUscvJ)A2umJVAOpq?c;=rC`k<4TeFxWmF*WygAastbv56Bd1D9IjMf|J#Mg3
zQk?S(H78Sa)ZL|)>#H+$&iooxq1mfy)+aj>AVP5y+W+m?^D2*d`fK=>li3KatVS>m
zC)x{5*PytnC>d<HgTpgT-MMU@Ee}X3?8yGC#JC<D)z3Rf?p__}NOb{oW_Y6iaO8rp
zg4q8@pP!L6F(}hkEhcQf*jby)$F(XP3#$g<Ao(;-xv-^&-e6K#`?ND#QuA&T3VvYt
zj`ycpM3VH>pNXgcP&ZTu_<2VJJ&`ydaf6d7-fne7Kl<xb(I;uh$suR`?p-sj$t}*f
z*tkr>b?E}_k~i;oCaSo(m$4J`9O6Ev$XpGu_kWbXx~+C(@)=Dd#V4LxgY}nCq{Wg~
zxA+3VA>Zr!+$HtxTM3l|q4=kz1v;{?XTf}Gw7ol(?2SL_Wh&O5vqW=JnC*?>NL&@4
zs+%N?BhsV0))F4SUb%XsD#g=hOq_IjPZ?~`_w!k*L1btC80cN>QQ=!nt2Am**ss^A
z7zmeo?h9|)EL?IEvqna;c^MVmcE-g7K6`kBDS%*A^4@SnoPLL$2jwkisR91?2)2!<
zS9&^btPtsBGu9dGEGNQS5YzgdAR}=T%h)DnBOljGsDv0Y<__g-XQgy-S)<PeGYyxg
zLVGRfl&~fJsF6l{0ldd`W*HG>V;5IPMteelySB^&nCr)tIYmg96q4dVC!TTNhBy1Z
z>`IuI9<QMlbcw?b;t>b7aZL~UW>AO46m#J{uP$0u2csFB8q|N%Lug5rh!F!o5dkw5
zt!D0iER%^H;C$tu#o8<fl%OUy!AVk0F9((?{#)z)jY240k?FKm@xJg*iCu6DPs|LG
zaxMSv>SW`iZ&Zl}6-<0M=)o0UoQ7Q^1j9PJt`(ywZdd=F4Z=#*b@ig?dCuBS$8rpY
zsRA{9=ZF$xM!VxAaFXo4rHhY_;=;O}mp)2=bd(2-&ImVjDxKgy!B};^pltH0Rw%_h
z-4?j!I#NM=m<UqHLV*2K<TaxkTMeHizY4Q6H2n9Y39&r6TDiG{th(Q{=w)7AWnM0~
zu(9gt9&&&0@4WiJe7OXdnr5u|fx62NM)|&C$gc0+`?X}W{T$reIQeolC)VgPU<%a0
zEPZ*T=pZ+rhj23WSnexX1?sO~P<!>~<*v$?!xNL8lg#mMheHe&Bq?5jeROkdN6K0D
zbXuAn7=rb2$N+?7Ze|jDd3u^z`tusP>`5M4v<50vkvC+kQjeNU80?h|CU1G=-nw)B
zf0f9;03}Hr|4&z?TFO>IG$I3{gXJVT@nj@)G3UjmAcBByuU0WfD)GehXSO|()Sq19
z>^0THbkH3oiptqI!CRo0VZrKCGDg`=qFJ8xGHoY7Aukq`;R;|29DCX3WhBz%$(W|l
z5w{VNIn6o2t~yNc$k-jG_DA30U%&Fl3j$tP>+{HMg$)f_@gw6a8g#(a7ZLm0RJvgT
zX3fgyh`9TOTi%YyiE-j^YJj`^KtZ>uk=tI=vM)FNXh4?9S$n--R(<7=SHS-848`h8
z4A4JZx7ZA)=*+slU{eO#m1vuc^vOG}dzn5O(Yy?f)qb&RixPr4xIfBi4ph%(!sia=
zR+Vb;Q@#*=)Uun`YfXTO7{r>K`kxmXS^2jwL4GaGtCjT|9{O8pDbaD2@sofU&`1Wt
z+RA(rPqqtpv~L_%3oggIYM}|5!vS2RGXvo-9>*mbdb?ZVq{;UtotMTzAy8r)Qs8({
z@0oUsi$V~~LL=Or$^3XBs2LyczI{EVZ0Gbom@seUTEj@k;<zlu6AN*$^orM30m-q0
zp27X+nl@4wluh_%ojpaMQr>wq5lFm0dje|o(NkwLa=2XYV=HO%QqTBotph7O+2Njp
zE7^s4hBaIF+u`k26iBcUHIvH)42Pd;Jk)%&bOZAkZCIB6%P$F=zuX^1$Bfie(H#pJ
z@s@2niG7LX1qXa{{jyv>;7ddk<}<w+Y{9F{gZm|RdUjn(bZG6XMI;ufp1#D)z47cw
zc`Z>#gX|_9wgw?s-TbrWM}0C#OJPx^Ri6iL-kY^fr+04!H`brwv%B*L?4QQrUW9Sg
zy|eY$MM<ZBLwpyc@fPEMDgNimwxdv9=3oha@M+4C`b(hzJ7VcOIxW8gIO){O;0Fkq
z1rNFin_sC#&IItLb#gVo*S~%0O$vl;%3g;}Rh<JeQvc+tPzV+Z--#X;VFT%=QOwmf
z{F?`76>CH?lB~GxUrp*91Xe~TWA_{Iduzx1H$A?-7(!c__fK%NF*)wUulAnb>Ix09
zW@KKuv`pMBOt%SX?0#;koXVZwlSg{X+G)rx@~$to1ZU-XFg8zw2o0Mas@&BtetPOD
znK=W|4SKaRSHHo_B-YVk7d~@iuxk~$8Q6H6s~4f!8St{0da9=Z3G+P@r(Y{eBUiZJ
zk?RM{=w{$$b12DV<n68_*0=^dh<ecXLTtTnzm_@EdbX<FYw3AlA6|F}GB*#2Wj{eg
zKMi^mm6-NFA9}}={n?E!i_=K8JyrDGUgYQTZ$5j6TFlcq>F)|&udffaj2Js}yLxJ-
zz|+TwzBi4$j7n>1dsS!IyL8@G8RE6C<F7ynvh9!BMAJtQ);Z0p!fu)Ec`MhfbLv_7
z*7A%lg*=bT)szk_rLH+1hn$);r(~H8I>A!%$FdI0s1e|KRYc2KXujr8UdFz5o2;x&
zr=N<bXCP(?`e4{_6mjlVdev(y>%sE8%@fJwfq*kAa(R>MF{Q$KHL5JZwp<_TlKOwE
zccyOB%W(ki_d5k;;V&B0AkbI5#Ubqc_}aHZ(l(C0o4cPQ2+!MrOI0&fhuozf`bufO
zx{eP4SLAlqpXHBtjLPnG6giOQ0hb#~5}jU4>E(zjmvzq-;Gtm1=a+H`!9@$*@{T+J
z!gBxJrc7Y<uOPbHso=q8p6A^+GZoeIyjy}A-ZpQqDotjlmq);lep|sQecg-BonSDu
z(~&W<zUs`Ukb+xv6egmC*SnJYK@9ARlk`r06bp?Vd^04%7;ySVpK<wAT;}lgMFQN&
zhNp;_0sh(<2XvV`|Bm{iKfkm=;_SdoSsk8zFR%Y09)RAjH%Y<~qG5?#;pz4LpMB(c
z%Aj|zy$a!}PjBy#RyJ4HbL;8RnFUX=Nn;yttdZbq%F~y*6HPBGBW<4MZ9$=#(}SHR
z?_;0Di`P>P4D$m_q}wDH@qZwrQiFd)3othPtTRr=DY*WwV!dB8Vl{X_>ygH%C!5K0
zq1vwf!p1<C^!v1oYZBN&ZDyhihrPg!b#M4S{j{39%lU0%z3;~81T?_p-%rM&v0esm
zuCL@`Yy@Kmy)%DIKC%(QrmOZ{QF?EJ=pJhL@8RLfCd3jZ`<G?c*zXcXDXIxge(+xU
zicrCYt)To3x#$al4TLF#J;zk3eUqgg-yYsZ10i-u>p=g#RGFoy?NU}0vdtz{$7PDh
z*6f)3V)<F<<vdIvIW2fGtd=3UMAusZ0GY=m3ysPLgqid~u6GIWPvR%nmE<o1(zvEN
zm_OpyoL^TweQ!8+X+s&X11(st#q3O?22I6;005(Dg-5=ynyy-D+cH(T{%{-YsF8j3
z=bt_j*NriFQd{ln_omMD$f~mbfR3vJp5Oq8{{slEA~+CInL*EN0Q}a!doDHhtVGbs
zM=$Z&aoR&u4NgpEl@R-5FcsV;+%4wq67CrEr%R84;edU)2*%DsR|nB^oePbN?x0mQ
zqqW~t3MmiWP4O)IQJBxr;L5KwuEBbj?f|9iMLXO(FO}L*=#9Y?R_Tkb9zqtE^+i6?
zP=JcID&LN5ZWKjNl_#8T_lgfggN~H2ZoSA`b%}$v_@MH)LxNtP$J{0u-tW@A-sr&m
ze@v`D>64;&oN*duuQ}3~xx~EfQobchMHp%RjT};V(SRX)rHmBaPN^2f>l<UMZUjF3
zJ2WF?f%jL;K>-ZmCiJOkG=vK7O>}*jn;F<5ro31PS_3$xzC;vUy|$ddFur+X+ADof
zMs%x&jh(&vqV79+0TZk#)D;FVPVMkCK(qeTeCv2^&ugsj<iGCHKPsdNEIeW-!q<G<
z{c(dL<t}AgCZ%nS?~q7u2`>zqQ=&|Ys@e%m88PFAQw+XHWKpFDXk*j<yF5^D&~W*a
zHY#o+(R(!|s_M`lW$~WNm`@1vX7k21{^?$%D9tj}4YMAUQ_P>pwppWtEA!&J#yG43
zsoBhxt7oXjNah}4X|es%d^>>|xj)a|1JXdN$Hf4|cPheUGyE3FC*pXj$?tTJ?HiYh
z(s-bJi^No0&OLg8T8wDV@Qosq0JhxbqF3%rLWf+A=hP%0o<TDV2?o>!+P??ZM96MO
zt4&1Z`EI2oY#srDd0DGi!pU?=9)>}T;jNU5%dI7yZ*0i%e}J#6k7J#n4Q5dzGOjRx
zy^B+3KJs(}wN^G$Fno65c({$8n*&U|1<N_mqU$5=#<+QYaW<a{wFQpN%vGr1i$$v2
z_{<2my4O>3M+7?em<O)BKuHiw8Iy|EY%yF*P=gUoQ3}%gtrV_rw!v4QR`Arh=W&>>
z?wD^4qEb50JJnSgPyzVJTg}{^F%@0ohlQ+xkQ5bEFbpqD$Q0Mk^#e_RiKoP)aTW}B
zQYbySY7IG0faf$S&T>k(BjU<N$+YwHA9}JWQV4U1-}O#i9CH;FjbrM6H@3Sr1nIHQ
zRSBQPbhtsm!ab4V#GZMd<2nnvEog{bf;a6CV9S$^QOdB`I5rN@<tVRvEz-D>%t>?7
zEP8wjyr_3~hRDu-a5>+?1C`wV2Y71A62D%L4^u^rL+K!A7Kibyd#CiD;{aE+Z(XD`
z)p2b910>j_zHw1>sixb{UM=%U)kJnk8OJ)TT*lo6o#eT%*>`Xi4bd}Bz|^U(2=-rI
zCr1mwALR5R&dbtH4UjqGkYrK3Fs_wXJeA{&kTg7>AyM=Y+Zwf0<}*35U@J~+UBON^
zGMs}Y#P?+{<6NGX>bakap=F}MTl1!Vh9i?tI`7ohF@a@u^y}#@G%++dPgPN#olq3b
zf!^7ui=J1a#dvJWFouBBh`$R7by1nmJdHiab}q{^GZD0d$+RiUGBeuY8E7(rBx>4>
zWB~^FOz^x`VrJ~=3rBk6Hp0+5(6UJ`SfE!l=N#TrG|lx4Pv+<oAfjjCks7p~V*vWM
z0YFnvAOD@Rd^xQ7U0SnQeJXzZl?+*Mg_aiAsjJnetG_s_m6sp{I9e=R_1`2J(`Kb5
zV&|Q1mqn^a?dadR;6xWuDoz?j*^T1Ft(zB!4JJA;J)49$d%8ibI|+T`IN8)R{)5X?
zVTfd%^3&+#sY{L;4}zD&-R^4&MBi#pPuB8`DNcx=3nWLXqeC8r&#wI&GqfoXKFGp)
zX$|xmxX&zj%UjC-K|rN-!ET07%ZJvCKFF^2V3R7H>fd}KA&a<^Ellq3aur+J8E(dg
z_x;Bz*@c_jitbme$)|VfE5qT1OX+S~S#hogS-%7Z@T4Kh^NaSEVlAEMrqSUC!*$g&
z9{ne5?-@u-;?nNwngs?hRH&rs)$A~Qrwep$zCthE4w5<8UD3uLMm-#K_UNPSsvUsj
zz;%}D#4NVjl5q3bd%pf#Q2HOB-Y8776>fz%<&SvY{_c5})Tq($<UWQX?3dZucLal&
zQgK_ovMWQTpBOxGu0mgNW%xNk)p$p#g+FJ<nUj4Hy*$uAGb9b-3KTyw8t#fw_4!Q4
z?xm!-I{JKR*U!%28E98xm}~XbUvPSQ{$RA|`E?E4`4mmegjH+wOg({KlbUV~WfVPc
zFm}Zf8MjKODwJNR88%-t)fthcQ10!h3`UEu7Wq}^5V+hDM<dByTGPH9;@JB4+T@G^
zobx=!k=&oS(6{9Y+))=z*G&Hbw)F}Wq+T?K%|`;u^;VcB9lvCwl;T(e#rH+1rl-;H
z%bmG=B1wt0{MfBj0|RZV8TW#)8mn7PtqlM)xyA>sua?U1yj0i!@dG8KZ%v>5Z-2$-
zFrwFr3W>TBRES7Ytm4NTp}D+&DH`ggyH8|a0D<4AzQ>SC^8a(yPl;t}ndMJ7@i~~w
z`wtL`Hhi@KM9!DfdQ}zKC&=nT`Y?TPQn6S1F1)c9Gn%Yy=35XoL#tV*h(H~1CvTx8
zX=uO9!6n~p2buz|rf>}c3E-fZT;t2^FN{dEI9w&l%7rs|{{LH`o>Z1R8@s9?Rj1~^
zg97JjIJ8^h{IOt*!U6(=v9@LfZY>zR*HXi{H~d8tNqZWJpTf%qp9wWPQ8<#S7YAGz
z96H6GS3Qh}-@7kD@j8|qwGY?RfBoe%jSP^kUThW-sGLa0g%5n#%jMt~ET-?kjSOCB
z{>;@dyVA=N^CPKII0~i+@142d+^0exYpe5Z-mb7CeMNAX*H5J{4c8sSaUYiVN(#}b
zUiCg&{!`l}Dk&m4)7UKFYfSLr^=ZK?wE5(mt#scW_qY}<o@mMCbkNW4)4q>0$|RAx
zq`KmbO0)HsKAsn^k#&>f2?Cut0Wx@td!Ijusp&b}iltZQ`q8UbLTl!a$E{ScjL5~u
zn^2`Vvp;lPZ3z#**e8yPeoCj#&cL!xiFcCC9q^ga+`C!}d#NM4G(Xv0K<7oY`gm^8
zz~+v}BXNhf*mnqhR|L~xKpkcyI9OQT8+@FGHhwGQV@;0fRAX;*OH#@4@Ywl&*8VOV
zkF#QG==TRE$bC6rTF?4?$fZR+uRi{$HnxCPRLM0GSF_YL4Y{o=>t#8qP_E%vW;s^j
zd9PL7+V+eR(-4ji@O%%SXXH9tZCPmzxkIOfj@k_u2i;Gq6D*G=7D$r%s5j#m&x4xM
z#R39oes5-35CNPz?o?3>XnUaSmG#$L50O1vd$!hb9j-f6SoI$)Z%F{N#1++_%H~w<
zrcB?KH9vuS-p`&9yzL&YbX~unrMeZI-m!RSzeJ{Mxamt5Ix-&^F%CfJepRxkT4H55
zcFnWE{GPiD;%6yc3XyATQ_Iij<xYfPCABlIh!IhVCUkbIOD~`FV(6XVq8s~yuM4}K
z->iDzD-*5GDO$}~o&G{u2eV&Mh4N1npIIYT^aox{a4E)ie-sC|Y~+YD!z%_q5Cqk&
zTb^nK@eck_aWuxl741z%+QSI$dTO-Y>Tcaj#7|`nDplC}UWoUuPD>mmGZb3Jt9zb4
zSIs+J63^T96zF(ZDy65gmr<2{b627z1h#CpcB_4=X=qWd4rBe`H9^N<lct6<mo|IJ
zc%@~(w_dqI9^dmqRnU68l$1<Pe0U?{{+G(oV*Vghi8RIYPIT8_co{TF56PaEV_1k|
zNi}QDcg{Vf#MxbKqqa+RQ4QS(z%T8qD^R_S^~>uMJdIUFQ(uv^3@40QzSdC%`BmhD
zZ5=v}XO$sFUuCjr`lWMn{sYvq0q!8En=0PpYg+qnA5Ki?4%>+bt)0CS<#vlU9~gr}
zjN7uB`04}O{wB|F=rBzrdQ(|(`*it-yZiQ5c^uabrv_1ft(99Y%NUcnnRI;r`^mJG
z#Iy^C(Yx>)|E#5U{SPjLn62%OjLL$+0IwZ-fji^4R-rIIUt(;r)bTk1*3~-i8pZwH
z@%_B`pTip-uXF_68a*7{^{vi6eE59Z{sg#twU=d%nMTECpPU6A$xQMx&=BV22}=NA
z172^7ij-t0LhYK`v-Xw;Jh!i3&!3B0m9}}`;S^t05QvE8T^yW&#3U0gt}e8^Qs_Q~
zzulr`fNzwfYd3}QooQg+AU)jC?>^L4?GU{`{-|-6D8T}|qEC^P`at5Z;kgk6Xm5@y
zvsM@Q?33)MAOq1RW~Q~?T>c|dU-U&SBy22j_Gu#6Y1pExP4Y+DU=ogW+0*1IPkA}?
zkCIT8kT9loVJW(@bl+&LMnU<3NxD%WV2d*NM<I>TZnc!WzLNc!nF+@)h*|!6BB-5m
zv=kGzij;&H2-R8(QZA!ZgU_`jE_Rn`abWoSd11|wZ*<B&z0qvrC)jUnb@#DO({0Pz
zUEWRFq1}QlPOfV^<>s8H&(F1pXtmnCNVa_zW${{1WXQ67lS|T7aTUS!P*P?hZC|;R
zLkfZAbFJ6#9k)R?N(8!^pqX$Ut(auuzt3kil2nW7;Fx{7L&#j|XNvk>K`ts{B0Pzm
z-_;H{HeBW$_VIw|pp!pl?jQ%~*m{bY#xr+k8{3}58C-wn9bIB9?!6~(@LzY1jYM2-
zB#^Fv=xoY-GPgp)IJ{m>zuM=U_2!qkUj%D{FD<zvIB^|Decs~~?f=yWV=oL-*(pRm
zYf!@!5-?@LGg|#SaR&dRzw?Axd^@|R>!U`=5!co2RTkz5o5=~DqyT%um_Go_xCR0E
zAmM0g9yvW14ABZ=T1<}AeGuR8tU|ZDl&P?s*hc%zr9|2ZN_X7~C_bQ_nL4ZW<)(<S
zf<i@4<uSj=InG5*-B}vlt+&FH5YoaQc^w}flU^J06K>z6XGz=3{+Zd;GNn<sZD;*~
zM}toNf+uwL(8Dz}$Yh&5oQr}&C4k>_$?A<#|5-`l5|%Mx^;UzNUv+1L$>8v&7OaDf
zJb%1XEkAo6fj+@c={{7_`^faX28Uca2sfPI3A8Bc=+9o|9XMz3o2&YY(nHbHj@!Q>
z#!w(ke6|y(K=c}ez0uQW^m?kT?a-Jrh0N#!9z6^RSWFIK7qdh|2_F8bwW_Dn?o$GN
zT09M4j}-_BXVh*M&v+-WA!O^jH;ctv*JL!-f-@Zk_avGKf;MS%s{ZP;QT!L?ittPq
z%vi0z$i9;8hm(gEsii6O%|yJd#|HbFaA^s7GV}W~bKX>xHYtYgqy;$B-pp*TR+=P<
zGa$w~y%n%vVG3o@-2Sbp`*)ixS<_?~Oq+wS8hBVmeU1&Da|#0d584tscNP`#y}x3U
zS9Pb4A)I}q*1i7|uKFDdAebyTu{qqP2CBA>Nxbr=u)gM36!w&ECgKZnzpbP;j6Jcv
zwD&wMyJCJXJ$DyU9KcTUZ+kWgA?5VWwnNk+Oz(d|S9o!|7SnPsPq4#v$&N#H!h&iJ
zt&CuBn2x}6<-zy2w(-vx&J8BxN_WdpJwo4oj;<@&mo+HQ5UvY8^QZ8U{nawk5<5k;
z&Oo}cnOS24&0(R-N{}2sIwWLvQmL;0<thqimXN&F{*CJ8;>xHKt>Xy5DP@Z+GbYyE
zapbL~3;X1NkVAp4&|S!UvEhFJ0oG`r)XODAm;Lt_-F23)r(!yAFlq=RHF^OaDr|y2
z=Kiqv<#^P*JaO@Zn7lu4dr%y;{OI(K(M^(<4z^WX-ZmN`^5iLDX>y@uBawK1@CB)Y
zj4PYn<*rs}sf+j_N0Q)FI})HSewMuO=7MjP1RjfMqcE!)aeJXcOhlFihaH$l3T%o<
zOUce401`(?^ql6IzUOGeeY1l!@s|B+1!d!M0;5k%L8iqrxiK;=aHn2e?37W82~*w0
zuJ$Ck-LU?``dRMF=}AP^GkQ~@j3Y=YQC*HFNd1>I|A5VRd2OlR>OVjoh%NAt1UKb@
z3I8<M7;?@5<uAHalFJ3{6^fJ=SsDE9fT_SC1@G53GVDWc_j@D-nxOJhQFLW1&AgMn
z*)vQTi{HgM?QPVFkpMNtpkf*U&xFX_w>-LmLoYN#BT;-Cc&b4arR`ZsbpExJ-g5PC
zVvEnS<-t6m(~*t(ZvCT*b&l~<_stVAsr6>z1dur1=;Dyzg@z$JqmJt>{!!+inAP}q
zik{##<xUuH!Uz}D<sYYPHbvxa(007Hq){_Mk|s%s(t9YVul9NBN*>#VHBJ{jBpTRb
z@}-y}JIN|%_4U#7WKRPPKT0Xk+9xivLWLxjv|%OUZS~>p&Ir&F!iWkk{ZTG#kCIRn
zPj3B09*&F1H1Fr{cK{eOV_Gd5v@gJLerBn_BLfi4BM-+6Zor6Jdia_Oma4`MW-+`K
zZ#^z5A@iB->QwyQd)Y;)&jb%0(J;)gd;j5QO@9T@;<XsR#D38!R}ddXWAZP54t6YE
zf}5KfZGRdI`hZs~C<zt0OdSVA;@V!=Al}`_s;XR&=!UI#`NzH9u@M_idmdJJq*MZ7
zr}PeTvHnzvkq|F;z~f1j_@TL9aT!li)jf9OB-**rEmHIQuyk=di2KqpyWKJ$MWjy*
zVP)hOB<rD1wS6&m(LV-a0H`wpi>|3TINI4t1NzhBMkaw(RfC2UPZ9p<?XZP0hx~HF
zm+)j~LclMX)P2<|jn`Rh0(XPT-;S_%n=nl&rj?p0TBoq4?QHh+=`i_|t7?xD!Doby
z9z|Wwkzs+=y!988U_!9{urAq;hrJKh^w=gg3XIL)=#kDi%qhatUo9Wt&7%N9y-9(8
zI|kkCqx$0x{@~0pMwu`!wq)#Ne@;`D{WQJCj^Z}LB{1?SL4HzD(Fu<P<{>kkB{~2K
ziV-Kovfg6a{1==R;sZ7a@=<*~!_fhNC&6~f;{@91^rU~6_K-nPu`|0U(9^@3-tCOP
z^EiOx&J;{{Wah1{P60cr!9)>r!@}~H^LvFK*`@yjwEhP;tUIgL;3j`<KW*_0vCo^A
zx9M#LS2x9p2Ldt5dkqelMHHV2fH&DW55~@Mx0V+2vsBlvF)%jS(V0yFD#`Tt^MkLH
zwc}S$ejsqQcJ$auVpM#D+HOUxgIHGpwdGVUHR@r>=7?$*Y+|Pl##7(2xwF}!@7$p_
z`QH7*juZ$?YGQ~xX+t*Y8LTF_Ebm>huo@V-NF_`-UsX=diL{v$r)Df@fdoBzd)=c<
zcNE9Kv7B!da4KY6M@($8V7umzHnAMyG6YAajDTkG;r{?Xsr}CeZY{mu`-ZvsN1gb2
zNy{hf2jA&6#W>hF6!7aYWojPdvi@+v#Rf<)Yra^_DQgAMpOg(y^7G5fxMq_IV#72>
z+3Rsj1>2>Q3*9Ut1C`&izGpT#(l{3Be8#u3)dXVx=N9%;P!O-r-H$2b-cL{*fUUOu
zhY)7w#G)=ZE^uA<mpUR)zPyN(;7((&wt>hYFOy&Z;7wxs_-eSk=R*?8LiWaWCY8g+
zXLi2Qpw%LbGnq=2%twF1iU1zzBM&NniPtZcWPaY2XNL9c%y~X9v`h+{M1&NKK3C$u
zBrE4<I>})0EsuQ`>P!{;lr)%ZUs?Wyr>Evi`mA>NL(GwK=i6-I<Nyh|dT=H9>D0@S
zWu=ss@j$x79)$|y=J-60lK=k-Cw<A;$TU95`6!komoX7Zj+Ie~DHk~Ja)x)|8@E9D
zpp15|APE`HCJw03JQYmdHWI+#V0z%{livkPdL<jmd8fxNQ`65iB)VlqaXpIu$0cR*
zmdly12rH`Ks%htbA~N`?WrcQP1M&+E7vK#5h<TlUQ^Vo!&L>D3B;xjypPUusufZA|
zPObTJO`sQ-iObo)pPqa?K%Bi%Gk*K4jgX<hWPPe-Bj-fkUi$1o5{1<}oU=FS+tu!l
zR;~`jr_&ld>w@280Z08i=Z(S*YrU3vR;YhD!*mnal`iabXyU8C_Y2D3nTkubs77?-
zH+mI6gEX7L7WZJAPgoi=lY>vw54qhoc8o$K_TOtjq+#FtJkZ3L!#qn~ZPF(Vg9BbB
zv2>}A8`Mnm2*`8{D{in#Sj_MR;Lqs&to^?HW~{Ooap-;eF4}W9WkO~Elcc0$4gnMZ
zgJ)Z&!rChiSMg#z3qRf6=2~}A_ZrI$TzU%_)P0#u^pnoB(fazN9)=z@<j0JzyRk;z
z>=k7FkXsE95<yAu!*O4LnrFj)Pxnwo%1Kr%8BP@m8yu-uSZE-w;Z34DX$kAz_$TTm
zb6@MyR^#LYG9^<sb3WSIri}tsdWY4^b6aoj-==%*s#6>3BsNe{cCc<{p?82U<J+7T
z-PiZ9*K7i>wy`MN<PE2LE>tySYPt?S(~3Y|Ha*pO_4g<<IU|b7HeDtW)lJ$TN%Y~}
zfx%A;8=c=^3aKgND6Mqwj`%1^`h1kZl&eT@rfxaKWi0$<uX&8nLnYHVX~fDHwb1e%
zVz@R4>>-kFsYDxFZ34#2VVdakf*9Ypeo`Y@>F#tXG3ms$RpJ5Jh#y@t3F!W0TXTFd
z0pTkZLriA#88Q}u#jTSIl=#INt8cZ+hiIz2luzq-QR~A_bQbhd_KK1_?2Sb=iFj}V
z*tq%x#qMgS;Hgn}P_p=;6j{C8y^<b6NOHL>1>*9<Gfv}DQ$ShisND-395O3-I8~W%
zx~t8(KjO}GW7`?S*?SRPXz&?s$g@;AXsF^2k8m4#D*eMTXNZD<e`VpJ+j-&py8s9z
zu*kBxpV!b!T=m&hX2PA8eHxDUx8vFDW{o;jZyR*rNjDh?m7w;~TR%B^xsOEi=b=ec
z82;MZ*48eog9POO($nL4Sj{t>U8yD=#J+0k0Nfg7aq`LEDSA>fbbv+5;=|Q2FhUc-
zYq))NRJ->bl1S`rQT~;>nSgYM;pDNErnuJH+?8fdHjB@*fxIKGh{+frKuZK8IMQw?
zkDweYQ>a+^@MopMMc+cfi<5*w*-<OKPhv(S&en%x>BKpH$FHx$d_Z?a0p8wd4Gp_H
zcmsbHoAtQ#vd3l5Uq5uro<7aS))*2=`i^F2JH$f$ho#ExS^N7HNo*k)<X6ai^4u(>
zn#oEK$-G=25>alcNV7!yaKF!5I75NVB=lCL{~BT}aOiKZ_-u2<yVD}H*2;*ElZjO8
zDf03kmsOZf<vHMcTt<^szd%^f?h~lD70;G;S){~~nN9anxz&ei_msL67K(T*Wqv=W
z5v6&$au1EK?_r_p5ccHLo#YAbp;&ls5RU{qv*oUdrl-8>@z#EO&)da@)sXvK@Pu@8
zHoNrY%yr$bGW9$~waI6MGM7{Sd?O!atn7w`{HF?q+NGbj`m}8<G)YWDA|-bUclFmA
zmb+&qo9GzG-P)Q0z6y}1hm%6dG(D<@npAwGXfM9rvM<FA@f%kG!(02hByW@kJum~u
zo1<1Seja>jyP^@@Kv0i$%Y-IfBx^8sgycqsAAdD>@c|h_q@d(Ju+g#uJ>*HM2f|6-
zp{CW3+d;7L9u>GcWp=j`b&`h-5~PI%HMG<vOD1U5al=gdtP4gSFgvy>%vr2E+$m-5
zy*F}}-rnbRQp4Zlc~InJZlUlx-72t7$9U9CD|?kYj{q}kA<?g?E<^|hFv77ql*R?1
zk161CDd+UsE#dAe0O}&=pDQqSH6j4sW+-O8>4IpKhQr3%@)#0w@z8NfB2ngV6SZ!S
zsid;g;dv?E-|tep9c=ae9^9;;xN8=vQ_1JZxz~}5CbVQC@^XI0ehlcm&;a+gHDkV?
zEA+!ahRc&77WMGi!T(d+SwywfhV44I6faOH-r!bTio3gODNx*kyL%y6p}4!dQ=DK0
zin|7aQ{4GZ{_z?7lXC`pzO&ZOyWZ!y<(kBV_XkI{9oh-fT$N>#pTnS(%kU|TVsTKW
zou0{QP8i=ukn>D;!kRMYt;M+X{e4oZ_b8>I$KG#S+Hj<9lI2>2cQ<dQ&5yhED<*ho
zBA%_TA{ABj76=m+_`f9t;fowt-A!5d-#=fR6XU!0YTt(Zv>j0fjDD?phP21s@j$$E
zbjD1!L^nEME%aykX(bckEgq4UNkzxiV9s1@ZJTVq7wX5xO7Stc1a+b{yFJFq)q1wg
z#9AcM`?-b>8j%4UIqSCkr}9plPY_Yrkh{%{!fouHa^A3Sb`tik*=?zYv)J1*5gtn9
zLah5*mR}rAoyY{1j30z=0)~%q?Z^;HnKZ5CNYJH-Z!g{g;pJPb7C%1>jCTA7&=oWb
z@Wb`BPoYuZ7vjI9CjV$R(FuL~S9#M%k?>6cOBYp~PP0P>umgg>+S9xSlg$=pH2^5k
zPxb2i)7UY*O3+FJyi6JFrzvi^!fFrw$IqwligsJ16nh#&VL8M$4$H~5NYK)p93#<|
z;@j^-84(cOcxyrW5Pt<knuPMVJrXk6;&}3@jiZaa2DW^lh{5DhNz|`1U*Enhr+2+O
zmAw-H9MsZpH4=>XQ9@y2i{%?!KQ#6UL>=mZ$XY2gp!M`{%yz*63uLd01Uug$+BmSN
zMzEg1w5eJRCapKt8iuT?5{{VY{7sS}TdWJNW>|g!wL|O%M*M+eU#P6yTtW#x-lrrf
zJaJf@R`)&_?Hy||FgU-K8*-^-oGtvVU)LClliR!)Y6oQ<|ESUcuQ77E2@`d4@%4uY
z>_!Nh4C|G0^}=eD_B$ml8Hwbf9xqiQ<10j}{lGI;xf&I6>j@kZs3(y0EH*lvc=W>s
zc^dHXqxy17z@PT8t60U+vPz&8JvljU)<K!9w1zx~5`N!X3%YTfi^PQ%5hAg}x6ZxQ
zq5wrt`PwKEx6E9LXl3iLT#@5X!iD)T5fwGxH*@+go(whkij%Isg>6qA2&$5q9&m>c
z!jvpXneF;A6qmG6hXsz;V*Xt4)ka^#P@Lp4*TzMv$!xDoF>?h;@^qc(NIeZj-Xe}t
z)^E;kRAHlWfUBhudYLO<uG6S)L4CQ@!U#N_CP9L)FhlqoD@f3KTlm&&X$)8z&Qil+
zE~Zr%nsUu!AG^v;;kW~V+Y;}-cCcXJ;YosG4D^!>qf2|=bcycJ=Kh!`Pq`-*Bl-J_
zBh?NTrg6Su>|k8GSOw2BFh^g(`k!O976notx+G9XG*sZ|#L)B<tO0b59*wvQ#$fin
z67s5udC&7a0<-A*4%IRG*164uMt!R>DyEoG#+iYaD0?36_4KqrPoF-TvmSvpNP+}6
zB;3yJW%3vhrLgxU{1TpDj3HOu_23khW4q8H!#Czz9L4U}%H-1{PLLdcptos|N0gX(
zLnL$tlF+UCV6pWk<LL9XQYmxT3BJ)o6dUhQkPbAm?}XKfsdz&6)s09YreU$c!B+%)
zm0_Vn9#2}`)0-8{3P?zZH9xH3q!t>k2}T4B*<A&Z;A5M0;xLm$!y+`Ygo%)|x$C!7
zdXj2T1SLq51b_TWkaxCjkm{p?6@v=uA=7c0nL|*g>cwomV{?Fw-JjC`0M?rUy%BsP
zzyoq}c&qS*c5&{ct}R^85dRO5MuRHo>cg<~r1K*Nairq8DI^qQ#O=sL@ZsAYM*`0(
z_Q;=NC|4Jyz@r3%ScI#WhOjh*D>YM;{L6O1p(`%+Oy(iB(6Of}=0Ey^JwN+|`i(&>
z-8DC!6#<L9M1-xllyjDx#hasM71IFrolD;82-<j53F_PF0%UxnAY2bIl4TVic+o|*
z<~j>=K%u}60pm$?qAz9lB43%v-U<KJ#^~%<(rn`xwCP?k4&ce7`A_5QoXrR!x&j$m
zeAXiS?Y#7gL4?f=iaFW*N2l4(Pi_9+<x~UgtrcckL_BS`XL%-mK)xf4GqI5T2e9o#
z4ESR>FG}HErxdC5qXzYiTHK&m)_^Z$%%V9Pz|=u|24ZZjvjFfdZ<Iv*23-@lrMxmD
zLskYI#nGs(X#+%h><0Z?O9`X9I<Rz9-EL|N=XR!loL3WgcME~`xy+ou$3tFFqQy%1
zY1_<F{K);c8zZ$fsZdl;9g*PXABpttFi?VxX*fAm`7N)t`s}&GK^obF7SV7O`X-u~
zdxGKCoG8UZm3ABWcupdFAn-d^a0sMsQdX{%*|_?A`K&aG*PpK+(V8tg!PzcOAog1t
zk^q(0O-+E8<f6Zb$A`PpEH{S_i6$<^{{b3($^CSt$2UEfY&IpXZ@1x}^P!_tjNVGB
zC5UJ>@RZzxbSFa6q<9*D-3Kq}E^#+>4t<f^^>{W-DmGq+<dpPbW_zwLlfKwKm4$Sx
z?Hs<%RUXc*Nfu=U<HY(Qj>{9J*iMa9$!9OjB4<cYi3+ZrXb#2Bh|yBE7s`DWN_*Gq
z1Q2;kC8sVv>4+xnFI-GCJtQg6lYH6c3s5UjKmrhHhqQkSy(PadCnRhawH_DEsa)s^
z4|p`Tu!dzSJP&#{=;zCMOi$tnRMF)Mx#OR$>K$O(krL@ps_cOr0tspB?#wawoT>K+
zmpYeo%g<i4^Izy50`>AgCWzfF>*4%84-ba8=7w7!b~zKIiD3j%;U{vJCkLIi*GkgT
zuRsMqAF2tIhjudi5&<87)p9=RRBX_OeCx-F0)XL66`Rns(P?08+O7^`b;m98?H|p*
z80V7u5Jt}I?aN`hP5*s{IPiSQ1c#6;=QK|nqb}j5pa_n=Xhh9S+F|WBC$&Xgk6xl<
z_N$$Zp1&iwC^J&hU`)hs)?Qk3BYe;nK>1}(&~i72noi=Tw15n~!tZA*F$ZS7u-{C2
z|MZRuvISvP+<cs~S`7<s)``m7=Mn{)^}ZRb#8w(ci4pHVe0<CDXw<Q^j^m}tbgavF
zrSN!Ab{eEcfeY{h>|LyC1yQyAPNup((~47si*LP{p~?XLl%Y8;Wm6a%5&_2`Q}#d0
z1&v9;4PB>1RB!QV-GMz}cW_)oauj@)U1k=0C1dk`1rTb;{O?a;a;k5v4Td=h_1twD
z#4bUQ<fZ~BzJ5nkNOR9Ftt|`l`qQTYZsEt5Y;+W~0><gM$M<cu?Vo6IX8@(CJmdsx
z(@)LLT;js$(NW}I?R2opzaq$?mF=jiBo4LrTahBi-Ivu2pa*Zv`;ViF-#}`N-PfaP
zhn32PDqRR~Uzj_Sr;|c9t4$kLv#~dp!7ch&lHaHOK?d4^m&G4CWfD!YO26n>37XqU
zDv)DFFR^CKgx1;eH|pDQs*n-&_xF!T95cr=7Doo)7GacK?Wf(aAC~BFVkLeb`<$nv
z-T})eYO}x&ZvQ*!Ho-f@@!lq`U%fC?IpK93n%Ae7_afBO{QGZV?74!eO-3O`B4VVD
zYLBYk)!Kz=SedEq^A5++@kb#bsMj`W5h3^!>2{iNXuyfIEq?7P>qnWB$2Lv<3BE<Q
z&le0yexFI!rc~{`qEz8U`6^AE^7sGB`ToVYG%%9Qk3qf~tEZS`kxAgB0{97_(vH8z
zTM`7=!d|4^QjYYHws=pUtM`q(wNKM4AMYJ-0is{<mvMd)>a=Dl_`RxLk<zZ}eeiN-
z7)QGD|IM8Z?+99wRl^-f2`GV+=*OH%5`7wfdvXFvR#C;i<XHFoP|37)7kF99NM-%h
zrk({#^+D4Lm7iWL{yF`7;P1_Zk4c7dN>5|DV;GJu=Nddq4xlyRZShG{&T470>=Ly;
z-w8J3ILcWQd|I$KaIZ)kM?d{F(fJu!(zpp-V!iK<E_!c{*NG*CZUg!sU<E3LY~h#n
z{rwh!i*{~=nx+V#B-Bx+riRE-85IuYn2lq^cQl{E`TIf(Rwx{3$j<zsg8YH6)AD<1
zs6nC+X}>b7eaaz+oNqnDg6JG3#F1I%E*e3-KrQXl`WARs$-KJjc+QwO7niYTb@Z}3
z3*?aV#Uk$7;L2c2q^V|jlG0v|(MQmVUbB=t@5168xJ$egrR%*P>*Cg`a<1m%+&XGX
z@)U^d79!IJQT~`MTIx(`G^*pipYTTak5p7H9e>{sx`2NA*D1WoGzR$>URf%65DO2+
zFUYfS-bk&Cvkz*Q$mFjH_5u$Fi%{eQSQLniB9a4fTb*a<-R@`RJ>P`04E;x$;>V&e
zK_NenVbi(q9W5Cg>dm02`C>h~O&3uekxpM->5tMdwfW}57X4fU<1sJySjA7}LaFWB
zx!u0Hi$9o*j4bVc`k|ZS`GkLCNX#WwfZp^^`=W@%lwIoFMwB$y+s<y0?ypLc``Dj6
z>0~(*nVNcMG><lq@Y#}n_UMXmu*5C(uKpt>yLiF+)?aE8WIf*aGMh9AnUeWB*G(5x
za`Mkqrb_<K9GBhClj?+w1Z}S3k5WTS#-4UdLwn;q%oe2~=TnFD5i_Mrp9cxrb*=Mo
zTbrR=)Ms{f_C5X&IO7dKPatO1A)z&Ju{97lX?QI^Ta$NRy6;3cXjWOPs@7(B^&cRX
zYv323VL)?JZ(?3gvQ{2PG8~hz#9Je<5tgDM0PmR0b+79Z&fUz`;w#HGB{I`1pm;sD
zNhD0oX2B~;7Mhh*J@9z$!x8b-Gw6e|-m5s1j7^Vku>f3rVZ2l02MQPrwD(oMaTl~h
z@9%@2wsy2r6%IOBrp_Tcj4Q^;bYrj*c|NF_rWCjsq?T}C9;7(MQlOHCkD(5IWs#j^
zCYVCP87$*fm(`>tcl%?49Ub`XfQ3;A6t@?9Rz^nN<V6=>WFWj2J;i+;3KvfSLa7*Z
z>R4DfYPC%9XcIYc?dqyVbv;Ijjgs-#Nd1pdz!qD-LXrs=ti$SBjXo?~coD>6@jzA~
zR|o=<=qpq9g{Cpg2}9UoHLI7bJ}I()`r9dJd3Kq&IE7ZRiJC6UlMsJ;F<-{z5p!a6
z1ef$o*IWmqN9#T=Pl$M9n(7y6`GUM`;)tq?stSv7&5sYvV<awLx$s=STqi8%Te{<q
zj>`j`XJ%FSRT_!<27)oLn5Ecn@dp{9&bqFFT8CmImB)AVLlP@=r1<;Z&+Y3X$M!Pn
z#1{3xU52t#a`S4%zBm-%F~$|>B7oKY<gUN*EL*OSRXLLGMZi){#6^PR$De`fLT1;>
zKD0>|I-9EAE6WR23X)=cFth&vM$;RVy=r#mAuUBZEF^So94F^YoK?{bu9yhao<d)N
zKwz!NQFY~yDA!uD4D`nYwIliQGBhq%w{tY-A-G!Uzr$C_eJa#WJCn%wsazK@aRozq
zmp6E%`6JS(Ky-8kF9O!Kb0pn5Y9XqfaW%S52CTa&Cq-%yQZHR67RG{0wx?t%CZqd(
zS0S91d2EeEyr$CH=6uAos0_juFHDzf4GuqzImTdRb8v9j8h?^(e1uM)83??acIY_|
zrv9rq_-&nw%*)wMz9f`sV<QGajSEu}=92kTA6M_9qX0Wm2Fu3pO_nG#1Z$Jy)~KAa
z*a0C}UNUJC&GE~E&?jxbu%V8tK~#|rSVx6+Q{Ugn*FDj|bHGc09ZeFAoD40_UdqGF
zI5DB_)V@jkz!TV;=L9adOnL*$VRa%*B`;AfeAcaB;F2|FY;8!gG68>Z(2up*)EPVZ
zv?WTvz6^|PL9{llmr88$n2^<}ah$)IP1la2T&Po%IH+hEk2*?W-ECVAE;xSbv-=-?
zf3a<tw@Tx{`?K4&7OT3$aakD?$ngaKeB$67A^I5?g!kMFBQ%zjqxK*X=^%8fj<GkY
z$8PtZdSvK*gwEe1ERG6pB(HOO2$pgwI1;2;v{QzWyF+HK7jtL}y`!=VMg%k;V2crj
z^Oo<WpwhuyzgW^J(2J(OedK;A2s{pX(vq?;TlFC^S5-iI)K(jkBZH$6aMUU)n1{Zn
zkLZEcdWFHb@I8BpLovNB5&@P4$%}0)XN$tOhoD?L`*0d`q&P%5wUH8*f;Owzau-x>
zj|*M)*6>kkoR;@tEFtqrS8>l;R{p~z6llnqKTjhUR!JtwuQ-$b&`z3Yi4Bf0>WuYG
z1?33db+K>DqJ1hW@S3L%pWK&1=;r~iuq9oi^uhZ%^-06SnE?FA&)TZP#exiAW_NkN
zMtL0JJ~enRJJFbMlID=8rmGiD>PMIDwpyD2JTLn1lg#14ZV3a?>2d-B>j)L>8B&Po
z<X9H71;W|X$AN}rMRayCFjrd4A!1}IL-YNNNF)Mp(VvUv-?4Bf#c7|k?=BPAvRsh0
zOmD((q<~~l5{8g5B6HI2Mrf$^W!TKzx0DG3QDu2Z-mm;pRGp-lei6jGrv-LskJ2Jk
zn%1jr;(dFo1i-3t%AA`s?)=7BlTp+_B)XqDsLV~R!vX!x7@5pPj@Qc(F7+9ZONx6A
zB6Pn`eNo}s+fQ-DuH2)plTt(-<thl-4w=_{ER>BmAv5=2X6_`oN8CPRCwdf-75nH$
z^sL1EvaIP{W<2~Zdbm4-d{0ETDh<=6n4sgaAvEZtS8Hg??MI!B5b7i_r|Ho@GKm&%
z4_tiXPtEo9tr1yypZC|Hz67K`H`6uV-YKtSVIe8Azat-5NkvJHYfqZVI?@RQfMapi
z*JxMO_O{sXN~&)KjV{23H<?8nwwEjPnaPQ1SJDO<T;i-N+j$OpwPMjcE&pOJ`<f(S
zY6M{+2aY5DHCq>;+qx8lHQS%mmZ=PY0G6!{lU}P9WB-FOIkDS$?S(R;3G<_Qr+Yz1
zmc82E*N*qcy6`NX{4s6Jd)s&gXvLJO$hBb}rMr*~N@NEzXAFZIGOY9pRpWO%7WW}q
ziFe_U4oP%h-}BHO+OpnE9^6p@m75b4A3Xb!3xcHG8dvfHznP5V9DMEjG@{~6=Xn}M
zLUDC_;5*zhQgX@ntQwJI)v-ty$@M;|Q?rAi*YIXK*sNr#Gg5pTf`pXl!nKz--tOi`
znRS`IuEwGN-k3`O^2#U3aEMXb8^iMMR2Ej}-SoBP!DJ_1OmU`q*FFXbT?YbS=O10}
zXH}rm3}`U@=5}c@^i&%YP`cGpJ5j>XRBc3|eLI39NJ<XAUG(>zI}e`q&<{)3G2N8a
zNDNPu5YtF{(2Fjv?8?+&jgYlq7sHV&<I#vCce=++PEJia%0q5u^!QBFa|X48r#8bU
z2-?J<!DW<#pr_rI7yHX7<2ip5pVGr4o3vKVbo~j+gCxl2v@jMFbR^ej>XBomX~{;{
z{r$(&xrj*BRJTj8_tuaY4aqzMb?z2iF~nxl@%oq&&uh{Bpt5t=t+H$X$4^`T919!P
zNU2liNy~XVLh=gIeQ~@@(Q8_&ZT=5{TT&@u&lEoK$=Q~KobmxqgubunwSJZ4H*p%>
zG4|1fZ++USM)$7kSS~$tJW9N4{{yIXwlQ9=%PUz^+Bwk~<pzgx-j;l4PRPpVn|~j3
zAxgAV6Ug-NRpamNiGa+IV&S(B8#GO=(qpuE5>Mp5yWM2U|0aKZ#Vh=`Fft=^zhY&^
zc~!L&ecwmlqqj|*>PB$fnKJZuwXv8ZWz-^B71tm1xWtsdJ{)xU=uBg2Q!)>;{I(J3
zPc>fR*O+XCeO$P581&xXk3X1tjz<M?b&;tgLC}4?A8*@H16)k`JNHHEU+=EUG?=}v
znZk2(RUr-OQzt#K%@tAV&&#}Y_p{91UK_rv7ss;BCbW;PIA1I#lPmmD;pu~SloIj1
zhnm4++e&XldCbsWEv4TU373oD-xQa3WhFy!rXMFK7Bt+9R5mb<1rvq+S@raNGPlX}
zNc)|?#sWoZ<OOvC2%10oB0&`a(w#W?AhV7mhPjw|VA~{kSRH-N-!itUe`f5qtW}U?
zK&pRL6mq6a9pf^EdU@Y8<2Pr)-0p-i_2pX4)<&f^+<^N4P(;z_8^EmZ`X@LzxZ_)H
z3xXQ6rhp*SO?THS#;Xt^Wm=e{gsca`0&Kig{jj4pcqPz3-|!zGXc***{g+7>`0hov
z%b5s!3&S5JqHn4&Ft3+r0A-T3pwV}aQ107=3mpaCIrN{Nh{(}-^uI6u9a4#UMcVic
z)BsR36!f%^CgeCN{Q^0-<JDNeG$i`=*r$wTRnl%nW04pzH)0!sm`DhVn{%Sb(7yR2
zJ6f}xNNgZKO1d3p;uV@Q(5k!I+OkVSbb4opl9qO^cZTDar!KH}V(f3(1Xi2$xv!va
z%R_~oUJ2tTQi_+^+%e==Zw(j*ULNZ*75K~ktBa<3!|$T_pfOvcGOtGrD0V;%lrzoV
ztMMU5odhqO|0Z67XX>I2aSFEA9JxN@j`5({<f+o=nirjqb0&*X+7FUqX$m{u|4a-l
zEUE}VpAQ8ocJqsH%a>s*iay>HBW`2hmH;XJc2k0F1gClW{M^t<ASHras5`5PNlmC}
zeAJWz|Fbmcc)UlrP~sE{5xy_Ay!oTR(Qmp(u1+Cq=HqyxL7B=80HO(JM&DF?r)k!Z
z5g&+U%*Qo*E$W39z~{0%%!K~{vJ<9arvKM6AsCaf@PB;}RFMc*U3g~FZ=ta3Dve-r
z6ys-YPX8j2c%}D5G*QNvhQoH&Tzi6J8q;+pyhYzJi;>a}aRthZ=vP8JuhyZNRz{Pw
z1OXx}WdV}}4VGtDAqXLWtKU5h8gVX)ltWKJPn9xy#3LfzT`1UHC0tVb^1;_rxV)}(
zMCaKGZJ~VS$hd};7p(*tdx910Wba!+I+nuLiyc<C*3!hGOnvkjO1bm-mWx7}@rBug
zna;i{SSN3k$Ml0=`^6_d?IByE0nvyqbU%E_E{|l9{3M_AR~6qdU^zwrLT*h8;k|~1
z70J%$%BB`EM<v~ii3O9^fo5ns=GoZJf!$y_PWkBX{=FHW%4Ju%M_1MAkryE5e;cs$
z>{_usKvX|#a-{CVyRY2eh2#vPcvIfU;pG1aoU`Mja?<3R?6|7Y#^RXbsF|ZUerF_)
zd`CcEc>b?%3=w&`fU^a*?hC*<_uZ{(`JM6_%eH!cv--zX@e7wv8y5lLOYa68o@twA
zl=iN9_6+z#E0m6kZg_&2U>(ov8xB_=5~Rk!+X<((d~PjAm<ey0#!SDL*-{xahMb~4
zaYw&YGpKw~zA8&H2>ZNpHsIgR>Vu4s%(++vcd=Q?*q3j}l$*XYNFNkAP0n|nxJHTd
za7Zu)#j<iifjTR0tiRG+kA;2=9Y~tDCZHJE!u{tYWz}wV%enUHAOGM!>9KzAbm3UH
zfKi~$mS-s;mFORxiEQ+AHy)r%6{H<@j9P2li&Nv+{d*?Qylnr#^;${d*&XQmsB06b
zDRuvCnz9+a#=}}T?boHL-QDG=r2@NkJipw>TC_AZi)<G(JNE5XqpXT^XD96@x|ec7
zB!F?aR!ZbF5=A{TzH<?KY(sOKrlFc!=O@drd_EX!GoWUVKT1CA33u_*>wU=rab$N`
z&!#d$(srClk?*Dz0kI@EC-%W5RzB6m2KClQJp1Ar;69qEpc;K6@0u4GY6XU01|1PY
z4RCUobj<|dVM-j0DuS*DO6ByOSmT24$c>xX+VA~y3q!m5vD-1WKu_jFs)M60-y)Uo
zw7*Vh(HY%u)ko7W_xZ$7VozVK!Jx9$jrA;|lz{#DM&_irJu9?7DG*+R6#4dl(DxH;
zr-mlA&@h6!JUD`W&{_3Mn3n$fq1$u-QBC985yz*VK}Re5@X<b`2bTrH51sy<$ZcL9
z9n8m>FbB<J^?8Z|b~oDd9m(V%7UHutW%K6OMeTz|v}zgM*)G%BSWkOBnq3dQ_8?l_
zOx-M=UnzK1ccGP4xi17NnjPIy&mX4_RQQClew1H2I?WsiSxRb`3r-7voSb{%Ve6Km
zDC+;5_QC&`Mk#>C%gh=`QBhu2z97)mYTT3w59H}|%%3lv=`j+MmSGK(g7qtz$WhQ$
z1A^;-m#Xz1dHBZ4L(Ca`;Yj;BaP{@}E8$7J#rAW@+t?jdvtTS8{u#AJ+~qx3P3$!D
zA8cy&xZMiyK65j+u>%tA*+|>|J!f3%iWwXgcMaddmu@KCsek0Y#{Ee|eY5@dqoc}D
zvK%sk0l!uT#fSp(O;v@c_BZrvu5Pf&*hz}2&Z7i{ZBktB0zYd}!a)1|{GqQ61GPmh
z^AHkF(e*GN9eFahR^O&^$Uh7UA>DezjIks0HOq>T{&nlH8zQ@9CO2SM#Ev$3u+V=1
z#dvd%c!O5r@6eQiYb|mACK`9mUUvs!C|GQyi$E}To#2%JrDyETgXb3-0#{`;XV{p-
zEn*IOH0NfCg_)AGK>sP6<)Lmxz2B#7mMm8CaoLm3q*fcq)W5Eu3#q>+{E`kG2wx36
z;iqeY>?_Anr$e({(ASp0K7{)*GJ^z1&6c66+~9e4qSG%-;p*-97^EYJ;0~(A=<b^A
zA`}-{P)_lk!@L?+()e}*iu`w)p1_}rdRJp~eYBR=Vp0!(LFXitns}2*brgaO%bEk2
zQ{jTxA-UX-+SkN*r2XdlFdRYhdE{<7T2~hVh$QzhqdBY6{)9WS1Ccm23|_+JHq@}r
zcUJSBeP@flus{4NDdPinSa$ZEScGD%$(T)}Mq|5+B=~_c{X*uPxB<_i9z`=B#|Q+=
zZGTI(lzRiy(}Yp)c)7~e=ni}^*Ga!}%WXz=W|%<fnA$DkK^c?g$9C=sj{q%+W>dYj
zl}Lj7(r5vDPNZ%l%zd5j@J0PTP_fUJVd1*H5s|U4U${&L6FQh#%m!1y&TYc0Fyu#Y
zNw9Arh6+luu~-UCG(Y*pu@S{fFfzHr=4<7as7ge=Ha}R3np00~?_K4q-qWlTnVZK7
z0#oMJpJzj*9^rN;cwY=a!uY<T*7CaP_ZHck``XLb2tA7f|KsW}fc%@i7h57%$49*g
zh9n|Em5Jn`r|S@P)W;78%>M!WNJhmB-8G_;#Bon@H(}RhRJ2>Njq=(-__ud2w&><=
z+$=(k9%ED$#YR!j8tyuP<bni;%RizT<k597^xqD6ZrPrH^b#2z^MN>%-V9WGnJO!U
zE%YgsZ7U0zoKgLIqAi$I>1n!-FHmwkrqQe|gd$Qg_iUsy#l^{`*jNCpK+N+8mM?%k
zIFZQs273Tjf1*BhS<wzay4n-6Q;LpGBzg?l6M)06a%31OwLYD*qN)j7MK%*`?(KRJ
zUn**d3nS|BJQ@Wa@e|@-Q!bonR!^}3)!4pE3pEy7pjM8~3bDo~b4c#Bh!m2IChhB4
zsqyUhnOjmEqj{#O|7pn*fJkVuS}90|LR`r4r}xg3c*ri&c%3V5O03N~mBSg$D}eyV
zlU%iq`;u&WXmlItNu0%rrV0jFW;MS~Vk^%Oyl3NDsd@mtoO@w165ohxcW7X`3K!Cz
zH4z)n-^mCbL(4B_9g!u)P9*&9`$jmnWTQQ5j*IL?gmYMB7k!r|43LMbgrYZ%ScS+C
z2GrshP66y@3$z-7L~w~XG${^_H~Q+izh#8K)>&L6*uR@4h^Q`$a3Sfq&KK5BDR82k
zNc;-~q%VBZFYehfC(A<u+?G$X4tZAWN$SBNE46mO(2o1DVTO8!3c+}p@&E{^a!SGp
zmt=3Xc;kmTcdi`|90K{Q{)BA{n#~y_J&V)YmE4b>l2c`(8%$m68v&^{J8(0SC#l#C
zZFS{GIg$28XCtUZA<(iz9mz4nTMx|2>RJ@5(kD{pz&Ubuw#T^NBsR%}LZ}hlGIRch
zf09Mpf0WEC(Mw>?=%4WQtifO~s2Ku<lW7yP!ubT{EJ<wW1YB$r0!VO+#*W(NDPry7
z+8FXe4Akq#w`lB9%y3x9)@lU}S$#gre*lO38p?2|uemlVO|rZ4d4O6u)Jj<cuT$(c
z($NbwvW(Ei2FHB2(U+qnqywU9i8xpZAFZf*0@?4aJWp?dy(1lSx{WBAsy_^)2XbWn
zK!9stiz$(`3{Af$L)=Y4RlVxyof?k6;y?EIop>SDdHB_Kc%z#+MX^;~z>`8%2{Gtn
zQ0#B+mCXlpN0vcDqZNot{5u5!?W>uDEITG3gNU0cC#YjN<ka?2%B~`tLoAX-%$m|Z
z^^DG3a?{u^3|Cc~e5qXSl0`mchx%XU>M@lwaUnNNJhB09SMBM|T^;*XTtPOUe?2NT
zD*+d0l7cxQI9nGi{D*%g{82Y-_v;tW=riPsev7%^_H(~!{pJ65+wQEf@vF6TgYEqy
zGBS_wwGc>st0-OV$J5Ni8(C1vBSm_j7CxsH3Rhm|?E-7~er5)Q@Dnb%&HN_v-c$Ui
zGg7=7$ItbyImY6d#}3ro>h(QJjMvro75XtM`j$-=QBlo}Ha3o9o12)FvTyHS^#b;X
zpYllc)b6}g8MNFqn_WLs61(@7HuIQ&9DLwTZaAYPdl<8z%pgwKwg1o)HGy9}T1E5y
zC<ebC;~plObFA_e(u<QK+dFsDi_@Fsh9qtHj&XM_X$b@a_uwjC`bkcbur!!?Z8P@w
zQ@q;AhmE<M4ktJT^|`5+4|iqyDbQJTJXr6=v-IonH*Fbij<aiM=q|Hlhh@J^3e<Xi
zU8rf9#<Tkpt}&YSOOH!2QmSR1lK~5!L%6NRz^ltx@N6Xv+xl0^!-W{AhagY;J{jT7
zql{Ve;M4iy7dBjzo`1i4h^tBv69B6-V+orT$7B>>G3C2D!>_TMD3^4_Tn|y=^gDqj
zO-8gkYK3ja0pfL7NhYiz;!@d6kiE^wHVoVDPsymD<N$$+96AP1fqBqh%C0@!IQUX=
z`K<WCa6n0)!oRhhv0}gA7+){s_Uvf0duyN*`sG7>^O@lRM&{<G7ElfyW!VuJEKl)j
zkGW5aUXVIbPm1YHnM&%|>jrYl3B2!ZkqlKzC7N985~7OT{M>L^+iP86TfZTL#aD>f
zhFQ55)-XK|Nl4eljkulY#d?UH)~i?l9ul+sQpJSKAv*Nl;8*>bwhSy0*MZz^G5xVM
z3k_ZY`s<S+ZbpmSX5OAx=q+_ZwYSx=QYy(~%}(~`dMmRa#p|HxH`W<pweq9u2S4Q$
zwOI5Gdc9DAHclWKltC;W#IF)1j(&TjLh2=Gah;ofVo+W_A^DgEE}}!RqK?A}Ee+A;
zU^p+I5_+|D+I{@{o}r!Av!oT&vykBu(7Bj)AJf~Fzha^5Lq5up?+7=;Npp$LX2}Ak
zK${r{AuNoV666&kueO&TTr11H$g^R9SiL0)BNf%TVfH`&@^;{`fsNOayyv$T$l8b{
zyH|Gpp2$hlrCr2>(Z3g0v=`;}{{XEg#tt^7c;gU+&dkgJIgM1*+ld?GC+#Hy;84wk
ze~+)5vNb9zcfg_;)48p<Z1e~^EZOdt5z_f+Sd#;tsvmr*%*@$>wTwjWrwzJV10||*
zp6EKE4smjYjP~E$Rp{9`t`zn(l49rp1x8W3KBGR2L*(aLKI1$@PTBY1Y9dWup%V=4
z71er+^wQkavL+`dXQ+#%a&6;(-ZAKn9Im>i%(30=MSY+gdHRY5sr+jHL4!o|_*I8s
zL(QbXH}5)kVL#eSAq~cmY^Sfy=Qa;!7U<h*sdUhvZFj}BP?&k+;olU#&wt&~9LN8C
zS;jer1&6wICbd7QBdtTRFo9#!<T%ZXXlA^$J~Fr`i<#@WVL*i95?6^;KlSjcP$pVI
zR~sXwb$hB`J^U@g2`QpC0|LeWKjeFg3cVUSX1Iig5wf?u7+=l#Bj9S!R&2aUe7z6z
zH`%?-kDRSxquG}8NxRMQp}4-*ZFwwE$dOtoJT>hF|2UpzrSL2_Xx`ZJi6OkKfrcHR
zJ_e`tH|rx4mdXA@E+4h@5{#3zQqffMGB-{cX6`=9=Epai!3a_`XVij0LWa`K&=fBV
z@UUM99O`@jM<*q6SU-J#5U1FxO7Nh=x?_%zUwHmUn8seVR>-hbEPleI?Uxx<TWuFx
z&YYmIw7(W!?V5&i%RQj@;x>wh(HHx_{=DTzf83C16$q`irq`$dI2Jl%q6xRP-2JLr
zYB9R&Vi|(E0U0#DDY+}#NVm0(3=6c;JZTOt5ksnyNP@t92+10}kHBtLh#0)NY4Q<+
z^e3@|)vm3<57aiTHWG3t=dX&6*^5h3@@+rVVi>yUwow#_D^f-Uq5E!sh(DHI(Y4m=
zeIrbc01Kx9o!)!7C=tl{W40$$D6;K##>ZDdejj#45E$d}4T<l&Nd9B`DMK;PbqwbU
zb3HQRE9m29cpF_f-LWNulr!Z_KK=bFeNEp<vp6ZfsZGVHdA0>I_PD7q@i<~Dqqp~1
zz^auJ-h2H>j6|j;?#lU~J?SLfdLWdprR+&yEb#O3mr8K8{ILWzSRfx2zt@QPKY&FL
z-z>lF=S`$5hkaenY;t$f%D<Z{uPN%iZ(}w!xoWI3`wf1{vfE!7_DNx}Ettoko`I>w
z1Q0;Cq1m9<184A>^M)FKsfS~%CP#qGuf2F4Rde@ZiZtG>omvE!^hj}!>Z8!_UpAdC
z*R}YTThQdR*g-L-+iBtZ;%CP>wwFtrIgTi^80@xbmmxfZ5m5&!IQTtthdxCev+l#4
zaJeCR_gq$mF=F*#9ovJpj7Nr9C)fH~kZl^B@w$KOC4N{l3;>HoAYeKEqy(Z>rjeg$
zYC^$wT^{f=OXiy^wU1i(rDkMMI5*FwR{oQ03y?El3|iLKl;gI;8&8&Gdr59>0C-(E
zI3@j>b7Am!&w3VwJjdJV?aJ0qqbHEW0s48o#V5uLaNzgS`=B-LR;+|lOk>&Brr*jl
zDS)Xe>VE}Nj=j(%zTPlCx@s-!NM4;`U#EHFrWA#r-?7OXyyYzzPM`mD|57D1kT@Wg
zhn|JMQNi7Vy8n({jMgRYvV1&jm8hC|x?ajb*MR>3gMR=^hYIgctoq-p#j2etMBCqC
zRhsob%Ff-pcF)HxecI)BW)c=8=xiX^|L%&r2@~^QAZ24`ceh~^U2!Ck?Au&V263m+
zar_5>gbbTp?Z0ib&adv#N*~#qe;O)4XG!Fo6BK^ZdRH_R$Yg9vSJF~jnQtl_&mBT9
zZW`O|>-M;m*+8QI(?M{G^HFyx-U*g6bpLl<k=A>kamp`A{|9wU+*z_7_0vslxlMv-
z(}9IEm18UVV^+?}ZvFIUEn|88H^Fi}u^cy@JZ|1H9BmQelB-d&rnsj$b&J?v<!EJg
z8hT{D$wvOM#;-e&78P9Klxt6t@^4!0UVTTgomKmj{h<Cc6T-du0f!d1=$&{DQ8RK_
zoAV(PC7u3*nH2rSul#A!Qce(1p3fNwWSe3#|H_f(@~pQ{0>l)1^_a2Zw~S363Q=O}
z7qRmzH7jy?-J|4U0=vddbSDRzs~K91uSLR4ekA+^i{F(rq6$=xYLP{Mo52b9EQKU>
z#L`UZJl>oK2$pr9kCs!AlueNVg9Bb|mUSSbHK7<*!g<amY(s7M+FxRD(=EStD{Nzd
z;G;F>2%m?ZAmCi&%YT5+aO2x(z0yx;9Q&7p9EY@Lg+%!e+1UYe;M^@kn*g|L-+~3k
z#q2)1j=}TWO`cd_UyjwaYYH(>&DZ?%xfe^SjFVb#TSW;Oe<=wyjMOx&4W`vT<W7SG
z<>nw86TuY@{P|GEp?DU7X8YXpAK+<$Zr;X9y~G>PDl1=VY~+x}HjM5;8}ZzHhu44|
zH+;6C@R&7^t8u18^^0z@kSf)PEt!ibumvm7Jc8xmI(5{QOKhN8^1#SrLhSqzkc&H`
zCFx1Sg&n6W%g7lC4E2LOX*cl%eM5lKHjo*rV#^V7E7w*|x6!6rEc8?gWJFz%F!inK
z^i${g8X?JqA={%8Yuh5iY>w61Y9z;{7}ZI^ToQdxA9V%aQJs&&9@L!c?roEcZQ@1|
zi-ORduQNY`ipi9C{Ip@I$YYCn9>_^ovHfzJz@^@Yd54O6A$kPiVDCFBML!|I^-^&>
zT-GvmHM{qXI0au6a3}kc+mYc+UM4yRnfk<c6x)ttC0uC(kw01DA;QUWnkeFD)aqwI
zD5#5kd$#>lk$z}I2jNFKiRE72k@~oBVO4~aFQtqM=?=*Re6X{-p$yI55C3f*y<#Cq
z(~ibaUt<5mN(x9q!4+Nn8IE<z^qPG9<q&Dw6=t#jq<ziVo`Tcx7#{^7$D;JPDMu%G
zd6obI&9hMoYKOnJbHz^<nDQWbq0xd)UYSX!Q=P%Ets12(ZboLwXL2tp{>7|{FJpw?
zBu1%xQ+m?rD!AlAtHQ~G1*p7Z<Joe~V-XUAuMe3{fJ6OqlS8OfpTGM5t!I%PoTRiK
zf2O*iym`W04fFXSAdQ{u3O_i+6fG-(8AvF$2#>98&WikFP$vS8wW~8=vS@FFY$bUr
z3fw%<Rky^Gg&f5f=oqcd@{O+z?z|7*<`4qkk-h{R&vO<xQmhf8(&BB1hRqhn7rq}q
zO9{D3FjV`tr5=TKg$S{QzVrmVR)n;wqGJV`l#k>jr(8W?aY=~S5i@TmqNxL>MeHo$
z%qj6A-;^1Cfism(*Ev^?F90E}M63wVm36M~>=%Ml$a#K$#WNk-=pG4t3U;K;@*3^?
z_eFcAeRULV(r+GTa5A7MY>k(VHr6O1I61BdKo(Q^$d;>$twyQOF-`K=b4+wBj#i^I
zUs6O_g!f@eO-h>TM4LR2mvtQ2Pk~NEP)|Ux#XlPvB2+N@%^19aJ`B&%j&mkT+!2oD
zxpz<qX*X1{$}0Ppg{gVvw@PF3y+6h_N_UWXH%jd^toN-MAUMsCnYwn5kpA+g4>8+a
znF6Ae0T2SH=i>+pdz4`SB8WJ1eZjvM2*2NBmxLfu_+n|T@^e*#_Q%F<D^-sV(^?qX
z^fpqFgg}YQkcT-6QYX(nU`H7XdN$$*YS6Hfa|fNS0bz46lz*b_vIaj-qjvX$?7R4U
zP%g9Ir=;-_@2L^e^(Y|;VfS(;+D+j>GMv6W>bx3Oc!J_F9kCd%tZp&q_9KC=e(l82
z-o6;qTk{gAJ5j=MJ*S=LB&V`(AfL(D$v8<NeoeTKEZ3+1XfyKmgM{{{4MqlF51)A+
zSJ@=Li~K?A?goo|8QB-j)o{O@+VHUKgn#)zzaTUUMzgekmRR>H9SL&Rv)!EJ+kX3L
zhBvO-m%sZ%U3ye1XJ{`;Suz^)dOvvudZ+p2QkR@5mgnlKU%`QLqmtj5Ylo=wX2hFt
zrmK{3ymmXchx?T|Et;~V!^%2Bonks?EF@wL+=5(;Y*O>Fq8~`!Kp~b<DxGT-C2ES$
zj|?kOJq+Cot!!tQps+osEA2}W#sD&zqo1^q9%R8PE9A19v-$Q%M})L$DHI|D`6<yg
z`hg|lm-V0n#kDI19V&OK>)FWF<&pzc`e&)vA{^2X6di9Q%AR9JJ<id;RoSlGFOUbV
z-S5Q7Xl`-ttDJdu9>s~p23M2OMywl{uWm1g^=+TH8d~-HT%z5sD7~yA(z}?xn_XNr
z<-(q*d}R@KU4nz71R<Mfv*|$HxK=Vjq&jD~&7=)<${L4EP)lwZ%C*JIiN{=!M21#@
zMisTAwL$VWO~AKZ1ol}|aH(Pjyq_QwCpiol#>N&(+?409Lfu!}5I!ihpu9powE#I-
zXKU4hEhID0dlbl1E|m4}>(&2^j)+fhGt>3N8ew-n{<Wli%o!sYJyUH{pDoAY28Vl8
zH~~_|Vt!$jA>-`kJ26Zui{A=swxnOUixe}Tz-jOiW}wB4kKyJp?1m0l-E4+S&@7jW
z59~x$ACivF>@x=JolS8ZwPn{xVSJXo91Rq|t=QH@DAq{kgs;d8z0(vz(Ci#(t$SOz
zHXXqhK%o&PI$JyX^Ki%NS<%h1HVp*~pfBer42hT2^LjZf@~E$(CUJt9T7cR*WW=Ut
zzd(0RvlDe9>>;*;L?_HG=@)XGMT->sMf2zy=mg@M%BMss@HJIc{6Bz*O>7fk&R^{c
z?X5(GDbQ+3uH@bLav%Kfjpur~hg>g!wp#4a?U?8Z&bTc%l`-ltCUz|XilB%dbAK$%
z^$Sx#+e8B9ncmXw2jjO12y2wFkOf{fd}OrYXAe})tjo)yoo~qIMBc`qEdb)!Gc**g
z%RSGRC1Z=Ka}~RPDsn<E9>KDK%ckqQKNH38iX(*t)p6}yQ}&Zq(;+3yuOp+o=^<S5
z6y<^Bv3QnLh9oIq(PjW_pcKvbM~ldmwifp=Jr7qbWBLE|SO34`IVs}c*fN#|Hz8i6
zW9^9?Z--gQVR>1EEf&p*bHi(8I;aszma(V|k4t;jvTrF{KlV#Y^2)BO)xk}1$u!_c
z(e&N4<viZU3r*Rez`S^;7EWKREQ@mCx3e#P3;J6ZSQc^fjX{tJ@S55cFMt7e`ro44
z-%J@By^VH@9!Wc$w^aOEUH1a+%~)JTW>h+P(VbH5qVtb{n><Xm?Z1wxh!O1k=ZW!S
zFF?S(<I0on3*Y-OB(&cl+)f%<DUq94@!9SUL}*(?)3!K&57SuVw9niUL9>)%88zMp
znRE7>z{$B0jI&m$gsB!IVlYItYo2IGeVvq;-)b<q>b;|RRorz;tnW>Y5sOfCT}|)o
z&b8)pUkIv!<(_}>9u~sIH1E(+vOsS=&9c>j@%7UEgdqk`<j7GRSbpv+a>E`s`OLVS
z^xYyvX|86fjC&A9#Y*e*Y@fD~+l>(4A#$xNT%2Ou)omj2XI$DM@kWU-P?k)LlY|-p
ztYW60^4hfnS~d(td%;o6Qj6vL%bTwuZ(rr&`X#QRSm;A8i_E{hk=2?>;$PfR*OQiG
z?y3?f{MOE-W5Np+jvCI@pOSrYmDFp9Gb_;@^M>RFG<~nvVjcIp+2~_yu)a%c1Y^b_
z9O(F&iS5uWZBg;Bus>eR{va~H(LHqb5Gwb`u=GL|bh-nyZd3Gq7JkCgMxFZGtYi<W
zP))OPJRT5rCIySX%MRuQ+v5fQMl?so=z+pr`)vB=sx3R;84?=AK^N^a#C)shstsN=
zT|d_+99!MZ`BsPIxA|P;f$;sdT^_4uT@2f;;Q9CD?W&g6thW0Q#ri%Nxn<r!Lp33n
zcVa#AMMARJQHj#K_m_;8DKVu;NBbW!8k`_1-n?XoG>dQzn?Xn69N)$9am?K90i@jA
z81;;KFtw$d>d2qL{yEh%E+jPEY3z^LAvB)Kz)W?|E<<Gc0)>Y_m{43e$c9pEn`hi+
zy}h|9MWX3h=H;)gXBqJ+5baDRD{Uq37h1wdihk~rLPwsqRcgyOd)nXPE*gYPrmEaI
z-MbC9uBs6`rfQsg0dF9c%g##p59%z(hTo%L$ZjfZ8eD(5htDx`PsixFbJnvD3VtV2
zb0)QAV>WL4OrO1>Hr9@@E6`@&*JgtM&Rl=HP|_^2?3h+e<LTQ_Pw3Ht-0SO+>r7SH
zC{XfeCkjk2t^WE2NaVmp%tWL5_tE#puKnC{#c2)mU9R_=#}_VXexzhnoVgMC-Gb(~
zs7LL|9|r+{@87r0b`~|tV&mFC`&>F0lKnonEyZS%eu^bsC>rG7VD|kOyPZ^zC=Q2m
zhG<(R!OKd)_D1@llT1hyHCI(Mk9l$MdXEP(orU_a&`GfpQ9d>@L<Q6x?!1v2LJhZO
zMo78<q(#z;>~HFsrkIE;VJL?yM_`_YctmcX<f&FOm9chMaJY+q39lxXeCOC3UXbBm
zHb72NQVD@e)iom;Derq{vM>c|94;lVdtT1Ry1!~bYbhNiV(etKDLK*f>b3U2fm*Fw
zLD{Oe2)~V8nTZvMKl9TDZ%FRd`T8TbR2#(zrjWlftG2Q|;10k`5=M1M^--+ExCqw4
zkZT^O%|6@j_Ypw5sBNkfbuoU&T$iG{+2Uwik-#4>m5$|`1LwG|URB^Bq_r7M)-FOw
z)R?eaQeKHDHTE79Y5KOjcOROk3_r&_>)Tl6T>r^#Z+sp{7zpNnc7L^FQa#WD(n#_%
zN+t9?&uJ%rU=UPiwn8!oy#OCITr5?t+0TB&_vQNC!4s$RV1s!X5(4h*9kr`JT)bbI
zervpyQ|4T2wBa>SNM?UbI~5|fY~Lc@Vz6XwSN9n^dVF56<sL}&(4U^{fbp7;oNJ_v
zoZkXDsasV&Jzi{75BX>ri`k{KlglX7N<}jc^1NdkK5@PaMMEO`>gIsPAS7|JS!-0;
zy~Tn3T<Al3A#<AkR49nAx(}8t<P4UR%I#gsbf_${ks{CfZDlS{C7~S<?MNax3Nf61
zLlkm8l8%^1M-C<y`&A&qp{4~_ws1bhoeff=Qyf)RT1te3LM<rgJ7a+3{Xml9)($m4
z0^>fNcNVN11`5-U!%|;-JfR9#P4F<?SuAOmdv;#eiTe0(K5eop8hunDdd-jDp38*}
zBYpYm>rjtjT_m@&RsFD#>92NOpXyTX<u-2as}COxa06|eC2A%T8L#-;9o&TykhMKe
zh#{#Z)4+GfKBaJSaH1vbsw#QpNBL-F><23sG(z<1Pl@uEm;3j2&gq-x&1%%!<=d1Z
zC^Fm}?ZSCeIq&&IFL&AxQV^=}lf<W~2?7nR+yo!xC{&E2&i|Zx-yP(u^Qk~CG1Hpc
zWet}D8f4;EesbdnW9z0MY<Ll%Z_E|kl*!y@7AEF#T=~wyUz92uXjUvB{6GDP<c_X5
z%zt`6Q;S4M7O{PvZAcr54#botcc%_zMn!tp)?TGF6cnNRwc~N7pYuB#v{X%mDH`CA
zx~&Dzoam^v0=g`%_lp-x9HI}@Nm55<I2TJ5+^j~$qH65~0qg5Qc*SDJmW6i?{PJ<{
zA<8(m=jb~3M`sFDn`$+R{{g&%x^3hgProdrexJhOJkesUp%{5s(Mk6&6Ry$xdK-44
z)wU%j^-@vcSIm1s(1fR}4tLN}`RZHJ{WG>CP~Az=fjnj3qdm<p_MYTjzUdVDCND;0
z5Uoy^W9EcR^DO^-=V_idAP)q)J<X8?iyuYo)@>lXX5)y3JuRlu{PbV=S;*%ZcFhMj
z6ch3&s(UzK#tt2r<4Vo@&i~q`duEQ$$M4$>zriV#-X~2AcI^>47Vs+W&k{I`)fCke
zIbKA&^OqxkjLIZvZ>5Rl7UXmiv{+hAl}Ok}<3dFfO)p&wf{gwL@GZ{UPv1)@(TTAr
zP70h+81p~h03)10S`_KOIh{{*luq#ZB^f}I*YkF&;0@woQ)CI_*&d!`B<=VY+L%ag
z;KJ166}Z2CJCYi<jHG3R`;cZ#br)2l8;k^^28NIdyfF1dP>k)Sp0g`Ct4v?PtRIJY
z9#c$izXM5cDQ`}kumsLg10JeA$l*2NkjM{;T*lgKhy2{fCXWN7Lj+4nEmJLDuj{`<
z9ZzoWs@kB9(vu42-6`|)Dp%v%pipthx6BweNnkO~U9J<%JZ$1IQs87*3i@Rw26ej_
zG!@wV3OUsy&m}>aR;06lRYJGxfTHuKEU6nAW@v8t-$FT8!+=pSY1XV^)J!{pKX={8
zS70P?u%#-ZMI-FC;yYUmds5mufk9jpZOYbSA<9{f>tvUlkRKe0x)q4Oe8x-Bhc-F-
zMx#>at&x_-ydf$pPsKS(pH9oF#5Z@fjpbr{zg``5K9{e<>{|4ye|DjN!9qrN9^*wS
z9S=Ikt-%ve03<T)_1eK@E8d0L^FV($?b@Ivs{21i_a<Y8RTwOcIi3wd36t$-(#mV~
z1#M1`;_$mOVcrScD3d$+AE0>fruxF?gZ(GL6w5v2NU?${yeOL(-F?u=7cFPB7Ztd_
zT(^1|loIE=U^q*6g5TF1DPu(q1KkrQ6())!J5w=D`$m4wRN$VT*sK;uK%x#<P4AIi
zNYb;F`z``zo=ad}vqfgX+K=SanSKcn(RVdma8-cbmZ7vm?^y6OemO}{#D8E_1p0<N
z&P8#^<oP=E9?MwI{2p>C_d<wSQ%>^yli=$gKz5`Y*n(}Nb4#GJ3R2#qY=#{&iS6eo
zF`>(|4AUSX5mI$2tR_M%f^8)PAQp1}w0idwpJu{`Bqan&q1m%_Tg6nq={PQkwM<bZ
Xg1`4UW=8m88LLMK;rYd&|5pAF^eA1~

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/images/image-20-Silicon Wafer Close-up.jpg b/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/images/image-20-Silicon Wafer Close-up.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..6d5ee219b9a52a1ce692d4f143900705b896171c
GIT binary patch
literal 89306
zcmcG$30zZW_6D2~_DzMLVN-S!5F`*3P&A-H2y4P3MzjztCb$$tQL%Pd1T`XM30p)A
zkOWY$s6kO{D{4foR0vBI(LqoYaj6xxwe8Gz-W#xL+xcexzwdMA_GY=c_r32q=Q+=L
z-gEi)&3_N#rZW8l{c(6a4u^;T;r@Law*;rHsi~!@p{=E*rK6**t4}o0*VEHCH8P$;
zv^1MF)6&es!phENww28sTMG;Fe99bGDvd^)HQUR_(`})PJIxK91h1o`qpzn=GB6;y
zSzB1U{m=jYeI7SWTcckCPr%#Y)TZGH)A0YkgqsE9)WBo^a1;OVY6Nu+O)YI5T|GFU
zWhzb$PavqN6Erl`)#2!!@I6j_nud`z)mPJ)6|ZHJLUhY4tk$;mJJx2x?)uTrox3SZ
zM|b)RlBt=!!)!9ek>)XPzNeS>lBEp)WdVWAh{&ku<uNNb32Q!0T+8DprEcDmwsqU~
z^z2<Zxx4r56%-W<OG?YiD?~N55~-}NzTxok6Y`dmr&>>+xp484;&S_ytJjp>J-vND
z+`QF)Z)o`bgOP`iMjyZU>E-yV*KdCQ<t@4|JdU8cE%>kM#y+~QX>ea^>goh_Ep%Ua
zwXLubrm1UKQ#FlzSz7Ta#x`!5+C;y?>SJv>w(jg7O}Lx7bf??V?%BUUw}#!>e|KY9
z|ED{9cVmCtS3gdlfCu9drr{Rje&jGI>zc1KIb<<`$YQwal4}Yyh^$~W0a^UfCc!g^
z;dlYLrW_6knEaAJESJ_~?qxXJtHEzGKH4&Kh%7oB{#P6GJX{d>x0?|CC{6m5u3=9M
z$MI?e^uIln6-3v8v8gH9%5Z#8AOq(NKT+#USKZJ1W7?%Ql*w?W8p__((u5jW0<sM6
z&x28Om@H++^wOfdPU|TgW<((U!pHZY*Y&5dy28&WIJuA&tWi@``u=6G*G8oi9~ueB
z4Y(QsC4<Ev;{MMY8c;D&9!@1oYYKMN2sk(<g-^!S<d28D)(FT`Cr+$St`Xqg+eq&l
zYtm>R?2Af^(0IY@^74;u4(}-`be$j=xRBiiF9L(WDngiL)vcU=?@HKJITT82=pd2h
zj|~X>8b&GB=s-V0{`0?W5ioCLJWqm|h>Yihhs~g2o`Jd4J1_j;hCVjk|Nb7iy6Vzo
zsRZ6Q!|h{E=4?-R&%^g2Yi4{r1=xEU3tSR@##Xtw)$}4{|DZsHl`dHdv&!V)C={L;
z$A(!23!!*>cTsfD*d|rjJ9etEg5ak@wvvsr<X<QfZjm{-kQEDv+<nC<t+FclTfU5D
zPh^3|Qh0buia&*?w>L0UCc?}CWBE92P>BD@SO2%qq+-H*Mu72iKXAFpEB{~jbbD}f
zxa~kRGw(;D3W5IKgAC<3HdpuxT-hF`9&B?SyMLh^vn2|_$q(NRjl!@eG~wEZ%A{7K
zz6-+x`o;p8d`cdN)mN0+m#cnJ>eA1n{dlv%cnOJH>tQ=DX`V^ku393ylS*Z3IFrR8
zxn!wBfk>SuVn!&7va&E=qW~(fS#&*yy)%x8y&z7GKxNoT1OLq)&!_NYC{oneuRn}t
z%xTo%BI;830-?5AQ7OCtS5mLZ#t_O%7ke||LVt6GcP{qv_YwdX4I&$`ROPsn?w$+7
zVgK!~K0eET@g9HvMWBcYv0WqJ0#au1^$RRmqC|cwW0y0niqEHHu=9mNai{+3p2T9B
zQ1`+}k$|b`jE2?)AcXLK5=#*L;iQt9Oqg&Y%sjhu;+y|C>FCOFAEXqNJ>EO*e|#Mn
z#K29sDfU7*0qi7I6hHlMW(&<VfW!xof+Dl{|I>NqDbx-MT&(57w|wvs0cQ@LL1=Pz
zHNyNRR%u4j=P=22$sZxW`y`+S@LZMroQXoYHd%rIY?2;OFcVJ36E>lMO+^ARI^hf=
zw^;ONm#>AeMxp)3CTHUzR432!r#*s7mB;_tx3QR>nEemaD`0B?-0=t3CjlzN!07+q
zpk%@moQW~$x@l7pPEVvkr5VPK;wM}M=iNOjJT2Cs<>qzKvjEt);yS>lO->nNR*>&#
zh&Ep$r3ov1Rfi*&{L_eIC#DmdXv8Z1NO>r&V<{aHD{nH#V|V+QT+=vl(huGCW7kAb
z`p#M3!_?BEcN6|`j=)VC9PAyASDo+=%J+xyC!K&SQC-8bUMl9oh_%6(niJ>H|LfT%
zN$cW_iE@<_WMS^aA>)DDWEcrJOw0p--x#2gSm%7;EASH>kg>(I?!IDLVg_+s@*h0s
zJ+DH(IRi~Unr;NItdE@@@j%to&tedxcm3(I9}nZh_W|!gF^0*Aoe9Xu<1m8(QJnPn
z4|z-W!~qz?`fK2zU_=2N(0<Z1lfXQg%1bgRDUk3`N&v4wZUzJq<p)(pN}<Q1B;f*>
zCDgb8{;!6H#Wv%R<LrUW$N#su_rDz%(W>#@92v0~CJol_ok5K&;80Y=Qbn=Qn8^y5
zE?_bL2@vRz-^10oc_=8cU$T|l3|)*4|1sei@7aFRpO8iV6n>a>RA7OqF!+GVZa_e?
zfK(v^B8Nujh*Nni8(5iuqvG6h7DG*!3X=&G4Uuz+Sgk<W6@bD3NaJ5P?|U=y{_Ol8
zUNg>5-eQq}<FrY=M&)+c4Srk)U^6gzINGZ?L#bebZNX^Kh(Fpg-am4p;P{Ifrl=?-
zN*a?c{{B7y%?Pp-c(4535vm%q6vJnZIs_;BQuQJDrxk<_G6NoAKbp*3dpJ3yeRjeJ
zsfzmNL4SM`|Cjf8XJTv38U0Hzg2@2R0M7(Q2GHX$0aKHBg`$l5*Oo@^nZf*f#;uw%
zaA(YY0F+QM_lJifpMnqnj(PoYAWRVE3=|$Jl`sr=uSkOmT{V!25J9n}3G=D)(wRbG
zoz&g|qfryHj%NP<k4-I!!gs2_POhC`Z;)D?5CAaG+rxZg(634Si+lbcF)aDO0npq6
z(4ixMP5r?N(Ogb!KrXPnLKerrH<$1ss_ot#HF@-(_o(XCW2gzZ*o8SzyQu=HG!wK5
zIgS;`u$ml_QMOVrg{f(84d+G^ie~!#@lJ-wq@TaXq>vYVyfHa+RRLj-h%JPUv%Rw`
z+%7V_J<j<fp+@JCwC2o{H83Vt9Ec8BZGeS0RW)7=!lIE~n>8H3Q()5N>}DMXsb*5A
z!4i`SM<zo0!k@-O7OU5`INQIw<#)G^fjNtTGSj46Ya)|klR(D;e1b=Q{MuPfz==aw
z@@1g;oCs;Ql10yf<o>}=?d=g^W^$M?s}d>7;FDtq#9@cy>0?2dHIPU(fkA9GaQ&i;
z>8d-y3M)J+&EQObQ@#HUp=g1$baafg*B{Dka&zoPavirA2x3hck==Z$7R|ajgnOfk
z3prp1O@tkSupmJ&xE2ZH{HlYdV{te!8CLqN36mjcR^U*0g1dg;jp)o)m}OP>A^~pp
z9-~9F_7C>=7t#bm2aI&-0Y$*rB!aV#tYMAKoIQp_$aF;om=6?Xze70WC1@Ij861_D
zz+|Jk46X=~C_`gVjj}Wo0XR=027&Ay+5A%`de1pO`0i|=AdRd@pYC;e2)&q2>JN^1
z5y;3u^Io(MC*+pqv6~HQ4hopjBw=|SH%~SHV31NlG--eps<4L{Rux$!vE~ra1*iu~
z5%RHzGEe~&jlM2H_>7$B9V`3G0GRx6(zS^hls^cECiW@tGvHJhDVc<9j8H%%q6rHM
z@K$yrz_CJ!`Y-O<PnU^76i{x4y>%`RxuFkPQk?-2kqcI`Qb~$1$2f@(p9g1M(l?<y
zg3I6_RB#gpfw03a`WKM$-+gWX-iRiDt@Gu$F2NRJ)-WhbJ*>Fa0XFwgpkU5|{R;cV
zApOP<fHmTj+yaOOg?BO0aF|!e70~AiVp)PYGmMH3GVm#_wM6)T;{uSS6hvG<(x_rw
z?Clp2S@HX^*g-*p6ADogh-t|rI2yS+N)1C0VGssb21H+@JHwC_!5E64_t63Kx{09q
zFlR!oJ;{`@J%Ga~@HTMY30M$opy``1iXWOjbRJwf2zUTDs(KN7XAPb*Np8Snu=*Ec
zjVLPs$`rw{kWM)rN<kcW)(4kG7yMs0+M_!5a#;#O9R_Ybu~qsskRBV%<{o4aTFWKi
z_Te+ku}HBVNCX??v3V}@iRE=Lal2DmAv&n^Soj=@^2~t^#3yWShPi+msvt>bV0-oO
z8Kw-?mn5lz*oe;c1%(=rkOH5U*R-Wjv2#1=Z%}0w4!K!JKt@4B;Ys87D^wZ8*#S}t
z2~ypM*7-2OVm1C`S!nf_(*WpU1$M=Wx73tQrb^Xh10LZqH^6|Tn1=W*GW`q^Sm^ze
z!Ot)(Lg`UBfu5%S`>g-v@ZPhY$FacBb`EuQ#ie;D!%+i6B{J|?0YyI;mD>&!%1sGi
z4g`?|Vg(7BU@-wT0D~dAPM}~5NxT&-5adtMxTLTq{>J9+)3{uSO*Wx*fCWZqmFVoJ
zMeLC%rdt96ZXs%12Ae)%38LX`Uc|9Lff@?Rn>CpO8{uj-C0LB!gu~HjYD#iZ5F)fh
zW~EXnJ;Fvcc0>a;B7QFxZ!8!qK-eD~@?8l8KFmRu`~W>P6u>roAtt~KavTI}xHY(W
z!3AuU18_@C;2ww}XgsKJ8LB`k+Lr-U??f6SG-2gM2GWnzk&&@YwfOMg2F3e6fhg1@
zfBQgIIX@A_xSQ=nc9-ClAzs1~Y_TU86SvlZYajrl16;KeA2V@GY7iJ@t2x8FK;Vmz
z>Ir)q{Su%OH=|W3d`!WWOB4&vfp_aLKy`<tEXU#}XjzgbLNN3uIHF!*4JM$5NyHF&
z+=KoU!{HQUNU_U2u#-PoFHb>2ak>EQhag@}u?Q4zRqds5t=CzC6e71|cZvl2p~6Yy
zG7OnibFuXriq(eZ*iT_(X2|k_GzujKu?Z&1UKq=y;Bt{>!XZQLDc~4b?^Rg|L|j8T
zyL&=40^Ufj*}sb@WU+yma^m0xQpYIz<PHZOvNW1YAr9;ni1N+H^&=gmAmKY|Hc8R`
zi~WQvywig|rW@!z2E>yQH}4q3+2nE6HdOmyWi|;41cBNR3M+^;DqRPnMi9&<l|x>s
z$pF&{a2w!N0s0&vq#PE>AOdPpz!V+ycV}RMkrE_`)`P4CNeV(VRN+9@+bdu~j<Z71
zmPVn{pE+PD42Ry575Egn5P~uT`<AT0ViJxDm;_hDVX8l69A&^niX*@=L@&4K5R9w&
z8G>IWvSzD9u^1L=G_JgWIIZ0fvO5Lb>0R0c@+h)IzE&=cgG?ES6$+?^VUyUe#aNQT
z0!~e-)Q#=6*5;F+0|j#-i$!w~K?u?VqNb|gzzo<lGbhC3$&z)_UO>y3|Cf614{Z1g
zkHAfa*~j~VTB!@gsdr)50`O8W7sFW%EfAB$eq2B#EV|5a8_7?DmT_PQnTbv6UlJ;T
zvI2Y@sg-$MNS;Um>Oi3)GhR|S0D9?%_HawH1Jor7tXhVe5lqcRY!1A@7^WQL0RbSi
zF$#K3u%$CmI~d6{qyd1*9-t^#8Z1Y!8zTRW1@Vqq1M*@bMZ3Y3;z}{RzfCMC-T>kL
zY?&Z9626`evFqR%B1d-ql33nA4MgzEEjDqWP@hI1+iTYq`U1HrR6%m-?i4xX-Xbu*
zT;3{?sG%Z8gIrTu4y7U{I2LH~fM@`tKrCi*g6*vceJaZFA#G8?B=dca^H=fnSD&Gr
z_+DuQqkt5uHiB45Fd7sd3MEyJM8q8cU5GLGNteN&6;OC>Uq!yecyDMA3yg*67tF3|
znZy-QDx+fJV=7&LTq<p+alyzglm$v0R6^xqb;U$Mj})99c#n9xraj^qfT>_BKwzNe
zh`tB2;(;0hrPu(7oQ8+63PExRasuWSs56-m^OwY+skuN#3n!C+_zTow{((&b(5g&}
z;8#HsyDU3d&;;PXny{8HXU>8`ZeHX8-fiZ^)6*%f4aY*zD^sG<F_yhy!l>F3g~RSm
zHeM1NsZ+@9rxDlK2~-9O(`yUz(6A3o2zlU~uq<YsV?W96A&J2(U?H0@319E+RYk!B
z7z4Uau#x|`XMY^K?}Q<A0$BUPx*K4j^Sx3Ubbv`lN;e;m*l(X+S88wXT?AYi;!P*W
zpNvrxpv%(d{+OaB0ijZXY00RT1`Sq@{KJ`eK1_<J3h1(AyqsMK2cs~;4X}qwA${$C
z4p>W{hh$d+L}{qxH_}?f+@BzG`qV2tyXdhSkclU1Gyqym6c9dv8XS2KOb%K!cg7^N
zavhXA!BZS4KLg{3tQgV)VLM%~@TtT`ay#%8F=ngn?SN?M?ZA^IyRR>eK5$az6c7zB
zmz*r#5FA~+Vfrkp4rgO`M2X}!Q;|A#gTzMW6yn4lViy|r2S=Xe>-Mw?E2h;Pg2R{W
zdFCdFWpiZ;1h6XZ0pV9(Q(A<g1j~7ozCW?Ix0;UVJtFh(8TCKCen(F(OpqtsIO+`f
zkV?5TaAXNU0P2f?w2QV52w>D$p)#YTfxWZkk-ml1m_X(4h3XQiMB%FIhfolJF;E4M
z@2VYu%y$bs@WPq68A(5RDm&^Sws#)EDGo&+;{Ax(i?<@k<U(Fe5P=o2Y5>qWSRLa`
zS}F2Y)v+q30!dE@fsTqipg~R$c0rJdfy|Zyf71seGbgeE+-#|U!!?HBFM~kGDnCWa
zS>ElZVNzf<SFR~HG^F?vpUkiUqe>O#{Fu)#EdV>+=Fd|$|FUOZH?w!Y`~YRs{(#14
zQFPOKnNWI-QxPMjNmo!pC}7!&$R=9T3QDk3_z<Tsw#nKeQo)z5n{U*!r@n4lh=L(N
zrb0_dbl?>qYnrNM6mWFR_5TVrKmH7%D6;r_ND3m;e;3N{@D$%AVlL=f-Ee;|LsOth
zsyzpR%zlHKS{5H9rio!Si-_9={SLs9wjjp<#T#2o!YT=jav~KCSCiS{f;vHlkooyk
z@E5cW0nv?xmbouNA_27n5-k^78aWEV<f%&y2IE1s0Ev?Z>6J?L2WNuXj|o*CP##nl
zWDT+50LJbV;KZsT99fYXjMI%}XDXc42QZclD@dH!6b4m?jsh81BaFZ)z@f;*OY=9F
z^T%6jE}S-H&g%gV9pkkpjlI4>&~<X(l=7qOa(0u6j40`1GNPIB%#-lG`cjKqH8Vam
z>0y~@;n%uVe!YHs^F{2VZjt`pW$HXxq*I8k3BRa@5_3&cu#^@d=uTPD!o38sS`3j3
zlof@9YNI0|6N||YqwHO5O~%;dezIi1x~32gV6*q%{1{URCIuF6Z{Sp~!t9_7#;O@a
zQt4Xh;4OyZ0L>6;;D&kZaS8O*r2yc~171y6U^x?kD+S64u^;>dA#-4`1|l^`JcDKK
zrwkG{R(1Gj0*c9SGQ%E(_~r1*m>37i(HD^;1#nzt#2FU-awi{Pfex3o$qT2-*&udV
zUXnnG6B|CmOv6(*oN`lKdRf^OM2GGbBmx)-R?E5Nz|BZ9Y)!-2*-9$2s?!bb3SQE1
zp`3D|!e&UQ>)Ti9-EF`3<bmU|%e>p6ZP)4H?DemYn3MH7Tv#s)w14uBFm=3pmy##+
z%&J)0&JrGxI=Yn{*n7Mpq^Nq$k*AhRxvv`sLK57v?fs+W`le$n`4Z)c%^e9WqOOP^
z8+AFqW=*4%5VfG>QC*3waD_+0(o27^A|$avC;$jg;PrpnPf{sVWZDx{$UR}3|KitJ
z0||&Xr3Ia!4HNO*Y;GAb_guskn5Xd_*o<N;Wf34}g1Z@jWiZgS<ke(C3y=ilP!}}J
zJXIc5>7Wc$D1#{?reZ-0^c@E0i`tXsrZY7ySa*TWsIjoMPL;Qy27-5vtAJ_~f+-`I
z4M`G8#aK8K65ybAL6r@9Ul5C{DJ>>mB8nqQ_<W7aUEo?%g~DM5!CWN_3+0z#!51oZ
zJ}jtS5Jsd&<gn%>*XbtmeGe~{GYuAa)o0cvHn^GDfwALgKk|#(HDo0X#FxzFM=3X#
zI|*f^$9??^&s4D*gugW^e_7O<yzD76VOYAz_gDY5S7({57;2jTWxsga7-eanapJo6
zaQT*+u3saaXSKu)ZN6Mxd6nfBy^j&TaGCPB&|o-R{GA}U_vEg(k^Z(TJl&&cS9o<o
zn~D|kRTotEEl~q*HyM$tg#(oPCS!MU|1O3R5@X9ONMu$kqY3{Gn<q2=qz8S_j0x5@
zi)F1oHVg$JWHoH*Rz(a*(po_r=vrjF0TF64)MEu1L5$=EGHGjV3(|6d1lC%x2U&MB
zjGNT*bFm>rOie5T4Iy)P62vqB3{X?TIY25PJJ7;}1HA`W7T6yR2Yf)60x?e@B3^4x
zJjdtZ<)CdN56cexk_lk1T0V#kciOLT!RjJtJ|l|53C9%n)-?81_G^h)gfpOtU{wTG
zARJ)HG6;qY)iCiqh2g;KaLRbh3X#^O7<Q1yLd09@Ql@BD8ql^#Z_u6vEorMGuttO)
zw5z=G`5um^9z<o1RGBpe<nFV|R#wgMi1i50+nLmT`arZpq~$16pKYyW;)&}uFyT-I
zdxu^hk@E8@8Xp+Pobb9gZbDe1;FqWNXKplDd*xPbN#2(yN*|GbwX$fw+LXOfW9g5*
zhxs->l03fk%#!GUokx;lb{?)Q_%(Wq&1brKSGK(fcZ-%3?uc3|IBicjYNAVOtMyn|
z_>x7mIsL%geT&^?2stMrBt$5f-(zG2XfaFG9IIlkWQ>)vp!S@gR1><?1o2iak<64s
zaK1;Pfi9rr59U>+6WG7EhBU#<eC(mJ?OT{amOl0UZ4_yuy9GD{;BDZ)s)eQZ)?b`)
zvzZ#Rn5aRjxCQG;#*0?Vh4M+72~7o{-cu-F$j@WROrZi5tl$Yot4hEUlwDBNa;OX|
z!yf2y$b?qQJV?7lSidkP3ZH~CaI^0PLeRrUtbWLXPZ>B8WJ$Clig6uC`bbe17$C+Y
z1jepm33&pW4jgopcB(16Q<+nUu}d<C%4pY>Bl+<$U+_BIY2vQyPDX?<&1%gm18|Ik
zVJ21!dvM)7eS0h99RDNQuL3!;<>#9=G8$vGXlFMiX%veN+9^28HQV=`Yq;%Mr{k_X
z*q2poeXE_he`u)biL7Ldea%0$t!?P=RgHD>E$W53*8=*SZH-ob;c3DSpsxIKN=sDf
zKozbrHl+C2?m1DbY8I7zvtH+Z&u6^anw~Sx!Xq~yifk4{G6I^eZuog&lxf`S#<l*J
ze{8Jq6O;_wE{t5068kjfQRol|6)|dgEY-3y1DXcp!p4aPUd+Cjja7@12y_2nt{*HU
zpfya@vND4E_m7(79Utr;Qw-)ZkzYvIv(i%}3M=zIfH6`ol+Y0TwNjkDWj*SK6K<8l
z>KHQx*6iSe%p7~9WXM@6G7~D))qv%rSHKJPyF`!%%4i39VhupQEn>eehUF;q4<lij
z_dF0*qbHCDTS)@P!81VoBM{{&aFg7!CZaZzxiy^`hqRG`OA3-g6KEx`wn+^tLbe%5
zCh|%^#4_S8j9^d$)Il@J2cW{*0#wa-^of9Qz}74k9fT%(qINRvN%t})D@3O#n@tE8
zY&#O1yI1&<-B3SW8mlV@M+phtA0_O$(kow)w~u$er}|hF>uqG)amPy)@ti}aY>wof
zA7dXG+Glc|!bw;rI_Mt~U`r5rF(b&om!DcK%pJg=Z_>Q%SueQHKE86g<kkVZ)xDem
zH>aqYvGA`~SURp>P+rt_b*MhX&{MJ5Xvx*X?!N8J?^9e1YO6{uj1>_@Zcgdz5~@lL
z(d;a^ryc1}>LN~8<nxY9nGUX#65A2;m>v8nsg@X-2SN^p%$RkNyzA`njzPqLcp+zF
zj7|p_`{Yb~(DxxxAWy=)={>~wqfEd|3oE*l+=EaLk$5iQG8h203Dsmzwu|-biXdfW
zxr2g7%?9vrH7b*m(8;+_nC^u!LeAraj%#DhC*S}oaTmJs;Yg^oP;!u2J!d#ubgHp`
z2Qs2UJZOPcBIkp{h}u}40EGn-e!5`DY~>~mSAsuyxKVa!yA%nbP(+B;N8o&P)Vc7S
zu1T4~L9zh0ny(=4vNwh2C5Us=gS!F)G@yB7qL6~j2m|0#Kw9>pEMwB`aqRBhOk8lp
zD22a=6)Gcy&V1!(rzI*3^U$XK$UB#FEmS6rK74JUCv%M9X6dH<_8fC&!;y#Qf^+40
z&k{#(o@`<tN$rRXO}eJr>t^OWXSaoZM7D7_flUY<3~i+ieI3b6VIR?F(}ELR82(+o
zjftXbl$fpLt20bEF>c<`2OM@pPMKBTz-v7*J;uw^<e<;#*>xUWf%t?xZuy)N|A3L^
zl6kkzh`ji74p}-%O3RO)Ss8!B<e*2jRb?boK#45!+P&*&l2L2Z>8HnfqBnPzc--(#
zyE$67yu5)yAxRny0O&Cmf@Cq@6bKltWWZikcOCi+8AKXq1PC-8$|G2#f>={MvjHv!
z(LSM`VPX!7X9Q4_2_a*mrkPwL!)+cHo~t(*o9QVuGqA^*)|AmIBzS+mJ7@)STkK6y
zm54pNQGNjvdiwHM%Z8EOIy)UL28_}5FcwJafD4y{DkDb)IU*i#UCa7*q7d}}xbR3w
z{mDU+gtsngZecM<Qmhl>yl+r{J_x5es%L5-hd2`xXx#Fw{BgWWuE@$lUIaG_Zi%HB
z7KqpjltabmaNtN{!4eP|pe)5WJqi<j_U|gy1MA!<&|$)rHC*@<5Vf4=mGGv@#gLE4
ztufmcb_;v9|3+ar<q3`1&P%6^vYiqe2oAHD72Z91{jw#3euqtS>h7_t4?n)u5S6nr
zfBW=hoC34Vm4fuD^j__9vqDbwozUnvVm-(4-|k0!;%ex9D5-Q|RT%NfB5v&3{({Rs
zj*PbvKN@H_&~0Z5+xH1tjRot#d*qzNH3hwa@iR-BU-a_1!_u{O>!zo^nf}WSlfu;X
z{@aGmG{jwP96RuZLF)BKU#1q7TFfkoJ?gY^<hGVo^!nyu>85M5m(K1g;nkHW=9?Vc
zztJANW5V<kU4f9IFpERQ2rDpUL?KqsQm86#Kn*!q6N#!(8S8sSfQ<w+m1Kuya#i^O
z=T-$gi*7lO_ZZcHufnXzk{dK*z!%iJ78s-iRVp!q2S5Zp^&tFWy&qig9LPT;>1cpj
zzMKstw^pj6M^FYrmqH$!)j`xp5|u^`@Tgr-=hu{LQ~1#Mf&;w{h^({&L?jLHUb%KS
zS>dp)mZnWf4fH3I*h3(BfpQR$1KEZR3%czS#Fiz3`v4)3zX+I!8jA_67M4IBhc#KX
z9<2AFgxC|H*y<5xe3nk(Jq_T32#FGt@G&r11_inx0FA73-~{MSaEXZQ6B?jEY}JF@
zL<}e7c$ZUpaIfC>WK_KZwAnc-o*g~f!8ALPTbKK$iMaQHv(v9V)sJgh7J6{%m&jt5
zw-H~=_6S}qU1$_$(-3lOlikXfJ1JLB|N4TpG~4DVxjjia|M6OfKw?s@=SZWo-`B~G
zQJx-$-R&BP<MnNIYl*uzo%a$qE&Yn^l=m_uf5=VE@oanal`BKF@%b&4g_6Xz-_5dg
zTD0w@=!Y^b&%<9$OU-Z+)tv6uiD@g<f0);+^JM;-9K{xH``N^rsvG$wWhXoydR8==
zGQx|Dc8i`oTc1r(aPQnI2qPY}-=Moc`d~#)KHu?rv(N)iYP8^ZM;>((a2%OHPB5TW
zr6ZVGJQOh$kO{#?Km}FL!XR-1+zJG83~x}6$|V3R1Wu?`jKjpb!jKXIBK}7mi{9(I
zd?jB+zPM;AD*&-5H@7RuS3>m}<x?4i>BXQyS(EEPP|)T0kvm+c=K)m9tSOXsfp@1G
zx2WtCv7$}P?Se6>WBF2O0qKu#fQn^kWw3;u0umgKObjPamBRyjM0U6D!~W6?0>c8%
zEX#z<L}K-oflTHr007Z7a3+nzV^iJfY=Js@8pQgRMB<Rwxxi53P~2ocLr>4QmX^3L
zgB2M1lsQOD5I`cD=+iN<B81d>*3xo`xlmkDk+7W+%!TqE`64WZSQ8J921+ECVNP--
z@ggR9qyRq}h^~*OO9MLZtZ`$i9v;z7*DX>R;cR!C!r#D!VO<k)vo3d}#**?K<8rY1
zk9FC_tok<%#Do^Mu><R|XTz{X)aH@KI%dE2wH>A52^LW~gZW8ks<b>DJvP@KJbs?`
z%JX@+lWua-k)rRcPlSHYSZ)yd&&Ry=IwcKl&5oxkwR{6xkKO;5iQ%f;n(w&rovA^s
z-<s&Blnu@ujvn4Kw=ZY=#sxp+t=u^vs#*}InG(UcK|10z>*_Ka2IVAF>6VW2LbWL-
z^#EwL9ZU8$u1N^fOjUe(hjWBbD0uW>U$)>zl|{CK+jV@a=dWi&B!khBg&RD6xU+K2
zOsDBP*g8XXr6b1<QTALFd}&f`w;+t!WVe0f_`%s{ylq)-x@21|;&LxBLN%=S2}lge
z29WEpcvT^k&L6E&&;d7zSvtT`FfWDDWzzG2PQU{iR4g-=!x|YVDwd0QvM$l9u$gWB
z2ZBV%x1olKhgP}_qcWl{EM@C1V1aTH+$F-TCXWXC^YE$ud`|~K0#V6kD{-_+U^cj5
z<xrWLAkH2{HEZpfg9u95%4q<fYm~6ws$_|9v0ar)D6jB5F}u@B?VvzoZeRH>z-MlT
zQT{mGhN;wt;!f9EEtglQ+I!SZC2wdF1W4I|cQf}@fvjJ0o<jjS-<eG7C+khAIl!RC
zY%!H7M+#!t{BxtpSYIEU9_m!eHnFC%lc5GVkv&pO!>tu;pwPP6Hx-gGhKa4Q2xf*0
z!a5b!Z$L8A{z91DM8Sj*i~%g88D2c$&zFDA#xuM{?xTtY0vwCopjh@jf3VXnd}mVR
zqE|SZsyb0?(XCHc{vc)Ue;yS%*mL;zG2T^MFPouLP0XV{Nd-lfc1=Fjhfd7Z@fp1v
z_dGJYIE>AEo%!Uu)oZ2XM4u#$g*{jFW_q*F#;@7Cyfdmi&hGxWB-hpP!mBZk|2%i$
zQ6?@nK~NIP@bmi3krC&#G;zf~wWI!nFBEH!m{qK~O#alLaVn2{BtZCLaf7%uUX;7v
zm~y2uic)*E$yE2%Sd^W4`5^ZguTTF<)wKMQLmslhl$AGt%mv_|76&p0`X9GbQh3+e
zZB9tDO^41>HV+LxBfT~`kP<h;N^mRUjC<7fnRQNfUKUY_t7NBSE&ZVyYdbcE^_?Dz
zzx(J(-3s?bf>i5>kfYNZH|KoN;FkwoDHEkS(66A$&J|R014RZ1P_0*CvM|sa^a<ik
zP`H5uA#eqb2jslj(sDM9B^v+I&fTAiEp}f4`s}ZPqY(R7@8o?C^%_s2K)qznb6LSl
zLM*)@I|3al6HrId)3kzET^w0q0r29m9f=k-0&jL=`R<)OT171l#}Wm1?&OgY^OVq1
z=fXz>VK%J>w8V_oayU9->bZJ_{oF6e_;ln!X58sneEBZXa=j^I0sPZa@f>T1ysrLy
zxju)pk#Ye&9p}Q|V_+?%m7_M%?6E)*^w0u1lh))x(%@`xrfSSh@`h#C)jhx?$W!kz
zaLP_=&st()UZ<KFnI_D2CRU8s(qg&YJ34tFxM-F&kwzp5U&zJmU!lE4Z5o4^SfJz2
z8-&J<kpdCr+^9as9iH-AGJ}RyLYaW$KtzX?Wm2^a%b&X{UrT7=){Fq1_9jM{mOyjC
zxqv1X;c1vUEBP2XDLH;DJo|Z=R$qSHF;{L9Jv|clvQMg>-_xyU+|WQs6=a5ntjJ5@
zEMwb+89f_YZX2u573ak#U9i~NG?aSfU|47p!^3b#_eH`=TemG6`M-E*KH*lG3)U1n
zMPwI-f2P+nRNnnEXGnS_?b8zuT^+QL)*q9ay~fx_y(8yu>f1FuGR6##FwQU8q|ITw
zpKsu`*c>W|9n>vZKQFI&<dpTXNYk;PIRs0JOt5wBV*77)M6c>Cee$AX^G_FVggOd;
zOy1U%U}Led@q35IJq=zag+AXHq@6l>T79V5Wy9`;(Z79tWlv;s+FEMLhJt{`H|*Ue
zUEdkHuXq!EJJY5$g|zPIn)J=<HYY|A->lkA?0?BQb`vp4Ku%1(0kIGiJ~Gx|M^Zs2
z)D~EhhZS=GQ*d_`H3Wa1s5&Nkwo!is#z^s<BZ7#K(ban&=+TkC9bKST!1rdSNv_u1
zi@#M<ObcINXi1h3<(EiOqVTlLidHTz1c6Dsh7~BHdl#G5)`R9CV#dDh>dV~QS6Zx@
zFU)m84{PhQ{6kzeVZtXU5y`~<Pm*x40CQzcRBejyNHO%|Suz|LrsHA_g}uECV+LMF
zJd?t2l~8YW5QzP(U_TMLE~P)ypr(>f#_wQnmC#PhVC}n#cSV{!y_jY!3I*E7m{&&2
zb)hWgtR@q25F}j!uCXYV<<G#)WrhubZlcj)?@W93T0+Q~oAjk;oo3BYv%Eqo8AIY4
z0iwWF%({_I714o+v=dupYWT-|DpCa&boB{>U$V~!vlA=RBl!A;6uAt#prK(H+Df1?
zQ75Q_1W3{8-Nm5dYiX<ijhdpoU&Gb1gMx3I^JJ6mg<3-VX%@6+hjH@OHu<FA?{xG1
z-tp6j@%pZ1O~GGpIqYZ0cyomMW%|*&sus7!3;PP)3sYix4)=zv8Ic$XZkK;2JoDA_
z&?%8$KUTl>DCt~{ZNaxA8Qx0My%tffo4!aY;f<{KGIAIQ;}pcrbhMw{!jzbC*Bq%D
zlKQr0P?|5TiO(;Q>aQ~!{%n!_$&#JBPPIH6=#xy#X*c04sug{!r@y1K-Do`KwqQ-+
zTU~B|cjWmj@4hr|<J11U6QbHVwkF4{9(wr4)p@W=c3ltJvtU?o>6;dfK(#aL_Dcp+
zBki-dvP6$^g4`+H-_)6=d{!Jeb7rkc&)r*tMH&e=HvAxX92huF_v@qAAG$Q{$XwAV
z4K>(e<Tr)Xc=qhVpES1r+~`u-<>N@oIpM~u^ER=Y+0*~hVtpETEE`odPzAs`Jz@lC
z!?*&fh%%UDno8>jmWm{~C0H=TgA#^^t}B30m8Vbm_BSD>VEwICG2IO4FG>_pMO0Xx
zqoBuRB(*e+-D`=72SgyfE6tdCtmNh=T_HD!2YIbAJ018af0M=~QX+1Rz<mr`U#;CR
zmx+VMl${Oep|80_T-Eqaa;+!&y9O1|B|GSBDj5aZF~Is65eW{tgBYup*X6%m?DxW-
zLfOQF$CEqAZ89rhpT)G;gcHvL;3^QOSJ2-xU<pFUadPf{`8goNbA9Q*)jy`}!MX#=
zn(R##xLNxhc(X-*eB8zw_yZ8R&LoM}Ir3OAfixPV6vU<k`)!dbTslDnhjyn-hSeBd
z(I)M1;BS-Q$Q{-ShmaZgK;rKHVp?*D^<IB|yN!qsL~RJjKS?@Nnz>&=lnLUjM;R20
z2tMxK6<}JypbIA!RPiJW^h8t<le1*T7?UEe$((X^T&m^6uLif9Nzvbw7x8k8^;LbH
zQ7YY7Hm@h!R!aZ!W{>#SUTdS=29slVtM814Ub#IQdXKx|A+7r5-6Q%Bt$MEAtr2mL
zc|ZL1Rzvv9@S}GxOW8?XMzh(A%}SCqoc<{g*}MGHd7ZJtlf7m2id9(yCrRVuvfGyq
z``_#MBsltN%!SbVd&IbTL(+&FoIMs1nKwA<F%hDQS?Y1UQ5(~{-*Ag5Za<0+zHZdL
z;g0j}N#wTch4)heMFv|hyR*JoWBN3TXz{9HI8n>;$UMI3R<o|PQfl=u>By&eQ-X;8
zb!y*Xcb6aBW}nisHQBwD7nQG(mN;;IUS=^Xr1~?zHDjZrtAy+9Yh9ZdE!(Pgc$~I8
zENp%@Y;x-pzJpP+o0HLw^~RT}tFBUNwR@A(3fu4YTNG&|npnMDwd?i0%%SGFjjxN&
zFE7cv;PKq{hl||El8OT$D-9K!JUCbbu5X20A1z^F>;p<MSSv#7OYdzM=3`4<6JdaL
zUZ6ydMa=w^WufwC2YHIEcH7IQrutLT-pDEiX}D3Q!TdD-GFrwK>zU*70}UAiLqan)
zMUozw$8it2YT4jRjMb3PkQN0FKXnUQXUL^wbW$#4W3oYFDLg@@9>HsEXN7bSk3!W&
z3+KTK7){7-)f0p=oK1<i3h59uXLDk^c{iG@rk5W0lIc!2yeb_FsTFLUDwhjS*9@B0
ziYOGB+Wk!bRC;Y*H?F3D5G2Aa2@=E-m}HYnZBo*6-&z6g6R87qy{MZ)4yt@zGi(`n
zMigQyO>X{?PYvuaZ-|{kkvycWr6tf}<6+G!+?}4IAam%{P|f;assaKpcuA(DCW|-K
zf?K{!N&(R<yfR;Y`i8R1CXbDGXQ;Ekpykd@3f|ELO>JIkdELhX7)~0OpvQ(_lR=;p
zQ>%ER!RlU;D=3Wgb<QKE^wghkc;S^qVZj=gsBNw(%}0&1P>SlOiTz&H;WI;q7mfdm
z4x;_Sh$U&XAx#R75Ngq#5>y%PMo*&m;?{S!(T=LO-AGF2ruWdh6|N2z;|)a7-jq?c
zt|VwS+kjbXIptos!%oNRN$xi|y-pSLLX1jnZRFzpkvn>MGe{mOG0T@m<*j)Z!@3I^
zYTMb7Dm%rBl6^~Vc4towi8iXYcoDoV^N?_)n6DP{B-Sm%Ye=+qSntNUh?ja*|8OkC
zwJ(g`xb<d>`Nm+=eD{t3$=a_xjEZmGk377SLBHC)m=)3RP`cc=TeI=#vTv2Sw3t14
zy*VxX@(m*g)+N5Yce21q*4z>>Y@vIN{b0WAXt?~u)SVC1-}Y8)Sh^>`^vH=zT2?8n
z%Y&A6=a$Jg3_M~f+r4(yWz{_}xssHoK`QyADSb<CeSBd@>Y3a_t+UF$l%~hThMuV`
z&-3Z+8rh_{!MxGhqCdr??{V5p)<Dg%`}+j1l=}lJr&TswYd7AxrpqhNY0=qrXMJs^
zGB%Z+%)J|t`P1vKjLmm#{wFQXr_seeGI~b|h~&!;Bs3#Q8nsAc@x%hIqY9%5dE;+l
z3Met?Wx|=Dpb&V_pJ;wsvurfjDS#w+dV1t$fpJg)|3I5`=-`F(k!BlpyU(yH1qH3=
z$IoVpGx%qdw@G}ox<ovhI6HWbvx5&MWpvrS&<kdPMDa+O*O-4NuUVnc5(H24zsI;l
zwkcB+X-h}xc&(QCY2-W0ILk?cJ;uQ{#deU1e(MS#nQ>gyrqS(K%lZmH@Nn>~)hy3Z
zkVZ0}hYpqNfToL<^=gT^@MmP)>3TtdBG6WJBb0gJR#Hh#xh8p(F_(jb6@{Ae96e@A
z040oeX@1jOCVvS2%ElL|eFp+UtP#VL+zIsO$EM9_f)a+VbBMEAZbl7=hk6^NJgO*m
z8dH;J3!Pe1*U|<Vv>nRdL7+MPO7;`^PAK~EY-O>R1Wt2%bd!Nw+05~y(=7$TvzWN{
z^kh%SUy0-f*C|OG2e!)82+K6fOr`xeY1~v7{&}2txW)pS(*D@4bauqg5?kdy!(nm<
zjE*KCj?2t+Y8OW4h4Lxsm{<xec%VcAzk-J<aaw)C;-A@DpfDQrB}VWxGiHhA;{$J;
zBM~zUck(*ScT%<!a~H<FsmpsiQmZ~w{_1Tf_1@WOVWcPgjJJaHd-)nPo27PU6^6qd
z{tcPzT73UeyW<x!^BpfGs3#uIl581~Ew^o2HzUEzsqCV@VM>Hu)z@$P(yvp7*8dt^
z`P%LN>DrM@W${yj_^@9@=$)$5)jjKp)7A&Xbmv4zJlfV!c&sP#?qKiUo`R$;UY3p;
zHnJuC6>~}q9XH#(sxOG^-IKtNas2X9XP~3Q5K%3#X@`&JkIJ-1@{=dk><zzI+e9i~
zYhqN!9iG{EDp8!0@Ay;v6i&6p0apgcNN0xE(e2KmdxHFKZ5TG;EN#0YGkvYgKO1eK
zY}p@K$aT<QdPJSwA7I-=|H*w(WUpiqcas;fcF~IIzu(`~pR?!l`&*83-h}dEpK5JL
zXIxifjK-WwPrq82zwXY3p~lAVb${OCoL==0=d<`MCu3H#ku~XIOS*w#ca)Q|`Lidw
zYYBpJ^Zl@>QtG(*)6Ls={U~Rb#4BstO}dlbraf?}EsX7U=@$HQJ=C)6;Fp_nK8@C?
z2GPx_d;kLSJv}@3k1Beij6n+JWT}GHHEL*i1r^+=>4Nat!mc)nx|#R#kQ)pA>RRR(
z@PCn<rx^~K_Z@5-4R+kY*6;R>e`u4ZT=PacRGyt3crt%n-07+=n4fsCjd=MJ=6XM6
zHtQz?&w1X;)+d3j5n;3nB5Tun2c?(fpP_dG=pOcSsc>v?KhIP%^X5NjDFNm_{5$-j
z`Mg^7&C-!FDL$q89RGY`UgG}NQM%qKqPTk#17AP&U*o&jiFw^qciUv#8uMS4uB};c
zQ9#)>bsG&1H@x_^OF)NypgkMO--Azny;Y2x78If&&~X38HIbz31>O1DLlyH)1);*n
z!QiCsOatqY1I&Be*se3R`pY=0dY(DyrYl)@vpcN!irkT?{#aWwQbyAbX1`>(=*ZOA
zgCc5&ry=F0ivu-)8hV)`%O&Jkbo)y0FfLiw9^x<^{ayH;Vq;kC+k`qlXK`48nLz@c
z)+P#HTo}6g>t3VtF6rzzLGdZ##WtC>?<;WzJnELG#F-MG_FPEu-^tT6ydo>&d)^>c
zcBM!bY;B?qc8UBPH&UqqJ4Xk)3Ml#;>=)yd8*HG3TiBiQoJ}KENJo*R;Lfm6;yPUT
zfTOVHshL4cJQy;IlV*S;*CmP!yvy|zWWq7o%h51G6(9FXt6NY)CrDjqde%`oXzI0f
zoJ}Y1%G<j0<%AIGbYcT>aQk3y@=pHXuf4I+bF|utFS7qB%2`P`n#71(W=o6>u87HU
zO^r4R{{5byQT$3%=I`?&%E)d7+q}A=*tV)gEn`4Xfp20Rm~&*~W5-W%n>|*UTTENt
zWM%AXcQ2{Py*Qw>e@4ZH*G*&Vw$<dteSWuvIPW{NtgJ?-w|VR@=q0Z{-Sbb2wSwX=
zyf+`NFdgjKYi(iHap`Q?^iZ-}^P}Ftqb8mnv-*RQJx!eL7IDW`W&ZSv)<sGD_159a
zAJf0&6g#G5X0JHjO-qRLpTaqz`QVH6==Ceh3Q{>#uav5xX3@#^5U<!X*BZSnlS&lL
zH?BF}pS{iMm5D9cmOr*K{BU1x@%~p{`@VCSoorILCE>Jo{3=OvN?vr7qSh#R_fKDO
z@~!SSgaj?=*y6L`n%%Uvqvp$-d3J8(Yj3_v?AiQJs<zb+dPn%*I@RhvJre3Eie6dS
z^I(ogn8Wr5Cfvt&nnuVM2_71skBbMN+(>c@Sp}&wQaGW0DeRrlG8K9f6C6+|d?$&i
zntkc8jE)}WQ2osbs!D8tPt1k|v7+sqjZU(5jf*t48Q)VfeU^w7d?z$Q#Lr$LcpG8v
z)v%1YE;XduVVNkLKd*CJ!|5g8nz2~M`NHbod995>A(X0dHEpTPc~7&i)Q}OFmoNP1
z9QLv0zO81g5GMiNCUc7PGQav<l5bvwU%EbJG%zpX?1<2!bB6g@OMa@z)Spr*z$Yyh
z5z@Qon-L5lH(3PuH0X{9SoHPt?RozUla+K3I>UXXmmPg1o23wPYM`d#X=)3Une<(^
zNBslp^p(H!Z!R|@8He2xsp+$SlIwhPVVZ!>a~=yU6yd(WORVy9iyaDz(nV?)W++^K
z<eir|1*Gf3vivj7s$1eT%f14^Y6EpMuK5+I!5G5@FV?u?LsrcHOloS|g!9fz%sBt5
zCR2C1(D-gf$XpY@sfA2!nFZS-Ul^NacSTmkuRhjyuu|C?Lk+wlt^HA~2^uy9`U}~c
z>(nS2<x=>=h+4!aPW$ULI^fx|T{+3NYMD%5#eBOcy_E4?-CGm0JMeL{TV@Xj1_i{6
zg1h|TVLvxmzN5Gr)1D2OZG;Dl@w}mo0OFK%`s~%hIKft>C{U~}E3C>r7-FlG3UdcR
zoF9^KS-vxco5;8uEu>m_QjP!(%!~!L%8aS{-5EA{1Z9~%Wl#8B`Ms7iY{O-=2e{2N
z+>dAdc?0hG!Zk|54JK~eYnuKr?XJ&u@!A&aqTO|BE6*)Cd#F5eZ~o<dndG|cLKekF
z5`BZiwTm5Y3a)6ksfn`OA8<JJ2aiCbtEDo(fBe2hciP=Xa(lYcVbkoqw>^)RZA?1;
z(8uw?*DF#A1$_>wX>&O%f61S}dAuoV?+o)DQJ;o6YxY;zy*lha<@%W-w-=)Ag_(zE
z#@`_R8`pws9SfA?9+<oRO08GD=;7j2QSH~K$B94U9wnJS;W%&4Iio!4-c}#A=eejP
zV10_<YU#ddC-N%=2krEFBB%XU*A&C5T$8fmcwwURQO}{HehMuuj}Wyy95tG?LVLjp
zc5jE(6aMW2|HsE8{^8VjLR?sJA+z!aR^5ucjVT@Rv#&f$>;C+jg50RR>Zd6Oj`z%%
zJ|=&$vOB|5!73rVh|+C3dwh0iyVKSr-72Tz-f?N+$_EceSLgVA+mYW}xO0tZ!0pxF
zm>XaFetTQ!ytUasX9wG+=KNB6+Hc;A)m=lDmP{|bj_sjeaW`z7VqtdMk`c0lH${)7
z_?2S1nccOTb=Mvwk_=$Ss>fC!cCqdOB&ImhnMgE*?<f9z0j77W7OJtfgnoU>CWB>t
z`O8Ar)s+t(qtF>kUlewWHeK_cNx7dzIqMoygAZFRbQ1)dylI#@RBFZ6(PGB07j2}(
zCfVKUP>=jPU-<N2^4RF94U)@LQNh$5oy*|)4iaUnnYO}#XV9Kox5dQ7VQ4{D@&kuO
zSt7>#>(VKrttO(WdEw@F4=G%a@<<y;Dw{%XX9v<_%Dif-2N<4<(z{YN<y%E)D;8UI
z^%dAyx2LC{w&bT}`wxUKka<o`XZLJAZByR3s2JDj)u5IaVgHCB@6I~JNha0lPosP3
zh;%dyTSr-?HG?Hrx28$wW`^g|&gSx3Hwm^&`uTi5?s_3T{%$27xGH&@)p*?|$7zLO
z`h1zgZnF?^R{@{DXQR?PoRlyBmoR}A<Kp03r{1CFN(qgO2w48aTAiKZ`wvcVc3@8S
zXT*VN@O&tL|DBG-$v%8n1M5$i1mByrv<m@JeYof5e`(81#_KY)C03nwwCQS<B$g<a
zK-a{N`U8vBe$Lbxm#IB$QBSPI`S7(z4(255u{DRv4Jo&Cs0LR$7SOu0D6Y__eE&t@
z4^38|Z>dcNv9ncHsl5MMGW$o#<z07})WFP8T^`*98V#;IrCW7R6()$-K9p8FCGG|d
zFN)RgJ|>z&U_O;t@>e<>=x%YKd5+6OgmB*m{5hTvxwgfDO1=WCtTe$4Vx>~4#A}jo
zGrc?M4&_?3ui0yq`CluiYTQwl6(ogH6-zrh^tGOmerc7x87hXV+tl$G@te43j#Dq~
z=x(#TOm5x%^iHQTFaH<WLmvZNv!^uK?nZqb+2BnGb>+foYz<Rb#ag;-EJA;?%wf5S
zmCt_8(tN-LX7#yLL7q)jZq<B3yG@hP)!yAHg2G6zUjpm9M`pPmAs^nZ*<^ZrTa++=
zNItCxM^~`?t+sRooEXk>9Ck9j>SgvKwjtIy;M0dr%HtQGEv7UST$vKv{Vmrk=!@;M
zs~j1zzul^z9;G!h7Lj#yQ3U(u6Q)J}K;%^`t2Mo>Rzt6bgopKtwJA4GW*qw^%*6Ft
z+Tj=Z*Fs|G*EWSFaV)PE`u-wn+&!#zWG_K~nxJJW-E(2jF<H!>47c>&+uQEmdtK*n
z<W_%Bsuk|@a~+#cmhMZeB`kUc%aeQhD`QXIthyL7)oPAgZ=E^mdq?dD?X3-#m*+3H
zI8geqTD?X-`@oyMg?%S(y*{aPL@oAyzGKe)UluyA^0CZHdOSR`e+B5WyB)V3NoKA{
zPVamaxNv#!%Dvw?n_f#gxoFLLzlVaK4iO(cobuCD@9gKRpQa|+`Dq`W|4G-Sf^Yn{
zef5dfo)FKVhMbtY-79M!?oFVcX1g-xw|w^VmqF_moZQf=-lyr5e{M$T#@Ra^1ro1a
zfE>r>pj9w<a&Mw-1s?O`p~uRQHcJKG$%0KNkGu&KUoZza1S|@pL$SY|<dJrK=e^JY
zgP3cls_R!9ezDqV>-3YJ#NvUyzsRzdEm@)&kwuBjX7zlNy{oF`Q0ufdnTe(-ykV$e
zo|A)5fmuBJn{gfOF}9XIMYBH7wJw>@B(MsuZ5zovLJhF3uDx#CWZnuZVp{dTpBH?l
zc_1sDo!2x&&(Lv4gkfsOLQmQdA>8TqCJ)oP1ZCNG|9VP$5N4A(uu75MU2-vUM~;Kn
z(7v2~G-XA7w%eOJAeBRhA04216l4cz#9Z;A<ht@6JkebWz>=k_Oy=t+$BX{Ki3{%T
zO%w3S;&nTZh}i#<S7(YnX5iS=_H=ftvgXs-mEA@!XZ(XUI1ousSBegltO-co(H$V$
zXd_&VMy9ZqUI94^cRs*}fA3{aL|T52+~8(fDjgO>3Vr9zf(KR)<oNgxQ6qDjFG#|x
z53l;V)4RL*^e#4jq%z=b_a~XG&uZ?iE56VA8lT@{ILtJdVHj>pyVF|N1rN6uQMTrf
zw`!J0DraW5X$tc6BQx{K#(oL3!K`AdZUuE7t$_$?-FDi5Zkpb{f^?A6xtWD@z3i}X
zN1r>#!lJ8n1_~UOnHZ}XEOsdPwU=t0QNSO}4$KH~=<Y9Q-(XYbDI08Z_}6xj1Ag;x
zm3f;bU)(HJxSre77XLg<9~zvczN5^xl&{m384L~W`)p0ydf8mxf8#iQc(Ge?m?Lf|
z!=^vIJF}e=&ff&jlX4Aa?Kj9)iXvZ0wDo2&KZ^(|zMF3laPc!KEsK)8Y>Dr}%@XR_
z9Q(PN`@hMRRJ-z_%35QFqr&r1elHXjolbj2tQ$;<U#A+;sl$}mXh_*D2-f<YA}jE)
z5G|PsdR>6`%h2#TsZ+)|@_@T<1Sm5BTCX1QuTA-aFYs!}81-9@Z(}SZKMiQLY#0{F
zcX^Sr`=tYm1vRF1Q_{J1gX10x<9DC)%iLj>emYv=5>JcupLMBKO1hz0y?j`dyndzu
z52Rgb8bOfGbiYzhEX+@hu-2+q@B-uginKjGolhPdIUHxP!NZ2OXPehs<%r(&H(864
zK2OsACDiduNEM0Oc!Bt)p(nVMYUQ)Z@%pBp2!yEaO()%9ENb)hBaR*Tw7xgBASv10
zBUa-J--e#!`0shV1I4u(kG-1A4LrVzHL;J};xV&=`@`<fv!`YEo!PdbuZ#X=X6!4+
zO^^0BTzETfck<Lq@`c$>W6^!#7qyz`&*uGVwkxFhWo+L_&)EK&*q2e;zSp2iK3%=?
z!QrCdJg<el33k%A_tPU-v%Ge?ys%=s${O8rgZn=J?8|Scqa4?JgV(B(I44fGc&&;#
z+;lQDX?*r|i|C!#7Ji<2w~4PjcyTN9&Y0nvwe}nIrc7VPy!P!eBkL<qS5f!4jz&I<
z!-ts=k9dCPXTceG@d@eY?Q1h{EiZ6t-)QX`+;uA9ldyGtzC-Je`o8{3>qT10>vbm!
zT<|_lx66KIn7>*YQFh|s8TVpI-Lyc#%kS?YAW}o^D6k-kJ<NeUMuc_Rp@JqCHNs=x
zqv{64c2*py=lk%|-Jul?)Bo|Doz+Nbnz~TXvgKI&<~I%+vFY722j)8|d~=tu?c22U
z-J`Bo<;6B7<(h1J+g;Lj#JrU8G@RtScrM3lhe4pvr8w>SYlT;6uMKyrN6b%QU-KQA
z7V3Y4W3q%z+qRJ1L%S&yZ|pVQyW3VuTi_g8+%VQAYkV`kK69m3A$yHkN#U%@$Phil
z<)Y7<bVv7pN<6O!aT)FuXgNrZii+%Nzcq1K61iwKzje!_q|>5-*oG$oU4$#L4Qn1#
zqBnk#)GUqJQf>Fzc*91zHqFGu_I%To!5+qnDGNKhS7z~_kUo9H|88!*G^{+8t<LIi
znB8f<YUx<8Q?bI(Z+wikSNnd?Nu5PGnFT%#`>m?iu&JW$QSlv%{nFA4o(=HYQ+)Hj
zx-(Mzh3CS^vPYf^49_{zA1B#tqLe=r%#GhPaGYL$D=aB)>&)>NRzBP6HY*ZyE%N1t
zNwI{01WRChpI=Pt)R{SM`CSjIfQN6(loDtIYUHSmcgRzvDauSy+D_gTnRV2%h>p3T
z!W6;&y*`dPtv`+H_&l}>OW#U7+J0?!)ehyfko#N3i|ZxR^{4sPtuX_*m`yy~uFTrq
zf=g&3bZ)ab$Wq?#cDPXJ5A8Z*q3YZW)1c!1O5dl<eK%;%ZO!3fN!!CU0y`sJF8U<(
zAJZ8KrzBHZYN=sU0;zIZofom(1~ez;oEc^$<#Wr?WJ*rJNO5O6^_FHysKJuE67@IL
zuDtTW{1WrIQu4+g;ay2J&MDMz**R13;IHA-C4{Fzg7}%g)E3^|C%9BWJDA?RWVp$^
zjTReid0ccmXW=a7lA`TmW0JWgfA9!<gJ!|y9jy9sOSy6_QMrOI3u6UdHN5y8MdmhK
zEw;Qvw(2?OFDL2gCa-@becP46w;phv!t|4bFSjILwdCRFr`eR@x>{%Us5^hp#|=#D
z?Ah0D7qLAeY+y>#RH{Y8Xo$g*r%(H8M~dSL9e$!nk8hV4jD=nkEhin=Nw&^WPmr2_
znI4jH;2i&&RubPzsSay&18W97Jh$ABOuBw<d);3Apy0@!WL$Ui@;cfbab<%Pzk9Zb
zx1{&L&$*Q0&zfw`jQb=pc3F6Y?_Oqn%BSJsgR!vh$mj1z8hPEYRg=;8F6TeupHJ<p
z_N$XJr&jq&3T`>RdM>E&E9{`>`CimLp0l#LDLQw3$);~!IbO}LH8Je2GN8=)c3V`c
zF;{uKu<|9_zuoiuq{H!V&5oIsEHs<XUEe}#8)+n)4hkCcFPd6J?b>YnmB(TKkkW`v
z)9yAoJ^S^%;P4^Wv1sCN<%*!rtP5@lxR;#%)m3jcv>qx*JIsj|eKuSD$C@)+PI>cY
zu1xg4AbDEHt~MX*Jge4pc!S<gQHQ9jlBZZ6aej7n)kW#@4I#Gnfe)KavUks`^AqLg
z*2ZdYYTS0XDV<c9Es)KgziiI7CzSKQ-Bf7Dc9as1G+Vul9%g%WMCRK+SNN1N7Td0g
zJQ=xa-xrC)S?<wIYqW1_<qw@G?5DmY|K_MTcK6pkza)Ly(4})rv|biGd@d+qqtR!g
z>gcDpTllxK!fcAm=B!Wp!JTpEYeD|DQ<R}byh44=^7$SWJ)?Ez7JaomJHL5A?*3`U
z^V_jJewJ<J4=s0=oDMU&GA7!3z&s1DzWl3<OSf)4xiPP4{;7lqJL>g~kGnof37=Wg
z_j7mPJnwARSSRDyilc(@UuNI`jQM$&Is7T3MgyR2dGL2RFert#C$s|p|M2wHQBD2-
z|DXtngp|@CA&qoM_Xbj9bV$eO?v@&(OX(h?yF;W)Y9P{`(k-CB`TqRQ_n)2JvvYQL
z@9VYuj7L0C?OPQ21jT~*$8rBh+e5uU!H%fv@qctvyw}m2lHBxJu&q-*ZSvEWKwI-z
zLw`7C6S#3I%kVdZyObfrM*e9d<A$8DDKygMs#t{a8Y5FCtw*>RsFdRaA5gEtV~}l6
z6`(kd^r(NU$B<lo_`%O)saTtB$Oi%PQiTf`?(frW+vz5z*nG#P&#C);RnGn%!2LCl
zf0$F&e`qzFD&9Mi_g+pdg1i(u^F<FIn?Iz+r(*SsvP$r4)l}Z^?+F2dEhYSlrDdwh
zrlR7*Q9#ybt>o<EI-_qk>EX~_T5l~@1vL!;#s&u05oCVPp?0?i%aPW0)8a_hjI$jW
z2e>!TU~<ly2@nIpsxi~O$5j%pXp-t4k8M}Xnn{VNE=y8O_!RkMwm&p6fP_mK^)#Dl
zkbS8$D;32fLRir90b`kl!X5C07_yrkeO&cSky%wD)o9&ff9M+F;=&5#5vx{G8H*&(
zQ<CZ-`4lz>pY#j>zA~L^K`8v7j@9{@lj6VUEnEf)klSb@;%B~9k<&^!=K*ot-p>kd
zxx}&l6c6`orqk9`QYTci3p{Yqc)5=R*;e-OU%xgrj>xLpj35bB_q~GuTAj|#ljQL#
z_bT~(F&z;M7uiW3r*o6NAo{a+yU8X(PWr|KOPFM62dj&9EQa|l!Xf`%03bVLO;a!@
zZzh9CglZaV5CbfJ#p#1)WsJR%Lk-9?4d+Rp&Yrg!=Eg3u7nkSe;{-5K53m~HjN@@0
z@Bop>d0f^AE^oNi^L(@krH@|%`kBYFTj1<ZWzgk<|Ds*(KTyQm@S9Z2s^E;~o#&*?
zBqG%rcQL>nq=%}*zc{tGlrL!5<Y8W7GfCXO>UYLjGfE4!LIE%5?i5%<PHiJ()WkHu
zVptWocVgK&N(LUtd?|5Y$cJ-;3!7>MZZw;)Xa~y!s0}*V>F8rTN$(Sysab^xRV^6u
zONZ#r*{DafnRGC-drEK#QIP{W1nNSXlRN>t4;4D|fBi5GHR`&Y=||&oK_Th<9qR1p
zYiCNVk&LIdz4Qt5#jdQuCdl>>l26vfPg<TR`Wme?eCCHA&%Dfw*HE6xFC`$sG+l`^
zJx{)(La8Q)*Je^L=5iBkY<b>J;eTt$%Sb1g#<UeM*=Z&3IYON&g|ujZl>~!O;Y33U
zSFKT`Dg37Bsg_op?HIRkX>Tw@YA2=~vzgwC@dAK-RczX^HEmB_Ch$&*9U#na0u@>_
zfvQQprkf_+3<D-AE3FA7s^Y3?$g?~t8GD99AgeGyV$YmlgFCv)|JB>xSzZ+9QMe=m
z?<RuvUguUtJy=fXIK$Z%eSigQf3;Dft+h!T`-BnpcExv^XJLs#<|#g&)M9E&{t$-&
z(Pn88A3K#<K9KS@tprn$>MCC}guV}+;0%$fd*=_0Qt(9}UTLd!ur(3B`%L2BORJCh
zqX%ysecHG|pydy7n5^p_1u;9I^8)moH_#LsLIh?IgVt3MX!V1T5o#}Ggv+0kAK+<$
zwaKwau6PG;0!>d0-tm$1?s*zxk1J&|{+_j|@&kMdB(=l^ITJ|gJ8I8=UmmQwypKGs
zR1p+PbLsRh<2J}%+e$n!0DQyleTU1=s=7ASYR9Jkas+F-YS<4W@$uwat2WYqYKc(&
zuCDfuD!$TsnA{Fo%uJ1kI996Foxm)YC$kj-&Xp~W(>I@h36Hd=y|Yh?2r5;w+@E|^
z)V#0n*VCimctu{qh8Db&+G9G%KuVNkkd|(S^n&h&#p^e~gnO;(3*}e`^>bcWSq+(?
zl{zS!1Daxm6WT4}*yd&zL-fA+yfJDSs-zUee>x%<?@MH}fG7SU&2uYz>ulb4?x-!e
zG2M=Sm_-9d@gr8ytAecyc2v+#G$l_Og5*JRS7gil7?a^KASEd!S0i=b*<>%w>6EZ^
z_s;F3#eXaq0g?u~lT+zLsF26W6q!JO|1hp0mO5;P`Ra@Z@=V8NmXG9_>K>C`k{tNy
zi!E#PVhyuXjWbDh@<V&F=~2GjbWBXbmqn=hKJP!}07_Qyk6(yt7ovg!%6<vOlP&r;
z8t7jz_(%II2<E4f)E=iF8ghM(m|NpsSW}-{kJy{1@boKjT`gpcyCtmCT4J4WAnA4I
zK)-xjT9?X50rr$l6)q`rPik@Xh`KXLdKw85-;ZH<=iAbJpFEl>%f*UUp&2_VJaMCf
z&+c9O_Bx53KU5WuPG%6Q7`<WtJ|SQa7kmnNf1uTlJv8D&a+#grG0`Y)sZHi`JI#*<
z%P#{~nz2_FeMl!95^Tw@=*t>d4cD}=Jivwz@(l!P)0bz9zYQODFzd5f5bS+|$C487
z+t3_CkCEzjq5*WQa3dGKDM2)!LPY<faW9WNP)IwD1sbQU#n5ujMYM|C$$w-te^B5I
z9Lmv2<5gi^z+O9NjeV1FZo8tO0N%+Ty~DD+j_&QJUqd?C4yf;xr!rJQ<g#a|wm`dT
zz<*J#_7g9SG|6S=Q_PBrsSzH!o)RF0fG4|mI-Om=Pb7I75RbDNrt#k7Oi5#MEfnwV
zUo>Ng0V~(Hin#3Oh@>@Zd^RQ=WaaY%Ryb2lM$A$TNJNo30D{$IIZOqG@v$D`eMtX+
zPnoEe!MmiL;z^GSMwYF&2ypYLT$OIsyNqP_E|e!$Y8ULNDdr8pc<vyA3Yz_I_3%ZJ
zQ)$V~G>sHI2N4yhl&~E8oAk^@$>*0`ZsUAo^W4vjYnRe(?Uk=BIdfQ?&5rK0oWy7A
zbH7z6dVX3TU>(pfb4gkSy=~#_A(_RQwat&yNEQCAWy`sxD#hpv{i2|(Q@XKnssB{|
zalynIHeCVhph#$|*@3HuLmJGAhxWeZcml_@Q8mh2a$l=lz5_0;$<+MghKbJ}aE`u!
zW5_o#)fUHwY0x~Sooii!FEU3zu^(`q2g@(T0g`V~P#Jp3wE1!K)X_XICQ6m$&bOq-
zh9BvWFwHyM&@d`e+m^gsX5*t-NxAKq`Y!R&x40^nXtwc#f})y>TCA7Hnr2M33y4+0
z`2CEA4%6_wU>+5i%h|gCkXtH3im7Lip_#6X&vU_uk4jOrEuA1H9;VVTnv`Ta({>N0
z`6|{}bYt)z(&x+MYiFS1VJd;wF-zL0&!DHhB(LyRO1P4I!46m=`V=M^^lWZ}Bv;nP
zcSR<s-Mf|GRn%bVPE&X7$R?!~X|6#^pfazMDxhPbM?_XXl3}{k*^;Mp5NHajh+6K)
znK1D(fZ<a@WeQ0d2FNUMVC?8iQ&volVa~mstfo*QlQozoaA|&=J~AIq)nY=)I>k3k
z%G0=zKIZ0ip1nzc?Ro^a@61LjzI1+~K{0>(^R7+7un&@N)^>_`>R@q-oeF(nL;cKo
zZ{!Napedw|5#?yl4?$5A=1^d5Lu7|f={0FF$05=JQ~~vcX->sx6t1K{twl7k<FoOR
zqkyXDG!mz)qG4(UTP@s9ks@&nMw*n~gjta&y2Eju#3%vYNf%@d<rXOk914-7Njb_d
z?VPN%k`aMhQ_BkvHf3gH$Dn=7hB`rDNd%g}_GeWe)T;Rh$i*}<BJ)X3zopJlXE3mj
z3%j7)5+zcSUPR%sV8&N+VL>>a;Le26Y|;ngQLFNdzri2LiKIc^=CAw|XU)+au$>w*
z7q@Ba%DbLy(xp$}(OOW;q-H&NpSop{bES*hOtN)F#DO-}L1BW6Z-cF<lwje}Q^YgM
zw)rfG;<G~h4WKko`bU^5nK&N**VM2)G-B1IUdnWd%R~`ebdle)a2%;kk~;$(na-#}
z3#$QV$i_F{xKusUXLZ~V6C(nQc*rz`qg+Syhl)rt1Q8%Jtf$m}W-6V3TQ1>r{<@OO
zO7ErhGrSL>a);wu*i+|tfOHTh8p8BQb)VQuf2BexwMW2`^K}GfVaSF{7OD7!Hgx;B
z3}4(Vk(ZoD&E=O3G^>i@lhMe1-P14rGc8+I)m5mcutX!b?H+j3K{;x2bShjg0u!&-
zLfdx{wv8vI>_&-86><pPFS5$CLWtat-p(wW|4f`K>n~+Bs;l1AHn(w9m^JM;72GUC
zHl(XZjR`9XUkX4(Zz8uXhOSG^6=XaGA>IY=ST0^ehqW}P0p$i}M@45J9<m60r|&dr
z^w#D+)F|-OL(^XP%=%BRvi$O!%u5?<eCyErLXf;)f8zt&BRi{y5Q90F%f9{`Z-2di
z7*><*&q5o4T11I$mnzee7tL%<>!3iUC7-A%8R>PU^mHrR%I}<TjLJNee$2}K`AP!H
zEA@H#m*%+*IWe6`f6(M`lo8u`Wb%>mBRwW&OE;PAlMCe*nN}uM_UW(M+qvuq&StDF
z?YXSHYZ<1bK^l#Ac0bKbV=ENc(%8G4w-e;|cu~fVJbL_EC<6*0%03k(D*NXW^1sIS
zKS!>A{igqp{;xhlN&LT|s4RHoZ@hIYpjwe;tYu>am{o(NX&Thuo+rb_6*rZyNn0@%
zTAY4csZx|DD(gG`Mf);5?i5wrLEFI_VEc`FG?jt>NA!kS9ji8VR7nK;kZ@^dPO(8v
zMYt-NS)wjtB#R>3nxHQ%?#q*ikdHgjk<)PohcCNb&Q=_a>PlTskl=1J=(d-^h)|GA
zoFrSpS%X6a2#>y2VI&F9rp$I!z(x296}vhTT6GjaqJ%2AU<-<F%)E1SlBv5P@BN_%
z8#@+@mN&WuSJ<lhRs2*}5#K<5KvHdozi8}Swi^@9OR7^Rs)>Kb`psd8E5}CgC<9d*
z|7v~7k+`m2cchFpkNmePwMw}e9x)dH86V!Gc$szxxfeqqDQ`KeE%nPwgCtah!1(f%
z!1!{fA<ndIx#usM#Z}n{7(7v?RTh;I#QE*>OBmOh=P*Y%wI#^Yx8p}tD*ClN%f^T~
zTmn~GKN}pkV;+ATIFt#$3L{SKqAwe&;NB=q#0)f+=a^J}L7GSoxFV$i>_H6t`1#xN
zME(W(pIE2)<i6bS&!iDslHp9R+c4+GYMM1h+AXB7O2ji-mR~#(XDei2?I9}$((t94
zvE7{%O}27Y=vKiZak2S1Dmrh=f!=j!^(>|btS9DFy&mnML2bU%TTZ&%JIcU<uG_5x
zZd(dmSXhQdLI-E03_&M7Us%uPO6pZZ!qF^GNB*S%zYge~v0^7>N|unmeK2}YNj0@5
zaYKVmon;*8MKB(a(VqCm5c<7`8Ui?`VK~qII?EPwM6`cRv7^2!D35-JaiR0-fHhDr
znPwxCDZ!-;6IWbx+Sy6BJ$0-psg}k(!3EVAAai9c5rVCUV6EgN^Iq+g>^}fF=6bcV
z4MOGhlsh|wCpx8c0YEWL|GK3(TZEG6Q{b_oWvEMHa6lP3C$-2^1|(RL7o{nP+uuA%
z)EX!E*T)&Rmr-U#5XlcvRFLOoxe7KaT&u-SJ@hW1GL%8}e~CkcKu{Y*F#1O`$r3M>
z2@D(~a?ENZK3FynQQh<1@|#U<QBbEcKm5=KikH=hvG)81i`OsOX+owIT=^0=wgGq}
z^3JnFp291Yw?1Pky8)W%1OY=O(_L-Pg&YJJVI1Z=bdxu13M5uVi+Cfa&a=jLtPJED
zi3e=kW9jX+Jljr2Ln93(@i}};nxsD|N{HFBxGS`B5ru7+7;WNYfdVW%%0DW(zg8y|
zfpK9Gh!N!gV1x0(E1H=$B(uMD@pI?>RR&b8-si}@i5Wg}?TIzkjI6N0`%#H5OHnt6
zpc`|z1ry*Vx=NFB@&4<mzKM>cPXUbfy2&gN_K@=4xx%unGJwB&nwn)nT8@-g2nviu
z*Ny--tY(or+rqJ^neK}>`oH_*Y*zRN`8oPk$u#E<>v8<(-(x-{VS1=|_b}wBHGuUt
zmD6?U>?p%s{RpE{k@0)%B((BX9kWgmkkOoMPz_?C8SK0SR#4-KILI8)F@)+kEaMNe
z^V%!2{DLqyFr)}PkDlBjR#pDOuy)R}qqZ>#6gaKnWDH_|M{?zE3jM+i)ri=fpRs6E
z6p>X+FGF&*?a4CQ!Jtuma9NNTXu#J3Z2HGh-eRSA&~a<n)g_XYmuzc|P@{k`tWh8j
z_5HpD?&dk@S(QRJ(TnsMG`bUF&>YdI#Yi%KF75m0%RY(GBsmJKO6-@2g=HqgDv5$T
zJ0Idy5mHr7cOtvIUP@**<aUecdCkyONi?PB9BnM{6IQjriy`<9d#c5E`Il?3Fb$Pv
zDv#31p-5*GYkZ8vF@^{WYkNxz1aQizWLn6fGC^h%X(WcpDjD!Fj~2>1VsB(NM$#dZ
z3=#qjk$yQ6WZ*`J5n~y0vVa5Ex^7?dwzhkug<HR(z!z-}l5w6waYWuwCttj;?-<q!
z8N6^w+a{h&m_CQZtY}11RfWILH%vK&i_eyN4=)ZoFHQ4MiHvxN1lO?Kt7zaos4i?M
z-#oc=Us-)ps!xc%a<B$pbXL*1vrKo@cg-wCpIDmb>2XFlI<o+ue1=&$>wY4zWVuHi
z%W;qlj>dDMu*Hm-Lys?9@&vCpzh9~1b!oqpUV-pa{_Pf!b1!C6(!8fd^@Xbl=_~y8
zI5v&OHrkQwZDQcJ<2{lJ5uvz_*@hJKxLo}ZT5AmOXzhfCfx;HR`7R!dl*LoyJ4NC7
z^<(e2xY*c3FMWd!pGE1&ZYsNGg_6!T-E6>~urOwc?$2ab+CKF+qa@)q@TZ-&QBULw
zZJ1ljUJla<i+8_ozOJpe9g?^LXCOz)d<n@(Y0<WjAzQ}M^yO?E>9mqGss2(ufttCM
za>i{bv#9omyMJQhN<%?Q$XAht06fsVMvynpCA>oVx7$@ESd-TwBlP8A3f&_sBPWha
z*j1U!T|#_fltjvz*BjwPFZ`=)Ktt!8aMxY}0OtG^h8ziYjbxagG55CE^Sr01Ycj1F
z4Hhqt1(#+Q#Zu`gaJDZohBQ<8%~fBAhSQjtQ}^rGjJe=-bNBNKcPt$n6|Nx8oBd)m
z9cK&MqiPrys@@uTV(#l=dvbk8r{-Cym>=aJa<Y;bf!L442vt_5KDT|nbEHZL6g#9K
z!iQAoS7*M5rzsP|aDH)cnB&xQGu5sXBb`^>N>W5t*%)W|&um|*t%%#nf$*QPROtbS
zmvbuU3o1}1tRVG&sM9BH&tkN+<q-0X28f9I`$VnhuEYG6+G0}@nzxa~lmsu8Jl8+&
zRB=FW)M9?Wv9oN~x{pkbn_aKq`6&Aq{!9S57Lh@i;UGM%tx$mSYeyN%qh!^fNtEaN
ze{j}6Jrc?u>_6>3$~gjM4s`W@*~fn*yw_1|&Wik)mi7p`xQ&YFjYJoEw?h>_s~(&0
z+m{oPkG?sI9jbPh7Ney;Wkma8v(%J@1OurJS6^QI9AUbGo%WuVVTHv-q#7lLy?KL*
zUP@Jd`%FP&A`Yi}c$5sJCeqZ>McS4k7|`i^aI*BDbhN~v2<<zAi<1w~73%N}S?A4q
zD)d_qfr7lnn~!&oJ>yGI9>xP5$MxmfufJ!;I~#)dL=xiHWCsEpjeSbYG|uya(8!*i
zmWGiIW5g|K?!tVH?*5`BRG?~p=dZuy2+@BA4dgAkWe-X;GIG9T1hh{0`llTXayKdd
z2)X@>7HiG=U4N<AGM_^~#{T@6fmrbb8GtAJQ`+@~{+LkE1go%QWTl3Og+m3lL_`MO
zJIG414!&{iq<;eNMQS2W%`bU=9xS?zs(u9NN3IQl91auA1Br;#N{3_2Lmkoffd|4r
z{CC821P|Yi`~g+XXt8xH5|;x~eRTxM5)DaxXM)s9xh@|{UHy29XVHzlN!Uq6Fv2t$
z^YE&I?`IY;oGF;GkiP1L0qP%HIrNi%5iZe>(iVEq#=iUMaO~<(gtK}vJ|P)WrbY>0
z0io}od?3f7uU-%@s^T)Rqke7~3eYXj*W80}_p3^myFl>E7*geG|Dt)^2jD4j9ywlY
z0k?<$qKRz@PfSj$g8~mp7j6^5YKe`f@~q)h#FTFPDmg0#UW<(O@Re-5hAJT#eNaH$
zGlB6y?Z^V155Wi&(PGHRfK4e^zlFIuGPcC}N{nD6FGoH#CceWDJ(yJqhiyMJ*_R*S
z^nwNGLPsrLCT&MO@)RRa(%lhHgQu?4435=FXC{J0(t2_R;ZoaXOj`gL*hhiyQH!7-
zsqUdcl?S9P1b4|-{@@;Z6Lc)Hc`9HC)$flx@|XAcqUSt%J86Q?8+)s1-H@^L=L{Rw
zW~kLnaJCh4U<_S0>$mx-Hin(g#M7h|MW1E)F8J>2Wu5}nI>h(BaR200+5<pviO%$J
zCFN%?Z+i1*>-*TAGBsjm4Zw5F1eeS5-F*R9AJDCQ5;H7eL^_|*LL7qBnZL8pN>sBt
zVEv0`-PlUonrx1`pWOrD7*}EVj!AO#-~`hFf=UL12+G7d)?@=^^xk|@iu!kS8_5B0
zL%3?qQczyvImsQ~3#%dU%I^x)(pa6W(T4FHyW*wF6}mzXL!XW1*^V-Ja!+vLls!yv
z9Vx}b-!z=xeLkYe-j8sIB)lw34zfw<PD$jP<7tzPH&wM;eYXuW(KK&2YPXacJzOci
zXB47Z9C;e#(!$UF7-DcYQZ1C>vyn45=(sJ4NM2NV>X3>pafwVtwOP4NPSPF3r;2!U
z)@DCD6~%<g63EIJDs0-vOjI%^lq~Np`D(Eb>edS8B*|CvF6{ZQDWE9M8E(&3DV;t-
zid@-rt1M%VYiWMMk4U=sxpZj5VWR^sLvWv>ILJ_2ghrFa?)|rnImo6vFXpv4#OLEr
zFX|r)ld+_<U3dhJBfOaMJX0IOY|_Qbk*WmrsdLjW#3y4I6LX%ET8S<NGm?``aqz;p
zdo}eZYnCGEtAzCXm(s1z*oixwRYqRo>G=6D>?euK%ZEm0g=zMB&_8s#Et0q?sA*Zf
zvU31T>p<a(7q>4a+|-hoET4Uq-D8uYHXXykK7qQ#7}Oc4A)_mk#HhkF)Oe`O3Oo}e
z#}lveEhx`>>GQ|!8z^Fy4<snlqjnn&3`&{rEDULVqbm5gz-zz31a|bUn2Mz(SwAue
zJdHmzU9)ZS2nLju5AtK>Klz+AN^HSXK6#)VTaVgYC}LCqncwJGCG`}QFnnlgsE}-2
z&%2UKVNaKxW>(ce#8k8?jiw-)m1+5jhEpveEUaIIDUG2=GFE8J#8)dNgBjh>tUf-O
zO~)XAYV~Pf%q_A+)GrPUL%xGlk6BPuO^y;<Ctg<i6gBJcHGKT`OO2^0%JtJmAu*7!
zm-D^oZajLIskXMAUC2c&ypgfs+T80S5uKiSay6~KPLqOResS86xw}1{G{xx7FXK+}
zQm@X8XAT>EH1=xYZ!0U#*#gfLuo2Dj_N}hekBX3T7v7N~m{oSGlNI}gctnJvzcW@R
z;5vL@TR_jm=e0AnIE&tH@EUQvtRBMlguc~}JBgJzlyyoq&oqL~y)*Xq3y-SJn=C6q
z@{)p_TGPNJxo1Si^4wqdFIeeQk1RfI5!vS2dOXtw3%2bIB=47UE+uXW(HH3zCWoEx
z<SkXS78?X?ve~jKBOMecvyT!ZbS_Jcv5Xb@Gp#;t5r=>(Pi$XHT#AZc;`u@p>W;p;
zgn|5%oUsv#iIU4=NRVFQn8i-nL`lI+Rha%05s>ZEVOp$2V4F>giHn-SCk9*|4S3!a
zsWmE&VWt-9kQ)c4tk&O6q>$erUhz3)(Poqz=Pm5<vi$s5tio}xK<=WYGDWmgQIVj;
zttN3<FgKhu)A<vmfWH>jFK)KU20-LY>00vSLSigxu7@s5x9qf`o!2B{(SIfpMC;Gd
zBiIC5jN@9yKbXh<aNdR5UYj1U_f-$^FUQleEcsGY$X2tcvYsuqJzfo6A$HYV&TF?9
zJ@s4wnbfEr#(QNFI5}FbevSR?-PeiI5`-Hh+O-K5?a(sBsClDIHmF5Hwi}ru8krAg
z8VQR|LEMl+1kc~z%<JyP#?i80A)xH8p8`oHYt@2_C^W66vWNO;RU7pS^cY=~I(Flg
zvbj7Hs8LT;u+jJ{!Wrl5auY=k>CEkGi2uP4xkV6C5aGRe6L>OL+3|wP&s-FYlkY?a
z7{ZE&=p?Oey<3)OoO&*=>9|mzqmldttu?{$2(9J>+E(|5Dyj8~RCPhaNrYHIN_^b@
zj@z(ABZOvl0w}Ixov;2@Rr8{pXM!I>vW|eO*!<wBXL;xs@V|{eQGXwIXrRAP_bwn7
zyJ|D}iRFT#Z>><8*_Z{@4QUE<bHbYNM7|hulzc#|hCmG54z%g9xngAHw;*APzCwuo
zAY1zU8_e#)X#PwV{cx^Y+U-RiFG8)-O}`+mcz7^RmSU`RLa7Efkzg61*r-b=&1gQ%
z7SJ!nVP)82CUvAQ6fkzI*MMZk^+zt{G!|nPLVn7gC(j5(?{xTRM{OeAv`w31Pk;Gb
z3S>glHroxTsXJj@-?V$Eql!A3)9L7zGlp$TVxC~p`QjWrNZPr05Dj}`N`AVjC}VzB
z$RF8tXKy&gk49*fDPgT)#GOrtP8RI4f)Ffx_F1>sr07(nMC~br&LM&9v7Ay#f9&!N
z1TwYM(43^~(!}9Ft>2Jxrl+C*nEGTulA`-5AHKZY^q!N-D8d8<zkHeek5Bo@3Wd3E
zci0uZMdTayjV7sY#yysAEgrf#d2w*g>V|!^Sy5nW_88QF-l=Wir?{^Y8<s4wXMgMT
z$GzJdA;|C1b43bYOed4<P)(b)>9<5o`hqf)5~CGtP~(FBlYOALQz%X+%FFGa3n@zV
z@o(tZe~`}qA7jWxk@Pl!8;r4g>ykCw{BoS-T_fc^Vn*WfL;Ygje8|hcXhd$m=W==m
zSGr<qhsSb48*o$|^~{9V-O?Vq2NJ(H{NU~@q#d}mdJxrmqMMaGPA=vqTb4F5(XDab
zwON$7?eM)n9<h^1ofyXcQc(s^m4ciE*Fk_%syBg`U9k9!*=5;&ROYt`Qqk+By?dep
z<=IuqF#H5I>OenAc9g~az?Le)=>3_O2P6s=hYJl>=V~mhVow*VV$;RzYk9`j6@?w?
z$Zu%|H)~uxUXk(twC9ZgP$|<kYutji4qrQWyX4yHfEcAzg)jf29R`v<RgfCCl=#d)
z2ZG~b=L1oh3B<6vWg5lp_8=={q!AV{eXBrep^jAzp+WPBtrOL9{iqv$pQPyT`Kv{m
z*Y9!tcBX3(Z-~>5dl{9ctwxl62*=0nDZ-UrTbr7gR$6!L-HHHwu7HB$H9p{iL!V<-
zz0KQ}Q7zCNylIOc$l;`G6>0M4`Gd9ghh$cO)8vnl{P^e@ecMvnhIEVX3`|3*6}EPR
z1;0gt7DsV285OiI>5C0?q-d-O@xMN9-Uh`AUx-s+In1!vCHBz9N|1eu+)30>1g%bb
zl}p;k39wW7HG6n%<?d@0&5xg3Bn9D6nKi0zs&v!OEEf#avigLcimgcf#z!JZJEzf-
zQ_}D2+$CkFOB+<P!6An#<M`#BMd2frg>Q4_?5z5t6!U*UUINP1KaS%3688R!wwnoy
z|I_#ZG;;W;CwNY~?x=Ih-)jCY{2}zn5jyPo)il`U_e`ILDsOD#U$pkWXmcfM)|{<(
z$fIA&(xva+ixyR<Wwm_^fSfDbFW%8~mWgd<B!6dQan+M&(Mqgoq4{zE(bt*uy<!Ue
zZ4<F{5`PclWeaH1k==HxAKhC*{H7>674uIVtW>-zyG}Cx)%bS!AbO`Ejrih;V(AuG
zEDVV}H6F*pc7>PK3<;PBr2fE{m|!m5R=d?yhjqPnQg1g%-E3hG?sXmzfk&<9imJ}+
z1I0g0R;>xatu+(1T1kXh+JR4i2VWSz?kC5ILnIy{HdPi;FjsLrzySGxGvOlv?W5DS
z((uEZvL(QYMXU@FHP&gfz?)aiIJ(5dzdbMuU*&Og&8wZDXT%oC5A-v{0Yya0c9OIc
zD!PWnJWW;iSIx}DaFc<Y)6AnzG?S81=PHWNmQF=19J{@_hXkC)Yf!h%fc9sx<UkhU
zf%V&W!I=6#ZPArZoJv8qp5ND#{4#XS^xV?Xu1Upy+fOlP(lEu`pJhRdN07>2Bz^Go
zs@>B7j8W&3gc>l!kg&uoqZjWR>aSOb!JoTS53zrOCLly=>n4i^pWdeo2?`Sp?)Cmg
zu4tw1viy<DU3O}}rN|qRec37*&X)lxZ$wosS{?2jOY;*BHwj0-Mu!9piSXUD9Zq(e
z*Qt(<D|qqrh<+N=uDoeZKs_ids<)Av+n@g3=#I3#Jf@{pNrCr0RJ~iyl+(F_UwGdn
ziP!Z%?tO=(kHM#l;jdBbH2wZ0;L`yg+E^YV<Q5MmJZ^vH1jWMzX8MJp{$BGl+iJQs
z?H`G#UlsMss8I}cJwh}cY(2(^QrsT!`oU@Ao7;hwSEL^~2#SS-8fJ$z)O6d4C#(h9
z1JCfqT{McSBDc-N%eJ#;=RD~yUV3Pg(`Mssi7llnqDlmGk|omQuq7`);FIzXAzSJs
zL4@#pD9>l-kJM@qgHiT=qa|e;VU*>QHEy-PW=a;nO)8Cpql6xff`~`~>(-}-3dP3v
z&-*?A)qfsp))}a_$~I1z>y>wEB1@*HDzRP+ZKFFfOx(*>3h$pyq&21p-7{BeWqjB5
z4Grj*tJwRA5vDR)G|4o_;a{Wj)N~SY1DE$;G$c;kgN*4{KtowmEmhas{&>7gHuZMH
zjUXpDm1MXmDV)Pq`HRNO27Iqd@(dgDHWDw`4YV|`=5WDlDayS?QAM6wCoDkJ`MAa3
za3f1Ve$3`wZ3#2Us?LWOPjkQEweW@dG(iJRU2>Id1uDog|5ykEZC!e+({@|-RRTDN
z-Vx$=<<0t37KPV*oiT08z#OyJnRkbeWj0J2DECL6m;_2=_#*dx)rfGRbs3*{W1BTl
zFozAODc8x>&6<1o59Zoz>0dO4RxX{}*{CK1)o%8qAX%-VW)FYdEMJXlJ?$Wt$2Fhb
z5FOZ*-T?QCMd#x)CK{(0DW~*xWJRqqhTo{e^*9fg%usP8`7SAAv#qe%ffrJJp<!>V
zWwY@^c6NU0+{&3le#E|F`diA$S=$P$;KymjN|}8Ql~9}wco-;yhV1yGLNThn4H>f)
zXe#0{1U~<|zXusypwE0FzW~v6vGy3PP8s}n!Aw8JhK!7Ye)1zNx~SE&+xB=W(xmix
z@xbm$SYH_l_f;j_3F5y1u8N66b%*k5Pc)cm6+mql)YK1UfkB`BkSmsrgLvl@p~BPF
z18YUUr$^x<kqo$<t}HOPLsjV1B~!90hmf2rThq_VMHJjI!GRZUCLU|30<=K4j-qvu
zxpqCYlJw!)df`nla=^MH%tTIxSu8kr^OU;<<9b{>ZD8Zo5<0_Nd77=4T$N6J&0v$u
z$i-!`a&(^9?$g>LWduC~gYXqXrOyj3;sfzY{f(Duzuhbm=cOhtAX7!q#?0y&;KiZJ
zJw-?h6||bw{SMHNuex%MksP@15hMSS2S%`~MYBFE8vg#pV3cXZcDam!L3qzMq0ZMk
z(;V8{%Ov^dKTo&7b^1?uBXWM*5w`JVRDGDFa#Npy-Xxp^g~#dStmdQa5WAQApn(nZ
z)mkm7-d6>tFM`b(-e#nxZXAb{?@gK86TchznyfBfSk05HmBAcan>$jhJX}B~!Z0~?
z#PBX!S496-A(_#idt3!0QDmVP6CQE=Jc7{(K9|ds#mmAY2)rypz$=U<v)Xv@QtY2&
zJU!Ad+d*wjz-6g_`)30dRkktxkofIXK5&*(6)Y_m!J(hFn&#b2s7<oC>|DWjq5=O|
z_5CTDilC9OVlpvRywXgD=W%r1C6j~LfR{qQ!9wyxTeAtZSNvT0;;3)kCvyKR6DYFn
zFPb8b6`FFhFg3zvbDXlkpuV1C&@l%z&a&8EkYRC%o5+L3qzEw^X|6#dBaYWEb3cr7
z-Djm)X{@+{A49BZW3*)<=>+U#Zo$43-Pd<-?i}CH`Bn>P&;53gP`EJXfLGeTD5snc
zv%nMw&+#)9-c;Q49w?8>U~h%)OXwKp%rgA^^cM}ZO;9Qh0X6`Nq$ZpACJ|-dUfdIQ
zyLb=YggY)mJ2o#A^nv#ktqxv65JBbW<jJdYK8WY}0AUF1lI~1z%8uvmb1Kd*qTH6W
zaUqF}>Jl^Ry8vn78{zZz20>-)try$jBD(^No;o(&Z3#!znHf-n=M3tmsp<3X<$_)}
z+IBHfebEQ(8T`dK={eye5RDr}Iji_be-VubCAP0QFCxCxJ@P=?+M2R`2-3(H;_{Gc
z1qMo)Kd{6?@!SRGxb{Yljs+ZyB{M_>Z#GJdv=0bUe~f>0Y*aaFq|}UxcBjrLir6;a
zIVOsohenTkOuEFI`+omD0>(5kcboB0_OPVx^9c{LZV?FGp&aA*K<2BRmIw!8lz@Jf
zNk)p>#Z`1JztFd_v-!=B;Nb-rVOdo!X1lmYg?<{j+-x*8v>O-<Avaxpl9jIS*h13Y
zVBvwwqrNq*gKTMN^5l|tdu(L>YykUxSq1HTjN?ogaXWU?DwwJaZwp8$MRV0IhJHU6
z!u}*I?uDN^4JTLB1jzR<Ez}{I)1;E*6Cbya^h@`avBxc>+4MswpYS2$Qf>9D>={@k
z@_ujv-X1rI?j!BSrm0y<H;tk&fj0>Dr<MOvtx$9;JktcbZ-Ih)2T6;o^yZT6I_()3
z)iJ)d9jAR&rNH=|s--Uf#-wAn4Ri0MI~ddyVPPmjb45;iFl-?E1s6rv4T(j)$WlW8
z3AIp({{Q@8pZ|CG&s+FkrmytRdm3d-RS?WMo9VYtw<%(LU`z4RM-_qzf+vDn*N)?y
zJe9_#SRLGXBS({GYRi%rlnGXhMG2?#Fv9kA-gMhU{6L?XoXa{zoY|mSxGWFvQ)<IN
z702-8#1ow&=*qU2oTtdqLg}dE8SR%KiZ3$iULQl0T+(3farNdVIR69%MN}RoGgH^7
zpPuPI0jjjj8}WA?CU#U{gE-U<@nunjZ&?1;5*9uPM+q?+xC*iyveBGQN=twiE^YLT
zA01~kL*{a+PAD-I=;J)z#bU94#GWQsCHSZWwt{UD;The7g>W!RNxM55ahqV6dyBsJ
zn%7R=qM^A!8v#r0^?m}J+%E*AMDh$xNYLOyC8IL><NZZ^3;b>_5mwZ>4R?kt6nw$(
zAT<*v1p_(S{enAk|1?S{f8IjJFeP!nD(m-ZB4z})3=pU&dd{`IQaKri5w+frxw`!F
z1Mf^z)^<Ig`0QJeMf<(}i&Bm>NpOPeb6O?UdS9TSs<_!Npg=<ckB$r+r4&o>9{R0y
z>+yDRdn{D<k+Kv)F}JYxx;feQI96k*_>_CsW!k2+Sp_D%e4@Oq$TA`%kxEh{ruYm{
zf=PF3vttLu|1rl<6ux=iyJs6(bm5gio4~3?x(HQy`#7~+IZW4`Lse=ryi8`H6@SUz
zg>}sIfSi3Dop8DF1q^4|XY$x#Cb`moWnG)G<Y+lU0~5hIE1U1vMdjMU+IN0oLjtBM
zl|OfHxB?`OgvgZFg5JJP@nY+DKg;o<=2lU{;DhBRc2DfeT@!s1BFL8P=zt=Iihbl4
z0HnngK#OL}E!=nwjg6wX4Ztb-nx_D}nA=ujWMLZbt*%k!fV2l^>zJcr=>fsIcE`Oz
zeRLsr_syisou;OWYnMeFg4Qqxep+f}V{TG|xp|w}eXDhUs(<t|W;uDrWm<PA%vmJr
z@yCErAn8ZXX{krsv!zjzP&rpJuksil2bX@NE-InpeCc)z)lg6SJ~8po)5<wJqAXhN
zA1^!3=8$1HGLO}%pZ>v0lc^zwH>m!{8L3p^n;tR&Uf9OtmH^AJ%_x!ndsseh*X&2K
zLp7k0#QvtpAf%2tBJiyt?FqrfAAY~OMd^cPx`+*3T6b68TvXPhp@X;F`Qx<)h8ybK
z^kfhH;0#8EK8F^t+)JNv98i4Qm5i;p@<d53Y}oM-b<&$iq}E#n%~0-uee=|HlcBK+
z(J-Beg5=odM4#NFs;7YgdksuY@u#oK$BLLdj6%MPqi+;PeciMVuFj{He4l-JnL^HK
zsq^uehAfa&6|f?>Fan0E^2Y6XshRn3s4kynA1=<7w^$0(AubC<ETWDT>25B|?R==h
zEY9L@zK)A37}!u$^LD)EGmzNZvT!p0aauka;NWq-+!OH^EvMEwh)_LKAXQnGKGzIV
zs4zvvn_vqUE_Y`t9W^e#nTA1)ziVY<31i_);y22t7MfMyB+gGW#>J8AhQ5F44EdFj
zlFXd$UQYMtOr!fE|6YV^;*_?d8Cgkko=>SplMM+tZI!S=kN2%7v2(LGYve{qenXYy
z1RLHD<q~$bdC5crLjl<E6M5z~W}rlW<`=3y!8%5xCpd+nHv2lJ?J=W-Dlge2qk^)K
zLf@|}^+#nW{f3V|au0!TcEfJ9)&s145`CO%CmtFj!*1iQ(CgwnIi2W_sH6X)F<(3>
z8^uk?%_j5P$VgeMY<qZS)4XGx4B#qJ76EPhuB(kn6joZ-)$wS9ia>)5eLYhnEql^E
z<%i`yn+})k!hi182RBzD);Sw!J32;cjfSzGdTw9x@4C08q|r-=v$>f&d0gnL{)bKp
zfb4u6GVM#jk1P;dFPR3X9U5u#^X=dhjT+R_gsH~q#NNCaJYd^ck!M+S4gSp=e+~h~
z99jvv%Q^*!*W6h!NwzJ8Y4`WXt}pTj%I0pwCu(Fq%T_i}A}Gs|{C%Yaun1m9#&7G4
z3p-XtH&~n?Te;E>A^=8K@v{U1auEuHbWnFqW#Y)#pMXn&JOP$nqvjfp+@sQ7)CMz5
zI<yiUc0%Y={scStzyD3~rEAzZ4}Dv*x>9U^a;fT&J=`4jd3D?LkARY>j;*KQYb=c9
zU>1lAP&}w=%dZ;zOF~)XX+ohhP0C-ix=ioBB#D7vx&7J{2b5%eo`YlQx5bXR!G9W!
zs*+3w0L>yNIVne~>;W?8fnl$HMUtbZ&`6)?kaBSSMT=S-@}rRlhYs(?X5(ymGAFAK
z<JJmN>#5npz=#ocEq6_*lcL%3z!&khbTqMmY<%f5TgF5|aDu#wlb1MR%r*6Tf;QEV
zBD{F@b=tk*U$jx(mWO_ttwz;}F`cAk!{Co6TEH3KI8@uGZqab7_igXvjG6<T5^BY#
zJ;aW_Qw5Ud(knl8@L*ec(Da|Wo$X=#^Xk2yXLCZi$ACPe4$(K)IPg6Mk*Ched?2@%
zo0=?D^%wkU@1Z?*uC7D&lH#E&xdex{XbV*N<3X}h+tB{3(z+Lg@CfK#{uDfpPLsbv
zxzfwc_u#VY2zEzPCKNQsFlCJRxuq-6L?nq0=L_SamWQ9BxR1e67VhCFuhy;Bet%$+
zaK(NT#FkQU^{H}e1O*H*#O*9Nm%Gr+<N!*<Lx;!kDdWEEWOJno8=aA+61eXmw$~kt
zbwQbSz&_I4Z#`>in0Kk+D)@!`vgAu$v8qPE`Db5b<Fc;GJ=^Scl%`vG<Omr5qOqyR
zINjKTl9X5F2wa@ph+oB+Z=RNd@YT|UxQpAO3#`uv%&8BGT!ECw+H}b8Y8f-~^31gE
z{t*^VpSk(x5?X1j1$+dgM(Z|s=zr(niT-Lz|HA!&!Rfe@3i|Oy%ZXF8u32&Mw`X{@
zod;MoiO<<DP+pn>u<NBdDqm<EJEB06RTxEIPSRJ=i}i}Z$gwflHsd+e-ssl;i}sNw
zpr6)06uii9Li6jH7WZ9nU0ukrPq7zm_%hCjLHTQy#>&aJ%nK_KWuvD2%%VV=f^vHc
z(Jp)6+0TvSlh2r4e+y7eruS9!rYWy`$;nu2Z&}3acaqFaml9RY94aL(7z&*vk4ltJ
zM>o`MdNe=}_gDuAybnHYW&V&#>M;x|Y@sjv%*DAVY$9%RzT4=O>6)lbKby%gE_FCv
zd@fYBZFbWJ`4j{4{-dLgvMCnSiN1JQxwoXLE&8G-!N2*kl&gaAlcTC;6T4a<d!U6%
z!KxMTZO+#}Ysv9S4)w+ye?BtT;w|Ks7#I(W5E4CsWiO-Mz(+l6YC)J@uG;n4t>7!E
zoGQ@_4Wk~**uQAr?xu%Yjn4~PKLO&%lA)%}P2CJ5nYfBFkd6%Z>jTy0m5ny$_gxcd
z@2eR|$yhJM`<v@p2z}1NeuUzw(NuaoeU|El<}0KhF#~R?r_nGPQB$b2IcYeA%eTN3
zbBdtfpg_N*`d_1^CvB5&y6bZ#yypk&-Q<2-Xjbi!SzPv%jOG`Q{zWSQka?6<I=GZj
z_toXhR~~?~f?_GF_C|Qr)+|dmx@TH-81egdij$3B^Hk_)5H>vY`D%Gz{S+b2OQ3mv
zqQmgsV_nOPIPQUJItDHP(Y)jR$Zxbwo5AE=;V5TIToCqyY`A2!V61#cW>*}Ot#csZ
z;Op1BV{V9nLHnZs-&???V`^r}`n#3>-vwEB=`DX`H`D%%2L+^klwlit-&rxbJys(4
z+eH%|_3H%J&g;39#Gk32^6Da6uLFzbFRqFs=>2xs!-q;<MqjduP@4mE|E%$w6A0b~
zo_W@lZ!g`Huvtf(0S$Qd2e(5y3dLJAhi3c$wbi061uqAS+lhcfgF0hk&gcCe-e;t>
zZO!dBt2g5Yb-bVb$;H16qNh)kH9v0F?~l}|?{uST{qPsfw|a4JQdam&O)0km!J#In
z`8fI8FzfkRyY;=iRz+<N!1C}KxGi;iw!*Iv%Vw?iM9b-ly<B??Tk29GWva3%-zH(n
z0KMjlbWpg|U!Ot|6d>{VE@*RyzU83L#Xv&7qV`v_#{-^niGl6=w9jd$O3~a0ty>wD
z%%7a{J~y@>pJeRy&Zc%=R(!~Zw<FBHt?Jfg1!P!btI=guu{YMw(J+E@#G21|b!gI?
z7t{gE<Y&m5LjzCW?8>>xA&m(`=wWH0fM=xidACQl;p<mkk&wFdKPSG8q(#o#g@(ks
z*G=60U(D!+0uE*7$KV*XG*>;si|f8L*&@tEX~mbzE4eC~{qI}9xBNmeX{4p)Nj_}^
z;|!f~CUj4}qhnwyun%z2UkoWx%HOmU?*}stGtpaAzlx7}x5jNeN>0YsrzP9({ztg(
zl>~ct6mH;U?$}Oi3Du7&<m_teE+;=jKgs5Fh8=2p9Mk&@-|2rN9sVZ`N4epkrc3kx
zv&2^TXB&wjZu4(o4Qf~u%BCHKwzS0!uM}Sprfj(>3lt6x-KCXpl5&nv@MSKim4b>i
zUE+{yeK`<k(g-}3!Auj!eiIZ?qu&5}vAsw)RBBB09xR7)ugF5wKzO+_ZA!>vYXaCR
zYEZ!LyG<263cmA<cIq|LCMkCLUk6Twue%BOt+(Q`!25!)@id3+libJ$8^K9$VQbJh
zy`KFVWFfB$1wi;v9Z39UK$6X$r&R>&Nrg}1K%mp-`?<1=EGJH}ey`Uh#hkIoFwMd{
z;LY#^#Qi*4kqW1}wl)iF1WIp5d?Z4)k`7s(56=@6D{^KAY>D=3ooLFtp5+jbyze-e
z!6N50laXcZAt}Abmp8g7XrUGExhgHHcPw>fqZaD$c*cL37UsX5j2=ABu()N3f~mmy
zJyg>b6`u$v{|Q;*(^j$PWZ+m~N)_N!7m!#CE61{JS$KVj=4e$|S4J8`r@eg&)<<7W
zCzKx(KNq^>H%LB+KuMmFDpa~$>%EF$jxvh)!ql8b903wP;P%YHGm25Cvroa)PpmvT
z#xxUEE0&N)At5rmcEExnFAV2ZZul>#MuL<8RnxSb&&NJ614Dj4msLXs+wkEl@imL1
z52U=Ry`j9U+aQh9!+qr>-nlnpbDO5^X#{OcUYgTzUV|lA-JR3X^yenrK<hU;SEW0I
z1M@MtZaOCe64xsh3%tILtWCWHncK{zC_baNg92T=Tl{9wz81(jHq7JqY-8HOZnQ%0
z0jqSmUmK6oUo<<gwvcNr)90)!%nUNrF%OznGzXdgRKnqr7P%7DOKDO*O|?}vu6OHi
z{md}I$NFKm)VBM4r32oV<xc?HWTs*Ag`5r4+tedx%8Xp(REX>HRVU?7&)vwF@7GLb
zf%(rv;UcBZiuw?@$o5GU1^x8csFc^u&YP20Wv+^hDvc>&CrWWs*<TX^<PD9a0PS2a
zh5y|62DRrVKRi1b94ARqPz5Kbee_Lalv(Y-%DJ-msmQX7fzn{s`OX6Ay}y$K5Y8zc
z<{((~c-_zox!!%P96@93o_uoTwl1_LT`IN?Enx44X^ZC4f8;<<bqyeqH#>Cow0Sg#
zKQ#c*izE9)iH|ZqzwBIUinvAdX1(d#jb*FzLeKl-P^rqtfwfr?lcZO@2oyD2jEbTe
zZz<nX=zI5(hPT>qc$WXj$gkK0)d1;ophyBbZz%fVbONI*K+r@)Z1;G^x+z0K4@lFH
zl%!+u)WvbaRVNPXFIv3Yg?auFcu8>cyNVDQ!X$SjpkLN^CmEtvt8HtGAluAZyVsic
z049ndWX5T4J~mHIep^|yR2UR5BX_Wf$wKwH?Q-7t@2PBDT2|8!{IX)j>ww={Y^!Z*
z9rNGEICYZ`T2Y1F&YIx+lzT3Gx?W;%G~Vl_&*f)2W0!n)j#<=%EPL?=gSzD;i=rhX
z>=!E?5i8Y}wdCe4a>XI`WL4Jb&2dNd_Ci6favI~xCm`)j!cM$3V>Pu-LhI}iC%K_Q
zTxQ24W!q+kb;1EJ_|dkA@E63}aqE*gU3GrNY|d|z<0iTutd%NhgbLA}t3#UPF@R5P
z+0Nw$4<Kk_x*+YF9A!e}M~y$EhIMhZX0B=qx`gw_kAwFd@LPiv$yjNZ;t8kGs;ys#
zLz1yzI>f#<XLS{4_bfo_xac$p$A2oluX6v7v{lzDDe|c<!%)#MXe)j`ebsOZAp2Z$
z2+=<tyZYcSV~T=pMgf0LHX2C>GWN+c$cb#aJ1U3ZBhww!KdvSXhueX=Zi?0(W6UFN
z56s<n*JYK~?~|iO(OeQ(=dPXTF35gGd3Z{W&Q*y2Ufd8hO{ML7RGXPjEtuWStD0%>
zp!f4=`Y?8vd>{Se>=#Sijd{L>9-*&7-$r4YO^GUfZ_d`t+&AlR3-!vJuNQZquC8@`
zgB4EfhQkf9R+Xa2hAjB5RuyW!EQdej|6$w;^w6439jQxDRQE<4p{`f$xaf^vmA9mZ
zY>MR>yYI7%p9u=%l#U8?aci?kq;9w#5|DQe(eyC)`HM!&?ZZoZXZv#PQTq#5(ze*B
zkGA*k2YBMGdP?D`XuhcUAf=yjoj$poy)P^6?%k}&(aM}m9A-cnFEynp2H_9>+g%I$
z8X}jF4r@~06yt+2TYd%D&{{dS=@OOJ<*ZQ(({$1PKhLTM2=*8s@P7JbPB04^IN3It
zEfN;3e#z$ZP#Tk=6ZiGkN>Rkh$i*M=o%4THi%3v@S^d14y&L_@&d(_36E{ySF1G1B
zj3Q@My`^cLmVKEr@lL~g)Wc-fUY5GArpw%{TlJZt@>YsNYqYL!T*F^9QML9B8<mdk
z)%es0MW=6t>A+0WBus;--^Z|BS`Bc@M&}QYM|Y-{<|^37T4`rsQv$)Y?u8cWiMsk|
z_Og40nvH|s;lhGYdjq)(b6_4b{%o4VM)|3WlN<>2NzHFf`*|bJz<NbmNK?>kq38o)
zVvarR{o_7gY0_=&TuBtnyJTvM>$dRPz+Phg2I&^>^rz8~6mZoMc>a++&@3R;v>k_p
zFKs9)YjfspUYB1z^T}-bBzlOJa;-yO($7O3Gvscxpa>CMrHW4-j#cQ%TGF^w!kBC|
zz3Wu0*OY-Atn>cvb`ye#(KV*=G5`dTqS^*v&3(;p?MRN=pg;+EswCsffbE;`nW?@0
zWK}&h!E-FE+C%U*6hLWL$ohbI+Tn<k1`@|Jj@L}K8lJTTNk+Nptq`p$=yY@pIh-87
zd8RciJFB}zQNv|l<(=`4wY#H}t)m=otjD3tFutu1AM%{ed(pP%H&voyW0w0e7Nc>s
zf>8i#<~s-av9QT=Nt}XVMn$_Pc+WW!xfjNYyv7Yx<cp1(S(r2)6ibVJ-ToXtJY6xi
z5WI1sG%dV%U4mzzVeU5M#HJRQ!r7TUom;<zoqJ#Bk~>f~0XJNv>aeC=p@LTF_1l%b
zZd<vwKy4zrrOzJMWe4Yrg5bL5S`<_$Q2RJjBmT&?0eQKEmae_ty<pt<;{Q?g)?rQd
zfA}|w0+Nb=G}16SMu&jZklMy*1j&sqDFKykMuRjA7%;jKm2Q<0O5R9GBQ1G9*ZuuH
zzvFnGKel84Ev{?F=N;#HzR;chvkAvS)8BtKBiu7qxYKMI6jAOR1HKfGFT8+teHx3>
z5?lx=!^`H`G4m#)v1eIMR58$K1QvTf4QPX|<sN^t@udH!kxw4yv_&T^@%&huH`A3(
z@Z0zNHr7+K`~E@&W9YXseJ(Pxmy^X)w#iM#_xm&p)p`mnpk-S@&(Ew}pc|gTQgt7!
z2z%<+BOEL>$us4xy}qp8yPSzSqqd}&dBX3BPG$J@88qJZKFE~ZorxWGt@EBjL9-c!
zH%{_G^6~7R@&bJ_e6jBL6m)J|+M|VVpQRVx(lI`!X8Q_0s7dQ#fiy1Nhq(+A&~7TC
ztV_E1XU}YSZs(X=FN43*ZLkR)CXC3GwL}V2Uh!vG2N4>6j`}UIF)ydju&J_9>6Xzy
zq<YvUBLg-<jmQ}%T+c*$Mx2(7-WP6~9P)81Ji|uToJ$mSsetZ;Z9BF85SB4d(@Eb{
z^Q{`o0bh*ipP7F9^Z5lno)dhPeVru>QDzQtiWrZW{zCHnDY@%vj?XPiC*d0tG|5+E
zd|`olXY{(5xbGsvP%+aEP61SkYkTdMULa`0dm60_ms*?N`i$m+0tFRAcGzo*N!q|4
zFJq054qTt3Q-=-5Aqu(_D<rkMsq(7Xk86LhHoISuK{^wd^rj5PyxX~$AeV@fi<R0a
zY$%W2g;i=o_Jg`f5v?H8bc++Hn30=Lg6jA=yC5-pO4XuMM?|B90;Q3j^jpu1=?}Vy
zV~FY}q|0dnpv^u-c;hIYjiUti->J_p`l-(=2L4N+ALrT|Q1~wa8EMx|EoOVUdg6jI
z@XcpFaDK-?K?Nbp-lrMfgL28!N!*_0zRG=?gjjvsy`4SNX)K@WVNOc$`MuOFTf}^C
zMwR!Y_b@*Gu0$D&&?FSD+R~y7@_dW*FxRK@GJX6eH(GU=%$9TOM@}><^D?5co1cP_
z`U`r;<ZCHAQT3#4yww5JRT-AALA3I8Q~n%B*Ev~pCx*fB8_r_VTxH6qLXbPx%;LDK
z{;hruitO{<mt3)DiJ4+`L-sC{<<M54b>!2Ats)~I)83e;X_xQmXKrfRv0IhV+#-pc
z1IwX|zhge)bJbc*q7|7voC60<OgZ75&D4&6Q{O8!PeR~U+e@k_OP0ix(Z1JmVI&7Q
zsiDvq5934JJES!YI7@Z$?1!Q|vRqFLDL%-~=9@@@wV4#bIZ#Sd>o1wj&+<D5F{*l*
zfkP!q6M^9oNKYS(q3G3&ut_zgo2&kQhdC=b@d3F0{$BM@%1-7>K>qGM1vM{e$Q03V
z;*2CX2Xm`4qhx7?ycECw-Kzi$ksRTL6FSex2PMmM%=lwCH$vm3;@nqd^NjDRlRJN9
ziaiTWlwtxiITwDEvo65+k0v^AT3=KQ=u}=ODVgb_@r<x3JmU)>Z@v`!KMo!cKmUIi
zv;c#Gp9BJgh5~9a`oepPz(NW8KV&ZBgq7oZAbKU%2Hky1o2x-3d6HeSi5zIjZ8Vm(
zRH|p=?qnZgU~Q(;0td=tY{F)u-pk4|v!PhHg^=~21SChXZX$*Dk@f=I>)FKFO3u5O
z3luEnO@sQZqQMpikPo|2!|^XcNZ!*VdKT0o&8aGE6A_aq#|rWU)!(T%%6f#)9_O20
zLuk2y%yKA*PR3lrw&10)THnU_C%zsQ7$WdKX*QqDurkv}c0u2dH3GnbUT;O!O;g6{
zsiTPTScMl+_Yis#W&37n4l(hl8@VZ6CLxY?tJ9}xkHWOuhN+gGvw-|-%#`F}ZTZU5
zIWW>se58?XR#eQZ8_ZMUX6O;-*y;zwi6H-dQ-6in$$W9VR=zP?_`Bq=p>lz=1LHf1
zZe7TfS!*{n^p?)7w)4ZYm@W3==WZlrAD_l!D<J7IoHQrs%+EAwlX$H+EkA8Etcua5
zX=~IZCshI*ZQW&(49dKcc}n$+nHsvZ2TXQMQ8>uiAH5IgmI6rmnFCu;tnSjwMev)W
z=CT^K*skS4GT3M02-b8?1rLw^WZ}}!m_=8r6+{<=;egk#gl5&>jbFR`z{Tha)=G@t
zdO-lW@zl?lSpCgFO9aUo(KBuuMK~{V`7_9Qft1uCjp#u`=!&c+Go!4nNVxFKnun$K
zoss%W#*S74OLE9tX`DfdP<ahXxl<3!OXa&A{)++CD#<<BAg$UR0rj7g09>d_0$3Xb
zF;0Aq(3CNuOYEJ~Dpa~|)2olaK2>}(e!7ug&GIR*nLF90gJ<ZZGU>5~M=xz|37=ae
zhQS3g(;aCrMINEgk=rN^sK#S5^q9T%zGtTX*DsB%Q>r~gE%^OpvN!0R$(q?-00JhT
zz{bh)naCFN*IV8*d~*75?_UB6M9Q4j?H|c6{j$WguLK4No!|Dv^#pD9;1lQ4(;5Kz
zy1g)c%?!i0KxR$$kw5w<=WY&4V%8~czP&mrOgnGpWAd=blL~usN(%K1VtktN7?~Hy
zo?AHMK3({lQM9{V^qsuXn@K1Yhtc37m~cK>{9`P2uH{P4VW3uv)yz(cLb*~Nh(XXY
zz(V{IXVgtp7Q3OPPYie?wqG)~<~$Kd>KTf*msx{PSPZiPTPZ}w%F^%k^w-iAWus*&
z(yG4(n@K-dov`$O%}+(Jr##P#q+vg=c;PQYtPIgiC;<fd=S3{&2HEQQ&Z(yACPp<8
zT7@St^A=k#s!&L_L#$zodiQB*(6e5#7Sxpep-Rdc;19rbHFq$%72g4bd&Qv<no^lv
zI`fc*+QJ<;E8ruIkdw{lS%?RQ+#vwHNhE*FB4dVJGh)@Xrn+qxIRVIKF6dV~PHA5&
zYC)tdHJC$#nDN?<_x=Glh2@XW6f~Mo`d#<$$?1kB$9doDee&q7{vm0ixk~FB{dW0R
zRipRNQVd#Eh?!r+*%Ij%KE$aI{^2>D4Juuj0H(U;N|pIG?WoG7&z*8<Q3AnwV}5S)
zx?B%b8e6lhL8a7GRzkbqnJ5f69rFd+Owv1|+m!n#Nv=WO<!T;eW_ry35`2^XRT($0
zO}(BrWizV<(o$;2!nVM-HqJYAN<jhEuWBN+cGbBgMjvp~S13MP4l#Pof>1YP9^py4
zsV|r*6*aXyCcA*LExV;da@<b-+3X(1AUVW>S-S78OAJU;9p_Mld%Zt90#;*oIgzXS
z`IM#)UK(u~g(ooCYs2=`T;<`>Tsa@<FF3`-5X`YIULW;XrS04eQ1DzYyQBccaXA_2
zuS9ylQIOYs?gu(E%P@wS(r~W{h~EB7puv{FX)?cXJ>z}-&+%713Pi?;$>%7}DQ|<L
zPlbu6ZcsDbm&epChjuA*<1U^c@f%Guts48c8$1F#--!QIiJ@Qv`Q|HH{}OauPelm2
zecC$WQcQwC_&d8}I^Srie~$E^+rH0vH6oUDd`eSmLq6*)`|e)?`y}O2WsHhv`8dhY
zogej9>Iega_u?e`GX2!9NJ+3mEuE6NsrA1ECh>}gGbyrbtsWCYBTI$T6{p&1F6igc
zfg6Arf<+a!cDI~Cp!FS$-dlOGEA)}9X;3c=YF?0XbVo{NiIP4<ajU>SQvNMO`+bPX
zhbZM6RO(2ozQbKfzuli}A+&jdwOkR|F)pX$7HfD&Q0>#i+QpyE!Q2CPB}1T89VNgA
z{ZSdi6<b}o`{>gjVw`!LVTR<-HLbkqfl#x6E81_1<DL0~=!+@IvI7R^--SOqOP<r=
z&53Nh8SE9ix2`|q^o8@tEA5(crLTl$iazM&uz!w9x*GBV)oiF8Wgv(vRxnF)dfY<3
zadal!t;z~6RQL=gY~h<;pvNJqQNxZ@BJ54!r;Fp_p$%h%&oEqy#;q6ENYgh4nHPyS
zTruj`j}uyxiIk5gWF!;H20f2W^&0%dT1R@Y+OC3Xf>~^4@zi;8XWd29?%Gwi<TTK~
zCP4TN5#ZUXR@C6<Oka^D{<Di(V{F>Yx2SB?{9YZVoc_Xg((OW13J*A!+SUGk$M%>_
zrhm+8&%tY<7R)U8%%ktQ-mLvgpuDP^sw<9lHbp#VjRNjUy|%cG`7U|!+}K*CkAf_w
z=}|=h^F(hl8vm)@`j7TwS2W~C-6Raw-ppj{1?y;iIyJG~A32&eV}B0(gQB*eapq*7
ztdoH~>_SLE?O(i(`DC*6^`?4$&!5oJ?zQ$?nT`;65=Meu%1fxn_d>>fq-t?i*Zn-r
z_4X*AKf}XfSX7jFLC$rRM%MCZDrvLdE`8<Xm}6GZi<Uio&@J4kwB6U^sNVY@&mDx_
zl=(*NKGz3kH#hnaj{FR>;G=i$J~kiNyq2#^uS83W{I1&HgnhU`(=^U56gePmJt(IQ
zb1$hd#;r{OqcktY;Gqw0)4^X;{cMkQ9|+7wjg=o({#hJ%n@yPYo+6xS%t0Y4s!3<g
zS^7i-y*$(GuSsz7uBa^o?xDmL_G^jwTa7dndO@Y-a*_GWvzx8_6w9R3{K@c)tTqei
z!+CdZsJ6_ybwi0>iv0DKmAPrQ(Zaho)-R2`2>x-ATu_Uu;z4^;UqrkaO43wA1Iat>
z&GO|jXibLO$A9r^!Jbab^FtHpO;Ke|Lue`2o|#ne_f@*|<%4ZGrujI2mDbl9FOQeX
z-{0`0=kHS~Hs)r`C*kyRFwOYA&ke@^$rp+*m_t}7WPK`XncO~jr98$17AHv=?SBa<
zEk+NoVm5SE5Oieb=0o$tXxsE8l0l5Rcd3<`6nA*UDPe4_aGoD(S^pmTs*dxts%36^
zI<3Msb?m{lxP8=)VW18qra$5MfW=_Qy+(33IKx3>|IYF)Q8VszUZDRG>M}IP^R|O6
z{j+cy`sL<jsaxw=g1bk^?)MYke<qJ4Q~ti$6#-Bruk-$>)&Vu@<&G9;;$=rlibN)7
z$WbG&CEeFQshEHI@cGHQM|CHJ_26vZvX?)<LW2Tcc?1?5RyLR}%zx#`VBkotAjjxB
z&pBu2yxKK=zU|o|`_5iz5FCfq{v0AKe#9n-E33$v?0Yh2-`T@+OsC$h$@I3$Ik;p;
zEX$3Z&X0>+=RHjEc*`i|x7sxGP1%gIta*t_B(QDi0O0a<Kl_o#kqcveeA^>Rc`+v#
zxoLi`w6s)i4G~ug`CuXe=WBDV%y%>r549d_DvmpBH(F$8=kvzfy?gg=u<gKTqpQ88
zz(tpfviy#h3foPnH%uS9EtmUn(9`p(;tr|UpmKzbEYuVARj@Q~e{{~RGq`oMgWvn^
zVGNvYrnYM-q9QV8EJHk>kX+pHPx-vsuRWO7`&su--9hvh*AvNoSJMIo#Hce|yY=HQ
zL<iz*S++CH5vc7a>7~)@`mV&fzvTN>gg&AzyJvs7+~%QVnssi()y)ISqKlRtKjSNK
zCv$H`&$O+cSjCqUgFBsZ!yzN!AT75k-?TS1#8dDAAD+wZ+q)<oHAnqJ$Fo>Lv*~bY
z70t{3<#&H)s_UFuA3dEcg{S3)%MPDyv^U4;e^_tKRe8$0mbSdw3g$4e`10jNxZi>-
z5VHWyXf(ED<n9z;qA0fPZPA3P`TRzko&9J<fH+N=6sIpkj53kfMKeB=bwPQ-0x4y=
zxt6J2-e|IUZzji^SKi-FY7&v=Mm~IeOB1h!dn?RzTK5cGY`>R-agO%n)jYATJF{Aq
zQkUwbf3o)+k4ITWHN+6Bk>=0vT2c|WpdMYFU$2kkx5`>Irh?EO({j1-(_{|-tWS!)
z!A-xS=Qir^mW9{CL3tg}5OJ#TVI&7-7z)kV)#b9<%fFKxg(e&lO$fatWFKNne{*tr
zGC06wqZ}c<s${<L$;mUaHuOOaBkz4z(8K(+w6YXj3VSI=@--F+$3*@Yd<i`LUoqW(
z2)^V8>ik<k`U{Yg`RqU55mC&YO5QjYe%hambtQggc|6{heOP?88t35_R8q&#PKZ>P
za@7l}US_Q+iM?C58U{B*D1w~aTCBmYjP>p?Sy+nM1CNHHr-`7J)g7~9qtx%Q@6GMp
zjKg5i4{nFH5jsdNxW*}#fsiy|#pxSIPQxQpesgV3otJO{4NZvS)9JU%u?b&zV$|It
zKWxj%m#KseRozujeqCvfyaVzttpt}mejivoma%-)g(8kgtpIcR-DAtCsp5(Ydk>o8
zRBYlNF<2O*2m>(p-Uz!Uij*i?qyOFrGho0E5od*q4y_aeTvk&OY<jP65#LZ?U(Ey9
z52A9NmH{TTTA@w9+IovW4NgXpa4}<jUF?Nyzq(KbbJ0*mij>~<RDJ+6<J@7&`2-#E
zsyc!Fx1cBNqUzyF0R!MfRTrvPz!oo5{&^yv+7#I}aA*)N@)cQKU49Q*`oWo4$?<@Z
zZ#Jk{oOYYvaF%KW<+^>6Kp8-D!FovP7M~%o^c93i<R8$ub5?z(T26x%U|*gFB_X$Y
z^{cfp%|2^hAOc7Mz>8SsB<EkZO-<(Wh;I(#*2Qtf0x&MVJKtz7te+l^tBmA~FDmLF
zoK+ETPnl!gzL(@TtrgT`LyT$P)CZC7xv8`C4)`ks8Z~t!T5%B`RwmuKWsJwdhKlq&
zCUz;sGB8_$_-8L%jkw;eD)MPBadr<?#rUL9RLhoMwO@#f$OII}cCs%|je54(L}&|=
z=o!bx6xuTk(n_U4KHABTAQ*^>d<3*VhV{#btd8q=+G-cQOZ2aLWZ6J2%@L8nB6n=~
zk;`WdW^p)82&gDqvv^s;7-Mz#Y3#^jE5*y(zzza~z$LGQ#(x68van|huQ5!!d<4~$
z=OsoP6ROEv)KO>(B@(U4mdrL+n|PO(MmC`#d7{&nC7fNH8bbl}g|g$0{4c#yT6#Uy
zb!f+u3(`N6rbuhjbJEnhQGxu+inyx*BNtw)A+vt0)8W4iofMt17fR{cCHA{c+NCk?
z5a5uROWnu2m)(gOb0(jT(7M`Iz~=LNoS`ujx54azzO#uik*y5aYDC1$#R@;COAFmH
zUr%#f%0D~Ql3>^<%K54lJXle&a!h994Xb?9sMg?|L$1wXC&N)dF23q965B!AS2!Fg
zIqaZGj4a#Y+wlz2IH`Zs#>t+jkKKWhEa!>VMxKB*NB@JOg{LWYS5ND>)xaXo>|<Q)
zqumBHD=IHQi`}#+3RSHEDuDxp-`t`Ir*q)+k!oQ7b+!UNsV}zPsv)5^lJ;pLS$y(q
zu(+k-7aobWAR`CO_#+aqNH&t&v&OjER5C*^_ms8y&d3eQz5{LS=EXPWA`$<1$B_HU
zp9I<9Vx3?Oe;JB)O(U@FSQFsfG5G|KYTJU}ejRJKLUA$`t-Zp+a}a^GVqX27I0i3E
zDRt-sn^>?qY;Gdoi{iguzs2xy7qw!gru>9N;^vpGM()|`5bK5F=BX;$YhXLm^eM8s
z%533g{ZX@E&Koa^KQds533vGQ2r37wzheBnMtgU6l-fjzOvA6X8RoP|#YxL0{TNV2
z-cVRPnHZBAD^Y6B!;a#zjdT5`s_w6~{9f}SE;m4Zo7>xO%VELYtd-rw>kW?B7>>H1
zxs~u>L3L(TwPN0?`ePc+2L0$(5u2racekf+zm!-X3{W7%+dRG`tDEcm*=qSkm}C~~
zWgK|aP}-#T1B4qJ&6WK<Q{cWPQI`u)hpK~fmOQhV9luYTx^g8Q@DDcgt9njvzk`UV
z7dcqUh>F~M7gZiud?@Lr#y<{vap(c$bFKOP8kk)rS44*F2RX4`zZpqh_(tf!YtNde
zZhmFi_2pjz?QkN%85NS2s_wS)=`k<}%Hd^Bm)X*k{8hGdAh1|~_R_iU*|B7l9Owgv
zXt7H53Q*xVfQ%?8JPFdyTHOEoYq9$IGQLYTAVlRrbF894{Gq0@Sv&JtW6kW!&wrN8
zGI!7X)Wl=~-A%`|*~*B&ra<~BO^|H2r9kaRi$8&i3<6urWjg_cwL5UTh}Ac8bxJ1{
zN6%*w0BXcit6}fIB&$S};_yNFnsFDKc#|~DTzY>os$!eM+<acAHe;V$>{jOQ4S&xJ
ze)lnXC(~6~m9C>un=-%6c5~>*_md_!o5u0~IG#Ul$%*gWb1>B`lHvSQDc;ZJWiy?2
zh3Cy;rX5nOH=`2j>8tX3z|u<k)#|Hrwt(`N+5mZJ&r26Sy%KTPcY&E}B9j1{4&gZE
z+S2rB{m$|b(Sz&HJ(bT#Js&0QDZMOKhP-!`TVcyi6Fnscm)b)`KN?+ijbZ3VtgcQN
zJV`J5Uws%SZeu|*N`*yf+)F%J+z^*~*XGy%GRjD>SiT|yzLmeyUR)w8-^uvNX}3lN
ziCvm|Q~%;MYdtz$`5o?2K$(@b)!YX^<)ax&&6V;?7~R*AV`az8(U75Oy<qWex?yPV
z)#$kE)uyI?pmIP#JMZjGe|A&Lo37GPkNgF;kxG&r!s9A|#JmJ4@w2^l)36}MF1nhr
zPnJ{K9tC^kqSwxJo8v%m+0_Ih*Vsz}YZ>4m6}%aEa3@iz)KgEyk%Iy~%*2ZM=c!Rr
zBl0{<^o33GNunMwUo~!<+;_db4tQxKTa00B`P|pJ56KmAEqFC}rZ`m>kkRe%OgZX(
zsPb(WjP6LI4?=2N;}7PpZZwz9rol0s$=nENgZt877`IG}D1RcN4+&iXaa4@z9DV+x
zJ7p>SG1_LP<`t_chl%Hi&ezb|9YmPZT=Z3n$w*LAzQQeY(n$WC)dwJdfDD(EXbXra
zg`-Zu8o%{ATbTQ9U!K2RX-=u7t=vdjQcagtl(diWaW2emGW2HH{A2g~sM4VN&$pu{
zv{rfQ_oT0RNbdfR-OK64o(t5<m(%V45<CDcXw+>Z3>HC$8-<UCFA_gvyshF3Iu;m0
zPODEzuC)a{gqo)eEeG>ogys63-2jOhHu%$QTT96}WbXALWDs=~_Fnn$*Gc6h@-ldp
zL2^Fw<)y8#4iz44t)tHOb8#v;ptu>543TL1I1EvCRNb7|s7KztmsNOC7Snp?gvEQ`
zzk09(ZBIccF3w7_N`#3s`Pj^EofUmN<|560O~r=M^$is+4`BYGO@sVmLlfkG%JMHk
zp4T{RqGv0?(rWWFvSw6LRS`NT@Hg}AQM{I77%3We608oH-4=4>RiPdErQh;vu4edG
zr>@o0Il2;e;U^n0^UkTa!5#vn!5sS|8nN3PAA)iphJ<@K`^m*BcUcUjJ3DCy75;;4
zxFaV#z!Z+o+tmD}<63Qn{F-3z&1EiUw-#c_-;y)FpY_Gm;v;fV`@a75y+6(nrafi2
z@}bz|b*7@55RmnQ9a6?Pbbas(Z-42)in($PnKVh2TgpmlCETL}EN@8`m$$yC-+FjV
ztJaD6bbtz1-<V%(-G$~l{BwQAieiW2+7r!>&v!F#FBC&b$AZW{nCGRcaX|@z*6+@}
z5U?AV>%j2k_=ASyttT1ljQ-hvCxS9KXZhj1ha9r(fl+IOf2YlLQQJfJBp6EeQ|hfl
zzs<C`)-)w(vN<K1n|`})B4-F?w}dZrD3VO1s(B;jZg1IyK6kNk9?4YAT)NL?fvbDq
z3be#rS3#t(UyCz5D>DasgfjEg`wPn7%--{Hzx!hEG;+E2sx^M$W`@G+M5<6*s6ae2
z%28I<g6a>hOTeJLO^CDNO8NPMlEe8KZ31T7*jT9fY}85S=Fh^*tvyRYj>Sn2BEi?+
zXu<Zrm2wre>-MK9itW5k=aScS)?OrM)!5~nefT4}075M6HUK9xVG|DeQ)nz;nWRe5
zT*-~8-14X~Cw}+OOxZ3-_c4pXg49ng&I($vn#|2q!F~?i@)--${xi?`_{n$U#tj~4
z1}$P~Y$Mf^uQWLidG1KRcYntKx^v^aE*r`G;|Hru+}A&eh1mnPJ1=>xYUZ<_e9t*M
zy74&paUyfb)(2vA1%OyH1FsAMp?K(jK*X$4(f@Q}|M7+C|Hm6KR44qe0|@`WR8z(k
z+OO*3F9v6#*N1kX%ra}R24}T6_$i2CxD=Ly-a8(d;u2?d<{fJV1NEiu+gMw6Hi*|}
zoOU<OZhrUcXxdp>qUu4<e8wVQ;+*&}ZSC$&X<E+b4Rw`A^I;>0Ml%S#(^s-#z6vwB
zhxze|#uSF8#r6uo^uM_%!e-n!<<2yUTW_AG@}-yL)6;TE>qHQBb=qm>3<liDWNCm8
zhYB?K@RWa5mn@WAkSjX&<BHvB^n|6<$gUxRcqrt=SIZ$4Q$gbPx^6M0t;Fdog?uB6
zppoH0o?Ovsw>0}o>QwXO!2_6^A>{k}cC#vuj(lXxa?5=rwbt^<j?qYdQ_%%BEgm6s
zocSlYs)3clBylGmtT7RWFR|lD@rvw0i7#}#9+HQPoBc)`2sAL(vkb`)$JRJ~^OPBp
zryUUwf`yloGq$}Rl4XWdxh^7QAj%~C<?RgY*iH$2qy}tAvhr`m4%R9R@@OudCHW7^
z*WO0g>D`tQ5aKNC7Vl+2*bATMO!lc1j6gyWYB&6qd0f1d_1q~_0LG+<J^9k8w2k6N
zm_8_x&m(Sz1M0jYpeZFc)o#p88uP1r6{AQrfsg*jLE80uzJ~c+`s#zB!fyw<;_f?Y
z>pIWQJ7Rvbg2s$VdMReAF61NCpAW(D&@`0+aY<H^H3nuzEO%$Qo@TQckB?Hbn>@z7
zYo=<UAeCn_D*FYU+7DXs7jj@z|B_^%jjFEtm!0Fn+JiP&4f8~H7H^|j5=rWzfO2Bu
zFc?p^wxniCIcFGxv(tAuH<p&RpHpSQAT6W*v1g$8+&J@S<N%6a$f#WnK5I(VrOnb?
z+g9oO81G~?j(aumQ7<YP33bpbt5x?%A!mkmm3rCL5*5_%5a~B<NgA6@43KQ37aB9b
z47HuPg0XR&Mc9p&RJHX_^{+m@NQ>SNcjX1!a4m^XEmuuF<b$7f*nFEPTG?uGO@{W@
z4>NRwp|EeX^sm)&(MEfWnOzlKc{35CaY+5A`?N2r%85B}Y9Yp?tFf&e41+5ADYW3Y
zDGPjLiiVHGh2xY_q}U5Z3hJNdYG@-f>4f%sa4;W|%eYer#vKGp%FKCN!oLr4s(~=G
zBERmi^I$5#K9Xxqw(OlLkAEbo8ACUi-o?-m!bu77S%#UpjGPEh#3HFdeDiGPdY#5a
zF<4K>FX??*hCmFb8--=!DO(HyEd~oevb*|o%-1i`=fAaOOt--w`NM!h>uf?#Jc<ZA
zjO4NeVu4CBFp6{)A`cEqc!R*6?G#4-tP<bxf(;t}yoXhWme`eN5{5wUCVIZQVU(~I
z)9`@SQ{>zew9neK#hGZ>#tLN0RQ+COU~R%<^?yy@UsW8{C4Y>yb1lbL;XciJ^zEG;
zXvM9Ielzo0*nN{sf^`!rn~qG?0otOSVcq(KPt(Nn4Bg~~zq>4nmVN~gFur$Hs2FqP
zXvzhF{X1(pXo`ZgP0=cM^#+B)=2FaMA16zbhL@tHw4P2KE;YPmLYoYx%;d*U9J{j^
zno}@*dpaFmyQb3o$^L|+x~kiQ<SC(nzSBcD7+OEWz&P%^Y>5z8Gj~63X!wGDN_<w%
zt3dRu@+W8RBWS<RpL{CTQ-wo79k!_iG~~&mJ}wVc$}jfbb>@6*6&(|MN^m*lWh&s!
zM5tD_ROhF%r<`rVp%aj~abcFt9mls2<pFHplK$!n`a#tP^b{$Co%X;EbV2<KG1C+6
z_ZaiZE(%v)uix$%MRY{EXQ=m6*rlxX^+Y@n3CyjbL~cnc@6q|GQS+wVR^dxhb-3JP
zdTW~zL8csQvCrEw=$Pn}P%K)lsQMor_n&l0fmi+YNbCCbT|MRN^ek8hs^bongc>y-
z+@A5h4QscV`*@f-uFnCrNa<jca9%RY_~oqgip%<w({Gt&BUe47+t;HJ<GRXLsq;Gx
zU(iOMtVNw6(`!Y$7cSA|x-aw3U)@vopN@7fd;5z%{dQ}ktmR|0NT#55Vm3A*{p0_n
ztS8m{u=H9zjnteuC(gEpj+KqaOl&J=DZ2D>nT^@@^qW**h%^5ymItiU%p%~<eGNO#
zCG51$VlCOl?$Fu}<RuT4v!qZ|LfYkY8(4Pl?VZ+mTZ(a$BvZk=mKt1EznLfJW_nKC
z-m50uOzKI7Op_J}Ws6swRWXI|RXVhGruwwU|4Yy~{<MK|Hi}Z&jC<0J{VR>=Sp{c+
zO)3adcT$5KFbwTVNZ^>XT5W4k5p+E+5t+fwTP@7-j`A2^;fAV2w^7fY7)G*)6QLZM
z8b4ah57BlBnEAZyR}B@4|7|D)8a(BAk|AyT#2_p8Ujjx}We{Z|gWvo}LwU1`RJH=K
zydRZ~L3L_354?d9hCTC?ybXR{oZp1GRl~$OeIUnpE*zTWgtUh`NnO0xIvg1y^gP`L
z$p`DssxE49y$oq~-kp(-i{^Rs`J9Rdit!td#2y8TK@j-r5c|@uiPOh`f5c@i_+;7f
z&+3Iyz#DmfFV{T#sG2{$Cxd1f;dDWf6r-s?##X=>70=CyP78G8XvCR)OMOHY^w}WZ
zvKC@&W&P@kE9kZ8=}?*Zb}L<KMm#%IR>O+IobhkFA<G)sQ|7yr#4G$AzVVEhD~=BH
za@WDy9SeL32^jRa^IG$p&&71yuy^sx;t!qPw!)z^s?z+|@^C*nu9S9HDZ>C_2dmF7
zV9jjgD5-Y;5{YNZF_iw*7360r2imMpi2v$QAfdX*=%{fg?$)+JvY<HA#8W3zeJho5
zcQgM%Xd_?aP;2s?_bJEd)4}6$1S@C2NLdN>!hj4Hx%6*XSpfzGrEB`Id$Gk74~^iO
z-qgF*SCI`Bmt0X|KD<{t6b8vkl)C8&6$}N{R&5HE^%U5(=~T>DX(nx%ws!cAr~FG$
z#jX4?cUoS%#&v^=tjYCcaLWV%?W*h<E1hogW6hZ4+SamjE2*eSoPYW8z1aP3ogqzl
zo8^~aDnp}G6N!enzbQ789!y#|l9O?HgI;rs@X&qHEhBYpXW}FF=0+iP$|&qx)zR|N
ze}FLE%h(K8%6<Aq6rI1mDTjR9?W>}K-t*Up5XYgBpenm5x+hN%P{MmD8cTigH$lcP
zxc3xit4yG;MNG97OCn;mIXD|ql;t*eea||SbQhb9AKr=de)~_PfE0z7K<knFF8&Qw
zj@=!TAWw6t9Q%Zxq&f>=bNvFdW2v-b=EB$deXg;!zRgIg=9SD<Jji*JX_oV0@7wTS
z9~7(Tj+jQlCLA$wvID>7T2G3&yE;mS@X`oDz?!*TU0ycm%2UuW9oHg-wRfx6kn>e4
zpPDuwx00DH(F%V{1<=k?g7v2D{PnZU*`y|tiQ6llP6`Rn$d+X1Je+SKOxEwRYnstC
zx*cQi8USZ-<q{hN{9O9f?D_S{I|xQ|1PG=u?rihtTq^P)VUzAs^9y9+w#Pd8l+`Ve
zlr=@y6L}GwVi1(#rH}U1qr7BbqY(zSq+(EZMaC4#0Wa@yrQ{R`ws<((gKbmGFV6<q
zR9<pzGdvO08gSkzpsgw(+h!*aw6?x;(EkRF<>dPPnwSMhDfs+O1eW^vu&)>ynU9QY
z-L`w5jK@Ry00Gbcsb2v@1OR#Z{};0VjkDhhdI8}p+Fi&#Lc<0>+JxNKviq2Jqy?)J
zs9MeeTScqDn8!_wb1KV^&m?mJFAoYB=8bk&1!1d;q9A$#KBW3s^AM!EfT|`(7Ukr)
zMwiaSu1uk1Pbp)XC`LwdH_NgphM$==U2cT2(5ZW)q?doFBu9%GCj5{Ir^dxHgXY;q
zS<li!@SG;;qz(BfIM*pHy8%++GXzB;-d@9J5QtxXRU&9`{6hTk5_X*3t3@E!r>q*I
z^$p^|ASr1}O#8vz2k}AN|2KjK1#6BJP^jV`!gA(ihQTXO(BkFO)Wa@R0ziW7A{7U&
zv>Q9<OzGqiH~m0QM+0uEi0li~;o_`3G)Nxpci3+gGTpuJg_J@=7)veS7_Sd?edy%r
z@LaHl?LD|X$re1fSjQ0UN7|bU7dHng+Uoc&ly8>kj`28yn=XbWcAZf|-!vHI9a)k8
zXv!D6?rd|++qV2G0$f6j(IDi<roY`$eKQ}1_!%{7je@&|(X8|o+onQheu|8@^JZsY
z0S`ned@=)}rmHs}({uG$+r6OEC`U?ds7hN#ar<TZAj(ZFqXOcU7+;aHY&}(!9w9JK
zI0DpBMH`u2EF<Ukb?4En>Z<TC*hLt<WRD71T*pVIh2zE6K4{Dj<gbYOoSCD>z`{QO
zjmFRqeKg`?0TDN^f>7M)$t&fF%dE|Q;paT~#D4c|3a!*Luw8_wfnrO5S>_X#upAN3
zwJKn6%^*`T(!uJjuU+4b@i}M7`I&%D-T)HBC*#-PxiSM1nzMs2T~+NRLFQBh+D6!D
z@Ry-BW2YTluQL$-3IW^EGm_Ja?wRY$F7{<6pSquCp3}<GQ`cSIz!kO>MYcmn`WmlQ
z0f3;(NaNefhFvrlD<1fN!{{!Aa2fYEa`{uCqKVX!wXi8Jr(jMO8+;-hNVu0U6RWop
zzgf+x<I&bc6>o*<GBC%|nhLQN0~eZZY1%v;O!#bTE{|nYggB>_dHCsXT5TA1ZTRDA
zdw$Kx!gMK`Ei5*DS(AYlq2mba7jcveLPd=;Ts&4Fy~aH|+n4PplK|KbK6&P0ItvBK
zK@$R8NspG%#vGsM=T^|gnp?5&b-c;}gF!)W<>U4I^_f_PADj%8jizY~#9;D}SD)|2
zcJTBNEaX)66n7%*<_rSm(~Dx#))PVBJK*%3NhnUS&sI&duF_s*mHY!r%O9X2hctM>
z+{9Dr`3#F#)+b37l64CKjzsP2)m_Kx#pfE5?hGebn~y09ghSZtq4krp=7zeFX+D`9
zBAt{#ZE8%P1i1`@<Z$&wB(zdNFiMhZKX2>GZo2ZRK}((W_u)tTN@@Sd4pNMpCGJ_c
zhVXBYtY0-NjVu4EKb~JvhjDy13!E2>OJ11ZPOTNd7bE=j0~3v(Ad72q&gm5!%Vo-{
z@f!Z)Kmd>%J#5SnA}*#sTaJ^`m!EU8Gmh=07Dj2lfAE7Zpx-EEED?q_yr06k0Q2Q#
z;bltD5HYDgu-o=ugBh*A{iD^d&$4Aecmx{ucYN_yLR%Gx;Wh9|!E3#jzxkJdD@?I+
zLC(c%MVn|^8E2%GAuC>$B3mW#Ps2b6)T|jZ+GY9TcW_bRPJg0IT?y-3gs3C69W@1H
za%e3R>)Hnm-f#Y9hN`|9rzm=&r*u}DyscLt80K+~Jx2P=3k1Tce@3oTAe;j@xt4SN
zXsz(ok~tmR8q_nwV~xT&qsQ!kFs)RFjGPDxGI8gLU*!T?65EbQ8=xgI9Mvc}5B{+s
z4MO7~o9|gPo{0(5!y7(6AtWVm#|gH04oNVuMZkkhZDqS9fA5trX<Pb{TuJTcW!0ia
z{9Ud{<7~@cQ8mlxay%NoM1(&vgxnn}4EiC+{$Nzo!Q54#OAB{O7F|~g<Q7#8D`JM`
zIl|q|Y-iOuHYDKd4e3-2oO2!XwVK*NqX(i8Kvrkp?$fo<cNJkIs*9TKCEU?XTyeJT
z6=jWVvYDFrn=O&Q(g0-PR-AlfTbA1H4Gnl?zWw829YqZBXS3;8XQt(Q(X?IL^-V2p
zmP5~!rV*A(_FsFnaFcx#W*C{94IzMDd2WCHMA+x8#wN4(chce(n8qwxYon}Q`T-ww
zA=I}6QQdl2YQq)BuszU@A*KCC(wOs_3|ghHaS?yetQAX}l`Q|**tO>5;!EtxBL?NZ
z`)bOw4)+R4J-casN@CYlM<fOU6rI70Qz&l%-Qd;K_|@9ZzfUj|g#sJqx}9^4Wi9Qk
zE)D3WoArv>8dtl)vGCWYII>^^X0ohv%8kmGMwK^fzeK)#FiQNEO(%Ikjgr!?8?%c)
zd*jGvHW_DvKd5V^tBCjiDh9_S_Uu2jArRZcS4t&s&uWkhIO;sslTIjS`#74PoBwG?
zYVFTQKY@*(W7S=+FA<9CrDs&@4a@l}DFU5c3cpyND`l_XG;t5~FJFN6cC3Q!HQe1a
z+*$2f+pPxSoh@jUw2!ub>Fq*Kt6mA|yl5X;G$Wb)oB(Q=n|rywVvS2ISk?03Kg^na
zIoDh+s4KH|pn1TdM{#D~Sga}X4e7yU)g~F7xIIhq^V#juSp~VVnUBqTxyL)kyS_-H
zw{0&)S(}-sP+jdWmqh{sGOB&6c6=U5etP9cWp4O#EAt}O=Lj>nWLAkr8dpW<_KUIk
z<T!mV4|fpdCeDrBJoDDk9E;hg$5FnGPy+;HU7ib5N9u~<CMH=!fsf`I**iW!7@*s~
z|LXe8Ih25>tQY!96e(pf<9<UxT(m&ozJ5v9)FY8OZt=&nSBSi&DtniA4z^5nx2#Ji
zpWt`yP*-qyFxHiQ|NXIGJxj*n;)CS5v0SF4q*<n*Ps=ABt$jlCPP>8?8%wwt_eTLn
zg36M&pq4yGmWaw;R?#k9nI&xJm4cJSzXXq1su;9~_Dk;H_iNj%QMihHR47(^KM5zd
z%~uwYVjIC*<N0l-%*g1fkP2h}_x()JIR8qE0X~D6VUPfiaIde`TmSHvE90A;%;G%H
zhcd3=JEmz>gr;V<INzd8!v#<h7!pa0zL>71a<(<Emk2PYXDKB#lhL0&HdhmN3VL3P
ztquFRlFuI-@{0d7ra}DrIhoUwFV+RzU023Kf%UN0U+#+P13_qJ1ECGVf9@#3d@qd$
z=i25g#>A4cel%u$UepfAZA(8;&mKrg$ChJ!vI_s_Hw8r2rFQ^*HR1noYX1kUZuozd
z1i%XbC_`4X$&-6{&Vu3~J*AE7Son>wiIrk4PS;gRQETgF*Q0<mIChDpF(%y)gmtPm
z*nix}I*i;i6wHzV^SwE*>ad$Fri;g}B+Ig(LYjK%Q6FCO>$JVyNUKr5Lps@r$n*?+
zbYaaXj>xsj3Mk!eVeDM+NGU~(8w)&hfa&Dnx(BZ4Vj}@$yH^wTDF+aVSza358S}y(
zP%QtM#m*A?(vtOPLJ&^PT<3)N68n=9Pb&&`S*+VSw@nEMK*2$6zfXFiRbJo$^IqdZ
z9W$dSN##$w^3qSu5X)iDUD?8Yka%?z8bN!k|CDv=!dS(-x!u%`7^fVj_C+o>eqU_}
zQ@IeR7)3)=!UsQuR@uR#i-#lTI5lhrQCW{-lkVmW(pY_&9`<-pSU8}r%GJGrF}`Pz
z^9otaLtdWa<c9ij5AOQVEf?xsH<f7s71IS#h*p*BsRLF~^_j8P+mTK7NCZM3qot>=
zF*>d@X@m0<Ed7!c==t=tGDvGnkGkP>+zh*rsb4QKK*dqWHwqIhocxQ@<*iF~_M&w|
zS%j%XOG9j*4+AI5j>klz9fhH!9V`EH0AlNQ5Bl1slGBudlHx^b*b6?AvH(pSSvH}e
zeFl3JDx&z__Xmd0Qh7cg_aVA2vMMSNhrvLvI*yz};x*sOnK?3@?dN!R$zSx6GchUY
zFWre6cd#L0W*l+`DNSz}fsh4Yx|??4TKPm;n^Jqa4a;O3TRPfw2x$;MoXf%DpZ%Jq
z?rKxOsTxh<^qIfpWJTEMXNXUeW#brLD1$j%Q9)m*^g!bAd2(>Cwk}PdGv@DvLlt8#
zW%-S^VbCffnhRT@hybA>+crBHu)Q#Cr8Mw8qx+08lD{dMpH10Wh?RylKRXNeDl0af
zrKCbNvwZQ4{e<$Bo=8Q0sb<vrKn#8*wIDwA@B!xNtBhm`T?9|o%423Dr1n?3sHOIk
zis@Ta_PA@kVM6mmcNjXSk#>i_7nX`NbMB#n7(x^4trx6P)YEfh)x~wxQ`1+l^ovyY
zrqBybjuggwFnlp58fV=X<fwLZR>bT7mENeSU7LvCOfuOAvpYHSfzq#O0zTH@TQNeU
z08c{3r-L7mN9E2?>naB@*1T+B)gd(s;NZ;3kxg4>%p_UC!GQ6n*A|zc@t1hT7d`xg
zsM52=e$A_)BnBKUQr&CZ^3hO!y?u<Jd{JdTPxNX&sL!v|TG8Z~GZUX0A-hBDz&r^^
z2GEOWVEnv_4&KaIq<6f4d(7J$4X&S5+^oE5nDPs==m|~@vh%?>J+~#5^X<2An3JKW
zg=(MMQJ%ueNd!)59A(AtctBsowlW`TiF)Q#vr|LCReU2e4|7-Xn|Q<c)`<+e=7es6
zOC!w|9~Z2oU_+mW7i!EHvLJ2dim$j5GxIP*MN_YsWD#xDX!<dSkrV04^rTQuTj?k;
z7xhCEOk68@{^VbZBMTEUJ%Igm%uMc*iz6|YL8F^Xv$qjS-<e5OSRg2drlHTDm)1>S
zc|nVxQ)`{I3HOSMqq(d~#fow>=1L0iuUhw$_bNCP1@XX+*m?@>G6>Vhbt!g4s7duO
za*5NlS?!K&?-t2no_7vnTPX|WwC+PvdO@r4`P0l9fGXK9b^?agH-mPtk37bs##*SC
z)`NmU43gggRY>L1^SXk}@@8Gy>$l<dG8oWQ`Tk5qfhWk96DMo=uwk6=x}EhjkZc&@
znz}I<*h#7>WBG;D<!s_O^2=F80w}q&MDZ>x9``lcHif@b{%6(eL0azqq=NU{uQajM
zTh_j^_s}~qbw5eM4F=ZJ1i7?H&sw&uZ4Gxb_cibyces~0u_t2BH^B8@g4cmQ<Jz<*
zu!ocY-Qb%m`NH14%h)A)ctKOo)CE1H(mA8a#r*xs+}^XNLGdtN{9dVYI~VKEEz@r{
z94y~IE8QT!FD#miQoB73oc`JovM*dP{)kc6Sv8bLw&|+MyY23?{boV4_?h3xVU}KB
z9DQ>|E=cOJqCQTAi*B-0yj7`rV0mlw1DS;Hfq+qB5zAuNQ14;>7|0g$yw}I|!l(M6
ze#m=0F>P~cfA;Mf6{Hq--1*8TR8q5H{gxTGHmd8W;F|ouuXAc1Cr<XJ52}XcA<l2B
zQW4q@Ab1qptU-NVH`$sh;mg&8eGE}_Ap08*ExdO+gr&@O=g55b)*Us<X!|bf8)q5v
zyU=>0eJ`c|Np)E{E$aJ45inUK6XMDCd?1uCsHl!KM;S8)di^f=CAp((YWs|bP*L1j
zg|lf&3sgDCQpGnLN~#gjNj4g+Md(dLg<3KX@@GGO^hfbQb(O2E4Xl-!JpOfcf~u=3
z@>yKq023i=bI9yXsfAm!LwNm?rG=Q0<8MND6-xx#>Fo7LO<!vuwop^3xiao8S<ZrU
zG}VX+k%BcK0~}raxz#)Qk|w|8{(_EI{SzLIUC_2VW4*n>gB|!@)8?=AvSCNJy}6pT
ziqmR)=gq)}pADx|SA;A!17S<iy?fSTlUSS$Q0V`dIcr7i(XM%FKiF;{kM(Rw>F5yJ
z-7AW4TnT0}ne1I`^3)iwtNuIRx$Te3Q`Tz)ruhAgrEY#UR74-Ytq@0rZLuOEh*r72
zMB8o^Y#HA^>8?a(h&WaXPSm-hxm?}~G+^kDyj5mj%S`(+sB2rEE7B>>7kC`>Lx5ZZ
z7kX++<jqb@p5f2hiukQ_LWY~!<zRu;Jx{G^w+CN!@|(}Nzf(B#DcmgwA3ceE#(1*~
zOXhY7@!henUC55)EedzSDDn$bfBAo>JqBWY|En~XGE&|}08DQ}nzSYWB~u(r06d-n
z0e}QZN68N=wA7z*5XRzjSu>}El0l9SxqvSnLkMlP!TNC$OO|8qYn1}<`gEe?yImAY
z$#~ng%9B4TV2V4@l00;RKoOZJH>GuP0NuyIbQzi^1pw(wQyd}*{CF@wol@%O1mr4#
zhL-5V(4J0?8ly3DtWg?v<2|y}q1-j<(|SZQ>&f*7_N_4*Dwwr{C{>Gk<?w7#UG+Qq
z92f^-#-&oJU1=j#Hu5PTLyW~@>02;|*p64HWi;ait2lYdR@PpkHKl2e7s`xkx<BP6
zji2qF3lWWrMFvi(M6cws)~tE`RQTjy>N+|Fubh=EC8DWjUL0B9WS(4l7zp<V1yuM6
zNuJRZmbrrbv4n(rE0M{TMRB}1U>B86##i><cnh*e46^@3g-Tc@%1XHeNa2+ocBaMc
z37K2k`KTX6SrcK<)t?xpRl2kqWG95t;Ck|ut#A^6yCkgZQD{**@lgnv+q`V&@_H{f
zwZK>kPfS}+OQf)HoJjsP{a69A@Snknn4{cysC0-Yw>XRE`xGbhDOQ~SZrBTtXDbO|
zuQ`{eg7o}LJee82j!nBvgYGtRYo&zEB)>&T>Fe=tN0bP;lk+D$bVCu0b)n!HSjltV
zbX;Us>=7kW8a-1TNsQyvU}{#<>-oKp5X!k5rthz{Wq4Fh)PO9<I=kLK>f$5cI>FMu
zqrs?DuI~!FEvFK8WBrIK_nu&$3g(|eT;HgA>c8@PXI6Y<O2s^d{<Z@nqA+qAh3iXZ
z#8)@aE>FGdrR29WQmmxz)Td=E+8oU4_15K2R4EByK{6ci%Tri5c~R)oe96~+UdRZ0
z;yIIMk?{o|lyQroef(cBLh+5Q4GUdWV4ToZ<kA!@siZet-SpxgmIYjkb@ZYYOWY`n
zyjQ*1iv5D6aLTvGdQRDz#IeySa<O0CJ3s<;_)_Lrw1W>Pj-<B;`?2mBHa4ga3!VzJ
zh}xMcwKuk!HY(hgDW%}>-Dowk#7Q~=M>-o9+u}-bANpkc1u)+d8CgnauFt5q8JkIX
z$USHayIUg<v!Yd$sd(WQwJuBZA<d6bdsl~xApV_!ptySvynblB*Ar1<$07&VeWion
zjTk<+VR=H4I|((Y4MPCv&~b+mGNtupqv?>ZGaRh98(~ypQi<t$I^wcsC|#~M=zde3
zw2%{7)$;xl77RsftX=pKC8)<jz{3-kZhHUOSy6`v%93C0*ECh0PVfU#&ct-Wxpza$
z`1=`bQ2wRY8WhiS?Yh<-;PA|z6GnT$1+S+wmJ1fwp!iZ2EsX$`uH4KZhv}MyBejW9
zwsQhU#H&Vq!ns%g@wZmgo2cllk7Pg^ntTIlseu6M=U%x}*w;fI%dvSp+V=%iYvdei
zXU)x^ocWi!qz!|7tE?xA)$aMSmE$fW-b@dJ`G+OzA9d-f6+r6w)vD<eoHo5mZ|*A!
zbBF(m0$?x^sRWZ_0%DvDv`V9UP+RXH-Fwp7A}re)>b!+KSuH^{>GTyF|ImNKJWjg^
z^^c;d-A@fq79l1o61RBXCnHlnzjRj=kf>QuFeQq5Lmnom@5_txN<XRg5m50+yy7At
z#oI+{eIZ~h5z3K%N)W6r23;XMVi`5QFQ<EDaxA>2TUkKZ$eXGQ8*_A3YuNa??xoqR
z%W?>%Q}1^&AEwFEl9V$Etj$SXcX%^hRC=l|Bhm?J1N&O>N8Mwy)yv28qhsHeQgxX|
z&X^>wx#gz|ccJ8Tz1cf_epgG{w+nJ4r+nr=WuBsNRZu9&Fx=9i-Hqw3`L$zQ)ShT1
zp_WM9aUMKN{i$Aer}AmjC$W~<$An8AWae>5fVl3!<d0!qDRP!p%gRbZWewo&J03hO
z;MNSz#)aD4+a+a175rRpy+~UNf*UT36JLJu5P-~`@_yMmt>&tLr-qV8wy&0Lx@Ht9
zxJJQR7mQWh1MXpum)X?dGb9$a43)<w3W;>$9#ksOdfLq@>9MdB@o6Wd5|C~FE^Uu>
zy2$y}nZJk1-Nxz}a|=6W()?h1&HXP5r={BlRaF+%)G2}%e<SVF)bDzJ&sm%(2{6zV
zKb7rw*gSi<bVo3jO2OD9nM3`^gJ4Tr)$p(7L>KpX6}Ra#nQt^LmjTY7o3#2agAl>Z
zU1R41+Tt860)>exjK}z>vgo~X$98M&`oN6>ri(D}UGcB}%tq-Jq#3^b3%*_<k`t$v
zujcrgcA8sB=CkS*ZjGk2OsF#IKB}w)iBL7SeF}~fu$Hzkns9|2svs6R@(pe|eq8f=
zWL%bt54%*WB=gIjGt`Xs+)A|k5Ptt9UMhayCU)0#UU#NCtg_deEOA-1I_gh;x{bub
zPgS9XKM18LrRhxtUAg?-Rfhn4F(6m`8abHdz3q*7ojdb7hgC+k{;Ld*{lLm+I(uII
z_<7{Pts?io1Rg(zLO_-sH@|Ou+<(8cvhqX<hjuuxxzjE0w1$U%Q@h@o8Z~a0P|(}_
zy~T$TsP6lJ58?kExX*x-7dVao@5%fBIfe<^)Sq&Pr0q9#Ix{h!-*=fxX9aG1rkR|_
zYKJ+<XGpc6$#<0qyIs{GbqTQDDlJnXSX`aokNqpsQwxrhfoDj@`;-fyXTo$j62iO;
zF3KIM?85Yo$CYekQqVcJycj;o_M*5~)Fh=WATJ5Sv=eN-_FHDCHKUv_W?Ym}n*Z$o
z;pyAsne6}n=PWtaR?fF`8xff^g^ZbPY;#<0w^Q0y+(r}~ZgR>Ma+uQ`TI^t$REXT}
zn>43d*hYoA<y6w)uBf}Z@B8z+^!a>$e_S5s;lVYo_v`R{K3~rle-BnnLbIIqsRanb
zRK57HkD=^<OC2ofF*@<>+C}GUEd0HQX5>FvQjq!}-SFpHBTLS(CuzxSkGwETa2YmM
zV#iDnyXv04VQmpEQk8*0N^?Z+plJJG{D&^%Kui*PgP2hIkvM_9)QE7EOpri*IU@YW
zu9U8(2Apvus$!PCpym@yOmQXkw%0mAXFaLc{-G|eH7?C)y|JV|zlCSZURDs!GgY$S
zE5tpc<XGKdB_Qd829k4=GD5>_8G^^zWr;PS0d4(j0~gR|<53tP(=wrX2DueYT_D5@
z(=XlDl9IBaOWSYCb2C;GVdpi*3O%OMai3(?_l}UIW{m0WDWo18S){hJq{aaAOtnMg
z_}f6MqsnokCKYr86jm7tQ!I%Bx7-zn>!!=F?Uu{X_I@q@$lI;FpREk3xNgG15_=FI
z1XF!?v}%<ygN9n2bdb|!BvH$kQ~Te@2U}~<@ev+0&q2w}GABxwY(W{(3djhO4jXDf
z`^b-NYCgyX2Wl$;$q8idFB~h`JEp2*XZX!mXPcZYiW@7n7*#@K<LbZ!%AwS@b<uUx
zg}0w=cmjXwvuULuh$|yCq^M4V<q0oZOQ_#=O8@D|e%3Pcf}Hw{9%^0aw7;P2Ncw{H
z<5X`A%oVjC94sGb2;B5uWhDJGHE`S1|JLVL?-WIpOAI8wNNj7A*4kAr_3y|@&zUVN
z%^qrbP<NEs5NX)WJZ(8^)&KkZgi3uwyHIS*fTca;l`}FWAbIVmx{9*U_fMJnWXhMR
zO>ha)9#8ra|F?Tj#6se){D#6A47wX49(t{ZJXMO?au?@6IM;f#YCNpv8RTi}&91_+
zm0-S${Bghl<uL_!e(n3`!GHdkXwYLk&m)J1vhL}1@;}i&7e@Xg^z(%Zc6GkAw76|r
z31)S(<7+yf+rS<kb-g{j_@vjwif%}G_}30U0Z#u~YxK3ez+1m{#=TfK^V5Iz4_bul
z4o`0}>miNlf0Zm=j9j@rf#5&<`)1f~LbpV7UWuONHxQM(-*UIkq3+#~UL-i2FxyoW
zvo}SLQONBJ!N$R`PWAts;jehvez}t_3_Y7bsyy6qECT=4s);qzz0h!Srch*hG+=jv
z#bSDs4%0>-)Ni`XfU%yyJJb_f{|fcyR9MM+^I)a&=e9DO{(v&)@%5LqJzaXYbSzK&
z{A~K@M^p3HuQCn}AJNZx8+88F?vvB?BY%Br$(49tNJek9X+1Ul-2UZdNao9lZnU+-
z5rup2-&@dMSyJBZ)(dpuJJYvXo=FY;6afb9NVwZIU-q#(H)wDoAt#4fx_%?4()my&
z=CGr2slQxzWI>Qj=LT@)sfgTkYc~o1{<M$H?LDud@xU#$#h1%U&v+kaNsaLGC+36?
zMK4<TD-8~rDR*`=;@_CZq7b%&rXZL5WK^oE6|!r3NvHUxLcpinMY%>Rvnki{nIXkB
zaOb}@yyML8CEj!|JF0tbwOXV2>8r}$B=_SSkR>Y516L!(?Can9DCE=RI_osWr@v>m
z&PVvAIqhhq6$|RiJ1sNz!Db$l&ohlc<ywR#{gyY7l6jI6F;X?%PM4Pbc;92OAm*_v
zb8;{0?XQe)PbWD)lYMS<oShBMsJd|+n|M~YXH{0_r6p;XXq5IaVNxZdt!IU`cE{x^
zsmGu;);aeG@RRe~5yVxB{2Tr<1n`~yU@*^I{5ykply)J~rvH!n_|1;@cj!acLEo6h
zo;$zKy&h*e{0CBXV)jla9na;SsgfdX6VK^%P>XCfJwgLcN1eNwA~?!ayuGCJvjX?_
z4-a|oT9?z@aPJv*!z<64y<Cf6Wpw7u&EEn(hk9!7u7AW`n)%ZF(Y<FLkiHRke(?3M
z9BiFE=lwh8rq#Ww7uWq3eVpp&Fo&Nwd^iA%JWc=e7m4q6!Pf4}J3x=0pUlp*Uwt#*
z{vXJ>|3F-~QiR|7YL;&M%B<sfy3~$lP4@O8ry~Jq3Iz1;fDjG4x(WoKXw?JGk_F*q
z*;4T|TD~dgyN)&Mz;u8YtZc#<Dal6rLu<#`6P<lSJgZbJR5z@1{B#h`N6&ydpWV9F
z=iYpSNsU^nMiOQ1N6A!oDVwBo-ZH|!c!VNb6kBz%CLTzp;k#<MCfMnEiG2=UF*{t@
zkdaHw5t>6R=)M$_^6YHxCdUlG9MRWaYt(Jt2pHqhkr*`tnk{vxkC$>15h?L56E~{4
zX7xUh_%E?dn$t`wbWM?}IexR*v+Nr~{CR%w(nUnMfBh87b{ArB%1Sx3qHOLeGg2kC
z_knl{W#O{ndCwHdifuqs^Mp?^y3M9cPc$d_hO<doJ~c}+#7jwxHDT)#8aMy#(jvND
zf}2!8Niw#6n2=w{-c)CP@Azr)R!bI7E`%OVkCdc~bMPCeyt8UL(8bgMfC^PyT1JYS
zN*H}yS=rFW>r7l%UGkZ0KkoF!+W|?_BEMd7LF*c<Kn9m!!f-;qmh;p+Ue7F5or;6X
z0GHJ|;c8B*1D2kYeSj`(q`jAaB%!Sgt&@EXKc7?l$vRrMxHMDZQ)%&9G7X3{D~%+K
zkD`DgAZeoUsQPDpaO1f9C-xBZS~1~Jjtb13lv5@p4a=d!kb=aEpBD%gXT|lpm#J^?
zkdm&bZ+SThM@tmKBjFI0oOE4YsA6kFp52pWhn?ty=V>W2k--{2SCnS7wQ!~`IY=)j
zyba9!3H}MW*bc4$usQ7dV%1>{1hVnk`oZ^&OiEcM&8Oy4xP1S6IE(N>Q=s_TB(3n+
zvBORdt{COkwW7jR23kk^tTev<W7wHE^t9aEO~!#6?BfgVy(a7rLvI3BmO1eK11QWD
zdSAM!9m9omg_emK|D5OUdR1UExcMdX-huO@?X6F51<vVl!fY2;aqzP0cOjsd_Y%Wx
z7gFcbA!+uHu3!&3rZ?b`Pbn{XuYCKK?v=_l!M(66*bvWpdZ5hUqI4w57;b@IRXlHb
z`Dcy34CssFYE}Bd(|7t{4(4x=kLd-LTIMmu6R7YAn9$kCszjN4zCKMyvBQoJ<F-`8
z?~j$5bgrWl2VEj_aE7sI>qK^T>mxJJ_DqB6rWRIZItFGp;&cBm#cr##xO>`PgE0q>
zx)u9-%;cu;(kHoRH#&bMBKPwwQv-`1pMM^CGw+XIyBz{?O6(MnfdGN}<+SiZX~_({
z_(!~_AP#puucoh~rNl8*KaH=7c~SXyYujK*;gP?BOCJP1A8IQO|Jy-pSFYd;XghH8
z<8Ig|hgb{d;mQKTu1>Vz4~LV9qp+0WyO_<DINe)hoJzF{I`Z#lwQYz*z0zcLTGLT0
z$A7n6dO!GDiLUPu=sH~nP2r;-7aWJ-ku{?G@x*_wao#YcojFO5O!{~V%28jdQ{w{i
zi01nQCv?2CE`Juq4?F8@wtYQ^mDK*hT8|Ll`@N^w)Bx$wern~?m-d{D7Y=DdguE4I
z@jjUpn$$F7yrZSpKgwddxXXZ+mwYcl(Dmw98Idohb*bDfR@Co4W1g0N$`7X%>pcAT
zQ_H2*FaSWpUHGX%X<iYk<<U76;f2V(pOad>jF!5SE<H{ysT_(5e|Y;HowqP>tFd>*
zAw7or@sFeS6}zoF(rz;?>N1j0GhHN^e^$ra=W)CKz*k;)sKWnO{{;-AmKxOap?To;
zv&%Ef9)U?#p?6<CJM=;Mlf!LuGWF@p6p`?W+0TQHBbIc6&mk|8dgY7zsbcnk#OWww
znDcP?CiBa_d)S}CdVdbH`0d7f?f*auJx0HAe+!uX4`jvk@VAkH`o0TGC)e&B&d@<J
zxWGa-LW4}k9NFHeC-XmqP44>(B{C?m0!3D!1WOUv-n;>!Bos+xcyi(Ov(O@m3hCt=
ztPN_6ZNWCFxyxbHNJRUN_y^3guMP2^w7kdblXf5Zh;pn(j(6640+*$U6ieUQbD-Ss
zs2)~9WI@#+!wm{l$cfgn&}^(#paFuaFt(0zgXZeWF6m;Is_HzawlYf{yf6Y__wK?&
zR98tVUa@uMv3HilQHw}8g0>kO;8Rz<xQjrj!9C#t%#i?3Md}moQqfY4I!h&qIyhxa
zXU4?`*K+IEvV1a{2i!YAeH1a|o)GTbR61omC|+xRh&V#*4X*&a5%vMhSluvj=~-z5
z)ecoaSFo}76BkVxjdCDM*(h5>HEX{y4v~5-{1+OANMU&~y{Qxr*C08tEZ3iY#*X6;
z@!>+dU5biDDwmykirkuZXMn0t8m0#nNxFq8eHN9zw8YvsIJ;%eksPbq9X-{GMR5Y>
z=q;|*B{g>^0TRH*X74J}^+tfvUUV>hw<2)iAj0l1LUeBql&wnWxtN<eo3DK7B6Uni
zm04q`O4ATkTCLGut=Z`Hz)+))M}5;5#z(&GK3FmXTJWL{r&GNY3%f?4W4<U;CwFOo
zstDPEik)sUKKaAH14tWJ(t~(IHTc*fFfPFKuI$tQ#NUOd!h8|w$2pXa-0_>bSN3ZK
zt&}u1UTMs~Uh6T|IeYnU0DJJ$QoF1g0-Q6s9o?tW`3^s)%-Ie{E1%X0CR1(N`Xyb0
zUX|dJq#uVI>W-=J(qEj(H3C|L49`l-stl+jq4DE;9OZByvR=Z&OxU6Fv!5>8|5_^D
z&*elov%wH*A@TmzM;xD<BlKNgxWGs><!xY(AA4n``|w+(Li8@zA83s(DVFj^f^fk7
zW5iJR4I&|aD2MnZx?bY`D>2`S90hXl4T8?ax(r2jMC}>mkVU3sM7cRJ?-jaS(bU0K
z<td~EW*M)Sq4a0_+WZ1F-7Ng*y94sU(>nGaLGK%z(HwDyaftpSH_%J7GxIIH-sEGD
zPVNT?!Xo+wL?x}=`5f~hhkD==IM<*S5D*f*LqD`Dx#3rR6<*SlAenV?x@b*Hd;M8?
z@GAlO^wAwuIgumg@2uHPGx%~5$$HTTYaOmxt4xUareILa@831}Tk7#{nuRf@O*M)v
z*3tRHpw-2?&9yAaW#|1j<j(rgv^#2j4rx2&fNn?8dIx7P1upa{*P5+!5Rc?t@d~Yc
zmjBk@)GfHS8NdyAu16NR*0BpjMMaIhf^U8Qisxlki!G^TBO%VQenyY@sFC_avyASm
z$RffoYWIHC+7yU9eE$p%aceM~S$&{&sb?$R07s?XfDR@}H-ax0+=-uUnY;9-<%Jn&
zTsE<>a`n~>kBv_iRv+>$JM0nkXd<)!-EWlx;g3MK7tP}zPEkvK$$j+T^ysPA=Qm#3
z+O7^eEj({|cd)_S+PIZAysNyby!8Lf2N;m;u_W-y!hq|3VhI8Mo(ksH=EflC@44p|
zkQ_~AR8FSq?UoB*<~kx4*Z2p?2B;s%a7}R^H_?RM3}srb#DdKzXh(}ay_;i0g|n0r
zDv(*zOxe2?{=O6u#0GA(1d!$ZQ0^^Au`;VIiz6~(P08`ST0UabtN>8Q$3&!Jy~~(I
z0)HlE|BlB%Jz_N#XNj_coy~K05;y{sBOe2p33QBFh%n}!IN^%G9AZEbLc1Wx0V?wE
zc#?MXd$cB_mD<(JF}|@V&cQu|gO#C1QynvM%E%OX*Desr$kwXx<iSK1%Ipv!^ljI4
z0M=V9CV1vGBMF`gPzHEIS=vp22FzQtTZfG#YQJViO1zNIC4f!9w#0RBw=wvQYDfl~
z7<{vIk%n^6=4sH_<CJP-t;p$6S9h4n5a2aijijSv#MLg)`YFgm1f+KoQ%3rk4D;UP
zy(pnAT{`Lgiwah3%e51#UG&Lr_53wh#cR|79_N#`TXO{d;adsK^GUNI1DRiI7)ZxE
zk7A<Eenbb`E(?wzv?@v%f7tR@NVVZ<+~gCEuO}@0CNs~R1hRvHO8>W(6}`Knb#XP&
zI8&4Q9q+J5WWP!J3{Z!2#7w_s%-}vX-yta}OP;v+Y29<=IP}ji9u(P%pP&18cD4_@
zi;J{`zE8H;@_$-6PM|A;uZ)y6>r5UA^!9wgLEEB;#nVnkdIj1`+$*xxKhp!Q5dNBK
zj&ZcHALGawP<Ae)dYPrQ#r7@^8mf6jo^DZhBL&>NN*k9_i-iZDc{L}Ye2O%>vGzqk
zNBnqqzVgr~ezW{3E|6Jr23g*DFvMj8v#2GsZ`{0=lA`8_UcF+<bd3I!I&^6x5VHFb
z@DM+|pmk|c+J8%2LHSn;W4de<dm~LL_LP~*5rlP5TUTzfB^uhVI*V&7ncEZR9iADo
z8eOjfAXOT-ko1c#uu5_gxhaX<6B`KYi&Zsk^lzVsYdjP9xVdh19N$w$kV;FIn{qzt
z&h%(|29kw6MaiQAO8e?wz&Ju6GAV0{AD^>46D@!7gzJ<0zoCUE?hPlNYMo|IJ==No
z<|%w7T%M%)k@%Kf{_+$X@^O;JJ0+C1tUnX@-#hb`)-b^+vfT1GL8gDcm^3l!ays=>
zK=FLQdAH!%uZ4&KbJZ6){oU~!PKs_tu8l715uZMLM+_?cfcYHbh2QHw{!n~lAt1SI
zSpUa}K8F<PN>1cfYgg}n|Big|L1>s-INVC3Bfl$B;QnXV*oBu(p>w?TsIxPT>>v4!
ziSHd(Y^qIOv<T0=IhAVs^-<qBV()(-K8VKd=hbpA95$t4HhbV7ufA7VE3eNaov@%N
zakkHWA<72ve{LlJ9P9wMF9aAMlsMa(qwg)?PIELDOwTHh9EvJ*0=%@}_)@h0JWo9<
zJ+(;3uRKoEVLwDc?;W7Qg;2;{4}_XO+Lx+!&=r$GPW1N*m@6-ulHKHysMJej0vI7Q
zVO&j=KRTmnuoebg`i)UD#J5=j+a@eWv4;6W08X)Cv(+ch+Nh}}3k)E=JTYn2U<8OH
zE|r{}p4ht^*+6;c?<wRc)-_U}(voD?01R9+S{EBzRgKI#X3SSstnuQ+a3N)QHD&^w
zmHq=0A;aOKRmffeo;$N~LTeqa(Hqd8k}XRF5NZ%87`)WMw?j?Ea^9eX(Ib?hrfMWa
zg?Oe}pqQ=rj*J!SCR&wjM=dpH((b*`-cQXO*_s^iT#Rv`eP9_;+*I#NwM7{#o~QbG
zAbQ7nEu+XOyY#P9ifV3Y7Ae$<7FHQvUiT6+NE)fD|3YcDdF^VE<l+l~RpfzKTNmC%
zKTO7z5`<%!RCoW>b^63$$r;YF!|oL74wGtUv4y&t+d{DMO&S6786mThiiPi3;)pEl
z$C?IhjScw2&_z0MW-fD!U8*)Xg0gu>z=Raw899O=6^I8S^|ruCsawZXV5CnkK^(kW
z4}MK~Xzj9NkX35VY(v*atVw-;7SzgmFeWO412L>Lexbwp0Ae77N1nZxE1h3i;x%TO
zt-&im6t~q)a}?rt5=b^-?)WJ)Ir(gCjk=tHGcQdaNI-i~pXVW`%@PekBCqZT7ZX8j
zR$t30Mz<#~R$k5_#@_&Oj&;6R)-kF8IZ$^g)xsmaae(@b{uxiRo~KR(Mv7&=c)XNP
zXW70)xlue2PSKs$Zb%c@INn^7QOinDpXk`WlyYlD+5Bo#otD%R>89~t?d0B}u(KhL
z(IwZ=V=JT~mr;jF0#ewQp?pp&Oi<c5V0B1gOtIU#M!kvIA~qResK~B_JSIIzMlXiI
zfqn)3&~{JD7cR25QZ8GX_YMXxRl;ifwpz4)9fh0{96jSXtotws7omrWtb)!dT5kHh
z4>DPqsR5Vs)l;48gyA<!EKx~YM@ut!*UWZ54xO$b>v1EL=;N(Ui35+V1I?D;5&gjU
ziQc=_2{N~sZ-<2ggoZE<a67rFGs5$D65h{i?pihKR>jYid&cL>gE!d~4;PYlJR2?b
zu)+`TNP4vU{BqP~#x<zKnbT%`qlfatiB#ZaVzqYr#xd2D6HzkRk!K1Q#JN8oyj!Hg
z&#;iX&-}U=if^+Si+sUqM~r+xziEG?XK3~Q;Ky?thUYgXlGLO6fB7LQW3E~CPph2L
zl}A$i^u>a*A%ld+&!h|<$2`@Z05&2=z+wUX0KnO@-%A6qD%jpNcz1g;<bS~dF8dTp
zh#ZmK+CYZ_aGClwMgn`D>D{HijIudT5t`c?U=;l7PxJB>vysqKoTWMu1i>v;<}_t#
z2LnH2n9N|^P{hGQo2;dab~v`(Vom^IlV_FQv^e$EjYz<j(S2o_fM};<<^jG7;DI+~
z?LuHk8BnrNLtZyZI)vH5E$n<f?dj6gjrJBxsHsPyRhzqgQ!Krywra<XxhOnzsgWTO
zdcJi_ZU$nSEh_I0uY*udo*mNKfYMZxYsE}jAgxowPwSwZfh4$$*A{04T=*e^9Kc|H
z5-8T>^5k%wC`P`UK2b|}fJTlln-;kxQB}&&Z5Ns8h^C^Y(mZ#<Y_YU~B9n?ybF9je
zmEkT*UP2W{u4E>2=G64itT3p98$^QeLJDL4LJ}3XcxmgwxjOHBUw<XO;ZDbB2(674
zi7%kjCc0SCLpwsJ2jA8+{5W(~XPs~*Go?Zr%m59oofB$)m~GV73fpDo;V*K#PQWTQ
zlxEJd)#4x0gAQua9-c?EAGAXFbdA{&58Qv&unIUj(H=hNzoM$<%*}vlYrnyRwi`lv
z#w3zeB3+HaKUv4dD)Rp3)&xuZN1>1pIo-xe12VtsrhD<@^rp6!81>&Izy7+(t+c`)
zT!j$IfE2#S=_)DE+pCF4%v3&&SA%QwWZPX>JdPD4>#L+wAg&wRz(5QTkfLoc=j%)s
zNU}0?YppJtjO(v)iifxvKMLVrXfTPMw5P4C3=feiqgQkr%*_72d&kr)c4<_-i&eJC
z`4Ud|?*e+f_tJi+;c`!{2V5mnW7T3TiiyxP{@&{_-Cm2vpX7kM*sj8}=cIQvPdVts
zQa#5+(IYng&TT=w)R1K(!^$MYUJj<J>GXbx28M~0|6r+LV7U@LVn^<3TswA&HF+e=
z)H_Fet*M|Wwkz>b!$@ZXayF~xFU{-SM|YRql_<;Dx-w5`?)uW9Qd$q2DC8WU_t=Qh
z<62o5-v&9`IAQAD{@-}P1m0egc7#hS9jye5w%sW_?b~!#SGcSCek^Zf1`-?uH>GpR
zE}4~dH$^^}p#bEfytw)K0ea@sWj`Iao@Mc!jnM<}OBWn2x6aSwL!VCBH~u#BI(o5b
z%en2g)rb0jYnOI%|CzTv=B(p^N;}cAGuOu``(3!z^A@9Hjvc2fKA*tPDdl}~eV%uE
zCYaNXCr559xmxXe=wX#E_u<ju<MqHo?sL?czw-D`ygrO|zR8Y!JK!APuYNZ4f%xx%
z6PMnn{RdJJcfdoYb%^+)wb)X+_Vd`ES7F!$DaYks)5s?R9Qha5^?51tzQfz4LvH$;
zpLz?n3x(8M-@}6n1`h5B1>oD}23a6&xeZlp3x>WAifso7*~c!;&@9qyA6C1DBU_Ks
zZdzFgvJ*4Z;m}v|Be1cSCv?(MGmS!zht_WLw3spSL9~K=kM$=lEsB-G*eFH<QxDno
z)@r9O70!kDqL2dDYH0ZG8ycCGM0>0iDYnB1`R5bvc?wr;7XkYeNL~ps4o~JxLTj43
z&}CF*5tOtlQ^TG_e)aBap$RRJq#P33q|VQy;6%l7WN>s@pql^05{2MPVY7|FXa&up
zlBptpe;`yh4g`op>%^s>&6JR@iikPDY4dA1FlGpCRVDmh4$Het=%me4iR!w$tmcIL
zV2?G0?WZWXwQ#|cob?L^F0V@pHUf1>fV^||I?fcDP%SVnYUVf>fv~VPOOkhx5oF<}
z?b3{t!;eredE(%Qx^jcyntu}$n~~S}mvB61Uh7hQGhi27W(}Z)$SEqfPTsZXqyJSh
zA%|#}$|U5>RzOd)%F<tSE1-3ttZ$MWqOOStT)w2zSZ5NZb3__^<8jK^S!wpIpt#ve
ze<gtSGv5Y&W1RJaz)t@Kv(l5+zu>QC*lkkwtnRh}e8ib8&++0yhw0uocyEPr3(?@_
zO2vjOlv5>AZVCjrSwK=U^~pHP#+K_!ECS9z`!mI>2KR`m#AIqV!tZ{)^s$ZGggo7U
zwM^vf;BJe2otJXp0z=7!YpES<VcloK$S)|gpDp?(1$X~w1NUqC_sA?W5tqJf5Fy$j
zP1?0WXLvJ}mC%qodg-sFYWZ|_=ny|lv90o8MmwrEhq%Lo8X=<}oN!PL%V=^)z$hm%
ziV6gFUW#mulI~niinwzkh_YX8pSbhnP0!)?e25y5x2N4mXgwbLdT^;hdnKWMpfx@y
zgMaE>>+ZPaF<7Re!K)^od+^JGG#?IJQ*`#6o%T9eIsJe`g(6AY!%{psa8X4RyL-W3
zH(Ac=Y-qb(E_w2nwrtnbW=jLgWT_o{nR#1xkv_{Rid$>bay)9$`H6nqCjv?H`qFwY
zgGO6i3}Jghp#K#Aw&xT|Lls8N54u*rNx+qsC%c6v2vS$>mA0jfTHK)^QpsK}5h~&g
z+J_f58L%8H+lH&<PyJiE)#%oag@O2`T6La+G~gyG4zcor1=|d#I2fML-_0E8NTS@&
zv!6(P#+#h8usKg-VpU_ECl$LAOBD>cxA@H|(Osx-X5#|)#n{$4ziu!7(=6Bv={d2D
ztI5EF8qy@~!+#)#&)(ch)*x>hcqf<HP14@~Vel;9-2PouPej18wH^K5|4iEV#)>OK
z)<4wuA&131^&L;>q29U}GUfq`wb}F?P56!|e#Z`swj1XEivtSA9QO7WVF1!Eg7cOt
ze&*2YA8C^E%=h6pJLJ}P#x@_!7CNP8aI^h-Kb10*sPHz+q1mE%BG_$PVcmndOcV|P
zrw1Gn%4}9skXKW)5;#Y|t+n2Xf|4`|C>@r(DH6=zo=|b`TVDlddO%NUPH1y<@1m3h
z7g6$JULYBD*`QuQ#U8-eNBC#;vaJG`&h3LS+U)f}cYsPRuYlYmWw(q8p^^LjnFOp_
zpdvGt0@gmUDt1f+MW&xFF2CwE#EAw;rEHeK0<QfPQ9HyDxdFp3xd1tK4`aLI5ceS$
zw1|LR8D_Z808S%zi8V4C3VL5pQLkcTnx4l<gVbygm&nQ7B?ieG3N|uq(hx6=7jIQ6
z$wn^qaVs4h4TNBSuA89du21rg4h9t51m<??`lMUTB139wNDA3(6gr{}O==cc3>h<8
z!5Vv>@`M;NYDMaG&{`BL8cox~E1*Or(Sb}z&?uLhqVC0>7yXc4y7M;j<R(j>B)v%K
zR8{dK;Pvv=Fp%bG3#N~4gy)73t-{RCR?I?kttuEgOLZ6Fz9PJ>-+)QG&kp$nw$LtL
zP3Mhg0c@=(&KU}hGQ0~mv8B%Q(ISfpMR-yM|BT7Cxm0mc<wnp!??y&8nuR{gO!s<&
zSw_pnHvI0OW5`HBM8<Z4ddIJ%TN@Z<a5;q3fxeI+?plep^ki-EGUB?4m(6d4@c-7$
zy%r_SzT^<rv+{L!;tS++p+mgEE6>zm!BoM8rguVkG_{CZnoKh{7VZMERG$hAISZ9~
zpA?ToY>4YM98CUYyxZpvj1O(9$6MO+AIXQra?S?dr~sRMonxV#C_6%1_H4T^_{Y@Q
ze`3^BKsh>MH`ZD<k{TBGMQOl?86R0GRh1dyzY$z=5jxHtwq0!_BIkiM0m?rD%663v
z3eD9hw-55o?&bF+E*hSgJk=`6q!l+w4m2wc!f19kQX@*0Lcw{wz=8Zsm1i(8kQZK4
zSyrVDoiF@%CNxxgDaYdIzV5Um&!jIe-`uAP8Gq^Gkmtsk86NxN6g_lHuL5>0<gj~v
z*nwXz%yw!^KV&}Q=Ux->??(x$%L<m@dtUuwv%_WIODm_qF6P{dx{Olmrh{Go!H2>W
z`rjeqb;q(Uy_Lw7;|`k$OWPYOKW)Hliq+icJDKZ=aSwO22Pk_cxrX768`?$rS{`RL
zC+@t_Azcr8@RuSlVXph?=>roP9m-Z?^JBxa9qB#`o3Q7<S@qjTIZwh~Ju~nBuvl94
z`o!>7;otN5F7JLq<zKnQ`XkkqIqox&)Fq~p>mu7<f~UUp9ug!e%(t5auxpU<|1Y}u
zU+FL#j0+myD+Vwgh(*x5gQvNBH#^+)XU$?EEjoqBw_Uk}*zy|&aAzKjs|6f;>+VRU
z+0yZ9_$5l3`2jLUewzW&2K$RNc+*gdi7kas$6BF)-mIm1J>=7_)ySaS*KW{6UIM@_
z>|G#i@wEKK0wWa!T=e6hcb7zXIL-Fsk;?r13K5*<{TriUL-9#`A6saTT$DzwJSGXv
zZBkJXou+cYQ=Wv8eDsBPMqbh8C_(>DV1_~4-Ace4X@(wWo`w}n`%*I{nzbB}cJno^
ztXRvJ!a9ORGQN6S`qpGgvbmZRXouUbX@K%GIf&MQ%M(GS{XGkgBXbG9XIP4r+&GxI
zg*|aPOdGKX^3Ha?Lw)eIYM5p$;(2x}whF{0`<iuHH4_*_EkMCo1!W9vsun<Or<oV*
z(P2=9VHeJ)mT!_uex$C!ZRjbUtQy#;s0GSv5tg#(=pD*1oj^=-(nwX7i4hR=m~X2=
z!!g?T!pMy-Ej?u*wZ03s4A=p%TVl5MW~(C7!Q&{CiUk}iS>;g!R7dq0LmakU<My&=
zk`u?-j({IrE9Fulb+=}-y^6qaZ61iss%9oXbS1%t_`xb{IWM8J7T)eH7iy9(pCf;Y
z1@gV}KxXG5X-B^Am|rI7Fx%Kv6J$73hqADB=0l5uu?5{m6H@NiqN@;bq6zcL1~G@(
z7U^vj%MMj6&GM!8y0nos$G=K2ayT96p9`T(j|W>vwQ590;Ls}$7sI?ue^ng&t{HX=
zn(s;5OGM;&oM@1q$3Y1$hZrp`Ei<k0D^gx^{Fvq4&6a9Kwro$yNFe<==u2~Eg=i#1
zyR?*Jcbm+4@t4fBFs(cIRfj6?6V*<-Rk2ECMB$gd+*CaU^P`$s&U_2DQ!R_EXno$>
zcUJe)B1GZG;*9o}=94gvjBLFn|Fw#v^?`|lG|GhpQRu^Epj%}zbYj-V{IOIMsy;vy
z-&K-(-x96;r8weg-e_tBMyu)t*0+4H{uFHIg2Ka0mChGCfd>O=!-m<Y5LfkoHxMH0
ziR!tFplzox<xcm@=rH$21-GE`K)YJ)7lM>WnH3I0VLCB`F4vm}&k7KfjK4T%dW!4N
zIj$qF6@6_2aC2Aajq8}D&9;V)Ls3VwPV`9jrn^1j70$h|*wLmpYZnKb@^oxzZ-f5@
zYvt|y>F}k~$60xmf2zg3+MVc~I(I!1mzB{G7uK&*JV}#)g)v&}7Ww?|pIXip)ow%)
z&U{-tOn!YX<op`;v4>Sb`ohS-uYP?vFCFn`?h0~?4NeefU>03v%K?m{HIxywz5fM7
z4$UFkhxYpb0U6HzuZUzjG@zhC3e6&O9Zm;HlLMVYWN}N2#M7RtrqH>nn$SuB>q#Br
zvx%oz`~6Wy$miHnAykH$K8%H=;^#dhN&NE1PcK#^q7mm`c6NB9V8$>VZ7%Yy4HeNh
zimY4b!(yaj%0tSvG5L1^C>?&UP-q+}o@RQRS^=0UCdvZ9Qjm+(UiLa>*=)lLIt6l;
zXhMK5T$A7*5G<>OGhwrv8K-sdYF<z=;_=xlA_Hoz5RS}?dAtN5sLC=;MTBQrd!c#M
zRFSo@RvCaTr5(XqVTQ3m($~^(j%cr*4?_#BO)5aX#Sc?cF`jH8<Nz7b#hQYIR&d;q
zv01%xfr_<&J<jgn5q}|4moVFK&kYPN3Q*<bPppqv-f=))kIF&wib(y$&d35YVm=Qx
z#;s&;YA@ccc4_%a%E_Egrlcb%iVZ;gCB(84i~EMNjxBqvSlYsJL_Fa|>l6|5O|A~H
z5zPH^xwZVTvY=ccnrE>7I1DD)CqT*~R<pUEKe6RzdO4G`b+-lDrUS+cwK&rjT5<S`
z^$nt;NQRzo0vScFn!8Fy)Z8eh+SiPgZ+_zaEb^ItFSOs!o2xixhRt}1=r!f2EM4u@
zEziG57r~LeO5HXf0iu#V^^0!w81mXn$cOi0Cg@MwkBlbDwEVke`4JS9a-SCjl3m*O
z=~aP>)McRfhetqlvM}r*r7k=g1QN(hkqG%QVgki>=|nlu#Wgs~t&Y?DxT1^|V#mr_
zBjT|Lmvt)TgMDZ-Jp|^$D-t+3?TRGX6pZtOLSPkT%$p@@2WYi6j@CA`iE>3Zra))e
zqxI>XFGU_!F5|n#-&`|$Ytp6V(dsObZNJz3Pz)N7ngy+_wabo+%PtUvINg;~8xg-A
z4zH^9xRo>86}_^?XB%C~>{EfR@tDceOq8z5ptXxSetGItYZTSGOZv{FHCJ>3PxE~l
zaQTY0|JyUL;<g`^qr=C)%vXd(dF|(V|8n{Vi@p={`ThL~laNQ(yj>S2n(x?e?fAPl
zqVSbfRmjJ+r|-hL`)`WB#IcrGx4b=<E292YFHd^?;eDEZNZIY?qpQPO;{JhyrrFFj
z<cZYmvLAb{?t!$8;3tGJ#+1m%J(2J>^~dD=!<94__TWa8UfA&z)Y0)lQl#Id1CG86
zf1Y4Vlah0fcW3YluYY7H4%90cwp#_1yQVn{Xv^mWlceyBwlMKK2Ed;y!oCY?wOh^V
zVh|$N?h;TI-z8z+b2(<a#z(+evEuEsO+Xo`*n<b%+PDc&+_p4V$fC}Gw6=2x$)XU>
z&A~&*HK(@~WgK=h5)#V{ZFH4fOvoCzL><$}WccCd0ne3Og3uqJX!GQ}>QsrbjjqJl
znhwXJDJpwLl}u$@12M6bK7ZwBGluFkG8I}&EmndqQrWTP+*R^QZ8LIE`X_avP60}s
zQQj6%7(<_SeMN+yHZ=ld_{vMn(97ye`OpD=Rx~Jz26}5=pJsEQp|50j6;1p5j|_tQ
zsR&F_mbfcdE3jFoC9Zc6=dSDh>wDZwnqRY-2r7~;rlQ8T&Ef5KGPf%jp)onl+Dd)p
zj7hy7^ff7cYOg`P_&ounG;KSVec}3&-&N!fHp~?fgXCJ+9FRGH3qezPWlA(+P@*z*
z5Z?P5>q-EM9GrDeTMT(7Q8Vksu{9cOa8EPS9xaz>F_*l?Pzl{xw4Fw`IP*-$5Hkyj
z8T2(h2<*F~sijk3;0hE$<UDiLhzBs#NFv_~Cu8A}>N|xpau-)%72oXR$gOS!Ms>Xi
z@;xht<?}`E`io1fl~cU^#n0HM_a|x#o$imCRO&XWQ?s>WdCby7RAugB2_tIwhBdMU
zIrSGW31+>(wyS7F<fKTSh_nqW_h<uKCd^Abj?u#J7|q@FB$dz5i(Yt<qnwvXy<rve
zeq*ItQAIlSEIlYi&E3JzcC<`rTLu05J&smo*Z&XoG+k&R!?hh+x_0C78Tl<f?0hTi
zLI$7E>RBNl4ES$g)tF~kJ{Q?L%LwY-a0gYnXr4)@ivePoS$cprL6CXhw+~z}(Fx6*
zaW-By3wbOtu&PS(FYCKt&m7Q(#Lu4e$(e*DnlIRe?6~G!#n?mZ-?b?U&4MUIT}pDe
zS&G^d9kq3`2O`S~WW-CF@Apt{o~`rgymW1+Az1yIUi5Cnk^AamUn{mK5q_g;OynT{
z0W!C&YOb}>WFLwWZ+#m-^uFW5((}YOIv+o35&yt_n(twJV7-s*={_?OhzNhv(W*a9
zGn)|iTlLpnzIY-o@bbCV-u3`9vz5;s*Zp!*-;QFw{_38ASom|}x6B^b2FpJvQC6*8
zS7^Y9ByN#@bUL}|*Y@Bq>`cb;{aqukL(eZfR$|`RUlY|`c%Gh>(N2-9CA^>3o)f;S
z)=Q0w>3F8|<GjP{nTy|6k0}W<X8H7rqDKSJmg&T|5B>e6{D~gl;Nm{fK>+jNXupTN
zk^n5q6^y}#{rgBCn5Mt;dopm=^!Hj_HUZ@KV!*5nW@ZMY3+%x6fO7-}>(bahY?2@7
z8-PL<1$m5u_<Rm<W<}D=RB^1BV+ZqLD68_-SaVE`wX+R;6xormnk)wp;X>DoNwxyy
z`#_|`Q=-=oP2x6I>K$^MB8Qn<)QHvzpd-pmBu8)OI9qgphEdsz1b?A|1t>yL)V0S8
zEf7$Z84KF}ScWdOunA*_R_2Hf`fx<%HVF1(C9)j~zIG=juvZx@j9)3YC413pjl?;=
z@DT)gcn^?-v!TV$WZ4DyQcu+0*nvU7A6j}QZ=g{+9G1_qRR1vt3m0w~nmy<M=W6<4
zf^bHiUzJ5hNY;$99m?7msvJ4(kAfi9Dxh6m3iqI_X<x)8jDoohRh4Y#OGU{-s3?oM
zAUiCU97&YJgFliA?$bj8IQ1n(ksDIXE!~9xv4pvDraE<SMj0~1%kkt0?IOYM{}e9=
zr#VdFR=V&2rOfo5#SkE~%>N1vtLvzR@UZhuoo8M~uF@bCKQ!o<ND*uGz9>7jr^KK4
z0aubTiP0rp`M50VxlStJ#SbmjVpxf@Rx_oKN0YklHsvdWBOG##v|YU`L1v~GEt81m
zLcOz+Bd0cbYh_2gOxFVyb1o|AorlZ(%jn%|`QQg#9F!R6_=0nE9_<6_D6H$0r$vF@
z#j;(u9gL7g%|ARR)C1#fduokMm~`w@X5=ik%Vyd46-a<yE=qQn+>t1rC1tOb3a!dK
zBTsQ)MleUs>?@g-N0~`7tOLlJ-5iYN&2o)yOmRg-&z}8om$snMii(gX9olrRYOsG{
z)4dZPz=AnmY6l08@*shvy&$^sBpaxL2NHZt>Er8j9VR7PMBW~x@JdP<b1HjqBV_rC
z1;^-s9KT)Pd=J_BOWh?xsQg9eaf_Bw#){O*DZ))g5WRH^*?CLUcdK!$u086KVD_oT
zgQv8xdiZg(7~d1j-aC7pEPP#bmimn@o!+yQcDp-ak`Q@r^2NgLu&w^Te=p~@%ng^T
zW!7NaMUJVD_~UxI>GVZ)s~giSz2K$3e)#Ew*+2GFDo#1CN6j1`-)Wej>%L`kYEMA7
z0ww?Mj5c1uV-?K0W|dD~qZA&@dv%-$xg(?fR$w(>k67z{n(|TE_w7L2?>l_oF0~y(
z>p#4ev4$RXS6NPC|6wdRPkhlLindR3=yBvd_KAu4RKp<nM`b+zzxp|U`;+a~T4DPF
zQFu8}r|plH-9ESe|NCV7#m-X$2s_V?I2no%uET>1RS(3}*<;!OhAI%L5@tR|aSy(X
zHL1i~CIy%`m4e4@MV)N{YH1?(t5Wm$9e=e1?8b`i`b-Zy!*+0*YMVl}DT?(d<Q0sH
zK_hj>0FI2rsW(+1yY7L-JDY7s0Z%X)V#lOLZt?)j^4<<VywY5C5@jCX>~Xtxw~DC-
zcbHa)M-!(}Cv%|$FRrY5R~Ohh$GL>Zp_gh!{<9UZ`}^ozq=OqWkJ@L#O7AoOUXNQT
z=rlj8hAP`{qX@ATpl(OS(<w;}B5ASmjI_rfa>3{j6GIUi@DY%%=QwEBRDn99>mnm$
zmvBzamTQTZ=I38ri7b&WQZW)bP@I1l+02Y~<|sDYn|fsrY82pW45G}lYUDi|gtEwn
zO6k<9WYLMS#a-=tb-8Tl-Cou%XRd|6FM=fz9`sqqE0%*`er&z3A33%HqmIbx-S!$s
zc;dmFD+Q?8I?FAbr}d<ogt}Ye(p@%Zm)P2^PmHA5FL#!hc5>v4QazCand08ppsLC3
zumDwbo-)qbK?fa1oc0wllR<>>ZjC!JKPHQYaa>6S<&=Yt;4D*<rC+Apat=1kd=wd5
zqvo87)@ChAZYPvVG?YvlhD?qWrE{GyIB8Nl`z_fgo|rn@h;yI=LZ*=j&Nc#t5VzvY
zlwd~s!72;VtSPxcKJ?!ZZ4)r-%NT({s7N&!{9@0GZVzJKrwx*CpTq7;8o7xMnHEcJ
zO$h=&gOqXPVE>MnG;w`d#H$rs*acZTW=q#4$^dABF&eyla^{}9%Cud07aKm#Grqsa
zLALy!%pBK7%YPq7uc|Z>Z&K8_b~8Tx+r1Ce&$}~jYF%Z7o)<kFd=MzhC*7Rtz1et!
zuN|w&U)d7I1hgn$OW0RWI*?%h;K69NxbrQ?9%E`?MYF9GTPB**heQunCo`XP6=Vwu
zH*>U?ZoiKH!=wea6^@B4>v!KD;)jUPokKOQsiM;Nl*tEKx#7B%bAY+xWGj6f{&?K=
zo&LUNgNwoTqHdf^o$Rga`|dWLsH(SlC@Om6y`eJdFiiV=>`C8Z=%?!$xkiR33Zxy$
zddyE$6p5Fb-<D<x*M9V|y0mD<7+?0;1v&Bl)np^CkzsmYZzr14bPJA9(*_f(66bsV
z43hnytPWiKLj{K@h~n>ARh5j{ZhXz5s${Ts-U%`tJ@sAh-$mZG?Hshj%OPK@lF&l=
z8<|8&s?dgdPytMXPuL<WNbL|W2`VAn7-U(e5Tzp(;%f((GE00D>3%ESV+b~vs5;G5
zGnd-~V8v5*ZbU6Sn=PBplM^~YQ$4qJa6wey?ots^oX0KgFyhJh&bjJ};oi&08jvUp
z^YO8V#$H8x3V$r1_kmgxgeyT5QzC-aLKB)o${&aB0pPHSmHA!;YmgmtBWfZjLL+UI
z&M5i3F;sm~&4yZIG~Jj?RVaiDoxnET3jis=ov3}81g!iBRhg#(Vra*a30DE?Pnfa=
z0>0%7Shus{)~PZ}ReViQeI}-(AlBQF1hnsOP;;L~pVrh(MvCpxV3pkN&rIgZ37tvi
zmp55y9Q|qF+D<T?i)8ndW}z%z*`w2UYx5MFF2ZF_gBbpwD7Zy-cxl{hwGxwpWUbX2
ziyH+a2nY{0$ju_mGE^n5B&kFO1H>U<`^a{}0E0_IMjwg!N*sF%GVySwkvV6u<;eR$
zRgFwY1{T2kX|wc!(~&^5k;&Cfu9gte=mFO<(kEeZd|!EIuqSp?l~y?q;h>0SyQ0mY
zVb_{n6f4pKN~QkxxP8ySN_b~zVpZvG&y$kWirIRFBiir9ph}RD#<rDh5EqH1H?nA%
zjnu4EA>1t3anC+QHmM>A!4LizP_sWA8&dOEYfHwOK!|#~$J$Rs_J)R>`D=}Pq_36S
ziwrMx(w`ZVW(VDKh9%iWOqf;p3Gp}MfE-i9%}pgfA2V#-9FrOpxe$|{Ll8L^2fELm
zs@5@M&Kf)kH7idBGTIG7zx^e{zn=7ozt-2*-yke>kSNgS#*WQQ`5fZ5l1G00tTo=U
zQ?KxR8+k%sMwnUSsxR&n7PcLW^Pb%w2dsBpKG(2vHq?V{J{Dxv+F5X)5Vi2nScKt^
z+TSqM38K!sK(8JQZ=-;o%sL?|@As%_Q)fmub-sJsxkE(m@15f@SJMK-GC>&~?GAeV
zwX^(*q6Xr|xuVp;jw6JtsikTsUhUPMbP!>`u`Rkrq^nmfO?Tkm)s_*(ged=)m;IUG
zNn&nyp+~^vpw9Sj8w$3f{><+(`R}RH+!~s{oiBI%&$d*C#ck98xmd+g{V?kXAQf3{
zC|wY5A`2;MNKiXc7Bk=Slu!Xs<M2Zh=%{9QaRQKzuu?OraOO#H3dS-b1HPIL+wMto
zx48~W4oaK`Ab4q4O;gsM3XV0LNClSZo{H>w-#O~e8Uh9}fEb)<3hyH3pvamMlr^j=
zT|2*2%uIAbW+AxMF6{Q>#BWeXhCWe34==hv;mQF)lwRf!C?gKn2*l2^wqr;xG4?9T
zsP`cQtU_H_aRta;u$|rrE(8m8k_@E@@KymM3`7g$mtUzFb4|LP^(AOFYll6`J`KdO
zg)tNnG{^|NK#Cr46$A1Xh`}XLrZdDJl%7gx5XNG^PWge!HWk0531G|c&EVUE_3^<O
zSYj4RxhmkD?*c&Ub`RMFLe$j9A`6$MyZSuf0?p<Zl^{BH2i5rv?y1Nc0(aizB~1=k
z97G(}#m2qls(Y*tO0%>oX0v*cT?4<UL>rkIN?*T6hh9Xpd~!H)_0niD|Ju#cx75Bb
z{Cg5NX^)$RQVG=_XHhhp$SBptcxQ@_1NlL{`eLoW!~jT2mSrJVJ=O={IuEI;6)nvk
z{Qj274dP=B=yQ>;n!9dUIRT*XfU2NH#KtUB$-zi}_GJ8x7Y<3gLz=NOm0!;DjjXSE
zSUxb7<=<1c+zdIr8})e7L|{c1l8Um4Z6CAIq1F}=ef)@vd~hB(43ZkO5STZocIas5
z4TF2X#U*Ek9+L`XATx!>l)0T-I~$c1yFQ(pS9jHU^r-!zmxq<1e`Dz2dSG8^)oA9?
zGq=V&CZK6I8pu`qpUiIx<|&;D#O}+Slk=$Zrr$2B`FrmxENoeMeS%sFanhQk{gD-|
z^050#EHHfp2&p^yYS^#Jyqgw(^Nj&*w}m3Da%OTOqx~BG^+u{ctb1o?Yf6TY{`t1~
zxY=wz=X7tSVqgCTSX~atSHdHgD$<T0yV1}x*;~dO_n=YP&(>H5Cxq8Yjfsr{c#7}c
zX%sA*wGGN{Beb&M0}h9P1AqVj$bjc(yShZj{Fk`-uMm8@+|)hu4(<0lascjuOVRWz
zcYBXl6RH(S6Gt)BUE}sRYr-Cp4%ea}UQ85|G{G|p{uD+ZE7p*)Kx*-TYcEVQBZ<16
zaLy8__V(QA4<wV%1i>wqLo7qqeG$|qz1|wO(6uf&%Nt>bXA8rJk$r4r{^hJ!n51`P
zdoUg%kP=^tgH4z=c+$~#OEwb#2nI`P8HIvLOXvpDDn%q2Y1h<QQr^KM;MuoTfeW>H
z6NB)ks>=|D3K<Rodq?O!R{#T+ii|EINF777;LS*eDwg2I0V4@H3E{<30;5L|^^#ox
zYP$yn)gX|rG&aWo4$&vR01%!mPY{amJnU)*P_Vy1d$-smAdP60G?&bQvO>bcG}CzM
zT|tK}<-uO?jL;bLN2B}FL2XC+QmL{YaxsIuEG|Kz-(p;#aX>V3F;yrBQAYMPm0Zk%
z>e``Q>9fUukdHvqnv>aM$V%&C<0ngX%p>6FHcbznfy}RC;%2Oih&Ur;l1T1d@WQpb
z4MIEWa2cosnFHWs{A1yW4EDwxP};dj9h7)2RdGs&L3ZYSkQ|ZE2jQk}OLZD_WhR#u
zzb?f8%FN3cv3%ftSq6DTvBUQ~?bi$cSf)8ckqTK}`XotCNM%VXamSf2cY^X_)9WZM
ztwc<~F5JP4VMEstL<dBPDTePie>ywk{>bHYN<?ws`P0&b8&B@{oakVj^jS^RTy!55
zQIDeDgb0?$^+UV6B2~8j>`Lo<5o<{~+H*x)&<}tAF*Ed(<zCp06UBYkLuU)uMxQlu
z89p+hPKzNv&OBrd?7?z+COzHfCN6Iy+_m_Hyxe%(-rHV#1*x}5Z_Pe+FoWOli)n&y
zErK*hdr|6b$=j2md9VLAJfRY{uywy!z_WDiWF+#nTtGJOgN7&hJMjqmCw_-GAg*HY
z5#71{kQ2YJWMQ)uL{P99pn?p=|6!Vt?MZ-b76WXe>WLMNG>^yJm9L=c*~Yo&47ZWe
zRBMV}s{_FV1Y6|@7E~3V;)v`Xr&+*7IxH^$LncG8(<rDae1yWwV_S^9U&rqxf>l_b
z`!LFx7z=h1M6n8@90A_bJDjbiSeGPpY+Y5P?qFLmacadz?$h-I|5?_J!D$>vB-_c&
z0aG5Nsd@l9Xb;M$vK2sZ;<X&Q8TpzR%f!9jD+7WicBn+%^Y^Tw1ab?gXP!p+EP;8%
z%0gDWR9?lFHz}`%##YE6Qb9gt4|spuUQXXH1R@n>1VMn%k1;5wW|ARfxFQe>KF+7W
zdy@qah)j~^^MD~Pkj%{;1yilBWud;B8*(C2VwR@EUCTxdUZ8;XluP<xF$j+32Ft$p
z^*|^%ry;|=<HXrQYlAz%U3RB~0+ClSmJ#UFUO0;!ab07k6c+PrGohC06x>79$Ju@h
z3WU~9lJo7{B*jk1Zd29MAo03TFS)5^QjoyVEm|Rh5<(4;wLP-W!J6S(RmW8D1jGMq
z-6lteJ>s0k-_r~;IqqO;f$xq{x0K%?wTO`N>*J!MM?&JXW!sIpSv~peNr!Mp#N9x0
zn@qf;rBz{aFLc-lQW3(grkiaxGbr)pFoTTt%lDi5)&vWaAQ^VyL+m8bD>>ck5}_4f
zkCwhP9fv`w18taR?&;S9H2lY3(PtXU66P#t@*uEK<v%UIs;Ycdfxf<C^6T6CTJMWO
z8ESd$LWcyG&fbnf-<L0V<~lTLVX~_<WdXuo<Li}Ja)jea`L~Mg+veBf{W6jx%jRy{
zBtQ&l_da}^by)c)qqWUJx!Sj`zGK3vBI#skhP!0t`~#f5;0%m6Y1R1D`9s@IG!<nY
z9|S(<-vPbt2)T_Cpku&BBT}IWz-<4M6`{4?ox6M~y$a_4?NMx-a>NzL4%un&!Rp;x
zY;FxJd<cRH+v7mi5OXK!D}?$og$0s%&blBg+|^W56Qq=x{Qru&_CToew?Bx=E!82E
zLTHW}+cZO>+ChW4U@l0LBx;&N7ZOReOG3saF>aH@m>HL%)Y#avN$9doF(auh8?{=O
zZkzVkw*A`oIokJq|Da-;nKR$-_j#Vr<#`VB40T(c#}yaw_zkmnp&~?ed!aAdFCjdp
z1lmjKRI=!na!Og!O&&bxx^T6^Zr6Y0vfmt>4&w0_`I>ZinkWztF!0){Np9eR^8i8Z
zI1_~)z0i|6yS%}OAKPTc^`4K+Widi~XWtVkWL4Xw6oy!k*+HynH_ttW@HD}M;Q_H1
z%ijy1g6bwd0PT~l(|OH6EFge9QILUOIo>`A0H(@2or$7{pkk_NA(0JdA~jUg{!iO~
zupOh@jA4b)`U9syu22(nE6Dyt>a2qORf$Tyz?sr&)0>S*dCk&yN(jeA)bc60Q;{`t
zMxgf&u$HyDq+sL-neFfr-kda((*{tB-H&)u%atWlHPo`3yiqCo>`;GhPzoB)@Q+IO
z^;6i5F?c;N)3z7utd_XMGf_!Ze{<o9m}GNnpb(6cBVu-#TfgT+8&zFB-@e96%~ly#
zQlzI-LUxQ)E;NwpcDT!b6(7H4;^$Cy&p9iKv7<qAm*Be4pIjJ|r|#(+Xd<_+-hJzh
zOYDlz>cA53S3IA^u}!BvuPl`&jNi7+aXq_t0rUKfE$)rPBJ)?nqD_kvQ%ark;`xo<
zHRh|NQ_mMJy?@fV!jSi1F?McHz3B|;=GBUjHS&qTLZ*V+eo+3~_Pxw<le?`37xp?m
z89aNr==s`#wI^CfuU72XbNtUZRb$;_uBISSai01rs*modYe<w+je%?t7U<j6Q1Nie
zBtV-d!+)C;(6EjOOd)0;pxO=pce@tm_QhSORX9N;_5?YHH~k1I#V=;JODsj&shPeD
z0qI{+IZB-Lm`2%6w5%tK$;@YiM<rab^CtU|lKd%I!O;@2K6$19#VE96@^u)a?oor7
z)+3t;q7JEk_J#rgfkMI7&;zOk9TpJ2B&d?jqQwGYZDgxq9HPTq?tlFv9RjG*xhn(V
ziXV{SJ6jhb=j~K*!%Oe*F3iG+Z|G4^d*FcS+ZnMKELwWY^kayib3-pLnGq-}K03l>
ziJ1k4;FqJ35MHkiYoMrwsI=9sK+#UAS(Jo>(mAQt0yeMLU)3hZ(KBA#*DUVeuhfxp
zj)*2`<07+XI%9rJW}Iz4cATvlJzBE}e5{#zm%t5*t>p=;C0Uh{Cx7$yyz<{H&b;H#
z!&F(7bf@oHjH~;r@+EgQqw=Vc!lV6dYP&&BGH~g+1*q|N;}rJ&byxzA>QR`QEVqf-
z<ex}#B(aD(wTA3?rgPX$@yP&RkN!JEoe5s`XpOGiE1hPs(Gs{`f~$Rto|F7O@^nOc
z4;_rU6d95vdHFbdYi`KSNPP>K-6lOOy!czit*+ow-uu*;Sr18Ds8x3x)Z}-5Z5bk;
z1ucHYA=Spo=99y9ixXpxT~K<4D3s14a`Opo-U*L=ZT3^p(&HPOuzU`wd&3(aSK6EI
z1<jn}w;eiMPbGXC5fhsoUm3f2bXR4|&Esdcr?{uAK44e5MLp0^sTy6Qe3-Q+!L#yQ
z^mfRFyp<3c39#3yaLEIYj<)zx;3e-@t0EI-TSS{ds?LNT5ge`XIGI^e_<tV81@9Pv
z-3Axe>~Rvw-$1X^II1%u(GAiqJLl+b7#E0LKZ3dOj;CQAypdA#1>Z>6rU~HD`2*tB
z?074`lq8f$5iu!D4`BiHNSws5wi>G8je5%w>1N%s%`k7w#BNhND&dBPaUoF6fW}6S
zXI?ilPNs$LM&!IBB1;vA2xwEK6R0b7dLAE$v?{t|k>%N9Xc-@}Hzc!$#MQIuBqSW1
z*vzxJ5LnN>Tuu<eK7G08IrMJS5fr!NHAATuc+|m;$5DAZTZq)I>GlVGqzw)Vysj>O
zH)?7x+Fw?Gp-U#o<<e%Y8|#;-W(neuqZRtR`G#CNQOPolK#58_(b#~*IzkoZgV7N^
z_DqtyPQV1yga_?VWwpY5qS<3K2+`6EO;MJx{BdD*bG4u>5dEb&z|~l8RYTPVI4LCV
zl_CfJK9s`Y{6px;)q2$eDRN6a<GnA1ZkHnsPiL=7>64z!f8K)h4o(Divxwo)*x7Bq
zbTRrl*t=p5wXF9uKUI#r6Z@FQ(C=ZX!3`dq8QFZ}U>|YvTJ42-1P^i2xNz7%5DSaW
zi7M0Zt(rMk9ypLE|8fmH2#-*d8U@?@Y&~G+wC{&>#?Xg7v)as!8I|#Zm42G`6~IVb
z%5P-NyJ2a0wr-`f`$Kb&sq_1aU6F$i9OEZ~l!i&M)r%&>N2F^10N_KhS#LrVMUCry
z8&=PI?kah?eLpYbkzjmJOVRSem_y}^JuRFM=NHW9Oa0FKo^jS;(PV7_N1=xXCk1(U
z!+$hH$!SN-|Na0}bR2}??YQt4-9pI})TMpUE=Pcpj0ze0>t+>k>E<(u$9RYM9cp)y
zeWA5Qg}%$W`WqkQk7Df8Soy?7)`Ij6=}086?;&*L?pG`on^;wqWd6+uV|M`ct~`|o
zSQ{I>%fm97{R0Esa!l+JDna{WS3%i}^9xaiUo)sumjhc&zh_FJd;0P^EGb_V=0b=%
zEhZ=$HiWZznvwhu4LY6>odr%f_xTzwq`ZDtBt~>9tiG!&CZ0PreFH@JRVq=@?KJ(|
z1g_eJ98jw_0Y3REt~hD|oIg9fYk;7TrPI<837kYr`Es@Uep!xw&q&GX#|7dQ3v^hO
zSUVVVAJrx)4daw7NbkyHE>M6fj}fVpe0_I_jCx2r@jg`^&-SX|O4-&F@eCLG%#&=V
zya%NGPU+qhsIe7!wp5MCsmRq>WmRLV4J6h_>&}wb9wqz7^T?{ncWk(Ud$hw-76@`x
z8e;q>jWG3~Odh2fm3jbicVea(J(EF@va3fbO;+-|?ec-V<Bn7s5OudbR(cJctrb+b
z5p{z)C5sG2_L<ZUBR*@SXl-y{|0Fpg{67u%U1pDFFFcwM{4_hJWiB(+#^KaGbnYr_
z?!K5O-1nL*ME>ZSTF-gcmoVGsjnrhXbiO10^TJdc_d4&u;uc$_VY2Jf`Q`Zlxkrm!
ztKG~`iL-x2&OHgimJs^eHd%Ya0I^o5i?4;x-t(UXY)V)^607bS_~H0e9dCTYO9yQ{
z-Tb%qz+qV48HhwUZP}1~4St9<UPI!xErcN9(v730cN$EcgH@AvuQVjX`ayB^e?1=f
zqUuyLiM51SiX;RX_9q8|QbYBk+x%|h9AF0WO}pNNFNUP!c>Z*qPQrbGiBp1qa#e{7
zmd857%o|Kn=E~8SZB$9f$w++Z@qK3k<)XaXE{7E`7N|4^23=&v6$|3RwdOr(LBB8!
zP?2LZ8HQ98d&3(dQFR!BNHHT-k|pMA3LZF-ff1twmFX5#iku2B?W&TAooNv8BP7t{
z-dXS!@(74Pi%rlG)ugVWfXoW8H4N8q+1`CLsw$O<XJT7GWprH&u|9D$6{-W4I1)J`
zf}#>A?V5I%<f<8pnc{F^VVMyt;1&44hka3<+6VR<76B(nW_z(JV503v>V?VCqXuaC
zR86AO%}A=|VD0>qY&-_ap9Z{Pa2|y&3P6Au3CK8_+b1RSR;sP!Ag4W2BR2+06IqsW
zo)B8eqZE1iE*QR@#o(xU!=5SS#Q1(|AmJIt34HWx^?b?9nJFt)(bv=yMrG#q(iJnR
zVesFmbPmw$xmyP1zjB*LrGm0~l>T|{@&g^NTh6$~XU{7>>Z_*bYAOR5*4rO$usaZq
zvg(@s)DhWa@vivi<~!&q{lvlN^`0lVyvCKm>57!Oew0P%BPGlMctr6ul6pVkvx4_b
zLEiIx7hGFp?r<^E`fl5)p|;rIiyn2_D|T(A%gh5#P@5i6(;Jf?EW3L@aPCFJa4y};
z+ZqxSK~@M|wYV&T!)qO4Ef?q<W}+kDmR1OFk|?pWFFyEiy6dn@Q3HSl$Lg@zU=1-7
zy;jNBG7$FOPz5TJgf4R*Pdb9Cghl9_n)YSSeKBjLC!{2*H4j6+K~8_C+SzXRIi7aP
z?BxWTbbT~)51AcZS<J9v(l$%k8jkaE2(Hrs4`z-0y9;3_>Qw1Uc==cdXL%~}IjM@5
zuQD6t`e{naAU3J^c;JqNd?w)&s2Z$GYl=RRJ7MS?f%6`Y3a$-+mWv4LK)e<tR_RaR
zSHJ@=K`O5ojVUxU6fn6Pw*icoNa3ZN2^<Jv2yQ@daj%-8Mt~q7d7J{j5#37B4WElD
zfo5nzT%+uh>TmO}LG)NOg5o~Bwi#$PtMHonlTU!!W!%NWOe2IL$^91#+Pdv_L9UH)
zf%OUmo;#g!@f=dFkk?1LKzp;S;N}N8^@(P*APl9bkxWIN5zIV*yppXmlFO&iV(6xz
zxYU?0U1aJ^dtl?-n_9+Ct?PfsGib1UMh+5)sGkTr-RNOHqZ{N*V~C@9nN$i;ma4+h
z`VFPa4gW||>afRSf@cg|$a|W*{iZYY%W9E9t@#f9l>NlP(TbZ@BML!et!c~ezHV#e
z{vO&(YQXl5Cr#$4?P9RCe5=-mR^ka#_r^lDq0L+83T^zrrPHjXG5cSyI{4%JO@+6M
zctI|VhMue94^5LP!S#Ps&k=C_QUovEkVIJ;gLd?5S@Uma3epN%0Z~?V6d!+~Glr+u
zE?G$~+@_by@YlzQA$*na2^iCYx-MYSR0-V17uJTT`w!urwLswQY1nm(-)(iDx#xT5
z@Ls)3%sDNTcM1dWsvdZ+P-ZIB_D$}U&TcW@LsOmDV3w@|a3kg$3@CIf;A^bp-9QFa
zeFEMIm=@cbcBD#}smsf#)kmH=?^&Lm3s%uqSx!;BsERvKZr|q@!;B;?i=p^pslZW@
zv%wgK$+b2aPUTWw0^_mrH;@T5z4-Zow}>8(nBwt9;R<W;WAcpvBLIXcQ@j!M*c)@{
z=vc_M*?6rXk`)%gxBL&fhG+`cUmtca$F9Fju6DO3Fa;icG*J0q6cBh|*}6s4cKQsC
zZc>dqwD`<1C>7^R+=#7VP|vFEsvz}gtbH`aH@9`YV+6n;q3|R`%4C12X<<cQIMyfi
zfs>xjlJ2mA=9eD8bnu~~WPc#p9#a5r<nqBa>jbAHUlLV7aH?FRG*$gpwLO*pj$03I
znVV6m81&gKwubu}E1rtwsm1x2hoSJ0H1>AzNte)tONG_;6>yK?dO^>E-rKk6%t|Wa
zyuV%&b>(+WbMA|E`u?b_!sFrLko=^z{IR2_rH`!g<!Y)Fi#eN-RZ>^}Zs?@+?9Wd6
zKBrI0?cz!zJO=jvvD4K-^PyqY`hd8NjlHiGft}>ra=Dr~5x$^JLqb#`vmo%GsS*`l
zjY0bYJ}w2{Fz}@YbF($kl9PgKP!e2iA~`zYBU^nyo52e<e0mcJ0WSJ$?!o`OR!LN&
zV-xIUMPXLW{%|U14&?4stlFS<Nmfpc<i4Ys-XoF%Cj2yj9yQ#7=`t)0N<k<GdBRlV
zD6xPIp)(DNJ|OO%@zQAKq=IhUk~EfoK@Eh^Dlb|Mwb(zpewKVxT&-_arI}B=K|Q7s
zN&~Sc@(ia_Fqvh6<-hS4^l8X_`Zx!|gqaOpB$6XhnaV*^IK;*%00#nQvp%5@z*0Dm
zD=n}nghLbQNR-PIspAo<J4wlM+inE1dn)`Wb&(0lEmdUpiOm7)Z6ri<SsF0!&=hTf
zzogzgaE)mFw^i_7-xut547j;%N&*Sc#lqqgxG*w{d#vPYM@OIN3*#t&q^xZio+@CA
zmdicoK&>Mzr8X@$RlDVCG|~R-_sluesKSDq!b*>Rn)Z6tY%-pMIV)kiilY}T8Il`R
zj~4GUp=Rt$(41miYq8s9>RdQK@_s%lDOazd$6EdxjgmuR_D7%%Ew)YL!IRO;;yZ%H
z?n<2?gDdvAWy66sSk?PL^{(8($v)^zn|;<itEk&o4FEg)S8>2#YnQ`eL&b`AOmq8s
z1MhalL&umOJjVF*Hc>c>Rr96G)fKPrb)D0#@X*pdju~?YN{Xl<^MC+@Y=LhSNMQJS
z!kxeiG&m@Q5sMI@nA1C|dwDAS#4ZEaI6U%yt<8X$<NV80fO3O7)I^IV75P)OAC%Ht
zw`SG2%jMKriB71ewhjPTzm_(840H@a8w3bk?I1{m`BR*gYN%(>jualD+ue}+1~}u+
z&iDzxi2kU2$+6A~RMqw$x$q`WnAgv-l{=N%OR+p1aOO!><OKf!YKs$=-x1(;8v0HV
z1d=oj!LNkNVnc^tVF4aGR@(FsyKQSj>^F3iNCu4?TmVkz7e^AQJVSwtZ50O&4a8r?
z1%zL(5-Oj;u#p6ozk#Mt?9**)<BO?;P&0A;O-OdI&$T+J7rv#|Kvk~;)Vd+v?X*{w
z4@U9fQ+SX3lg23lYAZ$jpb0qhOjy?Q3ZZDQQYh!ssNqRV{4omMcAgj|TEb4!`eMdO
z7z&|ux`d#xq)ev4`jQ%h3KQEUVh^sAOCvzfExCIcGt%D#ebK+EwjQh!jC}MEPgtn(
zFS((_)+oB2Yh7hI+uaDkVxm!y?vI#uTsSx!gj^3Ye}rtmsTWk&?eW8g=D!q>#)M5T
z29w6U`!)SNF>AzJ^Ivt(vX&wK9~<`Ft{5<nd9+Zgbhx<FzTwh#&6Uv_*U^x=7xxBx
zI(t1dJn=EkxWH>bTx|;VpzL%P$purj0CAMwNSvT$z$uLaOkXuaPE{?IfV!QDi+8?g
zI39>#+elPVY1t6z{}*lHRXorf)98@}J5Iu}0Pde?WNm|aa01NB@5iI)L0Rg21j=Ce
z5LBmuD?K1P?S+^=$Kd#-!p=EnS(8Siw#vzV%tTxJ(ndXF=x_Rh?621iRB2!V3p{(B
z?9_<zlqSc_Jt}wP6kQi4GT<ksYK6O&0f9&)2W^G35~qMW65UEl>qgQ{WD?ESH>u*%
zlsYUi2aRWMoL5p(*a*_wM-4Yvccefp0OKXam-vSH+;mFySg=t?L@ie!ZnnDV^kwG8
zx*(l%{iCx40uc<0$$)7qwMo!zzFSwK;po-VSMo1`Mbm?0f>!y6Aio3uimA%w7K^Z~
zM%Xb<R5yr5)+Kk0wTvoFV!gFDyk`;cV|-1a7&RtBBqDfHRd>RBEs*z&e4-j5l-E#s
z)+ci+MQRwSm+67qZES0(PzicL|C#uN!m4UE5olvXGe5eSh8QL}YwVi66gC)PR36f3
zx3F-qp>0iV8q<R(o;Wsd)h_gqhU4+jdqchrcB9c&(Ky$Bw3Pao5?U7a9c-OWOi}-2
z-ePsP_ZzX_;SkKBu3|EF)@+9gX~Qe&rX@}?*O&eEcN06^tT8meF+rLN>f_K<O(RvW
z+tE?4k&}f-b#FXQfL6kEE&>UML0{#Kb6|Mj#|vs>$Z1e$LrsV)piCkjnIH~<7$z$$
zNri0&V?S^O3unZjx+v2}Kz411rx7NA=zy2;{{l9;3mr<gsud`5462w{KlPh-?dLbc
z`3YZPtAKvGw0y-UzF)g1m9TSBUj>gR4K?Gv06u-Ec(#qylMlwYFmEYF9mmG#nO4do
zFZnBW(gJFmQlm98q7(Y2<4Y<I(V%v61aSgUMcb#&t3b(W7m?YxU=P%@-hKWcKPm0N
z&Kwe-f$+F-7Ny8hu?v7h$W82C6GYNP?uSse(M-kbdkj~Hckw8|(iiDb1Rnt~Y;bl`
zjWsXDOm;7%8Nk-Ly`F{`P_lAe>pd7lIjWFkOhaz>dgo4!HBk;oGk~hG#4GSp>d_nZ
zuxIcILhE3X+Gy^3{}is2fQKErolXq`=Q4}QfuV*3&$XJ-a+pm9byqdk+0eO*W&%SE
z%9JNpFH*fl8=OM~19RI*;<G#+w_;;()X6e9Oro`Yo9%bu3uz)c=58IXP4JC*4R6wp
z`V?YJIA%)fCZ9qwTI)_X?67}scA(+nYU<0FWADRTmL<sMUdSxN`j2g-xXvp)EoO!i
zp?FaOK@*i`h>C20iH0d?Y<)aUOQRN0g@s}ly-T1S;T+C10;5ltE`X|0e8b>&wmztx
z|78jOe>4=7MYMlG8=VlLP;|Rhjlv655qKkFFWS+<(+sh}Y9KFrD6D)DN_hUbf;^#y
z;c#quR<sz5<{dA^Cbm{X@VMSye~B=c7X>5Tt+y(mdRQ=2C|>tFE(N3+i0)y)kQ(`d
zMj7d-r$7;F16XZZSQ7Y9No26aT27Co&`H2|3dsd^hfxi@KV^lf_=f6Zukgs9lJHwI
z!1Vx<k1QuQNi>1yk+=)0C@3t<fDa)O)VK^b4lAb%<&K!(L!<7OS4C%#DDJhwvU4OV
zpr&43o-o~yNr!$Ah#Jc?GMuC$wNuPy)K<Nksw#FQ;M-SN5SE02HUu5e8m^S6Go5*8
zB+_cCFfE7fgaNMsnOP--nOJ(4SZp=GM6fLwhJ%~H8XYM@WYP`IHyYRZQTrG5KMTE(
zajS@+dWK@LN^)~?m-0Wg);m)kn3$^d8r@1736q-9Q&LLs^sdlgvqw(%6v(wKK0`?f
zZbM|t*U{dnjUUWib8aU^)HNGIaj3!3s9YY{e^N17=^`G_Qab>eg(X;MxnHr9Sl|P4
z2UH|*7oY)LM#F7M{~r26v5y60SEz2Mfs-8S-9oq|_}HLZ=wAdiUCZDbjbo4jk>l=f
z(<KgG<_JK2{ua#3UY|I;D4ynsXnnu9wH-?cxKBOS7uot*!^aZn$DB~~Wg`{#f*}~3
zA?kqZua6Fgp9{5Y6?~qN9^yTi$UIdHPdTqd%#5~y*Pn$;e(*0K5#ekT5<&M&Gh%$i
z`2yeM8oaYX^_W64h2@W2#w03U`ER39f#yCCgSIKEyy(!2KmZISF-{UG0l(;P!#sHS
zVsjxr8n}pX5J7G7oFiX{Ql#wn^v(_p4!zF~1B^)3GN0R=NnvY*MXswYRj`j}@K*h|
z0SIyt*<|4uZdOVkz|L-5k4VH#S2Wm#sYC)&)96C%CYyqoT^?i;)3+kdsy1UZ17sG}
zwgk5h!va3t<FdH<ltr#ac&ajX!_m$nhJS!ngC%4$HPVqJf*qI99QgbKEH`g{fKdL3
zq360m?f-^Ta;}yV))h~cJkf|de;Z5$-@riqbdy8X3_yO)VO_HH0l+C=*JL{WgLCGq
zWcn56;J?99%(R#ard544s33A2by~s|L1i(GssVRSCk@b90Ak~H?Sgu`rMz31U}}TK
z2Q1>JRk6eIu#tHt29gy%UXl&ZUxb*B96=efE8puR^Xcyl&NTiyabQ93FJmWH)WYl#
zucwt(fhjzRB;*k{F!0v!7$qXxqWJB_Kj=qE2ez~vaNo2i%3FNo&-2XD&s&F=-=7sT
za%W^ir4@&<H(|-s;yLkfdm?_oV68>*-9_*G1bgC{rZKtQZy@mzB$7$!EZqiEWxfOx
z#+l<&ON=*-|1|rZMGN&(V~=#{A6&~ByKl~nTl(!u^E<r2=P{jJ`VuCP;SdI{%bGB2
zx9amT<Uy?DVtBZJa<I+J`gK`tO(#ZXrrW&@=_!r5{LR|`Sp2kW(*N-i2eYgDKaJ+^
zI5cx<%u73ZQi^Z!vxRxiLtFS=4+k#aZIfEQvMM%B(aVqBy7BEd$6g(tzxw#3>)(%}
zS497?>DA|J>w{>sX5?S}JGf0g`K|C(f?6aKU(}<vHGNKAeIsJAW|zz1tqogm9z0?u
zUA}I;E6I9sMo#>fLjwnL4%@}bu@dW{oI2MpIft1ymnt7Ejeii9^7eb@V(QbJ{g3_Z
ziRZod8hqS*;|I5;-JgD_wx~H|R<=2;r}malZ(C%-$Ix%YYpvWe8aD|xg&X}HKo4at
zJZAYmB%iRf`Nenp`?XPVqThZ$@AuQ&(zMU3_e-}PPgDndpf&9L+n5=Zda`2C(V*eK
zHhPY{nZ+8;iyC^oy!fi>YTk}ZtzIX{3u|ri9I4l@*GOgUo}q93($;=^<iBUmCM&-z
z?5AT(S>D48t8tyCIa@DlNQoPBe10nVv&*?y8g_^5{vt9hkir{uoN06SapI~{*A1p{
z9HDWD3uY@a#0JP<__?p4LM*7ErZU5!B-MldywUOs-e_7_q8%cH8OmgqM(hK#iW36l
zYP}1e;n-54IMf>`=*1|!J6;T_$!a*qkb8yDz5D#aq*kPMw7r0{MNxgy-Bxl>Q?;WL
zj%RS~S_-v^c%#lE86<XXYgi)uM!gdH1qVuzF3@?a`1RG~{%7vWG---h)x?UlsFX<z
z<ILre!a-RjDm%Sd?z0H&FLGs(zz$NzY^Xi7ZJ~HFhAycUBp`;>I@_QEIf}K7<VXtS
z{p@~9F#AD;60<zsQ|>D|x3H~BWvb%!>eXYi)4|z#8Yw1f&{2U;qWL&%n3LHMKfxfb
zkKpZ*k%%e8c$|jPVX*x1!;J@WWu<Cb1OSYR8=>G}18WZ80w5k#h;Ud$|9jTqPf+wh
zVkB0XEaHm8t;wADZ0K=v1nEw&n}{>J5N`2SstzX81j%$sKF|CZ{|~|5FaO#^$M?(5
zQ_r(LZgs2tG)JuZMJ>1yRQTypRQ8)?Vf{r{`rqgNSy%tIG-zb4)_h{UZS#?Y;a_ij
zblkNih}^PqUDEutzam4~TTQ89+vjcl`1g&Gr-551wb|h(cH9?ab$?mi^5a9QXbRb(
zQIU>nldl)l&uF%}l*ap&60UH(bB6qTiZXlTzq(`l?;9lZ1Har!3t_+ii{z+{F8rlp
zNzBWuo1e{Uy2=>dxqBV8JhAkTH;s0Yyk+4Q=uy9=>zvOYS2gP06x4opu-+=3dP;68
z7L04TrFW8_7~5PM8vBRv@Z35-{@a%shxxLg;Wo!>yVn%IeqEmbOXh2{#pza`$CrM0
zN_xBL%0iDfU6kQ#bDxNQbjeZp)jVQGiXsLnL6<XE+^nel{?muOogRzRM(&$W2!>9|
zZj*{Dj7UF~t_j(A`clS3UfWFQvE~dMCJ&#PAFGWWh#+ekseiYv{p;C}M@r|;|Cw;6
z`yM=p+o|VsW^YbDwMi3s*)3vWf1`!=ex9jM)AuQU5&OOmO7S>!CFgv5^T3#NW1eds
z4g0eEZD!ei#vdnM{AD<BW6>(}eNVniR3|TBUhH$-YZLZs$K{d%i+ff}z6hL~-T%C$
zduhdIo8df{SLa)<S&fzc7#?}?m%)32gRRfZ7oDHrd|Vo=X>44Jl@DJMzYI!j5g+Uj
z-ixa$dhbTo<cKC`k2md)nEh@=g!_?=eh;UPxK4fC^>~!{s<F$LbSzH3&;46L*7e29
z7E>QIU3IPd{gVLW3vO)_FN{>`*5s}Z|NDbF;f#^15y><3!O)+73_WttjOJM%^frjj
zCEkAVckuVK&reSMy0EeP!xM`ON1&~GS%LkF^Lh>=6|(k;8QZ7YTHX$P(Xu}t8JYO`
z7ysA8Ik)%P2VGgZ{ngB0+|@zDL36+9iv9VFN$jURXa4?ZbM7_iRoC7<<EscuFMkZ(
zd*hczqc3JB=8ye2RBK)sVac5xxpj?uWckm8xIoX4^K*U?eQUaSBH~O}%AUsW?2^yz
z-v8IyyO)gjBz*ps=}`P@Tu#!KoFTopdB4@BH?_Q?&@Vsu@USiR(DpX;w~mIm`<b@$
z3t)L3?KS#X)b+`<e(&>d=4=u?@!6x@6l3v)6Ziad?%aH@e+cW&=Dr=eBu~z|zIy$<
zfe(&am(Uka9}O|TJ<$3gbls0<?!!dM8$%1;4&@wKe}2ShT`Z??T}kNUE!Pu6zr4Tj
z#qWb$d*!F+0h=~Q?_~|lzi~}}|9^Q4mv4I0Q|%DPSnJib{Us^A|C!nPmQlgI#`va~
zOEIe%h5;_CXGPDtY8*EcCf7anzWv1zD=|8_=V5mJm6q0Gwzzc<^QG;fhx&r+d+v_@
z>04PovTn2Q#j7gq-t8^o_o9mK8!N3kp7xstF(-d=J~Ooy#sLj3_IO{j<z-i+_nj}l
zbavkRW9Zoph2J8XRmkTbmUIrTT@vjR@yCq+4kSca^#1m4S@y2|Wf#}?5lwG=<m|io
zhry3?vZYgk6UPmTYlo?)?Y{eYxAlLYoHzb8dx;|G?Zq!Q{C*l}*?i?n^0FVa^1q$c
z&h-c9?3nRK^6%?n(+=!RN^-cgsPK^V(EZ-ce*K9Cmt79KUr1i1?LzCWuRgPH_t1ki
z$$^%6Pu>-@eU3F*kf49d%Kf&xZlh;`)_35{j`PV6!!BRUew}F4UTv-{xK@(>-~`>O
zN!#_GABCs)4!_YIduVjPrugygBm1r;Duvg%ldE85$F5zXwtv%U_Ist(yEB=S!dCY9
z>Wf>Kou)*;uAiAP@g?DmE8M1RPUfp^*V4N_xzsMJAc%Wj_)qk|UaCDY(9Girn_P&!
zA8#!Ew(GRlW;r&mZffDoj{{laWhLKcte<t2vDmXLVn_alC@b1pGry&l<_Ee2>q@&$
z<pi0H35H5z;~i$({I_ND3xC7-%CM9ZZ{bcb=3788s~J8&bL^9R$s=jZabdqrXU~@7
zLmibX$q$Dl5hu4~4mAE}%|8Uw<h>i;4YW9%Ses|*`6kgQ)4{j>XYzQQM=0Fn;Bb&E
zX8oGp$V^{rgPh-Jmv*n%9%6eba-Ua+`M}3gw)V~b<J38GlJDQJ7G}-Mdv~P$@XuMV
zHD(7tegC2PWs&H|pktp|iuKj?SjwN3lL4J!L8JN+S?=o&-ulGn@ea(-5jSgMe_H<W
zz}b(o@sT&){on9Ly{>Wo=KBUm8lQ{SBba`Eh(5n&SbOY4|K%Slo`gN=yliptGB0oN
zZ}IPMzAVB@KXsLU+L%4%fA!ntf2F->Gkk0JqDlK?zm;pwyQN)8f-mheQnrz5$Nrqa
zW*m#YYxLl!GsA%k6*d{`PMy37q)BLx{b(u_`~;7}0&8e_#I1+W2?9h`o2-ZmU{3%n
z(R6~f0wxETBd8IOr~SelaYq0!bw|^w!lHJ&`dv{)IMu0q208%{P8p7fBom;8qZ4Kf
zoySrD*kA_J;Pv(LTrd;M)wUO2_m{&f=x4w;6`@?ATVR;nK<h9(vJyP!Euu^pG@gdM
z1$sM*SZ`5a7}pqeJi2==U*FU9A_Xi9r=;F7-B3Ohc~PHeQ9I}<a}p^%jR1gB=$$t%
z0kbP*zXSY$V+UdP27!!6+7KGE4Op>ro7-gG{46FrfkhjHq&@+2(?<)%Fe?$PAwUo*
zwjHNCdPrk@j{y*rPcwXkXUVcc2?wAenhG*#FW^7E8L*IcnHT^oU@W=*pt9k-F?>yH
zyiiJfEf{dx68Ng=-{8N6uNWY(7(E7n!fB2$OAcBIgka4Q>4=t!DRcr=jNU{v)A!5(
zv4sKzr=3EUR;~IDd<>T0*~et5IKSit1K{-jU93KuQ6(;wO`{ZCs<Hj%=d(|KmR*;R
zP*s_sr)IUfyogR%{K9l*3l~6g6M1M#1@^f*pL+1<1GTPY;jMPSB~0_2<G@19fOl7f
znBYPM2Z$3}Dv;Q!%-p_8krDp<aNP+3vYb??B-t<)|2hNMX9CU%04V@f-ZXarV{kzE
z$4ub+N~a>KHPZ+B;h`W+<v|@*&;|SqKRy!(H;|i93M~vpgP2SoW0)v~5GKI}Rcl(z
zn4JlGKykKtwQ0XB6^#!rXj+3kZ(M22?~a{kIS%&`Icqx&6wA+gZTm|Oh*1**I2MFE
zV6XHpfN~D5RSTO+bT)Jyc#EvPi`XQuJ<h9Q!o~ifF+$A5ar+~g&k1P0vk}q2unPh<
zETZQuaLp<~j9^VO1~ZgWsC+XsHT-&Lasg^169Jsg_NkK_l%(OP&;YmT=y;96IB}fB
z!})7m(t=@OrHBp<T=Q&xvoAX6;wA<mL%*jF8X19O69L<e@2>x+oDiLQI#O2e4p6!z
zCl#kNb%9hQMjQ7@nP4q~l^|H}_G~mLvR+7^!4n?M;s(gl!URkTT@RmVY~V-&a@XA&
zRSmQC#9(L9cf!C`U{P|)uYG||zXbRXc$Ck)5*$d7R!OWyK6S4c&{V>NMiMpf@jx#F
zIkZ40r4P;!fn$PjI>O<$RViF1jQZmVbKm0^B{hK44JTaZQ4RG;A3z8o64gj53M+bp
z%Hwf7P33YK#Ejimu*7g}#_(AJg%3jw!Mx7{?g&RRK&nWI$TOlKJxV7?SIiAPX#&Q-
zaBe;(w?!s-rmAPo8X)h%uF4WP1a$EF7@^rnB}(xc3xH;XBy2SwgJC0{Kt{n{YYh|N
z%wci^dxa+zoc9zq^wntkGwO5uE6(v~H!D?7-unlb7agGb!-q1EsuO4<!ntYQ{74U8
zA4{zA2X2V%&GnKMbd~@^jPo(%*&wAea+!b?PF55DU8d<7G0@`*RzbM}=Z|m!Qvu6Z
z3p5k%-Oz{T^+sSkfE3ZURLEr=j*cFMMLr7|LE!s&vfB}F+;c()<+2;|Km-T_eM!8+
zKnZqQr8F~sHXTWlbGWe7IC9ZJiBt}m!m7|%V-xh7+y0UjwUAa`;LQbJB-?CAB2i_g
zWx_(()IpRk*pI^+^iZ!Z$HV|=X*Fqe%QD3R^DGU-8cUqa(ucOcX_^_BEch9`6A7UT
zLMW5iY6LcKFk~=bhJ9LwRn-*m!tkMD5RBwCEw&bgX<k*jx$vL6@kpRUx2ao)f-Bxj
z1}{Ht?2$VaioGHss7&8pyT0`X6%TSaT~>&TAv>k0XWz7IpP<sA)z4(kGw4YRM7SHH
z^c8a8h<Ikhno^K~)`mE+qP?~6SagARE7xm`cGgTN_R$oU=}@&^@~Y|t1`hQki%}3J
z5_~Zf&Bzi;0}w5}r{I_t8ay~*;F6dr@UZ~n@dL)}3pQA%)I*ykP-Smpfn6a30j?C^
z>A1he0Lc52X&?w3Jm_nV2+Rhz%Z4R~Hwx@9E-#Su8W9zAouoGc{feJwxX%a#s%g%S
pMauw}g4P?z!v;bX%-TtnfVEcs)mBypu{s-+aRR<0mi+VRe*pfn1{MGS

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/images/image-3-Automated RAM Testing Machine.jpg b/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/images/image-3-Automated RAM Testing Machine.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..5e8aab16f09f1eff48f355b66c8ad1c469606fb3
GIT binary patch
literal 176695
zcmbTdbx<79w>3KG-~>ws*WeIr2!l&-AAEoWcc0+FHG?}01a}w$!66U`GPql?5HvuL
z5F`Y9{O)~qZ`J$jec$QouIlPjUA?+@pDk<choy%Nz!NnkRV4rh1^|HZxB(tk015y+
zTwEY74jvE)#K*@YAfhBDA|xcDCZ`~!q^DtIpr@guV`AgyU}E8ArK96~$;B%mC?X=l
z$N`ZO6O!Z?77_Z-O)&8B@rekDK*Yo#A!a&eq5tFY&;uaD!&$~M#=>9$V3J{AkzqXa
z0~jBl69?nJ2H^i47?@btIJiJOd;-G93C&Lcm>5`CnAli2IM~>avx6S51F*?($e9J@
za4B>xfh?YsLSZRIc&zdby;RWYQ#N5MuW)>Vr_VstG|$;NIJvk*z@jh3AmR$I6qS@!
zRMqtK4GfKpO<>kGws!Uoj!y8m-afv5{s9q@QPDB6?-8kK=^2?>**VDKlG3vBipr|$
zPmN8@Ev;?s9bfzU2L{nY!y_}ZbMp&}OW&4%Y;JAu?C$;CKlpw2=ltUG>hJZx|KP#^
zVEs3&$K!tk`~Tn~d&Gr_jg5s3{0}Y+Oy9>HiwqlwSrC_8P8VqDNx>o%hDRx%Qq<6k
z&ngT(rLyvxCV0vw^5gmM|3LdMWdHwwh5uh6`yXKci)$G`goW|=@vz7MGJrjnd5M=!
zU+Bk#=<Jato@FUlickmJ&~w&9Be-efJ0>?d;38!oHN9A^-^bGU(63F*a|ZRaxJX;B
zr&J&OCbcv*8oe+!3Un7rRIO5i4H*--l31DM&8Aff#)$AM`T6DteGsxB-wmHK5`8*E
zGkXh{YW9`5KXy8Lrg0mga)#G)Nj3K*F~IlO3Ex%W@@R<aGf#8L%P5~Fdnw9DhU-a4
zRa_{fX2!85ud=r~&15JdEYHY=Tk*r(fs&%UEYrD&{n_}dl@e<tb`Bl<&S@Oq7ykF6
z0v9bth40$7L8G(r1g<#X)q-MQ(K|mhi-%fHE_BfQn90iiGm^3=L+<N%vw!}q*QJ0S
zoVXxF7CrzJTi=mnh{lgh52pepXPkb6j>t$)^9;?@**t|YWx-=tV)+$%&(~_X6;uoM
z44yAq#ofVDgMyrq{Nr;-ov0`t#9+omBj4AI9sokbZ|OB#_O)`rn87H<iFxGH;)Soz
z2Ju<K@^&jb-FL1a)v^njExF#fS5(>JGZtzkf`V6-3H-l26`2?rM}-(Y&C5E&;GZ7=
zlL9=5N$wz?%7%0aE-VPFGA!kzOiop2z=FAxb7+F>wl{Tc2k5EwuCQj@3DWrfM>+ax
zA7ggO@_dF=gUs0HBt4T{BF}IkW4s910G`N^%tf=7Z|UQOMbjZ1tM&jbKc?oWn7Ho_
z3=d=nMB{ZZre>#Xt4ck!5uxHze3Z*ix$!~0Qq_TJ(XpvQY(Ofl8LsV?S5fKihaISL
zq;R+6w;`se*EqV*uf@HO%vPT?IMOBh-mcHL??NQ`jYN{%QmEO8C}q~iCE^iF&#=#=
zNQAgmN-*_WiDdUA=N5LUnVFvxQF#tL|LkJB+JnQ8M}RG5&13<P&d8~)BcpEL0-?Cv
zkBZHxjil#utIccr#@wDH;?psfiJbG%ZK<hoZ+H#})Cr!bU*%Hn(+S9mheepgCYDAa
zG~&gWW(Czq@T8-Y=~-2K?Z8p~oSD|40$gX`KgTr@5mc?G$~x?`5f&l$=Pbk~ad^_|
zCESb-&7Caj1c$Y_!unOTv$xh;T)k6VZRvtvn<xpJOq)_4uVVDLAYV)=a>jdOv1gB_
z9xg)ZxCoEABU=~A3-S$R5@f&l>3>pg5twsh;Tu~o4=<%-Xl7%|+(hxxUeNj_2HWfY
zn@S!BH9Y_tm+`Z$osPjA@1I>gVbnE+ZL8xZc<67ON|%5W>VBNxn26sN8k}Rp{RjBB
z>XY=4@?63?%za_V#i^uQ4dVcmbp&#Dn)aTZ@svW3FWQ?9chYIH%d#mMh}nc|4F6{s
zT-<HmnYKS*)5=A+LN}zTo|Md}L<QJMfUV>zO9?o?#ivOVJyM#?3*G#9kbOU%O{(QA
z#4cp^t)BXN!0EtR+#3zrM7gkg+UO^rZkB-AWc>8K$)2ORxk2|AuuS~tSXRP8IO?t?
zZ`9!1R1CGU6|S=3?ib*B$B;9U*5P}`LwyQad)ZHuG)b3Q&Pv1BKGTJ4Q6R<-P}vEX
z|GO?jJK*1O(f!C&|G24zf%P~%#O6-9)n8sp5*{*=pWjGN&$uv|B=ggwKd3^nGbdO-
zm~;>XjeS+cr$1;f6?vmhH8JO}NE|VsO+l`uX;@V(^8q{evUO(It=@E{DX}J8c3-a<
zbvrc5+aMnqH04X9NmRgA^;5#I{41Iv!-1fB)Rjh_P)v7U%jBugk}_z+s#dC&>pi=R
z%?8~}qtYiH4kaM=Ic7Fh_n?-127m~oU=J$iQctd6lYf!>e06a~ykAY>%81@{y?`9t
z)Y($MMXPRu#5Qe{Z;ZKCWySJk3&PQKWtitb=*jb1wLd-5f!MV{5mdhoPIi&>(n?yP
z8x#v41|6HG`|<1z-oQ<Kmm?_#J~2%;Z6}M>SsvRa-%dD}H(B$C_Oy_!M|7$A+Op>5
z^ryAckF(X{=|~V*{%EJ(jaY<KS<$M@ZF2dzQBP7vDyvE8wN#!U72*-H0S|y*`wxKU
z6gm%pdi{cbqTHN!A7r+Roft0((jEXx1B#g7ci&G)WYnztDD$4k&;&y!uSI4^gjI^u
zmyKOA4xFV;@mYrfdG=-Qwqb|=W^<D3Km?BQyBXy%DV+-_#mY~2$5Mxerp9IGyOr7%
zPugGO7@z|w2K*@z5cEv#yN@Huik2eeN`4h(WA(`p89n_{SW3M$t5i^fYUUd~1Lir5
z!L7*|RO$3+kL2cu5lwO~!vlbf8r-xd5x}~y_JjfrW~mdLGZ-}FQ(K{i?>pVPUhSK_
z6gOp8%Llrv9m-7-39FncbN=FSSWI1A2X7}ybUE@_Js)%?y?L!~eHL%mdGchR?|CjI
z^?~!)-uo?HYHb)Yqx8~_s)3?AKJ)T+Ei7f+^mLoSt~fIBB8wbY*V>!8QupDS*2|A>
z;hC4OJ=^w94eR33{j^U*HPtAIph?GC<)>zZU@v&;K$y3q(5uusF-XzEFaM2@N+<+W
z#zHnRcN+f@7CIkGET_QA*v$w#bU&7zWyY%H8TYcdzmmTA67m3GN@s21D&%wy0grTx
zSJoE6o=xudQe13NS7X(2S_ow|Q`QU*Fp;;O8?6KD2YIkBP?}UjorL+sB3RAy10#%=
z&TQe@R5Ndu<2rxpPRz5Sv|64T?zau>y6*AG(p@wOsR&eSPZ`_<J^ir)|M6_S_W60y
zWNH!XF91ry@!j0I!;{fKPX{8?D?0l!d#3>N&!X<)jUu_9;5{{0zUtU$56O=pD%gQ~
zZl}_#=AeRgR?40|vNp~&ZsFdFjtr}caIWZ5OEoSoxGdpv!84fEE()gDZ7`_@SfA}7
z>rGp4p2h&NenD9)?_L)bYp%c1A%+&1wZDsGmX)e1Y?x}7KvWYK{xg)iP4KPsr{<vy
z>e6)W<&jkRc2JmR(rOr=C8QyJm|ys|oTUp<>sw?c*2`SaqiWq}??*k!co(2f=w}&+
z1>ZgvVt|}is7=ZD3^VoY0mC#%gnTR|b`li~kE_3GvdniLQP-*u8g(XDf;i$0#~0r8
zoifUevkBv-QH#`se=UtC<A1gf72?L>@n)6!iA5PHa#5z62lcIZ4lrq)%x}A>>mbo*
zywvnEEalxm9vp2O#*@w3UzCU1#Z>Ufo(WK=%F9WIF21OizEkoNcV{wktQc!B9;}v9
z-CJEGehY_lNiEG<$ba!O7}gKUqniic%m*0ASnHi=vZUa&!rJi(t5=@>+N@f+pz`=#
zWy*M&8CC!G<;6aAQ&q2&aj;44xLn4$gNHwWaj?nzbBL|xY^yfPisu@s0u^pW1i5hL
zyj_K+O{%Gd0Z@FP2S9&s$QoD<*Wi>Cv(6DaK}nJkrfpe*QiAN8{M*85JRg4z%tN3T
zOZy$^ZRrOsIbbtUaN8F%jnHP-9Gu#)*lok#t1}-yR(9AF?L?{ck_b4v>j7`Xw?6W$
z7fmxqI{yBW9<{>OPAwCqSy?CY?QWrpx>0mRwng;!DDT)nI(@ZZ(qJ8-l=KWMQ<!Ms
z#4e-?b=mcqHtt<RQklVA>nK$d$8lp?l9LY^Xr9C80iYbkk|gOF9>U#@z57Gx?`j}}
zQ~Cqo=j8#JzAE$Aq~j!5yFG|pkZq4{ie=e4SxG?90QF7r6RtO1UTT1slS|$y$?Sx-
zrGaKt4m=}c(2uB}bS9KGFwlXoG-(1l(FWQ#tCBFw0Dp^<(4~lMP4H;HX_rBHy;LFJ
zK^GmVDYEcljf)`klKsjXIGR-m6S>lVAQhl0>Dywx<ueGteiOv2&XhLjFNzCHYmBkR
zwBb`5=PYKV=$y%KL*Vh!!jP_(fNNEqq1pEn^$OeccLn+$ubO-yN_1D`=}eOYmeAI|
z!CQH)G)Ac*6jNuk@GnIunc9d{IQYql1%M!?p#QR}d*lJ&$lz=_^s|IHgb|h<6$VV*
zWX)@&7(S=czL6({?(DAjA8*(r`LRC%Rps!;06p|c?bYJxu6G|G%K$XMr}7wl&Oufu
zHR&|^dA{ref!j!aTj|nR_r;u}Y<HrPaBp3}ItB9tPuWbdO^aV=Vp|!dSl%>XJlu1f
z7g6-3NB8CNv1y_L12J3bb)xab`2ahX@|dRz+F_7u$p29F1x%jhL=7^)5#Vvag?I4)
z_%?g5#$NOQu&9zbchQI5PsH5wGyKoF4sOc~#*tExe`WFKL|LJwtEw}Q=j}eFKr#fq
zXTXuCeESC0;CWWnd)r}%vmHO7Zxci;`0VM;i%`FNZx;<UqCffbG1z>03#fKp(T4kU
z4343t4U6B}&e$1VKzEpa+%EPOm20qp7?ZANcBA7&<Pl?;(F(6}{I*YB5@d^t)>M%L
zL@!SBuCG0X_^|3a3ppEo!H5w%F2|nNK9ZlId$cb6eT7Ojv(&AGH9q1mmNxn$y)!Ok
zC!w*RvZnq(48(T-_868EG^a|f3<wucv^aQ8-Po?mSYj>3<H--zinK>5`{|pi$!#$-
z)u}g1249Yuyip|=m96{omG#%9mzEqv?{D7Xi%R-`k?Z{nnQ3+E70XS6<?sQhKysQI
zBQ%}iXwdnEIitwCz4hkT%Z}s{XF_$`j3|5OzU}y%ndFpEr@(-iE^RlVr2%=+Z2$a}
z`MYI~kC+Xa6OOjmtX5J{ZXo*e!5H_+c&kbxv20bBA#K*eYWoO7_V7SzK#E%0KSb0i
z8q6eeQAl4QqAQE%Uzespz(?q6c072z**>y3L$x>d+A%>q&$m2uw%wvN^H;?jP0)yc
z<}u|)#{Qv}DM+`m`9qA4NJ@(>Mog<nzd=)23#SfbBW)Q~cla2j{#nRWaCc|IKAJpD
zyx<YaP}VUHAZY@~Ys5`4zB9;LwQ|`j6Le!ntbUHCw8sJ)9|(@rF&m~~r51-mO#4^7
zZm%i<d}#>e@4kt#u5m#;MaVICK>Cm-Kj)FUY@Dd)dv?G%s=38@P=2$0+ujgId{L1o
z{&L9db}m}mPBvvwCc6E-d8!HJ+ck5k)J?A-xjHXnnEExDQn0lq#>_yK>3}1?Kdw(A
z5M`LvuTog6S^zhGsS7e@KCh&-*-UulFkU;cMIfJKssGyXxr{KyMOmr<qSUwe`EDqm
z<3jWS98I{;`T`XR6J}yY(0RZSS$$6rx7AtswQlW~OEPXp2`?t(M^+6AAqoTHFF7|h
z=%8ScIl!iz8_o*@OAX5QI|mG6i1@5F%xebIFJ|1FI6ca;_oosM?vkAjk4O2aH*36}
zg5sfI?yIZGKXuaER=e6)2|iCvp1v;#&KOz`L9dqFm1u_H-OLxU6#Uv)5+g=Tyy=3u
z9gBP|>Xz?gUC&b{|M2B|jhknPOQ0L9%Ka+pwL|Gk!(U|eWvWbXcacj^2X`CO%Csjd
z{?vJWm7V^q9DiPyYnV_vTSgF>#rUGj%WK8VM5w8u$u?S65*i?p8fybh)W0mJ$+v8O
z6}l(oM3YRx=3CQYGFU_=-K<s7#M^lM8jljT;Vo>=#?{_9VD(!4a^G)jrZCfy?dBML
z;OH9r2SX}BEg>SihS#0YGMZRmXuY|tQY|$UGf`r}<WRp?xMardnBf~!YwN0B4MmvY
zc5@d}C~b9s=B0rwtlBR~<^5?u{KCTIeKQR6Q}7NZcl1&lbo`Dhc%pHzVvHIn{WVji
zWyq_m!<y~U5ZD0|g|0u8y&S_#YDd-ZV=^|t8kWXK-}E>**#6C{^6&g1XzC<^H+kTg
zg^f+s4;g|E7eb#D<&GNqCU2Gh3gt$pG@S`2sTpq|Sd%9cx1^lOulh9_J6K3agk@=o
zqoOsxtU>C;Pbnmb-cq$YEQ%+TXt-UzfGARf!vw8aZI1V-i+(|ul14F!SNFhF8t5GY
zVMJ`A6G(tEGJdwieEcyt*{<Bfo{O#K>LGVhh`(Fak8y~5j5C5s-idvaqTKpZ_ok{2
zxn$pmN-Ides^yWe%U1~Nsj;^E5M9^eLx}$-o9>V9_(yH#Yc1&vwR>hl?yEs3<lPU|
zhNnAo?8#4z=k-_xhrt$u*fv{86ao}eELlN-FFm&at-!WeC{HXL*}99+cZ=p%DMIl}
z(Bo!VXr{X;uT$4_IAR_j^B!?8?X^+`43+vk!C17Yb;fV3eT@lkKNyUs-N5<Pw(SPS
zh14LCu5)%r!_{$=sVz%$4F{gkD~cy{bTh*fcr|ciJYJ|zdsNQkzh;;EfAhjKrFfGt
zue%?bQksz93nr<EOYa9jYRqH6``^w&_eT5yFs$(9e-aY1vA$|`Mzh}oPAkr@>W8<e
z!mXi@!-bNwAqe(wtv>N@U<1EFV<N+VRkp@>c-pu{V>g6@^3cTOIX03P=usI>0vI<O
zeJ>!4OdLFd3E&T3QMnTwgHoV4HGW!<abvmGkJ9HuHU?O`STnT%+H#U0PS9HW$s|hT
zW4WSgYe5+koi!z(N99CiQ20X+!Si&^L0NFF)K9(My%{9-sJkm&4A1aIHPlq(T|~;!
za%pRu(79CGfX0mIFTr0Dx}K|Le=5c>DnGiHA_ipx0v0|C)_x|tUhrwRdvAC2%W;+8
z|EPO3H|JZD-hhCB=7>rUST4Kv3`cCY76uy)e3`+>F?U(MW9wtUtycra<7shs{Fi69
zpssY2FbP)Ik2u2QJi|3bIkJbbXE|k&9DLOZo#)A-j*UpAi5=H8e}?#K@O3h^x{;^u
zy(@VdPZri}m?~Z7RNL86kJ;U(v)aDtuNg`<8!uv8wW*-wpp6Zy%3bglqz_ZRKrPNs
z<Jbb%F*D7zHNiC8@eF1<%6>_L{xUuQusYOA9g0VFV&OLYF*mHS#Wa4Z63W`;wT3^g
z4$@Uoq%OrU{YR<3lLP;QJII6C^7gGyqH9tsVcu4k2vGNoq?G9QxV*JWkDZl7R8O7G
z>Lf2>l1t3R8a$&wW{*vxeFGW56sA;_8ioK;wY1BeO?X_MNB_ugD@)Rn6SQOEhv%JF
zRdh7Bm=`PdoaA?(_l*8#&<v-`XK1{Y;g}S$XQP^gWf{#Cwl@o)7a`*YQ(7-b0;mS~
zOSsHJ>O7B~NSwwu2IeB}N_0G1*V8~z#zZNq(BXR&K7_pl3kk@dWpvbtk6)Dks{?o~
zXf{IM_@bdM#z)t*g$tAS8{>J=d5PLA_LZ;R6Tw|7DysJ@Z%G0O7G~-UIoW|9^R)N%
z!}5X~2g`&m4F~j+P6!&SMeo#pbeYZT-^}5)dW6bH2F&SrQ(0Mdd<$;Irc37P8aa5o
zOcdp6ql=z2a9wqqW05jRqP(NLZR8J$HQ>8{-7LNx+J8~bU#<`@$Z+1bP|>d0SbtSX
z3QH`eplnLN24H)M`xN5(RuBlPBV<jQWx8NL4P`{9L$||H{u)WRNPC)Vrda~S_ScaZ
z3$D5PgQN@X?~m-;=GdR~PyWdd?-<%N*5|Ib(DFMP*R4-UUgtiR>6XMYa1KiY#vHHi
zYNounQAU2bGzIC)d3tu{{lGEpY!`qHsr0u22uiTAM$A$N5>?TV@{F)&8;zf0-NM(5
z16njSy_Oo&=s2+o2aM{O8H_{Ou=4)R=jM%K^=A*$*=4_PZNUG-0HiywB_+q4q+n><
zLv~#{Uq1jA&6J;@Sp?Jcy<KH~U4GS;Ru#Vcr85{W;)02qniY)D>ahrN%t6D(aB4Ce
zj#~Xy4tuIiY6_eknT-*l)nWqx0c0v`OA(lj%|6-T$z$=yslhX4!0^DqA~8)VpOXpK
zP&Z?Prd71l76006Z@IcynK61S9Q;Rg%ad*a`x7ghr5F?Z*y+Ub19FZ0-BjsQ9e*jV
z#82uw;V%<a#`$V(QP$U#skos0rF}#*9e3!nJ^={zPhtVVZ8N(U&lMOq*;2LZQG{aO
zM|piV0=#Q@7p4ozS5rk(&_K4`n(>-%11aqx7zlps?F;nl&x<&3;okfqpPkDK`UQxN
z%oYXqCfcmT1;;hA=^0}L-d^_+#TV=tliywbTU0Dmdb(h+hn*inuvfNe#IT#YRH_)R
zLK!dM;duM>5aFDtN*8}og@J))75Oa@HR#0^rGoBapH-3Xq!{P4u8+`k0<MXK?*Cep
zrVF`(6%-p+&1Q_8ZMXi=HA$9~?#nl*QP;9H=l^C}*W<a|qyYKgi=~&Mtk`qM0}hx!
zGH*SAx7HYtEtDOz%FPj4EFGF`!(lToZq-@b%@%ZTz9*35x;R)1zpR_pf1$*$6|mbR
zB7C3x{TNvk3|uZa)W0YDpxIdPNnt`-Zoqn3wb7)2Z5uh;#J2P`@QA*KL{-#TE5Np@
zJCp|faxBQdTAgPwzH&gp!_x>X1T%1Vnv~*Z*t8-#t|;hK2lD&Ti>J*bpO<3Wqd0HA
zCMV@mZr^MsGxYwK50UTwA0Kk};mdZ>_XofdxAq+^6(!#8@@hn4_KA*&O;F%MoOo-Q
z>`efspoT53?y5EA*Sz0`c|>zW0@{+Zn8xljEO?WPU{`M+!UIKn>siXR!tLESj0T1l
zxj|>>3e1o&^UgU{;7<y|VLj3!nX`WKRSXoN;U#!6Zfa6u0buR&9}|yk*kW5KYiaSk
zN?NE$CyBn7r3{NWuZ>D5_W)S0KiUIN9`Kg?GQ*R$MFo3L1ooA8fI=}`j4FtV4lCdD
zqH>RR&?rew-GJ>!$DN~Kmac(xbfe^}e#Z%AYTV|prvlmwpClCrk$>qE0R9woW8Yzo
z&Tw#T?uIMs(17+19`f0#Us0J){{oiyK~*m`ogOKYrqkJ#t}Ieoc{J1XbmV#O(%5~i
zv(PAmhfBysjlbP{pJ)pS?+VJ)Pu$H;8D-<TYbmd~t%azD&;d2iGd^`w_w1EB{azUc
zrc4<s)M)$)%y)`cKO*3IlTP(h(2!sd0TQ6oH;h;8IEJ99qUu&vTEi5cwCy87G|2Sd
z&2dc06#HgrULHJdzpzUBn03=u4Y@XcLkD?+dJi?qB$0xNbD?U>Qxh=T3$+1oV`0I0
zIYYH0+Cymjxtl3HvZdgS-<H9vK>)o|sUaUcNEA3y3paS7&)3KF^Ro{2tkadA{Z%BE
z{<<UEe<Jtt3O+=p!@PV-z9V2Rp;Qczx2S7v#T(DNm9^Q>)OI@>JC{gEv}k}DrBk(|
zh*zELf+;}w41Ao(lLCs?o52Gsm4aB*k333No8X|l{tL^QFoeBGaWaV;9nDIM=kt!e
znfgh!F8jB-@|T6g#`TR{HON5RKUr-7ldG89)~7W{3rL=Qs$3Bk<VeR_H}~#1!yx$L
z^@0)@;&%Yo2d-20zex`%+LJo?O!pF2-;*nhetdbqg;k@V!QoZMx{tKii9P5X{GnPf
z#>nRix9R-n^KjqwGJ|w$mcn_Fnz))O{wFUopFucgqNC=<yOy`rN<P9$1Lme%aYgr+
zi!GyB3KcZ@D0Q&reHq$N&ct-)nCh34bPK-e!{jP*z2Id(D`(kI5f@W>U#n^^QH>8N
zljF9R5YNU6l(wTp?TC$QB`HU<_rIw4m&(ji2VwQC>X1HD%`Tk`TUIy6v*c=Dp@}Mz
z(@GTc1Hi^+?&&bE)ut-5!|mc~XB)T#IEopG;q~RKpeB-?l~tnCGu1()-Ow-p0N+rO
zqR$?5%guRNOKSr)R}vGGQTyVOnEI*vXf@xd@eQk)9mwGF)Vz)QvRtrb;mFm+JUtpd
z+s*A)n31Tht+kog_<U6ii!^WRBUqB?H_$&FP{Nk@08ry+mUl%5^T@oOTzWPuGW=N%
z_b7!`kb@2xV-i^8QtY5hdERF;?OBq?7BRq6zG~k#P9TJqs`TYoQkFxE;p)wzL<=yp
zk~t4$Nruj=SgnYqoqeMoOEq9K2$~XuZ4V4Mgu1USAeE-zvaE$xAwOu2u7acv^K?`<
zJ0$n|fRG=4w+9K)d6S@&tR43q{rR4p=5JOBWPzMiP|er7E<2NZ2K<QJn3X9y0&fI9
ze~A(`w2yTmqsMto;{o75xu^ToPBPV5!K5{jaHgTspht{K>G^09iocLYfrZl^it$rB
zU}lC_dYX2`h>4EWsQ?CQY-QXlbN;Ez8z9NSD4ePZg(duao{Cq26pUx0WArpbp`VeH
zUM6@yb?r3hrjNjgIInxX7gwe1F_=sJ)Z-g{C12YfWdd3RE5DgZ#bX6WeP@G#Tf+9c
zM_hgdRRy?i{-P$Hzb>JwFGtiy1^2+=r{hdg_N;`V646iBZ7ew^AH$j!H|ak2$x{sD
zDVbZfky9;V$Ne#!NRE0CO3CuT`q^1hK)Lw*n$f*HxdHP+QS4IIy_`S++yr=HxRUfY
z^;OUzSwp^*V?(300^>f%-K>5yb6hLKMWCF_zUKXr-n`7#rQC^jA#EmkNMT?8*ZO9x
zMm;YHGT6UBGTUbyVJ6~;rsc?dSlT(I3gNTt)Oj{g?U;>WCNk+Q&3uyB22By0D_w28
zfZTvO*)yiO2(i+man5}eyzeJEUjm|U2E!IYrD850D~|u0jELyoNWgy+JOJ){p&>t)
z97<VJURq-jqZg2Fs&oY(!Qokai(sMERPNBZm(*L$0;7vm>Jz{&{@X-i!7S{Eh5S$U
zZD93au2+%PEu2`g0@CSi*z;t9$4>ffSG$oyaL{>qcD>(bhApj}*k+j#ZZ=hpu{VlX
zbmOaXvtno<0k(}7Dnd2(khxRY%*G(Q&RT1WY7o^we5;=jB>r#iEdCs?ZaPNy$m|O7
zafU}pt908C-2IV76rXjy@nYrA+g@LLk#^ag>|HzQ3+{NN&G09+cQ(i6!y+R6hS>?|
z3Q)C|isA|vyzlq8`K;<Q88~L6dzk69;N7oTS?`vgD%dZueal4e<d%WfW;cgfJT!%%
zo&kMVr2{*3_Ua`ra(;=VPCd?n<=ZYm*=e`={Z?DMVL~fFd|o}hJw6Fy=C<ud?=(?R
zHtL6+=K{<_dc|ptx$#K|tzfP*zOgp`a9Gh1s!%rigqm<=rX9Xe78?*!YX%)J5Qs?n
znq3+VocX{S<8m~>^iu>A4nq=J-6;hcTICnl?Gt~x_AhUxUT~~u^E89dHPURlWjBvS
z{zLw<%8AqhT-1rWUwphM@39K{ZFv0bid(K45$x2?A3V{N%wjIpGLqkpN^ng2_9Hpf
zlc`pnHAc@gU}&w}CXhnE1=seFm(8J6w-+{Y2orj_EOIV2ix{u6=&!&)x=P_u4~axF
z*DNRr;~Qf6_<<D~s!(RN`Ex|`v38O)Gqc7|ZW*&?DiwGYeX?|uV2j~+DKFVK`@P^=
zOk+Xn+Q>h8o&<Y4*r^^kY{866aPZf7A35Ya@dJQ@>ltLss(5Y*ZOi%sSZ45^8_gG~
zJZ!wKL&|nO?!Z<<=VY~99pC~2XSlIMfA_r3JAVWF9J{XNaeIEGL5R~gNwzkxvYY8h
z#^N!7tB<I=ym#U_iFYZzo6wY|CDi#YE>f|e#Bp9o0yXH52ciUX!DUsZrSR~Y230gw
z-i@yZ+@#qGNh@0%ufy`I6{_x(Qqa*QhMFW1GYNoS)Oo$ge)7mB`FXHR2n_|7SF@>G
zH~u-zJ~^+x;+=FB#kh%)$uQF?=Z$A9)BBud`#F+>%~dAB=@PQA%O=!E_1Sin=mlK;
za>Y6O8@b}wl(v+`eY5rQDu&`|T<)+yWH5q|?`wR%vK(?^&pe?sH_}u+4AXjNP#L8k
zE@EmY--aQF6XbL*y0Yb+Oa&E;K6Ywv{6Gj80ot<xa0GEPqs&*BxGo3G+96HZ@cY^a
z0Jn|a^0GqnE;Jw?uJ3jc_=f+L65FQ~*$F){r+x2e(lXf<4-ZJ43;$J5T^f{ns))5k
zSdTt?dOY7j-<|`jOkAq7$1VMDsMWz6r=tlc+31Q!*H+G;1A_c{?PZGfuxDV1?*`3d
zG&=Cd&Wt9M2%%zy@hTx1m)k%Cfsl(H6x85-%U!NbTB=Y30PdMix@BJ4kZ9<p{4?aM
zllgQM(~)+KnC|+_KDh0}8DJQ0PqGK6Fg(v#t5n!;GZ3x$CooY$x=`dMG#Lw-Bdwb@
zY3aMFxxaAq3*FO^%#T3X!~O^*T~-Fh=vlvJ{COHkFg3HoQ!Xn6KwngMGsVZ@F}9q^
zs0Aanmn@|k4Ciw+O+Arszx)P&<_#Dgw_1<5{PyL$%tYPFaI0YfFjb2?W9iXrCjZNu
z`N`5~k8qf9Qli6BK~VQ>-*L<4_g8ksxA7LnBUZC?nsrt-I9RcEYh48uoIJRwaej}#
zng5}m9V)=%1owz*Sd_1=>TS#Z^JGRCBUD>0iB7KoB}vqy-34z<>Fms`T@gLbsIUl`
zN-Ox<;A*qf&k$)ikSRS<BDPm%CP&>-DdX-H7^bfbTMcwLzMz&I`=S2?$Hdgs!Cyu1
z_xAJ%HtoA{2C;Ms_TZn@Jf*8I`I@E6n_t_pmA-o-v~;AwT97f!L6<*o*oN<D!@J^_
zeT>$56jHELFk90!GN`&arVgpuJZ0F{_iV810fM%XfYjMs9f|D+fcU36m7X4swi6Q%
zb6(F+*mf4$a)!*AyGlc$uJkz#8V<#uh8-*YN2Cvfy#xEnRy2j)m?T?fD9Qd>JBV5y
z1rN%H($`bIrJQ*^y}s<G&ye%eS(M#~vZ9%PjDeJ)X~qk_oE*DyLL-47)ss7towU6B
z5VBqPzbQ%ZMCb$HYe?{t*!@Uy$hL81DZ9VyUKzh>vn(wYQ)=a_qS%V}g1SI#Xc9_*
z*Z<p=Oqt5_>YVcuA0Q0S0rGI{$>+{a&2NOKI#7GsqJy3E^HPSZ<>iommhrP~G^(DD
zKb#)##vkMe5gf`}29H4S<JNol-&WcJ3#$n|0+BiVLKqx>3T?&#tYvoJ6<QQGn-*+2
znhm@Au$gu<BF9XZVr|6+oj^-my&DVB<&p9UL%jobgY7QJS6MD}gvnTYV95Zu`2n;=
zTE~fyD5%OS)JWU91!QNP=r1xg!J~uWmP2XnI3S9?m)?2+`02SVb<M@hCy0;6wcR)U
z_{~z%A%61oMUJ!GFCqB{K$PN-{x_dmetB;#*ZSpAl$o?%@9T?rDVA(peN+&7)BUCB
z&|X*l$<eo9h2w1#=r!<kk$ug%NL6(0wNgNREj}(?Qox^_t#~(as9i=UR6n%6>enjT
zD_+V8>rh*ZmL(Es>f)=kelcoJ+$uy0H)lX@s=M50On$F>Vfz3Gs58Yd@N??8UC}3l
zP4WaEv%43fvfswV#E@GFgmf*QmBzq@=5D{XUeL89KLCyq>aH|+*S@~ep;oAC-C@$q
zjZX}C<zbDfEd`@vt{+gkLq&9<eke`11-$1;L-9(b@Qd0{UIGD#OzgM1>zT=<VG3&1
z{Wu({f%=P9ICC~n_XLiwwVRE8atTL|15BSQE13GU8VUD2T_>TmXb_{CsNC(Kf0hmM
z@UND)X+TTDb1G7W27HdRJfUM%aKa)BWp|Xx(;ssU6F^T59uTB=!zN9iCA8W4QK>*)
zL5*A2@hcYNEb-QW*_(9)F!JYX*qlN3t|QreC`m=pc_IFW`Tj_v#Cer`l;y1Se1Y$~
z%a-RUg3)L#9vQ7KsrToK67^6qJkRlGpmA5}pp`aWze%;>SUWAJ<8o^Lb@J`vd<;l6
zbG-mJ!;T={_VjY1qu>CGs^uQIp(HuWdC-5~xLWOu`zYaimPcnyaMLV>k(3%Bcm#EZ
zm6+RpTiso5<0`7;LQ?R$nLcr!Z!X><v6;W>iMimgbuZ&Yvw*tZxOeZP&wToiK&11e
zzBaOab4{w+9L6eI`-DV=GVAit)!_?2bzAL3*v#MXANK|u1`se|)`SgM!${A*0@fPC
z??%I9OSUa21sO09gNzJyyj@*O8Fx=r!t!LBYZcX7VG$W_l2LQ**xdo%$hW>zq`r|V
z2~t#p2|;=Gk#;w>IWaHtyE7j3GtLgw7rl&OC{q=~?<#Wn@A7`1*J=xgL?ix@9vZbo
zD2oNo)KE>fm5M|zyh^;PdBXU808vY<j&b*oVrd3+^HpOv`vYgY%oppESFCUhS(Z7T
z{N~sDo-Z&z%I2L{x0X=A_x1H)G%bHZ3T1P)snB~yZbLV8XvVM3?89+#pu-55k&86?
zg_&!$Dc%mU>8;E)z9MqM8aXrdWt*iy0oqEwTF}pvpb#-HS9_>sCwD*Z{I^&ttA4BG
z6|t>xotrg%9HNRxZ9t1(sA1}F4CB(m>fTkwH9?HFi%DPFpt!+Dawc<vsViZb^J+s4
zoV+(`>m5xQoiBzC278r?)j!?Fe-w7BJX-Ou_#U=*j1^to3cTZ6@^NZ8x{M22TWFsi
zYUSEuML0DMZd7rv7w5rMmN?3o_#FN3=USz%5Hkzcd3nCo0p!o-i_j8Uo`&8r#Df3k
zKSnOg^x5&84d!Y8lVNB=-^`)zt3L_wImV*Ad^uf6qFeAmTVaVA?=5B01SM35wx|j<
zNB^8LNmsBp#ZI%lywxy!EdFr+fG{TLB(f*O*X?A-zpctyBJu!QYgmu$&|1)?P56%s
zlQzJ^(6SJbUsV$%q}B-MP}8)Yec9+IKBw9oRpmv?8_fS^#=hz4GLPDLNL5l>JP{it
zZ8mO(_-r-nlMX7XVh_`1`Ya31%_=CW?wmzXVLkuTxo=SJcMMg{iOrIH@v+-UJuZsX
zD%r@Bm8FKu{NteTOws!kp9-RsapuiDAx%{_<rAF%Xns>n8J1MmB|PLW${XhaQ0ZK7
z8%Iy|?ALb4X7?Ay3&Q_aV-c^i9sAuo`a*T}WjD@$aDeG4F~m~y>BtP=5n99p0OO$n
z&a3JlLly5K#XVZIlsl<KBvOuj6?D3mnNX(;GjFMbY_SR+2FE4Buo(KPo7nxC>KZ!z
zu)mL_Chr(&Go&0Fjzo1bSuZ5w_ZISNS3kKd{HWHq3LkJ^XUQdz;=zvBwWNRzDUOh%
zQE!KKHiNzJ2E1Zd%$`Ursyiw4UeG(DqP-Rw4_Bn%T91x5>2YZ{k2f2V+UL{ar#Rp?
zOjR)b@Fn)%m1Mq)^t={D4|lr0zi{!3#64Xll2SecCzbqhW)D&f@Xu_fI8$!?;A|*#
zLUm1jMUHo2M~|`Dc%0@kzKlAgHdpZ2TCX14v>{&qJm@!IJycrpwzTTWrG>8S0oOC6
zD})oPbcP8@=w)MGy^4}vUdQcd^S2`DZR695-hJL2^De??nXmK#pqeu!Iygwe-LD=9
zzw`rUMe%*zux5<X3pcR}8rz8@sSTLVZTozhltF9yykkSp@R?P0nNPqL5-_FE9^7?M
z_);R?(QUjb-*_X~n}6?nvr(8{C0ls^>0?<k8?-!t8frDM<4QXIC|39G#|nVVJhKVQ
zu>!F8RMl_@%v&VR;4pMiMUR(YBSn+*S3lHV<fW62fP)htRodBZaNp%fBeAyU3M*;i
zlVpYQ{O{fq*x8eHddYLJieinc_0daJfClpkjGW2OjC&&`DPX6mz12w|8UXM_9%zo~
zz8E_YTtxa}MtVw;Y};6RVTXUPr;BIHiDA2-JVZfzQ&P^p4XQ{Yi`cs>!<do?#C32I
zG^v~RU!LOP(K}P91R>MknCTsZX>((j1g}X!RU)HyCf0e0!UM!k7^pfhmtdmjZH)vV
z{tD&l?-@WMUMW*%v#mesnF`34lh8W#e<VB;vgv(~9(lk+-4H4!D;-i+%6;HCx=cie
zb>>!B(#x^xGkH(ILVoqezAy#|gqBIL_LK58PV_VlSb8<X&N$GE9pwDVX7RIU%fdc;
zJ5T+PO3bdaME`{3PhBN}_JKF8S+*B_Si=UO+JpcFzU92PvRvSzhGg+Y_wpAxKb*V&
zwsJfG80y$NQTQ+a+T9dfds|=AtN?Gd)5Po5E?f_<>AbsfMhY&Y-2LLMW@aPu@(M=k
zEglUw>f{f>`frBdara5;+RU+CesJ$oCK9~3_#hsJW!bmX6jkT9PN%L5kIT%Y%)arZ
zcCLx_9jA-RWcgJ^eP7CnhLp1)VZ44yo|yD`$}Jj%o9tbPsn<Ta(A1PGBW;<VKc5|Z
z_qLlscIJh90B%B{xzLk@v$u!Ho#vqhDY*<KK;1nhMvn5K8OM77O;b8?7v9@_Ac3|L
zO1)SbEij?9JlxRY!^6qMA7B_YYB%G4<+RXaQ45t>Q<9N`b-WT<F~@(+zKmlYy16DA
zPh66s>dCCKXpK3Erms|a8o9ibq~G~|OB$+7UJlw$6`$t`#QS04n`z-CR)K2ZHc?@_
z7~YLti)Cfx+%QmI_qEk>^YXH7uVXj>6=q+j^s6dLy+3d&#l{PzKJcU5&{DR(Jt+0%
zqH%@r;%^Ypx_d$(QtCpzc+J_dgLmx{klH(G{lpF4!t9j@L<dL4MmifgB`cAq3A08*
zvlnTZI<Bh7YqQ#}PJK4L&ofF3GD4@sBKiJRWYd0zQ;lZk0us7D5ywvX)o{phkh8OF
zcWauKXmU-7(o2ZUz=`p4@#e-}`w{F#<o>5iC5fN|#yjIO&zrti1s;aV0*972Bi{^%
z&TCDrZ+iD(8+F3%iu!V-Y#0$Uxw}Lb1d(b<`~y}&np*N39^7?;@xN3O{5Uc>>dQYd
z1ZjIYz7%RC@4*_Bazrt+@`XxqKG|a{0`=_66McFBz+~0s#rC8ed)4xGf<HK5W(@oa
zS2Fk-wy&7`-i}4L?Q-0(?Ezr+9hNz?>Gq+TVvb@i^EWn}ENp1Aum=sSFq{9NaOdH!
zt4sNY!<TyCW!w6;7#ikvrpd$*I#(=I+kOINY1m2NDm+CW%Kg&;*4<CMIn(hby}?m^
z0F+o2Cw-f|SNmUG6_i3U8o^n^#@Snj1?FaVDq*m<d}+mmUx5R5bUn~@N2~obwzD}X
z)md^_c9vb4C8E5q?XO|UpOJuuE1KU(E2||GvNm(Xq;eU&Vo}Sm(bEt}(M>jN@No8;
zt22WVt41u{IfaiX2h^vL!cyzB92JrStddpA0-$shhbqMEAwoS7v#u5b;Ihl8rvuW>
zd1#~s6M&(4+Hp^`@ElDwQ8X4e=wDa&Y`mI?$U2`BD?dxCy`v+!kIZ&bccwf>3CTgO
z&cdXZuMPg_&?od!3@GJ<+HmB@_P<sZaS*oJJ*Hjbr<E^^z2>htG2omLW9?Uy<){Ly
zt-2;xa!^^mo8*n6&1S%L+JhSK?o2J90y1FmKnL;NWqiw&e5M&HF^*<0d+u!`Xv6EV
zQaiD~$6n5P9Z{QYZ^f)goko;i0hd$5@k+o<R4nm)uL9-}T7t6l{D}9LF4qoYfhlP)
zJ)WkZL~&2#@YJz&^tZ8iN|GEYXGL#y$M^3|IX-I47ZH+i*4m2o3{QwrnR`=`s0~DN
zoV*<uzn6QS7Mq3tJ>G!1^VbH(S%Dg0jut69&B?vqOuXAjTym`eYCAGyBC2PC?3)dK
z7OYG|Gtq!(jT%=cExStOXi2k(Q=N0pKtmW?9A~KJobA))axKc!ARf{anK9L?(vhFi
zc5gUe;rit57M^II4F?roT$FM}EQ(cO;1J7}NpWJ?jHUSn=`o6vjYFi}N!7$Q7G4Qw
zyf2v?2{df}I9{UFG!<WCY`)@U&r+PJ%r9qc&g;Xns3Nqrdv;~SznbdU1z4C7F`Bo*
z8pHd1<`kKUq8jb*J8mJ}GuMtJo%nJ>_Rmndyb~N4g;sXoGfypHtWhdnKVpdJQ#eSe
zZgnjw%>TONC-se4j-|!dI={P_D0A4coW~bK(SfY<E1c*p>osCzzJjkjnbdp3NXZgA
zL-b4fcW|Utl^AL>e(fC=FI$K&Ror*P@&c%<x%0-Vp>r{VZ<5W;f8d21S1DXgCWD#8
zx+7UvtqJ32K6whX$HuM&++sgtzno|B_TK_&<j@W1kvy%85Y6=jVeblsa8FZziT(2z
zlsi0GUrjUlk|5+8l^1i%fx;4^td{Znqgc@{rlBf#z4IeU!QW)_M47DxIkOi5$C5Aq
zIJ9C>KMGUR4VPp#ZxcV0{?3{_gW!GH`XPAt!<;mB_UV(CCD!M40le3TE4x(Fe`Cmv
z<*TAC*19tg-}2T*rlnnh)OYJLYJ;EBY_=I9t(vy1FXav!8Oy9eWwLDCvXf?y4I*az
z-xA~%wf4r7e7z5K=3-?90`xLd^ST@`1heW2`p_;Tcy+;`f2q#Jrw@RCz3X8m)f)bZ
zo++<GHlMCl4-fKurY7p6Gs5}!yL$Md5Onhr->IF6p>3S^&)}4JG;Qo4j=`q{#uK6&
znrX7)M5+*iQbE_HYrLEuCXzrs4y-E|A<+xaiIQ<D1YKW6d(0`F7cdV<Q>g-ReuvOY
z%#jhNq$;>gLMndXU%%hpW6%FC4Pc^JMFJ9EUJpa)Y=RtrL<azz*sLbhx4G}j^MC<>
zmiXY&7kZCM^<BuYOFYfu9|OMCr&!X>Nt_bd`Q_=+{W-V_n0Rh}N4gl}YI|2I-5FHs
z6yl_W(xbzFfr1RpxRoLA0`>E$dpmPEl6dD}+0y<f>E77~0DpYu&2FZ4TT{|i)y&;M
zZKCC+U~S`(TXvNjjaVJM=UG@3<+!9B{Ji{42zu0jFQV`UD>vzD(^_)Wa;ayy>VY%&
z#4ChZJCk)YOgxfXYmV=tNT6L<i7`JK+44h$w=W6y@%i?rpnmj}fhbZ*vZ1KKY~Hb0
zE_LfCH~Z%VB_-0ral26Ct1=s&g^VRLlY;T|deEd({+w%$rX0<&Q!D5jOCa)@$E$yz
zxFr?gBP5!7e_}Ez0Wv7lxus8EwfxKoidHCh+VxfgTJU-)FJweFotU~}#16Ie&a6RI
zWYkb&q<L|AiY7l7#^LwI$5ynssF1{hZ~x&WDogM3R%D*IKQ?kuaoi^$5ZIGU#R%?U
zs(|^}Y%C;74TR|M+OZinn^RTPU}Kn1{*<y_Y8o!F_*M}A7(Vj8s*T1SFwYD>aQyCo
zlB!j?)aU@|s39vZlLEAxNMXSXESDOeMoMX_xWn?fQ1Im<e_!9afM%9yl$ffJaBmrj
zqDWrev>EUIa|%Y7M|R3W&1^bc9&^g8@0MGI54mdzx;->fKOML)q8X-Bw*2X7ZkM&e
z)1R!$yhI9J4G~|P&f?$sQK34IsA|<qk5g<>rCL7Zmc9h4b%NW?*eHk#y=`~9xY1u}
zT%d#YDYV${s?}{4fC+B{HDBmP{K{G3rvJ8;cS#j#vDMjrV5j$0tSkoc#(!u<*3xH<
z{b<dUo{PW8>Siijxy;lC1D>#Sq+houP`D)U%dc88tYr$4QkG1HrmjkMcLPi|j0*vi
zi6pYtR%W8p<>->a)h-JO1?oUX617!{=NTZX63Z%8e+d>Uc_38S_+MJ*TKBCRu(I@$
zvpgcu%MtIot7@cInK1yV{B90UO;=To6U&0vUY?C<l~$s2E<l0xb=2!J708L+O2R+N
z&o+pWW}(t<8#A)?N|GU^IKtZ6B9))Sc9|{V+WA{vBpy7N&cokg?b(YlRe{tpYDQQk
z1#jLfEzK1K^mTW<Y>YumaewyAO6K=aMT482OQYt<rB*^|-w)8#Gdk0TSgA!a;5rl0
zf6Q;IYqXp8#=EDi(~Snj&!(8;56<XsQA;<|#W>dw0xdOkSMxA5*YY0#ADG&9C}X-L
z#Rdgcs*O`rUa18;eV>(e##i1q21cVk2+8toQ*N~-xT=NxO;-zx77a5CJ2Zd3H*WJ-
z1p96Ft%CW3Z^U(SpxC`qV{=i0&##b{d3f*m&6&&!)tlF##bfx|`;VG0E-4=Xp92Za
z+C$>b#Z_=00EA|wm#TNbzeeETf%D5tUGwL0Zl`NK=dlGd?YWt26|FLT21&kUs@GIV
ziRnlC@BEi>Y&=@lA8=ILeGxqVdBrG3@`6e(nikmX&->drr%Z8G<+60ppOS})Edn7=
z$-pHXp~l6D)qUE?_=$*wr(!4iyKbTsPtIv-4Xlzc3FUo|qD&3>DU5!d;qczgzj=($
zwNjhVLq7#E_T~Lvo1$D=OSAj&>*If>?;&3Oc9o4G<;+qu(GGg%{0gJuVWv-CHaaeh
zV?&ASYEfr<5evoeNRBB3L)Y4BQZ{?B3fh4+625^o3Ooy_%9~)vLzc!La<|n~A?Xo$
z5&1xv*EVA=pdbK1^*%l%LFhW}TasPn17Jq5-bME?(ed?sLZif(3VmoPF0`fZm!rh&
zrM++AX2~G29BY&$X*x17p9Hv&Orj*+Jo`5!2Ls*gHRNAcBRlw`U?zKdwsL##+6ZHl
z^qNrJ{EQ0cJr?An%%YaJNpKSut!)o*x$Y@gUYN~iQ?aL~TvMc1KkIN`zX?l$TlfnI
z*u~oN3+HRZgj7|-Z;;eomdL)Cg*FG>F+Ep&99#G^I+FbK(>{j*`8^LYj?*eiD&0K$
z<xmEEx~=b2InU>6(Yrk;axL0@<Gm9aD1``W`t|g-1tG>9vTSZU&B!%mYy3XC3V^>G
zElNE8l8Oajg9ZG_WsJdWUP^LZii?icr>%*9%&%B=4ov<efnUUEtyJ}h-F>TG4!gUa
zL^)oPWZY7KyMI@?0mzikD|1miEjzmVCUpG^K#GF0=bHsh8?(QFC$X1R{MKuJOFt>?
zs$8U_SOkQ1uWI1zOT9-1#O&;elkzR<abiV1wCFL}I>Spw_A}!LKu5ok?GGhld+K9a
z#))=wN1uZ$g}X-cv<k**r670fsTz4g9D*vR6-AZMHFeJ^t5p8t%;500={-V+&g>h5
z7+TxNM`>QaO|zz#&+ucg;DlUq$koRh3Qa70;w-R`aW(D~AF$h~NwMm+nm>YPmlAn}
zNrh)jE}RO)ET$f=?9i`SE=}n+IZ@6s6yO4Rs`yA5UBW?s|5qpb*i=z)rVIX`Tp(PV
zVVt_OxKg1L3WX~I_^3;F6CE(%>TR=uGgrkM{JSNdrNwcf?c<ctSq#nr3Caylj6%J1
zFRmWAw!v;SkB-#jSM2dJIgo2yL-3y7fV0*#>~%5TyG?XW-U3H>?$alvm(Q*Zo3}Kw
z4jY}S4vf$1vf38ViV*z<C<0gZr{HV#-!GwWJHm85hCZjAysq&0{+mw=KHzuN{}H)E
zdlzP+ZP}PN<F=D&L@v5B7%(6A_x79hyVLFxa7>vwswv(qj|?&8>dop>IDC|1g4c-o
zEH_yI@^ALopnH-DjcuskF;>AFi^0J*ZyD(8vk874=h@_2v5ikU^F9XpI$%ybc3}Gp
zY^HU#j?XQnA|WM4%rXK|R9*L?U?$CQI-$JDmd+Czsm&vqS^0(L1IQo8*W#ak0@YC2
zPe;FT2zrc@tf4&opTP*JS|$&(V_DNt!hn}w<y-j8`!M?I<066k5u1~q>YqS?|A(rx
zifXHYwsl%4P)eb=OMzm67I*zA?(Wj!1gE%rNpW{~2^w6B1ef6M?(X#F+<RW`!yb9h
z*n7!b-<k_XFAOcubEZWMY+P#<K$cR37$OU$dI4INgzX~W7BgyK4b`D)^I%hl$eEUy
zOLus4x4s4yb(9KsB`@H4FoI-vN42&kD<@VL#1mhRo0V5$h;<#dg`5F50kUnTgFT+|
z(p9B5rqZ&oZgM=Q#SoB*((g@E&VDKW<JeGvnH8aP*~e*~qi{FO>la=ECln_>yxC33
zLWCmzJ;tw2{{j-Ixq_Vfdh(N{t?EuWjg}+tJfLq7!Ij879|$U@3(7bL^q-0_RprSq
zs_*J3vuBXm!DO>F+oH9m3)?@`=m&lx+ltV#0ZAQpjGlRAML2%a{${$`HuwB-6nK~R
z@ox$319>OOu3kD#Y<65R_|aXt2XCyT$LdWJb$;;0qxu}AY${l5L6ZhIT%%Mi&<MTe
z4@M+LKp0+~apqQT`C=RrnJELgC;I5JXg7qr!oi>SKu!TKFDB$fntwup>PVD)FGQLk
zAAHn}5&UKl8GY;dE1+I2>lHeij{#`v)1}tS0{PZ1t;xMn9;t8=BP!ef!tve|0ATCW
zY5(aWkpB;$pcmbrXA*J*{)ozP`XIHVJS1Zbqly+&L}f-BFXR}d-S9*T62(*&rQH(_
z%_!d8-o_GBFh{l>7f#rrjrAA3<Lv)NUnu_%aIxOAS}HUxEzJ@q#5l@aw7lVvdFfG*
zGMTi1{Aiw~g;sf_AlNAHERG{;_%|np6J6eMlnL?O;cbMtcmjH&J~}n^%&Fx**D?;~
zU{6T}HC;ag$6cx(&=qc~L_@l;#`tfmgl8V6&4sVoYLuRX{sG>o%hdr2qu#7*?EM48
zxcY>ssHE9QwhRz(z4PCiO|kfmsZVxurehXex>;YJDdd7`3%AkecSmr3g9YFS{WS1O
z1dj^6s0?R+2YHN-g5Cu|CQ4=*CqW+=S?$VY48<CfY?DlA85dDZPXX2V%%ISH`lno0
z{gB^j1sl3u=uSi_3(4V@IZ8Y9mazia<{cEF5%3r<rMTFoK%DR%oHY#p6befk(ql2<
z3uR>6_cq#zOzL})<Y1D{RxLT(e@2jrM|8%6pH5={qA*X%eh1R5?Yojk=QM`_A|#sG
zg0FV&e$=PFVRuHE8q*#rn-%wNEY1#|zWXz_;uKb}N}CR(s#pEgU}u>$XP2TauJ8ff
zsR14$#CX_+(keYRi?=Mzm%z!VY|v&|UV4ys4_;}bIv;xeb4AJt#9wdkH(e!kB+|}^
zOH+Ry|8rF^3L~)jAK(*Y#d_bb0p#}gJE_`XEkuMLcENu#XV<wp>L%nMH)NE1IIa)%
zP`YN{JY<}TddK}WFWZ4NuZaK_C){%;0xxJAo3{6iR{96fUQJ|qcp36%<<VdXn}}Pt
zulw(v^0D<xF0Kxqkd$nmBq?52&Qt7k&Q6&4b;(eC2Kq1WPeO;^{{V2jCWfT<L4{Au
zJlI7h=u4gf>UJk2c=UEsC1s9gmzihBhin(P%9J<%yLl~e>w#dAqD%b#AGC^(Vi7qh
zf!D>5kEcwPk5^ycC9eY3WdQVjWgutBLBgx|_kwS&rhHJuODQC`6cw_T=$DX4bK=(5
zjP(o>s_M28?nCk0OQVF>yLh-6Ns;`maL$DBJ(tt`ML#nGL^fozpeVr`&v1|Lupi<C
zL!#I*CxE%9>YAYimpN0h+GQEPMm@B8H3t8zI2sl@zN=jf)lj`ZR8;V2jEeVK+AHQt
zxJB_e(s>{d2Hgk&zulMT%@(|!#P&3AKIPD6Bfm{Hv7!&9GjE98W`KDZN|Bf2_899O
zmQx2L@)1Ll#U9$ei3p;Ni=5-?kA?jMP@Y^v4iA{r7ng4wt=W1e6EquM6e^w7KuZCF
zWw{;eNY(g5)>|(?DhJU@a>f5D=lpN7%VOX(n1{e9Ri~LOo1)!^tX*3=kIjU=G})0@
zDb7;`R<)-oBssbGp9Agh@vTo9b$D+pmgst$g!+O1Ij37t%ow2jAeo*RfBZp_SBE7#
zIf?l#3|@$4JHO<;+FI^<GYDSFh=hihy!|%+Gz(oqva%hwE<oYBvT4&QXeR{^V2YzF
zh_WSmT__h6#t+;7jekpaB?&mR6eLj_<177?6W2sv$V<jf=_v+}jRuMiyDgVx%@<kK
za=OV5h$6m>=7-9O?O$aLacG4YD~xL@q>6n#aex6KCSIjett#2yW1}&#Yy*duzmFr{
z@|6>ljTo-ep9jRN?x={O#xCZk%E~p};ZY49dhW(xq27g&9|Y<o?`Y2fZs;<zvmrtk
zlFs+aZ-nYAZN7M@Z@)|cIdf@fF*HXa|47)FB56YurBBjSNk10F1Tu+T<_Oor-Ag|O
z`FriA@p878GGH&<>s)=(&oFP5?gtRB&wbdiK#ICqVO+tc&Dbi`rIt!Rgv1=q{fNR!
zb1wrq#0^&a)?0_&jqGKw;>et7RIV8Ae`?xH9Q|;t*mD%E3uZ4%+0dI-4-RDOll+YQ
zq(;>DrO;g8WNx<DP#b#!OV)mnByyxv*Tmp^oBcqJq)qmb-jQxh!>|5vW!{QLs%Dy8
zu5!yaQx?eH-RxM!ocYZv%OgUT=rS-o413~I6cW4py~|SC-xso(R+#S#$pDsbRs1D>
z@v{-{@!mqL^pha*QoLK&IhOkf7C{rXl!jOg`v<U;%ho-kLLIgf@SJ;Jy1phi?r97|
zD7fLS!ijJDLdKzbW}_J<<kCg_AtB=pjP(M<uu@1+kCCU^Y5onwxAB?hu3+yz`C(?_
zmDWdr^&g-wy6hQtU+>rZXmm&TfR3mdTqvI^HQV(50X`pet{81IH3YwJ5sTj7ngk=5
zh~(0_=zjpO(!+lM4x_$&62%0LXZi>9z4hpAl@q<!Zz308r|@p0AJJi9Z$4d2XzWs+
zVNLo<w=KOKJboMeSf{@v>zI{Sr(m_fcDbvxF}PVL{SfI;H)7&bqngd22YG+RF%HkO
zYtBJhjEP)BP-j(5h@v4$vfL<owPxJ2W}{mEjtKenc$z=#adr%7_RLX-2*tM2?FYIc
z#1)wTc}Xtu!W_Z1`FC&x<`seOuzKVDj$UY>EL=M9?nTxI5rDrn1@N8eT+2C`x)|am
z|CHr;w)E32-<;`h7WVS@6H`3z@t&&kX)YBsZJG)4^JMjtJq>N*^WgNXzN<a>3O53q
zBY$YoFw%{?K<6_Om-sz8V*EH0sl%;LvY|(zV%UZI8E{)#r7<F#tE6k5QU-6>?MFo-
zSFju%zEA+>&JRJ&Lw~Kr6kJ`Go}Hw9$Zie!(d5I>ei%GE`nS96-WT{A!TQKIKA6fo
zY0bt&Ip^LM|JPb1DiEsxv(Z>#!ex0jcEa0+i#GE6H~oojk9ZRWB@!UoaX-bnDK+99
z=M{QkYPQqM2%1QnU&x9)=Y}&pd-*u|1G&?w6H#B&`o<3=l+FcB`U!m>y<SDyqQL!L
zDZ|ctiwt?OpXDSN@Bj&F{>492LVqUPih$V}h?dnFF66SUIYfg$$OXu>#B+AJy^SyA
z;Z$qF9DUPaY*il^e1o*uhV}JCc%cP}WKOC~j&xa4J(TJeBHj%np+$X7jot+nO4G&w
ztE#MzEK80JLV8jqCtJytbT`@@c!M8t4Kl=%JhU44ALm%MK$`LL;2lrKhxQh5_%XLf
zQCVNEQl+U|rLFWXzVJ=_YI92JfiU6lz4d`4>giI|#2j00hINWC6z(ohI8hAv2N>pf
zj&ypI7Fi7b#m6<Lvzj1m;p1V1rQrGcqtav~e&I^pE;`i;_l}GNT5d}G=BR1b8wWKY
z&*T&sxA#W-LfT6ElcUUH3}ysI#%q0!OOabCK>#=s+I?Lqw6jh>t!ZP-=}!Vj$3~Az
zDGD|(EQoVL!Mo#fnx(N~h<9H(Q0-a>k#r0i<v3G(_D2;@W2UxH&y1)Vq_1Q&CX5Qq
zUwz*N>*OR5@YT0CP-nLsdhoACCh2c7sOy}qH;IyTAd$Ctf~r1Z<IN*yL=_bVC}-Rh
zBgyoUDoBS}fK4dVGVAY(dH<pVpr2Q)p^D#b@{cqPYV4YJ%lk(1qH?SmA0$2t)npg`
zXCXnfN3&QEen+>lHe1RTjqzUDiQ`DgEaKacm~iuE`5@hUs;vk|l`|?#F^Ys!<hBe%
zXv>dtpZv{7-@zox5yccT&^xNy)p0d=YxwrTqhgm>a0a^DUz$dQt^`n}urg5|Ln6b{
zCEejA1B+4>oXIkDj{<(JlGvvQ8Ei|mb*%8uW#2o$SmCcOW-o6EMIs__%3-Gu?8zc6
z7cZ1<m47y>;ynUph6MXUMPbnQT;H5vT*t6nqyq#Oxq66MY8Oqz)`c!GgEZTUg@R)d
z;v{wEMY4pYv^Wz%sb<6VMYrCnqhg1G7{@$HRGhIJ6>2M&10#t3vX?PR9U>sQl@_E<
zdBNSv`^x?5GFeM_K6+RC83N{YZ;1=q&t7*?{@br%hB_(IwTaE4+Yt1E<1+9RTB=vH
zvo~9%Z8F?6ey6QPrpRDtN>N|t+Tc+jr0`j&3=OZwWK`f@=)m8>qZl&*FeAbW$(N*h
zlLa0AwhBp>wsAdCc+0OXeVL7lG~4u1JpI9Ev2{S(C-Z)@30Rf(D*ifyWHxJmZJE5R
zu9l(KsW`oHMU6e7W+$>We>Dxxz2-ou<t=s`UdFG`u`DS3UU}<8L`*~czUJl|*0c6w
z)riF(zilC&ryvCXBFft)zF$;yVe}kU^bg?R_gUrM!LB0$I}4bP|9bV!X!;oT570h+
z<CmJdg>`>B)p?YCuPNxA7i~R%5%w4<^4dK6-`jy4m+k|t6u&kRi3h@Tzjir9xDHZs
zZjm_k)X;gOLqyS^31R@R$FG5XHUqxyJXMZ5TnqlKIXU~UfdetSR{`6xT7S27_jEUI
zicuUXJE&(R?k?wVNO$;c5%E4(Fq~%FS2!`&>@IzZ9Av(@>&3Hz5h5HWl4+g3Q&U^=
zz^CW}<1B@@kOutlR$8RKq!qcG#qNHrv>44FNA@+9u=w*dc@<r9qH~!#Uzo)-Q??^x
z6SSBcOv#CX)ei{>3WBw(iv6s7tPc6`l|!ffNKWmiciT;$`Sh@(oU>aG%bz(Tjq;9f
z2Jpq<m;Dg4d!O4wt8qi1TVH9WaKB>lJ3pq=o}<u`cH+YyKF8#iw{_2o=3Rb;;y2|j
zi-4i|L;e{BLBB#V1lW31`jqhF2)w!PVXm2usQ>6+7U3~l?dDc6LLDJCUDX)fG675h
zyfcxYcJ{?hJx0NSu{Y~cz3Po^$geKnWxcM{Sb7I{Ew`NxrY2@8*)Ld%(A5N@J|L+}
zV+!kPD;Ml5l@v50yJ@z#tmgFD=2~$_)Eo;pmt8F=+4F|FuMlOqeFehXc+AK<!&o*M
z+(uLN1I7^LzHWu#KEiw>B%!wv%@buKY+^QJppiwk6WQO0*bv|xDfAC;ZTd@d?(fOx
zU;hBahBBnA;-*JCO+Acj#Lu28I^#~Xr{gJ>#rOq%)c+-r*x~_RrtOQ&!2m~V9yQAx
z@qj{<Gy!;!JgSNW3+pFU)iiO@cX%qI6piast>VEJuR2lLY6jBG)l?1xJPsTYbBybu
zECpRTCv+T$R`D$td=&3ueZZhrlE*=W>DWx_=X2ai!gp{E_EME>sh>@9nqZ7HM>A=J
z`ef*nCVQt_wwk)jsH6e?cOKTfy6vjb2?TV1tR`r$8X2oYdImHG4`bJCGji3qu{FgO
z8uJL)@sgRR(ws!Z_BnIPv~N_JugOjAfL(mXf&t}ey^ZD#ZC72WaiXK@zmp#RII9u9
z3zaE%wqp{C{GzEE7_@-ZOt;_MMH*?Y^rkTeW3S!t>Tg`}HU7JUZ((fJchtFg%xWyH
zX@Jf615w`6PwR{;rRk+ZGDq-$Toc<`q%$p8+7?w=v@b}|n9EAi&y_I;ACLN-;M0@=
zBKWheNbp9aMWzq}ex1q3cE5FEcqg_QKT5n50RDiiDta&qj7Z{0MimUwfGXW|MazbK
z&D=&uGqh}FCPHyqcHtBX%GE(JB`$prK-A7-{4O~Z*57&4B>7|+L|pyp{O<4Y$r~SU
z#^tA@L>!=aWb&Q5fV7S0)+8!S2_@SRq$7<pN&2m(lHOYCcOL`f&35G>Sa^Ndl1`@h
zA0t>iT&qvJec8P<v+6b$ILq~{UMJ$27l;5CU@LA&Xx?HA19TcR#iG9J$Q<I|@1>a-
zm5n!B+m^c8&I;mFCYB~=WFw@e+?W5T!j((;7*0qI6uj9CMat)MIhalQ5l%{FA=ILV
zT8V^OT7cyLmqZ0@$xC#TgTR^hy#<}QKe`b_U`S;F4!|32{AdXoS}x`}{SJKHXX@dx
zd&&E{CjS5iAJv)+sx78xLk^6f_-DJ^5~^(o>cug3?9e8k_Xg719r>DwRp0ZVMeRAK
zwZ7G`<#uPPrnla?N^|In0A$aUZzMkI+s;73o}?b;6l_}CI7*QQFL58|_#hY{H<2@v
zg9;kdp2zU<=hn9(x@QHQi$$Hio<uIM3tT%i5%rX<l)6bXx8YOEQ!IWn(Ut7W{{RIF
zl!l<eL-)oy#>Q37@y$|NQd8;_Nv8KCOcDnQWMorYq#0Oh{~>?x^!5Se!<%59GJ@>e
zsDbj^NMZOwg%u5>wcnZkR>kH$kSs4rE}8EYqjGgGbK89}_WJ`qwx@d%js;r8cR?5f
zXqMro1MMKXBM07rg67Soi;@#+@8@OAnJ@d)D`MlT`8h`7h(96v@7m=>wDlgA?twQ$
zPUYYLk^ZH1sel6e{?H8WmAJRg|E=Pe5mmeh#y<e;+D|sQU+R^KSbE<?{2w3+J*>xj
zjUL_zc_<%z$aG(D{#o?Akh?{B!|(Uv{11RW9!>(Z=i&Xy`i8R7@*eggndOI|@X_;n
z?%p@Wxq_D{U(a6%w?Y4#H3s5F^Tj{gy?M4CRB<eNi#m?$<P*s<INFNksD84?%EtRn
z+c-!cOMHX|rYo+>AF<<mu&wsrsd0Y0bR;QS4dzw`Te%Yznk>%{6vJdFQWO;_Kr`*V
zU=59Ax6*%NeU^W|%iwz0$N)^zqWDZ3eI}(f+SRA7;>5<7xCODFg{S-FSf<@bosoa)
z?~NL=3-z%zQ>8(gu0kha?Yc1lb#!Fq8B9}^HT(>axEf!qZ(<gR&rbf&qxkXkPnxHh
zS@%dcOV_iAlbGl|eY>osZ`2|uTK1JFejhVTKCp_UK%Q~$n52epgyf;ciuGQwON-Bl
zx0Lcz_U(n9=e2eX>ar$&>dUi<;29)cCtykLr=%h~+kw87(RYtX?rT0d44>ljN^Yw7
zQS${q*!YGn%Xe3_82ybz55zoe6G~6X6clxnHR*;|@DT$!DzQ#znnTLE)Vk(V4u^$6
zbfw996f`HuX$fN;2gQf6+fp6JqSI>hHQXNO`@FhJR$#*hH5V~Mr&`(`i`m49cSCH|
zS5tt6DYI5_DRqk%V#ocj@OTlc%G4;8AJb^N3`h<1w=A+^n2vqT;zz5UNVsLG;J4ED
z(@JJ@-pTJ@s&n?vzWMco$sgm!Blh#adEfi!7*|RPkfe(?3kq^joFxRvCL8=o7_A&7
z8Q!cMSmh<9y!*oPg$f6(D+{=x409tr*_3}-=|LDR9nIxgi#|AJ7kUu(3^zobYIhA%
zvXa&qCc9L9_kRzm$cNb?dJ+Sb#K{6zo{tG2v=j^1#l4$$J}wq?OVeg)e3>t6Iry6P
z1WPT)ggj~p&q)liH_r;rEwCu$7&!}ylut2|2a3`Id(pb~#<pY_ts^0X@7`>*Ta9&?
znn@`$tYr5`G<>k#I@0e=+=5MjQz8p6>jws7k^t|>4`A`J54!<T>#n;+9k#dDMA!H#
zyXv+D{#J85lubxhfNSCU$B)Dn4_yEZWi2A%`b^z~2FDX+>4cpEyqz3NRyU0*e(Cdc
zN$ErDIv4yeYou6Ez_4;1KaOLp%4joX1KNpvL#irAbMsv>*R%nv0^55Eow~&$$CRb0
z8J#Lt*5B`_K&ko6Wqn>T4A=&|2|m^<j~f$@;EF$~9LpLf-?5ko$Q^^^a%TGgtpT^i
zc{}evWVp~nCDIbL(S|av4y3V(k7hH+7Ojr@L`v|`yu+{=O7cY7jVfint>{L5yD7iP
z`QRq4YwS3$;W20Rw!SbT8MR2Xj4%jy-BW{8jl8Hcx#YjK6Z9jOTMl>6nZc)cR>;?d
zhUI?0Mf?S8z~Dx$0CU&XDbSkI%7b*H1AfVVy=rSG#PI@TLS6x8b<K7palGrgs~EPU
zO{QF}NDWifCiKgAXU@7k8-YsbRC1<Ht4bC$O(HK&3jM-&5kdn`SABa|IQn`0rWg;Q
z=|t-S_S^V7xt$H5(eidk!Y`oc^F!{DSOb?7G8{)lGWcuMuceYgx#3zySbWDMbmV3D
zTfA%pRq`Pe^!7<u*T<?IEP;OLO(B)B^-}QaGOVSrf%K=C;^?^#6zp0>xckd^XZUvz
zA`*UY<$B8TJQXT0o&xw`tzx)9`+WnOtMHyXzO+!DkQ~(8kfR)t3lD*&@?Y=1r5<gZ
z+&p}{AXCU8Me(#qE2{l{mfC8^<vYlM%eG&TmM>Ipw!O@jF&9nK9rM)t09P4mI%Fz6
z(oF*19uc$f4`sJSKY~Z70-aSqH<hj%Oi@wf<-xf8WP`@qBV1AG(zMJZ3^Jj$jY;`b
z>n8Zt(y_^Rv0F6$q9s3;>SKeVRz_u?z}pnQiOUT_ob?>vj`LdmyWm7!d=DP@V+Q-R
zOa24j|72`?YH56aTDlrM(rL7osE<$&0IL=fK+IGVbZvT+eVE7*YtnChth*=~%35+C
z;uk=X#}32@D%y|~fz`W_VPK7??J3w=+Wy`{s=~{?KqgN!?Ev~L_A9C3`8@)P++7-0
zORrI)agbh$3hu&1uCe7O6zv>e2P?}2X6;Azd*#yF3U_VX+sua*?9~x@VU$^+WpBb+
zH;dWmKEaB<W0rELc7Btp<8O;2BKi3Kx#YjH@K*DcyOhw2e~nt*EipEMSFK>*I%g?L
zSj4fj>Ej4?cNx176}95R0A8wr(g$jlkSEP-hrcn!Sypc*-GPd)^D{r7De>rWXV>KA
zv!~Z`9yw^~|GkNfU}rNlJAXB*HPn|0$_#M=w#I9wTz?GcQ~jvurh6XoDc8MGazQXQ
zQDj3u<Tl&c5_4Zsq@xXdz2U<d^n(Vq24TR`G?lbNI{aDb7t)S(0m9!oaUjJsUQNJs
zPjGfE{F<ZCu#brmTd^5w;toI9G0PHLOL;t{d3>b|rJjpju=}W??ugG$?n|S9h4`6a
zfP>)K$1zj^buN!>3rwtbPnMXgUwklC<55pyJE*=_k>`R?rj^9aAESW3i-C6WjblLg
zuK|;`x+btZ_N@mR#kyAJ_qWSzuLr0%kiGA%OKckSyBPWV63m#1(?)uEPSZ(W*?jDx
zFjrjHSPufN4~T?3%1+Z=JhaG(W{UO>^ec7h9b}vaA-z1>Xu;@Jm+Oq{kJESFd5){4
zg6Vp;-@{Eu?WC85&2Eq6kg}ow6~|Nv8}+A>1z^gj+`X+@;;N`y3dV##3}0afM8L(!
z$1R)NXUM3#Ey$=!w!hIt>-v9`j~Eulnk%$5NMgCiOw4AWiUHMTU@s`59r%*cMC0h!
zHUG3FjemVqQGMn&=%C7eZAWN|;<CW(Pn8_$h-Zh1;Yh;VIRw#6AaVyDKozbcif+X=
z%0g!e=+4J8Px8l!flo>!7Zeuce9-+Bkz5M>JqSZ-_mWV+0djgx5+~%)J02La2Umc5
zO86jfuCb)JhceT#xA9{@X#qmqNz~uhABFx~`j6D!Md=VUE~r#0QF2&oAcfNB7}){+
z<6NR2IK+ztFRR=dc+$SPDcZ)|7WO&=`m<@0?NSSs^P4oRU#&tsE`o`z$2Li7KL!x)
zkRPh=NP4CD4-&Wm6h5~S|1BMF7YM+IZ`$k@H|@eXMx~rF)_`rMNE4d{DSo;1Py&$S
zLUE}a*onb8Vl!Pa;(4o3I))7CNVeV5+w_wEwovSHLQAFhS1DxfPNn*+PZUN}9tSzn
zPH`UPMDhAc$Qc_kkaJB}+-#6*jl3!GIDI^5-ck4igWzJ2BsQyUCX>ava0p6QhGgZ)
zEr1>^^-xhnZr$>GP@SsguCxlpmfFse2JN+(vk{Y0NmM|M(Z>8PpDx-{Hc$#h2(9=V
zt(w48!a5ibXSAat=}7fB9Y;1Ty6Mj~OknI&E_{_b4zDLfun*)gu56Fjwil+XzEAy*
z)Y+aVDIOg}EnB<{Gd)$SkToR}x&U{73sxiqxsG+gX&*A{dTDMKCE_OR17iRB)tvG~
zvncev&Jm9l;Z^DDjp+!*_J5*jp<X0%(+duccS>9z*M^;>iTbpWSC(qFyuDxXsTs2*
zSTB?cc<Ex^&$bACmYT0s(YDC!;Trqd!otJ0#DGdn%v%PYF0r%fV~DcJqYhe-d}rBH
z##D;g>Zd!<MNdNomky@+<N=dyCD=^WQ*S4{`;p8i9|?<?mADtyH8q}rxNTpTEym*v
z#y@j?GvVL`A9z!9ICG;?AwAA<B2<`+kgrAEut5!p#XK_=Zz%Qiq)9(A7M?yuZ_opH
z|CfeI!AQ`3C0TTrdGi`^WEQP+oEtUSKR}nnuPh2-+p^EwK51fz8e1#>{Swhyx{#%M
zgYjBA?~{Bw!dS*cS?RS%Q9!++>Cz}G%9^-yM%t%*%p#U$L2=Q8g-&NvKu1xmoX{4(
z=fiJ*)qemVp^q9wOVR)#%#Y^M>ud&?{w)4{naE=fc()LnBr=zBU3-#X)R&s)!<^&c
zp!(Q-WznuTb8Z07nWaeXTLvU(YgyKPW%hfWKCY3t0YYpHfRwX=`nlc!p8%G^kOL@p
zrmkjEP&~LIcH1eOJ0q(2ri^fnCEmda2zN2ST-@6gjbjyzy{v%{_LBI`ADeDW?UJ#+
zLJenl6Hm4n>QZRm=G>gAyGYVGh%De+z8udeNWCBi!%o8{(YgOYIsMwHZt;^4TNF`_
z90)W@jl8#!**&~*P15fmE*c)+)5CL!CEh1hiSi^HpQRODD6?_(nicGFq`9)^wEa-%
z?A13INhu?IDx#w8@!*^_GwI$fvY8Fnt2!&BjKv?j#$Skf<+wJAT}c&~>x_E_-x(bO
z?kYCXxC)&|OpY{kr2g}OFwz9XAjO00P|pZdS3*Q5W8vAj4=OD&zIKc(e+3R*U*9%b
zWjO>4ei)k>Cx+~BrZ?-|X>v3^&Et<ff6cmGTz#lmkCOVOpRB(XZ*bHZPWLqTc17t<
z)R5`HP5|^XLYT5s-y`X~m;WkGLWe*G0A!g4#Xkf5BDK=~?q4~3o_alRPcvGAyS5vE
z?o<4q<w}R$AK1v`$p#Q}6~;&KI@^_2f%^mYF99e1ho%?c7}~a`3x1&qQ%ya%CHwK>
zprI6>3L}tdw|KN`4{8J?)$K176A+kXF-WQVgyC%XXQO8Cpdtfjf)(i;f+8IVixHRu
zZ7?b=<N?+<lCL4lt@83J2is>a5McY{0M8(2nUXTdO{)FvF2UZ8;Ov*n6eyz_Wv_%x
z@sO&z@O{PRGVmLn$$NhHkZqU&)_vCazIIw{*bjK&Y!1QW#ZqQPZr!~)?euIkiw^xt
zZ1|r@E5wifdVkPr-4112CD326kZ(IJR~R`lB7zvfB^DGv%iH=L)%x-0<ki<lxyXq;
zo@S5zjv_@seIA)G#1c%Ux+&Sr5%gtaR3p|C{Ul&T$+_s>6ZQ55hWaX`mwk_;B6oft
z4;ekU)%*vTNCNNlK3mWM@52VCRaIv#czy9yB;KMk<oW-9kHDlXBOq7>tOk#mc-Jam
z&sQ_s@N-IEDn`1Zo%;t_5HBRae&V|rO&T01?k=IH##Q;<vR^EIi7N{8>p(vWsOXPE
z)^nYtuiE3R&uSP~EN<+j9gH&-hiy-PnIu%AyOQ7!2ae~g_u3IjVJ_z{3i7CxO-E)R
z4Q@b_1~v{|wK@Zmn=Eu=JWGwjK}j}H-QA^Mijutp_`P1DFwa6^Q?N74wieKX2{`C;
z;_#krcOP{XrV?lqv41^()#z^;&G#ZX8>LRvup78>PAQp->`e5PAmLY$1q}=ScvD>3
zCuuFgNgewOVH2OyqLMJiTN?i=q)gF%c<m;^`8H?Pww3S?9i&UM{V-d$MEJZsxtJNM
z)KuaXH&%3SKVkA?pNafK3LSZkTI{a7i;rlDpdiO?v~`}WBCDxkMp{{rPx)6*l2-nc
zrUcg&opV_nNn{5rZg!-;FLL}g@$;8VY^rZ9P%`)gRc#B6+QEQH@FH<OX(Q4hgAe)d
zm)^2hSdeCA?#skYpSBrONKFL#B&|k01DZucgcPSuM`{^Q=Mf^sXt89D^m?U@wFC64
zi8l)aw6z>JpjQ=N^ZVU&8${4I`rLfcdd}1$I2E%~Dyz$GRQVkcrKgrN$A23TRN10^
zT&)a>=7GwOI4p}1lMRl`(Ul?w)vse0%q8!c_Q{nX5<Ie+PW!1DB}4G+@5iPiWpby=
zx^;O8-MlW(5>~^*orR{caUhhRGOYhCZ9PQ}l$31$5()WiGwpw`HWI^PCy`)~pHuP9
zRdaxstI>4yOKqK#^V}@tT~~eGr#2icPcL~AW@iKL#Px&IV}gV84hsfMPYuvN!24A_
z37X%HOo2{ef*Q*Z_l%^q<kd23@w@Wt@(R~=liV|PC{2ro$nmsLL~0fS{n&fq7v&q$
z#ICHuU^P&;$W>(&-xO{9=00*dYvTB<Ea@k^e16=e_g~INgnV08z7_tTt#9`)P#a@X
zmsfL$WpoWoJNKMvp^dnObM{w8nLE}E+gM)8H7>FO4;&xHLsmG}qvZ@DM;+3l3IWrk
z$Ql`3y2!26KY0kMamP7JqE+-N5R4w}?%8?3bUSURpMF`k3wDS0vje|5^rKbEy~&iF
z3yLT$i`to5zJB?7aY7v<@vJ@0<@F?M&TH`@t8JR!EzE582gmm%6=7AGO5W!$Ak=4X
zYqsL*A6i0vdRu0u8G{jQ_Ju$1+gQ(^?8u1mFtR{ZQR6+c{%;(nSg+}-+kAvGyn#E5
zdbKr~zRvT;aJoebrI|2e>!jS?J<3GGJ@@fS<#tlYyw`L!W31M7{GULqJ8OaYcNMRi
z&X++-Q?GjUclg|O_!Y+nb0&+%z7B)(=T9foYRe>(bMd}m#qy{tUxObJCIbj|BIddu
zWL>?T8F>W%wP&#)(oXINK3^rBn!3+xj^Sx=043W&;h-?T(C(F1+r{irzsH%;?JK>_
z%<b%7Q4!9&8D^^tp<6GyKGq4H2qet<q@UG)FVLe5H?Gc15$#MrjyJ2P_E4J1kHiUb
zHSc3hKC&GrbH~MOf?6qyBV@m!#;(1(HR<Wgwa*?m#4ZCt-EdzjUWuLBft)I}IL*{@
z%BhC*qX=hgmYF&Sjn6{#zbVO<Nbv~)%Sg!``0Ob&_HSW=9{-aol<3-VVfnALNie>V
zPI%k))0~je@7=14#2clXqv%ucbco1gKCP2#9hXFJnG>H%7lO;yy86pn6}u1mu#m#8
z(|x(vVvjoX)`Xm-S=_muSh`y{v2%mbb>Jw=U8K@JB%8&3c;u){DIWK|M_%#oEo@M2
zz?7?X#CO{HQ&RBkMX(oF@{bj<3fAq8(;IE*;P136^OT$83pKfBXoUgH#m8n}Oj!Bj
zu{Fj{i#j)4ukcyPsqZJvE)%<iRr_fgMmXqwtP=XE$Kz&Qsm7S1Qt7yET{#a=E5kVD
zK*nCyOtw>MvcrKMA)zfxjo7E9l`x~R+7)q(Yu+>Ekvl47w>Lq$y25_YN&w~Mf?uX;
z(5o=vVwDx;C2>9F^?B!5hKhq8$Nq=Hmy7<78ZmEX>%ZnBfP}{xzT{}#<3NEQ%@f|j
z{{XRpTT#M82%Wbp4r~PY%JqOyuVy;0Y4e&LMSA(zjCzF?&LjlzLTmYg^OEs?`s0Av
z<V4>~AZVvNFasbTPX!EM<WTHmg#+mPt?J9AO-rN&Nm69*kCeaZrb=2RM3w*LFOzU*
zf#9*)H))@LbZg1Vwk_2W>N$}x``kqi`wuwuYkG-&IO1dvzmu-Ujn@8CY#{qFm8S-a
z@)Y0QrY4MuUsJGcU`=-+RaREYvp@O8#K$tJn<bKkct~EFm&(EFibJ@(eM~ze&YFds
z9KxE<<>T5{ZkzB;(0Pn$tCq|#Obmi??>hg8{ahXyaVDcar&qDuyNJPt`m(!mxm8X1
zTDA#S`nuEHC8%X?qN3<%buE>jHXEs1lR&xf9oc)DqW%GZ={PavXy~}(Pt1AFx0z2h
z4gQE$@N1EoU`~?-f2afQm?$KI9<K>MKF*P<Ph6&KBX<OwgV7gjZaA&AcIs?s5T{pM
zn!X?}%<(&_H>ZvpUh5WXRfVqj-;{9;-0`N)XlHYXnF$5-X-??b_WD0+yu7914rfJT
z8DokHq2T&2Y_+~&geAxDKjArUcXAMg*AJ32R6ed5kgI})yBj90!VoC4g*Yr)m!86a
zXa|+h%1%pdPonze=HN_YOsu;YD`DHU&<)c`iYu0e$xB;)sw`lQE(bNO&ceyIaIKN*
z+$x8khz2Rbfl21APnM`CO16FYPaKBzs2k7Ko)ZW8k?yyQR1`P47VJTo&`e(ucoq~B
z+211fL?;=>W3Sw+4w>r4ln>w-w9UVOu+AxMyl-nwBHr(sotGNc{WfyYHJpr#y89;y
z{NsXU+BjekAJn(-I#m<flJ3B9y;-)hi-jjYzja0ezli$MFnNkg#Ks<f4LMk3D_6LC
zQTnekuLiH}>^>tsqoyMNF48)yc(r!TRgr%#X&mpzZVcE>XrJst6-f%-!a_perNKL}
zq8<Bg{^1!2IbWtz5d5LEdZdM?t^pMynbL|PCHko<td0~lWB3oCvu4H%xFV)h1QL9t
zS2w2+^`^9L<_UFaX11d>fojsxAArp@rBa)}gdfGLSN#LbetUwt)Di`CkE%}drC{Ak
z(CK`iP5M1Q4M0UMeVfD0j;1kGJuoJHqBO-pkx$^`s2bm-y?o&|(&Bt~$@YM&G(}cf
zS?9zn_{!;CVmEbtw|;(fy~m{`o6bGSDDn$o3M*l>Njm4()|smv(4jVM&xLo-+9{mK
z_jHPd<j92&dkot<(jiKHYQWM(qCvOGc2GB-MxtX2-6olYBQ=!T>7SGRtWB)ZBLSjJ
z+g9^oa-3;=94@|~nXe~Ba<pRPVIe`?W<2TxN#)Hum|D?3rsZxli`FJkob}nzf+>q-
z;d;TZ+zhof!M>+6?l%y<O@WZ}3fYqK^w<e6l0$>RA3+gw<QGgz_r)iKLU!+A6DkuF
zu;kE(P$h&IgX=xFrdi&Tit3zJur1|H413cpA{$8X7!R7PwPr5PPEaT4WSORT*2uIz
zB`t?vd=dj7X(VqaE!3@sFJ;cRH0-(Z8|b5)`;@{)l0QD~Jp;4g#F{T|zq%<4e<fS(
z-peAoOTnF$S3mw87SiEn&1<fiNW<$ds|=?j$?b}A6($eb2d8`DxozK_rf9HwM7DIu
zuFG!^zcGJ(FTyF;Nzpcgaa&=&q+(w)tTEWna!cKGm>p>`{@OGfF~8c;Lsv2qvTcr^
z5MkIuh|m6u7hyV&JzGK5CySQVc|NIhYqo$y416wciuoZ0Z(0lO@-tb^@FRNFSmgcU
z2yc+gl;xQHm7?0~1XA1!(5ZFXY{{*eK}x(>JLB}S%`eFDP3-c?oKA8=!Q|swbDz&X
zc2~YgMI3yx=xG;*pY^E}uC%#f|DF$yvD4pz0MUowY*mz=d&K2>KPAjuel*r>`+(>=
z!Y)LDu7NAUI=)>=R}35Lq<*p&GMw+VYeEvcgs@PmBff})kWECCc{B8ogWP)TYi|O0
z2l`BgKS+F*B%<1^I%xcF;emLMQ=(~*XTre_N2vz7#c;*d_7AWY;jG^)PW7Z^P?gwz
zep1<W7+F6@^TBqxX;27Q$7a;ItH+soV16Jdm$oRwE`wJOI?$*^c)(tlv!klNDQgzt
z1_fUZ66~t;E=!k(vyXMM_E1{qNKv;K@F+mNIAc!ODHIPaOHyw&<-W|i#pGvwsuA(8
z)MKH$9D9WC%4um_1(n3Qh9ad^e<c`VKcE|NHGE%cV`ulR$|T7{XI!jl?`=aag*BM@
ztXo9`)Q@E{&El<KTXOiv)OL|C!%meCHA=!#pI(R;|L;LvVfOFMrWhQ2w63$hUzgUa
z=87Zc?feO3=F^&CRe!pk_(#=r$)o*6Nv`i<&t5zt=U?*5z4@Cs+`(Hkl=~5W7uR`h
zBf3xpB~(&Ek_L;R`2revCK#<kQLHH+uPM(TCoWT30zk)5cqW#ETu^L08I%UF#XAqq
z&`3Epjd3Wx%$vhjgL2NyO%+F%kyM;Zx2wY~(X6EKQfNvF@j|7c>=f2-RMF8TE8_tU
z{Er$7Z3Dj@!ca4A%SgnLd_LKwmrw0Y3-X!eCdSbSO%=bNCz%y^vzsiB;h*(h_wWBC
zL6EsvtCx?W5D<S%|HaxA%S5Z^irFn)wvK>^h_~|nEYXby2QXMDV7KO1vv>Kl$%K{!
zbL@vBw?tpVAnN+!^GF*@5CK~x$%hbRVM*UGgh*`A*RkB;g_vD+>-7vr;h7K#?=}gv
z;UQ>)7RUMoGTp=2rRaPTJ4~UUshL@P#hCR$S@pr#qYh+9huR6PAxNbqZpLaGiTR1z
zn4xLQC5w-lAq9pKwZ#s66~o(oOKz10!uAci;cWGH<mCd&L@m}QWpmUuYrjDYK%&Lu
zb04M<OKY0b7ogxAMx)@a>nmD<hfNsKpx_HrO7w9Secb1+RY!$$?^bh{aq+a~%ADxl
z8s06}kDf8XW`TQ$1)kM~#AeGc>Yd_JeMIgyyRh>Ukr=N2WxrDEW3H{%{~DZ}+@iN7
zoN%2#sPD=kJe|}#KbsFS9m-W`ZCl_f3>Na?H60C9v0jGmX0%-?;4=m6>;~kQOzFMg
z2urdVyek?wF=Os|how~LOaMsd6i&2P@_^!J@z$ku4<JD;LrrQ%vZL{{J)-Nm3~6vo
z)(VvoA60ZH7qf)PY{N76eVgN&9f<z;()bfc8vOhfaS_w*J+iZg!eX9zLN?3y=dqw(
z_b@{l!u)<l7rh$CJRPYff{@?OXhrwc&Q?4XE>W~vP?aoac<aSkJT}lph<WBoQ2k{3
z53iu6<I@O8yi@2%D2(}?$H=8*U|9P{BEe{Qj*wN?Ry)-fgULWt&l5r5<pRpqnR!#a
zO~ZT0UeBkbsUS>;6{dB4jd8{Lc(tS<p2&PrDg8GxJ|K^;iLU0IcAuRCu1h)lMHZ?9
z{Xz?-F-NJN$o%p<FDpsd8;S!dv>$g%*RGs|10j9{K8J;8JmTjSsZuRV3*GdACvno)
zU3F?#3_|TkFc+X@Wfe<7xG2W*W_wl2Gt1l1ZUSjG#9~Di>Fni%7@hBN;sV2J=GcRT
z7wLTGCQ;%ur5VpfVNdCEh_k16h^xOR57&%!O{yT~G2pL$xi6yCoP}^tR$H^F$g23j
z=}GYl30nF{)V|W$S88Ryh&wT<>V%u~l@wDp*?4KO^-Yf__#UfMX@rYi_KEUxF%#_&
z_t{#?A?&II{O-z$J!fYFMK;Z_gbs6?3xy_+eJMzp&B**Jj&y6H(}{QMp7}Y72D=dT
z!V6H9t6R{QD}Pz_K4r7*XOmyJ{XYOsEB-hIh!Wn~KxSSoD7SHQ@h-yQ;V)tMA4Xt|
zB@_nA?~gHq?ddcUUnznn!g^j539J<Q@|pd(*%gm{@dvEAFF6K$hu*Br3I`UcfE;;c
zfOQyCGxN2V?t-f9iL{@@3Y6M_G#t?CBtCDBl7i^a%SMJ9K`pX283T#{T4&kWI1`(a
zA$G6L=3S$&KZ_gj=M3{p(RilB8?iN}3l(4RJGLZOB_xfw7Jks$FLLzp4%?l6m)Ez5
zE>uy~<^EEGaJF<R2s#F(r);-!6`NWnZ!--~@5QU@@o^DmQ*|@z9jVcz;+c6qsdz;@
zu?<(v7Wv)4D4;@+bVo<_2Zy1RSM9-94Y#KcDxZr%e41Q*=4M?;7e%4b+V}P!$kELg
zB~8iO%WEtL3_-B^NLjZgmq4o@;kY4@17oOaQP2YltoGLFYh14F4wH&P{F=eHE$#8@
z(`#xi?tJ|bpfyR|7Ws3Jia{yfKAV*U)OQKEhahS<{Vj(<p>j()UWr>iEK<t*q@~h*
zGm)Y4XYRBQez>8TGpGsk%nlq%7p+LPZzG&P!*=vR9Ms+gL5D!}e*o;H&(@QtB(I%?
z2vY$ilGXoAyBBlo;tfS!s*1Y`s7E=2ickp3n6=n-2M!VL#b0^H@ilPKcwrkVvQGKu
zHypWq%CoeDQw3KQXVxXD4~a5^WgNq#`ZW!b+V_966bxFz(+DkW81{v%8?qZmYyze#
z%^10F*fTOR7xL|Y8Ob))yJx1Jo4`!eaTSuwS#>A1h*6=kv27<iy?8P2X{*V6xm42=
zn_G|%hYAx~EG29UEB>l6M=X76#Q(!=9T{LCob3E|;DDu<4Mslz$5G^1L#kA$I_UUR
zU#C`dMA+y?+1Il66XBs)mXQ&=vsMb#l3Nf@_AMsipVQhn!#C8{>4?((Z03BokWZSt
z?>Wc*4`A`}l2Al9>D?N`;yjG60(%r!@gG1L8Yemb)O`5PaLT2XRL8{PikC=Gi+T7e
z!&wPkN+r6|O0l4HR8|NxLzu1*9dV3DDu@2}^<9UKy4+5{bO{7Ju2$bEza&lcZIv8N
zMD}tX>yhu|a&|A6UK>(uL4UfgRf!>Arr?Zl!O{snQkN}OTX`jUgHV$2dyulPB`NP8
zRWv#X3<_RpGw~w+(9`;L!NFG-YyE=Wlf}QMYK6_8E$@nrRmn671UJ|+CczFAiR^S%
z+UQS~3!1&u$-{Ws=;<7?G`HnHPzwdA#$}n`sl4eb{@`T2h!`E`SHtkM(N1gwGT-bg
zxRFRk#g%*kMKusLDd}DtVP%xPFh+iG+?XGDYTAO=o_e!ZU=6WdLrxO5imbUsJ)=4+
zfxj=GveDOH#s@U@S4m@?>q&0*8Y6C0G}aVDU}E=hBpB`FUS!8X*@+dqi<)6OcQ`Hu
zVWoxA#<W0(5j@lX>V%t^#35G^q<Oijt%VaP3|+oA>S1fBO4VWjK%!y3<dPHM`KA7-
zeCJkAlUWE*EQ{)y#&NNF?TlnO;ZtPVU;8#+D30;4E{NKYF~+~+X2zPW&*`>M+jg86
z!iGska`+_$l1^4*W~wS|Y<<v9!X!XWkq`Cen#;EZ+#Kn1jk7ft+8^>@(ItPf_^E9g
z=e1c)C(>*UZ`V>?m7F<hSuTA^G!cw|8$ZI+l!ZVEU6%As#XyYfyzEb7&hpp`?oO<;
zs7LBtIRw`M2fDt*uv<qei?p%1>TlysM+WR}fl?AOhG~-c7el#RqBBoxH&z;&t2!te
z@9{_O_#*8whHIb5E`eTs=xS=v_#88`SFVu*fs-5LujqTTE!p_qx2_y}4IG9L!qx7X
zXb{JIcZbb81he{i=38(YGeN5u!^5calryfzQSvto?`;iYzVMF3ZoVO}EcHWKS0^t#
zOhCbdPf5ZLCX89;KpQMw4FTl{i`CpQ#zUD$)uyO?dA=HXuic{a%--swMwR|In2|A3
zPyxxtE6!=&o88<A)cDQRX;;ZtjpCoF>GaRu4ek%oS7lmMT(5xjSgkL+8{-JrZidgJ
z!{{zV4*OJdm1y$IRHZ~8SXy2#4rOX;S_^;k3`^URe=L(L*q+Qej)=qVZ9ByzLeFPG
zv@=<9&mm6PIJmE0T5P-ahMT(iZYm4vIg?=In;!TZ&~QcB-0|6JD!-M4ag+u@QMLwo
z2S<4IXAwRlPoR3D)F_R<gol>*<(g7gJt}nxD^-Jlc~w+isff-y)3INwLRO-MKZ0bI
z@R8$sg&hsUHaH@I89rx<iF-9Zhu4(opEySX-Ry*b+9X}q3XF9>2$Za|)nK<@5He7)
z+pC6=4Bu3);2zmb`F)x#0#qJ!3+O`1$k5EhXvsp&lH}I_PQAt{6#-@StWI_qIoUs>
z5}8rWC`c~Ei7sHEjRP*U>p61k?_<lli+w^j8SH*yKUizq8aH)qYm)C)Cnx27W5^Fh
z{^VW}_z|g61O(LX1Oc7a#3zD2M8CCuA8~>`Ac7Qqq)&^1oVa}N<+2wBB~@&#{9y6|
z|LEZVX<JM2i&w(Vw##PXfoj~zW1478z~K7C@NPGirhdsdJ#kr_!0%+#+!Bn60vtYw
zTn24B3KI_!XZpi#G9MWUx(&5LUv$nWXrKO-PWdW2t?n}srjn!HD`q31Fik`FbOKd;
zbRlmm=2uv?yRDoRv&{II1IR#mFG361TkC7O@1k8&4JYZjp~T?I8h&H(ecaBCfS%s(
ze6!4kGqJ!nEqR6^2N!~Y<4_c+u4=D@SIPdeBe<Mtiz{cad$Vk$lO7+NFV9T6SAth$
z*?z~6&7~A^#Hxp=%jAm7>&vR<;<`y>gwl@T7sin&AMKgB1(G>eFvALpNSo`sba;7Q
z9T~$e#E?olAz*Gbr-9cy>zxxv#KhF=q!qvZcNGIP8X6kT+v+Fzalxu90RjO@6a~p-
zhChvbT+~MW(KXfV4(<mUKFk^`6}r`M<1B~B=1?I=?YmF3PVD|pL=hx2Vd@~gm>*PE
z{yHG1)v2BqNz;ojg)8HWKXLxvIs;I=D1hd92VXVHmiN7Db1I;Ek7Qrp@X~I!*kf47
zX|Hfvnb|t_E2Xt<&EHl4<1MFJ^-#4hUBmczPqco43Tvi?C#mg4i?@$wf(hHIYC;6K
zo1>+J`WjA)aEqlQ2zgZj<Fn0`Aft4(UyW#=8$ZScgfIJmvf3^_E??ICrbYLXY<dB4
zjAi|&gE-{+P?pW|0^d8HZl7v8fA-_*f79RdTwXN^*@K=B6)39cnhR>h>sq@djU9aK
zDftl;G_480|D#$HCE$`GNVR8z0lv1H{Zo)P3u~4mR&;lt0&NJ)H78t7vC$<Ae3um`
zd)z~qJFmPH&C>I}o5n%4uE!MZJ}_u2&)xUpT|6LqWgcvRj;qQ%GbM*;$=RyC(iJ?s
z!Q>t168S@x07Z5j`{=~OgVRTBS-|8xtrh<}v5aHSQFW(cT(5oZnGaN?FJ)qVJdQ1j
zhJ=d0Q;J*>v;%AZ$u-j(#sbVPEtf0RPx+h53h3&BxM@CROjYbP`+^vE>tad<B$i<l
z=-oQH?5<f*+bVivvDj*N8ZND2`q=SGaW^-1n?$pC;;+`I=HsjM7v=9{dog*rv?J1p
z{<z|l#1F+hM?aEeozjJa8@aNVjb~rdAmzm=fBXu1**TuY$%X6nF}=_Gi=e-vT&@Uz
zA*h~8+I^LQAEBtRDh=+&3?y7oG<>_CPl7*aehppC=7AVj9~sE+I7$SkU8mYk|IpxI
zJ2W2ya{>v{`;sP3w#&YXtW(zq+d*7a@`<|#?<8$DX&>;A0>%VplcMcD8wtcVT|;KC
zx}wpT@qLt_X5@mp=3kMJ4h-(Kg@27Lf8;*A`X%LeZi{xIFtrDm??kP79M~_<Mq9tU
zIZB3!nEXJrTZQ<eQEnAuf`hLw**q#>S4JRiFsg1HVtu;f<|q3*D%yTFnPt^DwA+G}
z7)CUGuPOh%N}d48Q_DB&7jm=ts{$lS9H>x?51;(15NF6d>BFLjQm?CcLjD1~+wQ9V
zJHNthq)3>UT<|WGBDX?Yzgmn{uO>tI!Z~$}Tm-3p?h`sFcz4UC^(4#nvtT;gCft87
z=)X7jUE6Rn2M*E1_X8rKjF_yfQhV}fo%K;MzVMpUt^;_p5$^piVy(fy3lNHVSb5h0
zom^WY{f&;P9ic^7VHs^=JteDwSQd-dBFq`nsWmb70b;{OK=!XXe7B|EjCoR<AAJSh
zf4Q6)XHlM6iTUE39sTliZ?^S4OFlm-KgJenrP8Jda!<Zty~8T)`u_nGLF>LAgMuiv
zw@>VO)F~%#uS(LK8f`MvT6Qw$a@KK=YR;cNQ&pY&t<`-yRcW#1HA^6%NF8Z614M)6
zsOvDfE=R2@l9|VPhMt_Bv<1%N!la!&uyAwfRJ=eB+lFz-t9}(D>?{Ld=BoIFV)1$&
zI*#?L_)Bj?2Jn9A4tv+G{6EtyC-8I<OJ@|4JGSO!1oic=BfI7W<Gp(?!-gO5hQK`?
zznx0l&6K=%;jJ>$L|sPC*U6qaR1&9*9<|A9%jS4u+F(b>z*ngF#u0Pj3&_VLF7L~q
z>0Vzb7d{P{da_}wzXsdqg6fY;EOKhCKJkBsr!gCrKr@;cA1%I>1-Cq8@m3%1F!rxJ
z^Ni_wdsTX|Ao(#+6(XgGF~(|0*ON>gDoFa85YgUvZ=E4O-XgQK&zHs57#wYH<ysyW
zInsyw)t{yYe;P{|>e(3lD^7@}WXYdB{{Y@U&Z%7;w>!EKgIbrCliJ-n%?zq{e-e?J
zp{QFhe=%}Yj<_`}ldRLeC|=va95<Fw+$tzg>UJ>#r11}q^!<B7`x;tL4Zx9IOE6^^
zuRb7y&S?g7OPP<EosP7{>>^|LNFU0%*a2yVI+0uVM9<;Kr5%6=@UDI_^05a6PHLDf
zi)z3)1-tsyS(L{i93Fa(l@yNS<_*n8W@b1iH8%~1oF26s00#pU7sm#S=8#;FF3`R5
zE57iVQ=~8?aP`8fGwliqIPG4Q;d>Y@JSO*d!bpbW&m8f`6>)YdEiDe$N&f(lbSJqL
zsUCR7KML|&PZetEx+pI8#E0bt7pLW2MVE>1(rZPOtio0b*#LF)#dTAqDv@$qBc_f5
ztyoH=c1Lc(Swl2Yvkr{N2_KzQy|uQy1um^Erd)r^NR<A#;<SW$k0Pqyvs+l)PP=zU
z6FASP6_L$jgYgf7G(WLVaxK2d>ZGYg!jtqh<<jYJ<%Ab;yAF2utt-o$y+THw`toVF
z9FWo+egd*Dp;QR*3@$Opt!E~mKypoNYxrweT|ZG%FfS1e8>l$oj8+}Wi0@rMz}#{4
ztJW4VybCcTl6mI>v}3XJ7_z9`d*dhdp~=b$FQ7WIa8P{=5{~iV12#F}Rb$O}8di>%
z6S7PQP=`F?xl^ZJO&rrfYdny|*m)8%%D+?EoT)g$Prb^ODJpTP(ckbWo=6$3eJ;|*
zM`yZov~U+V&*NDGDn@v%eI~@}es!W0Sq>Rl&H${Dk~-T3@WrYFG%yq0q?32)n$Xm>
zJwDq@-=slqjW8?b#F)VET$ZEZyB!|TNp-0#(?8sf0iVqFtl#aKBe9OwIDkmWAd}BD
zJC54wZ)ox6=^dN+{cEzZ2m5zTVf-@x07~-veP-(2)z@zaIK^*Tc*^!Wh^|s7OTyd0
zE7rX{E+P@b%9GunM}o)EjtY2rd`$I?Z&#k$Q4}fxJ<VdBM)F4ar8xT5Er*Mn#J3IS
z+N3hZGnmOB{&jnJ-bX|4PK+bTb1XF|I%-xle8zn$?nW=rjOUJ(<I^3E!GY^uup9m*
zS7BSC6OY2Y(STw@E`4)Y;?=BiW(g*&W!#u#w8)V8s&TU%W7jpG^8=1+Nu!I;ZPBqA
z=%SHrJlWM1T@lVQ-K&7}Y%<CqTO@Smqe13gsQ&Yh=UP^=i0q{xXRpnQ&$3ebj3d>@
z^QwxwLyEgd={!@QKAU?4iJvOwFyP~jz;Y`pYsQ;KTR9?9(aE`FCy+fpmFu1$(Z9C*
zCecPe(ruH>g!_TW{A<c3wG!DZ(W%Jc*U;AWqUp({vC&mJQgM#V!%_2XJ?g}AZH3U2
z#X}$}b3iy?dmgpUa}!zHHSNfW2n>6kl*hMd=42l^Q;s{=Yw*WQv($V;Dqcb*jbkJN
zNasG)Ls_?m)5VwYTgD@bIoK-aI2_YT`WFcEOO)rVpnIE*tMZ>ySMM#S3>fSncLufm
zBc)5KMR=C+=0HKupsV-357Z-V(gr@jR<OEOM$waxy1JEY?&e!m0ftpT{3}k{@>X6+
zECx<`8lrUfwgC?Wfx)fqJ4upQLktYpvZRzz?<sqV<~NE#U$T7J8&68)?px*d&2^qI
z%FS$;=%@MDA#wLB$HjjUo*py!tfEge<QX*5Dp-bVnB*G#QfHtY>GBR~iU#HS(15#e
zn6n2Sn5wW?+}x)4qGwX!2GP}zYSq1r4LA@F09J>F*nNTk2h49l&!-ivW6dO)RO8Jg
znCm}>9w57cU&x9cG6a&SKhCP^eje0(Gb~MVRb@QpH^}_OdmXVN*c_5^*0B6jXASm+
zJdezfjmm$Wc2&a0F?Ks@;bR2sc@^YRI(?w>9Q7UQ-hrd8wAWVV<|}uG7MWT@_qO&G
zRz_&^8Rav@Rg@Upa*{LXYk=TnYQ{MM2kx5cbWKrH#4u{N8)WkSXN+;cu2A#Hs}^?x
z-r*iZS5SFY=tWdzZ4IeaaQAPa^k$vn3r`bil3rQEENF~Si7}kx+PKX~0emr?#jDR(
zSeiSRp2gnTNytQE0IjVr#8;Yzp&U0NHYfOq#d;WO(NCAT>frGd)cJd!=kUrcnv~7!
zY)Ae)v{iqFx2A1wcsM(4S+oBD14=8G7@Df?aApar?&r+~d((FDQjwL-Mp#rckZ9o4
zs@N4CL8TQUB@A&%xQb{rRET!sX>(2Q>qav`3Q41!QhQNA5<{OgezoZy7a806SDVHD
zwRjzC(tIvH=4q{gZg;RoyBCVc)`LY0mGm{Y0Qm)EYs>qW<F!D~C)Bn1t*_Z~YD;ew
zu=~x5!q>(%H>|-<;yoJM#R|voj+Lheh+|+f!!_lINWlb(vXjccb;$f^xX)ORTZH}R
z0CzQCU)D6X(_|Y&w*_#cu=lS#wz;{N0OWyBo>FoTdZYzB{EvZ5(XJ%5)RIWqm4U`o
z;+@f3=~Zl}NG{e%22>tJ4{$pF06FJoDhn~{#;xe~LU``e%q<}Yf!ew0b@VC{94h-(
z--Isw*{31KHrHMiDb-PZPOKF*R=i;PvzKVfO(JuZBpQlu^(Tti)T4?ki@5T>V3gz3
zgIN-;Vrs^$IVR)S#<f3ZQNy*-n*RWHqG8QW!z+qmKr04jFbvb<A2l-sQ_y!bfa?4?
zAzL@V{wj-EC9bmFaZd35MU(Z$YQC)dF0etZdJmzUb}<6|YiGm0Jk-27YxYQDhHHJ>
zwnz^Lz70cXp=w&)tNnt;;&PpQv?Nw#--q>UCL-rgxsM%7Mrs}IOFQ|#Ek%2#Piu3e
z0Ma2)QcgO1)^?AHJUw@xx??Awp{@m^c+MGEA8}o7mhUHrWl&fE2sq<4)r7=4H94))
z$4(Cu^=h8d*U_)M=WUPgNULC}C0VwE+=|XqiCAvN4NWYP7{T68*14{8vN;9`6&dSD
zT(fcqJ?W&7aB4tODo~&Sj^d+LXFF9%K7dx8zKy9~1rS)y{^1P(biNfQ`!gN))3mK7
z@qAdfrUvpief)7++9s5Aj}J3yN#we*IDWOw&3f|RhDl^t%Y3W6@mg<U;~r*_?6G{x
zp@Og+{KGXoh$R~(jU-Hc*FZ&i=8r6~T9;X0aXohvU5|(Ern%A@S)>Kmb{P9tb!;rD
zQ;gf(^)Z=L@RVa#Qo3a=Tf_btaL=h)S=+Bt+q|>-8se@zHQ<Zs<%><%WQJuKRg`?K
z><I$7o9BC*>874XmPT`ycF%gtzs6L7is5Z`JgeF2bowhMro%)of=6wN?a&(LZtbSA
zznaoP^Ty^k$2|>Q)8U88Sx^xm{w(vFz4mh8zRn5z#*3#LbqmLq$!cOv6EtMU8*N`v
zR7#Q7yErYaq_mt%cWVw8fbGkDE1PXL;#+BMkypu#;fZh$<<^wx@}&EYbopYX+@dhe
zoN---gK4C#n$If3EQjw2bH#E94(^ol$I8HC!KfhhD{mC&8gSX0ct||?G44Ogvh~ju
zj}S`G+HU(aL#uFH*Pew0@@iP+k_`Dy%bvKR;IwB$Y6z9U@5U>xSl&6T7z4zsUTYN6
z5bRxxW3FpX*HXP`)cvMh$MY}Fcs1x@D=5Lit<P@*jg2}prOWXn-L>2K?JQ8ncJ2UX
zxa~sf?&iv6Hx4%;9dX*Z{UgP?o~bKX>JzNdft6+haQtgv&luw>N1!xQigDD8JR|Jg
z{LUC{*a11JI+Bkq2pAdX0=jFz3r#c=-Pm0#B64GH2>Ket7MhFM$!KOl3y{T0&my?z
z7ab2Oq#PZYO4C#}*8WOHtl7@vQZ~1Gqy-^IpsM!v3~x*%f>)^&m+*NPLNmuojZExF
zm(xi$`CXU><#!&Ht*C2vRz;IWy1KHlxEsy1bGFcNgPv;%ViC>;@XEksihaaPgAAk*
zPnp`qsXks(y2~Q79ogJ4b56IJt;vxI-|bAsdUd1+Y5LTXPbJ*9KkHjK=~1jtC~chW
z89dW5j+M}OUdkK6sELra%Vu@QsH1R30c<GZwCyaXmfy@kxc4;_u`k$z<DKAV@UKSy
z0EBzb@YbI_t*#_w8`*o-k!?GpTexa)`eR(__ix*H!RES1Ze5v9<Mqu~Uk=?vF=-LT
zeO9H8)uWUs#s{@`Vc)r_=wYP!4cj?dO&a}4IM_(X(zr%$zomEZ+dZa@dc<dRXBi&V
z=g-%UKDC}Np_Vn@l%LHT2LK#ZYw1ec2M6X1F;yg-tKjyirkKeIUfC7Ea2k-VG^RZL
z(^<Mo7u2C+&`1SrZQG<A_1ReZFeg=m({*Vdi4LE{kD#=|78M7k&@0URU#5=^_@S<&
zgguqtB@aMPTJ(zsA^?4=9}(!$_=7{1+=1qx-iOeN?Zm}2cH(1uo*k>(TSqUMX(sp|
zr>dVrS!0k^wfu;pc`fe2Rse)xa5L{&Zk}5M)O%N+a2?;mYx`?&6FgTkq<&;%D@fQG
z9kWTOX?K_YG}J!NZ1Q=MJgM7q^T^L?;Z=%AvPN)J=Dj1s`n}GpFu(go`_C`PD}VwH
zm8~9Lb<eTWgiv)?KE>aJ*H$`h)}oj9QCrI7B8giWIXT68mHoVJ2S9k^(!O@oZQjFK
zo-O%krOti&=DTe-;)U!`h&4M{?js9@c>YEo(yduCoL4Zq)L?1^fHUX?b$TVJdnLl~
z26?Vh^5kE-+{T0}jloZ9>hvvE1h-gQhQ~GOO+H0q*Qpom)sH>#$lItzo(WTsKDEeB
zGZ6y1uN-YUtb0iysmJGBxZoV**O`g_BRq^(@fn-mr?>A{c3I0F*NKu(@1f)I6%<gU
zY;gOBW74^fR*LeDxv1g<%NXstwlwW3O;-J2jB%fs<Djiy7U`CHRJvWQs;D6ecJ9YL
z>XdZ2idu^Q0K}=XdSaX5(%UUTZ<p;qckt_47j_MCqg*&(JfsI6wUy!b9%Z^`k#G(_
z3h9kGMp2VmGoloy2|`j@J&$U%T-v7{t2a=O&C_n-VUW=<tt%6oW%^VP9_d{UFxjt0
zufoqtuBo0Cyt1AAg*!>6ynC0{t=z>7Gu^=<JG|Dx$4nZA&6M0MQZ@q|20bgrdLBDg
zC>0|k913AQt5;F6Xj^dTPB^UAUdOFSg^p5(n%dDwYt>|KKsolT2G4qy+U4!#4;yV^
z-n6AP38^z|JylMmWcEkVUj|$^iEe<;7Ejmx^rEmn0BW~4zBj#wX9ZVHk$}g4HZSp_
zw8hnpTAa}|$5xGMyz$ua_CGEM=}_`2NXBYkD~^>mxyxd<Y0K$S81dShj2f1hSXw@m
zVvf}$iawN}({Vr}6afDKYB<FvO(>uT#s0N^wdo!g;4kZ5ZyCgc>MPN_EOHm=O>8uJ
zEF7Zao+~e0{{T?<^gXLm4EbwWdf)no2cQO_jPTD95BQle^{m*?u>e-5h{ya)kF7_g
zTZyC@6cRE!30Zdzl+zodVS%pp+eQZ55C=-Go*(;d*2Nhhnq0+lob8RocJMGMmm>o;
z46dXc^))W4i(_*nN^`X0v1GVsK9y;bTwF4+&p52dMph#o>Q#0e<kD|vYE9e<=DP0$
z2|m=@ND4s*HOw-pI0GiSPY!>fJaeu&Y;#*-r^!`Iv9=zsv8x)LoyFJV3$IU;fKxpE
zD+#V}tfX*jdsC4vd_(?{qY@l((zEs37;R@O6L5QGwZ%zPsVS|Qc)GExT2&*ncQMNX
zI5e3Cqs9$5kD9p-amJ)0<rSx(=o9OA1~^KEU%bq41$F80<bjvGk8ijC0A7{QXjJfp
zkJ>cXWBux<;yW2mrm)-Kw%nf8*1;8@h4hzSI5P~KF&QSf`w3;#bxVt<>cH{nDzBi{
zuE%NMFA%4PEG2^ZCUWhS^6+bORQQ>sTguR`pLKTNatKhrnay!fg+L2nu{;XO)LGj8
za?7!^)9|jjQHr9bx}KgV1xlV4HJ8NM(A|7M(I&eCRPcqPTDNsSydRGOu<W&M9_wD3
z8(1FOOO?J=k+4)_*Cx5GMOda=C(^WZlC5AjZCr6!MqIK?^5WE5b~CkYJIU297SwsL
zhdW()82Z!=Z6S;95%o3GNVeh}wDAM!x{EWTxR706M-T%mgl5V7De|e!+e?~7Dzz-M
zxyG;~gGro_MPGYCb9U<-v7+RV(lAheI;7E<q#%%Rag{k0i&l0sdK;QHqid%lNh*^#
zJP^GFbP@bSHsFMYNe81~3gJV1=N^>gMsblq9TvCa3yp1KghH@IoUjKwsv|rJEP0hZ
z@M{IofzKwIqvoMI6&Z57o|mQGS_@1IsK4*5S6$(mA)i8;IOJIvmK#;MHQ}+GIOO83
z8;LEhk)oB<ah;@!^y=c>YEg?;vFzhBDPr*PrsHcDuHi9V%#6D>$iS<09Mv1xi`)6D
zf~asvIj)Z4-%8ZtR*hac2+3vcee+4BcxuA#>0p}T;Hl~t3tV2xPh-pW5^qD3gHWCr
z{HVwSJ#oz>mv;p7Gk$fWs%ddpYjWDaSjL?Ta%(Q-c1w!MrnF`fi;J@zY|SH;&RF!N
zxfvZWK<2B)#T#<)M<TYRjywA!bqM*CVnrQ~tt*JcT=uD5L60iKIpt}D6?0NXR6bZ_
zP%<=)hd87xNyaM6fTxa>&&rSzTR`#>2i?awtt~pq<%!s<s`La5)OI8+623Eq<X5Tq
z4$$6sK15%XJcpcfTE)2PjjrJpBzb??O|8%=F5*u?!L7I@C08fwn(Zd|e<QJ!6+HLN
zVCouKvbyqE0gp=Pr1v(VE8MxJkNA^c<&WLtoL4?K0C~vzX1b^?ggPbBAH<ypdgU+|
z*!mGuUvy3@p_6L6wTZETRlG|9hgB(p4%NryS{4bNVqx?&o;id=;v%cSF{l25D?Urp
za_nasSEVYQtYC<p3!~>dGBet=7yUm@-ZAGyFvGbXwM7`2zI^A)>P~Y@rfLtTUo5Bt
z4nryE!1gthF(E<{QM;ATBAF&Pow?hdGg>;dPzhGz+x=X;?I)Ez#b+OxeZ?RI`Gz~!
zUEqZ>NvT4-%Pp%UXa_9bg1H6bp5C?Bcv)Epxw5!;Zj*vkWUUBkUqYPvCH#5^+g{n$
z0WQ+#91)R<_TL5G>DPW8vbTon87D}v@do*n{VT_{O=j=x_ZmQ(eW;kZEIDTNKaEz=
zHQVnGUj3@VMG_IUgQh_h(KQRD6Rx~q?4#KC{YK6vv~Xh?+r@c+fG(!Nf4z)XMW%d2
zk5|&0?bd!(!i*P;{Ehf_tQMFHue5L%ImUUeiV>1po8f8AElu5SBNvBUhAaD{+pT#s
zf(~<$Ua6~UDSP3W%tP)(ax2Q1b6H|jR=JibHOq54@k+^_#-U%hN2vm};<z^Rth*zZ
zAHgE-Q}q=6V*5|MiX&~NC7k=mm|}8KzJT<uLy4AW8+3>ELCsgu^!SC9zM>@k>AEo#
z^iToM>T1pA7fE5yDl02RmQOx7zky$O<Hc(qi4K><k9D&D0FPn#R)w;MSrq>O5)qHW
zvuzs?f$i3>+3jh8ZV$b8R#!~!t*y@mxOBZ~Bajg+Y*%(V^I2|$7LB@!^dAao_P3Y5
zBC)+u<vZXv@gdIyR~M>4+I9WKrNVBOHp0oCpjVpF=U-bHWE429Jp)*iMAag?1AJK?
zVt;vi)mbC+Bi^Gp>s9uQ;L<8Br*w4JQ`+h}g~iltL~^-dyQm)Z8(Tyao#T#zupphS
zp9hpZs`1oN4*2z}=DEMMQq`SJwcc&j0XYBx=~{M@$gHdwjQZCIn%l?1qT|%owv*x}
zmgjB8#EDlpUcaq+aK%%yN3BmCOGvg~@u0?|Za?XWCy#Sn&>i{DrD^z!Scg^AM6l!{
zAWnPYvcnH*;KWHvqiFLnQc|kib`CS?O>b&;eQA&FT<0*b+|6#`;gylSRN|dI<oCC+
zNpT^OhZ$<G#X25t;?GUOnI~<6nib(}VWZ0ZI#(s4W9_iu^X6Awb+l;rYP|#*ADwZU
zD;3n^`uDF&yssKQpQ-EODsxi9`7hM>Z8-k`qNY74akk?)?kT!qA7)N_Q?5=W1bSBU
z*_AiB<NhGDwM}OGeBN6ur1RfCg1P1anC&F<!L9!Q8%5>#p5Wu}VE&cQjw{EO=aD_m
z$G}>Kk^Q=mc!JbiTS&fGE_g;i#7BB}k9-{7AJrZ0*L9S~d=9*Vwa7y;NtLmZJ9^iw
zct6B;ULev3h4t4P8;e_sI>vhg?NY?GM~<@gsK_AmT}O;OGe3s)X)Na)j#YukBkNq(
zUJU|0bM|p3{uT}R?fsP}{*8)?U)jwz{6fDyzp|wN0MW5gNJp7OjJ)Ee815^m)AT>I
zMV*`<YPUCq&fXLBt>acG)+ZQ7Y8Mza)7<!ZkQN9=D+=<>;5?26IZiET5-AUQT#9WO
ztc-;mnmf@&04**lImI1l0myz~$9nW%3qCdidsm$<H;V84E_qMFt_4SP(_lZl8S9G9
z)`nng4sdv@_M<Tao^e$*ar=kk99C=(5b-2O`$U><kBH<1@y%WF8UcKMwTiN|M=EL9
zN2OceD%$nO6^V7NJ)O&W545ny2DwA6+$xm}anh@;+s$yS=f8T370g=IUFNv+7#zPM
zsCf*7FIu-d9!Q*W7qwKrky*Z8l~yF7BV&qWVVK|wLzaA2jl3%yc{to?O5!TIm{1&Y
zd)1q5Mp)rklyDd~y)x~8b`3#n;Tt656<aVg@8o;ujzmUQ9Z9Cer_XR1MgtCVO#=2X
zfr63+UefPgN!#r3ha_Nw#c33qvnmNWS)AmNlwzl?G#rubTN<XBCZBXav=GK5UCZU*
z)<4U?<jynRvXbR?2`3k3XxU%hSu1^(;o=R~Va959)ozIW?d0rF{WLX}fr^}Tpf5i$
zsS#pJ$C0s?KU12X*HgH%W-((Yjzv*c3d4>n<Z!_$$&?KG)3_qqYnR(ho5lg@id(H_
zd&!>SMH`zL+HfkX*vt_5V7g-@fm?bfgfI1r7M>JsxxgTBYgH%9%h2hSS^GX&Jq(l=
zI-D;YHd4&vp^Oucty60|$R}8CB9<)lRs>gXZ=vg67=}{MBvHxT4m0(tI*#dNw0TKq
z!(^Vcxo)m=w3@m(3xzSrQ_`6M#F#w~TD7Sz+orCQ!oCEX#1R?V_9!Dgh$X6H7Tu7d
zo7m?rBV~_nGmeI-fsyVjwAMU1E|qiroinSF35H&Qy{nM8h3%(gafVaKG@7uO*ft49
z@x@=3R7C+70Qy#YugD#0Xygwb!`h?<%2keYiXwo!ft==&QG-@2)R~h2oSwpkxlvbX
z8v0g-Z}p3NC2)ngCAwDLx8Xyl9gGrI>`_fS!)i~AZPbD=qZRA_0NHR|zweP->MLZL
zG^(5(j}Wx7niS<ot(^uoI;>e371{WcN4K`OEfOl@(y(+(VfKyK=QYz!om5`OAFUv7
z72FICovWJEquF-LT~4R-c*0@oK9$ewiL&^6jMptq*~eGoW@J&bNwrk5J%wv&V^GsB
zJnyp2<l_z*2v%Q8@BSUZY?g*aw}{MJ1=&G3uJcjdduG<Ne9<`CRMS*+y~phIx%2j_
zw#_%2Yr;6mjP*n5S>X1rgIm)RPrsVk#|qyo`h9Bw*K1^bD<dJ^V-Tu(3b$iv_REBf
zw!|y}d}jiv)w?^Ew3%4vW_h6$x76+6@V1p5rlvo(M1lyxjnE88NX|aBsqpv3aOvw7
ziE#pik+LT;1qyw^t|_rQGuxK(*zgAwiDcyTIXx?;*GkCjlsVxPmdDcOAZ_xbGLgYk
zkbfHUFBHaCRooXDtWOMUn!cL>f*Yq0fJu$HAFoPux}=xW8E1BO&r)kxQ)^PF;iU~t
zyNI!%%y|Q54l9ZvFyV;*0C-nd9Oiur^U+Y^xbK{fI{MUN6|85AT(%?ARbRvst8%0a
z(>!#<_=y>ZSYto<=&AH|CtaK#Nlr3qhm0gL>ru9He3T!hLZ9ws5-HTR2}8Y%nO$D#
z2nsVE2wI}R?$3I^Iu*T-aKkd>ilp31N4;~ioV{t~U4azNQGnrq>*y+}PbxwQ<2b0v
zD&($eUEXT^-Dm-hyBiy_4O`N+NwmAvo<2bP%6c&Ls-W*pn?`Cf4tAcRlF(PN)U>u2
zw-Q_l3K<(aNXQjoEi~t2y67nNBdv09&9jEiKb1=Jym;V{dJ$bQtgWg$qlt=I#O&<S
zIBag72{)pVwDhU>v4Kd*J#k!ATEy{Nv=OmXW0EKu)$-$P?lIf7bjKG>M%FsxkEWuP
zk41`7JUggv&niG3mBi=NRk*xYvq+ZA#g~*}oSMoPh{CbORgFfRPJCr(RcXL<uY<wo
z(yKAwEP4L;rFlbt5T-}X)I<HDT!#xgHnxsW4Qg^Sg3-i<J-Mz^M<871+<!XkWjlN^
zt7rSMkLO$*7c$$O(VSp|jCI9!;uK)1wb<>%Ml|WtYpVTEp)74~ZX+H{5;yz@iqVHp
zy@`W0yPSG*e=6`9d{M0GQ^?b5Hyc38qPYq_fKxPo5^8!@uNCY!GDz_q!DMn&<J4AC
z#5o-EtmMsocG~vWUA?%rnW8>(WfAtiJxH!v>Upj%8RwOxke*qNO<L6T?L$`7uCK0c
z8_v0H(rx)c_Q35~;N;}>HO|ZpT^CS>+fcU`v3d52{{Xy;INZJYuCK<v3buj>_3sZK
zJ4U%1hTeRZ{^_m}7)K~}UBkHbuH(W!Dt`|<Lppt{L%jJeAZ~G<{>Fp{0!KJ+#*>)F
zak&k8AC3GI4W*)M+AM<OM!4l9Q<D+?>sOwA-VaJZNRgxc)7P=2c)&R6Nh}^%S4Rx2
zGr{Ch9mY6uxPG(_;Jbn0uxVOZ0OtqZr7_#d8FZg(58!eAY66`7;C~tbRk(59r57QG
zBl4=p&`?I&1#;MMM-?rq?!1U}=dDmyC#7g<Ic-h=27Ydo&~!T+hR&05o<Gssr+$0a
z8Kj(FsrRm>2cKnntju;m$8LI8DW-9Gob(mfQNCJ#Kg{fMe$JKr{{S=Hw5H9hf9{H!
z=cqMTM||2t-{ci?<O7WNuEz8_q|Yb#gAbRk#{B&81I==nz|D6501}XmM#;Tl$Ls$9
z*RCiGit?xNGs~aE$QY1vI3t?7ZG796gKU{PFyl2*#X?C3jw%T|`>XfXbn9lhnBGR9
zhK&9AkFoqKlGJqXv$pt-_)kUyr`Dmi)Fp>I9HaElsI9wQX5LF<6tF0p``F?AjUn9b
zKW99Th&SUre`QJk0Hb1}v_1ntZl4hErMGj2(&Wk!$UbaTP)jH9^f8-t;D3#7$!!ti
z0<bhz5k#XuoopHS^{#ntZi<)IQ5eY>_OCqgBq<nRqrG|!<o^J>Y#!aK&%8)WZmXxb
zq;bcCiaQ!RkxBU1L68GZru8)7IiNw!C?hme(l?OdMoj=9;Dhg7_l19gxWT5}f)AE)
z^sd{(R`W-*bZkEkm84?PaNP8(U-e2VwyA>y4*24vf%e9{ewABOlQ6LMtonmIf5iM>
zoDTJX<07{_P{-|_gEfNPI5aX!l69p@Ne9hJooYmB+Dr)w{VDgBvE&s!dkUo)KK0P}
zTEqKmSzBCZ3zNlMdkq+g0>{aW@y<;a?DI@Qiu4a0cv9z25v`rR_;!qx8Nv6iLK{!9
zSji-)Roj7)il-Y5qblM|D@NdCew9u*!ER3-@mf)7^XfC~flHkAt9pK(miIR?$ONph
zo(HZCCl=VORJdp()5K8kZO0_A#Z$1G$+=v!Diec>vv(V<x}Ap|&1Q}mA9_vMrVF{y
z>v70XZVY1zHnBObd~i>-b$Ug;zNe<jlFIFJqvSw)S2b}PLvZTD1RN1nS6_Hd-QA6i
zx!arrPH5UU!w;oK%2&4sp{Fc_fUJKS$OmjK*a1o+!5Ka3XqR^blUmwln6q6gU8I5l
zc`7-f6qU_e0T|OI&r=s4t$MeBMm!~K6mf&o>s&Na_-Y+C`A40*VMvvm<|h?r!5%d_
zdPk*R2%@%J?Ula0D|Z_tb>boWxY+bN?H&v9``}G^w~jQ(H2qUgSOyi9vOUFm)Kf)w
z2$tSOk~92Dax2b0B8C3c(!e0G-~B0SaI2+b$~C3M=SuXyhcAsiMS1s$E!r!X*_D80
z;E{~ickt!Ou_HfqxT>U@oteEI9hua4t3^#?O?4bhfU+>`Ysa-B&ay*$8w;q8-Q&JJ
zYu;oZD6barZ2nJ(?`_En8S+0WDz2o|TAaiIH-(UpJK~ul7$o2wr0`FAe7w2iYYvnN
z1b{5W;0`^j12S0c&B(|&9qX*pbv4p#k}+!pi{=I{%a-G?u1?11?3YSpUC|TIxUSjZ
z((bLJFx&tbWlu~WdeWD~taM@1b5`7^t?JV2I=|avRkm%RR7b`!UDt#>brJ}yH56>9
z$DSClKU(6GNKM5>+!*cq&b4YSJ#B7dD{zuCafNKxPqUn*chv5d7Ih_g^*sy3`o5n%
zxkzR63v?<gpV8${v~1uKI0mrwM=<I!!VXlXa4Ob}zwtARCy%9X3RZS57;Z^&qXSb$
zJ~D6sEt6GzXQnNnvba|)(<v{J(1ZHchOP>D&B*NE(w*aVAJ}?pV-3DQe@e^Q!N#XH
z=;u_SYN}hUzVlPz)Su|=xadKzLAcMCk=ne=;oP7~$WK)V^{-EmW*)UM)+od5qsV?C
zLe`!jSru}VL>P}=aa?qZmEOFe{VUNvCqhGM_aJ9tlr`shA$O?Y{o!1aR%bIH#?xIQ
zYmjOh1-69xMT$<c0Ui3~WaRW?oDp33RelG4p48H<6Jdrb1ay~H8s~xaC64;cMqP5E
zKp7l*gVMC3@l=k2R<pKb93S2ADuuU<W}8hKX1ffUuAdr_0<^nc2K83KIQBJx9m_z@
zZR8?0;Hf#t^fk3Q@`i}&p^K?SS}#MjvDNL!xVV{-S(N;uv#j--IG1db5Oe+7#<PaX
z^LkBr_6aeSB}*e8PB|4t?VVVS;ehU^Al9E+k*mi~vFbW~<T7X%&a#cJzbWaT!nt#R
zH*U|ku3OES6KIjP`U6f|>Cj_)W9v~?zqGc7HS7CUn_C?&mm+^`%Ef?CqngR_13PL!
zvCb3#eX7QZCgE`-VDK^zHB($WuSe3O?40*1!me-PE=k;YB<7*Jk7d)Zy;~4HzNKs(
z(YIl~Q_vq;HF&maE&%J(0;8Z6;EFSB;pE#UM%Bj$@uDDrv`xcxRtNN`&g}YoQ%L5J
zi5UpXbRwGJSwSCoQ{r{=6i80ojo!GftHnMMw$gOlEn`U37f{mf#}B}GpSrr|iU8&`
z>l=+y@hvT4GF-@Zq7ULVHO-yQi+?SKt!E@sA;ZMu48G#3#`4BP!pw{gLn*-r>r&n7
zS6ZZ^T|(kpiNb{vO2v)`Y?=U?=R~+mCBL^HXtHjyN6y3O!>ax@TVM;osWjbM^GCTe
zS<Fz8hEg)FJs2Jct<*XmzMM*$Mxp)3=H5f>dZ**X8V)YooYSv*jEr<Rt-W8vdcKdf
z?`)(<8<d%TXxw^+92&%6L7*EGob{^~Icv!BdN8Okdg83<%6{1w7|G(A+z$5kH;=+P
ztGEELh_BF^^Pmr{dKR@d&kf$hP75qNR|f=QMUa;Y5p&OfYU#vE>OM&6tv+Z|@<Xf?
znb~ptCYl&UaK~;>BbvLS$L3wh#(r9-a)mFX1axdyHMF_SW<&-_rCz3$l;=3X^ror#
zxfnErNP1$DIo>RQPSez8q{kk$42zCv8PaH%nw`zO`gM%*JaVq*wFigCx2<Db+JZ|*
z+p6~!P7A56W?5m8qjfn9rvz1@sF@^bTmd2OI3JY&QX!K((Zg_Y_*K^t$~O;{{{TZ(
z9SXNk#(*OzbC7dMk}26Djl;O0LIxehDSk0V#cuT7zVv`n-0@d5>6tH~a8BiJ4N}3W
zt=OcBc;M4RJ1ss;!+xWk*6+{ZT)v<G03U>B93E>z%J5pP!C=RHY=fU#&awXhkHehw
zHPb1l7^TqZb55KR=zC^}`LToj#r{>RFvtfLiQ)FnpKt#FT*vaQ*BMIeZ$qWC&Hg73
zn@%|Bj5AyU$}$13Zq>BE4{I*A8pZ6E7jC(=xN<y^?0pS+Hou@tq+iJjGR+d4B++uN
zJwdNFe-k(-@fo{3!?k%n)ml{8#AlkdVW{0{Hy(YnZI=XR0ORwj?{M-+WPVus(sr;u
zUR^gJH2CBphG-<7pi@BS1md8~_J7&pQvN%>2M7Koavb;n09zFm2khyA@dEz<2S4#D
zlm7rl#YF&Ivy`Mjani1Rr?53hC{^#rdX1ZIeJVLlg52}&PET%?#Q1>aP7QRjO@ttx
z+;LpKwA+=AX~s5W$mI_t(YJ~ie8!|fn%2fcLYz{BsfyBLtx`j<(3#D2ULDiL)QiS)
zYYB0R>^vTSd<VU0O)HlLsomIkZV$7r<P34?T2}frP>>Zs9@Tot<`ML(K;YLyHfbWL
zw%WW_Ua1ZtZ(LVGNGNL)Q^8YNP6*CvBzdl>qP5)nih?s)Qg~&6KQ1fL!mD*r%`e&G
zVaWEZS~>1{9nXg)1d*Dn{fTgg?$@!loeTB?pnVn>$skhY3!X-reZr6m8tpzDSxIf;
zCV3YhE<ZC{t)RwLnN%KqDrb$fKPve^E5Kp>X{D%K^bJZMJdv~>JBsk%9J@!Wy}FN-
z9GnXEtrx_QYO{HLTY=J`*Zei6U*05=$NRuX&EB=O(WBKE{{RlWEeu*`+OA_8+-D?b
z6^r7Z2MsRb<5RVeEG#~BC#TZAEnYo0Ojx7FF@szWi}evbqrwT>kT7Uq_Oa)>+QS}{
zqBl}l_Ul}>K4D#7h|!kDEujK;Ao6Mt2>5ypds6alC1~PNxa}O8&T+h~iHg36#<jVU
z%H?K_%KGBAHC;V!?Nd>-`IUxUbCL~ube|6VJRtzXDZuNxxf}Z{4-IR-X3UKPuH;ug
z&Y!bsS(P|AtC(ILw9~bFYnuz%#1jSG1D>0!pOO~0xM-yQ6M}0)T(?VYL(GAI4f6n}
zrBpI~pk)330AE_gq7B=B4C}U9Tzd3YEiI2->&^$M6}zQsR$8okORRGb;chckydm)i
zQ}DVASrhGgZg9{yVeM3WU4P;IPW3PJ2qm+b`I;UA1L`TKVxub;uJl=&SCTw3=e0(f
zE!2^cA#OY3x!Co4`+t^4kbk|Nm1R6da-)gl`ewSLI$cjfHE_*dNu8dBtX}B~${mUz
z<~;FP`p&6wt7`U>$$)tP4%N-Ch#4Yv#!GtC+E$?VSMcw~6!B8!2eF-5(reu|Ja{)*
zX=j2~GP%WUd^Ox)kuk_3v3zR7>^2HI;FF(TD!+s0vx?$Tbhk38UzQl(Xk+isO6kPP
zKUlnbFUZpyI6Ot+wU^|3M7*HG1CF>g;-3(qDdI+xX~V8_UbUjK&83NA(^ASO<yBlZ
z?{i*v@gm=C?X<Yg@In16mafMQLxDec1o78385#Q3ff}!T)DQBLj+M@4I7$i>Vfgw}
z(rIlNVX~+4sN;>NbwpBKjuZjOHKC|z+Lntd$E#RRY|b*GRmMdFOo(bS4o5X48s){j
zq0q1+zH2$xY55Nn!-9F@tJ+C*EmfN8YTWC$w|4?&knY9@wO-OZPj#o>EYkxpUW!d(
z*@X;uV-;z_$lDYOYOK?}%T=mg_cYsDZC79WQy`6){m^RPiZ0e|D&8=1Rm*)cE1$L7
z4f5dU2b$B?n|+#l6N-M)PWS3(Dw1yRsj1*AxT4i#ib(?bid1L0&lT$yS8083F-X}A
zQW)4bT#o+$O7J}<;wx*&WR@{1XOu0pAIG(OSA@Q85Xi7W5=z^YM(o6%oRi+Qrz^(A
zMp_s@5Fp>7nUDOkab8U<g}sG)Z;c?|;d|lS07vIu9^(~-P0Zfn430%^X>umHJ*Jtd
zUq@{U{E<&0e6f?$aRWHbVvcD_at}&@Ge^W471xIKX)I@WrN#<N3vNji^dQzzP{VR?
zdy2gr<v@z%cSd`ja6Ls&t?70;bdffls>6Q_sk<nwtcTHo9e$JnkQ|N(sTNYB<v6MB
zE-jF<-P?J{!-5-YDfP`*i$J)&jLD}m-D8s)5#|s04}ZddD@Qs=LP!;Ialg{E=kU$<
z**@27V7h}DEey)UeMeDPa=|PT6qYxQ$5miKreul$=rnN9$8wS>R>14^syd4qFA2|j
zEG8l;c{yMOMRWeUBc7E_=pJXIct1(fC6TTtvPtCHr}xT!Q;$M%UG#SLOPp!eV1Ezp
z6raa6!}vIrga#nUBLwrF{8w_E#w)3%%8j;(=HC<GfL_@=Ht|AA9QkM$Kb3ju9GdkH
zi4jI@;*_xtq$=^pIsX6(^7d>T*Ce-QFK|)2iqg?F2<){8zTFF4*=`<mIU{oS$GvC9
zd8wk9+sd!BA5eWM0o8cB!ZzAvjlQ{}UajVha@a;E5=7nA*SAAlTY&jL#aqzoD`jvl
z?Bh+1!`sR?q4gD&Bu3(QWK=@Lkb{6dg#c1HQ-+{>8j$mqVS`LDka*^h8@eZqb*%+_
zt81?^*!}Bi)JYQ$b#6Z@n_2M&k*meMGze^Ni20h<RtU$}Y0f_i=7~9@<)8_Cz(xuD
zD??9|&8S-C08}A(?^$FGxdya!a81%<``N0F<GI!Nm4MUd3V16WaSCx69;Ukuan^k*
zc~>|FG0z^g$S4H~HKksKJ(0WNNS0kigRbNSOAO;9JkofcSfcTL>)Wcw63>-X0{{v<
zF)VOB#Igg90X~DhW@>Y-&Z%=U{nv6uQ<C;J>vLXp?0I_J^i;g??~g5#Ek-zWePvWE
zcW|cICdWYFebeqMmGLKnHJ=SO>)Tc^H{6~-nl~Pyg>!IEEDTI+aCjrux{D7J>L*P)
zSKIEQvy<<_-#lmhD+`z$x!kRVBo9MPF6V*)`d3YJq(^Xf!-A){1Y)u7H0dJGAEhgx
zGnfO^5lzR|th6!?F-<T@=x7kcmDO?1DnQ|fCZpJMgH|o<{OOi3a?Q|YfEncm9Ch}l
zJ-e?_Qpt;QP@xPxO=x&_$#t!A*G`sph)&@*s^pB&Rg7E_p44+&eksxyK=B36n3n?K
zA|n!y;sj=~!-1TN1Tb=HRUJOH80(sp4gvS3fVYxR(=31E@KeY7v-GI!zvK04*64BE
z_CF7Q$Ufhn-~zf;T&K1xn(*+&lq3C-U0f<kbnRX8dL6Q7Ij?9@YWFtcSxPKwMgaA!
zTdxV<Tg8h>h1^Td*5Q<US7mmjN~C&G^948@V<Zz^T}JuY!8ZAiCDt^kl3ZL`NeRa+
zR|otJbC)`NY70ehjJe<ugI?_+5}@-?I+2Vp&-1LEM@G@EY^IiNH8;k&%zrC>bt*v{
zv&32lQ_`8Sy$x&MB1d^Il)EDh@`7`ZYKYId8Cgf+#(uSBSoF`?&@lLef1aP&Qh(^!
zsH-2d+vmsE%e4kHxj9k)08L_|fiaQFTnzN6?j#5>Pu8fV$%S*f0;%5Wh{{HJs^vNw
zu*=;=VPo@twa;JQ8L|d(OuCfJ<mZZsAl+4K88>p5B=o7GQ&x?k9jU7x-n}RlhO*Oe
zYDPKfiWLc}9fqjly59%m?HvCAd!=&*EOp|x{5^Cnu5eB{tETND;I%!X$YK%nt3B(U
zvDTt6s_*%+&o!q7;G4c{tCsqkHFEauJ-w?VQsrw{qXgZ~F<3gp#@$Bq!&Xz+#-_y>
z!61(HD&wvzH8li3#a83Ijkv51V%qlRml*Aj>rtf9kN`C>bU(ys0x(J3pm(m1`vwcm
z5s}ax$+Xr5s)o77bIxnIi1}6uKiTG*98uy)aX*86Kt#w|1NU0GiF|FR&Zz!oS-8Lz
zr>tofy4$ofAaChjTd(M6L)6~dDGM)E&uYC<dZWL-*VapPXcRMc40x^!T-3zVh+aVK
z$2@ebrn;ME!y_p4%}}+3+-ie+ZsRAKmc-r7J$@nmjE><|^YVe|Rz4lJ-B^x(;qOVW
zTO;TnXl2;wKvABencxP-vY+mdYQEYk8Z>)5^9VlG<zEuu{{Tt0oD3dUHR{XFu=T}x
z&&2C}+GJC8*&rXCU0q^nRp@YQEKO_WTw#=qtM>-88VMr?R18oby^3sdZQ%4ht8Uu(
zv_EBW5+NUb#~7|vXSso$1=v(@!|x1LX5i&cIqg=iwEqAuBRmqU(Pxsm7^-6?lTB_2
zbk`Ex5N2}Z3=H<Dx>TD3E<vaWAk>U@?s*lhp~ybp7#v{rtZdevh#1~)9T$^MFHswQ
zER)RgM(l+hj%sfNW=%xIEv=^{XUmy4ZpUHiRCTf*-53mgDgF?S?oDPCwYV@dWO;!7
z+R;1B6&=rH(<Zx?=5=c+Z7h`(MH{G48@?-u_@<;;*+@7c$Ul{L_Exe%4*75HZkujD
zdPd*C04s?2qMP(vbAy$WKT6W3#ZP0()Uh0zX&$uYUBZI6Zfl&(Mco{WBt)wz$ROZ@
zU0$W}16bFz718x?CgA~Hw-QI0R|osuYnDI`X&JH9aX=O>^zR~2Ev8$vE4y@Rc=jXO
zs;G`m8|5OcSZcT0Os_44)57k%Sg&#ERGo{tVn$C>NCjwJPsn!<Ri=q#LP%x@*EJ$c
z>D1(UQ_Rq^;nIPOw~(2JPc^M^FPo<j+>lLVfPzIS$KzL7iMC=7N@zl9tWxG8flGOV
z8-_)Dc8ewCm-274n%dMtsu8dgcs!N**M(b&7@du@f(~okbPIW+F*N#(&C7_uA;{a)
z&<fg?%(#<yhTTqwc#60lSvVEou14ll_kqQI6MqPr-atl6DO&JL?K#cm$c22svM?&W
zM>Q2UCGJoiY3?#AARQZ#_*RCUY5k`^kdng_o`z=#58`Vv6hy3pX&GNiYcife{41rC
z!CJ4_F0Rock{fe}DEqVPjCHPl?!~QRicdNj1dF@(Z<4;mb~H56QiP(DYjUy0J}ISw
zK=DY(%h8nJii@QgG>JFA;VZtH*g=0Cz48Ho*Aa$w`ZrplZmcC%5?K{v(W880{A)k!
zNkzcF5RDj!oU;1k6qg_CGxVtKN6Yxsw*%(j_NwRyqWCi(d@7-MhC+-3j`ipe^AN8+
z@Q!!H##VgW-~s^KgWL13M70~E2D<*rHGc`ld`7gAZ5lHgmLgT)4?y4JUPkJBj%(U}
zBB@^s7aU?`>0BR&w9NxtNiB6N`83T%kM1XR%nipz?moRMl3SS^g1J@zS9PQK0{2_c
zWYpnORTPo)0h|o|YYW646xDn=I<57#BYtC^Grl<os<7bF>HaFztYBL|wp=ZqFww;O
zNeA?)V;in$SDqegb2{N}BN8D8AcI(@e7;6N^se>pJSD2>%+qT(%W#qY>KmB&2hb6b
zkIJ|Swux9F4509RXdII0N(^#!I5fsWy$=-*dCx;q317L-)`CRclY%o%J54*xAKj*s
zr?mhk1#0MgT#`A!C-khYI~vu}3qdyG2;2zddsRnpHMJ?p(d16d>-uK7q0oxeznNsT
z+N^jzF<Cs|oYhU;l-|g*X(>o0QQXugsXtm+4kK((F|mpCs1fV_6410~@ZFrUY0*n7
zret?ql5<<|>DpQ!-RairwEqClF;sjiiaar5ppXoCt!7{$Y;f4gtX||0#<51H5Fp9V
z3Mw1eppp~5))!&UOhA+RRQrE)pq@M8p^$y$0l*zjc%Tu&c=$sVwVZa=*6@a1&E>=a
zC+l1o2PZY&c<g@i)G)>qf$3aJ5Pt8aXtp(FcSSv_INZe|y5}l#Dpx#xYPqH(Pg5yy
zk=-Bzc)=d^CV*$M)~v20ERM4&RvZz}tx;7iWs{sK;-`l4XyuFMIRs*hHdU@{{6%DM
z7R=G0Kv6OP?}3x~*DNIm?;!e$={#hP_we00%S{+!bDY;V8jR$Ofk!J^F-|TrvlUU9
zu&R0Xt5QKEcKg~k13gHmHSNabVTHiJ`FjeQePZhF%j}Z`WK*~hxHQQsB!npqOKJZA
zAF<=PrmB;WI@7H|7m<$pg;LyWbJ{cnKW2+Oe4@JuPzdV>L(=afwTX?ps_g_87_GB$
zZ3JXbe`gULLtH2$@XdBkNa>qbDc*oCROhxaNUM-WeX2+D<d`zdl7<5XPDLg*f=2@t
z=g;D2BiyYh#AJNA&w8bJ&bmeEAdE(F=~risWD4DVd(}NxAJ~^zTmc#DQj3Y=mm8XQ
z$;jPN$cP&XLF1a0iahcTd(~#+ilBR*v->^c{uAr$5BY`3{{W+6qL10@pB`Tx-`SFX
z=-8;HOE|0DM2NAG?OgL+JF&^AP0Pu_Gy{>qtvRk~IrB1QnyuSQy0i9?+N@g=8iG-{
z6<R!;;<M-ZPZez>`7mmo!O1wIsZ4=BcEw+Y-{l7x^{Te9mXfyNi)wPTHaL`|K#EBm
z)mD*_w;{n5Zsd@7&(f&N(t?XtI;F_CMe|!5g?i3~F?g4AWS(oq?M^O`bor~-bRqkc
zJ@6~h!h6tnI`DB)=DFx_qRDR&9n@DJ@dX+UIbJ@y@m+47f6(C1U81?qh!OdkTW9<E
zuReEEXyB`(XOO0)D$Ym0tzAuGMaNuLROk}uj@YGsp4Eplxa_QMF1}YeYPS!FhDKYj
zy>bq6fBN)@+|{YFTv6X!c$qEcLfnQRSEoaL_KhiDaNI{h*jI~b+CpAw(n``{l}TJ4
zb5-N<Zmpz7ZT!N>ybRXRlIjU0dYl(PYW`avo2aih_?Y(=o*|B8Q{|NFjw${S@fFsm
z;$qh_6Y}soS8d|$G7U!6yvWp@xdyhkI?!oz9xX1al0$-{byw3I{j+lu&!rlko^39j
zSMGz-nWi%>>VR--n^g56?KR72rSQ8-Lx~kZT((7Icp^=j)I<B(9M<lxN$`6#nPw^m
z@5Z^03rXc`Hpe_}uIyA}7Y82No!FRDf~MisYwCN{LpICwt|#IoTf8$XWA3_|?XCH?
z$DpoL$8qoQ#mMyLv!B9q)Y$O_8=O{zXpV$44^C>VaS#jS9CRMErLn=`y$x}r22O9L
zw~cLpLkhm)G55Zvx~&sNwejuq#SE5uM6tz%PH`dpdYa<Z^8WxgPkPYO=bj0}+M#j|
za0NSoCy0D2t9WAb$kc7hDf^PIDC5}HAs)5qQ23DQt@eF=Ln<!VqPQn&d;Mz;^TPI%
z&A!I<0zP&E3EX|X1y?23g!6Ye>{h0WH<cv+04{Q$l@sV%lnCzjudz-yVxh8?t!^AL
z<8l=sii<S$DACj>6I!VPulO<c>sI{tHH$IK0OqxPCfhZuL;l@dU%ZNj=eS!oVER`d
z@ft5TLB@JEYpk;+pyLGl*FWQkyx$Mb2;?b0rEO8&4tpLX!QyU|)@=9YtwAcJ$S#$h
z42{_9k80{;@Xn3mO-?&+4Bwb?fU;_CvE{uK_pVbroQzDp3FOtE?E97gh$JfA2t!(0
z{{VxvzYN@}-`P40{F5iljr1a<vhlXBWej%gw)YW6!GM}DPagClm9MGJ+}lfSDM@2=
zZ$=n30<i~*-0>%f?mSC)w=>$?K)_=VCeVJhiOSIJeF8}*pu7EPcX8N?j*e*vau41w
z*0eB81bbF+&P8cP!GRvs&<(T4n&UiTy{E&{nIM75>WloV#q7AbBOO5%>%I|k_BO};
zkSlsmLgTU5$eVz#3%;`e7eVO0)LX?@=S_-Mk~xbL80pP>=a-nl>s%Ity4%J&{9xej
z1RBn(v72Wvs_N0|HWAuu-W^LTus|Aw5tM9uuSTM8hYNeB8{Gq3)Ack(-0=tUrC)8W
z*YK}WnUd-sD&iRDLO$$^kzAgm;QbzHOGg~GZhOSoAC+UyN@(*`zt?m)rLvCd?$S9p
zk}bpr{3{)UG0t;djeFo-L&|4^Q%i(JBrM%=`0-o}!(^ph0AO%&Rn2otwu*!wN=}`s
zb|CcPqaYL3febvFOjC;c(TV`EYmf_e%}a1WAcNYYNSQ6zupkl$r#k-Z9MvE@-v}AM
zaL%AaVqmNea&jxvEOJn0ytl$Lt1Ku;-l4KRtJL)GxT3nR?xOGRoc{pCmHz;WHdE;`
zRdvyH?Q1}>OWSXmU|dZf4!nM~f8tVq#T9eM0z^NpH%b6$7DQ(v1s|nxRc_`@nAZA#
ziF`S3@adNk>e^d>tg^XK%18UBr_@&u;t1@nF4|c1sWhn%-hdLxpHZGi(!F{)On42D
zPZ>N4b<MmNk?gsGJB0@yyj=c9p-RA+^W(%+{oIdwh^9Fry}MNK_LTZm@vXA$RU~8r
zRQonEKAEo_x<M4~fba<zt4`(HOO$bnOw{fa^rjR8=}bg)aZkYar+Gv!@Qhd1fEFl&
z9F_`d<Z5Fem)vuJYPu(wxg9E1$Wf9`4Ky-KgZq^qtyYdNF=Qpx0;xYYe_>P2pCo;1
zxLl)+*uc&YdTa+kzq=-h2H2SU;-`)su*N|9<24n_Z3=^-IU<lA=i#WapxDM&<uC$9
zdgioc4xlI)9qOKh0nqF-kn0MNLH4V~w#Gp@C%t0#A(do6#48__vC#LXyAXjJ0~~Tc
zTA0V?65!>y!1Sj~8IyS0GBDe^&@<0Gex79U5hDDlo=;zD;Dho(uG``(d3uGqaB#K4
z@JaQp7RHQgzcn5*X<HkPDJha$is41Eg^oGMpfHwH-1#{JimSB0PPKPOw)1tnIAu~%
z<xs;o$jwx4+D5e7l#(|5V{sg>VGuYe2n2cx=Ui<#Q^j8KM5131U2I^;uZ1I~2TH3N
zsk1Vc`Ga7J(yiRtrXo&tWX7z;K4yIJ(9)#IGmM4FH4LFj<Q$5Q6N!}Ly<~G201G>g
z!#Jwtw!Yv<Bb<X)W#Z+%#Z_QQrUm4<y_W4v^UV27jnWq5^Q#(64SlWI+hm_IRbSSq
z*}`ObTX;Z;pL6UhtMDC<pW^#cf8~x`jC)ai0QK0S5rm8&8$cKX+Mgi-ut&>MNAnWE
z9Fv^qrB<6z($-@e>K2>-0J>*i@vKQB!-OCKj@6y5zTF1%gZDow*xHh)WMJreG7v}R
zD;LDe<>;43pdb!uqgZZulW{RQ#!VnX>~W3;Xmg24&pDtr8#O{_tbWfxj~`!Tf6OjV
z{Tme&@7eXk`2P6g2m3Bh{Tme&$!ClXwPp{Pfl%%CrA8=nDuiyqYO;<+SUP`|jym<K
zR#(7a_pL^~R#WR+$CaaH%F#}IM7Zi|v}$ExMZ~68<E2>B;|$`mWHxH)`e}Wq92(eb
z4T;j0z=4JQt5twx<FKf>uFgXK4ZR2BS#m~kT|T93Se$kGR#di4w2_})l}OP&3^)cZ
z(>}H9+71jc_2?_f%w;bZKDFxl2>rx=?uzuVUkr}?zgHu_)A9BTbN<iutUnxpbjBUG
z*2RNj!V&48=UDzS8}#NF{vrIUf~WBr=i)SzM~hzZdH7UP5sK2(Z4aHi3;-)8UMrRE
z3t|>L`ck6`jgRL@AEjCmsUD*>wW};|jyV;Fb*f1!kjg64$+{vt)<pa<t3<YJ_)k$=
zEqWQ`J5!;>dmZ+-rp;lz+$MJV*MeBMS;kH|tvP(sm`O(8b6V4=;#6f~eO~_7O-f9B
z$W2tT`#0N@%g#?q%9w3)lauRLG>@NAgbt+CIbKA)&evX8<M6OgIENq|nCfek(3~!%
zYJcgV713)KLQN7#WVg(UxLG;kxt%2Jx`B^rSNYbpAH0WsPoXT%ZO78Ed|?=W58Wvr
zz)$I0mLKYX_7y|Kkr_0Z*Bw-k(zKJ%xxEjcTr@|%DHI7D6O-#x%Y!2iLyDV8(&p9m
zXl!kmERvi8$AMgo#HTzPNHOH+wRBz$)@^hRMQ$}4b1WnHJ!`VC(Qf=b8Mf8@I|ip|
zpPJ$hWXI=R&x;}O)4Xk>!>C(6et52j%08Xwx&+Oy5O|MI)^w}sA<``&X>bw5gK_|U
zJ!{V))b8y@*lt}Eb_Sr7jFlXUfc2rfY!6eRgT(i3BC|squwA>4Qa?JZ*AJ`TBv9KZ
zo<{x?*0KKp8rblhs}G8F=Wd>IgF~Bpi6lcR6-P$ksUVL`R)>cejZ)i_fgr^i%xf00
zs6+k9pO3`U8Z4e(rwPwT2lb~N(Q9+vwARcc-m|<_7X1qB0n#QvrC-u=U_p*?nrDb%
zCq}*C{{X3f<y**8XV21Luodi99v9GWygz1Tve`G5Gb}`g&#%3B+lCTg^{;f$n4JpK
zIl)TfnGa(gZwFk%{{SG(dgeTE5@yI1%+2uET9Q&kw(@R2dww%sm&tFvk3cCwJH0c<
z6t2a49v!WCdiz4T@-GoXV<4+!R!bo7UWxG_pS47!cm9><%~ok*90A&l@z_$Hw3*_8
z2Wq&jvDA*>RX){bF_l)PfSTF1-YM;#_3IuD$gzv+N8w&XM#%@)Ij>dlT%g;palfzN
zD_U=%QQ4lC8s;I2;UbNp@!qk4jmVAstGj{0i?3?q?;_dbtEK?rOJq3}6?QUZ^ljaL
zI+{phmMk#i)|iSx<ah5+kP<eNgWJ}*i7CtF+gZ#8<MJBttyBI&6XUa2xZbN9NwRt&
z{#D_+ry7+10Ph;O8pmRpKGfQA=8~)g=}y{6$mCOMWR>Fkj8yuH0Foyy3#sP=H7krj
zhwD(lT1kl~IULl?PmrMYH9&O!5Nup2{{Ur$dlr;GbiYdR?+HqQ0(oj=-~O<ZkUcS8
z$)pU#pFvx%fNx_b;zEDL4R(DQKb=<6Py9=)Nk1=;x%{g`;y}lNZ+@%%>W-9ww7Wgr
zfdcjVS1n!4*>`&GD1PDfpbdxjV<>xiQmEX=gMm{h1AsDXATzZ*uA4F7<$oTv;n&A?
z<lJNDKhC|=S3~`ma7gEGO7P398;J)Wc=h_##L;{uM#csO3d9T^N2M!+pK46ifTw~F
z1PWo0@)VE{Y}A17Mg-JA1IKy*M3JL82NiZXmS{=F2qQI6#@OXeNdW!Sqv=fnW^eT)
z-@R8ug@2SC!vi$z6Bk|uPp4a4UtdRSZyAzlenmwbnqX+gkh}>ZtNf5{B%U|>dsZFE
zKWHN$?ZD!_W5zl~u7TiR4FrKAmT2Ub;fLOk;c=SsHe$|L_c^5d0rUox+jNT+2OsF^
z)95Pe0P)}t#;WO%$o3WyMj4%;j{twVD?0mMxHqy{XqNHZ%Msfw?tgZN(0bNZyCm6k
zF-N(6_B+wns3dR+&-AW+XYoQ1?{}xlM?PCef%(>!o2;eWt!sA)wZ6wN^$tB$_Y_zU
zKlqCv{?mjIK?__tBzsqF@g!qf11E*9Ao2kuRifC;iYV_$R}{o5j(sa%MJXPjv)nlm
z#HGE-#{gDCbQL@f5(yafJPN2gJDO9MEUq?L73YzdbtfFupkm0jFbh>Y7GOJ?zdjbm
zG#<RuPWNMrz1d9iDq$mwNYJWm5)+U<VsZSc4#JvA>7Fy1lOp}gf20G?BC5DMzol7_
zZvn?R#&J+F<bVP9G{C>3Sj&BO6&Ii^YtlRgX>DY>ma~5^k!=7FnFn7|0PcHKo&>gz
z!{KJVtf)nvM;7YsjE+G#{KaEw(P|U5y`)x+cLkaIM9_x7c0Rtex(y?yn^8V6GNrMW
z&qs;2EC}DcnEwEJM*fs1hcu*3zuEAS+?=ue>Dm>A?YrJx-NLr*b0+11F@zt5Y&>jm
zM_QW_bN>L@*BUb$%^pSwyvc0LO1Sp)tD61v8kd7)y@MfN0hIMq+*aHc><G#X_swyB
zA|p;sQ%_NdrYmrZ>FZRYX#{zR!DH*1LcdNu>F!H5dwx_E;{bh5YC!dW+2{e|>+B!-
zg~|T_qhg|u+3!E_pI?92E>Ha%6%@#Oo=C}2l&RXI3%L8$2x?_WAl1*ba0Y3MVLObX
z=9t!(DsWKdnqx%q^4T?~YD7mPueD<;O1)L8%y$ffzvE13>uhEj1e)K9c-cDhjCHR+
zgHbDtlUgwAJ4Ync*bc#<j#JG;b!QNdjt(mhJ#cm0Df4Se@tn45(?uBClwmIh(cZl$
zK|kp6ANCf!y5{H4x&(UHrsxb!v|RrH0@tI0*`AhL@yPG22l@<LcR$XvyjVZb3CA17
zXlcCINB;4uJ}o%Y9QqMneP80UgB9_!%XLr)H~<V+F(}I#=(QQaa;F_XD#Mj|Jl8C~
zB4hBG?lNft)a7}hQmp`@B@vcxD=zXCJgW-pC(+5!rn*s*stCtw;$~x$$*M%jSg-eA
ztypJbqYP@k3pW)iqaFY>$s=LZn%VG`u)Ogdqy*qQfmtq&2O!qpf(TC->D!J0mlT*S
z%}sLtXd=9_GJLA#2tLNS>leg|dSSuhx?dLDi+yicvq+<0E*x$v&syc|un8peBD8My
zV2`16mfsqm_DAxkYVmoNPN%(A&>wxe5Ob9u%C)azR)CLc+3Zx0oMyCO(j4?Aw7d{@
z_`1uSe8#k2OtZW<X$9g(ByQOfwmbH$-ws<zZQ_d}NXMCsgVwoZ$Va-#BL+A;eQJfp
zy|vPjHLNmc`{)f>BaRQ@Rc4Tk0oJn_%y@&s`b64v&kc-GN}!#{F^cjDB2{7sV_xs6
zE;PB=l31bR@UIJ>{bT)V*2Ofeio|nPG}%0zPTEiI%BS_H2<C<0gFy#R;`oGKE4|uy
zawN$20M<2~)RvbCG-L-x1Y~EuYHLu1n#z6U{OA>nA5p=qX$ILy9jTx@eP71f%IX^|
zbr~asLWksCoa35JJH@^uzk=r3?_OnS@Y}FX57xP5ym_u&=a4%Xf{cEGrM|YF$dU6#
z#xUJ+!K&tBWecFf;qs^NSGQ<6J{_|i*(<_K(u2zr_2#{^LzUmdwqNcK=~+xn+DM9n
zoc{ogDkd0Y9%*gKXlhNYT~BI6o^A0VNW6zVG5ssgpRIZa#FoYMC$9$;=k9aOS+gOe
zB9!-}pg;jVD)b=9XwGqzVN`lm+a}!<>ECW?pb5rUW4IO3=>9ak(RB8=w}REmoxsTs
z;(r?E<T+I*(-g%6<_EYm?$*LR4iAYM{mr`={?8E$)gl$G;Vo8w5b9SKcWm-c97=_c
z^a8W~9qBr5t>JGF{h}gu2%rycdHbU|<M63|7@_+{qM&j%ikUmB63+8)mO;qJtwin{
zo=DA6*LACHA(jbu&vO3&atKEzv!c~C9lmYOiE@!1a*_sMKi#bCL8pH*n<>-|HX87q
zQ~p9T`tCLELRfC}*=K<7jH3+W7&z!hYViGBV^g>v?Nvos(mx4DG`ObI#Zg0XN*f$f
z(Tvaqi$D1JL)09Kc^Fn6jZi?wInx|-%~^gWm3``vj*r38ljp)2K;f~pWaHkwuSfp?
zR-o5}_+H{jZ^|Y%KMlou#*Du*C2F6$VK!#`N&f(m68Gw#&Z_At{{RxZE_VLmbDoEa
zv+*?J!1sWE&qN=sbGr7Xx_^hX{Wd8AU0uY1oSqRe$*d|XvP)N<E3$@mwX(OHP?#P>
zJSaa}mLC%;<NHTUxw1o#-sDK5>yAZpz7-oRCyZc~n2q3l`sfh}+#N#$_qgp-WDVHT
z)k007&m>MA3gj}Jf<3FkZqy5j0pNx|&b@X6_A5O{O$YrRNKDWJ`~)AFf30~9!)D?6
z{v$$GMyuf}$ObV{o`7STl1^$8YJ@6~7*nN9r#y2^saf|zqtbz)o_w2eo+^7qE#{87
zT-8C=uW8@$^i=m!1vDXJP+($3TJZhU_Bz}XTgqdU5*5d6f-0aGib3y1lkC5R`Qd@4
z2DgcIiSJS<XOc#A`B!sf1s;{o4z)Gx&2e`lws~XLp<lc{w7Q7){aal+PMcw-+D@=s
z-rB~p+!M@El>p<=nx)}DkuITY6Zw|uH}2)f3_WT34Xk(iz17XsQOdDc#Ht)*0B|#k
z>Mg8cjdsS7!ylrI56Dt##ZElB6xlFI>N{0UO32G-E~4V%)OoS6>&GO02+eOi7O=KF
z(!(Bvb5Kih0z)nU3aG^WF;a}u)bf9bw?gY$j&vtvkt>1ekPUIa!(9)Ga%Z>C{PGwT
z&(#{e#KjwFRBm8BYerjmk`+67$3I$j1sj=-)}@ebiB~;&HKn3it;OQ2u1g#Y){ehn
z9M@8{tY9P~VIz!@)YG<wsA+SVL4%sHDb1q#=BqAqR;B*{k2uf0IQ$_Wg_RqnHyqTU
z0x|1N5w`8U^HOAAwZj63Iqy}c8(e|wR_un^nOKra@l~%^Y|V-UY-lq~V)6{GZN$oa
zqJC0I^sij-t-AfEUu9pNE)X#E7(b<WzKbHI+Lk9O=)ipqclXy;k$AM+U0z&6q+VgJ
z1PnnW1AuYwO&Z1ftsa&jh;sdYl*~aKrP2k;kGxwo$@p7PY4qvX$s^kN>@7@(ouB6w
zuO-08-Wc_y-HhL2=({o!J$nk^JY6Wcz0@udvXH7m4mi#-YjaZ7#e_d6&2afxqxC+&
zL0rbHM1CLgLl%&+d0)9>-kR9f7qP>6av(_^3ZwL92Lw}?C?!yr9f%!jHz$BeAau`a
za-1$fC%+x42|ZW#d}IFr3GMp!{>+g70OVMxrTw259z4H4^$e5$07k_{GG)2t4umdo
z#XijgP66rZSDrO66M^-t#B&^gj>f2yztL<WkvUP?uUzR?`8ZYQ+PPZ~5Ph0F1B#XW
zP+XI^)Y*)^cc;RjkOnKBzJU;&VyC&+i>c!|6^(Ix(ziW6w9vrh9w^>Ndafj=Z>Az|
zIf3g-=P~b^fHfkwGy!%DnO8OH-XCw=M1Sd+uP3%Sb+1zJ`TfK`yFaaZSPrMDmHcw_
zJr_(r=qZkynzQ_1NYW*5Kn-2ekNODz0DRR?7;~Y|kM4@$t)*6RVwb-o#jhl0x&u67
zqmgnsr%p3;KT48B`Fa}TllOrw4CfR^Kh7#y6Rv59Fx8?Zn%~;;CX&{~WEI76mkNc6
z!3Q<eM;`Hm`Bzn;cy~<HVLoC4#CmkCBOAR1XDtsi((J{=+^NM9VjHJW2L`=5{{X_V
zSSuT4+w`wF)@@!3?Zt2y)i}8BDM80_jMMJpXsaF`a=s(5Y~%OK%~h5YkVivOX~4s&
zTF7|BtNiL7#I4Tj#tm(2;=Niowk}`h50CFCKi0U7J~1WM!_l~}Nb$g)J$_b!qdtA4
zOftj!xX(XI^Lr=qwI$qs>+@E&K>j1%JUTW)iRhqn^sU>k^+)Mkl6a3z(PN5R!y+rF
z!2=_uZ0dU5wU>u2^{F!U)3y~9{J>)%pK8^#hf{OFb-<~u-UVVmdf(2a@WUVYNbHW{
zK#+H;y5-DwnzhZuNKqZh3Qr=md>?5fn#HuB4Wd9YYo0_S+h$^!ZcRi7n5szan#J*F
zi3X1G+1jefdnd0UGfuL$)>ajHHA3v)HqC=*_NcJiG_^#|nJ~vhC+Wp_Ec{I%_ciX*
zPG{0?QdQX^A>2KE>%wk7*Gc~Is_0YM70+5s(wb?YlWI$bxzcS5a$zMu4z)r|d8gi`
zv|##t$a<;VDktivH9{<C%plgSXOTC@9E&3iXXOVbyU&Xno|CCfXEvECJ9$IQ*f<`Q
z=jQ%YL_|9_sZvL9X>KHGZHqDF005*GGt(uj-h4cWz8JBVMhJ@@OA~+wE5ajFw4ZwQ
zeMeC8yalA##K+B@aOHU+M_P$1gGRJ|EfUPpX?k3jaiPOb(rjG&R?eTSL3=Q_o(XMk
zN%>Wd<!_;`XTvZ$=^+^kfaIoE1dmf&Ut}@@pnS@AD|!)1#68X{;*j$77+2c7@V0Bb
z_?2*Or?i!a%vTNd6~LOaRw3llQqe$!t5yVyj1S@jRcst|sjUNjqBaUh4cdeRjB^<W
zv8f`FL=vMAH!mD_28ocYvIEmK5{$4I$jvbwSAlgkO;lRmYHz1nNfSjR@u6ZA_8?bX
z;8(HJF1$f-v-y^`{G_Zgyky|x-n^>O%u{|iuBT0TKeBZNjF7Gqcjrn#(YK;qz0Zmg
z{#IFJxDWF8kJ7tL%I}iLc6iCFwmLPfrJM!}SYmMy%c=~XJ!->6ZEp|{7?9)d0s#i0
znZ3*#h?>$?xs7m_N@JOE#_Vv_;(D&<)h-Kl-fP{pc@^}>MI4u1zg*Xb>Z*UV=i`#*
zsTUoL!Z2x9uS%7H8RD6?nL<(%$f;tC$l+J1r_XETwlkUlfqwWthOf>sa>x7Csit^f
z-072F%Pz%?boD)es;?L-at2g!$28E|Xm*P-#e6p$9Iie274#O8z+5gpeJkf}F~oY3
z`HZSFf?RR<*RpAzHqb2qX)l@CMs|qKPt!G|b|IHOC%^nrcVG402kTt5g@^X0zcXIK
zj*;2N<;MJsU<}nyh#owLShI^vv9~D<vI!)TPNy9>?N_eF{*&UHWs2?_Sa0m(+dabN
z6a^U`+}3Y!M@wg<Mv-}NMv*G?0AN*^tm6@U<OUvwsOVax`lgPzGVKy>WGsULvD^x}
z?7>f|$2}@KkoPh*umpDD6lHwR%Wpr@ylUeDXU9C6_DNZ8V$?1JgA@=LV{cYGvHUTL
z@wv9FkM2!ZLuK%lB_y6|EL4q?nql;y1nogTE-A?wZlj7{FLQ+y3d18)BdRFLCjzxR
zsNlXxqdSNo6Yo+RD4~gP51-T@O3y}Nc%{DZao6ijXjQCDAjGn-zxAjiJ10ZmBNb-s
zZNHRznySMGIi^U-!CQ#|>$ucw_lMS|x=^<-gOGWs;~S(=>OiUL2cTMN_xe@rYiwdc
zc?!a0o1**INu+D{H!<8tJE3?aDdtDfsJ!s}6WGUZG(e9nNM-xL;8snpjj8Df@k4Ab
zt;yU9uvZ^k^`_*Rb9~24+JST{yP^E+GXC|RKe0l@$v+K`;ZEk61)i^U@~yAgzuTF^
zW9S8ISZI;jv0_?D8<&yKE`Ol*sa7Fqd6$c$+o&fPUAPs^<2Bd#;wJvwkx@xhBv&it
z;PP?pOu248&M;;Lx(cy;{cv~{r=zBoHI%T*CR@@$jg<VjrP4IJEknd2+floFdn7q|
z5pu`a3TUY9VSG1kMBaWrSkSSpE6clSd?70<EO#-@f(r8>Zu#}D!fW3K+rXM$o1xBC
z!$$XVNI_yc9DQqn@ja!^m1A#Xb7?dV%w!D1i5IaIPef?+iO)dM7}W~=+qpi~Ez*Uv
zk00JOPCSRJ_k;Zg-`_P!`=g8IrtW8f?@tAAa=C8DJt?A=vN?-Zjy}~1C+~c<CaoHz
zi?vuCypnp=Kz5)bsBDVR)SYL72U0Lsr+Q)_(nA~gl`*-<1M8aY?(~bn7A8>O@IgIm
zjqveB@db|m0J-M?YuxA2ppsF8gzJ$?_B4d7jsni={{Tw1TWfaRZ<2hO##DU><W+{%
zH7UMThTbps#^)pOCc7o@<-D$0uzfRD6T|kAu0R<c)N>)ZuEz}pjl|L!327y6OpZA}
z;ZbYWa@*;jKMdZr=&{(r4n9GO<vt*&O*#bw9GYrHDO~cy7d=PiRxB)9^5Gy?L}y?D
zV}YM~ZyDnmG~qKlqNW#TN|7GF@LNciN%)0*6p}>v(_|TqvOm^EMMLmH{!8zOSEa)I
znp>{n-}kXmOwN0rKlY8$VyQ9fPwi2+6+{Y86eDBlQ8OG;1~dU>n=4h@uUcKl6v{&+
zMaikWvr)v`PfEOnSW^O-Q%Dr%t~6sDVxeWjPz3hBd{?P>dmm<l{m<)OSpma}^zRM6
zZLPun@Aa=sFZ)NUm46ZX9*L!&^e^}ss-7)B@g$qmV5=HS17^e0L;R}0i&z~BfBNTK
zIEDM>apOOUBgJK9`$);D+0>_6#nf(mtB$o%wMHWq%_?ok%}pe2O(IowkOS8uvD;8)
z?@x~C@m8WH?sPE7pbFm6HBYi#51ZvR!u_<N>sKuAndJZuYPE=SS)SqoUs{J;9E$V5
z8)%KN$rODKPAg}^n%~Rh%s|Jjbyt?LUP5>b53O}8REg82NS*^7oy_v2DH{y&n(86=
ze{|8M!%4>n8Lshki)fBKl>~APXj{p(JhC|H%@Lv8nBms!^A8?K(rQ)#xG~!-XWtda
z5K`%TVAr60Mzr#!wYX7^2(AL;=1lbBu$tv|Ii|T}(cAcf;9YoXDTv(Al?UFr!>!$2
zX^~kx&S8m(R4u@*kcQ*HbGRAWK|h^x5T1gevSe46CPUY)cAgjl+3i@29ovm^3kjC(
zV;xzsUACPT%gCZ$cCZyJ5vDYIpA+l%S24P%R{)pnJ*&Hl2Z_=U2~<!sj<wC`9w4;Q
z^*gIei+0OMGUK4G*81eKD#L)MkU;B6gp8eTF%7JaqZ{HX-<5bI=QGLv@#FEYcGVrG
zw3P|ZmlHD@@Ohi}@^k!0`P1k=ge}&ZX~vsCi`rogERmn%LI>8PWg&U$4K~4w-o@_N
ztJiRZ4&C#EPoRwUQ`gg)mHD-A%ZfxE{IDXdg=Dj0SAo+s0a8|2;fg;jD`O?I*1bEz
z*1u@E(i&M80wyXL<E42^{L&L$ulAG|8Wxy*vRc#?krlS@A6i8t*&@^9Vtn~F=b>7!
zJ4FkGPTsx!>z(kO`I|xW9q_Fqd1zld7t*cjI*q&t6{b-u@E1Jexv4U<x#!;ym6m82
zf;W~U>6+oqcmDtor-JEh-rtzjc7vY2^}w>?t(vj4^j*vV?rE9DTC&I5QJbJSq$FNz
zXyLa3$0UALtEDPgY0}&%1&<4no@*-VK{Ki+QfqHjw)+N|V{WgRq&wUW*{hFpWQ=>b
zcS`Nihf(#c<=~KW?OT_Su#|(zWf|hJ8A`}_<KB}odyZKAyMeovJ#k%rhWc}9TCJtj
z;u)SG_WO@k2c~PA(<Y5|D4ul;n8pdf2DB#AQu^;?7YLFl$pr9!5mLl=UJvmt-R1R-
zlWH>E86$5#859MJ9WZOLkxY`X2R!1uZrexHEpAp=B-tYIxG?6n6}84)vR)O>2MvS#
z>RJ<p&aYC{V21rH(YKhvErXG`^cCb9vCgM*dj9b9UB#Z2BvY)6;Naw*xvm>jEZUvG
z=N@6=nkv>-DV*c2IkT~O&S-TgaKn+<)TjZAIO*1y$?YKh%SuiUK~XR>T_kCf&1^sR
zbedFeVkKLZ;zV)?C)*X*cw0d5&90Q1hM^?)nwz!-v~mPhJ-IX&Z4D0sTWF7XwtC_=
z)QmKH-)a{<oAAafn(?ibm8XkuV$<18vmME_@VObqbQ6fAL#Wx>xQ0CW=&!%aVbJ@J
zrEpT*O>wD8W>dM?l_$9EOj0u<7`{-)t8-RFFC55r<#Jcop{Op<rPkmG<Q|o!HO$r!
z2}a2wm5Bt7LE|EWGe1^#`)nbA8&F_=wd+?po`d3V4_nx31>ur7*UObgN-!Awy{pD&
zxHoscYbaciz^_NQ(5<F|IU>{&HYz?z0T?ufwKcSjcl#p3JvQ#w?J>d%#dB)l5<S(i
z%}H~vz3P~hHLbZAc5)g<9)lbT$!!i~Kk@eqFMLQSk4KO&%*sdm2RWlb@*`SZLOE=j
z*4+efBxGP7g1n}2nHUb4HR<P1dwVJ7W5S{Qb6#ID0m(SVXk}YMtK+r?Dm9Ir!l*1y
zr9HW7SSENT4;lG|1flZnL9ug@$2F^@=ogbZT+eMfTND1U#&AcqK@_NOW4LfjDFiMn
zr<=uoB)zzSUi$3YE)+%p8DGP#G>u~$l`JEM>}m%Kz9lS-+;BTrAtamc3;zJMn(Fl=
z7IS@=GBh`2NLhG1_CHGHZXo+L+>vKH7>v-xK8A*%pXnw}p|Q`@R(tSytx<{9Njdoj
zMP^OJn5JgJ^>FdF(l<sA=}}vZ+(tjzAI_}aW$f)7@&c6njX`P6)I<HD{OUw~5w%(4
z1Y`tX<x(tTBrxZ$J!yoL!0ZuuKT47&-rix)JPLvvB@qRTe7MNz=}l3%u2%#OgS|-3
z2+L;!)4e9bPCAcTK$+w|H+DWCoB@xUHOk4z<Yu~W8%WRMDTyC3IQHVXhUbp;X3TY%
zZ?vl@&JJ-`t}e~Ifg%B19I+kET+*!kn;CA(leG(U;2zZsT2nTcHl;a)#*OntWZNg#
z2enn1X;|ITd|zd!Sihg9rN*RB`a6?_k31d2y=O^zd#vgz`jpEgOgy}20Ri+L)z7V@
zv)wAk8z^Cw-|15AmOGIdepRv8-m1-%lVwSu`#s#SlbwuLBfVL>=E~dw>rK5F)Mn%!
zdWu`K{*7)ujWzJGts^8-6zWP^%;y}4T}T~$>F%;aDTYts=M+G4`1J%<zO|?MNvB>c
zf!6NWKOKnRiU~3;AIQIoPwqHBt$i63!R_HA<=+~SpQU`>{60l}1L6Cxw&)sk+<&N1
z_<@Q{X0SU+Cz0P2;@^P9Mx+du{{Z#Wa!a^lk_AX1vd#uqsr9Ze;tT%(#In(O<eKUw
zJ+a0!#d01$In(U`#&BwptWP|ZSqCR+?@qI~dyU&O>IfAWkIaxMJXfUnV#7{S?(ODd
z%T>t7y=y|Bw06CYj6Dx+D_+K@z{@tX_<?^JB<<55a3i^rBSm$;3*oUIE7j(V$S#>=
z1xWcqZco>x6jg^LtYL_zsn3-=pEPHRV;(5o%^@`=0}o1SjGR--<Wj_hy&$k`BxZpb
zttjn*N|0KPIHzKgGJ-HXRfvNQYWTGPjE~Nw7QuT8EIv}Ip(2#U?N^onywr^t+1i>x
zV=OMo2c>#1hMP9f`zii)=d=8>V!Q7QI9qr#{6L@9y*#;IQb(tiuimxfdOnofZJcKx
zJy-ET-J?uD>77lbur~5z`~LvaqwyMNMwI^m(>mhBrmH)gnAK{sJQr5BFE&D+wVU=9
z^sc7vHD>0jn3t|998Pq!IsX8$FzPB*gKuiqbOSt9cK~`+>^+J;L3aZc(`dRlX%&d9
zSn=jB9qYZ&04fg{#&JVe5jyDY1|2XQcNM*1skAX{o40zDfLEvCP{@iwTw@}%hr6*+
zowhVbmwOkOpl<3#RA6Ioo3%p(j{}86h0SU_OFUt}in^gYqq3DnBypZSfZXU}LGu`n
zb6!&}2nQXj+cmovn@hTYjDs70D)CtpXdv|lxv>l0xy^`4PUmysbr;?eytX|GHy-_~
zgN-&^6ktZy!4=bZM^gJNSC-|my$dM!tedD9Up2&FIyukK*Ex>lcJN6Kp&Yvo3Cf!4
z>;YT2=3&5Wnx|(Pym91>-N&VFLkh<MQQUD-*z7-BvX1`lEl$&t7#U*+?_#>hb;$0a
zRkns>HZie~jD1f^^YoVH-S&;k&!tTsqj(#M4k#0e-&{r_(k|9X5v7tcSdXVcUIjS+
z07#U7w11s?b)Ch;?BU#>k+KQ)uQRy>T*^P&KhB>)+Q@>F8KuP(5-en-io>x6x(m3(
z%FLthfWoj*bIvQFvI2NvQrP)O$o8fN7#moO^fi7+uA;U5=ssHvu6xv1*8c!zyOJ}{
zy-#_2CEbO!xQ$n0<8bO|1!EIGH@$VbUYR_aY*P6$>}=tHBpT+tr2q_b-o4ww=#Sw0
zA+UYZl1)o?73_KCy_A;u^6n*v)F~pgZS<izEcYx=a&k$pNJ|Sh{{WT<Mtb6;TRTN<
zs~Rc#QsxeHc`u8tR^HOqB{{}<HN?2*rFwV81y!EaP+()Vd8>jCPAac*uW|ysU{tpI
zgoAA`=QykO5EA={Cmn}+0UZy9wM%^#TZvlE)@!$4-8AdCNAw51C8@W%OS}DJP}s`Z
zNP>gBp2MCioVyZzr1{8EvC)PI6%v#a4Zx5;TBOZ6jZ~d(Wc}GCcM!XeBvl*KXr~~l
z0P~E~p}5&1Ho&19oDS7<R#kbBhYghKDH*-WHt{RQ&9`;~az{$-eirEZeyRPWZ=myv
z1=*8~Wc98_#4B4}FL0rU^{(sT7t0Q<>+*kEQrJ?_9X!4j(^gC(NUQ0)rAVF~v59zA
zKAAPKB9rsur9ve=&~Z>@%*uws2qBOxWA2k)7pe?ucL$)}dRM*NxcfYVjBPdGy0aG4
z?sNU}2Ng)xI--LTdC8|E9i$BXDLRZ+#+#$fJ4J|??)kcQr)!lMx3L|dHn0)_X&;b)
z(nG6D4A>-;C+0$W`&Rz|h%}R-*(%&vFu9Wr6!~N+?X>V~k+_lNeew{`+<}bKX{Tm6
zCmk8q>fSM)bX#pMKkVx-FKLNiac^9nI6jq#x4YuB%VfgjWcnJTJhrTn2xE0{K7GeI
zKGfA@@?AEa%y=|dA7fKjPv0pZa=)LwGVkp-S{Qk5S)qY|jw8@|pXF5+;im|%)mIs<
z3j}MM3z!5VKozjS;g^j5BZ>^n3vs&QF~=?k>t9JlrP$4B2y1xGB3?lD74v<t{{Tyf
zf3`oJeKQFkWq^VI04&$}RIxW=s_1%t+=x>-#&Mtj097hjTA%}B?&v@Lb!?J3?caiG
zyo^|`dwTx>_3BBxGj-HN(yozIeasx!hFk&311p}muWi?xI!(#W2F&A+>0Ti@5=?RO
zsXvucHjc$oti%D{wk<R^l0P>&B!CbMu{BprhBwrqNl(aJ0)4YyzL04eT-sn;b9AmG
zXI2>eMQaEtZtQPHik;hbJfBdqj>76Bx4IWB>y}W3N*_a-lGDU@x>HN`cLG;Uh1_JQ
z_RVZ~#?fNbP35h#K@5bIUby^gj<_RsG0jWS*%2>ww3#%Qa@@|ZE0#IyO}^Xq$J*P0
z=QUVJ1~W}*GW&;mMt9KGuwrBh*ry+bSG$a(mdDGUDp=((eU@b78Oi)=eO(vMS4?4-
zIUVVUsQaYSKp4bw{{S&iSuSs29<D!~S+)xHcW85vf!7|#nuktY>Nddt0MAAKbs}fb
zQhf3v6Mz87sh~L9oD4QbD!YxZp5zb0ri=}{dE%gkO(ze>-91GrxH2HdKt8nmgBS#U
zG{jA=0Pbl5JZr`;pAy{+baRTsjv&&3f-7gmWS<e<pZ3l<th;wXDwgY3ZjVd3w$q~U
zbf~a6G6+YR)9X|`X{Bj$Dm{eHDOl7tdFVZVD(<Y8K-Byn9C1q~_J_-m068nrjQWaV
z-S}xVdEoM8Hz%vO0aRlhGg`bw)vR<&5p`=G4>j3X<&E=|VX?E&dQ}l~^YU_iO>Aqh
z*+r?$u}i)(a-~N>SWg<{?L1Vcp@VF2oA>$7N3CdT0}<PLY|raif)W5Z;<RrYd^X%1
zgu$oLjxF*#l{->_$24O!q;pVYIv_m7&jUScyU{euePh8>NU@=~(=PsV{6;ATKOldV
zaEr%1>!k31h~v<8*;?}3?N(P&7^Z`E(AnsJ3JGU7aT$tsLNT<J#d|Nqnf(6%2}ZlJ
z(8y5cypK}a*Hbbs)h<XG&IWpBy%XV8*83a#GICYb!2B?Or6;iZ9*l!>07(S$2&(gw
zmj0DIS-=LOxEzv4KGi4@LC+q7xZfVOZLL)H2N?R-XCTKF#Q5=)$8M*t&JW{N(AFmz
zY>|m$-dG>v$gghjmVu|Wsz2J{JL5@!3<1dPUKXH(^sVhHUA)sm`7(4rb;d<Yzd_!|
z(S8!rEHvK}YK;xRdzlw-Md{_8r$3k!R~zt`#FskXi>@M_Aptb^V92LG>mwYT`_WXk
z)W%z%H*V&XHcc{|qne=>5ppVcR4ddepIVi24+okGG^1gRV~UkX$2CSbJt^%j)z4~W
zCSAxQu4#9!I*e9BUJ!cmOgG0g1<kP{0%&<uFIvL;b5nlU$GtSg%w3(sNHJZ{hZ`{4
zf4bG@D=BvwJ?qfCGJkVz{{RB7TPpq}y$@F>f4_c*rfCQFGXDU)Kb1SgCps*n{+S=<
zDVj<B%)L6Pqr?mjk02l1HOG$s0C+hw593JjtI5?!<B)2TT_>ojn#Am~5D$9DH!bT}
zN!gr=M&sQtJk&;D)s5#dBbvKxS-7Grn5g^3*#2o$4!N&I@a4YbTn^mkyzbp`aGCY5
zRPfRdC~?}ItPLAY0qM;^(B${6DFDf+N{_;VN(Lj4M_REItet9H0a1`Crq;t!Y26bN
zvqs9;`GFPTy5*<Yudbp48zdvAYWA`6o(Zox@qLCh*%?$3GKR;g?@FY(kmo*QiLsQ&
zamNJlR{|GczGl#Biy^nW+Wl3qYf-J#zIhyHHIXqaBx2Ajt;Xg(g>^b%^Nb~jB#hTP
zWnhlrk(_$hRbd|4q8Q_F;<KA9?~aROHL~x4PaR0+v!w97hIoqxx-fAP@%$p9ev~6C
zvz=`c*48Oq7Yq>dUL$u1`((i5?;q!1K;82MqmR04!0(e6vwyySol#NMYG$+tliIA=
z=~LaX2#1q_flmv^O7w3BL>EdELutBHar@G_#R}a^gj0H)R=eSQy$aeHZWV&cIQd8w
zQqiP_&7>$s#txwO^{;2~E{p#F2_2mA>N@4Uzu6-579v3<vB1T6jB-48ERqsXf}HlM
zm9OrKr!D>6g}b@?T*gIS1~H07A)w^r%WVDzqC|L|k%0k*SKg(E?-VERsb9ynA_!$4
zIc58q;F|W&2atRvW->8@o-4u`$T%YeSGjm8v*8;udxKLVWONHS$qUKp?Nh19>OJbH
z+8CT1eRve*eBi2_XVRd9fcT<wEwMP}yxopYFn>DqZ;8h*Y)`#;xyU@$hO1)Uoo=@m
zi5!F~_04);hrA=FrJG#eUPBmkB?i*p%DmT4xQ5>HH<S?=KQ=4at)$W*@WrL&t<+ac
zd3Z_Xdyv&ol224^PEn5P=b7H=h;L^zOl6ZejY%M|^~vp64#wK^aAn^a<G9GLLGkB_
zG>u|gX*AmyY^8}va-4=9mFCj?(iT0<E~ahW=vb2WYq?paVV3KGihOglr9<<D#%h{{
z1RNT*Y6qU6^d}Tv;%&Xl7G%dOC?JPML-|*I@RR*ct^WW3{<Xl6k<6u3oG>Rnee2M^
z6`_plG2@WQ*YTwGB3mAU8@70+xCMCqDS(iAgZNX!eR1@tGbqi(QiH}+*M(}QcBgQ0
zj5)7)x*?*Gn<px80O?*4sV;RH#{({TG|{v+C})vggW%M?y1ca(`EQWpz5wg|>(7m7
zX&UA3hj^DZlR7fwb>jx9Hnm2PlZ!oX#CkkBwv~7Np{|JUZ6XFcd4VO)Is;xWa=uew
z0th_kxvh;;#M0_gnVWLRe)plQDXtn;%Z%ftJGZM8q~)s+td4X1s0Kw~4so7%rHrc{
zyMG#2!t{LS-hxXJDF-8`O4HNslFoLJp+7GeJv)C|bawXAcy8YEG;whi*OxPPD#PXd
zL8{Urj^Lpf##a>4Hz@gjR;(k&F);ph^qe3INJ0Mqo@>rMtLI6O{{U)Q$aDL`gy+|Q
zYv|NmTf_!_;{O0DhD?arbCI;;=qd>^t-xSC$o{5_yUS}V8>@(5C#LpQ&*xAr<-O1^
zZ*vsG)g=cXkfceQ;sdivxWOb8&3K%|Gh_@3_N{Xt**8AB4>`~CuN0AY9jY<)G|{|%
z5!Q31z1(s(N`?g2xN9@%@Mu<A_K7mi@DRla=&ixy+cn_sG1{!#YS;FW7@)b4BRK^@
z;QkbvDD)o`_{}xl5<5$)Yk1b%0yj(sJaj&_=5h`45}<AD0it>2oaRO+9V!(CPC=>=
z=ZyDURC_?F-e+NhkIJCrwmZ;Gi>yerh;}*tbtq!?>5<clTcrzYX~r_9nFq}at`0%X
zG09kUf&TzXG4_!eKQT<wm;NU9tKZIF=Sd3~uF<+}aB9tzdwfX>f75aN=n?O7p=b5u
ztxFtafq~P5O_o7tr(J4SB&DUd4CDBlvahMGYCElCT#Vf<>C>#AnB#<e%s#aiGdlNP
z#B}dbfref<$gX8AwOc{H+gX}oKjod)9b5W}*wVFC)Pu()UPa_2d9ah8#2(^{2=WgU
z9o`_k+%fyZgZS1^3K(o9hCf=+@gXg*-I6j4gmw3-Hs=In1sTCO%`>342CI8ujF$IO
zMy=Uc)jPdL^_jQb%Ff+MIpT|zQp5rO0P3nP2s9uaZy@u3(g`Sfp7kZkvMHE@?)L(!
z<ccbUL<uc`Pg>Q~WAaQ0I(cC8S+S@R<kp4z7HA11{_J(C`z*Np46D|H1}McS9<`a6
z52ZR-kC2m$;5IYqNCy>q5Rz#ZXvgMUI*d~hO^J~U9&#(I_;smUX}%$4ytr5`<%oun
zvw@C#b6lJUDUP*0lL+o%W5^G*k7@*aQ|mXHfj`)G=xu?(ySfAi{{VGIZ>=KS_>vVY
z<4(C9&?!QGhMD20=C|<utXB$Ez$H|S5HrPT6OM<PR#z4EDB9|f>JmIgCW7fc{14Q9
z4{=<Fj?Qi&-Pt%5)9UtZG$Quc1-!NW;xOvKbqDaSKgBm|cF<e}3?zsVp2n%I4P&v(
z7A?yh;B>1ofMX1#<Lk{=B)49^qNYL=4EFRDnMbJn3jY9+=J0>iHc$N<6%>36$??tW
z5&r-%**kyJSg5K-Q{3=@QZE#WHwt##Rgz4sF^<&m*fm@NYE)i^f{U>8idnwpBpoU9
zE>pcQGT-l1WOGxx@@S3|BV!baD`JY&T``$*0jOHVl#zllMT+HQ5q;raiQ%LEk8RtN
zUVY^hab5R@&Mhs;{`nQ^<v+!1$n`RR_ltQm)3lS6mmloXYv1w;asI)k=*KHAJr<?c
z7dlgM{06zP`d4Q@Vy#|B&)V3;=jv-1*4Dkn(+~EIVw&Wh=K>W^%qvdR;OE-1$KDmE
zY!3pr!*0%s8<*lg=`rKfX1!O#U+RGeJaw-qh?TjI{o!7(;jUr;<E0baQr(>dr{<_z
zIOqQW)l)dbXV$6R&E-Z-L6H69k+@R}uTaC<xXnw%qTX_({<TefRxn0K=StvrrG|Rf
zCF7Ma+FReM<iz`59l@$;;*@SOKRR38RxMh_Ya+mxQ;eMR{&7Rq0q3_e8;KfjnK`Zf
zGS+QI(OwiRP+_rL=-iBBZlL1^x{n2Fg2v)_WWWr$8LY%@Y4#IDK6scPrD{N=PZ!F5
z`0Z0i;v09sB}H3{RJV6b1?x%0cPi&@P9RU9{#9N~l|Rz6b^ibn+i03(ayauQkbdqw
z{o{_Nv#oA*>&s=DX)R+}K4B83NFQ2)8LKk`45JtuPHV&N)lKBA%6|F&b?ouZWrAgq
z3dpEIU%=Oj-fsJ3z?1jeADuU`q;??rbH#Q374fv%C9IYbA~m$VNgRsf_TYQePTN7r
z{3#S|YTBq1%3`_Rj7b3UMRPOUJIEOFJ5!`!O-I_94Ctjxoma!r-++a5@*_Cl;ktgJ
zvm{nrN~59NE1>v)HH^Bnx?ZIqOH1gQ7G^vv5yAWoQNFM?w-VYDmWY+e9dX{8Ci<9{
z<7LrcK3N9gUe(~9d?93gLsyJWhFDcd`J*_`wR-M@sK=uGH@CWF+~X>WdKT?TibqUW
z1OnlA9s?X^o&m|@09P5|%UJc#v|s9(p5Q*vj>l?`VO#5K_5ftD%BNR^AC-sGv87^8
zKjK(sHm4r7=Ph25@f577WXf_FWLKR?pf&-fYPKQHM-=$4ZY}fWNXwqU(+D8b7;``i
zB+n@&k0zqS4)p3NfT76hGghE&vPUnY0zs;kcTTpF@Vqe;^EU1q<WwJ-IG{#`p>ML~
z%Ab*eDo41;uJ7S*?_||*bGaiY>sT6Ii6*-f#U0JOcQ(;v#z|u)0nXAgItteKcXt+z
z7QJzFNb=(wR2*dHhD+G$^<NMrmFn2pTQ%+R{{WU~aH;h)#lP_+Ddt@1HquAeWD@@H
z525Q^*M-vI_2};kNXA8TF=aRz>Cfd|*#{t;<oBp#y$EBxhf&iWdvb6ThE^D4K7@ML
zhw6$3p)n24^Uvd6%QAh3Qx`*s?vTYQ_AUlhzP+o*HDd35Fl^*G{5k1O8dKQJafaii
zM%5z@zSSL3Lk%V=+);`IHi9YM^oOCK4ZRNTQDb|isuxS72LNP-Ly&)+UAaYMOSL1N
zrw8@^RY$`2@#*^IrNpRYjU`g(KZ$xU{E4oSEHuqaS&vJw)bnpEFj-nMr8069k5Fon
zEg2e}%y-jilBosaaU1-&;~<aHy_>}PqiA{*5=H~wTn(@;Gk^yyN9kTCs_C-m{vt~$
zdciuYFc{r~!LLY}ZhTAPJDZ3uzR&h0SYkVO05Q)MEnF;3p=nk(8gyEP!i&3^#^!l`
zY#&T?tG60Os~<AiMWxdH$)Ndp_XDV_RvLQg)^XZI#zjx!BN;V3u^s&Uw2Zo({pIYJ
zIz`%CBBjg#tjp9BjtKTO<jhn%5;LDl^`8+ZlQfQ_{dJ>m_u6<rt$8~r<n99<1rI~2
zD?+5C9)lGYD$Ii-peu?1jQdgwapsMu6u?XxLBnUgIM5?t!-LOC0>$g*{{Tj`{{V3R
z06LpbP$RfT!n0rieJU+Oi+fH#fd2qGsSJiWm5C>uAEi^=Cbc)Nd@+A*q{XVvVoQ0y
z)qMG8KS5NqcQ-yJvSv`Fr$B4cygV1gegePI$X1@!y!bKKALLh_X?D*aiY%7|6EgAm
z(rC?UdIqno-Rqj9mT+3!TxnKJ$RdmGw4D6Lwlo`A?KF68?m-d`i=VnZDh~zP`Feh$
z#h1+cV+X<Zu8Zu;ozB=ElrWmMg(9bR0IJujET^^A6AI9{j!X}|8*z`o)||!#U?EaF
zoSLDnKJ6XhAAV;<P&<;skugV-_<(0zx?o4&H9|EZi0pYav8+dpPULaJa%zY;JCz2}
z!8ob8(PF%(<T*XK#ZY0*XwM%U4CbkoD%l-+b4>}A$fX$LH1i*}XxekrAB8bkiAG-n
zuj&d`NL2L^iiu!|xhmZh9(`(kNE34({c{y|vNYss4V3VE($l~+V-=Z|hW4vAq!g78
z@gb-w@ix{6w?jazLvQzp?^7?yF(ZNqVfa)rsgC0WcjC3B(r*{bo9xo8Ptn;3Q~1+D
zJ)=%ZFLdiWg*o$KR>}3nS(enH!$__E?N`z*pH0xLY|MqsaSXSvdH%Gs$jrx|@uo*n
z>|+tQ;~NftD)M{s&us#>b^_Z@J7m{;t?CBbPiUh#p5ymXDC$Yz{*}h-Ho_4NxFC6G
z0VlmT@SPCY!IC)EMe>}o<0m5(D&VLD?Z<J{ns`J<U>vfM-Fwi<gy)>rL$T?90^fIy
zuLj~m>C$7L`e_vu-+?3kD{I5Y{DWlw0MU_ARE%f2;lORDg(jZSoD7P3FBPMWigB~B
z)Jl*H3}Tf9KVdXjEJ+7iydd14g;IcRkXJ)x2bhD7)a)aexrD3qt2%T*%mEd%b)>Vo
zA!)E!JS+}6QDBPHyq57Se1Xkp+(3nzt+eC}9921_&f+Q9>w6g2Xc4}L71rntjXE|1
zqmx{X*~|Vl)_8n_rGR?x^{-DU{{VRT9hpD-+Vp3m=uTQ$Mt^}%>sq?pMCmQh@R3-a
z9=MD&yN*9}zs|RHD~ROMh~3Fn#bKGNVhnR=+Yuyu@vo2cxj)`Dib1XIZ3|sUdHcq)
zghv&_Ezd123ai$%?VksVqELfV!bmlxDRQ$~a^+^6csD3VsIOM=&U~TtuOx&0Y9Dc4
zwc(O{wdaz*ol|$zZQkceAUOk!;<B}Dh)B*3F<T5d&ums!uD`fF@G(+kc>cbm-JZQ`
zA87-rt^H~}*ZA&DW=js#%|lv><uGtY7}W6HyfdtUj|3W^?n9C9O=mbXt~;9g)C(Qp
zxQq>xVa7e`syo3lN}!C6wQd{hE3Gy=YqKJ}dD_S`pK9pz8T9>1!02;ZMG<V6?g;tI
zbQwS4Kv?9WyPNF<2?-hNT{f9KrdW$P`@ovPywdJ8%~DHQkgK8nJ!^MO9H*{DTv4So
zbb8&j&xrNm9k2{7;#B~g0q<R{oDB`6HtyS<6asq_T)v&F>H1E$a4uE=*+3@0K+>vU
zsL#~bYb@|dXB@V}A%G#PDG@boig%%6i_PzXr{9Y43;o}1xc>mIhxymET{BA(Mt<|1
z-<Lnqynj)T7ncp{?fmLq#X(&e+rC<>D|5*;W2dh*UQtN4ip`wSN_x|2nUmT{<=mrl
zjEeQ&7r~`!eh$+7Nv1^{at09GsO!@l{vy0^aBE5pX6_qCvq_v<y9Rjk!6J(i<8im@
z@H;t;g2*_?$KzeDmoe0|Z4*gg!XoU<M{`R#J}&U86;0Q+Ds#p&9VL{PI!=S6Y8L2(
zB&>wE`9b5YFgx8pNrz2{!)UH|9I<XmHEhNea8FZ=8mZy^Ze3QwSy)CSjzWc_`>piN
zNpmqqX(Zu5&S@ESI1e2hMG6i=NK}14$*u*H4au)S@w8G4D_ID`I~G3K>0A_plgXrX
zC81cH9w~>dJ*l0kh-nm3nkWG=MhWRlifK4J8enw(4Ast&t=i7S`D-8!KiNDQ>HJ-%
zu8XSP#}5|Q!6$`>LNk&pg41IXi8nSjuHjyjYTxjgcmUf2yHe6d<i}TvnJslY4K7P7
zyI7*Ny@q2N0971haokn8p%9FREHTJEKMM2z00K?+-DWjNQWmwgW%)QW9Q8iqHQmWC
z-p)ok<YJ;o&RdjqTs@32jBj~{GwqXJH>sf)*8~iYF!T7=uE#LFo$i4D07i*QLQnCr
z>fh45%KkELqz7*<dJ0#uwHVyy<cW|1z<_EJ4Qk!P`>?%v;<K7ORVG}aVjNM5e%eZ8
z*k&mD)3HfFnl5Ro4eWpKRMwYmX{wo3h${Pm_svJ91NO+V{qFTz;E{JB9d{ac(9y=x
zJxj&*QENJWkK%{`D=ygXi0tDWpVqHwddwO=x2o7Rl=Dq1tg#Dq$zT^G^V<fo{vB%8
z_tw{b8Pps79{qoIPw+|G6tmdsFkbzF2a+9n!!blxk2)N2&#ydtQ!w&963bGzytR(@
z&B=}VRwIyo52ZzOD^DpdbDn=1=e#wk>GrxMzMpY&EiYpvOBKi|&U%B=ro7e=xrV|;
zxR~{kf7QqDp8o)aNuMsIO>$9jJ>D=D+T5W(?Kda-SC&YpCcQ%D5e|zw0$7w{%zCjs
zO?lswwF3kurcCUm8>2C@4My>hGlN#71I*_+sN~2@4CB&)xRm*&#W{uzE-8^>JOkdQ
zj(6P{&O&tJquYU+SjWwpY3f}x`Lr(TSTS0hV=153v(L3@>Vpy5jAQpzn}BJ{aH_2)
zcE1nx@9dps2X_6_pDI-+s+#Dv{{RnvWO)9{@-PLAlO)M5K2-$t&3SdazD&W#<6gs}
z-9_VX2R4T^xYR9%`*+XZ1GNd<=aRFzldjlWXdWiJeMN3tPP#{y-^pwNDI90$YpT#q
z!SMZ&xpHJ^fywKR-=$+|TAi-1r#^$PqKlYL&}29)2chh1N(~oO)1VM(+O#ifKIB(%
zZ`wTr4sk;h)V$qu)Ab^$*}wLlqPJ`R03KF*ytCR#F^rF4NOX&t#&s=3NgsGE&_;*q
zdYYWvq;ZHM3Xz4vqVNEu5l5M8U`wgou_R&h?OBBUytm<6`qV|WS+GYhz#Z!y%AqG=
zEz+Z@($LAAl)=E`il#{|*wl{2nBxF?)J%Oz$f`sR*fE^a73Z%WwB5~|QiJL!7{m-D
zZ*$(XbwU1^zxB<3l~hoA<Gotc8#kHYkfZrky^flY<$+kH0L2?A*#L9b`BLYMfsE7~
z<3wQd{OBq(QfG`(s1ypvMc~aLHEWCecTikgGa)^jBE1VsdAv*T?)y)cV)xc-fFG9H
zJAReN{5q4#)-GHt5@OmgJCZA>g8Cl|`1HEB`ZdAZFe8q7{#4b><ekX$9e&K{Q6=ry
zkuAUO-+Gb`I&uX%eRk2#Y*u^OJ1j_2KdU*Zbd4_6{C}!PWg<yxQ+`zBDPz<5)E*;)
zQqyEC$+`e=T}MyCua`@fsi&z*C?tE+cXr74IKm=*$cLcyKJ|&>MI!tuJqPrzr%KbW
zB~d((NU@*dVSsBl#QHV-nt`1x<!IP^g;zNMb*Pk;tZB-T#{?|gV}Z>$#zK>iek$<O
zFCxJ<bEzEU#(DiJIU<>hGshrec?Afp(;bfU;9`;Eo72t?n*RX$GAb%xf+4@*IJ_(l
zf3uu){{W_u(N?xO=egqrK}uwJ$Oe$JGUAa3KK0WrO=kI>$;4n9wvld70{%FvimWhd
zQFpLyY~q>{w^Bw?9DvtLqP%PXW7@c@o88CdHEPFKk^l+KM65$<=ckKkT<3C})l17*
zm0JW?Cl`vb)sAV>>$BXhA&rUk#Q?Vpw?veHc&zE>0B~vxfqf$uFt!a)oX(@?Mqj9=
z_B3*1W|SEZ*0ywgWh|7WgD82feNssq<pi3zH1|}?bv>%7RGm3<LvhioQk>M`xz#U?
zg{{D7Q*xddXB<|H{y8_6h8Pr~VS-rm&3VkoV|-Ps2LeJ5G^$mVNpnweRjVq~=APz-
z#1c&=>~K$dzYdwcFS$z-i2|yjCmkzt+7~eZW9izGNrI-C$j_#fbMle(6$jZFe}=nP
zv)ph~2i}3EDFZ9{RVa2XP-h(+P8~@Eb6%(6a&|9F?XDY9wfj5n3z44H(s+LV02m<l
z=}3nbu8%?g01C|2#$Z2AD%2B+P!M^jH3bh52c|ixInN{38ybf`wL){4&lS~bcCj_d
zV;b;ythub>AcBKGT9(Jk&Ow(lH`bdXU{=k|lxj&;$Gv3Aq!K9&s|BokpB1?ctcZ&w
zY*p8lBi6C(&dE8hj^1?gz&&fKjAG-d*N22<9Zi{Ji^V!>?h2Z<u*dy$1GQ1pwwVNM
zHcE^EQ`V@-E2}J)?qiisMmyEEo$oxWnNh8-{{VtQFtTE^aph($a=i|-#9kkk_TDSI
zB1GzdFdf$wxu@#3V@<cW233+Y3Su#m#E(uZOT$)D>i!(Ix-(*M3b$~1reEp$#jZ?N
zsXskX;MY63jI|?%H!Cg7=oQ&^qJMRL{p-jt^Y;11coH}BuUb*46b*Qd1bx6##=O^3
zu#qn&Ab^b_DqrO!R&%+%3tv;7kYLp*x{+I-*_T%m6p2KwkGhyOR&5VZLUU^;<w;!D
zagReA6k@a=OT1nUyZ%*PYf0fv(nQKVNUBB-C2Uet@k!pD$+5HH?P}vkzm8;cx1$5l
zj^evvaFD|4Ve|A|MY;q2rO&6QTIakYqeXkI>B)N-HqQS5I6Vl*O4`(-mqyoaY^>l7
zVR1ghi1HBUj8cr0wl&0Ir$*fB*VO5ByDdk<Hs;6dV(!(Od{W0KM*#YRRv1rm>n-qD
zAXAY5V8xI7N2lRk)z+AoT68hUzcR+7cS1O>7W={4h`#d$%$FAA=V5FSR?*94bC&VU
zg5nq%PDbO>xEG87#}(>cCDP2AbWlU3-wEPkT2jESJpdohxTy3w?=IHS5=52H0#qWg
zlXp9*MjV>6nQk*s*Kaq&-C-B*#z(QL68IZePO+!wR<2_tx-*u?G*<N96V&02oslrS
zoHb%Hl_VabnKl_fk9SI3aa{(5qP_j3*BJQ_;MR3&Dskp#Ru2g*RaH(U9W{2W*&p)E
z;<^tCHmjh+7l|W}HUe+6zE9r=sK<JxEwWl9nLL#sV!KZc+nsOW{1!Hlncm)K^Pp4n
zbDTCRsZ>=Xa`E^%VWr5?sif#SextA4rL=_ET|xGkOmByU^Ux8}lT^1&BP*)UsN5(#
z38p0*@*Ms(yYTzMb9jCmi;K`!X^s&X@~hZaS9xOv>@5`0B$2mOVUTM}T=N@OJht0Z
zlTerll&mYz4w$Yw`EhqIuJiS;X8!<$Zc8D%O1w65DasEmSP#rsGjrjMK;E?aiotj!
zVq}mhNj{?-R#Hsrpy{i&&nvi1%6AMC>sgWxYt}FHO&!12`RTA=291sf;aE2sKZj0s
z+^|3HxA;(#6R4%J=cIGilNH;I3qo_1x+k8^T<*K4!KdDc?U|Z3T#TBsZPdv$sD;=7
zDa9BJk-@EB4cVpksIfmxaZx$)#mL_aLD#JsUC6ZPT06Mdj9~Yw7a#HSC;P^_`{?cL
zW@w8jksBR)S2b~FeC8rp*fGvQtm#)%joInuIcuWSDZ8B~g}goX-wx_J!p|gk7P2DS
zs`M??=DR&VU$pTavElh-jh9=3Z!Tg74;TlN?_BSI^-EnnFEnjV;UcxX+VRcWIR{Mp
z9+l|66!3Mmwy^r&+HI%#NJ9gL2j7b6jFZ^$YSNV_@2eI(MWWoemRl5#Q`AK&gZWn#
zWgYd^*^XFDZl?@~jkWA7irsmtS2{(d*(O*ce2it38ggBXqbT(_i=7^8%{uA}XNP=o
z7Jo88oO@@jd8E31;wSui&(n{Vy>n3TE}bLqgimh3=P=B`en*OqeJ)i16>>oP+m20O
z(`Qe#gk$a=F)gjaocRttw$({3<vGl3KMM9KY^4CNkWM@1vaTTVWdch)sp#E#rjr*t
zmqW@LH(pr?9^#mNtJUu<VgAXwZ?hmGGs!@CuQRu_d%KjkjE^zS6ndXZpyeqLaaSR<
zW`s$DQQg~3XK^GG#>p&aYbh8Y*FzQ6u+!j0goX)*IpF)&Rc7Lqk5ekcQ>{6BM{6S=
zRtI&u`a~-@0bM2HT3)myqk@VQ;Nvw{`z|BUy*FArva01Zr#9hh7}&0(!Ex&MTDrre
zf@h6PpywC^lT_10S3D9cw)k~onr^!=GXVD%?-Fhu38EF?<zgq1<0DPamqaeH_Ad}d
zbweW9-$1AB3O|UB<LYa=xA61d=yrE8O)N7>0+s;qPCYA_lfn<IYSBX#yolw;oZCoT
z1K;wmV2aT#?V^D|3mSz3>0MVmXYTHKYWQPR7sfl=$sXOl=|h9~_N($}klG<-vbd0^
zRNM)Fp&cvGn%Ntu6+>FH^EAl>O|oKCM%l;ASXL9KChnQFJVYZFoD=grk5SR|`R}H<
zHrJMW&&wX%h5S!ntz=E%yB1PX@?q>_73g<y>k(Z`3=>6jvvT3nIXUZ}Ksc=*?13~<
zOsN`|K-elc%^Z)RoMhgIkvD_U`AgousZm^bDpM4WmuOj3kQs0eJ?ql-T?OMY&kocK
zcCxQb`qp-#X3=R^EW{nLlg%qMXrXh)N*w#r1+9$+I|;S8Ak?_Fl$B=A3j5VN`*`iO
zD~KVJd~wLikLokQsv3@{(p@WL36@>N3{_2H#_HcuWSRz60CCrhR)F5>p`~WP#ZF9;
z5MEbvjAf2%l~t5C)cYFwWjtJC$?l__@|<->&$y#$=te84ju3wF&(^FZyaar~KNYEX
zw7L+uRkeR<_#A*tsmBJFXG-k;#b(5Q@-_OUThsK53H4ZQ+0o);Vp%{K#bomcu7-2r
zl?2<V_%oaE)}=O)u3JvCG;uS9mj?ltJ?p*kK8-!htV9nln%m-d#&e#XDzMNrX=Eu2
ziGb>=!z1v;X=(Sf_;x^a>)DzF>uWmhQ}p!wDq)(zzF8|AbuuYh)a7^SW2W#og_}gv
z8e4<{=6{)orF0iMdd{RU1bd3k(L8adYf=~+HrGqmH^)AtS4kLIKq^5V)$2w|QB7=o
z<$84}RB))Q(ZyYOULC)B>Oc12n5iFu$gG)sHG3H**IJdc#><7r>)yQ*_%D?3Mpw^t
zIM477?0o>PK-=DlU2LvI(1r`;$e@go$GG*!eA48(9P6o*4u|4VA!NIS!TufNpTLS%
zI+_y|z))1+je@&>>|mHGSy*~8>sk7?ownr(Vpyj&4w<|;Us7)YD}QZHSw?=&+<}kc
zS}OO0t;{;4r01Ah{{TW-Dx$26s-&f%@?272V2ZgKqjbe@OX0#J%Ey|lnjC?!0j}jv
zM&8DKiUJZkezg>~FEHR5=`FOz4Yj!ywP~a%Y%u*Q)f<+u@_U><o#BbD<^ZY2Yp=HO
zK4SUM0oxVT>H2g~xFLTE>EVte7+fz(YLro|F!5WSSs#KCUm_LfxvdyHEUCj2^jhuj
z9xHVu1>(88-w<2ISQ&uz3tB30Myi!KkjLSedJuo_s;Q`WQs2vLpeGz;)KYl9)+XXn
z{{Vee3*Q<-@tv#*#~(E*I9MF1C8>ozn-!hL-<3vqr!cqLRR&4#-mo<tW?QR<WjGn*
z6<IY25a$G+t#Uc5oKB=xi0bS#I4-2iMjI!+b#|T)v|yq*6iUPZ$DpnsN!D&7bu5Q&
zYpaLGPiWE2<^94AD>*gL&Q^OJ{*~a}DhRx>8$5tz<UX}qRMG7%S(QK-^sHp~rKU$}
z%nYJJIgcD?>s*eb<M}VAcgX;rD>`?**sg18&lR~L7;#ms^(f_Cu743+UZt%~cz#wV
zK9t=yOR*p=xm5Qx(5GW{UsJoD!7fJOf+=mZvu|)60aYWAJJnr3P*@|wox|MpttHlA
z020INLue-?^+!iw3Pv;OOMfQVw+_O&rSTj-U{rDW)}!A?b!ZOmqNL<&Q-Rm@MuzE>
zFMnFaI>VF5`qtLFr8Uguk%8y6VvP#tKmBTkG%`!SG;yA4qabcgYA%Ox2TyL4r$o8z
zD6q_YZ04RW-FV5Z2{c=PI#ou}u2lWgRj)y&*25#YV<%em>m5BjW8sSkZIv2ZWhlx>
z1ZTZ@9C~!>`PyrLPWxT3%reOt^+qD9DZR>CpGA0cMUO(zt?UB^XxHXB@7}c<HDSoF
z8PK(DO+u?)&G@l3*xKuwiYVOS{{Y?<n~jX5nrB|{sZuaGu0L0r#ih80Z9C0WaGQby
z$rNfHFPhffyu{hZF1(RkgLwB$jY3H~mWj)%vYuG~026x9k`lR}s7GaGsJGZsTRWZG
z01MmJqu;5&4Rplx<PY$sS>N01I;&j$pcia~i#aFU)`W{BZGj8>oKw)=Eg9EIs6%h&
zdEth75m<V|Nj8%ylmbHx5nToR^34c_INgakJa(*2W+@}l<SwLSikD)OM;#PKNrGdk
z#S+9}nWJyKrj;d<8AGAyb42pI^E9#?x$0{nXnMDX^vI^rEiOwik$zx7t&jLg{5hv<
zi2AObD4b!0!Lqsa+f+O-+k7c&>T3_iIvwbpZ&)vs{3kgkyy(^Tb!@giws?Q7;S#B=
zt)c8TUM|t~Kn<1RIX}X9HFfSHamdHLe8`r!u&|ObDzN_UMQqr3%U#mgD_k^ye+=0*
z-x~2}&DP4RQ`IlL_gkxfJZ@4C)K(4tm?Tmj6+b~-HJ`-mv_I()0iLXfKalNPmOeZh
zrNUdP#u`K2NI!=)s+<l-hOG@+G4HhJhUXE>GATV4LNQ7GpDRX4yqp|&b6Xddx7QOh
zqydN2RYtbd(O3&dEmoXFr5haiS<#BT?&Alk&2W>cYqtZbV_uOimwggElE77PNv}4z
zBwR>Tkarr+R_ImJ*q;8&?5hh5;ziB~uD8Jv2eO-YKRz+|R~01k$`nZK+jtqS=fJsJ
z8C%j{>0CJP;IrGvf8Or9GQW%zL#nDoHVvGBF<6#bjqaZ)lFsT_U#3y9#dbb5(Jo|o
zwGGP3>xD(hHOD5IdgqI2G5+my;i^a3txr!GN_8r8S+vgkL-?JjL$V!E3xxjwo}C)K
z4@>bqhNy~d?gKIY1Hl#Z-0)9lk3AYZ^xefe8^(--9HmdFYVU=1mG?Ya`E@BfFLj?x
zJ=9APd6+7WdH$7*`oo1`E}L<cR(A5pB|z!HJxzGcr;0DF-5B086geB4IIg2j@oQhq
zma{tToZ*CIDPnz3IjUHg-pv?)V^*`2WSzC#>)PVmRJW2#eaCO!SrDmGdBt;+T0&=S
z(Jp;OZ#1SWWw*9Pi9qT}B%gCxGHKUL#l*3k`sa$@nkSnHrMb&rTEMsNi5>=PnDI)5
zy@(EiFe}l2;T@Doz2*+h)PY<FjH58?CK5SC0-?!0jd|19p%ug@LY4+tx9$wAbGz`Z
z9|WlW-CT}?Kd7#0Mg|3RUJ-4YsXg}p0PMoB#D5K*mQ}7Yox7HNTDaG)H)A`yRu~yI
z-guA0qV{B((IhfS^EoFYHIkkN)!PI_aqdU>*9|K0P_t*hiNe%%9MaMH9P)q<t!io7
zh31_glG5TxTd&I46q>e&d7{9QT_(^@0m!VxzJw8$Kb376N=upsH>XYVR<Y{(AH;iw
z+ZL%8n!P;8$3K;KHa;cMuTy+C@q^u8<v)?@Up>LATgUf_<F+dDYj#XNW+U*cjv}md
zlDQMgvdlufYN#{lXzuLp6k>D*hCpMq{<N}KhvXgzuLHI59CpBqd+AY61u{yJ=toNQ
zeLq{j)6|=B7S{mb(4H~do-3xEes`*|;pRDXaA`_4RIk|Uj*Ym3oYyPjm=?^Wd=@Oc
zRm0;AU6iktY`^UVKjT=krN#Z{+HNG?;P5fPt$EKnokq7I)$Lh4DR}Mu-k?{ITU;%b
z>~j}&WMIlyu@&r^^s}D~UaMmp0OGuXtc;ykAa}(>XG~?xt}|J_I+m$D*=J)R$t-!R
z5jNPAW3Z~m#nr$g0RFY=H$ESSQt<wm*6>4a(ZoFG1C}+*h^(pF=d+Yk=9Hc6dGv0+
zm2xRioMO7g@E-1d+Y*m@gHiBt(=_R?1?&<Smv+ETO>s*TPEN<tQktdqk&hE8BNb{R
zBFGvdLoXnXqOmmlxvwW!Vz&Xmyv?)^#<ixCQPW~s=hLQGT;XK{D1L^m(wgXYQ_e7M
z7L?J|T6q5e#9C+yXGzd;ws`ZO#B*IHm+>{O_lwOisYuL>U~KR@@N3IQi4njOTNWOL
zYQ?XL62jzMLuwWFY#^@$8fva4J04~$50zpQX-AvM*!F!V#@ZgU#ii2+#!5*W0>9F%
z>JgjeS#9ql4;kGUBY=H+j%&%Z-x^q2<)hP9H-EfSjMj+pJUa866t`$x0{J7a7_A|U
zuIFb1=kXa<9uabcv|ecKEcCm{^;jpou-OwNit;Rq2vXSruzU66^R4+}T;L1=z!l|-
z6sZ3IEV3{Au1EE)2yU<AOh<cgGuQWo{{TAldC#3%8~!7?NPMeRU|&1j1NVI^o7H3=
z*q5!IJfl&V431fui?PcR+?s<{kIK-m7%|4qb5iAVqBDCQN%o0trCB1zbDZNm(C;Mj
zmvfhMll7pEPAT@NB)W-DLckx+hV(b37dnbP*|ZBrc9kH2GsR4Yo|V@B0AguJVP}`-
zP;;MZ)VA>VhfI5&rf+c7;@8H;EvApqAyO0~uXpk|nDL6yg3V@C<a6&=d}U>&>AG#B
z>3(8N?%T_@at1%fxN)k^vm}0c<&M+GN~%$oA{@{zrgevcN>^Vas=U$eBaAdkTp#Y#
zx?YiWaV(bjDKkLD0jw*jwGBGp!E(hM41vhVrmnGc95&(@3<eBAsd!4sXk-1ehN%|4
zr{K<m!+J&irmB+M+cGR<hh{x;E2?%=F92ZI1imcP;foC^Wnb?c)E3??y`80+5Uf<?
zfvhKkuTpnt=9VuE{pV4BBzo&STC}DzQI*aJIL9^AY2Oj9?QJ1nC-;h>SnkMwdg1SH
zTK?&#WeQuU6xhyP0M8^>w}*_OO+}w8n$)LX6Dh}4{{R5?HSs<2NgT}zAaDzTlabc9
zbiWvA$QDc3<Xer!$w+=($G@rKxp^QB1Vb1hM?ZyE@<#0YR{YHI`BCX3#$FvNSluu<
z;Yu8u$Cq8QySaJywp*g@=qr#|K_K7``KxiK8RPtDZso^Azwo8(H#(!Fc_cu`BxCrN
ziqG&c+pWqmkMw5a{sfdzg)Ld+@M;iB*yGpfSCTt<7dZf$^P71t7H8X>X00y2CA^y)
zpT@m9c!g^-)TN7CNbKZDqLi|M$7;D1^gspRW7fDiHQ$u7ADD`yn&ie|xZryFRZ6@<
zrYb!TS%%;h+zx8W>OwW@D~8iGle8{#{cB1~jp|qvwDlDn_t?wZUt+(B{7BKn!Zsk0
zUSo5p+}z5=<zfwXI?bb8hHj?0MzCd*7$8<vTW38-DKe@?^72U{q&97gjzwx)X~!H9
z_|=DjqX9~cdsL|R6kx5Xj~1R}AY!(({{Re|mmeuOtD1G5_XMv8sTJ42KE(uK7w>hh
ztTq$d%atCE2QT`}`B9G#hC~Q5zc=!#cU~E}n<YzQy>^gE=Pq1yIKZu2J2bkHBj*fp
zS>o`{gq&HHI|lI891kFy!xN@PACGDv@Wh5dB+unvN5SEnBW<(FUI#o^6|8BI>9@{^
zzb|2m;)7ClI90BBx_EFvp}e&|_^56KHi^jOS8+Odh(N&hu5VM(jG&%tYZThHhZlLP
zJCY(e1Eo<n_aq$1ap_u@x+}uxYMO>EKLl@6_||PRCvt>W(#I%$#Mb4viQNz*lSv+e
zE(ic%`%+wZQsy<>nIqndF<F`sYmmyov;K9pXMJq=`IOh6&8FO2lerB>mlME#R$=v{
zZNT;WRkWA`g{>&`yLTA@PJOG%EPO>Y3^$$ycDg@`71cqLw>3$O=_S$O$K703blNmI
zI7O{A)nc6q+$pUhvFv>*fri>NVExcOlnpf$bgi#1cWQ~?J$)z<UeXnX#dH?Z2FI_x
zVuaem^sNhNHUK!OkTRc$&-x?d(!6(2{{WB4KDFz*>GL3PJuA#_bh%pT$j{|Tp%;7%
zGvYXa^fl`qQ1#7umxAo1gT!$b>4RRQw2qYwOo8oGoa`Rhu2aVltXdh`FgF2RkygcW
zUOfl<3kM%~cd05L5#>yI;*4`a&tXZAYLja_p1t8PW$?5Bec(tHyLovH&8#-h2$9#b
z3c~P6C&N)5cyn6P$^Mq04tAbv&#i^$mCvHV=5*mrMyB!DYr=~eKVpP`z(skNjX+IN
zaH^+Z$Weh_!wRe064>cpOXAq$ZxU^ootgQuT4C_qlDUpMHCT!+oK>|s0Paq5K(3d;
z<ew7RoyYH16~dsqDIXE!h5A=Z;RpijR<h+!?*JUvWR;QOUR}>&j{qKX%{;yZMk9QY
zu=VXtD)=L5{HY_2kZKrhKHz8g5Av@BxF6{f{{Xye-fyFSu-u#wqBiO)!EO)wM4W#S
zp&b;qBCh+uip{57GM*Muk@!~w_*bF)I_A>#eHa?Y5l`AvaXmb@6ZLB9Z)38#yGOQ)
zExE^HGfX!zM;QIm1|3e(QSfyHU7YRBPjZEzY>w6B{Xz2B`d{r#Drzd{0pqKrxDW(j
z!AUs_isAla$mv~&iV`tBx;Vmb<X11KByru57DRdDn)R@>l{!i%&Ste$Tui48v>F$3
zZmn+&5BR9;MtJi@REpPql(PmODFYeitay2X_>)h`0C~fcTUhhu%#rQ#fDU@nCN}33
z=@|}Bnt*+3C6yQcTF3tYeTqjViwdj8N8#^YLF3Q|iKfOn3iZh3jGvm~E#L2o@=qQD
z{wA29+_)GckZGe@DYs;D*{*}a5j5J)z;JdFJ@Hrq2}dS2{Hv(&8n^r;Yn3?I!13)-
zQqqe@rGu34_2W^eqdRrDm99LMQ@K~1id{zf?$Xs*k^$f!O1W)p*E-CrouLpDOX53U
z_?N0E$<Ipj{-&DL`d6M&_K}K(&p+`+<d-^n7h>6Nxvn?@I<^mL>wG|-MTNSufr&GU
z!`IAjsCkh<u%QZeDdVMg;pwPC$ndj@@x)>sMY6EMA(Kx=98Rr=9;4Q)k{6aWaxrfu
zmBa4Z`5RF8^{mT|0IgBwNm&-cvP!DJgOETq?kIt+q4hDZU!{0@&F2V-W+gxz*SJM2
zKV*RYq9CRv>f_RbIgdmQ#wvJ|Yjo>X1>LHiZ!N*kc?C=_>_H^oTMmEcsHA0LFAxD9
zfpQz1k^Jj{iWuZjqzsY4uJcx8)pWUS>|Ji9;h7;Jh*94Hxp;J&*8?^)g&dEN)V7YQ
zQIn2{plstCcc3hzr>%F^mhMsr0mMcGbNN>_C9TR6y4|;~Mo~@=wRRS4Mf6dSR~BiI
zdsa1Rs)wn8#5_MUXy&#1iR>>tv~CX~v)1jept*)a^7%~NeXCE!cC9_&!kmCGMP}(%
zFA`rD!T$h9Y-YIrtra_;PaMXSur0OkSi{jYsO8jueR1SkkOS^)0!@1K7J6i!57fLr
zbtF<tZ6BKxsma<#K?n1$K|D7t=9Qs4Ja*Auqaw`Tbg=1~j^gcX^;oRtmN?{FLjxH4
zF$WdtwPt)Z)R!tb*mO8#xwID(7-F74hCsQ-dU5rwKNa{6>%%Pxnnjiw#!<%@K7>|=
zpQT#r*3w$u>S<!u{{Xy&*l@&D7kb^+w`#Wcw|{6BMWaVk!+<ai8W}s>=d_(L-)bjM
zeglxG2Uc%EUZ`~aA$$=4OGxeYT|NAX2HZ#+q0guzn#;5B!r0r#tW7A2Xzf<&&uQV9
zb<e*e^Q>Dx5lOH3w(eV|RC!_tVBlm7esq%7<xW?EiL9yej0%t@PH<|xnx30(<t4p^
z7<CynU;YwJ6-ExAoO&aFg;9--ECP27j`g47AV1+8y*bCoKb;BUEg8P;=x+ECvHq0p
zeO`SQTV;+&Wt}(0=b=F0dJ{oZ({f1h<B?O_{I@Wk`+@yyNO)gZk}ozpCwTLX$<IH9
zJ}(aH(N2#ggy^AxC6gEw`J=Ju!ktQ06Oyw`?R8il&r7p#eqy6Pm1G@8UAPVTS6i;z
z@3OR9<n0;!tC{}E+<06Mt$DTZ@p5-Z+F)}^a)qiRCt03LizpW?&Afr1Q;OzejD4hA
zGGc5NZ1y$S>nL>Z?AA;MS+|Ug_Z7?Qi$DA%GR{czOO|2=2R#1(TJ6JAQKw{l)^%Pr
zF-}oB4-sn7>kFq`1^x2d2<1Mc8qLw|*H*c`w-ZMb+r(v3=Ns|ZQfgX`o2YqDr&_(T
z1p$$pKR0^kmPsMhm_`WParjp5Hqi2CXuCz-8rL~!f)aT={VM+eg=ez1)J*pXzh#;?
zh=bVUie<HlzJlRZzj%@FQR`Sp&u?zaB9O*R1vM5W$ka=7D@yT?l?kUnKhh!}?T_b8
zw08<|z+qEBp>85)I03;Y)0%8e-5$EjfTR79QIr`YZ{#YC&xrIm!jr1NNdx6T+5T0Z
zb>kg6*_C$OI=3LIfDh+L!p8TOG3;toMNT^V_O4zJ9BI>x$8B=J91H=+>ryX`>|Kg2
zt=G%cU~x|4vpqM#B!6$X2d$%@{Cy~<d_8z?Z`%GFg=K4IRZXN43n?e?#y=V<qGh?~
zQ218aWM=ZQpL(f#;Hz7SclktSyVX=5T3wO)3hj&$+X`vwdAz;`fg?Lp2Oay@6|8B8
zPq-*XJ*(Yr(FA>m73BUnLH3|P>(;JtN;e&PNkZu6Y_A#?+Im+_Wqw&eE!0;S0nKVy
z%*q1u?N~v(oN#)bT$qt@*EOEj0!cyJ-<qD%PcQ&Mt*9;6ZcTM4-5s!}%us_(LYTnF
zsNYXlZMf$(ycIzExiwrb?{U*6jznwhkqj0~Y-0orXC#4Frw;NcImSLv1v*p=sxjWJ
zM-Q1YzTt%(E59z3Y1D0=#!ooXsV3h++Fi7c8JHegx+@emvm}`Nq#Dn$IASt7_7$|N
z^7CBTq|~Zi9)5LIPPNg{uDJk!;DAW!T&AL?{^6t`)sndHN&pq)rDMani7uKzI2=}7
z*2X-C1dm$mA7&15SURM!s+?m!)wCqdBX^<B-0A5ex5_d{YUOoHPqS_)xvr_M@=E78
z?OE5B#(puMTGCLtqos6Z=r?NeFPNPUF<scVw~`Knpz14^(=?whP1|@i(ja6&zSKfC
z+_*)>YGG>HOe`B}3=>?%--kmZGOr@LtAu7ejPq6QVge(_YMDgFan$mwjXmOGG18z(
zCboR55nWy6Ak6;&FH>0;c0hxHQ*Op&_8R=ELb2)ZU51;g`RX!3_pdXOHjVmMMWNg_
zM<>wGwFA>F=28Y~(b~ZO0F84nUX=rrR~Jwi>rTQnWeb8uMdoeJF;r&M0!GeB!h%h4
zR~|3DdEd#}vFGI&?NZ%<?<d5$1n_Eu*hWuJ(zxN`%}XcePy6Pkhs2tt#ETkXoSrbb
zrObqlYv@gxX&`cq*_78Oaj)uWGX=bu4^8H^bqnj)CO45YkC<)fYoDAD<hIglCsr>+
zc1sCXG3Juckn8%f{{WZS{{Zi^P+V%a_ervQi6mU~X3a!gXMiaSoaBK@<`zhjBJ2hf
z6W@xEw1D6s&-=9!U2GgEsSW5SC30wO9T1XB;<4&p4ZpIFK@r^EMHBAM8Gx;LWVF21
zF>Q4m=WjcC#d!t3qhuHN_U!H32Ni!!@k40$Mr#N{vkZLP)=pa5#?zq%4u5K!?XUSB
zzAar_sU%mFc=1eH>Gj5IO#DICTLk%Q$M*$uTCM!r#o4*KIc}bnXyCn-j8>Cz2ONsA
zX>mQf38Imal;jmS#ZC5T@&@15tu2T8Gfm|mEF1<Wf@!fuUqVCTU1+Zwoyh+Hftqjp
zBwEiI)ULnp>8gYxgP4csQJG<1`D6OjqMTCPw>OA&Rzk90+&YoSG80rq<H$$Ir1#>K
z+(*t}1bt~zdv)O3kIskaX-etoD-x`^2jox6y(_{J>9+bPV?DexJABz-39mOxn<Mw5
za696zCDw=s&lKm=2C<Z__F3pd45};2v{CA|vfIzCAd2ECj>C|xn$?ogoRPP+c-^MI
z29t2pX{#h|Ml#&hw)lgrlk!{~_W4CrZ!U*5dU2%erk|m2$M*jKW|jr~Ylkvqjl(2Y
zO{v}AYa1U?kUN3K1~FN`Vu+u(593<JSsas-lewE4vu@`A_Nj545O7CAJ5|#JYH{VS
z=T~hlA(_Jcoey*K9x0P^JuasMYfmG6T+<%q;bO$IBMf!vRwVM$S5SyRI2g}03r@R8
zFs3R?<yI@jJd;QOcM3Y4)qdJ(aDRBj1Kj4R$9d&sEK%V5RH><K{{WUK0isIgv}~RE
ztZA&%XPKC<*1ZzTT=4WZu<pEqDS`!TE)IS8uQ5$l+~a%)@HHXS^s;i+1fN~ijo<Q~
zilqvx-^4GS&s5R13rnqH=1UpY;TAEtir2pK?juwv$DHJLuN|@RPxeE*>981C#v4B{
zH8h_PHOCxWC?3cv<Eq%=#8QMMc+^t#xvAs$1UAqp=vbQI8df+Bmd8ximZh%hI=E4L
zKbRM%9V$&5N=x@=ota`${39fq(kjbSmU8B1Ok1)`cd1whTo4UxU07Q|DOk~n9oX|x
ztPq3D0RI5M%{|Gvn;L<~K~A{5xKs(|yC-j(rEXi;+sJvgT%P-htqn^=)8W#D%L55Z
z0693IH_;qqPb0BrC-F6HGRhBfD(OfOc8hfDj;4j4G#L9ddw&|1*>R6@D{GsZNjKZv
zNfYB4Mj+$Tu1Bxxk=@(0+MU;yBpb6SJZ7O6_KFT|6#M3$x7u_60Iaho=xQ78u6NMG
z#$NBXQTxwq9xd?PstDAeKkyU&6&{_aS?XH-$+4VHt8Ter^)=;CYWfT?1pdsKo76BB
zJ&%n)vL<;n+kYvYcDC+vKN`(Vw{BCT>NMh;_VN5rRld{3#JkFz<C@3TExyB~PcI3S
z*jV)DxLc2jI^3UjRbNf0D<@L%j<>2n_SZLCploF@D^5$Zjn9#C^W5reJbrEbJajwQ
zyz6+R4+{bbTppiF<Uh4!xz(EGvWhYgdR9u4oYdRdh$Q}1)aQ8eo_c~(a_)4`tD{?N
zC<!N$Pf_Va8iX)JsTaz=g1PpNRKN!W4st0AObOaok7~-rT<z}sc_7kltS)1DVzwm2
z!MbO$u3pCcoB3~~U8UHS9+gRMCE-Yn{ZhAdxFMaCO%!fVV7yhiK3-B1SGh&+gUcgh
zt7esN1}oGe@YjbT@Qk<j8e$o|v$d3*md6<9*1W9CuyBY@dhHdOHIAjrJxoO@1@Lf1
zZ)?90?zJxu+iABp%PYacOb$;>V!1WCbda%*HXrVakl)JV3X!fq*%T=_y$+aR=}tGC
z?EYtW;LjLox=)AWu)S%P<TE)4q~|8KwI3U46X~<X5x8j`a59+Yyz@`iZLK5^bEmDz
z#xh$N{Hklu5ZX?-he?VPoa8Yz%_+~G$|s==CKpEQ9=P_4cVTMfP6{a*`c*Tfs{a58
z{&nV0<DF>6kqf5?g9-;~i1@!&Znq40^);)DeGX+P#k8lVp|$Z2KOw9apxVdvuRPT6
zZ!TpU@Xxd;U^ybR?yqkznOgGdN%sBS=QyYYd6jWnLN-S&X>-Vi+Akv6Lj$|LSY4&E
zRA<)|`3EcMNsdMbG|bkBv?Y=V8Q^dq7#{V6t#N;P9&v!Y;}xqT?2U;T0;sFV4nf9g
z3R{}6$Py3;9Zzad>wrngsBKxF8^C`-fm-%<t0BY2q-UnuLTu-5NPD#-6x~Ix*^)GD
zpdT-_dVZgz>9dqF*g(gQcGq2H;T;BKX)ZL#gmHrG$AADGYHwj&@jW^dZvw_hE!5VN
z0HBZnC$1|>SlULCTU11Woa|kI;d93{=^4>}e<cPv!seE{o5Gx4?DQ{#`ph%xt)!$b
z9t#(9Av_=6Cm*d9Tj2T6itdi(AlSb}1O8e^MO=0;trVqXLbuF)YC(E`+O03_w9hJO
zMwozfuEjeV#}O1`+})Op@JaNp7hbfuzMJKUn)Mdb6pU@E?W4v{N{Vu+bzrH9QjL!r
z{=vKLZp2j4XqRe6VI$JLbNe1K{34I+i1YVH<yosIa|KZ?Pdc-)o-7uK@z%AXS%Txs
zYV4OvkNdx+JZW+N0B}~St&QP|<y#zX$$<NYp({50n9X-5Opl+Gbo8eG0A)whZ|P6l
z74^>}l0hp0xeYm<bo;7Jb${824^P5_rY1h<G`*m{x8!q{my(9TLO&YWOZF?sHDmiK
zG00I*8hU|Q&RoVdD|3~;*vGM>?TzSa*s)xDP%Ka$)t!v)WL{rR5bRUUbJLsI*yTtS
z+Z{eKc><7Wk>{YTVA3>&RTF_rJDl<}>sO<+mjf$Zkkeuvg)jDef87;ot&Kji`yA9U
z$b;?<Dppw=jkVB=Bp#Tj3ltrP<xSPNo+jroU~+M^el*#wWO#@G16^0xm)eloC!nZu
zxel$*G`!JgcO(uzl}P9p8-C!gR%;mj2Q?g)F@!%T{HjdTJU3O+-U4#C#ar;bm!CdQ
zOyipCJWXJPoGAP&Bf}%?x{Q$(<074lIt$$jRE=IbsJd0pU~p^Dk~Es#Ndpx1vx~0L
z^rdnxa8|lZo^S8dbYx+LSpNWoUrlB|=xOW4b~kqMMQJ1S+N9Sr{kvkSL6ygE^=7l1
zB20oW3uxK-tk)k}C(>-R)<I=zk+Y6ZQ&vX1r+?4JGt(++z3#E6$WX1)oxON93F;`e
z+2<O}p>L*N;tg05zT=wI)$S5Y`Pp0*-f{0)5;)IX))9@Q&u0^f_K;B++;^nS1%)>?
zq31Ro>2aD&iUSG>7Z|DRkUi`uPYmE6&a3XLHVg)#ZchWuU*|_b9?HH0(AqRCE(;I|
zB2WIcBK$wl9OwNcW71FlwRDLzEQmz0kW^z1Jt{<!ATk~@f8MO_V%xdRpNIMcW6fc5
zK<5Sj0Q%L+_{GF_*3iVO9k^q%HR8Q4NrOh?dS@L2172g}WL3Af`Lg?n;+kgkUb>uA
z$2~ZzjB;vcJ^82))~O=q?jh?*N8?LOfhffprO2Q{bfr_sqy!UA7zThni%Iatk9DM4
zO>q>hBg7eqkc!b?1^9KBCJBiD0IsH`(NPYAV8HIoAZK?^YSKku0Kp*p(y@b+xsH4h
z;mn`hOg%q*d8#)$WsZ_(iq0L1P?NasJr8qTP>sLmnflf~tsApX@*D&`x#>bhLAK8x
zm2$-Qs*)ZEs}~G+Fc}9u>YRja1RhUNX(O$&GDRVyceN&JjII<Ol$(VcvMGw=g&7pk
zN3AYF??7B$ro98fJ|DH!w3(*3d6c8z2+lKJeUbg_SFL<E2mTSsNFVas`ch=c*%v?I
z1ksxTr@a3FzL)$d{{ZlTX!+ve@Opg9{uR)I7aSg)O-QFCb>w<dGv;Oj_%}_3cZu#<
zRA&rFKc#ctED^_~#IY*@=KTjs^hROjFy}ZUfm{!bu(meft1czzd+|@9ttZ^!NZO#}
z<o2dFC@NOYbIuQ~LhZo=ts`=zy?WGH<F7R5<*B&EQ4djfaY|2mOk$UeQxF!;DMu?w
zjylq=0H9)um3mZp1GuM#0FRh^&?D0H4-9E~o{0t3*qq!pLD?n-0phgR!1@~!cHHOw
zx{vUyUKRm-H)oE!PhY96p~30L(xk!3+~<Gc1<;iAx(EKckMOG&-V)NS$Y_Pf9<o-;
z$TRm(;3yJjwgx)lfpasB)-I=5ZXxqu%78ke=YftZf*`bDh3VG2tz70C{J|$z!&e+Y
zAY&NEY7V&UQ^tL1%Al@uNW%o=V-)!Ca6NlaJBSpXF-{4BFtsu$KhCWrNwbs9J%Z+Q
zrZLCmNUO(B#;?vTf`K0G-N_YDhQ@Z_QveD*>7#>_#tl0MAJ&-1)Q`@X4?j25(l4)i
zXl2F=kIs>u2l0>2fG$`-m%4-&^0Nr!aHOwXS8jX<qXUGV^yAf+{40&{`zz~~csT-5
zoL8+VjJYL;Jw_@X<~19+%}3zPF)~u(@O~@)6>=X6*{%v)Tz)%$!nXHCw;RSO!K2&$
zun%gJHzrcH(}klAuFOE=c0Zu5Z^Zikqdm*%%PEf8FbYSJzv^qUGLQM_4SC+Wq4oQW
zKO2VvglS7tV%FWh$r_RdMtv|Url}f55@a?B$z#TALLgq(Z}&hMs`s|4@d95s>z*o;
zHM!S(AW{DS2@TUP-TNB>#y^cHslF0N<!jd}SZC~wz&$>6qM4NUH9XOtqK`3sYLCr8
za=mMFBJpw8BA8fu{#8)Sam6Q^XadP$p0t~n)~gvBo8~vY09)P#F7Z^n!=LCyG|I!8
zU|-(8w0Vn~&oebJ%-;E+4I?7stvAdZ8qM>Z(s|A4)_}RG=C46X<}GF!jUk!2<j@y1
zjH^eSD=f<2jVGGJy%r0areQ#tezlY4HagN7U)0bSHT>oEqs|#Mljl7KRygOa0drH%
z8RD1i09H?$)Om#TJX0#>x7tBHX}@Vx(2B}3kPj!;tG)17!C~~EX6M=gsO7mHS;c3h
zh1YN=28nV|(gOoqaUnhXV!3N4*{rTO4P6GP-#Z>hImL5B<kaG9e;rw9^_@Ol)<{Y1
zQwyATsv1u=AalT`u_2Gw)})4BxSTz_i=Lp0!w~LVZB9L_MSfw7)I<;f9M&^4WkV1I
zWf1#dR(`7-LO9QsnK|g9w#Xg&R!*)0s{TBRnC^l*o=dDK{?fR>0}s-&*jA>pPxhV1
z`_+`)O)jTPdI(1}n5SZlQY3B#0cqH!?LZAHQ(3CL<SN60;2+MS#aOWzzJssdAI^p&
z+N02P!*3Y-D9+LRNBn6=hxEMv0LQ-obNj~s02;on`<TG)qrbH?aU2pl^I4d(yq+J@
zqO+Dk11p3i5i5FqYt1}Y8p9kLH+<c4*{@cegILNlz(f42%KTnGcWwC7Mv!MF**$7D
z6(}8QGgerbqZGKH3Ire=((M!uw7uzo1r*@9B9K#;mLFOG_FXf>np^2MZ16tjiA!Qu
z9R77=cymk75zaB(PT%8B)1+_gn;;3tlE2EdBA1|Jk9<^|?{hqOXHR3+=zT64s$S`k
z+QD%gGTo?-GF17@dB$s?^V2*W_vu-Bk=+&JX9vn7AB8fhy-ydFUEPUx>T{D-nj@Z0
zYUF^c5!js656uTlAo9f~z$!{Z?M#wCED8z%PsIj-3<?iwUB1-eOVm&Ua1UW#mEcP$
zt~4oGH5;p7vSVaKV4udk-yC<ZRrq`gcydM==2}ddY;1pK-G%=Ekmc|n?FBU9r{9J7
zd_i~g*rv316aaS5LTRfe9OZiRQe|?I*=mt|{{Y*Py00Z<g$kdobG|XTx_byCxsuhP
zX)}o63c%yn(z_;c<u~x<PHTkmn*(EOj!BU7pK7JCwJlCC84I7706Su%k{5DV$Z_7J
z11~{6MFzzthZ#GKN3f3OtVqW=sQJZF14KE;C-a~}J^uhYod)H_F3b)^074^Nbp2>p
zf$dTsN)!Q;Okg5UN_s|wfwWR*^rx>-G2W8{)ifJDN^K6+qSeK^6~K*c)Z+)#)``>g
zoMda+9`?&j@YyHB_Cq{uJQMC~T($-(8O+|MPuTUaGyS<49`>tFTWxS0{{U>jM__G7
z^sCK`@Ia+vbJcV2Kqg~q+LNZ4c^c^2J2677E*zZtjGndU@kumbe(K!gsbnYm*I%lQ
z+I`*#JQ8p{>yeDFlrxNqqp56GmF1DnL<|1xRT%TPaU!qL1x`j-_oYw+b;zIuOL=5D
z`$G)&01A59upHb<eSyVTMFX(<)5r&>=RnN)AQ}GvSs^~{N%nN(EadyOT9I;i=}lG7
zTBHSUvd5l>pL$bi9zO5uRyKeS^`%v&1yN@fa8y%;v_Ruvt12-{%f@K|d&8{-uA-%E
zBe<1_5bu<rNA=^ac5MDB2O=FS@N-;lf~wlhrcXX#?d@KcNZNQc65Ph7<{#QTP)|16
zVLs9kNN#*iI@xLD4mgz7!3uhl^`v09<eobUn~`%B@4Q4o2Trp5CZ;{^hxW2AJU4qK
z;2*qXzT<W}fsU23{0t29Tu!06wW<DYJki#KYfjAR66VatPxcJh#&G(RW9h=uCF)%x
zm^?S9lMe-Dx|p9{yk@lgpth*E`50!QP!{Gn1L8nW1$ZME9Da1lM@8_)S!D4&&iy9F
z&3?wjJ-KpE&YXP5r}$A<J|Dc2c$VRvi)PV|f8c3FG(@)`BifjKs$w~)$gRvsG3!7d
zjX3o<pb7wK9kERVo|PdP6qv;TG>p><`&5*KQvxC}QI$RTsn}Bu07H&*P4C4@eQGi(
zfZTCNed*t&HH82$=9+%A{BuaabL&6|4@~u?BmCl%ob;vS<NPQAy!+ALnqRL5n$*S_
zqz%WdAUx1L=osUVFOk>utksERyBWp~YV@pj5WM?Vd@Cwk2gY&0q%>`al_D4&vrLqY
zooS+0Wf|kO5)Y8^+JT&ws^7dkbv1zJ7f5sbb+xPzBqO(4z?JhneE$F#tLSKtQ_)Ur
zv!1=_CLg?Stvf;H!7x9Ellapo;%3itQf9>5LbeFV6-->VIbqK|YW1{9b8wKpb}_*N
zxUEL;#+S$LNcIeBCmZZ$&V6S%?V8WkCItp~`qxV*gtW%VQ!<}v4K1I6^vjL@be9ek
z@C=8Fl@^#S&jr=_)F&gR>dRq@_B~(0I!t#nx+{ebj4{n|+LnW7Z!Qr|J7m-}&6KW=
zGoYfnFYL=<{2#3$)9tbM1r`IJ#U*e3h5&es8c(r9**>&b3@j2VdnNw>O@saM{Oed+
zL_dI3w$`fGaV%)Ni-0rhnmI&z+6}gmlaIP8GIusdLCs73o3E^DqAL<Mj(o=d01Az?
z?Quc>07tbs>IBF9DmfX09Xn>mQZx4tdh-t#Fleo@>TA;f0JHVk)W9q)z#|{=@z?aO
zYs5YQ*5r;AcwtrqocW;BQD%^5m+d&|QIXAcllUi8wI96^fPEV^kuHmI9ED3M`cpJA
z_R?*wF{I3Kms)rBL+AZqpbW6Mpo8gJf7x&U06hgW`!Vy4{pbTf6b>AHYe)Mx(fOfl
z6F)N&Y1mgib50~_R$0jX%Jr)p0tq}5#Z|PK#+ho5rfMt}B^eOpAJ&zo>P?oU2ViZD
zO__t-x)>hW9<^5Y2Hx?B;6&KZ(wMiXpzpW8ANK0h%ZVCWJE0sG06b&@@G$N4qQygV
z$z;YzJ*vC&$gOEKYy6yA%5Zv!&p)MBn@YbzNwt&@bTk{?8K#r)t3PD8&-$0AErrVu
z^&}5^Vk%;SD)7@Tzqmg-U+k-rIw+tF{{X_5KGmcBkud`-qMiMZApZcCf}McP?Ov<k
zC13bP&#0K!o((0z$C+M*;L-MN0nwd!l;fOclh}#ubZ$xNaqmd157(w@shF7vB}nax
zUB?+5jB|>c835ftBEJ_L?m{!P<F0Fm@qSv`*MY;H2W~5{S(u}c1_IY3;)vhu_ToeQ
zM2}9C(Y-FGAA%39HG%J%z9Lcgx^}4Kiaw<Nw9O3CnKUYO^s7uF0Q|#0T4wlm^%<%W
z2s=j<?ck4kMrg<&XFkH2gPs+?Dgbz0-6#>2>raTtr-+>X6<~{pY^|&A`cN{c7(5Os
z>ZJ4-H6gaVW1q9I`qR?N_k-ksJLJ#@uK00;ejBs-0n9vpX05cG6O)g6&C%R0gJh()
z5e}6*P6#+GMP|-swI?SX{{T8d{WFiPRrByj2PE=oOxuSi@)Us>`mf2Q+^}qJ1aNVY
zn&XO-?~3iUlm7q`Y1KjJgOTrCfQ;je3Ztn#3d)6v&jOrK0=(6T;m9O*sO3O7&osnY
zw~x#lLEw7T)2FwVA8^}_m6a2fZuPNkD!f1!U`JwUGLfAnv!h^-z|#a|WOS`58U-Z0
z%gOF)t6f=x{<$;tsz6p~`}CkEJq=Cv+dOSD1N0Qpd1;aqJ7>{NFaZ`p$6uv4%PgP)
zRwKNNA1$=)^h!R^?B6AY!Q;4~3pxZi)~!o*-=EUG19lfV=e=;+ADr67zngB+9mIf7
zQHt!zPyuXbpgE|P<`p+2W08^Dr86K7X$uZ{`g2gT;Qic_*P4O{O5-bnbDnFBkQp_(
z56p8vKsm0iW1IodS1!tbwOE6K(&T=1NZOg$M8)Gpe5v|zP#B50Oolso=9O92L6eZZ
zu~ylRKt21=G<3fYQIo{CAmeY@8z1-DQBrsTgZPHwfd~B+zw{)cnkHM2Hx(HbGp$BJ
z$4cD9go-KTds7cI0Ee0Y^`#icy)H9A4I?z%3UN57$;B`f;}sK7Uz12$fEswF8hJF*
zC;~sJG!fsLaik-rC;~DLIiw@no_Oy}C*GJ1$31CtN!;R^O#mr498^WX>S^S0%~oI@
zRSnKg0H!if!H-&ZO0u?yA>5-J<C9g72Oa1eO$(9V^`r<hp7fZ=z^5tq%^)58swwVO
z6!DyMQge^Op^h@w0AnEJoX}D^9bwylDskH)x%prHA~XKbuH(eZ64@4Sy|mYzHP&TP
zI~ucFSoV((jOodi>N`^}6s+yXdd2YGwHMh{3xL2@yt4VNpTtzNITC5d{w6UW_N%C8
z&(^r?F*s6Hh{ji_tlezgX!fv}FE1s!o%Tf@^VXre88g3Z;MLtE9kU!7^F25FbuJ@|
zRJ@))G~pzTvK74zT-0^VZ^M@eA(Y%i=biWj`%>lvwJ&QWjl=C;8b;1*&-I~+K<ih$
zLE{^=+c(+cN0Hc=_h)b8TxHg~J>!zV4trEKjU%Ca^r+hvMQ<I4BvP4Q`~7KLcP$(f
z)2$%`9`#Vl`Q@tBi!7IMBb<W6Ak(;92*yWRn!ta=%G;0mYQM}^rY@7Gs*G91oO)B%
z!qPSjw$Xw)1TQtGAe%a}2~{JwsGB)BKb>U9;yFr{8a2}e<9K0%P$!IRrI^JXt;<WC
z6kHSh=(&ZChSVRoLOJ{OYs9FSgLXq?;MNVdi7f@xZ7sFj0b3-<nBui{O=81Sv4-vo
zsKg<N%P<5Vr6$UW$ZI3_7(8HiuROit;j!4)cdhDnZ5dU$M?S|j!QCG+Qd5!ZS+;13
z`2&y6nsK{6^(eQLk@9EXH7K!~M#suNrj^HXumQ3<((C{+9jfQ{Ou&L<Kzi0a&Zv-F
zy{inBINT2u&=X11BcG*4zkPV<Y1XIh(}<9a`&VJ6csAbdF!J5HoM!=QkRFX|lWT4P
zI1#Vm#ZDOG891sI`ktK}F~s_XvdF3xm8DQY`c<U7v~WsYz{A==YfGaBoyV3vcOTBW
zO+RyJN^{9Zu5WxV!pj*x%nfw<cHitJ0D^qB=xH#C$4zooSOX>pUMrB-AADyFPI>EH
zrNjy$eD$syTV1<@U=<h`sb!;&Wi02h%>`SGns8y}9%@oS;Ea3J+|uM58MySM+q7dn
z>P&^s<{Wo4{{SXQBl8hikemVs6vE|p7^a`7sU(fpmIPzgrL?k|@?jK83m%y?ST0n?
zNfqiI6411(j}Kd1Tv$acq?5VDbFg>^RFy-t_NWi5X1mW0**%Vp9ix>m2`EbRII4>7
zXE|SC4~H~Y2mU3|4tr#OT8+FfqMQ+Dk6p4b{<W?AXD1k=sphK4gEGg$T0`nK@QCgd
zGhnh#z|{UA@K%f#)mYugK5vz-3H0W*G>{IrY7h5`>+EY=U4)y6a6ViU`qVY4acv{b
z=I~a88v@cy_spiKP2oKu2~@Jnd$BmK{#$UzlgJs)D=zZPP5!CbBwmatvMEWN4cCV4
zA|$1xc=xRNbf{uei+KM41+M*~Nn&))=ZxW)jA!tyEk@i1z#}KxosmjMEB0uV{{X8{
zew5vb=99Dx3b%B8pjo&hpsFy8D=|6U*V2NM9@qmI&S)4IIqON4^;}Y~KX!rKYjekH
zk{JBSBa1lP!GAMOSSEaJf>!!QYQz?IX>$~hYcim4NimQIGzrOA?cwmGzh;OHUPVx#
z1rV+P_N8wK-M1^Px8rU<#<~k)4YXhG_o<ZQJq12QWOAp%SL3Fw8ON=^{{UW(_(pX^
zBmO29kLV06Gy2z8yPh#oxozq(+<!V85X`M-z>|Mux0Mx|%;XK`c^er#@zS~9_*Yj*
zK6~3i$3Tv2*R_%s#XsL(mCnrPt~sbtML9ErZ->B)zN?RD;m7kd!{9wUD*2j);XMul
zkLg{M%)}9nwMnEqhCs$WY4V^_XENRf(xU{Mi^eCpkbi|nd?BRAljX?d4y_^Px=CLc
z7|m9aVnO+MC!wOnDKnq{0EBx>Q}Wryc<M<s4Iar|gm%#6binOeR}url;4XL_>L_wp
zkZ?%qXt3^9Ybaw?#4+>8Aw?jGG4~W6+*PZF1(1)rI#eSV=x7UwsJ%eI>C&D@9CoJ+
zcJ-$+l?*W0`gNoiD<!i%<a0+9^15U!aYk5^^{Z_q;N|qI_4Ujo{{Sl0@ZR;iC3@uN
z@~*GUBd0%!rl6&%JMMYmnrw4ndOz)hQ%%b+-nY75+`#_;;a-in_0K<AX_0{7AI_h$
zLgh!BJ=*b<l|jJEM!<e&fl53vb@rdNHm9SAmAt|}*UmjY?^^T;rX_F*{7rN%8i){V
z7{KjQDt6d+<vh$=GvWT*Zcy|wtdf3;wR!aQpKil?;1Bs_VJ|=T)+^BqU?|#0wrU1;
zaz^v{)bfj%%<wjuC8n<|%?0Wyw`JXN8X)`2#sd?cD6W@B2kj0?{txOXrE3N5ag9-$
zQs$aXYGyTsG>Ugx4@zK1oKtg7YK+hT#-ek@J&i=hm@%3B=qH*fg@$Ml?9fjcre=`8
z6aeB*bMH;hYHs}fDTSyRCUe+RTcFM<15n3~oYMilGfmHY^Gb2=`O|ZQK*t`HRkDs4
z4xIB=I~r*KieN~$PRW3vR9PVBKZQ6BagJ%E92y6EiaHJn$E7HyfrHY5Po^jWWdfs+
z5z3#X8;BoDf=N2kDIBMYrgISt`K|;>nF-H&?0i(@#Mm{#?mLfK8#GMobPMJZ?HTm1
zL${Q)DouHBhk3Z?rfbt}ztpItXCmxv`^3TO!mR3EQfqol*DO}uS=T*-5y7faf2~2!
z-m4xdofk<<F>YtMxNVT2_3NDbRLIHhQ?P<d8+(YZ720X;NKMV1-0(-?O!3Fcw%+ZG
ziig8c-RW1Ty0QsOhh$R++#^1o)h~|-F<biYsSmVyw}~A2cK-nIE-L{^-CMpRLL#;&
zr_I*6^(Qq9(6tab>sEl{nyV4%o|UnpM-<n=B~ZYQhJ>!{2+t!Y6>CpZ_UKLt!w%Kg
z$7g1^K0<yqscRjoGL(WfKEPJWjh^GNxTi6U^}wfs4+K>;op267r^j%)!C~!Ml33SV
zTljKBic=lL<zkCy>R9voS21s+>9OCon`>`#74#rC+czJ-@9moFbxSAIG_NWW1jtrM
z^XfSjf;C7r4O`BFD}~ja1X4f_5Ru%P=VT*Z^B3M0X)cgFsE2VJWtSs0=g=$*V>=>Z
zO_|B**1aD7*xGnvXh{XuB1!i=n)9e5f9#8i2>E=!>r%o7X}DlWA$>Tc-0lZLK9vfv
z41QXdByB1Oy+SlZo@~Pa9Et?e_22kXJiAjnQ~}AXx7T0<s7619Ff`@7m;1ziHOAhy
z>&Xe~TD4@>RmaO2tZ507Quyj~Obzc15Vv{B;=Nl-on8RN#&O3r;}$nU+4mmR)7tp9
zJ9vP>Cmk_Y7J}&YD=h}r>L;1(qMlb%AsadY&2q76nvSgE^4&D;KGoY0!!AQg0j`B7
zxVZ39n%UiDmei57;QNY%*~hDCx&`I38<-&*E+SGDlYl=iDH)5WX|^}9%^cQ0WWRy7
zN~+|H_9NKULvgF=T8m9(aTGpMm1G$q!QlM0(c1ZPYZng_22_P2a=n-yg!kgP-C9OX
zUUXK&V{ku>AX}N&{vgyA`sOyhlmOTYpklM$?WJtHv*dG{k5mNe*IS6sm~+imk%l<O
zPPI1~qipu;C(9C(j<~62`#T}v0(;`9+JJe_=}w*1K`cf-v<s<^s2I~Y=j%?f)<imY
z+1;@kv0+s&NR`N3AI7q7SNB_Z$oH$gi@Cn~rL?#T+2_`}eG1RXb-I%Zr|#F6LAfMS
zcp0w#>tC}vb*ypEjh}c5YC>-4-MR6)S<LWn`@JheK=Br@tjj0%ae^Bt`I1><-}86J
z_*azbGh19;Go+^my))seDDcI=M#wiO@!(T(2_%uJtoWkqL5erMy|HJLltqEJF!k$8
zq<E_LT2}iv*cwF{F-RR7>&9y}uPt>;?Q_L9HZdu+A{%&$?pVTrI(w5*$qbhkG3wLW
z$7g+Sws_tZ0cApYQ;xh;-IHUqu-0X?x%)-LcFQy>U&&W*oO>Krr2a9|?{w%dWp5?G
z#IWF#8y<r==cRI*;a}|6eln+U&uYk?<7Sh1?GPd6w>`#i4n+=3Yh$yM#d>s&h?ZvV
zM#|5Z#FpPP3u(yz0Caziau8fGm*qbx=og%ORl_8V3goHoNXIoi><M)*76>9H-o?o|
z-MoR%;aqk90F3Tslw#Er)NZXC`1h;tY&T2_;;z&ztU7>wDwLZk9nXSSP4O+|_x94r
zQYBW6QbMC7^P28r(flI<1xo}!@5;ye*Mq@#d1x8zougyJZSE>m@dmjUK77B3s^%t1
zx4G|Vo*#n(Ek4;m^-yZ$clvaH>h0~<=z_j`{{V!ST_gc3{{Y`LW<L~b>OSy4RTOg~
zc^`A=A*|cu7>o~KDJQ<Qp3Y<m8FoSk*A?JP;*Ed%@sFyCvc4|Xk#Jrfo|IfxX!UzP
z6X`x$!fu?&8sU^c=LB`+3bdXg(p`oxq95-o59wU@gtXX3nP%(q&wYlLR_&Ags>Ztl
z>YA0so|UM{Z=_m$l1_?RN#!4V80<QFQ|D!^P2u7lAEDH(N7eEDDrmJWKH^CHyX$B9
z#&*m-YlO|lgKTeYE`PMF5w^})km>aXx@NqV*3GVL<qI1o@{BUBF_Do+I}4rWvv~}b
zF_<TYSj>QB95-X!RuqApuEI&qG3#7iuB&*OeDOg$K^s9N-dslma5%{CT>RIXgsObo
z>&D~wrEGsXTNfo`(xr{me9A@-JGjMX+)r%^hL+|5gVm%0yr%DSI~HblJxj4QK(JQ;
zus@GlWS*@)sbCldzPDrFYv!G8Z6>J`$!75~DcV@RIsB{6Z9K5R_VmSQ4;POQD7FBV
zly5)Em~%6%)NCiQgv&F-$55<K^sZ7b6G0{G+pWC2*F1&*R!*(sqk9oV1ZJ=_y-Fyx
z4>sWZr>#qCp!u2U38=|)w2N>60~u<We$d?FFg*axVOn^LNl-H;F<WtKdTF%t)=Z{x
zl6%s)a~4OL9Br2h*y<L%_rw~`qXqAlmy!XFKse28>Ygb<Ao8Ouhn$MywM&^V?+mLM
z0~i#CbJso@&m{U_mU$W6$o!Mr0=*4MJvgrj@V|=nJvPQ2FHE$5wKSypiUVXG*dXG)
zLdf`@<i`v*%Pq@{`G00YN8`Y)6w*O+s%^k=$)q{WaQd%`^(_+h>@GD68LuNCNfKHX
z2z?6%13yZ!ZQ@O4?EzQQm5(7_)xjhF`=`!|xzxDBf=T6tbnk!^9Akl8R+Vvee9V_p
zX@YUgXjW7Y><;W^w|}<d`#X(IqqLqj`;jZi7<%TVyNSD_W<~+_k=u?cq(F(Ci5Mp}
zm2={)G6qt@<<2+?fl2%ctoi(JX9xjoCM29;r$LXdGfS0|W_Nl){{Ts0{=xoYip21L
zh!<GYq)6@3G*}A~9J6OCFnf2Rp{p^Y0GdqZp3$7sNWrZP>>1*cok0}Fh{(-GSFKOC
zifI(UtVKliWrhVn<0qvsWDII1Zfa*-3WSUvpN#~KE$>KJ(h>LyFi7HohI;c&Jkx@c
z+w-8M0E8SGc|2mHCls5&?gtbMehxS^+;P)1d5h~&wCD~q#RDXujQuJfv?v3;C)!sB
zoKpg9;+n^t{*_s-lxLcS?^FUZJ*XLYumJN>w4>LIR&(F4II7Qk$65wzy~^XL6;fNQ
z0yFy7T-T)cB-L|uk<BvFF+59gxE}S%44l_Ztl~g(&MTbS6q<%JYd~d=a9H!2^k^>Q
z5h=*_737dzHM;^US}k&13}%-#h-alG^kP&Shu#CNZQYn+)wJu2k^~FA7@mNU!LK5;
z)#Z}<+!pH~{&np0MGe)jlQIWJ10dA5c4sXPe$F?tw3^y<&CSKpDTdB|Y=S+pM~+u@
zwYz`QOjgF1qgh!>XN_6q#uU32+w`hlC)4ND;)XkPF39;HQYAf4H}NH_JQlb@R|lnY
z2GzrT)A-k;_>;rBri9jiZwex~1gFiCzPa?SLs5}4fJYS)CUqQiGB)fyuoY`hzDrAw
zF`N!7D&hA(T7w)=v}TcKV0=peKkFNhK~Ekog*tCF#!*^(NfmZ>ZR0>b>`s5+RT_BG
zUFsGdq;+cKd8bAGxj6nIOWH_BzUtR3d?%Rh3^z9jk;Q@3w_blb!nM)#*e}kXYxbz`
z;!wu$KUVsBR>jSfx4s>>NU$c25=is?-~p<C+7|a3gWbVvcOIoG2;{d3g)Qn&r6LnH
z?k*nZ!!pS>JkKbr<NL#dTofDs0O20EZ<p>7&)2nj1h9RV!?Hsm%LtE|x15vL6~Ws1
zR~jUc3BpW4Ra4*m;(&?G3<o&`)61w{QwQr)T<Py@#buOdAH&UM++Rm*-*u$Nt!6bf
za(Sf8P5|VLb*u-pkx;uX1zVF=+*@p5XQ#DOlIm%G`;$!+$awUtR#s1aA&nVV137A|
znpJjRy2Kx?FeaYR!b+9|k4l6g^c0yn<eD?h0DJd`TrY+6;@qm+g4}i$&L*3x>Nhgq
zXm+yN*vjPje`(q0`juYUtzACm;@iMb%V^tYTOt9*csw7{q`I&dkKyU<<+wI)1_^~p
z5x4^x$4~yXGc;`I2Gz9fmbUF~V`8$x=jKQ6xc5Hw&1+>>T9ggE$IgDW)LMYL)!Qp6
z%rS{DdEPVE-xbPh>dURm`?AfkNFZm50d8~J%(>OBi0EIvXCpE<4c4aBn6{~N)co~L
zL*U{jKZQ#r%FNJ;LD{jNeznQ#6Uf?>$|Yi;@Byxge8H2jFV?wR_TPOgWFBZmr>R@!
z&jqL@$5UDnUR$Mzg`&)Wle((N$s=X6_){w6IW%PVsYjGM6ZJHq&~!og&?}MkuVMIU
z`@adXImw-m@~<WrIO!VxRqKBa&za$f%blohTX7wSdT38#TeN=--d`CZ7dkejpEWlC
z$j7fA;Zx~p9qqJs){sh?XvX<&8*v~Ug<opS)gaUL`~62)noE|_Y{^I>2Wcv}%N~7A
zKT1T?X1CNd$)@`RvMhHN)Adc<D-Xx{&_0JjudeMTQ;vjI1i%d%R6XU3x#Q(O{c7lS
z^v;iTay~!~e-T((nh12)45R0kE_0Fouldo?7RFQ(0N$8At3jqli?3cuW8Seu$h_e3
z*idf%Q;5bt3e1jeLr~PMtP{+dMZ=$$YHs@1J9DY%vOerx$WL4aU-7BDK(BXhnIH)A
zeznW(#ab;hN=-`MGJeMc#;30L$u$FNaufGg@v3;B4D_Z|%O?JF+z+6n`&8}LLs6_!
zHz64Q6*^j6Fv`Sn??E?2er%`s+w-Lx&vI&SvCKa3Rs3m0Ouu>5P(x?5XaJ86Y5Pgt
z<P3drR5W&$ZwX!6S;;EuFgZtwTWdO&C6_++qoJ$+0AgveqLy}r6;*nYYd6JFMW$;a
z+6zmT*BJxKEn5Kr9B=9g{3(|cUgp9RrRsCo!!4{|WFlCuoE#i*KBV*%<c00LJrpi>
zymsmdBRC*eHKN|z{{UztddtplGnm%lh*dqlTmhecYpuT9_9@m^5w0-KK{y_`9chid
zPIl3J%Q;&M{{S9uk)BV^Gm6R^TRWE@@DW<}(MKJO@<>=Hv~Mh`^*hEo)>qmAJf?Z$
zCj;`x{!}wcoeW#?wa7TnwPd7iH2YB<&s+{`a{gA4n5v@WU~L2RtXqvr{{Tx<_B)q=
z%6?{#g2U4^?q{;OwPmDV%0Nvr=z@6t(_*l^Q)bX=F~xGeREr-e+;ddr)^%HsWz;TT
zKC+so;pBbJ#hCRZ<kY!bo^mk+IqqrVIEV1lf>Xi(deRp&8mSrn8nTkI#pNkJUUQFn
zi2{S#rc4ghu0v&8iCJa<6M!jUeB`!CJrAW^I$^tD@yLOX@S0nF9_?k><jCCr01A>R
z^CJDEZMo2RBO}ESoM+^2pGx#COT;(+9)oU~g}S`ND=AP)Wb$i`@TQwRj=L0-M#?s@
z<R41u{6}Xs?vx(fW_TP(gB@|$Qye80?m6DqNVQm@^5xWJV$J43z2*M%v!2=QSz3xD
z+IZJ&<6A3>c@$3!XA1t{deyk~%S}maZW{VcKT)(opE4=PJw_WJom<sD!L4bDX=#7<
zo7tsSoJ2B_#tun#>66$BdK#AR-x^Hw05jzWUt{f5eAy+k5|=FBVa^${a$Bz^uWDc}
zi*l+yRgVI(S>hT=+{Cc59Z!ATD@Yp9wV94@6V1!WUGt2V85J~_D6UdOW_;j~#PjWn
zs{z>g@}OW;<8bJI#-1*ezswvq-mKX<{{RZv5_)ICsZq7blnE8hqmrzc7~Y)c){0Mr
z){~85d&x{<H?(DqbMukCIrIaHE1IKDS`ehAv8Godp=GNiQy5~IBq4aG1Sho|4z!|G
zUi8L0$~6qDw;)vBc*jvupP1*RG%~S_wIPD8qM`JugmL4wQbEgeB1?LU?5xM7ZJTvI
zl#6be>IEw?`!-|?1L;l{1afO+LZEe^!{}(UAG0xj#zjLk1wp{Awt<g&t2LCY4nI1Z
zNIjX$-AS<f)_j*Nrnm2OsfJr_YYtcdVhF}Ps*yIf<OcD_YON*Qha_hn!mcH<m&Z}*
zT~?E&ThDA2qg;{w+F@gWH?5wzG=}x@*S%}_r$!oV`_&m$znx{-X{~ZVVn%uZDW-;q
z9`Uo+ny)R}XOmkxmxrdawlg3spmSW}PK?AHdVMHtb{=k<x$8~y*oubtF|PC{6;=za
z=NZYQm{`#BJLj!cxV=c!jlz<5!W?m2<>{J7ILH*60&C0lnTQ89Obx)Ajw@+P41-z=
zZ?Q6eD$d|iG4d*87+P0OwAj(u;B=+9ixx*3g}L;Qe>(T2%LT#6+CP<eRjsp&$Qb7v
z$MdgtgNWDt(fp`r%Aqx?j1lQr9x_>1Odn^JqL4OKm9folz`uI1{8pi?6OIIfG$Iki
zU+Nc^`g|ht;pLJZFzu6y<1g5WAD;Eo+@>VRJr8>2^$^W7@y2^pNK)0KIOiEOln_M}
z8wYN*aYqzlfDGW&kP+vmf4nL>d_U`xkK!NBfIf$_C+wEP)+GK_Xh;%YbKa@i4B1<e
z+7<p)GB7SjdZQ9c!y8-3C1SA<cd!}2?r~U`ww?@^!Z&v|dV^1W82!)+Q0K5C6|*z#
zwwRI84;ja5^0OMmNIxPm+*EqfV@6%o%!?Qb4?XJw>Did(x?8A&N4S6oY}OsjC;=sg
zMMqN@$#d#viYZ$Gu}Db8QPhHpJJ3ljo|Fs#$)HdP2Z{v%d&h?`d^M)4V1obzA4+QY
zZtm7cT{l^l*49?bL|1m){{VKI;pWGN^xS0r<YKpw@G?*5RAYTa({%VWt6w4pW+d);
z9Oa$6lUNtf>hG>gE|Mg90tF#E=bT{sS41Ci>)x?XjBk8B;xihEe#}Nxv{`OPIBEwS
z&PM9tr@NTFuah#9=4Y<%{2rBse9|2J>^_FIH7n=T^?Td-IC<n}A$aO*4(P5=KbfdF
zt2U>hjd8zu%dz}wr$bjRToQPyr>1dC?5BHbHkUY~t|>^t#&bcSoq3{^ZNbUy#U@9s
z00O;>;n)Mhac84VCTquu7#JM)uVL^B+u<v2#K`CMpiHcgTiDxbUL4e$?BZwhEp87&
zGoR_rZCObMrxMu9BF}LeN0}{GY-4Kz3uoAL6{~jy7itpX7^VZDkpaijoo^I2(CmUJ
z<3ao}s8K+<ihd#g0FX4~bCyy^wrei;OrCuhyfVcrNpOTBI3y@Rn%2I7Z|yvXogh|q
z-0tB<Gt(!EtKx4Cr-z}kp4RClOP)NmZcu^hI*J<$+AW;C`fJ;(Eccek2V6<J`2$(=
zKA#$V+Lq(!k+J=7D?<86%CIb>*CbaZakMeR0y|=%97?mk!!?VGS&V6IB&?(F78`PX
zt1VU_IZ}Tbl2QThQGOL?LX&8aG;7i&&%ZR`a=?75gYc+L88i;$ziO2K01+QbX_iLn
z=kumwm%RWfC#Go+Jkg$WPem@<SCV~b3!dSkPWD<(opPUk7!}kHP_>n7s4{qF`&YSZ
zi7#%+Z#f$S&SF5`f4ZP_tt~aS==LMl-2n&bSwhnDN?WUFZH4}qbj7@!0@0qm4_<u@
zQ#Ol4TD7FJ=$BDyFXm5do^8Fr>zrq=aa*kKHioR<ec@7mxT;!wmqOlaG}Gg=vza`%
zX>jsv?y53zp5&UlcHwLYz$?eg?LrAP(8-n~{f~|K-)(?TuKtyRA^p>_Vx><Q8PDZi
z{giqn+Hs3ex4Dj2hs#giec(=VIQ6Ne@ZOPW5X@6eo_=WvAE#QGPR4cX!kSJ;nX)rv
zhGT(_m7A?;H&VrHmhed|fVOrnc<o-Yww4y^1U4|PIubMd>8{-Tv7-L~y11xy4hor_
zJ6bB|jYr{KYEG6iFZ<k8*nADENJjKj&#A9eCPH|~s7N54@&)!Sik^0HOERBCaB%!R
zl=C&}uhD<{^?omh)?)@+)@te6Sb@QnN%rQNCR`AyBYhVXb2ABJ>b|B#J`K_B&R8^r
zdYZo$i=;xQWsF%J%I2kemQ~4tly@b%Q_QM3+zI1=X<eN1#Z;G4b+oZUHd;i!;8NY(
zL#OHT-MlDPF`Q7WbJPC-*IIV=dR_Irv1(Gpu(F(oI0TN>EgH~Lt2GwP<h>WVG#4oz
z&oP4xRoe@V7TPO|y>{`Sw}nAeT<(#NVUA5#nJg`|cq4*Hcbwr6^Z?_hYUO-L%ZnFt
zm_+NndlT<lQrP-TEf)pK$u&4{_4&=@vRhhOGk>GoKgd-x^6tW(NcE>#>QiX<(CN39
z#t5YQj;<X~xFA)_@I31qYy00LOt_4@I6}zpo&$XaXX|k+Ix1T!GoQ4l+2sR}39W2(
z*yuH2&7@qa_1Y^Q>OmHc>ZqLBDBMRQE!MQPW+O<P2IMM?)=lsOOv4_w>C@|)xD`d&
zGX$tbM_{ssZ@9yP2Rzf(LdshUy}`n+Km*uQ<BA5vQAYC3^6XMVgZ1S8m3l2NP<WYR
z(<PcfO6@l9h4%-i6|XX|oRU{(ru;BDyH3aKCyZnGmWrR@&9S!B0y$wS*%0bRFn2HO
zMRB8#2JZ&^*cYhYLG4uy#~f1{e2Ut~MTwqDgUlrLsG4lk6~=m+w2Mf6&DW5Hj{sJ2
z*Q3YYs{SC5t)uNd2Ws>9FCFD<=Yv$^W2!V#O6Q}0!a*AHAN8ll;zZm&V_tqPoIiTA
z1n10O@uhne?Bb72k5=B9$UdCZFRS@uEGq|1olIo23<|M(aSF$Sj+K1Q#ki!6cy+Xp
zb^U6}Ycb~;t{7dcY|XnB7}Pw*!n+Yrsu?zqMom%-ftt{_yM{sk0M@TBlHzTnV=(v4
zU(+>NV{nZ5G&+JuqE4~Mov?dWJh~(@NxREm%AI8?xB<f+ohw*NwFY|9a=9}wzpzvL
zgX${gn;Tl*d2iDhTGLs988wBj&m>4DhlgH8O4ma>T(jcHZSQnBB-#X<2~*rKt|L#j
zlHMek<ocS<pTyVNmEf~w3c10?d9JPrBZp4{L64T2Rw@wgSPYkzPZ0p_99N8M(aWXl
z62^E^ax2&LXJ0QQ;O;mc)#o1)JeAbYp#<WFIjuA)Ap1q3B=L;aG!3%os67pAST<~q
zKe<>tw%@im=8>D&*gr588^spidP4sIFX2=txL|Rb1WJ6k-#8TKb!FfWYR;9|joege
za=>7kkSxlhrYioOXs$+jcdS;qKDDu>-GPc0;%3x#sE--I;e~oNwyj`dP}ebzIRxUo
z+|QBqs?rGMY_R-|Q&%&Rx$D-~){UH8#s2_(3d!*)Y4lm17gh+$&H)FC^FaiCRKMWW
z)mhoardX}Q%I?xG3bDxPS;_M5XDdZqz_`Jbl6XAvShtX-3wN!%>#!YwMI3rpIel<J
zBZ|$tm`U?&WzGO@Dhjo8Bo3?Ps|Lr+N#iwEnmVDjqN<i`4)laz;L>}8R`kt1^&6oQ
zoD5`>Orkksi6cUiZel)Rj+DrM*Qfi#`PRg`Rje3N&c`^XHKnW`TdERz@@lz2_S-Xy
z3sQT+oxQ4HgK;a0<?Q@#rblA}O&p3uVR9EEjw<9nHqgI{X%zdRqQ+dT*}P_3S-K1%
zIX_DB``Fk8865I4UHm>I(e)?$JX(S)xGFwV)YlKFrP5vjbWDXw4T0C*lNIb`T(C&M
zd>%Ng8>v@4D_2tCumJ<GJ!=Agy;0Q03iBZ(6G=rV0I=L}JDQ`gN=(v{GH`M|YDp!H
z(LzKNfr5Q#0y<Gh10IS^Jz$x!h}wWXx5LN&DeXHaAGsB_t-#~2tzhT`uZOhoK?Fnr
zt(9Z25rS%r9_55?d9EwP8`oHnGOj$eEB-asEQB+6u1m!vCbD-aRWT_$f#>P@P&9M5
z4kL-N!SwG~*Ah240=BL<wYxswkQ@dcwTE#~&RMT~%apNdW=~Ahq#rdjQ#&KDl%P;*
zNg$darbyib42{DX6ck5Ej%iI40E4A_4}wlSDQA!GKl863z!C1;Gt(98-VbbeR>)*@
zZ~X|+OFDOPj(Utzhr*Cg@cva=Mge%|r+&18OasvI(t=7}A_C*XS1=M)$wI6LaC_G}
zw>L6c#FEH!80yS2Jw<dnqh~_6a0bxmGoGJ?axB}42bahI3K&WIq*scAARzn(YZ8BM
zE23y;5)!J4Mn+CeQf($j>cD*#p&mr5(^A~#rbgHw920?1s*=HR*1E6kAlx&t9+e_!
zF=v%y_*Eur_4-j;oSQ^LGK>&A)0P5Ijik3@itSTFiGSsv=~iRW;s@@EE@Ldx3uJI>
zX)6)(8lCKBmDz+~XSH{0q{oqk2COcYqxe4zQF9q)-I3?Xq|Du_%z8ZAvy2+=(@R|a
z&<|XDRk$>$%MX_%`qJhhW^-?1&5H%ntpVh$N<T`OCCLDB%~XlPTdHU7<bJdV!*#6>
zpo6?qEVJ@?9chxhep2~^F^0>JVbAoc<&J210TF}BmjQt8GtC7ZUH6K#eQQ99IIaAt
z;@Ze$8(CMU820T^%{<L(5{OfT19QpO@D;~P6~31((%a1QMJd9w5A|!<bJYI;g>@<>
zkr!%~g<%KGVT_(QtZEz?n{6u<-RC@Sg?@-n^QfE5CkEnA_zHnec>?hyk*7UNbgJ(?
zvMMUw8CU_il}X9`t24uQu=a*BGR*FO+H+Bep+Z<jg9ACnX#}yEe8F!tj1a1l00TYw
zrf-y-2oMkU+ds;gEfQ~1p_8Kwj0|RgBw+3k>|A`_xv1Oi3_#r+W6=|(Ay;MC_cF5j
zX99v<hFk&VHsOq(hrJ|7jUZeE2aVY2NMMK^z!JldNzDq}kC&Q#4Eo)c0{LyVSg->d
zkAHe~^rbE1VQ3{jV9H~yM2y3)=T_sp`y6r^u8PMm$awp_(r0E5TF6`2VqGFDrLhoA
zCN~^%Ijnn|OMODtOKI0A-N#UUtAAa&66kiOIg7^6@|^Wi&{hh*2TIbO$JDOnD|>Bv
z!Y{L1O$F7sA1|8wO8tF)wXXrcmfGGeN_bu<8_bFbQwksZ%-vXy*{I`_0Mv@>ob=+g
zA2S)KWa+Yn;N^bs&pGt2lG@<unnFe54-CfJ&@6JK3Ih*vO><ZG2HxFfiZqqukr`3`
z>kxVxyRG=j_rw;KmX}aP2uYRLFC#rV(JR|Q-qB{)nzrSZ-WzxT=p%(e{P9sub9E`p
z%OL~Rjw-#$khu+WG4@<2{RL5yD9Ot%{{Z*cxAU%hv*v16l%A~Yd<M#VK{(!}zRKJN
z$@|MiNAUD0*QeU52iaThjDHf*T0>*o%YT9MImf$?)MBBNP>n}WD~6X@pRlSo8qLTb
zHx<)!(B-k-Nvy=V`G@CFHop>{7<Kiob4Rrrkpfp{W5@%F-TwfDO>@Eg>8rhpihT;Y
zuC*M{x`xi-T&#PymQ^?>JPPlJhGA63&=0LkXQ2d>0dx3Mmo<&tr)^FL%D9mHu*%2S
z8lF2nK#{iEPi_r*aM6l$kJ74K2<=bKI(nQ6#m$+yvyXz`R#d=*fO}`9IrP0=;{lu~
z_chSAt791Xq>O!DtG9^k5a3H0$M;5P=4@QenMvWRx5t@qqv$hQ7M>eaAhgbYi;85v
zF0+hvf59q*zC5)?z)4BZpcHBcQx1=7k-1%uy*}ehwuv{QfWy9PlusHn46F~1#F}Nt
zimq-W*dtX3jOK<?l05@MyNz9tV?SEixtD>ASDN@@>f&3sVn|$9dd_^6CbW*IQe?|7
zG~3ikZAfn7s);%4Np~?8!~@!?ElG~&1!HX={3VYW<0C&#Yrna+gZn%VG8d_@AHUWb
z$HcNrp7p1D<C~f7Jcuv}7|kNo(%ikM_>Mgtq}w1Z>t1iG>auFr%`=uGJOXNcKubAk
zW^&GbYbqhSOncNxnaWo?Ju)x!1ODZ6l8kCBJ<WACI9)rh{Il&`s}kCapZ2H;EsX*9
zKMJLAgEeku*&cJi6^||E9~u1VvPs?}v!@kAj4`X9Xb%yp4&O1P!GjFdjXq+M0aXjr
zt=kf3G`fiDmB~?_^zQXa3x)E=Pc*G~tH-5iNq8Q5*I9I9I!&lq5s4pk9FfIvf7&U>
zIIS%X@g~$&9OZG))-_epl~s6+zR#G$*0D@WE0uGB*Ez0}QiOe`OdMA|dvE1~$UXS1
zQO5=E7_PW>0OSg9YP$$nrb(U?BtY^A;L$q8b0o6E7nYqu=Qynn^vXEqx*rOG_L+a&
zu6&MbqwtFV0H#g;=lD~O<1F5)B%d&10XZO3VEaAfh=3j`H5-sF9z1vF6zwFV-Y8Tc
z<GpAFk0KRNixZq2QW$pREFYMwjIZX9WgTz@Fx$JS!#f_}3PE$A()8;SqKlbrP)smG
zV~}%MSJKF2A2SinZ&(PT@b1GSd4O`P4tmxF{{RvU^YpG;yR*)&<fLF<fN(<+d*{}&
z?{37fq+e%=N(^rUlUow(c}lk2cP6l}wk^XfM<_ZP(Hha!l+85aoK9({tx?!$X!a?2
zdA33FD9Nky#|$n6a3JL8jMRP_=I&4TD&^29#e^!sPjgg&g5k;p2&%kxT5OFWfiax>
z3cF$+?qH_e91lv+T|V`&1PH1rh?7k5R-tF7#csCoI>+*j;O7;hJZ*fq-=;>x+0ADi
zBJq@yDj@4tqVToku!#)2l#KD-m4)uI?0z(z)RCk}-n$r|=~C-*N2(iLLfK@8bX#3r
zyN`2ArdU3W@=Lh+idbf`?(TOp5OBHRR5?4?<HXnYO(cq!G5K*6W*PJin#-EP?np$*
zYb!)^i8k@aUTXEkpu$uEkaM2(oh9Abh(wb~<&5D2arsg*Qs$R4G9=*CLBg;&&N~{g
z*0Z~P!_T!cYf0fiU2vq;9kHA=S0UV8{#4|i0ISUgsdlO!DV<bdcMgKKyd9!Vdw%ly
zV2IZvKDE0(i*)iwx@8;^KtJtMNY_J(8YT8J(S#rEFsGdgQ~=3w5)5a9n(t@uq|&!n
zZ<Dgs^WdhGC|h|Oj(%)aa)r_6pV;ss?rWB8o{F{U-W-i!&@AF!LWb-9@vBjI3o%Bf
z)l{nnC8YGN3H%!7AT6(jnN}y|Vpj*YDCHEjB9Vzx#wo7*Q1Ua1M(~e_BZwHhK?CmL
zLxa!hRdrtuc*9Jv7n0oA%^NU46pZBb?NZf=v0GD>f3ln&NtI4B)N@?KP3G!QDF+QI
zjD1aZT78B5x>lp6Yc`O@Hbjxkq#Wa*82<n~)^(?ari%Uxi6)35uzjH9@y$e}tYK2M
zIK`&TNi@N{;d9R%QwE%Ya8!2AYW2<RQC>j_Nu-kD@fbwigYQx@>|%_h72tze-1&z^
z{9OtwWT1=zlh6T8TTDnnCp~ICUsZ!kw`uMol1R=JBxeMZ?^Go52BSNNve2Z8J~nyJ
zjCysZlV-5ORH&~LN+?ahxOIYLNFQT6p#whD^@TG@2BYF@%Nf>fIj53Y19?{C0Q4Pk
z?M{b4@ukt-7L9LgzPA$rPSP%>TQ@IqBeo_-AahNc`%JZrG`fYZ@=wZ*k^uGhtLMQ!
zC3wo}8qS?)r>exejy|}l^#1^dS`Clc;F|U3mQvVp7|UR1y;6hfbWqA=uRex#hO6Pr
ztHCY0%PrE|6m}$q2R&(5S<`LZe9PFf5AeR@`d3dMhrBs!Z7hP;X@V-Bo$wA$It*6E
zo2O{jj;m{>TE(_apo9d|bk4bD+|6C+k1<(8mSsOFVnO!JJ8|8Dap_XuZaSUjQ)%<q
z?E@TVih~Rs5<g0#(NX1A27i8Orbxp^7#11nyBR&XrnuntKBk!i18|$U+s|G<8f7F+
zaFL`EyP}Y(gN7&O?OLWdj7jD+j5dxL$sIi^rmGq?m9dXvmyN@*JaOCK+O7Pkh@|vT
zD;b_<YoudgzFaGvkgi9f(iU|GXiz=QDdm724tf14grRX85xKtNlh&Z|T4QqG-d??^
z3UiWuDf3urGgwP5pB!RHuw1_b835Irn;ESq@?_e~03@Nv{OBpsnu3$qs27p#icp^@
z#yzo8d3%2QqW=KAz*c47h&0;?{?GP%i>r{CK?7w5eQ`op3Up;RXp>#srJ}}MG4mWC
z+B3<i3SqE81RjQ<)BIhkz^w}C@hlQLv3W?`xb&r)RMfApWNTdx=6M+8upcIUjaMr=
zC4rKPaom;VM4mW{s=MTXdYaaQPPWvnr&*!g(V>zsP61)-O|aAaNj0on{4r@A(lZe~
z#Ncp70L5Fd@V|+m1m0@a5vybsjxyNw9jN4IZXW?CH8#whS)d*tu}E#azDHKhI-V;W
z9y48kiZm6|d?{%ty7Nj(tM_q`b6j@r4O|tKk6%)CY~*oMM%_<Js;z)}<JP2B`A<C6
zfgY;s_6OWpDIgL$);*j?IpDUAa^a;@xsKd(`VMPDRe$sb$RuQND>BgUnjbTeS#$Kw
zT3Q2ki#z>BOL#5{3%FPT&Lj<!_*Fx9Y4$@LaZK};$#sYUk4*KVO_8w(fDHct2*pCg
z_5girkok#D(rqKG_;VvSh%OYvuzi)eED8I`MIR1Md_!@U4gQMU0sh)iTEk=B%YT5q
zPYOx=*1+m|Qr=jy+U_i*j!q3`MLxm_JbKoISMjtv2~tVz*18$$Gf%>|?{9JzNcVf!
zs#;tu(5ttnO7iU%ASDm(E5EXw2p0#nbm7s_he*|xfLx4V)Y@t*%jwNz$uY+~R+fz>
zWc+KUOWisov^VZ8mv2+jyywO?o7@E_CcP%<zE8rqFB4<VQ_{Sur=4$l$C);q?IYx#
zE3EMLk8b;Su6x#Vj2Q^5zxYU|)1&|~;QH0YSsJ*go`ZeiyE$VdAO{uaTJDsVHz14w
zoL2R}jLpK~i0SKG{=Ix}d0MGkprvbQX=&EWaSqus4{t+SFlZTY+2hu^og(%~2;9w&
zLTj(K*J6zVu^lNSnJDSBT`?{Fxa(T?lOiAihXT1Y@k|k?2e(?q)O=sK?T;t%t4ShR
z-7Um<``?vCeR~qyoUqO-&CiLaJu~^$X|>y#hSE+Cy*^|mB#Ii$Vr@~~c^RaNFraWL
z3zux3r<zdM?@~k5g7|*y);cg*D`M<}8S7X~aVJjooQgX;Ymh7m$o~LW+PSEob^CMP
zu0=bGP7gb4GSvS7r5~*WZswKm`jd}J=OqVuCc39U@!)~dvF@zEB#codp(PmHflV!w
zLn%%vr>#JR;L*EnH#Bvi36|-UV>E_#ZuJ;U_or+EoxlUO;a;ZNY%us@&gR|(S;~#i
zj(S&@DuBTI*Ra^$X!@6jY-}UcR9x)=kd8+cg=XxmMC_xf$V%?$8M$H(YccoYLA8$H
zM*_WS*TS|*5(WYAy-2B-L$HO4h!CIQJ8C)7JcV18=#LYQ+fjH-F~;RHoMNm&;jLC)
z7Tv%#?Ge~oqwxw4pcOMLF_18ddJ2Bf*Xy$Aj}X*6FR0igPb^0goG;e8{{V;H4!ym*
zoUkdiI%2w?6hzN$Wa_(wa{@pa;;(3Wr20MY+O6%{MQ{TS#<Ya4uFdJ!Za0yMdGPW{
zE~ZnzdY-^@T?UKr;@n9avPc^k`Gsz`j;`G1JtY%A#O?n8)~F@%hN$`4A&h^sRO-b9
zu{76G#6AH?-#$!3o~IS14};){<=!>=0bKg)x3@Sl>T*ZyfL45sb*Re1O<v|TOqKbF
z2lc7;(Iw(xq1EboCY^1g-R`(e-cw^Z9OArA_BXhdOly&j)!W+Xuc>{mCYjuY7%ar|
zQCjJ-!U{;Con#=KR!+2J?1;rVC@I@R&ZW@qrCrK1p1gFZ7s6NGY*Kj=GP8Z<T#EH2
zw}~4&2?4S~oD=xd9(G(TPRfCc0h$!q%N$Ec^QpWaJ;lQ13gq%pa0k|^Yd#bf5JJer
znICU8=`ADfJmWoi>sTHsa3Qe+{(6e2$+lcEGnCRn;BN*i-O47(I{~eG&kV-})QVur
z#>8c@gIynhN<O71QV9|Biqh2Dchn_@D2Xw+Bjh9z-nt{P>FUfK1H+<iMa+;#9Bm!|
zUTa<-4(aPFDDxe;&IT)>(_o+NgtR3PFUm^bRhG87R?AHcW9izcW(-;#t1lKMvHj|{
zwk;3{mhhqvQYze%*<0uBI;srz3<Xe|#6BB<ZIb**M_}2dbWbu{vOQD6XIW_EdxeBX
zj0V-uTJlSsE<Ma5c5SRxv+50c<9P2$jwcZZWeP`1^P2!Bx0ZHNzHF?@tT_X9VK*D-
zdHDG!PVwCtF=)PH6m}_*_pzK+#?fMCMO?8}3z7#Ww<3+5r2rR^hzS~waf(RowE;X0
zX=%D&I4R!2cAnKOo=rNHUY*Q%G<1?TkXuZMjk9~iR1@{89w4x`TT2z&^EBWZ?DYoJ
zu61ZFZ!Q71j&Sz?NCM;V>s+sje6?#~5zJ!bZNcrDsJ7X>Afr|?i|TcL0@EWm_mLRD
zRE%SfdfL?NWwi!aZXk#zaUYZm9(`&rhsnEAyCmoLE8pIv)~3CN?s6jnIN7$AB;;q%
z4wbq-fS*8yS>%;2BvzFp=LaAh_2;E%EuPlQx2SfE5Wmi=_*v(^-*-DiM6lq9*92gm
z)uR=>Bsh-E*yBGpdSfWh9-4@vTbWPI{5|tp5?NbAZmhQLC^+Jtuu4E-Z4`f8aZSy~
zn4(L_kTJkj??4jU@&cupKsgx|iQ|U29vckX0xao}y}7Q4TC^||EUx(Hiq6*b$+fK*
z*jvKGGOLp390O55g^erdadS`RIr>x)zF8TIAKevE*d8iN=oZUTxUzW^PX+_0enx+-
zR*O4fCmAF9S0r{mX0&ArjWX04oX~`8c~8pa#sEC@HCA~HuJcIbvy#k7#WpJh)AW&V
zA%(7%;oP)*<qspD=}{Ytd1Y&Km0C#fT?bK33Z!J8DtAU#il^D4r|u$uHdIaSzcOIw
z<*v)ZT1sB)c5=^$h$BA3{o%l_FU6P|9Avgn+EnB5uR`!Nnbnd!9Eh2L{Hvyx$E}yU
z(l@m$+16A<kgAaUFC85~s`{*wG{r+ZWd{Q_V^?|Y<nyAiwvs6KZh2hik`DvxR&;B-
ztJvg{SXCuh$I4V-AFWyFlr<Y`ndKrV9rB}~_oZDT`R?pxF@#um7Tn&eirfP5l4Nv@
zZ~#-^9MxH)jLQ;9sF1|tXm7r0ip4MNeYUbiHPRq;RpYh^HDw~Px0A~^1*B%*v{aW?
zwy?4ZBa%W%BLwhi=%_~ctru_r0>hd^Nanmr@cP%p7t!8Ds7+-erp6Jj?f&PQ$3F_L
zqf_>O5zU|W<0JVsdJ3)Nft0EzJQ2?n$@M5S-!2=cXPL(V5Ry+}Qqa#Q*1Qp~=?iW~
zu?)U*lu$_>v)op{f#bgL?!7W=X3?$YjG>%9e6#7(y>EEh=ge&@X**2Chtm~@s5ogR
zJ$lzPrqt|mVyn6_P9<yoH%OZ5XqNJ4w@F#!NaF(l=L09V;Y%KstIMg4mS~!5!d@8}
zz+;cc`cyJbw(wj#E)xPrJm-K$DXDbRDioE9ZNMAO06m2bwt1Ct3a+&k(J013mLG+3
z_nNN0b;GA=cM-szR!h2p!Rv#H=|{;RRUemOT=etYKaM1ZX^fFu+wF)S;8V^jsifs*
zEDU2Rn)W8rJRjl>T2^?q3Fk487{+j*`Vzzn=^x?NxqQd%8u^A0xo{XU{{Y8uE4lFH
zyjH#)j6=YCjpY6`{V`-{E-;OffDStH)zQk2VNiowqldNlNum()UTa#7$xc`%6n>!A
zy@!PSHKZic+E_@^M;XgYE_Zk571Uc;T=^4%n@fNO?m7x;=#C?qW}OsB2srEw2_$H#
z#cYbUKV*&V%vLthmq^%<fSyOKOKX25k@CQNt<Yomh^sN#*;=e+t_zsaMnV4XdPv^J
z-Zb(pS@)fz3!Dt+nq?$Xxt>P6V7rLQ^!kcMg6?8=!ryqDpRIIJg(w?hf=4`4zLZ>c
zIG-G(iQyYanSNn12JemydE=ue1aN(8+ci5B)O7i+Ul@^a525w1I+MT}-Ljt}TD6sM
zPT7>_@HHJq*2gQz2ZK%xfzz6fT{~Y(wYF@Bbu77%VSw+*rmmObHfB_TT(4i=N5w8=
zjN3`t<8>xqu(&6w9qOHmkGDWpG{AKmNYCS5jo=6@&|h0?)>g|q08&Z9kjvZ-!nyrV
z!6r-j*GRreLK5)D3`N+H&~d;WIi{*Dfw;IkGR%c{9&=GP6$v2i?~b)(THQly1KlBs
z-2owwIqzKOif(SLp@pocc<1vMYa?SG^@jQ%KN=2IIT`4`4;nS`CB$B0d4kc2Kz?91
zr%^>=d?V6tt^8?wsOmSVJ<RqF7z2~b#&S>KD6Ld&q3_{n`x<<Qg-Cv0)V9a>%gtU}
z65v#@SQV9iwbjWZy3F0u_>Q{k89#Ccdsi)I8AyowS4Cjox&ZoDMHOSG4y^SwC4ZC-
zf5x=*M?QDHYZrGs*1m`SyC3aWM7BC5vDV!mkayy|@5UD*22<<BdL7UDpna>#ejt|2
zIPTTvPARj^`({LM=0fd`2(Cv{T)D{SHPza4Xnir#xqVOXp8VB4jp}SxvdX?|X(Cxu
z1d79euwlU!qZGwg=~9d?TxjErbs4IYNrCb){OOYb)j%r0%I|;;N98e6O)^^naUle6
zG@*etV#>j1kOq7T=wi?;{IJB6OrBQGVO!dr$sIpR>r+j!kN83Nq`FH;;2;G99Yr*X
z<T)b!v&}npF;wqv(krqMf-_J{r~;j7Hi@xn>OfZ+tcO1~LGMhK?Vr6v=69^yOfGG}
z$Sv`ncGU=^335rQ!sUYCW}@Cn$?HR4*|{b73Bjr|-tWl%RYbWxO(ia25*OXgFq&-?
zfLzcU6qI6s9p+Ky8gA1|w9o;#*H7T<d!*LjxHj?_x^LQXT-wG-99OsLEYWy2*I>pr
z<Bw{}q^zyn%Cxy)+0i4BX&Y_;h3a}$X|G@qB;RO<AoUHvH8+PYVuco4wDV#N!I##$
zIlL)nE}mm#x3`9Pn2Ziic^N*Uu~F8?l}?YeySdG*s^M8i;Cq9SQ^9fM%o(lG%AA1J
zN)$_2e3Z#p@-ypG@A+2%ki#`5TBc0$`Lmg2g$fqQKsc)Mvb30vHHmvF^rgd)c<MN$
zm0NlhAaTxU2HQhl<_aH>ql$&m04D$eQ<%>gJ+VVYm0^tJQn@_0ASj@4zl|Nh$LUuR
z&Q>2JPQx5vRhaaP$2ky@^`z$&yEKgolGz!tI@v*aD%^Q)$}z`GR5oFZLA=2rW-Yi5
zwWq1*S25{#Qpo6_Aw6q5OGf_7h=I3^{V74kyQ5r8YDSt<0x(LRhmd_Lt1r*UAC+3U
zWEO^bCV_UgIFN9C#X=ofcY(h=<roq8R)-HOTa~9|ObHoRw<i^k;#*TSm9xf67~}^5
zb6p&As^m4KQV_v`kY^O*Fp}%dp58V>d58=Or0uDtHloz7W$2of=96-_c5rSbaNCar
zR{Wkf*QNQE+TI0j=Oor#<z$(>wDO}Th|{2^NV|aC#kP(CtM-iAc&WRjTA#$a#M$#T
z0;ACY6<A#)-@LiLzLB>5(D)gs3ILhF130H_#xOX|Pct!9XWWEYSx*#`+`Pi!f7OiV
zBi@-3N4s~Bm>mUJ5f&?);+T;?BN*nD*qoa~^ytKz?XtH*t;Q-#t5Iiq@vH92sm61T
zYD*a4is^19k=2k8yGClAt4DCHaTM<<bB5k9Mh#~a`TUNG(}Tj<ElX-pPni&vz}y34
zBhsRtZPODHh?74mp*&RVc6A>wM&qZwLRV`M)aQZPw>*AlYa$sLoxWxyp7n>~5r`~C
z20qXQZrr?f(FT>msXbWMcDZNvojxW(A$a6gRZ+$}lbUg6xODxjTRZQEZjGv4DEr<>
z$oy++_9^GSy0<p-xXB1nNdO+T=lWg!)|)EcScO&tmM0*OdeooAo*|J(nRt*Z{J<)0
z<MFMz(mna&sX;rvj^{(tUrmc^vt&oNa{vWNDUKoy)~Ol{bOZ|WtBqdzW0|!(i9U>J
z!d*9P&-QDHE*(OvNg*J6;-%C%mSYEdFTC$&*Ss-qS}C<bGXgRL=cm%COXFP%DFL^%
zl6D_-?f(E8;|v;Xc55ofFWZU3bA$u>)JRU&ATH+sXB{azjEUwFTO+fZ;uPe5=S~am
z?Npn`I<(R#-wX;)2?ID4%Q6BFB#(1Z%uG;?zuq5}M5;BbIirZLR%$mSj_OPQ02FF6
z%|D+m@14&X9k{I+!7@Su@#V8I`gWz8NL@bZWVenqidIiBjFu#f@=ZvAO2gO;^&ZuX
zWTmPr8yPB=k}BNYMQ?8`?#$^PG7)zl$W^P|MA_K9mU?_}wcw2ym`QED&(^Fvn=tV~
zcGHPtA>6_g9P&UI&*Ex3o9mmYR!N<im3Hpw$E8^ioM{+-JhV$aF`-h&Wa-NeO?N&A
z$<(cLyKj)go}H`D{9tq8;#iX2dXt}A*LUD)6Z>AoZX3)kk)C=A-jBk17#5scUCn)V
z_ZRa*ZRC++Bsa;&I6Y1USn$R9)MV5f$TsMpDgxcP$sl`!N#YqT_ufY@mcCN?nRLiv
zM*!xm_-+l6NjU-Mnjl{o3Nerr0nmSqXnGw>B0EtV{`N_5L2Od2P?uR_vda!to3X1Z
zm!~^niWMV2jYTSiLH4~#BLL-qAZCHP3BLMMh7m?c<DPx#@~cLQW}j|&IINj9&kot#
z`K_relPDksVt+wZu6%c3r}q}J+!4^@6r7SWl~_aKXG0y?DvJ~{I6P+*)wh=B@<~hu
z6=XoAvGW0(pVqk<JaMR8Lov0rwt&XD23F61YR=R=Ppf&RHNR3Z$%%N+r9-I`DPpOp
z-*d9myf`%!wG&Mec??@8zZk9p;(JSza@NwZDI*~axapopt!L_*mZdJ8aP4<7#AlND
z{#8fA(yhjx@*&7x57!mVD>-u`n!RY(qTRMOp4eU_ma<ReiDTMjE4yxU&M2NpV79i2
zS)c5XY<CC->}QZELa>rnBm_kO9FNYM1^m`}rH7Gb_da7Em?q_4OwqZ+PnoVuXhmgl
z9-(ZPQ7f!Z({RBUHG=qWh!;C~%m99vuDwn5=CZceDJogV6p{uA0{NXt&2kP&@%-U<
zV*>G?YSNd+bz$kKRl3=p&EdZ|cwQ~vETNckI&)Os>iQeO8|rB^L+_FT51W7n2VN@f
zmhErhLn<L+jKnH(Pt94DnuYsZ`9dpYX5q}zWrtjS-1F4eO5F99$5}LN;eXP0DF9%1
zs@E-Kh~{Y-hA=?SN}AwX`H>leGvHtjl+np$OJBR)yV58~(%jgr*3fQJxm7$9OB+mj
zLL*V_O>=j@1>%lBPW2&x#Q`%)&5q)L8nE2RPV0fNfxsOqt>ym!_CQFM3GQT&@Dm(%
z89l1hbGVOe5HkRAmg142xSr+N;|Qu3Y0h_ZlRz1>UP&dw${S)T=Wcl=hxDrg0Tk~D
zk0~9d6^Y5o&T3Y&w~YX~xKN67*BScNJI!B7w6h{Rw320wkpOIyM&etXHTOEDfN7QF
zTXqZwZfZ*fZ#v}Xu4@xdwY#^~#J5niesVh|?&ClGdhG4(^th}`wxbG8<CS*DHN{!-
zvyOiCS$Y^!74r_@O6@rS<3F85H66Fj91SE=h{I)D7#%u_v3D1fa!@k3+xL{@Q)1J<
ze;%VemWIz^LX2}J@HpbBYI*eH@5<eXBzBh%Ba%n=n>egL6kXlLra=T!6@qyHkv5N;
z9E_f|rY~VPzuEXcZq5Ak#bo%sSL{}KBR+O;Pc>28C@Ct*v(dgAS)jg>^f@l}#R{I^
zIR5|&DgOWsWCrHyEOL?OKDi=_=$7Zb4UZ6k0AAGapiDXnSiuR$7^s=?K0WKwx!#Rf
zN61GWyjH!D#4G44BGeX)@y8XhW~4*~5Zu<D<*wY;rjIC&LdT#rlsfg|uGp!|W7f5`
z^ftB5qW4vbG{Z2?E6n_Fdj-S9p@A#SLGcRu?!-j#NJ6)2^J#TUi-ya#Pu93=Ly||G
zRdQ5kWd;0ELPkYoT}u<OJXQl;%tkVJsG3<@_>E-bOsY96Gi1#g4lpViFIR5{vc7ZG
zjUZE=rl#g@Ouzl1j=iXDQ{~{AqRKH*6{U77nviQxZzknj{xy00U30T)rav0zc9YVa
zA!2w^e+oI6T-1}qchVjo6;@qZ_E1Ai*!t80+FpNl-<2O{le&@kQK(#qvoXmzKIV|r
z-a~pCaJ6&Vi!du<kHW4CHa)6Ev17(4vjTvn!St;))5#Sg>G=K{e4@FLu%6Tio6y$C
zvQ;DzP8NgGpCDYv5FGS1de=yj;EWt*t^J=JzLj#;VF4KjBhs3R70Kf8OGyU*066aS
z3t0DBJKDJf=N{GA+iS{^<I8f#--^w<f3>+{2+8kO;~s@Jx*Wi>H1TQ2O56J?fk<t}
zam7uMH!@P&1bnsZnoLT3C2hFjKvqA1uQ3+>)$9HqfR75>IYPiF;~i_07Wq<Ql{Zmx
zjk1OTZe~-tALa!5RhVX)=(8Cmkq~V}<b@T|XjWE|>7}QE1{~o?=qpFe)9sD}LY#Y7
z1Frfb6_&f-n?sR`!s+8bxO|@5YT9U*Zlm{MFgu#qxbYs7Xb+ir2>$?q3dOnji=x})
zE13`bBQ-qrrLr|yeHHOC(s*`b_vTT@WvemxZV=m~m6-lj%G~@@wiysv%6_;Nk#X@a
zQkRG#Sp70{RH)))X&M-K^gS^&TPXQ4hWBcJm8ZeU@>d?XuN|AlTII<(x-0(bil*1P
zrRh88o=<Gnivd<&6pd7=$Ki?XGV3~3x8J#iasJS%5_r!<jfne76aL8+<I+Vc<jReo
zdSC-Jq;lBxWA@LYJsR^?k6D`bTWJehtUv&IW}wi?c^u8TqYO6>YNg?Le9bQB82N@P
zO4iamxe^CLG4c`yMG=f)c%#P0UC!pjUJtOG%W-XCZX&vom^7oH$4pl;ntEx5OGP`p
zvO{3!r=@EBu2()n&fjK$e2KfgK^$z%>?0(ez-FALj4DgoMI?$Kt46GfNMV{`4Yc5K
zw><jRvgy}zV{8x8zZEigdhy52vN4Y4q1A%jlN>EsZ4(Aaq%Ro+V2(y8Fy|*c;B>B?
zJTwW+w;AK2in$kutdpuUpZ1Mp@lZ!hGP=^=LyTxum4~URR?bNX^5S#PVO_wmvw?Hv
z#=lyQT}w-|8ItA|`Wm0CN?!y{m}LI|%_EeHN4;bIsIS(n#o?=ig7PZ<8LRVn%R_`8
z^pM!}tl7RH=+U2)O8)>sL;BRViPs#ejCW0!hlZe7*vm1-)6YR%R)YxgB`8TzBLz6>
z0qQGQ_?j;gYSyW36Qoh@46bpzHBQTWY7Ct10fq-owY3OTP4n(~nVf0UUd|D*BiuoW
z<DTx=7}q2j0Bn6a(G$faO6ldyN`g#I7z*lO@Yb8CU45>{OpVEnB6pZ$57f7Q)r)zg
z{{Urbw@?kaGHz{y3OMau2c1(37*bUeyJQJF#!8D=Sds`b4cNiWN;Mf<Qx}&o!7u}u
zieXO`3No~6$QXjh7^c0vsySSIgE>9T2Qrk>vSc?h3GPb>qlr#PjwRZo=qZu{><i_H
z!1=u@)7utvnKppDU}q+j#-RFu%6}>mGEMK)&t*}!AYh%en@^{&=~s%3A=(I5IL|cX
zx0&z~Hs>ROLy|*{CiX=m3kaRc<bVJN)`;L`3+5FBk(?iD)EZUeuiVCcO;}9^Pven5
z{Oc!P3wCx>%j?f*vk*kPNGBwzA4(HXd%z&KjF<UO<y|yd6btv+n~J*zn{OTpMmQWA
z!lo(~vOOF&QCc!mm6eQbU9UdV4Y9W(7>YEG4td5ZuL~4xc>|I?xfNdQ%NLCAVjF^$
zOs{NURn^+Kjq(pbcJN1TYieHxhYn-S?b?&M42s)`Cp>2~(wI_l^rxbS%th0DX9N@Z
zew6lt*5W3H=IP>6jm!rvoNzeztqvH*?##gPO|-N4ZgPMT8wnhe1_p6kJ|ER$(r)ap
z@?5GYWKqckVAY8&w5E#A&M|P%ZB@9Iak~eATB4d5EaWg)$kIX>g_2bOk@Ov_NY9lW
z^lJMEHNK}!cjKKpd0C^-WS!d|H2B9J+|^lpX{tU}2yLwspxU{`bL@bkB7qtr?ZR=B
z>S`~urr-$V_oV7GI=I@he(SNPbE|4>Zl2@BZ#N)E6eDQHIqCUUb=ICN;)Yo@0eI7=
zndNRQWBQV5xK;b01A=(`sU=XUAz((<$NBu}b24R#l!%rzRV5<|?Aa`N0AsZ)1|#qD
z?Na$n!Lj@~KjBKyF=96b8^F)DDO~5fWI`0(j1%jhT6XP+fq~GBRK_(@SY)4@^PsO7
z!0LHFN<&GNoQdbRf<+AskG0jh9+jnYrmmTC(7=&LXm{c`mjE1h^`x`YF7*qz8W@WR
zm@{$Gu4@l*CZ@sdnkY~>40<zHKR53zk6V%p2Y0z&%1Pa$d5j3@w8$56UcIVOeLN;8
zptzXF3+_$e0!}fz1KOIv`M>Wj0r&K%c9P#VdY*kvbRJrpin1hmrI77+atm%Cx4&BD
zB|q_St}%`vT<51jT~C*W1AtFj<}RU@4<8w1LWyw(V`d|f(=~MdBdZ5_RM)ZWnjG<`
zgkEUMv}o>lT#mk#nJ{^!LjFvaFSbHewl?gH4mtI#-4n&u8b*^QpK%2DOT3lxlpKS}
z2CS!yb|&33MvB=w4={823f;*g)RkC5KJz<?g~3%2#+cd;=I!lJNgS(|xV>1^js|gx
z;VyNZe*XZ;nCp;PL+5OgAb>Gkb>_0}bh&j%<<%beNe#T7TP(7+TyfBJ?@{duc$oA%
zyRBox)>vDeP8k_aK=U^r$W>|ld0?rVdwFLEp~eCH>w%8e+Az{2EF{Jde+lQQrxlQn
zWFEi_R64iV<g1U8UgA3Q;_XWPCKhnpS`<y&r+ohaD#_F}-B?T`ZBKD33wa|0By_Bm
zfpRhlKJ_Z$TcG+>IkTQvxylxMly&Q?w$deeCY6C@`JK*s)<w0{vBz$zKnio5cRg!=
zQnPJKO?znAE0!4D-xW^Z!!zs)Jh&iosw(NpEzR(ilwt2ZPJ>pKE1gcm%aL1b4f3h!
z(y_JKqqd6Jw+hp3Cmz+aW#Ox97xSL&L*oSJC#GtR?vrn>iEY|h%y!MZ2$TZn+?vj9
zT++^Uxz@wb7LOyJlaAE+RK*|8tCd~N&U;aBxmN*R9e}7A<#ATwwVdqKrn7>3HThZP
zl!kNt+;<e>u5u`+Cvughv!l(VTk1=tLbI;rd1N7u4;_Vb{xpZmw6P_Xi^#4Dsm2Jd
zy>&?8$+fYxfmw<2#9@ac-nkzd%`CRIa!Tcin~p%h^rs(*9bVEhlu~!IJtyJGCRq<}
zBafFD`MrD5N5ifDYh{?Jw%`@OA2+XhE23MToHjf*IYz<j=|mBUu1D6GuwVgK>|r8M
zc*bkcI}<kStW^`IQR`ZfTBu9{aZo}?j2u+ras~jc7KcQ19&LH+Q@}pXu1*eW6`b_v
ziYIn>+Z|6ztC!7fPA}qJ+D!~72;2`iuQZRZy?Rcs;rVqbcR3_>=Be5E0iI<tISHOX
z70X&OoUV=<x0LR2$!j$K0P5mqK7dq<rCzgb7V>B5Uh(0t3&Cv;)PxLixQ=U9>%-B-
zI6Ftp*NW$qZ0uttW9O*6JE=-|wQ=>W2s{_5%0^>V`n7vY=<!D>8%O0+N2f%+lztS{
z6Cm;!ejZ%5JjsCib6QY*If!7%Be&33stZVmQBLw>QNoI~1Qs|QJHR#qU>Xv@e|XnR
zW#D@>mw16krvkUFHmu)tbgipdS9S(FRLNUl*y6AJCk?yhV_Y9lD-v%D+dCY>r~U(8
zo2(E*;<?5kNNadSINh7ZDWi&i2U;=z08&2+tlkT@=Lo=kYrQO)?My75f}4sZ#U6hC
z42%zyu&5ux5-%#>n6E|5eu9&1XSGiv4n)s1lfxGY(*~hB9nuf=MB=?Q;)wPY3AT$p
z1qukIM(35!rraZQ5&WvZ*<@e686Smu%UHzV<y8GeLi$C!^^J4%quGbBXO%P@9D|yR
z%faHkPEQY7xaJ|6sV9Xk+oI#}q0(aZ5<K=5#amd#b<N=@#&&-yjl3-DjjVqvpJyRD
zGDk7x;d*E3NMjhTg}gU#GlNxR&@Tt@WK{ApIV6m4Ek$kV{wvkAyFaqq%%&hXR~f}r
zlS#ZogAx3y7P7csy%T;_GNz@v3p8Jw#Tv}Osl8<fs8Nc|n)2pz``P7xs~TyBMdYF5
z+MBVljAEzRMQnw3Mn+G3nqG}T6k`}Ts!GBR-3K(I){uQE!Fiwwp<ummJ<V&_-p3Ka
zWdt5`-myUAq0KmY9MN%`*SC<&qyndo#<D|v#{;cIpaIsT`W`8_aoq2`8yI~ua@_zm
z)M(mOjl^@tv9d;|AO`j8UVEW<vGiMG16jvBXFX00I_u&-rxyPJu-n_)D|!sqms1N?
zQf(S2!LNB-^*D5`I?(1gS0}q1)RJ6T+m2<0Fg-x81-<d6zk0+;e83*apjL6cy13?R
zi67T2YF1rRUlT4aG5BJ8rSFRLdo1~vh)C?GHP79AOwuFBhACw|jd?SH$vDkM1#KL<
zn%`3Wqv(1y$Hcpd3HvRmPj{^Oyk)K2f6Kr?dnm3#A&e1MqizR0S7j_E82yua4L7Ny
zE~9;Pe|>i=XRpnQfW}WPmiqHeLsp|uc&|bf;FgH@X+k`@B9p)X;YC+y39W~SW4B7L
z<%RphlUCJ=l{9I1HXXW<Bn~s2{VSnOHPUZ0cu-4j2-sntTA|?^aQdnsAZM+1c6v3m
zm(GEt5=u)*+2etZE9bFQ94kp5ADUp@YR{CzS*Eu^X#~<NOm|43&pwpEfu=4LXSpLJ
z*JBTc>|lNEzE<^PjQ&-AJwDnI@<AGpTnfSBS44U6%4)qQEe;f0TwDYR9F4c96(Z<&
z(sE-7k=2cMHy4&RicHr~MULBsYYOwmniZ-40FQ^6zv+_Zm$a=ff+t)uYJX|AR8I}L
zJEoaO9TZiR&@GVVw?9h8xcG+#NVL=3`^wlAfv9-@09zpWK12$Cy1A<Qwkmt*b;mBD
zO<$1j*G;#K0wGcL6p~A2Y%?v*ynj{|<JUeU)$fV(@1-NSQ;+3Y>g_A#*s;&?5^C06
zH}S~UE;0C3k7Ju((P0F(p&29lyww?eWuV2<StKL-t6pxAsZeo`!iJBI2NkNzY4v88
zpF_2}_=jYGi(4ri_AkX|r;c@PLh&u25!)kY<_nT5mT2+Y6>mn5I<!MQja2Y-X~DFN
zrsciPs#_-0bw|9O>TA2Jn3F9g6evEzuIhSrt01zyu%0Mm7a|fRj5sB_8h)`K`b-$$
z2oRro)3dsY37PJ#r28tPHpXGeBLj}roD$_n%+7!97ny{XH`bR*mlvY)-ca*5?!Z-S
z;{f$FXrNMf3Kx-%I@YGCe)^%cMv6OFqD_HR=Od0gcB+pQL1o6`T1=h*<2(%0W>}6{
zO}Ok-Y;NiO@6w|&lJV_UCD6A6pvG$JDhDJYfJ^n~ucb&9Sr}~$S%wbLjEqvfw=s+y
zwkQjCC2|19&Pm6)p&(Xh!xO`?IPd9N(djob4pVOf?^UGH8*nWzJ$MzIt3htgns^LF
zN2E@4z`Jr+Cutw8J)<rg3C`@`4)xT>q(HyGSmV7~O*<cU06G5cV=P>HBfg$XQT%d9
z<JQ9FPKbHWTCpCFDL**?anicOV8CUzC?2E=qjPzs*?-5y{6OcGR>`RP#aVnP?S@l^
zhO>7w6G)5`xRadJ>8He_<xkS9T=>UGgCgD;ZVzt4vZwLI>w+z9;)Hf5lTA{@PjjhL
z!czERbn)6soS-NNaB*CIkv+}SR}o1o$P9#n?Vfq6Uu)Ji+mQomZx-W#IRo^qJs(Yd
z37b#2xfc^Or!1g_PC9eew5LVFTJCV>Rii3gsaUqaNedJ?k$EaQf++G?*h-*nJcCp(
zVDS>`Qpay?3&nSBy530`k1a<Garo7nc%%W~yoLpq+=$485QhMBgIz5iB=FLVIoUJm
z*0WyP-OsEv3XH++&}SnZO%0`3-RDvJR57#<v@6A#C0}nrN)=FKC>(=;I#WOl+edtl
zpcJks)aB?35Rm@>XHdu(CLG`&QU?a2k~VH$Mk5`#{#7Jkn1Mh@z$4%0#XX{M*<p{r
z)P7VGE4|9A3~Dp9ayrzWSZ2V$ARcPSw~038_w7~AInOyYA|il5P6#}ou4w{`T}p7q
z&Z-qpIH^9zBPb1oCmi~7SEE@D(4dT9e4?JVQn)z>u;kL_OLl1*6Q9Et%6>#h8G{nQ
zoKt`bKH$$MKb2{wnlN`By@gJ;F(>d3#<7+n2<@ko;wRF^TF){>@uDdVbDVN3TE@oh
z=NA&E5_K)#H1TZ5gpcwSxg?R>+QKH4BgQ(MS1nvzt!N|BrIjjeIm+iMY(SO69z%ax
zi%ErIyT9`v%Z#D<{W?_IhQFcd(mPz<2VzOuhO_Owd8TSDEuEg29RmE!=NT1r{j}2N
zS{)LhMuO(2xfb=FS!7eWOEFSA_NK_HRZa#-&g!<w5tN&Fyp$s$Jr8<;#ubx{0tnAe
zYrQ=Wn5x^GWpJl&KU`Ne<2D~;u_puf-Rq~hit<}2Bh%t(ZuXxoRAiG?uQdDX{{Rh(
zd2C<pGN?N|pwey~K=kIS4_mWLJbmRivDExG^FOrZEJ=;6eq5fIVg58zz8+frpH_8w
zBod{eQxou4=3MbbZ_K5tJ&ICNjnUw3sfFV;e@@kt%m9unkZhdtXj$ZqzE-Z4Rh?<r
z^>{T%83)V<6=5$RWB0n(lrF1sof|bgTJ^#nr}M29b5&IJg`PI(!lhSJ&Oxs;wDA;;
zB7>UiH0$=7Fxjh(MIxP4bjYgB&{n0K5tEz>=2G(<lUfk#DG3{#4|=<z9MRorQH4$i
z8L71&^~sM~<t%(l0LppD4u8E+YW^>>M_t!ZDIDOna@1b+&U%jS=-Igg&Lojh`G~z(
zR}FpRy**_4E(`wvy0w=lj}i0b#>{=rC`}owo|M;7tyhy#j1I!Q#!ndC%5fSZ=hvFe
zyYUvF>VJMf_86zkRhjB?>q!<)@G07Vi52b&2>>5j@l$_uGyd{-Y@b@}v=rYCNaXtV
zp?l0D2HvNmYJMPz!hqb4yww|7&D&*8Ynhtd4%O56awQ1APfE1fS{o%~TYDGnoK$Ac
zQPVZh?O#ewibo=jb}O9OwwtI1o8?RoO6d%7`cfEB=8j>U(+9^xQRRnYT_m=s!=U`C
z5n`vXs!}ve!VmTLr>vg!v~=Y3s2@&WN~I$CkwIk1?^1`zsT#*`N{ygp2by<7QbY1H
z&J8XU_7w>wNd}Zk1vJrWNSsE8wFcb}7!?}Kr@crdQ_$wCLiA%A#wYA5Ceq<=;8RwE
zjPPmdN3}a4^2M1_Xs|a_TCXREt=s-t56ZXlJ5m~4s2wOihbu3IpkjVZeJZQ?MnB=m
zuG1aJpkvaPvxz@fhhu<$2|DDdKb=;S!xt)e?b^K`VxGh6NMelksrGR*cvzlf`W4!L
z4MKFQq#tnCsT*jIVNtb|P1QzfT_k4ktD`))+Dw_s5%^OYHyw}VUYz=54b=re`Ya9n
z0;ky!@Xa1>K?5XJE0A()(<Jcp4g3{KZwkQu7MHVO?4*w}JRUy^mL~PC;%^2*+>F&m
z@N*|9?MEXgm7|z%*A)&(>s>SWUg3W3PwP}=@ZI8`6raMED;b!KdvjLfZ}W<A(XQh-
zF`5Of!f<11Xx5vvEJoSyRuS-Onh6*9NHrq49l5RJBi5l^rDFMhGC8PByyJ>$zEiD4
z>;bE6>vgZW()epzwbCw3mry*QoPvjuT@0Q(wT5FQhMyxpIBB1!;498nUOLpCcQwg8
zB`M9#oU^4)a^`1UbK~u9azZ>XkM<Lv*0JujtxE8pKK^IVZP@-*l4Qy2NM*t6RUADi
z?Gob}QP~#P40$EJ$;~!Z7^q^CC$&C8G1vb9uUaIQ#Wx;<1_!6DQoSc>?^a84dHpJ-
z*(FX7>ro?)ySy2igogI1k+A;tS9TtzjlOL6tdBJs@$#K2P%=7n?kcoW0)vxQk%l<W
zy-~VE5-txvty|EBHLG)s=Odq`K{s%HYUhUHY4z)9&}5QvkELUX{u?4{==7P;nV<`5
zCK5&!*o^E@3D37RQs&xu@f2{gWP<+yCVrLC8+(BSDI9N;5Dm0{I-2V8*2!~qa|{C?
z#^4{yyhzlNS|iP#T?&r!W*mAX?!la@fs6ub)OsXiK4hh`bAiQIy79k<tp?F`EyL%e
zah!f;vaUWLzS3;0p#!r_`9GCkCL*KJSk|5g4Ns-co-H!j2-ybX>Upaz0^6?X8aPxA
ztZ`mld*dx?@Rc{7QlH_0cK)@AG_uZj%{;On_S~A$W%VVjq;x4l9}G`fx$!20WJs3y
zNaOfn1&w6fc=FADTN@c<J(^bA`d6JJV}a7A5~vvdmArELao<r&w2q?Z#`@I1EIviL
z`XXeCp)ZIvi;wl1gug}NvcrL%lzD=>79I;^VCN^)u_eXK-|KE>eD%wkh(rlKwBImO
zmQPbwpq9jH20v;;9Z9>6)WZDod(mLAqv80AYHCI}aa-DeSiDOkx!QtWPvKd97TEXi
zxDr8A#dWuk+DUzMcQ@LD33m3|&{qVeqgF|rn96QYR_Hp??#@+7?{1~cEU`wR2rh@H
z9r6AZo2ZqZ_Tp=FF~Y={!(e(3tr7-%#YGHuWarhfP8L(hSowUP!m3k83UzA1K}O|C
zB8)H_^MJU=%nlBE(^XYE1JSZc^*OCn(wUF%8yz?tny{K=2r;*Ju1#R;!5tLxyhQg_
zG7+SaKwbs_0Y*9+lv&K}_ekXRu7Vvow*KxQ7v7<|xzlv@CihT+A_4hBWd1_4_VSm)
zj`(FX*YRd%#iq6f_QyfRT1yzzecaY;{x{KWvMphn?Z-k_V*a(6Kg4_N5pSkiMlt+(
zHA<Euq0<T&N?R+PY<A>eBxmpyWh`Y18G@?%vBi1J{yy;p*#bx*9+9X20A8@KH7!d0
zkJ_&%eD>Zz{VJoE)R)B0kF3TzMIN(vt7y7npS9`<xPJ<AYX<k?E|YJSv9y+EAH?f{
z`q!L@X?&cFb6r&O>TBXNmLg2(uf8H{S0JPwO}ZY+xi!q*>Y9e4b9HwloaY;`KPq{E
z<FB<e!RkLs?S%?Z*%|Y<yEBYLxBmcMuW0u#VRyY_EUW^s$KDjzhYC(B)qFl#bS^Lo
z+JdLh;-eEjSlM+mt5GO6Q@@?8^l2`(knzX74D{o@Vrjl8gHgMIB$623NDF0wA<lRJ
zfyd)rMv#`*X(DPn<b~ho7|wX;YDVy-wVjQ`@k1O6u6Jxet+1T0BigwXY>ys|DAbIk
z%84b^5(kP;CAk@oujXh=i<o8;CB&jpz;f9mJ!#FjvmY&v06D1!pF51p`;me7xX(WI
z2P)^;8$Ji#b<37=OBfp@^*=K6MOg4`Fh{G-%FJbGPT_-qGQH@n>Fj#=H2s#R%1jP=
zR7b67zMm-0I@LK~WIT%LvEO3598))Q?M{$mij6@n$4Z7vF4&*niu5fZb8e^GrFreL
zm6=U<`ZNCkqpwg$YTk&^sND~xWNH%?1Pau51Z370r2d)u*34xnr^9l2&#hM13KUjP
z=TxqwWPFabT6x+?{$p6kcUCGZ9E{btTBzrmu^Ig9BtfGSWbkO5=AwzZb5EF(z3SG$
zLm%HCTJO9&k0cu46P6!Z@BBIbs8vI8!*gCy$?shbg4j{(ioum~dRE?!I3M9!G-%F@
z%g<U*HlZh<YI2d@rpTKU0!XI}(*q7E!MUemtT^<f7^EkPYPB(vlT2g9Fts(Gw^{&4
z=bDA_gPKzO(;0>+5k}w*+;LTj^fhXJYMcDL&@ma0V@c+)9cnUuw1tj%qf(P56R`FC
zDdOpeda56`MJR46lVzsSY+fAosRi%7P&mg*02KL|r!zE#<vd*}>sf#f)Zh*}ntbeh
z?9&se<3FuQ=BdUpSwIoqot7O93S(1dn03!uQvTwz1GpXO;z#tS&K$;pfAg9*cd9;X
zcg-Gq1KyW970dg-8Zr%2TaQ|hTny(F`H-$yz&)v@6poa|ooV7#G_FG$VpH0hZII*T
z=BC`Ip`$*B@uVhKHc=7xMMm0G4b>O&tG&21ppolHhGo8oY{UIp{#9O24qLbI3f#^G
zC}2meJBKq{9Mkw}F2MBdRHyK;JqaI$c3Gr5O&4QT=DM64_+mx-t@>4W@ZH*vm!*0Z
z6!sK(Xn%xKyDRH85$4UJUoJAgl~;W>@d-Xz`q!v=5uU0kjcEzzXrkj-xvkGITYH2!
zF|fzAIzb>_Rk~NCHlGWB0H`F<?c8Hv=8Ki}&m+vskbZ26hH^@p^l3afZpZyv=RK;V
zz7~PA^3r5W5~Q{~$;Zvp-jp$}_HPG5Nh6A<Cxd$JY*uzT`O(coA=_4BpB!XXsqme`
z1BT5+-W|L{!sp(L8mfq?ESrZ~f*Z-LE)sirS~*bVT}}wAvS~L;IYWx2C56Ja3}=c>
zbO$ueIs99%UP2+8R=P2c!S??ED$IG_L%H3VyOwO4i^!D@84u+~++!e$l?bhonDY7S
z&*4rFj)(H7cVmh-aq4}IP>XTD%s;JJ+zRu>W-H~gYU-S)Q^f)lzB_;Qsp$PV{c5bN
zRk;3i!7sf8vq(wPCqA@>OpdigOOJC-69Y=bT)HGay=lU3M?88Oq$T68dJKoxy#h4W
zT=CS>Gm<Ktaue63PmzwatOrTq1uuC!4E&{koq9aB@GP#rSS8yfk6)+Ln)1&Mc#(WP
zH0A8p<~g?H7Qs?I>vsF%T(XkZdR@FEkH0JLKc^MuR-sZ=8%B|EUlH0vXBccj0NvD(
zDVKBEY3N$=_TJwBe5~C5U2DkoFBt2W#EEqoQ9rp6*gs0dd#NOS(n!wUtaC|VT(y%m
z`pi<a6^~lG@wS6)#lN3;;N)#mtNEJ5y7+~tI4NmmZEn4o<=Yj($1(NdtO+y8B-cbR
zRF>$?;wJi<*P8CHsUP%>Lg9h_6>_8U6-7faIRu|m$*FASjTG+2?|MUdAD&x!;<{r9
z$7E*Pd$F4se+m3WG~*R`-Ny0o$;kDpE<s{*fmR^KeR@;2e>x-J^HU6Bfs9lK6!9KU
z1CLs8>&-~GILEIvt};I=ndN(PR}>0Tpq`YufX$X75xD7Io8kD6_8G$RZ9x4i&*hKg
zKT7mp4oJ<U#+fC&k%3&8skD<OalBe7SzFw~&aCeW<Q!}pj~=I`X-TQvUBpcCJEI-G
zSUW)jr%IObZwe^6AHOS%si@$yQ5vg;BzGq~*E_8nU7l?`C4Oe9tq7UiAxP09T#vXp
z{QA^hL&=70lj_E`Bex{&jY-MvQ~iL)8Is}B7{JMC4mhkHCi+Dk@XDU`WJ}>#wrX;*
z#(a`E{{VStr}%49(rz_rZ7i===H($~eSqx>8Ao4UMHStLa&Y&JT_{rbVX^YtYB80@
z;Z>!XCh3gUb6d;@DBqPy2xT~6YqsXsZ$c}D!KjqttX$(YTcN0CZ*t@^jp{3~(=Il^
zJ8@h@2ls-ydl@kf4<fdrTs3CfUF4CPr#x+NG8?s3l3a72rBfQHhD;J`cG5I<C7Vr|
zxfmj|t~Be2)cl9?t!Oo<owns_>t9AxWDI?398(1dv~i}|P=4X5Q5*~vIj*rKwR6gf
zlgP7^jjBGiKFhNYW7(XnWP{$Nm9o5?*GK)CX#D{EDj9TG*d48kJ)0AwBb<r8U{5^P
zqIhaH@-u^q<o^J%T^td}&3Y$?E&R9@Sb}}4N>rPcrj%$oO3ZwS#GH&)zLs|5=}Rn8
z^PlBUi_1kM5D4_GrAo-wrX9gt(P@AkX$8Q~QCSk*fW&5zZh=2~vQRnHO~tqdp0k7B
zipN`#jOLKu?a$3u$Y`L=-!O5=rg@`08o_-`jxuP5`JK2wtv_bR?Af|xALP_>N$FI@
zzzdc*s`Kgyo$7f><t{v+4EC(+jZ{QPHJx|j3uuvnkZ0J}52|>TCc45&g&u~X*oS0#
zBwCWrcm|y#@tX6^H^j*dfEW2e?rWuA6WYj_4b3eBLsg~<Pc<31Oysq5*IL>fm0?-`
z0NX&n4bRq=!sfBr2~_tLBDg20`d1v9sqDw_t5Isq2+Mm@Or<{ORz7M7#!X^Ft7Lub
z{xx<h?=v6cRBINQcXa{Jtwp%EYIn`)`BUXKP$pRoKg{&1yNKhdr*6*_SUC$p!8Ibf
z_r+2VgVvqqeKSd-Tx?zie>xZ`s$yP!1uvhDYHUr5LNICGU#I6)<C>-t1CDB0A?1<I
zXxc&Gns)GLEDa$M?`6j{{{T6M;YSDBkf1cgA8BDqFAh1)Fvbr`X^#e-#bST9V;l-!
zwhE|MwIN<;xSUfji=j*Qls)QzTn-I2vJYA=ONpc>PhOP&06BBiX0kqPb*Bj&bDlk^
z+?NwrNs-o<f4yW0<X>8NyKdx)E>9~o_nJ`S=~>@vAa$n;%yk+18VTiQhVC)Y(|2=K
z1>&6MoGwuJpjKs!kHU-&;-M2E?^3HN{whMS?Teh?P+>+Nc9(F^T5#!_l1NRgWOB6=
zX|OQ+qw=eH>q)x<@S%a4`Yp2@>{_ng9ky_Pb~&w}+;pV`3PQQeN#RR&JSHlvo)1RO
z+}C6&;~nS~*}y-8*?CsxqCOb9Pr7r(dM*L%DSWjfl@x=So?ADEuZQr}7twE%tVGwZ
zn|RMv2AFK&Kf)*uW_a^hUMR_hsfG!cA){gS73?pjTenmnl~<EQwqf@a{uBkzB*_P-
z=}z5__35&BX4SHMwdShH;Tvb@gFi|IbAU-Od)38!j<wTC;Ml>+WL0<Yo2LrL+NFig
zYE~ov0M}7@pDk}q;d`&)Z_HImJUe`&rhDTQz{8b~K9vsqbDGneM!i$aS;wVQeLCqn
z!rzr4430yeTClScF_Be_6GnN7htyMs;5kw#8DPzWN+buU%~sv{(g!)93&Lu8&%o#N
zto`_<5?~qzjWwKZ#(1kqC@M2pf>XP#U4mTFV@2~fG~|~(>YF|)A3TFdcQzJ$4ti9g
zagWE2D-|w1YE`)Rq|jW{l2B0kSE%@A#^N15-d2p^t;R84I41=2+*ZA>igl|v5*vM1
z<~WpXRNM#y+cnLIqbb{zs7WK%FA&GJTZtoq0OjRyqxGzb{8ORWrX!K>rS2jaT>VXX
zr237;<c3SR<(<z~k%=_bxlnL8KGllBrtc$XiIQBX?C$(^sZ1GcpoYmCy8O-gn&z)A
zZm*oZ<<!%+`)`mx3Wa9`a%qnsC+l4ir5NmtT-)63eik5K6Wrhd{)XTB8c|2W#|`3p
zpZfD}{S7FqWS)B_g%MNo_O4@C(^l2@0bYd7@}F-?<Ge_64SF>qxldB0Bg%1e{o_^7
zTCs3{3ay@Nfu3{Rk}vgwx+^35pfg<LNB4ra>`3zY=C`0-GSq`|U<$>%wVXLS4lAOx
zK_sC~b#}TuGuz~%l53&T=Q>pvQ)A2QlVtw@I-FLu@0Ipa%6Y|h()eZ)#H@VP3y%t{
zh*z9_DSHVeV!o|3ta-?~nHcSnv7cI*H9MsL0G5aGuBv|pAK?8fI&TQwCU)l?xU5|&
zh{4gR9)$=so0f2=2DZi2-)9a}sH}mYUfakUVZc6>re1WlDA696=}tV!YE)E~<O5&Y
z`&h6e+O+KaV34o`wsYHx<L8D`D=|g`=}?tmz+m;ERFqjNtm5u^?Wc(T*B8o9=U1V>
zl1>@BR}<m!`<{5>x@%Lk<J*r)>5Q9No2fZ&S(fRHgk<B^pA_y-UJX`Q9%%_y09AyA
zqrf?<NVvqi9ISiNlHR>)G#C{i0<}olL}3SyTC;8lBONJ<xjf>m!kD3oL|T=}f(C5x
zqcy;4UMqJm8oma43hi~_{(&$1wc@wg`&^v=02OlAlZsY2>rKVk7Orn*xppQ-!S||$
zCM}Xl{AwuA&DO1x@>eDAxzD*>)S$@CEEf_hV|o1Oo9-H>t%j(2GG6A(UcZ<3jX@pU
zoBEoK6`e4klT9$m6MX1L;aY0-D_za2d$uE!S7Nzi-mxGgVzeU3`r@=jGinQ?#t${M
zVLn^iy>qZ5dK%iW`A8nsq)jP&M^^&^pw*4bw;2_i1lV3r9<>F|s*sLYes!VWbdjt|
zXSE>m^Uf=azVSzs(2B&9#?pu2lUcfvMozR5>Fg5(gUv$kjNyfOnDM2-?%$Ok@R-g{
z32I)_Bs%bCqZ@&ryeWq84*AEWa1r>HNlzxMop0sIJpE`>i9GQ;c=Z_b$*XbS#>8OP
zo=2^Qa5tLJhg8o;=|$qi<rBVH(DZ75n!nx{HN~c;;}~kS7N-9I<INfq&W^A+&rzCi
zV_f_<uHDUBTc`E?DRPZ!Yi^`04l6ibH80xoXyqM?)MJ{aw;<GlY>p_ftjilkG_Gnd
zI1CCr;3-&6EK<0jj%mJVIl-meD6uUFP7N-2^!n0d5=|y?K!@OBf}rt=Z_<|}d(tFP
z5Iv|d`V&jgds6P82JCQpng;dgY1`=B4<DrgVFa=-T;`lE<Odn1h6n3O#RT%AU$;2x
zPZz}UMOE58In6H7NKOd2x2x3DqUjG>%_tB50Iri^9OTj^!5a%aXT3-yLU>_VqjLA4
zNgzE%1o9i9z3JhPYQh&X3}Zi?J#U>yB+@0po0+3`HIBNG9r5+2jZ4;$xmmB~d(v*r
zXD*_Ltvzq!J;egEFJw?U@M@sCjGnb3+#&udLS+3;dr`D{56YMwPev5E&qF|k^3%GC
ziJ*+}v{Z+!FM2>#Ybc2OqM&^;2F_G|Ri&OOnV?2fXtwYC3V#Z&{u{M?k11<-5t?2-
zC>hJi;Tu*z>i(5hPX*hyKvFBS%`E_V{GJIJJ6VQ3>ZHC4xLoaUN4<Jr`cbu8s)_>V
zlgZ&r<Q!nsOQUKK^@|{N#d_I-GI>g2w21XweiRKe$==TCM=&?wDvYsAt;}u*xUXSt
zIu`yB`Bix|Yj^$?{HYG-k#8XLk@!=*(hpz4y+U6N+P;5uzLiQ}2wK1Vv!GWv0Vy=1
zY=d2to(q8e-NW&!a(FO-^2o#MK<;y5Vmg{|n1<_G@8KJ;PS?*p#Z`X|>Is}EG!Eo(
z&PeKM?I9za(*~7)5c!}u_N6dfMljJZ{3#6Xz7e@TF1sJ};{O2p9CTAY5QZKwyULON
zfc<~#q;ytt+-DG)+A`yHU~894I&gDXYj+~|rcZFv4yL<hR_O1QYpWEeYOG1kPbuKl
zdgNytCW!pPw`^PYb%LEmYg$aIyw>zLE}rJ~lYabHcc#dG&b8-OS4roCo-4W2Z&U2!
zk?CFZ)z3!^ZHYa3%^vuy=DY`?7^zb1XRd2y6SI`G!B`$SrWjGbhMKoZ#-<V@cLuAJ
zu2Q?%Lj6>JRbEXd2{JaRtt=)uJ*e0-)}Jcu9E-7qFNdw0Kf7Pbsy~G-PyDkP`d3g;
zlfk6g--S!17tn`B524IQr7e=3y+4&p0mI{tm7{%~r0_Vb$dB&^G4Gn^lvG`j#W*O+
z$h{PbvK-`kW2IVYeB5L6sw?-fD%50EMHK{CRq0Y=r7<yqQjV3XHn8;Ktwse@spCH{
zttN<)Gxg;yWiH?D*Nk7r%Xc6uM>X!Vpp^(X<YKw2?+jbc%)tgvdcv(2J&Y=0<x^C7
zGVt9hc0Vp_v%2th7_w)M)d29siVjmX%j_nOf2++LT&<L<$_ajz)!le<Relups}_D3
z$obIJIudM$MprVljf&@R8;JRHTQ_h<_T}VI4{m9a>0;Ti2TyvnYhmXQ2_$>hT{$?x
z!pChYjuf3cUgks)CVFvORyJ|59M$E}z!^|QPacgVe=?ed2Xh5Y+_es!9?*EHmefXi
z3WZX5un$36maG{@@y%}-ChT-mf|RYX0s`4o=D80Nys#YP*P$v$$r<U#6~uVW6<{n5
zO=(((EjI3S;xN3FoUU;5T^GnEq1dc`w8lR%r$@oBBKJHy+>l19d8W&?25H5xYAc4w
zq}UFM-~)=DNuO_8%|dro&83r$Xib8XV#7Oc>T6ow>4$U0Vn(DrX<Mn{t~Va0<X0>}
z`M+Ayx0^VuND+@?n%1<1*ox6Gi#IJLV#B}EwjyJWMQ2#qx{RO7wqt~VIK^)WwvR@Q
z8A%NoJ+n#?Na<Eq45{L&UQZpkIbc0GtK~L$X(e_`<$;cAa;yAYk9y;^ZF+lPOk}VX
z%}wJA(#NmoSxRazQ<`#6c9H7>MB^;KjXx;dWPWwzAMlpmlb%Q8QV$p1j_eP$N41F_
z+6SviEK%|eRF?E9%D>@WcL#~CCzJwP^R0!x5=Xh8>zbt`#^o6;4xnmS;F_8{^vK+L
z`t+_1^^p{%atO^@hgDYRJ^NDTMlGYgOSqVQ;rY~p;xc$)TvA_?(dy(kOu%J<KJ>0f
zGCI*B9*6ayu*Xnq1`CHL8Ro7DUmZ;#xud(%lQ^m#YYz0`GkaoyE$%zLX?Ob7PdMYD
zr57CJ@;zu3%X{-lyNp$1aK5;uGpX;^knULBp0pRh?Nz+d>-y3c2cZ-JXgxb{{{Zz>
zKQ|o@T6mW}o|Fp3o!oWJA;C2Oa!ouq<E<+I<^zCfHjHN!g|p8+DKbz009t_yw06xK
zPIxEtr3VX3yBW;_8}p7gel(^@RCT4L$26=fAQw`o<e$Q&T|!aoQ0?ze3O^bwE>u}v
zO~+i+pW42-&(^7g9sdAYX+$TbD-+6%CDfGmsRjIJt}7(MxZ;q-#|IQxmjrFC+(iBA
zf7%d^8oBU}F@~kzAm=o!9EU`*sqQL3z}Ge>l}~@prAzr2lblgua<ift&stuFu#;4E
zI3(1Is`~!4SXO4v?`ktytEnbNYC(S)J!uNX?2lSZ)pfdwfcdH7XwOCz0X8xy$2q9P
zih3}oXFbM#v;gi6Hv_l^lbq3#J!t^GT9NlfCy^2U8Ua1&*`NrT&KBywr9%2#4g4$l
zRnv-G@j*r32WimSYg0=as3zT)BmL$7017JahCk#bC;f3h%u!j(a*^@|?mE+1{V9dG
zrWUHXt;KVih>mH*(gBlG)RTKe($?*lcR8+xPYNg*UJXIvEN)IX&wB5|sRM!d*Qtl4
z7Ym-I8xIM>?DM%iFLI5#HaHbDcKVH&026`gE6`RXW6ILCq)+@Kn%z;h$4qd^Y<c?M
z-Nt@(CalM<GV<!(Yp#<>f%>37g;krw*6t6;27Rj3B)Xb=I*Vpv$F4+imLnduZY^Fm
z1Lqm~(<bo3oRt`=GWc>-`>bi+Xm_ZMmDL8}`^<hdI_l`WmLHvR&!pbQGNjc>pwwaq
zIl!rP8r>5r(p?VOb-2p`yESq>K_pxQ_2#_dHoIfVBbwUNq?rf|N%c9YRhb`IZ=uoN
zOTA7y)@(=job>gnUQ)_=s;JqJR&Q5x3A?+N!Dp8Wa0Ok6k&M+9W#5C5?gd-(!*m?_
z)x{SCUyX<7Q-&Dgs7B|p$F)o(_pNMgV#6GBPf2lAck%5|OLAlFMT3;o-VGTTHO|kh
z7{7#yqW&fc>MD8SjQQfaoohrNu%;VP{o3WC@q9`?cEw(c#kR~bynb|hNIs^Kt4;ML
zzlJp=u&U9#KyixA)qFt&x!U73n-;L2-s9_7&T+ZRQgP<cyQzH4F^|He)40K`*{|Z0
z_`h0xz4UReLty&UT@iG2jd>h+1&8BS?XRMhe(>hJ_fplHeigZ<S?d$Vcr1PCDycgT
z6_jLpVT~K6DW(zzM;NY7*I$=_#N*zzlU!3Cax?5}rZS7v?T@pPxu#6Y2p*m5i}6f%
zQzlB11#|;mk8sUP=i6TVgae;ZQBf%?T*|Ce<8EWgB#qUGWg?Y$HR<;r6t=m^RRXh5
zf_6!eax019rF{+uf~dAQHqTsC5*&*3@!?346PU7Vmel+{Vz|PN4{C|flu;Ehvx2)h
zRR?uzTPP{Wtq61_11GgS+AJpmrZ8yEG}%pIT>aY7wuEiL6?VqXIWf|;mrRQs4|={*
zoEZg`tWS*ft?OGjg6AC8T3Y!{kU*<e_YE24{{RZ43N|+)8!@+$R?={!ZsY4ztncG1
z$prSQ`kl^4?#a)$O5QV3iRw|W?4fg@Ns*M1f<Cpt_{#C%Kf68asL_1+<J|AXa(+Iw
z@{mXyBQ#W#aJn6O^PL`KadT>NNHE0ybx_EzazLn9<j|yMxE!0@@m%FC$%82EO?O?n
zrZMKDcH*V7ZaHptHbq@cLSlq&IINO+t1z)DMI_j{nD?EUOp{k_rz039vl~0=)H(kE
z>r+CxyKivhfm-(04bYmvwcH5ew(V5orD&TK*}H2wCmrirIXLTBmaB{c4>hk3LC+PU
zHHkQroK&dm&T&z!V2-@hfjHusW57ekIi|7#4i9Q${_RT>(y*^}u^BsCr6%kqjiQ4;
zd!IsR*g5%ut_t(T(nRC})kOHt<2)1j)N`V4k4Y<m)P8jwkFXz`p0(#g#sCsQ?Y<M9
z#}uvN$zQ2B_oLb%=0|#O3Z5IKAip{5TudG#GO!t~A*gOlk_A^X3!O@8BfdWhu^s9+
zaa>^4SAH9<T#ryj#vc^!g6Cqh#>0Xs;zc7NtCouGn~>o5t0{9KKYR70E@PtJI~r9u
zIOFlGh^3LcnzSW+_oZ-BFOCHT@t=Rvsr{k4e<}q2)LeHiZp|rhII3cQ!ky;=XadlF
z)VsUYQ7Fjfo#qU6#Q~vX%;!0vJyzeIhLk=(`t%5~zosb(s65VlQRa#TVtn8VO~Rov
zWYX^Z=>>^$GsxzUfl==7#%W2<y#gJ@A4cQWo0>ZJ;+PKJ<D-6bqT*rD(<wOzuQaSH
z6AQ^yWP|zCi>XRKy;XN$b>LG;{Jki!a-&6cW>eoD^(t!PJo0NFuQ;QF){6_38_BAn
zJk^ENVqsj!UgL^Y45x-8@ugtpI+eVLkGv{$o+3W*u0%Y8qncl|Oq}kb!OD79g`Hbc
zlLQ~!pZy7FtUrghQcteVuhZ<Tdj9~lv{p0R60!2W!gw^MJawryo}!JWosDcqv;js1
zPL|R?MKv<mG3scrSm-=6aU3rm<6eOk%x;T@uQ9V<vk`%uR@559M!cM2y$Utd6`AN^
z@d})5&hcGOekwrRdsh-XMyNS|&ZUpVF$2qk_}5%(!JV<h(`RZM(v-Gqm5apiHZsfk
z)%f-6c`!E*&b3pEH&tORnX*XlO>L*BAC*!~LKhq`=hmeYA;-;DUC`!^GI?67acvQd
z<W;T8ae@h`t_~A5FJdLJ&Pi_)O5M-Wo~()YKowf*ZL_!K)}S{y@5OOm%=28V%k3}9
zY8c!zil+BDPpwI4azQ;Q-%#eeHFx9bQltCT11R0sp!LN_lYYHxNSeji(@8z*!oF)V
zIhQ;hYRXIxBc45LWX;nq=N;)xLQeHx%>Z?&p_mcZr3Dbnrbi}n0jg7YeizTlTYIyQ
z>qbH2^Qm!6mrgHpl#{}-u{%a8jGhv4_cQs|bPpW?rP>c+Q0T>w@X=?Q&Eb2X4$@6$
z%c0-GP64l4@|CzNQORu%IRJfX9vL$!VApfUWVF7Is<lKUx{r)Cdkbl>NHee>!m3H2
zT1o!^EQdaVvUo?)k@Xq9Q#_5G-SXXP-L#-_pU%AwUkO>bI8DEWXU*WW&&b%Q`n=H(
z1y(xP=T>#V+T8n7jMBCMHK8|zuA|P()l;Nu7XJXiNcvI9HM$|wsJBE*=Xb3wE_p@3
z1fDpmAL&u>@REL%seWN##x?|dQcGPyEp<IM&9_25aaIpbg1q|M#X<lS<b7*K9~Z>k
zSbjCx8nEtqajj0)xz`m_o-3Kx1Zcp4%}kyqfz$7H^{#ta)+3#<xPEmN=NBCrjw+-a
zG-2lrr>9QUP(&w}lZvP><Jx{<&#fX|o#B%vxcRPm@o3wQ+(Uv1KGmrLlDQ4Va#QMa
zDFo;7sVz0hLFXr&Qn^akH}6_l!PrS3TE`dD{h%oaJu5_C0~TZ$<2=<^WVV*zHbFV0
z^?C|XP3Uws7VRt{%K%MR)F(EhEOG}pq?1xhSVqD+S2L;W9(u6cK9o&a4ysW{O=04Q
z;Uo>X$4chBQ>)9U9DfI;bN2JMot@RSZ35m*5s1Y?l%%;#dF3U`bDKHMDubHu<nVe=
zZ<PQaT-Hl?Hsv3_0ra8Kng@oO*ySAYQL}Jsum1pqMo!@1dsbGZpvi7>ibx*SGN&Yr
z<wkK=W(Rt=Y5^S8s5DE7PD+p}>C%n5^H8G9`B|LEyZUCYTE>|ib5|`i<(Y=;R>XQ5
zZ3h^uQ3k9*WosMY_pX8qNYy~={cAZi*&;bc{4rNzigdxwe;TxjG~$6l>62EH5IwO{
zX#q=q^pD26i0!Q8QTKle+Az90DZ=RGwtza*)rdWEE2NW1w{gZZRHo3^B&i>TSF<$s
zOy@Oe87!ENxUVs~zj1RQB=xUX*0gyAjJsIy4S4RLraReDx`SNxlSWk&i43v{PdKQ&
zq$i~%E_kdA1=@g9FrCFUsf6)J3sB6F9FDbcYDJd-aagrHT`AlySbLXgbCXvsuH+nU
zHJ0ChHEI^dC{2OUTVB30O>A3U9FBil=Isw48r-!|NGCqz)`^+6&Ys3#z*dr)$gzv%
z7$@?rbwUL+Ttzq_3{q?y;0~1Fnd&*G82Qd=ltv?5QW*UYBAx*hjC)W7ep7NXDTNto
zQy@{2M-^6GN(hEabn8XNNrxQsM&})CI!_T=AwMwVu4*IVTTfM@;A^X~>%|QrQJTbW
z5?hdQx7(VB`+5f?2F7XK0lW6SxusjQKgK?_f;9w?<y;X?Tal5^>p)!Smf=qssg?J7
z8s`@4jxc{3u?_HC0#D#6*bV+i{{X6#ezlUih#1M{q#A}u{&cJcmPf57c<ogZ?{_%O
zNGBP`Y5<ty80u++dJNJDhADTc{{ZXI0(a*$?tMB_cMSE&r7iS7jQ}aY>^*5W`cqFn
zgXm}-X$6NC;+k`jjCG~p1JaPUVtAlOUGV2W@Q~bp*Q0;vX+<9nf8=4f{{XK>{{Ya^
zipG10`LamL4EC!2U=7KsW|%o6HC2~A1yeSck*RBU7{=<cCEP<K5nS$BPkKDY^`&uh
z8t<s!owZs`LPMN2QOPEph+3L$h1(@-mt)B^&C(OpikV^dsn#6z6})LlnksT-K+`Wq
zH9S|hF(1Bh^{I?N4wY6=deur2g1yR=WfgmycADkFfEec;D?s>>!u256931vFD3G3}
zlyOo@!;UIxSnX|mR8QX~w12nKSpM+o>t1%RgT+`|lD+Fl;^ox1<7cxsuP-;sSxCh`
z*qMO!tP^v)6}zOi>{EpK<S0*`MX_#ATDc5c5FSU;r3flgxQjm3(4%9aM#gNi;m<fD
zr!+0bJDRO<$IUsY{Lb7}T%>3VqNlA&x7!C^p7oH^V0GrJ%W!t}>E53`isrGp+P6i`
zZt1f5$`4xevoS6XYpv0BNaKhr9-g&Oo!NA!d1`eW(||atvFZ>w`@@>FlSJbox%90O
z)nQjO@DHXbS847k_`u?*q=pl<NvvH%P%*mm*0%}<Q}0;UmdGv<h~qp|PU#a;_RzVf
zT(pr5!x^jGVzaGTN^$vBz)mtL!((bc2`I<^09u2Lb5U*}^`@C{YK=)qQ`(whjk|u8
z8J2-3dX{FzYZxD_YJQ@r%b{7!4q;wu_nHX$((e@xDVa(Ud!wJ9!d8-JYT(vf{tU)U
zZC$qPj<mah>IG#gQ90*A525E0_)_jH>@0qjn{%LFgZEhCy>ANLg*4m3cq%hk%91&1
zVdK#8Np#!jiOMml?4**_$C!ul73=b8meO@W_==}DhixVQ0G4a{R$j*27=2yE-5zau
zcMQOMpdY12ZXrD61DfuxJRfTLAxNy*ycx45GDS;+xY~Er#gRkCcDX-|XT=1<ULUVY
z+n2*Pv1B7~J?f|SW}$4`wiA!am9+_2uX48_V3swW_O}u#Aqo5|Wu>}C9%Ltu_^Woh
zgek<4V-(djH>)lbp;6h&$14?_=_Xn-KMLH^mDcTeJu7{0blG@dI(kv&SVbU_3Wf%?
zSa`=&&Hn(i;T=@Yro(x*Qbk!Sjy8(tVDVHi?T<MfIjso1OKB(>BDK@F+*fk>R6VOR
zQMHBCk_Y8ilT@>mef1SXQ@ytG&evW&Dk@sWHJ7?$h~rPX2jy7$kr}NaaD<<j4|>Ve
zToQTjTxXn3rvb%uF}4R4&1v!l#cm{^uO6IJLXl|8ijgGA=~VY*Wb;;HAX6Z@8|@hf
z2B%B;llZER>~qqTG3`{FTN)<T#-w_@>(ri|jap4|UgfdxSZaNL$f*?bioSUisz|r3
zYoF*YGn0;(uN>4Q^RH!){{RuMQM`xGh^=wjkA~f(XN+=dD!kGZ+mbm-UT`YZ`fbDw
zgBw&nOn`EXKMLn*nOLsfX{V(~$oc4Lj0ox}2#EEoHp{!US5#(h0j&#bX%m)GC`f2&
zfNvbt>svK!bHzq1W|hHF#a@ES;vzUWs<1Og&rZo0u7b-?0|&Q!)-|NE!+^loL1%Zl
zl}I@_6{0g{rMzMw0B(J%>KeCUr6ts1i&dxa{FwO|`%oy&BR6*$rj{A$%~_K~yhHMw
z)F)28LQ5t^GWnAuBx4w+5)OZrSTIbZ=ZMrVv}bT5KGY8A=C$2WTOFX+HGO_3gzb|A
zj@3VnP9-?&n&ZUsFY#7#dVu-F<;mVi`qgkJCmW4T=Ms6RdBAq50fX%Wt2gID%Ww|_
z)6Kxg{{UK<_KZ>kM^Cx9GXTtST?x4ggXS5<aldXVc&Q`2k;vw)NNC@EOvfR?Bk5LP
z)%Rm3t#dL+OLA&>8=$MXZ5@O<fNtZO(zlr;`sTSiUEF)t)u!M^4OPfzO$b6bAB|WD
zJx}LZ*38>RcpkNIGY<a%tpH9VIXE;FK7jhvVng4GddhnH&@nbJBaf{&=2KINJN|TU
z27!=<Zn>uiZ}F*ehmr<q3Mm``K*)@~xE|DbgVvm4UsIZl!-K&z5_X>r-*<?v27l$z
zzw|VsnefpH_>$nC`Sfr74JfQCZYF%f8;-Orm^9LAF7&Qd$(Zgrrqe;qI)Mr*c$bcq
z0P9v_=qp-E@-(NpVFpD`igVJUQQy5!A6}K{Be4qVG0kVrF`Cko?$&hu_{C>i;U=%b
zQ}0hswHc?!*1Yw(!c9s&X}P1NSPva@T{enyisk_a71C(Uj@7*nh~E$K9TqvMoPiHM
zl?svWX)YTPdml>gJIouYF*|oPSj&!`DYs61=0Db|@6R=tF&8Ikb5JvuG>mwr6Od_K
zn~2BKo|DL#D#TQ0icIm=fn2znobmK(w;zZnPUrA7j7=vL)Z~V$No>xl4;4tb+;LiV
z{w+qpW*?n!SsnUPW~o(@HI61|^!PkY17j>X6t_BsrP2Yr-n_s{>Ud&58j)`<7o?3;
z>)&%vt+usCsMyJGvjR%c4y5qI739$C7f}7yIIReLQF5Pnx93+H@k-3zo-zqpo|0R)
z2AF*-ii5@HA36N%MjsWx*vaO#_K{}m6HWCxObT3JRzzC$w3zwF9<^;X8+iu~znvNt
z&lj^TXRRiE_^8%sm~h>x+n2EwEKGP}F-}<xL>oViI1o6fW=xpe1Wm@V=GF?`>>Ql>
z)})9YBV6R@kX^Gd1n2zXv8dWPE4Hk4mX`upRP;4xBRzW7Mx7?)UB8WKjP~zIY&h&a
z*;R5#9jXPnj#j`Tvvq0YNShhsrYjpwxwu<^Un4!MIXz5gEo^mcih8I&g+$izlgf|E
zpB$Tz9<;gR>s4ViRc$`q_$WPkRe5w9NqWWyzAH=)Ij3NZ;**Lel^o>06oLNkN7ATI
z;RY%~NZ!J`K68Ug27aGfmk~IgZ#RRk*Cia9p!x=-2i@F$mFq!94n}E@0x<i4)Hos>
zJ03#O>Tq^(k4lDX%gw(yZ_2%HOAB}EgYv3U=vI>d0LwMc(xt(W;Umc!{^1YtR4;uy
zla@b?dX)YXw39y~=Cba56BA^p#bwDO7fweHZK+8S1fG?#2D&@)ezkIc1jxU4HJ>+y
zZ(`0DG_52<jFF=ruC6-uts8Ac7!0*?Ev8<;c}AzlCB!G@Q%yEW-3z2)oYREEJXa$Q
zq{Ht96{&B16Daxr06MiJNVLu6lyS{UBpl$@eX~ZxK43ZbtDahs!-H09%1yt4&sv@!
zl6~w|60AG^6+AAf%P<6c)392_i8RY;Pb$BaRhPrIvIFvp&`IK8K5<ejj?6u|rD9Hc
zPYK(cl~6wl$G-5AAuKbB?>8U+098@cWc}A7qESS&jxN_ih7*#Y_o%O8L~H;nXt!SV
zjec__W+aKMP&P6JY(*4j_(nbJBFC>Em1`sC9P%h4MCJ&vK3~%mvBVJMdecGUBz{#Q
zbJm#_Hf;5|ZBQ;w1#Cg$kPpp{J*$!L#}yzT@kNEmj`9x@Te$&<{Oa_2y_}fIU&g%L
z5tEK->g>H3k4zdlMaX(jnPVu%R-l^B&OmXtxLEG)Q1LThdep;Ix=?<6fklInoZrN&
zSR#oUG6MoLit{?`{AV@A+?$&_LFrs>Ip(vL<&6WHap^~TQffeq(_5uH(;MkP5t_4Y
z_o}I@wj(lAj^mE3mC%>zQ^Jj&0sN|BsID{3Xj-g94hCym8niym9OI9|x9uZggOAdZ
z#@-{0fuE&s+uO&th3Dx^&5XC;a=5E%K{y~&*4HBe53fp&;s=R_e<}$a6-n(<EJLX@
z)LuCwKU%pG1{~uQ46I?rG{)S4$KhHA+!2s7OfWWj8e>HbtO@Hu$Q|m-fQRNHnn)*(
zzVsGRp6OxbpPHvGwG?W3tbY;eA7{AQPAdj`<+zB9_3u#RX5Oc={3X_+)O=fY0u{>G
zyYPE?k&o*|a^C==De(sVw`3hIPCxCeR8~@VVmx5eaZjRxgaVhP6jK35TD1;ON~zwh
z!P>Q>@tV`zwxbF=)REv~n4n{xDd6+~b*}TR4tC=J@!qqhIVXy}AscHxW*FesRiC;=
zSMHUMT6!Lp5jiy^VCJ|H#7jqdU8gklk0+X;*hNyrU{_C}+cPqfaaeJMPfEXUsQsOV
zbWv(9?CPMDWp;Nk*~Ax@9D35+tUC&VFe{jgUu=A-&#gl?t#K$LZ~*#Obg?v&vOQ^H
zXein!eAcTZ>@%9Jai<hr!<v>0gPu-)wQ5Pj!`N3UmChArb8nPv6N+JB)~385NyStq
zoy?omlXhs$N1kbOiY_aQkw`yEGe}K4g~iS(GtDMxGfLpt;%PD|xyh!JO5(Wu^VW^n
zsPjlz4z#(6xc&5R#X@8Pnq{orL`$8EB6m)XN8?i_sdFDmO=cN$O)gJ*pKR8|`)0N`
zqVXNvU&WDEBJq^yaN{+}?lhUD^@;Z>V(KoZeQ)Dv&)*m|sc+)@NeIi3Ys+atAn<C|
zDob-n<EkysXSdhv<`@#MH5Jd<F60cdDIogSkS)ZhM%Q8Z)r8e9knt;iCaL0+(W6hV
zC-EcOY}PoV1QGNGt}ExE72`JEE53jMypTQXR@=vy2uAT*M!Xrcaa5V;x`ZBN4aRaf
z^{fjxrE9!05rc}&kH^tEZFL`=U9$0Ai_5t1O%70Q>50mmo$hteArSy`nsHoqtk}Fm
zVJN_rN8?vg{?<;CDLAb(9f^W*OOIM;kr;5m{S7~Z(t$K44_Z)9`Sqh7)VLo10F^@}
zk5foU_Uld<$GtVa^&(i_dkhM188oD4+m7^@_B04F{OIm@;*R_ZK}eBsJqBtvi5POD
ztv?`BOJMY*A_uX7`k<<^Xtt7{^<uO}F^&nP{JMQ9ScepI^LSd;PK%Fv&zr(nIgO2W
zJRbCZ6s(EmM*{vHy@dRZMk)rk)ou9&zY6p+0qcxZZ4_;ssQjp~So70=sYRXWPvKQA
zHH*Wal#jx_9!nS>_y^@xWzj8U{sH+^wEL51-1DgQ%b3s1PHN;nCz(&o#=5EeEo|e2
zAC+d$;MmSe<W#jH9m?@|u#5uSQr!5D&s=05YN<bi<xjZAs7vA7=(;I2H;|iU)2g5c
zC#`1PYB5Os8mBgue5B?!sxN7Bhm>lD*sji!((yR?v0D(_D*^LyToSa=9GumtbqQnR
zCXQlTJGGn<*Xhkq6rlYpjDu5RMq3rHZG2mT)k%|mPK$m?^{0p9>F-pbEZ`7-T9EHi
z--@EkYTS<1DzGD(&lBJdc@-+$1CF1C09*v-q&OoTu~fvv)}#{j=Rb`xkltz0U5}fe
zYUb~}B=44q2(GzYaCqy|wXOWNkCmj-VmyX#4&K5~$W2q1OuCEjM1Lyw$F+g6m8#Nd
z7SGjJ@~GuPJWZ`;9b<3GpmktyL9b|+!*<dSxV-yTMgIVV?U6Tx6mktD&oGA4TZRD?
z){VZOBn%61Yo|*nZHZ6-#Z<WfzZey2osFYSBBEINq!XOg*tEw?5KT{H0AN8Looiw?
zRK|N#Xe6vuwT5Vj&UmhqOO$U=?StO47IkhGq(dPjs5umjnms1MD_J2Nu4>$xRivPu
ztMsonhgZ3`7!T0&tqA;4bhum|Ph8ZQIJ2m{(e0s(u{iu|leoTndB}}&nc$xFteUf2
z$MZJgdgiKJEK+B2$)KpFThnz2rNYQCO>4;tym>$yK9$5iV7Wq#mCqp8d8OP%_Em1!
z<eFxjvgmVH_A~jTVzpLfc+?hCz^>h=w3C8Vnu2RfX_Vs>?k;n}ykz9up1H1D%w-%g
zuJ__atZ`1SA8rrlUVYlKdy@4%fA)KkpU1bszvvey{*8)?kM?-~0FnOx0RF*pf9Tk#
zsA4>ZicHa(qJ^d76wK1+Jt+XW=B-=jflRlxGPutIx(iJ@7|;@HYD-(46lu9Tnd%ty
z1d4Z-{)V<4V2EHS;;39)CU~yLGo`LljG)y=Oq#VU!1Suj**sS@M{}NT<YFP|QYwIH
znKW+AV`D2MO}Ju!^eisJAX5k`d8Sb)JE_5PY87LiDrG0NRm+KP5wv!}_o;{^_Nwu4
zN2OTYKl;>-31ZGFa^EH@I7ng#Pg;D@ZjUHyNXo^<nD=KAb*kC-sqSNN*)><CY0PCO
zsQtp1JXCq4+&yV?6LL(`b4=bbO)_GaIunsDc&3)9OuqFQm)@n-u`Z%47Zk>n3a(#0
z>AQ_)>M|WhPGzPUDk>@*n<dGy#mT0UXcV}qBu=!Wr4)qF0?|lK8O;DLXw5d3fEP5B
zxTM7Z6k>{607`IX9SIba08eTV6Rq6o_hn)D)u?r=*oeffR77T;A@!{y<<QYNbY|_h
zi*KSlvmeH`Z9H=_<IK%*%NQML;YDv3CA&6_N{gxKR^By<@w*?LYQf@*NqV2wyp2f|
z^_ABcWBJyc=8CK8dsJGzthmIAJ&CIV<`?^{E5zf!xR370aqm}R@de~~`TBZM%!lnG
z)b<_9aCZs_#y+*?7XB}~i>WoKZ{uUe^F_+$iQO7br}|el4~wm&9M$->`$<O+`Oqy5
zQ_VLR<J43U-`mN89COo}luC#0x9dQMbfBK}nFMfhJ!vvC!0FzREOBqbkiIzlDY*o5
zNN_RFG=x8RG=;x9VLY53X%2s_B3S*|^`N(Eh-Z=w0gr6vkcq(*nH3iN^N+@pe?5B8
zNj4Pq0R9xy3~kj%<xLOIUV@w(kSPg}y@U^(rw7`rOQG7xIYmEFT0oKj;+@+#sU+s-
z@TIhw`3L1$llU$+&cHtk?l*Ej#*B}{=}O3!k2asd^GA||@#$4giGOTz6q@xis!u_R
zVS+XssP(1FiRDL|#dUpc^0GBfb(sM9kb~=8+v(Qt)dBj7sV;+SE`C9er50kdIMvkS
zWAmvMdfM{c+-6KxtlkxYv$aU7GWb!~lwuF1EkjcBHM^+WBJ)xUbzm^#^Q;%p@1W%*
z<KChvs$1l3I3D!wK4Yd>NNz~LtqW_Y5ki&~!%3-X2!s@1eMM$Ts^2T*?ilGuFkJP8
zmIgdH%{vSHE-T67@fFe^n3}%_i)CDHCX$j7>4950%}~{umel8udgZOWVlneS;Az+X
zCtIj?sTA&1cQWOd_l$GKYK*5Z#SK15An<CWmm@V-I(dz2R>1VD>KaY~@9S7lT__pP
z>sF(_WjS7W?NcccDISfZX_jfHZ<lGv<%z13OKkyY;~|JVA5mO?{3I7KTeND&Y3yp0
zdb@`&BV_dz3hCU;>0AbraX1w(m$`ErbNbgiZ+_Fh;t4096}t<(aR-rE0q9K^85>+&
zTedoTR_%a$)KKSXJ?kB(f=30<PSv3W{{WOm)>1oTwNkQ1(Mdy@n{#Mu6|t0j?TW&e
zU27m<F3LSKS`V**1|7a!R}ZY+r1uQScs=V?Q=&Q+FWu#YY;BJb&Lqmo$D!t~$KrX_
zIT`vkD~FC#>sAtG=x8}yZd37Ar!DotEu3b#qIs^i;>B)PBo0Mo%b-q1_|%bD&1z#M
zW_lOw@&5oL{r>>{g5>`I(XmlhegN4|Yvb$VDit5uk`Mfg6%~`*gUF-PrF<6PRFY}N
zF`jEluA+@`oYgt6cZ>i9YSKqnED=lW`0Gv)0os>&G~h|;Qf89AgX49LfvL`<`*yDt
zQ_CdNmfVw6oR-Fk$!t09<#Wp#KpDF8RwK2^>6*5-n?`E+WcMn~?q(RxFrgKy@dc_=
z0H>uUiD;(6ny2O;T6^`V)coS4gP_yx!^BDSs#=U9IWh-Y)6*PzII5Tb05jnCts3`E
zxh2SqkT7b@c*k0efCnO+j0Hi0Ev5x2<2a^7a&U20Jih(tGzg?1WE!$2%44QQLa_`~
zfoMUn*&|n6VDnWT!#z0q)yJ4eoQ^4Cx`mE1Ii{N=&V4oUm8!B>%%i1sP_#@sij>0}
zdSb06%l1i}Gs7bAL8uvAb~W9-gfGce#Z{9<iTVsu_E#a{o7m#cX)C9jKmcV;P?trO
zdM<vI4vdVR8lvc9(N|>C<&5&CtF^nYV^HBGx-)d-w?tG^iV@nIk7|+via4a81*D>u
zfD(!+Xb@7;Qh-UIV~0v(b*VyToFb;8*wVQO1oo#0$*II*qzVOSsdp(rfnljuFgl8V
zew4MMf<>sIxC6B>N?I{gP@U;}&^a`?pa4?f;*fQv%>xu*($Z4X0Wsc}>q<xzfq|v~
z2^|ecw=$<kYK*YOK+=y|iAf?{tZB!qT*b(c{xxDh6kWvJvHAm8Tgj%An$6U2Vm+hi
zb?|uBRr}fF*0pW?X&YcS^RGJXN)9P1jB2cpScAnDvUNDkUXNF`lm1#S=UzOLx*iz*
zb!t2L(~%*qRPVWJrO#knsGp;Xlgv}xSCd7p-ADX?m1sfYtAsx@H9Mi*9+C(n{PRiM
z-ng587w3i|wC(&+41*umfY9jAIPXccR%Ck3yqy~#TD2YQGGvF(<3O2b85F$w^`@k#
ze(NviPYk^>3H78)9H$1KxYGgWr(Tq#<mZv>YDs8z{@>D+Imb>aGt;hUBbo%!D1Lb~
z;K1gf8T!+J?fKFXF>X71QMmrK2qyxUaqpT0N*jz&ap_S9=Yv3hO!MzZM5Hb-KqjMW
zc$i?K=8gPgH0|S$>p&IXO}BokDxA6vte?QYm1^##$RpZ;9L)X{w|}~#vhF+@yp#sJ
zplJzF#s&o|AUxJ@3Cx))O;VFWzKfLv*Q*ppJgBBMv_*1Je=011@+oa^kYJ<L86&t{
z<rr78Nv2!BR8mj1Q<uZm@`Lgz#TF{)@>t}N7-SJ$MwIsL5Z*>{T^zm=w_}iksLA0%
zpX!MenhTV#Ahp?)BPO#N%}O6y)1SkagQFZ(88o~2axhLQ4&v#J9i+jZBm>QA>YB%!
z4#-N8*+8y(NN&@rHbpfikr;1`{xpM`>=IsFpzl|$bt%;bbM&av;t2>2xD}wEWN5$z
za(ZT%inm&vl1Gf-_N?`gyAn=$tt*>o*kKqG^{DN1!si2;sFxO#E30rZQ^(28Sd&S0
zZ<KLLG`ZAd6IXO;&WA$YpQU!1Rje}GF7+Ib(zv+oZWWYZ@@u)$VJmK-o16}`jO5PO
z;nj>b-Xpk{H35yIE`7JB_)$~%0U34KiRt!M{{YaIipG1Hv*q%n(g;|dm3%|RNFxAr
ztK_-U%27*WjGCP-uzFRc1Fb0Qj`eCO4I&W;7~-T<1En||_M;~w6=@bv5|2ulfEV7Y
zBaZmRB$EI-{VJBlr=XMftjmrGt5RHXRAzjhMP(*oCRKBSYBfJFr@7{sId6K*%-_?T
zi0T{W=QV3hwr7WMZrv)K^0K)GwSNiN@5qXUvrP@nG#Yx0n#jQxpl(2|1?lfu(IE}R
zUPm4KRT?7HY4VZI1vsuS2sHZ_P2)U*c@?jEkjZLURHFghRVdvWMxQdd$Z8~o;<1`{
zQ^BoUsY9_|D>7KY&MP)@)EyS1Dt{5HvFnl!tZN{~M`~`v=}VcTHBw0FqSv#G)!4PD
z+o=QVTxeJHG`rn<kyfg-X&g+E-^G6fgN7AlWQD*P&3W2hN{6YdQ0ntXjIsRddU%wc
zr)4aBQ}>bFNo^E>;0mgAxL>M@!;4=y!xPWFXxr=25;Af1HRw{WMp`r5!{YFjG?4jp
z2%n(ERFlI5@~vGA7xwaiLyyj_t0QzGx_+xhq3C~RVCyTSaF-q)xQ`?ZiqDr!nm(vS
zdRawo!l9DVHtL}LMRU(BgZNp;TZbt<VC;F5Tgbgs(>4*>y&<%CB;>}wl~$L-md-d_
zS2VK8{g!#vICi@DUC%$-eJSe^Cc4SIFah}()fsdfsQFdgE1p;?vFLDA%5hZpiHNY&
zf;<|u_LIlMM&Fe{Re|MAXYAZ}M<b&s{766rFBFthBwAWZGgL7}Ei@h}b3hL7MKg6S
zc%WmcX}P2=MaDSNW|~@)G@BL2gH8=m4AO(mD~jZxW~PqVw`zta8LcaRanr4B1fJ%Q
zS7jOPN{)u8GILw^fNbn575@3Gu@F&u8P|$i5dn%(LF+)SV*xQpPAN}HV^9KzrSmEi
zNk=g5SrU8Gx7B4Pre2jvjWR&^t58dW%~B$j2^C6KF6OwuWCIR=I(XJ)U%KShD--KY
z$u!*9T<Bx*HNtVY<IoztZ{qm@0gvZgmMH+ispew2=&*RYHXktu+O*;EEwrC_;=G)>
z9Su2dBwmhxIyuG6dn8)5te|2*D$-p<-*!d%=DcD(O5!vAu;c4jq45pWf5v|UPn`wN
zUJkvwdv~Yy^{+06#q*{&6Iz!3HBta$(w{OB-hLEhS1|{Rt(*+tel?>Oy=N{zc%qAl
z)*~nU@l7C;imx5?5`EbhpL&^PRzE9)^q@leQP0yplw@;D$7%pj#DDeaci{2fkaYYh
zFg<fXhi^Si222_@@zR*U`p^V|LHJX*40}~$p49BH&-l;;`Nlb=GAb!!z!hA%3!L#>
z-m|MqxuZfr9q1ZIR~5{1leMyHVb4+Zt|LU$r1L&zKaF+qOe8?S<oBQp8xV{Y2AI~6
zzXd75!TO%m;MpBPpbAoHR_~msAB9t!!?yC1@(S2#0)j~ZRd}zXmO_DnBhrgp4tj41
zLf>^xdtlad-W8Pz^2>fT-IMA^<xS(J1uFsP66hDP@}&JUQ6v}kr-g6Ay(N(ws)JEI
zq%JU1KKP=;Jp21b>Lwm!XOCLD4~P&C-XQ#|tdmN&kROl_!>v-A!<O&-3OMwjG%+7r
zwF7V;g;!4$`A>yBX0&JUnjG!OtjYWy**i%FmfI3~Z^8Y0`%}d?FlUvqcmDv#;~&<F
z&G;pwPp0_Z_DKoabmv}2e=<MtqO+FZc}D}9OytmiPpvSv008k_Cs_R8U{Sjj5s>4K
zf}=8H+LglO`|(XOnyzIO-!zsOqT{)F2_vmRGi~>zjI(l11v*IAjMa26p-M>&S7s)z
zx-T_R!h^+OEzWrm5t?#FcV`sfYE(Q@B_l%0=gM3LAk!}<^N&t_YOr7qNvAZK9V+jo
zj-GuiLa4>K6*xkp=Bez!W+jD7bclo=Ii=81S`f#E<Wt$08X&+uK&vL-%uT|XXiEnz
zI2q41yLOTrL%%r2YZAf-Td+XmHPPG&7RiKzBb;+uL1=ABUM%9|k0j((7WrhstsA4U
z&(^3i7i`u{;+Y}^W*s@LOMNyO2qb6Pvf_=ioL04?G7x*yitbzzzNpckM6~-h=*SEQ
zOjj>;YO3r9=UtqQA+<bXj-#z|lf+EVl1>dd#Tr(GZK5*T+=EOpFzr{Elx!M$>|@BR
z>~iuZW$h!iC}tfqT^u?nxj<CoKDD72h2msCILPC#dbLUJYaA@zsO00ixQy`RR*k;5
zcOO<JroPiw)RiK$N&tAORVqW_V})AOU%MywoACIKPvRA)ZLh^90~{LTfW;^$fn7B5
z)nmS=qenT!(|Ws}ix!~+uM9srm`@vb73WDaso{vL5$ZP)@*LN6Gd1>+>r>)C=ZW8)
ztT-a0C^3rT;@9Vo?+n%ZUlA+F75L3`M;l6P@28z%s@m?x>sch9c|oXT(XF4XYxq_B
zc?7Wr9qH}Gc6&HUUdN{J)G9{qH@VNx;j3l@u2!?<@YI9uFs{4|)3%RF##lO1=yFua
zu(dwTjsk5C>MnK?J*teBvqpYoVP2L{9-^U^(iulFsruJ6^60;Xo^5U$gZ><kG%CZW
zG}`Xx(I9;7Tpw!6o5P1WQ~B2v@HHc`<k!gYF!*&jplLE|W?cq&!NTNK87w72K~r4P
zqd4x5I;IZ2KZ+$?)ZEkBCte6N%rNRJCw`|hO$8Kl=}A%{b4m>*1FbM8PNK9e+onxW
zj1Kj7GmoWjP1x2N4!xIySkC8hHFoMu=BSa8Sl6A|jagld4@UZCIinocIf*7kHK{2x
zK*pL?8KgAyphMMZ_`sx7idH$RMu=`{%R-7%jMEtGWKpyZqLoO+G0!|27}%^wYGERr
zs#sG@ZAp^Q(rHy`tO}lKRjNrJwvm?<;MDF2=71|PG|`;ZqYyOHZhKM-5Uh;77>b!M
zZX?Fo59duVHhNPGP3b^cnh|T4aUZ@-Xu;yknDMxp=QfafP;==`HY=UQzl~e?$*o&|
z7((af$Kq?uM_OIQdJ|1ah0kG!#Fmm{=EYr)Q?`(CApGmamgZFZu0>gkR=SS>IW+l#
z$Fz%x+m&E{8g}qbLF4OQO>N>kn8@5o#cNymvBm>2A6lfx%6c9~J!!-axa(Yfzl#+0
zVb-**{6}vg<ceamH<@>a9<|JCnq#PGk#Yga9@VuDt8XVEhvQGwCywUZY8)R*7~+mP
z-NZl;M<<}`U3Qnez&BQ1mX3m5@^jAux(K5YARG!w4rHK_)0$nxQ+U9o>&NFzgP+!Q
zIYStb?ObweA5OfQJDtaN%=JAhZ&t7@8PsHf>sgUpN9B|oLgVHg$@il6HjEUN&aTqy
z&WvZ1R&$e@!_oH?+%vbeY#uoss3EOKo`=?uw``h>?(L7Mq&d$+K#7BT;+^T!H3s4^
zJ5q-yjy-x%1fb)o=9g$c!`BrOxZ|)i@OYp{Tk!D|c!F{O&)Hai<LN~o4-R}mahzxD
zt^WX_B^8YK5%YUU2Xj#wx#F9!o~D4H9&1~j7ZAwDkST-{-ki>>-l2KdwJVC`n`sLL
z`qTzeM-;=8)S6tu%v<|NPV~pTEx@YS29ydp*mJSQM{e}qJ!t9F&{z)DB-{l!G0$3v
zy)?;1!uBk00OzeEO;I9AFWpl}&`1x=F-$JY5!{tEE8H2ejPX?#EOn`rh5FM)DKgXn
zjxupt*7HXi1t&hWh_2nK*>lMzsWVk88p(Vjy9EG0PPM4IgF2AvPI_j!>q#SuUCn}h
z>u~B;-)A9$hQ(_JZ%TSSOubGolXfc|Gq~23?c&b6LuRSR$?45!EnbH_?B$_62_tX@
zYeL>R3y+t*76Aau9DQq1ZlJc2GmKTnCbZ(ZnixN2+VS9R>s*c6;#b>@X1e*ci)kZd
zC*?gcT;1d`x-^T>)lD1XEoEaCXv>`9k|<kvsW&pVGgc#im=Y@+9BFE3!E(_k8RE7r
zZj6dZ;FFBkIL>zTtqU8CvDS&Rsudo^Jz<!>H)oo}a#YsVr}M}TdR9c-gT-ep&T6}i
z1UJ^NTj|nVV`0fY)tb2mx@`(pM-1vn0=C0KGo7S#U?{@1WeMyu*Td59{qF<Tu3h+2
zSQC1Zz>M)*FMNb>In5WEoT4AP#B<iWaTKW2R*vVhjlp23N0vIXgSxhBb|BStIB{36
zUFLQrd({9wY;><NyE~sZD=BDqdM(M4-9~ai#cY9|O>ue^*@j)D@N2S#{KU<DHU_Gx
zO&_4;7?oOr?uh`V$lF&m{8Vy)RDx^1O33wPv5j%8q!Sfm(w`Q)Z7)^>@ve7Uz`b#r
z#N0v1CcHY>>C>A>#@Ej4(5)zLlRYLo%XtS93Y19`bYN@ElI~>tu75hQ9<6g9@tjkR
zXBWCRr^JwYN+*8mgmH?h_NeEl=Ul9QAenygHF6&j@(JR!c*;{cC7a=Dtxaikh@U55
z{#8;>4@Sc{r^n(5oQ&1@byyvFd=A37W$ff|O=0Rg=yQ|!eUO|VrBRbenGfBr*i9U{
z!!12wjn73tO6Qd*^f>BZ>AjCVdnu58!}(M`TQ5+5D)fo0AYd{FHJfv!Lc@g}Yd1@=
z$x{N>%;RG?BCM-`rnP3#7oDJrr7n{)=WQ!Ab2?LxLne0IYChd6?7D5j^+Q#f84!HR
zMRUnJoYIW1sv#niZAd}%q&+HZO^C|Tic?KJYDC1_Pf<vxH1YJH1*c#dKq+uVXp2G|
zFM2>pCY`r5xWzjRjIk8ZcN%kpO^kfQH9bUJi82LROLD`dHr<f`C#^bb&7%vzuE?mR
zc6G%huEdhnJDRR-RP;R5Pj<wd9Q|rPwKjRKdCD!E^KopMtsAkXm|aB)bUjT@w<>zz
z=Cja^3Ym54DZ*b`xw<y~5l58^dQ;`T!D70~4{=fgt<D7o%}L;jZ`kC|29=og9kCCk
zG}|dXM>LHTvGblOLy$S^PQa2F)|^yk(W=mw)KrT)iaAp&k|uGtkw;2zmcytuue}(3
z(N*NwPXdla4w^+pjN+ZM0MzS>cGWb}uvo4O4(6pxi4bt)el#+SaZr)zK%R!3zO6KP
z`Tqbq*0$GNj4{tVS13WJBQQN_sRhqRvet3{&*59JT{Nk|BZ~6tE60vy=QZe>Ea+iU
z<WsSoMrj+CUZRz6la1UA^{N;5u*Z<6Cb1>I#&Fo8#Km0dZtmfh*@o;KRvosMvdmq`
z!8yfZPph)28LF$|IU;=I{sxnYylj<^M}ifJKmcRfr|r~N0dL~+KJ#<*txJCvM!;l(
zea!}K9bX@Zy(S0$0Isp3@ddn?1;1LlnvJ}<!;XJS1X&{o>p&iz4KZeox-h8$^dmF~
zJ%7$Aea3k2ib48)X~6USC<Cteb^ib(4Z!rZZ~YA@r+hm90FeF1{d%|lgp^h@+(*o>
zbUDR9(z|q}*gYwBoN_Tm*{Kc>b4Dsc6jB!h&`=?`IOdS!xu&#()|g*C1p+192Wn}P
znnj97=qke5H&!(4*-184FO%Mr<~4NNq8@5DDh~pS3zhXNh{@|uNPs-jlb)2S2|Umi
zMf+z6xC4rg>QKj}KHZ~H&svV|X#W6&b6Q_Rf3vAtlx-bq7M7S;o|P9dxp&W16%?0b
zo+>1TpRHSt$w13>qgFL`Q{N->%}pE<zBdz!yonO_6yoQgTBQ<{2SaTd46(@+JE8-$
zb5BTF&nFqFL=eZzFebFIrzuTkn>bKvc%qVN7tMX5i7w%ffsQJS+L6!6O6hJK$~&{H
zOIt>W43UnRHJfuXA$ZV&2YSH%(7Kc54A}G)ZqCl;Vh#w;b5+mHq)mOVK9NH}8?tKb
z3zDN9eX7UyXiOOh-AMAq1`b9?O0`X;scMUkth!)NE2b)ISZ$0Yn2eKH=JHvASkaDZ
z&7PNcI^@Z*bJH{^H?lN@B{%M%yR}(nA~w!?3d^~)XbH`4N2bYY`=pb1zH2*GkQp#3
zI(FQOl(~K-sg{U@jE?ouSiDIP1Jly6B8VSjT2`=zJ90&7LGnABV5)l=^CVc3aI@eZ
zI^w6E<h%rR<MpP0W`~y<B%bv>#+4)x?hH@iQBk=z$gL?(P4_Sy09)3xXTXz++Iv@J
zCvIylYjfscj%yB9a!L}m!>p(B<`w7~Y`$%xG3rHenpT`;okMe<O73BWV2CR80=>MZ
z6N++sA63J&s>U*uwjV3(jI~yuQi2<QlqqezvFv@S39prlBN4&rp0%5J=wdu}sLZjB
zQst(_oaRkFN;361?Na4#E?w7wS-pBy`<MY@-8rn|^1ds@ZM|9YH6+`+9nN}E5mxM#
zC6{aTuBO{Swz!NExZ|yK;pj@Uv`)Mx2Bs<6nZ;u@BE;;u3P>K++Q;E*Uo`GGT=mCF
zp6f`ovxnq#JZA-I)S)U)(k`}NR)e)&4g{7{)YF#YMd-$@Y7wZMlo(p0isy2%!rM<m
z+<Khxo*4cHuEF9NqdcF^u}G%$rm9G#UZi$sV+V=1U^Xi1>d{C!#w&=oP0w1sSxE8?
zYN|GL!xd4jPMhs<zZ->0o?L^sYU51O#!t*>{?(czoS)8zG`AntlHDDf+s5F0wOUO+
zHYeo-``0~f;wb}RkLGJuEp;RxHy=ueD6sa_<PzwyHcsElv*yr<`?;-z)u4Vi0r=FS
z>M1ja29|`l!bc}IkuqlkH9|{CQ1Yg`wnTN~2RzkDZK8g{rNqWm7ekBk*d9eV0y|e$
zbm*9Jt5xLE6Oum+RPvd+EgbNt_RVQYrLgFKO06Z7s1622TtuMJS3FR>p0wtIMb1>z
zU=h}s5-?CIv$hRPN4-~&R7jZ)6Ob?sA#&YKMg=?!)LoHwA<Z|vSXfD?eU*<vMTcfp
zrOBy{vyRlm868C{3e5;4VbIgX!;bY428>a07MASyAC+2)?MG9J%mbQ`3Z*7eW$CU9
zXDyn5IQOV&M|yn2xhOe28kj~%=~a`hUWJE3N8?ozqp1muueCtzLEzS-qO$OKsuNq1
za-)iE4oHYU6yWs{1r7}$ZYpj~$(i#_&S{&eyQsLXOG-M_TdC`s5YaGgq!C)sYf?uZ
z-P~3`)|3J3S|QrztlF%SoaU>w>#*gCs(HuOgVLSC!`^0N)}uKlj8lNAU^I`)g$Fzn
zQYvS)Shux#ju3t{gvLcQ$a1d3@vS>aZ(kTE9`$D5N{$2)PQZO=xxGln$Up#h?^C%O
zm*dr5&|%x=^vyYZP|D=9V!3OJy~OjA>r|d%$CFp0+_e?d^eB8?9~p645O|*2PrSey
z@^a+#p=FVJIUkKnWVE^;P5dv^VZHGc!o>MMWMlsTkEIpDe$RJPP2;=h<dCwBGDCy^
z09|6DvX<l?Ow)Q`3W&?!twbYtH7eU4^cF^BW73)x+O3F@deOaCfGDt7i7ol&tRzvd
zQA|?Ia0N`Z?0I8Uib!yoQ-S(ZT6bZ9DOn><r!@=CtJ13F+(ry}CYZr$Hk^}D<(i;|
z$xDDKo^Ci4s|!DBnQcHnF{4o=*#h~paG=tdBp-Mh*S2V(Q;bwscL@9_=Bt-OUuL;)
zb2rMsrz(Z1HWu}uAP193&co31Fe=K%&DV;oCROQ8Yt!1Q=(N%=1XLe03S->HnZ_$M
zt{zHscC*fSQfTJvgPrV=WwjCq%T-?HX-^rgYhMq${L;43TF~jXmZKyBed|R|Qry-w
zYD;|%UONk!@Iss)TGF@B8-p_dD`H#dAp{^FK~=o#o0i)YX9vA#sYMzp5L@aI*jifh
zKqOP&QI0Guf2BztjWnM$@?cc|0A;eZ2X+|yn$<?z9T9_DXk?jg?%N2Y1Kib!bf5@n
z-zU<abE`uLAuv9bk#Vj_*$4;LmpmfxElQ1AFnrZDIyGxsRNw)Mtv85bgN0&!g>sTz
z&pFF6G)HMP&G$*CEM%IsG+gs)l3bKyV_xH5mUb#Q2AvhWw~O+lGkVmTR*Hs2dCwk|
z*TME%Sb$xs1#LqODxUR6W4i;E)WqI+iCG-wu7PrXXW&)EwEGj~$RPfedh1)Zh!sZM
z-qn_3yVYdQ3a6>9r%setEH!6!TrLut_H<V?hFt1_9elPK&uUwZV(LqB0+I;piqp2x
zZK3(3%Qw9~>8$OeAnh3KSu7N-%_n1<`x>lc&sIt(p=T@kM|zHW<W@cN2b-YC<BGX)
zs>QUVKxFVSS@Od#GBDz~ryDybbIPj)8FIzm$5Wxh5=ETl{cBy^Dx8|-bf2}${;Yhy
z^{mib1_nY(`x^G}^_*zw6YB6-hYT{b9)&lwl*-aC%oz5lZqbr2nJVjQDFnbc<EIs0
zQ`K!=0IP!7ub->$NwefJJhPmnx}4q1V4BZlW^CfR2rQQHZX^uUbJ@dg#1ouWUd^1o
z!M#cvWF_tfYq+&<CfpqMu1YDRjk2ItqTjKLZtgK&jtX(5cK1EJrnNjOla}SF^*Kz;
zvAG?MSGt~AV<gH+Bdt<1E4v)ioRc41R~34)sV3Rx<1rJhQOZomyGP#K)js$&qcPfB
zBD1CY+*du%IkD>ycEGEV=+nx%Ma@>U$&?E3v`B$KU2-d0QRa3!aMV><S)6=2P1G^~
z(Vn%f{grZK1jcdSis~<~Ep73I&IdJAYH#Eao3V_2+R|x5W1^-Woh>eM7q(tcAatx*
z{VSu@?%AB~2j4Z$$%bx~&fU*Cp;=B1T2glKYCkKusX{PLl#!VeO5pI-BzLn$cxs7}
zk7{NPaf)|iO`}ddUSW)}tC4F*BXwdV5-`Y8MI$L*2qK>|DO8d=h_zVcI6Z4ZGv=UW
z?_5l5Rlx+;S*6XGfa}FH?rjQ=S{9i<T8*Jo)p1r?c+V9MPdw8suJ+NMFe<E?d~eVS
z(m3ua86`;gClnH8$)${Zyj58=m-MaFo+m$eel=(;SkDHfvKmJnCY>t(01ZSf*$+cq
zx04(7ragpiIZ=w6k;-xamFrTh>b20zqek3;S<~pJ_;XK~3afC041rO|V<WXJnq=wF
zXB7imOubamaBPjyGf^1EY0Vsq)Ea0kJ!(j}qCRR*E}E=IT98SBO$ct<LZA+nF5r68
zUlhQLnpKd4LH4E^E(zGOw<o4}t4knc&lQ@hR#vVJ^({6sbluMtSOe*ryR^u`SE;U+
z$3(V{-_4ke;+u`hk;e0ycG}g|VTC6B&={=nzO-@;E1`;&AYLil3NkxYC1TRBw0q*4
zngub7N(BltQmPDdNCv8U)QJ&efHUkVcMO0k)H6j0%W~9&Shdp(n0Mhj)`7aWvrVvo
zTh_8?)S5-Wz#g8JMoHO;=BC#ntC|;jn>!q~eY07T+%x?u7iwW*X^krbKQ$R8jai1$
zS;)eiRhF_?7c6<LBSvyp=xZ7in!U6r2+afmQ_CP63a)a;ipomb8A(~5xBEMv__#Ot
z{{Wy=pZYc`Do@$s22UMdNI?p8$p(MztW;JqR%UGSt>AD4G_w=X)S+Wc=M=}C6k?fU
zHZkgWr))*)Y6iF`rAB0CGzH6^axY3_UN$f)y2kEmbhZBRrWa%nERr6l=}01WJ?iSk
z8g>-$z#o)Tu=z^MY2B(%EfS>(Bl}c~Y%+I|PQ@sdgomIM?Xo>i%?x84RcS8(KP^3n
zqTGL#kG#~3(WO;;hHe3<j`lvaE?tRpT?yXcas@)tv8N@wziukjc4`J#(34`bWi>~B
z6cbmi^tY1*js;naMGqhh)W2(H`B7@r7gI<<Ey*F%Ad3ZnHEZn<Td&Fh$DpdoYjto&
z<Fr-iG}s~=rftMl(Or(HFXco(Y@TC?V<+CGi%hz?!%XExS~u2~tMUaEn|0zqIFGN^
zw7gfu%W{NulQpB$Z0&$D5KnxXj^kFfwNtlfKGn)xYWFjeHxLa~Sne)g<qX-Vb=J{F
zZxptIH!nO$&ygSVta-2JoZzv?rC+r0?bXH$4Wr(*;_&1a>zPO-RJhfi<Z@T3xymKH
z(>L8>O<%UrWPV$L^sUJn($rx>@mcd~naGS$?BgBAsKPJacP5WawzmMe8TT}@T-(Ah
znEWd{b<M%#<25Q-C^?a;)UEKFMt1lSA=G5fBL;!?xsT55t3jFw2g)*iYOLCs#s+^1
zr&sxzqr^4w$(nF15MiV_KJ|D05(sUV0|y?J$Vqi8p12hb8IN;I>uwrB7aZPnw4$tZ
zcb+PqKvp5NRutFQ7cZA~KaCMuNh#n~jlP<wLrIJZ&Cac7t2w7z7mSy`B0VzBdF~aJ
zPX|2LV{4-ggU@Zp(z2nxhRk4N@S<N5$&5rRzJjAgd(Q0k@G-$*V|uRa>Y|PtSi-1P
z0<-lUW(XrI8wP&Zu5~UiwHE-$RZVmjIyI~+9mkmdrn{CRbyp=dWO~rW)x}4X4<1<e
zW&&DX>Qa~5!l(ZLgl>H9X8h}=mhRTkK4(<}u&#en@l+}bLCN*5Y0$&cSDV!1t%1N{
zqs?AdWs7(Pq(w^%uWa?KES+^&lkfYmK?M;I1etV5x7275M4C-<z!*rwMo6b9A>ApA
zmL3~YqftP*V{}M|G}5Twcc1t8?a%%79LIA!_jTP@oG0j&<?r{H9^KC-NNcbgC1Sau
zCIn-s@hGWWJ^=aqr;sKzYgMzWZOKuHJnF<O6)LKhB7z?ec!f0j0TWS`6Yqg9&Sf&u
zQ}CgHLV*BsW}oI}FJ|UArF%*{e=fdk4?viQI&LT5TD(q9HztY%#7h>*arX!sPc|33
z<7$2AWw)Z3rX@pSJtFsw&vE{Ca(y2zKI+BW#QT(&>xpf)G$+2JOHj30Xvr4R(`POU
zi`fEeDj*z(Led8SZl49lTY$_`UhiQ2uH42v>{Tj008&e@J|+mcn2uI3B@4EMBq_l_
zUQcpmBWDTA_e<H1^RUMfrbd+@5O9$&b+%q@|Da~)1Pz8K6+u?gA9y}t`rsWE<vH1S
zo};GXKr^#Zij^f?YvPG@(=$wrIJ8MSlD_{H3uo5Xu<Szi-|5Wy+BH5A9|NK>Hl?tJ
z7Xu}8ovx%B9_k?MFv6{y^SP?mlv1zY%_ro}JC{X&K&t&y(N|A?045yI2-JRcd!LN~
zJ!bSt*wg!C>tyHc^n)pTQ4}W0lZB0GO-!rjmCEYS3At<@4{B+7h|4|`i+hh#+5kr(
zp8UF~#ui_;7-QogdnLwk(pzE<v1RrDE*tubJAPCd0J}u5>_`+Jxtck}iMHlroH{Z1
z7VdADowWG<oJm@7xoI3`@ft@y&J%tsmfzc?;>mt)^CnR@i*n^<?lV>~xvzpEJB&ea
zhC!*9UJP4Svs~cfncVMD>Wtyfml>$xy480@rzo*q_q?#LSc^nxNFNVg1M@uTPZb}T
zN?xk6o1(twoOOkEDTuyz@+0YC2xJ$*=Q17n@?W9qfHWjz{H*M(d`?7Rzb>U$OhoAq
zDy;?PlEaH?V)`zT-gf)a4gfW0*UKTbwCB=BrlalR{!ZyhxRxawQzzB*>w|ujW1gc1
zwt_X;ASUM$2MM9|s?g24L3`(9J$(n7NTe@aecBXKrg)B&Z&0RqPx(Em@Pq8&+evx^
zb#E{w^z(B`&24JG5|-jAB0gvRCubjJZA8yYGe)5GH7Q%oOaaqf)Y<iVZl6$!CP&5^
zE0BdE?uG*|y?V`;_s3%z-?_ZA4NfBSMO`7kso}mtG8l3JBgUSyCE-Ppu#1bJSlXw`
zh;UuPgo_YQFFTvW9i0r{+?MHVW-;w%fRSe^?BbN7sNP5VRJzaTtnamc!o#d!f|MYE
zvWY(ez$pQ|M0m2r<!M)qQYGh5N}#bWgi+cvm|#~x*3aj{R<}#5tX(MnXE+1sTUOQB
zRxs0i^-Iv6D$fr_JXqs;@|TF;GhwCw5i}%Ez)Zs7bKBjVWsdpc8NL@1YY!r^P9^oC
z<g2y@+<Bt8-wVoXm`WWRWVTDrCIUU*+$^2&b=~{$+d9d_((SvKL5S}j`1z9n+&eEC
zOM`oQlvjzw#gAz$av+}O;$A=&+oV<7scnYzc%JV@bO3$rz7OYjLBi{+CuOW!(_uf>
zl*IBUE7bIbMRFQMKKei3;6|&Kf!Ic;M!cNxzj*}TI~y>^+rh8%W<Kx(>g%jbBxK^Z
zL7eDog&xzM>CPLfntk<4!!jWbn}vKH+m{aWG*C-vT|OFZzEu{))S~J`LFICm3!62B
zMRwBpQXZrHYX4FY;+H0#3H}WmaU0f1>W3N=O!4MU@M<73Qn&dK<ZTGh8qS9xbyio6
z{G7LQ;>$r!^Vi->VSEI-Ia}49hIzew@UjmFh`)K^zCJ%lloUqr;8T})<W{=o1yH_a
z8jDH?H6IWm$}yWGMG@Mjb&5k>qF*AKT%B~4t;)(sn^~}_l2~sqt;OEHl}x1S-?g7|
z=>}%PMkht3@|7Cw(<|Re@6`}!90;%k-VN2h;xkg5u4+*&K^-NBNwpg_e`{!@1C{1{
zo&I!#Ic}v7dy_nB_x{d4$EGouDGz}eMUQG&D5hs~b*HeH%*vxwojtVB95oe^1r=R{
zi6wd&H=ASJm7g3G1}dpcHU3A?^^w14P=9V{!7#6zDED?Mh1jM8Sotg`M$v;`&5@0c
z4rSPyQLeB#NHr(!y=qk45Fz@TN^bza5_W6ISdw&Ac7%z6)y%cIS|@&D!nwGed6gG6
za%9K{;=(uLyay`v?I*JL3;bU^-^5jr>&4a3qf#uAJ5Y&UM_@7jpkjmPv!Bc-np%)%
ziKzghzNjiwpWbfLo}0`w%?fH_&&i5)gu;^*n<%FYilKhfcRV>;n>N=tZN`2#LJXZm
zm%nRzK~kq{+lFE~GAy+%E6#DWs9nvldXhzrXbdpBP=YPC;iOh@$_~;ri0WijF|zoz
zy?Xdy)<w3y{HwQl-Y6{~vh%BlR5H$dKckwDL>U<3j#@JBf32N^j9|R~e3@_LZH%^)
zXddAg?;Qj6FU&CS_XhPp1=SXIXK5eEZ-&fZLAfR9w=%E<KXmNZCltx2*E2$+W%4(S
z36Jgg(+cXRGYz}(4$N`bq^x-P!eY%?k8aC1r@nbQ;^vcsH=M}XNe*GnK7$@l&)?!B
zm!oKmRTT^I%`8A(Kf{8^@l6THojqdJMy8^t1e0Uqzx_42NcENR8F!t*rYq+TOFG}T
zm}d+41zr0Q45vUXn}`6nrd_kgP@a<v70(3i@o`adRARe9LYMZ}%mAGGy!Le3tg;<l
z%o4Rsg~ou|T_(m^Xp}L>AZ35(t|;ckCb4H&FQS%Lg3O_?@N)h7!E{qDv74I{(50DG
zgue1*PCV`=OtCjx_@K5<6wE|A(voy6zg?9Ls#(+gvoGuDFF)fvkY@TIGUHxeu$meL
zy!L&3kL>eStVX<<X1fzaM&-Q6=2g?KoDuf(&^ze7GmJT&Ria}tGf28(^Sh}vt1rhw
z9eGd3638Ta?X0<PGA$-m1Pe;|cY!x+0I(IsAKnel-$GPQrnAD>dEsabgoCXSSO+gt
zmyP@9b;N;WyDIMSPPuj#8O)!=7Xa<!gD=VoJnHC3btweOYfifBc-ijtVNIsxWd$+O
zmaR2&mlq{oit08=6hq_4bm1*<96W`)k3CaW3`B>GF4}OfobU^|CijH>j{qTxgxp7g
zJfvPq?HH66Jx!o9W+}J?iiuarNK7_OEcEazk^r5CAWVe)Rbm1I9LL61Gn^Ks*`<Ah
zUiSE@vX}goT%TMP7o}0|`zSx@N?k;<hLSZA2ub#2;0p)EL*OeHK$;!ME7q4R_`bfJ
z07X5Y1g!%zcfOc=+_Xc)>$^c!9~V-pxeW{?Ws;k&V`rgqL1f#3E0mIL@>x~o9ly*&
zCC@|Mp~Aw4_i6rqVHF*D3hD#aNk$D_c_51Rrg%<}zB<AN_i~YeW`pgzQzQbtle`3D
z0Y(tdV7~FbZApPwzy!j)N0>eRou4)V678k8&xM=`Zc5gx+7Ep88bnQ}ES`3t?1rwY
zzN6JrwnAo3MZPq{pE<PqYZ6Sm#r1KA1L{h4KT91+7Lxr^bs*BOPcR#;Z>`PEEdsF_
z!cr|F3wFCExqRQ|{2oKp6<;IB0LI=+9p3C%Tgxo6jw2^rN!TaAW`N&&a_i<_DfI*Q
zY;6=qJa6-g!E5=0rQg~}Dd>z}1bNTq%qp_C*%X7{TZl>xys;VoNA_m>`t15?|5SeB
z9h@1Uy{dhDdU*9W3=f~iPmx=28T-S|Y>&p+`8a~s)i*#3QDSb6DQcEJ|GdG<Z2ObN
zlUo_hhId8z(2ygO^K!`=d^xcBQ0+@Iqqr325n2Dzed8jmUg$FaV7)tq$YY5rIT+?$
zN!@Bq2PV)-AkaO7V4A~cbBz}1q3r3V>>Q3^PuX=M6G}$i#<!7S-LFYYZ^L^!yLpu^
zDlDf8qg<0VuSQIyd@?Hkus0b0@~X0L-?47PPgZm;%ZIBvs+P?!l2<PUfox&dpM+nV
zNTajkA?xqs`yOIhCaGu}O5V7bPQ!lrGz=P%uyj>dU36`tywD$4w3arfGri_ZILKz|
zyzLa?9HJ@=G?KKv1<N>3;FUBfEHudF#_<lq5@`%g#3ar$E=DUgpw{Nq8&jrp2A#<~
z<CvL-iS^j5H){qUlqy{pVV_p9tFUV}N%3}tn&{kw8r5$g`AkD)FzpFy(n(NlE@VWE
znE{?)=S<P=1ZEU4(|N{`2%Rv`$jML6Vv>!&qtF0g;A?ZAAG^(S<k)8^VqKg|445E7
zKcnqZ*~Q#d(rlVxxHU9Zc0)41tZWda;KcAhf*z7AlXwpUi#IY{OaHu?+=fIM4O0*-
z&kt!{*LVad(;i(^#-@C*i5U|<W6=a+9M%@IQy%G8nq7WlZfG!{dh({7szkpO{X7C=
zx}1~7;NA1XiUWvoS!<>vPFrtzB<y@Jjtc)%$-i#~S2PLPA19sHEqlB?TE6C}f4w|+
ze6Vk3bW;s7YHEuRd97sdY~l7~=Yf!U<G7y4@5UXY!Jl2|n9ZDjB=dBKg1=L-nk@C3
zQ>95;qXIsr7$KTqTDAa)>P$7oD|gdD(ZudyltK8*1Y@g9x<Xd`N(7F2NtKr5<x@lM
zwiJWeQ{dZen}Go|m!6mOmZ=bXtiE}j7ZBDz>@TqysxHr0Sq;}82vs9eEn%lY=!}w@
zoEoSj4*vjaGenh#BeI2tMcslw01@ep5++{hn}f+F8yS_)3xX{zlZ`lA{3+>6F>SR>
zITL}-5|fj>d1l)-;j4HQ?fdy`8K9NWJ&!(CsBu#a)!7+*9|yeC@qz?<;KPW{lrq7A
z-=S&h+g3M9mQa)g`aEZH4qR_@Qlu87nMl@giJ}z$&WVg|*Jcv_L#VqsA6vn9q;jmq
z;UIq>>IQG_bT^jI4s?^ELTWL08hqP!`Ia~AG5ytr6QUWas-JRP>&9P6o3sPeEJt>t
z0=j3LXH8B@Yl~Z&THfCS@hhi}z!C=<>G4J0#pQIq(T`8ZwG|jl`{7_Bmy-6}G+1(y
z+>GGD6#HRf%uwE~Y4i{SY`_@^$pwDF&3~KT7@fmEpo(!?sT4!MpyqZ?^P%4G{0RS~
z^UvDq!1Lc(!J`4w+Mk@v!sujroZvcL)7HJjqDarZQ~DLS87J~vMBC@+{D+x$P9H?K
z7ViaYq?#I-|8RZj8y8b1Tqd}5&n=KNL!j6q)j%|Z*-6Z-H~o4&ACOb$p-jJnOqxRn
zfk1J~Lm7}qvaWayo*g#YwuA0=I@{DLbdjhJJe>~Ql_J;8tG{H4nmyZ4T@W>LAZ?p|
z-8!(D-&+PZ`j0MzQfX#{ZN#~2)!7BCf1O+CVOzpez13yeTngRwJ2PkTM1(OwKATJ@
zM!TADe?-@g^F&<NzPBsOQlMZev%tcMn}mXpy-NLMGTte7Pu8!BScbWE#<i%NNKV&t
z-^f^((G3LTxHCB7kvPyRD*O57$Ag`jER=cwgydRM(4Gsk)qB7nzT3!SYo4JEfDl5`
zz3$J*6o557+4x8@$?YLP+x>BjuNVWH%>;-iW#by;0!LMKJdrh4WyvD139C0~ViN9X
zqtc>m_YuGLrehLT5RkZjFWB*{M<2;Y7Zdl>TeDQePTDHwSkQ}(M>m=m(kBn`jq>6}
ze}3<K4>HR5PU0`hwI?UzfI*Mr>nnKey#&LAv=yu|mEAjTT}4C<O9g*|$$H)Y2=GT1
zRReO!SEf?**X~~@WRJA17f`-<?ojBs5FaovGI;Kj%gx?PZ408C{)8(9@32C_Y(B#w
zb>pXddUSy7qeL6nCc{!#XyB|$nK@&Q0~7A7{$4{qBZZ-d0)N_qJQz$cR^ml%`GOe)
zv8H6&PH}PO$WGNT99>cPucG^jxp~CPqe^q{8u#4qpZAw+6$8gD+nOv2EoAhU<bVpm
z{Efz6b&GE}W<@EckQ-f;Nb~2l5ygdVOIMO!b>en#*Fx6<8~cK&#YdJLtDuS8vIPuT
zWq%Wo^j^&QNz<-Dd~w1bNnx6d^241b9ZM-dVqiddS#n>AXJWZ|Lil%vk@jz`$!;F1
zPG+q1YU3;%Ouq!wU(FPv9(UV99`~$V?i<<rXQmk9h_dBpGdCAor71102^QP@-+%l?
z|9=an@13vD?*4VA{I_0;c4!vde({I%IcN8uz!}b4`BR52as|}@=7VPLno_nJnX#_`
zs?=XDPC1_-FC`i9xT5yI84NGeR%d=5jry|P;wDHu`&XxbKjiBjD_iEUf&byFnHPDt
zf+vjr6l$Z8gV-09qCyQ_S?Y0-gPtLnRg2Is*~YKe9GhzdH3oVdKxHi+6sl$}&J-Z$
zr-(Yu@gxOtBNkIm89@*%OgqD-2hsWE3wghq!edbJ75iky_5+{e=XCl`T8kRKTM<M~
z)(i7~o$Qs`6{u6XoiYG|$_&Y?>S`JWZVd65!<R2pE?1V_TGbQ;*oM44+{6fvA&2#$
z2jnBSGkAI#-^8Q#f~Za0R@z~-=J|RqahAW2$Bo_$wkT$F+B1C2Mh~`s(jk&LhBay#
z_}rg?rBf|bAz2o<r{1n{C7EGER?pDUI$M^x1}3r{l26I0dulp}hV(wg5EWC6FJDJ_
zJeiTdE&l!VH&YPei`uAL0TNd??pl?7bjWg%nzmJwD8GF!mX$lknF?_^zl+Tv<dDBJ
zwz6AuWYhhf<fJ=Nwzq#4l5EVNVCzCIWm=bAeNyy|!LvR{pdd`Ax>~0imIxhfJAEz)
zp`5Hs_ZHHuzE7lZYSx$Wl2q1;-|ZSOkGC%_E>=(x_E?Re%q<k>(yN06z>8hObN-9J
zfu#+X42W}B%*<rQ&Z~H6b}L6-!+2Fy6g)Hh3RCVCD+gG9{z}#0`>BNJy=1CuW1xT4
z(h@bkrb~h0|KMB}^+R_N;{6%gjzL-7i`hQ*zTq0|byKLM+VZC`jV^v|@60<;g~+UU
z^V;2b7%_bXiAphx=900Ozr!g#lP5>c)Q*?6SZW;_?3=58j>HJPs-NTZ9?{_i2h`|x
z%v2p+O5d4tZ*RtzD=AJ-nEF{!ses-0p|cF(xk#6|7t8{r$L1OO5c!RTmUMo@nU=gb
zw>cfjT3`FLnz{K>;$CTVAO@t&&PKbZ*W(cQVZO7k-397ruBQTH3HYrN_v<|`80fSI
zmQ<GjjV!)L^`bkA-f)wJnacz+%UhySUTXDyKfQNW6Ren)%d2i$$G29YZ(J!*69x{Q
z7w4c*_*K$#F6#aSkgf2iE@vB6!?~G*+|E_K1T&;>)KghIHKw=V9(uBX@GKuC5G)dm
zG`P~Z#qkcRk&0K;sJJM~`E%|*cI_z^wDHPh#oJj|=B(U6#<dOG`Np+ZF;Dio$=gkr
ziJEpE+!~pF&ANtdEEG^_i|)uzwm{ikGm-^|%Ae7JA7YJJocnU7`@If4F2vhJgoz)q
zq&eXPSGItS(wp`<@0<D*g82E4=4)v~jA}>yC8Aw~qBmO(iU6j?KAWj;=5_cr*GrPQ
z=c(xTK?@+LwvXo|rq7<nuEHb_GJJhFKjOGJ|K+~~L1ruA`PmtwZuE@FJ{PU8$?(=y
zgZ9y4Od0Te%I#6l>m<3H{Fy3M1nRyNE7b08xB}2tC;3JT*I1K4)qI*C5Pq}~Y^4r-
zwT|}%Tkwg(pIQW|@zOdw0OLJBa$>F$_={v*L2CXL&ZGKv$==+eP5-<rOO&`E8DJ+W
znwnK()sjjyp$0+V1eH3(uw{MU*>YzNlAc~@H=OkczQvZHmRvK2G0KM+>erA5P9H$0
z3<}jE7RYJI4q=BED-PC}K8%BQxi;V3cJ4d!#>XA~7v%xbgLf1+CC(`zv)U;6JB<+y
zA#(UY+57-eTTfOm+=N>A?d$5rlbFYrlH0C1kgAgMKK8@6Gqqty^b78)pL)#y)*?1(
zU)<Zs`OD91ALrf6f39CC8w?27o#1Nkj%V|UL*iOmN1Bad$+Wl7Zp3rV7hn9@CA(dj
z1tcXsXz2z0H-NC`g0c+F@_{+OlOC(m*p4)05$7R8+`upS_k^|x2vcFdUQJZFxv!*q
zQwr7OotsdUYGY~~UWQazUtYpp#lDwlEkyfW?qDUQe}rDsOK?h9OqI6%LVF&`;-Ei9
zpM;jB_7h{^jTW$whp_ds=_pZJHit&Q3-=uP8kvt-?$-t%#%^Z9hmJNcP|BkRHZkAq
zL7jqJNp@;*);CRwXos_^L`~8TVkYC)f~#J4UlJ^vx7DQHwiWAt0POlQ(1_U{GTlKG
zW+QEMYHpNDi%GUJByBplOYS%qeVwHNb0&@rd0<Z0H(GW6MGKuIEFX_4Phw;yG|fCC
zG)@Pkt0Gl%cu56b8bwHVoZ;eFf_5iimE@;jki<iWrhY>9BKHWH5^OrTO><eT|EJ`b
z{?MXe@S{I_=mPT7>*>@-`@IT?`Wz|XE6!*#Dk!UEy47!DlKnn}%O`}*iqZ&7>XB=y
zCIv0v*y=3G@JFC&yXm<fECnF)?x_@}DsG2c#FyOui~WO5)|uLicxSnM!C)dg?uK6h
z$Wwe+ve{X39!0ZpaH(rWXy^?PISJ32>x#HTdMjwkFzN!Y=i^gGB_HzRa{@zf0A*J_
z`R+#OOIi3%{#z~Kapt~`Wd)b_?t$!AQ@J0{IK7O<Lbnp*-idiAcKrFcsIglZCexY%
z(sLYQ^6-S@Y@Uv-=`XwxoMWufb+u_S?{**#hf!dSyY>C0Vr*9P!2H<U-!3=Ea#(Lm
zov`>dGEGD4%!3l+5PKbRGeCa~DQphaJ8Ku4dTjuGeVE&%IIR^V&cQcuh@4xX+hqF7
z_nPhWFK??Vr>8Y-1Lxs3a#poTA%JQ24OdHbr!FF`#TM*ufkh|}-ZIr+#tXKlpOrNr
zmKdPy5%SYFUiJ?%qxZ*SVqI`#5uhPRCdQ?ovn6!iZ$BYDSFx$@(|Xm=J3z;e3J5A?
zkHj#2b;=`%h;OX$Gw@(CHDkS!+UzUvi$s>`Y0MOMLXQCc0n1ct535bZb%l=l_mg~@
zS<a7G0ozMsloc=qt1s?jjq=Up(eDGSt3={_C3Qb}+n0RHwy`Z}m{eC#m32X^EK$)_
z1rE2hu|4j9gqKBbCWq;0jA5Wbu?B&vRBzDB=8AJ^XM8gYLPrHE8pAXfnEpewGfl>V
z#<A}5b;iQHR!_)Y7<k$2Mfy8QXx+(HNx@^82N#v%zZ#yAygH<-;=b#?qJ8kmn(!Fe
zgZyQh`Pt)VJddgR+QXPQ#RuL2pJQXGYdi#yEz_>9noFDa=NO9p6=W*D)FG`UD>~67
z`uZ|u7A4?fu4ozVT&6cXq{TBM4H4bjTGKIP+Q6L$fBDq113&RLHb=w1fF#L62{Cs;
zvXdjq@9j}bPNczTOUe>^h3TFlD@_^9XF(r)B=`CU@bMDc*IlfdtLf7kY??l*`uQlo
zE8D4fz^$YC&wfGu)S)v@{BW$@g~k7dx!N1GyPO>9Qe<HvX}cU|{y0Ap<Dx6k{fxP(
z{OG;13xc#SBvA#nbsWu;{ru7WeW>STan*(WzbUea>AT?ro@v1YV=}zA3AR$S9+?D)
zjhh7mhwGSHQ!jwD8?Xz}l#Jx@^{+@=d9&3Qp1e!bxeOblGmvRRP2OH`f|%!_xp4N{
zLl2Dmb<7|Q$|!&-&29Sh#cR(eW+QS$31WQ<jc9oR`EH2~$7AIFTJ6;NT;C8K$DW}#
zD^<@uK-m2yV=s~Vy?wpB5y3jjNZ4HT`_RV}gFWKhOED!M@uk$z8cUnWnj@e<>kPZd
z(pA}_qpy?>11zN1F;{yJL|XOy&C(AQ@RrQ+c9V5Q3g5Wntnce*`h-=rW7@SfO16vn
z0d_0RaK{pBvK()8d(4V+-!DDwytcTgHu)OiJ@CX5G661x?tS`TTJF%tEG&2lVwzkm
z<HG}tD+3gR8L)66KK8BNg0mFb5<|SFwS?|o9(&5$refT}Hbd>R=jt@LAr>Nd=NFjP
z4>z_T0cEdDmo$3t%UodyP%Ch*KVd$fiJ`VZE9^xNNZ~*vzJ{<bU?k(nbc|jiH~B^S
zv*JA7S`K<eELi(<YAJjIs?E2_;-vLhRM+)`B38E6c|I*k{*wbRKtQR<e%0`7<eh7i
z(xVHM*os8X{TLz3iD!8x>(Uk=!;G~hWMal<&Q$2r1#Fx!B7K64&t_?2^9l&JJ~j}l
z{Qh<{yTqk??@G)<K8H}hvuuEGU==cG%4y?Cswuqw$%<Ix94(`7FU<EibWp&(`4s8Z
zI7BBv#|kY1P7Ma&l<7wwN_?F&K6tt`@LV1lV(oxOaPp$bg4SXhs#QrwiGa^KRcq5r
za~_dj6wiv7mJ;JHP~js}<<E%)xJ}KY2PA-2-@U&3qvV^(I?%^5(W3~lpgkhZY+u1%
zsHvXjC|IB*kL2+De*`V!jWSh;SpiwGxFn~F@W;ci!Sfpgf%*(0LYUG#9TXGf0u!B}
z`l44BS$p-Y!QF;mbdI#AZH7LYDu+~9zgCuUzt!<@u+r{yp?SMSjJn{|bi|vpEQ9;2
zsp*ht{{u?sE7$epV2xva_(bDEr`1ZmYD#ZG0||bM|FYq13y(;8V2-1Ub)#hsuJTfC
zN*M`(GDMUnWa<!_RtSi23ag56nq=k(Yg8()NT1N$8S0v=wd03sedLmiw^(xtBH`;+
zBB}6wXh1fItL`1CbcNuO;0M>9v37@*W&e^NObi)VRuxij`b`{FDa@hd4SxnAjM4U9
z2(vJ<KSs_5xu}^&m?DrC8BicC@w?n#ooPE3rf$JQ=$YJy@eG(g$8dM}jf(IkBkWSE
zg6i~wg}0Wv9TfJ8CGdj5rX+HiTS&<=dY$=b-r3!#;Pb&TR*e$t`ovYpx5-**51Hj^
z+P%Cu;&H7isCoFR+vW3PocARLnA0N|Rd7GA2|Y9`^t{)7AAAMj9ItM6V6#0nSI7z6
z7?lC`!i%Go6|wX4iX8XlC%IAwo{%lnIwZbWX_&Kh9}P4zZWxn3+<RrsXxnP}uwc(L
zkE4amZtM9Fi(jQjU5C#m{uRdaE2tnc2nW{NZ)NJ?Yw3)L<a75?8n>4aZSzF=EbhC5
zGQ4We_x4{h+y+4<3;})jSCg({u>G+`Oym#y1>QZ$V%SXL$MOF1(7cyTqCCWcP*0;E
z#8_r*bqdW}9h=gWuj+Sx6qnW;pVnA|XD@tZFR48doBqmfk9w5XdZIk!*LCcE^Sy5A
ze*~KvyX7AqbjqBDZw-f0<tj{nJl_1crs{4K6NgTKM)R4{Ey`T(LC`LnNTUSc(pWD)
z&|p`oat5@i-NYoN6eOT%ma9dpF0{VSUDx(jQLOl%QS1Xa+v*3S-IhCUtQ7!V(Ny?9
z0@I&>(XWwh;mcHGSPA57S+Qk~+|SzfTV^pS3nOWkPg^G&O6rk-Z87zLG3Ux>0|qnk
zI!n&b8bu3;N~rA9h5XBl1by^8Fw0XSq3I#dcc3P<y~`+^GOthXS)uD;=&O7c2u_`C
zaCN(Bz-+*dEkzuf(Go@F*?Co(T<j1uvf-@eChMu!URzC+W<-K*kKDF2^Z_CiTqo6j
zBsCv{ho_L7V(_TVlp>j85LM=ydwwr=BZb~SL6sfr!p`KLyzp6^t5f{*zpiA8olhIn
zaPFxGHAy+QvxO>876&)~^2^05K8hTp8^Zv_g0gr0=T5@RpRexVjEqjQu&H9?AuH|d
zj6Mx7TU`|xll9(4Ah{_C6!)P$QWa=N&C0n|TM-k!zdt#?39wvsM~LVv7EQM7SMrt$
zVv@(y0I}|Ceq7eC$nOk%q4Z<fc7;7lzh<Q#r|bY!bF*qSxmy;$lSrG7d!GZfD9ORL
ze|Om+kW_o>GPz%#yXYMPYA3BJ)#hfl12*3(<WDVZ4Z%0*i!u<}Z1K5CM`=OER&NTl
zA73?|W7C~X`cQvUT31I0YGw|%gY7?Esxcf<rO5U7QDzGcLVTU%^5iPkQy8rtNy?$r
zDt_EE<jdYD)FxjprKNN+0=2KLf!!;fs{5rMmv_+DI8ppwJnVV~30+tahJ~u?w#{}7
z_9O^UZ|EW4Z^bM6b$^AE1~LOiTbT%=g8Pq6e4*XHQ|>=0t<&U5fj{Jl88x!wpkH?o
z5|-I?kg-Vx5n~qNjkH2%g*{#nMf&@XMgQ!nQKxd#IOuL49yl~xQc=#dn2Y})`?2Kt
z6Hw982iAF9oTxR@dP>%y&qVl3;0w*#W4nr<;COzE3lKO0SUqJ!K=dF0;&L4Qs*;l@
zW=DH@Mattb++^2zQzBPxR=pv0lD`kpYlPe?M#p%VzeNZe`7+I<M@HD@e)|0Q8q#Jx
z22M;Vh$;NI{wWF&9ju5&NNix#-Z4n<eT7G-&!Zb8C8;()J@7m>xs8ls5950#eh8c1
z#wtv)X0F%K53zuqNb%4O5R)Hz0`E>RW%vxm{kA1$gE(oNQJbXdRQhB{(YiG7W_>5!
z@JO5AlrcnI;83#Dv4QX^CQc2LSrB}UXMx2t5i#2sF$99)A7w!TdYv%n_vqN*we8+F
z>I@x)&W>|Ho5bNuaN_o2vf+z1U5-~tt3Lfzh#mdrb`L`ChV4&A$uqyKb_JBpvyl<a
zG?r*Kis{j@j|x*y9##4vA5Sk5+p+nMc=-eXF)>F;<O$og@26y-m8L6Dj?dT$VOJAz
zK2rYyOs1E#%V)1lx{J!ImMtvWj^jRX*uu#GtN~#QG{n*+b7_6f2D%C#x_H#ACYv-u
zQwKF3-e0JoXC5`#4sM@YFC5&FN69#gWF%by*;T_b*bGc@ZaKIUQy47CCy6pZBfOc@
zN<3r)7K3Yg$cl&kPo@aJ&G80GT)9CLNbLLQ56!7^lgCROlY~%l4)>RE9?L(7-3QQj
z7}YIlW(8EV@ZkV32L&565{Bm8{QtkImv)*fR%`u9IGG^z&mK{S;^`V0=+Tj^6BD_l
zH(HZ1(>4}viuISRp~6pzQJNl8qC58&8cVdZvZu<1hp1uvn`{FYC_Dv8(zK$PuB=?h
zB3@P`QKf~Zh&e*SQ61y3)I}%{Y0`NCybqPY<b{?!B^vS(RFyvaWvgmGiL91rcs#J)
zP#9vR5@%h|)Rv$~n`!||djss^6g5*Pc@WYgIJ-rQpzN&}kkgnSVek81j*fcwg&hg!
zc20p;x}H&mAlovsI{N@Vyb#f;`zw{{p<%X?veprlJkp2IT5}aRi<m+%dMJA)UaQY!
zYV=H0(9yjbIOw?Y>sZ)`;vv?y{%9lxA%-JO6|+mKAxItZK3V8_R}#T5rY>*H$Y_Pz
zkOofm2wqh`c$Xn>NlF|iValEJ>A~h@RT*gNvhS{ket$%$r1)7BNr&{YPV0<KBcqKB
zg18=N?`QexNIuY5$XnWfz#{9|@CeA~N|yo>BltaduYyOygi#2!X^Uff)?^_!(+zdH
z@lRU4)sNL!O_Gl!VA)PGY2%=pJI60zUsbu<IVA1WRAo5bDZ_(Ra(t>ROs@ug;_e0L
zl6&m<K1AknrabE>{t{ys7Z=CSRM)M%Z%E=yD>k4A(5xzDys@d7d*Z;93i}&-luzL1
zgt(cJ20%pd-27<rf#=0Ym2qT+AkPOnNF09i?gG__E-(Jd(|lgcZ9a9F8Y+4-^GCDZ
zmTI!;P;&j%4*ex&(JX8JlJ{6CtARoee+II+L}@CZB%XS^1|b-?tq2J`CzFy>%gv+d
z)@oH%;huiQ@*W}zD4H<Ox~Iv=I>7j+a9z<nze>9_Y_uzBMB3T1yNTryhl0X>A@1mz
z34WLp&7DqRNSN@)Ku3jQG_*wfz6cSRKigq=Bj)D>)n>9`+_WdQ`Ub84Ov){ecdS(4
zoys^@p0ay@5AT-Y4ss83n6AO4<{r{xX4v-{lWsbfWzFTpQFCqdB(d9=uJ4b3bzi|s
zno(keBW<@a)8^mg|FGoMd7G-sOw{NY_t|z6b^0IVhFziwp89Al<0JvQ`^)jfq6BP~
zJ9`EsAsei@QU}YDo2-cB*A@S!-||h-0h@XoA*><*@P=BbrAOEapfu&{X=rJw`PY87
z5Osc=bP{bZ_eKjwH|^Iy^8*I6by^y2GDnF5lw-Mz0*x$Hcwa(4YuAj(KX}{auTw29
zN$+kfl=9+*P0Z1e7a9EKtSev7l$M1i*<-vRh;ZNFU_r)$qL}%>({nFrkTPRVaT@wl
z-R^Ui_zKolV!su36yM7qm)hU_I9WNa$YsI~V;{C{-l_fpanaDMP{69FbTFNXOe_E7
z%Js2z-?Wjseo~Z`R{_PEm7U(8zym&YsgIH$r)^Ni%y|pQVIR}%jag5x|6-B&rK-4S
zkU?Kf|6Nv-Lj$rEkT=;+n)0%@(C@5FewM1tFJ@hWK)Wg6X|magUy9`0m0$&ps#{?`
zmVcB_)iXv?m&^pSmI}XNKLhiAWX`8iOrw!_wB{q(o$(w4`#6?NRQZ?77gSp5=6bO^
zZ4T7E%t3*;8f;GUZX}+x`pQiHgHbN0PBVW%K+Lw|*_L+tXV-JOBV78z>eWNy=Aq+<
z#P8#WE&yL%Y&TfyWqoA${xB*#L^hHJ`oe>WZ)jaa=)Dx6X=xxuL6uhO@>0vl;DPsg
zOUbvXs?QH@oP!XUnaFnmk06?a7pTptW!CBQzw<l3|JXCs_&<f1q?(V2a^)b8U%aP%
z<XOY47zqpuTr(|v(DOSGB3>q*P(nK7<!Rc#uSC@1;bi^z-c~*}A9S%{{O~XsuC?ho
z@~Vv6hCwVaXSym~VSrAb@Ukjm=*PtC`@?F1J6Pyvy@on{4m~_80*b4nrpZH0#(~n{
z9Y38a1pr;)f^sto+wGjiXooP<n#HAMMKJyw9#YZ0uklj0e)CeoAg4YdYCxmv*zCFz
zI`(Q+BJ&oK3UaW{+~6p&wYZKtt6?IoRFkbe1n1S+fB)=Yt!UkRj=uXzg+@RG$paX+
ztALNnthJva%QbnBk>-C>xZ+bF5#jq7{lEwr&zLX6BLgyD@|mc$@O_NVW{r)sEvX6?
zgo(>mZm=p35M%d+maSh*LBK;G(2VP*T6Cd4ocl_uB*J3`%ASzE)^UV!!`B92YC}4)
z1Z;g@0i!UdJd=5n4s_N#Vd2GN*3lLlX#+@%f~+6X#2bM)*!6xxO->X1dmpy+S&CLD
zH7|&Nq~WvR<})Ui?MC!@R3Tvw`NfEeM>cNIqtblExvOph-%l`kB0kgNB*ZW}qS8-j
zDT{RJt#Gj|(G68^_Y8>mE;#&3w1@VS6xl@KH}u|D?;$gzMHYM}QdL+r<Yq!F4NT@7
z6Ss?&7>}$#I~Wbw#54$dOER6cMW%pw<E{z-29uaY=!nlMJ5vCTBbR%yotVg^aq37o
z(@KM-sVd>ekKGssSJ2xGGc%gSK4ugyFdL;{Yj3ivrxKB!aaHLnCD{-izJQ<c<G(Vs
z?~hxB$PIAzappOCXj{qf{^7c7H{axZ-gO6Y5+B5;5oFBIwoktqvauA;>e;RJ3#Cak
z*|W5l>!n5OreS5sf`t8RKC!V}W1NC$)WmsMp^L5G>T5tKHFYNMD*HQVinS4#b|E)S
zZG$djr@65n_CioWfMrK7MPF_GVF9XEW7I>le3aize4E=;Qyy9OG}UzN)L1A?X4Srh
z7d&Qw5U;BVA_52R5O}~X8$5`Ok@c^XN{ZbCn%6m)6J{+$q2zeG#7BP3D)taXYw=zF
z^qI<OYiSm2I_FmbYR#{TSYL%ve(chf&@w`Z<4KVtN;Nho4?bbmRz?Puyd-#HVqZO-
zi5N^)Iu45?oroYO>_vDacPTnkmKbGRUF%vJb<x@<hYyjT_ROa485K9ZFdC}MLpT-+
z`&TV^8LQOh$|W}~@fRtXo<fhQQAV#VSwm8xhDCr=T1d=1UM^z);g}~($6UH*p-Azf
zAxXY~-tX;EOl?iEMgW08N@Fclm1(*?Ws+pLZW1CW9t?s@)R?jH(4V6kX@7-1nyFo0
z@#zJ5h$rR!HcZh$rO+<a(IZtxL9jbUaRM<AtYIqjzZT=C(2+DDuNxlsobZdPywMp(
zjcWpy%>+cb<KcKs2Ou@5a)4WpV!E*OSxsXgT9v>~A3Z(1{7ZjHQkyBjNQP4w{}xVD
zwYrz8g*iEnKVWMLOk)=#UQGC-sd`*@TaYFyY-BBJdrFTm;Ss+P!NhWgP_H-cvcZq=
zAovB%3Jd>9H_RO5?<Wyxfo`GuN^Cs)a%nD;79H={S-H2DQR4CMxWnSs8EQ5NJAG?j
zSGDjv+uUe-?)2D<g?od4?=#p9eK<()fL~5Xd=01PZgf7k?e|yH+{?pdWhH*8pnfvw
zY0fbEJcmu`p*|csO6F@3yX*AQD32~`p4)^Xt?_>O-D^1l!FGPkK{BxQkiBW*!vQfA
z&2?%!XBOvEHpnjHisUmVR#*7NE3B;rCNmtiarOIy3RH_O?&9XpQkB~q(0TAO-L6<j
z;MQ2BLY+qYEY##uqJ<~Yp*;=co_Y9J4ojvdnXzq@5bNnLZN$oUH>!TGby-{|rfbUD
zvIajXUwPT!2JNmv5rmC<-{OuLa*{-$ymP$<%?#xnjn}w>Lym_bbHS?OR`){^5uhzO
z&tsj``fDfrf<ISZ**tzWT1AUbk-p)W8fN={SwLOJcJ<sgm3kQ>>xnxu*_!31;<X=a
z)>?h0my;{qO?)zkOaEi8{m;RP2L6<{VtL;~B+Q>40uDwKhm4s*QZ-x%w=^FrR0=;<
zr`v<-uJr!ZK#fm(v`2<#5sNnkUX%$|PNY>-Oi!FB(`?WwL~a;aHxm~?=;=6UPQDc(
z6Ay-PkIUvJqKkG_5=->eYNBe*isHmV6?&b-j(=QAz5Vc{4Cjqec57$W!i6OF8iiDD
z>Ufkqdatqe^*vP%7X9<&X^*A3U!ZQi^T2(v+YpPYfxdf1wtYk%lvoEr35z~}PF31J
zTAP08Pgc&Dj@$L3hH3-u^}t(W)Y2YAO6&ci?Z6T7V>|6N6WZ;D&#VX4BlagLW=u~9
zE0vcK9<1}5!b%+qJ%&xSO>9xc?_dlETT`w=pNSO}l<>STUE(cK170n;qKp!H6-@!A
zqg=R8s<kPJ%mwDUO4!;e+Qc*1vqwcxwK+Z}uWf3^bUl%hK?9%AXWOcIBn-E5m!9&9
z5&UT0h3C6AW{H89t`r2azP02om6OxtMPij2#ftp~IL2{-`rjIbvL=S3mMV$I+zmOS
z!aBBV531-!jq+LJU2lj|*>(N_zNC);RDqtNLxm5X=3^9vz<vR8?gpB!Lpcc#-HjMT
zj7tRS?HAvuSp4jH`n<ap7C;5n+lPA3b(cT6O@yx78l>>E*&3YXSmVbpB@)Dny#n$+
z3As27G-gq#2aMt*)Y1c_z$mBmNZq_=|8bz(zeZJY5Xhw{Py#>9h%HT9!$D9)uj<c;
z5^}9(#ok<}FU2-qVI|&FP8p3#f~PNVh8RG4|KFv;M+dlOwoBVP(sw2rJ1pxn17L#w
zOLXjr|4;rL(!Jw0x$Vuv$LIU7<(-IPH7<{D-G*9XW^}l4lLM<EZ^1s{J^-;lh8_=J
z^3WKYM3v-BDvp=E)atD8mfoU&t50#k37H&rL;aU9^i#grg4)YDNf4y7Ol#$PY-k=0
zo0-!ue*RMll?x11C5kyUas}#&u@jJv_-|$6yHDwOW^S(>!z@EBDm|u-vkAF+!6R`O
z_=t-w*-Wwp@g>5_=vV_g!oj`xCIv=a+IZkqzOFlVJC(ORGawt<RdejU<BVbo;#(12
znvgbF+7*6rh@K5CX|K%vHoKXW4(Yf=!(DANQ$}?0mO!I-uWbwfe2xuV8QYrCg80KR
zPqSF~p_WNuhEEsYORXW#tkx*l3ousj+3#f$6I{*}rd{rb&ZhiL-<8vsn3<_JdPzn1
zsw5VdR%jS!)VOokh6#S31*|u8EzI@IS(jVv7b<Ifm!F}THGqjO^&wkJYQ9QX6@#3X
z-5MamMAq68b&{Ig`GD5pRbEcyO7+Ck$ei<k3|eQlfm0#}=R>i5_oN3NHdj@GPjJsx
z75au(A~4yNW+W%sPg&AK%CB>y_^56fTGiyzhe(|aikomk64wn?6Csn$F52B=qIPj>
zL6!H`Z_OeFhY{aAaWfv3K~!=3QZ<6JVmjS*EC@m0GICP$@KGAuTSI!Pj6!yQlLz>v
zDrXbFfc1k2OFhc>#(EA#3v=9B@f{u-C_U$<&N^hx$)8%QZ6fs&m%g&ag+ggYbq|Eu
zvOc4m5eZL&KyE9}zS-F!q3bJNq7c4PLBm!I%ZL8R`(-+?^hUzp`7qTOQ(wV-lj-s{
zAY+lMVYoZG*ph&ACjDF568*z9Gm*KzdqLx(D_@$wN6h2tR0+JbN+~Kt^=@Uu1otYI
ze(~lDn()lj9eF?EadzF9M7a(O?5p;8{8*BY<V@8HZdYnj__fLA=7b7uo>GM&d4El&
z>kR-N*yV<*m1Hl}Kc7l`%(t`>R^lT&UYyVek(kg+-=WhBzW^d;2H1&eQkReo6UBN*
zHuV(#=*4zJ!de!E{ZNcQC<o{y)2^Mm)Z<*{dG8IPw*|*y6YO^m0Ba&&X-hgr&}Idz
zzJzYO?kF7b+S?>t6v3T`2`yjYW&#|eh(Ek(cN9%{FqA`q<86?Lnq;d?z{gf`82UBp
z{m35_S?qS|)|)i1F$@H-tWG(jZqBb@t0^GgaRkg&`1a;Luqg4fL{F!y6UxhSIw5*8
z7Q(MuqRDSd>a>S>IJ|SOf%ALJjNl8QLqpQB4>!)?=jcj<La?GOq$IM8k;liL1ga_7
zD-NB3x^^+2A{!s0-M%jGX#&TUKXoeX4>@F8uVp<4y9p?6==$8~t~y{1{aFk~6s2ne
zJYOkA4b?HF_*WcaR(#IiLeqtCPu>7Mq)a}`Tj$2q6xopb4B$!d#qBfe^(qlW9jnGK
zebFvN*8BS=p5U_v)9614f75J<7v9ZB+{<l$`72ij*nWtj%=fxJag?3>4Q^M@&^d&b
z1$2=OP*KpZ2pFq;Ypk7E419c?CqTH7ar^hugUq|AJhmaQ%ASOBrg3%ZeW|_-!kkg<
zOf-D?Ia6L&OQz60%M&w}cD{wxtw9I)t-L1;eU)4vQ%v<ldThh2&}M*y1a{I6QlpU8
z37~c)&m~|A`<Zh)U1CEom&i$xRyoCkwB(Q<9~SKqVR`#-Pgi5!RW?B1RnQHtr_T9%
zPl>tg2jvaD@XP&?|1RzMCnN6ba$$=H@py<@2_UBtn9yrY0JmEsDL1O%PQ9OMUN+|?
z=1nxfgY5H52og1afMTt<02m#1juN0<-3Aag)C1$c4b*)MLf-%o+7`w3C{0H-jS+nx
zY7aBo)oBur?LXpBH$-9Nuv5la7Ug?`?$KP3bJ@~v#B<E(x<LP&H^5dF>;B|t?N#L|
zBCh@S1*XW}*P!x|&}d;Y$)3?BR^Ovd3N_;;Tbtu5T{*F$wt>&|$^@k9cG+k}&Mh~_
zFUrU|Ck^>-W74$HvN0qohGF0Wa#t}lNh#gvaYi;*EmgX-Vr7rPOXsk3%Z-Va+1G#(
z4#tBa)i+g$wwYwGsGwHREra#1_lJ4hakm!$v0=J<3222%b(-nSEl@jmTt&Ua=q@bL
z9st&sVS6|nmptWhCQ$r%U__Oh61W5T(R<6{^1dMrn-D3$mGjhF_rsU+rCs;h{1;(|
z<~o-(-?`L+A|C6eth|27u`^$pU?}LHE<&Afo8#f=sVeHgn3gx~+{x*bxhZhq4`_oG
zb|)tv$rK2RhbrpBc{yzk3?Y%v1Gx)mLVi;sLI*WB`_rDd_c~PvDN0%p_F?T-piyrK
z47DV2y}C{YT<hCk9N#GMPub=p;w}KGB6ccN_fm&$r~d@EeVt;@C#riR`-MDJnaeQl
zbT%=dnI<7DCS`m2V3hln_!QC^{Pjvh0;aiW?dVOvAx)wBHqqcW0ri*f-&IWWAmBh;
z%qJG5N+ZtrqNoa%(pYsH_h~IwccY)`O1|Aj6&x@x`SsFAOYZ0El?y*T{?+Dp$L&{|
zPLSvt@AX%G*zP@CO7S#r84y-Hao_FA;?x~fyCzLtA|GE!%KkL^NMcWW6@ysVLj}{a
z=6XE@MK{OjzHy#5%YHQN9+r3sFE0iHn6(mt?O!hF|BLR94X<oTUr6kyc%}r!+YC9$
zgCgQlJlqXpIhzg7%qqB?QxFVqh0@N74U)B)2vbcFqdtpEF6_N$BBYN-oE99<U>-mD
zXO*2wlo8FA#19P&3+9XA4VET;A2j>nek|!z(7l-%(a=|M0XSpX9Ld-QF);z+V?*R-
zes;{%a&*gPMDO7?mWEWH$zi7XF8ih`^T<Y*^9{%S0dB1Gd1Na24^p^!KUhCG8_?Px
zK<%WqsO8(~DkckAk`!6|s$<iP`rOjqUj1Ce3;@ygXr`Wdovi%$%jPPf;a4E;6HV+_
zjFrW&DOe3-(>Z$E-X;aXtnF+kyUcFZf{#enrY+NAn){&pG!DR2mz=}Krq<vh_cGN7
zsUjrBvnr*#D$ln!FX>R4@v3#geL79;mQ-%vN?Q)4lpE^_OBjEyU|ys;knA=wg_ue$
z%(E504i4g<)R<RQ_e5;yhE9-d><Z+3o7v3DG6)VN9Z7+6zpnubwHIl05SWZFcMi12
zY|58$PFFh7W<^Z@0XakA_X#&Q{^l5Mi!7Ac5$IWN9U0Y6aeTr@ipkQZmWX*xPFo*z
z<+3vY<i%)pS&P3JSEAy%MRzkN{H>FihE`$MjLP7VCJ#mp45x6{oqxPUW}WKIJ++6#
z!mWTqhejK?an2|k&Ia04vkY0-R5@Jn_4%<eTEfrevuE%alzN1TuX&D_8SncZ!BExP
zuGdpDnz&3kJBrEX|7%zFEmw6(QgrxB<Y4h@^hTrUEn?8#VJo_@^@#hYzEkU-D`RS3
ziD9Qrf@WpL!uwg5C|vjv=pEFtrYjgvGzrkjhW)@!mZXKTpYEAu%-rL;??^z}DquF(
zmqm9^_Jt?xsHjT5yZ9r20L3}yBL*qslg0RQm6y8$41rm~jGoAnZCV-b60Q9&=~Z4+
z8d(8`C<O$UM545EA9pKFim`)M3beL6fr<j;kY$GiCG+ttpgZxhiOtZbGmS1@{fB8!
z+U{nV-)jfF-ols<X=M2X=)IJmA1iT`PIzz*;95SA98^<&rwsc$vOoGKPawYGN@lUy
ze*4bHNcsv@kRfAZ^yB@?g)2$!H~WVG&bd6gMlYs7+?vvjQjaXJ84Ipz=*b0Q@`>}L
zsIwma9$T@ZWBw|vub_fFJ5qkTz>RXU^?4)&_sh@-E55)E0%D4LUm+)=4Znl=|5+K{
z)EJR7*;U#^kcv;YGW|^ZQC{kc$DBV?du~X02(F)8fzxgYj!Y<R&T=8NC<b!8;k<I(
zkh+Ep$m*Iv{dm1(a(XVQ>e3ZrenOr-V>}k4?9pLo#rzG6Wz)ERMY_R8(Nzu2sZDQq
z9x)?LQ>=|uJ|2;-SR5yuOh04XVY<`<_pvp|oMXt3J%m~_`N-89wcM46$K4d*=G7n5
zMHl7&E)n*%6G&9|@0?2Hf**1x*;ezgOtU>KFR<ibvM)<u|6t8mL*DQhN<bPdu2Gr$
z_Q%H?I@g!`)BlCX)U|<^C#f*XTd)6McIASnLzGbz#e(}y0m$9MHq){dg4WB_IpnEz
zw{KaWJEy~zwSb-BL0Lj2k^NC%w?U8eFu0g%4)@JMUF$UP#gi2%RV}3B3ZDR<ZUk4l
z-6zFzj-vefwb#dw7KHg}Bb%A-rp;bZ!>@v^LGimzI+{$CX?9k>_|ZOUdKtr`8H<fC
zq2-rL$OX|=R;}>D2VN*vzNm4roRI7FFZN!*M$Y?FF%?|jJVXsMCu=~irWE3k!gjWk
z-hx2a0vz$PhfTMTnryY|3h9G)D&^IE!z7gxKSM>p0_p00{dk92f^*0iaDp`UkU7m=
z$|re(>|*R~SD9w=th{ye$R?}an;5u_Gv5Z*S4}jfMFFVw)Hqg(OJnYw0LN;l_L6TQ
z$T+5)C+YWO-e>jZ?P!7LO%neP96{s0w;tl|9PN-e^kGpQM`jjinSIAKIk*gZ^{Av|
zen|GNDct0!pFy8$ieI?k{xuYiFlxN^k+;mBDfX&zeWoGuKJQ~(@@E}MHM%94ht2&e
zl&m`A@f63qA-{NqeZ@s2sON?mu6Z-cs_w_F+>st1BRvgQyqL~AVw&cmX5*!0CUMP`
zod_HQ_|sH!IH}8?na|dMs>isjj&?I>Z(nM=Vw-0NBcbF}Vgvj*Cau^*B$r7PXiSnF
zst>88*({^3%Os5w7dQm<tfjaX!{!8!QC(+>d^f3S5hd0At1MmE41rvvGcChyShBq+
zj-rmbBD9*z2Fe4+tz5I#Or!@){VB5Pkv}^CKBBBz*jqrLF(HpaYTRsFgps8c+zdur
zY4ki*<k~>mL9TjBJBN@m#Ki&oz;Rcb5L<>;!vWmXGd64}0MzkEk~!qo92%R28?eH(
zY_)qwaHX~%_NhCQsjv1JWQ-O;kUtu$Et^JuNe(?5ky<M%Nf;=~c<Q{=ZgM}*H9XA;
zPDsX@AVCtq54wt@CYx<Gb~e-KYjKl2R5C)XoPcXZQu~^!z0PLuLduX(5$d&8+ewby
z#^gEo71fJoQ}Qt$-9<5=V!tvgdychgNToQl8d>AEk1ClWu<tclr6oo{uC7}M-+~!W
z(x}O#U=pgW_)~8C7klh-IC&2wpK8#w(;j9S1wrqM)LlIya9TW7zcM%@Bq=Ab6qI|3
zM%#&Nr$Y*YM?R;uE!L%NX1{n6I|{|rb(vdoBJCcPfh_V$NoFR8D{LuM<=E7}*JYiG
zsUUr88RU5mSme?koYHixn{2_!y~HA#O*@w03cqQj&vVY*tLkZ3R&38zW;g(v(zMcE
zPG5mrcDhtn;9vsYwP~b=*?GY^=~rUo4&+w4dPD~SM_ihg<4}&+Vm@2f(zC907nGG#
zh4!i}OB|kgr*iftxV@5gB(ePJy2j3X=B-;;%W%VL@#<@K&r6QnWq>W;G+Bk4Gc5F{
zmj(V&TTt4?Y`k&rMa}d!h;rQeS2=&J$u?C93r^_+Y9_tzuNAr#Q<GfP=A|vm5?JFk
zQb}GzmN}@2#Y2&sn`5^gq|*!2NjaqIX%H^zk~Dc63Z&JGO*U(joun_Ru8PY`jsOW9
z`p{BE9Y07fhM0Z^w_}PZ7YLwWb4-?KtyAVBBe3sT7g~eOl~aZ6DU^|+b*aY)+aJu>
z>z<X3B=X!oNhDKNHj^yfD@M-7NzN5^uXZ&^qdjfOY;DVS0=8^)62)Y>;D2_tEv%uo
zUKcKZh|=8O#cLTdFwdn73DPK_iwG4|b*!C3TZ-5ehYbF;k*RC4+%qa2spt)2yo~&k
zX<U~g#nt?`4ofjP_o|(Gnhz9$i<5F>AaUBJ4Y$2jQ;%BHu+i>s+z_Qx)Yh=7;%f=m
ztcFRX2@;kk(zdKLGH~;*So4bAve96&j0Ie`uX>*1cr0VxDI2>e>r*POK`Ay@OK9!W
zb8P?)b6Faeu%j`+agXAvnwG6C*}|MC=mlgsB;@l_kpjyrNW`(`n26Fg6lB%AO*(70
z7z8QrT_vWG90)#No7B+Qj4Mk6xEC2dm8`a^i@1;gtFwqL6LakZboZ<)%}J&uSA_?)
zR3psGj9X;a7ifT_f1Oa@mdVXWzdV|5{PA7Tiiy_*qDo`{RBq=KojItalROH!NU2Xj
z>psdi$uodCG~0V=E?){b?rXO2=Y!?EB3UyO9o&vv>0I-#%C$MATFX{q=-Lg=p>VOp
zo0#=u(QDJRPY&AY5vy$y+~b)D$R9!4v@I;{wCiziX&6KuPjY^>YavGLf_n<!sa8`s
zDphhTUwKPz+z`#s1Jbb=lH0i_xy5Q;XK5|Ttk81Y=M_};GDAQ-degE=z!awgkxeW*
z@m2s-=QSD6a!p7M@1-tA-Jo+o#D*f=k;lDC7YCDpP6UM+;-Qhr=}ZT-%D-@aG^=rh
z$?ABj>2D;i6+ve`02!|D!#)%8nQrd}XX>EzkN*I#S;*QNYF+q!rQAWO&3!VM!`qZt
zk8HA>pMEH=%T0+Qkg5O%+A2zC!pE&39Mj60PV@{hP6UpWfKuXsCW_`*kIKY;HLqpj
zOUp(ZWo&w8u(3s4YDpCtN;@;rwC^0`D%_|(r!~^rYx;fA8)i^XVr#_%5zy4}UCR*#
zT#R}e)m2?ix_H^cN2%^bmB3_WVeE5AP&ZIbc|DJcFD;7VMj(2c>Gb~q8^*vb!u~m}
zBP7o1c-nH&=ykF}2=%JcLJH&onq|JTXLf+cGUWCqt!`EwzO|w|VJORHXS^dPj%fmI
z=ng9LC~AzL_BpLltYSi?m-^J<_@wgk0pgfOI##K)Zx+%g^LXwmC!F!fsF{vG3a=qK
z<BC$LBxO>x*HVA9<3H5V_P*f$wVv$5zvoeTgdQ`R$<=2&#Z4NYY8)KYa$JTLpXQJc
ztwi#Z)AX$6P|8@lt1`sSIRm9ql|dQK4K<`-G7f(lf=P%x))HqGNv0#27o%tDDl<7;
z?otLjQ^ec2=N|N%Lso3&V6rQm<Wz$my=oH>!R_><UCMYoQf6h<W82cTG|RuT-$6L%
z%W!^`in5jJ4_dhlv9bAEnubJ<?_TkPYB~+ZnCs@G>w;K)-=%rvT6){$MmVhi`8@MY
zI3#wVX|SX2l;l=Z^ADv!@rgLiY8A@hjMPnNt)00Qr#Y{*=*sr@w-!l=W@Y~XXEl+3
zb#-$oXU{&JD`HC-0Lq;EVyd(*4jBzjjF)GzjS-M%mZQxv&(z@7r;?zaIr?I%Nn^S|
zz@NsBQh5y<JLXjkvJu~dT9NBguiiV?{jRmnG&?}Y9^#^t?Enyuk807RYT~SRQEL{g
zN0@xS$BMrj#W)QVisRH8^9e=Xa&z?+YQpB}WWuwIdK$^WbTM#U4^CJ!+qX<qg4=d}
zU&^^_e-K?-s1N(kX0D3E#8%U)nWHftIUI`0QD}!77gtVJ9Ik1tqa>h!3ZH7&w3gQC
z0ftn6q5hSl4X{3+jc3l#uFfuh56TqmA-#=dT<CJAF9T!MMS6L*80k<onw}VSt5xKR
zRT?~c<49J>W!;nfRgrVy_1sG3KAhLJ+-TPG51KVO9YthZ_*EMw83^OJ&1>yq_bZ(}
z&mWUQDyI*V^r{P{PbAv}WOLMt^-IqUT*L|T_k-LD$CFNIo903fy458Yuv#qVtaMnQ
z!%6cuxUDvL;X|A#9jbX@a1IF`^^bRBaU&A1yERQ)V(d2OQ#mUT0D6w5v)SHO%T&g~
zW#p-=Hu`hOes7diflfGDMgdnO)~%kCle%7gs{A&wTPAQmwO;dAhTTX~8NH7b(gOZr
zw2QKUD<1y<T?$IVMtwzMUFwqDIR%a?i!mpY_|kLeh;!^uad#x_Nn%A;V~S~Pbf%n|
zf*7p+l-$yVEZ74kwX8Hrt_W!XRi=<7b2b}kE*vaqNv?}d@ba!6ah~`!w`rz9X&4Hl
zKD67dLK{^eVV~Naisegj;s_v*o&fgZvhOuDT%<kw)eEggONT!<2e7JmEOKZa$GopA
zl6&>1#SY_z1h=56AhdaL{448@wX<txk&bizG{BC_ObkQK)6%tzq%rUnKplEjJFD0%
z<IA@{-4)F08qBvOs5oAj28)AsHZS$$h!li^f4pm(xV@6$$#y2Hvlj1~N>?SxvDx*f
zZWR?M1fH~s9tLX6Hd0PP#xhT(TGMoiuUKpcZh2$UyIng-g2FIB1^bdHxk(t>SB66E
zlIt1%?R2Rea3<9oRC;t2`DTjRGV(sr*m~D9scTYQ6C7VGex9^$QFl<*(j3PD-28%l
zE1I5Zu3WnkbKf;$J5v7uGn$?~K3j(i8sUDGOF@|8Hf9Q{Sk}gy;rEr+OO6!u70~J0
zBrq?TC<TRGnn<nCv0$K3<RY?KLvI*VQOBibY8tdQp_Vck`h6;ntFIR=90vo`S32@M
zugT76OSl#;Z)CZ0%-N^~1S*bBPo*~_HN0hGNXo;>^`s|nH5*C=A}o`*R2e3(+N4vc
zTDO8rx7vcPri$${s{(nzP&qZVp=g&4h~q-izg{|5qG<jex6;6xKqa{&?-BQYl@&1&
zO3QL;SA=8cVt9YS%L=8%@&U$HAMviZ1yu^F6-NLLF-~UBJ?bsMo=z9qxLa-Ao^+<<
z^%0wC<E;U(GIB}vraP%)fN*Gb1$fTfQY5Q(M&3?MWwT+p=~r%_Jbx;pS8*heG1%~H
zcx(ufNXJ@@+ny;D=cOtx<BSq&$^|@dD#9pHxby8y2qQS^{+^VQJ22W<0q6w)O6;Y&
zjN_$A1+(8wu)`B>&nyo(_s<mT4K{5?Q3bM|PF_Md0=*+d@a49h0+OYhyEi3`OP54x
z7<FYY4|rZH5GI%Be!G}gR;mC1bfp82VcL{1s5C6uj7opqqLR%20Hinjzu`pyd@$7!
zH0=6O#RCvEKZ8ub^`sz*0C~Wqrex8Y0C##Rxuphx9iAu-M|y1(Ucgy~@>ot$$ThWP
z;;YMS0_BIjbCh<i6-grDQc(C==+-_mf?NsLX(y9i4YmEX+<A^s^v!t4VlmdOL8wmy
z0+KNNYj{`gchStJ4JE1U`Qw~Z8|hwgVdDF{d<Sjg(DPj_r;DuaFeDoZu9(z|Jz7}$
zQ|n`K_JV&ZtsuwJoVSopxr#vJuN2lkpOq4KE^<w1%F+%!u~0V$k;koCZgbGpclE59
z%QQvTJvpeGpZ>ip&5ZL^T2t-PvS%E$Bw>N=?NB=8^WK-v_3KU!ta&|sY8jJc0xtdO
zK`KUhsrvd=c@JUFJ?dGLB<gYAoQPXJF;OdU5AvxL;Pu8m>RBw5Cmm`2O22QdF<YL!
zxv9~>J$h8K85l`n!ACgsG~smUaUyZ*D$G#4sgS1?8=zCP{V4$~Q^zJS-1-`@IXM+T
zLZtEAxTzFMy&pctf?0SdI0RF~L6nSDWVs`W6oKk0+;XD~1{tJD1L^U&I0b%&sZFIw
z4r9UkR?^@fUwWNaBOk2_Z4{=_$IERjC+0#qs7iu!kJ7uJC1f8m1N9YNT^8DILhL7=
zD@9kiYOiyQFt5MiPfSDe1sSdRyfrY%gzomNxwPB37>9+2&{cCMv0Ukov$VI=<st4;
z2J9GcYD?>5rXf!{ITy1=`4yf6M%<2ml?>|h5Ce1RQ6$XSX3JD~8*)fTJwdLL)5kY<
zBnM$EevT`ROE!#+;PX>og-APR`PA~KxUF;6wBH%n-YD~w#NMNkT?984_h=dkk^Y9f
z4$kga)E%cDqP1YxC4qx1#2>CHItlDov(o3a82v>=(XM%~H?sJFJ+J~<gp2*w=DJ-w
z$GTPM3pQe7#&eNbN|ce4i#OU3dVp%B&5RPR9wl$WuUlQ&-KcAOgnarMoWaI%n$J{8
z$K7~p+Ecj+L+C3W>%#X635*E_KN|E2Eytl0(E!`X&04D@H70pI&X+t5iDG5PtyU40
z?V9zeEn<*ikTAzWGg()D9<jK|^0qPVoL14Ux|XUl%CF+Nlo1=?9@WlWSzI9{)rj@4
zTDtJ8yqKg6I|ks^E!Kx|0K~95`{N?CykAkandSr$!KUMi?q|`Va!W*~p4=L%K8pc_
zs>ijv6HAqgl;i5ft(4bJ0xur5w{79(G8UJW9ffZ}YZat;P!wa*g&yFMou}wgzyruK
z-nFXILu#4Is1-`{R!BhzK|QOVxxJQlB%h@{ioK0H?P-`4h>$&N9prgWB$8>NNjc=!
zjh>e+!OH@v>S+_XN+@1O3W`asYi%!X47|5$(}vP3WeR|Od(<~q(Atc<0^XDrYY!2m
zNs>SVsWqE_tt2C411HqhUG}Xd%U~QYpsdDX$CF92T!}6&q@Bw<5=}utrjlt88KQs*
zIIRmS2`-o_Df;4pq)=387%GBKpstHa@asxeOMpP^wXde=QCpDZa{i{bLd9;Iq#+P`
z_n@SP+gqi&1dT8N?NQ$9klG;%cgc?31!ihG=HO$u;2sNiteBye?eod^rjb`4b9X)b
z*=A$uQrp?|$R*EVT2>l6$OhHNtDe=d9h_FYFD=lVQE*0eu9L`VM<bx@D@kBjjxo}t
zFNNoUj-s&jZF)OkQX(1seJBf;@AXJ*qa~Pb1A*&YUZ<?hc_ACHx!_eBtJ!X)C77SB
zBzE8^l2f&M^WK^!<5D-2pUmc!+(s~*p5~i1*YHLHsHjzoo|NtvLhfQ|a>QU&n4?p{
z?^=3xhSzceK~(qeMeGJumYs2ZC{$C7@_j4NygT7Plwn43^E-b^*wFkkk;IQ8?2r4P
za(=bdDx^_}<4~$N#bYVoL}e<L*oM;13mCRSgK_HKwKG2yj>-qWrB`V;9tTfKg9h8x
zk`~Y5P`h;JuWEL9@9j{?*le8DB1O(v05W@1q+%2k`BZAdIT)mw#@;!m1uK@o$>jF-
zsw`Q(>cshBkMe1erhf4OK<+D8>{1$vPj9U}xB#l;9^_Mj1BD!W_ojeO3H${+j6exo
z{o2;iv`Mum3>Ab~<-LBDb3yRjx{HaYQm|(rcWU&FKTe9uFcn7O?b4;n=COsfWqm70
zgH5+oR2dbj2YLw$)|k)vQbn;@hAFwny)$-uaZsy##OA3YZfMvx>!$wzaQ^@?MMb5)
z>$e~5ALb~e#*c?{icHZ(B7-LsZlg5b^Z@P+Cf<0Ypd3&DLGMO!OS+D<00W-%QecWQ
zXb`kgW|zGK3R*pdTeZ_?x@;mGdetP}!;D<CNT@P;Rm)2&n}-55IQ6cdOz^q@uRmJo
zqO^k9F&Yex_^shZ?#|j+DLrJ&jVDW**+aaopVGFApI&`we6qltf$f@)VNvr}O|7x%
zLMjT#3-OADoMMMKs?ss_sbtDSW^<G2RUH0Cq<r(wH4AZ^{&kx<CPw`+O%8hJ=}J#;
zN@Ef4&1B3OD$YlGVUs!f)GR<JnrLii)}@fkO4#mdbZ&E0mHFotGPtD4E-Q5Bw>0!Q
za0$g$5@V-YmN&u8K`iQRrG^_Wahz8>cW@e3W$Bu0Tsd8!@zXU?+jn|N2%Rp7Jk_}F
z)rK?q)=3%8XbwT(nsx(qBvu`&!p4n*kIJwjx?$AS*l)WN?Mb3qHe**z1$>V}D#~0G
z#`GW_;<MqrLOJ~E>{2V9x%8=MlKfJ~FWq6DD$0y{RRIb)=qhNER6i@^dKyACA^?+`
zpU93u^C&*XsYP^C0#qyNSCLu}$dV6{fz3#YllX4V@Ey?sp5RtB-+<&STGhjG_fHkt
zKza2Ys_J_RT+IzOc@^)6^*b&kwrz{t4Awl*?%~k;gVw$C%U2jG2=}TNz8ur9!Sij@
zG47)VtyS(?pL4|HR7C@B1}P+pIYtN^@m`C6@bL~!oa_%}YUVHeEvi_SF9CHQ#GKag
zsTORiMVy@4TAopgnydC%;B2FD?OV?jigvQHpZ0}9(d1(lK<qA+s9#&*!>|Inn-3jd
z!swfW4&jD#T$qwbe&{&#6}zKbXty!u=H^Hy$92f8=95~P$s@h9@q{wQziEqZM^!nk
zn|tdk#mqCQC$Ts+<ocwR)?_R<F;1O|<W)OOWI_hn$UcLb!P892$F!Ka$f(*qqP)J-
z$5(cas$9Bf_^Ye1@x`UeD4jN+QB&;X7B`GTIp(8yQM#xg)V8{XmFNa3)RWlNhl7qf
zR9T@IH#!xa&)$Rrd#z;L_(6_L5(DhQy8#|M56+&ef!3}yB@x{78=VH~)Sd9S_feeH
z8EsjUX&D{C>t4O(h8QD1TBUQM*<I&+ARkf1YOD7elRRGMLP-h1Wj{)!-XE0)QI(B)
z)#rpr&)KEOJ({rYv@5G}e9LAd`^#3R7CvNgc6vI(cg^!Rr=@7gBE=t2sw+&}5yo@u
zMQ2}WA8Jwwb^0DEtWs#_@Aa^ttUY_0=jOP1n6oh^x32s%I%LMd{i_OVIqlquBVme6
zmf2se859(Ao+t>%j8u{s&w6@7U#B%J7E;_u6%><QPMe{KLbH%tuTGQ=BO^}GWSxV`
zHm{|1wstXFMip0&YI^x_CP@Ge^_P9Dg#{q#>rAbUJFP++MLdGtfUbJ;Qkw0^B>Q5i
zw2v#2Se*LSg@ubtC?R(r<w!0ior6wQpMhO&pQJ?;VoAPK9TT~!EZ~OKLloU6JM<Lk
zCTSZa{uG9ZWt<P)#Jf~<6;6AI;EcSE0QEg;o}sJ5V!W_t>?@1Zb&0QKJDBay1Jal|
z8k)a|noPw3DxY4p&K8p5PI5`6qBM>EH6u*0jj{di?LiHb1&YykNr#iN_8(fOJ<H7b
zWAqghJ2PaQ(qN9X2to68t56J(sxos-g4#=o0>-48?ff_4S!Qs-IL|KK1r4RR(Njmz
zrMPu0g^B36uSn8#7_8$BFb^g=V}Vwzbm%nrw#K<`?0VJB#Pgm9tz_icjOuhklfc0g
z#(WGZ$@QkQ<lr1sWwFRKjIK6E%V71UD`b(1VQ-r~sj7Z%MN&d1EyrwCR&$=T`Jd&g
z+p$aw5#S7-w31++v_?Q1iT?oW(lmpf!k87E0OXtw)W8Yg3Ve<m9=_D_jAmG1QpK_N
zdYY@)q?^$YgeFBDN#J6-zYq9f?qo@>V>?G7G5qT9hrB9L)_KP1kA9(kmEA)MTf!qz
zfITT{^=9#kT9DgXM{I#qaw=lj7!*5HCHbb2O^#!ZPg;qaJo8B>%t6lrn0{u*VOL^X
z72l5a8*~7EbhrfPy)~R~8*@xW?IZp_9Dma@{KXV#`8RK#yASgeR7-M}$HUZ8(o!f5
zB`qZY6qK}aK!S=Wpajh=7|%+xZ(}sXVR$|0wZ@ZWY<dc{ZDBpZ8&u%d<(`PDL6@)6
zwqb@SKnS2#v8R2_>CwN$X6gPOMIoi+``1NnZxy<Lh`*IajC<7Tc<Eg*Nh8sv7{zE!
z<{AssEhik)e9F6<bCa1!s9tY+iR7pq={Xt7sWU!$R4nwu=hmZV<20^j<#Fen^ZC>=
z?F-tVp8hBSC9-P@?^u#jLL3UpQb@w3NTW`BsNfv1`c&4J`gDo5c64v=0h;8VN0GA3
zO#z4<YZo(-)_o4R!yM|y+EkEwX9x1C?2jA#%173@#JG_U3`f$hL9EXh!;tIf+|uR+
zQ9aF3-layyF`s&?Z>ZVMF(_!8)N(4~TeP6HyR57J$;|~_G2#35sYICfs;6>rMh!c0
z>(Apz3kFU;zO>bR)H{j)0QJ+y$|->{U#X@PJt-99tvE<>L8JpPbBb^{KJ@LtoMN5;
zJwFjlOhuWLaCr2qw%UutbCN2PMtW0rpI((M3dc)rtAmW6$E|AH-$wrc#4Cmj%ir*;
zFx|Ri2fu2U5*j@U84<=qXO0D0SP{7cob|3A*I0DGCbw+$ut3WkcjlqRiKC~1XN=_^
zAa-ifhUBQku`-YEFCwyRwHV|BBoAubw`3q=9V!_GsAP&yy5QA-f~y-yq~xg2sNm7%
zTt$y6UBGr>{c1*8*@}utgK$P^pKECNo)%yBmyuFOaTLFC!S>AnW?twP7l4Uv*C)6Y
z%xWJG;e5TM%!jZ%iu4R*b5W6l(;}%!q1~g#ue>R#*%Dd?m3>fFESB;@NM&R`;}!3(
z7-5VKYcBgjvAt3zwnij%$2Fp?`j4FOiLIVaLmI3tofu>sSFK-o1}O<^S$wnT)y!Y`
zOHs2Y_da6hs*0s3uuU_Ly2NTR$@ZcPiIWFzK=d`IJ%Lxmv9gisDg$kSz~kDkD5Q%v
znzXSHRzkS-IIZhn9#3SrdBbD2b6lfD4+K?7Y!SKprkjd;jl~|Vr+h-Ox*={hqaLIh
z>Mb=3TjbpYp}XMM&qmT%xs8eZYpn1_qjs8@wsvBqWL7h#t#m_2u>!-jJap+uxnx%L
zrQp^C3&`n6aNIKSNyzU;d(Z`2oi57ge)0s#?~2H|@SJBR-d0{ZH#N|JX~Q7(s#9nV
z4(~v_gC(HezNuKZ8eA-P$sRqNSF7iaKqjD?#@geFVMCtyt5si8uFoKS0@RH83Vxj{
zB7Y16Hsl~LQaV?!-FQ|BGSE4VkK!vH@58r{{{RBYqx-#UNX{%SaQ6CgS|}b~KMHNl
z@>{1QXVSV^Y_LdlXwUmXvoAC#u5wBYpW<4(4L-*mcc{s5<Oag}3a80Dn&@tPF6v2%
zx%4$&EdqGl89D>Wq%yUQlghyI7P^~A*4{7|jw%ai78Jscan_``x{B5!%)oKeJ!t`P
zrBp)9*Z^enT=uQv1&K^hADf{ynW^iKa9JZeSEefo<Suz9ngPg?=H^R@3o{d%iBNs!
zI25@8qjoHM&`7dONZPy#hmvYo;`197XY8B}yqW;57*Kf`txGK}uUuhBUgs5eNATR&
zb1OQM3E%<Ny*Eej+%}ObN`oK_4@#Lzz}j1wejf0OZB~^w#yaG3YqpLkt)mgdp;Qhr
zQZ5GoU<w%t$s@0B^^13Aa+72whCwtlf;c=>G99vGk%30;DVPo|-?cEd6r9nV)DpiK
z98*FV&A~lsRk8;^N`oBr$)|(z)r=&3As)SRQ4UQj4b<|0490Q*<eFdsyAzX4EJ^Aq
z6c#v6z4@y;cAY+_aw3Fb2j6qhQ1mG#^h8#+(%syMpk2;;_7&(}AMnI>ph(~}hpUm(
z=~nbF4Z~vyApjjoJy_R3SRe|c08wW3X7NfZK^0OI*nn|NX28j&JfLQozbT){R+bBc
zIVX;l8!^E?l;AQlDkmo)efg%4o4BF6bmp2)IM1~!k+fiPDTVNHgPLF|B&lFH=}-v<
zPEI|lW+X?q7^=^;Tan&@8rm`4c;_8Z{{S&XMWH!uLO_4#nLntaqFa`>J}6~nIAB5d
zre?hg??|+}1nn9170=%IVra=Q{J?gkU5<CPC0L%)dv?T;k@!>u5PDEZ+FEc@=KvbN
zX{1kb!0o_2=&;gk&j6FhHFDohnsPY8``1Njp+y3M<0sy)tWm@;ss<|5JDMte%zIrG
z5C(otX~z_CU@GI@r6l5zsok2<D;lJb;ZOQgK&Psl)`-?5ifUwIjAo%3#%bi>b*e_G
z*mJiP3qCW0NbOLwl6|ObPDA{|(4Mry**?`;Yq+3XyA1kfv2S&v!)$+@X6BKUs-$dO
zUd0NM&CjJ{UF%G8vGG{)+({`Vn4HvI>nT)kW1dx{_9m8jB{^f7jG9c+<QmM!a1`o6
zieA(J-t<v}N(BG_kyatQmIe(QGLhUGuZmg#*^6J8@i<vWPndK0)wr*$?hXktH=*QL
zHA)zc^zKrdJ0!Mt8`Bams`E><4x^uX<*oG_i*uOWhvQo|-Xjh|-Nv#HQNgEj)Ynr(
z7{?TczG?B?SX~d?+-*IUPw}TqZ6srHOs{4gDU?JH@cLAW*rpD=^`{TUfF=%m)R<Ns
z4r%}i=s>Ags1$@d$t2SZBy}H^SVNw@x*C)KMmXk>Sfk~zJwGa$C3w#S)sqlCsixmN
zbfBJ6-Ik{$E<SEM^IcY(;v8TzX1ISOsU%gUSt0?04mym~xZIYHSF_fle0;*S;=7H;
zcLQEOZ>dWWA2IyvZr8*vyfMcWn}H28(*wr*WK=I@1cxL5-lKzDt)9LK8GqKc;nky%
z4oBxv%Fv5O+UgJWGVfpRxX<fN`*X*|#4Nw<4n<go_BS7RbK0jWl8!M*3aN7x!{l&(
z8hZeGnq-<}4tH$<y+;P1Huq4Ul3nZQ)B$4@(yH7M#YC4SIGQ$3d}LJdymE4mr}3Z+
z`>hhn>=8A(Hhbc^twX>T(&epWF&{(HyM3oLgc@p1YzL3(9ud^6vP@oT`mZ&IC9^`?
zWQ~;i5sLSsGC3Kn`^_H4_z^S+Pp&zwRc_^}GsE5xdRC`~BPp-L^flXR9s#$M7PXMZ
zeHd|BdQXJ)8$D(>bp|B<AbQohk#PqrqtN0XxJ+lIE;4&lkv2rD=qMhBxri7*^~Ep(
zI)1e=QBCQ_C;~FXcB63Oo++=wljt)*4hPuM=DgR$J}$k}HIov^+W^kcYVC)_OIZ;`
z!5h2tioQo{h0gG?pcCJbSr(ok)9(N&I)Z&oX-6u^0Y(k(4r*Fs7E5R@2H9f_J;i0*
z_-fihS`tyeF<Tta2?mmrKyo)89=nJgp=Dn|S#sGJ$ybGtk5R>XF77FkMHItqh^#%u
zXsW)Td6U@icH{8kur)6ZOLWDSM$cRxmFrg;4Wzj-sYd?*X0qnct|HFNIQ?qXM8fRx
zOWzJ&TatXD-%7=Fc#atvPrZ9}-LZ!u;9yU;6^}lbXLbmZ1wPoP%rnW3O*6fEYj{4v
zn31`2+ZBhZ_$p+S8&8=}=}$m8Yjl!V2^b`kU9N-S$!BzF6qDaQ1!;J1!R2<miH@0O
z72n#~!(|Xiz~Z7(>?b6Ox_*@gpBNYg@z$=L#PQFyNCQaNQS~OKSaI^NC%LSdo4eeA
zM~oB6s|^@b1-U(bl&k`LxXGk_%7u?79Vi{NFlITKhre1(oF79?mG?}0^UXJRPPJz<
z+><yQRcT-5_o<n^s;iyP)AFW<gE?$=sXv6%QG3((1;%QIAs{A50-<RcxEujQkCIP8
zTUsB7=G0_aW<s#%g~u&Jb}BJ)E9p8s`lP^MtU&VKze@DYCqlQdg>aifjtBVFoj**1
z!WGJ{K;U{+iDx8n(wt+}oe3!HK1oJ4imqfHwGoq?_dNwizYKHMv`9^ou^1<>wIRt-
z>ruu_W}ff0usQWK(15!q6%i*nJx>(k`5TF*?pzJuQ9y?f7pXZl89PTj`eK^SPFQv6
zQSK#o`gWiNmO!t!wmQ@de8L;hW|n3Sr<@botB2Zl4uY67Z^O(Q@yI#MXZeaMKMoQ0
z_XGZUALb~imgPrd=CM8wLB&j(jyQ3+dRIkr;r%-Jvp~k(`S)7qbsr6CRshH&^J5(E
zh~!kMCTN(hws*_5m41e^W$?|kkGXO)=xV8vqhh2G!?CBus!0z<{Od%EQ;XcaZJ^rQ
zoa1pGwR>ttFsKJ^DwI0RQVdDK^{XCyG7PJVW|48|G1!7Zq$`n})Qrk{b*LInYKA9I
zdR*tPT90_oG~jcLbfyTIYC%zh#%L}{#%htGWQBz^w^LQ7x{4Jn?f|Sy&3A@ae>x>J
zf>jdS*q-h<RF`ah4PstveMCKdYZ_~*XJT22sD8DKs$XN8Rb=!;(%i`@C77CqiaS(Z
z=0Z_L0+0(yOGN-Er)Lz*npyyV2fY~lX}I*I$rJ!|qL7n7parC*=}ABa1uZ6M6aeLs
zl;jhd(6!cX?M4z-+uUb^S+r4bS{-GsziBWFcWyKN^f)!68e83e$EDP4f4KY_;PdHH
zM?8_7s}c03Upwk{@>@-A-@T2LcA_)*is$XTOML<e{LRQeg}D`_Ypz*Lf6^l{G5#d!
zOr<2vWIs=>PKVs_>s8|N<{O}$WgdXw{#76a8w@du3$bZVR|oK?fIHQ7e?$4y>frmD
z0F*|qcmkYY$m84bq(&SOR#TpFnnGx%(2<;TO%bs5#b}s;<e$!-k>$A+ESD0ja!DUU
z`qlU~86(HcY3pVjbf+5(511Y*TSPQmx7OrV9QCcMPZ5AuEnJ+IYzZ8ndatrnJZJEw
zWJQlqgIA74<ki^j5<#4b^0;rNh~P0FPW7*6uR7y%9x7Z!cjPN}sG80eIV-ijRN}BL
zHS}z5YSxQVia<VUn*n3XxQFh@9eo@8X-&W%>rk)1QBPZhevMKMt|<Wsk~beK1N1Zu
z6UHhFy)HS%Rf;#NoEpqAYPL_9<P)I&7VG)Y2H67~)H^VEtmM}OZMN<SAwHyJRrqe8
zxaK)kzJ`^CNs~+<^{Mel0Hz`ideNV)N>-XwPy}?@I7X+O1J;=$lN$hfiU9F%956cD
zs2qhH*D5Wg#^ooP?mT&-Y8JOgP?9Xb*j$d)%-C7n%k#<d$Jh$!hQ%$45nbNe9HTnp
zrVVtOKZ~_E7!NSFty7x8x`CRku{Er__J8%NtUDvp?7Vn^K)GD|^sa`-#JX+x8zu_J
zvF%<dJg;`xRr!w<cTTX>Z3md~$f$YTRMbilVzKUO;nWmh!1o6<@8@1kYpmbeAKgk%
zHNRuyJFr4r+ZXo>SvWp|JGCHprD6!_ST>#~)9y$HLmM8=TJg^utC-zbdV^BaTZPDO
zV@E;?1N9Yyab*c4fEB%~dSFjOS(ge2T>ca$#MzGU6g;S5?@~dhtj)ef!unL}7%o`V
zjEn)_+OF)EF2mPsafLtt9@Md;NzXw<aTYmlo|SbY?s#6phC){sB**}82UAjQ!P>u_
zNT@I~j1H869!9|FQFBy=EM=q$qbJs*)T4MU8M-hSHL+=EBOCe8tz&qSaj--V0qaz?
z9JGnb{y&W-eZN{(AY^u^vQ8^Y9Gi}2$j9qQ7peTH;ZHQia>olz0z;XIJabL^#CInc
z6zHOoSp;z@XKnx;Yq#+4g-SZjaGRy;?6jNcjUx-0z8~<kmr^YEDW2;er`Ek1*2)_Q
zx&q#`<w&ez+JolrRi>D;a&uQ0_cq%^7gr6#4nRDLW4H@Zwp<W;R4hr0oSasc6CJ#h
zxOSlBxy?k4yMe$JBIOXDS_C;x(huM%GFkCateF_<X~DNJ^&XVKnfd5(>rk@+mOnvA
zSZ*Yr!lPyk2<M6b3t$3H0qs#aAc2gZT0<u-$4-?JJ1`^)Kr1jOCyw;T!8rh&^)!;@
za87vZ#YB=HFe&JI=9n{Y!zVhVqyCta`id!hH?(S!1^)n^C;6=v65Oclc!GJ`jx$%S
zX1j}@n;GPa(6cs@0LWKA-8FIKfe+jj%;a5+yPY#k)t48Rfg~fDBl%nF?_9>G@bck9
zNv2#a!uCe_TmJyBU3|B;!LTFAsMk>1PnM)pjO2!S743!gohgdy+DO=cd2v+!)hZv9
z;=RqT;k}Q_zqg8L$mt^HuysF&dOoD4O*-J(N_r#mzn^N=S6fI{JjxAXNZ4-Xw4l^s
zxH;YdJ&iY7@J_R%64P3lA?+l8GM~g(JGGGa1Xk)v>V~Az*Od}uYiIGO@?$v0F<j&q
z^FVlFN7l4q)lyUY%&GOKb44`GSGri^+{Xg4FEy|-u?+jwxuaXSwyTUEO2)X-CXAh*
zFsYMcl%;J7bKT2u*>*pjSI%ljiO}JcijNhY%mS8^6jA`9j2d<^KnaR5PNbj);*8Sp
zXd-|TmXijSfB<nznr$rrEiMfuD4+$#X$l-vfKuj=$Vel#B~8Jml^NoIu*xXfXvHuJ
zD58N2Kw>%?Jt&|F;<}b51ssAs4RjVBEVzdWaH~9j-H>Lvnkn3OXQ3vyqur?59@<Xe
zoy-0;ayXhr4GRfVu2ARnuQCk7zZG`VRJpWpVwIHp8ZJ_)-1HzwATT-fHEKC{u3pc^
zWT=kz2<9C(5r!X#tys04GT?y>uNgnW^z2%aX6#Ng)N(o+w-Cv!sN_5_AgS&-tI$e4
zefg<lHZ9e7$Tf9g4T88enFOOAm8EYXIL1e<X2@XHs(1_dR4=CnA9wJrB{}K=_o;RQ
zF^+03NzO~A_1X<ndp1tok4oyip1G>h+Mzt-Bee;WW11dpO~F2uJX)Nw5DOkFN^2p4
zKpCnNY3-AR<Jz6XY1-@OjmMhVw%1j#Gn(Pv+2c9E6wfwjm|&hM+TeO*dWy;h8x>(^
z&!Mk4x7B5jh9<Qw_3nX~gHy`HcFhzssa8?XsI1BK2t2~@mWjPk;<Mn_K|D9-T6X%X
zOM#r4oj`-j)a?H23DeQIH00KiTW!ow3HKaUs<3gMw8^cbnMia5d(bjC?%|kbIaR)f
zq~Dxzn#z|zj2-sw@i+S>t2g$&k?OOc{0#y(3W9o4aJ7#Qh$0QL;x~oA+8kDtSFl`T
z%XMt`27nU!${j)j6zUxhP-~mJ@KvjS$E%o+VU8=UP(5gDP^8wwJjVCJ`jx08Mdv4~
z)+E;Z7_70f5!j0MVh3@>RJzja?-vt5jrA3xtK4@yY}hXC@sXcu(oJJghSSLsu}otI
zy9@6GTgkcYWHBF3)z4k{cT=*?WAjmat!d2`7dfQWuWarN%BzrniE~k2_^VL4IC(aY
z_C_mGSkonEg^=gdtyGsux0{qBC!nIhV8wSTUMrahInHxkRi?Lb1Zwe4c<q|!=h37R
zj1Whqbb2?2Uf`?F3Lx$4O|d(5H}tO(>X(hQMZG_~)woQvV9Sh}iVG-hP$WPF6=6Y;
z;BW_e#qMI{Gyoe5$*ENWoSc@aQV<3QUs{=CP;=gZNFju?0&3AvFbJfLd-to5Tb3Z7
z)}_0e#w1a|Sd4>;x{;)6Itp}-kqlsFpfVO9o|KI&T6u?;f%#V(uFso-x#U+#JmNHC
z`Bx!)##@GV2b0#W3sX9eLXH`_boHblB~0J|FgU0f=CwK6B650l%}r-%HQeGT5VQK@
zrC8In$@Lk;aIeeVy9)Hr5BPE$7?*PUlijLydLu|vzO13)-wY+92^n`u{7gsaE2ffI
z?bFMM4ANd*A}^H=IO<1g&jp%Hlf`KW*wRkg6FD!*JX8g__VuK=lq_TpDzKL$uS(FA
zRn_(TJrWg?>5nJwj<seR$gb_<o)eg5UCL{Z@qLWf$n!Gp3XP0*tzQbGr-m#9r{+~7
z2A5I2j)gXn#~;?3>`UMd0Klik0b`TXwkp84P&pLDQ`!(5bH_B)lNsChjY)BZ$Q4&1
z6qCa>0K!SINF17DNW}^5o@zG8CnK6bazG@J=|CW9H!0c(%`jz13)eZO9F{mz0`b<7
z+iBysQYir|IStRuJ^NHR0odT<u6^l}zV752Pcvc;na3iSGi$<(PPZ^)ljI-$323N%
z97}8051fy)pZy7FsFvkNW5br>M9S_t9eJxut4@Oi<aFk;Z3CG90D5pwJk!{1IUM~c
z<xJTmYA&b?XKh-J?U)U`1J4!Avyq;9)Un>n0mwM1bo&m+O}<gdC$4c)M>K<wSbNq*
zuCp7qCK&$!YPxF}A-jw;awBor@;<eUqT{)oku9#RaUTS3UYP4ubqx!{z93R=Eq={8
z{{WV-{Ji^)m7;XhjuZa?uT|d0T%IxQNj}6~oF1$2zfpsHx?GEU2<HlL;Cq8yRo<U-
zWhsv42_kX)EV!?5j%%w%+^pm1YI&}#b!f~wwS-p#ruH8&{Cd`kt6Pref<-j3ACQ{S
zgIPazbjbA;=-Qvd9XC)7E{l93e!fiIKLcD2v*9gcL~<_dqzRrRQI$W9YZ{S}YE2Rm
zX?na7k~&s>&WxufCdai?UC4NCwQd{PQ-;eAdZMnL=4`f8M0rC|6x-LWbZdDGzy|qG
zy+t;k4B)ckKC4s8CmzNIXsfg7vPY7maH@=qhYSe%)Yyia++`F}Py+X&iYNf2J!yMU
zKnX=ID8&FJIcYIY6aeu~CZo?Z6G&r?B^jj8r2q##sR*N`C^?`8;*3+cqL>Y$mlR@v
z5|<R5_oW>u0HT(ZDJK9>A-y_Pi+JXiP$LIEwPMpvX^1cKt#lT)(Oaj=27PLhE-=33
z?I6u-07jJZIjyUC`V92;tVMH?&0C67{b{smvN}t9fI6Jklotad`E;&YD}XRFn!6R=
z2<w{4Q6ZgLT#h;YYRb*WBDs{iAdW}jR-?SmK5y2uaU|ao<+G9Wr96(gBC?{o8Rfqt
zR!zX!)YRBS?7VZ<p=D9jeiYT8_4TQK_bgU{6<P&<;pgd9Wz&Z^7_DR>cscaxQWXcD
zD7YNF)(oQ{9<@xs>U)ao<cVBkZ(jJSa#|_R1L=yTAz0>2lEz5Mtz9nh#EPdh`K(6n
z1tp!KNz~xyG&Uo=)6V;Fd8<c*jMN%>?6zF`Rgy+(07Bl?8!qANPdGGyaX`v*Si>@r
zA_JdV$hh$8i42yqG)?}=<MOVH1pO!r_|fPq9Kd~M#PS5_Jv!9Tc#1vSE+a9w`$D<~
zLEH>gTa7l><xcq5KH`l7P=f9W*C^orHDC<%tSNjt(YE_pnld_I@m8$=0JJU0S(Ri_
z#(UBkr;loDCVz)CeX2ZRfkyWgB9(508UW6_(d_S3iC{zTisp3>14XpSZ83=YbrsoM
zPZhEkb{X`n3#~>=rYgA!RGa8aX&mL3hfS=xxRgpqr)u0(R7?SYI#LDLI`yRoC!Uo}
z+{w2090uYzII9t^PSqF`#9hi5@DD*&ZGdOTY*El@T#-{84x*lmmfF11sx!XS=~_1S
zp+Lyyrsk?6V70~x9MzKIJb^^45q?uuUO*I*)Qth;89DswyUa7|P|b0ig(DudN$1^=
zy*tyfEs{?;bG1+Z09vvyWL?`vIO=Nbvjm8NSdPWyB=qZAMH$V5oyQ%j{*$85smd^=
zV(#9xcSG>x+LX&As#YGu`_<_-I(5FCZa!53M;uk!;*5H-u9KqM>DJ5g1p=&H-g%4V
z$HI=M)|+v3(~`V}^r|xDMQIq=rpB4E#xqP=&P_)wyGGSqp5~ajBB+p>U&e^T%)VMF
zW^RB}BpDgcO0}lV<lRQ(kSQ^(%v=2%Qi)`SNSKCRs(2Z#8*5*(Sj7P9i;u>;38jf(
zX&IMpGxe@zm`f{3jymF{6v-{O0ts$=inAm9n8j6%OOST{BBy0$<0FcqN|NM;!jtb*
zq$IX7FnU&;zbfn_t!GNR8vtYq0hN_;xH0@`;YSVJ_NgO5$;T#<!49Bc&<Lv|x6PB+
zu%;IISZC(NI)1qwjYFR;bN%l0z!}VB0yEs2uO{uxN&G4EuscA>0+|l!q#yu5?~arR
z-tbb9tITpp5HSA$$Ciq>;aHX}N<an)fRpd@Efo^nxa@d_r=i{00$w7~=Z8*3VmT?E
z_1s_UFJX3Ya1U;xqY>zu+(o8AZ!!Kjcpr$Y<2P+hu5e~R56#Eckd4D5n&`D32VTa8
zYcjWxj(0?UVf7WuO%&Ghkjl!y@(&oTV<h$+!O2tC1XYV&TH?*Yjz&^F4O0{3ktbS5
zKvybit$oDK_ek;KOh<UT$4vLGrVV#az8|=iLw|L+uM{fD(xr;-SXdQuK8CZED6$-T
z9?I~CB;aPNwT|W>cl53cP4RWzp4DgGfMX5Px{EIr+FcMNK3jg3i>D+_jc>6$Ofc9Z
z-mXV^B1Pp(wpfn^BpZPrO3rJeFeM*yp5WwFX>9H!8`gCm*{t^%YJLsy&bA4TKd{`l
z@kjS_{_Swu&%<qJOAR%$t?j>E@Nz)+9YuBK-gRze{Ec0*)UGVwDJdjX#&V9#E_k!R
z(YaX=s}7)wd`##vt&!|&+%E==uSc_0u|{+M04<{%Tz)^}T&|_?z)B3d9rDULh-Eul
z^XO}3RXxg5I7GQ0#3`~x4CAprl|H4S>N-ruJL^dzBfAglS*%L*$Uj=W%DBn&zNRyZ
z&z9OqkIc2Ex2}f-WP8-hJTniUf_-UNR!?IFirJdNDMnMTwNRGENc$2gSeF)69VpEy
zQl|uBn@B?Dib_#H3rZ=pv;gW()KX;70@0dE4FdvcDQPGHX?I{!ccOqD#V#qdbff~&
zN}#s@Rm*!K{Ixp*MR;LpP5`Z2Yb1}B<kXSIv8VtFld1QrNVJL2g%}kwNxK~5HB>)6
zc&DplwKP$AAErsEl2O3ss4Jc^$@QsLKu0t-7c>@4r!_otd)8{maqm*3hZ*G5vRSPi
z*b9z-I<l9e9G-(6YY<73p8mAqDF>5M(I-GJ`T*G#Y75409gZuUjzSJetB}kwj_35L
zXbzSc6rA!ntp&InamGHi%tdy3WDl)fit`x3B%b-HXh!<Vz3J;Bj+Ky?LAq4wK6%_R
zQ(+oAvVUG_NY4hTEZ+3LZ-E>}WChP)GH9?8yg;5sNo@!+tyO!~6M0@#rb0LZGghpm
zc%OB|QbnGgVinKlNJmQx1wcAe_w(yn!gIj~k5Nw(lhD!;pa>(aF9)SmNlzK#r4nTI
zpb5d_tvr2d0U)P`%9;jcYMPL>aHX-Df(>OK_^TJh&doLfJRS{m%XK7Uf^$@r$-R$G
ziuN~A^K(<HqaG{Gq1I)OA2;h-*1jMh47Cm+%yz~kkw{<<*0HbN8$M!{mHh##P2vZ5
zw!}MiHJiQXlYEDBXFSreGMeZ~Eb`Bmoyq5l6!HH6*P=u6fO`50VLMN?Gdq)Koac&+
zKIir3m|U>P;8X2>d6Z`-G{w2BQ)FsSr%IB_CYkyWwDyF^>ZE=Zv26ld#0CI0Eu9KF
zjgAF{Ls0YMflEBQx^${i$`N_%NYUszN$`0!M&fbZxTq(%VA&?ByO#NnC$OqWhap;0
zN$fo-g~kn5l3afmG}!#fonukCj{pk05pbFO!T|h*Z|Ghbd#6dR7Yo^ILqYJvEQ>wJ
z1&<(h71p~)W`Ph5-Gy3+SRjH8Ish;M#{#R(aMHF(<I<y&R*|<k$*2nsm7+k{;{8ol
zl0zZJX(gMe2C6d^<xg6oZVuaJ#_W#uIxbX|VTz`?W+c^=d@cncjVu|x#Vlo<`T<NJ
zhQQ-BVk7`ya%f<QSY<Ftz^B{B&A=Q|2+L!*r(NG$X;2BSqzJtL9Ze#x7q?L9maR0-
z7twReA4=iJizbs+ChcX020KzWQn>feLtA>To2K}wk>S;Te0;G#0DcvLbKw1JPgCTU
zk{?Aol>QV7=V_(i4NA@U`QmNAT9vI>oRONt@GPv?mykMbBO8aIuIKFF(sC}xKF}3m
zfzqqWp`YgCK9$kSXb9j|Rn4o8i^U0vqn){sZ}QX=+cg`wF_F`6PkNSPvQ|(C=bEVQ
zJh#cm990q`mX*RO%e8CU+a<IuymEf`xvF|pAu%%#nTLMWCGG0uqMmV%DT6nBH6VR%
zP(SC~{{ZMqMNsfbW2{TRllFG!{sgpCOLC*J<o+!~9EHH+HOj|$@d34nKE}NhUGUY!
zu(y*Zn4_XG&3V=CpEabVC00Z4SwW_(Xl-e}D7dtdeshfV2LxAAbqycHP>A&#SlUC<
zM8dfId)J*sV#jMK1ZR>frqXoQc|mTJG`AJnC)B<iODslxCh2ERq9^%WdwbUjsA+nJ
zn>mi+31V@^8Az{k)8Kg3MotG$YSX#3w!VPFcLGfr7{ia`dsN1=TY_iK33%!;BIoN;
z2_k>GaD6M)wXcRYSAfZ;OXNs-^5o@z172^fct=&x<UeS)aJ`v%2l1|m%}ZdpPif-@
zoQ)#%^{nN%mJ@~t8ShtOyNU1*2i~Zp(Wh;y-CKRh2p*ZONPI^uq%6+Bcg0{8%I7?L
zQwov5sc}rJBf7S^Nx)>7A8hkh)O@_;n)BGMrGVr)2d#Qf!`N(ftv^`2)+f13eKsYO
z`8df3IqD92R#K&HjNCvDDPopbUvjwwdRJAZj|1wsOI=Fw9Pm8g20u!ErQvg7IgGGm
zVYwZ8FsOQNX3>fLwk3qYe++jq5rVQPKb2x?J__*eu&nxg=E8IQ4f7^{rF0LX$Inxf
z`Bi7q)+YH!<x-_>g6$q*t@syO(aCnVGr~Gc56lncT*IM_h#;XIax30#?(XdgSlqJr
z1Y{r1puf?y4Ruf3tb`N)0MA%>KbK0STHg{hOz`EFNcs{*SWC^o2VQ+^xYfQEUq%{j
zB6PfnbGJBg_*V^iVRd6OMRfzj>Uj(?TPY{7)QK7>XIy|YROZvM%xCbRF<-iW3VL0#
z{o$HrT|LbAf=JKIrlap(jp6?Q4r%(=f&4|SPbAB6rulwSAy9{L!QGLc$cp2nv5omt
zgG$2X>}67lo=Zs+pv^;qy=fBAQAHF84JBx3x*nzC9ZoGfO0<&Z=0n1u=sij7J<W9g
z01`Y44}mUpi$uD6i;J62I^l^M1MVP%!27>k&<7EkTJCgR7vasuk!?1w;;ll{P-V=}
zM`X^ZbI={U@rv5kz8`ox&%jgopHA@|{Lz*%S}n!5mM4?Y0s$khJvcN0<&;rQRA)E?
zng%kahTY{n4lC1O_<!M#4`~(`UNY5n1iinEO%;}(8kUYT(7A3u&w8)ouLjxZ+FgdV
zqF=TCi+oDOBc|CSan)FQ@P8vsA*6AT+Nv&blT(ffHRw;^?+bWx%EWlPR@7qDZ(|b+
z0huRe*lQTn`3QO!EDnBxv3yhD+4L=H%GSzpe`%<yy^X>Qd8)?%W3l8@DIC`T^`*{F
z_*bFc_)oz;8@f#|#5(4t`mWXU{=*WOpd@DpAd~ohRnPdh!ZP?{Shlr_>2ED>BUx=O
z6l2Xs>Bp@X9nN$f-D$yz#d=n&;J*U+e*61BR`EsrH>irzMwW%bk~7o_;kD~+BHL7W
zv`gu4Y=Ws-rHrE!++cw~UgaQLJa9d!;g3W5)FHc5v-#5zVP69W^QlAU8Rn`72N^v&
zREps7j=r>jvaiotkzbw-Qxbh~Qmnjjijqr$O!3$0Q!C(P8l&c(I%CqDCF$OQ8d1(c
z<oByl-7r1)^sJSa2PFP=GR!~8rC>Hv?DPbl^=&Ugjm3ZizH6I%#ELRljy>xt^HiF3
z*o3Ngqmtq}O-sc|5b|yCSaooERlf?~EUi59IXrM!^Iml2i+lB}R+sZzF2r&Nd{sCr
zSpn#pd<}oB%PEzH4<9vk8lBDZ=#oUPNdu|oxNi&VdL%Nj)J@h-IYt<(J|ppUgh*h~
zq_|+*F`F14O3Rhr!e(q9FuBv6RV8;&aLVnP>U7^7SzQ$u8Hv4nSClbn9i6(9lS;gF
zW18L5i`-T{_SaIkxlqwgjy;W97Xvu22DQ{~tymbY7!mJXHlO2r=x`?@RqvY4R63zt
z^@WrZ!KsAD%RCz6EIePQ-2fSyCOtvvT>@W6EIXrhaq6cvi;G*0JDHlSUUa9uV#{KA
z!0YK<45Tx2(E8OYsiT53k~8T<ZYFcm+Lh#reXYLd12nVT8Cx82R&105pU*X;*oMpM
zfnx)qsS^skb*3{60mdmo0B5f?nV7D}KhB|fIHYDRl4>w1lX34M+r?|>P<fMYb?wDr
znKJ6RuER@<%7GgI98zYK)!oagin9#!Q@idss?o4%c{w!8o1nP^uhOLHxanpIS(g_Z
zpN?uPi=ucRol`RH?~~T8M25*3ixOC#dsS)fLL5_Mxxm2dQCr(he{vEvCp}N4Qbb&2
z2`$w7BT~#yHQxAh!;1(LO1XZdp4DeU@Z=V8E3*9ENj0rK>cqZG7|7tCO3@*rdyAOu
zlgp2n_N>z*GnQkLYCXgfNy+a_GlFrN(IGZWPVRG5t|nCBTbeE|HZ5jJCx2RECV9&+
zADv3F0K5U3r5G-AR$4NV<eX3hh`@~SN$X3yC*>7c9~=S6t5AY@#y+%$Dgs;PIIEDR
z0XXKNU89U-p7j=~tXt_erJUwd_fT~-Ff3{st-g<E=FY=$`=~mTUU#T!7dpk;PdgB~
z`BOYCGVb!@Rl76Xx$A{q$|>=~$4U^JE2wmlcCjBrTl#jtsM;!ootb?bn#=OeRFPI8
zQGhYur2@Ir_(Ep8*YEC}0P<rv80}r+^{xlN+~3|~oHjp7?^dDiY=@DWW5$d=U@=c8
z0-$5(oulq|KD35m-uQf8+_bjS2>8a<T!L!`=fm2SyJg@K#y{tg-THN|`~U_88O2hU
zaakT~CD4L0hbb@|D{y}*&)m#Qlk*aJ>0YICWovl5Zf)a~f3&%*OTPzLO2w_@k`_P1
zyK??UsYw#zQ1D4nt4g25E!)5QOGRGr--oX>opNdBk|`m0N`_KF&gDHn14T@?DJvrd
zE+U<CkaJmjzJYD3+p@Ba{f%(2c$Qmd1AhbFx{Wu*aZCV_fIjBA92(fOnv=oz_EIr`
z?m&3=txYkS)<GTQMmGNTIIh9<D`8~w<xbTmxa~IP^6v6!?(C%&(r05BiClXctG2Zf
z&_S+PB!VT7JM_S-(d#zSOd{Mv`d5`*&3mEi6Ep-$j($fzpN(v2QryjO(_P9JaLz%d
z;H)Fk_hfEUl{Fi<bSWwaL%~)V2C3-t`PS^avJ~;2wRO{j#b;{)%j+Hl(Dig@jD3z{
z&QxVd_Z8<_=fiztN)0qoncy6WA~_$ArF!k&<cO7G4RdeexwOl@j>NBjL-iH3DobHA
z$BDVKZL%v2bq1})dkd%y!98o&=C<(9is2^a-5{NYeCR+2@g3`o*M1e>+bi5@QZ4j7
ze|9kA{sUU7iM>ivIX99u==oaoZ--2+;J+LdCm&%S$?MEpO}MuNTt?{XaLB_1eiiB8
z4dl|thrCaw-0Hf1nJx9I!xWd73mTL24(FU_wOiPx?s@gS)Yk8q+>CU=uW}mY(|9w%
zWyoub`F_oo?lXXYm2mdo4)l20Ui-(MA21GI?6Zknk6;Z&;_n$-+-rI~dK7HBUWc$+
z?*thNkV_HUI24*sKygoF+^36HwYfIhZjl(ZKmeJHXU#a|oSfASQ$mhiM^0k^wrjJt
zXpoF49dVCp^F4o0(L8Iaf5Jhfc&|>=TIE%)tu+aZO&fuOxBJ~c`t?fh#X3KQHSH*P
ze&%gKEbwnGS<c&r@30<&8T{%UG|A;XKKET3b^MlgR(7dr3v4LSf@H^Bntqq2>H4Or
zd3|eQS{RT#cF%wsL))$~#bU{+cyC#`ZAuRk>5$q@`^S!XHcuHnM#I*u*!ZJCxYaLh
zE!-xVbqI&dPrL~JJazB<t0tOyipNK14!J$r!>H+2;?4La3Ii9R7&)xXINHlTy=AIf
z#d8I$Os~C0T>(5A#Z3cDwYfJMmcMIpWPp(syoAdqpup)>ygMbdaCnO{rM!0*tdJzK
zV4k=Do~D+U3mcX;dMApluJr4hOB;&;7WnOw-D7A-{_8F<KU(H=71gzEV(-HqBJk#!
z28%tkzh_u2l|&^+%e9A7@7FZ{00S6w+xz#pyN)G$H$^fyP+N`$d)9}8HPwSv5#L`%
zuz7EWnZk_Y)YFWbu&!{Q3~y~TpND=iyuPwaxMDE3+2#9^Hcrsq+p(IT!QLo85-;w2
zFX9a|PW}D6y_LnaxQXrEMnD91{{Rm4+3A*k71ew*u4(RJ(^pUkvIQU=z~nGq_&sY6
z!~O?{;nUxEkuTF&x=0=?D|;j@^DxHeJ*!0|)yA1mz#bO8gTZ%RAk%b9eP3OBrnk0B
zf}UIorwsUV0XYZXr@d{>;V%$)uRzr;yl3ItD_e+d+G{OB-^vcIIoNhF$Um3qTsMdH
zEi+s2Mc0EoMSe7k#JV?jSCc97!yc;Vw^P^G+N(c?{4L>q4*ug;@g<(OsYxEo8(k{p
zomKw;zU)7d{c4K2y{76Z;h%yUey3|;X>q8oqas_$a}aS6Im=-6I0O%^c^<v0UTeC<
z`km}hr1M~~f*~4kF~A>6?{4**FZfa#U60!>-uX2*ceWC*nyZGx70y8St{6Nrf&FN(
zSur%P6YDx1h3%e~eI=w<p+x2^24FLRyQmzVmE3$^IkfO${{W~YRl!MQjB>nJaq&{>
z*HE_bn6kUKxi<PlaZDkQKbGV8TL**eX;@aV$M{Rb^7yC4T7HcdN7`ip*nbKRSpEPS
z=)NlWhAmUXtE1_^CXJ&n*zF=;yOrUa>PW_Ys`tVhyDbw@*EM^~t9yHkZ8AY<vq-39
zk-7y0@_6VyYlx29E@YIKb~z;a(?}9*s|Bk{!ytiLF<YcK<39DjbK$kN@NK7vW7KWs
z6I`2jwNJkjVTj$&84I4B>k&rg05BOKWbg%2Mv+Myb{2Z~jWwHlD4y$3y4n$1X&Jn<
z9;Eb9n(X{fd!}jdcz?jUeZpPGWp=V(Trb^enXpuQ44=}vbEj!~XM`cqd^O`Q4cN^(
zXHdM7`8?^HA9YASD)s*WInSEw{uGD9c97pe;%ygGm(Bo1V{#;Q@3@anKUxC!G(Ir1
zzr>66Z@Q7hsyzn5{xyHaGRU6_yb*aEj~&b}GRGn@R!|QZBaw^>z2Y4r%i=}FuZT3Q
zZ%nngk_3+W+V+1bqIDSDJxBOfe~NCjomWus=Y#b9QXlNyHAFLN4#8tC#BX3v7#RI%
z7h|6A=Z5uv9cxlZ^See4``i16Bu2f<G3szSS3%-W6X=?Ujr1rXb{Y<g<-oITEM!$6
zvtV*Tz^=2znqHrKq(Pu~d&XWF({wnLZ;S2g=3GB^kdD7k{<b{!T^C94r-<~o)HN+L
zUelyvZW6|CFe>yp!RyXP(w5=5(rcb7_<5`NqUz%7LchIBi3a=s0JSt_MgYpjFfah`
z&2qjv@UnPQT}yj;+TzCMCAhVfx|D9m+*d<?@as&}HF+=ezY}PYcz#y%1Icm(kfG$M
zQ`~eJHIMNd#CBT#y99b$Gimk~>uCgpV8|D%eLup0IVC)CKqPw8LBSNf(*fbIMtjqV
z;-d}MG`T!+NC{Nro^etGfzE0W+;pWaj&neXgZdLsRwKPv4UtX_=xGSFAM5@#J-BO$
zRxm<>a7pb{(e}EMd)E5s`jxxEc-C_*n_;)?IHbhMbsY~*v9e!2ONnk9p;7{Y^sQ|p
z!#)+ivkN?zu*_GeU`BqJs&|*x`jzZawn{4i+f?+gMzXcgVY5&cL}G&^twr64Z1JBG
z_;M{O^KF&S+My#k+q93ZbA^2?(EM_+TFV>TNC-Ix2dJ(Pp(OXMBJPTg#dXL$XFiqC
zczeTAYqGFugds-mc_yi8kwW*VE(gh76uO#tYVtd%m@<*T2dz0bZ3fP}L+}=e*6b&Z
z=8$kpHY*;(!@6PBuC3&>4zaldB-cGJ#O*<5cD7WBThp~>S@_3Nitbs&?YcvgQ5a9F
zB29EhrA^?C5_^2AJWtRSZ}F~gQScqzv|?L1M9J7U2BEk3k8(CgaEj~DoL6C|c(Y2s
zw@}l0FX+dL*3w-}?s;9*7g~I~E@61c^%Y{%RJ(<Nf@cgm0Bfl6EzCNt*O3yepdJ}{
zsumg=TgXe0Xl~_Q8aj5nt4SW&c9GnX%}q4VGnSC>e=3ZHL4XI+naiAZsj?-p%G;X?
z4QShtgReE7yHF4ZHEI?k>S`p3W{%<4tvhy5lh&(-ILW61TijMgOnyo4ifeGEgO0Qk
zbDrI*Ih^gqF%Gj(_i3MAGhM2%iU4!kxV<!H?OXA#hVJAfL37Paj+#$G(%gmI*~L+s
z<j&Yrk6NJD4&N?tDXl)$&rH)urpe@#D)CgLn2~|jqj}ipo+|c}rOl|$GNdMbI@Kax
zq*fLa-^>+3+n!B&E{CGSWdfE^54}sK=}>9#2W0~TxTx=S11oKh<w5D*wTwrxdhYZP
zVu;{$&1JE}=9ng2bJmz#5Ke1EgvrYSI@AS`Wf?VETca2_=Ce)Pw3*M~4Khs&$<&ZL
zRW1A5j+Gp;hTx90&G^6=q*0|CssIHs+D2iLNUG2{G7b4F-mghKZ?z&!3IJju^fhiW
z!-ZUmgk-pkb?;DWdb}E3Wmo2%h82A&3gnuuuMU%MlZKtRRTad|Ec%7lpKwbt=sg8U
z%QfxEnszMB&02!k?;KMV$l!yDw2<-5S&j@3rAe@2fn26z85pO=xFe-bV*t}a;Lrxo
zfWPDJ{{a5Fe?eXEL0)O#Th)gD08&=Y1evcuOUrwr5hhXV&JWVFXx%bW#%3y~3Ob)!
zoj_0kp-?CrdQ#FDlo~O`B>)tZxTK&5!S~P7iXi_0SbmgH2g(<AQb!>*StXVi7$hHR
z^vlg5CCS->J6AP%rKPRHNXT|6&ILl9#%pOh9<hC+yw4|>7BT~MHPh&t!)VsA!eVz&
zxFJq|Ls&oXn)y~<On3kc04t&J?X;S%o|kh3!{m$(Y9E-L`Vn}GTDH}+wo|6U%6Ts&
zV<YHAa5`vp)Rr<fz&QgwYtuEWIIMJu8Q~8S43nDkt6S97wHA&T_9BidZ>512H7$9p
z?-1L_0A2_c(dd37lTx-Vu*tWF$5B`f;3?*`lJo5u$IL+=*0uZzWVX=FmBB1|^``l4
zpc`{b6~qT)bN$xf*Oz#;8Vj;{=Dl{~Pln_Zjz>Z|*CpaF3r%?m+I-w}2dxz3lM5bW
zZ>Y%=g0dAp)zj%7FusC8`^I$~b;11Wp1siKw49@c2c{1dYQs;@ezmpJ+!{xt4NF7u
zEFuk3&M9Og9%eSU{6%xx$HM5YH%p^ki9zH;FAP4OwEZhgRA5^<^{%qUBLaiC)^1#{
z-DKUKAE;=0mX9$@h$M)ws5K0C&M>nsMST}4L3<CCc?wK~V-gJhwa4pU4K&;G(&^Hh
zc@O-vepH{WX&TFBT9M@|Br=X02hy6+k<f!$n$LpuZ57Fq-O3J*oP+q*7?NmD%t*&t
z*);YvQcQM8_03NW^zbk#BMf>}e`t;PW#`mTVcr3Zf-~#Q4Hdb)ZQ{$N!p!Bs_2B+>
zyJM@zeAp9hW7&=?f!J4u2kAn}@baYbS;~}IE+?rAH`~i+@uW7O4_e|h?-X9yVN32z
zbYYt7w5@Yb)W}<jJeNO+tR+rSGn8yi<gVlMV-<4SP`I%p$d&$?tw{8kWQ;m6k$V;9
zk+hMwfCW!7dzsm-iZ@TAYe-XA)8l7638NcWepSore+;6WG};aFP7gjzpDT~(Ypyyn
zIXkmXO(V!TjhRU4gH2A`FjqWRQqeUHDpMWhtdWt&%%-zS<EIt$G|~sR5nsn0%zZY>
z0j_6M@D_)v0@gCMl;`*xlt1BGD#`9$&mvh}4_wsgaF4@qYkOGmF14g?cD89??IeFN
z$KhPrjiWeq+J2R)Y3x#wZz_K21XF=EL>5z(ZfaDxAYq5&PUR+SO{?8YqTA_MjV)o7
zrot`@xftBXxdVaiR0c`uO-UnT!*fp^X_hz+KgNJP#wia^YEW_7fD@;BQ0MWbIO$1&
z$5B9q01=uojya^k{At)Y#yOw_$prJqY7eb1(w6{!G=u{r(u|5`Fll-Z@Sq0<_2km-
z$6wBwzy_2NjwuLuIBvANu}nDzlyTdN1!6$i=9N!0#W@t9jL-zieroy~N1JwqY8_S3
zpaocDbg!LM^YyQO(Pbk<w$JwkWjA9vjMTg@q-tB4BQ}$sj}ITEbC>=f@jZ+zEN}kT
z02t%%W9VzK-=4JK#B!{2N;O&`tDX_6T3;)-+Y&)1`(qWK2+s}0eF1e1wesw|wT@xx
z!=KK%eMjN;n|NAF3C**g;XI1bPAsJ>9##`$Zd`*|nz^`~sX1j|(z|U-!P>r>SiA;E
z$45>@bMo7jBs!2sVk(NdXCsUrb5qBT^|v*Ia&=Mls;5mMzC+j6jReyvbGT!<t*Z+;
zt_BdAexIO8G>X!Y6mwm5t)f~WRRcZEQg$LlT5XTm<N2E`dez;)4nImpZfT<|a(^mB
zfgAe%l<Wc1=x7}=+Lw&<q##kxBZ{#Z!S<@z<0Bn<)bRR)*Vd*&E+{$cQm+7<XSGHM
zQSVOVFFD0zWWy(%bf_h6pc<601E8vsuxy$IV#TE1Q|F~<G^SC#x(|BChYuhXen#??
zE_+d9XgvvDP!k;uRe3Uc=jl;Ak0W3LYoyS8J0-)cvjdJXRF%pg(lmK*WLISQI^w+s
z#@gRYfHMFM2)6oVxKJ{2SyvZNb0$wuO4cy~?d9{_wiMw9Kr20*=bi-{urO++)zC#d
zc{OPRW8}C2vDUHm9~0VX)1)$zS&lF$lI8Z222X0@^_xkjm8E1Qvyqx@gjaLCHwNJY
zgM?w4jGi(LQ__Q-DiGWdy$wuyjJ7?g0V^>BbA9Sm+}!l0GiL!n%}At-XRQEOL_JBX
zHsF`yqJ}9XkSdJlpdISf)K?ZUZFnR?!|!7hTy`_HpAp*VsAC6p%XS>%xoB^rytp#S
zF6kKOntr3<rn#Nvis(q^owIO%I>Wlr@2qlUh0uEa<^070vD(`#X9N&<tMJ6R$LcH2
z?R9(0Cdc1ShdkFqW#Wh=;n<<~8U1J_qp1iNibhOTXf+sTT&pV&P-@4Vt>20SAy5V}
zP%_}2wP!gV)f0h(KotBJhQ8H_9Pj5f)cH!WgT_xa$@n@&Ta8so!Fh3->f~@v0pqnJ
zTZ)>6)tMVEST1@uBDA3KE2#qN-#_g}f1#{q<a*Lz9@K-GoprXYWpqG}U>N@Z3vg=a
z=b_DTW;J2cKU$g#o2y^-GrEuN=Ogu{%2zSl5lyag9}>?V1;h&D`^a!>PCaJUOIEpJ
zQB-GZbu^k~T-1mF`0htaE1S?Y33VS3Pb=gnlED|S8<vV1upE7~lHDdGiCaAg;MPBg
zEh9^C`2;EDPXu#T8^n;J`BvZzcdV^m;9Od(GlFy9y<-%_T+@63ZL3)eueF<ZenJt!
zuGY&-ywWTqg<2;?Tml7gS6bwnZjWsek{z*%>NGo<@2#VjNeRg5M3c6nxl_d#?lg&^
zo(;;w1gSh%lv`dUjl(oRsn0#D+qHOOHWI6j7!h6(s=@YqsStC5K=<a9EwItuSo}mw
zT{G;95NV%-lk$&qR_wKldkb}DkwJb)9CfcCxRk^51A-}oSe{b3eg^`dvqRMS2Fq23
z<ua_NKJ|Q*b*~K5yg@y#3c0S&Nb!=k)tHb^dYMvv0_RVxczO*^-G<S>2L~0!{{X@(
zf2Yh$Wtj&+MnSIn&sMj%KvqG>tLx>+H~`csHKPp~!q`jX%d+klfx8wQ8tI})!Uit8
zeT`=L*IBpG>=i-=o>R3(KU(FkFD_ovBWEOlmCF_*Y5G+qaai;uo+tTG?#HJ!AvpV_
z=NyXiNW4{fX}TnUq^FFP#%sUQ?&NJ28@q*LA;<3t<j~_`8=huSk-%g;6(b<mIji_5
zL)I0UV-}Mi<3W}DtD!1Nh9emns`9P~8Kk7v!#tB)_;IW0fu^^Q?NAPP!ZU&I>0E=0
zi&-{EjHDiNF<$*Xr#_#TMmQYevaY4@--!W_QL|K>@#jVIwtf2==!HhssA{E|<4by^
z0VmDxPum>4#@P0*=UDhta8a%_TbS<Q#&!dTABAu?dTsWbF^+g%Cmon#wNg)GMLUYo
zGLmp{>q?S5XDUd?y+D_84j2>oRKi$f^;1+`?r&*6EWXp21(k~WX1kp)$ClS<Bf3ze
z^<Z)OSCtsZ!CVpbrUqm@6G_H0_>q*U_C502>e}f8!7{(FJpNSoW4jgN7FylinaWJV
z2kzHpr1<{;1IxTp_~R%1YYE~10F{~AOLMc8H?YXhJ*kZfhsux2t6S^3ee6KRC=7YS
z8cD8LHyIp$b%TprfqgEffp()3r>dTYs@-@;N7s`x*(4IT{I!FR(x`dzyn_Vwt!O;c
z8iW$=_7y7YVVn-P@TXC<-6okTULgJj;r{?C;V(4%y9t^rt9c@Da6>5sSGzP?(#g66
zlrT9M6+G7SYS64Y=A8}1Lyhh*%lP%JqgAcK=g%R2Y^lXcvbuT^?_Ra4{4Ue4No^YW
zVVC}R&fI<sD}dKLA*^UpZN9X1Oz|KYQ~1`gsHL%d#!Aku*8-(an;1M*Ga2cOVv$|Y
zp0#%=NYP{~!64FfHC--A#%gtCVUT|cE>*?H;YulSoae13NCKD*`WjySd7~faG@WS(
zUUQmH(wCm+29TT@08mFDawy2fCgGFonm8hX4g~Q>tso;G{d!Pva(Yq*E`6!PIpdl`
zjBserJQ@T@hvpw&&b{+W2m1=t{{XNJcqC&izfoTMr2sTbT#S5zvZzFffxzoZtU;hg
zb4?0!>sXRWyF6l;7cHJ?;d#y~Skv*K2B?ubHbLxbGf>d9olTqVHbESZ^^uGk*a|~q
zwIt092wCtd;@?47^UX`)q}VcPw~@%bqkagkYx@f3#_Yv-p=2FJcKXkV2rUhx5__=d
zE154Oj$TGC$EhZ|7QuEo6=N7&3{V>*gT*sDkN6sT=NK72^vN6(p*W+VqbD5xw1n_~
zl>!}~n~GyMAN^`V-t@*`O&}DpErC}c;~Z5b&T@NI*m1@>3YiJ)TNogA??bQykH(|i
zaxqbpoC?myb`_kS#-egZIOd#N98@w9-}zGlXk01IIjI!OaUfL$lhUKKwwC5Vk%CQk
zx(|m$A!V6)#&T(;a^h9cJTP5^v#%cY*U0c`@C1(=v5X3W=Jjop%Ybu^)spfvmS${|
z&1#ZGmLBBFOEJl+es|4)aZU4fgPO0q4Y-k1ktFg+27YSJo$$w;=ASb&atOexq=r7Y
zrUhB93?LJnQ*Q1fme?4|v#|pe+34OEveq=gE3<DWucc>e9u>FK9b28N$ZuNBO76y-
zwpTJxu(w4R1P;{23{Sm0xCf8BPK@#otyv?0Ab<b{u0;+=<P%WG33tgj#bWq_#A{-P
z&dV=w+!8s(0b^rQ@dc%eh>}m=4y?b!R%|?HdZ-Y~74%r<IXO75DUohji!&1^eckEl
zJkfm4O6@e`B)S9BW7rc^@b;u}b8Pk!o~(x|4M^S|c~HKYe+Ars-Bua=tIJ~6=g7$n
zoi?6DY1?b58v`7YK;ycel}SPQ3BKm`qo6>p%X_A@On;35Q~n09ZoDuU?z6d9KirUQ
zZ_mAS_C7V#79f`o75qQlkwG=19sdA^wMG5xGU@Z4<K{|EFQ8ic9%lBso|ba)%NWnz
z!6Wk(a@)k05a3L^!0tJ(Lw^rkv`r?Rbq(YobVdaJBDuTmCe}wObz;!V{p1Bt<=&)E
zO~%>yh6#Wh@K0*cTf~(~3=h!PIX{Mp`K>M${{Y#4l-7KaYFcqCB1#8hM<1O6vMzXc
zP;uf3f|IeGvx8mSS7{-~m@<2373JD4V!s5O5=k}GeWkeOixkepmIEt-d(?n?*CP(G
zJRGct9*2=y5O|&(;^HC)_miK}m4fF%w-jy2s4X=+8_)GO3S0Z9gZWk53P3<tBauzL
zkx>#BQWaMu`qhw|m;=b9x=V2)=V9EqA)6GP+R(UK`j7BD;_C8gfdetH3+=gRsk|_-
z$Kn}cvOZ<9TOIDI0*5TP0QciGR4es1scYzXXx|(SG}0_8y_<~Fv~7Dvyk|{IbH=CT
z+a}ZetCaDC@|l$ku2&s599K07IXw5PQMr_v>KfeIZT0LaqtA6CgNBN1Fj49le_Hgt
z7f_E*vVtk?=T=q0z{syZ_+tc5VJwXjGw;UYpr6jYEff?`K*nn+=<G%ARPhIiEl!^z
z#RTrfNB|+PHPie(sd%z$gKA=h(~z>Z3Hn#Hq%j>m$%#Ji_eF5JU&*Uo1o=RI0OF!0
zUdNZ~o)XnGiJ3JUc@U2MLHZic)AVWX?l#7ZK<i&b5H9qKg}DM{3&4}+AFXm4UAz&+
zC`e;oPelTSGVXco+B3i~SCLgVJT1pw)#zG+F6Q}1PfF!4(SLdJj-HjGmBQs)O=jZE
zjgCeQb~-<e4&;r&B>GpM9z$pQ!n#iZMv{1)1ER11;4scPr8KN7Sn4m&_LjdKx0Xgo
z79vD)DZ^JlJSE|)%`F61cQ$@t+{luKP=17Fuj>e-Ubn)J^+&aHjtAQSz{dXo>sf1S
zp*Gfs9jWPd`hKY*!>Eg!WaBLnQ}nC0R})@FvNP?11C>F>NcF4!ER6-)0E!0AfL2wf
z8hOVY_MtniOIn>ypW_H6VGYXcBY?uU#L(QTv~C;dd9NS5B}$bf9QLl`OJn_$Z23F!
z_q)|f32I9(>oI=jPJjB<=30%*+uR+kj2`vscfUTI#ko6rn({4Y{yyLFs-*3E1&xh2
z#rJkBK78Zfn(S?SO{MsP*U8o`BAgxzFvAa_730}E`uDBfF^G-uNUc?+(3cx(j;~Vq
zYo}^ErO>Yi@-iTp;E$o{UVp53UsKU%DRpfk5$ZFa#=GqnSq0hwBLVfVLqtoh8gX!|
zFav=g-H*<v+BmyCM;SJcngo(Yd8-L<t&t$De-cF+UpPq7Mo$58T<>%Bt*@oc6pMR9
z50ryQRH^5$wL+wVFlpeEoRdYzdy_+RG$$zJW4JZgcxS{C%_y_DZNc~lJu8bpcvbBe
zjb`5*e8Qr7$5AwTb;3_>%)&hVDIxJq^`;alz^wvFw_Kd@Sr>}C`VY#ulO)nl9BO?+
z0aWib-9q(F_aGD6sVEu71~XO^e1@r5O$iK>Zr)gfTh==D+zI7NwpdTzNd`fzlmmB8
z)b#6AwIRD~TGTu-;ZG2$e=YRerv507P@i#JUbXPUS<~Zb?G-PrfX?_EB!9qq*Ia(-
zt!*NCQh%0L81!RQ<l&)FlRO%0Ng-mABO@<RM?+ARVaPv~d%wiXJ74UDpX|{2*#7`o
z<&EE;TJaYHCbf&^S2Vc_&g=KNs|zZT$^7c6`_wN=E;P%d9YNxgsrINNCx2R$cB;8o
z9Dhn@(vMmfr7;RR_NDLbO#VN@oOvRE00&B3=j%z^@ueSnfMban>DrVrIW*tlrCy(f
zAri*GI+8nz`Uga~x06P;K_Je-!LOfT`|0(se6x)|;T*SZi=Bg<R#ga*q|ue+8iXqY
z$oy&@E=Oq2=VOmkSI=6;#HL0E98=Y{(s!uti4kyd$7*0jeW}A`6EiU5*0_CFUz<>K
z9BsBgUs`X7-ObJmF&y!l$B+6}@QOjO^B^2@X?C9D@I9%q_53Pd;QZ@ENZ(8oih7(6
zTzB@Sj-s4C@g1qKViqKOQw#G-e)T~8e;Ps@TR!yU=bDIg{6$S4-u!3*!#U5VO0yZl
zf!pa-*Qxqdj@6qJAD!P%YF8Uqt_?OnzCN^)lezx2Bn)Qb8O2RwVKwZaBAvYns>@!1
z;i%JMe2d$)G_DB0q3AJM!jB^312v;{eyRJYyLBR`z9ntW(~dh=Kj~VeU5TDvN$XXl
zlOr@g-8BTqil8BuW13)n*r=o@j(usd6O&9s<dCNr6#$c-ywubE(0kPr{;*IprO|cS
zw3Z=2XxQYbsWshu`(Q?hn-O~C=QYk`@yY8!Cp~I;b-7&HSahmG4Ar}6Tkn(8xu{Pp
zGtV@-vodL}QHq_tjwrZ{pAc*QS^E`<4J&ZWJ61h~mBqZG>037)c>w+uQ%D=GC1&Nl
zPg?0<0Bzt_d+IyeLOBh!+G6s^!u{lgV16LgRMPDWk>|EQx<^{<ZKFoC1(8Yj6@#gw
zEX{;b&tX)FY{{2Hg@$7%nymUZ(g2jG^&=znt$2ytIjN)_D#ddlbPYx{^B~0O{pgq<
z)2%n{*U*t1!H6HjAgw~p6K;))9Q9L*ONMD7%dumgtaC-!745Y~g~W(jCkLuA6~Ala
zE6|=@$xFC<tm~8c*DW%rk+>g~K!oISYPqktta=LG_<sKY1%$RzpF_Db^y^V-R#IDO
zb6i1l6z~N<ak>1flYpNr@@m}7e#FBk1PqESBb<U=ny3e`$MvnBJ3aZXb;<tJlb-de
zr0x7_E@)db0x?GHfNH9fyRA;VlbT{2dB@hYEcIPN%mEd{75?k|!m~e$tVKf^um1oE
zZTnxrYvjVa_+}aB=~ng4Y72ci!(pcf<qT_{vH`qRW(Wjx*XdJuo+$qSvy1Fq#_){e
zoMxpvNiv$cI=_V))y>`H_A`YTfu$H9?I`}VQSjYWd{H*l1N{ZM5BAcEs@8JQRPW2F
F|JlIx{CfZZ

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/images/image-4-Automated Industrial Machinery.jpg b/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/images/image-4-Automated Industrial Machinery.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..0f0b071662e6be1fd6b84017876c6d9477c2abea
GIT binary patch
literal 133194
zcmbTdWmFtb_%%4V1eYMe9R`99t|7SF0D~kr3=#$l5+H;G9b7ZG>)<Yd1c%`63GQw|
zm*4;0efOOGw7b=(`$Kn~I(57IJkPCrpL&{m`U4<RRa8*~pr8N%D9;DrX%Qd~z{bSH
z!o<MF!otGA!N$cS!^eB^0*{J>l#q;;nx2l9nudmf<uyA46E`yr4TlIPHy^){kPtn)
zn3Sl1<ZD48f&T_U!NI}7dx1xZk54JUNW&=b|G7PN0*J9O7SPPmP?!Ly#3*RQC{Nu0
z`saCKp!`n*{GSa46%8E&6AK#$_r-IEdLjTS3K|+JIvNHBI{I^O|L5lbbYct=Mt(U=
zQXLB{CK#DOP+Sf+^PB3Q<htW0EP|G9UvO|=QczM+v$C;saB>NOghfQf#O2>AC@Lwd
zsOsq(fDMg|Ay(Elws!UoP<IbcuaDk7zQJF=g@lHMN5m&2CMBn&en;fy<rfqd6_=FO
z)YjEEG&VK2{OaoN>Fw(u7@U}#nx2`Rn_u|5w!X2swY{^ucY1byad~xp^Y8XQTqppv
z{{`#$`oDnvKX4I0<3dG8M?=T@4;KpR$LAA`7#)L=ACp8*2g?FR$|MkkP4*@(r}`%j
zv!Lz?xux4U?n@S-zpSVKLHi$M|L=f(`TvFNe*^o!aV-Gw&`_Q~9vU$~2C#KA%!~(r
z?^!fyQq|*sH+N%w$><njAJ4{`qsU!$<og6*)YI_eZis{y+<&v&`}zbR-oO8*?|$8M
zm7^l%&u=8;@hX5Q@TT~1>LP_dz%y6^vl$^cAG3{^I~no`V0|98>D>^B{hpa(A-c7=
zAQwnUn_eQi)-2Y{C2?rwQAtW5ASPY6#ZKc{V)s>!N$Cp>?+BsovARV%VjiNypB&G`
z-B(forkCGW-*JE%;d@&p673MS>nEs0{hV9WFr}e3jrHe*Y{iyw99U@OFERYF_A|h7
z-VA$Ra<AZ-7VSGxWlVu5Acb$o<&fdpJ1CLv*}mM9_A)|ItH5R9rsc0!pIf9jK_3#5
zrdFF(?k#h0YJBef$%<I5bzH+bN0)b5#IxAI{9i3rm{4mucTjGM%s2bo9=_rBUmat!
zSe}Juoo&6UF{*_LqfY;Hcl@D0szoJKh`E2H&o+&!@(l*FiqOyG@s5rV`0sz8yjLog
zMG?TEpzj%W=~|2Aw9?O<+j!U-_E0Pk_PONqe1AEWl%#TTYw!`C^Jl9f|JHf*wz(l;
zZZdyzmA>@@-@2%|H<J2Cq4>}F?|<O#Gf^FUeNgvbL-7WmX-|~}XM-+_9jlAfa!gV%
z<24iWD6b0=vO9Z##BStz0|mVfT}KntxJ|1CVlZV)1u+G{ybu-vzeyE|6?qWh?Qg$X
zITx&iRw-a%bRQcttdUE0pvUpX@2K8p36<!yS7Ih5H2mK;@eV-MD%E&4S<N~cEoU$n
zR911x5aD~pxWB9Qm6XjLj*AWWoQK2~ZYI0M?XsZ)388H;rFN75B-<gxBFpSDN#81N
zb(#BP!2S<8h!~%~Y2K6J%I)-dOVBjzE411aLs$B+FY2r^xZJdr*T`_@r{B^f;{+m4
z<=z031l&m(JppiDvLF^+r~<4E?*$es$q3S#%7OWd(o#UXE-JO2#i@FV>u<Wi`OJFC
zhhKNNj&@`ERq(}V33qj7hEup9wQsG7U$JM^!`aNgCx9*xbtwx3GkF4>by9CuHc!g`
zeMPUMvq!@YN#;MtwaspZgLMMVgyXMOy;9lgFu9_NAV0WDrIZWnDCz~?T{`)fs>9S1
z9`yWypys@}tuy@dOlViu@@Zz0DJt)hSC295jQaRTAHAZ_Rs9oyzS5W*Xk|kA19ohz
z4jeOK?n&wH?=0fTqnVtIuyoRN*iYA`OWfR*<2Im@oFs(A5?pl6gs_OP!4uRXL`x{Y
zJLw)tYQq#c0Nf68LX&C{vJ&pPFQs}N1nh??Uc6|_42e2afoo$40b1MbS9cZp<<Q8m
zMG$6(8rhSw%K34_v=~g8oJy*e)^Fn!k0Ic#gmw(lxBeXN`)`#NLbmHYCg(z%=1!a3
zAy)@`shBl-uUf#}z|^0#_NiIjk;>m=@CT&awQJ%#<ZtwMly${Pm-N+LU01VwduU0f
z5;<^1*U7;yMC%16Hf((EJ^BfFt_1!*MI=xsS+QZ+zH~&LVT}ArX`|jgq|j}lTN8?g
zE29H`RlrdCTA(_^-GOeh54yG05Oc^vvksayJ^6ZP$m(`@6(W5(91fwYz}2<n#)iKk
zjrd~A5bLXd%5SM)*z_tDJ`0>Xj`~;6QpGj#84I#%qR(IrewoY<GvlK~ZK)b>5#vvQ
zLU73292d$<gF1_+rb<So_K`q3r;T|gBDrA^vQ2bcoPq2C+KyjAPXKa-(FY%q$B?80
z&;~uO(!KsH`(ygz6F^?|^7bG1`or!m^S(gfwawmWN~qA+PfHWgFy&>(y<2+zsp5M<
zJq6{}ed-)q4GR_zWaNU=iejEK$6f_>OWCsSy27bup))q7<}25$L(@-2=Z2DQ*vKaU
zHKP`hPf+#t+sc1iO?z^x`FeZba}%`3a@JnmIm?3u7P>aOiz$}FMpW+id0PDKnYVIk
zV+tH8i_4gWkB;6dFRRQ1Ul$*$Bm&%(Sk{7ico?W<i%?-21vJ_ck?9j8?rI3mFxk03
z`fet2qTSWOH~Ohm1%R;$zr-TeTEYBrp4HR=dHv1tid^*Gzq6Of$;>`7yUg`n-QAwF
zE^-~0Be&m;4cn=ye$zu5;H#JD%3X6ak7)jX<Bm0i8-}lQ^|Z5RdgFU0<Lh!glVA2}
zpLB~%C_)sZu=_#U3lLG;WI?jje_k-7wLN8Lk{K#mOZ;p19%+ePD;e)}*eGaR<63er
z&UpnRrw~WwY+L&=8iuHZS$!n)@up;W<c5L&w1<bCOTW|QLS9uk+hXFpK$Vz`H^UB2
zFK{FWNO;re;jWb{l*_^5BrQ^(02ICy2Pt@Ob^qK_r!l)2^NeHS(BNvfd6p5{FeSi6
z(Qde2;_<zbiDG|A?F<_)Aw;a!Vh#SeEayl}q1-i@=`OcyEbxei%<S=ue9AMtmlQDB
zH=d;F4RD$%3iY-fHhA~h$j?0kTPFtjnq#qlV1FWGqOEJTn$)g%kF$#3?YF~-n5dL}
zqs}>Q#n(%kuFZjhMt1fH#T|$D{U4xOmJPPAYdUtx-}c?r`2CrQZUQi4rLPqiLI}iu
z&3cL)F%MOAc#jYoo0^kg$QQc9A{r|y7HbVW>e;q)iW`rqCH_1C+<0!D04hv%k`iYt
z?16|9C<F56u<6P5y?@Si-XX5$#iW!MaTo<!Jv01rE#t#*%LC`D1k)F5c3SgtPW*i2
z?N0!1*>Z`%%l(MuCqS}g^Zvb(0^wKX$4lzZ4`aE4!#p>?nX2BA2nXUQP9ootE6yGp
z{K51o%iQR)&{A~@zIMJSAyl<`=)KkF8S<l<*Sp#xw|#?}Zt!vRD%jw=^tS4u8NutF
z^M{X-*S9lj;NFh7V*Va0>I>%Twb6A8RZdLKU&YB-1zZS1RV=ar7IG>q5YtwwFM{%G
z9vL+jEtIk|LhPPne<o&A7QbLCh0O9Z5t@Rij`GJ>!D?{b%VW7hhCNOhT);N+wNEyB
z4`b1D&>X{U!}TtVDG>E2WK)!*-Q^$V6cfV5R3p01>0z-AkwokjRZG2v)2`L$bfGNa
z4#gZtjKi~l_WOr#uUK0J*6?^g;hI_l3C%Cb-XHF{I^3)`^;lHbnGFo!rZty-&FF@c
z9&ydnx6+)>l+}=^c}a0H6;%^k%1Pqp&$FDbRPr&QiVo{IMc3D9I_$iiA4X$K`kdoy
z5V7g^gIVmNLV9D%s}JdUU3C5S&X8V2P-LdL+Jt#}=*lU6?tQ$590#VJ-Y?N&6HIg8
zS>_wfn|lSMw4_ElcrP<4uBgJi;msez0D9$g$`W(=&XVWg2NfMw|I*mp#ioq2sD3;w
zNjH_cF=qQw1~>FxzftCLYxS1eu+lK@6A<f>L@n#~{KEr2aMp3dJ?6S-C#HO$W7)7w
z+DxmdZi`0Ga+7ld&;6ZIgS5kuZpwqR5}Z^|6)TmC`8urJ+9foHah81Irp+g+P-{W$
zE!8cl>0o*l-Q~>wZpSYKd7mz`HT!PNX$4mY4ZdajjGKG`vm0lpRq!O475Ug56;V}}
zwh!5wfV;{?akZ5Oy(+(wFPJu1YNywM|5$Az_C*h49}=MZN3ZH@XOXUDq8=c>Kqxo@
zotE>X72I7#SHT%H`A?hC=hbHnifT18+zH_~_se^o45yjXtRde5J<iaB2Etw@Fc)&d
z(`ZU4nQ{d*l7z~o^oik9hT<PHC|#9k^d><cUe)b-Z_vyX_o(z5s&~crDo+KCPSmhc
zfX`{lcylVEtZf1$^oBy|#e*-&@l6jx82eO!sl<*cUN^65FdP@X<EixhbNOeHBu2)+
zi$3|O9C77mQlC?Jka!&GLBn@UlBo;h!Qw!_DCs{jul>JXA=A9AIo{fs`Nx2^;&&lQ
zMI3P1BQ8H4L;X6ZBby#m#{v8CD0Ot}N*vRR7pWU>8S{Y0kVkqrw&^9P$M|MM?yfbT
zKw`sCt>7k2y?-%v$df#O&t0)ki0`aGqRumqg|kmJVX|GnuD!8oOH3ZO$&gF+VHNT>
zzP5VxWoEY%XT!aOE~71$XbF=}(*|8;orpCM3gktfkQIOht14nq4RcG%u#ByIGcoy&
z7(|0dj6{abi4>8Sm7TaQ^Y_?vH|vf3jTvm&Y3-r&_r5#$b9u!3D)W*co^T<#{N@|X
zYw2U@g31#>6)<`CQ6%OBYj6GfUyoLHx>=zVl*e(i32h-GC+lL0?m{Mv;zZ{lxdRkW
zx~u$0&#B63%<cxN2r$g@Q^`;>%5HeKO5o^PdGyV4k#H4v=}#|)h1tG)Zph3l`jw)0
zfhA;-Ki4uo$+!Xu>!PxL>D2!%Jt+luWh$7F>n)`^N!&oium%GXAE)^KX-(v~n9OZ$
z(4X>)UX-jp7}M@i1#Ymcs%C@^-59#<z&?uN2g<lW`xwA|VVJxN)z6HRc<$8hl&_bw
zt3WuB#(<<x8(#=v(1Tjdu&W`p`wQVMM8e7=!Y;+>U}TYL|7YUFfe%X+jN&`4ESe`|
zgpm#4pu5N*gaABQX~ty%LNK+s2vvYOAp|9_ol$6vfEJ(QuLGb!sJl1eST;LCZYFjh
z*43e$%P15x&!v7=%Thd&=wFYc9Q{zNps{OA`bT8gRO*eWkh%lgfTiiWq!m(<V>xId
zEb&l`WvUeWy}x&b?MP}T;cZLMSvN{2Ep(g;9j4O~0wA4;w;2>SD&D^<{JB=Ul)haL
zZCMjWqb#4H96)A|h>uqrS2^hGRt+4gVv(054H`ZH_R@Auzowp>?3)GTJ?1|EqZ3dS
zr7wrVcl@XVe+_~6Q-=+#?j{Y9u#HBLT;DOi`><c}LGUyJ@qx#L3&^ZaGxICju^}W*
za!KvFFFHve0?zXskVH4cl*p{o^^zP2+!f%_`+uQ9YcCR>0Gd%xfSdx~VV`$h*n|5C
zjmWaV9S8H0cZ_LIfVPge{vleAd+o+&8(149gz`FX3*;I1@HOBYhBG`dh-7#P$G@4}
z0LrP!tKzKS%kn};+OL|qE&F4(Cm4~J#HRgOxw8x%-lS&rx#g?)E{T~IEh{oaGQXP2
zb_egr+oep*l_)i3Y0u@+CX)Kp2`>0q4CP`hzPgMEz-Gx(E3&#E3Wo=JOU9<yW||^)
z2{%)>ncquy`O+eXB*aMDqSFQ*4ZfCE_`SMgA99ajxP@u#&eSU$C2k8YeCm7j8QLTq
z!pwhpD>QVbA<6BBaUS?9WWoBZmO2pt)TnEs?eHv?E!%fnF}`ok*TB5B)W~IBxLs`6
z6Pus_3RbItUvs-0(%THT#Wr4>x@#Zy>457=#~cc1ISCvT_+Lcut1U!xpk(az6f7kh
z>X`OKoi_YM1k+Y4@~f2XbnYT04O#12lKLC9q%XbrX#u^!G%xOXc9yB+-S(@@wbb1Z
zn~VGsMe*#dAHjdAoT$e`rZ*>#B2ZP=BZfb($(dm$aYO(^f$jR39KJNv<IB7r!}p5P
zIk_vlFxhLqMAFxr(z(SO*T`cMZ-kl8A3e$l4n1h@xsjP8rP$)?(u%C0;Q^%^zIItM
z{k{zKN;;AmH*y)&mSnwQ04rQv)~ptK?{dU-@-C(FubO3RJ=qm#Tmo_>#xbZ0Zcg+0
zBVCD8F4hJrhGeC%(<SZC4My0-SH|{>8{!tXWOmyKwPyPL^=lSd%x#QNZKRo1o&8w-
z+g$hqN4)Hz;jz%7;n$92@^(kAwJk?wrU(oH<v!@wjcrga%r`yBO!3f<q%oXiI>|*F
z?|RrC;+Sm6BA^Dpos}rFhZGjrwb;{9C1jL04a3eIAU*J}aJUzFdZO{T0_c^P|8~v4
z0j5n_<;!8|mtCHfl)>HN--0dm7?@h5B>JqANQnFqH6D{f4;!BGEoTx@`quuAAgjT3
zQF_&9LXX2!a2qWPvV9en;qA0t;Gq`@*Mvk1#C3VYEf0z}(Ddu7N<7M!f%4rP8h@E*
zO6L`ta<0qNbn{q>=e&Lp{f39uE9KId_ht6x&;0fDSeMj?C=Gr3PL|)kwstIg<p?Mo
zk-3Jd01kB=(sxg*kLtxJ(LYv--K+0~cAb%|KG>5tU>%jcT%s2OZ^?K75v}4JQF2;s
zPXImT+~l2rZA8x}<>dpN1{o1Z3x;lE?-AG8cDsYrK*+DF!p3D8RZl!=J!9lEwVS$!
zvP>ObyB}&VqderIl*|X1dR093QMi9T#kvoyw@kNf{G=H4!TZ?A+RreDHf~L8&B{T6
zvH*?zZ4{K~T;7e7f{b8+G}?i3qDWPK<_qS;_%In7E=O)G%2jq|YTmwD1OR84T}N#q
z1}aOl7Cogi^BF~s1}0k|1X%ITw?M!O<23Mb#dR|kgi|E-Uf>MBP{!w)*uzMTMk!7`
z*Hs#uvUWG~xDqr;Fmb)C$=lQ_0!6t<!%T_|#$^w6bW$+9R3qyZxzy3%mxsztHUPb8
zx20J@J8Nyg8+u4o_~Ar(e=}+}a8)$_y9QCq<3T#uI>;-X0H|w<J*tNoN;pOCrhASX
zMLQTG2=!Fk&`i<`1BwIPR#n&2@3;5Oyh;OIr~8Fpq~FfIX3sga*<Z3n=59^L&;t3N
z05jChFGN2l(HPjtU&rV=;y6VY+s`8lUMo5pp=AO^)J&BSlcrY{dumIPZSvRi3>%l^
z0+wlH*6^bjmpL}!l*a>Q&4beeA$-2NR_*|aX~TB)*vKIDkWGY6a_2ChL~2y`#`PQM
zyIkMBZ{y?Fq}`;=4*YbHFx!Rsch!y03)nq_Gvk^D*8ja;{eFr4V;E`H71Od2U_iVJ
z3E+$wI<<KM&<Ooj8k=$SGn~>+0daINZv%nqNRed_DLmGFN`I0taY`eYlD#-rKBODU
zH$CSKgM4`5coOZ^TY>d(X&NF%zIa1QQc>po1dwvR^%r~u^+mjE?XdDCybfDu`SaeR
zxU<BDzRhCC0lOFIy_Y87Ywye3b%GfsL071E|LxuBX94?<05@{)9@~4-?kmHFyJlU=
z0GY?q=~LRa-Gb50ez^q=AD2<$O82REM?0qyb&R3tzFP_M-~^MpFcNvyZ1~+wM$dj;
z0t>8PX3=!=f>v`tQqF#I;q7N-Y3ucN-}<^p``*Z{sP9XwJHnh-eSD?g0+yS|M_*^4
zw|!@!x~`Ztt!ZwG-*n#4i2uA4-EGM2p#c#+X%)UT6sC6QS`j@Zj?ZdQAg|w`=PAtY
zmuVrC$xvWkec8Q>(d9eXoG)%${xy#H9z%hJIzCgUgKK9q_`v3F-1so!36Q^QC0#|&
zdk<v`RZ4vSkUMqz1VBEB77jL!6J~9W78hfu&>9N)QMP|qb#@6?%&_CV_uJD6T=Y1r
zy+tIoiG5-sB$ab3sv|j)N#@FlkRMnGs0(66ck2i$@vzQ>*Xv5Xapu)-G#$1RvU<qx
z(G#OpT$yL8Bk?PaCb6YrumdHO?%!6V6xX+RmG|>^M`q&N>7LXN7t0xVDJ+5?b{-Sw
zdszdKn#W}E@-XaQ{Xt>Z#V$UHGp)Vb65xz5{Xdt;L!x7o#QnSEM}wefG4jU0U1<Z_
zfn@43^18oNw`hX#VEeMWTIrT{bnw6o!Fm--&oZzQsh@!bn0sV?FXxoW?xeObiaZx1
zO351Q3i1BB=oi%(fPi1U;gu)LVX&FNe7ZK+{*cTXR~K-Lpg7`rE#Nr#L2o&tO*7yL
zpz&k+GR)~usshzsUy<skTToBKqAiyTlNcV*+}rKZvX(jen<i)2Fmnw5P_<<B9(1b6
zUzp#+@_MP}TE=c-J^nI?i%+W(1XgqO%U{wl;u}#g>u8KR!1lf_ruXnDP39{XE{#y8
zi6w;g5_&a)N-z-`W>mg0Ax_(k+{Gw8utsw-cw>K)bZ+|_gH`Ar|3vdcj`gCMkS*dG
z4rIsjmY}onDOfh@INFj?4FW~I`5AID_vkt69mb^&ps}q6aU?GGq`Ltf^!7<gz`7GK
zPL(zK2DaIlEs*7mEu8bcY^e^UmqnM%4m7q$#5K3rM9Jc=iEGl&RqD7L@k%&96O7&8
zrv)i0YVwye!b9~YH#hjT-ToS3^sZ>8RJR%N)j-5*;o^tKO~*3*U{OFQqB4(Wx7ykZ
z6)Czgo5Bk}D!LaECJu!x_8s+D$v@T+`YzJ+0y7)76&OoJ3tFf`zU^u@(KnU9+(O#h
zEfOLsQ4AOWAX6HHfdn#i?XFFs1DL%3<VE?+W_`}E8Qz{0m#g5hju{P<oDZGNZ`S`p
ziMHMjYt7;@-MgHIdPh<lyZv@n+P`cf^j8dSWp8(0{cDas^0#<W9ArgO9Juye>tirg
z--+z(%R<}k{H^4Kec4|T(uul&T)1wKG6t=K47IqnShlQmV%_`ajF5_>$U)YWjZPMl
z9G}{qn?hz4Vb!$YcH+RVNn5<frbVwB)iPBqT0G~zZ{|Apt=V$!Q&+@-0+l%*ztL6p
zcclVnj3K;u01X(V!BJM@f#xDx6g1+ir*9#<RS1BsG^a`Ah6^VC1nJDOQ|*Emk9-a6
z7_JIl8Ytwv*dAgZ1FNt``vWbtS`<ZlY*m9D#OS8SHPVf~<!F3ff<?HUH0LvC!Zi2k
z_=jC!RMaI8len9o&9*_)&^er8_gUgMq;7T}n=3xOnWme;xcgEb5t~F#roh@{w0!l&
zhru=v{*r+@^Jt8zcggy?+-arHR9AC(INY{=QX6~gb-t%Xut7|?h0$OIkYnLr>Pq)|
zk<jMEI*Y4VsR5T$n1{VtGveyDV?q0C55J3=gl%3(4?_&FM~t~wxgzY`WJN5U6L?0#
z@;N=C*&c0>k4r+0Eu)DBx5JTO{^}MSC$={L>AxWSwnx!D%lv<7oTX<ULX;l4$}0bt
zW-#Np>7MnUW{@-R1o%%h2t3U#x@Y14-QlH7KDv(R=JMK}X!$_3h>x(@;;WU-dwf>a
zFK0#4*?>EIdRuw)^4q7-Y1~>ni(**n`9it6w7d?-Z?+be@W`<kEXi4mlYil-FW$;T
zW6>A5u_HYmF=7?g(zLDyv__gv-~EiMr?~5WZ{BUuo+%(|jQ?h7rZJp(e(lAE&adAJ
zHqN4D`Nw1mO2>jtH#UsaA=w=(QP}r56{|*#B=i0J8G{Nw$6W*J0ZjHC+xd1E|4poL
zx#C9kk$hv#|F_2YzQx1sOKG1eQbMM<Nv7(#)GaVptouZZlr2w6ZHy9A^L*bh;+nmj
zcv#Vl@O^8WU&c!+%h*sq^)FJ2jw$uCo*bH!oD5!|#{8-@xk;IY@QLP|?{7!2M{p`W
zNpZ9mx~)M)Yr(vvD<%KNDg6kb8v$J3Lgt;T{188F!2@XIubeN2T~1EyxE%)siyaTy
zwaqGIrSJ6v=MYZYoB~-n74N@Ykf9nL#Y=~zRK?#I=OQUu#3@d?+1bQO;XkOG&{LPF
zM@+(FX_Qwp#6DC|<Ri0?AnNv?gM^k6`#9xZ-^I5<p{KY+h&DH?<2T4#aL-iD(rX(p
z(aX{-;zY@05|nGCq0IM+Px|Ij8BI8>JlGzcEaN=3s|o4Eddo2@c)sAk&@8VItZQo|
zu%oT$0pW332zM+qv@aVGLssIg-<g9R&#E5qtvv6`Ou96ppsO)!J){#NEW>SPjkP5Q
z+yAD>{fx8`^%Lul5b8Wt@tp8sEvLXwD976Fx{Id*+cTvSIcm0^Ct1tvl2-MGnx5#_
z(9F>={Y%lc+{GwOUgQVArHzI@J4!m;(}k?Y3eM`lvUdd%qPylMOV^B5^H}}fTO~bN
zeD6P&#l#m$8tA{W-d{=gvesHtyiofw_aJUr`(2g>ce)<1AToIib_!-|E@?NO)N$%&
zpnMfQ{ke;jCSr#ob<Ph=Hb+X2^wM5huV_iH4A+sjj_7XIzB)bctO)Mj!}F<d)V35F
z>#8DOzH)(0wmSGE^yE{7jvA94Zc`!gbtN5=Zw`Q{D_06Z0QTaF7;U|WaF>-lM52MY
z{ebCqx(%1Jl;Ee(A|bMeWf?8eb}gii^IiEB4=b!lQL1$4qV!e_|9zHf-G0(qTllW9
zFWKzTngIP}CqaEv-nC~qWq0<>f;$mt)Hs7IHc~6y78g2|K)6J`z2`hO8hmW<b6D?l
zRBr`AeSUw~fo|N-Tb+f(3($8vF}IH0ZRVVkmP)drAH0wCT%R$#R^Pgrtk~hK<ve~L
zcFzD7oW6eosF4p-UvhrpIB^Ul4wKrI-IySRxL%eC5KMU#NO5BDk^7E0D8dl(>0^up
z4*dI?`T2Y_I&!(6akahk3s8fwpyIj{p4n)UI*J_m0P!&evZ8{QD2X3)6WaN69-f_v
zg_L^KSE}OUvb}raF*z2}yIZMBAQr0)DbBC%X4-QDQfk8KgBUItf1E|vC#tz;uYWbH
z-ENadfjzXjdzvcQ*>_bxZzZ{*-c5yJO97KI#_86t{RIt-+(fsK4R12JT7%ncnhRd)
z&wM2*S?mj#P7ye?WdXM>F<h3HW!$wGDhR_YUw$JAaEj|uZi`8afM+U$7||79ct`>B
z|L}tn!lK-I21G|33unTKsW)RcPfhE8u=q8x-qlQTsg=-jZRPUCMSNKf@T9x6)9>ft
zXh`8{9VRC_<MOyHX5N@i?UU2Q=5jH`zbm!2Ldwv$EUqN8{z5F%q%19u<>A#N%)4vW
z$9Tk7m1WY^WU7hfM^gmw@q;^Rj-1Lj9sYQ*oW>dZd6$T`|F%)pHSJ%yv5L7-by0o-
zWC=e#`!wy)wv@l0nY*vq(QSu2E`%x}m1!d~D*?*4l35SazO}t=hV)r~HR#qQ6$=R0
zBi7p6f$cw(I&K`>NmI8sd{Jham=sYe-Fa(@I9|g~PKQ=?kL3COX($n~@LiQG*=PwR
zb8e~kqgd@o%=#@HY`w!VtsMS|T*W2IWULAp63?2cDGas#ChHWPM+=mH6A0A)_LH7F
z!ZEo<FaO{gROBgSe={+8@W|4_5?C&6xBaXwRRjWfRS%>Y89xxCiqhN4-y+tH(ml(o
zqA&E$@Ko!;(ZN3jSj^c!XRRq}jkKGq`>0C+dq0UDWU@^5AB)FyBCc%dnNh`Ovtr)0
zsb30Qdkc*coO1d24lh_eLP$*ueyxKRZ+_7tE@x>q6<{gM=(F{NzKO;|S}JwE6d~5^
zUA}&SZf+feH5<4o0%#BG;5JUtC&1VDq|eSrMG$>~@GbeBQyVOOMqemR42F<WMp4%@
zv4aFAV?o^&3jnl!v&NkW21d?u(&D1T!UN3j(6>H1DoI6@yTXL3V6Gi2zAk?*-dB0j
z2?eI4vE$_QK_Edk?*k>@kC9^{!5+4>`c2PaRT5GkxARAuIsIhcPBl&<T+l>BElK{+
zD3fYyWz!E8n9~mDY2#`AA_Ix|aP5G}DdY0{6e3RQJmakOAVi*FC{(yuvY2&i-!W1O
zJr#WW$ZUpqn0o>^$`sgGHny3d#B@{OXSI>V+--ng68c8CoNAEs(58lDVcm{vFzBtJ
zD+3jp@pn8MfGq$e3!R~0|Cd;A1oa#uG^&_SbN84U!#ZKHK((^kmv!p<&ds0cb+kJB
z^;GNyU79Y)nK_SuzY}VuQhBiF+?1dtK~38;mCh_vB7FaJE0nMhs*V<_JZWCC4@n^s
zfvUe_&p!k8w1(cUFVq&8D*tN!ds^qA_E%mz;9!P!^!AE!8`Mn6LTq%MuI^Y7IkjF<
zC-#Aa_h?o+q}g9VFmHPdcmH1f>mra)b@PLsIA^82H;sNB;*vkd$)s|o^+mZzD6(k>
z7^97mn|_YiA51y9;Mw6~x)kX~lJXl@le30s+~Qs5XKhBO75(7VzCa?FR`%^`cRoJ>
z?0N+kDu2NAg-A1`1^066C|w<UN=|FX@{d)yqxtWCn&`lPVOS}32h##wcrO`drEEPW
zh#k)GIvpa!hE><EF`MU+@Hv%p?6R_JX!^T-d^7W;{99sTd*)y@xgF>WvAfl0GmajT
zNKm)<^ARDgKljhE=9W3FOqBN}+Ew{1Xr?8L;#9Okf3`&JkJ9MuBQw!jdQ)M9Hxe(k
zs6Zt8qA+bGHTLvS*+EIOE)<D}8o`l|O2<JtN=9eDJEqNVzpH}aAhHr_=akU4M^VX*
zhmXCasON>MpDKE1qpu5vB6)o^FYpNt)fUn+pS8l&klVG-Vq|sMZXEJFeP5EOXr_xv
zJ$Qn&Q?IsKEUKfsujH?TnHt9EzRrNN=yp*yBIdOPgH5NcE3GOCUpBJp#1cSdQ6$eb
z-gQwHp;AyCn;r_bV8>PITThXwP-g~Qa?g5I5w5CY*s2uIORjQ<p5_u;mI%eUxe3Dw
zfa2>VFCxYX@v66kS7egx)U)`3|7I>mAlLSzV#~pr+jMp1t!WW3MoZCsGZD$7A}M5G
znZ>?oOGc%cbe-GxW7Fz^z~1IEq|Wi5z>s&168Tz4<7q7Zh%&q9cT61P+gKV{uCv35
zv=k|LD+eg!=-|UF`?-M3#`tE6x7V(w08rQMZ8GQVw#JR;xcM`)NaF$)uf$kVZ46MR
z0)uwwfKiMSll<`XK(5UIdWR6lO3})}BBWP<aLgm?pi*&<w`ghPK1}(tYU((|Iq&<8
z>-?$bSg*|3vr7GJ|3l73L+$l?MP!4Y0CXSzN6^lI*&a%2X2dNg0xf<xov-4n;rE4X
zMy+GA1*ZE4J{WB3#!fU$F9>#4YMoSMJ^|(+QQzG}DzPS!J`Fie-1Wf7PuoLo_51G;
z277N$PfPA7l?#Vv+3F?Ph4>sBo-M$trL9_%%yupf9;^7%mzoqGG26KYR7oNi`e><C
zgvNIQq|A60mU4U9e{v6sN6%M47SxmvTp~CG^2d|J4inN1E!HY=7ow;>ki3a!!e813
z_0QX%YS<K;e!m7a;f0A`KLK#h_|A$h157T(Pl=1m&W$e2OuEMRj%f$GY2mVTeqNO_
zQ#>AbJ`0$kj+{R++XaCCkRErO*+EBSeIfIU<QqSjk{vV5*Bq?)Q)IZV%g=U4bY1<J
zoqiGN=$X`vq;kKXcAk4pWsMOiehFesjDeoiWvnN$3=F2vHZD}zTS*N@wEcvr#PIkE
z`PfD0Eg}>4DP>A3a1Y!Z#~&Hw8+D_#j@f`CM}5B?Cx5k$EAl{U#oyuZJ7Ye|9EpqU
zLl)wlo0fZVBYIC%&UxzXwY-A~yFkcd;bWGBepxO~2c7h}4TGO#=TtA6u8V(XCZ243
z29}>=&pQ-|mf)~#*DL;ZU<1Kg6&-NVCcZ39ezYv9SxYU?rn%Mo^!CTcFYiD6TX)re
zd`=(KZ&dD~emC7&gq8h!DUMHonprm9Jc$#L?dsn*Tyx9IW{V{#-`xZc&4WvKi59)d
zZQVlFsA_-iy+VDKUOSI0rz@&lKNa?EIF_{fMaB@;)_pBiMWIh}b894b*>+(XEV~f<
z33j3^xM2TrdcTMF9)TGDveMn{VR64-aNw3#d|FTz2vuSj9mUO>Xbu7#!OTLVHf@?~
zT!vlh2Yn(sw~FxZg%rFV@+g_)W)VaTt}s<)p-9SQ#7h6*!^osEe<Xt}-9^eIgZBy6
z3K@d6HjNjl;%D=EgMlEo+Sxq=M{T}Budvp2rsT6=#P?LY>|!Sire(Q{lKX@NbEnm|
zQQa4^QE19dM+)Yr_+NUQKX9G6p_J-;sX>blsobwozk2!j{!b%)lDkHS!>d<4uN8Y8
z<T;dzOGVToLobHkjfcP<4-MMrcL^^+`8IdG;qlkR<_vs}beA#{1dg`S0zjZPy1LYU
zVdQl*WPe#~l}PEw5OXXrsX4468rENNcAq=1Y%KRD$n>k@*6!pNaq5ebebV88jU)HC
z#af7~pqU3><2_Sn+~mEZ_{fy$+v-BB=3O(Mp19hRq25kw_oUl#Ua$V~;VB4>Q^SO0
zAO~B5R&6SjxQvl%x5qr%Kh}j7dKKhR>ljO=2rb=x6{qSJurEa+uc*c`b)^G&Ek2H_
z$gG>uStMGCKX_(WkL}i%_)RpHV7i|EHg4BwP{tbwWxR_s1`Fkbpt>?{P(FU$tV^~k
z+no`)P>{1+X~|<v1#a_&U|4&x6h2u~KM1284jg|>6)g!2EfBu3JkUEmTc2sE%oRH<
z6a7FDbMbAhS>7xV{`owiQqMHf5UKQ>LM&y%dZ}G^HF`wBg}fFTB4p<?vD1tUda4c-
zNT6qar|Pr1j-#w0Av8G*Aj_VhRwtJ2LzByP<-`Y&S!+9p_Mp)frU;Fz^`KWtIY>-Q
zP@`Z-WEbiU^F0&v2z;(fGEX$!<u4}jep9S9^98a2qc;<Zf!>5U$n}O0EwCrzb#e?K
zPDy73sy4*@!Ws=ijW^#w3qXz1)ZS|QZje=9eL+;9HP2=P09^OHcZBpeU=UZy{zNW@
zOSam*7ej69Gima1F_EsH)p+NgX?`*FHq9X3mW7|HXrV1$1W&{6ZEF~VVcxy)xD!Z9
zQL7QKNdbJ7S+_SGMJaYAbj6?8O#EA}c-W2)J^kZWi|CQ=)|_$^U2feEc5jzH4HL&j
zR%Q85Q6$$=?xq#t%w+rtKXaoz!$QTCgxOMR$2z{K01@uN8;9$eYj9^TbZTSFxn{~9
zkM{8`)>g50Gc{D;ckfh{iPn;X`+jppUD;zJ_pmE+fNi1cmXtcHxxt{_+#ARyVS&k1
z9@_?<SBX$Jy#pZnvc!{2@nFNFh|<`oGzqEQ6+${m?#yTr&2`&D93XCxAHrLp8x`%a
z2I9bA#Dv~7&Tl*c>fzH46nJDF!}d!J-3@5*MDD5|8@{spYuTS9XW<vdkSgZA7SOPF
zr1pR$RYjYlrbl$0NKH*RsF8(AD9RxTN%vmZ6@6O{XOS?ZYj<4VSNuRSec60z<nv3^
z=5;bYbJrEZtCIBq{n#FE?MFg*QSqgj5ObL4cdZ6X&&WipmWzVtWiqRZeqCnajf$fF
zF>MUziDH4&Wly(BbpvzouBmW&O%!C~H{Zc#&?Q~{yf-FA-SnX9x3}X}R9F9LDV%E@
zbc@|0+JjpCi;DihUDqq40bb_qGIMXE23sqZ?TNew*4IBwUGQ}?Q%m>He#2&wzRAto
zlYUDV%|gR=kdtyl%$*vH(UgY+L;j+<l{UlQ!BEy#s({eOT{D-UO7q50x`l;aC3`)W
z69Hh-B=1pPb5jHM@K)~tQ;<2WjD6yIVW_8z(h!f9#<(ZtK^v=uRIhLnu2yr!#~#Fw
z6v<*{g^!QShIMvoSs3zLY#Y&^$fc(#BI_JE>$Dn76iEzrDB4~B{<8?XZq2y-R}@<3
zM?;L59R(YGHa$1bDf-RY5Y(rr6LA`j9t;c~SZg=z(&ZoL{%Gf_={WhDsaa2n!01po
z+HsA{PWbp}ddtu%!MyeqlflU{@Ti)8uq}7TP04rvr^Fb|beW)IXW$u0TWHLRNrMct
zVI>>Gw?0jvL}yG4858k!p3MW-QPJ5_%Pl`SY@+OfuNOG?S>1i2P{o8?!-TE8*Bd#4
zqrfE3I09v67rNfn1_=#Bys68a`l89NvvHmGLqVsAi}jp;)VHOz@Wi~5ND_xc{$I>V
z`4|pUL!JGn2U7E}tH#xs0yis}5Kjw_@BQAyZ+~#`C7iYJ$;4GEwh9YNlXTRYius_S
z?a0ypHMje-b@s^t(;GjQ|Ds}?`-s;W#81i1XvNrPf%qGhk9@ryz;zn$Sp6FfVe;uk
zlJv#+Oa{e}KxW&l)jW;asO)J{&2Zta`$v8hQ~M|~I<bnOo-_WFmDr(&rGTXFaFZPJ
zWYQbU?w<1)TU=4Hp46kxf}hZr(td_2p{-WPF_+P}kc%?IYi=U)UO94;uB*SuA%4n3
zNQ!VZ*%0xKq0o}gNGX?YQBGNry7`O%ECC!DXK=9*w)k4Y;8z5OtJa#7cpzXd?OB`2
zfaQsE`Nrm5l)ujdm6bv$#wOI$D=25lKdimoD>@M<jQpvivr_T;Rdiui?zXRORw<`i
zJcdKyN_@%@{E}X*eDUPd(jRc?`{s2-PB908XhqA16|uth$=7RS$<tjIKPxO(7KdtD
z--}{x-Wr--ZLQ%jD=zjywk@KPXRfeZ^j-ZO8xrd!7xwj-mF!nEYFs!78GR9Zo*evt
zeLmIPX>kym+BQd#GoDwoVWVduJ!j9jf8hI&%Yy%)EM)kAIKH8`uLoJASp`ApNI$Dp
znuP2kaw8w%?vO{KM!}me%j6B|mlbgNhs6LzkBt13?|Z$V2-%WJ`{JeN{|ABjW!+KK
z34qBZjQPWt_pRS?3DMnJ1LJ>{&kTgA)N`K$HuPt>Vw0ZlfR*Z%RtnKJK#{_VP`C=X
zPqpj`z@uTJ6KBX17QJ>=WVM;!BT+AB%a-%Z#+mmuM^O{BM;8>O9AqU8b#HWrt~Oxi
z&%UQoeLsIiSFfpZZqpX+?QG?LNoy?--g{jH;N(<*TK24y*+rO7E#xb2W{<VoOF4vT
z)&&UFW$Y=Eh3+b#PXO*Y^3HRELLpkJIx}$F&qU+!iM3dm?2CQbTb(i8=h`qWRfnRB
z!Z>vz6g4GzB`83AqWIr8cFH1l9VKm{Je{jgcT-SV7e${E(nqOiDF1Z`(EGq@>cB(x
zQ5nTI0&!>(C~29NTl<j8e;``&I<=auE%^!HJ(}~Sp2Y@A4@wO3U2AL9K{w-*uHO@Z
zqbmv&u}?fxIFqV)&iSi!LmLUV^g*@Et+$`RE8(7gAG`|(Z6m-8s6b-53s7EB|Jd(%
zHZ)Gmk{(rIo9UyEnVe&7^3ox^yss4|-l7RytIzV}mR#KvLN5<r9f~)8Gm;#jNx{{(
zaTB*}Tl1GTqc&zpI0jlpKVJ5w%(&<l-jYU#@(9i9NbfRi2kR=k6Ai3SWE-C2uv{L3
zDWjTt2^4(YeCgCb3RN;kJ`&F>tJ`48h@a0}c3EdSj(Lg@-#B<>wPA1Xn+J+FTn*cV
zPAgx$+#fR&!)c?uM82wH+x_99pfe#S^43?sQCFEYHfY#`CmhlK=H>T1H$lBVulY_X
zM-pR}6?X(;cxf<u%6;F;SR33bjw-K0DW%Ev@Mzim&DRx^3;v$!?`UzE?|M?Zy0CYD
zu1aH(RXh&e=HD{WLk|;Axc>&8)|6g-6dSF|;esVU>2_95`4a$bMZ@#&&8I(Z5tz`9
zNKeCtruqi>q2<TzS@P4Rgk;9zcC8ZkA{s7t$g5k;qz{Eu=zul#>S2dj&|lzCSwCCy
zW;ouw`UPqWq_-wMO>b#GheH*o%W6OpR4y;v_<;_a;RI%6E}W>gR#uNDp^0-{aI%>+
zMSa;C*Lwtg0(A38OK3Q=%ZFrfE4BM`!7ZY|dokbL5>KLjgi?3agKbeiq{J&gq)<S{
zRqPnPv*ima=|U?-#on*p)il;PI(|1`u{3U^Te7V6Xot?wlc|o@bpZv+=sK?pz0p+a
zrd(WDnunYfI+ypePRfXOsJ%}U8{As4<!uZ<vfLU5>&+|HE7(=<DoiDb3c7cZR^Br%
zd}-cd|77h4&YyYVpNqpBE9kVl2uk={rX!WySeV0*%tam}t3>`Xu5h1St*IeGfu;%_
zvF_lfq9S3OQT<`QN5y<+&2Ea>IE}xU>vGmXe7Mb5A7hD=-JZM$N-cF*Kg4}{MqSIh
za5S+(JFnA}ev5kr{RQG=^P%(^Owtk@yZ6d9Bdgk>((oZ4`^jDboUMOolqMo<;yVkr
zn`w(a@P)-8+B$AD*)=|_tu{OUBBlIfVBP6z#Cfmb?8u*WNYzQ->xk7w%JZWgI{I7_
zK=E%@V~u}vpW>A_`u0UxdugSRRYZGSbeP<RLGer(bA#`6>fEf#wt8H`R_O>9$RTE+
z4^qY`6vs~~TbSHKvz42g4%2r^niolJ!;9FF<d9cDD$M#Pte=4f7^U3J41)z0GP<P-
z8e#+23!7mP7sk_}QKk7lM_<&<d26--zp?hsyPQjn9Cpj!S_0afke9$7?|Ye@6`lqb
z*G7iG_31rr`&wwrN&#*xTH)Wvt1+dEN~vCaY5y2`qRqVU&iEJcqEz{cFBqhJN?5~l
zGnJP<_4jB^=`+7-aYr0M@<P3id=+bQ*E?^mEBN%YwjALSN~(t+&@@ga(1H^!Vn&)2
zz-Wj*?1!1Q{_efWGn&Jo9{Ka_eLW|sVL-Md;y`TjzypH5C2AxHz(SfgPw6Ufv0SZH
zIc*dFa%~<Kcqw4&f`;a)RjaWCE1z<Tc{7m|mHU8U?+j8>OcDP4vB!Z*!m=%*QO~Yb
z&4>xq532qsIFRis%8YeVo-xn7Z!&@X1o%tm{y2JB!F4Ni|12l&rY^kx)J^}*cv|jG
z=hncPwpyGpaMuv@;pS$v-sDk$Ebyys@xL>EeNW<K%nEqOu)&m)>TYPa`{-Z6PA~jT
zc)CZ0kx#)Tx+lZ>Sw)Qqzf#;lg*m36ITVY<nyv$Kl)pSG-ZG#5kTUpAj1n}zXuJLk
z12&e9X8J9c<UB?Zw74sp_A8&`u6cCBQC%J!dCs46IzU5>w@5vCQrqHqwMc;DWPtJR
z!s~W=l~9%EGV&uZD;+#tU-*DmGPG)5RH1Hi$W8d3OE6BhiS&0L?e2kSWoGz=Uu@+H
z(pzR4ci>$+<e8-Im4LZYQ#Yo%j;Ld35OKc5Mzz*<fkRFP^_1jB@X;O<ogV$nZh6;&
zLq$&6KU363-BWYiIZ*<@)D24Tt59fYw@zC%IsEUPWs{MMZC(4>>hE(w^CW830*Op8
zGw}fwvWPGj_{jwuh84x_nu&z7_%KC!$sHrMOoGg#SnczDC{uiqIdy+E-a%cFct-6d
zb%pUI*lrUDg?-Iq*^qI${1FE{LdY9V`)u@HPWycY0PXq0^Nzec1b>7qLqT2vyDz|0
zTeKjLDjOBy;2t3lp9Zw)o+vQ<%*z(dM$Mq-=4@Wepx3#~?Ysh=NO!mWK}0M8)w46j
z4Z@LVbNNAGo;0{a;Tf!GAAM)Ub4{Hlr3f`-c{=qLk~e6sit9dWv;gKshsC$0KY%vc
zxdc~ZPR0%5y!%J|p#>}7$v13p;fNodWJ6v>O6SB4b#TPoz@+ZjpW`-mCY4lQaOSr^
zFAg<sTq7jnBKB!z_Y^z=sJ#qDH}oy}^@=o_QsnW9KvYh4efg_5@3h{AY!Aad@qkHF
zeG6>yDq>y|;h^0Bh78?VM_$M|QZ8;3jeIm^c;LK!s83hhw9E>?ek>rvm8>fZzDB#9
z^on(pf+{VHlEk_ySK71_Vleqb{|5f0{cIJ#5h(t5gWFoHV!hjzY~0e|-FKVEkfvVO
z2?Ftnu6v$;8I_7^d7m3?V&32jZ)vln>>COhO)bgLqLii(^{!a3x4Yai@%rpp4vE*^
zO<g%r+w{CSQKUHsm*>d|0Q_bgB=$Uq3-Iw54R}A|uBT5QDx$zDdT?CjoiTH(VjkII
zD;!!PYxc_;i(wHXdHxbK9>|<y2v5G3xG9k$A8O2|!KD-~zUq}kcuQ_9hVl5O*93Aw
z?%aufu)6-i+(hGz=vdrc&H8G=C%Dh1&e@T_dWPtPs&Ag3Moq*o87A&O1Y8f+J0iP*
zHZ);wUT6MyGxavQ_X|fJIxyF3FG(de2k;pu)#JhUvMgd<6;IJ3dLaiAyG5~QZLg;>
zV)r%i5FAysqO1>}^5inj>bmxD$v@=@F#Ap=>{Dv0;8wA;lhF7!<=~0;p}~@+jdYTA
zI!9;e`H8#v^hNVlpNi4`J-c1$lGYP|WR@5nVk<p`$jm5<A+2-kr{0|-lIxo&Jke|s
zDzPD?@_=<hD%Ygk{IZDC`h&ug-c-^hZD@k%*dPv8_2SU4E?0Jjf2yS_!|ILL-%kJv
z{v8jCbgi&ue0cqy?>oU-CvND^mSA)5QsWHa_HL6fW~9T;RrT%<)^;D^Ps3+-h8fZZ
zobJG7=JC8?4yAbTbUL`Ba#*^I@9c{3h*;m;`p4MoE#Te0Q`N22bD5QyQdC`2MLjX7
z7!Y^<{$qI-zWo9C_Elx8I0o~1rDFPQRiqgKj$Q+ks+op$?7JHr7MkNm=6|zEX3+!^
zF!Mg=LVS^~kZuy4j~Jt-hB13Ds+#CmKouyfh~D~1c<%Q!XZECGla6cCK=Gq{ZNcIX
zk7t|@z|pkLIIWyvU-mGp)R`JD`<IO=r#h71?rJm5@r}bGiZ$^yUd<}W52w3CMqMj`
zAo2qxFHW_ahp|UEEF|@H2@_^Aef6|79nuu$N-I8kRFwVXY3x2h8_$D10iqGx-B3U9
z=(n_iQ=S~Gl0NCn5LWZVXoTRyn%#>sk%Tp{6z)=H$FX6l@jj{XKHm5t%i<TA<A}2-
zz{}qEr>qmPC?@Go0Itg@k`ak0+h4}Yb5~uGcb084Ym;tLxYs(7;oFS@R4%q&d(Yd=
z_E3KIO98da>+W7QesswvH)PeS-m1m^DJn)j{}SopdTEz$^4s?21FsD1^MeBHjlSeo
zs|G5mOxNOtR4V<3WB8eY$!U32+JH|&7=%~Wjy6ir_FQWL3;O2H8?}|{cSeIqn~cM@
z1dtcCaU?eE1s8mVFqD1KRY~%yqEO{~o)aDbh{!L@3^l|4*?UMK<c<4A(NSxVa^IL*
z5^m6pRIjcSFZ;AzqPq0upZ76jMQtcsS-{6!2F(~H%301cim}fW6&T-sA?^UOg`2TP
zm{#~Zsu}mCV;=$OwE{2luc5QE1k?f&5zS==>Zu*eb+(NE_FkMPk>%=S`PwXE!tLrk
zdi;7x0(Nx>Cc1;*Fw^PJ#vq9b{@D5Z{X8?|bqiRbO^2;nJiAvr)3G88>^f^g(~XzA
zb>PuOzil2~wD8ZI>Xm^Ggy#wH@dt2J?}fj|Z<MZtpjE`tg|jl0T4QEfg85B0-Lz5u
zlAhx8#<BtFqRbo=GY#Xhs|?7J$nuJy!MeGP-a<w}&_f=9CIDvUHj~xA5mEPOS8Xfu
zFQtSngsl6lTUmSKrO*}I5AR$33uZ}TNW)>+Hyb-d2im73koInk)BV)Nhr}s~<|5`#
zh1K>8J3-Z3k057X1H~tRF<Adp6A~d#STLd_v^0*0|DB<1``1mhG;qG*m^XDG!O)ZN
za%h-i2Uto1i>MyrC{bCa(TZF%8i)13qM}out3PLt7_Td6GJOpzLvKi>17D^zCVd6y
zmGH|Uqh0gwIVJQ$LCRRX5M6%`1F-_&p&Yjjt5gtbnmnafenEad>UxCwxMmN4;g60Q
zd^|`Nr-v+nOdEAvWmwEm${r=#T}}+d0KxUsBkvz3E9Y~l>*W#W@4uZCpNjMUdznqw
z+cUCV9mZ>FKxrWjjsAyxHhJm7M@38HTu4jy+`)BWY17Qj6Yp&r{|^A$KqS9b1DsOb
zjLC!6pQE&b-<9p&n{<A1d)JWLbs6*tTAC^_E0dahU5;tJ@M=U}Yer_b9C#Jdcx|JM
zHuHjOn|`2Xx<3y=8?h{Fj~DzmbFU44a^}A@Qdy7)V_tK4-*5m|pm>fHTTRQs&ua7Q
z(0Tl-^3=IZa|_(gQ@OT`V>GNYJZesPrHw*1K&LPsdJ-^4HS14n9wb)8UMsdKZ373w
zoNgb5a*Y@VgI!mQcNpygo(cy1aa@qxxy@b~-kpw$t5Z`&Q@T^^Ycl3JO393JYg<Tc
zTU@?5Rjg~N%EWLhO&erF{KiAaD0;o7s|m*Ll|ahO{VPvOC8p-4DO~HU+JV#Q*gC{S
zcB!rHlJCY4!6z!xR601$rIziQir#rw#VaD8on*kQs@>k*j!Fq8u6+k@8pUq0frUU6
zRa?C>(&p_anlR5A6$9&2*fULI6Uq0=4A(EKY7@4tG%>kB7y~2TzD5+~DYbLzr&2WF
zuN$33ou$2`fgn(TDZ-DatJR64*~<jcJI>M{Acov?$sqp#O53dJd|R5(cZKa^=M`ys
z<+whz=$iPBZwEm$C_63N1ok);&aR(qfaX;sS6KG(P2d@lbC5S}KZSiBI%&8|%=yd}
zCZQ;^$<8nbZq;6Yxtg~4=L3x3RcXh`UfR|y^5XsTwfKK^Z4RcQ<b_-|H+1J1sXS|{
zSlsH-{gqXM@XQAps(u5tw7S&QE^v55jP>N!zm0T#GQ#FJiB&@nnL+7ZElx#@()Y3H
zxXs}&rLIk&>Tuoo!p7<)2&U8_P%t-S)tjVL@zdM0pDox(dFh_trB%{n)9tQw8Lhwu
zM`dn%@mjti(W8@FOTRId<WL4HhJ3!(-c~xPDN2I3dzqd)i0Sc1HLS&Vbp+Qx;XO)8
zb$5zFTY3}EwRN5*@WWhLB&OuP2YThaJ*5jRb!9RFO0w}?Sa%s=+Ayl5u~$2Ju-1;A
zgNpGjSvFisr?VRN#v{morFho9yLBs(+%<G%&ds9ne-v5HN<W=?74h@*oiWEHp#DVH
zpH93H=xe@(#J(KTTm6Pw>#L-bIqPdo!FB3sP>j{7U;;uZ5(Upn=}X<Y=DLd35D|)v
z$n93Vp^Ay(6e1LnSoEa)D#w&5Jh4o^WIzpG(OYi4WI_J`maF{g5fbC2Nn?n$TQ}$y
zW&UEauCGm+(x1MJPl*r+d|Rkv?wJ&i`{Y+$Yjr7$MlnAx033Ztu6N?3MSM$fCr>ad
z56D+j;g^8vdIZh}LE2B^YsjZBcV5S>T{liXr!A^1iK))BWWN4Ms%`u{^{$J?uWu)a
z?w;QpSdO1TT;ay-itMEC1?X};+35ZZc7F%zv9Zn-h#!S<D<Rx6J!`b^0awxWSdaYj
zZa)g-<%vYD2WG`(hjy(bP9ykfkQOG8E=@hq_ND+q#w)+6#-4`nhm}6q0X5n*aVn5T
zK^4PjVa4i@JJ)Ja*?M-aJVJcOehscxPo{Zl><3EGE}aEq>2bK7fgDzorzaJ|ReR^5
zOW`Cgq~KQWn;J=^%BP{tbGvr+t(`N?dl|wWFmd@;E+KoU>7?~ApkSBE2SE6(oqez&
zKkU~!xm%>k<UcjL;sQR;Y<<6_RM)=}ApO}Go?_sTd($O-%Yjjm+cg_L6y)(;@qxuD
zjvV~C0<z$U$Kn}79PW&fOuD#vF5`wgf=wm7az)}sM<kype=6BWmi~t;tIcmypD};L
z#^nc6$NAS$;Xjj3)D-dZn!}X>Yf=wi@UDx)MH<5S2QAKjI=b)oKXH`=-G98}V;Gv?
z5O~k?qfA2AsGxFK3VHc%?-vKFWAmozu4BDJ&UX*zT~GLbBMqv2&sUpmq&CV}e88HK
zBn&GP#PCiu%XyWUG7Rxqnnt<4EIS;p2Q}hD4(dah9?Y>S6Xj=Hk?U3>kYlZ6+g~L3
z!5r1(ddhU#+~|c=%Ypf)qu?5-ACXck)@~-rk{(=Dl{{5Yd8yR#S+rVYxuwXcvrki#
zQDUxVYCr4OiU&bPqyD*QUX{|m6l3<8$9T|w=}mCQt#^Jj{{T>*TH!jAUcMjrX!+b<
z@tC=$nqNvrt&Vg6Q-J21*i(VyG|)0d>rOQoIW+CnL^LDxrc;>HJJMr9(M1A~zzSMH
zOV)rCbfh%2P$4MA0+xUpGn$bpo$2F>V8_sUW|K6J=}eK2)|pOVMIoT1Ag9C253Mq!
zhwqQAF};m;U?5%IoKtOv>C+yyB)D620~y6f0}(3csWo3@UuhlgnA@$obQJ~GHy>Jl
zmAG2t9kWr~64D%uSC9VyFB$YVy)=sFlkZYS3Fp$21UGN3Ngi>@>sHwb3geN+Yg0@z
zD}aXp)?psCrKc<TfJO<dE8CM(dTH}$Sl1dww&dhj6L{GjGtG7S)UF{4>x1cBb=l#F
z88xm3KIw)z+@~4F;6IfJL7jLY9+a_i!CQiAt<?Ti(kSdl73uET<le~-@m$K^W7={A
zc&=QqWn){OA)RC}VR5w&70+%A2^>{n<I59CK4#gyq7_RUrZ~>d^@)2b2#DgfbfKL(
z<dgh0g{UI!<nvUziZ*jbf0&#43e(bvX?PWoP;Tp5`Z|Fob4hM=*GWL?G<-GW#~l`(
z;frLv@tjE^<IE<LL|n^qbNmLXczxuL#L*bDzs#(08pcT&&|dUe^g1Y5_TvC_9@Um?
zESmn|+yd{kkWaN~z~!yc+pgYgh19R-ZC+-8Hbj8{9>%^(jX6qA$J62}ML}HZq0D|G
ziY3U5+BwI#bOZU;#dG%8WxQPtvndR0B$M)zG5u?xtm-Q>YArb3A2*34U{`tOy&FJT
zHE#r%H+;z^KLK3N_8qu$`^@9sy8i$Sv{qU@^l<VKHw^moUrU%&jH#y;vp#15PEngu
zd!x#oN;yOPClw6C<g0g)Nd?@oI3bb9IjYi(sjpI$n~G<hCCgIA--GStn^U(~rSjQ{
z=C}M`;rZ?El6Si@2}!|j#8)}tHn|$TyIY}o7bJd_)p*j|S&~TSoB;q(6fdoLc!@u)
zC3_x)G@c$!tCY0OINMrSUJHQAw_^%BXBDyI=DvpR+GyDQoFLne?|1%{%~-{M4xJ%m
zn4_5q8T+;9ekNFE(=AqG^0z{La4VL(<*yfe>du-8&V-_swlFn2?Ox}?k;o$X8Ae!F
z52N17y4|K&{L+O#iLY3O;s?+SN}G@=TmitZIgd}agI9uB<P6?mIQ(l|9Me;UjPX?3
zlqy{ApZ!DqE6BV`n>A_2sm*%Ra}gbmYs$P-NA|pgcUs>sR+}#r^hYB;cX3_Dirf4>
zr?LJEf<KjT*97O@yAKaYf8iQjAN6-2{{SlPs;*^Ge(aLxiQFGrj5j<~x7hnr<JPNZ
z=B|jZbn%>SOju(WrZWRc@0w}rPQp<F)Y3tuG@Q|5(ib!<;&_|U)c&-CifoJq52Zx@
z7F2X)uZvJ^)h#6*B(y_Gp$C`4I%6mBOhsDws)k5(iMutDkJQya2wf~*8HBLNOOc<<
zSBpW}Bi*g<Qe%8cVLqR#6rE4b11a`3jNN+Ty8i$lU&nu_+Y~~(APPzP=D7zr=r|SI
zLQZg3I9yUa2jQxRk5P|yOGHLL3gqttM|m=i(h>UCQ}DUh`%dKv>mLHS?NN~Gmmq)7
zX8v`J9V^WRf8oc}r@8x@Gg1Jp-jqb7b;WuXXAS$B8VuWSm+M{s0GaX+rEoeezU%c+
zd)J|@rehgAfm|4-l(jt^5^tKs78Cyfr7!}mPjaZob70gK&?;T^ti5whySOhb6Ko02
zJ!_W9&r`Belp%9a-7W?ixBNeQ2)3MV83!lwuOp7~=XpZpka3Fdz8}QWLwaY)JqAZ(
zMmG$hNwX{-HPo!4Rl2>mI)gBgKr&|^jc@C+A+Wb{Ko}hU73KQuGg@m?s%|PJ%IE7{
ze~P4={t+uSLPKp_oO@EKNnV&!uO_No<$O)6wXgygI0u|pAt#BhN&C;wsi$i5$WshS
z$F*WHSLYnpsVMR#VkkxvjpTJ29;+n!lqHzwcS`MmfA~pvJY;T84SCOo7)Pr>P6!Sw
z)#kWI)osS#o%sAQT=iu12|@}^-O<cy2WN>SR_ToXm9OCpKiikHb5%7+QM^qs$2&$p
zD$ww3UR}+~pGqpq^iFCk_xgF9wa_c6--Z73e>#It`E?lE{i@NuhyEuzhabdo`PCaT
zvFdTNebDvS2YP=aoBm!Nk>WX9{t@$^`R2dMym_@3hF4Y3TJ}E>x=rD^NFVaaarsw=
zT;uHo6OMaVnTDH<H|l*23KXi;{pPwG7TzGZw>(J0n(F*H;yErQ3p0`l;F|Nk-*|gf
z+e?Ou50stR?OP=3J2RsfhowfJJQk<9M(ZL6-Z9#x5-7(t<j`xki)gAOIQ6AZ5MF`)
zy#95c)E)FZpX~&<iR-HC*EJ}WardjqqVWyyAH65>sb}#G_~Bn3^*`CtWB$~J);&|q
zAKn<Lq9C3Pc-r`jQ8M9W$@<r0;Vow7`dyQbo$DId8B>MsZ%Z2)&el3@M1J*Y6dj`!
zx{vzBp+*!}Jbn~*eYSEwHNmxCt#Bu;dIyca<JEq(=jW|@_;2B(=dr)WVVVy#W|sig
z=P1xI-j}5=DKSkB<B(+as~=}=pw)QCKJ~otn5`9x^%P20GoAVv%$OA(D%7ML;-SE%
zB*^heQgKMsiny4i0*upzF);|EZxsAej8IL;{Je})mLl8%QUU>~;gw@KBQy!glwArw
z4Jw=utys8al0v{@q5x+nr53qY(@{DM(=)i#>@qQoeQE+Qb3}dZie1K@xTGhFe$rZ>
z<m6_k8@A<edFxX_{;+*%3|Q?>fq!^Dv<~T;69M*hIPFcc{{UK`E=e?#w!~0RQBqjr
z&QsLqwKwpN9~wKm08+?q$4aSib0Nh~WtX<bJ5)CcHvwKU{v$qx{0M{VQmz1|;+}%E
zW@ugs70_tXEJHZWU@zXrE2GjQMMB4|a^ijirw{Rvc!iQnc0CPn*Gry_UDmeov_(g8
zTrJ?O@E-|=KYNtpQ=YX9wu0vE6}?CEspF|_m88@VV}XqRb?LcU=aQnOV;{t}f(w;g
zagHmSG3`QYsqvD!>Vy{H0mtE7*o~P^D_Sn}(+T^sXxG!CCqkXET-Kzr917}T-w%hM
zJY?4=sLVrVlIm3(x#(wzq%1OPe@Bdt^@OsLM-|a%!yunQL^nDyH|4R>XrKu0*!DwK
z{vTS$bK+$(e-2oEYQBy?&@Ug@ieCeXPl#eM=Q+v6VTrq^P|FLX;CsLD@H=#@_$_TB
zk(*)%W+x}>SD5XOp17_;*vWCJeC*pq%y{~m`6_U7O!|7VQE|}Hjzn)CBw&rnrpb~2
z0Bs|#lDP{-$He(a=yb>b0MO&EzKW{NdJhcm7wXTSKeXf=j`h^|9%j9J>t^S4X1VDO
zngIR4&2(M@YjxJ8F^#2{8*Az@wsa+Ae8vT}RySuW;sz3UhWUaO22wyZl`lhG7mM8+
z#B#EL10ZY<#<}@$R=Y5bIuU+HE+JaGR_bZ^PW$W{qE4|FA;N7Q_1O5!S-YOm5<58}
ziMcG|xQ`B8CBCl%NIpfK9Q^_2y${AZ{hR6VtV!l)pJ85hCO5@L-M!C3i(giq*~eI2
zUA2weZ5uRX2Q7|(S7+j>jJ_1Hn+I^gt~*TCN~P_&<z|7Ea5@}UpgsH&_$oV@6f%SW
zWLGvW@vRrjrOhz5sY*+mp+~~H#iV{8XzmHf&hUDg^NZ_{nyj+HkfKbkYt(!*airYa
zzwYDQ{{VOz<UB^YR9cj=L;&ZgtHQ}D(_F1woKzpOhrM&AjPJCK$?Af<$HgNz<m0Hv
z>t2}%A7n*Sk+*|hXX3RfbVqR2)q=99#fZNwPCDQmn&`YaHZ(i5Jr+eZ&dzx?ui?^K
z$52kdD_3mw3I6~N#>S#b+@GK|STW+PUmrBa<GPBjv7A=%m7;l0$X&*p^Lo;l&mCz>
zkxuAZcNj|!^xe&j(~9Dn2NeAWpuC>-48;2TRMiaJj8wmc+^BAJUlFl4g>)(Z0O^rW
z%QcDM_=V4fuLf{qok;w}ZFsvf{5H`fJnd!&^EJ=-Dr{&PykqYNS09+K4wKT|ne4RX
zMYE>ywv{EVzMFK%D=b``cNzYb#+>cWde>*-?Lu3<BTS9l6h-6m#c`wx?8C-fmyyRe
z9*1Y}(SrDa!Q(NIG4!mRZq&uB-7kMNjbHe9;XF?W^;7(fH^q)3@lEVtbYOo$SjGPU
zw7)bem-bgN6*i7dU()S`)%;N&K|Ly<lynPPdK}8StOsxLV!LWPMYEC`$tH9++B)fX
zcJsn8r1M*AaONzJO0%mXn`oK6Y8aUUgX>;jJDgKztqN+Je5H6D+Wd3D6?W=3XxTvO
zI@NfjiEoF?&1uTOfl)a%B+cVz7MbNbubW}1HanW?d;@c+T;1HPA&TtD$@i>(7OETd
zz^>2XS})k{$QW(FXWF{)wJn8mIB>Mou?ZuC@hyh2V|z5$cG9eJN_M|)wbS^5Nk_x`
z83=9IT<5P!?z~}V70!h|_`_|%Q|NLl7hbhVycce~5w(AndGzsq*O4{U?W=|MZdN=t
z{hCPfbIoP6SR5X;*WcK$mcTDH%1acHxePEfUi`I379OH;aqM33^6b@N=RY{FTe~rh
zLcok~C;C^A=;W@e4?n~!)%68IeWkjeo4@5;n1r<Xmnm9baR#QS-XJ9KLYleZhEb{9
zMnAinsj5f+028Hu?*p25hF@=pCSUd|DXY<bhEaUA^zLO{VZ1|fx#5`q06NU_)i3Z*
z9%uEfJFYxWAnaPHO&|PB2<^JM=|6FL9CfUw&i7W?FNLPT=@R4euL8bOFC1j>O?%Fv
z4&MjJM^PBfcs2e_^q*Sf!o_mQd7i{2B|SS30Dr!7S8U{H)SQ#`s*4lL@*?HCVy@fU
zOBmZCl|J>^2&>$xm0vEb)3>^9n90fZsf6xvhcx>;blNjl652h;G1S*a%IA$a$C}8O
zPqoyqLmNwJ=L4yYH)4|Jd#g4vT%?h|b#=k7XYf^wHu?-@5CYvut}o)9yeX(#6#zRa
zCm)4*G_wa&66l@va4HlPV~)}-j;(#=ay@I+G%Xq}J{7`%-nHlc3s9QI+;g_QW-f!*
z6`o^ON%C|y%c({C<t<13Vo<!O#V(*eb)-%dR}6j>dJp4gC*x1}^9SC%`1P+s@u>d*
zK_6Q4-ZNgl7x-xT{BQA?cc%fsG|u?NNIff{<6wEF`qPa!y;4Al?UXdg53O~&q(VI@
zdtqymwqUcVBRDnE-(CHp#31ZCR#h)_YY8P5b0xic({oZ7o2@3pjMlvld!jl*Y2|4O
z&@?m}a5So(m8GU=lj<RwA_hHaPD(25q`9<4cJ3)b^r^1xUee^nAo-WltLHqL6S}!B
zHr#e-83vohJ2c4^i9DLp(Cq%(s6`n7sXXShKZd#w37l%teQP?cs5XsgMLLNyvevve
zZn`OTg+r>7oL87gqjN8DUf-;Y=#T#C{#D`^I1|6r*A`t;Q%>ihnbJ{`<rtlLt84da
zqUSYjGq;-b&mMY_IOdxe!>=9b??gPh^Nwj;ab?S_m0a<GMVUToF+2m>mhU`qk&1Sl
zo8|*O`c*%Lo5g<hBfZn)2Gn6V$6Bj#%$XH_#}U~Kk7}iG2bjmUYsHIBZ2BoLaS)!g
z`06v0QpO0aS(+T5d~@Eq%_7}e9z}A4?~aw$Xre&@IpY<>jK402W)&-$ej|iK$mmBE
z!`*@hIj+~lrMD<2isJ7MSb){rm*0_G;m6yVm0|>TsjXFw>Do9y<59#gJDRtpLd|?m
z?lGU%yJ||wv(BcqNay@gC2duK8Q^0-O3aQKVolDZDLut>db0hi#7K-XGmO^Gx2DAw
zkf&e=igB)?7{|CyoTtqt(B~)F{egpyO>tU-MkFG;tLtDiSl4hFIj$o5*-VG#t>LO;
zr)bX1prtZ6u8%|uwU2C85?Y`mn&~u%N0T8P0@WpA@iRu=ng0MFOVT}SqWE8Ek393R
z1(b1E7Kmc-?b8f$MQeODdynllRQ~{1j%&`wUD2CNydAxy5$l8&QJ+p~2yLy=h(uk$
zlTysZVRi%N0OGlAK5N-^G;mLrd3yP(bljrs_CAuWMHa4#`fzplxqPLGU+ls_^!eki
z=DhPjxt8PN)}|!rmJFl*{zqPiSBZ}-lJY{ryTP^Ho(1GYxZDOktD*3xl@7ZHmJT0-
zSWm2}Oe6z7xT{_r)EZw9T88;SZq@Y_<0nd2N6KNGBT@+y`1aB}eQio81=9rmE0U2w
zTJC-$TZr#%=PmQdTw~Z{AI`W^Ff-P#FPeCDpkvdHA(LrAKG!Dj5AN8n*R^_oimkNB
zG&^~AA!HzN$>zMW#xXVWMV-6IT>56cLtoLY-@*~h7_*J7xVKSUxc>llyc=g$6~ALU
zBb(DE(uSpOiwMMuRkQu$U9O912B+Y(wQw+UryZKOyK5ab88o?ffbTEOmd*zi*myO3
z&ko$ehhrHVYaZP&Ylj<W6(rt=Mg_Mw7jCCL;cXoM0Bg@2jKKlp-myGuqqd)^F^rOo
zGoMQ9G|8qOAZt8@l@BMiN8?pCPaLzao~%eD4wbDsv--kK-sqZ?sjNGa=s}^)yF-DS
zljZfU3&pZ5mwzuKHMeo%2aee-G|Og@N^;oF4RRWi+_qYDWj#)7)56pJ<80-e`IJ&H
zCgU}+;gu~0q5l9}zs9mI3XZw0PY>LDmryC%UNS-aE1|7f(No~i(7Cv6vF+#O1EoYH
zl~*|ZD}PS77J6(`s-rV82YAm)(r*y6MgX^nA5yg*)}nTbJml%Gh~taMK;Y7drhagF
zuC+C{L||>=IsX7=lly(t03bo@^3^)EKa^Le(VVxDDyStJ9<-{j>B03i*guHTt(gt5
z2h@teyw&1yh6;j|Doy-K!kS$*Gl(M;$p+;<wKPj{dib)lp5cMyA`@4C;T6^7ZTB8c
zq-Uv-@<-uLb*aZj%7q%6v^T`J(f<I#v$TWE23Vyau6q+$-T^87nW?myA%Fl1)w%HQ
zn6Y_xx6<6;=Mj9X{b>u@TiF{uI?zKIAeJ3YJ!^s#ee11`>0)6TJe^LD#QJ<6@P=vk
zaS*a0!5-PKKj%2?I#*?>rNrJ1w{}<Z<7_vlTI1xxu>;bsgn3g}>SZ}|TSKAnJf2^Q
zZI7v|{xpLgCcAU|Ob`A#D<i@ZZ1E+VWBBo155y>%EqE{=eFIc4_m${6i}yb>m-5eH
zS9IXfUdGt|Ayp%0?rToLH{8Uz>cchNG@KddDK#{YL%v~krZ1M?FawIK6f7Yds_gdP
zXVaC}&}OSeH<*J1it(WI(D&8vW<;?Oc)1m=EN5u?Ry$6@@iIHstd4Rz^rbZJil=Q+
z#CW<8w+P3*bpHSg5AN>Q=xdzuf|AiUI0m<V7r**d%IE%B=k*o7D*pgeXC@m=Vmpr#
zuI&owf3y8-675W$42TY)1#}wn7SV3U{WCR!K7R&APhTu%yj(M~kE!fpJ}2mTX0YNY
z7%ns3xO<73M?YHc^{7?tOXHF&gJ{5!tLqcIE_f7U%O*cd&-R2q>?_u8toKi+$Q$l~
zURS3m7twLig?ilEv1G@m8T_lC6VTg9JC*flm}<}xbCoo{ABW5FEXSwFY5pLSW~*h6
z>&;7~Fdie5kG!V2oSUNk1!e8NW;UU0M~TiyRnO^JmjJEt1E@97YYeO6Tyv1T{#DQ4
z5-(1Djdf6Ok$N0>mG8e(xwwFz2OpdGIThg=j7|3E$EmM;NZwxxBRBCzNdml2Qcbt=
z41W=<FmCEg%=Bd^87Jgq#Lo+FtxH#HmfYQ{lc>dC(s?W^(2BFMooQYdHepSX3X(U(
ziT?E<A0{cN2$6X14P5p-i0baoa`1u9j=tbm3Gqn(0L0?VdLjOm-S{|v#F-D$xL=B6
z{wG#>{^9<W^H^{9=6xn5f3Tw?!NWSff7!28j~HL2c~^s9{wBD`R6o+aO$h*2`H#kk
z%RUxX)OxKoF|=l#sE@l%PE=Pa_)*y>@3WTis2^Yl-n{QQCcPWRYn?kifv-9DuVV`T
z0Cta`$A1}!I@8vfj%na=T?ZQ!(@jVQMMlHYsR<5*;p<u}g;=oM)<kCqH9kpN8WguK
zO)57<6<n~*L!Q)}=7KqOBrGYWlNqGOXk$Z$GAq!$CW#K6xxfV1o(1N;1H(|X_5k~0
zxp8aUJ8(|Zx>q@m6tcFg?HLCZh^O<dU4GfE^+^<-y)#*0bA#5lrSKyf-y33@GtCr)
zVze+6o(*(95>j<o@GG9hbUqexnv#V*YbxKvX4D<3Bh@ulL8M3-zk<9z@Q<}f2TYpw
zokGd3G={?*k<EFAr>3MEy+wK1WRki)Ow~2ZE{8rc8my}TywWs4Qy=Bxy^Gyk@h!|b
zk5Vc2{K}`MO;^bTWc907qcZ`F)Ph?U@3ZoOjs-tV7@b?+nq}bt?IW6Yny1biLC$%q
ze*-s;wT}MMR2G0@sm#F0PBB)kpk}lOJma-gl}fe^c=5M0K89E2Lk9znwDlbO(?IV}
zUiD-SPFlLHDdbyUyT&-KS}r6RuD45+d0h0xabrFcuMD*?JU|_vEyoqcT%VjAX1k9P
z$QjpZ<Dsr5@B-f{=x}Sh0{z5rW7oXM;a;bKSG0(ouDI!wR1@xC4AuP~&1;{O5rd9C
zmDN{Bvx=6j5L(0Mc$kJ!^0jqdD7RCigvJTQbJ{#C{v?sykarw|T|bLheTF3ly!!HL
ztP(q@NB2{G*}&_n$)>^=py%|i2I$CSYV;2fOXca2sqQP!?j=5BSFuCkxx@beFEk-V
zaz<;Y(XzHupK9jga>Q|6PL?+5vYc^SN$GNHGgUrc3pqLDpXXh7!sz1`6G_LJyBPMa
zMq*dOpmfPN{Oh9lV-)^mug{hJYskkd(3@=P!N1=@9-!C&lh6vM9o?sy<tr#`X9A?X
za+XrJBLc8=m@#njOso#VLmrr~o~H!j?$4mBQKqbn4-DKT&&BOo(C{o>e<>rcO0O#L
zN0vS+>jE>CHj<Ek?W}d`wZ1kywG#3~VCBtCzczRjdR5$+A|jx6tGZs3a|WkxJ~owb
zdek!bigHfO0&1W3?dRGfVE+JhfyI49{j{Rgx}Paa*g{FG=ysnHEM7}%YyIHHzb-zt
z=P&K)UYX+Gv`^t{a;RNEMt`R@=0_cK#&{KuRQ~{S)97uPM%Ay}ER>y2+%E*U2E8I}
zF824qkjmGGVn@4XJ6D=USuP`F$!+{ssM{v1ap1`yfFg+0q21K+QJFW-2_|cS_oFDY
zl5Y=PE}WNNXbJ;y{{Ysm=faj!#SW!vlYGGK8STef;y%f$&!v#3FvR>E@tW;C9Tm;K
zuX`QF36WM&&tsAOD~}rG?4GFG1sMBP?zCe|rfPN`BQmRH^UpnVRy=KMs@~Z|(nYo<
z!8rA%c#B)Tw($gR*5)<9$YJhlUtHG={u}d_7CBy6js-_F`KeUyTU4!9n&@)=6NC!~
z5+E)lBazzzu>4^FSzjZKyyCU=4Qd1DLvr!QkC-ty2C=+Ts#shzq%$k=)lO^CqknCw
z%XH~090kf1-~wt*4a|C+d%8AMiqL~byVSY1wVq}5jZJG?_&)a3qs(pXMn)P}1&85X
zbE^dG%~b6RGFw@cY0VJ;?Q&H5R7UbB!QSKPn$cYYPKXnAshNox0wM=Bqh)WR+s3Z8
zEbhO={px+Sz7%=RlpL=nbJ1PNbN>Jy*3wUo>MF<BHEFQY2<_9=&Iqo-HCt7WA7G3(
zV^l9Srkwd@BMLYf=Ck(IC9<)nEeI_PWYDdnUH7-L&7RQ=e!S8Xr&<yATP4W;DLFN$
z&F3Z>R5%@n0<-3g3jyXKtBP;pk&Q}?d@Sm`E35C0MOa6gPu*4RSY9o@nYDQ%`PEbm
zf-%i(cvTh|WJsM_M_lpLRbLrKt$ZBePS82;Trg2sld`0w@b_%we8S_AK$Bp>6s(6N
z0xBaDG3#EcO2?U_XJ;k!5_~q62FCs4AA!wzv+zxKR+?<Lehs~N{$p-(KSF;>;ib++
zaM6qtpD%OMl%&*e*wOIp#vN+WfalBu^{&(6IRjL*B=vx2^R5p`V!EBNUZPe0b?6@w
zEzFWwOnCjs6%*3DAE??+l#}u@v~3zY`zDnA;Z@+-XQ(Friv4S$@Jf%cOb;V9&1=YE
z)hAqWyCSrV-0DgPHCk#ggwg1d>UOspXh7iPcB=OAp@DJIyy6?Hg}_!IXQg*~UzqlB
zu|2Dvcy&!P(4mTTWYKC-2%bM<T8vbxkSiK!+s#vs^{}y%5`8P4rj|OXZq7%>0C@@P
zn!E79v8vpI(8c{lSMhv*=z#hfPlk+FUzK|p{{X12ir)4OoJsQI6Z1V+Qc*30%j$-(
zZDUsOtFL8JE2Fqw*77g=Ca^T&yTi8&=*~Y=UIhtzzcb#%N8b4!Z>-xBrn_ewM-}Go
zr_Cod>pH4uO_UMF4S7U^{UN<FYwGatnh5YDxn{@NWp85V_=S4i*nhCv$Uf=Yit<Zh
zMcilos`ey;Yn>+BV93In&lve^RW*B+wfqbF5=US^N?j}wt_D5xSM`k^dylisgCz*h
z<x$vKTn$<|cKn$j*A!~S(lm6Ws-rK&DUTB&9SU<?-k=-pMBwp??KRy#Np<9rdH_Xb
zUFfep<Z4bgS5_XhV-@IfVkk~hey0ANBgx^Y)btS=@tskB;$=5K#B1K6)6J%b<(_t-
z72%rNZPjI8_KjzOnv|t(=T%tB9JlObxH$YO?v6lnpIWHn3VxMiNaj;sn)r-re+``x
z`@B-dxn=r_V)QtvAtbW%{8dufo<iLA&j{dX$@o_Z@l<D2vp?*g>0Q@^TRK7yVO%%G
zU-<~wA60MZUo(dP0DfoGVt?FXVt6}^U3vZk{VUZ_e4y8rcszf^*?9gF{VUbbe1f_&
zAB`C0p9?B#T^5-i-4!OHI9iQ9=&nWZ9nxO&Ij<QE>8Cw&UT^JQmE#4@mdDb(+xU%o
z_)p=VKac(>o$2e+nT(oxit0F7Dh$+4GEGdQ<*3_(REbYeiZaAwt!lQ7IJWa@t(xwd
zFb8_{F#;Vu0a4PhtyhtqR4DsY&p0qR9QB|?)zn?u#z_H3)~Kzb2g4q{D%DiubDpIs
zMcEkNXOV_N@llm!;}zJ!WP&bKbgpkvk7dh%Fe%2OkmpUoCdxJFei6BfI}N4AMS0=i
zRf}uMZTOAK=CiFy)s2h8*K}pfjeiv?OR1L}=e=PB+G@npJo#sQwL{3pYg%iTDH%?u
zJe<3XD~eF0_N6s63J+Y>8Mk7&1XjO?WD)9+mN@39NP}^uh0Jm*DZw4;XC7#@RXUuq
zQa!z{Vmfil54&Drt=+_BkPdmO@_3T(?4C$&F^tv|%<?fV*(SJfm`6%Yv(m=ny}T4r
zVG!KRu^{A}3fsT%o7?HDa-{i~C5N?9@al<mc!3;dy+>D#f3X~K!XM>Tio{BtMHDO^
z7Bi<QGsQ_NdF#@x*@5S&BQ*r$_sz$8v!{>rfzLJF7Tk3_^tD9yxZXh+^r`fP-8db=
z%|(CApmwQrrXpo;d{IB)vwBPS=YMRaZHLN76-wZZ^?oTcYM_ERsxyEej+NrV{OtNE
z+m#RwPATdshldp^aw~Ra)L8!j*8+N1VWu=+XB-Zd$DsM^r_+^I+d1uAIJJ14SbfZ&
z5~>H>oP*Z5tA$X<)STB<tnTxV%t-XEQsZkmJd7Id!K+h81~uMHVj%<XR=$Y|Vptpy
z+5IaiK-rwuwu1PIQafh4E8mrzxO*uf`X!Xpc!uGLzy`1Qt!0QpjmYgz@N~jk`-Wls
zXPUp_woTB3^BmWkI+FJ39+WAsVA<!MB4zs|YJDq&n+8M0cfKl#OmUpx<E3!V56*e7
zdk*hR@^n*VapO3}b((r?(d1${HOogB2PV4fHU9vKC(3$|D(gEUC#i1yW5aNcoR8&R
zf$;7mk3j`MEXSN0;B~>XMYT-z$MUY<;j}Wxq!xVbW5sy+gT5X5o`wfX@$@@Mc7$Ul
zHshhH>nsx_io0+Z1bS1o5a!N6oSrZ%Cf`q*G`pGG1>+$_cr@azsqNL1=Fs9kA0n^B
z?Pmu&ZRJt)^HRNTymR4*Vet!74sycIP2XQKI`%s2%$2IIL}!=(00-vJ2Tu>r=6uee
zVxpHr5z3jEV0Nn#T{=m*q&sT7*GL^(en)X%OD|~GynL$mN?z&d8sqNpNodAMkDPl7
z@&>^<83glQuGewDfm&0N9yUM+sRF#Ejz)PLVz~0hXE=GCd7iwIU5f5ZZm-;WSFU(|
z_WEB8-8@$1oXXpI?Sb07j$Q`?kzTFgEqxb6nLM)15(X-x*Z%<3Pc)6<npe~^=_Mzx
zLz8R0SuCW4M#~De@4NZeS>X%0<<;$s$U&CLNhj*n%AIZVr~wJYfQ1<Qy=!B_I)sm`
zSji%=Qy-8$2^{|bTIR&Tx^La+X@#1NRqu5-JY@`bEfSxRhIu2cY9m|Scx~ZjLcU(z
zxc02y9NycDC5t1@1mo79;k`=EPY+?(1_1BRTH#7ggdMhLpxrfEYWt(i=hDjEI;=(0
zBpiBFvDw3?vc0~a7V*)pBn(ILsC7%${?MGokcG}Ffu4CzOEIsaRQ;m6K6TI8yG5Ee
zdcLJ0E9azR`>~8xe1_sc3$bJMrulMq2Q;8djA!+&V@*RuWh#=EtdIAZr}>i}GH6(x
zk1hw}Pgq+&>jhqf+y|b(;FCyJY<g9MMNhpbA4+lZd&+4U-Ia%$2UAGNAm=q?Ne(gd
zAI6d13~&khnq5Nd-0)nIuBhq;;?c1G0C$5)<7K)x5D5UlU%V+iH#|vvs}Me8^*QZV
zd|ahqx8H)i@(;av@>ayAdXU!)&Lid=lbqCnz#VDKA}8A&sx6D0gI<Zjx;kAWSZhxV
zYB2>3zbbR+Mk|JKfzrJL!n#~KmY1r-CNt%d5573A2H||U<c$9S0o(ak4L1&Xq<Se!
zk~a$$BKiz}e1AIh&xkGm01~Y#UsVJ2uQ7xDdKKV;4SIKs(97XHA<5(c{HiOfRi@u^
z*0iN#AHy2_Rx0tz2~$*cyZElP2a-Ni)>LRvoOh&jW;w2<MMiE%4C*<qQdF1cU#)r`
zjV|pyG3j1xsKAe{dMAg}{eg4S6_zb~ruZ8wh1;oivXNS_o$y9++On=A-M2oqyJs5x
zok8p?%dG7bdvx`aIUg9I`yPGjm&2yn;y^u8wtQ@xbjDyhWBJw}!_r5IV+3_mU1{G3
zGtQE>E<UHS$}<!FD-TXl{grgT?Z5LiyC*TX(y=t(`1HG8xOV<^^VGf;eFa_7#_DLM
z%4H)w8u9Csw&ll6F|TR7+Doa%GDUEHAk%Ho84(6Z^slGEw`6!2i$-@j8)wDBA8}sq
zpg*0W+wuG&ydugLH(d5L?%o}kCW&r1`=X;UPuZqxhHKiLG%+jNoQ{I4BmrdLcdM4~
zy3nxns-k7{Lg$><fSbELc9o3F)L*yqJJo3r8~FI>YR0K1%jEYpO{QPAMoR#5U9{8X
z(BzX`)@Mb0q-nAcKZd?{@d3uKFBm(GeHApy_6!CH#d&m^J+<z)D#;QNf^(YNEuSYf
z%(1Ixk1%!yBkN11vGYy^Yj~SYj>lAJV;?SZ0IdxNM_HqJLj0;ZuWz2qnDgZ?amTp?
z3i!#*OpHShsH>Brf<lY|RRa9r6X{xB=<@lmBilR{+q9AN6~}y7AL*KT_HXH3e}aGH
z6h8{(J}gFj+Xw7759MDoM@)M@mcF<YbDj`5)tB8*^sib$@{gr?4~1K9vk>)D{VUjG
zAG-(Ix-&nG809*}lyx7twH$n)skI^U3Wh!uR~&u=(0>umc*uXmslBVr&r@EV;^Cbs
z>&%F+V+Z^*z{mdp5HNjd!-3M9j%mWW&pone`g>C(z-mn5qh{pOM5U>rVEbo{{SA5`
znm@1tTw@&9mcuDi*0evg=kmm2L$<K3N1dHCYq~c`>29xJP;hhUS*d*<@<^<oIp3>P
zk#e~`YU4#DVN$%DxskHk$}D?8tXqk^`3o8x4C13IMO0vxrgEz(?m))}icmSpr6Qz_
zbBxuB`U-%#`FZxO-6O*?>TEYLMfIy19fWS#Wc=&UbbB<3K>&R#&c<SuIQyrmfWa!V
z=9b3;s(3zo0l65+ze?w2jqRMP3|F^mFsnd899Ncjp50@cDlwB&g2l?Fk}oj8LXzf*
z&a|`!2B2;llpGA#rDMtEvL<83Dk4Wt^wQ>|EzL9$iM`>;5<OND#~jzDYd3L!VmRCh
z*<LjS?Hr2Aa6!#$+-uWMYOpal93Oh(#9_UyMJ~sE3{#^`!?~L?W_MsXCavj!eW6Zj
zj`imzuIYpug%#HHjgBR(u1~0KGM&9it2$N$tD3KV0?Y{fDt#}RMtakqz;si8zdOiV
z{TvS1sxpz2Q^Lo{QB`FhF($l-$KGeY-@1f7hiaKd6CJ7*>Nw3#G83A)6A+DmdOho|
zvb0fX3G0gFA~=*+XJ8$yfzN8;#ycc+;g#DteSQLx79A^*pCU|v4>j0p%*xCd9M>Z-
zB%V31Lk9l<c8@z8z2SrI9&?{c)X+iMFg*ev=UEO~J90oGuK0fRNV6b3g*ClZdTivS
zFWw|GK-6B_QkV{#&ObWV)$dy7blucfIi{3dMn)%+$BNaJUVEMaz^I)l`%Y$SN~?7F
zS92G|D(tb~af;#EHY{tj@m$P~s0rX#9A6daVg3V}qy6J(B14g%TI(TQx-4o3-Z-vS
zB1;dgc5$+%m2SKeNT*%wO4aH=#9u9il6ort04ntV00%Tp;rnkd94|HH{wEoV(R0aB
z{HxMD4{0^7g%OzY+=1<0CSaG<qR&qOe{RvzOzRwFo25~@x>+>qnIrxbKgyq}$1JfT
z$K3N&FA?l?JH~K0jGimTgl^I7R+H58kA*B>$9jXe-fJld{{X*{*R)rPd?F#dWqRM<
zv2*_bkt45buDsLu{{SRqmwyN5&kTJjSmmw;4Og2;RRb3wW}+`UW1p6rELR3C?ATCi
z>A70!e4BA@@kgY1Lu&Y7!#gX4Vmahjl}=Hnc20%6SEhI*snIT>W4MMV9<}G%yh(4X
z+`|fmNaQ1LrEp+<+(gnlvAWQNjH$lnc<)}3;49lmt?n8^ss+4Zv)qE&{&nXL3n@HT
zp?p7%%-cY+g=cq^5Pbkz+cb*y7iM{MpR}=BEn`bfS5bF_7|0=g%}e2}N*OOS&y_(F
z$}l@*E-9}Dl>RTcR@iMwEH<7q=}~F&*$1~<R14%?h9}sO{uRSfDO1rsQaWkLs<zWc
zc3vruPG~mFpiFrU?Nz)r4w}}ID(!5X5uTN);vFX5`%0Eq$YqZqtCH}Jl8-&dn<K1a
zfC1}VRHYX|tL%4GO;=Bsa|guMcF=0_3w9ej3g_f3hlT>WKN#sI$5bm5l8iC|>MNOh
zcOY(TSJ7c*%|%(<`P@u-Yc%v4uFTjigHnit5B0zrhsaQJUY)Wr#^dW<1}?y1Amhyx
zraTdeDHqBIl1)e&5zrb!Y-otLSEqfSApHFODc*ESxC_lN+^FcZ6R3*=6O5V+48FgW
zEO(?F;-4k+GV~QMMmsZ4!}fBvrx%yUzBsOf##&^nY>gQ%k>hX`&1l+$tA7U8##|3-
z>wHl*?Ios$QXN=sQ{Sa|_4$=}o}L{kP?GF<<H8Vf2&nV4a4K0RW*m-5&(fpbPipk7
zW_jq`@a)rwH3Wo^e3IOI3gf0?T$9w3pRIZafo6(5O5@H^v&taX5vi2^(Ye?L-!ZX|
zOxFsR?_{ic6#oE+7jmp^h85~wCLVWyblDK+Xc@06A9z=*&glOD45EI!Fh5$y6x);^
znXM(HmyzdjmjjbdB#+|FDRpl2gr+#JMV@uUSLdyFejS{>fEnprG5}3?9vBKN&lQd%
z;JLmV_@<n!<OAFq==9)P-F}sYJ1VbCR`!`7Yh}k_UOpi{L*1igGY`hdf3hErFh8Ag
zz5u$7JWUq!jDiJq{w15tK?5ivLyl^`mEo%>XNv7(+bW(2HLPl=;ane6o^)HpDfT@A
z;_4_P-75tc?_A!2t6SckNJerI+oet79X#Gz!i?kqIl-!)8__NF<eWsG>pJB1;=H<W
zil*7<RFvG+wm6Ib0213rbvkV&mB__l-0JbnTXbZG9SP}O<@bZECYDJIUpaD5HI+An
zEOwkB>FZwh9}!7KTXV(4Vd}Zvo^1vm@<AU1JXfmtP32uZQbI`WUT<*%X}Z~n50o`}
zzJk#;m}MBq7^}uh_gaP?E!8(Czxx%6l6W;75_!y$4)sG{e=kf%`c<tdyvsP+ymthl
z%zBZVbL9<HGc;uN&2l=m>9@Z?J!`Vnak?{H7Qc_T$L`hHf{!+b9y(47L%p$`r_hP+
zMk_kn!C{T1amg9YUC^-lC?54wS-V>;CV2_Q1_g6M{O&RCbV;s7DRw-Y#S(q5#8R|l
zAx=20?E_G?vD4>@afV@$SbAKj*V5cbyU8c5b$UgGrnbj?AbkycRUBguSsp^>l)clN
z`)mg}&wNxrX^6H(dMWTmp2T7-40_Ykz`A(;16eG6D60?qHg8jFz<2id8cri{SYQ#}
zvpy+8ucg5!R#)Pz*=VCkY}vCQJw|E`Q$;$k2I^TKY0fiVOnFu(+b5ywwKs<LFLQ$M
zw1DeyuX^@~Nb;B5SDnYC+4z3(Ckyjuf=^2CEG|XGvOfe7+O*6jsx;9#bUm7Bk!pkF
z2B44bEl;UnMk)yN<%;Hyz;?fg!SQeWf}fi69tLw>o8r|cN|5_km=Vo;7&rT~=d%yu
z4jpOOrjM;V@UFwpU}^>&)W)H1v?8J^oD5WoPIwg>9%@lcBu<?w^{5Bs9D`J&?N_Zb
z7!K5#g|5iv;O!ibT7>ke=NOY2s^_O#aVMz5nvx^P6%|Vm`G$H^8#?U;xd0E=y$?+P
z09Gr`bRfA<4SF`1e{=`6cv*q<8B_OcO?-cJYs@@V%%j-XrfLWGM!dttAbH20YI5c8
z25tO19F&9RCX+Z?bJI`VuXOpoh-o|;gq~_v=}@&ZNRCs@NJ;gmm#s<Khp0WoCpDv`
zf3IBDZE0ysx^>TL9>A8UxqLyBnwv@|&jO&nP$bA12c=J>f@c{&g*p5Nl-KXh-Yj_w
zpGvJKB<Jv}aE!n+=~bl0@-d3><MA`ze+naCz0#!|3XFBBdWxpS5n=?+Fe|dLE|!Ci
zg1E@r6AJ5e_mS-}gMc`$9A?Pt!*0%hUX;r07+}{SDE;n9;2P=m){xwg!x*k*^Sqp7
zX1yF5{n|J&kKZI{Ls>aJ#}v&9(O|ZoQgC*fwtwTnk3otoQGc=L8TrVqr7v}_GnLay
zN=H3n=r34<{6@RII@w;>$VN^p&h6tXcrt&Ay)#Vz0FMlI+e;npq|oyBeruj@;~B!=
zviesV*B>=?UM?ut^8$GWxe}|MwckfdX&EG(n`Ntc14ur#+k=~HCE(?UYT_*vd5Q))
z*K(u&JX73JTe%io!Qx^T_Rwd52Nmmj1o6+K+dO?durc^okNBJy)osyw;=OCb7Hwss
z!5oL?WejV<%(;Dx7gN^D`Ms>W8dozUC<`9^R!+63M0_`UI}epnhd-5H)GgZPNN{kV
z<knA%;*JjoUZ((gf38J&lu~n#sp;2pw4agZe+UkIX?gEp{{Z?jI`-P}4};uz#^`_4
zK12Tikt45fuB_Yr<K&F;@8Epd<C0zJk*UVRRpiwye7p$3J*yY&u5vjvrp8<XsCe&+
z`afj|{iEgOUT;McxcGl|w-a531OTHe`PV1ndwAgS9pc2_FPWD1^{$WM<WgH|GVb6y
z;O4NrWn|VqA(dK9#$^&5`kdDd8!U8^>W<7txHz}a=H<rIitIieLk#zg=Qk;ki=Ml>
z{{SIegO8Mo-|$iv)Ccd11)e3q_b2=-vmUQOoVXWirslJw>FMHhwuQEdF^~`4B-Aij
zSXo_M!m@8Ea}X__i<6qW;;jxVU1r*7?p<V@;1YQTsa)w0TQ&5La9VL6nSgrZHRVQ0
z(_Zo1<0#Z>$ELgqd1R_s?PTK}D~!?d{veXhHw(0o#Cum+1TQ|73db>wY#ffY#6_dt
zX}&1m9QkH!XB|PV95Ys&Z|HhBo@>HNI}v#5)hy;o7?(14C#7)G&lb^v`qz8ojUx6%
zisD&ApaftJmB7nliT9r;(!PTMB<Q7kpFfUPuH2P~eCUbkQl!@7_%doACLnqmf9}xm
zpPhEIk4}Tj!JZP7v_x=%qB89#3;I%t+tc)<CWnBZ+|4T@<NaPKqGI2{ifhjOHqa!b
zJVFjWN_$(8)Bq}|o>F)Qobt+jX+1}0b#q3-0&b!p00Ruyf2ry4-e_#8_khn8<}kFo
zfaDTEuUoS#aiAcLf90QE<ky>ylZ@iePXQaoX!5I@XNp3HgH@!Bw(x65SB7QOB+mk~
z%8)rV=|$aK;F7bktKpa>msRp(IcHJ={uR$^cF$?3+(9zpL~;nOi^8|RWbq6V0hR%V
ze*;+lA-gyF<=x9J($9~}kLg@*o7+D_vKIDe$jHtGdX=hur{P;7^#}g|X0I&cccprt
zhh+1999<%gW63|AV~cu5U79ze)h^8Q@ep3Lt+%kn5=oZ%M_MvS>0W}^^IgWNIn8!n
z7Lm+EcCI*ZYq0Q~i{(GHV_)DpFwgg>=q@8>Q(JmK+iaq-XPYU&tNKi=U>UC}vTg^p
zPRgONHN0};a0l?BG!d{JfuRmooH4v-p{^HuSnRU7Z&M@eNKbl$O6A;pRlD>JV!nV3
zRZT1Xar#y<_!*?WB#5rp4BuMHVU{ae_sjdntkR!7by0d;=d7=x<=!{67P^8?tANLv
z>--p2Z5d=OmhDk^uS*y3FbWAA*EQi?VYIvBVL3ZVz|U&+T6Jh1Tw0}C$DnwGfurs`
z;-=8tNvFcY`=X%MF*bzder%2^#)BR-$c8%#;FgqMso58L>cyR3gB@@_BV1la!n@sT
z7>}G|{43A=K;!LEobg>bee`EGV%3@4_;UwCTHyS5sx)l2sU|}=Dh+O1c#aJxK~<5L
zdoKVQ<usiZ<HVYqUd&IFA0s{K(x=H%Q<lWauRS=y8=ex-VQUdQsgnHjU6z%lL1yR5
zK)LHnX=t{#>k<qqj8*Gli3M_EE6Q!1n0gV0<%R$rl;o$#wA38e7ely);C$5(P-<(A
z8knFOxa>o2<WHx=b^f+6aaS$v)(FBP;8MrhrNvC9-i)ZhUgZr-{Z&_s{aC9ynElmN
zg#3cFkHAE}GZV#s@(Gju+VbPn{cF^`RsR4WseYB^y;#?;gZ>%w`G@fb15OmcX>*G0
zJm!I_CiJOWr9$0kMMM*f)QiPNgFR|h>M4YY<L%98T5-)#PStW2!qR3JvkQ}%DzW0G
zm9p8WSkppVjWr})MMavLI$+MLL%|4r>(MmB@>iQ^L;|BV=-OLl0Iw4;N7H3n6KY5I
zCcLx6r!x%t*Qjb|5TB)aUx=8Sk`F=BmRz+bH<hAut~sW5r=CqUtJ=1w&#uD_Mtalp
zQ8DJ3q(xeJ=}b{hpcq!Rj6Z%4`zErnTDn2mao4peY&h<VSKLdt2b!~^rY;9wPkOC<
z0hAHeuIP$9(d=_YNBgsCO7+gs5UsdA)kaUeO<QRQfMD@d&PmOA5WU-HyDx<Tb>Q-9
zLUG0_H6uRtA;?;$L`KAadHC03r$`diWOlAXA^Xvq>+GeCZAR>U+Tz9Rj=VQ>obdw*
z9I&oM+xMi`QLRc0uea{zxrhG%S&VnDM+v1gdHA<^mfYsV^V*qjAx$RW0osWN`X(vv
zRxK7*!RRwuy{$yO1y`GGxUGxRQlz+Bp-3q1UW&UD+%>_S;83KvyA=-*D8;?FyL)k`
zxWjj{*52owpOB1qJhxqQ&h-qj*Tj)OzsdK8-T*hxxUmA*`K&$-DTT_?TmlRod^E&L
z^q%^9p%3bUt}{wkI0Qv}CG4Unxwi3!3yYEai4Dx18e*XS&$UA}3i&;WSskmadV`tC
zCq@-+zUHB`Pe5|BWG+mv>WOunyYYfk;wK%Cym0W&T(n-IY~<D#6#|&AP9{LL?9b6u
zK@H)Y*|SrWMG%!<Pz`7n7FH6&!93BA)J`!o^3h1u0^l&=@WaQI)?Fed4~#tcy(^TR
z0{0&A6%6s^%{#JmbtWbp^^;vk|DH?7h#Jx~)9gGf^h?n<FPyfyNBK@5KNOBMe(yOA
z9{v^hN=oVL?;YR0;b-9;c+~wL!i}ZJ+5GhXgi5|7l6qZ;*~DkBn)X#GPButAjd2dR
zM(3AUWD8%(p05hRx#ik_#fFbk`H=g00NB%Su5!*v$~}*G!T6*v;aeo3?kjWt$Ev+}
zJz^&sOOGXVmp3;p5#F+OUGUv(GXmP6{?tR%Ij`-`8i%Gc;qXXNY;?RuwWDTtr{e)p
zZ>YW)5nisL4;ya!eZ;1NO`|6n&+70OCne~8W9rMvEbP4kHVbrLElIQO5W*hI6CIW`
zbLsfQ+8!}3B5K&5>|7XH+}hGB58C^BAfj#Z(K~NPTertAnp*mnm+<WNdSi9cofK`7
z{aAQ0StZPNR%^WmdN|*wkqhK?o8yr$ga1X4u|8yR3`K|+@7M{@>&d#yaWZ1#51S~r
zK_?MB0y@fBa93uRdgfQdkv^P@Yic!4<e-6E8#|CW=%m;~8cK7SMs_#Y^3{wu8Iow|
z&V?4U*GwKGXb}WXj4P|x6n(eq8u8rb5@*`0ZArNlVt}x;(Y2<`9c!2RbFF9f3BFK`
z4<WthI3wA$tziUQBM1V7$J}GB=8s{+Jvbw|=^_q<@AZBwBMHWr9ei~ybf&l`AQV-^
z_%6-vNl-|9@P&ymiC&vz*eoi8wPmmP6#)J5OUz8pGy(o@HYX{c8_G11(%&2zm;E&A
zWlO}6DjRtpv(w>2rr*+Y&wG?d7$q}97wZ;=&bz<Qsce*2steChbq!#?O1n<&9^P+h
zbe}|m_d6s@)SQ-T&O(bcm#K#=H5hZywf%l+K%;edFqv43y^vLHehnddjC*(KL&!F-
z{lJpdOV_~9+0rCY1*C!yLkj}$Liyr_{p*Y*&KUR+PP%m%R^=dHqB7R~X95e7AM82&
zcU&5WR=xR!Wt8iEjp~D^QXbj78Ko!xRh3Kpy@|_g#6zbnE)7N>VjPGrXJ(ST>XhWh
zLI!~@XYnU>7?piJnFR0LgEH5cR{-HCH^rq9bvR|`%pdovN|rwh(G7CBDYXU0{($|I
zkx%d-qI|&6^bR3dHs;iCF<m_9Zs#&vp_iBTfT{s6=-rc6Ul3yTdwWmT(M8+wvKmo@
zidGYRiYM*LAE9<Z@k-jFESd2$zvBOl=l4Zy#BX%i?CisYr=J($(O=E5BXReU!uy!j
z+qH*&=g!Yl)Y)yO$c$q?)lUzmq1sfdXB<MNl%r8MO!LmbL!Wu*wQUm@PxM{e1(>I0
zEmQM>Y~$jk?Ph4)iZ^P>+tqs!IZ5?E$B&=!MWLt!zC3d9V#s!>NIq5EURVEO9@FIK
z@dV5~UTM7FFhOqc48(;M=PQNFb<+#HY3~s)Tq^?@RD>6;k=Mhf;}|Gz{m<f(d!Mv7
zf0S8Jga{;;)BOX&j>uf??&R^x$z`xb!RZe!7Q4Db2>Wf`*Lw-RWLy0U$@wfo7xm`p
zT)4yg#SQxs>c60@&1ubhwM$JrBpOWndA(6m6pMl#QHzp^>ILJ<?m}8{&75>Cj;kdl
zK;Jwn5EQP#1hV0nmy17NfPqYo1IeH`Prtz4erTExV}bB}%+M#pCt%t~ezIF}{N&eo
zK2dD&sOlH+V)qOB<UVyDs=$%TiE_z)o2rP;bHjU)xt8)J8;0OMboHnNkMh|Dx%wU{
z_<>r=x%r<q5sdLD3fl*s!YiFKSF=!9@QJS^=2~4V@wQZR>F9<IemWvb*)15Z5uPS7
z#rRiW+7oqoc{%lj2|d)GS3M^`GS;pU<X6H`xOvr{gv;T5tQ(ixKt8T?`~k<DZr7U1
z%;KEeS*j(F4pl<h;%l`g{lwr>+;OgLK$brzWcE?CoE&3*hQOy~P(sg4wZz_z6x(|{
zrI8?jUeQ}N<6UK|7?DKs+&p=3<F~<ms?<Q)UZpaUgAzb~uMiVFVDdOpOzoyTo6;53
zt+^Lf)r%6dn9^iZe<zuq7n0{qFjvOQ$r@pRH50RFgu)s9)gRTBXe%ZNNB;!ouz9+w
z=q&AG{zRGK5GSku;ec<}@Hw!GaQZ~;i&eTH%_3YKgIFVr`M;ZLf{rV_VFMQpqapln
z$<BZOYVn&K2T?VMmHhH{KbX^r_s$S4b`#R91i8duHyl-eJBp1zU(B?9Cf1BE)4%a8
zLsoRli+*Jq1Pes7&)|uG4O`azIYeFtez(tfS7v4Z>`2Kw1!b`0%^&sKT2V$nIVz9&
z{f9v4x$ttLX6iq8a8=DOzv8&F^HBM_mi)H#AgCeMA?9r%jMHQHq1I|ZVF=YXwmw9T
zE+G&v)R?YJ|HD7h$iRrP;ToqOL`<o~g+VOc<2g<!zCIf1?PISpw}t7WUlkFvb^|^e
z3q2U)Hobx|-(=c!YGvB&*7o8N;KYitX%;K2*;wCbGYI_!oQ-T_{9){HpcFcs^RIi2
zn#2e$j1<H9521*z#<Aw(gYaMs+u*B!_*+a|M`y$TW(ZX^Jy3HGn5d;B2LCC4+hp68
z_*2Pl9$Hlpz^h=O=-Q7pfh|mSw==YSeeEh2&MF^Qf&txaCM>$dfE!yy{YA3CWl;UO
z|I1R*K(TpOFPe)(gzWf5&(-=OFK+@pmr2Lsrs}u^Q(Ev7v<ZM8E%3=zT9Ux`Jg9qj
zy9_yIjsxdrm+|?}BD5Mt<seqR_SQ3JqCh-~Owt+$P|U7eSFVD!CpYuW3&6t;j3T1G
zY+r<|6tIeL<Wvh~9nf78I4`e;MQ}?CB>bZE5A(sT(Qs5A)SCPTBU9T`OFKMi=bP#O
zdnUv1jXtJ}@(IXZq3DY=a7Gbi6C|sDCPL?$PAnAi(X#~;kup|w+jm{S?)3Y>WFChs
z;la1IFdsIfNd<S&QYx{#e#xrJ2Ln*wIAeN9fqM;0&dAu~Bx4C=Al2XOHFEfB2i*(i
zlU8`aI~GeytN4+ni@n}PU}Z2jV|{?DC8dT9vYkgdsmHw8I%zml(Wm0-V%$(KGO%c-
z1sT?44wfD3n<W$A+a;pbR5x=Qkb9a^+1<DOx~paFPKnAtf-cTn_Qkd+g$MsU($RZ>
zIbgp2QbO9IXC_iY6cr&yE&MWG<#yu%aDKeKB26JnZsFD8yrB^;f^jZ_)v%q0x2h#}
zE}Vn0H5m9lFWh*xx=QP^JsFCDKAMw!VkqcE%Fw|w0DbqJ$Yt_V`(B9PR@-d1@U#x5
zYlDr;f(B00YVr$P%gc%8Hr5=men)K(V&fXxpj%d-oLnYG6L}?YKuBvr*~WFPcp4|W
z(QZNgF7Yu{Vgv7yBJp|tDDcCkJLJ1qIa~)=<blq67>Kcptlpv#aAW;@;Pa_b?4h5F
zpua@OG4Y2ZI-G?{7NlOJ8c?nMe04Yat6QKDG$-&~^+;f^ETQU;V2VY_EgR{!Zr%w(
zbGICw$q1FvDfttHiuNxAxg|tizlXomV0fm}atYj5sQNm!+4*Uo(U;x<B!+7ME+F)V
z_x)o_-vY^UkfgtoAZNiR=|8u^Y5Um)Lh4U}`aetgpCqVmebgG$*6w(-OOo$`^IEEC
zFNRi3@Yps2VW4rd>xI<&r-dgS3mbnsSqq`;l$vL4wF&6=n@X?OI&DdW*x=;GHnZAc
zP1g^FmQ#!ed2ZT%tP@!+r^@=S<dQjvA>3MifTdZ%lVtsxEpE7^i4sCCMkBX3GbQlo
zUBkWLU><&?WD&wL+tBrhQnqF62Ky#il=HF%lrg@sJs7Nk9GLuNrdXCM@AB&KsJ+65
z?6){YT%r6*^~drs-GyfsPr?<ZlzDL<9+)gN&)`@shQ(|F+>M)sDnemxmTs>&#!ce6
zFi~icb1L$D03aaC%eqOU<vc&QMf)Pv3lqv#)ELm1lQG+d{t@>CoEO2l(%rbix};;0
zBBS$yCwv3R%$}hEWoBa;uOGm-&zk;NK8i@>mo>mk%%~@+e%+5+d00N0u7hF?Cx1J!
zRFOHF>RZW}mnWG1$Nqh1^5dnFsNEn#b`)9|Qt<$%TrM-*y(o$HNJq02)Ebp*u-A{q
zjawl$cUQi&9Tb^aHn>m({b)K1Fd%Og-Zr#uTjw&AK?6_RH1+kawE2q}qX{qO#>P%s
ze8~%sD`PYL)IO*~zt*+Tfvld+Nd=y`<<2gfRM2Hw(#xr_5PpcI-A?f+&1*RH5a}#}
zgl5IuLUpYRc}65tw1Tz^HB}2pY3vtD<4}?~kV`BvmZt}%=^O`8l^Ov_hAT;H&ZpRb
zyB}AhG48zCZahvj7=IEM>g&xrO$WRS3j@ZE3TG?bswRiEA+_5u<mZZ-retF+FPr*X
zIW>W!eoQVIW=#P)9{#ct;m|pE)<%gYm<QiIUbct8P`_&;g&exV;irs}PBe&nwUU&R
z1qgdk999bspCp{b{h^fy2J0jiXGUX^4QM|O@*bJZ7x+A6`tGI+t`uOG=E9^@A~OVr
z-%^H$)`F7fv;ycn$qZ@ubq>W+b=rQ!Y_^F@=FZBjE<GN2c-?CpC?-&42bTCu<hL6Q
z_@6X)q;~zLA2dpBWaBT7`K7U^AyV-|XC!dXYhZo=6T76Ibo9*%#eTQnx)9cHWVkv#
z=MRJDb{tvq)e2)?qz)WDJ}czhS9eKIt~wS^k}F&3`Boi7ziweicrLts;i5TyfSZo*
z;Q#w!K>3xS-L2cx{JI~HSZ$<Ao}nXyjhOKIu`Rwqap?Yc3A^=jI`2+)={o_*P($?o
zwp6}5XPkDG<C|Jcxw9P0oSenf7o)4Uc}q#GXBD6*%a=AoCFR;hEfc8h-@k*=)&C)!
z{J+EBHZ{76pPAQx2*&@X>^W7A|A(+)QpnEshBKZo+R@jSYKL>6#$7AYU^rV{{~T><
z`Md+u=eFDWZ820++^Q<&m;O7Y!BudX!;(}GuK55mi+|Tq{qieDo<uAInQ(N&$ZqFV
ziRuwH%-;RrD*}?R&SzZ0{U40o&}a|fst8^D4g%P<9l9d?)pk|Vtcsq)4b==y)UM{9
z0~Y-juzN8s`{iv-$$KNXq5Y$&&W0|>6v+8`As(yNiAK0MsK$|ds2W76vi*S@L!nzm
zRexpr)c)L0(96YnaLnkB|5x~LU5x+2UYiVM^v#Rz2SC387LGmh$eKd}KN>$$u#^k?
zYL5ph%?^Zd0hp5Q0L#PUt|mD915NkMOcLYlkqz)~$dT3MYLH=#>~9*GD*h;O?Ixxc
zUBrHpkobq?mEND!g4)YD2TLx7;y-wJ!)@~Lq@?3m>Mp>8fmU>aZ=aAByrQbj8=F#*
z9JS$YJ|MglPA;P{xDR+Qqs4?@#?+Oa=7^5qerg$}>IgHDJp~GNs_!}uYN`J9C(cW1
z8ZAZl@^+baU#*^(?<;gD{(w5}T5%eJ?+LsomS<{+ccnfv%|}mK(d2mr7=|e)QKl=j
zW6eWo$y`rl8MV~?{S5yh+?AsqO8L#gv!AF+yh@cO-wo4sSo2h_Lv{YLIS-Vo#iSN%
zSuwR0N$Rw<&wa-6U^{gm1dUj(zG$-;h9e7>D^&~@6n<2X2au<funfhhe7u|^TfOuw
zW1UaS#TAS-$BGX~jo%x1po3ON^pn|t*z#w);(y%|*7XJQeNvCvarc;lv)BT9h&wlM
zkTGS|@0;fHkhF^%V&b6?Q2pXgmAzkQ=Xv=}rih?MK9|R&3y&JtDY}n868)u~Hv`$(
z&ESnwJHGGUG|-!RN(Wm)ecT};^@w3YXhk{L2{Jvs>9NgpTQx;23f7eBIp*AT$(n&D
zUMXgh16LeQ>&|5!IhS<)MVO}15Pfs|2bAdvrAkR-Z#*rp;VS_$E#2B_sHcvns`x;g
zkqR*7p(zw@#$ZvNaRGYkS!&9!pXzve-x9bNd26j2s^E88FxlAl#ZD<WkJ^r0^|Ve_
zZCgc@g*kg4<{<fl;8{m8L6y**?^EfX;$<qKvXMnh5|<0GCUAcKBT}_NDNAeC)DF})
zfmn~HGLM7vm4&_McVJ(~+?~^jK5g)?whu?IEciWe^Vz}?9P77+>31910(&evKjy*c
zo{{e;St1s4$mN>%+gR0my?vIbQhSay-hVL{eR$I@MdRy&<_Q_lK_C2fhBK%jK+Cc;
zy4q^|t&_JWE3uHaPUP0-MQmREHc?FE4iwHKGkC3IhAn34MqZ<_<o}#&;(bq!`sudd
zwfoyG;g~yZQ=sS1?{kZRu0KPn#oyy>Gmf(|LX2<em_dfC0+jvE{Eb=hD@}d;&{OzT
z@)qY7WxM=q)Mbc^Q3j-Q+=#;C=vmg<4LCJP6~3(*pU!*meJ_5Y!=?`*&`JsYUfD;O
z30u`~u`Dc|$3Vo;-N!NkJB3VrCSlQB<g$agWw;Dq>41@k;D<)K$SmA%wV#vo5ab-7
zU)=$6nF(d4C9U9cQ*~qx50XQbE6a*+5EYtzZ*QwhSr;0|(lATDOHxg?+&IK(6qm_}
z)O@LMeDE_}VWR&`>g_Nebp0w3YAEWZAN{t~nc8hkF?K+CWTu@um?1n&P#0G}<7%f&
zQ{4t~@rhgqi0l_T-cl=A(aP!vLSiAagZhY3LJPSGZkWMnt}L98h4Z+Ap4||pj)ZUg
z)&@`=5z6%wCn;-tw-{~3jKv8NXRxBYmN7zMRY$L(5a{PjKkd~87I{l~a#&f6M-407
zN$PwkQRrHA0<o$?QYS(sEHlILlqItB(qZh15ZH52TN(CVQB!bH(PH{z+d3w~SJ7Ax
zos(=0DW5+l#^PHJI`R!Xc*15sj=?iKm#ig~*?JU?bjX+0_D0N=^s&zK+vm%vm8KJe
zEmelDT+UzvIK-aPd<g#Hx`uge<c_a4cThc7Qm|aRKft{h1>G*?Tv|nNnNZyWTB$Kc
zyCCmZb&*VxlWR#Pp?_)!uZt2qxR9He{$%%$PGDqF4;D`+pH97Ak%t@n`NLK0e9;c#
zu3ggQDuGVrxRI1Q^VPK5x%b}O**^XzFG50AtsrVV<uR2o#_5ske3io?EJ?M*qZQv;
zc;R2DVR(WwmIs7()dJF6!&6b?zHKsK`G%F{afxD16YzMnd1Ab#I(kF6CyqrM+wkFs
zQTT<JT0p~br3r7=WLD=YwPc!XT0AtyJn7Bziy<H<#uu3Oq7@_w>)HB&M=Ky&xlE+n
zm#6RSHtwC?j|TU;8mYtkiKu={SPJwpCoZUk+jrbs<%b4d3BX;z7DN9-I2<}zW9fav
zf^Q|Z{{Q0WT>d}BF~3lV>wnIWSDrsa!i^$C7UlSHgRlcqV}Gvq-u-#gr2)dN+9csr
z!jbmE;K+80VaJ{YkyQec0`7y(KsH5s7B&<q=ZnN=Qh3}ZFV=pQWwdE5dMCi2ZCBn5
z%DB!j|Kzn@S2GUq@<&%pRhT}uke<orUoY$bb60*q0n{Q_7p&h$dk$&sdVe$u)i>#<
zA1jZfK>U|~Q7s>S_y-;3(#R`#J8l2mn=V6!Ud8Rm(0d-_0Q=&;mAaqIcwzB{?CDcu
zpid+0p;8tP>^6pjy&73{hOv1{1(1u5z@2z+^|TNXUv1U2NW^1KScsE&%L{K7I3XUg
zPHndaik9Pn@9d=ByKrisqcZ+*Fjr*W8n|AXr$!dtoA1lETp{r5yMf{0Ife|Jk(}F8
z@Rt!zysjAt;qUj@`V{p6W3ye9MsKwHd3Q6Hl9S~Mb>RMv{z%JI$olbAV3#PIEP+48
zeYswU4>P6*`w;VA-$z%%qGUyWm7S^2LnUI|c|u;p8`|QknXy`sg^%>5kuvw6)ySgn
z{B9x6O@<z&q#dY?IqT)r?FzI?7FiYpMGgF8iQyc!ePy);ghSM08}JNQ6CGmqEni0G
zeHuB&sRg@)8g#<B_2Y#62ooDxzXfOFxW{TksT?2sYEQF8-gBR8B2jSBh4AU6bh7Vu
z%Oke4%Q)CuUy?ZT%c}U*oE8vRIz6pmd}Y6Jxr^$j>3&djMt6nOQh-3oQvDEp1>T|V
z3uz&wzazMCyfJq(|1>WXM3I9CtZ#p9<=*tr+z|yW<TDuz!C(8&=S#zm5G{}rNVVj1
zfp!PaQZXwM?jeBbgMT|P^>dMEc?Z7Gm$<n-h9c<$n8G`xW~-KUO7+SzX0Uu5d@H70
zz6|H*NfyHMoqGh+Da?PL>1MAr-B-S2^dTER!naT-Wx1(}pyss)Av2Y&)NcOMR$J1h
zDkjc9K912vNE6XM>AKa<E8s^l1zL&5DTHzK4tK10BP{Z74P!6QK^86$$!=x86)&<B
zjA$4H!7VbLINSC1fdN-GU~jiAsJw{7TSJf0M|-o|{kG8ONerd;yT~sm!L1&A(US^Q
zWSeuNWVb)&UPPHzzE>PjvqIh@TKQ42j0I4)_`@x}dSCh>z)!LyHNuoHo{$W55Hrem
z4e7UEYIBLy8<;?T$y#1F;G13)F^uu0jv&gX+M?vW*IUKUrZY_=H$q_0O=WzK<U_R4
zVeur7b#W!3(|-s%YxCrOKHsX3(O*gC$>A)$!L0GoB;!AV+bQf!_UF>})VFIO?8N(R
zJpFanSnj0`2n%^2-P#u?!wb#Qmoyr>{x}OC!}c>EQyNq)Ww+(sJVk<~3<@0}vzdZ#
zZW^KeXs%!9W><1l>^kgzp!?0vWUd~ms=^Riqn+_c%v)g`TRJUF24Ey`@hk%gO3uMe
z6(`1}5Qj$nxRJ!A{oqQoV&fR>wtC`CeU~CJ#<QC1Fq97WL_I=BW@(sVS}D&C3u__U
z2pxbtlVNutP=1|dMGJ(9*mQilR4q_Kb+r8t!TCvt1h!63T~}Lt#}@lIXoOW|P*Y+!
z`;MN%G^>n5T+HXDGRuS>@o5HnLCFLBhqV;12GJN=rSlR+*v`U6;~eKY#Ru&$k}Es2
zT0%4&H0`fd@s6EbAR{DysZvARa+0&^Dl9>GG56aQaq#KoFy{gYwEh>-{>b(xqT0K1
zgC_5IQB%74vkAf*Vfs&_Y=eH6g?bU7XVbML3o{Uzln#cqTtt)%$u&-f+-JF_)BKLA
z@AA9UH73&`V$Hj4F2F_{t}0F)Eu;Nywl5KP8@)X*-O)&T7*g+ObyfW_$AJ=@e);)7
zgp~#Ynj1sy+0cEZ35~WCmHR&~#X(O|`GZS}eCR=-{9ez=?7VsLKEsZ3WQxTPswa)Y
z7NtZ7$?^nNbun}1^t`k`g14ZT{b{R-#`E>H1ACUnvpZUnQAh68JmB9dEZ7^Lbsu<}
zED<hlyC*eY!GINdH;vR|KG2IuW1fTVD3xFRiE$T$ltWx|jp&2rMYLeDGd{j?cps|Z
zO-=eZ!(JqWS~*QZ7Q2CCr@r-BN+XU#<@mBIl1q{ON7?n;)t2l`$8Udg5=T6&;v|87
zZ`Ig;>1vm(b0ZvxtMMhCR-DPzyNi<9)FTCjd8PN=zhq;ouV+vH&rs%4gZ04UwnN_a
zbn(A8yi_+E>VK-!l*?WhxYtyf1?%53arylF?PD1ZaWcQ|bSQWTMj)8~%vaC)is*{!
z|4CC!qeM=5y)8CbwuO@$F9`b)>i)q}XzioYYGDq^X1<{|d34LlC;l8w_mfbf67$`h
z=rF;%5*@BP4N9V%`GgE48TBbV0CTGig;o`b(y_mM`Q9E&q4@iW&336x9`6a!ld=o;
zoTp=Y4U`coxk-h+M<!=*;e~GE?GhdrF-^=XIG?1;gI%%=r$p{44VPN!^2?M+r<opi
zTN&?y_rS)AVkATU!#1+G>VF7EuAOvsdA<E8L&y8yD9l^gsUy-AX6a+)*RWmS9e}Xg
zOukzyzZw*ED)4(I-s4UK{H`*t|8!PvU^fHA>X09<X78RhX8RS!^%K4WbEuT0iL=V>
zMQSFD^}gCxiQ(xeC0)Dvu@lQ+1v~`RVz}~0`5pZz9zF*(OHt}Bc6_)hI#{{SWK8SW
zyeVc1eSo%2tGY64FUF@;>6n|Tx~aa)3s313!jNR4+Dt`|BNA~9&uwHI)*c;#Aj>cu
z6HKvi`NOx!?ik!8loix$7IS1yiL@d!)a<S<0OUD;PPuE^LlC~B>?MXe0&;Q|aw=vT
z%>m8AZFTtl+sC#{>TIty#MeNDgFW*qq`3J8vvNb(E#C+Ai}$;5PucvB#oMrTN^hsg
zU0t)Ug5!qMB&D_1vL?KNx!M6fP@ci%a)ajM-!<3emA=B+{dvKcRJ5;9+XqrxR2NcY
z<WFsZKi<voWpn&PsHUZ(oa7at-umPMzOPcU%mejDA{}%8Q?rtBX1?I&IYg&e)QYp1
zV^zr3g8v#VI|g<w?E2A<$~iua1tqu@CbSIg&|A@r7p6mkUF0(jMD@@=gC)WY|5K9C
zf5J*qaEAv}Z>oZNpCzJhHo%H<dwWBFV|1j-r$MZ5_Zr}LCV4tMxhdw$ZGM5y5i7sR
z)1bV$jy(g@A}1+2$OVGpsV>BM0@7<~33XHx2k|3~y=KSC!gP6^fE<3I#}qDye_Hw!
z7OcU>K0ez<I)^!HJ{Hq5EL;XBE#67{Ce_C`M}HZbY)~$z(uU5b2-`a}0yH8}76pq%
zKAMbDba~`lVVQk^&RJR6-wT!&HT#_lRu7r2X)5P%LC4uFW(`K+2Vqa|ZTr&Mai6)R
zXFhaMX{A=!i*r4*YY)+JySDwgp=BO~%-y!xFzc33Cf_1(>yj0gn1t3ld(1K`b@^jM
zbnO*9=zh{t-}3S-v-Gg4pZHLwf&bW|<K$wfn?q4CnMs-9XKyD_wsy<G?@pna#6@1>
zv*Nv@sX69M{Q&3W$$obV&v9|1(EB34@eW<^wo!t)iu@-P&@s5b-PVXue`JfNwvK!Y
z+|ekD-+yEI8W8@=$3I}8lB?j}#@B7kP}>%=Lpa#f_Ynxzqwa>*KEOeJ-jw|NrJtsi
zCBNRfBAndXicSp8U%oZ~-q$DB+z&ozRbC?XJ`|(|Qp|~bcG_dLC=cYEF}ZexXn%0J
z)lL<U<7xTH@;oK?_75(Yt6Y8PRg}V*WPiN?>zY-RzkErLDc&nigu()cgfv&t+JC^8
zJp6=*t?^MeZI%2{%$A?S5tyWXcA)e-0wRkgq2G(p$EtitjuUfcRd(d}LlvYMW{ny}
zb_bFG+zTZub|@Mxp9!-UqoipohsqGgdC<^NKHBYUl#}d{@X{QqR|BLA#-n9Hl8Ysj
zsz|{IWi{v}{3QZv3@RBDstR3TkKG`2$b{x0K#krW6|Gdgh0~F1s>>_DGTN42hbK0{
zZK2rt@5ev8T3Fwr42X7jZ|UfGa+&9HkCy5IS4^D9x5X2vG|2=X)ID+gNy;ii<u`(w
zrx#jTX#=PATP_5vqva6{IB!c>W8q>sQp#b(p>d;`!Eb=n?X5>@g{hhJy$L~R_C0o%
zc)#_ZCr!5a^LOXcqVkgvH-tY(ED<(tGm2S!B5i#Tu%yQUAh)cVC2v^7qQqBuBO7(?
zGbQ4<%l+GjzTzI2JaB2QZU=TCB=3N=R3Pe%bPyrxAFtv&k8!aL-4vEVxTP$=%7xM-
z$F%`c8wpSSuSQ&`2xM-qJb6mJj9EB?lkv{~w{-ovsCQ*89-O*2KmP1?jk#UPbd^q8
zp|LNc!W9z}YpmHE{IE#u#pyenJkttOzL$GhB<3`Othr>JC=8RT-5<;6bzRI-DV6?w
zNEYkUM$fD7!e-EJOwaMvvFZB}nnHJEY-qm0bpQ!GeJRT)9kz&aRq#UIfQHi!-9goo
z=1&-*-wTq2$h{b-SRiX>7rPO2@NekgO!i3(T%aD0!!AG`2V!v-ushtdfIfiB6vpml
zziUR_K)X4bDdnn#x8`bdiAOZA4_vB8bgrgz;n%zoYy6Z;t}e-A*TVr4+f`_oSlT83
zO844GM5yum?e|ix^Q(wKmJFT2M*0lbJDwyT@_Rac7aRE+AV>E~<M9(6hPmT&>HHSa
z6wr0ulQ;NDbZF1#|67E*)qHs12;BbNPJN5>zeTsi`GESL2|a`~@B#;0NVzp96U0Aj
zUxXSHUPq;8P{}JbPUrDO+Mg`+&0^O`KhT;Xv2j-ClV0>k2)-U(w)apH?pxLQOSu(2
z?ofrsxh})stMA(7hv(<og2wWvj^HqyNVXVL2aCk`5}OgRTfHusXM0x;@y<xOvL!ea
zTTy4>03g$h`qXtv&Vthlw&{_vT0Cpd?=)oJ(yj3M1haigw$rZy(pa(^PDe(kG7{Ly
zuK<O*$X1M2!MN*&W<|;8JGa#lhRs?R*7@!`o^Zj@j);6stoiY(neazfma5ht4b<Va
zpK{;{2f5z27EA-_;xZ6|{o-TSTN$qi4>N{J`^3QrYos<-bF1LB3AC9UIBJ$SS_V>E
z$8DDRlV}jYxX^z$^D_i-X|^W9t&hzpOp@TI#I>W#eeyR)OH1STyuh<}kk9f=sBv`S
zvEK;mddxdgs**&qOIN8rYtD#)zMjQ>4A92i=x8n_O1at2XmM0B>Oe(Yf@o1`Rrx?Q
z&;>|Iq3GncKaiWsOYCar7GUua`^|{E{?Y%mZ&?{wtRHQjLKjMO!cKv;NrqzujM9|K
z9BarqYOISbJUb|+HYoF%&&4LTG*i~rM_JjUUuB5W!;YfR-6a?QVH~}1q$SxwDpbjS
zapbneakv<cMV?J9qy?LK_}%keBqrmEyt3pI)hHjkZ|&K=MQ{Vm@+rB4)mM|!-}#f3
z=JCmT1a?+QykG;`{S><NRV{vsPO4n4A{N@=^Lx()r2dImpXosFzkGbdnW4B2qaJCd
z{eH@lkMuea7H#|xj4h<m_id=y11)O?e=|z1+YU(8u;!|J<Inc($<Kx|OibyuQH*n(
zUrv=>_3Pj-D4V58y=>D$`>>zV-Om>ur-648SpohP0$wEH{s1MHg=Vt3^YF<2c@a&Q
zg4z%Eq$XkJYd~@+m~5bk)6+}a(Q}{}qiyH*)3O!%zRq^D)?5u5iOQetjxVfac5bYb
zEcil64x+JxjqM3Y(<6hg1<I0l!tl0+?J97Sp&ZLiQ@wxnP4b2LKZJ`!P?QW?#_QMW
z)e&Ke&XMP|@ze?NofW6&zjLY%&S;p}VimR~1R(H&wo`doJRyjB{rjs<yd9@60nj^F
zmZ|rmyp<}|-w)`!v9a7)9yk!X-IjB01O5-ekNUD`W!O>NGRmyg11hWGqM1*?`Fy7q
zfE52APh;w}MEgXcsjY_{dq>v%a&#yPU|6imkFOOFKW#3bfPn%|@!01pr8V|7esUd0
zB`_akjgwVTUyl#&D85#H6hy74j(H7}ln2tm*wYSjF7@(PYF)0WM{-|bRAO*zT!lm9
zo}Yyu6O)*jW6bNi8b7);2WSP_)9$cHcTbg@uw-Fm74ur2)m;`GkG@SFNDtrfehBmK
z=P6Ys)B?HW$x-K0uc*7EzS>R&jQq4Lqhx;fSgXCN5m7q(IK}%emJDZk63Vx+R95vx
z*6bYAX0rNy$MZjg8iM{gx&g{swMA2{y`?Edceam2UgGN%+Behlrd(@dtcz=Z^GhsO
zkB=M}9;~`=KV`BN*VWqDtf|6GcNj+HYksS`rWI^&jyvg?#mv!i9w`|_s>%be%idc|
zKJ~wx*cR&No2|OYaDPn_e?08UWpWoE=*rbjBudv}m|-IQr-IqFL7mICcT1p~9?*lq
z;i78js~L1hV9OZLXSNK{8uk%#Hx<Wle0OS#K`w}XRbtxFitP)frxqA~(xP`f)3o2|
z+EdZhYctOc8yo2~R;H30H@LctPf0#g)qOAe?rGXGJe$dfV#Yrqe;dXPS`QO2;GncK
z{>)~<>p)(9C^QqTgIq0b_rYy;q4=2@Jy?F^v#(Ih2vM9WVUy_zYOU;vGEo^F${Y+w
z1xR&}6+X*X^nL(nVadYuSq2BD_bcJsJHL2Htl5`$f3er*PTqg$78PX?)L#(#TU;_`
z%epJrZIRX3S8NQ%lzrXi5EmNMCHXbTP_?>ZxIRQ1!wre+X#vS_&ev7r<utNM_<)7a
z;=I@Ly1Sv21dZ=VZ_!%eLGeUSelmJ=nk?9^LOS$=+@rIIk%WU7BW}Ni_7v2^cIB-z
z0+?5VhQ?W;2-6Tm6)b~?ffgTk&Js1beW;0ubDv(kLgz{NejRVL3E%QBRjSl=Rd=7;
zH=+rZZ6`h*njCyR{Hkv{!w0<eX?u#uQ#x2P)}Bv`1?x!yOkf5NF{1gdx=|*l)CwG;
z4f5ul<VD_i&;SPlFJBWKxvs1s#^^GeqlN8Ux;XPh8f``27k)NCHhx~}7dEe`Y0Bid
z2-y$ROgb<5S13)Ivx3#GIJY3~g;v2gWw9lSo5G5Q%zfAMc)1I-90$12kzY^j%mXO*
z`TO9cKovFW+WQ-Uq5+ZCwa#3Jv&`$^zy9DI7dDl)mfIyq?FhqC|BXyAYC~VPymcg0
zuqNjg^FvFJ2)fzRVn<8bKlv_pVY*aW;7n&=3#OI-TB8bhb$Isv+$ZCiugWVQO~uc`
zQ~du@splSBCa8;4T<!lM{PO+Zb?iEL5)R<x7m9vCzfj+n@fRdU;>?QKT&{4z%kyX9
zKAlZWB!AQDGHYQ8{t%#j1IiK3r$5p1m1<xpaTK%s5s0hX#Q)9OYN-G>4%Nt?@6gmo
zHtVNoY@g%uH%=fSVI7{UgCG%`4c_X}_z<%_G{0|7%HmV*oog#=@tErdxWDOjs%uBt
z{xa`Iy`icVqcaI$aljK#DiT+kdPV=KnA$6AWs%{IB&r`Smd!4b&yN7=p1d~~N6fl*
zhd-;t-Ni=UCYp_+7){jb#*Wr4c4hl<YnV0a{dWSPUIO$H0-_*NM@yFwdBRyNzKPF(
zF@BGI=%}4tTe!kum|REVxDb~?U5*_CU4mU(3DrDQwB73JGlI5tJ!*3b*`W-7t)Wju
zrRJT>D7>vQ)eub4@DB?-XkZ{uAkr4t%$l7x4KXOV&QJA0$SW;snwl|}NH|z&r4;V1
zm1)5o^T%>qC{L<w0B|L@0_of53!38XEm)VZ=SMb7NcY&5CqX9+7d`SL#3)bmJ|Yaz
znB<2Af{K}VO-Ma>e0fkZ5nOW~KU2g#ve^>|I5p^zx_U=Q?rq`pQcoS`bQ|f#sjHtj
zo3hKv?I~FHu7obxNch1cy*L%$mOTM^AF30Xi_sB-nK2*_%f|vEE4O7y8|@X*_-bbN
zCJO>cbmBs{h#llb4v<7B-n3&O3C?z>V3{y!(FOtG;h04?{`;KT7iCEj#JZ@X1`{kr
z2k0cGH-IE(!RC%~D1acpM94L!FpG7aFH1PrE~X2+>hm!%@@<Vc;u5f2ESv6yFK#Wd
z-SqnH*4d$G9h)=1#4Na>xTcPsD0jB;aJ;965oR!J3Xbl7S4LV1x94xk?6jiw2UpCx
zm%Bd%k+6YFOSJJZ+^zVGn<A@dWzE#q7?$biue0jfkdZ13E9)3b!4aO2w7uB4B=pyj
zSLWU1nZo)%!2zkvP6}ITF{k0>TQA<3v*e<1@P<dVm1WM)y=CUJxaxtievX^*0MS}R
zw!yY#j#mlEI6vKW8Ky5#dcsoxGg(fSryxjZ#&<uFMw$mlU1gGVoG0hL!1mqbSLR}k
zYl*^M^586tP}zW#0HkO_7tTZ56<LULN%v2hebRUso9NL}5upw-CsB_wx!pltikkM&
zrR-l+`M8_eg`nmMe>*`!Mjm(wpK#*tb~5WRNXfIfyRf%;N)=jAM}e86`O9|2_CpM6
zSG$X1+S_HBc~E^7@kj3XZJx8q*JGsFpu!%9_Z^q_P)P;O@G?XV#C{E_#x^W0Hn-+C
z_qNi>4e?wBXabf18}rimuqTb(LHxty!PoZe>Yc|~HuP~N<lwCFbNv|oj_Bw>KC$Zn
z4<Qg2j>$whqDFZ?F?Y(RC*ttJ<=qCQ)<g;-fhQf)oep7!=uCwiy^5@I_1J?eC{Pdi
z0iKrE|4-tqUpRVMYSYL)ICkff;ATGK*XJGHN%N|&ZP|%W8mj6F@9B!jG6lq2Uyk5g
z#%8!N)8Txa1+81X#gW=?i}H#+83lOk<K2iwib*%LYt=dAgUsL?3QLYv`4eRNbozI)
zQ2!-X^;RpxU>!!COU+Tx;BKZ2`gmKSq2O*_eaw4=P>n<BwroIBL%iw*tUm8EzC1-G
znas0~q;Yha9f#c|LUcN%?tL}m799QjLAiQ?lfQUDc&JF@>X{SVU6Vejon5{&O)VW<
zMySH&TRYK~P-D(%7yv8tk5U_PjZe;poW@h9fw|SLN@wYP5OzfJVQyO$0$MskwFGko
zuIdz+vy2&3%-V5lE^+f38vIn?)u^_XUHN5Q3l7#Kfhw5sg9I*u2aNKMhlu&_+h~vG
zrlG&V{T{P%<=a)S3vS{6#$&HIR28~2_I1Q=t0K*T=rz14Cz<3Y#vwpiEEb00PgpG~
z0?>vZ65+gq5*qZM3x<vhD-~%{{B{!iiL4lXu1S_P0*=ZCx;O+Xlj!MPqCQD&XX)oU
zmP|X6O01q4z0XlfyF3s;=AA@UE20FwR*l6JyUG9#(CJ-N{c(IR&a(7v@7{Eu4@urc
z7GnFD0qmLg6603hI{S*b7-%ULu|*e^Sykr=k*V@_0wguzl|&~z8%<)Jsi_1>hgJ`H
zt7B7ayY;k|T0=Cqw>A0un)w?3mGd6C`uD1{?6A_<AV*|sm`^BT^X~5Aj1`a7yWzU-
zK^=|UxY56-4C185@YtXK3xzt@kUhwWZ&$R6zV*R}GBV)r#l-BkZFp6R`K_YszUk==
zIZ;4F1fVTaCqVm!u<%?3txEin3={XOSq`0~9=*;szvZ;{ogz-KaP1%4_>V0UHnByO
zqaDpg$xfd&TCRESB<hr))>71UmeQ$M&8Fh4$8F2*tg%06)_y;z7Odnn=t(0>(HqA5
zHWE-$_X_9&x$8R=f06xGbu59Uw4qAqlESrJ#MeR2I~6mR+CYbi$a|QN?Ij}gow1T;
z@WhZzFOAZt`hIJ{e9l_wLZkh3@&PNi#V@@{o+7tro%{zH^*`zZ?G@5d3%eI(Phu~k
zBQGHWga}@^vYQ?yad07*>^{nq(4K2Q;Bvg7DhlWpoDXqnlBOqxTa4HxP1yjPg|ziP
zHJb7bKy0FpG+V}wcxyH2>`9!g1uBuiJn*bT-!8HSuoc1gUqL$?Wn`wT{apv@fJB~H
zQq<~741`Kj>M-{#|9{z3TGV|y+NBvXI4MOJuxDYs0(ZiL?axFIU40My`E<N*78Gu}
zD?97$QeR<Nhj^1LA+|!UxWm;XS~13DMH<ODJ}SN{;37+uhjkrH`*mH6SznUHf^y}8
zvwpj?PaEN!MMJO_IRoT*=)gN*^0>l6oGO;`GfLS{Uc-~-M`Cj>Z65>;`YUuK+G{FQ
z#n)U$PhQrJg77V>Z=O)Ber9?46$|yWMNY>b#B2;C0k=lE?{~^(8hNuheal5I@hW;t
zta8azACK1-mB|u!fr5YmyJe7v&Je>zHsFr#aRK4S$J{^oMnvh3!&^r`hsACubNPG>
z{-st6VYw;u&z)4{{G=4ZwE5F>!9>Y5kjK-cc`esB+f`S5)KP0>IDKwf#MZ+?L#VT@
z$~pbfEpOi5j*Hu}rP8z2{OfZ@n%FH{v6`!V8Z4y>fMck&>mq~jR|D5Dc75$6YESm_
z4%jPQJ~i=I5zI$QeQ0M7Vez;3Z`PGB{~?_3w}-F&#kh5jyA)ZIbV(>&a2uF@ob4Ru
ziaDjnZjWljb_V<rv8X*U$|=K#SrBln**)$oG#*U<HL%^+*yLw`=8B2D?#R=&)*58)
zK5JM~-4^rAImUssrb8QvB%=g%JL)kZhCp@nP^xXB1fz<-HYh-L=U4~lOU_}<n5ZzG
z_1LqLUV;o>q_yw_2BECun}2AVAkR@AyaB{h+mszbPhef@sas(l4&j{qUo0!J<G#%c
z4gk)B#O=!^7><=Sj%w5rwEdWdE*<z3U>tRAAzzXhW(!=Nan1YqQCIf`fYHUzUp7aw
z`ZNM<jYrBX@@douK?{M{$Ct@%%B|vZ*)IV6LQv3k>3aOL`R0~ZrKZ1Rl2Oe0&3BB>
z6`8`8@z|-Sp3N;a(bT!XfcM15#oE4dUexq$gs-(SoGbZz9LLQCF%b1}T)jKe#$=}h
zmA@Wz*Ci-aJJ)6IL>8Wx{R~_n712Niqk@~lL;Xa8lI4x!)lIYngu$-8uOM!M0<CPj
zZ(gN}=1lONry!6q{y>E}9%9J{h+|g$pimT7Sd<&mpQU`L0Q6*5=xZs~0O2#ODYIvZ
zf{7;jDL(*~&Q#X5+b4wLCvxaXPM)S+DL&9byJNNSqD=V0hwtov8K;PMf*N10<*X>f
z-bd7Zc}(@3?=;ihR{;Z+KSypy4)a+V6UB~)cvhn;RJ~3BMiUVJRLoE{{1%|OW$BQD
z%vFQ9qinvB1*9zewa&4NzqhNCc3TLb7;<PQgev9xpu~y&1cU$RXSPk5;&mS7=Hx#g
zE-;4DEnl2yn!Tti{)bRNHuvCF_O4yf%6)k~boLm$=b|7oPk!!CL^+z4C2M<D>z0Ec
z$lG_avg<m!D@nr{*L(|8#Rb={tPVTiVsXbH2m?P5NYW=L;wNi|^fHUt;m7v1t)N92
z$q=Ur_J2LKeC}YvwG7cI!A(3wg`}yA{D%P1PgUY-dHg!KkjYvyT1trcA3`w3wA7%B
zj)hVTw(VV<FqXQ;+BUm;^psxOf(+wxh3Zwc&rPnfVRG5J$FaH7MU6=$hrM<6fG9+3
zlw2T=gegzj24(na9RKGa4U|w)vu>Hz9ewjt$Fym1xRRV|Yn0`aa_Y=k)(W5Tjsxyk
z(nI0rbiIu)j|*~{ax_V08>NvHF^esue_4_C<cL^s#rwV=+*W0Geb<Q*86`i0f68rq
z?_LpL7FpBBRd!zp^=#w0koQO_=AY@&&JmkvevN~`0T}c3yw~&+BFI&>m~Xk#*7_{+
zE_j2vV=`;Ng36u-zP~pjt@Q^ge!pd>gbdaDOIHh-Fg{WN6o=_TIO*bBLDj(owTE{n
z%)&h}`$hAxbG8y(*`71T%bF+`l}hDXu|_UX)bB%=0Fk*b)i)6=Z@;KmhE^Op9{(9l
zMxV0rJmj+B03Tf*7f}HR`Jkt@&KxtvbqKYfvEjT4mniWTN~cX!b;PSc*INXoueP^S
zcm5;!`Tqx>o@@WLK3+->7`o@`2N7M{gu>3Y3`0P~ZEc={Zu&*1wo98=vsC8;A|XFJ
zP7VpG-|+WKh#joWhOQDM>(ruI;uJXsDRgqON-9EsBg{=#m4AgIA?phc>kl35MLBJ>
zC~PeFuz!xE-A6bTU!Q!K!@+0X4e-;s;YTDqA9~DV2y=P)+zJ#I7EC#}X51)D+23PH
zHRjw?<{ZYS3aNq>ouSu2N@E@o@K|)#e+NtAUd4g!8e{Cb<&PyPb0V-pjch{cIKT?3
zDAn((1IUwc0b?YPg|3J_t4plP$Dkq(lBY#9&Jiukctvy)nF=eIiL}@JIYtheD=2vS
zTWCwh!a#@57qa%sB(7!TmAZWOgb-A>tv&Tw9bv#gys&+cU2Sm4_qoDFQ-Sa9J5e>C
zZ)Y)ONnfC-<Budq8?CH#L`SehPx_R+kC>i>oKXRzdPl5NresRiHBwggj%jsCwljFq
zUsn5t@*p}L^(r_Fb+FVFH(Fk(Q;RI`pkCeYB$*hO+zyZ?5r`l+#eF+xu`MvXnaoRA
zQwL8D@em+R1JN{ojgT(&|1I-|QC}=+n?8)3gCV0mi1rg-PF2ChBF;tI?!#9m9Ee${
z^PhkH%o*$;yY`;i6>kDwmiP61$D^lX1(d5{I-EJ!06q51Uq<pfQPF3i&ka=sRWZdo
zZYIix%VQ1l36?tx)km7|Y0{A!G`NCkhyLkG$g9YVvtV7N-0kP6A+DrM9u_8yz1!94
zyd;w3kX3Mw$#QOve=bbeVDr}3504aSSCgi;MY$>S8HHQl8<H!N1bkLHyeECzsv&JM
zPCd(`HRDTkM%uZzZdbu3i8(-7tPFlo<t8!F-qnI<XELvp7)!vrSrH%O{i@MeE;d(j
zm`w<dx@LRHX`(2WHafxfkK`7i9Csv`!MQn7RC!LKKHpbI@>X?Ld|Jk_xO`QkM&+d)
z!oAktjth*&&#@3#Mj!f7zfX9@n{kWt`hDJfzpT!r)e)h2))A0N3eJ5ckDjzS5uOBK
zC>=%T?6?2%4$(wkzNajU0hT?GxeI~PL_scIS|dNl&$K5>=HfNwBH?y*L4XCd8?;o6
zf28`Cj#ZEmp>y5k=U<%tp9Uu%=3$3)6q-76*M|4}yGA3|{gKc6mD1R%A`3BRR3qUG
zN;ef6p0wSDv9QJGih#l*zJw-SI&pZca}#3;c@gx$zc)!VW~WR)uW>qXvsTFgFmzl0
z{Z&n;^zi6|tX75Mm}rhK$=Of4n%o7o{}47mRd$8B`-r{e<G!#ItW%N~R@}`R>E@D%
zMQ}2P@(`Vr4nE+&@seIpM{Jga#1~OtRu^X+jac*p7XYl;j7#4Rs5WtUh>k$O!-0ap
z@KzSfV6J@Y>K)F54q<n9e^Apk&hdrFV<+*E!_4-Pe-pg_72nda`wyYl*HfJEKLm^$
z<>~2GAuzeg;}36rqj*85u(UoiCu{hlZVI3Je)?Zb7%2KU(sf|sy45-9-;zh4_{t5t
z<(nDa-qo-!aeix4d-G`cqVq|k<A$>`yr2jS^1;fB_V<+kNT9xUsX4qAJv)nnJ%2dr
zkcxl_hZb1HmxpTPx7+fZ=8bMd8eUjEHa@EUDxVBz8+`fo%Cev{I)$NL76M@d7&8<6
zn&;aWiGIVaEDYRPJ2;ZtplDGa!+OBDqctO$lz33%IgB?9(CTc#dxMJaix}0D{(+|}
z|A&w&<1XKI5dEfo*0tQY{*F48@y?+fel3WvmJ+K}_b=*GiHA>!X)59v#Im_@c+Brb
zLz0b;oC<rL9}GNbZUta^Jg+QLb>PbHKM2tj`9UM4W`u=6o^T8YV~wfD)_*El^D2Kw
zddtnCre@xBQ_e~Mjf25&9JA-VJ}WGry+ciX=ZH1{(*yi=^mz~VKub^?<A|$v8M85#
z-CD-4?#FP^ah+s_>fvoHG--`iMR;OVheqeT%ulYAU~_2_1fa4|l0Wu)v&VPjCESEo
z#Lh>WgZ9<m5)Di$xepq{T}aAHp34#+7d63!lKdN*`YzroBkCcslllW5+x0fe0N1qg
zlQ#;3LH-aFjhNz}^AWW}l}%YO`bJqxb|Yxr^|;g08nc*LDw%iW+DL36g$9~*L^MhM
z;Dg-HLcen+16QtQV`!{C*!U>c5m^g<@u~b^{r7ccQSocerNV}W^F+aO0!!tpo^Kid
zZ{=gPkp5l&%7tqAB5~?Y!zc49>GGqyKl}R#8&?>S;8qRAP6wGOU!TwyaGGYtMtB8>
zKIYp%2E$(&R4M$?k^6s99-GlTehx-5tH?7FZ@lS@(L5;PyiWlX3%~AQpa?c8Fb#5t
z?l**Ls~3;0!w3GDfW&0={Kz~iiN2ZqXKTAwZR%yyG8E5ua)d&oaSh%4ed8qleQ=f2
zU;03W_&1`sJh8LXUW?bCZ-nev+OJ6+?YKt?!wDQRpk0lF5bkqSpU<0p4^9s4DYIqq
z)2Rc2sh%6}=dqhgd3z<lfMV;>oxOm(eqXk*?JDU&0;z(oQtJySflK$XpU~8C1w<ce
zK1^9kRvXm)u6WE9Ml{~smf?JGy+?l2BfH2&np!{R7>K|g6IyiCEFoP#blDH=j{wX)
zeL~a3Al&neF|XX*U@gXC;QFJLrk?F9S7?zGiO8#RtqNX+qQpr_bNoL5{y+i0G3#D3
zQRjTy9=menR^G>({6f`YzS7`3Fx&e62E4vPK;xx)2gC~zrnEM>W(SZ>dHkb*1$~YJ
zF;qR>kDIRVQ(eyg0N}~bj4uBG>%sp3^kjAJRpDO+&-_+*gZ`oK{{W*SuXV4V&Ry|O
z(H{0*twiu2vRrYLZ_1*ZPq-Y2*ygsMT0+^v@#$5rHPTKMMn0AF5tU!%K2lJkwvm?}
zn{>yBkK<CVnRSIGF7+YS=iS>L!khiAF#v8OoYmf;l$9i2ipFi$w(=Z#^P&%9n#a3R
zE(jyNS-aI_`!sTf{o+cFr_cgwwcLu+G3!%GGmPEKttd(hl!Znc@vAP*fN{lC44~$$
zNir2)eznlm&SW&R2K&{!;n_@jowS1liAVFUd(B@#S~^9-E#x4aeEH(B#KW4CM)+yC
z)lBps6I)vyNhFgSiUW++BM3%t%k-@e8QaMu_S46^1~nX4G_Xip=EybWVHN2k*u>7&
z8nJoTC_=~u3lg$|XE~}uAdGj+2hx?Mwn76<lZxx*XD_shdZNQy$GawG{ObG(09DMt
zongK0n=am4n$@zqw<<Qqc=Z((BJ5o%kh!~Rkpsp}YQPi@m5FbC9^s6BRj&=gumlla
zWoXFtDY%z_BycJz5a*z!6AXRfP)gvRzCSwWNu3TzQ?zv=m}EiTq97mR6q^+P01&NG
z?qucIah-EbHyPjxO^6RBpZl;oRajRW<`euhqyyK#6w-2dVNJm&JBJil6C~8UgA_hc
z<O~|l?N+WWo(pA_n<~bs`HS4u(q8U_PFm`1XibKcf3j+nt(jlfCa2I`eWlc#<xNL%
z<*e>92Q`{jt0PA5N-ScwI?&HZHlFnD$_F^DOs+%$CY}J#G|x146qzQ5G|7n>z@-B{
zX{rMCBAvgC04iO|O?4^iqdH~C{{UduiKi1d^ke+%+%K1Xgu~Shc!^S%laEOlezo6%
zdNgojORLagr9jvpN{J5wr%d!7mFT0!lhm9LEivA!gUvXcMtSC=Q^*xaixyL;t&K4h
zoVXlTD(8yQu?}5!npHj!rtKrIhaYDfMR{+DA!zkk-_?zJD3RcYcP9flt}9c6?e{M8
zD=y+l#d6S#yFDq^inC`Jq>29k8ulLo=leN2*9#tpWE(Ph--bWJx-CCdn@NRYv;ZLf
z_~xpuDN37(OBqQ`GuI%DG<nB0FPGB1!~PRZSx3szkD#dE#v02Li=sY&SC##nT<iYT
zqK{W9e7dNI_oQV073L?!I@_*3+~9iw{uLkmBs!~gypa3xLdz?4b|vQY`&{*`0&$T*
zP%uS#3u_vSoVDDaokRBfwiq`uANUcg{>rKR!v5HYNS?}Z{o(o3Op&PN)P6PNChF_G
z#JqpDX${Qe^E8BiylJeeU(8F+7xJ^%n)2B`^~7W9;-WgGf}U?}$NjVw<Lxt^vNz^w
zg^oV)HESyV@eetF%6kKA8fx?Q>wo+BDmL*Jl7r^Fhwx!uK}{pxsbz8NB0sg}_D8Kh
zi!@X`-7nxXP`8aVH9zt4-+~ifP(?J=e`V8qwlD2ky^-pt$66r&0G84p`(|mU$C@Dj
z0G5(}-?Ls>lZu+s&U@F}5)<li#W$AFiq)~lGOs71N2jlkG*kZoEo2{9$fc9UHWH>S
z=1@;^aa^T`harh~+#T)d+O-CiYDPSz$8IZ@SXv4Dr&7gYWVNwi>bA4CWV(%y`{JaI
z_Sl>x$bO6}nbGXWNLG*RD@Pydza}+Yu}Df)S*EuU6aKV+-$JAkDL;H;>MJR9D_{l{
zhCkXhGU*X7MsfcD0;zF{qLoFttg<dX@cij~)z1d8n@j7qX$QD8-|V>uOR2vx{uMlt
zAGDY9o1SOVlg#IUD;0G6ka)b89{B$N3VPXIlk(j$`r@OKJF=BYH)M@$lgAl8m8oT=
zyreVaFY~B$Z7Ss$OLF;Mz>3wqnq`2;ZGgv&p4G)xt=}w8>Qt8UDeD^DkB99^eXPK7
z5}%lw@-Gqimj3`>k(PM>0MYaE#t8sddj1ib^5Lero6K@@b62gr6=QGv+l{Y|anK6Z
zgsD>2db67m3iY&xi5?X+7O{|C$S!ysnw;sdJ3wKz+PV4I9Ok+Y6-8}6vg>SD%8cXX
z=~3zNmN?@WuYQ{5r_a#v>Q$6w$<&HXGez>kZn|G!zx`^fErykE3p_GhZy(+t{c7B~
zjF|gpwPM~TBVb20q#~ZE%5`R)q+?I47+Y*;r~T?h@g2frWN`!ZHJf;#NKPsXWoaeC
z;FC?hhkPj0<>oiXi*;1uIh8((P98Gx0{z?fQS77qDuU_K=jQ=WZNv()x-*`$TMzqg
zzvEKq!R|FQwk3ZS>(c%0MsL6`_*4zAYLcIt`g8PPDgOZ3TTU8#e0xd{^`|X`s+>LC
zWBuNLl?s#*E}>nu8}~Ukmml}ps2<|+{`J(y>gKftrktY&{eSP<Qu!KM{{YMBKS<3|
zQ0z~%W;SMTy*!8h1Zk!gW6QbxYjuCJhu$+c&|~^idD=RjV7fm>AK_2kT?VR2>|y<z
z*EIO;kem=sYh|x=q#RmY{{X<4e}!&o8dQ3OVpfjc+BY~)J-+wqDLKL_>>Q@{IR&&u
z2Z9f`H1TYo-4*CMpM%6uP3OV(NtQkFNT)HrI*+b1-nf97T-8yn3i`vL6?y5~n1LZd
z{52qrGr*^+)52FmIpr}{F^cxThLLRWvXlHy$MrSiDxiw@4**BA!nWhoxAQgQ=W?|K
zyw5`@*1i0TUNAC`4PJ;;vlzmK10>{%;yfYYWQO(&nY`3x0PSeV=kc#oWLI1;1ZSb8
zSdmZN8TG|@H1SfWO~G|Nx|mf~YHy%`a4Qp8)J?KF#N43ER{qiJS<+a*WSQmwhwGZk
zlZut(ZCOde(L7JbT9miaS{WN816(|%fG0g`xcG%^mYVLwDq~@l1GRAy;}|vecs9L?
zvGY^Ew0Ar2f`p$L-e>-S@BaX!Bd>U`3HU4k@s-{`=pO$7`Z7BAYWb|&{pI>2-@tza
z@Nwb$k1r-g6)N~@LV&#M%}4#EGn3C4G(Gje9ZoS{Mf>jO%0*DN!<)mXzk1*gr2|2O
zI5!_krzO<bIb+R4v&#4z&S|*Mt0Br4(j|+%E(q-<VJK~@yBX_I>Ttx`oW>3!W0fA9
zQ)O9Yf?>G)$UzvXZ>`$eV5|rwLk!YaRTH?T?@!^eN60-5M$q6M4n<fej%h}Hde>5C
zEy`X=t9CIm+#&7_Cev1|K=TQ1y{aldb(+#`&0O?<65RP(PM-U7kVoh%kCRbC#IoYM
z3;RFqFAP|?JfQw{&C8*v``p)wf}B)ZecA3}l-p8|V<KzlozL#U9=WRVN`;#cXX{%(
z*)d1*gg;tS50)^oFCMk%s*&h<&XnZt%!o4W#l8l8D|Qb!ulk^v_Ns;MS+FBTs|qi8
z+*AYaQBm_6(vKr7`Bwz-wQ6Xixya1ll~QH6+%qudv@M}-H%ZNNP3fuEP2K2UiWyh{
zWHmXnz{zGO>rc0g06uKh#a#5R8A{CWj5M<{+9I7ZP%)eMaw}<}=aEquly(%=L?;6c
z#o7KNQ5bI={qie(s*g&I-3LGoXsX+xo27oHFoNj^`oc{)O~U^G5v@JI_NOQqCj*LZ
zrkbKvJ#=P9seg4nid!lBr;}KrFA4tuSk>BHT3d}T%s@Qd*)@t&o&c+%QarB6%DpD#
zt0eHR+7nYEMmtK8QR-IrU)nO2bB)!bqm8%e#sR4{1|s#qUNc#_+Ph}TAG)>70=Ix*
zF{BH8MhlwPImSpBqjm;1^ILmQBQIwAnJE>@a?VXj=3Ib6=CoBA{{V)ZumEzxpR`?r
z*uLgc3)TZ9)acg=Ib)j9I2-{>w;#h$=j2+aZlzd^uN0y}akSTvPNZsgL(*3MX1%dM
zDExM>7QY)ctIzuE-_EzeyUCpRwV`4)Bnq8VCq1e-zUVbN5zTrhi96h`c*xH~OjDN6
zYKrFJW02&4YPwzfkF8O(X|}FvhXc5)P~Moaw;Wa(y2nRSezf$vU*mNjN_Rqdd2V#W
zSCFX&s=fI+;eRU1TgdVE#W3B*Pv4~&#S-B+xvBQ0ZlF?m%1=RAX6iBgRHE`Ma@5_4
z_AT@^3!&{w9RcZCV)j2%OZM3PXtEcvn&@f<Ow)tM=~-g&Dc@{LS_#vUrMU-x!jmf9
zIIQosr6{{r=(+r8vJYn?M3mlnIK?pI)~S7?J%IdaeD9@IkuIAqoxO;r5<Nv!^N8*#
zcb4x(kiD5_JkVR*Rbt21ljhF`jfcpd#KfHTq*ZwwDyby;Rf|n7=In#_6S+0gS=hm7
zp;Q9HsXa|&I>~HrPJ?@yb{Y|K9^m1ByPmbt!4y{N5;O`2OjLV-ZV%Rt<2`GRq}<Nx
zbmIcgn0wQ_;1~f_Lvv3A1I=T~bSbjZNOE#`H7J_`sfGi+9&T3^JcX&)zxJXAIHtAF
zy;2M};+y6QJ)OtxS)wNx=dC?v4aH^$-OyI1o1|RcNEyCZ{cAb$!CkW8=O<!F5=)5$
zXbI1tu9C}4irquXGT!v)BDd3G3X8eBnp1d$avMJN=2fdH?0R(RMjEoq%f|!drXm;P
z){@+bx^$}AzO`qgTQkh#c0N=ec-9e4PnIiFX-+YZG`22DG!}3)vbv%#R%2do;*S~0
ze$QoPxgqG!(6wdjULw5KCne6yandk&HHjw*4s*}rUfvTf<Z4xQXU^mEIaK#)Xov_W
zsm)!n``FwCR2?%`ZI~-(Z{uFPm7`>M(35hzW}K*ufD?=g=k*mKU!028l5OfeYbQ`A
z%3?<~G?k5J?<8_pgZG@%t)LFW0P*QX&RS}o)cI^Pz&*uMSCx-RwyCQd{vQ6%zt!T?
zFQaJVljZY6e88Tac<WWXW8t>&&a?JkF=UEG^CLOuZ%%(2v!U2ouD5G@d3T7TkVtXY
zj(Pm4e0$<3yhE-DZP)iOr<R0{NX~z)a!FM7>#?;p4`=3bL5_Nn^fd6qd(%MAr7qK5
zi5a^Rt7q1v=9q}yhNf7gBw-l+1y;z;O>`PL>?uI)ikw>9lf*KA-!%UKuw3=>Tzy45
zuBLp+5kVMfRB%Rn)`q1G;@rU)M<ior+~eA#hfTU-Hh`y~%LV80uG$T1O(MeA&09;G
zkGswrZ>Df-n-Mo_MGg{5N===HsM3!B54Hfa8+H1F#dymBo-3>I4~Q=HI8;k{8=tyi
zi3m~elU%QpD>urFewCJ4Nz#jyw`F4MMy!%Uc?YFEa(h(CV|4tBX^wpmn!6s0skj9+
z>!Y7YTl_1!RjI}6BbV9ETSTQ8=b^84@M7%n-KfDCQ(jwV;O%bVa<)vl{`uSd>(}%f
zNi1}GdwEnWh=33dd9M#R#8asS7`vXfQ$nOFIZ0U4{t-(^Ito|eYrtC{L$eci6`iT>
zk^-ra$AD`qTJZ!i!z?j5SwR>gujx9)uBB*%NQJ<|sXT*S3Y4I^+Bv0K6K<Mki+J};
zzqHhZw;6cbqxx4FBC*CtO84&++S=-HJPt=AucdgNr)1iF+rZrc`A?{?sK8g}rlQf{
z)`ukY)a(8W1OEUCmFN9~-~RwcM_%n-9q?%X0L5W<{{UVO{{W*SuW_#nH~#>6eu(z+
z_j)Ib$75v@{LTw~X~H`NU8S;Xl1tfG036h-Jj_lNzW{6Kod?yQDC(uMH!kip>v+i9
zy!uo&dX<ZueU~2flF?5uSQz_}PKwfWI1r!2ReLz?avevyH{Vf#fQ~4}So6hJ*KS43
zu(;r?D!-O$n6|oIu44<1YWIjN&8>}v(Z}!9t`Dfk_|`2#6;`H^l;=&S(87(}$VFJs
z9G;a_Ny!3+m4O2_+PfTbi@9K*nx?gH-i|7RPRx1=kuDie9dU|NUh5jVvFbv1PXfm1
zeq>-PkDF4uEO1USU2lh7ZafVkmj`1ue*i0=l3O+7a`ZLf;dGRvZJF<4TXf?q+UU${
z`_qQn#+kcOf17a`?OKfX&9sS^=(NJtyzZFw^%dwTD{Oi0FRY4b1=AniO}F1Qqp^Ij
z9_Kg}pFPErzu#l{)tH{u;{<Lwsh*|NX>}(@wplj$grBWmis}{M0&6o6o>CK^TG6%H
zw0`Jg-m#iGpxI>Wky=R{Y`=SfTkzbMjYu6vYY<q&aO&nY$mCYcN)bi~>0C9GdL5K`
zmgC*zBZ{oTW8ST?QT$a^=T$v(SixA{OoYWL>eTNiKX}tx=yVkmT)E&@sWT?gIY0*$
z8CN;QL*__9CnAts73<FxYBoZ0T}fICg9FL9lvBv6Tk?48Q_rt0rk^4*WH+^8O|3-&
znHdf{Rnez5o`w}`Q;Xc_^x{_XGEOpTeL~^}zmhQ7Bd-;Oqw7%I>M(G2o_OZ8ZZ+*b
z&sDv$mNI3R4u@`g3dXEts%VX4RuYD+Sr{B+IQHpLO?4f#JLCfc)~OvyK>1;Ay>M!^
z)T?(3$0Tk69c!W#+uX*bXr=D6PR~|?@lTRL#aRx_d9Hg*SakFuA}8FMxZ2&Sedkrj
zVrj~ge+a2!7usg3lbU&QMk}9h73r~)x?X*%2|RJ8Ckwfcu%+x~`Wky^_d2C;6c)hX
zf@{Y0V5zTNfa*bVK^59b<NGb8e$M1D#c(&*0_#wg;75gXoO)MI7L=hT+09<0YG{k_
zpO9o6eQIu}jz1d5S+g5$h>*QV&lQnzs><_-pagS{rn@C29nLsl-A8m@)rl8pEt6Ci
zemb6ON(*h#`Lpua?@w6c2Za?%n`c6)7_L(@<_9@6yN_I&(wa02&{b`#Pm!cjsH9dG
z0eZF#FWOhBdZVc$d82O?Rtrnno8*niu31h=*z1ibIP*4Z{jMzX#+2R1*F1d<MGlFm
zNx+L9=C*7+H6U-_sBda<l$nJ|QIAtBY7mcK$kT?UZaVJ#tE>M2gksFb50bg>gG_G<
z*dB$2TXIGo+KcXULszz5h{lv_mgD|eF|MLN3TevRsc)&N<M8I34h$>$(o$k|Xm)2L
zHMj`>08(m1)z$vxv!A7QaOk>vWkf5U+*PF0trQR3AU?v6XvNP-?GuPyLUZ?Qr9bc*
zmOG2r;cQ#+2D^o~hCY#j_*8>tMo?$zRnEfje`Mq0i&0_4m0FI=QE~qO9_qhZ>W@wo
z52Y%eJt|#E8Okv*V$v?#8~n8uqi>}_0Sx~DGga1Mf+!d#88t4Xnjt|ZI6l$>a6KtZ
zyR(iDe|n7L(wM{p#!0OCZ@GN-B{K8Z1XGdu$u$mm2X5nzl)Hc+5&2VbNEDf6WW^qE
z+yy{MKXrvP^yHk>*rhgEGyJrRG4GCQzaS0)6q|ya<E<74He3>Q=bC&#$lwFdrBE$}
z$Taxwni&;_aw=s9Z3>M=eNNX)(NZujF3N@KGHZ2i?Uh2p=oES|uRoJqd#F5#Snb9*
z;;I{DU<@}>A@nU?Wbl%c_nGNK8lmtb()`%lkjhWirAR{%NaDQKICTiy<+x^E#Z6us
zo~ImsP@V92tfho;*_*=}rST)K)wKg@Y|+{6Gm*hP0k1c`(=`k0mzv_}JD+@G^RA}S
z+GbBW@@=Wt<~Yr9J}vR(m8HS8(p6-UKKzG}E29k`X6+qca~widmb-Qa&@b?Fk6;*7
zZJ}SU-avogLa^cZk9wdPAc?-Y{{R}b{{Ragdjj^rdhM@M+EquG@Knpqqu&mZ5Bum-
zMxT7A{ypB3FNk`1#`t6guf^kyB2mo6Pq?P*Pq80SflS-oqLnuCXW30rzP7w{$JymS
zL^ahz;%zQ`1iDYhiqMZxvy&TcAvx{18lS99bSYrz-*d?%((mM#D`z?X0JdhV#iDA2
z1O1;X0sZwNy>d2*x;lMwDe}7cOfoT!qO<zc@1i=rjBRAkE>8{X7cso)W)dO84cNt0
zpFz8UH%kJqKi;oevpaM-&tmn-YsX|De|Y5a(zKyoRV33f#6#J}@i@5j;!bd)q+47z
z-OK*~eAa?v2L~AZb5Q}AIrXmek3ZW<nz|>3TT_4a;Z$|P)|R2+s5Ipy%`0Gb0B7{A
zp9n|$oDAZf;xUzPO7mq}PQNchzu7Ng&T;Up9&g=d9)+l$<|vNUwL|qS{xth!%M+Xt
zRWA?DeQUbcXO$T-%YE~4Z4&+`{ApV9OyyNnf4U7*PNJqG(y7zAPNOILbmyrb_rU)E
z3bku_A&_*=f4VC;Rf}_p7Z~eA;H{veQQaPspaqaADhc-$+rt{HV+scyg>c>*IaEJ|
zcc?x<J*(w0&)>237zCVC3=c|n1uiJXdG<X4DjT#fZ6YgeW>NvEyW*KS#B6<yIOxSK
zj}+8=>wQjGrI&jKBRQ<wi`(5U>|NWj1Gw#0wOLHM^yjyjYQ)ydb!^DqoLAVwDN~A)
zJ}t^lq?&z94NJtgcYrXIgWm?ZYx}unlXJ0V^);z|XC;K~6N9zB>8yLW$YKeu#Tdpu
z>N+Vq%T{^^!3SsYrQj$2VbA{nqa&|;uK@TQ2=T4%f9M?l0QxdI_xkxv*8c!lckGX(
z!T$gV`H8R98!CWR+g}irU7lKfaarxBIbKMp(@!9hTmfHKDBSr7`#WfDwy!gH03Sh7
zJ^bYE-rt2&iX}p-(u{iMug7m{%5y&>(x%BHDSOQfH*%h?-8yEvFA@_rhojtbS8D)0
z_^h9@SnMR+oQ^tIQK>}>d^&;9?lI04N&Rbs6D1mumzmXvgOnz`ju3zk9Vr{0MGVRb
z%_3m;HRx`xaobCS98kQUbJCIVnpp9?Q1%X&Js-kF=J1ZGZoIG!w0;%GPhoZ(?nA-#
zuDjvn!JyP2?oc=LtSjANjl_ds;E`Td9`VG~Nc6E5mKqJSDQ%uMR(2p&w6=_#oy-kD
zbw(o_LHdflZ>dNWW)&mUEqW5?QC3G4K3ltj+d{uEfxi(~qMK^rEy(x9QI`JlSHeU<
z_ZSsw1A5T>`&aR-XLhwZDatA6hnemP`C`EJt1t_eILOD=t2|N_%Up%_t5(d4oXL|}
zPh+B;?rhpaAOkE0ed|RN7|V*www*A&>p>(9j4gT97N@06=uF71)S7_6ob@#;NPQ}-
zj`_%3{xva0%1CjFB{|3EL1>qttm~VY;O1%4KVsF3cjCP|*bry)2<(QpjTuX0o^_N?
zmE=Nq9)hs$=3A#^hC-xzS2cCxb(&8q+8?|!3v>LdkG%1|p(Wsn97d(_z~;A&A7;Jd
z8FSV6Pg}OMg|y4@cPjB7RhZ)hRt)yKWv#`Pw7RxqxliAfbvr@MKAo%0E_LhonZde~
z8RQezs*8zUW4yCxk<as~_HDfwoe4cz>({<1(CrPSqz+_zH^-U=H?L0Bk>Vd6>GIzR
zt?mAGP&X0YyzrI{&NH5Qs`sZd=e9VlAx1FQsQr?ky7oG|j~&k<{_RTEUB`>{DaJhZ
zQSDstIHe3K+}haEIA}*?Y$mgNG=M$Cgdax5OxH5ESseZ~kpcbatpH7Q(ARWlQW0As
zcqC?QF{?QAs&?f0n5(_3t~R#EElnPS2|G@B09A-%vVAd`rGK?&h3$%js3iJgtFo0D
zRXFvjk`!IU^QDM71~_4iR5msry=fSC<eIer-y-LpYW2$^3`Q~QQ0b=iE>(Gb)JE;V
zQP5L6@kj~j$<1B2u##djqz`)4yBzX%+@&ZixB!#%sjW1r=U_^eTHS|EiV>DzO<4}A
zxWNE)z^vsr(8gGnm64quhi@6&;avOFsc#%ag^Ulvr;<QG!k)CDT2d7hmM5UBx7C<B
zlaPpW&;SKYvhBg!^LpmAExbQ<a6{u_`_%Jkww4F|B6Y|eGg&&(ZphX+Y1^5r8Otan
z?Ku5u{(6P^h#t8W1<m{j3fsn~J?kcBnr!8Wtzib$*)K<9VoU2~kY#{5C#^#IwWN6^
z^Z3?nwvi>=m@Y{5tE=J2H?Vdm9`v1}Z5XCCwfIz!pnYkd@R0;u1kGtCfoQQa1<1yF
zR$AIc=HMv6JaI%)kV;A;4~UqY2+uTsZ`_f@E%{cgHdf#UF@jIEPA#p6{IV1>)UK{z
zoqF$_Mn~aI{@%Md`A_9rbKAq^HrT-9(y$c(kb_qUDG@4`9^N3k1MYs5gT&VW<l>1V
zQiianPn`W~YC%NOoTD>+d`~ZNQJ)Y>Njb)ApC@4EtI0V$4wcW$k+;><j=s~xhTYYh
z=Jm~6e-g(d2HF(=06O49vFdmf@a#L9Inx`%SssL%^|N&t`c%oQTRG0^^VOZl88u=%
zsQ?&ir6gr45=WsW<PJXg9+@>Sp002RIQOmzFJFwFYRr10E<R#Dl~zVB6Gv&eS$L!b
zWb@Lwn6+{+1Myel)I*WD=8jIpIZ1A6e->A*I7q{<2CKz#u5b#}=W7i0scE94B53a(
zK9Uf9GglziOm3ynHD(1;GCTWHg~`To_*QO|8LF!^Kg1Eu;t2sa^FRQ=jSdBImwpGm
zP0tjmHhY6ziN@}{igL{B_gfUB1q~u<u`=p;l=>yzyAdpIxbL*$s~tX2Gq_^CZ|yP6
z0?iu8z49wFQ}Err+)q7_+aMX*I#aq^nk-Da9&9w}*?<_&)~8(}@ScGFBD6xZQxswI
zDZ#BvU>J(hDKaYJ<rT5a%VT>18<QS{H8oo9Hpngr^lIt#O^dXzaag3}pGs~cr-*Y`
zXk>b(qKEx#-}lvNMdGbm6$|DP2dJtlPHD}9&041yseaKdk<r?GMZ1Q{tz@(flhk*p
zul!XN`k*$>4{_SL<-u;1dNoa;;+!z*F6f%IQ&wk5KA3GZ$S&G=oo5-^tTMlaWupTi
z`MAwg^BkyBPs{3frf$LFwWkRr?r=&8y$@ONqN>|*&mF2Ad~o>b?_PgnuWA}<pCWPr
z>_uCf#aDB#*?@fa#d-e#RG+rzJH4{@Ud+1!U^5ZN(z35V*EKyg*p)WF2B}MX4Dw}M
zX1n6GJm*P|jBY$s%($l844$H_Ivm!QF`k49Ijc6SnMWPzo>4z`tlGxwBAj=qllNFt
z)=2a(46n+ZS9qUvR}bOAf`i(-bo+w7OCS70?DGEr;g6-H6lS<jKumzxsBc?kq^HqM
zN!CMD^@rJ|TsNW`s4K}LD!W0m!!G16sLuKS0G5RQwQ4(tDn4q=FTQqc^=h{h{K&j=
zYwhD3!FnGC<kd&&J5{#(WwuK4IvV4yZOGjlj5^n(&1`(2<DeXh<@Mb^dWoW6oqB;&
zPIu7ljpHLz;EL_>t?&JV-~RwcM_%_{9q?^I@r~So5&nSS{d~yl+-v6ZfA^Q@kEg&p
z(Yf-|T*;6Ay+CGmCkGXx>uR|LxT?uDs<}|RtLr3uoLaZSMH;k=lE#7OL~^Bw`c|AX
zLlDS>9QxBFyX2^hepNQs;#Ds89b~f3F}3h};=Kk7cc0<a#78@#o6P6X3gg!K;I>in
zjCTW?>ohGy>K+u<V+3wUPwEYM*ym)W*`ucj;N>OVGtFj|zR=^ir$KSJ?WVkC=4J=J
zDmhcjIS1yh^z=;0#yc0<lyQu8s<BU%=dDO2;NukcM>B&*eel*?>z7e>Xo3E9R{sD=
zwn?QvZ##)R)nA8~B|KcIpY@TE`BXk4c_7y>V%|U!oL83^zpcA=JqnF1G;X?%7LhDx
zWRd6ItVeArjBTDUJ%w|>Xl$RJm+exlWbZ$PdJdeLM*@;hM0AgA_yz7jKEj_I3Kwa)
z-T2on73{B^vmdQnjz%g@<ALgFI#RKxwv1oGZn|26cTC2mwl<)E8IRVvXT6Jl&G}>K
zX_Mc{1QE1lfN)4Oy@P0|)_2k;qT9`B3gy{A_caaQi}afjk1$BXu&*qeP`RImk%;=$
zR#M$btbeoO-Q;&HOp>wQU;Ibpiz{$F-nnbv7;4vyN7@-w_ECz*C_$%1ZqC?VrnZI_
zoHixYzOo4}uI}6CmPRMk)azy<fr}imtFhW8v_Q8mY73cjkTF}TW)8EHv`o8frRe-c
zb5}&JtMrrl*Hz_|m0XN-T(+n3>h1pcHN}foiuFBQ6XtKwxpZ-I57L|tCCx{4b26V`
zX~6#THJ4J__e)H2--TAYZd7|z#Pj%7Ym=R|QrON5QY?((l$=usT6JY}VpxyPrnG~O
zIjoq^%~qJU0TtCkW>q6|Lfwa$YW{czvMmWLGo03o%n=Ff1$D+rE1Y#;?vfom!Z^v#
zO5gCkifZ~*`{d;lDxh_)3VXJ@xe>>mpz?idx$y1O+D(*(ECVv_IqWN*q@_QEb)gzC
z)XrGEl19*5ILC2Q#iq}2K_qk9v?1~fmXU!Z=C|#iPfK=ek24%|S1OW?u6gRClhDVu
z(xSKf<P%p!Ax2b+%br<eov`B>$fv>P90KKu;0)0w_hu4*&8caL<ls^W<aPlSo7h&q
znc=&u(5)#bnaTAv(+G6k5*^btc>}5IT+_uyI!9J?Qo+hz^-U4X*m!#4?m*0?5b|qo
zM$$Y#4(XX$!0DcAnb-axEMe{R@DP7^cdjN~LVZB_lE}=*)YK|<Yd?QPc0!aXFL7VY
z>b0*O-CPqEoW5Ef2NlW7CarTXnKZ0(&sv(%7t9-mO>{7%C4OK!S5#<1D9WxW!$yoq
zjnrx~GfQ!(OBxkq!S$`smivHaK%?HVHP^Q%5xSqHXx){LdUEHUsNC=~Ti)sp_qRJD
zUW!gLTbk6Ckl%lzNEv>$=63S5FO`%a_BE{*vuz4uNjJByYn@YG)19-XvXX}^B6e`x
z18m<nIIJdb-m%E*#byr_+e8>Dll7`n_?0u2h*q(jVRN2zD$OOzbn(d9&P7>S3k>o2
z*Am_*m#V6*K>j4VZjv5-sY<LFaKY7Eo#e89?BoufwSrlE)+K=F*135#i^(&YO;&5U
z&shnnjwUfR`i$P}>?XL0BR{-ep0&^1-XM0^b6K8rt<{O7IX!ABVmY=qrG!-XcP44s
z!6ef+3{wY6aN`_S2ThXLkT!5TQ^#73dgh)DG(?G$nvfh+Ymz9=I@P9R(J*Q}%o>Y4
zPz_bd<tFn_V^c?UB9Ve~RQGezr-D$Dg3FLQQF2@tQ>)Q!Z*TJIr6L_&t47{(>|)#-
zVZk8QbL-PySf!nsh*S(V-U+KZeXCobcj|icRIb*i1xTdJo7g|iz@yD7dhjV5<sooS
zy(17vJ@e9?jJe4~sepON;L;g*Y*bGm3d9bzJ&l~#(<&nHdYV$SRoPK<leBdtwvJnw
z1W2Tl?Oi|F?X)c}ON+M~$`AoGNY*|Yurp3WOO65cuQKrlzj3Ti&eAf(PYK$%n{}VN
zqCG`UG$XF9{swi#f@}F?U%JhaR^n}>8qJLS^>jB%@20GdD&F%Ms7bhvYdlrEzgng-
zL)_Am_eX=sq?Gz}qy*Jzr#q`fv8-WsPKW2~SL0!~n$3y#b63#uTS4eWXp;hI)gEct
zsyUh*O-D4V8j?;prxI~lcQTo#5wA3)>}^UM&g_kvOR4xIC0&j+jB&}SA%H~~1anvH
zG>Nav803vW{_&{WR%tq%+9IM|NgpbDcB!M+inb(8!jj_6tsSG0m6&%1syr$e+|zoQ
za?^XGqOsO&W;+>-Wct@bV`OFd;zx8RjiVyG-J%P~Jk{$RcK-lNWq7V1YM;BFD+<t)
zkGfqtRMXJ+O#;$XDq1q2dW!3p?uzoC3;a#ClVlhF03)B{?OpA^i7YPNQr1B;H}^Tk
ze7-J?Wj#^!7)r2FwatcX16+rQwe4owH(fJLGJ(ODIsBKcb%5?1^`T-x{58o5MiRT!
z>!}$|Hd-9lg5|!OOL=t#luqtR^Av(P^sD|RpUCj_;|zVy^|6c|02K|*oHusQ1;Pm<
zafVagg;p-7J&AOrsd6bFJRun;u6gUlS%yL8A;)_3{YT-hlW@W9jF!ZI3}+zzd9G^n
z;ohrnnJr|F;1A&(AJ)E}mS;kuSJ3%t`DJ*?$t#)HSHU4&r;amGu}M(5T%qq!$))Nx
z!Q#5JlxMk9f%w%+dxHd~CnT>-bOO3!;Ps4-X}XKzi#mUXRzGF&t>lURt?Xa(^CPcb
zuQK>_>fRx_!vcQF+ykHEO7z<K?AQI{<d3MzWzB|9&7Up2N@CAYYAbt14Ux?<8O}Xv
zOE7Gs99PyibLVX&tY`o+gPc?ovPO4jnom0k$vLW0$XU6h%;5)pOKouT90Og)!{y$Z
zy}M+YZN>+$TH<XJ_bPG8uG``4s-7b;6Q43B2DtIjy#{n)ts2Q3M6cybAoOahGnV;}
zda<aXOX-uGhi~Uqn0$h^rtbs|E@m<(K4v+q$@fnj)_f=TwS7++=Cp~OUCsXh1WV<3
z&dI$_-_ES~#1!#W_{R+SAC+YIdS55R`g`P$-mgE6be|AWWAR4=@4~KsGhTd`E-_oG
zH<P{<-=jG&xEVDhK(WA5bLc87iQ|eqwOjC=>{puVz(>oloP8_4r9}jCQlmNQNhPb>
z!qPJB0B5ChI*zX^0*J+amFRl%sfJ`9-8_C3<(EsIed$JSQMuDXf>j?d?JD8lRE#qd
zoQ`X+n%v2u+e@Fi%%9i#*Ab<@-Co~6-vHOH_*X%H5a<_H$s(gia##{Qg<)2=vWlD7
z=&w!6N-;Qhx7sQ*9xKu1_+_dE!c7Zf*NUNe@cUD<w=+m$!1Q5S!!X0i*+}P}8oU+c
zju=~+7$_Xpgb*dNWQ?_GHl8egXJAcb+)grZYpFFYQO7w+zET^Rj(FtNaGxn=rFj)T
zXZ$LZ_qjRgj+8c$y*N8)OF1M0dS<x|XXVtK`-5Er-R|Qxfv$6UPpB2=<0PCede|7a
z%FMAb+_A9kqMhAp4aK34*i^vfR<KU`n@L#~kMye79R*kiD^;gFRZC+yZbL>*8R<w(
zWNl%|_r++S+yE7tpLkY`M+>{XbkMc@jH;~(Q}=EUVN`VuK)ZP{p1f19uEa5wL-VyJ
znP6vsHOD=3RXI7!k^+QPHSH!?)9rkv4=2{O7sNK`rUF368LWL?`7PowL~?P>a|T8y
zCz4M!&tDR#`;i<lpIP_jcY{-kLxDKYVVapPq$6;1kF9XFh1zfd?_F$4e6>^QTH)(D
zs`4?!VIxaOnjdYDcQq}xpvfw;G1?nAtfp4y<~0x!so?Ql4QXSW*hQ-&)TZ&$L8c^j
z(c)dW&2aj*wS9bENu_Ka*{sK$q7HtwUh4T?J*&-Q$xaJR%Z)j^DQZ%ZcX<gpt8nTG
z40s%x&SxjRN0D6atG?%NvrQUDRggC2IHxwTbln_}#<KJIQi8{&9@atZA=MX~Qn@3U
z59d&|#EwQ-)N2%t{50<(P=4v9d9YA~dkf~Xbz?{z`p_+AY~nV>HKJf~f-yw7t*HIi
zq7<C>qj2>#7BEQ}H5*SFo^w*)b52*XEGbfZ)3+$~;-=G}w!D{S@}%^xfqXL&#$?FF
zX-<^pu8w-Op-tLHHRe&~3hD=kEyDftRsR66;4*F8Yej{qWA(Z$!4h#nln%AfoemXD
z<kbnZ=+*EuM5s<Eal})TGX#S<?M@HQbH!d7avnLRoi#InO+$=}_O#xGb&z`0f<-ka
z_HGXiPF*>P;LxKYWhi$LOM#5ii8D_A&X{vdHq$BTRc1xt_G9-0M{0<yhz>;}vmT(+
z)HzW&1oW*t4Ke0BpMg!&Es^l=&{pzY+r*#%F;=3ED)pN8Vp_4YirsQkJ9#Fp8>@Vg
zlTi&~*x49B!yYqPY-21~OIKuZ$v3Mu(s&pRr}L&6;~b0}dV^VUv}!qiYk$M~TIzF&
z9mkZty=hKyg4CLH<x*UzlT6XBH7R!l0xr4aS3!HISomJY18Yi0<56p#C9}{h{EKa^
zAQ%94HRYH3)Vh_!OK?kM@H1Q~&a?NnJxD?{Rin9QSk|sJdzO+{C3EtwcomYwlbV=$
zY(7)ZrAEkByA)JakqP$}GyB0;hZw3b{{XD3!<<z_#-{cwT%E^?tWN^0+<p43O`1bR
zU|O#vIXUlEK&G(fv`a%syD~UaZC_56O+NlA;&jDp13J2o2A4Rd(~0A)UZzbUlQ~G(
z`&CUoBJ9paO+NNm)+4#GS<&lI+a}S?Wm0jA)tz+dN^rCh&=J_sBzRH0w%Sjju5|d3
zOK_DmULcK*9S1c&+8Yz~DywrvrI3QoNi|unhjYz5T}5)4jQ$m$cOC&@L!Fh;P^Yb=
ziKM+y2qvqo-<U|r#biq<40$w>PEh36Gp^gQ+_1?jn;vrp1RCGaJVkq@Tr7}ER0GKM
zu0<yE8~|%t(}7!4QK_Vis>hXG9`)hRi8j~rCAH#tE^+e{*1P!TjzkWO8BZXN_43et
zfq%W!5No{fhr}s#r%OFSjIbURk5#WHAC*~i(Kf<k+I*FEJ+P6-S~H&2TFUkd`*fNK
zL#qseD%X1O8f!*-5wp}x9CA6P7|Hh@l_MNeb5f&aVy~$YggTXU3_scc)<ypSg*2T&
zmYU52{{VS-#ct9X)-#k{;$=E8mXb#~;qM3A=o-AYuw2UGNKAVl7#U?fhqZMS#OqI@
ztw~guG@aR0sX~-_V62akVv`>&TnCOSgp1|NRw8o4t$n&@%gtR~6OvC9#!S=DWb;or
z12t^I_9R*M!l()2x^DtXV)0#@o{rl;I_BU_<eXPS;iL9{5Lr3L6Dj>`n-d;tGG0MW
zX;qJ@o#LBuYvOC@$MDKlvS%MCu9wHLZ1Gj&;~SVYb8a`LO->cwf@YO;sLHX7Hfqw7
zii9mlyc+0Q8Ou`LjGkVpYcKaCQ~K9k@h!wU&Ar1O9@TOAn&P4)NHO)TuZjABoM~>o
z9@HHEBv%F_-K`m~Gp2-8;^58}`%!6_fKDrKz|(ntA%ThIfnUzKCOp>Xh2&+|Y(Vca
zgZb3CIX82)(@>3~dX}!BiE-Ucd1d#??mZ29wxooy9g3Rry-{{t$}!%$>06ZHq`!LZ
zW?DYYP8QDr#e46<c@(yx2t5dFSI?1>w<v$wuWa~xsmG>jT8z>k-T4aG^{y;zT<A&*
zbGfw&(39Bp+q<}JA!#OXss>I@E6Y4p<5PUb-rVekPBZIS-YW5oy1cC%WTXS29sae#
zU0!^|1Cv=`GT75ftwpJhGZ{MV(}S`v-)b!VSf9qS-s2xToO%j?zn7ULKZQ}6;K=#y
zUeu~9X`#zXf?5+?T{MT2^r|w;LpQxJ;PtL)Nwc;PQ4%=`Vm)fEy1%|g^-yZs@Z15w
zs+z`1#83Bst#ek^n>uK}-XXCzZP(aT>ysLqsc-XJ16G&)PtewJcUMK!R(35R;8YX$
zsSy02)OQ>cR`xKC<#9_*=9jfWu;syEd)1jP1-v;Yp2DC_sJo9rP@*;D+na^YN~J3+
zAhLe+wkET-d&&2|bH!`l-6of3<sk*wcBPC*r`j1C8OIgMUtYb;%<OZ|6;&pv!_AWj
zdwE}?Aev{ELd<%aLI)VA^O|~sYspUT`<|7O*wNC^G~nZ<bg{TBN3~$-3ALD-&`GvT
z#PqLU4EZ2=c$o9dzF9!z)oE@OdK}a;To>R11y?yWtm+uTm7b!@GdMM0lT#0R0+t{E
zb6nDGoe3mGw<C&@D_JFRuo6vbSm^THoRC7+!!@3h1`g98t5h_+j%t{jK3M9^yKfJ>
z4bvP}f@tur02!?0*JQiC2sljiu9hQ|Uffqr2tli(ixpC|J}nB1rNy3@{3><R;8FK;
zQ-jZ1UBGoU(4xB@f3>Lkk+d-g$Pt0XaN5k?MZ+rab6v~Mr+{mY@jamuiGav8&x>B=
z(dlKfe%8}wB3(E+rp!aG@z$$?M-^=lm<c0_@{@Cpr_f0#JCWL4wY|cyJ?ql6yT3lp
zHU}pa<&1G9cU~2reYV1SS5^X}Qsq4C+KQDvbad^VwVqG!O<ratYdyc#n)Z?Nw3l*c
zZ<4ZS{{UNBWc;T!mp*rz!x8YEG&dSg6lRzWFIwYB>9Fk7u;Vok<5I$T=~S6A*tQQ9
z44BPJ+N;QU_Nr!4T9KR+&{7m%K}UK&4k`_aB9O!g9V$1G$;dRLkZAzm&@BcuvJYBk
z+MRovn2fI?s!js*qUMoNeF^^7<N!(LwzRJjO{c<RiLtwbT)=D`ie2RKO6psb=*8)=
ze*XSTx!Ik|5^9-j3T}OAx!gWlHrUcJQC38$BV=PWt7jCK2-yUxjOL)yw8?K~04dqr
z`d0nz+!i*5(%n~gMt=26T~2D!SF$l8U*8Zr8o7?fsl-W;8n=&{sT}nR_ZZI=TeVoY
zKQ&i08pC19QMmxrgYML9Mr%}3+!OB%Rn_5fRHHvNTtR_aM`CIY6p}ay$Iw#onx&~r
z<yy#nsm@l7#ZElaNanRm_m<(59y3|Utn5x{uEt48_o>J3)1`QFlc_e_K8`U|;*t=@
z?^1{k0S2m<=QU;ta7Jk+hbyF8u(^0{6cgUI?()f>QCJ;jRs+3s4gR4%mET4Cwr8J-
zNl7$ww+L0uKq~$6^Hc?M)JZe0oUanazxu&j*6n~R0^EM|R>Td>b>Vc>=ESR`MV#?c
z#`z+u?#UdAnR)MnUFuy=ImKI3zwjrEB+_*hw77C@q&VlXuW^b&Bw^I>Mr-AWouhPc
zc~hGDC&G8lbK%>0B{^+?b<KR<bB0N(v0I*=U0tifOxt+?G}9=m(o2`%@lms5y?F6~
z=*p*3=bR`r3ZdpwZ#8^`Dz`NtkUNp>Rx3Kevpavg{Y7ZjGgfCsH*|cFaUS8G^y^4Y
za(ESSV9DIWgHIbl;9|bztxu74J=-EPg&b5xxTz&LsC)B6Vv6ouw4Y)y#a`3yT0KH3
zdn*H3a162HwBnB&amRX!n#Gwml+!vti4g&>#^7-F=*RW0KOZG`pAe8rH2cBGmJp-x
z{{Z#Z3O?>Dn*{Gc8)AQm%EVA9(hM3<zb<R6&g9k*neLV#KrO%~v_2u&HLi)HxsW~)
zqWro3wV7_kCJYV;>03T4SucDAr(6(Oqqueb7PzrXShJ@J{qxLgS3s0Qt6E5S3o^0#
zX0ne2)tfik>e<H94P_nK>CIgp+jha?M?DJHmFtU(*?{%0Q@Htb=!yQ|=kTvD@edc$
z;P<YoUkT?yTB*&*+htRp_2@R2W*an-IP+l{KD?UqskxT}v98?i8ZDE7{{Sqp`kJa*
zw-#@Xjo}*<?(YeauumqdZxOEd!99gYVOZ42=Op&3Qyu5pw3BHWQ;bNaoV(<o!mG2=
zx^u-uQH5b9&bXyv+qlgesysJ(I#fHFB!`FO)H<&=@gHh-PHCE!O`JxvtMD^QYu`nC
zL;jESHEuFIf;;A^*^Jv0?^hxt%Q>uR{3xoQ6D-7jRT!q+4b6ZkgQ%+t>lNfuFbt}|
zl|AcgT^!f6jM50C0Gyvn=sZ(-r(WE}E}sI!@&Ms_6I|Q5Ct{wp4Bi@p7MX%CPW826
zYO$vF#sycfv*<SRdYZL&Iw10p{G+{XN*t=}#;s0w$r24mH%eD_0O%{2o+gcow`%AE
zF=3i))^X30cr}%3KG#!f6%{{qoaPN&w1uR~fmeo~8XsD_1Og;DUbTfRB-7VpYPgkc
z2%rmZ9^U7zJBIH}kr`O=OxXC&4Rr0H&Az1g1Nf<}jo1|y8k7dyDlc{x>RPw8dxM1r
zx=lMoNPw1XW8R|D=C`)B+}JISl@;Eu^Bs!VUqM~4rk1Spt4^gx;~k9)`}DVoqksW{
z)K>|6cP!H}W+c}1t-2N@^NQx@AG|e&F}{ah0*qn4q`G^uT%!}-y$ad)z>GaB&Eay4
z2(H^ky;&`S<YZI9%GxqBI!;TO8sy+rMlQ^KDn^w@)}!->wRfI0Qxrvyn3{t2+B>Ur
z6Mhu0aoAK1DKw;$R%X!VjINGq=ScEo<nfxVbn6^`S`Gzug?!!_0jMO=Af2*ft|{S@
z_)k)vH80{ED*{`Nrn_$nLdgMg4NDJ(Em8LrKb>vb+oie)(RP7G7Y8a+=44~D3Uz7n
zK(K!8Q78ANuQy80bBRrQM~zJqla)EF$@z0yJ#$&J@gb~n8yysWA|dss0x7@BfsSj8
z=^c?%L&J5b2OVl?e(<KZCR-MX;;YHj)aROlU%gh$qq!CdBhr^SIHb-E9eJoU95~3J
zW12yXb*QD3Mmo}CO76qtbwxQm)_jk>sj^I1^`-;GLuX7W@}c9UC?gcy(hgf4si$*9
zha8iN)YA0VypRlGM^jPhx^vx10sEQjT@3dT*jjl|fxDqKq+!*ZwX0j)TasK{N2c2w
zYhpJM^EF_|<(!k=mE~t8nB>z4Bd>ZJzQz!bF66Ot^>KdnQiFySd4Ba&OsW;9`{Jwh
zH9Y?S>nZ?wrk19#*g2?)=cP(X$6A4pHKH_*<Kz3>RlwX;82Z)4=~~2!h<13a?O*1z
zf2C-Ot$h)a226DoGflyjMX1zF;YSixhvjLv5Hu6AGWY9C8{_3Xit$pjvGh&dT!$QV
zr$h;GFlyJ5gk%~_2>$L#rm2gaY)=Z7l?E$zR>VMh3d^vBkKQ=^>UpIko@=&}vN$Vy
z^089$k($q|mk*JGYM8Eh>m#O;vM075IIUQCHJNHM;<VF)&30kck%e-~H_cX%<^KS}
zv-8bgu!?)Rk_&Wqk<K=%=DL$s)Z>(Tn>s#|b*<_NWn`P=VUja|KBm2D&gS>QRuEe1
zcFl1a97%2o3G8Y=3h37U4AEr2y><IUiI(Y+=miP!9?IaAys~AFI0XFJ{42r5)~Sl9
z)irn{dTNyj-fq%1ZG2CqYCr03&>!x|c9Hqj{{T5yWH2Mtax0adKMCujd`%oO9^mXb
z`c+fm?MlRl()CAp{{Xom$gV|2Z1nXs`o#V%AEDZY1Y~k4bJI1!9}w$$Yhw1y$hpSo
z>rThV7H+^v@;CQfV;`M4VWyUvjbkax<IwH&?0un!`#;oHopL@Hyce3p(k;-DOe}T|
z-!k*Z71vjvUM@4UJv=nj;dFevDX0tJRFfPYYO!qeueNOY2t*l)rfnqiPXmf7O%Z0u
zs?C%4aaRPm#y<+rgc5x!^ht~p^Lh#zyi6x$E1jQ-V>9?KLbxX+BLn(Z3<d$OL%mTq
z!&^r044V#X&*WW$HOGKn>s^~VF<%mW(ko0kq(DlVe4MDIjA0wtS8;{(BaD32+axP{
z@V0dzW*e-27!}3G#FgCmV0r!o)?z&ECGq%I9y3VA`J<~2?I!$>CBD<7jzU#<su2Q&
zsT|jE(Ibp7tXthLGH;Ak%8yiUM;M>GBhfDI(oG)F1ItDaUuyHsdj{c-dsj@0cP5Ew
z$!T!GBf)VS5!Cm^ak{Lm^O1v*!Q=W<rqYd(ohV7xze5p}yqH|)I6mgR8Im|O9X$y7
z#Ak3lj!km*Rx#Nqyt-WHltb%U&3bM$V&vt7xcUw$(~m5T@ly7QLOU6kM9BXDdjM5m
zEQ9yOMI?l=1ox!f?@hf*j2u;mY&(xiPcNQLGd<}+#UjTDbKFw-0f$jd40B2jO&|ug
z$QUD<sjJ2zw~Yz;iOwqdks^${bYIlgP>O9z?B|d=`wHj8d_1V$hOe4k2HGagIG*LI
zNdDm!H0Us~pu(>lcc_sMKGmFQ@}ygzHl(n&7*gE7&F@TADnY2{lc^Zut-e%3jpRc#
z+gCl!OJQuzM2s>?s?bE&Gm=NjIj)M@A#Vqm-S`5PDsFP-W!9Rf8!f_F1-v+4zIy#D
zF`ILf)K!ayF2wcCLFJw}u8HblNhGcVB#NAM6p0=MNsJ1(Axc`2ed$1}%De$o;~ASZ
zpaA1Fq!E=@sKXku!5w?j7^3q$v(Qu6;NVjV^PcrwsD&a4EkP%3GwhNIy13%4Z5SL>
z`v@>~oJ{ELq$32JRG()E!mkAxsO1=H(NareKWf=pKsKMHb5|eho9kUPzjXa8nz<OA
zzO}=RM}829^y0NNsoFV3W(v7raWegDmW#B}(OF&%9h`Bzu!hY>&`G+lS#xfu+NUT9
z=quY%(D|oVmQ5MaS~C%vzZRK+^9q{X0C0T`Ydn7{lisFU8A_z2^fQxBj1B<dKpwxG
z)G|h>#{#v03&wj^WycZ`PAtpbzNA8w4t?nbFMgF^DI8X7=gu{z-77Xv^~Qr*On9m{
zF_Lpvg(IM4shoL{v}I;v=NuYb_p35n9Fhe^<hC)2;gvRyr8LOHb5g=^)ZZnCYI;W5
z98jYmlU6M5s3dMpOSQc!Cyj~DDx6uAZE`SiM(TH#-jtqO{{VKSMo7~_8KnpgYc@%@
zvF5aHE#!6KO=q1xQg{Zknw|DK=<+3~h|%{nzG9A;sLhPZdKyo$%sPWoxz|H)bGYLs
zPAf}GvU|yZ1A|#2)@3=tu8T>S+CiV<ttiG)dYIRIu=h>5JiRv8%1mz~n!}Pp?n@eV
z#ly_xlh&a*u9<c?VFtBhfThT$WQttov$1w3gyE{-Y&B4f;EJ+b8mOZg#^iI6yEO(u
zH6*Q;;+Q(sq+E6kaZos`2Z2@C^V+Ew9mS9D3b;CAsmIqfad<z4S|+CA_QfVQ4rzLv
z(u$)ph2EbP#!D#3?^(^HCUPrzfWfFr@tVqXpw6mziN#pTdjtp+55}VV8X@&Hv{NIX
zrWjNXoYXoip=%Q^rb*s|7^q~(86vj)ggvUA^h&GJrc|u1X$seNIr*5hhcw-sQ=}Mk
zNy+E>R|dCdrnXisSt$-HSf=5TjMjdi8#81pA7Cqf-o{x}9k}|}Z4Hk<6H!K5vHBN>
z?)Ce@1-1|a^OtZxoqFbzrRe?zvw5VK&AK20A8QhS*~NMGksR7&zID8XAJ(r=aXsYi
zEzFH0w^C{<;ip=BxA#sN<DipK+|buGyPaNg@)nL2Iauov&mU7(WH=bAtUK3DI&g$}
zA<*+>R#jc*N0JUfAp2H@ma(W=<H@>hqxe|nsO_hy;}ue-q^!oOxa@Rsc)oH1-NLdD
zTA1AE`kyR{jD4|OwlHZz_Z_PThKgS4e^`^zo|)ha7%hB5aL`IwO{)#L$ot7&kzQr+
zz?QzaW7-lw@#U{gubIrR?b>~hs><4Ub#CnWN!+t@O~oBLQh{GqeD=bD#V55q4k<#C
zdI|}-YSJQCamFgz$gz?X53N-~LWLCdPn#yG9Me~4eW$Ry_+@fmlO4fh^uVqXVf&mO
z2sPb!ZG@f>)@?DuN9KND{{V$?Ge&k6>`igt^qpAwomi%vX}=>qxlxLiB+PPWwKZ|Q
zR;P?{F!rw77&cW=^PhU{d<@1-GhDR;Alu{*z}FtD^9t=g9H?zh_9NCvisSRHJbL}j
z`yCipdY0~TGARz-uxbsVk393<uHCLKWgd=4>s6Sj9`)4?V4riJRVQP)(fnU&Z=#DC
zA~CWl0I0|{=lX@ba^J~zP;%KA9V*H`1uJ~xX%(F;G%3l+bu{|S_BkC^Y2=rZcJv%o
z%_Nu7r$*|e8r^+1Igo}>aa6{c<Sc?d1B$0lTb*ka2~*`c`IHGxDWFxmiy4HZ?I(`a
z2bSn?$Z8s~)fq*lsUF^F3Pmmr1%`T>McJ{q_NO4=vET}JHxBhq?&Bq4h<;t_XC)Lk
z$C=p?Pb8O9tTB!{fA#A}YFa=ci2V5Z-_+9E+lxrE!Ig(6(wNYaNhJMhVGgXRR959g
z8%YNpYH6%)Y}tO%1d;Dh%2`MZ52vj~D!d_BAC#VJTT$@@nvR`oZ9gIv!e^)+nWZb-
zc6|(4T&UVQ)1lL3xQU&(6x(PT;&5?+Tan13Sl|OH56y}r1ue;`QNu`?_BLS&E%#He
zy-Pfy-;Mz2D#iSfv$DW8p#5ryMm*xSjCoa&mHD4D6B(q%JVxG>zFG9D<sUK-EiY<#
zftsGS;B_?8A;}R#8Q+su&H(8`s7hGcCb^7C#beJTRV8F+CgjMN_r)(b%};c&EX*Kc
z(RR;jgnpFJ4F{UH9!iYWTvf=2$SX(@QIAnj%sy(I3WjgJO_{~&SCj6arE^zn`}18p
zoCATLE1SLl0FQ%Q7|oAM2+HF%X2(BhT>8~&wPpUjezn6-;yUVlEbp}bZHLmQJk%Ot
z{{TlHO0aQW<X(vRO0VBz;mBdfdfW-R1w7U?AQxQv*F&=~smQ<`D=M<EQ&(jYzab;@
zth<5pb*<-B5#%TY)-Bddryx_N?oCB$70_hUww%zNaZ_#PwKHswX(F@cU9ysTR<fwY
zLo^$~;)KUec4m0wW{hT~`zxv9m+aDZs?gh-C2}!H5PDUQA;(cbw|;n|LGz-yMf9K`
z>IF_<e@buJ+)}a{n(jw|Nwid+OZpl-m-IAQ2QuzP6jSyuVN2ydr5;qB#TG%$<^dGa
zY)teNp(N-9JIjAcZrz2==2V%GHa3cMXpT7orE4d4&M8H!ps2Ea4Sk}v<PQvZ=rd3<
zfI3x)5&bH(iugQIl3faeZ>be1rtN=9Fxjl^Y(E@yr0qc6icg!;j!_Dy6!7QLqxq>u
z?@DSRWH_ACat$}<&q{aCj+E>c20U|69A~9U+qlT4h{-fqrDPE<PZf6^K9wACW15>B
zRU;|N>|x`jI8yec;+Yp1-D!km)7z~uliHDL;*c@coAsw0Vwha;6*Ef3ZYWY}hNFOo
zCbW_X<va`uCDV|P-eHfWMAnun6O3hca#7kzG}u)qCc2$J!bPG>iCGzQ^CvYlHnGM*
z0~MnU%#lashxt7XVHzoJU3_$!v<+KJJwHsBFx#re>xNT?!Kl2n+}j4#Cm<YEWxP|v
zfl`T4hX%HUQrPlpRH-L<4r8~0j8Higgz-oZ6|Ky72jF8ls0pbY)JBa9iWa0%OkUM0
ziULAnoCh=zb5Beb0P#uePgHs@!$m)7oyfp39Dm<Jy&|{|hlmnK0QH2Q{CHP?Umuve
z;u-dtTDBb@DEFrU#WZA^nm9{fo&|knkDQaX;ETGhM{GDPQd?Vx`BV+nF5RSq+oe)R
zH0Ril%K(kNDe1O11oKd|xZqTLvvuN`DL1*?cqxs_YSzQ7*1!Su&-m9ZK2;q*y4BPC
zIdGmK*hk-uvTL2cO_y`2{_#^>G;FaoBi_eVReU@jsg$dk7v7}+hha#dEQ)`+Y3GSp
z`qz2P*u`8hIIf$(5}5p18g_JHT*=_(w)`P4m*Tr3c*|p&=Ef_~k<)~BtrI&`Un^6&
zkNdJ3&gQypX2Gt!V{>N^IB7s<#|k}9rDAFpPp96?Z8i&`#z#X&9;{qcZ>Xw5QIl+e
z276T4z^GBcr!(YNQaRexnIDV;OSm4jUO&B4Vwo~pi{(b$c%>R-a|{IpnrJ-L+h!Ys
z9;3BPfk~&ioj-;P50X4qWd0kuKuWLaUGz>2U25bil8iC~$6Do_&qkD{){OD%yDPX9
zqQrg8L1$&<6Ew(oe+WH|dkw~sYci5l16gx;b{RSq2BmUKbD`p@MOmZH^OKW|(@D<;
zyE~5y4p~%w6_az}$BjwJA6nfj>}IhsZ&RO;phKS3RNBihR`S_nW5Z+bR=Du}-Q0~F
zUoitbR@1G`w}#?^Yg7UW3Wmqcp1;<ylJ}04Swc6Cr#uSTKokth+yO!chCYARw<p?|
zv9nHRm>>2<N<*KVsmbVS(o0Zw>8-@r2>0(wgRLeA7##Z0t<N=Stq8N!c1<ltPc&{d
zcP7N3;*^kT9n_5YqT=P$b1|k7xPwgHp7gt^U796gO!10b<F!M(2O^)ik(|>^EI+3;
zZWiLH1D^F_Ho&TjGpQSvLvv6{{NjSg6%4P6cQb@_2RUA~&t8AW!&c)QtzljaPH|j#
z#i8h7Rfq*yv*Ka(s=}<=<Ve3-;D^L^RQPOndSid1gY8z!eA%q+HL-7sy3K)#_am}C
zR;+(`$>VRFW7fA4=qzI=wR4Era0O^Ajj(e{aJh?a4?|2#xBy7TGg()B$WD6Ggp2{I
z^S(%_ge*@plLa*(Zb7P|N_O%^YhZCKlg>e<1ox`J=}VF^O2XwV6Pk8@TC5oH%{$CA
z3zU;MJt@iaA4-GF&ssdf4_X72lDFO?6y7mRG8$t!plU3ejAPc2?anG6GmKIfrpiz!
z$e`^at9gc;AKrlEWWX+ZQ}8!*s^R_V;!bG^#g`B+4Miyw!7eH(B*-;7lN9bpE<068
zHq?(GJ?g8-DV=oU#*n$DmC2;tN(l9!-&8noF^XIa(ry4zxE?b=wPB8FzzkChE;`Z)
z7d)CShiMXR6yT$!L*}h0mmL(E1!g_e3XgzkSjhbl(6+ZObGHJPgVAoshT@RPj^p#G
zW7DOPg0po!s#&y#hGmNkUAk1<SAr?|!?B}tG5J)J^sb`E!uw(mE;4&n^P^kBzjr6;
zQ0m1yT&I4B;{~<ExWd)Av}xRKAfIaLt?be=cEnrL1DcXWm;<sIIOqZzhgvUYLvvfB
zm3sxZA2{dUqexeEYfYzWH*(}!$}{Swm3%d;<YL%k-Gyqa)3&V7lA|aystziQvhHrR
zy#5u{n18EL{{R9N3wTdZLAi>bVNoiuZ$>!MlGT`*z^4bRQ|XsB=MIGa6<c5j28-N#
z0AowIf!7q}K~e!2Jb-DU9FWwwbmNm&(sd+fk7_OEjuW3L8|zobp=#&^)-f^l85G=_
z*v?8Xa*;Xprf?6XZE3dJE&ib#FC?%BIKrL*{A;zFz?vtK<%@|`{{X*{n&zvHg(-5)
z9Tc!rsT;ua0D0%FN)2!7ehj;^EcUZUaTw{&4Rg+~1MQg^4sr7e)}44%_)IF{>Ot9}
zKyrH1&}D{wYBeB}Qb&!$2akHvPegO2?^&Lo-~d+R2feXB`103%UVGpcCsEo@BGtJ6
z0D&!f6?~pztzDmKmB03Me7KOR_3KtrJdiQP3m)ISQWiM*dRNz2`58&E%2qF#N!%%p
z-eEg)j+6!5I`dCNIG~HzjK#O!oUwFg;d4stsMyYGCXl}r#;(qz!Pkoqi7inE1D(10
z)ejLTk>VTJ`w0&f4~HMi*Q{hG7@2>aYIxcq7m8;ff2>gAyyd1Y{nzAnZ-;BMIdX9P
z`qS9_*&Ql5KKZ35<rV21jR;T8SM*6ldgYwC`?D|Qky*{{+N@ZgD&{E<X9lyY9(XvK
z(tNX0JAF%BwebG{iM44bgL_X9C~=-}ahl;ZE90o%z0t@raz~|g9}rX~w+r#MOH?P1
zQfrKJ&IfAY!BUEfpIaT6nvKc8a`mU2fl;Sgl>OTDQN+-(ed@7Qko?tPRT<1o;MItT
z+%jsZ>zbM~$f4{**xR>%-Tf;{+Cso~tQc5@J;iC+$-H#NIIc>OI%rhrX}bUksCNRS
z<Y(zYYynXcqtw<ZS)Gnatw--T#yF;2By9mM7X#LlaR-i+*;G7C7~o>9D;dts5O`rC
zePPt78@pnyc#}_v!0e*~B$fB|s(v0|n(_cfIsR3%uYbp^p!?QRZZ(kUr0BDX)2yx9
z{w0wEAz%ug;MbyQo)*&d%~&M1(am9c0Yd#_lN~*W73bDXw*C%t^Njv=>J!WUjF7Ry
z$N^SA!ri}G$1zj7QG1)^@>XtL4s*x94<NU-ZBI#y%Tzg*73q&rUQYI{y90yoUqoqs
zB7*ZwxU|$+7H9#ERd3^5bste)E38|j8jZrlL%>*+Bltl)3R!JhtvXdY9T>UOO-`HK
z=2|j`1%`gKg%}LhfwfbUv{QVLKp3x7=Ju%1IUTAdVtS4%SIAS^klHEjNv2Y)jF3n*
zAT^>afgPw8LW?oF(KF2`&1n6EQT78&pKStw>r<x!r~3zDPE7*MmyDWdPNZ2LY8k5E
z*;_PyiJPrc6lWC7;xa1|@c#VQRQ3&niq4-!XKdFtCX}YMI;dhP#p-jwinDJ20K8wV
zXn$bIoQjq`9ngYDHOEeb(>kY!q}Ghx(@tWo1{oEZW+Z@MinP<P?OwEYJQ}gQ?u#fe
z)p364=CVc0XYSPNf3<P8sj~^vli1PiRpuQkq10S30wQU$UY0*|6uE^OGg^~@P8q77
zYhnB}pKLox3zJ7Ne$GYUC?M8J)TIZA57wtk=Vb)ON8?90-3hHr_&$`UHB4SH{twod
z?N8HSr+bs^-%{T`lwzv=p~?HSzi5zjQANe<*=4DXoKyzlQ^o~3Jmzo)IilgoZO3y(
zOmyq!IaDMb;8WL0y>H=Qew9AbD{}b?nawy>&A)_irx|GqkEL8s1Kg3!#-ZYAE!nEW
z&Fphytvhg0$raVb;B&_LTCJ~vt=N3d^_#|0MJydwaN*Sd01*7@H<59G)#(s;D#kVD
zJ>Ob$_)f?kAzIC2>0ZVCN@()axaR<xg`<%4R{X2gkA`g!f2&bdX3(vZwm%AM7Y4@Y
z)Q3aNJc)_oGfzufmgt06e%ejCwnCHmRPkw%{{Rd>n5%W+VpOKxtZ)mbU7j(=(u1Z<
z#~Y8~UXq$=C~+E(N`!cM{LJoAn$2ROf>EpXP6j;<+o@`o`xqhQ8uUo?D3|ZZe+sZP
zTM$8L%O7)5EM!nB73I4;<ut_L1SI_`%4u#$3vVGO(G7Y`RyJ{gwiV*6D2-1F2c`vM
zEOY2uz|H(pJoXO`-pR_^pZFIQp$~;G8<NPG>N?kLyLTAH81yxZ#!S&=^w#d@F%N>!
z;iS1a2R|)pN8#HsBFMp+)L>-Ro=Bw+&0_0Rd$Xn#DaT|+mX_;)V+N%b*5C8Ve-Ta$
zGe&DB<ocVa$7>L3Hq9-dipe92OmikV{3}07vDIQZzqyUZa1~d#t!x5CI5%ukO{6bo
zo7icLb`+aI9Ih%*gQzsPJ@RT4pHjIa*sNh5f}(3sz}4-biZ+Z@DWN#7#yq-Iaw*CJ
zYYz9q(8>u#+g+eqQwU*#1#Jvep|Onc(Vpj(U3g~V5`3aq3df$#<_0_CZ_2%vYcP9$
zm78;=LoP$0KZSPF$6w+(Dqx&;JeV==DdC9en(gmAD-4c&v9hpld^dG(lO9}GTx-*j
z%PKQlqZMX&r4FYBNMLKH9y7R_6$gh=gYR6l_OrmmJZwJ-fHoVEigKqJyR;<am%8kA
z58_LrPG#WsHJz(!rsl{8+qfUSj%zSC6&=)OSb~PlKW7#2gj;XkVw>hwRz}G5tCsi0
z#^;5A9a%<4=~!YpU>_*lJE^JRyTHOTN9wJ>pxM!jS4XjYIn<)P@f?xF%0k&O<Nfrn
zP_G#HOE8zk_dF>-+3)iKgZ{EVO7?pBjL};V{Soiwir9afK58r#n>5YD@s6~`+~+>E
zI3NxH;=Zu>_N*jvVYxo_B+>#tUZSI7&fRfHgLgnp1o@G9WSp@zByf}4k6M^*1Lidg
z&T+xwfu`AV)uXh!jq{SE9M<=bik)^D0pab`{{TAUi;{7>t#tk>m(N`~<F5N;AE~ZN
zir9!t)a-@b8As6O<Q*R!eK{15_bS5)CDiQf?4u%iwy({OSf9%ke_ql50J4NEU+0m3
zc^M$Gw|<qk)*$7{Ey;9bmoqTIs|eUd_Nt1<aTQ?(R<)J-nYC*(tMSnDQ%kw$=eG;_
zX1KcTd{pA+!kQ%Guw^7y7mr%v!9U&GvDJw9@7x!use4pv05v6dBbAL(cU6<xs;>>r
zSr{UynF;l&BR-WGr9;g!8qmEHmCvPJvT`K*+*W!vMk>X$n`Op$tmdwWgXNXY(BCK^
z@llhvAor+}T&5V1DGO(z9Xr=GwL9F&3t(UlKD3N?L_zPxLR*pCQn%ea;2Na0B2v(;
zqqmc;$H>4Z`BwhEb7dzy*C`yL+WblgZKpN2s9uY!6CfNg?NL&l>c&A%qEzJ*nYDag
zM134rr(d1gWxINTit_02E*IIe`q!t-;ON%G;{`|ISYtjYofs#ijwe@w;oa^cEx$M*
z9-^?0WhGeQ`>S!9>?P&8^*q%}tv(B-IbE;Wm#uFJq>+S^ZJdk5RFSu7sLBqQ=C!UZ
zCbJloH>dZ9QB__L$-NFo>ML~9B}t-zjDtX2)a3~2%`|{&%H|uur+^J6G1`=VR0*-g
zdCdZVaY}ihkqGyrze-Rj$216BdeQWtb57gE0&GAj+gBXYVwV)c;(2R|a>kv-C?B0W
zj`R}b#`#O0lo&znPZ*`e7blsKh*FQUq5c|^6bb{Gk^P-0`#gS?Ef}CV*%#U4^q^ZO
zrA>-4Ky$J$v!|sWW{h^L0C7er7qnyo-90J71jkC77^Af`$#Z00LSs0mc?q7B;5et_
zCX3iP*ue^acAl}QJq0~LJQ{jOyP*11%2rnwGnR){;lvl(e35`l!;XWsUI7CF5c+Z}
zOThX=SXjw-a;G;K!k#b({{XI_)!`P`V5ustoB>`Bw{xt~@4}ZQ2+8#?Ss+-s=B)AP
zDwT<G1{t&8nzNe9Y4aViw#1`tI1$>R-HM7^#EXumrp=b*k!_m;wNjelK_fiXSuWkd
z!Npc)B;=lJSW@m`I;8SXyX#Q5&5hK|=8T_O*+#|=R~``o&e6p?BdFq`+(F`v=NZVS
zVo_ioDcx!S;~Z0i)U;Y;$C_Tf>LAqM*ze6QQS%Z5%|9JEsD(Q?q|nnP98<+t+;d7F
znwu4J#&RgYJt`geqj??aSgvAlF;3}FteL0o%}YZ}nOc;bR3ka!lr|4EtX0W@#V+DH
z)L{G5*PgX44Kcxi6r<Xcid^EAhjK+8wKAyfRn_WbAoMj7E-4b2^V+J*4>fW!X|qNT
zBB4smZZ|X907oLAdt|{IYV#?k<2^-erDG{UJ<JQe9vSnxFmvr(<?n<eea#Z#tG_XB
zsG1IX8tH~AQ8}lEgpVb>@ZI&W%C6z<Sx;{~96W5lQC`;8h~$#BT3sI6Z10I1>MN=k
z>wHH%@U46&jFLIdYBoe}st+~l_Z|?joPVhbeXA;ehp|Y1cPpiD9A!7TpVjIjFN3g%
z{AqT;pZN#4$NjX9y~4cL;qQc|&^$wNbn|(L_N^El@?8(~uS&0-%%>UGZatCj;1g7B
zBj!J}!T{$K-?c^AtIq!bwx%6e)QPUhy>e^lRyqfW@`<C+(nWK_RiQjlLI5LnYt8=v
z;Uk+E2NZw8Low>ctLv1=c}-S#lFS(W;Zcr80qSdsU48qLQ?G~^jC1UBRIyavfU?S~
zW3D`XeJh~X=3(Jo8PtrB$WPN9{{R}`qt|0-ph(yKBY7<3@Il50;m_w?MzMZIgJERu
zMa(lfk~YT#h3C^1m1>;QRw_7oQ@WQ^uA5AU!q)m!*KHh^DR8qS>Ioq@EDx=7y570{
zyMHCwPb_XbK_A1~u{94DPpQigo<dd>2%z^OppQ|FrN<o7!q7?kN&G^@bG6A8p=jU`
z+3G52vyN)FoV_@yQsz8>NUrAloDMSD$6u+bli~G)fsm50{5Y;VrFAKL9NqxChrBlk
z-#|$J01D+v8R59DOfs{Q^ExYQYYS3wfr?<qtv`*TyOKFt8Jsm(2P!dD&NEY~`9(5h
z281{?hovCvOjgjgrlnQ@gWjNsf;!XHx#Fi&86#F18bs<p8kesf@mcEMCnxf$_kQdg
zk($ZJQ&`lwU@+;x#U}0GjO1dfmp}fhayL+<(aI-Kp*ro9`cvY$DG`j4RP+?fl`7;M
z^HrrgP@JAB_pqa=XA+a|UY3pKcyb2xQC?viZs$Ig=~j)O48(fv6~l~LqtL=>%#0&0
zWj!!X1y~S_b*d;w+Z=L7TE6X$gS9y=iG#ajO%P-%zz};H%DK>i23uAt{++8>6OOqw
z@Y%rR3TjOQNt}$4?QbsOJh?kJV^!pUr?~YM*<4z~c7<kDK8@*Elj#>0tV{#UkNb^V
zMyGQrL9L7}rD=BhR^6VJ{iPv}7g(-G{IZvVeut%5yYQ{Wjk%WTS|4H0>q=ONC(4<A
z%67TUZ8**-t8!ZuQ-%z^j%u+^c@?sE*vUTOjwwK-9St~B)Bp@qzZz-lP6IRv>J*@N
zpaDt+GC&VXe%b)$o%qpmSk9EAnkhywXt08cJ5VS9#V8cCqK!lt$)gl~DeD`#B@u`n
zO)J<e#)?tafI%O7@TEAQmtdyjnmYa7PinPoreEDSNUf$~dz2u4bq=H>yDl``wkqcx
zkL6M#mTV~*`qxvZ_y<$D{{WAdirI72womC@ZkymOD#e78vAL7gjtA*nRkJEI_IEpJ
zWz}kQvFG|;i*=~W<=evU-k@>$^shnCybBeZB-i9gDC8jftNu0B+QV&bfgo7d9g`o@
zt+p$}#O5_CXtYPYh07^YSC*{JxlpUI6a@pER~@g)JouYDD96^j3;9B!QP&m0_=fTu
zTbP8726NPAuLQ3lW2YFyLj8ep2o2wmYS!#$o|Vqpc#6d%#J3p7`v#)bd`)aDSXxWI
zR^#rGUCxZ<J6Pjbm`0uMZCqceCOFs<I{Q^U-uX4oXgA(;vd1ItbI7gy^!}Brrl4mU
z-q+ql**H8?8-bHb56j-8a!pN&xVy-pzD7+mIqyb&Ijgaq#V&nm18oEjX@@zaA6j+`
zmII7&PYy*@2adG4JabEwIg4IrJt;#1b5%oN^HK>Za+IW657L|*)nOntDzGCtsA#n!
z#_W!ifKvlg!wQQQwG=4}N<An9W33zzaY><$A52t$)FAOoybkp?9m@cZT6Xd1DzBT(
zFPJ;h<tv!AkbNlKimSe!8`S2GQ06D|0PjjA^{7h@F-w}BQS%lSK~p0h)krofSmfrW
zNVv$-jfuu;!vIpK#U~=KDGZg%HD+`{=uwbh(+d&WrJI6k4aT*OsLD>vc5-vljAZ@l
zXmQ+AxIWbGB!$~fR36k01wnm(7Mp6<6A}=112s2t(G8^)cFRFMhAKphcR$j(OMf2d
z^UdYvMJIrEALU(Lw97n8EO{!!BZ3Vn#&GzM>B<t>nmTd?nU8(H)K-;HvHt*Cc^`MB
zU#<#{@;wS)3Gi0hF;2x8uTzkVjl~$JVwY}uQ%R2FK&PUDXxmDvLC@(`)Rt(&6k$|{
z!Om*YxRz_cUS?w5*ylA`+70Q+#W;^9<~;HRcg0%F<CU8)HL?N@^PJVcvxF$>`KCM`
zVylDK(xuzwfElZ;M_aRoa(i5k;^E@U?yT{tNt4YQgt={?)ku>nNfnId`I1LXI#K1k
zj;hOE^0W*4cFP&Ov-uNQr&VL~X0xLtM=}G(GgZv04k>f;w!`Z2mqTqeQcotVF0~qr
z7OrARhB!4_c_*o<c()Mxj3jo;tRsIAtB~qZvi<R1d*?dv7}W4xOPplZkjFlzQ_CT3
z4@6t2+;tT3GM?hNwbY&^3zNIOY1rMnjnC4$p@>pv4NL=yxz$F%jw(U-t03Krctg8m
zJ&i!R(iY)`ZO<FooIh5R)gz@$9+faB7-Pj^!Kx<TyfarLzC+csMvr5jRHqlJF0tK$
zGm2CvaU<za8PxKp@T!~U^YhLLrD9YYEZqVdC5={-?mxQJ^KUpOIH*{X57L6+qeL)9
zOiQ=%uSC*YcZNdekSot&ED-JOU6+UM)=eT<cYN#E*Cr}F$uxH1<!QT>BEY?HeQNZm
zK;p8{?!97j*0u=+2hyf%VyQImV?DPFd(+j7fOe<6eR}gu18Fq$A*Pu!j0|TrA~si=
ztRFmJ^GdGUf#(9I&vMj`uSe2tH6=cDBX}7Oyb<`;e~2!%D;V0;G*?g#f<ewJd%|uU
z5IR<OiU1c<jyf9hp?8Vpk?PcnSZ-u_R-tgMAz=rUdx4x*TV8E$zny97L-(!Mtzlen
zNyU5L3QZnG7{+X~_V9YJp|66BmIPKjgagv6vksfc6`ZQGvN%|?cl%xe_p_Rnb&Ez}
z`^;A~Vcp0%6dO=^!&IuX=vUO}z1h{SrD(^AMNBTBVlg@&#<;U=qm9lgGZO~lM*QgZ
z(&{g$Q+qSKSz<Z;;{J5;BzfXR{Og8}DLYQX@v8~usTr95b!xLRmI5nj9hOw|EBVsy
zQQTKG70CmcDeZhfIAd4s4u7gMq70|FqjLI+<<6qRp={EBX}BC_m$gIsjE<}_pW+{#
zCiEZ0T(W8|dgt@0Mf;9dC+knzp*#~uOc@S2HGbCiNbO~}jIJd;NaR--x`e>za1|)j
zr5$7g=~Cwxxj$5r*y-W2w>KtBna<J11zjK65R<t1fO@w|;+s(i?@H(CP&TNE$Cta@
zlTjwSn?{8D9+3x#G<#u$f;^8^$*l<dbF^)?v~%c4!q<?tw>UUOQU3q|6fUcGA;Fb^
z^amA#r%q4a)ag{JMQNeyl6bdLm40iOEfD%0$NJRPy8I0&65Y>o=idYLuPwHnoaLC4
zTedT8l^dmB)aglWW1e`5uzQ}@q-qT^t^h^!?_C4R5-sP_xPJ~z3`$r30M}g}rFrFA
z0mgA(KZv1fyr~}c9=mk8nL_^XGj*;b#gRS4_Ux;k4QgKB0^nq4G`C8#MQr3`fNRmA
z4`S1?=VE2`h`5|&dUUVJUX;t-DroH`a1ZYJuE8NeoG7TZ3@w!01M=5*w{BKE^@LDY
zx#rPdJQpHpiC0s|^{&@S*CD=)D-e=nocFE*=L<6^;O3GEofsX(NbW0XK~Hg|ZBgqg
z>_^w81u>*TNG`eh*Day=rsqzVe6g*<5r7-DLo}mQyJ>#c<ri%1=mm2sGv?P~on>ns
zap|6M+>9Jh4o4^Ps4ZiL8)QhBJ7eZ;`Q1}sfyt?{Y3KygPCL_Ffzve5N$NQDrh?=0
zr|C`JLH48=^`#0MxvH=VtaF~!?%ipna50(&H&S*4$pIMVr47>^DyV+c;UVu*;!=@(
zNyR90RMuP!Vx;p%DmhD2v1@rf=-$~FHBZeQ26Id15z?0+`O91S;L*5~)~ksIX;wju
znmI?zSq+29puat85h%yKD01CJE>ZIn2d9ZS;-ChQ6H?JvE$=<)!ShvyeQChssr;&1
zDKg5nN~{NJs;o2XQmYeC(P`Md3uKDYhmlyZF$55DKPtZ+>@jmB(WlkLa@319gwouS
z<Y3i8*fj>B;yor0zjlZH-fNt?@y?!(L`d>`fq`05r8c%Rsa~3Uomg?-6r}F$UVU@%
z0!7G%+A;3Nv2J{CsY=He0TlLJS5$Cy8HBMhJ$HI2`Q!uf6<*^|(-u9G+(5(oxdyym
zO>0oQVoaAZANE21ltC7waM@VGkMB(&U(lMhfLqE$yj<F}VtTl~&{kZ*YYdJ%h`^=0
z@ibQOl4Xh&1EFD@dsmyJQNhLjyA%j|tOIj@BS>}M3~8A#!9Jxp=_KUf{v1@x4-4sb
zI8><jJwL%dAdgq^1o1@EN~>(o<}#4Kc}70G*PvICd@k{A#=GLHn?JI_ZETiJAdV#i
zkmx?W&3f&4_}IABvq!Uo{t@tPD5avk0f~&%u}9`U3B^ZJAt3SAsym77T>Bz})KdM6
z<^@mTNf>VVtJbUu!LG<tjJG*wIY(h4f&9F56<*>Zk|EubSLB@&BOq2>_W|TwbAwvc
z<chJKK4$K85Gxy4vFptx{A`3C*v(0AC`)M0IHOmX2o<;)71OjXab8ZPj&f!)N^|R0
z6+$4Yksb4sR|)xRjxPG1jP$Y*cxf};2>fdzM?0%s2xj2*tcivk*FARn8qxC@7@Bc7
z6&UxYXK}!;YqNU-sb;I|ACnkw;v=Ob5iCjOKW?7%=!0C$00#vARnZ9aGMuleC6&8P
zE?8xKYofJ*5jVHoPu8NdwF)*b3;af@YdW6A7V#bj9Cr7v)%%!pGlFha<;fDBuc<WC
zltv*1Ws8{yMl}<X=W#ivit{Shl;w2KN}VW1HnF1?qcRV?O=w%|b1pJ#1$tG4>08pT
zQEX#Ug*VXaAlC8*Pc^G=tRrp76~cpzRI$v;cw=4h#XhH>Qv(St4?;SEu=~J@QF4!;
zdg2!TMDA+DTC*t`Cbn3V_c)$h*2iB90;dO@^sBaaQrb#hGr<@lxf^|01A^z8(}z<-
zjJW)2x#KO)Y2m6t-5q7Df@$-U&2FlnFM-;){WnvIWaI-~b-m0o!V0?Q(z)x!r*NU8
z<&hJd3}&k_Y#j8fuO8()a0OFn+>$YYQyonzD+sT>K<SS3h{tfj&$UOit7AF#sS$z^
z#ar0I=XK#BhWd=vKNYC^T$$^Nv*9N`ci~a^uww1LmE*_#?Vj|t!XwEwFZHfH>jvm>
zYoXOSnoq4@T#gNU()dy0;q)@)>F-sVtxHuK?^i63TA4Hi;;pF#IqOv+80c!!{oZ-1
zi4)w0UPV_Nnz1K(u0Hh*YFt~fYBd3V=*>S0e}q$G=~7i`V<|Urm>q>fA=)Zt`cxBi
z6*4M1vIcxqW<#1+sLf#8I#f|QIn7PKjtQ!<oYceXRGT78QeD{`=975oP0j~e0p~cU
zc1?vO)J>e68kadW6L8d<V~HCMYG{wlDk6EsNgouT^(tE$_OH^nY~Q7GR?bE_t*co`
z$2I6vdLC9L2dQ{k=&TEqS{m-AqAc#<R~@11Yi({zF{rgYOx-B}oL2;}x2?>__0C#c
zh;;X@Gb;nYHPpiXW}9mN0PNQd7bpk4cDBDRm1sZNr;3V-Rx-g<l%*?=#t*eo)@0dX
zFawe*@bm_=b?4isIVUF-oj>9omEECqd4<d7;koZtEtOw}8LYecJiC&8>h_-?U=C}w
zNnFOH8iHo}*iUO_E~7b&o<XWo+%9s+KA_;&QtU^Chsq93ad!>#H8@J?m^f-$k5zbx
z@}_jhsjWMI6I{o`6>(gIl6B&t65#O6ze<P7bSytq&qa&G_RapjCLc<>9<`^*fU|*~
z#8;R7s!q?5??Ahd_Q&H;)LDMUX!XeMt=xQ*M&IxuQf|uR4n3>M68co>BQ04?X7vEu
zaQGkXQub@0xh8tAQJQB!b6#<8;$1=`{<NR3HFZ2!eh<zA4{=AcCG#V>Bo1kfARTLx
z9x$Co8U-SwZyPU0fCEP*gp}ULVzP$he>#)R_O2y7b8Ngc6)5rbpZxPQnnU(;Tc&o3
z=cp70JF<Ej<G<lx*#VC!xTgOA!ojp=;ufjpE0SHA+8F=@iWR%(HN>~X3w#_~nu)$4
zs2?r09H5~;<vZZR-|J5gf#313Id6zFk@7$VME*L|SbV!z@Xar0a?~b|PgXdoGN=J}
zRUYRR<WhLMRG05u5&rKLS+%?AkI!)<XSQ=m(YWn2dlO#TM7fsYFg=(Wp>g7UG7REU
z=lzjhShsf%zz%)Mr7b7%$cgyXtUPyQw=>XY@w_TOacob!8liFHo5mj?jz6VwEhV}S
z-d!^vMHIt%W}PEvKBU%)l`f*>lkRkP9xJ|>o%e6gWa6qep?7h{W?*}gYZ&UmM%0Ei
zA57C5Qn_J(_#V}zsjZN`jE$m~c=?%BAMY?V1DKG0_VGuu16Z##ugkk1_!U6p`qOn6
zV&jK>S+4h*d|AMjQ|@t5jdm!%)Y`_U)rM;vnqe8Nokny<j7?d*L3=0NaD&kXDx=?A
z$a2#;`mr@v6sjsN*?f^i+shtUlS`ADVC$NA6-gmG9-Htt{zq%y`v*Ti_R>1~0=xs@
zaQ^^`*7N?s&;J0UBd>q2p3MIMkMc*UgZ>flZ9P$({G&9?bDEwB3N}S{MO}@%AQsXQ
zoxIeMLczIOoh2maHG16v<cjO3MK^Pvby`JyImaARUHratRxV{o$E9P>a9xNMRVJzI
zML4<cK5LeC#WFVe`KX3T80%IN6ST4FE0s3g&X$r^H|Jv>oeP6h^$Vjdq5^wWhdySG
znEn%r$aXIXLCFTY>dmB*>~Ye9ZvB}pngWHp(%i^W6OOe!2oe#Bqk7qJ1!F&Unl+ET
zQL)w%lK4KNw=``I4N$ty%!<UXm<I??LVdGb)w$asAom8kjUQZ_O|`zVjZ~%5Y<<I=
zcE{&g!`_JNCZD=;_g2Q*=155ek%-(n5mMX1kKQo(YQ@&eo9B4OBh4~dvV5q=$}1?-
z_l=yJLu6*SaI3)dt<65rK!EM}+kyTyTTHPd_wJy9>ss>8mT(#08Da8+>0R_`q`BmI
z_3AeHB0;HMrk`$NLJWj_)yT~$k&6;?YFpc;xtW}vGsRW(uRjrpbtHFT=qhmo(vp|0
z70ix?NP?^{N{TU3*Ht|XWH{!ffMtL+0W~xS=dF`6lJ`j;<#H)gfw<ET?<F{=xfmd1
zfyPIzXxS}jFvxdg98`&P=yC})S&nGUM>`vWdz!Y|tcb%T*HNc<gffA@1bf#6diBLU
zWn}1aTSpNkxyxGx3WuxO>yE39`?Kp>uxgP^pfTEO$gTBRVa8aITUMI-k^wla<2rNL
z^J?I#!{9wD_i|vN1p0$fau_ds_pV~kRp2s7kH)qk)Ye8_=kcp>eGVtRq>n@Jq1!4P
z^{ISYkF=6~Dz}8?jpd9hX0LdqH_S=??Raw27LRc?EHkm>T9^iTKDEzWk3n5Ntr!;%
z#}&=pr~ucz^@==-FWzX$m~v{P51Ot^>s1?qYnn%`Phwa)Rk-oDrBsK3nzb8o(yjzl
zBam=vxAE1Pc&gnRi4_ftiT7!H(_`ccemSb>Wi7;Rm0DhvWYuZ9R7j|9RC-~+6!)ea
z5yf+}t|O!3rl=$9Q)ZgjnGVKiAA1ybqcq4J(9}=V)S0N;ttK=^c_37(e@c%W=A0-_
z#WLhCiqW^96^@QYPaMQ|t>aS1HA-B^Q4QeO6dr2ozUaX<&e^_LR`h50BD!NMqshcm
z<z|JM46TvUyK8JdmuNu#8sThY!yNQHSEFgx>iS#@oE2K(#<Z+&mqqikuG}7#mEuUz
zG(RxS`_kWY6}>D3HZxq$i$8a!0!Yql3Qf7Dj>^d>>UlP(e|%{)`>l=vH6EtfnAUtw
zRkNDtl<gyU)90sVdcD2k$>Drwo!G^4*I#&%Q0dy1Y)mD+>9R^6Jl9NYqjY)R&PsMD
zP1Mz9C$(6Wi6m81!K|dt_#t`6T2&-eWb?&60mf<zdlQ3|=7Ws%q*3zoNO>Z(MrDYT
zb}{_w^l?d!8x>9tdJ58jan`hn%~n<_+$@SYVfj{Mftd9buXK9zS#l5$6*ESZC33fx
z-qeC7!TAMDd8J=Wn##vYkg&m%{;hLYmfY?C08*6Od}MK2Dn{N#bkmBl%T}wolPm-u
z^=K-)M&5(+tr`2(H|M=Xqp77iwun|gUbMIZly#*ij+G_cU@ALP#LT>c2hdbTfOx66
z?Qzmv%1_@voj~r*)rtIQZnT33wI<CHNL9~Dc4?qf$21`@rvpu;2a2&V=cihQjY@Hf
zi1nnw4d#=a(&mg*GSCV=sHIUt2FIeDRI0plO-$6vymMM388gy;2oLzJFERfBK<EDe
z(UI4_*MfWzAMsjVf7m(y0Q6*a?{)LJr~Ajr9<~ekN5R!B3%SO6Ri%P91XS?ZjlSNs
z=)#k1iB(Au0fJOjrJSTZ@lI%?j2?4Yw-aTEQ^joM?9q~5(T%#eGB;YPie0b;JyghX
z-mXIsKsc^jI+D9OZlN0s4Y&XkQ!@VTjW~N!oR!6O#wjD2$+lRuaBTdx{`P9Rzyz#&
zQb7Ax0;djh(zJ`Z)XlD2+o-%M_32p?oVzz_)RD0n#bnBQ))<FnV{AV6WN^36D&&hH
zxg}VDaa2)G;0IdOmoSWx^AW{kP3ft%O&)_LWr{Hx9&yR3wA&`0P<jE)MQaJUm;y7;
zHPXRqE#eTM!920_71u_U)!D~huOj4Ik5L?I3F0XE{{VWqU1L#esn{vPXMyQjI?kj5
zeVQZkj-*#M$8%<|#$q(&iFis5{PGOs4{9j|EpQ{eDL~C26(WkHwI#9Xk;OidMJTR_
znaER`mMnuz>raV*Y?{_2JynT6)pOj|#f8n7(r#du-6fV!xg!z^AHuMueeIJ{MK;(<
z;;Boa4lSZLQW)l&npSMnD>*$&OF?&1=9@|>0QEHRcJd8IDc!2m>?vwng7#>RLmUd*
zvDY~ZA;oj6OP+@ny*jQZHChm<x;=-&9v~3vFsXl(pIYwq-C7B5Hsl|d*1mPq^*L;(
zStC5D&MT%KENjVwNtHOk=8t0vl@#9R453nt9AT<D9cOFK%!FdOi_U~qrqsl_!vj=q
zCs_f&8Lsx1DZxq;QoA!Is&7}OIUOpLgOOaa-1TX_2Sj^!t8w(Iv14^wUX<cY$mQ$n
zRk8EcnRATQY@Nc1GNG|<Kf6y9$j<_t3G8uJwlbFB-72)l1EpDG#Z;58HJr<)R(xlz
zM0lsadW?cabF;1}a-5vifOzJsN7knXntBRokQ|Ck^GF*alRVS8orTHfnoT;G+;K^b
z36Yvoc&2BXap_V}p|C1Q&gz3dHBAZRQ;XM7md3@83@d&%%wwA8ZJ%ivttGe$03A<y
z@24b@<KiIOG=#z+2|YQk<4W-lnWv(K0IK7f^H$4BGUbP$t-A@CR3OeNRHmx#Vy5V8
z6Rn?7xtX%EfIYg`FRo1H3`p$X?;5bT45u0IS^C_|C78g$sf8sGD$b;mX9s>sn32+{
z3<J$wyZgqe8sw?0kA9cJix5oF{nJ;He6J?6BjT(fAXP$55mG6WyqV2HPc+ip(r&79
zxRh)=p49cuF;Qgt)QCu-11uoQ&^R<Hz@*R3TA3E@&QGOi!_u>@`R!Uzbgg2JI?Szg
z(AHy*nC7)Ej|Q^e?^IMap|Hb_DOVY!G)LC6It$jrky=}RO3$_#JXVkVvF5sI>~K~1
ziWA@yRG5!Sw>kEzkDpqJ?sQVvU>wj!1t{x7bgbE_6&<=zXdH@?$l8;oIQ6EQRw)X;
zw4<#c>(h!;&q`<o>(ZS_3F;}sJxx(8LU^dnNPT<MW0TU88XJl!)P|*%aWHA>DFr+V
zXiSku6)K8i4AiPQt41<CE8v*_0E*7@{=x760HY(Xd9MceC;tE=mFN9~-~RwcM_%(^
zJDPvIKSX-?AK;%4!^RD0?^TPatmva<>NuucPE~e;Uc#3obvfk@X=o+g*5W{_SS)y?
z<gxEpEup~4u3c(NQ=-b8bR7g+M&nYpam6_C(wKU6uBgRDSr|Ds?#C&`J2|S)C__<;
zlbVlcld#n`^(Tz&+JD-sL9)d5s#*QseGY2U^11e_gB3&*zSvlIJt}Piz-m|NZ}xLL
zHyc;IQMr7D6+Vf7bEfJsT-wNEl@3*fXE)6v(zGs%xB5-BmGr{hjFE%DZW(>6Hf494
zX6?*R6|#*j{l?}Q%NCK2GHUYaX?1cXf)bD+`Q+*aZm6ddnc^({;vF)`TR<jt%Qp${
z?@?;{fV8(Usm!m``c>^l^=;zcfS_?2dJ5uiE?VMtW+eS-*Q%*QmOGJ$rt44INQLAs
z#F9>Fn8g{T&TGeOncbeU(_tw^I4wLaT8Nt(1w0H=flG?CiEL5Qo}-Fj>x#1+c@?}B
z%%tovE^0Q)y;=)~;;PJlcm)&CBJL{;^G88R(v<T^Yy~AQF-<%g0^*8rrqY8zg{M*h
zN-B_<D)gl^)imOBR6`yqRFHF;YSWjkYZ4nRMR4ohtgXRr^+X=jpy1ZYzO2Gj(=L}J
zR7@$T#)fh9r6xj+i6R)Q2~^fV2;@}hD9t#uDaDU^rp@!3w9XEBs*Tk9(vut&w=Klk
z0;U5sQYYJt)qvpDr=gsdqOjts%5hV(_NwxpIjNCQMOUcLN|newR7BS_j<|yLsX+s+
zLJu`4AoZa=1tdrhr5xs%Sy!CUBnS9~JCn-EJ5yhSO=$q{QMALo7eJ!N5_3j)s0`WZ
zO)kf|sB$$>WbD9qr$Z)N0;{ZLxixMJen%AJc1*01rEJQ)yApi`U0lCC2VqqphiMr7
zYRWjt>4oY|c0*&%sjJYxZoT`~lq^@8#7#y#?Tl_Uqiu8Maf}hvS43ov3e=_4)AI%a
z?^&9pgUTa3)v(+e%GD0&&O1|+(&jWF`^0lsdERQLIjN?TG8Jwr5_{K|E!p(2R*3aH
z)S&TDij-p%Ed?PM^GTCRaZReYhvzjao&`WERVJKw6pIRYqrD>X1us_OwlOZ-)|5Rf
zHV&Tkr3v|RYoa?GHMc8Vip!I!tt+F+tk>(B&Sum$8hTQo&otBOYDmUSW{uf;*Ql)n
z_bP?AQCHjjU3F8~;H&W&)Acn`s?^7mRbQ=VJ<ghIL4!G^bHxKRjht3Y)Qsm8cBDBX
zfN2&X9MWQ)-jbb%Z~y^IOWU<2G#~@goH+W@V}XiyN?^nzG{eO^nqlPBv7iEi1u4g^
z82oBRAQbiBb)?5UQ_?cW0256UEeTVgsZ?b2sUfnF`V3X*wDnKENv%>jYE_CmpMtB8
z7~PzI%su}A^kjAJ)#E=1<5clY*3bv~6aN6{X<p4=H=2LEKSX<3Y`Lgk&7Tn6&$TeU
zYb=&yl4<WFJ9AHh677@HyQe2oS{gwpM^V=B7Ws&)!{q=96+$Q!rG<3D3Ml8C+?dnA
zs3v?5dXd|1NvclenAFsrkyPPvtV<lw0X-=NTC@KEkA>-jT+zE`?b!_(5WaZiRhSN9
z1HXFd{9~lSrAKdW>lnQ9{%4Dnl@CS(vFo3pu1?xbgo0~&a@57OIEgnhVy;=*8Jr>v
zp5#<E=wzP?K4Ne)Tj>gEa1G8p=If4vwS+zHW@S=#R$GmhNUY%UQw6cfty>L5>HZj+
z32+SZZyD?cKb>Jg58CcGx&7EVCa7zgp_#mxjw4P6D@wIFV{;00xuwdw?p4&a7rLFk
zZ<KHcrDhY8Ks%04T3x)?lPZ#^?$1^bP+X``DZo$#I;kNxE;y%wO%&?1i4G_|DJexU
z3ZT`*1SM6BWq_;B!3I66qM9<O$eqFudZi<7kQ$moS*pAJ@mbV*7fo3b($eCLQP3EM
zkkZl`1Qeo@l90!PK%^AvX^D>AN)0lcD@c;jVR}$H(-WmUbJDd&OqF_4_olBRosXNX
zYtV*C9|xL<w&@7R0-Yo6L+eq*Gs&r7mr_y)83Lo;z}0|0TvTkLhM6g%CY*|l-5!IA
zd#LoNys_z6%I48g9Jeex=A~P+ihxEl(w(q&rOeQpizXL22QAGp<;wEesKj~b3sZ%=
zI6FZkb_1F&*mA`YG{Zf4rnJMgB)_^OGB6|i!mB*~gB6UY%elN@nP5xLdXyF;g=6?t
z1)PJB1zBB6R2WbP;Yn3pM(MtVq_>&*5t^B8AE_9sYpl)&HxJ6BO;%<-0j(oa48~OI
zbVY}Nfz(t65>L{cbq3GxBgH;Dm}G9aKJ`t-i<W6>MdS}dQl-DOUPyy3K?GFk2Lp=L
zQbrT5(M=)arCN#}oK=*Dr%13Xc+#=SI>Ta*2COBrIpkwKX~>xEQy{I<NgR@>_ZTf9
zQZRsHxT^?(I#L6Q3G}K+#!_<Jmwo}NH%*joD#0eJPI56yTB{D4w61ek*7;)HD>+=D
zBdv57X`a=SECV&?RfA0TXw^<OWNP7sOt>PcGL$tW49szn_|zxSn@TrVMC^IRCV8ea
zki;4TtyRh8B?hHaRrhqM(2A(NNRlT~G4-b}-r}PNigNX>u42)lZ@>n$BR?*CR&+fD
zT{yr1*F<(WYOAsfuDn)z@YQx+Nvdzwvze_e5gF^pH6(l*jN+t0&nBU6Y|HlCkyl*&
zl}6Z%)z>3!bwgu<r^IK?--@c-^{Z2KHC3xA?sZexKxrK0Vvf|-tj!R@DMcn}M@mJ8
zG7T7@98<umKrn&nM-=B?n5km7c@N4ss<51rT9AR-lmm*=hf8@R13aHf+qcoQ*ezV$
z2YJZAML5U3K2sTDAdX3t<E1FKk&g&}D(M!=6zLz(9%@C6bASisM<J8OC9#7Rmpk=b
z4|<+GA+z&1`c~067!(ECxioSZ%NHlHo|<G)pPQPq9lTMF5LB7&X?s;Dq-5&NiI1i|
zslZbPeQDg&GnM+C=fYq48m_<V$^QWKG_Pf^8u&~903%h`{dqtBhL!BK^Et2k!}Leg
zWk2rA)t?AM6G+*|6{3-Z7!*eskEJ`MdX(w%1xfQUIW!ZrP);hm(~RP(Qb<va$ft76
z)}bEsq~zw9&5God?#`67urqp6#N}HcnuMI1P<i69Q+G7wRyrAP8s-)AWoM9$tGMTA
z6-8m&F5D7x*V3fYwEK&@m=-wMG`)pelkfXJ4l1BX2yD`gzy>HWq?-{Vw~+%xno-iJ
zNDGrLVT8npQA$cG2qPWHHbO+CBn70zetq};9KYXx@EqIoT=#jO*BL8bS23*8zTM<d
ze$DC0^;0Xbz^8vk)F(z6ep?Os@p~co;p8@86R&AkjEXJuN7t0>7aMhprLNO>Y1Y=4
zEu297hSW*)8;f4$`5&i-Ap}b|1{#*g1K7!}<aUo%QP#=cj?Q8t+PS1ri1NU#Ee_@I
z+9I5Pzbu;?w^>TwDw-123bD*Ji?ZH3?Gq>f!>+&6v4CT}f$}U;T>2zaRJf!_zO7CP
z6WqiYbL}REPV*LBTQnmsu9zlM;~-<KqLx~^nhSHvs@OH7e^FGz%796*=m$G)RpoCm
ztW-r;ZS?pt#h+DRj6Q=w+ckcj1{T3L0ZTDRW<3xc0FID@DwCnNL(HzC;838qX+Dc8
z^&FsVm6a<u!%OrBj}3ejw@S?wu%usXF1d1Ej9`k%t4`~*2o>eV+1eXCfjTPob|~GR
zI@*=|KwtgLV7co`Itar$6VMv?{Pnv_+ReZ;*ri<m2e3{Zqsg%4aCx#$aclQMV~+QY
z%6A#rs`E((_jR8a%@tRACBF}}i)geG$+X3kg!@hA5qM%VY8}yCSa+5aChjslS<R6J
zZs4EyQ(L0<x0UhdYTV6-rK+VI^Y~l+O}Nw#afftKic$Gz8cT9dL?UFI_DD{~J#)bf
zHC{%)KPnTXa8EDtv+C==852UL%??8iKz=d+x0PqWYk<3@O;%sfawa?qFRk}=%{Oi-
z^fB?cd@9|-`Px7G!7M9Q(p8}Hy|LpLN7(zGI;yUtq20sy$SI@W6>7tOwZ+zSwzj*N
z56{SA?%VY$anf2K5xBd$Ar&*0QAA1jVbG*_Codj}b5plkSH~QAJq0)6gq3SP#AABC
zkoi?Ave3aTD`+b7atAWX52dRM<~(nh`K&(ojL+JOi)eB;9u{`RCUl&(*_K<m0ZG7a
zW7T#hN8NK0Eg^QhwjWf}t)Nnca5XpiM5$k714C4=8;~uXWv(nEfA&VePeqY;hDhU=
z(Fg#4{T%a$Ld1Hl@nF;6CmLwoE@}psb+wY2Lh$wE4Q!W$-t?hwDPkXa>s{KBgFzov
zEV}#E&uBF_glOw2P*tzEA-F~`2;lopWNCBZVdgxYfg?cM*eOnFR#;$Pz<P}pv{$C&
zr80v`;~k|b$317Ns!6rbK-M>MT_n>hInOgalZtPrhv)H%A9<kR+3q~gY_?{rT@Szh
zvU(u2TZ*jcl4r{`{*D(XfBXT@TC-S*;fOS_@o<*29gxfyNT|z#l`Xp79UJgN$KHHR
z@nrir!i9YnNo`4~_>_~x^yIJxmNWV1Y^)~QREzOJPBY=tyP%GPPRp=e>|v;LGLJ^_
z>Fo>0)xf4e+CNg|wRh8j<Q|_g<DHzf8y{K&(#Mu<{*~d>-lZ;T8?}5K>58@~y?wA2
zCw2H!R@Jpf&EW&e-O~)m*CG{Z8=#anzFxcRt{VAzDCkzVb1{p8by42L%(lZl;S2%q
z+murCM6u}j#6OL|XTaHOA)@c_0``jm!QP)R&~fqjDc7ba-RImYXSIEYkfudm!|40x
z5W2)pA(d)KMY?B>P9{1Asl<*Zyi}<$jQN(IxZYTywf+B3QSKkcSwCQhZ}th)v8ufP
zp>Zq3;^N5;H5&cRr)Q0tVh~c)1mLii+Nd??yO`G|4*qJqb$xK(`r4-noV4BMtYb*Q
z2Qt@5syUthXeklv<?|M?lVQoy>3OxiFaQvy2!J2Cl$Y(2O}f7#lLecV?WJDk_O+>M
zG5QF49Ru?xtxXY$+<~x^8Dyrf!-(yLr4Mo_(z@0n-{0|$`rnuZxoXrTS$gp0(9iI5
z@jhoB?Yw>82vJFlH$pGVyy(}lQ^$*`kc3xvI@(nFtV|*^D1&rk<FC&XABA5isPV1N
z5p{nbP?z#x7T}{sd1T%JJQW{#QXMVZzU6+Ow4Tiv*do>vimAqy83IQ5C`qne>3&`k
zLEVr&$p$gWDvbAyhU<6bEV92kRTXGDm*8>U%NbvcoKbz@z;lsb$R{xLK2h1KIgIz@
z22zaMc@%eG7MrgTuVFYENN3W`W+?&7=BXdJnoDuqM1szS%@P<TaYsgO$(ORp$yap~
zP0aYw8<-Ap6*QVojT=}cl*_I@RG#l7E0e6q1^D80!g6lh8rI|bNtP4SGX}#zG<^Jm
zusc+eRK+Pn2oVcdN2|`s2dLQL@rB3Pzvhth+2?iPNvq{s2|j*L5}>Folu-KVc@wAR
zxl`#@<(#*(by6?C)vItN%*`;qxu802h3^h=wEy@P)V4ao%gXBPtn+PQt}FH3Yc+z&
zSS8f0-COyFLVu)q{MrA=iC_L<{o_2QsEB487_N20v|m2ukCY0sP9aS78%nBljr79M
zPVfZxZ@QQN{^Q9$u70TCC8H-_Y-~|&!SZtF0BLD~chh!Dv%eYGd(HMsuZM3n4^`ev
zVW733*m^2nw{;xd&9g4&C-!*Wd$e!oBGg-~K3Y9HI_jt@c4&zGt2&>qD$`*YMO(7c
z480D%-(@k66)jTU9~%fAO=25UhZ=`TgTZkC+A}<0qgjvLXgVSgboww+$bEj^kgp_w
zm?wOOpZja(e!W=l(NZV#klW;}tCw-J8SVJQuEFe5-OE>*dqKQ%!1vUprNVUsJ99%|
z{@y5W9wR&U{iX-9bS{EhvF_28a8ie__*Xt_ark_*Pm5`2xQ7G-_JxpQ(3m2MDyI<`
zGv$Ua<XL}l%!)2Frf^_e7K|cW>?scXFP|>A>|>IjC@M@|o2b31s|+NHXBI8THOtnR
zZu8TL<UUTR*0cKHSVJebRPzwOW&nz=AFpWf)ay#8@zL#ultd8`dfo383`opIoJ*w~
z>T_Zia@T0iD{j-`(?h}Gb(4IXybP$jtgtpq7CGY%<QJCU*VB}8V-4^q11u*{4Y8>+
zJuccVapYNDxbzqztsReIJbn?~%9r#l=TM@j(bDvp4V+niDN@@jdhYb;BQiAy_}kKW
zpu1b*qD?v*n8}~(yrtK-!0t2%$Poc1ioG1}ZoRV5^iU!O9a=0NNtu2Tw@vDQZl#?1
z$d?j((*UVk5VwCTaEpiJvu)121T(Bx51c%n9LJ3s+i2+Q5=@(T6tX7UMlxRUoi~QN
z|9s%A1P-^==u|sX&l(YKd2rk7V{Tq{Y?)NfGr6fj6((cNf*r&MHRsQ*!nwvQb7v|I
zQ)_*~vb_TZhQaZ@$1ATB6kxfAPp-lg#Xd|2D7_ZEZ@}Ds2+uUqc#O2$s8iYM`<>r`
z<?jmm_k}V#BF<3%SG$EKkuQsvwb%~7P3nDlvbDHAGCI8uJgW_@JKHrM6zMg0$bN)o
z*2v!~(y73`XHlIsl1JrdgP3TDm&+v?0wI^<F*HZ7*&mNDgw6cve)I1Me~e<}%v-(x
zXn<638u{jb;B@X(rS5;=l>Ei{aDVPOtBH`~sTKbe)}F7=vxwfeH)LyZh0VxPxwa3{
ze&21tAgTpzG$%enRIzHmkD%M$C)N7tK0kO)s=3`H=pvSFP{N7dL;K5QjKqax`D7};
zJMrh<ZjLAyAXSt7GVxJ2!kh~wv;K5E__q6V{tVrlyWqxiZY{an^Vsy|tJ$WT4h8?w
z809~tDt3c3V(Wg{%B(ZH9C-yq?#PjW4^Z>91x0<AMZ4Ca!R;y$Vhc`DCx!)li_zv5
zSY38waV#b7dyOb&ZTWCf8#EZA4HRJv%B)!Y;>d`C8#~yIqx8(jAY|AeKb3^o?i5!b
z7=0FT8_<jcXFHaLwq){lJ{kV(Wv#n#J%RC(0juK%W=qKp=<RdGAu5Jmdx<65`Yqg{
zcv|MGRqQp#Gj;e<;wcX*$%h}$dx%9D?4ad@IV$jA$gTxZIVt-q*}FzjKMe{%a3S&Z
zAatdiA?n^4BMN5%K#sw@0c$%_`X(#|o^$dcmTn=*&AgHSEPYY%KKc5uX+d%HlIo1H
z3M)DJ3)Yz?={V5=qnp@aX4p`$0<6L<$J~XejNl&^g9;s6^J{?5o&e!}3mW?VW^Fyp
zW}2%M96~@@eO`PwJF~wW?D27t<d0Cb6dluprhJLTC0?0JN>_qgQS*V78`&J=7w1M%
zi_^v*b;oimBgJ?WL|6-EwvD$(ZSh3NIPTHWbVm;c5tG;a>1~`6w%|d_&}yDF+mP~l
z^AOR|;gM0P>#H;u#p|C<DbJUb+?wp`^yv-hn~pIbB$hXW6CPhP^~uc|V9<g^&UfAC
z(t_E`8V}ZUF>PPUGxH6qF?SewpE&Z*<N=!-u$tQc{<}jHj?maImhAprRVCS6Ucmf0
zxZ0qg>+Y?E%7Tk*V|A=nSLMImCU*KqyLT@j1J%$+HpN}PMkIdt&{L}KYcpUc!BmXq
zhzR2ax$IWi7a0YsT2aHT!8+t-6E3PZB-rU$taT+#`i3%5IHUC<2-Pa`i?LufJdh6k
zmF@XFPq-}XRS-eJ?e~0X<BU(sN<j%OgPJmJmTso3?||P$2I+`A6M=@v3*U^PB+#f3
zZ+~Ivq_+|zn2DwJ7nJ}6Kv!!O-<}E9$i5pp#Q*W`1sUkg0Peipg$v5Pc><^c$z2dR
zr3z#w1a$Vm96|@VKF}`y2}OC`r%RbO!&u1%^|3XZIuqj(-V#hlTsTnm7-f*V=K-Fn
z7?-X>p1Nb-u+yzUq1;C{qMCF4E^e94#`2*IaXurimD-Vtu0p;Jd`QoLmSBKw-yc;{
zRp+;w_QalA-i%1iCIe2&LiZolKJPy=eq5WhgeY#D`&#AK`_kB+kB@TXV6&;Nek^gN
z6qAQZER<J>H0fHGa<(@G4=?($rWay!C28xwx>`fAN#BoQQ3WrxH$xnvA0@7QG`R5Z
zWYAKwtv_g5&t0o404}$V0e$w=3TdkOs8f(p36pmEGO6d2!PKh<mp=YvlcaI0>kL$V
zohR9wyRNvl*a{@$-o25orf&uq+iua!Q+=VK1UR_<)KOlr)U}kSkKa%qv&x@{{@!x$
z$Q(PH>LJFmYU}5YYl)fzbq~Pp{vMVh?HPP%l}8_|S_XsDzYBw*O6li~w?g3RhMl5D
zeHp)aKysM_Xzi^ywWFjb|G<4OejPvl%cA<-=Qu0LO+c#mKbjZRilX-$FT7q96SY<Z
zt2Cd3|D%bx*YrbaK=iI=N8J}7n@V$y6hHcUY3Xb_i4hB#SYDQaQ5qMm;5-jBVi;2o
zb9F{T%yXVTcX1F9q)JQgxTQdr-^H8>Y_-S+KdetP(+N?qc>7P#qz-*(M?l|r*CuG8
zbA;lV?%W;^kLRNehjRS`QWNqY*u73znGNkTeN=e)^o@n$-`IrinEh($CfXUdUCbG8
zhNQqlKqKty3-uNE^pKx(!Nw{zkb>=La|`4w#+XhOt4gU1F}r+&F~<<#f2o{7q$}O@
zBU?A&`h4jI6WvvLpC+U3pZF9U{M53s=h&>$5$ec1RwI{bZe}dXbO2<lchiM0bl#T4
zOX|#*VPT+DxX~x(J3boT_frf>&#|u5l(ZX*Rb}(ph|TauA@eiW!rbiZ7)d~PZ9E2q
z2Kmg2q?1!(5RCU$&W-fv_j{fSzU?4yT59-|O2yFt!-5BG{Utx}6?lYe@h4Md3$pY<
zut(IFc7Zn?894*lGZ>YZ^hT#2Y45|Ltq?}GT=fA<`2}Y;p~}<XYL-s)?N7_%gDaHg
z&DNi@+1R%>IZY4vC$CsNGV@lf2!IbYoH!UgAO2|*K;MAQX6g8*#i*Mcy%mqm$3$mz
zn+iRi&lN1;J4LeJlPPMv88}!^6#m(VG+AK~tCAIxx<HTK5<<MXl5^qBfFX_A@@}>S
zU#k=8Jqxj5rW$Z0^;P8FMv;H~z?*$tGcXz>Rql_1Sk<lf%<`7ASEfGc;C?%lr-CZn
z;nUuI{8jWj7qE<$$BQC0W28K9iENNsMsSrNHF7sNn^?|>ZSB;l_CCXZaod7EP<jA`
zypGZu^m)|1M<;ptJ$!Pw_{PuvM`R0!1l3BsHc>-+M;r2WA~<#PjfdbK{@y<WK0}P&
zZoHWW9ooxPgTyUfob`!d>!KhyVC#?-osLN<4l3&fKJ1C<luRmb@)_Eqz7~tG!}T@=
zk9Y!;gN_i11_s_QLt5hjp_lSyl)s_nL(IoZTFq#+YtC?o-ZsF+jw<Zyj&H#}Y3@&v
zGWr8PVY?_%5QibT#xDK-1~x&ptuzER@})#V&&F*N^MdR0fL(eJ!G20X)K;rsC-eMJ
zfFU{W?e`*v0%BxJT~_C)V5O+y*{c+{E@##cQ8a$C_`gzPMDU4@=*L0i_Dg~xL$(ir
z%oVCOrtY6S^H0^+aLPi*y3;6q3A$_~e~;6W0e{6dVb5tV`rl09cJ|JSaQs``;2m?{
zhK!8@9h)nHuoJZ@HKNGIWEnrVxk|H>=*TImz{c;z!v(U{aEKvRV)|`I#ovwhTkV)Y
zoy+_72mXq!Kg~Dm?Dp?2G*mj$pEb*+?5Eo*1lQp*Q%@-K;y$n!7u^qF60b5thrz4A
zt$V(@l@usz&Y7n9Pm4JX&o{^f6v1S6=AWqGBV!r~V=r4`9nj4mnUZ3GJ8L7=i9f6z
z1~hq-RN%xg-98jwnC!&9>FJ;J5ST23h7{^Q8r?#6)Gg_P%*o@jCLDElglh?cF{{aX
zFh$l+Qt5;%j7}dm02Ah8zTdLl2ocWb>(uUXzOb)z8*dnI+`$B-s{c*<KeEyFMG^7w
z|3=meP{i;Zn}_T(-6UEVC$>QJQx>edPQ!fk>y0|~GhCtBn9tw2I@s!^#-F5*4#j+u
zf1uvg5tC`XCdGxJzqxOJ(T7UEi?o#YeecN@>1%S+@;<d!q-;zRK^@33=k*;9%74`A
z#PP}&UB)L%qr(;dj)6}ehr@aHY^1*$)AfiCFhVH658HF~d$93$l*4a#FXu*$)wn8f
z%;U;!qLh>nA(rQ23;aH%r)s-M%haB#+)_ICr>^x|wK|v#Lq%D>_0EKz(jr7wzh=it
zk>gg8ii^W7R}Q}aXku&hmvFx*0h&HVf9C`W(CmwYa^tnzQ&%n&Z)<a1-nU-fq>RIP
z52LX#NrJmK01l-Az+v>>Gyons6Vs~;M~do5K<qb69-vBv0n)Jqw=wGIDBG#fy{Lh}
zDP-+2MwAXL+B#b$N>Lj0+Sw;9lDn~Mb}eep*UsQ;+T?gU`v#xY&ocmp*NQP#ju>I+
zmSX<Zde;O4p9YzO(^GOxePUH=bBy;Z-cNVl^Bj!=4pi=h?AsbBcc;<sI{&VEbrdV0
zyZY3m%~5<~Yt{X?YtJ6V_KQI)TEjx4&F%ZDud9E&iRRtkb1`M&{!;LhS}qrR6k%7s
zXto>3_FRmg=%~>#mv;MsfA(`Jq2JaXltsRPjg|IH#?5jxW5^Kw%ix?(JZ!D+p`o69
zRo&kK>o3b03$$RvuX2sV=!`Ef^<Fm_Z^>h#|Bt4|m)ki6+pNS8*2<Zk{#m+OGo@&j
zYeq3RCUg;&RWjfB>Q_!)p4EoiEva;_G00JkEE0b$lOL+Zzx#C8oX9B_xH?P93#{le
zyX`KXjDvKfG+&k6il3<YgN{SYer)F7xq*x$Dh<fcs54orl4#778F3~z6G<4BAXB}o
zwQPwNBGnpb`RpWeh`Bl`oM7x4rXhJ`pt17@P17F@H}J;MVp$=y)J!+b4Mq@DNPWGO
z-Y02-bEQ@<$FkxaPbPI3Af(4I?SimIeus3MR^`2$H>@_|f-DWdgR4BVej#Q>(Z%8?
za)(kotW49#J2!oJ|JgJCys-59JgPy6X-OhLV&J=6FQf!nysJOFH7Q(qVt!{6A@8%+
zpDD!_q7ave*FtUUk42yoM>&dK3#=Hi3bFoWvQ1M3??#oE`gVr*@t~+nq928n1UKp7
zG)`{%{;ZML^l#p8-Ntxy9f(l*bmDBk$KzTf#&_?Y{t;VvT=&qR>&=si0qqE;8^f4$
z7ZZ+@_NQBE+tzr48nTU7(Qt$Yt{9<Bm8<M^%-n1{F#cxCHPNi$HH;0%WrWnKR-a3<
z(s#!+Yx)|)rfcjX_@zjRbx!t;3Nz0XB|>Mc+9^VP+Ox{))@|(Y)+f$BCu$n7^@&s7
zuFtT2KlOV}Krb%keaE@LT<2?ZCO5l^-xKc-J$<_<+G)ey;pNw$bKVs5nOmCW3cA}1
z`;pvvHLTI{w``F8BuBzU7g!<bd9M+V3X+Sy?arA|i-~+a!&2w1j>1bQ^_*R}^jZop
zc+Rq*Gfh#H8!ehLK=$f#OI8M&UE`iXovGZ<^j?(56GN6VlLFnJ3hFq?HmqzjqgVu4
zMnAtzd=7AWypZ>Qo894iTHji@g^xW*-DCgXvUkW?153>z($as#f@n^mLb2*$0YTN3
zDz^wZdwnHGi%dW?wFILfrTU9bh=@Z^Wc=Ga3T7|tz~-Yd`I$CJjQIigC+Vr7vcDFu
z>gKx(#SO$b@<_d!K=)9>Y2Vq^YP9<xANEjPu3C>z2ETXxUm6RG+W4oqrXwcrJNSEd
zghd4*xk^wVrPpL##^xiGg!FIVZ_Ql!IyYzVOk^u(Dz)+5PZ8_viRMo;F~JY}jBI0G
z?($?}G=3dB+O*ea=>GizJz3ky$&9nL-|$CFldk?z!5NqMhLof|`SU7oL9;xeTO<nK
z>@;EThkjB$(YX8oxq?9&JC;d@(SzRRmM22ilNP@K)kW2@=}cDRvIS%_yHV57>PuB{
zYKXO7DU$ODGj|A!W_4GlFO3v9m#~B?G+Ns|U3TH+d?8-x(<-#yh@JM(gXed^?b~%E
zYj8MP7<KPU!%dWdAn{M}T>sJ7ThwN~25sJ_G-ezEI+g;PZxkVpp@6H(bu7$6H9+HQ
znedgw`C5!9NGKd9)sYQ#>JTk<G+K~uMCH7w(;?xPD#d#ELV=Y$1@Q9D1p`&b?H9ru
zE6)aQOG;$>R=Z_e?^{Te=MSpXZD8D62ilE7V9|3=?bLUHhC*SL5AFxUZ8bRGs;d4+
zbDt(JxjX;o6ZB}LGQ;U#Fr~2`WhfT>)`>$<bLFw>mY?Fav!UO$YSey|*=K~d36=@&
z$<@QlZ)$>Pm=W^5i$j$3zvf<J$VMOUaUF1?*dr<8q1dTJ$TD`n6D<&q7Ch>a4sm=q
z%-;3LS6bI+{QR5NHF*ba(Y2IEV2M`+*M3@1kk*ssEa0!4x7lWx$D*h2<}7`LLRPNM
zzzVtFDbOP^c?YS>>Uw+Njy~?TQp7-~-j5D1YyP*(_Rsi(tSw|Q)wSlj5cltmxGh?T
zQzwDY$_XjvD`$0#_aW5)4j0PTbayfo#GAtGX8nO(X&SK>S+`vdZg<F7eLh`h$w6Za
z04s^$p6Qy-E(`!{>-bY&_6*fbXy(rzne$nvVOTrwaG&7>I#@c`Z>v-U83LFrFF!G*
zW?Vt;Bjb*&QeDgQ$)s`?v^*#^bqkB$s#cWl5T0okr}FE}CNeBI@x0@j@tUAyZmL);
zQ1Utp-&S^5b-HJ!q^WK^Q6sXJb-)6s>yAg(p;|g!<t;kV9NahE8s##<y^QT#>s@IR
zmaSYz$V7skAgq)%x7javU^@0}+bZkt+P&=>{$8h-|IyUC_RDXS*~tA{{1<k}6GeqM
z$&W;xzuXJB<MyGl?M}c}L*$nBbLN(wJ?;N!#t5do>hsPcQT=b8cqqKfrKO54Jo`Tw
zUgX^Ka#S=u7NKS&6cJT!yJuYyD7X?Kc6(l6P8gaUKtHgkraQhF<c#L|t|{E}>UXaE
zuT#{)`js~yw;NhVrBWX@3Uusj$!+B6wo#@dV_t+F{2Odf`2O|UX!yK){p|SAG~=8a
zvyD;gK99$jeT&<G((=xlX`|WP!kQ9i`IA*$`CwlPgjd+jJtwn!t4He^n%gCCKj)+3
z$_Qh898HV5naNI=Wx`gkbjq@<&j11Q?z!Y}H0I^C@v-QF$W6x8tuGOVz8Ej{S)$+K
zeWw^KW@{I5(*?7;BD7J_q+tQIpDVt`u+$5(ej0mByqDi22$C2^KRg0BzSjCO`-Zwc
zwt6A^Bg9MQMQV#4{_@u*h5u+S!_I!4DBLX<*>BU}tCi2>Asx;ndSp)ti+7y)%lm#z
z%7jQy57J`r9^T|}nk#>$-mfKSUEh_G0{(m7ZBY<2QvL>Y21532<=A1CpXQ2u{u%Ax
zu!9QsC?5Z<H#Xs^^;QFVZ~leIH;E^o%{x6*4>lj~Du5=^EWTywE!3!vO?<OSeW>@)
z_BU!(@a5o!bmG5gx0C&QPLJy?9!K1IccNe{b<=fB0%F}rtojfu_P%ne5o{u=#%?TD
zO0|$EU>!-epe2B7J{20sU9GBt8#N+m3BCaRB3c`{w-h6JpFzIAQjx{R+2fR)leZ~f
z@Z&0V6jj#gYupt%SPP_qY=~_zG`4_t--cDnQg&OBLobeOY+}|_Twy6m0K_qKS7B)2
zFf`p2GAG=P=3U}SSD1^xn5^-Gt7eUz14P%n1ZMm4<Lxxj`!vq5`VTU?wgEdW$`zJq
z?dp2D7zBoT&85m@5R8HA&Fl_sIU*$?+kniWO=)^10WeK8lXa2X%JLbo33w)7h;4gk
z+(By-M}YEN;GZadpmPthDp)+EtekbwV%z1W%)g=;xHl2sYfWx2VOB_MDO?eKWk05A
zh%VxnndVD_OE1+upDc|~X!z8WfiK{uO<#==asw8GB~2!lmUmQLOwJUUA!6bc3a<$G
zd=cv{rR?^t5KIQ|QUh9eZ~|t-Oo34?RXYisRDIXn0n@iMK(Oipa~P51!&{4j>f$l(
zW{2w>8hy%I$)5RY<D-unD@pVpV|8X~LM)R%d`!bnU9YAOJ=p|DldbJjw5K&1=6(rw
z_9$N}dX^xW?o*MsLOmwPkf*^I@31tH4S~6)#~aHw;U(O;HX(~PIa{BzP^9uPnTR8{
z%jW!Yru>g~hnt<=HEF%9;~+pnOb#5+yMzyQ#0Vaj>Siug<QNtyAQRuO_y2nE`L<10
zA~msw0ZCNSsNYuHAKLNM%tuo76w8IGg;-|QvI%|@vl@Z3k+JYPj5i-L8FA~Wkzq87
zS?y{X{z;9|IoqyrVaj)04P<%a6_BX|kdi)&&58S7u?Z*Fa1$=`u>!(&jnqh(8_7by
zC{IaMTy^+H{WcFiFQB^DQe%x>)>21W`V^dL4!7QL%ONYrL4Tv(yg&)6$e4MqvZY}A
zh{f~%^Ah{?$6Z=wF<~uq9a@Ks$CC7a!-fAh&kpV${7#}?gcwg-!P~87OXHp0m*-nG
zK@;sm;Zj)xcg_?Wh@-xj*QfH<oIncmj{j1+{i9#1y0ok3Udhx+*@w-OM~%&G8l`}K
znRCIs-{GA-^aH7jZyl#xTfQdnHXFba=U<HHOeRy(=N%FRD+wS@W|MFAAG3W8jb7%S
z9LFMp7n_XSJ&P>^r6><&>Y&VR(~Dvl^LzWAig{Um%R8aJ!#cW*;)X7Dz<+*k@Cjbr
z&pdZk{4^TX0@|<N-D!H7s)HxjSpLjwZDgBfy(d*RvXlPQemy>MsFwapkd9`VuNqH?
zkI#=_F(-rpd?G1}VheYidGdHuSmJN6);n9XdjT@9kjVGLVwIIAnejCrcf<Xg@4Yx&
z*Xqr9@@ur&pJz_o_xa5q)E}v0&^VJiv}8WF)t^!S^33U*$0_YEpSSINcMEA<bF(<6
z26(*Ti);>intJwEMZHXXJStF+9MN<B!lx4|7%sugV{U#b_s3+N_r;C9ww2}9sldh$
z+B*z2F1gqKsJ$O6jSVdrS$PtjkwE30ZUtom&H)%O6h)E~Zq+8-iAIvL!w7ykOoehp
z)7Ujd#!@!Kn`<aTH>Dm{pWrhh4ToMBfre(i)ExbEsP5P*X)L_nVZfvuEM6m&I*Ar9
zTgjd`s0V@2U~S2&!Z^-O`e&WO4L9a%E<NG11hH1Ef}nu^-D&a}VG%w!;UM!%SkOi@
zO25_e;oA<;ET8m<hWS~}?DDrQcO({V%^)FjIr87S>oUQzlwZ3lT!&{p+_m3p)Y(jJ
z_!#&>K}&frfYRQ<pzKfCJ8l!)KsiLUD5mv_V`%MkiMOEwKEkze`f=74R|63c%!f;6
zoiB7Lol_EH%A8BzoSuY}b<u^Pmb}}SN^j?kF7QSUU9q+v2<7r~Ex#j__XK|4)I(Nk
zcWBIi;n$B>-;p(RWI+qh{drSB7KCBf0zXy+(;nELjM%qLO*A=TpY?|66~a57IBN{N
zjY>8Dj|Nr^@E1L}tQf9lXL1mJ-xoo;Zufd0uXzqqnL^sab?@qUpufks<($ga-hg)h
znok2;t|pH8OuPNd`Z0eX*~kYk#eEt#bPh4!T`5UFt2ra;L1I|{pa<8BVf4N{eQd3C
z!)##6o-xW$dvOMCz9}G;fV~(K$MVS;s#N6;D7P`h&p-xtwJ`at(X;Ghv?fHMeV8g)
zzx5M-ij-T*0Q8QBY6Ka{#hYKo;!IeZMUjI<#bh})S*l#PI0dR3O=&kuSJ^?=X@Cxh
zO3iu@y{HQ6W}U>vNK*|d#$6)E57xTohv?D{)0bB(atWM^l*Y_e*~{OL14sVgQgn*m
zYN{lnIj$9QbfPjFMni0>cOCRM>ru!Y#N(;EzpOw=rC(jYtTi%iTox~_2&Mkt@Q^lr
zSaI#E)EFeEZ-nZ}S%7_~Q?}G-OzGJV)9)El-YzdlJboa9L(A2#KKxwSJowRQEW}O=
z5ODL(*YT3dr!_$zFJ_gVUf6H?B|Y*{z|QA>5T~nlc@CSwGU$yHq62Q)0>q05!OBEU
zuaj(c21S<e=h1#A+;Zh}N}g#xCYK(B<qbqXNNS1iIw_9Vh<|Yh<Ah@)^)hoJBU{+w
z$2t+lwdrzf=+kfwA6a7pDm}>l*P})3iqe=^2&$FtA=|x2X8Z{yh&lG!t6RAama*=T
zZ^<lR{fCT0?Unj?-u{QO%6R>16{5MW76W&~>5}ZvY_gebkT3GVuz#6>#jo|pMJ=_|
zEM>;NG8=st(&hhXDrLffU)+EV<%Mi3#V2DKVIR#nr~zO}NN6?$9O2~1(yq18qS5&7
z!&5o2t>@A+3eUo)s13c%Q0!N~z>Mqxyku3%p(QeIE1R*vrqr?oz{Hpxio4uN{|X}?
z9bduXT}Nw^UBah|Daf=1@+$`sQNr=A^mOuxGtuT9%q)OI${=VM>unmz4H)C9tFP^@
z{mvepjioZ&=_J=S&jbV#50<`!n4NzHG-g?YsUq@41vW&oLu(Hc4HSD3FJN5mh>G=R
z@X(v_(A(go%gt(lWu8Fp2L0BzrPZb6D14Qk7^Zqb5$%+_l00tsj6slqsDruVu3gHE
zLoUQS1ubso2-U?C4d`Iim=9d7BSB_-r3lLW@lhUxq!8TJb8Dbo4p{l!A7|ZX;uk-N
z-%fPlzGA(Td2PYJpfa7-y5*ZH=Djsdkp0DzJaZFWP~Z4?QKp$?ULN7z^JaMVDt4nj
z`m9T8KzmNXiut_7o<E2q=8i6UN^V9}k^2|fM<pW)?ylN8!Jyg6p{pV#Okc#cRo0DF
zN%rg#WSr)@Qxy1U?=0u1%_>KpRYB@ypm5IfBOcNn-CN-VfsQpZ2FNOCIYmZUfU-<V
z#1u<a>AS}gVSP_lY8ZN|UnoxTn87wU2V{iyO`P!Tl65SPKozIv<Bj^Q>-k7+>T#Z;
zj7%01A`?);n2LzHhz$rWL74?S%bbSgLbhh+KglsQ&h9jzKD!|{#XA+1w`&mq!Ub7+
zCqb6Nlq&I{>nkNI&(uk-*~40>Fs0)f`XZJq<S~?Mxev5KU*2lph9l8Z2v5}=vrE_U
zgGs?)T-0DAe1291e3LWXD)*QcLf8R$P~Ch!D`T1m+`S@&3sruP`J+j>wwaw@?(y?>
z?)*oyqPV9s)*_XH-<jAmN_ya!M`4}s5lm+qvn0bqPChQ!voWjQj_z)eTK_W4dIKdM
z=@2MY`1y5K<(%0kg_(_>T+xJ)SjA|y?k!qpL8Sdh5>=ci&h$jICLG`4P>VyGd2?~F
z5fPD}lwF9@N;BMzc<BiKAZ*0b#iVVE5DkM_RPU`mN5^EEO>EMKn=Ty*QZK)iHQhZ;
zDPk(mC;1}5bJbG;+s-b2^Yh-g(s*0f?#NX9U50yd7&k+*;^b$w2obinelxBIIWKve
z?Z#uR(rpB|&9(8aeUZ}&1UIl#Mzw8ElRPtw&kb7#TvDdZWVRQSoy@VDl;IsUE)fv0
z`bWyi5Bb9O3$xq!?AyxY4l%*A@&9P#oS;#5Z`K70Ie&N!K@cQc2T5iyiKUZjg^O>U
z1Vh)cRnM2YF!Fwmr#gVdW_70d)EpY3W*%3a8<uK9v3A7jh7dr?wWn56*Ni}mxLu?B
zpeZxJVgCD~Z{D%_D?#R>8222cnKIc7nsFmPzoX!m5Z?8^7&o7l)u#GZl8M20{N|Jk
zO&S2=J8`+$MRrKJvE7-W%P!%5W-Y$l%-6cEwM<d0lP7k!QWcr{6P@;c-UhN927<t?
zga^s(W|vAqRd!!y)U7|>0H`;AjJFyTqvJPjB%bKEo+)p2)uwNai5%W1Qn1C8YqA4!
zaKk0sw7GAs1f=MA3CD+YOCKMUY;1Pjy}2&sUFXIPlM3zzR@T)z23g%L5b5ZsV-4yM
z$R{7VIIQ-n`d;_{$|B2v%Ck>3XvFl?H8gBy`n2@xcpMPC!oRr9z#U)7(;gkzzw*kn
zJv~{q37g$_m~xrDcU+*djjaYXKD#of!lKin`lQ{&wf(LJ_~y?B`>TrA`E129yDMw4
z-s0I-j`MFXY5@6F*&l@Pv_N)BLbHOnIv+U>@*e%6Q8@DeCYMgusVWxjea`?W&mY)n
zqeW9D;iacG$u5*NA_TdB@h()WQD*e6qn??b69B6?CW<TWUTmi~G3!!!6_(x*a%_|S
z5s;3wi>Slu%7Yg3$9ZdXqjqh$eMIQ=bDHe0GotqqN_wUTmOe#fGm)~-fcbil%I>W~
z42TJag3-zHsaidSV<Pv><n3J*2xk1Y_rN1w@ecZLJ@Tg?HBiEA6bSa|$JCRw*dyvv
z;c7hXFQg@DIa_A&In00O{%bLtZ)2+Kg1WvW1M^4JIEXcuGApI|0RX$U8zGqJ<hWn|
z_xH`_pM9y(vMmzpxY&raC_b_KUf){QM*?0axivCwJbV<9b<@#cl3UyP?-g4JaQ}{8
zExQlj_^FC;n0jb!Q@XPHf}UbN^4|$P%>}SnqZs)_S7X1y($_80HoXIMV6a_T>#^aN
zzFz44$w9P+_IRl2FrZ+naA8zlKE&x}Swn)AXO9r=5khS1CYN|e(${kpUzZI?^gv4Q
zu|G@1tx%hVZ%(u+H05&}^QhrU+AQGv4||iawsD<bbCdZJ4a=vWJFEU=8GCGBYV3b_
zw)OJsL+z>L{6lBdr&s+6JIqa&ZKd(k^k@6JbvXjuQH?k5sr#qwntKl&VKb^WYD_v_
zL2NDb8ozZ8mRM%f&g5F`Nj0?y4psB?e?A|iGO8v{gh*=D_k8QY{hDZ7O-5W*DZOu{
z4-pDSfVXmNfkME3IJ;Y1^%6#HtE08Z4RTBn;v*#z5xQ<Ea(VORn$QV;bX<f6$i6MM
zAVvflf2I8j)s~~$UcXqT`SoKOJCrZQaW(P0;aAvKY-}Af#i!|5IgF(;UX&uxS=sdY
zZcXGxutCm*@OTD*4kdCJ|H)_y0H?O1s3OjBHML21P=UL~nBY@_b(*`W3WSX4y{J#E
z_wE>-)voT;anU`))iGX?tO%<CFrpdPa|i~do;Y<(hANgz<_WSe4{&UiT|^}lga~R~
zKDok$GH##mT0pmILtg7r#x;!;{+J<zrs+bVT<-#R38=1DQFfAiJlH9VD0js0mzG9z
zQoOKk$i9<oa>0k~g^~K-t;>n9S#w*dQY>YzBcAT{S3cKXCn-}lkuSkM{;^Y!5`)IM
zoBsB0e=)q%URt%MFn*`Vf!$1i@A)J0_JHlNXmZcV!Yh=z(#fZ=18jh8quZ<8A2z?r
zv)n-A{H>Pz{yjG~UZMQ+_*bJb0rej%oqb3vKR2L#_C;&^nmgx>J^S_-5-mPk(^xoV
zx?}*J+X9RJWet+b^gGAjP+6r&hamFc9C6fu0V|^{6jeq9o7}3}zy_1Gc*28BxkboB
z^%QbEHRP=W*74QqK6yy7O2Ip@X5R=DO%}7%*nP~SW4LBYN07t;4*RXI!spA#*asDL
znMJi}u89aq00C8CSl?(6?3N#jw?YD3Yv4BN?qjrwirNNBJ<UE!%uSq*UJZHm4BwhZ
z!cLiw)Y`c0Tjtm}a#+43=x0=o8?92rtTwImZTvpS6%inqs8uqnBGW8$RRTx>Vd<Gk
zdD1LH>k@+`uM}yX8!<rM7t32GZ8hG3l`A9?{BMR3Z{}fIxf{ku=8E>cOWUEiU9&!|
zorAMVRv-U0LgORw^S3U7X$(nYe@u;kEmXV!9XT>2sr1Y2I_;H~Vzvv%pcd<#9mFws
zm*9ad-7y~|R;p|vd+2fY3muXQrE;Uzccwq|Kymq%-SkB9wO_W<S{XZ;nBWWcQxzks
zJOkGlZC%i3`_qGaCi<PHvAM<MBRuyfhR$%1-5kl390SPqyvv}`(6OW+7jXTTm8_Gz
ztcO-|0BWCYyz&+ek8hzvvGH8px4n=%mxqUtW}}A6#PDF$$4|9Zp!L?4GfxD}YBIUg
zApbb0F!w!SyLGD$gLeI5&Ma5yZFj_g@y@@TXTO*E3@ueM&(oCnC3``~3okG0o+p?Q
z1XA8(HhtD6yn2j!+wh@0%<qmuf2fA}nDdq7qJN5gOvjG55jyvv=!U?{^XG*P<AY<u
zzdZAI3{WFeOIFp@hOIx0gBqsDe|4zxmcl;psq+(5qq8rE{^EF-CzXVK_Q#h*RaJ8-
z+oGRCpApRyynjdx7*$~z6y-6y>1H?r+yV#aY_pMffzb)=TL^SkanKSZxp!d<Ds=~o
z$-m1JnnfIV%sBxh1;g{2tvEK@txxYUIm<m$JRS@+*X+3R86^RWjNSkqx~mMCbl~z}
zbQyl1)Kthys!&wh0MgcHuM6Wu0egCu-a^!m9d$*rDhK^GN$3DxheTl01Gh?+y(8;r
zjX+fElyEA&IcRZuPN1J$pd?UG<5t^$c+HWKbR*a^q>)RiHTx|oAIdKkJZ7XqH>P=B
z=~dI@qv`k@wevM}edJ*^@Dmr<cSRlbqsRD!4BGwW^3Wx+rQL!Imkp<M*+_9Y=i7|1
zUE!C?d@Wjahc#tic>dd!%b4nQ>ef^{J5#w?XtC)r+w&jKG&Q7hO9HCAoI(qf+=d_O
z(!Oy;uLy1(DXTL&vq}EGuNb0dok<h^XKWxE{xr<~cKF-smabUNQXWNdWPmI+8yG`R
z!;}!4zdy<x@EEq!iHp4UdsKnXOQnI6L9DzWXhs^GbU-xyu!BJ5dr0J1Z7K#J7qE50
z8_hw)@*0Tt+;xGgcvPjE<B4jOLPaeJ3md1<Q7<Iqb^_$`d}$qh5wp7607^Lb@@L3u
zh$-M#hvx)+khW&W98n9XPw)Lno2%vzsPcNb<h`@vx@aT^AlOF-euihzu}XEzKSi_{
zuUB7gHcG^h#Di~Hi=E*M%nT9-%mg)j^<Bh`8VB*ZTmNVDo)s-O_2$C4AU3dmaXjI|
z8nEf^iH5^YG{rgs4i^iB7A#u1yViLe!8P28WD#|&8)Nn{QGbqUjv2Dju?I^*aSZU+
zZ_mfalj5IJk$nAcDx~)|EjBYR;@_jg7j~x2h)^CfcJf>4m4lbV`dLuP`SnLLzoe*%
z!=%bLT07eU1rOHb5-w)FhUzunZ!QF6B#yz>ABqHu`w#Rkc(K6J%R6UoRo%wDc}Q&L
zV?DU?XMZM4SCQAuRW{hQCs?z%<+q{dZ(k)3y?g$3CT~!bRf$XXVjBy2j+BL?;)NIl
z;%iW56OQd8=9OQT+7<QrfzgcaLes2cq5~N+#3sGoTWwYsuG-yQ?>OE4zSKZKeH&OH
z7Cg8ZD$39t&0arxH_!U^+2SD}p-8bh`MdJY7Rz_+`;7|9t)xFqK@MF@9Y{%IL(NXz
z3%%Us!gO~V6X_hScZ@mqco-|P^KF4gWSQxA*-uP(U`ANA{AN4>>W`nIzv`C-TkM*1
zEu|HrnSWM?q>L3d^LMF`(IR(M2wGE%s$0EL{uR&jMcP`L#4?^rj@O6wR@=E+o#o^@
zR_<d8r7qG^xX8DVeN5euu_t_6RfiI0)wj?B1K+5klmkt0Z<dP4(9A#m%z^3GQ9o{6
zJtiJTKlY?rGO9&hR5oraC_RM!$=SVMQ3)IWp<#<Hl2L?e)kHuUO?72KbW%(RM%C0n
zs?iiqgfRdcZaw8Wyss7k$$eAwhe>i3`T4?_+SJXq4@X|%doKxKbWf(oAQZH(8Jl3_
zOkH_Y89_l<8nDq%MFFtUZl#=HWqk(h9B7&#YK{&XgWL$hs#)EX1mq7$64b8B!6dix
znaD=EJP-bK;={?g^tqM*4r|{XzNvalKM(0u>u-G;aM_1_8$U>R`0@sj`~khs?r#nJ
zV8Zh2YgBisp9?NR?rW&EDd*;b9=a|**_zr~G-h(DA}UaR{vL&Hs4-tD=&0lI)q9t}
zx8UiY^6VsGcp&udJgg#!)THOrAPYqaO0L>Ix4p3$_I~(;32L>YYE`+Xs&Lj4fuHZV
zMfC6;?0kCP3p2}HK4)Sx(e^Ofn)G9~;PF~J;k;<>TymJ@&)nLVk#W(%bzEPXz<Jpy
z?5ttK_io7e3r{e~Z!>r+3EtypJ~X3vYw_>Qn)N}}A;Cn=lU<Gq)qKcu?qYHc9PA-B
zTW)!~Ry7jXNv}F%K+V3jGrkeQ)3DtfY<h++SgCSZ!G#d@%|eX!QiqL?U}z}?Z9WnP
z1~;RrKn_ta1XQX$S4OMTpcco_>1evR8VDMm$0}HGH|jHj-j=L9U#d@mu%JKfs*y4~
zMwD5g>Yha`X6gdq9O+0t$|M*Fln<0LDmE&PwmQZn(_A#NVdnTw-5Xee%8qWB3<XS?
zRSv4U(Dc$4b{sr-PtIr}E1HSY2~thBM&EofUSPcdWLHYUq$?|4XSz(Vd+d{-W3SL4
z#-v=!7LO?R5eXr964wpTDbI7T=>LHV$N>J@dc0BP+wzVf^LstDNfXah@MM*GOUk~3
zXgRcK2<QWD<Qj|a<oCavTj{BJ?m$&AWrf&OHS|{g9a?XAe62umohs8v8oDM?*)plg
zd0C`KkTGldE<^Ob<q3U=-J7H^;GTjlOw(a{tW<yO?1fnCbFb8L$8VkwDA@C-cdz?D
z9Nd)YJN;ps4i&!>v7PbruWxzD-wiK!>)np<=@R#Bwjr^sF>ELlc@(PX@!m)%C)$|H
z?FW;U8NESZ_^*XZ&d^BmQ-pV+@|BiLUGkEVSJk&gD(H=jgs^3ISl$cf?VGGPu=j+!
zn=#5~56=6~XFUj-piv^dB2Sgxm!)qszC5~ois5*@l{U#UR0=&z`Bvy1uUMKh!SQD>
z-L|sdJsk+t-8aPq8fi0|)Ry$BfjoIoUJAg?oQ-lR0}UN_rx%#Um>Ls$dmSlzgu>_|
zwfE56TmqH^-scF|;&LC-zNV-f!>N;v!+3O(LA<?;izz1{TVFRU1m7bc2I99JoRiup
zd2je<`1yY{28Pbs3z&z(9hf^@PDH^N2Em`~s^5EmrjyjWQ~Ier2@*3<g|&<ho-oKl
zWh*CF2u8<z)J)CatZcGda;wQOnfK!>oqc#!!2Q<)kMN!kN_@`lfxipqY!=?iG?TfW
zIA6{wUeC*$2!q<2Jo?knS{Ef0Xf=;vnkfUynM@qmj8G-j>d*(}&6tPjDzndLYPb|5
zhgm&+^q8D3ha5_7x=drlGs}EFe~4d|mDn}@ZgV{+(WIbY8q+g@M`9j7dv(+dyLpq(
z!~11vj*TACF!LO}#=X{VS(M7JU|g#x2F-i!W8P1BeJ>gj<<9uj?zOuDWL3d{yo-=_
z|3+I|wOArb^&EjkIpXAf&Ra^v{@#e+^Nk)e)E|;6Ja0+0%+G}V=tiQ7y0E5sH1Dng
z-`k_FaWT+z`sug~@<vD75Nh-KgRcVTuIiR==h*V9w#>@=H(kFEw)tC_FDqXs-tqN}
z0DpVd?Cqa$zck2he&j3_`F0ZZuFl`J{?Z0lGa${9<?NrTE7rnit#mm{_XgYsP<nxz
z0VI))FYv9VW@7_t>7FHh8oNsO85=o*HjW#5sRgA*G3!m2jO!odg*D<=+01#2IgoY=
zQ(<=B`S4#d+@+;S3^IcnQqCjbeUQ=OCeK^_o|V3$^?|3=xe2i|Ayu6ZK4Dt#n#!Ct
z6gK~^08f>UgzTD+U0HbTVmipKVD%*cOdJ|!v#PmJO!}~gK#6puH1v$2+Wsn7ySEs(
zzb?LRC4<1G{aR2{bxq;%r*c1@-ieT^lBH5rc%a)DbvV(Ng7a?Wf~XV+51HUyoF@R<
zHw93;_)^{QfAOGTD)k@7UBe%RBT8<SB@wu|>n`uZRhGb_8k{dByY3;t9wKc7qDH{a
zeKRZl$-KL4`4^2>hv!?_j~JRwUkyeyTN@RbClwFy-g%+uFPJ$uE%Reg1*qzy&Dt+z
zZ6hK5jqIi0_sHA7y1Pk{GOGCvr;6P;VvHq;Ygv^MjbU--KBY-~r&i7ghKxBB)$IMf
z;g*erzAOnkzZYX2A#~B;AM<ZccOmxtX?<q*Y)(*-l?<jS;L&bM$TCGWbqP}Je!gB}
zo&N7!%%Xq2##p|G2bCLk05un$<XEW?!i(S=*~<vrb&2qEJm;k(reYO>9jv9mL&~o7
zRC<g^T}DWBqOvshBl!xh2eBB|Sj{UZ?)iLmtOx3$)Li*48lJ!P(ECxp^sQdXb0+hg
zRPB*ZO<gVewmbT~RB*tFU4=%Vsy*n!sPsRYNTRY`Z883hTfp$y3$FCF9*zBlxzn`+
zv-n+Z;KszT8+VJ{L({YReU5&zggkn_?dJ5m(Z^-zJ`mS7L;YFH<6#mfDPVo<U6ShW
zU@05k<N|G(Jg1yF0jIDj`HzxI4Bse-j}<D&rE<<qp>lK+*ByL=>08(rM^%AqKv$_{
zka6sTXl{j!Wr{f_WE9jVe|t8<FN7&Eao2h?Ise35&5Ch`H)UoLyv!Lx`B^ptXqq2Q
z8+9mHx?y$X_}5q9x4!Y{IlOPF7s>N-oVMXI8^79F)x|Py+jvEKwIy`7d4fxf<s3=$
zp3x&jv^(G?_2RK_DG*s5?;(8PUgjRx_>6JcvmxGRC4^T#pXd^w|4HMIAw)_HNkz&0
z@sDm{(Q5zvzbSX`!dVXMywCDC=PZ&p=1%AjU;Mt&a*%cG`>mX<$Ef`<OUiXUu9{s;
z^|s1}qDI%Q*o3n6o_B`Tr)*WfH~$)Ld>;Kndtk{%iS3v;yq2BwBL*Q|idiUTo2mq-
zTkTX}n%`(NK)b=pjp;e1c`=+DWmQ}VsJc1pX9+FXJ0*+r+Q0ZG*5aMkO@^(0^Wt}o
zu%@~UGT4dVNWnG8ni|J@^7nC#rv^oG8(;o<tDi7#wfAormJSbSdEarLO6QYP0dj{6
z{`IL}5Q~76N7aYHeM)X$qy7C3y?3L<P_Z=NS`DX|)o&{$<7cS?1p-Ej4hPaKP@{H*
za{#DTf<8xSMdebdu;*roji29UuS@IIdt1FykAMKCbnI?2r)X{$7~)jE1#BrgWy=@o
z^6zkWyy-Ykxv8d2Ypx-O`X23IoM3yYS4ET#|7DIqDY-C>@z)Y%EM;8iBz+qDG}t`l
zBxYdz5tVJ9MC004E>VCI4;-GZ?teFBCS#fYLb*BB|I$V#cyfg5HHCB%RHqHA8E>SF
zLoMqv^ZS`d0*3b_M-5SvGa)W4^q_%L3sEfEF%&W~q5<NKAFMgT>JcI0vSHI`g&7zt
zeLN8^nurWY`>iI>QNfDx8;O!;t-0pI{z^){eI!^txQ~_^XL!AM6U_9`vsa64ipN-3
zgLdC8&@}h|G4<u~Oh117$`$3_%1sC(B6AaR%QbA6BUjjzFvL)#$eKy+xsPF(D~hB8
zbCqkGB}qbrkSkI7{NA7M_xJrhet(Vm#~*vY_If=}i1ZJ`7Vq{Z|Ht>cbH1aerLre$
zbnsi#WF$YLQTOi$$;lwF`DXqZ;q$SZE&+1zx1}%9*{QRg)noRLC%{EN&`;oL`jgR(
z?#1KMq3uF@WDjNq`c1KbEFh)L$*lNSp%*MXhZ>Hp<_@bfYjp(9qTDKQ#YO)CWXuW-
zPiMB7T{NK;_d{^8HSkI;9nmlV&ZOto+T#4*)bZLoXx_e^@}$a0OPM>p5_>riPmd|X
zxK-cueUm{^#LUn+k=||elV^{7NjqZ9ic!T8@pqoJc_Z;r&=l9&eOT8lAyB+FHm8L_
z6A@$3F`IVsc^aZPsU<0-SAY44{-xc<0pG=mEL^B1MWiN7oU1<9uE1E+Qm0;v^3)e@
z_j|g4;rdYT1U(U*GrXQX*-@%aKzA=0yxDC$APvVdHb{QWiws=&bfq}`JtZ)`%D&xK
zA08>^vh|Z9gBfg>#2~UL@C=c8iUQ2z^<u5(gB=&m7uR8%t`#B!?Li@_`2*c9M?!j{
zlNLV{qgUqQnA7Sy;Is-nYU{8h#LF!anbS>wT={naO7a1^O4N)8S%nW>Gh2l>+^sgf
zDY0iAxIPIb<z8J<9$hr|LSGEWryM*NUBr8RH1ss+rn~kk%ee+>i<#BAo;Q5r{AE5`
zV&Vbi%FqoG<NhN1@j8oW-hw%PBV>L2T?vb8hFqTxcD$ek16OBnoj%!ff@dVS;h`!J
z6#u5dt7EAcG$!y`vkRvidL3-=Snp1{=GGu9kgvb-UgyzL!$HfV=xt?X=xHwtgJ2hq
zp<U`_f1iXd_@lbm5sRUY(+Xf4GaHEq{vD5HV(VLG&CmM=2;V_gt(GTp>ek`}vc{c(
zTmpighRNJQgv4tGZ`CP&t6Klgm}YIja}^ath!UAQbeiO|mblP+V&SULOe<b{YU<9y
zig&xW*N;!!zX*%pSrRfkfxcT3Ha-63jic?q0(%99M|Dk~O4*Z4k7J#d65|fx9_2Hd
zK(?OJhd%!M5)QMZy9SUP!1t25J=;kExxlG$T>{I7XtzTbcdFQ6`IXw~=PiMGny&BA
zVUH&3QsVI~)*ZOiQD{kc^{TXEz?acj(A+;P_Yp!xyQG~l5_bhBhufN!^=_@fj#Z$1
zVI8qKg4dv3N8IIXnx;&aQ<YY7x6UbA^13}}p|+4;RcSq&N3*9)T(qv+63qB^+IZdq
zxz<Yqw76+?<Tp<vMG+-3_u+`=9xBS1Q#fd$>OF#T<C8WgPL^=5s5PbAs|HGu*ASjG
zjkB~$&-fS2ds@fTj46E5(h@7T64mjprFz@{%IH%TPx9NVk68EXIXyE-hG}7#<y!li
zU$6LDFX3^a8~xdhmK^!_bPS@)Br0*J`Mh=(qofQh%3$2y9GZn=35|uq2o9j}7yw)q
zJyzwPWh}9J@BZkS*#gKrJHi4-@h@lbYr>K9#2F{7BxYXNf5%g8zrku+xRU#qOXx4k
zX8~i|%`9eT{cnZ1i^Ko0bY*m7DbtDzW!ZVk33mDjPl;6Jk1MXiU-)RPZDYTF+LrXR
zz2$jz-)U;Of#TH9^IlN2@@)P4pnZyq2d8c$Y6I)?)cn>ae1@?NEGDZV#Grr^V&%2d
zRiR3<p5Ir1lh6iL-3mSZ7^isbHT_LBZ}u0LH2*hb5W}yeJH*V?EOE=h8SfG~XNL^D
zAxP+~39RIVuC@&ZKazyJg#pbTD#!rnMfAv>7a<njc0tzZ{VjEoPW-3FUB&5Nyhb6L
zk~$4E+R`&d-BpgPceT~}*JLVrMlgEBsSlQy$FI{g1gxc?)`-tt5jV&pxfxpZolAus
z?`0b{u9r2q?{u$JI}=mov*c6VGctt^vcISxhDbwI_39Ba1BI4_@a^EC%8zP`=B3&-
zntmb?ubH<OoO}BCL(ow-<!sA0iVeHcD@z#9+@wY8gAZV1nt}fLEi<moq!HG^>>C%G
z=c}C12FtA7h7R2_i}p3R=A!xf3nmC>K>k{CExSLa9yMJjy+pArQT}()%9Jz@T)P)L
z0Tf9;q+DB5&=!C@_#5c`-PSWy^mll06jhxs%?vGabGP8!H}_^s?kEZVtvFY^4mrJd
z>*U-vXRPH;BP-%{FiEnw{>hdc)j;|59RhM;bKydD<)N!Vbmp29!ZBe``uQV}{vjr#
z|9SDXeX4(C&EM<B>ign%Z05@iyX#wcevX~!d3}wtC|w#FjBgljV#Bq3iq`b?Lbg2P
zN4qU6kA{$J=W`_c%VBHw)*mi;7QxM)BgBb?N|wk;=(}qi&!830uaXU1s5yBAOXPrv
zc(Sue^l)@ZjzN`9>o;jU?Wu?{)#9A%&D_$**ohEf=!V5gR+4S6Y(OM=YY0l;M}32S
zk1jn~gEFv;z+;hs#$|xk9rz;aOBie4Gr2osg?E6kwr5u%g@Atlm03cH-O*~d`wusA
z*}V~I7`<E5Rn8x1ELfBJP%ii5owAiB`2!^K?DI#80^~0-V5=R6=$Y7RqTEK0(x8oE
zMO9e^9)>dp!7Ref6YaAD^C-d<z5Lu^p7cc0aR7a0>8Jt9%2buj9$bfmy0?tyvm?w=
z;PP{YI;ZGL3kL7+R87Z*_a|ZBYnHo*hAm3Ae-kw?&F^jE==Oxho{f%izwaFz2aSAg
z*Esch={Z!=#b^G>b%9Ej`8Irchfb5$i_YqsCJ|JwrG+M}aEiFIge7c5O`;|XHzJGJ
z(Al!%l*zk|r3qwa+CKW2X}1U)EE6a}J<yvNLtj?6yxmdF+T}wRBVBlj;$hJ?5cOTL
zU#4ZIl3=pJKuIGiR(QT(htGz^$x^3UT}Eq82q(M?qD}Ga)|pv<8x`^n(y*e&N+^$Q
z-rNwhNDdds8Yb@ACER_|vfK^yphl}UK1^g04^wV!>t;N7J6}{hF|l&vB~yc-j<h^x
z#62|e`LqBZ1s#O@R{fWrCrEMZd+`s8+oZ`M^ZvKKba$G#=yJ(&l+?ZZRK(+kS2hiQ
z|1%ws6`}3QVKKGD&c#SG-)drbRl|o0K|-4o&dQIFT}DT}b-AY_iCO^eu{m=9XLf$C
z15AytIus!d0ITP|W)N9#o07_%sn5_Q`x}V1nVQOjOBH4{%OOioNWX#caMLRH{pMsE
zC)gW!$z8GG`^5Ff!f@*ER;>#L5&C|=x(t@=9bdUA(Q<pmPxM@kna+q-DEp0{wnr1z
zhji2kv(P&}x90McB8e&wVS!mFma&)7oW_s4v^+jhTW7X7Nt?iVh~-|`=8dHszjZF)
zgEkAILL9drJiKL4w>B#?0R53bPVaTjrSSihw`tAsQtFFpu$6bWX_rFQ<)HOuIVCPH
z$`XesJG)`P-F-{}H^|ufTUPlBv?`E#B&+xE>`|KV7#gqz%eK3=iQTA_jwYLe58;#y
ztvg~$F~h!RQqH>?ZBLahyYWAphW4ZusfIYrpFF^-mQ;3S{aKT>xTEzcaie{}-h0Qg
zeV8e!p&>0TE?GwW{zBs@tLpPK>*%KiBbaAE*+Aslw@F%zlmF=kAQ0hHr|E&{6^y6Z
zO<upk^hTGTI@M~gg*OrH!tsS4vYI253RVEq&HRS0hq%j@XU=sYIEE^1_{}L;Tu4i{
zNSkD3EQ{-Rw_4EjQ?8)g4T+ijh8ceNNtFA0D!JYola*3ut)#OyqR+Oij`Y&tGVQD*
zkYb>num6Oop9|0oRKD+@Y>q!?SG?cL&zaU3{twHg8-TQngr&x6_w1Ak&XgWvZvN#_
zW`=y#xU--4Eu&%R&L`LUOCqhwssX;+O*X1Ef{!&28y{54-29ESG46In?`^xO0g+9y
zpB{u0ZBA5CeQtyS54$m->!hA$c~dow`ZErxIwN2S{SHJ6);$LI9WP=(rvkq>0JGAg
zP0E;(+}iF}XRGQnB&>EDlTBJbDMpJ2J}Y-9L8v#uoU0cjiFQqS;vu+=$QUj0OwX_P
zM6L-BXimGCv|I3@cf<K|wJb*`x@}&(n|=o0?ng<e4S)p_9_W&+V;A3N4R2u6D2Y}s
zbRaPCz*7`o2^o#4vr^T+A=c54GI-~-s11Fs9fWu6#p8TA+qwHriL&WKQ%?o!g#N02
zY|f&?&#rAi`*}#WUXb`E<hKae##t~~v?8o?2TjCQmKf*kz$#BXm##2f;a{{hM$+v@
z)y%e~6+P7%6X<>Mc2rGyxbeYG{;@w^%992*!UjbG)L5@6>c<T1^z(gZWmQCWCO!Dq
z(O3pU2wC+fC$kb$O_rLaqL-P^SN<r-LvC*s=%uhS15!0BZ{NXU+-a@`yFu6Z?(?_Q
zN>=+jKC@ZQ{2<7&2Gg|J6LK|3pVx+FJBMfm-%Si&w<bPr&;vv>#V!Ts!=PVmB~bHi
zwz&q9kk|BMHN5RsDONybB;@rxg?|8-t4_Qpi4L~&wEf!rn4o;|>WdI381Y?Uie|Ah
z@_bZhFC4!GFZ(@tDMFV_pxU9Gx<vADO|z64sginr4dN1!v64JqqI$Pb+s2Jd!zaOS
zMy6K<bu49pm7Aa~16iIWBg2-KTKDuFNW%3Fr`azf>RhgKyUJ39FXhN9esuq>K9j*o
z!;5C!5DWh48=-{VE2Ah1Lo3D9uD=SNNkVQ(vinV!79sj9zc%^v?izf*%y7T7r<7@m
z-?6GBek6~L7xTDf5F3*L0(veS+1G!qcA(pXP-hWaA1+xynG2u1;DPIBoY2cZ#C=SR
z;PLg|sXw-%SYKg_*J{1Kx<16;e`4W=txoN{ROeM6CDZ;0LuC(1&m;MFQfYio-`d&!
zR5)Ntr7FxpF7<bP7Wj2(t#1oih^lySxl(^;Y{d;0Bmdj{@As_!VLp9~_jNINM%4?1
zfIMaz_nqNTu1onSZ2p3|uN3RV^(REulf|o?l^shQZ+l_UM$o!b3Z^|?M&-LKMOI8y
z&RbnZv*&Ge@RZh$_?7@R#I?<J+98vg#vPCmxCuP2tBu&-Hl1yl?u(pJ-_W7HT<6M5
zOL*jC%A#}^phZdMzl*u0dF@1`mqFvPH9}UREiyL4pU{i03F$#W-HJK}q8*IjQAa0j
zLG!3N+=&5crl&KQ>P3hOZJ*#yE27uDZTa?@D<E*oe7NK;z!w2dmH?n;+`?qbi)pm{
ze<QrszV7^IHdGAfG=J8LSB9oos=$JXv265cX5;r+t;;|Q^bM*o$#+JlO4?~2A8vkk
z-UoQk4|o2I(2q(`oAYHBT@v+p9`v=X(}cMryCTS6oSs(%cXK`WG<77(N&o$=D)$E!
z-pYj&6zyS=+%EliY4DoQipOkFY60^Ow{}~HE6}jy)xlkcTiSIK4IB+?XPlSnV$s$l
zD7j`5cqP~SH5O?><BSLn)8qjXR7-C=<fNAbkSE8gMl}o^d{fu8ZLS|i4j0V~zVDl9
zrwbz{1uT&S2}?ORC(~TSCJm4~@X&}KI1Ou?J)QR|qfy`$d&Oox!v|%jN>Itr9~a|j
zqG!rv^2A|yZXQ<TDfELKC-tSuwGrqQQ4^{~!s=yX&?v96S>UKc->-w0IbY9Y=Dv&?
zc;|uJD-}9>K+t#1_R96LYWe=5k@z(1!4D~MLb6R7g@V8F_xr*R3g4HdC%Ydr+AKAA
z!_2*h<ex+SXzOlq{kFthfPEcm035XKe6QSVaLeS*Nz*wqTctB#<)~Wk&c&#{q*Zyc
zclmAQ5=&bPQJe5;rY%ss3Ca$v@=rzH!Ul%hk2vvvaR3YJ){vLTg5z8Epx3C^%m*n}
zZ5wTGXeFW)k(Qq7hvG}+Y>Wx<Wz8yJCRo!cfg}6rs4KX4MSu2+z0wu$UBxztHu24p
z_pwYER&)q$qH|D3=8SUhFfsyjVuwA51AbO3o8!(xxVT+#$d_{)uD&DI{36w*BwY?3
z#Sa%}`yO9-3(v<OepuCdYcT83i#-Twpu|%E=h)eB9Ti@lQ2Wt|y-MaG`(TSTE??eG
zbrc<|&#7j7JKRI9h<k8**vfFt=2J)Gu;j+FW&#W~cKi{y^Dy0&5;?QzA*8?pukEZO
zuOR&A|8<P06S(RhZ6B)(pPVv}G+wB0xh?6s;-*nNJ!rI!_#^ujJXR7_`U?zxYUcYa
zOYhf^KohOB_?_;C67)!lq|0?t@gJ68M3d<|z?S=0UWFNCKrqU2dOyb(xJH<)uV^~t
zz%GM`*_Q%%a*l+&FOq*Rd@B+v%i!HQ<rdbv;`VbJ)Pesw5_u$>{MGj_Q@7D7?5NN#
z+9jG8;?ominX_vsD}U!Chd7k)k>x9(g}l~db+MLkwE*keS??`*r)}kon)>gF0KRzK
zQV@cG;FRUWQJ(3<>K595Ea{p4aV9BS+Y<r(>C|WcRc8-06)LG}DmB_B%P^}uZITJ!
zXts&`92p?+Y|Xle+3*zhuB$xM0bPEc=d|f@o+}S6wrZ=)6w8it*vW_YE2+X$S(AuZ
zD?kWjyi~%8MYT5*y&UX+X{cub!0Mgl|B}l6FQn#b{t#SCfAZb=D*^zm@kfE14-RBM
zzMZUHnfc{Ix2n+~^i-Y?X=#(o7qF&^RFr26SCOh@lI{yvg1A{A5aTlXvEVml&Rxz{
zw)ToZ6LA>^@u*Rl?DOD79m|LXr{=RNWSWFEn4%PlX-P-p_&d9+ryrDa3Tsk?*#K75
zTs#J^s&4hcVy`Je{cC#Wj^?@bbC@TzMXR1NVa1Cffy!+c-f+@7f}<{~%#@3@+*P);
zcz!_<vAY^VXy@3|s&uD*D9)~Z(p$1XEVCZ5dKSzt^V9)*|HGBXJmLK+`Vy_gU@u1K
zh<4H_3bbF}az+kR-ZEP;6A{caV54guC&Z<Gq^b0_pHHSP;1+2X?P=qr@~1mpJ{;b=
zAkJ7d*}Rh7HpI%x%&|W<iZ;Md4FD`w1(XI_bP8Aoy*qTuU6_4r>TfMa$2vXcL>hgn
zK8xotuD;LyGJ9doSV!)+^EXr7JA!0!LVlA5k?oAO;Go7=0z0<!0e#>25VxJ+TXok`
z>4de;rM*e{9G%R2c8KgNSXPcJi8@1+n>NEghMPV#UYpTK?}}SswjZ10o__d(za?b9
zVU)qCng4-eXY7M}7uue4HLcL`7fj4WFpB({;(EJ%M7C9qhgps;SUue!7ik=Xwh3Rc
z)y#rk2GUkpxnb7!b;gP{$yBw-8ea6odF*Zt0}!hHXN3rZzDD%`yF{`xbrYTnHn?+3
z6IC!2ESNd{gk)rR_0f+Iy}*Mty#^*u;>>5V9z)<IkM+_iW;nY4vHcfS4Pqk@+fXB4
zx#>Q%>KQ3ntaSOJ(m67Q>KQHXk*)+8tb}$7FXdQ`IJNg}`n|^A0L4Oo6-v7-utZWA
z&bmd@ff(b6m~x*5QZUQOAh4R*fK6#YA%uw%3FJfHd=wEwL6|GkDg-Fn)}A&k)+$p)
z+;Q$-Oel&nUW|i<W4t`5@9;*4XUzWdbD@q#Db<Nvj&{AJ6zh{d2xW_#Dt=cvWiqjJ
ze_hfZW#Vm!Pz|!R7~SAAS-WNhP(qd~#7;gA@&KL>*~KaU+%FtHHU3aPq&TBE=!nw`
z6to{T<`F+V_J<eO&DFCmOBpy`Ds}jpbN{}&!`l&SzQer%N{GhjRgo1WKxp^1Y78KW
zE5}TSpwHDllFWCH+WoF^N)sk`9v9a=S@k_hv)TfJ-;f6w&suRw^VsjW_+Bb@8L!f!
zHK!BRq?)zZaZLgLo}%JYFp!c%QY?18yTlPLvaDpe+pzAfjXQ+PZnUs|<FWiwn8kkh
z2y3)Qc?J4-r*ERzg0<FnGxIWIxMHyu!>Usg`q9RPY~WXDMO(=lh?r<r8qmD8&ZX!3
zUV+*A>v&PCz&PDW#%1$I-nlmEP}4`~LcpmypsD29D%lCvjV!+Ho4f|E6nt?@F;b@{
zdBw><*yw`Iz4RKAwX5xJ)7@9wx<Ikb|4oVC0}w@a-uP>P-PmXUKjk+sT*m^h4jjnN
zyuQQs%jt1$R(Dh)%o3|^41@q11N(v>9_Ay6cdi8_Bqq$<MBN%c;^phc5L7rZf`A_P
zj1&-&JKm)tKQ04lP*Hj}BrV^iY;~L+sEX#YpWQLIJ|Iw|r0`*T64if9v&vr<TpX`1
z=GUd$W`MTeR+oFB?yy~i_;i242lOa;uMr*mc7)!2V`YoKqV?g8;$IJ_m%ptw+_Yc`
zJl7rK#cL5Kx_n;d+|Iy)7hBMYW4aAWBn&rLZ2ZwH9SOz7U1*Pqc(_f~AyZ4Q(denh
z2wPDYs<JW8DfEqj=y`nt+bw9<eakML*Q8HloY3!Q&du;)vFhRs7JTHI6UQ<qE*Iyd
zQn^%OsXKxo*oG;YW8AGp`_0~Tj6k0ni3S@4+;+Klh(kcSGB}}C>)(_Nl5o+RdGh%w
zEhN?^S{6kw>*Um%EzvubkfA1pE#(5$h4kCsBmimC&zFUi*Wj<1j}1rXQnXfHWc|YY
zRjznnZ6WokPkRxK!nz<sGeD1%e|{`2yt(iH4~tIi*!kF@YRmZ0cCzk5jyIO~Gs((f
zG)x%_Q52aM`<dPfg#IZhLsE4pA(K5plxvT)5mCH2sbeRbE={sdc5;FdCV<?nY<SG^
z8M0tiehv7=&jM9l1R$4zwV|=3N{~x7Xw~G(W&TQ%UZFi0kXAU8%V@Z^E8>s^oKFoa
zBF#Tl6B^GA+$sUTD<~p^0RzeI80`@x24M?OpzklqAS`zI$Crv<&DJj!aWzT>e_+fz
zbd>DQq0cQ<!>BhUY^TL}^r6F^%(P734>cTAOAB<?$<qs2606~=mdH_8s+F7!#igZ)
zJo9Rqg%kQE%rNBqAjUEu-QAw{QyV%xCz)LmLk;8-gRU<#OP`););im9{PFyP@|%Wo
zbx?JnW@Qs8%|)}LwONi{cB$Qym@CQSS5iF^j50Gf;6)3kI}leq#3N>M95e&<8j9<N
zqbWX^ckN)WL=4p_gXEP;iR_!NZ;6eNy;<HEXZLnZ;nj#2|KKys(NJTY<v%QsdV?4=
z@|Fxxv)5a|#Fczp>M+(l=we6{&~g08ZE2%!59{CQCGp_J3>W&N>Qcdl_AAl{4wOsG
zi%-MDZhxyV4!?Q<vW8hJmx_KjZ{QW`eY`L7TgX6EOy8M%zu$Mo5csqm@-hcB=S$8$
zJD0pGS>25l>{iLpRJFb0s)W+G_mb__ir1^O)}P3P*^4$T{Vz5K^EW1%u^GeNGEv$u
z`2%HDP6qv`dpN-XId{%Kf2X2QX)Sq*ap9N<Bn9k#xag8Ox-!1y8lig~+Vl)cQ&So!
z5F=QKF`NS)tPj4CY?rQ@;D3EQ$BnR?3JOf>wnhYk<-b1iXAz~0C_*=`q^(?Ke{=!g
zbOJD_#sL!f!L?8IJ(svI#b1jtT9pLCl`iV-V-LQ+{q+xvTwFfiTq!qfHW&B3+0%X(
zI5blJ-9e})SfWT}-1_vB_Z8R7^}z`F1>;3}?Ev78s*;!Iv15yy;r2mJ(p6pz9UB0*
z3+p}+{kN(CW8FSo7w)A}rC)T+oteq*$bNImeCO02c<qncCBGM+Y?8k|Q{s}vBhE2y
z`^bWsZ~4_ldpZ(R4P2aS3xtxZHwbaxuWH*&v?t<y;BD<Hqe^>}LXEo?rzt~nf<<+~
z4!$h#Q@tuk{j_h8x_VJ|sbY~gzo#0lF9l)hvSVdKEAH~m&KGe>MOPf1_i@UV1p>lF
zJ+mX<K*tAk*6k!aNu$`PiZ_vG-^>XSL5o;Xu1ha&RYnk&66GYw?#;2Au&hDpEfZbu
z0+L@^uRnn?H=9z%S-w}J><{cERc_Y2u`5m~W9@KfhtH1l!Bw_=2K2YL;iB6*Bnb{Q
z651(E1<j^XR2N31Edtw&+f}|P54A%|-XpBXBf4HWTJANuF_S_#7TRN@Tdsd!N_Zu$
zZ@n+8ISKyVl|O;<)6{@kUqM%fe@#1rzg!S}8d5m!8r>-Vce0Tf^+7fvxYujI*)zfh
z3u=lbJmEvqyL3}pcSgXR=5ghU2j<RMxMz^Ty2p`?u@WxBjY_A<CFO=|C6+E0qNo~i
zXS;wA$84CnwTV4Pp^f5Y3Hx<h&=w-iFUcM>!7S3BtZ@5c&w{11E7qH3NT6em){XUC
z2E*EeN3WQ)E^un*7|m*ul!G*jRZoic@;9b`s|UB(uv<UPx)J*)H^`0(bG~4cZf@Xe
z8!dBr!dwJw_R!kGT%?Q@)J@i~2<~791;8?m*;Pa;HLZ^4feJ`tpuXc(_%C(m>DfCj
z&xDYo0+Q_R3&(4z3N}wEkCdw~m_80?v`C@<)x^>$)PE_`hcNu)w>Y>?7kr9SbCNA=
za;jqn**W%u_<Dk49X{55bA+0mI^F!oK;zEYL&n&Gl}lu$R+QTtab^mkt6e97HSkH&
z5xl9K?P$V6_rOG9yS{FnBW%L^&=6q=lYM5cM(!cJvbn$4G4SWPMM(Bd;csuZ4f-zr
zuu$UI3VrZN!6+wwzDH}%lK$fISF7ns&Du+2XK(1bNlq?Lr~gb(xFM&3DimH+zTofS
z>Mc*J!q?3N86g)MuO%%%sv35AYKh!a>xcrAm;IEj#|ng>C*02#eRp~1UGOovBnCdR
z>2llSejpF_<=vh$>G7{RKHYBbbvV7kHtZ^}{n@^h`TPRctoiAN=1qi9`DG(+CP@=C
ztx!BVQsnut)xz`*8xD`i?c)5<{xJXN?xTgBhOzmdWCv4tbGIJGUhv{yLr9UMC6r|;
zY-RzJNDsHh@0btx9xUO1(^*Af@1d-gq(6fHuw>HyUxyX8iT&3(pxL2#`ET-nMIn3M
z9M}Hbd2Cq3_ru{nD!8J{3}7lC4*+Od5#*+-l?MW-U_8CKQ5*E#`7ZtLq+1~#K2*ad
zQgef<54ILuyd?aLU)}3c-i;Ra0Jk^YZ>W*X@EiTg6Foh{%X#UPYyLLV2L8Cu&FR*k
zXAtIf5gH!NV4P~c{L{Km8S*%L*K28R{=p)jT)YK6(<|4Uo=9m#sapGR>FhQ*wY;FH
zlS3<$o!LLqN%F?t`JfUX_%hD!sZNhNLr&$H2q>u#&$#vwsNF~(*{#mJSW-Flb<5)R
zbph)x&YArxgzmsqY&3X7_sM|5P7PVMe1KUVdg&F?k(vtDV*75BkRO=o-i(125qNae
z$2|QWf=7)EoRZ%Fjb={{Gln0v*6kFDo_AGOy!LvH2=~veg?9*xkakX7k1Vgqe#pI;
zXb7Pmj38WBO#n^64901k@$f{Snr=P!!I}%4fMpCX#xZY*S(rClY$)m)6`M7vzb9r3
zswr!wJ1e3W{<3%1k7$1A`7k8qP^$Asnci-HU9L%fOSdny_myyC{;N+KqOg}|MV>1i
z#K|e-<w@O-%=5JB=?rm??>t|*Kep^;KG#>Uw^Yp0dHrU(_o1R^=?oLLib3Yds?R?W
zo5gkAm%8U)qQtr4^b+fG-hu~XwU*?*%CYAB3V9Fz-hhw~=uvA#Q4Ixkf;d|mBO3&W
zmy?ZCo$o`rqmbutfOM7!8$q7SpsHw>lfYJ)jK5RfXoK+qC3SeX8^LwWrMPtxI)a}>
z7`&H2J*h6T+^CGQBziK%`*Y<!S*&J21M7<r=RR2>D@Q~~>zsbJ6VHL4YS!8Pfa|jM
z8LVSsR9`S)A`7+w4XvDJPrDUvvHB1iSlV_5qIIav0221&jK9i%rb^$zKD-4gB>#5&
zdco{y@AjFI0J9lpPUjGqZgESu-fRLN*x1LRRONXLQ89v5Gnl^L@f-d-4C5j*0C>4L
z5<==Y*>615b{CB=wW0n1*6k~gN+zGg_7|M}hb6Ez9%>Y;A?2{<to?g1>&oBRAluHN
z*OX7(vd?3Ab<)!Qr2ESh9apZTWmdF3$7KB4_dj%*_o|5alCvs1Ca?QEOF~=p;VlKI
z{?S$;gRU`4J{Le(j+=@3Nd{qH+?l*Q(6p@cbsIRdG5GRl@kv9axsT|lPgw7s6S-7e
zH)EMKa2?_Dx@xm6GSo<Kv|_wY^xJ60K=iys@Nn{Cj_GkjYD6;l<FBfOSG`#H;jY`g
z>j_r>u<W@C(AzP+{+0E|)oFy?&cOlFImh1av(Or5B7}v`Ok!piNoMaE_Y=j&cQfvq
z9w{sL{=?$<-}9o|H8~!%(4Utqwew#DV<bi-Z|lgiCFzLk$5V(giK?pnywB4H5^jIe
zPP${_$}?a+n1jn*@jp%sLq<d1pcz&XqU?$=hmZCj?9B4c7DnihD>CB36uFXIzx&L5
zQntFh-BN5*)Y4g5<KdgI7CkL~%w^qgniEV3Eg~pS-i!5%|0!RYr8-R=G_1F<5aVn&
zInlGwuB^@}Q7@wZL?^DL<I4bs7{;k9w>4d9l4T=&YA)QmBD>&hV8ACJo*`N!PnKjR
zg%ZQkU-Z}m{!H95hix=VoTFP9AChY^*@_lld6Nc&85a?cO^5NEg)gw`uA-)-|I~nZ
z)G&jxY!f@D{PA=TB@H}1IlhdDkf09zLEYOJ(A}#HKNVY@x-7kA-_!9W_c!I)n!R{w
z{_eW1f;c14(J-mTXZd`n(uqIh6wm0T{B!4Gg+Z^sx-1k;4D;6bjbBfnB1y%`&B5Kq
zbce{v0du?La8<$1YnDdH9BYvQ3c`~N2+lP|Lv&>$-*Qjs>WtXyoK2gX^d#t#D;MJ@
zvn;j(ka>S%pK>JB4;vs}b&C6JG$D(W&$0y(a+W34+k>86vb8+%!A}|Z5b%^cNB7A-
zNZ(1|;QRC%JpDP+Vh{GGJ~^@U*}&1>t-Mq<vji8Xp04W1h288^9}XTcJtA)BkS`oQ
zagT_nAQ8VFRJMo(5StX(7$c4yo1Qd%8CP^#ho%NE&*g+QE(rl)R7#0C6gO1qqD9#C
z$0>0fFSY|vR3O%nkql}N&INt3g7lCDsU%SG3i=)k#xx9q5-Tr%K-PqZwxhjs;LqQK
z{p(74VCIS<jR|&aYgcesc{|%?^>q)6!r(kP+*Bn;<3s-y%MTeO*XDpY7bmK4{VO0<
z=cMz>l_@L33Wy&b{uu~Ly!0+X@uwgk8s}CCzV&^8mI1tHcrSUnB3F^>{Ts4dr3Jj_
zEB&*UWWj?BiRiAAzpQl4t|FU$7V4M1SJlwye%>p@{$u;K0cN{Os<PJ<hWN6-D1qJM
z;cT5{ztT)X{bbT2L)F4U4{?uWi#Uo8M`{7_+EK=HloqY36ST#F{Sb{_<-U8&-1_a6
z2n+*$;grG#>5z#zlHtCyv8`9=+j;lBWhfice9gb=l(K05*$ym|I<)=5==N+2Go~O?
z<Bg?9iRaal?9iXpQ6eNxJo7Dv{M`z&8e5x0KBH+hRPoNAY*?3D#qxaS1%&kgJ~$>a
z*6zwk`Q;a(BLz8RFp%tLP{pbxucnRoLeH*V|N1GT2|!CbD)?-^zhFDUqOozMxxpuo
zZ5aK956$%X6_4ZjC#iO;6O7$!VS2PAs;VxuxURqNkoH%R1VrnDsb=TVi(x(iG>^V8
zE^@&2Q`{YuA|ucIyMJk9{Ia{i@()WX=YP<M=dSnuoLTPA`ybxf9{=;&pIhJJ4(|Mb
z{TPJ|zlfv%q}^{aHyddwkKM0fuTk0|#vt1T#Z%ZxA9q~xf090C!G|5xMmlTm5B5X8
z=uoYMaKN7jd!*2}d+A_B(-kKr3{p{~6HgHALs0R@TxaV(_Kt*n?B`IfPS@8j(!o7<
z>pUJw@rV-3#<=)+7cq<6&A~4|EDX(>H(cigF?HAN&U<Hnf88H)ag&tTJa=OnwYcan
zEL@v5z`6w`4QJ#j$d;3QI)3!Bc9a`)I~WyPT&$E6*sWRKkJVM6J>)t0xNnD+$D(Qi
z^t`M~tMV}k);GF2DW|wBWt(gKCG_YVG>sDTV+W&pSjJS_z-goCtnlBJ;!bCJg>a_#
z&n3#0C^i@JKgKd*S#`yorylG3+^T-8;~BR^G@H>~>&mdPn6^JLR$i^)o60JMyc}k|
zP6wm-r?v;Aw7*#KT5z76EqHa#WW^%lQ$%pHXQn59_v3U4;qrEj=IQl;sc6#clSSfK
zr(iTPcOg`7dCe)SjRoBn5EhOr&7wUCUcHyb*j;f}7LTeU<1^5YBtN`qAnM7=pu`*O
z`vQ`vVTXj8ufuDK(}XaSZy_y3rDu~2>qp~lh5H>~rNfPqi=n5N8y<Zu*0;$|t4Q<D
zYJ~5U_O`oqvVNa<6rnZW;nwJ_>$aGjiFds&K2&4uplf1t-|SGrZCImv{^N6q)t$%?
zC3|GMoRl*6+pJAdB|`4^v=)GtwXU6V)zF&<h6>fTr`*RL<E~M03QtEZ6}oGfso@|4
zBzYwppzV{}<jU+r?)mv_C+EaEt6Uams`R?O1UmCPB+h98r!~nv&kGSF8E}UXG_3Cr
zM@%Bt5KDCwW=Fk*%TH0%w<_W_WRi(AGjbu?r8v{?ga$#`LOGNZ^wC8a9BYnkBg<uI
zQCuU=UN=<Ks-#hPvxPirD+{MD);?uzzwjZ|le@jcDUjeIIgxX}b`5vwoxTcEr!tHc
z7yrPUW)4HY%zkz4s!f~NY&s)C`sZV%LSMjw;TQ+6m`|K9m0@=>hn#;Sp_D#S!g>7Z
z4)JcJux9p(d^(DWDthrF$KNqhvnf`1skJag=0)A^f%_`0^rGBD3fd#Op~J$85(4x1
zg0CkEz&l3Z8MXDn8r}_jK;xY3I3lNG#eJMGNk(_dJoky6oV^=j8v1B}S^1;Q=cDdF
zEa-+`Y23lX4wvsxG<xa_E%wo)$U&9s%6ociiW$DYCMjOHn807Zj~(K!sKHojUl{+x
zvSmBV(z{t}l;4PL+`hm|VI9#WRmqL>M4Ep?Tk&bi5bs5x<|eDnGJPSTmIZzbt^8Ae
zjVNkZmpX0P>X>V~N0FpD89l4gH_xsHZrN3P2n<riwm2%c%q!j3_QOj!^Q{g8TN{>s
z8~(Yt3y~?U=85`;g<nSS^YmxMgP{8!Mv0AL$O^p={err$*DPT+y8Xda^gjQ)fXRHB
zp&`)V!ugQPK-LxAYP9Nm!#yLJNo(OOAb8odh`X_$oW(v_lK#W>$WnjoH|MJ(JfVB`
zzckFP|BWST{D%LZJDIyW0PrEe4veAulG#7n*J_IhrpI?^C8w)S+H<*71TI?eA3FC%
zU2JN%lD(9JmbVX(F>q$;HOt6hoEk*H4L$*@{0*^WL0<GQl`shnzg8dox<BgjiDu=?
z=lYf8Y)`=-49Gmiwe%ufRr>TNce4`Jv)s2zlzP+$2hb6gViS3eNtstV9t*VK@BxV?
zK<SY{A{NVxhN!dpC(+wQfC&`TeRgg^oOW6)c5lUai0xjBA?gFCft0`Ppbqct>|-6i
z_Ucxsj4%A+<Go>{R(n+Kn~r*Mw1|@zY&auKw-^0cB`lGSuCgM!d(|7qUhbnqFJp$F
zsSy@$I9Z9I-=7ML`xSJRh;5Vn)Q-(KbgOHzZEf%FRX=$gPB1QO{qCs2%sS5{?U>f_
zF1?BtkaQQ~_SHV-rcFq*KjMmShX5f3j}Nyyi{kR?Wt%V1mg5->?}vO)5YYj1jc#aU
zP^>D&n-`wi$)^<fUd5mK&3H4TI*#41d(&KYJOYc0IdAoLYsJ0o29UieEMdJzb`14>
zPjO9)jtb?mp`>zZ7H0TYUo@{T7e~B%rytcI^kq;p4kI^;xP*m&LahA-kvFGXBmZF$
zqGVq{MHJ>4L8OWu<T~yA&nXcjb*>8iy8g{I*77r3>f+56WbVj6EP@YWj|5=9-Xk-d
zwrQ%eZ2U&NsPoo0B+r+qQ_b13XB;kfWq+d%5^UFvY~JQ=N-8_q=M*XerK+{&f<m+k
zboLgk#6r2ClFZ*ca@kVB5ZEnO9A8laM&`|Wao4P3LA~xz%=*f3NQhf~I;fJOB3!1b
zSaZydY9t;7=wrFDG$nc>6`ppT0~LN{oJMbvO+ZQIkYtG#bE2YbF4^#Zht&#Pj1rEp
z^fFArwcljGVF=1EP3SZ6pPK7k+|Rl=$Q~sc2;DXB2FcU{7}{<L_DYjqmju3bu~qUa
zC>GG$IM|?!RL-2_4wUWI7#mu1?DAoFtZ8eZ$rV2y7s=N>Sfp>G$Spd6pwxPa!7^^=
zs+J8iDkfM2KlZGVFRNXQKjoC&CW`Astn6gE2W^UWhV^B+j3IZ_dB5-0*2@HkBct03
z_>hzBl;&^4FCV;;azxL-5od{=r&*}jW`jD?ASlb@^h10?i0UUxaC<;m2N3@$+dihj
zzt>!%Vk-IY*dFvVSMT#d?Rt2IM8*Z{_JIgUyi8YHJDX4Fn&+x(R^WEVZ#_%6B<!|H
zXUpq7&D2JfK5vPRkg5;ovlg3b#1VTfZp)V8IZirz4P)Z=tt%#($Lrq~A?#j8l(WCZ
zj1GycSu-DH+MHPTx?p;R&)Hs_8!ySD6AhYBIc);{H8!e2@4j4f3;K1A*qCx7O3}0W
zV*#g0Q3fgcaOi0Khh#xCFH-ia(07d^@BrFWqdw{WHQ_&c?|r|tYDyhP=LTF`|M<>i
zW$Ygo?~V}EIazWDDBPHymo)%odg=<-YfS_!wIf%96awr{>4-pAJ_l2+Wn=xp7Vg^W
zL-S4kCu$VJ@3-1PPmS|<v?SUrissa}v=MQgv+-c5E%*PA>RBk|`p)D7&kW`dOnEu{
z-Ix01+VXyE2|Wea4A;N5I+YPO;=Rw{ur={6Ym(+xErQCkjs`=viI&bMk|dORjM3Nb
z1%bn>{gp`YyERq`b+ld}CC-n9S;uKm4|d{1XPY7rMxl`3hV|w`3b35MC?(5e;v)r3
z`I%dFRzvTC#dm8ia3oQoPnGcd=gCwz3mG!GUR{eLZrmU0`QXc~@LlqiB0ihOj?MQ>
zlDN_{nA3R0kkLckDmh+^byrDtVsa)y!`Uyjk<JKTvw4xS3`$Hs8dVf~h@pcTp!#f$
z)^m<kte=Ut%a4Ix<>R+QF@)?>n4oA2#e*(wnS2j@3teadOG#`+-^?TNyQ2A0C$~#>
zi~LJ=Ys#o<9iiu%?b+FJS&!|p&SJR=;*RQfg&$ekpiXGKQD~y5?T(!F$2+?h-UMLl
zIrWmZWLbj={8kC7DzZ9LwkLPpDQSE0=Q>Q)c+FvSqNIjK%1&dfd-d(ueM&CcvE>`H
z3BQ?F6j+{1lxH7YBgSAdODf7;r!0Ygv339>7?uEWYggt+-)r;FB!0R1)>2vEb>sHx
z1x=Gtlb?;QZtW-V(L3hd^d=ryoE^5vyHa&Yd|S`evg+mf*^sQ~`Ze)Cbs9@8bZPv&
zeec=1Zts=MDruFal{~5bk{*01ETLX6RQSEQDKS%^c8F>f3l?dNj;uIsh?WOyxY#Po
z-w>3w#)X5XM~G+JoHDI(j}xOvtHH;!c~NDcDA0GONYEFT%u^AE&WYtQqyf!<r+}cy
zbIUffqZ*KaS9c6njng4-3FyKo&1e{t+`I%VN7+BcrW@Xj!{g!koF?wH8O#(td1JEF
zrYTepPTccvS#p_y07)#6N02%Cm2fJwNE8*S<N=Wp!4e<1G-6=9?S<NezLs4w*8-k_
zj;To|XxIskR}x`G^NEmfTq~RAsY&%kmy3Vt&MLT+rTFD6xc(%$Ytnmf89uXF(*pIX
zN4zJ#y%$Ld@y>Z~BJ7GiQ@KF$POa&N5t>Z#t|ZpC^(~d58XnIhmI8z~-4LHb;_P)Y
zFSSqnbWnY=fA3eyRBIdFpMd7!*dM0fpk#6^U4If-xW(c07Tp~;*)2IO+;%c9B}ddL
z#@rM9Cxm#qyMT^B^wx`g4rbk4_zHeFzw%;4^1Z~Vdq*i%8sgg+;^>w}7HO(FF6)rk
z*)v_lP_l7;q8q=ICsWXsWs!iA$MW!Tl<=7G@<QfzTnbc#AT^L)m*5x@&(Mfd095bq
zEu`5$EHi$uN;PSJbUHbmUbJGiXFOVyRsnjdu5-y*<z8iL`e#D;l`mJG_|JzxGzJQi
zf4$c_8&|#Co_=?As<(DTV3lCG=3MJWd-?(%`1H2?bKx&z`L8mJn4KS%I9YCMx_tVA
zA)-3n0=75g>!WJ46(|=AHF2$=AkrnV<j{lapmvK@2dpb9rz)plwUkp+05iYV!5PAN
z=TDmOQTzJd&hqO%<%O>KJKw|<j_|mb$xWs2sy;=34v32pR)kqg$pOXAwz<F7UCm6J
zYfc<A)xj*^+B~@ym3q9&Ed||E&8uYGv2NcFG--o1fNM<`2+JsbcD$}X)b@cT0Tu0h
zuv;lo=J_tzdCe*Y(2%ERfZm{?B}y_g+!!^g@yM72gxG(scAC;RyLVZ3#PdPi_%+xW
zftL5gM~mV?INYV8sJ)uTV}pP|O)uL20Cc3rtH<zX@7Q!08n8`7yIW_R*W-2`Vv|fJ
zX_FVaA+HaTptz3jUo{43`D$GIB$a+h_eF=}iPtS75?W}P9WVlhK~vMWmdF3;sIy8L
zh;uag0|9M~03tw&GC15?mX(>08PgrZ@?tWr>>bLg<@*=u)(Xt*X0{}|I<pyP{C@SG
zf&|2R41`mk%@<@HKXh6QRWK063l;sWN#T43A_~uAgPKVCo2uU>m9*YS6TJq+!<~K1
z3Jy$tocALoelx@}SamODZ+}=8)+PBhl?Pl*CVaY&Ih;H7crJSW>6?@9yZzUsV{Z`F
ztW|ivz5Sf_HBa15{!X`-Wa0rmA1k^X+OH}vwT{?NbrTb@z>01McOfp-fSQb7z7AkU
zevV;2j9i<3vMi+;&Co%Gni7<>gonub&SE6YlWIAY{)APnHK%s75MYF8F!RxuAvvce
zxTdp+&a@<26_9#!&H!V_l~|)VSarOl-71#~YCC4X?qZx@kqxtDTd@nx-l)!e?)bXq
z0=62^O7;?~KiP#b^&#KSxhGQ)U^HJh>`M5UzdiR8ViTuLvu=~UzU1|NkQCCC%JFC$
z(#qezis~4w(Z1S~kHO_4g?lP}2bV}tW<Oe_$}MrrMpw5=vVg>@FijMbbGF~Syg(~X
zT5}297e;f%a5PAwxt@zUP1S}5+0EA9s@K@B>!rl*Y3qM!@e^e{U2)IkW<32G(wH(}
znDCJNKFig2K)6mZ7L1kAX|hl#aHKtxH9$-ju177rLiQ%kx33pwj@hiXPkeQqn4v7h
z8uSM13`*3EmQ2yVNIqO~f2o?4@J{C&2>#poDedghU_&{06a{}(-`94vJLp&Xz6bKy
zIK+rtA3JhwZB%TKW%ueD(&b{0<!5!vZXNL=MgpoA_tkcfC{=>OB-xHA>ekt&q`fDx
zd?i0X#r;5Mp1$Cr=r@tu(^_-{&k`z(YkMRKOZMNQD2nY5dQ`{OiQ-~!wI<P{Eol{X
z`!*HpvYlHwGp=u|XDv<yC7DX~bbOG)NaoOQ{JwM7x9C)N7s$xwYld^b5=5@j@5ZK<
zyq$_PiHh>Qud1V4=EIAMgZW(FmAb2(AvRld=N)hq?gm6{=FEL&=P<YdP{Kg(%)gW{
z@!;Li?Z1bT8(g!vOTpWJ$(J!set3W4A^ppSMj#Ih#(wh(?)X9+?FdvRG$OAE?gI=H
zz~_RU{VYB#9M;m0a+_n=#z048Qq&hTxeRDsVM=<IW{CUw8JZDVOSNVn>YF8F>nt<{
zVucsLiku(8Y(a)-ALGG4WR3KVD;=;$9H>G|$_3j5lv~w6?ni>XA=yOw7FBIoL4xcG
zK)eFR8}i=?Tw~ojMTsZaoVf;<2v|s&E9>5TqM917omx^!8|yd47Rah9W(Maq07@1<
zNC}qsSz@^IKs#!E-8#$U^#DcNC`bK4I4*dRmNmdEq$P?+sA*UeFvhaotl~SioTu>k
zy)q%Ze+@}`F#%$M*(>wgD%mX)dM{5jzu@Wjh>vaAaLa}l%LphbSg}76`YfMl`etZx
z%l+_qZd$X>02<(TUK&C)#VoF1wttuhy(>xCoo8fch%)kSe9UkP@#uZEdXDWDxjkKE
z`b+T{gP)+_@$Sy3DA_gd8+vxGU6)FtDh&)X6Ph`X*V<n~zxd1~121a@1GbH5Z7@V!
zH2pdEa*$Ji3f{$5DbUj;0O6$d@T@HKo=g5xrD2FxI=>GL@D$jk2$Lj&0b=gEGJzH6
z2w~R&V0lSSP?;kHotd8xaw6LJfSBUWEmof(>J|7syXTW1sLsA4;c#Se_D_CzzTTuS
zqHI+OwW0eRWr8p_VRt*;E&M(9$&8Juy@9iJ^^h=HOTO9=LNWpK<Q8zP*io%qLG0x5
zF1+xll3g2HO`--ZNlQ`OX$}js(VMJLRl~z$58+wxMm?tzDt%_8kX*Ot7g}A$O59lu
z#i~uU@Sr`ybQ-2CZD^^9>R#FQNNV5Q5~a@qO^ln&A63U~q%Dt#sy)-B1kd356L*kL
z(|5Sn2m=LPB1f`*@53)#=cYfK|8(hY%O3Mnt>rI7+jTbOU9cLq6>xf*2%VW$mO{o4
zb{Mh;>u<U1mH+**+z$4>+iO8rWF1kFx6r8?(;P|Qv+;P$n_V_HU%6j%98!T)@Xjt+
zbawgEmbf_S`SA3-0Ri=VIzta){5t0KA4`zgZFHWqseBIG>u{lLh4;G9<py)>+do$R
za3{ll{H(7jI`gp`v+fx`@gkzb&{V*SuQ#NHGwsr-!<iG#fECol@A_U>ty|=y%mXH<
zbW_}hyfO6Tlyf$gk$#4xRxjjbQ01j=%t^8mIyu5!6@mI~4LY#CA+h=9>Vd?j(f9v7
zwm<IN?UmH-{)eUczhaMB<t2>Kzva<!tbai9U+ka@*2(y#m(9Om>Y3K`c72I&W&YNG
zAi!p3x?6o*G@V$|$2bLqMJt9#Dsjjb(LdF7wR4&|GUaeVAQHI>S6C=#CsIElIttM5
zJV^Drhu<)`V(ed~wjf+lM0apYugU;KzKYGClVaZCU-FXi)iC`m-(Y1lABio!LjqNx
zE0Z*Hi!FdAe!*U2MB7Mxm$ZJF{~mr~$PmS6!)N2yypb4q*OH`>#mqApSGP|vt}gYQ
z&)$x$E>S$jB@DW^V^Rg}S6riBVB&1!##xgVK$Yc{97Sajd?dhU<}`OhSW_V<Q5fqS
zW-_9jUd|#ncN{&^{X}C9@9b-S+nVZyPf9B7e^S&XO2>tM{pfLxEg%TY(G0pAegOX+
zaXjE>!zb8_iDvQBjc!*<oyW;wQG}&Jxa7Qp&AXV4e1|Vyo<uA4Jfc0z@7^NOr6^az
zw5{3KRNI^ZO}ehddyTTizqF#v%uHf=Scm45nvV~AZmCb}{Y5>m&L<0Ja#4fMMMXwk
zuD~C-k7bUvTg=yFaxdc=F(n~6#S^z=eW?~`1X!S9@rFQZ6R1a*%mZa;nDxW#2PpEo
zWJO1axiASNNIhPnZoOhJ*&dt%+E4@p;J%!o0;pf!q4P0F6Rj91yUw4m_d^2#Cr={l
zZu|>)0z3UI#pCZ6c-LgD9>aMiN=x%>zf!oPDc<F8J<S97W)|v(>{3O9_kmOZyT`(V
zRZ~jl%M|?^m|@br4;-Tr=E6V8&0@(GoVJMDjQBp`OF&{G4)3gvv~WF{zGBYt_?f9-
zy(hem9ENi6w}~sDM`^OGIorl+@-MzGHFW=G>Blg<A54A3sabkr5pmB;`6+IEsSasM
zd?EoSG@J!`E#2Q-+*Kel+Ktqx0Tv73+q0fPq{5TCZJ|z+g|{nMme~*$9ovZw9;u&e
zvyR3oGJpK4`DU*%GCDz4W24F!|190<X%sXP9eHv6odZdUu-aQLW_2%WzcK@P+5D{L
zXtdiSQDg@63mz_i#jFlPG_k7knNN%vfoYxZ3o$-hYTbo@dRkL(fw9Q9=H4PoYq_@b
zr;}GU)8^S?_~Cq0O#Zq|YN~2_#)F2&W4~K7el(f<O0Rj)9uhbCJ5POMaIfit1yBmV
z%q}LC*>ru2y@PoqIrUlL-4CV5pHukOJXJk&WL1~pRy!t7-rhaLvH8;)9{i1S_PSdX
z?oBClwago#Jb3Y93x{wNtUASGd3HVvAsD)h`4Mo38WMBoe=;rPk5|b?+q$!ShpGPo
zGifh9pn!<)_JhOguYR34=oP2=6_;RPcVn9BFNue0SeG1-2E<{>`0-=Y#8?Sb-xlnt
zxq9X+FzZvEOBQ=|8#7xb6DRQgS@5YH2h521Y|dzYpN2K_F2;I%uPWGD3fXn6PM`$+
zT>%VJuYI^B+N$PqT&V%>8$Me*m%EV13Mxw+pcR&=|DU?vJRZvafBTm;3Ka@j3SmYR
zX3D;1UuVWrwu-`x62>}G)@baEZH(OvgCQY%sf?u>%P_WZ$-b0bBD#L(b$!0e@4g?8
z`;YOr2j}aY_xp7m$Me8C4d`qdT<$`i@@NoUKA}4&9cifBhip3X6r?c;z5hwn_P>YF
zBx6n(bAY<g#%i#Ugr9{>bYbN_kaD{DJ&-JoY2bt<e_k+=qk-vKIT<@whDkX6CKSWy
z8TR3|a(MAMviSmG3~UINer|5_`fS_&ZpHTyQWZ!mx>rF*gsauNVoKf5>*@`s2hX5I
zBER|lRI3(SFPPe4@NeD6bgObJ!#$>wGL)U>A8}y&2n)1ZmpuX>!{21yy5LaJ%~#p{
zeu?NOocA4lMnY9;KHUNHCa_VuS;kNFMd(Pt!snvpd!FRbW6Laq_Or|d)6m+W%bAmg
z?1<q}P>IUTiraGyf#AX}-L9blyZVPTQS(|KYcl%0v-%hFh}-r)*-{T{Oq0#osUkd~
zqa4+R7uHK^t14tCmPa}5EbZKt{Q=aQZaK}bXAdSs!lMJImqmb?zk!1RU(~nnX|DL1
zV4ulKaabZh<YI$a_y?~#$g*IaY{ybTCxLn?<`nvg`UEY90BDPK7Z&l)yjNRHlN%jo
zs{)6{EcZ}64fgF0Q4|BsZp}nvBLQtesxFTY7%*uL{xkMmPK)W~MTX!9yO&bX@R<{^
zYOuL|p6#l>tJ@`5vI7QtvbW0HMCj1Q3UO1YoVNzGQu;aWlRoVl9I5CWH+W*jR%XL)
zHShiWpk^Xy-NS5n7^O;<T7%U%e9K%a5{>s^%&Rz*oLsTD*>d);H<Gvbe3EhfiD^Zw
zBp%b)9$;t$DRwrZI%Az4S2ehTzbK)1DJ7EmK22R=qtv=1+frIT`)mHiwX&xpnSS8H
zJ?W~zD^ojmkH^1sRWGrZn~!HC0tgwqMu{m?Ze^7@NJ&1aR_&2G5OZDC01)iv7JR%-
zo~*m1gdY;&40{P`T(5vP-wyc+%*Go3I_<H@;T}cei#xU@;c82Cl&E8%R>Kc%-s<Av
zqq8@16xnbB?`y8KCRklX>_22#OOo?2Whm6gq<^oe`yvR9aZ)B<l>ZcP0KWi_s8V>?
zsB*yRJlzECpYB^r<92-8mND;<8h_3Yy>=ThS((QD1k|LTIS(tNDR>E=&x)Q=wp~n7
znHg0{5C14o`S`|OcLUh=Ns(>&_>@@ArrRH*i~Wb2{{}^f!FS)I3j|%Bk4F8+y(za;
zXZ6n)y2rIYoIA;?vnhnVS=`LEc2QM<J&%u^?_Jae40%Ahs(rFu!4Reo2Dg4#xnW-z
z9xX$#mr`4>)juNO##3Raszf@mu9{$|j4;Dkn?P{Y-YLSCAf!6XuS$~_>L<Bkb0Nz9
zKB`F>9Ivk@X=h{!CKytRW~+7<8$`{FK~@f@sjM)DN$HPn2i{XrI#DY8d9o|Iv*A3$
z9{ldOZ3C7Ikf74;_REDV&7~#DT`72WQBN96Q>h5h-{lYhfhP>{U5N`k29F$*qp0?Y
zRu1;=B6~lprWdH=+^H{u%X{Y{Jy*veXOqAq(KmhIR-)wBz4g2(yvly4?Zri~;tHb3
zCt0}`V$WJjyPD>kFL#5}ZwfU>C@(8Q#FV<NhWI}co-fm@26)HBNrRM8=<~-fR0Mio
z#v&#<Y)o!P_WZ!z@OAdi^%>GYg?S|=O7V77*L>Wnvn&O$0OLxvpETOKi;4?g9kpk+
zy>m`X9BN*-z|dMETswEiT>@(KDlevw-~w7y$#3seiuekaCkv=2HJlZyy3)Kx(lZQ&
zBWTic%4Uf~7Q7RD?k#dmL6Asf!q9hD3|=+?!F@qM4Y+(mS{CvhhAlSCAC5kR&yC<Q
zbiroG$cp6;;DW7KjGMARcsB$-X}8HOsupg|!@c4AXO?Y5QInb|(7LTfqRO-7%2NZw
zXO1UwHGEwn$96oLn)yrC%vI)q-;JEvnJ%yHhrPFAA=41j5F{~?mPI_r73EtJXngE-
zb~|1Dfv+_bB%>Kzidrp&R6*#l>7>1hH?n%Dy!RrEI-7NMdVW{^zVbW?w3v4VY6R`v
zS0ADFgxbCeu6VW0c3WVSJL%54h6ooXAFSrI<3MsBR8u6+xhn5ggwO1e8BN^{NFgDU
zQx}w39GFt^{jtaQDhm%sUb#a}Zk|qHa9V8$Q_@Gu-yv>|A@s!R!-vpjBd^V;KdzY2
zZmJXt2VE(49=nU-FyALFEvy-z1O#>S-1BGOHe6R>60S-_L^&Abm<V&3O-OniJKlSy
z!HBsB2&~2@x2H^gf0SH<b1DiQ`a1KEe}?)s>{Rnu$`LZ&1$$Zke455tHNcu?&mH1o
zXGDAvd)2$E<mv32?^_XfR=hG<?Qop+T>h?u(0RP3_DuIt(*KBslwhm(PYy(Y)AoP)
zrcqnU|DLV&PaN?rUG=32YGUa3(nkoEd_qTZtNkzdr14g)!aggocL*AU6%Msat+*px
zVLGf_OfW8$k-=9@=GPxwoGyZL=e@GiqYGQ&JS0+yF}+m59#RBN!SlpNibFI*(au$q
z%|RJIK#$w41o~QKEgTVc$y&w3S&(LuuO$cG-A**zQ-*~<Jdg(BKWRA(-=|&PFJyz@
z#Be9pbT||CONgwYbnENV|FBLl)*!W^i0+YaW?ibPuSL(Yg&Op<C-ax!iLpMEm5hoM
zVYVcBy%Cdf*ON7j`@!eL{3tuNhw_u~cppE5J5Fb=gKc#inTt%jrn?qw8v|U8=LBNN
z%r{wR0V`)gG&H{S;)DAemW1{1HbuQsU(6n@Q?B~jev4+Y+oC=)xZ|9W7sL#Xp=PIS
zH<a5$Pt{PQagAWYWT4Xd_cq59%MfGcPwHr!J317Kw07%WInIU~Ws5cuwP}jCcx0a!
zoVwi_T1yLRta;sk@g3LBUuQ(=sVh#yjPx7tHsGpvn3mS8@wKwz6g>mCE95n5N-B+i
zyPhtmF6`tzeNdK6kp`^-o(rG^r)iO(2A{3ybn*uIQq}ok_nJO|rphIO@MPCn+GP<$
zTnDMZ^r7@6QiHl6BmoS#7WSaPy}0)f*mQZls9t)g8NKn(ow!=H(uc>uK>icCmdI<G
zZKD`Af%|t7iA~@AREgH1JFs+me%pyVpIz@<Cf#)KU4bc9bLFOGjC~uW$hx!*-)~-n
zUxOyY@voxK>S`de(ex5DkmqH+!XJxw+H&?RiiKJ}Q??h}qLZygGAt62>#%fksbzi5
zbX;?_R@oE1@0VQ5pdvc=Y!aPQ#}+bYWNBBJt5R1($ha+Qu2hVz^sQ74jUMorThors
zw{O%t9IPV)?gAX??<*`m3%{mq7Z4FsG|($jj7p*JNIJv=-?#Wi6b}!c&9+3MEoWaH
zZRvE7(y7dN*V_BWWF;d^xQI=Tpa3!l;*jKG)NuQEFBOqs+r%r-W{JU0<YZ-j>5i}|
zX$*LlLD#tdl4f_~qYU<wjraOvD?ZP$NVX4i?T!W?wn3F=9MS=Z<D)7!Rj1v%k$-Kg
zO#e@~so~pQw!fL?eOiHn`v0;MjrO@e-{2h-o4yN-nhuB4z(-AP@GFJe)l5IkRl33~
z!tQK#bVejGoF_`%f!k;zRcW?bU(UV4baI#uwMlIzKl)yFPFiv#+v2o|)^G*~+~E`<
z$y0E}f<567A-Im?@(wO^4;RJf^Wm$}2z{FzB?n<^{F^f7@(&o>PH3^lVLaTyrx!Bd
zOV8_{Gp8nr0;g375KBy7(Uq9z+2ym)I6)Ko<Ifhm#Lt&%(Jvi|jEO1TFfsIGl9Zw2
z@`iJ0ER;)JaFF^?D?sc>O`XmLt*RDb7jPfChX_OAQ$6z@Kns|N*yQkP$M(3m=_doK
zb7mA1hb}(tOi-wB_3Z}&+NKRBr}^{cggmPQ5kY|vH$m8n)6eRhT%tcyMzUbXUX>{9
zqe(a#i`PC&x@If{Cg6QV5Wk1eeR8#8LC_vYDBr!|{$YH~D+Bgdk`t#~TQsGw>m{I_
zj?8kxtLsc*DK`RX5AXaY4e#NvFf1>48=ay9;1v5SdA-$N;W*`Hm+O{jC%clqSwQQ#
z=EE@E^G2u1(sVvhK3zxE@p$E%Ax5JlAd@!PrK(kl-Vm-}2Tu+GiA`C)dwlr7A)sFf
z7`Ph{a$%C@%2;6%GN$W<u_3nxmnric52&dum3CQh#RQj4S0!nihC%=Q&<6?a{5y5y
z2Q;{M!$(JSOXi25N^3C#n+>~fYcMmvibu%KXE6AjL}6?hRLiSflUL0#4!LFy*e`|q
ztn}_&mJx74An=i}4JRn`#ngX8h_7wq*2IYB8A)t<47qLag*9iJxVQ-=P0!xaHD}KO
zLx4esra8M&VNGiY*s_<IU;2KTf%&ugUzMrefxFi}4j?9Sd8f+o-;=s8V&c?<b&!~6
zknF|04j=OQk`*hC8anyR=Q9P_?qyROw#AyqU^hpDY!ejE7ze%rGyKI5%tF{kJ@^cu
z)C_Jy@=#{tROx4^C#qDC#sF*d054>6fE!}*(t5Zu62l09g7Nh|Y4Vp>?7nF*jGG1A
z0f^-pRn!H=R(xVN^qN6=0kr5#qafQg6dOkb)=qZ!Zj|`8iZjr@^`Fz?<l0BA)4p@3
z0E&twFTk>vtU=e{Y1%+<y5`ZlUmSfok3xrTAJxzLprpMu*H%-vSiN;<Hi0vQ;q4m+
zh}2ie+@Y7J6O?V8cL42r2e>HWUj*r03Z6~J>KmApw<AGD{5d}h*%l*4(g_1<Lrfb9
zHnr!#*Shg(TJ?iUWA8Zoz~4QvB_|fE4aX_PKEn=~CuU<H;j=hvbnTQH9BV#^=j2bH
zPS+SP*)Y=oVIIgFG8?6<u?2vhnMBF5w9A*U%pYTk>evJ^<anWZkiMxZi5{sOp%ZHp
z|6XVV2H54ZRZ2U1{gl{w1vDO=IH-%VzI<BienJ5BzA@8NQeA2(N71yU5lbQEl#L)O
zzUacWz7UGpLv=$VfqsNrOSE^dhfld8esROm{|9!mJ)O(&yS@75FQrS6WqE~%33*eg
zLNkl_XZ1h%KT`cmUY=Dc&-TS;{Au9qGeqXzN*jNU;Zeq}K?d}cXYTRH;a|g=(wz+o
z#~*Z$HlRl_7Y9ZR4T+b)W9wd7Z-o%}l|9Hq-PGaHo6nly;BT8eYBs}5(&CC0eM-TV
zXx?mw`-;<$Lw=`NTucjH47aUGR?Jttb9+n|@53MNYjxK&kPnFHFwrB-1{k;FUmB_q
zXR|hoKQwiK6loe*LlJ98&ltj(tO6hdq_NFnptKWjNL0m9$yDn>lbpJw27?yH?}!8j
z$EsIk^D=zw38s<Pp<ImtxK8~W!KAJPXErlD_F604wbib>K%NTNG|}de-Ku#rDNV2t
z(|c*64EBYcV3%A{VM+73)HS=aufXLZjOZCVO$%xBZZP=#EYVv>fY07m5+WT;nqS0f
z%2Ccs9#53qMA$nPsZ=1u8u-R0@)u;*tdg>ikz4jxpGnpgJri%Wf{GYnL)M(*-4ZFc
z`YePXV%%4*i)gMKly}n$Y_jn(`ZS=a@Z{le4sc<6(7+t5T5hQfSDX{z2`Nv7>5~nV
zwT27RjRQq3N+5hX)T^GXboVUCB@u4(*i>s4cy}*F;#TI1Xnkzmh3Sed9%X#3IO|zw
zYZcV_Lz4RNBXlZUb`ADwwqA7vP&87FT!!xrz?Pr0TRy!X1eiPidvH$wQUo$EF@GHg
zYyaaV>wD|*pY_ZB_Qs63>RS$d+o_5>f@#3jDyp}p(x{W_oN9cGB2eHxA5|;pH&u%A
z>Sy%6aF+MGfVwGH^wlz>JZWm_f~D#&4X&9wSzi#AEpts5g0OX^<|9`|iPGwbEDG}z
zy-C%|+I%p<89W&b9e4v2zlXvpmmsS=?(BJ~Ng#Dtfv)c5-jcGX^xe`zmPVosq@I9f
zvXt%e><TXQ)uEQLU@hC|2?NsnO&ui^rX?(^I)Jjt27S!O<y^&`t(Rpzufd3rd;nTi
znXObXjl@L3$yZHS*6#E)wJIHj)j3!za5#K^({YN50(Cyf2Ojb=H+oUSmt#G1Nq>zI
z1<u8KD5t(?6BQ=%%(nfCXMR{vNP;S$25Evw^-8xCLS0KFo5?OEK#bbPxz;>GjMNel
zM==tJx|cm+<uuYh|K3J+x7zg6dbb68$@wqGrt3GuTG396#R3^v>^r}&3vPGzp9jP?
zc$a+UQ~8V!QYFWJLDgX!eLn(*aW(s^`<msNXHU>rY9N%6lo9t?u2h{PWE6Y8l5m8Q
zLHC?xsf)I704)7<DEw^F?gm9#nI7IW;bjv`G#q~MB9a58m_CYChx5qFDn?oO(hKrK
zN&(H+3#~8{P_?w`Wx3Su{tn?1D2W~{-W3E7Yof~6?21<9z>avEF?#&^4*WC^uIJB!
zh8TAsC0TP_h;?WPpWsS(%OJerlXAmG!ojXe;I^^`pJ7b&`H~X?C@oaQ8Qn_7u)(!E
zd*BBNiq`GsOV|kD$R{DegXH{4<bTmJ=&CqdPP4yDgcU#qZa|66u*0F*HCUrVn%aEQ
zlH*wGg{iV3S8aK<*7M!Ulbp0GmkRN&BHUUf{Chyh%vBH8p&eM%`!WE)uYBW0EeVl$
zqtw%Z1Gs-*UW|x0nZ_!c&hQuGtsoVCp5}pK+!mZm0&G@~ls?oaE&7eo<DN!V-MWqv
z>|(Qw#ea`j`tn+h#Uh;o-Uf-M;s=&iZ=?*!(j<~^{Q}BP|92WbwcVT<JxaRy{GVj{
zKMErFfG~9Y?ND-AX=CPTf39eq?G;TF@?rxbwHAN)=4pURO3#?Uo!ornwzhPU8~#P#
z@-4j(V%N8%U0gdzn4Kq#tfPf1k(?%g(#AeCmpp-9V&QKMF8;76F@ZL#Phwnh0oo8a
z6whmtKeg?W6@QrWBVJXT2+rH~bemFyx9sLb*Nh1aAvJ8EtS&x9UY$TmWKN0t%6}ZI
zNe&dYm!1!`P*5S?2t@?$(BqTlgQ=`GF(BpwQ)Eofre{al<D-?Y!G%GBYHs|6zNY+3
zf@N$H5l;6%?Jg4D)<1^KT*ttha`^*@Lj1m6%BJkTBN?5VmOkpkGmqy4PO=$Uq7k=z
z89@KQ8?aiP-q?Nn2yE+RW+jZT?c*%32dB5F@?YL5oYcTBP8*dL$SX^)eE#I8X6xr;
zL@$tB=mRTxRe*bTq&F@rr&xkY@pgT|q&GSwpc1%3X?RxI?969d`9wA0K&Bks-i{xL
zX{*-fE?{-mhoAr8dU>9HnDijtFG&qTv7@&;XUWrU_bb1eK=YnAN#66P5MNo_r$(rJ
zPD7RKkqc-Z8p1KfS(@CwmiwAxQgKP3HsRc!=cXRx3;m{jUl^v6CzytYcg%yYa737M
zUf1N7@waa|%<KY9XIM+UeUbP3Zzg@q@3CxynJ@VtoVBgf-nRfDYxgbGUx#oeDmL-=
zPrDVBc9#9JkT*=3(JAdI9hb(y54@j850V{DT1bj#7AydoqOi;<dZK~9yHkEccK0Hb
z=wGFrdWSMRniFTaL^K>ZW7~vb=>F%#xBAGldmp(c67toGy%i(E>x*0&$+5cY@JY|D
zXR#>N$bk@sQsqU>=FgXr?|OrSflyvVFPX2#^h@(O)pB7HCK|t5YOVtpRyIVBw4}P-
zEvit)w;Zc6gj$Df$0kxOBBY54HV>Ou;MCqOxlB%{)u38GNvg^wX6Re=t7TMA!|Aq2
z?jYGW^(qUpWzA-Irb-LXjxBn&{3PMtkWUJ_yP3z=%7JjFcC|rm<vag59xdFQMJhOD
z-G-w<A$YdFh%S}=5QCYmx%T2g$K;sIMEy^MyHY3Ju`W*&)ZC9+vHvJV5aM01yT57E
zc+%mfjA(GtV0NZLGCHkallvM+!xP%KoMK#|YIg%*A3C}FJDdgY(p5MOPBwIX+)Yt#
z_ooM2uB+Ti4(Bzk_#@iv5(R0;y>}(=UvDOg1W}TI8Lih1z@LB64#<y;F?|^3p0y*S
z!-z-k@PN0MFFbr@aJPPwG1PO`)LV;Gp9qrg$(KmCYj)=BfGQzeBw1_t=46dkR!rYH
ztiJp#54$f+m;wt(*);c5s!j}hyaGs70sJp8;_nL%L=^sJT6_Pmy<pw;+dFonBisG|
z$IBu6fwu*4M=NV1*xnJBcuOphx0Lb@A^A&3jvvxl*5CnG3X2J<bNthx2;BUDw8{g-
z3kw+x%sf+llPCt5-KM~)rxp9y1R-33pmg6><QS1T5;Ue@COAtmRH;bavX@vS3));Q
zT!H`SSUDJS`|$(8>r$WdsSCW7*Iagn!y7rqQY&!T`hw3I!nZv2M?XgA0&)&0Mh3Rv
zbu3r~E%<4mdjxMCLA~7}5|Iu|F{VL!QJn^%`$QX=MuF>sqP~Wc`(KYeo4y;=@w0JE
zlel~*!V7MWWKdlt3PoJQRV0UP+G5p>8X@7b{Qwd0yaa4u346B)vR!0PQTEYr<L^|z
zG)J*I7whMTvGv_Y=kK{r`B|91Q7Gs{ePxok*eljxcc>$I&t#2y+wOyyoWfpz&d96C
zw(7vqtgBbCIlZL)qPl$9>XLqT>h)P%!VVs}OJloC`C%0<It7;QLv?bQ2(IZ5a({n(
zr|aDKOI4|7wl4D()P#pGD?QEaN=T@Txtx>Ts6~f55>i%z4EvEH2i}e3F+i!RD|wyY
zYVM$XDPNO#Y0$f3Qjc-Z8-)}QEmD`!iX^CJtszy!*YZ8_5cWXiOZ;cV7(5Q45djZc
zGgKvhiptr)xNzyuS*%8>rVXOc*KE1~%o7qMG*43FI?cHZ)}<#uLM-SlW%+5>b&q6y
z-^yoP;@@mTEZl1T+{`;((ywcEMy8O=L{&Lq1iqlrni`g;$!2u*B!{k@FHPzGHtbV`
zO-7#^;-#%68#?W@YIT8)5PNgZvx6Ew5sKup&*P@lqy}%X;tC$%C!^O4T|w%K4xwrj
zh9tWto(oJQaWs`tR53$_ptXb%L?EAtrJ9Z9M^TiX+VDA$Bz87;80HWOHP3M74+nn$
zY7a_PTWqAzi2Mv8kx^R-iJmQ80clVZbQs&rAGJ`y7XU4inW|c8!S_`TEEn5q;3o!u
zoI_slsj`}_&eaq5r++Xo#bm_iCaRZIzNS-NDHSsQX8NA%^fyx_bFTX{9n?B{VDxR#
z#YazL92lyN;J=w3IHVXSz>X6iA5#w*1HsG$rY>HTQ+fZ_;dQ%Yy*H964XT?*S9F*J
zDr+Ci@R~NVuj|b0(;iA^c3Y@^a(o>vCXR)6JmMNqvr&@mea|9rUEMIqCL;bszd$-J
z(N@LGFUm93?Q+GBycP$;9$uF{>8&9R3|*OB6nrrqgospLqR(Z*zrM1#A+MxDJZ<R{
z1_m;2(nov+A1J1FS3X=2eOfyy(RGr^t+C<ZbC1YhJ(P3f9G7fDU+9R~8r0t+Q*n-#
z)>gEBdZCwrdE&U_NWFVll;GTGyN9uf)O?DU=M-U2)vZ|Kw$W2A?Cd3haKDman`SWP
zXZZqvR=xW0f(JUMDfV1?zYOJ4oO`u1c}KOJscNEj)$lQu`z+Si39%{bYY-D=Y$3{~
zGQ?||1{_S3p3m0&@9wDC{>70H5NH3e@uyAv-$sLlyUO_IZQ8fOc$|-TbGFf+eDN`a
zz4Ep%cxA%k+pO$Oo2zo-F1v*@2yJ0&BgzGEXLt%`%aTJtPy^PAS1`L(I2^u3FXWym
zg@>WiuM}H{{L{kWf%SnJ(~5OR^1;`qR^C_icm`Tr^G5!IH=w%S-m;s8TJV4;4atJT
z3Pt4f(FS{cM78k*=N{QZZZi8^n3d?NPEnSiXoc){+j))O!|#GL+_d&`Z-iH-rvy_u
z*6FD+lNf~Y$}-aF%}v%hZzW{m>A7~}aBra>#-*)dDx{oTeE}vtllQx2#akUR5H&Xr
zmYpIK4o^+brZlz_A6YC!b>Mz%#+}JJVIcbrHds^=DdUr`zJSR=me>JFX<PRP!slYM
zz{N%>CS;MySoHD4eH9jsp~*9<^N1iHCIQc0th#R(>c^{tzF->SZZ6Xs)yhp~_LDRN
zL!<%fc93ke;@XfvvfuB8*%}v9-*Dd~Mm8;dk7yB~&{k7ONZO5FOvoE6?U!x{&3-kD
zAD*><CNjN9GOm16p+RM}m0F1Lx-GMz#>{46<aS#DIex*Lxwtq9eFveqV;YrUmpFGc
z&lCANdts-~OU<i%P4khGoz`6pwM7*(PB@BYxgErMKp07=Qfoe0!khq~EnVYlkQG|Y
z#39aP7iVpi@G}wMdnNo$kdsXFh&MZgA>>@D<qQ+h&`jj-ais$wUE>l8@J101Ua`o+
zU9vuf#xt~5s$BuHXBk6l&HmcugT&zM4M1$a&~ZJW(&uMI)P`-3S5p3xtwsEnKUoQ^
za)?-~72);SuyXLgq<X1Ey49Lr5>9Wp`Pir5kFQqH1++$mCh^EF7HOJ3h^C)4f?4!d
zx9IV63EqR@IeV(>S<mfOtsLS9vxpvmcOnB(@zTEC|B!d8`T;M#C6Du&t|7;-$Sxq^
z|GNHnadiZqh`L@}Jvwm3ZLZ=-KlYPvgryzJY8XlzZONUcNR>{Aue}cElsjOQ$b3<o
zt;^I0G?A04Q{BV|b7;@u*Vn3wy1D;qS25SUPxx);*W9OW^I3*9*&&PNHsj&YrLXzZ
z8E3Pe=%H9H1I#Hd-Gb~i#RP1=ULM>i>#C12bIRv7^j8w<%zW|^9&Y)}#lRj^pnf&+
zy>bfo^}d4OImnl~`!82)7u?^^obfbnwkYK@X|8Ln!Bq53ZhKzqVK0%9Zp7Ap*&9Zz
zS!iJ4VJpouj7!SbnEFl2nJP!4BE2*`pyxEXECFD+Bzii6p2WD4dK2ZjVRfIXtcf~h
zRQ&Y+8fuq|n;w6RPQCjt;WXoEAM(%U@!4I~piSPSjAN6s*!_x`q4zam#@hs#EXMj*
zc^yr~R$Bj7M2relPuX%Y?;|cNxQwG*r$h>{iM+h0-L7G>iYk;5MIOwOjkB0Xvo(>o
ziYs2sW(8^ZS1d}VG)Ymf<=EcD2s?K-S2QcI4L`>;ieytCmY_!{AO7t5x<fB{b<JS&
z962PDz|mHAsdYAkAEB=FG@X9wGX1=cofTXD#WE*cm)wn5c8h{6)}#9CG8c^m%X=r3
z58>;lql19zQDV1AB4LIvf(ot!v$9C$<KpWHKuT)mRNCZjp+%96h@Y~hy(o@l19pS`
zq~@xjdU(eiJtgJAM&E!HMbpOb%jBW3(5Q$=>Y+8Dx5w*6HA;>Y%BSg;Jq+?QE_XUQ
z=ohLmM5iPGEsRSIw=kO)s=eKF=KV`{sqsNl$xB_Kb_q;Bq=bu39=tpTufDqdQo|0-
z$Q_)FJOFqV+!pE&TNaBbm#Pv-8<&-QjlStZq8Uu$l<UA=FFL`kolWYhQ^TV%AEj=A
zgz(v_t5xI}sFJ;KmRz%6$m{R=r){rY#{e(i2z*?RNs;0EE%kKEam4K*al$-fe7-Zx
zD|@)%F6a{$n{I9I;eIZf^gR*2toDj@5MR*lREn>nbRkP%IG|du+KNI|X58j<L{y(s
zc(x~o3WD|~n!=6@Q&!>6gNF|14fZ%ieNr`%PZ@tUtF?cd-rW$^u3z}GRkBtq{_|<l
zM-1Skfxkrj{?N4XL-lzZvdkt|L$PG-)rFt_ITM@+O#^M3d4K@GLqO4v=Pds)a$AM9
zTA4x~B@LT5uY&%#=Fc`oRDRKpqbIsLC1(%R;(9|K_5J0ex$>ducUZtjrmn{C4Jy@4
ztUHcFora+zdp>9qiYG&)9W)a)L{z%l;^poqJyfUK?s(Cm`Ht3Bb%~w!<!a|YTQ$6*
zTjC}Wzu2!$SH5Cg`OOFfWbI}K!u2Sas;!kF>|ZwOs^T)cPd;Bv=A*wR*Isjl^~@%S
z_!o+shDb6uc{Jy6TK-y0Q2@KYClLY!Kq&Qu6>}LpdRU4u`uJRN?2E<3$sr?C^S$b{
zsvCB*btDaZJLtem%iD{qYPmSh2<Ge_u4O~>3m})RK6%vP5n*_)IN|u)?8+yix+MKa
z)<UHK_2aBhe6K3m2y3*T7>aFISo+ehKnXiL8j;kl3DOnl;T5<>E_?m~o=?Kpm^F)!
zGk%LkHmJ-8R_i`RTp(9k2WJWyv(;Kn=)Q}Cci5Y`kxuiA4982%xYo(<os<ze&F#Q*
zvS-D{&-C1j1!@;MA1PP_BP>Cg&<Tq;#Z?Q7sO;R#F6CXw{QJAP+NRMeB8#}2Jw73j
zDv{2GpEaLpb|HQz`Bm>R^-EW#ClDBhl720(5<*DsIJ~=;u9RACzAS4{snp}bO8)8=
zk&)ovT{TmwQFmIyHBnN5gDxvjA*%l3iRo;2roHmV7iDjlqrm5#=v#30+q+hPBkTXa
zZ?F9L?DXGEJ>UL!Z|GN(^Y6l4D@x%H$CqCN0cBWk(2RXsvV1LOmpGq5pTjZ%RM{~u
zCp_ScD!1nsLn7HgD;6hpEyW$o;d3kIddDCP*Ax8-9AV2Q`eHj(7KJ484>8|*#OSer
zA+XK7sHQsMIC>nTRLWNHWo4WfqOUyu<k%0y)$nj0BYGtZRYS1@_&Nx@%E3ZrCx}<8
z30JA{0o9{29xg}-RKm|twQp#I5aZigz6(9+mIACyHtjusSPz=sYPJh2yl370%S1-3
z{^eJh#ljm-X>I<*`#Vfmn)@a46K;6>p`e$}b0qARp60&?<k>+yAp)b4?1hiq-lFNH
zS6Tep5K=6caeoBN{G_he&fhfk6q$!NA4IGo3)4abZk>Pp%UegaQtA5bxJ$w{>?hdc
zv*zcB?u_wz=R(_*qv@`kUjyAzXp>)dr2CP`>z*{$0TyGD2!eL~c=gn+ieUb#zpj}h
zbVXp7JG#)iH-=x<Vm*Y2=nZokJK0k=Sliz#no;*N9lyTbzi#1!Zw8o3HQHjwLld9&
zm8r6%D9ak@r8k1bI1#|b%shk)LZIP_NN%A*yiQ~~UfB$9FNg~&#xh+;QHftaDiKm?
zI=qlP!7x<G%?pJDn~a=ghsXUB^6xjWjn^it3V2z5!U{~sa<kW#$)7fjKD$bOwk<`g
zy}3cK2LVL@!>f}Zs^50l++NK^@h!1G95aIdEZ-TrBb1L${`+bbk6bKqhpxaxBRi>N
zK8hh|)yGTqk^U8cQZU34NbHApUm@q}levYM5T|TPy8u(mDKV5ilylA5|0g7l*|RUC
z5Uc1|9QQz)Y+?U!w)}ISmvE~ne_ZHrJj{mdG^i%l*<N1Cp83YS$2xdT7lMoBUzg*d
zo#<IcHuKjzU3GdhT-JC$Rz<YVIX{+iD(2)8erH5QRp7aClV|l1N4x*GT5d}kA-hck
zJmfu*Uzvgt11Z~5#GhWSn;@;qjs1m~CyLp-K6vB?n87=vM#W8I9P@FrA33mrQuc1G
z&{M*8kFfWl#>kW7q$R8nS(yq$p0wiU>nL4S8^CaJ8HTOR2=^$7j3oXJs3IIO`fXP+
z!NI>v6EBzNyo8i)jg$aI!SNpEFb%1B+qQZCiZiv`_9+YKiHg&G#kI@t*wKG8asKaq
zzD;?i|0wCg|12HU4!(^3vyq(m{4V_IlP=_JP7=ys1-qZRplG0S8WFiJ=#YB9U+4(+
z{lPf9Dv>O#R0jDtl09?=YYT}?+I3=kU$TZjQ993HYD4R2gwnk=fd&SCw4v9lP5T%1
ziGkg>+Zju3SZ=K=xMN(k@sg%)zbQULKxN0cT({4ud>&B)^_J{z4;VxiaIZhO?K;ws
z>w%6*n}x{ozCHi?slm6(np3NhBO&KK^Pcv|Sha%1W;3qddZ^%x*s+tQ2+8hvw_yiw
zG6OEG^3Gs^$Gid)ISV$oW`?#EX}7p#HHH*x0b03#nfGD|dsa}H!%5G)+dR879jDRh
z*6d}GHy;d-<-OG3$s32vUFumYKr!gMao3)zSF9>&L^@i$fWmJO@{jCpvejYxloN8z
zimJ$;xRk;Ijybm`GbD1Fby@%5`e#e~Rdy?Db05SoA~dxc#H^m-9`Gd%kKETgHECE1
zN58K;fBu3)9^LVd-u9R7a1JZ<vYcDzAF<?*Lt`JVARlIOZ|C1w@6)=AinZfH<znh?
z4-m*LFFh0d=Q!9)a<(nyNVRpFL&z=7#Ts9>_jmKoNxZij6_6%=qw!qhF{%8z+Nh)u
zs3#TwBzrnaQf0sDS;NWC8D;Hn+}Ai&^|rjc){}0wD<DgRh|m!~&QxP#T7bvLi5ux<
z6SUb=UrU>sbtN1pE?up_oR=nhO^Y`UeWwIy-dLVOj^3(JR}i}W{1n$xk~E>TxaIqg
zl7l?>2b%<^0t?38T}dXq=lrPCwAjFIyw}|yzt`&9nshI{V4T>-?aCLd+-Vt&m7?#-
z1<MmJSi6ARt11-R#G=-2DMFUyuKnVfioGgtY`F1<>m6Fi$Cy9OE$~G3hdJHNkwm3&
z)I{FgT_%mcUU$89y7g0a{tu8q6zA<NURAu6F5h`UR;n?_@Fw}^Ua=q^jZ|nwzALmk
z1?Oyhd~@^(f-SChF$cdMAbvU+VcdEH|DruelwMI+{B@m0Qd6he$}ZkA^0<V)UfR;Y
z<Z8l)lzGR$;wowX&1yXmN{-FAvH{(%%*oPTrTI+s{LN$no$UWpI?79VUIV2i|FY7*
z`YYir&YS-O&^8&IWYq5JJiQweOEE|{!>fM8Jquf&0^YOINHkApZu^Q7D5nI1W{aJN
zukV*Pm*5r7OZAjU<Nz<x?5igENJN%cPWcW^O(P4oVJqZy?@hw`?&Wyc3YLL8Dv0q|
z{`eTXHBr+$v{^$W5+P6XB^|yjHu!D}FFeq|uQohyVtl$e4V|0&BRSpilo{CN2$QEN
z??;+J-T}j7Z3Te^CgM|NuC0%JZ!lq<b}VLKO*Vjt&Vsg_R2(UqGHaEno4){3SXaj1
ze~!8D4VHcipEr;_mr0XB#hJj#tahn(a+w`WlI;rrfUG=I<ugcPi~<=9J=@3Yh70Kx
zrC7~#Re!ovAI4L^>FY$!<K|=5^rQiQiKY=k=U6(#y#zp)sm9ztD1p$1bDK-D14S%u
z*FA1L8May-LM~EC5y$vswPlmqN0P0Fq^^0EiN?6FzxD^+yd$GoX%lKcI207=L3MRQ
zQF!@t-jmKt<Tl~yT{lF!@%J_0OG!vlHeDF0N?bEW;$*aNWrC&Bsc%;nBNGyJlDy<J
zMv@9KBaeL<nEVDdPZp7(P-~>Ro%ym}cOIkY?5F&XqH@rS-1bG@;KDDf6kfAm3flk2
zeq{8;Q^EgZKeBXJ```Tt2B7uuCcd8~CiCd+mxm4yoZ-}5n|`@q<~k7$1il5DfCOy&
z#TZmlsM9lD(N!UxJ_D0h>;nQ;aJE5W3DQQl<^h{sXlG6*z|w7)_f$&OEJTsWa8f%*
zhxWE?@aI2mvD>Jf8AX?<%~h`pgHO%Mrd9*(u7!Bl-r7f8y_eoPyaUMSu0Ut;vHfD=
zCV+Yd^ajcP9U3N+;yLjyqD_E5G5#g-#_Ccv-S?R7fzgbpv<z>^obzc%^5^6H`;w{O
zm5p9%I6g*KAz{m(K9iQe8NAtwy3G18Zoh+!JFcJme(3zy!adkepDb->ZN9hd^fsfC
zzBgJzn|oP5{Y_8c?}GBtNoL;nyl%Q|;w`F{%^!_grNbU)*=?oR3i?rfyCtComA99t
zuMTU!sRzI%V`I7D+|-8e`Hqq&qLT0K&=AdU2kYg7%(D!FT5ddmb}l51=e`}loc7qM
zD%T?sYNqSnCWi(*{`!2ibM^{%NLFjWW4qDiw6|T=WwU>M4|8|EX)#oVuzK@cwsYWx
z(p=<iMk0$jy<sX8K3oME3H1t&qCN!Ka)bIseH*dl^5qtVhKk;buff=^Y5KReUe~-g
zpQ86pgbu%Xc6mTzq~YSp*&7p@^UQzIY*i<fcTzXf4{ags8RccP$3ffezuS+#q(2+k
z!!Nwe4VjqAoHpFcNPY=DRg0|t^{i(lZNc&Lc0}v|nLA%j^5c2CL!bxe<qz-T3uh)i
zjNARWRQflQhF#dZSbxWhQ32#%NuL&}CnPT3G0C*jjo3%#3%{+!@}6_Q{e$jhcv~`4
zhjT4PXcg(FWwNaa8HY6PJaPHf*Ip_z(y~4j8giw~&F!NDJvd{d{uus&Mv-h(Hhk52
zhD29kMLdO4lF$BSRWdbpM;@2boTT!N%dKOM<8b6!g!d21wFdU)Cai!LNWeUa|D12Q
z@^pHKz1`1e(&r}o`Oh9Gac?)l2>!hk@IXRX4R~C-{b}2m6?<HJmhx2nvBpv2U5+Vz
zk8jR_vx{u`Do1q-+J+i4;*VxYgV6i4Utju%!TUz{Q<WV*^Xm#rvotoqH%kvajwJE4
zd}46snrfm=+D(t)Yw#0YzK9jymHcza2GxL2^|c!Lw26!MQ@!ic8BjMdOp8|N@7AA=
z&x%VxesG50ot?*18;9qgLW`XA3oXdwD_eJ0Eflc=IG~(s=8a&urPr<HiMO>R7i!Il
z-KLp{p;>788}`%M(LZFcOa6(5A8j|kPl%NSzCm*){M_f=SHeWC{Iyg5m)W3yqS~U_
zvE5(RtpQ)3aN~&KT2)5dWP<dnS<dg#A;YPbJ5zE&N2bw*<n9cY8>7=EcPWhAcTX}B
z<>dD0&%_+2jh?V(>8;SEGj6iVsH*IBRI9_@Wx?9hRv#ulNEbR=2pbZW^IKe>dMkS8
z>#4ZJ57WvJ-LB2+A>B^)*9bqWC*>i8rN`cX)(C<vX{a++mbUw2?H-kPSAOoiNBRs9
zyI6Boq)u<;mr(ql0d5N0!abn0oV8j7z%On+rnL{NT}$=le`|}CJMg~fg%R<Gtm=X{
z)0{W<xd?wTRt?^c{QlA|X&&Zi|EAVbWAx+MaZLJwZNJd!%b<$*i%#;1kq2iASGrmM
zJpV)qzOg;=Vb1z({;cf$i@~;3$(XB4ulf;GKZS+KT2+}eWS7RT7t@0d7$7~z^jM!K
zZQAOtLF4Qt>CAfK;86{)Zl(M@Jfto}p80sWk8^4J*z5Yk?9&nH3HarNIk~Y9{tM^R
zA&(z7Se;!x>u5OSY!zNq>i3l&lRm(;9MGC8XIx)!+QGDr*w7K06Kj}~uXFfdWc>B(
z*PBNe@5EVou@Mvdn?cw7-#&;PI6Gi}q0$q!JYW=XzL7NjE}O~hPSmT7G)<KnH32sl
z)Zvxab$_)UpI!NcTh{$*w;$vfc(+pFsh;~2A?K(;TY+b}1`Z<&sTv&LDq{joN|4NI
zgfl1RI5q`5?1z4|J-jO1{-W$5YyUao@J*%fo@1vyCT%SO!?gaa8E)<ockjB^F{>(!
zhwF83+^`ZPmr2c;o*z*^xC3!EZUEP<Xtu2nDb<IGTW@I<ey2C<1UXH889%9MqG>5-
z<TwiX{Elx0W;l;jLmEeCOSO=N07z-^NLAIk|MD(HrW11|GdtYdszKqvvDr^;R7fGO
zY+0BQ<vcyMI`U{d=kdd7=G`UHgZ^)}mZe^1IlGph59t8Kn`mlt0ldoi3t;an-?bY(
z5-ne=qxlk@r>^$hbUyeV?VFsT0`#JCV0T$J|5Uts55m)fI|qz08Cq}m>VjrIUu-v6
z{|==oXi6CV)x7kvvwak~E_bb~WvaTS@>V8mLmoly317h+OS^_9Zcf;u;qj9&^(S@P
z2Cn=Bsa0a=ikH`4jF7sVf@2uKqY{4yoiz1}w!c8B*=XLY?5^<{l@Cl!e1o?aDB-#_
zC_*>`#=X}UZI|oBT}}2=YQ0>Hm6OydEgUqRk-s8T9L@#sGbY(eOCWG2^5cVSUQAp-
z<$14`fJ4U6uavUVJIiYKBxnYA(u)plZpg*o+82N{b$`2y5LhpLn&FJ9%VqreRt@`e
za5!pTnVd2z`wz%HKKWPj^AktcfouRXpmq82{G)YMlc>Am@^T{ZE-i;g1QzEh9-dMq
zlPL3Z!-#X>E7Gt0g4EpDTxZfDn-+G-(p3tfA`FAnEB8AIwn5TWH*_jC=r6gX?!Uqe
zS1Ry2RHH4VqF_O2ZyTD_)8Q!;PKsdLSsmBTgY5e9VlLbZ3_$MvycFDM=+Uv|LOr#i
z7ziT9Pm&mKmO$rekOmLRCv@{?mkk)Gv-R|OmObvJg7n%^!lGR~^}CN$NV`SBkA|m6
z++wlcdQaUcq-+LP+kc>+kLER9<z;?bz_Vc?E}E2BsVGSIn8sT$x9~Xf&_r8yEJ~MD
z3z0lBERe~4evc8nB`E2`j=5V5<OyU{8&p`D;H<L{N3&k6{_BkcnWuq@K#vx;cU~q%
z(NxlDH{0E5DFsw~!zo)+{P~0MVl_UfKc?ni@%r6=oBY)_-$gEIU29z;0p(Kv7+Xv?
z0oQ+Wnx@mcU)suZO4GZ)3KlhnPwTAcy_xp<3a?$<p1SZ6z9H6NV?k9>q3~Bfm~oh*
zLce0;v_k1i(4c0GHy5;ulejOb5(@**r$tQQ_AAcdU;vOAXo|P?6jd!{0vO~1;DGWD
ziPEI{m$>-aF!2222%BOJM$=mGcVC79z~Azn#-A(;MX1Jz0HOw0kSP#5o*-~D4eDOC
zMo%Z@Avq`tvH~&v4WdY8LnK>FpRAOyyC(;PEjG!(Y>bC-Zn!l`QJ+r|4P!~SMC0%E
zKm_=m!t^|bieG)WdbT;8OVwTDLH?1iEoZ58x>kLfnQQJ7AF0`Nh_F6YG2T+88`3{p
zlw`pK{e1$Kzq>P1;$8n)-{K003i)kKJ2S5J?a*GR`fnzR7-96mBw38n?e%f#(4Jj;
zMpL74PBA`pVEEz7Lb`pFbbp}<J5qhn2t!NY<`<R~=8^^G<G(-6Wz}n?VtbY~EBZIR
z_9&i}G@%jt>5U)k@&lnZX~#nrjej%2-~Ch8GdldEXd4k!-uJ}rZzj8OU_7>}Yi|E0
zH5>izUUL!Cp4Ey6renkY(hr+%hvp|vxJEV9BV_l!5x;Ta;MoHM&G70!u?3+@xRj*^
zo%>YJ4E7RFs)uX<G*PcYdLkp32xgPkA)8Wf`T`DK_IaC_3T6EuVLQq3RNdr>QvN-b
zb}6ji$t(dk6@fFC5b@{aY-<x59@ulI-g&)OIV1*-&hx^z4y+be8G=6KOy|pGT&y*6
zNXw<FLyJzEA|}!yg@ZoAoZO~;jucin{N80^2lX<9uUmlEwMF!K%)<|7@oQ$jPTDc^
zokXvOKAoD9_pNlJ&+f2>K%u=tF=YDzvAQnuW1_SL>tf_{2UkA8Mr;XEj>0~a68cF}
zJ>XVJ$0s4SfwT<b-0q*9iHaow*X7K#N`iZn$CmPF*=A96KJwy3M&f0l^HP{0CF8{c
z!{4S!b&bSUJ>|dj>+Q~eYo|Y4PHo;=>bl_er)c9}Louf2l=2_#Ua@=*U>s(DcA?I@
z@;am@JH%9uc$_wRqB=8Nez1yai9*O&BB{}7SFed8S3_;g;1vH`A8v);gBi8UJ1F0i
zJp}4ywYgmR-T2{L4xTJx^(A=oA)I@5_7>F`*8y6yiF;VSlWH%yGD5x;yjX42L7DNh
zxhh+Ru*-`KWe}<?jWEHgkU`V>=<aIdB*M_MFg4U2hgk&fW)W<n<vrA!8rIBPYlb1D
zc@LtBpQjM`ke+#ftkf4d4VNMF4WTXF@`pb?91D7aF+Uv44=I7X5Tsq^Z`P{EF`qab
z2qE%M&WH>^n=ghUOcwL<xvvj62qW89rdFc&NM2{fi>l3>m>L2S{NBa*VP@t>d6a)W
z+PyB`X#|Mr@J0vIgT*jl#tn==V1eQ&tZeBC1Ac4ZgAlaK$L3a#uHDI~Ell1e&b9mB
zw_Pm}F>8<xf}J*O+9js1)4M-lP1tp7h>qfy{wU{+XnmvkrG?EoyVvHCnpL&7YWT#r
z#4W;qF$Gkn2$!~_<~1vm(uY^bwIxDbs^lQ|%Ay&Y@Ht8#$*1?+Pf{vgnJQp^DKV|+
zp#<eD?6nQV>4EJfIvSsoj=wK(9%?y<K}3+wmq46IFHe+S#kk|Sg({n>j6gqZO4sa&
z-l$vxexa%l>uCzJDC1gsSt34>u$YWe#tyzV@-LlaQ}!*D2ClziVkzn7G?g26dF$$&
zBk2uHgYd4z4c<@i6`eWgH2Z;F+nQ1O<B2e@0oO+#NbTQQ+IaJ5ZW|<xbUd({H1DOU
z*cT^X`K|>7QXsfa2wop(YmQ7o!}>ct@{w}_{KvcyVlB*NE8gcB+FCgC`CF8v6MS;-
z{;O`%5=60-1N-99o6`uJZ{*I|5*d7M;v>wvj=6#h(}2w5@o#u~`|a~zg6KIpfDHMM
zoA+&a%_+ryA7gHZ)Ge=o71-H+(~QF*;r6J$xB=B!qV6h)JVJEv)s@yX1V0oI-V=~r
zbL@PN1tB?15e^c9xV8Zdyap9`23L;(+B=ye@WG^-sWL83H!5H+L4F>vl@M~*aHVw9
z$y9sEWuREO;glRbU(wuUx43-4Ek>3-sSD>1r27|faF|Zas;^1@@N-d)4eJvo6F9oH
zVuM7I=Bn17gg=BcdBq$J7t1(ZAKfTu84CRCEW08`qIA(Tp~8UDLN*%fj=q1XC{V>I
z>?RzF5GOJ<N&<i-<y0folNx$X@mX?$FP-o=6FnOPhr~sX%2)F=3^iJPXr??_$Inq~
zrs@Vdjyx9~$)ym=Fx|dSv%f^wfIkR$WH~7OOfUofaM|L_Y$sFM;)s|hze1F+t5k8V
zXsG^qW$yw2%tV^HQRd$-goCbp12|!i{_+_eECBsX^0Mn2skYPI5nkPU-r|*+PCgus
z$<_`&bmHw$L`_PnRK$-|zyHq?+z}RGHK|VL!M$ib+tnR=ME=@MG0<7FoFB{5+V!SE
z!dBVTu^qnFZznP;I5tdP&l*}0Z$jW)U&ex044Bih;~oN-SBjaf6~d_@3G0Sj8^Nm$
zb({8Gc_o8KLSiZWxvbGNei*z<o;fYE;*#hxgp@MS(ORbB7<aJY66?M|Nnde!g8Z9F
zoO7?n;1zHmd3b2wn58MK;WVPIGy?jN^0UmoBKX>UU!b4DXT@C8^URP1O|@l6(-U+O
zB^RkULaG=AtUj4tDZdgzlKW7~R$1io<f&?qSXH2;cRdftvEgzR?M$q|MR8OJsol)r
v)*f$!e1WhFpd9@dkY`u)>E5RJA0x-V{_F9KsX2B1k9N=Q=DUyDe~<rvmqtt}

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/images/image-5-Cleanroom Manufacturing Floor.jpg b/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/images/image-5-Cleanroom Manufacturing Floor.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..37fcc6b779ea36e99904af947d5757db56728c3c
GIT binary patch
literal 160019
zcmbSyXH-*B*JdC<5Gm3GG<2jY(t`9Vy?3Qa?;;Rt=%9izh7v)*7*LvYkuF_?P=p{|
znm~Zid+23&zi-yeTJvjW&RzHXIcME<o^|)Vd+%pI`)cB94sc6XQ%4g(LIMDgTwj2z
zDS$eFl7a$6K~4z*fo|NOq@re`p}u*OnvH>xj*0yaCkOi-Fqn%^RDg@;J}($7_(<r!
zn7EXb6sLf!qKt%ssHBv{e;z_|<Hil@o7Ai{G^`TbU~Y;3=W*2rpr<6C1U><h@Bm2Z
zNr3buSHA$9*XJZB`L6-^pM!)HNJdTpqP#(M^Lj(gEdVJA5J*Y}Bqt{$yWSmny$&Fw
zCuiUmSEXPyaRl-BGfBjze5T}8t88aB{j<X-=@bxmgX%U5E8CrW`~reP!cq|FM>4W<
z>W?)vwX}6~&CD$<t)4u!c6M=fbNBG{f(8Z!hlGZ~;$Oacosjqjo{D;(mi{3lGwVxk
zUVcI0*P`O@Rn;}Mb@dHDes=uo?80{U^bQS=jE;>@{GFU%z%MQ>6INE&cK7xVh=)hV
zC#V0xMFIf+H>~UVzk&T9xahBOk&=-C$w2?XMM4^KeFN#q$hpNS7*tI_j{b~160wv_
zYAK&9+i&nnn(i<=1^l79%_lW~Z}&gY{tMav9k96nFJ%7<*#E{g37`g&T)#XZJwO>S
zzv;MNV8Lm$e=`0o-vd6cV@m`=djH1MiJ<Wc;p4d;NUEeL1Lp>h*mDRY$$Jn-O=jf$
z#0VIm=-o=CC^zPt6Ynj?4)WJ{9rk6F#B~mO$vo<Lsv<sDw3-e3Y93ia7D9lGttKi|
zV!gDfGo@lAyOgO0KI+LQvCCO`^Qj!-CyV-g@~f(&%*At4lJvMDa!#G{o-;-%8UD);
z61V0_X~XAqTI;#4X@~%2UhW(-5Ihe%y{$cdDmaF+-zZPE;opkGq!b?(I<f)vS?2;5
zGEPk~A|bx=QSX_7<w6s*PV0I%=w)ON%R#?x&+5O79~m#R7rcd$2)D`zEkpfwHJObO
zd){MlfQ8k*S@!=|sDCG?!7LVaJbL!L^EDk_Kc&C01Q8QeP@<Up7JX;Rs#pAlZiQTe
zCC+Fp8SyA{AwWz8H1?_yB|wI_O!ME=i3$UjYj9PQRK;R#P5je-4KakHv?lE|g$HZd
z#gob)Wl(IiqXyQga5B$VR%)Dv2im?|@c<L44Xn{QbO5QZqNA#9?>kD7No$`MoA<_1
zcpGefm&Ko&Mt(s3n?yQPevp)&#(XM~vy|VB9s9vj)!oyjC?dQz<;{rTs2--D2-T?V
zYRQAI5Gi_LySBJj$WeCKxK5xB058M7F63)1yJ``E$Kg#iWxxm9v#IucZtZw@7Bd-#
zoEaN^*PIc4dmH`%XJJ^#+wkS_y;!n44v8tq!a63(XVvfi-W-n!H;>!Y0eqHaH_%vg
z!GL(lf{MuQ8a{;%h)>4IJ`W+FA30A!-UNZRfK;mr>a=ZlD~P3;X1~7=%zi3)vY{^9
z$qM_(wrSEW-K+6LHN{c~g8s;Nx50Y#xzCp-)!}SaTa0ck%yJf0bVB<vi2_At_hXQQ
z^OF_tiKVyA7hq}*e8cUBcQd4^)o_$hx9v~US8^MCRAl{r0QYm2`s1(Oy<bzjAT}Iq
zb@5o$@7A|^wj*Zmxw4%|2@jpSX;*-J*ifUGUk4Cu>UE(C=0NS3=}HT}a7|lwOc(Z(
zw7LS!>l}w3eY`xaQ2&OCEXLsBX*2C}ZiRoff+tQg3F>pL32`ZB+h<!%>kA=2*Nvz>
zc`b(XlDqhB^2n}YURwPjwVLTBt$*>hxayed<OUefu_N^f!fxj9=}7Qgu=P>Ytr*6A
zP2KUQ#Vf|^#yr16HK)bb?Vs*w8P60<TceJi1xs$)|3v(LNzv&s6#mxzGwxxmj~U<X
zo}%XpLf&^%J9uge8a#4+T6Np%$15z^ZVycN^J~gtVINpO&wSL$u@-pDEI70|{w3CE
zn1Jzi^?c38<q|&n=7veCSE^d0@I@-~%9kwXH{n!q+h(;jYD2%_Aln)zfwzGlOK{&i
zgYNcUjQV5+-;@mPp&|nJzPezh8c2(J6bys60V9usU$B?-FH@6Xs>|i??AWOo4tDJ4
z``^C!sd_S=?lCKfGTps@=tueoi~go~>Qu8`Uht?uocHU&1B8iR<;PuTog}mGNQ-3O
z1Oe33XE$E3J@74k3(j4HuA7BoW-Y$COMbAQtAyY}DfZ-z7<BH4{d(JddWV628>Tq<
zla0>@I$Lu&13Eu=Hc)T#H`?#a2JENd&%*K}UN=~Kg79f%>$YOY=C^2^#`&tH$D*=G
z(m+cz%4C$0Z{RQ3uPe{!)>`r}YL<X5LJ@7)s>V-jvm7biwg||$=}hWX$l`@J)^#_y
zb=k*Gb8Z*cZ)2@-ng6xm?m(8BtkaEt{;rhD=%^!>_+>si*jnH!@Ndy!c>wNbR@rpy
ztm513h4OL3!F#oJ^nHSSFsheZ(gCo^DB_bHlJzHYhmBx4{glT6XQ8CcqU%3*>~=*^
zwnm61`Mi}Z{kl{cV+siagFH+-l<-dT^o3#vDmAR%{p6hpc@gm`KI_yni97@xDO^@X
z-hik)385Zacb2rA(y8Z@RZnuXI;{2~VHcT^`t(qxVds0b$jzjO<n;so_5xppMRVo8
z%v*FbQ-uV(LY(z9Y8sj{onmits@gZt>xsOT`Rh(5ZoU7IV$Im|M@-o6YcQkzOnyzx
zMcpKKnh`tGazg!|U$*xvN^E1>_UY_J)U{C?axVk)k4=(wj*3_Bb57NXH^piv6U*O8
z+1#CC;c*zyVpSBj=z?BKH&kVt)HF(vCL(XreXbyB`FnVBUe$0jl@4#;Q@%1z(Nmhp
zZy0<wj$D(*dBS$ODP0wo%c(PO(UL#L3uGmSBZi+Gl~HmjdddwaVy&M88Qz-)uj&et
ztc3M@Pt=KI_2`eDnX0a~=e13<lWZRJEBdcMjoWl=(U%ahg}fY@cG=>g?ij?#mXhre
z7W%|$uljkr6y=yXUAND29`Zht67q_C|0^3?$*z5>3bw`L8;hNGmln+Yq|x~9Z(CH)
zwr=iumO2OMxAH~M7KSt(_}Rwqkq=u1jV)(DWXV_rdH9{xKe-$#J?E<jWH9@cMk<X|
zh%d`Q>Ay`%K##wPbd@)COk+%*zxMq=Oa0f-*!a3rxQM*Q==1F$mblwwiEnqpU83JH
zdpk-Jf~!MqA2~#d+aX_KDJ4|e7OF(&Rb;R=9xJ~@1ldUrN`0UH)eMNSjLLnNuxd3Y
z`!00dyoO}&k(ohkH~K9q9vLZV7mU84I-DQi5}l6`BPp-aUl7k;(jobb7?uY1>mX1E
zxd0N(L7M{tIJ~-T$Z6F3;oM^l+MNSLn;@aHA3$a7Mv5x{ARj7A*OvNl8FdmqO!_)+
z@$qbYb67|s^xl~GI7ZH@&?{k4S$F@rwfMai*3*4$YK^xTba+U~;U5QtL&`W)<xjnE
z;Bc8o`wN7NU$`0H*Uq#s1;(+@5(Gq$;_2vmeedVhl+C9M44f~#(kY`qt)ua+`?<fd
z(LYPlXV4tsrp_@cVAv3wi#7?^AuA-K;b0@u>l@h|W0&Vz7}>$8v6TLIC}NRudid>u
zFPg}F2kDO*M^JrWokM~mOzUX`5C>cS+P`mXDOJw}?@#+{0|a&#2T2{s+Yb&(KX&%u
zIf&m>Z`8Y-S=tS9zm{{$qVNq3qh(>2v;*e~p}Im>FGOyt7@PZ#z*pR!CGU1gj^%He
ziWTbj4bX-!6vX)Hv|*#IeM&y~6!FRwd=>=R1~ZXBd%M|B57!N!h{^C~kCnVZbEx85
zJZF94WBjMeNbkQjHj0L&JU2hJFj0sHG7*0yg98byIn@6cCkRIF;7#W4sdr=LbW3)a
zDv^FiF04$s#P2ve?JckQN(nL1K|XB!@$h_)iJ8}%H#*=8ue;C`gi|dSpP3G0TC#JQ
zf$*t0RXtCP{6C7G!^XVYDD%_o{dLpO?Vl_+{ZLQZ2I!2N#$Lqn-&(I-N}`^q_`*{g
z=V6kmx=`i$Pc3DC`(^&vId_1&w-B|#h;wrYXyFo<c5o6OLS~h(l>MA1&10l!(}MHo
zscqpypO<HF`<<;M<zXcVq~wRK=U#QBdCqb*C;n5d#E<7VJbaz*<w0^ZeoP@!_{O<V
zUdHa>lPiF*;{1w#RYdR`*o3Y!y>0f}mIplx4@C7?%YJ*DONYaicvmdbg<a}YaxrO3
zg~%HJQ7=73tGVWr1iMty&=l|K8oiVIrTJOn>E?WNKU-XnL&6UqGTVT6u*?Ua@Ha|N
z7MWKc$8v~A?!LbGyRav{r*%-Fc^pzk<E(zBez9j5{V9UD(CAvdOFpgF_LK(Z{?pD}
zy-@GwBa%13ox(^G$w`ANKx!cfV3if2di*9RZ{u}u(6mv1mv%{3;hXoJa=e1BpsZbX
zH>;8Idl;RY(uT5|I^-M5HoGllCA|@Sugw*nGjqPINf>T2afjYda7-4dRD9D3Ep0TU
zy8_tPmP$=*NiAn+lf^J56)NM+MY2^wXLlx!BZK6hs<^aqadb7sJ>v|`Hihd+weT=v
zXV|b~4JFyPyigNw*~%9~SpY(c3A!boBANkt@te9G4J)nGonx5`BWF4k@+mbvil@ts
z6>k{y3VL1yxv5I{wZY)Kti-$Bwh93fX|fch|3W{QkC1*WsYAV(p_xRfWY&Z%grCJd
zUnE02RUO=IxPNW|Y`vS!`N`pJkN$igG%LVPX5@2P689@{+fxqj{;}|?Y?Mp|?`VYC
zgPQZfJ%I1%zb7+cr#>#268L`hEl(Sw5GT7~q$lm7@=h8~h>H=mZZ@^HDGAtMX?E&!
zUKE|9ET-di=PrH)omF7`;wgs|6}_j!>Kr$^60p{Ccjth!rJ<(IWUbAr=hoVXv4%ZS
z*Cgd>C*h`XNn53pJa^~OjKz^XBw_eRQrADK30KFk@{HhDGUq+ay<VKv;_bKZC=d1t
z95Bx<qac>dIFpv+&4rRwjn=<q*yojtmks3)pY39r7xYDozV=A~e>w;!wOQU!{`5$8
z`7QY`secQs`O3O-^u&T+A@&?&z6a|!m|Y^@Atk%KrFE!N8&f5IWz`fsnU#L;dV9<H
z@=&I@zMYqS_o>J;HO#MXlBBenAl-v20AQw{(8HPn_Zb+Rw#rnK#dE%b3B(wkx@2I*
zvjQgQjqK0`Rl(}?XG1cjZ;cr2J>}j*`SvnK_CCI$s8&#$81p?@TW+}9aW;(%%X^J8
z%<j~(7+x9~dQkRa;;4dWJcw?SU3E*F>InvLRKDKff6{Vy#3byVq4+_CaznLSaNCL}
zR#V6e?)X}6_-X7>QPzM4V3W^Gqk&zuq(NGQh@VA~VbXk5K)Rj?5{<U9>g9KZ3Zw6G
z9ENUDc#uL^WlIiAa~4l6lt5+L71c*<IkfN_&Nq<RV}<fY`VRY91k=^3b@-=;iAveJ
zmTccUxUyg95+LFUvUs#*>OTanrlN@4#jgb9r-r=PG@jM$b*njc;g>S3xUy$;Tq!7X
zUhDf|5$<r<o~nWgfE;853#O9+U;i9Z-!Lt@%a)J-gf1{N5Lhp~--1B1KR9WoH<LfV
zC?x1?NQJ!RO=ojbWd%aWJ1ZL;a_UGv?tOL2hIS6fY#)@+PbY5uNG8+b8lhf^Aa{CB
z49j=Yk=|%R<CmZ9d?^bR_2(~Glf3+ldv-VmAG=Hc04Ln=f$RKVM!$zge>$7YqC31J
z?55H%YD>ghQ+6A18d9n!9}dmH5-cEqU=DeUk4BjwSu*oGF(*d41t1=y(`Q`7RXg8|
z=)fjt_~O5h-y@Bl8G4rvhrQG0P0;~L$r71J^tLtSF~Tt*qcSG&sR?p%A%@xn>FKdP
zmP|v;KNkwS0`Mcz!$1MEws*1J3-uz$>h{5k>&>G!^cW3)DC%&)=!I@Nd1xu}JWbg!
z?F$zrttMTozp0uraYfF&ybnPtiS%F;+rsmGYKj4IjfGDzoV2&EZrYR=8~I!asc9C|
z%7O!nd_2J?!~crTS2bc~y3Y+>Y#39>vTYl17;{R?u=R@|yI3Y@13-&HeGV5!kh(;i
zn(Q3Zv?5()jx-ExOu;&A8y`ECX9r1Kk+~2F5tNAZY#(NC79zp1%Z|7Jku}!ZRPMal
zu+_|5?gZ$XH~+TpFoISnHUlrL!+Nm!G(==SP|@4sI}0zbKvMKRe4t)!aVM(2AZDdW
zDO*sWb={6^4HQj)cMdXoJuHX8SHSM&+K`9-xis@m{{m5~Ls{Hz3WOA7+BYsTBne>*
z{k%&K9GFA>DmJmLM-gV0KD|RX&RbXG{njV=FrVHpKtduchq~Rvzpco!X8@K8+qL%O
znD(PF%=J`=6a?NT=!DcJ(@!bNS)otdrcBd$CsJ^*Lw>it401esg6>{qFfT>3kZ_bU
zdUQDQM#{UA&K}4|&!dtTW{7H80$)^G!t)dX{E20EfBKS1T?NF3?2)1HdTiZT(YKT4
zqS&e&Lx+*)(_m&l@723^U!%0)Dt}M3Ap10kkN2KAiNjAhe}=>nI{vW#{b{cK^}`jQ
znt#hc!ArscU*p~vn7GjxK1{xl5~qCUW192hHPhs<;t;v_Q`!T<x0_8SOK`A{v}QFT
zv4kjPjORReQr}e8UOKCfQ}c_?{rk0B0Jh~OjN_ZT>(=T{F7|`vG_@7a1!X#r-m7Qc
zpZ&jd@?YDt@~enK-zfpj1IU5aD<WM@s680-*dgk@HvOW#TrH?GM1ae;!~cL;ApT)X
zCv2rO7=<!9SDA*So~(}(OWAL)cQ^L<01bRZ3$6h08qcw%pVE(l+ShHXAL$pO(5GWv
z^_EUHkl1e|+xo0$A85~BNr=4RH7#BQPG%VC56TU4pY-%UiHDae7XRYUxchpc@9bgU
zjkB3nq_^B{jZFRc#ji=A>4UtP6zv;ZzYPKulBMxkMcg97=mXh&le1nI>~apB)y~p9
zN+-!*QPB(86g-{1CY=3JROkC&Od8ZqmZYcqbcDz@Fx#?X^a9qFY`HYu_S1^_6&Ejh
zl=8LV$iVyM0hJOR*JhF#6{aL>eNOAqB)xr^{%5s2eMUS5^F5s`z)V7xQGWQny7raj
z>eoiq0TcapO~)e7Z)5f~0y;-^0Pz0NI<*EPn!?W4X#pf`%!-@2)-!#+|6tO>(NyI*
zCGr0t`CD(4DhCfP<S%b^GpTb70|b)1c4#yq2Bu3UQ5tD6Si_n%7)5UQ6@XF#phv<%
z5h-qOBL2`{^3kj)^knST@jJfKI8oWDQ>(~1$+t%Y<wi)y)MI-Ux$!Td62Dc0f2&R#
z6PN=gOvDs4t^nL6r9ra+;Z`C+`?8AiR?ekA1;%~57L-H%l<)M7R0qXDA{Mh@j1=CX
z3fUWav#|J)aH~7LG#$I=T9D~uOT`}=Yjd|$WjX`g$Qc^003Q2Ua*5i{b2A)B>QCX7
z97vSbr(C5PKC$BYglD=Vwf<l}Utlw}$5KUgw7`7|(6`cpZ|_s-Z}4VqRxHwxBB)U(
zqpdep$@^!1(=pUKI^AX38e-J?s6d;rtVScIY4oBDMp2Wel0LS<vh4AGOdlrZFh_D7
z-<l2@fIlM+3vP9wt+e>xa-EgLMS7L2elH>an`%fdpV)bl;APNnjr!YUXsZ49iJvOF
zaMe#HXC_;!k4dWf4!>mwgu4dn*R`$S4pvkh%w98zie3_e)SBWdcgH>m185MV^L)Oc
ziUtAeLac-oOWwwyHj1<aXpS-6j0~B@1z3l@7k!Ja8Jhf0dfra-t)Giu7+F%IX%})p
z=n<K0msYuk(ajfV;BYT5Tk)-K=`UM&a8&CBtP;p55f{Cb4I0bIt=|y?TA@Ifc2idX
zHEW?3^0qMo;0n;!=zj$uwHA5e^SDl-{_nRakRfKYFrQmT8l!}^d{d`SEp#p{^Il6D
zq(64=(*u+%$l5LUNSot*RyZlhI`s;$#UcEIq?`UN&M>sSyh5L|@mYSrcWAH{>&!6o
z=xRKDfh1g;?X#vNJXj`|S>;jl!})%8MIjkt4v=lj)1OGp<%Qess@y;v63RgNq98AC
zw9uvsYgS{_W^=gJ4S#O$uJ-lur2TEX*A1c*Q^O}#)HXpqPBJ*=`!w3F+(xpXx*F|q
zFg*s7rekxXO=)`HMCxV5YCpjG5&8R1(@^7&U+89+OR6|z6@r+7dwx1Nuaxw6!~Q6A
zR2t_LE77TN-MpLcmfRIU&al4y{4427^9C!PT|>eCQ<FPuPw5VN&McA3AAJST1=PQI
z!Vuz?F^(1R1dmGF!$Jlm^<@PrqJB{UhLEc>-8jQ0v%JW@R73x9NVX4ErTiPk`jQh7
zPREq&pE1H5@tmL3c9C>1yt3KDII?w1pbyhQCZ}#$z^{K&f)ON`<r*7B=w+lgqw0s>
z0FKN}yPG@&1?L*KBQ~m3I`(4Ke~L<JJe^&1Ym)F}jk;t((g(i|2IS0MYef&`)0>Sk
zj+4cCklu5i@!t?u3A>Ci@AHk63oJ67NnGs&Sh4XYYn6pnymJs+OVQOL8!s&@;W!_^
zxyxxJ<b~Sb!}xi9+30+Lyc6`#6V=1p4ApyyCLm$s28>~~FM~EDZI?D&1-Sfea;5D}
z?<hxGmk7!i>pgble1H-9UZFrNzGYK8zHa|_XW^`W2=Vx0R^%7AdOeKlU^{_@f^GJ}
zjFzq`*hr-zi#anETW0x4jDpKyG;>4gkC5Ll^Jf!q!;mP8l+RDg9Y6~1>lSVeF-2H?
z*x1_@)vA5Yfg)QE=TBuLFk=w=f<SDJ<FtF7?p{fo(%@`ng~M2Nz&BZH9qhG(w5H?V
zj3J;cQ+PDUWgPp%l{==|MG+1HTMJDNK}Qu@$03p5dgy&z0*S@RDe4Q<pv~~zfh_~S
z-G+A^NOAil{2+&B8*sL1W(vf*sw)o^#re6Y=<qERF>Y%vn0~}a>Z_jqnN5l?8OosW
z^V0rXrH^IeWuG98c>o<5{+T{!?x-C^_Y>7q^1ZCdHKO1_C)fQ>SJnjRtsBJBvy7-H
z%G05y@7fcVTvQdjGBWoK0KO}*FP<@5vK(pBxeF$N(#7%Hwgb~d{trw~Lhko}RVa(c
zN}Wjj5$bp6B<ALOa1wO|>46v546*0bw_6BA)^F5y(pdF_adFxMk|;LKEf7WReYc4<
zEmm3PxExWXntV_0>3YJ%kh9|TC*QzwN3qdez+<_#eBuh=+H<+-cS+M?HSClWq7UDA
z$p37kfp$*Gx|4YS#ON94u0qT9+45!3d(Z&6r+3*EfU&Q={bC<_JmzqQSE{LwVsblD
z%G_CM(rWt?krPj;oFCfR-FbjVhb3H_RoSuEsra1s&c9$TW!*j53CPF>h?>Cp$(1v4
zNaL;HJyXf?tb=D%(hn)Om-g-bJ+$B7^79^S;_uijteA%AYhy>J%Nv8R=ha-X77v#n
zatx^g#|p;Y+}RwXjSlseTh_-SwO1(f9o*IDO=(f#F@B(fa*K?cZyo_h_Pk4Wa?JAo
z(N*k~8?-%Q2!NvgWksq~F#-{UaV8xRK{9agLPk6YOh25@*I5~l1hF!;z1Bhg`&bZm
zSpKnHLi1=`_}{uhZXLV0ZTV0ebW7y(j`DfJJs{^A*!YmldR*n!q-gX~V!!JYePc?h
z?D|;sxz?}rk^zO3uE=$z8P+;L(57iEg?+4XGG!0vSZRCV&(pHPUV!Ao{jX(<+Pg85
z(->lKm)dE5W*b|kT%>2*y<I}W+@0@oT;zi;QE8pi9>Qh-fcJ1juz!(Sm_Xkqv0P0x
z9*frzpIG1@T(bAmFnz9M(M=gT;5}%|i;XD`5K6DT)z3HofwLh%=CJU0r!%glOPli{
zgl#zAZC<;4Qc>yNy-Za?3OrSWHFkB17w)CDBr8~bGhuNDWZi;c^~=xTd_Ont!;?s=
zM(Y=?YB~+z6<{S~$!0uR+^i;{9qPRf$i1IFEtRB>;$;qskpXj>7#IC2={NXmDaD2B
zm0evQE_+ft?Q5asf*mU9(iWDh1k4>Sl&}7}J2OFs&+bhgz_oqtTe#6PKvNZT1qc%?
zQKIHrNBQIaPAMM^{ju(Fy4TSAl0;0Y0rKR$injGl5yKqwQSqLk!je5*v(wY&0?foh
z>9eF{w1vT=6s(a~Lxhr=ft4y4fu5P8mCRZT98OF|O*XuF^05lJT(`L--qv(jlqhMi
zWg(Z9u(^Bt44>~m%RPSit5iq9-!|!-KhxI*2g}=HQG8BhP4G8g9&=7omZ=c@*d=O3
za=ap2>RrJ!K#0!@X2yA6{!1v>-R{@BU3GUZ0em(dm&7pb%ZIYsjIfZvi^Bf6fw4{e
zxtvF<-`7k|p6|OONAbJI?P-3t`??V>d(^&U7yg>L4O8A$MS{Yt;Dd56%D0Tf(&HNb
zM#tBLLh#s3X_(Qr`8UQst{Byx?)84f=WkK<&Plr8ohJLz@FP$&wcI#Ox-#zfSAZ%U
zFB|74%}E>I9zH^0v#$^^zHK#WU2pG@qXys*?Yg+1t*e@kA>q6%{)gv?=Xjs<(C~od
z<qu03M$W}-0JWjzHDi}S*v(1XRso-_@+yXp>TE<*;^sSplpof(+iwbMl57apgO`5H
zpW?y(R@x_Yd{J!0mB|7q0CC&0rxyTo9<Grl=b@zyC4e9(*e|gGqXKX9os9M4F@w22
zcLhfCm{kSoGc`1taq>rs7#l&sDtq-q7ySYIx?@m+j4ZA~3hn!o@I=6NPvaqmr9z-4
z;Mo+PA6-Mg*t&imHNqWkTPhkX5(sD)DAWC*hqBc=#M1@@M6PQ7_<IGoBm2a5o8iKb
zE{DJ@>?L$+mHjSk7bmj~PYGIH|5pPp6@@W)`6Iya<tAw02W!3@dbH)8^?F&548+K4
zROye)dI~zYAU)@A{}bh{0To`>_R@Fy(fPgvii*EgE{J`M7mYoC1T*+x)rKwYi+>#(
z1pHla+Z?Tn1|!TLSFUG$W=UT)Yn``qk0YifSt1p7Lf7GQiHap=Y8mZC>Rd8}G8!6A
z9WDRlGBhHnNZ|?)HTu>yXxUox?`EgrxB~c2ca=`Lm@LHd>41168?pESbR3gLUB_lx
zpW_x)DeC9|o4bT8a`2dnX5gD)m?F_dpYZX_&{xqB*snP2uPMBr%5#6RxZNCR;!vhq
z8t~TBdfyq`99g1f*xLC$^RpH1WVz|k9z6b{xSPMST-fn-k-D>0ea>zdt%qT=kReoG
zJvxnFJjt-SnL?1`0FdXuZJ78DKZfwvN6>Q>kgu0Y>4IPtl-wr+USZvo4PTuchW&&{
zytw!AS#bZ?{RW(;vj!S|nx_tr<)Eso8XzVTy7Ov|n%pbE{o7TQXKj(|kD;VlDpsg%
zV%be6eHFSTbG~k`Mv{|j7N^}eKC8x)pOQ^E%|rk_QoFfNlp<NRXK40_F=!(h5GfrE
zDoE1Hgmzo+Uso|U(9T5%kczVDy1)E@Ip@#ImENX*7PH=FLhinnJ;`%E9aRfsR{Yc7
zhfyM`j22JCk4QbRciAaXNAJjwOD90<MhFmR-L%(<Dgq$DXlPPz_`aD_xlQ#Iz?MSx
zpfd!+;P7xqxjuXx<QolB6sg}q5lp~{_fi>uQYxamVcTR-ZX9drUz?lz3?f?3ly{XI
zJKSl#`7QBDwr~&8pjn11K(gKLibzWGCdNp`An1~gpwmJiBkXtj??2jJ?8f`A>wT4Q
zacr9wg#JgXV8-JFAoD+8{r!j|+>D;e*`Ewa91P_I+Hr-vSw{!U95DY0WsP6B$F|Nm
zcu3~4eu#TOYy^jS-|F#=``XyaK>3*@aSdOzTz>p%YEy?5TCG_KT)zUWl_myAL^fun
zeftZW*mhz?bF>h{jjqpD_Jt5HM~`cEx2f#mXc_%n5Z!HwQ(Su1$CJVPdH0_jnm36U
z+Rh$UuG*#$WlJkt-iUqv&Xl%w?YR6ghLVf?fSH%KhgU#pqU4U>1+fi#{w+C(kgw)v
z#jd)z+iz3|5U8Jv#x})7nYZO>vVf?<=7Nd&Ne}iJvC3({S2(r-xuMT&#&WQr98nJn
z{LVGuC}(z7g_S=p5CzC61YMf1LYKbrA`oZB<W~5ll>q;KX=P&Z-4}-SMSR8-pc$O5
zlOJA|iNy163Kkq#l4Wuof`cZqK6eF(1(4ef(>@eOpBLr>LM|y~$Cj@E6>e96!E|_1
zTONCGL^Q53dPPselO{2pfWBF<2#$;ta;$&o*C3;8ox?XBx<(<nZfY&g;*2T8cr&WE
z422nomeh4DuD2f+%W2JkTKCIt{>iu~{z19u3b0!|==YZT{Gk2dLPU7pKPY9*)7Mx0
zc{`{6NRImr{L}akwsY|POVu^+!d<C7z0f&Yx)$#YSsWyf(#Zw>4k>idF`obAH6hyz
zhSKjYM0${%DAh;-C1|6mUf#h>WhRWp$X(oi@C!PX9~?Y(%{iv5$RWK^gYb8SZ090X
zb&gB%Cu0wxkM)*fCJr_{Sg~xx3r`LeIqFE^Tw8K>uP1$fPqY=4su6AByH5+Yfh6DL
zM+}0s*<_hwMjpntV+*C0QdHYy4mY249pL4UFU|keN=C}Z&!)vp?=zud2jtDH9SR}v
z@v_T7=9~7d;QbBH37RW_lza?p(hFEgcsv`}y|v7^_J=1Q03A(So5qSQat3&kyiT~_
zenZIK^SUNFz8M<I7TY`8e87TF&0GAY;taJ9ioen01v_{lnSl)ofXIGNU_FQUK;&9}
z8%Vh~i{64x70X^cxtE*6TAbr>BnyUG{xJlZt;d_+X5pgG{(bay=DiE4VzCgq!l=x0
zpS6;pJQOR@6ND{@{9%%|6^dmx`>p72NUI)%!>io>-oVQqK9m6DdWX%om~BHG6ufps
zVru|)v<>SiCcX1tczMsgYL_|nBZZKQMI2XvR{*nGdEcj6Y>?o2^Y8A3?B0rZT?b_q
zy@>56=9rGG?|LCwwlp4mlyX*gLs;QXx%nY#&m;{^bq3_eS&AN>s++0wJ{X2qx}EW>
zZ(HCDtB(zb=<<z|po6}TC(ZR`7b>JCaFD)G!^M`&>cvgw`n@<PM(3dP>6iNoxyx*u
zV?{cCDqMBeub*ay;vgRty8?9Bhy`RHK2RC&BXiv0^Ta>(sP<DU4TY)qr*Hx!zMkWf
zsGSbwgPKiB_l%s4JUBvnI?MPIOZe6>MiS#>!R6MAj*0lP7wrO>6w|~~z0O|=>)KR3
z?fH(Y+L;5wDv~PH0D1#nc45`A47^mE#p$qltN>m&53V8s8zj$sBKOMPs76V|^VZhH
z?6k!{TAb^Pk`De{j$@`hk-vPqMzOSL6W%(yD%P90y{{;5$GlKzx5??9H`A5<LEk)2
zqsqS8$?5VYN}FgCOGVBe*EXa>xL!HsAdidHBqbs}s9{4&>K0Q^Of?8hZTWH5)!#IJ
z4D;1m7<4d|32epTrD9&&H;wEh^K#VK4J@;=dj||_q}#YA%Q>&BFg-do`x2qE0`0Vo
z<bTY2zx5R)@GoGdK73#0uH1tjc#wn6spVk_|Ctcw<yL69;eaYxu^!b-Q%h_q=TQvW
zxlG;qeXYVC{^JLnGDHn_YL4PONZ=j&5+K=L^7xZsCbyiUb?SYGcmyn~q5xW$N|*oS
zC4!@gV>$23XbTxUl8$-uSeszh&e`VuHW4s~iO<?>5@NjrPu7&CM~r+EZ&DMlup=%Q
z)}Um`ka@vnFBl}sn*-^Li5Zn$dtdJ}aU2Y?N5{7=GQ+TFI9^oz@C~i_{+)w|G&Y^L
zKLw}A2;rj8RuB0<`1pdW*KUf-(3p)xQokRNkR=O(@KQ|sg|eSs0WdY?foD?B(jANp
z4awbXi?RHp+zI=|^>Eroq%3yHE+lqi(au5F{MAHT{6RTvQro$KMtI9G$I5P=U8fvU
zNoic%tqJm>V*O*)S=?8g14_DYX{*~tzuM`0-16+<6JynGM6_Ht(qgq!cfxs|1_zQk
zn6t!WL@&H>AHN8=CP+#=)~3GaB)^0=6etDB+k%&aE}gP~Ay}6yfTzYQ+}6oL1B+QT
zA{<{J@@=>JW03YSZtD~|+ABG4!}}jkRYb~OmfbN{>bag-P6@ui=!4J9UEd0**C8W?
z?XFb}U4zm1nJYk=m>>~^JSo(a06B!4nWN&w$9D^nIadG_F-M~*B|df?o@zvtT|~p*
z3b3(5u~LU;FG-RO#V@0&C=y*v10-(ne6cM-pkd|%p>s#<ie7*)g`_?v5}7%S;;BWy
zVr39cg$|aVg1L4mHIA?9aUf*N2+6-t@~Uzi?!58Q<;!X_B~JIVU?)GF8lRNQQxj{g
z>-1!aKAmjN8Iz`1)IYhH+N{H0){)<s)25teTm5I5Mc6O2)Yl^jCe};s&Ri7QD!}|q
zuhwIbRNi80<V2>}<_0>bcX_E{1!^JcD50hT=G6Vupl^%uAAzd<qS{f4%W=>2z7u`w
z>|%BAs~R`7ODSz_vi!rc;V)W61HT{3D6Y(Jh4B^?>RLkQMFnMjUVkd5m351Ip>6#>
z+U=&KLXCIXg(i5v=73yiVdjTzY+7Sq-s#nn`%HK~6rzdqeB>a<P8rcA2tKuPrM#!*
z6H-d^P%oXI^WmzU%k8A4*f<K2+x_&KCew^b*8v-0cSFST5cE#_3cyq8%FE|oxT@{)
zB70s@a_Gx;{1j2@yZFH(NA*xtE@mMa1WgTPHxMP^18(d0;L3&CFp^1Tn<}7k7^W*%
zhU?SJN`z>nBCbZ$Ce^=9>C<X#Kp%(0hTK?Qt{5JLA!a&|y!QjiEY#e?rq#jqX?-KY
zHnb{ahy}hryXfGe0<+}?0^5f0eKG$Oj8{yigcVu*riB|x22$o=+Y*mW>sRG*y{_`L
zN^vs}iU0dr0(=FyeE)?<D*_|Lc4LK7VD?j6nb-`beodSCnFAj(tfYY9*WxXIgIn}%
z*R?M{S82nr^8led1peE$6<@87bB)>q!+;zU|0nN)@yf5{kxhYfBVQ&Ei&0GPeA^qg
zHGclO7k|`qX+HEhNjLL(o^r<lRyXarj-uj8!ELc}#y&LtfY<u@AaKMiNCx2m4%rgg
zVK~H|SbWiW;M!kRwBaX$83k<{_&i>+8@XgoD~^~(e#rs~&KbX4j+6Nu>S)e87{Lxr
ztYr|>(p_E5SR^PB+m4;^y$t{io!17Uw+%JUs$lut%X)(U1KUZ=I{K)zB=ZfQTbTiW
zh{NKkJ3N>Bt`QlG3Q({&mx5_6b6sN-x)3qcAS@}ra-Z$ej~W@K|E<%((fW=DqoF4;
z|L(C&3ExDOPbZR?{Z)uz-?G$(w^cXE#2%_mJ$g1hiWC#B4Ld5KlE@hZLgV4i!yjK4
zK*X5L(!vUWojRP)tO04k6~;nKLzwgmK7RdOW5EY8bo|K-Siiw~!QU-&BSXFS^zm60
z_aEGr(2`nGz6Y@UaJRVs<8@(4m4_j;i2KAQzNdhk(Edy}9#Fx9p4&W0n%4*2Kvu^f
z^?|1Mh`&5*?s37Wkm{WpDz|Ai+vmEC$^@o-0m@AR5DHJZ;2hA$H_%UA$<zG^78wZJ
zGD^XW<c7lOkQ;I&6Q`>Zl%<O*U_=T(!TMu_0?n@gZ`4x;VM86UIAa5y$Gb~Lv!p+8
zHyZAIN2E%ppwF!MV;0?s2j$s6-S2!SB&8uED^1&S7t}umZ^Xwo?LT3VzoDf-2b<az
zxI>(cZha!*B2!Qc96V>_M(MQD;OvQAy|Z@ss#MLbu=1*Q-<~gP_nXqlVza#n)<VA3
zh3Kie3_iZ(!hC}vR~t34F#>h@R8_a4;DTy>t<1W)@vX4)Xt__Jwt>u#kzA?ab42E{
z`Nk^uqI-irtPNaOfLp6@?94bYb~5|scQ6Vm2!vXVUIA)|LZZ_1Fp^CZO%=CmF$S)d
z%~C)ytmF?0BMTZzX4y#Oa9B~OYA>05Dqv9sl#vut{^V{WDTL=rR$Z=^YJX>nQ@A|w
zU!nE5^C%){poFD5tlZ?ygi3h@_NiRy6YS}aCDw?S&T*m3c}@hOI(E5aujjH!9|Po^
zCiOWDg{f2H@6{jTAxaoZ?=Rst^_*#94cZRLxj6z%I}+v`O7DL^=ZoEjCzCSK<n5~5
zX5>R5i6RK@ZuZclE5N!LujO=<S^K(avdVq!_1LMs9I63rUiK@1wUfI)86sOZRf7*n
z_smOL+`i>P91ifnl92{Pcbr<3JS1WPi-@d*p2%ODJ&@q8v1d|Ce*P-#6&>^Mf?tGN
z%3J|r^O*%=a)m04RuA2<7YEgrDHCseO@|K_1!cg*!!oIFDgjJXMa}`AK?<YWHAUM`
zOIV8BSkplIPG6e3Cfz5;$BOJ{<C=8}CQ`*-pdYmR&=%y^aSzwH{F{lo0)UCQp~C9y
z*bQ%ybPqi@KIbk&<(_iyr^B}%W4)4oHc~d|!+(yANcqZe!JQP|n!mGL%)txf%NzW;
zvt{%{Td~+qbI5W8WXZPN_>AVS@aA-`vToyw0m6R{zX-aC8*13JdF<`*L~x<Gsh#t$
zRv&ub_SqXBOYI3!Iu7)ZVMpb%oQvv~m}XcfEIQ%feP{~&fLP9`H|)al+kbCs-M%D8
z(>ay|R7mkg{td61q9XHq2N*^~O(umY7GdVXMKhyPI`vMyubYo9pXUukN}WvxSdY(I
z<X5w+ots0C{jPgGU%QA#JDAOXduqiO5E<IfFZt19fYQk`UlWE0<p)|x-(`s%uTWe^
zx4hPVTFaQy<q23a{<S+iRYt?1rQWYJ1me5B5-DOY59l`X6LfHpKrGI|7$-jqi;0Pe
z5C1z~s1+@vm0^|Heu~V$H>m|e5331O0mKw#4>qkC(A-qfjOGtMEVJQL+DpCzs}QKc
zAqUrb>i!AB&eu#?zR?f1vNA`@pOb@mSHc%EC}mjL2t$b1E2;u@)*f>hL!*4i$3nhG
z&7}OjbCGhit%NdaO{Ew18U0p#sP#?V8#5#L3b3(+AIMjOM5Uec9R!LAy%4rHUUW;Q
z|7IHi;{Cj704(>%$zBt>Mmy-EuNlf@@yAqTpu6?$_#CO3+~I#xEjF(QI*6ocJns=3
z&Z~$&eqj11(D6aE8-|BH7!kOThrB_FOP@Zocva^B>W&04i`qMDDVMchB3WtUs_xqa
z-V1|_tfi+azIEaWJ?IR${W!0*<wC?O;0M2+3Fp!e++K0WdIQ}aBw+tdET~ntDEN^U
z+WB<sWd=50TgGP?P4n;FBeI3Bn&p|YuY(-zUWVLDex#zTJHKf-Mh2hw(JVgs9F!{F
z$)5l<AwGFIYa_iiOB9(_(+r8zYWDZ*#VHYdy|puMlG1Tx<~uY@g$5l6y)DldE@B7X
zBKNd!pJzar&eL)JTxj}o<d@7~BxN&ITJ!-$@j=jb<KZ=#Lc^dB-6w(|Jzgo+TA~kZ
zMAZLw6>ERsvjDOB(0V1mwKRH-eF3WrEMB?k;@|H+*}_rLQ}bC?!I+!^&ONxC%W5xa
z=m+$JnxOPau&~6D2ASnAzBB+q2wzlJF5p5~<HUnBC@oF51Z?hrCo>D7#y2YfwaJ6s
zcpn())6!@LQ1&YX2$F0udSEF&o2oCGe+-Z<kQd}-_l)%s$Z8s)mX;=IWA@_b7kyo#
z+p26!rNRn|^L))CXM#A&x2NNe;T2X{)t4=Kj-WQzXBmnSIhY&v!lpMDdmNnbtMyH0
zFiC2`pqjnEoKT>#WOfXE;!pPK>_-+6G(C>^H89_?pbk{vZ>Co04&lAuC66B0n>RHq
z<2)-ne+Nww>Q*EVY+<$gQSHukUaGZZ_TV+5m4R>u+gAQpD!nFm8PvM)Sb1vPma{qj
z$@c<Q_g0v<gM2H{&SpZ8C1cOcv5^;HRW`H6!CE)G_&eQ68nGxkn^D2O^Pb+;Gi2Ff
z+St{|ztcs&(bFis_v9s%Sh`r=`<Lk<g29VX3P{f)uT|>>5qO~{Pks0mYZl+H5K$VL
z0Q)1tqvgjGdom=lh_B(tXP41qVAK~vu>sQ*>Zt1Y<Ixoyf7NEoy8Gvn%1W$Z%Rx*l
z5SV;j6tk+Xx~>Fy>l5CX(+zyJ0jHZ>%>J^N5xfHYn#JW@tX<~_>Y7&oq#-0UsWg=D
z!aME0pO$m?@{eqAEhJIv#lvja;*rBGK==77_k_O_(|mxU_PS*tVfrYvod<NOR)k<p
zDp2VztDsx?aGHs3zs(z(`KaONBL4i6i4w~|I|mC~$iC)!0;yB39Y^{1Xh6Ta*Ae4d
zaAHc4+khW=z=Kx-3{Mt~WdeQTb(aJiZEI0;-=+}YgH!X@rpAaMN0h~oY9p6>_OpC#
zLyH)b31SX~4sS>oRP8rj0YJwdAbfvGGeCT*BA=v79Jg0Mp4OPG6n<v@?ccz67qr8k
zu!sl8{7(GM=@dKi53d(~yvc-+KV?}K?!!hMl;3v4brfNq-J15j0%Th%AD{lwnPYXU
z-u*OF_5H_Ne(v$lC&T9+WzLo8IyvT@JbF>)fBOY=H0M_U1*GMVbjK`5-Wuo+&mfUZ
zbSEyspTj97_Nd(1c=+M1Z!QY{Swy<`NUu-Re(&$Sk223^VK=*zvQRatKlG_LfX1#i
zc0^P%YZa3CpnuuKYBopXomH~<sil|eMA=P=3f-cJSM4$bp=GzzNahxb44|yt-7>{y
zH^I$a$*H>KCf`Lg2e>JLg=bPz?=&d1fJ(${(bB}@X#ht8{EviBVBAXLp*td^bZVvZ
zCtemCVJW}v(M$<ae5ds9iKgSVG&Md8FgV;K)i1qhyPvfwbp@c-{@NhZX}PnsVdhM@
z`(r%FYrWd(d-F{BT~>h(I-Y%Q&R3=%+dP#*^v_SN0!oGcTDRyCS;X7hcTQOo`K_F2
z!<h3~UOFbRx-I-DP12R94u?$3X7;webciY)H8cYJ)$5SF44T~H`0{RjQ@sGQ5%C+(
zyL0b-Xgd`CO@ZBug$=e=mt<`u1sgdNJfd|AkT@3ZPmsU1&qW1|xp_}UgXi`5R5}<j
z^PXL^_s8)qUK^bdG&M&JdR*j(EB`DZ$)<=Fq>5=ND5FnoSCpI{em)v8CZkZt`RS=E
zNf?NymJjE0f`qR2Yd$}U$H^R&e3Y1~MbZi6D>~1KMuW{r6Dwt=kkIMjaf3P3iBolo
z3LaQ!D*W5w`Q^0=tn*L1K>R>t@oyLdNA7y3*Ds1eI?(6y;tdCC|Dog!7p)v_aM7v7
z@wxn64l76zi%*orXTThlB~X~|X4}L)sMVL9njGv_TUlsAjg9_pCzYV4TBuWh^inEe
z)snHpQvLGj!zJrJ3{e7Ju8j(Idzj#Z)&8(oWYsa|{9jAnS;=nMRY?ww68t+vRNI=9
zy{4SiK#Rce2d!P#rSAw$u*3yTq!yxxd4IgKgwb<h@#C>uQhbs++#imprr1LAAFyW<
zAgXy1{Nl%BX*e7USs<Pn1N~n6xJts1b=M&2?x|Z|M#SHRTto_2r#K5RqRpAibeiE$
zP|jZ44pg^I;#w*<_q!}vc<#DaPnh3WQ3#Ry9B{vm-+4e-@fdtZwM$cIf;ERClTJU&
z(`PuFG)pdg5ctIj94*}17y!<~X~<W>t1Ift#6&7dl9*x`O&h6E@We`XL4bVp9Zz1Q
zq$X5Hg~azu@_whhN2j1Qzzc02rypGKN@{^Z5a1cQs?EnYM<oppwab+PyyO34ywwLa
zbj0}UUuz4?ie^}>D*}H>hu_f)lfLc@(laLG@WkZ{CJzS>QV5c$V=^IvzG7b7ouV61
z6-F0Yji+yo_l#e$hZcuTlWT@bkx2G6XB_dPoKmtJY)4|8lJ87L<(McW%|q&#oJA0O
za?1^R!6Fi<$sZ+dGz@cKd{(;DQ)AND;c3h5*VmeKA5Afp$>@|)@&Ql<Y<8z-s#Lvu
zB@`E7-u&8PSJK(8UUqxz8y_F1*Uavt^90`;xY^6JSE7$-J<DRY6zISx&mVBjLTJ*5
zz5I_q<=`vP!b^PwwyzN)MS9-3GhyPSyghC>o=*?oR3H<FO8bv?WC`rT>{}+?{Y>e@
zQlj;Ne7C|)S@12AI(*v-oA(h<GtRM!o+<)>0CH<SH|<qjL<o$Ek}Df4^|e8kK#{@n
z9LTHy#iRu=Xk%HAifeoO2E0Z9462(W90wUJ4g{ISn6Q#lL&FMp+<Be)zp<*hx!N0N
z4eM41Nhj1#kw0BliFr~lj`w*j-?B$E9pGS#dlJ#sYfYg#W87fQ8H5!d?2&$?ys7%V
zx;I;*P6%o?K1%T|?@7MeB%`66x>v!63r*P_-!5{0S;L%p2WW<evsdkFih59Y2sxiO
zL<=Psq7)>*Vp{8cYZm1!n?v&Qibz$~xqJ4V|D9NsALm|bL~4iZ(S!yNm|xb(i(LV3
zYUwI?!mMaq9q>iJA4gk1JJw%Zluj!|BYQhe$0b5nXv8qEp@u5>2JH5m628d*-O0!j
zc?QEdLyFLCYwzN^^Q!79TbPDzYr_6T5(^Zk{LTkhPpeHR_pEhx@w@_f+etA0(#?a`
ziiv3HI3L=ecY>4FZBLV79R9O)2dPR}|I6(cU0FQgca-ULl=vH_bzXdLeRebif6?*z
z3cw5*lZ#AiJ&^kH!?Cjah`xpIwq<7~{-QXJGtugSv_bve8T82mr`+SP)g)b{JQt_D
zYN_lsJ9P!v`IfhOsC*8~Y22;ee{8`;X%sOAwiH6048JR&Q`PBOq5A&MHuH|APpaWH
zQw0gfWD9~S%apku0lya4rF-#Cs|Zvup-pr$CB60GdP;QpPWGXQl3Gq#+`O^3tNFKX
zj<jCcYx(PlW@>X^z;{T&Sbp$>R@Ca#VXxHqWGt|uxR4d{^yFM5U!|w}N097CHm@fY
z%U0dcrwz;bZ_}AhG@#|fO*Y}q@ptEtzpR`ccb&GFEm8%ik7PT;tm%5wLW3ahi#oG}
zB&Q!J2~F#V)u@0XuKlg`c+vvdRwLr($#|+qqYD7cX(|WbzQ2*1LIF5fE)Zub4b;MZ
zkNqtyPb_BPWaN8Ws&g{tItnk<lD}45cxzXtwg#RJzc<zz+{`;}<Y9d4a-BSS6}NUh
zZRhsE<IYAG%Qf+FUe$$c?aQxplyU?16kRVN_5$Y(T33L`I|-L8&krRJ1uKb=Mc-c|
zsz_K+@u4^``cOMca&}<K0Ik9aHF*}=vTq~fqs7Mhb3FYi=PYggL3y7Z+hnxd2VD`9
zBHNYcDs3S2B|190w@m!Evx0;9t@F>?SWulWQAvA%j-w$*-2$L+pqO-WSd<0=1Rd~a
zv<i{MXMNH#ln_5L2Btz5gReVVM*J(l)IfctSSVrL$|>=dWXk%s3ik1vSW8nWR#tqu
zft*NS$<E~GPJ<X9L3ALY#^Z4jI)>)Hr9U#REWem!sQ9-PnUE!YdKT9+-82X5G7bMe
z9`h0&*f7~mqgxLwzwj{>mdWT=w^I#O>)ytExhI*!?%k;*#S~V3!jf+35N)(mVK|a6
z#;;m&_c)2yR=ASymF&9iY0~Fk;xvF$3yz%lbt@hR2jI!51nn|sZ_VS(;iQi|IS{uw
zhf%YB@!KZRA&nu;h6zPjW&;TlwuMse6%xX#3Juy<#>AM(5ph}b{r(le@1Aoz1pJMH
zOK>?x0{?0vwIpRWWAn8vYiD4s^sHTDQzod!5$AiyO?EAONS|s>RCZNg#?&7kSovOY
zciRMdO(uq-&{U|e6gj}<bFVH5K@vn{Q35=S%ZvsfhQd^D;J@ZALgB{H5o6MLLngH8
zLJU(-ep@FA)R0Q48bG4!KRom)=|d~tKv9rXy7Tcg)QlsIkqQu@#V&5-ob`@eSqd;I
zbC93M3uFR>oBFFLjC{O__vp!?0LK3h06Ia%zQs%<4n68I8}ss?%BG9uIXM`lz_n?o
z%I*sxC{Iu;M%zdGRQ_CGp4HKKa{Ag$HLZ+W<sgooDb{*r-kp4A3O2FMF;L{nNax?f
zbHw|$91d#q2xCyBay_f6o_3q}YM?Ri{Obnd(V%0VGJR;c>_!}d4mroIZTM-ktU`0w
zJpL7eI%I$K&2D&X{{Y0^A~Vqc04f-Wd`-r;KOM)vVOTSa5y!V8w|q^X?Ya8?Rf{5)
zBZ7P8lGqNf!jbu!MxvndSNc{scK*ha*#7_nXZhCu0E1MnoqSLCPBGt#!gmX4Hqr*>
zJbpBQ%2mh*p{e*BcEwl7>71IKNZ2?WZ~&_THXQP4@hAsBjTpkQBY=LCv78cAcBBQM
z!*2(zSb?#EI#p=Y;Af1Vdb1HFvDkXj8FC@_mxGn`=~r};KelYTAKx$Y6-F*|&q3C&
zX*}xIUV>#H{xkwNe0P=BVn6iEe>&v<0KM{@_pYnQhyEt<fsSJb^{!P^VBlk#NM}Rf
z#NXm;W7!p$aqV7*sYu+i^#eUKTo-{?I_oxm>?XUbrumtVrg)-T0^H_xo2R<)j;zus
z41wb~1ZNoa`qzz&o}Z0-PQJ-6gf$6Ob_roF!`$M$R1gzA>j`dlP}z-lRN$U{DZXNn
z@|^nnQs8-wo~Nd1i~y8l)0#%i?7TdG;!zezBPTzdYVRGrJu4eP$<gEPGI{)KV<R7j
ztu|mzrz4-zw)Db9q``eF2|iFe4`Ym1L8X7kjHLeno+-qM>}Y&D<HYwsjDMoH{)UuN
z{5r?{B$q^I{ym$of1N0<m~3)Oa)gkAf5M{>^TLXp%7^~|tw50nC-A5);-p}9!TM7s
zOmWtv60dfs-cUwGCIkwg_8*9<dXw#ev*>vhcRr+(S$eF<BVm!#y+G4E<6fNopr|~P
z*RK_UkaJqP!BcWhde&0`ny8|g8NdV_)Dja`7-V}@X)#(OHbvg2hpsXB)p7T##63W!
z#9dCA6v+t<#Ymkx^G$LK_Z1AYZ$O{-!E!k5UZteA=+mCn<XR~L>nDo!O%inS<L4)X
z)~Bf6#r;d=iH|}7<X4yYisu&{d9O#+t`J1|Bz(2yn&}^C>z-*n#Ef#lx2L^BA?s2w
z!Ry6D{->pAgv#zZ)I$S2=A~iYqaA9AFIfKouFh+<(m=wG&jPs14ka8{bEE)Of5SDL
z#*N6pz#wNh>r<*6f-%RhG>DlBKc!ez&p)kZQ5vT}Fnd(UFn;N$`FP`>@TsD=Be3g0
z4~TP~I#u{oU}Nc;iWp8uuWGv#e}}azjIjpO+w`qC6k@5{$AS1(j4|}$nh|Coxan3D
zFQr0@(x*{YgvkI}l|s`LRD%@6I0dJGDWeqeieeY#6<XqDRVO_vNn}+Ok$Z3mDh^Em
zW@^_SY7x@B*T%NRwAXd&2XA`s@81Y}n&x~-Xl`@~<x!BM9CoSdGsrED<RE|u9<>Cy
zSu%Un_WuAZtfX``9oYc?06N%{I^=c7HB5{e(DGh$@(M=NWgU7`5ucx$twwM-?M*hN
zNzFVdUc8C`)3%wK9fa{xg!zYT)@*V#Yr&^^(t7?h0eV>^K)^7^LIJ9xF+7Bp#aC%x
z9FtLoU~)RpkPCX4BmxalJRWM>F>k%rpk*D!FeAs!Q+DZ4^Pg&+M-%}W=7K5AIi&4C
z5jK730O$0nG0iv%Ku7pfso2L+Kor0RY2yR6ARN=NKnFhbjnbDi*5vf*Kny3nMAa`8
z#vJB=2>MgHibVUkr*_V00SGjhrROwI12La!k~tb82<Pif>r2*vHZ65qbQqcdeeqRq
zE+U>x#G6G?!KWeQ=9Pf&z8`ra?f0sa*O6VGrh%>p$}l@(yw}1vCLK)%de^5-^ROfM
zhaA>&MXih|hx%7Pjzv?|!4AK#A4=9(_i7p78qL>7?-v6c=bA`t$IeL{^T0K^;l}>}
ziL^jtzaNERuTg+;>T7GmgBrv*9CMG#n`Dsqoa0=ZAm<>F=~(`5(ekZqc&8&<l=TN4
zy@g^j<#W=62W{a%KeF!%_1pa`mEDNu7zCCz)%ZjY?3=EChPg1K%ba&sILA{$+;%G{
z8@+pHHDV>sMlt^Y0ji2}z%c-SI@Pn98+Cs%cQNUXl|mv|<iP<+^})_7Z$U(wMX~ab
zNpN-tZb;2#8|E>xss#*s<DjeF7$o?Xz>~+EIHWUY#Qq#@9buCzwZ31M*03TUF$X<;
zd)K3UMO@h1_2v5Fyy`XD*}*v^;-m?I0D;Cj;}xT%f5>9X{<|;ptn<MKx38eB4I7<a
z&z^kM<IrZ9BX`GG{@9Br{#pM3Q(U4hPBF)^uB*pi@)(Ofqwam{nYK`5^#Bu!k)0=j
zxYg!4=?VT~yDR&Iw?ibHsUd$pD~<3`KiZOXKe#;pBD)Lt(pa|08Iyv_yyu>jNNaNs
zTbU&AexxHpixf>61cQuXyk$m5UbXC+*ns#?SMn5~A<HQk!*QSKUN*VF_32p4bFPn3
z2n1!YX{-W{nCGDMrxG^%W2G>Wlb+O(vpUZYf5;*}PbB{UI@thZ{JlBGYa7GA@(7Ez
z2|ulD5194EHegD)ACKu<np5qum@vr%_3y=D2H<BW9=ulem4RbF%6aMa#W;~YjX#HY
z{{V!N=hy77{{W$-6ns1w@h#3rCe`wP;Aus4!(*0PoFUf+d2ZByZGb-i03N2eLw5Pd
zeEQQ(+u(fs<BB;#=XQ18KKBBx!K!(zxM9~Eab9rOZ<F&@=8ts6(3U5kTA3>iGr9Xo
z+CV+MYZp?INr@Tb&{f4^P;hwl=|bCySY-2AlyR3jG?U4lq@Pn%u5@RK3vKCMrxu!p
zS1ZrAHJPgE$gwvay(mmBc@@H#+^MRptlTKgYih8cw|Q&a*7l9z&$M93rw7zloXH_t
z=MW*2p;paJ8Zw?&n)RRfLtzl^*f<>Fd)GItcysLGimwCvw3Pdcl;vOsM#XK}=xuff
z$aC7L=}~6)V-7*DS@8CjuM!*%gY=?IXyR?WGcB|3Dr;IPWU=A<es$<K8dQ6F4hI#(
z_<{ijFgf<AL%CjCsV>eif0buV;d!qP?WB{=aw}8A@d@Smj(N>`4W^o&P$fk+g6E9h
z_-0FFELWUYEqN0_+eqTQ?_1MQ!u)nV_2T{{gJs^;0|e0)4^&_kX6el*+2ki18}hEN
zLeT!y%e%PGO6~3ZBL|ROqa8Y8o0&E|uEr-xMpTSfccUgzat?Uw+N@ppW;kDRuOL$C
z@cA+YBcbP<cBquDQbyWfV0InNSXK4t4^vfC<F_Z*rB02L#(Aj%)MzpXe&Vf18SXR9
zRfL{-9GunYOA;~v0PCbO%yAwD0X23QTd(I(LamYOT2MyV88ll^C5qju>~N3=r8YDp
zty(~8k|lz~bJnI2A6isjdXxi-v>~ez6(ESy!qdXj5g(RCLo9+YYQ(LzO>=strm$`W
zhJ7e(5n|@?4*|KXspT8;d)8&O)5_(ToK~f!jF<Cqkb}4s4UjFInu~-^oy}{%h2oP*
zn$hw^gC@4L?J+G^1FxyAFoP7-E-RlWc&kH`!=5L&vu;<1Lyn+|!Msq*)A6ra_~~LT
z^?f$=Mm*Tr3CD1M`t{{*Opq|eINsWWBGZlt{<U^+tO*sHXyGJ1D(sSsWD21f^8imh
zx?-y^&oypSxcgKEG6)pJGaOTo1KOOc#Wj|IB6H0l<a7E{i08E!AbZdRP0tk@RLm+O
zr@b&D$2`)mdK!MxbIk!w02rjk1v_a1kf}5PfOGg$j~yvO)3)@a15E%^ivF~_d-tFQ
z?H=?VoEmsc_oUm;UJWoA&N-%&?NSvdfl0HP0FNHD*8OT-oYP8k(tsi6o}-U?3gVmw
zFf;m40%Mv_!k$OHH*dd60BtBZ;*4`jK*!@i2!C1!S}{rfde8>8jWLT*g|qxZy@Jqr
z*2v`Xx0BwyO43c22y@VmYuY?FFWPj-m=JI<JJxe5Bx?v7f%NNFV(`jp*8)qKUO4ld
z40BBp{{W}t56Ze*RoepN(z7h(d`aQmA4#`Gx0Q^}zyMBjR5V>C>fcg=Lby*{)ZRYa
z8rhVPbJsP^Tk2Ye3X?uZOm?W}vp0<uDBRWYHk)-WuOx{J6gcE};8qk?R};6F97M1+
zcIQ*nz|4{`Bz-CR9Jdm)uwq;K(^UcC(&}}-8Pn&t(=K6^HoF6X_*P6F8w!(spyP4;
ztE19gqPCaMk+-<+I#haHsJWWqWVkP|7RGwf%*f?R=6$z?H2a7`uI=^7YBqw;P@3Em
z^0j(ZyZLHNYm6G;d`6^duOS3^ob%qUH#3ozI`N)8D{sQU9}#K((vH=Hxyb8|wZGwY
z-QpVq!2RgPKb2W0eeo0iJRtu7e!TR@u~hIkb;WuQ#4H<2aC&bw!rUB38j;B4lT*|P
zv4ji`J7%;rasL1ln=_6)<>wyt41QU#!C}96;MKhu7yDAs`Gc9)1040H2-NZ4{Dz{>
z{PQ2qu&hDfD{;b+$I`d_b^ib%sJQ<CmVJAUwacKwoD<Wa@9k1Er|^V`HHA>wW`Kqs
z_1WC7nvA1wBOfr$dH01~lU;|nAcLQ!dLQIyV>#`1)LM8;RZ+C>MstCI&Iccrc)GXC
z$m6wpmx>4cQu>yAKx@NC-R;*kl(#ylY{Vz99eYz)0n~fbi1+8cG>+Zr8#Ao%=>GtT
zRAVQSd;8YHj-dDVtd9=@G>EVca&uca<B`|WpHmV=<+IP>Te?c_vY*?U!dze;qZ|s}
z(SZ9D=i5J}G-o}HFNb;m0ECk09@fqO0HLiEzYhoeRJUHAW^RArX+?BHW0qT=IvM><
zG|X{Qc^U1Fl&fu%(;U@Z2!u$?dj3_?Xj{vn=yEx#)>>N1KqHR1uFp%-RwQ4S<{0M{
z6M7XCTT;rNtOqqD48hlrOjXCV0Z-GZsDwju<F9NUYZA??cif75U{xJS1hKN?sK+%l
z3?p1;9+XTLMLhPPu2y-i_KxkSqmEa1KGojnHfa(fmF?8jZDOr1{iL^C)|Ix{_JPOs
zsn+FNLvPB9?D!yi*DtQwhK;u1WLD4GM&G^DnxS_za*S>V9Ys^rg`wv*I!R4Ip9GE7
z>Us+Ka3Z%P4%N@cZ4$oVFafQ*OSt1vgH0f8-nw-W9C~KF-^Fs0t&hYG`L4oy^k~Q}
zpL*r>NYZ?%!5#Uk6J~FP<YkaE4nDnW)9mHUAR6=iE*R~O2X2PCi+lLddhw3bF(THl
zhl$2Jde@Qohe(opy~~sH4&7_it}f${a!1oOi#@bbwn!Wv^oET801a3Rb&N3272Vsc
zX5Rz~=PgW7fH)Yf5q%PXHx6l72=y3a>IHJmY|D7ZkTae-*HLjiZZI2~&1FS$+j{#_
zu<xM)Dd770ij_yrkVgaZr{*9z=d}?@8$VEfyk?bzTZ|2(r*3IY$%nWfQBtDjFnI6Z
z6_Kl4c{{eQcsx_J#%#l?AU`q4_U&3QYVkG>@$b!f4gR$}dxGTk=y6oz@jc)m<%c=N
zQiCU%9`Ks9cppC%I%={10C;{i;7#J&)y4_q)|fnJeh;Q8^2jcaqEk~&zF_N)wKD2a
z=lx*(>*s{=z54XcKmHS)LmlX|718ukY6wm@kItw2TH}TvoqY9S<DEg@Yjm#DPw@@K
z%wu+Q?@r7#JDpclXd-430Bg@)>gQ0uk=@v>U%0rI=#?zQepRoacz9knnCe0U(v`Iv
zb|lg?scscm@IIB>X|^kC2vOJ8rL?e1XjM>S0<0?qIIR>&Y?W6O;&D-lR~<z`adNRn
z%vfU;KzT>Uc-8cMI$o@kk@yuq;a(}vlyT`^rSV%*lTxz?KIBijysbWHxa(57jg-SA
zPD>vARhZpnA1^+&PI&jZUs|<m35q-^KmB^5M!3dDr%H*xTCpZ^@ARt72tBbt4c$#<
z{HYm@Ftq>!G^ak)%+lw9>p%@+b4)#H#PQmjngCJSlu}S=0YT!MnmYBQpa}s3>q7d2
zP5M)p(3${Ko}KAbWYnTGBP7y<Oz>y|EODGtRNGUbKZP`^^#*_<Jand(!KLFg#^@=4
zqk->9j`UJ<j8Fi2(T`eO^GJKr0S~n&N?Hvt8}y=<kaRQvcBJ>_l=r6dKoTjz73^LH
zW|Ku5jzH;NG!HfGzYp+qKuFIY)}nhA6KJpce}8jZiz>qkmf&NxWf;J{2N?JDtr<#~
zR50N2Su;bA@#Bd;%y{JSTb>orE$y`Ax{@V%+nlhjcgKyf?E;>LyG=JxiqA*4cgbLY
z1@)*)T}@n?g^;?QjcuvgNG7*MeZMJDT=#|agQr}}Zy`s?Bp&so`s}v1`g}KcaCsL;
zU@EP+A5-|zWoP}Hsol=EF-r0S_woYcwNpyuDLYu!YcS=N)DTY`RT%6=o$It?3hRT8
z^!C@8Sp?Q<${2@er3a5-YESKLK0-<RLJ&GMWd5RtkvC*X83@5g<=VNw6j&RpD;I(+
z$(B~F_SGyKcuTnV0myDYopD|()GlqKjvIN@sbc40&MM+2$dg7`LcP_@QG$6Jxvgyv
zQqkhq^!rP2Wtd6;kXM~I+U8&zd*`Qm==>q1-ACemK4*-giNQOLJ5|`u=cjx{C+xQV
zo9l(RlQGBN>s`OZM+<Llp1a7eK36Wv7d&yzK}5-beT8V~zw#Nf&pDY->r|2#cRh!H
zdfCzJ2-U4$DlsaYXWomA8Xh>$_RK>A9$&3<3!S9(1J~BO9~W7htz8I^FYd<&>sYCy
z58|CqwhuI}GQNc{hg-CKf%Ap@_^#6G=IvZOGhsIj0tY^|&f94)!*LX*Qc5sxoiJ-+
zTibTTaW+^<f-&!&D0+yw;*dY#7Sz2whOZH|wwCSPV_*u5{<ZDiD#!dI8lO1*%X40D
z;XNu@Eidk7jH-oDj7MHhaapygy*XMe#9bm{_%Z?bQeNn<Xo}A%A=obhy0{`x%yx9{
zNUd3-icJ#VdPZBWS##@E%7p4j%F*<ehe?D7Jo0l|NvE^EH~l-+%|8avWMpGJan`h~
zU|DA8jC#>xeWNihETpwzxraWTD_2P$@h+H*((5+CSZoB4NzEEtZPVrlgZ$}RP;$C7
z{vHy1OLN=(6}bNZfu$6DJkR_jw<EB&e1G3*MQ;s^CArNHgV@LVVaNNFtMGgbf2KA^
z`xWe^MIi&)quIXYa~@2;4t~U$Ny`!b&MFp#>}3&3rAX*~Yt=3lN}el-@eQgx(GU)I
ziq2}tan!48r^$EoHwb!Ecls>0(T790cjCHhSbVr67~>Ts(knpVj0{n4bf~|0;0%Ok
zoKpGcJpTYXONh44;Bqp5oiocPn&oq8p42GEl#or6$EIoGL)WLLH3*2{a6!!qr;qF2
zg;9!BVq1pZYrKUd1Ky;%&@OfdjmweS99I61Xr=`q0)1<GJ2fgn71srIbI7ai$)n2?
zPSl!jFUmRWb6o|Wg)V1|86_)`&MUJ`Ix#Noqcx)x3ah{sY7EPm^ZC3Vb+_cWC+aGL
zctZV~=3qU=dZCDVQw#&pQ}$xH<;TJosK0y@{_k3n+rpR5z)3FA-vYfUpj`4P$pR_h
z3S5D6h>O8aK;3fZ@TnicVOJt%&(gcaL5`HyL5`IDm~$RWs(5n#)8@AZMIW6|veC6W
zi9lu8xvyKfw^vh;Dy6NQY0+`bE<y7g#kYfZpe-|lQ;!5DbLUBuU8G0{YM*NQQ}$?F
z%;5h3;RcNLmCZUY1IHU=O5~4P?zWFgU8B;EWP_OF$AwgX%SJz1&eXgc9MLf@+2<AL
z1xKY;xIk3#N3%i9&zyW!;pueQNg$Lx>z<C=a`flky^rD)5r1V&NL|2jlU_*+cjq4T
z)`(AXHnSNy>DHr7KPNc+g=wOO9ZAonSVR~c04b+%F}}bSkl6w=jybKSRKUhL?NA+=
z!2N3MBDIB}5)5^&=Sz=jDIT4Ta~2>8f!p4?-8f+sb*Pdl9S)OV*VkTH1OPcWuSwHv
zlGfQ#6bx4v;VENV$q})*jy>zYkAcMzT|tP)XD6j{8rO_0H2p=anq?ONXJIwiP0VC_
zSIoZ@1h&36xMp*b6tA$wISC%1{xw*^D#5+8QBAMUsEv`f6@_@!zNp498PB=Rcm5Z<
zS=m83%7aqwQn9bCcy({|NtK7rQy_cShlDW5@UX)nBk`}L<xtk7V~khNo+z~Y4~g#M
z=%x1#!<uVBGY)mzAT??pR2r{zK_HA|Qo(Slqp7AzG^335?V6=09qM^5GB5!8`c+vN
zmM66^BV(SG0dge8OZd^oPI}M-C?~dQ=WQp-PH{jHo;~RIsWz^0MgZfr07pqu;c_!T
z3&j9MOT|mIM^Gr*z32iHnnlhscoky{^d9sbyKn^nDx8m6LUGT%C{wqdDmEZ{&;z%1
zq+&DcQGm>TRVJ;&Z^r33_Mi&bJ;A0pZq=lGu(-$RQL>@q6kG}myBRdR=C1i*<AF)#
zN1mKe1w8Rac<om_sQYnBB46(2fGD0RGo01&9Dm)V@}tL2d(Z_8QdWqDKEjvCPNjIF
z;AVEFVD7D7B0uht_)>WZoNeZdftm*+iuQkpSvn?h!QfYxEvmV|Op<s2SFZRL&FwUx
zvLRngj%p;)QQX~S#n>kq>TyzCOXWm3$juBt(m*s`e31iyPrYQ#5yW`$_bsDit9~`o
zsXy5EjesznYnk!WW;;WIIj*YROKBFIW8@Tzdl`4}nXmK|ELJIR8a7Zf@BHglSp1nT
z)Uz;E#!q^sd^X>BbPVNh-}zPB(g?jd!P;q=qnDppju6X`J#p5w^bKk$WQ|WCoMyc0
z=IEIlo~JmizYEG*>Mnx>pQT?au&&Kp`{6dFs2!jx<P6~8*CjRUGMtFpKA=}Yc|E*8
zX#v5Jix%gRTz>eUr(dl&63u%(R%q?oIHQR$akvg@_lIvTAH_BjO(Qt-hZ(GmKTn?G
zDIN@MUcA>=;ZF|U&#J*L%m~~$C%!6}BdGX|evFogF_9tbTxGS`S%%bB!)K*--ZJop
zsjoG^*#ZrWN!-}$T;yL5d`AR>DHE@#dW(#;Z*({O(Wf}=Tbf<KH`d^w1jsvk`qc}6
z3hK;Dd1yyNlhU@d{{Ro_5M9FZBJ4>65)VuoLoIlUaTcVYkKh%KF4S?i0=K+Dq+MTL
ziD3z_F4LOlt~9Ht8xEt>j`W5*?SpS@_o=O}RlL%ncPj4BzJL1llO$5a2w{UxvvNMr
za5Lo}<|sgEJ>S|PXr++J8;z{3(S|Fa)P!Hyu%tm1e4&87I#&{|axe~iWY>A7M3VSw
z*Lnk#@AWj$99r7AEOs^z9V*S)5$RE;2N)RX>sq%qVmBr-K+bS_Ru-lndp(MOh-3An
z2A-K2YZNM^g1=hU)01SmAor~83KF(Tgy(M=^{$T2B~nh&Obl&eMFp5+gV@$ImvR*H
zLV=tdj`gvsM$RNy$2sX(&ucQdERBEx>C&VwbiWS9JV|ltZD0QYLrN(4ct`vsw<C=G
zmA~{fqPK>|a@_8k=n8Mz{i*^1qiC$T*z7E`?gxs%zP2;I;yc#kC@WQ20R&V@+-QQ`
zjBzTks=9^8?%hD+6{4sOSGl!U2adFxcCm14n(X0OLpvW@a7=;i>0KxGK*=P2l%LrP
zf-(A6BZEC?;-O=l3Blv9YGGWrO6g9L3Hzh)rClL=s3wI5H;REaip-HH{&mwtz^_Wj
zv$hccG19f7;9|S!=&X4aWz9RHVS!H)Vx!zB&1rKYUp9|6qRkl;?gG5HG{v0fr8Z8q
z#l~p37ew4pWyq+Pr8|l)16YDNs>JO)RgwlO1_PdG0$8T0#HOmo25Nc$f0}6XO)`oA
zcbaMoiHKT~tK9v=KptQ53RZhZ2Za^okY_j@L9bNt=mySA;~4d?ErfI+{V_>w1;qSw
z*BGlY{D5@EG18;Ag`DsS=B+#|k@61*uk@sVt05fVWYin8-=OvBPm(}M&+Appia9v;
ztx${hAo-wU@UG8IA1KM|isH2P0(HkH*QIv)Z!xamIp>bm6B;yNnoDVxSjksY*WSGc
zLf2CM4X^Udzj#-l1<pllXfd~(<R0CsQz@g+Cb(5XaynPdUlwmt>&6o8<VLEwuXVdK
zG$D5%yI(x~MU2PddBG=;Dc<c0+8oMGSAtF}u<+iq<TCS<jApn}*zPLrr0obsQ%#{G
z+kfFFU$Njg;B>Dv@n{;I`rNFaHa4)Vxpj+$iv_qHDwp<vnn2FS=|zI%k?9X3s12Of
zwYP&V=L2hFy;ilk$x)i@^y}9OaKs#9rLadUKZ7q|P)m$w6``ekJeyDrzHPfm;8yMR
z<dUZ+9FB9+y3Yy785keDam7n)b~rs(;eoNTY0`38M?+p|Iv6Hs*yMwX`h&zk4IXlM
z`4951n6)FFLT~qtR4;u&qQ3Kvl|7^;@^KJ2Caa&jTD}{I$*L&!t0d~QzlXAF1OqPI
zfNP|W;RI$9TIIK5x{nUVV*?``4A*B7{n5{*WZ6f6YTpm!)8s0SSbCb}uJp&XZLAG_
z1FgV}T#=gce-px~FbWSmlT!({?8f3@X!-+cmr=qF3vrtDO*i1>gwU%`G_1sDgIq_0
zTrRN?^)>WXoBseF%k-+2tV?6eCipj}DZ))J;%gfF;Z!!@n64OO*1e|bwt{Pu)o(H|
z4^xVtnMm^6uK@W_I|&cVS@ymO^V@@;Q=0UP;tiaGo|L{AwpoYFKU#W<$l>k00`E9O
zkTYEje+yxdDQO*6y&^q6BPck>6>fOMXaGF>QK?!UY5xEUt4{~-G5l$*@V3M$WoFOT
zy&pI@r^bRt!2D>`N0L9oSVY@$+kUlaJ{nl<z-G_Zy?5+!tVG~+u2$;$8+}Z~&5rb&
zw(N0_Hpec%3$)Q5aM|_EMgIT_+f7`q4t;aYcZ;c7n7DQP>bKgUb|g5(7hT85`y5<<
z4J--yw`1#9<M?Hz9<iU!y2ZSO1_OImm5hrp?LxB?i$@&~!(A8yx)Yw<)hnNd+Hicw
z86QJlm#_m#<*77slXJ}>_;08G031iBb5<hwWu<wUXo*wXHRvrGfzq6VigppqT6hOV
zwPkg+O~ag?YR02y6{4?{fk(A;RgJ71h5FL9hK^|e0LS1So$B1kqz*IdRhWOJ4ti3&
z@|nVbHut1a!~8)Te$D>%bvA5QMzuK4$Saumhr(NsIo(|roXq+SuJN?(9coP<!iv|~
zH@+P`2lj*G+lsL}hK}^NLKszR@A&=j_f9ni;D5VTytR<s2K%`xarHFb#%S^>u+06t
z*8c#6kQ<oJGtW64E3>uucce>jQKz}XsV5k%YYzlz8dQqWNpQt|NUbjHO^zR0(rpvW
zkRjewv92sbAC?Z&pHp7RuJ~#@$Q;^AM5PD;#}(!G`YryH;tRM+IT-|U2>Q_m4HrBa
zZw<z$DohJ1uJ8flKK1JQNKtfwMic{qTwagiYwr(UTinjk$p!7c^mxxsoEq!&$NvCH
zM*7ivf=5~#j<hoX25M`2KRN|{_{j98UR!;h5Zkgdief2PoQZ$yp{rw(Du$W+#&Mo^
zn%Da%P)`1omcuJc(>Sba#RgJqdEyNo?A9IRWu!Rg@S%+y<?L&@h#mg`D$loGZn!+c
zcs=@7{MHRF?5X5>RB&kHGj0TLO}za@NX}=0>Q8*vec`5QygHlPI~kR6=~=O87JvZY
z{sy`|HrhK~H_MC=yNTrHniDd$74q$*aCr(yu2OP#AshhX`qyoD7?LJd83YhTWq)Sd
z6x-!-*BR$O<kAE~pc2Z<kCy=RT`VX9p2o8@`*`AJ^4A<z#6t>dkQJ=rSuS$Jch;_6
zT0|{d2s4AuD!q>vUy1%zdidte$FZehT<81&{{SOJ*v}tke1G3*MK|I0Pl|5OrL*V$
z`${WV>`OZQ<E<NoJ=2PeFU^X}k%hp5M@p>uQ_X3lV-(AaVCZ=1Nz>4GD8<RCnFDsH
zV+CIaty=_8q8BUq1JZ*4^s8J^kx!8aGb(u^ltIl}02*?EO+Yz{!YovPVyD2Pimp*y
zhnjHBKLVTpr(hz%%`Y`B1t9{91<I~@rl(q#Kr>B1Ge8qAaZ6Gt8)zV6oq&j*DhDH)
znb-hon?6Yt0bvg!rUcb!n~_$56bMYwP87Hl0Lrg%_fOKT5GuXKFnOR4E%E9907HEA
z_OCOyLU0Fv*1bE&`1=IM)4h3pgy1;o^`+2fQ>JOMG!eGblHF@fwA}8>k<VjH(=`Z$
z3b_Xu<29pmsKg@N2po1bC~V;GVDh9OW91}OB?H)V-mhvmh}k=V<eJ4>r7Toq9`&MR
zo7!?Gm^0M+*Kek-BU}zUSD)##r<%O<_wQbTrbrA*K7yu2BTNpbr});_hZi!qtY#Pl
z^f>8?+3?e5;z8|FhR%w3{{VJAmGj@lXoP+!V~$K<*U@r}#w+LFj0v~IXnJNL#Z%l}
z4>oSJ=%y$D>rtF$knld0M30(s{W?@|5@Z9`n8u%MaVqA3H*A%*j@hod%Z2AS#}&z0
zK6d*W>#WA%k=;QxG8!hGi5%zGrFC8txE^DZ#t5!<Sbjn<e*;?n9a6K)f<Ex%8j_9w
z02STiM4tq5xUZbA$@^rO$6reK9~WE^qsTMgui;)BdUJN?-l`~;S3N7L@I{kcYGHum
z+PS!3dx-)dB$JLS*M1*(Zc9{2<&T#ADx2sC?zG!)C=S^JKU(NvLL)y)qKXmJW3^~T
z<I5tmu+DQ>U%k^c<(?{!Gb#2p>e{w99yqTu@h~1@k5SLPV-JX@v4P=9wrkM=pS{|?
zlhTfDQ~l9jHuyf%?H(nMIS7mkW9y3gS4~A*WeeC=viONx5#N#(zLmggQlC2+&RB}?
zH6QhD^shbC2{$Q@yNyRu(IwY5vUmQXw7e*rBji;X(3l_T$F*#Db|R=f4N$Ihqy1p|
zQ>Pgt(xVyOnsXe1Kouq<%;VCewQt^3ZaJr0j7SYJ8nU<UPtv?^#rF>$w)+@^j@9e)
z1LPiiSB-ebjd8tp*FGbm+k^PomHnx9pkiWw8q~7AoT>fc>7KRDf=R85Bm2K$)3soZ
z`K4o{v$&Du<&Hl}?KDRD0X~(%*b}<~yPXtpK7zU_?s@o)jr?a6p*f*?)Zh$PN=Ff1
zMEPkEK3bkoHqjdVqKgH_Y~rysrQm&Qp&(WsxA#ZZl$L;wS^ogz?M+=xCVP+HMn=)v
zsyF<74_~Eqx+x!K?Nb=srg=w=bep^Bt>K0iBsOwKO5WM!>9+8);gLW!)cA|b6GDM-
za7iFnHFS&S5()W-CZVeorF2qz7P>lI;NaTbw7Y-2Jq0=-SX?m}<l~QXRc~Y|b)bcI
z8?^>j=NpDO6?_7I&_`Xzzr74b&4vxqar_54tFwxsr<3-TKkOR6F$H?nt%PLix67v3
z$#&?>s57*6HD6HCwM|b+^BYOvuH_8ikyGl{V*bKgLfd@7f=6n_)~~glD@yYq)L5iz
zv>_d626r0O^@YcRtz;oqQyK(J45`Kl{&mP$N(I98$7<sAy=H61wu)zFBs(5>$v&0T
zSjmYOs1#dUf@h{#Pq$Bm=Q*e~DZ^OzA3sw~(}$a-+njdm?NDmiO*=X2{i^yBRMKVJ
zJ7b@i@mr$gHbyaAzL5K_4{w;)Kogvv)hJ`yP_Pv|)^gp(jzb_k)ww}2lb$P|xnd;a
zttJNY-$Fp!3gZ;nXELJ%g$EoQisrW+%oVX#Ew?a`GqL$`^q_Vxg83VO{0?hQ*ngpY
zNvwpAYM+}t*0r}5Ux}uHl<r5!aa7ZcpK7~x{;bw`Be>%fm?FiPJKD7(A1idMt1cah
zCpfKG#|Ivi&@wAQ{*o%~=qAy>-92iRpZt9OKb2j*Z}evR8VNbyhroZrRe9}f;15ro
zD5rP<NBku>ZH~6j&-@K2ts$_U=W5u;T7cj+QyPLX#^6uZq!$X^{{UK|FJn$71#?e4
zilH3f4z)B_D#sb2p{7mbBOH;<A7w#LMhCq~xKgqi580RAgKRx&aKe<Z#RDpsG0@U1
zT=l8h*A#(;05i(>rkIUP7*ghe5P2q?B0jY+JkzsG3g$CWx)E0LDj67JlLJ0h+Q*t|
zNtWwT-pH!mYMR`tgUxbJ5TNYMBMYNwJ_lMuAjewDYvl>|yHzQ5RYS|veR3mI+cu<-
zVDnk;Fbqz4teLf?!5g`(i;aC%$lgCX7A-ORCU%fcxg6EeDD|!a+h100B+t;+lIy9*
z&ObV(ibD2m>x9GBpXT6KDw@)_Miq8FNlr4ur>#=OMT^<9Y|b&(somTFr02C%H-px*
z^$YMKJof8a#%e^k*z@0rnuaYTMLEw(@-)9_PI<<CYtZ~}D7cPHH!IH-<@0ddR)~|J
zhs1tTsOP0Re-pf_RAd9|+PQtyXPR~cPHjb`IRx{~LbDKany4G4I5!@Yz}?cWAMHzq
zHR`$(vqFKh(!6_0VlLMPy??`tx)lDk5-A(+_kN>}I##!Zf8*v(n5wUBx*_R`z2T^g
zH?pbE<5GrokM{+555`r-y#elG{<ZW2kCMC#<2c5*Y<*(>wNG>-%E<NRk-B<Qy#+Lk
zgVv~$7c{Yw4t*&|=93sS0k35~NEqimYr4`tXq1t`A4>E4FTB0^uR+nj)Gwwx9CM19
z4Hs`6Q2_&jM^47HG)thXD|!)wS(?Tpw;cB!Yc9_DqL8mRY*e9|-YC9Vbh+0#%XR!K
z$!_uXgWA0dT9iGrhQTC`{cF#z{{Z9ZfbCX<&imothSyP>&Y6Bt%0aJiv(n?Uw;KQg
zyzAkFu^l!MxNaRl?_Q}SiY@sdRK4y|k#`_ljiVhZ%r^>SBXG@gx~`y+Uhv}`F;ZFI
ztCRC^dR8uMr4n6GgSh@#uQTyEB(6#7bM0P{c>Cff8STY!I);mNs!6sb;5XhPrZ3*O
zHKD`!cJ=IhO&ci$Ghu=5E9tEwe>Tw@7zJ})1t){=G~I3qk14z6ARa5-bR&x>!6Q3s
zS1ZdwTS8q({_Vb%=ht5~*a!Q^r+V-8CIuUw)xo?>*ICE$cB$$#YQbz~UAeBJ%E=;x
z1zd4iI&2^wMRbu3s4GROEU%0cifbHwYIg&zK_cK9Rs_n&l5<Xr?}};aX~~e{ftMwJ
z+?>~r_{3*hKko6G_6a}KpQU*3jI;f<gVSwu*XVX&{x);_MtWAomkXY}cdTslkMe6?
z#N~Tq8LScCJ&nr)iF$Ee#*A>Ij@85I{{ZU_KU(dyV0MGjx+$K1BV(Xe?@#l9?^XE#
z)o(up^WM5q#LMq6E7p}J0c$wVmc<6+0CuVore^o7ZB_Sy#(AqNK6{F(sC?iWQd$CL
z3v+e`ee0mo<RUy~u$h0-2N<oJEU#nIl{I!bY&TrDmgGk8kX|#LzM{EOf-8o}kTWnW
zulzqs>n<c^kZw50?^rsk31vbC4^EWoQ?j_BEo^g|nICS@IsX8dnc#gZO;{>imf&TN
zPpxHYd0j(6z~lQ%ui;um53^o>!2A7c7qOxe$Hh7*x?R`Nt`LK`;<cB=T2<2G8@S{r
zpi^E0IU-gA9ZqYi@QEg9LC;fKTF9H~dIqiHTU#q;bOuHM@sI0VR-vriYO(H-u^Hq>
zI#r!)Znl1N!RNJO$AJR&J9E>TNEug3{noj(zsRcC&usOs(#}97UX{XHPPY2fNhl&N
zK{&3m!r)5k$l-wKM|x~X^u0G<x3;j3DMM~v4h2Q3>vq?co>U<2-JV7(k`v?(c<a`a
z&-Kr>D~#UKZiF(IAdndJu7*8Y868nn{M=U=V<;%ccNy)?YFW7ZWFt7kkLN(m+w0YX
z_e2tU*FST0xbDXWuWN6%@p@xutO@1-;C>>Nz$Cod++-S(%TpmPF`S6Y4%y^ZbK+S9
zVXzOaMQll1lYx&Y;{)7M1E7P%Fonc~=O((XGU+b#rJ6kLB-fVkSmU33SE2Y&gW<^e
z{x|-0NEtQzh^^V%kfWNyZCVu@ikyAl#<lgl{{UuBkM36)a6pW7KfD}~^`yZaR*!g>
zGB(`sGtF;D(4K3Q@ZrSnJrrWPxc=!qsi0&wt^SlxeAUa=&9naix@#^8F>rlyYJ1tg
z(M}H~O*@LlZ^Qop`5JD={X04T0LRjbJ|8QO6J0Yd2ic$h07FVD;ju4s&Qr#dmizep
zYogOUaU6;kXTxH=GwpJz06F5MT|#v^5*ljghh}{@r|VH&Cg9+Yt!c$@vUD}$9}h0>
zF9C_<Vg_s2w7X5w4E3wri|Sk#l0|?Cs4lhUx6Vl7uC<uk$n9K*iz0Y!nULV)ipqCN
z=8<W#+xY4@jt(jY_>XLzN8w%%d#hc2szovr&#%2^&8b{JS2Ypldz(I9htO~FD$_XN
zAFVzwh}MiaJ?rNmwoU!^{OR%ETn5N<RMRIz>1h0aXx(`HYW1g!?e0k0LC?K>%(|V@
zfCPrSZw24YG@>_Rd8oXTDWzlIpw!kt2&tO<C?wWKl@4KC^{qKAK~9yrMmH*5c!mpQ
zCEEa3KXc=|9j9yaoK}C0EhJkR8ZvSRt#~x|Q;Fovjlns=sGasM7H6?)9yyJi;fGqI
z7mi{%+(54;HxjZP(lPZE8C`OBAI`aDhJ@YOs-2Hgz46>pp(;yvz^-P09o;*U7Yo=|
z8j?G<OCG$`tOw9ktR*;)+PAT}apOzEK0|}on#!NVm(r3;oSwCvD&U%~!=-dWg*CD>
zl;m#O_>%TF2O#?Ay=o_m?v#3(<YPSus{rsgr7AFe2N|=ggU0s}%u8o!{VSoe@ya@l
z<f+FwHRcXFnvBZII+IyEG#^5}qg$TD-a3bA`S5;~R`bQtO&G+ZkZZ`^cR$2`I&#eC
z8DpB(6qI%$&gV(2>c46wat=x6xmmIfMO@r@&#hCNrEHAK*&>Yb)|8BMK>7-x4rxI&
z;Iwz34IL*xZCdt^3V*AJe54-r;~GHC;`gs-@VFu<kImcgtmU~;JC7$ZRQgO|Z<vAG
ztu+o~9r&x-WI#>39cdsn*naN37voCfR<v(e&3p3<rFb{S#RE~ZKkT(sw*+|}J-X6_
zEO04DUQJxGhs<%tc&a3%@Guo!vI(x9TOciqV~XczO|p^Nl3-b~Z<u>mp=h~i7uRp4
zdG(K9dh}fiKiw(XKJQG@kkI{bx7fiX@_X@EwwW@1Us~yPn{3(gr;ckH)*yc9>E5M1
z22|Eq2=?Imn&B>vXLIjezPZzPIp}MMoc{T~wQ&<Ve+c-7Z7StLF~@P*y=p%d%Xw&{
zXk3c$D@O9<S01(AX;<V#j1Q;hN<&Q8)h_0mY?thEYF!rUUpS#|GgL1mNf;180CY8H
zML4<#CmGE{O2sC311)XSn%dE9WAfCM1oh4<8WETj9=umer2Mf8#v7Dn_@W4*w0Q!J
z$_W*RrFgD8c$H*qV~X7IgMY-nQJf4K@;sj~oa9zjB-HdfaP;FiYI<zmAWMP6<R0}-
z+EtR^4#%x?HV=R?*P-IJ^wa*5qMT&dPLyJHR+v@Dt#~9JURd#1w#Ve_Qr%q`A;=vC
zbVZy}H0Qg9FiCEmE1tdaExJr1R~aU=Zmy-e3`xM}fn0;zldZ<&pS_F|RLDoE+e_v}
zzt*G&3<;|CJX<INrIYTO251LXfPibqJZGQnvyOPLRJM?a+i|V~#2RtB)t$=mj<t<g
z^H}J^&yr2Eh*W26C~wNPES1%8+1x8vNz)>GmQuOf_*R|PpB!@qQI6d)S*lFvmMJ|f
zQ`7Qf&JA}OA=?-Su&g+2RU_P>bo8yQH!7Gs99FQ6j(U|jk*@MC(lc2zOgzJu9D3EF
zTMTnt)%D3)m;=shWX@)6Lv|WsGxVq2N&&`e3r(E0(aEb9*9{z{K{&-bipHc@V~|b`
za4Koe^cBpd-|sPiMtj!%x6N({Kdn=GSV<KbKhlM0+eopH8M(z&E1QAs&T6)yF^DP2
z81y|VVC^BxV#cL%qFBy&!NII)rxM7AJ?g#Ypsukl;&Gaa2?UFg*z;FfS5_1inMYJ0
zU1&$|6RP#AlH@~lK;tjK`kJMy1s6IOAM+IB@fD>Y+ii7@<^KS!bG?lb;}fX!pB!>=
zT}Ono=f%?`lU&r_>s;fxuAjnr^WYdKt!VZoZeP{8j$HlRn$5-{U#BLtH5Mj0#z)>g
zD?bBh?~W-TW@Ks_>f|1I&MN+oW9Dl1(MLPPl1LQoKDAa6i>do^F<ROP#<^vlo@(Gw
z2<-0sIpywH?<G>F8O3oL<hQzH{#stK1Dud6)o%bY%f@@)3i6K@lDFh>#Rx^+Gf=r;
z%jccA2R`PyZ6bSz)NOZ4NZvE=&2gF``COcyox9gzqi6e0*bdSTF-h)HHat@DE~Kii
zR1_Q!TIUI8<j7B{>s<$mzvL*O5uYq@eznh&^BzwF^`rwBo}`{mdFz^z+ojKc-5v+j
zR78+D=~CN&%gzt{vORvHfGdN6hBznJwR#_fh&~<z(ncRj^X>sW^{)59tQ$m?bDgrE
z<SLLd#<Vl0Tz|N0in#;H87J?K{{UL<H9#81b<b2IgItH%%&W@d<{bV8lLTt`Z~bfc
zJ4Zge*HgF%&(gX5A`xt@$6;Cza7vZ#Xug0zB~+6+_oefE$jawA2C6W_5_|g8O>wt4
z>yyBxah(T(<JqiCf9ZpN=u1T&3wCW{Z1np(AN+Y}tzoee-1#>?l_G#ZtM8}n9FL_{
zk}ZdU#Z}DDOZZ^%vdV{s9OpIe8an>#n)%P+{O=B~_&+a}ay?Cb2jTmXBs^A&;WD?p
zZ!&RQH;;<Lq)8z-#djt66~TN#UpGmR0iSBlr^0BrM}S_&Ugk#IjmI^cEM;4vuA*xt
zGBE?F=Cbc?Hh=|V2^+~6X9G0l$n~pBY+12a6Hmf})O*#r5|K$pMRxuKV7i=0-AJxd
zOK_OS@~(%$t_HCWv8>zG7tx<cX|ew4ap)^a)8wqZCQx8rdkWKc8!N3G$l|<c%NCn6
zw?MhCoUVY9>PH<J$r!Joz9B2zXqOR0*m5|p435hu45uTlV^!*FPh%{`RY|B^_8G0Y
zY_`O6*0Q9Ct7ElHSxl=FeBJ8C<Blp383#D2K*bDbf<u$fN`a0l%%EqkMO9(XAC*)|
zVyVSWjs9^}!KqO2Fi4?-BxCyYs?rlyagj_h?l>S~k{c>_rzcEQh8!A{L69o$OBvLh
z=AnP3Sdj?lrB`kinh^sJYHHN1Dk=bYIpUMIwI)yDK=+^xO&o5$LCt$dhR6Cmco+ws
zE5-C|{k4C_y_>_11*~9^S<7;f+`}efA4=2HB_3wq*05ujZUN6qw`(~@3@Ii%9YfBl
zhnn!ejS>gFvLNS%&p%4_OWj0A13vDR;eQcz1AD1PGn7zi-s}z(^vL|{Lrpl86IsWn
z6>14eV1rgc(n|TXAaHTeS3hwAyoHBehZSM3a}Wg3g<n0vH7I0oL$Ho3(R@6k%3cTE
z>s&e_nN)Qc>0Q=@+hITlRp$edN<&8N)rZ<(3yuw9$)p>03_kC$?_DfcVNfd$bNwn~
z6jxDgBj2S$8Rok53?V0<=U#nt{<*8$yg{Llvbm3__OB(>G;6iJbr82Fjw?jc+?~v*
z2@(J~uFpx0*e(akK)?dBY<w-LODZ>#cKX+KrRX!o2o9J8aqUV|R?w)z?52=OD=tCj
zuQj=)X>Syph&lADHo8--!2}F->0KqIs8n3@fyno)T<(n=Y!HGW0P&8vu7^t?Mk@`5
zGt;kJR^FHajC7?9#LTZ39N5e3ro512%o#mv)_h*Lv6PSQn(|%PeCHtcu6myt>0v$t
zb5Frs5_6AQ+|xL?$8swQ#PQE3+P5^$E<hxY!m1%tW_A|m3TiDt=G^@$@MNtv`9E+$
zC-AO>d9pASn6OdEKJ{8#Wj9Fp8-sdQlyIEqAEj2f7@0<S+&gBjL`3Rr@E`zn6)C7~
zP9O)ROP+B+#K0Xm6-M&OWL9i)MPL3@GUZRwm4<VAb%~1U$sJGDtz6pgm>hTOSK^Eb
zNySMbeAzT47Yle4L<T!l>ljXyv5Y7b<Ih@l5Z3<yRB$Vczuo7#;NYG;E3;$!rX8z|
zy<_J~$8-470W^jt@Pc!JQ|fXsn1Bi39CxTRft$}xKRTCJC(pp=iUekPj<V#O^P21Q
zrY&Z<IpVnX1kI3h&jz~vBbzV}TvGyPU*C=^8^mRVBN^*kXCG)D^^f8--2en}p0o_)
zj!ObgeT`}9x!Tzu#4(ztA|-}89@Tc$Okk2f{ZyX7w<~I_KGUKMU=35J;aYNm_G_jm
zjnDmSBUW79Xp9I7bxxV@irAC>Jg$%XPt)pZUc)?MbC+@f<e%qVKZJqv;Ky8?X1QyO
ziC^k#s_>3H*m@6`){kOQcKnP^IL70V>r`A}I2{IR_2K#M1~c;!#Zhb&>Nx30Y^MTd
z;(po2PHR_1{{WEPmjnHB)@)1r`FO@a#cAl=YqmqyWgl8Vk5Ic@O5}Yj$oytD>Ti>u
zZ%Xys)3m-%Q(j5qO#c9BF+SBuo}y?ih}*H?itIF#jZWCHBlm;(*CFBd*rf5t9>Ti)
zBmP2G*~ScmIH_eLQ^igH024LGIFFjaZaBv|#cuegYU-(vm-k@iu!53<A9VMm1Wn1o
z0|$ZisVz_L?oU7JkJqTGlgd$#Q|xL>V8lppeq|${sHOwLZzQSedwpxH@U_?3>~5nc
zo#DSR{{YskD@$&<<Yu*@Pbp5rjP*1FG;VIppsD^Wii+AK*fKa3P;<^n$E8TJl;~)<
z8e7C`^3`c&E%#0hRW~G)&jy%eW+#e6EEAKLZoa*#g_9npm;odLeX09F{{THH0nzv<
zldVn1A7?!O0Kk@tJQOjk&Bi~`&;Eq8R?ygqZg^GAm&=?EeJc|3&jg$r?H<su0FKpF
zw9_HwdCf{<YUWpkfwsF0cqfYXzX@K3w*<FrV!Wa)DWGu3xL|r$SD@-mW_-6NY46gl
zNQp%CcDr4?5nL~g?!mV)so{<~)uq*xCQP51u0vhEI)uSScIU5JQ+HMf?sMA!4bTtg
zSa<95`u_l0=^ELHJQ98Cg~p!FdS`>$vr5LSz=9pp3=VzkVJ*LM4^xhm=yc-0G2_~_
z7SxD>jPCycKjTfIT<31B{!_rm(v20`*HVs7+5GErO+BOsjw%$>3P>1z;4(O+Vc$d9
z{5h!!En_71u8r>3%Fb)bbR9&&635E+`d0j!w2K)#_{Zm4sUs#q;@iMiZhli<Xt4*m
zas~loj8{RfUrm1|)W`$xe}!d5ZsU=jeXBXUvg4vC-9`c)-Kz%TEaUUdbrZl_Amo$j
zR9?Wj<YV6zC}%Wn*kFKpr55dq=~qlS`=rwU0A>&X3!kTIW4X)8Y}n({s<oq%c*S-n
zP2_?I=eXjcZ7(hN4?f?OQWH4=X5ja!7S+KS2D+i8V;?R>157<ioOU2nx)IJTt7LV>
zIjxG0mD4VoR~Srp=~2F(+>NKF_i6`onGl?G?^fcpX$AtC)m=L$g&58_6}_ivAG$nX
z<Ea!jE1XT%n=<DMoD9}!v7LzmGsSw-XsF4!s3RVjs%xRgy@)_b^ccl7!pE5%D&&q3
z^HBc)W!-1}S+84*M2$fCN2fjNRnVd`5*1E;zgm3EEO`*o?;9A1`&6r-U$Gy!IIm)h
zLyIHi93M<o`+XV_j3CZ?id@Vrc^;ABy-3}u5FC9)dftPjUPS^2j|6+xy_T00ZIFZV
z;<_7HQ2@XL@TqN-v@+Vp;{b)J?d>P(SD&qHg<s02w~b4h0_Qz{r^_X~40RRZ{x`Ie
z-u$bKV4T;}Qd<X1W371S#f=mvmvo9pP<W@a70(w6TYx#MaOt;lC}fGSYVM0`9QOl%
zK-KDcMwe<zp@}dLr8zqZBg&IPzJ7d{<DQkFXW{$FTWX=mJq>#kY48oI5qfixPJ0+)
zWoXex?zpIPWpbm-f8iXugpJ^Vj=gKU@a}{Alr7Ext2fcdv4O{7T`q|T7R$$KS8R4O
zZ#2;bzDH5dy;8H77}PNb1lL8am5R;t>DIWNI_SvZKp<~Ky>~d<?;G|XGu0}sqV^~?
zOKmY?RPDXD+OtM%v8mBiZ7o6UEmZBIrAEv|?b<sCRlDZrm+$X+j^p_=|Gaa&@8r1e
z>%Ok@JYQgbDWk1GX?9h(q;yl9pui>lZcnxM+O<n==s;=4Q2(1RtUIggNVPuW<?XO4
zS5>DHg%44&<-D^dkBgIdx{(h|F13{dFj$lH1_~|gpG+klTOncN^=W(Zk<N&KAftEL
z?}0#?zD@(=$SR_(f+6Th+Jtr$D$hy9!~69VtsdaU18t>4L5C&w!{-f8{t6Ivdx`FI
znVLK|nKQ*xq^KkQ1L$U{MC{g!CTInP6<8dWez%;X50*)&x2RxF`~XPS1@j~P|NQZv
ztX^Z}V0j4Y%Q=8eP9lf3JDBbQN?TS1fx1@4HI{Edpqm{%p!wH>@2@6bzIl|<uc6Y<
z&0414={x>7`TKNPk|ocBQ;KRcmvX)b?};=Lk~U3b`#$^?30*Bfx)Bt-WEPPszIe`o
z#4GPoAO?sZx9;(?a%xrI!rh~6L}xxXOUkW$lntK;)RkPs=glq6WRzxBAOTuG{O^-t
zkwk@8dOo3k3RWI|jHc{C^pXbG@ckBAtNVkW)!^z@8&wtdUP<91FRY(nh)&9;GbF)i
zpw4u=OX(1G+~5GXy6Zgm#pEC3!7^I|Rk5_zoQyrGx<+*?3qUAEaJ7<hwvbGu#_yIE
zS9Zn(ePw*USd<r_-vy_C_#y4UBA5j_m5!Ircv(H3h;DUAycQ-0r(g|=@6GwmvZjd7
zv?c)c;e#`${{i;TV}G@kJufVI?w2*Adf22GjW>Vkryas(QqvrK)py=hOwE|oMTVCI
zvd)jhCO4O&wYye<prBn0Qu8-$@ZzEd-m7f==ADlh```vQ&9Fu!v^zPWt*)X6C5kFI
zWcanOA>3@ayFP{21H_%=rVNxdXO&KtWu=UAznL-)_mtSnK!oIfD}Xu%$!UM+X~m-j
zS+(@Xm3IWosX!n;Xp|IkL8z+spWDXjV1a!5n4db&{e%4w<e0>cmHRRsfyBOy`q^a_
z1vY4d*M`LOV@v*$a!B~u;ziI4CtGacdKbq!^?v}DCY5>7PS}a1{`rUR1;N{yin$iz
zjSm84BB}Tzb&}Nr7@fhi3V#2lml(zvrou{qE&Qtc(Tp6eIy??4k%>XpdtAyx1Pb^D
z`-EGAmoA?^%E5FyN|Y8P3pHvvUj=lpUX7D#Z|81(e|35Ydn>UPj^EZz9XPgeu+bCY
z{I351`D`y#I#eRB@JlY{>xX)C*JVPkqQH$<PfJ8A0GSBzxx78H0J&l~(<Z}*q_gfj
z|H6$_zkhnfdy29S;ykOj`>a^wPdYxj(5yFgl=^B9*a!w?3p6r7=T}pFH;9~zDk2v+
zU{{vbuNH4~vpK+<-2|vtNSJV<cqgFX|NoJuN#dC$Z23VW+fBk>G0eYL`>2~n4yLoZ
zjS-g2c;Q{uXQESU3q7AIQu7=1BY!^iEa<Stem>9^CO<7Nj2T_~vGy>Q4$G2LBunY8
z%E7TX>-&r)^N5ZbRM^nl8hv0CzC5iFNxD!MSn<}hgl<6EIHZV}h1a(T;e&XX5P{Fr
zY(r4A*o}sr<E-JYM7wLq?r)UI88PJ92TP1Q2vf*wP{zKEqWe%5MEH1D?H8qnl%Bg!
zNzY8-O;z-K8D55@LaSF1gth*h2_}&rVac*8o?6f7F^TMFal`gV$e*A)bYDOXE*+S8
zL4{MRrGLRCzE7CWD^yo=ne2**ui$^k9VT+OP9~CHgLTCI3HIT^eS&yx)jN@qyO8?_
zVc(RVHZxV4xIEyF*&pmqp&|I|RJR&PV14rH-mccM3e<2*v8qpXwL>995uVoh)ajQ!
z&3vM28P7YHGNwv#P+KRBb47NXPS|7HxzT4GG)YjypZ5_)w4k2VkFo*Lx>&8Yzs*f*
zT9AY8^^WkEnlU;j*}#%4lG+f@v$p18Td0W=$ne6W_UN@D-O*GOe`<u~tXyVVF?Vvn
zyqp5xsBbwLio49kF?KRl)a2RQw99Z;`a&*asRe`Q;|38r?q63OzMP$wqDCg0+2N@x
zl{;O0H_{12Tk`p~Dk=~RO$1eNY4@D<>kGqwGx7QUPM_&&sfp`UAeK<E5MMWefw8|L
zSv@zeCmp{}<k%;5*y3d;JA85$$bkEx%Xs(sZ{x9>J7P<!TKP8%LHdaGZ%guhFR6HX
zmigzzJt=0kfe)#U!Tf{GUC&?Cn;SXlxU=S{Gn&Y8N<M6!O+(RCw;F1+qk%;<J?0HC
z1w}MSJ}wY$g>Y2j&N$E;AOD>mQb!uGEB<@uD6>`nz+BIgOo{`HgQA5RE_RJl>6h7u
znji;Of|&#npv$o!>8tHuN3-;GjG87Vs&BrB&I;%zo$^FJ%&&vX|N1PK<!&Q9OGBDn
zF=&-MhkWAMCB=*j-uKmoc;*sOf917@=*BD_*2K?lAq~cRx^yD-Q!Z3Fnjz?%yx3^W
zrTC)zhZc#AiZY1Emus!4yrfi!#Ux?JPdbDM!RnQ9U<=a*T}`P=9_7!xM|bkW$Y>Ac
z4_*Y^1s#^heML`ULlcUoC^^K>mQ8uKI%sZYd@mha3f3a9rKi2$Wx+*!+?-2KpTyVE
z@Y5{kkv^t^wDoQBbluT0i6*Dg&<)?E+O}-^pBL`eYS*PRsamp1OjLXV%JS=lX@EbG
zveQcivQjt{sP-{(?4Qar=I>1#8nKV>Q(AmcToF4%-zyKG;S3um287+6Zp`H2;#c(w
zx1$_pqbH>*2r^Va)Kw$)aL!h5ifzD5cGD}-XgJbU&dy>LV!^4z(_A?pOx@RLAVt_j
z2T_Z~Yv*o1%6AwA+#`lKQk=CnnRrzL(^8<Hniv+h=OS)Q?s6UpXTW;paXrkql8KO*
za>guy4-sl8jm=JvM`}nq!3cZ)rUR>#<f!ZCRRg-&kd!hSIV$^RSq%QZ_zNFY(44y7
z>;y1hS_NpT|2wM<e<Rc6+l{?87QHeV&Axs<L^p7;d4%u~jPKH=&5pP|L6m>1CyhPN
zZod=E_sIJE-jYZbz8A(gw&|F%eulFEziSm1$6sRKcMV5hxOgcmGyll9KPDY`P6S-8
z4Tgc?T_fkBU#fpCUeczkwn}B`=(<baOXKh@7d^Bl{ruMREb`&jSJrJn;AIUVZ?|Bd
z3q7)n3yYo!laSc3TezAa>N*-rS@^`$YU?FCi}?LJ`=v(gc-rK07ZD1N`n6SiZcMI}
zmNZ+id$H}Q8KUJSb+eNwI&s>DNhJeIPooAgGer}Ztu)SNe}8XBXKn$BnBDvC^~+58
zQc%*@n5;VN?y9*~1-BVa%AI|JiDJZCgP+>f7Rv`K0O?D+lj^{c(kZMG0NJal{zR7B
zYS|d|QbMA`*_HXIMMOlWLF5YuY8K$zaiRo0O7~!gZq8MskipGWM4@5SK9J?KJLip;
zQiNI6Ck0i`6O6c)gaSvIJSU~reT6_dpzVC$96tXoaCh=hfCd<4*3vFn@f)xEePzM#
zibtA)$@P_K9N)u)b^4zJB&qK|WD^7IAL*-)Pjyw(L-mMxhs5nvX>8bsYScib?A-<o
z0pe9j&JcCDk_K<0k61@lp`V5-HM!PyW<Y5_NRL2M6UIaE&QNA5K6g0^04nPT8H^Jt
zODE~85f*>`1OMD?+#X)34S>k;_h4p`5Q9p+Q0S~-Jz9|4pV(B2kE%0O7mB{hY~gdE
zVhOoXR%f*Pc6PAm&c$dJn}N98jw41uFUmzVxQGd2&#I=5(uKf#wSX*U>42Icdfw=y
zP@~M~M}Ib8KL~GDh6`Vx)wJ}oWW8{TYNu%~tun4HWm%m0p8s<)dG%aEY0W)u=|=zW
zD8bcqafD4*4eW?N%OM8(%OI?Jql`q#93C`ZtHL$^v$MDFg5Xa(YLve)I=er;@75#z
zNYN=@7(wDf?<Z=JIb{+bh@e%^<z`K=*cbb?_4Ud$_qRKX)$-;B>9<g32+<9S>5Q})
zB2@>q&J~=N^|MGDq*24TZ@dTyo+FoZpZ#E<ey`U>EZ%x5GL(_qo}Uz@eVl!il6{68
zTlUro-Y!d~0oeMB=f-$#!%8&zK0!ht_b0X9ZdVh$+dzUulUzVZ0ei;w62gzukc_Qr
zS}%gl=^-yY_U$H1dN4ZDNGqPOt^8}+Arpc?ig?y8GB7Ti$V`CGdr^33y$HR)@VtoJ
z0!r?UO+IaWomgZ_Bb+M>a4+ktRiH;rr006;H%a%B@%Gq&R%c2l2xHT%PW|ZKpEB<r
z?<oi_EmE9r-`hc2x!}`&Es3rhY{DI?`CBAot<f2R{}d|-x!lxLlwUNGygQjMPEA)f
z?6PO~3N=ZJeK&Q_GaMbvEgtML7SqTre}u=+BA;)qf&bMxx})DkR@-EkvosyuA$>sQ
z1vc&jQB&i12{n<SLI~~^=@UVQG*b2TvV0#=t#?EU36jjx6NQ&3YS3lF>&ReZc2SE_
zs$SR>6%P@-sv^oBuYWKJDgMrv^lH6s)63uUSz50_#ZsLP|K&zl<92;ZQ&=ZoKC0aH
z8!Nwr^EVjD^Ci`(8L?T-Dyw@Xo(-|-;U3R|(swdMGcY<+iCP-3nA=WE=X~?I=LCev
z9>5)g9?hwL`7(!sZPj@T;>*#xuyD5{jpOReB+KN}_S8%BMP&$6<^3;s*b$D^u?ZX*
z9DKuD1$m)Bmz@+?TTitz6hKq!3yJ4G>gOE-#e8V*^Dq-A{hBP_Y)II=nDTXr0u*#{
zXwEQvz@WzzU5y%hix1#b?&Qepz{*<;?Yjo|;jS+ZPMBu(SI-t8wDLdjPJiqmLZ?%B
z{aZbm;|Lj+#f7xa@=>eEjn3|EnXKJ+JD<K39e!B_uEtM#I%|AU{HA^L#yit>UJ>X!
zL-eZ_={#e8wWSx%@3UGjD^;nl2rNMF7YpM2rC;;1w62XMsoOswlxChzAs1|=dRUqT
ze)x8G5x2}TU%KDz?eHyiKL{c9)mmw&)tOH-qZ{LXl3hFY@ooYY&jC6W$6bBT35X2$
z@?3YhKb9^{WF^?OmanUwH}b;4`8+H+cnp-jT%lOH98DE(*IFT7dyyuR^ri0A2*39U
zp^gm1f|oJRZ)$>PHngpWUg|*O8;sWpSTJ1kKh%s1@#NOz4CoGb>)J>&o?!z7N7^(S
zLIiatlS8MRnd{UzucmO1?GBbR7@nbh<dI@03uU@nSxi$-YC|ZnyNVD2;@x?v)rKsC
zjYPT{>qp>sD0H0AClt#8vk6x#N!s|)cBnvS#UjrD(Cf})TF=b8!p`JIpI+$&_ne&;
zQnaq&EwTHT|4X;-!FzV`6?($TF-t)a{@3y<!0*2QtI!cCn))HJGbuvG>6*&Q+msgM
zvCOUn7HQBaT^{D$hEX!v$uD&ll}@{w+eV_pcu*jxD!eKFE7h)28oZ0<XPQEtRjK&B
z99<}R$xQTOATI>=VeE~C>@P&q&&?bC`9i7`iy%1I^+EbL-%Igu*Avs3sCMvkB`p4n
zdS_Ctso<WkomrYNAn4?SPjLbYUsEjJ2tmi6aupYykdW%hj6Z$O)fgbb@3k2Kn6AjS
zJu$n=A3x4!ITd=lR!0`-jN#0PHFC1r^uv@{ezPUR#uf}$2@4FUcn}%EL<L18t{n|j
zgyxt<XO}C|K-eD^A4wM-DTganK7J(>z8Q0?_92y-2`Cp4zNs;hh3E|{MRnt5N)y-N
zDgb%p{YVR?mwh4YO|_f-POld4H+$(^xy4Grbw9O_*-R}W!aY1iOyLeaZOMG4?OEBc
ztm?4bw+M&#ZKw?^)(?8MRsXOvUGeMFVJ!#!A-c&N$15P<u3pjbNS2OcNNjrjfGSt^
z=L6~+xVhXVsP?i)B(+4m0UaO#-6#h*>}UtcF@F!qqF<0YJF6F;Xd3Cr|8At^Hw!z{
zrQ8wi@up7&DD1-Cn>7UnzN70w%{1BTH-*A6tx2kni2Y0+4ovrJcaKw~)oB~Ge>eWa
zFC97{A5^B7t_sG0UHvEw)te1j*`_t~o!zM8Hl9^(RAS{$v*~FBwd#yiUrb1iq^nw_
za3*b69M2{pl))UvZ;uR!ic~nnEe<(|TASZc@o|yLOJlxy9;78p|L^z`bsVxOp{xC{
zK9m>4>}RPx1f)N&MQVtCS<Tx>edsCh{xySGog*<qbPW0_!Cy9x9>vT*BIe(hz;=co
z;C$wY2e{z*wQNJ_(z{;Nw%d*M-bOzc&#Nz}WL_(9pVYRS5ButX_j0M;$H`<=|3SJk
zH8n6@nJ^Erdh74*F5GyS0DDzuTg79<U2)XgoVRWiZfUK526Q)cF&ifA;61g7f0aWA
zx=}Z)<K&H?;Yl_oqluIySn^{$SL4xdxihkh=u*Fv@q1$cZ?{oms~N7=XSu)PnaB;S
zmO2^2YCpzM&%(!$)+6i={KDMroBF)S_pqr$qAJkCe+Kxz?xw%TF1C|kF)ay>>mY|c
zX;)l<n`|<{lqQ#xCJ8@cHQ*Q-g7ZpmQb1L)jNL0f6*G0t6W9Tx2ge&wa415TtCjjx
zJZ_zQTdr+8vxV4KdT4kzL^j_<E~^of7N|aW!gRC%@0mtF(d>~wev(q=*|^RBMOD=o
zyl2yEiNHh1zw2J4XzX>ervFWf9MRYkjNDk)iA<a|UZXrqg93Lgz=<*ibV7H7EucGL
z_}Y@nGJt3bw%=*?dt#OGn|j)%DZ?gB_i1TAbJBGHt9!ewqh~kLlNnNHmL9P`l61cP
z)$?CxJN;lciUwJNz4jVR{_cB{+&OLm#%aEN@#D}`d?SRwNN1CU-wUlPfWJON+c0!{
z56?IC{Gxni?3=E+wB3~|cB;hG)UVcCRws(%GV&Lc{k}!iJR5kDzhW_^`I~~S0cFE4
zSe{!Fz}=d%<s>eK?<Biw2G*Ge@F@2@WMjITX_|lcusr>11qZW7KtqNWraeZA^HQ2s
zqk#fp4z$Ti^A5irbxAr}Zbcscjfx0(*DC&=815H6NOyi{#QoLv!ZAX8T;TXgEKK#d
z%xcwTzO*DOcsMri)=&QnSQs_a`p5HeV-m#NcR`4|ekO_+(S|)KVLDlu$Qv9%l;E_b
zh}Z%S6k_RawAuEcR}(II(PPZ_SgXXkadNDYgMpD(=iawuJSA%vHwhKHV>OXG>dGGf
z<5|9auwBYn?Sq(FFRn!Qd&85O&E|Rd`^jIp=yt`ENC0p%^-Z>uCc=o!T3R|$<3GMe
z)3=>QPk83tqqfV;U-u=gHyw<|k?<tE2(B4_4JiEZs4z94>Ry;}5nUOtS_if7Y1npc
zHmdC9=P|unLqe^|25yTsj_tfh_E8O**nVO)sBtgdY1!jzJsD~mr;7cIE}LUinP88C
z*_i+5W)<SB@?TRndU&*qslu5c-PF3U&ToZ%<N2upb5YYkgZ)Ai(NSLqq<%-U2=ACz
z=6NMo(jzw*D&M`OoGSRxTu~Z}Z|XF@NhAR=<KXv6{JO^0Px%Hv46-5(ytA%m@~W~n
zDr<i?X2kg7qeRKO+;4m%e&}jU#og&AH%F6agD}vUmI&yCgUb82Oxt;Fn5uq-TEBx`
zgV^z-Lp_mArL9$Coc?tWyo8eDS(8BI%zY0Z=TdjxEvP;VfN7#5io{*<;c$vT&9JPe
z19)LS?g1W|Rx`Sm2^&uTDK$rH1$!?!?)rCul5l0I#nHMD5&x}Abgit`0GOs(06m?n
zElRZIscI?qC;Zf<q(r3qcN&@gF^vb+?Eb)Y-3q|h3pV*=^ZVA#te7lW1ki5~c-di}
zFZ-JtUeoz$08~X_<(RRU+-w~Wob1xEOuF+Q0E~+?Qr@-j$=$<X4b>>Y5S(5{EQ<LE
zr$#)4vUniL>0fwq$CY}z2V7H#Z=?mEtcVj~XBU<$>|#Q(&B|;X98yGGMnQxf1o?B-
zPmi`j284G_e?x5ne7uvs6f!3D_F4zez>T*$cv1B_YiP1Z=48==FkMewy^cT@Gf!fv
z`_LoM>8|-~8c)(GnqPTnVa&xkuP<~ml*|h<`{wATGwsj<@}z~05@H@?CW%WAMn81t
z3PcTvsOp~F`I&JjRkq51qj@<~*!my9gwNhX@t!L6jwOYtHdt8wiM=8YZ>G9TG<>$E
zUUiR)6>3kJIr*5V0FeRa@w@JYc`J<p6f2W<kFOpnhve3w*q~VPU53oKx16Y=ddbMo
z8ME?MCccXhu~U-%zcP3^@%W~XN8Gp$?hK0%weG(D9y?#hNW^?rDz^!@$=`jb2MgjL
zEHz9tWtN%p%X3J%YvvfF;*{Nlr@@u}B!`*+6NgyTfEfsn0Np=RGn9#U``Rmc2A_IW
znQK{3tzYC(iGy%zV=b0_C{?e>C*~GEBrLqG@DtMhJmU+yb6h`h{^-)}p3Tp_kbv2%
zOQ}87CBAGu)=JHz;OzH%%5iZ_?$@?yYPh;~J(%Dv(zK&K{jVxv?iv0OBRbQ=-!*Il
zPU~{}4(^gWlP>f94y-!gWufud84kInm=&vsbNHoo#dk=bbg;;8eLea&!*%@m_+odW
zxk*a2ZVsP(X4N?!9~wi*poBOZ2!1cQXB&v8WYj<8Qav(dTqkcSR*)qyI%ogmpz_*)
zpBFVUKGVC%w-EKQEp7fwnZR}xFb{fB)9@+CMn!~=-Zc#Bm|;cL8zXJ7WH#bPp~yzD
zoHgk-^INMx16i*^OO!0vG)d|!aa<rXMIJ%Z!L-SPC2Zdb3NNM5)tPRlf3A3TE|&dl
zT?dt1firkeL2P?8Q58FNrQen;ike7MK7y(NCg`)!P=;bgsWEnY=@W(bn}AsKLsLg!
z1x~XqW9XuEh=W6Z7*FU?Ck{GPZ;H}on#%W8TnzvVD_$MD5|#f86J967__?oKQRy25
z6Wu9gM9wz)<MHzUM;&y^prqnPR?TU_E2<$?sH9d(nCF&LP6)3TUY#19Hd$Ao9_KPu
zI)Qi4xTvx%hr8cU!e5Z2@@li$DcUIv*yoWjyM;~yh~R;|K#KsjC)9=d8a#9c>-Y{p
zEuXBPfw*WFfQP!R@V*7{a{=n6f#*s*m)ctHWV!cUpGdJj_9;lLbM(V(SxYA7`fe<@
zL*h6cO{f+p7#~J{Q{SC$te{&I9dnbrhict2pM9>54i<Y|uJpk12)|X#r@u-&tqsnl
zauKg`?{@fsmu^qK>7>LN#A3i7%_raXb*uTPYFMi*TEy8+mMJ6F0zxU@H!LHSeJT|X
z&1!tymGkfdWo!OSfAuiR2)BpmlYV>7K875xc<AId%|~ys3$gD$gkL|d&;!L8t<w<D
zUl8~Ks9)iNW9IAp4kBT>M6@x0E9+<frQq#D1NdfZq<i!xCK8=(=7k&MkCJ)HiBK(j
z7A2QC(d{th!y5#E-Wf$jKoJo2jJ%}K$uP7cSU1u_((z~_I&qHUhea(e_P~VxC#>#p
zXakSjS-tjCkjGLlUvi{q_@La0#r}q#-MI4t>ANq)`5k>ha@)lbI>6mABZcVb0Z~Pg
zRHjg)zkOfTx}?OrJWGH6ij6IJV=)y=I!vyfPU3&%A1;@<)6|wxJUv)q){xBe%GG~2
zZm{-4Z=85ZkPop7ysxc&DG!2za^BmjC-p`#`||6D7~yR(qu=nOv9liBOw;E-15#jV
zSU&?ZxK#+2D|^e=NgSd;?q3yZ5<}B5!F|<(Q`5D0z10tR%M}K9PvT{+8kG0t1ulv8
z8Tch|Q^#lFB?(Me>WSb|;vm|AKU|5zfaK<(#b9TrHvS(`(De?IjFF6IxxypK(!U&k
zo=c5MDy7eCj5^=&7nkg~9w4&REfvV|Nz3t{j|)%1JA_%|bYMO*%%760i<+lzf+lJf
zd9P(XXW^ej&4GXP@cYzz5n7^@!$`hm-G3Llc4ju5^spy8l<o#|wAhC=gL3^9s|A<$
z`h47P=I*B2m?cI15AOWT=LeKOW}M;MjPI=7PY+wo+lW&oC3U93L{-}t@<&Hp@|}_S
z0df>QuD4-5R?RcYech2^_&eX8ECYlubZDk2l*%8$CI3yowLp@!%+EW?Z-Bq(h)0Ua
z<)UEntS<bL85&rnkmRPa(5~YH+O=RHkMcMt;=YCApHU>IJeqK6Ja!MCH-FW8*HLj&
zF1nl@=SFZ=Cu4;=k9{0-4`*#XLW7q<(bqOeA~Bo+a+yQUR<PHDiUUu}gK?$;iBHKe
z^oQo?tuh-aqGb0`gET&(C`J11QrFW5kBVuoOiUB;ZN<~FcsxJF_9eHc9ZphLP!%sd
zv0LnWpD=$kM0`Cn%$myNkfM{7034Ik4f8*+<n1O7WUjP*-%7rkwNW%if{!VICNUAr
zg1Za<g3xXh8@<k-L-z0+8m$g~@KwgxPD~j#{!DxM_900$(^=&Oi`xSyUr-^Lrb`7@
z@$E+19nE77CjS!9K|x_D@XabAMVB1q%{P2Pdy`=VtHeRX#_T?_;QGK7S=8|2;QQQ<
z<x<HHw|gf_>x{Lxf2Qe=n8!Ks{3x7}-{WD7o@Em^V|AZ5!eaz^qv${35D+x)Ih#wE
z9%`(-_~KVRg0D0E-JaXBE6QSE+N)1JZ@N#b6?|MJ^{lbZd%URk{<fF6I*U?r4i1r-
zMlVRY%w}J;qqE&4xhlojeu2!jJewo)^7w4Y{U#UgIHBn|IHqNda%i?zl<zVWnE0V&
z69zB&L<E#Vk$xNFe@WG%`>d+SYDo#<Ze;|a{8ZNetee8kjn@re0Mh`9ky}`3SO7c>
zbuIi1WyXp6c|qm0-PKRO#o%Ma;$7P~6xx7D#(rPXe<>c1YPt`N<=0*WFNVN`&#JIW
zTQ0t44oKs+x4gBQZysAN@$LJlAHaV-CA1AW(3VLb6|jFPLa2*`Jk7YI%FFY^CvfO1
zcxIdC;%&5}beqoQvrgPa^gmWuiLab%#{40@KEY@RytGR2*KsnbsE%W*V-jpK4Jfn*
zIr)Rp)%g#Ar783D^%aU}jvpSDVKPb`R_w+vQK$?ITk$VqRXm$qCCEN^olHrYj(NVl
z3#cbFU<y7l4PeB8sae{`90X|MTieYf@YE-=XR)wSPFy+=DJvOv%m2jwU*;oTS&WbH
zp;2E2Q__9e(d{U~kj@C^-H&XjH+6jFCzq39y=P;>PsvLF+i>T>TlXq2MQ%K!QwYm>
zeWLb&)DY3MB8H9C`$Rt^J8njikalHAXuY{H@e#`j;N##smsik!eW9-!g%(cEDektQ
zn0hMryINH*>VIg^G2S1o%$$Y=P*N*_JzXY<He2%Y^0eN{LUKCK6<lt`D|op?jNq+9
zInSQxzbXAiju<6EX$P@&ToR0!ms^$+DNIwwZi>j~MY0`S#=_HwJzJ$@x8VfaGnygB
zzrTu3;4x<M&ZJ-Ju>^V)+bvD!TyrLgpRBM<M_OU)2ptk-b^wd}JC_xvqFP?YZ8nqs
z>#*`Kj^242G%v_I@^YKcuzzW)=$~^8oz`~5<~IKaV3^X;_d75b7?IYrmn|}MSxIrP
z_r9wN7dE75wkLWOS!>fPmXK1$86r{#v;ZvX*ilcTCv_EGi}i15o54gN?EOM#)RzP&
zlt|UQGy^eJcJ|qEINZ4R<wT9vf^`T{+6;2>QJ~=~$B5IQ61Wt;)UXv`-<XL`I)UHo
zF1#OPP6UhJxC3XVSfrn9v3^wYi5$;7-7a;mRlTK`%ZghUy>5dBA^W)Ze{BZVzNGRa
zSE?{nnv>2Gtj{R>Z5uiI>cx3YM(d3(H%BVncD4J>ZeV`oCOd`u*dT{>-cde^rTL}p
zUdYmN#4qm1?1GtZ-oS?ISCm(-6sqE5*5pf?$+?&{Ysz<0T}h9Cqm<&__Bt7TSgO2$
z6X0>})3*Z(m@=<_g=?4CixSo>J2?gHX=yaw1(76q@VU63lKhd}myO!pn>}Rr?KSJ0
zf!dvdW9A0$E3X1{HU^pw-d5__Zu=N=-~C~14>K9gdicj77mx_P-l?K6r318;HhwaN
zEh8Q-0auSmj5C6TSCB?&DS3J4RZjA38@q>k7xc{@zR#5bo6#v+Mo&>v_^kA^YG&}z
z;TcPoz|bNi0%AO_H4+tBnpUtr=23MC^$qvnd-36`uPSJ}Su_&>OM@x&5GMIRQc2i3
zThv#t3|K@DmQ(w8lS4|X@j!xz(_c}c;nF86_!<9fA<1Tv|6L}q8{A&XNjsq9x+h#P
z9Q8C%2#62GHP~Qs+&sdcuy}=9qy^<h^sW{~$J#FXhm`!u-pUn&zWU$4k^PDg+_}kr
zfbn$LgbWqhMj5b?+{M?3YD*4bnJzXAG8~Yqv|yu%%(oT(RG46x4jv2qMuWR_f5))t
zIqt;_ls&OtPIIp!q#{)#ZHnI<oDyjnofWOIlKEno7c>@tut-ZX6<()%t=Cvjhb(Ru
zagi9y!MTsPuU?x<GB((D-{57(?RFeOHtk3{E^nu>x~#15rYf|wNep)QhM!yiMNtPs
zav5D*%aVhva~IKT&IRs?&NUq`)!D1rQr8mvA1?DZ&q`8Qvml??bu+hnOkY2>z5<zs
z^rSXVA<#K#oQDHODxN~~ILvU)$Gs^gTKIXJF_7zv*I-`$G*_d~%=o7|r?V*IDDk|4
zSL@FgP>j-f5UZuLsnFyJ;91Sn&o5<@P(SEthTo|3Y4oQk^_*2U1W9_noR>7E2=+$N
z>_FuT1)rHb%tHo4t=oJGsdNDpXS>VfP1EG}j=Ogs@4SI|yt1iq3OP|whFFYMrCs}Y
zv<FY2-dnP26v?G|_!M=b@KAG&pDhW*ElP!km`DrNM!MZ3Q^$E~W)pj`h^XH87)wH4
zy}Y3H`uS%eI)r}~qts~Nr8R&hyp$>{2$~Qt{xEKWGnHa^@s6h7s_(D0h(>L4MQSgx
zaTS*~T&$L}2M=FC%1eTVh;KdkM%Wza*FUX0e<<)e8!}v%NFIpQXqPJ(xj9nIbBM*v
zG(^k=6DOr;kj(vohT>n=c_lwaW#45!7n_u<+GWr9YY0q<(+WLQ!i%qHiTu%k%}MQU
zbWp&)vfo#ClE_4e@#eJpW-F`3i+;a~&^~6}R*ND?ZMDA_BEKfTz}VS<;MRlrFe&}^
z&t0>|v$weCv&o>rjbwL@I*s-r?ureoqik|o*{fgMSbBNh>dmLZKW@MO8_;%K!DUdr
z%2>gBxZR{<gpD~fC82JdPieKic6IU9hqUd?AsxbO>S#gr#q0K-jkDSdLdH)iYzNzj
zn5pmZ^1`_Xop<8Sj0cLjjBkR%j_yK@XfN(j^RhiLiM!$LVPo0;Ku|?n5#TkKnP-w|
zu^1;3!Za&%aikud>I*7+%ElwppxzfG?T1vm*VB!u$9MCks@^u2C1XWeR6yHpv)^zh
z#^!=KzQ&gr>UKhG%~-9XKf95W03xTZS4(~;7XDZJ{<&K-NU41-US9elpFR5Pn@Ee&
z+J~R_ctND)gO!|bGscAJEuw$2co4MvS+;Iw%4J3AVis0tsEGCQBFl<EsAD9kp#gMS
zTa)tdTC1Q=+r8*^o)X2?X!*%M5G$0tJT0M1zh2n7&AwcUk-OdN4#MfgMP<8GGz-5U
zcqq;&^0JIjvUmG2>>~yBM4xIVZ@fa(cBQg;u80rclgZ>}*QmZ!KC-87W9-ErH*=ZE
z&S*SKm#J4zYsd6H{=$~405>eiqTZjDw-V~lq#E2AIcG=t7oL`u?NKNe-Zu?P!Urk7
znyYU%>!^JBBs`Jmw94Uy<qBsi@f}-xzXR?wzpTE)$M)*K=wI#+Vvmz4%LE%}hm?4`
zZMBuVH_ze+ay{}Ok!0fT2S3(B<$MSm#4Sy&+ye0nUHDG+#6<AU(>G#8cy)4zSy!%$
z(aVuJ;_db~N}yjjiz;KgIA$qtNfR&T{a<ns@anB&pxw>h6~5}`X442FxIpQa*~u@-
z{u%T9mz(oF{eHh+G@=luko2MctQ&&(S9R(oKEe`w^7(S=shKEtp-j6t57#2Kak0Cy
z45vS&k{kFuB@TgJAO4W)u@&L}@(p-Va0syizAtq>BU#N$&b)duRm4tcH^f25s*BE-
z8s3<xNmz;Bg@q1=7-krV+#yyQfN9Yw?v0{eOg?V-dzVKP6H!wgzfQR5kX0L&=9P;?
zj-+Zk*uzks4Ok}^Q{BYq6=a*Vj`Zaq4#b^S(Pa+~$wKve4l+(l>gCZH%$H+C1nJ?F
z$0buI|Hi}PUg|0qoZN{;>D+B6#nBD;jZY8_ogQdrq^q*tRRi>-C4$R{h@+=Me=V^2
zot2-Vm-Bgu>i>n{MSu9^#ZCVYh?lX3y-9k4y$iQwy_nax=(RUb1Yur<?{N<eu{3ju
zNZV(xlAm0fkdRSc^~6B$0(Ka<9HTX%_HFlc4}nAr^IiPPisxpSFq70pv`S8rXPrY|
zL+e}_=s9HK+fwuATFVzRb#aP#L~Rw71&ifly>2g*)~tHPvqz<mtymg^#k!P>xam;P
z*7ASl;>II0pP#e9s}XO!vNEblBP>nq|9#@14ePm_;i_3T8-Da0cvh-+5*-w!iucC+
zIyGT+Rzg5*SZ_PON8DVT)vNr)B(B1jj2#)H21IA#bx>t0D)Sl5juv}7dvcJ=nIzx%
zUGq;l5<LApyPAqh!ecy46YDSlPrm>)V1UU;D~CqZP*(%cJ1dZG$!m0!CBFG(m?N)*
zDx}_O_I1qIFgZRRbIi7Q^Xmy59hya@+V<WKJmx3eRJkM+{vQC->_6s+jv~0SZ$!s?
zdC`ha=K*AlXwk9VHngoVKfyYCk1j;gO@q<XSJ2r|@Xv*AQGAGeaLjx!6B~d=;mZE~
zdh%wuWgM2M%Yf5-(BBkeW&g?cahhLrl5?7z^J^4fyTG?7YSERD{gFd@FVRGqN}>-?
z{1MyB!peEYUn;KjL17Wi`87MA7?#>J-))7c8y>#AJgqngyvC%IX)=UFiVUSKG6c~i
ztA`2B%a-Plw_yJaB{|H^%CB4ce;7#v38Y5yor&jgzN*Drq1(j!{-JtBA9%O8U2naQ
zxFJdhR{sZx)5`iej|kfj#Ig}AhV#bj>CmORePoj|5c=K2f<R5cg@i~&7nr89d<0b#
z<zljrUD{94_~GKgj&5tS!T|y}0S5%qgV-qMYCTmhhKVT_@Bd2u>(@gwy664vm8dbb
zrc<ThynfzARgu9YMF_^C#J&{iy0EH6Y2)5!kuOo9QC$J7k36|`-<tGFA~O1iVI~1c
z7-rF-WndNTpjAXZUx*pDUM|b}_M1^d@mXBAu-&%}!s<6`<>pXYoTmG-IXAcX!_AJb
z6e5%~U`<vEM*1O?yJo>>mWqj-2dnqhSNtX|(|?P%Kld|vV5hK~Hc{OZMJ6uVaCOV~
zo(VHcL;evhGs&WZpV=pHBBls_x!$AlhvaQ{$zk3+TB!cRA$PU~7wd7<$0g0W&@>&h
z@sY7=!E<D2ldEK3aT5Poh3H8p0uj}WGHrEE$Um6~aCNA*NQf7$DqaxG=heNp-F9-&
z1NPuNRwrJsryDi-$E+HuF}8HQ+?f<qZO><wXI(A?v2c&{?>y;uT9ojbE$Vkmy3|B5
zxxmJ}^nWcxR^K%XhH#79{QeOz%T=Z#qV||nC#0O{3Xyql5yWY0(%hVCO#ZX*hrzF`
z6u>QSV%>ZvZ8sScMJW7Zb7&~O0mW)(6R=+TJvmZz)PZF`tevjpr|$^oyN(97qYSuZ
z^e*j1wWX)r`i?E-8|dIt!-vPS_$?nIDaB;isOVc)BNzw>O~G0|Cfe-BD4H?khV2M1
znyR}z&?R?i;YIfK6N%O0Qx8E%n&#Kk>Ce95<pO$4H}m~@tP#eTGUGQ-+(rX0yIG+b
zmgAn!TWu>PnNk(%2+z^h0`%CH(eP4z{XiLxaph6dN*f@B%trI`#dR5hPOky}oWF1D
zNjm$pvaH|hh4Y;^bEeLVRqM(|D?!Nx1m-%l{#n5@%$$Pl>9N2r-yk{mwrjvUQWL|A
zhFcFyiz%|dw_SY>+kC#u{{c3qqSI=~cZEncKg{W}<lqdKHm-exo@;#OWVPYX%r%57
z&yQsdg5-*`XB!9AMOdJ#)5owa^?k1N^;Z(B?Kd7Cz0ohcj4Nybw!v33<~f77tI42-
zJzeqF`8KWLo<TmZ)IheXTjn3}Eg>w+dP6jbn=M281sUh*)x?*lT&~Rj?)<+js(M10
zj_Su4@i+lJZrMl+xr_e*mPjEPj{?@EVGN%ARZwO>hSZLf+l6k>joIb7l&i=~e_D}q
zmLBIQZO+cZKz7{wztt>}cm=UczZwn8k%j+o26T{vu*vSwOej}ULys$ssVfm(mH4Bt
zT!gTiGL7#FgE#K|3spL#;9I_Zj+`8t=RGVr<&LY4d1v^GQ-2SOhwW-afRQiI3Th-o
zgaQy8=y2lMV>oSKMhs<p=|-S%iUsLQ1JM)|Tpv}~gL#&muZV>UnSKYIl@i)gkVZ=1
zV`=J8*bxF(V!W0SO@IIl)2|!ulM;CeAGu6IGG=8V>6HZA{{TM~AsAMt|1;2=lV7+1
zw*I#KUxWm|+P<bxFh?o?Z_K%c;#n%qR$A0lkRFsqx)f*tkD-VfDh38|%y)4p$?sI1
z*2^S#2<=YU&KB)-T5yk>d|Aw4j4d<xj>`OfS`&3-bod`&s&%4?eLoCy#Bem*_q93?
z02D{n6^Ss#%g$;Z(KE<DvGN)sS7ZvTQ}918<Y*}UHa%xWMggwo6_-ia$}1SC@^u>)
z2`Sz(YdHTc?UDyEIS|K<sEissQml6K8r$RLYz-a=JjE&h9NZT>Otko_OLa*1f?xyD
zd@2zQy$FP;-D<?X;WCdzErRbLH@Llm2ajH`v+k#CDS2&*yA;jvuIFnh^~=SKXX>lC
z5=><lPO5K+0fv}(I47x$BhE(tO}=4J$>HEwccxRoW0F}Z!qi_8OQ$^^y1n`9E;Zfn
zH}#UnMuN2SPSg15%kG~IG!1_1Ba$f>el;26MCOF6YW*lFY?)U6ZyzSln5qpXgI$T?
z`AUZv4g-k(kWAKwxOeaH7(^C14k&q6L_0R4J(e*Mcc1dRur6SOx|k{iA4;o4)^~VX
zp{35Ac*AGhYGnUgN}PNHR2~%#`)js&bzcF+%D0}H)Jm9^oh;nX{s9ppw)iMWnDhQC
zR1)N@d|mHGs0Un0c*<uiLMn>pRoOvrv0c?8l{vq12J2ClDSWQ3$o}q)1UTWAA58{K
zg-{E0VU2TuhC97oArd7O%dV}5PS7^UugongXzZ@dX6rK*dBMfAI{tN9xZtVd_jei3
zbDd_t_s$kL#HvvWcjk_~f`-Dzo-Sf#u`}gUtQW6gy$><3q^i|aR`S0~a8jb%^A%gI
zZLvs?fi*i04)Hktkk2J;Xx<{`i0G2sTyIe(d!%Mjb~z^#C3L4#n6Uiw<Dpgks{D+w
z68Leo{dTojiv1@l3bMveoh`?y@t|joZ|G23S2O5BeC5SVCZ4pqdBt#8#LZ)!N0-fm
z9z^osE(0om>&hB^Jvjxtz5Cb&t}*c|rXhBjskY*!a_TrSRh+*(&_kDgk(=8tq8{9k
z=RPTOz)a*b+%yfK*Noo3=q97#uSDs%gG7_1r#@Z;@4^~rbg#O<pN*UC;Cyp9WTCUN
zC@Nk|q{cy$#7im?`inX(t*v`ILAJXCo>esar@DOjQ_PFWw07spKhn;s5-mLD`^)W^
zIk|VD<0JP6tH6?n28Jn}FRa*~{>gHh{H6XgS_k&aXj8y-urP1ah|_^H+FAlM+OaB8
z;EirzhOp!MJ>MWGbiHR99RCBDLH%&*Nku-QesuJ><a~bZ$Z7VT+L4A2aX9$WmjpD~
zaqKO>n0})RamFj^`}1EL%v98{Gx-h-{d7Q@NZ+(*SkrsPHqUB9+l&EiOIyNCh7!?7
zI#5F*_>3o25c?DpzNtX3EwO<&r%iN(W|==qmzUlupZvJBpwf9_zCR!#U|h#I{L!rS
z3(i_1$BwV}yW#)TXH`wQ6bo}Ibd@icn>p_@@z9jbCHuIUO2QFll<c~O%ijiz&C-lj
zg!s%1<X>(97*sE{X$d6-=Bs7X`E57EozU)*`X5ov_?W27Kzd)%UGvtN_4T=h?A}l7
z$c{xTw6WYD_ft(K^;R#li>l^<q>hKr1w0$RP=KlsXi^n(YKeVV2Y=e*1vEe5`TE)j
z!Eq&6+BtX5*?6lAu66WHP_(Dt-XnHolCvf0Cb9jE*K{Kk$;kpSF|}!{WmagK$)MHm
zuw&Io1^Ld=p@nx<BCII?0~iDAcz|^Zr%1I&F6AL*1HO<9oC2EQK$q?OW{2>ZkgHb(
zb7Vd!IW+R4Xa-vPNCB{smmCVGq(4-|ln0k^ViB$cDt;&(6qxrfgngsJ{R90f-ga8J
z7Ox`|O3_5n;WC_el3X#<Bp|<mt>Bn%M3Mn0N@$AS>K3F^M0D{6@ErKJ$~zy<mYKEt
zwGuOwm7Y8jk62So0e5-Wyrc6i$WHbJlH#wmL`P$qkk&}uyDrsUipX2z4~q_}oQN)-
z3;xNI!mZ5P(DM>0<{x~d%s?AxxSIk=I0^`p+EHaiXUO6`dKwDM_?NZ#SV}>_4H_)N
zi~{L!W5DQiU1r{>SmJtOmoDb6j;o1u0<@6K5!^sJr8icA*`@c#B_$@0=>Imp-Xs(p
z3t73;|G%>Z^rq?YY#wB$BL3|o(0U`B*K@A6;Q$<6RcQZ)*@JN3+fq(rlhXb0)UsJ(
zuYHFfeLyg{QQ&7CpTSriPmi6cqcr5rhmYPrt3A*-a)?WY^h>`KD(9CpX@ZBkJz^=L
zX~^|Lq4CXUFB5DZ)wh#mvNLg1^a+0BZ#!yD_;V0IcxNfyK4@q4c~0<Y1|tCuX4<X~
zrMb6V_Rc$%5RzfQXintdhMB0f+%-kAIkozN6^g!o%;gu_5s_;vKF2(EVeaC8qumVW
zi5X$!K|yq<kO)g(edZK=2zE1l@9VIdCRv}=jidU~PMVtMWAC&WIfx2=eh>IGuyJ7i
zs7<PSz014%=ic&+xRWgy=jb94YULMi@fl5nvDB9Q1gg?H!A2`&e*7V(zYQByFSi@)
z*WUhGr_F^Lbqgt>F*rVBi_2~S(AN$fIx6)$?NL5oBvIdBf_;8A@%DuBDekb=Ly+RN
za2}iZ$hY@01(kI*eGH5V0{7U?>a25$UwnO73Y}rrXnxl+#e%k_M}u+WV$8;ZdJnrZ
zFkGG03Kx?1E2U_b{~2l{sL3xEb|;Y3$+r&brb#B~&u`gUR&5)GYDeyAe&xnmQ$ybB
zl|=EDk_YQal`UlsmIe|)mP@#|=EM2kY235x*{&I-SWI@O51X<cKmL7aLLVF5aTuyc
z@~S7|FI$0z^8H0p;wfYsOKt*Ea8pktR*XDxLFxehIy!40;y@KVQuFBDq(I%WiIek=
zsM@`HXQ!~YvOzS42ZG^o=2>N?f_n@i?o??%_&TpA=*62hK>QuxhtGeaM4J3m7@pDv
z$oI*>-ar2Jl`(d{WXc-ZR5S83IG!tm8A?9R(JQM=ZUX(d)ZBO&!)xxqomb~kK*wtF
z38yDXF>01RmVrSklp^vYvWj1~a9~=vn2(IuW$KKuc~cpm^b~Qs`j$+?yoqOr6lxD+
zxKtpM;?VPz(aVNBhE0F4k);BWglKY}N$oOQf*XsoFaOVam55($B`ZZ1OtAgYY5QX|
zsXU7Zi`L`i`jzG9-IqGLC$$$Cyajo(x4bYzw$mshw?W5nhzS;*%gkpEy{JadfsnsP
z<KGMYK2ZBZzsLP{k~)70YLsbV^E6ujaeS2sr2qA(WB`46R4XZDru^;WXyaA6Gns<V
zKQxN(FQ~$SVJFsy@f*fwgS*R}w*?-t))F7<REgM}>F{Ti(evj;OR;(OOBnMHZc$Du
zp(Zo=ca<@r6j}ZA!LS)KV@XOaQ@heZ7Qk|ecp3FXqY#pFt0(}aZ@hRkDQ<U?{Lmx=
zBx|zGrF<c^57yNfaJcTx+mJ%@+uW=ogkgh_>z|Zf(=Qy!yu1SLl??T8VrhQQ@A6Y|
zlt(_XvhwORNGu}gSnqnGlb!3hGE4KA@kNva-le&cHVgM0&HYSRWb&+5`CXvHn20Ui
zX{pL~ei|aAltlgDgdSyO^eqrZBYUjqus|ca_L;EGQpZ6dp^S`Vpmp$GzlkcL7u0y$
zDeb*DV&v=UQNJ()*%u~Qazr~&9GLyIsJyAk%3i|nKwrc9vwLjDu8zpb4AO0~&%C#?
zl;}Wg3r6C%lA+syPjnDw^;23Rv9Gz{%beAvw?{^~?L<?TW!yLTicRc*bYm>K;y-Co
z+`1qCR>*b+gSB-wgiF4J3{2}#`tqmF>~A)tuRmqh`vSU}Ez2DV4VW*5>{@w$SQ4Zj
ze41VwP&&>P@`NQsu8A--h#I?=+s0(5a}V!Xc&5zKyBJgkM3D0Ipw?iDSK|aRp?Ry5
zjBHo8yx3W=TSCSx9N;DML~(PK^=C9fN2(-7MgBfO1&f;`Eqk|yg5dO5lgkSpT@HW>
zA6{#D(&NWl9bWQK@O8#~rNx$tWy;Scfs`v%n=`P6447Fy2({;aJ4}<3WUNiE`C1Ao
zQ;Et{BPx5F0~D5j;nTb5T#QTB{c>LQCz`4tI~tZiT&Kp-z}@UPz_ye}<)$Or`eP<W
zxIlvxfMUXXW9Sm<NI_)-s?1;>3^zwXg@zP{`PMBeikv*}NJH0Qb~#yngEZ4|)g{GF
z;UNcb76!m2Z;1Wz%e!^$9#FOG2Lu#Q65K5pfH40%J6_>g6!@+h2MOvH+5(n4*0)f#
zH_xcDR29=HB~Mm7t@Ho+EF&rqdt6t1t~{qpjL#0kGJPTXfwZ+AV$0^1B|5EtJ%053
z8;kV)WA&G^pNYWN(5u;sV1td(uR4DHZVyMx1BKZhXnkVqhNW{H!$R**ArfBJ?D(uW
zgxPLPnM#JPJ+RMHy)rEkQ<&CFB+zgl@MJN38iQQkX-{I^wT{nU^KdPCvlJ5!u^8`0
z*wHb2INyu!QBtG!@->ZMjQc|Dz^W0y(5qL;r^i}ZH()jZHRMS0+SMPfGfsB6d(0>y
z)0xE@h4iqdW%MB|WQ}`!pvT)w<0_@`Yk`EWUw!jsnRY5K{uatUS8ab!+L$pX=C2Ol
z?Pztij>qS39Vc8Ivd-l?{R5KRpA-&I8cA#MyotV|8oFK1u31Uf*VH)_3TMwc5Bt8e
zrY$z{$78TIg?|9pGM7b*+P-wT%vw?OjnrB(C#mCRz<L+O#28x=5570{z%e!zIDw4w
zZJ&?idqJ`!o484!VwEyz^8Jof+kRo#Hg1u3QHO6)-s6+d{v($L*=cr>(e(0Fbtb6Z
z<WHC;L*jgcuOeQQ0H1E9<w1vIsI5rVBOGPy-b}#DcM96V_nP}!C9sK^FPoKFO8lXZ
zRNYO9oF(|AaQaqSx#ydNU>u*PhC}ir$->&pvuDR)L+QG5Q&xfEPVM>wA!wc^`>+83
z3kb~r(&KTv*);Bz$+GG^^<7RGB)wNc6L2r=xI8s`DUp@qg62WQzs)2K>Bq}uuQE_4
z<X@9(X0qeZlP65D`gPukm-qJ4nLKIhDA$E=-9u|em?f5_UUEI|XXmS15}jqu@{N2H
z!038IeL*Wp_CnJ4g_O#wOTn%}3K1Z_r)om48i-XFw#K$q|52o=A_(AdUN!XerEmwz
zo>d+Eqb7j-F;^p!HH`Sh<=1u>K#csno~9~Rn-KWcY@~f)qZ?<D{?;|6PG;tL`@H1+
zrVLTY+{A;VTo686s2ndet{;hdXyi1;C1#jW(Zwm-YVmv0pZCnIMYa2^-+%l@yp8w?
zzu(=Ml51n)(1R45-jC%C*r~c46FRNYo13VuPSkY5Y0_)dm$IlFQS21zt6RTj_$|L3
zv!=h0ym-1^p1LhO)5M0(vBZztU(+XqnM6D3|1&1b(JDm}_}+aE;agUDkl#)}wBB{n
z3(Zv3(arX0KB*NnaRke`pN^3p8@`PaCSvB5v_t9|dE$-8&q_`{#2A@!xX7jmE$UEe
z&AL<+hp@HI6mJOsSw$$N=G^cLT80>HW!@Rj%YN!!gI&*rpDa*!_e%hoIC+D!`vcFP
zctuOCCe0Fs^}ICBD38>@iT!@xqyri7gO5@BlV5+zW^FyK-sNE<|JCUND-=jT&E#*#
zE?1L*K&2ERLpPOew9h;LKbp?No$dF1`!OnNR?$+s)TTDERqefJRngirX6#)Wdq)Jd
zcWck0tzBYMn;=5%JwH#rzvFoR1>U)@`#!Jpe4U8^Vr#q0ijDkHoav*$IhKuz&G_G)
zcF@3?RpQ;Rx2kc;o8hC6<MLF~n9RdBna@gjBfEI&qu6frJWW5O!JJjGAY(1>@88BG
zr=VYzmgtU)b+60*(t?WA+Z~zh8Afg2FU7nf(3YA>B41*)Xy@z&robqtNr%|@^SLSw
zaw1WH8r7bCDV@opluf;Sa~kqQFcWKyr2I(%OE*#2#~9Ces&6}LRF;Y)E{}n--R8fJ
zxx;P9B<<xgyv<hUPO9aoIBuS9+Jl%%*o6m~;%Fe0@tWR1xdh%$^;LrfSl~mkad{a1
zCPM2qGl_RGga3dw=NRF37@0gO3E~JkzZ~U~4wZB!Igz+Az!6@$z-TOir<w##<KHbY
zo&n0r2k8x)tJ<yQvJ`a>wreoI{&X10U~nddgcevyOCXH0`+RkGK{zRkqT}=a0d=lK
z0li+pqiGXHI#<voZD%h+!8~eM%sckCd?L@AZF|CiF(71kvR@uQrO!$2MS3rY`m0^G
zxaJENG#so85O};7kJ!P_4)e#JYQy0JviDA=M9L7x{2F}9Fl_<Z#^8e`$VQeQeahhA
zcJl8rl{%Cvc=2RkV-6!P?L&{PNIro)cz5{&YhETwaA0js92^Lh>j!Uuw@gnlNcy46
zaefa@F$FNt0Y}Ij%QLwD`tyGR7dE+HgH7(gq6(6s3sR6{aJ9(4dNJ|8(eZ`zRREKo
zSqmW*=y0KtEuBmtcu#h1i+l>!Q<V2ZQ!Q;udb{g&FY|qd{JxbvWVH*8&84{GV(F_-
z&s~g@g>x3)l1=ERsDJ5`j-NJWd0F+R^F>R1jNPCJQNKDryJ#83&-kwfPvJ)MtqO)i
zZ`83R4J+jbYzt@Knos+5^kawEC-lA~85lG2jTn}GaTo<?T!iVE2U<p}*N_B!&}sj2
zX?LsJ(?4@APdTFR<xB+nB3{>}QvUt93z@%2<`Vp7mSll@a9YiuehOht;Khyj_o+(D
zb4(a&K<lCUuKg6F!xlbN`At@Vy@U>(W*3x(Q3c|)eIJvwY3FeW^~#}H^QpYZ)LR@#
zj!_dF5_OZ<VhxI9jDS5k`uunpIz<~X_=tZ^ZPSp<tad_SUz3>3!;4G$w`YX<gGlvb
zjM=3YuV%e+^n=S2U=2V^rWKsQoTO+rg@Fbnd<*6=w(w+UgJ!sR0o4<%6nY7gE&H_u
zGkyt<L6RU5H#0>xyKPpeF7H6a69wRG4jbJZK1ulO7c%tAh66UPO&{v-ZX{SD^4(HO
ze8$<9+4ME@(~zSIcRYL?L(gf*<To*U3BlxDFJKpEaux56KL-i0hF^$GI7v~D;KU9s
z#T1EM8jRhkcl*1z@D=r&b@n4$bkJ5B)y`Rzjwhya!&RJKGFSs(g0CF)!REtaqvZx?
zQNK#Xe}I>rW4mie=~Rh+Wk4CVpQrdoo95HKQIU^vvgz4-uuN&2CgwWvy*FZ<xreZ~
z3_G|VMpdI?%I6R>(mZWF1;j`7pHKV5_gPHOs>U5-9NGqvC5G*jcH#Zt$jOX>4@rJ0
zvtOU%$v8aY4M0-UX9_73C=Aq)kZWFnw?<QkWn1^Gs+i+Nbh1EoL`S|A_gS0?xp=TM
zuAq11nPC#Fg`n#FPx?~qCo4-^koaTw&wZ@ZUl#y_wG*8dIMHG0_OyT(r=ic5WvhH^
z3+n3_t_$6O(pdoOPw-37p;qFbwCVT`_o5uj4{Fp!4!N{XhfU#r<+0{xGEzUq3<gdM
zm$CU8??Ze{8`gp<uzG0NR#=V@C2GkoqDN15J(pL0ws+$3$am6TSk1Keoh&aR*3~dq
zD`qIvD_ovI4!Lf?wNye!eRlkiECe2VJPIL&gX)1Z&SS107rkl7?#Q+~oEgl8-2iTp
zR2y#(#|LIg5Iki#i839=A3AeB6TDFlX)3I2MQmk<@_uUYJoRS2ywM%DpsMq*SB&t`
za+^oiKSE<^J-GiUCGF`MXDTRdmeuc_McY)AQ=uN*3j8Vz&SJDj0%~mDquOb9KBf5o
z0bC7(tDO`iQ8D|Y;2WsE8nd^J;KDa-6hYgoK6quiR;1SZfz@Gia?=<UX<7Db-;=o=
z)^AKh;ydlP@+#)y^(#|`U!^=^Q@<pkewa|Zd}fe4#33{3<I@9li&M-tdL%BlR?0|5
zc70*ynO-cwOKLjH5p6ygc1}ey(qZ4#B5d))!$ZkHOIy{}I$*$MPP}BV-r?r#CV0_?
zi)Np_X7>wctMFSt9xnnfQml=)j3P#bCu`rFkyec`)tBZe{YL9Oi`(l%5*E+IwmPM$
zLb2J(1nBsqSin&k{WSN1S1V>uzj?JpDF-hVAe#=r)d5E8m&--V|M`{HFT*wXPg|K3
zmya6{3F$f3?fd$gKJBi`JTRaA<uBNlPlC#R@uM|BsHCQSj!r(PU+(i|dCwYpwzypm
zLq=Ys*xqFEM8aM=9_Kn(&iqp#S-RU#6x^p2Z)kvaK*lj)Dp7dXk@#s~lDZ>@Tn&I<
z<`ky6FXOqdkw30)hsIjHjR1Ie$0pw0R}VUMkYaETlG<HM%AG1DS<W1A@tR!xM$(q`
zxQ0P{UhDCV@$*=0g8Y%eTzEWY>9Ng_#5sGt68s)YK)?+?ui;Ane5&<`HFt~ocB;07
zK$hq25U2xrUiy`mHB3hGSbyb-rML{J5|tA9A7Hn_hMt@QrvHl>@32ppb&8{g7C$(k
zz%~w_{uqI3;`|VKj?o+wlFQ@QG3Y0En+B}?CPB|{Koh6`oDSXzs;VLX1H6w1gq#k5
zsG^dve06IXWgY4KEoJT1H&Ww3+oK)yZ%VB1i~oOPrGzS<4C@rbJ~!piGym5aOI_^y
z3VxfPZby%JXwn9sv~-u4+S8z*iH{7@H|fvlO+d<|sE|v<lF2uJn#dBBGp6BA-=l}q
z6swLkmjodp9h!}%h&K4xzN7(Cl-@;b>Wgs!L19MBl==x4g&%$M3tKQMpUbvVYA{*N
z6V`;CMn5&bKx{Y=Gab*0ww2njSd=fBK3owbk)s-=WA)0#PrP_iW}D3PhQm|#jYTv@
z5V8ghD-CXciv0p(R+_Z;(>YK^ee1-7qG`cZ{6U>}Gq&crnFp;KnY%_5Pj#I7o7!!P
zV6l2X+&Rld`Hi{Wq7PSt|3S&=DvrpcZjD^F-wc#`IsGvuMmi0S2PH(ESGwRy;OC<a
zhUafkHE&`oB>Dt+?VZ+wQ5cIG(U?K#Bzaz!ih^mo)Ada{ry)gJvPzS09OE=zV*0q4
zK-Cj`yVvV_v3Ww|qvzBPoVZYObziozR;Bz5b}p4oC((HSaK908c@=5n+}}yl`n*ym
z4z@`U-sb`buNiUi+$?XVnOuB9r$RE4v!lz&tw|&V&Wu`u$#<<AB~Zv}yU&A<4W9zr
z`jsex&yt>UvYIay#oHeabMhmBQtWc3>b<xa{fOP;elC$_1nY_Zsh2>4L@bp*=a249
zVM&1BY;@k2D7+f!W9*3q?U|)YXU@^ps|!CRpKHPsQJ3gtWu1ky-0uo}_}21=I}Txg
zZM#upwxEii#0y=0y}ZMTH~53M=&!T28-E(*OUlLXOeG$^7pd>yDfuOkq`rM=9oLfO
zfn>wZw~Sr_<Y%Hi7_BXOdQZc~w_Rq0<BQ`rpHf|44{B%3u%)yD0rqwD#=f<^whL4^
z@#@-Z6Tin=)1ls_1r_XA#kL>TRLI&hYSD!M2e4gPXWm^_iwUO^kPMcUPYDYpcS=3H
ztQbDt-_!dI_>2o0K&uBZgydAWXBw(rz{P|h^akiCYGzkayJ)>c@Io?oQps~%sPU~S
zeMkl<I-AjpR67_4eOiW-GQAzfU94p3#t={?tKRG(8E+L?!b(r}aE3z|ZuH9)KbXf}
z$1Wi<tOzKbn31VEbdIDN-L%IKKU@iux+PVj!ih$g_`LA_TC0qk<aAsJ7J|l^LP%y2
zDZ${2Fp>k{+(KEpeS_t@6fy;x8xzWE%h<ddlEfb|scPF|gF$m+a$RPcX2l>jM44>&
zrtbJ)x~pq%+j*bt&*P{qJbHUN6^z!0C>CX$O(SBK2iS7kp4QW`O2zCs_%R$EU)>!F
z#T%d<H49<U2TxYzcP%o`Xp-#p{~ki(qd=Ie*>qmnKOJDKhcY+tcSY|S3fT1i3&CGC
zxr9$GoIk4HOm&{VxS?1mGRW9SPWH!kGCGEn+?4(_u}8tyME~tRUsEQO;b}*#kX9oR
zdCp$~Y_uR02;%TJI14I~qR-pamQ9rj<;*X%`1_@tS?FGFzGjQZj#Jh$7UG36#oLxj
z>M_W{Ka1smdWnt`?_<})d&~KM=DkICfr^xVf%{a)@HY68d9!>`Pq}uxoS$nP^Yt~g
zFRpM|d&oL192<Xs$aMWH+*0G=Hy5$tayFo8#HaUKaZW@d+f8iL!6aZ;X0N)@IV~m~
z0PONdM%Ers8YYc!*kj@6zEZhg=b0(?)T&5dtT@n97`h!APwHCkC$z&9dC2l16{|_j
z7Si_cBW~q)w<dWscGkb<&&&G%_KteqxLiV9PRs{OlGDDyRwDI`t?N#{Z-l*mf1N6?
zN3|Kh`RaQ|v&|eY(GTC_G3VBpk3RH~rVlT<#|!X)o)3mSCsOrF(~%REKZGPNtHkq<
z&-s->d$5`??6Q2+2^;5Q3zHuRN$+Ip55Kl=!UOet%0GsKAGE}ok1-2y6@4<t;xKY5
zLLrqdTE@sJnBtW53;7=J0-!r`w$?FJW&@g%uU^!Fhq#+fj4y1W>7};|=ER4r#JZE{
zvMgryOM2HPtbI~|<6z<o*RN(=lL6wku*KF7TgFQ8<)0}MG(AIQk_1WYdF9q>h>eON
z5QQCOeB<vw9Y@mt?3*PjW25mY^_Mm6vg%}ioc;7F^W_3W%MYLjF&aI41M8~6?J&JD
zg*Ak*JPu$pG1yTON~UsJ6h5F$`lt;_1t76c=EOkl%S3XJAF%r_5VxG3JkA=4ZLQ#J
zj0DYE2m_a*_b-ymZJ4&)m$H{(Sgv0ze*P2fP|QRF^43v_i4=KfXu{AvLHGZ6_#pB|
zpcUazIYO)FYzG`^nmOmTKYq{SwIa%0stG^xG^K*_bf1?MfT;Hv3G)9;er1e=o$_f<
z7YUbXp2<{Ac9P{x7Fh>yq+raamd5NuDPB2gH&M4<6FBvlk1GYdTq3pIHMfR6!+){!
zd80}*$3R{rfNvW*zS>}i5{2OBumULG$t;Jpwo7}O?4Ny(vUZ`OuuW>28l4$G1=TkH
z(l(6&Y*hCZE72FucsQ#|L|hb9(Vi}l<_TKHRN3ios!O7&S2f%8d9r8H35;0tre&VY
zZu#Rpfrg0Yg!~gmNEz=|R$HCNReC(GHmet!ieWEXZ6tGoyEpaF`-y^rN2cup^=bY-
z=1Vefv;D}oiLkU~EIy-V$g9rE;(3bwA4POnNU8p-ndO`&@nQB6`NsqOHpTociLebk
zlLToeW%n;_aHUpF`MaHry(j;@V8^<5)Hv9taBa5JMqd`O!>~R!_*hub(x)6YXJ!c*
zh~ZOy!^kUxn$4vs%HbnN9P>Bd*zH7fz`>oaP^KQ^(H;}c6gXpOf5YEwtp<m4WO;Ev
z^en=0aPT9t#^KAyme1C9Gp)niTkW?~j1CId*}=l<y<VSNKH2Cf?&$|d+r6tTNP^_=
z>ykmav=;sYkjen!r3k<3jRPbRjvT6^#Upei0{w<(B9}Jr#OaGX&He*8sFvNb<K}=2
zc2;7N>HU5aB%BdDY|(;211&(&t%PR-gLSG`SsoRSqRciMz7Kq>6BVLQ79J=sjT+M5
zLhVTG8Hv($9p_t}OEC<qVz*xW`=+UYy?KLg(9+wpwNN|*I+K3Yjjx=BYv)x@wrYs+
zn(Bd~h@z(V&A=AfX#uf>c{~RhPK$4Z%(EZNXxm2LuGmndI`K;7zIO(4G_iE(@=*Ty
zFvM|Mn1=*hlnqC0BNwO9Y&PNL{J>FcYMlp=#fC*C2VL(?CK^iR5q2dpsLVzNA-V$k
z!2ba{Q8iLRl!#!?Ed{X0a^WFd?;@I`oVHr86LBt-DKR8HVck|bCk26T)M8p3>320k
zjPeL_L?*DB*m-4(;K)bz$Agz8)@>N)%D1k`ZoU0n;VnN*4)WDcbAyfFtqa5Uz1yJ4
zTpVzFV2b{P-)qqQDh)w}X~uKtV%T=g4_u$22cNNb?=;-K`>4VZi1g%I2%hQ>eRyJC
zCFxQcLTAfz^hXtM%6hoOcD326`bl_9kIe1V2b<-czMn0@OXLRTg5+mDXMLYm+=N(3
zLVQ9v-Zua&-Fo(Pg?2a+;fanaQ;60=!Ej9Cy%xLRKC(oYw!JOgLIA6EzZ@PuKv_f=
z>w7#jVU+N{G$xYQ2ocjf+cJHLmQ4@C?k@h86dcBT+p}OU?##j@Hj1L|57obFYv`Go
z7!Cp*tGG3k+s^il4^y=IRcR{^p-?_G6^@N0QU+t;SKX9EDA!H~4w%xSb>i19SKyce
zD~C)~&P=$*><$k7@hogyN53?oM8O6%0_gJ9(|pjcOi7lS<8j*5?&47nY;JD<Qoptx
z>!G{^eY1(Rk4KKa8hgB_X)hEu{8v#EkF`tncWW}f{lFi|KogFNy(~g{UKKxPCiNX3
zx*~VlF<^)i7|H8L_RfS25sE|^J^4gh20eG>wkghGMRJE`c$@phFaCa-&G-^pX#w!5
zmWpbOU*F7kC%qKZJX*r=xA64ilJkUdb(ktSZ-mV8lhal%?gn1GJU*R9s8)uzjR_k!
zGlvA64N#G_p`Zrh$H}0ZN%xo8<Zdcu>#C~Ax+Z~U|A+LPF%?T)+%{&$<ph;fQZBZN
z;zM{mKtGVYztLN<Mb8+B4>rr6tiu5BWq@6Pz)#`AP3_NEMca5D4%24aR>=j#Fo@EY
zkM7H}>@hy`PX)0ptZ)2>%QPWyqrZ07NIC3BZYuKD+Ma&u75v}8)8ngqM`Z%ZU`Kwn
zQ>5IK2z?m&Nx`Fj;ofs;{iotSV*!0Ew$P2_6aO_5?4yKVM-PhN90axwotJK+q38FG
zw5^zA8B%}*s*V-09Tu>lEz_XI0jGpd=~x9^%Ix6$8*mtsO~;$V+X;4zT7%kSV2-W@
zwoG{d-)_>RJHzJ;;Qw3L&&DUMm)$}AXf}gWusT3^$^Tw7h<8rWuihx2+Nh`Bv}yfH
zTd2o(dY^c|XFLmHjoO#vmog?PHk?*9vex0il6T~yAu189i^Xph=%L3}X63>G10I(f
zT~fV%j`wLqZaaeiH%<Zwua!(0xbr%T9JZ_DaBAMhk*n8<E9z$fd@8eq0c9{i*)!5#
zc;+dbJ=OT_kA2A?#}?m)X_as}7L~d10>>>FFjPVcDVE!f;f8YbFLsJQ#BYmUd*v#i
zWhyj2)cncpMgeY(h%17|RV<J7k~M6*SUt+>w4Ev6>O1sr=+wP;g1ri$c^P4rgqy=c
zE3wi3nhbNRvdBie&vZ2&GwRBtqa{0UPhd<7HaQW?6ea%7Mr02oT-<RQ;-iGyeDxdZ
zcWPJ;Ta>BidKUcal?QN7>9_iycgHaQje^9Fy=#-#w~2!CLtrfqm;$?hAM0?{v@YJ@
zP^J2Vc1gq6;Wj2ctUJ8wjSs6tr8vr4P1>@NuVYtg{Lux6hiGmv4(P3fhxpso@tN&p
zp(3)FFQ22v83U{oihE8IEc#kfR6it`;WE^uj45G1aY5$aTlG2w?XCvuDVw)O9n9%a
z5jR;AIjjEfU)#O~ydbU;Q8T<79L6C?rc^0c;aJK=^vv{4vni2YhS8tuy^8t5DG^tM
z^ky@hn8zI3ed%8S{nC|s;kjCc*&6)Cf=}**boNUlL1yh1GyOJ*8svEUIb@G1aJKR=
zb$GLIsKxdq{~-UUfY<Z=lWe44Sq>oyt4mT)JgPIJXA^JlUCVEGu0viTF{WXgU&qw_
zE(}P$-qJYQElvhynVnlnxsPQct}Tgq_q#vPW`PuYn)sdZ5?>_-)X{9#W1dLS?m$)%
zrNG3QvHIrIlgr9CjGZ=hX5Wz3U_&Eu-!-G`5QE8Vx?^6K93CTg*3FbVjCFQYzlWrE
zNlN5_^ob)5oYlsk`sJdO?`4HybUH4Xvpy@WUNYe&mB9BzKD!~*F4u@X%LCJ7J89Ko
zzK+wIC;Zw3a_S}wi2;RN3CoT<pOp#mCTrd)b+yt|`g5x8YraM3+lG%yO3Z}<MG4S&
zHKP2quQp+TJ&}>mth!7HiRyi)Wj75f)Jb)m=(9Jt-x+6|h)-XxC+c*IR1-Khq&_DZ
zfX*3|t`OGD;d@9L8!c6ilL6cM^qblQo0l#N3)&`{3z;Qo_pl#XK&E0Q!|A9Aw7Mt}
z>%{u29PD2#<kLYBK}GLf!P@OGyf1xT33p>i(0s|8!;~aqN=#lke7Cl#M^@osiR+KV
zt)xhs!kf($y`Dojnmro3`T6Do#Q`jJ8Uzi@mOJ{3IfdkL{|8XUZmBqR6;RWL-<VeF
zWbU1!x62&MEON@gC&#7+{wK3S(w~VTFP^&aL;jFH#ACg?o?_x5!OlaaS2^YBTqLTI
ztFZp|<K_n0!?TDSnxDr;pLh@*p(1MHNM7gjm-TK<!Lk62We&#cI+iT+&h|8y7XE=f
zU14GJ?B<ZhYsKsfK4GKgX@pM0P=~#F->mBM?${a|e<Cj!^t)Tn$Mc#5m&~qB`|$lM
z!-YS7;})VzgG-bt`c6wCmKQRCM$Td^<DT&IKC{`+tIs?nQLsmz-nT!qNq(1^Psgki
z+e<@CBx9MyE#dJyjf)guhxv7+HkV+jO1asqUF$a5eaq2<G_VVLD1D#0O?X#~WW&O1
z7r4Th5$Cz#thP8J73tku9ES2yZjIT@Nzd2jzKjwdsu<-*rWfM2)KzCb%zuz)@WMt<
zoK5%b7AhsAkB!F3LiIP!uVsR{v$TJShMEB03+%%RJd-6)Cu^miurLT-Pj13*AXDIe
zuVBvQG43cS8Z0Bm-f|;C#|<r#Lr)KuCxT$#7SJQmy_Tw^4V;zXMi(EnX=ilLX>%?~
zVhf+~`eGt7gS$_NN*M(NGQ|qGrtR>Ac;2>eH9n62SwL^1AYE&_IZHA=-0IrE_%oN~
zezi%7Ex!|lT^}XfHtZ5;2?{e}zRT%@FxZ2LTn13KgzX|aLrWWAU1?Wq27p22xCd7m
zoG~OllpKg?EK8Zrx4J682c!&0pC;Ad-*w-+bw}g--Em1KwlWZK0+0YyAu8X=T^VbG
z)Q8(qOf_*F+afq|sK8K|WSTlTEgoo3i!@PY2e0AELGAcee<*tN{}eN-d=l)#C5!2N
z=YOe5>}JLajZ-p&{sBQHmH0e64#C7o&5^GMVBxeJtTH^~HGq@cxf&h5-+u@9z6XGz
zB#5s~(p(i9?)=EkA2W)-^N%kI9x@8oO`j<n<JC1$n8)oVX*PD-K4DHXr`TmIm?7o_
zW_B7KGDD1;Uy%o^+CpbPu6$MPsY)U|t2D5PfanT!!8#{5(X^x9nPr4H)m3a1$MN&A
zGzG-m)5Y-){agc7Br(1VF>MUSTBj+Ph4$Q{+XhSi3PFwL<sMOLTD_&{qk>~Y`_`YE
zD4H^n^=sP7G~B<{ZVoyniwtk>ZTn5Cn4AtLj41S!sg(iM?@3LGEyzJJj8<O3JZ4)!
zmf(QOH#QB{f}>d8{9p_4w!VHQtLF=BbZS|?Q+MgQ@AKK3feqv4h|df1F8EB_qWkb8
zy(vqzV9}x5ij(*jmeY@Hc;T~Q)XMYsH}DC{kDp6Be5soM0|dnb>WktNt#q*RP_eY_
z%Ga!TYZG|=qmOJPQ;{FN1Y>Ak=6FWppvy$5$g_`}<eOYV!CPs=^yFpklQqTh1*!gr
zhR+L8E$kU3Jd_j|d1@ba1(JH6@Mpq^>}tA2f6+jfDje^kOE1(R`2nn>>d%ownV#x`
z>H3C$?6EQ=|5uH@#kCZEv-aD!p;h2vY;d<6?<uHEFY+X%7v1G>jc?Kao);S{QIB`l
zIcxd3rQvo*#$&7t$1MW*6c83BEB9*qCT5E|X;j&@1n|@FsuwqiE10!FYV*r}Tbbx%
z-Iqgk+{g9_?xJywW4Iq04I(11el$+DTJ^b8U*$CgyQvj!P%&DDDwtMPsIAH_&9JJ$
z{i^EOCSDX>B2g+AaUARoCy;oZ8h}IBWws!K+&ub|0R~nvN`({fNj}gJ0ij%IkVnVo
z*t(pdux*r68X0&%ntg+sX_fj1pD#lD{iI5rH{;m}zu1(*@n8+qztw@ElWpHwlQ!h?
zUgy0$vz2GCS$+dTiq!egDxRKNrnIKX`A>dnQ;{nFHkR`4g}$Htl&HGrDct*_I=Um7
zscWw0UGzv@XwUddt1w&Ks-a(=#wu^LjI$26VHEGiEb+|6Typ5TUyQl9Gwl8|@qAO@
zihs`)-kPGw-2a^6ROP~3Iwh%`I=y{R@ud8&Lc9GAi*ey0+uro3R>VVG_i215?4MXn
zv0R@k8Gy*Olrna&tM`JxQV^isY3{hxZHb|C5<ZxuI&)j+Ec`V}WY;s|Jk_YzACQo+
zLbG&Ryy+0pF$SkKM5m#>Nvka!J~8|gU9<D2+g8_10YEhVN(|+dxEweKRjFHjD^Q<I
z?lM#Lp5nd8Zh~O1M9HwMZS%1ZaH`f5gUCP&4yq?P9d4!Vn~PM>kNvrK9xIYqDl3=E
zkcj${8!k~IT~Us=U1E%+sbnjd%xE=$ThA6SLla|R{cVpv)zE>Y2V-<tSHiFze#0!Y
zDB2!3p0ZhO_g0RBv%UEBvkK_*qoL`T{dc9M>vhy!hCbz)Tg;JLc{tMcj2X`6APVrF
z5liq?f6))XgO9!W*p8RrZ1V7g=MZMz#A5xQ^&AV<-|C4_^7+9?^qlno3k4UE>U&Wv
zCZ-*Q`%ggFim75)c41Ow57C5?qu_fzNU22Y|9xy?va@wT$H(i5@-+v7Q^B_7Xr=VE
z3yEv$ppZ_J)%SM|V5r@3evR?OS<{q@KNE;PU;Vq?uv@D{FPch_HE*`ay#>?{;t<XH
z{(aQdnN{2#dN%+YX7ldZZcO|wBoxaOD0@Z|wx^FOdlOp2GSCevB%Lp6k!^GZ!a^Bt
zCh753O8_F}Op{^Cg76Tk;<XTw2{`lxz&CIcY<#w%G`Tq=+;h=qF|~TnC5)8ed?BNu
zV7)^ih<Qi#_vHJS;9~r?H^DU(ULsFP`U9GAX6#Z#nWV1SB@zlh)k)RKlDMlR&b-IC
z{r#%E%oGYKq_W=&UpiIm#_A}4wN1lRI8F-COxlqmfZ|Ou-;{yLWO2r_TCUFhy}5-5
zWkS@kOgWCWyu@C-xILW22KJW&@2seT7MnOp0N@`9pOQ&UJ|Dcm3>F-zg2uSodN65M
zHevJ@t9W%a%(7iKx06pj=aTlckXT>wNdd*eoe<kqCK`_2$Y7x+=>{P*ryCZD-N)O1
z<&H$YV*gwt;E_%N)x0>yzjZ3uT2+0tyQK---+IHIpzB#*1Er6&y~q==EbG8R7DCDs
zHhGk0qc_<1=_>j4f+50-N8_jSDZl(!pgxuXDWm-7VPB`oVmZFVfiS^oV!H{S?9Rwf
zhFh85$S;i`{28+ztP{?s*X%J<$fTZ9xRxwA?S*XVlKHW3=j0`+><d%m9g*;no)fHA
z*v6Hw%JdpxzP>8yw1mDG)7~nvO}fs&9*x{Bj>MLhDimmrG?S7>t2T6#PKo?8zo6ii
zM{ksJKm2@4;ZG!GU{Y{1#qh0_VT|jZhNxa;%#-5KvhleN@bfvHo3EN%eciN2XxY{~
zz7d<3&bgU<E6gebHzR&Y=l`p~!wi0y{KZInvfa2T#iBQ~JmwS?>7WX{^gN^Xc?k5s
z*j&>Udo$36(P^Z$(NbU~T?CIC<$8vx?l^wVO`V~?chUuoD#|%oD{?O5h0jrI_zuZS
zlMr=5p^#ZH8p*m+Ok9p_LeCI;^XA(|4yASE_0)lYFyej(r`?<f^Oeg`NGRPpU{I#p
z9L1sL{RLC43LKGRk(q13yvryXaT0@{P8Q90&$~~8=7ZK;Y@}}V9na`pr%(6xL)KZv
z_Gpyp5AZ;Y8N=`2?~-PUQ(`;EyW<Z;^Vm7J^g;WP=hd^{jCEdr(hin1;;>_H8sB`O
z?EDPKns~iAN9zHWf^Tkj(Y<fBaP}R*PmE~mCiZ`G+4p?QMn7|RRXWO>TCHYCP~@Kf
z)-ZRtz9k@cLdhpHlvrBDTi*ZalfZ`1=)lm}ARcVTj9nsO7IV-a750`_9q}}SJ!}wt
zuhxJ5`?0-mhDrA^B!SE|Z?8B?uHTAoF5YA7@#HOXUZo4({+RL5?rIa2O0perdjKxQ
zuutjf=S6)P{oo`=7^GlN;s4fz=3g1Xk0>*mdu}B#lmg~UN}g61BwUT*@Y#wwuDfjB
zG^D8Cr`>yRrbF_aq7f`#T~_|GRp&|2>&Yh0P1p=+<GrFv566;WM*<^`$FJ}(?h>n6
zUViT`WoM~$E;bj#2s!h@{1QioIGaiPcrLEbR@1TJst$+pkCU|=7nsrr>Q9lPMGgv9
z4!EmMb>ez=yFG&p66cjCn@sBXCTX=!Vw(@ttUj9|O>`H10(8p4Dj|*ZpTem0@*z4Q
z(~UjCyPRwKV2s8%SQVhRl15cj*973iM?r5lio*nQ)C^`@M5-hXSn=UZCC&*Hs>_{W
zpiyQK@52>G?IJlaZs&QgMn$@9jNDikolc9`vE=h5!t+C`fS?~%Ran`(*^zHJ5F7ie
zNJe3d<`7adQ3-?eMo$IT)ZTk;m&85ef0nMqajC_bFqfAg|BP?(GA#Zdqq~>{4K_b4
zK*%^V@P^KRP;|oLhjpBGh!t3WSh=a;lYb9-d-VP6vV83Ep;>0DP`_siqN%8wbm;jX
zsrZx(zWj_K+4<UzUkAkW-VDc<Hp;_zxSeO)?fE2vr-X7DEJbA<(d<!0<sUDrbC+KX
z@oC2465y3H@O(lsnxUaHuJUMYcik>7K}4_=X^H1KW0MB<B9?TZ1_WXDjoEp{x$x-`
zMJojjtouvkL3n+#QRhNU-B&jp^lnJ=Ar5-7N6yZce{`^zy8$_bk|V?Cz?d~JVQdAJ
za5$DbrgP#TBWTDH5-9>_T;_c6j`G}-C-Rr`H;|VZb5y$%lppX+n}PvAJu-<>MqSdM
zFrG#+I@I<$8(XRpn=b%oqxg4UrtRi*UJGEslCKNkl}T=;?E#MkLa4_^jR(ZRX@Z+R
znAsA;`&DUA&8(bUJfMuH@r*DzYm+`TG+_EVPe`_jcFlGFuCi};{hLH(Nw~IG;P^8t
zK%nQI0v_Xiv^a~x(rTg{vP9g2sjp{1g!HLxWHK2<-)$F5ycJshhQ%lpTdTVKPmWU8
zmW+26n;8>^eF)LfG!P2FOM(E>#R!CZ4)qSv$GxTK#e8))2o$vtCY2xkn~BQu6gj_`
zbVcuN5c2G4kPaAm*Cx)GFZsWx#H+S#bK-w+D2nyG_GaimfbTpikq7C`gh2Zh*534N
zi1i1TzsiQ)9=7UX#pd@vE$itwnYK(<m~pWCdjhqZBqG7<fJ1e;Co)OejlEE#PER8~
z@`E{yaok4JD~dsZ()t4?cgReLLiI@Y5Y}HcKdj+X)0#vbZj<|-y5qUJ;@iY|>Lkc*
z9CeZRmf@U?r)N$C{KU!bpZ-$QQ*JI%^9}7EGYq5iF|t~A$WZv&tSihE;rJ5^raN0b
zm-^hlp#`qDa(kuL%ijJ@>WlxFTo|JxGp`_lZdYary|@*3u~0xN7TNluk({GOP@sdU
zt-AQjpJ~1&GF`M>w9`ALrBfqUU3dEf0#1A-Fb`dQ6+D`{$gMh40>sNB!+QF9Gw8U_
z;b(883TBkhrL<cFfeqIbF1(4<Ew*|28@@I{?3UYB`f?Y3zFnA)%|64)Gpm+-aI-1w
zr}oSy1roQyX+c9ZB>M;4(T5|RtzI-lDQT<+fOw5<mJOND`){SodrCU-7mLV>L>{Ls
zNbrP#2TFy_^*B>ruuBV62fkF}g``b3qP%KL!&uUOHeWun+SpJDS@#DnRQG+wG*1<4
zeCQMaC7(QUEc%F3_Nnrxz+op>;fOoWXerw;jyo?&+CQ!v@z}E(*$F1ihT9i|cvQWp
zU2@3Z<#;?jYfdd^sRL7vcOx^Twj&I?2lg#4T-R8>=^alAF%$e1w>XL}w!|Wu0y)@g
zdOkS#G9v=bM^$7EbjR}KTNEg5<J+os=)5knRirb<sJnaS1cjvaMZBtb5(}nx<Ck_&
zog~GHh-u`$5s9(~&(kqwU3pAm`Ya2QIdV4JbZ1IGE=G+Yjz1Y1i|wnoJJ62G51K0a
zG|0hhFM*ZHR-cQEfX<?)pE9=y3effJlGperDm!D`sU0VrLMS`U2y`;lZ(m%OOjl)`
ziR!Yyi2y4@ra&ctG-K6nZLY_C{67PVM%crlL!%CVvG<;6Bh^>~6TWm@!UAIX<CTK!
z2OsMY`Dw~iH5{WKol_t8N2R2X)tJ{lWq<BhE4$VXjha%lM&B5Yc&|f<0QM;?4@4eK
z=@(_eg-H5OY5PKuhjc)Ni)NuEO0<X(THVI)3}UlckHc7Groms!NHC@guxgQ#DR3lC
zpN)SV8WS{`7%)#4*bOyL{d~5Q`q*3m0x|x1Kd}R3%J^h<>eb_OR^viqM~;lQ)^d{l
zgnxsEo$g!7wEr7cd9*jqXCaJ&h7VoV^89|>Vih7eX%WetO<}@XUb)Am2F{<Y>0Xi!
zX+qqo#edauupfp#WH_jG(334Yzj)3J^{LX}>H%RU!(lAF9~NQR+P?}VkP2p1ul43+
zn_iA!Mb=`1&mAc$WC~}aVj30iV|{xrE3F*e;0DmBwPTnu?yhD16GcW+zZKGy65TPc
zmGkZJIA(C9RoYs0aGo|KK8KW{`kG=Ua28L;cHaQ`P)BbRcz8`9rX6A)ktEfc8=}2h
zCTcvM79^L+ZDx`Qfa1*?dX&D7@kIQr_{S=4*2}Ac=T~BrtSbGf`TRqMCqj{YN;En6
z_I5U9KDLc1DE_@3bn1KL-c%DEXuF(X|6)5iF&l4+nguwOrUu2vkVji-i&=S9LNZtw
z`(Z#f@N5{)DI@lxY*CLjx0bca2pSy;sZ~7-(iTK^;mR;6&?s#txvTHe$?9#I2o{nj
zdqNYNrcyEhjGZrf51i~p+jEe^!lN1@3apkkwS-2wX?j*+-=W}rRWhfm5TCc*2lws9
z(KmOSsIqmlF=a{mDI91|=D?mRa+*Hm-Oi3btqfP|;DJgD#G3!#<`Z)1DKDCc#|MH6
zboGP-bxrso*w!q~yRK)EsS-dc@{alNadPuFpuHg^N}f0=H<chz{}Bf(jm$kp?b^==
z4Jrs;3Ngf44C19ZmYFM?U;N+ln)Aw3ZlknKCL#Afz>eeprd=jF(}CljC7cQM?g9a(
zt)*19wDcUmodcIu5UswZIp0&w{OH_6n@luyRO?r30RmMoyM!F8u&y+A^33?N!dP1o
z1Eqie15^^!phdL@AO0DAH~*}>`JzIIs2O79h@`?HZ6(@nV#)BGC7Gf@QmeZLxS;r0
z0WzcP!bLxF-Y`0+XJSI;1MZ!HrpJE>p?HzgKGj;nzwz|ijF&vmtBWnQTlDkdBt*Y}
zLAnFiGngSe692R6T-5DX95l_C6S2@(@v4hz!zG*(Ic-v2F5q}Qz-CQ!d`qX&b^I!d
zczTR3UjcbmXEn_<k|@HoIfc)U5TrmIikr8Rd+r&z#PCgDAkV9ayc!AllMa-fXy#Si
zJ7fYX_>%^Ky4=8p5Av#O-US~hPSyhmX=N&4!9BuHLT*z9l!X38w-8C7MA{+I`fE>n
z>|r=r9Q<rs{$HoJ72<uCbl7JtT`#tao5Hj3p#~Io0%MO%;9ETy<If66NSTM%ou@p-
zKkR^=tlA~&?r`xLtoUK=FPHJ^w~Z>nzqJ>NcF$0FR4r)NNcdWW<n8gBuxecR4OrL7
z{fi!*E!qVVIF9cd^r(gfKI@wLF_|nf#r%UhdL>-=&EH<_CSh@E?d5MWm7kI!Gb~Tt
zFN<Ht*V;qH9v2Lk6_Jl6lZj*X3%ACvHzLW(eorA3MxBb3y=4nE<$9i78uUK;0k!_x
z@2%n)HW_+D8pW-p-Z#=d&*a!MJpA{v>kDZZ>fqZhx3Y3ea{s-G4#Yp1Vga${<xDj@
zC#3XpEopA0V5O&pDcZ;6;){3gH1=CTTP|fLb*^m&PR|z$BjsD|?j4qDPD%sHh*i*R
z!H%$~FU5|O?~nRL$GC8OO_Lqd_<lttB%|}4uCt6IIDMSUH>6VRT+0}go!h7HK89AS
z8Wjun;LreTJj}n~1Y;xV=arGu`sUPOG?xWy27b0jMW7l&hLk-efqO1-u>8{liH&Lt
zN?5VoP?c{D-1BB!2(t#6Hn6Mf(g^eKEk6)4T=P`JG5EomR>~>k`2G=C^DP6{Fj(t=
zOJNisapZtbgzGwT;tXBJ);L+n3Wl3Gc?25msP#MqVB}v+3<B9~%G5kG?DrCz;7O|@
zv3iD5!BYC)MmwIrZ)EuMeAn4g6No?h%<~?5w;e^-gYYV-9raX~d$Gqts}_liu!yA(
z%c*77XV(Rkftk%mp8?&OqCy3#_D;d!_~E~F@39@#MGnnSZQix9fS>Utbi3?GezDZ{
zCt|lB!zxKX$Ym=(mpddnciyLE{SH%gSvPt631}@H{vTkrPSVxN4^QwXu+b(4Mw~vS
z(>ln+A-5l&=TgStOR?7p)_$0P(<gL6T&exkGd1qbXJ-TcvS!Lhrzp$IrZ>@=iR@K-
zRI1$mEQ?j`$_P`9Wc=mhcJ;M?@l9J}BJF{_S)^TuEf!rY=-*LaiAp?h#PJN`t0siz
zf6@gYg*fHLs+!ZvUlS}c-o{={g-oydlZTj223MT+Ph9EZbvN)&$2d&m?4s_RJC6*H
z<2D-o;_O1GgwI8LA8!ry_A)f+s|ZIBvN7q+rYW`^n7pQU-OMQxqQ-w@?O*OLhw6=y
zi$XXL{VUBHGs90v8Du`SN?d5lTgl)0<q@M5xrGGvX(*~N@hXBn5uFcM-bUS}n}U_H
z|I6gD{!iEaUV*n$cpX+R;Ya?s*|axdOZAK)m*=9Hh7{+!JXRYVnV_HjfBcTabijs)
z;kD3_#}b%mQP25I!v(=nn!y`iQQ<}HYCk28jnX2{UrevHB@Lb|*%xkP(SQc_)TyAJ
zSNgVywmVK7qSIu7V6C?y_v)eK$K^V!Yz8>LWWMhkyC4teKtRyV%*R8xQLa46S}4B*
z#m)^e-V1M}HBYJS36yBdo8*xd8N|fwB!fXVBdSGAK6ZNu+qQX%M}z9p9E#aTdN_5>
zEir)O<*ltwThS3bpqtYOFl?f0cOID7y=m-x<N-oQYCTof21;C%-gS8dAFJpBfO5l;
zP&8YFL@92nXYyl=)|iA|lG_={=6B3_VL0$n8^ib6@PZ*$xjb5$L&Wui;cC}-gaaD?
zILrZnZUfFy3HBo8vfiJ<$Vd8DdnPGQv2*F*$1|p@O8!{)@7*%UF|1HT9XdGSgSo(3
zCdVhSh(-!NBxpicbl}6)oTqg@OD~eTAJe16HQ2)nszr>U@RGD+N;e$J>Nv4*fPIr7
zzRRp`8E0YhY*iJ_B&(*9b@@^ywhuqjRXnlpg$AY$YPU-4%&F2dzA^s!0%D|wB&hk`
zQz?8_phO#RX!$;#FRvizsUYHfZb|kJwx5Dw<I8gMA0RFEb|r0VmNL1YVTl@N<S9D>
zEsdnDe0OWC;Q#2Ddyw{yDN5u^R;TG2>0EjBO8@7xW+<J}2h7U1*R4SO)7AK0vXszA
z*-IU*L%3}TD%^jnTV?vOG2D8&N9NZL{6ZA@4ZlaP5ONi@dwSO;0N*te!J`}cce}!<
z0z=?=ZRNj@*|(Ragb0#q!Y+vl-Jr1Tf`m9cnjZS;s!J2NO&D>#SouZeFyd41w9%J_
zh-^_R2H}1J2jcX)RWvs_+eWpDV2eB<a%9{{BMG)n5c;LbB2hd*J7k~v<6)CvqZ!p}
zZ54=%3HXnWi>FfM17^JZk&b~jlyGq2?~M^rU&e9^2w7fvO3^`nf?g<9D?)MrR|;BL
za+yCm0PxzA9qry+{FD1z*{dv6oGfKuVk$2`=Ea4hq#!Q@I<IVR;86j9uHn!JYVT(x
z$`U|=3a0`Z)+HR4)&hrI4dWit85Q$sd~v`j#xlq}VWzsL*shRH%lTJm7e2f~CIR<T
z^*-;j`bKqzp5X`&(hs{U-1SrZwk;hgYpIs5WU=(Ov(@@T(ryX8A6ZO&2Wt&}fld8W
zXDvuwcw1)M;x3_-G0XyT=n^?W!PiZWF(q!tRzI7IGm-^we?y_-HQw#Pzbpg%t$UMn
zorgLV3y3W`YJ?_t&0MhyCJ@_glKK1u@AlMLD|1svYmAWx*4c4MWl3%__ln8oFM{Hc
zXS-&S_-E$y4k6JV8lHQnM>9=IQrLzvhrg;%se4Do7B+YspBZ_LLFwoQBtS3IY^9d<
z_r%A5%$~67w7i)w9G^w5?O&A<sv)sg_M*0U>lYyESQk;F-_C5sVA%G#awakQt%UJ)
zX0xqRUC{T&I3C+Vn!*Iy%wz2<N7FD+pI0}f&*Ob>st5vRb&tSJlTUW1+SBwzn-8zv
z#wv$@#xT?NeHvEzvS>NfZJWs5b;n}2L<U}H{?V6X_&YbJm8htq7BR5S-cj{ZM_AF3
zjwAui!K7dedsP~MAl#0a*%u5V{rvCrJO=ArW3#=PX?wuOj6OdQ)kqIDHhNi=Luva{
zXEqsnYSrO)B&-X~Z*cNx-S1Kr9o)sb;iR=ngr7|zHU$3z@G(n8%i28y5w$t?VpXeN
zzRprmk^eHJisS|2uQtR}Q#pKp{@#fz@d;LIO@os|?0ykBk`#?k<sJkY1SWH#Gemxy
zT$YiMt7|@pkSTNG+?S7X(iG8dhduGBN@2>Zv~QKDqF~A@0a%a)U=f4bcD4wxab#W>
zsiB+YcG&Cx-830~xXfnD@vDKV7o`K3lo^~Aw1Es->;%o>k=2WC`X<sSj8)X6a;<vp
z{yb84rsvA~`P>Jk-a%HZ8T@g5?kEX410iswmhS0bX@`&^TcA)iQOZ=4e^F4i;RPFo
z)dFsxSBi9syPVJC&G_RybvX{B_RmN9pDaT}bUfawLQz}zN#-4;ZY|UM9A1^*|5X1@
z=^?20H_>jKZc<z8Q1+Rp0sIEPJF}vg$g*Y6u7CQ=cS9RkW9g`_zP6b%cC~RaqARB3
z7(h}gX1yw~X2Q$%*=uUx%5JWHU_F>j?%e#{4;8PR2OlSyr`TQ2)Y|)7yRQ`=Ry`$S
z<6ccx(LX_bJBh3E9AV4%nl(mVx+a-lwElaOluGs9y1?l3n%!>L)J^-rYX|@HYCm<O
zEVXVwqyx3eu56R9)H~Ibtt&6o9*eF_he=g{dw%=Z^taev<;cDGP?OJr$^q37-|l3a
zqcg(L#oW3*<HAX4UFZuwDJ%izpO^D^Q0c%*e{j{G5Ef@xb5gA$b<JkVTN@JG<FSAT
z!xCi*6YJ7N5xI4yW9fu;jXds`Dn_wvA?ZVRg0(7i((Ri#85*vM07(;W#H$(pBF2wP
z3A@4?7kfGW0h`P>O?FF?FaO=<0i#4s`D<6iQg_uLlsx=Pw?zL+C@4}A2F~kPj`l~)
zcT=Bq#GvxsoEx-0;r3|Ias3CdJ2h2vF8m6ii%!akjZ;1E<H5}O39c6?rVP+j>c0Og
zfy2=&1FJ3m{zNsI0%|WR3EdLaA<h01GtuI@M@P0YGbWktMW!s#yJr>2w<|hfnCu~d
z!{E$eHmS7f4#p3($3tu9R6;xA2EGr5_aB75i2Ly$fPvc<5#_zh{anILYPOi{uwVGB
z>REs=nE+6|vL-^<nD2Bu3>#|sy2BRWJca0Q_XB)IUC(h9;M!QG4Rm?$vs2kaXUV~a
zZ^slVA^>}%Lf|$DX1GtW&&VcONMkB_vd@}69{W)kxwNq@BDNchkgwrEB@EEdTIOuV
zJEThEMM6Ur6zHw(WgKjW_QJ2H{0H=QxWZ5=5y6hwio87KfQ>X3Z58I5Q&kzksl+Y^
zoaOpJpN(Y7q{97CaSlNEye~#Us#T`7!0)-|;gWYT2n*ZY-_vrzfigj;Qnd+$9Prw&
z43KdL<nG_ayN|JX93qb(BX1SC9UW{I2=9L=GsUG-l!)`C&Kzu_shth*c!&{8|AT1Q
ziFpN3SCy?q%p>1BeZeUUF&k3=$<B1GoBS$A(pBZbl+sDd@-Y@6OlCHAQmW`l__N}M
znd;n2MZ}Ct3xo61Vf&NVso83oDO8t>TJYwe^b9DMwZ_mni*<aOk0)8J0H|H$eqJm0
z``h+%;?mlucC*qnTD&B4v`^}Z1!W@Esu%F51!n?<=PtSsB-|DE8bRxOun#+}(Ka9`
zK-185*O*U=`qfW=ZA};hM;>tNIp(XazU!lIMolp|k9I1s8EBgU>sTYri8pXUi&>vx
zGXPnc`cqGS)92T4P%Q0rk^>@D+p;?Tgv#?+p>pV2nhcJH3D0Qy317v@<yoX}8=Rk4
z|5Z(WHpuL~X#Bic$sp`MKsCNMwFj;zCSLJ7!y;)>ow^hMqNt64>E+iW&#8h^-rTdz
z>!gtk+382ni|d1i#8^=XZQf%J34#XO<bdC3`k6l)yop#iM_(SaTaX^=J!+J?zMkCQ
znKmVAE_ZchyyDS$YCh^tC*ez+DrJDnV{_1&jHmxh5D{SR^|hjhNpqsb548|ZC?>|B
ziY!yl3(-qKHW~R#|1c4`dWCkzzD5THz2*<cxHHSE$CatQG#-o!y@9YqDQu^e-zA20
z`q}2mt`?q>Wi^1yDl|{Skyt8@#&e-8fjJ#WLKaX}@gn-#Gsy`jQIm^?+C*n^zos;6
zgt%=vC(bH>4J8*>B~R@kb32|I;Kvpj|0ITvSZJ#=idS2WM`4QBPLs~RKQJ7s>o$?Q
zlDxvnKzPrI^IrMe$8Fxo9WBMzvEH-LbY&nzg6eC)o#W4~q~)Q~M+D<8>5QgHilaud
zFBBU4q>6Jm5{0CU*JA8{F=b7Oa{NuJP7ObVJ;ft^Ide8{s@gK1=$jIYcQX@LYuniv
z?_j}_=mDuX6a7waoT$8*&UPdEY1Mqdo+|;s2oA`xdT3nf`MmyHFcJ<MJ9a}X)Wwv>
zNQ~&r2uRI*EA!Q$51ei4R2d@qRi|K<5lCMa+4=k#)_f)Yt-3`M2PbyvqV_?IQI(#A
z#M+3KKKdsdXSSfZ>;BphzkF8*;`~PAYW^=9EOcS9AmJO2?4eoADl<R&tXiW6vZ0fq
zy>vlkN%q~X2zf|ra$E+CJI4MdH~-aqY=5bi^WEHO<E1|Tl0mC!NW;3;bIZ8Qo1e65
zNMs`clj3aWh}D(s#ov6z?7^<Jtn!-|=MHQ+%4q9Hrq6ZT`qw)z$~>9)R!o;Lmwb<w
zo+@%9jOGX`H6od4wtv9pf<R@?7d4O0h|o;Dkuf@jbx)2%!+n^@o@Xeu)`J#>$P7ap
zrHt4~>A9pg@^%FmlJEb4wdn(Ap2|ZeR6{N}3m&V`Y=p^iKk?L%CseVTkq(yGeJV8_
z?~e!9#gDEpHpIWfdX~A9;f$mz*be%HEU_^U3Fg^|<bbtVUj&$>=stg}j)f_jod6lL
z_2epIVh9yNzQHp^@|_+|(JzRY*=nbIH0yHG{Tf!plmMx2-eHvh*oHZ)JHN5}v}|rZ
z8tm@-XJ<TkV*YZwv+Q>z>oMPhEGGTio%7uC^A9~(4@)(pPTT>2hOGQvM*geAlS90r
zt*aabxjojGT_L!Ox(Dx#FR3>|o~I2T%fvC5#h)JV{H@WgVDsC{WN$Bb#*@s2eYObE
zY-0>}3jSH8%!F6AW$?&_JeMijL5+Ql%a6!DJ+O%_i~}DLi~;N~Z4!xtF-FjYfrIzQ
z5)X~hOSYHHc9%}RxV_+AU{`=#AGYc)t|ST`H2w`Wk9F<rO$&>8u<DeFZg*1`g<fU;
z*)2LOH94xTdhK0);E{=Jk_RT$IIy+dgmMpsg?+i6nO|kaSo(_d@6-pF|39MMGOWq}
zf8!nwm>?}E!w~|KinMfhcZ*2M=q_mym@rxa#{e1K4bt5ViGh^B2<ZmN@4esuzK`R6
zx<@;9T)RG>_j#W0*STv;Nboao_O0Y6KlzWW+<`t7+}erCWjN3q{Cxh^nJ(bCf%Zt2
zhKi13%ucAuT4@8V+h+_v`Cz_o-?<}TY~TJy*?0dF357Cs7o>u}fL}aC=IN@xj}QTQ
zny0Af0hj*)TU2ZD{iSwy4HkAxZz(eCF8LGlU3^jgW_^L{vdE4lZ6@bNDwjz&%BIP>
zmJzumZiH#-XpL<NZ=~He`S+U15X^c+;6fi`O#*~#ufnRGvL*CM>vFv|8bKhKPcidq
zNGp8$;h8p$i&kurpf%I+hISWmUg6erav%d>cMII!*yJ?^F`R!{oT1Enpxws0?gF_N
zqH8i1UHfX!U@|Uxs6z6608AffUz5+|b$DeIe=Lc|a_b~?+KKN_FQ^Ls2q6<0x<D-l
zA_I0|)RbubY>f#V`S_cLmj?dQ5bgdDid|fVmenVpHEAc{mSe!;aoxm&;N>haJy-UW
zh1qPiw}lee0xd^AG;q;&GYp`Gxxg_)Jq9HmabXX^T$Rq<vt1ebj_!mjI@i$MAzU0H
zctBBnRc8Rk)3H0$g0ojsjgscR`isJy<AAVVHB`mx6iyRQy9c$@$UP2?n2ze83laAS
z{i+JDd6&8={*P^^mhpLxk=E6qZNry>Nre1)4}R_o(<lIGJX9%6BSyLKV5z@>^Oe1M
z4+`cv;|7HvZR@rr4yes@aIwj7P=3B(y13&O*O|nqsBphkl{GwgPD+Wb=amXPZil~m
z;izNN=J}-d3<Nt5jh%QY_Az0Kp1VIUxHTk=Y7rHv9er*X<OQr6kb?%WJrcFJi8BTk
z{t<jk2<i~}_2_Pe{`WOqeF^Y)9WegEEPzT@!Z4QKUK+_29i5I_ofWbUwi&bZy}QKj
zTGTAgP$@L=Kfao&AA%S><c&^AF%lyNM4TSLout^A!P7^0*pt%Px9w?PX)BSEeIyT=
zZ`QLd>?@N$rp}Am7d?Obhj)LuqQLCM+;7RYZ9sLRMT4lMmzm5#7=IeRkuQ;6$Zq&}
z&`b;UT~8hkKQIxN@y?&5H4v6=)4^O^bOKjqX)~82j`L<qj|RqF8+bDFow2uRhCRs{
zWIdH3`R<pBI@gbzrKuQ1m(*H?g>m45_GSmRn}q21nOlc~^=b1K4t{LmdCbel!x7}@
z9WkK~vPBvmX+7j>3R6$sfI;+%=IVAD4*-`rq|clZB!PZsg`&(hhAWx~SnYG%FZCZF
z>%kL|JS+FGK$vnZy^QpDnd0lgr*SZk6j1n;K2T!ebdV)8d1sTJd8jbW>vqial*JG4
z8?ue-Yc-0kmP%==Rgp{<$aJU3zAogn<M{^3I?ZE|nkWy(LNNs6)t)8^Lh0E?6$v^=
zeM>0v=8u1m?`!zb8}qH#_roR()+C=w&p<`zG{kqB-{09zM)p=Zg;WoVF?hVaed;2}
zD`IV&oZH;*G*s6@#B)$B#s?l(sWfV=53Q9eMlc^~iYH#Q2$lbE`tk{YE4g=FQ;d~D
z7+EGf9uN>X1H!63&5R$4Pcg-mF13piEhisnSDEjHzY+I1D^(EG*^l$uabgbAJ8X9v
zWt8~<6f|E_mD*wg&ayQ)mpiAE<~*TSHwp@dQKqn{1fCZ$>UO)tDmcLx=>UJXu5@0S
z+;Y(*a}ZuiziIQD*qH)(fEUBOvduy>-9(IrBo%oDS*LA(rsIpKH3LY(Y#;BM>MHyK
z#PIi?m#f&Ae~9(?CY}Gl9%ZcfP^s&(m=*pk9R~p#T=}d&$b=E9@A}50<>^lYC8}n5
zEkCUT`tHBGYT!ijGdp^w@%7k?3jYDm_H4D|(=IMg^1$mEdolzrDj{^t-uVT3;`GxX
z^e6ipiXTTP91ih}M%T73KtA{&RUg%9Gl?@ceM>31yvHPhp(1FJeZ8cC2Vt~5k$s|k
zjr1JO#JHlNBE0qEG2WFFZ8UXvuz(Dm*as<tJcNsor}R(0u9D1m%O2<@iOn)4rC+<Z
z#dvx7s<j67UbAC*p<)+A{5EcC$3aS*evjgUkFV_8vJVw-ZW<<oiVKPGNLp@1udxRC
z{IjKJZFo14Wcig)St3F0^iNE$<o=g^t8RW&(k#x`H1nEcX&&0vyAqp;%ZsmlEp*T@
z)+wFlPwi}j<dkk<MoQHmV948-g~#Q26x}|D>?%wPVOeO4XQi^!jN%Yvc~a-^wJk7Z
z5jsI<)DT>wikXbNqgMnGioleo*V))XTVBHnJ1{6MmZ@&Fr_D0Ext9KNs+hh7S=Sj}
zX}ecCH8Bf3Rz<q-4=Vv&QsWZx10S36s4nI(bP})KvzeCozqch%u8mA6V*XLtJwT6U
z3%iZXH<gb7L5qp5pxp>c3%2!RQS-S)oFDqzddH8!W7kCY<5aIIR;aPjN<<VinL_&)
z#Turm5!H1whrSZhgKUAoxPNw<8IVh4Tw6`X#IT9@!C=TIOjQ2ZXy~hcu=ch=USgEt
z5X5)iC{HmZqf2)Vez!x+u{*dalxDmRiV!2-n)SEyGlE=Hs@7IFv`@Oeobxo^c(r@S
zJ?_w$j8Trzk?&U#EsgxE{#G-9XH|7>p`}hE@6ak)awqSZUo#<oqC=4lg07G{Uj-{d
zTl(aWP<MP24kZJ}_WYi24Gzus;jcOglb97>J!ddOFpkXsH2ti<cztd3+RH$9+}2gh
zAUU`Tsi+ty031{2xSJ3`w{zkp1a-2|2O4<+x5JU=dA<STf%i0usT6^DDH_T2x$Oms
zJOGHhe{nkFNuZv~fIbojiW_~LD2nf!!?7hPu&amHMK5waA%k|-!4Fajbil_oexGj3
zSn}iHl8^q+WLT0WurMvex_vq+_YmZ9BwB{!QNK3$a1!Y$un14Jb+y3T?aU#YS~VGn
ztq5YQ?qI|v1GA2rY<e3d`7VUP3@wwerag5Yl+(5mmC%4%Nd`K%G%4AWFB8*C_7LQH
zp64)!XArTDDUS;POjX4{4DZtt)9XbTv=FEaJ}g3(^B)_o(-MX;1KAMUsoR>`ZANmg
z7QO|b#9Q;a*EzV};!@y0<M86H%BqiwIQ~F9*BVC0gPAgE0d^&BKDqhJ$LR}r%Bg$Z
zYta|gMPq;^Y<OAlvWXqmOWJ2q|ILP2*VpF5HF=Nbe*o%&%+T$G^YW+Y3<T!g=hVt5
z!K%P3CQSJAf-;89QtKVtzJD`Ou3^)ZI28(D11=Q!*esQbN8dG^Ea}7vw@buJ=_+Si
zBe@s)#?7_FvnJyzfD3-XRo*9*TSmLG>;)P6zRasw-PZp>^n5&!u|M&#>HuyBs0E6W
z%b{pKaN?0X=u)>0!Zh8@=K$eN1!0B4|2DXKY0&S~y!B!h?vkN>lTWPt`{bTK_wzkN
z5yT4AGEG0aypq^N#kT837eZZ^%KQtM^+%m0OVSsZ-M#jWrXxEKE$ZPpzZQq^KW#vY
z#sE%Zl*I1h`Ygn|xT2_?iT7N#Hksi+dTf0UW%?ctFNqY}Zls<-`4{oVIeU)`5De1~
zKim6nEk>7{nMN|PM{p5^v5T-y5;*9>CB6Fiehf?5u1D~hVs(AmGbmwcBJ+!|OaeZM
z4CkWt$G0Wny~8gCL~*2(XS`6|s@{>ROUV*=`RWL%-W#hQL?~LSfnNztMa<%8={Gi7
zpH<6ETN_y&QY9j_W=R`F*(YE8I=F2~@2)v16BEG&yE^jU1ys@K4&SGBP+!c)S4a38
zPT&1Sfo~P%3;jdH-)geeg)SnZW3RBgrYC|2@sO$b4CwH@PoqH9>P?Wrcf(NsUOe+&
zu6}A8V7=EhtlM5xZ&+-tID^{F)lBaRSdMr&h)p^~>Em_gq>Zcc!GmaqdNo~PWiOoF
zsoSK2b<eSN7cj&n<ZT_Y-OTF6vIRUO5}^5>czQ(pi~0|qsq*2Es&qamGrR3*+fapA
zm;CM(9#j!wr!D=pNP!1q+DCr!EnqRi9GLr$*7QG{Ko&$}s7$GOPfm9yYqnZb<7@2T
z{4|cch1%W}gS>5ycpY|h=`)ce>&KZ5g9fG8q}$T8mb6!f&*geP?2xOy@)>HNHf`i(
z^tl@275kK!-@|S*rtL+iQ2<U9)W;D%<Sj-6{|QhW?fXEG{dF!rGwn*THV+h~>P(a)
z|6zOFR?!q=t|k4;8m;Vi+1lOBZDr(4vp+w|a)uU|3szSith4xvg4bI6Pv)0&QkgKZ
zumQoa&)fP)keR6#rjs#^O-W#1L*B&aAlR`~TN28LNF=8Q961v8;ahoOGKmE7N>Op6
z%Cu+2EF!E91&Z=0EP9KE|8A2O%j%87|CLOyolCRto^_<8tt1m5HM91-bp9n{NS1Ri
z+}bi*4R@fu#MjOK_8(xzg0XkR=ZWuQj=y^y1x~H56xhiox0pw)nbaCX@hN0p$ebC?
z4;%*pDMy8~<w3}(*WdH!rDT_=kWy)@<NTj&aw@HlJ}tX_-ZQ_?2>%D0BDo}vHU_g)
zVvQc>2$?YlLnn{ll8mMxrMnTGl;{neK@~uRvUHYWZ0%@kFqceybua-R9%yqR0a{^$
zTaSK~eM0@2-(92fADxxC$StYoJ1Pp*m4z}JuD|}*vvLzfJ7fE&#?n~x4+~w_@Tp`L
z5-B%1F8el&Q1j{p!U0o2iWb7R__`H0-9x+9L^{H|fl9!4S9D8z?m0?6**rM3h_~ki
zl>&$lve&cmU7ajA;wM0}Y;pHUt~kZb3cP2viH_D$8Ar0LzQsVfN1uQP>lbSkatYiC
zyc8gfX`{@LiAN1xyT-aX;SFE$uTOC~%=ox|jBV2QjcxrurgPAs+rfzlsSCdA8T=Hq
zW@lEq2*9A>v?wmQ70w&XrQ~tl|Ai;Xowp^&(^o1q%dm0NozSVZ$=|iyw!w!C#n`qm
z*(48+xXVQ^S`#>dExwio5=P7=M9B7oXeLHO{l>j4I->t@h>GrFerCx2M$>#>MCr0`
z4roO72Ts={GlO@a%yTK!SMJvPXD9)-zsX)hXMOtCVvolqOU72$&qdH7&|Ha?$J++6
zz)t+gGt~M6YP{`~$wZ%i59LacfzyHqj}iBX$;e2AZ6LOssfP>~{&Z9YZ!y`x02=3=
zgIE^aL!+#Pv*FjbK$W_Os?+YxYhl!J$WOtV%ncs1K-fd<Le)SUsAB4B0_1koa<62L
zNVxJ2`46z4Pu=loNQ%ArqSoz>l%o{hTWiR~v~^la#F!(Ld!ZwyyKZGP%T(}ma}4_1
zJ;zX&oCP+~@CAU=V}8XQ>mBPdbrw#O$m^(&L%lL%zlPJKg+S{W)#BI%hYoD&W3%P}
zgq|NB{Kor6*dFw6BX_{9WC5B4z|R{=0XA*Ft&F*UxqYosP9lob?IQN4!QKlUm(RlH
zrG<H85K&`fop4Dla<eotGG(($WDs#0nFs89YA}6H#UGOG;ErD@R|bD?3g^j1B{?&p
zS7P+Z;g>FXv{EgKFQIxeWB*P~+Qul$q)hN~+gHv7J8yFI_%J95IL8Cd&>5^yLP)DE
zV{W<iBfc$oeU^V7_~PILUfyU1&BTL;;8GPZ(;k_VRJUG%;-b=2(iu*#z{D5b$WiP^
zwv;om*L?B*ZMRvrBp80mC~byZ#-qX(ofpLo*U(6!sXNp8N2s1~kwf&-I_E`8j)#-;
z3Li!4vQ~mO8Vftj2(10|Dsct(Z^$I2#R64Qc%-$?X5|0_x|3m4l!NTBm2(}J`h}`C
z6f53e_t0`b{Hl=i=<@9!PG}MA%e>47UHO*a@_sGiW3$hS+$j?`7_uy)M%*RW!&p6Q
zA)xCl$1Yp&DYhA#`7t|)<w&&X`R)N3*A$#kQfx}5#~tuS<9JL!BC&a^7}fumOyIJ(
zXknK2nvTGOg)5c^GmPzU<x0Z=?35Dz%<k%|c|l5e%^j%+fADp~I^zI*GK2S%Rl}XR
zmcatXc*@VBkG%}sY`T`k5-|CViL^%nonw07%0fpc&eO$2yeoGP*l)RNNSH{8FV+6k
z6jHlf6s7k`;CxrLMm^a=af9kv=0NI`7oQ(WI-cywg)0+goGN(o8(b8-VyiO(T;X1q
z7TzqdoD&P#o{!r&?!a8;j>Kx-5NI-w(KgZQKrR?6vsvN#Hdf>+7@E>DysBG^%**^+
z>HVqeWH>q0Y}ni`;*E7j>$v!_j7hu$Y?0tS8b>l#FHxb0is6vNy<f_O=JP0eNOu(F
zF4dV+p4l>*<r1;wKlk)a?8!x|d7F(*k`~BOdwLi`u01vRn3ski-qa84A^Y5k15$;{
z`Qe{j!Kq|k1JDRTO58C)XpSK9f{O)16X~>m3FhZ*BuM<SpM3S(ZjfQoPz22snqvGu
zu7vyqn*2ce2_<{fme*xk%|nKBte>&g+b~xF%k5W9Et3^iA%1XV`o1Mg#dc*OlwV19
z0ZGce`<_2>aUe61y!?aXHT}l?%P*8CL%YWHlAt|4h1KJZ2vYH!>WE-Pr9x78+Q<0{
z@<Y&MQO$m09Go+Tc1p>s4`25WHC|q!qIfZHh00kmwTSQHL+8_dqg&}BS$ldrk)_ED
zi7&6#(TrSZTvo@1?5+oRO0yTpayYT~UF2@^W-HuMCMSH3?mU5Ps70pM?Sik*Nn>28
z`lchwGekHcH0pp{ucCZv`De2K-%v_ZDbDy8N9{Q+fr>~Z0+T$KdM=@JLK;{Z#`<S9
zJ@rKQcj&wOwg4;KIzP*5-S@iE81#{b_No&2W{gHMLH1LG<Xy>dRvr>rZ^UC<xn=aN
zP#(5pFCVM=n7H#YZ)B@-vS>e*uXmI%^ruKpUec*1dpoI=&TH!7l{f2w`lOi*Wn0HW
zYOnIYZKkl?4EzVEG>a@;RV~E>&8>D0uLohYWB1lVAML=Z<L)vBJI`o-st%#m@=FRc
zP?iICe<7jRg8V&!&B6QQ;x5{YqNjK7i}6@sr(;8T(jw>OcJ|Mep#!nCT-fvSf7Wai
zs@QGScrsOA%Eq(OYKs7uO@i^jJ1BlEV5_K*&+u)@2pXFmm?-%5OtVgv3BVvQU#SQo
zD<mnCyq@K`6#+neiuVuJqk*pw$IB^-7Q0nR3-8IO;R3q`3>z-f$z&dfh9L_q@@cN^
z({t%sU913yJR8O|&1f%KA1A+rEzJthGW~99rs8+q0FYeJtSWo-yc4HHGx115iX?fx
zGRj|1ZuiCSNAMU@k-AR@W7_0Y9^<&#t0sK?aU4b~%MoAnVbcJZrc?kw#$CBw-Ht^h
z?N5)VB$p%T0K|?<HPw=wZwU!z?*xAUG90bnAe+xiMnjCyg!%1m2$JxB(<UO|^Zn&w
zDqgIpWT35Yz7F2tiY}T_E7b<y-QB;l03gFY4WmYaD!o+00=B{ea?byTv`##L<Kh0u
zi3|ZuRH0^mqJKq21_E7`E!$H8ty@>8s#738@Y*-golr5pue)Oa-~RxQP9!wlrMHLv
zSA_R%HAH%qwFy{M>)LUcPlL-T`I&$Vc&W>#yS>b)xGIGLDLYHlF%@07xBWcKM<`Ig
z2(KW0Q9oX(KMc$oPElP+_b(62$sAvIW2*9!cip()-{)JC?c`yVX9k&9(Y;TpESDsE
zs$Zldvdh(h)U}$=?O9XwV!+@2Oi{~3eZS>)og8}i&r7u$Q5T~-D51Z)F}uU9Z&vle
z+#h1(k}TMmq?GppL5>NN`Wofo;2J4nl4^5AL$c2G_{zErH}6CuO2V&=KHg+%q9}e;
z3koxdm*t#uXI6*9Dk=I9^793Q#N-<q4{ce6r5_s{q^w^<j*YSp52VL)zmcIL`vA5I
z-P|)QdAEhLw`b)XI?h(0DVj9zw$7VYOdS<>3Bm_F#`Mxe^LgkiL>e#wS{~%XMMZIp
z8(|gm_FJ#CKU$YAijw&zH%r`15JpAq4DKf9#&lhlCQ~+5@M{aDy(e*&uL;9u&c{#r
zlY|{(J^@)0>`jifsUDvogGrSGe5n23cG{N?@R*B7@$#r-Sj>>BDe5z5>%#rZMNIgu
z5D|PP?aX&G2v5pO)~>E|+8mN0SCQbnlfnh96a`vj(2apk$s&_8JYA%0ThIJi$F~DU
z%T&B6vz4m5;GOZV=Cy-D?lYl`d`o5S{Xx<>hM9bKQ;Ftpjl<Ku#4S(cC*aV^dCC}D
zD|sKYwq}bhAifd7=<7nuD}@xWs5~-nGM#eSvXxKm*os%e);qtt1G&bUtVALmW0R<S
zMU!1D5KvAP;m4mg(1A-n*X?<W|0{>TXR2PzL3$)iCMk}LsxoYVLCAWwNzF<80hxeu
zZhEOr)sQg>=SUpVwa@K!^w~-V<!a~6%Bj{`vlf~hn&A<rzlp@meeA{QzUJjTPVXDQ
zZ+QGAxsn~fQ8n?up%0uECct`8-_hbarxv_Fu3$9wNt0uKc`n@*f4!Wn{TK~wLJ^`$
zsTyR!hnd4IKkFhznX2~<g(MBJ7M%FVs|sJ!v4NNFp<-`<Z!0l=3y%_miArX_xXTcG
z81D7=EiEFsPBgZ-jBhz(dXwn?P{lFy8c>-cKUTR18Y}6sch2Ko>wP!*WOc!kX)PMn
z$@Caa!{LJ;7sfX$6tb%cms1-A6>#NDqS)6(yLK}Ha&Jz<leYDg={kUT9cb#$xc91v
z;J<zL#e56A*~~ipU!6)?T$9iB(XxNJI98gO9&~1!=LwbPEvgtp<8YD+rie&!&wbd2
z9bjaiyUNij_i>uV^W<TXw|};An>}d#qGDI0CPAGY#B_tv+%b$xApbBzn0b-h4SX%9
zY*twOPwtOS3<?!i$Q?P^VwB7rV&P?Qkm{+#VHJStAYEDX9lbr<tU8o>wp`XL%VxaX
z=0fWLY9sS)l2n9@zD!_BSRK3fU=7#wy53A+OYm85u|+!l*?h#cq0HPGz4p@1$KZ^m
zO>n`s-qu4V$?S=%g8#s->3;yV<_{tIyJl2x^~P}hpl#;enjJm9C`3|INd5ZoKm<9%
z%#I~-@G|6!B(O0w@TYmoD|ig#C~!v7TKbJri|qJ&w+*9#|7Gfx-P>KtN|cx7#Da{_
zHbTuS=|ao5f}zV$iY-K`b(85+TR6(<GxN_s(fls66*faX-Q;VeiXg{K^;Jo0hKxI|
z`DB136!jJa37p9XN`kO&%X%w9jv)x$&UcfsN_G-KdK9J}$h<}~6v2lWQ}>5mhkZ`P
z&+snF+`(+by(>QJ7?i`M4J(}<9`4&Hy0`4FTimU`zcwf=qycY)UeAz_XKcRx=2;=e
zM|-x3AcMZulYVW|qJ1!mJr}ZoTvkdRcr&Y@4=He)X+`UI-A4j(kXg3EO~yBYOK>Y@
zElqW>->8P&&uP!`uoXOmW$R9z64n0zBKcOY9=8RaZDzK*55SV~jVwc%x!yy8lz(ti
zj7d#W9@vWbnhv83Q?hvdD2{IQGx*u%2mat2Op`7|J+%jK@Vv;59;dtg^n5P^%Dvw%
zAqv#_WVba<hyFRO@kE>M?EOHI&^HHx5$`vAqLKoAYVyvzd$w0_QT%(Q%Egoo27a!F
z?=IDb)##~ulUDnOJtCJV0Y26d2Cv95^Q7>w>jY>??AN8a8}HJm(l2RQfDn&ND{G6U
zQyGXurju>beUQF`^RVdQ+!Siia`{{#p7c)~<y_F@-OPZf;G{AL2)g=(1hI68^mB%l
zCm{i6Xk6hdT6aG4Sy%w*N{3854#(;teuxg4&Up=LP-F`LFtkbj6$Kujp&lTmoEf1W
z1Gt7|$4FY*aq@bey$BU{<Og8mKTDNkq2Y_0XQ8+y1;$74kLsQv?dtz+Apg%m^F2#1
zAR=^Jje^RQVk+c33~I;BVvF$tw5iu-h#|0m94k$^F>M>2>KtX7V+MzW9zR8Gai^^>
z1*c3PdhWjoF}hbsx)#R0$L~ZAMil}LMm!^CBhSlsO%0#2mwO#UAdKA=I92~OTYiqx
z*D}SvYTCg)r?fg7w<5WolBR(zb2pD>-*qpO$@oUKKl>yT;o0g#H+`UL9WNZ(-|ngb
z%QQ2%;M1y6_&HuH*uO-eXxx8j+m!AZC3eppJDK0bCD3R5<z6CpK(pQ^B3C(|mwVKI
zu-|J}hi}v-4!c}tLB>zURVAt?$%&`7;q{mE`eT<3Z`IYeB(#m5RtC5POsSEay(;3C
z59BdNyt^%IC*`zzU;kMd8b|*#n>3C6TAvNgLW{O?#Dh}F0)%D%I=z1;yjmpy8=884
zYMvA(DpZwgvx2kYqXe0=las0JG_uVc!zpfYRi#73P59nIl(8NW{2X|RD%PDgm|Tq2
zjb)0cg)L7gg_o>c`K-u!LB=<y{`Gx#+1n4muT{Q{sr^`BZn=7?U`zclz{C?}<eZpZ
zL0Y%>CgI%E*RK2#r!7nt(&CH!oDSA?ZEP}v06UqCbsc<ptaw$2SRzg5<I}HVfJsTZ
zCK|j%(!8A_=Q-e71{=3m&1-qndZIBf*{CF0(9dkMB-GsrAEUparkd_eWSk9`|E>XZ
z*5~gp=cn0JE+2U{$3Q6OV23HTFfwru(-4NJ_{PlJ&o`(^DEd|P-S6jtaR%YJFTaqF
zdgzR}GeYy=fos*Td}IUTA2X)=3SwF05qSG*t2U@47XNMva+*Qt<Xgv@TC)^ZtCQw+
z!|HPN$8opA{!-I5N!$@+ek5nP)p-oFdbK}UM^46;%utyMLnb<8V(`?=hA)u4a(o3f
z(M2*o(<5-X1Ci$<<z;o>^9(xJC_AA>l7YcNqLmfH7bL=1-N&^?$|OwEOJ`wzp*5R1
zvd%tCfCuHTzk#L2=JS)9+zssTp`q2q0ReNye{S#7l7xzYfmZN(m9H-O{UKJK56_Dk
z4%hqr&&NFf13<t2zM=)MOcxv|J)d4@0L%X97Fy3*mgAS%HJQJRBSZWcMmr{wS@`C6
zG&{ZJ+%md~!L|!n1_VyJ^8D$;WCFF`QSWG|1~sya3cYHC@kG9_u-#g2p0S==n*6FL
z8-}aiCfk|neHt+MlU;KA=hxC;KUe)R>+)HeK{G|KXWWF{n+=$C<z!VGU3ME2?yT1l
z=iryFU_07vOiR$6;e*e{z;>ca7P?PeH5t@f(-p8VTk8%S7kSk;u*__li{B2^L73L6
z?AYS?EomU9lEwTcD#<wD(QT=2L3rNs39qxhS;nxiq%gf2#&AtW^dN9L!82Ueo<L>X
z%Ti-jpZwotT9f2Blt@B06wKFx(BEL&Dl5o?z-{8&osHA|Pr!fl^!CWHMz^A6%*z3_
zDoTN;hPO6;gt;L#iqC0jS9EELkOTA=#%LY9QsH0e_j;Z|)`g8VK`r6bT;uC2hF9L^
z@jOS0-c1f~hq<+xiH{Xq!#uesZz1hkut754;ouu%szickGV6@PKmU*{n=d%d5=oSN
zH}`loK|G0!%W(F29<6%?^8>|sEE>{Qx}YAIxKd6Zft3mKpW==S$yC3;PF@0iLL9AG
zW(NXE4Gy%on$G?V+OPZEBX2!w&Pyy=bdanafH<(p@uAjHD^eTgy@@6m-rC`&bDdJE
zT$TLEOh{^`-w!P_#er$__qdzWDYfrw!8@E8hm(cLuQs%0Z{HR#s|7k77o>yx7cM_V
zG_l9Q({hQVOfGJV@6|&6V45W*GPLKpEn%qB%=hfl8ov3~oS$$zjp3)WvAArE(vQgd
zkY`sIw{n+%Gs6BOdW>hY(&>a%I3D5YM#~#>GJ07Y@4x;z$*;%-npCm#@-Kc;GWV&U
zHHyQ$1}_SM;{bMqeJXFh1xX4r^|PjP;V2lpICJ&mg)Eoqo=VviFTJ>jxtZa4>tCiO
z2#x{Xr;g8)y0tGJNJd~W;~Ijd6j?tuptqf>r|3CI>AENtYn9VY<V#9w+}5A2eY&r&
z_S;%T;*M+oODJj}+4Et^bN2;h9Ve}B<{ECR6l6qE%EZ~#ba!M@C#quzlrT~+TfoWD
zHVDKwZ0WoEeOdN}|9OgIKbe>QqDs4#==QcDrHZu(?PamUe*l93(E+RmiK*%-U`K2#
zUp&4w1znjhENA8%CMsDXf2r-(UzGG|-3sZYJ`<wjDKPEBxUNSQNVeoiH0~L6CJ1QL
z0#!0hHv<uL{J&RxQ8_@cZXDTCpkAU%*8n}odNn?lJzVbV`=mvmvm5{x36jM1PAw^k
z<Q0hm91wc(&0EsZxC?ricxcq06M;o!$6rnKEh$Ids^4wgC5yxt;s0;jf@&P0=4aDp
zqKppw5r2AWq=VVCOI+ew7n0Q$@?FgQPSTzS(^tvjaGt~~*AXo?nI`kkA#>{|X8pxu
z4A(iYOi$l;pk-Y@7dn3$gFW>wPHEPE_iAb5wY{Yh?eV`!8+pScZK2m$v-Jk-+0ZxG
zHkA=6NBVz7&o(_ecQ_wKP9>D9+9HGRTA3iNusr$zLA<k%#EPlJO0){iw^0V)H`y7Q
z%fVA4;-3Bhqkx+g21V-+P>u(auQltXR6&^)WG+ly^jtn?-~xPo^2BVlqUaQ~>$#`R
zNfnKXE%Gc(d7a8rx!z%sO`hEBms?9$37ntkjJjWM%7Ji)!~Ru^i2Uvz^!V+h4K3@v
zj~=bu4sTVz?EdYp8As#Lzv=M8!UgL;?)1>{PS3neCWG9MUwjPFYPQ_<^j~Pk^jM1~
z)t#du>+8UY>38$G*=>~iyP4jjrYFzbE%{8p@v0<)ERwR#<OMSgGTyKN|G)-Xe0kip
zo>quYJCBC7t1;Xa?<gE^<qoh=<H=n;SsOh*?S1rofMwbs&}UbQN<S%lsI(kUcoGhn
z4?16~VUFvUeKcVM&c&O8SePY}kLIy#n{pLA!==U=fI&esBb?nO>qqXKjn%B4t_wZh
zf}Im!;la?BMg8?!_<3$zHI*wnd@UQLaOry^(;YdDnUr;NI6bl*Ak4JpSx}@eFHv}i
zr^NNB)ca=?mc3H`uM^LSqy0zLPabnKhWC>Ro2qaA1Jvq!%&ouv`X8X@dXQgfG|m&O
zBu~6k?#j~IXl$_>EkB?C_57`Z--Oi#t9OxNJL{5bkK?`yv03$#>Vp;dxe~fpw>8}M
zEy|t1*|M{?*XI4;d4<xYHpQSp1X+kt4%t1}$bhVnDGoM*ajC^i^w>Sr`8%od_1A;n
zKv?4%ScA@r$u?O`M}X*++0Jj@11phh!x8f*CMNtdZDhaKYINC2{sRaA`#Cf3YiZ(?
zXj8m+`<0<D*~UGuf3s&aAeBL&e0y3;BEF%aJLv0ukmH*No`I*6h5WHPB3td6Z$HVu
z<Wp(U9u7P;z+hAko{or;-~hW?=1dpTTS6~lQ}$s3iDZs3k>-;JuH{DJUP;r%B5Td+
zZTtpboR4Z&d<JO#yw%v2nz0)fzbuMhBvCNdi9*XMDL$b`^9$q2Vu6_N1W0yW`1$sm
z5J*+K+^>-R>O}qg_d~1PO%~KXiNJpo2ZFYO0QHUYclz_+B~yQq?6U?&X4aPV@qA--
z@f7~d$O+lZtDntL{LMz|(?yMN6_PU2-S8yWon<c7^sPQJN3Ix_JDI`u72G>xl*OZr
zzI0!YVbXnQo$ZqU+zbn-$~U`~V?IgGd+f72E*)yRyhjg<1=5Xw_)Ys+PwGcT+)NS5
zdVP5_*@*-}P}p{fKskdX$85>ljNh|63hu=UmkW0RQs0aQ62~cB3Y2*iJJ^JQM2jdd
zdZp4r<uN&vK7!2|Z%Po?lXK*HN7+&Df7ShIunga#L<Sjy*WSul{`(}&prc1|FH~RZ
ze@(Bg{p2E>n|D1yZKd*{{g+5Q-g{b!wdBQuG5H|3r^aB(XrWNW=16_@-PimgW-2O5
zi7O6510Q>;ZxxwdU54ST#@~xyD+2#~c43+HuB<^z)`}!H81{>nC%q_^kB&ZKZhbk3
zrA?|mFMc18?aOW@gI+F|EMZUHM92Ml+IuNZoMu%<j1)7{%3_K%s!kCha!1??wb|v#
z7MaR=38)+xBZE1ABEPuUS-D#O`T53ZeXC8u?$Dz2LlC}2(e1Til+@DAjJPtDdH?Ol
zK{Bp2lFMz&FQNla6(ka+>TcH`h+ooJTA986Cd!ZnwOi%Y^0=N3Tk{7MQcs<&#ogen
zk!|V09K3|dAM7d1SwGVQ*RRh@Wc=NFIWGJsZ&)gD-4bx(&Er0wY^rYzuhW`(6v10}
zf9~r&O$T=^Ki;#s(MJOh%`n+JvTW4@&3(}M$Lj_pP5u%-1sQx(IYqHAnjlk2o&h;T
z)UG1^!Ca#Xy<Oi#X^0ERL$Y@4Zh9o!c4U4bZ)qt#)g9U#hj?y2%w1Y|ShNV=gn10)
zJBEI+CWYsO@sgMG=vAm!%RhCM^e<jZZ;hdd0&KC>)|}Y*4QEA}h9_jw_)~Wt3KmCy
z{nBLX)91MO9?Rk@vTt(D`mO~h1|f{5H{_0*u=Um>N<2$72nrlP=DL`N&_+a5S}TpE
zfYp@`8S&kd4=nY&fbbcPfym^AY$~=`@eE)G&gZ2j2tM#Y(_iZk;)#)m2L4d8fgpnP
z!o!pVWVYBN;i+CJ1BD_u&n_YmdrUor+=`scibt(@?Pl_AcVCVHAOxKfmr`dRn?$=V
z@>nF!&hp?UrwKiRfc*Bq5dFZ9&HKAbo?7loj_zb?>x>#C|8x18Li;pv?yaTE|MiP}
z<moyV8aliXM&Dih-&pDGQK98!lvl)z?^CJ^Pisy;Y8G-O=#v4d)sl&z_}9GinUfs*
zQ4dWFsK~fR45)|!W9`x7jo#-pr;PDuvEB)ki=6r!gMPW!nb(L4|BA;0%S74~a{>xE
z7CECXhuf-qPo-S{?8<l<`MeU|Qf~=zD#{e4Nc0q&q4K{FguNi0Z1~7d(R}Qh2HtwZ
zIlG(LIp!lxwkq%stI4?J`6rPrkx}LkcI;+JS#2ow(-!!S+vt!r0-dda(Hs|}oUayC
zDzgnvezM<CppX1lQkDJhn>^yI6wF|jt!5>xi<se;VUd_=HX*p>iX9LB`@mJAW3r@5
zR8%rx7gP4Y*JC&HeJ5+O43I66CX8|z1y`jdY%JHIsK|P_NNNRo&9jM5HsiXWFZ}Cg
zcoW%DA5iQ?s#*^6?6;}@2B@)IuR49vq%3xp9hTy)%H*78(?yuU_A!1#L#@F>#X%`9
z<C#-%;7n=rD-{0Wh|Ou4soJo6AhA3X5{q_Q!n#dnx%NGUMxF^)gnLp0HN)ulyQsqg
z@H?c_gjM9NC<sg`50cc$up-x!&?hzK8oD*&pZB`MxVv*j7}KD0^YNMr7GdP0ini>m
z6-pj&;R#R-hG<~?wz`B+YW{alYHyyinut_Aw^?4pyUgm^n}JMA1c?rF<DB&#$BCYV
z;a6IS!AlgbWy12qd!MUsLK<e~eJKnEH+1dWhMD~S1N7S_BqNg}&s4Gn$hvD#9}e}M
z;w%693zY`A?y?!&*MAA1lsMoUmfFSB6ObEH@c4x0p1@@`MZc)4hvA*1KhEq=(DgUB
z>$ZZ&fk4Zs>2sBXJ+md*F39E=f}yhWIoEPeGS-Ex`dB{}wEHLy5Fr%p;yE8YDS&m|
zqnrOuq7Li=L~0oGzka@ON>Ea*@e4xP@8oJrx((ktDr;%+Bp+_w0?g!65k<z&LA)|E
zyBY;V_fO!`bc06zf1H5(W-<4M#rA`&4DDxlJil1S_kg|(sTK;gJ#}|SAv&5yrjMAw
zD^vN#L53XezYy0R8V~nbeMpI3Sh#bYy{UcvY%t{ZysW<IMU642qY^qfwYS-tMa`qy
z4-MN6tr5I)Qh|%#C?=6}c?{nRZCxLBZ?7y#CGckOWpkp({?VPcd{AsFk^im4r}aTe
z79ZBXFG*Y@Wz$yGR`qS9r6HLO#K?dA)*(vj`3?hp)GLYlpY>?Is`X&*nM(M#0G9cs
zK1i6u^UqGH)9sM$Z&Z)sc|vPd@0Lp(PYatl&28e2vtztn0=}*dXbI1P?%qQjb}hn`
zTn$y}$GNL!B%YRT-`faPBBELAEbi0ZbyqJamjuv7)W~f)z7z}baV#Y&*D$G@Ig$9S
z^+$GB_odr2n}3>t(y)&NJ^=MB*7~K|GliR;MPo+c=pr-4&Bgf<I)_poKDop_-R6i7
z<qDCxcig<S4w--1(=rF_fgZR^&XZcvD{Fhud<H8<^TNsRTQfx8*^SLOlt(ka#i5+a
zd{M&EOraO9LX%yWd)368{w!Ydx3j>THBPBt-sCu|*|*xvk^C4bxvdxQyE~81`8ZPM
z8R6!xD=**uU({1SK!mR9_NAjsR9_+5Q=3IxJMd$O^Fp?7=Mo_&jyU?xNuAm-p8h5R
zSJOK!q4{DARVDb4rk{vjQ6FKBB2jVUB^yIz4zT;K{l>q@1xkIMV86lTg4iv(3(v|u
z77(+kA37*jChNFOSZk7%V|}R@!FOCk|C%BX93AcnUgM&pZRCz*n~<`zi;tWlV}gUq
zwCpUH*6RCLOH}xQ7A!mKGk*WdOB%1+q?Uq3*srH=KKPL-1s=#A_H&}nx+>}2V%wQN
z?lpvmBt6!V#$l$0CQ9y}=Pk&Hg7^OL;6bKTfg&_(30UbTxPkaJ75NW59qHJQdRI$D
zT4bSHIn-^f%7bI%Fcsxkme9imc!$1)-u1;<>Cdd0yG7W1RL>X_t&!hSxIt14pwCOS
zknPtGBY89kQ|Cgs4wT##Jl{3@s(fkTQw(-ydKB3w;SmWB-lh@r?JD#>yX6EN{N6rP
zEB|y~_homGC12S7VU{CcBE)4tgssfH-%@7W3$0e^+Wvm26Idt|K-P!P;4w>$XE)30
zfvGfAAc4uCF||2L5?^mMp=MbX>0P3<7pP%Lpo+qWX%`@TCO-&Y3F6IUU0Wv~Gh4+_
z-{?=7`@DLxddEyu$=z0TT;6KZ!m8Kf-{x1l_W}g$bCVk6U%j?5VWL-nKLf>w+Bc<p
zj>(aTEkSJfeb7uYn+WaURHoDs3n+5o_C}8(+mB^F@-PnDlmjdp(T4}&Wjdlo!2>K3
zddC9=;+X*QrNhHR*=H^H-nLXkx8bOpw!3%$=ejq$XdY0ynEKNe{63XTj4bGXr)AxL
zfIf9k+{!PH%l|uLIx-%mT7)C+;!kml4gUwP&oU!1OvNSoKg|?j8tiS3^?P((iq~jZ
zUKOf&P{)Ym3j(^iz+widnSf{1c$B-^4=Z?;X^3nxGqkD0Hd?h;T;BBZCP{E_`nrqK
zYy>8BISp<|+cuMAMUpxFQJ;h`Oq-B@&t82}*G4B`jwC)J%Uk^q@K`a}r>-}qCwvih
zNrkHt&JTg%RNWoA3CDCl5kA{EY@40M<vGK7xqD0W5=g2(!JQ0O2$)oy3v``YJKKWQ
zMDoH#2B5_*eGwG66Dd`id1V5qJ^IOS+rYHl8l>%I4E}t}@Fr9YZ9l*MIH5cJ2~G8%
zY&F{+kKYT;)C!#^0iFA@Lpy=%lMf^a@UM+<jH3fWRW$82CNFrBZ?@j<iu}byyplSE
z918d=2o9gpmge>3GB3?_MMa>p^$pm3rY3suhJc&Smxm_bYE)#!F9SEjgm_#n{f16D
zS(u7<b(NXk<DMsrpHRXl)`PcXO3?0q5%c`24*0$cGW1-C2-W;JJPxMw^9qN1st>Zm
zs0^v;{{a6~Y9kVxMF-JP86W-)9V!pl+_X#IeJUNxH${@BJ4Fvl|IemM1TDhK<<5@Z
z0()DYaC1@#+-f|eEeNarv0ZR-Y^i0FP}%0&f)OI-$||Fr@1&vTlt37?X+b{?9I{Sf
zpTV`&;&`xOP*-Xzod?xLvH3U!@N*dL^w<xCwqW<74!)PtLom4HjWFdXih^ss#=z16
zt3u|wtIknYk&E3&&J0^zH3;y(K~vsT{*~OFe9=R~;FLMzJRz(W3Eq`~C|(DIXJ|>1
zw|&^YWQ0!TxnZ?aua6DR&4s5%RFg4VXJZBvmDF#C@NSahd*-GnJ6doBbOQ4^DXb}t
zM?&I0A~!u#2m=Si)~w(JIGMTbmj^sxtzxN<rL&Y4-yxB!H1{d4_@>?>V(m!^$*MW7
zV=_~o17J(yO;|4b{8QMR=nAZ9%ymFKMKbWL=zct^(G7CGwJSp@8S#{=pNw3GyZY!L
z;{qqoF)c49<a=G96q$yAg{yCa%g=PpxoXzK!(q-JYLv90Ft;=*{V`HuC1thPY(EI*
z1rDFXyJ-89#w$AmTAyDlo4RP?P~l`R^KisaxjO>13QMda!nfJ%A@M6KovRxnKXm!=
zBH>aA+Ixzxr%Fq|8$08cKl7TP0tt@D&eZBIW^(x9SSd)^2O<7$;EuW|&oY|l`w$<5
z??T-s3kJ+)n>#jKWWEn@J$Q1)qo;HCtWs@<{7cUCtpN2KHL6v8lI9)dz;ZG8*q+_H
ze~;zb^;s#?!Oa9B;0o)@E;D%gBQu%|fqrGRZRcA>V(HYA!W?jM!k3q~J&)Azw!60o
zzwus?J(<@<ZC`2!*>=l`uo`DAkFx(vmT4lW4Y%wma-#D-N$2?w;2%FDcjxpVNSk~?
zMPh`Vdm6ZHP>`6#h8ARx41->L9U>SWVvbO@dAqS+5$;+nD6F>2{#-tIzGr4~a)q_Z
zJcgFUV>w&wX-!b-L4|aktL#F9&_0~Yrvav$_VZErgprpzO{=Bu%|LMp>=*>LNhmj3
zcXsMSq5U{bq&#+Yq@xdS*YM@x&5};~${6cd65YzNgmy95ShjJ8Sfny!;Oj1orYrS+
z;@5^mOgISNC2v0g&Jq_)VYtvkmE$O!5i`VssZk$Z9p>n~C}FL=ScsemKQklPm~~*;
zHcUbdj0OzktFk!PI{+Lcbb$9$o=bM2f$}f6%HW}N=o^KOWg*E{_!WtEJwQWZ(&Ovx
z_HZ(ATvN=~_QT+gXo;JEK<)YoE)Ce%uSK>PB18-qn9Vf&?rpBJ`=^ahmA*KfjaSjp
zgfXQ71i^d|FV)x7u@RA&d~jlgGnCCN@9!KJ0<Z1U_lJP_0G<`;9!#mIz%b~&Dr<Uo
z<X5RQ`+52>0TP6l47nj?;kFSoeh#*{<OI<$9#U`5B)c`0iT5NaqGHXTUOQivX6NeH
zIV)0NzV;xWHRjtf4TSakr|U~xI&=1;IA`(;^t%o7SsThA>*j2dhPlTeb{dQYV8Uyb
zCUS8C7qJ{Y(30JnjFsixN*d5GXk>aBEmcolcxjP>&<7&Z+`VM+*KLl@@)2wLaM2ui
zOX&5#5>^NC1i9egzmi0ZxK6+Z{!lt?=XE#-VC6JXWh<XuwgusHeKQrql8cYUwXqD0
zOrKE$GWs8~Oiu;!VuAG0^p3KuR)J>&f=|wX$hjOq*3!Q-K{DEF<g^t6OV0-bBJ+T4
z|Cf?czBQPY>ah7=nlo?Jk-hhlHIDKB_YzBf6w3C=ATq1kxb5x5VPC}(XkJ>Q?9#T?
z9G~WM<~*D)Rb4KtH%e&(7)#J4Y14ourlQs49t0E?ul<mO8s@y;HSiJcYnRk~8$c7l
zR^xVn|A|9%9%@&G*)*7ACmj#o6<(8Q9OmWL(mufT)L6<0e`bAblKDyccqI=K0sS!e
zd;SObM!JB^-SJn-`o(1q;b_RgQv@vkHEWz<F|1!+9Dui0G~^x!QO;T}NT=!#ATAWy
zL?$5Cz0QkXh3lw_4(`IzE7?JaNdPATnZ;*Velfs$$=ENYYb?ryQC}=GeylV~_#dDJ
zEiXgv_u`8~%ItEUHvzd|%iA{I;2k300(F(<{YVv(N9m8=Qsu=R!_vIpwCjvKBRo(Y
z5b{*NF}E^bXZ7A<E1~z@TvLJ%gVMrq;!<e#uFMmrqv8a@wG(PAJ_qZpY~BYkZvL{`
zx=Hw0XN6+nEXk)f)F+>A*xaP0={x?sJnt?nTRMH~SKYZHVa#y^$gcF_feq-p2=V@}
zV6KAH8Vg~Itk}g&Ok$B_)3zotRvE}TxtWpN9}z@srA@IVxG6EEzrlT|omdh->P`Sq
z@YJTEPG%Mce-0Kfp=*p)Lti-YHP=Qgr_od=J%965OWhZYBAjll&J~rI0oU`iDBAXL
zCRy5xf=&ul-;A`tTlF3U#mm|2M|Yv2Q9j_uU{N$AGw)>~=xWA`kDn|s)5@(KWi4Z2
z2PJy#vSo1q+zG^3=DNFVBp~wQ%fyTfT5=FYYy6&)O>3EQub`BiX*nNhHyC+>xzXoN
zU~i}6mkN8Y(u5X23-ljlcRWQiXtM?y7z-ytF|SD?H-W^#q=sR6ZXqe1$-u0UfA-}H
zYZ^8P<JZnSf~8-pn<2ndNq+8-@!;ghWP{5wJ`1}wYWG{*2yFN)Q6v1byRzDHbGYlP
z#Ro(SN#jn!!{fMqc)B8j!0LT@ATJMfqRKvEX5kGJWp<@daH}*I2b)1Z4v6JcfYLts
z>3WFda*eisiQkNGOS0Bj*ZJ>iE)5bEgwaS;3EO+$(g32ahI%ob6vU>UErLkzX~>Lt
zICjQ{BSdML5j+$=We+!-LSh1Twf&N)>*6SaGQYt4%Py_lN$o8Euu=-bS7i>7+&sG$
zaA9s*e%>7eW1>o@Z%=FMtkPl_2p!oyr-Qx;9nz?Jj*+&wXnnfI%zpNHBwr9o#at6w
z#$JhOU0*+)&n6xHx*nBS^nMUjZU#w~1e(qm9n9R1LaeY%5FxLhJ~w8|sERj5gItb<
zeGx&ldq^R9M&gm>qHjwRbQyo&(wDt`inPqzD%89QljO8-IemTqD@@8|u7n_#MXC<>
z>}0gX2fx#4>}Xcq$MW&&JVUI*&&@6_)PFH%dR1A`{rF9P68vEcRKW3wD&r9#<1e2o
z#NOzE@_ZYw7L<x_ihWuSf@NC2b4-Rh-cvMUtOV}rnce5+2a3vzTJiFgiKv#9EJ(I|
zJav{Nn->N_lE=pL*QzYf(y<W8sd-<6r$KzyKxnsgVOOB_=SwGss1l>2s`{pYs6AF2
zNnE&qM#f~2-fMTT$h4VXS)3ASkl7+Y_2-tQ_TADa*amF}H&VdtIy-Vf_UPBojG?Ry
zC4r<!6W({$KH|gI6dthp&^7gad2Od>UlN3QWf`L+WwuU-${)RE=X<$B;<{jhoRNo|
zmGV%}W%YiBRASQO|NN8ty7_kEtpYWYKxgKRaKb?)u9W9E(O{aWDB?I6snj@6xcMq2
z(`WQYfX#c))8v3xbGYQQA1W3A+}P37vm+Lfpqu^<9eM7vm{&CBpknh<Az&^5yu%^K
z=;-vSyD>GYir+&qdn^c|$FWf*TTcH-H$f|D6!!2vJjhVz@AX6yUtRkLaHX3ID4U6o
zNBE7KjaKb*?|-yD^MQ9Nh35YO26`UH?YV6jTr%#BxPz>vk9R2er-loC=|h2rs1%QG
zFZen2lgig366a$d<Uhm!fSI|J=H`$CuVm;#SZU{q{%q8$|9Me?)ze5B$^!M%+2u-3
z;O2mKf3X6;tn_$clV>8f!V%AcFWJFbW@s%x%vxsvLTBq(BZX@iYH3)Bj6<sAkgFZl
z-9wp%#(ABZ67R9$<6_1c{%TtzDUKp5HkoI#o^*?Z5brX(<{!Ln1BWW~<mED>bP$rP
zo+Ma(k(KCXu`8a)*{+KHtL|*R>MoSE90b{VysP~aogUI*=5|}#Plm%L#DXXAc9Dy^
z2wR9ZEgSsPku>@QHSX?@oeU#62@sW3E(fgK<{|l1M{u7ZbW|B4r^!#xa(p53RsctF
zhc@uM>QL8qCK)eIMwOU&LL!VsY*ku%sQ&g}_qo;~$6vXprqITd#n*Wvo)FdXKPyq-
z0_OwaP;J^#Rtb+Sfb&ED{=bT{=Ldef#PBo@83Lu62V62Ur2^Ei)aj<pOBA5;FY)@G
z=P+=vh0%7G42uZaCD54Z@yWmj%EcuNwC2j%+}_pxdi8OnST1G4hb=raZiPXmh<zH{
zAU7IhoB@4Dkzqlb=Tbfet8^&eX=i><)Ar>j@{#R|!P0?X($ub$bXEOgDaT83;=ENi
zs?cs(uaJ@MzFJ0jXm@q}yJ))JhB2<+tc9+=dGUYB8A;Esynp-n+sCiDZ#UDs4+re)
zEL5wBW%Xu&Mc2|<4P%bX-K3*ry#zDniGb5yy0VXl=Tf31?1EsU6Ll|4tsLeJT>FIH
z-qrvH%GDCfjN<ZUC1!k5h?fLpXk1gIgQm`l^5Pz5#4x`3e~3B@uc+ELTn`M=A>ECn
zAT14wv@mpoD4o*XC<qJ#3@I^mcem0F12c3<NlK@bXTEcOYn?w~*4nf8^FHr=Uzagz
zFA>0Rx{d3UuQ<d_9uid?Li6e6GE5x)-Ud~^sHxIzN+8i)XDl*a1Kjt9C1K!EY?=Q4
z!*iW#+s(Gku$8e-@y_lqQ?SU_(r>}Yv=na$Xkr4LYo*s*HgULnD`SX%Ol-7mD+21y
zV|<~D++?Emv2csnH@z+@A3PnO8f9h00QhkT8&V4{stGyas$5=H|Ll{Xybkb-a=BSQ
zyEDN1xP{}irNw*^q(-RVD1Sydg6qw72eGTI_IJwAs~9wlpnf`^{aDg{{v~?ThyIRc
ztKhcCk?j@P*%v2QCHbog2`q>(C&DB)`iqC8JJCml@ZG%p7e(#)u7KT`C_j%RWNo$9
z6N{bT3i-X^Qs+65$V(Z?DN~pGPw4*W_KmFNlh05gWq6TC#TGsBeC)#Cn<_l%5Y-eM
zlZ9`LN7_I`_xsFHNqwT|rj({8tGFMQ^Gk&@B8Qw+Y+kMLVq$+Q;3D+O4nhEWjq5>o
zX*-~$N_+rbv_QN3P;C|M;$mX5Cmo?fS2K$OFtj2@(P=2_9F@;s?AI^v!WlxZSW$^9
zTY=ak#Qd}*ar1<icfDD^u4|%$*oEM-iRHznD`?PQm%b*_v2YN`p)~4|2@T>lAwVlJ
zWAY~g|5T8`wtw@uzxMtN<{F^?dlW}_drO>r!v2qChwqr%jq+9bH^E-9n5QNA=_kd~
zzMzaJz3wFq2er}$$MeU%bP@SdE|b!2x@a<w6J3mq<`jy8&so7&!H2lN*JogpI-k8L
zIbGGguWNSRVbk5~+tlS%T`w|kejJ)h|MsWmOPC(n7Y@d+_RHPOpZP=$J16B0#8O*m
zbY3kb^tTRM?wbhs9x8v!^`-w#>7wKx{UJ}QMKejwRxtfaPdh5>lD(}<y{7T<8DC)U
zs%XX@``PCxzE1)wj_f$AD8_qSNFRe;!T>X~H#ov@NpZh-NT9@_g@7%5XVXeM%JJ1r
zMd9g5oK-`N3D3P=1{Wrfc=(Z9pzPLQls{e!{k{PbS@JZ0S^=jk%2uuZ)iFSnZr|<s
zgV%RufJ~KHCo~|;sKJ!?CS7KpCH1$*B!M}puc{r*D^c~y<yI7Ova%mW8NMUlXUf9V
zgDKSV*Q>NKW~X>8n4+P%)~>J((>6K56hamQzs=lO_GOLGYW(`?g4QXf(>-8rAhm5H
zld}*ac{I8!W})$`NOwkr086Jm+}_J<dSEy%QqcjLNNFH7I;PzEGqKlMGZbow>axH)
zzbz=sAYBe<k4YrvE9KVcn`6A<HKRP^6I4B~ORo-jfgf60AnL}#&%u_!jHcki(V%#m
zR9zcPks*-|;$OHqT1!n{Ae{YF9<sTme!+Ng&FblHY0wWI4SH4$#1*H^GUtp_w(37X
zf#{t6QR2JVYkIEI7LV`T{`ZJ4F9y->3_b@?MhTbIHlL4D%f~&2p)mg7j2|&9S`4W`
zNM~YBm9>=@hgSeycZ`y(Tf-l2ElbZW9$@X&fM=p_IghVY=^v&ZaX__$&=y{61l4Ao
z(Bt%698iZH*|(IvOKg&KC02&)%?JyEQsqly^CsQtCi!MODXmqPuDVv}ZqHreBvZCp
zqZkeTI2WXAz8c4CX7wNnxr3}o@|-Gr_Q`Q|M}IZ|et#dq31l#Re%=GP^L|&#-J!F=
z0yyGyQ=wA_F8k$y-HL(vQspqlqm}si_nj6`IDx6-JfbMMwlGg>0<y3ov@ok~+vi^$
zzW%|)S!th}el&#Ggp1vMl$WY!SR4bjaDlwxw*-swuU$4P&+ELzwbUL0`~+T9ab5a(
z{@qp^l<V;!kLv^8##BJ9Q@H)8P(Pzgw15CvW%`k>PT@0S8Y5dOJ9G)5)^Y2U`$lMZ
zSqIA{M8W__#ts6OG<~Rj``+<s*3%f0&@R(tchep?W!#Fx@AV)^B!6g>$!exY@{)|G
z=ZXwJ{PyE6z4(CjGba5*qlpmd-nZa;H18#$uk;{9!3TUt!FSMs5{)ylQHg4KA}z&k
zE8vNK6^64HAteR_s7m5QVdhW1km&-P%)!+tA(Wd|GkBUbZ19f`@l-Epi72q_Nss;u
zizBDJC)&^Kmq5}4tkay|I`%lM3w?DezgvOQ2bv>a-k|9{4DgLxge2<IaIn$W+{Q$w
zgh{6T5QwRz=>tH1O_opkt?Q+6P|+)B+v4}p#bBsWenh>@63)xF*FDtVTmWy8X6Zr#
zQaN)8guLfrTB&{bny-m3i<#K<7>YwBvPleL<ob|UF~?O+1gCV?L0yLtb-gS#+E`Ks
zN;ardAUD6RTb91Ifp!11-#GM$gM;1y%Slmk>#~^8X8Y_ZWUv6{^$w*t9Ufp#=D6QZ
z%DO488@+=y(WT)c@x89fh-6U$*M6k~xpnVc(iuXDM>{$&LkR9$G?c<S*Rs|PNxiQE
z6BuBYVi1#d8?=AZ{rB6^Tqq@*YmmJd_nQ?W<2S?f0^lj-A@hgp+-F;2$DDtg*VhR{
zV<eMMTTBTJA($**BihOX&p$vSY}*Po^d<cl0_N!LL{VkbT_y22P-Dv0f9fGMk11B;
zG^%3ek_P?pae)ct6p90X6n4HB#%cMUj8xguaMm6~E|gKlygtR!AWGmn4>>7p|KVfd
zjorrycRE)HAZ5(x^wF;!`=G?!XQDAhoU=Y+{YX=6-M^CuI-*w{oq`fW&``IzlnTfr
zPiGd+0!{vcEO*CU!-eHH&c2lx%?2{2uvV$EN9-EEG(D3zLcA|xzo=x3NS5VHlFV-*
zVpL^L0Xy}%Ge{k%Jv!f2Z|bp9TQ#fh42{t;R9cC=V*RfV?bNS7upc|cT2qc5c?sO;
z8aQwf^z3RvLT>vMq4O+;Cd?hJbC08p;rc_8Gjgp#Aw+puUskY)1EauEBxXpFW@7Ic
z+#?1MV?>GN4k0S$1`l{cD-8}2C9f{{doC-3H12qqtTW_FWl>#iK2J@>#D1E$g^<bs
zH^aN1(Vi1x&ymc*-E{L=w-G}v22Rt)ZOZL#YpsheHm#o!$|f>Rsx0o(g!e=I9kt+E
zhOjt`mD@t~83CEXd2W@f;rxnZn2obajnFRMkzS^L!u9ZF<r4N)elK6PqPBom<_OM&
z!Nd!Gj{EmfWw|RqBxV>VV^C)A?VOAxxZ8tbzOW`n@5Yd1{0C$IwaFZB14hO20<51K
zYI2ksMc#@?H)iTR<7|c!FIr5a1!81IE{Mz)GJ`g4a@(R8dglHsRzKxu{1q8M<s$6F
z)Z$2SQzp4G^s+;iVMz4dbm+K1j_OJiN?*isCVI4z(B(LoGU2%Q#MFw|F;E<)*S*ti
zh3pnhoIkI|cG^YcYD-NY4oJvS?fcKh6h?2aaIS}~<<&z)QS2Q-5Lu+RVED^VSP}6W
zO{1%5n7M{%lh}+YUIxb`t7KNVyI$|~!KxB@eZ>3k6vqVkq3rZ}QR1b1TY~m=4Z!qe
z#;;1w9LMgMZcEjCG^4s4kv$I%{cnoki7h4PRY7@~bhf3{!6W1D=Wm$n=Gw8pIoTqa
zESrQ`s=JEStL;gQ2Sb8zE?7UgUFn!>u}EpxOB{Kz5$`GZPu9E`_qQ5c993yy{T%3B
z{rU}}@<Fd;O$lwW{O!&={NTGA#%y*h-XyrN_o4BSvTjx%D_Mf*oca1)uvbgK`X29P
zQM=K$y+pmGcv<To53b@BmEy5dC-gZ{TtislHF|AvR|0*m<x+>FG{ue~`b!@ds^cZ{
z(8(YPH}f#csK&7|YsXAZW9@WXFWmkuRLzGd1x8B#*zZJ57qJj?<jEM_-kgpyM<I?^
z7{9Y=c;D0PCG||>q*FQTOPw0O)sP9*VLufnF{3b<fe3|?vrZ7IMDZx(klkkX_$P~=
zo9rE1WxrN_7i`iG`su&E+k{#a=BsWqycImh>hifUCqy2D71g5QsU6<cm=0GZQNrJF
z6J5@qyW&GaxJ`$>rLHa+S$<8lw+fJCh9__DmiT}8^L|-PtaT-pI)TpXx(3t{KBv|0
zXlMe!uZ3%*L{%C)7{^8QeI(N|5#StuTgvjKcPMpoWiT)LZ(CIy0sdY7TazgLNl<f0
zky^PgNVBfdq%E+3r2WL&)jQlj%X{C%IOL0nq-1*az;CcMp>6{S_E7E3qeC@Y6ZK~L
z3J4EcgwKt+mW5`zz+L#;edw&}(SLu9>d18P#3``rEGt~PB1hBRRYhck7p}^PONaeT
z0|6>47XE4?DX4Oyiir?^D64{mUZ{`>caS2<X~o4yHnS$qlb{alpB)O-Xbi(~*w!zF
z>m?|hYRnf;)TM~diut=YD<`15+o!|zayuMaje=QjS7opZ%~Zkqm5#yHXg0>lvXS_g
z;JF`Ze$SCb4Q=t`(JK<Cf>lVSNA4|FSfOwm-0Y1j#2de)c3<1xn^K}^J|T&lpPHBT
zi0W?s<EJGnA3RPa{H_sgS?<~TDd8#&`yX&SD?i!*=cMDEMtA<Y38i(%{a+L}C`j`^
zfEypChc@bMPQ7X3M>&eD);IiS<#|QlLw<B88dkJVA)xfxp3H@Ehsnbjx}xAnI=t(^
z30KvSuiMhTH5hE4t!w$|ZOBhcD&rpHNXUrkICt0Ez2rImsYj6MFZPh-)O;sfMrG~a
zsj7Cu3jFSezA4yX=Cj+*4CM^bmNw8;g34^rQ2Bif?Bl}ODn}2DHC`L)d$VZk$~%*w
z^xlWOFvBNWxI?zV<N)6?UQ#PLezeQS(&hdqge%^Owj6jxR=vR5+qAsu*Er(b#EV!~
zKaT{m`nUubJad`Ae=?!t+emOcF!EI6D)23Aic7q;9>Q$R{=A_W=e^_ToiRN;`26^T
zWrQBJiJPz=So|LJ30row{S}^>$@0F+4hCG-yf}a6fxgT)U=*sTmg#XGZHX0e%)_FB
zRG5ZRFxO;3HG<cr%Uc#q=+`^zgR$coHMrJnV0|wv4-d^1y<$^1Zld;eddk;e@4w)R
z%co!NGb6Kt`WZqA8+%IZKSM1wBsV*s%sv?wFm^gWKBbWOX8gwPb30MuIi^%9Bp`b4
zs)047tL<wGa!Yu)-f10{QgKK1SOts)4t<`HMGK^CLX3Ry3S4hh7s4srvFauiVMNNm
z+{ae}^!d+3dTrTu5ry#s$6_{j)ArA%+a96L%@2Repz@4Z;#c$)5(IuOX=OvX`HtI~
z{7N5GGx6ssse%@E={*qjUU(B-L?8UqL0u}>SCs)bw10bw6JouglxaEr`W3`r;0$g*
z(rxBRq)~ZK0&OW$SopqfcP-I`=^{fO>L1|tru(x_hCJCW$ImVfjW_V3XAqRJ_^mQ)
z)}uOr54-yW5)qHOx}MM7t#*TP386quhXd?#K>7)QWVjL=@sWmj_xh<DY-Xa5N{?|a
ziM2Sm01+zr^XrFmq1BN2%>Sm4*BeIgnCey(Gw{DD<bPayMcii?xPtb6msQ~Y0cj<&
zDIsmnB3A}1G8!#a1tumpJ$5>p_TGy3ZE!@WQ2Iv2=o70FUs`qSw{zYmDn(RgZZFIB
zoTW=&;qPJ6ZG1s<*~Z&5%Og=lWn#egdi?NHGOW)8#*P@-9U&!-{kjme;Q6TF{~^Nb
z!;vheirrCcECshxP*+8I%js%MHtvB?eec35TaZ?l`Uhvhi(bn5U&e_ZA6+|)l?Qd>
z-Ik#C6_k#|YwF)ME-riqTyB{gJp84#Lb5$16^p)GxK`z~g3hZWdd8%iYov6T&8DD4
zmf@VKy(Zb<VZ*C^EvjxdbiMZ3NGTVNLp`H09@1NV%&&)(Uf&{RMGq#r{#t#!Ju~pU
z5wqxPEx#-Onh2)@PhpB63mp(0iH+6}e}nkj67wXjF5d!=-&{lVhqY&ewN958pJ|_;
zXE8dQ_o}eLJXU50NV+fYw3fh{gs6}M5SFa91Zf12&Ov58OZc#NLP^Q8?vcZV%W?$5
zLH5h)XzGC1GBeui)A6bREDbKn7;gfqT#T(6V=nKDBW3?7w7GD*0x|%RF&3zbPU~`C
zjzmcal|!0qifj;RsK7$yxMGKlwFUqv;q7KkOQoAB|M0qq(^r)OfjSH^G4UFjmUds0
zaJQw7UxbHG-phW5z=b63sfkRd!AY<<H5R!87qz7Y7FF>C!*U(Vc?}#$hU}Hun0eCe
z4i{>^r`~AWAMm7zyHDU3*f&fJgwt-r)|#q-0J*D6vhF$=#8;D&V4koB)Km2ZG;pw&
zr)@A|iL^i9X}7`HDuXjz_1<P+%~*MAeP<Qd5YHu2n-N}>*eh-!XmlT4r?iAW;L&q;
zIB2(WwK5H2Vsgu3<251_Gs}u+?RqPKv&uuermHvMpAFzq_x5wvX#%O45sXfd+&OiM
z@6#&&tnoKVME8eP20<DVio5Oc9HqZZ$A19VoU^?&`+#u8R(g*~<ogd%ZkhYjS7f4p
zXh%Py^s&uKZc8a?u5CX#zBT3sI}V>p6UeOzPOmS?AZQ`31gMPVX^p`j4T7uMHiOaH
zR$A42$RG^m!d_o>+V^p8MB6Pe1>62WD&*5-lnnU`EBSZS!Q}+>*l**l6e&2wuFKDE
z(WlHcUd%ZEm>dm+@=?0O7U>5JKBF%ym8cFrO;_vH7mJ7C|46@@p!jB%A>cb8^6uQi
z0<62CyeoEdsPD;kCOwgyzjV4>`)Ta67=F#uvA;pqsu9SN5A#>@m5v!@)Wb&+aAItU
zAGw5eL;Pe->N05nEShV^=Jft$Mo?T2tJ7IxW7$dKqvN;p2bGeQg(YJ%mYTIN205vp
z*DBIVBFo0NKl|pl)wq;Pq|MS?eD{<O4cFL_ALn?Jjm)<deH4i!!X6b=lvq7J2M|0W
z9dJo(Fj^HcNRMLjhoFGNJKgC;kUb}4^Fa~p-JlG9n`1mDLt(I_6z#cM=ygFPl3aG^
z>Gif<OC?=uixH8~JcVL2&ozf^JpYzzdnN-@%Jl%rkkl_<_{M8kNRO0lbIpS+Goikb
zO6i??-W}1tYea~4{nH;=odloNKNmZ6!WbHK&JX+p9&swP-bwthm6$ILxw}OA3Thza
zPBK=42=OhCQa^-=klNLuH5{dW1!?1y*Ry8d2+ZwH{C(?HQCEfsF2Ap>IJHYH?TIX~
zi`sJ-nRfbZD%#=z+rY_Rih#QLSUL&MeXqN&Kv5b{lokoz)so1nz|7cK8z?ACg%kq2
zttOV@DuNn+AYmc8{>T<0(fot>bc@sG%rRmmDE%McOwVNy%b?PC{jqvdO%42I^0bnF
z{aU1I<AiGQHq9V%)E>k9!+2udKY-zFjY#L|k1(`vZ#I>Z8$<c;#s3=2pXiN+;MqL~
z(f0>)r-~OikB+$nYs=E8Gj+(sME4ad3g~*N%Sc|Tuq4QP;jCgDj>zvRc}WkrHLpn^
zd7Tj)KS`mozVEEvgOrNx5w|yLe*>eKa=Lm%cvCD38|GOPIw`gOzMlFAsQyCtNDcCm
z`I&7_6W8F1D8DB)_Xw%7zpGGk&4_Ml56$5k$4ETDIWB3f@HhDO(#s|iVPuXsXAwt~
z)Cz><qHL5Y%L_zuDy(j8)P?~xDq7}3=bN>lsMj?#U&sAU7$^$ctWS?qq*v#Pq-y&+
z>O_fThN|?6oVBEecRE9AmiOB2!4gg5F?t5{U5*n{T#m)J#Q`1kYVIqw7tASyRQ~b)
zeP^OwG9Be=UP2^P59OdYCL#Dz(tee<aV~j@d66?Nesb^!%*HQH(Mh!B58^Y8y*4e3
zPN5#>K^wO|)h?PAl4h#4TlQ1~LB!nYg?3p4qi%-A@JP=tdz|)WbkmUPH<1tbNcP<b
z74}UBDH7l6E#q6aQbU&j;B{;J5n~9W#?_Dte(E_{hG^W7-p6n*aFZQTDp8TMf)|GO
zc&PQGn^9^RRTR6a?NTLgSDoo&A@J!4pxD4o;?_~N)8JwvbWG=AyfX?!T*;(Y9^O)L
zky@2+Eyacv*~={4UFb-!87UsaQqss;$*w*j36m?a^lW9eo$AVO&KZS%xXq;w2WERD
zYML{`VjW~6Q`1$3==^t@{lxFQL}H89!(eC+70#j9g!}@BnuFiYb6Ye5ra)L(;hak#
ztZG+v&cjD8GGUb78D4DvW|sij#laZ$!9k3b4VAl)0GJn`m_=^|eNUz|7nn8_x#R}r
z=ypPBVIC)n*dqW}S#BXXJ!j9=(cM-Nz~=+5?6zGy{nH>yNjjOVbz1VIm{|j=`~Mov
zeR;A@T?@o<)%y`lt}SwG5tge$i~=&7us6Awvi?=CRclur8oLOvabJZGw#G-dq>0Kf
zG`BS;*&B6RKb`jc1K=JNVkE^}5XJd8V@4JCmZW91Y|GwVuJtL(#BWN!Hqas1VQ!TI
zE@UiZNLDewp99y+{W@d{)>gQ#VItTWe4!JGTK={3z8ZL~LSl~sFZ6;&`_Fms3=unX
z1@?}@N(NKsF(o(Gt5bJj`zA8PXZS*<FDV&$7|_Hjqn+82g-=sWu8g!X5dAm%Mrpkq
z%N6!{3Bdb3rH2M-IHD=8uu^U6I<rEYgqY=m`dCswfRoMQY8%;!w<#I&d><X5&uI51
zQs>uNPHFd2&>%vHmf=TAa=|BL8~Vuht|RKi90Li6@cFz;95I@x5$Ng<_CC?Fh&5_)
z3s;weKR+wFFgtYl{?~FVW+#$I-ZWvPYE@w9t`E_0HsRDPWFd)&;gZxun{<mYza&h~
zN}2#rU6pX{WJp}7N=#uCTG+-2fX~z(#I6dKLZ4eqiS2;V5NZ2z1gx-R%emxT)U>Do
zU_O*1^O@k2oC2DJsS_k-C`oOGAwucHR8IDl9OUKjp2$4O0;ZQj@$aW&u#6>Ojey+Q
z3bn|XH{psBpUQ*mP+)2~hK9TYd0k|49j4*m3hi1pC0Iep51z2owNj@OOQ$RnH0tUl
zpI@cFL1Upxh{#HuREurPnz<Ub4y#4jtm4W=&z?UrdpM1CE-b^LyLP1Ka*`)wKC$wO
ztySYo<h~icyR{FI>hKu}j+3IFwfM-1${(RZ<mZRMrgWK4-vQLJUISLX{{ZUHfP2XW
zd6yJX!P1f8J3S(NQ{mLt6z`QkUJU(Nt(fZMsOqUSsvy^rvb8Lus~{xcLHq6f1Lur<
z3rG$gEx9d}R5~<C{fX;k&+pQNXD0?9X&ZjhJFKjSEeyP2vO0Kk6r*el1)XM^lkhip
zHo#>1hlfK_v`|HJ>&*`@+aPEWVCu*a_?G!3MDv)MD~otlT^Zrg>T|ef2OO}v{jm8(
zbBv56r0v!1tjSMI$0ez^Mv3I|o*ZR&^UWjvbMSC}i3k{hc2{e|94}j4*H`wI<c}#o
z)1~78z6G}*3}%><w!a!tx~(j*1)I-i{J@^I>iLBmG5q4^-E7_#0j<_)YH`_Pk^7zJ
z`XkJFsKo2D+ugj<>5ZJ3jdhmeJ+Xm({0Z@`?O)_9iQm`b>{9!Aq_NEA8O+<AD6bH5
zsN2k3;HMSE6mv;LfBQiP;j+_VKexrk30pY&>nf0PwZ)j?erFS1=BUoHtiIFEWdU=2
zb~b~5bDbyo6+CzL?4EBKS|5L%mNTw{S%Lorh=(aHn$a34>n8k~)Q=LMiAik~+P0rK
ze^&Nss<5G@sa2q?xm`@<dzcoSDM5@SHt#?<KV?%K7{qxmRQuPGz3DeXX2SK_KX$~H
zv-`cwZ}C0fqnO^GW@<`51AJQ7$ZOf+&g1vq<N<ENHI;@H?WNi<(aZx3a*b}=er{m5
zMd;NxcSZwrt=+m*_FMx3VlMXP#9s?oLW33HAF8n5IeBLZ;a_9s`>9@PIv^S%TK<d&
z&=ISpabV7YO32VaM{3h4$vF-gl3%=gAGemtXZD|H>^9UMogTxd!1<#1&_^tXnWtaK
zX)uk(_s=eDl5Eg-V-kro3^UcjkN}m_tEcL7?03Z9p8lrFwKBpltK>Hvc{GC;tCuQj
z^uFS!Kj}sI%lh+frz?3-j*Z-}4PA;?#qtE;@yAP#nynsdMPZG7W4JwukVpHuup~$+
zaCm@teRBknmDg;}c)rOqrZQi>x12M)j&w=?Wg1ZmatT%bl*qb1^fV_KU!>q+Sri2B
zG>DW;rzOn0!TNCW>WWcS&ImI3{?c^oOg6<N3Y73LIt)08*^zBLzTEF_>Ew$@hDt$*
z>QGU-vuATVHm%9W_v@m9oWCvGCF*SXHQ!JF1N=f23L7@!Bqz^aWYs@R5bo#?3Jjqt
zM{PXLpAafXPw+Ccpzm#-HfUR7yQMu(O=}NQZS6T)GnUXZm!mv|^IvvwwkOsiwsg@-
ze{3qa$mTx)MIcI~`14PI5m6GQ;QHyr{;ffYZ;5fd-09=Q7C#}Slf{i?cTIYYOJP?B
z)X%V?gG8kYe_HQ{5AcWMKI60fIT-QjOPy6>T0y^yy2GU9zXp@d%nA>$_yUU()wb^2
zb~<XlnTtQIBzhi64<k`AX|Xl8xl%&-+q2|g&Y7CX9>&zgZ?@(BkB$LsmdGk!*{>q{
zhzBKSaVN!zy2qZ)u0>@k))ZD$CA{h7dk@n1`68=>cEZd`W=j3hi6uGyzOyP&r!3)R
zUqs?s0)u6_FZ%V;TPITxrDjPa<Cf`6yH~%EAD`&3>=!W2jdYQ_|5lbBfjp>g#uCp9
zy$wzPCcmTM8&&s`vRYIvj0jcIbVylorma3W=u|1}D_-L^UTx}Y8%mjt+A^JZFnB&v
z?`tedpKdA4zNj%b6(a~zZNmB6!%{vlUt}D?U{TJt_owdny-#U1%8zJS;}07N@fo7?
zE`6oJSOwC`pi%jY86vSF&aLPRL?I*%{SDU{-jFwU6D2d`7scUI10#OXqiSwh+O|t+
zS&8s@vUH5+Sit2f=BP7Ey1N){j|9I<vTP8e`~Y26ma7Ety`AhA$UneX6ZKF@7Z$KZ
z`Zmv_r3paq9)xL+Bei`2<J^;{yQk5>1z-J<-bY(~;Oagzn*%WJp%mtMMPz|ojAy#5
zuOG#K{y+3dw2Qx(PK;S`39dAkH||vUb8ZEyqGb&{Ib2TRb<SnE=OVi4R~6%J<qZm1
zXL4i`Ndvy{ArtW0K1JW{Cm+@Wxu?jk!eS(%Gkz;I;oNvXqth`Z-jgK2c1P!7&mx|w
zF5%ej;yk0an|}!;9j8-Ios*;5<XObJLLkq%glPJ{!k*(HutZ3fwA9GnlJh<tPHJr!
zd?xwaF_t847lrUO<IAa}?a+@|j~Ae%yAp0*2uQm;(l#T~jM77{d{YY?B?4(WE*8x4
zcB<qlxq}7AhA%}>E19LhXd}0DtNXqOl#<UUTDD$<sLoVXA^9J`EB=%Qq4u35`}^v$
zncr)6gyo>doQVJXZ!Q3FW)IV+a#hpMlbe2o62volkCK{{`iOTE_XF~i{%1z2q6>)K
z2!}SBqB)PJrk~lm6&WoLUymQ9=AOJjNxE`5ssv=3=+^~R?Be;MB#`9B$k3M@timN>
zF{lV|#DGeI-w1jrZTx83FRAIoLzPzlDS$_N8r?ktc&L^Llbk}oGX5y-uhTl|p*8F~
z0C=aNQsS>8v6C%Fcv&Ruaj23-1JF`IlI3c}03@}&uL{bFcF6#m{=28STDMae*Y)Y!
zD4r6QawnyJZPLw@#rB1{YheY%v1sbmdrCC5z)Asihe}?^4whk$x0u$7w(?)*AvSPC
zOq{_)Tv`L+VEN+Mj&a;W@(ZEE_@^e8xLZbkx?r!I3i@f7JAnk30P!la#<;@szGq}B
zuW-<IKmJA4@fCbLh^Kz)&yT*+m9+upcWpiALvnp|PtuNQkkxmkLt#DDb5x-*9E9%z
z&{)?JSo0-TV#3+QgTotNMkt4?2pV3CjG71*Rtb#Qh-(Ju7aFJZUUbA4@jwP=HXge7
z#8@%(tg~3bj4ACk1-i{G`x5J?v)NTW+{;}9CF2KzmW%^(EVF&frv1~(LG>jVK?EK&
zkhB0h^~p4$)pxRUa=W_>TXU@h@<a0~fy0TdJ<H*ebH#~UC4xj!f5Z;B2zPd>NPMGu
zTf8Z;smHB1Im(qg!Khz0*vW?%o5>R|IA_oF9YjF;+~d}u&HMxJpE56-1tT;P%RK4$
ze}D=^?VmuAe4`wZEg@5(RQCr+SE-INor|ku<!$&)bl@_WsPhfSq4AwUbAj;LO4XM$
z)xuAkFSxs}uzry*(|f2OUl4OMF<H|3k>|XQof8b~B#sy^+x^kEE#Y-~>0$n+qK7MH
z*Jim@ss`%nzwHgbC|55rS@`aJ)HtG^4DXs#SjoMM|7|+k5?5Vy;xoi-Ek*8<va-J>
z(E>%=eMifhIB4%5#}Zk#VaC(1T17C@*!B*$qup)FVm`|^Qz=I-!PtR-u5|RhGj;Xy
zpbQ_faQZjD;-?Os`xYz=1IPylABis=$2NW@%{%*gv`NhMD->q2y%27(oy3rD5c}t^
zbhN(>x|Xob6<baJdY@~RHD7%D*)U4&H2<I_jRIj>k;9EJ)cqU#bff7p>G-YoG`J>!
z#8k;@ko3SU<DiK^$T(weZ8QMe&80(c+92^TG3I@tUi(?fT0`LUSjqAl!H|_RanO%G
z#>vXgRK*uYo@chMhv$Co6q-t!V-F(n_LwyVrjkoT!U}_Q-xNc>mygh&AMAT@evc62
zGnTTQ7ZK%2UrSSpFlu&84dFXxL2qU3JC=NO#Jon_tE7WO>L(lr&85~o?hFEBE%C6o
z!Tps5H=$60jB&rpSL4kBrjewWUwCZ!7Q30An%*sJ9e*<W<dp=%9v^+JNQI7lEt2vq
zd*Js%IF%Jt+pSJf-4piWROBWyzc~v|Dz%6;Dz?;j_o?B?MP@R0bx;K^*uP;KBCop1
zn$){=DcQ2$f=dbY-UU8zXHTYteEz(vf>9oN^iqksYPxjLxq4H1Vp$n=LMid`9sUQf
z6=S-ojO^?bwV58vbmRE`+l#ple1U-FS`}(j5YPw=75S`Tok^d3ftr*xF4`cgzw4`@
zC+Nn@BY&!{Lzm1J6cRiZXfFQ&FmLDP<xk<)3Qvh%u0C}(3)ChuxkzH2&5+omE2O=n
zC9|XT2Z4HiAL6NahYOdhvQiV%H3uOT`igv^RNbLfjLXt3#4B2ix9+}VVeDF~wO)ss
zyM7a%JnKgeUOLw{Xl>NwuO66|>Xq7+N4J_KracXK#Pd=tdfLcO7^r?eAyNNdl(^k|
z@R~LLw1zLD`z9&NZ!~Uii+uG~SAJuH&ylucc=1bS8vQfMw{Et2i8&xuAg4GMt4NC5
zCV{}G6+TOu#hr#~DYFtMZfkgJktd(xXH)Y+wewoGJOB9?n?xicZTBL@3_Bo=Sre_Z
zXYET;Q)55duf;1T2xq=)<aq-}A3|5Z3bR*!_6>Qb=45V8EVBGC<a0V3LT!h1D6Kas
zU4yM;%&OIJBTPbZln1v^&N<lN6TND`X^A2nGaU3HNu#|fP>q!9PJ20`)Bnk9$uZAc
zR2Fyp6F4*J>#o$N@5+0;SjXMVsIy*qOX%Ow-4+y(FcHe28v)rYTaDQ9fMv~GaUu}s
zTK*n~CKjn$lVbFTq^iGB9f-CTo>1{YZo}#4fFEva+3_{zlG>-Bd3rAXHvmXh0D>xl
zT5L0!L68VFFC(vnLsQNBy$1yH+@ORW$d<o1h14!W@p8|^u6Kdr!l6KzOnzu9GBhXz
zm)|YaFl>1)`SA~7L;{x}xiTCn9KP#unj5iMQAzaI{l6+h(XHM;0IT)9oJ{XZNcVqN
z5zlX=->6GvRN|CGisWI8&1FNlpR3EVO#uhQkZ48hp)~e!5PPF?9F(JrXH>?a|I8)w
z2h(X}LGd~zlx6x};{0dnqoY|SuXg_`CvdCdomD4iAATDKqj?Gn4E)@dYNtJ(anJJY
zZCGGp@p3@Y^|v7Yl?0h6mNql_Z{0&WnxjJU7N`C+DKD&86r^r$N+ppqN5W`<lkD%e
zbF|*7=OlJ`mK$-pOVId<{|?C(?miZF4k~Fj;VEG&S#b~W*RMBEFYwl1>h`J;5C4$P
z02Z%?ENiVg>8{JHm2}w`kWcDpCXAGtO1i)Q0+T*y4mvPNUG-p=UKSx1tBj<VebnvD
zkeHUkLRP)tdbHb@!-;p0t-_2zWlxGEg?lt60DK-3FPJ9n-Q;jVWXTM6TQLAx8mp*g
z575bb3*TG}#v;z*oh(kY?w$C_FtrST&>S=^=|pKu4hubO4dS*G$_aow2m%VpibGLM
zlIq2AZC$q+nxa8K8H*DMSFUa8f@*__;^O@nTwFM&0yp{1c_iFaAN2M3VJw74mVcK#
zk2R5%-Q%ioFnaoIP)UQUFqI1Bhj_35Agv(ltD^MYYmf^c(bDp*(#ek%D`~C$S)v6J
zKYqkKycT-R+H&8${ha&KBPbu3c)mqNh9+Hjp&tGQBWtsTxAKP5o)!psW@9Y)=D7{k
zCpq9{m2fLc$OSKwJ9ab~!0^4g5%ClzI1l9!WTKWAx;%_gaUsSge(ox0*GkR6aw<|>
zBi`O3quc*GjKf~$$Lz>K4v{l2hKI=V3BkoH&0iblarUJHt~qRB-%$4<J(bzszn)7C
zwD9?OEH4!e+ij&#2ouX?>WK|H(2fjrIvG4`&|WoDj6H`Lw=Lf{Pa^v7f_Qir^FBFN
zs5KE!kVL@+Ei-Jd6`|+&4V=M6CPkK?$97;=3HX?sRd%cnA(*8g(WOgb@J5{Nie1u@
z1#N9`RF{5`wr>K9_*UtJPFrWHHKRByQbcuoPa*(Mhc4EQNAh~4a<B2wHt2hqQRdi6
zcZQlrv!)?Ulc(Ct>L|36p(Yi+$hi}`>#wmaC$3w0C}M$WW4ci2I`_7Fz`T+OEXU<k
zN&M4qA4$wXt`&Xy+}ndm@n^6)s+MJh-OS}3?$Po5`=^no>6Y)sp#wYN6(bC@ziG1E
z99j|;3Jbw`m>b;S3flzQ)(NjCveT}K-%0iv$)tT`Q1lknTRXQIOKAcM0%aGkBl-do
zoFYB8EnGsPF6$7NeWVzPIya$@Ghho@rFHh}%kcwqWjc;cLyFHES<S81Ymt$nnXmQx
ztzO$UU%q;@OGKuk;gzCZ)!U55(Vr_V+Eg|=^*t^6es{CE^MFl4gOA$Va3%e{%JLu2
zkK@%6hos7LOp&#wmqgD|ch6;E;AmlIDsS*bUH5jd-o(oC{&wI<EpUcNbs+7L3?+BV
z7D~E6m;48aA_vTTO6)gRd7ib+W3gL@^{@k#b7(X+X`Y42^`A9y)nGJln3@(0{_+`L
zpOaERXa?QQJ=|Hf+!<y)!~M}oDsS&1HZW#s+eb+$VP2kwxyoi%h{l9pDS2VWP`Am0
z@x_#Y0nHV3`iMLn@O%2oJJN1K&0z%=HQ<QZJE^Q;YfPH(B#v4^J3=M(7S^)(B4xqH
z<lwr+<)N^78~dD7sQJjn&~~X*TwP3eTLuEdZe$IFMYmbrQ=adv%(6n}BmL~{j?Is4
zA6w%!rn!<jzc1%3tj;T#XqAptpDvy4OH$>As3v^83smb*6|%3(X{_4*LSIk;?%WJX
zeJkXm!#SchtQpq^1YO$cz(^3=!i8D-si6Ih^4xXBE^w#C+~2^@(x<?|8)`O`ui(s*
zv-<ibqe3Nr@xWcU1*O*|h90uNk$tb*#&$&xml>nx_a~m<{?bRWOV3l(G3}{rbDpH<
z>JeU<URpBU*m^`iclOI++mbG$$%cb9-S(9PC)2a-`+1#`53$gMQ1UwqPm%0`J;xBB
zX=gq2OF8D(`1;^Etv&s<kc|2Xc6|}Na3Vxg8=TjRvFd{`Btx&mOFTJd75UcKs1m0e
z4<eH?yu5fop)E2oQTaV-=T{3Wqw(J5cZCsdB54Ud>P9uU5;ad(8K--slazQD7-l4O
z=UF}1JIV14Jx3>ICI-Rd$!s871QgrK4<qH&2qnI%w$wzPvA<onf++IL+Qz;85B?&t
zBO>YP^w5U!<Vm>8Si=0461m*vLP&|~rpM&{{+dh<tdY6$^#qDh?eA-j${X7LJ{)xC
z#B$w6L&li8OFx#Cuz5d}EAo(nEf+#^1{1*BRu?@JTm+$RNh{hG;J{q80pRmj)L8NU
z5|&9>yH&58(BN;vRAAq?A#08O9C(RSxMr<X^k1oa6Sx##pM?kbPhq+J=jR##xuY=I
zxBnFyP)F+j8!X)V-x2#iQntTCSd1Hb0g$XI4<m+aW`L}u3LvHvuj+7B<N$~(?*PZt
zsw=RZ+M!2dh^R2CT3(eXAu|9MpTSG~IjZ$@#ESPu_}UD=X-l@14$X;!gEfT^KeBJ5
zZEj%LGuli>DN^G^mPvO8V|QUIeer|E@(Rq5%aYOpna1xA`}n?0XG@`~55?&OQs-zV
z@3A5|*LP|Lc*sX#a+Oo=(&dJQ%R}<&0)o^UR%~}jSsKr%9jTbl#)(l5I{O)_<}(1a
z6O}cHfTG_7fL@)RQ!GCeP2)(NEI*Vz@|EzGnAm2`(%y+@VYqh<+YALoi}sG1?|7&e
zdh^R=oyO6sx`kCm?iXU!1uE(D6f$aoHHk>}Jm_koysb!^AHnM2FTROnTNrm?s!tV_
zmQ!DgsyRY>X!M?%aWbQOvp55XDaol+uZ!Sa-|q>#rUj_XWq!it1UC|`8}&5!IN06k
zlmW82>?Nl&0Q{T<QfEpUGXU);vQG(~xz8AlpKp{>?W@SqQ%1RTW?tz_y(XU-Vc(~-
zEgLd-3~Nju5LDR<FtA9%N&Il%n-xa!9#w|9n8Izqs9t#C^Qu6PDzPMOOm9Wy$i(~Z
zb6UK>GQ%t-r&lF`dyf`KDzJdP-LCPwbMCW2oNm@K#$ECN)#k>AhKoGYW-N|s2er(q
z9zo1aUvfS<TXVY`C%sK;EAtqM8H#Yb8|pqBiNM(!-mL)_DARqHBh8JWpc)i2NP#&6
z^Kl*gbjo=nqH}ME?svFUXWJo2Az5CMjz+aFN9pA9OJ&wY6gu^O%>n=NihNckw?%(~
zHnFh=q-FYI<Q27rd$$#h_xJK+y|u+9Q4~&k3dw&Zz8$3r#aiduTJf&Dk4*_y^th^c
z;*9mI@L~`^F+#%QS}pE$l=%$rRh^me=@3CBzq^ke8l15pC3A_se^5O@Z@eV&)o>;A
zwi69bvJ*`r%b4=*h;WBq0php<)-G*Qnj5OOMRN3Ib*AC#EG{39bev+8dndZFN-IP+
z@%#XBuYoH_;+l<R0lyIZB<zcykEYSB{FlYPQ1RU}{M56oXUu4Hp|WtYX5&h4WI0cv
zQ$XFmNwdE-(gFS2K5!u2MY{r)OqAP~_t)6UfZ}zpeO{kP8&k01J}7D+BfU8Rg$GZs
zm|;jMxYm!=p=5jan)4Z8m+36g^t#5fT){_V;0p;=;TyKZp&p&XmTK9-1ma(Timfv*
z^Xh*#Lv%i~l6xN$eIn2Wkr+0kFZF-_Lx#I+#F8MHoIv-mU9);O!{q|aDpB=*w{j@L
zEBkg<_|*{}&renZ5@$O_^!BYP3w!_Ts=Q$f{2Ck=tw9BCM<YvFu8$}06HMtSpVh6P
zzK&PCuZ`<wEp(GHlEL+YsIhu#Hudx=(RDF^%BX#tiMmDv={53_+D9on>bypNO3D(m
za8sOx7P;J{rqAVI{270LJO0)C_hH?O8O*1Uiojl~KT@T`>#s+7IuM;kMZNms33+r@
zRi2_SR)mW!3s;hCiduN;PD1JaA6Jh+UdIWE)dIsR5$qWt%X!tYg8SWW?>_*s0zNFb
zjBM-kFzYj=O~*w(DV^dz@h_7dp%XSkn-dZTmh}BG1!A=AI`+ilix+`USZBP+kXSn#
zeY*6gkA@S4W<~<9iO0bbp;0k+m+)c*>?8qashwJpi4Sib4HVBmxc02;?9>x)z$nfN
zjm;|T+Pfmm_61>jk;Xy?JdKT0!X3BJ5F)e1m3JCD;roiGLP+Tli6TGC0u7@rJ)Nf$
za*Z_vV)0?jFR&S|>!jNut(b}8Nqla6luK(2P<Zo2;Y0F0Sl`LG>R_o>CHQSm^nnth
z!?PpxKnUZ8!P5-A6|(`7Xh%Kv4oef$Uth4q+dyE*fu?81nSpvEu22K|tWO_TsCu1h
zi+m3iI*g8+<|OFe>U#Y|>=^Lv{Z!xiR#KMR-`QSn?qPA%)*pJRa;|aKog=h<7Skr$
zMle_0Fa~A4Z@VIIAx|l!K$vXEeR@+lRwWB+kqk9kOR4@Mr1fCQS`1{S+8gEmnikFb
z570#3nebie&pK)}IuQ3BR|`ARb4r}s77!D$e;%+F9YEhNnOIL$<FE*|#$G*yO9=(D
zDB!OuF<i~aRFEqAjWF)sA<<XTB%`%`E2ZCRO-|3Hs$J=S(%>Pv&@$U5%<eicB=;ee
z-E@ojArQB4G%{c<|0<hFHpKyw?S|^j*C%xIW7FAW2)0t+S!nNu1~AOzCa7?*t`!#I
zd!OULyO`kazWW1cbv+yq`yYK*GL3-aC`OH$FAN$I7YHyw(h@nJLG*rI=XsZ+82q9T
ziw)+B;v$N%MGP0h$A&f_Gw6~zs5qOj>HVSrDp-$*`SA5!NUxSx{NMBcxsJv>kU%$O
z0^#syoaA{JqrQb4?1@UFT$mnmBwRZwWfgNN?N_;&42?swTtzNTw2!FoU=cHI*>p3Y
zw8T?qq!h8Q=Sw}n6XrE*9k=C*Tgw!$^?^U|?djs_Kft$YUOf;L^qq)~Ty|slfoIPz
zP~I8860H1jskJ6rU)298iXsn>NM?5M#8ZlKEJCHOV7L0wo_pe`uCd)WUe5Q1+&H28
z-2T9A;C0q?7V6HOL2+(?qf3lnY%cRC!-796LlPnSnhsYIfu>}v%9#t4(o&)-2$MtG
zfrLXY@u$#K+X}ikQHtKr5r!i#6HvM;$5w1I{4LfD)D9X`r9p3~MfFm4bL+%gx}s;O
zLSK^0k+@hOl2!>xJt3UGm4GSTJ`*K<F;qn*ElD&yPrq2!>$|jU-R}Vauwu56LYwv&
zgupTxaWiFyrdSR)r-D2A5bkmW%gF%eX2Mkw5Z1I{Bc^?QDIAfc79&RojFFrkpf3fW
zT<~c5q4?8kQ(gsU0|0hKyL|8zMq&%Szk&Tmy8iWQ%WIzaWUuNM8b~t~p_6Ae-XOpp
zz@pVHgHn{YNbvH_2?UdIPI8a`joFz04U`JFFwU_x6j3Q=0w@9WW%9UQzwAzsbjzB1
z{qh&WMPKZ@VPFLuw6D41Ff}3gbn+XEX_j8}WXz3SuxscO_rOzDk-|~kc*qdd(G$uy
zUzluWq8$3Tk!4$CVcNZ$2ouB}zN%<;PgoCIp06^5l7JDSqOVInUkm^|pgi0Hz?f)v
zp`k;45w+HQOI+d{OQWe_LlXbpwsK<O_(69S*1F2{n;zdDcP)rJ_ey=-Uku<}nYpSK
z#<!IU&#PR#dE(d#E-i?L*md<gQG}wuf$F@;r=XvMKM`$8378*$2^->oza(gI@(!8H
zG#NHyvpwlPZnREFqDefAYHmUNXX?i4YW?6^dK8+3?t~7CDbFJ@ET$5OQn@<&ngoSr
zW=nYs|EkGQ<b~V+*5@za*MiDTK2vxsp>sO;-9i{qSB&}4{?hns1YXdf)o(+e>a@P*
zw02!$-tlu&IUVi}W#8q;B-5fA2yBf!+L=X{-fgZp<XhS>%v5Wr)>Tk^fa0U4Pa5Sf
zJ8<lRb%y5-ZSs3DhRA{_t+v_fT%+l&)-X5v1+z-IKT7_aSp90PQ+{s6n=($2rzYaF
z$1U_H-A`{u6U2%}dm4Re_l;fKVOu%`0-2G9PYSY{63EGjjWIu~6ye^{ElE=-e~>iK
z<j)Ps83s9PyoOftlKk5!gZb)#{M8|BMz3_O(cZm3pf8=G{BSFBD|%y{Fin$NoxayE
zwW%hr#Cpda<IYT%eiwY>JC4Ahw-m!{%Ovo=9zC*AF->q+JZ@yW{|eWc>BMm>tpBy2
zATs(m7p_Z!UQ*L#YyU)lFFn6xse`!*N=2hZ3CsTjGsT+gGMGIkSBF~EdzkQUoe(<2
z#yy$9CMC2=FIm;u4}3rk4We=!Y;Fc@r(d5|r_GN(NtSLlV11hhdGKZ`Nq7y~eU3Tr
z&*?%YhYiYW*P1py5zaC0ydK3C$EZPFp;my_tL!tm0!!w3w1>`gl`~U&3<E@DpD4nH
zBtAb$h4jW^!!!G2*qWPPG(Bh0x^Z`eH<{^ZHD?$2QPs*c?X{=%GnX!?Ii#|Sx`i&c
z2dC^v<V&dE4~|)8q~*C8aLF|I)aK;S<6!2~91TxWx80Or;uiV#9O{`biB1v{XhRPO
z>0=!?@%np=3>mAG1GR#c?hwJn^~S3xFHDppVYx#i%lJZ4zfXNAjr@RN%b9ncGw>bM
zHOLW`i>zmxb~fKwsPljZ=z>t^_Z>^!Q|$cg(1z=ls|P#Em)IY{JLQ*D6P!~1nwY;+
z8(y*z?2=C{9y)0P7DwRht?3p2`8TpI<bkcPzkh|iVe_iw87n4n)!^>eA>yDC2evqj
zw+4>OPAaI<id+_RBwbeh1IW)qO7=~klDf^Crs(*A@f}Yg+3eb^^nTh{)%Ggdt@}g%
z5*OVQOxqVDe*(0rfZglB7#aOZA+YC8sD?)tV{oGdoyT8I^sGw`;c>#Pvx!&0VuAe(
zo$iqV0JGG2*WHvqaGoqeoStYy4GdY3R<uW34dkXeQ<#7B`@a_0qzw>Cq{rm;ziK%`
zl9(5+=FwdUH+J+Q%lT^e#)>gDok*DYYax9px?Ub!I2MtyyOWCvo26@Aupfvbrz^p>
z1E!s!ulc>GlDR#CHBI)FALy3{-Wz;ei7;CZ9l}8IG+goCn#%~ln{1|4U`}3NVfW+Q
zi~j&VMW#7=4KQ(*z<T8(dI>t>2-Cqr_+y=G0$tyZGl9X&#>L}mG))a9@!gp5M!)KY
zlHswJ6&F-ggS)Lg)xMCR!+9yCyf{{qXj|&$Sr%^7_ztGSzh~wj%NJy_OVwSrj_ZaH
zRnkss3fz+ZQ<7RIy3C_WA2mKce8^TL1ZioP9mq-mzCqMEgiFHh(KxCAz!GDkImo5Y
zzT7i1O?3c9aB|QyhD%%kP7!8?-xk@194!NF=IC4=+d3(v>A=KqH_2S~)05sG4N01P
zzCiWT9`}#hv|_C2o#QSHdJY_<{yJL5*~mwCB`rCf7E~ep#1!k{1x+)*=B~7NhU=L|
zVMY8aR9?-y^{K#Mcz&sWuTzUENh#?EreBSa_>l3z&kd%w8P?P#Jt_;2Fw+Kn0fwvn
z^|H|{Q>%~qsv3LWPVEIfG+Y{2=07H!X_OA_gQyPW(DGB07#abcn@OiT5ktbjwNN5|
zoPx80BovllTYI;OUFcU8{h1t={E=}x@8P0@t2!+?a};ZnHG_g0>2uxPya{2fme^|;
zd2)hL^6On)z7`U??WCS^V}kBB#7EbaQWS}$%N6Ha-1fabuY)$@$MZ6&1WX?7$<yvz
zR(JlsSEZGE24m6niXO{z#eVwOV@XMnM*N>1cEk@0CdA^CSeCk1JTol~>>7gDck===
zT|xBAR3nQy?S54M05p-iTA4bDfxofK#Tgn66`kfkslfD4x_5GE!tA9=gU=3ODc&b4
zGFpjL>lg7=9?CS5e}Ka-+|%rZ@gd;Q&KXj?>(H|I5l1HFaW5TI>B8V$S{)hJBo){g
zq)0MTZ=nJcBtTyWYzdovHkc%=%^b)ml;EgxEb@vgI?lBqBRJv0p=HeJoXz^jA@N`k
zXX|(*!UnP}hxO9e=}ezewd-|kai;)V?z;G12+bbL^cA(20Sb@_v8H~jM6j>XjJQ(k
zSVUC>&E5$T{{zINbpN)lYfD{U_EV#)`)xu$T*{27-c@nCDcCMM2u@irwr@{axhVbm
zY@97saU&i9MS^DdoQq+2uGZj$vxtjNv0uSKEXO;eTrXNepFgh*y(8W?YLU=QGR{mk
ztv*&hXhIBp4B-X0B$yn(gQu7K0cT<qYP)E3%oJSANn~6*Q|@AX@aV>FUG^;_H4iKj
z!a6;%)~d{IMV}_Gsn|Tvi&?D-j@RcNxB{Fl>3*n*bY_P=rBn#tfuAeT&2?<bdQ$9X
zh)0dOA$@stT4oWwJ`h=<V^z>_2+jYY>Aa)a{@?c>qNp0B)E-4`YFBKv)mB?o(GnC9
zGd8ViO6(QH7Ar>W)lwy>)gZPiikP)a@&4uWJ?Hmda!yW8^3Ut}ys!JZ9v4E5++(~-
zwSdQFAMj8U#ZGvRIXx>)^vbdtV_ebNOu3lGm>*fj%)O2Ym;#1<;_k3+q2U;@Qa=0H
zds#NRcveKZsEwCb5I?D^SH3hF(wE_=@D10fy|nK(-2RbM;@`#h+gYl>ICMs8l}5>Q
zDj<u_o8X5{){)Wv=C-X^leH$%kB~~U9WG>R;Cff7?~C8Lb5T7lHOg<NQzVwe_T=~4
zzwZd$Unc4eES+ud3<ml&wnZv)h6KA`d^Gry2hy``316Y$`-7IxP^Q0K4s>hSK*fk?
zhC}JE7wT0rD#0q(i!t&V$B@j`M$WI_v#|!9oTI11l&j`}=Zqv%*ix0UwxBjDY@Tq{
zD)>PbjlcZ80i&1tT*ak6S)jE#1GIl*pD^vWYY{J{{Ky47&+R<d0%Ce5WGy3OB5rUG
z*M63=!0HS+uy%R4M-ldH)CQN^$tx&`Hjr6PaH$0=B^jid&0SU203ik{CXCR1p?eR4
zNjQLJa_t-lj~|4D4MccVdX9upu~}BCaC0PA)4)6X!tzqh_s;oDO6t&l9ha9woFZv_
z8L7Jc;5oXS;L+DQdOWMmHF3UbgXQ1eU~eimk4|eY{=8zrkiEKlts*LK@$b+)ZWP1g
z3Q5BnZ0X1&@)ZMXL-n?9GyM=!3cu;XxoA0VR&IeIy*=Zq-C#W)*JC89TLs@F<9i74
z07*&Hk$iGKpooiJT%mSjEDIUpRB^wPxE}GIrF2C?GWd$n56yE!JD9bWhlj|%hZMRc
zg}KR+9G$BcX8~0dCkl5jU77(w+*A-^orL!Ib%?xb?j(^&t^Me04Kavj21&sWwG-t*
ztTvc4K6A6={!p34U<GstU3oz~rCw&gk&V5yu(@gijsgt2g)!gR7!UQZY3kJ8#l?9y
zyHg1v6|euLljK5t>r+xG@QrnH0^RYwl!8HIv9=LXU7nuKmMsk{Y(6nih|8wxQwG?v
z?f$N6oN6<eCPka-vD6yEv-}SpnbO1mGV>+AottYZH{5Q?x>DJ>^9!v34s0gH!cWC8
z^=8ZYO8*COOjYLgb9!--D{~g#Fe5s|o#{Cs*Ouk*=Ss2Z>A$Vd`VBvqKPR?-OZlWQ
zT>l_?Uv%?tF&Eci1iH|HIP}%jK5;9j6N%)rki$%@%^vTkXOv+GsbClp3?~(van6*x
zXVr2ybTT~|taJ=_Ob2jx8!59{OkLuL7Xd0Ib2im<0PtrsW27Rjj5>fjgV9YOsSLnv
zN3s#E4bZ>Gm|^1U84fRR_7tVACc(F_L^y@h1f&vhj$4`MnO8&1cAK@h=1Zjd-mU!3
zTdD>p6lITh?=LC89guNA<*&|(7vFuZo8RS%@K_7R0nn~mEuw?L9_JH;v*c};?H>>8
z;%#|NEBc~DQSI#BuAHha_Vu!t%T0nJPd3vCwsu`QoW`%t>+C)@nuX486!^P+p^%*q
zbs^22?=b8Mo$NU<WI>yf9wQY9NT~rMA|Q_Ahc;^=fXYteuUP^d@B)`S0or+r#Q+3l
z*LQU7G@`y{b4CBU6Z<et%h=%PR)E=nJxOlLfdhA}VE<t}igFEg`ctMx$ezW^SIYLO
zU*^~EyjoF^JbyWz(6}^~o--yg94kwf;BkfRALtl`fu`{1^)O|pf0NOP(F&%JNhYzf
z=PYRn)OfkGN*{MhYS#Y%9l}M-b#?be15MXkBt?^%9iNXqbdUtm*fESuUSSn@ET6XB
z*ZW?0ky&{=-zq<nBe{qgU07NB#<twH#G(IYT;20s!_=!!(Cf)5Yq!$BsdBO3=h{sy
zWsz*$(k#0hORUt^$F<%MGX?3mR)+m3IYmFIK8Vv+!bB58e`*Wz4-j6HXv1eqi2gm*
z!+;$!YgMZvzy<$)c-6&N3Bw4BcBS1R(Tq9$fveT+o;PAv)aitY=a8u``^9h{S1H6?
z=9T?k3g)_#@|4Aw-;~&=+)%bWwr1I&<jwqH6-%phxMNEMk>Vb^*<^bwufgwq3v?gR
zvJsyFVkG6S`Zb9=fGDOfYpWzz#9Z8TbqS~7?(s-v^Q(V{(LGn9$?v~e`NrMmT0AAK
zu@6RlrOdg{K%ycnwb)!Y|Lr-mkzdQ&0m+1g|FxV%y+rNPiUD$uTZh_k@)tsTe8`%B
zJq0%>r*Lgu(e}Egt`OVVru%Lto?u%?NmcU@QDYe}TDv7~gJy%TK&k_|T8bB2e_s5W
zYpz_rnS@l}VR6+|lK;X~z_kQ{mH)yu;bw2<uU=IU+gWa;&)w|RRlcJ^#npzgaLx}r
z;UWS?4`#?*1XFN{y8G-iL1)aKWQPU}M||g(>!DN3Gb@YQp^Q=&+vKZVK9_iDPGRC6
zH{3%z*J$B<mK!Ga^-#{c+5UyxBk@9a2^(iq3L1yerPOhyMj8FKeIZ4wTobf3^(kYo
zKyLo_E~T>5w7^7xsE{o<We^*XGhd>B6)1Y_xuNg##&w&ymV&p%xP;7@OZc`^2pP(w
z_wyuj*U?Gr?aO*e;bUnIYt4kVCY0YONlN_o=ZxG3NU;!fP_5_0)ivl*;vxf+gz76I
zd@_7Lt7Li14Q!A$MDnG~JVzeH9_*Bl%`Vfes1A~}@1^C*3aXQvc-WHT19{swAT<@R
zTKT-s>$MA`3(a8Z5|&dA^l1ep?JkZeA+5^=cC}H-j0q>YsKP3*+#AAvYrQ63^wc!0
z?hg|t{d&H^R`W8mq}<#A(_4?^g!rVeQFL}<90Sh1O5cB1z3Q%-IaArk^-IOVpZI8f
z^-kJBHVdFDhFHwQ8x49#)H^trNt~Hwe-)2?%W&#}QMtEI0r$nQ3$lL?d`gtkeckV*
z7?lm(YR|}CfuuGY&y%-@7y5cW+1|L>R}-IlvjfNdXxg;27RFcJZWR0{97~ckT%+mj
z%)z$p+Hi;dwWF>kd@K|2A>}{7cJaD&rCK}d)uHVX$FO8b^@#B@%#tB8GzMx!x%A@?
zg=TMUB0#7MkqtPjh3alehMw;|rxcTl9pZ3KW8+}tY*R574m=!U@9?i^9NGeHB>t3F
z3Z-p|d)h=XG{kk1YmNAlsM`tJWGR#)0&F?mNv@L&X{XxEHI{W0cHl{ng$30UAASIg
z7KS7Ft)UzdiA(c9Xt0|Q48=n8r~?a?yvZI@%ttBJy(`lFP%D*io!CD9?|&?fzJhxW
zr^G~xd@q*x9?bc{&5z?Kd|MmZQDmtmH2RcfJ<Uo(R8PH()(>i?pcF@0veCPd{m~=1
zV&2$@%2;uVnwCywi)8e{qKI(m^_*-%ga<tE0xX4!TqDG{I_7(9_RTexLT$JiB(BOd
zW=}V&f*%i91<H$4e-q{^FY>mS_4y_o`xic^0R$5hEGJ2{9PWQM|23~V3LVmXE?RYW
z`_QZH-CaEwCKJFpmPD`Xu$C<Rv8Yn%3gf7B7-T4A^b*rUyAqZ|dCF0DT4$H@VNu56
zC%ox5UKterda+T*PE{?zkEpT>b7@p_?_HCNYdm9JVR!A>a|nur5xO2$JghA|v*weZ
z0h9n|FYy^)qBq`H{oWw6{Tk%P9c<p+L^CGOu8;m#0ok$o(iql|!_M`!L;Q&z#-@)^
zgAszO7tCvT*?}P%`)3?Lq`63Fs>7rSr~6%c4P}Uqd(TNB89&VIiU6i_K>{3La7DNf
zg+SE3?nm8%Fd>rZEmelj5B`4q0S;W~qdHX}!qag;=Z!#sMNHSGLampj8u$*gu|w^q
zXUNM^$A%#HUKL}A<-NXnot3bO@J5F{L|SCH_v<*Fp7T*_`10X_QC;@3(|N6>HipS4
z(cublGk@ofoT%4e=_wEVm$Dhx=<`87nu*J)ESPtt3thgbq{dG<UDMZ@cS7vb65K%5
zedfQj9?SKEp4*J^!ISci%~9DqW<ho8Jq|%=I@lYKJIUg){+_M@4S=P0TNu(WpFbaU
zuUV)V4xl`EIx6TP9K|I}cZBBN)NKZMx-;v{5cRukxvf;=S3{gqi^TXxh-FQufJIvG
zIMWusRrFz(pOarV)J$&5y-{Fx(m#<nY|X!qcWM<&`8CVdP%(V|s1>5EOgkMb@bONA
zfDWiqKY(3iac9Qb;CrY08B^+Wl&MWBbh&16UL}8kPAHhhvOaA35?{4+`|)J_e*ge@
zp=}c}1@D}y118x`v@{&&iYc7$*?vMqZ2zQb*Cji)YO1L<QM1c3OI4`lk{h6~OEOGx
zNT&M*_j$=iww{JEQlO7UWpH8twW}zaucb{qOIJbYmoxZLs+B2`B|r>C<_a~t1_psw
zNH<{pW`g<dI_#uu7SgkkOg&~2iIG^f<_x~7G|2OpeJcr=B<V~F3n(*JbVX80^2Ndp
zxw?~@0SdIzbiXvA1$M^4{Qit@*WKzcJk)tE$`dlg%{QGxgn!Q2<pe28*W_yq1j~A$
z-<bgIrx`F70u1p(PYPqmq52C&Wn>m4Bs{(*#yKSlfc<qSQrbjw1_LBJ=j;e5B-_Mg
zL6lu%PYVz62-KA+N!o(oj_&A;8iogSFm-64MnY`nBwtHA_CGCKoE>s8RM@$+h`!PW
zC_%<#W-wfyBtLh|)?+(s!-a##$qGCGLC8MP`UF1@N>>G(o5ZU8W2Utmpq%+1Kp;t~
zZ9UHdmgHptqsK>aZ%Fm*?BP0SM68Z<jKdXbeK|Jkm?pr2=inLO1VlS(wjkF6rOQE#
z_?M4pk%r=%FuAV>API*yGc1yMN8y)~Ph@iUom@z(Z@Hzvgj!_;0rIZ(SDP>=r@)j2
z9FoMp)JguhQ{|S=${s6cTg_kbw>BW<%Yf=FzuR2-1H=yMqBfNaU|sVAL6s!g4OVA`
zD=<1$rGrhAlvX7Y!!lkQN`HYvz+CV#?b~#YIsE`ZPG~HmICfBlZl<UVt1fd5rd;}2
zN4x|A)`*Z;NI@M&iOdb8P=YcJ^@Sn<`>IUD0sOWKagO++_D8lj>78;gYTf0=A(yDR
z8HlVki0!3C=*o#u2x25Dde;go#rs^4pGaEY156)hjCU)<Nkee4out_eJmJl^f9~OH
zY6Fq6;so`0PJ76uWoTZFebwAjN7c5|M}Ywu^MPRNZ`T$hU+xcw0Q0O-SkVgQg0Yq>
zj|1XQkQ>iEZ?&RS6D;G68^kI#j)t0i?Ie^p9L;?ImV08I8j*x)=jY!J9XJ2%^c@rI
zf-@anweu0F2DhUZp?OxX3j=!~dB+1H;y&NbU@o7&^CFaH*uxLWr;D7j<-|%utO^TW
z<0UL<<qc;ympc}?Imh34@T8NoKS>Qet5q}2HmNX@{=@m5s!sGi02yckam4CY?#Q2)
zW%E#b<|CiuAh<$7PJ$Ynr+OP2BZ$vpgd)iVVQN$_JPZJIjI`hoZUZ$cfPoMrQB*3}
zWQ6P_c_{sujKxJUa*s7PrDfOh?X(-cqE&?2!B~D)i1<A|?02(XaY1a_uFT!BGh*hi
zJgp(5&j+``q}G_4i`>uI9FFhvR2LYh?`b}H3@Z&XSTH!N6I{@+O#7V3=}?z(KVVC1
zUaK#u6D2zSioI!CZOP+gVQ}P(K|3##r9b3)IV}K;9>Epe&VzSRPq*7|8@<AeaCH;1
z_e}aFPwN~u?!qQ}%c<-Dk&FQ)t+Fsv5?z?kD1dB2F`y9o6l>rl073_DB>NA5g#qQs
zIK&imIUAs4*ZGsK2};N<kIaaC%eG=7*Ix8ox>~!FwRCzyoMuVCZ!nPVn-wHEc6`lZ
z_}|AM-s;B|<G)QM6~pG?(%P(HK{Z)T|73GtIY_GPG*1NVgi8p*Ujc)fU;a%!!tcM3
z=5RgkDMuArH~a3B@S*Jp;>EW;j_z-L&e$Y~#rq{_+bfRF+h@04mFLH-TOS{wbjGdZ
zB;Y{~_vSz4&mo{wc+|(6t`*ZW`iWDAC@3m}{oX{{(CE`K3YLm&S7IfU(9l$^Yn)j_
z{93og4X&Ud_pq|r@ioU;%|_3`sGS{y-OY3x8DJx6&pvu=yBPK(4IW7PAK<LJSGl3k
z<9IXeq>2Sp!nhkXaWhi@sy@paSE=qir2sOG<6H9k6TTdngKcPtwrq!YJVbdSX7?Hg
zI;|SqEnG=4p)6P4+^B5OIx_yDV-GA-?}!cP*A*5J_|A3fnR;MgzY-<Relpo08g=r!
zdwG@$uv#HN=bc^@<xR}Xkp$Gj(|S}_3mD7&7ObgNj7$M<1dmG>!@7ifWNq#w2F1pd
z#OlsZRfhSB<e0UljeEQVkm_<kwWB)Eek<=@TE;sVu_OZ+kys7vs;5D3(j2q$X=$&t
z1uv<3FV<_4x`%p=wE8;Z?S}JWP^ko`ttNF6?rogW*;~Fc1G;^~wiUJ!gql!;c(SLJ
zW}+N`C+@sZ%TwTV?GP>eS}kb4z$<D%0d$HENfFDvLo-(@^-hlip$!D}SXecV1DoYu
zy&sut^S;E9whwaDsW!d8p0pZtIKDt8D8GIJq$aX1>c*h4_At+gU8e}S+-4{N;c5SL
ze&{GUgi|D$jbSiiY;Io>{|wV^kDSagNyg4MvUroZo)&7ER)}G)cF?Ww3_YaAM9G&x
z76<+QQZyy*Ag(FN2kp)k04zlUGQ45<h&HlJ`cE3wIe)Uu(>H_W#xhrx)M-3GtlDO`
zfbU!n>spx*mUZ(_KM>`o0)wdcY*N&<$>z4YMi=-P1k#4WsHAUmOS#PcGX;iF04WHB
zr<3SNI|u3`H4($p69RFQd{wfz7X36S7qHIlDC9-Xx<=3g5hj<Th*Vl#;_6_VVm3E+
zVbef3f+_ZYPu!uMo43TtkZ5;q+kL9^>~kyMLDE?Ai?6qNHIgtciL{aw#Qz**5%-?;
zMxL_)8RR<0t{+OWy>s#7Z1yqz#-mN!J4FMGF}o&)`?9)){ZpNgn`xy6_9sVTbj!5i
z+mE|qL#|iWP|ZfN3hm!pTSsxliqv5-d#6j<v&=MCWI*CKSf1Y5iR4d`q(|gb#Jwl~
zqpy~4KIO013Bs1U2eB!qVdr1v51=`=bk6=Qgw6=c=hF57dh0BvniLWzy_IP*)VBiv
z0tz?VYT6UUAoJ$EuPqbY_);9d6a~l3okYnrz3XKfq#^(5`@9|7>~CisSNKnrWknKH
zUV2a@t(*9_&H{P-ynW<tAr#?xCxj0J<4)|lcV?^IUtqQUxw$`);bf1?wi>8h{blLN
zVjwG8q^-yQ<*s&61lyk;;7Fd+X>G0rPRtpHM%mo0(it5*TSKDWJi#(7v&9_r(QnIF
z|J&<?BmS-=9q%|mh=(%UNhIKf_*g+mdHqQ8<6M?g%|5!{4h3-kg5B;{U+EUVAEPI6
zsj#_347FIO89c}gE;VY)N2KUvZ{+F1h<2~+k`x2?YatRvGdP`NdfO;K7BQ8+OO2yf
zC)XobpJWMFsn6Yr6jKyc+eK(!34T5_v-ss=kLrk3vIi;<{#vv^^1EPEHeWBK4hzz`
zai!xNv~v{QVT~|UG`-=;I9Ep6Dy0@udCh%5#vViz`O#Hx-pD(JT+k_0mx&rl>AQ!J
z>=?d8i0J;?OR`IRuc94p0OJb&Va&>yy_$v3rd>bQAgG@aG)hU$*Lb55Q!d0Hx0$Yi
zA{-DP$nj%O8^9?HLp0@sA%<jpq!@5&dWYF0zS@Z`pnA8%iZhW%(M?d017g;Ib!@`7
zQA<;J#OXJhOPB3_qrpu0zqE~eVh=d9v#wD_<($+^6fM$Oz)N{(wRLv&F}G#0Hs9R}
zYi{yPflu%Q@Ipff!B!JF^@H}IGmOf_>2b%}rG<$BM38avI@IbF$Nnez#h{vzf9qD6
z4WoltgVA%${ci~6lhQ2^+9m00t|5@1anjGo)h$FK1IJI^{>Rb71+~@1H~DXTldjk-
zqrTH1T?r!S4g1;nDVYOq5A~=BYceUgph`$fiyH5~^rH1B4*zjlEn!*cOsi{9n?0}E
zMCm)ILOZ!!fKa&xmmUe3YJj{ZNNY`4HsT&wmqX^`F6v2uDl~v(@>Lmi8s#XHUr!$-
zy`G@`HFZ|{pq0+}Bq73LkYGqIAs>p*kK%UGoI19R-Cw!1N-Vg7p_v{zJyH28!xHPK
zHYU=c-XNp8yHTSog?*64{n*SB|17(M2z;X?r)m7H8OruWlD?0_DHc9{@ut_84)c`b
zEAjRmZAhc^>OX)kC)BdM{*kZ1VnjyZ&ueu#_9flT5UndL!h>9Jo^P4&=eR-TnE-Qy
zPqsQ|mG0#G`L5lYX6ey;pm@namU3X%maB7a+yTY{(U035bRC{dGjiXj?rf_j)k@Cp
zqnRzFU^Q1avtdvXx%uG9%dtNwn1>g;Z$iB%3{9BPE$tZMddvWht_G3g3^~~PU7Be1
zux12%>F9Me2j}{YL7LgvF>rjN_kRF|%k$b;Um@Dv89`u6$R?^8r?p<3<aJWo^N8}O
zeG@hPu;O~wr-ur$cCEJtQl8vXpH~Fxx%Q<cKu|fQtk{ae*fBkp^OCeE^-&;W+9V%m
zqAWFPRv?d3kXVE#cu1>o{vSZ~1n@S>IuD3X1M+XSken9ANKF-(3LEPXLqGrya*D!I
z<tV)|#ZX-An9ShWp00AjKib(s+J#@X#H~{C=JL?^jT$H8mpfAb)5^!xHiy2P$QIWs
zF^ttwD?ZD8;lo<VGys9;#6RP(WUw;*dtl6t#TfE)FQIFqlMKk73}^$HSiy9hRqF}N
z#8)p9R-;5V>@bRhxUjEHmaSYFOua-DI?IpY<puAI4-^>f`vqSVh(36XeGd!A;ix{k
zR+Cgz$>aHm)hEkj;1rkVOYylk13xVH)5Qm1PWaTP{}L?V_dugM({6rs<M^uDv^S0W
zkK`&tS*07s9U*2HS{3J|1Mn0Ztps1S%hL~QV21HNi#3w62dbZ&aaA125C`V|J9QHH
zv7ahIAg=C8ewopx=e8$roJ9vOh5M2$RXit@b#Hy{ER>xX<Sc$6&&)Y>%Je&XJ?;66
zw-UbtL&^P|1Kw1Has(C^f7*ERaSO_U5ZW_e()r;q#JXMM!Jz1hk56VPy=f{1C_;2S
z0LHVWdvJ>+JH->CxyQW+s{#%ojS?bh%0Y9T^vz%Zpzx}Vf`Zn*$pfnLQWuOqV;qQS
z>Ilu7o-wIukD8&PYs6xebdO5hIa-OAyJOkIh~jwWkwE|nGC6qCjB_B|^J_?eOWlIj
zNn)(i(qBs>{XlRlSD8XBV=(?Ckj%pEFk|YE{=LFJ>Tn^%3tN3D#UCIvD5YWBLvY8O
z!S;ii9l|(cAA`^lP;Dx~@N5zcM52O;Pej&2b0XFx0k;MhDh1qDGY}dedZ$QAD#(-U
zWKyEl@5~dIIJm%#EDS(GT4W&0gQ(RNxkL?AuK_DC1(XYA1D$u1f9dj1^z6L)^VUF$
zV=0`j`L&}vDUNqxOxNS&9wUcHy8>q-bot?(TbV$=$nn2;{VbR9eeqd@BHmBfzRZf{
zqS}XbEJTj1WpKAHfl0;l$sIrH`L;2I+LxaXFK0|cqW?i0`Vy4F-8G$QGpdU>N1SDF
zpE}uQe(2aHGR*1>o)L_O#>+q-_K=_+!nL-BjunQ1-9><Wf1tkP!*8c5X`_HI&NmZx
zfb!FVsh;wCdrj?*EP&S*iC?Q8X-Kn&s|uAo@|#_YMvfM^<$YD_M259Wo8%KYm+IQ)
zcg;g_Yxo3+`t5?@TEfqx$wf<vxH>}Hx03m|TO)pSWeR??Y7QH@O|2yH*fLT2w&<iX
zy@97kUl#+Io-0y6D^+;cmv{Nh-M1uZIEtBDK8PFU$O6$%X#)~-^1p1esQ`gbeC>Ht
zvO)@(0@huFO2zmdga#Jgq6X5Z6qHHU0y)+#&PaoxDMYo8Dw%>en-Y!aZm_e;xnCKj
z7*I2E_4zMG^vSK7a2X5n=)2by-+g~bD(v+?Fpc^YZ81{lSIFQ|YOb6^+s0X;KA^K2
z;M-SJ`76;Psw<$P>>=Mn>pzuZi-UzJF`*W~z&W5jVz%lSEOh=P{M*`clh>-xrx*Ya
z!lQDEhuKjR*r`x+Q2Xxg$BMB3079sU4CXUCVl15_Wd>LCIr*cXHwlOXCET#AAvQpr
zzXU=@^zbhA@+aQqky@?NMpH`IJ)dRWGO|fB)RV9aU;c|OTeLR(A$-xnrgCdr(u8SX
zYbs&22K?cS*QOPaHfk1YVy};MzH;j}lt}gc&hExp`M&bgeBK*ialNwtsH@7%h>o8~
zv<_TH=>wBl+3Pfn`4joQb#|<STXO)uUFwmOXMCee#_4Ea=6lHsEX$52seSTiv#&0w
zLfrg1Pw%=L2hJhv2g!i`3U2;{f)#6FF8!it<)0}Cw5?>G6i9{u!w^z?NOBI2^;GD1
zx2&&UNvnlM?-(o+)pRdL5=8W6zOB_+oK)x8=i3Sw?m@L<y(xS!JllRtpY&J@$p)Bf
zRg2TFx=^1Be<YBk3~_6!6T7mAz;eLe4b$;zXj;;RU*!L_6}ep{GOK)<`1${Jh26JN
zft7Y<J*D&yc=N>ol2!aZc`}nH=$dUQEJ3e9P<b+w#{dqnZnxs0H_Mr!_+5!wvWyFz
z(qRG|xs$}KP&+-79^>qIc4Lsq#4%B&<~S8K*!e>8b^dERWkmape=CpBnm|7Iy#i>|
zV6pa{Xqj7HOUQxMT5^27hf?#=`e0?zyfZP8q{!&QCA)Z3ug#I_srajI`SHzoi#?_*
zk;q^TkHGG=Fg!t5Y>B2I4xat6`FLB)h2<55m<UkDxri+-1$W%}yB8PBlWJ^QO-^w*
zCK`RXep%wdOJg^O+2>VPZrlnP4boqILEp$<;Q0a0^_c3Ha!AcK+j9NuskhF-B{p9I
z6?)bq72Roh@SAb3j^uK6)=3vk)@*)9IA(1Bq`SK7BYXQ4Y;pdn(%$O~8#z{m{yI_8
z-Wyyzx!bWm%R(Cj@MLG2`im3Sc*OTy=f^LUR8#BgbMp4Ew9`s-gtl+iH^%HCG@GGi
zJlGs&)(ZDsIVmLSh=4aNtNF400zxFj$~@xeS};gZUuy<vX>19%^GtoSkVm<b+S}{z
z57E<RxNe<)Ov+kr4SV3lru2b@HhZJh@QJ#0tH;pTSYJbLqQq9-t&NnX?@eRoonJnQ
zT+NPAC_l6KRsx995wdV;=rN(j&mNP@n7JZn4@pP~&uC+jgIFKCX)nF(Q3)EM0q{=)
zCt%s5i&37k!drypgfOBbhw<}Cl%e^(SmUdT)u?;QKMvpy=1}!p;#^Zr0KA%ncAz6!
z^S5!|i33iOE73&YNU{*q)-pG8d)&n4fhmPW|5F$Zr@KDY{y^{erb8rrKOwD#XOlAo
z1FrKn=fyomD4f<Ro>`%O=YJ4XsDulDY8dmQ9CN>+FBr=L?+|ow#Lb7?2b(b(C)J=<
zeCzBhN)-sc{X+7gkDWU?Dx<FWu<fh{HC<O6-P~y={?^M0T2RJk(Y}<20GF;fUEk8s
zGH-YaV$~;a2eEX$ZQxIP{;JRUtGbG33eUcBP*r^P7S>E-=Lso0(rPEo>Oq&OYLgjC
zh(ro;Q4I^ZUb_}48dIG9`1rQ)I0UW^{zJio3*j-^Am3zS%_q(=1`^DHCP$Sli6Z*<
z-tn*1ddLn?aDsOaL%i-)o|OZ!e<$yDot2I|3IXEI%GMEdD(!`2Y9d!9N9gch;}PJ(
z{5G%GaZ4Fk;}hz~^=V)Z7*3MpHYfO6m$QnmOO%|LHXR`HPc!PSLUm7Srhh^A>;l)W
znJ83lJ)NbuG+YiP|JPk<uSCfikwJ7Pyu?>O`6RHnS?A$S-s3vIfQ=BDVjX9)a~hDo
zyMoFPPwlAq`Q4Plt^5{SWJH%G$p2$x^GDQMzYv18|3PLSXoYHoZTPxtfk{D-^b`J)
zdBSoUv)(1&!)@TX^+UsV2KYtA1AAuq$srfhbvmj^+sHIJX_s*TkBH%kJ6qm(-Qw6j
z;6XOYfPbB<dK&ppU>O(K4p_-M?AP=Or!5lgQBV>3;v|Y0dHn8|#onkDykBfCFE4gX
zWEBjVRWe$@Xr5KnrTk#$th~H4RX&Loc8aTzB&k=lZ18CLoy{?A_4_Zuj@O9YxU#_P
zIVP8ciX$59KrF0V#ULhb%XPK>O$6|`l;0AN30$M`Ntpz#)uZPNl7mibX1%)x2hTZ@
z>?T{uZmG~b)f8aeY%K=^NQj+^WfZI+jsgS2w7mZSY3fwLSePUo%a$S>d|~1%G!{H2
zH4Z#3d^y3Tqx<VXhh%`!iFgkd8Z&VczP%nrfs11HCW?sa6g(WqMoX<|T#TRowuuQ5
z&!%>V?#hxGv~vC77#mI?ZpI4LehGG9)wX>8*Lhlv_}18j2=0?G(w7_Y;f;b>1t(m@
zWH>*}Mh5YBJp4$3OnIH?z~HGgtOPhmQ+`M$o|Ojn@i_x*)lG-L+N(b6Q%|!$(Q=s~
zqFo@~eAJ*(T?pjf_v9rd%SfS%Sk(-hfuJuhJS3E8I+EY;2N4XL+O*O(<T!fY23NSS
zrV$M)X5j`~wx84Wc|=h}ki&?R8+p>I>eu3>*d6_-i{Aj(JZs_FZAliCEEVo#+@N9A
z$PzPQ|1BbjvpTh<6?L=1yS{RTosUk|X=NDJ(%W5%s(EzR&gg!Ln6<LOGs$stsgz6W
zdNBU3?Gw^M@x>X`m3iwzrKWF`#MXNgQ@xv}wKfzM)ub8haLRMf@%+!Hf8&2*?e87i
zjr};ixi@$dumO`MK>uo^Jhei5g%bv0YYnxVzn%>j%;SsH`$X5dE6Qj2+*ZZYt#9si
zxqV>MOYX??qpZu1+C*Nuy@+3QpJ{MA(CTp`ypYk8AK8M%@y5S>w}(_@)0kx3pVs>D
z_s3-SBf#s}$!K*-MHtS7Qy5Cb;{C%pSu~_*ycmvRKhO)=$k$U~B$*3#iuWJ7Ex56F
z?P>Jz`C8GqvXwygja6owf{LHgbT*pb50V#D<KVq-E{A-1x^`3rZCRmJjb-fjN~SeI
z%MRrokY|a<`E?w7PnqBvv+$U0+(k!v;>m%fws#8;pfCwW?B4-U0o=>>bQMZiH=-EN
zuy#VEX>fqW3`=SMBS-f_KsZ>*JQ^vbe(S-C#fP5i4&xkw%D{#SCFoG$on?;6Ti?E}
z23#<=VuGZw{3WjLPY}{1OiX17iqGp4`r8`___A=b^t<q?TdqrU`b?*yZt&@xSwBjk
z@{FW2|BYO8WPtb(&llJjRzWR8_Lh$z_uA9OFD#rQes7PL6Wb_I;Ar50d<#Xh-!Z8m
z<lwodgz09jB3H(+1Kr7c)&om=>H8}In8bVglAB1ZkHNwZY5KO+ycRM~KN3ECZtVCG
zS~}Up;dC`Q=|6zwYw6p`%?$|w9-9KqNDy4si#A*o9js|zU6K*tH5J5`TO2JWG9vZ9
z-~8wv>;3mWo+WbA1X62m-t*d5SY@{9t|@^o5{LYf!kSjnO2H|u$QJ`}DP5S8U_<4D
zRYR@}PF0x?w*Ypxpzy~+3gpE!qda8I0HchhnOGB}9HrbOyC|KJMT^wi9KS*e?@&IA
zDQi0|(`He7Ea#~3FgcHU70H(?2sqTc&64K?HxuFqBHv3;@aAru^%VEml7-~PLJUUA
zXzApLiaCu+1fjS`;d*jh0rT`_?z7YWSIL1lOqCSGXLW%=4h@qzIpVeR1tXe4r`LWy
zzx$O~RY(Q?0aaQ7{w*0qFg1a*BX7Dh!uVG#Vbs#8l|GrhvRWQ;p~tL3Y$mF!AD^|Z
zm$NfcopU=ri|M<VIt#NEK3lOe-=Ut*X_fj79cMzeYyQGp*{^y1IGmJoA~v()ng<=~
zS(Pou3dqdmz7{T%>oFNG*f0mZ@jA?pg{uGpS}>fy`|KH6#$-&4RF?;I+JO{xq^0ur
z@m|Npq`D54p5n$z7btQTt|l1ZpZ(te`QX4~%L3zAW9ww-PmJCD%z4KPVmT*E)%ObR
zN-VDni|kCYnvCQkR>7(Ji(O%lD2KmX@ma&dzKCiwYP9`G#ZyZoV)0e*4#8YGkzHaE
zSJL`RC-ksi488fnaDsd+`}a>WRB=bV`h3?RuKf+i`dTH&j0L$Nc;T?pMU$B9`9pG6
zf+E_%juY0(h0%FIg1F?KKV7i|9Fb!&$&V}OzW#~JMMz<Z<ST&6_12mj<XTAi7_K=W
zqfVlvBZW`cRP94rjB^jCacU4@6OV@fCjf^97jOOlrJArRlk4B|^)q>s|8cR1p<Tn>
z688Kg5BDu2F$)g0?>*%qm_{W<WU)SIm<lEgrd1J+v!X8XQ9$b|y@xbS0CiT`WoKxb
zbumJ1ZxDf#jw|mBAK3x4t)#hNRJGrtHqgw}uV2=$F_~@fx8LchbkYDRF>;;S+<kab
zDUiNv0k5^mfw}M&Wqu&*Y8%x$IND_5(tFLK0#c~h$hzjt_0iCCW5zh#K4r~2NpQiq
z|23mu2^kkhHIIx+oP9}&$Ewp2P56JM4GBg!hvj_LRt~P*6}697<vJF@$qN6rMhdTW
ziC9}}i;b`^;xB`nKKK{EO<ZK+D*u>p>_a{N=FCV37j`kipl9M08%Oa+tt^OWn<yQt
zu0(`<Fpgw94h?^7`rNF%x%Hur-qKNw(hNFG;u8|TdTHB3dq~n0?vb4`|5GrRF+TW~
zQP^}%|GMX6i2s5p9sYApvTF-0Ido=R^>OPzHTZ#bqv}4Ysif_9!#Kqzg`5!4UIaa_
z{M9g1W=qySDm(x#Q5ZfcR8u}Fq%e2s7J50wW)?d}1aKz{^$U|GIJwCJa7wEPI+(+~
zDYFDNz;cWQXMzg_XM=^Nu(y&W@6Rm=0s_w@Uz>2j=#A>-adiduOaB@qM!=B>`JIcY
zAVgpUg&YtRTK+TS!Ff6LYN}>V_P@z2<WzFm0#fQJE{ga`<Mcv^o;E-j%NSH>8nUN;
zTN{W}IxW0aco?frjitJ+I*mbZSu9CPlYTr<XA~Fv-JQ+*h;`@rK+3D@+`F?<0wC3s
z9Tinkg$6cZwdHDf>4`$WX2!7Ir`D?f06R)I8Mpd76lHXD4N>64`?%1&^F7NAq#kw{
zb{yj;0x02?mRi&mL?$69APY?X2B{M4$|n@K+=rhwg_Bj@Gxk(Aas3A{a1kQb(Doa+
zi1_xMlpjV(sy30_BWX(5gs<;6p5>@E&(=H8JA|*U?rR)a(@VEwmhOfnK>A-k_E`Gy
zWjc*uY)>k;Kr9=f-w$TIy6RKum&0;QQ76J&>dK_jrBkM!rBuwD2%?0Jt}g@7zA}Oh
z7RQ1VxKEoON}O3u@EzuDOw`FGF)XC28TxRnl#Xb)|BmlZ$+G(`@DQ@K`TTFt9tK~M
z5;A$pe*X&b^mQJEvzl((V$TfssDWke+tHeWD#FA4MzYXR36ZFjSFb>2%o6WKd?E0+
za4EgpncLce)PC;vmE^ul9$eZ2G?M(sxnM_7g+6E_Gr^S9^-RwBz8Ia{3zo{gFY)G1
z#&p9G8I=^@y}BYPYg)J;ob-DL-XFTzs>m!6jnCvAqi}4R3dpgqD=HQa+i(?)61EZ3
zGpOqZXc-0$p&-a+j~(9kj;QOZPZ{m;`%lOrR+uP_CSTQb68u~;zCsG6xKR?S#}}Bb
zqrBWLVsF+mWJ9||%x%*c6HYaOqGV$-wgKWFJ*)NQi}7Ox0uWpi*YKV2$*PwP$jqlU
zYmcPA0bNw2Yy;V9W*++hvF`-i(4W8F5x3u)F#(nX6spC+H1Vmw?z+_(pq|>iVbCv0
z)N}#$n@$GEPr0SucIi>}FPRX#ZwL2y^~=9!vv5aqz7MT+qyyT)!kWdq6#b<~*}|5m
zpDbSoD4^sGNhXlsGdc@}=i;khSgu4tGoFX=napJ+e?K?{Y)HJjl?3s>=kZS^3fa_x
zoY1@<KIh@Wug9L9ZbZq;LUTYXGuGs!q)Ra5`bj|-sCV$J_S4dbXM->Ii6Ei}6ygaH
z&)o;d9b6W=IbuRDH<DctIuYscyOpZ#Tf$u@TcDkSGCdvj6^MTRw^v30+4VdoPDSUG
z=v}2h!n%AcJ$!{6KTwbb4pUM$KB8<50Nl%SNh(vw+vG@<*`*O6SM=X3BUOrg7fFnf
zZl;|Hj$fapn_r3j52~=@1aY1HpCO`F>2`jVPRxDm6L9Cf?`Eh|*PdGyR5~WzvJ1y7
z{7#k(GT$|MK$}ebW`%UI1`l|j%&}mZ_~~y&f6`e~XVNmecry;ujT0Xt7P1Jxr6jt)
zjogoU-B=g_-<~l@9z0tX>P;iB!?JzgNEIp3Xnv*aigS9ssPm4Q<|oEd%Gp>&WViBP
zv%?`Oq!b}{d;}xufBjvXgmSUxaL3eyd<QHUOxjfL{^omEZ6R$Qp7UqC?7PMcyWeK@
z!5*5*xUi3*D}8^*ePFv`tR8ChKQ6ubXVQM|nBTd;3)_4hgU!@z1qoBc;9Q|M6$KIL
z^9;<-ruiD*G$?y5UDR5bPP3bKzMBi|a-c!Sp4Kw_vusBmS%d8#CYqEi>79S?KBD75
zdMMr+8`BRI^>$`NE$v|bLPhnm-gT^yV9k)f`834zHq#PZmOI9QhXH<ouNN-Sr<Jtm
z7d%5ew9Ukv9pf8AE&&GmXkJ<f!Es5fSa}n4R`>94Gkpj~5X+IUnis^;qTKzSH-8>E
zJBSYG*|AGDp%XUfQ+5$3AftT-!DFz1G03Q@)h(et*NpmVt1q7<TGr`sO+_MaeWk2j
zIxQ6zrKTpPqdBHBgUn778+JwR+cF<K;C>fa4Fz7WO8s0;S!qfR>y^f)pfY$M?EMmd
z^lDq4^A4MIMqAoHX%!S94la^>_SUIm@>F^}T(?Yam8`rn25foO;=Eqoj3??5@R;UO
z1KMfF?j*b3v5_W(hIqd2lkk4cAn#>+23mEM>gM}qoIUTx?J$uqx##$S+=1v^(}s1Q
zn}*L#D>}hD)}^>I@bmXTLB<mO<N%fG@^6f~Do_KH!qvLOhe=kI%(_cg&unxYA)^x7
zUIOs9erv~-Y1+|{uA6S~EHyRmU7(ss+Vdyi%<2U`eED7bI#HJX`@k&3@T%rlw$A&A
zy^*-qpm*FN(FJCD`g{qK^)&UL8sCO}Kc=&rLu}tNWooO5X655A7%M|aQYr|P^-C?{
z{~2&+)A#NQe>K&KFg0<U&igpvD>I2W`NL65xmL&6P65^Qh1@jOaUiReU*+;2PQnwN
z)4Yka(R^{Y<h7SX+j+8tDWrbISCPu5{1r$=G-9T&(IjSAU8UQjF1{%p=XEtY%fFf>
zH0<aKB@&}gs_Gc{NNXikF7d$SRM;O6@~-3rZ&^QSZ-22viO7&KDTjBzM%N4M>L*(w
z4w-Z`vji%2di|vRJVSN4+f@#21S@J|byulznSDCRSMQto+k08ZZV6F<RG?am2{GZ@
z<nkoxL%`!oJ;KiEj!`RpeBXUynLD38i{R%_Hb6p>vl^REI&1|Vl6|6$T{F7gNiuNK
za^~lVuw>V=CRh#Y_wvbxxcY|d%c#RCfZRM-jOnzCLw`L<N}AmP?MiUfW2>?ro@8xv
zAoDO`M`uFhuqnK&o{7G3;mWycRV4p&dT#gq8g>Wn&%&x>GUuO!NIyfbc%$gfwQZ01
zXpYu#@#&Blume?*$vJrE{(k^7tC(6v=R8Ii-jC7xg$v6CRC`OvPs1$!Ok7LVDa#)d
z*spCbt>BRr8fnAuG3Z;>Yz)!H#YKo7`vK1cvUr(WhF~{M`yOQ2`wj>@NoT$kG=cdS
zz16CP64dF9H&~8hyX~3+Q+d|Iuow-JKq4y6P44yL-M-i)?{t#c`8-?fgoWcW(~?N>
z!OkRxzC|qgk)RJtjp)<weO1bSz~62hmu$oH84x@yW3eMmli%&N9>ET$!P%kwV*u!a
zP{a*?WC=n@b<sAblzT8km%A*A7ABFQ+tGBBav&dxhcWIqW;@p9F`_Jv?#?6)DM@zr
z+4y-77eD)9TJ$sjYC;|7T8`=qh;BA{ZiRfgBdBDJ@HB+cF6@yQWaVV7%%M}ez9rR$
zm&+~8zot`Z^UDXk&3}M<xOYqB3mM}3pO^0a_Vq~r<0a^^+QO!=l9=G3R#^qVaT4SR
z9QBBQ73%9pLg+UV@y8lYztf(VY{E3#qcx3t>~K>xc`?wP=g(W|D-{&v#tC~|SCJ{t
z8Er)9d^|qT&@IIA0dUX(7(Fg81jKoZW$h9t^m?&{0;(4RRLg`}Twa4~&|qL)D?aL8
zHFfOb=|)1@425cWdfs{rXa_Nn62*fANaeW(oE36O>O``sK>tpVLu2~^f&T&S$o!uR
z&gAcLMC^4_aoR7ptAum@^)%P3|L+n}1S(eo*vC~*`9>e@TSJC+Ms*+47rt6UOkH`m
zS?*KVxgzw-JmdQEtAra&Boh~)Oyd}_mqEj`Jcy=~#E4-VAl%6sTz<cOF~S8ao5){o
zGXog|fhy;$2Tij0l&M&sEeT<jz$CT;+2aB%E0$Vqxn4Ck>!J8`NL+|y8`e>zHH$k#
z_;!ynTvMhLsp(Pn;Z_n8Q~%^wAhFdm?Z8@s%z0j>@wXtnvf@dWl(Isf;tE@8lHg32
z8x&e$aQ_Lf&OD%&SQBK9-1{yAIW5J%DV;nG&9x08*QYv?dX`&DWB$Yino27=-KD0s
z5XRq90V6H7PCx7cB2QnC&0pBjZn7)~%a+nBPg*vn4xFy0=s7J(&408JK+vgy0bI?5
z`SOpiBKcE?3)}WZ?>IEJPBw8b)+;3~^;2m$zft_tjO1`tjJ=Ut{3}-N;Lt|KEe82J
zlRq0vo8!sHS(H|(aPZtD=Csp)hOZf%-nC`HZLBR2&AI!w=`E3(*IvgG43Wc#=N$3J
z`#403?5Pf;H&}}Hm?qHA`?%lfyN$B7q;W<k2nz<mrY5>%&xap+iG<>l68+cQs<K%i
z?3>Z^xt^GCq@3OufU^y=R$J~hsY;U!U`mI7=;91y=5Zs<=Z3GFtX;z_+rm6_9qvXN
zd<nK=X$<x_<Jgdio{{?ib%T&RNKdeKgRGtgIFZXNp4YmWP2b-P)TKy!YC7>1{9E%o
zk*m{THVDP#C`ikPB4dYP>JDt_KYxPIiN+2|xnD4DEVFFh#=7KDDlhtQIZYJ{{H;*C
zDDM|pDKl#L`Yv{%a3SGMuJVq@mSoYrs?FaYRu<1j#{oc>7J^3jBl4k#Fv|>$v`mT}
zqkQ#uScf`Xd7oR>c+hVLy?i}qQ2CvkW(zZy`$dX*ZXs2l-FKdUbm4pU;&|5l`b!dQ
z@Yr1%HCIkPIHeOBL7FE=pJeduSfN)oBrfXlmnLg8>!rn)re_6?O30pjcikECPRpaV
ztS;y@7VxF^(|o{ahn4*IP?O_@sR;@brr~=F{{iZ(%%+n74B^%3_GkxsWIZzB<5;Af
zA?;_OPtxi)&1F6wu0Vh_J#8z0IJ+E-`<^~GPfF~L_Iv1rc$3pCh@!m*^YOWaP@J(e
zu}f^3n|+kwl-~tknug6Hlb=jTfS3(q{bA`@@-3OazYFoWArBAOg5Nc><3Dhpdj$7Z
zbtJ)S_g!3%O-7`MJTqB@?I-AR!6S&g!e{*rr0YiU7>xipK6z+VC&U@tt-pb8X-WMJ
zFJ3>bbP+{0PY^g3Zsg+M<lB>3ou%f!`O~L7_5Ee>;aaNHwv3T8WJUnx8-kU^I^?bW
zsTqD`2R0ui9h8czHrpDVlGqQHD=NDyb}w1w3&sX)E;knbM`>yaF`z%`y3a`GVCuy}
zeV?g#rdmSPsFQeqH*Frimyl|*W4tToCRZBeBs~pw%I1={szmZ3*8Wty`oPbsyE$==
zhS*>;l?qk&bsMS<HY)on$6;RrIKLUS#aK^S%IAFCQ>pqO@|`7_vz;uk=KPlaxMMaZ
zQnn;5dc4`J!}MDl$EC#+5vKw>KuLXJ9@i~XsxQH?i4fHjIE>4~7_^e~HH{?dO!jk=
z3w5w8^`$vW_KqRs$PJ!MO)3da`g&|gxfu4IU>AFBPIm^ga!Jbi!&L11Qv09@svpDW
z)#SyPaNbKW>)|xL$PXttzwPb*=o&hiqx^SlU`<6EpzZfbR&#h~*JCvM4V>d@X;i$+
zwEwQ{ixLQO8P2W(A6}c;(XW@~QEPu9lNY|tuU=)#=(8}OIN3t)9moagcbdyRoyyi@
z|1QvIaG5TV4-LDF<sS~~I>%I&*!&9N)m~=iLo^w`)meQ=(z9pFW_Vr~$~#6oZb2{!
z*L*44`Mq-A74eJRNdbV*n7Nee)Titt$)gIuT?CGut@xbPjIyn6zxHplXha!ty{y0H
zJ@fo2t&}~ca*2GdC7#j9a+my!$@%Yf=G^?8y6SZP%OI6S@v{s;uBI7Zk%i|fBh;?u
zbQ%Yizq35=c118n?1s?G_r`!~bON1kUwi5$kFu1BPh1P*Bo%rOES<$DERgyv>-0O%
z_(BZ@N5>%Ja?`y@;xI%w)FC20G9+yW-+3p3KHN`)-<(S)SmCNdkmoL1mT7=;PzAIp
zTk!a^u8X;8QD;)0>~zoGL_j|)562mypCgLJ=@<d(2e7hk^6lt^hhPatJIN#ff8MN=
z9@Z;&638*F>U-I2iWuFg^U@wuIuq}K^cXr8)w~;jlEpAF{=b=<c}WfbqrjVoiK!i0
zI1u5$N%H^KK}U2#Dt=E!5aJxDoGa|J9?r0=p)xYRH5Q);<dq@ayoXiX+XWI_DPP^1
zf!-Un6K8EWnoei?N)`4#Vtq13S~D+?+s;GXOTj25?0YmGxu81hy4)rTACYRHr$)g{
zAG~gNg7%<&8_-@qs=l{RHHJ=`$BX}dA?2sPQNb_qosV2$RCB#`ZZS1v$KaP!H|4}P
z`kCL#>r*0!WtW4lECZ76s42?gA!Q^Y^qGA+C#{Hq!WYiJR^!%Po_{y!^%3DW&70D}
zuyw7FMU5Vn#8C1gQo~Q)ARv4^&G?;j!W*u*46MtTzX`SSd4<H-Hwp#bZdI+A`2hvY
z026ccjwNzHpzBU+G{KJB^=W(qF;_4#iv!trF2oD+X!Yw8;SPtq?4!blW-ZTR!aW<)
z^eoz=H+P=>#+l6JLiZ_J7FUyH{a{Bb=yz{cU-dljg$&AlL_2cI8>!w%9ryG2KoQN;
zo|l|Ah4mWZ!xx%`Kw?+taznX%>aCLekpxN~Qyq_qBv>PU&n<?WR!Zc(#jcL0ws*1R
zAP@3b?T-D(^8MEQc=u=#_KtsSi>*`Zjc-yDun4wB7j3n8HtPk8y(qx!yeGEYmNzA%
zjc2v{j8HNq_S`a-oRw*#<IDR@`<l9;_WGqud~$x1>ktPh0}FG@)8&{kdmIy>aCPL&
z?!rei_c`v9gskX7Sk~J;0@3Vy&qZP6n+q|0F!JqO%`Rv6x8^YY-)B1aIh^1@hMLNK
zc+{u0<=ocU$-q3Q`jGOkMT?I`D|MVz92WXKD>z{HpSKHMrFZgxV`^-K`%c5pQbP|N
zUc|1iJ{u>V^-h8m%5Ft90?p$0F4|a!##vTlg~K+B2&T!>B;TFFg_%`ulM$ooG9%4f
zEgr`%D$rQlU%_LdLH+dE%|ZMDOdmUuTZjQKqo&Sav|E`(_;!?g0@V1Z6JkK;4Kv^5
zCT<5ml4gDHDO-w>((vLsIRVhqwxL5j5$Q|o=HC1P#Vb#n^$sp@Rge5UIB(M5{ek`P
z6%^?@?$??<t@s|Wr{{32-2+iLC91`;I1_vth@eh25;`e`43wtfu{bU5N!rn4%v`N`
z*xB&Q<hQZA0LAab4`)n|Nl9)KcSc0?>6=4-T&jFk9^Q*BV6pTyFGXc-9A!km>yJm$
zY7SI6vNF6ju?F8@$nMwjx(SB`27IkU4`c7`ihR?%n@j?nn0j1@^`m%ECU=PF7G45W
z{4AF;H;b4w7xre-xG;e=y6|`89et~7Lcb_`S^^%~{$x<_;8ew9Hwo<IYVUf7FS>2D
zEIJob>d=(H+cvLj8hR~~m&v@Pdf8g1BC_Ve&j5|vL{|Bvb7ZQX>S<~2K{)hTf%9mc
zARZ>7pQB*jL&=Sz4n|vnZY3&?A<o%7NAz#E@30M|4dw=_>dPc~v|XZexid%93B6U?
z&d!R!)AHy~>4S#_*^pUy?VO1IRn`CF=`G`$eE+cj!GHnMB?zO2G)Q+V-JK#bx<{uH
z3JPO15_6z*cY^{_qlUCJjt~%$ZomKi?$`gmpYF+aJ=k@g=jS|*_xm<BI(mg7?8t13
zX$x*nT(}}ia8`UU#d7hp<#TIWmjCF3kScB0=DP-A`G~1StFhLGFe2?AF~f9dUx&8L
zO2X7|6uFnKFT2|KH&Pk=4za?~fYq+=u*DzE9r1_b&iKl>k&y52QL|K~BV!}|O|;Tv
zlT8D(EtnGYw^C$3U^#=nSFk7!^*O6|%56r0v@9^jDwu7uRN6SLD-?1)7gnZSZ+2G7
z*?fnaZhk^?qGXJ%PpJYBVf2xJ(aI<}Qby_{-8cMY2c}jM7G4%lPufh)FG@N)jE8F^
zwL0Kw2U-vE;&XR29=ARI#3Ku?Xe}Hnk9ohW>s_8Krz|vig&rb*F7oVFSm>|OX^IXJ
zB7P->BLw<qV+Oa{pVZrb0R6tQ?|RKYICEGBo&8wiyNZkFy3>8rv%NanqG>q!5Ae~`
z?sa(vnlXcsIeZ#(+W(XLdiYay4FmJYpMpbz>##rWN9C=wn(5~ySw3QBt~K`El;qXP
zJ|b6Gu)cn1wYL)$_1C4QK;z)ZK7V4+eDXP-MA)AliZ%$ab^n8jkgvxCKH2QeyPzhh
z_hl!X^7P0|;uOXO!hnv8#uXBSPxWEIu#Mfd@^PZOz?z7=Vm&BOGNI!=bGu}<HCb!Y
zTX2A0CLW^4{TM+gWslQJN~%doAQKo_vlf=IV*pp#T6vwx4fSBD-;pI~**#;<Gzb*s
z$2&xXBm8Lb$PR_ynno~SQ#{h&0HbA&ka1etBUoh6p23iqYTrTP)8yf6BcKLI`TiB}
za;z#a<>?^r#(w}*R0Smf3b>uZr|4!CUnrZ-C|Bg$jaz_U9%;`-1no-TE#C>U9h<IP
z;KEL?lsDYf*&ZlwxpeH|j_CjIGTuYN0*U`sN^Ul(?XsAg_~6Lo*&Bl`glKPxO8>ku
zyvc}@y51(9?=5$6FkFM;8-j>mL(SXK++KX7f;)-7%TfV8L;Zk`@=+G1tc9~)ynT5D
z>=6c0b~6EuB_=~&O1wez@G{|#bdeAPFbe0TOlHds#3JMdsr7GTSaucpmAR6F?Z`5w
zQ|Y;1HY%r5FBNuRa^V4OCsiTT;52WrZ23+y%CFZMc5Rl4cv+bGLH>&CuZL_kCOaWa
z;bwj|yCZE#^vJwKg^s-EKfp)@{}6PETIBJhVUJz&`yw*D5vAsuwh0T90C<2UhjDY;
zYaRRnAqoSru(Qe#hV>3-^svs1V?eY9Y`V&hkhxKeTtuw20gw9I4Q>SX?s!1y`QJVn
z-h}Ig&svqo@L0M)rL6v|L$g%~H}Od(OZe7*fMf~oAQYfIIZ~3odC@7Am2x)D;^=U&
zdx%>$rIICxe&WjDoc3EiU+ms0(~#r)l-I_#H9?XSoz2I(tmAKKKABE%6UVQXv^tu9
zrL?IDSDIqFaoWPh^8MTwTLyCf#sW_DK4t{_7oI~D-N`>l+#Bd7QF3ZrZ*ti3)P1V>
z!`apzH|7Mm-w5C7NDCLLi@aJ6^gdB;b9haf)#7xj)6(x8b*$4bc}{$mWR)mktjhsR
z#j7<?ls4#@<J4}o?L8XHh)JvoskYI09_Jf*!E|FOU9nH&K|nxO*+Xd4p4(N!6YsT}
zKDTCp-jW91dFF-**{G>5k(AH((i0X4txL)+s)4v9ZGyRyaB=b(Vm%mUy6jd$<<J~0
zF&$%7&L;BP{S>chlO%Sn6M^jsPWYm7frC9H=&Dx<Z$__Jh9QHPFp@}Aky-{CqUc7^
zn})=mOh`6T`oj+N3D~+8Nn;TLL)uBR84A>PBMy`{zq{ROGT-;^dm<J|E^9uYaU`<1
z-W?lI9_ggv7w@L2B*2E4|I%9mC@91IAh)xaCS@lN*DTIf;=a#6c@7UW$hnMlC_)^f
zJY3lE(yqS4QqON@Vl&_r9u~w(zwRmq-a-JRveEBsM;1xR`C2k5bG53d4LP^S9B$3y
z^TQEDnk~W(4S7>y=X4L;8C^Z0i{@SLwHYBLUW@cnum-@E!?7+>Fd+8(7=Q{ndr&4P
za!U7B@!0n8oeO0fE-bUw>U+qbt0Au;l|aB|!;)jQ^=N65p5Sh+dA-G2LyY4^DgR`h
zTkDiV5YK$a4*WvGe#57<iRPsVJsMl$F)U@S%Lzy1)CxVVPC|6lHW?=V+~9rBghaIO
znR0wsaw~#|!Rb)5>!OYhjAX1h@!j8vyL5rc5aEE6yzlMbOHaK&5gN>HA+jD(8hbzE
zA)^l4vhe;xI0I#z@KG&o*39SvS3NW``7ka5Qq^+SI3N1o-7~IsdpW4~E#1(=QI1#G
z85b&@rPTW;sXkjFkFYukKo_@kyu|+layy(aZ0|4`UeC~Ghoq_O0%G)>Ob-fd3`KLc
zP2rb?>JTbz$el+t{Bztw9(*ukp+;{cG4yU<Y$J%SxB9pd)l(t%<B#IL|Hj3gdsjn2
zcFwy?l)v_oaT^zE)dPxQ+)7MTQM(N;CNRcuj%E5#mgy`dZaTpkFzq18_>u(v7DvAA
zWMVAA*&qW`8Km%6v1@~526q}kaict+W7MG50s%5rU;YpTOw^7Myu4frg1_KwhT`ff
z_v8U>(uP5NX}v2EKig`38N4NHf>|2SHy71FZ+4kM2?Ev5+45fQD1D+e)mgL3itV@T
z@!<Vhj&zo~ZOf(>aYUS?3i9T!=QF4qMvqjFnBxP+!h*5HvGw?_&@4s`iI-AB1|%<b
zNu?(LASxhtyk`?`_Y*{YILa!Thv_wr>8%Q8JSEaJU5gj5AykX*ep2eeXYH&_BTaa5
zb5;Qk={GktMtHIr%={7ZbxPM(GR16KXL9FzhY(_$$AhCh4R$ZH8wCX)P!GwQjE}*{
zk{(n<1|U8+HAl!-xtB;&o@A{2EXav>`@Z&+>#Mt?<yxHw;Y3k>!0Fk~;xFSD{=`hW
z)G=}A)%P^a<rb>`xa6!yiU_TSZJp5D`KTs?xi{~9B4f~diB084=@VZjU-@)Y%7uPp
z=Y(EQb;TGg8a{3~J<Tf;+iZe6wmy+&q|98oacRiWdUfINY1L>g0pu5bcJLMizUQ|M
zW%f}$nvuBPbm$nlD1$Ma)qSBLIeebgO5nh9abSnY%t>`UsqJ6MpxH`%Pfi0>I0uXF
z>9L<s8i=Qvq=vAm_Vt$5WAyxGFN%$s@w&h_E*XXBva}OKz@GN^7&HOJS|(t8YYVEt
zimNUu-+Meo_bS|kltFpsA}BqSys(hC-a&wP8xIOs)<|1si<x-R22zTRrVtCy7%8M!
z-*lmTUmNvmX#M7qvG(7le;N@8<!$tTfd9X*kw~SNA!YD=I_p`%%Mh+u143%O7%oy~
zP>nnWz64NRBqw<D#Zi?sE*?5x(&0|Ujxmuf)s}m;mx!e7GBJcPGmha?`0+*mU|QPY
zGF?h%6RqW5{jScHp&@LR#nENT(T?wKiR;R9Br#y=;5bnlKa2DayKIc4gyn;6v1k~|
zgM%{%tRlmDhDUJCa2)#zs-G#fH57JMrZ3_dB(F8BXUg?Ko~2^9L~HbPpx*#*r%IRU
z7s#NcNWgjSFaLx5oSJunvabN=C62YOa>>7lM`tdF$-H;8%Ef0}+%ZMMpM1R^*XRBC
z8@X}+8s7r~{p1cnhXhgP$u%c;e6>+AhGPPyek@HWg|4=F{BxxbQjo1!**$zH)%xyr
zS1$7nDW>x(uEa*Ob(GIXc@+o!jZ;oJzgKD8yK#TV3Z!x`l<)E-ahn483i})p%YOSZ
zclUvQ_bbDpL{d=Wzp)lA!|XBcAx3s;`0a^D(-XL)+xp={F}3Q@UB<hryoIx*RVlJH
zJCgC}ETx>%9K>#~z4SEh)J|9uU*xyBnboT%7L3wR?2uGE8t|qvr0*%s^tqd9OT#F<
zw%JqwZ|1ZlkqB?)W)4gB=ZruA|IDXD4ZnS_d;g?v_u0u|ffs3+05Yg}G$mKlx}~|f
zBYodtDy93OLW=LU-8k!G#Lw-+)c__I>F|(&RW+A|?Uu>8UPnc7JN@E(Vfu<8>1VCM
z=@Xp89D3E7u@lzDpTF$L!q)TF-{WG*oIK;fK8)w|aWt7^vVdtdE~6OYli4T_ZapcL
zLH(%!I4X;_-cUtRyOby!HGf!azdTwFei!H{`?LN>td@qqxTQ!bO~@;Ajcv7oNyeQ#
zYOaT{$D<5eeCUe0;zZBkboyRs-mdh=>zW)!1r<cI1YuQ}Q|wDl?%$8rk_JvWz0z4x
ztNg85c-gb5MRD`ZZxjFODV!;owZ@BtA{o%pSfxzt&rk#L2d;{JKaoq3p|{2O@`!V?
zY~74^ofm^bKvT8>n{J!8^;+1afWZKZizb6U6<kZEb)os{WpfJ$;K}T~!o`8dSVNqX
zYhv>mwaKV*y@9<t4WSa!{Jn4Y&`N4K8l#i!`jokdwoAd~GaI)b5oL`CtIsk^G(VB!
zu#jGEe@eJh0Epc&nw#BQwtR#Dcx}2Gf^<FkR74DtodAeX83OZyWh<V+-Zc`hCgK2D
z{D`mfs28N7dSLnU(ky5%!95=UZQ!XPr0y*U0c^k9v(A4Yjf)F|s~6y$ZOH|wZ;3?u
z!cBthy+FFNdEt))0^Nu{PgjG#X0`OSV}P(Ffs)3*+dYN%v+M;&tnRYxO)^Dg`%C3^
z1EaZ&+;x2$N!i2syrzfGe=eq0;=fd>;#`m!bHLutDf}*>O>X;Jlbm0rvj(NyeNLXJ
zQBA{p*MeCaE^&)WU-4HFjB=mkG<dkpS{PK}-LUw9xH1F^Mk~6f_y`M|7>H;922Cm1
zaG}zs@_%eP?U(gWx$n}W{sUz5Yp5#dle|{(qmWym$JGE%oC1!Xe_M$v)9=34!qWvJ
z?yF+6RTajswh$hlxp_c^xZQVG%oNPD0*iblNss`<mBXIpeeWY~RCB^@R>`08{NNlh
z?!KL)r+^ww24C#t`BAd`llV<=<e$rI2?!i6QCnahncR1wyWC4O6xHk~bD(Se1DnpX
zY?bB7*wcAY7dg$ahk&V&1wszy^FlX%7Bjya!LH@4=iZp&C8W*dz1%^)@(~}dktTr7
ztfi9446>!ru_kaCS;pXcs_B|w_u@0f`@I2JZ||_42{gq6;3E64G^0+{-~fr>Q!1hZ
zjFWAAucw_<oZw?p+zbCl2S@_2Bb^?>lSedP&H0P=${d=%+l|EqklD>SI&u91`2gJ+
z6dwtW52NU@nj-dOp~Y+;RPwyRf!pq83S_}X%D4-l(6<y<51}2Vg=6Uj%0r1+oIM2$
zrq?ESw6`)3mCo~Y{p0t-BQGqUa7{alr|P@wCv{m9h~Zxy=$vSV(KUQy=K;wm%qdEt
zf7@$j{j<B=GlWsQU3`$zuxJm6!`L)M)&x2BuXbEWO77yI8O1dC5dmgrIb4nJ|4r=z
z*HT27i)>eHpRK$5mKy2=SEuWGy_yU=NHf_tZka2J%2P3XkvXSJkhiq_kTUK_Gl$;W
z!l^|-6n$BlL75L>ohu1vIy_|#*cT8WH1n;Y7Hk1ZeV-KH)8>2ZmXHdv35<@Jnu2KR
z*wy!KoU>-l+idYbcp!C*wYIth^=HF1K}LK(aH}LAEo)J!J0%E3xj85hvb%>8R~?ca
z<bdzO`u4?f#l~7OlCtBeU~CNs3$$Do+v<jgJOS*s^{@n-4Py;>Sfhh>Yb3BrxtE0m
z3b(*LjTICK{O(92AZ`knXHU%Y>GDto+}3{%8EE5SVV2(gM}$*zx8p=1y8hzx6Dj|c
zGR=n_ty|xr9WW!VisagYw%#vQ!n|BQNiX2fge@cgikj$0_%#fuG9zS`r;`bEVN{;&
zj><tA`hwrfJKn2~92jXw`1xcJiD+mKLRLmkhl+4^&=7oUzXhk=x2%~XoVYyv-K|Ro
z#<xWb*vp!^Se6AZL3-Ptvuo3-du#L5NzAD;=q<`}=e5x=2DG0a8YR8g@9OaRSl$Uv
zup_U379Dh;%S-gkI5lFH2F>$h?j+z0w_&5(I$c;w9Wzz`0LL5h%sj>s;S|eT$%rl3
z5d(p>X&?LS<SAfgK{Xodh7A$<ZR0Tb39o~n^cUV^u57W#gA3UZMtPYPfy|~^?pet$
zH|NI#jnN@2TP}qQcTc&iqAqe?S{WOXQj(__n=VDFbhhGp0*%)i(!|%F`#TQiZ-fh+
zQ#gOnv0hbql4^*2Qa!XwcpDi)^wrPnkNL|^g<%{*_v}LQ2jGh}7krx6;Wpv4mTh?K
zqtYr)0SX)bACU3+FYkAxG3a6Xfk?ICET2jdC7+MtiB#h0f6qFv{@xFkX825gp!ryx
zbn0V{2HX?>>;Z0md~+P?sGBsg=9SUGe;<myv83H(-Yfe1rNNsb<ne&%Gs{Y42;^^_
z?zB_hj9v@ET`#@y8ev-@gr1-w2zxki8+O>OEk41j-b=|$Jry|UH{$2{i<0f?Ww&A3
zz~9D_0c&1Ljf*<ko~g1Khx|j=(T?~1Ikpv`_R6HGY(z$X029Qm;IT)`blAh`;YAz(
z-SzEd5r{vye&Z(1GAOmGeD`*r__E?P)eX+Dv@l(mKLQ9FW}WjK4Z4oKos)0JzU;_(
z6{N;%_x$cEi9_8K73}ucAiyxQ(4WrPgXCSW#56UdkrsW8bJ^-jmTe?>7|7G(tRXGJ
za%wZbaO%Fr!KkR=<`AO9+87~I9FJvQXjcfVnHtr?)6inuJ*kcO7E<8WmS+*kAX`(K
z$||09FF<0CeRc)k<yAtRRc*UIHp2y7CyC_FF`OT8+49Q?Ar0u&7?Hf=M{?M2Z3R@;
z{8dYv^)jorqCkc@B~HS?)8k40-suUkP`6oH&UTw`W&-%Y(6~Nvg2QcVjm2rFs`vQW
z6_*2?+Kfo=*f+&*pI<=zWF@`hXUz)#vt1B>xcO7LxRmf>f_np%pT+Sc!X;Lz&MB(T
zS(99SeMw)8(TqLvA6+HqNjQ|oD1J8r$f*7j*KSxG`k*yS<?xJhYR<HH-!_IXroiUt
z#gXgvoI8bh%oQo><zoM{B*P|)4mgwYM^{W`5eI^pj&=xUBi$-(Q!^4z{3Ci_Q}wyh
z`^^Ut1eP7DTvuoeyU~(LhAcVrw-24wpNa|D|7ac9Czbxn?hMpP9g^7}2&#D&&zs2~
ztqAyuWKv<00hU*<)Jnt?m=kOP`zpRm3maA(nmeWX4Ecd@eX;HSQcc#D$Mki=k)@=R
zO6#NLlH=p|$8o8I9tyDT@!xU?LmR1q<39ja_n5>>8USPbZUyJ3h%!AVk(-65+XI!d
zfZfD+YZ~pyawx?x0%=6V-W^C-?;jDfuvBBUIN>*B{gBOgzLkN|`{ycW?Vn=D#-o-}
zweQOt0SilS2yP~3jofLUf<`xCy>*K3P7H8Z&V{+7t!$Qu`+hKMk-D*hobWj=ZghAC
z{Ab~ZKds`41x$>6!#%3P1g;A#rq7ZsMk!~OqUp$XPm5oi<5(;M6!$PQAdwuk79RG&
z)l5Bzhwj^xPdhQBbOm;|(|?JFd9IBZG|`8~V_ZhOD_Gc`%CNYT&oB8o*AKA%JXXg=
z@R#O6lkihaosQ#U=2nELKEW<i1@Tg@f=jBfA#hI%N{ZZIn=IDSO_gS=sIcHbh!}=9
zmUHT1k$$2obje=~q}gil*LkvU%vNZ^Drn`=2MB*&{Gz3|4i8|cv(uMvM<Nktx9~2!
znJ*sCZyo=HZkafUSS=#iS`TIZ^zbQt^N_QLV^RDy{S}$YfS}3~z#?yNfyYyc;+FS#
zqAOL6$8GaX6uOy4A(S3g)@kn@@z?@s^&Z+Dg`^VMwn)6`OPeLDV7)5c$eYSZFrei6
zt5{jFBBC`Y!rq5@YAL9B^iYAyL-avMF9D^orO@F3B?E43AEq=L2rOEI80Ht+?NmL;
zc`~h4^s+s;V#iR7;pr4SN<eH(Utdn!=RtZA%2Oh7HYgso6gaI9L9+h%Sv`5YFEw3E
z<BAZ~3)`68NauZlWJ#<k#U*u|1=F=T*l&*wVMMuZH~#X5+?pp9M@BEK8<)p0g`a;7
zSN`bizds(dnDI9F;4>74XA<$<0bHtb!LWNsLlKeZQkoLx^$NrDLMQ5mTw|)HyFkxO
zE|T2Yvo+)>?npm`sxzwiy%$Z$bqXLaYBDX0OHr5qdJ0JE1f27j3|@}5%Esn7KnFd3
zZNmnwv(f#3_AIlE#<KsJOTfD~!e0gcVGyu-=9r2vNAV?V`diAAG8R@(3j8m)E|Ndq
zo5K;@=&;^k26+bNYsa1s%69R|mTq8Ko5|G5+IBVB{WMRDSZ<LN&ACiRDP=YQy<3DE
zqjEwC-^D#2<@hW6Fziw^b6bk)U3nkmxTwyDvW9m^j;(H61zgvEoI;E1mo4PK{^gDX
z`u+#F#(6bot=n*yrT<&STO?El@%acSx@Q|}Z*v;j91&sF2MIy8p~Du65i_gHhYdXJ
z6k7OM18&8(wX0~O9Bdu|(-+E<-^Mug9G|zEULXLrEFoCy+aIg;b|)z&T&C4dZ`XHR
zW+#_UF#9BVtR1<LS49@Dn;$Q8ts%OUOHkrnk}-=S2e?(sd(*3$EFKvtJhOgF2y{h0
zs-Z&&J!MVEOBx?S*&%7yVzO(^Bw%k}#w_H4>CkMG?O+e&xW&ArLPnx>F<XcIE|{F-
zgUf>sk+J9~&&gLps}kYQtBKbI8=W@Jduw;xiI+quC#Kt#lNg4cb4~}@b7YW#9MmNs
zX!^f8IIcS85`A9ret6c5hN`E@jMG#1y^!x`6a)XSz8FxM<k`oJs4ByF2Qhn*^_+>w
zAI`w%tLiku);V~IH{!ZV2Kg*d;24~57dJ+CGSkO<AV%hmEw42kZoQhO(J%bzAbUyF
zY4%aQ3EYb>x1fl%JXMgw8;aag^w7Yt&(!)jenqS;X}nM}*H~W9yOif;(4FJJ{psTD
znH>&1YnCt~_lxaz1zrnZ_Kb2`N54uP7kHVbepdR)xxhh(tQ8SZe)0WmLcPegN~<_k
zSi12<`O$29r`5+ry!Oj#_nolEE-XkhPK2%1bn_wplw!MCa=yIwo}JI9>ZLKxR_R7~
z(9e?jPYXfGCRUNTIs*UeKEp!A_SejB{rUvDd~2S6FnQiTDWqv_y!CYZ+f1+sZ+`y=
z0`O_Z^NUQ5w!f3Jc3zJI5+_55R3WdFZ7kXNzU?bLM2+d+I(YwL_9VmIOh6xpfvc9!
zLO*vkb;PPXdhDR3a9*Yy7x+HjVpW!I_V)e2@pERwY+N!ik;~+jkAY0>*TGk`9brH7
z`f0FZcypR+0^gh0AM7o8p`1hkyVK2#8oAgynNOp)<dD%jdDj4N)w7Yl%oEY)&x{-W
zMo54xmnC1{o*n$C<xC3K^8YqnCDmv}dl5cr*`9>50_;fge5JQ{<H~9s$`3m${SV;t
zL^h_)CF9nIBc0O=S1*4m)@=cAZ7qlO)!J*>bDM;t!YwX3%5^K6jlTi2P3^W9JLB@-
zIjP8?!2)i-bsuMI^T4^aAu)%>tqHL0Trwn9W<tMsZTaYj6yEQ(tf{sMqK)ND`0;cG
zt`m>1KgMCfmFl5<?e=wSzO2Xi0<FAOPPtBBh-f<$<4z$XzB-k4p!E3V<=U7y%A0LO
zTBo$reh|<($E<+JYASKFys09J<%B3cue8=`tMEu0C_}S%+zT))K3`uOel)uLv7ztq
zx&CgnFU^l)?KnC3#ymspqZ#Y_U*85%lu&I6u%YhES^IAxDuS`p2U2ncHd&55Fy%6j
zHkL2m)&Ak|pPwy>R45I@N1Dx_2~uFwLk~2wP$JBEjgW76M=P_vyf_{eDW8j>P%ODM
zRk=NpGHGfpr5)l-p)w9>f=`Qo2w_Q!(f`Qs0E$eNmDIqRa<mS|T$$?XD!eR<YB*m;
zHTT9q@-9r<_;a`B--%j3!-qG3Bl6s`pmDq<MuEN6p7&Zb&t7%No)-!W7nRF*n0tTy
zS2>vO?7|+TfHS<=Z*?fJoSj!zhu?L<`gU@qAzjQr0Eah;ag2@tTrFjWrvo9~=cBo&
zliWqtBf4jXi_POcPK-4Q7VSL;%;t_@c06Pe(BU>yHGE0Gaygj3yM_wDX*SipQ481<
z-2xqLZB-0mowLL*hM@&q(@d{L)kuOt^n~-}X|;0@NQ<R35mv{YCEzO~#)CjTqKXbQ
z`V^7hF!-`(JY5frhRD{I3UqKy52huvKFqbl@8D=aP);`<am0ZCMhC>0MRT-kPXc!8
zhS?$mmYNC$=-vgN%gEFO-FDak@A*VjjHu7BdFDnnsMU%^OkK+pyw2l&cd~RzCIT`_
z9cx3M>)(7uG4m<i+A^436*A(0ytLNBkzT9<Ov{P_i&!mpv|^9}1QwFMa=8{i$4(b?
zvx(65GFI*wcSS$kGwwn?R5aYxBXOWYi)q3#NMyWwRBGsF0z0Idz4-;bKM3La*-F2q
zWbm77e1eC-9i}HO+|eyjFAJAdW(H35eiIuby_L@2v-ph>U0l0r0P$X(+|2E%J(cad
zUk>C>a((9A!N?P*!hB<qRlKr?mN?*Se{AP_53>%x&-&Q<6-r<*H1E*Wxc0B5%snTu
z$aVD9h6Pbe^L|5vpa~5y{Jg>zzAqdYB{$2fHUx?JcsCDT&9qob6eRC4teEi7sE~N+
zZ^&f4FPew$^yM*5ltK@G^`H`W|M)U#{8yn<oEfCMZFbtqykpQ!_t6BNNvL!6y|Q-V
zkYySPnkO+W>v!|jS$4W*#<pw)N-N0L8uIp<#m{4Pmd(A*ZDccE&RkJi_fe>0t(GFm
zks+qMdPL$@a+)I~-9T|dY1`Di$vIx{m88qRiP}Rw^?K!-IimbBX5K_6<n7E?qZ9V}
zX!q=4Oh8J2-q)mCwe?G}z@xmD3Tw&j*41TwRj8NO=E)e1+gD>NTgHhj6xtTY$;&%@
z&&ZagtJwAY866EH>m2pWsu>FuC0j~3=I9J!-v}xjYfmQ%-*_bWlb0gmue^C2u?vRr
zycj4%1;mVH*rvj{NeG}|c?&OMqqyOzkQxEl8;H!=k)G3U*gEPgV7+WQUSTT(X&S;B
zP+(XCAn*p=<UPG?Ks3{+^cJPcks)RQYk2G^^(O=yLB&{}wEqC}#W$zxU^l=BPlw{K
zy|i}PWx62dIJ{-n%%V@jIG2h1i?{11Vs;y_3(Y&FKpfWdKfsCj|4CX&|KFt56CDfP
z_KzQf%Wr%3)y-~w^LHvndcg;B(61&4B_-9oK$Eb}q6Ww%bO9pCZuiVQ&*Idmi&aJ9
zDpqJ5;cTL{K|0y$D;8D^Ch4sZ%F&ME7`e8j!}FoH8o*8vG+?Il@?Q;nuO5pH^O>_)
z?X%wcZ6KcK1sR(`sRaM=wGk$qE_X1uR_Q-4|6yD`FUq@AmSL2#x>Pr#F!O-;?0(?<
z>@)Upr+Kza;|2jPlAlwNEw$n&%XDNs5##-6>(n6srQ2)-lw}$(<7Kgl?OWMFi`kmO
zukpGOIpe81`Oghsd|Rv5Dx3HZ5LQq45Vo0tJjO^&vFgJ9{@Ykl{;|VNHO!nakrE!X
z8||DoulUxyh)tY#>;6^No=9B61`L^|=V0+8$)9+i@FBEeAk??dx6J-QF2%)*PT0&^
zS44z+ku^}qZv`PscWZG!Bc+OMucF>6qDKD`eHwy~NBfTKl_&K9{2zVN&!C|1jJ|>~
z9|-Q%19=(ye|SZ%XSwdrvn@T+Rqb;3Q9X#uQwhylS(h&~A(c|C`xGf2agjo}cRA@d
zK@5U0LE`SJqMQE;`aDMLdc|)>s}Yf&&RP~dR|lgC2$Af9FkYjcb~^1+5~c;5j#&uB
zm%SnUyb0rxs7(rIm3RE?KEgta_&Qze5__$Z4!}&;-#ukdRoielp}aCr<0G{?jhmVi
z(qj^Oz=B^KfP+%h=EQpnR0Xk9jqZa!Rf-LLM~dtnOjo-HG}{!6A>~*VVH4hxJ;f8b
zM)5pX;iiu2FUUIo1C$Jfr!pgyF&@7dR2e~6o^t*3{YzUpB&RIU8XK=aOW~~Xsbl`5
z*8T|vB`Obhhulo4yoWU0ZSne8Sd55Vir@6{;;4!x0pDY`cHJ0pHLw#AFBhLJ8p_>&
zl4y==IbdF{50FW%6(625WwvHRe_MFGXDp>l##W<OM2(UyCJd!FHEEOAP#CxP*X4`%
zkZLq(dxByUC!n<XxLN;Rn9gaaH#)R>;>FPEK5T%2gPHSiMA4&q2w`C>v`{MG{5ZG1
z(6aa!iZOfPS;$w%33z4Pbo&Es6mxS2_^D5wcT<+HgiM(oo0#Gc#meH<`0pDxdBiPz
zQ)GZGb3GRo*_~#|23!Fl|I@!8mD&Ze8uE#AUXI}}5+bR0ZNI@3a^DUeX6;EyHQ3tn
z55<^~0r)>8K*>KX0dXXmVb-jAz->{9!|H_54C6~2y7!=<`)^HVXX+QU#qc=j>2u~y
zb+bHm3|C+=C*gZ&v_=o0w{k%0C?}S(M>8OllaT@s(ojiRE)5+HP?=DcU?N_|<^D5<
zXqh{}VFy;U>tB8oac%6<Tdjy<gO8rBMN7NPajGrawUv2{wa+?z*fyOM9W-_&Z0Bk#
zQ4mwT9llO^sgjiXSp^ljE2wlRXrlevkLZ=^zt{Ye?x<kU7YzX$A_fcRNjycZLeiVT
zUv{?Yliz1qEZ8lAS2XyoomPIIP-!cYn`QsTl2U$EtazW!CM-qRsC8Lspp6+jWwTM!
zw#&%go3OSpXNCR;p!9HXw0l;H-F=b&Mcu|~I9&>xi0PTbc6Aw5wSk!EOT0FrTnOSp
z5hnO)o+q~oHe<e6c2ZlGE@=!HHyjSgtpOJqA#fx0PapJC%htIHOl_&7zsF1k0Rlg(
zrlE(YOMeH;7JVY(;X<AB?+Lc<u-p~zv?gx(faOiRu`JXxl6K=3Vzh>VMu}R?O;@x2
zZijr1!vx6rsRuX+Mr;fQRN!Ix5(;n^MliB|tbFMyhEM1v!#IhjRA>g}Lf*{myo5d(
z$qAlxqgn}wjyka1KAd5^b2rum0Z;aHa|E3QA1aE#aA6|)KFp}6r!Nb@a5|c3Gac{d
zRb~Jo+?Z_TBWkgP57vgSr0@L}#N2@?KR7RTzP63g6tUV~8pX<z7`J2%=TOWH2A0MD
z%UntMlQLk6`_lYd@X+tfqXQcw5yZl1g!eb(PP3}LCL@kw_q<V4k&vYi%Br>6_?fn;
zh0CwAeU$`KN8j0n$7l~KyZ%`%JXuT;wu5kJ(3vrQW=c5GrJ&i)5@%)ev1e?ItDz_d
zJYsiV+ow<s^##>}438^F-r!3K1AZ$tcO*a)n)6QPcewc=?2OI|$EItOGpp}o3$i<N
zBeR&*@TMFqim4T+<TdTxcIe^1S}O3NqmfWh;)h$m)TfZ}v)bBq{noVJlMjsh0;&@7
zvJZ2BP!uu|<-8c|`ry6})u2Rtc3}8#(Ox^bsX*t9Q9}2zjMP4CpFj9}wUXEJC(Nxx
zfbh3%*SuuMCx1llc>gWFZIo)8q2B|k&S114{{g<JTeMFFuA~cL8JYGp#eTC?pYF_Y
zKt5rY3L~y^+gTp{5f1bOzach*F16<mA|C9R!5vuNm?r6E=ei7Sf_s?&5f;tmWIC(E
zE#@;|MmUeJO-BW~RiO?jfg?Y-PC{nqrV8&?!vm{r-Iou+syFj#8Ff57t?msB3%N4b
zSpF^cRKpzsrH8A$|1NdDG8nG);&43p!R)Lg!}zIfOgue&*wokjDq2hgDKCfIqjRsr
zH#I?Pd9p*4Ob17aF!neEp)^a(0eS)e`olsC50rRKg%jot+o<{ZgQi?1%76<$R0;_;
z@HOpA5!IRj7@~~7vY<SZ5DLmxUSR9h3!L^>5~CND{6E@Z#-{HbyiNK17cONz`M)WG
zRXzU$wCkyK#t>l7Fj@^2k%0C(k&klEuE$Phrpp$`(&_TqQM^#}lt&EAyYPO#W|Xp(
zk10RQlSBmU5K-PeMVe(d5Ld?lkxsJ=f8R7@eeE{%5XP@~Hsb`>^V1%i$>|Tg`d-}2
zHX!#XX~b*>#Iv(Yw<pxwlnfwXaWeL6@G(laeY>Xe06wh;k%E<mg36B!vqgkr5t{h#
zq4;YO5TFEE{7;G3Ptv815AwLw-LWoq)Kj!3h7Tubpr7{nwdr5YQ9)#mRHzl8<0gKL
z7l(S?vDz$zK?E0)!7q0dpbERCe1~!VMKe7Qft*50&g0H$?-_SK-WLcI^*g<QCC-4P
zpCO`6jhhsb<8-k6ePzGz*S7X%5p&K$^r|m1r6Wnx81Ksf&_sW{T_v}6s>hY!J}nuA
zV`FBwtt1ar0=*B_1Dz;xF>Z}y1Zb_0w6%5fF~tBiHFwjwK+T_C+F$&48He!(ly;B$
z)A@u;uFYbQrz-SI8UY8xI9mq68Aw@YE=h+Yj6K5wI+G>uia5hV2(9M3u~6<Bbj=i}
zPn-8Ln?hC=R9X0=k$7jND+=zk0uJ~TZa|C|l~jp$MoNM2hG%KFmN!*)M%waPhxL!b
zbZZWF2?OiUGl`7nYwNP<`YR^@y2Z3Q`bE#HT)>hQ@Hz9L#*zxhSDh`dnjK-L3<8z~
ztFno=)(u_l#bTU{t*RFlQmJO5yKGs4TE}+-e)17!@Qx3`$~J(iDydaD710^`ks)z5
z*{$>Q+A50_DMR!m$-z4Pn1=X6#T&B`Vx5hG4_`fyuI`vuBK%SS7S`2Db0&j;E3=rl
zbwe1Zk?3>-BEkTY!hI8!Q%x@&j&BZuwZ{&$YyAnIULq5ZYMQUqt2SZX0f=)Ci$_W!
ze4L`1*E%TmkTtS}+?Spt1>1n%6V6v-S`0SGbd3T5mNdH+S_PV_AuaZcvJR+ZBSlM~
z<)7;WdUepz%s#(v1=)hZRzc2APQmft0%KbU@Rv9BT@S@L;&rghd5zoTAo{?nQ)Kn?
z58D4N!Ae;k`@aOdjt=dP0@OV7Q51%NQ>z7OhgkX)dllTt)O0&7*I>$1ar1Gbfnr!8
z>4JC@i_;@V1~Z|{o*w?^Nenv*$dH|;lFn->r<k=EvOF&;O}!bYYg(_7NO&Gca;=!v
zA)LanMoBxJ?xbi)&dC&S$n4GW80$IF1@x3QZQnz23)Q2cOqz>71Z0VDj22qvrZ5Df
z%Y%fT;cXM4D=#0yUx!f1YtkD%E%<n1_*6Y6O``TU35e)p6Od~o%6+r<T4f71DAFdw
zQ)3j<3&Q=J>aH5=?r$_txEyOSFggdKmkVt+L+xow3q6|nAEPmy&FS;zsb|o<Uxy;|
zRp>1X`jvQltK+;M%`&aVeLv#~s-?DWZ>FoB807qMo3vE$m!&5krcUk7m@=VmqZ@&|
z$YG(_$+o6XAqc`qPQ(Q@18S~FolGWuy31Bbz`wS@lkY|f{rn<M^=J^eOsrXx-xT7{
zGzL;bcWPI3zAv@2h^1-r+D)&<MgQ1AGB+rM&?nIS9?|$C20AcaUDc)4qASQQ;H~wQ
zPhgznlcteXSWxzk5}YP<*|?|?`V-zp*P$wQ<*-6InPpX=W~evso;xf%GQmH3xGv$3
z*s0(Gt}9NE4!%yB3aTD%cVdh9qIFr0_{3Sz(}$JlP}^Bzx!5pGa`vYT-^E$To=3zO
ze+<`OepnDLYi0N2b$56{dFi?R^${w*d@xMn3(ostLnF<c0|1rjSb&FxwYXU0PRp=<
z``Q<h+D`~Ra7z%R96@UgW^(@h#VSVeEeh+s2^o?ntuL;GqdcO!lAB`7<_j(s)Op6p
zQJOUj5Avu*$>??gXAs5;3hj-5^jQq`56F784^6@DB!D69vq1rh?QGNbfOLIb!Uk&<
z-*2rR&EW$O!IzG(Jqy$4t=9n$oDoEX3=V-(q%?l==RmMPu!tf1NmNy8+wtS-fX$)|
z@Kudfr0q+N<#>W{xJ6{O`$y7J{{T#l3_CciI_Bp`N$7r5SkXV4d%gskz|Z5t$zeou
z*P0t1nV*tG5AQ0QLaX$AKa6jkRr-gP={<>)-cZN+fOSK2-<+fO?1L&JJL3WsE^3EP
z2P`OQ@pxAep|zYh+gv>^<XIS^=2)kZ?=wzI`+%X)pLOf_$1EsZl-$|<RC5QfD^+~Z
zL%eDLhLM$2f#*0nwR4@G*HFEwxNhImcV<TS?ZRh&0gjM}X25OGOI|KGUgC7pn=x8U
znWTvb3Bi^FEU|@T;|9@8{IT9jm_+GpCRKzI?EZplw?x9v@b%LJJwlA4`1;+yz}yXo
zfHnArABCYzF*I7{qL5%jSx3nj-Md>*Lk2^wYVeiGD!>q-g@jDzJix!7Zv16%(X~wt
z(cv9;nbm?5USQk*Sxf(C+57t9ayn7zA?|HKB02ebcOr%D=zr{<Y$fT5uAy2+R2kj$
z{=74T5hxhUFE8<<6eHWq^J!3`EbEgf<NfBHr#!{>C;oiD#Es-096HK5LhU_2BFsap
zP;{>^pOIujjMzqq!CE=_{heFAT~=bg`9LE5>!gOVF2N+`4@)1#5#$!3q;BN^j>WAM
z8<g$qCx&e)o&obogkvURjjpdiHauxs$#Ky{vWnzl`%+d3U;rcCa?ZPk_nOB+Ka&7^
zuEzXhUmq+!dZGAif4j?1)Yx84&#2t)Y@{Sz%*PQB_}h)i%}xWXJ#u4;+NA%+ayn&3
zGrTV&w3NNWxn>1U#(#XPCV(O`RPo^O`-F5rUX-(P`Vdh*HAp7OybZv)4AbRv29Ud4
zfoByAL1f|EJ)Pz+nXJuR>pbd3cX%N(VBBNT7}bu&Wn52lB{pO-arsAi0tY+Cm*`_x
zZ8y5KXww#PnzSm6q%ZA(FDGSN77f5Jn#?HG?p*%I4BBZ8m`)lSo>y}5InHOCbt`-!
z_1R7Br`L3zLIX|W<#r7UyNMS9JyI7E?@7tGHOJ+V0oqmMqUcvd#Gn=PkvbFOnY4+Q
z-1+|1kM?(DW@@DaO!fT<UO3M{#K%M3<tZbl@z4KMfEyWH0I2BssHEo}3mTeF!G(Xm
zF;!(Nv8oFw6|O}NBUzKqY64g{8#Lz5@MBP6RRgUzCF4)upxJ|WI(zv0nUe&<>_t!6
z2^<?DpM!p!YjH6yb5bb9w=_Ta92n`N-1RuL6us}BWE<+=r$MMIR4yVI<JSvBAk8db
zJ!jXLKQl*criqJAOCoYc@z6Jv*_csvwavL<fcb)9)2QlgGN!(K<z=H8mM$7Sm-B$c
zU-?bqHiYRN1DLYz8t1O*G^FWB(n`A!SqVNHw%IXywFL+p3M=kq@p1HnE!1ccSt1s<
z0?W~gS7*It7dIw=rWfL-ZGFn&J<M*20L3ayb06*utLxpn8^Tn3vST26Wh9<9@AbKB
zHj7(jbYDa9V6^4A+;h3>%``2%cc%6o74;9@zOf0o)JN)n>bajM0m%K)yd2hXUn~xL
zddzn-Elk+&6hi-a+>mf3P39YfO0!3O+WBTdP1Ln>Ph9NRJXGNt+N1k;TnC2}M}xa8
zTyjOc8K$cIX!GKO$DIDPOkPT86nRjK^y9(JA0&0tbX@ne|12_0mkb`#tn)qb6xPnO
z>_^<Owil8J3+G}$b=ZI5rjU1RYh%5@G8+{FR{|Qt8i<zFX-a=if_^|MwZ<IAK$iZ+
z5q0m*+c9ayfa^RvGFC$!fH?=O3nnoi*?>Mo`jpDUQeikHnWJvFzq$yW*qh$1X>su&
z1=s1E>B=}bS#V{5eKfKCR~tvKPU}~{n0)3eO+Ay`Lc|V<Iv*$s%kw&R1@zQ2;zVI+
zqh)n2=ypKb+2^HqTaSY?ve7a}dVMz$rYS0b!|6OjC2Wb+yE5+z)OAgliGH_h2Yo`o
zzd9CHbsw98Gq-jOU9p7WWjJiDYK^A#_m3fEot(QLkQR#`<zKb1*+-~CwC1}S!fxxd
zxVOxi6yocDD=n9{tN;3_JR21$W1I-6UO~x}FK6V<WRdQyB?ay7$2`Xy;eoVx?Uze6
zru?*95G|S%3X*Y#WloZufl_eXgQfof#k>b6C_Y6-h#aI<0rdxTVC2EY<ch^F{;=Je
z`d5^_+}AcVs{!3tNaVgt%VUsLIqiTgak5J1db(WmVrkMqb$C9W_;oHStgIRdZ7VM=
zcBoU-49|KwGRTot5D_^LD~~*{Jc;bi7_{va?JolfhLe^ix+u%`BhCg?pkaPty;V~4
z(IXTqs5!B6m!&x1e4XG+KiV0>9$v=9ep?-8KbFYR*BBd!$)Df9*Q{lYqWDO0J71`U
z;;Dh>wI;a_XgVvpUYJ_6g$~cC=ePHr><vX`Uy$#U^(1$tEOuRg5-{;zq6L1J;R9A9
z%1_1C5YSczXyw>6r{+C+NYPzs!UN~W)C84D^hQ1;G+=s4G1P3WtCHcxL>{Z|6yt>$
zeG><dv#~Hug_k|1B~u(O;g&!@@)ZGYC*Oy7{|ZOWeuHu<(TT|Tgg=V4q~SYRZk0l`
zSGu|Mt@Yx|UrJOHHDrOU8Y$&v6lE_b%pAdFNmQ1=o#E3;EKAyDh5BgOItayEPi;7|
zMg>0yDm*G4I|cSaYHW3TodhO_Hk*vm3=5B6gbt|!%S+!_gz0jOZoV}Z>LFpe+drR9
z{^E#O?NJmE%FU!n_*+TE#1ir=$~{C>QOu(#s_=w(LNmWm>`@N0RBhj|qQIvX|L;!6
zM|R#tt0Z__X@}2IIUQ}x#|w4gxg4LvWHGh!CZEPA5)`0derq$~SN5OZ0R65*?<#e;
z;jRQYe^eU@doXs^Oh<$+RUC(@=r2twiU{Z}d{z^yijkR+j8|DA;=>@}P6ZzB><GY+
z?9B`wMK~~fQmLnN+D}aM#$+QE03yoxY9Ma}P$gjfw=(StQiQF4aZ|b@3sNxBoIu})
zPvM^sfxwM?#om*KU_ZW40@$!B8fWd6#Y*7%#6s-2J~6m@S^09wSpN!#{f8)Gfd3To
z3$7j+TY}#^4GaXHztO2IJED>)$sb9d=T+#fEQ|FNzA)r5crSJ0CsTgT)T-%8)$0OD
zOhOF(p1_HOj)0Ilo8&c!L+X3KA~tELwdLuxg@eP^S#P<|wp%r4QdfX_|Iqe$y#f{A
z2M=Kp4;K^(nU@ng84Q8zGX$i8y8#aA;zyR;sn_-DlXCZbc7i@Dx^zj|{)KEh&g1oR
z&j$ZKEbDPzL%#v|kuZHeG0bM{+yz&xkPEzj8Ag}A9D@v>vR7^qa7B$q%s-z=6V(0#
z`VU}_!gOA+hYCz^<V|orOa4Z{Hks}ozb&&{FRA9Z{eh{^C-Wd)$wN5&k)xn4ueEmH
zZYy6Ehvwp|3sH<s`Si}Vm^k9z{hwpYl=3P|9+8eS4)@YKo8Lc5Av?@+UTMgCO3OI3
zKYsl1T}_|_uBnmsqn<kaXEeugp0x)9K5f_|ecBJAL5?a4mRWY|Lkl3UNNh)K!L1JX
z#lYY7&tk&?IU_zlo`2o6d-L7#9tt_4NjR1GF8Jpk3$0Q~08G${PQ}r&%tw1S?@YVK
zwL>1YMR+0kTDzsCVcPp}Gf^Z~M1~PVrw{IodpEpkETpU9WuqTUWtU4Kn(Z;&+SVNN
z+V5TAjfKL=r$_}ZzCWcEx=u6r^LcL?+IKx!rh!$W74~7};CXR0eutZI%Po^imimD8
z7NWh%bpIVt`Z%ypV#qo4N4C~sscCw(=I%dr*I$>(kMtS6o{*nae&Opx9qB8nj7R@r
z{4F4@ojd0s)?m$~Q;#t`abH#oM|FJa7AmT0=o8d+Z010rC+8vy0_<OSSEI{P&WjwB
zLvT$ai?(zRsRH-r81ydVc}WD>k&QqwOCh9uLK3dx7k5(q0Bo{hix<I!P?x#xO0hxi
zYsczhf4Q|=4P3ns*>;;!jecbPf${DjE$J~4te`}BIIkIppEepAjBPb6bx%e1cc0?m
zKH4}*(GIFep!bqKqsmjeY%=X|wQH$GsFZeD@RQca2vL%iu+0qdqrrBcq0Wf0)rDjl
zGUTaUNfL33j5cH;Z!yvLY)_Xh2PLWvFRM=Q(F8H!r=Oa(C21!dnh>U$mWEwa1o`Vl
z2NC#rzCCsdn|-6Fbq%8XSxdgS)gt@m200B(9XC)n9ige<`6~H+xagbYtSF(3%!=Fm
z*@2a?#XJEH$#GsYW6QK$G3&OJRc(=KdwrWEtP$~O8WI>Q!NYpKn;rZ`Z?x}=vr@}i
z$&6SP00eAnaenM#f+G>j$}>d+>m~K53Id@A27ZjLvgb0TRC4fREiX@&`^_|zhm<2o
zF>22`UgqZP-aP@75z9*jUqmzR<X?7eoCN5*(}nyBNUT#FeIk4B9wRVb5i^N<59`)t
zJebNWlH9?*1rb#-U3M__VOY<#Nw>?gRz7xPdsJH69?~2dX@R&R%>K$9E`{>U^eAX=
zYq12JAL&sv3XBCCdyFqfkNj_R+Nhu(M3*hPTtwsOlQ7-r+%6=hLqUq_&o9?;Ho5bc
z!_rxi3Wme<Cqb$@E2qfg>HO&&O2qP^59gD%kf%pBsZT!8RBXk-6DQhS5IfxVg^BZM
zXa*vRTo+FTz~Xvb*|uWS-a8~Wmv&%YM<>};!4+<@Pqvjqmgg>6=w-?y_UJ`@|HFjG
z3C1?*rf(2REk6|2-L$N*ZvX{0JD*~Ck*MMe$vSsPrW3&7M0}ZE&<(N6Ic+5Vud!-8
z;KA!ofmc{fml+!0mL(}{2BU9|1^J49DU8*O%sGsXoxK^y?(7b(amIkyV-Bs1$I+Z`
z870GfU5vEtB4XzARg$%~2(WP}Hh~#g@MynP5PfzhVz<voaZq68;Vux&XN8-?{efm^
zFtvHv6RM0qkC_x*YUb!l<Qke5lf~8m9_JmUgpMfc+$18O161s@Y#zigl2QU@{%I5Q
zzVa!<kIA04cm+F2OBC(K-Ct39#Ema1?XerRkxVtv;qfI~r;L7C<xS^wT&l!V%A!OD
zoV02}^ImqqW>`z31s~_*owncY`8-bKB4%V@dGz^G%prC?Spzt_&a2ch$j(xjYruTO
zrZd}S{YI$OKns#rLSIygy#I|&v-!)O_}E^_9;X8%;NEdlyUtm8-L+><j*TkhxUH5$
z%t^diF@#V_QRE()5UavjfN|}PIaGql$T+>U;;5?a^FK;i+{fKcFvOSHJw`8}0=5TW
zoDrAaW2iKgWSgLI`{TMHPG>h`Km2myDO^cKDLz_gg|?^fU9BPeyxl(T=8)Vw>_Dh~
zJ^9-?eSrj&-CN%9vYh&<d>D@ZE?yb1cchoj=?n=o`>m*0q40*lmFsp6&xIs9Xi?12
zF1YsdsOi>yufT^^d?`kIa^IzflPd+<#B2$7g+DI{*m}*<I{vX>*9v9$iHHot!)e=h
zd$cBG(EMeJs&^ith!AKRPCsSAvKgv~yWXrG5bffM)o{ayrUS!cjNfh?Zlr{#C9sDK
z<6zDI0jM^PGjO8GH5S^qLH2XSFm|8;Fx5bAnnrem`m7XRN@WCmGtJsv@UMlB1^JJ$
zm>nPjGH?SZN8pMg-2uH9blY1S85sMsoJo~?H{7_|7Pn}tFEHY|(q0jFd$_K&L8N{V
z=B}ev`KbASvYwGA-g<3Rghs~1=n2g*ms1Z>F*xq5DKT~t6iUq$!;{YU1U$IfEh^8)
zv(tBA4S)5?<5W=l(e_j4cM=B&+}XA;rqxF$T8A2C@=v{_l*cFF2z~)HtGpYXD8(WZ
zn+_m*e{QGy4V-Z{R^Px|*Mm=bl!`2h+_W<-W5irpJT1ebmT6#0LmmZNi{{E(EzXky
z@>43z)H<vOFyp<kZ?+$M=T}C6bTSTslytjw2x?(!MB#Z1p2dCvjEei_PcP0he9?%G
zpP##<svhC1aycbtyAGtWPyWW10Cc&8zDQw6-LjvYWx_5s?cIeR8xgaxU^%mY)zVe4
zBLfapsEJ=sM~-hf%si9H=>RgrQr$1zDn}nyKqNAd+N^zj5_pX7;?=_Ace<N~rC+!m
za~;b^)^7q7+v_abe{G2&R9NRW|4F*MVAux~VE@G;Luk3{JK{xI*@*anDL$U^CS9gc
zkRcEajflT&byimXpEmH`O0CFH1*f6QU+DqjCk|~hlECd%!lhb63eb7&+RhG_2AXLw
zlr6TI@=7ack9w@ysPsbMV2bpxC125E<o^S4L5{wpe`=RtTrLhz6`NX`BeEqVUQalx
z6WY3b==sk;I*RhU?-A>IZODu5Y(_E(=AWndyIZ@wj@(=ypN<!rIY9Jpx86axGcm_r
zDvia$fL>QsC;P^!q&khvXU&+NImZ<fSi+B))<REGPH6zibvUGQkfX?bdm65mmlARm
zr+zDD);lejjg&WS#<ZfbGV-j1ANHx-4s+}{KQJVFioa#zF`=|JXL79V^6lgX{{RZw
z8bgo<e!1qbq0=M0@om?cf|fC;QP<{fX$-llc*Yd@rfA8Jf)w*y)!)P@$`y_hN3LrJ
z#oBG%wzqKd!08*Dqhp2@&6Oo~_o_(&-e|Iq5crbKq(Bv$J4dB@UB`rx$!M~kgRrg-
z;jN=Sxf_MZjy%`1PUT`Cbu|qE=QlnHYq<+JMhbJ1DoA`kGDol#RbQ6^yL|aJ&Pn8s
zYc>!aS)YJTX$6cy;pKoEhjL1EsuKeZ&zX<B-0{}BTicLg5TW|!x!p)BkC2>>^nhE2
zM+qYw;Qj`<e-+4*>mk#ozz!>+mU$X7m_ILC<h63f>=HQjs*d83cFmD*ZPx>yq}Er8
zj@@bSF~F;kF*>cF$?a5pRzKoy$30Yct6P)M&qrmqEDjH?Yv|gkxsS?`zGeMu9W(Ye
z`gE-OStW*j@pkJ?tBD?hub;ZZk=BVD%N(4q*0Zhd<rdM%V<ULuJ?VVOt|Y=CXY>O#
z7A&xC59d*Cl19ReWaA{(knql>BnvjhVfVJ~=B1SdotcH;#MnGw^`J&g<*V9k6SmfV
zK=%69WydmvL}uO4nzR~g_`}S^h?oV*{OdwR4+2P_Wlqz_YGN{FvQ?jBjj<F3Ty`}S
zT3-H=5`FkTt!&-J=Em#E#t7o8>P`iS;D-cb6-!VmM{0@yX%)RWr>(j)fm%?idY-td
z0j2WS9S?FTL*wtra(h#-u4)@Q7$wWxnFesc4xoBeI<%Hgr>ffm93PmT^_piz&d^)l
zpDoXyWW&n~j{dX(T(&sJY}0pBUnGJ(DYOAJa+Q%!eAc=*?!$4D=~#n1*MZiy&|v`Q
zfl5O|$-o~@c&gWb>KnJz)t)oSAbmPjd$WsY7^wzfkPlHwxQ^eIJmB@F7Rl*a5;Jy1
zShi^y9}Y$aYPrbwq8yF*IL!cDSDB;ST$)iMLl2sd^Jk`bsNp2V^zG|N%0v#mvp~lg
z;+3;3U^n-cp3!7xG97)pRevRqH2B1^5LA&&L=K=I(wu;?>sl)%wD1&}HcC1;@AayZ
zp@?KILGCF59?}m(PXYTA_|Y7J_&ij*Gmi8Oi!x)a0pwGVaf+BPKJ=SMx%H$2Jo&*q
z(|q>_B~B`Eyyw%LQMcPP0T8+YzGdR1`$Q~ocLDXKWaxONc}angF+dYVBmn%_VVb%2
zsFes*RpU6#WHc*|J5vm72j8F#$S-1HhjWr~&1ik5*sEedc<Ee;Sr?Gho8(^q0F@RU
z&WOkcLU2Cu^`<nFmMVbY^fiJmq+jAABbtBql;C4`S~*2?Sfs<{Z<n81Y>yfO9$b;z
zHJ3l0=v}02b?aHuvnyb+G*}I%x`sR-GbDOcZ>k{v9p8mx0#Ch94XwoI5yr>#r(iFQ
zVUYZY1xT0ediz@;vBgJgp<GU+lB<rRJl2)9gdzqD79>ujH7x+nlx4Xm>rppQ4_eg_
zK`A+n@(({XF|BP&GHjD__RmTHr4h$k*0Pgm;GA@<vSTtB(HIbWn%1?0Y+&H#hQS(W
z<gZ?7;hT6py(&9=DCwMg)qsO{A6kK$cFm9nALLcB@}ErS-m2Pw0^oJ+kIt=hCyw1{
z7~(eLuj5R}#($+ej(U%+HMlwBngC8Y<ez_f0mrG&T3_M=x2O61X)r#Nz(ew%#+tpx
zc%|!sjL=3#NjM(#0Bt>U&#9xFW3f2o_MxyiKT}7sJoLw}Gy&UuF6YG8CprHBLvQ^J
zKgNn*h1nh@xd;Ay+aLGZQCA&_W@NH?y1Fh#)CQ0+msrLQBOirA`ijSVu?T}m-^M8p
zpcelC$q@qVGF#HK88)FJ$$1201cu~OuGBsJ5R=H~6<+UATY2NmO3qFLWCAHKH3Jm!
zZb0uKz&Ym>0cLWtYEY-kk<L9Tz{HxG;kZGZR(#i<UCd|zXJgkqim=o97l{~9UB8HD
zGy!ty!%YlhoSgjyNptgELOTvm6<T|d1`g22I27xde4vhS#l3q|82g6bdm4^_=AKx-
zp%^ED-m2WOiIuvOfIX@5;yF{ESpHN2ZdOLy$jNG+cKz&W(+$?CNJK>P313>3$XFIa
z*<;dxA3FxSjC-1EmN#mB&MG^GWK?{DPCC;k1vcf0ZZI=I3nQ=04moc1<i8Ru+TX<T
z&Jg)m2&}9*$;J=zuTi;(33i7kfPE^3?wtk7#%ECD8Tr>ZG|-vhzydab%{7h%bUrB2
zrqcC!m_k<8LK-IngPz}>Yn_nfb?R!#Js070vf2$&by2Z`jQiJPHMIAn$uY)xALsC>
z{v2D{FM}eHQA^0}=6aGVrJg9_g_y1fL0Gq`q2YcnRb6k(1C)(H`qaJ&jZU~Ec)Y<H
zo+_7$Woi6LdPv43Dh7KFE2sEzr}^^S&Pw4(UV7DZDDQ*8Bw=ApZXGd>DVG*;g(_HN
z_WWrlvbhqI1f$cYDx+H8D`c@R-lUSW`c!3sRoH#0V$<c1202gXM5gv8`H-J~YOdGU
zQH%)NuN-us4Knju+m@1Ualp+~@N_cWc(YiU&SJ!Q&#o&q?k=2-`-mN}-nu`Bws#-d
z`i11I6kJ@KanLUm0j1*WDDM0}cnTqPh?OU?0N2k^DUx6S>TBpv62{T!SMv!ABE;MQ
z?OqXSX*irn(7LGpBDfSHk5c$zV2Q6B$g3#YFi$~Vha}6#&KR2cwmZ9vdx=^Z8ZvvU
zVzli%QLEdH;_^aQ`^PjpjYRib$&|sjIOGb<Hz3?9DgD}4pJ{&(mG;G`p(j6l9+lNu
zYA{|mn+%G`efm_`k@s`6-LkI=ImkWnS>b@)pZ@?=K1;A?laF5gs+o}PZQ19OKmyMk
z4q3)Q=rh*2PY})L>H*a@f;h!(%Krc{8R~1D)&UoteJY|%hr&PNX=$FERSy>NtT7!n
z)~&LGe`s(>;<9{W#;$tfZBpEqu|^@AQ`0!~rs<ZAbuhP4%Qytm!r$m*`U;am)Edg+
z<p`|6=bE5BIrM9PvRXyuf{`xXooh-PD_dg>(L$K$Mk|YN98V-_9u@g`saMBHZJHN|
za&wSzii<L?j^s)rCB{6y^;1z>Yt&N6I{n}|8Lo8r&c@;<je{zc1Fw2d_(|;6Nn}Dk
z;0U?nG_1#T4Wj*(zRXv0_I{boPP$xc7*Y-^5%t+8youg(lOQZZbQQZUy{6lO&vF}~
z!t<V#ox<pBwoqHe^W-lXU^-VRu3W=!J0uQXE(j!km9ul=TMP1Sphqsl0go82Us^z{
zO14JYxTn;X%71JwGEN7esLadOsiEsm=CmZRWjy0F_*--`f^pNeRpzc*kKIegMg=AU
z$fRTFKb14Ltyq;;c1Ii!<xy=Ozx{ec7^Lq9J^R+;ljW}+hvQih#;qca*ypWkkCb7K
zNc?F?5cbai)oZ-02Y`L*bB){%zV!{sUoQ-DGf51_-Rn&_?de*QTfrMC02MSz1Tjj7
zZcz2B5s{t^J|07N7_Eo1w;%$T80}f@Zex=$uH^UaK&%h}j-2A8BQZVz%}&;Gpdg{?
zxN(Y(NMw!z&4H1SXc-!gfOV%F^v6oA2)LP;An8|<2~}6j0B5hY0xOuq<oBX5>U_2t
zT992q<~kO^2NgIdR24b*pbEyo$s5TLQWFPZI5k*1!a_LX-n9be2^eriWnbl(<*`U)
z!euA#3{v@^_r+(8HsF9ma7PB0`!eHbJNWe!z`wkG-N1@=@COF7j-7B6A2W(y?E8S5
zguQ43L6{MWVb8Avy;Bx91xfQy9cg~Waz_&$D6kffKJ<i+IjZ8;<PY`6m2IbC#Jtc1
zq+>jT?M&y6n4}idusD;E)KD#_ApGMZfDy+SJw2)ujmy)oTAW)-$Csn*kC3H?Xc0We
z{TCjfQ>|=alq9m_2ZPT_uPmTMRQ=(_0w#FJ&Ojrj12y8dw}w#2vF+${R$@U5k_vfj
zI~-OBw|$@M4hOwHD2W?Pj6mznA)O0G1dB2_=kI%pY>0wUG-P0mHftgzWd%%)j+o6x
z14c@Qd>+Koup1J9t-S~%zdc1#ypa+=HBUaiwNY8qE4<^=HA-1pS%iJF(wagpSVm=(
z%Gu_(V!)4fMsd=yBbdSf109WBx1EkTp@KA`o96e<GwW7XY%n`{`qp}9U_HlAdXzhE
z;g7F0tTUpulX2sYI-V-p;ISZs!N9D$7B~cBk6P8pCzFo7xv3bZKPwQwoiOq3-#Dk0
zBn)y0q$K3>548Xw>(FosrjyY0C!Vz8ok8RA%^2=IIHm&t>^tYZFKp)&rz1R!p7fo_
zBa_#f00<{O-RTPtO!vhoJv$tG^rIN<#Q=7n3yD4`x;=Ad-2VW;(u!Y&{{Zqc-1I-_
zZ~p+Hr4@15mU7m+ZZ)}FwpKBZYAnE;SDs9dmxVQQ%EfJ3T*{@NrU$hpm6zF?Q|7C?
z9Q4IN%J)cS)!~hLDHx|+!W&zSK__VB9)hgFWFpl5(<I;%(Q}Gcu-mA$%T1EQg){+H
zMG|W$pzydqTAn}N>qT;YRjDJfjw|+?%>~?aH0x_mBK6$J3%?srS^$#dgK-KjIXMFq
z``xX13|TqrfloI0x{hXW2caEl^23|8xMubM(isKeQ+otsx$jGH&GbphJ${r+09(Ou
z%yH;?QZnqk6FUVRfuIN6IBfCvn;!LI<@~V_7|uY&LeQ4lUx2NVp7kZb^BE)~3a31G
zrUKr-?;}FKl-bT_U7+WT(p)K$K{hae`f*H|BrLMA0CmS>Kn3iDreF|!qZJ+KF0m|Y
z&feTnG!EsZW4AntWQ_6!c>4{c`_Kk%wPO|afV7xqGC2pRIqYkix$p*<j-olI`G$El
z*h-U3H!mS@KN>)jN_@v(m3TB<MQ;z<OX1sjZDZdg0mO*RJx9zxI@UV3p1oHj@()2=
zo}+u>Ek1c0Pv0f8wtF6ZD>_dR>+SMQrUxUE-d!tPtDIJ&D@&?fNZ89t#N(%0?mPo<
zmikrS$XZ5}1;^64JB>2#=6NPd8IZFQ!Bp{Aw2RG0Mv6p+(ePU&mFY}(JuCZGX#P_k
zIO<31NOgHkZH}$q6~;m04PNYkwqTLhb!f+Pd$1dpwujjDrD0s&7m`VwmHL{Bd&_7*
z5=|aYCvP=@aj0p}%+s?GpOtt9qmRV)R#`UsS~15A{phe<-An62=L<B%9*CF~avu`h
z*jgJ~O+RE{vjXP^xQnkE-^fpu98l-`qorcqYj@X7OtYVxs2o#KV!7Vm_^STp8aZcz
zIEdu{>s<b!t0l;E5`tT@isU4nxnjiolTEjnwaR^QO~h9{FT(y4)3t3R&pdgTBomWS
zYF`iHL}s&<l;iHVAk>}{@kO4ErCcS;fXev`>sfl=#5<e9(b=Gh4}SHYx6svG<24&O
ztS*`vmkhnZ>sRz0YE35bWqr>VbkADMxt3drJjqzI9`r?TB*+3GV^`2;sA<!kXHGY9
z#v^8Pw0l*Fbo-SI@r~FAC)T0x=F3eI+6hM4I+d-0*#`%M-m`3jlxZFZK57ud7#_8U
zt+wlsag2<NQ!ll9nY>QXM*jdOnYS6@nW;)9n6lu2agkaiOEs)w4{>Tq$4+xtUNswa
zbH`C#K9mDJze8N-j#Q0UA8sg);(HlzkMssUqngjjMcjmraavG}Sf6oJTNpVURgyQ)
zkny<UkUM(QJN;@@{<Oe)vw_y09mX+2s65lvDFC8Y2L(Z?R%CC#9&^;wL}2s$sdf?Q
zKcxdEMz#zYODXJW(g^N8^xvH}6byM@O=!hnkDb6C{8G3W?P8hYMf?p!Y#jaBE1+#I
zHW<JJj>e!mN`iK|U!^W#*us4_;BXstO=%2}q@qsv#c4j9I<Lzy#YFa(r~w67cBgxa
z#4h7-KEj#5Cq2HDvMs_Nnj8;Wgv`8U2>MV2>zs|b>J4b`81K@vBDg^y$E|1<$>W+B
z5(Wx5{IO9=+mjsgNJ#@Zp+0F;b|(~oe$2q3x>J}2iAQf*(rXos;|J~@rkysPB9TED
z40$xb&)};4IL#peV_|?e<kpOq0yz*I;GASpbzl-1a(Tg^WviH!L2B7j3{Ca>wZ~q~
zBQaKPi_*Hurj4Mn$6dcRKi#fdQD5IT7zJ=YI%rHZecRt}VORAAWz*!4^-;!8TB)EW
zXOOqu1D~g@bQiivp3X>B%9k7(m$>>I5a-t?si!Q`C){EUI^qYlxRMz@`WzaJ16E11
zreBF|rb(OU>OJb6^NgN*RTVo4E5>Pz?06?2QnsLUT37m2k^`N{arjlS2}bhYjolBe
zCxy~EtQ}Q=nOvNH6|)p+GVE{zuLh;PN-;zjlgl~AI5_W1_H!O%ae#VzR-&MJ8Yx!{
zys7?_iy0GnGV%OC(Qq=_*`p(H`A=F$w<zU?HuTMD1wL_xP)Pn0O_?4EFvIs}kD;RB
zV>(DYrU#O_!NoPL$ROjVJa?@LAZVRIKe}!+O_nB!k(6Z*1W|A)`9zJt^y`Xgh%)Y6
z=B~|bRX4}T9FTn~DWG9y^Tv1sCyD^Ty}NXjBu5zTYN@=Dha~5vGDGG&6V#m4IW=UC
zW+#)J)`f+}<`B8-(AH-(_}s@Lvh@cdfI1@<&`9T+JinKE9+fS)X=C5t89z!^iIsj|
z#8Md!3V`du^rT=M1|NE+X#W6ry$BxE=&hb&78T1Az#g=QXIx4aJ~AKDp|?&85%X4+
z{*iMX!tP!%^`<He6(9y28g~(2A%+`+Q^0Z5@lD&*9BvfFVi@t$r2uch>LLVl$9j=2
zP)@s%SZ9jNibJ#Bl14bsPAOOqLDQfw8i8*ZKIg4I;ueZUBn1ukdC%6kdkg!ZzzN@h
zj<wX;&hnuy+3(Fwin(_O00EC*N^epAH1Y{w@f6NC5#PRO0l5DF^=5`YF(ZLa;DOH|
zQg_E0#UK%eK?kR&T0_Qg1v>+-4m0ab$8rJeIsX7YlmK)+a(T@+8~{5106Ka5oO4Pt
zPaF*3^FSS+!u)^2Pjk;pHsk&Vlv4aK=ft-M{+!$Y07FVENbE~F`v}YGQ_4vwI0H1c
zC?&s|Omsc{YHI}}Po3Btl5ha#mr9I?9oa}`e*J0&M=}|8NR*7?oiYd2qD+zpTCrmp
zmr;2c8A5^qG+H5(QkBZ_&oluGMrG9#t^vsctnKqPU@?UqXtRrUrz`#31B{B2%zviM
zBLj|cKn}Z6BSwH@CZBkrniT1b3VWve$oTn2DboP=>FB0`kY1=Rk$^Gid(z!1myJr~
zXB^a*3M9N<%j-nAlKwuMLFSMTnRp{_1CMH17j2mNIU<S5$Or@yTOUfAVgzxh!5|7?
zR+&QCs3ROwTm%+qy|Gi>G89zCco`z2xhT=1j&X_rV=9Q_Uf_N;3~|Pmq&fr6N3~BW
z<v{2LGf^=n+#%(S05aL5jt2RD^KtBI50R}1JQClXN&yf6zkActtGNpZO`wu;N4)@9
z)8I$7V8kDrJt<+fi|sQEWMdsE+FFrnNnCT<oeD~q60uSN=trd?+`!asEiKIPLorFf
z<a^f(b*?|!-XcjP@=b4Q`E7pSFzw#BTerrf#2$^sIH5LbjZmGy$W;1{Dzv(SmTknj
zKBluzF5L1>Mq_O8`PEpPmZZHUiBKvQncu4sQHYp~jN+AHa(0eQF#~crsPV;Uu8F9*
z8*ODI^y95rkHWglfRSe7kK&@}W(<QM<FBElff!7u9S<hDgW!E+CiZ{<?rKEvW~8yP
zAproIO`x&O-V(Db44vMUqo?RMx~a@j5U05nK9g@1#;<P_>If_b3HPsLv$BTX*+N8$
zy#U2Sb~KAPJvYEHfDO~`;<Z!5)|P;*aiPbkuCi6xj+pIO_jyZ}JwX`&R9%J48Esw}
zLoPw+wK&uzjCoR^Z14|%t!O-m!z2%CsE|S>^QLU7oPa;iy)ZZ%`&)fKR+izUDA_I*
zhjUad<T6`_B%RDpHPQHn2=!N%V7!h72jyJs5j-%6++c>S5iIO<fy^f!ohzO3&?i<v
zPZ;2OS4*VuW9ieUrE{J)`L&hz6*1gTV;(=2%=>hzdkaQz2_Chh68VX+ag&PFw6p%t
zypqaL3c7+tX>v|m%OG^=PenWo9M?@{rbU0OCAQ8RHPWwxZ9+2aA-8eOE@9a7$k5~p
zoCO&DYq@U;TWui6i8_oL$knvFEjHI{#(d^KCQTO$9PZ@@uRgTanQ%h#Y8$30fwe|@
z6{;^Wz`^F28+Ou$>?>w3^<?(;t}QO)Q^Bi4SGZNi?9y?#CUu5jK>@fG2$(ql9&^oM
zTWWLMO&nMsI|0(Vv!O^%R$OMH))`DlJB*4`I*<rFRfFOCh8Yq9JMm2#6~Iz=3<?HA
zm2yuQ{3;o3;FtIZuN0RSliQQr0g<+;!!t{EA<n`^L26<fHH2}H`*BWV*d9IWMoljD
z;|#kQah?u%te0YswTB~$Xc+z2H0ZPE1D^a<V=3p3l>2w{CspV(+L(^AM)Rzdf%(S=
z9kE2m&bCI#C#M|pI#zInp;8Rbf_h?wLmokuz&zrCno~>W+NlHP9sTKKe>&JPJ+Q+y
znoGn8^Bd;pkw}H(Vt1T3ILCTGNiCvC6b3j>nC(?xNQPi@yFD?UwL41d&gMUbLf2BO
ze4w8FDTtQF!aEl&9^;XM4|=^7%YYZ3kl_6*A@vKM3dT>qDZgyIFXjllVB~hB)y9O^
zG{nCB{42I$*Zr|vyvkyeX}}<0*G$)!ZNZAUyYv2(#Ef&((y0lRNv8EVrR-@vDTuwK
zUA>;A6p6^r2+lKIWS8a}fiO@5{o$J8VIRF;t!sx2r5TAeEe#v@H}T1`WCS|%#YZ-w
z9Pq4&KX{ds3j#c{_%$?e;qV_h^rFMLqb8uUD!Pm^<E=~f#k#j4fCnAVLs_c_miXP*
z*Px{knA?`?+Z3z?v3Mnf!2P?@M|qgcE_1hx=Bm7GjkvHJ^`vN<JNFKsg%$$jH<$)8
zGFPQVH02?dA;P+x3a-f8gN7YDQ=J5nk`GSw0n4$$#Yf+cwWE1v%1g)4@<*jZX>P_$
zu;5jaR5=_Gib0ZitJjcja>x$u;L|NFvnFKiKpQblvKW|l7&SlIvN+^bFg(APoFBVN
zsAFOX;Pj+2Z#korrV+WWo5NOIz0{}oV>@dK$4-0c)d2Z=lbY(U<xM)tZR5be#}yJ9
zGWC5;4a<LZdRI3r#iTBPkELu#wu}o%**WK$kI%7;?GfkDnh-M|=O-ap`teE>m*{JD
zJwn&+`9h+cMIa2S26_DIlMxNPM{oZCT8U#hBiFdAHscF}+w-ZJRPN7O0HbKQag{#R
z)#=25dg8Ec)eA2eKb3Sg3$z>_p7fZ@;1U7HIHlSLMJMt906*kXjuSmW_M|+i$N<!g
zZZdig&VoB;oL41=Mmx|>8zYiNdQbvqfHTHvF_XZgZU<g{NT*-}$)I-_GERDTBc&)9
z=bR3GXdf^<`+?q<jlB2IdI0SH7w7&GYl2TdV_--84JfC4G2_IyBmSKmkN6r<T1R3f
zxrJ+b^FZ<(U~mHZf1K0oZls@kHU`t!Rd}H=X(yk(p0#64xALtACnuB7`S++8=&xPx
zS`oleoQ|~gx{^!d2+rJd#WPQUNpmcubQsB}*uXx~JcNEGkOXo&-x$Ax+NXux?;0WZ
z7r%T{EMq3}S$gqP*}_`lS3G0WwE#LvStLXqSkvxX%aS!r{M~q<#2)%FfG~0eO*~=m
zk$or`T5++I43c{1wK_l{a2L73$f+ky*HMA%(9`Bj+{A;|JtzTXMM06y26?3@4YuqZ
z-KtB0_t%cSDP;j|6nDpJU_*>s83s2D({_fo4#S>FsogPV00)ulO_6bE0nbjf0Up(8
z6}idlQLpb&!EEj6Q-uB6A>)oJJ9YUb`p^Vc>6sgG=z3EE2WfN8I(Dlz`*%Kle=1}M
z0hNm!XY!x~vJ544A9kjcvfLtr!Rjl`yi4Qjiw#C=T`VpT;h)skIy`l%&c&s;Wnt3>
znu}t&)%d7KZLhI;6@1jltZxqZbv4~k+)0CMjfMlgar&;acdA|avrO*Tz$Dj4@c#f_
zlT6hGyvXeh!-1S1l=h>Qp>E1vE;g1L^wyRL7C4U6^{mgetd{2h2llJFwwHf<uirFw
z?%Stq9C6l&JSVD_D$%TG{i97Z2R?44&Nmu-S8o)X@=bJ>{sx{~fF`?*0X;y?Y`1_k
z%V@(*sTV!)Fev7TSnE6!sDE#0F-Y5d>v!7Zj=qMwC?ZlA5uSPCyzj#oT4#lpb%oj1
zQVtoot#|R%QLz!HT8os9y5a!P5I>b=wYdQDaCpsf^Z52-!pDGnnxQw0uOu9BIqyo$
zcRB0bF7nI7Gb~WPBe*3_J7+y>)*+n9roc`CBaxn!=QlnfnpWK85_{EG@g2g935tQ(
zQD((-k5!m%iB9z&jb>hzD6Azw%6aFtd9!$)@Qf_dboJ>~W!10dB$=H-{{U)^Mh-`R
zB(VJ3ra*ff)oZ^e$j{nSp4Gs-^Dz1D8$a(<Pj*moD`0!m<QFm0%=Ym{;LErZ#w!-_
zmCjQpv;NwnBocnKE%}m61*%HIz0S)-nnED`%iy2AS-vi@n(I&!K@&F7hQ&6+#FJU4
zmLgUIp~XQyyKwT7xa8)NO)$BW2bpgwtg*5%JqWIfQZBUtbgqZw3)dBn`pIdDxQsVy
zKG|(3#@&b1RcZ#6h01A~;#^8WQIW@?u8I6rX4fjn#{;N2t|ZvUa=W9tA-xYZ6q-h(
z5}6`VGXDUwd8K3*Jpx}6S+wyw$}y5i&2c^~y^~Va-JxP(UKgKg#%ZRBw#yqK_ZX=X
zUo#kNlh-ut7b(0m?Bo+wni)ETKb36!{0x4S0^sm7R3i&x4yu1DmMdwlNmyenM^GzR
zH_ek6{Az1!!)Y;*BT&R+fk*|=^yy)g&v9)b+4n#kX1h4`NhY>HZ5$OCC$X#>e-b<?
zfS_dL`&H{-6vG-aGLM+&txFxvYYU0qSt0U(0D>|qSXqU{(J)Xx@T}N8OKvX~Q-uU!
zhqYN6^ecBA%u5?G;kLISvCb)2cP#3D5xPqRzggNTZYEUwG^?}~Y~X`jPlzop^es+p
zKJh}_L_j#?5PD$xSF~DuLD4maEv-QuF9PNiW4IIkHRE0`yZ+PHZts9$6tDZR$0RRm
z7U0UZdXcqdaVvs&E7;U?zWG?=8RoOWJCvN@Rff0>a(Kt3U5U6c9AojT8gb41Lp{cL
zs*N&^*~p|zkrasO!3Q*e^ck!RM#OX+iY2rX*@*xrfOz$;X!x>I5{}?vnIDQJSXmB8
zCpadRnC^7VXC2Lk^cf&?&qG1AON$NayssZaT(n*!nlyAB8<Rv{B$hqns<&@SEW+ng
zZ4@%V3n1P&B=`E#{hmIU70JiqDPv|Uz;4u!;weZ2o;q_*%r14y6i9MZ4{|>WL*#@Y
zfsB41TI5fNrs@t)){yv$M(RHbIauy=Y|(%V0zk+$$7?pMw{0Y2a<?Onm23NT$Ynhn
ztwh?XZmJIyB+#2A(wfO^j8{kugy)gXR@8-~Kvo391Cht+NA`dY8)(S(roHmBZU_OU
zB8{9o<ps%A2a}4_xQAnhLP$QH>L0g`enF3Fm9=tX2vA~ygTz-4hR1r8d4WSFY7?sy
z5R9i3tE)1u-J=wMyp#FxoUR;H#SF0Iec*d`td!M^WRQcOY7<wIGD@iCi!iyUiqb`c
z_q)_l#@m`Roc0x-y2Og)f!DP-YYx(@H{(Tu<@Ab0V;Khno@o{tBbAr<dm4eYJg{)s
zBc(mHLgXCtpGsC>R+1?^)1LIv9FfQvgZ?!vmx4yf$27*f`EilQwN{`qNSl6nq%k_<
zAB8#Z7=So97^@bBYo-yZ@DE=>MZlFU=DCOkQdk}^D@Gk7WJ=d(Z?~meTbper-vb6r
za%%$jS(fFP=jH4wb$btEx3QYW&cK-2S^N9@*B`8E5>Gp4c0H>y+fbGgeqvPcMruQ-
zF&Nk|c&4LZxmD%3lO$%N^C!j#Kb2lvv$clNgYD9Vxxhan^X*JSY|cq(3E*%mLK%7r
zq?7f+j(w^`1oP5>H6n5S{C+hlm<}=s6_|wd&mQKUS-o&*uw2x&k|OKqE26V?Y$}ck
z9Q)T9Y)FxD&pg*zrjk@-pH8%z1Z#1CGCBO|IqE_G02)w!To5rp<B!wYprJju2dEjO
z$i_R9+MYTb41RRM^7g<!^Z;@OaqUJ%-asSiKpf-|^#XtfdSjXZKtNytABm;s9eDNs
z06&E&9+*6EDG4|odF`48j@RLr{EU}9{{Yb&ss8|ND5K$!Kk$-VWc0IP{{WAr6{L0|
zTa;$A5?U-k;a9y+9k@t>sQ>|t)N;PtATxq^so-Fiz?|?iSzMtlZG<thh6Iz=mfGE8
z4yA!D&V4DCY%wFT=QOtDW=76E=(rMFK#?=|Ez+ifC69j~lgX;K&AFsveX2`yzDXN#
zJYzIm3o3}0D<Q|Qr?M~FJmN-uJ!+=y*N8KaDe|`anAB$(=AFQihwsFkXFjwMiPl0n
z9R)>je}0Rc<n*Pu=2TI@%@+$3IN!Lp9D_>4$rd*8j?~%NaDJGkmkVy7dUc}UIhed)
zV*?oGhF>-;3~d}5YRW#!0q2h9nG~CC4;&tbi-7X3$~KXK#YeHgWCRj>QrpS44!un=
zE<b+YgTVc0xWtb!%24u2=ZdSWU44T_yPFv+89aK_sdJmABx8=1lj46e=Rv)V2h3tU
z`J@MjZ)xsWvCBx=Cc0?!4LCxwGqW%mJn>w_M-r$bkZZ4q?XqLY!s4}LA_(71w_+o-
zQhMantEwzuc~K(cxL#{6GEQ3@XBnyE37n8Vr>LnJpfzdtms5s5l-AVlrESJT)6%Qp
z73rEx@@TRGaXf{yxxKs6w30Z%B#e6d)G6k$$OMe`?M!LRV+WjfGyyRT#OJR-DFklJ
zG06Jo(xO|GYzz=79^p~*8yt1y(*su5NO{IxiZ88b$)V}C@o$pr=IzaMPpeMR?JvON
zilZgmjgVN<vkR9m;<s5F%8-@%)_&v!_02?CpOQ@*J$)*PB@?Rfpj2%ux3wyu6ymvF
zohSkWxR2#bW#b&0vw#gF4^zi#0H{*{3U#{v{BcqrVZ}>ifv%S{z_StqDF7Oi$_*&U
z#Y-9mxNHpM)RF<_ucu$akjz`ChuT;L?@@@d1`pP)-HhD798(YieP|HSr8ozVYPSxd
zbr;-o$74|J&M86wbL&NhXf~jiBW&=i05Qn@YMWR?Bkqgj9-XQ@<E2QF9@KzevovRG
z5%^PHJP=3JfmRW+J@}<yt&IK@0Yv0*X}AaS>sHKUgTWOMi0wG&DTsxmUZfF8<pMK~
zDbj8PFXP1~a0hch5qVub{{UKCGX2&d{b@Hbd~=#{IP1j#H+;$f-cO}Nb#W_&S2-Q3
z-hNyW^c70*;IBEL1UUZy>rxUp_Na?c8-eNROa~GGrZziKySHj-GyuG36o-m4>BSuO
zpac0)Mkqg806O63G=D#OI+`=mfDY7RjDTpM1jR3EDLM?$0^m`BMsR4)<v<1n7|%*O
z=8W^t6aZtI0L>gw8h`?WtuE0(J#*LAjr?Gr#Lxm108(rOQ}fTYCV8L;nOGjQ!W?(2
zB#cu)8>xX`a|22ydYq^<ivg9wsL3<{`zYnRm`1tBdg=VgG^<Q-&5pkH4Xg>J+HP<Q
zk(13}Y8P*DDLMISEp|PJ++V%S=PYsVY6%<y2Y&SoX~}O&V-ikkkc)^Eijh}64Nwvh
zikW9L0dOg&Z8)f+pVVfpC{`R&0f@LDnzp2nIH<OP&#zjNJ`N24N`sDZ)||sVI+|7c
zhu^rNhDU7B0^9ON0X*?tUYV1$XYnGrTYtUCuBS``3P*0Zr6HqfNF%m8k9tG2<debm
zpb_PRp8VszC-9In)1mE9P@r+tpVt(HcVngxQfb-T0SDaDa2JoLpa!tP`FfFxOnkr&
zGn{jpUN>`$bp!)R#~^j-)_@mx8O{bf&@s@Q5#E<LVZhFFoYE2q2XQ2H%>a(m;gQdY
zu6q9f$D4oXX+<9lzvO1Q{{XK>@BZ3RT1R4KxsQ1xf{Lf96=rFgJ6@wW$2A1E5uit9
z$vrA&nIwmEFUySLu_z;v<FhT_85~kWBQ1+L&pm#Wuv{eYovL;USgsOea1#nRH0%P~
zxfbP=@t!kMS-CM59owx%Z#v2uRdB1uDezn?vm%ZGrD5Eb7u|S$g*_ZK@C4@`l?U1*
zieQ`uZ%SDuSY}a-mOZGjT#=j`)jaY3G?GdFmVh4h4aA}Xu6f<ZT3H=p+Uy53!sUyp
zhSmqABgu#WJvP%EjhmYUV>HN^O%CpMjwlP0JO2QpjAN%kNx1!uaC=lx%91JL<sFSW
zDUxF70K)d5E-Wq<*+A@Ru*gffKAh8Io;Q)AP)6U%n)eA5s+b_R2kSswSY*w^?q1z$
zJ?kW!TLnnN4!lz*ltlavyjFIjsx5;M5V0L`O2Ko@{72#Wbj@YH&W1=NZQ!WslhUl2
z2iV>w;jj(~!RcGq9wSC9#^0dhBDif<=4mdT;ZDV4(zIHT^d)wZ7*`P%`MV0WrKH!F
z8yY7?@5eQ@;cZ6J>d-?vshl1+0bN`+k%8u<Xry&G=7z^(oNXQ>8nBVhM@&?!;rQKD
ztgXoDj8|4I(m-2a2RY`M6d|`Npa6PQ-HhfQ-E@`vrGuPivbFV%Eu(nUE4L>Cx(^Vc
z@}pzZc6l|0um1qYi~tX%3vn}^4YUmPrj{fMvlf|sazTy<Ada}=uEpVvR%cZZ<8j9|
zVzG`0Cpn<{<X2S>fVC+;`=ashRwVEwu!S!!a&gj^G7B?~;c|0GPd>ht-^t*6Xd*{;
zW1f1|pZG;ABS6A2k~7whbUs#jwoh@}y*W2@QJ?Ew<=2O8r_-H$u(A$>b<J@tqiV2R
zv56UxPBV%WlM_u4lz!{<rShf5b`$igf7!aEtan6mImKRr*HewrR@`yej<j4XVVikM
z?()t)l_i*DxB;?1rF7Fpd*!e06+q5%I#x_`$1bR1bQz3tedtc(YQ(FwxykR7idlfp
zasL3;tLYV_tqMj6XFQzMO>z~oxJZ{dJq~HyMm5hj2PZWi^g=f<6wN`3L7qcrtwm*~
zPpQDq8xm8mG{jv=V>kiV^QlCA4{DCf!<Sxo48##zFQMFJM&dK;+Lh4kW)vCD2TE!I
z?OM}lvm%VK$FQV*8ffrw_?lNkv7DnB#z?6F7zZDnTx~L85O4wQiiFwRZ6ro`Jc=#^
zco--3=}xrTCL#G9{puo;{{V5nDs{MTI0KPGVjrkS6{PF551Tj`td_};k~*JC*4Bsm
zL?azX=T>0T(nwUd2dx*d9Qlmy#y?6@gm&h-1k(|VBPlFDN<*h2%r^srM=~9Z5{wiY
zp?{Fdd9J=)IS{S^9ldJ{#8zu=$+Yp>nvj~Yhz}G}e+?~AgEX0>qJS2YG;@kTaA*P9
zKUz6GDY)jOiymeT05@w6#+RQ;z5pFY1sEB@pbY#sU8aH<b~T_Cd-F?xbI0jG8T(ru
zDK;E*HKB#{px_!{XJL<H`BLGt(ETx504{oUq#$x>0YeNricWLT)`38J{*<0jJ*WbX
z2<=7>Od7f(0QRIR0nR@f0H=ZnPH4k=RqcX}fOh?80*T#^x_#+3zJBSg5Q78x&;Z6U
zKpFdA7}{w9xj5QuPZ&7G7#-L3pbX+4A9Vgzv!dEBGs-w#nX1GNJ8@Ga%!6QTDWvs4
zH&(lnc?u{vtc{F+hxDyR8_8mFX}bnUz@Y;(-ZlsTT;`)NzxQ~pLZd%QO@f#if(JPH
zO-Qzqk-)7CdI7}&$mxOaMZkjI&OwdUayxCDmi#H6X#;~zGB>XjfSt%rGfs_%<Z7VH
zJ!o6o?oem~NY$9(f0at`{Mcbnfqb{eeEQYd5D+u%^`tVrrGb+NzIxY1XKrF_XD9Tk
zc1etTcCCcYath<q6)lYx26pEe_2U$zk?qsklRJ3F=|~41dXBV)DI*lqk(1lsic(1j
z)7(-KxNvy-W`GcpxMQCD3PtOZIv%v_o!z*{J*l|P53K+MV2+??*Qd1`jxmx!9cUTb
z=uI3BK<nOsJ70z;J|(%&U$QrU_R@+^h6g?+x#uJ7ZIAoyD6J#0EWy-2<K`Hb82)u)
z=(Ki?)1U&HAd*c?F;Y+t!mMgAJ4A?zPETsi#Sq&@VbaT-uN^7Ykh1CTC^;vSkyG8m
z{{Ue~mnWqwM9HTJ)L@?2rXmXjZ?j7w13l=|k+CC_-mD0k9W0;(k~&kYVKG_^j!(S+
zRtnPUAPzw5OL7Zp5h3clikiaR+Wtu#0JP+Z-&1yB!0$lHcg?!;HNgBRzhWkhGm=e9
zBn>8{2^c^=_Gz=mTJ<<3eW(F$iCDJ(0JD$Aqql!APApFcIHzg>q=>46&!tA_>!*2Y
zr#pH9KnrBqvv$up<36;OCA_Iz_oa$AOA{W`oMRrema6gD9m5UJ6abb|5c0PKo|PPu
zZoNUqc|3ogtvb~iAd_(Faw#K?n(J{~0p5Tq>w18*i_T&9bBg3;@fzF`&w@`p){l>#
zSoE>f0^HY`iR2y4G=$mMeZJm9^MUwRJFCi)T#+B$QB+0DgSn(GSQ2`ZO(9&HPrG|N
z*yclw8ul$R=w4}QH&XcN$2H=rIQmzx_%rvO9EWoBBvBwn)r%Hc3uhR}H0wld^0s(2
zX42fEw&mpZs+V^$>2XOl!NT+zIH)Md@fyaud&wceOp(oT3#vn@-do!++Pk^tq}TO{
zuHH}H6AN@-O69!$t{ngbbRwxn<hFappAED&>Z-}<)~}>%=0?K=Zt4Yi8teLs9xfjr
zTJ)a-_@HVqt)0sgI*>sorNyF@j{g8=I*OyIE+Pcy8Sh#wzz$EnRJ{p21y=>L#%e58
z%6AL?fE%_rs@r_XP?6goO3;x=un7MEc#LA9w}=Q;PdK8%a*Pp&6CfBF;8U&b5KSU7
zpO|zNe%9Qj!<Jlw(w<;pd>jF^&<0XjD&Dez#yIz+p2$SX;dmGv)|}A4+Y!gz9ZeUI
znIR!DyNpmH6IP94)2EetAv{-;X)+hTk&p3Yl55*;ZAHb4MC0!a5ng+%_<B7S;V!Mz
z2$&H0=LgoV8WPB0j3v#X91_DMim&3Imr{$r6(H1O-2(w14nGQ~;!DK1x<>_n15}ox
zF||w^Vt$pe;DupvDsi>fp{$b&>LFl=Z)QEKx6pJmq?p;*mOpzG<n*vD%Vs8tmGV0M
zD)gYV8;aoZ-lU${WJVwio|*4f78QFftT1tptz=nV;xP8AzzpNB)Bgb1NJMRJxF5rT
zR^W^^r<TKzF_X<lYi<@cjk;%!X$;JV1!RvM@&yPK2Zvzi)N@ybw#&`u8&By;acutp
zXh~z|9dSU6*x*4aMo@PSn5vqclu$$FfwUpy*5uavT_jLR&oxiPmcjHZf}B3w@Oh>O
z8+&&R_4TqN4CD&xVU2C1SeTEPW1cy$FM>%UxDux&PHRr*TfLpbnFu4LX(;v~Grut;
zcSDsSxH+d>S_MGZ0D>?p&Bn8Mju^^#JaTKM(R^5Dac_2bI2(;mD@7?C9JZ@9uwXeO
zIId&GZ~>>r<ES__+S;sbZcv=5<YT2`YdTBb*gQ$sJZH9PM{sEKBiA&U;<^*zE8&uQ
zeJc)Yc8XIQWEDKt#1NB4dFz@T89LCBzB9D`Q~+)O(iWs(M{HJ}k)lhghA7{5i-DWC
zVx1YogPQ3-;S9OlL4GQxq2cND$i%L4ri-8|2jdimL)x0IyM5_}x&E{PF7uqw9~mIj
zJGu15NTo{P<1_&8FcJPVf=qw)sy)MZwLOY#;~Ag@^D~M(%zIQh=7MuT68XPc47^ld
z=M<d%C<0+2_2Q2+wL)?_QJ(YxFPnl#VL_L@L=FuZ80kO~`M#8%X~$k_Ec;SsfF~0i
ziagw${{Sk3Gy~5{0GrOG^GWomD9<zjH=KG7w0Wlonu9dC<WK~@aqejIkG(>B(UCwB
z`KQ;4UpUkmqcj0Gm`@zh=3|`HIpUK%Pz9LfCF^?An882(y5}M%c&?vMUC@l2QeZr1
z%;0zQtEGrV>6}zT)I0s*o-tNh0I{xHwIP;l&jY?sIIUC%jyWT}XW2%fef_IU0H=e%
zs3@B_$j7Z50e~~pj)H;naoeRC1OiAN)Bu?vgO0wUjz=SJ9cfQIckP-^<BT6_0B#5$
zg#-c!J?TLGI*fFqj9?55j&nc<Tw@@6cNBvoBm<tOiU9;?9la<30e}D=lmXg&G2_Iy
zJo0THkN6r<OYp~!65J2^b8LU#X+>!riDd~V+i<agjP<Ezlgo&)A5Lnzp=;0gYD=a4
z*i+o}tjZ=2n_n}pr6RuQ3+E%RG)}%<f~n^snoy;X&!<`dbS@->u|IdUCA6kc!Lxzu
zNepFd&Q1qfb&_Htz>E_>4-zoA2oG9WnWLO4wlmhFjy>0)=Zcb5{{T%LvHH^jJAz_m
z3*7qCr(KAR+~SL*-8y?3b<}RbK{)(q0BFB<G1Q8V5M3W|2L`OL3m8%|HuF*2pcc+g
zdH{yqgBJx!$4YEc@0rx7<G;O2ZlD+F4r)7e%<n)Eht0{1fwT&3$L{(N0X*?i#Gu{s
zIHum9U;rHEkR1O2jkNy&wD@`1er8@kuNRyc&lU6rp%|9W%WjM?Yt8lF1x{xYS}sw!
zHF08S<23t8Z|(#rIX&pOguv|^byI^~*M{^vtsS0cfIF2q$gKTW!x#5+waP{Y^T-tM
zsH}2vD@f|A$vjuLcwPpx(`_JOjG!cXSD$!)!&f%ioKsI0<wKlTq9w%U<qDt*1x%RH
zvvDiOc!~}I?TX@lCEPT2_V6oUG0DYrv&%ExM#lpNxbKLp@=0vX*i@~?_Bc12F>NNR
zkfYv_k0etTIb3B?kI+`64m*DVTK*QgHl851U~!kh_pCFOZKQMQSG0`(0BYM{{{R^N
zbTB@GGL}F`L+?QyNIzPo4B$Z+Cj)4weV`Q_=CUl6%QGD39YsDqPvcY`V9$(<^s6vP
zNcQQINC*9)()dPmj(XC|JFV(3YN<Sox3RDT-->nPx1AfP!RttDv3W6$Xz)%6#WMC%
zfe36VJo8cBv1CS7`M$Lk^u*e(7mx)4C%BeHw+y&B8PBC-T+8;&GDv1zlfV^bTZvlL
za6#jdSn#~YCtf)}tuzM_KZdU*k>1_@Ku!i~sPNXMEA1yZuJ+W(ttLPN83Q$0E@Y17
z_Z$K;c&k!kv4x{qUun`1kg0rgy0xUg)psdm!3LyT*yFj*>;itGpDpB0r{@5J*ipC+
zd;9Pca$s@Ww|cid{Lxx(BLo0XYJy9sUeFEdA0OxXR$cy}(?R7a7zZ3w+Tn9XPZA-v
z$QWQMDEv&NN6HEH&2vnSQ#^t1+M)8DKs}9DDhr*Jp0qAzD&!3EJ5|`P3rmK40x$+^
z&*FJtm03yaTCH--QPkj?P9bxv`*2%<^KqV)i{iaZ+iC3@w+=9BmCWu@SUx-AvHVFX
zmfj<~Jo7?YgJ(Uv1JKfLKD5qr%`a-uk;Lu<98_q<Um%}qT5bt^de8@;_+waUY|L^o
zETaIES`DZXFu^5A!REP54Gp^PX4|{9YfS2S3=R(!4mytJrPcWa6enkK{(hCf>TCZ1
z6BoxuY>MgSDDeUto_f|z<(kaGRXHQJDWzaB?-V1b<2+IJmJ75m6kkUBx8ooV)m=x(
zNI!)%A(FQ}E2r?a{5DZIkbqmga*jzf<#M>eG};5vhlpX0LRr33*wz-ctgZY-0l@lo
zteNhhlTM8zAH5w-H|<e2oFVe?;Pt7shjO-lUrI7*zVv-@`PB$q<NDA~JW_QulmP7d
z(&yfrnkWIlfN@KnDVaGQ^md>H&pgxj;-VZHUbF!raC_5EJ5qZNX*%&h3JCmaK<WoU
zQ6JWmzGwn=kw1h~Y(Y7uQJMf;(tRk+0Q%4X4>SXs2^5*dFcykw>r0+ZAQbW`GsOVV
zev|;8g)eG93Nyt3C;96}1sU)BsOvxvLx&ix{WeB@qbIF%>-Vc)Phhwm=wNkF!nobI
zR96j>qaz)9cBb3PNCT6{6%^ktIW-8QR>-bLJmc}LH77j*{&k07<N`6&`t+@+&q4_U
z(=?bCfXMI1JkWX%n~D_f!0XO9rsZ>vKl;>$FFfPFVkkKyr|Cxrf-rpz2dNn9b3g|@
z2_H&EJZ|G8W3Nusr1Op`yRtj=paZ7^pMK_-?_}fiIHvG3$LGy2Uc8T`0Ct}Y20Te|
z{{UWZ{{W$-6u%6Q{8YCdzhiI1=SnL`>`N)YGdnX8j@YRuQqF_?im0-=Bxj-PPib4_
z!Q`H}tcopM<)c+!N+nV)f{vr#rB{|#LB~H@MwqJPo*UYLEu0HLz46kL+cClc>s6V^
zKyqomYk7OK$7*0)xBmc-lFU9@81B5?&;!=1LhkYv{ONZwm;ilqiU5*VCg3&>+|%x4
zEh3!o4OM5vil81()}@$*+s|46l6eV2M;v0KjzS?Jy3)P^dYp6ZQOEnlC4s;^cAy7a
zvDm=l@utI+k;$h=h7Il7qm7HsQ1kfE0!1M=499`n=|s*BIXN7PQN*AV#WGX0_9N>+
z33Vn^3{`pM{od8|sijpAh9LUpnDK^)Hs8X4Bl7`^00V*fQu%;J6oH(MG17#AS`vDZ
z>qrqyP08cE05us^v$SB<n11j(IQ~^y1Xh(pW3R1gI*7J~015#W=l=j+tP_#wE1B`d
znY+`(s0nEK>H1e&baq5A0nbXUa}rBtLk#X5@jx@dj(oxhInFv)rg(QwvP~u<Fi$bL
zIr`N1J`k{#mQffCPEQqKG#KJV*vuCkVy(-tta;yxtRl75-H?whxd2mqGiENeh<9*`
zz?|1_d*O&~rUA($RQhLzZLKExG1nRO_oJIZSl<RVh<xDp>rl1a5wTWp)~v^+1sKWc
zjML7S4=l^iUTZRl7s+%FoR2|P<B=mA4wV|(A`lm+rAn}(r>}YkVi~0#YPjGEZ1XcP
zA$oNfsb-7_$x+kVk|Z8MVlY6>0LU&UcU1vuywl9^?F-Fai8sV@0sjCBYzw@yk<+~b
zGkn>M8+P&sHA{8JBWWax-b5a2sRE*s5(wHdC<6*KoMd42{{RYu>~39|w{z2q=^hnO
zr>H$?Ws4DHDBX+_1v`l34wIKT$;rk+=}NjN2PC!+W7yYDVGSPOG5BJHw^EtlW2R}`
z4s7X4K?67x@uQ~9^XZ@dxB2N^8rvT?9da>`S`0g785|y%9VuK6bu@*+9W&aZeI%0E
z1b}O#l0B{plaBcmvqTqe&_F#%>qW+LGHFd7M%;>p?A!yjI2}fFU1X7G2LxnPYicA?
z2m`py7Zr|1TQ($ot<6)ourkC|!TNevY%NAvNa@~~`fBtl4tnOD!pD|g*vV}9+IITY
zEZ3=AXfVsffDm}B={z59Nx;YksYq5l_c^O}wv6&DjlzoU4};(i2ms@*Dna3t1LY@<
zv~wV_fLWDB+>SV@Ji=6T&2KJ(r5#8Btq|zRy_JdMy3x#l#zqXi2{o~x_<r+TxoDt-
zv}iXoX8=^kN=R4{jAx+jU2lgxK^KQ~+n9_1ynvM;b^6q|*l6<oZopdKNdRrZc;~1-
zmCsLX(VVF`HP-4DPjM^UNaJ*bzv4|`U&XR6xg)JoV9|`qM_!aJNUf+e!EvL!<L{}f
zT09m>r^@pMGIYaLT$2@GbcjmJ@*eoBsT^j=umg5$MNuWuCsGC!<$b9vtkO+5ax>nh
z;9z&4pK9HGA|Rme2R`(l*$|K7JX5$>!Y7J1R>9IEApGZ#YR;O;qL6`;^rvtj&$T9f
z>Uiy4qzcMZA6mWrl^=J{6kH6f(&wCFwZF2{oFD$RIB6(GaM<;wEq#e2)Bhj;W*BnT
z)MSoKx%$XeZJ4Xv%zdWFL?oFZCJc$BF-M^pa?Fvd5|Sdv$cJf!kYqATk~4hJ@BRJ#
ze*eMy{eHb)uh;YWcs`DBevITRo#c=-0`{PX{i~?kap6K^iWz#L`SC^6EP^=q_&>qa
zZ&*G9zoQyJdy6WoUHN&8iDs~J7VUbkFBs!M3)uyWqNMLpJjuT|2KS^^dX5?6inxO+
zlC1iaNRulL%&V?IEhu8Dd+-})7@4AY6tx%gal9!)tk_)SPZmI9H;pb%^?NVODTV>-
zHso+AjBDV`_aW10(5>->b=F>(@@t9wbXNG;7M)RHV_1r<Y4!~v^%UGO7%=vGH5q*M
zo<OJ0xk5N10${3(1u}@54684fb<bUaVu3J_i9E!|(8grB-A;z*;>(uvIEAdQHtGF|
zP_OX1#P|KavtY}9o{RTy{P*rPSf(*8@lyPj>5aTkZsby0Ymd>#y)G(#(3asVZ5>-P
zq)m>h6|iS#uM`9ak>m*Dk{Z0TMPu1K*AOuQB@2(Y&G_{s(l7>2iKvBa-YqELNF{uI
zex2c?(!JV=906P(0VC67c_g~Sft3Iq+>R_W)aZ>3G#AMP!mP<))Dn%pW3TZ?s&6iv
zj>upYGT)j9g-pv5*<&QVTmKi;`tt(lhJm(1PB?zvua#5u{Jh+6ou@C!-7j=usto-R
z%l%oeFqMY>w@8Lm1^=n5To0IgSed%1xrP^n_C-Z%;zP|gYiPo!-Mk6#__%MxC2zFZ
zJ!;{l^i^2>=L=u5b3F-`X|w0)fa}RdomF(#3M2dwF^BB`(q;Aj1-(PV=SYW*j^ioT
zhNs^#S(y#m<cSq)J+brTg*>rL1ca8DN{SMcxgIbn8Wx5sOL%dFNZtUM2#RXkHba>q
zqAEVYAwz+geYOKWaj0T&>M>Q#ah=bk$<OG{QoXv{k!4Q;p;8-t#e&j-&0bru`N^9<
zPD$MrUegr{w@uaD2WWdnpoa;w0p+I2YG;Uzw-S!f&@1-c-~gEyGbH)@CX({ue`>}d
z^ELsMy{auBEeWdsGq2cTsDs6IkAo;@B60Lc;y<H+ALM<veQD6TeSbCxH3Ti^xu(>A
z-)N}_`^lrg%crPsj56`hn%h~dN!h#)(Z`9WY6cr-xrnM--s{PY;^=>TDQ+(N<%he#
zVGvdnZzJNT2(mMH*>9c9wKMb9bS=~{sr@=7DIZYtDtc+7s<Q(H8-*xQ4<yw^MJ<Z`
zY_#smjyBx+NEuFWyvr*KbW>ArBq%%f!Z)i7wKf(?AMiwC)?H7)DK8lM&bG4Zgi$%{
zhCu3SXngKD-w#yWO>4z~Wf1vTyKd}T4-Ogzmi?+F%;qnMi@CFgjhajLJt03UJi?Z1
z3u)II=8Lj)w+O~<&`k@UL1$L%9)f*EonuCD*W8d&GF1tJrxke-K7Z%~kK{Q>a$?ri
z7C%w&fy?QHe4hO|T^0{|cqdw(=;U=IL}1tD{gYWxI<8of*FxA&R$y<Dr@{843IiLM
zAeLtq<6qZ7I&lU6b*A+C)&M0-bIC~3D)>$S|C7_Pe3!G%s*5ezw7S3*@?aiP-o?x-
zDku3s=%pps3Kwa23EKRKpNmEnFoy%%H-Z2%%6)(PXU5BaK|c<f0v$ZCcHW-%P_V{+
zW<3n-5+Ye9f1Y<#*2m+yp>E6R;XX^RIqEL)*ANP_UWU~5IJjB7T7VZJ1g3Mw&xXx?
z(EO0jW|cL(5_pzESu%n@{dB5X)v^zOq8~(;LGRhph1F`T6|yWeGoz*cRIm8X;Cq+b
zG08f;_~W*_pLHHJgMxz-gSy;3e`%Sb1fo06-gf%EZhPYTc#*yCnA7!R9}8Q9MK^<(
zj^@+T=HFwpzEY;g+NqJggAR?9@w1|ZWti6?x#y4k(Du~y_-3g|m4(WA|E|Jal)aqv
z>ip_v)j>a9^nAphL508%h^)H-8&$~}N}%7mbD8ktor$9mi14nfj@xn@Ew^S)PpU-v
zy-Z;g!cB*)?I!JRGuGbb>T(Sp)LeRH>X>2Rt)bQ(c)@i=QI!ev$lZ#3kbPQvtZv#P
z5rQ4%RqDMP_g{po-x;AymcOE*Lhj3GJN4<&NFg{Mq4ywz(T{kh1i6dr@#+}Q!atSh
znqI-*D3n~ewX2j;VcRxTr@|kCf~4JzEvAvE>(&a`cjtpH{B!7G(n&CIx(yJ5me!R!
z5VP?`o`Y8nG@H>fy@8GQ*PKhHrX3r+MvgXM=>uV6z^HyWmlPe;mQht1{Hi;hwg2PZ
z!uN(dFGJp}jy(`=Q=h6yeTw|fRE#CMTn^bh9a3V^0Ggd0eKeByk4;v(1tuN{pgHAn
zh7%|ns_TEZNpfJftgS390<l>+x%k)wt+ZbK_?YxndxoNDkU)skcUO=^(TD2yCqFf5
zHEQWZF=f<v-fv7!hX54<#dDV}Roj)!ZYSW<V}n@3Hb0MkvpU@-RuAi?o>$QSkHyVS
zX#`a=gGVVSOAULU4Nkemhk<jKWIc8r@Aod(%AG}8xcWwlRHWb+_ysUgPiM_W?n<pO
z%atYtr0+)Y)3Z#&<&?R$mLS`5)YI9MZ-#zp%7mYje-jiMrgpR+2o_4DExf*DubC;T
zh90;COOf24F;^OA)wJwn%+&N413%-x?NK`^<&H;=>gZv^_(T6UD@{+AZK-&=N3GXK
zjHJqk%NO|AXlDQ_StVIo&KY@J(&j=oxRv)0TSwsX^e;A-YmTI0Lp3eX5F~A<c$2e4
z#ifA^9hR(_j)83{C6IcU4+0=O_>!YgjN&ra<%4+U_Q#QRE|ta67p4;Jp@F}<07}v{
zr}F<%l3+!`u#CfAh}EtCD=>1UOgsvBhJ*7G1I7{#r%c-^v5Exrw9`j?rRzk+c%Cae
z-qpZZmawG{a9JwdnnfYeD;Ed;`^3uzY^mN{YB1s^VybQP?PGPFvsVuT@L?P%Bf|=m
zU>^X2&_+-Dpb`E>0#GF#3g=(+DH7C36wfR_n{$gVg;jtJF%uih`nGxoyFaLL5_Ri$
znHR{2n`SQ8hS(~*E16D<*9C<hV!}%zlX|uHsxq@Kw=Svxr~rvzB-AIlK2tET9wt_=
zW3inFw$>{eX(;BE&Ns8e?$Beu&n}dLesY=}tU;Z@Ky)R>zy+xf#6-*{&?<6|5pd`g
z8?{#iZkmx*UWY%(IsbA=YTxEr;c6)Xk#yQ8dC1Q%*!V)wec_Vv370@W;bKun!6W5$
zL7;A`#HGu0wyzp#oj!cm&qwx?+#`?1jNWnt+G{pm)y(!yQWAB9N4y#yK#JBMv5A?V
zPFccglA;Z3JrXrr5Cj{+j~*uLtcu()I!1G{V4?#EhJWbpBkZx%V*yj}rb={f^jP^Z
z_^CCWNJ;4v`l2s|ujV9bQ%7=}&m&?uwWo%#=HIZry@(AR(D$8CF;0P;YS*D6Vt5h+
z3453gXE$4c(#(81Bs$A`=k@&xZs)$%h*cK)w>aEj6f7?NT!7uElLt;rj|*QASx6UV
zSv;!~+_e`@yFAq=6LUP{gDUnC1i4mq&9x6HqwC}y3fhEqt0lG|NinRakC|TKyallN
z2oBe(C_WLbLyC^$3E$eRd{v}<eMszET8!Mx{OVVo^IxG0m__j2n>c3k*wfH30Yh?7
z7YU2stjHUho{jUe=e15m8>R%|NV9)Ir~NA)Y6-{{O7u!H<x<Ku)D%vqX@voE2Wi2R
zSTjsD^KnxPcapkz0g}N4++~62!Uq>)0%S)sAS9t|M$qe7KORFN-~DNcEM=b87dra-
z|CHoBr=*KRIj*1`(j3KNT|h|*2DUKy!qC}(qdF06d6!3u271SD#Qvhv2sQ$RRsiO0
zuqov=3(_7=cgaffH(#$1Sfjr~*lQIxBeUAubshKfJ?sXu_o{zJU1jKu3dup6>-jTb
zrqzu|*)J-`N7X3J_02mQHFIY%Z=FV9Tm=#F5K;6(o>cwu5_=e7+v#6#W%=-$II9MB
zbGbyfv^-gFnBQeH?eb)<A8*0hV1V^wY#YiER<Kp1#9Qw<w}-!;2>Q@o)w6Mu7N$kq
zEKVAcjInL{&z99obbkFXHSsU#143vx8!b+q4X?eaXLH{5xfQ>M8Q$&mM&C#ze&p=O
zC^xL-(NKJ6RanE%uvcy@Pi)Jg$nC9TCci#=;D_-Z<8Q^xGGEKmxt^Zbg2_841(lG{
z$?U*~ryi)bN=HU=ofK79)^WU!^|Gx>>s5l>$&!Z>PvDmp`j*mUhYZhTu*!Q0<6qMr
zPH!;B&mvV0MSZ{Z`n)jvtaqQ!f05L**O6tP|LJ5j8Tj=oLdI)B1l^iJsY#?>tZhJ_
zx_HP#ci}L#=0`JXcfY()`r7V77RZBtP>=mlcNFD;qxtD&7RZyMUL+glMt=2uXz6My
z37J&9`LGpE|5pv+oEV*VK_OGRu~PjRJ9Sye^6clqYjQI#j=Gzbe$SgJ#`1n*9}0XM
zGjRVsZ~@_6FBRpR8(Mv|zP<%R%H~%*6L@#R8=K>G+8=f@wnszrYNBp<t&@N&v<{=%
z{;35LwwknU&!_O+oANWZ%Hsodb}q{ZA=({jkdr@MZWj`mP~vm@6<|i@W((S%(2KYF
z{_@{4+UBS3iHy)r_Fln4(dr>`XGRVPPf3_5y-K4i$pm$JKW^!$^oWK_)l%eJCyhDq
zWeXxWQPrqSz7ruvyb6cZ>5cGs(JYzobXd{yNkts2L#B3yO@igPl%W^Go`)xLHUQ}C
znONQV-H#NqS!~-dfp&>joUy)QL=ukZTwYYsKyMUhVxyVG#aTcp>}13*@JIGuP6RiD
zYdH?*VB+3!c0N)=#XLdFad7<Hr39}3*WKd|=3R0?xG;hG;M~%|E<nAys`V@|^)+tE
zp#$F6y{|e9I;CB-WRo1}=jZ=i`L4(~QpcjC4zyRbTH;}Slv58|%YTAbf=rT-t-?ZS
zIjcv_2x%uT&*Pe#F!ykiq8jL8p{>85i1yZ}C;xr8>)cq;VfMq>DBWH3-9rsE-oGFV
z#q6FVVqYPo*hZ(|fk#{HwBs5>qVb*}zfxs^&Oa3wHE)d<c@|iZ1)#f*ihifWbil&k
zFiV{Tb6PBvNWuBoLCD3CbVa###dHGIo-YjixcQs4A@Y9|!O=m{5gK)~;*I*ubVRX$
z{bAZ@LtR)Df38DEXD57#oU>sDS|4u$nID(aMkXv-INY6T4~j_6{S#2D-*G#s14bg%
zhyyUb>P5RRKBHd)f<vQpHt(_#>%cth3h#~(ZKL~vu%&*COBujPmf^m25RC?EX-fKi
zElmd-5_KL(b05}3%u_B*@w70n1SZfZM>iN=&L2pj;5quyS)Tyt(irvX1WIw3SMe&=
zj4<f#C@eo3D5WHl?ozpY-_fuT<YqLz$B?O<M9-CLv?vlXuuTdV);LI=x}$2<6=8<G
z`HDf&eT;U`wUi2xGudRzr|c8gx^cA8G;OKAy&ud+(%&(a63QnDM&i{6i>p&(d87~&
zw4URb_kOP=gJY|a9K4VzGI1y_=W{7<hFuV~hl*g!=8VW5Xoaav3$4Ak7(%TS+_<R!
z?swI{J`YP?<I_iY-StHAQw2QT3KHMhsEra0=@NrYZPNyy?Ck<x>CmbBa<yPzG|w;S
zWNxOoppsHm)kTvFf7<tz#pg3c?Knmf&y(P&-4UVh=pU+`cjtv^Q45(<xxi&scT}~T
z%9f9VEu=r@NGdlYvv-`v#Ai33e)AQCsRNh47lI#>_GG{{n6SgTDKteWQ0EKG4huk#
zwI`e;-4uVTauaToOLfLx+P6Ys9Tmrf?aDQJAwIXcZl-lBPn6awq<y+~fw*g1HbR3#
z9v!~|OW6JN^@VW481*Jky6nMAFIQ!L;j#c&T5%y=p?*IdNTsWF*w4;1i{1hr;(<Ej
zTia$u1Na3sVK|`H^M*`!I`zMT<Y#5LW?%vbXZ!`ZjZz%Djj^R^_n)0~MhDA%H=hVF
z&SU^)!6eDhI^#|>{XUN-^46=UN`rn)CB=jAt{aB-SaYvozI?rABIk`u;MO3faa2^(
z^R077re&pn6NQpx+#=iZbWXp3W!Lya)e9#w)4ZwXz6rBV_2P$f-6HA_X&<a9?xYU-
zoO)bsa*hNDqluUh+kF3X=ROAe4^Yy6>Yu$nwne)^)n51dmH*UMG2z!S6kzc5_RN=F
z33Hz8Yl>dCXDp#`_Vj2>ySeNq#0?60ewVcqfaWE~2AOnyx+nIBINakrPmQd+8w>~{
z_M)o}kLKzZITi4{&#I>a2g^*&3)wJ@*y<mX4Jz5YpKd(3T${-+h6xl-P7S8+A1{KH
zd@TK8PT2c_6zt<<b8X%CUQoyY`*U-Vr>E?RzbY2?=ZDH;s}tFgVVEih{%@y#SymND
zgr-^hq#0enHx;j&X)l^O-}X>Y^vUH+*1oi8$v`p7jZeO=10ffrI)DUL)BMQXKBx@d
zrHeO{3d9}XaFNm6kO2@?;~=sC^AOj@RX$J>yIcw_H${@A%q63YrPW8){b{f8vhd${
zvT}?2V04!}h=(ZQJQEpQ!X5T)mi-{<>$c&U{@F+jw`BUBq1D&7my~3&_~AAPzjRsg
zRl_+g{#cC4y-EI^$XYiI_p0*lYx0!Mv!5<VxTkjhsn)&r#yS&<UcU6!Ua)_;U>2w`
zVsIAq;T2sz9e{J27?gftvi_wN?3-B}b=1HUGQpW_JEGlqJmX6`HSX*o2w9U6s{4uc
zq!b}{=aUDFu)LCF!(V5#7&|DBi5`M_UWo<~xHFlvvQX??9z>+$a4Q2|20?W~l`2aW
zlQv5!9o#7za0{g;k+sRAPn!M6Pf0PH=6X*@5S)q8G`hz@%NM>c9A%R%x#N4AWk_@%
zRQ74%M`AM@@Z){C4QLmT|8&UkJz*dGXQjM-l`?mUWM(-0<o|mRoH98CPBdEyy69`|
zw?#i6roA#Kk*=at>+f(pizP9o?=)lyw%k)$EN<i;z`h$7{RSKcs-`u!ld$p<3F9(V
zOi~BndSH&A638#X$5qs_qL%H9A1R?a>BV~Z^kJ$Wb=62jE?(w^-JL|}j!ut{H~p5C
z>(I}?AS)0-ytElMu}cetuSEj_5~MI6Nc9fuTr>>bO$x}URi%{&K1szFjgbyJS|{}P
zAT6c|{pFDZ>tj#jynu#+B5G#msi633q-ZFKA|+Lpx;_Z9rfPJcHtAN~2}wIZx^W%R
zu|LsxLkBF6dQcw}Y@79Yvs_W&H%3)CZe2K{4AK?%d)>jx-FmVNdyP%MqVl469b5r9
zc`HuU=(B^%cP!W-kFGMwZ^5tv<#4K2EW+$cdh{q8bLjyvP?{M1Y}lEWn8T{oNdS!K
z<x*)52Ud<qB?6mHA0Z^ri+4POr5k!)fa5xNWk=InL^7;$&cG|g2`rN8dk$WXP6SV#
zFVUHp+Ly1At393Z{2If_g2(Y<5}FaB!YcYQAF)v}6e`(DKhG5J<>vz(>f2n%hfg7S
zf-D5D9W;UULM$N=`jwZUS-b(5EyMLYc@44ZFoc(vk9c|^Q`8n@fX{?G4gY#@R!Xm!
zNsMTnzKb^!6r7wFo_mbShK+$NG@|L2B;!HQ*@>D&gLj^f{PmpEaP=R=5Kb*o04c4y
z=P7sB$v0T<O#A5z`jN{H=lhkV7D$LVk5=xoU9PjnRR)G&L&4u;z_@~%zu1ODBpIzL
zBjAJIzn7s<Ko56UQY6^i??W-hNC;95ZKEV|fJ#z%7TFRqTG!#j(E&YIHaUJz%B#pq
zrkPP><%<CL6_H_WFD6U9H}4){1lcoqh3>BjpgF*x)5h0s?8zCiHago<NglBu=>98%
z49qjLvdrR7*!ExF7xN6qT67|IN1SJA1R8ykq;N$VTD4i+djYYATCxj$>w~OkQSnn_
z37L7XGJ&DK_*5Hws|V9+7jI|fjP~;3G=bdCy|;J|OkhNePW%3om<Gk>MvF=(G1?XX
z1+zi+e5Xd(7m~erqIxczOuQ#I^m0HgfsD5m7Rt2fD>lP@7C&#^x$6|yYl()YvB>s4
z$vO>RlQMeqq~3pNTr_V#B(2PQ7>W&A5<ZL{D{!O58nhG(gfg=5)3YNdn*;1`7ZICZ
zpx}m_CS@tO46u16O0v;RrTTU=pU7_w7Ho2Ey(-9JQPU-_Ze-X8Ah^0JTcA*!%__Fz
zvlyWZiQkg3(+tXiPDkP#<Q;M2&x*a)Eh9q557oIA%}fh@i8RtxX(-5-q!x`<6y~&R
zDx5MYF8W;)R%w@SC&igbEXfW<$pXH&Q#a$VsD+&O9>(Al;uCOoJ;ws<rgzWIs{lkY
zZVAK2{%1edQCLQpe0EgXnz&V-`R%r7(vCeJ@@9iN^sODytm(sd^LWoU0^#7-<hL86
zSKDssuWpn<o+)%LYGC++DE~Ex$*ejrkK9;IcWL(Fk5ZCZ8q98Ya`{c^CkZlTTPmH`
zh<>Y%n$vCMxLiRwjXeVQN=~HK$>3-l@|C7@QN0a*iB*S4-9@nJ#B#vvfa-Dr`g_$D
z1kwiVtVY($7Q2s(;%$sRUjf(|@`c?=Me7H!0I0z};O@NtwU-2=M#!>ZKq#^$Tc5=P
zJ`u%Gf)&~+72%BzC6S<~G6N7m&qubCTAImu1j&k?_0N-Oe!mKkhyXFW`b{RFHZT1a
zXZTIAg<aJ6?%*B}!+BMcEc&Gw6xbng?2F>Qs+&;pVZhmmB%FT`LAfYV)ydQ;vC0ZF
z$ggr*@FE!s*@J^`Kb>`x4?(24&d<k1pzZ5{KK|JgbKpFeU?kf>m@RaLhqaVt$BS(v
zDE5-$3D>?JkmI4I*KsdZ=Q+(Rda#s+N*OQ4@Pv_j0twx>QIWHQ-|O*EZ6hofSp5Dx
z_aHf~3yFeN=Lgd;)$fzfqzl`3x@;wwc0B7(YH_}5{fZxp37Rh9GkfAZpQg@tyAK|s
zw?S9(%pt8LG2g1VxVVcN9#@A%-eV{s+cCq5Vus09p)KrnnIK$(?3_W4*R?x$r~xy1
z`TaHcZ;X=4KVs))Oy$)?W&+u;{tMBhM276Ah`bZ<o^wVew{I^S!M@TkDkiepMepg8
zQiKdvSt>ufT`%>4l#Jk(&YOe-Ny30b0@niPh2sGpov&54$#)_vdZq8I+NCOtLC%wN
zXMpa>!rW$){=S230g=Rd2uSsx%0F^0mMc7h>J3w&2QKY?y8M$^aH#MNa9xfZRfmWk
zn|Tsigi?59?$auD&?K!F+|LH2HfxC=!P8FK|2;dxZ1(hDdtWSS?md)u%qN&fd)by^
zoGB|NX<<P~#5-Cd`Plj&uO7C(r$BR4Nl4!fudbf2!US@WG3=(JJixu@lFquYCL61}
zP`rLA-c#nY5#z$l1JU_4gn=0*&@Z^MQ_?G&GEOJD-14?MeeBfCoi_nRME9=(X3;D5
zJYdE<q8loBtLG@s#cbi|CEMI2@u}C&wngpR_R`;%0Fh`)Fe5P<R>>ZiBz^*%NE<8o
zIrU4XK%|1vgO?i&{!+89EG+aL@gZ3ZM+&S9(|99CFuiN1R;4dXUn>Uo{3WHaniP3C
zI;`V=D!~mPNd!PYTlcR!C5=p0?RB+Q?4;mVdX64?Y$@G^Cv$Yji(Tmbpi=Fa`M8(8
znN<L(t@fzQz_(ACRY-J&3aIEweO2}K>CN(h&O<AG^s8PC(l`9Fla}_lWDXiy#Bn(G
zVV*OVI7|Kv0X~mEK55BhpjQxa(B!SSv9#>K@6$oao=5=Rt2<1vACBP<gn;%WG8|m;
z`=y++v8PRZXvWKfM|mQ1Aes0<wZ3Pq$b`|k>XoJ4bq8%WN}py67;iW#&kmQnWL$}=
zzO-h^lvKHule;vo<F0Nqv947%SMaZNQONYD>Syoah1~cVG?V`U_?#JvF+P@w5Per~
zRo@29&RrQa)yew{!T`e4H_yt%ZDp@Zb+TD6gujPEVw`xHl%^Cmwv&K0JFEg(?QuQ#
zJ%JGy8pKN(@HvuU_rC6;SCvd$&NDvmliSGV3rjO)5;{S~bG0`+6>(=_HEk3MdFJIk
z*Xthe=h;bnRT<!%!&<gp4;Iqz{fK?1>*rUNEIJbic7~AX*();zNQ!v+{1FBwekkbQ
z4*qFDXkDOJjae8N81eArr5Q67k4zSBMXF^+FZI_rJlBcwh@*a#Qk}XaXH#J0vNj=n
zIBMC(Wikc76KfvSs<pQxY*5I(3{ggcMtJi0uwn5AFO#(sTRSBcNL?XjX3;v^y`n5e
zy;NDRdo!<c-`1ezY0_<gba+#duu<KtB`&~()|p1*#~SND%l_g);4<Eq2t#@QaJddI
z<j$bkGo|Ywc@FnVwHe>?><KA3Z_kRKhkRt|tim?U`3S@Ei;RB&3XLzKuz^tIKmn96
z<w{U_1em4*djwzEIS5apl~NcAdHi<rx0kKV@FS~b%amSG^WusuZ4z-qrvuds_1Y?h
z1LjCDI-C&<=yyf2QA$lfo{SVC?qv$PACYD}9AU8W7c>WCJ^}!U!LjtH0`|e1um7uM
zRSb^B_b~~506XU#7r;Q=WbXE>8|yn$pPjHfE7`d}cW_oOzQ()U*S#-6fN(MX4ox?r
z>e#+hoX&*77G@B1@w3)$hSekc$c;TNasfxf7i4+2ZQJwotaYx~q-VluO$vapsbzQ6
zVSfccYeby#2~(^r@3*4yy%fVSx%J8W2HOBu`pf)LY)ZM7x^Bcl#EHeYBGyy8AJ@Ui
z;D7DD^{8cDgJ5+1OTF6*p2*$a{{af#*Tvg<w~YWUop@=9PIkFj5!*=M&AaW7lm&8V
z;12`;ig<XjU^zzB{MK~LsCHxxZ`>T|(4CwLYIGNT?vZS+G|=061NRoXD}(64kCV+?
zu`Sy7*-Z=o`XhyvDUr11BNW>LVwal;o@iZmG@c}#QDzt5K{!|vAaN#U>yLn^!z*%!
zt{<G(D90>9&V4gd1Ux`2+%md_vX)j3!cU;C#EkHmfMy}v!%!)>RQd8Y3kZ2<TL`FY
z97(GaP!5Y(cU6x{-B*2@-PDS?4i;zM)*rRmzT-%riT{(Vec+j~EvX5a*8paPbDxcO
z2)6NWROr9XkMG(;hSS;2O;+##jEK2-ACqXeS^>%XHY7$2uO;a@8GbLOf53J!gNy_p
zL3raXb9FU&_svv*HE<1--uICO*mDpjg53VX;*#R(WaeQURG;-OzJ7Zc+}0d#6%wi?
zYG-6BGPM{;j@qjPcg)fNu;cuCVvxjetcb{;)ISF~9r@GQ>AzJ_$O4}QjhKaGPAv%2
z2g$&00@f0P=X@{F0-sr!7|YL*5I@aK&9K@@8KHs9QPHVD-6UF6G4$96N<xtrkiQ5L
z??RUALB6w_&SAek1fk)6WYmVv!uL>74Gq<kARJFc2#nIJLK@zNWRxqkMf5Xmj@U6i
zRFs67yix`)c;_XeF&I@j?F9%`Rx8N;ll2<Zcxp0Fw|<NyL#;5kv$OJF?p9GOpb&90
zrQZ7mBp3orr7Sr}o_LPIJJC<KauzDTHf+H_e0>|pY@^FFd%MF1Y$wL_9-lniy;4ZG
zz+eTnv}6^nq(AEz?y{#0u4l?e^k_bg`bj9rN8=7+Mvhhf1%=0J8>J13DW+3cxmV?V
z$othFDhGa}xXV4tOEv<yjN%`FH7+DedmP$+F>ZS=K37i(Nqe7pR8shU7Qf296Eq_!
z;7|?x9e#BJoDq^Ms1z!-dEkOHIS+vIUsTbgq3=T~<GiU;w7aZcFxIF{%Rq=-g4p#f
zb(UZ6=p{P6APLOQ6ShagezW&~_^6nq=*L?HKWKO)(;jqTG*$%``qc?o$b5A%__EE+
zz*-hQUBU_^3WD$CIJ@&E8tD&%v+8NBODot+o-Qd4)j!J=?vTKGWVnf2+PAfNB^4|E
zM+);U*MG)x{SkBQrFdapf3L3VO~z^Su{R$Kd(XuSK=M|}0*k6TxAH>mbi`g4{YtVi
zAqJ4+bBTSN)BGo+xD&ghMjSNAX`-++`%mhD3*ycI6UYcSTyGCQ$idZF?vgiZyEG7C
zhP7&;Sk!JTpN2SL*e7O}MHrgJ0&&oI2%g<iQ3=0d*lr}yj$ScibwS}6Q6lTGiQi!X
zT$=GfUF;&*yk4=u>kd6pL~T_eVVD-XxD0H)8^5~_%wm%Mg0MILX9*0uqy85}Nh5sy
S3D6%)52v;KJQe@<^Zx+~`kY$;

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/images/image-6-Micron Semiconductor Wafer.jpg b/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/images/image-6-Micron Semiconductor Wafer.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..3b9ff33eec431912623bf0499ae3ef9e2c6d0b36
GIT binary patch
literal 108122
zcmbTec~}$Y+6NrK1PBB{280MosL%`$Brq%@Y9I!)LNdXnDQzJrW~f>gw`#4dQ3s?5
z0U@9bVG_U{4L#5vdk_sSZ7NBSBE=Tb(u!NH+Qlw@PwaWmIq!M@`MwV?saK$pnftl#
z`?rlR#$HU4yoKq4bdr-3iR1)+kzRa7;*#7b6jut_&DGV_-QA7q3DG<~JUj#E_|Arc
z=?mru(}RLS7Dm4s5*qbNP!KZ_j*4L;2(sYS#Y>Z7Q=;RLSjU?<xx2f2dUyuVXaTW|
zAV%!}=Z_ZyBp)~OxXW4>r%;l!kCTg!(~FCw1>ol-JH7lM{qw`g*<}`);_Bv3^#I?{
z>rHZYa&d8<<w7RUngzalH~2bfmJfLjgPlt8mF2pI7D2IP2ix6VN$WZ9hgyGF7^f^Q
zcc=Q#4G5%%g}=&#Barxn#H7W^+!eg^m3)Cvp0#TAnzgSf^46`--=M+@O15m>wtdID
zJ1Z)y)O+{s$Lkw3jZKG|TeSKP!eH#|>OOkrtf}{-zxDNhJb2-vdFayRD_3pyk?W&h
zj@=l)HFf*Wx6|K!e|P5bk58UH`|0Ojetqt^E+>-9UzY_w|8-&ibzMH-x}0ata+&4o
zxGpE>?cleI&nz;7O_`G_bImRC4UH{xgVGMR_ndcsB@X?;Pg!iG`Y%Log*|p$+RH2Z
ze|KT!|G%#6Ul;c8>l!C{x;TO2x%iNllV+By7X9jde9!$?7yOAgeY*J+v0N3MLe6_Z
z%1wGfdYaYyWb@l&=l8fxAA9V<3s+gTWq&bf6=>sxlhG<mSdg{PLmMk$W{=<+X8lby
zGn{ZoXLTN>j<e%R=-p^lXM}xZ_5Q%cB)?GHc?9o0E~_CH^MrcsF_d{iSMxeVErfLP
zo;Tbqr=5?GL!eu)uTYzv596dxW$%gvlDt$$E%Z~V&Cuh~I`F4<S}pWg0^Le&T?pM0
zLyx7G*Oe2({Su+Nz2(gMdvXJ(H~H!Db?dI^k40YE+0}o{<DjMFa#4S7^2pS&ih<D1
zbj$iz^s%qX%qdi5+emrO#_Q~YR9gr1SX-^VxZ|!!5@;YSdS)j|&9>!tt5UWYf-$|O
z2wk{LBQHrWNKe+FR41M4{dWzPxX?qPjeB=_Q5ujIg2k)6lX6gUQ+(5$xE;}W8f3Fs
zl0~w!WwI8YN|zha6Sl$l&e2E7_=&JDgXq@OvrRiHKUx&Xc_d4j+<tttZ}H@aB+|ES
zw1>!ftZvBm>OcD98>Kt1yJ~)p_xL=yL2<Nb#c$hwS|oV)NZhJ7(H*Q+id(6cv@Zh}
z9~Cm2457D|Eg8wrow%ORcI25aKXYfsiM@2*P+QifrSb`k&>niDHA3L8nAGk!#=D2t
zpWQl-mCBfwOIX^?Fpb;5S~$zLjR>!?79Xc*F$seh8`fw{jWi8I-&Eh;vu`JgYBL(=
z(gSu{wY0GCtEpO;uxi%?sO!tIIP`|V2|29lFz|-L7zP4q4baGVA|{td!PQOzo?i$<
zU%?BH(bwagU6~JDUywrmKKP^Rl@}x{`lY4i6!8yL=C9rx_uPkHp1+M9uD`$XeZ+gI
z96df0=U--lp1ldT)2Ia;)1>K#UV-<W_|*m(-=A1@0*z}Ru~BBnJID{c`q+(9cv9+5
zcqkU;k420eH4R6s@+(Sb;ov2{o^bx#{)Qa#5=e(meU!f4`{kkg>9IopI-Q)Xp`wvl
zk^$-tBVKrHMbA`|HrZaK;?5^Cp$bD1%BY2&=XB!r0k=@tyfTAg&<EybaE`gJf+km0
zE<V0+pQ^99TODzH(@@0V)8h-PW$Sd4zhxaQk~+ts$DCff;w(0)4U}V%kI~50EV{YL
zsgu&>LfsMC-k~~^Gcr>dzkH7$EjVVRP9~;hfU_jtsolooY2O$rZK|2-m{8pm4)!w(
z-ni~o@WxcND?1wV$VwN>#d__5D<vy_J9pP`Zsu%;>&~)=*LT^oZhR*93AkH)TO>72
z&X=IO&fK^pJhpK1S^RPA=cEYbBmJUtmt9Y!efetdhI6(>+*L<@`RN1;D*2kQ%xya&
z=%Q~8mgJwiJ-^pOD2Ye#tOfGaheJEM=np<w6+6;G%+QDGS3D@ReBBY-)AfWWYP3Ko
zRKLq!jA1nH`Vb34UpsP=4bxbNwYb6ChT7zPgIa9FZfhJ;YlU)K9oo;qm`K(~NLV<Q
zDcmH2DOenTr!Bv|cCbMbUXBq@q(gPaI-9RR+jP}?7`$zyCIM#>NEjqT+5H{J-V@;k
zYwxol6b+E^{5)sr@rZOveN%md6VuqhBd`7G)VS}TE9Ncujk@v$NpCo%y>~bBf4|bo
z7J(D?b@yZUOqtOC2zeW^Zmbo%3UfNkvJSQ?%QBtosP9K+)qF*Y;6Zo<C*pYim=nq*
zoR8?c13yZl?tn_ON>_JX>EU!ka!$AZ$?)R5(#|dd`XMrFeK-@EWIDHz-+?w1kvef<
z;RzpBHJ**)3e%N&I6KoEa8$g;TV54TW)(Cy-^zfjLfWh|!a}1<2IZjV?q$vJfK8=d
zDiI#2kh)~jWDB{A(l6krk2@Xz_Wj27>j&<9nWEn`w|z^Dh3|G$6#IOnI(pY=aXJnk
z;yPunIa(cZ33)+^^E(7*SDpB7X#wZYXMDaSMN|tH`|Dr-W(NB@$GQ90mPe@#Uw777
z-<Uhg^sH{x?1T@NA7O66rx9`a2Qk!ZzpeZSGTKjF9D3*s)S0*P+Cay(+b8m_>@G8>
zeQBxf74E;5lJ@$%{7ILek0yM~`!nMF+n@j3HU21gxgr>;eOH<PQ{tPyY^czdJ=(u~
zm*2iG4}9h4F|p)X{IVJLA=8oR&kuDU$tXDc&F%K%mOHi$NZbCbHLJ6CO>chYk=^r1
zYQ;0e)-+~OF*p<rP;cTQ-f0;Rsw&juOcK$7pd>_NQr2D6<3iUWT0$Gvr&9@qMNqT;
zTN;AeRRQxg)(m8P4HLV^qtvyb>q8KmYN3s;M#31nwk?E(8!_m^hew*bHf{&QEF)5Y
zADj>hv%%py_kG7XD4U3Rrq|f=8;1}(Hq<K6R1pS(a7tGZT{+PhQ%~gbC=KyZ6fMlx
zH(p(O?5FY<q=VE;e-0MCAbsEc_Vf>tcNdJi{<$J@!Ef%DULL^Kfn#8K{v5e{2dT4+
z15HNuzCtm3WIC6^17IzF#8iOuBp*1oB7q4#gPbyC;0)$z<O75=;e2#Rf|FCE<Rq%~
zl>{?*L90KKeEoj@*bnejb8=So8vp!DV31ie{jC06PqfSoJ-n_`56G)Rph?&$$`$ea
z1o#v>rJ-i8-d}YQ(n-lI#rE*23UKT)C@oQi$RyTcpp<Xq)8_RXT}0ZZ$T^#zcDlZD
zj;Bq``jPs1n_#9OtL+0r7Uj^^%+S0~c-E2+6x+v3My>}>YuDO-QW+93kFp8dAIF)K
zqxn<JMdtYyzXuDrD<5=@Hoqg0evPTQq8qyJS`qp$cG_>XjVpQ?1?s!HzgHW7y{5qW
zlV%E<X5wBG9{nw};J2m&7v?{`5SN8)IUbyDzPf*VgJfbiMrMgN)n3lF*|EWPy~0Vv
zhYJL`JP37Cfzv=T$#^74#)~Y~pi?!d6VqT0XOfWdBBHx*xLNmDBq@lNYSc}2)<QaF
zy3Oa!Ww~J{qgE2BsYKKotx%$2K+T=XI$S-J&I?Py#aRi+kX3|7CJZ4qR4Z()$<Q3W
zD@iD?e8iWyo}iT1sp~aQi3j{V%=n=MY2n8Scu+GLl1azh(_t*)^#G0f(77;fp4W(s
z#~a$U;eiuacflY0QF;62y89wzjr9d-!3)wIZqEzS>9#%3BNV@0rhY$g>gN3G+aFQ&
z4%|b1*z?8MQ80Xl!SJ!gfxR|>;)Q-#;71{TArQH<?5<)VHzy)h?0f_!@~@DS<m99+
z$5zCqW;~K8b}QnP_(7~xUWLZxnUhdz;fYrwy)RJ}slv#thayPcO){95)FnxiZPdcf
zBKC+9m!+*cU=HX+%M>ta0>!uby*Jf2zBQW6>}ZP)XPT4o?5R1pA_iVeFv!s~MiTLa
zEq{R0R^A?M2yI^9_1S3gNwxk;H8n4u_i@c=#wY8GKlqw&eAt0Bwswt~Ev$r^(f2-g
zMQv0CNwJDBK<>4Vc(3l1p;!EIX17u~U1O7>3=D%+B*;|WRJ~6u!(}3LKr9o1!RfJ|
z7eMI92BU4dx~kM(lwoWT^o(&O;fD}<ecgmTQ=wo6j5EU<kcU!wE;OZ@GW4`J6XxWa
ztOV&*Fd5Xw+gw_p&Wbk;G44tpWFU>6M2uA=A*6JyQ=X}ysOd1D=vwbC___@<Rv&Ov
zfhn`GeYQ~5iEfEcq<h<>s_u=sTCvTxy=$WjBI9u#_=Z3Ko5#Ow7-(AllkW#FNIcP7
z$xd&jzxN)P2LAt=2H!~||3>;p@veZqk4iyDayrQ;@6_g-WiOk56~XmyBPSe*xSxLs
zFEk@tI;kpk3N;(0?%8SLI%PQ5$*W|ZJGF&~HN$TOd(vJNBd>}L4C$mQwT1DZ+Co?d
zP>Mkr@cd1arsITS9fd98L2lcy>jB8*yX`$lG61YX8Z|9A9ga(%$yhPAl~g9VDOrTS
zIlL|GGBFY18-`p#XJ*&+`~$kcS`&-DbKD@)=)~(RF}-nH1BtKJGi$Fvtp@@-{1Sqz
zEKJ0@a%cN&OEji$s;)O1%psj#no?M$FC#PcP2dxv$?Ea4un>6_SE(!$;bd0m3UIEJ
z8mf5BJRBbDfGR@_dVGzO>M~&o)RB!=Elg6^ALjEI6Joo-(S~9o4AQi82l%9e_nnNv
zG3d!?owZo4tg|0r_$AT<MF4(=R)%XOFcBX`APzLjWzrD)fy8s+Y?J0b>LV|%G-`{C
zwv8%UA_Yux<85y{zf+rww8FFyoBXUKK9TvdYrzg#lGRfMdUrqw?p%m3gj$6IyS87t
z_Nxy-qhT-6=yus#D}LVzs!IRt&q3MC8UJ0;8#i|Tapm6BTc0M$@9Ntk|Nd=WRf?RK
zvMMw{Cm)#7!UNaG)X^|UCok<(uGP1}eTJhedY<ZA|Egn|5v>q6@!`Q{S`vL7!ly-J
zrS|TLro9yzln&^=ZA87FD?i^=BBUSFUNmJM<aAY_k2)W?e;cOn_~ub+eQi<k8DVnP
zvRop1cflJgmZ8O1V%e&iy`!zu^bfJ(evdG7%sFnKwa+%afDt~ERwBNcVPTBHv6xCn
zrW``XWn%FTgK-1YkGSn-#jrbFI8_GFmU9Miax~LhXPd6a)BF!h3|DkqGpJ^dw&~(O
zX_%+_q8a)fRo0yh)NSp6wh)Y)-y5e7jF9eIB^H->M$S@I2c)b%;JMINA;QIIK)z<G
z6^BU=M>P3((*Re1Zw=H@?3vJva1HEf2{eS(Hx4lnyAU(#h_Hmik`!5S9UXIU2pAMK
z(~RIvSACIf9Z*Zx##{-qZn{pZzM3ldx*T(NP!x5I%~$xX8%AR>{8%-)dJQh*k;7Oa
z(`BHn!T|_C1w;FOUNjuB(TNAia+Y4WeeL&sqi_8*=dYekae9mU`@5jJ^Z#AlgKw%|
z|9y7LJ>~msPNx$ep8Di?Neq~@Fb`e9=B3EtsctY%3jtLya_1tZ@g2rWRuYQhgeaH?
z>06vZ6<dTf=XGV>gL+HSd}f$lij~MV8!Ss2lw#`<thGB19b4P5HTroqLRVkVH0+)?
zGk-UhYWO^e_{2Q#Xq5eI`mL+WPbtKn!!(EiF2|1(*y$oMGw*R`TLO(*8Sjc}cYv`%
zq}}dqk^-phR3T*Qq~XaLx{y4pmU39TJ{oh|>gdB+J!6&t1EeeBi#hNlsyvLVxk|h+
zMXsXgr}DlBqf{F$*=s{xM8ezNHhGtsl%S!rdEw3#_tG(Dx6?>7)M79cI>QMzo2@S!
zQwX;gh_fc5!xBCOt$7kjMDi;H!f!(!@c}AAvXyelvO3%P&=k}s)2LOmD^dA@m}kTd
zRkmHiO8ARLHVDQIXX@;ubx(v~UBa}*M(w-CpS%0{@9bng;>~3W(=hA=Un%1lbV?sS
zIk~=c4o-tSg-pGn6ac|eA*|BPe&?6RV684a^had}SgXZfUQ7E_{jZlAz&QTwt))(H
z^l$%R*@hGNpCO<Hb@Hn19gQCZ!z&f38AEXW;9&_gW8&YkwZR>Rq*dO7AC9-;GEVc1
zj1Ob=DX6_fq}40@o3ylOm0wi{(qb_4DJsh>R9PBCZ=3BG99=NaBa{Ow`w-EMfaZP7
zUx{dLrG_f;Y#B~+G7x5n^t)BNS!F@Y%2XT9QCU`*b5-VWtR$;>twO3Y2M{7pTZI6J
z_w7K=b({Kiu2dPH#?+~ksBDg*dm%d$D$PG!BP(LVpot3G&#ax1Vy6DCjR&7<TDuFP
zY2>hET%0DQMKjGJ5*W*D5r2)7NRW<Aq)jzIfGeGJR@NUD;G8h1k04?!kcM6wEJ5;X
zhW)+ml4MXRMkPvr*9b;t-Gt4>0)wGR%(9mV9bC@INH4l8iDw<~B$mPwhM{<PuOXpr
zCz=O3lD<<eNwO&kfV>rC&vqj&7mU|Az785#iZB3FXTm2$snex&SOsnaC|k3G1vdN9
zO2^?$C~Kl);{7FiE+1SEB&LOb6|nr%%3mIUn({zR|5-r%Y4JCc@7=gN^^bjkRKet=
zHSb<EJ0Ajik)ObOtQ56P;VLq83jo6XdELA)=q1PzN!*wgC=VIPwra)b@K_b4Eg<V%
z1I5rY$C;MgLD9rVmOd~kYiuL2=?6K6d+8CJY+HrI08uae&C@pBfjq<}qL$&HZ0xmL
z1CY`u8IXJF<qoX^ZqLrZc#u~wpZi24ew0DcdQZYd5-?9MvLKT*oN2HGn4vjIbSYNe
zmOOGsu@E$34Ly5gVnqwo3pO(5J^UO7Xx6(##A9~lm?=%IB6;yjFgODZMPBAGl5Lp5
zG!Qxxz#Bx2fl`l?wqXvmWpT>IXn}ge0R|i=#CoHSd1%E}fxPf^egmR*pc==z`?;&1
z%SY604!*3`Zc4I)5;EA9`0l566s7M(w;7hgOQcde&}6vWBCuU`?VTr(#~F|KDks=@
zc)T^0FH~@OWH4?RhC**^s=oRFBNhhS+^Rj2I|ih%dc4UWYO@M>oNHTtx%baf$w9AO
zd21Q<x$o^$zwh^d>nESgKjwzL_bdMN$CtHJz98)b7X|6hxoBjWg!5s^9J6k#P73Q+
zZZ{CYSV5&(UzguhO+C+pR=LT9Ua-k@(&fD2o(#{{l5@ulIy%fIv!JYf8Bb?~5dmJV
z+H8BW)SU<w%On7ixMibOZSru40aDhNc>r>N>4M;uLKV_~bVV&>8V1c)$zl?eG6{nU
z5Jhuyzk$*K>B~H{pq2h^Em~Wz$;#30h^N&L1EH&lILJ$q^ODew;;qbkd^ojh;cjR`
zyHylcozA2jieCt}3Wp4SQ?OK{m2(NKz?KfAk`)%HF9l-95sWRoohr~W&0M;tRV#!&
z0f>b9_3fq2MCc&|tgv=k0zf+(iuOy884N5iyR9{YFblY|74Sv5B(zT5`ZZt|x}I})
zjhbh=Ct}s6uq3;R$<*T<hH+S6fuPEzuxSc2W$P>qoh@sEY_vUb3}8ZEPvofdI0?*2
z-G)!z+X8l4IM``0prCh7ec1C>>U$;s`=zR#H<W)|vK&#z{ZdK>V8vkG>AyId<RFXi
zSknM%<sqd^-7s9L(`MUHySE8ND>%(SatVpXFw?p21jfKr4G?(xs=(wi9_ke-Pdh*W
zGoH0CTbk5?bZ9w&h7L&IT&_XUVNtLaW?Gzs9r`iiQpE}Zh^Q2ti(WnlP9+RSod#^v
zE$J$c*%np|y|BF@w*=3gt{aY6kwo8yX=duz{(#*u;tFw7k{rO`nZT$*15{qdKRDKj
zN+Vv2QZV&(U`We29=xzXBE+E+0CniE$wLn8z>~WBJoqY0c){y*XSP731w3s6%mD2s
zZVrPmAgd*sN<Ge%744HCHb4pw(0~L$kCu*O2E@+0n&!|HmcsgSu(m49i*|B(SG{e@
zrUvAsv{H`UnAWQLhV7{ciuUs}FnGi+I8$nq@gxI67=yEwGG3s5G7ORldiH~R(A9Ts
z$1mT3?vZ@>N9AALv)rrqsq3ZXzs}kCkNcq?K93gu;JM~h(;latXNQOOcyDDT9DcJt
zX|Smt&jBYH99=N#0NxVtNGw(&vd&uMrIYb!rKbG)nyk`WJm;o^QLYMwP$5pU0)32I
z#X{!8D-nj*n;Lxs0C_CPNraP_!B`Q`8QKa;uqq@t9qUIPUgy_=VP+L&RW3pDTZM3G
zzrm7#lXIWSi@|AUOleRT4sr34m+6)y7#lphjy>20gT*=rV4=G}kGD01;oy1;RxpwN
zsa7)}c6n!cV5ltwwP_$xz>m*iK^im%d@`MMN(ZN5F3AizWWE7#yqku=4brLyz<_*p
z=YE>|*Er3uA>hI&z71wehr$59M{M*t+L0M<Dt{9gVW0wbNs?W%M5Cr-$ZZL767@ZS
z*sP-s>uE;&fiMTZA4lIM2&o#N2a<!Y4OZB|SSNwy6rjcxLP`MmlgrId7r!7~Zg4Cj
z$gzmllzP4W&7X_+TyEI#@0Y00ip{@O&0OOK{w_5`rpCLkXvjbdGDnu)x7nQxmPq_U
zmvQ<KVs`?hpAF^%ua3;T3*-PKL`P=^7jOy#^i6fcd_a;!=*0_wX5ivF7yPeYN(CkL
zG7zp>g%Z$VV+c6K5>oylM5B2a>41CrZM2}zqoT3FmJG^?*tI4ZFUG%&$8v_~g~-)H
zf&qA8I^Ypa+=T`p>i8{W4<4BfozH+;98E!_0f501IX!g}2x)>)D-Qy<o@sc%aR&;D
zH@G!^p5zW>!e-l;JBq^vo1Go2+D)aiN{2w18lz?*Qq}RXi-cuS!6t5iTKjG%eUs#B
zswBJ(j3CuJJ7+`N2}c*$=(JZ0qER|#1QfdQDi?z>cU?Oz5$S(QEY=Z-Enj0p`%`(4
zlnshaf&ty~cVYuJ0F`cnjP=bI^-VZs*Qx((f?t1Eo_j&M-TC|eg#Xzpf4q4_@q$$J
zWJ5>wpCQlTenj`Bjwl{eC^oCEbQXEwBptnwa4A%E%4+N+N*nwMwo~qHGEHc+L6dYq
z!`NWyP7fT7<GGxO^etju>71&`Z}1xefW2We^DcVvN}Nbmjt$uQjwb`$$0YVEr)p$i
z-*``;(@i*sWNQ%X>t<7$n!VudtHNEn2n%VtdY=MdoEU1HKvb3$9%z7aWHoZ{=Q0UJ
zLyu-)gP@TnTD_ndASSG<b#*S4IBTft{Xw)Od66(8FlsmRo@BZ$;`N1F0|-lUgEAM-
zmeTwZ7Xl2^7y>%UXl>vPYy~?A;0W?d2^91SpfY`gv&=EjoE=8o%VMc@&RR@B#CxhT
zMkXGM_&hEXfEWg0*-%^uX7@UqLx?Yt<h`Uzu7+@ILWMbigD>AS3!rm`j!3B2*rezj
z2Y!ua8*5OjSP2vuAqn_66=o8I%CtEYJdVfMKaRWW%f^1rtljhD!W(<Wc*~z=H$Hi`
zoBa6NpDS7y{pQyBXLbFj@1GK}{&ck*sa^C-87`K0oqW=qD$=sk;eF&JdOm>RvzDJ@
z#iiKGj=t_*+YzWM$uRP7n*5MkB0OsDD-ifk!mzUqe@7_A@C$cK@EZEIg204e5#I|d
z2%wO|VO6)^kWFm>FxvScl;4VzNh$K~QhS;HPE~-uj8g$An{dKe>IE02Go4bW4{P(8
z$I=#Xkcr{h@f>RyH2iL-l<%c6mAAoeLMh;_q#v+>ksNu|Tn1olsSZKD{Y+puk9iNc
zjI!djGt5WAh}Reyt~k)A)E6(gq+{op7Ku6cX@08~o^S<VfC`3g4hq_PwL^&vFgoWq
z)z^%~1oHq-Dh<L+`86Y_y@9M4vGyVnuCebL6|3S>0Ra+^B%o>26#xkyzcV;U7t;J%
zR6wGjl+FV<VN*Ej?U16suGXl*z&nT7`uPr$MAtGg!k}+SL-P-p3Gg`q8mS8WjW|<B
z!nq<X7f2}pm(;my!S@;)hbj<MCj55n=MQTC@#DhR{-<i+pVEDr45r<`2jI1_Q*uza
z&mWp!ki55%AtnAax`e!>H^HI#m;*YHTdNrasw9BWdOBORP+kUf*DbolU;wBzw>Vlb
zg)AewVaeXD9nLjYtz=)Cj*dO;M5o%ThAQwvq!P`FnRtIDQ4aIMqfriqmD;8oFAkfe
zi-C*;^?@qn*I02juQG|AZ3hbI+HC-BxMWr3jwl<D{$t{(;4a9d>`FrcabgDifR%_1
zR|wIH76UYZ4GeR+cgKt_nb-WHnySo9sHKyt7CE6VGP^nd=Kj3%23Ktk((5Iz7s`Mp
zLaDAF2IJJ33K#K6AxJ-=H?(_A;hUI1RtC_zMHiI}Iz})`VD17DPZR*4p0b`G-{T=x
zLG6XJk^-?+d!?#e-GLk~m>00ukk|`2(b)zj2FM~Zv3fh~q2==Y5}iy^3FtP0()x8%
z{Xsx;u}->B)o#*EB^j@Wct17T8YD(Vuprg(H^Kx^#`L$H-!(R*68BR1?!c2p>6E|@
z1gK)`!OdVo%Et4I&J$3dzPj=1u4^wx<_pqaz~R>yB)@+`iGRKHy8}yn^81aiYW@t7
zWtam_PS=VK7!08e6fFmu#F)m?9f;{F5EOfg(kE>BZOKwbg3Tx6RcHg!>SW441gRSb
zfPf(}bZ>N>u5qk8zN03Z`;XC!(O{4Z;W^>JELT=jC%xbSI|jDRz#W^N7ie_px&~HD
zt;vBMf7Tx^-4tZ+NoRU%fMZwZ<=AY8;&qO<(%H*&;;jroqOSNtdRz*-6(SEt&S!LO
zY)Ww~Ij635CNTw@>X3tuY%wi|l%*K9_8<ittUoNgECxhR2)n(H#ew$GPrjsX&ZkYy
z9f+wkL(>A?7Mn!@{kr&93xrMV8y(2FFg5q72Gp{7tz3|<>drwbB*+u-(zgSl3M9YI
z`r4V}(T?{De>?nAu7I#WSqU*jc#{?*X;7Ta8JenZ+bQ2A=W-=sFmbd8V8gF9gk4~C
zH0b~UjbI7FnL;7e7s+opM=8TG7z|4yQ1^rv=5ktDgWAgE#kP4hpcLV79M7i@DE<+f
z*T4_I2?C~o;4Cl&@IBx6M}GJFn&AaO|F|Rk*DC{&W1sCQdy@alwJCReYnb2n*>{3P
zrC47l6>})&+f)`*IghspETBSa94{>LC4OrHcbXNena^~RfY$Aenq>e?sqSPLD;zFZ
zTMF*(1X^o486J%R7}9ugSq<uvuJZ2FAHvxJ-5iY!X99d)BH&5AEQ=H$glp);@Nsbe
z>*#T-%LkPe8B=wWb|(M=!9E`-1l!7HTZaQMvOWoQnmQ5@gH77ju`ym)QWoImyJO@>
z6%5ChRR+J%`Lv`h#-a>L<CQ!Ic8X`=gErL40Wci)j1$rlaE=3oYUB7($@LB4H8u|_
zkUlH{eo=W?oRAm3xH}IptTbl47Y9Z(<8k<vGxfoe0;wuxbW`c!Zil~@2R0e%BOSg-
z0F|+hL4!;hH3Lys@G&ETyabO5pfP^^^tP=vRkc~==rd{>N>>QiGnNcv5>PGRA}k3)
zALzgB>N&@pK3s!NHRR*36bX|Ix-9>WT&Cd?qHJI>`X2F?Kv|7>H<u;V{1S2Pe@GYU
z{HZ;^0M{pU)&C&<H=VRU$9}eJcI*7OU-aM*??Tt?TFgC>+?tM&`T_3CiuBOJFh(+I
z@|()sMSzl#!a!FzqZK@7Luo&lPz17nfk=k$i1&<Qxts{J1m9(QIFOtkXze6tp#L%Z
z_R1t?778RQ$VDWkSiuNFoUK~sQH~?517$}o*&1CCmvId`-+o(5M&wNgLv1#?VirL0
z1ca{ZxzXt&hHjyv6{Yr{sr%@K@vO1xIVhe3M6ShihM&v$$td2$rviSF=4mgRY87ZX
z%aQyRtwYn?3gy?}N^hHQ#zMJ7L<b#ELr+Gd2Y|rM?A{m!3Wd^}%()T}2YHQ8dFisn
z0I<w)*E+;K)HfBW97$kH5^AjD#@lJW60pyWWq^`t<$RSx4$d%Y3DjFF9>(Aa69hzK
zHt#B5D0WPh{sNbsRzMbt1ZVjd#YHO-ldNRD57VGGoT>Lj^Rx<P|2AJ}zQ%;oxvI{*
zbCB1i{`ZOjBmQ^2KD_r5_&5Fs@L$v0^n&CvePw751bFo)UjTHhF%1KNpD_SVlgUlt
zz@Sg~WT>BbB;t5zlO0A@kqFPwtg`{4BSS-guHL;705{oaU9%}4hvzJDu6?S}H&-I4
zjZSj7nyJQ81(0*hF>?_a4*}3_6$!<KKxSZtv6k$w29TLCcvzcbpp?yV5sk>nDM48u
zNgSz^t({JnyEbNo;ydnwii_eL8W^*C-3OF5T5OY{ehHZBGXCn|@mB4d*!dmARaxFj
zq_6Wn@s;$xqGI0P&INSdcCN3@?W29QQdmTEGz&@Rz8^5V)C|)&_Y+B5jCM<+Uz9p5
zzyMS&pl;n0$U>+>TKK!in}>}JNF|7D)NF-X2unUdEbc&yI8!Ina`_VeFkJ|{>vA$+
z8Y8^50aS>F*q)@r6Q8aQ3x~nYiOyDDbgq$?>Kngk45s+-S3<WP7SG6vAQZ6XOIKYD
zAwlvkol*(t{!TgtLZ|A>>tp~7&CGv_=Ht|*mu`RfpQJ$h-1UFI@aCxEA4N};0KY(S
zK*c`!wD_M&kh7J?G%|n;)ZoNk$rTAW9!DIDjnd$Kf0!2La)RTfZ#c(t&gDT_Y@qO1
zz)O5DAjD}<Z_u8a(qaFFIyumV-A~VO1={RkX8=`rF;swDI36Ma5A`<5cnSx>bm9dP
zkjc^0<%bY+E^jFSfRE9!<4lL2FxXy`T_ki3Ez58=RHSMZOS`EycF}y8x3Xfq%^liT
zv;a_!R7*;9!RxO!O#;<^lX)qRXL*GLQYFBKnKGPJ4Gl2Oi-Zxvd3f65P89X!@{RVp
zY`&#^uU3Jw#Y<IjJE<6fPS;m^kD(hN)E6By%|(1AApPJ$l_Y>f*8ws_<-Qi%pN4P7
zO3(qh#KK~9=P&?rc_8V6836SF|4yROCqm8LfTy({_AVVXfj{zjK|@E~@?mzSIczSx
zLKR@pS$UTFdARWXB;!;!6cz>t$;QhZERUR<Y)!}FIG0cqps6942*=ZP+o()^*^%%5
ziz(>d|1TDP?fQdnKYaLtlo0jS<Fpzn{Py3!^@Y@jQ#*6$@OD&LU(K!uX@w7vPr9>L
zFA%~l&@Ei4w627T1pC;6483kvFjj)YG?7z@Rwlk9``A#m*9K<TB+miY(G6dhUD2&}
zNoPVPH(?xD#EW%g$YeD~t9)MyRL=f59QRT_;XwHStT@y@)LK+)Va0_XLLT}<a&t`n
z5gL1~0xl6r2L}OXeA=GQV+In|)$?Z~x5Pv6fL6U9m^6ed@@>dt^nyk#FEw0RHloYQ
zKEk2G=T*)}B3}0rd5mke8c50-rQv`F2SMNWV?jx_pMcX%kaZyaf?VFnP3^#i`I{!N
z@YYOZBEMl>Z;>WGsZ0{uc;(JKEuc0L0mTPEx=xgP6*QMQ{N2uN$G?h*l#!+mc26~Q
z$7@<nm_kGAkMP1H0#o#PNONb7lqXsrk;fK^(j(@<oK#UdkSh-gL$?@+8C7?`eHL^;
zh|NZ_Z5L)M#PZ9K<{`>0!WA&He>Ih>-3HSXd4bn<GLg#bb1op2zo9aYL+k?daJ#{{
z77R$JQePwE%>VYW{XfXydzRg<|LcX_=3R>mfc)41m^>g_9p=DO+&tiR$`eubQL$vU
zIec6u+-X+^e$)W{X;L<p-`N2+P%B17`?5JBrdDim_eS?Pu;31Bs~d8`Q~`=_duboi
z%1f?6y$6|{Qw@GB^2M7#Q2wN7Wqg9uq`kXzN)yjU`0#86XNRGE4w!5Jl!A~!Iy~kA
zkRQ(Gy8_+ibK7)RR5H%N3hLH^92<0>0rQ-XFna`U@PHKTm^F(uh0x49!oq^43!1`i
zxco!m?Qi`xzyNG|)n|ZO_$EwV){YMrQ<#AUgY((kT#oCx6uI-yknYH{#CbhTgAwQr
z6$#~lr+qPn(zmI?4eb;8Dhn`i7@HX#DN-PfZ9KvO%&xs>h{V*Pw*L1zKnuQWNidu~
zL+3F%?M1lyLZjzbqH)br<EUhB#9XAc-(lschlXbqLNa$fvx?G$t3Q*0z?q11@3oKC
zFztd2#4a8C6*PtlB>kcXwZb@FY@JO7@^mb6J6qD}E3w25=htbOh&@>CD?x4x6ruDv
zK#__h1NExBejYG%70if1I><pd;p-PdGM-c3#QXn69)CHdTlU|*Jo#mB(?2HOyV11h
zmkQw%K97$@T6?Y)N1;DPh~+}-)w$mBDe-XuhUq%hl~{P^NZOGAYq4U1Fk<P*q^eIF
zgi)stonUtFZ0HGm6LT|zwSQ1*&Aym+ghp0%ZH!K$7k1s{%E13265kZk=KAeb0`p71
zw`(m1DG&1`rSF7l=vxtdo6`*)eG{Mv%MsJ(wu)6n0I!tVt~1t(Q6J!sPivh_rBffK
zTQe@CQ9!g8>OeLk`<(zB3XaQwe#LtL;6i+baP~2;dl@8oi3MnGWeG{t?FAf6!sVUd
z0WzgqCyhgCbEv!1X?!+%gXU#`CTtbxjg*e>2}^WAAj`xGxeU_9k=|cdoL#w7jE;Pi
zbnLI?gx*<mwl5!#OV!``(R~z{TyetNveT7vekaJTy`gr&B_qaGT<ssMbqBEt$^OVP
z5IIH~X&=-ngo}x;jf+?0O3d&*UjA5dwE(C;D{y|CR>5J5UTdoB(*v7adMO9^>=H(N
zA`IxPKx`^+6&=Bt5$Ab84BDZK0{W_4pv^nofs2)87Wjlu9xW02Ax?ms`~y@Vno%PS
zuLL+phm)@YzXNd9V=u$t>?&Y~%)j;c%Rg6C|0Vr2eY%_SY5D(gh<=KFH2L1=J$o(!
z<WK(q=|7eJ9SaQQ4-g%2Vcusl-E=_duU3XO-%Y29V=y<UqPd!)kzbu|tqDSdA2N|2
z3X%)s6P0J?!yvO}@oe<~`GN`&%4n6mDy*~R#Yb%q6p22nLC*$XKy-GM&cRmUk~C!=
zu<Iyo%)U}wOy3IKZ&su7%f_k0Y9`noefmoF4Fjbmy=Zk+?yr`ltQ`A!{kP0obHD?U
zR>rZ-Gd+bSX-RpA$-k}wcQQwVtTb~gb1@MN^CE%82hHRl_lNJ`GSv>?Q0i>m-J4=Y
z-nR;w7SaeCfppf<nk=>#xC|aREnaZ75H{TsHCycWmxQ*#n#Y1Mi0)<DWPo}-O|i8j
zAiRPC_q3c1*yn{tFAD?E=X{XkS)>rohBPOmS0`%=nHI*<h=9i7y|@_2+*}r|12L3H
zh9Ux2Q$a$3>sJBkfRNs_#Aymhb==@ekY4P{%_VI4hq^ob$O{7jzxt@45)hXr+&926
z6~^1!2|BnlegdySs>6Gi_~lS4_^?Fb;VwzBe<0jM3Y#^o(mA(k<+ggQhr0zb$vqtU
zvB&)X+T)SHWpZHZ@PBilQ|~xLz-EUHxDschL3D}!ll#RJIgsfSjLmrn-M3>{Hut=N
z(hS_8o-l^-p}`e#NyW33P2kRDZ-V;3FY=IWx+cd)Z*qQUxG6C+y870>KeN4HZ&Byo
zj^?N(kg^8PezL0nl_EjrJxN4_B4B(Qpa!I9U>Tv)hX>wQb^Q#O?nD3J(Hg2S`+CSc
zJi&fel!YLk^54+=mx=RGD=XXudW`2-mIQY9Z(H!8urPjsaJz7O@ctO)fN@$wUlV5B
zn<FiT;it`Z9|3ZU7jS$$D%*a(>+Te>4XC;F+QZuIl#_hgl6e1_!uY5osLT>Tyk%I9
zX#LbvO>Io``h_HTV5$X=m>0a?MfP!r!4ejly%r<{@@J%~jRG&=&VyR-n;3b|{(X1e
zD_1&@A9Z%B_8?^kVK66vcr*ZHDj>cTSC2b%+;GE;zqf6^$wXJ9X~0QnT~ChQVbn$h
z+-EWLH6weO<v_q4H&m&oYUEYW*zg28A1+Bf-|kn`Pb66=IFTjQNF|BkU7yMTzlTDP
zL!*Xk$X>0<A1G4t{l@Ea1_8JYp)!}kao}V)Waf<9r_V6~irc;bez@nQT5;xIYQ@Bt
z!^?x0-x2)#m6@N;d^5R7-Z1y~Q~;TUk=Dg4sci5rf_-lK!@!z9?al-85$7T>uSiMs
zH%7)I0*<Ey+3?y!@rfRD=om!lTqhOH12L25X-VBG)q2Q>Cs6~T!e|>Y4(uq1g*EcN
z<9yhSaK)uORaGuqka-#48{LrIoCxfwg92TO4QIB;n!s|FCSNyt)@^_u(&CWGg0;gS
zq+u(EA;dP_)DWm6m>o!|5;!!EGj58Zndl{6Utj}2bzRZTe|t&oXjmr|Ajblecju_4
z7%n*|By|_j=K;?E()Tnv0N-dE-4WaR#Fwv$UlQ+z+#mUfx1TwH3}aa%35>6H!<9an
zH*vA8&(jh;gE|4_l+$ks1jG;qff7jSJY5IwZWDus;Jd@}KjY^!fj11aJ|S4Nt2ai?
zvgKDux;JvW<3!{2XLBkLV|`PjIsgP5>kayoVGPGNpC%!jfi~bZAPH9yQ)ON1l9dp;
zs$<nWH;j<qrN!Fjadg8>4)UzSuxRJotFoh9wL<X|ekSrT(n}9S7TyJo+|~dDB40k{
zrn=k#OwZ5walAxGR@|St{g=BAyAtFw{%KdP`9G!p`ONj-K4?w3|JGwNIL2#q#nldv
z(qz(riz@|kDLQzunNpLL+kLCA+c(XR7>eMe5}^RMX{71Q<IMx;G@#DF;F!Q}sUyH+
zHq)o~d(pz-eslE9c5xILgMTFkkmJoX#LEN};{J_*$ocVs+`;7><1DYS{WR5DCTf!_
z`ETf+5$5QU(OPn-&6~O-1>G8ima1TeK!>9Ceib}ef5<P9<wZFZ-pT{&-oW%>2PwFO
zWJ^47cwo95el6w`PkP4Fz79XHunAelEIT~aku#s(=GJ8n{=WFM?>ZFUCqHl4Rke2t
zcR}yi3Z}M`fJ7`Pk4&7i66C7D{y6*E7}z*kl|g^8XRxXD2-CtYroP*u3Wno2-MLqX
z>6@0|SkOp~oIg^j&5&?|%bOaY`RvzXhx<Ev8B-16#@kfTWki~f0N<|QYTY*qg<Fx)
zP447CV?{&yy9VXn3Uf5pPkaF*{y~|-JlQ88Mpj*uRu7IC!cUe9IzbE;Kiv-y2W->^
z01`UxZkD?3bhw{4B{arUJ3rgD`RAkk+vp<`wgv&d#=}h#NFZo`LFjY?(u^oOTRv#?
zXtRMPIhdCFwmS~1j`ckR?p)@-E$UyNe_Hl`&&B$eobBBm|Ck~N>b4Lke<}fjmQfRg
zdU$9Ru{0>bnGUvAc*H!wzY$Z`1j#q!rbJ)2_YOTRP6G9k!hxJj^J9^Kcx!Ap7vf*v
zghx4BYqY>atz<%dI`lfj{iC|aB4BBZ%`yZ5D>TRpqlF-*Y+_LXh<&7{VqSqz`!yju
zeVlsw{<Mabp4!=M4oA}_@i#{{U+K(?4_gSHSgWBc#HLD;?I~gLi`o`^<u3R!f?@29
z_Sa@#HUy0*HS-Hj6|HT6WS>B~=>|bf95Al<Zzs+Hc%_EE1F(rHkfKzOb}a7PuoTls
zMce_f{Y%02SGBVLU|L*3TG4Cu@?L1ds%=6c8_<2AK*Kfgj6yqpezXP{Y3hr^a>a)S
z`2~TA^bBk^u=C<+t}zp~XAVQWm3q6|3yT9nY(97%2Jk>$SGB~TC#)-&(>Pb4(T9U_
z>Dx7R_rW`}r7;9TD77OrGEmSfhw;<n>4xxT$&v#rV!>ly?#AiES7pH<ybS2%Ny{8(
z)y?q=ezLV_jA?kpBL#qgDdU_>gnTk|z;**6U6qkFd&_@Ub{jzTOM-TUezxH09FXr}
zz4tue%i(WN{k$OI-M-%6&Vz90A^cJQRR^OgbEGX{wnv}!%M)RKb2v)^b%4IJ0bXb!
z#>l|!?4%y7uEmN3LXa|H1vqFA8{`Vv8O{{~UEescVqE6-GVe+ZSB#aAMz*RD2nNlr
z5bDFZ%O_6$<?y+VH(Josk9m&5pVs5qSs$Sel^Rz>0~f6=X6MKjSy6qCm!{bql4Adx
zbCEoU1f==ArNHAIz68*bROR7ic+)fi64k+4O0rFPh;)4|_hVa`BuIW1cz3((=ck$j
z=!scErfY==98CX!88V0%HD3ac1X9`HO*~OM$8g23mC-(eZWz`0NH0R$kf8Y>|D2s_
ztFw0-4ft(`q~5+S+b+=A&;?A#gK`n+dP=z}iTIt#l6%^uSVW-yKo#_Ndt63$1W><m
znt)4#d~xwek5@+$aSf_`0>p&|?Pl;$R60iE)gptKNFHaIi{SoRi6f^seKh2C$X1N;
z3A4MVPSdBaEjSroj!XY8!<B%#A@?Kqe*=LhvSiA&4o7R^`a=E;%+zh$@bP<F0Zt43
zXF%xNQy)ftpZULh!Rg4aKigA!?zQix0CEe924TgMqoA4N1Rn@vcq~q~0}t>nvRGkE
zV$92t+Hc(NjY~{3*;%GpI}Bz)*<F5m!MiJqO!@<TV5l%=8-V?uI^Dc?ixIf-Vy?;z
zU|Zb~@SAwya1AihfS~3Iq#3FLtEwW*EGTxW(j0WeG?S`LZ<-6jb1)WbgMv^sr5Rh@
z-c<J-@Z8ASLF=$}0zG2NjtY{O*P5)E&_n0)RD&gC`jGR{FP%(%26Ga1aoTNcum;V8
z)~;CqOv)DBe2jdB36gyx4#{A&UlKO0s&a)M+%Rg%`Tp~1i*{~?&-Vb&=&_kO-LTjI
zGK(e?nsr${P-6vQ3hn3Izk!K6juE0Y3qG#1m!!sfW*--WDAasY<&)RWjF5q|HC;0@
zG0OJV0{tMe@oHFLD4wpr4Yk=ZU^j)hBKJ{rnurcG&$0u5i60I&d>ycW<5rx65!()(
z7K^88yPSxdsVRVEMrw3$ff&5GtmwxvX-WEG14uxU?CCJy;DTdbw?UL|tix}$-^K6Y
zI0ryKI;f;GkyQ)1;E4_4w&0Vm3Wai>e=v|6^yalczg7F;e^~YpcDp<tyL}#{_WtVX
zUq3$g_m5Y%KS}vJ`p4vRG6K~938L7<3echWwuNc^Mol;H?~!H7AbR1l-tcirV}e(%
zKj1>mp$9Iaz9YM#;gNp*)L)&s-}{-dvC}GOpQtRS1x^`4<U+jFYsy7POAOFgm;P=W
z+0_kF6jixTE2*IVC!9YQ%WA+%eMVU3%)^({x3ah_M$0ouhs!NUO>x9#>v84sAgg$m
zO&x3wGXLo1;M=t$GoQ3~d5mi0*noB2)v-69f_rQItZ*y_j#;e%li^3#7|o1WR<V**
zIrbRn19)MM>XQ`-EHGg#q^T3^IdmbXM8t*3VZg#UO{cff>u{kOU!k*&ycXIv53la2
zKat#QJgkjojA%TE3tmgB$fR_1x}g3GZ>D3K{Im6pOR^gvLSx?^G`i6+2h7=4Z3Oj>
z|G{pI82QNmG#EF)8o5tt&A69N=F$U&Ohix2^OU6;r^}2m2qQ=m<LAz0-haZkNW!&>
zhCC_M8;(_VS-6OF!N;v1gRXrd{Y(}lAReVlf@faS4`*mJKQhg3#|}6j#<O>#__~SB
zFm}lhTiQ1RlmKI0)hmb{*#C-!AR$t+60v~?r3^>;QH;9)8+5b9$J{V>2BPsAl!@?&
zv`hWJZwvgv5xRANJCK^*bgKQo0|CGIJy<{UblHZ3_@2KrrrYR8z=Jd5HJe(lZAqca
zWRtcE+)%txB+}L_UB38eSo;9*jH@#Uz6~~DPqR$rcX)i_E}Dl_6;Q=4sM`3z91JIT
zHXw3fC5JJJdxq*85EpUOu#W^NTc|Cd3X3VoF!_|B3h@UBQ0TCPktYZipu2?h8NUP4
zIJ#RBgg~gxQ?};wN}ZW_6&Ss;bp<C$RJ8P&0WuZ0e-yVFE-A|}J7GyZofE3Xoi6EL
zOf}3xuludLLS7ONvbY7BeT|pOfSL&&b~v%*VArIRt`KuFbmn-MVwFK7hcUO~<G%FQ
zAxg()tZ%xh1DuEH_AlUpVZ+2R-_3@u3-a?*hlgJSsZhwYcKf`FuiGGH!?~oazQ&@M
zl{<G7F9Bh^)tf-j;Rn?<zxnWD%lhK_FrXM!CZ0&~;SK*PP+34E#BhbY*H`k0v)FKa
z-B6`LukngZkZNotnPx^nx6-?Whdj4_Of)4sM9IyBx$8DBareBtZgMf=Z$WxRuoGe%
z0WR5Sez)7}$X?_yZPv(Ho=*t~Are+}ZGQ))6#hjwi)60~n9^)9<ao+}OBe~#*e)lW
zy|tTQkl_(qQ^B!Vy`Nla#TAh&kV-R9bJlWsU@I@Fy-*@bwYV5UUnXgyoq-<%zu~aW
zO8!@nlyu4O(F;=07b(8~ks-NtY{KDHr=)Cn?CK-}V(N`kE4g)>Ker3BjP(ti7AF)=
zFG!0^w@T6N-tkHCaX~g)9yVv4O!l32cVxq5v%bO6HvNjZ5Ws@{-O7>8Oc`F}e8|O*
zHjlF&x{oS5S`Jfvl&B3I`MB)9BjI#?NKkhx2LTQDPO<)YcpM)+;tF*bBI$ZopWYB!
z*L4Y68@;j(Rkt^_*3bz{l#s?m2C!5={W?UD4xXhdI}yd53ppLpA3{w1(h?*QEM6Z}
z_T`EEDda`~(0Mq-;_mBzrG#wi&M#(FK>b}mqYpcpC9?sW*}6y(z;NquZi9=^;meP4
z=|%Zzm^!lL(3a@u+h+E4KS;gY(W2ML!)YMQ<+QKc?@4CcdlgSI9RG?y(mlZ^dzsI<
zqjmJ`QAy}WUaIp7g*0+;NZ-+mvX5(If3xYiAA171;W7Tk*zvL1owberGuxgw@t^SG
zb~6iFeT(?U7)w%bOs{BGj9n1=;X!eMT2)sDcJFrNfb0&wCQ<`-jJ+fsTcXibfqZOM
zf?~C|6)%J~bu(3pZ24*Iebe!|bTW(Oc*LTJzeDGIs28DcpC!xjwB^^r@L1F$1uevI
zFXIAV$ZZ3jD?FCRV+C|jS_BlBZDDrQ*!%7?1H$WUHo3PFj|I`!yj|7|bM*LrzQL!I
z9+543t%P12_tk%omvfQdFR$e;b3gkpG2ubw8r%9~0A0TK=b~Tq>+BWi)Pde_N?I;v
z+m9~O0KKrdR$n^O-@S1$-8ZlUGG)~dm5IjNW<$DltBc2Mt@8xJHBe*2#_wz7)NHy?
zE`N|}6)Uzm9(Db2>6M>Ah^$lv=*f)&mfIRzbE;o7mekez*_v0b^+JE1>o!Q@eZEgb
zG}{f9wfFZ@x2D6l`i`c7DBuExlZ92F7y0688q@P*jO=}e#DE9#$EhS+@MX9p6V~Pi
zB<XL@Hy-gSU}REib9zEL&c)EPZPUROLAGJwg2%2HAVLpwx>eCJ6)S~%6lpET@3ina
zBa>s01+W`b_37*Nu7;b^2Ha)UuGC^*tL&J(tfP5x6ilf>eR=WuODiKev*^16x-_D`
z3H#r^J3%fHd~^oW*ZnYf_+z~@fE|HJi=kUG$|c2)B7W<fJ7}$DVDNBX)<Y66+zKMq
zcvESv(HEuXD%9%Ao5K0cyqNmPgf$WCzP;;_-+skFY47QplVA5l;vhz+eI!YS@X`n&
ze|@-n_cmLVj@VbO-2we!vPC91+vF-sNbt&0pdWB%Lyl>Vt_kQP)`Q#&Qe4`sZ>rg4
zRoc8XsE?UcgkH)84|uMGLQcy|FYC4#X32`i(qQ;vja=0)aK|N`ftF<z!fzMy(y`x4
zgx%VV^~IhRW{~~rRGrt`iLn~8^M^HZUUFx1-$gDDhS2^__`!!kd;T*Xvp4?Hhe7-1
zQ_o)eW7bQh;>}qn-jV_5VbSXMK82STz`)LW!Y_KGbIDlE9keE^HPv`ur`p7F#UsPN
zsBB10S1pAj79SVsi6r?YVfFUjq@|0n;-%Hx$Jzwkg&G_2y136+8Hwk*#xoHg?T~Qj
z%FnL=Qri7MP#&@BvybO4L?0S$lk(}jGf;d|ke!`jY;IeL&Ns=cHu;9{yJ|f{bojmZ
zH^2KUQlYHlNyhuPk&%t@42{O{`sfEIREPJj8wdhxr3K$EoaZIGVR#_^0^XiAkr8V1
z;UL>P`x8!AqRJ0zVbYYr>>7jSx6S>!uDeTRWycBW%_YK!d8Z!~bAZl_A9|lmRo)4+
zuvW}JLa#Ok=?{vBB+EnVCa<e5WTmfeEvHE&q3st<Lm*nrcyp?5%kgJX@6Wt3a&>Eb
zq$}%Eg%B=pqbUxX-=0I2NnDYKOlxT$MJv}92IaT8nKPL_Ikv3NV<TdFy<X`nJCGC~
z^IdPaWZm$C;;rvv+jm{x_yqh585&)tR#>w%DL(%~oqV)oy=57$zPjS|A`u{RZ$`{F
z_}HtKY=Q&2RFnr-EGZxho77E0WPAyU#Q>_gmb4iriohdeQHWXz=oGw`0FV2i@`yq3
zM7J3{nSnV$eVwEwwyB2o%zej1;PKhunR$yexlqoCy59IL^Wf8t6#G77<834%s2yMi
z@Z@cHhxUTZ$+A?AM2u9Mz1sErW?d4#p}8gGt-GVx@5_qmHfN4DY|3O8Fe|W*BaO?f
zsWr0C*T8N8`pzFSn8u*aGryMv{_wBZ{+pyEhu5{|@_z<Kww~(x?3;(nHdt1#Y5t_^
zrsS@9)|$5)VjB@_2ml@PvGYCh2XiK_-H1)=C*Zrn&R0$(mB_=74DCnKQVBmcG%CC@
zK@6dVlBAQctHL}nl15`LM73<;{l#*iGS82Qfp3>(+|OXjwFw|*6C81{b#*|NwI-{t
zW79Gzs;WM>BuM^|>~GMoYkvh%Dspye)nbfoVPVBlOF~<<+$)xO-9~>G3nTEJsLh(i
zFxCV9H7@=%7f!~}7}!-<H$CUTh=#r>XX5{%>P`Hi-rxU!vL;J1Q}!6bj3wL1TDGx_
zbyiI3*fT@2lq}WBR!qpgj3vwLV?>syoD&*`j2J_aIzoh0iaOOf=ly-1&*%I5e16}5
zfE%yZ^Ljn6$Mv{Bu0&E`8eQBcaBaA3^_H;Oj+qlSGmKgDy;6wo7WOgLDITm?lc{m%
zbVhMzU=X~bg%GJ=tBFA_S71rxqYr?ea)axo?)DAS$3p~2-!X5qFPCtFx}jHbhKUj9
z=_MpWXv`g*c76tG3=SnkLc#T|5&i8tj(fC4VpBvF{i}MXPDUae`1^6t9QW^h>RRh-
z;^hyl^K!#XNENv{VtHO!Q<xP1De9>xIye{rs-cY-tA#eb64(Os5aJ41Kn5i9+cX{P
z82bANAqB9ShPo*nvn9J)8i`W@|CbPM3@Q^#0vsYOykxRJv@NZrl&PLCM~DTz32+s;
z-6fr22<uxZzmlrZ1&0@GmZ`0P^(M$@!HSal8cL@X0d8;UvU0~czv>7;?5E3rWn3qP
z-pEn2PLC3e_p`txEjPrW2fX5zhA!|qP3-yIw#5&ztP*Vnqm#1+6Vq=+UzAG1te0br
z5I{Bj+#zGV1O;LGsfQK%8F^Fy^q;D!0bw4ua4ocZcAlIY#Q*x=a8=rV)$L!LuUxSG
zbmo7IWd{bqyMN03EMF)66`eAdg|6AOq#h+~R<!BsQrD_~2LPAFCQZz2K7e<SgO0WM
z?e<Hze)PelYPJ?zkP`--89QEt!g*(Dni#rLpr||H=>g@*Hp$h2GYiNT{>uQ{>M915
z79(D4t%8zt$rtA)3a31r1{e+&F$HUdIrx$f<|>p#nz47`zlj?Qc%ZRqY#JP3)k5n1
zEW6!b1g_2u7h?6NpK%RFT9f0~DzLg8#Gm{v%!Fpky>&{A>{_Fe6Y+_hc2hS5)ctqG
zkVP<m&ID@2NM#P(&=?@P0lk9<lx5!W*E&stYo$ih7TFjpjl{n6AP$3O$$C0pn-pPZ
zjpiu{l3$b~>VMm%DX797dtu)Wm0Y4NlMi2?S`vMl1)IiFjSqcjsimBVs3VexN-5!l
zayv~lc3%E=sYe>i!Y`Uxfpkr!f|}4-A=bE?5`eBe<3W6kwFFF|^ZeyH=jG;3su82O
zV$ff@>pVEz4={*ig<5%2(9jAB)VNq+M2a?I9X0xEtt`u%f-t&4><5wu4!qSM6H=}G
zWi5Q$(WX=(Tl9iwFztQ2;&!aS7Px8yqJ5Vs0RI8GI0RQ=;K}YsSi2+Po=76$GBTr`
zq&Yf{=-zFPwBr~bfg9zE3-6^E&-Vreclt|!ZN`aiAxJmu6GDl4m?V0a8Q<M@k|JuQ
zn8SQr#r=6YTRea}X+5Y!xLifW^v-0@6_h9U-_nB8yteUQg%y0d6oMgFG2{ewY=O2A
zL@o%k1?VE)>6evi?f<=!JqG80Jo_K9ou`1O<J5l}{2xim{kU@A@98gJ{w$E}-;7;x
zRKI<}$!H;E?tY!J!4$F10!byO*|mKzF1=2C9EQ#FBn6m!rBC(WDDLhSb6Kk@3H6l=
zY!WV4VB9+`$jKDoeT%y1yH;{Njk>Rz=5VOp!$aX1(976b2S3c0asWlXE?1@M&I4#T
z^A)xr3~_>HJEKHcaF9JwlH@NhyH?}j2bin|EnUSw`n~*!DsyS_o`j)J7wZ5FL5aDw
zxirhXbHAf-%0t0gG)CbmE*Ap|;7w%3(6E~_TAELfs2AhmM#oQG1)Q#+N93E#_l{Y9
z##s~z^|ZCh>|t@9t+LO3>xV{f#Q{-^8fY&H79$5*_`C)ngJS5*PCx2L0wms-3fD#X
z?yI(C-+O^SNV8^v4G_@5WyXAAE{c*Kim_R~sUc4Y4K!l)i7f*Iwj=6VeHrLIdPK=N
z0P56TLXk=3uj>_}A#G;R%s>U(-L@ABn$u)^bWB&IYnBhd*R|E+`(hf^DS!}EA~J)n
z0dlw(>9h@Ym}`i{F(R#Rt*R>+tu-DldL)!mt|K}#wrTrl_xe4yX&Zq1oBE3E728q`
z!uEq&3<>C#vT90k3PPNUfrae{$rixt>6%n$%xp60Qa1H-_SZI=4l2r6%Zo+6287Uz
z^~R~@bI4Z#;bHv!ynBMt0pR^&#kU78D3M$nXLV@J4h2-Vj$%=+GXDA=HFj_V>m7^{
z3A^=Eyu`I!=mw4{0jhMlM7EdUHXkrydZLZ&=+>$NCwx5%4VxmkM;v?=%aMCDjd(Ks
z?w9}fc9)m=ZB#5EyA9yJUH&hrwM70AssX%!<%<?bDKQ~=V_-}Sh+cv^w>+^p0@sO0
zk=^{CbdJhHX~2Os>S%W>>Q?MA79-L!a}YT-GRVX&-_=xx1R}2=hz3#*oss~)4l_x<
zL5dZ1_Y*S$iG5UFlD`ZvhPy~T?v+{m3aQ>IsUE7`(i7ksKdMfoF2)+r-|Fk`t8r$`
zsLIdy3I~y@WFierP<)b=wdErAjUI*y;Zt+MK{b#@RpAQUh@(97nD)ZLJ6l2Cb-AG!
zDlV|Ed?70(!!@FfkV<NxjGTYHy9fWVM}t5W{XlaXib+97soR_z(7bNh;N=36pN<n-
z@i6)q>+k?fPYHHxb&&Z-pAuqCOC3N5SVGNX<vladE82VYH^&Wtjw7YiLr5}nkj+4g
zBh#oL>Uc*tp!@Ldl_`5O66nPhms#;NjoYuhUaWvBn*CztTj);)4eAd!ylx1wiD$`*
z0gexz0e})SseoQv0eF${D(4+&z`Wu`u*1v^D-S3v0j^QZ(;+wm>`edRCP|De&wB)F
zfq^QOB&1PQ8RuzYKO#CSZdBd~TdP0#1*0GJl~r||B$!~*$2a!F!&M|GX@N38_}&QS
zM3HgPfnw3JCCu3=7G`W{g+o4(w(v8`#J)x7fF0ldv{dv&`77{zgPe$Ti-lW@{)g2l
zE<WAG^Q{b0>ak)%2{vpe0K?m_*6WD54w`~K#svpyWqAdj0Cg{Qe~|PL%TT{i@f4pe
zS7LfH?mz{T=}D*zB6qztR;>6#zqsOiPDxnk%uuE<?_{OUhLFZ527`gX2b8Dz<hPXz
ze-%{y`t{(ybaR@SOw!rCo%{c|KLu)`Apko)I{X_)^7o5ZdVa}InD`7ezY6{PPe#fa
z8(m8ao~=5%Nf-%g8(RKA1C6I``2tUVq3(6PJ?2;;q(mOWr|Ri}EZtuTWGEIqQ1<dU
zP~CTG#%%+d#irkbYWP7?B8e;c!F!GpD?=taP7S)FVK$&2M3$*;4bN;D=+u*h%vAaH
z0W+)Db@!b%?7${O@g?AHXkw3Xz<vpy)=i>>MgSEOj*Pw1l-5#J4f>c=wBi5n#D%4A
z@Z=qF3E&@^lH6STwsU%PU5(az9957*YF^M)iMjG~GzYP!6|NaE7nAk4$*s$W?BY+C
zClaj4fT4;iD-lsNzwJj|?~&&mQYIr~4F}9NOFFs%gJo5<`F6Mw&(si<0?HlvSM9H1
z0ap1(!W)o66nUZ@^<BDLY?r=b-3KXG&%fAe-SiWaz1F{OtUgp8nK3gY%-`_|v1_ns
zJ^$pTPmT{@m3>G_rgaFYn48wrKq(i<c9YyCNo+^QB7oa<0<(bXahnE@1zB3+TNUey
znLEh9w6;Yux$7_xf#a_RuPcYUuE2FbtGA6Y`j_hIH(Fj!73nRKE){sKVp*!Jearpp
z*jZH6S-cEzSliA!5&LAAZS~XC*cZ8&sf-!QDP+tXSTV>Zu+t1-O}PLmT+6zV;tT>v
z|LJfUYk-#!qZa@<O>_WxKvTM7`055)P-#yTUTlx{LWAohzvxvtz;?FsKd9Z(c#wO<
zJ)}sMghPt6urXD6`qrji9RHX8`<m|w51K(A%M1Sjq2p8cH3{Rt(X1uN)ecH!%jY5F
zl7k2kEWgns^*>@7r&fLc)l0JfMMVZVudmqv6l?9j&UMNEqF8g}ewrwKx?RrM5d-4r
znl80(sYye<fX1pSFDWl`O6p|!zOIgTgCw7a<VcL~byU*A>U>L!qSf4;2b9>Vnm1ku
zqYW2UR3W6s6Rb;D7f_zurtPcuv=;ZN=`G31-|~5o4HO2=!SKr%AG9{i@=xpUWR(6S
zaq(XRl{Ba3N;49nwpQJ9<bd*0ARf@EF@*`ENp-}R#3ZED317P#E1>T8==0Bz_*gRu
zuH!CU%!Rf{S~f5OeX^xP1&->?2LN~@rXKntNaMb>qAkxp$Jb5CnhMlB1s^vzgrj;)
z>?AZaRi8?V*-X8<!P2Fg8I6K!cWI2IB1mbT14ub!tSY~l=tjXfYvNCcgu}BuGl#WS
z-f`>D(42>83GZ@G(j>;ZP_>_tN|!4Qq%@{@4fa~^^Yc=%-t)zDx-l;f<^0wv8HUMT
zrtTxJS1~+cZgRr&tR(MlY_LYZ_9A+w)4LZy$mA}aAc9iRZf+0Bn198Pz!&=VWn@$i
zrAmMn7nT57YoEm1fT2d8fVxMuh+*IaUb=0e?@yxHkFUaFmq$_fIZG)=#CGt55pqR7
z7|64v84YEXq_-{3*h6Q!^igPW6h|(NG(u>&!X7I1`nRTAp(4~ZoX56&fS13qd#e4$
zd&v~vG`^;K4cRw|;C_Sr0&+bQ3!Gp|gbXc2A()iq4-)30+cRf6>yCl8yUDPy?$9#x
z{;dEk&+Aa*p)TNTW(APaB>EV6jPuOCMbyy>MhVpQU;yYZOctct&aoAEik8qMa_Dde
zgLX^?xZkhtSEQ@BM4~#|RzDD2%byWoj?*DWBB!pMs82Hk9ANwZD|$dmG7`{b)B(21
z?|)xdIr*Jm(zE|j-oa`29`$a_z@{7fhgjOR^Q;UHxyI60)lpb#ZJp~hS;=|;Mvyco
z7gS(JY7o(;2i#9vObP!QYVg?KR$pWS>wD+tkZ3)0ot*mt^PFt={`k4%F$l$rd1dhu
z?Th$E0A*$MC?%1Z#gf3@G}<H*09H)8#RFm81c!nma$}vbKZN`6jCqP&6lOI%86HOb
zPJh3<<;|y-J9|^kwzMb&NI%ep5Ht@r02=lz!$Q{siZFwf`AP!QthIl$<`NH-EOEvA
zN0D`6yHq2kxz-BlobrGF*@ZHo1gCdvfF^U+DfSs$`wdbd$nuEJ7l5&o5ZIz4y%NTW
zgntoGv?)ZIzu~1SY7?VJE_BYlWs<pQ37!Yh{3@w`!R_s_XFbPNneKU+m~SlR*ZWXs
z1rUJawc^B`1!i_UIT-G?L0wrV@(2X#IubzY?UXCg*$C}wnA}uNczY>doKJgMTzM`=
z%DRau+WHD}IJj2dO+QJbd95`}P+xoi%A>QRs5fTbkl>3xM;2c$hpcpx#RSLfGDO}L
zJx3CVa@g#8sc-;QJJerDj&Wjtm?AoM#2KOo`Dg*G(J#bisj-4{zF5?NuCz1~^#m86
zB9!XM!2-p=6>Q2#&1}(C*e}O{4A!$Lp`TeP?F|RL{uDS68Ai($UxHIY->rJx((WFS
z5YiwNPiqoB_n7QQZ@weBrk$AjW7gE2Kl?DI;X!Gu>T>It4446(T=fH<rvx^Om0Ysw
zD<xeT0NU<n#K~Bw5yV(F!d$vW;Q`7oW;7gYUlMX<Rp$V?)bCWZfyF{I|E7i#vP7<c
zgmaXeL`yoFni*+9NoE#(O=N;AkPG4F)tW>#p!gdb>LE19!Y=}YrOX*cRg6V(EJh`-
zK=mgUu~GP5!C?Cpsec#T=3tG<&OvzEAF+G)`~UlP4=H5+KJxo_m3RQb)cLPChm5}u
zi2tRsY<wj$IHo1q3E@k;@j$=e7UX*#5X=c&#zF0u4QgA-kx#N49vX1K#=`Q6=#Q?<
zAGhWqlj&6W!8%CwwG4E!ubujl0Y~h`C6YM(lmuAAh>_z$OF~#mJ0slrnYiqh3L}G@
zi|_FO&M`Yc!ryjc<vBqudTW}y{FxotnVjO?8E^r@0j!$jFWI=)9q-e(WHf5sPun6G
zTf*G}2CT0W|Nc%}fb}2z;5w}+8p<P0F31({+DH1fYltveGBjkQ<V9v-6n4QY)i+~?
z=el2u_-1p(A;IT%1j-qh{q7J9^2Ub&11beYDX=V40gZ+hR~mtG@s`n4te%#U{4m$|
zsV|flLyO=h9ga3sWmR?wIo~60*JjRK3Kktm7Z|`EOr+#sWF#-Ka4L&exYAZ03!yvC
z0!5!@D(0XWF%=`i>`*4r0965{<kJH*ab<nhvbXT)*uI$y5$&Tgb5!Sb?irt?*VNC5
zu=Vq|U5gb4qFgl7xA0&wP-BP|G;iKtmUT&O?vrS#``BZKT#@Ew>%U*`ey<!u^3y>z
z)K|j7FN8B{;}PenFpB_ws~R(&$G`Oy_`ULWj<_ZxUc?K+Tg$c^MYHjvlp=1|cHm~P
zrmUNM5|S&>JN=;19%DJ44jQ06X_*cu(D3Z>c_-LJn5ef1Jf>nm4<57bq)U@7hCX*(
zuqo6~)%(giY_W)aSMhgtzoA1z_ot7^(gj`{C~N(cAe-eHm$v?*O3;01VX^2TJNdWn
zkz8%Wk^V=3(dXa^(9*2-+}TIM3!?<uAp@a-q4h#+q9?&`)QR}Hre6uv{rL6n8v(jN
z(Y4fXLBYOowzk_nLMzV$SJn2JIG79z?l*HTPPD=wp%AYtBb7^%5Ko$>&Cf#Lkd9Sr
zDr1aU+C8QecOXO<`t+Igl3m;Pk&$hxae$+`8(F}22Rt5TM&P;<k(eE*1-0SpM7+^j
zuetyJxn`<Clc{r^gmiISX-t7Py^8tQTc-_|SHg0rLxR~=sGT7VS(-CPec8)!kB0Ht
zkphDW+>Mi!YHbX2Oy7hu!gjai-b3TE_2$2T15|4BKOYil0pLJ8<eA;Z|BqPHe<8Au
zbE%i^3KKCs#z&8!6~^BdcfZ~p1awvxr#SAUX{@KQTagZk4#?Y4;~kOKqs|EL*X8g!
z5%VE9L~h1%oHQfmXHf!o!^8boBit56Szk~!`3x!ExrrH30<`P~<12dw(s&n3FIbH&
zt8byGVtAy=F=F!z`g=hC>0`fztRkdgR;s%ksT6?$lzkcM#SF~x4<&bX=~0NqtU>P0
z2@g$77QH(PV;Mvyy;C>b@;?g`+k^CRBOwHRfteMcu79%S&bSxxplXbW`ok5qNc|Wc
z;ti9FoYO?v_VnNd3urx8I|g<xkR)BW*0L>M8j8I>8>$R6n$@TKk`E68j<#SQjBz&1
zsU>nXqJzm-<N5f#bV2H8inl(6TXM}7=aNfX3PM_BDEZBp`q{s)lf(1z^6luRlHwlN
z7$yC>w#bx|N}HIb5>IsOg)h*=8ng4a$G>vCnmv&PLH6Of<%<R3@4Pq%RC%`Mj+n>1
z=xwvfAGXm79>8R|mrS@sa7b^<AD2Km#^Dvr3x%;m$q0<>=)M|MReLT?IcE^uP^e)f
zqw`t8(bj;G`75$*?)^>c?``3>_ncoaa&YM~KnOb$)E;@>2S$9n)*K|=sD3k|Wy}-A
zSflT|O2URxMq+lv9!09r>%vA$@v|^QaX-yL-9ynMy=#!qvkSbd;YVz{Xzg5Fnal3N
zxxPK-n1a#ELe6~$&QbK$I5n&Tbh<OvoN<GFGCUCGUI)JopWkqWLf)P17DCD28I6@K
z9yrrv8|f@0Q3h#p?y8KY_N;sf2V2|PLuyYEgtqKdyd&1}Hx<rCgC$0kkkp82_1_1O
znpa7Ov##^4^VI_21T~xKxRat!xuV$bBP1bM2S^&$W6mN=OdU-fj{$wP-hSjEfak@2
zk<V(CVKNJ&1EkvzDwuQK>1JoCu=fK2V9N={UC_{PvnuqA#JEPxQQg=MCt2zwso;xB
z2@(D7_CQE~+46L1;c`pJEbFqw>+%xaCo}u0rhc!`PExjXFheYO<}Wq?Hc=428mXY0
zpu#&{jTL`C!uD%^seGam$!rzK3;=Pj9NRE|1-H_PrkAFNc?Jl~p$DJR83(c&N!koT
zQEAkD5EkMb%MP5HKNdOtkFCOMxvryo|DEdf1IxX-|NrTG6>h}sYQhGrR!)o9-XM-H
z=vx5tcBEn^Zu}j!+#uvC@eL2R)~FCYIhJVhL7)pi7#SeHpMzGp-ra=a*-4#Uei6FQ
z9)pZw?8|mQzcs93N7~WP>&!mF$bCUC5lY2u87%7+Wk<5Prz$(hEj2O+GmH(U$$(o*
z74_!@U{z9LIDuET?1&;Cp`;P!z8O4817d~ql`)zbz^n`wjp)V4cKR-4&MxIrE|)2x
zLXb}*=?y0%T390_=UFRvvE?TC9fuPaBT9|J04G3juM()m&8^K7@{Ryn5w>`Xv&5w-
zl(1!UuK8VfBxtDH5{vxlVn`<5a)LcROH7TLQ+ca?3u>L2AxyT%->fX<GaKaw+egUy
zvhVFFHMV;2qh$!4Wl9}_Sq0AXl7)wmu#0haSW}OWu3@&zm60ZXJ|Oo!4)mZF$L!)o
z%y7RGa_989a(o$Bg672mzMh0?tLMXSbgHP*=AQdnVl{d~m&;?@DE85ky;f==e*0V<
zX20fZ&q}<E+CjJQ`wxw0iW<Y1jWPilxAfK9V+u*}gg-WX%C~SQO3@}gNez?x1JI9w
zSroV&4*9XxJ(XwaCM=ZRB7<gl?k$8${@GW*^aPa&sw>|ayMKlbifb9~&uo3``vhw6
z@d3$QK4b3LeC4RIZ=8JcBW$KirUAOhKBnEHr6vM8OMJXi8a&zA4SiJ=n1m7E#!2R4
zImfxllg(R!!|#HDSTV4AA6y60IUrylbg3B_+0ZWmq;P=PmyEdK^q^x!jXg47u@1ke
zj>$GB@<^eyD3tt||Cb%SHdv2_se&khg>A{$@?(e24H%IaU!WWQhe~nd(c1^ofpnMl
z@^jo^Uvo~U<F|u_!gzR?=OTKW6-g*H3EOKLQt)R(Un2Yl2Q6<oyDU?{6?4}MF$A4V
zbn+4CndmU7km55h1nv>LROr2X6(u3nF2H;NmS1w$cZT=$*MrNQ$!akrBBFiy992KH
zZLu92JOrg;Zl(C~+XM*~d9FJW`2C<^<P#fAG%St&eR6>GRK6bLd#nguP_f{4C}Lfj
z3t<g15v;SsH%MIY5|`i;F(uKX%l;?n?Cu@nGt#lnLW9?DOGN$bA=0(~h*iS{hN&08
zNzcexe3n|47R<of=v9Mqf$~T?Xh!ivr6D1Md(pMwX`E}n$JzR6yz4S~6FZx~?zMZN
zXjJ>a|8`n-@Q<f76&=C<3$<rMmw)^HfU)!U{kmSQYPQ?{64p&AXOz&F^kTC#G4fG3
z?r#<6+tQJ1ok5_6&B5D_q6^w~U`JYt{2~dPQ78`xFzr*j(Rt-Pwg)q3Ny)tmvGk~=
z01s&M;C29pV3-^~#qMsaXt`53SLObyvhZ5P5EVDjEo_?RV`Fd<WGVk?6@f=&{0^dx
zxFbtlV<?n*Yr5}&?MIrDp<iCSRt?f^PR_t)*>3oa5geD5dfeJc9h>^i2vz!i@vn?k
z^w(-Q*;~2K2__wit6HOsHO>+_%BIN7bb2X%A`G4G{M>PNLKq$T12bE5nMKgN$lST#
z6V+a1=UL#j6`-im%(SB5#4d8yiJ+zsRhAfg+{=j+of3?UW*%Cxeki`}#c+aQ(XnV#
z=iE`R^KObV@T9O;IpltjoR}@E{{00Xg~^GEd*KUQUVPJ)q3&Gl4bA6T-X}UY(1S)F
zu%Bl=L5tfQC1n)u7roB5BbN5Fwk^(kkPfF!X2zL+>hbJo?g6{j%LDjB+PiNclv(6D
z99b1Lzt<!e7XOVQfv=o6gZk;B3O_L4x>~H@t6=8xW2Qp>?aA}<V<xL;K(CSnZ(5x0
z8~-6f6R0_*!GwvSix*gB`$2oju!&yzN37*03(H0q4%)mzJ!(vcBby>*o1}9rSXxFY
z@I0Gf+%r|yw3KsOihxj%monKr>wiT5067iSNZb_XK_%ck^tq_mcOE;&#m?+!Bn#eI
zJ#r!WZT<X!y^$ccHYM<b-8y+T%tF|draX!quI-wpMUk27ovgV~ML&<Z$(wpK^Pkzq
zbcz*6|MV9(Oy(?P-BCTQJ|}1_rNN&!@x}j{EqlzCR2i&JIt;m_tP9tWrzEWv^|S5X
zS{^P`=C3u!C1>E?0F$o52$t6np*G@>J-IgR9cd>&k`|P9>LKrBGAMYqHfxO@g1v)m
zi;Q-h9$i7N7Oga=CuU$ev6b@<B2J>i9J(asuyfPQ;plMmJ|*N3CK^#V5({nY{wspa
z8>>!!I2!19PAerSz<Nl0!!;tKqLVE7{t@m*p?dqya>Iw1*_*erg!TH8SKnZ3dNVK{
z%de8Kti?%Oy3fmd#K$VQ@<a}7<vMAgR<OtQG;te1GNs_bsf;xm=ip|q0|<nfyH50n
zX;|I2GWI#B1#9I<2=D&x7O1l2lM+1B>E5M8DvgQ1#9DwS37g`Q2aJl0DaXQ>L-(3G
zctJYF-Ff-oX*sW%MqWue3p5KamyDr@NXNy_h_21Jj$D1m93~qlU{2^w{~K2K|F<B>
zKL>JS>^}W(=!m4$RqdloC&Q9Y+LO}~NhiA_DYIh*gNL!%(Aj-u(7`cIzrvv~G*~(-
z=XK)|!@Ho_TJ;tSRYQu$tqaJ8z{@PT!ocNR>cn5lBJ>_Oc0~0H%Gw=&rES{(hXs&B
zaR@2{is7CCM~&WGFU7RV<#~7xIAPbxJ;wVnYx63JL|4V3+@b=GEL+Ap6C0;#tfPDw
zu5(k1eQEU5XD8yKdNt1Kw?;KnuT(LZ+J0&7eF>WL7A2_v(SQgaIYNS@vtG$+s<-op
zDdV0dt1tQmM#=W-VJlpteO&{&1#_YD>J9#$1f~qAIp0zJnvj<q+I8RHP6sy0Zq$H*
zm*GakM#ighu5=LT2h(`Lss_{-uvYY&_Y?QK?Uq~3AEa_`8>vf*Kg8J?E1>#IjsRV5
zjuXe{r^By$<WgXj#_=-aGMalY{D!t)MN3}(Mv&fh<|>Ywud~aD=#M_rSmdbQOZ5_4
z0b3TL<>eB$d=`2yjnqSYTzKXbB8f;B*p;m5?2rpv09&D*b*occi-m7B3jBIPxsrWX
zg|&)rvVMrW38`S!B4c@mnwWI0Ey8JVNpvDCckZ6&OGvXpvASR&zp|KwtJ6XR4Qll>
z_QeI)`}@D`DN#XZJCVqg%24v`z=6WL=&2+jRSm)!)p5ktd;*lE*v;GveX#OD(8sRU
zPeGK*gBe(UpC);|zRcc<94+0sa1G`AIYbH4^YxoFWk-6`n1YKx9`-{m(}}orFpYB|
zUJ04iV!Y7*7Q0DvchNKTFE8FZz0(T6b=d)gM*LwByyKV3M$G%|Tl!|#My=C4gs2zh
z1Om)7M*^d2l}YukFDC7W$nR(QWMBgHxEEcllW`QQ*ANAF4`W1CYi!O%U~fgzBqQQR
zViKkD%!mc%@BH#oo|lfX2v44P)8K7hz#n;ouV~(w<3xglUT{k<oz<s<>D%ab`-m=~
zE4}U5W2ZQ%)y1}u$8@lC(dIDsxC||7J<^>&4rNjfX5h-YrPSIM$ERARDR~uSQIrhV
z`4d#&#$twmQh+8jWS)3-@h+rACx`#IdA@dm*YiMit??e`a@$(GI<exen@`!wS|@wL
z;yGL`L-6x7*U9X%b`P>tvFBFa#!Ul?;)gx^<KVNCBj~o;qh%V**7r@bC01xDMx16P
zEVTKp<=;?QuBMnBSmlY53)w8G_X9?<xZ<PTO+tun^eWc$q3X-PSwYi$c+4|Qz!#^@
zYHM1)771t7a*Q5NzU3%7nLcX09}&yyqMIJJav8D5fU_70+}6WTuQ*64?zQGFM{=zu
zSb{KO=tz6P=A$W5V!IqqO8(1_8w6T}Q>*Tm(~c+%x62gtA!or#^c%eWqxAgkANl_^
zvjXwXe&1>R$9*f{$A85BYpxX>`h4n5YsR_juWGT)+Pm^N!S%nP+<lFe)TWaWy}<ec
zP&8GGWHR&yt*bX+Etf$izEJlqQBQMXpRAvGP9v0>HCAf}32*q4!EBrcyML<E=Bu%4
z*9goi;Z+`y+evCLy$&{u-D=ILFYMc{8#wJ%k;=KDBQ3@}>zEQeey-nhzpOF8Fl(Xa
z4+1{^5;J5ZPWq)K*ND-yx6;q}o~undD9Zifnre<VDG=8}=!&zYLccMx@!hz1oBq7m
z9bYJ=#QPzWktd0Lz`yCm4wG()MSkUKHCE7UH@vNf=dG+t?0`%T%5+@fFwJ@HCR^l1
zlfGeytj)lZ3hNJ&u-db^MJPyyX!9yUdFZq%r*uKv3bl<zP0Lv}J|Sv<*o&}rX5?q@
zvX110IQs3{Z@eKamf2#JGAfK@nymAOK@WFA>{7I*=q01MCv3q4uf#OL8B4$><1mBj
z=O9N;?^CjFDqZL%NS1$;SI<5TX-%#tCmc2}?+os7{}_-so*1OPccvz$9+kVA_a#`p
zG)53)NU=H-cutc&U+t#2C}JlYJB4H|iN@@-;!r7z52%-EFohuR*&=_cc16hH9(Q!e
zsLoQ@EHpl<@ROx+s2Jd<M49eSyB2vzx$@^QXwUb0T=;ft32-zY23saG$RjwpB1JU2
ziG}h{L7N}~;4q`MXzXkA!*;SfLJ0WB4z5FnWOax1mW5tFV;{8mNK7*aNvbI+ZeSz&
zWO72gVjfj#XY5f=nXi>6cP>}=q}XkqSAFL`1!doR!cVpXHy4s4lPw5Cu9VJ-)%AK&
z*h&*;##ND2=l*oJJx`<l!-M<;r<4G13(;)ylT=^=6U(Z>j!?VJxI>i6;1ft{X;}uY
zvanr|)Q@)j9zin*`TTROu{0}iKXQ+wJfYy`bxpXMZJrr%BR_%~BECyAU{HnzUenY}
zf9BvCyllB>Dc5P}S~+X+T~XV)-H$Ggxcj}5QCR6i4(d-EEZ*_mI-E$s>(N`NjzKzL
z`}lBcBaxb%&XT;o+xF)6NQHyMTvu#^pZVfNfkoX0mN%y5r;ywrI3_)^R+U$u4YS+V
zv5GyJrboU|<IM?-OF03bBFA=p^TS@ew5brg$H<ioyB_CWT0x(nxdu4F!VhZZ1pPLC
zv+<^|CM?RymJ2F<if(cD>AMJrjSuH|-v>p4gM4{o0|hG;mpO8a_;lNoyBxjZJ%vzz
z-x-<LHLEcklNXFyaj=>Gh=5EexjqaUBD%0q_Sks0W51n@hM&1-PyW50Tr`W^<$`1~
zLHpI3l1W5e8JhEB2ACSAJ+1qO&q#mW^UEb8DGmbU#(oNM7ClT6xRz2HPPzyTn_>Pd
zRgR*q!}i$N<u++h`<bbS9(FDD0U-2LDF5R%xMrID|HyI*p4v5cQ~nfMEp7dO!*CO`
zxOW|&Niw&dCZldJB6~cicF@pggpI;>L%;knRJU6P#}V_W197HYugdG$=UP8o+#g2d
zxYMhNcFZIMExAt(ZmH`e<<(o5lX7vFu`l4&5?+N;upMTZ(N~??E!k`MQ5g?>Y_nVz
z?Kn9f$ZM4zb2qy%MvR+_&d43KNn_8ED?<FW>C&gF?+Tu;IjYBH2@ribgN*b?U$FF)
zxz9Rfj<Z3z>*Q&N;B#Q$o<4E=WMX`C_g#`zd5~Pfwr^a*@~ztBZjW5?0NZ`7pXUSI
z$esyTVW&MlY1PkEwVn--rV)lt*FkXlSTeCd;N*F7wx#kG>X@n{`g<A`5y=N9*miwm
zM~CP#L$l65X<!c#Yt=X<BYhh|C~?golg-fgv>RwE^dC>R(Tc{-Og%~L`FMt{DtruT
zlVJ@+JgR<irIZD0Dfx=@a?n)_H&o~G6`zO2B&T`WWE%HS>{_x{>So5cl(V3?QhReF
zZzA;R%K_*{j%XHKk%OT=p4*%l$MlD<crG!4xwoIpnm=s$LHQUfNXr4o)PowgHdO7`
zi!AYC?qr>D7%A+FS8ukd;g&tZ(ISg!Hc=RMh^c=5XWKox)Vg$CEOzO|lwuld<(z+t
ztA`RCGWyO~&42U?^hG1|OJOmI|9$hG2cCXrxFn8(3z?REaj$fp>!<^kOwnFugrGQ$
zmkv}qxyPc|M|vNRQ@RG<5iN>u^dAcWtH(Bt2elJ>u9loY1$v)<<rl+9X*P!RcnAbe
z!@7e^wJht`^z&shI-f|<70c{wDO=lpWv!`)?y7QqIHpj&o<PeVfya{0D7QvVatqHK
zC~P7Zx;sHTC%uPF35Bgm!n=`0%NmQ!xvYMkc}V3pfep;w)vrxWVtmK<1HMPq9Rk{!
zyTJB~U)*jM`6d;OH_eD<<nA@%i$*s>`Zbu43nz%n^=AG_xZgE}=O|;Hw$*c&66jQU
z*{zV@-N<Q`<pXYATJK}C6;!o0>o1?|IZ@AOX1;wN&@Gdt&i0Of{ML`~MJC11a-D|u
zz4Go^<oz20ccJ2JhOhUqICiy1#z6y|l;41Lj(V06KK9Yy;=$2cZ|&|TiS5(+g^PEY
z#>zsvcR)tO2=OKKp<2H+!5g&9aNXbbiK-2AFP-gY64mT)kh9Q{5VohStspoE^SZTS
zjivu2w(?=vY<id;10MSmlLCN|^{0(A?@FfleGF;<k2;aM9((H1VoM(o0j43&#$Mgy
zSO&R}uY{a-XHt<}+Ix@*huQN(6yWVj%GRhud|KMIo+GvBUm#?RXQ=<?qxRswfuTVK
zQ;$L_dBNGQy0mud#pE~Rt2HNF$jOf}J-^^oX~sOC(zpq_m;}wD==8;9wpT7ZW|epm
zvd3~$4*a%?$zt`J;oXPgFSRspAdZ+{Qu6=v84xpYmGSql|HcPDvWr{%&9eDdnFaBM
zzm@)RD|=*}n3#5#Hhed6Eqf|)1iINhJ;!iAm3KZ<!=s)?^~g1-&+6Jj=ZnNb*uU5u
zJ8Cr67EKss-5BHGXPXZi{rn5_*SqRUH8|e;z#a(Fr3rlG3Sxi6+aPXI``HQJ`dr=h
zyj{9xB)P*>wYcB<z&T7gzwK4*)0F3h8`DKi`H>zn`dC`uE=R)ycDPXUhv?PClW|A$
zQyTc+lIE_b_{NUc&$xlvovZfktFNH0tJv@^z>4HEMe_TgPzt2O+tKt@{85y#vBmSc
zOY$=v3gX0<SGT-?Mohd=S=dr0(7d?TrYPl<m?0XEHqwJ~we=qJX{bqAZso0$%d|62
z`u}LE-?Y9}ba<j7|30!`i}hG*b7_WRFfOVeN%T0`BS8Nid9PUQe#Ei+SkR}Io7Z5v
zhVYTiv96h7@dScP7TP2i3;PaQibcoMyq&wta*)Dh_BqWd;m+w{^s7><-pxqYcKfiO
zSXWe|pKm+$Qaf|TcZga^{_M=RlqU5jE9vAANaGnP-un9u<KdW=BqaXDggzylgARFc
zySfyYZ<OfrR~*8h&zlGYd~^L<UUszYfN;Ykw@N#3j6>PUPweH!BV_+nc%jB|6aL?i
z8S8q*l^*(%>u_RnE7#{q@O<DI&zeD1ougb_rc`CIG;Fy~i*(7|81O<I3w0_hAb(AE
z%}DY`jG|6^m=vdjRZi<&RBca>ka^0wQ<&OH^D}*@yWBJ=QyOA_-yX_Ku&?{Wj$Wn4
zGl-Kbo0=mAmmtT};IPGWT&yWM`OsD4B3|#g&NSO-f$r#8(u3aDR$d9_NvCJ16QpIV
z%y{!Cgyk(ZB17ml#5@P}Dexf=!WGX<%GEr4AMMr7Xr>#hY!lYZ(;zKz$DE`tjwE?%
z(%*`xIhP|b)JRRy?=i7I<m@lepf#VH_lW~Wa_M4`gdk!*H210QSqJQx?MGa)41q`*
z>rA$Co4~&#Dx52j1%#5?ioZr7<uOyKCijf@z!LK}#$-UNH7X+P;Gh=ibWEdgB<1n+
zPm%u87haqdRFxN0CRtV%aS0hBFxb4(`=LP*fiC6SI^vk2lQ^?mQah;b)r;&k*UTAj
zgI?_Wu$LxRX@8Tj548Sd>p8Jr`osE_>*_qn<BVp3qvj8ML|KD^pVqL_K*+d_5~)Z`
zLSC5?NidEo2Ffb;y8SFIoIJTL!J_A>sIWG8Vlmy$EA`5LnHMiSoNG6E_Hr}OQM+R1
z8HABmtE2~M=F5Oxu7zWF1V~i?SaX=kDU9HHtUE4`<&D@2zdxSE>wIHA4cp^jhwP8s
zM?Lxn?C$Tf6>vmCmGd>GJwwHwbBQfDd~MrT6K;y0x)Y1hDHhdJ9sqv6J5h!-+<UXk
zN>>$(zGe!hP0AB;=em?Tl~BaLGB5yr^CHPhuuwNc8RNH~K72UA4!F&IW4jA4gind=
zR170lECe3&22CpFTLPy9@wUanGd_pT%k=2x?lFvWgbjVOp4dp(6GaOIatRK4AHA)%
z@yC&%%Xy|AzrOu`YInaeuc*(-BW~fE8DP6&#QjI?moZ={>3!Cut8Xbth;C~>VD;*$
zC8dU+Vw(F?b!0iw30hazw1IYPd*$a@KL?NdVye{nI7-y<^!4mbCty>+zz8XL`Pe;A
z@H373DRaqr@bE0vQr_8Y$FP||C1kCa4A@HadB>LjzMuoD2!tpYbabxFKCyBA4gwHA
zdX&K06Q^Emcn9t8Zl|_Ei9<Z>At)>E-moCBx%HE#Aj1A5CD6Ktj2uF2le~ITo@RKS
z;$;|Y1i$pEpH;>vdwiRscZZa#pP%@Y40(>;PW6>?6!$As8O`Vi_c|M}F<!Hn3lRtN
z9>~>(1CwdJ`(oH^IC#{4Cw@VdXsNoggyZRmS@>eb*6QQ-<ND`abBb36$ChT!n*T>E
zEv98mAt1zSD}<IZ;PDc?cF%TPoj#_2PQItRO_rKAJvsrKHLha!G*_#wP)d~11I)2`
z9;SLC|4Ti7x+T({Rqog%msL;6?|0n$MpGCiY!n%*j<?01O8gk0n8b6pqj4+z?L^OA
zqZ&%&`W2=URPl){K(-tS9qE91cqkIfPPgt6o_U`=nLEq;sN|v6O3{1UFJI+;2+ygR
z&)~)z8=JYTl>*rx#v$WW6wUrjNJW!&rR8WTW-PiGU#e$32oxEd@B5;%4t<vlOz)4G
z5h=;SAd|HsNW140u;|z8sHwS-dDp%trq?WKsy0C_K)`2JrM=w3DV%7&dumH10Aq$d
ztLJ!K0beEdDvcHtW<T?-c<(v#VYQ1*E34XCKDSa$y9di3=En0;HwmpKa!;Q7V#-BB
zbW<~$uDKy-$6SJ3>|-c-@5CEa_zV+1BWLu6MP7T+t*?(sDMta72m@QYf3JXN2o=+u
zd7k)=xLL#4)~>8ri<&uX=k?|WX^2nf6juP%A!^N^`LG0G@h0dUOj%EH&!}H@5G)rn
zty?x*5vAVtvf{HWSJz07t2feaH`vU7ZDZw=;&+_Vb*y=n#ZJ~6{mXC*lUZ(a^Fu3K
zHpZ!MkM>1Oi}<<pQiSgpp4Ty${p>Hcio0`lue-4??HDNTt(f<6QVZID&865uDE3K&
zOg*LZ#*}Q=j7ZQZ8G7>58gu`d40Vb_)*ocMbU&Q`ihh^gF-1}*nxRk<hYHpH4x)j7
zTt@`-#0o8aCvaNC7rUH8FO|nd4uEi#KW5?mBuw)&^rzHujQ?YS!{QKW*=Qk+CG^BR
zgS0YC{fdca4zKiY0}FJOT#ZkuG44Kn&2k<TT|Tbd*mE`*^w~&d3H`mPbQ1cxo5X1L
zo2{tFn*7Nr$_}t&mmwM}r<JS_*jp1o7}xW>>wJ1)mf-yO&B<Cr0@8jL4jJ)Npqd8r
zOf<+{8aC;)VzX83U{VOu>#U$m7cGql#-XinNw2FXAe|}J<a;I^s!V;<LfzNfq)1<-
zo`92i&{8kOWN5$B=9%wKvEru-Bbpyp(cOtK{4HTi{9TesxLwwU-)P2xB;QxXyKTvS
zy+9eQ*nvuv;|d=u!hm(nl}V}QU(w~q;p4^oTkgH6+Kg@HZ{;Z{5&!&sG?)A97Er4~
zE0>ukY>XFvGyj!O`@fY6*a)QFTh!>B8N@){X-=H!J$t84uT<7i?zX<%Z040crr_QW
zxz+QHn_N{c(){|iAhzhC>&%rrf6)YZjjeJu;E2X8bgI5ZeG)1mDuLv;?WypMb6J1-
z4UYN2F8WzUNs1uIVs*#gZ|k{jTf5P35u+p=b2t%(uv;q{S+Xqzf<l1Q^I6mV71HTg
z^XQYawr>8PKPQn39Mp_#JT=NJ3b8{{<sZe-R55XkY^U&EgO8~q+xmEaa4_>N3E|=2
zy2BDx0?UoZuVKh<8q%GVkRUxRB-ijLGWTiuAO~|=S`9;PHMyX=nzS8kn3{@tYchH~
zQsC1U33oMQ{q^`r`5ElWgdOI&>lt7h1Q-9)HAjS*3tJ(-!)Eb#hb6LJm(t_IQgFkV
zto9nT9c<QHrL9$Sk5S?6X$wDXXMM-=@0rs^FTSkfS7JIO-&#7c%ZK&Pt*L7F(9P6N
zei~!Bd7gMJ(KyoUXVr*~v0uMSNF)uImLvo&vwI$nq^mW*Ks}s7sIhQ<)=2?p{UYsx
zKhh9RV`w0{CfnQzI$aF&>*1l}-xXQsKORMvCY-S^B-`xxhL8R-)E5^KioE#L_>xAw
zwt~O1z82^BdHWMpdY^l*^*rhPF@J0RWyJfcKQ(c7ZiXoQO22;ik7<K>8C&k(52_}Z
zXRJ;Eu@^LNmyakxy!ZGe_R1AQ$si}MagSLN0`d=0#(?#A>+9-gwj5gS`OWl87D>f<
zua>YEOoNmj4yb|OVTL`N6y;vj`Y_u9LTBXj{FNZpaE;YDu4%EFcUjvw(Kk+K9V}K%
z4Rl@-*#+m>+~}#<gtplDx3rl6@?DhCiVV1(Z53?E3`=9IMp7EKS595d0doIGUqZT)
z`@187bUOMPg;3VP*cU3aQ6k*>bpT4jzdskw%ir)1nNL)LG{5rcQzRz$YCo?${N(Xn
zM{N9?KW%}Vnn8ecvt^&7y3l$)cSovr3IA46i56HJb^D{D6DcX#<@+Y0Qh#abHgXO&
za&2)^-Vf@C>o+a!KdXRC13GQ;te-9mDhn{=M~6yDNKNurVi9mY#Xz59_ceE&IIyqG
zUIpW6F{$7oWh)-~#i~3mVk(iib}W1bnCT-*s|Q>?%s8iu%3fRopULunGMCL)P4O$m
z-6Sm>^BDMM#K}QRYj;1-FI?svj&|CL)+ol@Ixf9jp2p5jA)^f9VjuImL;iSaom=IU
zgi<1u+wN<BVxt@3ApD-AIpb$-mZ@&->RSgJ2F)D2HqY=>%$UtR(@nE3?Xm40--_Et
zv(K-9ZQfs^n$i1T`80H99|TKqEgDO&J8c^B;dLc1{$8uNPs;6VP4)AxZ@3A#)Iwt_
zC~?}*;30JHuqAe8?iWJg^eC5LwO$$>Ei<5Z@G7kCq`i9n<l|ZCxBW+oVVn=31I6hq
z+-#B0XXE*nUO&m7z^Lrn#p#5{>peb{;y0J1SO+B=D{wC&Bn!#LlwjuKo3w!d!k>>0
zq@kyjfXx*DO3dkq2f5BNguVZWkz<bzAAbBFv1iM7{z}^7&--2}j$3ToJLSsf7%hRW
z%tOTrMQQZ(-x`b#LEF#9Y2T`=K*TTCy{*y|J<MWcHA-pn-!y1EyeED{%jh%d^@5E&
zzVzHNBoXwrB;|E|S=e7gz_rNgsZ5VeL~D$fu6GbDkp#J`k-}#wt7^kg509RJFlzPE
zhS0iheX}*ol0w<3&(aD`ZiY^Ajda+8R?_epQi#_L7%tD5y=5*@PA&-;CA_V&uptZ~
zRKAm-iTgy_sl?akz*JJo5p~C=bo#x2E;b1pN%hLyQtfp@V&Wgh;y&FGwIvFnMvD=3
zUN0+`W;LFsNB;WtDto8&`cg#AbHh{S{PuBdTO{m*0Wy0(f0^zf(aiBLnMiZ+!)Kmz
zE3q`bXW_fXDyn*t?JLUa!nur|g&}~|^kuf|c#H|K2T}cyU$FaF+gtrYQLvzY8>#b5
zF9#oad%&k#aaLg8Yp>^WkIiXbUByyc<;_`gYc+f)i_l7o1cTDn@jacgX|3coapvJy
ztqC5aa~>Y!lw^OG?>FLPBWF_2g<?+2GC-gH=`r%6smTzTF-0YrnV8CRrnhn)YO1Qo
z;XL~0pOZ5LrO)9j5m7H~NaL$R6=p=X%SZHn(4{u$bVcK+{?>>w9?2G?S3aI3-bgBj
zLEb)m&Tx}CA2N*50(Y$63EN|D+mDGN>Yq~Dch(+Osshya5j!RGQKRqv3eG!^3>#zR
z_{ntYm&H#{?_?|(n6eVwkJ$nxF-l<ZBw4%0I@`wIg-_q47Jk<-k?=oIUXL|ef3Vy(
z@<(M#|EqUFI?Yxts;vEB6?F~YTC`$!UCIpEcez4c(2S7Nk6J1e6(lRkE4cfUAa=~R
zC;VSlt&*Xhq3Sdfv+LV-`zl{m*Ne`lV*eV|6W%d~(EMZ{O=yC7)`I&imVO!ZW*Dik
z!@i!Apk4V0l043edbWY8Er185Nbq^Kr{d?v4>SwxyvsidjO>^vum$CAc)iNb(-ddw
z->((?^_~&rwl#spbF9w%4|mem7$FC5Q<|)E@rUB!?zi`yL^hH*?(eR$!~6YRma7Hw
zi9>X_`XcS@%gQV#3$%O$&BAz>`5Mx5*FN?xiE8Hsa7K3@YNfHjKe2ti=WP7DKS{Z2
zVhYJpL{+P@^OgX$9VK_&uMz5#bebI#n=)=rdKjK(D~j()!b5w_d5tdAg{MAMXYW+n
zK2#o`E4WqHME-LN{rMH_nDbtOQKBt%t+bmsmhBoW*HN{EsqDQ3dSh;w6)I#!-m^aV
z8-YnbWMnBZ$b2d{Hu;WotiviP(8j}y(S?l{m4+@T*M?*WO@7|Cey+ysosIP=y`X!O
zkg#}>{gXUXwN3<9YtTP->P9G8&y|DdQHfTl2P*uQQO9x#ol}H3J4kC-5R<Clb@06q
zEKn0TVLMfu-zg#;O4G0G1O)%_r{8I^d<WMnekOLY=NY;?qWBkX%CjozP-NOGLF}+P
zc#WENP*dEC)qUyiN$zDm#tXsSwA%9}*Abv6C9Kuy&<izsS$?G3zJIa+0g8A3?`wDe
zxxTlGs8hZB%b!gr(nv3UodHtN-YK0$y)6uy$NzboF@E~Ty|eMH`VQYEb5PrtzWu=G
zcxIu}udENGcx%6c78Z<{0|k1Ea<0l^hT_U2VLE$eOpT-)u@Rh6^9?)-Fxq@&8#*B!
zhf~q%=bT{UbW+q!_;K*zlt(9NY0aaAUn^iEQ!>`q_W@opzu1d2^wQwr4QKhvxO3KX
z$Q71%SF<<xG|`dlHtGuVhA?GymM*qmVDo1~@}qTjS%>3`dz96{2aKW14?gWwo?xXS
z-WX~TmjfN<lK!~QwNt&TFgK8f#)w8*$%q*XLoszM-jR}ZbZr9<{%m{?gtjF`wCuXo
z#I(kCZDCMkdYNr~tzYvqxU!|8>#yolPzo_8aRc=%LJMx{`vr1B(flgW{mg6@IDY<a
z()Stpvw`D#yKU>YP>ViFHoJ%68(a8tv01%j{>kXSSksHG$%;w?DJIyc$pvgEo?c_O
z;fcYu)|6t5cTo6@(053FxpsH4r5)`Lo}T&3v!)r`hiYDVt=iqsjAH1M#9^>NwfDm~
z<{o4}&*G`kW4j--jTV94kgPMJ@DrV<f@w$dTlK@g^hL0}e4P{#r)zJW1K)vlemv7T
z)XuQcGe_gEzkTHN85Vu#@(%8x*HSz2No47nz-Gy`o^v)I=9y(mgc5Ujx#nAcg^-YY
z_H*?t&Bd=~Dx+XEdRrx|eRC+j$G8wDfEMENZl2d`HwtjAAQy=_LBWKRl|)aj+2gpz
zmiX88)2h+Y-}5w1^?5i!M|4OKH6`heAp0_3e9YNL*qG2u%T&uNzncs270|Z<>-aj&
zvQER=k3MU-!^z!$bSKT-&+g|hAin6(zc=BOP9-t+TfM#y1U+o-ns}Qbf_|-;3K)=}
zBv3p})?Pe2{u@#J;zvrICaMcwhc`ce??`mXm0_@itEZ6*IOYA%2SQn-Hq41z6z+cp
z`HmWy$dMqCJtJfwoa&=PzuMo4o0zPqz|)>tme%~3wSXGXf}Uag*OJRJR3vz2R=zT?
z0SBj^gP1C9!AVMMV+k8PLK^HUHgdQriOnhQ(cnvk5_><S*mVb0ivO5RJ(i)~FzL;n
zq&^STJwH16;+b8Sze-HAofZ+qat!iCL%gfQ6V@1paF?S*&H)<_XkQr>NuanmL7h#7
zZM+1(nAI}tLe259{Sj7_Zk_L>)kG;R=skr;&mFf?fr)GUhw*IqS<y#x=5l?;S}SR_
ze)X9Lr7-Y~ed&#+2c@6uvGTS{SVgaoWH6s8e9<xKvf=yXCi3oj$N%BzJj2=Wzcy~P
zlp3YdqE>B*O^Df|_MS09?UA5}tvaX`#8y(YN)VBlF{>@Li5Yve_A09A(DwI#ay{?!
zCReU}&pG$G@6S0L!m?z|Bsz;=ya!CoFX$QgSq*%so3%)_k|m$g#VR{t*i0KQLv`p_
zK$0<*ELoKj#{VL!TAEn4Q90nhaE~`AcO@3pg#WjWa(DsxeXTrbly9TXFu11~m1ZuA
zq!3^BI@~(0-r=*a5w=+Xgx;oS=>TX(PUUq(gLfVJoff_~+Tvt5#9FQo($y<IqmEB{
zJXF1_VBlK4EHZx^xiHd@jj}ng%i}pTTajvNAnU(#!1>2bS7q159O}zAC_6MJO-kwb
z$IkaPzGidzAI<#I|G!HvP2H9o(7)-e|D(D1@!^tw{$<pU`dR|W?CS{h5Aed<tmU&D
z=2dV^g|7vIM>#emNKsC<JXaY0EsO3|Gnne4?|F#i-B7dr=d_G6jVsonyZ_`ZN$i;_
z+;1@j8#7z0h5j{itI>1K-O#y3bfZ=e9*ZWal6iV~h)hVgy&X(?EN3yBT2&fQyg1g|
zw_NG!IiY5@;A@Xgccy3{mAhXXGR_@AHA?{w^gbKdq`M^6sMUtuD7nD1ZJpP=klvMZ
zOX7o2D7Px_rk``yY_TrP&fK{E45*S0o~!xf#oV60&!6%0OdXX}E%oy`!7v#={HTob
zFCATTb|9r??F=gL`h?trQ;=KV5!wjNlElO#`%e?W3qlPS6-$tk_tVy~rJSZY4!3vc
z8iV92vXgw7;}3%w?#BfF14+$4pRv$fWttXH!$ktol2Cpf?&^pW7zwW7A5kNk%1?V_
z_0H+Y;nZj}$IU$U1TzLV4)n34S)Rtd3X7p@bw&2nWVqr>RmtJOwf<IFWH%)T%>jNS
zrbzEB)M&T`>YQI$X9qXL!Bz_(V9_Z5SPTKecU~8VPkVDuXw@m+!nR;>7)7{daJsVp
z`21@C>(KaBBnLc2WNZZU0WgXDnH0+vVk~3H8NKK@7f^H#=6U2y*vWE^4$-Ijj69KX
zPyA|jsBb;>;($fmv}fK5N!dX@(M<l*e)8RPKH+AQpk{1w5XWG*;h&*@Mg-ey`>23c
z5v-q-BUV=l_(|4M)1gwPfC`c!F_tA~$21Bk>W5hbF|GfOQ~^BaqDtUmJCM*s%YXqz
zqrV`?EVP*q7Z7G+ux_!UWcPkj$-=2eb6!8cU}}Ql?S<@?=bOhj%>q91!*8_@f0^Qy
zX^u)YzNw<JQ8O`ULWTD0eiCoJ?3mEB{~^_phpBU+Ix(dBbwqi%O4KZ#28cU2aYf;-
zl)bRK=~D9e9dC`Zqor<d5-6BCkizMUHIQ+dw8)iT{r=iyF3FZ=i+3Drmx=T6bMcH8
zk_8U8+3{2vD%SLiHgAO>3MgTI;om4Y+xZaB3ao*FzJW`GmL(VVW=h#!+DuGsZV%?&
zs2K>;zshZ5t|UFM_r%7iy7EQHC^X|fC5W+R1M86MqhF1q&5u;R$Xl!M53vMX@6d6T
zf7iDil-{dD!9*9)=Q#e4CLr))1B>2{z3H0$CTGwl2xG3M1=Q-pJTooJFF$hymgb~O
z(;I!Xk>aX8)UOkLt;=vf&Q9hA|5cae&MNe05lr&5YC@RO<2LSoOD^fy+0)>Pnw`?^
zjSj>{$E}n|LAt67;fxr+D)?6$6rm*%!;`v)7{8=cPMA1CY!;?DpJ~_!V6R{*XXN=X
zsVja7q0T*LO3ckhtuVX5#oGTOlt*2eZ>z=EN_Y)AKmRXSilw9KWEZP#%6R}&d2XG9
zF1Wj88;Zg6bigu{vanb17u-0N45}eN@m6w-cNjYtgAi3*Guk(oIW*=`_2@~C!O>o^
z<7SBm_Hlg4D3i>yRxG<~tCz#1X+IS7Q$XK5h`Ck4x#50A12G1QiqafuFQ!C3cewN5
z`cSp<H4Xb6D@HoJkpUv%z4#x2GWKgb^@^;|BCDyVQsk^#iild?<9lCTs$g?u$C3Ra
z=3FJJ47DjkRfUB8_2cnhGntS-6}vCWtP+5EN+6G9phG015JeG|_~{v<mD^!FX1+w#
z^Y$(Q;B0VZ+d`{`*uEZ!Hq3-B{CJ3Z$*~;mIlC1|AB)oN5_s3EmNOgK5O@i#{Oj8C
z$M40F*SNyt%>U7#jori>U7d`-H@n9oUAad}NYe3DIy!beat;yxiXp&I288gSjVDb(
z2m-D)^>SOSUbafA?*yka<He(b%A%n(sUY|5qX6(>FIgBMjYkK2?OH`hHHdkZ7}`4Q
zK^v`XRzXmW=E~^r+8`zK4?FiE;)<iJZw*`N)D>ep(i*sO4pDoR+YJnG@zm@m)>+ta
zJ-N72g}#B3;4y@`8;20uVIkf;2s;)gcf2Bh!O(P~TqMgVm8{k8W$F=E{r*psbmA|h
z>y0;GVlEo_PW0*x=|6zgTjNlhL4S>=<V}Z6Uc($#TX8|^$;OOY&90OKV)e}$ayh!?
zYVFkcH9k~BlQ&ei#OYO8E8W|?(JvWxBlL0r;Kx|ZIMSLjr@S?G24}an8uoo(45%Gp
z<gRfIoq(SK=exj3S1G&1mh(r&26F-h*0QpMJIq@(UlEnLLOQjaOWtLWOXw@9VWs!^
zLdi>quZEns5)WOhTq{xXpU&!NJ(C*XIzGyN3XT1++F?BJ><gLjaBY98xXhr0*}Y1c
zeEk~i0fr3mxU<i_Tgon}j3Mz^*IJm1S>1l~y-w=MG}*0`MH$mEDs6*K+7z;$!<)()
z_dj^3wXd?<9c%UGEpqgxIP}%-gfmuD(;;0JC{FcEicRk3m$WHtwHb&4HfmdLevG=`
z_lI{ex}#?4<~d<{l00dnR6$u%YK;)OoXfa9WuooCcv?HXjL%R^wDX=>ed6zkJFm$Z
zw#mqw+{=ZX*;bQbE$W&5_^ZXnf+lMX6q#d%ai*{4$TQi>ev``zeNR!}(xxgKmD8a&
z&#jLf2K6#?u30+UTLf%9*DaZT`7U$c=!!`!%BvR`@-fsr5}^4~6)9yL%oFqXP&>K|
zAa)1x72#UqKFjmp<LA!*thEBY)NAJy(B+MdlET>AL!W>j|FMeo*AB56?mO8oyz`UK
zO~zS=YL2vZPc{BXh{MF1qe&C#%lIdvJP)zXDYnTr3`W`)wUKHrIW0|z{r5r!l$;Lb
zAw5Gsa1T1bkB5&96{4cJULnns%wEtsTP+e9HuGS!2wg3UC2kWE$%W^$ugo$^uNoAF
zK#Uj-0^H0ZiA?iBf2wh&*SX~$_m=hBg}l3*RTN7s5btEV!FT2~FMmOdl6q)MERELH
zta;m6>?R0Sd{|d{2W;W;I5*TvrkVbGF38_R0itlbxIGtD>dkZLX!5;}(bj?U=tDX|
z&0<$hLaJe+Un#ooq?O(IA&L1eqY}D>q@0gF*U0d!sq4qB`FXk2$stSayfajp3DPdz
z2fYpbvY@wIlt^V;rKOcvJA>sJLO=mob%Z}|_DtC<*VluyI#`PHOX3-yL!N%wEd7FX
zN;&ynoha$9ZGP!nX{F>n_?E&;%~{8<0wOun^)3?)Nj?K0OqHS*+Y&_TLdMWHma@Yq
zN6)oYrl@@ZGP@e0>0S9Xj_dm`1HOKPE2_%RGNw)C#^6H#4zQN5kq{DNxrRG)Ql~9T
z@rjWOnp6_<0|5U!gtpL!dV@81{r6o4UKtiRm>0N&&0N_mhkyg}1xQ!2K|ct#jU!u=
zJ#t`RhgR*Y<x!3i1(C@a{qb=zU4?x+Y-pUV5jCUNXfIswFkdK(U?I3x{I+!PC$@@V
z7oZu!qd*1i1+Xkxn#3+O3lw0lra^}Ay^B`yOR#;uX8hO@J&&{&Zo=z%(h#`LlO7Xl
zg&_BB2<oY~8$wnl+KlgtXn~y9U}*gZH_Jk8X=*{qw)w3r;;xb-KPJO7<lz}jG;m{6
zzJhzDR)tX8GuhA;=635m%Flhtp2ghepEVi9kXmvWyRLTrga&xZlwEw#?cHsgslcd8
z#Zddc;x{Gpcte({Pty8709)ea9+*6?8P|psVB>@oGFaCE6>~U^>JqslvizS&b@BQh
z<3BAq>Y%<&_O5$Jh^_CVEoET8ynOiYDxUoD$j!m`b?a}zs2oaYFJ8NDL`BDC8vw-j
zsym?in089O;oJ(gJ1q?B4pt9*NOKe2R-~0cWLbgCb~8XDc3vZbb>)78jedaTwee0k
zo2uXa+~YkRTuz#14r<+?IqH!(t!9J+03WcCy45?PqKd1xNMd;XE(}`F{WU^HNK;nI
z?$)7G_QQUmt1v+<%rr?0iMrU=y>^C8f1gCCAl*?ihh7P_LB|mBG8qMtLuGf-1<t1K
zhQjrQN9Kbh=6tsurB{2%pRq6{9P5n<0`jM`^xRjsB?J0NXvnGWTZB#vwaG!Zc(%&E
z%3IlxiFmcFrZRS&c2Kx8Q^TdTh+Rn`@6g(HKV&!;iWv{m9ME=~-L<^2@ijJFKBwmR
zr-l*nt<Y5;4+jS;16m@RlpjhbS-6z|mf%y9SZj)|4zlPh($)_Tm)6-R`V{tMR;)Yo
z1FGumIS=1F-zjfNUY4Xh{d4OAhU6zmqiHm0%7AYtxas~~{(#@i8uor2H175R;=acS
zs;%F}7DE*Kn)I%K#|Q|*yieBsP0cm5A7biGk<%@Xjw&%E38@Hq;rCswo`Rutq$BXc
z%GJC?i@1ouE#`70mhsN!?<WPdm79%Y+oIt)FwqL2j-YcfjCsAMtLbsV0-!vozRmdM
zYiGW+2wwF_j}q$Yr^e;8VF)esPB+<k#qxhN&iSSp$J8qX_54768g%}@Vs3&<lk%=V
zZYx<6rA;0LJQ~3{D4=?6loM@MM&r10LJsrn(Rrk19w6e)_kTDup?S^e!i>GGEU#N?
z#IKjz{Z3hqN&h*85ujojK|TA9^Q|?;pq@Gh-heexsP(oox%b10yWw1++Q$>vi|L8L
z#mosV!}_7>!1Q19`jBA_<><4TjdKn0&WFyaE4MUxdlGGvpX9n<@^-#tX0-kVjfdzT
zduW<v()InUDzT3!;+R)Hl@tMV=PqOgg_<xNS(yg2!&@?>T=syx#}8XN8`DC)`2-7_
z#Ai|^co@3qxjjBsm8yADeg3$SoH|K$j7X{=JgK3s&jFkHZOG|4Ie5784b}hDl`d2l
z(hlCC^dY?CxHXBlf0A9|+G&1YBfBN+JLWq2w*O?mt?Qp|jk(n`4no_NtRBa+n%Mc<
z{A42&X-}+po<qp)`gr=Djk>|uq$U^YQaTi+?G_=S##=ulTsu5e^{>(78~i3j>yQWE
z%@%v|(z>3TtTaSlVwa$!lP6rITsiiy<4UT+G;UN77J)y?vsR8F)>t2VsiR%Ezl-9B
z#4&lDd@2Z7zm+jv<F*d5GvNLXrh^3<4Ow+4e0+wf5PPX+p;b%gn@$XMwJvc=sw4Lm
zc@Zpf6F{`GLx;|hW77r8P9xU(2C571xNr8G^WM?|y0{4cvtad?sV-EbW}O^bZrc*e
z1T4#q-5JV+00EPdWW6rT*`Zw+)UZ6MeDq$lecJttDoy6TzwNk!?f|Fe>37Egs>sFK
z^=tV8t1pj9wuJ{q7Tla5k7t8m3vVaIYYe1ntq8;7hkO-xL^O`lg#IjOpMP#a&ZC0n
zO784rB_272{i|BZ))9i@4Jw_sCT=3#%`MK99CHq6`0g>(e^P88a!1q-O)SGY?<kX)
zNgB}?IQP|IhO68RMQm^#n+@MDMXzXUwptCY1dYQ(Eos{5%KgK}r3d0Q@lW<g1Wi&c
zk&MH_!93JXa&Gd2bKW1YqZd5@46MO7GfEkH$x^u=5?O>tOD^SfwXC9SR!9dAbTlI&
z)ReQV&%`$Fl|o;+z9{M{6m>$+-h*@V0a2hbCevChVD4ep8;vwM*2mP{($?=<CM-=T
z>_>iCHU6t-g=bU<gWY5spZhF(OJr4X^JnlfwT4a>IN3Vr@B1*8*V>v+w8f^CX6ad%
z#m+aIvK8*K!dE7A34OW-VoVRQwsOee&+=!tms&;=jYeHVv0O1{JCAJgp;L{YIIAaT
zDf#kWPzf$Z+qUgA@$mG;6_>wLYCh+L7|#dZQ?<M=!MUA@Z|Lkr0C0_=Z9x!oavi)n
zY*CHN&eQCi%R$!Y@zBqQsWNT%pZ$+!W}2#+$higV(z>Oe0=*MIwUR}yG8`F72!5ni
z6HWavZo%?8h46SR@>nrI7otyIeK{R6NLNRvkc*(c>?H&XA1!i_DP3nNpfNkESKFrY
ze5iKX@IwYGN#*NgsB7pa0}0Te@xXAA>ZMHgM>XrNKc5I;KbKe<IZwA!%IkH*ZS5;t
zZM5KJcN$TBT?a9><Ou)2w_%Y-&T~(MqrZubvO9l%H~qHg@z6cy-TD^B%=8BapG|tL
z@>%)TwPH)fsz{F@+}ZT|&Y`ObjNlz#sq#EVpnkx@!Atq}tE03F(~f1X{k)2KKP~mp
zR2+sQjlgW82Q?NX;28utbOD9lp|OAd7rtGjgXhl=u|+pYb3HUk>!DxDHZMD`i;_i5
zL>!NQ@O+CRaKjT!eY~a#Hxtbzz~k%V$HBE>U%kw|d(Adc;gQo`G!E}?3#zaxRAp-K
zZQ0jd&)zPU92o15jJ~sT6|OS(u8avkk7Rm&^(qp28K-e8^}p~B&97|->(Mr`cdQN@
z#+IXwv@iU}#=_VPYrwslwhv-#v<~8eEH)ON@iqJ;b}HD7X_3aMF&OL$HNZ!j-+U}R
znt13uWlqK6brxtnCrAEyuo<dmh*Q|XK&fQ(L!Bo;96qOFA%hse;sp?*o(pg|9(s8_
zU#yKiTi@3;02O8hy>I7-HJCgGXYBVEnPd>dEU$c1z50^B->rG}SV%}=4HWQI?}7$Z
zEsm-(tLaBtuz^;AT&@@3K$5=%&ApNMLwmaR5qa?F|7iS-X~q@bQ?@z^SN@_u>%kQ3
zAzeyu?X;Fl<sRR(WN3Ih_i-b{upQqBw=&XpV%&9^d95%^9wN)HQF!jx{p{LI?3Xt$
zyI8bjAG=3b=n!4*bcpCZkw8&x2CS}))gyHePWgsLa_2+Utev8q{nb7aU;7$wyv?Qg
zM6#`_tV5cpLLtRLqAz~_l}x^jW~05A8KLBu!iO5}m@%;ACI(C)yvnSNg5I|>^_B3>
zB>$&M&jNad>9yNal*-lzez@`+Hr`y_zMk}hIH@6d?36{1qL32FJ@8#=(HyQ|p3Av&
z)#b<^M3dhI1v$s=-;KMy1F>~3QpDN{8hd>Ttzc}?&u2f0&d37aNV^JVw$U(Sqki8N
z-8v?KX!9{2Z{1mF#vDmXN~B;@jE4uQcV-WLrX5Xyekv>A?NhV_jJ=&IHM84kQxqUS
z8$qSs&N$0)sibM&sI{aCoo+=1Zbc{E)HurM-XDEpd}2M}C1E{XTU4gGB{)LL;25;Q
z7dP^cug}#<F9H(zuyM0R^%?@&r1@(G1I#<^k7s(so2MV?vRbt9<Jv_v3Ogezm#Rtn
zJHfacJ59Ma*(L2PgSo>x2;4zGsg}aRbjovT34(~g?P6BZfdMYR>4-hP-#B`>342HR
z;Q+NZ8*O*cXrT&J3$7NM&;@jMeZdU`PIVeEmQWWoijf)i*9!{yHgk@gaDNOt4rY=d
zdUme4L7z}HzMmW(U@}tss67_0B4ih^Y=AEGE48Wfl41P-iJeYMwghL$PX3!C8}koK
zFtniojvM`+uN(~8Fs$+=m@1;Vlff6H;cTuZoM@xl;!aU?NrM1^<4Ec~QGS(Hh<Bxj
z>)zg00k?SLc5?>_*^+xT603S@)!h)9aMccOqOK%|kW|V^w<%O=)#-ObUGm&ZXPhRi
z`R_{(ZSFh1RJWVtgo+uOLG64i(WvPDADNW}@zJ<~rVurv?<$ewH1F5EdG+IuF^L#^
ziIGTPWA0?f)h@Mh>L4&2qDZ~MTcOKH*HQ?k7w+H>g&?`!kG%;+`MVM_o`6FKu{z?{
z`a?b8Rp?Ic+cv5k+K)^k`^iww)TNZyT5KQ`N6?;FlEdS^@4D!25b&7k?T+{a$@!1P
zWEj%Es`I~-*z<jlj>5O;NmqPKaig@$LST+r&+P9DcvXe;q)(EUbKrqoyW`Z|r7qkT
z>j@Wr@>{T1zEK!ELp6-8VC=ZPEztWE>OOmIy+4-g+q-nVmrJdIyV{iLQ2WhyD1B~^
z*95912=zIK@TtVDrG-qXq_lY;VODRm6Brrtc~x@b=7J-|jRC$%q7RF8>K2uEZJb4Z
zIh^F>Ok+(Sy+jQ}@F=8>>uG+2u(3%JQKq7yXOiNmtq8DGPg&0C6zZ4wP_oefX#A^1
z{_7ZayUu_MWfbu6*njxov3rxt$+hJNtMxe_PKWOeynoU)RYel5J$~qX0qljX3|*R0
z8K=k*xN~#?#ED^Pxs9?}s$+O19x;J(|B}Gotu3{k)RdJqPy!@%R93`iQ3>cPdA2bX
zHQ*lSUkOI<owVUAq`9}Hq3`JTF^5S;-D9t|SN8O_&Md#6#?iYWJnrzXh9N_0fbLDi
zit&i0ry4_ajVS4i(PYw5^{mA9-P_U_K)*xn!cm2Z*>3Q8>NfZC8QVohcq>}(`Q&`y
z9$^WuRjXn!g*nBKnD50oLL`HclYK+-@UM#M;a(1FJsm=!*5DFU*E8@(N`0*s&c1ro
z*Q~8NW45KsrkISJ8T0t_*CAq{#*ROe44Ek@-tknBPn&!7#@tZs3qNb<6vDRR@d|1x
z#U?p~$vt!5?L99uaC+qon`*nTayA;JeCq^*znP#^@;{m`OWzaB#rjZT3cy_7-H{^0
zy^qT0AEY9Bs&WIj^G)OeGc2|@nvYvTe*33r7j!~3ZSwEL+TaY77AA`OHnvH*w>~AB
zvW_+Un-}hk`2ytzvihv-$NbJqgxSkCqx%h-V&zG5i)`XHhJ-+uhs!XQ3NNiRqO+-!
z=bw)l&s^>xQQi@-536*z!HI7aFnW`rMC&l0L?L>7X{0tNU9ME|_t72mz($3*0&Yqi
zMie>yn%DchTok2K5Mpljf{jAyD9ot27iZloc0I$U?*0#~BJ-n?+ue3jCT5?@G!!lG
zMrPlyd-dmmPysi%DwviLVDoV8Cg$@&PGK(OaIQ5+O{0A$wTuaX2^MvLNLO|75OnxZ
zBb_rG9oG|`CS<qgiU%j+$7&+dQ;k^q2fGn2ho@?He!&OYXSUMP=!J1j?q9YzoN#v7
z(;MqNfl(ZvE1%u?1W-3)I)sTvarQoO06+Qc7y)@audfO7sZa>t<+mWiIOa-oU>B{m
zqVzjEB$;CY7>yEUFD$7(40lFe6kezKQL{8b-USf+yqjoXJH$JXO;`pL0E1~?q0)nl
z)#CPc?==Ai$4Jic!pc1MJDpCbx2LFbY1Hf|*N#E2X{<>pPmzGj19_m7EQ*D1_OPHY
zWxB>xU}peQFQ&IPD^SwRZ4)UqT+_)1;<cNdFa-1WCw_<KI5kzg`Td+Y5+IW$P$dii
z9t6wcc_1qR|D%DgEHZSE$vF#l!y5FIjh060a{iBmZkrm{Mf~dFtvkdJ3xqC{9@}iC
zRK;k?vFl*0`I|HAG}=QO5jx;+j*KF11E4sy=?38MqiBZf;0DW_88PP#I#T_9#zCU4
zcJt1S^;mtG29F_z^7+sQh<G+9SbYtyq6Do5#;N4&{F_1vO?hV~Z;QrK{)I8|J3iK^
z`L`ugDgK2e)Ftu~0Zh2BJnG2F_xRl$YGg>MObdjr(spI{@CnHeX5t)Bx9X!ek4svf
zaITwYwp<&o)2gf`=(7N;LANWi<p6RRkR%K_m%s7{wG$nqTE6UT!U5JC+o_#6lN#c#
z?fuH8L{=WBlGOQR9vsIMoDS;_jdwK~4!f~>tSnk`h_av#EO;?f4BR5%MW&ImjBnMc
zuc9D%(v7NDP|XZgQye=iS<Y*n(;LOc9~l~D!(%E&g;u&VBd6<mc;bSCSS95)@)HCF
z23jhLouWNpE+XYUS2!H*zAvNG4$}`peAPJPe>=o##@m4p3UXnl0*VP&zlLQMJg=)}
zNDT<|Pc+3OtFnYJkprBa(z3|Y9hLJoUP%%BIhLbx%c$7>w^m{5bJP1n>DfpV;qQlK
zbzi%ufj;AMpBJbevKL`0YV;WEO05qT`r-bg`<6Z|pwZ}&m(A)P$#%0F9=-L965s$i
zW-3;qx8^gb=5iK<XGxg)u<oM!L188(AJ+XXjuJW#pdVM+;+q3}&2?#HtBkvx^Iqyp
zm1hlZIIgO>keaVHU@s`W^75g=P6dLfJ`d^a(x4g5ik(c@7UfgbzF0N9GDi^53bYNv
z2q3|79W@n@U4n^|QN3HKa!&8=7@tj$?Zw;t8;0OEpn-){c8laL%d<bTcS>c9R|OfT
zNzoO-@ccSi7rwr1GX3{!gIM9u!vc!N!~`GPY$*6;R8<<S!r!VY`&d?{TQw=PowGw&
zPCmSE$B)J`@!$EIbJeYW2EUE3KmjI&;7sjmV@^)^bZ_ije8CL+Mf&U5d35xeHamD6
zzq&9`#|!mx(6oC-t0UyTQ*rhz&|x~=e-~@(0xLqRTU)h!WSN4YUv;cih*LMsq}BD&
zkf*yxPtO_arThW&0W_$Kr)h=){B8fEsVDu9W>Vl?S4e;S1Ci)5B5$>HpvUT7_DXQ?
zvv_>TyD5p*75gZ5=M&T)`vAhvgln7A9S7EywvDDmXP$LTHu3?d<!(Ac{}6=k$wGTk
z8g`PW$}4HhwqX4jlHbtR2&+#fVU$LX2;?ocjowZKtFG$cs{(LZ0K-&*8iDHt?WAve
zbtYy?X|4Qak6fG{79H+Aazmffh$nVlZAVigMYuZ1NZK){(W%bXH?N#I-dstDe~+`C
z;4XIgXrhQM&bMs-MH^sM2bg7>Omduwy<@PAM4?O*3}`o+bIqwg-<`&KXKu%S*9vOD
zFc0Kr(7YQm{DT<w$J|FF+i$5enfl5(YkkTwarBW(;<Kq+o-J{q+U<g>*gA&E5jG3`
zB4HJnv94(+V+AT;I5}U17q?RV=&4p0D?0L$cRt0*>FGRc^-@ErfJidevkY&fV{IOK
z2L)X?Bpg@dgrQj-KOgporYQ|PaTuI#2_h8>b7uzwW=y#XH*?jk;`c9#8LF?mVfpe0
z)7g~F!zkPZFdFqzGc-3gi{Yu_hVo1Gn*GGx&O6c{qsX39=`DQjHFf*v&p!a=5mk=Q
z&#SpPvMk{IV%AQWI5j=n99I>`S36e{ZDQi0MF8{H?SWymfV`(Zcf5%@_1diuCF(2+
zP{vM0$?I<dD_?ll_17!98zE1e+6vDGV*U1=f{pK~J~SENs<m0!jgUP?k7&Vp#_8Sv
z!FwmVel^2{Jl`eg;5p#7AD^5GcWY{kUpL6`lTwKicE3+Ud5$k^olE?p%0RmN!GWHI
zebWsUS~fPi1ny|0*vZ}cZ<f;)6q;izjf&;P-fF$A7;lmVza#PpP>jS@>@tzV^>U2d
z*P;QLj=B$T0zL;>2<(~`%G!C`%Sojlx$DQu{csA+yPOgI_LXzM#h=y9L7XEYSo)+q
z1t%pNgw`FjjB?ijQv!Y*F(+7R?F%>E>U(o!b3O9~9b&h3!*?}LyReM8KtqGK5f<}+
ze}y?WNZ(bSKt}$2xdHw%ccn8Qf7d&=jKkQpv}jX;`>%u(c!%nw?p`}i?l`S&X3;iR
zdqjm2uGrsn&}2R<I1Vgs?%Bb_)LKtqnr}V=Cnm&}oYgK-Ui-${#}GL6?-te%vKbg-
z<<Ck^Ef-5>@R3NUy3--gUtpf@>9-N2Ys`zAT>zF=)Ne6bvX|{DZ=RpjC2yG7{v>Ac
zwLTlRLe#--4!OJ=mdp6q_C-&NIsZ>?cn4sqjQVL7zcR@ycpqaxb<53!yvcn|cYX6a
ze%<a%WCbAsM0w-05n4@$F#Oeyr%+rFhp(8N^NqzvJn;DLrZ<4cfCooz!N7M<hNn_`
zjX%Tyrbpys?Vks>4?wD<ODLm4gU+WuQrguW*9?Gr38q&?L<rVpOd?cZ{us*8IdcK<
z^-0U7ngq^-P_V298ZCX1n2nG*;pZ*@&%keSz~~2fI}k^}jay=hpO(5alwRa)d4{$Y
zzDRT!WP|HdY%DTBuX99g^ypv5rgEle;HQ%$&(+|YuJ&F8<DW=OQ!btQ87v>#WH{Rd
z(*102FklR*sID3;+YAr)U&Jvwlar5Ne+ih@+%wp8HBy3Zg8z3Fcm5XpNVXBHCI<zo
zSyN;p9zR}`N1wmD)EIp3B=Wmrcd2s>bG0KsS85;(+oja<et36UPt-Em1~{8*1`G5A
zHRtIW|M&gu5asR0r_kz9>-2(`a$L?dj1?6x`YuVQKdvzk^*sgfJwq^SK%cGWKR<+8
zKXZeCcV_$4G%EJxf2oINUcMsqo=)S9R>JElo{BOS4&fMZcZd&BBR0Y6+?K3TmO<Cu
z+!;!DpQ+E;%{S(Khx|S0cz=W$hXk0foZ-hy#6|**!`?*Hp2Yl{L5&0~W;y2=gAdjl
zK)4Nux|8F~F5%E*nw^e6t2bjl^9;^)njy!55>^A<CgB~*5Enc-t|YK9tT$vRL}Nye
zYtM+->Tj13MD|+=P#7(=CVenDsTONoW$KWN9!s&t$o>XYu;KZhG5j|7we-?t9UA%3
zZzmD3<yo(@$gev>ROIFj2|a{0boi$N2kQFkAds9e5EEI*+V24sJU!4%Ag;gUhG<`4
zxhJ&rJrCXzsDSs*5}BWNLvQSc-pvJF+*MwLIpMh7uhlm1a~!WEGPFjX8ijra3_6&X
zB|-Z82271_xU-<xhX-{*?xAHxwW@2j28IR~fC9jYYgwdX{ube;R()mWcXok`JBJ*}
zzf%Fa-%L=tHxRdievh8IH5m`;C9)^fV#y*^LB^u%g33@JfA+S8ByLM9m1ys^{}~l_
z?VS?bm|nF;?SC|(hoi!;BqT5=|3O{~TyI)1dUV9K^>khhG^o64up`W=uPBEj?q=A<
z&&6>|zbC~${^raNr|ZQ&m{<e2P5)T49+q4y2*uuq2zS6Y^INrm(ZKA2%2eO9NO$Hp
zfdxe+_QkUK@0I$MVZvqRA;#+UdUGi<GER;Q^gkJ{omh=Ex!~41=-csCr=icN9_6QC
zOYs(}bbT<4$Aksp#@yi1VYTc6q++eVX!UuWr&WWHkqqA5;PBr;!vjVH?YFoxHxY#b
zzxdQEO@4RL@a^~2(vEClz(V#Xl0!#O!6<JevJLNN>W5n%&3eV^EN-<B^f3#*@k|8k
zMAeiaY)0qAg0zCVp@PLZCfXB|F_j$HU-h>8D-QXp0djh-=kOi^i)eZ+gHAPfo8NQm
zif>A`_*2*GHi9{?BE0Twaq-jzw6tCM{j?xLhhCK=vW&a3(SS2h)ZsB!N>}+V;*r0T
ze^t<V-;d;ABM$-w$&7N6cI|tH5jU&AP}_SNq0f*G?wy!h++p#V4AYKTV<}u;5@~W^
zHU%b+Y->4o3^LR)TcB?Ui|bgg?+wBoG1nO9-u?;9ew~vUZr!g{TtZ-oN>e}jf_m7(
zHqc%}>actEo8S_!FGiEHJ2~H&WcS&&tm^L4piy&4L`|jZ|7bF;lD`QkIpnT8UXUYd
z<I#^0@k3?97Ews2+p+2pF$30co&29QTlZISCMC|Z?8WC0M5(&J<*KN?a1o?uqC1w}
zSwwE^s?X})sp&`!BL({UAwyeQ2tH`sGJwC)!gwq7FB+kHXpEsVx|-yt*wo0<Wghbb
zXKL#gu$Ora90_AG+yJ@FSUX)?noUG_h?28O(*a8Y*Ziu^o_dmiWlrjtR}Kos8Z77F
z$>n`eTVA4_w9J3wwCp+i(5=~N(Z1KR>bzeHkw?4U=!vf<KE4Z!>ngi^0`PY;l7rK=
zumd_+gZrmOvM)Ivoq{>uwoR_v!`s^$HEPdgH-KLuc^+>jS|Bo4b}{CEE-`1?Rry38
z7eTE&MdF*1f%{u?(rLm9YgJteJdlmIWxZ0!ZvF6q%)*q{nr2%Ukd>*kNC@FoDOW~O
zXRL!ukEkJARo*)j`<Rr$@To5X2+xsI9)oCbO2#=r`oTF_U~)Xv?9lTSh{7B7Y8gzv
zUhKISjq{=mLp&x32&R>-@X~X2F?YC53uZ9+T-AVwaLs$<Z0_w_v(OpcFR5TdaIWzu
z7F4157wT}Qz{A@CT;u3~y_;@Q>msm<P87C-G0KP+Pm7HKd%DBa<cGtwQV-p`VP7`6
z{PS-MptxzsA678*&PzZupviz?X(3)wQSl8kUIyRGM3u9!X+N@%pRq#~h#SF6>J;`T
zxbGyxDDA01YG5iVR#gx~!s;yrhuW9ePVOb`d1b?W-oe5UDM7~B+uS<^5yOToO0K4~
z)Y{#zV=$$GjMm`Q2^;K2IxN-MJnv{g*nkRzZs-WicJ}DYWU*C=R}JI@{R_xqZW!e1
zE4DPiSvQmYY*J(gRl!sU##|oDmt-rZV^CT5q<Ffv)e5Lhl!GikaOch2Ql}Xv*T)jY
zqgQfD>t4iBJnr-PcGI1hCx_@!wI}A?6HV<;;y1gNx|toZGQ+mpQ$?Yc(hnn2@jos<
z4L%n)w`y-KWcXCU?D_XA4G$4NV6u%j+CL&mVz*RSsXSi2?`JS9Hb3LzIq|gx+Q{U)
zBlUlDX#au@#q;=3i?vAFS%1Q$i@!JnY5XXLgVv}AZ}u@GnY&&V8==K+Q00iz*I>P0
zK{9^E?u-{*X16x`<9J{m6PEr+4{HD{t#fnFkiQSMiSrq-`*LabG>E=iPwZQ80YM!g
zdal`7)MntU1hR?=N|ROu(Z!n*nE(`+YRL=vA#hSmh3KOHdz(0Dqb|zXm~TR@^lOI7
z`=a;OLwJ?W%8`X^?^ufBe)Ih&J`nzERW$ea6WvIf(xPbQTzl-;IBLc!IrzGJmh&|F
zKJ@N$A|zsHqZ)PTe+{@RP%!(Ib780SR;&8z0@w6LqsZJRnkHFxDzlT4z5Y-<FDcdf
z*liVKZC?n_HqIkkq%O&ug`+asL70)QnTl5$PzI8*7Va@&Hoxi*2I#+e9R7P<lTKeZ
zhwtww>L|0uBasY!WrWhnZinxbn%<eI+#+UN_mA0VJGw6XET$G;HB29(2s{^hdj?Y~
z>1a{0+j#lT>1-+%6*f*7syi%Bz)dhTZBaCd8HmY>+mZ*-7pt|-5@z#vfJ|~+;o#BI
z(6a<cwRlx-nF~XjjoA@a%5fDjC;AM|nExJW_u@-NhF!XBfI+UIu5q`avKJB9@*_=X
zTi=QGAYeCmY2L05;nSq{Clj0^=}%~*qJYiZhLx7J<sXQBE5($(ex&z5n(VE5A@rIu
zcfH>){7v$DoR3bfoZbIuHnZFWV>ExH<P)VIO91E6e!%XzDSrc=;AJ&{=y$Wm7b46h
zYLK6GX%~i%f7C5j$1wd)C3~4(2mR^WIGy~^8P0K7^NB44J_cP29ccg$qO}ello?G7
z^+Bukb&I#=2{u)OkFFmF&VEp08UznIA95NfNPtNUIF{j_Pq9$EDF+isg#224g%V#!
zb7D2@Pn5r}Rx=%9BuZHek+eWWTpQKZD$i5NNAJ=#9f$ABOwbE=Rsv(*IzD)ozyOp;
zuynWQ>1(z6a%#S!;qY$_L$sJe4VLvfE^qS)%=SR9OJaIS=b*wBsVPfoKWZ+@2pvMT
zBfK8AcS9smemq*$xT{xs%bl`ib)^`LfAj>+NQV8VFvHcmC7AzZ-ki^SE@M1gEnMSj
zCye=N88>YiA`gA(f0|c7xE^n!a<FXK9m~~d1s@cx2pUi0@IJEm&RL`L<T)e|)6n)D
zKUu+Wp(DYSF21Isi`Dmn^ZKhPT>K#9$B$Yn&?&7|wQ_=0uX%ds^sMw~K1irOv>VAI
z$FdYk$!p|+)8f{@^c8()jhPL*5Pb23Y8&SmJv}sWeR-U#T>w9{EL-?H6ncolw^5*6
z73w}>Jb_M$)@8CxLj)IBS2k6ZnG?sW0VU_u(esWCLs(^${AUmwH*d?!yUR55^nkv}
z9MU+*X5JZi|M5TlSi93~426t)a70hnKB$ZrIHsxVy3-T>Q3UDgR$5^y&v`S8V0Oy&
z_9Tqry;f!2cy{}07&{4?*PFdk4p~~wjQH$@@cPrgInOm*sc-ob^*ywxP4c~69JiSa
zCJ(agD)H4DAEq;aFdVz_26ybDn71%1H97K1|8Yrvwdz=06T#v}lT7-ox0t0+I1%YU
zY4Zt#YZN^SYWkLI80x5+H}aic5*Rn{%ED<`bk+#LO75Bes{kr2?F!_t<8q&bA?^vB
zPb)2TLsa?M)v*V6rXGqu3krt+W$(glb3ue~{r<~v&Yn!FI&BA4TU8ma5_yfac;kl|
zB2m_}S>8{;C!J=K?Y3g)%_MFiO=NCqHW+`gk7+s2emul#lqViLTeG0BHOHMwOsHBM
zU-iHG+`seELAo_>NsTS#d%fWU1HMpeb1(jnce8mnXGNSW21|L`*z_M5X`&A0{wije
z>PEI<-6yas%R^j!Mi+ER_WWD~EoP=}#~Xw9oaY-mI$3CWoFmYAyDBh_BUi1mm%Nf6
ziLt->S+gwE!t#Sv1_Ph@C7!s12oKN>)qe20|Bi(>Z3khSxp+DM%J!yu?NG=^N$OW^
z9I7@HBD+6D$cC6ZqyJM><P#idUlVwQtUY~UUM@sW09V>5^m}W48&{OFiF|Tl^>N%q
zz`HTcRbeT!5_;`^?`!9c3mJh8PFIGDAH)Tf^+a?3f_BX;lXFR_sj0Gflka(x-xr15
z7u=~;@D@9G?`Nm<ZJ==mC>FIN_g7U}3?o+**&l01)y<2LpOIz5{A{d_Z4`;Nd!Vg2
z3Q|W@0#R;z4AdemRAOtw`Uz|a6Rx&>6^wJOg!;{VI^wm<d8Q#gX1g*+wDpj70cS!^
zK29LJjph_n;6if-lOc9XLvDs?;Ug!Uk{{EGGkqQC*iA9pjWXB^mSUFL@7E7@_If_u
z;?)wu5MoFQ8&^n>g~Zq?94q&AaC-|nkLLA`iLSD5yA~xGT2r}0Y@h_kMV&>ZsZZOP
z_~x9p8PT@&$&5IM5``rGtB(w74R~}eDYtK3`=r26a5UxI?KoMNuy_$9B9&^5PJW{r
zbTi~{93?g*ciCGpx1t?DUWGe}(jjUy8MVwB7nbCFA5GM~jsI%@@F=?SPZP@}6eRO$
zC|VTtLV-s_t=^=JP9pIkK>an-lFW?2Z^mv%W1Y)+!ADOu&D5kpku&yb4SepGm?LbG
zwPBva(Vu}YLv$~%mla&GtxV5%r~How!bYmADS}8e<mwVF?h9ScUe6SeN~7vThGUFe
z+ahXYNE-+6QTeEAz{?wtd!pn>ejW6Q+3}$E_(}n#*Um%T(-rN*19z6{4^_aZ+?5?O
zl)6Abf)m%a<7`(c(DBap)g&9qk!8mlaG!@ovj*FT@ea{!cXFKPI`fg65&=K!Bt3?A
zT8@I6vtDL7@03RHlO1@vGk>MJUsJ<NB|2H_i|PUU{@4vav2HlD0E;LU*7-5w>Uk6Q
zZJM5`Ggkn%%sN(RFQ?6)aPi$hs7(i+d~&cxS8mk=&$9NUN)5v7=_4I44$T6tM}RrX
zaY!65hAV>h?v()~?C*e;#f5O^+c!J-(LiFQVgiUL_fn4?Zx|ldG9404h%1#AuuXKz
zb1~)lJ)Z@iQXbo85;86J(p11_ANW<!X&q{CrL5Hsp?%TG8YFl5Sr5M}P^k{ewj+wf
zf8O{dqH+Vl+iGaUXYC~axneVl0X05Qi#vbWH@LXo^)!wo_-k`MYt=bzes_1R`_aa$
z7vIQ@UeABb{=c$XXHr*0k2>F<enIj*2N~OJ?S*xsGuy<qFOrlknU+QnAM!;@5sH7z
z(eBYa7dTu>`ofcGYsl9#R0Nz{Q5IQ-P)EeP2~;eJotOUBjILP%&#Yu|Jpv7h#-YsD
z&f|D{kF=OOb7l17fnGbJadV}uwM5;Ho;q~~V<IX#O=q=9D>q&?G8867pZ%1#rHvW7
z)}BffOWo4&nkEI3LiiZDf7a`kc~Sd7R`VZ*CJiw)#$Pao4OSJ98o~wlg15Xj<+ofE
zOIg7?KVD3Qu`X937L?9CbWfa}<Tc@=nAgBbnihRNNLP6S2WFQ|@<FP3`nDL}*gIHo
z*H;b#EUxTNnpFdp4q^Y+(xtsy;EvRJN~ToHQ*!S8j_G^gt?XTbxwJ)Qimo<^$$Gj&
zgrSYEvgp?_HZ_57bD9)H%6w<i{<AKSCe|wY(ABQdUh1otq!fPvvEok6(&j0+f`6%j
zZ@x@4qZ+sXE)S|RXX<+`U+;|e;Hh8pN4A3-_c(@_FRJ+j^<d<(Hm*0U3)%&ZtV^8<
ztPzH}2n?r0F=2SC8EvmI$@ilU@tNIF+*y_#8_r?!!kafA*hp<totd9<)JZIyz3Nuk
zp_J~K{1CFg1!LE9tNalFT+ddC#|xbG>h3A^(y2Os4~0ZeXC6n{yr?zROGV!V(Yz^{
z+j+IV+wKm#0kSlkEL-!Gu)0R9T@^`FXZ~H{rfvPxJ<hIaXh5~N)MI^%<Rf(E`rx+s
zfIPbp^XToIlqE+xkenlB384AKD*-fakDy>E3S0pLl8c?ESCq6T<XK{=E$ggZ>6_g>
zL{e9GF7>{$5JkkQSmErZ+lAzN7vqvMBJR_QhG1)9Fv(Z^i~$LI!P~HUcIq;xnkM|X
zjy1Su5SieZW{i0&rgkOKj@XhK+?>y&b+Cerzb8Nn6PAxAF4+lhxbK`GQSZKOHRMk5
zZIZm-af*1%GjxMJ92iBwCc6d++iBiC7eq6CZFB2N5CZq{#h^2rlB?LyWbsVXk5TL<
zyS{COt0N<I*M1P~iPa`0PE4W#K>zyP)S$IcE6#vxgW!M#YDyg8a&VX}D(Y}iuw<GH
zy&@R9p^~^(^=t&q68JI8q)m)6c+m7{#jsLekxFytIa7!7SFNsw?n?Pw5Q!r@D)gD8
zVHXZ=yzqZGu~Xjbh^`v0s$Pk83Wse)xfz~0)_CcC97o!#SpIYQ5#V0srKYPFjh*M>
zI=Fs^#V*huUus{1-gfPGDw-j0<0b&(2T>pC&!A2<PNJvTDFOW<>f<ltuitFwjIF;{
z8r!aJ;ykp4%YZhPYF8vu{sTb&7=%25dRVDz8$}3FqBptK>Vvt~gDiMvk-h|Cx2AcT
zw#T8%5A}<8?N=M(4^hg`vKJZZ7YECGY|?{wYd%Gz-y~m&voFY2_%dJYa?qyI7xXyG
zWTp93m-Cjp)g@}T^!itK%G=0~rwIW`)~~sDnq^2v)mAq5KWDnQBn=JshmB|C$Ohnr
zuO9)gzX&?5r$80r*3&plKZX@7rqKqo>1$AzQhq$M)s0!*w~?a~2}Um7C_D78+P<4T
z^_K5vj*e{ua}vvb5#fKRf`7yZk?F2|FQNZr##5n@vwVFa%_X!L3Teiv)WYb}e%V#l
z(Sln1<NL!^T5E6cvCKs@7A}?zT&Jo1Gjn%lY|fqKSRlFcdXRw%Oz}wTAW_o(W4|3H
zA_M6Ls|Hp#O7jEl{>{7%uuj$i(63xMfwf>J@=6J)nl<q&M?MqXW+6&>5Fcl*ir{Lu
zM|M#=6>;AU89HjfM!~U0wC56-4}8y49z%UJJ0djA48X$+q<bfm_>4qHD2CaxFiR2<
z^iU{-9cyIAaRx1C)+YPMM2M&z6n}*6N8KVuf#fd$%+*M@M6s4IS$1$iRJlHg^EHU~
zYXz8+YEP|xbeDE068zA#y+s1l5no#zUs2B34qn4v_YW8=R)-m1_YoCYA{yeGHp%xg
zy_LUgg<9Q`q0AvM4c(>VM1B(<c24ivy&cAEBuvutT2DW$l@crz$gm0{nrvG6A6<D?
z?`*!@UZ>&es79y%$>E(%O3zSFO#rW0&@c<|FNeMO^xOQL=GV@Y``31{762n+OlzyU
z|CFtt^rceoqHT_YP)6T<AK}(*8a|5Iw}QJAC?BPAynV(Fi*qVd5QI5^x0ehCF=fBG
zkL4RLp=u%G4*$M*xfVr#KaTm;S8J*pK$7^6LAb))Cgih%sJ(8-z3EposN*I-QLm98
zz1j+QRfhV(@cJQY5O0FdrgC~9tWICsCa+lokk2vqGByWBQO8U5C4$RumEXzgM!huK
zOENw7huF@Q=W=;uzM*)2;pib7-@#o{!WQ<^Gja^#)$T}_sABz01C(P%d^_!}Gjfck
z=$F;XO_uY39ECMojR|22#u;-LbC_I~=Ph$_jxGEK`nI*X%rQZR%9u$4-<5L)RQDZe
z#1PNhj#4P{KysVgu}4bF^6{_rkRR`_H|1)7SdzT=ov&b{b?Lt^oO&&n^UaT=s28XN
zMqmF<qXM%F-$!ae>UHh6nVbX_lHXRF>;?!_Uw_Iij{Rfuf%Z93Sj~x%6?zn*_*(jP
z)LdtPXI?Bi9A-Uhkal+$g+Ayrs}A9=or`^;C^7Qs4Bxx%c-1x+L9u<YfrPY-N1o`5
z?C79I3YUyrSgHj`Ynt!_`WxCU_1ND1UOXoV^`4V8uDT+*XC7m*#K(CzxS%4)w|x{v
z$un8{3Q(J{o^C$2*;xF+1-a;tE~v3fZ!)BK)U1EQmsL>EJKWhJYPAyd1g$D*i=CQg
z%!mR4NgmwXwEl0O-D#Bpkctn1*9&s;p~i>F3e@9BCY2S<ngNETYlfzXT9F&{?sNU!
z<C_!Uk3P>?*jU|KXJut3BtULNK}8p{?NT*EuWt1Hl~7Dm1E?N6yo6}fU{~4(e+YU^
zq;(joHvr$Y_aF0;xP2mQ+ReMRZ?VO50U&?=<>?=#d{6$III_0x1n;dK(K_T^fS5bI
z5--D*S<19Da5mkw(bB(f5Od^)jlsICmU9Z-O9794jyCb{iHlt6j>LQiu1hc;S3C&Q
z*EwMDUnaxK=3JtL9fvMabqkD`4Y>7_(^wXsi7Q!H=S1uFwgFL5`#|q64h6|sT8H1N
z1={h^uRTswAd>}#-kC1!H;y&DuOR2T_<>6<vz!L1QgvDyz4|<6Zy?0a=FP6^cbm6G
z);elW6{|sF$ntG!6lEoMZFF?-6_22E_z;S%$38;tMx}+wW5L+5_{dv=pu}JE;-EXW
zJp9U9K&}FAq+)=56dxPB<+oJoI4e~B*=orJj#EcM6A9yLxcO*J6<4G?r`BzG)R_BG
zg)!6-d7w1ZB}SFKV<9ACC=2a`my_y$+zDS5?5|PXdd;Scqx@**_7pI#ht5)TBd>~j
zd!=nn;9ZkO>upO93>gSLVG%S5%WPAl5cS%$^v$p2_9AcQ7_M8=NRlOlXO+naEx1wY
zP2x%Hz6{Axmg{OZJ+%ptSlP&e)C2qCL5|Se$&v6lfsB`M!?m8v*#!wU+C#U1TX<z@
zHdFT4y_U}$9~YdM^iC|0NC!V@Tzhjz8pmKqZQGIzX}a_j9fv}X|Hoq&n5{ZF_pC_!
zs^8a*xB5$d*KyHWQy5dP|IyGAeRoDSW=BR|JOO+y*Bqc>PCn63*brCjtNaH_z(yFm
z8RC+HEnTzjk{WY&?kl*uy<ESrzxq;i?)$Guh)Z|?s*Q`4riZ&;gClFlAyI3u7OoEP
zn)b3zqT#a@Z@sli2q>g4nUf_vNvC)J4nn`wGQJrRWQ2Y@sjbxSl>V@d@n=?RyXmTN
z`d=bK-L%7-k<C0ddo=$igo^(RH^hq*9;y9XdG?RhlJC!eA^oA77XQ{a`S5~*6l^%}
z)AXuD`1td|pIviPqh5^RG2l>S;JJGb+E_fNoUKxx8~ogBL&N1At&mOJO&0~2bkXl-
z3j!$6g9oS4tYP(S6}#juK6n8bf@|OEYVov{eg6hpnZ~$o9$|PPGC3EDm(;jT_8Ra`
ztMDW;=PaOnukqt47x&ng-0H`l8}Hdc@76>+94sh3(Cp_|7$z=wdY-%2;t!Ay!mBnJ
z>daYk-t#jz94J^}_S1J3=BzUcCjSqeKw`hK+)D!k8<qMR*R=5z(O^zDf!?tgd)0_7
zT0_v%nu=PS-oaFMNbKx&xNa~Nz;8oakU3x&f<f*phP2Y$FeD%4T~3_W7N8LMU+$Xo
zF%@98J1AteB)OTt97@9{r@c$$t~kY4j`}$O3^3Ir+yJ=*SB+XylhE&>f>4d7hxrk=
z44~9+r>RoWkUgraY8x2fifd{Gh5<i?Olj3)SeW7d6EjnqOE7mS1J=2Vy;-El2D@pO
z?NOC{GM`%JwI2+5yPgw+*1e1@BECJ(I~kle8zY&Pb0O<c@;h-;-0AmLjfoVI>IFup
zj+N^|Dd>&};uTeKnP76fA6mI<sa?QF&R7pxiBmk|ig-{4YpxV~id54_Lual=*b<GW
z*0q-DCBq|vD~ZMjtw@(G7u|9(TS^f~=agC733;b^fzMjxW7gUtH)PhGrmY0u#fCnn
zxn&efr+v-W2+PPB_pEFE9vhsH2ybf8NrNaksXWdr3G*$AjRf^LtDP2WVp&wMsw5Cd
zJQ3Qv=0N%GO;WkiA(?qh6X{7*cGSOPC9%h%7d&FD#cE0ES`z58Ld2#@`c#(imEf)q
zy<t+aTN~1)&AJ-}ryVNR#)lZs=Tjpre|r^L^6oHxQ&UEAlP4ENL0uN$)J$g*9xCtl
zy}sYR0j?_I`H3KU)i#;f=W(vzWpfHOoDSAqL(D%baZOpbbv)N0739%32P59JAk~zR
zA0YQM)f*dqW13o>2MtV;1(9%6RambPxeg6jS=5S7HZ)R;Gj4Q{a?$W>9&1@4&gCY$
z-O9s*QAq+gA%G&BWYIIjC$Y#8#WW1`u7cxBMg*Y6W=&-*JhJ3_3e%Y!v!f`x6i>A$
zAn<Bd89fN5V;q{a?u?qTBzICK25S5ohi2f`YN2nsD#UiIa7{$z6m?;6)vHN+HFI_u
zjH(W6Mg`x3dRA-*BaJ}xsS^FI<S03=7h9TEN7q!z<A<WEPFk0zwk5r)wZ*pN+lrBI
z)yF+)8g*`_vznIZ=fq}I?4tuMtPbqpnk!8hHfXHW<Z@KRbGzL2zmF##2D1MEu#|uL
zE?W81aR$DP`0ESJ;EN@UWQ|1$9^PEF^P4LnAdDYFUd33-_c-$IS5C|WW}V66rM862
zBCg)GyKSVTqo5x3$5OI}=f8)`y}WK<#<D3J3H&Qg%KCU@8<!*Av~D!iwqBzZlW`)h
zLeUIl-@<fHE1^z2(l@@{9Kl(BQaw#-TipQ=V!)H>To0P(s~lB`wHe{yIU~}&8W_1J
zX&kt$!N#AnppNo4Njc(`?4z5OP-~R5*7mRxa1C^pck#%8qp9}Idzg9BsI1SNuTrG7
zn<#1?8Hz<M8Q6U*o4V3&ZP@NcWgo-^dMZw@jPdoWA7zSl!Bt^dVsiM)SQAd8TOLic
z;|KMq%GaXmeipZ!7KaGO(zz`|LA<d)JZx9{$~dnUt`>CJ(-#@;V}+&KJJPUVaf}*5
zPkt+(SGin@BTpSFSZ}AdKf93qDkDZQ*0haDQ`IvmLz{GO*?5uBg3P)90BBcDW2{4R
zqimr2X1wXS=|V{)Oc@x1>J54n^BG4;YIDmCW7i<KRv$4RO1QpTjB#FHW8y2Db_*tC
z9=+?a(sih>00>w&qYi7jII2@uldz(yEfO_u^qXtcD)58uE0NUv88QZv&=LnwYtpp)
zWt3({995}div$b-UOs7!p-w*TtnR~MuPezOL8NFd^M3hH2arW~);2Igfp#kKR&F4P
z9F#$yYOf@Wv62C=jIW5RURobR3RIMR-3wA(MQ%dy1w(nN#J23{>Uimz<F&0$c=8Bg
z_*XL8jlm~tk)L|jj#}mKHgn=74qGRwqpE7JHNz54Gg)71l(tpaR7H!DN#>9#uWFq*
z!C4+$sy7~1%du+L5fRSe?_0JS<TA3Ww$>eMk|PH_>Bxn;5)E|5Novk_3+j5Ewc0X*
z9atYjT2VSTTJq~TuPul%yAQ8Q=q$WWB4C$epH=ByRPhj&hH_F!?4Ahb1xkXog{gR2
z-tozWcCqxUFl#VO0ggaH><=}sX*#&hMk|{YufjxXS?YPtq2Y_`9I~l&9+iaUqhhS2
zH=z~oVl<XNm?;ES4y)liEAm_@NA(qtvv#{TRUbpjHyT`V(z-2A!WXtBofmw4u~;n>
zksY!w)97nEqj*o4gpBkQ(5<_gu#p#Ss-&9T({vY{hIKglRMf2+YVDm7!%CyIjJp|c
zVQ^t~`d3?~>sKg3-9~ZiiqW+2>~VlXim@i1k)g_rit}ffsc4S4W%N?>HSDjUk`T&y
ztG;)bI@cK2D`@;U0;OLPEF7^6wZU2yYa+d!I4dT0NT7~sjT*NE3|B25jI88ffx@x%
zt!sTjXF$r}`-4u7T_>YBt723(WO}ZhBf`enj{g8k^Q~$vMhO{aj!nLxSE?+^{Nx{M
zCboj<3c4!;*oyV3VbueP;^yVPhla8-=O;e(9?~n+^<M<Ra)wJnB9L`c(zuOF!}qof
ze8^a+?ge$ivKy@#GYE=IRF0*1BOLxT%pCew{VqOK^#H{PC|D8cT6SI`zOrQ=X5}Bk
zde&hS-L&l&xs^y<?yP)a1f(Ru#@?r)u8P|JIoEQqaD5GV5pBO(v2A^IXm>>`4{X*_
zpq|Da^4nwB7G-bZ$fsdjpszfz@pGvOaG#3TQ>W_|_e!QYc|D2dxhhd{9l4QbP|)o!
zQ05?8)q7VNsd!3za$4M(7t*~F2J=&`Pvj#e4h?e480fP|P^l$!c?1>>9J?e^8_<gB
zw9PU-nIi|#*I_Q3X*b`AbJ*gmww7X2(Q}T~jZDMZ=#QYm(WgybMJ2V4G#LQYa<am?
z$fz|fN9>D<6saALdgbpm#+xEMfkhlV>gvxyVkt#l=FQfuk(>?<W6Q5j9PD#h5>C>#
zSdwZZ*1bA-NJn&eIE+_2_YKIrLg9y;xgNExYpTO>jgkU=D~uxokv9g)k`J|S8W8A@
z8nTq0r=>+O$0t8ZvKu3jTpf;~c@6<`>N^_fEp^D73o?{GwWGquTb%Qzq_#FDwuW@t
z>Zdh<ec|}>Og|y5ad#VXt&!_a`$D&+6yWKz1x2@^$6RUG7Q-zWBh*zRCf=sK0hK0A
zqzrmiHld)wK1zIz>MN`3DQ;K21C)8Pa1BJ;v(~NM=@(Y4PTlF)il`g24r(1<Zlyt|
zxOEhVDag)g+4iTZZ|FMKP1x6x`x4t~H!yT!-&)<X)>c&uHwLkxv_6%6Y}7}RDm|=T
zfhtmhxzgK8Bmk*WD)zwO5sKrYxHj+dF&Ou)1n~%j0VW&Xla0!!U!yjqL;!~CRa!W(
zeo>mB+T<4>ak=!Tt-`q64QK2xxzRfCx4Kimw~(nZ8s{eyhavJSvJ9>{H4L_~$}q|?
zTGN7o&s9pIIJQIAIi~dOT@BWY)#5yQRxH-i!cOHpS4x@5I5?HhT0_X`O4$P=nr<>W
z)`{H7j#*wZHnA0Q-&B!K8<A8tnnDPstitVVbWrMXz5r|*yB)x9;s&_!kbUaRS2ILG
z+(`7PaK6T|#7Zjc>(PU8#W|o!I3QxMVAXO0;|8^@u0()gg>%g~>UYwgwObYL^rVmy
zIQmv3+I*2ofC*ac*)a)nGg)LjvTZoUX7Le9$E8anRq6Xn*vN(jLNiv_qOSmC)YDmH
ze7$O^x0W;WWq_`JWjDF$Ve3=EQE^LBMU}$i)|lK9Sme|%I8MYGuJbc=YSx?@mCpko
zomHt1XV9|u8+uefYjM=(pvfka71GkSr-RO2k5XlD4@xSF0DiPodnmHjB1rmw;)DX@
z!*-~{BkhWR@yD+kzwq30Lep#j=e2t;#S4YD@YS=nG4{nD_~X}>#i}LC?Lan;#=HHr
zdA*Z9n<&C3hgIKpa)QI`<ba1G+Lg5d5C{&_U4kSM7WoF_P~2!1w`xO10X@fB%BEE6
zd&u|ao6@GaVvZv3P%XfG`_@ZKxsG|RlU4A2?Wt*P!Fas@$*yd}BvO@?3X#~1S1ZFh
zIy29yi<Tx<Lk>?)DIe5StO)H;oy6jVOsU2?A(=hucy6YJvm237d1t*nW67-*R~?zn
zEHAX&-Lvr=v61Ixz3ZvdwcC4z8zlhx6JB*9k@rvMQLL<|a*_|XYVV<#)Q0DsTL$U9
z4`Gh&UkCZr?2*ctATU3|dRLZNc!KWLfM@emde>K`_@>r&0iVln_KqvnhBA$1X(I%u
z67H$tdrP$@IQ+RiMRFJ38@{pyyrSqohzj&5FA{T*z>iRCP9%<G!Q^@#hPmtDAyHnL
zqN&{RMoqnX(=o<t)%AY{+FvPnkV7H<??YaHtaxhsN|P+6Nc~iFuOhx0bhT$hCgtv<
z82u`Hdl{~uY-(8hR)&|NO?xu$LK8lf=~^#`t*sCcqj2@FCl#2&iqmth7*Dl5jvq_#
zjML-IjDS6ByV7(xwD|B46OKt7*4rCcBj*6s8TETaMo}^=0o>PtR~v}0D@5vzINL-r
z>gg=;v9|q9Qf+<=;pR|%D~Q+i+2y-njq-}YlI}^5EPl1=(ZNnpPNOZ=rwH2Go~XK{
zF5fEx4}8_Arb$WQV!Vzk%bRnU<!p~y+ta*Q(6X)4<a&zrDB$U>4=SyCm(yd=<<af0
zkgTzS4}4c8t#}E5X>7Z8u8T?W1*PJC>R?!QCz|LYnIu7+VD;yvdNISs)<+zxKBtA<
z>GyUL?3xx|sHoTG>H62YUul+C*5zI$kalC#8sIgL1Im&#mWOaZ!(5nzsj#Oe*~Kbu
zJw;oBFgYTY=T5t^ZIeLD?~1SIV}NU&rp|>lUS|k1nxQnCj~r0amK|y$g^o=)$Ccby
zQqWbnmL>%qmmY??4JXBu*$}r2y*+E6*~W8BIr`ST$&orS>UzD0itMj8s>%_+x_GVl
zuM$<rAdgYacwA+{1#_Rux3t|;Qnhv4Gi~%WZn{fSBSKR6PhA@&I00KdL9ESB!ge}}
zGx=dy_Z1e2tgNvEG-N-mbaC9IxW)kV73AV^wA1B@*G~;n51E_*@L95uGKOW%ZCYE1
z6e})23hY%;kcP%8oVs*Ulg=|<ZFp3xvEK}8QRQgM-iW!#0<pDyLMUQvvghkkYua|J
zWfL1O-mh`iyw_8?zA}`YI&;V(uML&SzG)dObQXw{RMiZ!;Yr7}WJz-?e-X#lm4VM9
zqG4X`DshUnjyjXOy~gij&wpCGXRKaWwqcpE=uZ_(8KYq9ir+`E$0*-(w9~w9epI<l
zzwL_bwC!FC)D0ZUN7lSyh6h@n3+IC#RIZLcDo&p^jE-9~-Nfq3268^M*<*^~aUzBX
z)K`@0{x!U|A!fv}_dN}E8efZSFF*oe8~*@x+ZD-DgIf~hx{IrLF3$ThKs>n*r%K^<
zFAU#lvM_j=lpYvzE7jKVTMVQSefredhJTTi6~`)htkkMg+!W^xQQ?fcP7hy7VdsHf
ztE_l7%KWoLJeNFzz3YP2yfuHOF)tBxAH<_I(F(C<(Zwm4WR6FA6*mq6=A9fY@3$D{
zx=kxZ^FVB5R+VuPrxULahLvZg#x1>sl3)e>D|W+3nl@PmK(3nGN{%H2sHxaT5WpZ;
zk5?Y&q)&E+0+cjpOF87XPzfYsp{)hfVk0GjpF>>EqpAyHaKrPiX6IX$MmtI8(y@*b
zb@gJb=}~;PJtj>+XM#TiK-4!b6xWx<sa(c)iCFs@)V1+O+%3Xm+*aS&e5~>D7^k#O
z*5=aQ{Ro*u5;~sM$m)I)mOawioR992Tbh2aZ#w?&O~=rh)=QAff<_H>Q>9Xp(__l3
z?PRW*<n!BHTgX;u*+}&i#ccMkRk^XXy^O4psXo4y%W57K@|eB5<aP$S<55dOXkujz
zBy$2LZq+<i;B^%|w$s`l-bPp4ieQr?itB<$Z?#fHs1#&$rb{4R^%RdHsUoR6JDihO
zDWof{i@(}Z#<-1+ed^t&za&HnmvHv1a0W1QO2Y%zv2wc<>9($p-p^Hn-~h4>-j$*x
z1Z3fbd8)|KkWiIxTGF=GE}<X>+y`9L$|<0yWWDpWkR*c}Mk^-sM1tUw6e0CmZKkyp
z$7}qix2?iW7%D*(i%AdILVFxF&WSy<<#NKEZ3*3mTpI2sjRN79k9y9Q&fWOif_sX>
zbsol%rs(R-#f=d%c&c}oTSgJTT9;9@yM<4ZOE0B!^E9QgAS&MVRA@WhnbyTAD_C@s
zzDZ`u_Nvb#H*-=HJ?VvTYto8G3yNa_U~(9brCEbfo)g0oJt`6gDZ6&l(1}B_&|7P2
z;0XXz>spas$2JPMBigu@BpO)mB#E;dl{7kcDmA4Oz22?BsAjf~L54tcT-+MeiU5&!
zd)BSCtqj=O_&$WxdnS&E)`YZ?1>S@XUN4mTR#di9LVjf@-n#hbSpYf6sUF@bSCs@B
zPE7-$8EkOOpbChoJq2|anh29EA74tqyRx{qKQbH-N~lY@%Q{XaPBVknq)45Q$}>{h
z+BEOYYQt(FZfiQV`F1-n8D&gVwAiO>W0?VQT8fDmDaI+X%!)oy$f)GGQwL6Kj#Hf9
zk@eVG7)%`(3H(T$>W{Fg<Wpd{Uog8j;aRNU8m{t_z{sr@9W;FXT;_0Y5ZLI_baF@{
ztj8M2nK(7dB(fpls^zY((R{C*X0mumUg+dmf_hBdn@Eb`Gmd?09_K@vESSL}w=DHo
zCWruVNv&lF$UW<-o0T<YV^S3Bd?%eeazt?GMJHPC?sTZ;LUs(FYQ}#Kv`k(<n?0*&
zN1f_<^{~zdKMlElPf9CVYk6(>WFUPguGK+U<Ft=!_~$W$!8U9TKjLD8{{SJ$Up=m&
zGD*E%zJS-zpB#`$;Hw}<{KQlL07c1PJV|a9xUL$`Dy90LWtK*yuxTx>&6^(+O$^Fr
z<X2~=c!JXFkt(Zt6JA{+?HC}_5#4!4ApL8r4~>;KuEWGqdn4P;%yTFl9Qqoocj4PB
z<s0Dv+xUffrH6>`Z3_8}T?ZI7+-V*!vbicGeU3Q89xKuM#R}@uIVn-EP2DpaSMW{6
zqO_LzkvlJX=9<mo%E*OC>_vMtcadB$Y=$1W;-bFMY&9iq$f29~fUY{(ZPzs>dQ>s+
zQst<R6m-Wm9{s!u?e)(B-C6@Jqj{_S)7H5OEaZY;E@+t>(S>=kgrMytb#umV_iU=$
zoYHwrD&UD!`%_$SYB`!JSa`L0?ov4ho7C_~sY()fr^f-8?x`o*wC1wC&N)%$cCl+t
z)o(2%202Of3~RE|yk8#Wj^ynp_=R&e9vZy8AfgptQ(gXt;Hy-&&E#R<93M)GxzfWe
z?qfUxOW!(;DrCHgWQs*(^)+JWO^SHgT@``#tcA0SM_=7YK=dY?apGuTk88-F{cFm^
z=T&iP&_=ZIZa(w?>Cjm}?t+8qP~7TEYZ-npzLf&&Hh1R>I<flIxZsXuC~&~~*A*<f
zrB`_!e%29Q`NnFVDDxPIpKrBtms*Us5)xg%3iRz$!L~Q?e(6>@Jw<SO&xCaiCAWEP
zBwyYFy~<c9(%BsK^CY8Wj52qOmn8erhuhkkGOktBhV-E1by7aHt4$pADpRcPILW%B
zDoLZ9@G4YXw=_3mrAc#cEJApSv{E!@)qB@VrFgFXz^I$|h&tx75D37<LoBP4+K6H#
zo`w}D(`wB0%TE{DT?NbRW7Jmdo$Oa9c*ftYcx%eT?vwac{X1UNG}i_hn5T4VsU=rg
z95SUSd<VJ7r&;O|6q+PuBc?eO#p_=UmR4yr=`c?rY8@Zq9B#`U+<sa9_iFAm?Pl8X
zH^VYW4^5`GoMNM)gN*lQhu>(o`c%yw+zhxscn&J6kl!v2dsoo1+1Y9_GEW*hk<LYN
z+TX)yW@9dz`&;{irE%1<G^J8p+^3c8IXsHJWu(b=z$%_=WqcodX?2T)I0vpPvC{PT
zV2yuv0k1z5j8v9~u}cee%=J0lKf+9<T1Cxlwt;Su{mc<vGCXjmNaGcatZNqb@DsQO
z^sgCW>(-Wt>ZfRQGJNQ49}d_Qt>Tz1$H^e$-nhMMS!=m4y*;ZAR&&*jdi1j8Q7KI4
z#N*P^C#5IEl}S9di*k?R9jm0$yisYW;nL+;{{VM5#dvP)Q<8aOV9~oN9)}g`P{YEL
z(DCa{)Y$qtF5#D{2Q{0h=vsEHg=K|F{_^z|<XUHpwJQ!JW|=eJwRajfj%;rVq|%6F
zJ)41DH56v7jy25#Gg$b0aR6y7Tg;4h?_5RQg~g<$CykJU+*iIueH4+a23Ar!smQ2r
zG>tb`jESLE<ER)l%gZRe2lbYZpW7?cQ!`$RuY5V0Jj-DF*RJ06!(C~Y7IK*GB52rf
zaw?-zFLQWSQ`n|{VN5Aj3?+H(@7AMm0Qaj>xub~|Fe$3+haltJcBN_uJ*!PRnY$X6
z8vXr=1t#3T?V9X#zZ<~nt8^MR^&KnE;<tGlj!kLXX;R4RlpuHFx$4TA+~}i&sZ-%S
zYR^)J^J_sWzI$e_G!e|DWsERAjc{6KnLUYFA(Z=!*HIRzsDsTsf!4e{U1>M_v%Wb)
z`$&%O!y0V)c;g8E)dFcRV!tTLdsOYOT9?|hF6{KpTZ;V|F`mA)!_A47lGy9^@xw=z
zbUC~Ib}L|1oG|sSZueh#!2pr&E40+SIcKWn{_Ll?>0C~&;cY`s-0G%C$8{C#VQA86
zU21Z}K8#zsF{ikB&n`&!s740{qb&P~VS+l-#yXsnUZ*Nb$mgCd*OxnDmdL2^Ng$e=
zZ8>8k@G9brB)OQ#OtBDAnNO&#yDfI^-vUGCiq1&DIXoJ3upJFMAohA4g|~<xoj_x?
z>gs9>Ajai6>0Wlz?E9yhA=Iv+e50HW)s*Qb?v8oJJyGee4ZX}EWJP0GH@+B6?Jc1@
zuujv`v+TT5GOKWeA5mQuzNHn?hDibT29k`TL}*H13B%mSG%^_FiGlUSQY;BPV!bAK
zV7g!4Mu*(>tQ-FT4MQL=Y}-lgNz~U;*EKyQt2tF53TgSeRhzvs?$htacIScxCA3@Q
z9DPBi<z;iGo#&$?NDJbwMW^re6`=*ZO1W%NEzEHz%0+X!l5az$(x({e%EA?c?|yYU
z>c-d&l60)goBseXZNU60gAzgJx}i&%YI)9bjI=sd@jE#SD(C&7S8cUOr@`}A+PHFY
zO0qEft+dwO!YEF>zR~ESWRZIkd(~O==q>@u44(DLTWYru5DDHZX4_njLIXC#Q0dv|
zPc&xkMR%b{i@F@LipQ2GiO7)%HQPgX9IM6&J;zFp;>ru5h6|J4lDaL^O?#&fP7XU%
zWvijR@brocL-STFma;_nkqXwTMpLIE3>KhA>sD4A4AWUgI&)U1b2k)<<YS=XkP;gp
z5l$*e<Z(dhil?>Ans?B(YkhGE$Z|)$Y})H!kRO9sF+%b%025l4nqw3t#dB1v6nEgT
zSd2roPO8Rrx>15Edy5F3Gra-LU_&R^RAKQ>lV6p-T;x|A>dIP09_1W8Dl+B74wp+<
zoU}&=(z9-o>NY2^tvI!4Uxsdd>f}Znjt<fdbMsV$z2sr_s8XBuF2^X>IOV?eL}o8t
zZO@0T=3kLQx#u;9dEx83W0eKh8LvW;QddWfimO&qZL=`*-kHxz96U@`MJj#iRPG*?
zt*m*@LLAd}5^7~qdsUdNixHaAFq_zyG*pRY5AqZER{ouPb8CX^TzVRYI8q_dW}5RV
z1Cw2`!^JDi$J)uibn9Z)ZRRMhcAB`)8;#2Ak7HhQHTfJN=h~YNt9JyUl19MoT$qHC
zy)&YfS;hOuqPj;kMNB}CQ$=%j9x6@}=`o+;6ju_fRUOK;7rH%z<AZJRRhj<)sEU8+
zxhv<*-!^*J(7zj#e}e4+>HVOG{{SJ$UJfml6dZNwT4JP?L+SD=Q>lYi+U%n7G^Zw&
zbn?dl;;hKqc%&BsKYGKOT@O*vqZxkirE_f7{Z2(y+(F!=?yVV}rsow`?Cf)aTT`94
zI59L6m$|WO!(P6za8hPvAHq&WcG^FW;9#-b{_VX_O7r6ZUqEU$in{6Irw6&gJS%#h
z=WDFnUlrLZx}N#wtzGDveywcL%?g(6z+l&g*<IaPOs@p2q;wr?x6(c!yd`4PVlD?8
zlDifzl~v188B@a4hN+P2o&~tGmo~eeHsoM*u1@C8=F)E}bSisfb+2{OwM%VUAkjA9
z-4ykxb#Dw>YHR!0lsG&QUQRlu9)w(?&YCr)7ix_0drc~9xs?%lJ?qnaIpG+sZ9$$i
zcW(Ht+YJ`N$`KR7s>Ar|9Y<S-N%;hdRClkO#A7F2FJ-aOD*W%3nz5w1O|%jI=~Nta
ztlQ0Q-pLGZ!5DkjFLmRFJBs83oEqcrwOQ`jjE$0ODmirLE^3EG92Bp5%+~QAiDj1K
z5J{C4%*}Nz&R$0((2%^WO9DkkR}yRjz1lRX(^iT)Wd^lNLIE?yCgqWlhoP;VGsYLX
ze5xJ1)E%?UW={Y`=dDu<lj-<ZTqUi~D-(r$`kuR@c;8Oc8)S?klhOKDR~uX1CP_(E
zx?_=FJuSOu<j#Jzx1sBrwwX5Ar(&P;&FiKZh^@|Am`b}_L)10T0_oa}CPYCL*vKj?
z&Tsr9e`hg_A$13a#%sB<@$?2Hj_o{`J;BX%`hDe=rWKLnkaya1is8gol;>z1PLrdn
zRy-Q#O}n%|yorGI+faf!^sl1syg6s7+cJ4c&wBDd75EcU)2<qOYjY$c`@Ge-G_^7M
z-z2QgP)&hVq$IZ{oHrvBbs>jPMJZ5vQni`t(B-VJaf5~wq-Qx5B1Bkbu3KsHT(%Gr
zeT6B_M{(7p-iXcw<BmR+ddBYZ-bHvPkqGDk;MYZ`_)1xv8B~Gvt<&KM;XvuuxT<C}
zqwb~@@ci0Hwc*bY-pCbi7jpWq73fx%QO>J_wS7C+nxwI5yh+9>^7zWu1o<T7dK%-N
zClNVbD(JfS3UuRi&rhDx-e|~WQ=avQccVzzTWkjHUTl6RUqe3FQ64V-U?=j$by^q1
zEjsY3+{p0Adpit%b=eF8uV+_7%$_DxHfK5Fd!2VoW{yZ*P=6YXis7y=?rzRzk-w#V
z6fSJ_C@|tFV`0bf16;Pb@Z(O@Po1ZcZz<&SkbesF76LRQcq^Ri8!5e6;^j&%NzFvf
zxYtpw_(xOG-1+bpPRyesxw8=rMlgLTDR(sIjJ9MuX*TAiBLkX@xCXRR(#V$^Y%an9
zBR@)sT&rYf@u^F01PY5`s*3Jn)%P^)JVB`G&zLS)FQGXV+35cO5)n$R`V~Dq#pr9!
z)hVs=w_U#2$f`)rRFl~H15fcCmE?Qjog@d)<d4Fny3@4nTosxmZ1){&z#*Dzb`2Dz
z4_t#?UXkOw>kz4OJk%U#KQ&`omovGCB;g}-UHEr0ho4Py>OX<H*8_cFcVPQ2VPrny
zy?;sZrG}tX33kYTh0YCY-szftuWnZ66=K7Kj8`=3#)9{mq-R$8E1y1n<AKd<Y1&k`
zBoKtDuIBUM#45&1S+cp#!&6!5{{Y!YR#e74tD3fDPD<3?r@w*0DXw|x<WRBj+)=8t
z4r^3f!)&-JF;s87M{Q~_7-yydu5SCp?>0nr#HnI24((`r6y-{mk!MGJs>5uD%XQ8=
zS08t+Pa`s`U=vyL-N|srd8mK@@@vzfgN;9nbI!$MrOjxu{(PJFmu=p;tJc0Cys}}L
z3$LN9<|7pY0#7Eo`6Bda@@h9T&@`VKTgbs>B^%t=S8u7?+{c~j>fO5LyisGvJ^gCk
zt?lKT28LGrYbjx)(817Lr>WogUrp5_W=NJc>y_fTO;f^`nro7Se0_)&r>6MIc<{GM
zcKV9k9w4;5j~NY~HlDSV{jDRHmD2c6I2lGN>Omjg;-pzn41<I3UXwnDrs}W_@u+NY
zSG95azk}~ANqb@@jMq&%$;WFO!xq-&9Fq`w^H4ObX_6$6IayJahfqa5NMX{oY}PfD
z-R=qrrxC%=;fevrUMa-ppx#rBtzs<Wj<qy*4++XUC(@cD$>OF<7n7wcuB;-b%XE!9
zKM>qSg^+JwTIg&w7_RY#!5xiqD`;ck^NO7>Beqf$fsXm+v7WyObFQbLJa9`7?^Roh
z!nx7lVp<F<S2}z}aE*xHBCgr^fn1M2D1AjGPEBejZQ@qcV!X5mF|l7!SWP^R*g3C3
zOY3Wh`l|!@=BV9hR+o8bz>U4DctIp{OP$MBaltvxezewJc&&TA7V6h0X5{|%D=n0R
z%HtKHk~em-9?Xo=ZS8@IkepO(-1=6j+~<-=3Bll0dE}Z>-KoA=ZuMJeWYzX2hW2<*
z$squCt$R-pG7u$P`_>x7M^j2b!J*lLn~B_7>o84$<|(VKZ)<v(WnO#NokkA@Ngqnn
zv(+vwjyGfvdd_tF8vAQ}M(zIqhS(u%Vr!bYwYaomB|;C<y2~FCEA2@*`quB+ZFNX_
zMJh)py<+DYe-UbvtMDVscM?TvS?Q8Yfr{`=Zr%7$MKeil%8tgMdFHT>5=2Hiaa{Fr
z3VK1EcuXW=JK}Uji+d<7z}x^h?@(ObA}$l2dsa;PoU*xMa4NB#pClU2G$i$r>Q&5X
zVPE?@EZy80ToJ(ZstqG<;-m+6)|waRuG(oq9v(9rEJV4Oftio{Ue!8YOKv!Gkx`Zl
z!u9p2WXUI*r)Rmw^jA82FBG8)vhj}f)LY)#-W1y+wnwdba;HPLHEP`4M&rqH4s+J3
zFxTBiPNbr)+35GWEuHER@h<Mfb*@tT!xF<N7Wrj8v06H2y>o51?LbHe6}f4u+Fd&{
zxQ`tHHKeJ^KJ<*<B9y(?p~AhB+qTzI2=x^2HBjx%dJ(p@y^QXSTpsn#>i!Qd{$-q{
zPxotB<0-{iBROGZ@kQL_<h<RGIjVC!jlnfy_f5R8Vkd=w&s<e(gN|{Y#;~bf)YUUL
z7Z<7{LC+$j5#uCM?8hdZyN;EFrur6{85>O%VjD>=8wd&fD6HpJ3F^+ObZ02vl=`>E
z78cr$j~o|B8b3H3A6>2fHRW2z!{T9Q(+Dhi0QRoK<2I>xr1(n4;?7?#L#U#Y>O8p)
zKS5kBiSarGM2k{VAH0Zo{JPhpI8vLmw>^xz5nhcO!RT<ho|Ai~F<ZNGgm=dkMJ@M@
z$_onjh_5tH6GetF&Zn^C)rRoBt-ZPX6fyMsj0Hq6NxLR`U)wRY<gR!sMyu><If|%0
z{*~-AX;yPbBv*E7I_0s9eJjf~yBPHCNv-2yB7NmO&0~ncN|U;GJuE(DM-dKKtxRzn
zIi-@@<rr+AK~|!IS=b^gWSk5N^sf$h652~tl6?8(X9uNu^|3IbwI;NoPB)q6x^9m>
z)x>KeIEbD|72a8VHxj4X1CqT}Pg7mQ8YEhC0`RE|-xZ@St7&Zp?1WG`uO_x(Qm&Nu
zJo=cMG^neb?we~KhypT%$3SZ3{{V^XEur~{4fU=U#r`KZSDsy@hidd9xap;yLL{DM
za(zuYcp24??_TF>!Fx+isp-q&n=9GEiGXgvnzM1FTIz}xQHO4f4o!Hx(#jm+jt8Y`
zX&x)o^r;o2l*th4lA84J_!@MQOJf@CLGr;JM~FTi>Jb4gi?qwssTITA$8)F3(OksQ
zvYw19)iiI2))$k+FI()`_BcO@uBPus(L7L_+9+lWIGQ#DewFE}F>BpC+Sr^$IVoK6
z3v0NggbaXb!6R15`HgjcBKTW#U|#1;m&}Jhcd4#1V!5@S%eY1a91ulu)q;z%XS0IN
zqg^Q0R<P;gGZRrqXSW%vd)3=)f2}fB5S+-_`cx+^k4>sGe$bU-jZ?O2q>`j>!ROYX
zl6hv%z(Q4a$~fFQ)xr;{&08A=?M-~k7Z-kD3NcG#s$S{S2`#Q22tAEQ_GWSB9+d<9
ztVSzXSvw=k#nY)#-fGD7-2>vZ_T^*MA@fI1FaweJSEgxRDAF~{Vj#JWLc^HcfJfkY
zubIPRtxat_@X8Imj*XrQnyJc7YH(D*)0BPF=nZe-=8>($%^X4*k1FZV*O=?y4)uK<
zn4)>{ukk4DTOJhge~9hbVw4N0x@G!`^*bF(8|cTLo>@IZ*Ck9;BPAQ^aYlt)Jg%09
z&X$@r^s<0raJj)GSE6Vh8-m(3kmRxJn)E$KK-2CBk_1(L?7a<g+O58)VGF&q21H(^
zMS0lgUT>C}>r%zSQ0?ky1h=;zFj2)~>zeJAgdv(m=b#3>?_2R^r6c)l8V#o$j1ye!
z*SA-WJl8GttZ?}>ugy`J`*{7GO?`7+eMaPzJ5$hB42s2pENQ_=W14J@oDA2!N}Oq=
zpmW!hrK@8>z~-7+j&YC9o+IO~X*{x9rxmr=Q<hNjG_;=(YMNAmt?ry4>JK2-plF{H
z(Cke{Gao;FIaByommI2|DlDD~_N`Rhmggl(XVUgM?whQ`gqAs!j1?Fruyvn@nr^D?
zJ(CDzJnbH};gD)KR*oJCUN#4_S7o4lPSosNM|3{ZA9frt6x?Gi&RIrO-O*FTJ`L4$
zc{29w(e&P<Ij(2O`Hv(X;EMO1BgeWPwI7uvv4$fBB^=Z`w}AAGZ!_33!71nD<w^Qh
zQm4zYr94+gcyE=rtswvk>AXeZ4O>HYGF!Z{e||BMT(dqhtU7fSDNCu;rx&pqCwCO3
zILS1dgMH4P^=8u6OQ`}NB<HPLl8kQ07|K%RMPeA>3b$`(B&-!wl54Efye8*s%a5gW
zk?8i2MxoJiJuA$wn8G?oQ`W-e>ATc93mp#P-c)yuhI$cQ?Va(pwpD2{f%jPRSy$Sf
zrL-*{m<9#_HNo9$cP}ffQjodzu17|uFMW=;^=b*Io}heTVH}1zWY~S`^558Mmc(Tw
zR~Q9PO7RAEXC>INJ<UxHqjzHAp}1vX*mSG@#-_DTQ^&1|sjng4>mC7XlzFuKjpXtp
zJ!^v0G^_14W=p6ZJbPDFqx?de-x1zNyZxoE(%V|l{6lDCpUQH>l_w|i>s|DfN=ni^
z<yO5nc(cToVY>q&ryP#8={mQ=J8PKQeKLKdjD<Dl+J=#Tqsq};#LI(#*shg0OLt}v
z#YxNFA=||{A`EIZm*wXlQBy@A10yX*D_WhAnvn4qIO3Ipp!KL)W0Q_57Ll<<uedqu
zVrP);IH*Lfj0(F0>}li%PCC%Bag)}n{mFFPwKg>065iR69sI=p?{QsTo8qf`j3k9n
z`Z2FL!B*hYw~#jj%_*fNWIA+W)~Bak>Dp$ngt86C_{DPCpM!2KL6Xh9=)DI~Sk`*A
z-Kzr}&5uHOu9m~aG7=VKBRm!zD+hR()WfcSaO38VTXrcbv}7KHQ=&$dfW>-`*|e={
z+zC=W#C_q`xvfXS&1orX7xNd<y3nfKXln&3TFA+Y$SMYK0IMxD5XXQ<Yclfc>d}mI
zMCyOq6_@shk+ZmvdsKS|JzF}SK0KVM8aH?Q&eg2;-o%n=LgeQZ=07cUQ-ou&!tV7V
z;d{_!&jOjSvCTL}YkRJw^GKE%XN`kLD-3q6i%$^G2nj0g9@UJjQ?*9&XQdp9LiUYr
zceYyXt;&UF8R@mETdf|$P#chie0DrnoutJ&997$GV(#6>9I}qpo1kB|Ow-hSJ9laG
zA{UR^vDyL~4y>o%x}878ia<+&@}FALXmovK{EUescd1;^T7qeuFt#I;PuKv!71HWH
z6~4BN$p|vWIpVpAo@iXFMpLoeF-kM$AG;C>G8lnKsz}RIyueQY=iZ$fG|~kMNj{aX
z%Iw9iXYP#!fICG`4Yab50-TeK;<s!xHgF81XvTiExR%z|@SxhG9qWRwHEkVFUkR2;
zu4>vN2HQ)L)sf^)!>w!$P8cFAud@U0)Hk}c5vxX{CmdHPHN(iqk}_*3LRIyV+g_y%
zAMmw0apH2!Ll2YIuEnX@UZ_Xf!=cS^!yxldR(0iAuhO)5C@+U|$;4yoRCj3Xt~@Pm
zsHrxtBW}2^a{I&jhMvTjjEFiiikD6C4c46~CA`G<uDeO`WsU1>xhjPJ0DGlvP8B1g
z)br;hCw-4OGL&o(Lk^&d4BTeDO5?*CMzXCUZC5|WhPe$_!B_fnnIi&tf#YfBx4QdU
z7^P9acT=5@bDott#&f{UOAHdTZ1T!u?-uP^R`&5iq?4BQt*GHAQ{L!jI;}fcsc&Y|
zbr=<JM-)Q~fsUlqQ|bvA+MJrrmf}gyOB@R6=7lw6M3u|e7lB3-nxON$XLB}BO{b+m
z(r!C(%{?G)GhEZeIcWAO6jSJFY5pVBEEp_uE3c#1U1Q@rN!22p809DC^sWKaFBr`#
z6&-7mQBPvkIYIlZ_1BKd{@5L<D!0EPuysEM+sq7>?d8eYeQS-i)vj$_e$OkZ2cR|C
z=$<0IxsXS32ynyiEpb%mrmuYtsNQnrlDWs<=-1kLB1jmIVNhxIQeNFEF)B02HSF+P
z+shZvvO?WM4r@11@WrCb=UXq6A?J>S)=|g8QE5F+=wKrWDM-uHv`c$rQ^7v;RZT_p
zJ1AI)T15jHjB)tUTx$<fuf22Dc&aqL-c!*2JE?yJSb^93N<aM-EqwAJmPR9PaqC}3
zd~ghW8DbP?{w67(`}Zw;_)M0qml;Mp4)yev-@jvrFO0scb=`}nU0i9`B1>zRico)q
z@N3YtPl^{-#bdugG7bwV!LBDq@b&(`a_MG@5qWLhtDvy(CZTU|8s&DNJy>Hk%TpSt
zE4f*n^kYg<<&;&AThg`tC&Z9$O}#OKHlNnHJzL@0T<Xbn1D3YW%sYzcJUwlv*}!8e
zsV7XH{{W3x)x1MvqQ2I-R&0I6=Dhq)ZCbo76mh6~D)yp^dVhi~G}%P<{{TKZhUT5A
zc%MwuBWy?(WIIady%wG?)9%P7;b3xbKZie^bGp~V=`|afudOF(o<dwk&A}$I`meQj
znXkU;f3z{O{6&g;Ndq67oL3vDc!J{nNb?y`_6D+b%`;QdZ%lV~trD-G;<IiqgM|n&
zU6imC;Q67s=}^XDDBqOOJ6toCCA)J`syvI=fl<WK%BmHxd)2=u%NWV6rS9%}lz)1Z
zmc=<?0A=d0m5@j|_N@t{b~|~eTUdFLs<FU5b5^QZ9M!P=^RhD<Gmbf}EgMzUwA+<?
zJE^0`VbJ|WY0qI5xZnd-mgYDga;VDor5r<R-6p13rL2!c(!L{!Eqtv~G!N0F9Datk
zBe3xAieLgJidOIC5L|v0;yR7sxP9sZwt5bg1&!SHlljnGNgSEZRjJ0Cl)2=1_^d2c
zxoGZsUx+>w-P^O===UCA13pnait|h8uPp8wJILK#P6;E5^j!<$eyL=FJw;aH9>+Lu
z#=AH*PYU?f#i5WyCt-jbZEX8`*6l-~#W-T{>sEMWjFFH-5%`*(Yh`B++%IbHwa<hX
zF#~a<%(4!qHtYCT5p$*A>D!Y18ZD<7BCwu^ub1Xgtq)~VHf32EnKnYX^{8U7p5jfR
zNj}`wt2qqwq*m~=G2;MdHR#?N@a4s>WW0?q;~_^i&4|RTG%mM0YR-(8GnT!MD#yXM
z7cQZ=2D%8m2GA9gy7u+2LQ6|HP;F3*ed{k)*6lRZB4+@OnKk170BGVW&dF$SdsOA_
ztqgc>AkuIyPyoIA)OUV9vbRzqJB@H&AlDyMzi+d%Y^+5x^SyE_)TfrI+I1N?im9)4
zYIcX>POO)E?WF=Rcvj?BYvIp|_ICt9s>Wh-!C*3`yj7J~m2PPn&fYrxYtyGnFxehe
zXu_m*-1<{c@aKknVQ1zcgt6pF8v$Nt;va=to|7q-!CLALprFYDxGghR)HKV4me%q}
znSZ!{#=R@U-x%(#z=u}1`$F{IhZVf7EfM9%+fsLqsPoI4Np0Punl?!R<S@lkF>}W?
z^h<xjA>&JMLqL<d`hdXwD}>hm6W`f9lGwl6AS982k_BNXIP7-Q##56@Tb^N!rv{oO
z$7;8z*iB(}VVxNme|Tc4n|VnfP?EN%MM>Y`6{k-ugVfYXkh_4X77d3aWYmRlI(`DJ
zNiB%>QhKtoplsv;^rpI%9Z$ElK1atG=h~X9BmF%MQf$e^F^H@jGP`7V&o$KOUNhD7
zW(t=ESV#P`lbYrk{GwD2dK!{A4EPI@#Pk(Xm9=I+R*gwoJD%60d{5Hv;_@|E{G!}q
zLBXpU&w;!@;%ifJr#x}U!y%(N737v0X*URxr~saGUYDgq9-V9&(ssZfFfU$yFCMAv
zjboEl-Mb@+y!d;n*h<mK9_ZBZBJv2WjTXw=OpEuycXua>>Hh%XJk#u^5ncl)t~vcF
z_m<iZifoxIZj#>R`5!PR^6gv_t6sAA_B{$%x;PknIV<^`{-xqeOCSO;Z=tSlQSoC=
ze{@+Xy61tltt))LXOiY2(bt;fgSxR<L00r4yJ+AkC4I<Qye8~ln(|AMOR+icRf3(>
z0G)iyRQ~{b?wao8<XRlksTs>cLKQ|^nylov-N)loh@Ac7#W!wW<y_*LmvcFGAz05*
z*S$J7mKWU{vbJ(CYS4(DTmkf{1aY9r=8kkb#UpD<@s6#gfUhT;8R`vm&Em~3S+nx*
zBTdJTnDbtBEy97dR~1c=pPS6!cIjD4glapz&MMI6dLEB);2RxQ0XCUBp(8t6r{`Q=
zt>OJwLXeA?Tg%T5yo31Br)$^xZa&X)*#7C{S6^e}=&u!E)-9Gq>5w?9jAsqZ9Xhag
ziRYepZ>?BTk|!hs^{)Q_QShFNuaPE`I>h8>X5otCwLc7MdNhn?fSA|#z~l3)Q;fDW
zjv=ikQ%$Jfg$7KFsj9{E%bJlGkQEn`Lq}9<&P&}M6`q`yuE#xns^zt#Fw6F<artnP
zGAo`{b<pgF4Y+ejnMrKRl1JfJAh=s!zk}`CnR$B_(i5+>WxGo;$jKFPk2=)kb8wZB
zvo5mHoWkW#pfzI8#MhCKWIMn=jdP%OZnWl<Mx-g`wDt)t1m@-O9)}jKrE0ONU8;gd
zQ`WODydM<dr_*IpI_&FQPnj#Q0Fm!nx_+s5VB4dei1a3}lF>5dNspGsdnPM$8A3W|
zjMX^?N#KF*E3dQhZLQ!C>K3R+O~huTx$xGVsv(z4x>a`P%Vq}^joN0iteM5H$~tC|
zoCDIdbuA9}O;RU?fY09pgIPseVL27FWpZzET2<*#oU!>uJV3|hew8xDpbS;>ScMC+
z0EajtoYCxD@lr~~Iu5m5Gdp2UYSf98Y$n%`@M_Jw%LJK6AddN{_B4MnAW`OdgzW@U
zZtLD1k=5zmFS)bYlChC}4Rmo{Xg(x}rPNCtq;N+Z*PlUSHqSJvDh@M>>hzmkJ>o)T
z+dp7<t_t;)KZNO}gPlgZ5Ne(RxPiRu7xQ2|@z$zon>43kJSQOF?-;I%>t7l}1$hLg
zuv1Yli1f`+?bI#RMmmlwliOCByq1Tg=+nWp?oqw*9keiF++~mHSP!bta=2&wtD>91
z*7}OH`c=v}>*cc!E1160H4QP(+U=P}csRyuS`nhxySbhtGo3}tvKi(xw|slkWIz`n
zR3_<00P9ZkcM!enw~@tYd9$q)tVogMZX^mxT|gmuG}4Xz><Up3QJPC~9Ytclmd#TL
zwysmIIjNzC=j3(mS~1vX4=2ilr_#5krzh^C8P!o+3!~j?w&j}Do#RoHfJpr7v9j?e
znQYNtpjOA;1B%DG*6pn<7Sh!~Tnws=bM9-GySkE6a!68s=s2ypDX)uGdGVGaq_lQN
zs7Gm`YEi67<(6^QHsl(^*1QF%plNJn5=J@LI5@5r8<(>o;+2Dgk+kBv%^%15jiZFQ
zQ7m}Id)E}DS~B>(-p5LI_|9JDDXiSbaT7+s^kL0Lk}d%w8R=fPXRUa5#8%A(<Z&#l
zI1Dh~onl}7H}jx-oi1=!JVtpnlf=coSry53bZ|y691sOOF)fO*d!^rLa+t3nbR*PN
z5i*zBIi{WUK^W9d$d*X*;YT_2sjYOW?xhHzl6@<4L-6gz<1Et+u@Un6*I{p_+SnqH
zp>h0O&2Zu|>Xwn*^>Eo;Nxo^l4l)l6NpCP~h}#~bwe4CBD>57?J#kw4j<acQg=AsV
ziu281S8J&mB5baBsH4w`kM9lY)}w>co~-OId|L!jVh8#E0F`9J<IO=NJtSV>jPYEE
z3~*aC;zFE*&!u$Jz)^zO^D#MvY(lojr)j<~u(%;71_Iqf^fXtOJk8M#)87<O^5uVa
zRxySuvR2&sKjVCI&EV?@;l}pVqXYi^$y^ST@aAQKZZ8l@{Cv6TUen_HI~(mT2=xf}
z#<vRT?7>?H^38Diw~A~$ItFgiRy+uigCE2WYo9j6R`%Y;iq!US7>PoMEO)r=13}aD
zxt-&0Dpufw(zdTJ?d_AxpJ7lw{c!i5Jh8jemR~Q*otTh>*B`5Rmg4+uib52O9M_Qy
zC3@2R;px)A&bPlOV%LhiSR}iW-%MuU{qSp&mV35yHO$WPW4WY~Argma0FeIx2;}}W
z-!6NGCu40R?-5@^M-K`yQCl5xf`cox^0^FL@!T5S(0p&L=<~0Wa%725`nfq3fh=B7
zIB%P{sQjs#F(CjiO6f@)byqaK{ZDSw{D0xye{Ht8Y^gJh9E^|8wNci-5?N~@?)*P@
z4%5hwIThqivPHLoxa)(-t!*1z)^v%4wpX%5M<)%CeX&B*RC(3#YNP$$gnFNcwZ9Eq
zG<R078js=&kZCL~;Fl|LCzLVCJ?qqT{{SCZ>w09VuR#%blqh8!wtWRux%hXa_>S1i
z;oJCHWAhZ=GQP|!DM?M)qgpuJMhe&1^Yyq{rP*g0az67PN^Fv>1hmb9I|`dq@c#ga
zJR<Te_VT1{!El)shPMkU=1@a7bI|@Y{gw7TI$6g$daJV3x{b}l5Tt?FR7y&Nlk<93
zg{*M3xM76@sVq6D{=hu_(=bT-@znnSg(Tv%M^7bIl=-gNOYE&6+}sLjMP32sv@WMs
z{oGv_f#370@mm*sl_Z{k3VhwgQj*#`m6e#bGDxcs-1!5JA3btLD?-o1I)&`(<-*&0
zo|yX9{kMYWu((@`nEufU@<<<cvYsZCR_7<QsRzpSCh+Hub=@vSiP~GV{urEO<J-M@
zb)>pyiL96VQ%(CUkIq|@`Sz}I&9tb3&K)CkURm%3Qos0vrdy-O3vZct1wQGn8knl{
zcBc!Ymc1BGSB{M9o5EI_bb@Obk=Lkh2^G%xgT+syp<lCZZiRx7N8wy!d_&eFx)R#V
zQAZ^YAlF}`{6x|9yB4+a7M~n!+!>U7r|2r9g7%K}2$X74TCQ(2a2n5x^(kga1cg}r
z(a_?sC%?MXX5Do=7WB<}wyp5bOxLZ&--d5ve*RwY-~Oue9bd!xrh{@}zqEL;alDQX
z(!C0FX~9}6QYhC_c9e>rEN5(LbL&WMJiLNICWTGygpq*s#!V;L*-q`b&1+=0JEhMh
zXpxlQob~NZ0kP9HW6J}VG}9`Nm-$n<jIh`Ei1Lf;nu(=#U^bk4Rmltn09<S%)2XUJ
z2g_}24_c_}xxrd4F3{MqZ+|VbZ-!S#2Oz6p*KgtPioPJzSz?)m-LT_pjIbZ?bgl&!
zHU*Ccorx44LWAj7qB$zzx%H9n3F2P`c+mt}iY2Al7#?TK&(!s<Z(R6Qdu_hwNR=+F
zh}<x8ab8P_44*0K(T`f|JTv1xcf*baz3V)E;*f4r`1YkJt;}IgwKwiP49!9*?4}T1
zTeZ1f2qX2XMr3@d9OI#{U{4$PQ^gj3M~O7`wzxcbsmS`|bgW%_;cRyng8RdFYjtV{
zb|)?P)^0IfO+K|HrAwY@UNkx7nD(h)ihHS56Znq;0MbA$zqBoUJ$t%Hjk#H)Vys(^
zJ#k$|fum{m+g|9gxl_Sz0jz7{BTZ?!>f!LUD#w{Gce$6R_)=DE$sRrb0EW6te+$~f
zvRKY1Tpw)Jy-UPaI!d&AmF528^IYDi;)R`1#hCNST=cIgyj6E~qB|oRG`=0p?N0Yj
zXeN&O9g@bsE1<?ra5p;j+XEe}jH%F?j_XmD?2rj6dXrR@Lbu)(=+K~|zj>+0Ulmqf
z>eza;k~hsG5PF{U;XJm_zA0H5PYezXLnw7pNI3PX#zrGN{cEl;QaEZtEm~Wh-i7fm
zRnu3>xmCG?qi^evt#m?91o*}lOf8l3jt(}A{x#%+KQjcJ5!6$>#*AecCOeL_`68Z&
zBf%-F$3v~wz8GrybWd|>w(i_=84h^*S0KiFX*{XpWIe$c#dMl4jdjf!D2n7XU)+#x
z2DdJ}LE-NdE;Tz7XLfe}{w`FUj-s2Lv}ZbnYA(&3OefD@mnN)05eY0hS4Dr|Z9~a<
z^hb{B*BRXh%yI4qO5<kxRgp2wg;*Xzq@tP897JA>y*1jCg%wq#cj|B|Av&BLxChpz
zAzd<09kEBVv8$+>&|zRk2PTDqh|3?sog6_Mao~DXzGAmM1t#yYag-XnE0rMRaqUW@
zCmF>%X_Gh^`p~esd>$#@%Td#+qVADq-u`=M9z?8;JA+*vkBsjGYi)TNUB=yVI#()@
z1ae5ps}RbuK3yv&ud$s-!nD2PxRXNg{{V>a&`!2@8+nYJ4A(WOcxL-UCPs^NVEnSL
zAd1d?RdP!3!@g?GuZndWbP49~i$8WwMI@&82BS%Pg*Me>`J!M{`jLvHZl)|iIX&yN
zOV1B$u`GA?=E`%z%7ZFTzolmCJ`B6J%=Rpomfb@@+xYjzZwNsvnEhg-c4s*nWlOo|
z(xgca(}96cNP@^?nMh&Vr{_fK$@{#h2a$>!P3UamlIBG=EhF*89$OB);-^@^IU=0E
z4`EiM)`nU=NS7GtLzNt>Q;do}P%}`;uyr_ZK~}ZgiAn4@OY;o$_Nm~$n%(nnBO`V>
zs=$(<mHg?#BgWoM4Mm2>TVdlnsN)e|M;+9C2x_+0z8=?++QxBZc26<O@~J+=^{x$>
zl$HG`MUcMW#Z6}DrmlkaI_vKY>RLb!*6i^S{;@_ybMnlH$96+!p%t^Fc&}E|l~pGb
zLcAE}83cbi=tbv*yhK2}fa&+G{6qa&Khm*Ri}!}>wYk9L+zr_Z1x6h~+ZyxhT{gAg
zJx0VEn?_5!Q^<H*aL3eEJ++IwsFe(Hfy$4)TB^{t<-!xF_7clalI&-eIq6+ao#E(X
zU~fTH1BC*#^l_$J*f5FX$}U(l0DoG_yzynS+z9P~Xupa5{j1HLYPF{06`}3Xz~Sjf
zo~!q}8oo)=A%7vFmfRe)ZaF!wcU{%2w*g}jOpZsP_Nr6rZ6R-&wv&)E$*L?o@1KAd
zrfW(RWq*9;#A2mCg;^EMlF2WbBODJ}aB}B%4n1fHBsn3CN?{R1L$(RzX1kr1hn*=-
zZt`Td+MU&lk0w@8^{%$Z$0>0VL#*4!G$W0`bBf^@yo>}uV0ARH#(8eI>P<xO^xms+
za-N@g;N1trmdkgc-6T?x$~ysEW~<>1V?&tvw&qy>0KS7YlMU6>at29RFn&;^itO}H
z8EX)#TimMMz)s)ZjN|J>Y1W6ru46QzxyD64Nel{{;{<f8E3+yA>T#O%3AC>aYd7b8
z#8%fB!m1nwWA&^JYry*5iv6Y-MAo_5razedc&4RIKYvDMpELJLIJUBcI}FHrR(;N;
zB>4z1J!+hjNRyPfMpg$LjAERwgzz~%1#c?yOGFMYsL((=q+?BB^BgBiu`DRcJD&9T
znGp){T<&(%)|-Odg<w!WdH01l4i6%giE)596(5w$F&eP+C%sQMHswlCPee}{5n+Rn
z-qp3I__tNE+vLsrl{}-?GHKT{#2vm-&<u6_YoW8!WVcA%Mv|x@iVk?JDmrOvsjWH^
ztnC=t9hQ}^T6l?y>Uw&r?Z)ChQ~1<Z-wy02Pqk^2ZIqn(QglB`uMddy$e|+QF>dHF
zwD+!l^TyXP%0+~w6dpb6&4RBfzC~nu5`_v7zctyVb9<@yYxg%+atwXa20<Rx&T9TD
zxV^^GV;+^zY2Of9SyeS#K|FZDa58@y(VN5m6!BDTEse}}cZ6{nU_bHG&2&?yqbt>c
z$vnz+W6KQ>F_!v!rv2oEifD_=Be|}FR`5QpqGnlOGQtlIpy1Y6Q15`bZsXFsxuNzp
zI3q$*_vBKVQmc)%3dJOYB;u@0a`<lDslkTaV-=!m+8EyKfg&hQMrf&ws*8p+Q|4fO
zW8;Wk>%)(06sZ)`xQ;e+kDCPX@4>H~bx#Xl=+4t>5zlb>AyPFwf&4`CUd8doc`dvf
zVKh!vlTt&FasL1;rLQOO@5EhGPiBholKS0-Jh?i8Ph(2F8mi=vV+N<}uM~0--YZIc
z)hdLX1?^T7P=Ly+?5haji2ncz^ozSM1Ngz+VY*u#Nrp&b04?YbLtK8h@ZVn214@?i
zT-&b!;#~3Tib@fZ*zEfLA`6x1XU!aUJ57?14{~=g6y}cVDEx_TLd3j`4ozj--LyGE
zp-AAd;F{aFSR{bU9LNG=d%J+y_8saZoODNa9=$2U-j=3RmTny3Th!;U^{e)JOw*D9
zV5&03he7HGda$y_SgHV9cgV~MZh7H);+XRrLL|JnEcq-U2b}x*RJQgurm3gRdybn=
zw2f2-EZyCY4gT-=Q*B0@X&j$wS7|+0llXdmHA>@Kyt!fn;d*2NoO)CU!)ul-8285?
zjU@?nV~pb4vKw_UGO&feblinw$f-2z%gsJTxPtOXolZeR%|y1+G6o=R2dNZ?_YQWP
zvh-|L$)v1v&WdlENc8;+;#Jhv#?QnS(cIb*fh%z*<NpBasc!rq;ZGOaJpLZJ7WYba
zv}A#k^fl${x&CKtmhO60sP3NB#>q1)DaZ=g0-^7tGM-lnM)A?I=CR=od&2iX%Mp<m
z<_15QZS^CyKpN)q5jEoZF!l2sV<XsiuE$0Ahk0!a4N_R{;3IFA$(KIB_O0mrEui?y
z1iBF2Sx=m_avixI*%%|~S<0gOMlf~ozUz7(ZEJO97t0Egq+@e(&Fnot8twcoqKm6$
zn&!>z#_y0wF}Ql4{<U-#J_youE2AP?Zk2vu)1Aj2qZk!SUh%z_m%13^^KNm~4i!(m
zd049RsQsN7w$8PSsZutAH)GP_vtKbz>~|x9Rd2P}Ep3^mc+qjgH$(V$uPnRq-lX?F
zdR#Dm%D;4e9cv2e`u_k{nV#z5iO)N#Xyp|YxvI#@GHvUtFL;AmmiJMZ!7CWt;3^Cc
z%CSU+qw?j51|1s)t;Mn+5d%LtCZo7@W*{%k?Ox;~7)O>Slc6~)w_-I@5F1H8l-X|_
z3^Il}q2qKy&OrYFXT3(G9-#Bkcdcxh%<5E%<y#kY?MqR!xEB`JlS3l(5u9SZ2Tb^&
zB}KLIHk}>v<7k*J8y@xMz{Ue)<kV|&P~lK#*R40Iv6r!>y!1V8@4=oM@myx(!*|i!
z+!3F%vBCVh*CTu2{clZnisIbmP86ulYnd0#3#_qD=0)zOXdcG99Sh=qt80sGMhNvA
zQ^v>P!1N7Sx^CJPPZ26I_Z`v5%#v?tfF?jlBONhNZIzWwQ5+7gdS<;oZ7ae4EIah;
zwbL({WJ4oh7d?9QHOlI~64o>~Epu+>1#AaYI6n1Ut}A0n;uTl#I~>Z}sFU}M&fWb5
zOSBasxKZ1sPbr05B8Ch`SdmrC%2<Wk=eAE3KJz*fr5M>VGb#it8eo5T)J8{?jfz;0
zPw=T3RGrg4PhdJ!k(niBNSA_e0UTDBNosQYCoM{@><(lj=)Gu+%Oi1szK6YZ)?OHU
zgSvdo{na|J<J!7iFTyZd;&N6{rzHm?=zZ&&c-m0WJC2S9a(vQy9G;n^8RcKJE2L)}
zu)wcJ(d}i?6<*F_oPPo9_*Pxvv9yL)w__KUa?v-;zn^O3Z+uU7jU-lclt%l(IuFjc
z<r=t$?!6Ams)acF$sU=g_^U#ch;@jU?I(dXxWlj1b6Hxqhi29^#*;<7j_+vR6bwoi
z-FlkyAw03+@Qlx#yL{NE!GCdWGTcXTD497{R^v6*PX?2_JerkiMSkl<KJwD*Oe`+e
zPc-qg_BBB#jz%79k?rbhywd(7O3?Wl-K1KKOuI~sp=D5b``tfEe4Y^S--uDpiK>Wi
z2hO(B5xKpGP2YufMhmIR>eZ(1a8g`tY$n~l)g~H68vq`i>P=I_I=+b8uI*-tcXG`c
z6;>;?0|aB#`qfGn*r;N8o#af*Gk}bGcI!<sY{Fm)v61C{;EC5Y7oMBIiA%TlyH;ND
zs!7V@p@o1uxKrHHJSuP#IrXQuBRi&(E!jmx(@Q5RFgg>CDOubnbjK=NtYkYgH>Fi%
znB_xZder19BMzkZrX+GVD}X&(wDmKT9FccR)o-+k7HezCVJq2NgY^~E{{X^YW3Rxm
z_=`;#9DS+*wTIMmTu+y@<yR-UH0%tFw&Hq|(u<g^8mR1ax`%@8uQ5M{?-uqp=@1~u
zKj1xUmbkRM(=J*Yh?yi)f*Xpv4dm9-0|d?)dU;0}{{R}_PZpWtHu}_YT_G3}ZN!7<
zfBMvO_ab;{(v_3B%E-)DbApO7lH7m#>B?hKxtKBRpyZnAM}_RQsY~eB>TtR8<sn}^
zZ~^OBw;Fxck#n|ag36zJaHQN?Hia3<`^v~$c$wqQ#!>$5TL`M4-~;behNdt>Au=9>
z9xAMt&E}aLoZ}luHJ7uKXIyGgr5#nvmkk(VbIoSUaU*=AkSHExxi0ua+|<ZoTm>7C
zV_L=vJDf9q(cNfN5pTgiFV?0^LVvtH4@!=CGa=xX_UTR7_{(RS-PxlgtjEc6e(1?2
zuIZYNrKij!w!4xNKe~U$sYal2kHpi6IOLpEtu#ZFQP#)eZ7Tf?8oiQ-J#Hc6pHtSP
zo5D$Z0h>d+j_p9)Q>%gWt}!J8<w4J{dY%i}Z00jXD+V5f<MG93Dt6Tpor@QiH<o!b
zK<G1!k&bGCa>ot9^scv0@vBarMzLnMu#t~3NLc{%&rE(5ZM-|9>xyL2FJp>sqS|g7
z=rh)#Nv+UFSE0g?Sp1-mb5q9xp~?B1u4_+F&@~M+aJzxy!RqUb)c^n^CkC(DC-9cx
zVX_rpnoJKsDi@itmBKG?dYH&ERx||nEz+Ya8a8AhoBN>gR~y?>TJs}N<cC!x`qSCf
zPbYKwFIsY$u2>>2)$LlgItjT0D9`H3I({`1s|aex7)iS&b2i#Jr;rfgLE|~(3g~p-
z51XB!y2ZF|4Cfn%(DkibeFjZ3Nary}e+J#Gsn_uJH7>0NmiDId3yENoKb4?ywUql4
zT$8QsG=n_|;9&^!ReGAX5zV5g2*+;TLvk_ej@454TJZJ!;wy-Jxz7ez2g{$OaTmJv
z?9q!=xORYWKiaCu?|~div~_NBO=TPl_@vD$<EcWQEja3RdY6N)uX8q+dbe?bovKFl
z9;6E7@1T~!gi}W5Kyi||&(qed!>C?Z%C8jCB#F@O<MOVrPVuZ7jAGARu}RUetvq;F
z$EoZ3S40&`dOcC+`)O2nXAc~)Z6%4_??`S&>=1EX-PeNjZCW2U!@9h0HV^tK#`DSO
zy=#xvJUyyt%s$&^DkgEiX~t`&5`_2ACsM7g61;Z~TlXXLrD)z(FDr*Wf}@I9noXzW
z3)i(>^2jP%5vd$wt5R{+(J<z-w#9!e<S4)$lyx<2ZJ%i1?I#$=dbe+D9Ars3F-4wK
z58g2L9lo_C=C2LDVzY%}Q|NN%{o~W}0;xk?LRBTuul6WoT+YlCb_be{d(a~Cpke~_
zIp(R!Jl90;$N<!21YGV19;U6-X<8(5IlV;-DRAt>p4`^<jpHp-L@KuT4(JX{Qhds5
zpAk&wamp`pcqX1BRd19rAKtEc#Yua{v7+Pfo|KyBg?v;(>sDsUa=7yop>JPm$<#g?
z-EA}Ilcnvc$p$l%isT3iL1Hu5wQ6a;BGfdwGh=lkK7DdOD(CifA@DOt6qmeaJU4c7
z8+o9SSR7%O292UO!()DM6rO({O79cK);hhSTI;rHBXl!DFu?knFMb=vsm1oa66lmF
z2##JDpXoxXqW=JRtYsV%sj4`LfViC_MKZZK+ZfJ1wcKf*695UWz#TUFAI7NJi99uM
z@x>ZMr-w<$1dgOX0;In2@cTN82ujX)Ea!5s<y_dGYgbB3L(`*#qd{|2)as-*Ru-OB
z#Bupw-977v*7Yk}S&Qj%G(e0MZl8r=U3iA-WpHFNvmBpqrDuhb;e$%Y9-V5i*cnoM
z(`PO#9NXogu=#H!o<eqpC#h;YpyxY?#Yi1vLKO$p)j1|<4%qTr{hpQRq@Tih(!2PJ
zZEzq!a54St@+uFv+_M7)=<s-xp*0bSmklT1{KZVJnBWlJ+>idXK1lAw<)x0RL-E$L
zrN$z-oLyV=G0ZY?T^i~h5AiI1MZ`^~T{rQA#(uTtgp<^U9+Y{ks&?gb#sM5xJxn^2
zx(}^5Xm+~S!`tg9KGR}W>em5-uQ|!}?_7=DwZ*w%EKIvj8zUI2x>t$yJsFtWT*w0v
zkjEnf*w<GFi?nTe+*|9~YNPTz_<_Rvh3lG+-a-4?qTxC<Hg;#6l?>lMK7%w@b#dUh
zuHus8K)#0ZG08?CGJ(%ZD^*$@&3>y<>a{&j<I`>MHHrTKsFZ*DDq8u_E3=YU1GX#Z
z?~cKn!4^S!{{U$x{)?8p9@fI*bT746AI8<TBBv~@df8-Cr*_H<G`8e4VU+f6{{WqJ
zUL5hhxudeh=K1z)aPi7FFW_pWhKFZ&eiD1{CLlg}3g_~zJxbTZwvc&xZP6|i<>g>^
zAE3ozs;g*iUZhmHZF8i(gTr1d)5X(66@}BCiMhgu<F#`4zYaV@qyu$krr{BHZjYX$
z)4g(&UfdKBApsO)AQ4?BhP-X9_<R5^47P`?avX#GYNDT0DN?$$5s4nJbz^TOiGd@P
zxRLf9<JUfwRzEIg4Zp8;@AW;a*;i5Umyc}(clOI;bT|%1-^Vq{_>bW}p{HWwNR#bQ
z9zg1G>%~)ydJ_usrKFM1rIIuyp^f&D%Z^Xs>OPfT(@$`G>4-#A$C<`|3W!`@X}2O9
z>uEBlA3p?Dr}J-{e=x=U<`@;vE_BaUmMWamX%+7!5==xxKEtI|TSg}?!Aa<+y=_Ak
zjBymtC#%0-z*lpkcvjMTXzoD|k-#Gd@y&Bq#=?TUjcU|Vcj$Swwv&H(I7ltur>AP%
z(tIuD-4UwB$}`5+<MXdhwX};)LK-;s_ZZ++ZBpXQ+BBF<0oC{e@vk-J)2l96A{4#r
z^eE}N9*?IpT?=@mz|Qh>v+$!*@rIRW4lOPcNe2K10~O{vuZS-tmRN+?h&BLEO35s;
zt`~B->${<@xMi-ZQmrGNtyuGIbG~1R8kBcLH<vxI;Kv}~4{F_y{t+)3T7f8iI`xiA
z1_M8d736!KGluz&Dn`^~QlvTD1~4nsrxgn%ij--%-8&tAx$w(b(j;q}R2R17lC2*u
z2W|&i<nmxFlcb9#NMOSp*7t|}d9G-T0$h2P<ns*Nf<3Fdwbncr;`J%1+bxasoNmrC
zYpPV^CGMQ?sXAWrS3HzSwMbFH{c0srA9p9;(!C#E_*Zpl3*BiF8^}71q!W+AxTn+Z
zt;Qs_bY<bPI#x2K;j%jD){Y}aQ85xXG5qOOVhfLy=hmAeXRdfW@zSfY-f<eUd(<S&
zD^3y6w{>p_iCPlMJFE3SPioIDt;1x2*i?%Yn}Kpj^r_5aZa(UIRo=%WsLH3kZ@j63
z#YpMeo|4HLuuKEjnw6xDMi3G`Dk-HdMnE_i80l1{a|cZ&sKj<x45fsMavMDjcG?Gx
z^<5$#vrj3zfx6q=E<gvI`qvn^KQ`<daFw0JYmzG6NiB(`2yE5QPMX)j-Y)?|jUxSq
zNZvfQKVIKT=e7R;hx)FHzI+Sk+J*lBT!b)T><3Drq-d{v;aSS}_pd?IrMc2A{DgOw
z3}K^?76g5JS0zkzA@18#s(Eyvxzo_|8$A}{>>!TanTYSueQU7Md^7ekWS(%+5zI<9
z;CtshR{LM*6O}=5mNOnUsSLTSKNQ*O@mnj{t4VF%XingMxanNeb?bYnd#0+b3NgI2
zW|jV}rs;|0%*u=a#9(rMm4|!cDAk+Gm+xTwsz>MR_+q%Znn;+*aU&UX(2i+~H=0Q;
znsCeM#b2o5i-gvU)YNrJFICa9;redi52a)9nZU<xYIT?9+JGqTO+?u94&1lBb;3M~
z$ii@iN6hyXBY6%~bnn`U%CE~N81@TG=E&={7ijK9Mo=Ln9Q&HI%%>iRU}tlT1s;Z-
z6z^{?Vce`gh#r3mngnJ%1J8VBn#fmh3>fFGD!G?Hl`H8ZsL{N6s@TQ$Th&YJH~Z1t
zbNL!e=(HaY-0su%>DMRj#Uq7`pLaY8=a$?UiFv@sYNpaigeoZnbYVv`Y~jS=;T>XV
zYJM2i^ws_KyrwcTt`zM);P)Q&LMx_?e7&Aq4z8n`+|j&Gs%eX~N@Ta_(aZBGt$Akf
z*NQO{qG@-1<w2A`hyMUxw~9?_awk%oyVV?a<ZuXV`<j_odgJB;9k~Ah^@`Bed?9<K
zVpyGS;5@6sGgzW`jzE(s&tcqFa;Da()}AU8(6bb0t8L?<em^f-d+>5jeY@0hOjr&v
zPK+JBc8^x*YZ+gu(x$CpjKALp2cQ&zB`4%kKMJ`Ls)EQeeQH(te)41*k7;d<Y2oWh
z-YCzCEwXNvi1w=xn`CC+8Rwxi=eJB55y<vxqb<NrKJoPxX}K8AGNV0B5h#SIieCB3
zoG`1g_@d*=HrIP@;V14(jE|>$*ElmEBoYliHCT@;xYejwb+In26b`L4&kyT%$@Xc@
zg~<LHn;@S+c>Jp)Qt-Z|qe={rmyL#1*Og)Gn$D8sBIFVX=mlQWd`YTV5UDQfbJjQH
zR*OT5QEFF37^B~i;O3-}8Xy#7>s?j6`UbE_x<|6QZjvu3PxPpD4+r1EhI?jP=z4~T
z=a0g%lXuk7%`=o(z$CU!Nwg8trf8&(DABU8>ygr{J7a*^KT2v>*b+mqp?dRCFeOho
zrk3Z7v8Trgljf0#9ffMNGL_!M1KOktPdKUCA%TU$`qK+4@TWgo6z&|hL}o&x8*xb-
zlB9v6CwF2q#SX-<-TG9ZZBlcBDxRv$l)9s-(!6P@T0kJaDSZb|B2kn0cda(C@W+V;
z+j$pCynZ~n8{{YJ+PD>xLfBN`^{p#AId0|%ta30E4yL)PMMqR>xtwoe&avSAV?zc;
zjit662@qvXWJ7FRWJdDJJ7cAKc8v}8n-axwDQH`)a`Gzm-j$<Hrc`9Jmmfiz;CY;4
z`FA}UId3xOsj<v>f5TSy7RFhw#F8@o*a-Q3k6P%aywfzB6prMD3b+FwIW>!_=vu9W
z3wLCy;Pd9i-nhGoE`+T$^n@|~{{Uagg%7Md-%iJDs!+nKLsO}{@f42D<raxgKzP9Q
z_pWmK;N1pNH<ELcz-p+Id4#s$SN*DYoCKR<U95N{^{%>jc+)(J^7hZ3Y(pBv6dZ2r
z$3ah4eC0UzrsPKCZ70;VE6XIwwG>9ar@d_5%p%AqoR;~ysDXDpf~nYwn82Wn<eyPf
zM{dkI1MWHs(MfEz4>zFOd#UZ4{T-e*AH=;)b-GWE^%x*qZAB9L(-_3d)7v%9!>3C#
z5U!kcX5bITt}9z<stiO+a6jdv{n7Lt{<Qsym&8o*Y6{6*>h63uqWFRcuB;U4uQ9?$
zG1#Zn<n`~;vGrdL>Rud8ww4b0Q=5bHzCA}^wanb=H*-nmGrn_>bNq*D=`?R1YWjB6
zl4YLX8%$G-<a<^PPMp2ng$q@U=5tSc?ea+5N&C&*(*TP(T;tUBHR-}%2zbgN6GXap
zpv|{(jHx*5SUw^6W2tD$E^Xx(aAP2$!KroQC+}zujg{f4$vTn%OsFD=p~(4{Bp<wb
z{uDb;XDLgVWL6ymQjpVf7+?&X@sGx?`fhX1PMcRATroH~_B9dRoc@BQU7<+G3;psv
zy*t+ajp504B}pyUDE|P&$AkFxtSVKFHF=swRjPjtT;`)$WpnZt^v5-&rfBm>T3I7v
z2XDJxiDBW3YXDaAA2o>RK2Sf#vNfAnH03f_UJedSY%;aVvA)t=kUQz%uO4dhvKgT+
zgKjoS9?Ot^^}xaW4+5`hUMIHFn>Leqk^zEaJZHB(58+%6r>x6#*lnY4LWZ+cNdEvh
zW1myruj(pt=aV$4kA*05P&>5o>A67$t!EY8zIuU%A46Bqg}gW7G)K`d#g*1MhH?QX
z=z7<l#1=90<(tq_zMyUKvC5Iq1IVt2Mg50kiDIWU@0yywgf)!{b`#sPE^;MN!4*O<
z7lV@h$rZPvc>7qiD;37et4^L=<9Fp<B!BRUc$!?XI&Ir}un154$B)8^)SOkMYe`dj
zqt2&%ovOp$ql^XXk6<gZ)_en~S;yx>rsg7Yj~MDdt#Yzk%Whd^jgf~^M^D0?I+1He
za@VId(&cjtG0APC-@Oh{45;VUp_SRVR@~mIG5OO%g<uHY-h#SPcDp&Gk{4`@3ugdO
zWKG@oRH*~MG7=a2qM!C~#1cZN>Hh%NrOc6%gsN&qf_dvo(iC4z(DSTrQZc=~x>Q(^
z*aqa2)6#~oxtyUE>`evr<T3+mBgWa`vx+I(1WGp?dQn-nx+7JHl|OYz`bXnivUobo
zq6Tm61i(M_&Pwpry?a$Ja91ay4wdb{9OW^1Ce4AtI*JVc0NXh$=cSA75@tsxmL?H%
zyFKg#(xqlty4D_ih}0)NML{7RUQ2w$<W$pH?1=1MY1WpFw|v;Z^{i8ZS{{sNP3UKZ
zZ2Z9eO-me`B-~Up4utlp?f@<F)Iuf$HGJ9%bBtFZFP|$mOCN9zbzUFw-mRm$s>$ZS
zya>;wa?sn)Dz?a+{RMP-4~CNDZn<V$_UTzpyeO--Z52+WZ54CT6I}4Wifuw_R`5f0
zCq^fn)eFys3wT7Z>Mro(Dim-9J5BJ`lWL*%gCOq5HE!d^DWFNUCK6-#LE^ZUVye%U
zE9P>`3o2gpHzLw}8*8C%X(JPmKKpj2YQ87abhz0dVD3MF9)`4Se0QVk>MgEFg`a|R
ziptl%7)7Wdy3ww_W6mA3pQSkE6)_X$sP2XJsKtKsbC<aIjW3kS@dlIl4mcIcUh2Az
zuH?%x+IiYe1xu@VUsKU%WxBPL5ATu1P)FRm0QtRZyXrB+y&_#X%B%7g5ens4ZqFxe
zK`@M*AUOx6NhEC^0ZpgYqg<gUJp0wHbv3BtA9W3ph+b5K(=`~5H^wu+)}|`#*<()-
zAz|}ktDls?(wEwL48c*7N7Pf2;bS4A$YI|#9P#-_?_^XbYc5xVR~x-il&d&9M`Nwg
z{CTTraxUAZczeX%4R`u?jyy5qc>c|)TP?N2j20fX;yVc-v8hDnFgEdy;B#G2t8FA?
z`K0djJx^EoSs*6!MY>yybMrJ~l52vz(=KeT8abhOR2+Qc2Bp#bXRGM)DT?9bP=4V&
z0bZA<c+*AkEwH!NEu#_<f^mcS)~=N*zX+pNtYyu*JeA{E$lBQ-twAFU;Pdn~>Du4J
zOMCD1jS}!GH$GW8{cF#4Uk~bfEdEW+yRW0|;MNr|GlJ&6hjcS2)b|YCnIyAg*i`XE
zX2QoFeuAX5(<iuas)up*uFpl$+e|`kRaie<b6$09Olhq*I_c2UnWLMv@VwKEvD(L?
z<2kO6Pw=!hAT`{3vN)|N?kuhNj$~HH-On|Zcj7jVCX6_IbRYeC^PPM}S7@D7<4!#b
zmzylD{KPA?bjJi&GpKmF`P1z2I0@5tdZDOl6W(xGh4coqc5Of7U6^bvVy{zHWs9#;
zZ<Q84*1@-&w1=I|TAF`~H5(~|8<up&Hnm}tCYr@@f-Al*+a7gjPI2X$(DYk<XTv)D
z4Gy7U6nBg;vkdTSGgJ6;aTTxH^vlSuqU*IdHOC{7_f9KUPS@`A!~40|jQz~yS8Y19
z-jhd}R{<!i($L7cwYsyLWbwRh+%UyRk}d)%8Sh?)Z{rO!TDKP3t(;)v8?l4=)()xR
zB$i({N+ibIgfy$ugVqLkd`(IY)e(Rf3!dJz=%DjY9Qu<^mfmX;R#@5Gb;!UK0J#is
zr1M;El#%Mu#M7&(JcL9x2?xF^yGz+WGfiQWiU{N77^zXR)Y_%n_e3kkSm)ZBta%`E
zdQ+7$eq&OdsxZB2^9odN@et$t!#>p@-bm*I&{7eeX#+6e4AQ$Xr3l7e@vUR6-)YXR
z6sH4?r;tT$9Yaag?T_0nk_p@XS`S~Pa!8EFEOyk25dG#P)hdoBJ|hW2tge-rw|U_U
z$B0W|DqKWHeo@U~HMG{Un5RZ8y;ZoyY1nF)nq+{%aCZ7<BDG}Kbp1*{F8%-{Kl0IP
zokb;L;e~W#%{@`h8>Lj*0aNLUYTpz;H{Gs=e+or+Z|7<EVafgj*15aQCihQrE@EIl
zoKjeRqK;(aE?Q)A&eJ&&{nOaeM-mV9hbPjJ21r#H%}KCEPW+Qg;T1(GzG;w2wF%qB
zMr3w83{=~4*~UdE85r7Xxz1l=$W}G${9g4S45PI_%f~evtK&Jys!}3Rum_D>alvZU
z)4V}_rZ_O%5TD&{L99@!PrWY2Bc(Y;Eox_D&@8-9p=%4}YL>zoPabT14Exh>JP2n7
z=Sa9qh|fDg=C~Ab7{~Ed>kWGQPMAq;BQ83O@mNlTmaq*=GwHM0%*iYati4V+s?QRr
z+#7Hm$4c%r-xyfxXd%`u5QE0@IW;ZsgRC_*X|%hLx#THeK&*YEi?cNLi7Qz1_u5bv
zIR~Z<R}hvw{Ht2pmxnbiEVE4sU=IwVip%ny{`+k{mD33=(;+EO-H58{nN(fW^|6*w
zxT)muD_=s<roWg-v5zT!_IuZ$*l4y8Lzz@Fd-kq8PBl|@J!&~rr5niMwEqANTr)!?
z=u#FS7U{)xw;l_LA^T31c)Oxq#1qY0zSLl{8xlav(z$I*#Il8*E#zbjFmP*%6>C<O
zn;jFUPYoVX_Z}{})1i1JRhnLzJ*%9XS(@d%$(@*=;RgU!9GN68%v(LpJnhFpiu55u
zoH}Z7*2Yw;?ngvyS$MNkv?;b@<u61%E2p&Ad_AuXy1k-BDH!t;j%&|c{Jd}~AuiMV
zzP`0n!o{n{Ly1M-bG^R!bZ!-{G?~&!*ltztisNr|oBcXcw-7kn#&K6P&k*0~atR}u
zn0gb%cKT<ItaS*!&#BrW+%Q;*%i33?zNk{6DQb^5hHay6L2p*8D!aJ@bAE!my-&fK
zR;L49=~7^Iz~`FfuCxtDN`$q<PSGE`fm+kAPNv#FGbuZ0iYX9~oczo`xzK(!ZWfB!
zcS(mMpdAHKTct?IV0R9S(-mFhc}`kRy@0^3>p~0NA@fgGT)Na+P9yvm_(fAHOn))t
z^PcpgA&v($#7Aj1k;ZEoP3|~TjmG(`4%HofDM)em^MWz7bgLy*1^^XYoSf9$(pFm&
zM(?;Va)-9wE2GmqTdC<~Ry(F>hg5!ZT)N0ZV2sq(_R`%?fsv1D#;hSFskACW3eZ}f
zoezk-KjLUvbxSzmoD2zbfuE&gYMug;;uAKNa+AP*>}WD-ri<b0JGnD=aDHBqgMw?d
zOXxH!U=_k391QbbMN00B?MCeM@c0jD4rwdg;4Jh*rrodhoMoAL^4#qhuEIYPX*O1v
zLLw{oVo_3$7ic<^-bM5S9Rs(mP`&USmZuZkX*c3WZa~jUslRO3x6ta9YE)s%1d~Qa
zqvOeDE}?N3Whawdjn1oedog9>Jpk!fb#Dpkx?H91B4><$7Arak$R%@w>0X^0G+`US
z@NrdY*3w8w<5g_R+ncG+Q%O9LAmEi9g-l~efhX^J)k2%3-6u}f(4}*U#lkxgnWcUZ
z5Wcjj5@Zv}_p2STfCVt16{3<R+71p!P6Z;&BP!hP2eGEP!f{cd1Z0ksnon~XN=xB7
zeILdezK-C>a7<m%`2<%}Z{lAM_<}OG@C$2`$C$k<%zBN)=g?D@Pb}neeJcu>Sj$-M
zZATeap67di@cvc?eI9hViTNY=tCYC0p2lMh%mz0H(-hku5o#K2fugu{1Kzsp9~oF`
z=pxoE)yd<{92$#MjBO*jobdIx+~e6o;O9R<QOwB03`RSFU8UcKH0@0cnpM^q^i0<)
zsd#Tx(+M*|S#$S*s;8-)TrA_PHZs;N{{SkDi&6<vF}5+e#X`<W{pZRDYQ14;B<++z
z<^KS9*0Pr>)WZ#ht%#qqrxLQ;yzRO}ob(h{`r0HzByu~^T#pd?A5%kyc_C`Hx%5B8
z-waFQzYN1;41pw$>1G-4gmI7jdcJnmd^4>0cIB4p1}Zu-u0?$l@i$(74|sag@fUXM
z)QyL+M?ccJjW@;GPP+(>ZH!3fIXc&+Rxy+JkDR3n(WmVquM@=~zC(p@cMhP6ejZlq
zwS6nrb$<cr8m48_fP!P~#bJNKvD6?trnpv7*+**gEAmqJj=B%pKF1$vrmftns@Od%
zthDf9jaA$S2b$<CyftNE8nZ?F!PSYP`@~k7cgW40amlX+zA~*@a?-i!Mua2p$ez<n
zu!`Md@<O&bIINv!NHn-!NZ0~9Rz9oaI6@yFjGseXW%jRmsWI~$>@|374SJI1sPr{>
zl}UT0`~LtI-A(eOg$8<x!=Cbaj#@&@d(!=#3g^8;v?1e~_o-5)4I+*?;wsd7>`xTT
zgc45f#8*kAc>e%W(cM*L-h=p9^IU_;+ceaVamh8+PEHQ!=ar?Q?pkNW9Vf&V;@bKc
z_b}yT6qnx*w5>%A&X*{TQ^*66UM!F0o*0AeT_%g;EB!5%Rz{HrVr#ZF;Za&<4l}0j
zNt5fI6V)`9-6SQ~``}kOBxWT$k(bzt_02cO);hM>F7{;bRP?JlpN4deYT3TZ!WTU@
z^fcv{seB9}n7F%CM~O&!9GrU8UU3{K&2}2kgKxC3Nsr8kbSf*G7J**{N}qb<sfL{$
zWUh58%BHE6Haq;%AHtELA4<0B0ps(iWWnOO)SdK3@q{gQMe?s&V-+;MS<gKxUn_SA
zxix&rZe<(E*oY_`ijp~<P8T5hio0o|U0k*ib6pLuh9kEENzPxmtZHKE!)?y$7)edt
z>@SBewV0$=j#p^cs<n5|tXgVtt-h&lug69h1M#jo^$2ve`2fJ}SX!Tn-sF{pZ1)w6
zahRIgbTq|b@bvxYZh9-}7AGRgSkw`ak6cHHwGC3jXSYa-Crp8y)-|5Jb7>~v<&U|p
zhR4M4-JdS&V{YJvu9`R)RGr@E6>P%1A!M#`jV!yjNbR`#nsT;ASmwK{&kgB1ghj2h
z9L>lhpsrg|@V=#|p^)NO$91nld365DF{7K)g8k~TnC=MqY7pNyH5TVd0DO%0sYcVq
zan6*f?vBcM$k)~^R+Ek@JY>{_1sx~@CZhH?we$sC@C6G47vynMqpV}*6xX;7(~4Zp
zkCrP&Jg1X}$g4xdH&N|WByAj4V>w~TBvW(FYU#T>oY;z9)mfdEo8n7r$ix@%DO1$2
z<MXC!9vrdMA9kAY#>e<`*0|u+qh+YvTCg#>$Dyx6IH<L09#hL4pEW61ivIvfzSAYy
zEMG6E=QU9#8N*~6>#cRzrc$?x4;|>d(scW^4FJQxAc~pNr%_%dLU^1!tuvG_o|Gu>
zSFUtB%W~UPI*#I~fYH9!QV*f7IntC5PM#t)71=rk9JNYH5tZVru^7jCkVvY$fmk%o
zm{WxJ80g)5R7_M1lg&)>h8$IPP{*36`IurTC9D8Sdt{10dBF#oI8Kz(`>Rxu#qFgP
zX&M&Vl=e&-8H(-gTh^W~is?i;j7sa%IIcJ;eho~cV8v*p(ak7Aqq<t1)95;GrUce9
zsxcYcn#9yRJE&RYvTt8dD<anRduc;QD=F>GbyglPaH1=)7<9?3XBPD|N~Bl3?v6~x
z>eygZk5No#^shr}eIHsIl%hYiVQQWbo+dI|e(`+;WTvn07aFOn9GQ`c#%LSg<>)HZ
zmTd%uWshrm5l9gC>Frwcu7IdHJ@hMxam77UCwi5XDB`O&OJf+P8DDWunvRGZs~j-L
z(uGA7{{SsQ`kEHrSxy$MzcUp|Ph<i>qoJ)!4Nmsim&lak(=`RYmpp(0896v771rDM
zI#{8KM3XO!kZX#)dQnzv^eAQWsI4sxy%SQnzJN!3hhgivcr`uegY>(j=UZkOI^c4(
zp1Pb?3+3Du41={~U3kt_l#5e<4|?)BF%zFPEfL*MFQtU{@2R76rfM1_Mns2vW1Y!d
z?xEsq`<Ds_mZO8(w=Fzt<^dha0G_z-SLL(PwRAhtLpMVoU&gkKy_@~?Zq6J|Z&5o$
z;AGTI!j(BK>J3#SDdgmy)zxYq2A(|0W<xJgT&>lO<&>poiGdyQUZon8X1&ADmNC_S
z@P{OhFe&cpi}J2onHyz+Kb1>>#F5Qgc3`a4%49RQJbP2pE_fNMLLJ!Sn!jsgqCm2c
zgRW`Ht=7g;pCoR#GR>)Pm@5(9riRtW%y<>EeR*kb0D{;I<K`p1VKvLXM{2rrzKqVD
zT9p-%sRxN}blAjDw?oEFb=nV(?XC!mQ;9)5ZX+Pqnl>}fH03zy#baL$PN+hgPVzl}
zRPgtQHR!y{LW?OKRQIkUQ}7m}Vy!GA%!qObtXmyQ>dm)BDHuI7U8a}gwg|A@s47P!
z*8`3x52PK@(y8+tDlCw*M{pW4IOI^yKI~^c_3EEz(R@J`LLhVf-nGqYz6qKpV`GM1
zxvi<=p;6jO%*o+grS6=BapYx>HGacKn)*So9DOO)`YqIVVJ?T3p!1saEgCy37}Ups
zfyp%(yjQbc=B)Iv`84GYX_*>lgd#~dTq(vqDto;SI}p;s!|969)cjRv8ZrZtJu8XT
zyjd*3#|}qo;h_vwd0p&wsu+AMIpw(BOH}e-Y(ry?q#DJ!)b1{a&oeOWGgX|)JcZo#
zq%jD&&3kmHLOY&Se8#M#{hP8C3$tXBD^|x_y3?2&d7NXOwT@;0aZwUvK9#eh39B=K
zPD%4K(yTrr$2tprN+gjF1mdsUXu2l75q&;Hjzh@iys9<WbKlmk+G-aTatDT1TzVSi
zsezPrq|S<XxZmD7O;5sC_CqSZVh-R}H$A+ON&Cpydl6l3m*cq+L|04ZFHD-;d30@R
zJe{G)=~%+0N^a9d%9T3Wrg?ie9Px^P$ldF;)chRVjF!i8_7%-sX?GUniDDoRYVV~|
zGFN9MTrA_Uo;NY+#YyCxRe=yi;*a6v(CRg@%;~kODY)Cv(=x)Qb<6N6QZ*PYpQUP=
zwb`DR5;RBq)cx2v#sKMx4<`|=Sc1w&VV*K;8O|u)mL9GmN))15vc9^vV9?4}9jmIb
z@igrhmvs`#q+{l;aM(#11aXRAwk%m!<%M!eSNIRCz-3aP`LQqEE??<(x3e_Rkgk7+
zwPwi$#gE<2J-SmLQg%B*z^icT!Q&A~pn=@cYKdN2ofUHo1v&Cj(nd`8w=*52l>@C6
z&@G*f`z{Dv^~DvmCl<6vnO=3OPn+5v)$ztQm%(;OfRc42>Hh#+<gY5wJTWY@ER(xN
z2SU6W_HT;79}L;#WDDf~0MI0_G&-_bMVjQzD%4Ztr@7aYVckp`er)ROOxjwEPGnKk
zHEluSs}_u;r9*lXUR!nI@bEGz`M$NuT<cP_`_b4RT-P=Z72EyhrdX^zBD~LX)NSo`
zNQt+bV;@6aXW~x<>d?s30@Fr$7_8kN#&=dyVrJZx=sI7F?C;bgGLw!~jeQmm1%`Ut
zQ|IgAu@u#}M~qEtED~*<8Be&Ugu?M&(WvRVUbLinO0ph=S0AbP7UJ0%?MQX4F&GIg
zU{wrtDg1gfgm+*tI#eJMc&!`T3GJjSG-XKks+)FlYk|U0-5qYEXYjj`2tn&h<q!`v
z=6rKeH01Q9t0mbYGxxcs;HWrmwBn4-ns=94CXt$pdkj}(AgdK4p%u_+o-V%ANFHfr
z9gSd+qL^?`9M?@eM5*j&Dk^)Psiyei-v0n<PDdk^ZfjEONYZtPPQa+=kixuaGZ_x7
zN7A>nzY<<qkO?j;(WQ^4Jt`xXcsh~RlQngJ1m9W{Bm_$rs*2?1ifA09sLDsEuT;`?
z;dc-&cCj3T(w6eaPrlEdgD1EZo+>zJ2P%7=I7wD>P^^zFx3Zq*K(WTmE2^;4t>TC*
z!xDSeyXmQ65qol`G1DDul+?Ak{L+ZHBaGL~&)ZgfsaX0J@bs-`bD$S-Y0dkxDu$ur
z7iBv!&2ue%G>7JF(|MDrq_B2(k)&l(ufptyUS7#?`6j7@&uW>#&O6gU9qY0-iqOKf
zG_-q+KGeo+bmJYxOvGb>P&dqLNVj{K@}_CnYgcxJVn$^hjdeC&D~9DnQvf|wo-2h_
zz@wexZwJ=9=wqb~*^O)zCmoMPz0>sD__r9)5;!YdR->g$X)AduS}=IxrM1*$w_F!E
ztCsq#a!H9_IqYkqb*bVVk11iQ;hv1=UD%v5kVmaPHy+j63p+c=`H6m_vG0610~WOB
z+KTyQqj)oXHfZ54NtkjR_oi(%B=+*#Nw!4AB9YwJnL1OYq><~x5l*Arawcj+5`mLU
z4h0P5s|&NWI4J5y!9n0uiz0=_C=v0^Czt3&Ht)HW?C%sj%aMUo!*wb!JKK(et86}$
zecq=OMom2kuH4n8j*`z<!i1L?KDBb<&c{&-5UR*~*B~wz9QCKA<cQ&s$j7~H?PUHU
zVTYwnUK^WNo*B7~e{{l6pssp*Y3<mos6ht0eLuvTKv{F1<kp*9SYM_JD>3g{^2MzV
z3b=}pm%XYu5DD*6g&5@5S99TXd_B1w_N-gI9`e^aqR1WVno7rI8qld7%$6TE1uo7h
z;eKPD52ZM-6ed@&jJ0GSW4$RS98hsc3BjwmjOeRb3>%MnHxc!xVD-f)QQoP^7<(x#
z$*pfDwQbSJMRa<9i^^?|<&V@F<rrkr1W?1dsFW19F`YZJ(&K$UR^+NSM_%=tf8j4M
zmb82yOjjdodo`nGIS&=p>E0<MDo@9~a?TQu!dj(Qm-lBod8J=j6XwF(M|z+)HgVd$
zUfto;V+a&Fu<ul_{1I<C^P+8!{od8j9LAhw$s<}6D^6CLI13v_x}8x$CcAAn!zd6u
zgP%-N+Gx$CznLOrj)g@@b>e8PN0z^M^{#sL=ULj5K8}ta6r#JDiD_?QhXH>Yg6G8c
z_HnRq3ju+H*11hf#7}UzM#W%BaU{f+Z0FXM48Br))dh&D3Tn%8eN$0wM(O0`K|Bhi
zc)%2=j!#-pL0a`<lvR=8)^nb$jFP=Ls}`D_&4Y%DLyY$|S<h-kizlUO)Ml*CK2<Fa
z=S}gd%2h6YQ|dZbMw99KlK$}$MI)%|UQS_PGtMhRPLk>a=0_tUj%&}WfQo$7-I<i|
zvE3bBso@)073Q;Tp2oRpH2a%f!^<QN_^yuM#G7FeO^lwcn%lL#vAqgDM+ft+e{WiY
zwAIni2{i0*5HM0%xFfNsE-u{X4au)W)I2j|c^NQ`t=ARDUwC5j(6b_zPo;L###5Ty
z)-E<NwiX#DnqefJsw#c05h%dsfwfP)bn|v8M2pG5$?Hf|cBx9UeBC~^ExnwV4TT3Z
zoYZw}sMDPEiYed@0p_HQWO)Lh$@Q+9$HMYRb0U%T6?FK2?8kTmisha<o$QXvcuMxO
zRw(G&edEl&ROTVviu6kv1*`%&WX~Lv-n{-@OZz9}A9&SE&lJrv1XjnrdG+wsF%Iiv
z)}uy+82j=)67g&=305jt_pWzR@XgGCwWY&tJ%w=RS-WX>EQ~Q-4wK^Pt-x9G!l_`Z
z(X^Af&0jH!_bIazQqi?LVtmD7x$9YL5m)*0550Pvdgh;h7)RNb>Itm7%?{S>kCdPj
z(-q%G6{jrKk2<U;Ut63e38>`B;<_8n0_NP1iIw_RB+xueRg{c-S6w-&yQXl|qS07J
zDN1@%_VH1(?c+7CGiNlHaY!I@%}2QBtqkPxLdJ8=G_ARvu02Ur>r&g@O>X<6kc=GE
zIOdSxccM{J+%G8X&aTJB@<vrAVnuDos#t1kwf6H~Z}*7BS%Kt*w<}jPs3q{7)UjNu
z(>q(Q4?{ARfa5(Yn!V9)Er~lzDD)L}%U_l(D-uU~-M7^3?qeakpIS<O&*D0jDB^U2
z)ZmF^d=NqR6zHRAUuem$msPfc>xkD4>se92ZCHCzD$#30qL&ZUQ&Om`ix5~SLC4Kg
zotF44a79;>Q&^Wc=Ch`}l6J}HYZXp%cW2O4#9*@Of4g4ssV=LzN|etW9M&|f^0_&u
zs^oHL#yAzUAfc)9`G#v>6uDl+K@WO*j8lgkw@PG^4%Mdmo-5RmE*=h1$TU@8tnHIU
z9EqB#%`MNYJ|n^>@b$8{YqdZ4<JXL97EYkB1dmGf--@??WAM$Sp0~)q_~ZWog?Vf0
zw(`e^<dIxh_51suYs1QG2%6PhoITx{JDCX{)spM6u-VOZ_kj$hlN(QASyy&zC@cWY
z6l-*6r;f`NNOQw;6t|$FDWr+_BeI`rd%)4Q2;!NvjzxDyOLTmNYBPgsXz8@C7F^o0
ziJX|ne)Zhx{wue-j{(Mg39lU8&lMzhGQ@I@K^5rX@p6umJbX?L6?I#l(L7c<ntt{)
z+<S`VHGc;N1?<=ybBgA)-xOS1kS1)7nay?9J|v3a2H7&*!8PhrR4cE0bI)rLhIfXj
z;IA~xi&n&n-<4JnVDny|D_dTt?@>;B)-C@4hi&Egt(zXgxvS-FO7zZ(S*1BURneSg
z0@PA9XkTfU7G&;1S3De6YiDp6BkNvGOeE=iNc9z1&NqX(A1rEBiLt<`t!-LI9dTPR
zSfYSVD~_dQ4UK8il)fV#D+#6`1v_hA*Gmy$pSP`Ej^ZnHzype*d#M)A(~9MlT9qA<
z*#}OR+L~ujhT1X)0Unh`UlGa)Rd1Kpux6dvxhA1J*G(F351FznP1IXh>n-)b@$E8X
zp2no|Aim+%N4Ty$F<zB&*Hn9E`H3REYBj01?;dSTG?uY?n>St?QIl**HHmX+b7zqv
zo;?M0mO9K+U~a*!5+R*%>Z}cViwi=s_e|C|6GurNek3e^#-+d`gIz85iE7zo`A@ZT
zliSH_Aq}0qjd^&i7qWJVtt@k@^%_>ADl^3%VJ96arHD1a;VABUlxjvpx>5s!N&#+y
zl*HJnvDW04f-{<6Vh<f@LY&~!_F;2PH4;6SHmtL4sLg6dT#;M0deS(-;<<5vDn)R;
zIIhTJYDUK_viemWq;^IdTd4BNt-7+WG!@2ej!kCT>N3E<1Cd(xy0+u<@m*^b3d++s
zYhk59+M6)t)9xT|nltsqKmb#NoY!=+M|6QU<QlJc;mGB~#UDNElMzZU;5zd8RIM&a
z=yD^RRLK~vJFOmDbSKI<_7#sTuM=RYA6ns+DXxdQy`2YU?pi3Dd8!uyLEz?;+&LY1
zrZG6pOk&g2&k<4;R)~v%Mnw%k99G&h%#>Ps3)iM<Xf7py<w>YTAttFi8MOY<)M?%%
z*i~md3h7ez()Abam9H@dtigLVy8@0tqDtt=(vIlv?sN+~w%r&CeXE|;JU>0LB|$6g
zQtAFCDBwxYy>v0^P~HK^KGlOw59<?x)bqxIL^xz4>q-*>yX%cM*7V~Xoo75-kK4wz
zidKypX|1Z-64Z*VHEQpWAZYE8loES%*cyabB}R>y5nJuHN~{XCqGr_|Rh#PiJ^4Rx
z&*!{3Z|-xC>-t_^43vhakxGJ>KU0|?(gBSa(fsTR#Se^euf_nV9ZE#xD_4P3M8(vh
z4FhUN`I9q^7*UyC>~f90&PE&85P0&-&xk!<RGzM<4F`|0Rpfn#9ckYLDNdF(W;|~D
zNhCN(^1AdA>k}JY?{B{&w7EZkKMQBq+yAL4z1&rO5tE%czGYR+!*V#)SFcqeNI1}k
zcl;A<GRLmpDL@qpP<Y4OUj00)g&4oaesVjuGQYIf{VQ$-IBD)UW|jxVcpdT*Vr*N(
zgSrPLdzqerlH&h`-T`j%XSKVp(0N?<Cp|q?u?&e?wyA;#J)0@My_q1Y^^T+6)YX`&
zUd2vG0R3b2opHfCJ38;lxp{{_jRImbfEIP@Qv9d{EZ^O;YV%@@K1&Z-@$O(w@eysR
zvu*juP`BQ@LdwKdI6GXvBg=L;?@6`brm`p=tue~b9VF#LSBq=7a2@e4=x+~O(2<z$
zVQ2x1NnPz3E_nDOMJ1i9h?^!I7}X9nB|r-|48t2L^Kg|~M3OjROLEk%b8^pj<E@hm
zHcq#dGnnY^4U*5cSPSvAtN7Wla>-NWytaH2_O?4YayZ}%?x^;q_1U?+u7FGfeb=uq
zS2dhVRfQ6gXJofS;38Qo*^JfX1)Kjd2aH|dciVyqs`u-H*CCqrOPwHt)pU(fEip>h
zHiZzMmDfIQPD}N0W)k!N1^4USf&XaMkXz!y;(J`-N@q8dQGgH_V5l?ZzSc5yjQx=D
zlg@l`LdDg`u2qG|h|my;N1#j!_{4UWVF~;yr1EP&Ud96u<sTr@7yDMf#V795j|=?B
z?#i}Bl6}KW2*km_4ii?ra9*W-h&4%@Y2un+)E{yIjS_raQ8#fD{Lwfqg)7AG7`Lz5
z1|Hdp3$?mWx0mh~F3yAv?mL|MNzfkKPEpl&TNJ=1$HX4E)3~okNR0C8yN~bG9|AdS
zBt%Yo9-Bxs)(E#vWa%UN|9uo#uoC#O*|YTC<1OZN*9Te7#ucU<H+D>e(vUJEs>u_B
z2czaX_LBsWc6|MKWwY{nOksh<yg#M&hr(K9<}$^Rl-#h1*l5{Ac>+uniW{^JEqx@P
z(HRN=e>$TzL->LS(^6(;c1m7oPVtq(#L?##0X9;BXPLf2mz$j%4Y=f)q8v^^_=ulO
zXkuW6)k9c}S!Vg4fNhwi33L2P%TQzbSJ^fe2JrCL#m>QbbDEX**I<3mh7<lz46l3V
z^aJeni!Jm}-q<e4pOFCEW^cm|Rr3=YC=7dVV+rS11SM9R9+AABbVr*Q(zujl=*_iT
zWqg5#2GJ+c9K+KPSY?`Jo(WuLi2B7$+_Og;>Xg<SwRUE}dXFEnjvglkejj)U(z#48
zvo36B%z^3ZHM-Y+<c?)Ys(!}065)kCE0GdpRb|<fO->z_weS8_s2}=FBAu47zJ`8{
zt=g7^<Ur>=UXA0`$agj|l6n71#2*~-Wvy6@3R{kX=I*OiJ*Ay>;z%)M{il=Nb$JPu
z5{(@0x7sKe>;AUj+0a|rT}$qIQ(4N*H*NbPfg9}X4!eyU^Y{AA6I3k4cI9kmC$uIa
zkzf5lvo@*KC>rSxJce6UQ#M&1NMi)~x5<}`^jo|ZX6YP=p6psZfGzEc`vatv16Jlz
z-eymQpX=G83mC1l@*stSxQ+mOJzv#@<FI?Bdg}>^!ZGV_gr6bHCQl7&83z9%<IvOd
ze0TcaN(x4xc$I7CxJN1p1{=f-NKNhNu)EzPQ_(*FHl$>Ja6U^D%tg_brl?N`5Ptab
zo)QVJuITu9>w|s9JvNb6d$2kSNYqESQF9rVf6gDm6o4xg&1pJf0g>%|MoE~hVZHU7
zph`EN-e}-Lhr=OL(Zc;KJ!s&!sX9t|D7TJV$hV#G*Ik37hCLNDbTW$eL^behNo<hk
z%@aTaI`;Qe0#3ba{0EW5E1O7Sv0kQ79W;`XfFWn=hfXY6z-8D}gB<=Z1!}8p*^KQ9
zQozc09#Bafi+6H-0o1jHU&Lh5doNr!kMgv{J+Cm1p6)Q_c7>#{8~IKYQwmmCMfT69
z6Qc1mJ(U}gy$|5s8`os$sf~fHMRl|CH{g`r@P|AuLM^kYfF;TIQ#nb|zWA($P;fuA
zM_dcAHuIsavv0owGqWT&uhv$<hc(*T^0P)m_i)D*hNPWv*?vPJed5qc3^xNWV$HBE
znX&22f7^Dn1b)lZy81*OCigB&k><7^qW43aXqCybpXx;NLKX&>V`ErlGS&J%{R{nq
z3<xsWXJk%Bul^ZO=O8iuRQI=^2*9)o)(Y}!*`8F^xwNNVi3S#IyhfsU&t1j3{j+~%
zewOKF2cgCs?XI%;pVsap%2TDAsw5t*h4AxWZ#26;h;wzY9eZ*=P_VP@9>j^pNmteD
zZabGdeY@xN&b;1R!!=`y1IlD+dQe^W!HR+LLz>#>=LYR94+62f=>CzNxKM-9m6W21
zoE#+;&LXSsq!c_gvd7;{h;z~!@2+YyWtJs*E91kgzVb<B0Pb@BNp-LrFl1q;`Rfg_
z;l_id_S$H*%34lNCv!^IAsbaEwWs*;B2)b?`Y$N{y<|}Pq_K30e)0GaqeJbG5Od*a
zZqPTG|7f}rQW0AUQ+GK{a-3(tmGhSm(TD3v1n!86QvFLjkQpn?WV2$lpSuZNZLYM>
zUg-{<j=!p?et7Scp!X4U5Wk<8wH7?x2f-7iuAl!pdI?jcZ;#l6*$moUr8=5@iT7^Y
z<Q8mn^Oir3W)8QFloYB~sovns4|8r8PFF}tH>@0X#R1wY3U!0`8V2xxH`^V%B{)Ek
zoFjx6@z`cGdqcK&)avsSC3)(H3(a-hR&wyTD{?2rx!K-aq4*<Hj4d=4D8+{AA^C>5
zY}|xi4Ur|t>Cn<aidx~v4OL{`=(>rwHR>jES9%L`!JAVb$e_L>ghi(C_dwNn+zgh6
z7|p;{EB7DG!_K#9>G--@P<!)KQGt$7%+IMGLb+xKS8J+Psx5<aTev!&@2Gz$mDb{$
zpj!nmEN=NNa5VT)Tc&s8qAkLelGLqTQu3JI4O6bI&Nqd?&#er1M)PiWr3i3oAZsQR
zEX85|xS$5M@>(DBd(hh(0hC|Xt*miYtup|B1s#5S@4?ywc#qF5#!^5+^&@>AEWiBT
zBUJxr4e>U0fEEXr_Xm}YDC)EJ5Ym69J#0(-*E0BMF;_&GACX}y^a2q4%n*8xcedg+
zX1RD0d~YTANwz;^Zs%a()QQ>e+gLcXpj0h$kI4V{x|iP!c@?6lU#ehXl24~nlSgKk
zxOOx{-~QVX<z?{64YpU_%J<=x)3x&&sA@9{^eSvxUU1bgn?1Nz*JJ3K&M}h>$}Qe)
z3_jM@6xXxt(OQNMX%Y-Y=I30;NU+G_rrIaZGMX+o;ajoSuJFwSx{pu?=G6wre8$xM
zz$zxOpa)I^d{mc?T5O^=)@<z=Q0FC3aCRl>t;eLf){v0IpfL1P#D!%7_#q>TwlIq$
zdNI#}00!yq1X4Pp4P@4Q30rJ4>TC{+-37hU%QC>fZQ1O!95D`!mBj~djN^M?H5s@@
z(axr5O@l{B2}!hZzCUh};eKrR^!2Js8D3x<QH8&zu}krG0C8wFS4b2868N?_yt>%+
z$rQWx#0!At8GDeFSph&S7_}-N!svVB;r+m5GcL5RJSE>L{eFKAN*O#em|gkvkDh3m
z?ta4;{>)flGN#!x*@`jU%h(EY=o-R5Rn4oy008RXnr^=*dQ~lyDZIUd^cN285q;~_
z!G3S7r=~{I$=@`6^ENe%yL7mAC|gvomn-qSn#}kX6|imh*w^XHCcp)Bx=*Q?uj~}O
zuVFi%q{uDsj}sc##?CQF;#6rzxNNDtvHUrvWzOd1LZ-sOECqhWIsZj&nsbDzp6eAv
zy+YIWUV3ab_OIp{QVcR76{HrxcSxY!0S)!*)gU7b5S{$x99-M?A0-UNEs4&3h=CD*
za4%Z(oZh<?DVHvFe$%*JL-vu!uP0}>?A^5S{43=Jw$>AH`E9RNoWl_A?Chza=X3Ki
z$uz?|OIGM-_}>f<sJyUsQ3r!A8zNIjfx+T!&bD}q*OKE=s`O@ANkKGLSjT76coE}=
zU*iIlhIh<Ak(^JjO@`lA?h5ARxSZA9kd=a%p9L0b*8KMFYRcw=p1#wXXd?h$eL2#I
zeHw}bF?r>Fs1D(vF<S!OdM_=*3{7|J+h|`kZLLD3WX0kj14O9zZFBkpA(s9USKNNt
z5B?yd@E!a3gJ>llN^1wqG9EC>X3ST|c40^gSCCZ<&(HE}c=IvXP;|YYP9L1C1UeR{
zZ}0(|I6c_3mt7K0ItqA1<~iB%8fDBeYHmrAtv!k1x8p^Rei;tNI`SRU4!A-o6Dsz?
z0S=+bk_e;EjJB^xb9zQ3EEyy{_vM*v@H(@{!u${m3N%cNs-m4JO-fpzZe<n7^8j8&
zb9D%dX#lG22d2*Jjph2QT}w9d1MaeU97hAf@@?sj#<XF7cyLEvzvgqKnh$RnvG|dH
z_;p;;cxgHMpNiGp_7j4osxju@^iXNXo9t%dJ#Ic<(ax$3#s_R0Ha*9m78DC95?aHI
zV{PN;dZ8%$n;G-!t^vuvpl6|O7M%$Ihl9RuR&(i(&){W;ynIECUV6&`7Up5~KK;x=
zRLV%qC-uun{@;d%hVC>xYlPRxz;Leo8D`U?Nqyzx>``VI%3QSBb3!zBO<LDFUGPnq
z0hs*#;x<mX0v*)q?jlZ7#)Ly&(o~FKyxE-47Njux*Xk3ig4Jtsi*G9wxbD6Je74<1
ze*ookI7AI9EU(>&m^2yoZ{Hes#20X}8H;0F<1KXkvgh!hWv-;RbbHq5i}QW!-d1q`
zB<#>R?z72l8Dkp)mmGKNmjji@uRrcK`t9I!Z2L*41S9DG`S=36`b1e^N=#+fvE~=b
zfn5>i@QyzaHH=56*68|<L6XHD!O#tHoVxR6KC@o?s?mu7`!>ygxh~L-ehihh9TYBC
z&C4uwek=Z69hzrbPSbQ@pd8pEo?hlv@YI~0uKUfaG%i&O2+KL<-Ye+A?n8K&Zt$P!
zjh4r3?PUf-JI%U8PYdJ7iziApQeuhH*u<|S&##E5erx%ZFc&@Kbno&iV80aiPD<nx
z^JuhG$jB3e=~Cti6Fn|A2V*}3nYd7YCkvwi3UhXOtBy;dQ2(<dFr8K!bd_Skm5U2a
zaGp0oLO_Xu((*0WgIk-Y{xw(wV`zyB=L+EwDwet<Sg9a&hXv2`o$Doy5K&hnUtat|
z&s(4US3zKPo7X7RBB)9!mJe1inr`i(_y@%Ag-`sJIrGqyyAWN+*~~MsQ6i?$c0aQ?
zY@-FHhsvyIzb+zQOt@kdneF<4U<I4nEV#Lpn7*{*l{nYu+TuIAJ6S$12C{8{4{gIr
zTZ8zB)X-)L-yn;ke-mnI8ro|4T)zri$~#aC5}vexq3z^)8oLI^EAa2Y&g)E3kE9T&
z<nF$ZXOOwR=v|X&Iiqq}=-gkT>*5_P<7WiP;b7b_>)A^iaEr2$@p(dNkWs-#(rcdM
zPyDR(_2BD=t?@(PqBDfP32v-&Qj7ah%d9r%YPI_C&)orP5@%}qcf+FOz+D*6^y&_f
zo=Y8r98Z3&vk9`wdww*PxRHZ0HPZ9eMo+8dqsrFw=p}aVK8nY-RSs>uxhE%|RG?H`
z_O#0Q#_vA#cmk9?nfkZ+;jNQdBNCr9^*vsNC>$iHn~@)5>ZY#&qE{O*VVeF@cR@pe
zWh$!Og=9gi6ex&+s2FSf+rTkEO*#Y3WUh5;4h&mxF8CJkAa*0qPngX>_6w}<t<hQ*
zz{F1O-PI4o0t1nNY;H$yLp3jby1dZ^#)%jcV6Wd8*mnYqxvx60=qPzD{|FghhR6uk
zpK_MVSLA=wTzRV6X@C9B_s<5GKK`1yQ|%zh(Q)qpR|9Uh25<}Q+D(p34mxCzIqQ$8
z3AeAv5>`nmDh_D~4&QI};>PJ__8GVuP9A^9Qev=CCgk%)M{c~x&Qg4S2%~>Ga7C_F
z7`++eQw7;hi%Cat^4WnnMu|dU<E#jRNO}WVm+r?3@E2Ard^>Kgfeg>*X~%*aQo5@M
z++<|4(d-~qx06gi=)ky@!a1gBgXxnky6p|OD7~D2xa`JLde?8d)JU8>l&)S;rrn40
zR@w0m6Kq4kGJ=7U$(ssplZRvp8klLGxAURA#Hd&0r%Pl`33*-Q9WR8E>|8Ie(Y($e
z=QF<-A9FeLQjcntR_WF#_W_MKdf=*s7WRL4?V867e>9EbjP1{QPnb*tR)J<Ik6tu-
zl#~+#rl`vfzYlEN4xVWB>z*}w`+UwG-!*IBF0FfL?({_cU^X-GEk%z8R;}Dp;4ibP
zQhjR5n%nZ8_3M@rQ~E=a*6(RdM>hR+r<uu)!W8f7kK^W7ofZ!tsjTeB2h6E0*w(K9
z+u|nr&89fWuM-Z=HLluJIHHF5<R9NM<Eid^y-T)fYiV!F#H008qa}nQPr>`Wyk?E#
z3H6yluawejyJ&#7nj$0Hz|JfTMvbxlq<e&q#p6tYRRnp!YP!%M_*z<hKeE&-UF(>!
z_<j!lrWy0YBl11=)tr8_e!Z|=GtO<F^~68DLX^@mK(8u$`S%`*)ve$N%jAhmW;KrS
zcmb{|*S2(yEb#5S)yWIN9;gs$;$bAcG7)6gE3HM}{)fprZTK+1YNhkwXUna9z95-}
zO&iXao1%FN&;5D;89tTw^p`1kc|vW#qw2noUdy4XX(8=z0?IDqD|>3%eMFMp>IUh?
zFnQ!qc6zb4W2}sM9DAPT!6>J_T}okvh6-^zaPVu%v32>xda^H6?RnNZv{$)lymu7(
zM$+i6G2bPaP?LwiD$%yJ6{r;?5HWow+t)rw4hs?!@8l=*b%b;!=lc9<vbe}ovp!e4
zl(W*b7Kv^XlOoGXXNh?Iuv042obRdHJAGyOE&w+yrf_M%Xs7IVYoMQtEQH7p3x?sE
zQTLX(iJWbAoUZg;7s7$R@#yj9>B775<lq6eg`-XLs<|7rZ2~-H{uR1P2WWzKm2jfW
zhc`rT;T?0M@^6;hzwLVR_bBMCzT(wwJFB@**DkU<OP~n?P_-o6jXN@cAyvgMTk*i(
z`LHE_BjuIW+CcvyEj!el@ii4dQj-2dgs8P(sc4xmP|&+<%IAwbNkEd7ipsalSp@`t
zHO+Q#Mj)&$7YhPqCJFVs8roj<_%$12XTQm)9x`<D&;7ONT`JN2ubkTR;F&CRKglci
zE8jbr@VJ(e#<fFON|#q#KLRvgNxY@<p@uTE>`Tk^7ddQEWp5omj;`P>bJaGNc#wb_
z?d}epx^Vgn%y0eY`h%Gy_#PL+K?=0&RoEBG<H*q~#L7IalQvH8d0A5>t;CVx7&$In
z6n&{CqFcm1v+mIwNy{E9xq#1o3-|y7S(tD``b~8=sB@YhvNRW5tgv$&W!jI&NQM+6
zs1fMdvy)f#&RrwxfnL7rZy(%Mt~5Tj%*M~iO|_#=6p5!V?b-jMQJsq4bEk=BL1Kgy
zwrWLQ#Z$n^2MtIa4C4FVxdh*I*xpUuHCi0$Erss}pGS-9JB*VY5<5XH*hFPy@tc71
z8**8N<6QF$#K1o?7xV#^w*?Jz8XREQKJh;$Ctl+L3!4yjvi(gSE7NEjT1stgI`;1>
z95zY1{6u-BiTKL*{<lS@dx9OpNqW)Zdb%DvAU@6Nm&}eG)7sJu0yAn65nT;ZWM^%#
z@V-!Brr^SGfW!AE9!1E{VPjy}is=ZVL9{#65~j{`5nC#Xeb&OTCE+xM*B1llhn9*q
zp8@Cj1CJTggQ>CZG1fMG`B1DsU%}N{OFJsze@f|L5O_>o4qjT4<z+Ub<d$OVDOfp%
zs8Dw)#e83moUM8{!9^uKWv+ztHQ?mkTAe2djg6<ofP`&y+%iK;kX6;fN}uy<9eKK{
zkMcIpM`W=kUbFfFls}(}*UVWcHPw2`Bt2M}ZwvQEzWol0EESJ6hiQ1b#^IlcgG-;5
z8~AsYne6DP7UY<`>-LW5yoP9%zNB^ZYx>l#joHR2QHTGtGT_n9H`gDav7p=fKi)W-
zUouJ&-Z&N21js{cH!Z(F^{43<ORB*=Imb{Q$nS?M0YJ6{Nn_@~i;qylk;XSUYt}>P
zOmPilI6|V39>f7DX$<H7&BbU|K+s*e;s@mLH4P>?98?6tF5~*kLURJkf$V+=jg0mL
zSuSqnD#&F6u)0OmP*oC*Dr~%B;q~1H?OV895ApCRDG_b*S8zoqyNKwS^xsNP;$^=9
z?v=*brlm9keH}YhqQ*7DCd)58iK}g78$-igD|+$+?`I@cC9ZMW!OC2t>FC8c+3GNk
zF9X<;cl&VfNb8YX6ICOOZ?a$4do(!qtdRhhhDuUBU<p$X_^z|k%>w?TDf<6V^^beC
zb1Jk1fb-*rkycH{``3Fo>K~u90L^O$>Iz$)$=P$i%@k*)rci7<zPAkW`u(sr47^)8
zv);aSpW|nY2!7~k;044#9r-12&*=KkhggG}t7G)<3}Jy-ox*2?=7aYsbqZmYw_nBb
z>mfh%Il1dOocvq;T$-2y^?qaM=88EPx@%{}Qk>8oK#e$&0_O#Vu3P;4-Ci5z#vE0M
z1i-+h-uqvsmn2uz&6lrB**!9_7XGq&xy$qM!Lxs<YOjQzuq^vOws7JH#+Q}O?N~Hh
z_0_Ppcmko~5mTr7K1@is!G(+hR*^!s!vqP{fp_>pKiv+WQZ2p?n_htR*S~y7u_R$V
ztNllqTe7CJKZ4snHb0w~8^Tfw-7fq|Zu)^+UwpG%_wL3$1MoS(7mg9mW%Rb#o4P#!
zhwZ!p&aJO$0dSdj{#e7xDYt-Odd|7X`gBb)te3T`t+r3Q5tC)MYpBmaOJ7fjP0%SR
z6m+y4@!i0*AXd%OMb-3lVPAIqbp6a(R-ROs_wDL2t4kv^b8mxkXL-w}5*Zsfe{_#=
zmIz@oOX&G<Mx7WEFmjZ9tN8uUr8c6nsNGeX8Rb<zbm80&gEGgiUonn>hZC>lhcD*d
zCAia-)L)q%YwFiqEJAPYwR|Qdd;t4{o&KW<jB(@&$5iwMO_!O|UZK>qgA3YqGHEB;
zyLHT6`idVI%^_pNX$mEtLu8QUp{l5<qg_wHQ#XGUd^mQE+7+3p^6ZsS@6qd8;M@Rw
zbh}oJLy%1EgKL@o&&QYa<@A(`{D6C;WGu(gv?x<WAt<Z7Aoso8mcoR~YX<d+mBPLs
zY=c{<*ko8idF`Nf`}R`fA=(*W*eGJC5bXDOK%DD2;-krRS8(5eJZZRrdTlg)tjzAe
zZ=Tnl(9oos9MjWNDH3<v00_J)4TBEfK+H*`QNY#x;{LH0HOclVk}4N^pa;KYDcV<+
zf7t{8azGhYBC#gV-2v;?1NiT$Wgpzno2&E7U*qXBeXm40LR*sk#XqtD-J-9)+q#^q
zF&JeggN$won-1syRc!R;W6~j4wCg&3Za`>#zn}i)wmp5=3xz$@d!vCoXnSNTIPur?
z#HWSR3}t__(QRCKdF>3#?)xZ*KN+2}0$5WINkcK=DbI;+oPsNzo4*Zdw4_n0r?SgI
z(SVrbXvlY|6F_#sn^X-hPY>g^{D<GD%<9WEuJK%B*mjuWiEX%XZIEctA{?}~Jfl!F
zo?rRp?V)g&OQnN%_46$P)<NQSSd|uiBP7#S&rD1WoQVzGASkY@C)-#b5bg;;xxcd=
z`GLGBHchI<kd2!Gx^Uc3=^6@HOJM+f#zpY@GT?kia9I|G)8Uk!&8-%>%F<4Slv{!?
z^$6KJvwXO@RPDK<)-qW7qLT{)Vk2l(if!BZ0Ct`mVHTvV^k%f<O1At>6bK{ti;pMd
zEVdz;n+23z&Rei}8>6st;<5O5km0)R(TL#=0*`wsoUH=B+7464Q3@CUPT6v7DH)Oq
zKW1q-?2h+CG^&4`3au+w=31k-6FS0zki)g9t}1EC8zn;McjLcKDhmO7j%>NTRxIZd
zQF=gF>QhAGX15Qw!)n%j$Im<_6K*)i^2*hM$<LNTv^`Z5DAlP;`VJ7PhDFp-UDqJ!
zUfBndS%&Yfod9;C4C8Uz)Ex-Zxa!K8l}mh+jq~fp)$w+o3=tTU^;mR0%7%mWS@*Il
ziIOy%07svN_a?A~;ALr3eQ{m&OH`Xei2}y*>hBSIH77#bN=?`H9eB}G^?F^4!fm`5
z1A53R!1L*hw{x+Vudl|RM|Qm^(B+Nb+%a`)JC}%Y^i~`lv-z#tIO{%X$9Sd;2ou`R
za@zojd>qh^)Ec55yYUy*VraiHgbLt<4*H!elF1K*$aTR2b&oS}9qG%ATd_QX_(`3v
zhNYbG>OzTrxN{`#t4_SJ<$UP!l$@-k`LV2t2QwuPL3yZPBj<_s-t0CSr~T|wD!V)*
zJb4wHMHbhjQ;wK4cKQv2NrrwX9hqM$^436zrpMhR^JOJH4<)OOUV(+Vnwy-Gk-Vja
zJ~xxrCO8))s#QH|q(6hqeTrktzSIhwmejC|SB&Ijcuu|N2t8PA{rmjhzn7=$nEEAc
z=MKl!1`XZtR1$3}v;Cc4k&pjg+8w54nwfEzfqVp=dk$|LXUh824z8aP8I9%Kl5ZxS
zJPE9^{ZchIu=^-GoluOn;O26rZ|`>Py{qG3cUd3uE^CY`k1-GD&2u_@MKCDCBSTb8
zKN?<1z7a9g{L^@Vx_3b`_q{a6Y`lB+Y;fM;hCV&M<vnh~QWyeoS9f{$fIGYMSj78|
zR(!wco<?dd#65_q0vIv%;rz4?a1he>#HY18L*U>Vm^yW5-ok?VmSe`?M?#MR%f9dY
z2vPM9?|XL$s^xOyZyEfV@!^c8Px7IY5j6)kG>u;(R16R#-e1zK!DU4d*I>n|8!xNv
z-TibmN$)`-<0`+{tHhqVy1Kxh_XOQ=V0Xc;PoxJ-6W`o$B<=SOE=}>GWeh_WC)+Ni
zV2{vPD<5Uwma;274abn3rQ2PTqHb-kGBH1Ein~?a7|#xVu0IW&2rSjGoYF#Zq7Vaf
zS(z`DY~*jx(r&oI6<a~cp18eG%+t^_xe=*rwRYLFmO~3|m2M5ukD@DB3p3l#Y6_+A
z>7{y<>m;O~o3tx5%DMJjCbTs5`B|mHx22#4s1HuzlWuHku1^6eM!=FTb6IzX7OBtu
z(X8@Z0QJw+qO$fv=20t)Y&|D6QV-3q-&m+?2}|#t+E9uE2D<MHDL$(-sAd(tMlzI4
zCJ%xg+xO7haiZB3uao)%%*Hu~H`}Y6I@3i5T`dBO&|5M7)BI4wj*h`CsUQo#+x5>|
zh=7T~OIK{zS$K%{Uk$Ijh5%-mjP>bE<gzRGAU*>`6NCQ+e$GSnKM2#pu?q>@<iNkq
zh6w-R%%Y*qxI5~!c1qzc??-OYx4=vnB@7sdu8@2;q!~VYQ%sQ>3KBP1ot&J&B<q;*
zkqZ_?j`c~`MVY;km}cCqBBwu-z;Dzoc>l;R5{A0J4SoVpsVUIq44$k|?a+K>(Xb4y
zlq`hMgY3;Fx=3_!f!T0tgx)RO@vduTpnjc>WMkKekD76o%m8@Gb~gTT!3&<ud0^n`
z9Ns=IT8@>z3-RUEbg=fB!qg1#8q`U74_cNlFj(VgZ10}=-O1mMSof6cc}w6y0OI@U
zCe$(-+W_8GTlNE96JEOSYBv<#$P^9y5ac|AJCSfsUpSIgNnZOq(LzQK8@n`?PcCw;
zbO?lgs1&gXpK*X=5*S)5mufa{bF(l``jdUk5qHvn$=S*HWmt6xP;ROWZD|&|7#?Fu
zPf&GLc%ZO2!lFgGtFSO$q=cHXNf%;TLr=y~2Z6Vs8y2cm^r@<0#;1U4%<==_skrGj
zFqx!Iz?gd3FW#g=10WgjQbZu{J%b`lZgq4|K@!~`S@>DQHBNSrr3+d{c@;3a+qM<{
z1<sb#j0u(k$6uH7vFl6gqo+r7lRxg?1=e?m_S~*^CtLD2*B|(IC`doWYFSe1Yd4gI
z&r6UmM{KdU(f0g$l8<(@9(cDuQxbi&Q18q9@Z6-AtMZLnJLd?WO$C>5WQ&8T{#}z~
zbNEd?`n(t|`sT)l!JQ$sxAul(M5Ct7ZqH=QNoV4|#di5q^PAX;_kwBp(<1p%WRnb9
zyEfasUlU#t(g^t*8r9k>`E3f*<N0$~>t0MIK$+mi6j&~I8T4?}a1w|`dv8NJ*enxg
zF>26b;o5-TDu%O6^KFMPffi5a0RW0JPF+9kR2Q#aZU@?Ir6L)!q(tQGk<b)+eFc-j
zgty*}j<IH?Wv&a4Zi(SO-pCyDWJ4Dx#1(me3NH5JsT}g}EUsAvHSC*R`8{LeWygQ}
z$vF8-PWql1TdGltJ$*Th2tm3=<EPGe*U{cauN7d2oywx$2mPZA{2|}T3M5z+w`u`B
z9oc}B5&9Ux3aGAdvENBx5tq~t_c$~W6Mbc>%jPk_%}Nx@_m0m+e}qa)YY#VQnBFH;
z3BGxcX<;nY{S9_;SnXE8dHhEcuDwcWhHS`WN=jTVO1q&9zU!+xd5!#7P_EOY#x^6y
zbO+&)nm?H>9bibh+kT^Zqa6C7BJt432K^Bt=iSiRVB9rnPztzW8yYT=L*fij@EEK9
z2jmNNng93R=06(E@FS=%h;kp49}1uO_ulINp8#Hj|6X|gcRajlLq6v#`(HLM{^jXP
zkDgwX1~9tYfVZs<V$q>qIn<MeRJ~#|p6h(ceK%^UEh$fhC@MP~>)IWzAb&$s3~jt8
zH*b{~Zz24Bdc);Fme9WYtpR6Oh`=1y_sl)h4KBQSNLs=I^@U!iYLEj|-==89;(bKa
zz#frX5jOoB+_0`Dc*y;j>q$t@;#29El?YS#qN9k#S|B;l>-S3)z|nJR@Km>`dno=1
zOEq(ZO>EbTr<MKKF#$W-n2g6tszH7k=UFS^-XEL8ic2*l`A*9_;<;9F(bwa0LqM0`
zwK&O8WmU>hc<v$*8&&huV*vUp+snFPAAQ8i8L9HdJfv{;`oI=l#6`a<G;FUFCs$Jx
zv+FQfs%nnQoix9(5}6R>F3bdZ=q^MB3-e2#o|q@TyJLqyjPYD~&F2(U$A8Egy?+wM
z8!2g}E(7RhLKJ3<7nbvK=9$XNP5hL5xro@#)!y_2k2I25^jICNv18Jj!YiGC$&L0?
z1$moKgQMjVFHoB5I8`XG$~BV~_*Z*%Ygpo$-}t#ouH4}6c)diQ@G24=3swsOPa1VZ
zU|;oE)$z&|P|`4R(G5QowoA6!0n-DDEWByn`&Uq@X`53vRuzos^ZWPiWWjoe52yKf
z`*lz<-mx~&kn+-uBPNPQfA-;89e4<6CYD|?UMkNSYhA~Cca6>RcnhSa0I7eOwZ@NF
zd{-uUg<b_f#fU)I^wq9SZmQaXMPA=g1pabxV+n8wbZ*K5w^SIaIMrNdtg8Vcmt=qC
z7Y;76V$E!s@^KAMeUmSN;A!5!)36R)`4cRPuWC7H$*@T{7ulnxZC>|XDql*v3=(3{
z)k?aXrmectm5^Aak=oSz%^Q;1#%5R6vCR0mIqZRA7yxE!g1RbNWsY*UYUa;kD^}@j
z3Pa7qydES9z~%*Ny3HLDi;v27=jv<IQGF{-W$dh7%;5_4GG^b8K%=<VZTBO}u|vW~
z2m-rVfDS6G^svrIVdC?0fuXt9wgQ$f1|E#Ve5bFe37<~nWbrl<ADaBUEtF+&1q@!e
zxoi8$@9^jvN&RsQrNQsJ`(TPs=?vOcuy7jAOLC^vT(dr}YSOkux^%r=#$;(DrI%qn
z7ai7S?^=xX>YrA<Jdoo_1vE$s6w<*W6g`%qzikUFVhTw&D!?AsRovAX+v(zMFN2Dj
zn=o{rF4;o+${H4#nD&C5QdDhcBqg?=)>B&6(9fYY7jL|FZL8CBcddH$ZfsyZDBDF&
z*9HkzJ4WN*Si!NrFEtPnz90B3zpE5{e|X4Qy6^BASxnVZz&Aqx=`*@1_d%)fMGF-%
z++%9|4ts!QmmMEOvV9*CKS<;ZGrI;wg}5swbUz%&+I*p%C~+eS&Qi%#Xr^*pfDMz~
zo<)}!xZ0Br9@z=FD5b}X>nfbBRBuY<@y3|3=+b9!(yb-bB&g#GL;xmLV*mxqCN@g(
ztWa&{j@i&nijm(ZemYaSdLdk<U~#RdRf$Hmt&|F0JA1wz@gfZ!fELad3$H!5<Fo#K
zr1X^4G%OqLo)QYS+*eTs+pT#jll7Y^^(7tofWxD3eHS}vyMAU(l=sSma3)V;px!lp
zAEU;?@4E1?Ws6Ik0eTf`>1|8l6NLPURfS>+yuuLRc&YH}X{BZv1E9t-e|qTL3E~T2
zIi5(Fu8`B0Pij}(H?oS>*kS%sLHkuf^<@T+_1Xjt!X(DTHHPFVG6D}?@TN~MG<~=U
zc+=!%W&ruQf_uDF;;AsQ5y!Ho8XNyO{7Nh?k;Qx2qcCw8@+60Es<Nb52h#%V=KDUh
zV_*Ss!9B|4Fweb_)|^9DW(=Oo&bT9cbJ%&MCa^M})u>PlJfck==;qwN7sT1FGh4dz
zG)bQyK;?$kQAzcm`MZMP-7i)S2V(bL>|Q)Lxd!TocJKZ;dVCJu8OtWW{;hMO+Y+AT
zRvp#7qx&@cj8)K5iU3XY6!*7=9zy8Hj1sPloMQSjKli-2^%@w@Rr|p9;3PW^pAw?~
zUDd{r?|YWNs9pR(4?`t*An{{0wn>BOz69w<7_xk6!HQVB)|_d`(TH`#G<}=KCR2Lr
z4$!O8McH%On6~>X?>uj3wcMQO&{$BEQVKlP(Es>=ZS5ugR$Z3HP@U6cP^XU`UHUBs
zp@zD2%d`3?SWFfrG=wx0Zat_@k&T&nr^NAkG$Q~XVSUI}O_Um|$ohFDq#`4$R;ag7
z?(MXorUS!(HnIWZx6C%tF5%K%P*DoBKw6u&3f-=bJA3UDL5m-cXWq4m@i)%L=mRDp
z$v~o#pnQ}1Q__1T>?hNTD(+1uz&ae05>#&DiW7xs=sxq5G#1!)pmcsS)_}0rv9FyE
zfJu7<XGeS;$5gLtm}BnolUu@(cuF#g!O~Gb@&4__?e7!zwI?T++s>jRY{Z9As)vpi
zM6<??nERik$U-8+vw?iphbeuG6->jcxUR}JIx}E*bI~&f)y$_inR2!%SU0c4`2nKD
z6aKLC@&?{e@VGJ8q^JeNp>e9MHa!(rguApoK!h>rhc|GJlrj&`5R5sviRSquaw2M@
zIQd$I(+uIt2S$T!ljw|Q8@Tha70S(;*~1p4QU)tiE?wJkMq0j+#FCn&yV%Uov-vOS
z4Qta^%@}By@~88pxYH5_zM+qiF5dv98eNL;#rxjeZ*eM4N~{wdK5F_Yx74nZ*!t@0
z2e<8EGdC`TFUvo=FT|lD#cI4$E#pvj>*d1_5(LY|MCUnE%Z~QTRv6?Ri>Z&&mo^&X
zxUD(2>U7`{ZA&`G7?A4GYRICq!@~J@vk;f++q%7fS9Ga0*!0SwWht)^o}H#EAE!Ov
z2FRk@G5o3yol4``PZ8ma{3ir};a}b6+yrZfT5r_KpH{E=s*C~3#^aPk2y$g_#nOOH
zeZ%3f!^G!+D`~XW1!U{25nrt;cGFS-%J>nmCN1mNw4J;$;ZkI>^%MVz3@jzbzR-J?
z-JnUXu*Czk!oqCXkMLR%Yw=VIQjF!xt-HPK+-v<w;CV|fr(^_lt5kq-qjCbKU#4?;
z!%NHiJ$)^&+bfmJx!yp@$U^Vd5a)MLm0J3>b=Rq~*c7EIo<`x^JzRsva8CcE9f_oQ
zOl2vc3q~)7Ial{N41Q7%`9V{7j{@PEzd%B1!`h5H4{YJ^FlTF6y#d&n9zNyv7ZHpu
zaU%uevByE~iswQ?oKZPE{wsMlpErF<bTcuhstb4EWfPfTkL6tC4NCH)T~w9)z8z9@
zt~ukfD%v4=)<xP*Ay2D3o@*mhrh46J120?3Rmmd@dsQw|awhMG8W+q<w$hZEBZft!
z8Wr5NP^rwaPT5)(d5~B~*RGE1<P&eE1SPu=S}3YKy-T?}J&<0I-0nyvH9Z1qx#3an
zDcBsxvH>`zKNAiM;qiJxHE?b%2NL&uSb;(7q6Sw_D*P=aD&qN@xsM<F_j2M7Ndjdg
zh<ric?p#Xqj>$CMC6>g1Ik9}{{bg2G-oUU36F%X|nU4c*X&aQUZRAhQjjlDnx<pnj
zSwuVju|&az7fA}Z)EC{Ne?o|YBW^?2t=%@#@;}o(!8?og%WdQ}qu+3@TW%Z9CdS^a
z@TodOJHz{pEx)94GWs)2BwMq8&fmZ@o2=kWO$QrPyVVsD9WCl$7Cn@CG5D^-WXSKy
z7%Qv0Dx#PCbsq?ELIZ>z1#G`a7UO59GOFsR4(4%`4Vp019O<Tf5LfZ{Ma93Q^e$ca
zyLpip-wD%iz`2B(3&FW=gE}abT451qZ0klMMbp4;D69%lJt>!I?7Y3RZl()m-G?xo
z<Con(xoWGW^fFtYY6yO{FwfF_0rx@_hycUXVOIEDqUtEi=Jgk)pFD*k@pVKi3mY2N
z{%%o&;;uye%YcO$aJ84{!s|r02%9*}a4Gb7Kre#p$+Ht|R>jV1MR|sJZN=X+grCMM
z!YJVU;#=Nw!#bX9(d1RGa(xA?0k@g#V>ZkujsiSUXv^<sH+bsT#_&H79;Odt_&hzG
z(GvOf+Z+Bx??#~MU9YGC(e5`|htTXg_C}M=#BJQcJR$D2FeM?dm<PKNHNA=BqOTOn
zl-VVl5C^)EJZKMDGqtQ*DWL*C>pMjMx&LUQq=IgY@i{+!3+lR@^77DjsuwxNd<Q#e
z&Zdk=%@3-(y2Im8A)BrF{0QA=xU~58-3y*y;k#z>8*-^U^%^M9Sft^>(bAeiHnQQ@
zG9!Q*EZX?_7ax7lC;aR>Qm(CB<;nr#nZ8c<c)5hS52lZ?oL2*b3|y6RIk`W19bExe
zGD&;pZ?@R<&bv6omA<?+hMe&fj3|w-ur6~Cc4*F;)s6#4YR`uevK12(l?f2-oVxpO
zr6IxX-&QmV3=zo^rI(^sYI+2p^az2a`e-(v!h74W%b944N8`3zamr?VmF;1olW`6d
zhZ$6<Gp`TaI1c;Vw*|H$K5DqXL=`%FQ1I3SCb?$p8~;ipe8Fr@Ufx@5JGe@!gKZLA
z;P0izcyd?k;X#8k3G!%LYoSG+y9zD}>nT6kbG-V^yERyFJ)95Pb`PJtd<->j5iz#m
zF!*9m3hEE5Vz*58s6Pj&^I116%B>3H9Ljyg7g<!T66u?Sx|q>zO-xMIxxbbC?c~BL
z-4ny1(aV!p7ra&Mcs??B3Mtx}g#u_^W=y<IR)02U`J~$qB<9H9&GgR7#^Z^idkzz<
zPtlOmP7o_Zb5b>==8xN~f_A4qig&!4W#YuH%Nsp0Jg;k!y?T2KjglrBSio<cA7d>H
z?=Q()^BhDaPg5JPR~xM<yoElI!`HmLz_Z&pEzuvRxf@DEql}dfAw!{&s?;n~X)k*E
zm}o=^c?_Ouz#3j&gK7;{nE}&^n76r<h{g^Fd({q+bQ_5`m}Tm2gN*aD1Yv?10FbD6
zoGHXpvP8aH+Mo=CHtTY!UL!0GW_buzRgE7*De9*H7li@%aDXGL4r@Yw!K|`yG9-?c
zD3((V<Q5$>>RBwTUc=YgE|ipnQDO1ihWn;s3ajSraSn)CmJp8}1n}8iK%*hQ+pdw>
zs-G9l6q-(&&MWz%@Ox_EiA$j-ULAs1Q`u4CTxPzUorN}A{TxMk(`Id*ze$9CR{^D`
zOT<oiF5%#~bXh;w<BJJT`ZSc67zN||(YqKWVWv8Hol$$rtH;29BgahQx|JcBuOx`>
z9@-m$w7Ld%cq<>od#7z8#+36wr3@u4UZn?=jWWg+I@`YBJU|F|_q3PedD%T)bCMS(
z;)^?zav&1%Zzwq3y9>#u_&J0{=|nQb3&ur22T4m1ab!~ZbaXyX4l9wHv&LgW6sB@k
zQt}mZVs-28$$o!8D#P51nO`rq+CjZg!u&t#fmw0v-^XkJ(Uh#!F~ZL4T8F;=mOJ$v
z+h9CRGCBpe0xaQWuvKEjwZbPQ_OL42Y26p$X<)dAv`GEb!L;4ur9$4N+6`ZkwEi+y
zTqW-k-sZgAT|9ewaNnwCeg?UWF1fQ*SZCL^kQLNmV>w>ZMz=yM)`AMb1-?B3IO%_L
zTxp}_ChG<u0mDc1`|xjl%ic3E<fBaw-aA0Ek>heYGmx>-jPFVN^h)MSR-@J`uQ4{s
z7@@iPvbfbzJ?6;g4<s^u%WG5dA6KnxOwR8y{&|SLfbdq)L<W(=p=BolML|wl`;P^C
z{LX&xC<<U!x@kYYzajmE+oc^f^aHutpb`XU-^8D23<qsfVA-4Fz*#=)7#f><#i6(v
z=qtFyEwM^+pye=^r-JjL<t!GKU)rFuQR3CZpz!w#o_Wk@yRy_WVgooxnhrE})V^sb
z2;(}byLZUidme?e7tlVPN1v6*Q>x7`8(p0r>kiBE8co_LJEtmYWvjF)o+IaqGm3JY
zSw`4B_%8>e!5VYX?f{#EvaCN(_}SV{1Z?PDd_#6ie6nAE{h2YfRvVf9KV9u1LvyNR
z{LQ1!P>=SZUAuE76zND=;1^HrYo-DEas^&$Vu@t2qa#m>=!zdw_19OjNfg=sE#xm^
zJVu?3gfvqOzYR3XQ-N^vGN8GCu6cAw1g>TB)iS#;Y(w<ZyU?c+uuN0W@BY`bsUU{>
z|7dohA<1pqHfssoOfm=|HriTbBjBR2A_YCfbG|LFJ}<F{BZ^cM5n;5{6t}jGx9uxt
z9QZwr5zkil%0waJ6GJXAB;v*EC`~;ZaW+$uX=CO?b428jV0T8wU56Nwed1um<jPy&
z6XI2(W^H(u<(9J_d*Rwu5rXX9h3j`dmVdcnQHop7oYz2yUe)?q<%~|F;Ua-w7BN9o
z_**c<LL53)D}3_H%l2w>)GhUCkM`hY9*RPqr<BPvRl^eFTx#-_tR!MSARQt261`Vp
zs(a^NO8;*gH%m8_T~qa7LUMFbAoVcUus*6JxMxaM<0?P4PQHJGNvkT`JUpQeuBoxr
zU`cdY8Nxv>suAl5EfHxes6!)*S7o+Qs8bjj!~)s)BD-hmUa?%5NvE+L@eplmXN<bb
z?TRjtY8a}hy_r8r)2-_&(XPSr%NAihy(Uu$f3-$irYqcsOU{7uJgrK3;^2zcSBRaw
z&UcCz!x_zL38A6+t+zxod3+@_D_je9hU9e>c!F+nebakZ$r+CmHS592;*2D66z>`N
zm0LwsxZ2i_N?a>C#e=18;<?K=VkYvI%1Hr&np3fp0n}Q<E}xmU;%`b;XyGR4tLNY+
zJhGFaf;WrNj=5!*^Xcxp)Cg!w_@hHOT{5O5<++O{tICUu>T}B$(MH-5>;pe4=qo=c
zeAAK^ZZ8G%?>J1fD+&*mt>iGP`H^l(Fj5VtEBW^5S2<7-lv|&a=~q*+iM$Mb30a*_
z5#uH#P84qTj>R8e<pcLOe`7iRqtP9D#6*0wf7rL$1AB4CX8!k<NGMOsvtY<x!lRmt
zg}|rQjYJ3t>W&CSoMvJe*uR8_cSD&W^hD0&d}?>~ZKsl2haPl$b8{<a$4vH4Tl_l}
zK)iERVxQ=K@C?do#=39qw(MY2btTJ0L*wyMlEbKl)cx68OblS`i&Ffs5fjfiy9b{2
z0%ldgU2!w13}(HQz!2mt%o<$*a6}~}Z*+dj6R)*iW13NWfmcuwZ#lO8lYO4WG5>Kx
zVtY#ADZAsg4dXV*i9ff_^`Nc~8L@6qn*%x-0xwG^$F4a|5`UCMO=s0>)g||@dk=5J
z^~XQ=mlNf`U%lsA0Ki6RD+|`d-%g3#`<9y68Xkea#bT$5qKY~0am??0uEIbi!;@zc
zl;E*Mk>ZK%k0o6!1QpID)s-T{o&gPn#q2&j!d*VM;&xvUeYL}^@F1#a`gpJ$OLDhi
zW=!<Yz*K%aeRFNzu@sOD3SVivZQg4G_ZH!73|{Fbt-!9p+?NXYs&%9T9z7|Dl%KSY
zPzgq=t2L>^DEcYUZ9V72wqS#jj@wor$A?L!j>J8Og>0qpz*qx(ovZyg>0>yNwHhOr
z6%=?XbwPv4dK5~-fG)g_6{9&`;0de%JxUfW9P!W0knx;Mr(#tpx|ICSM@3l2@P1hw
zG2n7N2~oBYJV7#4)4+&)PS@fBLs#6_0vxHY#j-PiQ-zt??h-<$(p4+;;zjIALEO8P
z9IGJ5bbv~~yoKZwt~JWi((giDhq8W~C=+|%=UJ+=QFFBeT(_&%VC*%sJC>imaqYk`
zH`JghMT{2Wu2E#S`6oZ(#6OCJ<x6Qcy`1_~r6~r$9jBRtCmBskNhH@Sl`WsV*x7T!
zedGfBrJBt)v2JbKjC7=z^YoY!Tb?07aMj_d!g@yj^o=hS7v&w@IQ?8noxEurZ$I6Y
z7;6eV&Dc0|6xI%6ntD=F(5b$GGee~1TV8`F6YV}!ehGkK!tmO#9DOi|(O31eYuTQQ
zydebdJ___lMh#X480(a9*^wQpJKF|~8u$&1ir}W-kV>Lws?K@}i);3d#R#!9T9T%x
z22gIk9V}Z>MRah3G>UnrXpfpI1#uHI+0}owRS4|riimTLy3J3&<Sy%%nBpm^bB?t%
z@|M+27?I*u$PCcY+2FfYMpjIodNrFw<{QT`h*n~(#Y@oMV8d4g7V=$c?J>6SSa%LE
z7?{8rp5ix>*mthlPNKZ~EI20{<x#HQu!6TOEn_T;KVSS-+JjI7M(1v_JtnQos<~z;
zGpF76W%0-E>!u;x8Q~_D7Q<gcw~elrdn8X>Pq$!I_+U<yMntb{py@bCBVwGcXa~py
z;+wy$J_4?-YcB3!GLCarAIGT}wu>wHl5{&Vg7}J&>GD?BJz~fL^wnn~eRL`|3dIOb
zSt|*~Ud0GYD@*OP@6SXI$NoLcyZ8I*|4(R_Oe4+*TvM;uz4&7I;KZTjcp34li})W+
zQyna{t>yQ}k1Yl~g!l^j^E&gK6@SV2D!~8BNO+4E-eVbVQ$>3S)tT)5O~GO_UU@&l
zvqEWqPfqXZ3i4fd-tMWc4-X9=HyG+`<S(p)>P$tE;8+%sw0|duBL6ElrcFwhw=!^c
zmxpB#mEoZo)N_uo9Wi<S@7>2D4B%0R*`Z4UsS};gmeF+qUKv%(HhC$ZiW4bw1wSL*
zit!k3+p66`VmEJ}4RsOrd03Nyk{f|<^aX;XN<*pE-=E)mL79&D+SC`!$*^;~AOE<1
zW;_jl1(=U}o;wCV0U>`@B&+*!@rTx>3$~}z52wpS*m!>%<9GC~eI=ZHcz$JO$OSdj
za}4pUV*Fg$y<T+^Zc-!13K0F~0DHC4X$k{-l{tQ)HUf!108>sFWPFNu0BTGJNO%qT
zwrjd)!diH;j4X+4{7g3cm1cPPtsx)9XDN?wl}_sq$c?&=2;Fvo%E)GH=ruQRl<(gR
z`&as{B)01g=oyGU^at_llS)6e8N$$I)gzUf`EEfK>vdYjRTMEHIJ|VLK6g0W<e2oN
z79qhMf!hM#VQm|tdJQ+8O8H7P3Trb|)ebASjZOVx(g=mlX8jPR1;@OQ@vOQhy&!8s
z@fX3^&JfJZ2Hq#&DMbbq`o0ryvI0zZ{Ow_~)qU4?tt4#cnlIQehs{3mT$OnmNP7!|
z!+pE>Dp}HT|Jr>oh75G{%G#xu0cP#5I*6V!et%}5ToU{q@&HICoL6yEr8<S*kPv%l
znRQyHEo%w8uh;Euoi%G%QaQX*s~SYo9vUzj=c`?#&k)7`Ur|>c4%Peihb%>+no+ii
zEE!9Y8Bw-k##n|-mJC{uokk?PBHP$^#u8@i%Vf)vhzMoK43gcDEy^+@B;NUcfA8;o
z|2o&_+}AnRxvu9t_ve1@=ea+(ENa4V;Ff(nefE(40R>fr)LWhjp!`~_V1=tF7TIH}
zzSOj2;KJ|Y@rq59CpAQ|b&e$b?X0p-?4{#c*G;_|YervhmQ+UD!cBB)!$FqC>g7^T
zrclP>9&63Cx#L>}mVMCvKWJ})>OWJynI@ch#<`U;gmd6|BPm_BR_VbIDqVN0DsFB{
zoVys#trP^PE;!`(otE{&PJ^2vv2&IJ?Y|Pe_DvpM12y;A=E!`Hh^%n&PjMc_JRSax
zL;9k{n-x1IZ`e&Yk~9Q;2aVrcI|shdvNdd<xznq)50Q#FwP{tCMt&B|yK7PD`&s9e
zX+!gy#%ST5GyO)79;hy>2+zYhPltusEQLM|iQ>mdE`UK1i>{oBk@nA#;wi@@^@N3O
z@gRe(Wo(_cWb2l;%zCo2^rrwmEc|NPRBlWizk{koPO__`&PHTZAfkvKC$+e$fPG{(
zo<*O;D(#MlU32fZ{$papUo&eAbmAv_l`S_aOq5Kg0+!p+#234xYzm*fu4=Ox%hf8F
z>Y)3(b^uSItZ6&q1kl)(&R;_6ubaT&<}n1;@>s}>#LvI7$%;+cpT?#g*57&#_}hWx
zS@A&#^s!$yj~YMl3Qk)^&uuWi#KtB-E8UL(fi;};>JYP`2K7_F)>?|fyK}~R^%ARf
zOBrBV3~T8tbn)sf=j;jsMU90<_8;-6pE|W_^-RF>?(vbxQaLTnaDIDz<WkHXFU<b0
zmkg#7`ug>cX<kmT*xKvgPtZ?ZRa(b)bCe0Z$y~+gn;5>(DzVKrCMp7|f6(q80g^Ni
zyR)zS&1-V`*(P}e=znztuq9_44jNu5S24U}jPWa`rQrm~!qg}_aWO5LKSS*f#7m2p
z6WCn3ZGdM(^2jTIrKK`YNoAtMpq;~AV}gcw>0@}d%zO%Ey@)GF#<CEgWF+GJslLEP
zq|eQ)h&b*%heEv5$qa*<zHq8A=iw!2s0sUmKOc6Q908V_U6=Al=vR7P?VYY{Uz5CW
zh)ZvK#?e+HAJVi}*V9D`%!H}HZVBcHz5@<eoN*s!xIAaxa3UH+KY*#JoAVg+4q}SL
zubt^-#&96hYwFH(e^-ZNCk<}?6WBfW$9iEP0!{q?#&yi;#BkA3;U8g|@`L^V@y|FW
zY@~)UV?O!@!}_BKdx4Y;JiRQk<b+B=;;iK(OHOfEwqLQ_^EA*?dyNLESzW2xGJP0`
zXnN`TW9_880i@oZm)WU1ITnucE&9h{anFkFB(Gca&)0@OlX0wy>``_4)Z$a)RnlJ!
z5zwt68Ev$8-S*M;ol@z8EhL=%*aIE=?(G&9Ytd(SbwqhME$at`)Zc8$fXCOd(`36v
zRoC&<_}SBai*3$d4y^o&KD}g0Sc&2pxtt%<{c$o`xAX%X+L#hQRS^L;Lf4%SE)~jU
z2@3{4k-a#*XU&@#3<|n*5`yl6IN8!CUjZ{kRtmM8C&Im(m~Foh=FfD{H_wJ8SqerZ
z0GS69Rjc}Ot^n78iZF}ClIAJh3+U_?$28aAlam-Er$$=0%}NHpp-xRBc;wf%mE7}L
zt`BWP`I!pI3dWS$2<0MPpW@Q}$@VBoq6=7TMrCEZN^;KhJ?NXu^eOYnFPEunvWcw}
z4>zmdHMxW)&<drCQu%H)$mXQ`$y<{Za)XcsD&#6Jv+Y^zS5!R1zMkW@OIklm-3#2?
z6vJTukxq{*+A?$kTG>Io0)chTj@19s6m=R;PSbA$t)MH&&08vy=fvGv76}jaTEh@)
zU(ssOvM0sIv*KOQa0MJ8UB?iTS%%D)lv)GMF0R2t{crP)yncS!<&vm*;MW@()rHj`
zS?)+=yR@z0Zy8tdH>JUOVy-AYyv<Km(x5w(!R2FRZ67IiCQ=+;{4$TX)Nt?4=hA<A
zPHOZdnwA31DuxDeZv+_EY|MPfW@>Lwb_qJ0I~!~^Y4an7R?^M)H&?9F8hZv$SJ&4~
zj(=0myTAAb*(;{>tuA-$r|(X6&n@$q9miA^8C2ZRQvAu<(|ZdR1H)6J9~EL9A*vUw
zciX#^!Mqy{znKa|v&pLqh|{6-gLa+#;>m!%eXeceV+YQoj4S+>D=m{gwV3HoV&*vY
zxU)5#^LYrQ@Zr;jO}j(n$CN_`=`aRH(>Tp^1JqkbfY)*Dhp`x;XCM`L$K=mo)!pD3
z<YwTxotjF|)!SJTX6L~!If^|^GQrKTiNIsbhc1{ibJ~l{oVN4b_IithAm4z$pA(iu
z+zwcoMxp;2^=|Ek8qv)L&u!d$u4X(hqJ(^+V{zt?9{(1|?-npC_?tKSKHtO~-ACiX
z1|zrLYmep7{?kn`@-`4$!b$pp-wJtouEz4fh=Ot8s?8E(I|BG6g&sOG^|Zt0r!&0V
z=VjgXlH#gH$_xAAkClm52YH6=e#r|*K}_}59{5Jm8lw)3=e~K{=&ltD*w`%KuEuv5
z`Q&-V&N4Hjq_sZ<6J)P)*AxT^D&#&Z;pi}Hkn}5#ppnHOohApJ_@jPdw*>a$2w?2W
zJYdgt_ASViz>(Cu8#bR2^?ig?NY(hv9<hYuvz`3o#}ecC>)AYRY?pg3M)hIaCTdH(
zp*4cr_OG~@_Km;T_l}J)+MQTyeRW}GUCF-CY)nsipwfspF;Rl%XZQG_gq>@!-$7a7
zrAH#Cbgg#xNS`Zu$JLY*otGDMYP)O}tQmHBO3R7~qi_EhWM7Fr0-W^V=_X=V75QWB
z4lS)^LMw^e^$Wpl@!v@J$8JBNf4)`zr1^S?dI={rb(jmEzOQ}2Rhxp?023<ihw-#-
zLqA#D{YJL7Q*X4(I1T8@n=ELaRJ*|&ts&~Xb1f;dA+~<|<CMT{dk8rEHE#`Ubq07S
z=MoJ1nsM`s?Hk<)Nx#LkYkYU@WnyPfJ~&jbVUF*0;~TWV<awcW2RDEFsz-s20=rce
zM}W7Shtc{hKje)c>;}*lc1z~sEc7?ob9kUP?Q#$bwc=q7&s9ILmMmitvWsMN2mRf>
z-^PjG*ByP&@2A<8>{-+X54_|tz9-VpREtn1DQ@<=<!Ns6J(UTmuRg_FkQDWoM@nUR
zTmhns(U)<%d%&z4ozmw8zE2eV*(Me8e~f0$=koJV>cSo~MX+|a_6YE8CHg0pp2}QC
zoR7d^q(NQXu(B?SpbvLm%<Q@ng3`)fw)^=G^{hFbJFTIyKJ{=#ucv>${r)z-;pyW-
z->-AiRiue!pBCj3;&l(@2bD?$aCX3j?dg(@v|%vkuCr#;;~~a*hF@Gg#yUGNaw6w#
zD6bkgZzjByVRb($gts9`2~~^Y3WD(bz*x>&O-cV~vQs_JpdWCb4l=$lg+xgL<K)Dk
zPm8)QtCu!adFBiH;{YY-C+DP_$^gY&SZK_x-zD=DJUg<%x)}X{bIFJ`InC+2q~cg%
z>IDqsuH%;(@PHckqa(mWW*axUX~Xtw7+tq#X799H$l9fUiPf8<E#)$kSo1u@0v4Ko
z7x9=lWWZ*;IHI532{XM>_I?DyH>BW#b$JQ9yjpZo*np*MuDpp!qL2OmL1HT%tFK*{
zU<jGP<XfzNrO<TVh3PV6<Uc5I<iYg+GAuKV682~0HhuPAx_z0t&M;M1(R_zVQVY*N
zWL)es{qTp{NL^IIUOAzJ#D3r?Kf$A>_Y1MG1*OYQSrWraU<v9eh%V-7$XQ0|0z9S4
zZ!G7eOoi2*@-#nf?F><Zcemx6HvG2_AG?wCibiG81>EOk{@Cq2+3%jsZnNu>-u`q&
zd4@XYhiUcn8MkLAkqoJK+IpLk4F@hm{pXW<N%*dpXJc{0RM<qWhL&yGbI{gUYaV19
zJ-N0R2QOo=U2_`i_+kF?`PW3>fSw`aTG{ju{)_K81})-EPfD<XBVpgKIO}co(<*$`
zPd$g-s4|IIxW06;@`TF5=;V;F!#Bu#(6NuCVTasy@hVZ5d6JRR<Z`$LzghY>V-MNO
zzx6_WKlPng-KnCIwJ);De$E4%POT^n6=j+h(;YKi@A2HnTX}}wV6lEQLfm-*!e2d3
zdYZ>BOMc*jk#87RUSQj&wP2fb=6;T7)Lo(7K#cHSoIE~Dy&L<qnq;~WP;kX9glnO?
zs#<QcawsXD@pGuksJvBx?p=ognGLbEjt0(xN1Su;6%f!A3Oe9sIuAAR48zAZGs^5~
z6^e`Rj^7|GRuJ`tpbcm6zAls{sBQSgRAIEERH)0n;<AsT11Q8KH5y3O)9Ea7_((6t
zdlE0!BbQRM1@KA+I7N8u8Y>Rs1bWVexoLohkLmvoFpkkYRZtfSQIo%cOe(Jnah%9W
zRMiY_6&*5-U1FCXwAg*I8KHUB302@U?w#&))%{E>k@FGy`0a|$*cX%g7O7!+`Vib{
z6La12-5Hug9PNJO&UN<Os)J{@&l{)><!je)<?wYeG}4wZpaXx$DDSCTk9=^WtB@Q~
zc3ee-%3vVZVBw3>(hBjRU|HWk2AlokcUIDWC&s{2^>$Lt2G*NCj%rT9Lgo^>ri40z
zh1;kNLRNbYc?+Ma9t&Q5Zeo$!ui6XyE<s_H-WKbAvX!h2P2cW;ULN`^#Ho8Hlqei3
zJ6ZoYZd|H@P@FrD5*?TYY)Qz<p_2~ayi=Nnha$3_C&2YtzYClolJbN0n;8kg7iN5o
zw&7pu`Eiz=wJ1;}Rz^XUE%8avb#K_K4HE5M!mPW}?Ki{gq~d_+bRFg1SO9nYGX;_i
z(^FiPtFm?eZh2WE=?N$^=~b2YJ<iRxf?0Q`8Ow4qTlpE<w*h{${T=a|BfwefHz?_R
zaOu9_eP$yC9@ra$DLbtz{`p>>4~46e#+3aoSX)3gIp-mp{Hgm=VUCjNxuV>1$q)1{
z^3HNy1qJ!3uJovGx#&CS%Pc+G80_}Z;MsKCsV4Ary$;HyO?Z@(Q(}W?94d_R89p_*
zGp${4=7+iBph&~}*oy=CDieZby=?LMzpEdhDKg`eE3G{9vLrU&=gba$m76W+OJ2mQ
zbxDAE?GhDSM;CUfvo{vcu7U+x(!W2SBs;T39`4JXAidg#pW_4$5NI6l2)ij=%=kmQ
z##L5{>r(2Fgd=vqh%d>ytcVB&y-r2ba9UD+)xT(u5Bg?y<Sawh7#+W>xBnl~yMC)!
zQzP{gpao4okerLL)DuK9Km~6|ISV(r<TuxT&MA2pb#RIH*{TfsJ#*0Yse^8|#}bJ%
zR8=!;o-#Zwv(X+Ac&&6rgE!%J)7xR{r{?xHuD5nSO9`7l_P^$!Nf`Erp860^16+#P
zYZe4VtEgM*r6{neh&5w_kUr1H6)eq~i_!sbVO5CCVgbWoCk_HxfY@guIR)3j;6j^?
z3Bj5nz0r0|FRt<*FP`qYJeV-Eb&<Jv8#B`U3z83<$M4Iv?_SEb37FqTI5+1Dt~bX;
zF6O?)B|w`CX->W_KC3a%S(nt8G=0I`mVzmRmWs@bGY^>l7~o<v;-a&aevKMthGp)$
z>FYG5M3zLBca(Lk4o7*)MV4@ucl>3hs8XXn<v9NX=Ki((1146q|BOJ+ezN2>nlaO6
z`tUy^UeWLCC5m{>)CT>rDbw+`e%w}d9UzPosDqXxLGV>~g>>jyhPGO!s2AKx1EIpi
zAK;eHv&!V`6hvr&XtrD3lD;DJ8XkGWu|?mB?-GJ5&=CIncNOkK(?o8<20kAXD}CaX
ztP0xpZDn)+41IR1Fl&AMQk+;Ty#K9Llhj)woBRDHk!%)ZKAS%72wl+x{~z`D1;~%1
zzT0}Px-NP)qmTi^J5W<whWd_d(Zi0iQT<uyE1=a>;d-LSPbC|<>xpg;>+V5Uhl|%G
z?4+COyaf>;qZ{wv3lAS+8HHZ4>EYc;s1;oK%2!<ddeg8GLh+v2U01Kdt4iPBm<!{&
zhU=X!r$*b}OQT#<Gd+Xg#Ylh6z2-fD_r;~ov<yN<4!{V^gqlya^8UxwAzW`{{4Oc5
z>5avm_mw=l+PFES)9@0r)bB(#wB6Sqx_v!{<`~&K<&`tc@s8Vc!{OQa*Sy8DNv%Vd
zE5{;k=~CJfcw>u90xGFLJj<Fh@Yg7{K$S<L)Z^!?M;vP`+PYqpd6^u;T?_b<bV?_S
z03{E5lp|m46=t`@4X<hQF^UK{mBOwX=^|+AT|N^y5C}vILXyYon~R6=Y&W13Co&Xo
z>!zd!m%J);3@%m}Ce;~>9@46o`sX(WMhJ8Z6ylv&-cuF{WN9d1jap||1bpt}L<Bly
zawDC{0>vyS7i-E{t!zFzkqk6>Xw6boOfBQ#hRciPKh%dP8r`c8{SdC=O)M&o8M8*e
zK#^4hiP0${IDI9!S+pT`#Xt|Qg#Kd9d<PN*#Sa*=OC|nwRzjjsogW%K;Rp=Q+_r}P
zYMtc>a8V@T?@Ojw?-2UyfB=bb1aRWr<6HZ0oP#A5zSo@0bAKF#fk5Cslf4*gs#CtX
z2>!NnePQM)=9f}Nq-0N#FR!`-f1)CPmUyTXb76>mPKhvSmj^5QGSyu}Qma^(s5{|k
zw`}IV*DQmt#7wHs`OGiEQ(dD9!}KIke;bAf$ijXs<*5n`0f9ruDv`qRbdIH}tMT-`
z%t}LW=zAOv7ZLuzn`Z)M<QnM6T8(qdW%slw5vVdDN>IP_*-QHsM~eS2Uj&)7d>x=c
z5SM#@6-hC!SgvO9KW@GN`nEg`OY$L-cNbg#G+Y-CmF?+%2r=DF8hRu@=u2(Y=IMl3
zvS?zanN=RY?uqC3&P5K)<oavm^qV~C*(SyHJQOp!w{pgOZ2ioNr9UO>CM?Orh!f@)
zV37cIW*xX${F;dItmJkJPp&Wk2dBBWn95TcVr&;3>_>5Xv>H<V%M8&{&2aBz@A6vQ
zIst<nQG~#17RMXIPjB@$!Fs2cE%>_<n_1r_uON6?o2T^n3id3vNQ6$i^5v`vL}k{(
zpwOjzZE0YXw|}LRz-yc;y*gNnW#zuEe&DAi`@55r#bn&*$I!(L=#YUSb8wVUg`pS`
zyfhGP%bx)Z&5>qNrXowID7G3%Ga0gi0-nW^rJQ*&kV2tz(5yn7y)w}Dg@INWFy92u
z`no<dA5A%*N+qk%iTSp+v9{?rj>N1YvLx_KH%B@i;vA&}mjoVTb>`u~o#0Z0%L86^
zUr)|xxJUtd8Q|FE*~bjgFPK-Bhq}=Eup)W1R#y?>9Y{yf3*iirZmQJ7qlU+2thl*b
d67l-_F~{#1${UrE`EO#SaQcuGpOB+({{up!QP}_h

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/images/image-7-Server Rack Infrastructure.jpg b/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/images/image-7-Server Rack Infrastructure.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..ce04ee6cb51c86fa7f4a80bfcd39750d8ca6055f
GIT binary patch
literal 140113
zcmbSxWl$Vp*X6+AL4qa7;0__dVQ>lVgA<bA1PvD437SC$celY^LLm6y5Zpr;U~qy5
zU*7NA+O67OyZdzYbazcxSD)^u@4e@o`?&D94tTDjpsWBuLjwTNo)*C4GC&T1gN22S
zg^7cWjg5<ogNIK>fdA|nJ|zh$5g82?9W4zN2t?2PnvI_E6%z==F3j<YhgU#AfQ}6;
zA;KsAnqPqLKNms6#l^*chEG92K*7fVV&MCK9*<oBVjRpR^b{Z(BLJNk4M>dk*ax6{
zx=&2B{~Cb*IndC77?@btIJkJvo=#|b4nRi(0?{#mn3xzCPiOl-{SUw(#w20jmBAv_
zHp6CgA>#{%<>N5P)^(FZe*I<UH+K!e#e4CRf|81bm5rT)Q$SEiSOhF8_f}p(QAt@v
zM^{hZz|hFp!qUpx=98_RoBJ0JPcLtu(63?P5s^{R35iL`DXD4c83lz!#U-U>@bdbG
z#-`?$*0%3Gy?y-yh{2)Zsp*;7x%q{~r9T_U&8=<J&hFmH>Dl?k<<-CIoB!ZK0|5UU
z*3<8Q1N%R45kKKV$G`w$VE+df8oKAx3M9tBWZ=ajk<rFBb0KBq3&tUnh2__E<1+C>
z{*s%!{=$2~Ebxcr<Ui2<3)%l2u#o>RWd94;|Hichzz3o|y*wZ>KniembKN?6ZJpdp
zx)Ob((5aQFKU(bT7JX4a98H{k_fsd4RDE3g5MFS_aoI=R9?O;ga~69M8G{3OgZkie
zrDjbOoORy+{+oe~Df0j}`SM|PIJ}~Q8eTn6@8E%u*c&nFcNS*AmQ0=)PML@I0{q>S
zEgU5px746R%dGWZtYbQon8%bEC<pffje{zP?6Q;$avFa(${se>PPD=GNI~%SPX_c(
zcVNm2j~BaKX7R-8yud+;TdFowp`S7tdj<2n{ZVnPJxKYON5E`c+Bt19%&o*kZZ^Q=
zs=8(d#Z-b;+%+Kd*WVsKz)kCCr_3J$6KbAPl8h);w|4?M(Yvi|e6Q#bTGM03f9^Kd
zU|IXAdvRP84Fc!dg_kyWZu>6Dw1|=J$m^XJzQnC%zX6VY%yb1kmp(5~v(8qgpq=H5
z`Hriyos`R+5ANzWkLYH}1YGsok4iU-0CRN=i@V}cq4Iil0`uk;r&$*hKGLpU1ODZ7
zJV$s%_fl1#jF;}(7u-x5GU^spGMzS4E*}Bxo~WOKnp%KCoK5q_52m77<_&MsBv;%J
zc3E!*>|<K$INSywzNA+KR)FSmM59OMhz0@o>R;ymQKBXv82QX@uaErgWxQxyjQ-y5
zbq1}+s=H1t99FaujC<f!P+cuP0^;;C3wW?UaMrU+b>|K=l-+Oq`J3<+b^q}}LSgg~
zFe3B_=!EBE-<?>*UBYFNFw(d}U8vSeP+?qt-ob7<COxNAr<Act=#=7}JUyxNAyb@V
zV{jxJ38BA!cKbs{T)!<Y(}OX?9lI&(hT>g=<iDa`x@#-S8%QnNgLlj1v<EFe_U0_p
zODEADgB>>|zfL}82!~2=-0ENvgbOwWX}cf`52{CPB|R{PXdGb2z;P|6<Q=FK2xbak
z2e!Nm`r}|dsiO?d)F2C&^CC0oHtPqD;8ah2a$zdA;iN}EN{|gSnh(7i<h!X=l@>%O
zLtBu@o#WB6YwXSv+0}rLv%K5SJB<M(raQ`r2e_og(S~ORw{udsO*E-j3-m1s;~#5D
zDA?}h<1*CC9770lv=|0I``9~mv)Ruw$5*qZr)**svDJ)B(CiEjUK2`$Vc=WZuq_2G
zNWY}(qk{ch+l);*{$d7;ZQP7nDUZjIP=Ds!(M0Y^1_S~wt43rsvcUJ8Nigf@FL=;V
z+cbNJHFu#t26_}risasI@;)%M(+o43v$&ojwz@+#5pfjlESyHkY9a-()YQm`73IC3
zYdn<6K-DZDz@7I&NCdm;J<*0=n*PJfF;FagY)H^v_30gRv>tJml=e@%-*K*`KLThW
z>o(gpthu+-61a~5%onW#n7~%4ahQTM4TsC|zj?=4eHyY0a`m`lDXQ-xa^rT1ZaiIZ
ztLc^1DapUpQ=n@lG4s|{dcWS#xppPz@=9-t!w=ik|7=3j{46t(18Xun_P~D5mzs`6
zbj9vyB(l2MZMzw$JKcQu1FVU$G0{grZ)$!l>AznhxOnN*&gT9xN}WbsOaE@B%tmuL
ztNCX(vf%6wEO!Kc^(!~c=TsXsg<F32cH**RW*^1fbYRS;W(didv1t+QHm|Otxx#O+
zcj_rFaF)>8x+acAA)`{BiMV=ee2Rf~>b%s4oDGr-e^tp*O{zR!zF|3JBS9|HRqoRt
z+j%pu5XNM_29nC0yr~jCvm9y)t~d_I5_YRmpBvP~e^EP8Xdb(1(;R~TD6gz4?(1HJ
zu-LM4cSZ8!$}y4f$A(51-WEK^#dQE(4OLO6z$~3#dLx^x>p%hPo;zH4BRa;PWh?=0
zxGqi3t=Iy;v$NhTfx*X9S;i8GFP#C$a@u9Viv||(p>=)2fie$f-guS|r1=#>lM~y?
zd_noauY6C`VrS%7t>wbBR8Td7Z;syn-~f8A(4m?{D(v27_%OQjE0n!0=5H5wM-`K6
zj{<?CA}H~zf~vt-og=${>p2nx{&63vVsTJ^E1d)FH{EA_@stjs_n)k<>v94`Z5^`k
zsq~p*UEVkIwZgdy|GHcp8|2Rv#~r(Jh8zxE(y8EHE3bLlWLQAzCS}SM>8}TH%dhk$
z-6**?mk?`pQC46KI^zuLbgeDJllhEv*{y+wJ^S6?pJOh^Wj@-ig!o5r=SWeZsxCaV
zBiQIPn&1TIq^u$s(<LjkVafw`1DghQgFMO;Dz!yI(%`NguDI5aKdfi;fvHnf3m@Ny
zFY^TmE`k)#m_oeX{{B85s{uw_l+m;yfqzT57tPM_yq1t#^mKN6VTKa1;7K@kIeh~A
z)_&-|)-!VL<iq9pT>~m%lLV2=B8V<cAKH1<T&WN|X{-MC3sIXa8^K^-)4w#m%pTkA
z06A8b(EWa$_7;OU?tgg0MP#$-KR8<@G<*i8<BufH42m4H2t&)tS|~P`m&HlPR6%_2
zRnS1RP20nXuA7Qg8s%CjU*cusrqRA251Z*K{W(VB_sP`Gfa>aJpAJo5Dd5mH4cqg*
zYJskh4sd->7Ss^h^Pb&PDf}rXd@RIc&t)`0!*85t(`0G?*3y+%``x<bpZR0rbij4%
zzCmiN*zGK}OUj`^(B(Z>N(#d9{qU7~ERU$q4DO^U(d}MI`yL<KM!p(39p}lhk>-X#
zM32<xkE@ACRG~qV$hd)|H}`z>xpIn3rD^PF!qowH-~MU6SG;TbJe(TH{L<{g`2FhL
z$+?+w&?NG~m#C2Y_0(d|+uw2;n2{8pGWTUna?Iq;1%l$NamHGuj+)qUN{>`>*0+-i
zIJVie_c(;<cV9(a6q~I`N_(XvX0#KtaG#&8m_tKDx5FjFZ1GaoafZ&xme4>XV8e;Y
zX*`e91)It3q!L0kw!Z?wA&H~kj2a;XBNG#hxh_hTPwB{zP|?RTZ8^Y52Gv?*u1YXm
z)&IJXg}ToIjnL<I#>&+@GA_T^v4G*W0DPzdIGs<yQ?zT2S}+e$>UM!}#kZb;kCTg8
zUTDJpA$;U%2LrxN*Jff_GY2<COoaj1sfj+!K(W0Z0jz~rR$i}4*MfH5ptY_%Z7FJd
z;n-~g{QM;N!R3aBhG7mI*m+nP>IbZct+QcgXY@?s#FMkze@-X=NK-zW%5bgE-c!>4
zWyhRpUuTqyO~I@mEncGDW+!O9GG3zaY|*9PeyLjE2zS>=Ehc39EpzPZzVSTWVjEU-
zL6f!M1GzacD^SIW&@Gk&C9?UD)B~RIX_Q?F|9s&XV*l~&#2wST*F|O2BVeX(qsiSZ
zj_|!H@tL011JgPA=RbbGhU{#F6{Fiq0uj)N`|{$l-19<%^ZI~pR*~z9k>ZC7rb+l6
znMMaL{Uo7g6=&{Q1}^jYc6+Qo$Wc%&_qVAl=drwGu1bN@nPz|;^LxosnIiwK!}nQW
zVvb!Cr^Kt&=!3jLd5OB+4|D&C>TwSYobi>?s90BUwQs-Q0$r86iX!vnfu`WNSLH?*
zK=Z@-30)5?h4kNv2#L<9<MQ`QIJt!gn#nfoYkMwXk<DC@rZBXgHu>zC+dgd%pyD*y
z;&?7zI;O??;GT0y0AY6oCF+6w=w~A2oeq)U?8qKOneToISf(1FEJATAVDUo6cPuu9
zw11%g4ig<_oVOTr&U>>4$_Y>KDq8x;u5ofoRQ#FzlM$tIDYxRgAF{L479{=N2$h=C
zZw0ufd|o>N$>Lb+?;ID<H=TW_iXcTfwo1R@o4&Jx?ok?JG3}>*yKYQx`9!2tCRo*~
zhmx{DbJ-)qmKjD>eX*POYb$O>gYkol&co!&*tfG22ENpCjtUB?cuJ5CgOdt0N@H>S
z&H-lk?lIPX9$|n(f-IXFatat4q@FmLDRHW9p~HwdL5Un1tSsi1IL0%$zCNIOydT>{
z2xKs$UkwiOiH0y6T(e+cQw$ZR*)gfoq7TTRPRGcq8<Mq*l!hMMbyq6rJPZcBDK<Js
zYoOOmfahW-3b=kB>8lUT+;aLX@{2I)FoPt+GfF8DO!L*Yp3h6Mp&RX$7NcU67|2qS
zX}59Sf7?MTo9nlm5M<(S$$R!%6FJz7<AmI<3JCuMF_-A#)D?U8E64@0{;Bp07T7Uw
z^9o+|HC$f1T?$rKAbScZ44rGKta?E<1Z10PF4as=*MkpM8#n(3scwUA@EV!52LLyE
z`sQEb`{;Zsr(C)bH1h5$NsgATisX<hfs79#PW}WC-^^CaHNKJgDqX(X9hbO(rdPtR
zetXNH*Sc4gi~jkx?E$N?sh~92rjY3WRNMyv8rtoN0{9{Pxv%O^drLU;_3dS5N;Ql#
z{m8F11wWX+wW-lajv%Z(8EV#&MNLPqHYI<-`RU;kt3*Cel{JV=rZsS5WH;X44EkY1
zS)KDt>A-aD-bJHfdZQjX_-}B#;fuQ5_%JX_-!;h$-XWq=xV0lw_WPxIxni-K0phCT
zyWW*YihAKO)%XuceY_V_wLKNTTcX1>wYtt%2)#CRGtR-I((zNg?w6~oBpQFNm&Q_}
z&=X^W2WqhMBcNZw|EHGS4x$*+vOmvQUCot}gLwabc;0Ar;bbjex{qiTerIP7OYm_&
z)@G#5M?=<CmYz`c{sFy|urPbrEu|GrSNtPw@+Af_IraCY*rv{TLAQ(W<=MLj4E8hr
zJC~Lj$nokUfcxKJn=Ow9|CS&t1Ci9}un=wD6gl!<88~a4y@hYt_w(<Ik}&OVqnA5w
z@@dnpR=R(us@PLS`W7#(iU@}KMkRz_+e%xntCISA6`^I-JpyzCRcz&E23jR}Y)9h~
z#GB0aO456BAo4d<SU<uY@rYg#phfO7+z_jF$ZSBs4-Bdyi`Ty*O6+K&FQ`1pCk7Xf
zb8PX}Lv%oaxTR_Tw#9GZ#kzoyWdscYDBo3jXbV4l0$#M*)fWn^D`o><chM%T=EWiw
zsOm8tQpSm+&dV-qG}-TEN^4C{p+CcIi{qVXf^Q%ea?dPc4mt<2o*^S3l1b|lAmO=6
zg&<ZXg~7Wr?N%@|<8oHtuwL3l1wSX(k*N&xCcG>iCb@^A1konr$MVN7GCu;yKjm`r
z&8bb>`)bxNkC30(W=FS580_m6w^I2d2li3{_;i|O<rv8reCTeo>Tgv<n^n<mRVtdp
z%6;}!Y)FWcmc)qPW41m5qCO!rQ0Qb!{5c)=#ot)Fd5!;MdbUk`t5@lFn+{eNM`rok
zZfSn_t&!9_pF7uV%^r@t*9nZVv!$e^&TW0OZ{*2z#df2glBV?cppX)CZ|4y}e1mCl
zTf7&m33;m5OSWrv15b$(Yu0v+ZlcDf^<z_rE`1*X9Ut_FuA*qeKCTy7bxlwd(|pp>
zP!K6zr+oxudxC15cjwA@X#=H(YhVL1{WdK(#{&flN#C<+<7U09#}~2-bGznW7Mj*y
zjCrKodX$+f*4Ee%-0^oK9s$p@5@aUC&k-uyeg?s%rP>odyUNGyrA=;<oD{VmA^x@-
zQeQ`%0})Z(ym6xr$NN*oSQ2eG3&<wk*}kfnCINF@>d@B&emyHUbLTI4F-NemS9H=h
zY|$_yMc@{M{m?Lv<cFjw7W|iXw7x`k^T|b4?(e29pJhejhuU^Y9p%_2D3W5FjsV+p
zh>H1eEyE#7oZi=UgBzu!DqWTwLlc22OWdyMsu@>|tP*9y@jU#A$8xQ`6q_Q{brU`g
z2?7;u@x);?oIqxkj}DHBS#yx&XsDB#m6bfBwOHIJTG>b6*Rs$<ai6oP0&X0)8Nb!<
zc-C6U=xX@1@>U!fWhCho?axES!uik3phbWI!EOxyC9TZNt=!gb){q8#f;}&h?fkv>
z@$($xTBX2vj;c+kP0^TD2}~um@<OM{)(^ruKLfgzBcEF$nL5;?JEAw`gFLgce(9iG
z*-zt%vq(gtzZBnGn7Pq?G3fs@E;7;SRny3|ahHSGg=wN)c7BA5q}HMfgYW}$jkV7}
zNbEcT4nP7xvP}REo7tqZJ14aN_9HmNKL}WbhsZU7Skh9;zjl_<0vw4!ICxgNYn6ce
z()zCrLe$y(a<HeX>})TMBrU>+Hc9nx+{Ey7v<)nm{B!z8Y6MG8F(@dciiO1to=sHS
z6(yqOIJ@k=-xH5Uq>IKDRU>{B9Z`ZWj`gxTE!t~3c#C?`6_HAPDH9auWe$xI*@e`a
z^H_<l;n!`n=Tmu>IWovxV}@|msJC{6Twt*Sdz{tP6h~yjo+&AdqRu-70i_VA%Y3w@
zQi@g>o$vlsnx*&0PbPH|@Bz+esqlKg<Me~D*fp*wzm7JG-&O8Z{$G9ktiF407f!oh
zw8V`k;a`9SHT7rt)Lcjp>}_5fuBM&3O{hoM`Q(H3m}o@Lt37OKmC?&a=<Mv<hgUs$
z@9Y((W*w(TGcivx&Nf#S10qT>;6*9O%ELa~PPsGM*(kW*e5}|0J3iHIn%~LhYeDn)
z8ZPJ6Q1Qg?inL&Xf<;}zRtbAjWBNg~&FJ4i@`?SxeZ{hhzDEE)sz+*#%<+2y=gtOv
z=|Y6uIe?=2lY__X3f$$Y-bK4$^S=8Zm4CNb6onua8e-^L(1PulO7RctGw8bVKb@BK
zz{)R=0Pj!F8c*wMCbwhm0;>ZHx%mvep9p!%a6m!)W-Ls2I@)8y6$6%QO;K{l(iWz9
zTM{HoCW6t|6<BX8f{m{Ha*tmQ<KrI~5lWpP_@ODH0S~YCzE5~WgzY|G8sF#obFQ57
z8FBnz*Uc2h5M_kO!!F#E_QRU7kV)<zfph>=3Ax8H)}*OS64aM_QLbp(6OVr#bvwLx
zK?eQ$1?n%aT-W~fbAHhh_TSnY(B$M1za7AnDK5X%O6mIjfEe!>{t8;h&vn@(Ebwh5
z2hf!Ka?9D(7sAJfbZwcTqLkJfwe*R%El$eq>|L0|aUM8&pL9Fj=@t)iydsM%Zd(yT
zWnEP;GV8&bt0jMA6jiGx$TB9yoR)hMHeP&MiCbMqJJbDOmqw@y^?^uxG4o*W>t?8h
zr%h?5^)T%Za0*4sE>kMF&FI!y6<ZAW$8wkrrYMM=g^tP1rusflyQX)-(7l8^nbLm#
zy*fXsvu=XrMsI?mq_M+Q=E~y0rr}tWUwOTir*zCzExq&uohx5EM#5)a3=bU_Tpb56
zEPa{>d`;sf`YG}{8JfLkWCsDdJ>dO}*>uK^-!~2Of)%E%e;c2)MRl&%2j)z1Ds#1T
zC(2;dy_MdZ4Jp~uJHb7dd6cl4ysd2z4fy9;<;d~B>(5oTyM+%di0Lohx>9RaXJY$-
zxTMI?2LZH3x|6~dXO7i+DdS^BCUh?m%F69WfQi4G!8ngyC^3qz>g^2`WY1kx<T~kU
z%%kqPg$6%@eBjf)emlFcw*~ou+0XDeY`T+Z!$Ml0*yM4q+PFG;(AoZbO0$^<y|I6l
ziJ#KJ*PV?gAG={G*iT}Mxy2cwCt9v?A`fZID5k)x;46aGt5VD)f-Z)dR1L&j`wIr*
z3YyA$qR)2nx`6OEupE9hBB7Ooj{*MhoheCx{BaN=mmahAv<#;Ll2I0X{5#qN{Z=jF
zbBXQyl}&L_=sjoKayzRqu!FTPdB}4(h$AsHrchkx*&x}WxZmPX*(i+9afe6L-&RQ4
za6=J@oe{xJK&IH<HndPFOelREZAQ<T%N0_3Jr$<s#LVDH_)~>UIXH@JOG8TZTbzv4
zm)2a4t`*+cY>u?3T69>DU61!Z!)?(K$U>rw@qK#^?{LnOQYYx#hF9c32#QN`m%I@9
zM#w8h`V(NC^E^l8wQFA1S<Vdf`SWl_CAWXGWs4@MV(mnZzxcN1G>Fy?$H=L!A+220
z?05>8<i_>ylx{ORc_u!D?tiqI@BecGgCeUGfQNoRA$9M8AnW*;JZtFY-4CKFcEDdE
zi7+2*7KGy<8+MIGBYv#EqDGR(riD0Y_8XUuSnx0Ze!-XASepgaLkA9b^D73x$+;!Y
zfz|=Q?(SP{X5yeyx-dm9WC$UV&pF4mmSX0I1~?aYxH_AY3|+DgtosqLuT$jIwW;U9
zmaC#;9!=^70*D9-Z5Wga;?f4uibBw*gk~u&tF15UMJ)<uU@we{ajEWo=Vd<Q8FeW?
z+a_Ksm_D4F;~tfC+kac1PF=&+1Tl#|b~CJYe9`j*dK{d>7R2>gWjf?dCJ$<IMpPq(
zBC3Q&)JHG-owlkMRLlQZ%MM8^?+wh%Z1iB7ZITY^CB=6askSyk6Q|WIHn2}kUd&~Q
zs(L1-CvB4jwFpvFK_#s!8##QD<t?cma^#+4J}Y68fU{(8Cer&grNiyymmM_2K7>@f
z+dDE*7|JbHn`&W}6--DKXcm%tqa}S=xtt%BhJ?=6aVnv`LK8s>>Z2I-G28{KNnQ)9
zp%63B8LJmE^EE1{FV$Anv2A0PaU#*v<bOf`q&CP7zw32|UhAo9pPpA3^=!16c1(8$
z5<?tvy3S;|Ky<H8cHg#vZ##Ub+&@XvF+2i-nk=sbmY9PG7DsBDIsC@gJg1!tS$qe7
ze)vS_t5y`)*f`n+cX$L;1m^cM#9`kn4~S8Dj4j?TNwqrY;ApvRspKBzaPa0=1p!7w
z_e6C(Z&Yv|0iSd;yPhKZ6wy^m;<j0DA94*QhmK+{5T0D0M6V!9kiUT>A=V-ut_5Z}
zOOFS?`b=5KeXBn3hW<RplckKjPVN^=aln;97UHRA<4XI_OrZ${&xzArsx!vpTrUPR
zwtGwY2jWixU*29{n#p(Rw4Q%4<!GmXTTmd%1Vn2^*nj>dRVoCT%}n`3NFza5Iu~#Z
zwY-;3tGtlc+SGg`Yj--AowF>-KS8tXi5z&9LI53S8bE>cS7&JF2JED@4#Q<(3X581
zrFUQ7nu3)PBhSY=n+hC9p@@WK>9n!)h9k316lP7aQ#5JxzhU#@(Q7>d*wzVMAU*l!
zY@@xV>mGSzx@;I0L2gPD%`1m!Ef;K6T!x;lBjF-|=Uq0zle!!)q@A5PXGGl-&|TtE
z1C$T77~`RBAli-mQs4TS1bx{7#l#Q|xA%nn=0O+Lo|r0m^dbBR!C%diUFqB3|K4k;
zY3!7FU6E7nuSCb2(x#V4@;|UP^1n;2;bRb=n~ewdP##%Tz8j|(*PqQte3gFsj^4>j
z#oUnV{Ij3gcoT@+dT6RCc?1k{vBl-o|L1t$LhTU{uX*2C^M>f*gl*4<{1NcA^X<YQ
z@}kfdfgVrD(FHPZ|1~g>Ws0h@X(6Rma5LtfysDi0j|mcWE?DHAA+=_5_CC4oGrOa>
z!OOzjGy@y^hce5D{|eV$B9DL#pg%I!KJ&!p&Ij>u;htcsJZZqY(JU!T<io3ZMZ*6y
zX=vHV{5m#4DDez_EZmiQADy3G@1Dh$LUp>+6~r4SW(-CQZ<b?phymA7qWPt)vbGgg
z`t7VLdMC#jINelw{36zG5gHlE<hS2Ct^iJA7rRSEl5RYVrYo@>|H|SLx)Mok_7Al;
z$Q@|b{Xcbt%(GY~OJ9@56VVx~PZ83Rn=T$6t1~jy;%eZ~`Np1i>hm|7#rjTBkurI$
z5}ml;vFp5;#7iFBF1|+sF!DlH1Myr)G2eF^Vw@jJzb7tY-~8%%+l&1dUT8S_>TRq_
ztOQ5CRjfr=*Q-EUPRq#1iJ>Ny2ftZ)J{E>L#fdkk2|r?cq7uv){cbbas@^%mj@H_G
zp>ckC`e7{T#5AG247FYr36qh-N1GmB>u`QSF-4f*+tEt1@zpGY%PZ%o40ctSp^99$
z`GL2jv)(rbi%ln`89~SlXxkg#t($Pcrjauy`dDl!8Rf~l-ruZQN3M9#nYv)f=fL*!
z8fArBkl*EOOmpxNGXMmgS9Wx$RSd$WUELF-X26iXxXEZd0x&_Zs)u!F^cH(Rv}ZOd
zsIy8STF5mF*eYB!6SPC;1&x;3pn5~;{ltTwHaViYa?GJYE-I^FY}zK=0FN4!$yus}
zSAmVWbFjC#seVUHe6Sy4&}m)Q*fB`&YzyeAozWy-<Ua{MeCtT$ee@}@>~NALDJP;-
zO+N=#O8I*{-pb#uIkQx7C3wXQ+jzO-$2aw+#TQsl!f@I08mure;6R8#2NF9>^qNo9
z)orTvx_U|f)w>!qRc~JuNq?us!kK(be)5k+03H~<t&|O-uc$7<>C(>H(4_aVQO#>V
z8XgG0&V&&@_n``?a32q+hy#Wi5+(p+@ArlE6jx%ASu8B$-HRoraQ$B-Q``p%XR0LJ
zjlP-Gbw+0^-czn#<mE0UZ8<3F?aUTg%T~|tCLpT_@;a&4y4$s;-RV4<YaqPU0Fz7d
z67sVTYU7<z%nAxb<YV^CnHjsaMV{3bhEJ3?r>*ei-<Kf|4EoE#6II4+=oRmtGRbU~
z1!J4p-|P!X#-bt^l#s|xr6OKZ2XUp&90~?fPWZTTP+U{*l{ENfxYHJ~D%t4l$iMj@
z-Y2CUEldt-sA+hk;>_}0-0^~<oFUSJ8EuQpa~Py+v&F<PeF0bVAEk>H<Y%U>XPdEv
zGzH`S1fx6L@)Y4M+(up>m1HL%(2y1nll{~ZW`mCa(<v)rSYv|T{O%a%&>*AJ?>=@0
zMY<m!Yg9aXoP{fhTp(h3*DZlSml<Mhe2z_?D>xqexWx^*KtF?zSj}7_rkRX36nytd
zyv3S!=75)pu<B4IF8NjK#2111a59X)m7Kbm?~aKaegzdq847nuN{p{t3QI_rD@S#p
zr8Q))^U~~X>IWB`@etAQhpLkQguOlq9~|IR&So?cA1$=l0?svQ*SCYW#M<8$t#e88
zwO$m-+}6A0I_Mb74h8Wcs-#9fzo915Xv#hs6OsmsfGmBrDW7HWnz$TlYLN%`vJc=O
zj4AG*F9{B24ajc@;)&P^hP&?fs-7O-+DIcUucoO=5ZPZbJlm*9xjnHt$5a|@+>aQq
z4ku$Z?Sj*jl640sjA^J##!)bRawaXBZ@}qgfhMb+=wG6^Wcc9{u3Tk-|4!nH-DFhN
zs)i648{ciQZ^--%GzbK;$JHzhqIBTrMW}e&g(KV2Vt0yys@?nU?WT2PkLtu-<F3)m
z#ar-$Y*W6}iQ3yA{(J7796sdQOT-r<6%+ri1FIZuD;@zPS;&7kbKIyqzn^n00#DJN
z1co@7PYiz$@3hH}4E+9);U4Y<lp0UXZtVvkn>@2TiR)@}E;1JRa;t2Ggh2Y%Qhsjx
z+LGZj-?Lx9vU}RuWuCubI;)maqT{=_uZ_6Z8j#|=<oS)Zj(p&8OF1-|_{O`5xTsF=
zW?O3ud`cA+P@Al)!k2fHlv|GgMAX1GUx4Ei6$^g$=4L=gHNv2aQ^OWHw%jrt6IZs~
zX+&qpj~4aJSq1?iDi-<tv7PVBLlV@4E@Rcl1<^!rxhdFoJb7LMoXF1Zd211ycA1B}
zg3tM!$m~!%m$?=o3O%)zeTzdpypC$i1Bf^l4o_%=B&Bur$}R#<;(UDGy5gjH?CVF@
zhv9hRD1Y{w9pEki!SwVQ9|3zSZc{~)?-WlPh?4Mgjnl+SJjbW_yt~eedpQ%gm;l%!
zS0(E(LOBe(q0z-&Q0RQIq~htHYZF)yfHlKf&+XJvY@COGsp5GU9|g*W@^Fl6*|h13
z#oH>r7Dp&V%(DOs%elJ!qxW_p;4A`Q`Q^N{@2DPbgN+i0s3%+1Mw=RZ<agZ)=-4Ug
znNrbpz{U&ACd=6}ye;T_wK}d;)40EpjB$=FVD$*F-@5tsqLVJ2Gdw{an7Dwq<GxIc
z=OnV?Gef13(d~x<<r*)G07E2`kF|?Gd*{&j%=^_bxsq8pkMrtT`fXb03IsuUz~tKF
znlu&GqfEp!SG0E6Y&BaMZlLH8eKbu$XnLdGfY|yYAja0#C*WX=16j?RQDbH~HOQLe
zvOqPLVb);2&Q6{Y({bt0<X86EW(7TO-4mOfHN8~Tm&X+#?KWMdXko!}-jyuIzw)Iz
ze=|b05wDev+~uQf%*esp*QF5}O?YVpu_3Mdw-b`Go*dwbDlzRD%eM4ybg3<Z<jL?h
z$B8~^6l|^yr9Ey^c2J6`0UCA8&du_hzYT3WHn2_(ag4O`J**t_G*%S}m~a5NA!sV-
zG-s>70T#g$_QLucw*ms0SBsN;@~octbS`?E^=#X6@t7v>l1_uur6<fe3IyY=UjlAO
zjWkj@Cd)avOhz(D_Q=ovWlZFZ!Cb2e?ei^~>KF-DqsYlT6pkFrf4-^aBB#_aDT8cA
zw<~C5nlYboku%wj+1LMB2D!awe(`*_S#1>HK>>(HQJ5{zD)<^SL=+$V+4fq9&YGS!
zOJf38>lh-I23Ox3(Q&)_)UA4~I&*<+y4+2rB4r#A^bcR0*JHiQQ#x=D^>5;Qwj+8x
zX8uL<9kP{;`%pRS?DXER+14kv1KxZH&&m(pqVR=R`egdU{tO~VpC*O3of<!IR6~kM
z&ESA}z*nSny_p~M`C+$T8(+HEn|BbqTu^unp=@Z=fai+|*kbwUx2dBSi({l4r$|vk
z4|Yi)MwECLEp&K@`h)ZGt+ts(j;f$j{^Kr;bfdZi-T<b5Hc|={h4^kTYGkYU)HQUK
zS@8x+C7XwGmx|6%GZ&g2(3?v#J+0?pYk&Z-gxYKJoNV!aniOtclBE&xCU}az=IzGH
z3R3{Al<vxs6eiRAQe_C7S<=&HtLvJ}#pinxM?LwJ70&Wo>oHju8wrB!3)D)q1%)XA
zlrAAe+V7ZCO2raWA`^_XsVz8Od5>u)FBxGmL!_1jPBqqFsBQXaks%oCa2C%iw^$d8
zAkkDOyhEm?bgLqzNmh6&@w{sp<Ixm0_N1^3P$JIA=E=-VN%&F!D-URbWI<Y0@@}q=
z{%Z!%`lV!J<S5e+*P%SZZ2c}9K{n&p=Y11<UZxz%9HiV2);SnSecy+KP5hCQDIo6U
zv<z;^BAv@~RSg2U`cNfjdei*?koMH=La6mvD5JAT5o%K_q|M07+MswDli1lhb~<Y)
z)ljPafD*J23rJqW{s>U`Mw`5<u$1-XhU_6cEg+f6*(ach+U-z1iu_IM*SS8^M?eq%
z%aXl;&PRYwoX?V$Vp!fI!0!>j$#JJS`8~Hc4&L|VdLVjF)>;G(0xek;Pv!`Q9sx?9
ztDJWKJq&AJwa=%9&o#!$k=}{iBp@Xo0ixQ${cQUx*rkHMEg}^L^>6f_>WvR>`^ItE
zt;o`;`gzGfV272&*v`Rts^V5^)t9;~#eP>~k?XndeQc)3{l12u{}gs1?kqByfhIqr
z7m~iQ0R^W?gl-JDHwuJ$cQdkV{u+UOo)}*gg6NH}Wy?CJJn?$KMbM2_*p=|A$iu~(
zV|4P<P`8h-<0>8W^+3fFAKGYV(Aeo-?Z>(tEA@N&&26IPgrvQt98v`4oPX$1s+XKp
zrigjSRdL0__w33$o6ebi=fDtUU^Z7QuMJgCJn}D3DeCw}5KI+HxB{CN|0P6jzSepz
zf|A(ngHbuggJ8c!idtWnwd<m6#;)h)>aA6s)uE$(yqidgaSjR?wOOQNVX+X$ny^?R
zT0J)Cyu?W{ED9f>#h>e=p<IPMjChlE%G;A&H9<Q|+Wx~EM+tXK5JN21%8K%MEuIq4
zqr}^iW6zagsPoEfL6vfXZa9&rjl#9f)w`58RjS8Z>l5U`R59qqiZZfF&S|THAXeB^
zDge;^;I0#2hNox93;LyIAh}l)@189%*rWV%x8L9YBi}$29y`VE()W5V4sgrVZ#W`D
z*IE1h@eOY6KsEqjDynCc`_#6Q;*D)KAeJ>tNe8A;_Z`b2QLn4McKV^q@;!ur3zTK4
zLjeV4>GLJWMpo?bDd0$c?#Z>Xp682j`$`j8@@`phW;s#})2`v0*RTSQOQ=!tWzqYC
zYo^xSBEuPZik?_p%I$=y+3IaPEV8RHISk1A6$}%k_`IGYndp~V>w!Ce&IFX-goVP4
z!7C$9X3_V#;?2A}_Ng;XY^|``->+?Ns>{xJyP196D@T0YyxGA$gqlrekix{xs9BYa
z5R}ECqw%&$vn+7jcUmypj$4whq070qjJ%X7lJT^lOAFlZ<`W+IdbJ4R>N_V$`jwkt
zte|amt8QGN%G230G3%VQ`Jm64EzPChdaQ7DDM9*GXHQ<#CbmULCn9>IltX4sRY#@q
zIwg~;CF5(VdP{uhbcZ~_=t(n^Iq!0nbm(gUHpV@dd9S){wg$H3kNLN{<%9i8I6o~=
zzYp~{<8<CT##9PD{~Ql^NG6C$5_+*=i_1)iX|pGqIjW@3;A`LmWmmY@_#DvK=0o!F
zcltIU;fZG^^x`WY*-joONO#%LxN_9YOHEY}2n#IpBV>6Jq7QfxBZJ#*1e$aX0onF7
z4yN;T@TV_$`ewTU;fM1Bdtl%lq1bHq;0Ap8d|ZmEnTX=vJ|hR=s6PCvy%?;e;O_$Y
z+V#gI@VlGVV9{6*8md^0Jl=9(|A@e1X7(VA*;%~%{7doj!?5u8CdNTcTJu~RvcvYa
zQ<<xn@+eYgxzKI4`6lXaq^t04Pj;KGsnU)=&S24I=tI?$YlcoG8=Cv-UK^et1XA1c
zr?l-SbE}*53C)n!{5wq4fDf^vUpnAVTk&_cZKYoi*DU5@`obGmp5eNs>)N{zE#r*w
zWSJV`T#>V5ScI7!s-r~?E(CIV>%>|xNzA1a#5WKuuzi-m*{JSr`~q{?)s6KV<s!_c
zFwgQtQa|;<IZtWyBso<YC%A=ot-Fhq=Y39$*gRE#lk(R4dgg}8HE+1SR@@DyKGe~d
z5IyO-<*b0ao2YPtaxImdsp!FnB5O;kDMLw~?gT>-%&I{_eEhaMgGJ0$Y@>+tna$Sc
zfdpw~6Alwka-o?f?#Pum4jB>2q^m~&Bwth9hV1%ffTUTFD6x+BtNoC2mt76^RDrN)
z;8x8D?EYZJEmpTg7vBab$lTxck%QVp`bHO4!Sg40(-KwnK4oxB_~dy%9TR6g=mesq
zN60G6r?G;cVaWlqtZ*_%B$SGjN+sc8teBAYx|78(w}S#_?v7MnQ0Uy->j(b3irY1s
z##O?+`|*;FXW!UBYLDs0z>2Vx+y9pmaw@}T<|`F6^q-Dtv}e~fYcutOd}hE;uQ|ad
zo7AG&-dc@_U>W}`QH74IgMjU?;>@3;!1<?&{{Ty%?4hLgwbawW_h+O}<$oH&S>4-E
z6RC9EA4tetDAAxCnxQ?o4zU4QW}H*@Fx^kz?Z3)B551^T9Pe?J;v61&iE%q8D6A+?
zlRmw(zGYu7>kL3l&T|(z>wgaeqj!u7cf|o|?qrnL=eai~E?k_|ztF^ykNm5>tHal|
z2n=R;s!ooHpH!aJl<O9tN*Hh7C{c$<I2#l8z6M&)YsXUwnK8ePCds-;%8>ZiXzLfn
z+?;Xi^r&2894J)a6>kQO=~nnAn}7s{ir<FPCz<`pseyJ-N>FSYs+j{;aP+DHS;MS5
z%mR2gF$B#b@<}X4@`IJsTSdl1-Kj0cwH!b>cT?mpcw0$#y_<I&^>wGZ<b#}2g!a~>
zk!XQpjM7*~M8yoY_;On&rcQJ*;*r0u@zK~ow-5wXy%2(nj*b^BQt4pt9yyM7od;fV
z#s+zoB{MFcVVgv^p2U+UKumZk&DQd1&Gc6Cpr$1J8R-mg+q~5>kb}ilgmL04BiZjx
zYtpD<)h#p*5&Uk1%%Qdl)7lR*O0dMIrj&y1nT%CSg=NkPGp}xtn>^ppM$FYKXn=`(
zK_m2|=IFT7=xsu$d5RNQe15v=v|%Jir0Ue*<f-#KRcMV)YEn5@;#yF*uC(2kZoKe#
zu*SBX*4TJQp!rwgMTsJ{$q>}iXXC4WTcVxKClS_0J(4AfitJU9O2^ToOM&gpMLQAB
zZVKH!pBWBP6Xiym&>^x=_o=TyvG4OTW}i}E-c!!fyGt1wg+FD4b}QJ9`FyEAxi1Iu
zNy{MA^jYB*lv@rUGz7r_$M=D<=>~<bXorTA16L%6Cdo(Mm3y--?LZ&0<*VYlS1uhh
z`MQ7jhrs=I;&qFCjB$YT4Y<i#cX4+U&YI>&;}Bu~nk8m>A`2ZHdEXB8J>Ac1zAqxu
z0<1PYDGMj?WWI3n8qWLlD)JD!lkI#dc47h2sSG%B8157cZDb|KbnS9(uE+J%A3K_Q
zfVC4RRGeEwWYU%~2$Ob_kF0PCosaC<X#I%`GmMie8|S?Tz_d+E3yU%~fCM!sV2K@<
zm_XyV(RjDzoC`&*nGurUAj%!CdSYD$&$fZ(DlvB&_@1l+Ck{deL7tB9s&QvwQ^iNI
zwrB1V{9CZ-AmtYhk}j^wG_mZuxbD{%%n=$yP;GfZyhIqpFG6ar=<AO}ENf)erhC~k
z^*_}9hcGVJPu^)M*B2D4MC1c|iuc@c9Uh+tC3{*s6f;vPDOuZGexr-JKGCnQbnbe2
zt`h2cK_Ehz3d3tnmF?2HMTy}zqorHeIVf@-Y6TC`|0IEU)vTa^CcdCDLK=yAm|>xU
zn2S>a{PN3oX6<G!SMVxT4n>w3GTuj|yU1#Jj!kYag0W0y8^FV2_AnZf5#W$WX0!SZ
zE7e0<TX;rv@>kXwUar?T2RfBXtndh39VHow2KFHGw3s{gh5pA&6G-{dUi8}flV<O2
z=d7moQ^W49h!oc&;J0j=(Mu-xNJR?`MQagE>izEG;=W_EK9DQfZM60kZ(Hg`-a2V3
zIimPk0?{#<4!wD3f+tr1S-Sy4bS>>F#~)=dQ?8w?Y_oU|QT}##g!6=nlF|VISXdNP
zc2^GOZ*ta)^TSh0^LEU-I9A!PmpO3u61ilILHT4acQ#SAzL}vbmN0271WFADH&RfK
zU{Xpr+v#G|j__OxIO4k+5;^FWYpU-BG}*Db#!FEH(AqYUWQ&qlCv4&%>q-reKA_^j
zQ9%JGE?dB?&S^v`vx<4jY7kwJ*YL&0S6Nb=_ILDI5ECcYpyVNOa<Z+rLx6e^s+5M^
z;vGR$a;#Z=sg$Imj}INUk~~SuI5I~+)6OI~OwDOWku_?Be_$}2p1&=%L+sOw8TEGQ
zKfSove$k6<PbEF&Bfz?z0<LtaWcYcV*8anOBof)=KDn6H^t*#3Mc8er&}>2_{v0ew
zDegOM8Z8=e^L??^;h*a-1+Os+JId4VIZbuWi+>OEE(PGnZ{&>bc%MAJxQnri>gX;D
zm2VP!_Sw1j_7-#BxumW!<t_xb{z%0z{e0pAafjV^yT4=TcL?6hb&!TZ6OU+J{^=V^
z{batGt4JWOU=FO25S^D$|J6a0K4VK$QKEK8K5EOhZM++QSD10d^BY|pWOs$wZu|Vg
z|DW5`cjygWPuoZG1j`6=ir?$JTO;@Rpq%G*LuMN4c>za%QWv6K8$*N0;#5oy|5P>P
z%6#Pcbs>ze+6v=qR&>+w$f{e3R2r98Py^8X61~{5B^~JvODaR5m)uL$^l{I4F{B-}
z07D1i_^{7ivaJ*FV!Z&5(JWMrvECZ<h^VlMsUGt$?y4b^0dslTt|L0$8y(jN<MP2D
z!3ZQ|to`7mPG;muYlA4qJIg_lxdTm!&0kqY-(k0xSzmYT@r#j5eU|`WDqz_$jYim$
z<h2+l>n+3vK*%nNeRn|3E3pz`ZEt!(L7Z>ja?0`p7WVk;w5j<m0er?!Zi#-n!*d~&
zfC9}>(k)>$6V>yC=gSW#2fY3IFdHn!p`W2aSe%<^M^;J}I<1{vblLA3!>6!3T&H=X
zl06B9Z4!-dB^{wNhbI&%4UyYyBOGl~5&QD*X7mMq#EM9Mnj`PNkQgJ!`!%(_yl-)s
zaV^t2gt6UOQ<GF=0y1wJN<ESM2p`F4cYWf7vJFDGWwJj`ac1az+(MZmCoMB(LzcuS
zfStlH*oUUJT-fHY9p1hRQ;frUH<Ncc)H1o2XlwzGIlUwRck{feicMwr)dH|e%uS3t
zgm!P<RsD_Ha|CK!qF-z7i@rmFCHp%5%*}Xtxp>;&=Po(PBSW3rj%CkCwe`y*+JSbu
z)on#!j8wh@?Sw#;pDyB5>NOS&G-a_Ojr)F^luCQpDqS6Kyhcs3E~{+=_JsGo^uui@
z^ZmtB6DV;dT(OIlU*vQ4FqnIlck%Hm9PZ1Nalt+~*r_WI?r+7kDT<dbGF7qO(f;tA
zbvw=BoQ-K;8zm;Y&1h}Y(3ck|q^=+P%D<{c!sjxRapb<NRGEjR&;0NOE45V4%!#HI
zv9EW0!F}A!Ck-<1FoeWVoT<8vz#(5yBLv@!V~d#C2nHm$7#Qs%Xd`OK;``19v79@G
zDz;L{i4|HU#;is->$g)7Z_5=Dw%#QKrTi^tJm0gW9&vV?uVc*uuqzw|wB6e#yu}%p
zB5dM!`!;Q%qLH+5bU{Z_#?UI^qe}qI+0J&TY@o}m8{Cf@fCY^!3a&<^3cU7SXf2zm
zKT!DX^4-0f^=^A>qQhe%k=kOq$whc&1$>-yF%tJrdp6Zi&7EQiSI{QARQy5k10fS7
zUA7^`f`*Hs+#fNvHdR2gw9X-fV?iobs+Y0wbVT{ryB%jcy-|x$=72s+15rU=LbM_p
zi_~+0=cHgGb4dhavRsY_g8foNz)II`TOp8F&s?fz|A9g-1@Ku}?3Blr2V3%8sf6yP
zP9z`x!;!TA-%r;sx6lpi{zZGB$?*rhu=;FGAy5Pe`1F%pz;CpTg&E_oCdM>hc`y4D
z4|(~#D(;Uf|6;i9TQ$VJaqiVSvi4pOt}s9<Qs>gjTjNO#N)Amgz+RphW2BQCEDb)j
z;9PCp$eui*7k4+)Z~$m@Pq@fpGnC~KeP2ZUy(~##=~|(_|1-uZdNKrD%6j(Hy2En=
zd7fCUYXv}->jrwz<VQ|;kn@|?{)tDeCFLfe%Mr=4H+3sn@?2~wBT9`ED3U3TWo0&>
z+wPEo9J($`@%eMP|6Ns))DdcG@2rq3P=ME`iCvt3)3edQ^(acEwOp0p&j%>J@?kM0
zh*CLxTO@QWN9#7pQ7*I6rrw%Sp*T6zr}MzVG1c&X1mFc<HY7GC5HZsx3FZ|@>X`%$
z1^GM|8Rv*ZeOeh-7NKB<jO$V2I~XR&U=>+?h<l;o#h5so)Xb!L@vV&#XTR}+to%07
z#lKR7b3JS7U8){hF{Anl)_H-~k`a=xmcd|4?}&d_<A&gKS>>YA-{^|%FEsn+2Y0Z0
zE}CS&!Ql$DZFdQ-4}W7|p$MA&^0=OHl}7-X<F>X0Z*;g3y35S1PEiud?&6}n@bw>;
znKK=ZeM?)MFIHkhTYO&~EUMgJ$~`daN0cqu=ls0>Obrx47Q4R;d>v*VcQo_MM{Ta7
z3K*4oZ|`qkP!FCqzsW#ZZR<}|xeF;iu$;JxW}G<(_QMvVAE;Pqd>(XLna}UwfUE7)
zT$v9rR7~Q%(L+=6Q(tZe_`J#phd0Nb-HmtX*id(6r?5fvJyThAvIa?86;ldmUa54G
z{P53H6AuyPovf_P%{<pey>NdbqUj6s(=IHXk^bhQ^5hZFWij$IHufE{6Wc3^e%0sr
zVJYh&XcTsD&v-}e87JHMRNtK(sQdLFOq5zC2rLIcpkh>J9t_Fr7-w1jcC5Tez<0vC
znKWSJHu!2I{HSM6Hatv&>IIz~gzGKEfsIaRToquXol?K_rSm&pC_ZY}m|2b`jXg%Z
zlo|EY$9kTdR+{M(GR`=`9G~~IdLHlYdC9}UVK+mqXmoQE{|*~{%TY)fhUFDy34&s!
zd{{=z0KFv6NyDm}vg;fSuPR7T_P`ZkQP=?AOs3>*nKPsCesoe`PRM1n5M=ytN#DkM
z##s-%lUgf%TY+w6u1`{7c}{O#r51ro*pPsQt1mnd-~Tc$+lNC-7t$eyeOR;e*4OB7
zK&)VaK@ypuPGelhWwglKwh5H((HriK5W#QvuA|G>61@GE9kVkDWv)gFvY`u}{e<<=
zwMgX=$XvnS)elUC7;!`I3!?KVINqPctHge)4sgE`^)^;q)jRb&buuH9L)qQ*blOcd
z_B92qt>*Xytu-}kUOs$;4`r|%NqwA*9??+65x<4LWTGb>s$6c5XidA#Lep=0w%s1T
z{>K;1K)|2nh$x$WDKz7<#-E5O^<AAnHcckUFi)OM4#(1570nM;9Hj|Y0>ilr-Nwje
znIHgaUa-exRaJap+%P9JBf1IvBK+KzL-l<WbM_JIfU>zuh`quZ#i7L}kzo6Fg^WXr
z)^$B>TUcgS1Ff3Q1KHeAtTBG<W}N({xo1U@U&(N@rb7#6Acl))cQ`hmB=ly?i2J+3
z>lM6=F;-674kP0YbUJ5@=<=>uX++0I+X<NjUbX0z)lu|n{uPgET!@ZG)H0=O#bBwU
z<y9gk;7J4fQoQS8xP0vQrUf+Jn9a&1;yDtAsPPHan^hilf$her92Y8xcs(VW=qiIq
zzq$qM;&T36PRTpG!p}exo^hpPt#`dFGha`!UDb_$biAWbQwnfGRjCz^9Z#6g=Cv_Y
z2sqaw>Ua}pwhNYsqd?mY+=8U9u>wA;&0e$;%$R@Y80U+PU{O++P_B3B7T5j}#G~PJ
zQL<%dor+yUQSmFC^%o1A)#HZBcF%XlW0YVTZLk~eJ@E)IZY;L{MC#a~^hC~e`+TT2
z-ncqZ=iIxz@4H^OKCh<w8|u8Opy{)LIEYi_UQJxyq#u_khiJ@+94_UzNYPKIq}|Vf
z5p!+GzuB%UMK7}sv3F+8g_f|#Pi~1}TAWsAK>-n1l~~Kc9jS|{jCBh2EWiLIrA_c&
zDOSv~mvw^pr5Q}U%fX85Hov>*3<m?30{`44qmZ{>_{~l0?^O)~KzVllCiI49uxN=l
zJ2UPoeu^uo?^T~oLlymsi|p?w18(-oC9Pf)R;Ik7By${O?jyQY`7{CyORAw*nn5>f
zOdfz}qEurFso(o+aD-{<$4Tzl-ln02^fDD{;j5)MVCmmvQTcBAZ<%RhzP=m4z0lD#
zl@@sg6(fca5J2zxj`R^Gv9>bT!OJa@jfz<b+SE)<DrLG?ANasn3DW(WLQ|XgC%X_w
z=6H`L3Twn@(bbrsZd6*WRD{appbwO^_cccyKf1>3{&^|W^HE`R{(Ti#?TUxzp)S{g
zmR?c=N!$9_Thl1ZXN+OMt&LO)X}3nSE2VLDJi3t)%uRPP(n(nTJ51FY@#wIYYv}XC
zr?}&rjOmI;JF_AXmr5TdZUfJcadbK5=UoB-Y}lerF<7O+t0T11MVao<Rx~h}wP^Xa
z<{~)BhA}_sYwT-<F6t~4cua@~9>?1}7=W}8DQ<l32*3v9wC!uF{o#qnKN<H1=MS;`
z4*&^4_P%yIUD%u!X(A0S@*MG6I*GzZ^!2PeW+wP63^wj_TRNK+DS!zJ#dOf0H73q_
z(X~jUIokvJQrmpYSmOezHLcs0xDw}S&fjX%w#SmB3}=&3Nx4r{Yf&h}M{^$g{y&=@
z)zRM({f%g&uG5<5FFtGb`qx3IbEVsZ*(&I5Fs;2ai<kXtS3zJ;*kT=j3g_hi09e((
zV1LkK{A<j?{{R+8W-It;uszKvJkx2zJw<wF0~;s$wydF_IOEo}CCQBXR#4BJezk>7
z(a}d{boxi%AJ)1h`=DaEy&vxn@ve}4-~PROSZ{#vvA@I|Nh1Tba=s`aO%8oKS5eeg
zE8>j#(2NXYwMIMm46M8O=;m;Q=X)(of<ykUaDKHGWK;gBNcvNQpgCxmXVSi4`eIzl
zK3pUHDl$|z&k5^IK1pn=I{V_DyUJlD&#@SxfV*KQ<=(mWsfU)Ozk8E|+Z51dTxAi5
zH0<O#Xoo}3<5spImKZsLBfoJc?)p<4n9)l^oPmM|AkfAW5*>`ECkG?akO8!2Zg4m!
zwP@LzLPI)X@Cd@5qo*}JuvVQ8Pb6>&>FHF<I%D@_jGe}jZoIhx0ILEH>~al4sb^+W
zh4n_%l0gdmrP<0cE1dk<;cF`EQo5EVj$&9o9Q&TtR!0PavJk|a<n^Qo#anE{?v4*r
z%}lDc?23gXmDq%#a^$kM;l)T4mO_*5e7AmvoEA(0B8F1^dzy)M7G20xbI(f5)Ug6i
zNZRY2ynNlLrm8~6hh<z2ywO&fC*2kEMysg(t`-q|sI7nprF}17GWcFAEmi^~m<a*M
zUs~$PoL4>kzf*%XQffBy{RwnE4X)TtC*1d~ZF5zJNwqLSSIovTJ5%*NYSTot@?d3Y
zF^mJ!yzci<lImubPNd{!y=$ebJorVu5gpCs*AtfNN#d>8TBHl-%mIF&5marMb0Zx4
zRh66VPq#fi>nL)!%*~~E$CVS^18_?Wt~+L$tno%vE;CL-$&Pc5)Zps>0C{-n{{Ysg
zpE7NxX%`vAMXRGOL@hth(=}G&bp)W`dsf`BBPl9BD$bI}djN@&PbRsgIZH&2hfXWr
z=x1BP_fiFoPu9B)J57qtC3#1=^)(iqr^9Cuk+2RrR635R#FRsTE3%X$Mm+O+o_$)9
zuP#VzO{r?UY(s!J7(FW<7~1k|obB#vIMwcD<Q=}XqFh@bi4z2lxUA(jKYm*q#+s&-
zBe^BShSJ+)DS~(>8O?Lkq>jbOEtC0IPh=KI2w{<$t8-w7CO*ED>rr(gr5%iE)=-m-
zmZv%kMt7m)R)wynr{tFa`_xw!uOBTL9^$A;9uHg}%DB|0Nu8F3RjJT5)M~j6`PFsQ
z+47(sJJuO_6m2Ax_N&@_CRqR{1HLPw6{S(x8Osj{M(o+rpUk+Ck7ca^*ZR{fEz$>K
zgy5%2lj&ZSIJm=I&o-=+o`h5J3;ipEyZ-=Q-&*dj4j_>GR||48J0E)D$MiiMx2Zk9
z`myg)zX;i=pdTP2q;v8%c&rz~c0Y)!q;Nv#+#YJevh?0m`Z&!%pqzZ6hp6Dxfy(e4
z{{Xt;u||ztmtoF!WO|{XIR|d>{_KK)2i`H2JwZeLDMMuN>iO*B2CU3dtBuAY5BHGf
znhzLP4eG8iX>b$o2anx(6rdRa<s}~c8bCCng$1Kz_fy3I%WxTAJ(zP&!mk*3@!P1R
zDqEeYDE8peVi|xK<yt;F9Ey=y%3wGn-@Qa|t-*N7?87xK<|)Zm&){hxunM`(&%_#d
zj05t>y!BQU5}X3xFaY%HRu~e8?veH8nJw5nqnvqTAMBb^SYQVO{o&0a%Em}6r|Us?
zU@${tu1_?`)CS=qr<NS@aw*A$I3<Igqtb-K6Y@75NHm}v@B)nYJep!*99uy=5>Mqz
z8wFCEoHkERhNDmQukw&{&T3FW+!69I&S(?dRnE+YQrIIMDXIdyHr6eVS~i4?sa$|K
zYLYFb0awF%8U@ftW+Y*N$52HyB8h)^#P2y>rlozv^UtO`QxFDn%-sp+-iZQw2{H_Z
z$oX@Cd;YYF!K2HdP)X_DnLZJLciefv^r&WbW4ky9KPj$x&e|HqT@pz#kN0sgSn@Ch
zRFXwG`@<us=8{Gvf!Jf5RBTy50fPcNRuYqYn<$p_{x8=JxM!|wV^Ct(9dpHFX?$OR
zGCpe7)BzU<Cp=f9gnzg>EB^o$6}-<a93F&VVx4S%aHp+Tlw{y@k7}OKf1{w!YT7T}
z6qmVkD(mLd8<Ezx@6I&nG5yNGy5mr9t#4|4Y48jj?5U&h%(~wdGmVq|V^;NsKE)q3
zfd2q|{cC>2f1$^dit}(^#b;(G;6;u>rw)0h_c`a@oCZf<!o5S!WO8taj@6Wd_uP8c
zw7BxygVM57{c$7Kx$16?nmaS6(Ymh{(gVeFdN<w%x-rtdtS`WLIM3n$=y6=9ia_(?
z2h+86Us~n7PtD9-I#zi90N^t6@8hGI+MPqPpL&paxKgsI9f9ji`IUxHFrzUNK2~0O
z*UY2oNge0ghJ{!!QU|>=bVrtnl;gEZJiMPSRtF=lJ!mFSpovxezZxtgHGH$jn8<O^
z)atFVfRq&(;-d`XJK+TS`clSFAwMwrPDft#aom<$nV4F}NZ-l%f4fjPiI;034f6Az
zp4B{sS{VGi^*JYu@loxNt`w^;$}z=i)y$C$OR<*^jtE*(Bpt)@y}MJ)TYzU!P$AAc
zb3k~8LKBcj1a&o)tj#Zdh@`|}35+mcdUmKW8tx-<=N+?FL~QuPst!roK<h+mRWRxp
z<$dZJyDdwV2(a$KON=u<(e%YS6EINCw1J(u9JM|uGazl5Le0nFOqn4Y3{KIuIyW5p
z{xw{-R~7C_Z7@dK=*S8K^`e_<U1Z7q;3zPCD5_UzPey&kUl{6^7rqm_A_<ERt$m$e
z7DcQ!t0?<tEGlyTR^=PnyIb)VFPT}Tb*;!_*53ME*A4RynKdzXxL~SI4NIx$NMaW@
z$WUWA^{Tp5=m|o9csR#;^q;hcyEBs1<sN!v)>9gU<3E*HgJryBn*pd;vO^Kxqq!M4
z&jPf9<<#b#-@3~8H;=rslS>Avl>$ypSDy-<dHU68Vrz#11!XD8%T3wQ7)O`L+>Z0l
zV5x$0*V44DpjcPUm-DDJ%{5?*NbA7sP1N-yKf8^-QC(1{8d2w#=N(Ftt1o8_hTiH$
zvWw6P&xQ#uPVzoMPqVda$KK-+j->ak&$BYdRwYmX#%n)kD!%(QjG;=@_9-K!xC*L0
z4<FWx%Yfcl+k!vOTAV=0FjS27s+W-ix1aH@TJ<FuG<p>1#kD1=J(Cv)=D;U4qLC=%
zeszatc7g{$de!y0XvTMB1I>0|@d?vOo?bHvE_Tx|G$_FCA1`{$xYMnt+(LkTMNK{1
zNf<ye`1PvNF$uLv9<{Ankd~IYl^i`-tKP;$+H8@@@_frzwD>%yA=e*T(T8Y&4x{Nw
z2bR*hFvy~o9uaCtsp2Ih;>%EAZYqC=nnTS#6jVn8oDSZU!a4p`*v?5=y$bh77SHsq
z7T{)Lee1cr{{W9kI0K5|XUCe|de@tnbUj?PXv;Bl;-3Eibp0uioG2s?l=uGtRzV!s
zI@s%f5m{8{J90fi=B8HNz?1$0;}r@6lfxhPPfD3iMmK}(;|8*h#*!opgS%@f{`6-e
zmzh6_B>w<-;LyLj10mx+tH`JI1b~wJjtx>XV_AHr05isM)2O4C<i{L`)lLl$ggsdp
zj*ZfSnZYrJ{{U(;{U~BUWKr^~v}d?skx7r3mO%di?M7$>o)yD?vmoZ0Q)$aa@%y33
zs3{=aS+KH@Js4Dt9_(d$e|Dh-nEbA<j-k5K@B@#P(E1KV7ZXI{Fb53W`t+yc3(w3w
zshMm6kl&?7tBH9=2iVnI&7#g1p~%STL!yu}J@P3fd_|S#9AMGBZRC-kN_Qg9aiNN_
z3m^m2)}-D8Wrxd-x#pu)=Wt+Haf8;Brzh_gJ!l?-_{!jr4>&Y~ER4Va0pw$?BFI2s
zdFKNHq{jueZSBPyiRdyiu7r|8p53ZI%-ID~XdD`5cEV0`fy#kP=0>rN-~dKP9Ma~n
znz-pUgO)50px{+`Wf3V<93DyhX_CxX;BpVGR+3IQY!Esc#&u0;!Sx>`isYTdA45>h
zzjGH-M`9_bbMjM<YBwhA24y|Lu4db3LRQddVpwf)^dg&p0WPN`akiYp7%Vqu`?V5`
z61gFdPij`wv}oxheYg&O_j=gWfm^OUD=S7)x8p6G9<{5foLx7jE7ij<+@5|R{`k+7
z^Vb|zi$VL8=e1UouY6*zTMS#LJ*#Se7^-{*E!X^nU;XOd)xYD)42*v6u&%Im2kG~#
zcUZ`?fFJqhD=IJDnRUJ@XBgjj{cC>9n>h1|z;D0JbQVN?l0LQPV4v?9*^2lPIOo$I
zwBgtMDFHosr66SI^RHDL4{@@Oke_b#lNrQ^2N^Z3Kl--gwPeTsu>ETao1=Ok3p$M$
z41=2JM@r|kW5~^PJ*(Nnd<TV${vaG;xjz(t$HaLgaa~?`u1mz^i>UB3#buBF3pC5W
zj*fjgU`$u*Qv)iTEQ-|@OAqy2W3Z)PD{$N$E9Q@+WULA=&j4edp!?Kdz{G9_KmPz-
zJm7z;xXCAh(>%~bgaXm4fI1$%Xlqd|2db6kD}a4C_n{2i^MLsWoac<xdyufq8+rBj
zr=p+?%1Ge#`qf41CbTVFyDSLOjAXVH3a!2ZG8m(Ly=rOl(W1sdbCTcEpb_DNNgh|_
z<Z>%XH*#W?g$*HGM%$MMAk)>D01N=I{_QauB+7xea-N@BoqyJr5{#S!>^oH0Zp3md
zQpBXOBq<{Ve7w}rqBhdm<cyQ_=}%bNFiBB@r#y7#hm*--#AK@s<GIB(8){6Q^hD@4
zuvsSBgK_7#9V&#R89sQxAr5x_l%_<J2$F>x$)-ZGBbWQx1SlPi4tLQ6A#KN6c|`oI
z!0j2Lkz|oFvs;G8R>xCCW|~H}O#70)FV(DKvc8J`1^wF`k=nk{uaR~2j^fp#i$5sf
z`c}DY6roY|R=47F<0?2*g6Qx16N}ZowLqf)isZFRXRy5!Mlhu2t>}}=?qMYEQ{JuX
zYL9K@<QA_=a`yCjy06URq`ifHPK>u>bsg2Jup>C<npt64Gk_1&*EOVGn`z8WaHrJQ
zMH?C92^I-&Op{qspFA|&bt!u}`4yW_YnBQJJun4s*l3Aq5RyT(4_e*QG-S57`&G!m
z13dSv4S!k>D@PM;PJni<m{Wx%&n?bs)0I}K$6}tXsjhs8TM9dh&akqQ_Fe7>h;m8q
z?M0P@m-BCaA{|)P>2$VLiWS0&jcPu5=#3Io<H-$KYTDF=2^!%?997{ERlpn$wMySp
z2)HZ9OyaD^cO0D<SD{W(<<Ro0#-e`m98pNY6`Ox*rx?aXYCD6|AB9%AAG^+T^sI4k
zi=^8|xC*ruRHDo~dl_0u3Me2_JZ_J+KtcLe#gx&(D=`@E0jfHU(%j5;*PTL~J(6*H
zp50l=)U=j`V&L(d^Gh5|#FPB0NG)1Jx$0Snh+rI7Why^vM-_ZZe&h<p*+E{ypi9{8
z8JbLTDK73(IJX1ydsjJga%OY5oO)DN#HxBna;Rbbru!X!kA80!>4)9m0ar7haag_<
z{{W9`gYGM5KT7Gt$<C6Lj!aZkD!9b0e1FkoIqh6DpX(3SyNmw-`160Kt#HyD$iQ^X
za%LN&zb*J#Y9_*pe3>dnF`AAn1YVzoK0<bp$KzQ2ld=3n3IHVSVeY1<Qp^AhuiFj5
zs1-=(1beB?So^>al3%aN)ru}bk1X<DEc%R!cPuhdTRj;L4JPfMDznCYACXTBh1}5O
z{{VhA{*=)INabV$e;CHu2TEu_yp?ode)MM|p6}*xrC%eX4n;<z${>RAH++nW0c<<w
zlby*Y*MmrN86f$He=$x!yg6i903B0<P2Kz{D=6u<K}m@WA(&*wk`Gnj(yJo3%OfG_
zh7>r%eDUD_0C_r8hzksFS6^|+sj%D7kyX6RkfagR8h+MS7<_$c%BrA_oM(zgVp}V<
zv)47EMpwHQKuVBEIqn5DNf=Pr1Fqpjrx9oF^VrjZl6w(>)`C{T3>gRmJ#a~+jg%d^
zJBQ&)Gn2VUT5(*G0AH_q0CJ&FaG>+~QzK?n05fMj`cke8d>x~AC5<vmf~wJl+@tt~
zM4DQHP3R<(>`XEo_adt_q@Eii(DRBy%b%6-bN5^PYAG8G+mj#e))Jk~;{cV97$kla
z-`+CgA(!h;$R{ZMx;GSzxfy8j{?eMv(Gk8g^5s7oQ@rjOR{my?s5~p~K7?YNBLkK~
zr`o2)Tm)eDkx2Zh@uL|5&QBd_*=+ocyV{2Pz_Ktn9lBK{P1&QTMppJSftJs`UDWuz
zAdcNCuA0B;aOH9M^Hy~%{js>OQjhSDKBw`1Ms&P4;aBZP?i14$LS9c^aaZj}`Z|BR
z-nFIivDNqyhc-^2{2#qrn%+gMT>k*eI>ML!LNC+rR_?j~03NX({#|2B;HYU=_>|5$
zxhA>`9xW5;T>Evdg3JCrBkjkndH65lGqV-&BFG2Umpt_!ohMpc{x#~O&Ko!Sw)%S3
zLJZ5_t!q#IsQoJ?Kh}OV%~y1E(D+%?=>4mp2Lqbt^n=ZG0Pri?!~6*F@qfe+n&kXW
zcHJSz7_PANu2aN?h0+n%ZDp8$0h;CC$45UI#&*gEeR!(_&sEOlb;Va#0D|!35!6%F
zAS|Rv@$=rkX*1}gg?*w-ybYgfK#{XAmh7$Q)i5)Hc1(;9QpX0OZQy0$+%wjOBs?se
zLGx9B^*wp3vA|Xrl0c_u7*!{^toRx+Ao&V(@5N~@1-lh3y91nXIjyPK&ZW^Cs=QH$
z1u$Cxb5ZTUj}8bJ+?d5WVC;#I9DKx#ecDW-kUX-jkV6lpT(=T>1Zk8cfwT_Y`Kg@3
zpL}$FNB4~}85tOYbGMK7dFw^XI^-|RLye~$u~POD)r>NEn>?us?Lq)QT7pkKcXD4C
z_oqg{Mt1^)sW}<vnnz@m7Fh^kj=ifJ+}73tcCwjbVe?}kVukX*ft?QCOJba|O0R&(
z#J}F_flwK86uJdFPbz6S6p>{F*&7?oO```iR7#MrUoDs&qagaxOPF>?-4*fVlRE+#
zaJ}>1zQeDQAIe}!P&4_~`C7j}%k?>N?Os1W(B*{x0AbY&3}LHGMdxN&4+o$%S6zVu
zB(dPIJepf0CEQCIXP-*!h2u9*=4Crd3TVo{Q61QL_+0fB>3$T_;1)}JIZ~i!n!~>E
z!zPMmWFdgaC#_{^n*8wE8zy7N9crn^>h&)^rgdcN)Au?ZUx>U&WF`oR2)qCdbM{(%
znuNw#H+f+7^`)|~d+AKFWJjK-y>6$@R@&J@qVPzrsKL~iG`8$<PNJr{W4~}~X%^dM
zvXG#4P;*(Y46zbf54o<|+BJ?9L5@1~>rvg?Lg~9_&EL|ssYy#kp%AajvbyeZqED3P
zBvgqYbp=?8*q2L=T(WoXS@$|ju^r3THH@iF9%j+2PJKj6i4f$RjQVw{9_!Cs1JHLh
zK&+9r7?1~C)8aW|G1u0xuT{EkH#)HN5~!q*u1O>Y=h)Piw%d;P;QLdSFQ4Y=?NduS
z!yX3|vf4|No<!!Aq^IoS6U>mI!LEAx{{SR_deNv~v$0ht@T^yT+>?{uwZ!69$jb|a
zOWu%ABT305^H6Q|!S|<+y`26O@_GJv73E2}YI>^4SsfpSMl7xf;O-T#-?e0TYyLbY
z_j=av?O#EKU%E$wjQ%`|+JVKCg!RR6&-dG&_1tPaS-JME9kJ#b<H!6+@5_D$T8kS1
zr%THJ0Eni?(SDTqS1N0rd?!=*is_BSox}a5sg<`LNOAPRs3SOL$bYJyDrNbH3a|9w
z)+o|MySW2)5BFpr){u>ZC0P&mkmOJs3xN6m0Abhq(q&b8Iv-KW)tQcF45O5opTLT8
zkbna0r@FYvqlP~+ES`l<4LcwnAD-yqsUbEpL{(kvIcDI;(;rG|<$(dxKtF}X4NBoe
zV35dj#@>}4((1<vCOY;arJ<%o*jCOOANPJ?Rv}_?Nl88W6IJ&zu?od;)Hh0c5uBJo
z=c-gEsN}ATGDsVs*^Z)~sT&Na1&>;0;U}U00Az|tmk!^$Do3YEyXs?WA>=CL5I?0X
zi=DY7k=S$;7XfkrCp?2l3YQ}UA5l%RS8xJBkPcTJ8k5WjxOK<%p`5Dk7-BfhRxP~e
zcg^VCt2s)>iaf*J%O@Ll4%G>D{{U%Eu;P)(!3>8Z_>|K_5)RiG$42W|w{uk;0B$Hr
z0oT{PMpyt!NLSd>fENtN!#~8Pf^)!N<2?xGvou1!<^ZyW80w~)6-g#J3X%LQC<+En
z*F*K<roj<{c9HHWsN7B1VU0tKjF390r>d!CD<f__LsC47palg^0nJMf&KZj2{{VXx
zNfO(!8<MWs9=xp}ZKNu(>N@jE*=ZOYfs@vQ^8Ww|ocF~;dV)1H?rx#ZdQ|$3P22NO
z>7XstSUKaM?NaJI-8s)6TJ*5a^e%AJ{xL#q0!KYPD@NE4AwHF#H?DhDjko-JA^!ko
zx25s0tMH=%{{ZA7-|trDym4<A{d24)!PFnueQs-~{T&DWGps3p4rbMViA>{<TIj66
z`z&}px*F%2x*I+%WB&klxG+D&XI3lVMUKB-^uE*&!jHt)s*VOnZ~%z?D=9gXr+U`7
z;v>d*teF1*)}A}pHC@rsL*Zvlq#k-!{%|u~{*lT50P9xxJXf=a_z~h_{{V<CNa@nK
zFB0J0E_02&tE(qJTID=M58GD&WDbN@8ISN8u3h|eU?MX%5=?tBs|)8410paV-2$L;
z4>CiH_Z2EMAPth0Z+<K16V&<_u#C`S4-+eT;}j_1d2{k{@|u-aRyaV9z&x6X<Wqvs
z1syV!J;a$}1)R#efNYLW6>BUlU6_EoKsfZxQh-3x0<th89Ad74z6Rv(z`~R7ThrR+
zRW~A>0~#^{2hI4>FmEkNxMe4WJ-zAEk1iDR6tKe#e|DJf69n2B4(>?$cB+t<L4cqe
zOj!9&O6Q(w8aVfoBq%}WG?<xjv9~S>>%}-Jb_PT{w+!s(wPMW>nUxn954lgjdWK09
zvk4<A+;kNnR6@mNb$lFTVvxr=XC)Y59@P&03RWZA5n-}M54h(%RMEw8<zNuwV-fvn
z3k7_<0OgO&DWl4Lp%|yj-?^zsZI5Ma;z%*TCkL$*^;u(MvRs^VMPDf#$J~|i<d;Mc
zu6XpXu<PQyz1-nfB$}+gO>-sX`kCWncNf!N(3<?mJ+r9izgpPvEEduuJmeCcjaiSw
ztTbsSla4sgdgOHdLA3jsq1<tvmFv4vsToVD!w2nY$}s46dgi#75}PyuPz(=x^V1x5
z+Ntw6Le(~*sflDpLxxk<sovb1rCA8WV+OIr){NetWaz`uly!Yhj_+QA-UW&RGmgil
zJ52FCy}AA18@)|&K_qdItVgI6<k+X?2lA{IVOyH^EBii=Ess*Q@olT)b0Hr}xca;o
zf9lu__RV>m5ZTN)kfVKS*VwKh!`sie4|?pUjhof0oK-Ls{uL&VMf+rMpyU=ln5y#X
zDHKdw89gh38qM4e7G81dPdcf)kSjI;^);lk2wUA+nMW+0{pX>(J>y+Xh}Y|Z#a*_w
zz}(}vQ&8!!L?R9t9`$Z}rH=qnOAYS1)OwXu6#11ZOF+7jQ5CW>1z=y^76m~cooU^%
z^2t+xeXE+fkhG1_z0Gk(zbsr)-&T(`MJ85v+<DG==QS56o_M7tTkxn|!khv4*F2|v
zPL&?R@~hl`g&}<LjEaZv=hNv=jZgmoTCwJR3*}2wtnlE*nJF0ny=wKW?Er1kThPB1
zqk)S0OfT?aeC8?Mw2GRi{CPhkrEu+y=DU4Wv10YaAN8FDabx}@dO3IS*={UgV<w$9
zDM=PF(w1IR{A&g9oiE}bjO{1pU~|-RDq+dV3g7J~T7d~e_p$HP8nKPvGe%GQXn&<<
znWTvoi5L<F&+tevX#0Z)dN-jN27&YNHp|D|ZWvHDrvS2?V5^LZqas3pM6a=fb=-%F
zP3*^=uk6E-QcBoF1z3E!+&WZk^WfoJcjubEgpQDfQHC*d(;QSApJQb=XZVt)+&sJn
z+s^^J)C?4S%^N09-b0aD$f%L49(KC6e}#uM^#MAoMtbBNgGh4!0Ns^y)1egTTWet%
zl%L^YP-ylik9?f)!`rP%w`dKx;GXoNHpWUR9-^4eFgBh+=*F*Oo$5G%N#op*YB!u`
z_h$#VG|40zfo;g%+=_}q?oI-@^&M+DPqA@_aU^gs+ZjpggWj53a9)k|>rBWEge->~
z<n^Th1{>6j_fyugY}&wCaz;w~H3dgGP{Y)9pmK1sZpUV$$~h$EN7AK+!$8A;rI*=;
zX-WkIvSgFgROpX@bGbg4q>Ke)gV)xYLUR!nI0WQlJf3KcOOT}oI_936cjd6$cA&bh
zHk>f^s<ADyDaHt1*c?>0p|<S<8Sk2FHu$pOb?wDZZ*vmJxyVtB^Gf!+6r1I;8$GP{
z?fc{)FeNfEpL*$h58*N5YuC4t)-*-jNj%mztE)|@7@A<4B29=?W91b#g|FXehDmHE
z^4d^Q&tfrNZX!6Ev>Jw!73IsRudL}-x<84Q(#*3&iZadI_pF=mn(fYe_ou;oE%u_5
zPa%>*ypvJi0rsck_^aK(LUizPjYoEIyZcQ_GLPk2HpBfLKi#b9hhL>=TYsruzjnH*
zd`!BZ3NU)=3_TvUwcqt4{<(_9AMy}v<L~#ajd`;Y@%#d?r~E0KRQ@auPrY<jpYiD*
z(z(Odx=T_1i55L8g9Guirxoy`aCoJ_9OpUqr1qukIK_I1^T?<F09JmTjb%nZdC0A4
z&+eP)=~*fMvx?@c@f|ci7IeBtYTi972S?)-yn0u&hWHN`7yLmxe@f*1L!Y(``gN|X
z*C*mE{jlR7cco#N{{R7-W#7gzmv(+hhtTGvC6D^Z0}P*;MM0DY=SCcMsbK^7CfT0N
zUpdyt&^-`@#gT&P$j)j+4ydgh=>0xc>rWzag=o@c$m9?3s85x+6B|d!<WpiT+q3zD
zF(7PYHrliqTFOJ^kTAKE(y3Z)-Nff_aL27#l1WT^09K5Fk)E}^H}06td&E)=&?3e;
z87Dk$H1>G}aqo-)oB}D6oLj@Z;Yyvj>({+DH{8IZX9vI1smoAF*hv6nU!8*l`Eke<
zEK7-rC*>V#FFON!A#5%IJ*lrEzb%!^=j&NEmZP(J51FGN6B%!lB=b;VB#?oWC5IU4
zQUNL|nB)w*PC)0qOcCB}GIe2w1KO3jwJYHxjyYMFEP$wE*S$7mcu*t8q;1LCI)0UA
z-X#tUdEK<0eJUB5%(;d0gy>FbxY-F#?1~MtI}rN@2jfLa3l(zD4&qdH#T1gznY~ZB
zE9O58cvT=zwO(Ur=brWS<$TNHpAm?nHumQT1~{#9t9$Z&E&7?}7iuwGf8Y@Ko5XSM
z7Iw!8_dp#h%<s|7>tm@kW$vV!@62{5=I&_J$cpV80n?>);wSB3@3JQkPuWY&m$Y9G
zwc7@MLG9~Z2DRb1t+bu-r_2UV9V-UMUoZt6DIT@ZCx}Jeqr&7J!@X~Z_70ya-JG@M
zh*deB!+aebl=f1?It|Oft*JaSV{kb|8R_!Z7olB?O=d{R!m-G%#`9bIEMv+5`-<tq
z^2(m8W0Mu_BVXO?sg0<38Zyn~xd*Qm$==&t=@%v=AwGt?2|P>tvJUO$xm(Fi_0H)D
zB%0&Js!3j+kI3!8O1pNex0z4vf>J!y1XjXmwzrnTOL;(ide!Lk3rVc<zyprG>lSM}
z%`#GL<Sd;<OmOa#y+w5X^IvTmx>A*z`+!{EX%cLFlpPIdTWd)>sAGoBXN_D;JiDal
zzC}XzYRAmCao474I<ktjH=%yYGX5g7I;)r88Qb2ui-pXmCqDJNY|L!edE^dqD;nw0
z&dNI1pH6(zcRMOal`9lwW+MtRG0rL_jGPmn&aZhHzySNypJyC%irLd_%~VMgL??DS
z4_cWa=cgX^Xhfj({KY%~ykj2J)iNbi=rlpMN89TsOjX*eq>O1pk&XGQe)aFrR;Lrd
zuJ2Mtez0+3{<Xz_%T6n^)`<HN6~=-Lp4I1Lzle`hF8&iOCnFsPwG$tgidg!4{b{rP
z(d$_BI)2d<WU1tp=hG@`z+8OA2>$?XE`Kpl#sd0`_dKmk08yM2Ki`bxR3hX%@Ag@L
zMik|gZQ5HSrpZ6XjfKYJiGSK&8k>MlGraWL{2F~s$!5UW$&cmZ10tBq^JSDj`$~EI
zs#!kr0t%45I*Ma1$pf9(?8{eSCN@mGONQUiM?BPFgk`bjM0$Fusb#~&gs5@X(3*)`
z3U)aIKXO4?%R=L@)<W1OFys5te}zd4FmMFGkM77hsBpXUwWDnP<>Xb5nX*U|bIW(A
zzPB8<C3#Q{tfdcT9V!-m!<;|3>rLIBk`O`ruS{Y(vK2qxQ%X{~DgtLbBVdE~UYguz
zd}I;bdQychhXq`F@M(&wgyGsY^kI=%+|dddi1}Gu9>jA>n>Tku+tQP3Im<`5c4Rdo
z0tes8^m+m842_JPu5;Ma)lSlLfO{HT3^qnR@k)S^jDz1MsUtS@9Op5S%^<?y9(}1~
zVX$%m9<>{~mBv35>-f;bkk%!S%n0euIHYGGafM+(d=atoPiCm(U^=M;cLy~MmXNtp
zpat85>rDf2;AiM*fMf2R+;{6vMgA^S)_ldaVOS_!GcYGSQ^TEr1*VjKS&E!yrG$;y
zIUMw>j-<<DLr9FR>W2RAap_ZDf5+3G_Pr^ZNez59Zu`H*PrT;s{{Y^vR+_aGaL-!b
zB9z!Ay>VCJIE8wB+MzE5_32kokr4j?cluMM@iM3IqYg9vp5O2P09x4BzVG}5e=5d+
z1ACwLzpZQQ#1ud7iozekn>VTaSRA%F>x$^Df8*9HbH#JL#dKEO+QdDpg9Gt1d{@GY
zKZP%TwBO}U#d@z}&LO!!x;d<cC(JnYt$UtgHIRccem!fNuf&eLKf=zNNF4PwyPhix
zNa{0NovYcy{0Q-Jf5Z&&?_8gV2sfA~A1!r+n&ma}e&4|U9+l6S{{RJ>W#7gz)HzTQ
zfgXmPo}x>90mf8fqYWMac*>FdKvc0af6F<+1ER6!zIkqY&tVtI4hl-y<AxOVY1wk6
zWZ+~9CU;f+<SULdv|^!C3$Q9$BkSo&?_jm{BnC1^nE{QkITa)&c90(jj=x$(^8&8f
z5yl2bdRWSs$H{}oO1S9kOtnPUV1<Z*yy3S4$m>;=6{H*EW&JALz<Dtf)GK2&q)U}9
zL+3chZYxPGNQ|^9s9_NZ!|w5u&svzH%eW8-&l&1Cq!E$}v}6D<anh!Z3Nb4u8?Zp_
z^r__r#w<~o{&r=M4oMlns}RI@;K__PE%<RvPclrXQ0xFX10|c&HKPukTqKU0RpuZn
zo^l62g=rK+Wi(rbA3Q{Yq&7c<W~^N3Qf!iP6*fX7Zg^4K@vQ}Wc%q6lLf}IG05KTf
zCVw-EY~oq8>&Yj%I9SnLbN8DZ3em+|QWUk&z=<S`;5xY~G3+R)z=he4_Cv-&?L}av
zV^<W<xa;CgQtnyX4#a|a=Dypng{CgjmFfqlHI@mqq`f~=deKd$`V!b#z2)R^rha43
zu&rHZO2z%O50%N<YeT@6(ao%fmjEYB`qlpc8bpz6aL9yUIOJEaPLzF%zf;YtT3+2G
zW6j{}hE4D*GUI`Y%zYD4wv>MDzY6xP4lwpGu^m>IRf^I$+FvR*Wf|mktCkj&rDdVd
z99?A_y-x_d`$eV7yM{;i6`^T$H0aGCIQ2Di#uNRraVUq&!N&rnx3USM34!gND;Uz0
zYRW0-j;U3QsK!ld%=ci&B>q(kj0~RD9`*-{3-Q6vJm$Gu<~kDPE;g|@l^wc$I##T4
z{^S<`k}^&!2GJ4jl#}n)x>Bp<bnR6tl9bk?gdrG7D45rpTsIkY8(Z45KEZox8bnqo
zy~TCbb|!Y-{6;A+r-&hf6&{4*yQ<-0<IeOv>UhbiaxF?aWa4`<yy3Bm=e1DK-jWH=
zUbWOgY`#F)2*;&!dgL<4agwJM;MvBbJ;c+37S{C`0LPzP)#Vulf#d63!nq!~tG3t8
z8vxlNy6IvT(m85Sd&Joz{F*kL)Nx!S>Nb(bV^aaZ;|982o~Y(=Y1y3)nxS;0_1t<?
z{{UKLkpBRQOg(ug-k+TDn)Ye@2=OZXY|Phx<HY@Ij_Ujh>^01Ni2Zt395`@rYs|-g
z6!tRz0O1zXIQmm(0IzJ5-khIzJkw_csKC#$;<0}T(!L=h`8eIMp2w9nGM$`|(Vtc2
zO+gvk#&+kka;NdBmkM}3SwD)Ji0o8{VCQj6j?RXp&hR-|2jtYu75SPyzwO7!r6905
zRg)jYrwl65n?#MvkDm>XxZ;@S3=8gv<ER-^P7W9lST;LJ!Tjh_2g<TMd~|V;Y1~^4
zxyIPZ1(zH$@k|47#BL;0{46kOC1P+%Wh0Ht_h?dFFxs+#-FQEhWZtEvptw|Fg3%oE
z8>IwrOGYuA??X*f{3_%9$tjFHuvn|Y$M~0(H4Tj+>czoTVIcnNa78g$RN+~pZ+=BI
zlGs*7kbikP(!|?ASmen5<MC2egm8MY1JB+{a)Qml4l(ywQYr(^(u_Kh$f*`KZgz(s
z-W_N{Z$ShlP`{Q_{h>|(vW|pjo^ewwxQELHg6H_U(-{F7Vn?{<s>E|XqhkcK1!m)*
zG~zi@Mn4WIptdp`F#6!r@>H%^jyh!0LSX5_fs%bHvpVPI1zX%zvKhI@Zn@^FpSys>
z^Ui3H;znC60Rh+Btu!zMY$SU%Jfa841RQk~;t9dZ9-QNv$);;`M#Bs|#Roj)O-mNm
z;~>;!Ksnq;PPJksR09iB1@99lp#uTC01$cYQX)vrgvVaArN?f*^r{;?5;IkPQ8%Hl
zr3M$^F$C=$DYsyKsrvoyl$s*!yZ6R@Yqs$Aj}u&(ZV;E1S=WvLuUdz_MIL=eYOS7q
zC^<d2t3!x@>UP$bitS;7M3OuPY=WR;@vQ8A@2_fWNi=E9r3B17Zf^&!@9SE+{{Y=R
ze(0>LU-<q5ug_Y#{{R5}1#?sW1kReD#(~UZ80%dXxBPm<I&s>$+UTu@En~-}ao~O?
zZ;SX*V;p9j21apBC!U|DG^4Lt^x5YT+ymsd_*O!3C*$6==l=jy-%nb|P9*8yt#j7+
zk<&xrXHBG^dfOSrVd*EOZDzfUJNFUe;=hQ+HOgz}7pI(Y*1D2$T&BEpdQV&qmCu;}
z00o<6-^DUlcpoA2K3+#!a4{AEp(EUOrU#45Bq>J6T$++IDNwPH>N)1Vek}Kz7jGlV
zoG|oiU9O5Zz^pPkQAovciJ;rxBAXUB4=Q50#|D9P2)v&$Fj_X_nwm2rwh_aO0)IM8
z%vnpQlyUP9N+L+|7zRK<<22*FiI&BSt`aipPE_aHnn;2dP#Kl8*Bns6imuENwB#QA
z)1;A<F7*X6MtkEGx2clbLS$J2WO8u3aC4tpeXIiR;3}3@4ByL|s}rY{g_B_*b>ke>
ztvxOp@yL)QT#~@&w@NOYklbCFrio^&<)Rpi1XU*^VD84Jwpp6;G>T&y?tB&;1ji@p
zYQ5F$R+5Cc+U3zCVxuPmqKeDD)a9L>p^+3cyYRd=2*4SubBuH+*||MUU+o)vDAW>-
z=0?dMa-8ygvsrg{&2=XD0xGOw5me_SbtbdgNrdFh26D%ob4-X@umE|8cAS&av6W`s
zjTIz`OyhYM5RQY8y-gIzgrS?ukz0Tb6`rLwkGd=3RJSo&8Q5~%f@|%n`14nUMvz*s
zRv>k)GU#1R_P6S1i=QiuS6lvsngyc^Z#-l(9OpF85&5Ddc4A7f#dp>o6;JF)9SK(p
z>s+6Vbjd8O$C=0^8uslUWa7IXRpjfbKIYzy;t7{Zj@?(BaBAAkB#2ST8@imDp`k?&
z_GD}T4YYGsTIEu7U7-H}TIhwWnaNo-D;)QXH0a~8%zTl__N<LQ<jJ74dF6P;Zfox)
z&Af_N3tWDeIEYOP90Gb*E+z6-zjL<;x#%?dF&ZqKcRr@8vX$coudy4wv%#iL6rbf@
zdx_qqZ3ryaH%ZhS<BIF;(l*BOc7fBSb9!BunRp)nkL6t~v51og2BIy(YF4?@qZz_V
z{Q~z;+=du1iZ~{+vy;?)1xnvAIrXOPUAV#eSA9y3qq{uXbYo9Mi?+POo_IV}OZd_9
zthpYwZp{3wIrZsGxj@(?WPK~kdRILccS}Q=xYCjSWcf+-tf{P~gpyYvcdoFE1I9V1
zoie01e#W+*9y0PUg?UGPPF5+JHpt+P^{H*BgMla+>~T}vX|T)64XyO7$!sQp`3H*0
zMx-=4IiXP<^^=FvZSm8Zn<u|NTBW20{>8QjJ?iH@>*(o!4lMbq{{Y32m9C%kJajp(
zN09t;&sys>@;=Gezk1|=`NugG<zv5!dij6wONxC3GH!}M1dhg>hYOA=lVbp2eJeNc
zo3DsS$pZ{<N$A6aQ=kag-{qf18B<Wi$8ObNPjr4iDv?`hAP|K0R~ZNKtm0Ibq`ORi
zF;<NK0DU=AMlwqk&--zjMQ<#B6h!_iXlB|=1=@eVA4<~XSaD{44kc0R!%(gKD#QKB
zDmG@5=3pcp**G*Q-@wG6e+zKJrLeGs?Q9LvHhIq~X|5ZR$T>fLK9un6t+iOF&)txJ
zT0*F&ozXw4@}{zEw8mh%j1ecOJQ@RGLZg-SN90qAF~c&4AKpXFDw4n`aU%Z!b+{sc
z8MFq=FP4A2hl5Wl&Y<BPeMeeF*|;bsGwwL4JhDH7kMAL(!faqaHWl%Xio%>C+m>L!
z`mZ9L^AZ#`K<q^*$j>Ev5IRw75pe?($R&XM4IyB1!H7TIYIwF+hDR(_m$2_mMd3>@
zJaja!8VxbZ>IqB%+#a;$J69`@p%fyPZV3jXIl~4}aC)icjfc4|;LDI1Y9dT$Dh|`_
zNTBREZ@`>W#A9g6o|y)RsA!16VsfpIVk$s0%PNjLQZ7rJu1N1daG6lep1{&t1J`0X
zhGah|#z)~+t>BT^Dn`!Tco`U|e6a2ejgE3pf2D5d&l=sUmv~4#VD#d#tv5~*n&?GY
z^1|i}tL1_*gN}bX-O+qEs%m!ATv*weqlrtqk}!kY)|16It9gAByT;5S0J02zb+_Q(
z7L5Z>y@x0F(Ulx-1oq>#d9|?>r$JSx8_Dz+KQt427?v>k8mU(27zed_TFBNnit++2
zn%He`;m#|~?e3oYRhD;E%Z%W5rMcB^<X<XD*^xd~&tYFlgKz5bbKK*alasdPZxG)7
zuKGd<!t|y_+pV+5-K_hzCOIED<JP9Im`P-Ff>cvg7dtvVl2p~Y8P<dSICK1Ur>}Hw
zy#;330&kNYcUF$Re)rO%pYSAaKjXyad;T@jTjX0u&+ykb-nu(~`1g+<mBoPgnYJ%v
zSjRlmskD7-)n}YC;Qr~j?O5nfn0~ddKl+xytcc0;PaW%;zr>EZ9}7B7DDpjPZm{&S
zc+G8t#d`Q}fgV09;{*8DDXs!<TL&ChR8LyvHLRQ0<2V(DWBen0zxak!VnCc>$8ZfB
zq9kP+GCe7a<(2tKR`jV*NygA6P&yIFubxM`NUr-pNdsr9k&2CmNDmIsJFPFsNZgMb
zXYUGfv#<KOK^}zDBy=d8809O|hBZ8XV;~_z^Z@n!Y7a0nF8gpf<cf4f5Bjpoc;K3-
zy-1qSwLZ}rE0$l7?ZM7DrZC3UiOY=g8;*NZre+bxwKssLaU-uZpCfE784cGRjcR7J
zAz4y2K6D)y)cn-$NK+hzS9V5D0VlOiuu8-#I*>-wpGrKHDm=y9No;|}-+IbdG))y{
zYp|nx2~duC4bS0BA}QqC<h*W3&OgGe7$J<SD;3Dd4bvUz!bvw4jW=PiSPW!VcGSLN
z2;r7LnP=xGXeX0WGN|O+f;Ixo4FE>|R^U`*-~rN~wUq7;^K1YC(;l@;S74K}xdBLv
zw$MT2BR<qr(?}GwZ5eQ^Fjac-MOBhA_nxQR74h}h6Y9{(k>w)-ewFqOd^Eb9!l)&)
z_|wblDr!mfx9S+WGMkH!Oa3-Jt-M)d9gI-MbA<r=S1;pB__ZrUSV(Lwa06JEXeXsV
z`(eswZF;|0r)wjDVQVIvdmV<CsjM1QaOVsL4;3wx-)Yno5;@>!wQ>>O%<*qn$sW|`
z^+_U-I95_UD_CNq8+I|C5>2*t+WW(7teFJkoL8K-6H#H=k80DGQa4Ntj%uvdt2BZ{
zetjzpRZnZIdK=*A`vl`IrGTlo=KKMxQQ5Td7TJOCPtxt8nor+13)|MVR5jxmAt7R4
zyx6LR6xG<JRjFAR`en4sav470Jl8>V7309?6oq26Qyf5K^)*rCJ&t+xsc=`&=!Du@
zm82V3j<mo5UZdKklP9PcJqH=6j~z!o)mA3@mMsYfq0gl{f4UAuM{F?Lv-wn#z7T<&
z`gE=euxhGjR400DpmDr{GAc5l5uBf5YF7gsjB`*v4?sUU=yEw!NcZ572R`%@p13C;
zl?R+K9FDwGWY1cQ+}7G11*i+BKn5@eYLgkJz)7&T=lFAqI#;<%;E$o;)%e+wub=cl
zGv2vCPnq7jpAZrDbr`Nxef|ObtH{QG6!vf*!7d@-W3SeupO6MK^r;h|`gf@3T;L9V
zoK|x9P1nQ`50`EMJ=OmJrA$A$yJ;W8Cr`lCF=c@S?#E-p3YB@vsSWCn!Tjqu>{PcN
z2|<9yGJl1+Q%3;gt3==4QI#}`NcjT*f4Lyz@HB(uVg_L+vvLhnBtkLsZR`AT{{V$N
z{_qj8WykT37=9GOHXXzm$>{6KntwRn$&vp6JtH_jh^25DyzJTtlhs^uDNyX_OlP{d
z$ft!b$Yq&&@xuyHoM1RUsN<TEHb%>|hAFTU_mJdM%7+7iB9G!z$TWbmk<~fx%9?a=
zyUaGO8MA{K>r&m8qQ6mqV5nE!*sG3zI#cpD0h2!bRhg{rpg?E0Y##0knww11?r-KW
z+QTHw0XqVd#boP6u6yW-b5^-SCEGj@58hKlGxN2T`RLpl*Mmg6y42Fb7<Sw?enZA9
zGUf+{;z*`UvJ$O<$TZ_tGtoVF`2=L1sE5sM!yBV-?vapcY)Ism0N`~~P=mEj*U2Bk
z^t;adkkOJpxvNFABVmZcV;za>OB{JS@KpO8(;Iv6z#e*oR$~Lo#{-{QrKqIrv>N#%
zX*uSYsz)Wb><vBHatA}2Yq30a9=+&p#H)y8Ipl5k6%&SI$qnzGXe91C8<E)YQ8c*a
zfm5ENrDZ0KBOb)rRSE+Td+w<syLbqEIbqS2x>a^}*mw>x{5`3P!vKj0K8@P5a!*0>
zU1~~MoP)d;Zd)d%ZOa<&<E}ZXj2MyT1DtS2dYM2N$2kY@Q;JJO4k*^ppUk;qkbYjY
z+45$8_o{6XN7`H{INREyo8@<6amlY<pYT=A89&~;8Mp1W7aZ~`4K8AZl%5zKGga?r
zY33t$$_+;w7>FR(l`8)LzUEsa(v2_O^0MWC-F%tOH&&Lsaky4yn)$p#{?%XC&+i|t
zc0u0{CSg%tyiR++<6RBE5J%tTu5@*-j@<tMqsRX3a$r6tYl_(x2f3x}2Q<-&b$YDx
z`jFj!syx<8f2}=+dsem2Fq+CvC9YcE8ak+aEa<el+6N<w#M1a3Yh)3M_3+;UJd97q
zE`6($*AMz@VT$BeR8PHfn%N(2asfPc>0J4b@Qw2I`@=3G{EebP?@t0V(6nvbcBtbc
zC+8@AJ5_<avX)elMmlw`pNZ}<b1CI^%02qiBN1->;CS2AP`*=e3r58B&jOwWz~kkV
z5250z?nto~7}+-Ao`h83gu#+N2^@ip)nL&V0nwv9%Jii}CUUH<qa1bqbkwX%jmhMd
zBt_WaN+|#l*P4}@P*>(wKneOTD!k5%5E4bpa!T<;V;~rri-J$h+lsDoc~y&TByP;k
zK;SV0pr$iP%Enc`a!)<6#aENhJUCVybR5*e7)TttHsgWZ@lkfhl0-#=uoFYh-b&P~
z0}ai&g6`xVr`nQI`!g8~s-qZT)|>X63_N5I*a|y)(5$x&Ud5&!P(@|jSxI8ODznQA
z&6h5OpbS@~B8gE^qL^WGwM`?tl^$$a47}o<_0UNYIGI_znG_A(bKA8Q5sn88%OFFZ
zLs3Q9R!7{m@MV4HUj}s~=CH%{H<)w(0P3XVP)EHk;CLpwu4YXI?AG9fZVypbVbqV9
zJk$&;Khvcl9C6K3t0YXR!ds)Hg{&^H4$w_g)S_ECQK5XRbmygH41>l&9mOn?Jeb_Y
zy*aI=iBg4{GL9X_S5HG-R_Zlb3KFDeBCc9%K28v^8TA#JYpb*fBXthAtA^&r^Bcfc
z^{b4c)s(d}X{YZ;LtZUXIYu{gpI`p9Ok@r?Kb>=}W=3AxUE}N0pKW~bzS%e<)K#jE
z58l{L3V#W|x0A{Iy3n9@&JVRm1nY31t_l5WXo7jWSe$-U(Hlu!Y;($7x;@878v+}g
zb~HW-BdI;jO*P~&0UUoZJ;nt>a$6@Sj%$w??A4B}JLXR2e7tdyf_*9?$3J+Uaf+7d
zm75(8(yNS<-2G4VtkZ0AicDPOl26zF0M}8Haz@dQ!k^p%GxVs+lhojSYLGLdgb%RW
zft+mgr)MIY7JkP7=k8L9_o@5{`TCy|F?>SAM7bPSGKcq=2OaC9@eV>SKb>=^Gc9=d
z&*L863-~3WpK<uqbLE1J2L5#>GyGirYAM0U9G*K?ZD?&B!ZEmDbB@e8AB{+)xFBLr
z_8WpKD4Qn)Z^v$oDr^Ti1I+e3FsNG<Eyt^H6<9Z{Qg-}lafaFs-&mykzk#G9a^Mw^
z58-|oQUF-+a(kqo(9<MROl)u(5PyX7riCMxDq}z1L6tP+Yy!C|5AaFI{0$gXYyx6F
zj54S3phFxDxhkv);n%GwEO-TFUcm501S+sB3Uk9JBAQg~B(Cs!I-DQMqzRR=wL=g&
z`5*jh#j8f77gB&82t8_&5_sZ3KfTtC_&7$#87j?5>`R9>hh3=a0&fkqt6VDpz@n7}
z$I$v#Uxzj6^i5Vf$PVJ16+Qh$VlxsHva)&;(Ec<b;F2<N_m;f+SQ<*4slSEpL@9E{
z$4{^Lne~4VHm7Pn$s+-PAEEm3T<y%yB+T-b+*{^wat%hMom7I4&mfPQfWdOAa5K@X
zqJ|z6praq@7NcR0lFSAq2b}k(#F+$~jyTOPm-B8#AfD=KQW>KwockWNx<izeh)@h;
zX$_vHrUUnR&wkYk0+Qh8C)8A^50{d?_`s?}%W;y7Fu~{CR7}cA-o<`{im>aDOLz3B
zJceZXPDgM@O3rs2S|Mg^5<qd&BBMaS<ydvWR;vOaHx2>koYOE>NGKQ{q*g66WY<A~
zNR*aRJ=c*^VWjSkG0u22g>lGy4D@cMrV5~p$F%x`L}Di*50Q9QD~`scP0Vr!bNJIn
z-QO|Y!0pWe)G%&<ag6k*vklIJMg(25?E|L*v30k2?<9;i7k5Eg+7oWLEs}VswQVq5
z+`FTdWBFI5C{CsoavU`07-C;O$1LBDY3Xk)r{z<M*tgMyZJBwkC4mukfCu4Rl&}+j
z8QW7E1*A+JIyR2_HEs^-xv%o<XjBQSp!cQM`oGq?IaDZ0CS2UrqWq3{b;rGQ(2v|k
zG5j^nDEYwmuB%{GLH@|DT)sNVn`0f45OM4I)4G~J14mz_dS?L*&ODL{=CYIhXa4|R
zwJwM5PAe@qanE|>t?{EQy>~pDkN5r`qk>u`UbSP-4to=$h`mQqyH@SJSBz3(&&H|{
zs;HLQwQARBsA|m$V$`O#{_gkZ`};4+fA=Gg$GOkB&UK#G+oZmUBpqq`da?m0w|IQr
zi=Zu=&(IZ(?3XrI_a#QR*Iu3Vf&gR&K>8MVm-%-HCv#FC(SNR?P7rmN13-O3`l+q`
zwPGn^hPVJ1pL>OBQ*K&Hsd~+k60e2oRr+mn2>8PZWS{ct3l*k)Cc520{*&uO_*A)+
z7xG!s)S-4;&)1A(lBk3KB^_<FzLS?fEWth^(f@65yPH#7Nje}SUmrB=An*IDieijm
z`IB;H&qmP<8{%k}>Cba6x8F#8OGu(amRj=%Jq>Iv5EFIvE!&J_Re5w|1V0Zs<9VaD
zPMv2CeH?}8qL?=ceNVzDjc2Gv|5A-yL{s1z%NRjlj9jv_cT<9CRUj{U>HGdO@JFqp
zjz&K~Go5%EGbb7TR*w<Jk9PChXqApujK)zs8VwGRcz~99qEpVOqesArx?6jX4*aZp
zV4UL^%H~jex)xMMs``i_J%eZvRAYsppG&fTz*dO+%wJioMf6F{!K$T_zB0joFYH_#
z-yFGaOLD?8%ivWtO+)B9vZ+gqGDQ6_W>+3+X5edPWRJGgxeer^9!$LzcTCaCDIk|U
zS<NWfNX_CuJw=N?$;HW-vHz_MUCV6|BXn2%T$O>xK-$nJwD2yM>JcwoP|z&?Z`?C=
z`4-?mw5|t74;$P~ywGGgspGKmnVJZ2l=826)~7bYjfl0x$kX^+>zE%8q`&q7m)BWD
zsPqVqqOVf;6n#}*BgFRxS$trE2v-Lg^2kWHv>K}g&wfzkxZv=+Rx{&CWh-UZCub0x
z8$NSW0PO^VY~(|w#ygHHO&t52@Xgj{Ri3Z620EW9uDr=qpW`$NCFf_0>za$;Kd9^w
z?o^sHrJuxHPTcVhiCN<(d{0Aj&2-r4eKypBxFvtk08AzLiCbA*v%LQwcY)i3l~RoR
zgubflwQBj;ag(Bgw7nU@BeE;t9#Nn_z0N$9g(z-rbL=c>w$d<5@2=zdboFIQ&IwBk
zk8xKtz8Z=kC$VZN0GmcJ82fkmMFm2?poA||g0MYoyoQTWM^iulqYu3>NrWzB$0_EJ
z44P6c|K$euXl@=Q*oF$9z8u<qcVWBebrgam!@_H^uGcmBPpC0``~IE8X<&P9jD*}f
z<{~<SW}X}SH?3@lY8?7iWiwPf5H*hiFWJ1w@bd9ZhES>c^ku}fdH_}c8xt(fhbL}W
z<ZNa}m{x+ZPsT=Z#{fVtzEWQ*bAk@0dNB-Vuq`+l_ujj1{P>uq_FJ{JO4%+?7!ckm
ze*WEpW!Fa`>{|xm8bsmcmcEB0-e}=weMrLfRVGn0ayjQR2<@f8eGtNaXhvYnoM5oL
zD`mKAaA9u@6P`4XH6oUX3c5h<30fz_Q-vKD*$HBNpOpm+C<e%>z=cIJODKiIQ;r0F
zeUOAi2bdVOmtBx?DZCY}457^2bNxk!VLYkv!WqH|*GH&(|6<-L=b-EmKNQ^VQQ?k&
zk{!c;d%&g8Zj`G0p|gC9K5!VEYEu1fY=n#Gxat#=a&gapy9;K!&1vzon`-^9;<O61
za6~LDXXsthHpN&OOFmg2MF+UN$)U=-cYjQy^u%Vq*LiEms$F~%P3o(qJFTDWZKukw
zah3WZwTbz&BJH<ug>2qf^?hHVW)@Z@qpw|20MwOBTuHMZPSKI-XJsRNu)%lz(QrR&
z?WO=9pdT*;H&pj&zoz~#H1OH>CsibW4~DAvQ1e&wCW$7_LMLoG5O>@?TMR67bJ$K6
z1J+A-tm&f@#6Cj@(#sLh%K@;$i~7P)n`Qo6(-F1XX2mz{7p+35n{U=XgRl~V`?M^+
zJIa+qEY3xdwb)Hx&aNd2#oU4l>Y*LWVAV4|WK?be;-PimXR-S9KJTrP!RC)ofg{wE
z*%8*A+5T={HXAP7{qs<Xk!}2q%-@nQYOQUgh;{ut<*sZl>63bo-rGN$V}M6_)H7E)
zmtZIW!^Q8tFsyvLW9-=T4`j{`2C^Eh<G`<}sNWviFewBnEc@RRe~RCKD9NL{+)?Tk
zF7fCqg{ri|fqpX=!K^F%<av4GD-|;b$b&{Q&@B(cfGWhdZB)DIu(t+C=P7VDT8MZT
zx~1=#et(~fQ$;1C$-DZ~lrAzeW4NB$clPxssQB+<(n(`@IXNB6S9E|`4NFPzKnXQ_
zxT$q<yx@%<&u{%Yaz_X7*Z6E54%=KGG{MZ(%)57zdj=N@Y9RJUQ#UI;R0OPU=)ve&
zbyY7sn4ywaG``yDLS0w-LChNKJW^&ygFo@*U4q6V2<;tBcHV`LUzC2yKpLwY*5Q36
z{>a;0cF&C5hj}1Ra5D?KjY4?v+nRuJ37SdZs5JYLetzq&pzJqYZlRC6m*?Wt?pLFq
zDHunFcP#ANi~XrWSF<yBmCv>`+_#+VQCK$qt#OtOw7ur?Qhqjoj2~yGTSDq<Ss(7J
z18MT0#Mnv5J&n&|aQo@m*TXwYDA%o$oWyvUvNd1r68~{tF*uPt1zXNJJ`dKut220q
zeM{{ZN%rG`w_2@K9SNRWzlzam$v$L%2HU(4EGt;dvXQKF3+82xQ^|&L1tXs)H9VuH
zR|iK#&lc&{c<4<^964}n($-L!+BFj~gL4zN+rj6ueUC3#EGao{X~=LgpmzU~zE5QH
zNZ|JTOt|)pzj2;%vQiCZh`Q0REWl4WmldXbQXblQs_kg8rzk9f%AQ;{9KK9xM8$js
zCKX*eph(6^tcXbSRW!f~YFdpLVyInIdoNSqe62@{wqjoUnq0SU(z}kOiG#94CRYWz
zKz`(O*KX5?kci=6L`zFSG3=gBrdIx)0y0Q6?Lq&xz*r#(0WGpsUbyNg$`O@*;dWnt
zG@E%)D`~$=+IujD^+#H7%q`K3addowo!ED_9M(;}CoxpTOc}JB2Jh|D+pq5#foi82
zUtY4AO!aW^WV`*@_7fPMW4<?v@~eMS^|7gBFR-Nr{MG+VHu2KXA*+o@#P!yWg?iPJ
zuu=KFP`c_2`Ap}*&3Y<fuo4NJhf3=os8h~db!C}!WYwze;q^JE)3e@KFf7;a`xg}v
zeAmRV9cFw?!tqt)VcWBLi=(%|K*^}LVj(IC#B9!QFVXA5tg<GJO2;gwcC#5rb}xRg
z`oKa)k<!w=w>gG&Or>PGVTu!G%q;byf20JYhZ$=mKNC!RR~Ua%#z$=bas@HK)l|Uo
zUTL$h-Eb5)_mqLqfQ4?GUu{V-Dw-|lyP2p<vh-ePjn;Kcz`$KY1>!(Cksq*12?HmB
z(!t^xzh=Ka{>leVKF{<=;{z2>4b#>gtly>VP<({tvv`CK-k+_1gnG$Zug4gs?k6^>
z)lLqI7eII)4*D<GRAWML4qm*JZ9pv4>^8YvL3`TfOD!wX77fOQG91hCzJAk>Cn8P8
zRvM2-d!Zbm3dc*e`hhNM@6&#2s!s1<KNxroYXG6L_3~P2YNIdo?%NzXzsS${sL5A2
zT~u<n=1pt`^7l7Zzfo#vuEDRE!(5g?Ou|x+-w-sxkwJY{Th*N2F<jMidRTMhv}R+&
z`SQCrby^mjn%=?YxkuQKZk440wr9_;W~I9LS}WO35^HNnlwgOlMv-AAmiwYoSKmdW
zhdraZwm-LhtvjtJpFE>IRS=8@if|_Q^5imQXJZ8^a+I>h4)nLBhR-~P04%lt`aFD^
z`S6MTjT<#zbtNAX$brjTAU_FXfj0!-ViaER6Li-r)SB(H>03w9=SfG&)B_3*;}6x}
zQsNU3v%!$n4*`?y&DE4)t<kY;&RjSL)N0!^gZH1ai3y`Ew}o=Q$G!SV<gzVPDjeM*
zD-2~8IA9j#0MD3=>XXRCP9AhyCR>~&k5TV6E2uanJBpMHgqbI%KYKYZ1(g)Vl$gv^
ztdAg-dXPkRf2)r<54fMwu)Xf8b|jOYn|jackDBJ~|5PEh@8~)Y3k{1F^f5Co@KSYT
zpl~zL6TbIt2ovU(U?%anV9a+{m%UYX1+>#5gu<wZ84;TqIp)v;;Mk`0hyCi+XgIx=
z?^dbS3&`X+GZ&RKM55*)>9yw77xu#iY`s)mmK`FM$>b@~BW_}laL6jEoIo+)xgIrp
zaM>ev4Z(68kMu_6OK#mZQGG7AA@Ox}oW}}3(Yj;Y9rc73JHGMOtdJ@_Truj4RAvlj
zp+&smeSZ!yNPWZIojZ-q<oWxc)D)d2pWJ+ZDl+A%Z@w1AId>kc$?(N)@>ly+iB?+?
ze9*9FG1S_8Ew(3nE|DZHah4mw;E$TM@WMFtZ>1VRjg`(SPU`cV8Mlh`k|1m+K_@i~
z{sWNUvST=L#d0OT;!IMu5||HhQKWnd!KJ(F6{3wGba8Ud+4GQ+LRjVF_h>@4CL=s6
z*#K*#00_bTZPMM^5#ofJB8+q!%i1}GED3ze+~AE=yXzCqdhL1jGBJ!FS}8YMggNs)
zxvIcm<6dm9+)S@m*2>(3-?(0yi92RmUgE|6PRKfZaD>7v4}Bk>eLWKf;%n4WZ%ru{
zq}O71j01MCWf`%L{4_ob@-?ERc+y@nE~cLNh*Hm(lm}(_uV-I7=1LGdVYqksDyWoe
zav<J&baO{_260bf{s6sZE%2*p^=}IiPRUc2+UNvv3h2d}zT;?7rfKXiGL_I@3$>Ag
znOu5iDr+x~LIT%yrR$@-0GClDHTa+kHMl7M1`r(*Q4Q}=2u6h=!RWq>c&-i##Q%xc
z0?&3PeuACB6yPqHtF;KT@-2@C!brX2vnMJ#RG0LTh-b3#@gBn!rn>f5<YMOwNQlS?
zv&&Zn-z`&}!!PLW34I^IkE2d1BtIbm+<yFd$!KflcDd4f?m^UV)F9^X^#v4sRHGzR
zResF(|4`Xr@A&K2kJ%dcOS!NX0)rx_W7LFn<UbHWytZ-aeVykkZ^~9KOVA(h3)EO_
zN$f`HI`{_)I8)xtZVJ72V=~xcd#0}-Gt?#KPZVdv3F89pw$RTR4SJ~m=C$*GGr^6~
zrQdt@JzwnJ-OOgaeMkMDA0)Xw9p|enP1q?U5A``ZKTduUvJ%Vu-0z9gaCr6!SI$Za
zU(iU9;XV@lAfi6B2yVkmzzoWcL__H{Q(jo5X3(?|$KFgY)mc768*~>`5F>p@*uGnO
zG_dcp-MDvigWiR1Gi7DJYP~SYs~ib5vokbCEX&V^i;2-%XX!7Bd-mVUqHfW$cH~|`
z1=6D`1-#rC)aA(dz|1OAW%9;<v!a|R_o@ny=@%I2rio1s_w?oza|Jp0>|3ROBT1ws
zI335CV~HCaXJ4lcW&Xex(>_{R$>pr^Qk`3zQhr*=;fuhQ;2$l@&RCKya-)w&YN#KC
z``e5|e{+r1UYqfNF_qvW^d!Agp}}!I|4?+L*=+hg^NtxO-pY92G%&l+YG<kQa=9;a
z3w!$@lA=|n7`8+|`_-o>oT_<5`5y>Mc6(6&!Mi(llJNc5EhBx}5|`MH?&SE^N#zK*
zijqVANN8%)H{%&}vD9+R#`@-k(az1Y=MBrdKo=_>ICZYOD-BT7XC}i&r$2Aj!3Mju
zpky27Hdm0M^=38RBi%N})BR`43UWV$-tJ2I(X~>X)_e4yy8vp!LA89RgVONwpOc#W
zaZ-BdSN%PNLDgOm>(A{f)H?IIjt4BMIi&h@Zq?4Sr&f(`%gEum^`T%1u4D%LoajL<
zX9;dgWAB20_b$spm~k8DTaD`n-$pjW4I+AkO|;}_+>Llm+1!PyqK=L)Q(lP>%43}P
z8h6z?Xeoev=KybHVx_GxQLecm3cscEYn>i#E1U`3n(6)QSWowBkpY*z)kL@&u1l^g
zb47IC$^(sNs4Rr)zRaGk`du=3=973D0@eh0G9%v$;a_?SB?1<CU*wo{0Wum<>6TG8
z$8&bVyKDq2<jxGgt)PligeR9XF~TOKWw9Nu;OqfwLkhw>%7e>`S@1uCog-Yd4t(}3
z0t$DmMBco~>;Dal2e?1vwf-OUB@nDQM!^t>riDS+tCxRUb3E<lfHYn;2`RyQpQN}E
zt)=b)f^OS`XNv0$2+~Q3v*HNGp8vnS1xE>BX7f^GWF)Z8AlguIV0DQe0T-zf?YW+n
zQMnE&=EP8Ak+MN(@rqJ+RhobbMo7S<C1@PPD;uq4L<(^{s_5b<7ttODJhhibB^r>}
zSUfhv&R+|#K4FcBAOB#$Jb{J9oIDV~uwUK?9IQ<;5J&!g62+nI*f}}cx(Ojy(XXQ{
z&7qrbMDN&|v!)k@qyDx=NB(Gbej+7heQ0U<^ULXLGP$%6(|@4U@BmnRa_nwVqKbTf
zUT;kj&R{s`lm8^<9Gi)j;!av$$tAu#sxyOlf(V+^O}$KR1Uv1J1xDd)Nt^D^??l<0
zZ}9D(i0Ack>}JMaVQxcP^n0cVz+OSn3q0TAHKhz3CWyOj)4ZV+myELQ>^>g9yd^=1
z3l47`;l08tZl+Jf+sH|67fUZTu4^uh9?6)prvo4Fos<Qe;%B8+rbNEw5ZC?}Us3@R
zxHR<T%d1p&opfepD$Ek4p`kX3Dox;EHD%y~`d&tnWK&fr%^xcov}o8CK<ge9Zl6Dg
z4VKOr)d*_g#}w1fbonnrWs)1ehZ-B(FQ`51&($=cs_ljNn8b|Y-b;^jd71k4#E}H^
zsp@$dTBHj{hp^@BNyhJysG$5PAI<RbENV=%e`{e!B`V^J41#Hhg4T6ShaoF=yX-+i
zO9hj;LT7oE6e*IlCUig@b(63DrMykaX%OQ=P8G5eFreT=^C$=>|F=p~lP3{?7WIUd
zJEk)y_b&J<{p65FxW{M*`d+`~<Rk)oi|(m}L;|qjR3qOErQRXKacxJqPTWe(HB-JF
zg)pPVY42(YWLUU2IuoPOtjT_ilnN?;sQjVrY7MeKW18I~@6sSa;J9HQLR>o7RCiLl
zGdKBj_vfHAC=g&gcp1c7SH9P+uX5poihv~^Xay7B?N%&&1LytJ8sY`1sIbpSrH5hL
zUqJ6}f85lqR&!l;e3+QQ`Xy3i{JHr(a$lqD1wJ`WOj52giY1k9K>h~TyQ7}K#@z~*
zr<FBW4y|1(+gE?c_WYUqCmxA(OPfyTjKfT`0oJdrzBlhlZv;ykV|Gt#Gg#Y)<V_W<
z*C&88(YOCVBsQ2z?ep5HuZUYkx|`q6tiObo#?+fFzeWQrEpt<;%l@YTU6>+e(Cg(P
zoQiB$Lv=PIa_@9`YVFB=m$SeER5u_qH0}KZeLtly=#HQWuGi`Yn#>icfPbJ?k<_r+
z0xpK0cU`bOq>uqr>tyqquh16fKsVselni^3P2@YN_kB9s`g8gCLJZ1(wyp6Wh)`A-
z#w_@0FuG93bJvK7-GG$#F}CPkujcO|C4FmyL{UGaqqnM!%y#3PfqvdRwLFu*Hxca<
zW`!XZhu1<<Bqo%o>%L6=5Hvo!xfSE*p+hPLefakZTB+Sca%W0p@*v$kw&0^PJTAMm
z0P0@E+56HA%pFi0i)!M_srHS#pTNLkXX2$aMo+{DLY`chs;<xN^_^B#dlw_Iod>!v
zxScy*I<B;Lc;SNWz?F{%>=-j#+_<A89xIXcKD(x%(yvn=Z?bDYk!Gv<*l3wW&$yg{
zS>N<cd7-`jmP%dQN3gNfFW1hv3ce4o<@KYo3T8j8DCBG-qv&`)GI*bXD@DVhr;x^l
zD0hv`{Xd^MidJ@iqu)n;ybsV+sMX4CIg2b<<Gv&BDgI96W;HiyW$urRMKy?EnyW5g
zUtF2+-M;g`C7u6{#qY3UW2(;E9Mol04w@)M$6Q;C;L-rRqke}0f9<Z$C!W(uH_qR?
zg9^hEbg7GJY4(yJ`-zHlVpCKJNq36$tK1f@ur9nY<a#rh2E%j19u}+}3v$s7re*Eq
z(#!`<fP;55^xegVSPVzXh+t{j-d_$~uKF)#BHgXLi#8sdE(lf}0@blCyZX}D4eL~L
z@@?N%pEdJXL#hsXQZyM8flePby>Z%D!<C)9I}f{O!{fdBak1i>TaS$OEtxvYar(OP
zm2+86LIw^zhb{EsN%gtU8v1LfVQOYnHb#nIC~r|?YR1q-PUU!!`H~6n7=hkH`$C?V
zdkBz~{ss+$O}rS44_HZ<zZzciC0gq2vt)B3Zx~&BxPtCh1NzVNODwmd3rp0Y24I^o
z82G^g2Opf+E3d24bw)=j9$cm{kO_xoD*gTeNC(6O2m!++++GVs(`(b0MEIVox?aeV
zg%?){D|}l(b9j>Wv4gbzY1spKEoUl~33Y3~`1f9R4kzO4;jk#k%2#{&JcdEJ6pP*<
zQ>f?(`zgsQ>%2eQwM_6J$#3%tw@opWbB6Crh^P|ZEj`tCZ_HACfQp}ZVc!4wzt2C`
z{9SS_ZZETkFR8WG8<H_vY*?>hNY^~-`c+ff&k5NSy$Ze;gt9eTR`;2lWTWb5fB2O?
z)c?9QOrPt^urx^Dhfe~>32vDfn<Ezoi=5mCV(uX9P88I%gvl6tPvr53)iLZOb_~H>
z2&3PlD^8eam^h&)6famY#1xk)&Q$8_47(}5izxn~S=1L2Vx)VFixS8NNH&7sXZsSk
z5L!OM?c~2LYw{`Mb@G?c3*WII2)DMAyANn^zpO^B@P%2<$os?iJ@+pHEFxL&g0p{2
z88-yKel{`sww0i}N=Q#z=%WPhx|0+CmkLyUC|_M**s~Ef%j8?QvQO~MQdr8`T}d)L
z>&tTIe4gO{z;!-mRd1F1+bS(>zFBTmwfW?SEq>YJg4bVA4as%wRDX-`4z6?+bIbTh
zh!@E|)2I*sK}+wa{)cF8CI%5h$|v!<2V1Kpj(Mwu3v?{|hH5KOmv7{r@r(R>iFM^W
z^EX)A^RA1e=NVHMVDtE~@5G_lG(G(bsmb*Nn^Br`+pG#7eFgoMv}1CrvyZQGUt`(!
zOgA=Z*6&`f3vG^$<(kG^n{FC41E{K2;ADz^TK8)_(?%Wm(%N>Pe9IXqmi^d|K<62j
zD7LC9!zEL}$CilLcD)uAYWw4tTmSOj>AQ7ldrPSZwOa|4w7qq66c-?#dbt6SdS*o@
z@5bdg#0K1mY;vh%**v3D$#$$iRb+?q63Cy_m#4FK%dVdiQmz$B%dGrRgso_(gK^KF
z|0=uwn!byzByweQQc=4-Sj}K0k2p-S-4Cu*QeGqiNK%2d!y4!Tav9-a2<o~nh5KjA
z**E%VlTEk!V3A|ouh5H}=@>x^^*&R^6{IV{;U2k;lc@huX{Gi(qc82b9!Fqo?Qd--
zA@y+lmYD<Y8#3&c9{pdH@m!YvX_)|yh;hfT(Lm7}ff(7>FKGFt7|ciz0<6PKJkE7L
z+Z-v6u)bXz);1j7lgxLV2l*ofB?Cgi*B{w4$M5Bm69iG{Pf%~^It0;tLlqDCyqg!d
z%3g)%lB_=;J-UxFu}H=&F=lTlsEPS~CPl^h&YYlw0_Qh)*G2{fSzf(AVyIqFt+t`$
z+nbla&@u5%Npsws8jD57o4lj?(`ogRC_{FprXzV%R#o^>@Pn9^JD+omLfv?eDl-v&
zm}bc0NZXl21mmRE)x>8?c4$Mh-u;@+FEYI(S;Zw`MxYnySYiE>vMWEg&>?nXKiL!X
zAegI2?l{%x0C@Y%qKUdmGC#-`*_Na6jA-FWlI*(2pZIr?Ga#zsYA&`?OA&0wtqCQ8
ze7I2{C{}yMkp;U_0=BKwCLqO$6I~dVEN=P6_=KPdsluXi9Y*{kX@DqJQ$OJI(CbYN
z!&Xz(RU7o=@2Di#<>;jxB5V<UL%eO}2exA4=hq$Z4gax8IsUU~nCZCrMu)d$<$a>M
zknhnclR^0h-y9iac2D2#`3tPjl_Ygpu=;@|o?iH8Q0c20bC&5K<nQo(r)IchDij_S
zI|hg)k&k~Hs!cOI03YCqqtkRV)b*^sB`w)jqd!4fSP{h+3v#lNzfU1fEfb+9nPIn_
zMe16O9@H0`h>MgUQn};i^h2cb<utc1I|z@sIbn@@lSn@2LC@{8H4)Vm0F}I#F4tab
z5T$dPmVOp$R+fo&M6oVPJ=V&wiu30Hol<mdIX);<lFYs^Mw=S9eZXLrhAYb-rc;!7
zbA_EuR&uAWiEwBOZ2KY%o94+t9ty8nm{Qz=rH}m>PJH~DF0d*Fp4-;#-S_`{<;_H*
z#~3TW7F-+ls4eu34fAWVGsy*d#~Zm>VI`_n(Ep$`^a2FKa^?(It8LF!=n(PEIzgI#
zZ^jpATJj%1NR=O4tMxTS;Mi%=(PUM{3wT<`)|C|c!hH8n>#PO-7qjnE?b$49*$p+x
z8ES6nxld2um@G-Lk==4&Q7QOxb}An?q@rJNF1L>?!fddp_2s*Tyd~i<rchI=R>0c(
z22{U@gYK0GT=WtjYf`3Ve7JXfZ`a)Odm85JeS7bHyKEEmgN3pOU1C!+AwDq_H>BlS
zUs=3dyDqKD?&W1_SYOV*&^yL&EKwg^8p{eW7qFa&*Oyg4WPt9HC(mRH3a7&RXreR*
z^%v!hzj(Y;=AokgDg$|~ZTH_DjSazmkmRoO5cWgL=k<{}*VN)l;DK%>y!as_h5ekl
z!~9^&q)|dsZraL@z`B<Y^FoH3I@3dv3vmUWL+|-&>fgHY)WoANX<hFYILmPRk4t<k
z$+@|EtH8s>(7R>W$SARG9Nm$O*FXP22c!`aj0^1CLa-s?qM3#6(W?$$?7lzLxxPLf
zfA&#&#_Dj_L;`l&o$h}80=6KA#a!EF+DzUmt^&`ox$zHV{e9wT^w649bXdDUXkm9B
zhTuSZMkJb+$$z?;Ps^qY0G!<kI*}nib3A({BolRBclQH@_37KYX^YY1xVppQfG9ez
z{ynpoxGtADoTn|TuT3!&D5&0PDPe3c^16WH-4;UZQW@|E_`<!QJwf#%pY7&Lz)Ie`
zcu$tWEB!NF?Y`0_47bmyyCTH?NA*=-rEag1Iu)#4Lt>o^YxhR|H*?tWQIXddir)zJ
z#RTbs?)GnRImCc~8|g()rg|vL^gVu;yPuTmTP3)iLcbCT;uNBCi9DQmCFf&8B)IMN
zza+=$FG2OSn!c_jCo4Zz(iod?eR#C4xv4~ag<YUtriiF;UsoCs<ENr#VWElKQU6Is
zI>wN3@lx0~k*&##SDdsb6NPWBsZbM5{Y2muG9kUCxiP@dbH^f1)V%E7Prw_iW)~fp
z-LoJ!y_$evfs-SKg{CfzQ?ukK<8#S{?_;z0vmEH9gi<pn#Ga14C^w%rq{tLa$YM=Z
zUUN<_By-)MBDKwNfz`n__;q50=aJV%_WX{nv#^H;Wb8&CiTk}LCIv-F<mp*mYeB<~
zoF4ZnLcMj!g`PC=>_xWOk{qI#fb|sB7NE1-o!PAB4IN@Y%llr}sE7SUb3xMrMTxmm
zNP9?fkh0jo8auveK=&y-DLWEWXCc_voX6&4Y+M;}GH4N*AqdgHqi}?hyr2GWC9({K
z&0XyuC2rs!kQfq?EzQBm8a<^U&WzJDv^Xn?zq*^8zlQIScnla@xAhNnM3Z#$+Z4Vh
zIQtq=qddJ&l^gI``ZCja#l>McvMY@!b4QmC?{)pHgZ<D}J>pnH;%$c4GVfcp=@J-u
zV-4NkydjpqZ@*=i<gU(~|J<Fn?N9?~#(LkM4($t*M0U9k`cd1Kzuo;B?+E)-(u6kA
zthgI{_CdBm1vXeke6KAXx@^<^vf3a{h8R~t-Pvtf2<(IBCN&|4=PCd7Wwdc1{xi(%
zC+NKvQ2MoeJf8l^w7V}O4I?k0c%fd&a8-N6wz)`+E#!{*{a&36N1<rjSJa<XeGXf2
z?7cKfg=SFT-g$*w^E1HMdx_4WsgeBL@ShpEjH-*wnBO`Pd+bhZ+soMe#5+n4+OE=O
zBKbXXx#VV`?aLu1!rSVVxhVuqr7KZMhZwtBM`p6y`)g5<*jI%2{p+K40wHfn{1okA
zvF+GK9bct7M2>fr8H!*;P77+vNRp|^N5m1`KJzD+$7Gl5ToX`%kho)-p;qyA!SQ4J
z^Q-<kaeNtr$0<vSx+f+})e+1pumDc<31N=i-7>`cPKY5zO5D|?LI1J;eJ;<W66M$d
zh{oYHZ&ocSIFLSCmx-A2U;XUJpX2<@!M`<6$JM1q`gVm<clQKr2D~haV-t)-_Vi@N
zl_w@Tx)gks9q871EDk4q;T0Rh%#pg1Up_Ge=k}7CU!nc@)Az1xhPfKfjRyzTB6`lm
zXYcgI5fFZK?Z^@w)a=1`u-$Rn&X<%5$^)(|=QSbWPJy0%#y8u;k9&z24A1;Exl_yG
zJbKb>-)U1kwHqaaA1IkjRN9W(g?ROSN^8k?;_ZCz#uZ{Ul1Dd#-<K3BNgG^uD9?u#
zTVFX2c<p%l9M-Cv!RHy|Pw2nh-`nP6)%9fNov;z<t!Ca2n<)Y;N6HcS^6C*hw#y=#
ziVp=G*>X^FTw%5}jECG`;O${`yhaNXA4g`GOD)T5{(;_IyYJ>-N5d4-jApuLk%^tZ
zmU~<(^v}CFyYjE225wIS#8|%0(N9_cLDhe3_sy=`j$eaWusspfGa|OMCp0vQpPSga
zaT+a_a^!zp1Z*}-g}U)3=GC~Aj=(c2_mtGko&QrpvFDT>bP1QH*C+3GxDtryqoo`4
z(tAR`e`e=fm-xCw_qQ-gx2L2mpgyOB8rxRe%)6~$KvZ(GlMOxKs<?9~+Novno52MZ
za8^TgS0wW(%gK<IJ*yOlZG_2of=LE(iUvkOXe{0FTLxNtJ+42(u@(KS%{h5AurFKX
zP2PodIpgmxH*4YH5=BzL9HZq}ATp+fDqW>_kaF%dqflk*I<KbJUqn9fiH=8xnT*~K
zxzPHg7cJPD`4A|^qV`8lJr`YWcUz5=&6TJ^YYP2-!xyNQ-W0L-HKuwvVAxAgr{znl
zx)#ai<6~Z~NB!wx+$t3I2R$x)4KT}WX)eFG%Fo6(ZUpk8EJ&qE)@=_Xhqpw+kwaWw
z>$^tpbS9*5%$k?shR8Ya3x2~A=B28nb(0B6!A~H(zbRVP^N)z~oYrIB2ULptpWSmR
z#)8f6WF!5}*Bm$ksZ4dWJC5J-%FuTwOgYM*)D)>E70QQ%Q1t|nY*)xgzbR~VaUs`w
z^k>CTR{`t{AoRfj4V^DmmMiTOw!IBVaSGK$DGJ@W44eMrfixWQ;Zrg!E}V$Vt8dd~
z8`%U+;SPDRlkS-@J^PwHe<6;aC|M8u;e@HB(S68LOFa#i6dgO#Nr=mW;dDL!DH=q2
zUA@A_e{x!JfZu@=A>CvRQ-doIGgv0_wo1ee27L8h|FhuVEYg`W#nXW9WT=r~1ohOm
z=0!4#|Biad0J!E7%U0}fs~*Ct=WPJn@(SHCt&py1`1~S&YqmUH=(K?rbI7=>y7Hta
zP{KOSNlra<lUl;Dx|&frA~t)0>P<EaS%rt)UN7{EEO7XxMp^vRbaCn*=x$`BKr)Ji
zkLaqu<s*5fNw|Rg?&Rn{kg8J2>Mnb(!M$`7Sm5Wxv^Jw^VX(#P>Psdc@E-re9XcwF
zDXiT+M4sVXX`x%nN~z?1xt?w6B}-qqkE!j*f1oc-SQ07dQiC&i18QmQ<i#y@^<pN{
zm8bkCvH#To^oz8;u6?U7Km|640%rX{;*zlB`z^C27Wl^thn(qn_!G}08SjGV(6ID6
z!7};l50Ap|8|AIN_UV_dowtEJoe#Ozgh%$M#56m2mzBJR9g64kldKP9B?OE{mDqRx
zgncj8>(gc~zgt0K$D$}4`nP_v@Ae+{beC{->-0{#L4rlW2auiIl{qiheR7kTrLWq?
zad!qII`1t6(=!bZ#V9Gj{l^2Gr!{psug3%KTn-Zpb}<BRS^q(unJaHuV&A>>c=t+|
ziXxa0q&@^}(M3AArv8cx`5r}#Y6uQxYQ1ay)yjTKJvaNN#W$u+eKKlCW3>FPH^3TJ
z)8*-$>SK7@P#{Vw&y-@=1nBjSS=7)<j!hW30quPHl`6{kZeGT&G*Mbx6?`C+s|q*{
zb!1JH%@VX?O7|T#Kli~*VM*k@<ou^%2ZY&H5>G41bqaK-|LTXSexNBKQD4!wITeIv
zuU{m}kW`p3#~7#vGp=G>oQ#ka;OQ=j4Zbz?`qznz!#}Uzs^_oSb9&(tS)wnug+=Gc
znfbciiCy3MbKpM7PIoAmPr3dB{ST3><s8acil#o#*G$)X70g$3io2FBvAX3>fQ1$E
zkuGcbY#EN+zDxB_(Raw2nf%b(5e3%UsNU8%dsA<by4bDoHt&tEq?k>h_e!_%xBvB^
zlzEEt(5vrV0$(R5qb++I8N1S<OLbfN`?fpUL<cZ~fe5(1;mouqq-}tYxwiR_Kj+<g
z+8Ux`f(gO(<;9gllNpe*4E|T^iwF(V$1!ssubQLZ1FMh8kJ5T=wKoZ2IiDf_uZAkT
zKy`5K(ynVV?ku&-7h~%DgSl_s7%_V*D7?u3UkxSe;85d^+I{snP=Ygo=e>?7wHM_R
zkwIl3&Zp*(_pa>4TR9}W;UOD>e&PMRC<$v}xUu^0R^>-48iIWp6j=`b%Yrjm9z72_
ztY*j^c$JwCMh#;m>|_>dV|?@_XbUCrobch5)yli5c<zWH_P?vm$V8)sBJ)MxLgvRu
zhg(DRELou`y+b^qj;C9?@(YA|O3&E_i~9!q_k9)u#*H1|A*92V(cQ;%(_6ai5V>Tq
zJ-g#x>U8IfsbSU^*dkFDAiDF4CRp30vJ|~W4j@(64v#57QJVuQk8(>r_{P|Ct<PAu
zV#uPRMY4JP#AXWyDta@?z_8#t-qBQZLwNCLm$7=W3^&I3I5XXEC!<p_p38SBdwt`4
z+?-6*9`f7A$r`np-Ji^(38qn&H&iLjjHj(%yck2eV!rY@0^4{gAfRT+^uSA9h~=^I
z(?mF{fJh2845zNiFiAh7<bcpnox2eb%ih(DVe1kQNp;Rc%4PuvzA-FViZ$%%)@=4t
z2C3_1icM9Va0psNOleD<Ox`ei|6+<T00*p(nhH1a<&Oj?Nf}aaoBWX{T`+Pbu^-|w
zV!J6_73t@NYCwpm1rAKu;97CZn@MqoKdP;`hF=zbKWCiw%`Rf_(O?yzj))edCXxXt
zwF?KA6$PEpEoua+D2?oo7!X>y19OeKzMQ7JKDK#K`gzhBM$Sepk6av39&rRDUE~|g
zUWf!}VpW-sb;wXl$M+$?QuPy!e)Taja%+WU_h;(ydiIY^cL{}aitxYQ4P9C>I9FrD
zWL|Vp(LK=xW0dFrlTxd0R<-}LlNG)iJB9q&V`P7CgG;onlhL~$q+gaB9xfsJ#7LBJ
zWXKH?Eo<~Nw1?&9bTjHrMhv57pU5r8XtThxx}OYx`8Yo35Ye38{+=X`oYp+94IuX&
zfd*hxU07=PZmig-u|<AV-x*HT%U}A{Q)%qY&m2{iaEDlXF^8@olQ!KlGrxtOrk!7>
zanWBP*j;X{%)CF+zcOCd^%w2>I)LIgeZ0wkWs+I*#Gws`7%($U9}{RInOqbn47K)y
z#bejZct<bEpLWhV9-&Tmb@`+fZS);52rXqw#1V8a`^GKd{jv~b($TC*4K2+k#=afa
z;O<c>BB!q5xKt#$YxfT%AdlG5?(mZS1;1KM6GHYtBb@xM1NH<U0#J?-7MgyNH&JU1
zGFPi;Yfs|hFX^3>+JdtxK4gqTjcAUKu{~!P(d=Fju0){nH3P0>FoS|DpQClZ)g(!V
zfpPMXT#e;06_?>Q{0aaX{0XVbkYuNV_YkM|p(#d{mZ;>IOwA@pK`zxB*<hc|YvZ}R
z!47Xf{n7AU%#&xq9!mXfLt1IpiHew|s+W|zxiYLZb;^G{w``9nvbPLAg>GQ5N!MEI
zxR!MTwl?~0%-)k@*!o)66Z~-%9IiT_l5wM^#zz{JQ-}`ce@cClbjeg+9bH%Zm+uVA
z*2y$EBa>rZY<mt9o5EZx=Rpr|?q7Xx=D5MJoSnS$gx$j4T+WW6;0umL7SP|_h7M5@
zo5aT@Gl(j9g+lA~mJDBI5NhrI)1Rh<*$7mr&PlBl-+C`$ZK@XwbzkdFgo`dL{(IxF
zW!G)!TS?oX`qWGF3e79b9q;56jj^o(|KRAuWA<&a*>?3oYQ5a?1^lk)%5h2VczV>T
zRPWyKjO4c#4@B!Y{AFD>bG%oSv0(!91rKw}Y^8&et&G_1uaXyEHOju&p?5Qgxy}=`
zq^j+YCZU+HRB!pgh=CLNA~kX+X@9!oeqWs|i%{eBHgJ2ku|RLXfIP}X4{t|>n5$l`
zO0!rAyps&ebx&Pi$j$9sE@hPSQMh9c<k4p5azineja+o>pldv%Lc57q>UNZYIw`Ew
z-S5f3wuBVBw828E-QTKQxuksF1w_B3n>-q+{v?8?Uxu|y0K5CLRG8vDpI^#2Q*tZj
za&Ax=D!s2`*qZoMREnj7$&XP_{tb(rBUh%*(VL7@*JZvq*_lx_bmGSfIid2@T|8ue
zS)Eh^c)O(J^r=K02t8U7>#a_8`}{;*q*TS%IEdl}w+?Bbh_L)OqZU+SYI#)HM#>{i
zK+j~xem-hID57t~)bH1z2XFwvBA!VW8(d!@61lm9Y$~qaN4hiI;U!aWmG>Pd#v=tN
z4D@{b;jWV&r)4*8Aff?qi4VVgk;3tX0g;>k?zur^4fSj$T&C=_LSajD1kiR32tm5Q
z9$(z$7h=j0;3zn)9a=Iyif+Q4yu1Bb_wX+CSMmvLv>B*)g=V+RvRr2!#>~um3JPk{
zD3O!uWoCVB*N>0#rc?MwdM^I^Ix0$xTw8jru+AvyNs^+ZdS4svTd|+%eaXV4GSVkN
znLD1zTnMUp{i9B$E?;K&L@@{MJJ-m_g%n*(SI4B@L&Cv(E*rL(I*I$Klx^}WCoruX
z%6?cl_?EaEXX?Pv(enIg2zvA_Ed4A&E?4dY0c^0dHqu=*l(GX{bvSk7N@OR^p&d=-
zS9c;#nn|!cH0pb%uX<8Z+74F0d2hPamZ%(QSiDY+6zJJEBC-8$wNFkwRlrRTde3T@
z&b4K@=1BAi(YW2r?<K=L<BN(I)3u`_;}~+bso2ph=P2{CQ49p;vAi5ftvxmeWa$#5
z;Fj|z<JHzoq}!h_5i5k!{YZV>(<TZA#1YP~B$UBk*C@<qTkc-AerpDNM@X=Gt6(ct
zhC*4PzveB?baN~b!%mzGWMMsozkj-WNBb<<BP+T~_c^Gz-{<xS`@EbcV)+q3X}AlL
zj74n0V{jb=Myb2j_DNMT5DPXOrvVS~p7OFMRIu?E9A6tCF69H|nwG~77RbkiRIW)5
zo?ckRMZXNdbaK;ZlMtoWNoPq`vs0XiBjj3n^ryuw%pn4-RFS=vdSK_%GJ+1&OiH(a
zOb<X)rOddO{{Z8LLl~{ct=t2~{8I=_d_`t-jR5&Q=#oA@;VCxo7nONSvzD8J#zQ7G
z8ZzmXy%TzI?YM<hDzfTC3IwAy)oSr5UC-Lza;^Tb*O$OvB-!{d8`<{u=cQ>HERAPU
z9@+Y~d1q)Pd1HP#zq$>;HUa@_?!oItNG~oAY~Em|WzM_q+2P1q#ebke_ZwvJ_^m`~
z^leAcu`je&fjs&Poj&o>z-e9ZP|>n&--m$x^V?TDmXl*G^{&0ql$Y7b=eNoka=w~N
zsVk1+#pm^71vCp8N;~P5rW3-lH)<BGTR%8!5pks4KpNvV(B{G7XFtIBDy@m5Pq%Xm
zFG6=tYinn_m~6@Ax4Y>`r1yWdjb&8@FAnM(KBHSBI;jux)7g)aJtC|3@Ty^D(48Cq
z;v2IKpr5lu5~6uVdM+~a-WbTt=Vq`K*2F%*kF(jb+*|6LtLRE|)`8}}@skU{ut7pc
zpZSCm8;Q{<`h4KkV86naUwkAw2&**};e_`(-OTS9PRwo#nnX@SnfJM%rt7}hQm^OA
zb<1}7ed81oy#DguKYiFNBi)!x+vs(}evIh_83SK~R@!&H<%j8`)Lxy~MF59nBAS}n
zA%4^g`A^zq4HZ7M&WscZYNt_W(@E%kh%8xjiyC@)5M|%A%dmE=|Kd&kGe|bd3tUzm
zU#F-AN_}ho0%c;u!#}L)nEXiCBC+qfzf2roz)yOZ_YegKi+_dV&N2z(smw2C8VBi(
z$K+Y^Y|t~>k(61}M)Ux<eA{{LG5L)<-?M3&tNHTb+B%O92(J3Rl)LoegQDC>>5Krw
z)RpiQz@$nmyseb^5?oG{B48%{j5$=~Z6l~=P(O@+BZbQ!@X3qO11=)wNi7Sns%$zE
z#5jbld1jbSu`6;*1}xs4z<LMXvv#D6-gd2MhyreUk@{S}kg}^;`6Z|*@ff+V8-D3O
z{Csr`xElOY46se9<arzw&m^qIkw^_G*vN5$))D)nB16k#lBOXQ(i5_V%J?oK6~ge@
zsyMQlA2R|H`9;%Het{2;``B{ppsP<NS`L1Go*P&Hzf?55Tn*AERUs|hyJmGLz~6rb
zzHG^*;3MikKnGYBFZMN|KoIFb{+G$;j{`!9nd%wi3&C!uwbZ>AABz&iHrT!#mdq#&
zvAz<HS$;&N&l4HhTcflfC9=Xo!fL)PNS}JMh|c`3e4_@Z0(pK3q5{Lz>D4`{A82sL
z=pRzI&%E~0ibX6*Zbl`(M)}5weUDD~obxB5^_N!qg>zT~HkJecl*QbVY&S`2A;$P`
z*%hCc5t?(IrNCYW+SWZ<jq=tb0)}c!Vq!0XVx$~gF4B$Ry<7n>m`$p!F{v-5xBg~0
z0~*0KAb_pJ1Gx7ItPyF{AeQE!4q~aP`p7yIlhgp@2}rYp=+h5M5>v0|h$!^=!=mUP
zsH*x22hq)?)?ma4io3aP6B8)fR-FEUh=7?-=fH%`e^km+l>|?rq``W{L^iZ!lyuc!
zUUmJI)DRh};<}Z=P!EeKX-bsakjHtqpH$iz)UTk!>SUm)d~9XMN(5FrCdsW!{%3w@
z;K=7-L$_b3g*dLi$o*~Y*<@Lb=MRsxMpaf!m(i0?W<GPKE5~{UUwu1@d|43LMTW5>
z@@Ko6bt;#jbgm7)xorIv5`qpkf+|fuTdlOa|2Z(i_kU$OeB?@XFbG<^M3~vgL}V=)
zuiX0ukj|_@q-(K%D8mHxKII8Ls<v-$GOF27*WmNM8*6RxRlA%R+u?0j!&jLurF%pp
z-Sdai!+P__2u4HfsV<AteOgf(2D1<+x3!R7aw|a?(}`6#lhP6iLR&Lp9zmxe_@2FN
z*Ltq~6vrRVV6!(lY!obg#U`G_NbFo2E!*rim;+>ul&;&Fl(s=t(;|!@mu%fyDK-W-
z0&BMtEX&)IQG(nj&Y26C=l$AG&xXW&M9lyE1Fe_iww|70#LSDI-mbHr0M|Nlx|8#`
z%h_5$jO4yNc~>Xy^*Pn0%l%U@D(pMZOeY=l-8;OFpOof;6o-GC)B^vIuCE{@J52rV
zJI{^#<Q|@SS}k@=rRHaHjx35Mt8qEgz}DCMmTsBUMXe0izM5pq-84Ek#D71JZKvA>
zd`$BA5rweWfdDV{QGC^^8#ANfj7!nRpu)Xx@r!BX5#7apg;(1Gn_2>QuZAa0#pjY>
z9e!fhyr>i+;RlY{KjfK?zb*QfaX1+K;XAjgl+S_fnA@Kc7KIw)*#|=cF^>-7AN{1O
zqP7g4(Y^m?kml2q7&gJh2^@tCS(DgG$z7&$S4Fd5l|KEx6C#rUO!#+MDzJ|HfL`MX
zP`kp2pJZyS6K6xsxVVGS78|5WPFWJeV}UzHa?ZvhLo5VS(OS%o>Z7GXyE2P&&L46f
z*SPCaT7dGyR%m)8qjLNV-fe?=*WFfmezk%30}Y2}D-3YCo@2;@oqg?`Z*VT#kDobx
z%;Wqz>+~5Z2n?hka-o}I@bddXVTpiBkV3TfCXbO^n-->p&Op6-vaT&c?5P7<j<~tw
zvOsT@OyOZ<#wA1l96itM5iz=1ZerlE#~1YYZt<F@;owGj-xay&#~C%AeA?gWNsPO|
z6Mtp$xYXn<(Q7|Bmo9qwIxotK-J)~h1K8zvpoTJN{sWzwNk>&3Q>^_(_l`fd5zE#r
zbxhaV7Na@b(hB=q0lj@oEstdYb|kaepVb~i0$JTa!D~i9bTM{qN-x}qfJ$>qL*M%9
zn}#@rmUWon5Ki3<geVcw_^kzFG0=$O2MtLNqgni1M<CSL*s^P%7gqg%(sLPhGx#oZ
z-|`j;Ebe}A-G&y;CLP`@_Ktnc+HPze6Q31k{PBnQh;;Jj+&^QEgGjuLz{StDodL2q
z8QhL)>5>$C>S?74=}yYw?X*Jr2WjBSleacTr@#hZC0#4cx6iiVYnp%OAE<m^vr7v(
zP|5y?YUO@Iwc^suApp1|{s+46d^z)CT3VWQXvs34VGUPOl6HC`5ndrF=Z;FykqVhF
zKQq?M&^Q#f?aj+T&dCR=0^1h8wg*Zpio)h|m)J(m<Fm0fHe|&`ikW>YQG$ak5?J-b
z=Gy5&GW)60PRo&s2C-J1F6CzsYa$Aa7h&lhThbPM$d%otr15{wPnl=6dC&#N;Y%aB
zR!@hgU<E~ctrc=9!nb#0|F_6D%D~)-@{$2pqj%yg?%n*JG5VxTW##jyFIGe)pW&(}
zX!7eFc9UDKF5f}fbfBH<e|&U&Ho(ON9Xij;sFz^KQ03L|l7Z~^D;93^GZNEAdG9}z
z+ki!v{!I|}up_4uX}!dX2<<5-2>QGw=($#VG787@ZK<lX!SW&+#DzTnSDFPQJb-(M
z9M3=DGgg1U+~=moXk~%frM~JD`|EmW(!%eu5M`E}GOv}8v4)86BFUUVH7pJlazir2
zLEvnI`G-7H>Ix%VCDK*pGF-$Z8*yJX=d%}T=$TO2?{~dc&fd*G<W$k~1I=$!%6Rbz
z@A4Eqxask|G*Qzph>mTXFUQcp4HnpB1JK|5hKn9n#!w>9c~KwMpg9MWDy<j66j#%I
z^@DbLq$}SaGCmY~{Rs^O;JC<Kn#$ku*3Cz>!=l_PSWX-4ySO$(56&yMdG&St4fUe^
z7EF@pS=KHd4tbrTJ~=m@XX;JLadVx%+xd8PY$<8Gy}tUf9>6^~bZ-9x^=d@IRz)to
zucI}79MqYy%iy}6Z&gTrn|)2!d9q`QxP^XA)fnVZa06RAq!tnUt*@YE98^%u1*^zG
zwTf^hakX*&leS@NHHXEJTRO`h%o@tOW(lUBMr=ZAxw?X}b1OB6RNk%8b^a|ZdKc38
zlufdg<6rN2rSoj_efTQ<acnO)`@9B!s}x^62ov5l;`eN`;|AnP6W3Ovv5Ta`hnfrv
zyX&z0+YyBqv8?Y*<u~|74|5$y-bkb^g9<DHCRH_$T4>AFxg*A=rjz+Qo;_*&%YIVD
zr7|O1&SSEY-VVG2OFUk_xfyvj(B{4RHVDPVu&_7WL)mw1wnyT*@{kkR3OcF7HOA*v
z1{v}7(<pjHd373F@u#)o5P2hjxz}%n;3$t-|F_}rB-48;2D=!sea*8wHPR1ELwgpq
zgI5c*B&~c#^gEC<GX;btPO*|LM4zMkFo==mcGv!u2(*7I{=!J7*8PEjZZJP`>EVRc
z8c}SF?DvL0N%z#fUh%vBtg!eIv=2nMrMWf@j3vHu55)l~AC5?f$$Pc1Lw<9L!I_M@
zf1n4`3f<(N4V<DKKQz<6Q{yp#|D2bR>u#q$sihtMXr0l>;1V7a{NW$yt##P6v#ug{
z-dfZq+BeiN!$;rWK)e1|(>@7T(LEpD%*L;%0H~Hs7SBMJA(6F^8ZG<^m)dGj5u^u9
z<8{8Zy)T%W4B;Q{d&EhDj`+)Go(<-7KwZpxQA9r~0UPI?>>*2B|Ea7qF}_<o+<;&W
ze^k*Nkikx**hH-*YanZvqQp>1bc}}D_945vWtA9*San&iq9AP4BuGGQ1chM@f2F9B
zE3{(+D+hu5ps?c<{o?`FOT+nppgN_gpp9(gOgA2w<dw*V%Kz4-Qv+k@OcEET*i)7g
zAuDBAcMk52SraTJwGrCqJgC9@Cg*mmZP&<U`Lr5HeK5F~RGl(!;H!`?cxX7;#>nnJ
zE+Y(X@G#Mc3*9%W`aP8;VxxAd5bi2}JS`t?>R~^r`p3QZ^lvo{VVM7B_ziys=NBhO
zZXEQBT=>1E%0VS^5MNf;>jkDbQNtDiuA2t^|Bs~a3}?fCzm8F{RjVzPppDvXZ82gN
zvG=ShLXD#Kh)vNdk=P^l-qfyAJ4T6Bn`*7vdyn5g-{*PZo$HbpaevNz?lTa2Wn_$0
zQ*rtG0X?SHa5CnQrsdnqw+97m1QUP%t-$Y1Zd&qwPLklR(i?lPL{PNzzXgMmIFjg)
zU@e3HPC)2GfyN>OnDSUMCIJE|QIhE!QIchg0|rLdvx%{xwt?ax!5cevep2iubnAR9
zNy_?AW;GWT^jNOTb~pa_xoI$X;81h^*n00IpOw2$((DMkZx6R-<)VlWZPh0*J&N4a
zx=)F3mVPg*Ov_<KO{&+iCuE7L*S|ZptQ=rb0uh6vZbjLbdZYRtq*+RvJkDLRjEr3X
zBz=_Yg)+7HPSo9_L(9*bMHNqGp@bau#nKg&8GY=x#nzJMnK&iJ%(l7$H`+<*+q#kO
z^hwa%CD?1J1RP8Y8AsG5zzAAKB|c7~KrJSq2kRa%t^a1=rufY6Ad7fHij4Z4V|(!{
zHZXw4n_P4k-&ENDvOgHG{oPgXX?y^=yy$!lb>4ZTsVFyKsd^XrSeIRIL2HeR9^Ks_
zyK7hrFN+2^|Fm_xWXVk)e9oF$Uo)P0yeh}nW?C}r1H;#wv^2&MTiVSE(z;yq{Y8r!
z_A-)fOK+4QfP-$?p+wi*pQf3hh-iSM{zo<?TSt&fa}l`P(e!_SJ_h890pD^|Bi&$b
zSY~0#`azZDHP@feN%Ne{-kfHc<_`sMEhK8`cI9tv=FdsqMa9=IPjnySTf{T#_-a>G
zOwQhJ#rU4b{(&@P9WZfVWybYH^1Gcy(hI2<3ndM|u%?#oXLVh~zg?z<Z@?+=fEz9t
z8E}m||7uDl<`bc}q*%NU>|p;5c{KsqqcdGipIBsmoHWn&w>)gi;JJ@xURrJR<L$6B
zO`dcVfiS-GDrchG1CcQ;%o}d)7dBr=Umakw2C92nWA@8jJARpXbM)TsOX){<MDFRc
z_;|wXKQRw3QQRMID(d!%v$TwMt1wf^aP&E%3@24%Wdar#carI?v=B>_J%-E<Q;H>X
z`1WrNiKJ6^S}3gVmE=^vn6n)W7(@~N|I?bT-rRS=J#V?Bta2zHz5e=8oS7hH5wUU?
zOLk6OUfY{kkAHL56m<AL<#S5;N+S2bs{T50N#9^bi`S~=eC#(NLzB53KjmTX==;B;
ztUtl2p1#lwbUYR>u_=2h>fY?%UZAoq{@~sCd%+#c)tk<@jWCD1#C-#_zAKrx6EXF<
zlCsKkM=b4Yxu+8aC4{T1)0}-{A+(lVM{SKw>LOZ6Py?Y>_M1b#+8|(Hm2T1OxHO)O
z`a$l%K}e=D*v?pbOKCm6J+Lsoc*cR7@=$mc{Lag%Y3|9!aUon`37+DA0@5F@mi&`9
zS4V83C^D(gRLSyUaK|Lt#{@xImZJot*ihu(PJCsVAsXiu*28cwVDRmo<+Q7@Hmbdj
zg2+vKeztYC(O!N#(%1r4y*GTpz^wiJr>M-jcljin0&-gf7goroJrw6ZLKMZ%EeDax
z^wY@<h<Os}jMW*2l?Y7+Bah%D@hay*CmVrvq397EtWG9Z|7kV}T0k~0I>4@@*XL3j
z;KNaW4EoHmEW>$H9@tb7LkGZbHC|3m2mOVBl=o-KvP>hEZdVURqR`mP69xh?Vdl|S
zW%^oZFydc3n=@PH3C{u6V?zf-CN2{LFIwH}@uhR0^rKv$7?O_(>l;SK?w1TxX8P$<
z#4J$YKJ4cllW&{q=2K(hug%+fGh+W3uzSvI>~en&74L;Fqv*~bd&x3u%E$gR{K(Je
z-qbkSenVbDB<Y29?^o#i;9{Q_mih6Zr8dCcHKdV=q};Z#NtmMg?Kc-OHW(oxPc0bk
z)O`uvl&*`!-qjo(jnp||*uDD9bi4o0?paJfHHD<{+3mvuN;z@Ds<cfw3xGxc{P^~J
zED;hXSFewjBwX|0>aL_EvP9;6%EG2YJWBt{=jf<2HWi$gts3CYshhkXl*Y?n%rX|B
z44VY+c4w4sZ3ieK%pI_x)saXMMCLq@;s_CvS*E#}6FU?ZDo=n06}e%0N$hO7@nLU%
ztw(yWp3CR`628hFCw^#+7_Av{H^Au?^_Bk?u>Xx1`puiM#Hxf>ebeFEyF_p$57&D#
ztC4%miC4TE8eAWWy=u!+?X!#)<Heh~yf3`37c0m;?dy*E604)MD`7jYM{81Zrd1DI
zkqQ;sF{%+&m{n+81+g5H_bXZC$0Ei){Q_OLhn$qDRa+AUOIW3ub@xw~g!Yj%?3Jux
zKduyOEFtwW6hvM7V9H3dgTDTgyrd4lm{*ImWUsFx>q-4Ta&?ekHuOrFWEGO!M<^Q~
zW~{wh#qtt$W>(-;n>wabH6R@GAHUHsJ7H-5WQw1Z&1TGBhL2{ho(*&pF9?O`v^Kx4
zrGi48S|UY$`2I=f+NQ34TYE>>zxQq8G~GAJwPs%ZA|;i<%5d?QQR{pkxfwNPws|^~
zjKLWO6y`z`<Bm^FUg~nVwV>!omk%p{_q5SBj?{hPh(dUbzpDDd=6Kp;`St;&0R%X~
z$qU*H>SOYA*GJOn8Qtzi=doi?%MX1{t8zaqDD!!H?LOI>J1BORnMg}nXT5O<UB8hl
zx2YA4_!lww$+~<i{%YLxAy)Q(fU(+Lx;+h-zcL?D13}%^vz9WBZwuZyGp?0vWF4GJ
zCpy)%M3r;y-&#+ecM%$a6H@=ii&rN7jDY*;vk}kV*X`4ku*%gtLa<M<|Nj0S9K-7$
zPWrfZuEMYZ;-o1t<s=gh@)Ub8tbM$(WvuDSi(R@+Y<|*-MH*7)+w{`9PZ&w_T7L-N
z<Vm#R_mZjf5w0xq6|~W^YUO^Q&-Fs=WwBILq99ajkt1+plQ#zJs6@&o_~M`!<W-<?
zt7F|&<Ovb}%*gJm(ci06A}xC^{+U1_`H{C;8}U8xijG}3telimY);2sM+S$9+)3xR
zfo=rT`Z&~hv?M(+Zs+t`+h|(*hS<l}1|Ddth^qG(aWPWU_x(-zUhHWFJ<0vc`967$
z!x~5s5>o%9b_TdWMbe#|9g@OxoS4xwvrMQ(-wid0JO*3BMWzD!AVM98xW5+c+s?L3
zoWzxy@Fk$dYxzBB()&fHWSM~7T#{q_&V~wvF9H$)mYvfwCc#i~-*aAhdBEy`vGSl<
z7Yrs6-wi0P1&=+otPf?F5BG7jO^fCEnh}S^66af0e)^to6D@t1ef8WhrQ105LBbP8
z8*_@1T3Ps3;v(e9;9ajXmO6cOZOUhJ755`QF9w4rtWHK9K2@!}OFztcrDXI>B6VUn
zRL<XpjaP6URfgVKo{G|{V4XzeqTA^gLzI;+b!~-HsN%QMpgmwhzI^b}7<z=L>G-;s
z5id@h5Qc#(Lvd?%M7~2$F2`1ABT$lr-=PCe#zhC}du+&3^3$E`vb5gT(M=}9LT>Dc
zB;C&q+af!)ZvWkSVy3Qn-zxqOU?6__pn>)L6OR5`)Gj_=$1JEMr~s~s#9Zi$ah^Rt
zuF`$Y;`p$*XI;GH5xc9--5LCbZfMg#K}BDfmd-XW@qJ8GB_rA1$u5sqZ`ZVU@m=bZ
z<+<X*GmsZw4&E|;u9om1Of&Wk1GV;EHjbrWW7=9<1A5e(ET>pv=lvd!-tF~oj}Gr3
z#9_X^rh)k~&ceYhRpYa1O0)~jyLwWru5j|D70edOXbYaC3MJj$8pRzx4JM9jx`;K{
zWZqCEV}25h_#eQ(p48?O75<FwxUiqyn8Zb^Pni-KRUH#dj6exGe0TFzh@*4H##V?F
zI-UR!p%RZ@B=u^DYPoH!avM4=oq+E=oGs`n-5y8;1$ROAk4ryRv)zmZapcGv%5-WO
zKw>+;W)$Ud%RPI??d2E7;Z@6$QL~{JkgKWZHF`6DV2~{B3|PLZkR?i|))bgc<})3A
z<m9OO_GK`EwQVkZc*k|#Q?HjBu)KOPb;7Xvq*|b5B(q+{j+kd1lNBhT^Mb?)6sw>$
ztHQ*Qm(H}O__0x#S*<yAc=04x#x?;R+Y+j%6is`GTpq(Fi_sCc+qe_Q$=`#s{?Ske
zEQ#qTvRG${1+@?RVP1G+S?U9xBV?;Y11&S@<V;3+McT=`q|04R9riouQVzLz!>X@m
z&MLB}bTq`O4>;sz9)C2Wnf}MUZY`%i#xZZbv=ow=nB`s~K<V_gl+2h`(0%Gb*1B+d
zN|T!=9FnG6n$+?5rPrIJP4fDe;(GjheP$;tYYi{26{wSVo<GQ;9=dA1P$c!LG_$B8
zwf)AzZ8RwN<AZp+!jP+B0p;-FKgW$CX2I@zeaTcj7S-Ylrrwv|&n7K233Rn+a8X#S
zDNcnrn0(fKB+7&&VbBTWi9asdw&dn~Kb=g~lAhWd{n3*%4G)uWH^N_sEI-K9`eWWT
z1FBxQjD+@=p0RG0;`Z0d=CR$rtQoejn4IPZjdy<#*Y48VKr5)6*&HW5ahF{~E`M2f
zN2j#@T3^1Co|KNLXf*o;gZ}-;>d>GibK_9{k}zI>o%i5DYticj>Ct3@=jln02NOmG
zf3E)?Ei1x~O|x2$rd-YH{%^p#$)hwKECLbQuU&u-M8$XBBrHaPZrKv92{m-a;RA6>
zbVK70>R(>g9v_#BL7!uOhZ$R$fBH>R`+!VSF9N22Rup`nEh*+deU%Ci`#&VV2*)HK
z?5dkJrP4TqPkUh1P`1>ki#Fkqk%N)1e;SpWS|4QtKzr*==yI(K^jDwB+t)lQH{>r`
zmn2BgN(m4^!7=#5Y&PplyG^0Rl9_M4s)A1J(PbV|ztSVsdta}yfzPF{ja~^GiWddC
zqF=n!&;9eoWoRQR^8M2WxFvyKDam`P7BeRLYhhR>62%=wu}~fDw2~=0=7nfsK5}|f
z6w{qmRUobnZ;ARUSgF!0bgn;&o>M@uH$dBaxs@g;6>NF(7?+Mr>fS%f=6ea@l?1on
zY$NPSM9Clyw*1#kD<@m<VJoYgGm<9@dp)l{P`3S&%t*G?WFW8&_XcXpz3CrzUKe0b
zMAXX|`*_!AyRLG}FCIM-!@N$(cyJocKTB|_*7)U`+aL77-@Y6^91QzCmTp8Em9#z3
zWZ-3v95oa^5RPxU5*n-z+&sM;)pp2p-;p?fS!GIqyObTUGCmpYl#C7cj=#}IH(Xm2
zMsiQRwv+<6=`@3N*C*ovOJjb=c`~NZZCZO8N;)Yog5gNm`=o%e2f)ONlGKrv@*73v
zaiGbSw1inz=~QU|Kxlix${L!W?3_hYO6Vd`3GT8|af;MdhLc}<T5+Hy!xy~omGCpp
zbnLFLEq{E97GUkN`MEM7_R5!5(yCzC?{O%B{LiaLy3b(mnjZ=Z#E}I(M$`H{xO=^6
z0J0sguHt4P_%=f$QCj8>clt@@ez@vMtKL&4T!RRmHI`Eor<a6|T24clz+RpA*#j;<
z<wZ!tpWid3&veNcS$v_JFkHQQES}vu_Iuz~Kmd*1Co2G%(T86$#lrd64-3a1-db_z
z+lHWtHm=o<2^h9L(|t5j>2my8R5KH^EN5I~UI2Gj5t9w>Z{1I8v|Rfw-R=$d478se
zH4KDIk2xkm%Usml$KA5lb<jE};}?FOG@AVj!zA?QBEn&P2DnnO;}XX^JSK3RzRiyZ
z=XwU-_vjW_JCU&kl8y4yo03s3@*}B4eR{#}eg9e6>Ug8M_=VzHW94~dTjGoRmR+{a
z$7LPK*h#R?VD6o2+Z@C=Xbf)jI7g0&ly#318G=Gy{!MAA3I0AF!qZJ3wxQqMgI9=k
zPGr8>YY*VYF$Zr%=`y)ZGlFCI<&}EOES49`dkMr;3|b2r#>OQXaByQk`1HZ7iy%~Z
zGBobnQ?$5$_O<NaZ2#qZE`E<2=s%It*SSum#SHL>$%r~wfBC|TrT|<Q5zb&mf;$kl
z`!}m1PveRpAe3Aohw;51EwH1JNv{`wVg`@6EN5EAFyWG?iC{XUzIGQR;&emH(<(0n
z%Muo)ac{b#shFpkX=yEAw@uC2?4TE@YMYD}tD(v2%qMZG4ekOVz?&OCeAFl7NmOGA
zkqfnhwDX1^BfU~trM!l0tuwJ#Qw7hHbNaQaiq}|QxByD0WL%D=PsD*g4olCN4u5pk
zX7-MlV&;})f1Bd7QeQ`ng#2*(l|gW#n~AiMdXAr`A_%iLHn#m&e1FG|K^@`fa2;}{
zVFJ8P`!2TMUv>ZlV#n4u(wrpgo!`md*fXI0SUVH(txrz~QdPnPv}+K4e!*1I-$nh)
z??a0oXzkn5F?9Waa(zWcwad!8nh^ryb;&}<I&=l(DuJ0{euj+6HEqnrtA8T!S4-o+
zWc#%+M`s!W=ax-G|2p&8090oy5@(ej9yQry?k!vko9a~q&p<1d9UB_YdMB;GWQ2-4
z<KDnOv_Jz$niYqVwGB~{+}8O7<})*+&afuMmd?v0C7q}SU%ej993L`KQcv+s-d8s4
zYR=wf&Ln;j8(Td__JF<*>NQWx*?OjD<+(XQZqQ=mL_nGCDx)E|R<Ro+*tk38a6d^h
zeZNGPx&OWgMU&H;p$Rs;yM9;MbyT~fV+g9gwopaN(5?K5YTf51WR_~i(8G|2UtD2z
zZr=w}*)1MGIY}!0qS_`+kzK9YVKi;0Qh>dzpdeKp`)9u<qQ)-n`=T_p=%aP<D;*9+
z+E1<r0~-DniLWPFDt)RivAW$nK{S~>)ji~6hi4rQ1=g#XC?|Ja#q>S=yYf-i&7`Kk
zcx}qECS#|9-S%^+R1BBoXOg0^S`iK1*B91F#tce(&GJW4$-=^^hRk2SFq!=E?y~WI
zvZbiZ2xd!PWnKIm)nC^k4k73^LC~r;-ldG}6V?JAvB{o3F_Oh(;`C}gFSHBAT0;v*
zH<tF8wrO32#f+u7U>^AwW&MyL))ZP8xjw$7`8%^HO&o3VrM*2{n_reWT&$3*i5AZh
zeGnxP#ZNaGd@tB_7UefaMEF5GlDg6j6#jmh)f<PV$_kutpT3_a^Ozgprs%i<d>DVD
zjO@jO-`lD}YqFrLk*fbX{|9)$ICV~?>br!P&G|0#ZznTyEFYMSHw`_ykvpkU3ZjBq
zv>w|4gm!d8DNezg5bQc@j4Dt8C17r=H)65QJsuS*NVF7v%26csWJq2BdwQ1bI$a&S
zwCn}cmZ&0(&ioA&aA<1u$K`P!9t_6?76f(cf59fsVGs3L=$b0%`9A!B0wcgiTe9rZ
z{NkH*N@onMnm663^p;pFZXa>&Y-CkclW^aoRZBE8s;$&s-y(uq&4aU8dZOJmHVb$)
zz2f&caEy^U1cUYZP{6?vN#Dh#QFNYs%`NzvDsG7uc<@}T7?LSbvMHU=(y<c1z2qic
z&pwR~mc2cd2<f|=uv52b%nDeDVNRD3;=;=VX<lc78oz$a*r`e!H4a$qpW8S$^yE>(
zn*EkH|DyMRc749f0w%Yo$4(WGW3$#jJ9Ra2xHrc>==xZOHZoMYe&)?<yL;!Ni^k*I
zXQirfWd2>d$f*a84n=)qAJS{EMU{~x(V$b1zHNN;b@SeA)j|&tlk!_|cVlPEWH{f6
zN$++n?f6A%xxwhu<vG;xUwv+I_8`+Q&nA{E-lh301N=r(4WGT}QS#-C9s?0a+V^cD
z*FMU3MO(A9)k}b$nB%IP?RN<kX2dx5EK?)n8Gdo`9W8yni($a9;!~0))<0w!k*=f&
zWJoYwm2ljvSB|39;0WZz71U6hoTaEjK{(H{e+wm`3Rh`~i9`u%a*qpf6S)rCKcRyN
z=JMP2LT`Bd($!kvI_pvJ#uZ)`qVko$i77jk1uo(9skF+4cI?Hx!LqE0&%e{T^Yk1E
zWd;ZFOip@ysSsD5bsB2s%2%FfY%XuDgNTrwSaP#(vrpgt{B&e;z2s5B9D6|~D}euF
z((P*g6J_W52-aiN4AuOds5T7fQSb;f9VqG?vOJ&;lU6hIpYQXV{AebtWjdU^SMO?c
zPCu^p*Cqz~*F8F5e6oC9#<Yq+_gBj7rez%p?-LrDMWmnDw;x20BhOf4UdS$a?!BH5
z<&?So#t^%AU*V)(c*JEv=%mtq*L3;^aA8QRznJZ+wKOm?Z6gB5en#K6acL-7($zr3
zv~qvQ@%|zGj`2@`SAUmn*ko<xsaTgMQ6noiUn>rY5eQp3l+5!iv=&;rj`Ok{%R;Lh
z`B?b4wu=m>PINE`1#Tw<E{$R0!>*cvu4Abj-hoHhV^`hvL2b&<i0e;9ZYD3;dHU#$
zGeI6D%aUefJWB^zdIkyBVN4fVI$14xc}kmkE+p6&NP|4?c<!fvzO2OHT!>4*=2iPA
zUMK?z^3KP9R~UO~mqP;+dUS`&Wg#JP$TY@Rh&wz~5sd7_l61&s8~<;PLZm7-&+B?`
z81A}{<ruhQBRu=>ftIBc*}bazX^FTf)Q?GzON15nMBcabSw{~Ly|8v66T(DO=7U!~
z=kZKTR88Xx5EVLRxKkcVM#6C6-qWw;QNElH;+yjo`jf5LbDrr+A2te~#^fc2w+Nx<
zyu_dd0`Pb9sBAQUX5tfL)BOi@iGf`a!ckAjD1J=68d#R`KnNS8MAyL8JA8-9b2Eak
zblWHiiud|`P3f!{9<U<Y5U_xBUqbhOFRz>8dYDQN_ZD_EO;$KcJ{JqXb4Ky=Ja?UU
zUX+NEwj8;wYs=WsU&`9g?QqS(2P$&82w}%#LG(i$Kp4$)B#p6b`&mI@B54}sa_i%8
z^tScYh;%Ar;g03JwhFl9O?Ws%>%n3Qv(#fR_r>5x(T2TATGNI7n_ba{V&?B{)d{aT
z1x$>vPW(4R=^6h@6A$m@l%8d6y3irhAq{fHAGCIPN7BzsdbIv3ng4}tnyqi>xJe%A
z68oHPn19e4K?^*g=onIDaf6++{?UbYf-(c{C_j{-$DW=L(Amhd8cU<-uxQsf3BSia
zQck@B({9R5r}^e#nMj++e-o`WeRC7ugvtQB&sJerQ03m9*N1)Kd}{=jcKRZDV@G8I
z0b%#}&tJ4;2jn7u9zx*4?-5W(NgNkDs0Kv9qE!Xl#|C}7SxffHL%ol{{{wvMP4NNu
zfm<r5<=3IkswfhozRS^p1~);ZC{&mX<{qnbaw<GN5!@ucO0jemrrl$?<R;4qTP7%&
zbQQftnxtQqOGJPfZHq7U??fzo{|F{T8Zq(ZG+LubX!EvI`@>t}qR;r0wf&-en;k8&
ziT{}EjR^9Sp_|=_YylUF<sYq}&+!A10{EZ!2pq5`e*r5>%<7x~&c@Q@T@?lk5&=oZ
zO8YEcudva|sH#_K3T;HWRcihogb4SC+^gOSnb1WjezAU58-}^mA81BkkN>8Uq&|cd
z|KQph$*NFEf`Em_Co_)kn_`}5e~jx}%=akde_5X(goqC55%P2FSPXPLY8M%ibJ^Bb
zc!XAx@z4h2!0rYQT&MFMX1S^MyBIQ73+{wPAD7YFPwFUtT|P@6s7|C?AS+4};OH^y
zHYV1&WJOjy%&~b4uH5`5JA*A_eOn+JHy;@owp`oTI8mXTwZhw=kaX1qQ>hH=9_t~C
zVel5jd5o1Yd&@)D%iPVp@;pgvNQew<SOsnmhIG5Wl07rg(tMBavAn5=_qRUG8T1oU
zQ*KdvuF4$o3C^%?e^MFNi@e;5`<yGT{i*!*)P|Yc{>;1}tW@QlAQvejM4_|O0HL!R
zGJe)v>9B~{=C^Q<RUKwS28sl3$JWT<L|(0U4*Avov((ZTlkzS-<6Jo@Aq371mo2!2
zF|x)W^!~gXIS=KR{;3H+EuWFTs9-02?-4!kRL+J76IW+k&C7JW*XF~ShQ^RW5f=V?
zcVcG9koDYp;yipEEb~|rIU;eSyc{(h5`*^1Kh8PII!Yr8qC>7HtscMV=$u$Ox^bWi
zYU$B>!;b{T&nt1hM~u~^VB?G+QtK6tVhhqu<zZc!E`*2z<H(#g)?(^Aq?UQWfA*XF
zbc1a|nUYa4vVzq974s|+1zbWQhbr4XB0o_Pl=%ot>LMnEj)GX$0A@lMvvp?Od<X|v
zUhEwMC}_|E4vb_Nq2ps-?Les?;mI<M%d_DjZ+~e5SJf>H1)6}-$CeX1%uY5uQr%39
z!rh~iQW#c&HV@8hg6&;!S8kY$fyDuenUkcTmib6fYlI4Fc7(f!VQ%aj*fBint9k>`
zFW=<+__7#J?$hLd_Yolhc_Nn|xCiG`aFf)JWs70#4Lf&f%RCk}_+(5%`zyMSYSqn6
zwrB@i%FxL%TF?BWmG6H5ArcBe#Kq@b`yBs{)Mrn1o3-f%?kI3Sq<qEsqMHPRmRP^$
zf#(m+TlW&D!u$V`L3<3mY-X9%Ub(zVT^4To09#f0-pTw7=%CQ_$m><8c#?ejXS}mr
zj?vF#WNv#mX#Ko-OA$VE`pf@5u1Msp-v9oHt7fDQTsk3=aZ`r!E&eEfuYbrHPSo-=
zWMd@IgQZA3ufZ4B`XprOU=nTJsA?+cx`+m<k03qsS~*n#W=P!tqCAwujol7LCAbx)
z!O4_2n{d1oC<37)^tDPSgjG36ju408<+6|frnUG>U9XK};ovvlZKWR1jLY5PgU)VX
zWsJyo4Z_#|1K2jg-ilxI=FuFaOr294VUdLI$#RP8-jD`1z@c?RT6^QoiS$D^y>m=P
zDDt>OPZEiM@zBTPbo5BjP)DOQZ-KAY+`|sg%cbabEM=11p(nsk-#!!|jx(1am}kCF
z#fS82xsSHSNQnYEpdh-_fVRZPD+e8%hadJuo;La)johD`{sj?bR$+HqIW(G@*Cyi2
zcSDlhMxbbYpkSl%c|U#3su?Jnh3FsM)MDDNxMMORx2BC>gaQu{BM2dkHSjDbr^JQ?
zOhHn;NsyW`KUBJdqG08v{pj~g#FEpM$;AZ#WWphi3rR42>~w#2d1MPh%xHbNf>H|k
zH?UX_%ZUI7M`8<1i<Fn;+?M8>Z0wSlIw~SmAk>)H?^L*y@GzX|4QYI2*3T$A5B0g`
zW&jUGFOQF*=^J^7)-m(CaRW1b9sle|Q`tD7)J(3*j{5-{64+`Ws+CKxr4o2j$PsR~
zOi1w*RU|V@V%5=whdc_U4Kn@2^@8Y+GC~fX_VC##`O+D%LhVQ*p}kMKsgRUtV&(XF
zN!xnXjh_M*E>iso^Z-H??f0v{K6UYTKNKvua)fh;91x#x--f~SlUSc80*6KpRCgS8
z?LuFtR(=xf^Df=d)p7{t>c<18ibc51cxm0IStdTNk}YF{Xa!7Q%B~>>&AsD0BjdAz
z0xhxX9)*<>w5k6bj99sr!9F=pM7cJ7-wucVV3Ul{gp#F{=TtM)oRv(+asu2jX{E?M
zX5mWQB|FpBNhu@je*lRezOgm!wC?(XLR;nuGdQh3%$XO(FWOeshX@*#&~-^=(}BD*
zlkd{(PlIp-{xbh+tu7(VQKsTu{~3O=sZ7QbEZk_5PInR$ADeJm60)H^9bLP8RSyNZ
zX}qEP6Xh2vx1;>FMVZv|hMNvjQUQNFgXesTwrDKmLcp8x{zg)n1&^{<krUU5-&@+R
z55E&^gIT7F%%IwNx_KB9IVri{T}^O@)X(L)&wix>@AOIc)|L-dFIRh29wox)3ZNx(
zN5uam_+i|b=Klebe1P9FBR8~+cvRHG7Bnn8YC08yX`iWk;GSY=8B+Rec4H>P$!FNM
zU5Dx1;cs4Z$PRK4fM?;8!HGI`Ihc0Zn^O1|L-REabJ$%DMp(Y7&k>W!JLU<{2hfAF
z+$ED5--qj@PSB;J4Yfz~lFmR(Bca`#Pg|t5tDE!4iYjIlbi(wv><JmHS_OZ=OUTMQ
z`33u!lwZ;`p#GIiS98x@HGJh|eInz&!MEjlSxPv$)<S>gkHzbaZZ6L&6PcISb=oct
z&c^xKN-7EzDi?IJ0sqhgZN@w~kIGQ?hf*P$=VQiKV%dc+h}Ra?MT36Dqfa0ph}A`e
zhuic3t5$EKp6B?BosTR;p!+Hy3`Gz!f;*&3Ff-^zzhD8vYOla&^30ee^CDYbq~r6a
z@4?Xix!Oj;0vd%>_F!Q466{uzgXH9fusTn5fTk8t_6a>K8Y~5HelC^;t|hSw&cOF>
z3c`iSs328USx%X7)^MgB<v>9@Ku7lRma-}ZbUg%abwIe_yQ|GjqLwRR#TH^ry<B@y
zI{p8dhkma|p=k+6dV6jaVL-;wmNGGFo<wfF{>hiQ*#<|H@EE_)j|!``2FL#aRzScj
z&+&-!pS;)XMVaK+4iz&u)5{{ZQ=y6mEo`{+v&w-iD)EwQMK)zZVwq|(du(f#LyTZP
zqC%ab*EQ;BcugR|30BH(-g<xsmzwY+pwQyvXj<jtY&EMuAgEdjEqN7%zDLe>+N-6o
z9k40T(F@(`xKUIE;H+LZ-@d$UHGNVeNVl+Xc;)uv#sLGEhXO9W94v9*NGm_T$4I(#
z=S7)sTAMT?&2*MW;2we-0m_N>3*Zq2{yc-lDqTMINZrmSREI^Rb3Z%iSh6M=-!O91
zZl)HWm%lpv@t0du`KN2x2r42i)eB&a8HwF846nIRkF?`NOXyao^WG~EMXc@89Tz87
zcXK&^zx=havjo><tR?n+@FJBu(8{?B88$ItkX#!Ue?Kj%S$1V#i>X(+KxV*(k<<xH
zzNc%J@3Q!<`%f~=2zqJc<g>^c-^tIelQRK*{`3G>;4;-C;s06b`loKzi;Q8axa)m^
z->u|IE<*96@4fY!Mr}v8|J2pl?Jf6Z5PAb|cu5I{PRvFoZ*GjTu2_AH3fUsrC=Q|N
zQjSFd)hE<$_WG`LYyI<`m!~G{AJjjiYox*Yc@D|*^IxyTtA0{L5y2ws)iH^jjIbX5
z8MN>ieKqK%dEGDdrRH8GAK^o$VNLh>O#3yNbaA|9UC4CUokOAXC_h|-NMKAaPrJc1
z85vCZ0ceRlVib#z(iybzqe|C(!_(`ed*B4I7E+geg98K#Cr?(`x<9M$rO$o#dR#iu
zbm4owBXJdW-Ajfi=|dLvPYOr|?m-q`LV8=6ABN&pxI8yxu0Z`ts%AvMvRz6aPFMu^
zT;rzy0ZkM0K0IURlip|KOmp#y18v7pEr0P5l!++5Z&Y<_oI?mRdoOh(a8jkIrI$n{
zM^|9fe3kdK9CX9eiX-5~aOK_fF4tuln{wP$ZyoO8d0%<I^hKq_Z%VPe7Cz&f_4RWH
z3-RLe+T@M100$lH+2ya%^E)!1e5EX6al(tO|9WBEP`v6WS~vpV*vhutxUA}?^7rGG
zu_srHv!KxR=7+JI$RdZVjj7qjFXFaMlUMnEhLTGU`^534(;vPm>qYf1>hu9X>rZP-
zKSXX)^=Vua2kt-Mbt(T!9Ul{?@A^k|XI-XKS=HZict46(BG29AIVu7gd-2a;93;Y~
zba?w=@fD%ZqJ+NT-e|*^L{5%q{8hvBZDcDkOR0Vs<I&v{y?%z9ttW3eM087)Mug%w
z-F1$g<xp?Udow@TU=TKQydWS@T$sAihReS5(`Sn!p1d#}vKW-jTW*{#(6s&oP4^=$
z(j`7j$pzlvZ)pTi7QYGNgcGCjS$O)0qpuG`!W(pV2maMRY~X`PP?Pf0xTjG}@$bW~
zsRixceB~CPzaKJy3AxlyoKSq5l9JD(rSH6!@fExk!LNx78PRj5jBoHseS2=^A)LoU
zJRFkqVR@J4Nh}YOa%R*)$zc}>D!>75kmCYz+QNPd%aqiIKjv=W{j7g1FQjE`sPegC
zf#JuzWyeXr8YqHkn$LOP3Aie~7WF20sO>n>>c<PbDi_n~f<OIa+gVkp<nax+&Zaof
znL>Kve*0SNKwJa6u0UpLUK<TrJlGEKZ=#7cg9%(r!m6r3eM*cHm_#M84nz>!5+}p1
zbZw(`^@D#DfVnP@ln6r_5Lu<8Hb`s_J<9`KX#*qz?6n#hGLCu}A^?OPa_Y5c)*+qx
zQIbf^Vts|yB_%ast**qr>_xo&^Q;d<hZiy3OCdD=q`NG6h?sBf9x9t|mh5Bq%@291
z96@P`J~$@n(7d<m6WO-K8)HrM6TLq!^FmO56L!#kM+Cv+v85juR3>${p;PFJ>6N(B
zQ{bbM7n)ygY%1~uQ}q9njMdR8qg@9CX8q+}mI`0-WD63|kDdiFW_r6I1#XoxvG=2+
zz3{vQ8$fYe3OlMbme6Z}&9@0e;M7l8CMH+vbA)7g2SEp$kJEWp&mNM}c7<{yv0R&i
z`dO=RLK4uk8Wb79Omy<>VJ;@=S+78JoRSQWOWXs;y7WUL(7RIKF*E~q$>L@4X|c+3
zv(A4$$|I_H-H9_Dv^=<_Ns2n?r1a~+C>NzMzZCz*#W>}$_}2B?W%*21OqTQSa0T!A
zd<+i_K6)v$1;yQSdb22hfYtL#ijBAcp0yob>B*C}bBZ&bG8|JqnZrYAPKLQNEjGKu
zj<>YzPOmFM{<(J)%nH@}Y|An-n9#|RcrAX}NsIY3{F7gNPcQuNmk|kMG4I`a{K(~T
zK|`mOZqL_jv^9tzk=NyChA{0)8Vr{G57013{pADbIY>@gE@t``vS&a+iM<PRLFzob
z@Vq~d5|Q*>h8^I?66ctJ(a0zZN1j;oM`TsXdC9Z3DHK9UG2cQo93+`K)e$kcYH-OA
z=&;xNka>WSse`!DBC4Np(23=mSk!xCvM9<gBbUAL=q_4bOb=)7Fv05P9Q{VR|K0ac
z$wD89n;5@FH=UW0Vug?9@SK{H(xgdLI4M)|%?Btu0&^^){v^t0Z-(?QA27V-239hg
z{6*^K<+f<)0pFJf1F!kAFzj>Rl)ZBI4&8qz$1h)-^^Xew2`E)`J}NgyY|qaJCXS!u
zJBm90%KT>f8AtP#C>%G=(M)A;Dkex0n!Ob2Cd1R>UON9<kwM68=qZq<eopFd$ynu9
zr%vFWuFbp3$LOEhwv~(TWv1PL1#c%l&yYhHO@}$hT1%X5z#qknISAp)C4GIx933Pi
zhYw=3K29>n1r5@=!O8?~FDm$moF&$3-|jtLsn~}&y#CsgY;>tVEne(6Om)NKOtCVV
z5J;ruDnt<VktK!9ze|RI%amlhP=$#E+6zK`Fq<eaTkV%P(n3o-@%?f_Ctwt}s(X*u
z4jVU5*zFCK8<98*3Y<b_YniFmi4*p?JZYF5EHq;1NgFNw6OG-WPG|J+gpwt*->lgL
z{-h&IiKMz&-KEpf<+X7QJ)m7ojFVt&9t`7}8((Kw?`Lge4!Nonz%6S4xHx1o=nP=?
zdS1-^1mQl!lQ`|}U)9q5?C-D?+K8AQSuT^m=C0Vg_S#Eyd`BpRGmr2^>~15(HUzsC
zL8W_w%~eTL@m5Rh;uc5r7)A32bc7LNAXPr_%;CQo544dF^Si4WFk%GOA+(_p18|Fg
zL+le}{2(f!T+Zg6a>fGKex+E^96lfDsDF;(f1SYCc}Zs~%dfzbLp?B>dC|{M916lf
z;IhmN9!0&ulKqT}`PfkRA)asWuRKpwC|CBDDCI5hU6g%WB>mh47@prL3AB3f;@K;g
z?sqx%x#B48K{UAliuHGtzX@geJ#L-aBY}>5j-Hq?!EAY30!LVGem!dFSSy*2i78uM
zwt%3JqjHa=hpIxZPX9X&MO)am^1w8vQ(110T{n8b7kO2x)95_N^a#ZUoM1CNDdA^W
z@g$BuP&;1U()j163&1006Yg?ld#n&FokH=-n#WkL9&RQnZGK!%{+4P`A{bU9OEFFe
zxmIRmsS`7clF$W!Z|qf0^ZN>Vwb-qK?;?*(CoirTd{0E;FCI@se&M<;{Kik1x-mf?
zeIVkuiKhSdp(SVTQ57C?xTyk<iNGzv(6dj;SR!4_bk=aLrmLQ_xr^ZY&~>#}&dSLn
z?^3YdxQh)fw6i+V?+Ot>-}<!e#pAlC<^mWr@K%yAIEz9>6L+Ra8k<fFx!N~jGMBwr
z=vEV=5c%Jos5pXa#Z6G_?P*)Wzv)O)w}61wjYz2__o=O2?tfwoeH}2mcmENiA92m3
zF5cb{PzCsPDAC5h$BDhnZ4%aAmr?JZP|Gi8{rN{DoliuCA5fC{=*hA?o2I3J$=ahO
z`~`35E<ncb+m&uO6N$L=f7f;rMt&#`HgPQd7h6OUU47|R7ZcMY6)QKPXK+6M8XST<
z%I7shM~L&#UCrDkEWx9%u3XgziEzMU;bT%ZAZ9~Z$0VYi)@xrG=?y6c-HI^9hsFMM
zRU-huvr=%%{_ht8BL_V~RuOyy?wgY1QPFf*#QaJ2-F)Ka(;*IF6_V?nk2}5gyH|O$
z{Br9I)2OlbtYi>^p@2BYLVvxCZdKMe^cjuB%LO(R{N_E<XDRZYnbw+;Th8cLHN=G>
z6YWRz4<C!_zj<*ScY}Yz^9u${MU+bH$^Lbw!X+DvJES~BNYifS|3tCH4D;(-1VhXB
zv#sxGlG)4I17<1Omo9Zr;}EW&{kOa;m<(g6?ocu%C*lfh_ej<_pJRjV&-J<lVEl>@
zrBZ`^vc;Cz#e%Y5n84utYEDZgJdC@$CQ;BEgeppNXv7{$RUB3oKvRB}miqo4AFGR$
zugF1OTPWi9PfMvamt#kM-6-thqFIycwWZE(-dFlzN2cxnd-k;l2&fW*^e!%diHn45
zeVk>EJB}<QgZ@8!8G9Mh0+yUa1Z=KV?B~B%^D?f7K0hvraMzxV6Fb?^qh%H^E!rpS
z;gBeuEUllTa}^{Zc%}*p#M>%Jlp8ivdAwev$@xbC4>oJdxD_|jLOyW3p&Q7^&{tFK
zeO5w8Sg*nzP$tfzZ%=HQHcUvPPdf0Xzpx=p_@nY%CFUm1?D9=8V?bmn`i4C4`&ki6
zMf`9D9E<!E_lUWX^ROuF<3)!ZUI|>PG3`v<1yw!~VdL#Xe0{rT8>Z2YgZKyL6&KOo
zzeRQjAS=k_`DwaBD`s$P;}JfK;v}m!Fzycd7f>I36}#Wx^7i7V0rOZu>aLJJnj-m6
z{?CrsMb0!uP;rc!5-u1Sl|ZV#A~u+jCtP;b?~3IIRG<9)%u8zgQ9MR8qc1;%h2P#A
z$m#{3MtJQikEJ0b-L7;s-}s*0dR*H`H6AgkannTK{|~z;IC{y$8PO;)N0I^>ru3(;
z=Kb5=7TSH*2UIoMJ&)A8G)Q_IFTRkd&2V~FWcB(9#(d_r!y^MnqUhy=(ox32Ym`CP
zY9j7!f$6u;c^OIEN@~~L)@#M(=|$w5`eiN)G3w}eQOm~rKP$=cNr5`oQlo0`*=r<n
z!-qT7)}4KGzc86y@wAcC)SW@L-ug{-uv`@9O>9}c3xy7mWH#qXpVYEbK!>4u(6!jE
zC;?r5Jj;alFt<3^4v4)kOC{%wbX8_sE+AmfVZ~=$%h4nD0Keq|($Oqc81zz`=sE@v
zjlkY;!!%yX$x_IIbPrH<sf;pX!Ia})zQCKIYqb;=(BbE~%Z&vdmbVa|IZ8sjP`p9q
z=f16|YVwoPDN_F*Ba<i6_o4o;>;&+pDFQ%}N=bb#rESDfiF-fe)?$-MEfc?_pgZ;`
z&0*=7b$u+0>q5Mc4SE7>Bup{$3W0cAXz$204t5hGSuNfx@o;C`KKRn&AR06EKR}fh
zDA?zC{o-*8S`t!7D;cY>2`d>q?8o}!#&gaJ*NZG9=&uRdIEJITDo!lYFN(tY`z}or
zugAj1w!NT|w|`d&u!3sBe?Zb1Mos|36mPoSt35tw-PRLV-&2iP&uYnBUPObgTfFJi
zJuY<{)Lb5A^|vLA<Fz#<gYFT!p4|Q0EpEs+VV|;J?exXYFIih9iLS4au)8e8PA#@*
z+*_jI4d@;%l@B-6Ceywfs4KZv-TfC9EneaFj2C2DWyV71c*vvoo=>|>N|S^&v1T%h
z`RN;=wQk6v+%aBc-lwYjn`S|-aYvCXCgqTlw8LEDR%FQNf#Lm+2&yB`ZF)DU<KXOF
z0MgpUJ_k)$cM&Z0^_6dC7QR?oN2LVwl|tr@=$r|ox~EsddU?FUvojB?U-1DVw`qiR
zA=*>J#B??O7uEShNhs4@^$`!1|MwH~lj6wo5DJ}4xlMZvRFQd(?YKvhJp8oExvdV}
zcF+i=!mFxVFM)n2nz^QhPdkxtmK0q_F@2_K$rkQ)b0J2%4*Qfa{=EN$3&8IBt$-dq
zcLs0`ZQUq+%^t@uNn7_TNn`q!Rj)sv427C~(>fkx-?`_kebY6(?V<$Rk_vtJPNTrR
zS5xEZ&%V^($zY-B0G@}KVYff6cvDr-SGSg_rnm`z+DAit*>TXmK89Zlr{Tb>1@2O~
zUcd9iG=2{aiqAaBH!p6ed)InKEDfa6XC}#c;C%fj9!qT?O^8ptG_r0K&#il`g&0!g
z1RzAX+14LWV=+AlJwj=q8s}xmR1xy0NYM)^Ob5u&Qe^No!t{;G&Nt}*9?Pkyh`GGX
z>5{fYkK4OR%e~|sgs{Y0eGfug3~>5aYK&B)qh7*MbfECC*jdpF@so1%RgV`vXFes8
z)Dy0@c6++sI~Rt<YktvLA7xYr*fP)8b1KwAu4<3VYopyWTi=VPTb_clt(~qGI`(u+
z`PtXsqf}W=SY!<h#lb0FMe85|cGhn*8`>TMfW?b1p%Nt}5OFsn^5s2}VF$sv6bfY+
zRzK1O0PO>_lu*R-Q4vck?+SF32?)@`Wf`Fhcuj{U*VQZmg=m-dWf8Y0k7vHcDG5Zg
zFsF^)#qrO2b3Pw-<EBqiF?d@%7fQxWvO`N8C*EJ6E)~*c3+-b`NGI(FFH^oMYXZ23
z?CCo9vmYIClYn`i+0ci6&(;ek95Yg1d*kcR=jp`rCF5QyQl~Fd&m&6m<75lvm}72D
zcd7mS3|!sO-Y?ku=TLw=kFn~HbK&m*#K5<z^44){Dx{WPITi}GpfR56CVI&-w0oAE
z5n@yX;<=*Q0&t1mbt{E0bJV_zsW_p?HCm`Sjnj00)iC`tlhGiShL@9_{7CWjYp+mv
zSn*pywk6D*u)fO7t|d>B?aax(_<x`<@Pq-G`Gxv2u+AE(vlyRKkrIlsTNWmkJsyHn
zEyg!iaBmE8nysOMI<nvm-#pN=Oab5-mj%(D9KLE@ZK_HphK>0*VeBZm5OU(o6SRrr
zdxeyzuw(C{0D|r+Q($fvC7~z@_t}t$_pexw?IPTJYz;rLE3gE$EdGBaXdX<CtB`Y1
zG7=H}FaF-Zw|`*yLA}<;VdhVf>%&U0QYH3%K(W4m*H|IcyglCR-54`B2b-W)y;9~!
zVn0IS+cLTd_eZC=e*=$5tD~~gm&z2n3A#LC<1A)cCM9_4m+Zq(<o$an8G2poWe81X
zTO{G*YTWDA6{8jd6Tw<z;65x}jh-@p)H^X~-;MZ@s{nh0YBJ-4_7j%gl*o|yP%<sf
z-}AacuKoSnuH(~Vl_Or&%i?pHK_qe=R*xc2@MIx0z)(Ox*yu7!sEHVlB52@q^5-z2
z<T&TQ!R54Wf`n^IO1N1Bgy}?Yw6%vDbN#h+rO+)v|7z@Ri!ab_Q?exgBB5j<7%5gY
ziKbmyb_c-!v^@4Yb*5w7q+ymF2C!v)Bh+Plf52ywK7ll_<6tAlu^((oj5*<6i4$ba
z@a!e7B^M1g!F$q9MMpVx<bkpa&EH%*poI~JB+Ork=5_CMFgLTGF+A#+&qDd>&m$72
z*c*JoTwjPjleoaRBh=ge3QA{i6H#l)1}HwFy7$l`22BL46faC3X3Si0)wpV2iM3Sk
z^5PR3N6~N$RG*4FyW;+6zT-@KlkWj3P_8}8khky_ZZQS{mrn3VIZKK~F|oxHFbxx1
zu{F6LtLd9O$>zDt)DjjAj9_pyGgwKLP{DL307nz&o(93sGE_^YX+}*${@IUW=Q%6=
zD2uP*9}vpgeHi!5M0l2SK<UDfGurx?)wC#%qOyP29cRJWs>mUPH%&MmlE22T)s)oa
ztFYtZ1U5{DChM&K2hasN8rpBZPip9`Q+v3;eyQKST%q99`D3gQkNg%yUeuI*HA;A3
zW&PHLSu#pzAjlsiMHO6Eo#~lDotZ^w@$$@Nzeko(+ym|oDZ&c77)%-HFgp0W*DR=1
zBw;~Nf-t632#ZhVd;UW@%e2oKi~%9~jl5G=btjwCec(w<Mm33xvcgzK6A1X{O3Wd_
z8CT5Plv@^d%}401#rlsDKBBMvk6xLO8)XGe+)wYoUCp7HQgkX$upD<E>_>~?5@UTl
z$d+}u)Y{rN&pIQv;&sfAQ5%|IC7BGn=oOk^G9m;XToMv&)eV^U+EO)f@!fV&9!tri
z4<;}{Qr2E2=;xnvZT;`{7)QtC)xYn^Gxb$xf4*K<TvOJF_`PAgkAvLNW(d}#tM}BA
z6KtHRqSx~%4jjq5F~*T>sR&@6RRk;6CgeL&4w#&Gv2>QttFfs_oj;{nRiaPM2!pwA
z8RUz4?L*8ZzFWgFOV@L?9S#vrhMm8xLu{_(hd|azn*tM*Ed@=fzC}$a6aTK$FCQ9S
zrf5C;W?{rxBCJtrmQl!NBPn+|S=aW|_(S9DYr*!o&pImYeT*9>kMvqsx2N3Mr0qFZ
z{|V`ESH2-PVrE!-IA{|g5U(f<p-ZG2@EztVH?vy!IgfDP<vE8m>JXq_`!!OxU}D#j
za7_V?hNUU&nSL^l#EyBu2x_de?CRrufS?AaqZNt^1R5cliqa(~gbIM|&IsXcNNuPT
zwKj5Wg=8}LE<xC3b|BZwO$N=jj718_GPDv3mH@8fX<E(`u2BM8vOuZH&z$|AY;&V6
z488me!w8P|*qjSRr^xf@(&M|H8`@fD;pzf$6u5dhfpsimtfBa34AS)ZtXHMvd_8t7
zC$^Y%tY}yuSbWc{d=#S<dPhJx@aBJj-X!PjG`UP@kC{Ra8&v90;^4XmUN%*-*M6hO
zZy_e%IxI<G=;UbyefC1GdjyS}@ahi<X~(R~8eP_)CBoRFA+<g}gMtHkBq8I^T25u&
zB1w6cKlsy`mmQxL*+T4@AdP3OJ;Fg03uq`QDzi7?_?E4!v1oiYCFP-2P9unx2&aXR
zWn%ZfeFnQt_#S^2g7{5H#-w?%G#EBerE{%nFF;PaC?_d*wScQBLHGbup2ZCRISgL7
z2~2$Gb=(`EtN=IjAOvK1Hx*b?#Fa(INyIu(hcrvE?jiM*WC<2&M)xQ(Z<d*DzwxGR
zNtcaw=qB><yT1cu?y<vR!5>|eb2hojC}VHPb$L2hQ-X_PO^MO&nf9WMq}0g!L+~fF
zvhOZpO%<w%8krbbidx01_1LU0^~c~pY>gX~yzU>Nm=8`$Z{JDpjeWUOPVQ|(7U1Hi
z=jL834lJ~ja#O*LSMa>r2@3@xwiJlSw)r_>NWHGR-}xDL?GJkJzj?DXj|+t<uWDMd
zzS|qek?HowH%IvJjup_?R{sv)2-7lTCSN9zqBC_?#i1D1f9Pod$RGLM^Pkz6&7-{c
z2MCDV(R#V2p8kbCqzB?8M!$r?s}}piHFh=p-9>j3^_L0$aGCF0vt=Y3Z}b8WGGxMu
zE++(8vHJNF&VjBb8vpF?sRT_>BMn{G>Iymgw`Oa#^vr(6aGh{AumM>X6S;8OJiI~Q
z=JmtIO0zoe%@YC!iMIOlegMWYVL=jKU*TcU0uoGrAsQL4r8iDiYcYtyzTnaJS<8!M
z_vkw*QIg%t>Ma3%osS4QF?&2DzJf^`PiHY%XEhyaXFnCWKmRYMx@_EqIno6gr46+F
zCbJ6XXD(#)faDZa`t}<1?~RPaq!fjBuvq`Mb#h$@3Oq%!l&L@Yn6AgOKoA0$Gsj}C
zsw#y0k@4&%jI6>w>zoB9pXr^fsZ}_4D~w`aqRA$Y%iz|p?TOJvB<!ba6?Tf#Ir4=g
z(&j$+dXf7A8KuAdG9~owx@7pDwDMSEUl0KSN1OI$d_CF&-b(2{e`GfU98?Nhd{S9f
zXH-}$7JB`3sR|Tl+shc(cFoR;f9|mTW`ij$eCgORseL7oXdLVf#P^5wuo-w-iUF@W
zKi`8V95QpR!NyXLJT(er`*bF=nc1T+TpNfiTS%UMs`<e+psBgvC6g#9`s{n3{zC|Q
zG2u8)sU4SGcb$)5Dzs%+WAq&eW!ESRepJa-q9dkS6wfiNX_uGKyFPoe&)*Yp^p?an
zEiFKE?f)n`^FXHmKaP*d+{#gtxgv8_ZX4#vecuwweJ0sf&fK9ibF0J<GiRj;Ns(iY
z95F|(WSAxQ72)^$eE;?z^V;kEdOn|z=QTSMLIhDLd^zK^p(2UAWb%^;74;i`216Tz
z-#A+)PNf3Pi%Mjal(MiCjX93%IefcIs(r&mXCXeGZnjr^bib?{S;qJ;l^JV-3)TGI
zOV?o^(p<pppWZLhGXzj)AR)xU>w+NjqF?-Gg>!okwt>rCy(1+|u|i-G6ev*lB{Tn7
ztKPLaXl?nfqy`?ht%z8o+h%Uem8559J0ga#u1UrT)P&EU7xGgy{|CynY7$bn5BSSX
zcTD~u$D8h{fhQkJ_jPjYf=RL4GAaiM@h^be)tR6)d2Sm2^Ca+{(^mbyI2-|^&e$pv
zqG(wVz*k*}6w(C}fU!rEwbQB)b!vsys|4#|OH2s18x5>QtD|_9b@>pbv4C(aLD9%O
zq+?>$TmVYL$A2j)Q}_WF|6;4%x-Q-Fq=UH~23TR9CB!~ur*Kt8w^m3jW*Ab3_dPZ?
zbl9TV*0hS|4){`pFqZ1)01`Qr^{4;ZtOY2p<H}BK_<d#OxNr7;q6(`kl)2d$H_L^B
z&@4m5I_jh{Mf5=H5gT(2;=>Il4z9Fxn#B+a(!58Kvn3d_7v0|73XBg^@}peyvh4Uc
ziEGJF>^K^I;-{H4n;hulz?9o2`e4=S#tyH<dGTSiK?0SZYlH>767cKXIn&oBzb#NV
zA~xFTbd!*jrKul1uR1>%GKx-bFX2rf%I<H2ys4zOW!h3qR4vLDu)AZ2TE$dF2dy!n
z-SThp7|0yFa=@Gs1A__Y-uC$+sR7oztmtGo?s<%ZVXcj)8(~@4Rp+$;*hSZ{Ct>WG
zFBA2OUTD2~&wwj>{@^!c<Q*=j;Y?G;2Cq>Ydwjl$$pwGp?||>xV(2(@4_{U+nWBeU
z4UFZ1P#*k{)JuKMt%907*|`ruLb*L|Da|~8D8<Up&f_Lf8PgybeVUtQ@$`ut`9O2$
zX05aB|3H<;vI^CNN+M5J-LF<@n!rM7<EczemX+QO?njrKh7AK||CUjUCGjb(s$$rm
z+PO%hZ%V1b($@3Ty$bJlyW#7xGTDG;R*HL=PzJ_Fa*Y`SFTUq7E3}dKEQhhhwbD&E
z8vpYM8VU7}Vumf{eoI<^ZFyrjl;r(O5BA1W!xo&?5*|aP*jFdd*5BR3jT&x4P1wNc
z8M_{q5D1r|c2b4)4=rmsg}!qmNuW1<YLUPfNtSubemC^~ita*9Q1+jpPjM_ztxpt|
zQl@I2I1H)wCL0H512#ip0w4Ij;PI#OZVW~{HOKJZ^_C4+oL7V9Yvv2fFr1(AFSZxY
zunOP}hUrvCrXKuC+zf-Ggr7jEci*pr^ESAo6&ZUI{zis2JKRoch9SD&ecjfo)=aON
z*Cm0y6B$I)?iw&zlu7HGe<yl{3{{cp_sIFx=B_kpTbIrRZcJLEj4WMHk~Mu>Ru<QL
zR#PO>csf8ohneY^#ILf-AkOMJV}@>Quuozw$ms0068o5HDTcM3ldJK5EBiiy{Mo<4
zi_4T{CW-ZHqJf40fFP-!k5O84dw8QAR7CW#s+{Vky%ouYLRQW2^$+-qAJGk^!^P)t
zUag`GqZDgyt(?NTd?_f5jhm#*T`RDdB?amNPmCnQ%4iizG3e0Z4@bNR^<1Au*2FW9
zY#FTX(M*nAPjg-zp8yt&AZtcHe4*5G4korc!DMlm5n!17z;4t2m8KH22VAq|>_yg7
z$Dhs&dV&Yf7+ka2tz@M(=pPr=-hr2#o4FqqPTQ>{&;5Y}CWs|(q!wBVW)^*IzOJtZ
z$y~F+qtl5dA-d>93)ge_llR9}-_1O&8NlU6u>F1IU#p|A*u6BvW|+4hNxP2-973my
ztgLGNA9WoJYD8<*`w4%#zYpjP*Uut^xWOn$9Wht|cLb*Y@jrVNn=E8$sS%axdfdrV
zMmTx7x?#*Bgi)aX$Nn+FmkLFQ0}B)*7zfVA7p)gX>Zm9F#hq-Rt-8?(>h8iXjz+u^
zw9PS648;tISw_CvJ)?L&n0qAYO;h<gybjWg;?yVz2^R`qv=-B4Ynn3FOo&Vk3Her%
zB0K{&x5e)5!tCSsxpM$NSE85Aa||Tr#6Z(;8McizYpO$R(8mjuMw!qfapvw~E^sJd
zl@G4Dsnd<3*RXXz$`vKh@<rP+(_MvM6#Ey3Pv-(mFpGp@ZEFPI#xqPV6`%a1@J5yq
zlzJ&X<By;*EevL7TG7@IrrXs~E4!J|4jsM*u%hBJP9BmDVo$t0uzscv(Kg_c(6=0M
z{qc_*+7bBg1FGA7zk9mh-(@(o<%SM0l^L>1w;k%J@O%iT39QIs4Zgpktl$1lo0hf}
zm;F9HQhAGRM?WeUe+IqjAt4VJl6^5jTobxl(Q6`o)_|$Y?2(urLslU3;XUy)M$WrK
zoZ+B5M`E9okF*gAKZD7`H^5a+Cr|B+-^REm5?&1WC3jyZ-ZuCsqV(mHZHuV6QG-qy
zwbmls<oTwB4rk>1$Xt;mW*J59=jt&kk`Zv?_1JN4=dV#0cmVdzPvM6AJBH|gKvZr3
zJ9ZV{`QgNw2qy$eLEN?~qtMQJzhI5LZ!EPh+9U*MY-`KhE+yJYxV0@4QeYw@r9$eX
zl!r4|Ysp(U;pdeK0G~NkBt|AAf_i9;>Bk7-#og~H!C>c7DbHipTDEQm{!|Nz0SdKV
zrF^{#>2E=hnL<g-zx2?JrMAK*QY4`+<b{I>*LV0*l$7B&SFO#i{V%>k^dEAapY;h%
zs}}d3aX{4>R(nX&G6f!#-TiX2%WUj8A)I=_UgZSmIl&<bEPcR{J*}9hf6REzk@qQf
z$1n4ERo_p{()7dd4T1eGtMmFPo(C{q%0jW-c82N>!OA()+kL@6G(!ouyYQ&(rNI2d
z+WNeWpG3{1p38=7zZnK>edUVtgwz=<cpj1}-HmQjUTd6BjJy8cFL@^RqUQXTe7id%
zRkGOFC$rIjU5hV^aj)7sK&?^r-M7aHh`2dyV&Z5jW2Z;qIunkbcARLD>cHcj#My-7
zlC>4#>{ZsfGgy+=^T_CXx<JL%`X13IP9`6h#o#Z_tKZ!)bEwGDs~=FkVv+tr{d!O0
zM!|Awa6z2>4(p_yOzcHjY2DtR&yx#>>SgEA!0>9L5dx(PappUO9MT&;_uw-6sY)^X
zZ)OWgR=V!cNPO=?92bQ*|F-|e+L{jM!m|R~{VsS61yqjX*ee^1Ay6KyAj&`}<5E6P
z+%Smq8r38fA(_Dpyz)>h!u4gTAWMzq+8)dep_~UQH`2RnO$u;?4wZ(hW#%5VrgCjL
zWTnzjVA@-k*C?6gKTjU-wxNux!3em@ZLLy9(h#x>n|Y;g2Xi{NJ4PcN?vqS9ih?Om
z@#=n~<CPb$JYlwkxS1aS+YY6=Z$8UpV|8thA1asv2JTLP97Vbh`GQSfmg)7PfD44R
zulziTbg(50taV5IyXdQ@YDL{xmnMfGVF}vWr>)j;?veNo;7E0qEv@V<3S#r0#woRf
zw8_R>c>(2JL!iXIO$2?f`1;*JokfE25QJ`QBH>j*MQN*NaCYL(oeo91R`g2nAV6V!
zyy%xt`V`|&qioN;7YL%YB7{ne8Jc@I|C@Zaw=AEj2_857q6&J6T#@|qb&;jN$L9b>
zsj?4iC!6BDX1E@Ok*G{(Bgp9d>f*QShqQ9EWj8mxqM~0KqTNrF>46qRK3LTuyT_G8
z&=RB>b3&QYV{4T{(WB|k7%4^Xw;+O{lz?J(w+5GmmR{bVZkv$wg=cK?3iyDLS2RdM
z)X2qaPB&d<T{1)3y{~LHYckMpjGIOGFLq{{#@!v1pLtL-tx*wF`}9-G=1k{}ji^!Y
zaSt7@)EN^20WJ4#?q8PlU^|r(Me`E=P$eqH<Tz%2-14<~P${-vlw;#JV4-uk>$`9D
z@t<kj1@L;h`54lh5b`+)_ba^P;u8xMZzEY%<-3@lMvBH)9=-eM!Fsn`iSVl0qSB(m
zZ72-0zHO3af>hD<aOi0ZRzy{<Y8bi*8vaVqdF^NTvZ&t7PK{+9Uuw98n#&9xcJ6Js
z`OXz4Pc5#|m?nMvjO$sXN_cy<+DBxln&Bd^C}rL+i(?R4>G&1UO{zDuwvKxH3EAXD
zM*TiVx1BB8O$HWAqmfotl&Om-O3}ces3_5nN0r*D+mqow@B8lMa8ve7^v|#Fhg4z~
zk6WW0z)tp8^E%&#TqJ5Wz=Q<H%QV@Vj>WEY#|1<PDVR)*<ebR77BhM{Z#N2VHB|U}
zBI7{j=Xeq1nzByizh)^fgZSu4q&A4>t{bTxmH$z=sTaJ!ElzQ)|MGj9Fw5ypAf;E7
zyd0j)4r7Df^*C@F&kgtF?iUsMc+s8h0`485IFxkvQ0qb8K9X)eY0dRVs)Lq^TYfa8
zVL84|sOQaP!0W6S1!8b8V^(;QdqDAJM~K*k0N}>(JA5qv0;48|D;iln{+q{X_7cb8
z*8~NE`j|YH{k&ka01yXh4#L4+cduzMun%&BZ1o*}#M=rA9TFY=+_{;;h+=>ve7^CF
zfp5RAaQmg~_?EXqJGZ>iKfYQFd<xt&LPMqBFZ+^%Ca%EzzcI7(gOcIU<&T+iHYT)Q
z#da)BOy9SsTRro-bXw{|=BQ9Bd9w6<@kee}wTcnt%{MO&DYzs(Qr1N;s{x+cG$U0~
z`MVn43!w(t_cLFsDQL#<a}X}w6w5cLcg(1guqX(c{>gWk(R`C6p)_;*P^pUi@W8an
z;r;t~`!}zoJ^G4r7derD$2z6KHag6j&}aNqI^y!q(``ZVBL};PFjS4>QoGY+E^yb-
ztBBVvSL|BkKE*MW-kS|p7~o3)%P!kBY)t`yU&-kAZj5h!xkcY-n@K0i_!-|XP1HrT
zmuhn459=0KEB*bR#jIqgF#<YzP|T5!7=qcPf{>+&r+mEmI^o?)I&6rcR_1KYJz{Sc
z2)c~d?Z%qS<rD}@gPI`?lHp~mW+U-Qu#3n+f7o6z2xG`BGrA)Qk{EN?8*t7Rj34so
zx?@&Z(4DK*Ao!q?RbaPbTJUJODvFm!UntFD6ojAgwzpvhQqvmtvvpJNBwcdLdNAng
zyF$iVyV^gym5j^tuazJKn|sM_Z@!EZ7;}egkv$?6739kKJ&9NaD~R}8@=EO2di}T~
zYO@H%?!!)&(oevkp)UMf{6CMKO@iR)^znYN-s4??^>E+^KZXW=*8MS%<Qh@H|2=(`
zr{ar%(zeCN;}s@*;1E240wf}&_l9<>S^d?RBQVkGU^^oY>Et%A;jrT_4S{zF3ELoM
z>?pjX`ohJ#i;ho2Hq|?==7f~2gq>YqTNe*nSvEAsR<~bGb?@ORz@Ggd=;r!dZtvr2
zTb}ewAAkEu*N<h!6DNlvLNj!OM|)=ZBlBIVk*`8`c>8@2QZq3Q4fDVvYE%;V*}L~&
z_E@H3|2oi4*Z4-aa@BC(SP#^e3u6}EORc`;=?aUU4)%XDh{bg*|3+IGr1vvrwxATO
zK4wZZ=Q)k`8wQ`z%MgTR&$Tk`8sZ|-%)mIVPTM4(-d>>{e1ky0*Bf}N7`84RXvHh+
ze##>BLm&MN4#d8f7~VJWMDh}H21bzATjIMB3r~u(W<MysMmH4!J$XL433Jlig;G9b
zVK>R@M^8oMbxei=6Ys6J$sKCtlq)nPdm^YRFDcbrJZCgALc-}b2sx80fAh06u-QrQ
z-SYD?0@ruerJV|U`PuQsu+Z{98Sg<Yb%a3wA2<nu4tTR7@8L71EF@WZWO%3|)9|a+
z3vA*@Lg#JCC=RSGIbBUOGrM=d(BwjOH%ivH)u2-7`#^t)j9iG)2=SvfoilsDpnY|u
z{+<o_myZ3~{FXKDF!5N%HvBaAtjH&R0N)Hm$`)y<L)8a2&y8`BQoCO-jZ6}Nrg0*w
zd7~)OTT_~DiHdSCa?e`;x>okf1XlC8on6DqjqRTfs*f@Q?2W3j+hdn}dg7<arq4v;
zD;DO%2F!pQ(BMs!@e(-?qlg}Vm##fLUej^lC!Cwx3lT}P^`)o^zkDALRObvi+e2ZP
z*e53cC}SY*mzj8$HOmfuhlh+YtD|cCn6g|~+;Kl4r|v4oj!C$hkdyTCTmLUN;Mq<|
zHG28)tHU7jc5?pAv${7t8ULI;KRq1rf>MdLXJQ7Ad47oG1s-!S9A;?VMBJ{ioGMnl
zA`}N4_%z2iy!hf{yzp#zQn~b2dE1SEdoM4icvxQzTQVFEns1D}Z)?`nY5A>jAhZ3*
z@ybhyn=TfKXo%O<#WNpAdi|~A248kF_y!{@zAyQTN0y!uKS+M%tL5@ULNLXm+WN;U
zNrle1JfCiPK1P$`2%9E<M=K=}d2IZlJ=dHk02KS%gPE0bH?MBNNnLW6Ir~Gwzwr32
zz8rE$GauCdtNjL<gBx1T$_2LU^U{QX3r4N~Fjar*3lF+xdQp@h7;x3K>YX(B^7GA@
z9EYd+=X!|Yj_F^<QynG#S$>8Lec?aoddP{hG5?V=@+_4_95=$<<`^d#Ub;y{wlQWC
zcH``ZoOLH^5&uSwY8fxAj>Jzu2ZS(6#tO!si`J3R(&{3C@=EQ+OjO2at<r04W$;Zt
zkZ<~u&gzEIYkvm+6$O*OdqlEZAjsf^)8$#Ra1*~n%)SzNyw*JCA^5-9#>-nVq{8bL
zty!>NF(h$7QZ<#tasA9SH$ribyh<;Rw6Ec&ZQR_w<dRE--gD+%UW~bvXVdTwS?0Qk
zP5ga^<$I8MsYoX?a^CMaHCC@BGjSBgecE7HM$1me#18RGDog{eHODe`inmw#?Kuiz
zvRgeWIzZk~bz2=fJ(X)|$%P#TY;B;(ItMsH^wdH5vI$j|V606eUM~>(5{Cd@u|5KA
z2=bdi=!@d_U4oo#AB@1-eXlMih%=w#B8lP_s(5>$Lm0l(R~ZR^QU8F-zD~?*;sm8|
zLfAQ22)aj(tduJ^oWbHdIlLw*;g|8haA?9pfqZE)ybhddWxZtP&S7L;2`IgB>cD%|
zwh|s6pV$u1M@yjN6qPnCF1?og<|h=*2}kL|HPKyCOxp^hqeSDn#fRigx;aY^JH;K}
zto(OY=W^5SzXGr9r&=TTNiOk?m$z_)fHd9$e)CPEhhBU?_|~D0R$p_OuM<9hvhC?|
z2|QQ7lZ8C-cb9*of&N*dEW^)~bQml5z3>NgP$Sji7#3e-XZrPSx{g}Gmi-dbeTjcu
zft?u8d;!>oCvn-+O1tnp3moGhCHk){MA1mkdJT6r^n**QX~kObH*xpUgh1_iHir3K
z{+Ay*XL+X2@XT}RtOQC9O-~?&#{vcQM0sTLz{pjH=bne*YkzGYW#=U}a{@<8V^10R
z2sm7eatJKn&5%|@X3pTbQgGkST&bli$9)yaSar{W9>j)ipZ>FlVpaSx8wgr{apaMs
z3OjK#Tlc`ZY{<i=>%d9{j##eJU~1%28c*z*xAk7m0VnE7ToBSOG=B~i&rga_QQYsX
z^zQfk<9fv;A)t<<c$XyH8px%(cd6*aB_z`ECPZ8`UC%k2+INrW=YE%7L<(#wR8~C$
zL3gW#+0EsIK;v^oBDe!Bi-WcG=$7JyV)>ODB~_|TO^Cysk6szt$%Lm#oGqAOk&P=7
zeu|7>IYMFyF<r=>KU-WTpg3qU?#mSOHwhdIQ$d`<@$b|mmjE@`uN2c3a0NyZ-V0t1
zE})Y5tz?&g59T@*)m(eK+YGI?m8^rYgyI9dGvCP<sTxk%s=X@w;YuLYBCgUw+)dsO
zf9zNK7P92JRxiu9ZJX_in7*K9IzT^0_(6rb*g&rGcWa6s;G@Qp@bao>H1wo{W7Z7f
z6+eD`BlmcHLzrtp{bG(TANwVypkpF-P^+2r=vN5H0?%*c3^CF%^A@{1G=jHR?fiHq
zjHP>Hj$nvF)=<SfzrtmTw^>(j+;f0trSw}Vz11vmfV0qOnzRZie6#Gkbp8>#vos0b
zC(<>Qdgb!dZ_sS$V@6YIE1y$xbdejF!}Igun|Pq~JANF#nJR5ub}Z8=6y-%X8-U?w
zY<VK_IUqktd<e2w#8T>@j4_7KHX&O3qB_AJG!!VUKpz2&5NJbGKvX;s<SJZYU}*1x
zD&N<lv|2_CfP^AP=Ch65Oqo&gQVh&`T&;nW0>GzWT0^2iRXn;~Uf(eddh#R_-?3_g
zTi0q3g9Nly48cjJ7*GATfE4~aC|X7;#KH<k$bFI1DDzFr!}t*|{`q>q2rWiobmaNx
z$>YGxSCcOo=!daMChct^nWt{fI9R%yIbfyF&O!<q0rsbp$am^br$KwCZd6l<0BrvV
zu>aB%6DN>+r=DePaDl-H_ypa&q)QLaGPLvG-9EH(BN6{)c=SV-(!@{YIo985VTe_o
z=LJ+IcP;|p%O5Y6l34UZp#h@=E+iIYb<fKbT~AQd2xBh)dVWrg@ZgEAFP!~%bmfTt
zrsdX0MfC@I79S$KGA!RIek@29N^da3q9sO^-}m^0F4nF79i}wbPo@RyZEy5wX8vqN
z>B#9!VOK5K^N_1_D|i61?a0pS?R*KIbwz_M#2vza&Z`kJx<g__3@S`7Rk5=H>1J;Z
zd<tP#RO`k!27x8)ct(~blKi%m>8cW$c<D*+iN@$<jdHJE*9TCd;jMW9`d4vkudMsz
z-ZN2e+(P`bKQ(K#B-fVY_MZ0RB+K#hHqEw|IWSD-9pd-~A>973OG(}m2Kzx#YopaE
z@2GvYbMy&l(OA)GYq!e6N$#uc6*-F}!xzS~y`nUsJ8<i|#zgD0M(Pm;dVZR0W9r1r
z?1x#6&r7x3Z!6#lW7$==^}_DIdnFgB17)|9tWhadJ63%gktwnGxR?Cm{StWQphot2
zvCF^QREsU~!q=_bDokODEXNJG6gBk7E4d4ZY^_oiS~o8DhC}NSY>O0t6dstTKh*rp
z_dv_s`Ejz966R!UPi66_;&C8A0jW-Xa_@zWgUgb@y!{pFynk{SH2voM=I!o!(m+(c
zN*JcBgBK}W|E=IZQ}~X^oV*=Af?wdcdaT))o0=aO4fH(bY*9QPw=2e}+t+2?64r2x
zs6KcIKIJ#ss`0&b?NJ`=u4LK&K$;XZNA=kVQi1TE&E!3_r4bP(a@q=xpV%#B5(yMw
ze8XIBzCL7{WGP6Hxxct&+mjipkV~S15y$j8FF#bkiF(o3;>D<p8II1M)SF%~AUBF{
zs6?kr?a^<hq6rw3(v9;EJWkJnv{Hm9qw&yoZL!_ci??b_Hx6Cib0x=b({S>?Nx%f;
zcqASs{UaqXPnGkLCq`?PMpVIIm$E?GioyY#1=6fL*8~&Mss83;4Vd6K{r>n)?+4Uc
zTg|T~zfBjpG{&agIRT!T@%GPqaDg`Rn_648&yF+Md4j;*|GL~0W@vm9GcA64)#^#;
zz>gdew@+y6yI*0LFRD&kI&37tzuaxR3&s9#wd|4Fs$W6y4}lJoX${Q0n6#$({BmNM
zduGzz(k%7-7UrS~t0?~FC#8N5z_Fl6o8|zH9n)<)+TkX2^NjwW^LdV~a?oLpcmDU3
zjz2!R8&@?ebTIF@@J1dtO1{^K;$0%zqms9A5*R+=W|A)_?4ZY5I?IIXIL^xIYbMd%
z5c7y8cmCtbncB}mBO(gtcQ`S{R}pllqfSh1ZON@_VeiQwi?{>Qhw@<c-1@^SWu6m?
zR!d1BzT2d^)Vd(H$F{c~Md%beg4~O4FQ?LS9?Yaf75Us~`<eTn>Ulujsf?cl9qpD1
z(5JFBu|vuYo@Y7mPP^1p?(xJ`qmm6{U7)nyoy{%C)~^A4;Y$NN#9ynv0IkDC<$FN?
zIi5%sD5LSkY25F+%A#E0ZcD?Vbs$)}F*e=|Pl>q?0{K(7c8NXHIP9vi?y+<nLo#Hp
zMoaDD>!OFzft@K=BTi%%^gnWfQv+7%f9>9#QQpbU54vUI(dG1;`|nsddh~PP;9TjY
zk{A7$nio4DI@vj}WVK+l{1@3WXKZycd#XwUxZUw#;|Wn0Gp$^Up1lF@mAfDP8>#lD
zmFxi+luVkqs2U{uRC#L@ud#(YiOCsZAd8-xz(c+a4>#MjO)>n|2E1jpdO}aMf)qqy
zp?e4Akj3NXp?hwTSU!aUj<b<=H9tDzbG*}U=VasyEH!(?XX9{OuZZWvB)Dfjv-A}?
zw+4@J6@y4H4#2oxYnkbbxt>)l^cUtGncCuSq*{L8dgw}fV;Wl>P`$Z9cf7jW(sGuA
zzLX+zZD714*}-KZcd?BriwhH7T{6D68dWPf*DcA*&+s%eS@)!G@r`4RjDf)|RL?V&
zUHPCjQsI{e=W_5YvITap#q*Jc!dGx#!tZwlhg)^=goiG8dhL{C8cQi;pvNm_R`01+
z9Mr_+N&ITlF7&&Yd(vX5wSl>J_09_r?yZFPgGy^@O_7zr3*E~xiev;|$$o_<byQ^<
z>sKkN6G_u*UM?dCGoR6s(0nVfFG&Cb#8SI7K3A_7Un}l)@GIaf1ia`!YaKnkVb~$W
za*+@@Cxjnw$n5W>SN8s4vS;Ypp(R4OJ(%AFIUs8xi@eE7Ert^nZoOrZ(>=MP>Yu`=
z1A!yUn{G|tK*CP^#Tt3eJw7OpGn?PtulcqpfUxC@N?tWqiwK{THyTcDX5%;DV1ble
zdbO>K&b$24PRy*CvHMRIf3hLQ0NV9yMz?Ks)$t1TK>(kjQaw%6p1o`I0o{R_GsBn_
zV`Pe>mMd6c|8;Db*Fwj?p4$ct{&G5p#Z=suaX3wRg>@$$TrjL~Pa$u1yu#sM8?>$)
zxm@A3y;tMcT#I`0N<4rmM){aVvNFY=HO-F&?N#Hy<}DNeoP-7t5bFr%%jty`MmaqG
zxHCFZeKoMtkK~-}hkClj&{#o2PrW=JnwUOFh{?_N<DE&Sp4bV0a<p~N(4{pE**G_f
z9$wk4`5>{0USX*fubW8uYj8%l$CY$oWn(FLQz!VsU$>?*gI+K+M15bmBuskB=%1Oh
z;9HHS2|s1;JHps99X`!``3Zk>P^JCsm9K&LvMWYLr>qKp5thIev&Q24iKVhP{hMAv
z_MoLqK2kwJ>{+=H^~T+E@rPWO-9t<0xCcjL;JiocNDv;idZR9PPpCJ2X;Em}e$<B1
ztR+B39?B)nCg-kL$7R2(dF4{cWJ{AqlX$CdpZ=!VX9NGyz{<8EiJjG3OzCLldm_&V
z?$RpryeQ~l&*sS<yulptG16m2$$4V|d^h%G6k6!551RKHQ+z5q^vVTCB!|MMxAnt{
z#-i4WHwdJW*U`E27xeq!NqPMFw`QdFyRdH47ZY4fe?M%@mbviP!AgRy;_^opFF$Xi
ze{HJZ7`|D38%oW`yDb7S!&yI!!glm$S{M;3X;m{ft?mUnE)5Fxq~AM-+q(Hq>|sRh
zBZvTVQk?kRo=mGP;a9|gcdoXR(XIVDi-7p@03}s9Z>-}sS3cW%;$I_#%cuOi{h7I2
z`|E!z<>%&C5MyC=oAf|CVBQ@Eb_zAqjs4+scy3dW&7sXmTqg&Y6n%&}gLT6Umpy|2
zVyf}anqe9#VyZ+oW$j%~kb*X!1jtA2mccGsM**5^h(i8t1u|c>|Hf!ONP|uNqMP}M
zAHW;~*&L*d*O+t=K8^YOTivTH+GucA%KJr#P=2v)0E*u&rZ&=bG9`q1VUc6_zugA9
zTxej6tA-*@AKJf120Ii9l3z<-SiXJuDt0d}$~sXLHb(X`c)N+9Wlm_17uIJEf`np+
zh@#N7#0k=>B?xwISLB!ddErEHrug)oMBA!ug^b8(gX_h@bCajJidlS#dy6sk!^0y@
z8anO5tre*^ul)G1=!bvN1(7%|mB4?lZ^MqJ-=pg>x-|@1nl*x9`+Ug(W#V#c@$tJA
z?Z{naFM<j6O@j%C+w;XEboThm<{NmWpQuWCOZ3Fy=!fp-U)K>m%4`eui2=eXjd~V5
zT-faRk!Paux!uu~|1`T9(Di7YnvAd0i?eZB!0Y4#2z0QV^OXVEZtXh7MfZe4&VYw;
zCkuQcOIAsGdm?ygUy!^^sRTwQ3h^!Tv!K6C0njdWowL`T3<diiY~-7yD&;wlKOl&%
zJ8ksASfau^NhthYd8C6=081z<Gcz-nq0%wkE6t3@M0OBjnmdsVpepu`Mx=78?{>>$
zn>JBN7AfdgQl~MYn=wIqRhEqMa8Y4MtLrr$F{rg=jPq+|2<Ti<r+vMN$AbSF<$8z-
zgiC{BAy{W5(Fm3a?=ttvAop<gOkqb}T~1iL@(JCyH`MAU!H(YYyxvv~;+tQt!aXhT
zr3p9q-vgaxk>mO^hEa7>g$U=&@5$K6AcQ@3%cHoA8e|JvF5YuDUY%<U%Bew|Dz7Lk
z<K{=9R9uY8<qr>MXpCj|JQ|~aC%LsqY>;bhYP<tDpNIo8P=;4Idd>Xt)@XhPCekr;
zQbK^(I~3?TA0o{?Y^_uJ8f!;_6pW!K3LG9EiXTywkbm4#1Pu*LD1@Az_c$Oo$VRU0
zJh;>h?g{J>xsSK1sEtZ|?Bs=W)YiV{H90;!x!Q3o9uF0{std>m84t_+mhSz!=N!0!
z6pRouszp4k%n<bW*B5p1JrEPrWpLD8J+@z2xXIlUGI^Lm;8e&cxF>O>=4!WKJ$VDg
z-Pg8Pp1iLrW<18$*KrU24FaPQ{Ze#;I@1O+DfeqxymIZnJz*zjG5O)P#w(>fg8G|p
zFkvU)tIjA~-l9uR<>g+cy~>QQooWLKZD4wr*aw-6Tpz_caWGM>CsrZDnBn(ig>O~o
zX^<f1tK$@jDTG_uEHtr5RAF$Q%TngdqsL>^TZ@U?Bk@w#`$3NDPFr^973n6x7+Up*
ziAJ&Z>5F)}^EGkZ^SRdPT0As#k5q9@9J+ZcMKrYXJ+$Q0$iT%7+la?SA5s1eH$a{C
zSFxgA1r%QuMef2<ubKN^mil-T7XQA1X(8@b$w&QXQ*xgq_&fzM#!FS7w@}7p3y+HF
zHc?Zh1w{NO+8PeV9&&D&LIC+pcg<{i3P)>jO2{|~&_T8-C&yh7Ck0y0`gaLQF+_4l
zYG6%%@|BVzb>K8pMA>mbB(@98m2-d15IboLu<6;`i#HLatq>we_$$t4E)~kSb?GE9
z4Cw{5B=A1D0BHrDoe}S|?Qu&@bC5vSty8`iJzw$u+G-v;Pkz}=)LL3;H88;<V;*=3
zZ0uI}+RjvJX?{yIF2w53nBXl~K!{%9y|Pdhd}qniNbHd{3k0%v3K-Z+1ct0kV;DqK
zvGi3yRIQT2P>}#qC-$_}3Rl@XBhL*!v}b5yqM?jhO+G!k^%^_lSqXaGgnL*F+lA5Q
zo}0`wa{ouc8+kUP6sMKa3YOps*V>hLx85`oJ*{s7aS)=gy3jUw<%;w`9IN>W>oSQl
zkls+Aw|(#Zv~)z#tHktv6+v+Wu_wbRb_oHVxtSe?gDpnEZ21zQ!45B;EIlFC9w+s|
zuX7=WTq#XLA<R}PY;}k~k&E^(w|^>71qK+={LeTE9e7TS++d|szOOTQ)+5_Ru5a9d
zCC*=)f6CxEsBcN+W^ozAkSMIpdC#sKE@p)C-;Rjz-VWh}N49dMG9TDBji`Gnu#SV~
z8J62A;|0a6tQyIN3`5ST*3;8)5RBt~d3QoU>NoD^%#rctT;5#bH$sr2TxWtNqw^8T
z9-OjXT!z;HK6eBh_^3#jvrhFOUIHyQhlbd0!Nyd$OW0)RuMgk(Y<rc;b)?uIc7jt^
z)NZwy>o`pW%(3){pXAd{NAkk#-u(F9k?=*^W?dFZ_qbv)pw@A>#yS1{Z1*!$OEGs7
zae=`*JjTSdAFR@%^SB#ErFTC16huh`<lL1o5jfli`r2G~X6`+I>wY6l@MG!@eeiv)
ziuR+vtESF{x1M#J_^uk94m;`Rb)%>poakrP$`^4J#yzV8Va`UK>}#@Scc7o%r3sk7
z?KwutK4~o)r1-@o;n6k;dGM)*8=f=ke{iK)WP-HLx^^K%<GEL>BvNAUXriJYJhaPy
zrRnf=O&^`EXFHWXhbA;!d4g+MnT;H~iV9r&skc{k%fd$zn0B6YIuITa&V}i$q3HAT
z3-$PRF)V)OJ7t8b`~v(%Ss?WjuU%Jy!S&`L0e(%lSfZX1q5F|I-Z0<~b3mq7aHRbs
z^qP}eW%q&X%)_@|AelGiLUi0?a^GOAGA1=67v2eK!v(ZHH+&LKxh?2%Ba5$&>?>5I
z+tft6lRlowAVt0h-e8O%E#6&Zh5~X@Xbs(q+cD;mux$~uAv({p%&VkK2GjD`k=zqt
zr{!_Fuf0*_S*L#6TvG8~_r^2vzX8AP`Z{=9G~FLm*f79+^rH8)8Wgi$uocq;Kp~L7
z<Ee}Frt_NqjB6fEEnd4NpQw`j*RMH9c&UhI-F*cWb{j}{9sTrShYa8`RKq>GzvFWh
zUUA~)Wi^yCv-*!!E|Je-(kR+&9a9CX|1wNN#OD)xmvbMss|sJ9`GyqY^DHhA`*mxR
zDamP%%1FdXM{t;nJAe@|WO?%tjEODAU46$g%zsf1o%!B}>BEgyvFFt#uG+IO2Y+W1
z9|J$O!>O|UYBlc9cMoT}dL@hT5?t?OzI^+s;Bj1O;%e&XJC<{HMlbJ^O8^MOsI|Es
zt1eT<Q~EB?Zs~EGwPDnEyS~mj($s^^t7oG3+`!y{j|JlgwU2f~H;jUtO8Gr`HS>|H
zrV+@2%OD~DV=0kjsf7&Yh-KUn8<)weIEK}^XWE6#+2G+}c{;^rJWdHv@J|8MNUAkZ
zKdrGf0P;%(u`Z<QWkmXB(7>snNbb37w;N<R6e_Y$JZa;^VAzp^I5Jp`X}=^wf{me9
z)cO;_NLe19SZ?IHS1qx#<}eQ>*E)$tV&~rb^30I5zzdm1ko4|6*9a1B#3;K9=q8}n
zN!%qUWFMbYIWGE1oN7`;k7xe}65f*v!evDpucPRBATNRyCi*1MRl%Y&eh|n^w9_iq
zPNVGqG$*+f)3c|iDwyvxZT0>R2-A4Ym<QUM256nm7S&7Z0unIq{r$={i3gY}!_kRQ
zDgAfal0i6q8s%K7(TA6J3LkORa0d>bX}|2m7#*7{u~nCBa@ln$govG{*v0r->?*C*
z%+32)jzI;grwD0SqOye~IYIaNqTviT)#1-It$tNE47Eh)3)}Z`m98=OB*q92?pc5c
zv)6Cy5M5&*BV3Nnp&X~~Uvya7wH@MoZ=C7gLtTGEbSzN(?Cof`E?c@ue(I*vNZ^0$
zLBXAYXpvQ(U7jucw%t0=tmW>>sH)o7*x2A>NsPU78A1P^o^R>6;(HGwl!6I}0G&Za
z0KH~BrOS)+_q(*e$ytAhvFQrUZ%xV00=mFR&NlUL%(Kk{1VdI6P|`g**k)K<glsP#
zqyG1|Tn-7i$o(U`MTW$)X7Z>OJCQqbar$oBVOMZ5e3{?)?GD_eL{zOL<0pq3DWxCc
zwb5c8ag%M_Ly?XXWz(08f=k2OdwXE}yH$oORr1>u+1M!fc7<6Uq7Axc(!0xLOZnLP
zry?_fu{<=b6gPI^Tb6)OFD9Z(rS3NwZ|N`URdK9g-_qKlkKn_B8^cHqrj2Lbau}bT
zU&PlZaSc7IT+R2?kO9df7d>;6?i-7Q1ck1kWImjXnoJPJf+rQywwtK9F+*r`Hd<iF
z%Yon5;=2<q3T=cuC~3xaOC!Mrc0tuovrlFydE|q_K+QN5s><xP50%tv#yjaV+#NBb
zVpXt}-xz@-M2+bIhI-Q|o{j^n?Mki?)&WJi!<gM)835nG$UWl^PXL$h{IK!R-|xH1
zk73Xw%6HyO>qK(phAkNg!hE>oauH4QJ%cC;uAgjYx00LemY2=>6_vYgISKVk?OmHl
zoEdLz_h1l0)FicU>~M8|4EPi3@%bE0HfhkM4pOTT%-y5(JB>1GIK$g+caVY<NkfFN
z1c8q^2?_P;;4@+8cEtWsn~0)Gg1u6a@<5H(7{}W7FK@__twMf?dszYR$?je`Qxz*4
z_ngT6H+r^Ime`~wV2<+Zm*hZj2>_()N99;5DCRcHRHtv{+1^iWnTGa7N=45Q)8>Yc
z2eR2=(Z5!$G#vSvq&4$GWSD$C5n@jcU8a(iEhR(P9|4|@huo$PxziC>A>WjM(z0t%
zZzQJd+8lhhB2nSTSy#Wpx%$_tR<vt*&0aWuHtCnyp}L{I;-dMF^AtUDcu)}2kXu0f
zhk-ozYB9U!N!}&-=7$;nF6l2tqzvF}XKn;>1bY$YcDsW_o^#NE&EZ2bv8HOI&O6vX
zgbcE=Ock0oGqw(b;jsojQU)!*z1O3OZeSWD|KGxA2%IP-6h8p}EFHm&M<J^jkOO>S
zK;V6^Shq`bq3|!(SoeRROBu`<?h;_7*_Jx8me<Tz=z@SX(MEdRQlP=u4nCVfC8G~g
zAZ<&3NW}mIv1&3(1PK7)Go7{74V|_j&F?s>HbIJ^|Fll$PoSYD;f!GljcHS9stjex
zWnin6x8MbHj}Ex-Mwu&eAr~~8U?F*_69mScHfR|`>1)<sxxy>!vWN2ro||C`NQxO;
zTIETCPv&7ZS`SCNE^V637nx3J2%VkGHHJe6G%{ve0U<!-Br<#{L_T6Y@aY9u2s7$`
zpj=}!5J*H)0l3)(?V=!m?Q0aPK#N@AB@Dur!x8QDE`()2R5wAXs20vXky${9bvEbs
zN}Ay&?Uacv1YB5ep5E(H`W6ab4iZLc6U7jSRYKE-S^Zh)xpY@+Gd<Jzb|Cty_63}2
z1uh0_r(GSX>SXx4uY6VwxuQe<ENwa;pZ=N?!F4_B0zQB(87YTN4P)TK7K9*(nz{Q>
zWjWKf9iT|uF4&MUyXDB*Mp)~%A{RO}*S?}Xn41JG?;*xma|@;O%T!1uwGFvzocNzZ
z)khH>1YICFLIaF`@mm|Xi4cwo^tTt#@@zL*DU3D6R`;|)y5}A}umM65e0?ofUC=&M
zCNI9|!loda)}Df^{A|-dkp&VcwYCv-z_fd0<1Q-CBh)=??VVp`B;ie+t7l~t083&J
zRe}P~<;jhF`Mi^F6(2i=sQW2*H_sIFbZ(6jZ?-lEc+ZO3yMw-RfaB+?sw;vR6?QA{
zPUco>Udb@B%JG}468U@h499Wg&~%frj-5WJ?!d1>0)pz}kNbXkp6~TkB9COJn~Dgg
zYx+I|9aQ<;=l$YgI|W=gAp*44>n4?Jn9Iz>c>Zz4m<IC))z93*X|Dr`z5`-)%E(De
z^nh6bjc9P5ZJ+P>L}vVJRI<{jvitpA;`|j5n(WL9ivC;awTPFwjG*!>du67+2=cp<
zCY92|3>h!NN5<Gsl6$xT&1izZ?*Ktqyx^)cmc`fz$)0}0UyD8^)+OFV>9V)4%f8AZ
z`(E(qKvFfxBF>6Ua1qHEA5<Fn3=%v^TOZxmGU_{T?yYu^6!<_PEv*!e+4n(qp+qV%
zVY`N1D!S3rh8oYC`>o5WJVJVBtsIKY-xZ%{XhQe8ZP>>(W(nCiE&5i&DmmNj;%ez#
z>Z+itE;6Jn^^0Y_{+|R0V>;~h(uYR38<;%u<X-<trU{)vy`7(*Pa3*SnSJ!iog?@#
zy_VbN3d??6+DE(hmBh3@emELju3<N&CVB>phQ)pIeD)`cAxF&V!??4fbf9>T*%IrI
z!R6Kb$MJYIen3Tj(2zM1$uO#6aP5aL&-s}eY88!WBtK)Uc23eX&vldgUL+33!SO{i
zbE>um+Ao)Sq3lID^i|srG4oi~QyFAZ@IsfEw&YJ$6(E+wyZ4G9-uU&svDU^cn8;VJ
z7yuA2+h+dV_^Gm~rkQW8eg<ei0Rf81MN8}`-R!4|yQEeQN2Kj~`+(T04g>I(MDU#h
z=uySGl=um{(Fp$7rT}(Pk1rm_W)70tFMYcZ$FZ;63S<+wO<l1%EDDC`Jt9+-tw=>N
z7-R$BFe&r<r3e@slr3(<IfAC#v+XT(NGk9XlF2M+6vWxSRvJ>iU&1gnK^g9JPLUWZ
zdMQ52fBUQ<7Z)mU2u34~*F^!N=F!Zz5aVKo79uZo04Y!mPU|li-<n)W?w}+B_0{+g
z7J4cUqtqRlA5M>pi37A#pOXK9Ix+`ipZy(u^fKLC1a0n$H?sU>x7D;2XXI*~EPM7w
zBPFz~9n3j;X!{xjCXx7l<+j7cOCU$XofEo=S-LiRyTs{s>KkV$GXNmIXKEf-O7Q28
zXK8o%&3UQl`JyzfiO9hqC(pXNYP2O(rF6V9iM)!G7kSOHSE-Hz0b+<!y?30I4WXWt
z5OEA5qW{UeW?Wb=LX&|S0)l)BZhfI-NC*0Fp}^jq$BH&yk@u(>v-A!F^x~@7Tm)gz
z1N#5iifoQXDaVyV_xcjp9TyMhcSZL!J@Z2&Qi6ik2;}6l58AD5Q)HB2+StW`r9O_j
zy2onYswt<+oIC;&ET-jr4=#U<V)J|MB+gk9&A6Ce8`zHaU19xTpOLv#w`3pNklz$+
z!xWgIUq)R-bbk6bYM_i=ymuzl*kr{)-og>={qp8br_jJv(T_nVvvn1RgW6-*?;)}U
z&HgU7&7$?GPHS=zNBOp+wznTC%1<eRdg+PzPprN%D<sly`KA1+d41(-S7#>qQrnWV
z{!C4DEB8qA^PY$d9)%V{<OF>D5)JV`kTmP;51v<v>@YP%+g=q5OTM)sH=2HX2a=+B
z<yyS+!bG1V%R7y{e%VOB+VBV4hS%2h;Zi`+mFpyj=NmP?S`Whm%8)2;x}I6#7plo>
zmjD$(oom%_`u^lU!iwV+(2hKIr1(@g7gcohJrnqw_ePz)mD#j4S2b2$Bb%A+5ann-
zBFJly)+%ET+b55|da8L89dKgg_O&)hRjL<dMKu!6c>#QR(t+RWW3PC6cVPJE|AC6D
z<`c(BDQ}?10cKv(e*!ucOZiR<s}Rk)wsk%90Zi+lK(HPL4fca?)nLD4KttDMomVo0
zb@;Qm_`n6cJ+D(;gqnQT)AiknA810lr~ot0ra|kyA%`-#(j||fO~NEmGfoHSvUjG?
z1$USy2O8pf++$5+%n&|0@8S=1Bv5L2Q)vb2vg4oV$}lBS9t<h&By<>@m^Zr=UqrP#
zk^bvoTY@PJ6{d`}yEohKq7(z#AN$!_8^=D?6bbZ{(2d_#WjN@%dGdRfd$uyjCxS}6
zzWMyTfZmR1uXAipqJ$~B2iOGO>H0p`UsS9XS+KGCmQ~dpB5@_2pk(gkAm-jzBVe@U
z2L$UK1-w!f1Yp5S?+<{wsRVr=hnqfAe-S>VL7b9fS%xvq;0^ntru$MNNxi+wTXN>j
zi*G&ZK{D*nFMgM;vi_)@>kpaBDb8qd9$*JWz!5@K{+kX?hV4^!g9yHnKj)PdmgK_}
zACwI{FFj@PeO{+;5X9MK<Sb+Sv99UNhqww|nvj1*&SGIsu#xn>#X~M`(toxzcHHvo
zGx(!??%Rt|BOF``x{Hwxam6-6!6~g!YRPc`DoykPX*@d%ZPo_e*ewT&8Y6ADC;*Jo
ziztTF90sZH3|xVmZ;d|#^MT@oEu@b|I3kB3Z_5}7k>3k;OAEIBApvk@P)fs9wC;Rt
z+Eu56az=8$wD^~p9BTVPIq9ekxoYXLBeH67?n<XbzI}HH7mBWP9FxNlOjA~5x87fm
zY4AzDz=R2`cLI;saDc23M~>I9tid*gK!8TNnyeE}e15)QYr|OmzW7${uewprl=#8$
zeST4maAcPu30!WWiQZdtbcTUu^ENif<7J@zHu0ZC!%v%lgDVqvZi4h>BvT)!(6=bO
zn_5F=DO*J6GoZLa)WfPj+?Bp;^AVd#v9|2;xTirq#}l0rXc$kmUQgn0;xN)%xnuAU
z_|JUe4n0@2L$~;(gnBV6I`}7(Jg_d^noKCmznVNX@I4;xL=;`?oo^(X)P@HhTyHWC
zb`Y5KUPEcOQ3wL#wfCo2mRdOaoS1!nmrks@5Tv&5tIv^mb&5X5UsTD{?N5)KFEst#
zkVh^x<ttR4TjEsf_*i?IhQ0inkkzSkxu-u)<4uG6EoTe=E+4ii9+Jw+XOX`tC%MI1
z1@t`j$KGu6pSzo?2X4#ewA{QqhU-`g;*j;LsG(D;*Dl`CGuQX%EqS~c=XB;^f1mVx
z=2u&%SIO>v1yl;Y+hs-j+#$&0rMY&n_eNK#FUB*2IoyUEY47$iiV(*&CJ;@Alf3Zt
zOSx7YE_kIISk;>iY?mb(dkL?Ko5h*ZY9Q#Y>z(4<1*bw)?M|H@@#_d$QRGz#rv^aR
zdJvlID;AM1ekVGx<IdLOQ1<J(-Lv1cETbHF`GP0S--_~t7EqWkS!W8;PUdno$K^(}
zBwpV4xl0uU0kP3ULT=^*%+72-a?05deu=m}c`j$I7qOh|*baC1fh2T*H~G0NUiA1C
zYCf*8<d0<2x2@s=(Ewp;vV&JK=2k$Ds5L{zdBF3P%I9g(a`AtlDa=&oC0@=l?p#5c
zn1;vOhX+d8aaJnGEa);jUvMWi(c$BOg19i{dXD=B&&S-}<(z-+wp=F4UYcCm7r(~|
z=Xwq?T1G&t{<cy11ABhG1f4#Rd-3qH%bbX826teU5x?)|vSnap&5wFj$*1K?R@ydz
z%rKE36LXu>c@oOOJ3JiTTV|74uw(Y~4b3>d2R&dVtVDMpGuIeo7^>U%|2I7i4$c@`
z2}x(1e78cN?&Q;$8f9<uF7jp;nf5|NeT?B>YVX{JU2k)=W-4AyT_M%YCjT{}CTPb+
z{|{ti>;lS_NdFbc93~}^{3psY?n^|9=mR(B;T55O-|(u<^ri=VEvdm$WnL-i?`<Ex
zE?qujwH1F5F!&>cl-GSOejz>%={Oa?u$q8$CJgqO{Yz?0YoE=kiB*5(qZb<y`C98l
zea_{vx1#g2o1nq5wcS?>{>={>V!kPU`z24SST)aZUk6E{_`;O`eaJ8fa+1c8g3ElX
zBWmOa1tBCDTUk$?bk5`6ZQx$uYF{aNvUIj8b0?8<v10K1adj{Ja+mDq`EuR2+)an8
zCeMVP%G60M%PTf-A7#w#?!Gw4WU%POJYR`6u<wmfT>D_FWoP^9J?^}H5dtz!OjES?
zy<57*b1utrIM&pu<MU0;aqHHXweqs^Zo3I7C<UXrRMh~%L4nSPfH7>mO!1qV;@349
z_j^zo8a!2oRM4;S{_EVG=p{>?S7p^j_a@p7g|Pocy2y!^mo6lz?-+*DQ?;5(#l`cB
zd2z6dYToxrcK#r`VfaFv(SHy&FtCelmZsMVSqQ0Pbs)~RKv%lB_Aj#y9f;7%0?rn%
zF~Xpp-kq4LeqY%S|F;-i3<woNflBSW#gMMfr?}A~l!dBXL}CLHk60YlH$y8bnQ{TO
z1BfHf+=%sntebHesK9nnj?A8_P4^I8_;?KgrAy|=HOl8Lu{J-?4+N-K+>tlaH`4b|
zQf{s{^h4Ff-|ivS4)ZaYc<kZ*vfIo?!jmK{S-Jl@bz8W8>%d5WZ&+!2rvSZSS{BxJ
za9W?Lce=Tl5a4K}`^b~K0j@Vm8*K#6ZHeUIl!=m8^U?%Y>A6Ya<bshG=j`h=VpCA9
zmAK9dIQTa<)#{Ua{E1YM<Jnx!9t5h@z_`p?&QEk_2+DsYH|Jy8Oz7MBUfH|Wmfu@e
z%|F)Xb#J>wJUggUxZ#F2%V%?Kq|{GcP?UMi%y6)fZ+RU2&~F-1ky|=63nw%aZ=|sv
zI;|lENIn$HpwOO4@Atyt3kB8Z515+U<~_3qIor}vN28x;;wRSNpRMQhZ>5%Aw)`69
zh4RmMJ;J2xbS|?X(`-4*zOeYnw?U<)A7%WbwVd!FD3d8i?0+DqpK}#hbe2i5nPOV!
z<G#<f^GB(<`3rY2OMD#o<5LHAkJs@UeN=#nkYSv)^b&@idovu#%O0U9PzGhET(b&H
zazB|44h3M3d=-}+{%vGWqXI|~mM=uNS<8BPd!9-N7%I%Zw{_`ade72slgB222lZ}P
z%$<8@tEICdJr|^Nb*XosZYMjf6S!1pIQmcZWX<PXGbDI%@!X$4fMvFyQ1M6#r8G{w
z({x?&`5*+qEU#7wyB`R?1YvvW`d9N_Ex{T`6tn6)ngr`cs!HT8`vSO@|5J1>{!D*=
z9N!E>atSreCFEY2Tbt{oZ03GVsAP&sGIO2WqtcptNpp+2=2nCda#t=PNs0_}zh83w
z{yx9|V0-Mb_c`zLx;&>pS)|F|$c0d2OQi3}NV;oWlThG;d2Pm%En3qNozmsxtE_>&
z+A)ve5j<Mo>jl09G%worXG>%_S9D!#5z`)i=U!>PHnX8+XEXBlw|k(5L-h6c*d?<w
zzvo+uczE@Da-TeWl%5Qt?36fxqRVgfL}xjgl74LzNO%*HT2LCUdf37<<+w@-$EQnp
z-RJV3RtVEcS|n4-Z8qbq2c1GaKDs?ME@{{!#C1H9K?x9Bv|l|k)=0U8xM>^m!%UaD
zbn!DdWm-_uy-d}1Xk1O@99QK*0jw*po5x3$Ss->*|IMe>?O=#lODRvRR8rf!3y4;^
z-J)hM!x~XlRbESiYS8!s4>BAlFe|NiiD%+Zb|Bvi>xd5)YnSMHGQs(u1!n!nb0zl&
zPs0;4>ZWa91oC=)k&5x?^a>gH++H#aUCKk@XEy46pc<gR)S<*fLy4Y(dd?5y95@N(
znfD{vUNv88qqF*6aci>BzXxKDMi$Nd^&E6mj#qaH|4`%E>?;bj`Uvx;HeC+|&Z-zo
zr)ixP_*7<={+F0hGJNBt2LBU+<bxE6bTu5xK*pp#t8RV~{Y{d3C-LEr8wF?KaPFa(
zQT9_eMOUy|=T*#?g|U-=B33%o;yW_WZDhkJ>X?5PGVY}YSl=6lqN??EH&rHmJm^n~
z%SL~4JM$G3zKP7b|D(B;9q?{M@mk=l_-KF}O0hB-r`Ul2%AQra%~0aMq0l)nmRWeH
z5R?llzcrG~62ZM52Q9q-&}SDsz`T2c;uz1H!~QzJI19T9k4)F{&s*-56ilqo1oq;s
zDe9vsfDzjZy11DwqA%{z&JArpuJZ5NQlAP9>eWOX^i@r%BI5E4$4%X=3kH(~i?O=$
zZtsTSJg5?}pyjQ?vl16bakNY==H7_vIP=Bq!?aB&@dnqJaU&zW6qDoX_cUg@U7ruH
z<2<#~HsDI_ew<Zu3u-&RkSVv`Yg`r3ulrc=)f<C|)@)XrNLD<>e|~>}9R=$zD!}V7
z6PE#@z7$(#xrAiYRG&-$i;?~2moeGWbNX~)=E+RVtbRx2$u1q5+g2~D%lg2s9R2L%
zVZn@EY{DsIf5q;b>G7}~Yq48w<_0!hbb_O?*w1cP)VMF<m2}g<pqtyJ+wEePC*LWE
z;tm^q*)FCFRWvXuTlr$I_xk@?Mbe@;`g|;eOkX^Hx|6Av$t)LSzB*om+bY-H?jL;q
zSj<9<06v?N1oH`fjI&<p&G?GB+32ZBp`B_z3hrg&Dnx-SPo7BXPiU;COhs+*o%uj&
zmkM18*jl7n$ByBs$6JwzK&%5TNv}#;4@II5Pvx?HGDprg=gWTq*9))48N!7h3%iDA
zi2kAgJ?3b000%mfsTP6Ji;aA)O$8$bC-rVOPlvG=XudP?+B{kCMc6C-EuDw!c`JN!
z>KSNAFvNVKQ#LJnSM@&fR)IR!nDH-ESDpe9pvAdLP6G9HNI5D&jXDe*P^qj`rar@d
zY4~t-tJrPYul;7lj0ChAcs>si^ai#=x%84O=kKp+?CtiuMTvO<=bjZ5Fs%81G<_l@
z`qpa5OI$3q9%bi&!ViWb7=I|-n<l?dKuOfa!V(0y)=%RGnSm@p_%h1Ess%<n@;fLl
zjB1_rk=HO$@*oY^xXPW~A>-u%;Xb4NxNb`aFKBWfuZ`ob`z|*Cj?r7Q#O|QV(w)Rc
z?N*Y&N%cVMHLqFK>l?3Q!TS**aV*iz<3ZDS6#X1d;XEa);f!c#iA`~HG2NVf?my5I
zvPjr<A5m_^2I5!*{6OtQJR)+Eiim@Gvqm-pCr93<DLSu2pozN?xoF1r`yJBj&PzIq
zYvsYqnaP#T-$nLzzmu{-wI}1)9UD(QDZPp2zAw=wP|mQ8R?w*lLv<(`Wd*))lj+Ij
z;$#SJ2c5p=(g4|fKG9`qR;Kn<^m6d0S%ZN=#B&DAW!w0Vt^bPcf)1nKo&Uz)-#sw=
zTqeu?3CHe*6%H{4X98cUp4<Ic<0pGq7;DJT)H%A!l4wgea&fEZ=3Uzu78HfIF)nQJ
zMLk=tbXIERpJ&uI#U#^N4K^-PR3qUT_d9JA<?YihXCKd{`vKmM(~4zemVJWq+b#(G
zgug*u4%{y_>vVk^@I2^5-W@m`&T~>IKsX;%((|M{;)cbaH<6?NPe4r`{QupaW3CZ#
z<%+D4kH?}>@EpP7i!FrU6T*F5m4Q(Y=*NL<Mv}$%_N^Ji13qRT_`bE@0)f01l&h<T
z2E%su#pOF2A^)ef=1BA;oS<Ul=8X{T5V3tr3>^eJoD-fSpc#$o6#s0tez}^z#@p~g
zMkMCpdK_%vU)XVI(KPX}F8}KDqfQ|?w$QLt>{D+Q5U)Am%bpExaypBS1XJs>lcpuv
zpn<mxY%ZYyYOjiKHh^wiw5ib90upDZ#y>l~if=33E{F(imuXtOCDD`0%UHgF2%8@g
zdkXFV1Aa8Et;rA@sNSev%738E<Ip*;D$!s7h<!-7rWY-Sh##cE)*}IfhTay<Jpxns
zf2+puSt?S}#qD4{oxqI3lwrt0Fo{26=zi%x=@!n3odpu{gJ~Ubm#vls-OzSnZ4BsG
zH!LNPnGF<y=vZZ9|6(4J2TX)s>l*2cS4(&DRiENK^R<tQ9Pjvq36)IJ+8+#W4$}J_
zI-kRV(pQ+%8dQu@Z9a%62i^R|35WqzPu`lVu<H_@KDUbg?7lw~i`zho=fC`d><76^
zkTa&=#j?hKj&!)omx+}y#9h~PQIQ@Wd=lnziQBzQVfF_CsAoS!pdFs#V*AFUwC|>~
zoQ6Wzm_lw&?G4_k6;Ml61?xdM!_B(R+i0muxOl^kR64s)@IKkD{e8{3rV-W179E?I
zx7x&+)CbnT3EYKH)OLZp$Agq<yWyG`;uDC(Wiv2dRdJ6W+<{`QXLB_XZlC^|N{LV7
zb$o`v{5anM!N)a5*FD)VlwTmk+KO@}si=n833oPvePaXpH^e4ze(rqTF)b_iE?+lz
zDa9aeL14ww;<j0Sn<J5_Va|aCF67zdqN$YlFojcXw==<TyWiTx>mZ5Nk)oaE4#nm8
z{W@(*m@U1Mwxd>N(K}Yckb3Lv-w}>0rw0FjUdcXN0ov;<iDPe`Jg>eG8eHrI5gktV
znf7lN-V2(?BDeAl#nVcFeC=CdA(kYv+whuukcPl0;P1k!HWrZsa(Il)&EyxG%QSr&
zdv@LZ>$$~KlR%#t@m7vMysju~h2E1B<_P+I!}f!AMH9zNUzpLaqmh1=OcP@2ei`xs
z(Nt+uZ-zBcY<|J`cGcm(J%`PB&w+V1ORLzw?=yXTs~X&V?EV8q?8jYhbD4YqWdk?@
zw?)b2#Q1ts*dhLWWs8mqwA5nyzG<Nhi;AwI1~*FPLG#$3@7|Yq*-^s8+WmD?u2s=J
zJkc45-1hvgII+o?(a^MdbBBLJ_oIl+1(4z9!|{q`<4BRGJ~-8<7UI`+8wt!_K1G=x
zVV>(AiqAxf%q`ZFtv^Sp@^#b+a~K><IHIqrbuFIYgcUlc!Y6G`+)qP&473+k)GBp|
zQ<&w(-?`2ow8D{dKYoA4;d|@tW9MVrSN3P4u<1r8l?Ro|9Jq-VHCGS~x9__Bq$O?w
zAw(0!3hZ>Xn>}mvMudZ{?DWd>ga*@ylNlu3XW5!+>=&75(pOuYDgJLtQ}8<FpoH=s
zj`Ks5Z)gd(A1y!^{r@W#_d3iyo^TM;ZF)tUc*Cj!m)k8lyLZ|z!T>LS`mIusB%JGJ
zmLt?A&Y~2AghwZv9bZtx8Eog)2!h1TBx0aIS>lh}aS_mi0(C}w=N}5Ge>3|(P^LU+
z@<<`5vszM^Q3_mYur5K%CO`utXev4m#`|pbSPWrJ;irWL7v@M@0-&*AnYG~JE0qBM
z$VYd+hg~~NosUElu`nM#_2t81;rzdy5*coR&cBv`$W(k>E$x!oK(;^c>9VUv7k<^0
zp~#|&+#fW_LhS?Q{>XmZpNocm-AIWeyan`^coW04yK}EsyXH%lW59U?a6oYg>-S|0
z=>k(raD07WI$$-<cZD%js9RXk668gsj!r`sx6~Wpz8E}EnI`{`nSh*QJF!Vg9-{E*
za~X;tx|B8*7(h`_9cua4{4#FN>7>YJ{MYd3mlD{CS>eFn>n6jvv%El>u5gwb3>{3_
zjBNq56N2?ul^)PMRn7Eur79HvV<aOp`)p?^iWl~q#?we(U&*782h3XKa_j)BTb8!u
ztrQm<cD3;ko2WzzBy+eU?Uj!YSCTgQdyFw|CIj6G6>?58Aq{WZvs9W*Q;{un;u~~a
z;KL;tPqS-D#AJf37yqzrha{fcw&^B#e!Fmt4-HBnjuMR{`p>1ByW#8edBAyYE(~yg
zCEoh2cG{XTgcgw9dD_kZD04|r)qPvJ@d`D0TF2I_e%PCnM&2$_?WhNhWl#I9TK#Oh
zk#QxsyX7-eP{3F73ETZ*3U*H0T0ZTKie2-hII@K2QMu{ETGqhXHwTxxTf8CySx(Br
zf5;^7%F85#t<hX~JqyGgf3Gh(D$~6zdM>Xl{&_Dw#ok|P&Ds?r-sl0!%<3293!xl*
z`vqgpV@0|7f0f>>l&DXp{w}7nlSKw90jOv&2ZQQ)ry}pp_z|#-mrqb^H;-0Q!M!FI
zv<2Gq9FvjLlgAox)K7p`;^v<C&#v?lAcMzUWy%aPD-RV^eAv`9b-34pizcOmroR)n
znoCr;Yn*K@T;(e1uyZ7HIr!c5I3I;cVl-ucwzf~UTIr@6I>g?5A_3ADj{E*;N*sB3
zPX>fRF7ExXJ5L?g|Ey~OS^ZnNk!59)P}_k6=()SS8a{Q+jEQQL?f#U(P>oQ|Kx@fl
zcdUK~Io{JZbh!n+yq%w<(#*cG;S1G}Qho80s*PAS151S*jc>0g_7qot1Yz%wyKEP?
zO1e;vUzOlsjzT9AXIX;h+g0Grd!|BIX;CV9^RmPR%>CyTQJV2|`Q{o@4VYMy*)aI_
zaZrn07^!|p5U8e|DSr3D8Vu1z6{QMsutf;#UlLCh`55c+HYP&!oqj6z92#pst~wzv
z{#_c@r1au^Mwg1gqP-zYbDiR!2Pdf2md-}!0ecQO%rx|mr+u2T(PjFNaQKEi>}A|*
zzV1YY0LiR!q0CFqQqD+Ute?64r_AhZIvcNm@#!fOW@;}&;7iM$yOhE)Vj}jM#@|u5
z*V>8i>hv0{uJ5Wj$D%%Lx-tmP6yjB^1OeEx{{zuOR{_IAVgjKJ5V<gW^Eg`wElGh_
znq~(I$VE*h7Z_p$L5)FT1PnACjaGNz&a48FMyMo=uC}FtSS8l=*zXlHIvq;ZPX%2h
zEgB&f)3vvH;r`j6%n<8P0vgcQ9Fuiumf*p7{2-9&d@11wdI(2}chJ}!4y>IfjRABB
z&N|FHL-DDLIp=JOdvu&yg4VHmt#EU8)Dml2%hsGHKBKmKKRs&vVVdND?b0L3{+U0O
zFJ^U3fAX$6Y|o~0Hg}MKMrV}xJu<TzWyBs1cIw36sW_Zw03RXAmPzpgB={ZmH9hZO
z_E*^O`z;mPiDN1E!PlL9cA0DWl90q?Dq-?~<{pV&F||=t(W0!8<JSwjAhhH~i$CZV
zSbxqD!PnM3Tb~X=7l77R&~u^fJP_ZekWaj~$Y%dUBcZ?kzv-F%;bcJeMJ~%cQn)rz
zulr=qQ<=X@lFRZCFT=k&n6M+Z|IMeikSoe|1+aQg@4y4|K>WwL3L*abrDtS(S~?{R
zN3xnF#YtAw|Fg0EJ9uYIP4D?aZTj)ozJDDlfjn6k$E|Pj78NI^wJ7sgSd=%KiGMrW
zIz35kNH=pP%o$f3P4+eX2Rc)#<{@3iuKO`m;lLuLxs3<hg_KCOrCt`k{JAr*2NY(e
znyAmNsU2aJP(Bn`4fYA{AP&A<+LiqH42A5&I9s2%m*1k9lsczU^{9*Pb0)T%)o;<{
zp3e?dHfG$IM)k26dFq-u{`BT=hAD$|0o8s@^vRfBZ9Dgi>&d5*mfB?`0lcCAvYCV3
z`^MjPwXD;_7iU$Y+9IGJ5&s4Y1^n#0N#9UU@#YWbu~KoPM(30R`7?cj-d1%cwEn4@
zbznFv{I1Gu;J+TH@B4F_IZ}LK?w++~XUz;21^3&UO^J@ccvt1Q5O+i6@fBI7VM1YD
z67Rc0i(|p_LyOmzy7^3+=O=*ck7;);iu`DJC@cL<UXPQ2;jY$j?MiqCh8MBhTm)td
zTD1SbE@vK2zYyZWg(h|`noxKQ^6w5z^00gM*6w{=w~OdUP1@CyUO>~IE?xPcE^rPd
zELLyx1PS-s$vNZG0->gCF8(79*1qbRviYQ6+h;LsZ;>Onjw}sXf94w^($x>A-Yb65
zd4u<nP0~+TKM<TyL1eVf^veyV87(~=y|qdXvH5|TyR-uXmK!!#6LA=m0Etp)>3~OX
z>^cV)8gZq%22frg5Aq9yWh%NK@*p}CBBnpTi)yO?0(<;B_glKeT|`5JiWPm^BRZvh
z<LVkP_r8Wu*JGu}o<%G-w=Gwtb|B*GOq(}8%_(KQDhk`WKca%s-84>y$rKCeUl^Gl
zV6Cq>;{!&+q?^=_dK2265qCSFuy#W)H`OA<^WtWBeEp4EV_bywr!5YTl2mFb8%#0z
zN@M5gF=LixyW6t*b+o~^gOeSQ;QG3*<J4i}z!Sf6zi?86-aK`6j?bbU+qsztc#8W~
zVovAmBz#ue#kQY@3Q#t)zKotAw#qw7XQD?<Q?9lc>0AQ%9QE3S^V6B*zkZ=Lpqq~(
zq6DLRZC{l(G^vjDih6;}Z;&;^*66o=X`eN|7~Pawdc?Tv3#h^N!+%W7P!)G54}`BZ
zi^&&x%V>ti05eS&gZsaWYYz41+_NDaYZtsAnIBmF4!?sMQM&Rvc=!Nf(HMQ=pLGOr
z@HG&`!GU+PAqki-fM#7TNQ*Y1@DaG3Nu4-!u+BGHW)-;WI0fX!q*+rv`o%bMGlxMD
z>o{{{yDWkDe+0eX5uqVE4(be~*@Lp(UL2xyRkVf<5`xsb4E_*D{R?Ob+ID=+JX#VR
zG2)#7OO9j#q6Mg*`r;GXch#iXnfPy*2&v$XUbglnB{nZR)D(T4XmHoxAL&{(cNXfB
zE7df86|du7YP=~ly>>5X$*(k$Jek=z|I5OBaw{L;&XbAOJg?yVKgJ3@EHCk>a4bfm
zJJd3@{Ac5>)slw=aGWi3Ap?+6K7*G3FNELIZa;HT6%X6dVvgmw2pj3GiG@VZZx!L|
zu0A#TibWpkeX5F@Nr@dW5_)rg{IKn4)hnR=<bBV?T-I)3;p4T!Q^$ye0q>K;?oHKt
zW)^<pR`IbC2)U-3e^v`ux6jXOsf*BF3--L_wbO5%D76}1I@NEJG<G897399X7}0v3
z{53s<B@x>BRi%yeFI+Kde?R1)`{JFBJyGJAiqdnVrkeYQy4(}GzdvYk>YOPYo3mOd
zGpI=+R-H1~dVrf<kw!4HQOuE=^9^=|?fIhm)riOr5!Ii+_qGm|q;_T%N|W?u-uC=z
zXbxM`t+aW(|M|h#g8b%$b?rgzIfnzA7izRgcs%_IhyBTV)_@|rCo(I2A^bNwezR@Z
z<_Gm>7u|MdVON{@Q&IxSa^6gT4?gGcNLla{S`0c8ai#O#6{~09ALSOMw&;1kNSm*h
z$N4AbZL$-kugh2$PA|LG{a&_uuR}_DoH{Kprf{12L??%1?2lvelbww2mCz!$Ot+T-
z#&=nR<8txbemfeJvG)B#rpMjBTMuN!J7RxmoUCWTRIvoa!1lkBPJK!5K@5R<+A>{^
zT95vATHcehkbf`jeYO?E3AwMwwEoyo%|FgDAs286Xv7(IW`BcpLo!oOPF!{xSkgE+
zk5Zp2bG-F#;)(5(u?w=@3mk8oc$|J(lscVTO#PsIDFF@1a_mUV&vY}s!&96ShTp|}
z@C<oqL^Um<Jumo?J{c=c%wzP|J#rm+n$bj6?>#+s)lAv_G0)$3qC&GRMDKB8mgA4i
ze~~plOrJ5RPzvV(Vp{y3^EqLw$I2PKMOW!XP!tkw4I-I0_p7JDCd2N2d~V2^q)JL}
zyw|4cCZ1|C)76bCdBNB{b*he0By?)j0)JsLs%_I!AaT{kV)vu1!%kku2ieC*w-|$T
z;pr_Qxc<Vw?IK=hyV6*oeRUAr-3y8lKTZL}L-LTCYr#$4NyTwElDS>{EC$)@9DObp
zNZp>NFe~Z8=Yn)3K4$@M?Ict5WokYxXlp;6k=WDoa`ZsSzx(aO+aaV0jrZj6Z`iK4
zq^j*XHh-(ph3qXpfh5#4$sAsYLT<C9$N6&TezHj?r$TgS0j1`#7gkeZoHKp${0l(W
zxTyhwoongd1~#2g<b!!@cW;$wD%bwOfRv?!DGyripP5tqGb!Pg%j5gsHAK~DSw<z2
zyzfiY;CmTrKjK{Rmr6pX0^CnnqdI1kHr@V4E?dq7hK{3zrFDxfyC#_{+)1Ak2L8Rg
zpyGf4(K6rE+~2;hCw2PzrDjL;`JT{0BenEaV?OkWY-Jw4?IVH%dItEKZ;j>XXDW%~
ze=hC&w$D_(!T3>RUK3~dNbwKt3O)|b)|o&*Dx3BF2dZL7C<ygjN;x+Tr+CZeU#0w3
z|5nh$D^-w|U#;a7tb9jvq~DkS{D`x8`H!K^;*Ap~c|04zuA+AkSt_oEnXwi8c8M7_
zT*lfKjt-xT>+hcv4l<-fo6uf7(@L2sze51*=8{p5rI9;ta#SlKChwTIyH-q2#r0PG
zd`-^!|6R0XmHbblNiJ^W9Jp)Mi1=$GJ5!f{>fbH~(E-^kN*frze(HEZ{|*mE4&Y{!
zaO7-Z#?#rU(ZYEwlf=xe$HI$opzZ~IEp}CdY}O7$FEW8m7O9@MzKm{TC5|2`kOo-7
zMa*-P2jhDp1o!=OJ-iDxbLXx~PFr@EJjghtc9t6dl8g7U^<fZU#}c@gumy8n#YA2r
zxS1Je)d?pL^6W7eagPUMuY9<01#FP~&$jL}BSCAJ$Un0NP*seZog+}o4*sZ*uigQ-
zK`$C@=w*Sh`p<XgWcG(5xsk9#r8nAQ|L@`z3lb}Y^BG}E)w$OxfX$lM;&UOs0}(ki
zm@Mi;{P&Hjl|`3F8Aekwt74J-1LZ?mgNbR;33={u);?(I!mUL!U9ik#$bhV>Ighb+
zJaI4~lgFUH8r#D$Ub4NDUn$(xB^I1#2&)CoZ%5+!=p^ENx~&xuH@Q*x>j#{tK(A`$
z!tG)w=@}WDv}w2aY%vAfQ#??^AA>ZjD0c{8oj4<+Itug7td_S1?TJdnNWG0|dOS$C
zdnp;VN}Y`ycU6u%lr=_mTs7uQ(c?>%lZ?>~tLEzIY39=!UZ3vrX@wn{v7NVEJ==G9
z39(s48@lr2tU;@0P>0b~vt7gK)2wbTzD<rXDV5^}^DUk1c>(;>DQYJvrG2WtCoy&F
zi4j`jp6<%)VBzPMM?mz*XlIh|QW2{gaU_}D=!Bn~&ibZx$8y#E$=JPE!l2XgGi?Kz
z4G@au1&opC8^Nj!?afpWu8cmf_4l!Uo0*Oq3)r;W`I4h?m%s(++9oxnSz0?D1*x5l
zFr1N)T^ZljxK7%!iR{+!G)Ox`c<_--`EDn-)aKqqx9c%|a@d;KmCa&sZ1hq_T)wMQ
zB9+bAMR@YqKgWxAbf$l!Sh`HfNL+o7110+=1VV<rpYHCxf)W3&{PRyxA@DJQ$(7bA
z##@TTc7j3)6*M`i%;1iD4olqLWXNGrv)g3i-XM)9d+;K|G;%?OY*%OwWKJF6@O^Sz
z4bKT~-kIyRqpwO&%;{P6g>w<-TLdGYP{f<8aADrWxT#MCC&;N~T`F+jkP&TO=kRxC
zUN?zgrD1=K<OI%>Lyi7c|IEK$`Ya{SR-w;z^AR^Fym4_E%`GuA$)E%ZmbL|t{Zi`-
z5gDH2QA=o&M=Gr@+DJ-!0t<g6HR_FXE)B8CYjm74?e+g3?1lK&z|+9fUqDV!7|`gz
zcfV5VhzVl=Z<XAts^(bz$K<NFQ+(Jx!_aXXmNO2SYE(E6qFH_Y)E%AyxZC|sM_=E_
zxFTV(k0h)B_g6UWPV_|_q_8WI`=<MgW(HjsF9qwmD!N(wo@CDV6m~%v$qMxOo*t2F
zUAk+h%r#4Y5!Xk-T^K07cCOJ3+Uq{L{w7;OiJbo7gH_rW>~+D&7=T9={_gW@tL9Wk
zvnaC(KU)Vb>_%|AxZtMX!zZn)HlGN05;O4E2Oie@sx6xYaT%NnzH6Qvv}~Cy$~xJ7
zJgT4brp2|}_K#CHi%nEZVTpwM=Ivna5Y6tId{Vp6Yedp}y)WfaYQv=egYl5ep?Rk(
z0|u+@tauui)^47dXT(i4ntvVxPL-b~8mX{>E{do41g)A3hb!BJi?Cm07^(dNWN%MY
zhXRNu;><m`4U>2!n3c*6ia;~6=x|=T!hFj-x{o{%!8@41K+!u3XJ1E{s|`k+jzBZB
zfQ6AbmYf6f^}t^l*cJaS3z`Q~xlTt@76nY}?X7(gdZp_4U8r>W85)mXihsZ0v&0s;
zvDZ>p=ZtLK<H^aQ2GSeqUC=HBEmX^vLN`D$grfgZ!)};%^R7D0&`lZeA%};|INxL4
zdpTa-Pcg_@fce90mxfwex)W9ui+$Qe!WfynV!A~y&bp#Iy*cTkKEYySD{7kbuqCv2
zV?FEE3>N<(iBmWJ)}nD=FjKc5kF$L|U&RHQUJG7ErwwXu(&D|ho_E9XRB+J=ffkg$
zdDV!sZ*af#2Lj(fp?T|Q;z+XGmu8vGEKh!;DNYGT6r6{kY4*5tfJU;WC6G)-E9&1<
zN3%b1!nc+$<FScG9Lv^an5N1?A!^v}tRmW>0{jFrOtRM&T5FGlNT$DwyYf7VR}3-u
zs*0h#Nv)MQ@_fPl>Xxzv{B9yPMI!a-XPQJBWu>4k5EE7Zvg~(OKrY~5LjHjki0P%C
z(up{A*Ol0zedK9$9Z`1T0!TW_=TeAkt}747RMXs+f8$_SzR%=z0y}68Exnfe@Ojb(
zv1$VZI2XMm?L?`*7JUf&D)*{K*o(LCJ-Lpx6eXOb@`Tgfy9|x8FQMkCCs7ifAUIo}
z4^-+6an@d{wc!3cCGSZ*OL}SJjT#=Pu7Wr*nZ`%#)sQg)xlA+4J(aI1C^u`oqeZFs
zXnz-)V(-A{DvsA`E+L-R?LEd7H?1%JXtciV%EyioRAGRuBcuBzZ~;6)^A?2;ca2b`
zqQC{w9qaixoILO-ysdHn?wkB(S7(XzH_O)J;cuDI+lB9~dz8`5nCPrBPcJ~1%20d=
z9v2zW=A^)M+=%8t?3+3qLFTe-n8vT=e;u7htyt91ooe(|TKWHdzcZP&XrJBUmFO@$
z`gG~m$qg1`o$Yy(Ztv(tY^`E#N2o%x8y<D2bxi=7Ipg&HAiDoYT#tUZOk^iixb$AO
zPF5OY@ST|NPZ|CN@{c<gA1${&JR1S4kcpqtOO=$-Ln-I3-8P#vp|N0_r&6s<A8s@n
zh>_+U#kdWkL<z2G%wdsKlZV-n3B1xdQ)z||xIq|Qn_-)lzdI3_a7z!Nr-D(UGhAnW
z&_Wfzgm-=v`};cdnkC3xKV(SA>)}X`ijPx~&UdiLVK(isK)C3di_C>Jif9umpEs3-
zQKrI4uL-_{{Th8%G)`2$s@OJvrRl=RuXcI+p2D+kXS-V_hY{TuUuYsE6Kli$tUuYa
z*|{lfiXD8kuI;u#-haZ!SHGq;JUPvNmHndnis`29s~O~Y*R#lq=oY%`;JX(oMt?t9
za<qyVd_8k}5IM%ZC!uM}gV8W^*-QQFDy^)l7@B{h;Hz2BiTi>>Cm#N~sXEG9KtH`C
zC+&G}#7yZx&k07i%j&(Z|7?XJXipR<Nc(0YaH?6g$y?jXAw&!NOnRB?pEPp$|AR}f
zQ>Y3jfSe<uI}7G9-YE_K$JK@cjgSe!f@okF9%jawW00MVVuiB+F!|5R8f!KPY<_R>
zNFJ;Zyf{W7CZoG{vLWS?M2zm7oZKK4+6V$An5(K8fmta)>}l8%kW#Z<c*U#y`)|?Z
zJA4Tokh)%Oe%*=|FK&u$+vYF5RG~t^hZ<01;T(mYw|$D|SX{=Y?b7`g$b+&_oLl3w
zok=!Ui5@yW!k2d>w?<z<QsOgR8kF4m*Lh>SvxvHPN+9!SzL_*Y-jKh2Ff{63tw@8r
z3k`cbzG&&AS6dW7+gcnZ+t@O*8Jh(W5I@E^30tLq&K9swdK;ryL4;OlMgK#I8QiE?
zN>q?K_ZiVhR<fq&LyV|bm;q$Ac*P-t*lw~@xD(@1N#RqQXaqSs<m@@WiOke%`fK{?
ztcs=)s!LJpQo-PxGqsknLd`k?nVBic6FLc6OD7KH#5z57jqjh?x(}{?lqz*sfU%3y
zI;Aav>pKwa_LcI}PVGtUM-^=y-DOyONJp{{$+xP=#hZtS<eht<9pZf#pV79NK81T<
zB)c<5s#bbm_Gv932cKtHSl=;HhRB=?<tTH!<K~+O3VrT<GpN<Fe#p9qz?&3z#$^t@
z61ph6X?1Wvqk)ChLWU2{`|49Q?CO)aqm}#wGa=2>E!};(o)*d<%%{+>MJprrwUD?v
znc7a!DXojR)vfahZ@GDXPduiZacKbo6is8en?D^h$p>D}+?K+htYw1MhXe&R(E$~%
z#!FhRuLv`*>Bf<x*a>REy!ko!eT&9L^J)afFaLfI_~2LAYE$Fc-0OZvI&bT3D^NeX
zdp0`=U-Cy^Y#i38W}oYpV-0`5i2E2ziw7>3*uLEpZLPWh*X|D?@q^t{`~DZj1&FLg
zyBv=%-<PI7xFt>KnIu;rrb9ie8!JDK<}~B8(zf>RmM-k_-B47&f}Ny&K%|!wd=fh<
zd)f+79RSbTv9~(lj;hkHGapil{9HkOT3j_b^FtHkGMe9lhu+`5CfuuS|2^-!%;hCb
zsp6BlVo*Ba-?i&ndPQtQM)7bj)ey#5oucjA!kP!<wvcY&{j&H_{H)Bnx))fvp7^0M
z_;hrk@OHWRdegI|Lo?V{+27WhqYDNXLLfKqb^fgPpSOuDvCj(+dfN&0Er%WFr))tR
zFKXA$uPBJd9Fl(oU-mU;BcQQE)1c_<X>zbdM=RzM4^~4+6T-s)${gyqiteHkHmz*m
zy=Z@8gx{XchYQe#E&l_RKww1`A>0Qem7}02M0cKqvq;dd<#bcZkQzRP&&WdWyRRfz
zc-8KWu&&~;;VcL*JyKCrDL{=GhE7mpvxcX+JojCg3yNq}W0~YQMhNY>r%fZ5q^pHS
z5-Gv}wpDs>n`Po0H7xC|Z~dqHKVgR@W$~Z=Z;wROwq7^`>mv=t`AG7ljiCgaMdcp!
zE&vFasui@iIcc}VCTB%A716o^LwSWxc=~3&+NgKnftEL_&F)b-LGbuR>*5dpfzp(K
z0h=i=?5TbIu4qc}wA<;0&|-p=N6t@Kh*JDZz3-ks<Y_Yu`5<_TUbWDEMe3Koqus~v
z*GfJ_Db~9ps_qm%ePaDJAh9Dn1If~(QYQx&KOBVpL)#g!y{nzgp|&ODy;S44|LlR6
zB4vBFN)+?SL+C?CGgMY*I!bHWPFF+ZB#u}5>7}ST=c$@0GjzA~m1DEMZj-v3@IXP?
zTNh%j*1k`spOZc772xgi)9&|>#$DbM&eaR8=i8(>#S-PLQe{HEf7^+TGGMv%!c@=i
zs=3pjGRHI6N#pZ|^G$?g1bhVwKQ_u}@1c}faO>2+2yS!l2|k5pmv{iMh%9ndTeZI^
zwaXx&d&76$J6T^$bc>y5{qW$v+|SQU`M|*9{ihB&wOWxF*)fEGRMv)k-D`|WMZLWL
zjqEkYxH|9q)?ap8sJEiD@PhV%PX_;gBdulb{rFS8W&mrqMf(6kv8?<wd>v!hzi5k4
zn>Xonw#4YZ(=F@=WEZG8ZO}KAgx*$fTtA!#iD%5oFvgM>(K^ZK6PqF^&}OeNBo3L4
zCr{B7v=~4)Qs(Cf9w^SRA6j00F&t;LK-|t|g~yjdbydQu@^~gP0G>VDGpjEy%($2T
zd>TEKY?9@4i>;!9j{UKw_b5Dd$EhOXq|OhX*Y#F`F6+mv_>FuM_0m`Y9bP)NjSY3E
zh=g{jB`(LMQte`c4r53rqzn1l6z$NEILn|enS+706=|KjG^8$aOZMXzI26?n{H^n#
zx_g3s9NToLH&S>Wn}_4={WT<*M-!Sen7^Ea@%q*xN8w^u|69KiN+=$6;RFcoU-Os=
z9RGn(g)PT$_rVDKGf<E?K;hD+`RP^h81W*Hu4+SSbo)-q-tF*(LZwo~wE<vg;wI^z
z|8729K`s+RXH5d37}D@l9?za^R%H@t>$qqR9-xSG(cCJ+S4;fWo4>?jErxWKc`AZZ
z=JWOHmBLF=+6TkSDRZ^kG6R+aG==UC!lc*|1hJ*wq6X)d@UlzQ@g+`VZpB@>;AV61
zHOq7-yI-P57`EJn^sXi}G$~g_ypZrK3))||gLj#*&HO5O7<Zx~ctF!Z!FlJr*`LQA
zKU4c}trvciz$?JGg7<<8q`{AynGqnV<P+3~!BpvZ5UFZ2o#G|Wd2+EToU>p>QWFI7
z-xmDNBgh}cD++){&Q@&71U936wZ9j72VCU;8!4gEd%34jwGk{VJa5+XA<R7VJ=*!<
zQ0&vxIys&62$wNxY<|!bR`{nXmI0+-#-*u17q1Dq@mF#pSK~d6Kp=Fl0;7O|y{43a
zusy@)w$rleD9<r;t6=1P&?L9}U=``PI<;Yh1mVGNra#kA9-Zja;9oROd8Xo<s<OSL
zs1$}Ts+$V|>X2X{3s9Uh9;h+gw?rYO(%zcDgy#@HG(6#I_>HMzBNbm>p#T<6NLC*(
z+)j;ttb_IWYBPi+Ejg5V^@iI!28fiQ=4NKr=h_ugZAvvfls1{(?saCG<dhz-BF_7F
zuwq|@b!YX4pPm32>wAavZzIHVn!k^0_a<$B5YE0r8p+xex*gs01KCyj{HkS`H4LEX
zr9TYz4Q}ol2QxKJMM$}#%!9TxZX2rih;m~YtiJNXH6CwWy(DGiRymQZZhpmqb$ef3
zWb|%>jl1D?B`(}nFWEJ?9@547Fpecf>}uE>m{+sn+J40$EK04l?VBI)5`GN2X+Fl+
z?rAbqA6KS_tx>(*RLkoqO~AKOicyL%plgElM(nlNTPQpMC7SX<U)lcA*ssPa{?eM2
zT;8fzJWH1>!%|azsJ)b7;ennFThG36#&v=2pl}YmXp<9oH#aD5z8t^{Ym7cAZl;NS
zs>*FU^VsUZqUZUnupl_q)##+#>o=CjC&+`oVlC@uS?7(M5blc2Zuy~}PQv70j-R6J
z6{^nIUw+=zvKTp5(q1&7Y;)z7k3auAWWQKlVdmu=M>OZHdPORmn$Mk$F9olDeAS&N
zAynH=RRu&2!ZL*GF#3MqOpOiEQkdt?nzI)tY6R`gcO?(3KXFQn1(i3JOy&+z@4b<N
zWFiGqa&us_$rXK`vGT~(URf1FNXWsUA2c1LMkRmihJ*io>qEo=0Wc6dIo*<=Vxdb=
zLC!|N(f@&DUv~<w9J<F@kl8_DRbZf96vrz*fzt+r>kRF?$?*ouxX|bFI>h0DW-V$I
z#f3XE9pK2zcQI?1FALx8M-i88SiN}C^tMlC{UK2iKZLX>+rqup>==0$)mBzpe1O4O
z%t-#r#0a#6V+>T9V)yDj?&3!tl0}&926!j`ik?B@uzxSsqAMhXN%yrNLF*EN@qPMS
zLHJeE<kciVwxDHaHi#_Dd43SD`x7D_o7sr%2tJ(8W%X&gR4PAN?i=c%a7vDq8x&e7
z8T=S1M_<vco5!`ilxwmwb=}>I*bgY2nDJJNwtfM;pLKwaQ(|}}b2=>vU>GYEC7qd7
z3RhuL!xck}<`}!?x<%Z+;&uQwn2oivS5iSFSdngYBKk`xA@a$BZampT+NaYSwY+TJ
z!h>c#*0^YJ-GLlBfR)Z{T)4xKmdpzK&K27cEF|e2JjrGJ{5<EGTy}}ajXFtX=0>=U
z5L@)|T7rdi>B)>{fnP!f_c$Jla*UCF=v5PHl?_gAZ2l5rDf`^owBYFg#4!3LdBU~W
zv41J1qd*BZEj}}?V&&WoDlt<(HnryUU6}~*e7YynzLkaZATMx#z^>cW3v?{5w|1=f
z0DeIgwHFd+y+CS_`-Fnb8!HzVTYL>4bDJKnQ2Ls!!rd^Ppv7f^9rO1xT4FaIQ;VnT
z-Q|ho>dK{+eM{W4xt(w&OXhV5`!sRhvfJaj=v{ptbeD$sB&NXpx56M?)0hdT*jT<t
zwz}+3MJX${nAN(dMgEW=zv((ac2A}!xtvypC)boMP!v2cuy#iUk1M~^Y)}uZEWG@>
z_NNjuRiOHguC;wf;fe!`1slYF_F>=Zvqq|3>;F9D=6brN*umZOa2Qi+j5^nAM7F-;
zQ1{@td?8fP`Q$j&4CAH7u4r!NIO?J+c=zSMIyjksFeM7GWr0ZPZtt)gXl8o-spJ8!
zyvRtnxaT1ZTEmEAmQ>_bU6Ah#3mN)uKuSNeLd}ZNhOmZJcTi9`#|Q~`*Aw`82e0f(
zAS6~FhVULA;eG@~=}h7q0|x$?xxU5vWV0cCk)5X20vpja(*O+#EzBtqsIP`k@HFaA
zvv^sz9s#|qdk=4*)(u7{3-3K?5nNNNa;IcsocC>&ODgc^NUaQ@TL1?<{S;kS>$=Gp
ziO@(80=hE={sWyqBmAo$I`%pwOJ#DJlefPf1*1PYjLTAGWMcm8^q!m7srY=Se`UQ_
z<t(~i;!D(-{E%Uf-s<-as_wpIl8rp9g~yoz8GNDcd(P5UUuS>Qm~uC;JZ<R!3j&Ud
z8YYXe6OU>hPq+xJP4%=MSlUM#h>J_CM6HP1D1i3i!zYDWRRYEq-mTN9Fq^3N@1Mvh
zCBG7+J7XghlR+E`GY7-DCy~-KSr<2Wr-aUP_qh4nZ`}Fq?Q@;?0Ug`<^{M%`hi#Oo
zpfj_NdUa0*bXRAaN!J=NHQ7*Nmp*yI?-tpf-Au7<J=xC(G9^_)18Alz?-GT$k}tkW
zFqrSeDe#3R-eMyT=|_||-kU7@{`LxVLj9HAR$Vr6B0cBnuR=OZ4z`SzLmm5N1T*45
zmI|DVMT1E<_yEV@9E_WHO)z&J1Ff5V2^9pTsRPAxhLrULd6dp(R;eT(m`Vul0L^#P
z`@*WC<8d&M&c0QL+Ax`mo%H9Wj^82{w6#NLmEX?aMC&yqqQCjJCC`#ZiS|6aV#U?*
ze;x{Sm0+j=(e{yVgb@`HNS&?1+xnWo!tanQ8q_~y+5QDDWZ^1Pb+LUn=rCkxbbU^D
zJ}w|~A!Ihs_0RP=WEo~1UQPlsOCy&+8-(9Rx*@ZV4~{-nWi#pirO!uNbA@eayo<P6
zxyURlEK(=gLO)320q)M(g`V>9L_^ZqBM+M-PAF{AV0xO=&c=>0N2Cv6M1?L-XR-$$
zD(M%pu4h?UnAGK(6(0n3;x6A!YFKgt`x>cWEcHLX)_G~lechSIuBjokM1OhrM1qVq
zdDC!WTr~<S<A<Ezdb6YI^}Vv9`eSfj<L_$QndE31v6JrZ<fvYAkFP^GYUU&N7QJTp
z!t(2{PrsWeSQBZ$o7dSupo$vKL_u@P+(l>`gnhocWbNgU=4)E)iEO`z@}5h!IP{;G
z3tfDg%I%GYQh`iJ;M8yP15;|x!aN<@-(6p(3*;xOGwgM7qOd{P=cRu~4=MslKjLOS
zcM6z|6*v9|V#(<bHJx}JXh8E5i{Wmqkkc({;PE8~6y$(yiCL@s>058_ElBpE7AZgv
zN63d4^FtK>!k5Z_F?x@6xX2eDMn`W-;Gj8bB=1hqG;!V2IhO68<?oVydfxF<c?Sh|
zOUO%*pYeSO<;QUB9efQEOdFUTS{cZ3pgo=w1T@YkKPO^e^3|-ouh$_u%__8+_k_7a
ze0LMvYcymR%VjlMm3X&<j>W^{vZVO?sxuaxIyzJhsW9&J$3dcr-Jo!=*u6qt(m_{`
zI+Zj_eQgBzzQ25klKI}yjZRXTIGbG8PqflDx^U&oRg&y=5o?$xu@jecrdgquCV^Wy
zyhSGz(L2M18UlviFWn1TLv&ijF%RW(obEXu+N+MgMN>)w`tz0g>Ca;v&2#N5AGv>B
zB5krrcZnGpDb&h>Fp!b@a8bZYZt(Jc{n|SF*?3g{11o0}d^aSM7k|USalPCkQ??>d
ziAK#JaENX04Rv*Ov%ij}W|jJ--fm#zhb~_2JT&QGSJL6Z2y5g@Ld=)5ZeQ=u$+PP3
zKd#s=G&4i)?G@IC*jApo{~u`BUH2gF)n??-qLmZx_=dh#Wu|W9NBhdrHyY6RTRk*(
zUdCXQIU06Y<fA42Ddnfkv)y-|N1xQ%E#s3rVast%>|n9?&fl->T$G0`oA2nCB0~2A
z+VyKH$~5W{&Hn?vzBXIoboR*tqW8fq$c{Z^LnGEVDLS&gpgQ0iFq%0`SbQJ0(7*$6
zfn0Umzc`w2H$w*#Efr}AyePd`n%yf>&8%Dsb5p29-k2S#RK-|<><=e?=m4eSvl=Jn
ztuk3AV-uLC+^N-4-oIa-s0maQZ7Ls3;;*RXdfwo6^zAol!Be~0^cCr&*)mX~a+b@<
zcVqNu9`fgP$nJljz<BxhBwO_>5(Lp&9q*Re6fZ;<7LcAsr2i!NWNEVeB~rJB$Lh3=
zxp}*(3MyASzu@Y-Z0fMkMif_}4og5y_q?4@E+PW&s<t?o7$+oZ%VY)2ZiW|EEvHv`
z%v)B)%tV8|@}@KTSZVgIxG1wiVM8!YqS0E39Y0gAN?WxTQ@lKVP0#9=KoQTOa&#sA
zsZQMsoyt0ha_7OPl*!k(eI2Th3)&)<b(E@iLUz)4pot3X`}^AoNbs$TtL8?!g~hw#
zZcjg44~Th?!dwmcX04Rvajhk24%|;Z82rTDhZ4%;6z#fMw{LkmHBt=YXzJoFga>TO
z((#@sh%}w`6dS7xe%})OPdtUiU|Pi4g(=pk02M0&x%i@w<i)G}Cbxm;h#U$CB(w=H
zns)-XXus8wWPqt!2>R9e&=LfP4}d!hMpEJp|5?KVB?kjL^<yrmK-DAMXz4KML#oH>
zzNOZG05Za0TRo!scEajb$<@mnMxjrOM<A+tWEZ;+R+PyD(nuAxov-`2To_~*w4T{;
z<T;!+>e&!90j!LFI{Y;+WGiPUwqwKoHg^~)#DPJO&L44!T@KWtk-D&NJumW2D0-KO
zLxR(~!P2_Hg%eMC={hbTGGy_F3EsbAd#`e0jOK$nRES=cu=<mU+U}<#;!WZ1@g1=p
zhu|!)p=*#&p)trExg>d5hg~0Xaxj6H)rD+B{T5ZntjxQe+|8(Kmz71NkeTcGsQ?f*
z(UuH?)~FA~+^^I1yiUn@1epPeHyUiyEysDF3=17d)dqP8${N^Ts?BK}KR)h**e-a0
z>~;>ZIU}m7g34>|FgTR2#F-{^fh8dnzjov&mPv~3U7cxWjU}PQyk)mmed)$8@iL<+
zcqq0g$+c2Ykz(ApYG8R*CRI9q$Fs{$#{1@P(YUMJo6>=ne3!HRZ4$R<-{zsU-kFKi
zc5vQ47JQWbI4ywzpDih}Po71Cpa5P^^;vmvP^{*Gsr&6cqe*Puy~Qav*}ulgt3uLp
zi?%EZ@lg|zInAu#1_d|`ASk+ch#753olS{(lvE3eUqAHxc*FVGd!Kh=OKnBVcCWkP
zlmmfwP@!<Q^0<)Laq9V9!RPl4uMby0!mfJ1xP3-ZGs5<mrRdigDg)Iwbg28UklRi5
zdAr40RIt9IQ9liX>{rybCl+v&Ih69aTi96GefRdiV&kubor@Hp3fg;RtuJMeck)#~
z{IT%n72M-E&;oHDDtW3r*Z3m%K*;Tym|Fb7VyXH*C1fhAm79CrtOHY6N~TW9%NkJZ
zQ}#rBK#cXbGZ6A-W{6*@673lqXxd)ml2PI)Qx-^)k*ucjUcc0hZ^X27Cmj{CjKkg2
zU$e%e6_rebr75AFuGbz^6U5?#yZTWD;7r`)w~b8fp@J&sp3y`{+A{<<?Km|+sJl-e
zM~6Wxrpnq>F%l6%y|&`*ZAc*Vi#L}H)l2yf@==%uo)D)O?ph89*XUJ0-iVb<9!idz
z7#2Lrs2>6EIh{2?%`e{YllbTee`~&!IJAN<7b7gRRdO9NV&}6w2?_3^WWeFNMZaHf
zqPkW9(~U3n>QGYj>V|${Mv>v$MK1O*=Ny-?`xCzl&jd`R*<2)LaunH8mQJLckIrgL
zzpN?s7;#|-?8C)_n$7;G?8bU3tHF!z@HjlFxiiT&yct#e19C4$T3_vUac1ik>-Lm8
z=j(Vl<tp=+@3>v{dQVCo7<$F<myF%RNJ=yigr6A-yZB&CZL3tjKmG998e5>s;V`p9
zAyU5={}Hc>JdLSMJX;%+$xEX7D&{B8ekk#l{x$pJXjB>$_cKl=C_bq~sr3EcH(?}Y
zrNfAjd!<S>{I77(%<0$#i7K@>d7**qyZIL)!v>e0bPQdXw6oB^=seP9zsy=(yfVO<
zD?xy!bqllPzdx|5i;>}l=Nmt)Z>0uJOE?d?sZ)tw{%lWYPtQcjGOfCPO%&kz!g$k-
zC4Fw|eo7sEU6eaChQ&Kf$NliCdnWGjd!+97_0s9@c>aPHv*&(O1#7~pc`rLEb|fze
zEU6le^FUkx(2f$$<F*6r*RsNFVic-RzR)Xr$?>0>c-_>e&GM*z*7c)%4uTQP!Iz-G
zsn<WK9{a~{%9^#|`*A89D{L^iCMJNS=+Ng9agl`RhS6;5ry^8>`UfKrSvdQ9K9^m{
zo0u^2w|Hl;2~E5zRy`90SugMjlCgekzPORgzihrS14+?O)w4f?bvMLvz_)kkqOT#W
zgUb&?ha#74?&`Ac^Hh=M_blzAwvfAm@PK1K2fk3K1sT-A%kn~lz-cEMe-l-7HLuTT
z^wydnca}Mqn-8yNRjX%K3e{8F#5h}du(OI!#SHs9yc=K(xLM=5Pe|OXc0@d0?7g1w
zf?EX<Pq(*us#e4Pdi1FXmr8DSFRDXIyf$C%cb}qB{|ln?ghz|Fo93m!UJw!RxHaby
zH<S0RDXG&g!2S6Ab1MbC$MDTRDK6CZ$DXR%QwiQO>!ugP(_lrK3>}Fa09tg)2qmW0
zN9d#obc7OE@O%CsS?q3plIYn&;gbiS)GR#cziV^E8!WlwB|(TEW2y0d9J&}ALxh+6
zcHZxoeFTTt$4nF)UniKMBIp)McxAuK%p}{E#blh;KuSwmlTQs4Juk?f9>}ecNX6Mj
z{f%U`bx8<vRh2grIztRd{-yV?pm@#J{g9A>Zspz;|FpHe8Sr78e|$ErLkX;jg6JOD
zy$iGU!BM!sd$e*6CnnC@tSCQXPzKNQlG0+0$V93_T=AEleB-Tl)U(hmn5eI|%aBx}
zX5o09SfwG1<8st8tZNQjpw53-AK5+4%@jNuf5e@^t~QpE;FLY-+uDeIb<+pWQGAWY
z{6H9)Phl;Wr17ENti^IBckrla*)3n#P{PWb8Z#u#8lidg{%*tl-!9xxqWh@jja}eb
z?yO@aS$+DtSzpd7@^0`=j}uZS3VZAq>){j`8E+726A~$^#?b}XtYh=P8pH(O{FEv)
zoyt0$kqaGrB`@J_Vd#VwX2;;vsPdr9+MR3$P?k6l<70V=itP2c$$h;H^>!QPgI;yK
zRC}PfGgY_n5c@|PK0L9gC34rySmkUV(JEZgD;d{+goV%Mcf)P%!`D|3@#L&GD`Hyq
z&+rC$F6)CSc$DBE3O*dMY4#-PqA6+l+U=bq&$qW;c#i8(n__&w3pk!0f_1AOvQN7V
z*%Hl{=i_D;E??C(d~M%9@4Q8^w>E^k1(ZcwKiC3*>}0Oyl;hoVq<-AOo5pX?GP;7N
z#Z%tG5>8MOhcgk_w}GcrzoJh5n#Vak^!S=%laURK&loR+X2k2%wCp(xyuEAJOXb}2
zyD!B6e%nunJGhyMy;RHt#}`r!@b^+%WIj<MWE$6lTmBya8$sm0134djZmMr4PXv*?
z{JzyX+*|orEH_|zdE}028-hgOup7y4dm5lC2>?tK$ZnnLRKqIoa0vu$W7{;qKhiQX
zP6qGxX{I0sF!;g4gVv;?`L~ie^KUrwHw9caF~u#t-TkvmvTekn-1!8No^w<N)<8G1
zl^n6}PKlxlaVQJZl{8$WX~(T<3me6<B8AbNcKoD@wQaA-<t%eqthVtxuvOrKN3Wo)
zQUF%TLmvP(Pg)qrk|>j6oRXM5X>$#m=UcVAvI~0zh>^f!hDgRU&PGLJ>bL&@+IJz0
zXrQ8~b?ik$^Sc9(tQY-Wat%DJk%GoI1GHdcAB9Vi1fi}L6p4#OqbGX*02kJZhDIxH
z9%huIKMS*`6jm&rW9?e_IW9su%xXubEAJZk9FFzX3ApS{liav3)Bbp^Aiq#}iE5x7
zaY?qc_VqiH?4n-&&|bb$&~Ny_iE54xIimz;*V>P7Q@DF5b}tP?kNIS^T6w(lxPT9!
zsK6jn0qQDcR-~1gQG_DygOCZ&Jw53_Ip%;421n^n+IuNAl1&$*Ek%7KX|XZKd{Hgr
zvkViDQUzDR#t1)^F4iONAIh}mn^qSr2SX>9(Lp}uru$oG?kz#J@xmMrYH<=^aDOUG
zoorXSK1-Kq%8(9fnaMddW6GC-<(_Fi%{dqmp0qVNJG4#WThT63+U)N*+%OGp%Xthy
zxse!lP-~YKcL)AiH|0(?R~<aI_RUgL>=#C?cd}i{DIgFB0+I2N$8XA^u!cyYl*l%M
z00i-xl$;*icJ!?hcGND2r2}Ey2Q^uEY~&iVF!>KtRgi+<DB^~+A(}CqfxyRlk%E+A
zjt4_gMlc3(_|&pv%RSCB(*n5P#AnpRas#l=Mt>@Dfw%lcBZ0h;f@xHc0Kxogw4y>r
zG5smrW1gL<yp9DcW7CR56p#S*pb^gQov9mz8Q=<BV;KD@0OjR?z{%sDm1u5Hl%2z&
z1Nv1yazH(M(xb^41ZN|m^q@?-!!a>vP?EzObRN{pu^!$d3(j-tQOA2K5J(IGJP}Vf
z+lS8(>5ON$_|r_w-ZiZ>SS~ELF2;SHV3Rli4xskUSJE`ms_N0&Ku*^<`G^D$TBe$n
z%r+9)M<Xq}xMLe*uh+FfZFJVsiDG6BhatO<YT<P2d-j&EV;NJHuJ=117I<lVJ#vWC
zG|{>OB;y#zO5@n_Fb6e%QPyYF=UHx<8TjA~3XfE~x4f1aEv**YY6Nhnhd#A9SXQSL
zs%qZlQHzeOss?kxCX|8DoPHfCsUQs58T~3k`BfnZ7~`I`-D9WBX5FOiY`62NRoP?4
zIpd6CkT5d>PdMZrf}BX&+~8;HNTf+40~%!Kk;xgwMv?#=WP5RnSvC|<$LIj!rPIQt
z-&NWdxCii{Wpgr;4iw-Hf|2D=Kp+-wap_$EhQ>&h<hSx;$PAzz`Nv<SSCdM!Xo@Ih
zl!4`iJRhk&D6ou;=)plO3gjNAG_erGs_xs+16nPjT7aczVnXIX2i!jO9-E?FY7$Jg
zj0uk<@)sl9)}l(u+>#03%XdahGPhCAc&LP^S-}7k?TiY$spz-bXh*w31eq#xo}FoI
zw8*ZV7;lzP4)qJb9<|RJ(BxCTfSTN;Gb=-w&PD*FbNi$j?dw-{9U-hD0x(`8K@Wm4
zRNQ7I-GDn*)G9`#Zx&tCMRCFHie8?-oh}DKM%|+w57M_}*hK@(9eF)#Li1^~UBf(e
z6+ss=jDA&m_x?RsoN-*$ek5%jj&5=DoK$~}OE2F!sOp&}jhX$&2fu2v!z-Mh&Z}9E
z+<*tZYQ_l}ITfUKG)PXJaZ8Nk=k=gqj1DQ-DmwM=O^U?OkbQvltC8{n1Fckp>G;*i
zN45oWRAA9)0s!FsdQ*mTk<a5uqrNdt{wn5Ml2Fu$5RiK2u-$VYK8LMt>O9-@$j?()
zGJtb{PdwLMFN6?^6@eMXdJOZLQ@rly3<u4RyN_CS(Y&6l7Xv*pKtZ?V2LSw}_db=V
z*wyR<3=#6TueCW2(r`Za1qtYVX}hpDKMGs!{{VFQ)Vtg_&O^zAgOT$O@u3RBh+W(Q
zcT34Fp4DlK6p#0RAkJI3II6%0Uyy}C-2LKxD#<RY3y{1VD)-`;3Ke%LDi>}!AH*m{
z9$UZ9xBIKxnpl{YR#2>dUcIVF)xUTF8^ZkD_RR$%HeI6(+4;7CibRS{;gBmaQbLi^
ztfL@oC>u<e-Jfcc46rO=Mm(~2kaBsbV=6~&a;nOL5`JCagTrQ(t(>ui;!+%vva56=
zt|Nly_*2YX>yErsm@Mc<79d@*o@orpk~A$EZ;(sWF<?V|4Ns8LD#orPPzemfKZPaI
z<xv9u>@Ig>kx*Mnz0nTi5g#l601>3o4H^bQAY<joz{#9R&>VK6rk!LqirIA@VH;nq
z6`Mjn$FGh50I@AcRQhJV$gh*ak)A%BSE+%7WzByt)aI(%wTz$aYfugldtlN1jcR%z
z;<fhRV;_cTLgaCe%DoR|4#qsv?qm%b-=~(j_Y{9+TaK{-j+qs%RPM(nlqX!#?4#H@
zpK~YsE&wnhA6h@NVe91z)Z31oew1zFp2v&|e$G9CHfAoL26>HtDp6$!JVd`tR*_Nb
z^b~CzWDl(zi?GTIV;O9S!9K$@qRurO#s{|CR*XfXlX7<T6iN)PSdLHOM<N1%w@h&w
z@#rWpN5gq*^#ZM!&U<IlfQKai0Q#wNh^OSJKXi2LDc(=Y0OPkxx3rEklhk`q6CM8m
zS}Z1ts|n6Rk8IR}A>RYo3Y;Q^;b}ti&{MFColq3DToc#uHHtIN7x5LntpF_-{qI`9
z9=YIGC1vj&6rZ{>ZigqIrB+77fMTbVlAN64tEM-u8^3zzlF-un8Zqz&az|d2`EX(<
z9`wW=4>|8rN<VaQ)O4;V@e+}Y$LA*lid7jI<3G-o+Y)@-fl5C1Mr)~TI{+Q9aynw3
z4<M2;>?w=M=NTS?otzx{P&6*$N$ZMHkaPVhyo_<l=9DuA{$i0r<P*x{-`1Bqm#@<_
z!aq7f32b!yI?^GBB=C9lrxAh%3HSA-ZM#ogjy)<hJ4nW8BIJiTIbIKcYHl{}0B7iH
zV&7JYbQ_H|?2+Y?K*?}^@_LHMAc4^5-?d{INw;-jG(7D3V0!hW41;ecKD8-q0h|s7
zbKaM5-GaHtw@TD&Vl{3+^H)Cozbbg%`5S{{-j!B8oT$h>X!2v&bH~t{3q!Fk;hdg5
zYEsetn3wZB%=O6W?MZ8AHOz<X@yg*;mI$SeJ$i5{m}No)nZc>%TO!FzTb0_fxlZAR
z2{k2z@moq|l0D-DDt8|BS|^(sC<*8Z<BCNENz7$VI?-^kw7RXF%z|C(BAz5+&N0)9
zl`k~uBiLsv20?T=$v&X^S39^4#CzkdCR05Q;nY#g7CKoCsVN}1guc)b1K>E%@fv1@
zs9Ia=AL**0OZ=`5L_{8=)K@!@NI1u#^{4H|3W4wISyi;+;QEteuJN9|VX9n36|q?)
zh1-1Vov)sU9jf1eHS0YWR(bDKw0jOPI-h#sGDb-Y`E{!)a<RgnD+a;O_kRyc;{MNr
z!~I<|HBG0?cb^b7?LS(aO=%d25W9i?BkNo&porH5bf(F2@_-n8qo!&}RC#fam>gGL
z6Aq|Dks8yDioe1SO!`sK_WbG0pf)K99R_QxZ3vk&4w=t-y?%euRB`pHagW}v2RY`h
zY9lZ%Pi~dXSK~&p*yiNr&q`q&deh{_^GqQ6epGcN(zE$s8T^G#F^r#-`}e49$nqC8
zV6F~97&Wrk(GA9X{sw?BeKSr2B=n;kWcBpL0b+PEIN;UTaqU$g9Q5bCUWjDlkUo{i
zR2nByh2y0=0~w)40mn)@;~$=Dof6SUQD5A8))c$9kQ<)e>wi(=6O+b!Rt%+9Q;pa?
zeMNQA_(36uXk(ANo~N#9!2J2aT%L#P)`>o89FWXUT#lpGfI_O0a8!Nl{o$UKunF^S
z;GNhzo3RwARZ!rNpTU99=b@z@S&Od7Nyx`geJRPGF@cP4EAx)TdeA0I)b5c$Y#gfe
z9`!lENXQ>QKQ%(6EPo-%=p6T{<WONiSgHbWG1Sp<jNP_&DmWo`WOCH)!J!y%5QBs3
z&q^c=8Cz(`3$)ZxICW-aU{|6i*R3W6pzj^d=TDH4`?dZqDeH9`E*Tsy!-Y}EIjZu_
zgY$1LtTwm!()p~eq_I~jc*j~-0?*pw3avAp%F4>yPfSzZ=>)N{kZvUWr?{;6<&cn2
z<PtXmI#j7Df)E8}B&clkq&tm}ubY&8*ckGG;i+PeZQ2r5dVHY$&w8AvoU#~HWmo24
zGy2pn(e5Q9WFQUT4sqWUlTSoV%a^-WEK4t$FPg-aIpT_`_K2f-b}WmQ=L7Phivjkv
ze6CmWuc|BMyl1aJO7$}3@qE8ij=Qyp@OJv=p`_b|BNZVTJb{m;1wk49mFZZ+m}V(R
z8R~IP$82XJlV}IO6j&}dXdH}l+Z3B}coiW4{{V-j91P-%515D!ed&4s02-435PF`R
zQsHt)&*4Rbn1BP3$*16oc~PDPFJ5|LiwQD3XQx3%I_95(I~@IK3HJKZu<kSf4?dIt
zG0rLcW9im``cYuG-MAh7jV{1OKT%HW$7(<aBOjd{qQ0h1yrFE>bMo%4Y!0LH!LFNM
z{{W992S0kbpbD|UAC+-e_|56;M<)@Ho+`2cSQ@t~k1X-{)l~lgS%Ab>H1;$`oL_Wt
z_?lT8_h%;@Vv-^@fCw1<X&n5A80pWoa4lprDTmF#6b^%F;+53zCx9p&LEJd&U1?}B
zdiCcWd8ZtnpOqa)a!JJ)D~<&NNIG%NCw_<NPS3p^TX*JtDKhLgAo57#j8WgyAB_wf
zt~j6^4sp}ckeU#3dCwj3M;Y%%<LYsWFaQc^5y~e!vMJbYxWW1ZO&QM__CL~>J4x;B
zKyr@BVS+iwttRfAoMYCI5Jx|ktsi(~b?x+|9HW6Jp+4rMSsNTlk4*Qd7pdnt>7MlB
z3a;-?IPXR5Gh;^9?(|EixVDi4yk#3JkW|$d0o~;|1<521D!vs$oT(q}Q=5=aJ4Z}*
zspN{2l3KE?OCG@*varb~gVLNIIl~O&lU4FbR>=d?*WQ#fbCnq*)2%VGc9SvibL=UN
zDBh)`80~?{`qLI=0YOkb{XU|cvgMdyVEXhv;-o~1V=CFsf4B!q(zMX;F0|?O7$9c1
zgC1m=7+m{SNO9DC;&HnjYV<ml&Aptqu-rODFA^e>1ARqhQZu*i_wxd)L~y}h3J)i}
zNF#F?G0Bd9h<2!&Om18PPhKbzf1`kzRv8&NHL42|NxVPKa<~H^RMTw<7zE=LRh`J$
zyCZ{&w;?`Ud|-O!w2B%<en1%M>rNn*$-$%~ZpR;AS{on^hwD_t&_WNII%J-ecT*rh
zqo);G0f|)bD#oY&rE#8~mCaY<Hj4L7ZSlC{pL&evpeCOu-Zab~?u=9FXJb;x53{Mq
zda?jKWA&&kbM|3@fmS+WHEEiqpq|*xAW%;ndsD_a`ArM$_~M528byeQ11IyVv5b&F
zs?dxM^<^=h;Qn>THdTulAPQc-zsit%^Y2dQtzb(<9YsmEAY`2S))a(^NZNPj1M;oy
zM1P}_4mtI#DHUILCxgi~*Gpnr8QF)w2l`WjsbB~pGr;SEp7hx;gyek0{$BK?o%jk|
z;1*%dMQkCY5?JFhb!8nf>M23a(5~1ci8^Q6nx}FA2ntS8L&xD#650EpDeE43A6h`i
z?g}?9?<gOc4^dKvG5}6@43YH5dSeG>Ba-S4-ahcBhVtT!BcGdwDyJzxtVt>0awNbR
z?Y5Rca-n3~Cfo)*=kcL&k+&I8GDq=>MM&O0rBG*}&J6%t(~{Zl1b2$YJ;QNh(~jSb
zXp0>(<`b1@cEn6?{{TG*IO4OdBq@BKXxPZ73NSL<b*;s<wTcMjk;JPlxiN(p*u}BV
zD6kaYLb7&gBa&!UWmwEu-1s9osGGyj9lUd`)*_#I1dJb-*0omFcr{gxU0VMD&Kp=B
z7;U6MEOAHVW^0|2iO@Deob{?mmdv4~>N;}yV&P*+p;yNIZc=(;u`U7oM6t}lWI0{n
z9Fv;sr)P%QK6be>TdvaMA|=o1T+w`LTb+ZUeXWy>5PF(Q5mL}rB!<@FXh)Q+Pw^aQ
zG*+eIYfGtOXY%CTl2OQ99!3w+iiy>PA1fwPY1sPuzFX;xjC<z3q_39>w_d*0>t&1M
z`F^J^C!m{1&U<vE?aoOQ>>hv$TppeMYt^yJnB0?rw1MeIARfJG*c|kv!S(%VSa$;0
zPzj{o3GJTLYy|qyQGbh%r4|c;#(3cSQIbYCekPY-<EQx2d1C}-iv`0Cx2Yr6gVX;2
zuSU#ZWb@4^OnT$c(P7+aB%Vj&DBy!m2&8StN-@SMSUHA~?VM56XNp~<ft*u<<BsF-
zqQbct&qGcfIqB_7j>GB2803-<(u)PmeSButG1xV8ryH@8p8VHid1jZftZqmHk&e}e
zb*0){w%IR4XSVVEYm*U5T-P_JG-OT6<Eb6$nxCK0eQNdCf)S6kLofTSR0F2$gWuM?
z`Sv;^b4olo?fFv4{;2cYnt~}8`|J7B+0~=Q@7B33?-j~Z5vxgpKD^a|X}BG(N7tn`
z-ZDvVl#05D2W)57yCSZNu}s;@sk;Gy=xR2Nfcca1tx=vh9CW7;7#y$Tnr;Dm85qwv
z`evK!$4;WO%rQC10DIIAYY}gif#RjWIm%cW$Ru%1AdmpXS~iS$$T%J9H@0!t81>Iu
zmj*kcCI>x-VZ|ZHJvj8uIig{ax9NdQ%PA^UpI#~)SX~b183znG&S)-VC5g#BPxYo}
zo`CxCOOOxOwJQu#2qbmSaA+e9f^q#Q#tF&BJAp>i$2@;31Q-M!huqMEX~_G--j@sp
zahhlYBrw}ZEJ^?z5=m}-jXAOoR~a1zLxMUtKgyhQ&Nw~&=qOP6a6ah%RO64E13tdA
z(}q!=PB;Ky8Wdpe3_u)zyGR9W?*L#D2OXGFFgp*+^7j7#VvLiKkU%`-e=0c`TpSUR
z=+z-%$O&`F$Q<+6=|~EN8SDMyN;a~Af-%qz#*ez#AQDDBe;Njm;y}pB!RHy~nqMUV
z&U<8VY0R$~8-UI*4Fe<o1Mkf@urXtHGGrcbGCeBvhbn_0{cAn~SdvHLJJyT+*z=5m
zR}Fz85-{1^G45&1ILSGn@^^L32Z4fkJt~=278U*A>x}j3Ry85}k^VIWzxv_H6=PAy
zlf`mX_{|dcPG!j6YBR-2CNgjhMV{4c#MiLL*+I`fm23gGtyR<U_EClBJk_JnV4VA!
zv~3-OziMAWLFvICN^+^=rVS^s>{*K#;}vB(^UYU_C%sr)k4od7<+Y(W_suBcnmS`V
z(}?6}ueD@FikHLpM;ZQA&P+&SxNaHkT_yf}jB}di<sZEyHV#i-)zwR5Ic_Lp*khB=
zx1}H;x~ezIPsj&R&q`b{V$FiAe(rb%js{CETljz-J?l^&Ku`pUyKv<{x^vc*OOisi
z=~MW-Vxx`sU?X9G0I@tU&q`8?!>goRk;X_lpa~-&BL!v=F(A4A6H-O;C;@>3xA*E6
z3>BMVf<eqcmB{tQJ(xO&B$1F2gK)f1A@S`A8FdW3hj409=AmuAUgifXc>Ji95iW+t
z>J*&zp(2h@LdwHv`@rX#V95z{ZX$bd@4F$h^AAx?X?DdQlw?Q2Qo*tf3vTT(aVr20
z2|Z0F$rlP_K0{>gJ#k5lk{w>|DFll=nN|)*zA;x*U%QEuVMh5`ORC|p-9a^$i!z~5
zRBY+Ea%tjOhA|Rgo>Ls3TASER)&AYsj|6t8o@^pF!+fod=iag212x2r7*un~Q_`1o
zX~2z^-PZxSus`8aFO%ko#6&JWR&FUa*`4(yM3md8+$2(Sje{zBdQniJjL7T0NXR%i
zIa5VUttWPb)NXyTUoeal{VVC}`IBf3$Or4zy{xb8{J&F=70{1vI3!VzUbP`#n;c|Q
zNCP$N9G9@%1CDd}(i{_>KN@lCgGM;?#TE`>oOj2yDI=yh?@C5{;L)=kKT0eY6C*r+
zR1SRy9cfAocR8S-UI8Z@(7^~uBk4`|116ofkMX928ST%lA%S2|E6=?dz&RahaJV?{
z+pQQKF~tBNZ1<(@#V-S%DCjeRMS|pc_XSUST!KaiUrJDO)Y6=Rm8W8EMnTEX_*WmP
z?~>|eXMLfM%EvX?oF8m@R~3Fpzn|vn#~2mOiug_N?$R@!#aQGMQ8j~%5JCD??3`rx
z9D-;Ko`C%;%XDJd+3gveZKP9-^!n0^NnblzN&41~;mGTrnWlwOgq0Z2aZA|5J)ukN
z*N~8Wxd8PP^we%(J74A>?TWX!p$v}5dk|_*woQyk=_vGd2A{G^XJVB?IQ4j#;gG2V
zsOGID<Pr>t6!yWY?9fO*du0$Lbw(;`yIR>f;7t+tA%LROUSsBoslfw`=bi;L;1Pmx
z>P9Ol+PZUZb`P=2pVpJ@caZ(>oO_P6I+pm5te(b^<deYmq|eEL!TMDJs^^D`A4-)k
z;9^F0=hRgykbOkr%N%2`;fjxF^y}|Rvqr$GxFfeTyMV?CqfUfsFu;TO0H}?!_G++3
zeuupSIPHvanuioplSN;%k+=pJ{u*bMA_KuV?hb0$$UOf5JkwjK^d0J43+C=r0mnc|
z_Y|SH1&%(y%B>dU@;-u^R30{rcBtejG(;F=<N!}hj+ESj2_TXWC(^7GT;QnpH4%gt
z-OuCRrNpGr-N}+ZWmDVMq%mg&cKZ)eNMmEW{{S5xl!7LIkQ{enJ!x2Cd1Y8&{W5;<
z;Yxl`!Ly9>#W%^xVnO4u{wjJq01jIRf$i*R3{Awa*_Ay8JBkS-jOPcxQT3$_kbXi)
zJma+}kQX4vFnf%R)PQRjcgYzbay>;Z(8abMG53!YzaUJEqITyyPrV@ks)acxs-83N
zNshw8Hj+EmgXaivdUUM#g9%t?aO0(D$&s{Y_-jb)G>GsUo=qqiJwIAp<Ja(|z&xIP
zX|aoLr_Bcjq}0#uxdfl3HsAerM;_GeP>~ShoL4PRjM022Gbi3XsfRe^)1QX_0PE9F
z>sHQwrp1T+dagk0R>m+1&U*^2rvvs?`qjK~>r`|{VGjqK=9~sVIQ%H<*FS{-4Dx9`
ziba@!+B*FWSY9~-tHsmh{Y6+#4RTL$vQ_EVKhmGuoZ^}~b4%zBKMKf2Ytj3h4u-ke
z2hRCWM?8AhNq936z%|UwNSZ;Prta0%L*X-;)Ka{Br+EP9JqV`)2~vX!KI`%~ds9##
zTr%ZJ;4Tgtlx^NzMmB?jtH4v92(3sO7d=!3+%|>kr!?t2$jIKK%<h179<-dExbp@C
zhqDa!rv(e2EthD|&U<sv&;yZLMUj(s^v)YT^e#}b7<@4E19to=frsx14ds$@fbtKm
zNEMhUZGpHe#tRAnu{$5O0?~xwc9Y-f+M+0`a;>!nODXDU*M}1`GZsRtz~^bGl35Xg
zh26N4GBdiE6B!mbw=;3L6(n`1Gt9wVijlN}o$3!TvXV!eh8YBX(@#kNlrbUX8QMLm
zFhkYk550y|sK5iK)}E!=$!LjnT%jKI63nNS2Xipo7qvNA5wp5S+~*Q*;Y~{sG?Eoe
z$QyF6-6Dx*jU(Sb&A@Pg_NW!`>U`#sZKn;6r_!7xQMm6$C4YJHazCvr6Juje(Qb9f
z@nVW(T(LsIaJ+ww6;9gzO8{ERX%a)hXwDAPjt}KUV<l4l>(E?>*|qZ?0L6VdUo&B_
z4ng)Jz5J`~{J&F!7tn49J%1`NPhKf`19K@KLrJ&};C_|t9AfPx^Uw6A<KCCAPCk^R
z0l^3Ipav6xkJgtX905iEUVBn@>OU+}u&xJ@{{YvdAdZ74)|BLPj=d-hPe3@L#a#_6
z#xcbkaJ&k4C$Jv$n~3NJea#I9gF*Gc#Q{fSPRYki_ok9~;C@uB0^{c6fl1Tc(aw1s
zj`SVe<Ba#D7YwTqFbyMMP<T9JIPFLdPB|3B*q_(0Ju8gV3Hxl!4?B%^n}%>PTyCKZ
zg7QXanRhWGBZ}t4rs8cwM#{L#=cnOF0KhpJ`qB<hOd0_l2RZBoaJajjcSE@u<06pp
zl5v_|nI{<RF-_~!B9(=p0&qP$dr`O!hd%VY5HpPSqZk+*pF=>>7w-V5+zy;nhSG5d
znqp#^`^Tkp9vHBO<|(I|J;4Y;^{vZyw~SrcFb*~np_e_qdseEN<+~%DxpJd`F&uzb
zf;-cEpmH#H^x~~cD#%Ds0S2HX@DE=>SXkEfD>bxl*9v`&Le@CwPvuu|arEy=*N#6b
zhfXXMq>SdZbw0mJLFdKMoPIT<wDdU7w@PRLoumWbp4FS8x-!*A)S@pZL(UJ>RHINh
z`IGgj_8}*LbJv<{TSnc0_3cZNYi2%ZjTiABybVY$;cgYcK8B%dCBWKGuQeaoUngrR
z{Az!Ag7Gf`7;r{CjT|3b)^FLTkB~njNxtDfiN1!8chwJ+)WGeWP&2!|W-a8)jNpOT
zij{R92r-Vmjw*T4Nm#sjY~+eI<mWjxRd1sth72lnx`d1gKqv5`<3yM_#(xS`$l#10
zdIKZ<*HiR0As847&#!8mmM{Qvag*GdLmX_oamI7>rws50c&88u{{ZVyQbc}Cd-vlb
z7(VpIvyGPu#B;&)_Nl-)z|R!8Zs6njRI-#vBeqyhLuc@-vW)HR$JU}F<{TQ9LCD8U
zde)HG8nYSz0An2b^`P=HGfJH?#W?4vI5gP$3vK?maro1<V0^y)Dc0oqgTK&HYM<)+
z4l9zU#y_%i5)N9UBQ)p6c;=Jdv@kZb(f*9N&sw-g8R|P#T{M5A4E^7wT`F<yRBs)I
z0g^Mpr}xPmP%)qW#+{7vIUh<)v`rRv@G5od{{Yvh;v9D(r5P9%$y0KfCOx^J9{Dr@
z&p*zT3dxAAdCDB*el^ZW;bdY)M(ktOx;wM`qy1}}eEILSh&eq6TIr*)oWTwl<L5l^
zJw0e2E&{O1kM*0exM!w4X%s6K3R?<t7><Y1p6CY8l&Y~DXFFTowlfeI-Z8Wlk0T66
zAm^nk5)7N8`9J5Mq4lP^^5m#3(nK7OVkvOORRPOC@VWjW=|EV2lOY~p0Lk^?g*l!L
ziyKCwP5Cd=V8=>eTp<gVUB`3u*l|ydnl>z~+pq)Yki*v$1&OYdG_297463`bdj9~8
zRyzW)U%8Wq#tI+ss}~9+kZzL;f#tXu$FZnLQc2oXm;GdU``+}z!;1$@g~W;m;t$^x
z&$$oEp`t8#$IP^(<6ve!Pw+VY6X<E>NRX5FhId9fKe(hT3=4?DMmC+GtbqOQY2ro&
zolu}w#Dmw~nl{H751%E6PvS#T09F40d&?7q`Fhd|4N#^v`M=Tda^PoS`qB~!Sfkq+
z+r+GX{{Z7pL@}w#Z6qD>hNK=^$NRv>-*3r=1finBNRb1VWr`e3G3FOJ%@rGLVX=gf
zD*e|{%MRJ1iwOI6zG&mFdRNl*^I2Z_#d{e_`2Jt1=3_q3%x_+B0QEG40ti3T6!M2}
zQPYf2It-uIy^9=4koiEK7arn+5$6X#QB(S0(s7PD(PG=Ov0rOvB~Kodxl-SI9><EG
zIT+)mCKQ4(ocmH}O4cGN->=e*zMrV63`>FsUusQ_kClNQ^jHYW=NaqnXvTTR1E&=7
zt;;fW>CGP~7yyj=(PD-L9jL(D&Pk~V&$y<Q<mBV)#TFA|Fah8XdP2E=yj0tAIHnam
zdv>K^k&r<o3U0zrA2vTqc~7Aff-}g#3q^_QFsICT9QCG^4a0QwsR-M^<2`ZBHHc0D
zIK>tdb}J1!(&FMZmINV*&IkBb96Dq(-`zp;MzOKmj%%ofRJN5S^30nCSTNvMJ#Td5
zSeVAB$usAk)xlf%$vutfIXJQzJUu7`!#Y3I5Nd?lRoo!6z)G+2FE!Z$c^Lfao~Z1)
ze8e0bxa(Wg!@}Ii6={4YAB_8f+)!61p#18OlE~Q%!223sKH*0vKT%#&sFvq{CC-OO
z)?Y~z#>meUfE}RVf;t+!b(>YUmf|-i=4IRExA6Wo$$hwv83(=%S&fotjEV?QaDKIG
z5f-d3WYFLM$!-bsG~#&orUqTyu=e#d>~MC0)|KuSVsp@T>?s(N)qh;mjzGv9QeczL
zF-Qh;)N(pddtmhIkxpKxXak<~jf2K>Kp{C9&q@>(AeI9oy&xfdJ?Vb;x%AIUL$J6Y
zaC7t&fZ+C{cj7%LJoRb?Vav}_K9q$(9glxXUP!<lI~o9E&N1|<waOY%7~tT8OlwG(
zo<APdIr(~=(u16l&MJ9PXsC4f$jEAE*bp2sVe~nx!=6CRN#x11&M`K_{8-~PJgB2P
z`#vMcxhQ=dNU0Y~ydyA86rb+MGgmh8k~;fS3`*RT2i$Q>mK{p5U7^)&`FNzqt}-e=
z?Hj1rhKzn9uZNZ)`?;i1>73KP)p5r6SI=gQ8cr1Zv>&`%6jxR}ZiF9jYE{(X{v~BU
zOw{bqvHk6oME5I@YBsg8epk+m@B~!4E2NQ1tk*$)*>55FWFVf{#aox=Am_DFT_s(^
zL3a^gauv9z%=fm(Gr$=?yoVy1jH0zKp8J--7|1xFbH_OPRXFuKX5qId)K#Rof=q3l
z4tfmIO)|7(@Mp{%(W`%}$6h<rp;FRhV2`acRwv5FamPyLpT=K9n0^@l0EIAvo=z$4
zkVa{T01iJor@774-_ukzqWV>$xH+oYcl>#;C#_rBKl;^2Ojd$m<E97Fo{OHJr6$(K
zLC3W{0X@cjg-nY?(WvM}NH{$7^gPoS7{+<0fsbnDkP;3)lw|cCDFOcgB7@qqun=9H
z(HtC#=VVp^un0~3;<`J43}jYvpyY4|wRBN4k~15I!(_1lZS?1@J0CF^E<pX~=hRj6
zYKBiUaSTQ{rX4**K@^a{=YMi5a(PNCft`%pV-jZsjP$1mOcA}77v+1EIjcs;cI5<l
zL~ixLsAjiyjjkk!1NTafpIRChD*_2D&D7*HXN|+u3Tv{Rk$k|e3~i3S#+YGv*-MA>
zPJFgKF^W^U8I-6bpPcn6@0vohC6$6oS%+XAG3)D12QzHQXa4|}Zbwn+N#_v}SlGKL
z3|WXFhG~akz#y23CwD@In1{F+X6GXUNc$=ErQ|XzGci2HD)#oJS3@g>8vwy<AN7k*
zjbnIZV9b{6dCL9MKoF}*=1BWPO}7rLJ9|=~Qn{5`qbKD#{{U8L=W$>JqB#%^u0}VC
zk;I@0V~gb^tbiQu_n-s``^9j?P62f|&f!f4F#cj;ok!0QQb#nqUJ|jMW07*MbMjI@
zGBk1gw+N#SryIwm03$Mp*Aj1E?hK8;ofJmP9!<Z^IpS3#fkhSr?dtivX(x|f_4JK=
z=ofPpJaNu5Uba*A{$Hu&;}^s8BPer_KUz;Oo}5(PSn3bfjf8*o>)AN0MYQzC(vS{u
zkIJRlgT^uSr)+HX&(?vEZF1Rj$I_KhusuI6wJtH#bM&ANpasPMw-{sRJ!yg=oc{pz
z>TF}3zpWwlAa$S_8IPQtap_1CJ#skdQmUQV$L1-;K3whOdt!lVRu<qMK414~zF7o~
z!Li3RZ)<f6$F(%Ce15bba%ENoXDE2|q}+|)pF>vJ0OaEyxugh;I->wGdFew0*;S(j
zbF^lWlfO^rQiOrngmvBi!%$#lBMx!s)C172RG(VP*DoZnwpWW8W6pW4$s?0yR0clv
zg{|pVx{bI*SjG-<&1GAgk@D_UCmwao^fF-a46<9iatx?k5<tnUQ>wfZZ-@}X=~s?{
zsj4!0D}(6OQcn(QE!GuN{_w9BaKy`W?s_qm80^)JjSpG4yb}GSt78~A#b3Rg%WooJ
zayS)<r|DO=L5XDq_6DYx?MwHPLOpudTqRXg<&rUyrssIGFC#cTstF(`kf2q$UN(Q5
zAp6rF82Ng7n&q7{bvqeSE*y-0wWnZ1Y4Wc-m4{x!sa!-)%mFmZYmXs`DoU{BeQSlM
z3F>s;nOz!p5<xwJ#pMAqG5Lp6P@vfuJBS#le$<?WY!6ISGR$0HboQ*=-R@FI)UnOn
z?1X%a{6KS8C9vn@aC80cF<AD~n`8l7uO_57tX%VeYpNAhwKH+MEt^Rdh)@U~hcz2U
z*yJBhl~CO=KVJ0Tw7+tA^rq`XT#UE3wm6|c>-y%Z3z;$3^rwBK_fTnjSg_<}oB-#H
z=cxvO0PH>TDixkH$rwJ>D#;sTEV&)e{{UX8PAoZCtTLozW{_t*HcdaN<B{z_T#ioy
znCv%cAaTViocexL?U)$^A8KE4IQFFW8b@E@Uk|~1r(9m#0K<006~6_Il-CPjEQ@@&
z$@|Pb@xiRW2Woc9rcI~GGQ~dq>E<>Sy?OPnhR$`LS~tj#Z3V1<>kmgFwNvGeg*Z7a
z4>!MtD6i#$CBTiyBk5GxIL%(Zx)&Oi)y8sUkhkkq8G$5cKT7Al%~G=0auPZ1`BMkw
zQol~b)P~k!2$ybAyMvKZ1YiO)z&}brpd93L`qJl)m_DYRo&oATs#ws|8k~-wK}_;G
z^%?i6wu0Q_G?+N*X$>-*ntC_!8m`(~5A|#h=~|1|89Y;fJ;*ujo|PlzF@DK+5g`kY
z_f1CP^|*g9k9yw(?Z7mn8SH9o3Ku!Qvra*FLKS<OjP%ZHr@bfpI#XQ9=dVhelQ{C0
zq12~>HAKNt*@at+SwHg9A&&b`_||o-Yc0Z~7QsEML9~=4?U3i*f}_oC3rVY5x85$N
z-D=!dcG4e~W%?7%VYZbjju}bx<Wv$_&lvfT(swCJNb3-xIaXiKH7d3`<37T;lCHdE
zg(#L~;7I&?nuiOI+V@9q!91R5JqLe!;)UJP^qOD$=+lMm*y%i<oiAp^?NQgve|Ez)
zM{91yV1H>|ZQJKD9{4pnYWD#A;az>kD&V<y1yM6|2lA%@l^NjHWIEI*i6bfW<W<<O
zZKdfd1NFsgbXsenW2Xjyx%yI}7~tperxnjMi?JDvU6*hKuWF60Vl3xr%kajm9-NSV
zlz<%Ibf7s?+@|_;CfvswlmvngdTZDpH8!~0kDWbg{y9By>q-E@q}Xyq#yWI`+A;x*
za~o&w`%(z!=3S1yS;HV4IIXVO!TM6|2Oy3<l(~uaOQC_~Z-_}FymrKVst#~z-#g8j
z4#F60U+;`o*|&|*#L5{DJ9A8y!U=)~Q-nNV^!%viM7mF*iXKA_^&21=-w{1M#WAk4
zFn4(jcm*7%BiPo&+G<H~vZ+5P!CuCz9Vv|cN0e0IGt=o*q?wzgBCg-G%EbVQ*Q*hL
z!itz#Ni5A2&c-zZVNpdpqIqO}v0pv;cwz$#`ewd_ubjXW<c})jxj%KQ(#vXcb9}#3
z&aV!86S4##xmC|hoKl2crS}cJGAf{43^cO9$L^%-xkut@e$Ly2m`(@$w6}lhUZ=M(
zSaQI43vCiEM`~-$3J@D|=b>ddsE_YYma|1E##l@?u>5I^jR*~ypgjgg^rh{X{;r8k
zsuZ%LNC)vJKh~HpBV)A`ZpTMEPwPk^R^%#6v}C*uwZAH8JrGZpZ~13(oc?tEvme#a
z{{XaYLAnQ0eMU#=NG@b5N+fUCY<_<uQG_YFMvh1T;527)(d3(k3Zfg0yq&)zQSAfS
zF2a4LSlngRc;#h6zpV!1V;DG*K|N3hT5!Z8V@o7V-BRIqFXv5YLhf+`0nkZo+<sJh
zPcb@PL}F<s+*OuBH~}1^epJVnNZcfj!vpTkAN3U~Adm!CigGz3QL%^PK}L!)Pn`jF
z{x6v*=MQJ(Mf>2R3foUOjkk};(?JdxsEn~V#&$R5Qmh-C$gwPn2l~r*+xk%0D;#Yy
zH+`20gZa_S9?XT*s}+;w3OEv`e^E|N>OqfsjAt>n@P7`qF2btMwrH|{<(b};ZSxx;
zB9N;6=+Bna)P&$MF5hNLM<+POcDLkebh(I(I<#bT+%fvp1p^|9OJh6>i1I)0p;Dwy
zk-MtC-1UirujSUMRgssmi!LN-Fa)x{>rIl*GsZads$o&38+@|Ce}#-~`5v_Mb0jLc
znZP}zPwFYEggi6o5^3sG;aAeB$)%@X%wn|C;IeLLi!b-1JB3QJK`t>Of_pf}^Q%*f
zBkJ=<F>|7{s8mL*J#aEB27eFS#K+5UeL-ATq#JZ&!l@qA$FdAFjDzYkS<a0*o0l0>
zj?D6@bldpJ4Q?CU8ld`h&>8zYqy7V4vo4sVk`+nzs#56#zCrgD%RIWAzR{}1)sI8V
zS_cjDD=G9Mm0>)d_2|=R#g{u($5WA6bNG5Q&y}$M0J3phlggjjX3@+S+D9SfoQ%?h
z8@UF$33LWfcFBS}FsgECR}q3$H{<)gYm#^>(CBqX6G~l7&AzmN;Pm6CtxoaD8N;Ik
z=))Avr|3QTu4e|cX33|q8Q^D;=|blirxhUd8T6ze3~`!66!HA&I*gyjgTd+2kaOP)
zNKAI(r{!WP%X26gEs^h0<YWvEJ!t_M{#4UzVHTG7u0c?J!Ku>n7W>&keSgNYv5%*<
zCP?j6sz?#F8^(D_RQ(NE7k3^{l4g)a{m{n;@UC;VeQC)ov5%HU1JD|!Q@Kf-XLfpV
z??L9Wmr$KJEEs!=opm)}H^-0nO*J%9k#wd;dVAB7Ns$a<R@i%Xs1o+w#y8;m@lz>A
z<ylDfBAwA%0LE}hrxHg$pcE0F0Hx#(zl}%<o^#Zi2q1LDDJSYFG1CHqfMkq+IsgOk
z^faI`Y@VH|e(~oy_N2yy;}q;4!?2|1{EAV)>T&6cmQc&#{{RxnGuFAIlU*hG2Tg38
zbBtoSy|^47)}+p^<n}-D_a7PNx)4BIW51<y_8i{F-<s%ugdX%4OW_ocn}f&Fkf*4~
zr}Lj`0666RX&Ry?wup?B1bftNr`xyi0rab9pvURbl&K>m&^}c6GtQY1`=H{O+Ibxn
zSbK`n0B02L{{Z7clNYm#G7Xyac$j1RywnY62{;Z^`;1oc868a<bHP<3=~k+DS2LC!
zJ)MqmwD!p<A~(>~M#kYre5PUQ25Y2iXj?grPtuw8H3Q^kQ|xK;(|e;Ahp4u9Ik0Ac
z@X{ygQ>LqUgnsz2^lTd2Ygfn~X>a$JHC?O~k1<Ba*kX%Qdobmz5(u^D0~0{4?z~mF
zwW~M#;n4f@Rb|s7C;d|{eH%4h^u_)cBmMQy>qjN_cP&+#-5ar8TF>_<Q}sO6fT6kH
z$7<wS!gW6`*Z%-@sisTIZjCBq(415_veka*>_QN72%{fQ*11@<%h=EQz{CBaS7Y%b
zWB0Iw?uQi?G*zI@;5g1XrC+<;eQPc~cG2;;x_abQ$n`5ZKJCKi(42odmYICX?8`XF
z9Ma>T^NK*q_$tar`!w!^kJ6;1gvQ=;)`~C`a=(QX4#(G3;1gLowr(ud)N<2Xu&;lw
z7#5cH{1G*qe-S@2lj&ZL8mA@CHkB@WnDN`mCpNcHOdEj|{{VOjYuZH<{`NVnok!k`
z?ow-QtX^f^CA2pn{nv=$vGl0KWk`-Yi6d420G3w^kWbdSy}CAdV<cNj>Q&-~^;@0E
zjpCaeY8;4Xc!=R+pC>2Mw<WYFq2;rZHhz*@HyHW~Pa))t1!!)fPvMYlY|-t|zN}))
zWEF><Xz`w=XbyitO3=vhl9I!Ay##V#I2EnsM+))wiy0rOBPmRKBQtreZ3WUNNiEJA
zsa6xi84V0@I9=1(x{Q$j05X$LYgcvOCA3pBf6G`77=9I~kpSLIcY#^D#d4pfO)J?5
zH%x8hh_3=mQVNq#+aWwVG7x4)32>)q;ya<=+M3p)GJ;E4pkwnHBRhxWD_$rioCwxf
zZhMq*wf_J*1*n9x0dr>EHj%k0`(#VQvmu}pt2hu{j)Qm#^&ggCaD}C{z|Pr5^{t=m
z^6sSD!Ey&X;BBq=(6NoOB3!g(jy$WS?e(MEA$?t##>l)rV_QWo=D?EK@P8^4Vn$JL
zr)bBQbe#PGt(h!RHdbqM5mBEq)b7vWO-Q7j2w9-G+<xrKhy3cjvJb170@%V-nC7<K
z&iIby{JEr(*`^XO`!(3;2|Hx1b88$k{KD$d!sHS2ss41=vT34Mcwo6wcxcYqDf?nx
z7|AgUeTve}Y<B(2fxS&NZP}vUEzz>y>n)%9R=Gr393{)!w%iErMt=;GO%^*<UF^aV
zf7e>JbNFJPwnY6{%TXVg>eH!gecP1Ue*;V8vIx#DA_ux3F;C&mXsVZa7CX4*1C5s{
zwZA?o8Wn)XS__MOkG~P#zt*3%Ls)wmlE=S!3k-)pcpZ=VQi#}X5;Gv%(sbNEF<M5^
zrj6M?&vG;TM{Cj;p4_HdTS7<twO#6doYPfA=$UcHFO~`p0p+25kI2=C?j=WM^U=uY
zC0{MS!mh_*EU`4dWJykc)<czJ_*2(QyqWT=GOjvYN1xPHD$JKfJ<(ZiFbA6pjQ;=<
z{KNFAqi811$5Y$T{<R|Lw_BGGG(;X<B>sk{It9-5F40U6d6(uNh{aN_(GLuY#>zI%
zSEqW3^yJ44`HIsT6o`xE+%#@F?fHTH>eM=Xk*Qf^^G~T<Rjfgq!lRg<M;myFTb|WM
zeI76e8&7)eTFe$4bBc|$_HLrD+mP^R^ZE2L+ybsW7*<8rf~%6y9QP|;p(d21@`LiI
zB+^DR$o3+KDsuRh%$^#geiviOWzjK`k}y5@3Z*8KaJ@c%q5l9H^~tm~Zm}so+*Jwu
zJTOX@Q|LuuEG8O#EIw>ZI^6Piw2?mgmHLW|smHh0y&`P_P+Mw-1E&>}bD|TS_P`$J
zZY!R7UG;>9v8`!1oLN@SVND}$c&>_V3NT4c>*#ulsV<8;u2GfGe#W@xfUgdpalA2f
zrPRpC9r^lF0DBCIwI!UfXLL+I3W0$fZ6B3#%ABLRvAUX;%wf+xL8byn<KNb#Bep3>
z{HknF!=5^UNJ;eOo<Yt!eQB(xuRinu&Uxb)rOOUMG-I^|dE`(9sHK=7B2)PDR#NJ5
zjleg)F-^0GG%Mb<W3X3I^5Em~rlR^ABB;ASp`=zG<WrX77U?SE(w6SiY#VxD@maFP
zwj=FCn?)Mq1w$?fJ=dC3+-AABBzWAEW>f4)t+}qJiaT-~63dgGX>+DD%X|#uCmxj1
zf^m)oL2-30o1#q|Y#Da~v@W9rpLt6CMI6X?L$BEVfq><GtD9kuO6tXo`lY0aVuoTm
zs`jpG>e_2r+8N_9$i0n86*nDW{{SD6bn9IrgSR=&bGmw#y^MMq=@cIL`evC_b`Ww&
zIHLgL0-ug>C?K3<b?u5rLK8UcM$$bq^{4H|au3telK_sUfri|3j=qM126@S#3}Auz
zQMaBm_)-AcMhM5{PR>tE{uF})j&tfTX~lU2AJ%{n0(<d6^xA1aY;sTIM{IYb0swxL
z6v)nhI(9O>IrkLMTcPMEU?#wSmO9f+E1VqStix|D%*zxA%+1&e)Q`iL5#GfG@MuJ%
z<ZgpLhc%@-a+Zjh&M;SJK5ZjB_x7eWkj@5i@6xyRUk=>qn3H%h7TEi^DBZK`SlqAP
zA2x77G)@wx?8$`THFQ#aE+;4VYJQbn^jOaTGMd=NMtTowQZv&ytht#^5$tnv=+dT2
z<%Ls{(rEgl3hT%j>yt>)hW-#~^APBxj#r)|@;fik;;hH2-zNfh$GOdPFJ%j#nl-BL
zrCXAC$I#Q}i5|*JW>AmBH*t(GNBl8GT5S#@epVyvMIPx^tK9ouyv93e<N+-1Qsx26
zMKA;USEpAH`g^HWmdrDCGQq*3QgIdyrOkgMpOPz7n7q+Vr_9_2k8n@qD$2uf(S`li
zqYCmufsy!=n%nyY(NbfO$b+O;3H@k~NNENd-L2a^ymE2*QueIubBWKa7Q{2a^VrOI
zSljOYc&9b2{{Sjo*rf4+lQakB{CZbN+D*YbS>c{B_e876q+JXulM|R+_1Z~a%AY$D
zs|y^`Ti}+myiuM6Hyod*T34}D+xCkVfrlnrf1CPZx`fe{@%FDOY;?qUKhB(*Dn{&M
znq*e$p}3~1Fm<4EsT{KgWS-jX4+|Wi2d1@(K_V#^R&Do*Q@s!2U3=*kk}8LZNgWSE
z`c$!4MGBCLNFxVx6a47*jGt`-jcZ9~R+XWK?GMVV4%hsuBMRG;g(sQ=j$^nPTJ1)g
zW{tURp$F6;sahD1ETH{GSG8jHvFMH;`!+{1O4dP#MUvU^`cu<SnsAXLd8j#LxQLI}
z71|U)I3NK`5=2`IA`|EhKWrT7^f<)QZUnLsXFa<f6v9DDmQ5P-%0-eGu2gb=fxn$~
zQ{3A@#M3Ni+~Sd@gv2F}GOuqeZZvyf=6#N0Jr3m-Munt+w@BTCtucHzEUbojZPRa8
zh?QgdS4x-g7b_rmkNq`Wx%}!Tz6cqGyR>7gt0^DOk8V3NBl`wbETVAHxA4fDkLOMQ
z0EB7)RL1WMuTvSue+tz)lFNm)^5k>XT1}_<QXNU7R{Kq}#8>#0ORweySJnfPMK#f(
z5wc2JQhKuipVFg;LbkV)bZX%C%aSVU-rTuIiS6e`{uDTG)YLQGOC*lIe72-?4-g|i
zT5Ax)*^O-~+23>9Ld;Hg6d9?0$r$4U9{sAkg8A)J%~3LUdwED>_y8&u2Hn^t;e;^z
zmx@XJ$*Wj^_9>VAgaiOo`vX;OC$+YHlFu49O{CRtv9z#;YdD9^lQpws{#Z2djwLG{
z_Za)Pk&%z(N4IwmVG?N`B#C4Jolip=?yAeES+g>H(YPE5hQfb3kNZ0?nLf<hw{tbL
zna|L3QkY3_ziAE%^t_7)^T4Y5z|{zmHRPzF<gz|dI1L+b{#8;-sic{f37|kaEU3!I
z^CGM*m=UuJM^dfKw({ji;7v{B`I9JHsHP-++nBI_Fe!atUcx49(_Ab_^2anPcrrv4
z!9Rv+i9N)NBr(ktss~plH~v+k)(sl7HN5IU&iEt+2jE(eqE5-SOM9sZ!CQpdN8$xn
z)<f8KF_=vPs}{R}XB(RmC-bT8uI?PVtJ~ax&&qZjeJe$58ZgS%_fhRR1_?LDKMabF
zTX-%cjf}Q;G9ETK5x41@wTL0nOoZLrfWCB6#hwXd;2*76SfG@C?nH6^%Vv?Rnhc|@
z%oymXJk<RKG2@NGITo`Xn`1s({{T9ri5J!4#gj~p`k?2y9MnfiQaEgnMj5LDH??L4
zOS^DJRUJIV{Kjf%=DI2v#{|jH>|z`8IIR{Xnf+BW9)AzPDxKERx47WeEzgA^!708!
zW)<E2q6HykNiFg+45JyTkzk#FcOt*g=CzJBuBH_*5SH;gs(%Vjv6ey@`&KpIhbKkM
z*0~;_SG7x}M<FL>52)g*zKh*h^yqo5);2QIO6L^vwf0?)2cJWT^hQHeWYHad<AaZ0
z4STKMhEj0GSb_Ii!k@vBIXfgP&qh;2h7zXg%)!vc(sqmHM~%y2JS3Kgx40EukdQI}
z{0(~K{s+5WVv$@{E$@Y{;bZ4p2OgnGu6bqjrTjUE)+@vKkUaBabBqyDl{ny6S#hAk
zh{d6i5Bnn@rDjW|#Hw~mOLiVvu3DLWXl<#iF>rh6SJN0WyhMOUBDSq$Tww8z=e=Xw
z>DMbDbZEm5;bVjP)u(rbviU>rQyNl=_mR^YsqD=w;kqEe9DOSm;d2v#>DIO3xl4;}
zq>bK{n=ta&f<9BnH4}$Y)b4ZO;!G3At!!O>^G&ywKbvRDaoV!3BQeT&z|T=ng6-i9
zr{;~v-9OH`^jnVP(_Kq&P|W+vi~>hWjIcq{qTW68NTYiJgXn#$HygbK+2|h*K6$PQ
z#~@cd;`G_#3Bf)4*K^>F7Hu>Ol~=mAlmnGgFl(9djhq8qd9GSWgK}fWTOV5Ala>TZ
zS2+kKHu9{iw=3AzlIxrlU4>the;0)xB_)Ei!jNvHn@P8Hmvo~@=L7_0#AGx`$LQ`5
zq`SMjd*p!m?)?My`96E%-gECg_Z-WO!82Lw>#|k|&)8>Hp^>NN>q4}kUVB$nJ?e#n
zaxYf5LM3fs_}h(_v(-M<9x(R$5h?9P1xXZI+ZE7?v70ZJ`c$cQAMzUTQbvj4zhZ^G
zlG^GaNO~f>Vv%UUUm!OJRJkCsCU*E*(22|ZiW58N_>7&9%xmVLx}W*CQolI|l_08C
z=Xy7IqhHE<ECji0L?J;3&0#&O;f;+i@~p-Y;-!x6HJ&WboBBfgRZ<&viBa0G3%`H}
zv`NqqkJ{I#kiKMZ(9g`7AMT{Dgpi@}(HmRI7$OX5-h4{O5M#7+DGF&fM0w9tHV-vn
zD(%hMeIaAhBrJnLLyD0}nkJ}pAdsUH^vTIQpzxmYjjbshV$s!le^Xtgek<-b_k3o}
zPC@q~0TDmu5c5z0{_>IKJ>gpI#hqrRpIXFX#N6lhXb}5Go*f-Odi-hHb=K=BA_8AK
zSLz|{c?uW&(A99isccHLuxo)`VXhHN#l`cc%YkErHhi8m`>p2_YrjY*cJ?H0pa0Hd
z+DG2sR*4CxjDWdh97>eUL7xpoR)J6C+2Jvd(L*)-$q_BZZADA=r7xg>^u;4y?QMX5
zxNfiMxLA6%wjUIW@Eu*if1pG~ni)PQ@dIs%y!o;o%d~3+pZR;#*!0!0QR}sEblyxk
z*Ik0LgY6P9%Ap?)d#<K2IC-?SetOp@|9;W5>%Xoo!~ToGkf(5cTYZ-mX+~~eLaKM5
z0=u2j1gl$S<gC)J!<m(X(wQHM2DWM{=J)GoKBS6j#W9p4Bb|7&Df&id@L64c*SIY8
zg{zJE1_n~Vqb9+68u2V2q#D3!k~XLI)kYdJGo7?`CTJ(_W<^8GhjaK5`%Cyx|JNVU
z`+NNx>_qIZju?`heU9{oU6G#6DN~S}XH%IjH>*s~1bBnYUr-`rhtqn)-uU<j5nn^d
zp1dJcl!+?yMa85d))!Q((f!4Y6)t0VI?^cd0hIXm#JL68p`Bv%K6uoh!u=nb7Wc|C
zpNIA!Ud3N`JI&a@0d(MiUNe2hPq=Gds-iCf=|@H_!O?0v*x)fG{0Y<-Yt>v?jLALn
zw%Z%ZqQU*iC%7;>4bv?Aw6M+v<y$WE0$5x+B~RZ+9blNR?dMx#h*XsWNu)NmK<V<%
zKK=j{lbUbq9CcK-K7j|Is;ztAn-6`A=o(i=`fD6sj9k5Wug8?xvPSd<bFrxQYf0Xs
z47j3;p8ThCsq~b%<$fUj2BV1vw7jL<N)gC*yk)|kFb-G0IuQEO`dA9ZumSpB1LpHQ
zgyUhWLIS;j%iU@7Tc-n6^)svdXC4<Ht(tgbg&q|!k~yl{<M0{OO-4QQUh`9|bo5zc
zQ28@kTxjf3vbN$e&5-@gsCgnWja<^+I!46z{RccleLI7zvnbddbMzT7mGmJ*Lndr7
zJjQhC6tzWN7E*h^O~x58yBIw2);hddy`z%!f$SAq(vq_`su5&>b0f&A!%zJ7mpPi4
zQYY~P*V}H77S{S2M%%PC!!cAvOUDlU&+#Dks$w{WJ67tX1pTSASV<03K=_rAf8kZw
zgKqg-C@I%%Kz;uz9@&q*nTL>Jjbp@<3dwQ_4vC4z>sX&oWvz#_uN~=CihhKPhr24I
z)>qi&CrU;U59LI6q}Ub{y3tVe7mV@})-|E14}jfCdUPFi2i4$C+KTIr0&?&aMkdA0
z&ccSl2DX;Qlvs)8UpB!KvmNY|wwP2WU&R`xi1yPGA`3!h{DieoL?b@}5FOhJYS3MI
z{4{dt@&p@b$fWB=nwiEuv-8pmn5#9uACUfsX7DAO_sK)Q$Nil?nC&Fx%h+(@KeYZB
z4eEijWv2Re%r8b=sBZ8d{VZNn1ju53OY4!kXXyAdR}Jx9dHNUNH_{hVHl9XSaR&GH
z(GgFBWa4G+mH(aLN<S__<p8PwWezd1`z)C^ALX+Hj@6Y+*XM7Lwmh{79Q57pPI+OB
zE)}qcGy)!88?b7?H^1j=+c$7Dz1eT_zlOcgkz_w>v!A}@>N)DEl{<gIxe#;xJTvP7
zNk<?%MuvTjS23e#RtR88ifdVMP6|pDHcN#|hrhjSuNH#o^kLArjM2Aq4vPQL<Dr_H
zxe#{MpDI*2sifC&O4bi?8cXl@Eaq<zsnvfOl_)423}8mD@T_|=Mku3Hf4IGn-K_$u
z&4n}?(wJE`H<*5^5leh(7AU1`TKQE+fj^Jx%RhCJ&gx6qHh;j6(qp@g`kC^zXmF2P
zDqHVorCUQOSwn)))fft{z@mICTCryMURIR1124DLc>AV52_{Yxk3APXJfWA|=GY95
z<+)P*w@FI?PemgWP{1!(#b*Qugz2U&DSb4m*mA#<vn<fqVQbC%?HB91=iWE@2z!ds
zE9trFJuwTC5)$PIJJtM?LiuGUfI0#wwi@Ed?Yaf@6k^1<q$+hcH*FeX<O`W6(CeUQ
zpZ#jaFSacWw(Y56cm#K~UARW4zO(s>QfJTUh&14r<y4)hjmCqDma~X}9Wpu=KRNqa
zv(TiD>)?NMUW?o{2*$D-jL-wAcN$0*`_kU$@Vre|l%=*YXqAKlnXrSx<(5F7ln`(;
zp!uGDT8qe<k+S&T#Vo$z&32hNnMqa1t&vj6w29L<%hR5)S@j?ekKEobyn=0CgY>H^
z1F0-|MM82u-->BwQk%_hSxYdpb6-M1A@G&CTBQYF8YLQ~W213bdO%C}5wH1;*Tp|H
zx)kmZso0LWs&fgdl1?IoNFr!KyvSEfP>MQ&q%^YNa;kZIOUS%5t&t}2FWw%1U33`u
zw4x5}dwFkW_d#cvVGFoC?`HxU+J;wWh5rJJyjg3Wib%MDT-mt8y-$T9O9a<xK>}{F
zcnI0<I_aKjC8av2dOIFBq2;m}%Cn{OB%d~?T92pD&qpHK>=EjmQFMkf{?MTdTZhAP
zL)&&9rxGQ@)jzvU(_}|)vj~z~iI4v<W~5~>Di16oF|i}z+<%8mY`kP2L-h5{;V;Ka
zXk6u<Z^u4kef@(szjslvQ`1Wg{N4KIi$t)VM?WoZe2=>{X%vYv#_NQAiGaD8ZSGb~
z7-m_ch<MQ?(^57%I8u>vFN3kXt-&vst_GX42T<rt#WA>`HR<&Jn+70}YP{&S*qo0d
zRGlSh;aD{>(Nq36Ejk&ak4`VL!ia)4BCB?H?-v#hs={G4t){K_4@)LOBH;SDm*{WR
zUHFfFppfYMQ}9PgAhkZ19#nYRxXvSjPw~dMk!-fEX_1fjdet-)V=hgRYFto=%ZkxE
z`#&*{Qzd*w`nHb;+buhQv8IKJig&1(!_RsvS~_{`<Gw*|gwwJGOIWlr&?&HkItmXn
z)Ml2QLLL4uu~Gjs?O}}ZTQGLHV)>Ftw=Mq>n^96ppPBmW{sP+HfUz9aVMp(iRH7NU
zc6`%+O>|mT(;9Yc7?lE<+ad*>$G;?t#o$X3?<M@Venl5C2C@ESnL-JEPNC7+|DIG*
zCq=&{)9W=ZW1M49#xuqG4l%$)CLAeqn8J&Dhi(N9-L-o8R6-^j*$$kXj0q2fQYL?(
zB5eRTo-{?k(12CBP+@HRjTkR-v-6o9C*q26K}MD8I64XGRSq_*=T5T&mnH4t#;&|a
zk130KJ^>l~y+$*a1MlJ}42&Oem~F&<kYyD;2Nxpjx(M4U^1baDgZ1JIC(E2*&1t1>
zW0-uSr1|@ftBnu3SCM_>d#l{mG(tT0X;7to``+0SwW!HNP|u7Kz0A6Ov!UTXv|;{+
z!oK7``C9m2P9{FOq7uk3KT2||QX@$<JesSwMwtpJ@Kxi0-2mQz?(S9wE6odB&n{G`
zPW5n>2uUs(ZiCEBNV#>)uko>3*<;T+(ti?DL#1{;w*JvKF}?X7kcWdD1)#C#kddmn
zasC35=>zXWS_JT&E?4;`Q6@cSc5rCO=jY(uJedzB&RsS3&n7@XcCnp-2!%J&p?~d%
z7h|Eep4({{i`~y^V0OVzI>zM@%YSHg@;gYosBqMU-ZQ>Wi3i2`>}(^A1|i33f#IP<
zLbEDa4~}m<5O{G*T2%bTeFy#nW&8-dSfTJ#{W(9q_P3&dsf_+$)Mc~(cP2Ibb;x~a
ztPGUN&fp3?^{|2hpKd<nJ*3qNX!F}`&2sy0<g)hfIhAp_H4~c$Wx#vXhM%#Rac^Yf
zy4cHvm(!7c0}42e|7Ea4H&#seNyIuwA%_}?_73yojj>A4)^;q{q>-fNpWZ7owW1Gr
zqDl%&)X5t%tsg$|1fu2>nP0Jx_5yo)nq_k(C7|7WqQR$djfS9#N)l6^ySs1h_jo1b
zlV9jF4Q<C2xQA7?Q5(P((@Y9MJ+fa0UL1ZYe|A^9A}!@#;%L<23_v~HN`l=)SOmvp
z?0<defYhS9<vg0J_EbQp*@tJg^`>@o+lL8x-;wo|1a}0U@+KFveVxztyBrV5Fns}s
zz(n96VUJlgR9zto(}lo&*h<5|R+DI7eu4RCp4W>H?d;N9Yz>eDC*?dlJor**$690D
zATTsUpDf?y=h~Zk$>DDxX}uRACRuge?}68|GoW|sFYiF}Pa+423g_%wCSJg92^3e)
zF8^xRVc_ar9Dh8cwyX6$YpIlJudI?)3r+G69!N)T@0Hxc?_v8)-(Tnm9hcXw$d1i{
zV7Y{#Oy`uBqHwK+V4JP1U0z0kS8Mzpd#rK{h?ydmrs$u$4Nc!b_<cr@Jty9`j^7$|
zj6&v=dYtOwt@lu%FqOK^{V7-VXCY3w>sj6vtUkYD&E>+x%)aU;8z8lqY?nZL>Iy$&
zRc>kr8Ct6B>PSrQDw(tm3|{)L6VPK-{9YT`Q7-?h*X>1`a#{aHk!9mG=>}ul5B3Yw
zzKqa@Z3MU)tNo~tDfY;(oj#QuxYJx<CV9@Z>Sx7pr<#P6B|YgKC)E_Uwyfta)4ecp
z!g}`54%-htqT>3DbC+gT`424?+_q%9MN?%agPMwYZE}P7W<MPkU6hC?2A>iQW(^fH
zv*@F0(#qqJ9y&R9>Xqfu)liA3hct^?l@xE2fIhco`IvAwlfz-`6J>rxqz%{8VaFo5
zlpEY0dvokGG$W<Gg_p*vkt)r|6>x7bYG*N^>AH5tBcybC{@<<Afb~P#VPF;ZWHg>e
zVnB$R`ReZxau2mft60P!uti(4V=g~ly$$E{;%0*VvwfOY$K|9MhAJg6F!=2>!FG*!
z5P3%TvU;j&!Afoz*5AnSwU?vp$b7vhXXm1M3VubFmi|UWS_6~Eo$K;Z51yJS?_*Ji
zK69GY{^zg!uV_XEa|d8`6qu;GASO5xwO3I1M%m=tv}5uEV5(TnNwwK*Q|60qFnw--
z979+`xlrnBP??{}N^>Eh&?+#*<Qbk;;q6dByJt3<&xAKpHSi}E=ceMd`Mpp6Q8Kgd
z`JbWlS)mAvZtQmM&nL@jL3t;aucw2tREZW~RN<TMM=63%wMVL&K|~bso1}mFUzWdq
zcbGDOtXD_AHjR5+)m}7M@G!r)ofO+lRJx`wrQur_HT)Gss^`)BtN3pw6HeDLr3wEL
zvx}#ksa=iWGnQu)dhFze`oc?tH>K-iSydVN!G<LUErR7wwme)UHrMWP_jt1(*^GO}
zzS~~Z?kOmYuUX&EnuIU;0W*TIye_u8lL<^tDslgzSq}8tnm#d3+UV?#eub^Vl@&+&
z4E;P6zYV2Yxu+RYzIzvGA#MKG=OXTt)!eQfE#z-mDFnydh)rSo<KI;S!C4K=5^;Fm
zc)77>W|e&=39OPT-wx9nRmLB|Cb))QP1FcyZ<8r#5N+&<YD|WUrFuC$iKTSY$UhlV
z%2k=7@v1RyQ<WPD1Qh*!z^E*un>FIf<ijY|IpY9(mdI}Di*4$Y+?x&kK$Q%5YOg$^
z!Bv)`<NmV53^3Z+#8fAF_snd-(63^kFsQ)r>avq`nhFOK;|679Z#MrHva5!e%>y*k
z&c0SaKY!4sBH9KM{c${{x+_c+K%3CeWcRHoh<-vbzU{L68wKnk8U^nPC-Z2_y=ZaL
zG-~ncGU<K+GRdr0ihHf>C7bg1qR30tY1p0TDikgbZ}uPl&qjk`3@4(9Rio~m+C`Fn
z`CE=})spsI>uPOYvQ~)NB}tJeSmfj;v%%)_79NM1;U4ZUaQ#Sr`8Qc<9B^b;pyIWI
zN#JOW!}z7d_pAXfTeGD;0j~0aE}8LkQ5ymx@w+%gTKc2R?PAJGmpSi~bG_ox%xF?F
zjaFW2YoZl;&Z%3jh!uA(u(SFbP{;JJeRBG&9k7kGT@KP8+eWuj-@o_yPjT0vhT}zh
zRFP`5vFiyV9!OTFm*A57(P&EPk;3jP$aqPRX_o5aZ+{184~3;1+Jbs_fsb$Ihv|ar
z-C1Hfmp0-Ts3%o82fLKwNv)E=`9GUdikRwS_5PX$#1d-AGsjcAy4a=TTDeZB_UDJE
zBW6fA0{iwRM3MKJI7iN(z%n@zFHo!xv7i_-gVy&63fNrdAFMofp&gq#s%`Y;GXS2u
zTvQq(%Mpy`yT&3axo|43YYwT!4C#LsjEk{39HeHCOx%QU8&COY+}h~_N2Z$S_)U!>
zHJ+~ZwEDN4L<wB>Pxa-q9tVjTZi=U<wCP;WUI5@Dx!|m0gaQPCQrD3qZWH-$>2d$`
zwFt&Fsj1S*=4UPpSea!yLbs-wo&1WJ<R4m~68bY+b#F7=+Pgwg^JM(lp%yfMKw;8x
zyce<D|At(sroQUh;Ty1A#n>k1`y{SGTSzCcfI*=Qb-20nKQupjRPv4Ev@wKZ!ddcd
zSOG(&sG`+kM-}>~V}7Kt(!or=eVg%5>{$213|#izr}<ZkKK&O8z~bW3`jG{bC|_{w
zmQL1$HY$HnE_>CMS)Bj3K9?5t`gcIWE0ey_$J<)qik&>5KxtIsSKu(_1tP+Z<%%qi
zEFCTIHdZE}#43;4)afzF=uf6&|E{`DvUGr90)rCOk2un#^XF~i{$rhxpf|tpOe@5z
zbP#w`0S*Pxj74QQc2tGk_MbnGyw3%-G{H_5xoda<CzdH{Q{BR!nBu;b;*)L5mDzx|
zq=t9kkls?8Q;gr#mYHNnM?mVpNSyl5Ha1+vnQC11qm_@!)zVM3I&V}L{>Jh_bB^r)
z5AE)jawTy;XEQ_UG48BTd8gA|M#&U@qNPr<{$}J=zp&Y55pWC^F{bO%zC8eJ8OVFU
zOBv>WNyqTK_g^{^3X0&pkN-IEHvi5>$5DTJu)U|XV=?jDQ%Es%j&=L0D@j8^yd#5F
zeejsC^0D;e)!XO8mFM?trQWaO7YF1TLwTA>SSCLd<7%xC_2oUX1KN!KlsOK&;$6#+
zPi5w|P*3*|A$rH>(r?3oUPgbwC^5DEZc>YWQYz~grb4@b)%^!e06kD}T*=~+POHV^
z2~VnAi%@$te*tsxA6kVvWSq2iRVCl=6)xyB+t>ikK3@IKX#6tw8H*)p|6E058eE1*
zPWW!h8s3VYjFicZP#vsgUt{QBl!(bk+Qr&PDSxgGI63l90_qF+Y0>YLd=pO_Y4T%s
z8FiL$kF8)?0@67NB=H57sva~WsbrNve2yOU32#i&oP8Wyt;WgEKXj$K2hlX6=cU%7
zR=c-3fhvWTP%^rO$lw3a-m(`zjmnMUd7zjZLt>mLO_L7}`?l;3Z9K$z+`olw<9C4N
z3OsIToVNoE$gANd<Oe-V()ic>QK|_5_!wt3>c`&Vr^FUZEJaITHV?i8>#qjwX@2fl
z<4J!YPU|CS%66?ByD5yQr#h}=Blpa&%ow4yBP*HMmGyAUZHSb~dz7q)VfSvOS3El4
zLptN+7gZBtDlqZT+C7tVR0{{5*>Wd6ZX>y@(tUhM<Fk5Z>m0it;#LP4K;v(IRqvxV
z$wxo9E-At*PGnx5k_|T=ur@0%IB<ToZ_0epFYW%;5+sKATyz>~$u3q$AqN=1(@V8;
zC#;|P`Qt*>X%rE!tpe@Cbo_KB?8mjpfUJ9{ps0QccMEKCv(;JAcr$>rtsgw?PVlMC
zYF~2m4M@fbLqfk4zV_2r(yApz_^MFR6`!qHs3938&qY>~WUZTWePl+R@FKPOADV&`
zv<fg+5D^d%*Mh4peN>({3>kr%KIdM&=$B7gl|iD?DctTI31$BBle-xy%f)}C8984o
zB8nlBy2P4;j<0ET!;WBNnQnQtX2oBv;_s7OuR`u;iz?ip44fg{q}Nvzj!%)LdjCy*
zxRrur6&2BrY$p;(mh>1ytDkS$8oD2+zGWlpt;9=>Vi)!!(<cq7>-AUVD|IbR59WL%
z#$DeCKRWRn8mwVWbMsjdVt}fApJIGQ0Tn>@@Y8LNA@E@YcfJ(4rGzAP7O4hD>%AY}
z&axTDBj3gx)BJbAH=hEBm8pV0tZ*#Fl-STTW6VX;$I5Z+CQAOSXxh_RGXCu`<RI+3
z%D*2~{*rYivb+Ic2_8+Bg_M2edv-pEiV>RIR9TU!JR1@%bI!s(6sDqIx4em-D<zI7
zzU)2|g(YvH)Z~4DZ5M2H0pG_~D|Pd0llb91-Roqhjlt;A@jIr(r>JmhjA{pY7r5TN
zGt#}&Nu#B}*V)WySF@NqeEQOnvl~G#=Aq`$ZyGGPVtxSqpt7>WN2J|U*6e9$YOBgp
z=vQW+II~8`8x+i;ET5O+@Z*cS8gHctb|cHAEq;Qn`*p7lv}+UR{qFz|)A+yo5tqUd
z?7tiA?4f^tPZO}sV^`G4E4*M2B7C2HBz8wOvNc^Rya#80kpO5#Ono;GHm=>hqq{s+
zXA24I<-i*F4`b4?)qksu^6%-WussU{Shg8W#-C^ooJ{*o>jS`h4lUxAc^wn!|8krT
z<Jx$=jNjJXtvS?@668)sUR^%17Nv4WA26)^kw=CjHbfP0sFDPyr{ZFf`H@Y$lQlB?
zt7e5K+1=@&eR%|>-U~db#lWs}?YNm-fb1JyHI~ObY}Iuf{fy}!AUT@-D{0eJd6PGw
z6J`xe0kurOB^s*i#e@=F*GFimvE0wN7Jhq(@cFUyJ`bU@WAmtl2$pAViU%cwKEEzP
zZlMB+N}OwMI-k*iYkzJJDKfXt`iD&b&6<Yyu@=Z~$=*FGs~C2&d&J{RlHenTni>iy
z$l?6()_N*g5z8p+Va??Ghqg+XR>z?C0W77pl%N3i)dPf^S~JZ=e&jnWI+>cLmNzfM
z*;aeh745qL${Kju+b^Vn!%lf`Uj~C6;0w<S`9O2lJ?Wvrf&5<iy%B#|NU7E%92MZ^
z;R2}f@<2s_;eSM$PA!MGMUP3OIP+x8gBnI?2rgPx+M15dURC95HgPY;rS{JJ2Z{+D
zsgd^K#@QGVlOA9Qh}|E2AS<CdI}a~>E|KbKoK!BBQ)(wA$}ZR-m@KOJDYp~LfTFY|
zk0xCIfYT?e$iT4W#tS#)l6m`SuYxT!`Jam5&H7i=#v3R=iV|}TjR!n9<sH<Ua~aPW
zN!0VSt_cCA@|&8I=m_*jg+MKxATiT{z?zS9j8~?ycA)P6AhquvM^107^$c`$2b$y?
zCBvGE<Qk`WeYsuLWUFNQAEx%e@?TYpbGa-5oka6#{{57XB{-W#pNmNT=oAdNg>U~1
zK}^e$^kM!o9p(UiRYn60#rj@LpX|=2^(GRH=mx2?q!cJ)zCu~J_GcvgTFNN+Lll@w
zbX6$(_BAiH*ZN|=ml7J%D!Kj&P&2hVH|LT#L<RVA{Mdl{Lm6j--;^<3xzE160%mAi
zdxNbVn3{1)&-9QAC1u7g)=X`YkGL#$82`{{i#>d}bfOG+{-HSus7cMfXwaExEtkJ-
zJ}aOfLKV!Xb=64E(Ys>Ggi(Uamr<mQS^HY)-`hS_ehzR&PQ1b5wiCo^k()AKVNbDZ
zX!bs5R3Qb4MTpW#C$wAg+_7ZAW^`Mbe?+n6CS*OFvoUA$Gjb~AxRMMhu7#3==3S}p
zs8wM%R{%y2QIgfa&Jv*OF}_n(qU3kW7^aJru%r^8mNEgh%OK&+R>&lk4AHD3JgCrS
z(ZljHqw15kYSy8WL`P+lXT(8HB>CE*q`B$qd#sYYM=7F&<p&C?$4Qw{#8!HTx;8^y
zQ|MSQQWq7jR2oWyTtc1}KVL~5=xSW#xi2mMLrZ=_pN#sIY2(B95!iH8{LEgrp`?};
z4wlPW<BxwTj!yCbrWP%v%ZL&(b|a_*H6-#YvQSK#etF_^VCIp}0X4|t0$Y*us}lWm
zJ>@Tu$Iv=ruWaZ}DN`*8x)L@!nFzdfnPzED=zEvhccinX^g$XSsPOAA9!_IMZu(;*
ze|7(6+N)QMw}BWQA5od=qIQM6f3u~m%WY9=^0tUO5712@k=5^owo1ouR$g}b4{e&#
z2y#;-+wJ$>a9Qgc$n#wcNK3ty=t~^*NNw1$=tJIp+b9^w4CAMzt81=})6i@B)eIYG
zEFmD4#~Lvk?Ri3)IAKG_MqJWnxe6tz*GLwgyr()e*JYHcxTL`*3Pwavb#>q39=4KR
zq!0;yc8ffv=|<VPr(^ODKi&(97k@Z>UD8Li*IcNM+4%LWW70LS{+MBe5;9eCNBBzF
zd4I^RZJLu&Ywm+;BQi|QE+n6Lam~~Sa@Oyh_%t*XRQZu;*AY=h{-Z?!?6h6K!uu&d
z4P133#BxJw=u<UFa!G&HmerW&<;X~!HGo$_Usa8@7b{MM+IUTqWx0WIQU@AAkH$~9
z{jeRcfLybT!on0hHS-2li3V9*^uyLjME2{(o9A~8S1T)fN?w$1iJ*{AXjwgJv9e4(
z>uu9sFLb@UezQY51*J|$Cy7Tbi*3Ao4f}|8W-ck~zXd_RRQMO{oZLUF^RA=Hj)-@e
zzKIe)d0c+e7JD(npAO3j+v_YdM=@b%!}i!9Q{BnDT&jxlawb!+`tP;6@7c}NA6v`y
z(HD&+qY&j3)Yj#J-KkQme*H>kTAF|-@4TcX)#j%~fdiv}L7L6OYck0hig>c`3yZ6L
z9lZkU!pJa9C6^N&hpX$u))XslpoC5<wg2j?Q3<-AT<6(8LF1y?jzDdv;clk(2Eyvp
zto$U0BE>x?XPvK;ewS-+b^x8$x-6H1dgW~oPs179XR84n%U|*?2=(0I&d;FEH*N&z
z`AJt-<R{5c?&*7Q=GyJ8(M$5)36B&Q=K{hiH{fT++>6iG`_g@bf4q@ioReI2AGm6N
zpq9>t=-7&5mWxH_xb$voK9*0X0G`;F_{1V~{@!fWoaTAyC!Y#`L%~S#8ZwPTJ!GGo
z9h_;p9B-fVa-|yhi_CQAsv_d@LjZxUhTD&f-;eHw@lM1&NVE3G4<+vP<whOG9k<H^
zmNHyR7w^aJtFm$goh*kY`HfLdS2tuBM%9w&w0#9pnmV+{O_|fkmYRQPvO2N>j$hmf
zd$a*^pPXhDxYP#AwB<QCKUC%s%!?NLa!*~3R5d0nJZ2N%ovU2-DojM|gpW_Puvx)y
zd~5M$*!1<&B#NFSvsj*)x&AaU7q9waBLqiyNIPW15cB1dxz#L;s9AuszSfNJp_wy(
z>C85=zpH-XV)-0@bve|&&gEr(A;`EpT|NZDn<!P{jxd;1|L?RLM!Qv8Q74XH<+I$g
zKktCuV0fg1WaPHw%+0qrgTYeaJuOuG!zue!mU@g+71LRqA~gMi=M?5R)3CA8OWx}p
zeWv;D<?z9V48R0&Ll!eOEdG5afJXTs0YU-AwfdZa_be}Gz_>AAY<>^aZ8UAKxI_-F
z8VVb;=aHt3Fa%UgYjHM^%>6$5beYK3vGz9)j7Ez)###YYCwY6>9-LsnKg_|BD_|5(
z(Q3corMA*1)`Il<TKZzrpB>WG*1Vo`*te>LoCVm8PrO!K;-3-*UQnm+=7Ax;r4>E2
zF8P=E!Hilhn=J}?M>7xH?|yD66NA=VwENvjJC1e?P`dJaQGO8f?*CS3%fb#=uL>pY
z84hxDv$Vmh4K->SkG#Cabgi+TD<S>0#TNT2mkZudgQ^aDoO6}^%U+hn*MIg9)q>^$
ztv!tWHf3S=(b+oIvpHY%_98_6UDpV?9n8CTGb*BTmzWNs9<;yX`Qk~1*0PvMEB<bD
zud~i5Mz;bPyZGm>vcxk|fHkn5auYmyJpqhq?PtzAFY|S5(nJhAV@o6rx2pH1Zi$&n
zm9D&ck_m8b3WOV9RjDhy`I2=~D~i<3P@o-p6i?GyHy(MkZi@LoI<M`u;aNO?^Ze58
zJLF6O2TqC}<g`PVwBz3f#yMcsqh7_xZ&+B!t)(!CcrU-)i+{bmhhbouDLNtHMy26y
z%m$ko?Na?}Y|JaKMXznmfRpCM%vwdpI9>ibey0cUxQva`A2aQZh}}}aKpKT>a%e+y
z{*spn*o>UAhc`EPYMlG!fZ~dvYfLFYp$>_yKfJA<j%^c7A~b_@OGj;LwuimH#~$F^
zkfj%nGU)k}E*ZHlq&IzUJ||_Ikzs6eom@3H*}nJw4k#)mBwH;FJ|AtSL^5lk(p}+{
z!B~z<9PbILt({0{Sic$!*il6${j`3?c<JNFG^V(#C*-ghiR()6a8%lgUDg$?Y$kSw
z7Iv?4hGMe16-KIgn2fR={t>AHW)M^!*S=Ep2Q!*f)+sKMFroMlq&4`3{~e9(k-c?;
z%MeYL=+;Hfk0@7YJu(c*b7r|LM*ZY6CSLvBcnxzEB)dVzQ7i6>PzTLWNy<U_v-ULt
zk{SovG<YGtpRAFBX6YJnp-ba5ZEMwXz@k!BvfUD#*Q5TR*6$V<#n(8`Ta?+VP-F4d
zfy*bZD~tzlKzc@mDCcGp@sozo`8XIXjWv8W;|WJY!iRu4g`C<9iBlCWUH)X8plkNv
zFlCU%o`7<G<txGZ`aZu!N|9&wsq$+)CJGI2*gYAsW8uT;yzQ3w00@ll-G5Wq>qxl3
zuPAxcXaiNym`ba~*+<ok0>a!cbF4Y>pZ9;GBLu}5(c9Yjkdp?FG08v#nPgwKfz7Qx
zRHl6=p}PMWt~n@`qAO1};_U%=*a`y{70fuD%QvnWLeEt7cuoHbb_2E=zoYgLSUES6
z`QNog!n;QKS)XdP6$w|%f;|lkgx61KqOvA*Uzbtv;R<rm&;#I8_Bzjw9lSg|$2*1$
znxb%$!5j;356Dn<((RCo?3-1SMzwAXbVNC^WWza+>P%S<U`3AbDMo{H-g~28;_K=e
z!2iW9s%#U$OuosUX=tfOFE2<s_i-%1K<E<D)Vb~*rMX7a!P|cI0~0xg$hG&3=vx|s
z*E~=Eq4nx!JIS4fZVl$pfNKH!^8KFDR3^<bhlu&4Fr<+p2}-O8UO%6F>sQ9q`ti(+
z0$46DxWb42S;7bWy!66MUX?64kuqscc_(<-ogXE-8iry^sT7kZIteE<R5zV4e(DLX
zx58=vVrQnnQPh9Y`$F`|L-sj`C_Tv0hJnWDYyX2Tmt^8e7l*6L(aJwGZ^|yntOL!m
z#WZf3_+sdI!8+a9mU;=0xmcp3)=E<9YVAEJ!kZiQ<Wo1>>ZAKfU4vo8Y4WIH0#<cM
zqm!6dOgx}vIT3P|JBQy;w~RP2akQ(`xSoY~za*?9?BC+oJ1ysOvxTG2SWA9LGLU|-
z`w5&X{D&qt|1~e)A!@3y)vxfsHCJ|%IzZn@7-E_N1vIC)b5Dq^s-eWIJ9faKQq$EX
z>yuH&x!RY7bL7YX2i@sYojdw@jb;FRB7)(j^i@#1bjr~yGdW-ct0*w`i04avN97^$
z(y}@!b3j0Adf`bjPaR+?$JglhXwgB7e-Th1y&EMz7CZHks~)!lROrNz)!v=}I?!`I
zsaYyA6I1on7JXgIi}dWv0v(_6FCC3Je%GfysHf_TU`>F`=pBc*fzgQ@g0wXB?d6_D
ziV13$dyMZHifLSPU683|k0t>e!!d*0ML&>f{3XabqH)ACR_t2WvS%{6<{>I4<BR`5
z)^pX(3u`0yjq5TLnMht~?6+k3da)A!jObD|oT+xqNd1NpKULaY>Nqc^S3jgQ(eFVr
zN}5zvwGxevlQ=HB7892C4{f&JJgZKP#8p_!1@xBB#bQ8Eh2c?x&RC_o`6&4-KggIf
z7cQMNhq$s5T^1f9LW-*g7**J>dgU6uKY#b7|3Rned>Zi>9>I~IpLxi+1DTs+wnNq%
z3r6g1e>HQOw7F*01L?s=ePBI-r9t}QuP6Gcc`Sy?D>IYQr<4T++>u=<yonpWv=VWK
z-^f9|u(+lmCUNz&jvzFMb17pOiR*=Z4CqSlC=kOJmt{$J&#kX4t@{@8K%KbL1l3Gh
z>P^cQ!LwdLy<9%jsG*=z*$#9=;FlA`6X$|bX8*FJ((X=}sbI2VKGV$YLaK?-m;wr5
z`_vk7=8c;7CY206#R!e9k*!PwRfwW(n6<j*?y{NuAC7XEiOED^wVy(Z9w%2xc7pA~
z!(C6K1_{&vXM>iwi~-kzHYOIM?ky%k+;T@sgP(WxDtWl{L9FI$#*H$+dasbBx+!cH
zmJK$8+*o@>M4Bu=S)XoaD;u3c&9W9J#q8fCZP-8Pv^B>-&U~EMp9^g@4s}mYKE-MX
zZ7Z0VwWVTqhTLOlq;RKtt2+&?hMJ8uz<m@%dyN`e8`@==+J@Qv%Wa-Z9AUWR)t`nl
ziE{^$UV`_`f?z`)!;mb#5m%g>l06D`K`>jPV2iLGS)w&jJiY{vceEJS_6CT(nrtqA
z{71w@<sH=Oqf|<%4!&S5i%>TsTK7$1(C^H26F@k_aRaY1igjS<9`jvqARoL1<YPz_
zRLM?<u8csJd43BTq^mbJY1hic0+)<eU!d)!O|o5=TkES@S#V6|#bo_$(LK##KrsY9
zO`18IR9ZKHSFN3S>O9(LX<D0jnhu>aDdrol;=WL8ipyhwB<5ueIY1I080WrjTo|n?
z-c+*J*4I~)lARX}N=MvrPpRVqyG&da-nG<mPPlsBK<$82X>&ppXerj;hE|^Xz22jy
zLx$mmoKl)d%#cW=S8U;-r-cVmgYig@Sx*cd@<hI)z>pkfckH){zQbMuIaF%Ay$c&$
z{PO+gGgtgg5zDkW!=L4`)OPCKZ+VwQT#<jK-Tyny#O8Ru^&)#C4f}}Aq{VhX@EsMg
zrHfReUu%V~G2S?afmA#ru`U3Mcba|OEp$#?!5w?Jf)#7&_zhQ+isP^4pJ!uIP)vD?
zIup}4>V5%@=W~|NNAe1^w}YKflc-9~YBY9>>wrsSJn1Ch_IKr#fFD*%dk}g~b9k66
z=QPn-k|r=wk!!{Sz@gcw^zG~lPp>|6Cf@R`%b!Yqz-1wK4!Tw2)~dzAK0>>_4zsf4
zA6lpohpOFIgiTTjvegGLF*EGv?y~EaG6FixXeFA9<Jw7~sQt5$8A(0Sn5^Hd?0N=6
z-8p*5vHD@<)BDeVI#M<XsFTcMW-Lz5*|c5=;&XM)i5N?r3Y?&#e(uoR8IX6&(__+H
z1{hcPqO$DQ3Hk7gBcs$9>UL?t#*H3`cCGEAJ6FpXXg_8A8umtX=wZUbv`Qk}EDxAc
z$XyK^_@mVlt>!y|8UoD~1o2kycYFBoN_>a^2PV&HOfK3iGGG42T;rO7-&SfsKg+rE
zsl(yBDDu@tS~mB&-hZox^fDr=oSmo+gNHKgBc^vF`NR;Yi8QT%xdp7L;dS@MXkaU;
z>Zx>@*+AHU0{?kdzSp>MCLgL^W32uP3Eu{c)#*{_P-zGBu1w{oFzO$4J`+mSDR?`7
z$py2b6$&`?Gm&O#v(3~AP$#fVM^`p;+eR%(c5Lc(OrI)iy=_$SC-)+&R?c!7oz}3L
zRrWG?A6QDI{OH>DUKzO@>f~VAtcOZWtqoT{Y$3q8I;NWX)JA1Ym$kC&v=W3TSYxq5
z4dbyW3bL!YF<DZSRzCpHRR5zpX-a-}*)^<g!aDTO0AH!S!DSr5Qkq^dE@k{>x=M78
zmWKdW5{P-NnXCGss5XcB-`^s=Ufv0)s^(0k!ywN>eUrH~s)MbNUMHZqiU`VXeQnM>
zC5F5Zw@884S+F?T6O&iu=@6zB`KwnX(dKNTYki#5l;qF){D7~?qxRczrY*pxt{$?k
zAB<ltY-Tu0^r+5_b1+l22#qjwJ7?T~XLk9_Ha+aU!PS?6-vf-?#X)E}pWzQbeSf9)
z!!E<arS#yz<LSV;nJYxKbBcG{^OX>=-0rC5F5+6%EA3cs`g%@M*p)LltQh57uXK6$
z<A$R?bhzhY{o_8a8^hHiBsT(s1!ZfIU0I&>^xFRoM?f+^=lqePydM=xF{XOv=i;r2
zL1e%nuQlXxuL@Pf-CL`r>h!#HS&h)Mb>XFL)!he#i_2dsgq00hUHqwpsdMx1v{uE_
z<`{;8*!2U#ob8;Iy<jI-OS%o|&Ee?#mt<WIAkw;ajXu|G<MCqkciyqMHpFEfeESR-
zm>6N9AeCzdKf&yOXpxYl#lsziz9vGzhkI9GtX=a|C7yGHGHwVnUEkArSKQy@tdCB)
z$yzE16YJ(CNAB3qo`&F;<&0o=b^5>F6<Gn!cKanIY~#l|0>&{d5BhVL<A5?aRO8Te
zcOBA3RWNdk$Sf{2S!L_y>Np1jWa~c?%_Ua!?LftBom&OhIoh`}Lq$4~^?H^yZ7FpK
z*AW*G*c1g-8)8Zh*XR|K<uCcx*gw^MsUi83YHAZKkhcG`T)^23vGR^fdU@Ye2~3F~
z$keEU?fjK0eTpGszU5=6%ABO9A)Advde*MLaTxJIS~rLaU39?7MjbNWU+7nVZD`>x
zu%&t2w^I84IwU@NTS9+#^`<Y*?hcVuZ%y_a<hLpWDO85pg&u~N$0RQDb<J=75J@v4
z4OS>*D@#Rtl#G%QudN0SHM0e?_!8-4d`dTXfXDpJ6nwhE@~SfGOPXA9Bw^r;YBn}n
zoDDe>6)2l{h&Msz3nwqR{Uz*OHc=6g`hdc{%Jz=C^0(>Y!=>Z$Ngq%n=XJ*!F1^B;
zr9rL<lCgp&+IEik_WK_jRBq9(TM?19kd@jK6xBI2PCgxnG5N;2<g=7LS3sT#JH~Ju
zc;T6yt)lLhUfk83Lw4H65?BOtoR4&em5=>!Cogq+W_na|zaF3oD)CB;^KlYNYUsRn
z-N@SgFgI_Jb%18NWU?c$1Qj{FBDyG<SX>%H+K&Bf=(wJefjv-@xmL2^yH*bW0?qd6
zJhAuoB=gcWx=NW`BjGilCdBKH?}%TsB`DgLF4Ge|*fC&2=8~@Lm4e58oIU(9%L#mO
zt^^J&YhwAXjHF=${^YoEY7uJ)qej_EMldjh-dvtK9MN%n#ySjhTwl1Gmbc}q3&rK#
zuYP+fS*s^OE*QU2N#y54E~PZ>+EA>(iIddscWg}kG|ZgnLpGM^Aw>sT3#WX9W!7hH
zq?>qN(1vrBxto|aWVoq8D|`T4e#d$>Osyy}>c0YBZ-&_nWqn>|oB7wbePu@`+Kr8|
zmbaaXjJ91<Xg2}kU|neqs)IqU^e>fSU&kY6#Rpw@^6}lRi}+t2L0OSr!W{a|T2B0>
zd2TJ>{^7S7;gS8jdfeRC$5AnPnyrz8kJURwy9SoELJfcGI;*Pz-kT|DfkY(=_-pAp
zD9U3dd(W&Jg^Zst`E65!jxUOc1thUX=(2`#4hI!3nQ)6H8j=82$_3JFcgOIZ@D`Ei
z?BGdX?$aC$jTk0v;O>_G_?3WJwNTRD*HHp^cvufX+eL^bDqB<+;i539x@6`2<8Ffe
zP3fGLdDTBOwZ_Ki%u6A6gzndaV3+Ve>%Q5U;BCNAS`<Yc*xN3UyutgDDtM4QoyY#`
zOQ5kK^_64asN0+#jg}Q=R=;2aC*2h}o548#nkMB`FU+XZN8Xu4xFnlQh5mM6|AvU&
zv0=2(i9}>OP%Z=^XcRhRQ@;-Dn-oR9X|O{Uw&1CV%Ac;5SuPnJsWX3mH$8y7{;+>T
z#@WIPbv+L7pagbB^FEcDkWyD@2bD!{7fN$V>2*GS_=i^5BrqT#DYhidNFJxK-BQ7!
zLEDu~+H<7zt%v_NhVpLo%#Mx;<&L}jU*%r{PX5#0=;zuLYTFzSv#O)oQ{4cE1ZIC5
zYHs6JW_BVc_KZLEuvPoPW*J5E^)aw$R9!0#m*vClogc;ArDANTB6cGO&56rC#D7_a
zi2=wL7N(^q?EJRQ*q|AAx>L$FY`ITT&IAH4lrI`~+vTP;f;{s#y6BP+D*RQgAN~F6
zWfucdP=c0j+WtR4ed&-d6DfFK-F#TKpxF3)O+M`N%iKb>6$MFQ(voAc-AE}p^y$Z`
zF?F$hRkJ@Xu3qmX!i`YeFH(c#3v}XXO8MtQ7VPx;8+|K-#@3S4XFk1|GK;AFI-?+A
zjHkn{@eyoQlc^&A7n4rPT&Hdf&r2Vmw7ara#e>*6Ryp}Iib=o-anMB$ihyFOS~Ge3
zwk2k?lyYhAZ2LL4R9}B?>?Ux&Uhmg!e7Q_odHK)_o7m0BjmCswt?}%o*ZU?tr#v~S
z3EIY|B^>sZErZk?kAln$_HP-U<B<Z96^`YP#g(7n5X^D`QzvpTxi1%#xKFJI_41`w
zxK#Y&q<EDNYx(BTkz&&FP<a@qY|CaLwyxP?D-o{V1T5f_RM`Z&3x@A}yD&wexES@@
zfMrwO)-){?f^<Cp+K9WmVmwBAq5J@fD<oX6efozc4RvgQD$t61kz{`GVR+D0=PtIx
zNxfy=0G#p)DCZiVk(el`g~k0r6*|<vR?JPlaYGlaQR*aFhYCw46o1B$Y8t0pVyAL4
zH{?2f*2ho99g8)~R)&>4ZbX_9@)!?zi4`tqKV$K8UjIX@LIDt)q}t_Im!n=^{7+ZV
za-U^gg>EQL8%bUz`+rjEXy*hwj?&~enTTdbXx!>47rseMofBUbDaqQ3OF+%wM#u}k
zRY8|1{-N2T3z%;$7j*E<Seh&|6ETg<Gdvc*g85B45s(~p+0vGGBE8-Wf~+<xSfCpq
zZ&p?w>=JKNBU9FYXf9-cvE*N;^OqJ=w4Uqq>ImOPS>y!c|M7L>%Hm+uqSlXR{>b92
zMWF2`&)HD^qn$Lu>p5*}?dGu0xjCca%fnZMO#2VWg2y23rNf5)4&doKz*q$vO)05h
zL^1Qb=9IVgFO1~HPv*%9kw5Uq&)`|d#_W)pA>F(HE=lzg4tB1ON`n-KWKFa+VFq01
z<rScr(YIM=Rf10L0sL$_3916xTA5BajJ)!sb>BovpbJK09!za6K`P)zu$zOUWM8@o
z72jd<&z*&Ftd`6*eNegZX)-y3?Qz}y9OWAn+28J0G>ZF`3Tps4^<lm@a?+vDZ;y^0
z84J4-<fRTTVk4~kDhC8B53*dB&Wi;a0E2cd?%q~jl^E#PEEucZ=H%-saN7OeAP5$W
z4^sf=n@6FhSp0itw8Kd9{+`ys8<TBE>mRA9zHF~Vl%^#x2A(yH52W4&GEUVI5sX&)
z256>9I}F%HE(i}95)LWSg(_}p1&@bQ^cc6QFkB&rnz{W0Z;pVZ!Q(9587|8ftpA~@
zaX`}d$ZB2H8SN=y*o)g1M1j=nuXxVuvtA7rn@hj>ZXf>F&!+#9-xJL`<Veh_;68QZ
zMIa`^tvTD&tQRxh6`wzhktC#9$#UTvi2I>peFLl8#Fq!<4eqFUL?EPqB9J7xPfJO(
zz4m1u)2&X!1=ZzY<!kdvH2dbI!k4oXD453np>?(VDXsK1QJbR<FiRFXItyhUaElg0
zgqgE!;-DC;4qWPmeBYgyPf|h%2ZL9gXM@R^vpWdtWNlo(IizIqGiI#``h5=LCZE5J
znAvT!H8o%V!7egp0o&G2YzDhMl^y>PbS~c<Ct6%^^fAyHFRqPzJG5w+K-is`%84^U
z-GA}<uef-|f6F?TL}{a5BqPN%ozZg9eEe7YA`B9<K*&Tl*IpFJkrUc=$mwDtqK~C?
ze1!W{x*)+@q7K?r=RQ}jr_hI+yjz)$eTl|#gGqd^<weP@buK)5pPET>0r??8g|*s{
zST=%MkoERsRQQ6{X?jY9!RhZ)Npl(K^GED{@E_WXhqk87HQbmwGhAKy)pr;n@e$9G
z9EYS(Vk+S(X{UV{ySs&iuNyzl>ANp+riokuehs=9EO%dN#XaPBN=c{m&4^SlD!X|I
z??DC-tsg2gnALsOqdNnKV|)wSnJ=z)F3nB06x#07FD=_7ZN*F+=ce1<M+e5`+6Shb
zDdPb2$gb7qdGP%BjZ9Zxo>qNA*26oxi@B~XVtkT}!JN#F++2C^CcNF6_8{+#AbFAY
z1$8Ey25~~g4WaPQ`E~B*7SDAogJRq_T#zkIu^?X4{l76Psu~n#zKRAU0`?=s@4RW%
z20m`!P-0?_H_;ZhUlbO+a+F$jsG=KuUfc-sun_YV+oSQ=?(Hkev|f4>RXi;7QiaTx
zu%Ce`8J?dG4ea)g`Unh}3JjdDII*g_m@RANawA<)E9&P)?_#?hu!d+#vd^Vn$aXjQ
zQxg%Jn^oj6TBdIPLVrU%LD;sveqCX({ayd^eqH5JIK8^;7xMb|{wT;8@%B%Z3E^kQ
zDjzuR_Eq6>wBGmJ0^yOs{S91h35H9D`!DM%w+64@`0!RsGwY^g(Lh!a*n-!lHBK)u
zond7Iz{oworiJ8v#x|<&6dSXfAQN#l!JpH&zN#QnnZw1Y$&%q3;NcMqo+6;uIT$KD
z$w2V-9j%Grtx$3noc_>O+}A5FU)oYgq6v2F+_!S+pDy@#>Lrk4Gnv@$?MOP?SLOZl
z1*LKIaW$5TdeRaYb&8$saQk246^GAXaNew27AJ8ied>|=n8i~#J5Wl#<TayxmaYla
zL!M1w8K<k)G`&OVWXK*J;lhTQRZGco!u_!JZ`H4}maz{pNdil$|8H@uuNaP1hQz(t
z8qXUQrM9hFuOdbk2OXDo)JM$A{dpz*R`%p7XcDq1sL`2^`d<HBtOMZqsGW;RRo#sf
z+0yc1Eyq3)^r~2K?Ep&nv*X-tOPXqW)IdIDLKZSFnD73fFgx<LY^-V0g*!cPGRduZ
zts5~L<t*ZA;KC6u8Oic6n~R>`D~QSMC+Hl5_Hw3)a+I486I&aWLs`f$RMsZF4Fnu5
zMcrF#)=k!_QpL2Gs=F~mH~Y<r(1OhZ=1_f;Hof9?Cq!06pgbvV`C+T!;O97+9`(si
zNwMf>XDF(u^tq_n*1ou{&pq-X*EVbKjX6zhPPEbQA9A0#VCTWLIHHF2$H;27S3x^9
z3eIAe+!&Q=a(rS(+<$wIYO&Pm_?8$f^%nei-E5H?|5PF_={EEP%2P6G#nxtjo9j?K
zTDmZqk4PKH+%_hOBP?iT_D@v;4nfa6oh^8@n@kiWx06Ymhjr7BocAa8idK%rP|W$v
zJ=O(pJF+-yd#mZad86ixesO}0Fn#U{p1@I<96b54_t(_EfUbe?bqv!CeI|B*g3$mK
zUbN`bv4}HuWW3{Kp;o4ef7Y>v9l)lW@310BXx7<~TVi#%B0Xe&_(e0rMP6!kAF)y<
zLbX_?PAu9x8Wbu=0Lpk3RKwxpT-wv7<_YEmOw8in)up+Z`ucBe>_1z6_c))c=yfZ$
z0oHD-OO88QkKg3(E^FLdv*k_|G;=PY1e~(kBhipvdGzaLPHFy24~7r=o9SL+i(X#8
zQY%lHHROJVLB?tYaVBkAfKK&);2v{=zlf$1hm6x2PJKxBZt=A;BS<uWiKK>#)Fv1(
z?7v6cRB*(k-d9htv^@)DRVulpx!RAbU#GK<oC_<yu4_5F@3v8R{6lLPV$*L(p4iP9
ztz_dAi#~beJ|!WgS^D5O{lU$zx&_SR^<f6(M!m2G;XT#yJK3<y5o+{yGG1Ah3wsVT
zteZpRIrkwPP<tQR0HLEU>D#Dg6!X%S?jIVue%rFEuAhhT5Ct-gO-sw<_<eMFPnROf
zBaL5QYS`63(<=3gKjE%}x$y&LVm-7m>&7afh4jk+V|9Ha0Wfl~m>hXD+1Z}7!t<rX
z<D=o{vcXp-h2us{%mwNy>zHQ4Zjb{?YR;r3-lMy_<ZVPW|DsdOZvGijuC0?$Re<8E
zBk45p^TQbMe*ttCi|ATewC}bbHs4U07yg+MkL6HDc_y01KO+9?{iXo_0EHjo&=+Vw
zm-S+Cs5ot!gfK$C?MMwvvfA-+Wp^4M`eqc-3fk&Gy!Ig*{+lSxM)o(5llB8^68`|#
zKkzhLtJMnX_Sya)sT_vqPhq-itFL82Q%7)@=WWe|v4P%9WBJv1wS}{GO+xZFVcIy)
zAI_)pEH#|E%PAl1yDdFBYBsH`m(71jNi?vs2eC+FBe}_@z3W)MFYcfN&>_u2ZEkew
zKhP|iP&>T+e>%BubtJj_b-Ylwp>Wi%+dy|~y7^!AAzAD-Sut;P!H4|w<N8q~bJ(`%
z&DGDbVTzVpX1FKpcY-hX5E_9cn@@B0iS8~wk$-@puILuKeb4?FRG;mx7V}LiJzS|2
z`84pYoj>f+A6=P0r63l1qmd=N!`;DJYiW;VChb1nJpTZ+=9kLjy4v=Ax_)APx_v$W
z0MqW{W%O8%X!Eq~VfL((ljt{~{*<Yx&lH7q1+|TRL-YF6+wA&*#jd5W`b1a!Dc<^T
z<QBHAThFK9MB04T54ytF%|5c+AM2WyE8Dei_?W?O3i^q2{VD?$&Y33TE$!I;?g1at
zrb*${TrJL<D*phrG72<XX#W5KJ#~8d^$C{R{qb$6n9rmvDl)e^TV+k{=dmhB^r<D&
zUKZV^t*lMzW6Av~qVDd%hSaZZ%K9W^e_AwK==*}#NbBX)bW+8B{{ZQFQzn0kP^O(F
zgn<75piKq8(lCFmR+8sO)?7wqcRql!ijlOm)5v`~%^m$-LMZ%yFx$(^r{X*9bLpoS
zw=FmOkRR!qw`;3IblX)WAMeIj`PF#uZ`Fs}ZLQ)@UpF}YD7kxE@)A4q8T5_7s#1L!
zGJ<~+`I_N@=}xQxXD*t;MV9jD`fmh&wPp=Y;zt4OCW(DmkMXS|Q@S#ApV@acsVR#p
zxA70oq^%Q7$)<veD4+~48EN{iso@<)%R{+qZAw%E36@h4Q@9iJ4o3jjh|Tb`;@$Kw
zYj@&zmflgeM4MKb(Shm+!N~k8=(;J~N1uE)_+xM2eJbTHrjGLd@s!UXUy(xRYOZ<i
zdGGjEmyP@+b-xH|T6UKOtaq0YY({VtXCU?M(z@y@TvK-`Nu^`VJ{I^pUGO)DuI)8B
zZ4}9LX2e;Ojfy(){nJeNv!l)9Zw%UL+FY><xUW`b^UEUb2<m$ta>Bh!iep5s2*4Tc
z1xt*tbjpmQYcz2_1@OH79q?YAYcN@F;YJb!nC!`7Ml<Y1aXuUPdE!kY;??JhuHdx$
z4A(bO<Il+gLd0>8_N&+A($$!sw9dZD+*D52P_LG@uR40Oj%qbm(AP;>UiL7&WuR!D
zG|-<)zPw0IL&ouyCN~`zeq>{~CcJVVhQAbiD$>K@%}J%RcF1c>!5X)@Mk5F5pRIif
z1)OrOWV1+{=nXaOFH8RF`^#VMh{ZJIiIRhR*z<pe+82xTbEqE{p}$+ES4N&=GseRp
z@_P}E0qt3OXTx1?&*KcfCQ0mI)0*OWQ*4=aS4UCu;~iLcuV;$gmMxRX=I5y+8K_%D
z(~Ivmk?!@yJ4=4z=7O^9RE|6ARP$%OHwZf<U4JU_zllE$WATQi{js8nEj3mEOtVD7
zIkCVw11i`U>CYWH*R;nHM1f;mDD6)f^r1paR1&DAy8REC$HQ-nH@4r|b6q-Eu-e8=
zL3T3wHVI-qh_6rhXYkr@0z)&(_SYAeI1^4Y!j6i$?Vf%A00CZ-Ks2>>Y|TpAo;C4X
z;fB5A9~Ic@I#IP2@Y<|T=S)=Y4$Z*9>_vLTrkfR}N=Y+k`|ex$)zgmjP~x4g9M4-G
zQSm?F1imrU;?}fV$Za(gj7K6(kdkfttQkQeyL3GVOmoLC!(WUDHm8bb3OE3369HdD
zb45}Wh;3td?IB59bc%``=Q%j%nwp9z7?`D|mr>M#_|fJr4i0hYN!TpPy1)E^Z@=r_
zPyGbeXMsojTkj2j*ecim07WfBu6ThVv%P`fn;t}icEU&9H5Y+y{NIP(A4q=sX_m|L
zf(ArOQl}PEr6sx4;8Gk8wUWnLGH|w=Ki+CDF6_L44x@0fKYfl@`BLXaDs8^zsC54L
ztoz+|#>M=(obU8iCbR7H{VHZJXLT&jImevDRFhAsiFU`N#_BlS(+vLrDvow*8ZqYA
z@zA$ttlM9mw*F@9ak&bQ)~nAZwkE_e+7!=LbD!l>$uMg|w{9%l_g5LJR=R8w$|Q$b
zx|II_bV@NxnX#zGH)(12{wD`Mv*TX~-s(2GmYXiUV|6K-)_Cug9sqykncc_(=~H+I
z!^T}s{{X}q)$$Eu{D8KwTyOFs9T2y3)7y&fu5RvPaT940T&UxDDsxl9t1Y=dWEL_W
zgoVhb&CnEiSNs$*;%!bd<-w<{s6UCN9MEn_wkv!R!H+^DT+}P3-!#FOU2>!Nb}uwu
z-9Z=;UD!)@RAYFDG_F!f+Qe4&u*+~foql;wUoU!}<SJ|1tEiYnbXjiIe~gs>02*5a
zv5*sMU@c@Eg3#^7B#`SST&AUMvpqbnf1NAnH}Pxu{{X-ygJhQM&1?1vG53gEimM%+
z;hQV2mtXFAYfscJEaSHjYKqghszk(ol?Iyzhb+6SZ5la8A(}Q(`qK!jCf&#CbK9s`
zuC%#tNd7M<8eKXoITf1MPWu$N;hr2~rkQok;6nC$Kib`zF6D_V_G=QXf9*ufp#D_C
z>egS^$Y8hD%(?#1wkhf59RC11X00xqv7%~_yv)DF9BxPHRjgsqW}JPN@<)8|Jk}%i
ztqZxegnhP_cG9P-%0b8FK;OmvBR@*F(dBlNO@>J21A^he{c6Eq5Q(q_gGZkGvsMi9
z8&bNMj?j_!qm%m9bQaoU+<xa>ou54gz&WRIyL!L#{7X0TS|o9<r8`3}{V{d`(No<`
zdvCTlH0HWMKh`s@O%yZ<>Hh!(>1z=+8y!Osti+T3+=|<*DeNvCi`(9a{{Y>L8mi5!
zSmdCh?{{JwjT$IOk{G9%y$r`6&ZLU^`5j}H$s>={%bKp5m-c*z?Kg8z^oNhoRkSu5
z%5G>&f&KL&uvWjjqdH$QUi!N4sbt9n$+aa#bN$i@tn0fut+650E=bSaMF;v*CejVG
z;!6t%GCDIh4OoKm@)pLS_Gp*=m;V478@`g!i7RUtb=yKXb)+Cd_Lp*YEYV{%YF#qU
zSofuz9%1BfQA53^q4Gs_$m`{>%~GDpY)EzcWaM*z<o^I#e!8J(-j_@adcB~^$z>EH
zw$uJKVm)5ir<XO{ere$B;+t=%+)m3Jnq;V+uFF@Zv`G{Q#Ax2TL7`sW>(CoX+M+X`
zMYFp7{{WkE{lF722lb}MHQk@d2Av~E{pXZZ?qImI#Iovb9AmISifPyM$5n-<X>-9L
z2?zA4vh*tQw{`O_MROdBnZ!{@du|4xmdff}yjp=o^o<2Mw0j8?&W_3_W6JKT{${gm
zc12-okdOLmf5NKW#T$K(#=<71_BoDKy175z5Y+KoSZZ08OEMV$0MAvyso}qk;@fj1
zQOJ10xHV2)9L`!~)b4`y+Ke$pweA{q(T+A(mX6<Gj@C6kpwpw(e$AECuC0;10mt*I
z(CS9Pj7AID{{Y%#&0d9U@7115FsJ^SAOzBn_gLqDwywL45!vcsv^Q+o{{WtHe}z$J
zmr0!YcGtHf)E&e1HDRpv7-T<STS(LW(^5r$C9%e#b#4#)JW=Yk?j`-#b=#=xdzf_}
z`1sSFGyechR8)6XS4ekhg4Q<mWd8sPd&6a_Ht6ppKGDiR{VFAbO*TScj_QB+q{#hE
z4&7D!!D#f;$^QVsB8vM^vy=@^?$t-4f(=gZrt1&2ZwX<>B9xEiQpI%BzT2xGFWrio
ze72#7`W%r$-k|}ew(b&Y`&s#HR623fTuEyM#lwHKF~{m^c&~2da4xjr68`{soEn6^
z{gZ<=;gLF!v44d;-&yJ;M=Vnw-!c(NSw7xFvwF3EJxdobEx-Z`kpcezWCCiNTiogF
zvPr01Oh32~9R5P3lSzUw8q(T5<B(a1#W&2<;32LBu#eX!i)tvo&i+h8saxH+Nvvl*
zfq1HUY$6G|$|xgq&RJ=*Uf5kn<+akQbon0!m^7G@F)UMD$a;WfJkwuzw(h?n0o3i+
zea+ptLDvzV@uE#vOS&Q%ZZdjc0x8RLd>A3qiy-dKD(~5Z&}Yk7q&}E9p(oLbO)rb^
zv7XvJv`OaKz+JkG$VDu7n!>go!X=D%Gk^7}Rnu<+=le!LzMDt*R*J*>pDtJPJxLvE
zqZiu3l~rpyOYb5}`+cBEG;00E;Z{-BL6snb+*L!RSeD#vV$ZJ8R^yE$P^bcd*jB5X
zsf@Wk$m%Gftjs8)ibD!0qJRuhMHB#0MHB#0OGN@3OGw0pBmzk6D=GCmw3lk>(=z`6
zdn5d5N?fJJE?XMZnW~9!(?oYGLf`FTvzpUWY4=B|sE_-;SgCa_u}Yoyb~f3786*Mk
zQHz*Kz?C!Un#`L18)*ES#%W3FL}v!8+u7*1a_@@V2?wf?QtEbPDmGVlHZCs3yhZjq
z4@4QN5o>};0{xQZLGEL~rc3>+3G(e>w=oWxb5h5BEJ=+(MGkw1spogz#m1Vp*ZGz%
ze$y%gX)JM{_SZF1F{?t`?ryExA=d~&{&ff0bo;qWM|~k<*=98}n~gbqxNT>;UsAyT
z06H(!X<OZ2kNK7E?(|E^0#7k7?93{}HW6DyCev4Y9-HMjH0xWIng0NNraT|*Hs9$<
zac6Zi=HF5<ulH3{)bFWVX?uL`zX7Rpte5@ugbKc*O#c8%Ti3R^P>p(R+;tJi1vosq
zbYJOH%W|jEJpTYHsFP_ob70soVtTwJQ`<nb-O~HN;FH@}n{+cpd2?_F@RtWQ44RD6
z&$0Ab*nfD1{{R}jG#3#@2A$+aJsC|$3+h(j$$K@qh<|VqL(oxo)z~D3p50Bnt7hk}
zP#S{X!%&U)%c^;(Iocx})mxdg8{3>sG4l!NBw<<!Xts9y^w`9i{``i7zpIViD?X(g
z{X<QbQ60{kJnTP<$SwNSt805{ZM@As-EF1pUOlw2U25KE?`$Cp-GrI`lwPfs-UPR=
z1NR9o+Exv;U+4G?NHyhgy7JMKb^X!L^QP(-x@kp+QvKt1+J_Zl*1|h@{L6cpt_bG_
zOy;6}O83v&bcqQ5@heT}5%;C1`4QP!X)>XGJ`k=sQgS(`?bm$FV$)#t&T7-6+}n@d
zwWFU*W~xP`+#~seSh$c5cAOmkln(pd{r7)~CFGW$Wf5wV#~YvSxmu%TVWCStZEj4G
z4nXtEe_EdFR7I1^lT5g{E5`3CtlF$MFtbH!Z6xeoFbJh^SA=?uxVhBfaIk67%Aejc
z{{Z!>QF700!ubWEBdB4Y&Z`YSR`YiaU=;rElquKOHkR=$T7+$I*y<uIDz5s8B=-C-
za-?<^b50sPYIZ%8Oh1)cySuxyRgHA{uN8lf<)}3Cqg+diTOk~Sp=e6~07|iO7Q5&F
z0HfSlh<zO!KhB!irv2+b#C4s+Tq*N3=d?Kc%m)=l<4(SkZP4q|Ml<(zDXY^=*7j%n
zT3CXfGN9H}3E`=x+Zzq!@G?g<haRu~38OTI($FQ;QeXc7v?2#JPSR~QX~x|eNF?lD
z3}Ua`uB8GhX|TZ2kNN24i)l3?r~5((B2048y)i3V{{X38^2=9wb7!eT41JZN{{ZXJ
zRW2>G8Ko~Kr0U*+;E(G?15Mlh0ozwM4BCyhBNkDtex^$4D+637%j;KJX?4)$!?fFr
zTbF}HG+2F$As)vSpEj9tGUHK^7p@gY_*Xp$0_g}CHQYc4mN=|qY3^@QE{@N04lQ0Q
zGv!Mp^Eda5XZ$MK+gR#}<~^`)`slyoS1uF?$pB~RS!PEJaO^&Yl6vxr>Pqp^jh5Q-
z&GTVnY@^h+Kai^yxAU+3e;6bG0Cm5{uiFyV*(8&W^?`kF3pw2sXX>Jfd%B>DQ@mu2
zS>S_HA0^X)=@aAmR#diYrA!_*znqT2%MaAnhLsd?#qvh0{^-SOC<i$eNhvOFqUUtq
zF6hg))ZXoaOJO`~>mVQFRxYhxNVeNFaW|=4)<20Qk}vggI)A!xS-KU>?{=Z4k%ysT
zXioYv)jP+YIvUbNsaSy}&Z@fyVGtEMYg&EWVhJ6bo(@oq)~t%GgCHNMs+S0=nN<Vm
zDq3-RF(#(9T9scz(+c^~*+kFOaZ#+gt+&e^oCyf&nLql}Lo9}H42_KR&1*;lTAjl@
zccit|3C*UIwZC$-T7)eY+liq`Pf)BXyXlK?OsRc2UqpT>pJ#)4K1_MX_eEW|0b|09
z4{9%WW>lletXWPwne4L~Tinh+yu?+jcT12>#j?hI8x?7JLz?7o-Hpp-kLOLd9R(Do
z{QI2@wv!en(sYb_AT=7@Ph{uqGrYL|>|fzaqX4PE1L<0_f#@o^bh;tV(&T!X0(&h^
zU9AkH{{Xav3VfPrw_x^gMi_TyBDA9b9+fp*X<c2iT}KyWX25j<!_G)R{{Uo@RxT|(
z_`nWO`mYsgmY*WonYxbmS{ZR@`yX+;xIV?|`GFY%unY&N%}YsD8fhU)a+B4Ni#v5W
z5g<SA)SzHumX@g`iEX{YiYX`oXrhV$N?Iv9&;rrYibfnz0@4x|nzf7K2^}IE9hc~F
zP~~NE;~UDx;B`I4EqV5nb30uP)5v~q?rXk`{_K4ygzkq@pCcbjNGPi^7Lt;dfrS)N
zKm{fRDd|Wk0+rU6Z+3GaWAtJw1E+n7cUnZu-iAYp)}Yk7N$Ol`%WIg)bEt2`wn!Jb
z51NwY65=og&ye5jky;Y~V{SWFD|HM;e3+9t{^+b)=yXzC`mHQ!!DBom$Tb<JQP|+r
zcN&xq;U=-3LO9*!W~b7C5Rd=^+O)7S&{9jVN>-P>ui$4}!D}o#?VyesJ8q8@!yd3C
z;(L9bn-BQbX0<GdG1((8(Bh@grj|$f<aYY8G+$Djd1K69xzsGyA1eA(+&EyQ)oWV~
zCgkq7EX~w@@YcN1p**6WsHkL6iZ+0}cH*VV?_ovSKJJBgmr{i6hRQdLbS6*!wND(<
zc_;0NuoK)crd!DD=Pt+UX*Fa=g?B2q)Ml%pI!UP5r}hXgCfy#ZK6BA!6=GSRO^?g+
zZf=3^jn$cDZvxH=!x%a06jwwE<C+rcRa?c`>Ws@vxb7zb^ywo10BO()p6b%_NB;mv
zzgUy|y8)?n5?0ia#~rJR^X3;v62DXYMuy9$4tvRIZ<*I1y0DDB-QS*==&^r=Q2S1c
zbvMms+s}4{kLg<4VJ~F6$!-T;YR<(6g&&m-8Ae<8D80P#z(2DD5rh5pH66LuV{F{L
zvqn0V$gJ&Bd84=?C3PNwh^x9ZvP!HZc5(jE%~C0=N2lCHdiovIxVo7O_a0&Y02;An
zWn%<JT`@x(ar?uAQpp4+PGXGz0Ki2^$|8(;U?=;$RP$;%T}33ye`(hI%o`|n`uU&z
zYL@M-=C%ucH<0+}Y?!N7uFTxAKT}mTJ7^`B_mD>X{{RvLPWlQKl&x!e6|A(~IJWy+
z*`z&x*Ot%gQe58Zu}iWoF{MGq;~?gx)2-l%{{VLkY5wYgS`N*V$^7U`LC##Vv)9z4
z1hZUQx7uMggpRv`Kb=ti$5)uTYd0k4?uh{vds+bL=OaH_;_X#M;2;2V=}n^PManIw
zW3Zm$T|NM&-fO|?04AWbze}lpZ6;_5{wF{&T9)kJXHHK+-ld<5XUF$wG4_dFSj)Px
zypl}8su)Io?!alvw-z?e_je}gG0;cP<ST>JZf9Ldg3TZs&jHV^cD@~VlE*I0+;=&q
pjpY`gpXg?dM@N=M-K5G-skS3Or4`j8uRkdKsG`LCNcQ|s|JlqEWTyZC

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/images/image-8-Micron Data Center.jpg b/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/images/image-8-Micron Data Center.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..d95e6a1a8c210cf8793e31078aaa671ffa1ce562
GIT binary patch
literal 117432
zcmeFZWl&r}*Dg9((1Z{mI0SbH8hmhf1}7xAySpR=3Bd=MAi){j1_>J6Wso2P3GVKG
zC+~O9xmEYqy{GC_ogd$x+EcxEckk|Jb?-H6J!{oG%{~1Eyi}G~k_Vum001b+58!DL
zAOpa9_6+kG1{NkJCN?$}4j$2SJX~BnvR8!oL{#K7)Kuh@ly4ZgnBUNG&{I;fykq5f
z%frvlPs1!MF2pOw#mCS4?;$AI*w}cuc%;vtlk(D1((?ZQKAt)O1XvggsHtcubO2NW
z6f^>qryc+ea-J9{|2Y8v_kn_nhK}(J6AK#$7uf*z5`c<=hK7ochJk^Oj%*!-tOuYI
zV7#K`k$Og`Wrj)TM#LMIn2SX(UGs}rd-9lp&)hv68|O6%DH%B<6Eh1d8^3_yJ0W2a
z8Cf}b1w|!g9gwb`zJZ~Ug{76Xjjf%%ho_gfkFTHqr_T{zBBP>Xl9E%vscGpMki7hY
z!lL35XlZR-J*=UzsrhGDcTaC$|G?l7d}?}T_V?WU!piE}`o`wg_Rj9f>Dl?k<<<4g
z?LS;70JQ&th5Y_6VE->%1V~({=;&zZnE!C0p!y(BGy-%CTApXGq_i;2+z9D-!?1{?
z6LV{RVbk+z9}}CqPvX30;9p@p`3LPk$o{_p3;$n2_CJCBKe!eEcxWid#X}<i00CFG
z*Qo7JfT~ayKwixM@h95Re^2*+-zxpLbpLn01OF}E|Ca9mRIvXx1M~jQ?#vY|keb~{
zOZ|$F_Kw#dra>I5hF&Wil1BQAN@GRQe!5~~zW3#BPfG}`ajDyKuS}U0O>J?R)+Ok|
zKHamhaFDvs=gl3PKg_N>_ZMTm>Nq##A&hjZ*gkxLUc5_QG~1zK>J16WO3kS>%6)*|
z^!Bga$@z%F@n)=JiSIQ&8eT0l@5Y*_JGxC^ecv6^co{TU<;+pc`R>a)W~(Fyi-tN^
zG95oap8$LMc=#T(F)2Ul6@ODgr|RioY!q0LC%{d%clC1HMwQ9Ea?HwuQ}Gt#j^&)1
zSN1;h^!<AGyK;Nl+zfEd_>Zce4f;Z&p8z5ss(T-{?t2X>wWluK_B~n3h}(aWT;-e*
z{i*I9A9(_#mw8UX<87!rSIhNYYbE}xnX)0JGCnJ_C=_@+;8MJ#&C8ijo+<e!E;R*v
zb%K2>cl^44GV#2yPlK3%PW!6|g2%Ee6y~R9N*%Rg><RYKfi@a?h5zXhqsi7xKd1lZ
z-vy1ehF%#!Cy69gvP77FP3fIwggaLG=W=47SN;~wWmDTVUDD18weia@<x$RejQ!<e
z3N*YLX<rP)Um-4By2=qZ-mfE$@#4Xnh%Iq7pQ+CNWQbyy7d)_JT|S2l==TKR(I9sO
zE+?PStmucY!MNB3zC@b0<+D5itYsc{fIN>x9rLbF0Dp~<kO)&;bzF_z={wv7-pEVP
ze|1v$9|a>?JMYb$8R#WRebC6!etJk7^Cqw>em@=9@vl%H4nHWW{?}Jx)8$f@=Fh(o
zCE;%#?{m_h060^NDh*}3^-q8l)0rziU@h`~$G`jkDgCDfoG#4?SPFmCysSO64zc+4
zaPx0+|D!-$9D}tQ|DWolL#r%0lzaDJi+eWK`a53>4pY?!g=@Wn%9>njA=DaYE<8Bl
zgg5c15z&u^>Dd?B>`^JVlj~K`;&3(tGu}oMmR*N1`TcE~H+5&<p|}V*!uS{2LhO3H
zHe1hB)Rd(Kv5v5?fI5$itxbyfu0sH~@Xv&{Q4vxj{d3dJ`ZdkyuufvoPH`C<L3?@S
zPqjupKfuKR5=yZ^J*qSvuM^c=T!?a`heyY{#!r#E8GC4nW5O28!XQCVhPY8Ya+`pf
zi%XM_w4p`j^RE_UL8;!DuxFzvyK`j>uFZYotilXy)HC_TFM5^|zmh6HY>iKcL}<JQ
zJMXF}y}4Jo)=8iYmFLs@^!x`(IMApG{%Kn@<&SchVowsaxB}+s4?9hZ)U<!AjXC;;
z^q#%uIPw!$po~zG^rS&CuWFDu=Jkw-rt&3!tVvd4^h#A^t?!pD9BUP;Cx9WBJjwaq
z`-r2icx=1bcpopQz1w1+gf(w}szkSy|MT9l<drNUo<)q$7VA=1MG`Y>*^DOwV;z2*
zin+8OE(HJHmxyb$Nf(k#?70=Ii<H%+x5N2oni3W$3O@l`2t`u+p<VGCnjsd_QFs+x
zn|D!IgI8j1MiYIysdgyV!36%Pw>T<;u~Oj}4zYpPTQ&_2a?%v_9-_|HY6bIBSWEmB
z?@lo2(ay_f8^1E!IR-$g4~^dlGn}fu#p%l{uGe~=N8sFE6kk^bz29|K>fF<}Xf#OR
zZyj6!?%GL*r<T8J*5ef6{l4z4wUccxSofI_mP1vmaIM>1z_k>dUQ(^WUr6ehu)zM1
z1U!1TrQD#rh1;4ul?`*J@MBJ3ur-V~drzF5_2N5Cmaq;JU-qz)&ilAlt`}ZQ%U_$*
z>{fh@2ssh8Kl*VB(5_EFhxMZpf{W<M4I)Y1G(+_Q&y`hbwK>W^l<5T{+?A+r%0O##
zt-7jWKp&;|7gjoEB<9yw^!KbC9|t>M*xxFGVwJz`uNIT=;CG<7*cQ?Y*vE=eJ6N0B
zO&sBJ#5Id0eu{xffIp&sHFRbG_UxmEom1JLJb!~}Azz%wgZ}7Cv_jVFg2zB3LpIyc
zr*R4T@E;8z=Wyexm!n%eH@q-#r`(SJtE!d#@8iXW)~?q;pslH#6k<9}mD(fzXDg0Z
zZNwR)_)E77fe*sMl@)n9aMa0#q!d&|fV;i+^e8*zr>wEI%9ov3R)OE!$E5s!M}U5;
z93h1t7mZ%c&f1H=3*mdO+Y{|zfBFvVYtB#$T?OHCmyTvU-?qCc<IgiL_>#KbTcv(z
zx%v!4ZN`=#MHvrMy8mxc@cg=d>8@H$ft%KV5cHc2qsm;5eN3Q*a8b!>VXUjYmZrW%
zXg<-(C>L8?!57b>oK_5_g>;DvwVs}$4rRX*#AR;Apshj-zOoU%@+TtR7$a8NXgMxc
z$x=m0);WF*Xnt%RfL-qO^5;e~D49hlubPwHg0bQ%ao^>p{sH-IkbN7hg&~H>865XA
z;P&@>jOwWabnM|qu7Fg5ot5Jq`!O*&XI)DLI;P22fYf8|b@t3@F13xZdvk#mk_DK+
z_YO8-bx*K!-P^;EmTSE?WEEv<Krcrdc^Z4;*j}!M1RPhRUV4W_4F10`7G+oEz=CFi
z1Ev&4)t5N$VJ656bpF5KH%8uLcBjcBGS%>XXoL1X(Tz-cRc)FX^#14j@EjHo;utrr
zjsa}uvofw9s2Zr%7q~|}BU;p$I(r6snRb2q@Jy4XC~mI6tA%1LpixDQXtFxrfP$$+
z%C??T0l?z7(2l8C!LIWDQLIxQ7VRsgdde5;m(Wcxfww{z{%k=uh=9ZX2i;XaN6?<|
zqTlBCE3E)WTG8)Jg<lBi{qc<y&3S?9qL2w)kjV>-mk}2hvCeF4d7(n6KeFBb&>gc{
zC5ycPW7siIFmgpXv)YQ=4Yj1BbuvTC_ifx>TAq)pM;U%GV7cI5A$0X#0eP7|o|l4z
z%v;i^_>6jSmgEPpMBPcb0Wr?PYcU^8MW?1w{dUy5C^JLdLn;h)*FO?wFQ-&@8I+(g
z;KSSaeudy09V<ZXCsP{wETZBpuOz}NBy?=29EXl0!>ncsRECcy3|P^Ve<jZa1pF@A
z^-s-O8Kn*EC0KmZBM9wQ4(ZBRrFm&^?LA|`QYFZPQ5u|aS@mWXCfa7YsZs`QtQKOR
zCV2oC+He|9jX*2jk*$jRpS^GALjZ?f(8s#g#7naClD^Q2d5v(5UU~v_>ViMZ(S6ap
zVu(+STBNz_|Gfy)>6q?Rh#})0<KgTRcCk7)YAJ~GMr6(HEy5bO5`~i1W0iOx=K8O6
zZXum#-#LgfsoT#*Q*S~d;oq05v*a)Nn!p?ce((qcaX_6XYQdN35nRFsfxgWr0KSes
zrHso<+f~F`UScM`-c>Pqh`kJ~2Qu$@T#HBI2G-jx+f}I0VvJ^HNLJYtb{|th>Pwb>
zU1*kq_{%E{U9p<7RHMMFT0b{@_x`+?9OcQv4he@>sk^~;_#uV%OMkkHq%IvK-`#m%
zNt~x>DByommw>k?-uG_~%YFJNT0md2+kelFb9m~|{7%`mE#XDV_t=~^@Sp_(Vgo4v
zpYiOv-IwVSa_EVV28j5};oXQh)8$YVf4`zKxT~faD>&uIlDbnV^XFaH$(xdx_|pWo
zG~Fi(WjD}n-cZgnstKvh47#B=IoI@|830}0`i9l|neFn#!0W4347#eATgWqe*e8lV
z$LQNosp|OCi}fiD?kR1Mx0@FcT@W|c)kMOaQts<^<cxT>3W+5~f+uco+wqZFZ-r$l
zFeV==RQ3HwmB*a@0i8FsZmiw1Ov^DPPUSPU-uWd~tt*`knh2?wo$Qr&CAv#ofGcx(
z8U_ouQs0Ue#aO{IQkvHE^*fxOS}pwD-4Hv9pBxy&OYee7c2rMv|9+Vjl?96Bhz4-G
z%r<cReSH~91J?Dcq|t4?^SZAiJl(<($8gftQ>cketI5mznG&z8Y&s1dhOW%X43y+l
zs2r(TjWWAd|AH5OJ)A;~$#{mLUN~hGTA26gddA+xt)jDliq#kn(IDnp7Zms=KYeOf
z{46mOMiJxSS$xb|A@v+vMIJ*8$5yXtLJ0bb$>THzb@L|`jjCaV_Q%OOo^fyso@8Yy
zQOZV10mO(5+j^_Q5QQ@h*b|_8V3=DwXC4h^z(_Q#mGd}Nh6@_s{8mM<>|5ru9(pZP
zz+Sy>OFklm0V_;ryo4$UAQFr~4u_q&n)6C+PWMB0+rM#YUr9S@?K7|7Cd%Us5%cj3
zF~whFz9o)d=xvSCZLY4@2s2z1hk+g!@(av-saS)T^RMx@G|S{J1U(DqS}}wb3bn{%
z;%}@&M4px8KN`}E)$5uea;zl!5{Uk?zq>OG*~+-zk+1$wRZe3uVstXcLKCS!(;n)9
zThaI1j|;%F&PUH6^BlJToUCsjTeVkffenj~zQOg+ooae$DuCrvhume;`;O+Z-sSNJ
zjZc7Vw6ns;g@h--FeA-3d}58J_6jY?Tmkd5nni<@bJ-#)-NBm~jcTaxkX1jf=q^`T
z32N{-_SSX$d3i9~P4-N@U`=>HxZOL$nkN9LdwXV6FB!_7bzC@9&ssdP7?SngPm6w@
zv@5RQf<MA(;#Jh2V|rc2WDiR6@9uPcDzqN5T4WS+K811g^yc;SQEyPA6u#^6R|@FZ
zhqCtP6e`o3yFOEsU^lc9lC^QP!5(!^^mdWXP@Q%nAsc;fdwHz?d{3HHZ;Xi2%S<MQ
zvGd1d;z9!26uiPr7~!h4zDAdC_5RMs(pw<;TP#8@Dih!lcVR9~psR`Un-eju1e5ve
zF-2wf_Z7mk!aT;<z!}hQrf1gZM<&fKs187@P;s!}IHRNEBN0N8SCW`H$i_Wp5W(Zw
z^)FCiJp0&-sYM;|V5cIzqP~HT5hxZ17lNrd({6fwnLE2~yw*F4X|;J4`(^fd?H}SB
zO=^1TBItElpLCZYhohwu>=_Mz#?2ez_22%VUMJMuj2)yVKAsofvv!fp%GV~vMdfI=
zWv^~jF{QV{vrSG7ZdvxlcOw@*jLkcf98hSCXL6|gp;^<yO!D!u(M2v}QZ})|#VyWQ
zYny@w6JAs#WBhW$ZH|k*d*axJkGslZkM3!%2Q6@qaT~w(E@0L%iHySSyc4auV9ZV=
z)2rMP5$#k1U~s#cDRa<y%Monw`v`bmEa&*_cP2P~5qb-1d_~F50y4Qzj9cD>$|>l9
zEM~r?t_^8MwYXhLQO5h1ly|Q4P`AU_EnE02RjAvGGE1j~;#kI+BdF||nFWP<M;GXc
zlCR_gtQ$R-UOJJGG=p~O4ujigJT%}xrgHDpHvhbJCp!P|*k-*;Ufvj|O{XW3acH07
z2opCl@Ha5HQ(kC~sw>$8vNqIpmHe%}yd+L0)p^5PLnf9ySoH3&1$C)TE0uc~?{<bI
zle8SP*D{bT8`XTeE-JMv$Im@N;@(*NtRNg%j}h?^akCO>^k?ckrQv4dCa1xl(|fYJ
zxh<Zp!U_YbJ}!F(@avlac8Nd`ap-Yx6MyJZ0f^rct;B7%DSOhY*)?xYSFyG!29|4W
z#H&s}0XS(`DjY4`TNDmdZR_-|#Y^TWV6SmAHrd$aoU&!2X69~L278H<UHO$=bavUU
zo#Aw31!ICQF0L2@r5-CgZ9dUHux}i<Gz8%s%70uMhh*GNsWl^4H2P*5WOG_^lN><c
z-V3hE@s83U8>EN-e9yahpueda7!9v=eA#Ocx7bRKxYai+SorE-Mbn3Xc}~SBZ<VF$
zw76T{>_avuB+*+KNUdY>!mej!e3g3*;^|I0{z^mbskx^ssu;t^EETn4V&4eUFC)2z
zE{pQ)#t%s`fkRg|?^S~dGw$R(46c<&GC5%j$lv$~=6l+Pf+s*(%YFZ~p29uj!ni{p
zO=!`(uL7x0fV3STp6;2>zV#U;{wc+W<1fY`-e>1X57F${spKHw2B%Mgbv9({@xvG-
zP_3N0@hs#I=zH;8PSxLz1mx2{i_C?LZ#|qMUG&fDb9mOrcTU7nfhuJ*H^JW@Z;_*Z
z{;CT+eR%h9p?rS#+~WAdfHOYM{HGD0$W!DPIxF9~Z`J~C;*ZM-SE+O!Ly(SLI~2I`
zX1Zlr<p~f3TFx==sDB$W;FN=Bcya22bh3#FeeLHwWA;w|VYz%Pd;$QIo&bM9Q<b|P
z&aSv0F0_{<x*sQgg^br}wF)>bizeQLM92reb9z|p7|^qug`v$JYK$e{ncpL|=X6e%
zitD}&hxc>jMeUuh`<&;U&BG}h^8_8)99R4-4`{3+Fl1x%!`=4Oi(>!(D#5QrNmU5H
z1V{$#XtO6IjQ4vRHO#u9#}C(ojh$zok7-oce7|ehb7KY`klQS5ao}g(P`%h4{Y8kU
zhV_tiQY(iJYi*{9kgakilRDF(wDgGiysQrT0v?bk${pX*%XdmIHD9}=Gf7&;7BLY*
zN`Z~0y2lvThh`P)5loZ56+1!J#-~u%GLtSQOMT3xP?+pO=hEn7{`S#^T`R<VbUt6A
zb2>14F8}#%h=_Bn+(Aj(sv!){q!Rx}stq7S?EjpN^;7UVD|J!rmnXnK=aH=c<lUA+
zZOx<#g)|N#jT=d~beg>)-u1^RzvN-3&Yr;^pJJvldaJmnlHk#=?VyNtsWQzQqfrz7
zj0)J5QpmJy=T0gnOCx#r8n{tvv8Q&&b^vT6yX1c;f`GOPxh-WXsC(F*1~_?RTpQJ|
zaGwBykl-nZ+ULvsdE6|CP|npOSKv{y%B8QyeZvE*;AE`39Je*)HXeb+gV}v)dAo8Z
zUb1?sw7RH{_JX0hmdACNq0l*rK#%OVJ8|{Y$&zIi3&iy5pwsGe_f@)Xmi(j{WxHCz
zPhoSqO(pC#Jjp68Y;9~pW_Bh3k*o7U#gRB-d8G<tUv&1c>l~wWW@f0CK6;~~g{Fjs
z@`xUjT8ziN!Fmw8zDi?^aTc7IB0$jX;;-)ft63@GpO%W<l)QMU5?u|-i&WFctrMHg
z<J|#njyOFVDz1`8N*Fy814hDRxOlIM$)F4T3wkUn=;KF`WYnv<^0HxRfI9!U>9_#?
zD@rBWn%DQS&g04z3{9A+90<Xn(u3Z0k0CP7ya;Iw&Cka{!7!<=^@I=+pNZ&N-p+M`
zC%|km-7}|RhU7k0T$XWS1{zU|4ht;{{>ou|$C_^~HE+aniJkk^AiFzn;sm|DQFQ$V
z&!P2gY-^g$aTLA~B}*Yqk({$V)8UmW+{J72xj~*dl|F4#a|we;SH7veWtczbiwHGm
zwZDI!E&6)t?VdCIOy<&c1BdE;_<C=tqG3~nV6%v>9Nc*v@`sF_Fn`NywsYh-j1>&L
zsoTOA-if%psuF8Yl204<l8yG0j07egY3EnWsoU9pZtKANA~a<wJUEDe)98us=A^!+
zfh{%1(Yb!TcMrgK@i+b&RS|p}nT`*}m%E)6=s7h}woLrWb7-4+OP`T!YAQa61Bhc>
zp)-wPt1{BX>j&tjSM*7TwM+YZ-|w*tD(m~d<WNOqW0-sqFEJv*q_Q-d+Gf>WTDm-v
z>o0Q!_I>9#$xBgfiC-Jzxz^=REG-@`Bc7{d@Ih=93-?M|4vP9>LdAD^4aWsS)ZrVg
zu04)XG#R5Zt>0MTS$6Kf2n^@df>;#OiuJ@_|5Vf-mWG{?HI6BmuHX4<D|t8+Ec$7M
z<)|NAR0gjaI<NB%`911tMei)9qLLVmpVEXtHA0xj6s0CHHJ$+P^$c-dgu+85JNsCr
z4noyzbA!gIVSc)4{MkQh*$J;g&nc(UJD(ZpVTy&OV1dJYTsSfH#2>-vwe%<CPFgpR
zNf-unJYd`2*dg`u6M@m%^j5MSaD~kzq#tR{wU=dMJ;z`zf3H|ZPiD5l?CtsC7~KB^
zkQha35_mju_wqdQr7zvQ?{HH9AF@7pH@XLxDeiQvuzz|CTEFiV@~xahDno3b@+LZi
z53!hF1$%@>dUmI~UAdL@J`JeA^TaoGa(tBN({W`-H@RAW^w^!1Z3XE5>J=AJkhq%p
zb-*v>_e?V~-t4wHK^@EI#E3t>sf%*8#ve7ENaJQ-V6MHlukd3>clA8V6H%cM=aY#l
zY_;F_^(&y~u&v@}E%VKj5kQQivya$jpvL5sRn=dJlde$xq*2lD`58_i^hJQt93_PM
z;&LX?D!ixW(8E*@hjK_|>f&w6jn>x<rHAetoxfp)U_!g$x5VWZ67_c=)QwGXIum?o
zWpAX4j)=QQ8XK39QF-H}Eau_rBY0v-dBSk$B(@#FJzKJU?DV+>KjWKere7>!ZHUN1
zittjrHO%T$w_u}CBfOF{x!&>?VsoiBp7-cAC(uOyqr?;-s_!zr8kkZ8PZs{LUlxA}
z6w%m+KIorSf>)`*xC#fF$BC3~+BOoN&5>S3PXHTbV6=l@e#tx=HTkpB7Hit-<Y^tX
zukowI)q`5Rv(BHjN=rw^YZ|X2_!n}Ha3<Ncz`fQxa*nn|LrimVs|lSUZTgBuiH1LI
zVRShOA#Ez_G)KBgEKpaOP4=Ly_!At7v5;1_UMAahsS*8C3M#vH8MJ9#h{IddI1v9l
zeyV~tt00%Ky-q6sTMq9k^$QGpHu>TNU#PBvq#enP&M$!iMIRFTTlhZpw;LTF8YAz^
zH-UZiKj}tXW1j$C9c(hxqU2iiAweA?9|Vva&TgB3ZYjmjGoIZA*xGrXKMMR){#`-V
zPFZ=awI)V`n;%>8k?jNUp;TY)4%-KX^hXchY-S_rk&fSTI#5fEA85wd^5*r;_H!Yl
zOx<Dj%`XR3U@EC!+WC<7pP3P)^=>Z;6;eA^lm@9lZ-e3QnxiireM;+oNQHI_l=)Su
z;G!F>GD9C0P7JTeThm<Ahkl^1uK>ysx#n!z#m^~t-zy3;P@eUogkF?Yd7FgOetyZ*
z1#gM6VAB1-|1gbKJX^D2jQCYJQLf&Jo1AGSCr#910cA?4Q(;mXCN$DJ#?oi78sE{(
zAL%Fcc>9F_)onPt7+x-0h+q*KM-w2V4wKp}u5U_Ox~hCD|00MzkCV~TQ=aYeU44Ij
z+&ft6!AF^7hA>>`eo0t#0Ij#hS!UyqfkliSIC$)DjcR6T#QLKISU>Y)4Sj>H^-Nhn
zYl-yf!J7d|@ix2WwZ!vca<#&EK&Dq`iI6k;Gx;~}Y>Mae#lA_jKb3rSsoNvr5R$9X
zd>S~6eA9M6yO&F*=a3=U{;xCj7pQDg*`Wol!Wo%yiKyaL#Q|>j6?x%;@uFP2bnwxY
z0`#)Xl=}E$v(3NSi0Ng}jmDDJk!iD?U7@dniXHK1H<pKu?w}pxh01|hqNJIx`P=?3
zpU=0F{9Ym~t{R^&K7h}Od#;mv`5fE?VD(?9M1@F^q`Z3&W@82D1T%`u3;H3@(oim*
zZAKk0$7thlBWk!6>VsattdEe}hi2!Pp4+M^XT5Ap7AxNWtx4My^{t3+QgS=MytWdC
z_X=f+TT(%;#JP&xB=0_Y3JprV2|XCKVI>u$<>*OL8uw7HNgJnpQ4G&cOmjpTHBs!5
z{D^6>IEBp2P*P}eM?{-x0%*7^?PU``YElK8{tB3OAFU4jvnT3tzgs4%xEMXiuT=2W
zUCZdzAlF(11&9!)V5Vik@Zt$D_8D)VSc>5!>^)OP0cY()-Ztv>0OoZtEU87LI$b$E
z!~6Zvg6S7{BI5*G&eBEM?H4F91UJC7upjUuylmHK(s6N-T7)m|37|Yckkg9TI;$|R
z^jYNrRVQ46Ubh*P8yVuo&08R*4A$CM>Ba3b>ptS;*w4!zvw>2w)_eZ!X(v?w@RQm)
zEcVcB?Lyo)`H3sM39`>08QVxdWQOt=3!vLHGr;Rdo8!^)E{T5izVnu2a){G$_pzwq
zvPIax^^mvKZZb&rVtRB_qIBW={7r>tAH#WW2OImj1Y`1DR^)7Bq1uRQRnZRLAL7J#
zFs6^$@16H!U^|<_9?Ng2lpcH!`~LCDeGWY^z(`NS+ftE7Vs(d%qnxW)U6d6J?=GIA
zau^#wVl3vW_l53{DH#@^zs2+e+qZ--FMmTmH^q9KQKm|S*A{g&Oszd^l05+;Fg;8z
z4)fhYn68{Lm$W8yvb@y%ve>kW>P4JB^po(3^x6iGqlb9ubj-%A;om7h*rQiVKe$u*
zncR)F3*z<$C4Zm-uv-0b*tpFEFGrb?l0lu!ILtqLd2GI$g3+2l$CW3h=)?vTMjkL>
z{(Sph8`I4No3|9MbiF7ah0tP<T(h|SutJw~{vlq?)sI5271ntVzOnHWbsdn-T&X5V
zJ-mXKJUX?dJa9EbDJj>o-~Q)tuk4^wzVAT6pk{4=?yONnQf-Rb8gDYQ03oBPWr-m>
zndEltkQE!#2m7B$rLD&s)@lu6S7q0W0a-ba5ZVru>&KW8i*m{<5T_*Ok`+yjzMbaD
z#qL!I?_bC!5rgPx4$+yxf_4U4<O3j>BlG*L*98fScv^C#r3^+adFdFGlPU`dF?Bi1
zAh}VAwFfI{|KDQkhfZYt<-ie%`j+tuIS8N5h&~_Fa*#c|#ffqTU=Ppa7O<C3bgaQ8
z<V72I(-xnM<C&hJyWX}J44yAo_w0VP(>GuYRXufi^Wv>!5re!A?3qR(ha3MXhSa#b
zKgyoYpqTf7MWgV*O~GL>_;q{vX7Jgjg+U=C0n2VYco?+EaH_;`Cbgd9-|XZP)|QeA
z^wjR)qcq>#k2E&M>f59dbqCHv3%%mRY?9UKKfX!O@DE>6lqJKgWIM3*R2HkLWvovr
z*yC;1&JlDo_SmT_EG&=!z4%SDgEdJt1`2)aHdVZ5vd(h22ny>L{;SuX21VGVEjwj~
z8Cz4hj;|aj)5<H~CYVT{NDPv^5Mqdv({(J__PeMIztR;c<rPSgUdf~p&~W}6)AMm`
z!<Y>7@HSZBhki`^XJvmkjWe7dbJA}I26m;2xI}R3oB%dkm7-IMzvK@G9JRjC@UBC4
z1Nl}c+JgULJQLLgwx%_Rmm>YwKnkwXKMu{$sk8C_^x;KLgnaW6sf1arl=0WqMvL7C
z9}-L|sKP$vPLaBo)%Ny4K76h(ImmyX+hm|~G!!)Iw+t&sIFR^F184dlD~X+II>pC5
zbYWDgOJmO5MF}L1Y5fc#)$G|F)Ays7wVgZ8&$NjG1D^oP9*BwkSbJS}?`@GQP>cdk
z-az?}FNwy_na{QE_sET-$y5z-sXc1^LoRk=*K=Idr(>E$qdUuuTX>ofmeV`V>hCP6
zyW2!q8Y?$%^czGVnG%zkPPl)jPRe4nXQEVzOm%F}(I6G#oswE25AGPe4z=zzNtoV;
z_6@=%VD%`U7sgcr;%()P+E}a7O6O(d-WdY-O>$i!gqOtd)>$LsqG^;uadC~=T=v~@
z8O+ejuM0D9IwQN(1+`{~d;3SqnuGK5AQe#3MT`tM5*S^=RmCNM?W5T5Vztl4ok|<}
z?(N=zF^kD>l5|EID+R?zb2i6~pK!6yaQ^Q<FN(_*qqj`j2To2)X!ss5&5ra*=S~=z
z2H?!;uR1*4M|@H9lGZ-5qI3fNP6ltaH9XHkLmi_$r5=Lp@$i-VynfO$y6Ra8KTApf
zQ!*E%psebl6!S}^Y5%kDlDs6MJuf5MUQ_v8s9<4ANLK?H+V^SW0$q}Jy6KnK?^Hf|
z-_TK+T;1xHiL=t790uF$(o<p1)@OfA=e~YZ2?24Ie_mQj*mLl$n0i^2nzi&3;+WP%
z!Kt5lx>YDW%5cp~1$~%Qh4}tetpU9F)aH3+XjkJF(a0c+rJ5wMC2m-nHCwT<DeBTT
z(NU<`+?MngOa?kH?T*>ZrdyD0WOrn*6HWEz&@h2xviTMe>9af42_7m^8JFbc59C#)
z$AN;jK2Yh;!A>?2C&n8cNUfOhdz+LoKbEH5Js1qPJua~ZKdxH<znL5KSvUJ>ERpKo
z>Z=f0i`wQ&ov9)oM1KbcZ3d+Ka!8Os-hXwK?-M_m8M8CA5BvzgC#KM^P#3FFyrxuB
z&@21?#;SzMei+2X4)QPr4^5GaWJK`C;C{6&p9FD|J*!OAs*OqgmTbiomutJb$0@s7
z*t5WyVk8osFw>`{^>(v1MLlXTWeDU5vx_u}=rv=ZBCygkicYO~TVkLumgn+%Xr#Ui
zCQMA>W-v%^`GufYzMt9l-p(>PmivRU`H7*R=!;I$UQQ+tW!5*<ZQH0ZM&{M#v6`&5
z#OW4s^(oB-LcMz7b*v^K6+$J?)p#CuO4Qs&cO4T_tdr7+GxW?q4U`F&?!J{1Yb4eu
zpYRZ5`NEW~R@RBe(VrJ@WKWw>ErPTl%1N-XbyqpgcKe_{*3n)Tg<$%~p~$Gan%%8?
zcJUmy!Xz2`08qo_rcTp2Wsp6^=7hJ0w`_ynve_9;1Qp7WQFU)?gJ2CBGczSftAtea
z1<^Ss%%IcQ+k*0w-;EJWOYyK!O^&#8*`PF4+utTp>-{)k3+X}l^B?%>nKVXi&+BD-
zHwy-eg+FG{L|DIlSXrPT0|vmOIk74VTo9fB60Jz|lg@GeYof9m;hX3KwQz-)9R_L8
z7j%MYy}}Hb9n(9G&Kg8*v1ZV(T{f*Op`syM#UWHzMTzObH(;B&Ar!GN$V3v$)Fz>v
zaKcAo(#3KAD#o&LcXD1=-+`?hsUxF`80c&8=a~LL#;|U@<ZTR}N1S7xHc-cmX1~K#
z65p?6#4S$aN<6OdTu+*R7t?X>YJ*3_2l<fW;_FYn+9t^upWZeyKWEuv-7h;(V_HfC
z{r%CrZtol4n|ev`m6O|LK(PKtU_!j4DCDec_=rXEO7#@cj7Ur##@7>XPf5G_V{T47
zYYcYkxlqL37dL87YxV(WC?ODa)J649at2*6Q=4@aj}j&EDe++!??>8un!_1E?r<Nf
zf@}>P$*#;b=Be3)@Ueg((Ez;{2kEGEHQj>ZySh;uhH0da)SHEK&;iYI%wV^RqCwZ{
zZ~dv_e1rU#2n?=7)-=(8k9d#7@&T#o*~9bp!VGpfoHs9~XQW3XFi*?3ME9}Z<-NpL
zMoiX|Az85iL2U%Jar3S25`Fg`sqxo~eu`A4wG;jWeN)cIc)JK)3inq0t|Z0Fx7R{i
zkqtdTy;&+cuqm_G-YmFb6W+IXzlEbK3%O|#OM~02=3g0FvRjkvMmE}YDfB0ND(GL2
ziJ6M%)-Q;Mz6>o0iM}W*h#IZVUC>xUOR_ue8fThDqfgEz4jRl0xOM^+rj1Gj2PEGo
zcvD|Y{Gn?RJ9LO`#<ux(Z8xsi(eik8t>>8}1}91U`VLxvjH9k+D~azscLSAgR5OtE
z5~bwTkZM6xXBLg0&m{$xULtdaB81hp(FHG)mfj7A<{$BFvs*8aR#^1-j{AtK;r+4z
zbsF@`5#uT)fr6RgEoSQcmowj_2C|CQ%S~=!0z@yAhJBdwd<^mt>uirjbzI!0+Pb{Z
zojqkQBCo{46fO5XO~u;8z@tACdd35%H8zepM%K2YZe!)e%`a3<CLyYD>)Myi`TQAq
zVb5#}@<JsptKtil=oombozu-eefao$kj6g9Sci|MIWq#-CC*-q#_kdLtpt7vqknan
z<*chM=I&SKzDu}hFJW&th3Jc}!TA)MU3{Kv9S6teDq_^abS}u|kqzdnkHd%+Ev<4Y
zYVkvuMz(z|R4x#Y-LS+oY4^z4Hx3ma%)c|bdkiDQ?@J6cwjRR<*BlmQE^}9pW7Iqz
zIMyU9#GZ<E-1LZm&q79+T*e?SRpa+v*7v>2?cCM<j86c1ByWu!6nT|%%KzBHwf+P!
zM{?R@`gc|*G^aS<k;!>}{=iKVp?f()q;1imLGuTAOfIt~iqiKRS&(SqT6^pr{+HEv
zxi^0MOyefTtmP*&&BqkNMFF2jLN#D3R|wA6M?&M5yM6P~rXo0L-*VhjHPVoob8=PI
z>lDJg_+oKvE%x|hoSDG_xo&Ih*tkS>3kIj&aSkFb1cn10yKjTR_!K(Lc|-0Omr<kp
zk&gz|_jW}aO%IcsNOQ+wF<dD&+d~sslK<e7>cDEjcExHn9~eC8SM2cw;24#+p%;#>
z(S1=GS>Q!s|FMiEHn5w@UoXVCl=b5=s~w$Qo6f+ufs)Y)WH7`%<c|PoS!KQ4kV3zh
z65eyb&CpB_&zWT#*Z_0z&Se~iYN~2~JYW5hYQqplxbC%DR@dS>@`qcQKJgbrod*IE
z4Jv6wFG;f2RN@iT@K+rQ*~lo#-uU%5Ghl-2!$RF<GF1s7{<}v%$cH~6<9wQ5i_eLU
zU>#R-l&9n%Y^ltUVG&@+6F_X2(EBkw9yYkmvYBuY$@~ORL{82#q#$HmB=SJ}QmF6_
z^k<p>ra;te(8CSceg_B#Ze__kTLF9QB&N8pM!D=Ts@IH`t<Am3>1wkLWo<L8#c)1I
zXdICzEnKP?-p~9p%e2mo!^IEaQ3v~k2j+*m&4v}ezl?hHJS#_#UIsReg^+6;l$D><
z2NPAsWt$KXU6Ke+`qlR7iddHcEI<CR%m%w}X*IP*4kvy=oTKLIp3)<!e}g|i@-ryG
zx)K38bKbfngW7L}y)Q~nhb-TCYE5V(QFH;xX`>61ZSS{RQojVW(0+_4bemVuF=`<u
z;AwO*d$2=ycoiWj7*|YX*Do4Bl)tyo@Y&I;iw$Q<f$NW?dVs%fKY`!tPS&xh7DzZT
zLc&^;7Z@qvY=aC7=gGQ4<6Gh`a^c{-!Gl>e=Y2*`Pn~REpmLXH(cdrLx*y#oM;)q$
zt$5}N&PmI=u$ngHgV=@n#5B5zcpY5pLK)FLmtt`|kLw*<qJ$;?u$I`EpGGkJ&FO07
zccQ)EyY!T{y6e2uLe%WDa;h8jXKX9vFOIsB(S2J_Y>E>glUTpS(+|kEOU)+7^(grn
z)YNAP;yU8+?tDDifpE-Db=BZH_(t?1_Q1$EH~~#h&`W=xa%(&0goqFrLe-}=iLgF?
zJ7=t3DT{47^=Iv7ZjfNZCj4!PFK)Me#S<Wr(RpUfp1gFv`%+X%HlA8G?R~9(RKMAx
zxZTe$KT_XnxLB};@UO1!<)$D>uOOme*eGB9x9p|RZMK_=nnAsW#(;P`)le=)sfiFH
zb9pR=Ocr1?|9Vu&YlBNIWyv!M8vv5G(y$-8LJTrpk(R=nvEC}^Y>V$IHpPA>1Dq=8
z6>}fav!N(@Oi&x|+82)g7Nz_9f>$J%NH8>2B@9~>izCP%Cr`<nAxSBp@#jn#JND5Q
zL1%{e_(yiZMJ#Dut6^ey(l>sa25Z_Q{Q#8N7Al~8<76I*PkE6mFVVTiW19qS05`tz
zYoUN7;b5c}?$LM~(U&h_lGT>tNhJ4vJK$xZ3fc>M$at;;XlA3sI*y}U_A~&QU0_r<
zN&L*Xs!#*(Bf!Lh8phs=p{R>~W%0mX#2?R27?Wk^p#<(T**Ya=lSEf>6ZO-Z@4L5b
ztc`IHf=Mx~ZR{p&rCqtmmG6}`A8!2Nvpfg568WPnlzMy<*mPfBzw%GkAZ?65e?8<;
z?Pams-(1QtVOxnkow8hL)TJerFMwN%@?1oy03w+PwUz*jSA0ig^?Z&FK5LYE6euQD
zv^f1iq0{1t+@tt~o>M=TYcZfyZ4je`5wy`;PQ@`4&P*6j!A%fJ@oes(tGcAtOuW?l
z=Oyg)a=6YyqI^Eq;;eP*sY?c8NHKh<(1RRvSu`?Zeo43hYDj?wuWo;f?N!z4K#cJr
zcFgXlJj^#B5aGU^MBp)dMkBMg^-^y^f#`!A6U{96vnY`{L?*;P8S`!$a8LfeDF4?*
zG5Q+xhfD*674;6nI%l&CJC%<lNweCdY27-ns@U6TQSsE5WhThmh_Bu={`mNN;JkLd
zx$xb@(22k}n7Azg$V2Uzezgtc-ZJ?WY`<LW?c#;|HS^($AxK2`MVs)^dv1M?NMgh3
zl10W>Zi<#A^M>kVib7-0X|+YdQI2GUD^)fFCN~47C2b11p36m!0KKTKSz}325?t+y
zh4My(qs4~ok|8$ya65a^Bxi<;qB@&4!C1FUP0<<|?JotSy?kPDGk3M=@6du($a5Ks
z7Dkhn2r4zt1*YUnL{jV<se7Q`LanE`@CC(sg!((0^xGE~JMYp&tUnc%wol8F>h>9q
zdQZf2IFH%S_$zosp1g>=e5>HbQG@9Mw$K{Gtnm2d-g;srG6v<U@V0iVA^9wIPgfFY
z0`S-Kf~3?778K+kIZNK_ybI9Tc+*Hsvu0A|A?49oILahPMugK{C&#2v!Cy^;5iPYE
zy9!n{H9)LWp7)9<G!lU2tu1z0=eQIgd`gLX^73rXBqaRs)tK0ef_cRNFu;l7_C#$-
zDUQvTRvRw~KgE-}DDO8Xd)(J`l*QyZkh}6o|IH-*S=ek63q*gRRE7MNi!A?lZyEFG
z%>=f%5U{-*);B@4#}nvZn6a(;Aq6EQY#oz6kNVT^J>!zoEM=Ue-|n_ugG3!Ii7}O+
zDyfT-D^|x)zYG4kL$Qvx&L7FVS2Qs96sKOG+_dLG`6)LB9+4>^dc2BTUWS>@mO~a;
zLZ)Dh8kp6GrJ)i11X2LLJ>=l`sP0!<UBH{QO5w7fH8YsLyzsv8L6bB*%f4rC9Y~Wo
zZ^-^a5Z~O2OY2xDzIvROKk%tFwNINH(D5qKoAb<t)GvqU9!B?6Br(^*8K$|{zF;YV
zBXRs$4oBZZW2o?z9h@YDxfszresZZEA#!A?!DgIJ_20Q`jMVOKnjtIGM`^#&YU5{{
ze|h;cw%68YtipB#x;p?qgH*xcu+Pqn#Om*MO_YY^Ww)I#l+rxpTGnH|mjh59Ca-5P
zE=y`68=@C%hf%y-JGfRJde6~davlLxZS|?MT$9E?LiIoXAIuI83{Fk>OX=m<v4nB6
zl`bS;+V;#;O7l0LPX(se<s)>i=}o<3JiUvB&`Btp_dhKcgue_GJDlwEkGLD(XSLxN
zXt)0w5V%20rSTg{{~9#R$HX;Sx$i0|VjJ{7r}wgW4A9B{_L^=qhs9mP<Gh%+RK9jh
zP!4I!<Wasx#>HUjehcn=5xRG!A~@eu1b0^oJGB~kCgt=NG$^M!8IBzslqQY-Mq3Yc
z?;xfdJ(Pv)RvB%<^=;G+H^Mh`n41ab_w0pDKkFtrKff*^*9P+K+E*4r`)zZq>J~`x
z+$J5^o?&v*zDk}xT-TN7%+B1^>g=DNnhm<cG71<}8R%^uWG-IOqgS+`M9I-vPEn2t
z)|5OiJPn?}rC%XQ_4&))?odj!?+a#Ab{bNRUgH~j#m}K}T*W`{%vnDn{kf@?{dc+R
z6W~PQyu|rJHtuypjdn@*E7johoWJZ0kg*ES`sl363mT4Z{1HoEd4xIqA!Y@eVUQK4
z!KD;%L|%-po)1=Nsu+N^q%jYrO`YwbGCNH6cLW%J>09vG6Cm`e?DeIRQ);5j=+RK|
zHDoe;zLFID;_O|6$72wCWfryW$dH!PTp^Q56^d@~zP-?g6Mh5{uoXR|Rs_<_VoXLZ
z-hF^}M4bnGY%^Q3S80mk%Q?!1>9R3=^8@J>e$CLPBlq}p&%=CCK7Uw{16a{Snl>Pe
zuQf=QWi$3S(XKFAvx%>m)-2>X3q8F6`AaeF)z}zZoR%LiW9;5&j%KGUq;|68#Uv26
zsVw9Z9U#o1fO>7`ysXYUc)Q+oB}R56&lp1v0rc|d1L*f4<lN53wHn*I@aJbS8_wk_
zoc+R6(dvp*HH9FcPO=SdABJ+;+gRrYz0P0jXZjS%GVs44f0!~J5_p~fG-!`El|5tc
zzLW*U-n`G2e&7vZs}am)IF`fhrJhSR|LA#DMl<&p89nWK1m!DIcx;7@yQ#1G8fC?9
z(+p+MkS%z8S}wkGz|Oia5DfzmObJ-py~(-QyU~6EScObk6?@ZwpmR{hy@Ax>jUT7a
zFsXv;zj=>EwHu+98@p0MYCT&+hAr=*FCh7kMxU;=TkuP#_w`g7;+7R<ZDk`F!0SP5
zP~sn#EIFrB0@w{&2uLb*pBtMwI6`?Kw`Noz1teh3G5K1k05u26JPYFck0P)ZE8Yn~
z18a6|PxYY|D&W{Ui}EGA$)Ah7xz3fC0;XG<*}H0I%7>5T9*Q3|j%bDwevv)$-RQV~
z*K3-#Xp1=z^(@LTLE2x?`zWQmt<xWizv3?<Ps<@`+A$k*R|QKt>9j~&JMuJt;OnFR
zV@k8Z%hwY1&Jr-;hA5<*%x<(FQn_yqfo#GC231YB@GYc#7(SdKf<bw3WJk{5r};@z
z<}dqa(*&#>EzA-{;13bNt?J@Ix@j^4avyO(8Ef$&t=2DwFk?+$H%%Hr??2fw%|tAU
z3#qRQ6%I4EF@=5=eKucWFLuH2>oK?f7p|<?-g9{yv@z$2Zl1#~vX(mQV!<S;+laJW
zlCMD1yb_z|m&A2$1*2X(DMP$L_AS1_XRZqt=ISDoEW?(>u3(p8(u~B#R(OO~l0#m2
zAE(G-z&Ci}1m0{#d}Qxu$>GNi%EW=P*}mQ1{)Mpm^6sN|0_7j!XQFSfUnnjcXNvd0
zm3tEFy~#@F8Lq0NxdT{%C){;FU1HotM9Ay!=0TyQm)icxVhuVzn?kAqI&nh4*%qco
zgrbOU#{^I5sEe&Sg+^q&k{Y-5BtAQ2*L~X(&2|jC%-sAm_RXzzgZ5bOAN#qa{@PLf
za(>&bCR_7rpFqnTQHl^soegsXrEX}3`-tNYgQ?ANm#&|qJb6=&*~1!1f9~Wa$hI;%
z`$8h5_CSm3IjXM|FKby%I2<K|3a+lo_ktuwt$0nA>Z+FKc3|lbYPyi=W&VqnX&B!w
zPI9jsZTQO&xD7Dq2{1oiTwTuIX2Oq?2uOt{63H|_o?J*=_}{KNKov5(EaMNQDbcAv
zQSI?Mi5PC#W##KxB%c8=s|&U`<NT{j&ck^#<`=h^cXZ15v0LfRCbD6!JI8&zSDIhW
z_jJm=t7YiPwEcKKYYN@Y+KJDPQxYBdiINR^aHlUDMO(994Xj{DUFM=?2th3F)dpyk
zn;vDj`n56L*~mWDdvzh4fCrqSHJ~ooacy~RMfcGe>5%`?k>-s{3p(X_XPKK_1w;B5
z#r5-r8K?tBTMQW&_Sx?u1=PY_HUnX`Wh1VYLff+V`uF!G&!i#V`K4mb;iKWjY7eZc
z@LlxCj|pgTO=MRBd<(`#x$*>~%$PI5*%xlbL1RDXnzZ9<x&!CGQ=&57#MFqZdq5l$
zprVt~cX4b}^F61|1TT#b%Vp2bM+wCnQZkY~f1?#JZ0J869apyNlJ3@v8H%<kKRPBz
zwVP*a-L<4`x)f@)Pn+(@Dwk1WUzwZc=<M3VX4cbm>g$AUfW_4%KGw|+`t6BKUF(qN
zMEdkCq$zEz0iG4_`DBtV#O}VlU5KmfJ_=wt(#KL(AF$_4;dI<;OCApA9gWRIQc4vr
zc!HLF_#^Vj_+8W;zD9*ZFP&i(*fQHh(yW%(63K<lLXc@<U+_f~%@ohN9no@Jj1Ips
zVtCs^!MSz#*a-=VRUXK2Y^B|J6|5q8(ID(qW;B=L&0~08k`lMML$vY!C3b&$_YsX8
z)u>0B2lfW7kDp2xyBBema^swPQuu^Z@9^+xrL;|l&XH~dHH?c#(IH9wF1=xSJwT1L
zcv8m<ua{_-)!^BrM!}C~lPW5b&kOi(WhAj!@?ten<Vf?vXae;6wshj1NhMa57_OMw
z2dW|whvxRjOKQ1BpepC0;>Fd&jzYFw9yjpXj^T%Iv;uR$%8}o9fyU8`y)+91SW&;2
z1(GNrejC{5N9r3v-qw+qv3_?&U#98BiDvceq^QJgn`XJJb1pxNw(o&LoTB=qWLjWa
zxT&4J>|9+6&%S=@Rjr=N-GO{7M7KcAT_cLDQr71M8}b~$^ZDDLO;-gY-<xtGFn^$i
zV)OsaJkzAbL}Sn{wM^FTCrgt2ak5-NY(UQdFoMc**>o70QR)l~^26E4IVzXb&=O@H
z))X;`b2QP^ipf<$)vw}Gn(`8`<uGGJbx;lBhdeZPAdWH{_jXEy{3cUB!s0xVZ>INr
zM1tlsLpn>VH2fi0u@!?0pOX5kb9r-FmnW^kDUE5|$?iMkr-!3mF+t0vqdc!ihF_AR
zXQp0_YC*PZvGOU*O~39P+INhoPhc~{B&@w2%-u|CtTv{ra6@Yw)+YRatJz8$lp<CN
z?nac#9dHF|;}1wk&qVPLp8yxTu)~5YO!HTSd$SE+HT7+**v<-H_{W>}Wj!_o*5Pqx
z_txF&(j54`m##@hizRz*ML0?;EbzT#vAJJ|Lfd)gJI^i!!jcBbxETOL#%gtf?~CkD
zWtg8cQ_m<3Mw_!ql(#rRN3lZ~UVD>v<HaH~Nz5ds1Pz*R=uFE)y2|Dk23;2|OjvjO
zTAWBE4b0vpE3Nmn^6vxXsFW&FI4Z|V^s=f1H41$7SVEK5unx|I#tDj>E8&Y8a#J-g
z?>G!^-cNC@&FEBL3G*8ow7SW{7i)8WHPi>cAHP3OyBF0Xi4xf0QL%G!wF;VRX`%5X
zxW@uUJ$|}Tc6O10RM;@DOO?H!>#>QOBoK^M^8M55wo5Y8A!U-azF<^PG>K7bvDK2%
zI*T?b^|$8YKv&?s5ksSHmSGyr_GRc_n#%%-?4`Y=mKMn7`!k6nIZBL6wCW0mq_>yf
zyg0^v3;R<e2;_+flP@IB$6>`Mtjult+M_gVfWuLJP7c{(yrcpD(jRC()7hVn1#;Le
z@08v(G0lJ3kdqWAO1_?&e^2xm9qqc{jdj7DWQ4M@ap}*~L%1_;ywuc*aH)b-&t|}I
zak5xKYh8$PTG6M?!yXbO!>IBgRD544bt+GBcoUlWXaM~<MZIfAiK9AtMQf^f#Z(`|
z729G3W@s^q6UII-$a7FmDP?aXK(*_zlxuE6MZ0HfUb+F5&NiZX)?%A@;whi(z;oX#
z%X2n^QFb*(jQ4s)gvbv%-0Adoz_d#D&z;D9h>cD*F5TuFL#t0?4q}4_W(LsyEPoAn
zIi_Sm>2S4feWUOMFfEVL9s(k{Pn-s-tZI{6oWW@?!Jo8}1YI5O41e*fpcRbv4m#uR
zEfZ}%rE;i#<iQ(KSH&U7KlRX%G8m_SCACi7eqmBG$|AgD0(MY#?v*1LB;92VQ-ltb
z94pv&gU?x`ArM?Y=R$)Oc^~I6Ioln7jIrXgunlSaQF{E1U5Dau3MV%D=Xopf&spzA
z-}6_)Q_JB*->(~Z4?J1;PZ`=4#rt^QU~YW4iVyiwmegAJGjf>H41@>xXU>@MceK8d
z&r%WYM@}QHWN*R%8mT5>nci(eF!iu-xbckzF*8Ik`I;%4iXUHGwk|R8g?~ufj>%(w
zsgegUgB_cJlC9+Cr9aAY9g_1;uS-6oOwNXp_^&|U4{lqqeM=q;a1&F)tF4p&43_rQ
z_Fv8APtkiO{eJ-?LEOF?LrX|%KuTOuMIZ`HQAt1xNs3xZ05L@^A)o?^1rz{LiYTB0
ziYTBDy({7}0Vg89+^>p^N&f&n1zs1Zq?_2UfuFlWsK*1nP9g;T@k{n`{qbFfYAmW(
zwm%w^AGs<AQ&af>e-Qks;t{lb!}6f6R!}H$$fVkF#%n;p5Ajoy1yhp4@f3&3$|$%&
z$25gcrD%C^js-n}Yyg$x+KmThW$ZZVNKp42)|*DXi2SLBAWnA=%ASJdW_H7hK!&s$
zB*FQB6&!{bz~r#UYBUa3Qrf`rQ^OO@AVe8s+M;=I+yH3>)QH(bu=;~o^C0DCLv5#|
z5t2wGj!jU%AzVhIuX9<=eR4(&?~koQ^GN3`>`$qxbychhS(6ZVQ%I`jM*i`n48(oo
zS@V`8qYh|M$0m`v>q*+PZ&0u|UbNrFokl4!*h&oqQc?>A1X7N);3<tojzU7<QfD;v
zLsLU*EUpz4u_qh~s~RZD=#dmKnHvLv)Sp4?Qb{7<M;{0}f3@#cE}{@1ia)uWG0qDg
z@T#FnZiJeArM1iMt;U5XfHF;P*lEJmeEGmK9zvhtsVpoK&M|RtKYB;Xr?>wAUZT3Y
zXJh(S(59BG?4?RHW9=uuL`QnFT|W#J2dS$60AWS@)34wuOsBm!c27!%uFhJuJ*2M1
z7O;1AKZQ73TaV#CiKd39C@jDMnz+RorbvMo?qF7porBK4WQs&t!uqlF6uM@d_Y<g8
zG7@pLde@-n+9d0GiEfE=cB2Kz%vQttx3zAflDX9iYvPepNznez@SCU^=ahcp$|3W=
zx&G+&CcE1`EZWMGT?nSXRm^aM`-?&C>VI0ZX=`t%MIlEMUX{%Ea`aLDdsi8+c!%w_
z@<DGq!KDVo*I&nSd*j>Qv3ID)C(Y;@?}<g@&0}M8BSH`QRqB2DPxlkswrhgb^|gZt
z0vQ*G?bDdy9;|<fv(}^5HMrRp8z}sXMf-?{mp-KR$*yKh$i$os`c=MIt0S7E*22p(
zPVFR)UPd`)J?Rn?C?yvoyD<P$?Csu3f_Y_>_4FQ@_N_UfwX}W8=2QGkoeA_>BOa{I
z&F)u%C?ol#CTTx}4gma5_*1X1XHsDEV_5J$SWZXK`_vax8Hofeet~-rty5HxgRmTW
zikVBGE8fVSNG5nzL$D(p0l0o-RqZds_Zp0c?Ee5VsLRaUB7cot(R7(3&BgmP7ObR&
z1Ll+I?N;vf#Z+r3qiC&H<y4P>_@4C}o%FD(E811j720&uqI-QmbAiOy3)ktIptqkp
ze9<DFzb@nX)bYV@E?l%=k~Y9x^X^YdU$e3?4<s?i85_L4t@sa9TE+%-t2r$+k6~k9
zwv)AO(4M9^i8vke(0+9GhThTw>a5#O&u~v4LF#^$YVvzaJ4oJCU|eNkWAn-G<M>Cl
za@vNcHS>WZe2e!{cvbu>S5g$!`krk~U6FQuS{ueGJY>WM69nab@l<Xs<cU1wVJs)3
zuRoumszZaCnJ$_obd0i>7;bnY>0HjgJbmLe7afSOanDLs>%}@K<eAnu*Kzi)he7bI
z-mx|!AG=?_Df_GV_deB}DN1idYMNV^(8DCmsTwo8@BkS(uFFaAV!#q@RSB4l$!e#N
zJy`axveQV?yfLP<t0G4xFxO7Gk-d<5)_lU_R2!JRrHdc9d6I8-HRw^pDDG5iK^gMN
zCDgxWus}kb7G4nrBSUMYMrXN|UH<^SPXp*X)Adba&qa&LC<9~Vw?og>k80p`EmGrC
zoXInAKI#v;ze>8bqf69@R;gD-v9GE4iaYGa{$Ye35qQtJKhm+~p3S;jk?amXtx+@+
zUUciqZtN6nO3!Y3M8p0COeP-6!||qOlQo-|>^K;|+Mt-dTk@#8(NWAh68`7=&G}M(
z>-*>OsEs8Y!D3uT{qy-zi2ne-e=3Yo+Kyxcu^;^OKb07d`{(ke(My>M!?2&<{V2kJ
zdYeTT3l741pUR9Usr;$5Qn*-l6V(1xe4eNBrqDT~a2MqM@%*U$-}jH@P7xDBMT5>W
z=~R;y#Qop*kL5*Jio#h}b^;E?yU|zdTPL0;-Bt4U+H^ML#cBTleAm=9@g``(J6!Cc
ziu%3%+uZL(#)q_gmY?^?sXo)8WA0i10N*v|+r8;`S7$eo(DO9@!aW1+8Wu7V%pdn?
zYrPkYMQ88w*Prj_tp)w*`%fVL(_hGr`|VmNIr6Ok0Pl)Jd!b{PZGZ2Y;7gqHO(A2R
zrk}L(7xtg`5#If~Kpk!EzwerH)I2(W<<8qU>w{bd?s+Dcf4we$A^!kr{{V3vwAa2L
zHv3ZAC4IvTxyT*rM!)dS+EKp5tr~;!f_bhKNz$F>ch4f1KaoG$E&Y^r?{}a&<LqEI
z;&^kws#2zjBw6xs`??1`E1nL=y-2A2Nu!xQg8K4%#T(YPIu!b=dC?WMDt4%o9Q|od
zo1hjXAp^JXD+q(0rkl<WT85WnSmNpRf;SsY&~cm}`}t5cj)()0hk$YO_pE%MS^?vl
zpOF5wP3;6<wXo9JR89$F$;04Puk76ukN{t-m55k$rjmVXTk<X#%28J2Mdh>8e%7(D
z1$vXdv?H<68L-hVF`xC7&F=Y)C_d-&rFGbJv9#0Hnm2Ckba<iN99bmv51uNf-824u
ziT?nBR&jH;88n;va%o+5BBm)fbp(w+_?2`vhyMGdBTDm>{fuk}k>(MRS%tmLF`M3%
z%+@7!iZ)p3CPp#XC|vLigyNJvi2JrNek9gH76AHG(4>>dvBVjjjsPCC)s2=VY@&@w
zu3_^P6Hm8dPBDUWPrtktify7;l6K-&iE*@lcRs$g7o3_@W*c&^ctH<1<VWnj{`Hx(
zyLTk_r(sUC?aG1iD|E@|D@MxEEl^y}y#D~pHOEs^Y5ID{3A?#cBOi2kV^T<3XDs8N
z;Ze~=YZ&(&Y4R><Z_t3q_Yxh)41G@mp`O-A`6^2P0C{=MSyhfB(;w|pZ*^i+_3jQT
zniSyW?@Z4T^TiuZdR56}-Hqs_hj1`|N{vB~;YU4%X3@te>tsN&7Cekr-jk!X*(6~j
zQI~e$0aEFjDY+hP!6|O11c8=g=)R`CH%IW`RfVrDmL(rFHocU8epBD+T4@bgy*fOr
znq?0Tcz=9qVJ&ZJM>C!tLEmrpN4<5^+}P<FTSsnE+Ri1*KTrPvSwESj)b%S3F30UN
zlFAMtMd7AzU_X^`TE49@kuNoMLoyuN>Cyejv;0r}=KfU)x$m&$QL=4cUwi9ilKC3X
zNhkMK!-+1Bsq_`W>zd4$WCj5g3?vGERRg70)-{>#ZeCWG%(!j~c0uR`Vx8^D<&RUG
z)wj|oJxY&cHb!=knKDVM7PfNAzH<yj8*cJ5&!DSzR){1~beqZhu#O8KbJ$h8okeYO
zkd>0)sZzjx?h*af9nZi20IrfrYRuGnvD4ha4Vkx3owJuj93OT)>k?U=iD8Um10AW2
zB#|({I6VDo=AC14s9bD<Fz?-)?x(#=chtB-RVB+6sZtwhE+te&XLjhLy>&MFG&)Qv
zb*QqugOrFK0sf|^c<g*V0SJ8Cl0Ii6l7FRPU0>X41eR>KVc1f$dmfslO9rn!XV|}W
zsL86ii0&W{l_ME7l^v5SF?1u@`U-8dQo`m%kjKZ~&J9cvnn1HNgWHV$CbfktYI(J>
z5~%s+?n@dXsorwAz)`>_`qJF$Lc|Eh!!q&_Knowa^)*KCQx@Bzws6FZ88Oe$dR8m3
zbL~Y+(Wkbo=9HV#<kweHTuScF%*=Ak$Cju?Hk<)-f!Er&TXT10Y!znO#it;-D1`CG
zOMM4=(9yITy;kX9wSdVf<n~n_=Dlmfo)5Fqlw1Q9#p3?}th<zc>L2$-byCBmuOek5
zobdkufq+D~)Z%!cd>HK%{_;;k#=6Vfn{6gIt%OQt=>?oU7u~99wV5WJ?KBh<%*PVn
z$}*$Z6^E$mdQXL;c9uhVsYo)%t1<fa73fn+E8fu<xi<6(ErFB!Lspd@NXAtd;UXVO
z<u%V5v3HM5VjH2Hj&c6arC{s6B)-<BCT9r>{m7H<kMT8zT-F$jZ`pyQX!VfkWN96l
zn3iLbN$P4kLP?^$xi;O|y^`1|D5azWO$VhdH1wnawD+VUmvQMvO)-ri(qf;JNs~#4
zZ5XAZkO@aLv`_+3OGN-B6tqwwJJjgWpzcjXh|+z~PAX9l9eUNm=uX3xrJc6MG4EHc
z?IVPSZ<)PKM`i$5!0%QvYpxOM%p~5(pMym~lSOQ#k(Vj<)qF#m`+B}0!Sprf;d-5O
z7c?I9m~TTy)+3>=vUymi28<5*qhsSGPAPo0>?wyU6CTEw(v(KTQizz~<aMB~MliMw
zCUeb8<Tr9De2(4dDm0|XsY2xOQu!YA^oJx2a86Aew+9Ci_ICT&$ixL7txqcLP;-iN
zI>wj-<rPj@jE|n(t4Ufhu{7e_)OZB*nnvJtqzfS&3XVclbJW&XI^{{lU7>r^NyRlA
zEsRr%_NBO#ZiaO<XV!toG}k;*Vj(A!N-2c%P8};QqFatV4rzv@WyE>SN17Q^+$igs
zOy{Lb3{NzIG*ZR581G3UVw|0j>v&|EK^$PSG2jmMr1B+{UPZagr~PE0{)<txi(?x>
z3CyHoNe6HCMO4mz&sx&R>(Y|tTe01`WY*@3rJJnFC@BJR?nhr?Owu%lxy17gu&*SV
z+c$|EWJb7!I7R;P`c{!gW*ZEe=b1FRe7c33OK-IVA9mlkUs~thCPG0VdxKhb_wz#{
zx{{6$W1P}zTP{OfB7~3(x(<ije}!G_bXKKx%#3_H90Exl1tA~|Fd6j}yCooDcs=@7
zg|3>nuzaU<r2RGz_P@rPIHa4<qL#jM1p%_%2d!@Cx-^o?e7I4TJb9DJ!YBBjYSGbj
z119Mih_^x&u0YQJ0QO=XPu9H;OVeVp@_hSXg^2q#kok&#w<aoOB>{5Ap0eDlq3F@s
z1-hIn&fn@x>&pKCwYT_3>sPgXS{*9f#>&q;hvkg@`P<a`EmzlkLYA`|D+o>AsQ&=P
z#?=1+XrA9n;I&O_$dTZRadoLM#Mg{+kdEPgl?gd(A{%d67IjT&?Jo?{nC>+<7*YHd
z<F?WKBj2g68(Y<0S=|y}HbefhaoqO<+uozRyb?RZY|P5X_meT^L;e+B-pWbk*pcqz
zso(+XYfETzN^VZbq>(#v0Xg*VT9Df<nk=_C^A9N(f2pf*M;r%jxk(ssWo{9DPES+q
zS+{o!9M9!SXJUS7SatdeSFpKM71<^1%Ono#KGxlX86Puy{VOapwig&3he|hYY~Y`2
z>U2L1`OypAKx~irB0XE&`&LrBWznHJ^0L^cqWF62RX${g%C%lvR_;9(weGbWO)4L-
z>Cu2k1^)o4_or%_;Mw*|N7(}KTy**YShCuzskpzFCIc?v_r+-ne8+6-)55MwI?K5n
zk;`;TGZrVV4<@4!7(QNbPeV?3nh49P5`(J%arx8QNMBDA&2Xz0ctMjPZ$bV&D^!v^
z%9VMY+th&(-PxJaHBY?c@T2@{mF}oyK3pY&^e%WU{sY>gy}x^%skAIh_fUUdQ&fHH
z8n}ylu{pJ1Ni>=5Mn_7$Wv0({Dk4PEJD-v@8D_3n!c${<6yu4cK7-fNyAKZdK5Ouo
zH!RlHAM?<Ryr<C@zt*~64tN$gXI8#MxVll3Z=c=6?&rDo71CVl(ArP-T_r{Sq@!=2
zkKI5$7Q3lXv(s}oB4}XKJU67T+M^b*W8}4r=4p?spL(HnadE1~C)DI!J4;?t)-!^`
z-l%F9_IeomW~n#ZH7Dl`bGO>O^IY*o=C3msW4AmgJPPTYp+#NpW}@cKr(E&eaKhF)
zItzF}+q`u(z+7I*b0a*ANhgv{O;v5|Nj#HH!wU1N;w4btFi|8eOwAij7&XpVnWfDb
zZ)z}or~smktxL72u*T4OQ?@^~FP7wXqm)Eo3{k~P7~`B~pR{@kEMG0k_y@fh_o=pz
zK|vS?idF{_98zMWqwuM*1bCxuN%&H6MSx}~#Yi$v0Lk<fat$@)0j2o|r+T<kl(r?w
zEy@cUNWdbJeXBy>N+%6D!2aN^7_H-kVl~A~7P}#bOIBklx7e>FOC7r^C{@QnStqX*
zw?F!Z`c@-Ss}!~sHs0mEJY+px^2Rz<Jv*b-{EF6^(8{LdUQHD>6{jf|XW6y!Qm^|}
z_N{zwnqA2m7Lwrf`3-rPUZ<xN-pHyD6ZeKbwD60NH}UnWYouP2#f-#%*E3Qsi+*}(
z^MBt4y4}rGX1>Wul}151KUxZ@ZlG3x(6s~8O_=`xzzsNfe^Sr<gJ%B#z6~0bp;7G<
zJLTu4E>kBsABAX-4(cTT0LVUX`{2`uhP4vk@(-N<0Kg3`N9?Nq04a{d5^x1uZ?lxj
zfS?XRJm#-|!Y`@y8hyb30Du~4@Ybb+{{RyC&$&ZXu7?;^Uu4aB;#4dECaFEqX}5p?
z^cAe$9MsDZ_9=hwnrHkYTA?gH#V;P!Gjb+WD!t-T7X^`+s2~cY&RMr(ob;{1plW|)
zW&0GM6P)6!uZHzDB#TGD>zoRSb28zEtI{QPn~rL{&$!l-=r{P!+0Xs-DmKt>i(|+?
zolEAi(^8%yakGwvD^}X<NC%31t})b9(P;Ow$L2+ABPMZ>yc$_FOZDX1NrUZ8H)0_|
zuO+!kTgH0QGjM9>_8y_$&Oknt*|dAuLhrYA-P4Me<V(U=wy`saIi~_D*Y;K6JX^WP
zprkr|*#7{Rcl@eV%)YHveUbv-E)6pvcB>;#yFc>o{{WRZX_tLW4hOC(tjc(LvbVZa
zMQI!=uO#4LR-=)pMdYCd;f5WD@DJ{ayKARQX%G-bUhYNC;6K%`t!7E5+^d{HDZ%^2
z4?guq&Xc1ZwIBo1w{%?<?ueRIA}`eaDf%9SZzS_(8)8qs=cmwmn(Ai#+)Hn6p$iNu
zo}hZ4O41NIu$WKzc~GS#<&=NuvIg=Kf{}1f(E3$$VBE%~M`4_tRhHAy6iIbB8+ry|
z$KgmWbf~g-`OWFtwD(T_XS}pRDSo4NJLeTY*v-Oau!-A)oYYWwgHDB9$EHNm=j3-8
zBij|J_NUfXC2LUAH%+}q;3?fLh3z8Ikv^WJ2Zt&;Fg)VAJtM<r?$u|xjp4Ew+aE`m
z`}=!V&W+*JwJ9a)w9+yC&9FJ#eSVeF&2bK&AuSlY)NzH0e(WRqe>#elEuuIo)QWbB
z8EI(_n*!Y3`7niCM9qMZk3c`YSenMIGTY50GX0Xo^DX435=->-6%M<rt*+UxF?Fdh
zK2^G(mOsM0^H$cUxVsZ-E@rw@h^+_RPpGMdKeZ#3$wl3kwLcI)kkHtnwX|V_A^!kb
zAocdHK6#Ab#}CU8=Op#1W{U4oz9wA8Tbv&CYBlm$$!Y@NVV!_DKkVndX?;v3H#ezT
z3uTEBt}z<2<#WkDhpk<BfwvohjSnksyvZlKdI|zV0{yE#VxEDxW;K~}smmf5V{)p;
zEJxmNsi|@s_Yhs&?qMGALiJQ1D*Y;$iS8v>;znY}3Ztn%;Zs`a_czx|1TmLm$@Ed`
zYqqqou<-4emPQRT@#b|c?4#0+$4Y~$`K7T(OVA<H;Wu~KX%mt^g*~b*OIUl%#|bG3
z<K3vcxVzK~ZH>%n^9WEAw0gEG7-L0A9c~a#1`HBLRJZ%4tw9@B#kC)0M@8JP9j(Iy
zx)#V73d@B6_c^F8Es#Yc37!Ch3|pPv%Z{~r?&9=K19>7tAi_iEZaYV>p!(Gttx0Vd
z`CeR?L!&P-!T#v=_pKi)N0~W&<S%e6VhcKxE&)h4AD7*~!m;k|<+_;3BZAn#3NRFU
z3Wi1{iQG<3NhhsEn&PWny%7m@V&|GvMv=Ct$^KNS8IiC)mE34P58jc>sK+A2_%Yh2
z`pLaB=qf2tbKI+#niqy{^@&))wP8+WxRdT6{-@f#H%rlMv^_Z7ZZ`JV#Fw%RNiqKF
z4^O2?_cnT1irpYvo223^D2MK%KkZ|ws@jx^Z79^dMRF#&>m9y+RP+IB(WeC!?&ub|
zV9j-^!Q{e+PSQtkaPs?;SQ^iZY&0u#W245cFGiEzx$hD9%Ii`l2#JOcn^f|CwaGEu
z*)<h$N<Qoe<SuG=lipmJXOW$ol1ZvHHPOoh?NC=0SvM_9jfJDFCTVLcj9NLQ6tn=e
zw1SjV0L3mS6rg6TV)dmI0q;wS21dMR>q|(z{<O6Qh$#=<G_;5AnoJ(VVv0(d8+j%?
z3=dOMlY1Dw2y@!4Ti8o54BsOA)wnI8gyfCQ>T2L+J?o;KCDg`K>_=~F6a(a6o4GY*
zR**9Kig00Fuu)qWJH5r*ONvd@ZWUKVkz8>L4{F11wY6}6a>v@STdi|fHl|$Djsw-~
z)_sY>zt*kp;;Ng_iLFOGsGoS^ilK5C$;A~isU-9+FjhX{uaQTK^{l8j&4m~PYX1O*
zeRW?G6U||Q`(GoeR-G?}oge%rTF4{)G4Oj}e}zB(6Fp@|{C&6NE1PmksifRnr)usr
zSo-Vj9Y_2o+Q?k}t-m2oUmWWgB;6m#S0%XeI#3vc=qR~g+BlEqI`QM3SPcE3{*-^h
zcdHNicyaVK$mG*Y8dn<3tMzAGd~>Ouv&sJeeN$V;mu$Z?$baBf$!;gLCQUA4)@fMm
zE&N9`*<t1!bvvp<;t2yC#!UCiS3Re+f&vk??=-S2ZshgqX>+r=W2<te&E(dDV=DL_
z^%>U|H(|B8<EX5t5G;OX@0h;bzSTzP5pd@@$)(L?X)MCDBXo3dYN}TO7?JNyxz>s@
zg;rDeR$i7=B%6kR8n39bJc?5z@ukn9w6WEl4r`m1I^xA_utu(SWS^VXrnuK6DhHNv
zob|4APY=FLj0de)oH@YrI#Y|f(AN)(s_9<lqxg<dz=)s5v#-2IG}56l0kCi?lX-yW
zb!W^;kdxN3oSM+X6PQ<wcQqGXxXB{`p1f1Pwr)K}eT8GxiMZfaag%2f$5(GgX`No=
z^n85)tBW+STK%T-M<K`V;?FPt0M@ED@Flu^rr=~RDxcmpUgqX&+k+&hB#Zz$0oYYG
z(a`JEg1nxhz1_sp7xNf1dLG`Dr=wZTc{n!`O19wq<P*=Z^`+7@X1XF-j>s49Hahzc
zde^_Z7Wje$@>C249f$bUK|RMxlYhLZ%kp2vY*GjnP$<HT3@G*b)oaV|F3}~mpAx$e
z=e|C*&)rKSe5F|z->Z9?uG@&^i4|>{PZ=koRxI3Kd9RX7AMX>^ggfKLa!*55t>9_q
z*sJfKO54)(*SeWfD4F@_qpc8&dYtJxjGs)=e$pc>$8r0y?d6ZPdM<^d{{Uu4V~sx1
zdPmK>go%Awzo4mf9U?70H*!_36b~{^q9Og!>eZ%5l7F+tHd}$XLH+Oc<Uhz%&Rr2T
zYAE}$Bw0|I64v0n<YG(BqyG4eS39ihLrdRlWf}{DyO@{HmOs4h>+MziN8%KOzt~u-
zAS%}p4DBD?LH_`=R||c5@<=1Nj0FDxSkS8z=Hzu|?te-l2DN4y$5t)Qr6%d5h~`H5
zrM#Q($U0#&Sn~)alQH>>`?JaA{-^vZdF~{Y%da-;g;OBQMm-jt9lOgbM`{QvrNEGY
zzz(O<sL9?!IX7ZB^NG;lMbQ`Pd()fuDz}$Tk~nNEM0}_I0y|R7t7jTXDMrZLibu^L
z^gflDEyRpV5Hd-@>$liY-GcnSp>cmD&>_BJNg#9!QfZni>K6$RZHnBqtT^q!^);iU
zcx|r2+}#I;+??Tu%_07RwlDPrwzpetHWW`UIbe5e`g)&woz0;}%bu$o9?M0AY+zMs
znBXRGWp7qJhqY#3+iEv5JjO(OwBW?t7{~h~rB@(J0Q**)XGSOY(J@&R`ucuioeVNP
zuKQcK=U7k88^4u0kH@WV7}(0ScQs|ACxTdr@@-J9(IY$C4nC|nBR#2-++EJaXOcM~
zOo?9M01=;N9Fz2>-N_lVhUVp!ROGJJ3p}33+upD*^%*WvQLvFG+=+TGzq$9NCYGlw
zot2R-_MsXp!)3h@zt&3s0P7|C`VVTul1|yBl1<eX(#QPqT$Lu?h|kn--m6x6b<OOe
zIAUjG)DD1pn!lxJliz;upDNrRnpPj69qX-)ZM5reCK%Zv=-59zr{1)qhwCELZYG7G
z+gK;s50>*U-?)?gTt7klMz+%W=Jc4f#dwhME$p9thkPI5A4<&-f1|C|uOh)}oW}s*
zegnCzeQU*jbVlCQO}(JwYM+`<@UE9pMOhjuYC5xS?_aXeqIh(`vRq>lTsJuSR|BbP
zvtG{5^1QM!%Sgws(x}aIB+Y_wgZOh%^{zUVo6!*3=ovicy#VBjDFFG0*0GM{vRj_3
z^r&iUj@1oSUx-oIDMckMW-&!A6i_imEhQ~d0m7Uqf}9Od4jm~#pi+toA|3v;w1dCa
zoQU!qD9QGzO8XUiA*PjMc{o)jv?0?^4Ke=!fQq=WDhw)sD`?Sgb179zV?GTuFU>d1
zdk)oe$r#2ssc}Xtbxk9k%H#$!ieUtHt5~L$7^9F^D{?v-P|fR7lpd7Ao|P^w4&zI=
zttXh?wH(q%5c!)e=qZ+^uBY38qZK!8*mmkZM`EWYs5e^GxqwFz>zc}HRTDuLS+YMX
z{c6ej)LLj8WUFkW(zU1XnNM>*=Q$kFPrDc^MQ0_cw01t<uZngYjw|hI`53;8F_}sF
zRyZf|e2u-IIf*J23NhN6s6zva+<T1_<1W|(jwzz+MFDcnk<Uu*xc;x^VH6?GLF-A3
z5nI1$(LA!PxUo6ijzt3FL<p*KanzOOmC*jJ=3pKNN@>Udk=D8sK8PZbNAdpvv&f`r
z^k!60{{SitystGb!S!!5o+s--HNF1;5?1LU{Hcu|j(SalpQTOLa-)WA?nPv~VFzhB
zJ-Mk$sXsPzo&XilY2wP#C0Op07|$#!LfU`Y0rR8D>O%^>4|<*k4h!Bn)Ql7Ihd=NW
zS<?gOxNPJemE3)%#ZSvB4u8HYD&i{#oXNT}OM{)lrfT6=FN~m)k&R}jW0I_XgQZox
z1I=6lMmes}&C}y|F}!QL84AM&peIi=d4=Q8)KXE>#;*Y%W6R8PmVk$1s=#BtPUVkd
zT`aGrd4ast01lg~8D-L$zt<r8HCl>Ds#sXU9K6Rc;fcl#Qj#|eNd~&hxwMj*NmqDW
zb*wWTuwVtxUZ-_sQ6_QXaH;5>%;i=m8%g{tPR`IqhT?Ix7p7`ej>aY>?n9OBp0!fu
z^{(W{-Hm?giq6RxDp8=ho4XltGhEA_LXWz&uc7FVdfsfRL<)Xm(<jhVG<_Yfr1Ko?
zf<9fVx02?=OViZJBx)6ZcM=T#qrF^XcXn@w!@0j{P*ZIh#v+Xsg2lKZwl)v;sUft|
zrLtL_4Z<KTGwv(TpcP;K5^W{)&$F>0$ahNWgtPl+(yBJGqcCPtROca4P6z)0UbRgf
ztCmjEdKtR3cTzV004R$lB*CA(k9x**DnLC=cFV8m;vu<7&kWm7@~UqahV>+s)>&=j
z8QRE)2kYrcw9Kkei&`{fS!t6n5`l=D_`Q9FdTx!Nl(EY!w$rf4+xMj&gVL~kEHwKB
zR%REHC@qqtrMiy$dz#;a#&$7E(?@trNO_bGncF=F9DM~6l#=&OS-D0wiLq(^h_YLg
z8q9-pZa*cm_hvoV*Eg$c5jC8m(VSR@%Qk;`bluOWTA{1>jxAZ<I9fPi-MOGw0J-d3
z{{R=#x$Bwm{%pXsoMJ^hDD(oR5$eu6r0&YsdW5q9F~TbxBt#y4>W7gkjn^z!2OCc;
zeX-a2R;+XRY_}e0NEDQ7f&)0uV6-lyYPS+5n`XtCvXe}HZb03*{&iECEpxJ*7FRR8
zg5J^m;GSoaNY26BdYX>nYiRA$%5{=r0M0PO*otNC;72NxsdmqpV&fU?4{=p&bo-q`
z;6rSLo=^Lu)S8Z9v%f5NAY__rosGU(Sl|WcKT7L#uMfwjAh^`6{ON`Ww+sfs>T|(9
z)niAGPSQbREK5Ey_KA8A_eWZbP`_7ed99|NSs-H1J792q1vtgFc0&&uOPX&{buC&O
zrzqCf0@$1*D&W8C#b(U}c7Y5R4;cI2Rm52z_t4E*yw)wQ;AA$<aX$h(xc>llbMB*q
z&1a-@$>!WO!E&GLWRQ)BdjfrZg>MMkbB?`PP1%#hefE2md6j}lFc!{T+t1USA8M<q
zYC=2<sN$C4KIBDIw14lg>V2w(=BTlT`yOL<`}6cI^aG%*DJCt)uRPS$sFsHurrBcZ
z`bnf|WPQ>%R{sDBpw7?K(iLZH43k>AUW;*mCfL`7<>Wtg2f40i%{EM9ccGmXypuRp
zLUX_al548dd^E6ad*t6PGA+UB?$xnlrrPNc8KZ5Zqg}|npJ>PV{3;0yx6!#qHr7Lz
zc5j)z*w;)cMk?n-X|AF*;g&_WwNE+0+B~uHeiYg6?KFZ~cU#R&a3NFsxPRV0zSWs|
zuET2s+UdEDGsE1G^S`qC3g+dwGGr!Iez_;=YARJrLCR5v#*V42TwY9Mno}&jkMOV1
zRy#3fC5}m>G?mLKIT%WALQ+!FR5C)8ec|<_!8D;;AmGszW)EUX`ig{#mTsb>=BlQw
zBd~x{(Sz$rx8AcD?9q|yO~<_$6a~lb9<**AwA>0YKwNNfOXe@VGZdpV{Q~5IZ)#BP
z#{hm*2wV8Z&}&ytjz1`{PnaBJ){ujfu`->JUfWG}8>Tx~t~;92jueD#Kme&}E3Pz>
zF>`Vd(b|@bRkT7FMHr_ZDWuRaq%_H8NS7|y_U}}ryLmDr`A4biS;}f9#toLGmN<rF
zU=OEyqdnY`WJWfx>S>D`G0Dk3wPGt=oRL|sX}t|&6pFFH(j1@GwCo{R<lubXwDg1m
z08&Zd06Ny0(q^%YPkdI@2+E`LBYhXs+}6;fqpJx;wV|7+E+VW(9GcwJ8!#!y2C&+*
zt!tRU7j)1z$@LX+s-~OwAM007TGEpDOsBb@cs^yKoq9Q1D>-g$9gnu_;y<&vA8`Iv
z_T_xmJX>!O!+o10{+KWLS0)x5*F79H2-UwcwU0LYJg5Fyx8+OrNwLIF{{VcN^ugn6
zVlaNs{{VgkJN^?p6>K+>541wNJ(BKqeMXmA9%J@9kNM#t{{VoRaIv~S^6w}8@N3hT
z##(vm%lJo9f5KI!yk<?AQQu`hWgg>L8ZYghTy*=qf5)_+_raw54bcApmJ)y8CcP~9
zvrReLjsF0A(?8)Zupjco<Newl2=@=EQT}ty{>5|u06ZW5`KcFAyFD$WKkx%yj67qf
z1OEUX=l=Ppf5K^}_JO|vOV}>sSQ;HBdD`i>zw_xg{qSl*rr!1Y9N+iBuJ`^EYZLzf
zEF1C^f5L5J{{TE6@)Z4o?rN}<*3&pY?A!18^qc<pH09GT{{ZL8Z~Nfacsy@lKjqp(
zPaZh2#}>0wbR*oas?+{sg8t6F2mU<e{{X%XFZN~m{{WXczwd)x+3~%A>t{FVQ8$ik
z{{V*4U($s}J<9s6B<$qQ9ki`O{(UC@0KQE?+E%0g06wz+0N*CNi9Bm<BH-D}`HF-7
z66;kT@#Q8z-W4vKdxzDiueNcANxnbw>o5KCX`k6Q&Hn%{k{|dDclKT(wbU8Fvv3r0
z#j#DBRknrHNJ3|!C#6fH7PmB6eK{-hXmCxW-l+=K@(lWlmK`4Xr3xbId$6vW_g9I^
ztPW;l!E?YLL07G<mMa&YM~8Fu1-@h+lqxaqO2JaTj^zWV>XTU{5h_P&Iv{X2A6E6M
za%g&yjg&<R`nWi)mb}V@ifDoXi~~rwax(}*0uXS^-n2<0tLl{Gtl7)|0AOlK!HgfH
zihN!l)Y#!*>UsIabfuq?LHw$F5briXIUM}Q0DIK?D7{H|3P(Br00`Eo1|B%n6M?!x
z&2Q-c01xgbb$hFnjaTN7FCj;{^{&%S($%07-tS1CgpEcXUvuayY2!<1zU*-{f4mW&
z^>BZ-{{Y@^L0Pn-?2a0)l{d=`S&J5hXJ;>w4XzoG88<OpFLLL$dg8fX5Kp1p&E#5n
z?9k*RLxB=|h5ogFR@V*cybwFbrzy;mxBAP5^*`ZU%-2v_tFw)&=jDY@GJm{%D^(3O
zGIEu@=4YmqlB=|HZ%{_&=ojl%WwAtX1<6IhIU|Ep&3i4zH-rkjtY|Q+{y&W<w*nuv
z-pRHz_fU0jp!B5Cjg+)SQ>RZPZE)xJYt@_j(`LQIUQ{IQ#u@#7p48jTMr))HC&_LO
zLJt1`Us|=N*g~OYzbvsIyBPb<f5M?Fml$(CRrir;x>T2JBrGF`ySIO(bdcYFWtgJ0
zj}T|)O}{+j-1>V}NhXd)R7p%5S8mlGDvzx(Y;H@LU@^<Lx=2G-@TR(&bEqy_O7FQf
z?3TAT>m-r2oXkMy=2iFhsuPuxV1$QdJ4Vd2NmJY^gxz}}jA!l-np5<u$5Hz<Y_?I0
zINOGqj_Fu^dwvyilwyu*mwyu`o<z1)7k|3Q;t23$KU4f7u(cgYrov%ki9X~h_gCNC
z`_wmAiIO1)-J6nq&1W+gIVUyCI=a~$l4|-3B!#+~SYUaHBZVDU^sBZyRJT(`f;M-5
zxf%?!e}Jz>(R?durN*~fvaHjf`E7?OAJ^3TQ3_64u#6mzV?gkv*Qm4HD@AB|1dp0u
zpsudrtu)(Jf;dnjACe*WN%i+W^(F4HHO;|>(jfCU91Z~fKvyrSYmjNI{#%R9OQCbj
zaeEI_T}ze-=uuHcyUT@)E#|8sCm*`E9-e@970PQG-1qIU?T!KWVNbd~zO|iodvSR?
zO+3u<H!Q@}QhjTZrF-mSDwo)KZRafC{c2n({y);8%{fZ<u6y5e7Kt{+-I)Fqqsko-
zkJQt0y{SPN?OG>s4$Ah4e;#SWap<Z);57J`d#dDeK(5}$!Zxo8GnaNfK&|Of_L~`0
zsG+&TVgCTXkEayIPI6eEsjo$s!uC;hwv+KS&+1xTtTys8!?r~{9M<m#B(7w!5pKsV
zalsV9%}aIuv+$-M9qWcsyzF%+pqQg+Jq2sp-C98q-3W8<Rc5#nO3bJf9>7)3lp?Qi
zO|q88^rK;^i~G|KO=Dy-J*Jc;PZhkAuvpZee!{hFw6u#2G2Y&TpsgcG$W57$Sxazm
zi-rF2=~}khbTHts-2SJvUB>`p0Cp6hS4=5I5aeU(12;$MR<zOkhW`M1t6%>B$J2c(
z&YS-L9_{}1Og=G7V%etCiKY^3b0ORgw9?*{6tkpbEWm#{r6uFH5e=i(vy{><Fl@Ud
zs~F3$9^LAkx6Vc)8%L?@Pzc@5PD%HxG1{NvtZym34U`fqDl~^DB%fNakb2d)?aL6T
zgt6!V=C&iyyo6ab3D(sZWGCK{zKS}2HF2eHh_&QoLvNB4E=lMB>sxT>YXn|?r*O7$
zo{^EdSNbn+#}xF`BeRocp9r<e;LiAYTj+W(;3|}0J<Caln+GkE{c7bTm7;43GLfVG
zuN{(X(X9ou0nN;WJjdJ~i}+R)?9$BAJ2NvJvoXmh>swbAGmE)a>K(2l-Vq2;2X2*>
zB7ud#!RM_^bvCaLXB!l+{{YlSipGAmyQq)craB73ldVl<W6X}_?K}Nj{c7nVscF2%
z{CBI2qa7<se+i7&yi~d)<)Vv~7!+1-b9n51vtJcUDQnq@IUIpsYS+X{+oh2GYm*A?
zbE*#4CP@ikJxwjkgLv5JIH>LUxr`p{DXw#N#P?%eoYqA-XiOisy=Xyn*4Ar<1T>p~
zVUTfIxZNm49FvN<df-SSQZ~jmjDEDax|%{(O^*9SgtI#+$<6@aRMM%66_urks|<`|
zHIiK8uQb+Ug)QlvP^uw&LrNDj?<!CQQpa`$KG#sSiCw0L%wj%O#~)h9E^);(ekgSi
z)mt41dpEMSWpU>_kn89wlU?nZlqet{O3#W+Hha+WH#E7?yP9#isdFp9h{PxiGB7Hr
zzn3`#epOq{Ee;upAn~6{hjF8vpJ}d!<;Br!D8^K7<lu8z&2;RYaf*sULMR73R9QHr
z<jSd6n48a#pS)^#1h;bpQhvUbS{T|{7B$XIY{s$K!M8X)+t!4h?AH%Ro%2g#^3N58
zw#3H8{Mgnk_f2ytcRz=vM>Ned<+vS%Y3W*Aa*wp#<Upr|{`slDHi+w;M^*AuS{C%H
z7}5{6UAS1s+*8#1)h$;1O)l73whvzQX8IJGUEs^*^k43Zt}Jbc8=300O30dyQIE5M
zo991nwV|VG7jaz}<6kjI$qsRW^{GaiX54v=__bWJ(;-QLf;M*cC;Z})i!-Ad(2{pI
zAZEE#WDW})V2-ESy8SmsTSZwUM4t2v`AmOx0QGa+`%^UCEg`fMnTc|_dxE%F$M;j;
z-mG2fR+d)l5K;4U9jQMv{{Xh<u=c9e=yX@aPJZexNplULH*#J1l5}gQ7*zEUuXFke
z<8`fhwH(HbVz5(^N&f&?ef?^luc<ZE=1ZwV1>h**Q`idTZ?DY!V=6xC^vAtv7{(g2
ziSpCma^=RTfp?scIF3B`^*)u5M6=A!?YZ0XA4*std03J2G32*prIzt6flGg$UhnDj
ztmQkHS<6{yOl5+>Lr%VI*vdnm2fJ2$_fzT<d6Jx-z;px9QzMF7nTa5=JhK|;>@?eW
zBS~*_8aVyY#!DZdr4-~`BIl%ZM0!QNjgS-FERQ%NYLv`l-`6#ITRS_u!*d<bVllQk
z8)JLorID;)a;<j#1_CDaA6lT^P2I}JV>o$Ok+MOsap+GKykTRduV)@ru|2`k;o}!j
zN#Af1DL-1xorAbG=gcJF6eJ(Yfe~4cm|8fMu_U?3`T^Y4JH0_+Qjn*Vr@nIM+?uB}
zv}Zk9i7vrB%W6q2zHaQ?<LOw}S8`70lZs@rw5(2er(4>+#Hy;SOMTS?CBA~Wrzb5D
z=Qk-b6piI=s4{D&@aKhYwRv-HqhR~@4n9@(9;Uht55WlpNpq`>h<O&uc|Y$O>lR0J
zTWe^<Fb)DnF<R51ZCSlMJ9@IUlsb2ZAZRrB4aM6GJnht<uWG4zArP6hE0GKX_*aAU
z9m%M5j}Tbszqz;Db9hJ0p!})+@vlGB^?Qry+DWA{x&HvZSLiEAPBBK(ae=j}YwdGt
z_EsV*3q102OtSm2{*}u~Y`Hj=Gx(Z~rDN3Qqh~eADxAkWrOmiCxgW<L=TRGT*_8e?
z?Z%L?teuEy4EsCw+xgM<c?YNGPR$uLD#X}NB2Q1&feeHAe_CA9?loEkhendC0tX}B
zx}877(_6x;Dz@MN$gWf$dP07+wJPqO##LyktxnQk6?vlt-|33Qz0{K7NCr%v=CMPO
z-h(6h*3-tx=wz_bPUu^LvN$RT0C)AMvIRS9IqOZ9CXKe9z5T0_O}BG<ST|DcrH&aJ
z7)Ix(6`^mWmgZ*KKe{^7j2jE0iX%$FQA-o)T6Wq`MxDRlBD5j5NE8UrFY~EIbwZL`
zkmNNZSkx*gRrD0>Q>igqq?W`nD58#nm>AdR{Uxf_oBseF?f&&tzyAP_hBaePC+zS3
z^>fGL8~96Z!BmoX6+&Cbe29hzuX?mscUr8m0>_T@>tCShq{`wpbCb#SH8gO6)~%#D
zARVebTC5^Kha?$Kq2N-DG__`lkz3n5%&Qb^%z6bGtw^+}p(U^GmJkMfsK)m`*yukK
zP{(&Ebwxf}bi{mA1df^a_cf)~$hfPTsj8){Z62Kfw+t|3W4c5C00Qm!RTh}Fyv$g$
zu^DDHSnxZOQUJyl8%I&rrcImDislgjd4ViTdsN7Zi0pUdkOnv(jW#)4N}v>6cLJ^A
zX16<6{#s{o$26YDY(;mnTcF!6T0NK{m}H!PDy1WWR3t$#FnQ}*-)5NH4bt0yP!pLH
zV~Wcvre<86`jemKRZb>2w|HEoeUk{!tzpVAYopX{-aB<>7!A_7*~S`{Az1Pv%erEd
z6Mwx|N_@2jixWu;k=d(NtzU25ttrOvMiZ5!VciUEqNUU#DYraxMN5OZv}K|8rF=xa
z9Q#+>wec_6<yi7jut34vUTz<$+e!{su-jw)lNtA>gPF@3p57S*porMu9@N2WIVTY}
zKGo9h%l0$uOJw10M9s*I7ykec*A)qJz_T86nz046;?8f}J{tfw-%3%Z-Z03wd>{5{
zS+dm`+SVx&ds0eBeZGSgc{J;`>2BmNQ;K8hmyG%HALi%o(PmP^RDB=ZQvmEW5zcE@
z`zG*234y>TjyljZOXL3lF7J<}Cl)`c)_-N0@Qjo6rEqsvt)_{4EXx`|+uwy4>qBUF
zqE}IF#gy}bMVY$7RZ+JqGC(0(nmXjxq?%Ro<b9R7{{UvHzMpyrHqZY6eAOpoCqkrN
z%z{Sb4ECf&F2Ph}lf^v2BEHv&fj*+NptoB%yx9Qr7;rr)qUlj{dgx08X=w>|$C!C0
zsZAqJ`9F8CrIuEij!zwhYv|e|U9g_x<hKXER`wK1SJ>)zsQD@EiuzuZ*I&MuD{j3{
zueEE;;UO-Od7DPmUVv7u<)~-^496O;$cO>Q*P3O%nGcXbl?;SrZX{sUK_qulp~$R`
zO6F^#M)_H=H~?@z3aqayoNhmzb&}|rC56l+f%gV^sxfJwzEw!s*qj9e0Ge*h=AIsD
znf7*a$s(POz@7l==g?Pqq-jlRtkVF~Fa?xwv5)qTueD94=<BB_ns(iC!vwGJ4@Dim
zw9AK@`5p*1MQIn`m5<5~zp1Sw6p%&^1)J{?NFn<*yT?A!wOsaZr}VC3d6L#yBx#yk
zhWq8apL%SUR`yY{S!Wm{&u*>m1!6Ip=5mUxTdoK5G@Q9iCp&GpU0pQqobgR)V}dU>
z>Gp;nDtBs0W{T8<9@%aOf8kU8YL}Na)TU`%u+B?2^sJlaXFZ+!kCN(Hqw?Y&Tt}`u
z)b@Hz*BE_-LJu#FD_+M%jY>&$ugJ>8qnvu5YSq5Fvb44^GrW@R%K3Q&A3!}mwD~)m
ztUdkdvYwl!M-|eEp>|vnu@9A-9r^20IlCH`_jHdaRX)%-1JbKLsefu#crTh@k^J)P
z`IA4x&1S)?T*+~}VouE20F07->qVllomi!4BSP)rvDMNmyETlU{p@AP51#(i+vv2<
zF)tMiHf{GIELo&I@$K(T)NW&0+H1^SYEm8UtbR!SoBS)9zrB{?;iY*CNO&i(9)r+Q
zl#Y6}V-;&^Thz5znZU?ZL5SjCyBPEyr{1w$o>%V7e_C=z^FGyHoqemX@aKeNy&q_~
zK24(X?06=WV&1IfjAd1rx+jOO^=pwFG2{dDG5f3auS?SOOC1C%Tf{DJ@$*VXcAx22
z^xI!H5eA(Qwz7|gn2cxX{xv?QtLfexv*i55aHH=(`Sq=%%M-d3V+2Jic~L#Z?4mS5
zmS;EuxSfB-4Kg%3do{cV<!L%RzQfQ~F1_MwtzK{59k8Lya09^iKBl?nkh>ORl4}~3
zx+5Bu*2tb)lH`HH{{TO&S0<QECTp3t_c>b>p0v_vG@Yplh)p*%r_!6=rIIZalu`j`
z%@kE!V&;s|ieGF|dx&i)1e^-76{E_f&Jr=zn}JqU7Bwc`GJol-59L=FcO{7hvPPlq
zWb(#yv<$KQD?>kM$+xvt&n8*9V^nREHz~j7=e=wZT@a1YoQNWTL_Yav?#H*%r2q<c
zD8*=%iQG{@>qkmW_@{BCJ2Zsjtwhp=UCh7=sV<@b#6xp>nuk#$lp8L*iyD?<0I1`g
zWn8XtSzt+U<gqMkMg%Dy-%24jCKHD$GcS+&L91GL%n$zcRJ{aT8o8$b0H}ZWsw4bD
zCGeBtp^SXZ^{Y7Mpp0_gTGpnaOq(AzY1FC-H2u6%=xY&S2h9fu8Krb@?wWi9=La3=
za6KCpCehIm?O-refu7Ye!dfr756$aPow@t1Q*7M<UAsm`OH;MYX?#d@X(*fIL;!n=
zx<kossNkG7La3@~05b<K5F@o{#IY^3ajeQ)%`9-I*kY5|?uPdvXk#zUw7Y;AIjOAe
zCAz&4TSU8=NCo;;gA`*>mA>1@%r*dhD(;BUTiyAyW#cGScISgyLFi$LSBoilw@Hsq
zv9k)iy5*Zcc-NlY3_W^pj_;zohfWc=ZLwj7c^_KyJI}srI?}v#JXjmP7F^p)pYPXA
zwlX?b8=~Edco-0QYSjMH2l!9tT@)%M1et|MK5LKF?UqR+3(p5MRaq|9R~ZCgQC8%h
zrAFx=Vb{f<+qaC0rd)*>A1LC!)31gU^V79>xPGUnPPIx`<aW8M4!w8hE+ogk1vvPI
z@PnCp`&Kd>I5ZPoS2g<Wf95u0*RMQ-51oYc#Y{X&eg;0$aodW+PIL68l5?6@WBT?Z
z`Hi#UE93<hW3~G6Pn*PAfO8m}l|i&|SbMozS=fnN+|ka*_3TIU8xr_}{M*Jn-W9mw
zng0L@9->G3@BDVM_h#LH-l+0vbI5;Q#D6irW8ytUE+Y#l;P7xN#Jc{ZvamM<WcE>9
z^`XVWn$v4JJk?j0H8KF|OK<`8rmkxoWp=fZVEBVl&le~D`4rQy>YH#b-|zym_OOts
zJBTOfYiiQST0k!DfDQiuEaN}S(`v?)s#mKmWb7#OKo@t?v&=^d$E9Y^J5J=2#%fEe
znJ(ol+zPp2qqN7*xF$Pg<i0-lu%zzI<tIOK1X^vh4E}xF6@fY^>mmN={{R}lHlupY
z{{SB*B_DP)0}4GVt?I!v`Hh=m@Q6k*DzS?l8I3g&r|kXMm%p?wy8W!@-9=i9Q@Bu@
zytxK>47ktYD;;5GYz|MobXrc8E!61*DdtMt`!Bhz67FdU)b40lneU1S?NB=$B4nS(
zn(OQ|cy#DYir#J858gkZ^aS)C^p<*LIvt}*XALt9Nhur;W%Z~p?qiP3Np@W=@szex
z`^o*>_FrmcN~E5ISJxuuCkp;WlAKL&y<GnQbv<j8)U|OiTWHY3Z5jRCBaO%V%zK)4
zsjR)*4dGNM#5U>oBOl{fj)QlfaOXa!srpdlb5yB)5i5q3%#turKJo0eT6@E=!*7*{
z{p0*i_|y~JOLEGgc1FK-2lcC#HZ48GaRlD&+dL1gX7w{#yF{;VU?p_OBpww<R<63k
zMQcdoy0}Qx{{Rn~aHu_T+}5?9hL#B9cq1~-SS*u~gp1indYe-4xzy!(eD_ofw6pLD
z`c*<U+~|UYHr(a)9ec~d+7d$?8JT|f(z2TU-Z=z{3qMkehChvM>OK@UvPCOgLIO4<
z5*#XzQ;*~;7}?vbvRp{vEmWPP0<7o#k)PDn?sC?hNlVC!OKW?Z(;ec4fGcebN%^}L
z^{D2$O*qPyt`(aq@+r=Jm(r?UYM{hmf-w|3w{7ag`jc5ND>)qVS-D$dl2uf6Tarz5
z?U9lf^*>r{5WT~NRV0(ztm*nq&Y<IJ;y>bc;19;S-8)WLR7Yfp%s6|Q1{8m~JN;^*
z3+p2|Q*w7?8g7wirzCP;D@h?gCAxJd-_pCSKTMM2WyY?2i)9&##y&DV{{Z^+muf9^
z$eMM;vyNoFpYE^wqPdNG#<EP01%ohG`}4W^oc{oYIZE0c$wr(`x5VByw$mdp*#v1o
z!m549$Mrt-<yZQx&Y?R?JcZnx<nvVIk>zsE#fk1|ql&^)dmPm(IcS9@n8uWvPPLhX
z8%sw)NKFE`Qc@F0Xa>VP(i$l{)Ug0O($Y{V0JNfnMs^CLB=*H$g2yZa29fjrtv{*l
zRTwz~WoTfMVs<YBsq8C4*31$-sQl*s@!=Hz09w$8PviIG5!y8SqwDKef(1~Z00&`R
zP^DrVic#1oVD}B@IO+Y-^c5}V{CO|{0k~rVtYWL*f5)*N;<mC#o0(Ss0P*s_TGlm}
z0RI3;U#)5yntKXiO(zr<#Z{K*FA6s|w@Pwp1Y+AP76EgR2dSzvU#gw4jmOuprkDU4
zLFK-sxclva=qc%E8XiXD=xYf#EsluOOLCF(u3NeORcadypWYwJwIZ{UMpc3)k(h9(
zxvfv^FS4r1s$8w2pSu!`^0)j1bo^>mS5s9MV@Ci$0xv$plTLWvEy2{Q4xo-l*19?G
zVbd*_`zp*qAY7Y?o6MB`J1^iXo|)cK(n#gq{$^r%CbxrK3~NE8U|yWu8oQ?d0H}ZW
zs+H&Z^H;Rr^$-5_XCLAm^7u=A>In1mpL(&1iX4L39qVZdnPn82F|^>+hA=afamQ*{
z+$(}ceX3(2I3pl>3K_gc+r}DTpt#RW(-}C<_N@&*<imLrvX(_TDnP-eIP(~i7n9fu
zn;IvfowZN=v}2yURQ_7D4YWx7in|rKViZWJ*OnYqzFMW6#LBEgC{Q|)>rbJrCGR4f
zHq6clvv(wPB-XvApEE@R$qX?@WydZ79_FY<vPmj=d(k-D+38nrp_OJJTewoWO!Z;w
zLrTYdSsJ1n*_+H<eB7%KL(-{Ba&1&JS>8Gl)xW0bm$yPfZBhu`7zrHh0OQ`M>bf<h
zotb$x7-qQ`0yw$+%~T$zE+gT3oQ1<&Ng-!qex|anLELj)71H5r0`u=0%Ct`&44TH=
zG#j#d)#SIp>rB&E{SbX>@LUSg5KbtG$=s@tA(Vm-PR5Fxa1!<H=|x_}EswD4;iU%z
z`&Znx@oZY4M=WBGYYZ^hE6u_r?{lciRAZCacf|~ZV~W1IflFC!_9oYD+lulrR!*|b
zI?A^8%0lhOmNE7HE3cA0%1Iefq04<J5jHwju+&+@zn2E#{{T$DrlzDr@**C;yA+&b
z+^$nJrZJ4>op77xZJ^`nS|8ey9?<^)-?37@t11z-VE}>2K}(V#qGTA)l&gcBp4A_g
z<bBdV3fNs*UE!O{J3+wM0LlC+FYPHLjHHUJLHTe1s^y6JS8|LB=_oj>$!^Tsh-PEk
zwkqwmwQn0|`#v`3y>99E38=#?*D%Fxr^G&Tsy<`=&}g(#)kcrB(K9<w)8m3Bzqw6_
zrxBs<ed?v$(qB$UZVgYVUcK{-4UnhH9Aki^*XvgF)UvR*7t_rf&ZjY3=bx*8g=F2?
z-*~0$>Fw2yu<+AHk=*J4#~XdfkKb>6dR5I=QicTkG$6C>{uA=8GgI*s>Q<n|9G_}G
zdE1~K*sgPItO}KKd)1_C&l+*G2L~MElhm4$7@lSrAB9-3vkc!d?qShusL;GWE~7rk
zkRk*7$q3;Gx2dbOmD!wQ)<%Ajq0N18w(v$;Q{41la%<3Ztqv_30>Oi^;hgcj`VVT`
z)3mE?E&&opwlmlJ(tT?uUe@Cd-a@AMhSFH#IKHR3_NnG_(FxV&(QHGkYS#9szq?uQ
zO8({_;D~yf;594rE4w6uNt>Bxk+@%FAO5pTsA@u2kgSq8kmcrYy(#t`g=R?vcK-mr
zxl$PO9k@Mz-t?yQB2sTimB1ld;qs}U^{v$X1y^Z2`2ie`z|_+;_j8FQ!x7O(0Y!8g
zKZT^!LQNt(aUO#oGyWZgMXp3(<m`+~dpR2{tArh0x(e2}y-Ob{tnImvmXXFxhw15E
zHmBj{TS%>~o-m;EA3{&{u6p*u`obb-f>lC(Q;(F^(1Kf)R`6DVaxW2IYB$mDRcA#%
zDSe5Le?wNTd`CM4ghb$;0Nua!u6oAWc|6AeqAxPYP8EH<>b>r`Eme}tjmL(#Bj!I(
zN+jZp6?boW7PU=HQG;I=mQ?=$S8O^b*WS5X{YrbecgWvG9R)!0w9+0}<nm2hwA0$=
zRX~jH-*o`VYRj5Z(Hyg>Dvv^haWt)-gSj=(={_E5g3B_Mht!T=>0Mrl;H8Ta-pA%l
zIapVs{{X#RBiO@ejMB1hQS%;(g0zh|tyy&Fb!RyamWDKs%05`>A58sd)UT}ch?nh*
z42SMpL~_UL=qi@E;`r^6;?l?mqg=ml_eFX2)%=$dyYFUZIcH;*YE>%RL}@yar=r}`
z)_g&Asy^9BNR<4Lr`=z#sjO1Pj!j3NdFxA><#KG}l-!-z@@bo?Gf7BS98D%^GfA2R
z*zD7DK|E4WA!#WyMrkk>l8Rg$RPF<6NTF#Mbs7BX?Ut7<!32$|>U!4wt%O#iD!Fg(
z8rBq?n47VmXQe*{&z6U<`^W3)TG7IgrpVMN_Nl$7uDHcSi;UY#OG#EC4OPDX08#kW
zi6lsqbFfkGRIg<Z3WXhc%}bIgCQ*a_K3D5k<e6090$b2ld?fv;KDDJCxMpHxRqvBo
z#lBWMYE*slADy<3K}wMm#Ar{cJP*#M@|9aSEPY%2Dg2(NKHaHu-&SguV#?avEIVYq
zja-c4B`!z#`p`v;JjE1~H>|7x{DnZHnnEbCs#+UIS-V|5VunPwiH|7?g(varRVI-n
zf;@)ZoR%l8LKJ<KTOAKtdnjc^QVIIdmZwx>q9vX}@X6PNtizq3g=;mst+TwhQOA%*
z+~k~lR$~v7+ZA!#=f&)d8?b!(zon1dK7YMbZwK$qXlX<D5B~LM1@E4Gwk_kDiY3W!
z_o~j^)DVNY{<XBlOtOk`oSKn=_oPA7nt2}dGomA{!nBI4NEz)`gjVM$k~1?AjEq%S
zhwoHXh#}hHm;?ULS}bW5a!BEoX2FTDI)ZCj))*(TkxKsYa6*HeRQf)hKB09S3a;wh
z;~hBu_hDPJTWQ`Lm<`KwcOd({QZxNcOOje6ct@906?AE>>_yD`Ab|A_erEbFdc58x
zjvY1>v4eEbe1=KXF(CB7?OB?Y?6>oWc^*c`em0*$?M$=NX1kdd1uY|RaCjeDr5o;T
zcHV^>o2#3d8RwmeB$A-;KMJ7Xl?xRiTa1;i{{T$zsFHJTQFo$}^0*{t+Os@hVzh=k
z1Ti?=A1Z$66yr5}BRcW5HrqH$wi`ed&t8A5HNAKDj~M2#ZvOz*nwr|4G!0EG6J|cO
zcLx<$N*S^rTD`Z5(wg^CocAc)E?fdTcA}-1D=6Uf?L{VyW3l!Xd@?}*WD%PCn!Yt{
z0{U&N!16c*9tC-Ld+TGml_^a=Rk4Ogy#QvmTf>(@a#uY1Q_qI)6s|UqN3C^Pnyf8e
z#$befm`S*D*xTNsBDxpQ?nR13v3&c<C))y`kHc5eFi{x?IL>Np%^n)BV;MlrNiw$8
zIO7$o7lySakc5aF5<X+rw6%>2V9-Y$u?(;veS?kI=9(%PO19YKNyRK+m;EbfcyCaX
zg|(3W6+V~Y`?)nSZ{-w`IVHyl?oCzDmJ+7T5$QT3UR)6&^5KkbmCr>TYUZh_eXOOm
zoPJ%DJVc(S`^Vm|YLiDDxUjJY?5cAl$AdF^{VGi#MEiW9=gPpiEI{WTgWS@0XKZQm
zuV)?lnU)%K*K!gOwlCj&a4Ox+oxBQ6Y+IeU@0#x}=Cso^)Pw9RoutQXtU*Ej=?JbK
z_fRuPUkD$fU~q%|k?ZeO7@9^Ag11tG1-If^2xI&h$){VSmr?{&AxX%IdCB!By*k>^
z%P&IAPbBkQhll(zCEF~nL{@<O&5xQ-VeM6JP)n&EhvDfj90fR!qsYJd2>17|Nwc(r
zOSKWkiZ+fEbYFU*dw-_*cEmi20|AJjkM9xwd)F0l@c}N9MY)DVh#nz`V|V+_=}_+@
zIZEe4t9XD)WJ^XRdOZ2UueN`~n&K}STcUT!w($<<=41371wl5wX*!+OgrDI7$W{6d
zm6>y>DMRHU4tV>-)~TedfyyapSZkPU*}l$#Nss)ro02{Kt36&@o1%VcWOI%OCZDEh
zcUp@(BC$m|a>liwxos)PwA0<E=+elz{D-AQ?)3zmwR%L>(tI`}#J5VVCs7GJDfMGr
zJ+oXy(Loy)k&Yf!7~|6w!MBKYft;~K?jwYMJW|{Eit0<aPuebg#gG)*0090~S|a_e
zHKY#O`%$@uXNeVDDdeHS$Dz$&YFg#Qw&YE595$nmkw)kL0Ay#H%hxa7+GjV?J3F~{
zgUlIY>Toz7)yQ6IQ(ZphIP5XeN1&sfSmdpWR<unGTU}|;LZ2imIE{D}h>I=Moe4gJ
zu&J%A+ILd<Ad!p=mih|xKM!~(%#9}07s|Ihi*fg#{o_%qIZ~BZsm^$R!q*z4o1*|k
z56v?Vlzlx-dS;WL+Gz0p<y5)*^Eci<k7|-jyITbo@I<7bz(nCxd!E(E>z*@9P4PnF
zN&QC(m1@yPQl_A;&YM=(?KHT4Vh5s*tZU3XL*l!gNsMg8A<xSaoMy4F^=pgSnchZb
zZmerR9ORRqdd5|HBMH~(5hZt-vhDO9l^>Qry;6}(AXYcI%Jtj=CwKiQ0xso^7!+|#
zLgpXtzvo8iNANNHX}F}oqToM#Kl8}`bO|EQ`jPmWW(6E(i-9MbA81yOIe+Jh(<yi~
zU4XuD{{WsTN1L9Azm-pGVKv+0HTiq7=qq~9NVm4bIP)a+JqOTMk*3&;dtEl->*gvW
zPwx?0&}nw|$XKrT13Q|uv5smfjv{02T?&#);L4V+OzaI^2D9z>xj#y~x`-1csU|(?
z38<bxoU>q6DYXn`VqBk7P01ipY`pHVjn2VGy-=T1!7Bpf{{VQ^H!@6e>{!&X+h-hO
zHJg)r8%CFMFdA3gGZsGeX6Ss8f$3AnXjp|%Nv2*QR@y-YM@k%8S7A|E8StO<h5FXF
zb6F7o0LRMxYhVnvD1nmPVWcWR&0T`u606Rbgb}!B1dnR5sZV7+$!iNkZ2(XLvz8~^
z)f*?FpA0P7CjbG|(TMZ+@_nhmZdS-R;*}Hwz!V)2MX0v43Prh)hW;XP`c#u{+7*Ox
zjkv<~s7sLo{KO5%r8!fKfKTf}Iu^v}u|sN~yNtU7$>+UhKSNr3S))P505w3S=$*R)
zMF{1^{3z!y2l_#+4Iy&_kM^pa>f&QsS}N{^_|MEKN8&u`>}Vu>bgF8Dd-cZZ*hK(j
zf%PO*Th=ylz5)r)9Gc!jq(u$9l9T13IIAzG%!QUn_I$hfHEzoMTQf<8V#635el;Ao
z4KtUKo>uAe9@LK5C1Sn3x#Mb<lXn1C&7GZ}knekPL!roqE?JM)psc7QER0Jkf^b!O
z)u^r+0)zobISt;EOtoWk{t_1ZGTYg}wy^>MMe6?K_pJDC9&4;jhDB~LM@p^cv&czM
zPp&HMq-mTkWR&!cKdGjYMv>IhveF@%Gj%(xHlsOy<c`31t=kFo`0U%tj#%(U(T-*O
zf2B6dK)aMAx1c-mwKI?h;lQhN-P-AdLldmmjBsUPm5b;r8OccLj*CL%eqz~4bv3^B
z=&&3N1M6HLi|+0vjtC`++BMu+RxA_v;<fH(66rTK!fEG~<qaf<jPuyn5q|_}buz^p
z5U=u<Vn`KK;jPTEU&D7W?vKpbtQ)`ehPQ6M`&Jd#`qNce9u+fhNExzUt!QJ4p`wi0
z53Oo#t*Nhd7*zO~OvJ4>%y<j^Xszu9BL32o&Wbq)lfZGDaww^jv$0CDO2^Zc@>l#O
z(qo$#v;Og~t!v@zj8~6AwR;}L3iG9YN4eL-;{!a&7uZl1U_aI$@Tbe-)s9wAumDux
zpEs%X>0GUflX)I9kaPJ|6Tk0C1-T@g*H1G$Rx+}WHO|0zsme5h#Y(O+e9vFPka)fJ
z{I*H|0DnLF)q`q`+Dz@vHxKJnU0DxWrrC1F)=Kv}$oyL{VT&{eKl9N40EH{~!s<!b
zi&z(&btbv1INE7S^U#{swbA6dybxO<cPGC9Qc3kRhAOm{jMlO79=UsY9lexr`K*3j
ztJB<^^r`i&Qb7ckme(F@ANcvWAM(+?2e7L57ZB;TvT53Lg6E5yq15`KpGvD`WY-L&
zs|Zx^2Uaz3r*>MYH>91}K9y~Asmly<4apkqjCKRm`q!Z8nt8W~tO}V?oUq}2Nvax6
zlEWU@(0Q$m`$r4tqPx3&B*$W*lQ>+TbM&nw;}COH*1NOKJV`W?D_g}QtbJyfj%9AZ
zdsj6UpD80Nv2n{crFxE|;pv^c?Tht)=qo<YM~W+tKI9KANh~^-KA%dY*FsZL)fKc4
z3&u=$7l5s|8)E44pYX2Ud2Q0z1@dFL+lZ0=>Ut6@mcQ{I+0J2T%YpKj;bR|8^~m3N
zkIl~cuCPzc>H_cl`Nd44*r%@MhN+|7J=;xnt6ECumXsXh=nZAfZKf<{7rc^CdWi5d
z`c`{Q4DXmAl>5mh@5Iwy8C|xS$2~Um6fFpLB^qUbaI0@N)6u-a#Vi^<t-~mT&e@z9
zAAo(TeLKRJ^UAZj%9h>TzmM1o-&>0<JT<-}SrlL_`A|>PidMOCk5)|vhk0jiV}LF|
z1SD(;KK}J3t%jv2VKhr{SNL8YgYh8MSam2Zhn*e6!zlaQheCa`+OzKU%c<p(=HhU%
z^jD4WPq_f`_|;m)PNtgdO*@#b++68z6iP74gZ1lNzNf0%!8?6~W?qI}xC`tBRMhpR
zxGx+MN>#eEwpptwRG#0JLv5TDYW<iB?(;}l%QGIN^P14ov`d{z<zt2hmQJBRgnO~{
zt?v$aCihX<b9Ak3Xn6#WoyV~Lwdqi4mO3S(M2Y3(aT0y@KIi(JRH%_omG>~TUklpk
z(F?1Vj!Td-(l^|UdJ2<M*A*aUSq;6g`_hw#asJPxX84Q67Iuehj3$|W<-BL*Q}63u
zZ>nndI-Kn#!|vyW{uTTx+>$yul{9PX9x9gM8VfwZYut~#^~$`$M){iph9!?DCZKWi
zeie-6bCRW5OtznAKl0Fzs^*{Mz~6T1N7PjTOP^}ZHQ3JRyY@9bE@Gtn10Isbe;TKn
zT;i(huw1lkB^?SM#+mjR$6@)@IVZWJa}JDuIxdA|N^Ix;@8oH}WS{$no4!x)AI_7_
zlz$og=(-ID8%h5FxM@DkFzTdJ;uFr{Bi_t=3e#;dt*w07oR`QOLEu#=+;%ge)2?SY
zL_br&6|rfd#}*plyvF|M;8wbi-L3~=(wDVu8fg&5ssvD~00W>DxdMYt3UkeEWP-wz
znu_Cyex|Gi&po|rwZo$*2*J7M6g`Gfg#Q4fpGthUfjB{y{VKR`-##gdgr1qMd%cj-
zPjMaOnX<&6VNO^J9%|H9#1Lg+8Xlzbe=59^THBCegvv+VdAfh!HBp82W{8H%N}B3H
z6|^lQpYD#Ijch}q*;>pOQq%yDb%NA+kMt*?{Odih?q)_-m9~%IUzC28IFZHOs-Qgv
z0`(-Ct618dCpTkQ>SEE7-%ZnEfRm3hU!B|Q>0Gv`&i9kMozId<9SN<w<(@mwI#^i~
z%)mm!KjT<e#I&;=yK;W-r76onVreL7jF>;;>3`m?ju23tqz*dbx!ZsE_(T5HbkQ#+
zrUw%%Oi!9}Nj~P8xcbxQ8JN^$5Nge1u`&)DJuyibB=8CRDqD64uGn9@{8cr)vUzT*
zIXyk7XI(u>Vzia*P^2u)yz`C+N_d5XZI(og4!!>Xm0K`M`g|E;smVD#>bpefce0d2
z(U@aDN=s9A%Qn(jTZP{ow@d-T@QeO6k9mIX9a7Q=*Ks2m;<RH~85he6tDF~aylX1u
zerF!$sUwRP-zqRKo#c=gE1&j7TGB`E<-zY&uLtic_K2IKo9Zf3_l^g#WrrLns{6+|
z82oENqhZ^Mtk&C~t}AIPYE)Vzw45A++of4)gDLl_kwPPoWOG)`StJk2k<k~Rw#8R)
zIXq{Iup|KdgC6AbQ6wc;V;qjvGQ*WPCvX|YJ5xrhU`NB`pYg4Y5^1gPfQ>f>;g{4^
z8ygvJ8H^|!V96wa6n-_kYaNxMMrWA$pyzBOE%=%qt3z6D%;}(AYwZ3?jj(gH6N8Gk
zbD%8xVqPoxeqY~4UZ%4o@qA>3x3zEp11$Z2Ds28GyKS&<Pa*J5(bBoSoc#^Cq~3<r
zww{q`@(ZZrD9B2I*0~*DN3b@g<||fG5Rlox6|<+z^SLiGh#xAYkKQ=#SX!l=$kz)y
zw$)6c=Zt&R!8G+^uN%{6o!t&iVBLSMu8Q$+O>_5S_tmXq!H$gF(8g?s`^L4l@mYEo
z{CWQXz>RDu;<l!})N@VhT+rj)eJ2_H-}Mw!+8!5BkdS}X9-mP~V^Mp?4|C}{`4j#S
zjbxAb@ssqguIuAbeCxotlz+gh%ft0Pj}OVOF|B9e4Q30qf3Qh~&QIZ0=I}<ies<HY
zKtJ@%(=_XYai~Njx|NiZkXX}Y*6&c5*7oHHIR5}xd9IsW>S~*beE5G<w$WZ6uv~9v
z=p#9*kKsLGfFi=<80+Plwz{SN0QN+3#i(70mR1hJX5?cab*k~}8m-3N+Kt}MnKL&(
ztzDgql7@+*OMedE>CKs~<U;Cky$H|Jwr6vu+nWg3CCrPPiF?MM-5%zovb&PUOBcGF
z(@Qjj{f;+s#lPCY=qio0Eq8G1F)z=VG0rpWPik?CX7EvrY=pGa?cF}pbml8GI8Z+P
z$I(ZBt!!Dw^WBJ`fn(z<7(7NjSo+jZ+sSu0ctAS_4DZBnFQV4{jjT5I<I4@@Im<h6
z(;w)+&b3-1qoKdyeKgB(WzP7Mk;h+p?+grL80u<=haeGY$n2my@=hyc$f`bK0QIjn
zwN~VL)#|xU#s;BfoHqXem!UqD#B0KPX-FR|XNblNGoSZGcN+e?W2Zn2*pg4-LDZV_
z?MGU@zs|<{IO=eA?H^vX)kB)sXGIQcYIAeJaU`20gobW*x#{&4LgF}W*<&P6Klght
z*V3$9UI18I+%^y2n2+V_RjsYf-0KCLEX>@1c`fe8wRB17T%NW>D-?{SRgMo`gBd=R
z(&(NOn%-z`uKxhmw=r8E=GAJ~NsGhrt=;UX_dmi<DxdC-=DG&3)NX9!nmy|jgLKW1
zWp(r(m5XMI3M%Z()cj7GdmB|{NtEq7$Ri%usAs*jxk#3DmUxQ%=1BhlT-A%6M#&)i
zJ6YOC67^e^Dt@HmxIJUUeoXF~d~0pkv{G&d=~d7rQAJ&vTE?rS>8XoY%Fe%aSE2s^
zczRb8sOmQwox@8rb?A%G4?rpgXPQFpNi1?nu9w4p5WUu%N)*Lz4>GXp^!2E_I4V??
zN2bO$pQPPt7YhZvO(d<+7pV6>mFj*P@Exw4qT=`@_aJAHluz-ktv5xn&}}wD7*a>f
z-^S<Ou)IOzD|;1aqG0k40x95opHobzQnu#)r>fgnLR-#Q(MAlf{RevU4-k0HN#01T
zor1RpL)E_;=e2Em>r<VYSxa-%u&k0vJkpfb!8)mEhe<2Q#hHmGsVAC<no~_ZD?8lh
zcVcFvf4x#vZh550V<@7ORFW8_pbA`47z$bdHGa=Yxw{~Nu|K@rRVcPnS2OuN1!~!7
zbKDT~0}^@>$*t=x9t%t`P0l}!hw`l@L5kWGyN<?nwTxEDwloXx+|(MP;@l7Rg=`h}
ztgUB=ll|)6$syRVgZFFnr6Y<VQs}rHsgm8nZ^!z{Jr|`H(2i0?jgD|Q9nDsj@)$`~
z#E<$_X{Da$@3z(c>hLKdvzBJWX^=XT&{T6bv7}*gIqqk;Jdy$6D$>OpMw?kmoadU=
zwX;Y;5->AA`nC<g_a>@3ZJon5<{T62O~%1eJgCfH_0O7m91t=<&N!ut+G*!;6m0zC
zfm4fYHd%s@dLFf$R-`3yT~xkf2M4Bl)UJh9bLrZeP#>3h;GO`f84+S$Tj^UHBu0k{
z{=8L;#?zsZ*Z>DAJ?b=#Sq>Ebb#}@*T3dFCBnN)gXX&4O(q~NvsRFc2e~sUEa!+cZ
zdx0#KzbrQ}z0xy63Vq^*aDJ76dOmaXtmH;Bp_^<!(j)%>db)`F*EeiG(j)%>cvnh;
zJF!JG&1Ffy*EK@Gv*Vnano;}mDbYgGIPJ~=^)+bLB-Zwd$~UnY-~cjD;azQ(hKXtB
zUdom+<2Y}cXZjA+m8Zikrc4ZpI2kiB<vx{a)=PMq*zdZS^><<he!Xc*E$ntjO%b&N
z+QVW-m8b8UI1e!1-&}MRiKsySXlscClOD?13tB04ERi%`XO|iN2*v?FPV|kW$uTBR
z-6&AUBPSIpa=lr+X|tbn188rVv-o1OZX^5Tde^CFo*1*9Rcn-HEQORX#uRro!s{@I
z?yk@Qg^_^3_pKo=XJd;SZd)8R=>6dO){lqRD>xmPRV(51el@A#rO3JZim0!6^IOo;
zXxP@@hcsAk&C^dB$m*d}Jrtb$*!IOyE3{`7yWq5Gd`G-91z3(pV_Qvot(dtp8&UAx
z-GtaFzCNNw83w7Pt22-|KK1R*XB%aTgPysn*BV`mpii>IGI_$+ENYrV7j4nYcy)Bd
zvq-M2V0(lGjIG>LH62e%6R+7c@iMGzC3F}7oMO7R&@|~GDfVC&9gSv9;n*U!kU}01
z=VOFCy7k3Mlw7WKLcAo;KS?EMgg-1v{nZ%!&w8FcKI&Bu3=+Efh2pwdtRd6mStGPf
z`M@ogZ^oH6r*z0y&tTwx%QLtC0M}c_ZR~c!&0KDs;h9Cc+}=+d0l67&MNaeR`goQo
z*iGgx)1H4C$Y`cWinwyk^Ada28-)>)O6@+By_BV_nWLznjVsMw-D9*{Wo^-)n>{}Y
zrG2kmO%%4}6_!E4?ka;wONBA<+>y{#Nuw&GJA-Z<)~b|I$yXHGv5TlK7=zZiyRnID
zrq%vgO><Wq$(qig!4_`lBQ`_*<68<aD+fupxR%Tq?p`$9epRhRvYWlk$MLPHwxVG)
zn>Ta?-G44e9$#O?QAy#uc?P2(Gss7jdY^GcVNy?+=W*2fO1>-mEWJwC+Lhvor1&Kv
z+R@yedCZGmZW&(ZzePpf=aK0a(k`V5ae<z>s<T_kB*gKIlU~Ojm*C*phSu?$rbDU6
z>q?prgg^nUFFz6w^{%^l9g(LO8y;t;K@_$vYjg7{kYFjnIRsXXmYWTPA8yo?v{}Ru
zbThZNwRaa<Uxe(fn)W+ce2Ca&miz7x3cU3-i*ai{t*QO8=peZ(h^@iGTF2_%l-FZ*
zuE@pm?l13_?(65dkl`ay@}TGfk3cJ<w$Wv`Zy>^x$Ow_sJ5dk!q;BWYYW<a+osjb&
zkY%`g$#~uE8v1+HtDQ;<Se6kHb|*1e$M>B70C~@+^Quj)i`Q^EZuAn)(a00{Ps<Ye
zar|G6OB8nU&Y|Qo-4Z@kT!bG^)tPa3E&H*!n=>HfL^80S?x619%9&@X9VRjg><n<R
zMt4s!{{U&fgjF=`Ik#igE$?k$v)ksV5ezm@-L79&@v1asH1C|}Z<v1QKiBZCE`3f(
ziy3E%G*OoWn4$Xr0C}quQ1KA*M0UZUKrm)+zW)I3kKq;196D0FF^w2S^GMg!HD`^U
zLpXUs{p+_rUVG!Y_U&Bt)~O}lE!9d|=Q~f{bN%Kunuc460SbBHBkD=@`qxck;kJk@
zy1c1uhvryG`IvgQp!Th~y9L~enpTB(txBs0$!@=TQ}<MRdYbC3;J46NLlIvsm;w{#
zmUI0DRl3)0?X1!pL};RA%C0_V9-t2AwPsn~Llx(pe{FvhrFTFwCEM=9gPKm}i6|qq
zy0x@>zdG(o)=+@?azq_s`U=C<@8Y+F$@bPr`fr4lWAs!0HP7o_DP)cq?d}V-XCxFT
zPuHL2T%FbR#q5mp$i%VEGr;;%S{cf!irl-a_>S`R%m(Utt(CYE<0tD`aNEmyI>!ub
z@;Sn)j<u<xcy9Y#xC?I{*z@zu{{VGI*S&hqiQ#QO!|^87FEJTuoMDf!9fd8~&uLF{
zneflUsN)NBtS<K)t++gYz>Rh{dWEK!Z<P_os4y|YsP?Sy5O}83OG6r*$&MplzmKJP
zR=wgotxi+sISHO42Z2qy7Ltj%;y)bAa$Xx&DxC}GmaYco=1H8APd@!=9hum%=9oz6
zMP%i33Dj?4pny54R3k1+;QQ2A2ci7vDr#(IiA+iV06kWd%3t~D4MU1tigy^|fDgP4
zSAV@y6H&3|l!;?SI8q9;YiB*=fgy~xd-fk%m8c{@YVDqxb$H-Lm|yQVO6c_83`Z8%
zxISb0V}V^97BR$wfB@}V#+COiK;<CO;k26$Jjn;~9)h|Ut+0a~#&cAz#x)s%`=PiM
zrhnB&#N*|ylvF}1QM1NTS3Si>v7aQrrCOc_k>g0zx5x>>=~ZUDj?sLj+ccivb$=f8
zITy&r5{n0&BZ%YmZl~xw)*h)kPO4Q|R2~a=tMJ?0YF8N;cR$2<RQgptV%cp-h&hm{
zIb+_H$0}_rksImmAz1PfHRB7#BzEMCh0nb<!Z6VnByimgX~uBhDHt8;#axI+<n}r|
zmlz}|em+)Vo@#rokzB33aWaVV89~Tn>qJb<+rtqjb_W$SW6YUDHhU5WBA&-`hr6MY
z@s^a4h{kdTdJ2J%2}tMhu7T~LizM5U;NX$YMPU)TbNJF{9e6nIQiaTO5=#ZnNCu`O
zbD09|3~~pxX2~pqW>Ck1a4TI)G*K4IHU?@Vxtv4<2>}s;$JAz@CgxNJ9eM#$svYs=
zhy?W=srN9fGf1l2g0aIM^`bQ^AR&D@sV&wv+Oj(UA0<Ne??Q}$S9I;;%t3PmDqAGD
z$^KNNbYbmxa!0p~#O-dAvL`<>fwX(p1@Od&>0J{~G_Xs%Q4AbpqJ#5$X1VP{iE-^&
z^fJZ05kk~|q{aU5uA(L6*EMWE(qjJrcvo8lc;xh|rg_Yww(mXJL{M1t6>KWn60l+9
zJT#}E_7vNTnB!KC5x1Y6yPAy7ml33F0xBu{y;#<kI$*jM;9otKD7Q-?{Ezt7rG=W#
ztt`{WZyKB&oRjnwg>QIb+vPhcUW9OI%R4J)Jd>Q7O<e1w(%kK>E-fvcf3xijvVYG>
zM&tMj=x(j=E-XNv0p=zO6yUHubMIUorlD~F5=S8nMhOPG?KEFqTR^WX2bswMo1L|V
zNHwj_hqco>t1UbTXWHk@Wx*^zgbqNjAlFbO#nRyC%x=G0^+}<+w1zdel&ZJN?#G<=
z#d$`$<*x2>NhU*_(S+7bo?a>4T;eas&-m7_g;R038OI{B?}zU|_pR>+F6nM?JBsOF
z5$Dfibla{uWBFH0;7e6qM(#j!h``AeQKJhO;Ab_`cs?cHc6b@v{c7vV)Y;74&Y&h!
zrAOt4Zk;Oj%qL2NZX8#g8E9tKqP%5L3S`O&Kze4axX#*!>2Md=ik@RgrnNJ!>=4G|
zI5^<fIQ9srtjHQgCl%RE9`;dLcQ%qnSSc96Aa|{))U!IFR!HRUVYz78OQ;GC3XVYZ
ztXZs%;HtsN?t1&zcOIQHD1E9)>}rY91p1p|EwKTNudjORjZ|FfHjXMtN}i)5wNktc
zRxr(xxL0>|qNHr#Mld=W<+a;GY$7EB<-2_=RZ%^Tc~0jWtaAA^%}tLm*Ga4&m{&6~
z`ORZfalxHOhk*XiTo2+kvH-_Qz|gLi8vvzAIX&x8UV10%TgTxslGNPLKpK>v^~nDK
zF-2GK?ZJ~#lZ<}o{{S&Xb5!_@n$-F}zA#O8>p3o?=z_k_uZyD4E~GnFYf^vfy8i%;
zdAN4f?0b~C_2e(x_=@d_RepVTis*F1ERmf<QM!~^$NUO*`K{<UtZh5P4ljJWiIA*g
ze61PCRqxNQYQ3o33xr2SWwD6tw}pDh-oH;%UD0mWXRU{XqPeRUt~J>vnP=FfE>_Ob
zMnEU{kNDPozNvUxOFKsrw2hgk&kWw@(0)}NrJcl)vrZZ_F#(xJ&PVrDb`{WRo*7~@
zJbq2OfW{zuf3|<6C4I&3)OT7TG>coQ?n|Sa*;j*eClJIx+0WiTO5b*l-U*&5LL&bF
zufBe*{>t|ztUOU$*sQmXZR|%8M57HivX4rnx@`K%6W$<#&K_cfoFWfa^);rKFJ)z^
zhdt%Z&{*tYXe~$G9bNO>pL%qTEN$dwbGdk)Zln|Z3+`&&_P1$m8%3uTKsalnKM#<9
zTI7~FF6J>?31kJb2V9?1Pnd@*Xjqo~PJ}FBKsi*;%7fq3)K<Dp=BF<7Q?MVJSK&wE
zYW|(2qTP8uNxZnu1W_N5A9MZ{-P(9|Ym^CiR^g)@S;BV15dQ#Zj;6Ac7b@OID`1k?
zGNy-WZ!W)%?U&_GWzQdtYU>(Z=Bi<RO6J<lFbO%|BcE?y<y{z_&ed2Wqa<BN0x16g
zr{`R*x8nHj3&mp+Naw7~K2h}br)@Mf(koqt&3C8hsw07(S@Fvi`TnHz1K3v^b9;04
znf6{hf=0_YByRq+T;JW^zS*T19AQQW=~gt&67y5JTYFf{vN!j752>N6Ba)=to`zz?
z?BlC3Ja^4@-W>20*GiXqq8Ok&tUt#80N^XD@aKYT^rc&ilCxb8<6)IU{>biX-nHU5
zbf1%WUN~Ik-|OfqR;0$0-IrJFIwhD@^5c#^-4uU`t}DbIH+dD(&5B2i84pwb70v6O
zBbM>Y$WA(l$3gY3R_5kghRc(V!?hB!E>cm^7B6)dnnodu5_w{IHJZeel4-`8)s@a^
zHpZQ}rVuH{m}nu1^rM{7MFO!XbjQq@r3T#fRv$x9gHo&|z$9_}=vs_$hSmB?%6-K=
zX)P)J%ZWMYqPH}!3%%Q;-EM{>&fI*=Kc#KyP$X#S5(Pz&sK-(PtyM1LNWii1xg}cY
z?H!PHHPu<^klRKT5F+{x^>tBGJ4ZC?)-X{tQ5sY#;0j`lmFJw)fEH{DrE#cR+ex)Q
zeK0+~>YwXXu+lQ`k<P0+C?$-93<}!KrIosUxy#H31-vIM{{R9#1#?%IlFfH4q=3%E
zoxD`m@fjiClY((l^&A!CYF^*n-j6CMgb-sMTwD@8&swgw3YhcAUqoKDp=D|=W`YAF
zFB#&rrqFI-h)d<}jP!o>o|n|`r$#orFy@s~*`baws(X$xSem@XSmWHFZQ~=oboUxv
zz*l2$DODLHE^sTA)W`0W{{XaV^tOgLl=)rAbl>$&#(r*Vav0&8ao($rgVwQh#0-s=
zz{vb-ckJddy>JCob}*u}MA62$04@PFcH+@&mP9WUl3{XDzU@|pNsKco+tB;f$!sN#
z*h<cuSOdcYkFTXBdQpyrWSBED$Z(~9TEZZGq~oSdZ_0AZ5-7l2m-RJ;kKZ4uq3m$u
zR>wag=HdSU-mUdw7TrL}+y!B`{Cq$A)zR9rvj_r~nVCqy<whzZ^*CX<HPmJ~BU6qK
zYN;{I^5A#xS~qaCmtr;G2gg0C8=F;z?qv_Z1oAu8$8&y#B+lS5R_y-H4Bm81`N&YG
z9MmY8oD31oYUzu0_FLqNSfhmF%-xO6&H!HYOxB9kqTR%XJw23ZW+W?s#J9`u&{r9H
zH%x1_lT4V!CzlqXDeIX=7xk__?Qt{YV~&*zVlhkIC|fBr$B*v{?N%2GFqz`HEjdF>
zx&HNf^}d50&6;e=5&<lIG1`dBmvhZ-$C=#3T4!t?y(rovRs)l^xAnapt@VLxY8p-8
zZ3n$mZ6<i-G0LVk$0HS@cRFG3JEJZoX2v~g!lA}6O<PSr%aIiCAm^aww(a~oad65K
zB8#7xw_nPeb~+>GLu91JtYR2YF`Dc&?QX`}IOJz<v;l%jWC86}{{Z0}RD&V1_#VJk
zb?uyS$|6}t;67(l$I`QxEYY;4tz)IU@nx@)BX)c^B}&K0HRd{;o^8zUl6Ns|*Ggcw
zMu^O0WY~V_86S;unu})QUAf!4jP=D;2q?E>&BZm!taCTRHv{Whz81SSuX0s45=J?!
ztHX(jt$zx@E*|6(Mi_LfTby#)ogvmP2L=?zf4yDDfhT*2uHDgB=23uajsDAAa_yS!
z{10ldTimL#KRE03rHFsKXFIbyGC1!{*_T?lu?9hkV2p<xSC*z6jEt`$nR6Lst9vp=
zMGqKYX(?)2i?L0Y9$BR^g29LerDPiy+NCQP1DbA3xWuYpLJ3sh_NGT<6|$*}oSMD@
zg(XcJ)DfDOIW3E~b2{fwh1HptoL8QB_Sze9YvpH_IsB{C=8-(Jj(w}mej_?Lw8E7;
zjdbBBCp$7Gm5(IW4tAR6W<Nc2+S3iHE0~w>n(eE&sqAd&So<*g)}orr(*FSC+<j|E
z8rm;IIqq!ub-&_cDgOYbNBN2>zJ(!OMnJuMqx{7c&rz;pCl=4BE96@(8g-gAjR&6R
zY5?K6_2c>1*H!ZiGwC+Li2neImBQf^f6FC3{<Xt|`$y7XX{qx!(!}zJRSuI3n1%tq
z_TxW&y))mQf~V3hBEE&};YgrYV5uV}Umk$=`c^C!Gu+6wk#au#tWE&;V_TMC7Bdx`
zq6<{WxYQf(H>#$8{eOjZ-sgPW8K-XqT3(|aorR=#7iaI4`GWrdyn5BywOHV|TWe(+
zh4|#CKe~wepHeFxIiC6hZ>K9*X(Rn?<bL*l$NVbqmt&?_31=;7Y5Xy-`q}>gs1$Pd
zC!3qllkDjCFR5yC3%i*4k=d~nBm1NL1!C&@;ndiPM2lvJ_b@2Onte#@J*vK?e|vo-
zd#zeKasL1w_DjJ30C~ICYpX55^Je=++2BDB+>Cpg8%UPzq(o>$&Lq3wlk&qK@)gio
zcy8w6(91gglGJsDcxU!wSmCa$7tXeT%Qx{)vndy__o*&?L8@LtAf86!8C5t0`r@Zo
zu~AAoo`VLNZ)K%<asg_HF!9C9H~Yu6Ikh1kjN!H{D!;pm9(RxSh_5x0`%!ouWxJhM
zy0IfQ9kr$P(x0>WvBi&?SzLqz-m1aA=<05+^!vzyUNDWv+(LhJr|2pb({xLMCcU}y
z5DY99v1|wNHO-L>4n#S+n19P>;Q{{uWOYA{YUsKyrL5dx6#0M0GmaE{deV08K2-IV
z#@gu`4z^>pg5T__oGgk#Bm7Ntu?;&wuo0kGU;_m344&lIEvV{tJ{%^`PmJ8%D8!S=
z(>29vn&r*xxwx67VbOE)kHU!gna#l+zPsadC}?bmjXG`vpTf9H+v#o{iDF6W%yLa;
zJ=ClZY}H95k-D*_=9Y-YRTB71t|32uWd@=tYu<m-s1ZqwR!qa6Qt^({{(GPM=9pu&
z{{Wun{`snzq@`kci$*(7`R;!zX@=DQ0L#beRrcgkc|`W2!OV%xtR#H5D@-=0osuh5
z*4ky&$YzQbWl@sYz!leNo*sc<hDT8>tf1w(EmUCG)sAw*L!RN4)dt?~;|f2<y3IRA
zx3(dpUovj<IO+5qt3@GIU8kIO?N;rTK|Er*BLsv#7=$R;1h&)3>sY!v{{W-0^>h5|
zeVssj5s;+fuylE&i%l{}!B=sn+9@MT6%EDIHpBOhGyT!j)^*;nSQNJyAKpD{CE4V1
zNi0uuOPISCZnZgQ1~oe){^;-Zs%l;30Y>AV0H-7j-FOvt)(IA9e3n&_$snG>q_qcQ
z5^VXTo}`++Y~)+0&Uxun=i%EtoSgo3asYg^1JaUYLvw3QyK8wPmKgCW_dMpcr`B~D
zm~NY4L64O{;;`*Mhd#B?uA2)$U1X7)u-l$}=$9{3)2DkGbKYH`WlNbrZlE=C+NOM^
z+;VrGYr1_t4=qfNSB$oJ{Hu!AR0zOcM)QM0Y3yN%O~u@=rQ^zwF~B&j%SA&ff=P@p
z&N<?;ba+}*BB=w6oYz4dOc_-$xc1I!mc-%Xbd5-1)7IWrmRSKq^2dxZ^vyz%#d8$c
zkSCTtRp&2I1`<eGLRv$dlTzEWq~ps(W7rXzRy`FR3c&7<%O$eBf!J0kU*4Zwn&_k=
zH<ToM&r^<^iogRG2kS%F^D*5HaE#91?^ju;UPEmQz9KStpcZ8WsK;vMGmDo00D80n
zVtk62txrBK%;+YOB$;GF2xbS0Y^@XA$(fK64tVKML^j*T2Y0Av8*U~)?Nz0zvL;1A
zGVO4~BRCb@cpF30wHCRW_5&`)`9@9$;anY`%{a#yHR!$v+q!6;>f#d3@~m0s>P2T=
z+8P@};cV6M29Kn{X>#psu}X=$-ITB`j<w@DfCAyYHrKmrk-S#dBkc;xV{8edW^SE{
zJXeJ3hxgoiR8VcjwsTc)kf){}-jDaI-n4ujJ|m3&>{o(myg2^=dcEUEokfHpw(auA
zT6J&G;g;n&qmFMDSQbSp6!Ba48XdgyiIybKeAZ)#U&PiXHysZkS6Sq?+=d+cR#hg|
ztZfN3vCb}u7`u$5ajw?LBDBVo5?$q0nYlTs-WC&Z!}6<9i3tOODkV}(-N~8vaH+Q_
zU`}}HT;%#(kUH(Rh_Cy#*}PeB2p^S7_L01KF{$E(SCm)K^ZTK541r^c6~griUVW|?
zYx{<LZr#oXE85PV3*2YR9E$Pp6~*Oi7s@&b2(HXMMJ97s*y1kECeOWe9tjze?E8x6
zZ+h25;K$i5=ljC7-Pq=+trmA^qh@y3S>Y0;E<Rj*!ylD!$5GfY6DKv;_$KA9Be=={
zLx3?+h+n&BEM=+RBQDYFOf80}%VBuyQTc;4<yh&I(KhTFYd_6V2?l6)7|k^jdG3MV
zF*x)T&oe4NI$?b79-^QU^!iqcB=Z&vouux-sQltzJAwA9vdB(AH5PDloYkl<pytcc
zTrkPpF^cowh%*;UJb~2ouF=ah4TbGoCyz@6w9175n%@r;rVZ$MhO~NpYnqV!#=1RZ
z=bGlEBYCchyP8wj+S3j#m+M!{)@Gb>Y`<E#Uy9N{37q#ebRB2=F8XE`wzHQ^e*HIN
zk<yC9ib5{W`=8c|PMl?{CEXukSIRc`7T5PrFWVSM{L4J5enIr~udA!#t6AkXvL<mE
zU|S!=Ys$kt(eB|Y@^dcdpvS0aZx7kN*&<mhe9Dm!^O4<~)7qwz{{TY0l>^*dJaI4X
z;8?;Uf%x-Yez#7F6gdEP0-YSwI~NRCbmVug^pZzXs++OtiLP4*hBS&8;!&0JTw#4a
zQB)+B&P&F;ywzZu=RYYUDId^gxVdf|E;g%7SD_s$ip?XE0U7QwQz;}{uNd?@?>|kR
zR^6&eB$Dv$y;PrXVOrXB7B)&m4Gc<q?N=xDuPHe#^AVp)kUOagGt-J($Z@Wp**$h=
zxAMHCcua0`(Z~X!_u%nX1>^}33YuCvj0fwsyq4M~f0|he4^LXXYi|sa?NKDn*RItc
zQfj%EV{dAnswZ15)vMmIx^t*q{{YK1Oavc|HY*KBUEvfZx}0H-$ie=#pAUzO?-YVS
z0pk#7kIsvxmru8d%l3v676=*o<GmJa)y7=B%~<TTzX|CUfJ>=g#WRkPs|7*+HMw!G
z=sI))GkF%(=^S6+E5~0}a?CgYRVj5=+;9;76)uwM&S|(`R&`p-=$G@!Bo}iBk+OF$
z%lK9UX|^Sf+qL|wHMJQCI8;A{S8YZ@e&P;&Dd>#lR-V>1n@zRtbhR1Mpgkv3Su)+o
z&&JV@K~^ESbVp_Y?m{U!M9<nm^e!DP06zMDbjH(dfx&gp*0MLdF!_(?PWhPfd8Fit
z=Z|AZ>9&WgtNDtpd8fk~Zh`lou4yfF`<v;6R?$3;dno>XmAj&82*%-V<6_Xsw_rRI
z^`n;Jly0^$taOR)oFq|~J<mWt8tCl2F$63c>DE{N;*2Q&02=5ci6V?DDx%}=uL6*$
zCypy<(n!ffsdN(GPn{!GRoFlRq_qWYt?~Z=JjGYlPTL8{IXg(FwbVA&mgU@M$y0&!
zs&-7NBF1r1J^WU{mv6vUJ<h8v*%2<$>)xrVJdMstJ<UsD7(17y)}?206k!7?1oy>b
z$17}9EJ*ARL0S)PvBK<5Tq!(Ob-3K?Q6;IbEsJP`@me;zadqB7+w`QhiA;-?$OoT#
z=;PE4v|d~=#uWOD(Q6w<1$%o4ptpJVD4IS($T(r`ShtQo*v}f32b_D>wao217m<rL
zFe@J5e)^eHO(PNcWA&{VM$m&Ds)!#s&#h|O#Md*b0tN?qlbV!oI~Q#iI2gt`uBO`F
z^dXfcRP#Xv3C4J?emD#a10FNlwBC8!3X^UDcq6q9T=gS(#>6s)nUvib1WF2my!7o{
zhOhvLV>t6pGhI`>>ZA!WI^fqWtL37}{{Wtuqhps8{o4=l_y$=4?z~q`J-b`7DNUP@
zFa-4#%xF3DoDREdyU_%4T^VN!CzhGahMuVxhJN9c(2Rmd*A$8xNf~3{FFCC(Mrfpx
zGLVRl-<Xf%KDC^r>?SY(C%rvvc3(?~@yiR!uY%6GBzCMOU9#l**5SA^33rjW3|2!f
zWCE4XBNsI$a_&FUoBit3jdL-oFCY9&2*>=i#cD>Gl;fUghUXMj*`c=(MgI7x?glPp
z<2f~Cq4Fa=w+cpqrn_Mp7A$zct4Bgk#cN(}lmX6b)4m^EM+|puB(b5$;hPz+I=6w6
z?F$SH*GZ*Y!s9Nn=XO4DdVUoZA<r8dLKlliZQ>11-062?%!ej6!4qWX>0TMBpWcJ(
zUWu(oZnifYQVfOpe6%_I>&`VJ^DRv%sKn*OMMlve(?`xewd^`ns*ps?GQL=^9n(+m
zSKQaMXjYR?ZoX7|u!B6+Nu;$nCbcGxNafe;8ZtVyb&WiWh0cEp<`+(u+gY(M5kbAV
z2R*B(FcJsMe=6px(>8+8aq|eyMNba>!hr)77$@?nVTr>7)K*fGv9PX<ymD&R%)&t@
zrAG0yHy9Nz$JziQv6CW2Q*4Sm^V>DzJ~WIjv8aGLNuSca+2d`!tHV5R#<8k<IQ~`F
zgMRZds;-YYy!*g=*4Kqtte1H1MPgi^nzej1`%TIBTJ4X-VO4v!I<4wDvCVeg1Y*l`
zvANv8%DnW<a7i`Vcn0rlT?`zSOdrmx5v?|H^4n9?0oxES*A-Z>$)+2$X!$(gR0dIl
zgP)~&YAmTqJ&Cvc#8aKVO0SS5$)`NZA~+rDk`z;7jm5?eGf^Vosld*8q*?G#<PJ|-
zt0t>&8(_Xzb^@zbZBCPA$52@CIi@s0d1e@_skL`@{m=-${MA_|mQ$8|=iaI?Z*#I3
zR`)k1xwVNH83#_>*PeLt_8XtGh>H*j>M>m)3Luh3`=D1J<6n|HObiZtR`g<&$6A7f
z8$9z^Ia6HYpPbi0s+_5=b-wYfEADdB*w?W?=;P~FS-7fpNBtaqYQa2Kka`)-4T%2$
zq@VYHtrZe66C57YRVEH6*|qVEend8^4p<OR9nF26Ulq^h*r0+~$C_6>^Ryr9UOpd7
zo~;*au_L-pcS1Pn%}W*ViAy7m$Bst=vdKOA&|Qk{;<`PfFWTEu`b!?-#!QlOPpu@5
zKJv)9?NpaN%?6T{!`ilN#XJh*YKCH?B#N~RvB+6oJcbwz(`l}LEVPO;1q7YPp7mVJ
z>xM0I+QyShu(({gUZ$J&rYbU7euk<*#1`};r97Nf^BFqwz0uogo+Bm*fMkuM7(V=B
zvUM$L;`SvB>QXX7;;`UPG0z};rjTJq1y?cCJY1(uB3<r5$?H)ZjPp(%DkmT*=e<qt
zaJO<;vcS|tWyL-h`A$0Gn;G3Iik8Q129cIOTDspX1L;+jcOIPAPo?-*P}LDjFOe2L
z`}g_^YAu>mgr%{|qMgHo^sc)>@O1Zhp7(T79#ubyhxDgdX%N_WvO8S)s}z{r!>Pxm
zdQ@rx?j22O2zNU$*mU)gpKYhx>98ztLa{IVJ%1YJG~5w+AnMmGU4`fRuba0u#pz51
zgpx4<T6W~t%+nH*Nh3+012r2;sHK?T3Z-$Vs*SOH&Fk8zmX>xcBT`2qjmGMCqDyHJ
zSC3y>&BT%wA2Az1<n$GC@-UWioaFJEZL*!95AK7_L)=`Cn!vIApaY85vaw$!rP@k{
z19<hSafS1fc*xH`O4UtGtwW1gBZ*4_rx_y@(a{*BXWx`tX+T_jhOunMWl>uCg!0@+
zJhHy$W#@{^u^+z_rMWU!k+lE=n!KN#L1`1X7>tqYTK3jb%OW69HxN3~Z0e0B^(!^B
zvJa9bBi9v|GMH}2l01;7gI%rX*{qM*rSm0|Z$vy3Twb70+a&om`V8k4DpwU~MMCBh
zfM>=#*6xmDhVh<6-n}tcaev3h<C@yj0BKHtyZ}r=v%V-fFzfe*<b`IN5vs<x#aK38
zTu8!2!*&OeQo{m<3|Ao5oSJffWu)x{qDDME@05yP3q1;wif1)6L<YkFfOC^vrmOz|
z9>D(q(@*JLjr^+KU{nAF#c|r7{CNYP`Dy(s*~N*}cZY#DWDIhrt#%>pfkk)21;cIc
zTz7}F_M?t|Q(Zd7rczG_)|HCGTE&~Uv+`A=m6^JEWO4_sX5rdAgMpJ;P}qs?gi7iO
zA9;@zUVCPQ>|xWP9Ojy5MMU}(0NNxc(yA}bA`fv_oM(EkB#a7eg|f+Vf>1_W13~0g
zi)`kW12(d$(6qS8`qtbwrDQ9?`H0A*j?5nsM!Ci%;GW#qM{B1>(nteuVIdhE`J|df
z(W2PJwS{!{%wd@0liQkhm8Z0qk-2jbD&#j#gSB+;rFl9tsfa%ObDmbIe)U!q8$(72
zQb6xX%I3<GwudIM19Au?;F{mkty*aCvC4Az`FI)psqxvJ$1<XGT6%O&WL0~HXtVcJ
zkwa%frOK{n_=duJZ5CFNHVcqGW1Lr)>RdPAYt(#61Tg6CcM~aLl34oJm+FTZG)Gi<
zxW(@xww7}|fA3e&o(|jg4cH%WXY#L}w7>PK{`GqfjjGFQViq|{<#2y0im~Q}k;%(*
zxt-%}QowPOBV+Qdy`bYDV!W?Q)uorjdVcv!k1+6lmFSImAv|LrO5~|Yt0L7lX+F@n
z;)U7<YccK{V94j`N|O?V5t^T7%T$@D8FSQAiviqLO3R4=z{l36l2r>*>4T=rvN+mC
zYr*_*bFAvP{`mft?2jrpBpwH9@oyOrb&XdYHxJ}1rwJQLkybphJoe+3tNIJ=Hy`f`
zp>fpJtr-6Rum1pgyCc2McN?3gUwZ8P12X>rrxtyn7|wq>;ENjTejhPw+qm*M^4ka5
zs_MJNk?gLldU@0%xrv@J`>}uyD1zV+>5c;DHASvOHZn5^@qzoi;<6#u0tuqVRIdl$
zHO7_If*4!s&X!5BD>EOI44!K)eQG$o)Q{%L$Tg2V(_Cb<fPAMJI322ini$SqnnF7-
z0;xdkh7~PYr#7i9q?VJv0+uzFPn@R3J>P-))>3LtK`=&<fDg<DPv=S=d#A|XBOd)~
z?QM>gO(T8?Vtg05&QD0jYfJ3V0;N#x7|CN;OE|NRHIm{8@Hzvzhvin{yprYdYijoZ
z9GPa}MQ1COV_I_*cCu|BE;@l+2akqU(DvsZ_0(O;kgjhvU8nwd+KivhxQ`cISW6rx
z)g|APx#Vn<S3xx+97_G$I6YVH*E-*L*8Zm1LtOiHt!wUiRCYA1&L9;#H(IM`e{d>h
zJQ}F%DJ!zZpJ^5C!=%^I+67#Oa87yY#T7*#YoDbQlw0a_D_c|TTKLNP)X5_4bFoG@
zFgZ2$ZG3?KE4n-wZOQML7QE~=wYk?p!6(e@V}EC}W9J5ybl2;VTFc_Q!s8Iz4nOCD
z{{V$4@m1Sfx|l6FIM0wXT|BWgQKQ_-T{c6EvW|TX15K0ER;*qtyb*!+dqaWLz$jl9
z-Q)f}?LY6xqR~OiN4cFIn;>vV$e`)6=cgXEr~d#6ZQ#NCJ+ROHG8EzB%ghhl+vEPZ
z3V!KHQSN3gohUzd+Lf#(2ksnJt9YjO$U>1oK5o8Hqy7@B+;bcp{{Yh=Mul36UlExV
zjOxetY;q53V6wRX0G?0v#cHpLFARzDM}^Ns#%ZU-cOc|PALT}cB}&_wjcITP`j_Y0
zqk9{VCFJs$Dv%CGt#3!-E4GXi6knBDicLpWf_8!s=^FWxZCoe-deD{2RO!Ej=dJYF
zh%VnM<EwF6ntz3Fu7gb)VkHFmjxZ0?*1LTJ!&c%5Z*Gs;CUp)0A1deCxAhbeX|t8U
z#BGcYoL0(`-JO)MePnYU74X%X*jwH_Vq1piE;0wuS6tC5F9(rSJU%vPmV^G8gIA?E
z>DIJXNbRQu80c_9OnAV#{{Wu&uGrk9Y4^GIuR6JqjeVRRMbICucFMV2)R<x3vK@PL
z=GI;~+Ig=$iHln*<%rx)GsSoJfSVccy%7HZD&Sxr=&A0;gB))|S~v>Z?*%{u)0%Wq
zhG1Oek<zRp=HDHPifAf>j(Fm$sStujcB0Gn39-~LrrYh<ynhIzQgHTifG~K-sVrkd
zw8#$7qc}LMp5jrw#ZWxu?^EoN$>M;~eWh9?!uk`MnU$Q9yknZE$kjnyr+o{@Z76QL
zGg;bt=HLVATKDoZT1r`Pc2-T1+c-V(QzxknE_8KPvc(KSGv+gP0N_=`Zbx3Zz%@fp
zieo5{#BfIixD}})#E*xWdUT9#sC%A*vP4&NXB=(EOd7zrJLiy}?&h~HS^*a2Ne&Ms
zh##e4+>j-c1FBO;CMI6yhCCxTFP}=>(U5Lp2YSZ0Qq#zL1+Co-e5`%xoS1)%?KGPQ
zxhU*Ib@>nRRhjNoS(KVWjUQOgL5k!bP@XG-t22aNfHhUPxh@!zPI)AnN|SEwmpLwN
zOP5kc@wr|}&2qYu6JeghPw89X!H99xQpu!6KZS1Y<ha=JOrayk-py+yqGeKi%){{1
zd#?yT-8I@+*tOLDSU?Y{=qne&x?|j5$+eYs#>blLT5s%2zbt_%z%7miWhrz<_;t%4
zGR$5cCCO=!9A_X@Q)nmcDHLp5E6K-7Me!`L+_bR5sh%*$HJy2^U(X{m+%l=`rxl!3
z+b;E6)U|ctks1bBV?qx*jb=e%X&$C?a(1W;I$@jZRT}0=56>evJ<V%qx?5^SRSt-;
zrsKG0HKdb@yJi(&(mB|`J|aR!b0<&6x+^e|%^=_rDdX|3d4G4}2zmbimZ~%O*3SL6
zmkJe_iJPCsrJ7;VvCv#xMs13z+UJ5trB#H$t_vxX2f4*plY2qV(a&>GDMcAGMh~|%
zk<gMzu<i@HZ0d3bdR41S*w)=*`#3GT?{39rZ?`1xo!g(`Tvh91YK<B5kykn8a%!1P
z#j6x`_KfLH5*1UsC6t=;T~uZ^uTAkI#B|p3rV=jUz)V+}YM<(!oL+~Ijb8dHX`kz(
z9<5%BV>j*q4bzJAojCshq{a2F=E7hjZk&41j%rIn{*fU*B-6)VpS5~)l1dn2JaOFD
zkm*w6#5N7a1cSYLOtUe56^QzpiiqmvG#*JAx!5W3x#uM-E6#Dw%zwPtsiD1$rX*mb
ze|MVCl&(`+1@k5eh5FWkwHW0804l_@)T7=^Zq1H4Tvg+!x`Xomb(G^ShH`|P(70e#
z2OGZ%@h=z*YWk==eB=2F_14toVZ#OdE5|%pDSca1VscCW0EKIZO*eB2(2|Yha5o1G
zYR-^<*Z%;#Kb2IvKRsE}PZJaU>fJp~b-AidZTL?2?05GJskzFo)BWCh)(L90qfE<x
zI8)XW)9NbT#<5zR<hMbhXPw8IMn*oBT--(&?2L}tC$AM;sg5it#s)d(x4lBe#KUs~
zl6cRxB$2&~@yhes$^j&YQTiH;+u}gd$^i5n(pt!Z*5}I`*hqsO_-c?^ls<Lj%K{!k
z^>g@kq}oQYL!x_BD3QWln>cqq-h!=dx@1#xI@-b6F^v5bb5uXIVum(bID!=!^B86S
z06x{0*ON}fyRmOld7&oCc1H8x*jtiqZOqdD0MAMKehXD@wY#f;MAt2}a1jpG$Iw<r
z^22V@UneC&CYD5Cpa8Lx{qxN<lH5yEN?p=gtEPFzNLs@2DUvIDb!FNPdG1YIxxK<g
z65YPlTrf_bg>(AU=_GL!GBXV2pS?Igc+VC5CSc#bW2{Czn$^5)sjP-SHAQ!+<kDIi
zR)6XRO6Q7#(Ei|5%~uzoHFiOqG3JV6ADW6H^fj^e?R-ff!QI@~+ja3-wRas?f$Llt
zRNc*DiqQgO6oVo*7|%6w8#h<aQ|(TQ!eX15R4Z~aYqdd_%b`*g$;B}JD@GkYbC(O1
z<P08Zi>A!V4%5$ST#Pwgij26xBefj>tMX~`yM59yag#_i*%&AQ<eUmQ82MPw`EgVJ
z(Wr^}MQApiIDsQENsv$78K~P#xLyoWANUES$jWhSs{sZ>pF>9nf-6?TLAsg7B0HNQ
zRP|$Bb%%ptwt(Df05qsTF^+(rUs`;f&8bk7%zq4cVohR166QN_a!xQ`*jJ=p*js5n
z8or9&HAEKdFb7^Lwu$A(c!4?qKm(wwekYKR4&VO(*F1i;aY-JnDryZRGe{WHZ3q1_
zU*%D2ZdXaUJqE*1(-?nc+JpZ9JlFYEPZHe2Z=uf4NZd9I4)v|h*6gkt1D4S2&Ohat
z6?#LF?^%8tkzYWyG4cYD`4d`f{2YuPXcCg;x#lvq?NV0%0H@4<<JIUWF&+Tm*Pjp?
z?6L2A{{XXBpeqp`0H{YU8{&}5r6R(A_Yd-}0s;PsA3w)lgLFU8E)V@PKgzf$c(aIc
z_l-WH#%_(=qTBoJ99346IL8$`u3_VWj<pCyBPTTNsFucc{!O&Mg*6<g11F&3rN1lo
zNioOFqneFl4}+e7R&R43v|F<VNtH)K>suvCuEB#@+H@exA6`vvTtysY0EBzysT;>*
z2U5wmn?KyFn<WNulaH6Ft({B}6o8CoGg!8Z`|+PjnJr9Y{pDkB8;glu5#%hRjMk*e
zQeA+OF_Dj@R?=ZpJUfuc3w_bl*Fma5G<V^JzuA$~Du)@xX5F2Q)7H$#dv-RmNKOLd
zJGjnk9_342I&CDB?Oiw7B$~?b?Ia)vC$(fUl-1W5<v{%_MX{AdeF{28lO@%q{lIil
z0)oN2=B?=Igg6{#x_=7k4=;!HiAs}}z|VYEE}3Z}#N?qkY-X}jyRn57xtW`CNSaTr
zS8S1wTDNqE&XXXInxl#m@~V(=n(12+C^sThjPZ}kw~{>g68``y3Hw6UR7w;AeQR<8
z2Z6OC{{T-5{VOWF6)4!J;Dp<AImi65Z|76^icD(Kk3c__Gr`OjS=bzY>-vg=U6X#T
zInI6RBE9pbKM|hNx2dKyjC-Dx(s`sk0rss+9Ii+e+;|;hV|K1Or&{1qvT^HOH;1oe
zwYs_Tr3#`FPJ7mMRpLch-X}jP5qOFsIRbUZ=T=_t{W|5yZf0%;Wy^9K#E_iv=BX6p
zaLsc&gN(>(7RZWvBVv2EdwwH4FsgrPa5z9e8ire!HbHluU$Lrz_f@2>RN12(%_PXI
zRAl<r+!F1X3{eS6^%(g_<6OO~fpVQQn&=?7B1Id6VZP!F=7}>(J6w}qX(ZDf+7*Zv
z#uV3_>YwUby(3@qpG;<W8aVUDMR~rb{;1Mh9%eOr=%uIea-Ul1p_^=Elhju)W^r)8
zjcoat08p8g1)-^@Tx{0toOYB~b8)Lm_Yww>;5S7z=C+cRzqf4kkbgSszSKp`n_~cz
zlisOD=S7W1zAW9x)`hut&N=*REv{#LZQGMt7HJ_QHpX^dGI~>L%Hv74bh<s8$TyIx
z52>xFZ9_`R^KSM6vMny*wY7_TDPh$>$tIL*vP*fg81}X>c+GLknntdi+csL>1sD;Q
zKIXhz#f^<yQsW=J>G@ZsJ^ZbowB7xjbCO6Om3dc*WDTfa5XHZF_m6SKYep>`xR^M@
zQ;)kpIIB8Q;$QcLRJ=dD6=O?3EWc4!pS*EJYH5?!rqYT2(3B3Q7OKSYPt#a^z4Oq-
z!2VTtHj32ja8lGpXF|>InvL4s2yZc;4fAanA4;mZ#5wdC1F@#uvBM|~er~<9Ox+`H
z+fa@eE>hAF9#vb+&Q5dx0N1R!ZXQ#)*_pHViOoLO%3FCFNtH7m4mmwVK`q6)C&(T{
z>Ub2AE%XSEceA$D3Um5Y4Ln)-0dI3qdG78(VS*0=p)N;oDz3>c%XukP`L>Tm;;Ovc
zut_BQ)GWlR(Sq3Gor3Ipu|2CdQzv45Ye|*1^ykvEbwzbZ_aOl11d1bTnPMXO9n4#!
z@|wv!v8`LLxN9KwHHBxX=E6D}HlON;)~9N(Y5uCLH%heq(6*&V`^W1=I3Jkg55|g=
z&C<~OcD`LpFCahq8#^3r$MB!ZzM`*?*TgsI3kP1K_-mI6+PTw)a98F!3tJ?Wf%`m)
zSOb*+RaTbT5DeCGO3HA*Hv^pJvLf*f^lXJpe=6X7zSyeE;w$A=RCQ2KCvA3fGp19d
zk<mc54Yj6@VQ@}<KmZ=KVINIfOuQE+T>PYC2Dz&b5MJ9E5m`dX_pmXVx_nish{Q<Y
zR4&YI9VzpUGNog3Cen&XZX&o0pzQzy%|s^CRs|0f&gHX=a4Q-=6ko#ADj4wKsVx$c
zN99Qtzj2uUNRGuIWd}c6E>fK%r#G5xb{qc5G;UXFu|LJ!)kJ7iW!6%AoYoU-_auPU
z_U<=s8A_aZf?PIjZTUaks#39}YEnAA0$5*Ew?tMCza)`c-XXa1ZRG%DG|SV!70Y-}
zQj+glw?hm_Hy^sV?Og|o5AJ@m(RSo(&mH1d(RBrFLLgUYB!CCKX?UJr_>f-@_CWnb
za~czW#Oehj{#sV=i_YB|=wt5`{&YRcg-0cJThnDl((SYV06fR?tp5NMO0T1WIx|$7
zPFqZXo!@YD6;s6=Xt4|t^P01!bG<Te3OD>n;us%!yL;Bt45>IBD-Xh4=!u{2xAU#y
z0S%8%Y2QIpe&OXr{{W<e{{T;)`#pEzhnLT-dHbA9ng0Nvul=68rjc-~jIlJ4mK%0j
zx?lK~TpoVm{#EDk4BN&%>(H+QE}b%;`Q&<62MXfaI!ke4wP@Kff1vKqIRg~~M}(`Y
zjP`MWrH1jGdQ&Bb4pV6jReeLDjj2WjqT`&&nzLnOB(?L43}+jCX?06!7TyMADy|DJ
z9Yu8SXx6?D(^23E(n!s_xftX5)>4(3ozjtwX&6h0z~E-I^(-vPigSV1sYFb73d__U
z4M}%1&vMd8!*TTKR*mnWm#LEB$Ne%jnQv_>A2Ei|P!XQ>t#gNzk5t8UbLdf8_%`0>
zad~G%Y?1eUg-qn4%o|+Dso|I;xzz1Z3aRUoJu9g39lOBxvq>nBvD?zQ-5C9zcw|;(
zU`i<*VB?B@vo+G(m~Ji%r7%Gakyy$t&gIH2&gPB0srEfa63doMj(XQQ@;;{wrN9Ia
z(xH-4SdzyzTXt?DK8CeXusGXO(>ynG1bz{}CBOnl$v;6{?v;OU3dnb5vK>cab5Ln_
z1b9DI^z*UT+ORCA%uKwV)r4vL&6rYxySbyNxt{7tn*hjnU{n^Zwn*5HnX0l}1><XU
zs72#1L?4N+rLnxZdKY}rl6^B*lH~`1?~ur$jmnU@<kkV6Ok;p5mDH>)CIiq^$r;Mc
z9Y2HR21|f>{oXP7ii=cl_?XT0svZ!VY?7AfW9Rb~E!2VT<~cYmQ5CJrg|{LkP|_%f
zW0vVqGekeWe;Ry}#{?*LD`&AeHFqhrMug|BI$1VJ9GNF+=nq<fuZiGBpnWO}i-N&R
z05R!9YQ(v#Sg#!ZX1NPz_=kF&NKBG{*F#yh@_)qAB0Xw<FydpM<28bMnMPVOP3Im+
z1+j{SZerV=$MCAG{{SH#)e4`GRiVwAwpTEHt$fJ5#n0Vl#dQ|?+>oeSNbT*^oMjg$
z^R6z<cU+(`@8_j-cI_xC5JL)s#z5kfjp*5}OM11$mliTKv&kbLUX{UWM==v!zN3L_
zD!uG-K0e}eTrK-%HXhU`p}~!fq^wf2Kfhnbwb$k~jbqKgt;mNQ(zvj+?-9@@F5&+G
ze1AIYBtiC>6h?E&<ku|-Ch9Q1-W}_&FhOr}UP+9NwB-~Ke>%9z$m&pB+JYw25=U>j
zijMtjM8aVpPjeI@dVq8Mt0}cd6U7`zBZzQEQh4raz0JcsE(>&UI#PFIR$CjN+BSBp
z^7)e!{qK}jIko9`%CT*QSoDl_{A(V0iz99)lb${5r<;%BJ$un)h0fWd_V;HP8^}M$
z+PVE{%Uw=?y@OY`<8c|z><Y`(7@LR5>ID}^CNbV9=PwWMs>YUnS%2QDw}0!gQ|V{-
za{mCmP@bm@R;G&{Dorf^0H?S8b8LQ90X!O)O8)?mieU4DRdZCeI#M1YJjY-|^v}|$
zPjMsTB#;kEkz<y3ECZERW@hXvxk1#(22V=SG;1rDtqC!{><p$)<|-K_0F_(;QbO^f
zG3Aeyk8ZVJYs%+h9C}gIr+X1@%(xl!%}W)bcgH063NupL+M&6OO(xz)3NmW-?xj3e
z_a00T#hDIBT$9hfYFxV;QlzcTAuY6`@+vf2RP|?X=qpCUMz#A(3+V(<fx!eWPxGus
zy}6K+CBqE%>G}$dn7I4Q=iL7QjZK@~o2gTZ_fgavtrE$nMA&0E1F1N!TgDoluA?Qn
zwMJDyK?Goa6ctUmc@a<da9Enl)y!fT_L5F}j8O=r_c6uJQl#`SF8<-Hp60c#kM7N6
zp0yQTr-u!V3q$*=u-z)Pr}~jr8=<OO6qcn@d7^@OqNe7lA8=R2rHE1oLtklE#?k4w
zQpp-DN=%q5`^E40@m$z`rBdoZgQ@naeGg8x(G3dnH!8v`geU!aar)E)!`F?sEo!+L
z`L5$1*1FB57SWXv`IO?V6S#~Htyjl~u2d;A*p7ea?mmB7yfh1sDnIm{Idc7e)}P}{
zs6p80+x=s4+|#3Po26|phi(j@o1Hw3$3N+5{xvLq8MqT1-s!48>+L_rfvRl5C+7pD
zDwDMRYj$4?Tqsxm(9>{VXvNag*TR=aA#Zf%IsX8kwEqAa6Cbi=-vb=$w!_@lSFgyx
zDDGxGezle1Uk=^r`o+D(lUcM&ocVVs$MOcYHRz0z#1stqgz|sdHFwnNg0yU7=*Jqw
zc~Snb9M;#2hx|#U9;`n@S-N$kv1+jrqlpH26{q7abcrxOi~5Qi_mQPFqZy;_I!st6
z?h2#gjEx!`lm4*vtvwDY2A2sv3XUqTi=#i-@%+38&1iJLg2a9jKk+A1{{T%Ix7+Tq
z1F@`61}^OrKlIV7pk!^W&<u2;>^Nx)9!W0}#y{!j{{Ut+*>664cwF<2dRHGZpFIKU
zE>Hf2U5Wx_KnL+tMtFVMv8X8;e7^CT^Z2>7kJmNmx|)%vN&f&`&3V<o{Cg+Xf!Ey~
z#+?G2ONTNA2@ebEYcA>0?v_O-Ax3_+p=B&<1;};We4GlycO;Y2r>QeS>IA%2s?11O
zxCi~?U2eMSJUOE%Ae=G&Rmkd0KFes`8_FR5b-k`mkEUqooE5jremJaW@gpX^<YcJK
z>yv?=)msc?W-a;Dv5;L3dgiN>l5zh4>#fndBX%Bn@AB7osyP1ugeOiJ>k@xj^XE8s
z^aJv)uJ--p@Rpk!Ldl5m2{{dddR8^JMonH(C`QA`T=G2rpM_Amn3>#r;B!tBV%v_=
z=k%&iCgv^bYU8=Qwj5<Atw$T5J!!1irpCj}1p3u8Ce8Z^BmV$|Q&d*_#$ZP^k!Ihz
z$TZk4w&^;AU<3Qkxu|R;%maa0N2xGcmL(^<XNs-3`qZ*MT#brxQHh;%wNQQ)X_YA4
zYaTk)OPu|VZ>3z4XWNp)C$JSt?XhPk(uq9`+OjTqa!tN>Kk~@`06LZ5_pV9nR5VFM
zVq@zO6)|93nuxoV2kwNDb`;Wb--R)X=NyxonA^CCC1hnr=*OX|xShxg4AfH}m2=ZI
zIr7y`S92bRH3ih5#DGQ=?(Aq}v}VNMYDs~Qnydm!$&T!5f;Mm0{p!0J3ST`pRuSCJ
zFGAMFF!bl%h@dCs-k{??wBam9*Jw<(?^<kfd1or1R*2EGO==($DV3yU9iux*KT}%^
zc>*X{tYaRnE0-tvS3etm@q2SuixRzPXx5apG_G|5@Vc$M2&G8*6zBD>Lh-VX^sUk|
zgcj;6p1kPdq~*o#iu!(j&?|8c1!7o#$H+fg*;+;5*SbiO6rEUg1RCFt;z_4@B$;;=
zJeuaWVpZd~tyP))!geo1#w$portIuo-VDlo)NXrGBOfFjpPBReRY4;OKI(u5coj3|
zNFl*F%~Q}zVbeG$KvR+jHB$wT<5%tMF0MvW79-T~KU%hQpCxl~d2bi{D&f!RQ_PJO
zHe{4yP60gDW~vI@up{_Ib%NVUj@hN2_Hr@*04(GG02<}>{{SIw+wAP^7Qur3O-1f=
z;_2E4Ep`6CH8zxgbuat%TI~Mtnzy73!uamhDcVOJ7;{R+=2BGEoe=@mA<uGul_ar*
zg^2W}(2x8~?f$3v8mpVipCpmKeDiA}8S<bLv~Vjp$H6S>qdn@w&xqYe86;IP^N*X?
zy=aP@Rm~eg5-DU>k^Hlb!;Z8@w;pgW`?&k(fmbxvQ4#VKv#c$Xj`^sgjo#oHx5+W+
ztMh(+sWyv@Zk34bp+ucqmpLCX;1BVswH=LnJ2luJIXhJk^Q$TLOGZ_?-6Z6Jv^P(4
zRIk`A?8vr(zGL$o(oa);6f9IOi}zeH_e!z0=hodaKZ|WwGDr^*#~;*V`O|I+B)G?z
z*aVPxs%ra?t<aiH%07G8N3Ow>{HqgI7UDE9Ni>h1OoJblXyx(5AxB<oJ5>c^UF^Bf
zPV}OTu?_n-a|-9~8p=IQY22KltfSVls`Wg0tqmJL^<Rxn{{VE<7Dx9#jZXayH1s!7
z(5>Ez4+e^9l%jpXUl6Hmo@?#u_>2x%S1uo^6v<ON0R-}C7dwtg^rxu#5|F9h-&*QM
z)(&u(C%LBr#wI!bAxJ?RKi#JQL@o6dV--mbK4bnxNF0e9lhYk)5D0PFo<ZE-jXRWw
zvyu~&_p?$Q<2mYTxycDr;O+crqN1*KUJ+1r+a}4*`s;i{fp-x90BHXJ=tj9e2Pyv9
zwEqCEg1YY#rZpIcx&HvrjR|UXM9I>dI>ox=kYyeH>!a~}W9$S0!6*5O=X8}H+g9h&
zQT*$r@qheyekPaOM$q2Iwvwv4Rj~g6V0Nru9bt4Kf`0XGX_)@aw*LUGVz9h+GoXwQ
z;;LT}qSjU`co}zSDo=SDx>rTP;<^6-0u1O0{`szwQHamdn|h7DhmKCa=}bK?kN$;S
z^`)6-N6!HCt`^{brb>V5@BaX1uTiv(7BEQURV@P#)Q43c=o5d}GhS(If6>?LUYDw$
z^a;=XGe63_&fMY!{{VWZEA%>akc5>~<1yBIp1zfM5UTlXe1fxF7UMqjg+796Q-7gb
z0(v18dh-45V6{dd`EV+(2SHf6q?m#c=m@Fflsd(po>;8f)R?b$(Trq5aa6bb?Nf>I
z5)|Zv=~PHybDmFHq-e(6ov7?Pijq6YUq`o%q-H=)0qs@pkM55@!fG3LAK6fI&h{0Y
z_cC7*q>uiL$3MhBl|ZLIohqO7R{sEaQ3;I!^AI+AdsB_gUZ`vIs9TYWn&M?YDn_gC
zRh|A?sToL)&DZ-j{1fwTsq8cMb;V~{zxoCD`}J<dKrP48vWo~8CHYAWAnDlD4J=@H
zCX!IZf=5xBV+9JN^P03dH_%6z?Z5z4Tb3r)PHM?3j)JP)H~K7`QkKR|yJ{L!<IVp7
zaEiJJ>&<29uY)K1wS8M8RKs9{(3HqPzys?}mU$$J5!{qsi=G8U#|EQ!=YVSLHpR{l
z6%D~VS3b1j=ApQ9QFH4=wjsR?$j&d5{rb4g^Edm|o~?`3Kke1R*>m--cy400Wvqa_
z3Uapwq9@**r{!aw)v7M!ksq89SC{8ttCl|1p9ulfk&&L2v2Ur|Tf2D@v<SoQ#mDQ`
zlV?pW5oBo>(!w2WomaVGxB1r}el|%W<Zy9a4A)Xh*?A;?_n4aIZ;$UDp}QDj-oq?E
z<KR}}^sFsBf2A+uTdP84;McfD!}pxltD=p#B$A!0CI0}{el@Ap<NpA5w2s4)yx5Vz
z?j4H-3cQn6N!tt{vE!yH0C5wXXC!s0819U+k-!yAmlSB~cPxCRX&sl#Uz8jHz^VdZ
zqvaT<U9%0D=j31IRQ%DC@@ML5Vv$uO?pl&ZlH9K(XVS6tmj>ZS{WBGJbfpf>v7c5v
zR$i=j+;ZXDXvq{i9GI5*H83uZQ}0*wHQf{c0KZwc4ho;GYG^I{iGSa$FYg#(m+uX0
zl|N@cN{2=N0FZ=4jsRo&8kSiJg@$Ubn;?qhJ7)n;HKIDP8>3(<F#+Yz1mOoyYHA&^
z3_>!kg3NQxMIHYDl2S#DS&_GV-4EeX+-r9iJ$$&=ISU#E6=qjV+O?J9M*CFaC|Wa!
z#y4k<aaAVO$}2-^zDz`6oPGBEYY@wp4sz}9&T2Q6<jG@-5?xF7jVmJ5Pn)!D+-@9`
z*P7JSO38gQHPKZpaEb}VV8X!6nJ1{NYvQKvPu-U1x#EWPDx16=$e7wA0f}VyV}VjN
z;9LY)m-RJOv$%fYKM_Yee}PBRgfa5U><;E6dkj_{sQ&=HKmcAd$*n0JR1@Yd?_pg2
zsCUdaHtr~svN>@Q_exhYsRRyck#B0VFajPrlh&#l<earU<)NuyOF(!S%~>Ge@G7pI
z{-M9#t7kYhq;@;0$J`>?Xs4(+>-kYyAU@Wwi2%zt^RKq+;+7)|+yVV-pAFRJr_`Gm
zNcbGBG_TCwgx0HHTgb1n!W0d#DarXU*Yh=DwR>as!gS~low-os8#!J_<bOKpI+9Go
zXxO?B_Hp#3Slq;NG03ij>vpk8Vn&y2%?w3k-ZCUUwDs3uO)};+)2$WVkb|>0!Okh&
zmCFw11W+`Sjt)6JDO%Q6B!zBC?Oi%}wbpxfT{ggMBp=;%&QCv`CAW(ug56{L1&d+W
z?r1?g(RNadJDk$mNLDkjo_#&);j)xq2-y7C>09T<*G(F#SXf3?mjxgljapwFY9e=$
zV6q1!{{W~Q(RmIwTL*+~C0%yQF*pKDo;p`s;yYPp)}ctEXD70Z_cc$$zAn^t4O-sb
zMYmYo{M#Y`*1o-{-B@bnp^)rF2W1LQ=83zU{-0?yI@BSeY^=aH9V>UnYl|iKCbBGb
zyX%c^0MmT3Og8{Jirw*>FtUsT!DE^(`O&R5`O+`xnf}bS_437G`0ID}5Bv(Zbhc*G
zEwX=rRws`#JUn^+DzyFMXt&Q|F9Hwvr_=rRu99!{XX#wufcfzJfA6()mmliS(ww)k
zGTiao!;7gu>+t^o=vC^m{ILr1i{JImd;PJ$^eXjbKf4uWVY-#IL;nC0>CgKHyv7sz
zlppQarfP@&C6^!d%-5L0-@8oz0C-g*tDSTxSV-S53J=UW)f<hb=L@q3`=g4sxo9M9
z*gF8=<BFmpaG}{SGmdFCC#jXI@R1Dj%{n9dxUzWi#YL<TrZx1>)}IrPA|LwaS+}V%
z_{-553`!M%8TG29k_jwxQ`;yig_|l4NF8xdNYQ1yy!GgPDWaJL&-$azep6LpfB2R}
zKk2CzVs^?m`=+SI*wbVG0IuKCv!3Q(Y}Q82vwyrPxu!yY(OCZgv?%SGac0Y5j!&&d
z?ec+7dV*v3YNfH1_AA>QSY6}1m1@uaJ=UsQxLrPAe~L=AW^-;a*w#=K8DdEqRt3&*
zFe$D+MB}v``qagLc9o$_uYeTQE3f$Ul>IA8K%ii9eXBP0T`Z(5FbM+(txTSTNm&)N
z=Kla&?3I2d$*kQxf34>qC0>a1se>XL78vA;VZkK!qjBB9&0Tvb07OTQP08jGhwl3t
zyP9&`qsOIJx^I<u$2DqI2tZd4#&{hnozdYz^`cKhIV&R|9Nw?{)pPid`_)JsU9bDq
zd5#$W0KHg4bDBL%0jfoBk*W>U;Bbf5wJ9>hBav2@sH)I(1aVdY!Okfil=cEhC*?hB
zox5zx`RksQ(+JGYK$T%oGnP2d(z!d<0(JoBlg(!)b7Hy^Y3KbZewDhs;;=OH{*=G&
z*Fzc-pwdRTKY)Tk^XJ~TBDdeNMOJkPItt5;j8_6f8aM}|^sQ5`UC9VVks&}awj~0!
zPqDq1Gh>dMcRDDF)=pcDj8a}%Tv`t%P_dQ(<26cq`Q%U<XJPKu37w?nn36k_ntF-J
zT)Tdxd1U_p&o%GYilRsdfmUwIe7#!;KMJVXAY&)!DWWQF5|Ay%LF-vMn<ts_0zOfY
zYicN(d0~xY5tb(=M%uN{>e3N3xoyNYH)lEeRMdJL*o|UjIm~4D&1&c;_cDY1;aLRY
z6ZNf+4-LyGAazsCbH(aqhF`oj=0Xsi!w02Qw~d%K(VSNG)D89m=gSd-ISMjOXV_fL
z4UFiP=*uI3Wh0d%oC?(KuTS1X4Xof~rqDf2M94wpjAyl7yEg`6_X)L~LBJxZwtot{
z=wjf9E_04COu+!)iconcImJX+;~48j$+d}X+Y+fHb?sX^gp6(^0JbyhSWy1}tWZaK
z=yeDkE~Fi}{#0Dnin@0)oRa60{OOoxOaaDoRzxmK5=b7xufw9<T}BKR^1m4;1PXUX
zs*7yGF*!U|2Bnd7!1m(3Eqo(;<%XAJVBq!6E6nu~{+%*|xCbLXxT&13jx1#^NTQVg
z0P00mHD-VHYAU!Hu4!(0)-`m+&Aa~qy;pp*gH?2(3=A{;RiJy~wT{QFMi+uBDr1w6
z#)_Forau}g%H&7cmGNAQf`AUy_N9DXAU<M`VOU|ho>e}isH8?S^{A7b-Fnr98Q@eX
zyft;BRIWMsbw1SaGi>M3iVA{M{c2@F_8ACXaw>;nzU)Z6bDEIk0mn5dwqnS^PBT`G
zlb_)r?a1TanWBlG&c#3NRiTgxsl|kaVg)|)3=DeJ$I~Q^W`)%54amh8Dlj&@6boyX
z+;k?o{{R!IZ9?pU%Eq|-tDf*}ua&La_v&k>@d9S|P(8e*{z9{Da~q|p%jp4*xoS$|
z_oBM*87^$1KkXXjv~i7Q)8^0bM_TIqWr1ZE`_xPLh|&+=Mg1jz;#qCS{IeB@<L~(w
zkNe`cw4eC}TYuLvSUx`g0FitC1}dZRn#1^nJ^~-{PR4)fqklT-XCJ$6J6Ad25&r-b
z;(ymh{&mvKKXl(pbNGUKNuDiub2ER}<A3N?>gqEe(!84J=2!m!ueSdH(5u%FWe3u%
zcy6YCs&S^=f4F~@d6FEU#d>D0f8twn?1sF?Gx7{mMPd%B+-B6fDJU_Vcd8Of?w@tS
zWD%2)D&4&8_CGIb;nzJqDmiWZn^@%pGDr#S#Y<vGJ*gj^Tb-nw1J@NKOn%J~>ULul
zUsaWwNWpT%4@#cRM2T#yaHMne&1Ux|9~pgMmOFCA7-V&-<qqGJ6YExCm&~`5o-^Fk
zCQvw5Jvs`cY|3*Vk-yzFNgMtpi~j&!zolEbV}eQJ2D8z>;#x<f!2Xpp+~t26u7~{;
zdzyA|wG3qanFUDTfl4giI}B>CF~&ZXWU1SdDxJ~7pQTi`GpVs!J}fiqDXX?T+mY{8
z(lPy&3u7guYQ3hUViH&qcVG(6EFm3HEKtcY!l^ZUMQ<DkC37QpNcs=PtK2lvpDobF
z2*_MxH1tD-JONrQO>CCJO?J^`V2L6Cec&>GI_EFsXI3n8lhoHkIx5_a>y;y=b6Sjx
z!l=dx;-*>{R&K*=RN`M{tI!PoRZmXKEx{e5tMPd-#9C(|vA`a+5oFWRYD}Af$l|9S
zYr@9|0P?_8P|Fmn`?$&XV^bMs*kcT;ta3md>r+)ERA5C?xhKp(eQNxpo>*qG?noCA
zfOFQA^hQ-QMp!@TWBvNlbA~)|y0U@)07(b^s?=iTwhUmL*E-zgrmt~9J*q%SsbRHu
zgtEq2SE~Winh=B3*2$VGZsnMM;P$E0A%hNZd(=@3DCtseBd5}q=Ui5T-cFAslFPM=
zF9Amaxe1$dG54;P>@r)q`9}x1&2sE{{A((Q9w&13fyL5e`=+`zn0a6hwaP5b49Hg*
z+up7nN<bGF2e_$BtUW~qW^EVGKJ@hmX{`7sc`!)_I5@>y^W^^M0=HWo3Tf&-LP1_X
z3T$M6c&3>gk<&CpT$~aBJ!yuQH13c3ykqVR)m;3_yj9rm3}z(|z~lSQyqbN*<4GiC
zVYZB?Afk1pc55i7t0+kZ*X1`N@^Uf-a@v6%x)WWU?xAxea%Is~*X9bi&2abU=Ju$Y
zXBH`0SruIV<bS<e9vol<+4ihw{{WA1^{d)U{z#XR$Q&BMZec;%rOul2?`%sLaK}93
zwI-DCly#GSO9B;FHIwHS<oEQgZ5I9;MwR48W;no6kz1p`pPGL0yqaaK@foF_NYkCg
zqRu@#)^FJ@S`g)=``d66x35~+UlLlal(4O%yUC0f!3+3R33Vt4S$@tpDwS-G58+g6
zXc@juo_J{qZV2Owh{Xc`0LwW&GF$%utx_%IN^&D7Cp^=ny0?{Gj4lpxG0;;Xs0@lY
zyueIHuXnDob+{f!oBJx*xEz)Q=k=~pE@1>^7+~@^t$1#<;cl<x&OsPFfN5B`sI3vM
zJV*9`ZQ9P-2;5+@#5nwF#iqY}2v0Ei3JBbw00ua$IBs<5(&19lZQ*c*r2qr#j8*70
zYioEC7qJZx2XHU<kF7fzK`RyY4-o1G)@gj_R8=@R!8PU*v3Uy<$t0TXJVU9h`gHK5
z5yZQ?j-Yy15=I*pGJOv>G5FF%Hz$Rv`Kj(Yimq!1x#lxxO8)?lcK-l+ua5PbrLh*$
zV;nFwpd7IraaNv(vxk1-1sOh+Qw#dhRHST_8a~gjk1s7`S%FB-#^`J8I{AL`$^;gr
zW{nnD)RDU<ImbSg7+$A|M_ZWo`c>rXJkh|<6iv05b~rSPrs7EcbplL%?^^FPoik60
z_U1;_A%X>R1Ut!DNL~+LdZ@8lPjhVVcWVqF9)ppBG5TlnuB+;AWRb{AraWk5c@Plz
z*fW}rNfYeGArVs8Ad{Nx{6yMC#-f)|T_H0l+>xGy3gvE|*U5}2%M<f+$gLKt;%7r+
z<1HS}${1wu&7|_ipfrs9vGuJ}<E<1-!~PL_QdKxRy?+YxqN*cy2aViRy#pTQ0j!)5
z)~BF1j&vqiLwI7}?{p4+TDZP6(3)-S;iyYzle;zMcBAbVaKv3u7U7$q`qi<KAq9ut
z>JM5KB+E%2!=P(AUaxa7wbCQCk`&LF0REL8xTIWP9iaZ@cs=VU;qc6thrgH2ZtF-I
zOWfxM-A@$?JhQQ^6`hVxOPRm5tw6Vg6DZ^_O6mMpIf}|Q@}iLM#w1MQxt%H${@S!5
z<l;`}is`&uhx<7Q#}ZXf<3_Rg(V?VC=4n>UP$@Bv0KlvtACdn62;u(#d{*v`%yf%j
z6>t!9Se`x%d^U5BzB*M$<1~lyNIU_9;iUfnu8;idrkG+D`hP=Q*TeDu02J8&0IsiH
zH2g&0N~wH7Q{!idTpY@O>+QevD)r<ax(AB#3I71rf7{c4I`#Db09Bt#qNr(eFIgaI
zH(&M4*O@0ViuApCkM>2_1AvCS(m%QdJL)`7W2n={%O!Z!ER3h;KHaFgfC~dOQ>c)g
zvZ=@EQfX1mHk=f541Y6#fShzBdXd(p)vXPsfC3O=WAaMNw2t`W+M&Hi9gZJTE9VWT
zBNZewm9~u(<K@Bp>b9c5++ccA!OThYsBcr9Hl%D?GZ+>m8D}^ZW?e4jL%OE@gD<r7
zsPt%z_g3+);CEz^TbKHEvRKV|46PcI<(Nz5$?uw^&Xu;OA9_Nl`GGj>dRA(m_?MIa
z08K?%)EFaeTB#Ec?DD6tnhiwWr!#)>w`diTC34$y&e2*|`(eZgk&%Gg*OT-$n`6A9
zg#!nvtrdmkV5&Eszzmv5>W0M^W3UR#zGJnyt?Qdf;*IylV=2@(2Dz)|JoDa(y$tGT
zi?dw)k4v?H#2MIc+}(vi1=NImrw2W&HfbbgMRzO}09^JJYTKYb^_*FUJ90Km?=x<Z
z%QvYts;MDFzzvbd6^8%@LAipA_pawfT`Wd?>sy(oAH*9AirGrXTz0w5UZkrrMqsW7
zO5|^(*!*&Top=5vk|B0J$7mr%L%K#{#lJf9i`FeE`qWL_#}e%lTU)1!DFOgD@J&jr
zT=IFUaDS@&YIxfY2faj2XuG6zI!sS2ZU)stKrG#>Np0-aQZpkv^SQvz4N=l!Nu$9I
z<gmgH_0+|p%QR9E_INz3ZW2F0Yip}&b;c<xm|BO~gEx_G6f%Grx`I06>s-C-=KV)t
zwbbht{{UvVc*LSi0Cz7=mB(B$H_S=xN~6<5JVueRpPWzs00OPFduVO}l=+#A;4fzF
zSY^L_54~yGT$tdUe57M18_3CDrDGjVI&!l#E$(HE6+lMrxH!#8=Wlh)2&1PR>J2;h
z*E=3$i81p#js<K8>>AOGW!`LXNWk5=bRL-Jn$+rpY=m2!C(OS$r*EwjA|sVo+&ed|
zcREb|8?hHNn>LYRfmC^eg81k0&2jhU5{V>CnUR@{N<Y<%@H5_oZx?eHQQ9q7j=s6B
zY0vYm?NR>#(ea+9x%WRXtZEz>pNM>|`@!r0rS2*@5AP}2=~<>=w>E8GXoUOLz%3#!
z)z3fOtQ%*?m7d<U+3EAmi&Y62hD?I7J_#SLE21w$x{k#t^xLONo6Ark0Jca62h-N7
z7~D7oah{m2&GhuTc~xR{i4$|kpS)r9915jvrpD}m#@6G@X7gPeE(cEaq+QO7BRUI)
zwS)v*?uaQTx6-7I;+j}jWX>=_-s7K4dRBz?)(L58584}h{L=xPD9;D$RMtB+mPHf0
zMh+JXl1H^G6>F9C8)+l5xMmwwSG(r88@^t<{bDOfw8?yrJh2^QBOj2jKe_wjv8Zxm
z6`Cu{fo?E)-P7=?wDb4#Rir<={Ax=!z<zsHOLK~w_st@6$7<5jk>-_=a56wFNEob@
zd<^ES+OuVVZa5?g-5s3D`kj5Pj1t9nA-hEoCRC64XnO%!yCi1_%tD@-;;O*X`Fk_8
zdsW{)MnD==U^)^io`*zSSpkHhAOV1XI%!;F5J%Fa+*yr1goCLcjRSE_6`63~FC254
zwg;JR0+WR!Bi@!2A@IY~oK@eFF)|IO_niRiie=M>Q7x_38S%B8u<E(RTX>>aMp3-n
zkUcT^RHov5M9RBYqn*3~R&Hb48F3=I6P$?YqrNnij%UQHWHh!Z8+p5j&7LcZ&(B?#
zi5_q4;El8+Fu)2cj$!kf$-Pe#GL5R(uX28HJ*v4iJ;yQ{fYvf+l=m)LHX@Ur;<O?>
zedAfShwl#6r3fy{iZV|CRV|N7gM6cj89dQWVYBaJnktc}ERVG7<U5%0c_Q=ok6*2Q
zd0#Q!=}4N25FZU27SFFVVI8h{w0fD59lHS;&#9=cArZIT_ODaWye(&Or|DNeWQ>!z
z%Ea=0E0?&^5?kB&9PCuM$I7`q4@&E&QZ2M>an8F*$nD2908RM$O?DUBEOBaP2rb=#
zw+@QkO;V3VxC=XcijWW9IcxxZD*2NeMpSxj)YgjWZ7WB(jq0R|v@~m}BnV)UK~4_B
zYt;T7I*$xEVz~30ui;%-mL12KxE|HZI?X#+u4`#y=j70?eC5r%mCsP8kyhi;XUWC9
z#Ao}4z2Hx56*BOSeX3Yv+4uagcaz(tO2jqLe$&YF?*Us)1h;}nWI^TNZc;N_TDZ*D
zgZ`b?x|@)q-O80eO6E0B^|wU#w_oIG!hG_%r73er<+QYa?OR`wK=TJVu9wA#PM9!9
z`oWs!bixL$XfQM83hF#n{{SGePCodnpYbAXwM1CaR~kLH&Cb9pBgbPt8*YD$R?dvM
z(rx}<;jEt>FZ@%D!29B<KYX}<6sz$3XT!ht*{h|vAGv>}bDjYI0Fi$m^wq1ToPOc{
zhN@o>RDSv4bN>LX{{Xk6{Oi{hNsEEac_iG+kNSB(`W1ToWA_J+YeMMtFnmJWbeq4J
zjHWSOcNpTm2gL=3k3J*7=vut_4NKgtN!)m1*(bEYk9+pPIX<GJ*R935n$@F`8C!Dh
zZiDGo{4FBGrZl;AkP;Dq<39CUT)cbe%#yfiKp@~_iqBqQ!YuQhNbR2k)2%um^$2P$
zOycByDexS@AGJ%|=8wj9o)WbZNcR%5tT0AfE^sqfwdk$d%_o4YapxO%<&JusReuV+
zQLD#2n@+no21MP1^rvgHK`hb{3n^3s44XenrMcDA;I&PuGb$W`#%iQF`yu}Tey7w=
z&P`W@pR?n(>QZ`~E&Jy6fy!fJG3|=%H0?z#<+fds!3vMw5%<sITz;P;ssN<(*9Nz3
zT&WG^p!aTRTIZonT@(0*_A9w0k_e>Qc;6>eTn?Z}C+l6FuX@rz(fMIO?geo-&60k!
zr(}$A8fZfx`Pbb=U4&vVed?U2=1=!UTZbkw`POhbVzoCdZNo&aQCQbkrN)9a-0!)E
z0UEG0dn=jkm69Sr9Z3LwwcqHPHpRA;=YRvq1*>c5dI`o6yEy*<68UV!P_|Y-n|EB-
zn%$qA{cG0zcVxEL4<fv0%}kw#HRM-3u|9^PZ$q0GB_x=zoI*aeG;Nm^1V{HjjY%I3
zS*CJ9okon(l=(}?8DJh&T<xyOgmLKeB#?-Fk_>r_?w{PXahep;%Ne)x3MTM&^MY%u
z)o(82mF#XNhILg^9eKwcD|M;pM^uhx`sPVpnfWHUS(uy0<F$1cvMaMN7_M4Y{{TvQ
znwwb|VqV1pe|h-T_%I{Rd)9e4Vru=cEwOS2?&Q`{(Bh8frk^8~l@dL}0nY&A9<{re
zRslNQO(UxP;Sf|(dv&Z!RfZ98t#h~dLZ>_b03S-wxwwI1f++5t<5bB~fMEUyn$<I|
zn^x4{yS9c+D%SGO)<uK?=e)9KbNXVbc#`P-t!>4OR?Y_I+th=M3R^d{Fxy>f5=hqV
zxR}-XVmb_V2D5c5$gW(N?ZiWIJd#@-fhVmsxxUE3)Z2g!V?Qh_TT*P|vQI3d-nr^-
zdDY$IG0tQ^T7G#I8-4TjsXK~;1-YRS`H)v%qw5CQ<C5OqIA)9yy-!j2{{V$?(PPg+
z?OK+yDvn9~tEw9v^j(iZi^cM7mJ=L`lL91VU`uh|imN8G0n_17C6aYQhs<n@A3<E+
zpK)$3Gc&q?GNnd&sV2Hc-Ly6{oZ_@eBc(Ksl3hyDZ9W*=O;u=ctt@8+hrLp_p3lvg
z%&am1jIVF4W=DR%aOG6vlisZFk3Dn8r&>)TSXh_Da@nqxBrxVjP!E}oE6wLQYVGxj
zROxaLEUDus6~oMW))hB6@y}F>@BXjxr(1s&G0*OY)}3wMvRj^XbdhixyQef^*vP~Y
zji7g`8RD#3u>wpGI0rSfPNgkQjs+=ac3RiW!>AL6ASbpx>Y_+<)|nf*x0ORMT!PD<
z3GKx+1MgP#Hghe<ISz16MO(bNlHj3Wxm5}Zt!5(~*sD930CPd4CfTi{TiV{<tT!{u
z5MXf1nX9(Cb)M-<-i1=+a-@(y`t^~g$m?>2dW`=7Dz{^I1Sbz|<})5xwGYVbrq?Ox
z)}9)*xdH{86<AfU7aPf|u=qV>M?zL8hf$p7t9Wx?)9qt2+{(!1cKzR!W8S)7_)7Gz
zD4(>b2f0&<&hoj<R;_r-(A6F>@fS;vN{$tdRdr|W_}7~fch{->TEDlvHiq6<+;V?+
zjw{N~-pvv@F_Lm=%W?_1kklrom;GU=k6Ok@n<uF?uU6u;A}1h&f;xLveXsFVz}Tu=
z9n@uL7F^_vu0Do}gU#omqO?iaw^LK?+WGfahIN)XielZAC~s4aYv?NZlU15P@&573
zf__qXA3;-uSGmPQsp<Y5o`3AUDOD57$oYx)BDtMGO6wY?!Z-b^jQtH^#dmccnPx=t
zY*xysIL9>|<@~>CypwnD8G~ovn(2);n`ZV%=&vp1lf*Ei%&9Zk@bQnk#d5dychg;Y
zjUkY;g)7r{p(3U_wb;E&i6<{IT96#};<IGcZ*Oi9CY*)N?5M#Q6>(N2vC&-I+vX7@
ztAqDL5HnVO-s_X*%bat~WUHA<<+;yOQnkARN0>N1wAxoSO_$E5&hQ78MNru!RoOg4
zE6&7SOx)lck($De4>C=jU|a%nX~NVj!FTuSDXR@ho|oX8nXYBLX(e|8Bf}cm)-WVt
z{rhoP9s<I(<a@UtEY{|>PueYyta$xv8!mgJSS!foH0O+Jw#80ZNI2%YZxqPSrHm&V
z#!YjUGD##|WmMDe-$qeDC6thm?v@%|(v38Xly0QEl^orpq;ueak<#7WDcwDK`0V$8
z-fb^-&d%As_jP}+&lQLwbXvyr?-=l^++G*Ff~{};=>jF6V+jADeE#4h^A3^Zlq%*?
z<L6rY{9zX*(K8kXDagG`S^kI8qG!av*NqSZeQo2~dQxu)@|uVfyPQRWDu3{E_`MEb
zL-qb8#lzw3ltExWlHzW*8Qvr?2A%H_Hyc0P|3g_sQm&gTTLRV80qjUJt|S)$ZuLN|
zCr!w)lX8$P8@(&LC|2NW;J>#E2A=u>*Du)OU-#*nga4wVCFc~G`jCx>?{M1C%h<dv
zd(7ivj;(P0^afM%#r<BD?LU<8)q=^4`if)$&B5IoxLFd5+v*s)tqz-z)L%HZBbq<6
z9L{O7rsqGDi*wQBeKa}pFsQ0V6wbO31-62z%^PnFt)U(PO#eeej~o34Z*nR;2UHWH
z-Y<FFECbQM!_?xt1<KruOejWlC%a;C>tyZQK4tOdt2~5pKgNqKmBA_6wYJ2XD9*H9
zR<4kD=L$VDP^m*t&afdCXreAEpE$d{WvZ#-D^T|$YmYMOh;1jsbZF>si-@W$Cx#(U
zRWo-qR!aAk0?w9!;jWA8kzsK$QHNfv?xiZk*)x1s0A7|6Mt3OtdF_8lxr?HuBgSfl
z0N2|4kVIrn_<-w^>?MADqyQcvN03Kh`F>{cUgy+~S~mufir@9AY8H;diyY-%L@3%&
z=)Rf{5x8~GYa1&o$Ortl<gwEKsCIUf<&99}z&3b`o`S~T);6oL--A~6mgY#kf9+Qs
zLdO5lyfUFLHoAKrPnPA?A{4^|Yb8!$vAH$T)EvxztAgr4G^C9drlq&d)MCluI)q@c
zwBEKU4qQvo-fmaR$$)HnPI=1scXj|q<pQS+=H*?yzMU9MBMWl7XGZ#Q)r5De^IihT
zXT@(Tpoq@v%E?}`VNS9F0+aW$FY{|+1sq>0azt{dY_ceIm&oYcUJgGWnwIYw3UY&+
zDP`_mb8WSSLzk+TR+pC&Cx9%_$7;UOxUTXwg?U08mJ`gC_=@0rtzvhD=pT-YF{R|v
zmhSQXcCuf$=d8tAQP+N#HSK8MMGW4L&lMa0Va9v@jj%P}jtXULRg5Q_CnitvS-rFq
zoY^#Z(D_nqla@B2%&I+d@bWai`aBM}A6+A4V;j~<-=&XoA$Q9<te-~0HkXN$M%~{g
z=Qm@&7pi;PrZ1m9LA`<LJC_FV#fo!|TNbect|(LcHJSWDuyC<c_5021{9QFup8oZX
zEgXE@=&}c4;`S5LcF20JL)u3z2F%B%gSZVev#~q_*jj2@Li8YPOE2$MTH4gcZ8x^J
z05QsA_I7`wE(0qlfd1_oY6F2DqA<F44L!DTQLztJFd!5p?+i^3lBLxGLaoI!<5h=z
zw4s6;GxL!rb8}kn7;^MOpZJSuf>g;4G1eJ7P^VHn&3*zPqn{YGyWI#_1Ze#h9<)p<
z1AjbgnMien?ldS}=kF$;+S(kxDwnik4osnbN$@sDzWAUMl>XKmozz$JxBkFO1!xn6
z3KOrV#+_OTW&<uzmc)N9e#0t<=@w5JpPs9?p!3kCrZ1q^dK2xn-Z1|wD-q`GF1g5C
zeNO{lb)|!7jwe+v5lDId$wuleV8p7(>F!4uC-$SO?ki12*Pi~C8S11nO-x&x0Jwx5
zG53gX67U}ifj)uy{9XA1f!uM?d7P5@9z|q6IFxo$zjvQLu90PT)L1!#)wIRqC7&Pj
ztpIU#;ZcvU>`NTX1>6FknyY^(C<Lh=we9=DH7&Y}TlU{8HewZ$26jYLI!JufAMT~-
zjzYF`)1oUuLv%wUT}nLbGM-_B<LFE7ij7++Jc;kQr-SV3xm&E4fcvhujM_UW&n))O
zDKaCL2ZGmPL(O#4yQzm=8sui~?^90_oe_2d*Y`ASmnIUI6*Xk71Ec(d9N$GyJABB~
ze1Cb*dvGc<fCD^8=S_2nCg0ZcEW7wC%*Wdpam?^20)E$D_W0JODrL<j+yz(UJ3YGp
zro|;328;^2x-^^F+=@`ocZ0cB@t;Rvw0q@m6UDG?ULH)?%sn-TQEvWe4WK;i(zPH=
zeO%dy`~1T72#9xgt6A6Vd^4=4`l^|#^QQDh>&=e;xJ;5t4b+`?Zc@saGWjdFuHcy8
zve@1G%5hAu5{-GdG4pZnc7Cd1StxjB?k;D*Ck?{XTVm<1t_*NZf-<}F-+lUVH!cdB
z@j{C5dQ#fgfxAd^z&0JZ(w9Ha94qkas?6TpOANImN(gfxF8%nH^eTSXl*52nw_bq2
zR`)-Yb55WSaz=^NB#moXs(Et%heG`i<q1>Wm<WkM?ZIN(Xn{u+I`U!<;YexYJYYlY
z{zdM87^M1~uX?L`S&`er+)n&=DzF;;IR~lBHfkVz_!A4;u0l4FAMGP$!SK@H%e$>P
z$fs`)S?y8x)7$@0eEF;J{V%So&U*c9F8u=`-y>AhnXQ_1vnTh-3B5IxJr%z(s<`MA
z{4As3VlpNg6!y`P{wpMK=5|08dtfFJV4_KJqzkN5##IPMx9O9X?)se9b%>5vJ(X=A
z=oOHkQ5INj;G@1os?b+s{Gpd(lPn<QB61sx*ncvfb72Myu9X<MXUlPMRs8#X_d*Su
zT<te`H=uRXAH@c2?h2V-5}p(2I>&%G;UAAJj?xy)=IE4R0<<EYw;xGb%ZsPiYBvOa
zKIhk_g06N7V_NXSG@_25#E{`IzGUTiVcSUyIv>mzmh9TjEk=7t>KtBK%2-gAUYAUq
zg218Hs>J&Tg*AOe%PxDYEW>AUXBfBDhIgUPtXI?{oG>q<10(6c=hh&2S!y4FzOypO
z?6L7V#dIN_TT69Cp}}5M4gA9bYt&FAqZsv->&)9@swsxV-l~spc+c^(Hm;EA5_)RB
zxD66rt@TqkqxO>WSv{e{l6`iDso}uVzxbO~-e@iMztP??CcPWOQMLVR^;fjGm7&*;
z+>uVM3!OID$ia2utrjNK@d2a?C%P>&6Jxif-TmBG6nDB=6WJ59j?;5xOe<Fe$}+*3
zYp!UdliN+G+6CKC;0B3#22V3I5d{CurBy(-hX*#leb0dd@dXqoSO78_BEP<~9wOks
zAM6~w5rF7JS4ncl7%!q1ZYoH3n=JpK7{Qm1;v=d`;;an|W7<-B+8_3KN}xG(tMnQo
zhueYf0Vztcw%aBr6be6_WnEVDPm_=y>q5rH4z+tNfBMDZtnxBT5fp;igNIjB@+2#a
zVSJctW*n$*xtz~{);?}PkUP`CRaZP0tX!cYE6Z;s4mg;_6W8L%Z5SJxFLf!&5-Hs}
z0*a*ht=2C*E&L^KY0+kGYI$HvZo6U&sWJ%4xlV>b3lIC`rLG+08~~~9M-|38>U7l5
zG*Nd8?!oE{EM(3__>o5cZ8^>sKsYcUkEq|p*U|jRu3*}Uq1K^vFU!K04_f6hVyOnN
zN|O&7_ka5$)v{yMt&4dnd&Yy$@v|e0C~XXt2_r__z**0(a8;4C=CwE!ar}F0s>Sv1
zG!LE;-G~rX1Kmj{Vi)a;Shj5W5|B62;ypA6bvq3t({cZUyn21E{K(u`*ux6_?MXZu
z8FIm<n|TJ`m{y+)<TPjgJ|ahS25zu0<2F=8kDrp`z6=FXsN3+FSxYZVvS`@@<@j90
zH=824?5ZzbXZOM)xO;|1`!>F4Tvy3_(Vg*}+3j`IN<tv3LsJol0_dmxb44&>`dV51
z0O~RR3LoD;Itl~5DmV%iQ824d8PV*bTC|~Sb&)fv#Xmf8>(oQGE8L4^MhZ8;sVq8=
z+`oy5C^!x@B<-l;MlKhMom)upfS(xax#)$O*g~}p7aTri5<x~;x`46O+|o{tQc=MJ
zj{G8mvlVgZwl+-lk2J6zGj=>o^b+bHlXY$$O))l?T_dEY$FAzK<;J}vJq<1x9et~d
zL}gQ5yGwLBsCJGWr<`-O=C24kw#aNUds}o5@-BFb$g;ls=K*=PS!7BcG{bw+uFzIY
zX+d~9?13pR7q#aC0BC`@BSZY_Rp`6-O!f|FEqLo*mh)f3SX!FIy!ojVE`G;)BkUqC
zRAL<R51C%W`g3APnuNcr+QOGt1>Y%?e5ybrba9~HBt$tOx;`;d+hU^j-3L?uR5E*Q
zws;>EdEy#MFw7`G>yiiuyZ{J?0}Ly&bGTWTTu2~M71sQ=_2>loLQH-rq18MZ37)uO
zDFk&MY*LRNe<XVxjl0ehp16@>=l<8e{$AO$KSytWCNi4Y&|b|(s7-GZ#9)`ukryG}
z)OQwIweVe`HR;lcExY)HCqS>!T3Ur9S|Z&>C>M#eT^qlv-V=;}`5S#FEWN8tLaV_V
z?9$x`n0`~`;Z_~d1D&Z~I{5Hm?i}xqzXbNUbeC)TV)Vj3u52?KC#>44CJZ?%v7V}?
zdv0Zga0tz2w!Yk)HcB=?Mjf1Gy>|_H0Z>bJ)X?G2JdiXHVxZsy=JzCZ0`?Q0I2+T<
z6Ky$urg&E2=P<jTx5^LB5}t!5Pkw=l@E7;u7gt7|08=tRB022!RfZzUl?CBTyD5#o
zC8?mY3I{#W^CfW}s2>}4x8N@nic|HQNo;+0rn^`8vznfl3p&OSSCP2K(WmmZq>Y>N
z=K|8*3rii$Jde%dxq+)=)klY?Qc!Y{n|o)89cgcw)|{sOtNRs{Kl93)ok+5)v9F&v
zo;1M#@x#cn5ho|%1O0|^k(<$HTARt2kL_LpWLSc^J&{gZk#<rP7tEn0t0#J*Lj31Q
zU80|M8;G;0^ZCT=?lukw=e8GckwUSV@`Mq%DVh6VJ3F~Tu_E?Z+*JKCaNt$oymnP$
zApG<5K}A}RU@q|{7b!B$#Yy&lzDoL*WdJE7GYI^DAYEuu(vq6Snc02PapI|Grv^0$
z2wxL)N<aVBDYHF#j{f|J91>HzIMyReb9U2zLRa^7k`@o5F7nMeyWhKNoqaWurb-z~
zO8m~OO!#eT(%e5d^UO#6kh3pQSWS7inE%^)6fP-srS~b!I==4nC(bp2G5*5eb>8ao
zG8`CaRbIgX`ri%`WRjg77;g!{z^utAca`ujDV1;{TFsTo_Y3e|r@K(&=VkK{q7jes
z<$8|JRf9Tqvqshubh7fV+vG4uu;cMz3S$$!>%){eMKY3Q<EKlM#I)9naRXM5Vu-?1
zib#z^1h30ds+?y+T%j&gLmThg^fs<e4C})`eF;Q6z@!ABp=ZtWy@EJ`5-`K<>%Aeb
z+v1Off|!ObrV<v3Xe(nV@VN&$HE0z3*BoJcp7pM{S7zH-QODJ=H)jTeLSgo1L9bnJ
zjV}(jW)A>vR_b8qnW2W7)cun<3dX^~UR&V)Ei3OYZ4nimFG|yz=*fZ8g0-(#pzos=
z3|xB^<Ra8UbSx_Di1Tyk&G`pjha^QEZO^iUS0UkJ)cqqg!q0%AQQ;U&I^D8<e*QD{
z`zdDms|HG|99aIb8)GlqJK#X`j6&}Y9u4~k@qU7y!w0q<kRs2;v5Z4Of}xPY5pzuw
zrqFH;;6QPSIuS`4E5W%S7(-a;ys0$?&?r_%ROi7Hor0+ngPr)mj&c!}oo3hP&S%ql
z$t};O(kOx7*EEc)VcCv1e?tX9*IR&<gEpqHewA1ONPdpYC%R7<Y_Z`2Ri8#EFM1V7
z5gBsN7Z5(dRU&}hN0`mj-`!+J!|nJN2jFe2%94?ICgvvExoeP~cd-=jq9M)=78A|e
z<e54F1I(+n>SdWRk6=x?;kd5)V;VMruL8UI3|K@=3jLCQiS6AGYF0DJu(l~ttubtV
zz?|V-_!sxsp+#E85cyX{90VD1sN^YK5}atN1~W?A!r8ykn3j&u+!AG7?KVf*mzFx&
zDZx5XGKtQ0SSu!G;M&r|RG+aJ+{I32saQEK6m0LUs4G`0t3kk|ji(HmAP)u(LzY$R
zN4aKvGlBG__VBYR`p=lQLq2{TI&^G*Qs<TNE5bEGSlXMKzV|i<5OlA%JsudZ)n<f=
z;k<R;)lZh?dXG*!`y*y%8zM=BxO<q3BqjL~OTv?!vVdS;P!=rvo~<G`>anE6TThsp
zMo6fOvJ)>OkF-|tbk@i^@{?+J3lU#>_oFqNUW+jEm<@Q!Z#u9~jhX*kWT$XRyKJr?
zN8Wmw8|<p~nV1Xb)9_S6trO+$)b=^2A>OM;OfZ$)qc;fV*4hk56cH={fnCN>vUe=l
zmx#`rR3(Z;V&DZ0DAyKR!s-Ez9;ci77B_<Gzat{eyX2LxD4ojV&RNaMt+AH=C88gb
z5l5YS`amOZzg#idsYfwJ@JbwJC@hnsztL5~aMX`f=vim0t~xz#BL&fT66f?ZF)D#S
zNE7bn`TQxF7p?)g!Gp#aSx&CeNeH!mh@xdt`qotDXU>Ke%{kQ62W^HVBHtS}j8Vt^
z$^A_x;Pd9DfDdIX$8emBT;+Erq#}o5sZQ3+uf*AbJ<`F9t#pR{tx|B{433dlROO=K
z!aF*s;&NIPAzPieV2+4g2&Qh8ypVIOoyzLst72Z}1$3Gt&B;1C*Qx8)fOnr}IoG%b
zG#yvpV0O3>p_R8s?D<A#h)(a+#WjYM@WZQEl$zYzW94a0hg3&=oi&#vEL|I+w3jx$
zgu`TG<qw;D%#%aK94c!V3^WjPKnql(?)r(j(60~af_F1sO5;d3ixQt?H4{LY72y?R
zDui<<4(}4vS4xtmx}t-AoAnRRRrgm6R5c}`+@fgwL#em4QP<$MAbRnWOlWFmQTmz}
zHVk1u>*icu>}TbZ!ylwlFT4m%TKiMo$63B6K@*em(kx*`=U00~5&faepLjQnHdz1N
zxK`%ZM=p8J6b=5HvSc@YyUAo5p6`x0MG~?Q>k*IOP|aOaXM;=GXhz+{@dB+0ukzHA
zTXPB^6seAsmFBZf?0d)gF3~ybEi>b~9l5U>a_qJvW<ffb!`AFZu|qk7(nAcG$->Y4
zvgVs~M)`c>!mC}!mU}4fcC5nW*Pdkw$TAjfmX72-O9-2~1*N*UXB%lAw0X#>Qry?M
zWIf~4P#Jy_@t1?8EMWc=G_(@PsZXLZNcZTK=i2(fyumkeOQ(_H8=s}lS8+7oZ(pQi
z`)VfH1s!Uvn#dg+y7WVdsst?E{4+M%6>7hqHoWkcJGd?xNN0}S`}G-AMFq7Xf#d4_
zPUtDiilVvb?VAX!lkp7$z1?^oL-Lok23aS#KgZhvUv^CROK+UpdId+_M5O&ZS>i<(
zi5U>!mTy}Yyjaf8o`mVu!Eet;xaa;<D{1i5;L51e+ka5frkg)fU6c-~%-O#=V)I$o
z$(iV+v0^piJ^Z5yyv5bKdUANG0H3R%m3$CUvbQU^co*<6;;|N(qGUGALZ&cSL3H!x
z&D_RS2U80JXl@Ubjh+2MvNJwFEAl1h?8%L=?IO|YsI6CT`ogkBu&BvC=Ta67%;J*(
zs0+MDL&CkOpEz>w=^waGP+PF~$b}sk1{I~GxQqY%cztq)pLX_k4HfC(d5g@OLCR>S
zRRWQoeo2G=U=<$xe<=PHMOn`WZ7D7*NMZc@%*f^Ew(+ZK<A}d31MFh+d<cJ}Tg6D@
zM{x|tV@+zsXl45;#g35<VPILc*39?=ZSE<_WqRE39ax>GhlSQ-Ngh>#RmUZCl*`++
zkAxm8NM|igk>(LI6*Q37^g4n-VOPpjmwtKza}PybN(M-}*5(y@v2{^ew-tfZMR{q!
z=Ef6ww}^KOpqqRTQL)7z0$X_}o^J(C6!ggs@trb7pz1wgn}4ao_!4FI%ej;dk7M`f
z%s#6L74(`PtQZHM=?j91hMCk0zkfN=1-l0JbZEQGY-Zk0!iXLHxz#HY)++i|z0cJ5
zri!?WxMW?lOINNO1J^1*UgbK<&md>Sp=oNjy$ZSN!=98Z*IS3k`yHe*%QBIi)UpV-
z4Fe2XZwx&^*m^!D`M=h*6g8kwsL|&bJ{2#QX$|A-BnYn*HKjNMFSuT5(^mz$1g;m+
zFi+j;=_`mGus#2Ua4Z=2)zsxU>LaFsR-sX93&WTvFGl(ST+okOxtjokJpey{!vjDl
zvzRk;r^vuRXTzt*mRcSd?ID#ddwMY!Ni4s#i|Wky5VaH<8GKX8=d`wkbQ2IU`&iiV
ze4hxo&m%_kZ>jwrsSUvI@smRHA^C2fAy1m6RWNP4AAUDJ2dms+u`I`NjkTi?<9wK#
z4MG2HP>$Fdvx&n#q1OU?<5Of-`OY(VEH=j94pudrf5jHBlGsDIr9WR(9@@KFVm0Pt
zc&Gc@Noo5xJnTRS)V~PHfBmj3rJ^L(WjvkC&A|}H50RF~)^~J~R-cS%9_!nbQT|i)
zf)ZR$_bN-Elcr<~SnT7rwEe}aWY7rZKJrKnSgM~CyI5k_a7wdn#&ACcG&{kxQ{1=s
z95J6z>x9k_k#?`;BofO_W9~a!#z7f}`mFc1kjP3{GdpXPHf%-Z6zxEF3o63Ge9-7r
zWMd#k#6N1WN;cGkB#ow0`vKlUx_cC-0RYnu|A(r7D4rJ;A1V5E$(6(+3`;(<FwAJ!
z+FAWn%5hWLNVwG}s%V;~DuCFE^SudNDK+z@4=~Ameh!3}U*j(S%BsY*a$F%6dzd-3
zlh=!BplBl?rr@lYyIPLa_-Mj$YLEpk9&K8z56<x_mpQSHe*1P=O4V<+rTB7399zr{
zW{?H!ycQcPn&D4D#=QZH9kB3780<l$Q?QvIuRHp@kr!7`TvrxFtSW$yO^((>VEj`B
zp|*WQzgUc2>V5N^Xk~APz`!W350NRuDL0Ahm1)`NZ7(qMY*sJe?m-*#ym;`$EAFC#
zc(Y<TcU5zSknD%Xm3w}?Nlr$7ovOs<wdig&TAF;01G<)Ga7OQnJ%Nm>!Y%kRhWl#>
z3z<dE->-dIu{e}g5M{I}k4vs@$jAwWY?duhc-=CdxdWBc=*6dsS9gILB$*?ug;eGu
zEhN_>+(yvG*ip)6ZA_vN6)rSaJ>E51sA3=J@VzoyPd-m413^tza>i7CoS-qr;ix+`
zdoDfvRl<Re)wyHs-kZ@3jJJEVZdGf;#?v(O0D<CJszF)xbO9xw3vG5`*?dJS`>8`a
zl0V<lwi&!I{mW<NZ$5=I4YY^Cew=Sl)V*t}k}MCS@I<Sf|9ev>PQUuymylx1DBO87
z2Gb_QV}@{$`}I2XHwJOPLfPk7VL_lc;Jph6N6a&Rfk0d6b~G?6HFtx}mZve1A1@CS
z$Du*^_w>*Ba~=vZueXw5@ynLOTQb~(wd)Y`r9v6kMCKk*o{2p1n)P4tC~^y~Po)}V
z3kK2p#K>OG(}JSINV*wYXvDxPUhj$=>P<!C+fgIv#p^Ig8LPHSZB3u<Q=w_uT`~^W
z3^EMZ_&|m2%GQA*(x3+<0f^XT?$cd(afKP6RkAtwDmArL_DoP)ot3RJWKvF-|Gq`L
zB<kWu-{2+JVz0*Cr1RZmZ9&$-_rMn2-1j(7avF#WeIVac$S<U+^!GDm;J{nX=T-H)
zXyYE1JEARd)!XI!d3nweB@rY7i9H1oJ~sp0Tys|e0*(TXUXXdb+=oXe#M@STio`#$
z=g&__kXT0ADvs<%On=z@Tup{^KSwe=hW#nVi$^kcI>`G-oV?fyVEddL9ct^cQmHXX
zR-EH$4GNFPw*Ap_Vh=|JY3C$PwZ%@*^?a@18*dGHYCO?vh^-N-$pV>>nii1`)}k6x
z9L7}zW=op}dLkb|SeJ+7*M;0wc{l-?T-*f~K%l?K#@Z)i5}xV1BeBc7^W_ldm6o!Y
zN=tjXw8Mv#a~1q3=i0^}(mWBSvi!16YA0H5*MgSQ+U7=dt@;R=n;o;uo<#1SBDDsv
zP}B1dNBY1rYP~SzfP8`t|7pJLnEV(uHmA*Bd_2Vmp^ai1U!vls$5?K6#4*b~(5bAp
z&-?T9jP=j5yF^vg9jku;3>?nt3--RnZ&I5mJa$qp-M_ScXNMIH*^h^2K!+YIn?|KW
zmKjmY%I05I*s?`?o%4^f=+d$4LczLM<XYoGoInP-)Rz$2NlZ{F1H?7KppK0-A+b6u
zfFO@-r{^NSCG{&8_fnx-MR)4RqL*$2jn<$VvcQ9?KHFiN4e#|Uq%f#_kcL2pHW6KT
zHnN)D&Y5JCAvNIgBY(N94ws!oW%zETh+(_yKNM6*DzZkxr)dP0Vx326yZW<x%5~~L
z6h)d@WjBv{F`HO<pmIcX3bG~mSCyH9y%FYr+`6J&Kzx7w*D=CmlnvBF8`*Crd*sGm
zRoz%o2G0lKTS`_dJ&(w3)f@cLtdwgauHoRXjf=Z+(q$?Vvo`t&D<d8J9q3PaYm?f5
zTT%F=c*}Mqjz+M-GzC(plOLi+nlK<Ev9ZNpsWqk~oS3}`bGC87`qRx?+jA5=D+kbK
zdg;A4th2(I=%XfDn%Fa0XrYzqJUA*IlOF8@15R8YYJ~>;eH&|MIgP5k+7v$G92-^x
z9W@F&p_!h;RgvTr*1}VeS2*^Y3~Cyr1<ikQ?Wu+X=3p}~RP-C14PvHoL=bNP*|K?I
zqH50CG%%WRf?tV^pyFdD%B{6p6aI9qj#*Aw0w&-`9=5D-Q#2Pl2^4v0)Fi!nS)>5x
z?c8sB!!GX03Jd7Lq<kSE<txK(5IC`qbB}lO(02L-+omPg)|deK?9^esc05|@>W6pq
z$JowEQ_-2sHUpha$(3JUa;Ar0l{^1tMH8BRjQ;C*Q5i4GPR;n@WU!Qt-67vPM>8@R
z?X`TLO}z~rq)M&nP*B@_9OEC#DR@<n=KzeuAD=l8Ut$PLs-!EI=dAU#_Q-B|m}!l*
z9bUEHq1yyJ%tFNO4h!24rw?s!lJmggvR`!J!p*kucl<>Wh%;AhzryGJ@{3yf&Bg&I
zg*vyHIQE^0+E)L=lNNK;qj`AwJ5T1ejczf820K?8SxSZypZtTRojbLdu5+J2g`jP`
zUhAdRk(xeK5I*tNQrU1St1`xcM-93D$8&#VA_hqU;@a#vqx!P^w6OdA%`*(*Tq5tw
zm43>WT>g6D^0mOrOw0PobdWNYBWKi-C|R2bRxO21+LJB)`CPH)?_fFP8gyn4Ui6)F
z5xP_ZLrp<yU0{Y%Ib^dbst@=js5SFK6+nX}qQu=bxkyuS_daO`=x}7fK`1BU-~kDJ
z$U0SR^Ie&TSsT%NWWDCa?(oO;!*biOb;Q@Qmao?JBqdmPYH}sJ`DON+9-@2I+3J$p
zNBxfzaeKznI%D-wmcQrZPSC}&jR>m;#&Kriy78QvYT<IlPyB#!z4nyyg_JD>EyY~J
z6VtnQ>Ej5FEM%Q%@oxzAdc`8;8UM3s^OV8J{#-9hO96Sc-`3rdG_5Zf=FiCsG#OtF
z{VzmFRjvM8#cHvjLN~ku48kF64H7{T>B>Nl--!vrr>Z|gJP7rWJgQyJm7J>~egd-a
z*xuZ~6z9pKsV_ug`{$Vk*<cxAUVwlSSaW!JO!9$*U7l|=39-J-R6l`?J|F9bnJeY0
zG?qDPAUNA`wwbT-HAL__gpYh%GJOvG)Vh(Y)A=t3<3VEE9R9zMOF6bM81hOR@;j~1
zLlTLW!lYF-nr-Om9NY*N{oWtmye99x0kIRp;LVYj$2zYg#fIwrG{rpa4w^Inhds~&
zoV%3n=aX+w;(JmNfepx-i7=kK_SH(92#QOLIK*Mm1%7*k_PH3z|K^RVs6e=~!7Wl2
zvi-6hj*MDr{D-1Bv$mTE%wh3-ZYOVW_=l3GQ^m0I@=w(M^FNg5HKZU#qS}a*4&x8|
zCF7yqBkiBS7u9q>{^HEGXZy?*Alp6?|DiP64QxJ!Beo=0IDKf{IYR7{Vnv=)v}J_!
z542zOf^oiqOQ<%srZQ4M*>>p;&nZ~Jh?$&YW<&k|-n>pg4FBi*Z5=VY$ZU2vuGe`d
zjGLSw_(7?$IrZ-ci>%+OEhkz!C~6JV5NikO`us&&<ZPnN*3{dD{FpvTxYUC-Ed$}Z
zXSh^O37g^Mv@Qgi6<v}*0~dc&7P3^={h2b_gS#QS4ff^Jt{5=MT{$-5*nYLQ0Au+$
zO^0>EoTX1dEZY^FfS8K&Y1I9PlB5avh?qjy*h}l=B??^i!)*0j-y#JBqP0kq^uY6h
zimztB>s#OK(eO}rmSsk(Sh<%2Eotn`n_lz?cB9pudTe~Y&z)5=LXiY$^E9H@TfQ8~
zr4ZzPw$O)kYJXJOO1yO{PtWngEBjta7F6&iz%>H>akpW+G4(5I3kTT?+NeEv@DGYJ
z%Se0Id8gze6S-z1Uy?Z;K%8mdRMI8nO9D6|>pHhtrP8Y`EC6Q6Je0#cI!)nVCj#&4
zbb2>T^HSp1AV0BK(bqqpXx(YhNuy?JTbia%6L;q<qs+(VG{%)ErfS@YiFYksuXyDj
zW`=g%E%L^o!z3#*Ba&jP1mRDzNBU}4$bU>D3!tf2xh0BpvswcAj`$gF6%5iE!2U-0
zuv;g%e?;xl0oKT+^;af}Mm@7?zlIQ1IuuWVzX|B*^iBN<a2taux1`s6(DjtP9TBo@
zwp+%b>bjq-_s4R%^)ukVt=xllNBk%tlaYLG)G99`d{}Bw!^`<Zc#Ooczd937UA3&L
z>>?HN1U1;xaYc^xA|%R}71%b!7JregJnPd2nM`3@!Q_Ez2G<GDG!)XkBF6)TuCZe-
zj^#Jw<k#{AataC-`e*IL@K?{UH12Ofw-CFL@Zj&RwbQL;t1s#LeLN@Jx9@-GeMbl2
zpEdJ|9Zv;flp;q=4XT^6)PB~&V>8ufh!{zG0peaXMZ)#5?qN3ijS=Mz2Ju$Wx0&4{
zQD7RMszQDxhSO~f$Eu3VJCHxq@2m>fwK`d8TVzFF8o;F|G4b42i=qz#<b1;*nj**4
zs{E*B#_FYxEP*M1qaukSG;7R_jl%F0<yx<>`@_RmnbqL?w$v{-)b>^zgI|18DQ;#t
zdGk+pxMqE_M$B1N!@^m&#gip-_&#K$3cJRs=Hq`tpKKi(h)@jrUgqT3BKwh9Yq@Sm
z`Bl1$*P0F#I^oqcg<M7~0)(Ypz6xS}O{@MTHq?(&o0e*wI4v*1jud3JDa#*&BgJ~v
zM_A@Gq9^(S|M(x)<@(L09cdMb2~=im4ITm;D4GeF4%CpxK{)}{!Iw%8BEd<8U#T5r
zr4{-l($@Z?Mv69niK!Z9b;iRH)EwnaVxL8neP+Ezi;G;Ed7)xUq|Nz1Y4=Dc!&|fe
zfWF_>TAa{yLQE&2e||=FQ@?-lOew8dfA>9pbxCC@S${KG;1f0uO;km(SICn!;jOX|
z&jbs;>oR{iiE0eoE=FaD*omu}s{$)DUUjNjz{+D<(C{&hU6fqWwbWqDiOO(F==G8c
z_cRYev4f8<Ue8;HgEDs2OelCe#Jlnn^3bxKu;ojT_4$Bn^)?U9Ik(8>u#I;HVt?K3
z<ig4J+iEB@DM>qdHEMUFPWZJ;^UH<SnHNiYBbZz=yjuj?sz0Y`c3>FX2cg=IPkLq2
z8@?jSbQ&)6_C-<HK|b0fPl|J@pIMa_&WOsQ;_pX=jKjUBtFK%zJ13;Rbiwxk=6-_m
zMO=UdOyo0#1GDVDApEM#eq%!&Cc93gwH#-xkUGDqRD`N(_wg9>HA9qNElJAaoV6&?
zbKk6yvsij%rg*<XV5FILV;y?#npPmz9R$978?hA8RqTm6S8_p&I4KsqPvP}j0?Ry4
z8YJ*!3qERawwAF5@lz(K-SrVotxf#wT#x%zyljVK0~saJ_x@4(sTQQRrI_l)a}~rV
zk4%iW@zs<PXf5ZdYja5O$JY_Ncoo=F_4&5KQ_ghKd<z8|KK>-`beGn{9j`wJGbXNS
zhf$piAoU~vgBi$U7-HI=CFfkNF9ZoQ?b!}v>n*koO)YDCpp`4W_NC1Kp$glNYDy%4
z7velT{3rfja|!t&On=E@i_VM0lxDj@>c<kq*3;44=eP&f_EYes*F#{(_*GsQx4D~r
zhkkHuS9$x2*@?F0Cg7`2u$H+-U64(Nu_TMOSX0A;Ca*9O9?mqu4IiY(RhU1aK9-Qf
zlUDXrZ^I(^ffJ9Us49eLH#AHK80a2>%;V~up&AmJ@rm*^!h8H<SRVxy1k*mr{;I?n
ze?b07e^>&wm&pFquN36LtK4zUzFga8IJ#*0WWUT&77|S%`Hd5*LQ5hu=^-^Ds&QTU
zc=ZS)hyS`{Vf-|Pa$R}!93^t4K3IMV+7=$au9%B^OnK0@<s0SoXWpp|*s;~#6X7fS
z9nM)j6`!cAS~7@l4Pj+r-aAc{y)29Aks7X_MRC0Z<)%Wor++woN_p{gL<kfSzX41P
zvSK;ZNk}c%Hj?vhmFyX;{a*CE>BaRSz00OntFbr8yM>6afcs!h>kM<S;N5)I?R>=4
zl-p*NgM}15*9$V|xw4)Bg}Pnw(pY^Ib5sQLsmB*<R0iSATG)rkz_+bAcA`(Aln=;^
zD8SSXhw2)j7S9y9WOmbLp-4yA8PSit>p!29+bC%~-qu<+OHbcxwF=vss$P6=`dza@
zq<m}$XN`eqH9>n$MxX0f(3@>7bL9?#ahg_Lll<`@PsegupXMe7vuVIMvI(_15aKkP
zdSZZ>^SgbRnOV5H(6NpZgXdS?ltXjZqH6VMqCQKUL=&V$(2{=t0(mslSBu$t=eF?5
zgDh^U>F6^YX}m3aGZG1hY$3ImPAR%=?$Is&k|*+%SGcB!3L)IrfIM{2XJ?-pS<GBp
zlp%!;_(^Qa*h+3j`#ONsk&pC2V@IjY+c4YkEGn<<BXqo^RL(FXg!kR4K(F~B;YS@E
zZu!@>lEf%7MGXWGIq+2dcKq{uBWZT^rnAQTsYM5BCYp>(&oTo>vfs8pN^Wtr>a9ns
zWv}?$Pe5A4fiv>(e0^fgNn-BY1ld+a%K+_%89YSq!%Te%#yYUOtdsEU<CVI20OCt?
zE~@`So$Xpt(p;s!TVPi?YSJ8J$+gj+d9qHF`pNlYJSn*fvkhg^2&zp7B%8sgVXAH(
zmZ{v3<LPiQwyIM?QRLCxzeZ+#vSj#{CirpVz57l6Zf$bvz~$plN|Vr~GUe2iXW0B<
zb82>lSE4tY!^d|vH1`@rodo)7)7M4%8unv!mWYEfapLQ8`_dATF<lzGn37<yA!KIn
zva0x2=C|>CX$uFhOML;u>EuqNa5JuALDsBP)q(Wq9B+rI&&-M=8E6&c+)dH-t4aHj
z^#{l#7FNPm=q!zAak&vl2>aUd*1njM5BEjlV&M&UmcvI=vFcXMw6ocUGcDT3KB!eD
z^$5d<s3hl7)5nlpu%wcQ_n~z$QgcX<zc7cj@L2wbo+7PVuwLi~1;iKT<)2LLkE#wL
z#jAyABgclQw-<pl^s@?HEZPAXj0G1+srs9^8$`r)Hq!O^+vfW}lr9$6mxu4$vzcGY
z@f+RUR-TA;X?r}tU<0$8E;SYQQVhcL#=Lu~G*&MlJMO;i-kJBah%bwkZX2qr4HP5u
z`u-d5?1szs1nX=K2T}UGXlE{;#Q47JGq!47Li)b{*sBIOmsTYxMC;i1H_|<S0y3WX
z{6l%bsG_^9ay6>+`y}M0jm0bU)9fZSEkMWw=Rh~^e9Sd*UJCJkrcd!}3L#xyuf9@1
zx7#oHQXsIZ=(bq?$SBn5eC`Y8K!Z76!x<I4q@-&(RqW!LUu?BP3ztsAy6OBpxNHzP
z;jp$t+>NMr?IfQU%L9ncWBPvj(_X67u+XER78zc=+*Nel@2he7Qzy7N4Zh~^9Ps->
zbBb8#pqY<q+C1RXI|xTKkEg5xilr^~NGXbRFSvyk4%WU&Nako~wb2ec-%b`;_787~
zpeuA=MDMADm)^$#m!M`hIyAAbUDw#+Gv)X=X`GKVr&gxsQ-<5H#4e~%+tb&_>Wjzv
zwqW191p04?;8!H|MIH-lxd>Y{uhq`pA>>Fj{2$3>@|R_hJ#gzp79re#ln~a4ZWO}E
zal8r6+P9{RZ<W2J48>0Js<qq1_Wy?uLj~K_2)F0DZ56;$zqFY2&CBw^iP@$;V+w`v
z<6UV}BIjk{siu@`4wzax_x`L=H$p$o2UfvODR!o%hy!==m$tm+Xm59w<_^|~$Ot~_
zhv{fDyELIgE6$e;R)B-9q-DRYJPyPe&WqhvhGv8iEIG#T+!!~)Rh+4&38brN2I=6e
z?s5C@`)cr}Y%jZnrIB%ov!l;8A8BwC`=XA09g{RMG0m2Gxiw@NiQU(U)Z~)G63Va=
zlj-CozAU*guUNcU+DO>PvRX3{GBH8zC^Mf4I7kiu{CNtZ-*B1)E)CyHJJ4psIh|js
zRn<u4n%U=B08LV)qu>aWz}PDK?r2}k;QDGSgMK+_9BD7!dLr9_)kT2rgw(Xw1NP4M
z^Fo!R^6dV0)``9(U9;gM{d35X!qhxV>CyEOS+CncLk~3(vXDFjmM+rQBGc8c+55aI
zYRXRyle~j|(KfuIP#D$eC?hx=TNq^<rscZ_<OU`%Z+ldHYrQK++RW;9pedeS>E8Ft
zN5F~PmCsW(Z|+BJI|3*Br=a{)jaJl<WrYEdR>XrA)l^9|LIb{8#;q$~lGkoi&fH6?
zkv~ZClJGzOI-<p<*5=ZQi*4?>l(dXsxZ>|?hl9ghE3Ws8{lGe(Yv%gOLH1+TKTYJz
zYM>K?;{=6<sm9D$3$rsrgD7Hit36PtLDt@FOjJ}Rsn@-AWyIz`6kX;~?P!Ea1t4Qj
zs@Bq(#-GJ>ZOLlssKJ`@64~yYD!e;hWDs<c?L4LmhotuV6Iv$@VS=2;N0i@pjBLDS
z5P@ne4S#5%u(s6g3F7>cNGQD7JR90oz7M=PLANitBVo7A&ukh{wc)`ozu?uikP(cM
z4v~1Xuy9K-qg>+UxM^~6glC@hG~^TDwmkY-PO8n$&~Vv=T!Qc7VK=&F23t2Wm4;Y*
zF?&`bfGQATyRtNl?|VzA!i5aMO>hbHSO+@nyUr~PWuCtEZ&-1H$nr5GrRM*=GVwmz
zq#x(G6N}0hu~iK4oTayhStMv9EtSy+nn*sIxxr>~%!kd|ZF&XjGE$jt7V~R5V46zF
ziN9o(QB<%0{B5NmHe*xEN=;IeQ|lOiNu)WM?p8Ih8e1t8b*|8L><vEGT=&wh@;?;s
z##3b)mC;0bhIzm{WNw9>ddtV6GN<B1{w@1&*s=sFhkw_WG^qlt#-~6CpBe6~p1rjs
zOD)=ay_{8?xpJ{JfK7R2wjI59jroQDq-rt4D*lF7ArIq`^xH2Y&eA}^vgPFePV=s@
zvtw{X*!OR5g-83*T9^L3{InN~rNH5pfC4BcFxuHU0UCdvX|*U=AO3rf%dZ>Oh?x~D
zgYB$Xa=<rvc(c*fsTC}&CBmSSGc~k>+B6iOb>3RO9(KB8s75M;%cY{?+Us6r?%4$J
z#Wg<ADHw6Z&s4<g7^Tm@Ww9U?S`&%S>);2h_Lhd)lJ?{+S24GzlpG12mmUX5CWJ5(
z$okgF&Mn<d_6@RL+$k(cgQfjXuFwRk9N;n1M8V$tdyl)VI$zH>rHdsUFwv~PCWS0e
zHw``sl$_q5P>6K6V3hxq>dN-w29c~4ud^7d=uEUKvlsa#aS(Ew3H$9f)1TkOyGRkD
zIu&L-r!Y?N9PqXcgE*eyhLe*d@rRNdk1ZA1X7&xZ&GuqUrqWJFdv;%*FP@XZ9}_IB
z{CC9@!&%}oDiqa!0yhB`uS|067#z*sCPkIGefR7q8S|H`Xrob1{m3jNQ1!F&ujT4a
zmA|u^(Lw!fc{Fq4`yFq{3uQi+qFCuPk&Y_Y-f-UUfq!P_i<+egQ-5tX#S!+r&JstR
znP%r|!9l}A{6GubDbU_7{2QjisoVDcE0_}X*#}^+*e-DLMK)mt=lbtI6k~H_>(XK2
zhUuTGEgJ22$i|BHM}SWfIg|9ecLfPXcf0>P%iTzaiT<G!x6ieTBF&2Viq8ktoUq+f
zDrDkBAOx4;)5Lz!eGyW$`@lNr$gVX-T`Q%Pk>+fGdCo!>ceZ|{<2L&BpaEBTo3-Vy
z_4#Uz;LM=48Jl)E8zhKr{P7NuYr>7$2q!42B3;JyNh|lUwOlhUE#;EGN}Y5OfEY6B
z^;q!LUk(+iOn)-_cC2hg?LZTSES2Y(I7oAH@V9c@c!oP_k{!g(?Bw$$)$p@PD^#E^
z=<t@@h8`L67I!8@97OHD=#GO(-3r*AI$~Q0-w;r5hkmVIdt&xVPO)XR!JW%+@OJmz
z(UaYk`*QERRCAV+s-sOr713)A{3zdfMGFef9?Y6^nEuG>udE2f(~+{kfmdIbIp7eL
z2JY0(q?Uy0!ugYCrfP<jG<jFxfJy=hvKou4>3SBDiGbU42xIceS+B#V+P3Ih<dcfC
z|NC&R!Bw@a*Zw>%k?)8KS^G|?HRwqm)*|xqMo6(qDK*y`i};ho9;y4j9cUKYND}1N
zAC;Ps!yskR-xIBKQf2XjFOA9|XI9+*ueQma81RR)jLHMyVr}R;{#}G)2~laQX!7;O
z1(2ppZh5*+|3qQw)R!Nqd!pl4DfG6ZRlqqmrS@Cpx=p-Ny^gv#vcSFk`rDbV4pyQv
zj!79yPrsNS!cGAV(NQ^l8)J=3Gwd~Y=?L&D%lDIj8;~<gi8Tinsq@6{{BkAQZQ!A8
z%rU92>8qhmeX)QuEOPWh^|TXW$o|QUG{)mFIPKP<J@1yl`Yex49xh~;DZc4W<CBPS
zVBofXgyrEmcXOdXaIq#y?a-lV79U8mMgI>4Xv<8rm3_?n84k0okbSPNob%u})ve=C
zh=Uo|qpb81eb?0zVx&zPag$+gl_O)38Kd(Zn9>t28fW#@9yXgS`nV~xBc760{LCy*
z7G10_#st6&dgnn?lF{EP&$y(C+#_--<DW(z$GRSB&JKR03&E?)9!|aYKN9WWmWQIL
zO!pe3WZQ4aMh251YUNMe)bHfjWAegp+326*Qo;$MzXxalUD}5mu<CrGMl$n8am?ay
zuek~z+hgRNZgJ)c(n_|}^%32=IX-uh%A(lS*QKNK=xa_zJTV`)_q{53AwL6$Dx^VI
z8p~wmi^AIBO5~+eyz_iQ!s&+R?OohTk61%gpI=qLC8ac!9iMH5Udo^mMKzJPdqmc$
z3g&*H>fiY?Q}piet8TV_iX*Z_tC5m)uFeNO{nTa$y+s=N6@KUI>2-HIj^_MCv*!Jw
zIp2(2aP`>WOf{?x2kJ|aA0!}b8K%)Mqz-Zf!P35Oh-AeS!dxTtSLUv)H(Y29JO?Tv
z>Z1^|P74c$5NzxEaDc5kNZ*phv%Go^(yrQ7E(RRTkz|#<l@?6T{jL$NfEMJQ|C4l5
zGo}D~YvH%4k9O=6^&r^hloTEP6UpSmy4-m?5Y=giAEh$ATYuVmdF3{M0^Q~e!=Jpz
z?5w(-(`IN;+X)ud!hgl?Vhn#F*|;)TZdqCvh>VIyNPE`by#8hoEB(E>#v52U5ZDUt
z!c})5olH!!zJ8|&=lw9u&iNbHRvvN!z;NOC@=WPXFt%(E`u7QM5~FefrsrV98#%OB
zdZJg()-dGK$a5Og(n_K$PIC*5-T3xXQ(xnWEz6@1X9wux8Ijj`&&~lsoX!^Bc-)$e
zfPz*tY##L_<zLy=!8uuzqknEsmgezsBCxCxvAT|G87>7eT@{Bmk9W|0Yc0IguyR|a
z(dEH${5}Jc8ss&@jFBNBYQL$*!l4PEayV=C!VvYvAvZ9<xB#aw{esU~Wj9Kjo6SLe
z^{q^vjz9;#A^SqKS&=nH5Pij(>|;_d&oHQJoV|U*(QNit7E>Z`^O{F&C}4T8S5#NU
zt5`6*fQQyW*`-|_w)mgC2z;eaH+n7k47P$-%QuQO#+%(Kd!K|j&IDc4PSUz=(Uk-A
zg%%#Ci7vFsuvH20=&iXlWayzIC{}l6V7oy~p{?Z>f%`CN`HCuDbv>q!6?$+gv4Gu_
z-u>pV_mh%%vhjX(ola$?<nBx{O%F3(#W^Y36SG76Wqz*jC~Wso?)&GOS=QlL*OeH3
z7RIHOmT&=Ep@A8L)2eX!sl4XNYWAH!u}t5Xad8Fwo&i6gX9BNg8w-+xxV-WTe0;L`
zeq2XK9}V|~Y%bBfVoS-q>m;j)Y(++Y7ktovUl~+O!$H%?UzyoBPU$wPT&Zkbi}$P#
zQ*@Xtr|E%cEHiZuRI1NxMYT+{SdIMGt=WIs-zRWeIVym@lq^@sB%GzAT5Q8*Y{1oN
zdu4(bB)8d2?Zd;=f;lPO0}O42&2Y#;d6ghPzr|+2tGKmjRjG4YV%%N3Zf;#df*iJN
zL|77L;vN+JZINjWE!063ynl8pa>6Qs*f3;0-l<V9Ge{lVM?GHRs#k9&{!&g-lXMTz
z?*5IfEeZcwDH?x)S_1hUuIZa@HvqhYWzZ}ia68VEFWXl!ui5>^2H-#+^-UQbLIc4J
z*w&aX@MkKJJJtL8x`y}EH;RV#<!hl6%EdwlTt}?L?y{SrC}}QH6x8V{2pOXpiafls
zEO3r*uAa_<SyZj#5X-b_BnDoZF&?q_h7dOjwqB$SvXs<*t-ujkQoN?@nAl62sV$CL
zMrM2e2docEl#Yoi=FkZZKGEbESd!aWt}VIH3e#2uaXH+p65l|y`=QdR3B0s>w^Sal
zP4BmgXirj{OkUG&*N=cmr;U*d#0e{8x)WHIuE&mwN?wE|Kk1A3kD{I^DGAlgdS#aZ
zS(HS6hNu?oJYn1J6IRKfADrW4HVSOVhRjffk;PnTUvJAuIQ~Ku5uplE!c^m99xTH(
ziySsR4ngE^$`>`n-2O6f+<4Ck-l>W;$jR7EE$t^{Y^>6tH$KwPcO@>h{0r3pBD&#~
z4>>M(k#Z$p61Q;_Bo%RR-TTRG6H3&3)COF%c}>uT-OAWzS0mnKy|iWAzFY_ztpic`
zq>_`GY`B%%Pl_nN>*jI5@Ji)bDiS~I2j-8stOILkBk7H~7|gL&e=C3C=mB|bG34cO
z>$UaFxe6*&<$B8rKkPQA12`T)4QU@a$M&-Gq8J}coAeF*w~nF~*o6<!QBb4&vH$R7
zXSAS|6~EJqnJqkW(dSHG-|5eT(9iO)#MPFIj6wx)arrQHXn42^V+#qGUoiVK1&#dp
z5L)LtaHe#kVdYFJ$eNm2Fe|(CVGvE~ldctVh;jlQuPqjMG}eLzh*Ip-g70QMZBSoO
zn}IG_K5H;jfr4kiWXG<XR!G5<N{ZUUY{@}X=^nWA)Jy4iuABO90?rVV%^MEl{CINf
za($BCMG8-y(VDDv<>$TY>cWa$8wv!kMoxvk$@Ao7@FVg@Uu)6(V{NzjGe+DUxD#Gw
zxp-mTJ=a`~j(PYsSAwNH@SV`|WKLbd_7lsfu;Qhit8dnPaa_}#PTC!$ebe>xUxUWL
zh`-%-^m=va^*<Rzxb^Ua9Mld}Y8zRK6;QQ2l3ca`%LJCg&VC~;-#D>C7v}Yf4dtrJ
zW5uheXM@bfeGYl7Mvg|6bxZJ4^M&LbJ^gBM`eCB_awT7#v)rijgI<2OPL*`rLh>Cg
zI_cAGVG2j4*?r)nArQn${snq0PF_`%5G;TqRFSPxqv|{NA&cB>vL_(MvO&N!JBD8F
z0KCwM%r`)#^wA=Ws77n1Q4@)cm{BU16Vasb3A3J@e;tLe-I7k|)k)>0u2Wi+8%>;y
zJPrselYc|XK@CeGRwPgESC<_@)h+|~6~%g-a!@<AvV=@+jzRbyDUqhi>&Hej&W3@m
zKex)!j@3RQIPh}Vn1Pn!Vj7U$mN$;TJq;X_L^%Z=D9`GvOJ@{``8c_`Bvx#z>?}vK
z5D0{ldi_KbWF#PM2A4+)rRbWb%M#cWZ01=|YCvmBGcx_eCe!EWnu*yz$Z+YmI@*%z
z1I%@+9Fr5`S>CWI6`s-j3h7gur4o~YD9Vx0kED*ti0x!*o65C_^{C%>2Apa>lCXMo
zr%+oqCayGsUZV?hRN5`-Ei|A!zHOrY*&dM#v0Cw;{yO>7W|c@u6&wJY+Q)<%KzX4m
zO6Di=<~TlkZ+DSZ(#mvyQa#XZI0*)Cd!;-%y4u(9sz+Hq5J{+tbG-H-ClIsDHu6X>
zjPB|lMn;9#bx2ZIZTv%F9K-T3A_W`r?!L)1#d~2rcrf<ePNzP+E+q*{7|qJYW)*gU
zYrSL^$NYaBop&Hx@7u<;T3V&5Xze|UQY-c-YHvZz7BORQqG;`^J!{V(iP*7MtHj=`
zR_(nBHGglu?>{*wC&|e;=iGUo`@ZhaW&KkIy8&%py~4CR{`stlk}I=M8vqQ7irT(k
zvs&)q7bIQ#D30<hQwiL)31INyJIr(%VhuHXdqt2h>otXB7hCI4>*vg%H=g!0aDFMd
z)iJ@|9QDh<TK68_(PlLB2C*yfMVnD=4n5{#Iq_=cokf&dWizJ}V~X7)L;XKlmdVdf
zw@OXMSR1Tgi_QQYs^_F9V_nHVCkk1=8#ScOrKxv8B{CCNCIuMsoHVBl?n<V(_aVpP
zaru_AOF*Dlcu;DR_%i+%hq23RU;vGQltCsZ9OhnXKL5vbKuVD%QC$f`WvNjYq8<^L
zSnEtJMyWHz$|S$9?`3w(qplLx=S>&TOEMW6dNswX)vT$e`qbCjBHVb|fOi6FL9+#;
zN{wvu&E;&HbkUo8wo2_hV<jSvX>&`)CG1g(3U5tR|Byr;Wma*w5^e%4XhLIUHY?KJ
zzkKLELFwU6l|igwTqU<??DPCXF@Ztv7Dt7$*XP>}|3|j<s&xUgkkM4C?n4PZ6Ma2A
zu>;*;!Zi~?aX+$XOckGCo2IV)x(elO{S%`v?vtZ7hTNAQnAT(u$7P;*2=$g-u2m8`
zbFt%e%3q(?31uhjQ{y5tY^-Z-uDsVY7eoaxJUhC7m=XuARNxE7rb?GC$eM(#-Pve5
z+@spj>A)w48V+FU1a}q9Cn|2rCdHrhECxE*{mzlEfW@NRr}8zWtY9xhz&GK4_y4d%
z2H&;1cWhMIA93ln<coI}?ssn{l3BHVH}GK-pk5Qck|P#;!>cYI;O6%9rU^H27Py)a
zH}ml9>$dwNSu*;Z|7R05<+#be=zjYgmvd8J*Q4J)G|-$M{z}{j8RUK9{?y+;&r)*=
ztMaiACcf!>_C;W>`EmNM8G$cB^R`<^w_Pq%`GyX{{mh}_wF>qtT5N$(jnH@TE;Q`%
zGeK~Hv{-qY4u6Dn7hUE->2X>q-e39{U%ZkBI7&CRLjCuv<Ui#CxJ=bci>*Pb#q*M-
zND=n?gW1lY$NKJue_{GT=ujy`t<VjM-48c~X$d4F!n(MMi(>U<;O7?BRUh$tn(OFx
zqtp(6tjP@FMZ2=rvxCpys~T_KRLuNj^*&c#06nD*+EDaedQ9CCzh@2zdgU{)Vut|Z
z;&y+lkvnqGaY}pPmZ$I5!X2S$HX9tZ@#|KjE82>;7;nO=ndvOLEGcNGTahkLcFi24
z6|+<~d9dce@ui^=Flq1m3M7i(Z%o!U<Ui5tJ7ciIrP_jbJq`S)v8BW(Dy>9iO}1ew
zj<}Su5*;x~`%U$lqTxk(Vq)~!<N@n&TTYC&l-Gz_E^SR@1R%$kR*snf`F3A&2E>xY
z+ok!ugy*+=#A+HY;8Ww_@ABltoy9@UU+))tVqjoy!B0<fvc2UOjQSXvtOE=<<0lRG
zL1X>=T?9#vVkOjO_`7dnL9ZQXdKx@41-|BVi37}6>CQ}F`{*g(iZc|}u1BrGyp;-V
zcYOt2z|5vw7|N}SzFM=6>*(|EKYGo`%#{DUzHzyU+cSUREAB2d3id7=GESTN+AD?_
zt|^sN058>Th#44o;+tp=2S2!;s`|om$4!p|whn5A^-7#0-wd#9sIbn3lc;-pF?p@#
zd(o{MtTvV9ym1qb4WN=pviehP+-$7~v!##V@zjr^wJjeKko6eaof;8?IMcve(k@07
zrQj4@>Zw_X-q<e)5bFlO9Rcf<Bpt6!QO!QI%D>xMGsTrlkPoX@&8jXTvoV&BKaf$F
z=k$ez0hbO9iJl1%@e>@Tl5i+GTKjO1zoqS?A~U-$?mje*2by3L%Siv;Q<Beik?Hn9
zfcNBv&Zh{XY%+uRMda~&HPRn}Ja3TMbrY`gd%L2()Mq8{a#f{OE4n_kA9vsKb4HO2
zI=fOulTlOQC#i~UC7XHqw3o|Dr0@TudJrrzleFaomMJOyc5v<okj|7|TbQRDHUc}G
zSIFz00h|C$c+?LJF3S6+6smxUbG4Z@LS?!8gVLHG>6D7*$`a3l0KWeS$7@Wok4+*W
z&^T^W`>+-82e6RHgAuAim5;phDKR1w@g_weLdV27Dv-j;4Jxzsp|~O5>kOhpOgo9^
z+9s31qU8SS@%QvpV0BE))(PS}p!k3%hw(d36SOrS!1hwu{~4S6*QVg-=uVYjKb)bH
zcYq&iGrj*UAvZ-YU5xK)6OK}51hG}(10^H`ZX)rcD+!k%S%6IOr(_q6Vk2ndmvo_Z
zf!t|IkkL;3h+7`}HWG(E)c0pX<d@uctrgp4%>G|pu@<@LG=kucE5lUSSOghO4|xFI
z_|_(-0VdR(?7Z85qv5OB%)#U)NB;yxiwt;b*jLod%hn}WGSsd+jCWZPuXyY*?cCkl
zaY~UG;XS+x8T$K$FKPE(t(lxVEpdw%YpL!W{P*4k7gcEI%y^gZn6^vbi^Z<H6|>ak
zpBOg*^Ws;hA3iQ^o4q&x!BRw?jX!+&fcn79=J@BZ|Bf!e+5^m0rYLN!Juo@lu{*z~
zqkXv>;EGk=GeV8XNG3C+R3FRX3rE1h-Ua3LqiA@|BcD|F(L2bmL{ct5a;Zm|j^`jE
zG@Stn`E4x;>f}3S;2sL{=1Q>f#5y?mdxJ@u?indeL~N|axH=Ak#iCo47`c_*PT*`Y
z7L%z@K8oTj%Op8AJX*KxIANeh+7}GU(u&%S9?ou^YZexy6-r!er#4k2n;m%_KcbdN
z%_fu;(^(V+nCXX9IGOOCb1A08K1wQEq_ZZlPzD+-5{ZzS&<bc4-hwW<F8OR?F1XhX
zG_@`cuN2J9`eeGo`Tlg4H86zcmmNMm#VIKrVVd3I4Fu6Iy#NN+Q*g;C(4NjPhf(|?
zk&jsM_d}u}u>um}XNqb?dG}~aHIC8Pu}j6zNDp_WYtWRzDeTYhC|m+zxqYU0=J7?l
zV$}WWOu@e=!NmoY()f6w!ha<0f;2m*<J#unXVOx*%e0c?B%LN@YLD%6<jzOUH36J|
zz|&X{%X`-JXDwpK{|rl%Fn-0n;lh(rGr<a8YFk@?Nk81DEFsz$S)!cq1K!I%wvo<2
z{xjZBv%7p|NXmlvlefS*j>7NuclGSf-4v-{c_Mlo=$PmIb2;LZuBi-@`}zx<t9ew5
z-_x#_?GY{8JtvY5dLH3p#hNNLHRk{|p4pP4P{YTLV6JY|z=_#9sY%D<n;zxCC+Fn`
zVsOe{X$bq1w!ut^AFfQ<&TJ0@XsqYF^iH#BI#pGW7uPX~Zd#zFDz9Snca{UPj}CD~
zsl8ar->TpS)Ar8$qti;Ahzr`U4Pvee`Yv_P97>Y>dj447{Pq&wS*4>dj)641nLYdC
ztnIE3Ltm`6@GLUeKkc^(RJ2jI3gj6LHyQvBr%s3k>Wz5$W0ZmVxr05wD?mHuhDG*@
ztzmIEbSj*;679t!;8_><Su+1>#tlo+6erh3d`&Z+HZp2J?eue3mLb(p*noIZO=?cI
zs(eUL$~bhl2YpzS>b!`z@MPOj<mVVKSgF5yWQpFt97Z|lO5HARX!0$s;>W+T!Jx?n
z0z`_DfqK4FsmxT_n1On4HU1qB^@Om2i{(!SV>~8suA`>TS`1?WB0>4=p=?WLogmL+
zt+6JQ1YAWxiEAZ}-wh(SLDtJ1XkR@;-JROIS&b#dZta+E62~W|cBuWF)c>AM78*Sq
zKy3i&R-}#k1T-DZkA2_2MXv}ped8GR$l4c`|Nf?k0*)e#$P8)W<*{(55uMCCK|c5y
zg)~)cOi*xP#h;)?Fj!rhXp~;^D0?<pG0!#+Q2!4v{R3;q5sBx_`=@N3_>~N)@Ra)v
zTXTzAtLn0I@e@jlv<NN1zp>_+ff$4LLQD);U%Jd;LS8|Yb*9JL4@OLC5|Hz72d$^W
zBDrW2CUFjQk+LII(UlVRE$KKaH|<qsS!QBN)T2)F)2(r|latd1DO<X!)_Wo)$*C8O
z8Bp80^6zgw!wu#@Ndca7p-zA|&1v?v@EscGW_322_#BaO9|B@owbksP6J-0eKA?t-
zikOwDf$n6-j3V?Br3>^-7bqzJScwIl=}!?$YijC}4^p@(nwV$Xe(E&<>cyOlqm}Al
zR^usz4B&erh<z^qANJn!Zi5Gno5c@mWFU5CHq#iJf~67O!k>7Jd`Vp2bZ(3GKowil
zbptK)sCIR&M@lb6lLRgsD}q0Cv{t)v52X*KCzU@SWHgySbKQ(yQXkL@@x5Cdb4C!B
zK(c(Kq2A1IV3Wf)pCe|ChPdklniAA|Z9GWvW;mg;IZ%@ObRrXN&ZFP`exD<Nn6gUQ
zmJQ7hSmm5JJylPt32*p8$5asDqgJp)E-98V)~Z3Ox5mmr_n36N5Jta?8M3u!?>xOY
zSd+3%=q+YU$0EKb-s&Iwm;6DNEp4QvDE+JtjdO#nUq)yaq>6P?m5(mOp@o)TJQ!kC
z^Gy9FGn##<*_oSxBp#LG+F&-s3~FoK7!Y(mJBKIV=}iE_vaDN3Q-=D?mJ@aBhi3PH
zh0hh97nK#q0USEHpNv#+&Cbl$gLp?PA7*$ECgvGd#Cm=8I$}{ueEYf8A2D|saa7mx
zETC^RFwIItjA<)ci<itWtcbSGqvrq9!|DdKDBBV7LzBouqGYrp>2<XpP{H&$Fm!TE
zrEx^q5DB&)Q8>)J63_1KWp_~~!W3Kpu(6-B<(tDT6QJY2yx%>YY;D7nBEyWg33Y~U
zDeUv~A7uCJQEYAWuqNOfq&ROKr=$ol!%vjCTW1VFheD%yog-?pZg)KWpY0o4Guur6
z1rwd(Tr^9sKSVU)<h*2kVgE9=whkxcHnSJG$YD_W=PBwll#_lsR{MdDKlXW$$4Q&(
z<hwl7`;hd;5wp7g;pw35y%5uRyPzFIZM8GT-+nkXTC04&1yl60tyK*_VLaIUC`#Sm
zj4a;MjCl7RZ1KD;7Aoc%hIRYCz;gD-RGg(^9x@#ERK}(p?)zN(tSn8lG#l4II^gL)
zuBQwp*%!hy=)gDpx&|1rpUquSBK?S+S(KxhzX}86qrsAjvuBP#-7yM<$?yD#Wn_hJ
z7b(Pyp(%eYxf&{71)YwqFJc2fI{c(CT_tA&VA1Nt!czh4@UV<&#em1S93J85lp~7e
zY0n0&>Up_v6Lz(7epl~9&;|A!FudLW{Mc5rv`7FQ`%)jB;BWI4BX?v}Yee^4g6Q1O
z6?K^I&?)^Bk=`r?+*te7fOgiVSUnK7k)XHoFRm{oj4lGeN7N1~z2MAjf<b^p>G+R4
z?Kw8=1%ngcC)W;nab?)Ks)GZ$I-U2doL4ih?hao(c=8(R?|KBrW`j!VeQZ;<iUc%k
zF@sJ62Xo1TiL%p5R8W))x<XkE#rp%Jrb$tfyJ`DxVOfN<V0p@Mvb!};0kly^)y1c1
zw<N!VkM}#YXSyu)0A6e&bg+6APfw|+))&p32yRT{BA8wd@IrD(#dam?B|*ByjZ@T?
z$8F1Nh@vpY&9>DjD;8xaX0l@@M8c}x*pWv^Zj-AV0`w8SX!sxkzHB<DET)Zy^t>j<
z+ZmEwKYVhnr$46%L{gMf4{<o$0~z!quDy%Byl!?uyWGa(ITzHKMcz}09fT-nvhjcw
zx09XneN`aj_(*@1`iDXDFq>RFqgtYQ<OzcqB~|GqQi7SIo-r58Vx~&x6ur*19zzr<
zjIS~dU_)!P@xi=>ZP*ehSsz(|r1`Iw&`(!u*2Ujp%MxRuNx3!F{C8{TaKxLSlWYAc
zvf0fC)48n;!apy=RT+%Gj6laZQl{p3!}Z8F57cz%=*FEN@~a+2*Hqm`e@ILUuq{6q
z=QFN;A$;;ZJrRs~{9by`qODNVzHoJ8Ies%ql$t0oQb9kd$4$3=*!uDFhjil@@}Kyw
z5nfU`voO#4oHcqfq-a#dUyZb0^CFY}^#g&G2no{hMr7z|=2GINBGq6^b7N5M)QA~l
zMr0e;+#H?J^n$@)hM1M~u6@TODN2s>x(nESUmWO2b?D!wJeepi?}i8}EGp#?N4{+9
zyIollzJ(94kY7HQR}_bi+GoA}FqT08jJclLQLOEMPOVIt^I9+-Wgf&>0g21hUbOnb
zWQQk1H~}+zmH$CsqWNTg3Gp7^43U_fn>zOg75c}tR_U9UnUe0LGX{=OZ~7ZvN-bIY
za>{bzUE1dAludXLm^}D3#dg~CHipgTXtT8xn(d^2ak+I~k*;$bTMys@H~Jec@$WIQ
zl3-Zr;m3aZ10|-dF}$foBy`AL&%aDSNpXMgrW^-A$Q;>)RExDDckIx}BZdW{!IKE2
zYoH}DKU?*c2iP$NAM;6VzGi~0s=i5-N2t!J+ZprV=bFqC4lD4@2UhF+#$25emrAgA
zU)|M|Uwm$BQuY^$>W35su9=NXftsw|HF9C;g57{OKzT}SVVzLkc^D;Pc3Pmh30G$;
z>`IK^_yhv=Uol-2J)PYC8CaPJq4jEt?@#n7t>7s>u7Hb1dK;mRW^r`ox1xj%H@x?N
zulBPRp62ygU|0Ab0QwhUY>&Xv9<~AwDTfYo{XYM9_{u1h>k-*U-!;X%y~)gvD9@FE
zALl3&`DqV2lO<8P`vGX6L+(3^EjRH;J{1u6jl?dstgyv+@u2hXTIulX3Bwj#m2>TI
z#(YKK<^)@zs@!KD8IE^GI9;9F^FO@PgItttum{@u98u4C`Rp9&eCart{@V}uFV6M1
zD(x?YY^%m+;qMP3JFh{$t1LH9$l!$2jgsNaSpsXhQ`?po(&co4zfuZ<w@P;mE@JLh
zfNJ75B?a_Qnq6h{*uT%~=g|X1`&jW5BeGqduj6b2i(EL<w`s`hHy3OVJ6D@_drp-J
zSn^suhM>n<CgLL57bsIrh&X@kGWi0C*K2FYi2+NeSC!})BDB=7VJLu%&;v=+2qt~e
zSq}gXK2bIUy?c(jQ0aQePso$`XTm#6T46&~zVEKfxNdCS0QRP4O<v!<x2!?%d=GT;
z6=M>oa*5So)Kyh)8tk=d?E1W5m{X5rGkSFNNv*3fcA}t+waIT}$befnb26*WSHRqK
zvE;eX-Gl+(xsh#O{04Zg>7UDFf@i2n{ajafxM!PVroNr#60vg+R0T6BtZFr^leqiX
zea8wkWX8bey7lqr<HfeQ6)N((3FFMjNZze?Y<SA79`2)=<7on=4n<r#_0>|{s3^i{
z6mJLGM-<97y+ulW9haI4NG85T|D{2gENr!WuN8Md?FnAYGvP_j7)Y0X<l)$zL!<kF
z;@_NqcI2q7)0ZY5XgK=B-0x&aM{4(@*+cI+NDuSJ(e27=ahjS2n#9iQ?r;77hvy)6
z$Aza#p!@Y=+fhk97*fhx22N_dj!w%I*3&?2`>)oZA73T!nH<*UcV1zNyl?jev0Zf*
zNFIW9n&?=ublQcg7Z!RHlrjVk)b^@I@8Cuy68bv<QjQI7*7s{M(ef$3(AoKpG)bl}
zRlOZqK3{xgycrWATqVV+2&xbDJ(Shj2Qrav9lT&Mhk{bHtEV6XJ5m9rKxC6QS2Cw)
zQIx+XTt~<Cv$1SQjOSpn?f~0O_<=nzd{Mn+DJ#x>DTNe50(cF`;#9t#PFEXB{}<Wz
zp<bX&nQ%!~Eeoyi-y*YwmYOJ(@3A`R-#ds{<dJ@2V&+&ZGkaA|o1=c6#2fkR#8d`7
z&&lxw_Z{E>-AA+cE_wl>D#s<8y8Kkq-MW8zuLZ`2-f9s^@_@^n3}92P34+feXZ?PP
zQz7n^_9?wwBmvB^3E9ymG;mFt*ouYT=(uWr)<-|CEkFX|>{)xDO9s*n<5~vo>5>4t
zMns&d*+}vcTATD5R>pR-SrT=>Z78s?YMsia{OFi;x)9Ft;M->1lS3^$&QywgK7T!~
z#<fr_YHR^5@?~fAc>ZEsz*NuIkfWurR~Q0>>DCb4IrR?kwG;8z8R4Pj)k34X2LE?N
zA^C9|)ux$2snSFHDwj{9aV^wJPN4^8w=Z!`0s=N`bgRvzq#xgk=4Wf3zF@}r(h3>8
z8c`tJpI?}3tZ%GWM@p*yVORWg9{wlWb2e_u1Ebqk7x2<HVqN}8-0T*s3_9Lfy6Q$v
zm94sp+ED9()4A)fI=gXmuwx}ULLYq=c0zo}b}SuhVplvFH0FAvwWdGGx1zchvQf*5
zn@_C8fL^ajiqs`dY3zt>_bn9GdmRWmjP}v3ywdmar)A3aX25=1-8dcZbz%Qp)F6|A
zv$;&CSLG(j{+z1Yjx~XnFFGbE4@vi}-4y1GXE82PtjWLFZa=x!)l`Tmtk|s1NsVto
zZq(E;@E3z7Q%|dKmQ=`RxCo5BqIp#i`tA_3Wj-7-Pm~jz2U$K)cx|Q{edxu?{rGNk
z<!T0KS54`c<5N^>x;qD+H~YXKO8;a#&~eC>vt_)5h7ZQ<MSa8G75w6U2e32NJ3uAn
zRl(U^Ef?%^GMtrOiJuUtsNpM~pIb^U`;wn2gp}!`*rc-kLvZczANSuLjB5;$OQkXE
ztId4h>S4bbTe@*o7hnhLbQ1;Rn~H%hyck1(h-h$^9c(rj@d@_PwMAbT*8*{Euz8cZ
z*$43x`WFZKE&j$$(e09&*dv&GzxDmH%awnH;L4ROJCwpldY|T!NKjN7!sHL9zq+aG
z?7BgZd#5|CpRN-Eke)u3PI4|w=<l?p?uuOnF|o6^5IUDb8wrP9yM@o=<e6dkxpjXi
zeP7aIOTNgq8OG4OvRc7)pW0?QN_H_>;2M;(_<Y=^Oansq6vTMs%nrRO$y1)u4;#z2
z?U>u3Cq)GaV^b&N78U(&J^9@+(CM0Kj@rNzao~avAUSqKqJ$A4O|Z|nvSYk27-Sh;
z3SJFxtYQ5TReUK$GsSFe-WfvbZlbIZp^EXykeAsR;vQkMYcn>Aj`{MWY@KI`6-()>
zG5ovg<I2}Q;GSuH^Zc7<eDu-*GjE1o>}20e6y{YqF{*tVja4i&N5#L7Se-kSA^_$h
zpi?|UL|ipvx2Rc=kgK2W*9C(}=wjUrJ>JXPy*)FJ0tu~S8@N1Fl?od1?XB@3PFg%-
zzVq9T=VK}56nfQy(h1iiju4%r1L6HRE*(e1V%&W)!Zk#Va)sP&6)&|{C}_cPseg8%
z#Pyf#b5g`^?#3Ro2{H#zenfFaoX^}?c5B-0Il{yA2Ba)qA!+zI;f1DovT#fcwe!Cn
zqq)>}E4Jv}jgV^W8zFLc<KfrJA2{LPFZ@}=qm>x<a}}ku27ZsN-NClbQTWf5wWer)
z>h^vD^uEA#M$d|lN9bxK{ZSoW5G`9R8XP;fWVseKNh>$#wm~FU4j4ZEZG8}&*fCe4
zhO1pGm%$x`0Rb6ldzbfUkvZOUfohz4{Upqhot`jIg=jOCdey0jQl=-@FxiDmES(x%
zEx5=-tVtw(f4qV)h#0pF!>LmLS<?l1tHeWeo|IobkFv`Am)f^g)fE0L<uBE}uw>+p
zQ4Q7=WgpxBe3~cs`E%~@-Y!GWxR4x`zMJ9~fw)ofiB6|D82HurgUaV;8IztMok!BU
zDZzV&74rL)7|5I?eF}Y{%5T9^w20F0;(&4g?nv&^-194XjXclOl40Z`ndl-RK3k^w
zL2{%8q0_kFp<G>p#F>hIh?d-Hal|d=X&#a2L!r^=0@=ToM}}1%8T5CM?1kRHCK*ni
zASgxgO;5@9JEJmdT<FCu%fU@U?pQYQM`zJ76RStjqb%6Br^<^X<2iNU3Y-}V^`6$F
z)r=bJ#FypnF{^ov+4^IT>;=Jiae@+=2@0g?E$=QbMj=IBa@1GDkV#p#UviBBq0vd>
z&n$fk1Badmc>_ZfU6k!guJl^o#wNh1=)$lhM+TI$N56Djmm1Sv_Sdv95!aC4G%0z!
z?-pTiPLkYV2C4g<v?<W>X_rEG4$9AwC$?!xz2y(yh2})c2Asm@=Cxi4u_X_&jjMsr
z^bhnTh_A1w{^ZuDRS!5^>X}lWvJHIca*)=K^DEDLwTSWKW&5UvfSb|m6d&IW!CDsI
z8yYN(xmwP|bsbm8e&lxMjgDdPR5PWUow<pK^WH^zBYDS>qDvLVE}sV$s&TQkBvFD0
zsPTy2zL?$~p&)Zynfk!WFBZAmeD%RU3=1&&SZYWPFMt^F4{DqHB)=7ZkT}*sv(Ec@
zc~>EGPq^=pU<p5na(e7Q*MuIbAyr-PMC=O~bSwe4c=dOooy&*8SNVj|TL4>}CXYUH
zO|O9<X?EQuL5-U2C*g6oGI4p*lTC5(rS<+2W~sD^)%{8Ui@-R2DXP%FKsNQgi{74z
zd=z~kC3<>rKIDG@>oVz0G<yklVa>vw+%|0_zRkofYL)Op$cY4Bj?lQ%-%H1Mwbp~M
z@;33tPcZu?T5-zFfmJDSq{fE#pNY-K4{mwl8<PZ8yS<yYqqZb5D`tVe6q6%mqbjZq
ztB)*St}DKNqbdAk1SOs%b$lKoe1GRUy2GYRhArDv@yYc2rn<7rwS1+;M!~EO7LjAv
zf1oj!TUYa;^KRv8LaH81sVu~r3Z#cL^plbR)oH<H2o$Yd!<K3`;F3d6?q+h08S}U7
zq1gHDPC45_baLvh<gj&eCFSUj40G-%x65CKpgo!mBbk68uYb9U!o$!6J(Jv8Fk<d6
z=BD963tVcdMy$U9SA=(4YSo~!Q8^?9j2Zc5jB+o0-rHLMsx0Sl(#PIl0=u|kd=dSp
z<d+`OistpLAs13T{mU1^YY$IBrzoraIG>w@^04O+#f*e?2Cfp}k)hOL8NK)pZ6yx#
zkQ-utwM5ek9C`nhc21yUoWpA=8ZTc(ZIgc3lMyenWK)J%`XSW0H9abK$atomF~Z_=
zUdlCYGJ+${Jh393Zg9fFUp)3~3*3uc+12wc8Q2Qf<cJ|rc%Mm^rX{UtVdl{7;WL9&
z@OSph@(>ITN5BrlA9r%_Q?_Rtrko^w-^h4b;B4VfF>UQrZmu+QseN9lH7QJOIlPVs
zy{G^I$7hvp8I)mAirpSZ1qK(8t;aLh6l(f#frC4wld)jgT8zG{14eDUw;i18CtzR`
zIoGgWe}Mp+CeFcrkE#4jWAfukJknoUEb9B#f8&FKTVfGMco>$d6q1yfD0Z?UwkSDb
zk1m)ot+_83$$5e0)qjMqNmm!4)P7OKw5qUViR8mfeHzz{w{}}Pd%F@7(<*-ts|ZKO
ziWq*|aEVO*D@jy{YKnS-5OqA8PNbAS{`{*NPEYiGveHSYB|5w8THgnWi_q4*HdNb=
zL$=BkE;i<k@N_pH!Vs<kHxEHlv{Bp|t5afeXlVhWdPb?(*;bxFhtb2q8uKFvZ5dws
z8&Q7p0xGc{WED}HWGoj}TqOQWM0-Qe+vBfQ!8X6PnO=6x?c`-_Vtp0Qh&)%Aha!vl
z=$B=199r#Ddl1_5QPuU7s>}^eOy@c6%cXibr1|=~T4&%g_P?bO#`8fB3^&k**bAJw
zJc@@*x`9%^DXRsEm0rDHMuz5M%8IS6d-T_)Gg?9wv)n}5q02bpBt<l@Kx>Hgx)of0
zi(~|nB+l5Y`^DqVUNm&HnizAy7N;W1=jgI@F-sXDwh_aBw{LSvD1#n4auvI64IMAF
zOX7-Kf3pjP8vH)^HM4F?U+xRl@Y!{?O&j(lbW>s@b%n|B0DQg7wZx|v8-9o7RA`&5
zv34YhD1<vbBv3S|pN#Ryz`t^#b?aQFGhoOT(El^nnyhk^s<N0Mtoz&JYot^NbcS;6
zL#E{HbO7+tj{)KsM)x@GyOP#X(;tJ?;vOFR9fHY|p~ks9Q?z>OdgJA}YEF;%#Bf+~
zsvX5KA3N?T<L1n&yT_p5HnW<At2866kW@H)JR1spAEwwRte;Tf8A8~C!wd4zDssd(
z@2zhrAMjU}JFa&p$zE+vQGG1=@v$TvF_8ETcv6w2k+dRkNfkh|aRB@7HoSql;f!as
zUJnAy2Iw14q4p8kzqWRUEFtM?8x3!9fTR{s;^yhSdi)4wMv#k^uS(=8yt=qvys!V2
z80o)BF|%`km76d9?;y(OQ@vO4Y{7*#R|;Uys767Nd++(>_0%HY^;*~Em??x<vo>$R
z+?(;R0j6K8IHKoRP+#|5x86}b3YQDi-40Z46EZ@Ps*hH(wuDj2N*oX5rlOhqX-@7~
zb=!{3Z$+BF3uk_gt)VR%9=n^V)KgziBV)6sWM!qqn2@M#<MO7TXT<LueN4GkD&*Hm
zFx)sls>3|qR6xJkpsM(%!5K}S*$aNes7m21XF>7&j+*uV@T~Qowjn(czYb)uk2{&Q
zO{y<qe9AbQXtgPbOsPHabFohsj|^=Z&CU@A9vzF6%5S6C7k42@0m3$uw2eS+<Z$sh
zMMjs=1DTSLS$a*OVXAE|lxUl3fA8Yekvd(NFMw8c#N?IIzP+H$Mpj%z-d1i`W_iUw
z*gMYrl8l`17tJXbr-VvOH#Ga_d1T#Qg_5B)T3;>zTLhqwze*wwM&o3;(LC8$dpHET
z)xRc1hDDrW79N;Iq*o5Oh9{)Qk76mOOh3&p_RxqhtTiH(DVEoo^uR21`>RE-rIt~j
zQuSj(F=(As8E}X!&6FUSlxJK4Vjc9sx7?zbAum;>LK#Za#K);hvi9%^puq;!$AEu3
zu(Q+{br_vE^fCJQrFb`3FU-3BrAHj5pxf6Onx#rDomq<}B~^4Q?Z<n`lN)jle<ZqL
znr1Rk_E7sr0JeflCx_R<;lNUwn>DRvl%wInN0!Dz9G>8OylL&c5)^0ZINQ5YJEdv+
z*Dr`mjvudd0_~tq>&)??OnUjyUuyc1UGz|69n&e#Xr-4wvlWA&Y^ueQ1BNsDoLNuE
zgqjO*Ligcf_CUWlYzF9Q^<K)*Y`XElV8GKrDAOp&K~Oeo;v=7gVOhiPq?lmpvfStB
ztZ#*BCF%+XI?~MzOP_ks4BTIf%Cku*ViuFSFKOM*A&>U5Rfz5W!p!WiCtoT(S+}iq
zC_JZ9Qc`BRM1Vp!O|m=t2DLzUxkaalnYaJ$cD?S|cZ`SXBPq)U<Z!Xnj`DHt^ILwY
z3#3t5$SB;*mMaF$$0Y!=(1>|Ozw_&TsicZbQM4YH08Y@Qr*3N$ccJ4!Zxrk!ms!J6
zn@uV+VtIHhs@*y5psP72*Ix}h&>L%Y*E7xfRy4cVb7~B!Dvx^RFZ#Ymd-VLyG2@5j
zkcq7a|4^Q%!MaIW2+Baxn0owfH<J`=mBGKK_g>bE=kW<ODNAvr)anmK83s{<f{B0M
zE*aKNN(r5d@i8!A1}=RpLL%AvM1U=%;}=wqv@t(4XR=y`YU?H<rb@SuE?SZ4QRE0~
z?i5=^kKvMapVYdi&Y`%}nO^H5pK)!x`*<cGl#v{>Rhl_e+fFE)P2X+geKbQ+crb{|
z1u%<YSh9&p1bN^Fn8AU`JeXt-w`w5=TQCW*nbS20?G+Uz+r|{y$%@izF?(~jS|yWH
z=Bkj}cBQ80g&4U+4CZhnLBjFEwbZM5b4Bs_rMW4ihfm&1ofl?GjG2@cl-pPbu6$zW
z3Rb(GZdV4SOB<%WhS$IL`4q|)gUOt!*MG$L_WoftQ<{aJ%`H;xS=QG@+*DRNT9eh!
zqOu>SO)2sy-inkp(Qj$O|3{)Iy|B)h7))enTLbBFD)VJbn6xyN^~IJB2#00EDW6|(
zCfHA|CW8QPR}!P}UAN4GVjX2Rn3F3}?jqv}$|k#Y-y8H~z^Y3<W787!gL6)z7w=rX
zU-ps52<GP9H*XZ;T3|cRu3kSs+ja@|=Gw^TtPKd5(Joy|%BN}b;jM6{k^E9g%lE`G
z!I5@el`g3{HDl0xm%(p=`UxxZ*I~Iso>#sL+8oGT!>;$~FM7v!oG{eXj^H~(WZiHl
zC38wl1R+yAWG7@F+UU<wuI95P=|C{NXAqO*4I|~+et>%GHCuZc?1LQai*bhWie4%j
zrk4J^di;vT^o1&ppyGq9iodC=5$-~e4kK#^wz-Oud=zZ{-2EL#G^CI8>8ZY53PIM@
zY~>gK=`z(B1m7D^m=)X;X^XhZT>)uSgL})wp=2@(d1;xYnaU2by(K(-xp^=Gjrt}G
zbt(PdMUH$>Fx2M)EBxZO^Ick+h{eKJot6d^i>$Om(hyt57pk=rWZLD~d)$v}xnQU#
z+or<CP{$?2NpUGLFH6RgP@5Bbw=z2YEo=Cv5|vCO%I%{C7AewPJRP6nRC%fCOcQ-!
zC%o<b?N1ondh$R0-3;o5V4A@RZ=-jFW~z&tP8?Kjjy4q-wk)l|_yL!Nu}kQ>{wxNn
zL^>P)8`$*vQAT>I3-_Q&Xu(#Z@vxi!r~XWO&n_}-Vc#JMJ#TxtDA!A8)}>}1-p}C=
zgEN9#d4?yq5~d)u83nRDc`!>5$<snGm%@s)D#P5hj7W3tRC4gj_QrtR&-<MUs|iDI
zCghI=C<BStv<%Z@`Gv3d#}!X?kcvx^v;k_~lqKaJnYfgIhC+{F(|ntF>NTk5e|SY7
zyL)DUM$PdN%s*azSzbHD{RO`D&MC2bD_mGfqPs>g_zkx9uLA~3n><T2UtIdiTVC^&
zg(q#;y&Jr+vu?-IvL-eFe&=8Z$EXuX8mKZ~ROAM{6zaAef+$0rX_X4X#@3_^{8`UY
z-*}Iq2C9}9<uG!;-a%``8K&Do*lbd;N5EK3;#Ed8uR$?qDr@t^&s>>&m5xNDI^$71
zJ$!?Q^5Io<pOl7Al0h47bP9?s0cqzEszddW&obfb-9&GZzI2~THwQPfm)vi7!-5yw
zAhpTxQGov9<4kgjFd+O*RZnJwT(|aIA+Dn&lg8G%D-`%%)`MF-lAxr4vC(8peMxwm
ziy#fqDPFo7V}&YEQssxyzj>@p8142^OdKwupUe>X=#J!_?m5ek{3JJj933c~>Cx9D
ze>~`fYE5@<Cv%)VTLf!|yB?M8x99<CCEx<k##K<2E`plvOsiY5;Omzj!)#JnE~d=L
zc2D&dI&85?qL5USPZcm4<*_kp^ZpumnI;t-?U~AGLJeSBP^$@?D_`X9I>%W(<eFyN
z|2J*LL9$*imQI-BEu1M*7@)pu-1M|7%1iI<A^zPF-+$M}<pX~m4pA9BpDK71>c$BJ
z_qY(gM|*JbMZQm+hNf(Q-Ptrd?jRAy%`x|>1{|%J#keF@z7hTSv-~+dLz<)MBEn2?
z-PHywW2~^${WmoX4`dToscSBiKEFZPJKyK_q%-~$$5S6)Jc*F|AKrsfTd#@Pb9#VB
z=teh0%6@Da2itIbmNocbGyZ0?jy?0Z^m@&>(X8LgdfjkpKS>`PPUOc*A564dfnron
z%%v2ZB~Od;4#Tw)2eu&*?MdtF)TU?Ul3&)dx6V+@<#D}w6M<^meJqi&p+&?IgeWPy
z>hhYTotnCYf&d@!B(nKM$Xq|$H}>#LrLGX!5dy@P24}GMp^?QB`lIu_HV&qhJdIR2
zibJb-jK;}(hCm3VboOtLxm#LuLox<L*dlY$#<g>4p!A!<e7hfUAqBaCwvwI!K<eBd
zA3t3<#7qR&>Ul^<;6ew#B>r?_Oyo`7*rr|KWG#pB^ZUBjt|n2!d5b1blj&cD$Yr!S
zAO`;{0%YQPf%fn9M@RBjZp+xyrj^d`xaQ+w^5y?-2Cnpuf{)_+%R)5rG<1`7(t?ll
zordmqLG0<QKYD(qq_P%JPB?sIw)yR=%vu+EJwriVJ6*0Igg;#ut4^g~0&CiJUnt7A
zVNN(_Nis!+hK;nj`AF1V#7H%)HRnb&n@U?P9Y5wANWLlelT|P$%d{ijX{;HnZOQ#Y
z3W*<-L9^m5O+8hZtLV}+`Td<0Kfxbf)GSREWB_!0-UI_iTdc;aYym+m&0dT=?mI@7
zy9Oz7vFe`UK#g5zfCIBrQ4J&5oIO5jDuuUm>*iPM2A`V;WWhHKOi%@n2-gbxIh>0@
z*iK(deXe0H*Hr#hHAsChJaIQM-qgaYrD8<2&g}@FxRtLcaPgB}qU_?PENi!yCduBJ
zGR&M@#nL~wr;3b;?~3khnoyC7zNkr?sSbWtP)?$b+Yt;kJh2U>nM)J@IH4r;YnY}>
z-|wJ1Q7_13Fmnb4eFZBRa_Y8@sciGSH1Xu~Krg|l_XpPuhsVV^8@6DEX{0G9=5+P!
z+KULGc?-t0<gcR$4o}C|M_D^^(Un((2b^(}v7~6b-cRD$W0TKQOODURk*Z|p<s0}a
zy~FmW;`k?s1E&Z50tyEvZ*!-p<Eq>NdR$L!;*ZMQcO@pPhv;%>2}iMTYH7slue1$o
zx(ND16-C82SDK<uV|P6Z(lkG2@Qb5$u5%S%KZ^Ez4#CMB@%ME5g+?H0vq4)Y<=~T7
z7i`_krMf0{^44A+q!jx)5E?GEpN(6YsV+n@qJz@P1o<q{N{NWEv7L5~CUn&M0asrF
z|Bzk&uCrZPd{D!`PrwBKZ|+4Je-{~?aImG($UQS#@m{#z<_9x6ew^OUd^l?A`@-H~
zD=BpJ>Vm`-ZkqccEj~#GISB%ImX1IU=n@6_cPscEaG|2U<{NKm+MMEc@4tJ4@$R*N
zrYV-`w<v%S;fcl%cbw5Y-MyCx1U0&Lk?nz|SPs8+Z1X-AK{T2ohhD9;sO5Tn`ms*5
zd8=7ikuZ8?5}SH1xL%xA<3b0Gn<5@A8pnuoK18C8)AJFVO&d*v-wJOE^E7bE$3Q)k
z$35hItI@!jXzs*9G+O4QGCtYv61h+FZ-brjtgnOH?_<e77uY1v-J0PVxA=miG&@eD
z=zL`mmL2Tg!M!I<rAlMJ7vE~{QTh*&v`}{c>VJ6c_KxAwS*Q8qKtpyX^6BhGL_2h=
zC`f-J+wQPqnaik8TGP>kfTv(0>XD~e-D`Z-OAp3>BrZmai7}>w!9+fiZ|Zz59?=;V
zH=bV42-(3U${vmf_ZoiRb?L*w!jgkh${pS`@T4Arl83+=Xz1pt66f73IV?*pdt*xS
zch7%SC~^sKA&b{$?K(PXYA(Ryi7PhYBG`Q!vZpEQi2F4ICpD#q#Tpnd7X>uU!as@^
zz5F$wkZpklZU^opy`$)3Z4wGBd^65PN{sK$bZ)5;Q2+VhYag9NTv^~wiCWg&2Q9Sm
zE+}K<wg#8islll>&j#<kK|)y{w7ALhOgwQ2m9r6S83X8lc)7u-5AiZc0!nIO;mUYy
zFiL*B<M!+hqGk9qPDtZXsHOu|Ueoo2X!Sk*)wqDom!<PpYbbg8j;)N_ZN9&_-Fm$c
zk8^0+{9*jxrX5i_oU&9lhgsMNc%+`Vr$Zq7-&1gfo&lk&QN?dhDSCt_a83KUc4sBj
zv^ROEhgAm)lTlNj-0zR}v_P(h_jP7z-^ZE=%HI})a|0cvRQ@jBIV^bw`(lxL)z3K<
z?N9>*uQYn|%1{H2vo6VATF)gyCqa)dl4K)_Bd%47NvXMU21Ip^zT#W**F~dR+N{Dq
zIMJT<IF4pUSazzks1K^w*amMsA&|t216JLChjAcxmMP4}!{*C(ERL+{J^4b%GEvP}
zxXskLt0>05KiLx)Nx+OP$x4u58ME{>YoSe$BLP{p`kf3bTHc`}6)B2zrN=WrsBwaA
z%3FzvJ)C87kR{b8#2%I|Zl$=8*aV;$VT$e`C~myL4uPH#<rc=O{@jMvVq61XGg~X{
z40+Dwg%u?T%_ThDErnSbIli1vuu5n6v)Y_R`a(hMnVX1cCD`m`kx6K)4`2)SNp*Xe
z;D30EX^YXV8tv=uMxxLFz95rJYUYsBw}MFc(R9-y@D~?%?Yt-s^gO0cmzyk@_R?*d
zrs(%vU)oBIq&}&0+|=SO4RL)f8JnW^c(u#hC!EoTF-7bJM6d>NyHI*WdBTY~@pQSQ
z!BgjxTrRPN?QjJGl`6<9Eglmie<=gysJN+^e3uft8hsl9P$sLcprO_)z6}nw*yK2W
zO82A!oAPWmjlr}<&s6rHl-b3V{+dG_Xms<QPQK)j?HU|*PRXV!v%{$7BVM*d>Ea%`
z%k`x{wBlG+!nazaNra0FDJc5rKqew58YEv8kxWsNl=?+O&nnxm7;azJWA(+DwBKF3
zh`Q8ja*lydi+?Xsr?)z7A(WwRwJzLU&I7StZjgn3zhD5rF#uKgqf|fO%uBUPdSv9Z
zx&c)YYnfcy6u>t(zuLu2ZW!7{O#D8UYCeaBb!$Z+;PAv)?;Lnq%EY%aN_cl;eoKke
zYIeT9IQ&H>0m@VUFEwS0)hq@O`T#e4$=JCUruQoMx^UqaN0BrAF-og(eps2IG+cC6
zh_O;lG?O(m^eXr8M+&L_L<lx+C2G>xD`|@ZXlZbq|1I4kv%3}j=Uw0S4D4cCr*c_d
z8LY8c^B<Ppo&aBeIwG?4zCXU*=1>zfv~i%eX0UqLx{`ne>aTYjH|dxTej62|`YDBr
z;i?N{34Z4ztaEU>*m?QZRO5JnFv{S^=&)KE&5*7D3_SGV_oPsqf^n>n)Tn8uivzWw
z#%NDQ9`xxDi&4zvm(7IDOd&Z@4#H@&NsF;ec{+#)jC1LS=0nRwErOyUF`5s_`05&Z
zTz@VRFG><bg~tPT!p`K_!#zk%CMU4QC~EnfzD3gWa-AubHV5j)46V$xt%6yI+Y$%Z
z^@q2@q+yCnh1lNCM+cIDo}a1FRoil#4NkZ3-#>HfWEg*^-P6KqtnN9Cj7TwG_1@2l
zc!Efp=VvQhEsWGBCOCZ}{RCidu5?FJcP>8RzK{<hOpMkcgx1Y}svwacgVK<sR5pgX
z=EH%O7l=Dj;g;(6m%^-8rI9R^3W02&$r}xs65{0GulDF@pwiSSI}7{gM=vxTztY}z
zEVw9o8!|B0H~;FpX}}d`Pk$Uf*meh5w7U0rnxU(_cAXpL>voQ+_dHGKmlVH|S?lp+
zO|~*qGzEa;FEqgpOH7UEPSApE^CC}q)yZS@@`I7IyPuWf<EThqQ+jSMB#*k1|1hjz
z05Zt-EuH?P+w)R{FfXlb$%wf*<{O#0cG-|8G%qwiTWF4vx1$*fGN6M(wH2sWN=d-*
z)tOf|s;gzH&Y|ONguvt5i<l2%WZUnTXJp+=6SN10d@*T|?O}kKS7N^uy&vL;6zxTB
zOqR=?k~Vt)<hJ_&DY0rbI?xdgnkql`95VECd<q1_45r7=73lwtjGKb78GIVJTe&uT
zPLp|NuWwTpZGce=Pnhgy$}sCG=U0O8##7(TGZyR^{u&oFG=r6Z$RGTU2K_}#c?gPA
zl()rxu$=Rx=7zY8?tgnylBjt`FFVb#vRk*|9o*b`<6F35>8`}3+{RUc@2=u7Iq{xy
z>z)R2YtYnU0HPd`9(wh=nmE67HS0fBt`&;+(I2usMb+pxRfmCpKD|O*3<TM>k5_&N
zQB<{QA*5AP36VjzFntEpRc5%KG{lCbIj&d@A#Hjle3!@P@i(Jvassm`{OSSWW!4!$
zP>J+J^zIx2fP>J&`o4S$M0C~-cUY79=@UA);G-gAw`o*$C&h5T2w=HB5+8>@3#4hZ
zh<b;^Rs2<gcP<dsecCATeILI3ozW9pM)RcU>anrUDza%c!-tu_`+s;+-TYlI?jPup
zYjFH9CaV(&cGG`H{AuA+e>u5M-}qOxH)Y4&cip#$S`1EsG63LN41`SNaw9XJ`*%~i
zygiuuJo{B3w@Iqt9H3bgFGV!^k}8YoA?YKA7-??w?+40RWE?NuJf}ztV4k=y8H3DC
zC1(M{)Y;$n6t5@zdM)dv=ltm~T9Au`!-{Y6e!G~vV=>=d4!~9&4!r3=i9&D&8Q4;C
zO@i+UVl2?0I%jR|=`a38!cXMkJJ%Cb?@ITy0n~ePZ#8ghT0|Y|69E%nDZViv+W&`_
z!#8zVOb|2m_)B<MFGI>IM9{yu58TO+f_=85i?0oox2~~_hMxQnZ?EhDi~z2ZMI&-q
zYm&FvKtFlPV>@FQw?>2+zzL(DN-@GbZhDJ?gRpfx9<{l+S{blKmF{kar958t9vbA0
zG1}9cPpH}a!1$x0Wc-?^F;s!c@;V;n^UFP>OH3<wBd0dlUz7EzvH{_a8r40;G2}`&
zGwZ|SAKt4e{8%_uh&Xkbc>qfNTQTI5hoY4PO$H}R*%8x3ni`0=Tj--?g*YIHcGC=;
zxfRwr6_y=3jZ|)mffqGSNU2Mgy!JW2-vb$2RvQ2PBKl+<x1NM?bDysG3GIu|qPnb*
z`1eLzAI+WP-!+Qub6#zVDNjVg_Z`!xq^K!=7S~DAR!of7o{x}gJAN73EG>|lF$I^;
z?Gil{BVD9L`5yv~5BI=@=Z^0JJo~Y{FCCS6gxN{q)C5%(Z&f%q07sx#35y(kMIhj8
z%*;E4AD_6dbirIOE`rp@S-vhl7cULZ21H<DH6coVh?h7Sg+JV0$fU`*kUJ3b-#&<v
zPiK5v0A9VZhIMvaZyBbv`(zx}&|b-NFGvTB|JvQ{P#qZeCypb`di@|RJ&q6~X+%oG
z*?4vKv#`MvdO%WzKMvPnC{@yzV$2l|nP>l?SL4nrSPj%|<zB1`R5anzv?*UuYto?x
zFMnQ}XcM<p=(5o+fU8ZqQd#yA6#FtxTGNe_>0CMGxkp_Hm*^E;Mg<jy{p#Y}=B_2G
z*{={R1>hSBEugF4vR+yhm&nWdaH~yAzPx-H{icL)5pbfDDBIqV6Nvmo@kN?&!`QMp
z$E!K1{M#M&c2|zu{j73JC!8Vlv=k99cLmZN&Eh0izB{>^xczr>nSNI0LyAlE{leYo
zm^fwF#{3VD>UP&Ullj&P`QP*PPs+|2Qwb8ATzJZGX$T`8HQHXnTQp@3QT$<ie;u;{
zW|1*fPh!VxJW{8D-sX<PgeJ9Jb{f|@|LZlQSCD~?{8~Oja?Q<I=`ZdqjVN@MU%*|!
z+M|;(g!#A&A|wRMDtd8s^FO?QJ2+PX%l6Qlt@|t46+H`RP)Zo78n~84^f=fL7ezR4
zxj8#RZ!rHo3QUmZ7QvT(!w#odZ~t<Mb5Fw|LG%N9wS90C5bb{kR{|rHh8j>kJK?Kn
zXaCoi@pq>VA@^_km}?uIE$b4L3*gp>VRt=uH9ZB}(|>+hm(IN-R2Kl<VzaxA+ufP0
z2BvTuX@h2(I3rg4!EefG0pLVz{#Ir?49tQn)dqQG%}fS)ofg$ZyNqpf2|XbG{$F)o
z<G<VSWhjw6Vg4;bHDP@3zxz*L-*laozQ7$86})o_vxKFNCB_`iAF{2uAsNHpRAx;6
zZCRs{Hb2fM+3WvbF%gA3R3$G2Ms+<*NY<or17$2F<1$y*wk$V@rR$PZSLtMztC1n)
zg*4Z~<G0d^qP}g9aMp-SP$E9&&WW#ORk*iOqkxk3r}kOjM51UhWn~wYm&zOJ;pY^G
zJkR;06*+%MD>6U38`EI3!yUq$ZYxW6O_GV9Oi7%$0X`z@%l2b2QM4JybdN{0BM>!l
zs}%RhSIlsy(F;)5Alb=OL8|3A9BP0J=yM*SvXR#9fO&V3Ev)6zyTl#9=>G&ueB08#
z+V02!n=H(Kd^hlA4Uvns?jf`^C(_*aXzX?|cKmVEc)Qc#pnXJy(1!xuq#vt0&569@
z9VcC-lraDA)SNcL<d>E)q;Qe^o{QTMlyS!q+jCTI*3QZw<N3goAHr24HMaFWlZApT
z+O1iWu|uBj{UExjy6o%Gai|cr94ZcH?Qx=iY-uY43BXcL8|{feL*n_~)83$dRx-q`
zhfY_{{}r}=p(2w%L+M1!j^Lx*B4H>+Eg1jwrB?kfjzn*GYZI_;><`P%%8pK%3v~<q
zqGWd!kyV&(9^m~reWjeXEPAPJvf^I(->Bp@%-FF=st7o0Q*WyZ<_^lH+1i+>ZxY+(
z`Rnp_xkbKKse-hu0t`IX(6dz+oeOT9npfwKsmmCV;#F~^*Ii4VO^`6Oz9?o;go+g8
zo0$k0uW|>vcYDs5_$+KVqCJKJ%KHIyA4{2zEpoXDBj=jA%A=FJ_0nc4DW4}!(3JhM
zkCh*r{$0N`rMrAlZlkdTAYM%+=l$qcJy&2qWVLKx4CK+^G0YGz>z~$QUnn=sG%Uq!
z&>5ZJRwZh1V${|7zox!C9?I_x+b&8fL)n!jLrNKxeH;5WGeU!uEkk52DaI0NvhOBa
zV+LbMX%s3{_7Y|WB~fHAyX@0@rtk0bzV9FN%(I;5?9aKc`?~LQ4$S|}!5@nbpY1H`
z@(JE~kaMSd$|iN<OWRB)D+7!%YGy}AuBRB9x$va-BX}|cS{|<v3fkNkx;Kd;JLsm9
z&J!fhggXUxUD0La@_5XIDlPc&xht3!x*qLqalg<Z`ZB&EOUvtC&xy<TR~-mi_8}%|
z4uq@8b+<HTpBu|nves81UcPbUYtt;~^B|E)<VQ`-S;t{L{--hfkpfmdn%PiQ0SRd9
zM77cHMR->lB);N}^;D%M@|uzXj{+r2Gk@SVpLG0Vc3vTa1nJc9*wM5k<Bt(g=jrR|
zMz&2J*tuS3pyB&So2OGeQdJ58{9S|9O0j=Tky9Dcw%ryH&QCwCg%m;M)2#F#9m4B*
z!;n(W{djXr91F@4Mx>b)XF~{&@G9oxl5lmo#Qp#XjfVuI!Mm>F5mr6&uoEUziBzxj
z+&H<sLX4F%O+XwUpeio^_}q1KK2tseK26nIvII{V<twJrkHz6W!@ice7R8tDoEKxL
z;zV*nF}$@8lFSi>)9zwvBPLDi2b$=E&JIwHRVTA1ZiPF^9rI51_>ZX63|6tGH%T`Q
zD4q>n3g=?`nyvZFvi$EMFMjqhie5&Z%0lPdloyWhAg8;A_Z&HlJVkM~66sRCl<d=P
z_Ga##wYE=xBEhdMz$CocuUzZ;zVp(LxdlIw+BNY{b6_I^_Fh)7HSPVD%g#@uo-@{U
zPbgMBAMiVqd5k2QvQ$_%fp8IQ=ks=&Ggjj`YroEo|6UWFSeKkgJ(l+txG#<j_B%f|
zLpX+uOxC$_wkcyyeZ4yWtU=Jpa@nJw<#~~YuIo7X7Uy1s-@96zc~;wQT{12J{X%?X
zeyYTkzT#(MP&m-tbJ%cg9LVIG8Etn4+KB4+k=_Fx^*uquH8CYQ!C&&RPY1r4C?^(_
z2HOE*vctW7s;)h(;@sCD-$r_f=tFx&*r|k(0AJqm7V-tbk$kTwi6w}(xge?&&{*Re
zg{w^gs<F5+gaZRe66!GFCtXS0w+on291;q%?#+rCdj;y_lhU71E)VRNQ{-m9c;b<)
zF|s<d-AB&6tCiCIBhm+{0C&ypvoCFPe$vec_Qz2;rCAg>)asLbPPp^x&}7X^#qr82
z6_bDxHvM?X-^tBI=#GOgHHu-<*k0G&o0*D#S(yK6*2cj$g4DFWRKHa02L#xonD)*R
zJ6X<T(8TBu^)W1F&C|>)ACF`=><}xk0F>6KYS^Y#Ax;JM7M_&c=s_oIrfhA2Em9PY
zb@ezU;wd3CoSaepUzQ@U8OU9`ap+%`>EF$Z(Uyr*Wn6g8<5mY&%D}@HAX2ylSSD}v
z&)7yM`MCw&tEoruqYB8^SM1n{jIJWdW$>h>5^}H4^*I~`nP6N_*;`VOOU7<(>w^37
z1Rsy{kirYi(?INwu@#2_D`OEr{C9D$j#p46pep#lXI3Q{j7a{y6$S1jkc(%`B+)_P
z^n+$S78m4jAHhxSl%EP*#*!;^#zoHxIr0Uf!)H(yG*%(#cK-`|RK{D508D%O!_)({
zS))%L-C3qSdVrlKFzmjYYKd4*;L<(f51-r^S|NUA9?S6N2Y$&(?o6x@he4hsvovse
zD*Stk)C|78zbw>3OldSsoqK1D1UR%iYa|#i=M~oG=55<sSa3y%dP;k>^M0jNd~8%Q
zON%OU+A2PYc`84)_d{>qT)w{Qv?zF9!UqI85-cdz_x=?frE`59vT8~A`Sd+D47oc>
zNY8;S=zVvhBV$GhxqM1TS$7`MZH3>!&n40t)MQ4yNA|rxK)+3ti&F$M_hwEL@3Ury
zh;!W*e0Jl6GrS4vxSiC2o671Wmt>{u%}hGq6708rg;o*nZz`WP3c^M-YgpB?15K>r
zMR@Hqo**{$jUADJ7HO?38&5uyR6{;pGPk|y>0HlHBXQYm&H3C+CU~59fb#aKa(q03
z{a}ccsZCB7sj}vizia10_>~voFAFx6nMILWi$?bpRXxZ^OM9GGP;`wrZ9ApAx+A1a
zxc7%6`HZ+v$fIKwmfg0-yGNmgVkz$E7efqGf*Ei9Om~29X7W}0l7{vR1VmyMUS-nP
zF5EwFyz3B0<KDRY;=#IsOLJ;3$xS>L_e=sWEAq`EFQ}IJR%o3T7f<UjC=;9>Y$5v!
zpu_SE%_M3<F`Pd=Wgh_b{R!&gl3ftnpkM6XAdz<W^8CF<1b|%;;kdcqs-nI#8~XA$
z5F?R-9Xr1?HFQHSN$8f(s0?e$^kqrYL#sp|@x6gZum<|_(Y-FDxkT)Hg0fpOLUP?P
z24eS{Vq>z-IjZ**IX++Yp_ZGk^N~P1Szxoc)mRuE=r!pTow+>`>%7+%eVOno=hQ%d
zrqB6TDmh^RHi8$&b+VdOpYWTLWM9@9kqeY7g9Ru4l%rK<(Y>tV6_nKPYfo;|)RPR)
zpZtgs_W7JL1sh6!_7gTGUptP=qfg;_S}TjL54B}C6khPN(QJ3;etxj1$b84TNjj-p
z*;D3F5I-sK$G1nCS2UzozOQo&D$l})$3q%y)^D+EVfP<AhIMUE^}x;EDL70IBMT7(
zPf!~w<j{Evhf%Vyo)ec6SM6yeyX30JWg#In&-yuAE4_qK63Tk|x{MXxneIMsu0vV4
zp1VsGFx#Yx+=4qB_{hOleALdD1zi$YtDs(tub_%JT$nqgs<*B}Kj`BhXc-4SOEkd;
zI7IcxLWyKAw_7Bs!#!YBU^naF8+!Rhob1RYM)$-mjTK0%X=F!*BlPxRN;9bvnfF==
zIC&YgJP~%lut%+6I6cNOlafm+b`ZirRp2d#gSnXYJnNszFkYy)+&df;>b;*6l6en*
zS_*cr&q^J(FATQyx%|0x56}Gq$HTFml{a6m4nO_;bz&i@b5~K@N=sx=P|T%2pFpho
z^yJgFC}qofNZfW^@XCr}@_~!7Y<9`|;+4oDbjWf4_(|QB{yP!AP1(n_WdiNq!xjZR
z`wrWl6C_V$UqFRiKPG98Jg0a|P+Cx3yxa4B*#o{)4{X)!29G>+5^Z<xe34H7pz6hQ
z7I})EneZXlMQ*JUs{Y2^M28<;o3S&9GdeHIqoz4fUiLHCk*w`#HgEbWw_9#kUFMK}
zwWgK1smH<O?umNU4<-S?cBe(ll$P~M#J>RB_!XWGe4$x4s@wF&w}R6A;<Z(uY4tDu
z6R+(RUrW?gdsb*2tP!n!x^Pgjw<f1;o*nH-HXPT!JT<tV2!)x?-4XezdV{^~^z5mx
z7_BWoDhYfi#z%hNs@WK-4pn>kV&fTiJp4+8#t>WR(?!EtdS&%3t!s#-wZSTT(@V#~
zlk1`b%gz-#2(HO~%Rd?j$yW8;5bW|9<uNlf^J>999h-1j3*Ps^EI(BFdFdh_V*EK8
z0MC0bHo4xgBl~3QZkoAyT%A+QZ=`)O>wGeH(|jH&eX&|5XzGBf>W}Jp%KH_ClP{|#
zEoYMqxg4K{BhX+aKPv9S7ZGyN<)QZ#RBZ3rt)Y>NOPe(!DJc4b$Par8!@laaPsU!~
z%joYwY~siQAG=x&Q~t#196j6ED0VJCMxkwd>lRNy>|y7mmV?m=2p6Xk)0s|{z+u^4
zXJkSHuzQ#>Z992gBz9Q3nyJ3((C(7W&I0k$Lc;D-a1u9<QbOWjiFe=n`*$$!Y$}Aj
zdi~qKXk!U^#yn4BAgF|JNG!*pd39bGY%Lu_I;uWRs={upWbs*+K9nw1UOjPCBVl(3
z{+9&{9mCME)5B+W7RtC`OFj*V+J_7FJH|lj>hxpBLT+!T{1;AP(EF43Bs@rG(ol!_
z5QxFCZg-pVTQ5==jEgVi2r{(V<LxfpNva#WJ0>7vP6O)btryI^O`I)v%tvC5b)RXl
znrsB}6*w|B$2`WI#!kniY#ysTWo6W!@$3VvyGOQTcUf}db9rJ05a6;v(8f8s`KW2x
zsRdIEE`ymTm99H;c(m)nnQ5c|+~P#5(<Eb#5ppzV=iwHuM=i#YCeu73Spe&jK5*>q
zE@m2*d8GY;GhfqX?019A4<~n5q!}FYUkfQ*((xC>lcb)~P8F^80!tj^b~?6Kcd!s6
zFJP$E@z2;L;SO@3yBmfoFSZw*0?ncImu2~fNiNeO#(ZN=em~zi-Q87ySmI!>{ug!!
zX=`D4w@VkaU<$A8;{RTP%NL&#1?Zv>ySY?y=Pyez^L<JtXS@)00Xy;T(VJ$lLTN&^
zYGa?(y#r$-d)|Ol7}>+{X~Y<fjD3?VI6cLf*_|o26%shJH#V619JoOhS;2VUo82(S
zC>6%8mWf=2?Q`jw(bWj>T9Yg=!H2<|4d33--=f8;znr$@%272+86Ayczz8NlnV)SS
zapgWJepSdlc6j(sa`9l5$ZJ|^@rkazcJ4JMe%IPlG_}vPoHRf4`1O!_LKSAq&MGh<
zydu)L{Og>}(JuKh$(lg4LjR{%X|ep1n+}$qz4Uj8z!}4-4>QfxY?rt_b(2i{aremF
z!wEvsX6HQX19$gt(Yr!VZg5ZAy)E;XhB$|d?7t<&VBMn6-j<65tLimXp7kJSTl<>!
z5XAg_NI#oLT!Ax0oMZBe^B#S7URJj9?1vsd;oR<hpOY8dzv!YH#Ob5tE$sUIkqZ?g
zw*<>nKa$vQDmH|D#OVO=R)ZcC$sb(dPIgPwOkVHq2wb#JpB^o>O&rK8$iJLG29tvA
zTW@`M`84hJZd>S~UcQfRrXCKcK5|c3qQl2G{DReGzNky45<Ga7*+Tvwm;J84(Y_Lj
zYU|c8UAL$_c1HSa?~!_)x(;6*t|KvjY>KwMMk4F5R?C^lH1YB4x?`8&Axr-vB{~>_
zNCTmR@1NfiQ61<XKRV3uCmn(pG8VsI^?<TMoD6i;`}W0Y6h7I@Tdz~HJ#@S>OibhX
zm*!p8X5h6SxRjmIH%X2w&~_(J1Uns~J2+sAKlrKVz$}wy;DV$1m&ti|0MGZv;r&E)
z#9LQ>-mOM)o04ex$`{LzK3wus0UNAe62iXbmR^?ZyeO!ub?zAP668l_j3QZt=dkSU
z`B4(&W%)Cg2NR-K>qY6|5)-RLNKf&aMBO=jw9mz|VDH*c)pH`?REyTo&vglff>zA=
z*kTF}dwi$89e>PK$fpw0F_lOQZWAu<SC%Vrw+27`BOcd%gjA(P;(DYDum4Z-W`8nE
zQ#A^w$LIQ7x_5tvib_&T%WxC9;S;JBeU@VD-NO+zumASgiNyX4(|ud0*o`}q=AqE(
zY8A~eZA}pl4V=02vR(|%T%HA%DPnH)l++^&VOgM$Q2!934$=6uX!0`h1RM{mg&rY_
z7gL6^QWn9)7y76SrX7I3dt_m1xPyvQ4k_a$w%o+P&lTWr2_|@fd>eb$J37;-CJ#2+
z+nk05OTh98WYwqnHyWyMloRVOMcS|b^7-*r_}87G^Hw&Tzn%sbbj|pd3NDshm^L0R
zxl-PvjwyW`EZ(vuT4ZR?7VES^zJBFv@=p#_tQ+wxn}V7Fw|R~b4r!U@IaO+Qd*1H3
zxmfIAoFcm^{Zhp{o5f4}q2$3E;RBYRY}Jln!<k}O!7{=JJVBH5>O~Q~pyy)4-<$2t
zy>q@Zu<G2?GIQdUVzRHh_29|p8FvL>9_#Fnw{bt+>o+P9BRkZ5X;qB0j>FNgneg_!
ziG6a4;^X%}FTW1r-*m8oJhM3#_U)2QK=5T@!7r${)z#{k>uWP%Dz)3>pOWuh4>yFa
zM-Lo8C1-qI$NZM6XR$b9mTWxvN&ZPtNBd1G{9%3fd2xqS?<d^mRWA5z=44}ZLBU-O
zzKAy0{SUy9UTCsfUP51U`*n$nh`Pv8i|rNIqO}6~D6lmI@3Bj(K2kSTq*ReaZ9UK*
zzNF*1+pw#!PX;(J|8CRwyQBT46=foz2%MRw-#F3_SNm@af6b2hdHdPK(*<32ye~52
zdHwPr@p7H1)h!@?ZdmWYhjzE#z<M(Ki%UtD>+mlfq#4dcvi-_5<E}@kugHC>Jvq9n
z?ll;Ui=et1VXqq{S0-hV>PbdEP*o|_%riBbj&IKU9F1i-OT>C!6v^+$e`NH(2BEok
zXR(yiK-GH-7DK(I_*GhODz}}C^>)GbK4gTvzXJwv9b{yPvvsY~v+`r(m35OHyIalE
z2-S}r3>QhpHspz?!u^6IqxNE7pymzyWjSlfJoyG<%f1RdlF?>tWppir5itgw8;GFZ
z__wInwDQz2Jc6uvo2~J+LXbf3(cM`U%?tsY|Mxp|o$E!bZOs}ssvu7pNUko7!kM$o
z)5wt9DL}}8#l*aFRJob5sgn`X1Oj(8Yp~5cf+cW0Uj46ON<Lz@evTEehL|4w#4r79
zja2@6sQthxtcbpJvQ{ZDAkP%R^2%R#X||35LKj5TMds{>!tw+q|6PEz|Cb;S#UjnZ
zc8i&8%CyCl?(T|iZn1;xZ)2bTWyvjt88U6RjWx*Nb}9a98n^-uAEYtHZ9GSpyr9Ge
zD6v=60(LU5I2~buxPjf8!k#r|-u2tIJ!eT3@%neZg;RgIy9(O}7%QP03;3%icS_Tw
z$(THy_?(k{eWuIQd_I$U=Kk;T;HkSzv55Z^W3~i@iV{yV#x&@D1Lu@|&Q!0|j9IHw
z5%R2GN>1cDZu6>3>cd-2t1i}-antP!o{;*zj)94vSac`n8}g6baQoEq@r7#&K28M&
zS)m6G>MuY)b2w=G-Bx|>8SvqoS@pj4tgIK+&$HLQx%5>ZZTO&Y&Pj;)kXkH#1D)~v
z)7Z+~#2h9i;G-`6@MgbU;af=SH(Wp}E~*n$=|`OZ29V_Qnx9`ezpkZsovrFuO!)zs
zEY#nXtai|j>+A_FO0LuR6yYljddF=>-HDN>^P-WVM4uC4!i_n{=6pWh5?*xPzAOo*
z$hc`z!K%27(Ax4u5?2UfByk;l|NQ7F>Kf=fYP)mvTTgT+^LFRqu&eSaB;0!66|t0X
zMZPm*6xV9VqQFth?eHdHwx+3?c>S8Z68d&n3S_;MH=sJ{u!f{{UD(OtwLEve2h}$D
zv3rGyx>?t%U7pnoy$tO9(7^h>rlN4)Zl&of5f~g2U4r@@i#&jIapKdp&HgOjpRZ-L
z_Y?FDy$hv&TzJ`IWT9d%pt?;hpF|<$C9+sl74k1S56iUh2C!=@sKS;oBVS}R*{L~f
zkMPd@K~+(>t7QU~?rlc}Ox@|H6pU4cVb1MFRtROX7~QYO@WM}HD`nj6QjzQ{?T4*S
z6o%7+kzVbza8wd(Rqr0L4LT2J6M(qkp!+Nl`Y_w$XU%YE`T98S%{$1$l<)oK``T%n
zBHUN&OCYbwZ;8dJZKt6s#@?)$v&P;%EXRARVYDQ*Xk}8H6sb711mcw)b>tB)^ms9s
z$kj4DhG-~i4H*uYH8qTrCqhc9ks{)7h^;bFi%J#HtAf$2pfD<i=f0INk&v2j4IfZG
z`wlOgUIQ6tm5MPucrR4&80@>xg0#UH%DdAdEv@f7qwYzxtX{W1s&7c`povzBdHN`(
zS~7$$D*Q1JGFiU<SCJ`d9R`Enle1iY?LmQior9}%<bvx$A=o&f5mi$cdiqlJLE~x5
z&ag`w^w1~EF&Y=mu5{>MGJoVGYEW?}OU0VcbjCjK(&ev@&^tox<0LbM?75&WG&FS_
zLwt>^&9FBB^L+|rH>#yo)CD}{2+s$76s?1G4CjY8Jsd^`mReN5Bj)a$mFYQe=Z?pk
zkMtj@Hs_hQC6nz2q>Xwmq|S*P3bplztq#31vRTvpL^gg)S6;M-y?TtniZ(01>{8f%
z{GG0@R$c0oBXsI*mS~8-#<@a$LBofX1m1A^m8n8LZluS%LIqjS5%6sp(6U(DSR}jU
zw{v>lJt{D-n1%Cr3=G)OA91zU8C#vlUp)^=^k`Q#rce1K7DB~V-1%U@mTf6V$~{|F
z4WnjQ^+>B7hYce!e8<nK7-Qs%)4V}ruo4N0eNu!Bm{;_EQ|}%KOL2@^(I>n<Hy-UA
zqih4=Y$c@r47AYWgdlCDVDXt$5gs>Qw7L8t3KF5WACJ*Om|C$MFU1FzN>J|eqWy1|
z@fwIhTTpNvG9(6=EtQEdN__MI7|j|+GfP)X$0@L&5muyGE1neK8k2~MuCz?o!vrH@
zt+^_`YefOaPf7D;Ol8lFx|1KDt$o|IV5k=1od??eH4n=}{X=bg1wY;y5BM;rX*=)y
z8fhl57}u@-(hxn^*l22WOZr2`^H3B+aLBqbTqV6!yu&fu^S-*OxoJ0^cKz^Mj*A$f
zCjrRM_~5|)ybhezfDAd-R%9}L@*3L5Gz(2~*r<qpX2Wlgns4#p%o{;lGq~#ov4r9E
zrTUsi#UIKm*ihdOCG<thd{jl#7PgVHMBP3!?{qZi9lg@-y%j+CrXqoRy@Pm9ve4Y#
zO2kW}n01~V;QC^&`$l-DZ0UkzmIrsyUdkXP<W9rYS7$$!53Z8q5sVMFb~Ogdf)<0$
ze^%xQQ9Z3am(}VJe)F;HeYls2)RDmYo3K}lcB^dIF}q+9W5RITl8>HAwHMC~AUCm#
z6=B&MjEEe@HsRNRy-U(rT)>Iv_lBBRe>Fcu-Fx}1dIG2rWH8U|NqcfI{Myz_FxtM;
z-I<F80&{mMg|S2URa155+%k;nlT&~N(t8;wuOabHqkqUi&+fl@^8RJd=a%jlEnhaT
z&NXj*Gxm4`V1Orxbk-%WyYbg0cLYAF>((g9N#oV@>DOTQp@{zAlZbO~OGWOz>D^ss
zs->4F7`M+%oBzB(Kv|Z507|0P&?@na`tGXhr!=wF%=nTs>KjK_OBWvjWwp=dtdgM6
zR&#xGf!x0%#|S>1F!nES#$Dhp85t7ulVYbi1*D?;YRTO(pw+T9s0woZ3oJUt_`W+M
z*frB;*yOsv|0!t|8;I554)U>H|1VC?DaJSh#L(~y%ZuEn`rlg;9-rB-?9Om?m6uy|
zYqaZXXm#n<>uPWYq0A6l>C6~x&e?$2vWc~5g){$7Q_k6JP3dZQ^LPVjpgUbO&(wc`
zYI;9Cl^zKc<lyyUp!$L%w+IIE=qvEkJbsfgJ&!c4Cy7J<U7!8~uJw-ahLsz>+|We_
z+ya+YtV)8%04!+O?g#i`bq|x6o=W?l+I^fEK<})Ta-R#>7+O~Ya|(MeG9)(!XZaGS
zuIEN$in$S1U2Bkr8~RrJ!U(y-Z#d<>)&$)opzlgPg!6xj>fP(#q8(Ny^%#jWQ=l%~
zScs%JpE8G94}M=OzuV6Eu{-<UG1`B0#n+Nk6Yy|*iq?vs{d434zV)pO#!g8tsH)%Q
zIFz_=2JUP9{6XdnSu{9Q)vOmx@9*yLt>>oWZe#Am>3pXZSYI_LlHaAq+Ad`5lz?_B
z0_}7y*g_zlP<)VCQ{ENzRS`X|yu3S4njnI0Cgi?^gE58BC|Za4XNp!x8I2qA9fLms
zC+kZkirFcmlwjTzSg4)v-jOjoXJJ3nnCqb(OX{nFR-UWU4%~~p{e5V;#`N|d&-}vU
zkM`=>e7n&yUTZIWYGJxI-_0~PM!U@$Nj1xe2^`GlSug!V;wt!*Y0k4=7K<R4#lk<B
z?Z-P8fpM+DULT0M>A@ViRQzeV)b`$LlTQl9uy<jkV71hDe9BXWR?1VvZquthu&I1Z
zX@-i&HCR6FLFrW50Yf+k)hp&YBtEg<Gz|&{ST?|T?vp2^NAEX-Ls*bV>NPyiRWoDn
zVs6EQNwgtqT4wC;&s0>_=I}S@NcEa1`~WZTB;?lvq$&%MMC_5`HMB6(y9diGO{E?J
zi%*$ymeDj(ZAcLaFEkjgd<2h~Cc*j+TxE{Fc+0eeYOc(6VpR*LlB@=P|32uu^vsKo
zd7&6iK?9-e^z0}hriLh&N}a-6v56RaCykzI1QTI(si}AsWXnsj2WR%b50|Kudyngt
zJ}H&@{;{BsXf5&7MDiy^$FA$0ndku_4r5%MNM*UFRO|@CsREPRSS{(}@GholzUJP1
zPYHd&uuaR(tx(aeZ`ry>8AT?Ho0bx}2uw{F8G8LtOMZ&^tD0!7n~kj(zDa%2r92#4
z7A#bBH$FVtp_6uj)jweYd_xCH78nt_BE)W=x%TVVW#FDOn0FQE#dwDonS!3z1-13p
zDnl0htQ`!afrK={+hXvg7I+mv<-m>xw$jXqJ;z~jfyZck0C0pAKiG%42PB`W+$l^c
z9%Tg+e)eXTGUs=K1Jr4H+9`7teE@U_I4FyVCIWBH0Rh5Hidjttyw+<#1$Mg%u#fC<
z(0p7`VpTfxAq=}gWZBm`wZiK5!JpyVh``ZtUT3P{@a@IXM4D_dXt+c1>6z4<#T-4y
zNyOi#`WF9Mjo0t|#TYT5gY$wGwerzx$79MwFppDV>%>KKjN;iiC0Y4mz5g|sd@;g~
ztsit41YEe-z$*hLV$Nc2jxx1^cU<X(6;D0FqXqU0z)wB(c(>VW>s`u4pdfEbXXzw-
zt6R#gd8PP6W4eS+4=CgHF5~@7)IvSCg#57V=Z7pKaABq1dGe~K{QEm4)D&8N9{#*d
zXDft)%?ql>9XVTG3|(zM-7dF(_gsx@Z}m0faidXPk<a}%eGWN$uPU?s^uJd~W!f^P
ze|N=Si`%?nDz%NnB<WlddTx<VMOcnb%=D<?Je`pk6}T*G0Kj`T<`~se@$DH_un9|8
z;^+8WOe@VwT1_36SG-Py-3N7HYQ^yk3dKP8nX6dfK>a6>lw?_CAtKNt5COO>3j_gY
zJ3#dUwd#d4N3+Po5PApgj}3p*L^(pv!;tYDe*Oh1B=$G05U&{0d0j@MB~8E{LJJ08
zO-y=>H&KdIQU{4b2Y}DLLhn418bT_*ipP+MFcuoflNBsCo{FTp<I`A35L<ax42Dz5
zc0U|KX@ww><GGx&O2;8A@sF&DZE|cVOt4i|yAmYRD~j2UuQJ>hc{eS>w}(Kb-$%?S
zinv%v$N)zd*R#4!x*A@<UC5xOxH|p;$FqNqL`^~1yOAL+55WkGdT|DL>A>^CQv^&#
z;k&c%!kU4(Go<I?-oP%|DDW>!AXY&Ys%Cl`*un}cw`g&#uB-i6jYPNvcA#d``p`S<
zWIDsn2OV?@9`dZQ(flzz9#wen;<rdx?)$2*@;sr8r)S`q5sSUCmnu1An7nZJi#5v8
z!PQyEivp+J#P5|94UwG9G0%_t|Bxp(#)K!*nufS{*IhpmUc7wZl`cH)s*>*!B3);C
zC4q7K<ld?=sXf@+wGJr!+77EFzf-Zj7k6j1a+{~qffYGL0W3;Tw9zA!x>YK9J(dw(
zGi@^b9hhRU8V3;n%3`CSyKrXG_;JtK$N}!%HP=sg|Er*6K+wDE1M(9Iu>p_axiwNd
zmb$Bbks&lK-PL|?`6A#Gibv?yH)koCzK-hU-(5prEj+V`Lp}iRp=92Z8%I}4kpAs?
z<BUz>>I7r6#0?t|X?NWfcsix2yWL&}W@^MV@G;Vd1HH0*xEXk_DH(kg_>{6Up20k1
zRsaP#((cjGost#8M|47g<VM^{<^jrlf&7Yjzt~`_Yww2%zGxHz!V!`xXP`cc52wmD
z;*MwOzJ{u$=o@nvmmr*7Rdrv>ucCI|fvwCSey;k)#S%W)Fa$H8+`zv(di$q3Kur0}
zm`q4=+{Hxp*L22GNe}2URwaE1N;ogafA5^!hy%Nzmw<>`v|2%kk01myq5c_p*7;LL
zeqIyL)=HmCUFYH+#oLB6A8pxcK750HEkDvc3SlXGN(3Has)zo0uHA4&7;|sHMIHJO
z<#D4;lvhJ^)Xfxq3yOO&q2)|&6Cu+Sywg|Ghl)wjxBke<EJCybFmrQC#N_yF^PXyF
z<|#6y&`ok2aP0%kiUA42bMK8Z3z9RKS+UJ)0BS{9#3jOeMB5uAZON~1${r5Dg)17I
zT13ytA9|cKm;>%y3FmbINwEOWILPe>dq05l8Z-NP+_@k!<_(Lw2u_e!6y1$^rJu(1
zopY%KpA2x?)i)*xd;~uI{_E?IS0=^8VQo%1_FMc2Q`2AY)7-_S-^1;q8a5zo+8AYR
z`Ifa}?ga@7N>3sa#lEPqY236>bI(`9#rQlDXO3`soDA8%Qr3qSDuibK8ySCq5mMhf
z)o#ghsk7ENV9pS_A?PUCPDEK!dL$3)RcbepZ!jumZ!Pbh)>+z}OE#>iUr<5+;cd*$
z2_?SV9ua-$y3sKzd7p7H)_a#?l|P+0pfkSdVFN!IF5gfr0_7pfML}p*9IK{Qau$ci
z@ffS)M7?1Q36^=Nl?aod#HXF0BFxOk+0FD}na*tKiL3Av{>KT-0TB#<>;Mn2n9CE1
ztay3A-^vsIgA<5<5(2_<?-rz?lYnno7x!lMCUWb#nmfBi0efqy6l6}Hnw@)a9Oq3c
zzJlRXl4TPC$K&Md8~|JpS((wILt&^m+c;oyL0kbC0q4#flf7A?rI|DzM?RqL(R^6I
zaK|AJL-InSH%ND7hns%a-1EVN9;5uAJ~CIlBBp_wjU}BADW+(l$e9gOdEQ}KsOVC5
zbAFi61J<(G<g8<5yk2o1G|5V*-Rk3>$ykcpP)W<OwO{AX&I!$N){Sp<MYo(><Zl^}
zQEl**{L_)}gz~Os1U)r3A~C<~yXTWV2ziwo_mXAeap~0Kx*)sONCN33HzW;l%K)(J
zL6~#i3KOrW$Rike*|_7yctcZ5L#vZGG^V&Gnn=JIJ(xFx3!c(9^(MmhsQ_Z!)&h9b
z7V9$+8M6wJ2sl&BNHOb`lMA4vL&$!h(JDcr`t|lRwPcp$iE60}U@8qBBi_LkB@UOm
zKq@xCq4g~;2C!O~!P$9%`CIuA75S5D_l(EP!pxKf^fL4zUO=tGZ4(fBq*CR7fDYCG
zE0}fW!uy@4VOWO!phQ&`StVH|wnGRDI7`H=>%O6H155W|<?F{Nl+5D6mN>`)eK?f!
zIQ@qeS0)N(NPb@p3n4)u3GC)7W_W0J-iiE+-!ztgo%y{$tFq>isO(E=y~t{V>VznX
zcc0!&ey6SLsNxjt8^F<5_|@jdJMyy;_Ji>+*-C4EnE9Eg+e^NFNN*2MX&Jh3eS%N;
zcV|UTkWgZJb}B%r@Dacg$jVC9H<V7r!Z}_Xhb53W`te3*p?u;quziN67&9W-?YcP+
zA+^s6_y9mZr-GXGO63IA%L;fODPqrQ3>4I__zVlP>;#+&AP^AX2jC0~1%a1m=>beo
zG_Ub(G24R}R+4l*Q+YvcqRNj^Ku;S1$XTA1hY)LK%5118fMJ!`j>34&(ZzsPLLH+Z
z%<wGe8{we<K%M1-(Ng5_n0<a~1y<!OpvgIuKvI(74(|lPb~=(p;dYIQp-OTQGb7q?
z-vG(sOc5`WauNp^pg-b_^2*o|3t(Ic@azTtx?-I~olFVns~q6VTN2J3`W9R|VvR8|
za4?f-_HG+vg%Prq=3o>B{BQ5JGPW5ZKTcpHuo@Rqx00+B_9(v%L{rb<Zgw`08orgx
zav1uhTO0b)aVvURMrkgov*Mi*dyea;7akV}c27Hm-Kjpm6#T&m`|ioP#;2v*C1Uw2
z8Y1Q~JUJge|Kb{5Klw<KDJ=;TR*s>v>L0B?H5W*@VQ*tKPDfKf4|+Ak%wyQPWWiCR
z7jZDJJf;W$PQRx;6q8}`kKRO>Oq*V^3EZMK$|l1yA0?FU&hF<&Z1oq%5qs3Z#tI(c
zIM|^%OBz_%OIU*9{OBQE&ZJs2p_~+Q^gzE^QJ}F&Ibr6s5`=0}UMv|1?>k8Bk&Dc1
z*dTmYf{dh~bwwOlgN-pN3-Ucj!LTy|Rp&j;UQQg5?_>tZgZM*SSSVf@0VM&18FrXg
z#)+hN4~vB|Mf`uv$#<?pT=oS{7p{E|9?m@$j&qLf``#aNcB=%|*RstH5-tm2CqvJ#
zL-HgjE-awOG)Pdu>63d9<h5Dj$V_KW2<02yAL7i-8&Jw6K>_3bLR17~WCwRn+k1+2
zEi*ry`ZK)$qjHa|ummAPnvMuz6Y<BGNl-vxNC5({5o)?NT-KCnF+0=%s4rXY(SfCF
znT18w5!0^RbedD*wQO*4CbKYe7diOCK=@}FNj^@6ny*1Cf7&mZo;SNq-8#G-Stkd@
zd^wQvYk6DpQ_in`a3ql+K?LgYol}<+R!KWDCPS-aGSf4F!2itnPSK~7ryYBLDj|sO
zc*1?1Hpz`)3I)UU=x&Aw#R!tdAFAzBeZk4^{1b=3@&^@|E=+|PkNadsgXn;b6rJzt
zk$iu5r=hgJEIykqr`f>ztg~ewG6o3lD@83o?PYFE$=yljb1|(PYtT3xk$lE}ca|?d
zvTU`I18EoZ_={jqzWe5*RpO3JWVJm;e$rslNYW#P&IpM}*F|m7=@OX@wwDfxI_}v_
zoBi?bsF_BInA;ms?pwW%1an(Xewo<VoeMXFr&byM3E9}4Q9ju`jU11WuRYA4S_q1|
zA~3c}26L4z?R(g1gZ-3pT$^doNq;CMy@KjvgcO>GgSvrbUSgF@2f<6aYz(*PnaEl;
zU8uG$T8p^0hgm~h5uQ9*HgCdg1|8fLm2NQiCWZMp0>aY!|AHZ(9^Nuz);~DVW(b{J
zx0zSW13lA?nI4Urq7<QEiNKwT0!^9;p4bo`N`bgZ66WEke{Vo%Eq<12L{fHb<!jm0
z?;q6b*$=sXj{65b8{e(pogAU<{q(>JinjhQp98;7+T=J6{Gxol2`^mvp)`Tv;T8TY
z|B3Z{*BWUcWR{Y2dBd{a15>pi^D?bOhV0=+OpFRln}w(1K!TE=GX52olKCqtr5hBx
zpIJyG!o0=gXIa_21@rJPf6Nn;bWnCP9Q4b9Ys_jY)|Ui9$D;?C#gbmrEs!vZOjsp*
z6FT?3zQ4ymZIUMWcy|sAgQueIzXP;)!O6_REGUEub=<dG_Y3;!D3#czmT~CY!&&3D
zwK9aM;mtE7;GDs}h~6}4TC9nkMa`YXVB`hM_gh0UdEE`;lmHlj*)FWTnT2{o_XE|H
z8WTrI&s;0MY7V7PAiguVFkHpbj~LnukoU^#_KTaLRh3^az^d)<TnI05*C}~M;ufra
z(yFQ?(Q9vD*~Lf+;IBx@WJqt>_iz00Z?!N97NcRF>1-|+I^b^kbh;scAU3cKN0^zi
zJu=7e$yx9k$ir+c1Yjb3kbAO#aAwL9HXx<<K>+|^A=JTK5BlnyD0tkz_Vr<hYxAU>
zL4=L|=3r^{(sbLlY>CU*j5^|L@yLqY7q%4C(|rD5^O=K}abNph1N<t$<tJ&@@Ctq&
zBN!01?SEeQPmjfuFws_qSZwbA#rIK|N~{`tvCc1I^d|mv)bxB`-I;qD3pw9Im$hCB
zeT<PUw77UO-1zg`Ps*m9os7`wx*3hax@8g9gn(h!wwqe#Pox~>V-cO`{Jei%dSPM+
zC*HC;2UV=3>4=7PIMz8mQevBZd^PK~TI;d!q@NzBda-I*U*E`MgS+YqCRLamH80Cw
z7}Vt5(Dxy_(dDpeQRL7W&e9xr?VmrddB{6P&qZ)I6vIUn%Lf=@o39LLKbz?kv*Nl$
z&&kn5$ThLwC&hh>p3-VUomwfh-*Sx&*jEsFmz3{NXU}lOXBj_ilHFdcetrK^_H4eQ
zwEEtPs4gi;<!g_x=G(vnsXfBO%blc4HjlZ};4PkzpC(y@=LZTtM^%)_WPIkGuWk|y
z8=o7okxcN9Ih=3WC5jz8rN1X%FBTzq%Z{olE(CUrx{3NS!di6NL&0=icuu<wS^AH`
z01y_TCmPAaaaV8Yi|aP8(=`U8`b^TNyAk8o*eNKm<(8lezNc(SzP|96<*LPvJ&`)e
zWPMl3&7_1q&eK7<zblb*TmXl>6&B}HQU(w$ikB1g2r7uyk}Vs@jb;IiT`?z+`CP!n
zbe;w*8&JxG71@o~oZp<=+&~C)F#b2b-?zb3Wqy)Hc^d(z2yiYQ>dm21U<D!I<pW5i
zQ<);X;ucn<VsA8vO&;w`^Pbh~SXX^n+y$AMu&noc<|@}>v($OemT@;y^&Y?K2~+np
z7qbJzLniJQt(|M@wGob$=usGwZJ%4BZtok@Z@x~g<)_E%29GDo*IU)b&B%yJ_Ex*M
zfBoUSE`}mYTskZShy*);<f=~thvofdqhLxw#vu_<lx#?*2p~iL;e2ATJ{%&#VhD%)
zGzPo-LY_ZkwL560O=ex^sv#RL-T845=ZH4g=&6;GTzLJ9RPa?S?d=|Cur6QIIbV?t
z-1mOfncp6`)u6Uhh+p!XGVGuBo$q*JS}i#&6a7P5=33FqkiRTZs$tXbZMLA7C4py9
zYZcX6-A(($ctVQkkM^RnSsn3OO8lLu1=f_GajbKYD<0`s>3Q2-#m$u9iHUOW%Th1u
z(mkU(g$4G*jN&{!FG#j(gmRbF9NmFqJHG(y{ZI;n?nBzq`ODH}09*~8h7@g!g;X{8
zbMsGV3u;}MP;xSRsAKi!{l40uo056Kixk`jzaR+w9E}}H%3&mk-!^Ic%d(}=IK8us
zogvmZEW7SLQYzXD`+}Vbq(!j&XyOdB9&%mQ{zQs6(sP4E&@i5m>TdllbF0N3%pBiH
z(K+ucBq8^Tx~nTru^$YgoPj-C#JE_CihVyF#7(>K8yWdY{TcVrFCI3pLmx{T5cQIs
zS-bOHyMDxxnI_eNUr*Aq2IowW??wA_v#$Qq=PIaC(tAFkD>28oklk%{(U0~kt@cC<
z$u9fCDgBcfQM$Z;#@Iw%S?(UnXm$H0(}<UAOkG<&_Tn?WuznJ&GViMD&_7($vvUUc
z(Op)?&io{}9FjndyW$upm+ez@vdX)Bl;lEhI=T%<qEZ`rEhnCY^R6%MbDAC7-*gE3
z&P@Ah_Vye{ed-$KK<>&!?-lj~U`4W|yEIqx&Gum%0Y>kj%51l%x1Unk+2XF_EC+SJ
z>z)N|+%H4X3$P!f@Z(AbI5yM<j|>ZKRcD{5cm3mZp|_!z+PIk5DEDaGhV|0sSDVCB
zooS}jD_rS3$}HD!AwR55HHE`5;t0s|vn{sg%)qX~yDs~~eE)<#v})QqjUOE4SE@f@
z9O~9=%Z?p`;ms;pKSuUOioJN%Ot0I?%{Eg~d+%3&%~u($aG%H$(Q|Q`yQBHgnfv}n
zO>o`X8p7sAwXM$G#S^E3$G#rh^Cj;U=>Bv7ZXxq)*crB_(2PCbzbvmYq}!U&Yc&s>
zI+hi`=PmPpN!R=kCNifJ<mTOVq+C0|;3Y%jjzf>?+O4Po(q4Yu`3cUEFRtZ?E}4Xu
zntWD*wrv}UNT}i@q=M0ivF|TS+Rpo;KM*iMqQBAvOi}n5xh%OCcN)9qiwu)wm@FQ|
zenx)%%VG?MD)12de;>|qYw2?bF-|1L#%Q3PBU0^tMxKb0>5+wrCDLA@EDuh<mEe9k
zC?tOEa&ydkLxKCXpR~T_bnXqyPuF(=x(QOH1Z#dE@+K<|bjD{egYyL2isnXx0PY64
zhTn&C=ZAgLO^+hJUn~2hSh3ltxB0AEfOZ!QjLl}KKll8{o+K;{8BvwWme!M>RgZmr
zSees|oaI$Fy0|{yTjvqBXhii~Vx)}kvC)3nqqAqqD0~f9^TOkF61Z0?i$rTj&pu1V
zRz#d*OL(E<6S}qXm*v_US&#2cPo}iCuRb@JX;}qiHQcccLMb52AESssHT&2xe9%(7
zfg1{gQE&uk8Lh|UBXrhlV&?(-sgrfO1XzO6pY@<{DH5cwj{uAeF$q95Q_<t^5iXr7
z!0$f_Ybd2oML)ztIhEM!k$6Ax*#k2$<D<h7Q^^x@7gzmOhcEu#OvFvO%U$^B*Wq5+
z{=}(Qma^O{AegRpkQkoqGxp$j$<ebuYAq3k>so!>OD~ttOgrgD9{uID=7pIzGp+K_
z+uPamuCi^RdS&A=Pla%n{ifMK7wy-Jh2;^_Q}^ScK-~vGf)x))6t1Crp_+W6ZQ+q6
z6;7%>iARL+g7BaT4tL)}{4$|6n3M_K_pdNQzBl%}n4A+UQA%n|jeNYKINfcY18Moq
zkhu%5UuHbM{%+`3wovrFLklCVFV2082$M8_w-o>EMse6Hi-9NU4l&fwtU;;$hqPIx
zt}R!gp<gXn$L`uMw?CSw4r<@9j9EDL{l!YIGl6_EP|MG~L)G=itwh*g7LKq|KNK>4
z%2A^K`~K?{J@vKuyC1o9P^0yD6?j&aG+}xAzS3R9gp0+c+GOwFPx5$AwQwJUqf&Xq
z^%q^5>Xvok^d|ndKaTl@a?+(=yu8=BT>S8Ctw879iOKWhud{Ptmsp?uNIBvoab&1?
zU~P!ayWYd!-bnjm!ej8o{i*TOJr*e$mOgxP`Aov+Z^k;m2FU@Hzp95MqiPDhiGaX6
z*$QS2hdH%D%iur0op3tyY!Nvn^Wc)G7$@>h;-5KR`|0uchq`a;mcr`jx)jb@!>L?a
zcXz%2tJOq)^A#WYNxjp))F#opPW4Nce5I~mwHMMqx?J3M#K6X-;d|^%VDE+bA{Zh5
z33oqq+2My@!P^0)5H1(PMXnU<B+qa2ug-IisZNd^){z+t`}0Ruc`w82rOeywqJe<s
z7L}Nm%$c&`hx0;N=OuX~PtG)P_SaOcYdUQa>+6p^evx#Hm2&Xb`Dxrrj%LCA8EXuM
zLUoFs)jhyaH2dz0S^N4y?lsLbqlZncHSGe+5tX+btQ}$-Pk!#YZTkGW^!j9w<BA#W
zce2gihO17$S(~zwkIMVd3YQT;CklJrO4`TnlPz=LAh#eoJxA4$302fz^Z#X${>ze}
z`wQv^kdA$d7#8?CjqC34I)e?+21{DNK03Oa!Hjp=W813U%N@HZ3=sS&sh5%D<D%CB
zz|$32Oj*D#m>Mj70(Z4r{C!y<^2EZUplm#e^f4M|c+T`~c<M0$+}Gu)X5aA?kvWZl
z%wQA0piaa!mh;27GN~gPv7-&e`oi2eTc7O4=-IQIW$z*tmKcxRCphWVHEW%_xi!}>
zI`!NSvF8R3V>($G6E}oD&)*#OPkKE3!T0g(eS3~vuo!3fEBC~r<tJ)5dp#vUS=qh=
zxQZ<uC(lY@I)vz{rDvz7#=?Mslgail^$VS*rJC61D2sBSMZm8g$LIsH=OG?#&dDwY
zH9`Ah;L6OAVJZhE82F_G=;Kpa3CxpW`TfZ~kYRc8F4hk75n8{h72B%yjrAq3sj)H1
zut?`YE}w;*yW2NQIH`$S{ydl4!Vhoa8iSrc|144JZ1t@BrnZ86oAa`GjN{xwAOG6z
zD7*mRU3MEI1x;>F^39uDWLur{hakNYsrCEK@bW|{xzs*y;y(=om}#R9{Ij~@&4D?P
z$p-$XfB?PYAA@Dt$JTGASIh~Tg#~Td4+j(>AheWZh5v)PKubBmH1&eF01pNp9gx1-
zIXhw(%i)1U=?>&i;2fSF!J+knJAo+*(m*7YvVxBqasbN1G)Dm|Q|Shg1p~k<@i;IY
z6PfUtb))*OB#sGP$s{@(PQLmc;AurzLP6wx6iQ5X?mIBxM#q6m&>r9oQz!-ksR+P8
z;c{Fw|3NL7+c0|CTITVBn|tRjziv`+n%I$qr6*-?U(X}YxcjP^)O7o1-dLaBn?Uz`
zlQYwXATHep&@-2nSlkbIH(*5L@+KtHSu+1GMG7cXzy`B0Ep{vjFs`zCgDd8p|Nn;u
zeg7yB6#wu#;97~S%&3@E!YPS{YT_)p#M*-zq^TtP1LqE6_)Pe>-<xSFp9IickBQf>
iT4{qNPX?oS0llaGM(Pk%1Z9fZ_b*8b$O!iDm;VF*z}*)B

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/images/image-9-Laptop Keyboard and Screen.jpg b/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/images/image-9-Laptop Keyboard and Screen.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..a5485c4c24ae2bf21bf5734f7282eb94d089c427
GIT binary patch
literal 115983
zcmbSz1zc2Z)Be(3vM8~1E+`U9w@CL=iiniJq97$DjexF8_lgKCONR(3h#(=UG$J4(
z(nzSJBJn>9=Hv5z-~0XXcXM`6%{|x5Tr+c@g9jrAlOS4cbuD!e9v%pU2mAvayaB0#
zNQsF_h>1u^NJz-YNXaR|RFo7HluXCyX~3+^>};&e5C{j4Fh2*^Np1*4Kni+NL=*;t
zvGdC)NQ=n}i^IflH^Cz#Bcr6CWTc{E6yt<&iv6E|4jMspq(ox`=Lqn)K=^cc1ax=@
z&q3_KJc;lQe?Z@V@bC!;iHJ!^$;c^y6RK%J_;>^a_=E&RM1+LE*@3`u5Fs7WF-}nx
zVtOMR5-xYJSZI7UDfgL*CI)!_CmwNIk1#Uw<0lxIn0fj51)zd32}vnw8Clh{YU&!A
zTH3}Yre@~n&Rf{oUv_YGLO6SRUHA6!_45zE84($E>ozhWF)2AEH7y;TgUQ9_<rfqd
zJ*=#%e)PDe_DOTg^VYWZj?S)u!J${fuSZ75-cL=>%+Ad(EPnXBw!X2swf*Jm4o)vT
z5W$gJ!0#i){-GBgpcg(NAps!?PA@!sA7BvB5fX8V5+74BBC&C&=MoDg1)qt}u4p3T
z7KeXgu=VICKh6Vt&-)pt+M#Cuonm4CUz+_??3Z3+AW8x}z<307ASKYdJ<PM2OvC|b
ziy`&^q^5I8<n`bIsLE$I@eR#4^7aEz4z@gv2*kROwdRzCAFc)lF$?5`kmH89a!v?k
zKd{GW3@HF=Wi0^qQGpFXPB}=B05G6Xr!2ypl!TBIU?VjU*ysCh+@b$8<cx5)0|p%4
zuS^6sQYKS7b+qHhfuCC~HP9*G1l&o#Mp6|hDF>KLPQsB43%PzkGEVy8=*HcP7q~8|
zHVZ!?1qsr&5XizuY72m{xJl*ageYe1VS;Be7k|UU{BJw}0Z7p!vBWrOe+~U1P}NVV
zKcxR-Ym3wdS^U6Kp!KKT|3C**`tt}*;zS5JfGeP2O31MkK+D5BKn1dh4)-7}j;2M1
zhPngdeu$t4!{@%=wiRrMr}pQ-w?*Qv2b9Rg<^Xra%?pr$hcnVn_*TpTDB*_90m$au
z0cgXddYvdx>6=Dyr^15+(1ViT9YKq)VIkzdaGpSdME@ZG4|%9&Rv(@kYXRUyfZx!<
z`@h5C@Edp^aTlrpV&#mqbbd4IZzlc|Z*36N>AN@LL;&Uli~&sla5_m<NuWb9fPSEE
zoS*Ol&ID&ZJn3Jo_8rY5SaBd9!2uwRgB(u)07vouVYrM0kC-X#F`No$nrQgvo?p}E
zLpWs}I`dDT1svOu=uhzfX^j8)U26jH*B@bp4_NF!4Z`kId^ium*%N>gXUfAb-GDnB
z-ar@LKZg615OO>rwVKZf&j~mUcV}%2Q8f^sQ#aTUf50In5e&lpsscGA!T{_T0rknX
z#dVa)kcUA76~J@)9xwob{6gfC!G8a{HG`{4%R=n?$dm?aV4@06f6f;5!}vyk6OjK>
zg#annC)@uE!K2t7JER-x4cy5;hx(CHI4ysUn5tjCt)-)-Oz}@YR0Ai002&g&Ljcr-
zi~H}Yqj1+H9fj<@Mc@#Q8*l)T3t(|y0Hh89S5?l!PeBraz)654b%ES0q7^N*Qy_e#
z%8|FS|5Nw!`~#5F$FKa4*niTiAztfmltqg8-G2oz)gZ8;Ko$Y|Fko^*{-ZbisTuR3
z`EVxuHNpWHy??~U#~;w4e}n4?I=nw3=!e_m2p(Vp0XzY4l_CCN6ahNp!w0SdfP8m8
zLM$K<N_C3&$ShUAqV&JRL0te-58^%T57<9u==;U23qPj(`!?&BUH??v=jUX8ObS2r
zdj>JmaQ?1q_;+so8HWE7JcoJe_>tLBf5WK__`#vNhf#ynw)hS-&M|O-a2QK~&m2O2
z#Gp6}0=!I9p!5$1_}6@bssD`@lz$i!^W9vS>fet3iNFyuM+Ez?{^I=uqK}7hMdJM3
zwQv^xIgW@Ez$+Z^aHPP|sYHOAgAAR3(|+>mk85x{Ffh0we*X`&aa)z|cGAQV-;WG_
zNV)*@cpC?x71jd~&sNKRbHxE@q43Ha`A+cP>E(Nn{}H}_TjZCc|L*kv!)MGN5N7n@
zZv#Z|i#vY*9Qq?#05(JbRB@PXe`19T`<%FeU!njoeqj9X+e8?ADuf>R1zhu=DD&Ar
zC{yk)8vK(M`TcPwz<JFC@{e<w<^CmDaA_AQzzS#*v+?~f6U-0~2$8>M9JBE&kb!~&
z5DT~g^}m%fK*e{2!Y>4VM#gt|a$)2^iJ~B|qD(}5Sh4^(f3Gr*=1KB*btME;Ut@Cn
zS}Rd|5q1Zle)#K`fO8F?z9YiA0MN!!A^>WQpMJ3NyC?qRGmi8B-PHf<et_(M=A2({
z@t^l;p?@ptzDJn28sj0%0LlC)IRV^{(h3xqSZeiAbg=yQ(V^jgsJV0wQv4{a{eM+p
z|IIXiobyMN{pL9Mzae{Q<d}`WN*NrV0yS2B!6CGBf3T`JARz6inw0Cq)6&7oQvpB#
z5+#`q&N_e9cW^_z!vp_UrXW7d9m0rTo=lXtjXkXNfokgqVaec>0BH1ImH3$$es>!U
z|086H{yioAMxH-p09*R{Q$VK#gxded_#QgHVhKndxborMALYZpW{)544b;y-17zp~
zNSDI}t|89r6`cM{*S7#^LlHn!sypR`P*=eR$bSXb_c;F%Y*b*QBmV$C0Ag&vI|~N;
zf57*5tbw-RH)i^Sr~#kk1><d!{FkZ2`_RtyK$$;)o7v$wsvm#xH&A3T{Xp!HLDhe=
z;L&No6p)8I=K#O|=|q2=_WLXWdL^ho6z21jn|?&tKeoSj!AI!*oagt*_yd@~0R5Rp
zw+(*wU*YxNTQY!4f2+C=oe=i7$B*GUnm=>_ocV}8fav^Zd2xgTaEAC_6FXuxz}s=N
z#Q%QJpQYwM6vweBPWkUf`C*)Y-x6SdhxhN#|8>?-JM9e87Ql6$KX1a8^fx4cYKMi6
z00vOyXW<w#^d}?!vX|i>F@=W!mOXxxfcyMgWr|CvB>w*d{BJmMDE>Kq)=-DOg)6sy
z&h0315&WGh8UC%#`YV!usq!Ouae;F<0FNgpIf|TrH_p*9G)Mq;<hmr<|J3cT?~DK9
z4F9LJ`j6{z{nvMk{@1RcG5z~ZaCI)#Z)gMU;@>v<OAmk;1#nsI@KSXg&mIQZ(ZblF
z^?>FXq_B{+@$dQJ&#=q=_*;t#G(x|ul(q36Tb`ea1J&E_3j8m56UZb#)-06&Oliiz
zO4_e_=6hlB-L}AL({C714;lTVf5ZSTK%wb`Qx=zTCyu-lXs<ohK%6*^J>*vaTNntw
zl?(JxIjQx$AfPYBIa|yS;P9tFyx@QK5&wt+9Ik9hM*mh>;U@P#6+VCS;*XB}N$~H*
z<>8{>kvAWeCxA$xw5d9bNUvY$01d$(?J`dGDPADh3F>iW!XH&K<BuHEeM&MF_A|C^
zQ8*BRR0-5OW8ar4ae-$6&=furSp6XW8HPq0{<sAGef+H4aXB6rJmiPI2UOPo8mw@K
z?~4|=vkt3)BmMrH-kcdEHvmXD1$OvB3O}}oHUljEFD5$L$GY%q#y@8MW3BXG=V_#j
zw|ErFzftCou=;IFfc)->xMhi7GJY<BeqZJK0ay1AVVpp`{@{uqTav+dxE1bhrQbTy
zJ6m@yzN0B2*;D)8b2KP#W?_$aKm|RC<p%s1KPr1Xgcuq7@v|c26PJ{0&$EILKmt2R
z`5b>bWsiy^=HR5ZSl$H+F<HyO-P8^28U!^JQpufjf2MO$BWXX0D6I?XErn&dFc4CC
z3~4Eqo!hjLrJ}~Dm}I?!TVd(NGD<H3OO&S-lWf07-H$a}T(khegMYNt@WT{HLclKx
zzQ<=M&Iy`-*%|KnlUg_cNEm+@>?q3tp1Seh&@ZqQh5yq8+C-pJe7I1z5XE&3yr%%x
z_|-m;4Bf91<!(Gq7~BUxTpH~=f4dwDl&|jhLFeZ8!{U!RerKx1T@Eb;1k<CkSu7T0
z9X=3-=F-x-Dy3??+{;vSRZ@n*g~dyGJIiF#`*H!SaP>WcvxV@3;I(CnS9gM1+h3!R
zU0XNEo>z#H)GS{K`e^YuMNTH+jQz>8w=`5Hu;a@SvK|&0vlI6f;-ax{qL>(Eil&~h
zTCFzEHS)lZr?bq0+=x8COrgaJ_4u=rO5DVh1eN9BVR$q4Y*fUqvUImqu0lfLlPkT>
zg<Q)4rgyw4MQ#|2M?S1%t@6RXF=*2R!E2vYs(Q0!7*!&JM4VRCT1Ime(%YR4F@@mi
z5U78wvoKpX<(PPMPF$V_$mAx~Tg1~$wG%Y<k%R{zd!t!`T?tMwom%U1Bq<m*mDp*y
z(O9Sn^8{`~n-;R2yVkT~Jh_e(MGBv`MeZB+h^pN3H;w<&A0vtuW_w;dL(q{cQtocn
zHQgZ44zsj+o<BorG(%%i`*_4qx%<S42T(@Ps?+hWAI;s!WFP}qF9nyLI8h-Oct5l1
zzT<ZBU1fPk7{eymQsK7o@|TZVTOR(*wGZs_VRioQYAqu<_eZ1oN7H<Yv*3jD8Mb$#
zD%8YXo6**ZN?yZJR!OLOG0zoX=DO<?F+-Ub4nW>jlBkVtVX%}oFk45zYl|8w`;k@p
zvZ2Z<ZKA;a(kE~y#h%)uLbyz44&6Nt+)@1L;|+|RzgbLEOjw-8Mk_Eq2k*8G7=z7N
z)uYhYSWZ$|%6_*k-R`Ch47<g^ST5x$SS!=?H9*<U^o``;4*h9%ZJ&7dPq>qMbIQ|B
zC=@F8(C8YUczBsv@Z;zpKabIt*Jd~V%w<8r$w$Tm;m(*+yya1SWX&mXnTk@hR0qmE
zQw^`9tID*Tk9*gI#b`;{L#&kH$}$GRtm3TIDBmZnZkAKZBDo2U>?=104puYREw_Kl
zmFzwM4QI(P5dmLgoFuOjdk9dgo9AHHSe7<0oiK{zcq8M$^!jJAmmVq#unTeI<b4zG
z-$Kx+0L(!yXyd{u-OBFhK4d6trm6$K>z%vC95QR~W%A51*g`&hybn@>M44pj7|m2<
znb~_8@20XAN{TKBP*CNh+WEtiY{o)Zv~;RshOGPWaI9g7r|E=+;j$F4S`QyE1lZw-
z0tr5x9^;_@wBN$M0X}-92Xm4CW<CHs)zcyT5^Qa-N5p-!s?t2qu1%FSaAxHyilAG#
zJ=^t!o2|deGsNxnOi>kQqYvi3tao`#`m;@%a=$6_tQ(vMZ-W`AO;&}eeIdrAO$*Le
z8#K;Tw_-G$bw3Z3NH@;d-i@#F%F->b@rS2OLrhwYcBn~=HMuQ6iED;c_fSCDk}eQD
zLsrl7n}H{@)s57h_+WdhHW13W#F((8`7-IOfYBAr1=<*2Y#Tz-{u4s}VK6d;6)8G)
zcQ*6xx=uyKb^&b=I2Ug7c{q_~2@Ue8=9q!ov=5`C+%@eA{f+%Lun?p*e<>J)<qz`9
zB1qI(M#y^VWMn3V=+CerRJOAGw=pu)V9>pFowmRNo{d(1_Gpm69>On|YAp3S@RYMh
zZZ5G}piKr0a?Ds)*JG7sgVMl2wb+kZVK?9#OUfWd46Ah3eQnDdefVB;NUNvz#s*n1
zqKN5Ij!Q}FNTZhPn8&V83^$ut5l$b6Y!lbAU<AF|;ynVrOjE!YUCVi-vfrXgD`UI<
zO+z7a(HMjXwVTr-(vofJPQ=Z5R)k_wjdZs#)d>nx#AnpAJVc$}2ZWmkwJ+H6B)sM=
zcsXmk&}E*|%{+4`wM(klABh|y5Zf{JlDTeN5s=}o$)s9%orj=<bx~iul>_uiLxQTZ
zP&nVf<$X8b$|(or8vHR$l}7B7K(eArr!76U;#qF`%Whz*QC{&d=dwG+FLK^Sjqss%
z+r)zJR1}nKYMm-CE3=0mfDq=?c<sg+``2YtSGQQFC>TqwamA2opRqMp=a;MOxpJCk
zGSk!iV>P0hg5|<_lVD7k)V9r7LEtL}&2Fr_hXx3K&8E*&C({o+jzasK5ZIfI#G7Y0
zH~!$Oo_@VbQL4~GI5h9F@mY(Qt0A&OH`nhE7mlt=QdwSZQ+K*rWVKd<eejgIKURyv
zj_U2^*jT$_K$c0R$Y$fp`5Ge9#S1Be7FT2~nO)vCkBz^vR~4s;PyLoZkT+K(kbeyu
zSZsVj+7%NgmO?2Dx#2&^q8DFP_>lmr$+wnnUanuAPgI&3xw>-AYKx`qU8LqY2y`+d
zW}|myNiI<PTW6Kn;`Z6&x9^g0*X%A{j1m-6s+?gy^MPC?wtH>FhlKURlMc|*MM`sv
z>%)mfW6z&mzC!`iUP(CTUFM=Cgd#^IOhrXm<%NA+nn;hev>OPINm>;)vIssIjzW5g
zpDa^ZL=B0>j%REYAzSrTTHzvzm9RHVlW<z`fpof4$8Yq#6GVB!M~je7K_>Ro<)xf9
z8Q`XEu%zNAdAj(Eu7$+0fi8B}CEh<m*f2i#BaES0g3nk)^qh?|=&Ic+<f=r^?-^O{
z&|i#9b#Rd!5j@*;E8`;g?HuQVsIldn(&&{BBTd(Mm*}{PQSWbrKs}=#YS6%p$MkLP
z>AGT)-H|BSIy(@%#fD_0%tx=Kl{1XCwJF4RuHH#LMy<h+Jare}Yv!ptzIMXbb4aec
zp>ybT;p7-yu4x|R#VqfRyqL_Yo9l_~&c%rx5l(${G4~cko7FWe%;a*ew@av9xH7Ym
zSIwn$_9^!nSx-HY!le*I|FOk*xE%>A!V*i^73=i&hKYgeVkg8b^rU#W@*9{nTTYD4
z4W7$(Xu*x)aH6=G9aBDdKA|a}oxo^x4$25=AA+d|9!LRC_zg*hE>&5qehIWz`f&6l
z^75JryHL>eEraJ5SQQUIEuYj1M%#TzpO}&Hxv|)-H?iK{U3zi1Ig{bq*Rbc$RulKG
zJc=a0p4}7UTr=i%x${&n@$r?+clWr}!cniED1|*064uzdar#>s$wmSD`;QT<ZV%qJ
z?=RPuvRyExtz;&-brlvRWYu>7qTCgG=lx+%X;OKJ|GjI726M!mLi3P(LpktJ-N|s(
z4?-W;2#GhxGtO}2aT6M_|6-a;yf;xOcmR4DzUwUc#rW!YYZ(#SXZk&7E8>R>*C>0U
zOGam1doCpCiO(%2TIB@MzqP+rT_<HVVef(t-9PprxTOfuzQ4mhQ0c2(AHHOAc`H`x
znC1y4>D+aeq1V}un_cX^>MDXU_m>Q{K4C7I@<}|3+wtpCDm`8FYFVjdaFP4w`XyGx
z3s0^M=jFTagOR5CC#|n-yV4$jEU>3r${9Ghzj2uzfZW1?DY4}&m=ALgs1y3wPfDC4
zlu|YC4VBlAy2rfqNp~=@g?X=5(IL@;bkh>PCBA%3hk@#@xP810C^0c6`FvTAzghBd
zXvuM+jit~75U6*pC`xt6{NuUt*b?>p(M~V2*Ln+GQy+(n8-^92R1qCKe#a>N3&Cww
z_Y6dpW;J-~=vVH082O5K4cw_xP+_oq(?ufsYz7g=uhbkYXc_xp?`d6X%AEKR+P@~~
zD?^4!;S8;_=Bxn11AV6MgOiO82&z9c&6TaC(!?!cu~;cO=8JW3ku4HjsIiaD`#_Kv
z^r=lqgkGm+?haF+4f<@Bp^ro2OWk>{$~#h}u*8pQH$PJjtkVytzSMsnctxClXkhi4
z#mUnp;>H}PaBWPCo}-#LbmrCDrVt@`_u|kT54-L_^87$f<~2SJa6o&;tK*sKGAFfm
z1|Q^~R~s1+6i4+}`42lK*Hys$x--dk7b@7#sb{`gR)eZ!m>H%wbvXNs*|WDfRnn9&
zUlz>>)l={stL%OmRZOq_SXhQ1b}s1ciEmz6b}|x_@F)US=K!{__$rHpC$y&vmQ-}@
znUPoOqpPS!HVYKT+8^ZGvYyMgoivojl8dgGM2{{bhz1G9l5cNS2!FK$XP(<Edgfx&
zM{eZrnUHfYeC&BeCA+YvMv}oJ!HTCnVmTR)Lo(GsMXiZnEdy7b)@qeR^Mwj66VV>g
z6V17=xK0bi$F-$)D)>N*(Z05fz3+`!hTgVodvo@1KgHaCrjamdFTqi#Uz7XIKCn_P
zqL*!Yw@`GuP`*~_slW-t`0WlQZ6kM5_9cM_d%5Zg#X4aF<!nO_-jtlpm>F#7Csp!w
zNbOdCZ)wQec?0Pg|Aqj|;@2VHhevqK50kw!;85&B=)e&kY7`Z(CFg0pM#8<3dle*(
z8ldMQhI`KTop0)l$$gvog)Is5ntMI())S5il}=UlkEtwr219EaKndVMgy&@@EG=ii
zK=^*v%^Te($ml&4K7ynZ3rmU6x#Dd$KEiJC(9N@zQr}%O$h5tb@5N0&)3~(8tz4H}
zuieEF?iwuNb*`{m<~ASP5WWNj5*&9<b%2;J-d@0C8zQ=;-%P>{O9y>&z6RB5>({ik
z^2oWVcWbR)Ok7>1v0Kwtb(br#D>iS;has&Q-1aTn@J%lRW;Rd8!tfSpGfmgMWk<n)
zm-d2Yw4^eHq~Pf~)?h(hym<6obiwF32QeCXFNX5VQ)Dh)UzT$#s-MJgX)`7AdJaFl
zWjqKQ*4;P>rRjSXTx|8u^7b7@`~p+Wm_AIODP>0`3FVybe30MnBH`&w9vRFFYxlWo
zvFq%x?PFzpnde1(DQ7DTGUq<5(76ipCYuCgkHiVG^L~yMi{;ZF2=a0|r3&(yLW8Gc
zhVsZrJ`=1uiFV%K3=0`b;Y?i|@;qNDJbI4CqQ*A0!2Q0nb*0?HWx+(vu3XEg(bcsP
z>#2NsJFqY}o}s&n!mWa<6Lb$BAR9B#Ue@iL?9Kkh+M$D=vF(gXp}BJ8T`kFwSAIF;
zccWZ$GUvSHJp@m!+uy5q?!Wn}>nc`{_k!0ty}U!wgE4or^q#4{B)E}oyc6*J2X8AM
zsEKEYNcIBC_rqSz^L!qtX93=FTf-0EZ!kXqsW`94jq=zwB%V9~`FyRMuROgSn?N<f
z*b1v?%J<6UmRNvLQT2jd7rPmmvO;ywh)Q=$O3B5tM<_8cSxOKt>q1cQD8-HbR)Io?
z+ZDQ{BWS{xG=zihU*MGe_6k~rA4j84k6qsXy!+vp8$vX5!y~JXPYOQ$@$tOgg|GeX
z9~pxrj+6M?h1MZu%xz_IpP;#oGEhtufr#cET@Ub{iCKVSL7|wt;bMD5m80-1#;f#&
zDxKm2G}4LD(*=+1bNLq&nXSBO2-2#H6}eS;Q6p{HzGqMNRlO%|K}<SEGsuOnSFt~I
zx3Iks!{d!zMr^S^E*vlC3w^)n=fd{(ndqK#Zsv(kJwYzVIXAoyK+FU4;7&3Q+tgQu
z-t^B+FFCzD0NvDRE>W5}QT0tGSCRZvvEv@KS}!K{Qz_3?2)(fjp$Al+m%nd7dhCs)
z=f_XqntMhmyq;+(HIm<MVDY`W_vTLg<^gE)wWhI>4-%olx+E2f8F^*rye;GK#U?v(
z?ZXLzeSD?1?BIweKz=kY?EF%G04jSjP>OV&Yoj_{(7()XRXjfZ?!9StPq*g$t0*8R
z6+dovRPr<lU*oEa@X%t)D-IYR@VkDZ4;x$Lb}Rt;3?5MT#$o3XwD{AD3n~$rLkFP7
z;y%kYH+Q}DbF|`v6WH0L$V%A?$4tFXFD}N-RM+k(m?geXX~-xssyP5%ZuQUU8tHVt
zBy#|2xT3WD#NpkTv452xOMu*Gko<X3wpWCiM6airWCJkl%lAK(U#8cJZP1w37QSp1
zqmsK;<HNp%s$=6l0Fin>B#{)S`9fB3p@lgoBQQaA$!d0Mv~s_q@Bnlz;{fzRy?q!v
zYqSb~c>~jQspSbeBQQl9smEe;=i{g@Nx>Pl8;kYv4WE05<Hm*D`qkf=Fer^$+3e-i
zvEeb4j=Quzy}#X5tTz`i2R$*gEV1%(D|a1%cK`|@ce`+$;J8TeJ1*?(X$&mV#pR?g
zLADRSf&m;#RXLAh-XVRnIREinb1->y39OwZsFi(ENNKrt`_vrlO`S$4i}|YZ4qEZ$
z=Bi8f!bAFJx~M^x7ArP>cDwe6)%?jr3vCq}b!@C#2w7XSt^Eg~H*cDQSlz>&4?x?m
z0rO-lQhxfZ^Z~-|L9<b~|FX#ZbwMV7)qr``<IpPlK89Vvl6TY_Qde)kHOOM$^S{45
z*6cf`&<lN>8kbkaefhk(55qgD7MGJ5*d<E;@O@b6r>Xw^)!fmQ;hgg>uI*|kyOM!=
zsFK?cr7Yd8R#8vopY_GLC`eDQA)Wob?zJdt|97J7rUxMM*n-y=@umbiC+1VHUQ<<X
zgT!4Kyzu^2BRg-8Mjd%*1M7#Iw8Dn5df~fHJNI0hRtkef=LzYCjKZzL-qA>0dY>YB
z0P+`6Dplcc*>i-PWVf`<|4<#Aq)@6fCvAoB_bKc6LSxP}9uM(%+!d_KBpepee*R29
zxH<JzkvDr)lxJqxOd<JOA(cpxx3?yTqMBu!_m*rG^YSlJm}tJTud<6tvoZX%DaSJK
zyv3pGggDImgW+W2aHVcp`^o3SyHEJCJ}*n6WO}q1PHa&PT(9<Sw-yXc8eX_AsBWNc
zv#OW}RP$H77R8EY7S~q+`a&WGc|r3AsY_M;ox;xpUS1NdOVpWH+K!#KaB<MM0M%%q
zQr~ivKhvdnb6_Sg%5fYsueCR=oN4e8{dh}6gRV1X9#JsScUp$y22$pd^>$tSsh1%$
z8Lvk8&YQFD3CSd0aqq~c5VE(2yF&!4x~+Xlu1y<tE!;X^yOpbTOHJX{yaYoB^@}i(
zzz-*{Yg?^`>#c7YA+Np3*fi4nCdztINtOsh|0-Cvm>a!GvRAuDB+#HRWK4B8cIr|O
z+U3Gfke5eR{h3RT;yfRP`idt!^*3Qt*<`=R?wHCn=B^f3JEwmQZ=oiick*ot3EL~f
z=hH>^yU;2maZV3u5Zrovx7#7ck5;xzO5%J=<^1Fq#Qe({sQHFIc*=>6%Cr$Xoh*DI
z3Ch-ou(c0YuJSl0B`#?RrNRS>&%Dn({c&9-MU137{QQVw60P%BN`;bW2DD<3v#}tp
zqJMW&?p%!W*2^I=4vy81jc&X_g$Gx}(Yk2M@U54x#zXc#Fq<m41qz+!AC7+RgNak9
zlMqK)!yVnb;W4vus5QZ<CmnZRb79-shCV>4NgiM!B6%_6YtC|a!^uYKZ=kg-3$@fP
zrbyY9ujP)Da>RC3Qaz8})mYD6&s}aSR7sQVc=Dnu!_!EI);&(d`Pn`G?ZQPlD3c5W
z;#`k0oQtEdDGyyOON^INlv(w%1Pr`M&5j6A2|lgzn14SgDR{cv%9}Sj+Mnk6rLQMe
z4nRvQ!5bvyV((+McPvYTE6dFSwl41mC%|mZqV=$0$cMwE&)UyZv|QFAH0^MV?@ejv
zt|%Mj_at{mB}YDth%2y0VBN%2=CQKpuy^J;=!__CE_f(bYmIlgxqF|8*KC~1u##dj
z)&|LwJLu6x%FLK#p}Y#tS>LxDDol`>>@)G9PjDmFBPk=fr0p*ny-lrWiIgt0Hzy&y
z&TuRhTE*G3Y<O8_@#_Fxd;Pfv7DqwSsjLryi}@aoZ00sMX`v8&RpStTn7s>EdfM|w
zj~gb9VS<z{?e*H>^#rPw@meZOAAC0oT~_RC%t%ErwS|eA{c4X?-<2};YNuS0x<wzS
zQLQW{J7|H_ZfW>v;dF5{-`=a6k44(ZM2FK_Wf7h|PP&oT;1iEF=~b+vw^bQ2YI74{
z>c}UWi+9rXMEek0hazoyxzLPJ1WaH{+azUQ#yl7Z$}v>uhXIoo^+}FzZ5E(hW!|8l
z-A{@g$l-`;QYgA@&#{~Jpb_>tOwc%d>|O<<S1Z?4heDx<U*St40}`(E*=IJbKvyi{
zzm-qh5*-<rK%=i9Ksz{)cwH`LBZEFvm(>2-P{H_Seit6QcC@-op2IeOC)iVyT0>QT
zF8)FKc5cT9H93-c0xW0r+xT`1ge&69TzsSk__;_0Hxf^p8)<26G>~>n$Bw&RR!T^V
z<0JBF@QqS)Rk_iW#|+ZM@%Lgqb(xm*w+kd2!sf^4m$Z2U?A&)3>pZo>sPNpo<uaqS
z=A{>$rWFLa@RSD7n!=qy17AKMUU+;ZtSAVXoG*nr+~K^KP(Kv1HV)@qz9(gJY_H#_
z%+nx6;r3i$H-YyaSvUU}{k{I|odSsq@`gmJ`6v2bnWTEW<Qq00<$Y?+hBpG`4;zD0
zx?G{~r_ISCAee~k^w6Q#>W|rin%;M}V&QJ8LIpza+YR120L7Z@%*-V})SSoi^QAt>
zA5p0K7A?u_egH}h2&7UUlZ?~Xd#1Q4NyV>N)ljPQV6R?(_B@P=O<DCq`Q94MMp60u
zK+4(!kh;psgWw26SfI0vcuhQ7u~?_#G@a4aF79T3ZfZ_c@EcLxYeY`Z*1LnbEoj40
zKE*7zmJC0c++a~<GJBJDYBG>so@S4Ny(cYz49gZ8{4uXAJYOc;5);XuY%nCS1>0G%
znwJeAvO)3OHOSLDa{!_#?bSii7>L|oym)n+*vz;}Sb<3G>2#^VRv=r;&ZgBo-#Z$v
zeWusDdunHc*cyT^+*Tqcu4A1sPB0^!EwZ|x7S{esI^`45*xrl0Yuh0Oyk7#Z^G~E#
zE{6blcXhXI|1;)gfPJ;W)<w>}pzOJ|0QqOe&!hJDfC_A}a54~n?2K4kpvmjpsuGe3
z>Ab)^eHrf0xobtb$!R9K>w}YT&rzQVQqKlzK5;|iM98Uka~?`qe=i?u&vo{mq;ctm
zclYeqkXH)(DrM?>MS>}vtv?eg0ge2UiQfCSrb@F&yAMLI6o<ad#CBn$hfQp2CgkX}
zW@%R~Uf#FsU}<^1yT5Sk2BnE(%j+V=D`vZ`{)_28kha<#xa+OhO|7pcPqTsIDK&nE
zU$w5OyCi&&0v%d)BW^^p_r5!F>r6l0ORcZQ+7^!|9;+Jf#m@1km9<B+3Qu}fCVg8e
zh`A@MI8D4Ecx5c0PQNeo3mWmL!u7%WX71W;ADR`?EqRHR*)yu@Eo?dY4>`0dVhG%=
zdU;ba=jR_08L(A%d`WF~*34{WfOxf&?@zSV7SC4ZQ`>1XE@*qpNGj)}>`gD!oL_ar
z6cCqG<+7GV*jte<hHI`eg>ID#ovR#0=<}Yg&{|Qci1WGBQ+B*F>lh6QQYM|P2^`eP
z|9D=dI?gelAz<e7yLwpSYgU1|6A#qR4XaIV<c*(EXC!|#zHXE<gD;(zdv<XY4D=GQ
zh+b#GmnQ>LKhy84EhsH525+1w7lVkD>wk%eT_zPj04eDlfU@fS9)QdTF9)wKy}B=x
z9?ZJKS+CWq1O7<tOY#94;;Cg7ZZ177eDRLhC0NC>wdjf|DbswZY$8E6ED0`X>@n^D
zRkZfyF{#PIOGM{f73t^_)5PkeEWBth<<uM9$Te*TmmKFmmT#zM`5>M1JkLpm`XwnQ
z@L0OWT~$q;RAbXe7gs$)_KGl2jm1`TqSQF;!JEAq@$qNws7Q4eLV31w7o;KEdAB3|
z2#r(J6lms69BpF6tB@vLnVNH%-gG^J99fbY7RvD=imzPzx8HP=@<<t~8MjzFmI|h*
zkJl3Cxj&HzuLM`!iBHrM8uV7X@Xa<(zT@FUwUwXzBAy|LLA0R-ZD3T>(U{vq10HPg
z(40!;7>+y>M>B0m(!%-*%3*TWLn}-7LB2bo7nYyZK!RM8anjuw-!oB_S?w<Abb79s
zm+4$Knl(Dkw@qE{)txhny>9;aqDE?hk5}#I`-Zg|9J<H!B{_S*%q&b(_qhD7nq*92
zK3ZUiOJwR1EQGH6!W-AYeNWdsmDBq4{Y}D&G5nN)P`j&W+Y5>I_V~{4E1F%!3OYWT
z7+CZvUhK}Pimf_LTv0G4TgWqk^~-h&;isheOn$5A@h4<WB)!w8w$>2{>J|HR`@H_K
zhN)r()<}807?VMw3gdg@{w6QoMsj;+Ez-uz7Q7SG)J3FQElEh?_0s9XAD80S;<H-?
zCB08@A4|476A0Bk3yD!9Dx|Wdn64(Iw8chP$VCW;l)LNKhLle9?*<C8m`k86QzGm#
zzWEPK$Cf%9kOyWwuNe=|Ff&^Y6F`+6ixo)Y7+~|w$7>}tjT6OmU0*cZSTxfhoUd0l
zrc}wh<vbHIj~bY9i1%!FPR!<($+fVh%e;rEkvEA`ALugYaKB$F757GSUOE?U&JvpW
zbO0|t!=z7buIohx#38LI`7_e#BrHZvq9z|QkCjM`p%PP%BhMHje>zt(X-_%iO05a*
zh&#=d`IJ7hs$-3mIJccIZ2AEkg8Z{VJGfagTr*pm6#?pnO_E)Fqp#q!Ab?i`7QxC-
zCCYp10s^%Jcd_-*w=(#tu9Iq_Vozez*uwG%6pF-XB)IOU+~t)MX>27yT2ToTtAL}4
z+0;nTK5R+0p{S{tq{*zE0hf9FP%13{8io;OOgl`Jw4ZD_FI^lkq??<FGUn4Mc(B)k
z_8Go=T;l~Yz9Pe<QnMnzRN`Dahx^E2V+V0qKE&{1XPME(vy0mo$}5T*KO<A1<lO4&
zv#y!1nC4MlxlmCNcTMOU&p}wdbe<NwwrV_zJQ#M9wJ|g4IVWKm^Ucd%PWCME&$PY!
zd`x&~-)Zadm9#!8n3LCgpO?73HL@-TapwS9_9<_h5eC5*O(X^7_7N$jPJG`=q?O((
zR=4^Vx5R?m)(AnFmsn})16J)qD(7!+Fa=3SbaE#cj$rOv!pqDb2Qa%E+>N=?j99+m
zPbn?GjcsZZN7I}PP6oMm=JLU&<zu@ramVU|k_9IFM%uNV(uI;Al&`TjBa<83A#`e{
zFIg1~9w>5#1t<|K%>z6|QZ6o6$Gq|GmZ~fv`{u^89g5fJWM$u(?ee0o1JK*o#frva
z`%0a3t9D-uFUTX~B6zIHjn>^mV=XrH@lVZsR-b}4i3Kh=rJVwCxamn>-zr!$@yZvT
z#K6E2Csn4aVYTuD57*rF#{9DE9*V{f$H$1=7$D-=F;wAZoC^UzTDBh`=;jk`<(xD;
z!9J17*sWd~TdG;wE{`TxHh~z0FX?%6d_vU4h-RRbwR!9(*Eg~BnRkN)Lu+R;oyI)`
z9$2-;3;XX^VFw{}raEXmR=wjCDO%K?@vTsjYeuF%!um88KFT7&%qI!E>LRIV*pz`8
znltt|t*7~9F{=)6P&=z^76fc<Wm!UY8{tmQ9rt-SK^gwWB2Qg_b)|74NdA&`qIx@o
z{NxFqi3=YgXx%N?z~XB+Oqd6i+_CnI_>H{vj16!W#Hg+UVn{`&^}^nWZDo{!(`ejX
zyJnv)iR>&H55#0^o8s6L&4}bW6OuB4R=%>5ZhChgwbr@_0>+#sg%9a*C&p!&&nO!A
z5Q*BZtAM6~rB5Q-jEvjzuX<0)V8`o$C*y{|V;K7}>CPf?UIOX77YU^75gN4>;pm{<
z_7IODQj`cav0xX&G(WnGp|U340B+hwL~yp9x29BJjQH^hVY~#<P;^(14E9~m%THHi
zTGGbu>BFyh)A(QP!0Rm9KHe;237wXQKOl&it|v_4NbHuNkjqN?`j}&^r5rY(tiZBX
zeED|Xs-2mmM@5^bZh*aG{YAn20tWDdY}MCqz>Q_33ciKplh(!ok)UIUS<4%H0<5hO
zyM?Bo`-W3TG4$1g9-*GG{+%w3o~;JFOPyCA#1YHw413<W!3v&B7|LYCq?l$NZ|r@U
zOtfsJ*SSo?m4noXZh<y2oC21FoCGz$Mp<Z|5=okxI@6L58;^-hq9n+yqCAGjP;txp
zdY;xGY<~l*N@=Jgw0w15f>$ad&VR6PRwj!UgH?QYZS2HLCjGB@EAvQgJ<EZUkG*)~
zHE+@gcr%>6-c)GjpgZ|_QBOXGlxYLYV4Ya=lDZuh>f0(!>4kxq9+QGlJMpRjsW>_-
z1`$d@tv^v!BzoUJK8~oPRjqk_B3(gaWg07uvQ3q%UC{_a9FJ_{b`;_iS~N&_n`93u
zT$L$k{2J*V>t8e2?!ux5I@vvxc|StOMQorimx^^=Q|zq<%rnEQSltFGiyGL(<bxX#
z?b`Ms{2Y!FoU959mpk%qc9_tr6h<mBJF$!H_!KId+BLySU~QW)+f-?3t}svSR!i>N
z?>ss9UBn9ut$XiQpNk%6*0|k&%i4bvJLJtwwlWa6u7jf2ih(9bF)nEY*rt}AR_(@f
zzelCP=i??__yC$fEj|{)O{wzLxhrkeR-^~dY|^pX)YQ@KL}4+A?sWlHx==_goBxED
z-vQ|MQ`w#CEqeIu0&88efoh(O420ot3d`*h1U_0zuH%LGO+8(DE(=EMbzWDUNeokZ
zawCXgT_%zw!Lom3N1j^ho<PTZr}VfV%r3uF8m}s2Ix}g&v)lLOW_SZaG{LWxsi}z(
z6RLTVufJznO`38ZDNrk^*#0>>?1SuC!zxsWK8v8zsLkG$NJU1&pbL4uPt0?c4nUu$
z+4ruqcf3}L?;(*`wf@ipUQS;>S7el|Q<-{=vUgXC)S!kd=Nh$DOoDRoq{gmL@#PLy
z1QQ7UBJtuKdgIy`o4y(Geb*`1IIm&ue=6vS2zq)e^^^b7O-Bg*lCnnI4d(Jv-Am@T
z+gVu*t#sKF35*Uv4wuSz>z>VCEP#_(oGAe*)OVW?&z&wlJJrw>KqFZh{0?^C`YB{D
z<=VHoy6ZfNi31tuLR*zeUtTi1-F#Q4!P7-*?-Sw<Q5Ty{TyP_mPehu=YpO*(%IACI
z{hOUpuX5ZRWboMQf&&WkDulK}*^Q7NJ9zBv7SuQ?b~W>rmXX1hsWyS<*?d=GP$K^Q
zkc`c4e~Jrjjr()ln?|Pl?FjyNRZ&W-<mF{PXLc%D2@==6FoM(?+AA!Y4}zFqxi4!L
zyldI9StOuw=fo@(KWHfHQF-(j=x_`71(#S_yiW$1r7KOIXCU}uA^9y;_?anjsU7E#
z0d>!n%ls*t(h?2($7?Qanrpr@Z8Z<3a@N|G2VP|johr4>+DTZ@@)GS@fz9xspGn>>
zd@eRz@@`e++N?<?MGeizQw|2(aj%N{QeI|i35Qo2(!Oj5zvm>GW86Xd%Foc5<%TCe
zJW1;wgHU#@k>Ko<X%*+^A1Fwr%jcl$LFA8{<SRtTb7fvAJ#nVu5?ffrWX8~PRt7am
zsXFiw@%n-j1+|qwy}n$?lI|H#_=Bmi;TFP=<6#2ganenjxdK{?TC@Irx1D@zx%bb<
z_GAc~_aQ^t^k9X(+(_HXlXoK)WAqI0*e=v?Rc`I6>Cw}o^6UA?B=uG6P!Jk_3NZ*l
zqUp%P_;ohu*%%d8HG-MT$y~}8q-};wP9<MWY07ICpr#OL_eY<neWbmz0lV$yP2^$D
zAF5A@AEtMvghl=nRII#FevsSNrY{3&CAI#V!4hA~RG!@UzQsvMYn-U&bLwgnaeG=l
znR~aHm~vX?PF~L)_jflWk?EC?!X9UBpNHLiuh|OApd9p>4^y(hpUJf&cmQ6GU}{yq
zm=;hA_CskXQyr&BT%DdXRHKZK-&Qj><BlHP#(q;DjLt%ygtRog6puqZbM(w$c2Bd1
z*oM0I2n@+Y`svD|?mHvQAxUk5jq%>}yM;dZn29?vv-0uVp<ry|4*Ky;c@g6DnU+qd
zTJx-OjjiW!W|qKI-kL49;7~My-K<Q$8=Px$T~qIL()1Su<+Z&*6(3a{P~gI;7^ueT
zteNi%kcyx$p})hE5tst|#Ruyf-@;u)-cQBNBQ_*@FVHcc@;pVw$#y-vV+Kzr6osrV
zT=Ya3e-#7Xf{HYbH&tO|EY0SXUgxsUxR?g_X_YHwoF6EOk0I_8<nlzB%&J^vLojGy
zMM?81!gYo-+_k<Kii)BfVlAwqGLziL(%OQ+cTiIqYJ4J|nxIe5jZpoaR|RJJV=bHr
z=h^j>p02k`X9W%>D)TE=1FtR0G<D>+=|EhkBH{W5u!S}`L;QHO{;qLFJ6{qW@-C?L
zOmB3fV}tWjIBR%RJn$Fz)Pi>@H}aAd#GEg)q~vn!C%G@GzqHGQD$l&)Qcs>jxwp!J
zjM|osA5aOQ;B?8b-MJ8%oJJLT#+h*v*lvo<Dx!piUwR80E4`habq8Xe-;E5|`s{3$
zH|CZ*J?pTqp4K=+piKrr_P7~amQ2vQ1$3<I`KYF9Kk+d6D$^ERw^`yL8k_XGVq&zV
zaEuWPY7ilV&@BXBc~N~&FpzH%!}0a(Ztej{@axqevVp_|3wEvWHo*#`8|l&Ov<MpR
zMg6auK!8}2ebsk=Einu8=khQ^N>jQ?=fsr+mY0?-@vv|71#_QM(OkLUzwznK2*yCL
zEzdCPaT%3e+vhHfeL>4!O1at1Qi7IJZI6IXC-UMLVgxFeJ;~j8nHy_yOMNMEyIx2`
zj<M)kk@(Zf$Nb#j7RIGS3#s^<5ocoZ(Ru2?J3AOfTV4v<uh#wpva6S{dZF!*L2Xp*
zaM9E(=Ll$?1U9SEM>+V&nsO^Y3(sKqzDTX+%>W3B+*PzWJaNfPGKC~l@Oovlka*bz
ztWH7P5Q{ikk_6&8G>9Yyo(Z6(&ig?O3q(U?isqi25K?nzBO$&kn1uIat|a1;s&*G?
zE2O!?@R+^=!qkrgogl#-<U5ZV3MJO0cwL5ACqlM~iTJpqy~*qr1lv>anjqKn;z(46
zV{AskS=SJruP1T^RoY}=L^3nv!hC88q`(>y<;qffz+jq)Jh}Ws!@jgyO=baJ#stPU
zibaAX{Z)%(G*>Zu18NrJqR6;%T~CAb(zIHmXsL*+_dE$J)q}_6BH*dbJ_5Nd*CA04
zxEY3477*kF>$EDxrt_@n!e~bt#oL9AWH-*dSYmp6ewj^?Cwg#iQ)qW-0PoE<;vr!Y
zIN3A`Lpj{vrsb-d^@PoX-A5blLtQWQ_`cepE49TCH}&U$yh>MjA*Q6e7xGZS-llJN
zUY`|>4?b3bD$vP(F+Y%N#$WAZ`Nh*XB%$Kui@k+6J7(_ZZ347dvRQqg4E@XiiFcnd
z8c&p;OOziZ2=AL;)Mu30l<;9qV@t9NUDDvLX4=Z5B<sNgPngyj#~SGglJ)vKsXlxN
z@}-25UM2ySXf1&{`QnWke?uXpxsM8b{Jovphd@Lzl$%A3C*7uIGgqOnRqrjdnN}78
zZ>xczFF6bIf;*o3F0|ddE#Ab4oq=56#`ZwR18z}!Z!Bsu+GUDr`(MwU1m31iB_xcs
zh}YsFFXuV{(dMdOmhOF_Le1O8M2IhV8agyX>#13y+_9ujPwU5&6@aqVU|nB^zG1=2
zb?bhP|EN6D9+@-cHPU?(&d`ycJYUM9`LWfs!_Ah~gnA>5KP!KCBzOGzilA5^@Vco8
zD+cs=0{b?@<fLQ;A-rvT;8<Tp-!a*#?1`B*-$Jr(4x=GMIV!@)jzw+DX}Q7?LUKvr
zi43&uEY~pxdHQa-8}^>s#xb&RmtG6}m&Tm(%+_6rRq-47jNjOMLhkzYsPTh0Z2V4z
z_rzz3ieHwa(N>Glgv7Z|#D$T;geqh}?4@M9In0S4<d#=PBcahO>S7nlbxlTHFa&Hh
zc?KzhAZajoMm0e+PAiuq<`tAMaV=wjaymZ#qlvJsSR=Ix|8SzOVzr|9E^OR=TO|uv
z5i@5EmNoSK0M&-B==wfk$WwG51w;Jj(DX}Mvpe+4U)$}dfLAd=i)X^5Vc1K9ND_Bh
zclCZW`>f?O!-+HlJCg{Hi&>jl-VD@h3c<|qc@!-)N>r+p|3!`ekQJgw1RBun*O&`=
ze)Br(0x9Tgw0QT{Tw?bo6V_&(^UUO=Q77<Ll)-hzt^8H9d1<~oBx1CE8dzZgw#cwD
zSebet)Eo=taMxNDptwCdTZzVB!FKj)Th+JXGn+s2M=Ze!;s;^rO|3%U+?#L>ZV75k
zo@(*vLzwgBb_0vM@{kRz8F^#*dm}iykj?ChHYQ)#-cJ&n_ag6NQWE>g416^><F_tP
z^yXVf%_xg1Td-eCf`UQ8cDYb}#SMzQNVPT^;sza-@MI>dF?OTy*0zV$n}P}1pV80(
zP_{}F%sj*A{w3c}u6>j28*4yoZJz0O`J9-j8SBtg{fTz=HNvR<h7*UcHGFEQey8(Z
zPHdsjX8E<5&T(vka*$4H<EBh;-xu`G@t5)K{0moLp?YnBOBe2mHyfoaEGD)-(9F^!
zDDRsqX(?HJP2xN*_;}mW`ZZ^jLz+$JqS{JDtGNJ1p-OH>v`ZX}JOHi6Yuj<`wlFjb
zf9WwA4Sp+K9Pd1qL@@Kj;nM1ZZgZIyW8UD)_rg)9{gqp=o)y06SuOfE+_8r4=GLEi
zQ8&qsYu?=(M+S7fFHA9yQnjZ;(IHbNIH9~FD^?k=1j?7oOs>|V5=S0UU4VCniJABL
z<SzI3E;~~7eT$4iNanK;D^^=lyALvm-gWiPBK&5eP>Eu<aO>-FtI1F7b=|1<aMwH$
zqbEENWEr|*>M4AI)La2^W<`E|QNN8yDxn2tX~t}t{&f*u&vl`|vUTV>!^NZ!Mm#fH
z{13;{#uj&mjRW<#Zn2Fry2dK0nx4ssw=f&-1*0r&G-c+B{BGDw&ktlc`q*ARM!<&G
zYXJgH4!x8iV1n6k6Pi8dYPAiK;>svewS$<vtP5exi!-F&uks{sk$=cS0w!&n!XJ90
z#l#I>P>#9&whsjv@OVfKFC*b_*IR3$oJQA6+$E8d;m<JjzTN*RSWw%C<QS!hbmLrD
z2%De>4dLl|O%sCdi><bG#IEYZP{vhMNtR~AO@|U|>m6oPxq@`gOilV@=HuyZ;#+E{
z%)HY{!vPbtsIn!UN9r3%j$h3+MaSJ2wcSHQluH@Tw>t=*br=8QV-mi~Wl6K+FrrlI
z&`b2Tc5n0P?fo@6D^x{lV3DGofs-(U$HJLC@e3L((hD74^z!Z9y;M!u2~n%tyrrd$
zZ(y_?a$z}z-B}1YBrw{zFPrOejNB73uNx4>Nq0T#XMXxuN>iK7t{SAe%LZz46=_X=
z6$!XI)a$Z@+BbdJW_%-E7B18H+%v}6ILc_r;@Fo<a8!n$M{v#b&a3mVZf(f5hZ!`6
z;=9GBR(D5lpV7QUEvoH~v=hDksDoSz10_!MRS3Rkkr1deYln>Qagrw|AQz*OyPd_u
zu${})4g5zpV&~{;AVZLtO>3`$3;_>W0zEn&85YsO*Ng>yE7B_l-F%jk_~M#wRI-WH
zM0e_D8<#ZFChcT$SGqY|eX~wReXVUX2X<x6P&z)tN<rp_!(*yC-BoW>*1k>D8}moO
z1=l<qR}2$cIHWiRb-RpCMNB7ZlPEZorhldMT!Q;y<jL{4w8^?fEu~1p4Ho<6(w0fM
z8MB^|%;wF8c7rApRCb|cNS62-h~aa5BF>&kp8+Y$LEhMtC8*+zAwlxNP>$(gj4NZG
z>RIIIs-7mbfdsx{e~36b?J*%<xN_en-jhC4(V+}u0=n0w!Xi$Lxd~#@;IxiK6+0B3
zN|31Xa#&o9hZ<3BF3-#$?M-sKd|T2T<NYd89z#_wCe{z8uHu<`>K-)JGBO_!VUR9}
zXGdOIyRLD~Cb*uo*TVc1XM?76M;<9{MxrrSy8Rf9^wixj>Ol?3M}p7QiTII}1P==R
zw;OZcjxhUB(58vEgEO_>b~F#QBQ3Y`JuHM^y7~ERRRift+EoVFvn_L-8+n>{I`UU!
zz^^7z<acGV3X<)46h#NnOi^5=AgOuaFRqeko``Q0)|x?GxeH-$M`Vhz1k}p8YeQc6
z_gWp`REbT}S+#BAiDPAqeVc8FJf2O0Px)?@f**xY4N%?mtKsO3H(~m(r^k&0LS$|4
zWIL-@%8Cf;s}!+u_G5-ib^E#QBpcVo7}O(RXQ3Y#&t9J943&$pvqD`_Yen~$%Zklu
z#EiGX=t*-gmQXP)Dsq3CvB)^(=alVApQ@~s%&_K*YQV~j3G6(Tw9$8anweksWqMy3
z_^+~FHv@kFb;=S?da9nF4S3&-=m#-Ry2%Y0e=)dmD!ArrMHb`++*PJA|8q=aC}YnR
zoy>?f{~1r^YtDvG*Hw&B<RAoBXqbRdOcltfhJ-QiDhX^y%C3}8fjI3o+s49b*@|D}
zl-d?mt2AB4&{dBiIzhLTh5o4LPi|gXV&G$6p=2MZ%KEHUb^p|JsuNGvEhmULL7VvZ
zMZ1kpV~n%ks1%&Hy#Lm+Eci(~aY<V5I}*jsd91pc0ny6a;yI?=O9pqj?u*X9>N+vv
z=tf4kuFR{i(oyEjPXD$&B2!?7Ez5d1iH)lwEtJ#O07I=L8!&(0_*5ZVWOI#zeo!@+
z4B_s(WaAhoN5j4+HHy*tU!$%X^~7iyCi$F7Pn#j(3T2z#uH7nXu#u<hmf;oj17GwK
zbGv-+=9)#k29Kl6qT$yjzj+3ZbZTmk_Kkc`eqx!pd8SE|tN!${+DT6yhSprqB?lif
z=eyV1#g#GN0HqnoMNxkK(jRi}v-W#iZ!&lC$heas*9#o(yqNE%HUN{h4=x%dc3#p>
zW)ZCbbxRBpb2Al&-OH}w3KNrtyc)m5(Cps)S&QqvYHT)xowW2^TnrhvggFDUNtr9t
zgIKdwaQ@+7m+RNs9V7R1L78~>-Y{7|6Gjva<Sz51&Mqx!W|hArBlIf1G3oU(d``i4
z>0IX(kAC%40aOIWW}R}zG_b}fQ?ryJ;#LG5lwi@2!D<OPe5|iWv&39}E7vHh*XW~J
z81UW*X()Gi>m^Z1!O3f#;Mo9(K&x*5CuydFmv(Nhll?D+2t&PhU$EQ|n=5LF&7Y{D
zKd)9B>B|zFY$bYvE$Jrh1lGypih~6GaRbtk<L`N6S(E13@4-`>^r|z*zHxZR`v;l6
z>4>}I&JC4ejn<%7;i?iu)kRqx7c3f0TGS|<7x%R@y_LWn1H6o<J66e4`Sj6My(?mL
zAF3C5$z?1v!jWeD*-UJ^uPsHBWk1*m3asM^uabb3Ue>b5GAz74F6l!cKK49t3v@;D
z5;?-tlQaSU2DD>0+Dik{Fd*io&uOp-4^xPCwfrLaLCj)oRffcdLuj`M^@O_6<=$|f
z3ea*~q<cP)3I{Vo=lS9?-H0T@&%SYpo>oNFNI3LN2{4VeO=-Na@GQQ_tj_$wylF}M
zri;9%8Rn^YLub6(xFciH`dOD*d#(tfn}wrJ8n1^_LR7F*C7scojICn&wFFH0gO-<p
zRnL?v=6n(cC;<UFypTc4MmH_g3ZddA?JB^kfapIn==x@t8_U-X|9?EacQl*-8$WEX
z8dcGvu@ynhsMu7+s2O`yZ4#=27Ev`~v_b45wUdawO3_wJD|U=fo7$sBt44P}PrkqB
z_dI_k=RV2FIXUn9y07bXy+-H65oGL3gWTYawbrW(IL7-Iu;J-;gpA7EAZ#q?t_|`E
zDw3jjHa@KOV><Sg9kN&5H!L?mW@^tOJ8GE%jpXz^u~Jor@#wqqa*K60qwE(uxDn-r
zO<x~7fWuffh&Rk{jht}Mj{vE%j5<@z4-+uPVNX!JrEpdW^px-(zJtghY&JL!?pn`&
zD$LA4hnip;bM}Qj+&8sy+tP`d;!l#~G#vvm(#6&sg(YoQaK<vLUiWuqlrsgwHnzs%
zIK00V$7#7|8IUC%nvV=uNSvTC52J0~+0H7J!G75jH_!B)z|)!_+XQgZ$?ey)*;?h(
zOtqoe63*Qg`(}#1n}u02RCW3@oT;YjNuZ}szZ}xx*MmbEPv&Rru4jkvCn89YP?=r+
z1{VmC5(1XIfxXI;49m_oUll(itWwVjlHfi-DrEgx)>%1|*jFv|3_dGzjCKf$H!x69
z5S>lZBmkBdYS=51XD6_FTKPQ5ukM=Vz^#}o8PJHpxc#-b)60$QDM4?KNq-X7{-bM3
z{*P|LwbN*v{}_C(Z#hzSr044s51(U#MNpIw6JI*1^)VAHT2ozsB>#jbRy++%jD~bJ
zPQdMWp&_!`Le<cKuAHhiHjj%<FE3amF9zdb$tYw{9#6wjgehVk;Rfy@<L`6*!>x7U
znk)&~_jYhM&<jM#(CTBfL2o2^G-NQ=ur6yKmBbVhr(*KGA3;Jy3VbI7$N_d<-KaQL
zP@L<`sMKEpVy04l2~G<f@h0q{DPf%DQ%nXooY044d7wksLf8+hPob<SQj^;WV?jA-
zwr@ImE*&wx2zR}>U%uv_l!$7be(M`*KN29Ev8L*yi!f9?vd{i8<9p@VN#?TYJF9#M
zWIz`YTW13Jnh}z=2V&g{fv>OiZlX`?rzBAm(vJc#MEBmcjJxd_onNdj^)DUchOb<U
z7V|GIxOIXdx(Mp1sm~@1ZBR?z_+-1>+?VOBVV;n@TAT0uLIw(r-#jJuYI3w&X=l7i
z8Q-vr9^Ps-{pC<YnohN>v`KJ#7>=FpW-+K5kO-!0VV$0Sj>_{i*7J64POv}UF7zG=
zkOXX$5d|bm+b*$c0+PeR0(o*mwH}tY=xhLbLM8$i4A%3S1@RA|^p%@WoJfFWjI|^#
z3U~seA43}V-Lz-y0ki!J#;VN_`?;ZT)4{Rm$_+_vOtj@NI@=~W>Qh)2$7!9p<|a)<
z(QbMtU+_`C;u7BsZt|tJcZ0I9u?GC{4>If_uR|rX=60cE==}MflR0A#0n{N`Uc1eY
zQ6eh@&kd@3JKsu6{)|w$-%MYM=z6*(kt18R9{9}g9~JE~D<VP-VV7PUk@**0?EO*)
zU3>(HW=a=A+zWm`0MbC`8w9z{GDUE9k?p4+sn^7}_C3`H9)!fn9dh1!03iWDiGmsT
zfDWby{Zz!jGu>`-*P{BH$*j=G3eg7R?W%Ql);*8LMR(yJlAV(3H)AC&UJ2rc6;Z7j
zq|?U2jZX_u?(7}yWTx}8#^E>?_?KrLxWK0eZlU}|8tA5t|LE*=)O=>Q)TcP_fkOQE
z)QV*R)7h(ua^#iFTGx&*^+aHRtOn1hgV-WFH%A#%Kz&lEIcKt{x^3uoesDzHWmwW{
z_fpYBeU2)(aK_^G;)WDXEiAm-wqCfX`Ptrm$-y~)4|_-7#&MMZ9UN|bQ=8CI3}FPD
z>F|jw5KMKor;Wi!l-eP6Und~-6056i&o&w}w{?{a+Be*x=B||VW-EX2Y1d@cn{MT%
zuaftiQhQ104OLmldd*l|MpO*cp@NMUqc)yh&K^PTE#SlbHO-twZ-N$LLZT(49t|Vy
zS5zDA|GaI_u^e15lif8JWYtb)z5XYfrCb(dwaTjAGCq8}1E+$vy>j2G#8R80o6N9v
zB~T2FOM}!zvh4q|zr|TB0xBAoYAHtIvWj^v)5V{ZtrIrsO^MC_NEj9LOv(;ZD5x74
zP+soSOSeIkj@BeZ^AiR|^QBQ#zAKXLVn=X#nT1?HpEmeWe=Z;(J{Ddjt<v%u0JZwV
zoj0SiX#+qPuO~>5>9%uoDRO57XWoQ;YdB}N9AGm-vudYUh^IlG&XeAf<k?)sh^;KV
zaA>MxZUW{_uwc^Fg2l1ptBJz0yiD=H)e~cd*BwWP#<qDKx^ewzEwKLC*Z<A+Tv!&a
zNDms%CrgKRMW0p#MS-F6YpbXF7Crh)>5?^7*mk99J7qOj;h`reJLEXg4D$&2GbgT9
zYYL>=)k`G1^4?rMlvH=lXh0jdTXxqZJ?gB9q4FJ)#j6a{VQ5^qB8XYFQJRfFD#lr$
zCbTp544J-x=7eihN&|(iT6$4*(qX_2-91iE;+L7+eXD&7c*ZVj(yC`4$}UJ2PyZKj
zkEP@jQ3kSSMBgd6L91=%1s$P!mtjtmSa{*MYmg$;@;2t$RNAsoc2JV&C*$6u_QzNE
z;r*9Ac`8<C!Mc0MCC8AW5gov_mKi3y9B#OP4>4Tjj=Ryn#+!0~v=*__PedQAx8&bI
zPWKE22c49*h3O*dT{GI|`Vy=w)*BK9!vsVt>hG#*`ax}%84AW-?`j$A!U^GI>CqFM
z`=P)v`;q1OJgWf3qT|PT?ezfx!aA<cjQ2o{V*HLN?4y@bF5P|CJ_c-lEm^M$_TIRJ
z!(H;>pIU?6^{(boEp46(Qrc6yA47G{<mrBAy@8vOtSbdWbeACY;Ax`O8(fKc5#XeF
zCQXpVPXYK#XvIV8pEtol3OUG+d-cBgXKf#faQ%<j&l$`cQ9D5!-16nYCDg+z<)1aM
zsKQ50xo4!u2iU9ph(JnjV^Y)r!g2gAmGtdOW4PI->=FE=GTO!YB0RdE*<4J!la7N^
zMknHnbrDA&M7z5N$Tuc;Ux}4b8fV8UU8bCJ@!={k7WD9PFy>CGAd`J<=Pq26Gajlo
zOLB$Z!6&NN4c4WvSJ;?piY9}}UWD4xz(=75>!la50uRmz`#mJ2^Ai(vw^eKg$RLaj
z@QrP7%$PoExLx~6LZ!z%AXuPZE_@e7<rl{4wH+~CV@L;1!(12LIjuR&^%vbg_7wk`
z+$!C`Xg+O0N3L0lgt<uMC<Q)e{8s<;&m}^3(4#>UxSf7=<Ipsxr|0jfurR{`iS}ev
z_WV=)IO%I?QwaAQz65oY(elgD{`|_zhN1@PyJ4yP`;6N39^HEv4%b@7o6L7p^eR8W
zG<n3;WY=0r6PVBkI%iFGT~qb<ukg*g4Qr>Ek92;0m_ci&&Nu&~8<*buIeRNy_AlXf
zRrC)(mSP@AV{06PFW<dtPL%n(HJ1(%o{xu%vJ!<4=i>TbiD%#y2@o}|!5#I>W;zag
zZ6%KLnI%=DbVn?4`SvRp*NtUYl1&>6XOdp}LR5bA0N!BRMGFOxgXhHM>~ub-n0#+%
z!nZ0HR)iUF2o!vFXnS;s&AX(QZK;UAZ@8EOQp+c@hHlz$^XSS-(My5@5>+VT8zhOm
z2nt;flD0sv9y2k51%PLnQyGf5c$HQJ)B|%9Y}f{C!uKiCQs@{U1B7&Wc?d9BdTL`U
zPq`{lTQwtWshkB*CDN=KuX(Bb5y=YxjFs#~^6eSk5FQI$f8Mzx1xxYRH>ejMPK1JL
zPBe5d;TP?vO$~lcwJ1Sde!&88!Is5X_+|jkSbVWn3+5Y16TNd;hDbj2%?{7*B`jxA
zC6>&3AT%P)iQ^@JU$&w6Y{ePBlYs87)#}I8aEw*rGjv8<pV*#h6yP&_2hgYT(-ma;
z)073{ALd&6dPBTKMCsSj|0!L>NIex=DZ6#|Y$=X56+`Kpo}>)yK}1)dmVyfP@}*_P
zaQJ3V8gaA`UuI<4&jk_$Pqmn#dlu1sF;hqO41@=gxIhIG2FksWi;D!cpoMpPBp32(
zzL?>h`1_RsOZJOV+m$*RfJT_l!;fiEA2&3C*lj$p!R!LF8GWq<p}$we)!2(hM0er1
z!PDT9x|8tY!^0|mK1rT+hUYC#Vgs7^KpNzaf=w?e8W@hZ3x77Tu`;YWWJ$|V{$Anm
zM2gYC&hh$CV9}Knz@%Besh_4;g1Iun<<^#UQATB@sJTEN<j_(q7lQ=g8{zcanq=*E
zd2AS{IKk8>1!?%5C=8-g3}t2%uzyG*Ox>KvLRt4M$0==Lu^=n^)w3G73WR)=mi_rV
z?Qg2**!YC$y4-#tuKs43RnS%RG>o5hp*6xzb0<0Jm9WH}MeB@Q#aQ;<n)q=ecf1VA
zH6q-a&(F{6#|+<xb4_CW!5E=IToC98K#_-I|3JPA)MW=D`F_t8#SW<FR!D`9v)cv-
z2H=clDlE;%taO%Qqv|+p|80Oo`djj(UI}Q0VRzwTf8i>*Fu)FkEKra0b<PZ|y2pX=
zNWslXlZtYECDcHJ-aOScj^DO;M${gwi^%?wqp5o<&yleg;C0Jl{e~h{4btyazaA%c
ze~qrMkFmwHW2&D-Md_uSJ{IrLj}>^#AEN6qG^W$jb++Dhr|8g9maVtW`R5rF)=Ms_
zT{76%d>}J7{oJ-oL0@Z4*(qO26j7wuICV7kA6>~kV85<yQZo-;o5d;$#;nV?)w}18
z3(`1_zmOu5<WTs=B(&@?^L<aGn?kI#j{<OVGEe;H@3wWm=IxeT@<m|uvm>=x;Ce$<
z7ilPS<=%OSeBiqH^`hq=C=rSPP9ESClb8tHr@KARPul3m^yk4(ku2>FPEg;yp%Ba#
z9V;Usk+~n~XkL6gi1(s6sShDRPv&;y4dYb?>%4ULblS(%tP9<V21%CySkRBb&67i`
zz@88;U2mq?gQ-rOd|R;T#zRm8@7TkSJ%t-Ipl%dMPX?}U$$H8zj;);PzA~Fqj~w2i
z7Wl7}?46|LjRwy17$q2S%}JtH+Hkr<>GuBol62m<>e~rMbjWu&RE6XhphJ_4SPsT?
z&+^6}VL~G4MA}+jel=o9W~K0}iK3(FhM#T`eNA7qfX@kPI`Nt$_$NB=L+96--0*@N
zGXJ|b#g4xJ*r)u)^A*1SNB1iHPIymK|ABYbVv>!@cmo`GYvaWg(EE4sgrSRfH&LdA
zwW>d4oHDhA=6g<qg-&yd`on)tTk@s+WC;q~2vQ_;ia6Xr*SqCNHD@I(Yw|nZ4yt~!
zy=a~k7tIyJkxG|XZf`ZpeHGHMQDpB{c}K0E^8R#OFUdYlS(l8Oe)f=NYuNBI`Q%?u
zZTOFHlVU#UGC}==V>boLgQq&Fg+G%zhV`{<4%D*m{QjY4maFHkh@NzV)Ka4^%|HFt
z6p)VMXL1}-A$-3g3CUSzCobP{`*CSA(feIS{J{tYuawvx!Bo+K{5Nvq*fM?BX47AG
zGlo_SyOmPTs;zINfB2h=tC23N?la99^P_3$W{#W84kd(qqQIfd2K~+h<5v@o2zJK9
z-{g%UZwd3y=vlC6Op;YeCU{M`>ax_(7gM;-<U*!O)DX=r+~V6@Y2M!t(?WOt&|9r}
z+6;D56gMz8qssaA44iE?xwlJ!+%doH*a5{M1PQ}gaV%VITm~0tYqkjf5N5GMWGQ3^
zqHlM<Fu(zXY)zdpmK$J>-gK49T>Tq?mFt0L<3h!OG{=Ge3pT30w01qziP{1~*#4s{
z%NPBz?^K$W!y}3LQFxt)+PbT8^ItHP72MD-SF9no6vD3@`sb)tt5`_NXAZ`hJCj8t
zztLHn-<m_})@b<5WZ`KxXE-`!FgA||Wi?&G!w?VDI$fP?=A25Pw~DGB$+6b4p>H>t
zNoRnUp00<g8Jb!WL_nd2Qb?SEDOqt{R=7WZ*>Z6aaIkqwIvNKwUJ>`|SF!axs(TLA
ztj4mM`$<Dp9iORQvKbH);RY>sQe<2M2?K3N?YM?ulu$wsv_}(gh}W^h0R7YQ!xY)}
z41spTC?PoXGuIX2{?&YS5y*Dcf(a|68dEX=;8JGDckf&AF4YA&ScjVqhZ>Z_bG_NN
zFI}d~wzVSYeGR*sZ9NK;<zq1aUN!o8_^H58r*74wTPRzoZ1qJ?UW*=<64MXej0PZ6
zk-Wsb7^=XM-Lh0d%B-Z$v87L`oWI_^+OFRtz4(0aZA?s3<oB$<^I`f6+YKfSR-Gr3
zP~l^80NQZR`IU{o-G}#Xc!X}q+_6OKW5K!$u|6`(B_`ABT@*a<jG!XEKhyH;l9ErU
zvw$v^An@r(t79@*8%_@MGB2*X7@J`&ytU~rbzpE1U4JbpmeVgjmb)Meq&1^}TBaUL
zNM?E(*4ge)YFt`W{gtm-e=WH>{aR8DpAp8g{KVq+qF|n?WygGHjSW6_p8su1b3UkH
z^p58BiNeZaBStC?%H=yH@xdi()$YbNQLhj@8E<Jse`6cxLrTDSOi!byQ-_a04m+8D
z-Kk2G8RoQ2@CLtm{j*Uk72legyZtOOKAB&_9dr9MhW@oUwES@33@L9kG5_fOxuNKJ
zg_RrLUmqZnV_@>?1lKP5<lydKuWX**`4qt5c2+<8o~wyUb%$ycL>Jrj;Ev{?S19^;
zyTMq&de}5c6t(7h5lTBcjd~l+zkuEy*nmHS{m%Ror@~#kCadtpprqR)yYY+RGQz4f
zxNr7>>9qeX<nEw+rDn25*Yh5Va0-ay#C`g)OrhwCTcY+_E$wXw<Wk?>egbX*QhUE9
z?L8&pM$1e*o*$}v-#TwCfbs8<eu?|-=Wx1toq*l<FCDzk{jJhxc42Sx3eWguhEd9Y
zb{8E9{;R_W@ueoNHh8HBeie7>J;B;89YWCMt5UGmfbQEE%eF>E7~|z|v*sOsA3))D
z$%niI{MA-w6(5h(vIf_FDCjlaE~tjR?@1r4mu;It8LGWQ66Ze(#362O$rZlmT%Cf6
zmyFVwx^jyqyHI#S_y?Z;G8G+y8vskkx`3N37Tvdd@-2!K%!vNqgT;uCzW96_@B9fO
z)_y1Ogqo$OTXS+DtM=aH+rMw_{riTt-<dr9Iiw1oP&vA}-rgJwQZ})H*R;R5B0he5
zO;^OCthsjQHvuyq#{}m#H7-^AH{$=A@su#faY_yX8XHer;UH#z7}@nZr>_~!yP!Ur
z=`f=3Dl5<re;ef|`BkzpoGw71V|M>c=7RW?NudV%!QeMX2$1J!#DO@W{siheG<fC_
z^znvj8I2{uctqRnjUt+q&jXL=6`CY}pTDU2ZeC9{E!N8aHQS!Qq{(5@Sv%$IHW)TD
z(E&U%2y))e`J6!230?vXph61+G@BgaxZ#&dsPM19^9O5lf5@BU`MM5v?X}*N_rn?0
zTl~${nKm2JB=S}N{zQy~{n2Zc`WeY*vRfaHsZjc`n4QbNE^07>S<p;oo#}&^0Xwsl
zy1A5>v>m74vdr*lGu=N$RA{8M*Tuc_J<L2haU0-=x|tRT^53dP;Vvlo*xvSwW|IhV
z*$~+^HgIm@$`?IEx`E!ism5-4ctFi6>&RjUVY1}`O+UW>Gq8!9rIFlsuX{X5XvUuH
zuISLZUZCjN|5??S6rT!nJ-VlUR7Uzgik*CWK=5`0^k?;!jg~E=UsqkrF1YBS=JQaG
zkMib|dQ?bl=MM7Fu_|h-1I9Dj7FJ}=W*bJTsbQ>(<Tqi+WeUe(VRyiRs>j*XqU@<|
zhf7+gKDK6I$E5}msh4zf!RIM}54?xP4$k+pJA*Nu1#C#PdEYP>XW$^=+aiz`GvQKM
zbmLI4ww}n%1E{wg)Om^b;@7t|@BlFnFaMfKb&aTLV*tfd<u*q{^W8M-=<d4<-Op1o
za7UADt$ZdDFu6mtZl?)lwE+{?q55L~*!N#T+3CDwC0>y)^c;5$9Y+~u1&&#=XQ<4d
zQzZFW!S!rFduYi3@`5jQhZRzVi+O2aYdmaWgr;W2vzl9En>u3yw}n3lRIQi1#?l6w
zqcjUR(9@2Gc-s<kB-?qU#!?{C){U|)1#z#_ql+VIp6y&{?x*`=OFQB*lcAz2=?N`J
z3p@~ZY|8STSbl~lie3Ds3o6G&+FD*P;3kByntNEg^5_N%s$d}vR1HCY&1#R!PZLZ$
zd2VuX_nR=+jELLMPsdC{NL@NLN2$iKF`~<zJ_k#fm$<EA9|}f81dq1Ynp|kjXVXgw
z`(L^9Q-AHEKVvK*YNO`p^X5hInl#OQ3A3ZDE2~l$8-$C3bYr7EJ<qiolHVTjOiVzv
zjxk#oM|ekJugZL!BtI(o&|RU~P((R_n_+IiZ#0~PazLYPYeyY!z>O{=OSwD;8XuKg
z-aqqGk5<>#E;N9ftA5qs7+TvA9=(=|+jS50$-ZD<>NU-0!@0wMt@!D7Vvam$pQ12X
zxFr^*?Z}6QT3wHjq=<vpb>TebeF<G;HQ+XZaT=yfH=zuqu4g?UN_JnN?_@e9$mz;i
zAg$wTifmI^yS2|5-aS(>^<k_EKih*1CThAw@0+19kEyq-i|v+~A~mw&>PmV}DK4pQ
z(_Wie$~4O`#7i|ZOy_#-fWHym@>D&y?>n9M?FaY2Tggp($aaWDw`i6A-DeD>sa@L`
zf}*z7ZS$I&V}u`R{VP-58CyJf-)ItfA9Ph3I{y1+r_%NCLHx+T^2Q$dKJepTg8x_0
z!MM@tcfjkQc(X=tM!&wA1CfTR7d5w3&P)EI`-0iS`dJ?NDR90LE@c*X-P$--pIbNe
zx&J+?F8fCnC%t-GZQOis;}ajy?V6<K7k9WQZOK7;N*Cd+$2$V!_;iQq*DrIAtgi<A
ztzA*4Jq8rh?y&L$D22g0nCIvT^eI82!A!6dtn6KIzg=<RA!x~5Dh6q4<3qfSfdky#
zliYOK@%PLq0^_ccGI>w4cyazzxqb*io}!(W*XRVND302X77^rek$lG9sXDM^uK`3+
zE)ZkEXSLoUvh<MPN2B3Biw&GJK`369&*#+Kvr<_X?#<+vtTHi2H61+x-+-Cc#hXcm
zo7P5cSNTd5C88XpjZ^Z2%L?iD%zlp^cZiOabxgx}$+`?5?ileD8O8A88uW_%v@&l{
zFP{x_w5O0kOjDK(MT(%pD<XoE+e~R-sQ&UgX2IdUc0zJxn?u#xDarZDrcAZJsoeTI
zTeQ7Plg^L~qx$Y!t?_dpMD*MLDPm<w!6z=ZP6@wQXynxS**b~9?=_5QhwR~@L=~qz
zhA^mH!+ZW*Nr48SHFT@(gOUdqa|}J%@SdU-x7_xX5EIsY^S)LE+QF-TWB!%>V#K~f
zJkd)A*<F)k(#0-}xI=1`rK6c%PE55FvpF*IKhO(~Gj9k>mKxJKB`pqyW6~~v{5aBl
zd#i(jYtj8Y$iixMW*a}CpRW-_Q?A-OlgXDIcSZ30suoGHYc78x_n{Etu=NXQ?#0!3
z!`dI>PioiZQ8z#$>$e2Ocx~3LU&LN$DdpChE?QWY*OK2IQ~UODQtnl{GPvHNd@@Y6
zHBpqIPFZe_tOw#}TT;VZi&Ot@Gs$>ka|c|=SVK}`@=p;CrxMuwY)lv`28eES%4A1R
z{wEZPb+T=z=Y$VktgPKku@&23l|%nU!Uo`d{OP_EUb)2%8!Pvw<*+bbS+>P2{~QL6
zURAeD7qU_-Jx$!yX8S@dvdiDZWdeB(&7P)bTk4|h2FyckoWSmNSz+3+2mD?V0W$Z&
z{WptMS0`(n!~ryNiKoc)b3=l5`gS@FX>ES9^NaC7C`&;%SOngOB&$5l#@#dqqxZ}{
zRS@QQB;N+I&J-d`^Ahv>&1e!hKiM;4C{Xs$a!@+o8qmm){v8kCFnAv?+<|R-V|N=3
zJ)qK?4iPS(2L#L26%TNh((+vNd0Q?C=a4#EMC7E1jDjxEzb<ziz~ee*zj1vqUv?w{
zKF}zVYgiVc9(El{_3C@hgHLzTGiHuzgs-k$$40M~kJT7><$Id6OLD6khwV;5!-46Y
zr|J){dmJgS-xz$m-X(+1ncFJmxV@%6w8K!AiK@8V6im|^+g9ogNHiLQ`7)Qy8xB{x
z{GiBXAe9I?N)0#EcCp^Do^!-~P%m99%3ZEjY}8Vw7=BvFdnQJ6Nd$GS6XWT})NW^@
zWYsk;`e1@0NWPPEnCI#DWNk6<RlDEe#yugE*meck#4APps}P2w(;A7~&A>7`4I@iH
z$}RD%to`QFq=!`_>`$Acg)<v;76#SQRmPd@r?_5b<9XjT%Ec4gc++9gK2!X%B5j@g
za)f82&vJ!w-TPF4-(=4b?IJBTx0GcR^%wY^4+jAEbd!UC4$cRo%K~~S#U3(U#(m9o
zf4Sv0ML@||>BL*#1=Pp+dpB*{9;m-j(;5kvNvaxqB^+s;-yFaedzJQ3cl`EuXhUx?
zIW$8+QW8K-0&bj<9~h~}!39ScN=Hw{Gn=Rd{2xrzhuzSeIh-QUgXzhA*F2s3ORWB`
zpRoaE|8LEFwxHrZO8a#W>6b=Fs&bpO*AS@;>MO4d{Pm)7g=@wW^JHncJXcCmw<5na
z9_e(+nILEepy^{j*NcqyPUb9g7)vwjU_z#xM*UZ%nXfC#lC@K1mtgd0D?Gs6QNUgV
z{@P%iUpjE#YP0R8&$y9U^9Iox3aKircUq)?8Q5#Ss#*H(NYoWNiuYC$W!WmzF#Y#4
zXx2>^c>X?8qFFcftX@(L>iCg3ieq99FKee=I@?}}K-Z{GC1>oF-GBCO>CrslN&;DG
zG9|NEs9cdSph=2t4pqT?$~v_fL@V@oo;BRkPGPIP5K$j>=m@h-44)zPSuRb!@JfaD
zb2((+d=b8acd-he0+fc8w(AgxUPr1?;AN5|?%|e9H7UlvGvE8oadgW?Ei5A4cR*~r
zJ)Uj@?K1VD$jl>OC%OO52%Ltx7`c8O5a_TQkj!=dnkXq)H}hQ_IxDI~1XkI7yA<U2
zKuMt1&D00CY%NvI@j)cNKr2D*B8wVqUAFZF9bC$0*ZzSz$lB2KN-0z>*cDZDjng*;
zh<Qz~jieSui$X;+uDyv@X4+UF;$2)S=c4)E0nWO-rtM5+vK{g5SbJ8Qd~+n66#(rB
zDi)D5E^@<jH0em(_-QIpF81r6gCfIuAQi@qvbU2R)csr-;E`c{vXm}jZ1kkNNQ}e{
zl_M=wa<#pbdv99LGQ*OeIyfo2mcnBmL1lLb`Y_-JS<;V!x${)mVr*h;On2e*+gaku
z+EebFXEiFt$EF4YR&c;AEh=@R8xS91{B*7%(ek!L>n%q|&KP@oD?^X+Z35ioRV}Rq
zPSj;_b4ha2=yL}mZILw>(t$Si$|R9D;U<WjMxzdvvI!V31^5rZy?#n`-pukd88KVL
z;aHrK-n+r~?Q{GjSnWg@ud8L6w~e$eXFrb~XQkHp-Wx~39IsxCkFlX+1aw2;Dii~E
zxInp(UHX*vgzC+xszZwGb{>qrM0Q6Q^!fFtz<tBPd!3a%%6vG`Jku$jfxtpd(IkqS
zfaz{f>9}&O`2_*x>+x4;(4z+9LiP(Yw5d-kZ8UV>qA}zI!1lwSob@6djalW`q30qQ
z6pu7FPuAybdPHt{d5j01e_ZZjkPrLXnqsQaWjtJSL24oPYUWIRGG`Y|AjV1B-fkn>
zOB3sOx1!Ny^~=}dsa~0{B~~jmUpYuU<iYbon)mR%yqIIB%9(q`-VTBPiZPp|mjky-
zg^)@<7!@<%goU12ezzv+p6))*HfL!E-Y}6s|HT~n65Z2#2&E}dyEORjiMt{p0AE;l
zDw2QGioX;8Oe!}A{(;GM1?#nR-vgwAJzZBbWa7?iyuycJ1><QN`T22S*<c^n=QD)G
zYy)?pwB!$gz^R+}r4p>gvZ+}hRtc<U=kI$IzJaUZv$#yYr*v}G;Nz}nBTQtOGK5oK
zt}#M8y(`{CnlUtbfOyNBrnnd1dKzLz>_<c=IjL~Mm_WlVqDGEv8|78mWcMH|Z50UV
zl~kJTTlA5;o-U6%LZ8=zoT;pU-osR6BH#lz<)b$C2mJjMbTuYc&}3fazL_Hu4WfH@
z`88=+e<n}=kkd)B83hw~@#T*F394>g<rz1R&+FUIqv_^VX<NBG&(rNUKO~iII_)B1
z<mgEH(ePoK{H$>}x=$nrYR&MAW}OS_Jai|%dvbpo5Zfx!hea&uf!x=l*!0S0gVi`x
zKhyAX@cnhnSei#mUO@C+e}TG|JBwql@kLjU8w+Pi*Net>heA?UZ8L{UdN;$N@(%Jv
zovNx32~0G=!5!=9`N#k=;Ynkz<o}Pk@@6iJJ81H)M9W>C#q9s<;-DMdG>*;RT`f4u
zZ0NC?4z_rhO%{7%Iwy>{c*lN6a^KoTkS+L|d|lp`^Q0!Yln+ES8JYtQrf-0dT-G+@
zk(kjg%T`|@D`qHhK6v!Tqjvj(>pcW)2nI3X=Y<*1YnOPtBOH#qs~55Z{?=0({=+uQ
zbU2Gk=2Bi(Y(;)66mmw2t%=$IkAn(%)3I|^h2h_JL{7u<BSvgTg$T=SCsQ*o`gflT
zu2<z)tJ96E>r}R0k1eNzev`day&?G-k(&1(oja8|SIS47n{f+Tm~D-6uleE<fXZS6
zS30_v{>$rP%$v-2G#!N0uiX<X5Q`*TsM<?+C?u{ZTdONF&J{t8Zv!$Iv8!kNE?dt3
zz6*XaRpO22<g&j06xoG}o}7qB%PiC+lNr|7m`dB;J_<<36d5O4a*8FGu%<sCUAFkU
z3TJoUCS~V)C%+HQE$<~jJ)u+RJx3CK3ah%?uxC#$E|t-^1=5)x1yM&VeD&dsFGEz$
z4UV(q3k=A54T8hidsY98#<Pej#t3=dn^R}*#RT>)8S>k!aVJf8@*QMcpBIkfh~DJ%
zesSv?Ctvz^8e!&$8v!(nm=8V17}`Ajn8&YQ0x@NYrWilj^!<=9lWxbD2-^MaHVeLB
zOYq$kvihNplr$h=EgkciLo}-<23y9MS@J|I#W$x_p7i*v;6QzLG|cfJpaEPnC|OP7
zkiCHM&*OT-ds=;rZ5N{%aPKsMxex9OgV@O0z!NiyM58pQUULt|5yZiY#8cD5P0Y3Z
zv&cG+MrH_NOD4s<693vhq;rIJW{If$v=bhT28wXWf*TJd{hr{<2|ZS%hU?%5#6JiF
zQNgMmF7qX-sH=fKnD2|3Sw9z}^u@uE*J6yH;mIy;oGLJ=W1uw-*?epjn=*H(-He)~
ziIc$HH3>D*)qzI8(uGv%$lyyL6G?ErxC$nUzCeJid~7bji+RqRB<IjdVj*GAk0frG
z&z&ODBEg40h2^f9t1k1(A!90k1?6U*HRCfwxLh+G+Cw#1EPl<HJR8-r6J&$XI>pto
zXwUMod?9vjpCX>g+MA^2jhU`Hg_^)vxxmJN_&>Q2k)lS;RZ(cz2;ILCEwya3A^vQU
z7h&(B<TFt%BJCHD3JRoY;H*M(zAZ)Jy6LG>Iwnfp_4>^*E2bZM=_-!7BXM049TPK(
zc^fpQ`euibwMQH4fUUKP#+rp3`4!ToZBoHz7>=3_kY6Ykm~kI<0$Ky&izkb*f%_BG
zZ7<|9vxcB%xi1V$d#Zc@B&HYJ=xR-E3-{^nlC|#xyz2@huVUB+$)I0U#@j{AeH=)u
z3klHA?ikH1cQ0F-(La(5$u<$m3m0EX7sd)&OW=NHZEmP5vJ#nfWw*V;XhsY%ndbie
zMtNasdyX8duvR}~dxW{Ra%;>}{<8y_&62OWR)|eK$?nXj44uEcYwm3%nA*u?WA;dy
z4ct{UjN%Sg=NnjOUo-GGaMD@NbqCw#1RIkhcz?~hp?B@&CvLa0Uom(8((fl=w>8BK
zmJP^}aeQMs>i7SnyPHO{n9+?kAMSau{?4dJep3B|)kMpy@0Yh|<ev7MCU-XLfFk)O
z(K6bZJJyN@z}dT?k3vL3VUySijSSPN5M3()Wudu>0w>lHwa<)_AK6#BqtTcu_Z`*-
z`lsu}zDau}R@p8vi@#mw>(7YWf)Y8GUG%>0a+z@=?)gF`#Wsbou&#lH6)9QUE|2M<
z0PM|2@7@IIhccyaXQ`qG0M10!56>Ql=USy$5`ImKl_pI^9(<W0<-H9z9XeoEDdfvq
z`t1;rU3LKrpBzxg;kTFiMeE|m%zZD+mJ#J7&HE12nI?zWfA(LUqSnuQTzyo>)k9;B
zpwE*YL!*zhg`P^WEk{#ax;isHg#rC*Zl4Ix5mp09VF$<0vu>2iF(L-TGaD{i8T3ES
z_lcqzOqAN5<Xc$L(_I3+<|w7-_agMZ&;2p^I?k(@x+P!O^vrJJw_RVo)`?wVaYkQ6
zHNpO~8f;b1x7UwGiCRQRDEA!wvQJ{&EJe6;2(>0g11b`B!0*wJ3VT@zQeNQ0qrOwZ
z^4}G>$^e+T2cn;GJHBV9TUIi(YGY~gRHC9s5p-TIcm<C%4Xw=LUd5%-@0!1O6Hpp%
zXA*sq=tQ(1vt(ov!rqMLZN6XWMZWb-T+@!?$4G&gE}g*EO<KXz>9)PPK|1ab0iEfz
z2uuHU85Va*RzN=!aO!d>yx&;IzRfa~5uNE8U2UH;5B?TIZBFjrX4HkhXFcJL;qW>z
zcD|h`DYjbXN>|I;<f^iNd&~@+mm&_F&?EtQ%_d-iSLw~UqrfU;x#BazK&T{m2J&m_
ziFEQpD@ZbZ%E*X^)WF!_mSLolW1!PA@zDi3Gx)o^rZs*;0I;CaA5IZmuZV~FNEgI|
zxWul2QB>IXa?g63O(A3vCYX*c8oUCk52Wuoi3hof`Qurc?7N-x+UjZQxb-}L{5XUZ
zvQET)$dtg5SPI%T)FoP^V?n6&X+$jCgmxai``m6_Ta;mKH_wrpY!)08+^$tfCvEA7
zR1!`;!8rf{O#tR3PBn8L{)_uVBrHNm`hCJcH$9y3qU<tEp2LP0$B<2HZ8Bu_6+vCq
z$V_i{zU$YvHlyZ4H&J}qjy^LX8^1qeb;$uBZKTz*%W%@QSE|oMcp`!tUyJ@}>!5j!
z`hHCQ7)%hoLF2DP2Qjl<0_m#V)>bae&3K!i)C`_aZ?=gM7P7ntV*cM&dc`@!i7CeE
zx`NNv15wZ^!9~h2|Dk9`xc!Ke5xb|*e2H25FKV!QJT7@N?qTFF5o2dd#AfVP#@os+
zVgV)ie_Qc-`_gGN+TPCHsIQr(Scv$TG<`t$JWBdo;r{LY^wace%Lo}^q?IOM`q_$Y
zem>714&r=vcA_peNQS*J2{IHRCXY68Er9>q`%}F@4|KHDBV<iZb(`Biz|$DT(`?O_
zbi6YJ4mCq-l#_5jECl@b?dfv}z9`Y#x3mqUd4|6akSpE+e>7Zj_j$=BYHQUGZz_&)
z2<KksXU#TN)9tD(fVfZmzz?L{d$)i5KVz9|;|-{HWSB|vVKck_J&&>@-Kg&+9Vx57
zXAd-EyPtlrdgyqaW!zjNqITVO--;WugFB*m%*ia5w*5z^98udlZfCWm3wNffUvT?|
z7KUqR5DnkZ#JWl0rPk&Ov=a5~=9~2GvK@VYowM3?_usHDI})UPAvprMYaGD&QW?SZ
zNnJ;es*Hkd8OsrRo7u<B9kcibtBn%5q@#$#fwg=eLcI&kW?9-7j&5)qD?|64-GQ(p
zu~qxdRL%Bk^B1l^$qC4QRutvZkyuT?9M^$KgW#PvoE+{|+0|}}Y^>d&&|$}#I)44@
z+R-xECZNh{t9PI}wsA!U>=Lf>Do<yru3St|nMA0G{F42*f-z^)qTct&eM=uH%T(aQ
z8lk}X@2v9U=1S5Sd+v<Enk{A(<83ElF6b0zIz7dn8MR$3faR7Ay>3xd6vho=L}wwc
zk9?vnm37cK_Y{opVoEra2Dsi5I2Rx>Sldx<Cm?*$nlvnujmJE>gC=ncGqtzx<R69n
zvO(@yTw<^Uey25jFcD-=)k{@N=9K92vb=TtJa)CNKiuq;I36<XxwAm*iR6=v0wkLT
zKO|LOO+i4@MZ#TP`E=3Ik}qigU%!_3^L*jsL)(M*tB*ZsLQM#ehSsB3as#@Js)V@R
zsyy(=q_hdcF$9ki5RJQuR_DIVpR07CO;#EHe#^PEu%6mU7?Q*l@P<h`jWYQ>P%7-I
zCkNPOEZJ9j=zi8T9`s<kWLBPCT2&KEIHu^h`-W4AeeT36pq+sZFrqqnaDahuDN!vO
zHg$pL5O-6ROKr?<A^(oGk@*Zm#Di}yMLyo?3VwKKZY>OdT~J*y7|133!cu|$7j@H{
z;5}(-N|Eg?_X#%^C1X4i<FB+!A%vgknwT2|at|&RG%(&Axp0e7ALS`Ci)sFTb(Ox^
z`q8uig?pJr3=HGAy92ZFFMtr16DZP1v-0Kx>RI)77&b4lukf^-kBZ~c)AO~7!5Mn7
z4oBC}4_1xFp-epCMUeGe{?wD#3kBd_DAGp$Qq3O_Aq!5^aA^4F-fWS;*+f&IJm7;3
zqPTPPPJ{V1PUZbFRQwGSaQVb#=^WUqT)OO`1xrz90M4cd=H2{f(sB^&Ur`yX1M|)j
zqOXCola&XE7P*wmoMFv>5Wo|2F5f-!(UXYEUqZY=S4^Sn^|}HMZ8IBjXOp}~DJ>|R
z2bZ71b<GInXO}N&1vWO2`iJObULawGSXJ)F`NQ-Hy<}Z!oE{8H8+FZ#P;u-dI#+zE
z*bMP#=i?v^S-LC*^rwb9sSYo*;@2wmNZIb{%63mFIy&pFo*+1MRxsmZ@4r1foT1B)
z-2|HM8iedTtvV%P{58qGeY&A`82C*nv)m>OM|i)X(=HrHTF0=4*Uoxl-2g5I^4pAq
z<38@izeJvEUTg63M&%?DezdF?d@V>mRGPdksFcH(P|BelchJ5yL$lJlNATn0!gs0o
z{B-&ZKy=EBs2eK=;k%#rx?04qFM)I?GeuJn&;RJR`Td=K!5KNIo(n&|Z&dX14Mx{$
z{oPnc{h#oP<#h5xfXMHJf6!Ns*S^!(9D`*&YBhg9?)*J%hu&rWoE_jl#M(lRyz%Q_
zNvLYU-oW?HI(Q7Au5c%L_V1djg8S>dI*Q00rPQ;i@aHm+f4dY|4)xooqI>?<VJY23
zk2>5Bxjx&YEpL47a2V9hK(u7mRFcg^<fMB~e@(AMLCC00oNm(mbtVPf35Tnh?C@M3
z+%oI$VuyO~7+gJkThAZf`+EEJkPa*9oos;ZV$e*)C!S45Y59J}$tm^9zMe_%jp?mO
zpBfU&pSqB{ObF0>%GH1Q(7T*L%2=@#{dslsHc>l=r<q|{GCEToKJAiwuaY!B!IjUn
zxeUf7z79JHhsjN^pQ}4mp8I8Ne#e)&)?agv{fsP-jV3#$U@AO!G+A<^cM;5m^oilt
z%h@=EyKUF5r!x)-!~1yNT$QdEM;Vs6b2x$>*duvAfmtX}HsE9MdKA&CHYqt?5^y3b
zN&m{>-W<5173H0Fx%Qb_zhSu^H-fXYzW~BGQ`L{D@fqz`vpzA{d{CP{C+1(WeNht-
z_N?}q1@ZOf<Qo*G>CHpp`Tq(w?W^Hd0xG$sv2qnY3-O!WTr#}1#4P9m?Y2bJi*5s_
zpZDq_qHjB}4|+zEe6Z~o3naVnqcG(#Irj^8Qp*W@U#u_f)KHw{y0L*n{J`XJK0U#x
zKQ-w#yxA0W_u3usx)CQX)q*HKf2w&(*erXF@$_bAC@$}mD$Q3ca_=$Of~t+de``Dd
z&jX-PR#(cDP!^OQ`@#Hco*fpRbn4Yh`nj0PLYy+{;@!dKaid_zCc4^=R)t5>fOFz6
z+XR!x?c9Zd;yc}9GBrdgB!-&@Md?9tJ8AA<LUTh5)GzMu8wNkD3FXg*6s#1CaxK&W
zu`xpYb3&<fEx~%9Z4gaGpTO*hXk+hfD2gh7kN+;^5NETNs?M#T;H<B*N)4bpvH8+F
zSl%+uFWGWqEnlQNkZX3Payd~~c90Io&`0o$p@#HqKQE3Cyq;}v1W^XRu6dq#jD@rR
z?AnC`^yyCVtkkR<+$sYNAVhX5D^Y;3M9K<WlBG9sr58)o7P7#wlNqk%C#6R9oB?{m
zw5GIhu13P8fkRc_%W;kZYuPge;9>W5BIZNyc7eJG(g1O@MHakn+6$c4u33DtN6m6B
z3(V1JS`miFQx`kFbU&#Q0b=LN9i_OL>09M=r&+249j}dXDI$bv{<$ne`(_nknNr*F
z)(zs|gj#0ro5+=dhbHEknnXadw*fp-Bwt{wrIQ|3Z@w(;KIsLC*E@{`wenn#=X$+o
z)=5Qde#`0q!WROSTj_5ys&_X@&SJl^<T(?vh6_dRJCCJbd!<q;a%owZNvnj`cF2of
z@BTbC`i-D`#y?W_8fJn7iwSJ{4Fu1YI4Pyg$naZS`Box67DzW^p*4+uy5UIMFuU5U
zEG*Gow$Q*MJsy3{7YnmWT6=Yk0@x7ztSK_>sMG3(7q$vI$Noo`6GM~fdC@j;r}ph9
z%(V1N=znxWy0m7lxjycfoa@h&cTk-*O<Fp(jYOYo#-`k5?V3F91os5ji$CgI<LPio
zbHbVG8Bn>#_k;U~dQw5>g?*pnRQ}YV#y6zvLZG{gpT0j&-87DVCQH`ye;S&m`*L<8
z2dHpfuj^c{KR82a>dz2?)hWd2{&fAh9gnoM_kCrnM`-&|w6>p%)*H7ju?$-L@fzAC
zdhJ*GugtGa+4Pb`ORnWUu2&!e^uXZ>=}=G+qt}nNYby!oU*gtZsk{2ju*dN`jO$U%
zl_%<fZ?`LuKf3hC+75Lh8y9$A9yE)*`->pjmwAuZVQ!hozORV60DAjN=?}Z{qy2lw
z=(`EC3J<Zplwh|<$m#rnvJm0$v75#J3>>o?wt=~BBI6pV5kr}mzn1-Ak=MG*2!9cg
zk^6VHQEqV~r9g&nzExxs)G(r-_E_*$|6V%Ne{_7jjx9W$9+lVLeWf=YaT&Fz<=a{P
zNB5*r^<29|I-L378rzWx>u%80J)Ow4-&u6iQvv>71ADHQ%+~&f@yMAS%0Ty?3I0(V
zY*<SR3U~IFF50{hd4cm8Luu~&9T88~rCGyurPP#>*s+2KfUMkq4Q2WDfn%i$Q7?1o
z3T}T;X?(JttAPcbNe&Jz82*9JJvu#Hz!#XxBW7(aUIPNIcBz+kL~^`~BQ*rJ@TxoK
znx;1y;cU8VF)L$zJbAb_<A02?g{`HAOpcf~m)gEtaYi!*G3R8bppQ2%JKqubHI=-?
ziZ#}Y!pZFx4lWOD7(9lk3*^ZBNB1nTB)>mQt})FaYwHp9i)KF@osGtVtO2KB2b-@k
zeCAeA=3AOW<)sj!kAp2=>ZXlgSS*6sTMOH^CL`r(Gl{5B_9;f2n+;S~8>MeB!H(q3
z`!N-Y-*`gc<W~>X-G{Y2r(P6?Qwu<d3ZGD#yM!r^D5#okXn+Wu{)UrFP7aPef)9!D
zWFb0(xh=({_-HoRCWjX)eV2<x;8R+I`1`i@NyVNRHFTMI0mJmrhumJkT6z|OUPh1<
zLdP8zq`@#fsi8RlC}P1cf6}31Y30`3XJ~K?LXvxyiEZcIiPzoD7!5|PPHXvrc-XW=
z+LC-Qb`lSUNNROT9zhzWk3O*Xl;@gW#aX1ERYzbfIm{#yN(=F<nyeDJQad;bm4@-a
zQML)R8Hh6F(^;}-C`ke^50T|7Sey72p9`>_>6_nGNf_ELMA>N8FDnag=gvx$Y^R4J
zq(!f5v>R1P^kjFQ5><h?dexZqg6pMRMo($ui@*?(vtF$<-{v(v#=)D}M0P~`g@HF8
zKWm`@(Zz7RK$Z_Zv7PtU+C0AVjCjcxNs-~r{fP!7JXOEEs&xhqSxo1|IC^=zpOveK
zoWB1YTVu_LG4%RL5v*ceF9_W;RnW^s`LEHYBRN+A!m+V*oSdA2Yp8S~54b8`1X#0y
zh91R!)}!e)F9qP#C~9CvJ1^(lcEPHU_4vRGmv+EKRROwthP09@HBMBFu1*CUew1ht
zCk*JqE4uKJV2%%DNGO*YxU1Yz6z36R?->s_Jgt%LOGwcqg$Td0zXSTfe_cEbD+69N
zHVA*Mxn9~tF>;cy|I+pF>V8`I?=Eg#9tljf2xe$9ZP)W_bL<8Ew)=l_7kPej4E#q|
zNo*<%+WWGg@z3lq_5Tm_RX+_FWCr}-^xpq3`P7>hWXgmGwAnCtV;)?iyCw*3v!fpY
zKm9ITu#4zJm7E&!E|22pDGrrs3GJe3XLDH+pD*Q~28-_4i1H%tspKu?4CIpis8g^&
zg^b-tcWR)W{!Zs1`3NP!QI>1%>Aw?=!%hop9efi90!x+JLz$Xil{qw|@c`%F8>kAu
z&GZOB8{h57>azB_&%amDd>AdpIQ<pT94O`OgOd?{*&eM2H)=igmN$MHcuCjIpZfSw
zz!YwlN|<t0lKU+AChjt7HseE$M~{kdUp&gcabW$<O=Z0Y-rCu&MppuA)Y5{WF)Gy4
z#R4*M<fgSnar(?dd_WA5Kj1;mjoqHv61OPox#G1H(3NizZL<SUj+1g0474r^X#8*-
zzx@1_T2(FiC?c)8gRY<OTd4iMw)>HDd9(m$79P?F(+BK@M1K;An`_|G?>l$w2vRTk
zinWPL_Y~4=`(1)*n`{lad1E$X0$Y(lx;`4bq%3%N$MN~b;_crL+|uOTGVt4Stl(Gq
z1F7mk_mvK$$Ly%~G-c`+D*>8y<F5@9wJf)4(F{m>7@K-gWYD>GigCfHLDYkBiSiSI
z?Kgdqv#GN@L`&8CluevK$tq^%>vy!`AH%BlC80Js6VomQo_9o}@HNp(F6iHdJ9MkT
znqUQst1WHFmd`fV+ZcaN8Tp1Hx<_ZVBK}$aB{aYLeg|n@aK0HJ^_agN(R-$mBBxXn
z$hT4ui9jFn@|J8IgST+3dlEbQ4wNe`Z9y{Axq2n=`Qg&&Dr8wfSw*>g__ss6k+Cg@
zb26!JgC<|5nTD#mRg*@-KEgbI447;DnHQF0Fx@V`DnSD@9i&w~H>oKbP3rVIJ~-IC
zB-8Y_XSJ6#IK!c<Jg(@6YB={zSg6th-_hW{*(v!J7d;l)FXzr-C+(gv6R%lyWdNl!
zw)|OGb$TGtfaoM<r{NcP_{H{Mc>9_n9(Uo$L+;`SR&3xB?VdU}4(HK4ygiMaDManG
z({9BGlTk$;ltuU#(>|O%6V`-3uR5<V{y05gB^_yw+&4>PACP!K`;dU-N=aL`Igen!
z?58n}2YW8B7-=-Sn29%>Q?&9N3-4s@_T8H!^o?1{pmYO6<TY4Stip$gEAV3Pyol;8
z5I5IKv6R?v`)IO~6m?VJTW=>tPubcvmFXdIX@oXhvk!7afs4on!kMT$6ilh@Tv;68
z^^e-$6j`54S1Wq&!4NeoiqoZsfcxL8w=VFV+_sHI>j>G*2m4pOZ;{!6A|!shmc0>j
zyueLl#bibkmttj`o#Qrc<NTqZo@1MddWgDU)uf$g^WSMkTmZO^nxE`#3q|NmzQ!?o
zyRR2KFn*P%T;ts$20lDvLzbDlV{W#HYi{TBs0-@q%5qUmoeSbz<@8Y?zG3*|$#>tZ
zgY^&o-^4)AraC>{Ju2cc(+kWEx+((J?DX4~=*(O1PU>byn9!}B?@clJ3p>5b9%LcV
zXoVTwb_M~<EOyoSPRrz(utm0?ANa>-+o(Uk>^nR}W)x;4em!{4^Ih#vb+cd_tW^uB
zny;7SofFUD4ztD4vEc!H2GajaQl}*==e5D;Rg7s#h5*|HC@t<f{eR)z5C505URn4)
zmsZ8-F&4C74|WVFu>7VsEfHG~e5K$<*Eg9Q8p9O%q^>0@%^~gTeLua?`T94oRlDs#
zM-wyFjCR@aFHB)PNXOZMTbV0!(1E%2E>2ra6I?tD-!b)8VhQe)hV;A8W4NhM67;6+
z#}`3Ajf=`+VJ>QaGNL?W$-o0m-cyVJ=q~?}T$lH`SL;$E_NbM&t>#?HiC5v3?~AVX
z*U<PJoBK@bZ#r-`ePQerhy#-Osz_}LI7@ZiUfA%9+xgwOD^Fi;%OwBiZ{oc@QaC=O
zlXmLkIwNxZqXM7*X^~p7X;;JJ=7H$znZX@jbx@Tm)H7q%>hXN>UiDGL<zFdjQRf}B
zxaUwqP5vR*KPJ;+dD^|A!h-BDxr2Xt&F@0L|37TKWl&oU*ftoTK#^h%?$F{=w0H^>
zcXuficP%cZKnd>d?(VKZ3j_%6uEia?dER&T+aJ3>&JbqK3^N(#mg~MG$%X6A_<={I
zn#~SEl1Qj#YmJq^*RKw{`|&xIAc<2hs3Aes23JUY^8o;|j-x#o^(ap>iad2Cm#}YG
z73CDUw(n-f9?<*;(6KSs9Z;7Xm_8yXZ#!0KjRbWl&$-RA>IG4Yze2a#<s86WBy*Lh
zOVi@GAu4PjDodFz3hN6_evifO-5jAH_1fyv0;hPrj0EQ|5B~tt;`cLuK)b2$&faOx
zyV?lzURPy$u~nv+8IeVs>hzL-q5dNr=|HAxA<uDY?_g`f>6B*t#@DwT*M48@(`n$b
zn!ly~fYf;Cc_qF_y;)SWnl^bq6%<j*dcwe<{%QcbTQ=2AJ9IrVbSAA(m1T{uMWk?Q
zfGo{}d6rCrd)AH&9(2)Cj*x4MpQ`A4)Edtl#e`kTS$8#36y}nlra=rD9f_`F`8|r#
z^N#ghqS=by57$G{Lufwf5a-*%{h*~Nb;~k+#}65*8-XeW{oCBFH@O2<P7ghULLASG
zU<Bd`szcQc-B^0^Ka6jQj%8w`3%^Anix;WJ*h8S1txg&0#uU%c5QuE3w6*vg<O>7$
zDx{|H&3m1;kEK|>8}Z`bvu0;Ta&VYGf2sQB4#i<u;gW07bih)L`I#BuJ>x9sT1f6u
zVHRq}2$&R~Ro#at|7IopifN3`8`~qEbuA?Gwd{Rn7&JfRSP{IE5-wd<px!F%>lYWL
zNxsMjnr47Q5rZdfRnK}S*ok(O%iy<KfO3B+Km6p(SG4Iq1IH&v-{iiOE+4&{%`Nj3
z8w{9rpvyst+@VOsqBiNZ&uXxTe3%t+82c;NO<$?Rpq=vBZzxmQVfa{<6tQqXlYS(J
zB;50+P!n)dT2mqSS5zdSm{ef)`^FT!K2hp=2&sFw4lz1&!0Kx%K>RsgYM)hiRN-Ze
zTitWWGcOz+;&ky7`gqqnB?`B<t+E-IByR%2BRsn7W`*##7z$9fuoK(hVRODewgd<2
zW>mEf_X0#(c=nePFRfK+Whi*BN2+s+u`DSw6zw^M5GQ4#24$_?@tU^#100#9^(-p`
zTE!1mw8~bNmjz-j@-6ByVYW-ig_9WO*+1vJIeqi_+67x07A6-~j4vgR+EF@%3W%w&
zqjq4kU5JgzdzW#PYVG*JRUZC|(=1sYZfNp7?*pEZ<m^TjhD)~;Q10|B=_Lbse{y8&
z?o|75l`Pa?6B&Eqmus%E&%J-^J{A>92CISboNBHN5@aoc1|u}&;^aiD%vy)j(NNz7
zi-eSOmSw@g!FHz{n~o7D3p#;DgQj|@dmwAWMGGbGxfhJA@QSP?csZt+Qg)^3+_2LH
zkjg?PDJkm5$*iq=Si$k;qPmu^a!kQrwa)b+NnIZyXjW}UY+vYgUu?FLjzi9h?jPV*
z(&a$|epF;cm#(M~D96M#Y<Jn(IBa#@sQ=-J%JawQ-bn3&>~CpxGM>z|%wDvGZ=h0Z
z?;d!u^ZZY~vED?aqhQdWg>bplUFw&L72TEcyiPVtV^C<C3TYfbExu<fFmi&`zIUV3
z-Q&&Jca68hYe&VGboCa{YP&+q!loF33^F#UJ%)P3BFjN)qGJhoOs$Ia8~9bDV1gqU
zXr4?HfCtu<1uzs2(lOw`RY*DCB!J2Yl9uqYFMRMnwLcK~BP$S7jA4)!2ngaP(Pcp3
zQqn0<YCGu`2ipPPwh~nOW3RL&V2dr5U))!#e&L+1p(uyda=-<@++0OU#4ApFx&u<a
z1wmT07jEg;YrRa_Chwe5_P~Xz(o)`7-9-v87s{t&E!tTYb7Q=t_oppLh7J>Cb7hyr
zM@+S2*=*A5FEErKV!Dpb@2=E|;Ml1ka9i41K>)%JMo77Nr3ukY?Lh#y)b0n$N?|s*
zYeQX46*@c6TE#6^--~l@_9EgLjg{uxy1k@z5_LkEjP0K(Yb|T1R;5|>vGP&uNxWLh
zU}p}Gwu$J!tVL?4L0Y*Nbn&zRv+t7zM>f)1sd)pl28yvf9$_y#AC*e>3JoOZqSxT@
zWIYOMa)~v`DrC3sG($$-@3?(CvC#mVPeartw^o;8FGra)7@qTy?&tZYT_ST{xqotE
zqf0?6O%%3M#>xaV!yxp9Jc&JIB>Vki#9MGyonl(#!lu~=Z*XIn0sNifHeN|7Wy>QE
zduB#Ay~L*x;>X$W3OWFsW;LgvT8-jB=KHywTN>^?BuzFaF~_PGSJkzn9`0+w22{*>
zBx&R$#~oDjmAP|CLz|#^yYO5W@nWsSz838|rx||41<FKCQ;wWLNjCjN6`{NpsXi~-
zk`pJO(oh0K6djZ+Qcc<DdD#vUrH3nudxX15P(({zV|})-rc~Nd!4^m*`G9L4yqu6C
z*|%_GU1d}_#djeG580IIZ6n7uR1nTgXvo>`{C>X62p}f6;s;XbK_enGmEeUH5iXN(
zkri;XvLO^rbfvQrfNp0f6M`pZ%;-LnWnJU=qjOB+rw5!dppsqZaa_5~z@n@K1L0Mk
zdk{jGMT8J9e}%?(T?jX{<CiiKJCf9l0Rj61_=>858HfX8)ca(r4~f{~a!a`b`Xw3s
z+#Mv9dpIJe3^6zOYzU(|^lO>J_}a4Ax*qT;(y^vhMl>%)X)NMGLLn&OhVu6h_gh2C
zpK_^RE$tIU>AT=Lg6LN=JgXl73QJ^OB&S^*_kIp|9%8URXc3CZBWxRJe`sS&{{bkf
zk+L_<ThNvnVx^qlQdW95thBm<coW|L5E%RWn}oF>n0lEDA&L{i^Yy-bKp@{#23ow}
zC0I4B-_ecDBggD%Pd;-es~xzGU!U)zmo8u5+?+HlZ=&3uPLBMU-dFn8a)yHVBBZXj
z+U;YL+R(y~g6-iy0GeGoo{^!FyA%yS(dlHRLa~nnREKv}7ifR4kDxd8takpg@D3^B
zX`9C;!KV#_@RzFsKdqVt4)gq-Y1#=(NHQi<4U0++IbxuG<UIKLR2uH=%RH$Y$+nT`
zoQ&SzG^6p|!aQnAFH<N&X17N8H~y$c+@x67;?Ckgy(>!@ieKZ`VEYKJo3fcn3;Xt}
zs(kp2hIOVuR*S(!aooGa+D{k<eFy0l*NOMQ8oY0gGZTre-D_ljw%UB*09X<43gf_|
z-T&x6tGA??62un&b%{ZwCi52v9px@if`9Q_=jGfa5f>N#0IbqI6|Cl0n&)v+c-Bq^
zv~Kd)39z63eZ3cq`eL_Jpy!5ffnZq8J&1KS%dfkftND&*{{cE@s~YVxal?*pWbOD?
zmg(`7n693ch3#w)*{&#2bl*Ddk*U8&gkr|elIjYJBN=~M&$3MvH=0$;LLD+{d24sn
zE5nL=HP{)IO!h^8Q4TZcK2t&AR*-=4W99gld=$XBi;>v6r5A7{ELURxZwV59|4|pt
z)NYzMc^v2d-{=mjCy_q8{E%pkIhq8K>qMtX{z+I>?-sEUHLEF>2P(e%aZj7e1z9pq
z)}RqwYpi{F&vb@{)-+f2#&wNLF7am~JXi00^`Rq96z|ko8>g?<p2e)ux6aX~trglK
z=RhE_;}U&m69LnF6s${5x#Gx9s!yvekmXaEo#EvAg7AA}t5Uduy8DM?arD+!okZeq
z+DcNQOW^jQs;5%MPg06RGak~E1S%wlBE|xmD2`bbJ;pL!A=5uI`JSPEL-pSy3(XU$
z7g7%d&{;Uq8K|OW?@g}?-)ggYr+wj!n2qn>kyZ2RZo4jdG7m(toPZ~wp-xSgpaNA@
zr#P$_{-<&Lw>bRw1R?|f+ay%J^ugf}(f``Z|30cj|KTJi5h@Y@q5?QF(t<W2Y>_H*
z64foP04Ho?I9WHJ{{xh_!6O99;B4^OEunETuTK--Rlq*uSZN><{a=W3+S-qBH+9Mg
zyJZTy{Af4p?OI93vN)v9@PRh{Vpis_{!6;e6s5(o-K^JSx2!>i4iX^Cp6mPFum|v0
zr<0zU+u8%dt7>)~a(*o{k)evgG9$S2%aO`I0AiVjWWn@79}V^@AY0a1=7Zg3JN4r{
zGGSPw^zcNl(?LIv7l=q7>1o+x{Xn`*BV6M{lZ7pNHI9?xv-j*_`ReIIBIU|FIb{TE
z1_Dn((5f~`EhX3$#`kjM-(#ck+orU_NrO<W%HUfx-j|#wl2o2>zlaEtAf7Qul~t8E
zM&p~?Z*YdYxjux&;fzRwMLlvmx-2S?{UklevCMyIt5~Z!;TfLbvRIymb9IIJG)1e_
z*8k?mp)QM_Ub+-lwp#J0q^A~;ET&?2uYM06?H>PIigD}F^))g7`PxTVI3a<n6t|uX
zX~#bNpHC(r=cXdCVl}Fa@`y?LX8!{kD}s@R!=ZY4ZzjjMRlQPHUK%GCM7N@CupT>$
z7!|H7n039~ksWzGFT0H~zZio0%DqA4=PTH7<t{rP3;3@oPRQK4JhN0@bDt8}m-n6w
z2S8-e289NWM9gT?;ZB6At~1;kI2p!j(Yg*uK~kDWOyof8BED#AF$UVTxVl8d1c<4S
zswt)=sxaRm!w648%^>4jNq%5Y!A+^tv6MYCVW@BT9%%!D!k|zD`WF-dP1PJ8YLSN4
ze6qB+6`2GY1E<nokcf(Z<l|$dOX!=UdKo?d?FPwa`H&%=nP_?W{M+2>&Y0Je;eNF6
zs5#R<_q%rDv9*dX?4?qmCsvP-lLOH>N0mE^dgPT;0PVC#`YpCZtMUVaskN_lGzJym
z3eL}OoL&?h-5(7)(}I64abGXxm~?spSMt5HGb9PM_}Q`bY|=6_2fX@;2EZDkd{nqH
zMLu-3tu5N)aqSeIwhZ{oo|szAEu~ax-kR(fCng-R23TMl)$KP~g(~MW{a$t{YSwY%
z{vE9-_3R=*D^4*ehMU53u&OBj)S$m3{nJ;t0zf6LnXZ#1vJcrv@%kmLwj+@)nzQ{L
z<Pn?7!oC-Q1%?DZXbN>>cNmy+Ie68v=fv!FMm7qDIfDn4Zzvi<P9)O{mdZdKPAW{6
zI|&-sLTty<7lUPS7b|U1hanZr>DV~>!x968QEL(Jd=WgiUI-OF7$_k&7dhL+&-t-h
z#j?a|FG_LUCP+oRy8X&YR&mbKamZa;98OMtbS;8%l1R`JQzV{<klhDwl*3unazvF2
z8<-3T{zEnSvpnp?_s(Z;jV%{jmIzB8=lQ>#w`;dJ+8grG{*BUpL6%}x5_N9QJ-hAV
zI^W9+8tshmw#P3f$Sv%!o!0;I@_JuQ)o{;JCq{O}ReG}wroUI(!g#-Ts5?-#7NKC9
z(T;yokOV0)&@ULr{KE9~qYTT4eh)O-QD(=yMG=1$zaI!0p_3`A+^Qxy>?h>Ki#?i-
ze+29QE&JrUI;j~yZjZovBg{lV$MQFx_^z5Me#@_s#4c%CqqCP1TH{7ZZsQe7X?dyD
z5~1p*+?jg36jg0uj-lj2L@}Z7SA2mril_;r<+>&h_DqPMaH6u>b068Mo$!hZ+gL|c
zFe8Ini*2roE?wI0AH1`eWCZ4#Ms;7nL!_m}Xw;_Y>FQ0PJaTteX=sissUJ}BPaN<4
zC7Sz|3uFkzO!c#2RsMa97Mz~3Hq%2X8`6lex{`@^=I434wcFzT&P+ip?P%Bd?vuSF
z!IvMBYPn<UO&!UFFAR#>3l7~?%KA%3TpX4Dh;2HZYEK<~h8Y(YE|)!`Ppg7g3Ki)8
z5@c_3{9Kt7zK<mQOM%544HFVtGP?kiCT3A?y8YF=OY16i!w?nTi6kYfi@Hf~tPg5U
zZt@)Dp9vK!CUTVm-Rk|a8}<5;!vjUENDu9Fc)*1Gnw(NgSBfb*BsZZv&Cp~+Bf88O
zj~Y+m0QgF1{Sj%L8h5?ttkWkZ?dly=?&xet!^Q6`%cX>@z&OJ`0wXwfhpdKBPQ<aT
zO~gNB&~W)8>nQL(*>AoNJWfj_TtIG^WwYhlc`jZtZ?L=ZW|VZ;N=<p$$T6Nd^`Wg^
zT`nBptr($S{Scj2e+GAOUfQkPYmAW%O=Q#>ofo}q5Y%j$Is2|stlMENkVHg({s#6V
zX~TEux$LE*URPRs@p<hC9x8o%zSyK^BJwj0Zj31Zu0l}Nj)!M_jOFa0UH!I1QagZ|
zK7Z<)6pyjaxa5}=;nFvfjQ9o7&Ovd-5!1$0y#*5vMU{mW<{Sl*Id^}ygdZwVph6%{
zG=gVFT6$FAgEm<tzWJ-5$Jr_?c@}k#`CpAPU1MNt!T<EmG!&q!c``RZMbh&Bw9ij@
zU`D|Ib7uHIKhqd;5aB>w0=%jI4^YP;Cjp>iD9j7MOEid2G{LUTi()_=*Uj7kIq!Xe
zA3CQ!($#*OPH0j@1i&Od3I<L~Z9O$Uoe%U+eb*ScNI(s<)jO(&i$JO*!Tc#_KOFD#
z<=l=xe7(U0^;P#*Sh=u|{2-dVYpLcbC?4-Sxxr6E8!}1yeD_ZAJN=sykhq~fd2%l8
zf0vHn75HD&c;qO%4N|qd_Gd*K0r(351wN0_RzIV+@O4O(4nlX+UpCX)u_M^k!f3)E
zGbp9%W@U8-ic5ma!%`zZs3uJ(uS%13x)m$pd?lQ5@4HYS>E=CmOmkL3YK6^fS87L%
z*7XJonoM~|Znejk2v5gfL1&GMJndqB-ak}cCwWHcS_{X&=nblRf1;_9oR-B-=2p5k
zwuXI7hfr#`32@IfEE0x&h+d4D`;`SXYW;!pm_f3K{@t;)Na%Yh0*Vu~K|8*PzW}xm
zryOJE=Te?DS$-NuUH#w%4i$xVa8&e?iS9LYE59j&#-QEcSAzn5TK%Wo#sZsj98xsP
z@lq>X68$}i2gxYgtXioy!1bR)gp_Q9bGoB;u-p@gLBS>~)@@1I?1}y+xla*x#ix0H
zO3Y`!TWyzeuQC0+55)XdP#dd$k;q?M)n3Sp!Cm@#{e3ISlB<g7QK{4e6K>M2X4)~c
z+Y7$nKg<GUDwaiv$j~_C2dRyrxJtcOxS`%}B)Tc5G>@-hjC_x|t3WTwvZxWh7;6f|
z@^(^WhRXo?uPd_13CBNG3r#Ea9>TyAo1=Sz)sZgNO|S3jlcllj36&LkB^B4%<X>B=
z--T{b{;nWny=mH9_c2rOCBHxuw<Oqz_y;KbA6Z<becbuc+iO~$LUd=xHj7@>f?bRv
zr*j|m2)2*)j^3~c5FWSA7rbQon_(f%hAavw8-C<qVGH>}4rQgWwFt?%LXqLox3~7-
zxHzRL4Y@2~IoE>76d#Apy=cUnFaH2GG<h8tXMqm5mS+Q10!&zqI|7-7wX+r^MwzTR
zwzPcv7e&4KM*61Tv78-Im_O<|hzrUbnzqgQG4g-pKDI0KY6$%RGi$%^AF`aV{cfpI
z<4z8KryAb#7&;6knisBD)sxv`$5<InqWMM)auYT7XG$s){tmMESS}@DcOLh0+g0ct
zDpV&m@;u=tV9`H;t)wy0oz1Q~<E(VAMT|P=Yd>3|#T(PLM#?0vd0IXAL;z6uM#FI=
z?xZ`UKJcLQrKvG$8c`JQYs*1CzCHB#q~2_1oE(*`8rpIoLSy-Z%4Cn{*4dd^6&ue=
ziwf8go-MBDBJtCGj{Msk&36%PrnO%hrlo)Mn0mFyA~ZjBG^RYmm$t=H%tH#9RN1FS
zLW$9W9h=6!u~~MJS;A(w{t8=RA}xIXZQu6_D<9hNIL|dj6r2T;2SZs#iWehXHIs5@
z!7IIx)?>~EE6$(xc6PE}Z9)2f%CQ6N2xQpu0w^UATnr`Lwj6Md?cr&3_8@os!w2<S
zKcowS%EmQ3us`_6jvu)VA)7<+`;mp!&MtV*ZgyXyi>mwdJ0oxs*0BTOR>h~D?mZl)
z>GbaJLQ3wxLpeO_SaeThDi0pC=}NY&OVuU1Yj(~{%Vo5lpp~c}K6yW&ig2su8C{BW
zQw}w}Pn&+5`oUOWSKOcJmZ#zTri01;tS}{ZSYwIsvJzv=jtScL+42Mm`|@eoc|fx!
z=PA?mJo(6j^FD9KzdC@Q{3=MTI?RsP-_v%pvwWIoSpn6@R6(3~Gg*^Z*`H+J-t`^R
z@m|uLN~fuye<H|CEuS+H4X!<nv{6VvTr=^Nw5qN+jG?w18{N+t0#u?sQx`Y+G$(<?
zq-pAR&P|b?+6TX#wY)a6;j3U}Dh~Oq(RF-h#FHQb4U|vr>m1&mN-BV%<4T4udf^+(
zMZV>nl&Z+8EpZOmYeaUtnzrxuiT7&a;`}ZW@?bkP9=e<7GtwoU7bE!1#rI;Lv-q}}
z;yg*uQWfWT!U@Cehu&O#2wTBUcy)v7Ju4)dfC=gi!g?$OFCNih86`JN=;>Z*Y94A@
zHKKb~;NOl2k#)>M?=9Hq8b||oc#K-_Lw}U%h8s04Lx`w;mi}bsYcr^IZ^M)JbVwnY
zYjI_B3SAITARU_0={Yx8de?n9N!hQ#Q~e&|!e{dqSDgLNpVkjB%EkL5G>U|9`vKgV
zj3?z?w{N_sCc=XcE-mo1tq@ezYV=r5iiN)P{Ww0gIk?>8u`AXb1mhWtn!bKMM*9$<
z%Pg0#^T$v7w{X)e`=)l^nWs>Uck7_2)7J9OilnAPfH0P`gsD(+Tf~N-oKR*ci$Bw-
zg79xjU!c3%gZrJiz8h_z3dTcEKTiJ?c(LZ(z4S-p&evvm4FVQtk2Y_fYeaTYSjnHR
zAO*^Z$-7(N&_}*L^V8SOET2S1Cw;y7YxpzGAhP)}+;aPFNNHaycdEgAG3Te9JQCM8
zNPIwd7>{*4GHI5#Ik(5q_f=Z|CM=L_t)S%u(yvI3;cb*QC7_3v<jf6k)6D)=zDne4
zakuRLdjC0&dpnZigq5+A1)nr(RKf~upo=2asZPVeR^tcMezSLhNE3@i6K<=D9{2WF
zJ(JK+9{Ob3K(&@wtdGsl!8}Q*+w8>fXh_w@0H}a@obvBRx;Q0;lu2lAc>kRi+gCxS
zqkTKIOF~CR&i%{W?G^}oj4w%g4erWvXJNlMwd$y&dj>dS<~bErdxATkU4!<#(3n($
zF(3TpBM=LI#FNkl_ibt4mHBk-<yn3g6KC8CM-G9H5CIH%U;sltH~fu{@M|D^D~DeM
z|94lHfzJ^@l{GLxep(I;2aErE5&r0_$jE&`riOpwkc6-LSeEcljAOL9qqV3DGnP3R
zxa+HZF60B{@NJsM9)x4<v`r}Qn}Vd1U<zg<{JeExw$;{9J22?Q`Ln=JqZM^vRS|&r
z5P*GKum2Hv);BM#I=PL!!V$3X6I+!_%i;B-&M{0xVlm7Nm6<yFn!eHF2KcbRifsTD
z5`9;Zv$wW~*uoeKYoyekE>>c(>c#E4PI(CSaF;%?);>F<eTtXvmgJs=j8B@+(VUN5
z`a#Ghd$>ff0DteHh6i4{!SOOFW3d_anDChL@{!#6Mj`;3qoc5-^@$-%cf@la?=y#b
z8E2vlYwC)9SJOAVmGR09z=y4-;<^jEOrQcw?ehjcR&RZ_nxPwI_;kSgC9=nSSO$f#
z#&249&^dy>eb3_@)A*tZ+?vEqOQ5N?Xl&PL0n$#cp+xiRf}0-EMv78gy;6h@bQYL}
zf*Zk*=<TJMb5WJ-Nfo!P(2!yp^UJ(a%i^nx>~Tr$@uO{~&j9Fb|3O7fro=<>k{JDP
zlB`bBz0OrLFB?YOHgUA9Hsi-~%)3Mx%z9Q8lxQ<3@s?8#=<@Q;gY|A8OdnWNr*UoN
z35uyUc*)s_^9Sghs4nv`tky1gs{R8+dTNF8fKUqa@&{PY01pxQ?tceh>iZvB)#~^T
zK97xglU=Rd7wf+)JgMbpx0PvF-(>fn%I-EBtw_E7o3t`_kkkw#v?Ta*i=xaYVT`@2
zDNoxC(mf6)>JD4^8%4qX!zHceyePd05=fldX_O6ZGoY7iXpd518L`FL_!@xnJn>0v
zbTGl?ue_P+y(>Il*sD$5Bq`(~!Zc5Ep`PF?h5<Pn>hn!(LN=_(n-uM2C+ii)EQ3P^
z>;V<)4lHxNTXWfnLd<IDM>(y$3p;MvORpEt*qW=*e4VK6ki0r!-4&@O;(uZ0-0tzh
zpZcJaqMh-2Iy~qamW2Yi1tt?VHOZ2k?J+z311ON8PxKMY?j+FMN#Q%4SN-|=4<ON&
z#5;Lm49<gNusme%QQ$FDqoa~G{;Kz}1&j6s<M#Tl3?fE<S`EavqH3M1lB~#U9JY*7
zL-+OLZw;_K%cMu<g+Nsv+F#kuc$wn}M>DdawS}E+ZcO(3j^4y*lgC;~3Q7Z?r^8E&
zTUgdT>zoXPlLMPUsf<gRiEU}4+`FH1az!Ui1D5u4c$}f^wJW_Yp0?kcwUA@rNnq7V
zHRtwOb+%DZo6`1EN~Tv~X6L_fHe-^A{Pgek;58&ax9T}FQ=^j6<pl2P--Z}b++nUa
zb=#CjEtD};S@Qz|tUG2Ee~leiflklIlRWIdlD~y75`XopL*{#qbZHg=%(E&zii}Ja
zC<T2rkhU_VM~_{lfX%RkUw#r<EF<Kw;8W(fpN|mk1~=I23N8ekiI`E2tJiug4`}vd
z3xcXs5{qHpx!!X2(F$q!CZmw*YT0}m%wHxtQeQmrha@gYp0U?;dg;5V<_hn_h>^x?
z;I;7kjCKmJoNZr}foVa5?-n@uvG7dvggLYA;^8}`d9Cv5cqnMJ_31C3b@D#|OEPBI
z;`?37LbV}@cXQHbY-g1$(T`>;PPotfEB@5l&3>$PLE+N6=C4-~*rTn!AcZa%8>ah3
zL*+_5JPPvY<QdSzyspo1BmMAV!=qbh^ea&y{$A1V@4!+bOoh%eAJk6?e0qm=L#o8b
zg*r)9t$W7m11i+MB2R0_iey~X{87g7Hc+Z&&<2wwy<@S!vCjU=f)e#7`7HOm3M4C^
zn5U5PS3|JnR+4jY3gU^!bFdwEWlM%h_2JUU3=Itisa7`VcvoRU@5K<!GLnEILnqVs
z{O6YT-1QJ1EoLYi(2u%C!sT-}R%0jV#rb!XWA2~NzHcYowbF(P{du3#TZwKp1iw5Z
zOMJYUDJz(fqp6lK-_UfxCir?VbKrTMM%QhE!6c7b;gG#!-O@d87e?W>gnOKJt;XwV
z&)98Ac1BE*GGWHTZf<(xH-5RC9$sFGu`<RI<=sm6o5kLq=xwe${ghT2YsGuSA=oFu
zxEu}AO0};uq<3)xQ0&d1_(x67ocwkgb-Q+c1)4F5pE9N}GuIZ$2h)9rEeUr=1FNkS
ze+$+YeW!YW|Ksr=H)<!}A3O)mF%rxKs8&NvaTPhw?SZ!y`OK~yij$@XtRl;O5GAmr
zXVqDzR9YSHROo}hfZh`bV;QbwS`DLQ`P5_tQtQFrYV#4Hefyz4<hpc&Gne*3V`tuN
z45995V$5rd_zmnRuL&a67|q(M*d~v&jBt51<VmGLsI0epstqSR?^@I$&BJNTBn?@N
z(3N-76QmTy0I+a@JU4x+^V$uXSf@v!z*@rk<t6I#o4xXt`*`_4>E<Z8&=V!Z_zcm7
zRGP%eQS41Q&W~-i?U^)&i?-RLt?ku#>yxphzj6KnFijs}&Xt2JEr>Guw>$AV0+|u(
zv7Js;I(<%dxT%l}5XOTh>*`6`uTf|jyD`2avi0J<xJqlkeBLUyCpIY2Vewu`wu!VV
z^^CNJ-tvV(eV4jKCPQjr*NS(jaMHMAuUcaBRCJcBIH9<`347NtmLgh6vrkTeO&mZb
zK#y2H_<7MGCr!`!ko0>&P{{Mq9EQD7y^YH+h4-p!stY5`Si|qMx@zZGP2c^%EDO#3
z)>~~{bK#fyt%9_vHb(M58G?g~Sks|YDN~^>oLQNl?$71b&@xPsnBQMc;{En=Z9g%=
zkyC>ECv$GvI)GV{lPMx8hvTEtrv7E2DWT#ZphOBgNM`qQNx7135dX%kp}7BBhtb^L
zT;~PjI5QzGOfM2>xPB7foX8}GX({vkvCfVFo1E!V8a>rcfIqtIW-ZU@c=OD|1WC0m
z&4$Le_stSKpO@~328&69%@6`nm&!)YWRS#ZFzaF%6Pbslhh*@v6u!nOiDHNXb9LI#
z(QA(0F#{4Z=E7|PZI?Szc0i{Q(W6!UE)L!vMHi-E7MEHlF>%>FEpGJrEOKg7=VUyB
zeM<}-Adj(i-?RjA0aYFtPKbh!KDvyImT+bi)I0!F<v(zR(Gq^*kky4psH#X=GXPHi
z-|NQzPEP-Szkh)fD6iq8Qkr1<@866<;n9+Lxr0E2oAn_ZLHMkMR6vj})bC#KSGWmu
zY{V#I>Rb=JTz2H^AwNEz3>%K~uwIeL?6xsP81j><W{~sv8Y@at**4rOAK<(0byzHw
zMJOCWho+S~z8cNmbYA^i7R|Ii6?jRM+303=p&9W-s|Bg%sjm}!CEHLVJ#B06CP|z6
zHT2O*19)iJ%XTdpsN_OD{HoDBS6MHhi73={Y>_;;y^f<>^WM%GTW|(HAA8{82ZBp6
zE&CIj)OFR`>#}^>fs}2ylS8whnX-GfeA+<!c}SR70R|UFe8$ki3!{LW=J=?#?ug}R
z*ab+*4dJ9Pn&KCU-Q>VBxBTLQ;0V0Uk^=lR4E;lzDvF1@VvTCth+dcyx-oB%iGS{)
z2}em?SFATl+7kumOZw$*pW0vB$|S9V+VM7C-D2&m%I-tXA#aoRY`^ce`|&^}&X3h4
zS)C})AgV?6JPH07*1V_1^3#g6E4xNQI~O`~>8C`qzn~ox;q1X}@d0=9xP6_n)#Lts
zZF<;<2Te%q7^~g-<Bq5s%yD)1`4v66_L_pRSwG$tUstwt(Jf3+ELQFZFE|e)A-}lj
ziK)j{qJ3-2{N;YWJVYDvc1v`MicGabmGcIFMDM;2#eemvr04p*L^P~%^Wsf~<A~KK
zVW<zuL8OOmw5Vcc=S;4F;iI5i2sNf`KCwojf}XP4)o2{!0lGR4Wy4S%lTYzQ>2ruk
zcd%_i8li9#wai%pK3BJ}<hBfnJMe*4I^?iG8)9+_9-I}@$+HS5ZF?^*P@z9NTA-!I
zufRHy(+M&1O9Uoe$YW>P0K=l>s0JMcvImB!in1-=H$4cvYK-e2x1F`DsVQ&=`~$o(
z4tzl0OZ4cBonVUb`sgy%sHcRY9rC2nS@rz=_sHa~;kPnTGndj9C{2Q1c3YLRjpR)4
z<LY)K>=ZA1E9De_=FsoG0ngo-bDc~CXU>B)@T11533W)Kg^dmwx0n3W&+jP0ZLq@T
z;Ir@Jaitv5ijAufD;vv!e!P&sv1xPDt}pB=U>&v;C6CC#is;=c;aXT5?Juw(sD2aZ
z*|`^8_NA6B8zTT^%M>m>*D}KM_}QmIK4Q)|G@{uVH>Q-dB_%n{dYVtZw2|>jQ{N~x
zy=j$0V9tEKL9{%fG?3<iHFKwf*K>Tv^=JEHZEtY!x5^4U7;S29;aR6pT5_B7{mU*T
zw9#Vvdbz)AYlvpQ)F|OKF_Zr1b?Asz7AW@*h(n@W%3LltEL1Nk?nx<qFIqVWwP=4(
zTjP&VEAG|HOvb#R(+17>x_Otr|Jzt64bon(6{I^Z$@QB*s-P@}+d0jHQPqkrhRmN!
zqZ1h_tQpT74^rLM8|-$CFSz(sx?3MigY6#PytwGpTWifD**2@TT(ddpbeI}olG{g;
zzpND&YS&|=Ps49k&bVzgRX&zu*|oZoS<%!h{!DxLB=X3r<JLD>*+4B7nKG7AYo&2h
zK%*(s4V{$GZq3+)jq0o-T}y1>D~=<GT5Zw8RI>~H*!Gb4m0v{VaX$A@ZnGuF=mgS$
zDMcssvcH`Mjs4ie_raYuR#z>jxT3&@j5Dh)Hn7lAO-HA&^K?``sKB~|eS57Tzjo$y
zg(&AYAOD*w&r<CgA_(_H4_T~1Z6Q(l2X`h8aIO2&+CPALn|7sg>l=p;8w``W2REG}
zkW<{3Xyv+wrFJtdpPkpnVb4NEl+CPmZLo0|(5C}ierhYQkD=RlGa7pm7_a1J<pff$
zm6Y@+*|YZ{FOV1c8uvb{WN~s|?`wo#Lf^fxlk%ZxifqEisqHf#OmWJ3LuPC#eUsA9
zKmX3vcF_p`&~m#H#L0<QS<&w`Pd}@o4P8vn9<5D8ms6t`BUe;h@1rop9RDudLj-IK
zDZ~z~GX2@NhS%%o+;j5?3*L`7v2$iQUD|xKkKa{!Q81?M2D6i`t_)&=yQyfcx1lxJ
zG*FcHD!NiGVw5ECMd9MYT={Y6VRFO9d2%RCSE3ddcxR=?Gd!`WmuNy0$1jX{!y}yi
z(~b1!1Y^|F$D_;UOT^!8<vIBz<+%sEYaHFN;@U?X0D(71;Np@sBWro{uGBpTHT^9g
zfv&9gA0vBPdPbOW(NWv|Z_4sL<OX=HKQ_n6Mftn1gJK7b8nV@`KB|@R?ug|x!D()q
zYP>{dkD4sWYabfkjO~|@%SnRza*cr2RNrnt&sjb~ocZHcx>@izv9L}a)s;*gX*fl2
zQB@)MD$hzjW5L=}kHLGjdo5{OVwZwklxiwWBPVic+;lCCzc=19dqpKm%0c{4fL`d-
z^;tVxe2dXOniJ6>x*pH-S)8aE5j!xggx@L&sR5!UoH9J-%>2c~(ow?RS{ek2K<EB9
z%953|72kG+(WuO#zZnEK_y4d=y&+d2q-AId@_L1D*&!rPnZR?^c%k|y8VS;rpc5uN
zVaBSzw2je-GFY4tfL4LwGryiU|3{JzM>}FlYf_ES+Nw9DT8j~h!&r^gHPSF`4OCNj
zcMX<sHGPtvvyCi4at*8#y&iOGn-ATYc34`{!V<`@7GpMqEqSu?^5*XLL7bwU;I10T
zui18(q^}F#lR->3Wm)*nD`C@-4N^jO;OxXwUU}i8*VU1TZQu~xr5+@^=Nk1xauALo
zcnLwjaShW{+nGP*^8jP>vNL-`e%3kGrU!$UP3ixVc|(84S8Z6;3Dou&4W%ew1i^B~
z6NdPxFxBNzw!xoV){;lf_kr95rj~^a62fAEA@a}~?eL3oP1v+-dts|~z=@<x$p!A2
zW{gA@e(&S7@y9qQ=caM`1bq$?aM70S+tbCTqF+f|iN{AwQ(YaOey1d<%s3Wt$4cb8
z0_tigw$ioEKDM`nX)0=XnUvx)ImzU5G&HD4iz!<<NxlQnSr&h=J#7TmyCbE!^s;!a
zlU50f0=3^B<O7uv!5m)-a*);nVep}d`#+pWB~2F~%K%4?(irlA|KGEe1Q6lYVIa1>
zzX^`5+;%@A%_qP0fr=x6;Z8UtCn6N*nT0F2d#>Ks;g+_zDLe4Re1!Ft#*&kPjV`zo
z-5#=Q(7-JDY1g7PU{EZRLh|NwJ{QdvbLzH{gfk-roy(Q<AMYgovQPKT{Z|=PIYIMG
z5&{lD4|gD&8_tUFoT^M!v<>p?iN?l_d^?#a;aT7r(|1WKir2=0BM@$0G;`4+%E^c9
z;vMF+Ss{Z8Yn_QPNo-Q;2dP8tF@mJuf3!<j8-+Em)Mgq6S3SKkbtqkHSRb%#(!1|t
zzuBT&-ToDH|M5}ke*T@sW~Ys&@1Y$R(%jC5pLv@%dq}=X=gYn1B*#$di_K@vid#wj
zxua(ePB#$gaa-uH`Q^8715N>ak2jUf>)3k7O}z6-xS+IQp*?zH`)86P){f8lR=x7P
zS*C$^dv@!E`lv|gWn}`$M2J;Dz5A##Z8W+2ip`2w(sq&K<(94JX+QJIWy(-pgTq9-
zuh0t9z1RZuGJmGUc$ccrriZ#?6*|2|MVTns48O3mZGu;PkGiVgsGoC}mP>vXy7Wgl
zbl%ZB^3xB9Z5-z3iFMf^*F|Q3GbN9z!~{3eR#OSVzQ2LmB|Nt6%$Rq#wE~2kq=;UL
zX3>?f32QUXxp%HLg&Y?=(t6Qwk8tyDm`D-xjqq&Fzxk~?=da8+Fn^-8m*6<Ht0KK?
zn&O8$^&;?K1?h2RdHN*x(hl0+WXj&SuNaI`-SO!1E&dU!r~Jaaw0B+=>9sLYEY;!<
z^k?4(56`+*qaKv#TJg$?91X$+^5_#YHty!<by0N|nTONMR*%7ze`?Jy7h3thI4XFt
zWo|iOa2p!LOPHg6wY+`pJpOgz);F3IySzAoTvxSY<;iK$>D=!qWL_WfK=FH5V-@Y7
z%DYcr+#~(;j3&YKUjMy{kZP1zb`|qLewIhn!Rpjw>7cdfR;2wpf<sZy$waKdry)I8
z_kOOX3t|5J7>);jl4>C)&XZKy7^exRPxn`vVsEn4^Iu9J*HzJ9E?Ck|_ZOCiQ;B?j
zV#a6tTQ8by{b|#FbR&=Tl}1-eXK?r-q)KZ?`Gfzu($f`VGnGCGHcRm(_0peOeHXgH
zpz$na{R^HeB<Sp~TU|k0*>WaHB1vT`GJ7765V91$Qah+gqL5#!{j3=XXUz#|YcQ|B
zvC+-&KH>SzLj~H+PSXh8u%=+V<}aIb(vog;sj}jwx1I0$9zJJ6`VU~381`cu77<&#
z%;Y81{rOP8D!<6cN=w1c-|oYEc8wTgSaxU!2&>{B;E+%fAq!<Z=}}9ld^UYoD&u&r
z>_O$-T63vKl!smQ86=L9i8ok-z6;qXs1GvHV{jN%3_iB=;V-a)a4e(gJzZuFXuvK*
zX`2fj<S_42=fnZ8Ore5Ufp+HjJF(PvJoZLtk@nR1ar&GkE9MxNeiohfI!5B=P-z&>
z%J|stB|ouOd=HOm)g_uVK{X6VRp58X)LygewvG1cX5Pzev_R{<zjMc;;UKfWTU~)4
zPX>&F4!T24aO&>zRHx&w$UIlY+Cgt$xbs<cg)%ia#9SyFg0E>O$w(8$%uH>8cRgnB
z4)?=`VPjV3j<H~}pBYeCW_^O44(l|@M73`LUQ^1?@6SyM2>{s|K3bMOsexCgmAg0V
zL_DeNAr1U1^$WqQ^J6h3l%i>hk(SRaBbzpmO><WfZs>Q6J&2IhVLQGTJMMvV4Dx}h
zf7dS!v<`&g(e;+jB$h0s66@m6{WkD#Id@%x5hAJD$mX`)nvg{!Se{8W+u;1e-$oC>
z|Fl*6x5KnZw^i?}cM;`)<XjcoouaS6!>PI1578?iKj6ih!M2LtVRc{ts~A6iKs{+l
zwNm9Ew%T{=RP_`*wDsooL>%?1LX&G%W=tqbsg<soRfu;6_%S1XPQyjFO)1RvFLp<h
zvsHPk5#r`2qjmn*L^dw3iI~H&S3_aUaBLLo`F!sI)|slqsP&mjS9im=bxjCo7M>X{
zjVJ_-YJ()g`{V4>I&Emc2#sB4p>L=AV2K+UgsL*`Lsolt)m%{<@0bCq#^~?3zk06s
zugZA|HF1x^*eWrUEK!L@&{vFO1YVfh2dN%@gY?y$ej=ft)L9-`)2sNpF2SXGVHG*G
z-vZwbeD$Wd$w<=WNuu~qH<Kfvw}ff`*j&7=y{tmXM@*5=L#r6*L?(-N<RsI}A;@Fm
z{WQ#0gaR9}%R#af`$2HWU(tGE%f@Nm5Ip=3V5}Y-Hga9KI|L-l7FFFOY~ykaUnTx5
zfD%o&N3e`thKIVV4hg-!<_}Z!U)pOf4y67qJUjBnv?G+V@Y}jawtNG!oyu7OIeC``
z<+k?N0>p)p>C-BnMBxZYcKugu2iYwO?{v=$+BO`Bpf-5A>q4^F_wpf+;nDV&9lrhG
zb$j{SycX4FB&sc;vwc`A{YO<eMVz0hu7R6#bKW7BR6cjU#SN9mogJu8P2`ymx%&tg
zRrd4V0Y2%_s;xx$3p6`y`m(KXB#*ZUhnyfhXvXI2*iPh%zb8DaXE<)UD|vS_xZQS+
z)OC)!uk`+K<`ae&@OCBT#YW@W4wEnXBnnD__;sgNBw<yq2T!*rxt>;APgZOwF6NKY
z4BQV(J54r=+MzW2R?gj?ZOi2#4y<%?Xe3BwaoszinchbjK8^=rdV=$JOW9H@b=+in
zPE^8PHAG-}Q0Y;%Qt~b9NQ!Oq2NmN8H!G}ZotcT^<v0S(Oi13QzraLG+)a<pnp)H!
zrJItx#w_zbT8;`cO{K3<p6c=L(rLb8I-I~aMiTg1$el8k+T2pE$Scf0^qraZGTjPv
zOJ#7Aj2*v!YoRPIlw$7g7<OG>;;_4ZN{@eP8KG#jg=dJPW$(WpU4ah<nwqt7^uKD+
zf<CDkgans(D9P2w5u2iTV*OCSNt}I=BD$?Sgoe6QB@tkk?umS*Rs`;^70q0?{JoLW
z<ISX&$zYaU1(IABcb{i~A!?oAJ?cB-=6c*(knYvff{AzQ_r|ciW(zuo)w<En)=J+D
z1&h!KgV@f}>L4Fs`h`;#J<S%;r?Ie)4;WqmzE`(l>tr;44|DJzQuPDcFh^v|MIu)1
zj;21%I}o%&-<ser=I<tO)i&`rXm*W){-|qp?gSBjJT#xT$Cn9id>#e$9ONF1LZGX0
zjUdMh3r;?3{A`<lA8Gj#_l0v5$Ez7%SBEM(Sj3c~SV)sohUgC({@rNi1oue%6%}_R
zwU8^&G$LMSH5Jpxg34IU+AO$$iYZ=|lwK`_h<jF>fmchNbqZ|63bB1*f-L^LduE!N
zy1^|Xm)C1s3|Zcb4^V0(tEe^~b)RqM{hC5KX1aoq7N?+i<`h<Fq3Sv5^&76Jv^Zk?
z%zh!sbt(}&I&E%~uA@R5wP>OrIXOG~BijT)qBuqR$f#4yCx0;*Aa&$VB1ThCu7?{+
zin^^Lq`iX=fdz6)NU);B{K`wFiSGmeH5-dEzuz8z{F4_eh@HeE2D!K{yVOQWHEB%H
z7bHU#9Vz~{kT0RzF>_WycWH0JF%oh5;r*kANkm7Cq!oG}R)dO^E&y9r`2Qv-WBwoJ
z6db%mI<Agb!nr^Vs<gv=RUEsH;ay$%y#rTX`n2EMl@0Zu)a$L39*CcSDt%cmKE!S=
z`;hq;R=)<^>~4uM=Vg9mSh+ptdke?i?u4SQdfQGzAD4-x$z^@|ughqa+SNjvW0js{
zCA@8aaIynp1l6+qx$P2AC^kqa$PRT>l_Wi$1z2aFL=C|Hox1Ec^uh0niiu^+u^g*X
zb+1Dj8%*0z4zNq`v&%fpA-d>nY*jc>Kumn2zVuu(SN(Icn!C>ox;~l>t;#$YXr_LD
zkq|+&(8kkerOl@fPp`NThs{{o{|=i8*_%P%Cc4TIUXS3sYBEihe*kPBDYQ{tG<8?Y
zUA63f{!+El_h~#AuC7k4$DbhhqYh0iA)>G20aJFFQq*C$)wt>MFxUNorg`NW{@u6b
z1Zyl8?}890a-9LMgtpPcuyDM`e5F$z_9*(g6m5jqN7V-%{$)cw)PV_i+NbF^YlYkU
z*Od%iOe@(pOLnc4CwNS+^>|5UvhshQW6=1xuLCXtphQQz3t4lcRV%oT4>^n{sN^1E
zI6GCoF68w2xjw8Z8Uic~GeBjrWi2W$F*s^7PebeI3?ugcMGm>dAGfB&W68x#^9>(f
zzk-?u-t<)SS;R^1hQGg`*C>1zgx$O~ZAtss*c@Yz&5V`Ra;z=eQE>gqBQ4P&2TYP2
z;Z~_&@S)u@$G&#(vXoL(JGR%!jZb=d$8?I}L)!JS5x`2*n6%WaEyi7?)_<tEvhvjS
zy<KJn@5Z?-8`|UJjJg@C9(Rb5Zhpt&r0(L{(Hdprj2k&m{-u`np8;o7MS&>3!iMuV
z@D;JGF72jw2dPnN%O*E=)ert{``i?OUmqvwU`Ntn{LFI-u4PP+{2L-k;YIh!zBX5!
z<hH0mUN%ge5;l<vxEpA1n@D*=BN%a2-bJD&I~R!uZFX@7Po_{uXjT4~alD*o`H@x+
zN{U`t1ag4!tDDFOaR-<61cmRG1A>B$5Y+0p6(^e$;5>4DgFoZLKj+$wZ8^_7UwZ4k
zxQ?Q!&nt-Kt#RKQfm7u&A0OvW@_kxwC4h}qing7B`?V^*jq~--FZv0*cX~3(s;!(>
zcei!P``*$>emqLAxS3`>GVkhRr=f28er_HIw{PtAER$C~Ue%=vmueC0#CPEKf~^Gy
zMtbROF3gjgzSdiOFslj`wflk5V)%~Rh7w;S&*o<5PIuX=T~XgIa=Mo8QgE20+^`fK
zZ$osr$G?BT^}?LkI_sKRJ$gu01}}#=Py4gz;gakwNevIKtuT*y&6#Jl;yej^Q$3?p
zi-Z6rMUlimqFbF<>!Ux_6Nmy3wp1GYI$(6&E`kdcVxK=o$zb$QZtK_SDRJ3F@tPjw
z^Te0TRz>p`(I{uPL>oqHL)jheZr+B0`qmj=tY`E%l$G<@%W8Ob))xfYhKx==Q%mt*
zPDnPBB>qZ|)7f-d;ZW0K(NBsb#~m*l^u7=_9vJ0UWu)Ld9v-gd3mwwk5#l+Ci+;4Z
z@)v-HZ@pUp$XVFG7JSzXCnjuda1n5DslDtgIhDmg3XBtW(qA#cVHw5#tZ27>(lW@q
z4;iMRnN*T6eOAp}crJahM}BdS*J_=s;Os&iTA3yMtm_t{0MB8!1qF~#JfL5t|9x-W
z7RbyxQ(^I{1G%i;5r8>M@r(t3nWUvag!h0kqDR`KBH>P|sI$Ki*eAASQbsd)bvT9R
zoOemx!;t@myG2SEd|i`Qn4@`+(4O%@E?WtX+xS>vH#O=BI>()Gb*Dgwo}}=Mhnz&^
zm}y<_)fvL_XO#=XD!YE~3-R0FKXXYi(Ag~~1doWc^2`nv3(^sM{Avh!X4WBCTLUpI
zt?`+@o>(GF@#+wwqRzwGEoXLgvzjR1=90>3YD!bTRhzV1eH$I9ZZE`|r>J;;hQHhf
z62Inw>e>)YAI2S~!E*~%!@lv9q94gjdVy&-YmVF2_1YlP1!hZrEj()Aqyr|^Ukw?=
zeUlqT-0zDGANHTRbch~fV|AQ8w2W%MG3kxO4qK+vUsvn4%(EG;EG;j>A#zEf1^}Kg
z8l0&!ewC^yj!&sOxS4m$x28vIQ@fYFEJ9sNCFA7Ua>}L%AHOIgZ$7~1P)sagbhvd}
zZsT-<U7}EL^tL{DvSr5Arle`CNDofhw5fSb#0r*vW*OD-wS4B}FX`|mLi#fkc(X_c
zDl`loS`sS86BUwLL7^<v_D4BLW|0m5UB8I+<@xxt^1XYFo{S4tAyK5HhB>Lsvy09M
zEaYTAQ%FHr$4`mqz=?i1etdluqxps>$ah=s(78#avce+QQ17bB*Ou)wK5jF9zQyKK
z>M)+)slXMiIIH58tJ5p(gSozezM-_Cm7&y`LA@6DDU!<U@FnZA#SeSJtEx0ezq^Wb
zB^@bQ_NNFxjdaRzhwI~JX&66iKTd7kbB?!ZA-%%jnn@z6Lb3XE<GDg(J!5Cb+N!)0
z`weJQ&vAK4n{HX#H2S5&EP7iz#^VoKvfEJB$dL&@(iJ?#zD;=H!Tve<^<-4)h!Z4m
zTqyAN+ENLFJbZ%DSPoA?%coj2;~JmF^9SnP`$0A@Tc=m<NGqm{j90pLeCft~LEi$3
zacI*8S&}jf30op^#YsxsVYeqO#dB7`qXwKi&`?$QnXpcV`OcHHcm|q-vW54?f}%r>
z!loJdLrTJRu5(<1L(XkN5IiYIFLe7&$!$prc?$pvaS&Q}BE2kjn^j=8mcR1Mw_zGa
zy_@GT=m`DbX{`h|M-bFGd|qFz`0f^lwFgQx)%R$n#%yy-uvC)yPMUsss6WRv69&<2
zWFVzg2+QY`3)cpLrTD5SHJh8juj+LvD`LfAyxZK%tBQBZ@#AeRacav>8@|F!uy8I3
z=TW=yL#o~{oHjq*ge#haMjP?1bZF_Z1aVcxg)TmMEG7mXF}L|5`~_G9v*y2UBeY+a
zD<68fCq*3ER#TG+1@MAI5^dhm&n^+WX_Z-!6Xcd-uOWLPY$VBpQ*4rPs}?JjUx}(!
zvPA{#D%6g>8r)TeIcxiIW1>yI^p?F}xYvB}Y2{hOpg>5P4TLKLlr!AT*VRgGhNQA1
zoyRwX)2mD2fl<fmL2A%lzHgk-s$2&4)f;jOA`JE)B$8kbH$Mpe_C5w3Yim*9G{RSD
zsaDIE42v6lp~Tqq+~2yDvSYjvV<Fu>Zp*u|>h_JlX-2jC0RI44QJe}o>AlH8ufls^
zhkUzNH%X&+*0Gdnb6q(>&*l6Aoe^~9w$sVnmw$E(ogphTh;d%;_0aMf#9uzteZF%~
z%lgvh>ZC-%%-M`EUny0WbTS6V)VU*$4Ja-zhK5J0@6rQxYY$+s{=3~m`#`NI>j6XN
zrdZyUCC=u%Jo|NVT>-7%wkK{34yW|LhO;k6Pq9FXT)Lv-rHw=?e@hYXUDPf62lM~b
z{$Bt@LA$<@l{-kyXWd!NX(>yqNh3avF`Dl#JWp?{P4=7fsrigJTPvU=1K4J%>i#Nu
zv`I8eTRWGxbCEUcZ;%f_dsgYi>~^|z?V~a5H4hGH!5&Q#OS#Yt`O<uZ{X5lv5O}Lm
z@d~Z8M;sQ3_buQ|Dvs4f;s`Ly&#g$4$qM2ys!wn^s^v`0(_IXiEoO}ayiBN11dL{(
zG3P%htx1i|*~GH5f!Oq@e#*d}Mk_f}F_jZE#e<9~rWi&#3eo#3GhtMd=mu$Ivimx3
zxN#DmfSym`SxPAwPLhd|Vj0JJ9s-I>e52l`n(95@xlTv%9<^1Oq&Z?w*06Tyb4tT8
z=}J`hr(toyJE~;0o@{MKBexxCC2~|-*ojP7!y(V8G`?JK_gIguTTL~Wmjs_cDNUjm
z!+z}gHx&6<YLtpzOZEW$4L%vJEhZAg&l`@6I@N`;-O-3WDgOXqx=*<I9+{(+iN&JL
zuZTQ=Jl#IpX)}{6kC@aNhOcp{#F2R@kt=0Y7r)k_HupgM(FXh}72XF7ZOW0z&q@+^
z)Rvi9?PowsLm&gWQ&D3EwPe+$o--8kN>KF`PH}8TVretz!knVI6JoHXqcoKO6jQKA
zBymV+0WfIAYiXAnMZ9d+wzAyHN6I&0NA)#5ygEJR^(CNk2?sn6u4o;MDk}V%X=|}>
zX(+mOIA17dG~2x<_R8d2&jT!{kb?yNl<XE|Dk^C$Cy1XiCtP*NqLqTj*#7_$MtnPO
z{{UZW{{Wypd1|gsE7LwHYBpMLhHYiOm&=LoQ3GQ<>~sAMd8M`1opb}+Y8LVX+js}^
zu9{OyHfPi2HDIvnE$enB!h7_k9C6mHHKe%Ru$4T5DkBpwRX<AKnKRZ+J($ixpfMEv
zq|uCVwu_IHH;m?mkb{s-HywvGnCF~Paq=g*XkE#(1+u58VVbKwuAO^>b*Ea*j)l-?
z^QAxC#VV206)ht<Vd=|sWL|h5!?%uHK`pBus|)e?0u5wed^E6i&Y!6|H}@_Oe=+_Q
z*8}qtLBRE>bmGog<+LTx^SS;V>ac&QmI-~;vHa?|@O}NfqwSE%u=kIiYt&Xo1Fa{R
zN#yZU?2(eoDW`MJrttl(mX|f;q{pyf1D~0ju&muX$C~z-iwazsVNL{d4Zsgf^{-N%
z*2?BRmv-^ZA6=wYZP$c6Ie4TSBLO4tLc|b$hN04udKh9bHB_%f*u=E>p#-1{{W(>?
zy$gRsTUNd?@a^#b0FSe5-ja{-2C=Tb8R@d8`VOfwN$E6TgZPYMv97)vYY?euB)7T8
z@W%X~z~Y*nNSP|Q>RYRxkqnl%yxHE{+$jFzgHD>>P~4A~+Pr4x!}{i%^UY&(7#;SX
z=}B+m9cxedV!fRJ{u0^#bxRV~<*e3gN|8N)rz3Xnz;jIU`j8tH=N7*ab<1;!UOCqt
z9dY`K(}&`G;Xs#5w{z+pg=n!+HI8XTtxn6!W;`i9u}dwuw};KUnmc&<@08-WOW%l^
zrP8w5#}%59&dyl=Cb@fy+pFmemlH`d`m<)DSij{JOv*oC^lR@JXx0F%8}B6@mxTQP
z0Q%L;>OMTxZZekTY~nw|2>z#<%+tI*f2nG5*h3ie<WDg}HU`@5?LHe?+A6lCbkfQW
zOmPe^(|2FevgfH#=2bBmhiK?|%#&Q+xp`hmT=!y4bQ&jw^_eA0m50bt$a#*@`E{>F
zx6`!!Gv>0gh8M;+V=ej8w9ZaliLE1t*6i$~l{=|aWf-)$V^8#%N#hI@aDPhI)4V@)
zAP=X(Yh?-K+)Mx@RVQu38RNETj?xvwNaaAlQpAtTIIfRok3x8Oq`3}{O0v=KbvZQi
zsoh>)`As2_2H4XcnEwFl*E<@vt2DMpPfO-W83+gtKsd?tsWi*kv|Uwo3uuyOF&LR7
zZJ>g4)DFLeO+LG+PZL|hBeH>sJ77HIpYMP5s$Dz1OdSa+xbC#v%+-7aqX{DyktLLl
zKIOETKZrT5dgtNIoQ}rJRKoW2ll&{DNYyivUPING<e$cz6e|u0_RS|kEY0QgWWD2n
zx%hpn!cUN~+=2f9Jltgd2D7B_-l=W~n#y(m0Dxpys(I!jIXv{iso|1oo8*l8=dEV&
z>1%VH<#f}!XOKmt$jym&ARp}3x?Yb8eV*phAomh;x>28(rZL*P-9uW^bnLb5%nu;{
z0G3gJ?f(GQuRYf<WbrnqCFPZ{ju=oVk38d^YZ<7;XwEE6Ds-3b-lszc#QS@KKHH{<
zk3!HsbNC<et!r-+XnKmBm&pPC?89z<rFl8FxrZ#!HV>-tO}DeTxs*o?PVP?uMol=@
znlq)2#6j7sp1@?9T*+$+UPI6|w2E={=Ab%+DaFD|0sjD|iTy=+{5~D=9l!4(v%8G<
zWXM0INf(HGMWZ`H^GpwPop*mawThbD?OBCL{{Rvvev;YFpv5vd`twg&C5s|37u;75
zZ{y3feb-htvz+xQwEmT;50C6+2hXs0f9sQOAFeBCVw2p~Ih7~W=%jgO`JKr=^xWia
z=RZo$kH$V8Wd-E9R_;8Z{PR_BJbPgPWz+0Tt=dVB0Q?8|)x1m*r`Ks(_c|Eurks4L
z%m=knxxLeL(tg)^o5%1W+<!{pFT7K#>LiISStCEeAId8%M)NQLGqWB5>T4Ne8~9FY
znUjA4I}7g}?ET)EY>R{bvQL?h;at7`v8d{DZo9dXLD&<({3~}&@D8nU^IWRgrZbto
z@gBmui$4kI+F;!zZ+R%^GH|*2R!LN-^)OU%IESf^q1?rLYYn)xm8V6+IA53l0Igb|
zVU#f}%7fdSR;idOC{<Kd;3^Dappb@KgUPQ#lw1{$Zw-d_aI}bE(pK_Sj@wO|`OkIE
z2h{Wxr*Ytgg2m>&vb6J$32h1%C+c%he`{(nSgn*7jSK^V5CBi()~E3HyEdB@)ECQf
zb7?p6^2HjI*E7`0ttm;~$(Yi309_6=OZW~t#UkMQ;FDO_pAQUEY>MTfJ$BA8N9A2P
zI<$e@UEP!!D5g>fUfIE@KG7q-=~<bvg3NMFL&HK^kn;Ld_>%b?MaP5nn^(=gCLNj=
z%~X**L8Xvn7jTZm=N0IJQllY=`Wlfg<Ws|(`}0uny_wHEsc#8b^OW&UwF>Qdi-G?D
zJtGG{jw;MvG`U0j+Z$Ow2LAvW?qz5vC1<v`ke}~HGyJN%_<Kc~+{-<TP)0h*yr}%@
zB~GM1(ak&^dU~mx!g%F#{{SGHa^14W6`g(JtycIl8T^?40J#v_KAcp#u9K%psd-uy
zuR3kZhUll*_o$%o)!Q)h072a6rD1xKc1I=a&r6uC=16kHl4|aqqF(Bgh^=8}C%NDc
z#=4t758B&+(ho6*a(Jr#B)K;5+r?!t$jd*JdUVGl@v4;umE=^gjuGdXa?8N>)|h=l
z<IQo_D2@R7pYW}yyo(gsX>A?4^vaG;<JP#Fe;I2qs9Bs&i`qr$_>OB%4;xy{Lf%+;
zey<B>^grWUQL9EPRCHnS7+6~CQ+cK&lf2~m)G`q3u>9E^gH+?!v|E<}Zk{99%9sQ4
ztBP$V`JunIke+}@Ij*%{o7tX{#L|+{mo0ols_FLP-^^R9W$6vdZv*Ih)!21=wndpV
z%^h2){m~?TwUZ^K$Xt1DJM`kKwY<1IxX<BMr3PB|W`?b(YFCdFU*3t8e&iqpRr&$N
zP!qEez#hV*@>@KfX-sSg88q&?1(Mi!nbeYar29;nIAT8<lk8HJ^JR68A^dV23eCIM
zw4FSW7H?-BoF;y?l<LAeob@YHhs0<gp6SBJ5o6qu#Z}aAG)oxTJKrwyVUQw^ou|;6
z<@FyD>KEXlm&%0y0LwW3QTWz44ClG7Dwv*a5#`s$^R8GT&-Q)A!nMRU?d29Yz{noe
zUG1fhs<8Ts>byGInSfhGXeEO^SP%!}TZ2iDb3MzcCyjt)55}exIo5)sm%7U6^Xqsn
z<&jbZk(~4h4r^{5FT|GXxg)qi*Osoz(gP&%+3B#LmCgX+e=}Vjmxr{dCEu%SHuqN}
zBwDQdV+YW;Q~r9^pH^$B(6aAmq@>R#I<~23#cm-EeI<^M_(*VmdkC}bkzTJZmv1up
zL&I|0L{AT8GRmji=CU>K4(ZxFv8u~$e-wjpjgTyf^&+3LsJ3HxI*Uli;iJ~{*B`xx
zWGAlN8ku!10P`bVpHQF*(VN4XHN%pkSb;ynb5!N<TqKhX@5|USbNuQYYa<y^#K)nP
zb>beWVFKH)_qw_KYZ^%;nYT#giSABop??QmDJ3O|$Fapmd^>e+H#A$moYrogM)f&f
z9<-mlj1-CFAyG*_)vpJKZX7F0%Nn0vzm-chwZ*lQI>Y6V-+R3_-^Dku4U(jDr%Xsc
z!j~$8w21a`rz=!0rjut9mDtX}^2~pwUxLe0xmK3S%4y<{<t-d!g{<`PHI&2&?4CUJ
zXrKBK{cB54*5I_5wwta`XS?Ph*8@L?6|$Tyq1y*R>{5nHi(B-PHZWWv$R&Cj=|ABs
zOS~qt;oUa*x*0-wZhtDNsA@WfxUv1J`pWd7`4}))sxn#J#ztTueJZ`yU8B&GQ(X?^
zD`~cKS;$UV9rq~q6+~K$ef*DVoWq72(CzQWDa#rh>>ntk(lMPhLLo)RJbQ{?B?|N(
zh^e-NPZ4B{E`J(MCp)HRNn-<plu$=vDwNuNzA@$C`&RU@2v^OxaTI;aRu$&8Z5d^>
zgfkvDzi*(doso=^MJY7M)NbFked|5dRf?(HJ!#Y2&2V!gljuDtg`)t8Gx%0c##TU=
zGDb1-mGmN==S2Si>mdW(4k$4shxcKL^u=9=L%5bb>{SO~-Dpv4Y7%=C%38PGk(B=c
zv?;%5C+<kC^fjzBbWj02`X2Rqe+27_h|8m06_W)W7a_iws^w*S85kC_UupA+?U~|`
z3<plNCBCV5ZFX)+5=>7fP)%Rdd^M_QzDU$#YetxEM04{2?mJaKv)!WQSy)oAy_}=D
zp+3EHeH3XurM}c4v!akl^y@`s$kz&gc^bBTsH?gSPo)0<Xo#ej;r)n-S%}pmBmvvX
zmcC=%G)MT9*VvyEZPMq%P$Ra`F4X5A>^*qQ{u{QGAC@Q2_mF0?wa-HffSqby(k$}m
zHT_oC0v$r-0`vk_$K_j=zY+E55G0dFI*<A2gFl$&x30VsY~<qI)cVGMrD0z9G@;Bg
zIOmm-Xjer%HZqpX+O+tjm;&!hS3L<?2>x}oXXC#QU9j^WTUI~cOpnZ0oXz1~LLgaH
zTzejCI&Cic0z=!#KMd37mvP4%i>2`++pX{PyWF+5rEK1y$Q1syZ|riiZj3C8>W4M+
z@$+LiJB3@b*7Z9E&9&_D<NK~fTCC2PXH981p5)OwwhEm6DVqm59G>;&R-Y2}`*qs#
z#WMHvV+5bZw{5;CTRMSvrhMJZPl5SWs>`X{Pd1}H^g8{$s46jv%C+&QhVIlBx{}@h
z0J|a|<|}R%v%QQ-X?txlpYBSe{#mP45!(z^8SKb-0+8eYL8~okE(r)o^#Y^v%Jme~
zu56ln5Ch3HZYQbwQ}!HE2*K!Srd5!O-krI!Ii?RoNzsU>aOFgz>Q&==5$T>PDd4ib
z8!v2a=U-Qh5<ecay|G9$(>zkLW^$oUTcZ-^!5Rh260yr}4^J(!2j^KAKMmk~{ex2*
zzq>kZADI6D3hYSZts!m>Gg9froRiCFOQGj-_zP5p@cvwj{pg!;t5)6|7R;+Hw1D?#
z?mwk>O6;Sl6nUhKaD71)KFTD=ET<QAdB=)gJ1MPN&g(O-Lo`pyek1X!)*d_8ELBtO
zCTPd-%r|H8>t2m<rD->Njn<n4g!LhIpUh&iZu||P-8cF_+HJm#ybsTx*0c6<TONIE
z4k9yhr1UfGz9n0*0`E-2cX;GK$kxTDinJT=m2V#1&uNor{P`7uckt3qO_re)oPF6;
zq5l91#=h__y<`K6Mx9T1K7Y_vDb6G;Mmm?ou6lBL7Xf^WyJ@q~B!H7kC8WxK)wdqi
z;?mn{77}7er-8@!l&KYF9};VJ*a@gz06Gsa)vQbEjTUhv?KqygQHB9invJ79ab9@`
z#7%ZCB$gS6q>!)k02;p+#G9?Zys&|fvk*TnYW}i~<D1f!=VY<7oCGBMb)>lv*g|B~
zE>hh;+dTeVYlgk?_Op1tR0cap&;0RRH~sb2xw)=xE~VWxuPc+)j!i_dPobSm&3%M-
zm)<witoJURY}3d%^CaPaD&{pG7V8?ADJ9dSNB&vG@-O5%{xwTZ((d(J*sU$1CFE_R
zJP*XzcVY0%TM*i{$>Xe0fALj=l;+M=JVqhe9(EDtI02cDpys;o4CtENMplN|BZfu8
zJ;2&A{LOb(ns%9_#zvoG97O*B8+`146a6YlW_b=-i5;`rt~6fk^f38bPnvAYZ5GK8
zdH9>APz)_^S!i>`XbVYWrCAZXbYK}+e@e}6<bhB+7RKVl4ud=j-9a9Nu+g=nq1EZO
znm(s(ewLG7O>u64gwE_Ylb(a{tW?uAo5fU~!YN<=nr;5S;Z!5HxpvLH)UacgD8+I+
zjw^fnVt8%*tu6r(9JJH1cKppJ2F`a%P`X;*ze68X@GXj4H2RL2XKKf*MKJ{Z6bxp$
zo3DqOWUIQ?{#ac7)sZ(3%vVVx+)XK->Swr@v$@VbgS9w3j4;cQ?M+dOCEzK|d+T2#
zfx7r}sz9aUp3-sHB!?&S6_)-N)?&yu6JU1<k@?rC7G)#1wMiV(leBMYmxo=>ca>A<
z&o;O4tgL~jmt+3`b05~VZ!DnDv>&zGs-@6%*&#V%bIvQbnXRqjGhWFA5s%`Kf%#Vz
z;;mmu*H+(8(~+8R{{Zpuau*($tmhcTXk%K9DiD0HQVUOsmt^eJZPMX!jH%dv!nN(Z
zWuaXzXKAfpuqn77#8;k8qF=(;Yj^wwRS-y|hgKN&sEtWSW6!6J#L_)}3yTZoEo-P-
zN#AL3t@#>}?W8CQu2<E0738+sUZZjgTUuO72YBNx{HoWRuW3LG-rEmC87p|=q_;<W
zGg`L1;(AGnMLe(ODoEv;+C7m-04FW=uRe#yy6gc}r&$930MAI3v-LR7>sR6Ufp7=<
zMU)aZsuI8BS}at0n=ICo-B|1;xVV0<!#!|nrWvvcIQ6WUymzNK9&LoGd+n1oH~c2L
zDk&n$cRhh%D*m+uY_kdtUgnCz?m%6~-lVx(T|GSALh?9Q`-J6>(ML7N-+13qx?>fh
z$7vDhBN=bSjdQZiEV7rG+D0dm$2E-cm-tR<xt~gC>~B16ZEi|wmVlARn>Sy|xy?gV
z)HOmRxVdQuW!-?kLC{r8Ya5H{gm%z8u6imdHPz|f1DL3NMt`%fQy3eY`~`ElPNO)}
z#A02Mg`!`kn|fq;4C?E&s5s`klwY<$lEVy<hwUQcALCYRw5=~rQTAI!G6DXwL%FJX
zC1!u0t##0Zp}Fhe@KdI*GKbh=LArM=2Vv0F?K;}-`Gh)VoUhonz_EeuO+h&MNi0X<
zTDIOOze_=7aRgIaZNU+rD3SPgt)|;MD^qGd;<*;Brr26V9lh+<cehM_cw&SR82<o!
ztzlevXF;7#EuIEF3~qmstw}$zr$W|ReZ{4~>Kbz*x8_bMjSa+6hj>cHdN*pHXBM?a
zF~ZWRAAM?bR~`bib<L)wwZFSEWAzoAKY;a!S9C1|!~U7e&+CfpywxNC!k!$V$YYPK
zX7KUobJWUcKZirlPM_ji06<&llz(-Ye=0=r2EAt6T6weSDBb+)(U$T|;a#zgnWN7V
zAKpb9XZz?4Pu1GloYKmrAA)BEAB{CN{{UGOFZGWVH~c4en{geTu#>YC$se6|lIc23
z@if<VHjze0%`~6881}9kSktu2okwnfBxsd?cuq*qsLwd8XU`XFoOP*Jr0vghCi_;r
z)TJ_A&m@Pi&jaW>3aXI1oGRp>YUwQeFgR<eFgopCrnfDuZ7mn~aVih*Im!I!g&9v)
z6!0}_>ob?rd^J7n$R}mCjk-LC0M}({;f+5^0zq%~rys>2%7gUjT>k)yU+ryc4S{)#
zNOyT^NC(ofZMBVSOgN5t(;ve8kI3;tafG%A%AE<?P`T)mPT1PNC>;Rc3WeExzDO<F
zxj1}peh3$q@Xn*SO^x}F@U0kpU8T!`HLS3n<y&=iLlqB0)1{eE+hbIw<spx_`qfix
zfE}O{j^du0#)&$Ox5WwQBtk!4m1z<QmoQBngVh`w)mDU#nBr+k-7vF*Fo2q**6ezy
zVx#mm9JcV=?b$NQ#GH}T)7s7Pg+j-^IjGH~tB;U_^sDBNa=Di1Xqy9(^rP(!$IFj;
zQ4G7dLyx6P6^!!y+d?Sn?skFs(ajV~aaytml!4P}J;h4`T-=?A3jjGds<*nviKZ|5
z&$nC;;Edq`_dV;G)Vxus>L_AY5L^EM&p1ZW_@4F6Qxg@UI4k36$4KsVmwK+5q~u-B
zw^I-KcZdcbLQhKJ^(l_As7-ZmW{{!B?&IhyIOUE>HL0Rq-C4}y+69rM0Z3%e8Ll}^
z)Rw1@I<l`jG-n$tf&Tz3U;g>1{FyU=r#0ws+27rOWK^|Y<n{cj?Y5m`WPHSkPe1qE
zbUwnhSbLpt%4IE6I6F@d>enhHhS|cNLoo^u;%ed3yh&t03vxpL0Cl&o^%dI9c<i}3
zBzFG*3fx@{?5*Lt*0ob(6swhmBPGwV^sD;4x}6fr<4tQVPbmK0)$Lyr5P#W{A^sIK
zek+?FzOsSy*JvyJtI;n%u-YIjnoEW)^BaU1Bigeh(KJh<T1`C_k5d~J{Q<>8r8ToM
zmS0&b#z!?5i*)55Hjs1eF{HWioPJ;W4xEt5{{TH5w-NNMYmWqJb3S0Wnh<}5hU%d|
z!|AYo&3g=ouy9xPsBxM(r$Z3B9G%_u&FrR2iJnG3-aS7GfGIr&YpEUu)T5AjfeLpq
zxN5XCfnWlCmCJW+q|~TM?sKdyN4hzSeJ1MV)lwo!>09=G5>&(9&y4>71bm;w)K^-a
z&X0c-mZ5h9`Gc-O&$U{E#&JqE-&lZqye*7=2mEQSRP`>LX+_#*lp1_i%44*E5;~B%
zCYDPZ#gEN>KIkv^giVTVpNMqSnPs%pCAX9wJjFQt#dPp^!^8}7FLdkJhXqMcNdEwU
zn$b!pd=(ij4kel=B_!d9BL{*%16w*zi1pnL-fLS6&5=JK$O~-$0CznrS6kL^bxUt0
zw74x{Y!X&2&cuJUj-N{B*<2IX80cx~&>R$Ah1<UtYnp|Wme-O&a}<MbnJfcx{S9+w
z*J)*~2FBbI`BX=d*QEwCk2ga(;wq;KIHIh{8#wt#xXl!~QH!K~Iq@t0MazDF<?Vm;
z2d^$U01WY7rST+Z!?ynb_4dE|1J{@BtfR5+<lpYA)qr-!IsEC{!2^0J`if}e(})I}
zJyxzoBo?yuKt6(?eInXXg?*#xR*I<<fp&vaVjUPubYxB8h~2Uxj!*ZNv9A0VX!$>9
znkGN<&yih-E!fli#=xaxnx+Djx*lC|;Ik7FE`DCwPDN(R;d}IBun7lj8uljG{{Vdz
zhq$QCrL3oz*n5N0iySpFdQW4+q_Vk$knp(2T#91JEG!DMDIEx}a&HeU(|+yqp2ce;
zQqVN;%MIN2;!o}p3I71=R2&sDw@+Be^NUXwYj#WwT7>u=naLlmbQYfz^+;4L#kHlt
z^?1lXp{*OAhtS-7_ROJu19EE)=fHQ77TCZ6(|3Q$pD~J9x?c-At51m<Jm3qvDec?2
zMh?H16}4;P9}nN)L#jm^AK{Q~{&nQn9vIZ%1eiks-54Lzvt+cmgO`cd+=``9o5M22
zL*iFHfcp`6#F08khod6~&*f1yyN3Cc{#D@ix|QvWo9(V;g@<%<4R6}~K=B2+`R|%>
z=_uV=DyLOE>N`yys#6)_quOhZwD_gFYTxOxxaiFh+Hv^S?Z1vZGj<nr(_69aDrX;v
z;;B_feLTv9`kHvcoYOX(@l)H}>9^e4YBtvy?5~6Q8l9}=j1#nxj@4>uosq3hUkfN;
z(YL=!w9vZsQ_Vuk3Bb;M>GK*~V9s)A3)F+wpS6I-X#g1`y)IxGxQ+!qWswLf#2;f#
zDt&1PqnJ%5O(f;l5~Onj+C>aMTF<%BbZtPBai&5~tY0DhD%asb<W%U)XNRXf(azoc
zKhbVjn|qn<Phj|U{)hFfi?4>a2;|w{!8-Qb3Lne=0IyxnaC7O>mps(CCUI2C=u2dI
zpZp=(oKo$Y762Zr$Ulv1+4xo&9yrW$B!qxV99L{5anq$V$Y1X${Hc31IAye<vBUVK
zEc9(Y6tcSue6#YgKPsReq<iACY<?kYwwqQ-*5wCjmv`&dyZfyZMZZ!mH2A?k#}V3p
zPw=d(p8)7{s4!1+ZhP*-kLgh2)6nzl;IT2Al_#NA-{M7-+ePM{(YJPqvOgnRcHSe<
zFR|rnD;po-l}i4#%w2pjnMQ2&J9)jCN+0W3*FFZ<?NGni+0=K9gMTAc&oo4FSn6LA
zx$05Emob;Nni-ULM+f;DYum^O4I2PE;=En0bsID07^jG@@ogg&de_DJ{hDk|O5<nu
zUH1>yHEO$Cqg9+qKi)+3a2aw2e;Q#)Se&`XrEoU?01>rVkME<moBia+@~sGdB}P{l
z8d{e1N5}I9uj>ftj%`9)oog%SgT*-@noxFz1J=1|J|n~BpR;LyJ~%Q-kUszgb9$GG
zHEmFpn(3pA{{YJ<{#E>iOtBW&Cz;br-8=i;XGqf6o4e08KtI((^B=_Y70h4w{_b+n
z>6Wot#CkS2Ir^I8g1nD_8I5mf{uI^qZN}Q)WJB-EA=;~0I<k?$Qx{&dv`l-e%e&c3
zms7lqd$VNJnp{@{P=(-)q>&ghs*IC^UV~xa3mYN6`ewRu{0Z`}=hnC4OKmzGwpP(w
zq3f}JX8d}ZN)4M)%WBQ@O_@t;e|`+t7KvyNK+XyMDr<cf!WQ#oi6xPFJHGCIm2Iv(
z*Ulus>`;&AL$Z|lMhW$<h{X2k;i;vrrOQ;kyorUCv1sE1K3EDD@TWDVsPXNV&7?!s
zTMR0to#pPEFrLP98y~!fm2vJV*E)sW#nVhBcms8gCp$s*6zofcxtw`dDMs%{(k}9s
zdR$85ua-6uSl2!P(XLxI*OS_NI(dWo8sBFbC7hNgIVUuQvM?K^4xCvvFf=NBNa3$O
z9pA)BwVoT49o4p<$ks*2g!PM4m$Z<M#YRWzUZj$+9<-w7NXHD=`t+%E5yL#5llV_9
zw(#}rlHz4Bk5^jVvGBYq`H_sg^u>0MGRgb_v)3z6j@C9-bBLoIWCw2FeA8589m<AX
zN}9Vl9ZOi7!Mc=o_Ho6Ak21zbUV3M>S%cyhopeXq?WTdxQjNKPp{#!sX*x{zh?*_q
z+*}oAoH57;J&r4vn@GKf??Tx2=CD&~=y@{4SEDxR?0SqE-idpUD^Wyq{4x!{&aN9t
zBwsQXNmtbv8u6BfSk4((W7e!&Nq-w=*`^FT#!i1q)nX)$ih0Flq~dzRMC0XjBi|Jp
zsR{tf^UZKEc%NUhz<a5f58;=e=U3tJ{rag{?JcDq>4W+j(PCFqt!D81YR6!=62jO<
zQU^jsB-b;}R7~u^de=K2k1U*zKTTntzFeQnBCkc_-w(`rdzgRUK!1@nr?-i`Gb$45
zU1c3qU<zuh$k-V<sK4PR@Zzb>)UWKZ9)CK<)I4y^OnOziz`ZxOE`P$4#6=EyjToz^
zbEcLk?BesUXG?hdWb%Is!N2jPwXW#&*f+QQ_M7@GarYN<T}ouRo#b=eoYPQmU=cH(
zI#)dL5}wDGTQR9q-GL^fs$S}H`L{E(liNHGpsOAq)sB;>8H`?RZlxV_jDzp_R+gXO
z?MG7EB#JHKKgS@!KS5nphlaGhEUT0^5{{1`<37T(j3o6$(7|FV&zOy6{?NCMTUe!4
zZi@Y?bg%~k<cI$NWONmBOR&L)<xr#PkHUwyx{BQ;k{3wa{I0`;--`5ODJ5ooEjmgG
zMr<It7VEMlSkQk8inbEs^3kqjvyS53INu_Ms&=;m)_*kH#c{_eD9WG0qj{!zWmpSA
z6tB3!8xWtBONwDSQIoQX4B9@6cuAX1MJK#RVXV8K1L-rL^n01@&!d3Cw#jr~og5!h
zDGTIhBB9cY=wnka!_Rn}oyWuLrRLJ|8JD(B!}`{3&xAGGRWJ5tbsgg&zm<31X#*=y
zOQ%DS#C<C_L3B8(Wb~iH?0J(mx2KGjynuV|TAD8t>rkKg`jNli=DjU-30xIsC4aiy
zif5H&a^y*;TFLc<1Nv0DQe94Gl~s?yGk{+k>j}VUex?=w01Bh1Yx<t3587^6r}qa7
z`3mnftq;R?)-uU=6n2u8CN+)D;(L6&@mypY6tl-1io;`a0jys$c1H~8*XHHsxrwy7
z^{e)pUDf05i5Z8lVO>3zgKY;g0V993I2E;T9B755k|-cvNhbpy!n9Oc)tbXEX>&}(
z()<*cC}+5o2%|e$V>x1dJ*%UF+S5*qM`;4af4z*8`PZDutKZt{6H8}tG+~^dm59&Q
zw5|Mcsl))dNUle$iO=RJr&2I_qVV{<Jtt{I>_ba&Fop=Enp4puT%YsrS|h_#+gqER
zV^Ox!mBv;!9%KGl70T)UJhrx*&Jo<&O^g<|DnTCL)wS0&jYi?8eNoKva>n2sk8e-P
zw^h?UAForW?Fl4{7by%E0d21u-~tGkMq?n4Y?_+p^6ve^-rTh81_5r=BvH;s+2@8%
zGxE6Rn%0uW$0}=Hc)q7pXHHtCBJJ721^QF>WK>2nIKcv!Y3)VJZ59J#xgSb;OapQc
z)~kHSr)rWkmGG*h^Vn3sGZ}5EWKE3I#LP+BSpF4K@_RikOX^ok9~luR%;)f~Q&jQ9
zvId7tfLle=%sj|{9@UJhsO)+5@f7KuZl`yq*h9Nj5NB>gOo5%h4%Ow?aINL##MUq}
zTkj=PIob)}RcWM>cP}K2>`x_*Nj0zG?MbX|On+rtgqMQ2`M#jnJC`#&YLyjv*{dTJ
zqLB_55%^LAAnBU)cT0IC0c{JD$y{gislTx8?ipU@+S(*1ghj#pO<%HSL~_cK)(qgS
zwQW`)5*y2aJ1Amm`gogFhYK>tE<fk2e4odydK3?DXAy?lHHtCSP-8#iQOS0bvch48
zV$2jQpfJhy=AW}@>RDA(ugq~V__Ypx)uzJV_05WZjZgmo2^NtufcCS*Pg1TJ3hed2
z2iRIk3hEY?!KPB-tqELX+wrb`=fN6m{{Zprb1V)208Id4`c&FxPYH>N=8mOkuJjp@
z5A8OH`aC4jRc^cic&9d(cJ~9*cEkGd`q4);j9=DMvx)TQ#B^CaJ#HH~`&#t>0CDTf
zL@K0|bDwiwnej&E>eItE(pp%X$2W=^H8>%5KR?U!uOUws>Cw50`p)joQPeV0QcFYB
z$}2`VWS@3vta1WQL7?vbBp_2D)ikTX8XZCaPZ)RFe<NBSW|wYCoO<=mK4i~cH6tyV
zND<c^DZuXfRLuz=N{`DWv9yn+1*Rqr><*M|_RqaL%VqDMtyg(9NW(OCmXoh#Sqip4
z8bWTxfP;2VPfDvS_h}|A^z$!Z&fypQX|1XlP#di_@($$e-lOqf>r%t2Y4eQ7eE~j&
zw*LS+XooxKP}D5ENvObLI+eAYNB&t`=k+y%7l34Gcin0mhI!Zye_HOgwgX_`^rmgd
zJe<<yk5i6VWhZvdRCqENxsOq~MjZ%hxAq-s1W^vQ@_>0;h{KG2Jl5fiXOqq;o>2pX
z)|!M!cx1LQCT&QZ-04;~XS2ZN82$#UOM9mU+j*v5TXT%EZ%@*?EsPH$n0{09C<c#a
zx)A6ympU(owIF<n?YzQ%={p#op~0$mKM&Idkz`To8zQ=kjXK8Q?v~OfKkn6E>|0ov
zHLSNbtPV$$DaYh<OWCstVIcR3!(DhD`Yg0XU4J847djTBYn}Gbf!#)bm3o*>X55b}
zQcIQo<;+?AM>LOndYs+q7V{39t)x4#^fa6rIcJyC>7nExTtah)Q|r>Sth`aJ>A)?%
zqi~8phjvHgc&_?ejRI#0d2MlM#N+qTaruggye;AD@;=LVZtUCzNia{~YIR002U0%-
zj5|+>n!G?Q(!q42`{}g)n62wyi8@T{{+nYYFY6HuKU$%8@ZrM~3rLBMGP$f9uLWu_
zZYWYfJr6Wpma5}vb-C#lz9#VX`hy;+6i@xxfkHnVVzlCcZUJZ|id7xa!LJRUNWZn_
zOL+kG#($MV70u<NZjMP~Z(>DKn>LPbS{hC#x;3+otB=N*V<R=?Hl8~11(_RfoxtrN
z4gBkR)8d`hK)%zh<sI1xQ~hc4owW0sGSW)NZ{@OrO*E-1n#8s7{{V;X6bX{z-2VW&
z7!Sl&&AzLmU9RXgYhJu7$Q1sx)kJo~9YT9ZQ;s;KY-iH1{fV77rX70jQ;|?TvHQh%
z6-rk+BT_QimB8<s26NJ-F=L>kX#*mi${{14T5tfbH6o`y`Ki*)nGBEeMmoE21svVQ
zCYI%3c==8ZO&OOtQgS<r%D?eGgQb%jTs73A_#qknYn0UfAnF$(qSK>WNP1;?az4M|
zQ0gO!wmOVF&qtnk?cow%+{F}F&+o{={40X-MbCzHQ5}|*X&2jMlmm8(QGS@?Ipei*
zQ_C&FeWvE=rI4Ogi6qmktgiJ5m2E9u<j++HipkFBlUER{=%QV`@LkQhY`6q_ar#zl
zz8t)XcMyeo<Qnw76H3-Ct@i47VnibX6Y~-H)}XPsi{|o!H(!`$nXEFH)Q>f+c_pWZ
zbt{mjICn03*3G|!r7{n;7hm`e2j^a$41RXQE~8;>8RKlO6^GDO`>h5TG}$j-P%Mj$
zzDkA?9>98<YACp1u=Jgz&Kpk9wEI=ac+e@!yW^+VwR2Y<Gr!UGyU4V=p(Tlw;x-$R
zhp(voF<y%vgEjS;YrQXYeSEiluKxf*Sa-h<v^kl#8`}ww{IhH@AD=(1IWEOw=t@>t
zXR(!Q@iHkBZS{aB`_VQ(O6WBI02gRd+(&V3sf%fcNbZp1^XXi@*TWfuF|^d6kaiLR
zg#Q3a#<=hoh;6xB7L|X!69yD1G;)1o8%c7_T^_Y@dwHyn`1pq52h2RJzn>jylR+e8
z<xkMpjl4RZojF!X?d2R`f~K^sd}HDZ71+13vJc^Zn0~cttLke@Hsn^6EP8Q6w?B93
zQIXr8D~f~SPNNzB07$d6nNLtvf&9V#m7@p5EjC<zqQY2->*cs%`r@=zqIN?zp)K?}
z7EQe1Vv`xiABd_j__xDzf6K(t{{X)oEys)eH)|PqrMS71vMPmB_?m94PLHq9YW&6J
zibfe+kbNmGe2W;o%|huQPPk+9AH%J2dY6uM3$SCfjyp)tc=>P6xyddho?`Pz@)OjO
zNk5%sEJtIGu4tB!M{RrKn@eKJrrG(Oyve$M-y*qPPhZuwX2s3JvUZJlQTPgm-%Pu`
za4qfRAfCA5x}7(`cMb%%viU>Mb*y=%EzTG9j7zc3Xjijo+JT-ZR%v#X2+NR3uI>o#
zZ|%IxohVyLo`dBF@aii<$41limCd|+rN`fF6INPJFpy4Kt}(Ic;WGCRjLlsN$dLCq
zll_2eLJ4iGA}ebIR_Z${j(zDmt`AS8OAe_l2qA4c&gBPBFpy1YWO@$|P9F4OaJ&+1
zjkOCE@}>KxSe2E(AL&__J{|D=`-hWHSP38U!OD-zrEfQh?oET(jVjDS!y8MM+w|hH
zmpguF*n1I2A~1#?H81TTj(+dq_MJO_p<c-e{_M&K{KaHk{5#aqh_#m9<aXO8)B57O
zo!+Mh(wrL|==N!tRLU^&*;w-Hj|yv6Y<%55agKgbxPD@pYo}i{n?<QCc*`eB^+R&t
zfTW*uO7}a!4g;TYOW2(2CW?1V;Vk?tyZ78bnd*`7KRVacV28tcY#NL<@dpy9RV$qF
zlb-d^s>EA}@${-%*N3#r>nFL?bqTF72~y3KKA$Q6l$;b+g;&DHg(l&-LLZ2FW!fLM
zLp%~6`Q?UR%CsTXG>g%TeO?mGKIEB0pTr9Cc`c*>vZ*PY2FF^5=U-7tRBL0*r<&p^
z=_PaBR!G(n<#>L=Ko<sfA(;Etbd7vr@?@4)gdD6zva9R`c`df5eP~CKb2NDAwa68<
zY2$5j*>-)X$hqkvhW>okio5D{QO)V6c|`5ROgZFZr6?|qoZyc2%f;~m=PmY|3wc5Q
z?o^M|)#yBLrOJQOZDx%6p$r9Du8%=x)Frz&4b{m7T2evmMM48}llbPKi^O^b$0F)T
z{{ZWvWBFCcuC$3pS5~wG{inzCtM<`4BaNW;kr(lG#}w$}k&XZ@lYvg3P|)oceA=8c
zarYrRiLP%{@zj_wX;6!3&mLjsL-_Wom3Xa;>gE(_tKR2Nb0v<K5R+57SV<o&OUs|a
zxt&MH61HN}q891X&0&{6;ar^aNj#=WU8Iq@C5}x=ZDVmbGDf&Sd1KPKWmZx=YS{X<
zoujbjX1<)g<;052a%Ft5{{R~6^o>_bHgQ-PT+W{=$+P8ePkO}D{4IN^$T<rZd3^C*
zmY?CxJ4=imo@Aq|u*v@b>rqbXS1$#Jug}e5vVvHwYVtAZwxl{tS2#DMw%(D0iqS5J
z2E_x=0Z=@O)09$K$5jHl<x=X$(W)@FzDWc&aGxSAD&4X$F$gT)-lmJ+48i32*Zv&)
zJUx8XaHsMIGyvs;4a!I6Dn**^E2X%Ob~3L*<hUP!;<DvNbuf^B0#-2P@Mej3ADL?<
z)ByD^xd8feip!hf<;W!3-&@P+l2q4cbANq%kG9>kp?WURqw*CIWgAE|oiuVhri|lx
zD>KgSd?~Nk{LN)CT>a?&Vfs`lsB5-AD$jQo-q~SZo|i0{D$G4Or~SE{5aC@<P|6K2
zX3kk;%|G4B$D2jtJ!Uie*%o2xEMWftEE>HRj~{3g>9+2DS1VnUS!q*}X45U4o}`Q)
z(x^}2EduK&$(q>btWHS%b4t@j62N02@XF>&c;`+47Sm+N>?9bfT8EDA=R+2s3RxlQ
z$;+R|{3~KlhgKIkOASg-H~X?h$L1@Kz3~0ro~134;%1GumXDRqOO&=}EpM&ENg2~m
zEb<qX%QJN(<eGFAvs^GlLQk-+j>p1}m20Dde}PXwjdhxKl^wc>?ch*;nJ4k0G}|VY
z26a8@oPCdkXPK1El^t+8*H>lX*eq0Xs840&pQ)_fW5sjmI_tp#!#qf;9T;^u=aExE
z<E<X=o2yyvoc{pNG95?fgH)VTI;cwrPF%9w*diNcD-x>uk=CFy?{$q8q?PzoKuI*V
znvRQkFn_i|Bz;U%N#&F6T?%S#X>XkmNVT<TI5z<Kjrdl+(KFU~h+5ROF)r-yEG38g
zO2EY%9E6d;-}r-9V%PkEw@=bE`zI&;dM4sA^&M)2!s>g2HSDrYH}|DE$J5fAfwvrE
z+MUs(ike)+*B5s;w+7<&<?bcM+>ihR*b0a~Nh2dP-VktjG}Dn(XqB`j^LFI=QB|3V
zVa*h@6N+cN{6i#oeheIcr7!-1_2$NA+pw@@{_6li{Oi(wA^!l#zX$z&FaCn{=3skP
z30)p$PZaQ~{n<i&6Gymm(&>=zZt3#=f~dEK5+Y8Ws$SWis++ej^A){}nov0AjzoG6
zg*IX=UM#j;#d&3RqqD9U{$u*kd`GC-j9=(806z4PzDM9O{cCd>7^TYrfZTSe<ZEJm
zi(d;eBJo~_GX-mjp>FFeL}T%-TY2qnL2G-Mr5=jF)N|U~T%b#vSY{vX#tml6;cXsX
zVuo8eGxy+-_4*S<q=NOM=5DZ&2LXrURqk!AuD};CMIrTM1pal2{f(<y654l&CUU>>
z&g5<f`HFeH@lBux<4(4|PP^@!2kDN#r7mvb_SX2KTWto#NBT2dTA%u1DFgDLS?Z7x
z_H9ZzRDT7`U4IeJ=~TbrFtml$H4QfM(C3oNkSkK(TG4OH{ht07C!)D1e<MZH8mUf1
z27O8*4aS!o%iZkd$^QVpTNKajt0>=P!p~~QwZuh#UPWze$jWVD{>uYRaK{1EF!W)c
z=S8~|qkWlDJDYjJn66-a_E!Y{U1~>+jAU_8&!p*>IS*j~Jxd~NZ_IO5mqjp=EVVn!
zbv$fl-lOm|?#AN#7YqZOtwPqoX9ulDA=e;a1eSM-2OEKnkK#D~RKuyy2|sMoZz0E1
z7!s~MazFa?`Pw7h>MKB3rcE=;b>}=(mip$EJC$3=)xWzp?$7=`)~>8^%nL-y>;B2k
zDwR=kM9Oz?cXb^qoZ5DuaC0rBWsh(+pVGIU)HX)ZP&J~1^7i$r=1iAG7>lKtS$@l?
zUfbiMtfiOoH9F0%z{mY2((yZqkfHr5^IEq*%u@_UvYMV$%-s&fN7Wq&Tip^sxXF8I
zM4zF@^QdK)!#CKDS7=KPmr#`bdRBl}UW>&wzF<}3RtKnYkZC%7jGYGh7_Z=+Ch+3b
zqH;z+hFqV@vG2Yd%NP86%*uTwTvtlkHk&J#7Hb<G@v&da2Ar1Hmc;#!Sh-Fx5^PGN
z{`#ooXy%>@4|tpuz6jML1cM7>rW+aj>ni6))a>%o+e)ByY-E0Q>c-<)jFR!#-ljd`
zZ}6r*r*5oP_ei_70CMqSRsAY#&S_=P`!`3ETWS~9FS_31Xj|1BirusLgW?M{+AjRn
z?j=Cg+e)4o)YQgqEq4$3?w(Qn&Ob`0FT>qB^DSuS{@F?#P-XR8ML&W?3tx&dgxhzf
z#Ubv<<#YNP*thtTpvXUeXLlLL@P%Rg#dCLm4=!RPM=2z9-o0vy_#;#V<H-ZLEk`kN
zuZ@Az-~3948+5Hd1b-aopU77ut9XM~)tI&A#G5-HI0NvlD_;ZNw17)INQ3y7lU*K}
z;Tu~=EhcUs9JHN3DpqXOLls}*(DRsWE-oYs1aB*z!E;?!mEcWY^#PoVXu9N#llWI@
ze{-g2T0Pv-3wS0lu!Jr*m&eP1D~_=Ep{T^_H3(z6hzxwcBYvEIlvvJGsL-j)Rh>1L
zf%J<UH2dzP9e11$%C}XL-XRnbq%nbjsJO0n&*Bz?cHwS3`&|D35l!HIanI>nmiL-|
zq=oG@8%coZJkY1|JkwS^j6G~3UgH(pJt@4B3my$mCA7H6LyuaEVa6B`MOKG;oLbS4
zx((&F1_!aJA(~rw%0WDl#hmTVMt+8al_X;{*N_z`5PmgCQc;%Wi+yJH(PmVTNi4Vm
zX$DzGx20E-d8U(m@-&T%Zf><)XV>tjjPq4uV+h6FB3<Q2Y*MVO4(yzLY9SLc-~z<-
zr_8X~Mkc?xj@lvA$k_acdM=jZoZ}s2Sr<}u+(`H4qL)h3wJg2Xn{OwpY}@*Z<@FyQ
zX_kef({0}A$NaRD<zK*8A*pz)R@I+u*H0WLk1jK{ar7N(9M?n2#A9&jSu344i?n|V
zffc5d;dLf#ZHbE@`kLeC@V=uCa~MBEQLz^HFv)D}(gGMZIv%5n^nC{Z094fN*y@&1
zgahT9Zq_I1-|Ja(YI%^O3{3X1<_Ac<R>zS40F_FbMgIT;?9Y?X*Q|eJq^wCmi~Q=$
zHWsluM-{P}XFF6Anr!S@GFrBIy{CmQCm>Am#h%&8uBT1#rG=&hu{85Azzlj<V>W?#
z9D6Pz(_v%$222t7ilcj?-`ZLEQ!7N0@RM6fzX#a$qtxi7Lk|U`yE*M!#SwT{SBlO%
zSf+?T46&nNs}g(tG5OV)JZ<6I)di=xwUG5m6Ci#fu`j+JJ>1OpnyNcDRk#IPcYM|r
z=fnR15ZUC5K{AixhDC4FIsGV1;+<?=88;Z{dQ?qsc$u}lx1T*WNt5|hvZ{*_8|g?V
z9DSqBJoEkBSB*=iYPxX`HMPthg_NyYwee25XTo1hK<y#l{PS8VvqhS>Z)+BMj_2eu
zV-&zZ&m7kkZ}AsV2mLDE-f@o0u>O^!7sMSpQljTfk$qVt&OZvJQ62Hk=u3SLlX%;V
z9mBmkYl$Y=xr+rHR&BS6d^vG|x2*#n(!@vVGAi^pHWyF(jYiSW{dEGZO&t-&(Uz)1
zH)Eis&tq2wnla*dasL2aMk<Z|r=#f${*`$gvjLwj6TJR7;)gVgc$!IF$dLmu+7##7
znR6wkoW5oK(n31z2P}SqxgAf(S91dvn;P20c-#hD{yo16<>sDSi42pw$j7NIn$A_b
z9&LQpEh(e2)I4}2%z8z(&-!gB%YFl(u1fa)>rt4^cX0B^f4pgs+s!j=ff@dbTl#N=
zZm#yU;G&-0@mV(6=YO<fSw4%b*v)ALjP}lwpx7iu+#BouO>Erg5KDlOM$CE*pnkQZ
zW24$>QH6#C^AFx~GRN_&-e5ztfN}ZLS{}w1FKRZbbJpGrvNH)U0__JoBgoIzwcAM0
zA_Yd10bh1GshVJ|g36=Zim?LeV%*$KJd?_&{yhQ}-~Rvt^rvH`;V|^q!*ed@!P-sA
zqppp3kh1Rct;u0nmmd!;W+&`Am{ZwjU+O=?ySq;kE}TQ!=>{SO25yNM_w}k5SJL0z
zy~MG`k0Jg6fk~sCU?Emdo)$-*UHm`Rt=Duy8<GD2OkXGRI5m-R;oV}?6E%&(f!|@T
zTUIJT-HcL;*;M0u5%n}!!lp+D@UzC2B9ON1?$1v3ExoMQBrH&~eFb{t>t}Sozq7WG
z`m{iw&Y>E8iUZ|ah{yXMFY=?6nJk`3>hw6fFAU2ft6dBc{3FxrTURE>!}hRTO>AU@
z$PlJ_a87;tR?=I=z*lg+d92NI!#bykU`XM)gAo!^3=#O}xu+=D+O`$YrOi!hXxn&`
zL%&d#_lXZ-9D`+BFg&Ze60)yijgWsD@mtGTtS=_Dm~EC9DBv96gM&`C)URyVHNDKy
zA5?O`%7ofDXy;R>q~dz(#K2+Em4#Xw_N@i5wu*E}K*te+Pvc%|XXDLo(Ka;eI&{S7
z8};k@*2TZXNSI>lOh!H0HzV||6-yq1&M@^-Q%6P%0&?AYlirb7oc1H$vmo()g>(M3
zrnh6;X5so)j2e!Ka5HbJTd{7^{D(jAELAC^(1u|`dr1#3l_0Op>rwU<bL@=cG078;
zRd8vh#&yO~vGg@cNZD3|wq<f~IXD#1N$5^0$+4P30><a)DYsu@(c<$pD}{vPh=(qI
zf`>GPI?#f<WKpD&w$ucZ&|;r?b77>%yHUFedWch(Z^N~77ydQ4n{~F22(?4jR>5*U
zy$9i3eDX^*!!*(~j!!2!CbE@Q_B>oxZ>KFYsnz^-cXX|7r?1%Uj|XY_+v;lPg6?f@
zAesr~L2<uw?`&@TO>s?aD3wq~**yk1HPh(c61cczxxSHYAnZSlzJs^pS*GuE%%fJl
zO1Em~aM3I~fM1%cUBYiIS`l?6yB?1j{RpXwD#ozehS;D0Smd9^ku9T7zT3~ebn`18
zMyR@xvpA;kHT})Y?Yg%kIrAOJ%?<GHQvj5>vv%wRxX<P*x$^?>ynA+}GB!HaT&U)G
zB^R$#&8|EluG$luDHsl|AIv{7S>kP1PI7`vn{(U-Wv^ZrG9Umu51}-zKbWOuRFO|m
z>zbB~C6U|sa<S%i-ZR&2P$9bWR19KO4gBju+sD&}#od%MFZ(|suEuR2L%jb0U!}vi
zjBbx8N8mWDi;n^66CA^FG#<nU{{RYCXu;qywEhQjlwLK`rZ}F?XhwRY2mW}g>EaCv
zU%7fmv!Pnbx%hK7@AND9BnSR_<qc$Acq3l5{{WX3m3?7lllc-wH8yAUjD0_fCvySQ
z?$<Ei+P|@sFY}_j!sAT8vm{(wO%eY9X-J}<v||3%uC#GJ!uW^(03ZlI>*;^=7q2xP
zc&|(Nh0cKo{e3U~g7xOu#Zr15*+2WL^<sS};~ddOMn06!R8TqVLB}9c@yBWh(ts15
zlv9DDiU2|Z9MCd3Q;I*8EhZ)-6ClJ)y>(cV?;AHvqadIH(jg$7(hVZrT_XgfL%Lf+
zq?-W)WMecEqmgduPGO@<x&*%O{d<n*J>K`<UAwm(ySM8+uk%yc?t3VPQZxGi^)sA6
z@+Klw5^LxOjt}AcDns9Nzcwil-x`pYyxwok-~R54euH`WS5yDYEav`uo1`qR)7Q71
zFc<48v;gn2Ed`B;z2E#uNsX27j~Jmh$8|vMs?s&Rt(R*R{|r%8=8vd<dw5k9<*R#B
zt2N=|;M;6w0%U%TieZF`8GITwkj7{F_5;Gm)o?aS>)t~CN*A5syyZTw2S|lARYCtX
zcKzM#F{o_O>W3MzF#^lzHuXbiFZJ2(g{bt%_g_WF>^$E<%aC=d<aMuCQUNEj;Nr*d
zl1wfV4^uw6fb|araLwtme7SxhJo)t;f`dfizFVdcy3G%_otiJ++>f7+eE1U7H!|&l
zizvA<;LPXIZVH|U&sK^ndW8?}s{J#l#|fD!>Gx>)H(wL^A6gK&)2)2p5M+8_a1tzR
z`Gjyu$zs6@oMH2j%!vnY|0pACyzx<#@Skk_GhSu7Ze&({=v3h^85tJJ;K3oQnmsg(
zIfKwHP@FkYV6F|1DOHDGkeDS5IDPu-3{Ng868bkT`@l|I$Vs2erE)!sA~zPUmWoa(
zUO1k-^ISAfQfB0<eM<M_b8M0WPtBxLj46B)9p}3R5`&ypO^bw=1($iBM97soCjl5L
zlO|N9#q(L)D<#b}fD1HVk(b4KMSo82ne4yE_F?E5`2)M8Vm~EwS_Zf4&eN8pv>4#&
z9a^UP_8(4qT>keWPsIk_idZ<7_iK}0p8FN0EtY@7;Hv-7o;~J-3cbr5*L^TJC!xzy
z+4)g00IoaH6k@U-#Nab5JcYD)D9<8l-YGKSa)+wWbxiJDk664=M>Nj45LzyzBtvxW
z^Z^|4q;sV1Prt{CqYM1clIeICYOF4e{t;Kuk?6Vo>Bjhtut&f!Gwv3LIewtH40cte
z)`m5Ev2=lnW14L(T)2GFKptC3rnt#bn6{S$W14$iL~`%WJz9jJl|)C9e2J0Y`1B;F
zQsErLRN>k5jnQqC{tP5I5f0OT>|YiS^-hnw?9t=i78S(JjMp3?4A`m7m-G^GC&%+H
z;9ouGs3AD;fyOkk&`j<C9_F!x6lO|S<TY+@YEdF+0aiKO1+M!SGVw$;Dx;Z-`JDMR
zQ4nQ2q`FnFTS}-{IRK|xDQ-FWtRQWh@SL+vKs=Q{<DZ=3_D>#o;Gk5KDZP96$p83#
z^NFGE0x1Ow6lL%I)XaFIvbdgDOqKiB!6U&|Y4@*8gq}oCAG;n=n&^_g+@ac_&wnG_
zK2cSzG1C@!%?sSq!d%kcRfZ96*p?|JRa>*!PngG;pC0`Y2<T}2C&C`8tsIC9B{1r-
zI6m}vEDl$mKux#X7_a$6SacHr8DyJT-~Cksjs-+175QtpIDN#D`b?K16-!q79bTc_
z@A95l;F};s|JK6Ev^l6fVX>CEp#j(j4}?3r-fA2@gk;R^t-q*^_IsLDpTvFV9_C0z
zSKnuN3yHz}WbN&>Wx65&|AmXuY9`#(bmL6B70Y;d8|+m1v@-c1U7-$JXGw{|rgPQz
z948d58VwwkRKm0lc9T-XOXR<!bug=UmU<m^%;splzfLvd)xR1`DLWTCES=zxg~l!B
z)m`?vDTio`0;7U_MG`nc$tQVah-n$bRt~c4>}&G|#VD{Ij@0G740h-{*60YF@mL(*
z3(#kBy)xiZt}<U`$?&C#N0Hm566HOKR!|x=g7pj1NZ84LAy4p2>5i)XkaeTwTggNS
zrA$MelI?nrm||g)qoq-H5|>eH4Kulqv)%+h29zm5{%LJ@7FjT{i+^}S?@g3B&rx`c
z$;Wa}Hvt2g&nG`0n<>`q{Mh4*pjx$x!gxa~Y>*lCr=e{?KfM)FbVpaEU!Xbdde<`J
z0!2~aH$0_}ZFvxB%n4`@^DR;C<TUI}JL%a>Y}630qFFaV(Ep64NlyqCu=H|Je0$Rh
zjnkA*<wP9<wD!YCUA3uj;U=Zebmt?|Ih~Z-f^@NlI*jtL9xgyEOAAWc*I72D)nJAY
zc+Kv#%WZz2Ao?TN4*LwkF=i0O3RUS72OPi5h;<W}k;(`MnEi>C73j^|dNYz%`KSjD
zch@O(s`waIe%0)ARQPpOtMfV3U%K7#K;{Md_X@rz>I<{o2gb~iP}DR-aFkiYq^@}C
zGWppIL-aV<-^{#n<LFX+be<N(S+TYf#sQmYr*nQLOgP;XM9o?a7PpTXs{AavZG|;$
zu?E_|Hg_$sa)sgU;3gM@ZOs-pim>Zt2_S65{3okUsyS)xT~6M<{h;K75dyDrRdy09
zJnv$xXJMp^^2@ATm^sh|tt&F9b7Z-U$iFcefWebp+*o2B2kG^TQz7<yzYH-Kr$tOQ
zzU>N~mF^ho_+MjGN`z48k1Cg%|D^u<Tjt5{$$LjA^rd&8*K_GKFX{a{n<s11dZ)A3
zJ)aWf)V)4U6<R88xj*cQOCwn4d_C-s(zIt>kmr>TlDLfMyJ^4Oo;vKxGgg&)i6^~i
z=M4Vzt<$too8Msplhlulq#>9tzR`$IL^^GDGDaxonEv<y>FMESvT?3g7MZ<GROeS(
zgDQ3I)G2{4relC3H2$0MP_Z~wwgn2%#Q?9T_G5m=H@<?AG664P3Y8mr^ziLOHs9l+
zL6gvQ*<qZojj6g}uwN11!56-agr><NaQU5~6@AS~UAJn1F<Qy{s6_)zpjBkK2TtL)
z=LcGo`|iP+w7C~qQg_EXTZx<spH$-3kB;1UI2*E?EY|$(8f3OR*@3J|I#9E{SM$>-
z1?u;~kyJ+~-qvTZ(>K*IMseE8K~cD@8`DG``O@MwMp5I9gxFn_$<vXLSTL@9{X!+g
z;RHz*@@X}`H_&&YL+Ee!P-<NaM<NQG`|;HI_n~JXeH1#DLZ=^)3*e*fN|pCT9IUk8
zvk}}N?N2=R?zC#8ak0}+Qyy(=KEI|nUqO#RVp8VW(2FJM<bAU(`=9Xx#Vlno&On5C
zzV<Myw}|mCsz0T)@@ow-leHGRMmLa`3!K>}bs1extkGxphNW94bn}q<2A5udmE|?%
z!=6LKaw<;CD}S7u9JH71O&w`abVgh2n#(xLtw*^2sm3zZ=tQLX8#8Sxt6+iW<}uFI
zcV##O@xti4&<rw>1DmVO2T@ut2|FY~uAxqT@GOvrlk4vJZq&btSfZ|Wm~%<+55PB`
zE^%JAP<4Cy{jEL3pHw-7E*AE}?TsFdj2ZlH$}@k1&t=&p&x?(5G*&+`5Z$!ZE(+f4
z{%&Az_Hr=buu34?xyz`k2mMc(pq1&0B+q;E5%(oM8!&fk{%l>py5}5y-Q<_peLDQ^
z<oMlv6Xqonbb7ADh<0Qsnd6rO;n$06>Mvd^8C$c^6Tuu-f|NSYxaRU3dRy@HlTdp3
zjd-FE+Sd*hG-b9di+auq0T)K|PZCqy+VXRVv4;FpxtdGCGQz6DwO7}{1~g++HaeZ-
z1$+lOzj-f~Kjz^%Fp}CENtEsMGI_G?SzG=Y`4Q;<@^f+=cVhE=<Wh2~Qa>g~0XTx_
zi#+)imM%{Ye&_bM;&dL<$Y~$m*Yq3sXTP2B)okUz{i1e$cLqRIb@ge>gh0_9GTc~l
z^v^QkXmnp>vo}EHV2@~-7?XeVQB2^E+{&-Fp+gu%_xBc$*oR}S3(yByib=qmr3MB>
z$(Xcnys#>xeWUqw&|x(F3`T7oXTFnsF~&bfMwe*c4Kr8lpj|37d>uIqM;}8&U(e`4
zDKTe}53u>~D-fW&^Qk_vKCte~fK<dNEviWHkiI0e1l(ejd}C-V9cVAMrY}W{Yg`@B
zs1s%TvF_q@wCdOnfXIVeO1Jqez&J}*r2i!TUp~H4D@ZEWx#0L?F44Z;LT{)I-5JMR
zjSEqc%TOrZYCnr;SslNZ<!}A({f#!{uAEocH2Pf%(gma<^H=tR_aWiDS3={|A;wiQ
z4(p%H^)8fu1gDw4k2`$Rv&8Mn2$^ORG05kYrc*)CjCJ${Zh}SA=AH@Mt+`tH+3KeX
zgWdz-eSo~qi51IWl8J4u@yc3hT4G_gk!hJ%Y*wcqduYYe1?xZ*<0HYt9yO(I9R9YZ
zNAX?&=&OX!myf7c1#JF*Vh4Yir;&o!jHH1Sh19wl1FrG3dxM_k{WlwSSD!`4J}&3d
zFNui}c{4P9g$BeK^b%B)c3)9cSsV1VO2(7SGDx^$z%Nj4txFZt4)gp(;3e6o^D})a
z*;paV<_yW)6ut5vqD+mHG|wr50%ztXMQAN81CfQn%;(G_N~wWfrFdqtX-u4ad;A6^
z;VMd#t6>nuO;v~pHRYJ;ZJmDN0ByT|dInx(XX5IVdwETngC=##r2w*AX)EBW{Ffu-
zu26}{Q@sMr9u=YRK%{~f`M^-LzKDd>K&txXzJZ1lc#F5{W_f@yxs0^7fvRVigAtnO
zm|VoWp7(1Mf0m}mkOD08C93rCd|lTSa&U^Byyp|33*DnB4kC3gMkSvnmLx}>8SOyE
z$23kY5Mfk|ba>gyNl^3f;RmG;$CzMI(uB{?&YO#et{&+ORCBohrW$5s-^Cxd)E{UD
z^bl~W@fs`b&l)za$?r<DQ}cG0E2_u7mTwJK!5iBPdJL)#TAj4Z-CyTk@EWI|Wnmkz
zPH8H8An+3EBtGfJI3HNoG|+CC`}gOWkr`jwh`rI(`2_B1<+mW*mRiyc?WbkBebpRt
zcE1s6d@(AESQFBosOE^Bwc!Ia@289^CnN#JnI}#eUgym_Dxw{~8ot)k=nB_u>+cg<
ze)ba<J#{5Bf4MZ6fn?>I<TzjX%0V(sWyU=Mp+IePd&_8t(A@^tYQ<fHR8wu{yJe66
z&@Ly5o6c+UQjtjNJCC7)lT;3cg?^LmOf1U$p3)6&K&dw$C(pTX_am^qNrk)xVra3M
zNWyr*Tw$&$xGFa$-`Hq@OpY%YXiubz{lyyP!wi*?z8rWTDv7`zudi_0-0JMew93O4
z!IYNmSA&jO=ky*`Y0At785Zq7(-D<g`qJ4=wg${A?rRbe>L1Cgu9sx|R*0}3HBI`%
ztyC9NKVxGOY`jS20QuPlj<!%@pI1E};lCQ3uIu={`>oH=M}cf;@V%(51i)%=oKf%W
zlx}Xc1wA5pIT~jqI9zPMK4u;3&{nZ-1Y^5)+Yc3eltnud!GH}-XPSu~^5;&qlTc);
zYbbnak4-+iThPmVB}*R1Ixn(Ns0~c_<0Rx9Twv=Cli!mNd8}V}i?N6&HbDt7iC1e9
zoK_p^c!117G?{mBq2^GZM*XQ?@wt>LZ54p&dw%)3)V-^s;B$hR1OnTZxq6kM5>J$D
z#ba__P_Wc+6qqAM9R5Qi=4`)&Ajh3lqxJ<Wb}t3z_X}P%th8l=RsZ>nevUuG3Y{o%
zIB>ooA2<9yb0(<Uce+1MUlQZ~*>>^qfFWY=U~$Y|o-hkZrR2&5Qk3>jk4g^hi1S)!
zsGqGG;DmxnQ2{Pr{zN<F%s~bMW1%xgl#BFlZ)n<*T+yLd40(FTpKTo+Y3bVS?6*{d
zbynJ1YeoShJq|#c-1Fu+)v#}2?58j2nY1!e#nee72(BQ-GUMKDhL3wVUk?1?y+9lS
zN0CGsb*)HuY&`qFq|mD8lp|5<V6_eI5ITp8pzGGi?x){VY4>NwhMfdg_NI@omADt4
za(>O+331E|5|L__c1_}oMDRY*Kc`c}8@^aY(@=yv+PaUj&6!_1PcXEd{z6z6i1mEI
z)u{l;FZIyq9h}}l2D&fufqA}l#jeKWFU2V{iW47wR!!waB=gbx0iT@rPEHiGZ{4a6
zd}3eYA7-ah9~(cT%WyKi{bv!?9oQ+Vcsdf-^^{ZH*$=k+s<S9Z;@)3Yk5=Kh8rl`3
zvd!I2CLr-#Npx>NPBdj#C6ghqiUKtG9r<|~6_RVayMP6xhm<~in5#kZnN}Jo1w7_i
z0_@$-!cjajBLdD+P`&FX(pFcBIn(L1RQC7%qieo=pEHf~+N)2Fhu_tyTh!JHC%;!D
znGg!msu)B%mCro9bE3k@2iwwo>#ELN9}($F6wt%`QHq3()-K3#l?jjWC(pE#GGaL`
zrE|O25{0V$uiJX_i!Qn!gPqBGl1Dn<%5PUUVpOfEp{YgJ%VvEj;kRW#3TP~=k04;`
zgJjR@01k#mc&9nhp*r&w$02zTmxd|mvZ@r0X1$!<cfIG77KzkzB{6f*-fjE16%yUZ
z^<cd@ia>`$mL{|rY>4`FB~6S=XbtKGx|zKDDXuW`Nx<Io*d;JK{#VIm?@u0DXX}h6
z=(vc{4+6A&<z4}DFb;1?dsK(Sz=j8(+Gk`+&3lqpvpVsKB{^Y4B!$H5VRUUcS)mk%
zYB2MLY<uM$yF4v}=Z4Pnr@tkcWJ2?Ky-_eOj!5N-_Z<U~MdldqW{MOfks~R0?#70I
zIL6ij&<j+p%yqe&b|v)9%wDV~+PdqFo?fi85P6?YZyS0;ie22FhOvnbjc#ah&#>#r
zgw#elf*K7U(Q9-FChm}V^+PfAGrM-AYMI|}&63E@5#l&&jmXzx)T993NO5=_SIz_V
zrt4)TdN`anIo_tS>8&YdWhfhi?lr0OxUesM_hxO=++p2S6sQBAK9P(w@O&dP!a!*>
zBqt&DSwmH3Vg^m9&qATgX5BoYtQBkzXND!GbTQS&V3xK>>E32uy6no9CkhTeq1H;%
z;CDJi`<h_ppqwb~CLznYOZ<klH&u9{^}MX1=Ilp4p^lpGr;Xrp>%zGA3z(j#Hx}U&
zX&4~5ZL~}%go6R4I`35`G~wdy`gC9@sGM2PsV|L`xuS5cej6m9CXJU+{Ka1veDPhH
z_^|a;pYTkHbW|cR-!ND~GFK-`&1c@It}2t`UVwDl#MpMd*3%5ckO_G{0tO_ZFP)*5
z+yVuh#KVblkM{82;~BYHPDrVwTR>M#PY$H)hF-p@5k8DGPdP)glZ|}(1vs+FI$k6>
z)+e$4hvs8msb-s)-k|L{+uU6I%R#ZkL8zeTd)(%FW|(A|-|(S)57I{<lt`eMT)>*)
zdsN@nbRe-tKl%6<R{Yq23z@?OffF=X7iJs=3Y%tsv6z|?1BpI}le~oj`-r2f0&+t`
z{P;n0*6sl|Jwgw4)(wwPN^UZ8bWE^@0<TCJFRr8mZijl$mOqsKs$aDU?M%7h2Fj6w
zrnIl}@@kNjSzL#<mpQC?KsQBoQ1?zRFEWv}hj+tMxpp;)+BW%|PjjUk)=!3?g36ne
z8F1MC5@I5B7OAr7E`}n>^@m$C#;I9e%qRDuA@iHVJe2{rtN`Da!*3(pzgZ=8ZV2j_
zy&2HZ4N`oJ?6(-CVdG0opIv^}&;Ra{LiVwL=dT0qt-e2}Ai4kf*T^{nw{wv~8_zU@
z@&?tCM6>F3#zy(iK!T1HH1Uq;3~%2!GATz6^MJi=aY;$a$!52i)Uj4-te6Q@aY;YZ
zmwli_YO`mM{o8p+Qv+Ex`s08vuUmo}65ki9QseMO^Vhe&Vse}e8_7W5a>A_Z-kU~f
z_=Ae4n!1W$mpA=xhj@vgDA$<0CD|`^iBu!6q4G`#^|p_Z5PQOB<436VjPLsRSZKnS
zN}kEGB9i6wT@mO5!44nuUI^39f_d`a8+;f{<WsWN;rp|kyR-FboXt?GQzZ+1Z$Pk7
z99fh)O!xM*>sruR33q)b><=&b(2=}cNo)qIs+T3`)}zPcV`fT$H<i*u1?^$iHFwmH
zOr_kJDj(=pp1Z<C7BywebFM_OoM4JeiL)TA{^*sdiSp2^L#v6dZ<L%a5@T;gEyD~A
zYCm)e)IDRQF-t_N7VmrFH4`_9{D*frlJfSos71z#B)bLwB(fs9DEbEK6%ZQ5d3n)k
zYr~QiqV6c5wLH+zs0(R}c1o_hg}E@4ADDOoxHKg5?|*1@1!ts_Cbz}C_la{cTF)j1
zh8J8}x9yL5kw2?UxPKoWOS~<$Fz$87K86gF@G|i-O156y8yLXse2YQke^sI+nJ~BA
zP6aKF>hG+?1Ix@MY&iLorC(5H5*QlR>VI>4k&=kFnt-Csk(iveP2V+BM!aL<>qo4b
zx^iuT-%Ee<1P`~K!egqDmYi5j|DloCVHrT(NN!$_`s}~3Iq73d>cVUP23>cF9)_%k
z6v4;oRwPT~>Eu+((>uRWLA--cyN%pt5NLmn)S9KUD>)|6oURMrn^G+No6Mg(n%Ml8
zfw*{m!onE;7D$9Hxn8*L-HH1EFXmyWDr1Z`4xudh=_A4S9~z>eOrlZPV6b|%ZXQ;U
zC?RW)_q_*2-d9R>w@{6kVSWCkC~f-V(4!M~Fj4P<vrU>tSnc8VLuVl@WUqf4@##S{
z&%3j4I1E1!wlXpBzEbNyG;I@uC+W%EAdt!G%I<9zK^z3NdGh^Be_=D^k91Fnvw{9Z
z&mCZ;RCHi)6wHhrn(44c>>SL65W^3B?H96@LR-r4A6j*(0fHe*5zKp7WpqsaaDnFZ
z+nWyU@ZQUf4MD6B`EJ9dm-bgD%=4X@#xwdP6D|*0hi`Cb%8^(>oB$W2yJ|*9wwF=J
z-(8Sx4Juz#8;6|gsB!m}QKF!%+EGMeXjXv+#!^T+xgSC>>w3o7@ABj60&q<*OL^UI
zRZGbg&#H5vGs7^nLb&tg`O1mY^n-M%lUPDAkijG&tC+!20$7YBs6+SW!H&uVwJE;~
zpPRJ`Nme+$xJ4_lWOvQkw>*9QeJ7VcA?^g2)5;*^Emet480J0N`dk`r`uT_7{v7gD
znNqAG*WEKXzoSy%JJyM%7*{TnIT0agyE|6ot6@hZikqIIH?K+MirPtJL#2m+cXVI)
zMLy3-=5@`_VE5Mr*^#UqxePZgL+fIpjY&~gFCOaKx;#)Gwx1|i7XBc|Mi<4q6|m3_
zT6S1i`llcNLQ_WpuwozE=)gH`oXsS?ipNYEuUNj3C|?pZI+~y->^kkEoM||FQ)AWD
zT?*pH;oEsF&1jbJr&m;B=9**3Cic8Ux8cdCGVo7KYkzs>M`f9(%`rm(<Dt`RZ~%00
z<w1VFm}57ao2)sNZvx5T_y=kB6(+xvIF)#ewe<Mx3DL7=pLK1`zaoad8ds>DehIh#
znaD$?d=mJAmgRJ9pVsW(hhP@<&KkiovL$YkVDR<4RUlKbbcUZM<9r^I_g-I!Knr2B
zoqq8d?ZLG!>u~(3zeuSM3YadipQ~!VJ`{Qvl%TSYacLot@sLE?Nz~V2V+m4p5ux#<
zef}WNg5x_gLBH@T@$Zl6zzC=ONTfk7y?)!Y8PS=<`(40X(qz&P-g9G*=g8x_HjiX@
z_Mo76s5K+*u;axt+x}irpl~ZL6T7i3Rx<wz(F4hSNAXauEbuQwON|q^T0{UWhKhxA
z<)AY`9G)L*@F~UYkPEB_vr(}zv+nVOMQO09)5m2<!tw|mO=$*g;8G2+^T0TV-A+eM
zjb<p;=v&>{M0TT^clz|AgPnqg>uL0a(cvNkrbRbz?t?d^oo9}BCd`H-@8SxB$chef
z=l`hWD;>-qY0TV$8-3qDZtxwNWYRJw_Tv7Nd^Lm)O;m5IJ!n3Z%T*-gAktVrA{H6#
zjIx(Qw5@%_eOn@<xF5&Smerr>OI!wi{x%8M|Jy~|3W?5joy6c*_;q0bPtt#ATiCdd
zK{ZbibGwp<Q|-Y(Q^5Lvn*y<ZU()o>>(2*$UB}9CzSGIp)H;$J(a&hu0=$bO#HOwa
zxp`<<{|@5BV~(+HOp?9yI#fZMz==ca1}ZWkn^bxO`h*I`W@1B!qKbJA@U?zu&fc=r
zNl}edq`!~>*;Cs_;D}Jqbcu*UMW}(x2?>O8870|JDKk|pBvI~YUHi)McB1eXdA3;;
zBK_#@UoGvbc(B~(({1?3ky$6_*!0b-7m5`7itAfC#}g(PC?ALhE1G*7OuWWKLs0}7
zzWU+U9SO;a>^0n)$#QB~ggF_cfQuRDrh%ZppGH4a@}*E<TfLYeNhd_fkXX8soUk6S
z;>Y)s@5cF>sL{4S$*5MU$cK0G6CHRxWDB|ZaV2QkWN`O2SHk1$b#M{r?zk|PNn{=_
zc|VnX^9j8VNY`AX1f+~7JSQ(PCBJAt^4@-)*y~&R4f~e9a=T=BuG7-X#PIZ2rsTs6
ziHjxW0^E9@sSe;uP?U1*WAB*E4CsTqU_;r7VcbElwNyjycS8UBx$?CkuW@5Hlx>$Y
zT>ygSw<j-E?Ui7SU;-3%(|DG4fGen?j<MjgXOkk?I#*sx#_>^|p=_mBhqHs1*Rx;n
zlB55HRR)t}II>(B2j*Dx8DWL%wNs|f=c!B?o+)qV^R^W|PTq$glVXrGnJ4Vu!RS@R
z%RdB5xECdOummzC*G)gyA|m`3?^6{NH$gs#jode_*0$3F<e&BO7q6=ej#XB}bves7
z>}sk$7BBX`QXrkn+0LRRn*AiAuOm6mA%s$z<?`GyRY5z!kq=bxji|=tX)ZPCVGza{
z2-I_Ik{I4r^{XG`x}s6&?v?eF;1qNAKuj$KDJ{4xeD3Y{gQN}MhyIZ(7;h7=!drIF
zDNIzmuXf@_bqDBoi6$yh)qnJRNZ=^>e5Iz&6P~ghq%;FVvv6>uqOHN-r3<f$4bt4q
z?Zc7$*!5=>D97gV?oH-c8D>$4p-(FTDaORN76wfKIlz<tN)9YQ*@xT*)DBBr@6twb
zdbOjbTKYU9+YZ?GW)Xh6qjp0_DsgxBN<7XWH|0;ReG!O&m41`sA5q_Rn(?H+wlI|c
zZBc#y<VSnZx;8kHw!#!Eb-lec$$csQ!{lJNY6~}sO=<1UFxm7$aiK`M-N}FO=5uVQ
zn!#L6zbEAr&~!JXoZVzBDQ=H(sTXH!hbR_-9wR<#!}~?jr27c@Zs({*4+-7|jVau-
z#!{RQa)yK%LJm5K1zkQmH#9|zaA$w>2;~R0N1NuDnC2K~pBq6ODSvIZkI9=r;J%d)
z$_7!#4b2qj*g^9WPo&lw!DI$;%!&5uo0viT3ZzZGgH`S(p)r5Gb+8e+#}n_RK7^b7
zO4u-}Dp76QH&G5B(ihjG+toRWXJen+^;eYB=A3>>!DX$xSRQVmW~^o7T%a~rPyIDY
z3(NXUAc919vi7DjS1KZdwcA;i0xi$$ksVTuROe7eWO-FDd?Fm0BeJMbnct{cql<dm
zh{zVsb--FW>_9Jpl^W`%Q%267Q}Iwbwc31L`J?<3qCLL-kl-~hO==cqW~d(LcD*T1
zv~7m{H^K{la`31MGv#J8$n$dFNI3Kb!>3$H+3(gTBZYQnRsMw&1(|eI%4_1ejlcL$
z8=*M=zBya`tE*Pr;jrQe6kqIJ{IdeWoUth^7!}-Zq9YPq^d<kH90BNJ2Q)X0bRCvU
za=AZ8_|a(UKy|jhFJ({<lB%M<9oISBXxs5o2ja!t#NwKBj8wKeASESSzH6nIK2b=0
zx?hlWIWxG5UX#;66eLoh%iT^5jW^rzhQ1bmj?a%XNHe@)XodT=p-m)LD~_U?9J5h!
zqF|&QIf0~$;qEdWrTXs6n5jb%%8h`zl;7IkNZZW)h><=Ym#2@*EU+p^mLfTU&_>6)
zz4vPM4md`+B0!Ab$`wU9a^rZ2DVXgL+EDwPt0d7|QixZOcz@wb{_ljOPhgY$hR+&&
z+d9oV&C0yA0`5<fKxm=*v}-O8TxKPj@J;d{d+mq_%d8GB-y>47N*vtk1#eYQd%~Tx
zUB&YFsOjxFxZ(8PBHAaOD6RZuAWmZIVzIxev*Vby#R1qhx(z{vxR61Tk6WA{>p{mU
zZ`Ifh!4fyRx1JS?G7HZpH8HO2x3+@iJw5gflfx!3k0qZ`R1bn~!`(yimmE&Hs&eUa
zvbX;n1RBhzRoDm2I=E3PyLi2HRiui1DcW7`{f^YL*DrvSWmFxab0$XpKIMueTe4#Q
z#LLfyoR7o0g`#{ICQtIZ$Ju3_BIK0g!fuv!4*zBLcE+5h-0#<Rav2`*S;}d|nGnLJ
z$mL2LDm(QNPM6{33wc%V^_$rUy5B(1HRJq?($UxB^Olm;(ciqM4-MDJwyOBwzTddY
zeLmwcN9d$>bSxL#-Nq8%#T)e3^sN|^ku7VjJ?`0bJtQcy^aP$0rG&aMqEBvn8i~b(
z1<Ap;5RoIrWih*h+p6Ha)?7A}{bAXfso!9)Ff_U)bGG2_=xfr0uV9TEbACYQUH~k8
zJ?<TPCu5{J4Oiv$k%3V@xzFeB(z=nrsiT?2d5R7{2d2QKnH}mVPDw@Sk)l*w-66&U
zj)BUnV_gj(<w13S6Zq{8Rjo*WqkW5D{0$L@(Nr@M+ye;}IZK)n2~|u1;%t}@2aGdN
z2E3odXP~&aOIA8yDel$nYfsZRPhzJX>sZkzle={9qv>FBUsIM|Oalf&DL<9b{W9fo
zGhC6aW3;H=h57h;la=K)9x9sp0(bCMVdtb9?72gwX&Y_$IN<FNX`iZu`JOXYkvf9F
zcIL>;P^A@A&$FsnA<tQ0GvoX&Nt%P9f^LVkGV-&h;}(4?-vWMes0zEkQ6SkGZ7u5W
z9l9*Q1LFXaLJ<B_61xbXQArf|f7=rALFNwPNFeRZ*Su2Zy}g#_zJdsVBjG~n(c)i?
zv5_>BSf<3G@x|k*d8#JP7HQ6E0i8)9I@o93q0bsYM#kGEO{{^(|5sx`l*XRs4$A!r
zFMcX1B)t%sMSWQa>P2Hob_hsi+wcYs{BhXsz@#fe%C#gvayjf5Kt50CmR7+D<Pu*_
zV>vD4X2v<X*Y2J$0R;^tG~l6Rx&|C%ZeS~E(`gP9G_3g1B0vjcqw`Paf4xXVnj1{w
zUV8{Cp0ILRk}-$@eGn;TL@<*vcEbh*&c@!F;JP<_#c){cI#gIC2Fto<Q@~ad(P1ct
zEKE_7824-uC_9d58Q%gfSPc{Cy%gLPBrh~MQWR!nK&~QCc-^JsKCkBlNdziTyFs@x
zF)vR`QId@i<rDXzL$Yj9^cpHa!1tB5Axtkfc%N?%SaFY2Z!Y6g64RpYlMiOKlp*D2
zYrg@yo;;nu?0zEGaBO6nJqz$b>f}j!Uw^D5DlPZ0Zw+dXjdu<#tLU<!wLeTUsrLCg
zZ7aTqt$4yMLmSTyZ8a!DzavrkRq6y4MTzudc1q~#=g^K(7qvoGk5ehg7T6v3OUvl_
z`n@rChrU!w_8WkEMo<i@_7lydKPp?(hJL5FfdXcGHp$&J(t0Ofo2=W#-&2Dt@82ES
zZGAx<#s!^ya$p!4`iioZ+#h%b6CJ{xuczRt8h&lsLc2O+sI}<xOYdL2Zk<g7WUqrO
zbqGe~92>|x1c+J9ZVlC1#394zC)Rh4_ZAq0<RRWx9EFPO6qm5k#U7&ok2PxV-LNWh
z*QQkaj$AMlg7LUV5K>5YZyP$$@!VE!)_q^Yt=?MvIm>j(G_Sum^EibRU3oLEjw0w1
zkRsk+O**Vo0zY?SuD(>S7Z0e@s$?sRR<W7nC<&cyH^4^*CmnseVJ2DfYF3N;J-YOC
z^S{p6VV4@sI&|+(J*6zx)V`#%j+CFHE90`JPFA|;H<AXLk99W>D3&T~p5Z3Hqj<E}
zRzCQYa6P5E#8_5)29LUuKzA36FIa1_$U3!jze6_BCyJN0uZU;6GCVzK5cp$3&=<mK
zKR$Pd{L+g|s&+TlS#hG|no?A)Fizf$FQdI95pxfuZnzM;yv);d_k(Jb%Utyf{KWHp
zSzMyr?=PR!NB44xRk2+d7$W#=`aZ!6=3B`_SeDHC=;s>rKJS^}bU!4>LC1%7PMvg{
zm$;>NX<JIaW#n7QVAd`RQ@?;j3Qm|htrK=EyLgLtyjOc%5_Z2m=Wrxv`V~(gZQjtS
zuz|xd(HJl*=0eFi@?K+L)|~9@%|^wih`ykm&+L+q4)>7kR$WeELsh|HOb@Isx&#Bt
z-S{I$qYtCoa7;@>k$VV&bnI~+*67se$x7Z^iWQ=_T$_)V!9M1Ru$KBOH~Cll>$SF<
zt13Id42bkRy->_ij#mC*<@XkFel{b=b%#d-lo31~MVr%fyH<&(!_9>02$z~4q4M60
zS35te+h0{LZy|C;Xei%PNvm9KG7|;O!~-0>!wP-leu<LY#nZ+}of+u6RODJr5NX9c
zgy#%98jCWcr}XKKbJBcAne;Sn=1?`fl%3E?*m%1Aor}GNaU&w8^CWtSsA(iLUk4ma
z$lm;X+Aw|`k0{P$%kug3a*(gzS-}Y6Sc>x_MaW8#EVo$p7JI0c(>sA+%)aGO<2`px
zr}H%OjQUPef}7qdovD#xMP_k3w~LZHvAn6WZzl4qh?)n*jyYTV%e~P0<J^SOCFfwL
zWQctFS;v-j>Tl09GlGIJgt5&EPu6Q%XroiZ)B|IQLzt+n`xnu5R9JA-$MPO=D&1Zy
zKB9FIGsf<FNV)zpAC~l=WXqHzj>!f$e204(TAjNY6amN8gCvJp9Tfz(5Q<B&(pu*Y
zN^&B|nt@f!CHRF8(YtF^!L$GAMU80&oGtE?38(!|aZZSPBWX(Q4tkSuCS+>VCl(cN
zXc;=H<<tDo3@zMh5bQ&hX=iaJ$;4<zU<mVM_qOaCsHPlYe_Fa->A4THxZLN2N$PA8
zO8<ooRgL-;cYF`d|4pVGe-bV8XZ~k~D7>6T!t6Omf4neWp$GrIhUq*m>+N7sb&MvZ
zd`2wmE4OEN;J+-iU6+H?U{0@K*|^o=PcLeER9#n0rJgzySa1^kt>>2ACr2a3)xG;z
zG^39L+xPHlkc#K!Vo5!Zl;;X7@M0CQ$J7sDAvlc+DM$h-o_g6*MM{jIpB+jQ)W{sS
z3Ma7s;?rcbGO2&^SE|~>l<o)ine>3XjL?7;gW8>iPP}7Eg*VIJSDHomCTQJn;|&OI
zdL9D+fApzTs^+u&Gbw4gxErIZF`T<U6X9m7+d3b+Sq>Z(PmdelnEJMf-|<zAV}y7+
zwogs4lUVdq(ebbQnVSA&nV4}Uqv^9rnyy=?uom(9EcMmuS6MK{vKynuobOQkP#Ukx
zkJ9y9c@v@3gBkTU%v8#^1@n!G@2(WZyLCceBxQ$u(v=JJ#Jw-emtM2tSal6z*&OY+
zy4TarbKgn@?oXwQ+@^UJS9;pgx~lUKED0jav%@}TuPOsEGf&-7+pLlZMT+y5x27kC
zS#pN)4x;4cSt9>N665!?`+R13V6C_z^p^NAB@}Fj`t$!U^b?{Jj+bt<@q1dK3nTxb
z?Qxm=N5&h()MvDPTBx8zXU-$p$-`xUt{lq#`K=%d_zX$S(d*N&@y9*iCH^c<Q?ELX
zO^#+W^~saqu%CNMo)r`E20uaCH++m-gbDpg;A!@&&>tAOdm)-A$pL7$NuXSmIk}qu
zfXyd9&X;BkGZA+esH39H>4Z3JnkLV78NxwsBG6^LnY%#~ot4`2@We~(ftO;_gaNu|
zW6Uzwg}zjIgy|b(BiyosYSULBOc|@U=l|@08G|LoZU>d;a{hrbiTj~UHT@VXHKx3H
zVWBT0_H!6J-#FW<b;=m?+8`vI5Q)unRhZN@Gk`l{e>}sG3`)X^Csv-df?_gG$9w9K
zQPuB*9pqME608U6Sne{wGM-S{v5xh0`WB%*%}^|+2y~C#_1U4?GLed`dvn)L;sYRG
zDS%<wCZF)*O8P-}$ptPbhFRc_ATJWaEgNf5C?=egnNXcsvWyTVa#`$fJY5hzA5X1=
zAHU4He+h?R3;zXtgeS?U65q460si+dUUebUsNL^$=y=D9VdNwaTDt7PdjOy^okg)V
z8)o?hKt(b*eHj^P_Mc5SrrA%Zm?Q&**bB<;YoizD8LnhFAHJGU$DhbHnrCwfx1?=|
z5-sFrp}*Xi^)y*gPZA;t?J3#qATLrbqL{u7)l567_^9b6JzX)pIj6_GzW@DRi31RS
z`*|vk`wy^Z7&G|miso>7iyMj;I*|RF%9|mWfxnhxpu5f@olRZbj=dgxtJS-!wRE*p
zWpKhRm#x}oy{`isvhJ?R@oJ-(;AM5w2jG>>J)<;|lTMRP$0!GeS7Ip<{+DGLy)3^S
zp<uxW7QXZxMKx;5$_anhMewqWq|8te;;pD~u@G9<NG<IgbuH7<1=<(Cx6w|bg726x
zo(X<-L*KKnC43e9?A_^lhR6GB-pp%q!Gyrmzv?;0Rof6;N!)ePY0j;ieogAF2r6(u
zF~uh9MA6QTG@<viyQY?C*+sha`FDdcf}^;r&bz4MKKxMj>(4eU(-5=?0<h?^C`+c|
zQT;$wkUEm)?R9^s_bc3!7M4pvgwvU{i469v&jM)Ib1?dmS6by#*~O(A{o)u2sO}oV
z=4lop1Wem&!+%&0^W}x)vw13(eeXuHwRPuA25J4wvTvKF@w|zD4~+ff0dW1WXMy~8
zlhE!HSmD_t2c-Shorrlt>(gFcNvQS{5G}Cb;`j&qt?>nr@RchKdlN}E&zF89X|P}l
zBnbtzUR9c(=XZ{${<Ap!l~0j^$aY=yN+bfF=+^*dh7*$nvPBZE5GdnBm8&e8;z$3_
z6E`RYI~yrfyLbRFh-=_-v>9lK*t7O?K$!onrKPQ{`OlYgRX*uHPc!q}4HuOgC-b4k
zTEaD>1y9(mo#M>YGX(KSyPM~jYMyniN>q^C4J4+(FSOTW`_$kol~L$!aZqPgz~zeS
z^QuaQ##Dc9TE5>&t8;({Y}MuphcT+jEQuL|ubXkXcqS-tvqN1bbH|h-Nk7M<^JcQL
z+*93r(2VF)Ocp1kq{o;&uXdu*(X70HRR$Mflt|jFb)EHcmBWj#ndym?dYCDcqfGaN
zBUL+9QpMZy=?&hd0$#i>XuxkzvRrU<s4bD~7e`T}8I2`|G}mfk(7;YP$!cp{RfwuF
zwL<+Sm$>=k){P<WXp>{QrQSV2RjXFH*%UnA0_GFr;v5fO7pfnlrw<f)KalVk3tQTj
zH|7V#nPI4u2Ml<cvgt(+5;zKQv`r}Z3GRkJ$lKrx<%pL)u@0Qw8<<EHm5iO|9B<*~
zeO3>~O9Nrk_cQaaQYt@u9|~$471>Ra9wZleIGBI?2=!3qh?{>cVbY7l{pNMWM*HI=
zCbgb5Ipjyv@h`T_c<!R&6&1}FQ>iiMyLSr~o*NS{){Fi_`{tXfsZ0D){?l3z*E9@k
z=|H#7b7YhpP*v6}>t^nR>h<g1nvIET#<kj{aN23ja`_F8y&i2klUPtJx!qZHdv(}I
z79krC8mi^JuHkIGHLU0_U`Eb+)8MsG1IkR-c48zxXje01Hk2fk_mOogaw(@}K4}nh
zkLQ@Y`f{hKZF;kr(-)`dQ-nD6t{|~Gw32GOu2orPFuk(NdLhz6q;{^M2j{TDdL>h3
zy5Vg1o3jzgEX<Yf8}Dj}Ku6Ry**uDd2`o8(y`ogtpxPmIpj2&<kti&&yC5hh-1JXk
zi7AK{M}y<{(J!vU`ND5+YYQZo(TH}~X$+ACv4X5YrOQ+TjJQXK4Fv=6gY%XtO<ovw
zdCT7NuNK&?BZFHt<|=BdNiOa7-Z1+%X%Gx)F2QoEUnaV<jiI=QT#fQicne+IrYeXI
zZ>5<TeA~#)?MSnzjb<ED3j+QHO4IRzwt{@#XFQqWWI@768Us_mO6%z#ZHe?G$_)v{
ztCv68@Wqt`Zr`lWVK5|0KJLLdgnx+JZ*G$>t6jU%R3E=a{|`;`{~V>iU`TkHN1~GM
zFaULs1^)j|*Iy*8^A=1LjJ?1`ZbB?19c41OFgBX-!jm0}?rXTsF3ASp5Cyc?j`=%w
z-_}(z?it(#nTF;yM&FF)FS4&BN`aA|7KgSAVO!*8W*yWm7|%0^D6A1M;uatjo1P?=
z*oATP%SX8rNk?J5447)Lu41JIbCMC`mKE0EKqOfQC^Mqm<0S1FXWca!^WsD&fGhd!
zH;82@_QS8>JTwLoB0!l<%C@5@ruoUXh+0pp;=u0Xh(p83lNp3z5whW-{OPx}8}4UX
z9@yMdlzhp>P#sv5e&$=#sJu9gEwgR`B%uc(fk=Gblzas0*%fRfjLm)V8pZ*+H1eei
zk5hAx^TGEj<k?l}c87<tDeZ&Jpk9TS)H?Ru0z8Ez*87^5P=@5YXcy|8^cOFAMd2@T
zM2qQocfJ#%RPr)d1YAg-Jku2TugdUKtak=gK0w`dU4|*3{pi2t;;jXm;TiiXeo!eZ
z`sWgOLRV$DYN$9qFsGCi7vL`y#XT*_c1y#GkqnBjDJ>>_yM+>PF&pdv%sE%7cjL_d
zHwn0gbwejTU!kiuQ0sPGLuvC56rcj7$4WSSd+Z<Dr(eaXIezr}tAsu%$jv5{r$aMz
z2G(jB8X`f86!K8~l>yoE4b}wkD!g|<)d*PL+a`OydX=VvE6BVq3+0#~A<9lVg=y~r
ziz-47OC;C>scR0hSNjUQlJ<iVI~mKQL$>ve`R<&2&5~zhI-x{M!mIw)QiFmeB%XsL
z#c&lzX93Z>AW4scvt#caqLb$C@|^`;#IVp2>M;#`5H2Zg;y!fXIA`#!cJQ&$Xne`a
z#!Z2|toRqrIkxu;hHU2y%)k`A69Ffxqz%3T{c`=ZRkaCW_dI8UJWq{86p3^UUW8Sv
zrRFp+*mL|6yjIUsDlz9NA9vK!F02-){gZd=;>d}uq@@XI&jbps*HJ80(EQVVDPSZJ
zn6-?i`Fka)YzL}jth5p0t<N3(zFBGsj_7uNEtK|G2g%w~VD&e%IB$1WXLv`jJz}a)
z_vHtELiF<R3G28Nqwt%0)$~7Wh?MOo&dIB*W@7VUt_?{h9V4Q`V^Dg^Fx98I^!r!l
zcS6jut~4C)QL2bm+~YS>!;rQG!5<Z)uq1rqu(Y&vV-&CX>WYXTOQsMFo~VvA`+mdU
zZ?sG^UAlqS*<F|}J%5Mpuc}MjFzu($YgJ!LPEA~mS*-_&J9jQtf2TgJ<8dpk(0|LA
zv}6dc7d(36GL;DQrXf|`{kt;UbSc<rha$pveEY$Xz=@l`&Wk=Im}7MJRG|rD+a+jf
z=Ej-82DINa&(*jy4^Z|R7_#ak0p-PSHDRg9uZq4n&ThxM2D{IBS<WlooF7m+JD1bh
zdPWY_<Q6wWaMq|36As{{O>n=JJ~0Pcg)&j?hu1WRchs~0-Za{M^b`Pw1tAu%_;Sqs
zWV-gMfRjzfNe$Nyntq(L{9kiZmoqype87fLqppP}N2{pHPl{zP>qUh-Yy!7JVKZi1
zMJqpHAH^yhoH#$u!M5Tu50|WjZV+*Jyt+ERozF9W)6$N9B*@{gP{frit+K`SV6n*o
zec|mJo^+~;Zy6#pKlb%n_%+Uq_aRTgt#!+?<|cR|bEViA$>WO`Jzu<8F~%@vN9H6#
zenIlWdf(W7+i$(UEq*RH*P7ae>$-+4RV>H#y)@?nUD@qlwYucxy)QyAzYu*^XmxPy
zd{OuCUW_I&x!g^idj2<|VNBIBa_s6qx#L=jhvtT*d+StZ+-=^E3GB-ZXg;NQm4U~k
zqqpBJ=C4#6%~TvnV;+7EbU{`e1cK>wW(TwE97hQG*@iIBs$+G(m_mY`Kh$t2u*d-#
zu0<Q7#+O8LO>qd^-tXk63&Q7obUksR)k*SGu<6Q15UArfyo@Qs;*$xQ)%#tN7U=q}
zx&(o^S+TU{l-Jt3&?&B$Qd0j2#_qsP0&qItG&Sy{2i|+U+BexV$<uAvhYfloj^g>V
z`wCPH(feSTT7uuftkuyXuhC;?@i=mjh{?5&mr2y2LvQHrZvhg2McCi@w*S!n{|`L9
zHE)%O@4RK$b!7_#%XMGD3Xhswpr~pGG1_2O8p%@p#0dmVATs$9SHL}Q20wAPQw8rL
zeumfcSc8JbztE5-Dd2+$jE0S>M4rAG9x2<!LP8i3#xDbsJ5(W}VeQ&L*T8Ia!0tm!
zo6hPG#|aak!B4;+W`VICu>xTKed%(b7MkeB^h-39K=ZD^X5^&K&uRr3Oi2fsF8HSX
zGSUC37Kcir0?3BrLLLBgUMC`nOmYk%TOhHdZP&4PNI<hnbhstSzJ^&guLfMgmK`+7
z$q!{tuz`~y2N*;5Y=BKD{0jDI)pbVJ+;hDkayi~Tl?{6U;)fBL&>pY*Q~fQPHKPFb
zKq#3&o?TpsC~VOBUfZ&{djSlxv4(eugar_$$JF8`sTj}<Y$Uc%rL`fX!D@Ce<_MIp
zZM+@WtR0zN1LMH3#+^^!h<~N2J*d$TgOPl~%YNJq9bnrP*_Q>z#PJ-EhFphDd2T*1
z@H*I7b{)dFqJqpK#lS503xB^b&4Ff5;#wK@(1fgl=$JIcvAlYW2mhe?Wx)t^K$9Vj
zf;y33rMHD*5KgjzPI4TH;O6CD&WQ2g`pRw3D9QdogamtI`X?xsjfEVU&WPDnhPS0d
ze*3?NY*#%r1*}`(#~VrW$z{0A$(}Fh3HeoYlT`e0t63T8BV{~ak#-}~F#>@5aUfIV
z-;ecb87L#DpT`=Qocz;S4&7JqXI*GJ-*NfgP>E>E8f@?ivYCH%R~b#qo1DChbsxmZ
zEA>DZ_{&qx%9dw&S@sj8aA#Bl(o!B&!P`g*0C`IWmtl9k9F0ax`oIpoH%sUxe%G3I
zAW~r&ppz1wqR1~>6#qok#2!=zi@(O&(l?xR`$5;5DjHMbZbs|id48c+-oQopL5Zi3
zWvnULx>=OuTVPW(HTcNaJ+XLl77*QO;0@!^nX_j&o!|=7EDMJ?dbcDb5}0T8Hom4F
zpk%%R0CY{l)w17Y9Q2o;A`K_rQ2$N~auxy2Wb*p6oR)LJ9ffwYn~3xU$(A83eQ^iD
z-9M(RCa3s>G=GOg7pKyRvvE2e&ftQhcx3nPD)7HNUwsA}k^4%!H(t=&3OY-^7TW#u
z8EB5BrgwK3Ik}#OQCDL=4EnAEkY>?K_}IJJ_@7>|$qT2X=*sslHQltSEVl;w3t@;@
zs#lesNqTN)HI{fWY5j}}k!arK`mos@h#79}rXgS=Ughz*Hb>@!Ob{~le@jx_{mX$$
zzK9S61tRL#rG4;7T&LTXXM3xvtsl;Q0e;J3fNd)s;iA*z`t!>}f6~rh`{DNsHC%bm
zJZhOk*GS(!%iBHeC#<pB%o6|idyDhoO}%-?buGi{n$k*+-lx#}t68YFsX}cby55&U
zOFUXVwLHr??+b2IXI9OQkFYsNhS*DZ9gVv<HNlF!(E4;>S~q+CaFuxQyO%h5C!WhS
zU-i*gyJ+}~G+Ip<t@076rra_wg4K;D?nqgfyr6?Yh9o81%_nj{w{}H-z%k1N^hkgE
zLWKWAOXifmI_<p2H^iQ9`vb`G{=Z#oELgxtA`kO%=;(_&W=a=yjBUb|ZSkntYp{yE
ztGEc(4Im}VVz%jMe$YW`-Hb218V+wkGR3nqG3M#Tm<Y_-IP&VZC<Kq=^IdXeeBcua
zc9+*qRsrlCP2eOMSs6KOfCv+;76<wV{98bfM+ZL+u=u@>H!>W5C9@xsk$fk7NWxPE
z8%^K_dL&u)@JfMyJ&fFMe|9EI<Zz69kU34_pB84BETB)9rP$Dl+!@|u#g9Yl4VX?0
zxPoG$L1v-<fDOeG9W3q*>t+PNoOs}k9C}~)!sA`K594GHurX^G3k$jF2OPfG4~RXH
zv;*rZxB<`h6*cVfzokL)boh4in{W1IG5^;aqk*5nx>vw_1ttdgu{bkB$aw1?Kw5C%
z^ahHg5@@`oW?cYwi~KH0HY$!&Jb^=z0zPex6`*5JOqD98L#q%tn?oTmSxBtX+r0iG
zf=@LmK!=E0=O^eB^(pIsL*ElgGj6rw^mpt5YZ7Qch}VwUFJxj@9I$Jpj0vM*_Dj6T
zqh;gukmtZ2IAX$~!N!&ytP*+g0#B<$(!oeH8hu5exl7<g5}PH&!6>L#=C2YOu+5>W
znE3_+3<y89+pWhlueSpUk7s|C^z2|9xV)=6E^rieoHU*~Axepal;&PH31k&dy^+WU
zoH44=x}nSN;PePwH67xvuATpVEP6bh901_dqitv&1~wbpnKsFNv2#V0G%QMx9az>w
zGUgP@u4t0w1|p7gB~sy}?)#+doS5FG5HK5tE*o!0zmpO3`y<-ggaGVIfL^Zq6?7#n
za=N7ZH!q<du-RI&e`p>PcG%YukHsN!bQS%7ID7MWDBrhld>Bj!EmNVfgfNsWLo@az
z`#NJyDq9#z7<*(;$~4BljcqJrjS{jHk;b5GLn>P`BH1EaNWZJk_rCAneLuhFdHwGD
z`QtR#FfNztI*;T1KHkT19;aryw2AL<fj2ADe}an>Lg_PN7roX=Fq2af9)YUk&DATq
z*rl)E#Be8Ibdwj%6=)YeYu_y@c>2=_8m<4)sY){ahFnx2beANP+a~e|Mfg^+A=c2o
zY5^lPnA|i}-8El=NH0n;C}MMBmuihP+Gkn{Q&SgAlkRX)ZFsHwh5vvaR<KRm8#%{W
zzT!H*QJ!N_=XOxeM-_h0J9lafQhlaLpg(k@`pMD@Gk+nlc?0YaP0KrGPTa|}u+R?M
zHlwgF8+mj3T5|cmj5$6K6e)8RJ;^_~aN!IOipgj=bN`HaZDnPmN!Cx}M)K>R)7%MT
z{JhfK`FWM*FVT%)Lbse@BO^T%gtHj)XJo=~Jte2axzr8<t@{mi=nMkuyw86PH?RI+
z4{7_)_6(V7BdZB}Kz76eDfw8-shK2JV`%@2M-vzv*-;HpJg*teq#a!-po(_s%hW;$
z=VVDhsh4heI7S`6DJ6Mt)_usiNx|7*%ra|zWF3U!NEQE4^ty>Rj0zU$E=?sVSV(~Z
zbmE$c?h~LR?rqGF>e=a=FoG&CoC4dV&K~w$r-VTL%#kn>Jg;R?(Ox+1@u^eI(BlLU
z7!d@}hHNA=)q?)SQK$W&zAUxxBzK&e704-f)-`sZL3+N-`<yKPn})fZbazRI)Yv1y
zd8m`az=$Crdj1gxTnGcTsNEI0;BVaSo4X4*l+=x4sWF1t@e#nLl)6Ef-Hkqe4G1)A
zQQJvT!Nexn2qL`E+PdHn0?nfja)D@4hcy<A#GwxM$Dw5ikx`;Mmz~fX8CCKjOxp(K
zE`lZ3*%@#jaj9h{!6-^B*^WB_Sq!e0Qy3!xe?S-6C*_O%2+kdf+XcLanY*ww9fX-?
zilvqV3F+GwAj*?g^&l#k@2A@>S@v$A_H+?LG91kv4{-^FW_JM`A~s7Kf`l=S>8p96
z=)(1pSRiU12`o;{9j+y7^P;|C9ppfVqfHF_mkodx7}MLp4ZFvsK-zfe-zUcr$qu-I
z!z^TWjZ`Ut{qlC!M|@e>S${_KaJ96Rs<8B!@pr(AMOXX1B>aJMSUOojU;)5i5QKcu
zK`mQ|6I~NtvV3kZzwfU=cDjQ}7l-@=7@UI~q|DoeUn6|D%b$_DD*YPx&%9upWx~zN
zrqL5PeSq4DOD4ew#7g+b2d+EnKIW6s1fHq*cn?*qAn|o7Y@__?%0(>93IryHfXk`$
z23g+O(7w}QU08q;xrwDe@TW%ZK${TLO~tI~F|&7&h$Uz1hpWahIy31pOeLM!AMibY
z5<Hkm1@77F-8p=jIw5R&nlY2A6QE!k!)|m6vZ!tG61e|FqFby1Xm=zn$9StmmZ+sH
zDzH_duwY`HOg0M<=$MJcYXkJiK9>Lzohj|`Z(7!Yz^uD2I`c+iRgTgmW3xOs=}71;
zdU!A=s$@Qw@wEBgueKP16U-Ix-Fb-#uV%UVen$ZPGT*;;%iXH^*){PE=sNP@_21-)
z(@7*PQX*J=pZoXVE1CglS(iyhX_-_B#YTZGh2S5j{f+#!?`=_F!qO-nnw<2BH=+S|
z$mk?B%q_9Jjt-&n6K?=n2P9nIc2Mv36IiU9tFU8jU@4h4|AS(GN^>Kmn20lhAlTc<
zXgXqICX<ci#r>$j1VR-R-p4S7XYfsKQ^e?KLoiit0=A7{?-U-P3|jCZVu6eZTwo?m
zPLUn-(?XPs9eB9F7Dng~q_krJ^3qS8_yz%J9O{NKSS_ys(*rKmD!RC+BNa^!(OcDz
znMN+_NR`4t%j4A-0Q%2A;HWSRCdgY_TTJKI1Mg|T!*(yAN{hl6UUHHs7{Q9-9vf?f
zn#F|BM4O89vx@nVG+4S8RbU|8j{AWQ4T7YbfFwyHOQ(3{`NI92QKc!o90~?-ge-~8
z4RK7#ocROV^f!KZAVBdq9bq=GO?x(+6l&*E0jW*zVsONn`vXtDSiAh>#7APa1?Dng
zn-o6a)Nw-u^H>yB!w-(50~abeF|V<}%3`rRVB*9I{98)51^U<mG~n$x(`bSnH*u3D
zVqvaU=53L^YV9(?Iz4Eh1K}^0*aA-xodK(U$N@myHid}Ch6fdO`13LFxzpCQQ>mwo
zH5340%fEhxq%%F-+Q$!ED1I)DSt>n`EORaGY|7CQ&fm!Kr%UGI7PV3Hqv<hUHmCyN
zXl;76G(Qmd+_uiexVt;s+}ox*TJ@fYw#*rQ#5L>8Yv^ViO%9e1gGS0Y3Ux6N(UF$W
zgR}?Lvb;<XijFoNpk5F$@ndfRX1NDD3(i7ZJsh(!-vA)?J9i*81loWWldz#EI`pwx
z!WhICt1?qS%n!GMD60U8Cd&r?t+^7JC{>j&aqK5~UDd;Z$&;J9fXT-mI&q%8%Q<M(
zfCY*8QIzr5{tR#ynv)uEqn;AjU+4VS{|G5ra;Gj^fLQ*<6GWn)7g(cWo{Xf)axwit
z{qVBnWlQy~KDl?is=)O<5T3C1&yOjId^-$n5B@m;07icM41rf^5uhpkon5ciIUXFe
zo%*}#3D{uP-9ChA7>{_UzTiewevNlxO8NLZc{K!|PMyE@2KHf)?v}_dQQ`0y)F=Ep
zf2id-*D%*n#^c4g!@HPcaBZeQF%;~|=QLcGf_-&g?v9mFF_j}#GLtO`0SciB7gP%^
z@OmAo_t);|LGV#QQjFM6S5jOIu8-B(f3qwYSY}O`Cv!GYhGIwl(iJBz7r)t`AA_kq
zQqZhr(-h6Lm}w3}#F8HeTp@M+2mF(G6UCl|xIy8wNW<^9&!s6WTXgs>=GQk(V*)8j
zmeiBngeX-t*R;bIpm`Mz_8=4j02dZ!>jiYQe$34Db`f!H)$p1Z_rpUpIn)Lvz#P6f
zU}kmdxX@42B@VBvO>|T-1;zj{j}SaGnyOh!QUab-+*ByQHla;)&HC7tWRng*x^LP9
z2)on0QL;?~+;3Mnmy@91Vn?wM?k`hhj$nRZb%_C3KRy#+rq7U6gUj6ZCZ%N*mVs-y
z1@IstMK$z*H(-tt7^3G`^l*NfGrS9M^sq>22{&j0J`|d}IRJfp3T6cJ?UP&*)Jd3>
z(IfH#W^^$WBDBEW7Rp+3CKNfB3d<$r@G|vw2^gJOF8^!D63%GCIao(D5##K>Ms{Ku
z#TNrJ_)EV6O>{03tRcNg11Ph45aox`$elrB36B_6;jTx#Gsi4A*yZ@DrMtofwSls!
zK_}Lq7GMzL_%~JSruI!>%7MDKi?K8|kdn^z-c-FNkrtfpy2dvlrA1Q`60pEnb)aG$
zidTSf1s_`cz(|jo!IAup0ozC9MR5W0H<&@f3)fF;cum{f?{fDngD&xWf?@V4Ykh1u
zMv{}|O*C=M!tu~w`*acY^IH5+=Iw_b&HGEUZ|yRoEx<x31Rhwo28ic}5Ka3FMm;?g
zSbkO^rHLUeoK<!NXD|V?`6zc0`oc><itH2s+$d3@$nx=)ykW|sG2m{ZF&uCeX6|qc
zmzn1iM6)i_NaMaVqzT$q??!Mc^aqua{rDG+4AlYa@nzY?C{hor`kPpV18?u)TRFTc
zf=O9Lr5ynemQRS&e*ozPch~CQRU)FygUhDZwXkhU9}r!7Jo{Ap9j6poprxYM>MyD1
zB3mbb)du>e*X3PXtMZ}l%-Zjco?Wu#?N<$6qcY#~@&r5Hext?n{k~1#mZ!_M`;+`{
zJ(U=bA2bUM%Zh2AEA^jm;b4z8i%dPOhY7z@KG?QBbH24gO%!5nrUi{%r<sR$y7q}p
zbhQ>#h&a~Ziuh?;iC#Cv!5m46jx#{hq(@`6uVp@edV73ZMp5?3@Ma&kz4mDMJ^e(r
z%XnoI<2;2Y943b0N_Mmg|Fjz}OE@&YfW_yoZ0fKW<w)qNg^a!^P#qY;%M>SHdt?+k
z4=v-T*b5q9sorK>^6>a)>Vo0B3??ZX0id|pR#DDp0qQrPdg&p0G|dwcJB2rpe#*V5
z^Bs#^v;d1ZvI+E*X!WMC<kvSd`6+T2C13=9XCq`uw@^hG9l<rjr_)j9PVxeOpvv)S
zrg424pUTX|@L6oU4D4g^0|EJwnKT%2*DCxD1GIFgn4exP=RcMz5ia7*I<3l>zs=MZ
zXQTjRrAeH?+39Q@AgvJqAgdD~(&76MjSXVCv&W6(v_9siMYlqrvB<f+t_drkh4X-k
zB5E!b+<-h{$cjJybvy$IG$2rz8(C37A8+xJ0Ul^z8%oZ_nY2sYeTm-13=NZ6r;B5}
zzQYZa`s6_BFviov&b)BewV#1o6{iHgdBM9iD&+YqQ6kl9!f}~+daef^4hU*f_>yfZ
z8!I2;7%rI+9iI!kwU7NYfoGB}IuXLnR2L^*X}ZbP&QiE`4+lWUT3e-8*x^9>>G>UC
z20A&1Gh7oU2*KfGy{2fEMVe51nY-}BAf(So?jrv*1`lMgv^4>i@0i2h=^H66+oiL=
z5DK9}UQuOvXF!LFsTa6Z8SXQW*lA$ju>A^^+|7M2Cl;WFGx#q~4-ZGL8cgtoqX|lX
zor6F(|FXfm;b)wnP3jzQN413%`s9X9M>9_VK*rV4ykJVg8d{s!umFw^4{kUerHWz#
z1kD5ZXz=vBhK6(p4P^+MA*DT5BhCgDf3%K=G+Yn@e47%#hSz`)c02%QjOS|wh%!lS
zh-m!)L`3gj76(l9A<F>TL}!r<n%$x<lkHA)-D0Nb!~2oYQsRCq@G!mC0rs1Z1*Fgl
zfX=2GHP4d$XZ?-yk$}5WolAY?s1^`bsIzSC;)I-sqVvPi`mtGWe;2=+&Hotn(N634
ziSrR1*Ddc3eO|W&wnN$DqW=LEQJ-Y_yjQm>B1nV&j<S+xm&S{MvT2yLG==B4S{HdP
ztJk?L>HgBZ@))*&zb1+ORsCg1u;Y5KOj>q{cdv$JA>#AHe4!CSmH8}ciFsnE<1BUN
zL1S}#$3onR^==8<adS7TTJfdr0D5dL2eQ&yRs2z;WtrgQ2QBy(%>W%eYfr!yoKSu%
zR^$fj)(Dk+VSaIDB_~k#^LW_JsE2`-7=yJpw7eQ#uYDQr3rD`SBymh_Ddm4UQS_9P
z!zD0DM9;>%Qa`;Vzo~?-Ec?2fPKs18>kOnLdYiHqla0q&W0OkU$k)ppU3m@QmQoAG
zJ>rOxAc~yO-L#N7;&!pbOpI=td!)1#+za$wiJ-b!{3L?wn)H!u@rDb?tzwk$YkYt-
zOLzdBPsCbBeW>v~85BTLGTp%(jwYbSa7MZXj)(dX!f=3VaYvI4R^XOmcz+rz3nOWc
zIG0(*)aFd_64Jo>K_bXH!$2%c;1tEoBk~>~+=+N4fcN<=GSYHcqWhGj014xh2Jo0e
ztozPDgwsl9gGwZl^&j{jk|GjNbSF%7ZeVeohzYx2ml_7>>nlO9cmU|%Zey9qW$ivl
zDv-_$Cj&daU?CRL$|^!MQDGj4cr;DQ+BA9*NWh*#b*~z6V8cpiqGqahhCUELU4C9b
zBGSBVq?k2rb0&5eI2l2wTj(#NO)aE$f0KS%1CAbt9uB6?05J51Z39LQ<=J642MJ+K
z-B^L(Mbo$bCE01sPzO+s9^^}lkv2+z7y$42#KZ}MGeMQe#!scelIc*lT*f>}TIh`^
zTr4^U0(DL`1juqUEU>s@dblonG$9s9a_Y`_vXVAd;!+{iCxyCz&3d3~!&A{4b7?7l
zf1zv}SQEx&h6Y0D8i6h7@gyV^SQrKn&4*Y;_+)blvZ%vP6p+PkY2XaehI+Y}rz!$;
zSFBM7)c03Bn4ldBI2e9^b2?RSX_E?u0pat#W6}_H%xp42uM0RoY?F2o*>^#7CJs%`
zVeeW66Vc?;vCD?%jSC5<iO!g#`Spt1eISq0*G*$^TBPcbNe51Li}VMSa>wNl$i?9g
zXv3!ACwrvEo?%pv`tTpnlB~!9A*0RtiP5@#5phVH)702hn;nV<Mp``xtq%pE$<h=~
zv3!Rsff&_`mAQ5Y1<VATCH(7T9s9zIg3;z)6E2L`W`Y`1xqFO!pAxiU^}(}r|I&{w
z>QjMxW}zL6*Htlb;{3|qHyO&aiB)GZx>o06R#XOVGFq#^`Nbpl@9fA^RM+pL+jWvt
zcrB6ipfOLHx%Yr~|7#nO>?&)6p*Np#W5k<k*1EYrovvlB`53>D$*h>IUFr3CQvYG&
z%Eo7Q#t}pB8uvb?<GD<t2cCCE&9>Gzh3Ch!?y|kotidJ?RHZC=R-84}Z@?r>w=9{U
z%R+HkpBM5HF%tyQbq1;hP{2OIM_vlw!??4zgAor3+zc#`6o~T?B}0t_Nvziqe;qoG
z%psTw`l)@0H=L25mUjn}yNRUmyQ5dNySx^2*R*Q{*f1WMtcm{GH5XF{yiww@1Wpu{
zqOEAbLPM@V2+qJlc$C(CkN^Ux+D~0HQ6T8}!PdyubZ?8vFzWPgEPH!UF%bGe`Km#3
z{yMV&rNL=CIZYFBrX3}7MAsxIKhPSDjW=(h8Con*)SfksqRH87z?JBZSkXX$*)31Z
z#THzHbNES1rsL5|(gQX60_{|Qo2ua#4EZ}s*wCK=5va2Pv}ff%h}qyTIdwc%he^H$
z1eEOUtPqYgrH}<<Ll=Pe#vz*7*34n(?qz}?cj77|nkE_A@3lAun9@W(RuycV8%UW2
zWGt77U_W3f<#9$P01A($qCZq${I$oJ7cl{>7`g=G@<OaM0T+fICs;2SlPH_OF)yzM
zcH+QhC^Z?VJPZf}%t2rtaTfs;4T_WjELt#9ZD<FR3TO}ouhV0uaSO)zMq-)y8`<hH
zfWy)0STymPb_D?I)bU_@s?-+?bzXK6M?hE_pp<#O(lbJ$ih(O3LGP^@7ntY`i(-J_
z)Ix_c>rYk<f(`Wp(5B|0-2)nwhp<`mf>tc4QoSX9VZdcEdrEqQ`r*b_z&c}GeFXhS
zg})Hp69%+Ng}cR5Bg<c5yr?ddz>@3wkp0v?t%KLKfR0h&Gsm?X^^bLhmHh$zJ91r}
zPlKZMK~OGf3VTrs0R+ba9{Vq5mGqs5f-tTb1dwzQFlbOK7Didj`pl<BJ)q0y)|C_N
zP~I)oTNml%De?)-{5$k;6nf_amKx!jDJ!%uav@~#nyEe}6>gLAJyNJFbX(`WJlk4T
z{+pSWL+<r2=eQq!-1TU~9M<VZDwny<nA=<U-CC6ZMRB4|co#nQX=vWq8*2$-8{s+4
z>qFakMc7TRp*3SVU&u!3U9BltyKefDEAxzPV(>5TUqg?5N`p@uZ5J<~9eo@vD20X1
z=;SU-kvyk8l^<qiLXjlzRI?#-MP9gpB9BI~yXcXyQl(or*(p_pN~4)nDKsNf=o?2n
zjBu?O5wvS<3>%asXqnj2!@Z<(51`o_h(jSD^s+Y8>Wn;&pkOE&qp*npv9wc{jTbED
zHAlE+xEvwjW^QCXXs#d{XupzLPF1&(>_h?yjX7dWIGW7v*F)t<D67FL5OkZ0Q6;EN
z>Z+j|pi^qVbq0{7jJfDiH3ZBxdpOy|i<<-?pf*ZVO-{!GwL#Oyiw2>kv&_^TD+_-h
z&}2qayGt>i8~`cWL6oeSv0-Na(yxBF;k9~(fvPjZlMN$8XUvm*zdP#qo3jxy$3R6%
zH5Yub(y-yIzXIn2XxU0MBlSrG{{mn;^ANH>q95Cf>j0(|m~P_7ooM1~%tTQ;0EK7<
zDAZlq=zHl|tx7GNunI%C5g8st=XrIYrbnF#W*f9%ml84;f|LWMh4Dj{lA1TE$Zn}t
z5!$l0lPcj_7YPJ)dxE&{Cxj{{%|r1=N0X+X!x0Lh;{*#sXcHyIToP}#X6WRRMEcby
zetay6J9!v7vAJ1xJXg^23j(jLU@-x4^bN<%rjmH!@+=v%1f7g|4fq?_4+F3MsmVJw
zL@bEc5}`OPXO4V@6y>WH)0bE|0nOdTun<q9x+1@$kC2p<N2;KDxs506ZAR;Vb9|!a
zRyD26f4yEEN+-5SPI|A5Zuw4K*OQG}DsFIc{&cLexNu^pbH+R_`_|d#d7@#pc*?rv
zE9!}9xmEExrIY7-BsPm0tc>P@+&^v1FAMzvN&K|@1A6*6YFEbbS4>;MKg1B|Wc430
znr-&K0O~JD{o6Qy7O*S^W{^ey?0L{%>pOcM8izkg&;h^<I0Ol&rPW)3r2C*&?2ml*
zsthJ?`%8HK&ZtQ=--)iqevOK72af=&yuM1))M_X5>C_14dtFuKKx^}WW|6F#0rRzt
z2UVhQMKB3Jzp;27F;@U%=zd`a8whdb+Eyl<tVBejPdiT3+*&zW_c7PCB=qvB)0WLo
z$V(BIA3LlGjjQfz0gbn=pS-=y6+i5^f@`{KP!IHEwOhG!glEUvWTyF+*38|+2wTa}
z_v7EoHfu6I+YDcT^4EZ*Y7r|5Coc8GFx)^R2YSfK)3O(8`z{R`m8C1&$!6V_u(C9>
zGC+3FTfvZzKmdX|d}u*O0&H=Ej+#jYL<E+?r{UJ^-6f*#chi=ftyp>ML!eE}WFsJ7
zbY^0?L`ao^Bd~+ui$;71|9r3Sp+)U#Wo%@x;#Y{{-82R6C4C4%H{dUsQOh66`_|7R
z1#qwWf`kh?1`wu^oG5CbT8*mIdg0o}VW;TP%w%KZF?>^L+F^z#pp%l>{X;j3tItXU
zlUbf!pk#53aPE{)hXy==7gahhm1}Kz+wq)iN+i~JngtE?+_Am+*LTkgK)=o&9oZY!
zflj|&PBp&YiB~d_K5aC;rXzCDVpc`!Vi)cA5^(|=Ez%KqxS@$t#LJ)(8t4MJ6ldC_
zfm{W8_qW1JKnhcF^J7FNL3N(2jU+*!zI36AW{KZ$OXNINw5eIBytvI=U`3iAN9I!x
zp&Z7U_~&b>+OcRT7=V1SI!sdiy@No!b;1baT^R_&gfaGj<#qj`C<+ioKUNr=%LHvM
z=;M8-aHhF~I?Ift*fBuRyt!Y_rRti>Ltuq@=GuI8HefDmFA_44`*bcAf%4l8vOJQf
zuoCuJQ6P1`Y9K$93{OBuj6ZN-!ZN&>`&ZX^J9Qe5j2~M^etW4Dg|E5Lr3Dq9?YUL<
z?8U}U$fV_Vq|aMlImwoEYQ8~=!E7BY)t)~DHE&;}ystBpVEE=DdyRxF?_CF*ADV3q
z@uNwY(HH#k0PuhpK98v#7|#{_X9lSCzcN4yD?$3dj!Z<F6^p4c0A+wdNtgV^EMPdo
zl?=RCyh@f0yg*a{(tw`=NB`g(wFu88U4&;Dtr_$FFnW%sb)<qc-n3tt4qa(q+V~u=
zN_)h!bQZlDd-ZwxTELjT?F$ymlGxo3k6Z~<6#~X<*ZVCEs0judgu;Eh+egU~N;NLo
z4#Ja*UmfOBBza)Odm+|@&%-aVRSVP7Ieq9)yNO-(ws+DhHOq#~Z%Mf24r@B2`el0&
z1CMZ*zBkH>Jqgfs`4v<%V7YU@#9QBBR${ZGW504F^}LOtVZOfl#!PYCp2Z81W}y1t
zZsu`h_QOem!x}boiMnZnug#@~tL3^N5*T-qw9L$Obe~XDvAWeEpx1-avH@z*#K2q>
z2+rz^!l12QKnkG&jPS^a=FHdlCY%NYxEmB*;k4XcD+BE7=m&$Cpe<^#NFL}6b-{Ej
zwLz43g!hh>IVc=vbqb0RhWpbbd8JuUVu{|@@I%Bs%u`O2a7=)b;mwdz(M1C9A)ry5
zhV-mkVFgGwIoXgSmPpn*JP3Y||Ay6bpUH|0N9O}-agQD-oDuh{^2~jzHF0mqWg=}h
zU&)fcW2SH-RG^GC+>?;Q-V-1X=YXL4l&=fVq)q4kwKw3a&RbXf9YM67UQ-iINMk{f
zlLGSx8c>{yCeF??(qQXw4n2=l#N$&?Pavh?w^yd_n*D-&*Icy8lSryh=+eOI2<;Td
z&EBo&oe_B=)o=k4Z9bvOvNL!{;-_(;Q;3OX9$cxQ8cbxio|$lBnIg5##YV?OsX8Qe
zPj~`1P)`2vycBC0>9fMG6eLNZf3DQ&^JVN2B`3x1->JLg^~BQ=HugWy2QEJ|(Y*Th
zpjtD(LA|6GE0h_p9#ZyAW#F)NC9jTe4gI72{m?{OBYC-#XZgfat#i(s+nNpWAz>Pu
zot8LRWAPvlWe(X(k8!;rF51+hY!-che*ptB{OZ3!>i%D-`FF_q@4o(prh3f3L6cAg
z94if?0%oLS!e7xXA>wT!4K{iEMldfH%sxxu`ywUQQmr)OTkPFAV0RmnKs-3nu~k%I
zTv&RCl)2{k`fG+jx6^i#Ys-u4N55@*oer-F?M8`EBj~BtI$^k*UkbAaNjZ+yHX=%z
zRq>*EA$l@R;tk?go_T&%{@GQ)T=wV$_Z=(WoIXe&_xjAwC2u-=D{uXx9RZtQo?j44
zv^Ew}8<i|r1M7?!y?MyLD+oAI%NK040FH3q%4g?o1Q@Za)(vfU7kCz8ty+>htn~?)
zrmUIF^3rX(_qCWu?5|^_JLZV9R`RSd3fhzn3TTFeRb{NRgM@yPmGa>%eHVPwfMvcE
zK^?lcQZx;GTnbu-q|C#t{CGfYKcxG;riHzjY`d5fZ!|)SVT1C#I@B(67XL#u(S^;j
z{FqcxW&=o4Lm!N!sm0t)doY@g=VK)bn&pNwQv8iU7=j`vvs$!!qo^Ip*Ppq|0MmiV
zDFu|LfmZV1?YT_oL}CTyIgkfzS_i67PJPEJss)v(hZGWn)rLQ$D4F%^UtkNOnX<fD
z_v+{~97gtIKRIhl;!oxZW_f*AC1@K3GlAk1V43nv+D4z`13#q51#hcjb>5LIAwxvY
zQ)8gS045LbKr(@C2p~y#!1Y~u^yrqN;`TAHq@wr$;<3tLkx*5e0Vn_Wu4Z6WN$9ZU
z;53UbMn1gTz*v|dOIpi(^EKZ6dE<?+7B-<%i`O(NzBh(f59P1uE)VkdYJiHm6bsy<
z-W;g3eeg&ZOa4+X#iI0<59d^hGfp)%>jqYp>z@am{by>16eB=sK=2M;Sp7eF|EK>!
zvtofb|8K1Se>v*Y(Ar#ZI1T`U5^4$MFBO}^1K;=;E)+wpq(L;`qPS{$b?ih*)1$2g
z@tarVPsnAb1@is0(}G%?Q#80Ob_zm#t^4iyzuU~-wH;e{b$m%KDQuNrs&@LrJq%Za
zEopvuG<+p9ywc9OWMf0Q_z3CxW`Jxs?z-F+?~v#BBJ<~LI=We!_N$79+eE!HEYwGT
z+PCrYI95$~8xEd7O_{a!r-jwztl6FVSZ7?Pek&<(-{<MmwYZ#cj(L5}N}Ur$DL3Fb
zCJLrxBj2T!RQdkWd{?de>~JSyE|<o_J3bRE+fm}6+M}@~Mrt1-my4D8!Xp)6{)m?z
zajZW$r0LKgb%JVsJs!C`2tkwJp{)2YiVg{4qBck3gAgn}(nL>b)^kC?<ZJs@YWNO7
z;sf%%T-S^!Y#r@$u?rUB$UZpTg{-Z_56z8Tw$L2;JZ}UFq8v9ed?LK@L!KQ3BD!XV
zn31HH7qpob3r2c93&tHn@DuUs1iuoNevJw}XV=skB}QHs5_;Hg_6|dsM;Z5uBcHF=
zK*j*EXN9B$Qpg-2+-U9uFAoClF*_135O7EUsP#e(D4z?izVMFj&1;OvJauGYEnAM)
zXdYZ0Mt^j0mikQNC2yOrrh_<&{z7Cy|6xGwC!hTD!yB@}<6`*ObMw3Q4?_#+9~|pm
z1}8}Pz50yXF4$+sg_qXdsWQ3t-NQH3X}|c#<0Y$4Iq9^UsVTTkN?;KoMem<5*-GOZ
zg_X!aYjfvfFu+&+vrv{zk!5JdT@eR&_b6|}e~G^ih2I)BE$I)J-G68#y*%u8z#t}+
zy-L6E2Xw71P{FH`KAV=fUFC%dNEk}1lvu)*;EV|q>GkFP$4<F?w~$F=T(13fMl=$u
zYR+Tvn+s|~e>-48WHxxbf7CQ4U6l0te<eTv)AyMTfBn3mi8Kok?gKo^#PJ`t1PAyK
zmm@%|N(eI!{0NMqh%K`GThS8F_=Qv6&m%bZX&X^%HFc&t#p*6@FOJ;@HWYa|4z;bQ
zhqM8Wde8a3t};p}h!9+;4g$L4gWr9mmzqbk{DT~5`)cJ@-FJyH-_5|=#@$u6cSuXS
z_Y6{4U4vXUOY3hU>B`gOs5j=ipC05>+gB1|uhwL*nM`S)G^E$(+Ex@+2**K5#Z+k^
z;L3BqywhmWYWr4tasoD5A7a-izKto|n5$e!%t9f+zed_jgQV8Wvk$o*n#s{KgRZTb
zSh^%uUp(tI{R2reT9Ly|WvaU&CPKbr&B0AC>Y}I8BENe~;VcCDSo|l$8Sb&B9aJt<
z$*IF`R7r*IvLjefJB1CXN<uWvrSV2qfbyP(qltlKx7cuo8Ako#Hux+i)HSb>WG>Cb
zd$GI-w|+4+8pFA&-Kl{rit)qxg{oVfQA%C4uwFGnNuWoV&^R^lZG>|w9=>pN3I4Os
zr%d+-pucxra;pF`q7Jv-6)5=?r%a_MR)-dK8r^@{oUEHj#`1~aSDjux(iEe)9Mxq(
z{yIO@^4o{DnQ(W{u}N{FXZ;W8u+O#)x|Y}Q?`kUCcQMmDa0!|D`Sd1<aF(&Aldemb
zvofS4$a;Mz&Sy_J0<(zI)Bt$YvHE900u(Y_8r1inNP>vNe&Evr^bhmgBOnKFX}T0F
zEFdZ&VrPnX1hz?JId~s=e64yeu_Ggn16UPRe+0H07GRHWc>gW!amtaXm!}CE@<Wfx
zDrk-Y#0@3tkNdNiZl{Ry`F$#ldJRV*e=>ox{RaOqnWyjGEiUAH=RR{ndMFxcf8$gx
zsc28PyQ%jj%pl~dE@+kf7$JF~!B<SYxgS)Xk6qVEes$a`&M)kIpNq6%?X$GK4EG^n
zMV);0M7?C2v7Ss+Akd<d>^t7PapI``3Xl7Ai?~DM`-jfpo%;qojjif&>duUtxP7Vh
z$GMlW$wL_ag1v-a)@HYV5C5`RubsFBeQ{-QDAtJWZ-nsQ8;&58zgF|V8`nmFkVGE}
zDAUH;|5DeSh5*dMpiKegS|7?HaZzc!?He`lwk@)HoKL_z<C1S?A9#;Wo-eP&c=4Gt
z4&cT|xixp_Po_?M!WJA^y6so$mAgI9@sjoaxiZnD$jWpB$cUAX>a9UGi&L5nA#Vvf
zEmCYEde`M07elrj)_t8=`uUWHv9FG9%6hN{Ts91x9wlH&^DhzSD1P3GB^z@uf12%3
zeW$}1m85&fj+*Cm+Ssl23hWWjLTefZOPYJC@ziiMGgOLTlh61P6{0HARkEjP&%G-c
z%<DqveC6$jM0CZ|Eha0PMT2^vWSQAFdl=z*+RgRQ?XvhIxhs8VCa!T(1;hy)!^EQm
zbS}_A24}HMl4e%(^9+uF9>f}x?F6O)bw^Q}-?LhdgHs4Dk0YZ8OhBNUg4XR2D63jN
zyqEfsO<=$q<h=NTQYHWT-J5B)m3MyZiXn}|GoJ(6wcH`8P8S~C6}_^s@D))Ka-=Iv
z>-s?}n~9xjo;6Ly@ur0<ihH}%|GtRH+UMi@#`!yM*<+RkMBhzXGMY7f-n7IupV_-a
zb%DUS{EGL@-E5xg-HfO+R<D+*dAAgBnPgmwCOGy_|CLBt3DT?D>{7@g;vkFh|CfHS
zY-!Pu=WEmzZe|*CZoL;@1ccY!&DpL_U8C;xkIWiN<;Bm(mh%6AI{hw@%Js);&xLjY
z=|aKvfgQu^tID(d3&h|jrd&XS5S;D($#<ExLqd%uNRTJ54771r;?~d@oPRNw>*FmB
z2)po{#w!!zPH^vunJ;nS_fZ@z$?vA$$tEuCd`e$(;T$|1;GOotF+w&gaNIBaq`2}>
z9|g-m;t<*N?LQ#ur3h5%{VDgf`};DFiDO=K{S_SV!j9f$t$15eq&ZjjNcin&3l?$p
z^tpcb`N0uG^T9ZsV?<oS1jEnFxIVyM@acuUDu<+~X4@QxY^8fT$%CRbdCMD$U-e%;
z$S-+smv{*@Gaj~ap3r5JqnzO0h{_z5^60h|{#d#G{g}z!8zT1uOU;FqrIy6M(UFzQ
zA;lH^_184?-DLQh>wV<nbBD4My@@H|AI!GNI*{L7N*j;&;+L|23KdZ{*hY^P^%Y}&
zACADdK6&{gxY2rtOzb-f(>+-mIEKJ9V+hGv!jH@}faWip`f_mTr-15a1U$C?Di-`t
z-)8{I_&+i@pvke29Zi$~<o_Fx0ofK79;o28G$4r;vvS9i=kViu;ev5Q>n0)L0;aje
zo4j|D*T$Q~T3Xd+a+9C^>h0C|bz%--3$K?I-lIn7J%8aW;guy^pu!WlwL4l6*lfpT
z9?`@p#H*Qp_k+{O&4=s0v!Gxpv3gt3uHPYdk#o@xYRjis`QBa=DBIV2`Fwodz=8Dm
zZ{RfwFwo^$QB!fbs5S+=lB{2eI%<P!<aD`*$Qv}*%R6+-W^FzAZ8t}S@1u>7S<!-O
zmUmv~dM!99CQ5XZ$C3}%)rK>SdfHP+nC2lblS6$15ORV_de;|n=veXU;USlwydoha
zuW7f@)Bs-hWbNfX+vfL=t8MaT41^RggHD5lW3&1A0Nmx>#E0kWo3cf{#&otz++K6d
z?CUdk&ZE;;{M7VLN&NQdRep7R%IDbA3D?GD!Th%Qk&)-g=j&?LZod)t8{jB_rx<7<
z=#(wTpE-}><vg%A0#+uC%LgPgo&_}Bqp}j<|Iq&IVgy>7!>goEfWqE)_Ftj#zlX^G
z{t6kpeq?FBbx@Qr8Pn8ahuRqX17cot-{mby_^C)jsy&q**$-$mFKR#6<-TV!ztHe%
z_x*g`$3^R-tx;=hv~d30`182)5n92^nN9J=t1qasq28Mg$zhz3-<1u&v#TB;#|x@e
z&BZa}8KK+4<IOc`@2KFj5wd<H<5mlxM=7v>%e`=ecOJjBxLS5?7o61BqDNxQ1h4$y
z>AkD$ZKz&8(XT1=$p83NUvR0KwdDiEWc5J?4cOq<tB0zd=NlJ(#|ErRlv}vaThL!&
zGN)KNL<&5QtTk-8%cnk56m|I9>@gr!YW1nQV95uSHS;TL8%fjCj4kV;Iqn9$33TEL
zF|ashAii_k5S*>c+@n|9W$FwLpJTX(d^Gpr;b>Qhc$<2#kvn1^E}6*<5@ufbfU_Dg
z+Wuh8v+;_zGJ{h|#KJo_!%@oi0lyG8`P*ru;p3<bfZw_|D(l|iQ4oJy!y76vN9_of
zQ!21?`{gKqeN&_cd(lh#*m--QZG{tsXG_Vo73<Af%QKY|IwjHT<IS1_msNdgiwc6@
zEqE~Wo{vXmKHaEHu`DAlH+EN15hH0Q@7GQmm;6M0$-QEji0gA*C@xYoZBCR(s=INf
zeWTBy|3Q&!!`J3|``3>8jVG?II=6GOnXUqECZSkMTsl$5nDG4P1J~du(=x{;Lq+Y5
zMHjgvi%Q(S!Q<*`b<rjU@PAF8|J%s%KmQ(=Gyv>CJ9j{9iOB%M$A9u?z`?%}fwP3~
zp}el?AHMk*e0UR{UKe*I1G)K_ER!|{Zh5xzAm|9IeZ<|M7pLBo%U?tew2;>cvig^c
z!q7{mYbRM>ovXbt^4_!{9({>l2BKN`Otx3LPwOVEEGlSCGKBb8Wj@NakN(wZ87Riu
z%-L9<nl*S(`9@`aZPCHT&f-=YDsNVz?xa*RBCCXAgGZYhYjcmK5TpSev<MIWcih4N
zQOtj&B>qxAeneBxOetwJ4C(Ok0LoxhPWZf1p{1kmrC<78$JFp}7Hl@Ss46X|z%_Km
z*mdxWeB3!-8$Yd2-ak{%|H8d_l^$+LlDqanKkm|A*B8SB)%Ww&m1a6DZ}aC`ywol&
z+`E0OHUr3)+{#=pU3wLfk`Vp-d+PGfSUPyZ6H&Tc;skf4mxE@W&p}v4YOmLEtX~1m
zuR3Fl%RcuqMWa_{N_;Bly+?Nz22ODI1^kA_E|Y8AE}DrLwu#I9kY2es65#bg=kA>>
zBcbTIl0P8hqffnZq;_i2GEPr_xoTN?j}UK|5x+H}CK}Piz2PhRQA&3v4PQ+?=D(2T
z*6XUJgjP;JFpbPxkF;RNBoix6h+HxN_r0W-2^`daUV?Vte%@u-q^wZ)qUVgBXRQED
zX5k`T;^shoma<b9Z?;_|SI<cHZF{M`Vr5-(*2%b&ONv{r%?AyS1MdvIH6dt>rElEn
z9&8HL^i|~LQOj=P57_Y@bGOM@>z~Tym8sgfZ4v*RGcRYv?tOnk;5cVif$OL8(?%I6
zPQ`MmHtfVedKS-@->9q=C57dDS&fZI@xC!ZGt#HNz@J_}6`xD-)3>XTJHem*!!B?!
z_ll{OGB+xEyj<IIO7(N!tfsE-e=I$H{$lR<bM1qZ)pLXAX0K<gjSI(=1J*nyDlugQ
zu}s6vUcFZd*jnCM4)dqt6S?oP*E+7xMg!g0!W-O&0=K74k(w_8WG)UN%KL>^oR}1o
zUaQEXEfvC#X-(vD2^#476XnaLX0rwwJJnso8_`{Rv8x1h8TRx=g@~xuJ~tV&_qOo^
z0(g-?n;Uf>?KVcqx&@Q<O}p<s%r&CE=7<EmCzjV4jaa$~r=BRi+pef0(qCmXn7R(+
zZZ4|^1ITViNPiv-?IgrKw(S}MpdHYQ{w4PR6PW+s9ybFfaq=JA=!2#KQV^Q_H)o&^
zI{(+I4>SIr_MeXs{sZ&>qK!ZafI9-ful~Ea|CiVB(mMowD@#W*GAX(F;XniCk?Tz>
zycC=5M?0JN>tXDzk?_%AyC-t)VJ0jENp?Vk&Y&}Tx1XJJ4lunq+F+#=a7o1s&FPcO
z@4r6#!>js=hOC9b<hf&YZZUoMBEpNKxP?U6{e#X2e%+_I>HF+e1EVwiewzJd-<7UC
zU?PkW5A`aX<yhL02PbO;rI{$n2|VA`Nw4A``RNz#J-n{H^ZU*D#b~|j61Ue4k6bsy
zVRF1IE?2+DEgEn6_!D0jYYaqDZ(17}jEqQkb7_G3>{G2>Qtq*A&@Qi6XIK?U-0n(W
zF78ni7oN6OdZsjPo7_Km5f(loc3|gP9DDGAqv33$CwD<z(eCoxy+)hqUuU9P8ztV0
zIVuUSSQI`K%aNqYKiprzjj)hEB+04#s%1a;VUd2ih?l*$aqo(P4e{&oBbG{$Z=9PB
z7AVS0H?H|{{%VhA8I{LhwWq&?50+}&A6r=G)0H7QnVDxEI&=jPO{GGq3R6A3uXnC-
z=-)(qsoU#0v{l||`1bSz^v9zXvq*8+_~)nrbwRf)PPJMuobR^!*nWP8G*mOhO;tVT
z7Lo6EThXaB>uB$fRQ#?J4=w)=fxX8f#;4_-Zi#dz({83Wp4RI&3GNJ#IbC?Dov0LZ
zr%fhR(O<qlJ?Mq(*Sd>$v-V|j7I+<=btgTYUQs`Om8%|p=GP%{AOKRHl+two(TBW=
zWE3_q?9q+Y^MeH@q$s{+TaOpk2U85gg{unO#3iTbebXfG5|XX4!>Ht@PEr&XLfkql
z(@^`d*<R`%%^Z_z82#)n!}t&AhH*{ZKss}b;E<ZS?tEa2`MT0RIs1&c^V~I+;ARc<
zZaQu7pqzX&d<n4cS_<kNqj5;K_-9QHk6`ce=da9-%5B_~0lxlr>IaQVA!)L~%Pn~k
zlV}T2Zo!T6S9PaC;0nS`G#|d_y+k*XE^dS?zIdd-_hU)-ciiO`w2H0AZkkq|m^e4A
z<hQ==*cCu{P`oQ)m)tngg*(pIRn<_vQB6D&$vtY3c1O^lq~+P8%QwFiIp1x#S~M2*
zzM%g}k4x}l+lOpX4OV|Zp8f3^LDwrDQ!SsVSYN$-sf)g2u7nk;{PpziPpN5a0=6Ef
zXvdp_!05}!xCtgQ%X^~-=L%_sK%`!uF8*Jv?td47{|~<RPwwzM|G(SxKbenz^9}z8
zCBTaF8=w>$J-kApI#4Adh?b1%@r7+`t)s@#BhmK!wJL^e*ZdEaYxLdvG%j%C(c8M?
z5}qlYu~v=?+g`?`$^PMP$%bXI_fXASTd~_=UBg$pBo&jJStshfUF-B+QCIP<WtIq{
zsYfAQ>!31*TdgM|EB$I-zd&6ydCFX7<t)iqSpA8Bh`jLBrf+x8)pWbpbGEDw=&){#
z|F5AdDr1ooRgGWya_b7d5@e;s7#g>`qJjDF<<lRK7Ff%?+6iu~>$#F>KI!vvjZlm|
z3UMtSfF*7_HU&Ii>`5OVCbwvDejnO7bX4fmv+4O-L?YW`Xnkcd5-eHb20452_^SCt
zoU)bwVyq*ytD%Zj<Q<XEDx49S=|8!Z1R14bt6S1|Nb(laq#(UFV9#xHgr1nn5?5i9
zIlT?8*=sQKLE`8HSH3aRSu3#ej=#B2LK)|geFN`!u{{a7m+$%}@;72eKXH7nZz26M
zBd7IS?!UOhT1>Xow1M0-Q~Fr8Su|U(KYJyrzEi`fqf}jGf9Z0RV2e~s2e)t7ACO0p
z8x9|l2^seFuF)q<=~p=`8sQE`dEgDT+yydr8VYkTTk4*UXuSlGR`7_QenHlE#<R~u
zSnuh@8<={z-8jvC47s)M<#pufLkqrF;q_Y~nUF`$hV?PUDi@o^dWOs1$<(+{Us}7L
z$mvlt-ztA4eQz|mVll?s<whtAC_2B(%=)@z6L)3@`1$@pgK>5*dr%|h59oX)>z!O{
zxpQCRFaGieA*TrqzjGu9&4$Y9x|4AIs)xNVF7>Jk{i<vxQqXtqyt*I@Ww}C}z1v{B
zv?6AubS(e#K?_6W3F)i_A5w}yFjdG~zY3x2JTLEQA8?T4FwTxTY;zI)R*r^!UA{3_
ze=xw7^xS>^`4FLIOJzp!Eh6VPa^_Le^bLy|t*_H=-}EtoN*sScCNjl!Tw^{C#E4#i
zQL?aB{Z8pQ_*pCdp#kHr>;`faCFyO&heU;0@SyiZ(~i}3^A*EBIG#srM!qqc{sU@k
z-<OrU;$z?BT7GEBz(BfIl0_dCPYr18X8wAQDs23`_dF>w+}`+XYu4V@m)e6*l>_Xl
z7yEqi!Shgu<6d*Krh)y_OP?KU);k+nk7@MOq)*q5ua6f!3FsT8q&c*xjNb_oFBCHO
zSg3P&f7Rj^`NFTcPvsJyQt!2IS6}{$qNi}6fVO+_HaBdeR`EUp)*fr+t}xHv4u!Re
zn-0~NS88CyLQuGY*6Ye1iLcvXw>D%QdUGyX16%iLb(l+kp43Xew!R{9elMO=Ytr%d
zC*J{Ko2+eX8bDcw%%RUOZew3qQm^=!CjSAQo65RXwtD)mZBFTs)7$3j&~&$@I;NWH
zh{vgGRo1=q09E+cLyP9h;>Z4{3d8^H=ZVM1(!dLrx;8)HRKKHc0ihTm;IJH#wE97#
zyR}!YnaZC{6KS`*PyN~}($e=?i2W9qM?m@`e{2iGfA;Vn&>cTy)#&q<XDT<+DuaRQ
z#@fkiX_)9|ol>#Uc9e$Je6irC9vTmnTM~#)p9*gmPyWKnH;IS#4>205A798jd5)!i
zwrQ^XV`RyNq>gkbuX!NbyNoJ{o81myj>8JVOBn{?&(t*J)>S;rmIp42uoY0R?eT2T
zeJllw@;-uz@9&_?%_Th)6(GbKP}SPlMD4i~Tk~b+?*~wVw39OpZ7CDa-X&AM*|$P>
z7(t?!YEGAa{^BT`_wK#;Pz1JdPgsa4zRbN7QSD@y=UoXETiKMV4!I_u?#ggER~Vgp
zSOjoq4Q+T$^?F*+(2m8}bxtQs-|FN;lIipJKVHnB?6P2t?{KTwiCQwEBTAUPY^3q9
z>YLaAt%k1ZWI^9073;oX@QZHxK4jNA<JX>)W)5~{EAo?qg4-~0Ci|S{c!96_V})-j
zK_$jz=Nvlgqh45EJau-Pe<D)fz*o*`wkmmn;GS}>QQ}xq3Lh2G`Xy>pjt(rI+YUQ-
zCW$K_b(^jrac_{#<4Rq^kSb|ocJB`S({T|!vX61a$)5P%sEX&_F2TQZqd&ya*p9Te
zQOYzeh7X3OM_fNx3EX;A;6`(hzkczv6W?})`iuQ(cI3uQ*YXVAq-*zGp1PCzjBd*9
zyh)lSPLs1|TGX<)WCMG=iI=Y`;uP66I1$}m53$2>1KF(eYZX^4$od_v4}|mJZ_6es
zx--OATaq_^MN2I!+~IPsw^K!*)4N(O^n4x8H2tXZyBhLd#^7nHi1O=5e{_zdUTgpl
z!c)RV#rUYJ+~u4RUU*cUYjVixc+S=IDp$t%N)8<|d`rZ&Q9NfMN~S6snFeeoHI44;
zJb;j$hnIQ%R^9|@Eb7#cU(GhoPQ;NPE{xLrhAlUoT=U*dm^IclTxM-{<$D4ec~Xi!
zxOUm-y6$EK_IXABS(op0=#yJz$$c;1{5|7bwGv$Wb;`J9e4AB!erK{RQ6;*~p=DdS
z$!$0;<Vtt(AerEB4m43KRMtE@Jg4Me8|{ChS>kjMC`7#4;21;swCjDk-}@H3A=Ht$
z>%JpB`lQ!((jW6@H!7QXU`(L&dA2dy=$k`Sf^GIP)6OGiBKcqdvR)Ho*qA8ryz%BA
zP*?!`59rqOu_NP-(?3|BKznNGJt4d-CkLmu#zzZNHj^Tf9$)JS&`J+nchb!kHoH8)
zkB+vTeHm|6D^u1iBXj==E-PjIOKk(^AJFsA^4XU!{S(jTlBO<K|566m6J?`b5Q@*P
zX7_g6e;k~NHZJBcZUDW>39~-{c{iV0LN;bjJuk3Ib(w5U)b_U(+-!!tyKpf0m})kr
zEaC<)8bOIo#;^A2Z(TJMkXObI+>wk57O-!#t1=D==;U(x&F&&C9y$_9oEu)vN*H>&
zyN2#5y9)pHV9{RU6fwXxtsvsP=PBeLkj;Jw%|+E~N-5dt<G@5>e~}Ls?9BXGWiHgO
zXth7`xo+a=jMnJWz@eg4nJkBJYcr2Bm7gGEy&bY=x)jyp%f}Z<$pn-1LjMoowbEOU
z$Gk#L>&r=tCB6CYC0zdh5;Gq^>|YG~GO+aOxiR<;2#a0wKJx3F#mCwH!B1eGj&1?r
z4VJ`ztETxksgPpD%H<e579eRU1!XkloH%CS48_?ke+fHl>!0{KTQH)S*H{BoeMnS)
zTq5P7M(FC5*C&<I;vYZ0z<B}Y(>O8uwIO}O|Eq3t?lQ=KQ==mAQRv}gN~Y__+co-p
zI&Y?QiLd9|oG&<U0gieZDO)JZucCi!(*30Kz%VzXe&d_3(-BM2*%U*Q{BiT+D?eFJ
zS+2AljeJmT>3Ng&8A)=W3=sJw?9gw|E<{G7bs!;Ut8SgiCS+urx(R5#mT_=ts3&Gl
zcK4vZV}Ep4>P5au#ebYXac>q2<%U)&t}9)zus~HKxeapIT<Us!3$aPR&f!6V3cr~>
zyYJ)kFY1qFfr+G;<}z{jXmpA0r(aR`j=x1)+@E<U>z>WR)J(Hi%P5T(dPN}mlwNWl
zPeewp0#5b!sMZ9rz{&nHlih$Jc8t|9Up1=beb=Gore5-<bOglw!o6owb>LZoqPNPc
zM#Em+?1dL6Kzmv`{G|u;{=eI+2~v9j3SXgj7<qPQr$HL+bL2wBi&v(j>ZW3PtD3IV
zM2$f~)s>kr6ew_p9CQw(M1K_?{;K!TeU9)oOGVJDb3O$WN(#8#2uJ*_0CcSDwNMeM
zHi`R^<YL3;Z}#)-HxsvEF}&EFEez{1i@OUape@xMYDN)zwrgrf?*l7KVAiJ3=C_lX
zAGr=m|9&>h{2K9FM!7l7H1#OYM&ET3W<@8-?E^H<y7@uY3qw7EGg?Xh7VUEUfrv@S
z*zEcbodK8nk$3i?o&`za(bj#n{g=KX50=&9iymftx3J}BwvC<eji+b)TCwzQm@9vn
zi0aqikU8$Ba_s8E<wgA-FCXrA!dl1l<u6}VIJ<@KtXWB$^E3HUBF?CeGZyRr;1qRI
zfgEzCs9-CSQ4{g)`EPHn+Ma^^uejCj3X=NgG!w((Km>g@=9sn`(GNcH;Fwk|p8IsZ
z2GlimDLG&8%PYY=x64qT=2e=h1pkdUhdalsVQ-q!rbg8(b22nX9$4NFn7f0A6mn3#
zB&UoXh3wI(3e2qNz59#9%EsBqq=tlM(4+YAPk88QQ$2z8{olXl=MK`n^wqlf(gm4y
z!f88V8KN}8>~3%w?jrbHCsxG9<L*4Nd}?YEuc>{zVy@wAj1z~OFkb}D3K4MTZPxhU
zt}R@^gu|!v_S}*R<@o!MWAGG*asIbwAA9o&@R3K2O1R&ZzuCi~m2*pAE%%ptQB@eF
zS$Vhmgu8CHbA{Cifl0?+TvCt=KLR?@e7^Gj^^K$wzLodJH%<4a{BL)1R4BsClsx6M
zQ%(o8l7`TxY{`7d=X1cN6Ly`SJfqKm2S+T+v||-bK4)MjGKgU43PD#|qXSJSUz?n+
zy~LBBi@SPwE4VODs7Jh%$Fnt$a<eS=bW@)K|IO6QfvlICy|IKsb)~R-j~;gHMqkx_
zS}%2b^@@g0<@!Q~Lh^IT*^s%^gbo#worC0!w^s|dCT-2w&h!oYf5Kh0r6t6*YxaL>
zwXMv#Om7s{W%-mfJ?fiWSw8gcwBKhSFE}A+S@)W6_mk36L#uKnJ+Jl+pt^aN*XKLk
z3-gb?tm-vn>v2U-c*!?)t^69oDmY^|*-^1OyGML*%}T(^kHD3P20k>V<bnHt>Uytu
zIR7|Gctja3gdj%mWt2pXUZVHjN%Y={7F~$WXi+9ZqIaSP(T#45J_tdGsH6A)&VF{^
zefMTBpNrqsb92u5p2Bo>RYv*lsKpgDENCorm}sZ{(aAN<-B>$A#0Zo#CcW1gR&{^M
zn-m#Ic4(x74KW>q)HuFTY2g5S{F*~*OBidjuclFCooaD%lnu}-@liyo|KAiEJd_f<
zQyxrT8e6kyB1p%k`!&F;h;l*gBohuXFNix?n~@WWwRidt@KeF_feSn7TQepuOuA1~
zSB7$k%M0`g`S>Y{MKY6)e&E{Y*kW;=@ZPTs)iMeH#D8B3;$ZonE)%bYd6!oI=0vBT
z-V08HJ6!Md-pzwhQiX6r+rb(ygajxy8N5d=ChayOg<Es4+K6~*eUkjbz-5}5TsUA;
zo}xfmJwr@v2oQXKGV0;O_MF?y&Nj8Y5r|{xUw6pb)Jf$i&IZkJ3zR=GNs!WxJ@=sb
zcf{oFV6?&z_PP}>tVxbq*hH)LUK;K7$-{i#2vJwms?+o8iQ?PU?-{@?%Y$cH@1?vg
z22UqhaaFhUCkD>}Bx*(Yf9qz#$%D{`N+Tz03;jaTBaDyNe4XcYVna*?qf5U$4?6+7
z(gJDb00+ut^H5Io{6$0ir-49QK|v{GW81^&AS1G4@}0uGFzxhrS5(+g*7b<m77yef
zCQY9R_^L!X=iEcm^=^|^>Bp=vZDsAM1G_b=2}6}-qzW=pJcP&V?MXy@mq7Erxzc>T
zc>l<L7ANA>$aJe4`Ts9ao|7g<oUunNRoeXrXj&{>EDAOF50J<6IHbY&0E?7*{67Rl
zK*x|Hk~Yy>S-SF<*##vS9!cF|o-(*J7i}U&*0up&rF!v#k<AsbcjlwdwGz$FtkPpX
zgZvuIaV9QxLQwk~*AJwXuJCQWh@H}BR=k$T3R}0pP7PZ%31N?A{-~(oO*}Or0Vq#i
z$ZqE9=?YG&3pXA1c6(1@yS@Aw_{mE#3W1;QOVLKzX;ZRB8<yFaNpD2WA3=j?{%AGM
z)<l<04NRx_U{u(oTvI-oRVhY&Y-H<c)Yj0EDssl6S{OK%xROiS-|FFB>ca45sdqzw
zqQ_p9F88XFp+*M~Vw~Oe>c-TJI&&1ep~haHJHoLet7$?|1x?e22UYl#VYn4*fT}BG
zx4AJ){nb%E<e3(|tQ*o+>ZetpL~Mb}bE@5SiCwBj|LxG)NsL~N((NDsT{OJeez(#g
z;^487_LSy=E@QbaU{W7EV1uPU5VQrdTS#nS<+7?OmOfLmpK)GChev$39hO~8?Kx`k
znS8D)y8zDL4|P}n+en5{X8u>1Fw8zm&NAI?zW9W8_FCf`YfPN}T&J1EXS#XejCV(`
z>4Qoje*#zKfvqa)OW*c6RK3JMAt7I^;`U4-|G@1o0vQuJMaAyP;d_k7K62w+jd7#d
zDdOK^zpoTB%v+2WI)*m2%^AdJ>%J$%6hkzW@%6y>ph#ikl|cHz2iM$0W%tOzTWkZq
z?%}Od2wW4vp_%0A+euxh?=q3omvFj7XQ+WYe7J<oa2^Kxvvibhw^qTH9#4bEX6L2J
z;DQiV68dwbFFD77l*9iOgRc1Kwd1aaH+5Y^<f}oxfuHX9g>ulE?&H0Z$sMm592ywL
zWntRu(FA2^FT<^uev`xUvcH;ljFESMb0tbI-sWlZNI;saPu%mU9RY^^C;_%komVe&
zdvv)se^X<11|o|!EIfw3te;dWbyrToy;Tnc<azCMcvJ&qfTh9{wa^|JIK?pw?!VIv
z$(e0)vYa)zfl>lffV&5YOPP~G4D;S{6-vROA)C1O!|axZi8vV@sa`&>hO$>)YH41W
zkUsl_-igttB90cim2*?Wv^Nq4M7>b<=AbK36?3t`uCeZ$hARWr?{w};l4(-;NWto8
z%uTYzM;8LcVo>om$>-NlEz5ijp4qr%!1%x!h201JuC(4g9Jta*Mr7S4LKrR<|HQ{$
z>}d&!D~<$>kFli)9Xw?vn0~U>w1g=){R}3okPbK3&)gvWyz<n@@AY$#$B~0FAC~eo
znlPoN9*@=;Ug5fsfefamvKBqR`C-WS?B(arOaWC|dF^>|1i4WHKxxb>^mlVrc|8_f
zxZR|)nhQw$`4+;Xj7V7TOl!Kxyp)Abv%E3vtJI0#G|^~PrrArj5oPIWf7Ea>hYOzc
zQ<IEeEV%;^m<9vpj<%}F%}bmVm;1UwO!kXmrZ(-*Gfsw%+Tmyx^>3<Sa#C}?D{O9s
z{Fq_(W|!4WSk4&bP3WlLhk1~HXMng<fpmj1PlcN^bW^pD6Ph~zT#3-SivH)P{6Ml1
z(J!tUjBAsuALcPEJnQgIl85ALDo+E1B@o4GX-G==M0RHD{az=9*{iut7>Z(4)mNH2
zMsJ*$FO45S8ZNPD!=-ei=#5dm9fE82O#B*^EMIze&9yV1jdx7CE7}#j$6htmw?W`0
zP~67WE(1r@te+YPQUdS{&MEox`HUP5Y6|4J@aZq-T$48rV|*Cac$9V^&>gcE^Z-gj
z%aIJav0jFK)3JQf<P|O*x{d*bwnuEE3BmVE5#UadVauZoW0{>Iq1Qi2&HHsV_mcB0
zhhAREs@srAq-NVd8}HzZDT;qadJPhXW`*_bEi6Do%*y5DyA{HPudlQmH;hIu(}PP`
zU`7dlBfxKJA7;(kvwd>EeQD`_N=u7CHVn^bG~epQsFIe16YMQ8ytuZjxE}lWY*xKV
z9ZBr@YzWd2;*kBbE5wA}?N0If%lo1BAI*(n!XvLyCHAi{e}iaOvT+rCX!SEPh4i5D
zRXPQyPNx*QFXxTyE2YqBIY!6p*}?pX=q~n%&1xQ=V9%o*rsNl1D7ur_k?lwVS$R}f
zeXlIN$f3b7mHFFF`jVW_XZVzxX?BVS-tD`P44~BA?a{q0CcRBt{2!nPlY#q|67(`g
zc01(c>fz&I&$%lC7<MNY<hi1ZF8x{TL_Wk&NsytW7wKRSCw7Iav&h*USlCp5A1?ua
zi0FAtR3CUKlifNVcz0wOA-3;#`Tjou1c*WI^%w)wjG7$7i;Z_AX_VJ1>NA!Q%E9$+
zp1#vLs?ZOI25)cB8k+{8uTuvGU^L%bQnwC%Kl+c!Q>j-N;n+hNdg|OpWQg7=*`Y0z
zU2?(d_8*@=?4(3LI$^4XlP(jG{Iy+PZdJnW9{h)t<eJ{}1h{_t(dFnOlEA@2YAKz~
z9^&z@|03*PX|PC+6D!e2Ll334Kz)0t&idsZxmMV&$>MIx+Yezmm)pq)s|3E%=w>HG
zq4|mHt;VIhELwA4;js`?kt9cfHGG}6b)2xX@NyIRbJVNcGw3TG-*j6#U2FJNxEN*I
zopg})n5oyjMFfrH%9zKY<`))b1<42RUhI|plccDmJeA_Y-FIsDz@UqFvH3sKGjO1m
zTC^VsSgmSrc2A2)UcY_#+NC7g#N(W9wz4;}t(d83wXGY(?>8KVC-5(1@!Rt1QmFT}
ziLa;o)+hb=F1OUsf>>RnELZ?EtrxN)a{A{md+JM=boTbkrxPT08Lz3qy&H+QIvY=u
ze{c>QYM9PpMWZ$Y@`#ed{|Wzj%){*Mgd%_`q1-2{44l_V<)&|k*_xA^&xY4Py7t@*
zv8^!&S|Phbg-N&NA4BC}j3@WTBPWAtQb>4v^Z+<fC{lFeYJY|9WF3qB>=8W5FYpr?
z054Nt(1DZQ@Z?Y5HAMW)Dk62h_Ss^)ZuxCxp^B#b(y8^#beAldH-6*Ln#8-eau2bQ
zY%(Fy3cJ;A3M(7&V=o;{7r5XW(mAbneaOduoI~SJb5Lu`ZfLzV+1hq~WC_Z)QZGEz
z$c&Z*na14E0Ct@*X_x=$^x{FtV6>cx?Ee6^rD>1TZzJADp>-bZ>+dLeBQ8S#XSe?o
z7n=jh?NYzxn_vg_hd=K^dls{IcU>;DUheIzSy_&dF{g>G`YrzDX}T`|y#`b~x%w#k
zo8BlN^tJtE5bMBdy1|a!Vx`zQUf1S2IOXh_WMs%<RnScCHTLf_tip3~O#J~{Evxn+
z8Mhe-M%8w*6Sa{irBu0WzHdIU$e>hLAYAOOE}MezRRLC<Urf3y*_4F7IdN<Yd=cl-
ztmUK@ubpOF%KSxqEE^M{DOB%0If|{i{-kd~FUrhTCpZb^b^8ZzsC#_;H$H&E`ALPS
zFNOt+&%Gz!^<nHSMnu5MS})C)J)I8yJEcOVReL%ha&4^G8UF#e7{B-%qono-0cFC#
z9c$mIFkF`vvtKtb|C;(|V#Wc($KK$>E`7dUa;?u&P=@Fq6y)Ni9AouGAoaH8Wz+Wz
z)}t~PuG1>*LcG+5tAkq+t553LsIy+@_A_*h?$pM=UI|VtefD#e1oUa407uMBvyj=j
zKjQl`_Uind7V~a;9vlA)h`^1qG@xRQp7nIuNNkg9*jrkydf%Iz`ZMu1R_vkKXimCP
z`7{qTqDoQR$?vMF-^EvXBPp9$;t5!>!x22-C$K?mqohIZ#5{cIrQSEv{D~JQ4O)^K
zViyUvkE}ji>xjQ;L>MN~sTR8?-x<z)G&+UTPgmBt&?=F!;jue75vo-dw<eRFJwMi2
zB66T0^)pbR)@g6&temu;B<HE^QptdGRtOuFGjgn9*zPBDFt1+u7JI<VCVpoc3?rgN
zw)j-=Q@(h%dr~((?3>#hqz--V4aAsc22<XcE;>)CbcZy{V4KSNH<WEa-BH{b55+Dc
zvMCA=CEL+`?IroQYH~QwQ!g47wh~pu-wNmp`@Mhz*F`k72QsLM=aPKa`>8+B7?VZ3
z?=M>$d$BZU!EQ@dg8dVWo3DU5W2l1uanqMN-55dxS(5PEF5i?CiaDX6iFZCbS5=Kk
z(JCWKgrC9N2V+;DJ?&nLpjG;xu4KQyo(60aL}3C?YIN|U*YC`2Yp21Yx-9S8l(0if
z3SC3so`SD`?4qh`0@>`mrLHQekdC85MHC0j>dHb17Klu>XNe$HoV)FdO59XD2A`O}
zTyE?EH%=h9k9x1<cq^n$u!-(c%7BgPW@?!61WdkMtS>VYbzVZHK6y6LsiPfSZX<wZ
zZ*V`rP?#r`B>if-one!T?$%FZBz^X@PHo=eOaZNNCCNvnmgILtWXh4nXC@W+!RHkd
zWKo3z(+w2WZa_w!G;<vF@53EnGPV67$tgOP!)bjbA}4}(pM$4EARdQ?_hZ*^a~zR6
zyJ=pr%Zi_KX-p_Ql@{^CZ#Y>ABNr^W>6NVhIJac-ECuuQmLDRyd)y@P^+BUsc!igW
zyU$W3&~lL+0`8>J&W*eu*Hfa{Ila%t@$zpAend^p481+gJ>lEZ4Wr8D+Xg;iV?`tz
zu;;Bii;v)>X*DmTH$AD4m&vZOftJlL0jT?2>sl98@ytcAABtSkXB2OiG5u)Ai8}lz
z(1)zUzk=Yq<_Zmvj=2Juv73AJzy-pld&j;j?>V+^iC73Mi2l*w?v&r<6q>f4e2YD)
zd<r0OwEl$wS}a4#4L?>o@x!iC!PpLx+;~b-w>$Mus6&xXtnFnG8c}>EM(y(>g@l5K
z&s?^FTvzL=mqOoT&k$i+&Q$TD&qm?y24;4dUs5vn4f8S+Ap8ZHIX{xaTd++znbvrG
z5d1to`pe2z!Iu?Bq8_-`V^_fZ<`L&znn^*~px(=^L^J=TWb1L^q5wj%+BSdtm2Jkc
zstlG*VUGcX5sTR;jzZ@b4{ic*o5bn|i05R7=BKnDJSE~NixHy>HY2s{Hf%b}LV3e{
zcIa79_#C(I?EAeRRcd9+FEvbL4z&DzRb=HlKfol6#65QSsT*w0_jKf`-z~RJ5KwL0
zc~-4Ewz8kuQdDdoiF67J{x})K3y-TJQfpYzO}^Vnp>|u{9rS@>uuB{eRq$t!&UQ+A
zU{Rz|B&#o#_F~8&XG~5A3fo1NFAvrQ^Opz`1Vq4_Rb`j;bZy^+n?6f>U*1K|J$xEL
z<F)KS&ECs^@kdgW-K95XrZ+0%{}V9U<sTt(*E?vj)$l3^%rDt3RrX(|_B^Agf7=56
zy6r;qWx0?EqGBs)7@XJ1XXVUFC!9AV&)$w5t$N@FGn|T_12+q)YR~T(t<jUv-pqeD
zk`Rz7n$yqn))udE!0`eJwjy=(-eP2Lbl~qADqW?QA9r2IMU1@;?(8yvoRa&!aedH4
zr%{-%8%Um}EM$GqD;a%VK5+c|;kj1ExK5^Xj#@m)NXfIWCb1ywj`Mm3mQwbxr>_d-
zF<8`Z;r;_!M**!fkVHzdZ0<_7w$hCID+r++z-$mr2P;Q*jSt*@G}lQG?pA&u5QjYF
z-Zlg@8hQ^BL#A+b@44|S8m2X_d(h8SucKtrZ;e_GSSB6F!z#)A+RFr53hv69e^T5V
zBJPQPCp`!mG|xHaZ|;>Tx2AyPxT>dif#L?JuEdOV(l{57^3))E=RYYi#g%==K&F`e
zw|Cz{gAgrYl)~$D&cnZZv9?vool9A-6JM{%YCh8Q?A~%=qwc-XM87Bh1H{z(%aUFP
zf6e!<r9+@po)lL<Az(U^`659xb*+L{Q92>Xu0XlA{`ffUCovMYAZ!h=^y^sY!W5xo
z1e$rWL*xmkOq~$<dtJC&-73B2zk9wL<r5gPPc}h$t5;xy0kVkvKh8y@#ec55Pdcsa
ze=dYdO@~JM`IN(j>;s-=LN11U8OeT%GLr9+7F~x-Y0!(xk-IqbW+*cDQu<Pc1&i<X
zPKAai0uE(f1oh~gs3gm_TyS|hwB1P#wJsYK@Fjas;E7#S6_RynIBjBt?0+<WJ{k;p
zc(dStCd5u@tb#_W{wweHozn#xY%tRP3L+ZBBpPBpS%M~BKNIpedzKy~9nbX4ZRyYT
z?#Z35jZbBe@sULt_6O-NUFCZn(C0TMQ~tU@GxUo=iI)lYhVSX|`VQQa@nIVM5c&ae
zu{SCq+kgMJ@$LVqDOvn4O(_fO7xWp!1xtVT3Z@H6xDLmTp#}U+2y04mZe|GYq(=z4
z02LLT98rKQw8aW>Yq4bctlaPm_C{I3IySq7Oi#+={3}>~yr41af~Z>ojCl=HN}j{M
z^wxa%;ATlG`f8v-&kD!*HuTvyxEsT}bc>w23S`GLxZGr;5ENvfb5iiP3H1-XwkB|A
zd09=p_V;U&6ZPdq#Y_HhMruz3?Uu!y>#wGPxvf-iP~Vi0nfKo1@2;f`4sSuYGay_f
z97XH@Q9I$e*hag2VNsQ#`>`**MqUD|a(sqj*&A^eiI>Qhni7*(vRCE6(2@vnYxJ6?
z-2r-3GBDlgyfz?*YhJg;v(Nk0E39gJ%kelt<=;7)XtplWUZeQ{$S_trB>b2Wd^ew@
zXl7O-KmY>rPoCDgtc(&r>x4I-eeUh8DVby$bMXwf8VMA*iKho6VnKOSjF1qzQ&)$d
zDWfuGqjy!3bC0ebGPa@DdwZ5=ju1tvlXm0PR26rUY+tUGGUQX<Kt4Lc$|zWS<!0WA
z)Zhw3NYrSJg@|fI&Ot7?Czko_39cdlc3mm8%ZlY4Q%>*l7~l<39kL%+c%%KKm=oA7
zU6e<Al-}|h)lf{RQ-=F$;xvK?`&f5efr=<Wf(v_JNlJ~0)!Cg8tS%gCUvn!ZZxDP2
zXFQ>*6P6o$r58~f@ROg(Mb9De@!k((Epgp^s|2J?qPg(KeCRFt4jVr70+CRoHgp?9
zZq=k<+>P43tLh)zMp&4e?<ZmR4YKC25dH3&WIQYR%ZjUEx(iHeXv(0qcUPEmL!E?V
zpqx&=_(i!O#jw+;Omr@PdgT}zmFxMef!#;$d7P2g1$?%YttM7g=p@A2ki(x3l2Q_Q
zQ6^lnarg!pBBvH_cu1ZRo-L(Cjm;?=Yr<bnO_Zs+$i$B*@;H_|GF!#|QlTZL8rv$!
z0Luon--K(XeM1uDX=_l)suS?nG_nN?q*veM8|8E8;yCSGR81U=x4C&r2W@_I$--_x
zAIcRFQwHdPcz$K^q?2aJNk1j!sdgIk*4bCvwe%anen3j-s@X{fM3Fnu@Ac&}USFk2
z$5%N@CWJ7{ng=e|C5H~HY{^k+sCDk9h@bCi@iC3!n!s?4gX-)oJx0#g^3%;$p9$tp
zOXUNg)3Qo7*CgD@izMML#XQH_RDrbO4uH!^ky<M`9OV~_QV3NLTQc2P`LYX@U%Gij
z?`&++;o44lPs@`&xFiDVly6IeOo>f_gZ|<&x68E)l9PrS_79R{tACNy4~vpi7rQKq
z6BYl~pW_JM*UAZ6q-C>}Or9IJBmQ`t^+*qvZ5Y_udMOt_F$0MLv4!ZDAV};r?HWaF
z4*0SnYHX#kN;G)nO466$Xc}9gan@*jDOlD8Q4=;c<FD#|S|c&CxZByTYWMpY?sE$A
z84b}LmPbA5RFrLZ`y=T>9mJ)bl#A4T_Qi-J>v%Hdkv12{5J;<&pHl5Hn>q^zzmEjy
zGwCcT-^n31T`nfv`?s7$?Cgj;W7ELoZHy;aBsWzZbLc|~!JD5Gn@OWJh5GUSaFHTo
zL=)vYIrLd{>QKqe(8q(!zf{dKzbK-1o=9#MXB-FkFz<~F>DxE!uVbiSj-pc|#c=d?
zT82>Oo^j4!l{s>0A03N1YLsc)o?(gOrhS3iK=$c7V4d8MNyhN+1m5IV;eTD1^Q}q8
zj!Z9sQHEuoVQSN%`7Ic&?aYk_8agJ8`uaGP)yNZb^wc@8SSq&xXzh|FW{Ho8Jr^-y
z8J4>Bk4mf?*w0V9qYBVE<W=wPn2I1o<|)Rc%THm(%ItBl{!rNbm6+$j?=Mub_sT;Q
z)|<zkuQIczzbx~!Fd^&oH=af|{UZ2`!4xp<+5B%-6T!moBf3SyV&(kfvo@xH6|5rd
zwlM1exdDb^O7#yPy5dgR#1304@y9&)iG5yS<T4eF_-gKULf13YY6pDT;a$ZBl3w&C
z&X{TGFR7j(l5$;v=Z<CG*P+8#nv%P4IsXHUJ)P@9+D-o8Jumdp$mrlWY5?aRzh;%p
z)$d3*Q=^GDpeg$h<NS2o8#rdWxlKfhw($+9RspKkm)itGe_0b;)RbyVr`Q;41XIEW
zv<+$P0%Q&olg*YkB8q=*9S^+?W6zfPFn5b(6y7Vld*O2~l2sW@t6cnOTXNZI^QhWT
zTrUF5b{5ohVl@AWviCr4ldUJlHZNs=Uwqp3kUi-D4p(lh>ddm@!z{<iF<cN)cQR2Q
zn*(*4cxA&_()7Wv8=G+sbCem?hh{|$()>h{oxW`rvynu%n2#aoJk#m?MX*;aNMbR2
zvVF6Ti6xq+!6hQ@@Mpl7A!Q>;KF7W9H;LzlB_vP-)hAzv2inKDwb)hr|Ic;he+SV%
zQ{<Kc5C95T7Wz3u7MFYKQ&lR<uz?$+ii{<`u9QeT*SQdfasGp<)MXp3xL-%g4|Dw9
zf<e{QxO;#kC)Rl-|2KKiQkw?nMf)5{JEFA|XVjjMdT3b(R+tH=u)J6BpK1-rwBJH2
zZ_Tb*cHb#do5+syFRp)o-lRlLtbfJt_~16&o*$6p@b`@_Wx-T`XU7`3-em*%hjV}U
zpQ+BQ$V~PGZ@*PRwp!1=n^O5TD<gxJ-uJJu`H(=FOhlpA;m4EmM@RmmR#L;6hGp16
z(cp?wa+bL<S1Q@W#jER7ROh$xMw2^uuvfXOli~aod+Y31H5&Qxw)<wA%rtou<~UN`
zL*l_emXfyFHZtx!fwXidh%p{4S`$Pt&6c_FJ(HWc!9s~^A}U+x>P7PWbQ3C@s1XfK
z8O|XJ+I-|qn<`74f9+6;4g0u2?%1dZL7_?#8~b0WOfpw9X#J=JaJ|zmnR{hkt*%m#
zF5deW{Li$1OY(-{Vw%-CS;3ukcw(!ZlFfIej#`<3p}Q*RfNyN0ak^HZwl?EU2S<}*
z<RboIG=O5m1Kp9ZcB`*~!#?WXa9)~$9}$aB`IIWko=^zVSN>2d5T^%0!4f=Z(lR;c
z@{KdrKCJ>0bMzQdk>Z-x0m6nK`+AsP0AX2%OAgaigH0|1)dB!bQpTee@BUxx)MxnO
z$5w?Yslv`a|KI7y2j90?<e$yslj24jk8e-MJu$RWj6|q2Eu@41)F<uw20kj4zxoZn
z?D5G8jxMr54R?U1J0=YsC4ro06^P8$ixQU0>lY=#)1k8~V?I|{w=~6!2C4+B!9@;3
zcVe>shW`-mH+uL$P)*~?zOgA5R&SA34or11qx!}GX$qHoep*EqscY}}C6a^sNp791
z%6k$q!tz<l=WmDc5Ch`pRTFqyy?e$~!rWIcPAe&gUVp{E`SeHUai)*@?}yD?blGux
zPqy^@o3t$d^D^cPt3Pp@z7qOGTZP?)-rRDu5+p6fgk149Dtf3$A@iH*wVUpso%~sG
zdTkwBHxt*5`{Mdi<$qFBF-Hhi2_gQ#VEe>(5)O7*OqV;&wo)RxpFhi*;|Qxs7XHvF
zD)(yVi@|3!Fy7dle{3<t)SE6ukqBCP;FE<nm-6RsVft6p3;zw7q^IALb72BuM~M$3
zi;P1*GDp4?Zz>UENR}j=Bfe*$4H<1JY$8zUB>+Uim<l|1+TXe`9;MZ?_XusAay`)_
z##pG(yNi^d2KJzi(MtTm6rH4^TLZQ_K9KxicSydk%Sdk{Op{by86aeBx2LFx9xakv
zNPk!ti<ZdXF0@SonFU7eDP-7-b0nylE&}N;i{#vyWQEhX;a=*#W~hdLOBa)JW{p>A
zy9$kDWdvm`@4j1b-()X^xoC?1e#MG0Wtba#jGr-1ea$ZLy@#I_#aTUDVY;jSkzOOW
zJFa}WXZ8;sXt40PS_DVP<bl!p1^}-$35-%3v^%X*TljLXoX7h;n$!J;tWXoJI=tp<
zF3dSg5AK3`3<>HAKnYzkW<;;YGFa2F=lrY6Hbrfp3`?VRn8FH+Dwdyn-<Y(y&IobD
zFZ`xV4gHb6ikD2ed_L?<rn1AhR{uxuI};~<@ky0tG&jEu&p_n*!Mr^4>3V2N=C5XA
zy+eaWzx~97`9Lm|<Yl#HjC2_R<L&9>UoiADSi_+}?AYQdg-ze-;%Par9`x}r0^F=N
zDLi>^1>86K^*e8PBjAo^&nX3`1n1pYrD{Ugef5ozB{6{|T?QktOk!Sq(}fk4u2yJZ
zW!Y^QFsbCL4dkfE@#$Z<@RgYwG~{y$p{R)5n(g+V6~dZ(d~a;*0neOW$W9O+t*y^>
zzmu6gulf(L{3FtPm|sP6QBF--O~h(B=0s;#t&ggFtXZHyvxlwerM8x`|9C5i+2^A6
z&0*uC-Oao^beB`C(jPJJ=r~?(g|~8AzoqFR8vLqON}VF$*yOv$+4MreE6`sakbyF~
zp3Si}YpJi(;4m?vIRW%K>}!xT_>PW7`K~3oQgPlSFUP-E=AwU=rk}~@GBrHgr*qyV
zjxn*{aAt-u!@<ruaY=A@mGI+mBuq<l9&~J~j=!b`p?Eu-=}b|phHCIp{`~w&zKa&S
zf&zK6K}D%Gt&(InMVx4sK7u=vFi5!CfUB03+;nLhwahBw;%Nzq-9pw_a0#3Ob=2hq
zo|`D@W#tK*kY~0K0Lz~=f6W^qjG9KgFP%}jmECX))WoudL=HGr)K#!%6bo%M|FG34
zR&M_-aP}J6T5R#r-wy}oDWf}ZL~0o_->DzI@QG7u_8Vk!F4?MSTD%r1&^{Oa$LOPv
zxaH~czPS(E$6Z=GY@B@F@GXXI8bk}A1_U^9X;5^b{kgVex_CEG`%Yg&xreo48;mxz
z{IUzXs3eba#|O}NyNQk~RUlpb1jY0aQ94vewW|`nb(oe(@+NkwgnzX+xj+o65#rq9
z<;X@iVHDyGR%ugR(>`3?;;6>6{zR-I)52z-;p=x%=OW~sv!$pXylq(Y4f>~G4^{nA
zy^WE~SQE)sF<8&*a%bB|{~%<Pi$&dA-Z!`4j%XyA+wug~xr7b{Fsrcs`T_u+m1N7Y
w0!UoV6xba`Hj78rpif*wpAKMl9bnOALu8};zcZ<UsKh+E-905a#{ZW82XBI|YybcN

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/manifest.json b/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/manifest.json
new file mode 100644
index 000000000..5a14e9bef
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/manifest.json
@@ -0,0 +1,97 @@
+{
+  "version": "2.0",
+  "job_id": "job_3a7c35dd349d",
+  "data_id": null,
+  "source_file_name": "micron-530bd7ed.pdf",
+  "processing_date": "2026-06-16T09:36:10.848153Z",
+  "processing": {
+    "page_count": 44,
+    "billing_status": "charged",
+    "cost": {
+      "micro_dollars": 66000,
+      "credits": 0.066
+    },
+    "timing": {
+      "started_at": "2026-06-16T09:35:04.044889+00:00",
+      "completed_at": "2026-06-16T09:36:10.838333+00:00",
+      "duration_ms": 66793
+    },
+    "stages": {
+      "timing_ms": {
+        "document.profile": 6279,
+        "pdf.extract.standard": 35759,
+        "toc.detect_range_llm": 1051,
+        "md.detect_toc": 1074,
+        "heading.merge_pre_pass_llm": 1952,
+        "heading.hierarchy_llm_call": 5149,
+        "heading.hierarchy_llm": 5161,
+        "md.predict_headings": 7433,
+        "md.deferred_summaries": 15338,
+        "md.build_dataframe": 1,
+        "pdf.parse_md": 24460,
+        "document.cleanup_unreferenced_images": 1,
+        "document.compress_images": 1,
+        "worker.parse.document": 66507
+      },
+      "token_usage": {
+        "prompt_tokens": 7282,
+        "completion_tokens": 877,
+        "total_tokens": 8159
+      }
+    }
+  },
+  "statistics": {
+    "total_chunks": 82,
+    "text_chunks": 42,
+    "image_chunks": 20,
+    "table_chunks": 20,
+    "total_pages": null
+  },
+  "HIERARCHY": {
+    "Financial results": {
+      "Safe harbor statement": {},
+      "Sanjay Mehrotra": {},
+      "Overview (1 of 3)": {},
+      "Overview (2 of 3)": {},
+      "Overview (3 of 3)": {},
+      "Technology and operations (1 of 2)": {},
+      "Technology and operations (2 of 2)": {},
+      "Data center server demand": {},
+      "Data center HBM and LP DRAM": {},
+      "Data center NAND": {},
+      "PC": {},
+      "Mobile": {},
+      "Automotive and embedded": {},
+      "Market outlook (1 of 2)": {},
+      "Market outlook (2 of 2)": {},
+      "Supply efforts (1 of 2)": {},
+      "Supply efforts (2 of 2)": {},
+      "Mark Murphy": {},
+      "FQ1-26 revenue \\$13.6B": {},
+      "Performance by technology": {
+        "DRAM FQ1-26": {},
+        "NAND FQ1-26": {}
+      },
+      "Financial performance by business unit (1 of 2)": {},
+      "Financial performance by business unit (2 of 2)": {},
+      "FQ1-26 Non-GAAP operating results": {},
+      "Cash flow and capital allocation From FY-23 to FQ1-26": {},
+      "Al use at Micron": {}
+    },
+    "Outlook": {},
+    "Appendix": {
+      "Financial summary": {},
+      "Non-GAAP financial data and guidance": {},
+      "Revenue by technology": {},
+      "Non-GAAP reconciliations": {},
+      "Non-GAAP reconciliations_2": {},
+      "Non-GAAP reconciliations_3": {},
+      "Non-GAAP reconciliations_4": {},
+      "Non-GAAP reconciliations_5": {},
+      "Non-GAAP reconciliations_6": {},
+      "Non-GAAP reconciliations_7": {},
+      "FQ2-26 guidance Non-GAAP reconciliations": {}
+    },
+    "micron": {}
+  }
+}
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/tables/table-0 Segment Financials.html b/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/tables/table-0 Segment Financials.html
new file mode 100644
index 000000000..987d8e4ca
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/tables/table-0 Segment Financials.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td>Amounts in millions</td><td>FQ1-26</td><td>FQ4-25</td><td>FQ1-25</td></tr><tr><td>Cloud Memory (CMBU)</td><td></td><td></td><td></td></tr><tr><td>Revenue</td><td>$5,284</td><td>$4,543</td><td>$2,648</td></tr><tr><td>Gross margin</td><td>66 %</td><td>59 %</td><td>51 %</td></tr><tr><td>Operating margin</td><td>55 %</td><td>48 %</td><td>40 %</td></tr><tr><td>Core Data (CDBU)</td><td></td><td></td><td></td></tr><tr><td>Revenue</td><td>$2,379</td><td>$1,577</td><td>$2,292</td></tr><tr><td>Gross margin</td><td>51 %</td><td>41 %</td><td>50 %</td></tr><tr><td>Operating margin</td><td>37 %</td><td>25 %</td><td>38 %</td></tr><tr><td>Mobile and Client (MCBU)</td><td></td><td></td><td></td></tr><tr><td>Revenue</td><td>$4,255</td><td>$3,760</td><td>$2,608</td></tr><tr><td>Gross margin</td><td>54 %</td><td>36 %</td><td>27 %</td></tr><tr><td>Operating margin</td><td>47 %</td><td>29 %</td><td>15 %</td></tr><tr><td>Automotive and Embedded (AEBU)</td><td></td><td></td><td></td></tr><tr><td>Revenue</td><td>$1,720</td><td>$1,434</td><td>$1,158</td></tr><tr><td>Gross margin</td><td>45 %</td><td>31 %</td><td>20 %</td></tr><tr><td>Operating margin</td><td>36 %</td><td>20 %</td><td>7 %</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/tables/table-1 FQ1-26 Cash Flow.html b/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/tables/table-1 FQ1-26 Cash Flow.html
new file mode 100644
index 000000000..d74b46c29
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/tables/table-1 FQ1-26 Cash Flow.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td>Cash flow from operations</td><td>FQ1-26: $8.4 billion (62% of revenue)</td></tr><tr><td>Net Capex1</td><td>FQ1-26: $4.5 billion</td></tr><tr><td>Adjusted free cash flow*</td><td>FQ1-26: $3.9 billion</td></tr><tr><td>Buybacks</td><td>FQ1-26: $300 million</td></tr><tr><td>Dividends</td><td>Dividend of $0.115 per share will be paid on January 14th</td></tr><tr><td>Liquidity2</td><td>$15.5 billion in liquidity at end of FQ1-26</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/tables/table-10 Memory Revenue.html b/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/tables/table-10 Memory Revenue.html
new file mode 100644
index 000000000..29d940137
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/tables/table-10 Memory Revenue.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td>Amounts in millions</td><td>FQ1-26</td><td>FQ4-25</td><td>Q/Q % Change</td><td>FQ1-25</td><td>Y/Y % Change</td></tr><tr><td>DRAM</td><td>$10,812</td><td>$8,984</td><td>20%</td><td>$6,400</td><td>69%</td></tr><tr><td>NAND</td><td>2,743</td><td>2,252</td><td>22%</td><td>2,241</td><td>22%</td></tr><tr><td>Other (primarily NOR)</td><td>88</td><td>79</td><td>11%</td><td>68</td><td>29%</td></tr><tr><td>Total</td><td>$13,643</td><td>$11,315</td><td>21%</td><td>$8,709</td><td>57%</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/tables/table-11 Revenue by Segment.html b/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/tables/table-11 Revenue by Segment.html
new file mode 100644
index 000000000..5958ff1d8
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/tables/table-11 Revenue by Segment.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td>Amounts in millions</td><td>FQ1-26</td><td>FQ4-25</td><td>Q/Q % Change</td><td>FQ1-25</td><td>Y/Y % Change</td></tr><tr><td>Cloud Memory (CMBU)</td><td>$5,284</td><td>$4,543</td><td>16%</td><td>$2,648</td><td>100%</td></tr><tr><td>Core Data (CDBU)</td><td>2,379</td><td>1,577</td><td>51%</td><td>2,292</td><td>4%</td></tr><tr><td>Mobile and Client (MCBU)</td><td>4,255</td><td>3,760</td><td>13%</td><td>2,608</td><td>63%</td></tr><tr><td>Automotive and Embedded (AEBU)</td><td>1,720</td><td>1,434</td><td>20%</td><td>1,158</td><td>49%</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/tables/table-12 Gross Margin & OpEx.html b/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/tables/table-12 Gross Margin & OpEx.html
new file mode 100644
index 000000000..5c3358130
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/tables/table-12 Gross Margin & OpEx.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td>Amounts in millions</td><td>FQ1-26</td><td>FQ4-25</td><td>FQ1-25</td></tr><tr><td>GAAP gross margin</td><td>$7,646</td><td>$5,054</td><td>$3,348</td></tr><tr><td>Stock-based compensation</td><td>107</td><td>115</td><td>90</td></tr><tr><td>Other</td><td>—</td><td>—</td><td>3</td></tr><tr><td>Non-GAAP gross margin</td><td>$7,753</td><td>$5,169</td><td>$3,441</td></tr><tr><td colspan="4"></td></tr><tr><td>GAAP operating expenses</td><td>$1,510</td><td>$1,400</td><td>$1,174</td></tr><tr><td>Stock-based compensation</td><td>(173)</td><td>(147)</td><td>(127)</td></tr><tr><td>Restructure and asset impairments</td><td>—</td><td>(38)</td><td>—</td></tr><tr><td>Other</td><td>(3)</td><td>(1)</td><td>—</td></tr><tr><td>Non-GAAP operating expenses</td><td>$1,334</td><td>$1,214</td><td>$1,047</td></tr><tr><td colspan="4"></td></tr><tr><td>GAAP operating income</td><td>$6,136</td><td>$3,654</td><td>$2,174</td></tr><tr><td>Stock-based compensation</td><td>280</td><td>262</td><td>217</td></tr><tr><td>Restructure and asset impairments</td><td>—</td><td>38</td><td>—</td></tr><tr><td>Other</td><td>3</td><td>1</td><td>3</td></tr><tr><td>Non-GAAP operating income</td><td>$6,419</td><td>$3,955</td><td>$2,394</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/tables/table-13 Non-GAAP Financials.html b/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/tables/table-13 Non-GAAP Financials.html
new file mode 100644
index 000000000..80378044b
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/tables/table-13 Non-GAAP Financials.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td>Amounts in millions</td><td>FQ1-26</td><td>FQ4-25</td><td>FQ1-25</td></tr><tr><td>GAAP cost of goods sold</td><td>$5,997</td><td>$6,261</td><td>$5,361</td></tr><tr><td>Stock-based compensation</td><td>(107)</td><td>(115)</td><td>(90)</td></tr><tr><td>Other</td><td>—</td><td>—</td><td>(3)</td></tr><tr><td>Non-GAAP cost of goods sold</td><td>$5,890</td><td>$6,146</td><td>$5,268</td></tr><tr><td></td><td></td><td></td><td></td></tr><tr><td>GAAP research and development</td><td>$1,171</td><td>$1,047</td><td>$888</td></tr><tr><td>Stock-based compensation</td><td>(106)</td><td>(93)</td><td>(77)</td></tr><tr><td>Other</td><td>(1)</td><td>(1)</td><td>—</td></tr><tr><td>Non-GAAP research and development</td><td>$1,064</td><td>$953</td><td>$811</td></tr><tr><td></td><td></td><td></td><td></td></tr><tr><td>GAAP selling, general, and administrative</td><td>$337</td><td>$314</td><td>$288</td></tr><tr><td>Stock-based compensation</td><td>(67)</td><td>(54)</td><td>(50)</td></tr><tr><td>Non-GAAP selling, general, and administrative</td><td>$270</td><td>$260</td><td>$238</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/tables/table-14 Non-GAAP Net Income.html b/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/tables/table-14 Non-GAAP Net Income.html
new file mode 100644
index 000000000..d101f2171
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/tables/table-14 Non-GAAP Net Income.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td>Amounts in millions</td><td>FQ1-26</td><td>FQ4-25</td><td>FQ1-25</td></tr><tr><td>GAAP net income</td><td>$5,240</td><td>$3,201</td><td>$1,870</td></tr><tr><td>Stock-based compensation</td><td>280</td><td>262</td><td>217</td></tr><tr><td>Restructure and asset impairments</td><td>—</td><td>38</td><td>—</td></tr><tr><td>Loss on debt prepayments</td><td>130</td><td>9</td><td>—</td></tr><tr><td>Other</td><td>(20)</td><td>1</td><td>—</td></tr><tr><td>Estimated tax effects of above and other tax adjustments</td><td>(148)</td><td>(42)</td><td>(50)</td></tr><tr><td>Non-GAAP net income</td><td>$5,482</td><td>$3,469</td><td>$2,037</td></tr><tr><td colspan="4"></td></tr><tr><td>GAAP income tax (provision) benefit</td><td>($829)</td><td>($429)</td><td>($283)</td></tr><tr><td>Estimated tax effects of non-GAAP adjustments and other tax adjustments</td><td>(148)</td><td>(42)</td><td>(50)</td></tr><tr><td>Non-GAAP income tax (provision) benefit</td><td>($977)</td><td>($471)</td><td>($333)</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/tables/table-15 Adjusted EBITDA.html b/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/tables/table-15 Adjusted EBITDA.html
new file mode 100644
index 000000000..5678aabdf
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/tables/table-15 Adjusted EBITDA.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td>Amounts in millions</td><td>FQ1-26</td><td>FQ4-25</td><td>FQ1-25</td></tr><tr><td>GAAP net income</td><td>$5,240</td><td>$3,201</td><td>$1,870</td></tr><tr><td>Interest (income) expense, net</td><td>(65)</td><td>(22)</td><td>11</td></tr><tr><td>Income tax provision (benefit)</td><td>829</td><td>429</td><td>283</td></tr><tr><td>Depreciation expense and amortization of intangible assets</td><td>2,212</td><td>2,149</td><td>2,030</td></tr><tr><td>Non-GAAP adjustments</td><td></td><td></td><td></td></tr><tr><td>Stock-based compensation</td><td>280</td><td>262</td><td>217</td></tr><tr><td>Restructure and asset impairments</td><td>—</td><td>38</td><td>—</td></tr><tr><td>Loss on debt prepayments</td><td>130</td><td>9</td><td>—</td></tr><tr><td>Other</td><td>(22)</td><td>—</td><td>—</td></tr><tr><td>Adjusted EBITDA</td><td>$8,604</td><td>$6,066</td><td>$4,411</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/tables/table-16 Financial Highlights.html b/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/tables/table-16 Financial Highlights.html
new file mode 100644
index 000000000..a18faebd2
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/tables/table-16 Financial Highlights.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td>Amounts in millions, except per share</td><td>FQ1-26</td><td>FQ4-25</td><td>FQ1-25</td></tr><tr><td>GAAP shares used in diluted EPS calculations</td><td>$1,138</td><td>$1,131</td><td>$1,122</td></tr><tr><td>Adjustment for stock-based compensation</td><td>10</td><td>14</td><td>16</td></tr><tr><td>Non-GAAP shares used in diluted EPS calculations</td><td>$1,148</td><td>$1,145</td><td>$1,138</td></tr><tr><td>GAAP diluted earnings per share</td><td>$4.60</td><td>$2.83</td><td>$1.67</td></tr><tr><td>Effects of non-GAAP adjustments</td><td>0.18</td><td>0.20</td><td>0.12</td></tr><tr><td>Non-GAAP diluted earnings per share</td><td>$4.78</td><td>$3.03</td><td>$1.79</td></tr><tr><td>Net cash provided by operating activities</td><td>$8,411</td><td>$5,730</td><td>$3,244</td></tr><tr><td>Expenditures for property, plant, and equipment</td><td>(5,389)</td><td>(5,658)</td><td>(3,206)</td></tr><tr><td>Proceeds from sales of property, plant, and equipment</td><td>6</td><td>20</td><td>9</td></tr><tr><td>Proceeds from government incentives</td><td>878</td><td>711</td><td>65</td></tr><tr><td>Investments in capital expenditures, net</td><td>(4,505)</td><td>(4,927)</td><td>(3,132)</td></tr><tr><td>Adjusted free cash flow</td><td>$3,906</td><td>$803</td><td>$112</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/tables/table-17 Cash Position.html b/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/tables/table-17 Cash Position.html
new file mode 100644
index 000000000..07bfddc61
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/tables/table-17 Cash Position.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td>Amounts in millions</td><td>FQ1-26</td><td>FQ4-25</td><td>FQ1-25</td></tr><tr><td>Cash and cash equivalents</td><td>$9,731</td><td>$9,642</td><td>$6,693</td></tr><tr><td>Short-term investments</td><td>587</td><td>665</td><td>895</td></tr><tr><td>Long-term marketable investments</td><td>1,697</td><td>1,629</td><td>1,156</td></tr><tr><td>Restricted cash</td><td>1</td><td>4</td><td>4</td></tr><tr><td>Current debt</td><td>(569)</td><td>(560)</td><td>(533)</td></tr><tr><td>Long-term debt</td><td>(11,187)</td><td>(14,017)</td><td>(13,252)</td></tr><tr><td>Net cash</td><td>$260</td><td>($2,637)</td><td>($5,037)</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/tables/table-18 GAAP vs Non-GAAP.html b/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/tables/table-18 GAAP vs Non-GAAP.html
new file mode 100644
index 000000000..491b9375c
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/tables/table-18 GAAP vs Non-GAAP.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td></td><td>GAAP Outlook</td><td colspan="2">Adjustments</td><td>Non-GAAP Outlook</td></tr><tr><td>Revenue</td><td>$18.70 billion ± $400 million</td><td>—</td><td></td><td>$18.70 billion ± $400 million</td></tr><tr><td>Gross margin</td><td>67.0% ± 1.0%</td><td>1.0%</td><td>A</td><td>68.0% ± 1.0%</td></tr><tr><td>Operating expenses</td><td>$1.56 billion ± $20 million</td><td>$180 million</td><td>B</td><td>$1.38 billion ± $20 million</td></tr><tr><td>Diluted earnings per share*</td><td>$8.19 ± $0.20</td><td>$0.23</td><td>A, B, C</td><td>$8.42 ± $0.20</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/tables/table-19 Stock Compensation.html b/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/tables/table-19 Stock Compensation.html
new file mode 100644
index 000000000..0591bec78
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/tables/table-19 Stock Compensation.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td>A</td><td>Stock-based compensation – cost of goods sold</td><td>$125</td></tr><tr><td>B</td><td>Stock-based compensation – research and development</td><td>119</td></tr><tr><td>B</td><td>Stock-based compensation – selling, general, and administrative</td><td>61</td></tr><tr><td>C</td><td>Tax effects of the above items and other tax adjustments</td><td>(48)</td></tr><tr><td colspan="2"></td><td>$257</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/tables/table-2 Financial Data.html b/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/tables/table-2 Financial Data.html
new file mode 100644
index 000000000..298a81f78
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/tables/table-2 Financial Data.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td>Revenue</td><td>$18.70 billion ± $400 million</td></tr><tr><td>Gross margin</td><td>68.0% ± 1.0%</td></tr><tr><td>Operating expenses</td><td>$1.38 billion ± $20 million</td></tr><tr><td>Diluted earnings per share*</td><td>$8.42 ± $0.20</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/tables/table-3 Financial Results.html b/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/tables/table-3 Financial Results.html
new file mode 100644
index 000000000..ff7d7a007
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/tables/table-3 Financial Results.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td>Amounts in millions, except per share</td><td>FQ1-26</td><td>% of revenue</td><td>FQ4-25</td><td>% of revenue</td><td>FQ1-25</td><td>% of revenue</td></tr><tr><td>Revenue</td><td>$13,643</td><td>100%</td><td>$11,315</td><td>100%</td><td>$8,709</td><td>100%</td></tr><tr><td>Gross margin</td><td>7,753</td><td>57%</td><td>5,169</td><td>46%</td><td>3,441</td><td>40%</td></tr><tr><td>Operating income</td><td>6,419</td><td>47%</td><td>3,955</td><td>35%</td><td>2,394</td><td>27%</td></tr><tr><td>Income tax (provision) benefit</td><td>(977)</td><td></td><td>(471)</td><td></td><td>(333)</td><td></td></tr><tr><td>Net income</td><td>5,482</td><td>40%</td><td>3,469</td><td>31%</td><td>2,037</td><td>23%</td></tr><tr><td>Diluted earnings per share</td><td>4.78</td><td></td><td>3.03</td><td></td><td>1.79</td><td></td></tr><tr><td>Cash provided by operating activities (GAAP)</td><td>8,411</td><td></td><td>5,730</td><td></td><td>3,244</td><td></td></tr><tr><td>Cash, marketable investments, and restricted cash (GAAP)</td><td>12,016</td><td></td><td>11,940</td><td></td><td>8,748</td><td></td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/tables/table-4 Revenue Breakdown.html b/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/tables/table-4 Revenue Breakdown.html
new file mode 100644
index 000000000..50a094626
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/tables/table-4 Revenue Breakdown.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td>% of Revenue</td><td>FQ1-26</td></tr><tr><td>DRAM</td><td>79%</td></tr><tr><td>NAND</td><td>20%</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/tables/table-5 Sales Volume Change.html b/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/tables/table-5 Sales Volume Change.html
new file mode 100644
index 000000000..a9ba37043
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/tables/table-5 Sales Volume Change.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td>% Sales Volume Change</td><td>FQ1-26 Q/Q</td></tr><tr><td>DRAM</td><td>Up slightly</td></tr><tr><td>NAND</td><td>Increased in mid-to-high single-digit percentage range</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/tables/table-6 ASP Changes Q_Q.html b/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/tables/table-6 ASP Changes Q_Q.html
new file mode 100644
index 000000000..48badd1b2
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/tables/table-6 ASP Changes Q_Q.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td>% ASP Change</td><td>FQ1-26 Q/Q</td></tr><tr><td>DRAM</td><td>Increased approximately 20%</td></tr><tr><td>NAND</td><td>Increased in the mid-teens percentage range</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/tables/table-7 Non-GAAP Guidance.html b/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/tables/table-7 Non-GAAP Guidance.html
new file mode 100644
index 000000000..442efe515
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/tables/table-7 Non-GAAP Guidance.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td></td><td>FQ1-26 non-GAAP (amounts in millions, except per share)</td><td>FQ2-26 non-GAAP Guidance</td></tr><tr><td>Revenue</td><td>$13,643</td><td>$18.70 billion ± $400 million</td></tr><tr><td>Gross margin</td><td>56.8%</td><td>68.0% ± 1.0%</td></tr><tr><td>Operating expenses</td><td>$1,334</td><td>$1.38 billion ± $20 million</td></tr><tr><td>Diluted earnings per share</td><td>$4.78</td><td>$8.42 ± $0.20</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/tables/table-8 Non-GAAP Estimates.html b/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/tables/table-8 Non-GAAP Estimates.html
new file mode 100644
index 000000000..3d975f1e7
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/tables/table-8 Non-GAAP Estimates.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td></td><td>FQ1-26 non-GAAP (amounts in millions)</td><td>FQ2-26 non-GAAP Estimates</td></tr><tr><td>Diluted shares</td><td>1,148</td><td>~1.15 billion</td></tr><tr><td>Income tax (provision) benefit</td><td>($977)</td><td>Around 15.5%</td></tr><tr><td>Cash from operations (GAAP)</td><td>$8,411</td><td>—</td></tr><tr><td>Investments in capex, net (capital cash flow)</td><td>$4,505</td><td>~ $20 billion in fiscal 2026</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/tables/table-9 Memory Revenue.html b/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/tables/table-9 Memory Revenue.html
new file mode 100644
index 000000000..5050e8a45
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-micron-report-530bd7ed/tables/table-9 Memory Revenue.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td>Amounts in millions</td><td>FQ1-26</td><td>% of revenue</td><td>FQ4-25</td><td>% of revenue</td><td>FQ1-25</td><td>% of revenue</td></tr><tr><td>DRAM</td><td>$10,812</td><td>79%</td><td>$8,984</td><td>79%</td><td>$6,400</td><td>73%</td></tr><tr><td>NAND</td><td>2,743</td><td>20%</td><td>2,252</td><td>20%</td><td>2,241</td><td>26%</td></tr><tr><td>Other (primarily NOR)</td><td>88</td><td>1%</td><td>79</td><td>1%</td><td>68</td><td>1%</td></tr><tr><td>Total</td><td>$13,643</td><td>100%</td><td>$11,315</td><td>100%</td><td>$8,709</td><td>100%</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/chunks.json b/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/chunks.json
new file mode 100644
index 000000000..26635eb21
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/chunks.json
@@ -0,0 +1,3847 @@
+{
+  "chunks": [
+    {
+      "chunk_id": "e7206d28-6d5a-563d-a6fc-b6070a6a8bb9",
+      "type": "image",
+      "content": "\n# Financial results <details>0\n[images/image-1-Abstract Grid Pattern.jpg]\n",
+      "path": "images/image-1-Abstract Grid Pattern.jpg",
+      "metadata": {
+        "length": 64,
+        "summary": "image-1\nVibrant, iridescent grid lines on a curved surface displaying a gradient of colors from magenta and purple to cyan and blue. The image features a geometric lattice structure with glowing intersections against a dark background.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Appendix, micron",
+        "file_path": "images/image-1-Abstract Grid Pattern.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "73bf9b65-048a-53e9-a0cd-eb0a76e74687",
+      "type": "text",
+      "content": "FQ2 2026\n\n# Financial results <details>0\n[images/image-1-Abstract Grid Pattern.jpg]\n\n<details>\n<summary>natural_image</summary>\nClose-up of a semiconductor wafer with green, purple, and blue photovoltaic bands (no text or symbols visible)\n</details>",
+      "path": "micron-9c0becf5.pdf/Financial results",
+      "metadata": {
+        "length": 238,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Appendix, micron",
+        "tokens": [
+          "FQ2",
+          "2026",
+          "Financial",
+          "results",
+          "details",
+          "summary",
+          "natural",
+          "image",
+          "Close",
+          "semiconductor",
+          "wafer",
+          "green",
+          "purple",
+          "blue",
+          "photovoltaic",
+          "bands",
+          "text",
+          "symbols",
+          "visible"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "e7206d28-6d5a-563d-a6fc-b6070a6a8bb9",
+            "relation": "embeds",
+            "ref": "[images/image-1-Abstract Grid Pattern.jpg]",
+            "position": {
+              "start": 41,
+              "end": 83
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "230d395e-df8d-5099-82d5-10b5e4ab06ac",
+      "type": "text",
+      "content": "During the course of this meeting, we may make projections or other forward-looking statements regarding market demand and supply, including drivers and timelines, pricing trends and drivers, the impact of AI on our industry and our business, our customers, our manufacturing projects, research and development efforts and related investments, expected timing of production at our facilities, our market position, expected product releases, capabilities of our future products and technologies, and future financial and operating performance, including financial projections of the company and the industry. We wish to caution you that such statements are predictions, and that actual events or results may differ materially. We refer you to the documents the company files from time to time with the Securities and Exchange Commission, including the company's Form 10-K, Forms 10-Q, and other reports and filings. These documents contain and identify important factors that could cause the actual results for the company to differ materially from those contained in our projections or forward-looking statements. These certain factors can be found at investors.micron.com/risk-factor. Although we believe that the expectations reflected in the forward-looking statements are reasonable, we cannot guarantee future results, levels of activity, performance, or achievements. We are under no duty to update any of the forward-looking statements to conform these statements except as required by applicable law.\nThis presentation includes non-GAAP financial measures. Non-GAAP financial measures represent GAAP measures, excluding the impact of certain activities, which management excludes in analyzing our operating results and understanding trends in our earnings, adjusted free cash flow, and business outlook. Further information regarding Micron's use of non-GAAP measures and reconciliations between GAAP and non-GAAP measures are included in the Appendix.",
+      "path": "micron-9c0becf5.pdf/Financial results/Safe harbor statement",
+      "metadata": {
+        "length": 1960,
+        "summary": "This passage contains standard legal disclaimers regarding forward-looking statements and non-GAAP financial measures. It cautions that projections about market demand, pricing, AI impact, manufacturing, and financial performance involve risks and uncertainties. It directs readers to SEC filings and a risk factor website for details. It also explains that non-GAAP measures exclude certain activities for better trend analysis, with reconciliations provided in the appendix.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Appendix, micron",
+        "tokens": [
+          "During",
+          "meeting",
+          "make",
+          "projections",
+          "forward",
+          "statements",
+          "market",
+          "demand",
+          "supply",
+          "including",
+          "drivers",
+          "timelines",
+          "pricing",
+          "trends",
+          "impact",
+          "AI",
+          "industry",
+          "business",
+          "customers",
+          "manufacturing",
+          "projects",
+          "research",
+          "development",
+          "efforts",
+          "related",
+          "investments",
+          "expected",
+          "timing",
+          "production",
+          "facilities",
+          "position",
+          "product",
+          "releases",
+          "capabilities",
+          "future",
+          "products",
+          "technologies",
+          "financial",
+          "operating",
+          "performance",
+          "company",
+          "We",
+          "caution",
+          "predictions",
+          "actual",
+          "events",
+          "results",
+          "differ",
+          "materially",
+          "refer",
+          "documents",
+          "files",
+          "time",
+          "Securities",
+          "Exchange",
+          "Commission",
+          "Form",
+          "10",
+          "Forms",
+          "reports",
+          "filings",
+          "These",
+          "identify",
+          "important",
+          "factors",
+          "contained",
+          "found",
+          "investors",
+          "micron",
+          "risk",
+          "factor",
+          "Although",
+          "expectations",
+          "reflected",
+          "reasonable",
+          "guarantee",
+          "levels",
+          "activity",
+          "achievements",
+          "duty",
+          "update",
+          "conform",
+          "required",
+          "applicable",
+          "law",
+          "This",
+          "presentation",
+          "includes",
+          "GAAP",
+          "measures",
+          "Non",
+          "represent",
+          "excluding",
+          "activities",
+          "management",
+          "excludes",
+          "analyzing",
+          "understanding",
+          "earnings",
+          "adjusted",
+          "free",
+          "cash",
+          "flow",
+          "outlook",
+          "Further",
+          "information",
+          "Micron",
+          "reconciliations",
+          "included",
+          "Appendix"
+        ],
+        "keywords": [
+          "forward-looking",
+          "non-GAAP",
+          "disclaimer"
+        ],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "671a6e23-08c1-5690-a692-03c5c9780718",
+      "type": "image",
+      "content": "\n## Safe harbor statement <details>0\n[images/image-2-Micron Executive Portrait.jpg]\n",
+      "path": "images/image-2-Micron Executive Portrait.jpg",
+      "metadata": {
+        "length": 69,
+        "summary": "image-2\n- Subject: Professional headshot of a middle-aged man with graying hair and beard, smiling at the camera.\n- Attire: Wearing a textured blue blazer over a patterned light purple button-down shirt.\n- Background: Solid black studio background.\n- Visible Text/Logos: \"micron\" logo in the bottom right corner; page number \"3\" next to the logo.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Appendix, micron",
+        "file_path": "images/image-2-Micron Executive Portrait.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "a6887266-d3bd-5a0d-b4f8-69242a305045",
+      "type": "image",
+      "content": "\n<details> <details>0\n[images/image-3-Automated RAM Testing Machine.jpg]\n",
+      "path": "images/image-3-Automated RAM Testing Machine.jpg",
+      "metadata": {
+        "length": 54,
+        "summary": "image-3\n- Primary Subject: Automated industrial testing equipment handling green RAM memory modules.\n- Key Components:\n  - Vertical array of black mechanical probes or testers suspended above the components.\n  - Green RAM sticks (SODIMM format) positioned in a row for processing.\n  - Red indicator lights visible on the testing mechanism.\n  - Metal conveyor belt with rollers at the bottom for transport.\n- Lighting: Distinctive purple ambient lighting illuminates the machinery.\n- Visible Text: \"March 18, 2026\" located at the bottom left corner.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Appendix, micron",
+        "file_path": "images/image-3-Automated RAM Testing Machine.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "4c9b8a05-10a4-5dfb-809f-4359ff99f6f2",
+      "type": "text",
+      "content": "Chairman, President and Chief Executive Officer\n\n## Safe harbor statement <details>0\n[images/image-2-Micron Executive Portrait.jpg]\n\n<details>\n<summary>natural_image</summary>\nPortrait of a smiling man with gray hair and beard, wearing a blue blazer over a patterned shirt (no text or symbols visible)\n</details>\n\n<details> <details>0\n[images/image-3-Automated RAM Testing Machine.jpg]\n\n<details>\n<summary>natural_image</summary>\nIndustrial automation scene with robotic arms and green memory chips under purple lighting (no readable text or symbols)\n</details>",
+      "path": "micron-9c0becf5.pdf/Financial results/Sanjay Mehrotra",
+      "metadata": {
+        "length": 527,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Appendix, micron",
+        "tokens": [
+          "Chairman",
+          "President",
+          "Chief",
+          "Executive",
+          "Officer",
+          "Safe",
+          "harbor",
+          "statement",
+          "details",
+          "summary",
+          "natural",
+          "image",
+          "Portrait",
+          "smiling",
+          "man",
+          "gray",
+          "hair",
+          "beard",
+          "wearing",
+          "blue",
+          "blazer",
+          "patterned",
+          "shirt",
+          "text",
+          "symbols",
+          "visible",
+          "Industrial",
+          "automation",
+          "scene",
+          "robotic",
+          "arms",
+          "green",
+          "memory",
+          "chips",
+          "purple",
+          "lighting",
+          "readable"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "671a6e23-08c1-5690-a692-03c5c9780718",
+            "relation": "embeds",
+            "ref": "[images/image-2-Micron Executive Portrait.jpg]",
+            "position": {
+              "start": 85,
+              "end": 131
+            }
+          },
+          {
+            "target": "a6887266-d3bd-5a0d-b4f8-69242a305045",
+            "relation": "embeds",
+            "ref": "[images/image-3-Automated RAM Testing Machine.jpg]",
+            "position": {
+              "start": 335,
+              "end": 385
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "c7a85832-e87c-515c-8ecb-ba783470312e",
+      "type": "image",
+      "content": "\n- Micron delivered an exceptional fiscal Q2, with stellar records in revenue, gross margin, EPS (earnings per share) and free cash flow. <details>0\n[images/image-4-Industrial Automation Machinery.jpg]\n",
+      "path": "images/image-4-Industrial Automation Machinery.jpg",
+      "metadata": {
+        "length": 181,
+        "summary": "image-4\n- Primary Subject: Close-up view of an automated manufacturing or packaging machine, likely a rotary indexing table or conveyor system.\n- Key Features:\n  - Central rotating mechanism with metallic components and safety guards.\n  - Blue lighting illuminating the machinery, suggesting a cleanroom or high-tech environment.\n  - Safety signage visible on the central column (e.g., warning labels).\n  - Transparent protective barriers surrounding the operational area.\n- Date Stamp: \"March 18, 2026\" visible in the bottom-left corner.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Appendix, micron",
+        "file_path": "images/image-4-Industrial Automation Machinery.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "680d5c7c-5323-52d9-8ed1-6d20bed50f00",
+      "type": "text",
+      "content": "- Micron delivered an exceptional fiscal Q2, with stellar records in revenue, gross margin, EPS (earnings per share) and free cash flow.\n• Quarterly revenue nearly tripled versus one year ago, and revenue for DRAM, NAND, HBM (high-bandwidth memory) and each business unit reached new highs.\n- Our fiscal Q3 single-quarter revenue guidance exceeds the full year revenue for every year in our company’s history through fiscal 2024.\n- For fiscal Q3, we anticipate exceptional records across revenue, gross margin, EPS and free cash flow.\n- Reflecting confidence in the sustained strength of our business, I am pleased to announce that our board has approved a 30% increase in our quarterly dividend.\n\n- Micron delivered an exceptional fiscal Q2, with stellar records in revenue, gross margin, EPS (earnings per share) and free cash flow. <details>0\n[images/image-4-Industrial Automation Machinery.jpg]\n\n<details>\n<summary>natural_image</summary>\nInterior view of a modern industrial facility with blue-tinted machinery and control panels, no visible text or symbols on equipment.\n</details>",
+      "path": "micron-9c0becf5.pdf/Financial results/Overview (1 of 3)",
+      "metadata": {
+        "length": 1066,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Appendix, micron",
+        "tokens": [
+          "Micron",
+          "delivered",
+          "exceptional",
+          "fiscal",
+          "Q2",
+          "stellar",
+          "records",
+          "revenue",
+          "gross",
+          "margin",
+          "EPS",
+          "earnings",
+          "share",
+          "free",
+          "cash",
+          "flow",
+          "Quarterly",
+          "tripled",
+          "versus",
+          "year",
+          "ago",
+          "DRAM",
+          "NAND",
+          "HBM",
+          "high",
+          "bandwidth",
+          "memory",
+          "business",
+          "unit",
+          "reached",
+          "highs",
+          "Our",
+          "Q3",
+          "single",
+          "quarter",
+          "guidance",
+          "exceeds",
+          "full",
+          "company",
+          "history",
+          "2024",
+          "For",
+          "anticipate",
+          "Reflecting",
+          "confidence",
+          "sustained",
+          "strength",
+          "pleased",
+          "announce",
+          "board",
+          "approved",
+          "30%",
+          "increase",
+          "quarterly",
+          "dividend",
+          "details",
+          "summary",
+          "natural",
+          "image",
+          "Interior",
+          "view",
+          "modern",
+          "industrial",
+          "facility",
+          "blue",
+          "tinted",
+          "machinery",
+          "control",
+          "panels",
+          "visible",
+          "text",
+          "symbols",
+          "equipment"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "c7a85832-e87c-515c-8ecb-ba783470312e",
+            "relation": "embeds",
+            "ref": "[images/image-4-Industrial Automation Machinery.jpg]",
+            "position": {
+              "start": 846,
+              "end": 898
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "a7bf31ec-c91f-5449-acc7-a419c1cccf42",
+      "type": "image",
+      "content": "\n- Our memory and storage solutions are at the heart of this AI revolution. <details>0\n[images/image-5-Cleanroom Operations.jpg]\n",
+      "path": "images/image-5-Cleanroom Operations.jpg",
+      "metadata": {
+        "length": 119,
+        "summary": "image-5\n- Personnel in full white protective suits (bunny suits) working at computer stations\n- Environment appears to be a semiconductor or electronics manufacturing facility\n- Multiple workstations with monitors and equipment visible\n- Date stamp: March 18, 2026",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Appendix, micron",
+        "file_path": "images/image-5-Cleanroom Operations.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "b1bf175b-d10c-545c-a80c-a7cf4bd6fdbb",
+      "type": "text",
+      "content": "- The step-up in our results and outlook are the outcome of an increase in memory demand driven by AI, structural supply constraints and Micron’s strong execution across the board.\n- Our memory and storage solutions are at the heart of this AI revolution.\n• Memory makes AI smarter and more capable, enabling longer context windows, deeper reasoning chains and multi-agent orchestration.\n- As AI evolves, we expect compute architectures to become more memory-intensive.\n- This is why we strongly believe that Micron is one of the biggest beneficiaries and enablers of AI.\n- AI hasn't just increased demand for memory — it has fundamentally recast memory as a defining strategic asset in the AI era.\n\n- Our memory and storage solutions are at the heart of this AI revolution. <details>0\n[images/image-5-Cleanroom Operations.jpg]\n\n<details>\n<summary>text_image</summary>\nMarch 18, 2026\n</details>",
+      "path": "micron-9c0becf5.pdf/Financial results/Overview (2 of 3)",
+      "metadata": {
+        "length": 884,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Appendix, micron",
+        "tokens": [
+          "The",
+          "step",
+          "results",
+          "outlook",
+          "outcome",
+          "increase",
+          "memory",
+          "demand",
+          "driven",
+          "AI",
+          "structural",
+          "supply",
+          "constraints",
+          "Micron",
+          "strong",
+          "execution",
+          "board",
+          "Our",
+          "storage",
+          "solutions",
+          "heart",
+          "revolution",
+          "Memory",
+          "makes",
+          "smarter",
+          "capable",
+          "enabling",
+          "longer",
+          "context",
+          "windows",
+          "deeper",
+          "reasoning",
+          "chains",
+          "multi",
+          "agent",
+          "orchestration",
+          "As",
+          "evolves",
+          "expect",
+          "compute",
+          "architectures",
+          "intensive",
+          "This",
+          "strongly",
+          "biggest",
+          "beneficiaries",
+          "enablers",
+          "hasn",
+          "increased",
+          "fundamentally",
+          "recast",
+          "defining",
+          "strategic",
+          "asset",
+          "era",
+          "details",
+          "summary",
+          "text",
+          "image",
+          "March",
+          "18",
+          "2026"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "a7bf31ec-c91f-5449-acc7-a419c1cccf42",
+            "relation": "embeds",
+            "ref": "[images/image-5-Cleanroom Operations.jpg]",
+            "position": {
+              "start": 786,
+              "end": 827
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "f6c86290-4dfe-5a91-b0bc-2c3834a327b3",
+      "type": "text",
+      "content": "• We continue to work with customers on strategic customer agreements — or SCAs — that are different from prior LTAs (long-term agreements) and have specific commitments over a multi-year time horizon for improved visibility and stability in our business model.\n• These SCAs also provide customers greater certainty to plan their businesses while reinforcing long-term engagement across our broad product portfolio.\n• We are excited to have signed our first five-year SCA.",
+      "path": "micron-9c0becf5.pdf/Financial results/Overview (3 of 3)",
+      "metadata": {
+        "length": 472,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Appendix, micron",
+        "tokens": [
+          "We",
+          "continue",
+          "work",
+          "customers",
+          "strategic",
+          "customer",
+          "agreements",
+          "SCAs",
+          "prior",
+          "LTAs",
+          "long",
+          "term",
+          "specific",
+          "commitments",
+          "multi",
+          "year",
+          "time",
+          "horizon",
+          "improved",
+          "visibility",
+          "stability",
+          "business",
+          "model",
+          "These",
+          "provide",
+          "greater",
+          "certainty",
+          "plan",
+          "businesses",
+          "reinforcing",
+          "engagement",
+          "broad",
+          "product",
+          "portfolio",
+          "excited",
+          "signed",
+          "SCA"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "68af9ead-4250-5dc4-8b59-2380a7995066",
+      "type": "image",
+      "content": "\n• We are making excellent progress ramping our industry-leading 1γ (1-gamma) DRAM and G9 NAND technology nodes. <details>0\n[images/image-6-Silicon Wafer Close-up.jpg]\n",
+      "path": "images/image-6-Silicon Wafer Close-up.jpg",
+      "metadata": {
+        "length": 156,
+        "summary": "image-6\n- Subject: Circular silicon wafer used in semiconductor manufacturing\n- Visual features: Grid pattern of microchips (dies) etched onto the surface\n- Coloration: Iridescent interference colors (green, blue, purple) caused by thin-film coatings or oxidation layers\n- Lighting: Dramatic side lighting highlighting the wafer's edge and surface texture against a dark background",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Appendix, micron",
+        "file_path": "images/image-6-Silicon Wafer Close-up.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "abe89f26-6b19-5341-a557-cbbb844bb21d",
+      "type": "text",
+      "content": "• We are making excellent progress ramping our industry-leading 1γ (1-gamma) DRAM and G9 NAND technology nodes.\n- We expect $1\\gamma$ to become the highest-volume node in Micron's history.\n- Our 1γ node was already the fastest ramp to mature yields, is ramping volumes faster than all prior nodes in our history and is on track to become a majority of our DRAM bit mix by mid-calendar 2026.\n• We plan to increase EUV (extreme ultraviolet) adoption at the 1δ (1-delta) DRAM node utilizing the latest-generation EUV tools.\n- These more advanced EUV tools will help us optimize both cleanroom space efficiency and patterning when scaling to $1\\delta$ and beyond.\n\n• We are making excellent progress ramping our industry-leading 1γ (1-gamma) DRAM and G9 NAND technology nodes. <details>0\n[images/image-6-Silicon Wafer Close-up.jpg]\n\n<details>\n<summary>natural_image</summary>\nClose-up of a green semiconductor wafer with grid pattern, tinted in blue and purple hues (no text or symbols visible)\n</details>",
+      "path": "micron-9c0becf5.pdf/Financial results/Technology (1 of 2)",
+      "metadata": {
+        "length": 989,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Appendix, micron",
+        "tokens": [
+          "We",
+          "making",
+          "excellent",
+          "progress",
+          "ramping",
+          "industry",
+          "leading",
+          "gamma",
+          "DRAM",
+          "G9",
+          "NAND",
+          "technology",
+          "nodes",
+          "expect",
+          "highest",
+          "volume",
+          "node",
+          "Micron",
+          "history",
+          "Our",
+          "fastest",
+          "ramp",
+          "mature",
+          "yields",
+          "volumes",
+          "faster",
+          "prior",
+          "track",
+          "majority",
+          "bit",
+          "mix",
+          "mid",
+          "calendar",
+          "2026",
+          "plan",
+          "increase",
+          "EUV",
+          "extreme",
+          "ultraviolet",
+          "adoption",
+          "delta",
+          "utilizing",
+          "latest",
+          "generation",
+          "tools",
+          "These",
+          "advanced",
+          "optimize",
+          "cleanroom",
+          "space",
+          "efficiency",
+          "patterning",
+          "scaling",
+          "details",
+          "summary",
+          "natural",
+          "image",
+          "Close",
+          "green",
+          "semiconductor",
+          "wafer",
+          "grid",
+          "pattern",
+          "tinted",
+          "blue",
+          "purple",
+          "hues",
+          "text",
+          "symbols",
+          "visible"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "68af9ead-4250-5dc4-8b59-2380a7995066",
+            "relation": "embeds",
+            "ref": "[images/image-6-Silicon Wafer Close-up.jpg]",
+            "position": {
+              "start": 784,
+              "end": 827
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "1ac76b45-020b-54d9-8b95-763e3b1d1bb5",
+      "type": "image",
+      "content": "\n- In NAND, our G9 node also remains on track to constitute a majority of bits by mid-calendar 2026. We also achieved a record mix of QLC (quad-level cell) bits in the quarter. <details>0\n[images/image-7-Micron Semiconductor Wafer.jpg]\n",
+      "path": "images/image-7-Micron Semiconductor Wafer.jpg",
+      "metadata": {
+        "length": 220,
+        "summary": "image-7\n- Subject: Close-up photograph of a silicon semiconductor wafer featuring a grid pattern of microchips.\n- Visual Details: The image displays iridescent colors (red, orange, green, blue) caused by light interference on the wafer's surface layers.\n- Text/Branding: \"micron\" logo visible in the bottom right corner.\n- Page Number: The number \"8\" is displayed next to the logo.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Appendix, micron",
+        "file_path": "images/image-7-Micron Semiconductor Wafer.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "ac31a43d-05dc-5215-9b03-40c3e940db16",
+      "type": "text",
+      "content": "- In NAND, our G9 node also remains on track to constitute a majority of bits by mid-calendar 2026. We also achieved a record mix of QLC (quad-level cell) bits in the quarter.\n- Looking ahead, we expect co-location of R&D (research and development) and high-volume manufacturing at our Boise and our Singapore sites to speed up time to market for our leading edge products.\n• We see an unprecedented set of opportunities for memory and storage to enable the AI era across market segments and expect to meaningfully increase our R&D investments in fiscal 2027.\n- Micron’s technology leadership, product excellence and manufacturing execution is being recognized in quality scores from our customers.\n- I am pleased to report that a clear majority of our customers rank Micron No. 1 in quality.\n\n- In NAND, our G9 node also remains on track to constitute a majority of bits by mid-calendar 2026. We also achieved a record mix of QLC (quad-level cell) bits in the quarter. <details>0\n[images/image-7-Micron Semiconductor Wafer.jpg]\n\n<details>\n<summary>natural_image</summary>\nClose-up of a solar panel with glowing red and orange patterns against a blue gradient background (no text or symbols)\n</details>",
+      "path": "micron-9c0becf5.pdf/Financial results/Technology (2 of 2)",
+      "metadata": {
+        "length": 1186,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Appendix, micron",
+        "tokens": [
+          "In",
+          "NAND",
+          "G9",
+          "node",
+          "remains",
+          "track",
+          "constitute",
+          "majority",
+          "bits",
+          "mid",
+          "calendar",
+          "2026",
+          "We",
+          "achieved",
+          "record",
+          "mix",
+          "QLC",
+          "quad",
+          "level",
+          "cell",
+          "quarter",
+          "Looking",
+          "ahead",
+          "expect",
+          "location",
+          "research",
+          "development",
+          "high",
+          "volume",
+          "manufacturing",
+          "Boise",
+          "Singapore",
+          "sites",
+          "speed",
+          "time",
+          "market",
+          "leading",
+          "edge",
+          "products",
+          "unprecedented",
+          "set",
+          "opportunities",
+          "memory",
+          "storage",
+          "enable",
+          "AI",
+          "era",
+          "segments",
+          "meaningfully",
+          "increase",
+          "investments",
+          "fiscal",
+          "2027",
+          "Micron",
+          "technology",
+          "leadership",
+          "product",
+          "excellence",
+          "execution",
+          "recognized",
+          "quality",
+          "scores",
+          "customers",
+          "pleased",
+          "report",
+          "clear",
+          "rank",
+          "No",
+          "details",
+          "summary",
+          "natural",
+          "image",
+          "Close",
+          "solar",
+          "panel",
+          "glowing",
+          "red",
+          "orange",
+          "patterns",
+          "blue",
+          "gradient",
+          "background",
+          "text",
+          "symbols"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "1ac76b45-020b-54d9-8b95-763e3b1d1bb5",
+            "relation": "embeds",
+            "ref": "[images/image-7-Micron Semiconductor Wafer.jpg]",
+            "position": {
+              "start": 981,
+              "end": 1028
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "34fdd452-8240-55aa-8710-a63302e215bd",
+      "type": "text",
+      "content": "- AI demand is driving DRAM and NAND data center bit TAM (total addressable market) to exceed 50% of the industry TAM for the first time in calendar 2026.\n- Traditional server demand is robust, driven by a combination of demand from workloads initiated by agentic AI as well as broad-based server refresh.\n- AI server demand continues to be strong. Both AI and traditional server demand are constrained by lack of adequate DRAM and NAND supply.\n• We expect server units to grow in the low-teens percentage range in calendar 2026, driven by growth in both AI and traditional servers.\n• We expect server DRAM content to continue to grow in calendar 2026 with the introduction of new platforms.",
+      "path": "micron-9c0becf5.pdf/Financial results/Data center server demand",
+      "metadata": {
+        "length": 691,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Appendix, micron",
+        "tokens": [
+          "AI",
+          "demand",
+          "driving",
+          "DRAM",
+          "NAND",
+          "data",
+          "center",
+          "bit",
+          "TAM",
+          "total",
+          "addressable",
+          "market",
+          "exceed",
+          "50%",
+          "industry",
+          "time",
+          "calendar",
+          "2026",
+          "Traditional",
+          "server",
+          "robust",
+          "driven",
+          "combination",
+          "workloads",
+          "initiated",
+          "agentic",
+          "broad",
+          "based",
+          "refresh",
+          "continues",
+          "strong",
+          "Both",
+          "traditional",
+          "constrained",
+          "lack",
+          "adequate",
+          "supply",
+          "We",
+          "expect",
+          "units",
+          "grow",
+          "low",
+          "teens",
+          "percentage",
+          "range",
+          "growth",
+          "servers",
+          "content",
+          "continue",
+          "introduction",
+          "platforms"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "07c78111-5577-517c-b221-cb28a67f4d01",
+      "type": "image",
+      "content": "\n- At NVIDIA's GTC (GPU Technology Conference), we announced that Micron has begun volume shipments of its HBM4 36GB 12H in the first quarter of calendar year 2026 and is designed for the NVIDIA Vera Rubin. <details>0\n[images/image-8-Micron Data Center.jpg]\n",
+      "path": "images/image-8-Micron Data Center.jpg",
+      "metadata": {
+        "length": 250,
+        "summary": "image-8\n- Visual: A futuristic server room or data center aisle featuring rows of server racks with glass doors. The interior is illuminated by vibrant pink and purple neon lighting, creating a high-tech aesthetic.\n- Ceiling: Exposed infrastructure with cable trays and piping running parallel to the server racks.\n- Floor: Tiled flooring reflecting the ambient light, with a distinct blue LED strip line marking the base of the rack row.\n- Text/Branding: \"micron\" logo visible at the bottom right corner, accompanied by the number \"10\".",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Appendix, micron",
+        "file_path": "images/image-8-Micron Data Center.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "49610cb3-c89d-52cb-b579-1c1c6d1a8e7f",
+      "type": "text",
+      "content": "- At NVIDIA's GTC (GPU Technology Conference), we announced that Micron has begun volume shipments of its HBM4 36GB 12H in the first quarter of calendar year 2026 and is designed for the NVIDIA Vera Rubin.\n- With our HBM4 production ramp and volume shipments underway, we expect to reach mature yields faster than HBM3E.\n• We have also sampled our HBM4 16-high product, which provides 48GB of HBM capacity in each HBM cube, a 33% increase in HBM capacity compared to HBM4 12H.\n- Development of HBM4E, our next-generation HBM product, is well underway, and we expect to ramp volume in calendar 2027. Our HBM4E will leverage Micron's production-proven, industry-leading 1γ DRAM technology node and is set to deliver another step-function improvement in performance, enabling a whole new generation of AI compute platforms across the industry.\n- Additionally, HBM4E customization options offer us further differentiation opportunities and even deeper R&D engagement with customers.\n\n- At NVIDIA's GTC (GPU Technology Conference), we announced that Micron has begun volume shipments of its HBM4 36GB 12H in the first quarter of calendar year 2026 and is designed for the NVIDIA Vera Rubin. <details>0\n[images/image-8-Micron Data Center.jpg]\n\n<details>\n<summary>natural_image</summary>\nInterior view of a modern data center with server racks illuminated by purple and blue neon lights (no visible text or symbols)\n</details>",
+      "path": "micron-9c0becf5.pdf/Financial results/Data center HBM",
+      "metadata": {
+        "length": 1411,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Appendix, micron",
+        "tokens": [
+          "At",
+          "NVIDIA",
+          "GTC",
+          "GPU",
+          "Technology",
+          "Conference",
+          "announced",
+          "Micron",
+          "begun",
+          "volume",
+          "shipments",
+          "HBM4",
+          "36GB",
+          "12H",
+          "quarter",
+          "calendar",
+          "year",
+          "2026",
+          "designed",
+          "Vera",
+          "Rubin",
+          "With",
+          "production",
+          "ramp",
+          "underway",
+          "expect",
+          "reach",
+          "mature",
+          "yields",
+          "faster",
+          "HBM3E",
+          "We",
+          "sampled",
+          "16",
+          "high",
+          "product",
+          "48GB",
+          "HBM",
+          "capacity",
+          "cube",
+          "33%",
+          "increase",
+          "compared",
+          "Development",
+          "HBM4E",
+          "generation",
+          "2027",
+          "Our",
+          "leverage",
+          "proven",
+          "industry",
+          "leading",
+          "DRAM",
+          "technology",
+          "node",
+          "set",
+          "deliver",
+          "step",
+          "function",
+          "improvement",
+          "performance",
+          "enabling",
+          "AI",
+          "compute",
+          "platforms",
+          "Additionally",
+          "customization",
+          "options",
+          "offer",
+          "differentiation",
+          "opportunities",
+          "deeper",
+          "engagement",
+          "customers",
+          "details",
+          "summary",
+          "natural",
+          "image",
+          "Interior",
+          "view",
+          "modern",
+          "data",
+          "center",
+          "server",
+          "racks",
+          "illuminated",
+          "purple",
+          "blue",
+          "neon",
+          "lights",
+          "visible",
+          "text",
+          "symbols"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "07c78111-5577-517c-b221-cb28a67f4d01",
+            "relation": "embeds",
+            "ref": "[images/image-8-Micron Data Center.jpg]",
+            "position": {
+              "start": 1197,
+              "end": 1236
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "a8d6f9a4-98a2-5f2c-8bc6-ebd1396c8f18",
+      "type": "text",
+      "content": "- Micron pioneered the development of LP DRAM for the data center, which consumes one-third the power of DDR DRAM server modules.\n- Building on this leadership, we sampled the industry's first 256GB LP SOCAMM2 product, which is built using our 1γ node and enables a massive 2TB of capacity per CPU, quadrupling the content from just a year ago.\n• We see expanding use of LP DRAM in the data center in the years ahead, and we are excited to maintain an industry-leading innovative product roadmap in this market.\n- Rapid growth in AI inference is driving the emergence of new architectures optimized for the token economics of specific workloads.\n- Micron's broad portfolio of HBM, LP, DDR DRAM and SSD is a critical enabler across these architectures.\n- At GTC, the recent announcement of NVIDIA Groq 3 LPX implements up to 12TB of DDR5 in a rack scale architecture.",
+      "path": "micron-9c0becf5.pdf/Financial results/Data center LP DRAM",
+      "metadata": {
+        "length": 866,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Appendix, micron",
+        "tokens": [
+          "Micron",
+          "pioneered",
+          "development",
+          "LP",
+          "DRAM",
+          "data",
+          "center",
+          "consumes",
+          "power",
+          "DDR",
+          "server",
+          "modules",
+          "Building",
+          "leadership",
+          "sampled",
+          "industry",
+          "256GB",
+          "SOCAMM2",
+          "product",
+          "built",
+          "node",
+          "enables",
+          "massive",
+          "2TB",
+          "capacity",
+          "CPU",
+          "quadrupling",
+          "content",
+          "year",
+          "ago",
+          "We",
+          "expanding",
+          "years",
+          "ahead",
+          "excited",
+          "maintain",
+          "leading",
+          "innovative",
+          "roadmap",
+          "market",
+          "Rapid",
+          "growth",
+          "AI",
+          "inference",
+          "driving",
+          "emergence",
+          "architectures",
+          "optimized",
+          "token",
+          "economics",
+          "specific",
+          "workloads",
+          "broad",
+          "portfolio",
+          "HBM",
+          "SSD",
+          "critical",
+          "enabler",
+          "At",
+          "GTC",
+          "recent",
+          "announcement",
+          "NVIDIA",
+          "Groq",
+          "LPX",
+          "implements",
+          "12TB",
+          "DDR5",
+          "rack",
+          "scale",
+          "architecture"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "255a1254-ad8b-56ab-aa17-bc6487aa4a68",
+      "type": "image",
+      "content": "\n- We are seeing an acceleration in NAND bit demand in the data center due to AI use cases such as vector database and KV cache offload, and due to growing share of SSDs in capacity storage tiers. <details>0\n[images/image-9-Server Room Interior.jpg]\n",
+      "path": "images/image-9-Server Room Interior.jpg",
+      "metadata": {
+        "length": 240,
+        "summary": "image-9\n- Rows of server racks with glass doors and illuminated internal components\n- Raised perforated flooring typical of data centers\n- Overhead cabling trays and linear lighting fixtures\n- Blue ambient lighting throughout the facility",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Appendix, micron",
+        "file_path": "images/image-9-Server Room Interior.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "6e082a03-f29b-587c-8ef5-505f112eaa7f",
+      "type": "text",
+      "content": "- We are seeing an acceleration in NAND bit demand in the data center due to AI use cases such as vector database and KV cache offload, and due to growing share of SSDs in capacity storage tiers.\n- Micron's data center SSD product portfolio, enabled by our technology leadership and vertical integration, covers the spectrum from highest performance to highest capacity.\n- We are now in high-volume production of our G9 NAND-based PCIe® Gen6 high-performance data center SSDs. Our 122TB high-capacity SSD is seeing strong adoption and delivers 16 times the sequential read throughput per watt of a capacity-matched HDD configuration.\n- Our strategy and execution are delivering results: Our data center SSD market share increased for the fourth consecutive calendar year in 2025, to a new record. In fiscal Q2, data center NAND revenues more than doubled sequentially, reaching a substantial new record, and we expect further growth in the quarter ahead. Micron’s data center SSD portfolio is industry-leading, and we have secured a robust set of design wins across our customer base.\n• We are now seeing NAND demand significantly in excess of our available supply for the foreseeable future.\n\n- We are seeing an acceleration in NAND bit demand in the data center due to AI use cases such as vector database and KV cache offload, and due to growing share of SSDs in capacity storage tiers. <details>0\n[images/image-9-Server Room Interior.jpg]\n\n<details>\n<summary>natural_image</summary>\nInterior view of a modern data center with rows of server racks and illuminated windows (no visible text or symbols)\n</details>",
+      "path": "micron-9c0becf5.pdf/Financial results/Data center NAND",
+      "metadata": {
+        "length": 1604,
+        "summary": "Micron reports accelerating NAND bit demand in data centers driven by AI use cases like vector databases and KV cache offload, along with growing SSD adoption. The company is in high-volume production of G9 NAND-based PCIe Gen6 SSDs and a 122TB high-capacity SSD. Data center SSD market share reached a new record in 2025, with fiscal Q2 data center NAND revenues more than doubling sequentially. Demand significantly exceeds available supply for the foreseeable future.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Appendix, micron",
+        "tokens": [
+          "We",
+          "acceleration",
+          "NAND",
+          "bit",
+          "demand",
+          "data",
+          "center",
+          "due",
+          "AI",
+          "cases",
+          "vector",
+          "database",
+          "KV",
+          "cache",
+          "offload",
+          "growing",
+          "share",
+          "SSDs",
+          "capacity",
+          "storage",
+          "tiers",
+          "Micron",
+          "SSD",
+          "product",
+          "portfolio",
+          "enabled",
+          "technology",
+          "leadership",
+          "vertical",
+          "integration",
+          "covers",
+          "spectrum",
+          "highest",
+          "performance",
+          "high",
+          "volume",
+          "production",
+          "G9",
+          "based",
+          "PCIe",
+          "Gen6",
+          "Our",
+          "122TB",
+          "strong",
+          "adoption",
+          "delivers",
+          "16",
+          "times",
+          "sequential",
+          "read",
+          "throughput",
+          "watt",
+          "matched",
+          "HDD",
+          "configuration",
+          "strategy",
+          "execution",
+          "delivering",
+          "results",
+          "market",
+          "increased",
+          "fourth",
+          "consecutive",
+          "calendar",
+          "year",
+          "2025",
+          "record",
+          "In",
+          "fiscal",
+          "Q2",
+          "revenues",
+          "doubled",
+          "sequentially",
+          "reaching",
+          "substantial",
+          "expect",
+          "growth",
+          "quarter",
+          "ahead",
+          "industry",
+          "leading",
+          "secured",
+          "robust",
+          "set",
+          "design",
+          "wins",
+          "customer",
+          "base",
+          "significantly",
+          "excess",
+          "supply",
+          "foreseeable",
+          "future",
+          "details",
+          "summary",
+          "natural",
+          "image",
+          "Interior",
+          "view",
+          "modern",
+          "rows",
+          "server",
+          "racks",
+          "illuminated",
+          "windows",
+          "visible",
+          "text",
+          "symbols"
+        ],
+        "keywords": [
+          "NAND",
+          "Data Center",
+          "AI"
+        ],
+        "connect_to": [
+          {
+            "target": "255a1254-ad8b-56ab-aa17-bc6487aa4a68",
+            "relation": "embeds",
+            "ref": "[images/image-9-Server Room Interior.jpg]",
+            "position": {
+              "start": 1401,
+              "end": 1442
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "bae97af4-d5d5-5b6d-8708-20ec9dcf0631",
+      "type": "image",
+      "content": "\n- In calendar 2026, a number of factors, including DRAM and NAND supply constraints, could cause PC and smartphone units to decline in the low-double-digits percentage range. <details>0\n[images/image-10-Laptop Keyboard and Screen.jpg]\n",
+      "path": "images/image-10-Laptop Keyboard and Screen.jpg",
+      "metadata": {
+        "length": 220,
+        "summary": "image-10\n- Device: Laptop computer with a backlit keyboard and screen displaying colorful graphics.\n- Keyboard Layout: QWERTY layout with Cyrillic characters visible on the keys (e.g., \"Й\", \"Ц\", \"У\", \"К\", \"Е\").\n- Screen Display: Abstract wavy pattern in blue, white, yellow, pink, and red colors.\n- Branding/Text: \"micron\" logo and page number \"13\" at the bottom right corner.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Appendix, micron",
+        "file_path": "images/image-10-Laptop Keyboard and Screen.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "00d4eabf-dc7f-55fc-8679-0acf44fc525c",
+      "type": "text",
+      "content": "- In calendar 2026, a number of factors, including DRAM and NAND supply constraints, could cause PC and smartphone units to decline in the low-double-digits percentage range.\n• Over time, we expect the value of on-device AI to drive strong memory content growth in PCs and smartphones.\n- In PCs, there has been exciting innovation recently with agentic AI applications such as OpenClaw, where AI agents can perform tasks independently on the host PC and also initiate workloads in the cloud.\n• PCs with on-device agentic AI capabilities have recommended memory specifications of at least 32GB, twice as much as the average PC.\n- Additionally, the fast-growing new category of personal AI workstations, such as NVIDIA DGX Spark and AMD Ryzen AI Halo, come in 128GB configurations, ideal for using large language models on device.\n\n- In calendar 2026, a number of factors, including DRAM and NAND supply constraints, could cause PC and smartphone units to decline in the low-double-digits percentage range. <details>0\n[images/image-10-Laptop Keyboard and Screen.jpg]\n\n<details>\n<summary>text_image</summary>\nmicron | 13\n</details>",
+      "path": "micron-9c0becf5.pdf/Financial results/PC",
+      "metadata": {
+        "length": 1112,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Appendix, micron",
+        "tokens": [
+          "In",
+          "calendar",
+          "2026",
+          "number",
+          "factors",
+          "including",
+          "DRAM",
+          "NAND",
+          "supply",
+          "constraints",
+          "PC",
+          "smartphone",
+          "units",
+          "decline",
+          "low",
+          "double",
+          "digits",
+          "percentage",
+          "range",
+          "Over",
+          "time",
+          "expect",
+          "device",
+          "AI",
+          "drive",
+          "strong",
+          "memory",
+          "content",
+          "growth",
+          "PCs",
+          "smartphones",
+          "exciting",
+          "innovation",
+          "recently",
+          "agentic",
+          "applications",
+          "OpenClaw",
+          "agents",
+          "perform",
+          "tasks",
+          "independently",
+          "host",
+          "initiate",
+          "workloads",
+          "cloud",
+          "capabilities",
+          "recommended",
+          "specifications",
+          "32GB",
+          "average",
+          "Additionally",
+          "fast",
+          "growing",
+          "category",
+          "personal",
+          "workstations",
+          "NVIDIA",
+          "DGX",
+          "Spark",
+          "AMD",
+          "Ryzen",
+          "Halo",
+          "128GB",
+          "configurations",
+          "ideal",
+          "large",
+          "language",
+          "models",
+          "details",
+          "summary",
+          "text",
+          "image",
+          "micron",
+          "13"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "bae97af4-d5d5-5b6d-8708-20ec9dcf0631",
+            "relation": "embeds",
+            "ref": "[images/image-10-Laptop Keyboard and Screen.jpg]",
+            "position": {
+              "start": 1016,
+              "end": 1064
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "c660c961-df0f-5e24-8565-c8f77b37dbbb",
+      "type": "image",
+      "content": "\n- Micron is well-positioned to accelerate the opportunities in these markets with our industry-leading portfolio of products. <details>0\n[images/image-11-Concert Photography.jpg]\n",
+      "path": "images/image-11-Concert Photography.jpg",
+      "metadata": {
+        "length": 171,
+        "summary": "image-11\n- Primary subject: A person holding a smartphone horizontally to record or photograph a live concert.\n- Scene details: The phone screen displays a stage with bright spotlights, laser beams, and a crowd of people in the foreground.\n- Notable features: The image captures the perspective of an audience member using technology to document the event.\n- Text visible: \"micron\" logo and page number \"14\" at the bottom right corner.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Appendix, micron",
+        "file_path": "images/image-11-Concert Photography.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "55bd3528-f105-5fec-9441-8da12c9c81e1",
+      "type": "text",
+      "content": "- Likewise, in smartphones, OEMs have recently announced new flagship devices such as Samsung Galaxy S26 and Google Pixel 10 with agentic AI integrated into their mobile operating systems.\n- The mix of flagship smartphones shipping with 12GB or more of DRAM increased to nearly $80\\%$ in calendar Q4, up from under $20\\%$ a year ago.\n- Micron is well-positioned to accelerate the opportunities in these markets with our industry-leading portfolio of products.\n- In PC, Micron completed qualifications for LPCAMM2 at a major OEM. At CES, we launched the industry's first Gen5 QLC client SSD based on G9 NAND.\n- Micron’s LPDDR5X is now designed into leading personal AI workstations, expanding our addressable market, with high volumes shipped to key customers.\n- In smartphones, Micron continues to receive strong interest and feedback from OEM and ecosystem partners on our 1γ-based LPDDR6 samples.\n- We built momentum with additional qualifications and mass production of our 10.7 Gbps 1γ LPDDR5X 16Gb product.\n\n- Micron is well-positioned to accelerate the opportunities in these markets with our industry-leading portfolio of products. <details>0\n[images/image-11-Concert Photography.jpg]\n\n<details>\n<summary>natural_image</summary>\nHand holding smartphone displaying a live music show with stage lights against a pink and blue background (no text or symbols on screen)\n</details>",
+      "path": "micron-9c0becf5.pdf/Financial results/Mobile",
+      "metadata": {
+        "length": 1374,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Appendix, micron",
+        "tokens": [
+          "Likewise",
+          "smartphones",
+          "OEMs",
+          "recently",
+          "announced",
+          "flagship",
+          "devices",
+          "Samsung",
+          "Galaxy",
+          "S26",
+          "Google",
+          "Pixel",
+          "10",
+          "agentic",
+          "AI",
+          "integrated",
+          "mobile",
+          "operating",
+          "systems",
+          "The",
+          "mix",
+          "shipping",
+          "12GB",
+          "DRAM",
+          "increased",
+          "80",
+          "calendar",
+          "Q4",
+          "20",
+          "year",
+          "ago",
+          "Micron",
+          "positioned",
+          "accelerate",
+          "opportunities",
+          "markets",
+          "industry",
+          "leading",
+          "portfolio",
+          "products",
+          "In",
+          "PC",
+          "completed",
+          "qualifications",
+          "LPCAMM2",
+          "major",
+          "OEM",
+          "At",
+          "CES",
+          "launched",
+          "Gen5",
+          "QLC",
+          "client",
+          "SSD",
+          "based",
+          "G9",
+          "NAND",
+          "LPDDR5X",
+          "designed",
+          "personal",
+          "workstations",
+          "expanding",
+          "addressable",
+          "market",
+          "high",
+          "volumes",
+          "shipped",
+          "key",
+          "customers",
+          "continues",
+          "receive",
+          "strong",
+          "interest",
+          "feedback",
+          "ecosystem",
+          "partners",
+          "LPDDR6",
+          "samples",
+          "We",
+          "built",
+          "momentum",
+          "additional",
+          "mass",
+          "production",
+          "10.7",
+          "Gbps",
+          "16Gb",
+          "product",
+          "details",
+          "summary",
+          "natural",
+          "image",
+          "Hand",
+          "holding",
+          "smartphone",
+          "displaying",
+          "live",
+          "music",
+          "show",
+          "stage",
+          "lights",
+          "pink",
+          "blue",
+          "background",
+          "text",
+          "symbols",
+          "screen"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "c660c961-df0f-5e24-8565-c8f77b37dbbb",
+            "relation": "embeds",
+            "ref": "[images/image-11-Concert Photography.jpg]",
+            "position": {
+              "start": 1150,
+              "end": 1191
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "f7b6aa91-f67e-527b-91a7-eab1c88aa753",
+      "type": "image",
+      "content": "\n- Total AEBU (Automotive and Embedded Business Unit) revenues reached a record, with automotive and industrial revenue together exceeding \\$2 billion in the quarter. <details>0\n[images/image-12-Micron Automotive Interior Concept.jpg]\n",
+      "path": "images/image-12-Micron Automotive Interior Concept.jpg",
+      "metadata": {
+        "length": 211,
+        "summary": "image-12\n- Futuristic vehicle cockpit featuring a digital steering wheel and circular instrument cluster with blue holographic displays.\n- Large central touchscreen interface displaying a 3D wireframe model of the car and various control menus.\n- Center console includes a secondary tablet device, a spherical gear selector knob, and mechanical components.\n- Ambient lighting accents in blue and red tones throughout the dashboard and console area.\n- \"micron\" logo visible at the bottom center.\n- Page number \"15\" located at the bottom right corner.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Appendix, micron",
+        "file_path": "images/image-12-Micron Automotive Interior Concept.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "5bdda3c2-c927-5d50-ad9b-f1eeb992b231",
+      "type": "text",
+      "content": "• We saw continued pricing improvement across automotive, industrial and embedded markets.\n- Total AEBU (Automotive and Embedded Business Unit) revenues reached a record, with automotive and industrial revenue together exceeding \\$2 billion in the quarter.\n- In automotive, OEMs are deploying Level 2+ ADAS (advanced driver-assistance system) across their fleets at an accelerating pace.\n- The average car today has less than L2 ADAS capability, containing approximately 16GB of DRAM, while vehicles with L4 autonomy require over 300GB.\n- As more advanced ADAS and smart cabin adoption scales, we expect robust long-term growth in automotive memory demand.\n• We have shipped samples of the industry's first automotive grade 1γ LPDDR5 DRAM, and in NAND, we were first in the industry with a G9-based UFS 4.1 automotive solution, further reinforcing our technology leadership in this market.\n\n- Total AEBU (Automotive and Embedded Business Unit) revenues reached a record, with automotive and industrial revenue together exceeding \\$2 billion in the quarter. <details>0\n[images/image-12-Micron Automotive Interior Concept.jpg]\n\n<details>\n<summary>natural_image</summary>\nInterior view of a modern car dashboard with digital dashboard and smartwatch (no visible text or symbols)\n</details>",
+      "path": "micron-9c0becf5.pdf/Financial results/Automotive, industrial and embedded (1 of 2)",
+      "metadata": {
+        "length": 1262,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Appendix, micron",
+        "tokens": [
+          "We",
+          "continued",
+          "pricing",
+          "improvement",
+          "automotive",
+          "industrial",
+          "embedded",
+          "markets",
+          "Total",
+          "AEBU",
+          "Automotive",
+          "Embedded",
+          "Business",
+          "Unit",
+          "revenues",
+          "reached",
+          "record",
+          "revenue",
+          "exceeding",
+          "billion",
+          "quarter",
+          "In",
+          "OEMs",
+          "deploying",
+          "Level",
+          "ADAS",
+          "advanced",
+          "driver",
+          "assistance",
+          "system",
+          "fleets",
+          "accelerating",
+          "pace",
+          "The",
+          "average",
+          "car",
+          "today",
+          "L2",
+          "capability",
+          "approximately",
+          "16GB",
+          "DRAM",
+          "vehicles",
+          "L4",
+          "autonomy",
+          "require",
+          "300GB",
+          "As",
+          "smart",
+          "cabin",
+          "adoption",
+          "scales",
+          "expect",
+          "robust",
+          "long",
+          "term",
+          "growth",
+          "memory",
+          "demand",
+          "shipped",
+          "samples",
+          "industry",
+          "grade",
+          "LPDDR5",
+          "NAND",
+          "G9",
+          "based",
+          "UFS",
+          "4.1",
+          "solution",
+          "reinforcing",
+          "technology",
+          "leadership",
+          "market",
+          "details",
+          "summary",
+          "natural",
+          "image",
+          "Interior",
+          "view",
+          "modern",
+          "dashboard",
+          "digital",
+          "smartwatch",
+          "visible",
+          "text",
+          "symbols"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "f7b6aa91-f67e-527b-91a7-eab1c88aa753",
+            "relation": "embeds",
+            "ref": "[images/image-12-Micron Automotive Interior Concept.jpg]",
+            "position": {
+              "start": 1068,
+              "end": 1124
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "5f6182ee-55b9-5e83-8c1f-d08de6e4bd36",
+      "type": "image",
+      "content": "\n## Automotive, industrial and embedded (2 of 2) <details>0\n[images/image-13-Robot GR-12 Carrying Package in Warehouse.jpg]\n",
+      "path": "images/image-13-Robot GR-12 Carrying Package in Warehouse.jpg",
+      "metadata": {
+        "length": 93,
+        "summary": "image-13\nPrimary Subject: A humanoid robot (model GR-12) walking through a warehouse or factory environment while carrying a cardboard box.\nVisible Text & Markings:\n- Robot Chest Label: \"GR-12\"\n- Box Symbols: Fragile symbol, Keep Dry symbol, and Recycle symbol visible on the package.\nBackground Elements:\n- Yellow industrial robotic arm mounted on a rail system.\n- Metal shelving units stocked with blue bins.\n- Industrial lighting and structural beams.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Appendix, micron",
+        "file_path": "images/image-13-Robot GR-12 Carrying Package in Warehouse.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "3441be9b-7abf-55c1-9c85-7c83fb2bdbf1",
+      "type": "image",
+      "content": "\n<details> <details>0\n[images/image-14-Business Meeting.jpg]\n",
+      "path": "images/image-14-Business Meeting.jpg",
+      "metadata": {
+        "length": 55,
+        "summary": "image-14\nA group of professionals is gathered around a conference table in a glass-walled meeting room. A woman in a purple top stands and points at documents on the table, leading the discussion with two seated colleagues. In the background, a large screen displays mathematical graphs or charts. The date \"March 18, 2026\" is visible at the bottom left.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Appendix, micron",
+        "file_path": "images/image-14-Business Meeting.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "fb15bc2c-fa43-58a3-bb3b-fa4bbed61960",
+      "type": "text",
+      "content": "- Rapid improvements in AI are supercharging the capabilities of robots.\n• We believe we are on the cusp of a 20-year growth vector in robotics and expect robotics to become one of the largest product categories in the technology world.\n- Humanoid robots will be AI-enabled and will be powered by a compute platform that rivals that of a high-end L4-capable automobile, thus requiring significant memory and storage capacity. We expect this exciting new category of growth to further underpin the long-term favorable dynamics that shape our industry environment.\n- Micron is very well-positioned to leverage this opportunity in close partnership with our customers, enabled by our industry-leading technology, product solutions and operational capabilities.\n\n## Automotive, industrial and embedded (2 of 2) <details>0\n[images/image-13-Robot GR-12 Carrying Package in Warehouse.jpg]\n\n<details>\n<summary>natural_image</summary>\nRobot GR-12 carrying a package in a modern automated factory setting with robotic arms in the background (no visible text or symbols)\n</details>\n\n<details> <details>0\n[images/image-14-Business Meeting.jpg]\n\n<details>\n<summary>natural_image</summary>\nThree business professionals in a meeting setting with a large projection screen showing mathematical graphs (no readable text or symbols)\n</details>",
+      "path": "micron-9c0becf5.pdf/Financial results/Automotive, industrial and embedded (2 of 2)",
+      "metadata": {
+        "length": 1288,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Appendix, micron",
+        "tokens": [
+          "Rapid",
+          "improvements",
+          "AI",
+          "supercharging",
+          "capabilities",
+          "robots",
+          "We",
+          "cusp",
+          "20",
+          "year",
+          "growth",
+          "vector",
+          "robotics",
+          "expect",
+          "largest",
+          "product",
+          "categories",
+          "technology",
+          "world",
+          "Humanoid",
+          "enabled",
+          "powered",
+          "compute",
+          "platform",
+          "rivals",
+          "high",
+          "end",
+          "L4",
+          "capable",
+          "automobile",
+          "requiring",
+          "significant",
+          "memory",
+          "storage",
+          "capacity",
+          "exciting",
+          "category",
+          "underpin",
+          "long",
+          "term",
+          "favorable",
+          "dynamics",
+          "shape",
+          "industry",
+          "environment",
+          "Micron",
+          "positioned",
+          "leverage",
+          "opportunity",
+          "close",
+          "partnership",
+          "customers",
+          "leading",
+          "solutions",
+          "operational",
+          "Automotive",
+          "industrial",
+          "embedded",
+          "details",
+          "summary",
+          "natural",
+          "image",
+          "Robot",
+          "GR",
+          "12",
+          "carrying",
+          "package",
+          "modern",
+          "automated",
+          "factory",
+          "setting",
+          "robotic",
+          "arms",
+          "background",
+          "visible",
+          "text",
+          "symbols",
+          "Three",
+          "business",
+          "professionals",
+          "meeting",
+          "large",
+          "projection",
+          "screen",
+          "showing",
+          "mathematical",
+          "graphs",
+          "readable"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "5f6182ee-55b9-5e83-8c1f-d08de6e4bd36",
+            "relation": "embeds",
+            "ref": "[images/image-13-Robot GR-12 Carrying Package in Warehouse.jpg]",
+            "position": {
+              "start": 818,
+              "end": 881
+            }
+          },
+          {
+            "target": "3441be9b-7abf-55c1-9c85-7c83fb2bdbf1",
+            "relation": "embeds",
+            "ref": "[images/image-14-Business Meeting.jpg]",
+            "position": {
+              "start": 1093,
+              "end": 1131
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "75034059-8cda-5706-a9cc-ac9a343b5cc7",
+      "type": "image",
+      "content": "\n• We expect industry DRAM bit shipments in calendar 2026 to grow in the low-20s percentage range, slightly above our prior outlook. <details>0\n[images/image-15-Semiconductor Cleanroom Facility.jpg]\n",
+      "path": "images/image-15-Semiconductor Cleanroom Facility.jpg",
+      "metadata": {
+        "length": 177,
+        "summary": "image-15\n- Scene: Interior of a high-tech manufacturing cleanroom (likely semiconductor fabrication)\n- Subject: A worker wearing full-body protective gear (bunny suit), including hood, mask, and gloves, walking down the central aisle\n- Equipment: Rows of large, stainless steel industrial machinery lining both sides of the corridor; overhead cable trays and conduits visible on the ceiling\n- Environment: Raised perforated flooring for air filtration/ventilation; bright lighting with yellow-tinted areas in the background typical of photoresist processing zones\n- Date Stamp: March 18, 2026",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Appendix, micron",
+        "file_path": "images/image-15-Semiconductor Cleanroom Facility.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "50d5da65-d0bc-5d91-9493-1554651657b9",
+      "type": "text",
+      "content": "• We expect both DRAM and NAND industry bit demand in calendar 2026 to be constrained by supply.\n• We continue to expect supply-demand conditions for both DRAM and NAND to remain tight beyond calendar 2026.\n• We expect industry DRAM bit shipments in calendar 2026 to grow in the low-20s percentage range, slightly above our prior outlook.\n- In DRAM, cleanroom constraints and long construction lead times, higher HBM trade ratio, higher HBM growth rates and declining bits per wafer growth from node migrations constrain bit supply growth.\n• We expect industry NAND bit shipments in calendar 2026 to grow approximately 20%.\n- In NAND, some industry suppliers redirecting cleanroom space for DRAM and overall limited cleanroom space constrain bit supply growth.\n• We expect Micron DRAM and NAND supply to grow approximately in line with the industry in calendar 2026.\n\n• We expect industry DRAM bit shipments in calendar 2026 to grow in the low-20s percentage range, slightly above our prior outlook. <details>0\n[images/image-15-Semiconductor Cleanroom Facility.jpg]\n\n<details>\n<summary>natural_image</summary>\nInterior of a high-tech semiconductor fabrication facility with workers in full cleanroom suits walking along the aisle (no visible text or symbols)\n</details>",
+      "path": "micron-9c0becf5.pdf/Financial results/Market outlook",
+      "metadata": {
+        "length": 1247,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Appendix, micron",
+        "tokens": [
+          "We",
+          "expect",
+          "DRAM",
+          "NAND",
+          "industry",
+          "bit",
+          "demand",
+          "calendar",
+          "2026",
+          "constrained",
+          "supply",
+          "continue",
+          "conditions",
+          "remain",
+          "tight",
+          "shipments",
+          "grow",
+          "low",
+          "20s",
+          "percentage",
+          "range",
+          "slightly",
+          "prior",
+          "outlook",
+          "In",
+          "cleanroom",
+          "constraints",
+          "long",
+          "construction",
+          "lead",
+          "times",
+          "higher",
+          "HBM",
+          "trade",
+          "ratio",
+          "growth",
+          "rates",
+          "declining",
+          "bits",
+          "wafer",
+          "node",
+          "migrations",
+          "constrain",
+          "approximately",
+          "20%",
+          "suppliers",
+          "redirecting",
+          "space",
+          "limited",
+          "Micron",
+          "line",
+          "details",
+          "summary",
+          "natural",
+          "image",
+          "Interior",
+          "high",
+          "tech",
+          "semiconductor",
+          "fabrication",
+          "facility",
+          "workers",
+          "full",
+          "suits",
+          "walking",
+          "aisle",
+          "visible",
+          "text",
+          "symbols"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "75034059-8cda-5706-a9cc-ac9a343b5cc7",
+            "relation": "embeds",
+            "ref": "[images/image-15-Semiconductor Cleanroom Facility.jpg]",
+            "position": {
+              "start": 1011,
+              "end": 1065
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "bfddd66c-7f67-58f4-98e7-8b313c22f90b",
+      "type": "image",
+      "content": "\n- In DRAM, earlier this week, we announced the successful closing of the acquisition of the Tongluo site from Powerchip Semiconductor, completing the transaction ahead of schedule. We expect this site to support meaningful product shipments from the existing fab beginning in fiscal 2028. <details>0\n[images/image-16-Laboratory Safety Work.jpg]\n",
+      "path": "images/image-16-Laboratory Safety Work.jpg",
+      "metadata": {
+        "length": 334,
+        "summary": "image-16\n- Primary subject: A person in full protective gear (face shield, safety glasses, lab coat, and long orange gloves) working inside a fume hood or glove box.\n- Environment: Laboratory setting with blue lighting. Visible infrastructure includes white pipes on the wall labeled \"SCRUBBER EXHAUST\" with an arrow indicating airflow direction.\n- Date stamp: March 18, 2026",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Appendix, micron",
+        "file_path": "images/image-16-Laboratory Safety Work.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "ba043a12-eaff-53db-b21c-83dd3a94294f",
+      "type": "text",
+      "content": "- Micron is working to address the unprecedented gap between supply and demand, and we achieved several important milestones in expanding our global manufacturing footprint this past quarter.\n- In DRAM, earlier this week, we announced the successful closing of the acquisition of the Tongluo site from Powerchip Semiconductor, completing the transaction ahead of schedule. We expect this site to support meaningful product shipments from the existing fab beginning in fiscal 2028.\n- Adding to the existing fab, we plan to begin construction of a similar-sized second cleanroom at this site by the end of fiscal 2026.\n• We continue to expect initial wafer output at our first Idaho fab in mid-calendar 2027, and ground preparation has begun for our second Idaho fab.\n- We broke ground on our first fab at the New York site, and initial ground preparation activities are ahead of plan.\n- In Japan, we are making good progress on ground preparation for our cleanroom expansion to enable future technology transitions in our Hiroshima site.\n\n- In DRAM, earlier this week, we announced the successful closing of the acquisition of the Tongluo site from Powerchip Semiconductor, completing the transaction ahead of schedule. We expect this site to support meaningful product shipments from the existing fab beginning in fiscal 2028. <details>0\n[images/image-16-Laboratory Safety Work.jpg]\n\n<details>\n<summary>text_image</summary>\nMarch 18, 2026\n</details>",
+      "path": "micron-9c0becf5.pdf/Financial results/Supply efforts (1 of 3)",
+      "metadata": {
+        "length": 1437,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Appendix, micron",
+        "tokens": [
+          "Micron",
+          "working",
+          "address",
+          "unprecedented",
+          "gap",
+          "supply",
+          "demand",
+          "achieved",
+          "important",
+          "milestones",
+          "expanding",
+          "global",
+          "manufacturing",
+          "footprint",
+          "past",
+          "quarter",
+          "In",
+          "DRAM",
+          "earlier",
+          "week",
+          "announced",
+          "successful",
+          "closing",
+          "acquisition",
+          "Tongluo",
+          "site",
+          "Powerchip",
+          "Semiconductor",
+          "completing",
+          "transaction",
+          "ahead",
+          "schedule",
+          "We",
+          "expect",
+          "support",
+          "meaningful",
+          "product",
+          "shipments",
+          "existing",
+          "fab",
+          "beginning",
+          "fiscal",
+          "2028",
+          "Adding",
+          "plan",
+          "begin",
+          "construction",
+          "similar",
+          "sized",
+          "cleanroom",
+          "end",
+          "2026",
+          "continue",
+          "initial",
+          "wafer",
+          "output",
+          "Idaho",
+          "mid",
+          "calendar",
+          "2027",
+          "ground",
+          "preparation",
+          "begun",
+          "broke",
+          "New",
+          "York",
+          "activities",
+          "Japan",
+          "making",
+          "good",
+          "progress",
+          "expansion",
+          "enable",
+          "future",
+          "technology",
+          "transitions",
+          "Hiroshima",
+          "details",
+          "summary",
+          "text",
+          "image",
+          "March",
+          "18"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "bfddd66c-7f67-58f4-98e7-8b313c22f90b",
+            "relation": "embeds",
+            "ref": "[images/image-16-Laboratory Safety Work.jpg]",
+            "position": {
+              "start": 1338,
+              "end": 1382
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "aa3b6719-e8f7-5baa-8bee-19675a805eaa",
+      "type": "image",
+      "content": "\n- In NAND, the combination of a higher demand outlook and our decision to co-locate R&D cleanroom in our manufacturing fab underpin our decision to break ground for a new NAND fab at our Singapore site. <details>0\n[images/image-17-Construction Site Progress.jpg]\n",
+      "path": "images/image-17-Construction Site Progress.jpg",
+      "metadata": {
+        "length": 248,
+        "summary": "image-17\nDate: March 18, 2026\nSubject: Large-scale industrial or commercial building under construction.\n\nKey Visual Details:\n- Structure: Multi-story steel framework with concrete walls and extensive metal decking on upper floors.\n- Equipment: A large crane is visible lifting materials; orange lift platforms are present on the ground level.\n- Materials: Piles of white pipes and construction materials are staged on the dirt ground.\n- Surroundings: The site is located in an industrial park with other large facilities and storage tanks visible in the background.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Appendix, micron",
+        "file_path": "images/image-17-Construction Site Progress.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "29b29e5e-08d2-5bce-a6d5-87f7c62c26ef",
+      "type": "text",
+      "content": "- In NAND, the combination of a higher demand outlook and our decision to co-locate R&D cleanroom in our manufacturing fab underpin our decision to break ground for a new NAND fab at our Singapore site.\n• We expect initial wafer output from this fab in the second half of calendar 2028.\n- In assembly and test, we commenced commercial shipments from our new facility in India.\n- This state-of-the-art facility will be among the largest single-floor assembly and test cleanrooms in the world.\n- Our Singapore advanced packaging facility for HBM is on track to contribute meaningfully to Micron’s HBM supply in calendar year 2027.\n\n- In NAND, the combination of a higher demand outlook and our decision to co-locate R&D cleanroom in our manufacturing fab underpin our decision to break ground for a new NAND fab at our Singapore site. <details>0\n[images/image-17-Construction Site Progress.jpg]\n\n<details>\n<summary>natural_image</summary>\nAerial view of a large industrial construction site with steel framework and workers, no visible text or symbols.\n</details>",
+      "path": "micron-9c0becf5.pdf/Financial results/Supply efforts (2 of 3)",
+      "metadata": {
+        "length": 1045,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Appendix, micron",
+        "tokens": [
+          "In",
+          "NAND",
+          "combination",
+          "higher",
+          "demand",
+          "outlook",
+          "decision",
+          "locate",
+          "cleanroom",
+          "manufacturing",
+          "fab",
+          "underpin",
+          "break",
+          "ground",
+          "Singapore",
+          "site",
+          "We",
+          "expect",
+          "initial",
+          "wafer",
+          "output",
+          "half",
+          "calendar",
+          "2028",
+          "assembly",
+          "test",
+          "commenced",
+          "commercial",
+          "shipments",
+          "facility",
+          "India",
+          "This",
+          "state",
+          "art",
+          "largest",
+          "single",
+          "floor",
+          "cleanrooms",
+          "world",
+          "Our",
+          "advanced",
+          "packaging",
+          "HBM",
+          "track",
+          "contribute",
+          "meaningfully",
+          "Micron",
+          "supply",
+          "year",
+          "2027",
+          "details",
+          "summary",
+          "natural",
+          "image",
+          "Aerial",
+          "view",
+          "large",
+          "industrial",
+          "construction",
+          "steel",
+          "framework",
+          "workers",
+          "visible",
+          "text",
+          "symbols"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "aa3b6719-e8f7-5baa-8bee-19675a805eaa",
+            "relation": "embeds",
+            "ref": "[images/image-17-Construction Site Progress.jpg]",
+            "position": {
+              "start": 844,
+              "end": 892
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "bc63b02f-dbd3-57df-aff0-66be7cb2afca",
+      "type": "text",
+      "content": "- We expect fiscal 2026 capex (capital expenditures) to be above \\$25 billion.\n- From our last earnings call estimate, the majority of the increase is driven by cleanroom facility-related capex — of which the largest factor is Tongluo, followed by construction spend increase on our U.S. fab projects.\n• We project our fiscal 2027 capex to step up meaningfully to support HBM- and DRAM-related investments.\n- We expect construction-related capex to increase by over \\$10 billion year-over-year in fiscal 2027 as we build out our global manufacturing sites to address long-term demand opportunities.\n- In addition, we expect higher equipment spend year-over-year in fiscal 2027.\n- As we make these investments, we will continue to be responsive to the market environment and our customer demand to appropriately align our supply plans.",
+      "path": "micron-9c0becf5.pdf/Financial results/Supply efforts (3 of 3)",
+      "metadata": {
+        "length": 834,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Appendix, micron",
+        "tokens": [
+          "We",
+          "expect",
+          "fiscal",
+          "2026",
+          "capex",
+          "capital",
+          "expenditures",
+          "25",
+          "billion",
+          "From",
+          "earnings",
+          "call",
+          "estimate",
+          "majority",
+          "increase",
+          "driven",
+          "cleanroom",
+          "facility",
+          "related",
+          "largest",
+          "factor",
+          "Tongluo",
+          "construction",
+          "spend",
+          "fab",
+          "projects",
+          "project",
+          "2027",
+          "step",
+          "meaningfully",
+          "support",
+          "HBM",
+          "DRAM",
+          "investments",
+          "10",
+          "year",
+          "build",
+          "global",
+          "manufacturing",
+          "sites",
+          "address",
+          "long",
+          "term",
+          "demand",
+          "opportunities",
+          "In",
+          "addition",
+          "higher",
+          "equipment",
+          "As",
+          "make",
+          "continue",
+          "responsive",
+          "market",
+          "environment",
+          "customer",
+          "appropriately",
+          "align",
+          "supply",
+          "plans"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "54c76b5a-13a6-5d91-8c34-c6b802c32f5a",
+      "type": "image",
+      "content": "\n- We expect construction-related capex to increase by over \\$10 billion year-over-year in fiscal 2027 as we build out our global manufacturing sites to address long-term demand opportunities. <details>0\n[images/image-18-Micron Executive Portrait.jpg]\n",
+      "path": "images/image-18-Micron Executive Portrait.jpg",
+      "metadata": {
+        "length": 237,
+        "summary": "image-18\nProfessional headshot of a male executive wearing a grey suit and patterned shirt against a black background. The \"micron\" logo is visible in the bottom right corner, indicating corporate affiliation.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Appendix, micron",
+        "file_path": "images/image-18-Micron Executive Portrait.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "4f65769e-0a1e-5212-a03c-271c924a038b",
+      "type": "text",
+      "content": "Chief Financial Officer\n\n- We expect construction-related capex to increase by over \\$10 billion year-over-year in fiscal 2027 as we build out our global manufacturing sites to address long-term demand opportunities. <details>0\n[images/image-18-Micron Executive Portrait.jpg]\n\n<details>\n<summary>natural_image</summary>\nPortrait of a man in a gray suit and collared shirt against a black background (no text or symbols visible)\n</details>",
+      "path": "micron-9c0becf5.pdf/Financial results/Mark Murphy",
+      "metadata": {
+        "length": 423,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Appendix, micron",
+        "tokens": [
+          "Chief",
+          "Financial",
+          "Officer",
+          "We",
+          "expect",
+          "construction",
+          "related",
+          "capex",
+          "increase",
+          "10",
+          "billion",
+          "year",
+          "fiscal",
+          "2027",
+          "build",
+          "global",
+          "manufacturing",
+          "sites",
+          "address",
+          "long",
+          "term",
+          "demand",
+          "opportunities",
+          "details",
+          "summary",
+          "natural",
+          "image",
+          "Portrait",
+          "man",
+          "gray",
+          "suit",
+          "collared",
+          "shirt",
+          "black",
+          "background",
+          "text",
+          "symbols",
+          "visible"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "54c76b5a-13a6-5d91-8c34-c6b802c32f5a",
+            "relation": "embeds",
+            "ref": "[images/image-18-Micron Executive Portrait.jpg]",
+            "position": {
+              "start": 228,
+              "end": 275
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "5b24a624-a674-5d5f-b96a-041880a81437",
+      "type": "text",
+      "content": "\\$23.9B\nRevenue up 75% Q/Q\nand up 196% Y/Y",
+      "path": "micron-9c0becf5.pdf/Financial results/FQ2-26 revenue \\$23.9B",
+      "metadata": {
+        "length": 42,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Appendix, micron",
+        "tokens": [
+          "23.9",
+          "Revenue",
+          "75%",
+          "196%"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "28def4c0-fad4-5866-8b57-5964589a2546",
+      "type": "text",
+      "content": "",
+      "path": "micron-9c0becf5.pdf/Financial results/Performance by technology",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Appendix, micron",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "1fb47044-3f7b-5881-b198-a0b07d6e04c5",
+      "type": "text",
+      "content": "- \\$18.8 billion, representing 79% of total revenue in FQ2-26\n• Revenue increased 207% Y/Y\n• Revenue increased 74% Q/Q\n- Bit shipments up mid-single digits Q/Q\n- ASPs increased in mid-60s percentage range Q/Q",
+      "path": "micron-9c0becf5.pdf/Financial results/Performance by technology/DRAM FQ2-26",
+      "metadata": {
+        "length": 208,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Appendix, micron",
+        "tokens": [
+          "18.8",
+          "billion",
+          "representing",
+          "79%",
+          "total",
+          "revenue",
+          "FQ2",
+          "26",
+          "Revenue",
+          "increased",
+          "207%",
+          "74%",
+          "Bit",
+          "shipments",
+          "mid",
+          "single",
+          "digits",
+          "ASPs",
+          "60s",
+          "percentage",
+          "range"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "9d859d90-1b39-5f0a-97e7-516b398eb402",
+      "type": "table",
+      "content": "<table><tr><td>Amounts in millions</td><td>FQ2-26</td><td>FQ1-26</td><td>FQ2-25</td></tr><tr><td>Cloud Memory (CMBU)</td><td></td><td></td><td></td></tr><tr><td>Revenue</td><td>$7,749</td><td>$5,284</td><td>$2,947</td></tr><tr><td>Gross margin</td><td>74 %</td><td>66 %</td><td>55 %</td></tr><tr><td>Operating margin</td><td>66 %</td><td>55 %</td><td>45 %</td></tr><tr><td>Core Data Center (CDBU)</td><td></td><td></td><td></td></tr><tr><td>Revenue</td><td>$5,687</td><td>$2,379</td><td>$1,830</td></tr><tr><td>Gross margin</td><td>74 %</td><td>51 %</td><td>47 %</td></tr><tr><td>Operating margin</td><td>67 %</td><td>37 %</td><td>33 %</td></tr><tr><td>Mobile and Client (MCBU)</td><td></td><td></td><td></td></tr><tr><td>Revenue</td><td>$7,711</td><td>$4,255</td><td>$2,236</td></tr><tr><td>Gross margin</td><td>79 %</td><td>54 %</td><td>15 %</td></tr><tr><td>Operating margin</td><td>76 %</td><td>47 %</td><td>1 %</td></tr><tr><td>Automotive and Embedded (AEBU)</td><td></td><td></td><td></td></tr><tr><td>Revenue</td><td>$2,708</td><td>$1,720</td><td>$1,034</td></tr><tr><td>Gross margin</td><td>68 %</td><td>45 %</td><td>21 %</td></tr><tr><td>Operating margin</td><td>62 %</td><td>36 %</td><td>6 %</td></tr></table>",
+      "path": "tables/table-0 Segment Financials.html",
+      "metadata": {
+        "length": 1219,
+        "summary": "table-1\nThe table shows revenue, gross margin, and operating margin for four business segments across FQ2-26, FQ1-26, and FQ2-25, with notable growth in revenue and margins over time.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Appendix, micron",
+        "file_path": "tables/table-0 Segment Financials.html",
+        "keywords": [
+          "Revenue",
+          "Margins",
+          "Segments"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "1f10683b-0375-52fa-8dc9-403f78592a2f",
+      "type": "image",
+      "content": "\n• Revenue increased 82% Q/Q <details>0\n[images/image-19-Abstract Digital Background.jpg]\n",
+      "path": "images/image-19-Abstract Digital Background.jpg",
+      "metadata": {
+        "length": 73,
+        "summary": "image-19\nMarch 18, 2026",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Appendix, micron",
+        "file_path": "images/image-19-Abstract Digital Background.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "0ee207ea-6af6-5662-8a32-cee7f6c123e4",
+      "type": "text",
+      "content": "- \\$5.0 billion, representing 21% of total revenue in FQ2-26\n• Revenue increased 169% Y/Y\n• Revenue increased 82% Q/Q\n- Bit shipments increased in low single digit percentage range Q/Q\n- ASPs increased in high-70s percentage range Q/Q\nQuarterly business unit financial results\n\n[tables/table-0 Segment Financials.html]\n\n\n• Revenue increased 82% Q/Q <details>0\n[images/image-19-Abstract Digital Background.jpg]\n\n<details>\n<summary>natural_image</summary>\nAbstract digital artwork with glowing dots and bokeh background, no readable text or symbols\n</details>",
+      "path": "micron-9c0becf5.pdf/Financial results/Performance by technology/NAND FQ2-26",
+      "metadata": {
+        "length": 562,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Appendix, micron",
+        "tokens": [
+          "5.0",
+          "billion",
+          "representing",
+          "21%",
+          "total",
+          "revenue",
+          "FQ2",
+          "26",
+          "Revenue",
+          "increased",
+          "169%",
+          "82%",
+          "Bit",
+          "shipments",
+          "low",
+          "single",
+          "digit",
+          "percentage",
+          "range",
+          "ASPs",
+          "high",
+          "70s",
+          "Quarterly",
+          "business",
+          "unit",
+          "financial",
+          "results",
+          "details",
+          "summary",
+          "natural",
+          "image",
+          "Abstract",
+          "digital",
+          "artwork",
+          "glowing",
+          "dots",
+          "bokeh",
+          "background",
+          "readable",
+          "text",
+          "symbols"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "9d859d90-1b39-5f0a-97e7-516b398eb402",
+            "relation": "embeds",
+            "ref": "[tables/table-0 Segment Financials.html]",
+            "position": {
+              "start": 278,
+              "end": 318
+            }
+          },
+          {
+            "target": "1f10683b-0375-52fa-8dc9-403f78592a2f",
+            "relation": "embeds",
+            "ref": "[images/image-19-Abstract Digital Background.jpg]",
+            "position": {
+              "start": 360,
+              "end": 409
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "93f0e373-2e7a-5a00-bea6-ad257b938b08",
+      "type": "image",
+      "content": "\n- CMBU revenue was up 47% sequentially, driven by an increase in prices and favorable mix. <details>0\n[images/image-20-Abstract Digital Wave.jpg]\n",
+      "path": "images/image-20-Abstract Digital Wave.jpg",
+      "metadata": {
+        "length": 136,
+        "summary": "image-20\n- Visual: Abstract digital wave composed of glowing particles and dots in shades of blue, teal, and green.\n- Background: Bokeh light effects with soft circular blurs.\n- Text visible at bottom left: \"March 18, 2026\"",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Appendix, micron",
+        "file_path": "images/image-20-Abstract Digital Wave.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "9609b7d4-9141-521b-8b66-f2050331532c",
+      "type": "text",
+      "content": "- Cloud Memory Business Unit revenue was a record \\$7.7 billion and represented 32% of total company revenue.\n- CMBU revenue was up 47% sequentially, driven by an increase in prices and favorable mix.\n- CMBU gross margins were 74%, higher by 9 percentage points sequentially, driven by higher pricing and cost execution.\n- Core Data Center Business Unit revenue was a record \\$5.7 billion and represented 24% of total company revenue.\n- CDBU revenue was up 139% sequentially, driven by higher pricing and bit shipments.\n- CDBU gross margins were 74%, up 23 percentage points sequentially, driven by higher pricing and favorable mix.\n\n- CMBU revenue was up 47% sequentially, driven by an increase in prices and favorable mix. <details>0\n[images/image-20-Abstract Digital Wave.jpg]\n\n<details>\n<summary>natural_image</summary>\nAbstract digital network visualization with glowing nodes and green bokeh effects, no readable text or symbols\n</details>",
+      "path": "micron-9c0becf5.pdf/Financial results/Financial performance by business unit (1 of 2)",
+      "metadata": {
+        "length": 934,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Appendix, micron",
+        "tokens": [
+          "Cloud",
+          "Memory",
+          "Business",
+          "Unit",
+          "revenue",
+          "record",
+          "7.7",
+          "billion",
+          "represented",
+          "32%",
+          "total",
+          "company",
+          "CMBU",
+          "47%",
+          "sequentially",
+          "driven",
+          "increase",
+          "prices",
+          "favorable",
+          "mix",
+          "gross",
+          "margins",
+          "74%",
+          "higher",
+          "percentage",
+          "points",
+          "pricing",
+          "cost",
+          "execution",
+          "Core",
+          "Data",
+          "Center",
+          "5.7",
+          "24%",
+          "CDBU",
+          "139%",
+          "bit",
+          "shipments",
+          "23",
+          "details",
+          "summary",
+          "natural",
+          "image",
+          "Abstract",
+          "digital",
+          "network",
+          "visualization",
+          "glowing",
+          "nodes",
+          "green",
+          "bokeh",
+          "effects",
+          "readable",
+          "text",
+          "symbols"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "93f0e373-2e7a-5a00-bea6-ad257b938b08",
+            "relation": "embeds",
+            "ref": "[images/image-20-Abstract Digital Wave.jpg]",
+            "position": {
+              "start": 736,
+              "end": 779
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "55830f31-b9e1-5658-98fe-98b674e788aa",
+      "type": "text",
+      "content": "- Mobile Client Business Unit revenue was a record \\$7.7 billion and represented 32% of total company revenue.\n- MCBU revenue was up 81% sequentially, driven by higher pricing, partially offset by lower bit shipments.\n- MCBU gross margins were 79%, up 25 percentage points sequentially, driven primarily by higher pricing and favorable mix.\n- Automotive and Embedded Business Unit revenue was a record \\$2.7 billion and represented 11% of total company revenue.\n- AEBU revenue was up 57% sequentially, driven by higher pricing, partially offset by lower bit shipments.\n- AEBU gross margins were 68%, up 23 percentage points sequentially, driven primarily by higher pricing.",
+      "path": "micron-9c0becf5.pdf/Financial results/Financial performance by business unit (2 of 2)",
+      "metadata": {
+        "length": 673,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Appendix, micron",
+        "tokens": [
+          "Mobile",
+          "Client",
+          "Business",
+          "Unit",
+          "revenue",
+          "record",
+          "7.7",
+          "billion",
+          "represented",
+          "32%",
+          "total",
+          "company",
+          "MCBU",
+          "81%",
+          "sequentially",
+          "driven",
+          "higher",
+          "pricing",
+          "partially",
+          "offset",
+          "lower",
+          "bit",
+          "shipments",
+          "gross",
+          "margins",
+          "79%",
+          "25",
+          "percentage",
+          "points",
+          "primarily",
+          "favorable",
+          "mix",
+          "Automotive",
+          "Embedded",
+          "2.7",
+          "11%",
+          "AEBU",
+          "57%",
+          "68%",
+          "23"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "3825f750-daac-58d8-a7af-f95b5a6545dd",
+      "type": "image",
+      "content": "\nOperating income: \\$16.46 billion <details>0\n[images/image-21-Micron Presentation Slide.jpg]\n",
+      "path": "images/image-21-Micron Presentation Slide.jpg",
+      "metadata": {
+        "length": 79,
+        "summary": "image-21\nAbstract digital artwork featuring flowing, translucent waves of light in shades of blue, purple, and pink against a dark background. The image includes bokeh effects and glowing particles. Visible text includes the \"micron\" logo and the page number \"27\" in the bottom right corner.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Appendix, micron",
+        "file_path": "images/image-21-Micron Presentation Slide.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "cb62acaa-76de-575a-a775-f8ddadfabcf2",
+      "type": "text",
+      "content": "Non-GAAP operating results\nRevenue: \\$23.86 billion\nGross margin: 74.9%\nOperating expenses: \\$1.42 billion\nOperating income: \\$16.46 billion\nNet income: \\$14.02 billion\nDiluted earnings per share: \\$12.20\nCash from operations (GAAP): \\$11.90 billion\nSee non-GAAP reconciliations in Appendix\n\nOperating income: \\$16.46 billion <details>0\n[images/image-21-Micron Presentation Slide.jpg]\n\n<details>\n<summary>natural_image</summary>\nAbstract digital artwork with glowing purple and blue water droplets against a dark background, no text or symbols present.\n</details>",
+      "path": "micron-9c0becf5.pdf/Financial results/FQ2-26",
+      "metadata": {
+        "length": 548,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Appendix, micron",
+        "tokens": [
+          "Non",
+          "GAAP",
+          "operating",
+          "results",
+          "Revenue",
+          "23.86",
+          "billion",
+          "Gross",
+          "margin",
+          "74.9%",
+          "Operating",
+          "expenses",
+          "1.42",
+          "income",
+          "16.46",
+          "Net",
+          "14.02",
+          "Diluted",
+          "earnings",
+          "share",
+          "12.20",
+          "Cash",
+          "operations",
+          "11.90",
+          "See",
+          "reconciliations",
+          "Appendix",
+          "details",
+          "summary",
+          "natural",
+          "image",
+          "Abstract",
+          "digital",
+          "artwork",
+          "glowing",
+          "purple",
+          "blue",
+          "water",
+          "droplets",
+          "dark",
+          "background",
+          "text",
+          "symbols",
+          "present"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "3825f750-daac-58d8-a7af-f95b5a6545dd",
+            "relation": "embeds",
+            "ref": "[images/image-21-Micron Presentation Slide.jpg]",
+            "position": {
+              "start": 337,
+              "end": 384
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "01f19830-0a21-59e8-b2fc-ec75b00672eb",
+      "type": "table",
+      "content": "<table><tr><td>Cash flow from operations</td><td>FQ2-26: $11.9 billion (50% of revenue)</td></tr><tr><td>Net Capex $^{1}$ </td><td>FQ2-26: $5.0 billion</td></tr><tr><td>Adjusted free cash flow*</td><td>FQ2-26: $6.9 billion</td></tr><tr><td>Buybacks</td><td>FQ2-26: $350 million</td></tr><tr><td>Dividends</td><td>Dividend of $0.15 per share will be paid on April 15 $^{th}$ </td></tr><tr><td>Liquidity $^{2}$ </td><td>$20.2 billion in liquidity at end of FQ2-26</td></tr></table>",
+      "path": "tables/table-1 Cash Flow Data.html",
+      "metadata": {
+        "length": 479,
+        "summary": "table-2\nFQ2-26: Cash flow from operations $11.9B, Net Capex $5.0B, Adjusted free cash flow $6.9B, Buybacks $350M, Dividend $0.15/share, Liquidity $20.2B.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Appendix, micron",
+        "file_path": "tables/table-1 Cash Flow Data.html",
+        "keywords": [
+          "Cash flow",
+          "Capex",
+          "Liquidity"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "8cae7bd8-4cdb-5672-86ed-7075d7be2e9e",
+      "type": "image",
+      "content": "\n$^{1}$ Capex net of proceeds from government incentives and proceeds from sales of property, plant, and equipment. <details>0\n[images/image-22-Microchip Wafer.jpg]\n",
+      "path": "images/image-22-Microchip Wafer.jpg",
+      "metadata": {
+        "length": 160,
+        "summary": "image-22\n- Primary subject: Close-up photograph of a silicon wafer used in semiconductor manufacturing.\n- Visual details: The image displays the circular edge of the wafer with a grid-like pattern of microchips etched onto its surface.\n- Lighting: Strong blue lighting creates reflections and highlights on the wafer's rim.\n- Visible text: \"March 18, 2026\" located at the bottom left corner.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Appendix, micron",
+        "file_path": "images/image-22-Microchip Wafer.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "f6ee4369-ff67-52ca-bfe5-5ef297cd02a4",
+      "type": "text",
+      "content": "From FY-23 to FQ2-26\n- \\$1.4 billion toward repurchasing 14 million shares\n- \\$1.8 billion towards dividends paid\n- \\$3.2 billion returned to shareholders from share repurchases and dividends\n\n[tables/table-1 Cash Flow Data.html]\n\n$^{1}$ Capex net of proceeds from government incentives and proceeds from sales of property, plant, and equipment.\n$^{2}$ Cash, short-term and long-term marketable investments, restricted cash, and undrawn revolver capacity.\n\\*Adjusted free cash flow is a non-GAAP measure defined as net cash provided by operating activities less investments in capital expenditures net of proceeds from government incentives and proceeds from sales of property, plant, and equipment.\nSee non-GAAP reconciliations in Appendix.\n\n$^{1}$ Capex net of proceeds from government incentives and proceeds from sales of property, plant, and equipment. <details>0\n[images/image-22-Microchip Wafer.jpg]\n\n<details>\n<summary>natural_image</summary>\nClose-up of a semiconductor wafer with visible green and blue grating pattern against dark background (no text or symbols)\n</details>",
+      "path": "micron-9c0becf5.pdf/Financial results/Cash flow and capital allocation",
+      "metadata": {
+        "length": 1112,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Appendix, micron",
+        "tokens": [
+          "From",
+          "FY",
+          "23",
+          "FQ2",
+          "26",
+          "1.4",
+          "billion",
+          "repurchasing",
+          "14",
+          "million",
+          "shares",
+          "1.8",
+          "dividends",
+          "paid",
+          "3.2",
+          "returned",
+          "shareholders",
+          "share",
+          "repurchases",
+          "Capex",
+          "net",
+          "proceeds",
+          "government",
+          "incentives",
+          "sales",
+          "property",
+          "plant",
+          "equipment",
+          "Cash",
+          "short",
+          "term",
+          "long",
+          "marketable",
+          "investments",
+          "restricted",
+          "cash",
+          "undrawn",
+          "revolver",
+          "capacity",
+          "Adjusted",
+          "free",
+          "flow",
+          "GAAP",
+          "measure",
+          "defined",
+          "provided",
+          "operating",
+          "activities",
+          "capital",
+          "expenditures",
+          "See",
+          "reconciliations",
+          "Appendix",
+          "details",
+          "summary",
+          "natural",
+          "image",
+          "Close",
+          "semiconductor",
+          "wafer",
+          "visible",
+          "green",
+          "blue",
+          "grating",
+          "pattern",
+          "dark",
+          "background",
+          "text",
+          "symbols"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "01f19830-0a21-59e8-b2fc-ec75b00672eb",
+            "relation": "embeds",
+            "ref": "[tables/table-1 Cash Flow Data.html]",
+            "position": {
+              "start": 193,
+              "end": 229
+            }
+          },
+          {
+            "target": "8cae7bd8-4cdb-5672-86ed-7075d7be2e9e",
+            "relation": "embeds",
+            "ref": "[images/image-22-Microchip Wafer.jpg]",
+            "position": {
+              "start": 869,
+              "end": 906
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "1ba71fac-6850-515c-bead-ca241360fc11",
+      "type": "table",
+      "content": "<table><tr><td>Revenue</td><td>$33.5 billion ± $750 million</td></tr><tr><td>Gross margin</td><td>Approximately 81%</td></tr><tr><td>Operating expenses</td><td>Approximately $1.40 billion</td></tr><tr><td>Diluted earnings per share*</td><td>$19.15 ± $0.40</td></tr></table>",
+      "path": "tables/table-2 Financial Data.html",
+      "metadata": {
+        "length": 273,
+        "summary": "table-3\nRevenue $33.5B ± $750M, gross margin ~81%, operating expenses ~$1.40B, diluted EPS $19.15 ± $0.40.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Appendix, micron",
+        "file_path": "tables/table-2 Financial Data.html",
+        "keywords": [
+          "Revenue",
+          "Gross margin",
+          "EPS"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "ad14a5ac-d000-54b2-901d-d34cbc567877",
+      "type": "text",
+      "content": "Non-GAAP\n\n[tables/table-2 Financial Data.html]\n\n\\*Based on \\~1.15 billion diluted shares.\nSee non-GAAP reconciliations in Appendix.",
+      "path": "micron-9c0becf5.pdf/Financial results/FQ3-26 guidance",
+      "metadata": {
+        "length": 148,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Appendix, micron",
+        "tokens": [
+          "Non",
+          "GAAP",
+          "Based",
+          "1.15",
+          "billion",
+          "diluted",
+          "shares",
+          "See",
+          "reconciliations",
+          "Appendix"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "1ba71fac-6850-515c-bead-ca241360fc11",
+            "relation": "embeds",
+            "ref": "[tables/table-2 Financial Data.html]",
+            "position": {
+              "start": 10,
+              "end": 46
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "423dc410-8aa0-524c-b5d7-e9db61d3535c",
+      "type": "text",
+      "content": "- We expect higher price, lower cost and favorable mix to all contribute to gross margin expansion in Q3.\n- As mentioned last quarter, Micron’s fiscal Q4 2026 opex will also reflect the effect of an additional work week in this 53-week fiscal year.\n- We expect to increase our fiscal 2027 opex as we ramp R&D investments in support of an unprecedented set of long-term opportunities in memory and storage.\n• We expect a fiscal Q3 and fiscal year 2026 tax rate of around 15.1%.\n- Micron continues to invest in a disciplined manner across our global footprint.\n- To address customer demand, as mentioned earlier, we now project our capital spending in fiscal 2026 to be above \\$25 billion.\n- In fiscal Q3, we project capex of approximately \\$7 billion while delivering significantly higher free cash flow on stronger operating cash flow.\n- Due to the need for cleanroom capacity, we expect our construction spend growth rate to outpace equipment spend growth in both fiscal 2026 and fiscal 2027.\n- Any impacts that may occur due to trade or geopolitical developments are not included in our guidance.",
+      "path": "micron-9c0becf5.pdf/Financial results/Outlook",
+      "metadata": {
+        "length": 1098,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Appendix, micron",
+        "tokens": [
+          "We",
+          "expect",
+          "higher",
+          "price",
+          "lower",
+          "cost",
+          "favorable",
+          "mix",
+          "contribute",
+          "gross",
+          "margin",
+          "expansion",
+          "Q3",
+          "As",
+          "mentioned",
+          "quarter",
+          "Micron",
+          "fiscal",
+          "Q4",
+          "2026",
+          "opex",
+          "reflect",
+          "effect",
+          "additional",
+          "work",
+          "week",
+          "53",
+          "year",
+          "increase",
+          "2027",
+          "ramp",
+          "investments",
+          "support",
+          "unprecedented",
+          "set",
+          "long",
+          "term",
+          "opportunities",
+          "memory",
+          "storage",
+          "tax",
+          "rate",
+          "15.1%",
+          "continues",
+          "invest",
+          "disciplined",
+          "manner",
+          "global",
+          "footprint",
+          "To",
+          "address",
+          "customer",
+          "demand",
+          "earlier",
+          "project",
+          "capital",
+          "spending",
+          "25",
+          "billion",
+          "In",
+          "capex",
+          "approximately",
+          "delivering",
+          "significantly",
+          "free",
+          "cash",
+          "flow",
+          "stronger",
+          "operating",
+          "Due",
+          "cleanroom",
+          "capacity",
+          "construction",
+          "spend",
+          "growth",
+          "outpace",
+          "equipment",
+          "Any",
+          "impacts",
+          "occur",
+          "due",
+          "trade",
+          "geopolitical",
+          "developments",
+          "included",
+          "guidance"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "4773ec45-2509-5225-bbbe-5f82c70250cb",
+      "type": "text",
+      "content": "",
+      "path": "micron-9c0becf5.pdf/Appendix",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Appendix, micron",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "4be0862c-06d5-56df-996a-92fa2f34aa2e",
+      "type": "table",
+      "content": "<table><tr><td>Amounts in millions, except per share</td><td>FQ2-26</td><td>% of revenue</td><td>FQ1-26</td><td>% of revenue</td><td>FQ2-25</td><td>% of revenue</td></tr><tr><td>Revenue</td><td>$23,860</td><td>100%</td><td>$13,643</td><td>100%</td><td>$8,053</td><td>100%</td></tr><tr><td>Gross margin</td><td>17,876</td><td>75%</td><td>7,753</td><td>57%</td><td>3,053</td><td>38%</td></tr><tr><td>Operating income</td><td>16,455</td><td>69%</td><td>6,419</td><td>47%</td><td>2,007</td><td>25%</td></tr><tr><td>Income tax (provision) benefit</td><td>(2,504)</td><td></td><td>(977)</td><td></td><td>(214)</td><td></td></tr><tr><td>Net income</td><td>14,021</td><td>59%</td><td>5,482</td><td>40%</td><td>1,783</td><td>22%</td></tr><tr><td>Diluted earnings per share</td><td>12.20</td><td></td><td>4.78</td><td></td><td>1.56</td><td></td></tr><tr><td>Cash provided by operating activities (GAAP)</td><td>11,903</td><td></td><td>8,411</td><td></td><td>3,942</td><td></td></tr><tr><td>Cash, marketable investments, and restricted cash (GAAP)</td><td>16,653</td><td></td><td>12,016</td><td></td><td>9,601</td><td></td></tr></table>",
+      "path": "tables/table-3 Quarterly Financials.html",
+      "metadata": {
+        "length": 1125,
+        "summary": "table-4\nRevenue grew from $8,053M in FQ2-25 to $23,860M in FQ2-26. Gross margin rose to 75%, operating income to 69%, and net income to 59% of revenue. Diluted EPS increased from $1.56 to $12.20.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Appendix, micron",
+        "file_path": "tables/table-3 Quarterly Financials.html",
+        "keywords": [
+          "Revenue",
+          "Gross Margin",
+          "Net Income"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "4852d9e9-df7a-53d2-85b6-7c206f496a40",
+      "type": "text",
+      "content": "Non-GAAP\n\n[tables/table-3 Quarterly Financials.html]\n\nSee non-GAAP reconciliations.",
+      "path": "micron-9c0becf5.pdf/Appendix/Financial summary",
+      "metadata": {
+        "length": 120,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Appendix, micron",
+        "tokens": [
+          "Non",
+          "GAAP",
+          "See",
+          "reconciliations"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "4be0862c-06d5-56df-996a-92fa2f34aa2e",
+            "relation": "embeds",
+            "ref": "[tables/table-3 Quarterly Financials.html]",
+            "position": {
+              "start": 10,
+              "end": 52
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "1741d21d-600d-516e-9b6b-223b023a4895",
+      "type": "table",
+      "content": "<table><tr><td>% of revenue</td><td>FQ2-26</td></tr><tr><td>DRAM</td><td>79 %</td></tr><tr><td>NAND</td><td>21 %</td></tr></table>",
+      "path": "tables/table-4 Revenue Breakdown.html",
+      "metadata": {
+        "length": 130,
+        "summary": "table-5\nThe table shows revenue percentages for FQ2-26: DRAM accounts for 79% and NAND accounts for 21%.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Appendix, micron",
+        "file_path": "tables/table-4 Revenue Breakdown.html",
+        "keywords": [
+          "DRAM",
+          "NAND",
+          "Revenue"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "e793c568-8799-5cad-8ecb-a1e2aa1a93f3",
+      "type": "table",
+      "content": "<table><tr><td>% Sales volume change</td><td>FQ2-26 Q/Q</td></tr><tr><td>DRAM</td><td>Increased mid-single digits</td></tr><tr><td>NAND</td><td>Increased in the low-single-digit percentage range</td></tr></table>",
+      "path": "tables/table-5 Sales Volume Change.html",
+      "metadata": {
+        "length": 212,
+        "summary": "table-6\nDRAM sales volume increased mid-single digits Q/Q, while NAND increased low-single-digit percentage range.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Appendix, micron",
+        "file_path": "tables/table-5 Sales Volume Change.html",
+        "keywords": [
+          "DRAM",
+          "NAND",
+          "Sales Change"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "16ef83eb-9e0d-5b5d-b9a2-11cbac258a7e",
+      "type": "table",
+      "content": "<table><tr><td>% ASP change</td><td>FQ2-26 Q/Q</td></tr><tr><td>DRAM</td><td>Increased in the mid-60s percentage range</td></tr><tr><td>NAND</td><td>Increased in the high-70s percentage range</td></tr></table>",
+      "path": "tables/table-6 ASP Changes Q_Q.html",
+      "metadata": {
+        "length": 209,
+        "summary": "table-7\nDRAM ASP increased in the mid-60s percentage range Q/Q, while NAND ASP increased in the high-70s percentage range.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Appendix, micron",
+        "file_path": "tables/table-6 ASP Changes Q_Q.html",
+        "keywords": [
+          "DRAM",
+          "NAND",
+          "ASP"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "9d4fa394-1eeb-5119-bd2d-7c6ab03d92b3",
+      "type": "table",
+      "content": "<table><tr><td></td><td>FQ2-26 non-GAAP (amounts in millions, except per share)</td><td>FQ3-26 non-GAAP guidance</td></tr><tr><td>Revenue</td><td>$23,860</td><td>$33.5 billion ± $750 million</td></tr><tr><td>Gross margin</td><td>74.9%</td><td>Approximately 81%</td></tr><tr><td>Operating expenses</td><td>$1,421</td><td>Approximately $1.40 billion</td></tr><tr><td>Diluted earnings per share</td><td>$12.20</td><td>$19.15 ± $0.40</td></tr></table>",
+      "path": "tables/table-7 FQ2-26 vs FQ3-26.html",
+      "metadata": {
+        "length": 447,
+        "summary": "table-8\nTable compares FQ2-26 non-GAAP actuals to FQ3-26 guidance: Revenue $23.86B vs ~$33.5B, Gross margin 74.9% vs ~81%, OpEx $1.42B vs ~$1.40B, Diluted EPS $12.20 vs ~$19.15.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Appendix, micron",
+        "file_path": "tables/table-7 FQ2-26 vs FQ3-26.html",
+        "keywords": [
+          "Revenue",
+          "Gross margin",
+          "EPS"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "85fa790b-a91c-5114-b367-235186a96450",
+      "type": "table",
+      "content": "<table><tr><td></td><td>FQ2-26 non-GAAP (amounts in millions)</td><td>FQ3-26 non-GAAP estimates</td></tr><tr><td>Diluted shares</td><td>1,149</td><td>~1.15 billion</td></tr><tr><td>Income tax (provision) benefit</td><td>($2,504)</td><td>Approximately 15.1%</td></tr><tr><td>Cash from operations (GAAP)</td><td>$11,903</td><td>—</td></tr><tr><td>Investments in capex, net (capital cash flow)</td><td>$5,004</td><td>Approximately $7.0 billion</td></tr></table>",
+      "path": "tables/table-8 Non-GAAP Estimates.html",
+      "metadata": {
+        "length": 458,
+        "summary": "table-9\nThe table compares FQ2-26 non-GAAP actuals with FQ3-26 estimates: diluted shares ~1.15B, income tax rate ~15.1%, capex ~$7.0B.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Appendix, micron",
+        "file_path": "tables/table-8 Non-GAAP Estimates.html",
+        "keywords": [
+          "Non-GAAP",
+          "Estimates",
+          "Financial Data"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "6cdab7bf-21b9-5c3f-b282-7625f75a7f88",
+      "type": "table",
+      "content": "<table><tr><td>Amounts in millions</td><td>FQ2-26</td><td>% of revenue</td><td>FQ1-26</td><td>% of revenue</td><td>FQ2-25</td><td>% of revenue</td></tr><tr><td>DRAM</td><td>$18,768</td><td>79%</td><td>$10,812</td><td>79%</td><td>$6,123</td><td>76%</td></tr><tr><td>NAND</td><td>4,997</td><td>21%</td><td>2,743</td><td>20%</td><td>1,855</td><td>23%</td></tr><tr><td>Other (primarily NOR)</td><td>95</td><td>—%</td><td>88</td><td>1%</td><td>75</td><td>1%</td></tr><tr><td>Total</td><td>$23,860</td><td>100%</td><td>$13,643</td><td>100%</td><td>$8,053</td><td>100%</td></tr></table>",
+      "path": "tables/table-9 Memory Revenue.html",
+      "metadata": {
+        "length": 579,
+        "summary": "table-10\nThe table shows memory revenue for FQ2-26, FQ1-26, and FQ2-25. DRAM revenue grew to $18,768M (79% of total), NAND to $4,997M (21%), and total revenue reached $23,860M.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Appendix, micron",
+        "file_path": "tables/table-9 Memory Revenue.html",
+        "keywords": [
+          "DRAM",
+          "NAND",
+          "Revenue"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "b6d67a85-3790-5010-a2b2-d93566b68397",
+      "type": "table",
+      "content": "<table><tr><td>Amounts in millions</td><td>FQ2-26</td><td>FQ1-26</td><td>Q/Q % Change</td><td>FQ2-25</td><td>Y/Y % Change</td></tr><tr><td>DRAM</td><td>$18,768</td><td>$10,812</td><td>74%</td><td>$6,123</td><td>207%</td></tr><tr><td>NAND</td><td>4,997</td><td>2,743</td><td>82%</td><td>1,855</td><td>169%</td></tr><tr><td>Other (primarily NOR)</td><td>95</td><td>88</td><td>8%</td><td>75</td><td>27%</td></tr><tr><td>Total</td><td>$23,860</td><td>$13,643</td><td>75%</td><td>$8,053</td><td>196%</td></tr></table>",
+      "path": "tables/table-10 Memory Revenue.html",
+      "metadata": {
+        "length": 512,
+        "summary": "table-11\nMemory revenue grew 75% Q/Q and 196% Y/Y to $23.86B, driven by DRAM up 74% Q/Q and 207% Y/Y, and NAND up 82% Q/Q and 169% Y/Y.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Appendix, micron",
+        "file_path": "tables/table-10 Memory Revenue.html",
+        "keywords": [
+          "DRAM",
+          "NAND",
+          "Revenue Growth"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "5ac1190d-59a2-5e3d-a165-183df1eab914",
+      "type": "image",
+      "content": "\nRevenue by technology <details>0\n[images/image-23-Abstract Digital Background.jpg]\n",
+      "path": "images/image-23-Abstract Digital Background.jpg",
+      "metadata": {
+        "length": 67,
+        "summary": "image-23\nMarch 18, 2026",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Appendix, micron",
+        "file_path": "images/image-23-Abstract Digital Background.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "36b58cde-8a21-511e-bbb3-54a94e564238",
+      "type": "table",
+      "content": "<table><tr><td>Amounts in millions</td><td>FQ2-26</td><td>FQ1-26</td><td>Q/Q % Change</td><td>FQ2-25</td><td>Y/Y % Change</td></tr><tr><td>Cloud Memory (CMBU)</td><td>$7,749</td><td>$5,284</td><td>47%</td><td>$2,947</td><td>163%</td></tr><tr><td>Core Data Center (CDBU)</td><td>5,687</td><td>2,379</td><td>139%</td><td>1,830</td><td>211%</td></tr><tr><td>Mobile and Client (MCBU)</td><td>7,711</td><td>4,255</td><td>81%</td><td>2,236</td><td>245%</td></tr><tr><td>Automotive and Embedded (AEBU)</td><td>2,708</td><td>1,720</td><td>57%</td><td>1,034</td><td>162%</td></tr></table>",
+      "path": "tables/table-11 Revenue Growth.html",
+      "metadata": {
+        "length": 579,
+        "summary": "table-12\nThe table shows revenue by segment for FQ2-26 vs prior periods, with all segments showing strong Q/Q and Y/Y growth, led by CDBU at 139% Q/Q and MCBU at 245% Y/Y.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Appendix, micron",
+        "file_path": "tables/table-11 Revenue Growth.html",
+        "keywords": [
+          "Revenue",
+          "Growth",
+          "Segments"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "5ac1190d-59a2-5e3d-a165-183df1eab914",
+      "type": "image",
+      "content": "\nRevenue by technology <details>0\n[images/image-23-Abstract Digital Background.jpg]\n",
+      "path": "images/image-23-Abstract Digital Background.jpg_2",
+      "metadata": {
+        "length": 67,
+        "summary": "image-23\nRevenue by technology <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Appendix, micron",
+        "file_path": "images/image-23-Abstract Digital Background.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "4f890f0c-5457-54f5-9cb1-9b7ff52129fd",
+      "type": "text",
+      "content": "[tables/table-4 Revenue Breakdown.html]\n\n\n[tables/table-5 Sales Volume Change.html]\n\n\n[tables/table-6 ASP Changes Q_Q.html]\n\n\n[tables/table-7 FQ2-26 vs FQ3-26.html]\n\n\n[tables/table-8 Non-GAAP Estimates.html]\n\nRevenue by technology\n\n[tables/table-9 Memory Revenue.html]\n\nPercentages of total revenue may not total 100% due to rounding.\nRevenue by technology\n\n[tables/table-10 Memory Revenue.html]\n\n\nRevenue by technology <details>0\n[images/image-23-Abstract Digital Background.jpg]\n\n<details>\n<summary>natural_image</summary>\nAbstract digital network visualization with glowing nodes and bokeh effects, no readable text or symbols\n</details>\nRevenue by business unit\n\n[tables/table-11 Revenue Growth.html]\n\n\nRevenue by technology <details>0\n[images/image-23-Abstract Digital Background.jpg]\n\n<details>\n<summary>natural_image</summary>\nAbstract digital network visualization with glowing nodes and bokeh effects, no readable text or symbols\n</details>",
+      "path": "micron-9c0becf5.pdf/Appendix/Non-GAAP financial data and guidance",
+      "metadata": {
+        "length": 1144,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Appendix, micron",
+        "tokens": [
+          "Revenue",
+          "technology",
+          "Percentages",
+          "total",
+          "revenue",
+          "100%",
+          "due",
+          "rounding",
+          "details",
+          "summary",
+          "natural",
+          "image",
+          "Abstract",
+          "digital",
+          "network",
+          "visualization",
+          "glowing",
+          "nodes",
+          "bokeh",
+          "effects",
+          "readable",
+          "text",
+          "symbols",
+          "business",
+          "unit"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "1741d21d-600d-516e-9b6b-223b023a4895",
+            "relation": "embeds",
+            "ref": "[tables/table-4 Revenue Breakdown.html]",
+            "position": {
+              "start": 0,
+              "end": 39
+            }
+          },
+          {
+            "target": "e793c568-8799-5cad-8ecb-a1e2aa1a93f3",
+            "relation": "embeds",
+            "ref": "[tables/table-5 Sales Volume Change.html]",
+            "position": {
+              "start": 42,
+              "end": 83
+            }
+          },
+          {
+            "target": "16ef83eb-9e0d-5b5d-b9a2-11cbac258a7e",
+            "relation": "embeds",
+            "ref": "[tables/table-6 ASP Changes Q_Q.html]",
+            "position": {
+              "start": 86,
+              "end": 123
+            }
+          },
+          {
+            "target": "9d4fa394-1eeb-5119-bd2d-7c6ab03d92b3",
+            "relation": "embeds",
+            "ref": "[tables/table-7 FQ2-26 vs FQ3-26.html]",
+            "position": {
+              "start": 126,
+              "end": 164
+            }
+          },
+          {
+            "target": "85fa790b-a91c-5114-b367-235186a96450",
+            "relation": "embeds",
+            "ref": "[tables/table-8 Non-GAAP Estimates.html]",
+            "position": {
+              "start": 167,
+              "end": 207
+            }
+          },
+          {
+            "target": "6cdab7bf-21b9-5c3f-b282-7625f75a7f88",
+            "relation": "embeds",
+            "ref": "[tables/table-9 Memory Revenue.html]",
+            "position": {
+              "start": 232,
+              "end": 268
+            }
+          },
+          {
+            "target": "b6d67a85-3790-5010-a2b2-d93566b68397",
+            "relation": "embeds",
+            "ref": "[tables/table-10 Memory Revenue.html]",
+            "position": {
+              "start": 358,
+              "end": 395
+            }
+          },
+          {
+            "target": "5ac1190d-59a2-5e3d-a165-183df1eab914",
+            "relation": "embeds",
+            "ref": "[images/image-23-Abstract Digital Background.jpg]",
+            "position": {
+              "start": 431,
+              "end": 480
+            }
+          },
+          {
+            "target": "36b58cde-8a21-511e-bbb3-54a94e564238",
+            "relation": "embeds",
+            "ref": "[tables/table-11 Revenue Growth.html]",
+            "position": {
+              "start": 667,
+              "end": 704
+            }
+          },
+          {
+            "target": "5ac1190d-59a2-5e3d-a165-183df1eab914",
+            "relation": "embeds",
+            "ref": "[images/image-23-Abstract Digital Background.jpg]",
+            "position": {
+              "start": 740,
+              "end": 789
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "e2c78da7-c375-5233-8f2d-26abf6731248",
+      "type": "text",
+      "content": "Consolidated results",
+      "path": "micron-9c0becf5.pdf/Appendix/Non-GAAP reconciliations",
+      "metadata": {
+        "length": 20,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Appendix, micron",
+        "tokens": [
+          "Consolidated",
+          "results"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "efb6d41b-3958-5cbf-900f-da2070625e60",
+      "type": "table",
+      "content": "<table><tr><td>Amounts in millions</td><td>FQ2-26</td><td>FQ1-26</td><td>FQ2-25</td></tr><tr><td>GAAP gross margin</td><td>$17,755</td><td>$7,646</td><td>$2,963</td></tr><tr><td>Stock-based compensation</td><td>121</td><td>107</td><td>89</td></tr><tr><td>Other</td><td>—</td><td>—</td><td>1</td></tr><tr><td>Non-GAAP gross margin</td><td>$17,876</td><td>$7,753</td><td>$3,053</td></tr><tr><td></td><td></td><td></td><td></td></tr><tr><td>GAAP operating expenses</td><td>$1,620</td><td>$1,510</td><td>$1,190</td></tr><tr><td>Stock-based compensation</td><td>(176)</td><td>(173)</td><td>(144)</td></tr><tr><td>Other</td><td>(23)</td><td>(3)</td><td>—</td></tr><tr><td>Non-GAAP operating expenses</td><td>$1,421</td><td>$1,334</td><td>$1,046</td></tr><tr><td></td><td></td><td></td><td></td></tr><tr><td>GAAP operating income</td><td>$16,135</td><td>$6,136</td><td>$1,773</td></tr><tr><td>Stock-based compensation</td><td>297</td><td>280</td><td>233</td></tr><tr><td>Other</td><td>23</td><td>3</td><td>1</td></tr><tr><td>Non-GAAP operating income</td><td>$16,455</td><td>$6,419</td><td>$2,007</td></tr></table>",
+      "path": "tables/table-12 Financial Results.html",
+      "metadata": {
+        "length": 1107,
+        "summary": "table-13\nThe table shows GAAP and Non-GAAP gross margins, operating expenses, and operating income for FQ2-26, FQ1-26, and FQ2-25, with adjustments for stock-based compensation and other items.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Appendix, micron",
+        "file_path": "tables/table-12 Financial Results.html",
+        "keywords": [
+          "GAAP",
+          "Non-GAAP",
+          "Margins"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "e2c78da7-c375-5233-8f2d-26abf6731248",
+      "type": "text",
+      "content": "[tables/table-12 Financial Results.html]\n\nConsolidated results",
+      "path": "micron-9c0becf5.pdf/Appendix/Non-GAAP reconciliations_2",
+      "metadata": {
+        "length": 85,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Appendix, micron",
+        "tokens": [
+          "Consolidated",
+          "results"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "efb6d41b-3958-5cbf-900f-da2070625e60",
+            "relation": "embeds",
+            "ref": "[tables/table-12 Financial Results.html]",
+            "position": {
+              "start": 0,
+              "end": 40
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "d790329f-8dd8-5fcf-9846-613e965cc218",
+      "type": "table",
+      "content": "<table><tr><td>Amounts in millions</td><td>FQ2-26</td><td>FQ1-26</td><td>FQ2-25</td></tr><tr><td>GAAP cost of goods sold</td><td>$6,105</td><td>$5,997</td><td>$5,090</td></tr><tr><td>Stock-based compensation</td><td>(121)</td><td>(107)</td><td>(89)</td></tr><tr><td>Other</td><td>—</td><td>—</td><td>(1)</td></tr><tr><td>Non-GAAP cost of goods sold</td><td>$5,984</td><td>$5,890</td><td>$5,000</td></tr><tr><td></td><td></td><td></td><td></td></tr><tr><td>GAAP research and development</td><td>$1,250</td><td>$1,171</td><td>$898</td></tr><tr><td>Stock-based compensation</td><td>(120)</td><td>(106)</td><td>(88)</td></tr><tr><td>Other</td><td>(1)</td><td>(1)</td><td>—</td></tr><tr><td>Non-GAAP research and development</td><td>$1,129</td><td>$1,064</td><td>$810</td></tr><tr><td></td><td></td><td></td><td></td></tr><tr><td>GAAP selling, general, and administrative</td><td>$344</td><td>$337</td><td>$285</td></tr><tr><td>Stock-based compensation</td><td>(56)</td><td>(67)</td><td>(56)</td></tr><tr><td>Non-GAAP selling, general, and administrative</td><td>$288</td><td>$270</td><td>$229</td></tr></table>",
+      "path": "tables/table-13 Non-GAAP Financials.html",
+      "metadata": {
+        "length": 1106,
+        "summary": "table-14\nThe table compares GAAP and Non-GAAP financials for cost of goods sold, R&D, and SG&A across FQ2-26, FQ1-26, and FQ2-25, with adjustments for stock-based compensation and other items.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Appendix, micron",
+        "file_path": "tables/table-13 Non-GAAP Financials.html",
+        "keywords": [
+          "Non-GAAP",
+          "Cost of Goods Sold",
+          "R&D"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "e2c78da7-c375-5233-8f2d-26abf6731248",
+      "type": "text",
+      "content": "[tables/table-13 Non-GAAP Financials.html]\n\nConsolidated results",
+      "path": "micron-9c0becf5.pdf/Appendix/Non-GAAP reconciliations_3",
+      "metadata": {
+        "length": 85,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Appendix, micron",
+        "tokens": [
+          "Consolidated",
+          "results"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "d790329f-8dd8-5fcf-9846-613e965cc218",
+            "relation": "embeds",
+            "ref": "[tables/table-13 Non-GAAP Financials.html]",
+            "position": {
+              "start": 0,
+              "end": 42
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "c20d310b-6e77-55b1-9e35-995f44b34fdc",
+      "type": "table",
+      "content": "<table><tr><td>Amounts in millions</td><td>FQ2-26</td><td>FQ1-26</td><td>FQ2-25</td></tr><tr><td>GAAP net income</td><td>$13,785</td><td>$5,240</td><td>$1,583</td></tr><tr><td>Stock-based compensation</td><td>297</td><td>280</td><td>233</td></tr><tr><td>Loss on debt prepayments</td><td>47</td><td>130</td><td>4</td></tr><tr><td>Other</td><td>25</td><td>(20)</td><td>—</td></tr><tr><td>Estimated tax effects of above and other tax adjustments</td><td>(133)</td><td>(148)</td><td>(37)</td></tr><tr><td>Non-GAAP net income</td><td>$14,021</td><td>$5,482</td><td>$1,783</td></tr><tr><td colspan=\"4\"></td></tr><tr><td>GAAP income tax (provision) benefit</td><td>($2,371)</td><td>($829)</td><td>($177)</td></tr><tr><td>Estimated tax effects of non-GAAP adjustments and other tax adjustments</td><td>(133)</td><td>(148)</td><td>(37)</td></tr><tr><td>Non-GAAP income tax (provision) benefit</td><td>($2,504)</td><td>($977)</td><td>($214)</td></tr></table>",
+      "path": "tables/table-14 Non-GAAP Net Income.html",
+      "metadata": {
+        "length": 948,
+        "summary": "table-15\nThe table compares GAAP and Non-GAAP net income and tax provisions for FQ2-26, FQ1-26, and FQ2-25, showing adjustments for stock-based compensation, debt prepayment losses, and tax effects.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Appendix, micron",
+        "file_path": "tables/table-14 Non-GAAP Net Income.html",
+        "keywords": [
+          "GAAP",
+          "Non-GAAP",
+          "Income"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "e2c78da7-c375-5233-8f2d-26abf6731248",
+      "type": "text",
+      "content": "[tables/table-14 Non-GAAP Net Income.html]\n\nConsolidated results",
+      "path": "micron-9c0becf5.pdf/Appendix/Non-GAAP reconciliations_4",
+      "metadata": {
+        "length": 85,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Appendix, micron",
+        "tokens": [
+          "Consolidated",
+          "results"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "c20d310b-6e77-55b1-9e35-995f44b34fdc",
+            "relation": "embeds",
+            "ref": "[tables/table-14 Non-GAAP Net Income.html]",
+            "position": {
+              "start": 0,
+              "end": 42
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "14e4d1c3-c086-5220-a3c0-9b0d8df814c4",
+      "type": "table",
+      "content": "<table><tr><td>Amounts in millions</td><td>FQ2-26</td><td>FQ1-26</td><td>FQ2-25</td></tr><tr><td>GAAP net income</td><td>$13,785</td><td>$5,240</td><td>$1,583</td></tr><tr><td>Interest (income) expense, net</td><td>(123)</td><td>(65)</td><td>4</td></tr><tr><td>Income tax provision (benefit)</td><td>2,371</td><td>829</td><td>177</td></tr><tr><td>Depreciation expense and amortization of intangible assets</td><td>2,286</td><td>2,212</td><td>2,079</td></tr><tr><td>Non-GAAP adjustments</td><td></td><td></td><td></td></tr><tr><td>Stock-based compensation</td><td>297</td><td>280</td><td>233</td></tr><tr><td>Loss on debt prepayments</td><td>47</td><td>130</td><td>4</td></tr><tr><td>Other</td><td>22</td><td>(22)</td><td>—</td></tr><tr><td>Adjusted EBITDA</td><td>$18,685</td><td>$8,604</td><td>$4,080</td></tr></table>",
+      "path": "tables/table-15 Adjusted EBITDA.html",
+      "metadata": {
+        "length": 819,
+        "summary": "table-16\nThe table shows GAAP net income, interest, taxes, depreciation, and non-GAAP adjustments for FQ2-26, FQ1-26, and FQ2-25, with Adjusted EBITDA of $18,685M, $8,604M, and $4,080M respectively.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Appendix, micron",
+        "file_path": "tables/table-15 Adjusted EBITDA.html",
+        "keywords": [
+          "GAAP net income",
+          "Adjusted EBITDA",
+          "Non-GAAP"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "e2c78da7-c375-5233-8f2d-26abf6731248",
+      "type": "text",
+      "content": "[tables/table-15 Adjusted EBITDA.html]\n\nConsolidated results",
+      "path": "micron-9c0becf5.pdf/Appendix/Non-GAAP reconciliations_5",
+      "metadata": {
+        "length": 85,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Appendix, micron",
+        "tokens": [
+          "Consolidated",
+          "results"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "14e4d1c3-c086-5220-a3c0-9b0d8df814c4",
+            "relation": "embeds",
+            "ref": "[tables/table-15 Adjusted EBITDA.html]",
+            "position": {
+              "start": 0,
+              "end": 38
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "647f6f63-13ab-5391-ac74-d8ed5716e63d",
+      "type": "table",
+      "content": "<table><tr><td>Amounts in millions, except per share</td><td>FQ2-26</td><td>FQ1-26</td><td>FQ2-25</td></tr><tr><td>GAAP shares used in diluted EPS calculations</td><td>1,142</td><td>1,138</td><td>1,123</td></tr><tr><td>Adjustment for stock-based compensation</td><td>7</td><td>10</td><td>20</td></tr><tr><td>Non-GAAP shares used in diluted EPS calculations</td><td>1,149</td><td>1,148</td><td>1,143</td></tr><tr><td>GAAP diluted earnings per share</td><td>$12.07</td><td>$4.60</td><td>$1.41</td></tr><tr><td>Effects of non-GAAP adjustments</td><td>0.13</td><td>0.18</td><td>0.15</td></tr><tr><td>Non-GAAP diluted earnings per share</td><td>$12.20</td><td>$4.78</td><td>$1.56</td></tr><tr><td>Net cash provided by operating activities</td><td>$11,903</td><td>$8,411</td><td>$3,942</td></tr><tr><td>Expenditures for property, plant, and equipment</td><td>(6,387)</td><td>(5,389)</td><td>(4,055)</td></tr><tr><td>Proceeds from sales of property, plant, and equipment</td><td>5</td><td>6</td><td>7</td></tr><tr><td>Proceeds from government incentives</td><td>1,378</td><td>878</td><td>963</td></tr><tr><td>Investments in capital expenditures, net</td><td>(5,004)</td><td>(4,505)</td><td>(3,085)</td></tr><tr><td>Adjusted free cash flow</td><td>$6,899</td><td>$3,906</td><td>$857</td></tr></table>",
+      "path": "tables/table-16 Financial Data.html",
+      "metadata": {
+        "length": 1292,
+        "summary": "table-17\nThe table shows GAAP and non-GAAP diluted EPS, shares, and adjusted free cash flow for FQ2-26, FQ1-26, and FQ2-25, with non-GAAP EPS rising from $1.56 to $12.20.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Appendix, micron",
+        "file_path": "tables/table-16 Financial Data.html",
+        "keywords": [
+          "EPS",
+          "Free Cash Flow",
+          "Shares"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "e2c78da7-c375-5233-8f2d-26abf6731248",
+      "type": "text",
+      "content": "[tables/table-16 Financial Data.html]\n\nConsolidated results",
+      "path": "micron-9c0becf5.pdf/Appendix/Non-GAAP reconciliations_6",
+      "metadata": {
+        "length": 89,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Appendix, micron",
+        "tokens": [
+          "Consolidated",
+          "results"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "647f6f63-13ab-5391-ac74-d8ed5716e63d",
+            "relation": "embeds",
+            "ref": "[tables/table-16 Financial Data.html]",
+            "position": {
+              "start": 0,
+              "end": 37
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "44f67395-bc64-59d6-ac9e-1986498eea8b",
+      "type": "table",
+      "content": "<table><tr><td>Amounts in millions</td><td>FQ2-26</td><td>FQ1-26</td><td>FQ2-25</td></tr><tr><td>Cash and cash equivalents</td><td>$13,908</td><td>$9,731</td><td>$7,552</td></tr><tr><td>Short-term investments</td><td>681</td><td>587</td><td>663</td></tr><tr><td>Long-term marketable investments</td><td>2,038</td><td>1,697</td><td>1,375</td></tr><tr><td>Restricted cash</td><td>26</td><td>1</td><td>11</td></tr><tr><td>Current debt</td><td>(585)</td><td>(569)</td><td>(504)</td></tr><tr><td>Long-term debt</td><td>(9,557)</td><td>(11,187)</td><td>(13,851)</td></tr><tr><td>Net cash</td><td>$6,511</td><td>$260</td><td>($4,754)</td></tr></table>",
+      "path": "tables/table-17 Cash Position.html",
+      "metadata": {
+        "length": 644,
+        "summary": "table-18\nThe table shows cash, investments, and debt for FQ2-26, FQ1-26, and FQ2-25. Net cash improved from negative to positive, reaching $6,511 million in FQ2-26.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Appendix, micron",
+        "file_path": "tables/table-17 Cash Position.html",
+        "keywords": [
+          "cash",
+          "debt",
+          "investments"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "26bf0e28-2429-5bd3-af39-7145f8e397ef",
+      "type": "text",
+      "content": "[tables/table-17 Cash Position.html]\n\nFQ3-26 guidance",
+      "path": "micron-9c0becf5.pdf/Appendix/Non-GAAP reconciliations_7",
+      "metadata": {
+        "length": 80,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Appendix, micron",
+        "tokens": [
+          "FQ3",
+          "26",
+          "guidance"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "44f67395-bc64-59d6-ac9e-1986498eea8b",
+            "relation": "embeds",
+            "ref": "[tables/table-17 Cash Position.html]",
+            "position": {
+              "start": 0,
+              "end": 36
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "66eaf0a4-9765-52f5-9736-0732ff78b553",
+      "type": "table",
+      "content": "<table><tr><td></td><td>GAAP Outlook</td><td colspan=\"2\">Adjustments</td><td>Non-GAAP Outlook</td></tr><tr><td>Revenue</td><td>$33.5 billion ± $750 million</td><td>—</td><td></td><td>$33.5 billion ± $750 million</td></tr><tr><td>Gross margin</td><td>Approximately 81%</td><td>—</td><td>A</td><td>Approximately 81%</td></tr><tr><td>Operating expenses</td><td>Approximately $1.60 billion</td><td>$200 million</td><td>B</td><td>Approximately $1.40 billion</td></tr><tr><td>Diluted earnings per share*</td><td>$18.90 ± $0.40</td><td>$0.25</td><td>A, B, C</td><td>$19.15 ± $0.40</td></tr></table>",
+      "path": "tables/table-18 GAAP vs Non-GAAP.html",
+      "metadata": {
+        "length": 591,
+        "summary": "table-19\nThe table compares GAAP and Non-GAAP outlook for revenue ($33.5B), gross margin (81%), operating expenses ($1.60B vs $1.40B), and diluted EPS ($18.90 vs $19.15).",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Appendix, micron",
+        "file_path": "tables/table-18 GAAP vs Non-GAAP.html",
+        "keywords": [
+          "GAAP",
+          "Non-GAAP",
+          "Outlook"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "06620ccb-e497-534d-81fe-e345597f6b12",
+      "type": "table",
+      "content": "<table><tr><td>A</td><td>Stock-based compensation – cost of goods sold</td><td>$141</td></tr><tr><td>B</td><td>Stock-based compensation – research and development</td><td>132</td></tr><tr><td>B</td><td>Stock-based compensation – selling, general, and administrative</td><td>68</td></tr><tr><td>C</td><td>Tax effects of the above items and other tax adjustments</td><td>(52)</td></tr><tr><td></td><td></td><td>$289</td></tr></table>",
+      "path": "tables/table-19 Stock Compensation.html",
+      "metadata": {
+        "length": 431,
+        "summary": "table-20\nThe table shows stock-based compensation costs: $141 for cost of goods sold, $132 for R&D, $68 for SG&A, and a tax adjustment of -$52, totaling $289.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Appendix, micron",
+        "file_path": "tables/table-19 Stock Compensation.html",
+        "keywords": [
+          "Stock-based compensation",
+          "Cost of goods sold",
+          "Tax effects"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "eda464b2-0823-562e-b2ce-6e382e8b6541",
+      "type": "text",
+      "content": "[tables/table-18 GAAP vs Non-GAAP.html]\n\nNon-GAAP Adjustments (amounts in millions)\n\n[tables/table-19 Stock Compensation.html]\n\n\\*GAAP earnings per share based on approximately 1.14 billion diluted shares and non-GAAP earnings per share based on approximately 1.15 billion diluted shares.\nThe above guidance does not incorporate the impact of any potential business combinations, divestitures, additional restructuring activities, balance sheet valuation adjustments, strategic investments, financing transactions, and other significant transactions. The timing and impact of such items are dependent on future events that may be uncertain or outside of our control.",
+      "path": "micron-9c0becf5.pdf/Appendix/Non-GAAP reconciliations_8",
+      "metadata": {
+        "length": 701,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Appendix, micron",
+        "tokens": [
+          "Non",
+          "GAAP",
+          "Adjustments",
+          "amounts",
+          "millions",
+          "earnings",
+          "share",
+          "based",
+          "approximately",
+          "1.14",
+          "billion",
+          "diluted",
+          "shares",
+          "1.15",
+          "The",
+          "guidance",
+          "incorporate",
+          "impact",
+          "potential",
+          "business",
+          "combinations",
+          "divestitures",
+          "additional",
+          "restructuring",
+          "activities",
+          "balance",
+          "sheet",
+          "valuation",
+          "adjustments",
+          "strategic",
+          "investments",
+          "financing",
+          "transactions",
+          "significant",
+          "timing",
+          "items",
+          "dependent",
+          "future",
+          "events",
+          "uncertain",
+          "control"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "66eaf0a4-9765-52f5-9736-0732ff78b553",
+            "relation": "embeds",
+            "ref": "[tables/table-18 GAAP vs Non-GAAP.html]",
+            "position": {
+              "start": 0,
+              "end": 39
+            }
+          },
+          {
+            "target": "06620ccb-e497-534d-81fe-e345597f6b12",
+            "relation": "embeds",
+            "ref": "[tables/table-19 Stock Compensation.html]",
+            "position": {
+              "start": 85,
+              "end": 126
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "ec38cf22-c92a-5bc1-8e6e-6083c5f7e0fe",
+      "type": "text",
+      "content": "Intelligence\nAccelerated™\n© 2026 Micron Technology, Inc. All rights reserved. Information, products, and/or specifications are subject to change without notice. All information is provided on an “AS IS” basis without warranties of any kind. Statements regarding products, including statements regarding product features, availability, functionality, or compatibility, are provided for informational purposes only and do not modify the warranty, if any, applicable to any product. Drawings may not be to scale. Micron, the Micron logo, the M logo, Intelligence Accelerated™, and other Micron trademarks are the property of Micron Technology, Inc. All other trademarks are the property of their respective owners.",
+      "path": "micron-9c0becf5.pdf/micron",
+      "metadata": {
+        "length": 711,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: Financial results, Appendix, micron",
+        "tokens": [
+          "Intelligence",
+          "Accelerated",
+          "2026",
+          "Micron",
+          "Technology",
+          "Inc",
+          "All",
+          "rights",
+          "reserved",
+          "Information",
+          "products",
+          "specifications",
+          "subject",
+          "change",
+          "notice",
+          "information",
+          "provided",
+          "AS",
+          "IS",
+          "basis",
+          "warranties",
+          "kind",
+          "Statements",
+          "including",
+          "statements",
+          "product",
+          "features",
+          "availability",
+          "functionality",
+          "compatibility",
+          "informational",
+          "purposes",
+          "modify",
+          "warranty",
+          "applicable",
+          "Drawings",
+          "scale",
+          "logo",
+          "trademarks",
+          "property",
+          "respective",
+          "owners"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    }
+  ]
+}
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/doc_nav.json b/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/doc_nav.json
new file mode 100644
index 000000000..a2d603ff1
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/doc_nav.json
@@ -0,0 +1,542 @@
+{
+  "version": "1.0",
+  "file_name": "Micron investor report 9c0becf5.pdf",
+  "stats": {
+    "total_chunks": 87,
+    "text_chunks": 43,
+    "image_chunks": 24,
+    "table_chunks": 20,
+    "max_depth": 3
+  },
+  "sections": [
+    {
+      "title": "Financial results",
+      "path": "micron-9c0becf5.pdf/Financial results",
+      "level": 1,
+      "summary": "FQ2 2026 # Financial results <details>0 [images/image-1-Abstract Grid Pattern.jpg] <details> <summary>natural_image</summary> Close-up of a semiconductor wafer with green, purple, and blue photovoltaic bands (no text or symbols visible) </details>",
+      "chunk_count": 31,
+      "children": [
+        {
+          "title": "Safe harbor statement",
+          "path": "micron-9c0becf5.pdf/Financial results/Safe harbor statement",
+          "level": 2,
+          "summary": "This passage contains standard legal disclaimers regarding forward-looking statements and non-GAAP financial measures. It cautions that projections about market demand, pricing, AI impact, manufacturing, and financial performance involve risks and uncertainties. It directs readers to SEC filings and a risk factor website for details. It also explains that non-GAAP measures exclude certain activities for better trend analysis, with reconciliations provided in the appendix.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Sanjay Mehrotra",
+          "path": "micron-9c0becf5.pdf/Financial results/Sanjay Mehrotra",
+          "level": 2,
+          "summary": "Chairman, President and Chief Executive Officer ## Safe harbor statement <details>0 [images/image-2-Micron Executive Portrait.jpg] <details> <summary>natural_image</summary> Portrait of a smiling man with gray hair and beard, wearing a blue blazer over a patterned shirt (no text or symbols visible) </details> <details> <details>0 [images/image-3-Automated RAM Testing Machine.jpg] <details> <summary>natural_image</summary> Industrial automation scene with robotic arms and green memory chips under purple lighting (no readable text or symbols) </details>",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Overview (1 of 3)",
+          "path": "micron-9c0becf5.pdf/Financial results/Overview (1 of 3)",
+          "level": 2,
+          "summary": "- Micron delivered an exceptional fiscal Q2, with stellar records in revenue, gross margin, EPS (earnings per share) and free cash flow. • Quarterly revenue nearly tripled versus one year ago, and revenue for DRAM, NAND, HBM (high-bandwidth memory) and each business unit reached new highs. - Our fiscal Q3 single-quarter revenue guidance exceeds the full year revenue for every year in our company’s history through fiscal 2024. - For fiscal Q3, we anticipate exceptional records across revenue, gross margin, EPS and free cash flow. - Reflecting confidence in the sustained strength of our business, I am pleased to announce that our board has approved a 30% increase in our quarterly dividend. - Micron delivered an exceptional fiscal Q2, with stellar records in revenue, gross margin, EPS (earnings per share) and free cash flow. <details>0 [images/image-4-Industrial Automation Machinery.jpg] <details> <summary>natural_image</summary> Interior view of a modern industrial facility with blue-tinted machinery and control panels, no visible text or symbols on equipment. </details>",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Overview (2 of 3)",
+          "path": "micron-9c0becf5.pdf/Financial results/Overview (2 of 3)",
+          "level": 2,
+          "summary": "- The step-up in our results and outlook are the outcome of an increase in memory demand driven by AI, structural supply constraints and Micron’s strong execution across the board. - Our memory and storage solutions are at the heart of this AI revolution. • Memory makes AI smarter and more capable, enabling longer context windows, deeper reasoning chains and multi-agent orchestration. - As AI evolves, we expect compute architectures to become more memory-intensive. - This is why we strongly believe that Micron is one of the biggest beneficiaries and enablers of AI. - AI hasn't just increased demand for memory — it has fundamentally recast memory as a defining strategic asset in the AI era. - Our memory and storage solutions are at the heart of this AI revolution. <details>0 [images/image-5-Cleanroom Operations.jpg] <details> <summary>text_image</summary> March 18, 2026 </details>",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Overview (3 of 3)",
+          "path": "micron-9c0becf5.pdf/Financial results/Overview (3 of 3)",
+          "level": 2,
+          "summary": "• We continue to work with customers on strategic customer agreements — or SCAs — that are different from prior LTAs (long-term agreements) and have specific commitments over a multi-year time horizon for improved visibility and stability in our business model. • These SCAs also provide customers greater certainty to plan their businesses while reinforcing long-term engagement across our broad product portfolio. • We are excited to have signed our first five-year SCA.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Technology (1 of 2)",
+          "path": "micron-9c0becf5.pdf/Financial results/Technology (1 of 2)",
+          "level": 2,
+          "summary": "• We are making excellent progress ramping our industry-leading 1γ (1-gamma) DRAM and G9 NAND technology nodes. - We expect $1\\gamma$ to become the highest-volume node in Micron's history. - Our 1γ node was already the fastest ramp to mature yields, is ramping volumes faster than all prior nodes in our history and is on track to become a majority of our DRAM bit mix by mid-calendar 2026. • We plan to increase EUV (extreme ultraviolet) adoption at the 1δ (1-delta) DRAM node utilizing the latest-generation EUV tools. - These more advanced EUV tools will help us optimize both cleanroom space efficiency and patterning when scaling to $1\\delta$ and beyond. • We are making excellent progress ramping our industry-leading 1γ (1-gamma) DRAM and G9 NAND technology nodes. <details>0 [images/image-6-Silicon Wafer Close-up.jpg] <details> <summary>natural_image</summary> Close-up of a green semiconductor wafer with grid pattern, tinted in blue and purple hues (no text or symbols visible) </details>",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Technology (2 of 2)",
+          "path": "micron-9c0becf5.pdf/Financial results/Technology (2 of 2)",
+          "level": 2,
+          "summary": "- In NAND, our G9 node also remains on track to constitute a majority of bits by mid-calendar 2026. We also achieved a record mix of QLC (quad-level cell) bits in the quarter. - Looking ahead, we expect co-location of R&D (research and development) and high-volume manufacturing at our Boise and our Singapore sites to speed up time to market for our leading edge products. • We see an unprecedented set of opportunities for memory and storage to enable the AI era across market segments and expect to meaningfully increase our R&D investments in fiscal 2027. - Micron’s technology leadership, product excellence and manufacturing execution is being recognized in quality scores from our customers. - I am pleased to report that a clear majority of our customers rank Micron No. 1 in quality. - In NAND, our G9 node also remains on track to constitute a majority of bits by mid-calendar 2026. We also achieved a record mix of QLC (quad-level cell) bits in the quarter. <details>0 [images/image-7-Micron Semiconductor Wafer.jpg] <details> <summary>natural_image</summary> Close-up of a solar panel with glowing red and orange patterns against a blue gradient background (no text or symbols) </details>",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Data center server demand",
+          "path": "micron-9c0becf5.pdf/Financial results/Data center server demand",
+          "level": 2,
+          "summary": "- AI demand is driving DRAM and NAND data center bit TAM (total addressable market) to exceed 50% of the industry TAM for the first time in calendar 2026. - Traditional server demand is robust, driven by a combination of demand from workloads initiated by agentic AI as well as broad-based server refresh. - AI server demand continues to be strong. Both AI and traditional server demand are constrained by lack of adequate DRAM and NAND supply. • We expect server units to grow in the low-teens percentage range in calendar 2026, driven by growth in both AI and traditional servers. • We expect server DRAM content to continue to grow in calendar 2026 with the introduction of new platforms.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Data center HBM",
+          "path": "micron-9c0becf5.pdf/Financial results/Data center HBM",
+          "level": 2,
+          "summary": "- At NVIDIA's GTC (GPU Technology Conference), we announced that Micron has begun volume shipments of its HBM4 36GB 12H in the first quarter of calendar year 2026 and is designed for the NVIDIA Vera Rubin. - With our HBM4 production ramp and volume shipments underway, we expect to reach mature yields faster than HBM3E. • We have also sampled our HBM4 16-high product, which provides 48GB of HBM capacity in each HBM cube, a 33% increase in HBM capacity compared to HBM4 12H. - Development of HBM4E, our next-generation HBM product, is well underway, and we expect to ramp volume in calendar 2027. Our HBM4E will leverage Micron's production-proven, industry-leading 1γ DRAM technology node and is set to deliver another step-function improvement in performance, enabling a whole new generation of AI compute platforms across the industry. - Additionally, HBM4E customization options offer us further differentiation opportunities and even deeper R&D engagement with customers. - At NVIDIA's GTC (GPU Technology Conference), we announced that Micron has begun volume shipments of its HBM4 36GB 12H in the first quarter of calendar year 2026 and is designed for the NVIDIA Vera Rubin. <details>0 [images/image-8-Micron Data Center.jpg] <details> <summary>natural_image</summary> Interior view of a modern data center with server racks illuminated by purple and blue neon lights (no visible text or symbols) </details>",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Data center LP DRAM",
+          "path": "micron-9c0becf5.pdf/Financial results/Data center LP DRAM",
+          "level": 2,
+          "summary": "- Micron pioneered the development of LP DRAM for the data center, which consumes one-third the power of DDR DRAM server modules. - Building on this leadership, we sampled the industry's first 256GB LP SOCAMM2 product, which is built using our 1γ node and enables a massive 2TB of capacity per CPU, quadrupling the content from just a year ago. • We see expanding use of LP DRAM in the data center in the years ahead, and we are excited to maintain an industry-leading innovative product roadmap in this market. - Rapid growth in AI inference is driving the emergence of new architectures optimized for the token economics of specific workloads. - Micron's broad portfolio of HBM, LP, DDR DRAM and SSD is a critical enabler across these architectures. - At GTC, the recent announcement of NVIDIA Groq 3 LPX implements up to 12TB of DDR5 in a rack scale architecture.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Data center NAND",
+          "path": "micron-9c0becf5.pdf/Financial results/Data center NAND",
+          "level": 2,
+          "summary": "Micron reports accelerating NAND bit demand in data centers driven by AI use cases like vector databases and KV cache offload, along with growing SSD adoption. The company is in high-volume production of G9 NAND-based PCIe Gen6 SSDs and a 122TB high-capacity SSD. Data center SSD market share reached a new record in 2025, with fiscal Q2 data center NAND revenues more than doubling sequentially. Demand significantly exceeds available supply for the foreseeable future.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "PC",
+          "path": "micron-9c0becf5.pdf/Financial results/PC",
+          "level": 2,
+          "summary": "- In calendar 2026, a number of factors, including DRAM and NAND supply constraints, could cause PC and smartphone units to decline in the low-double-digits percentage range. • Over time, we expect the value of on-device AI to drive strong memory content growth in PCs and smartphones. - In PCs, there has been exciting innovation recently with agentic AI applications such as OpenClaw, where AI agents can perform tasks independently on the host PC and also initiate workloads in the cloud. • PCs with on-device agentic AI capabilities have recommended memory specifications of at least 32GB, twice as much as the average PC. - Additionally, the fast-growing new category of personal AI workstations, such as NVIDIA DGX Spark and AMD Ryzen AI Halo, come in 128GB configurations, ideal for using large language models on device. - In calendar 2026, a number of factors, including DRAM and NAND supply constraints, could cause PC and smartphone units to decline in the low-double-digits percentage range. <details>0 [images/image-10-Laptop Keyboard and Screen.jpg] <details> <summary>text_image</summary> micron | 13 </details>",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Mobile",
+          "path": "micron-9c0becf5.pdf/Financial results/Mobile",
+          "level": 2,
+          "summary": "- Likewise, in smartphones, OEMs have recently announced new flagship devices such as Samsung Galaxy S26 and Google Pixel 10 with agentic AI integrated into their mobile operating systems. - The mix of flagship smartphones shipping with 12GB or more of DRAM increased to nearly $80\\%$ in calendar Q4, up from under $20\\%$ a year ago. - Micron is well-positioned to accelerate the opportunities in these markets with our industry-leading portfolio of products. - In PC, Micron completed qualifications for LPCAMM2 at a major OEM. At CES, we launched the industry's first Gen5 QLC client SSD based on G9 NAND. - Micron’s LPDDR5X is now designed into leading personal AI workstations, expanding our addressable market, with high volumes shipped to key customers. - In smartphones, Micron continues to receive strong interest and feedback from OEM and ecosystem partners on our 1γ-based LPDDR6 samples. - We built momentum with additional qualifications and mass production of our 10.7 Gbps 1γ LPDDR5X 16Gb product. - Micron is well-positioned to accelerate the opportunities in these markets with our industry-leading portfolio of products. <details>0 [images/image-11-Concert Photography.jpg] <details> <summary>natural_image</summary> Hand holding smartphone displaying a live music show with stage lights against a pink and blue background (no text or symbols on screen) </details>",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Automotive, industrial and embedded (1 of 2)",
+          "path": "micron-9c0becf5.pdf/Financial results/Automotive, industrial and embedded (1 of 2)",
+          "level": 2,
+          "summary": "• We saw continued pricing improvement across automotive, industrial and embedded markets. - Total AEBU (Automotive and Embedded Business Unit) revenues reached a record, with automotive and industrial revenue together exceeding \\$2 billion in the quarter. - In automotive, OEMs are deploying Level 2+ ADAS (advanced driver-assistance system) across their fleets at an accelerating pace. - The average car today has less than L2 ADAS capability, containing approximately 16GB of DRAM, while vehicles with L4 autonomy require over 300GB. - As more advanced ADAS and smart cabin adoption scales, we expect robust long-term growth in automotive memory demand. • We have shipped samples of the industry's first automotive grade 1γ LPDDR5 DRAM, and in NAND, we were first in the industry with a G9-based UFS 4.1 automotive solution, further reinforcing our technology leadership in this market. - Total AEBU (Automotive and Embedded Business Unit) revenues reached a record, with automotive and industrial revenue together exceeding \\$2 billion in the quarter. <details>0 [images/image-12-Micron Automotive Interior Concept.jpg] <details> <summary>natural_image</summary> Interior view of a modern car dashboard with digital dashboard and smartwatch (no visible text or symbols) </details>",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Automotive, industrial and embedded (2 of 2)",
+          "path": "micron-9c0becf5.pdf/Financial results/Automotive, industrial and embedded (2 of 2)",
+          "level": 2,
+          "summary": "- Rapid improvements in AI are supercharging the capabilities of robots. • We believe we are on the cusp of a 20-year growth vector in robotics and expect robotics to become one of the largest product categories in the technology world. - Humanoid robots will be AI-enabled and will be powered by a compute platform that rivals that of a high-end L4-capable automobile, thus requiring significant memory and storage capacity. We expect this exciting new category of growth to further underpin the long-term favorable dynamics that shape our industry environment. - Micron is very well-positioned to leverage this opportunity in close partnership with our customers, enabled by our industry-leading technology, product solutions and operational capabilities. ## Automotive, industrial and embedded (2 of 2) <details>0 [images/image-13-Robot GR-12 Carrying Package in Warehouse.jpg] <details> <summary>natural_image</summary> Robot GR-12 carrying a package in a modern automated factory setting with robotic arms in the background (no visible text or symbols) </details> <details> <details>0 [images/image-14-Business Meeting.jpg] <details> <summary>natural_image</summary> Three business professionals in a meeting setting with a large projection screen showing mathematical graphs (no readable text or symbols) </details>",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Market outlook",
+          "path": "micron-9c0becf5.pdf/Financial results/Market outlook",
+          "level": 2,
+          "summary": "• We expect both DRAM and NAND industry bit demand in calendar 2026 to be constrained by supply. • We continue to expect supply-demand conditions for both DRAM and NAND to remain tight beyond calendar 2026. • We expect industry DRAM bit shipments in calendar 2026 to grow in the low-20s percentage range, slightly above our prior outlook. - In DRAM, cleanroom constraints and long construction lead times, higher HBM trade ratio, higher HBM growth rates and declining bits per wafer growth from node migrations constrain bit supply growth. • We expect industry NAND bit shipments in calendar 2026 to grow approximately 20%. - In NAND, some industry suppliers redirecting cleanroom space for DRAM and overall limited cleanroom space constrain bit supply growth. • We expect Micron DRAM and NAND supply to grow approximately in line with the industry in calendar 2026. • We expect industry DRAM bit shipments in calendar 2026 to grow in the low-20s percentage range, slightly above our prior outlook. <details>0 [images/image-15-Semiconductor Cleanroom Facility.jpg] <details> <summary>natural_image</summary> Interior of a high-tech semiconductor fabrication facility with workers in full cleanroom suits walking along the aisle (no visible text or symbols) </details>",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Supply efforts (1 of 3)",
+          "path": "micron-9c0becf5.pdf/Financial results/Supply efforts (1 of 3)",
+          "level": 2,
+          "summary": "- Micron is working to address the unprecedented gap between supply and demand, and we achieved several important milestones in expanding our global manufacturing footprint this past quarter. - In DRAM, earlier this week, we announced the successful closing of the acquisition of the Tongluo site from Powerchip Semiconductor, completing the transaction ahead of schedule. We expect this site to support meaningful product shipments from the existing fab beginning in fiscal 2028. - Adding to the existing fab, we plan to begin construction of a similar-sized second cleanroom at this site by the end of fiscal 2026. • We continue to expect initial wafer output at our first Idaho fab in mid-calendar 2027, and ground preparation has begun for our second Idaho fab. - We broke ground on our first fab at the New York site, and initial ground preparation activities are ahead of plan. - In Japan, we are making good progress on ground preparation for our cleanroom expansion to enable future technology transitions in our Hiroshima site. - In DRAM, earlier this week, we announced the successful closing of the acquisition of the Tongluo site from Powerchip Semiconductor, completing the transaction ahead of schedule. We expect this site to support meaningful product shipments from the existing fab beginning in fiscal 2028. <details>0 [images/image-16-Laboratory Safety Work.jpg] <details> <summary>text_image</summary> March 18, 2026 </details>",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Supply efforts (2 of 3)",
+          "path": "micron-9c0becf5.pdf/Financial results/Supply efforts (2 of 3)",
+          "level": 2,
+          "summary": "- In NAND, the combination of a higher demand outlook and our decision to co-locate R&D cleanroom in our manufacturing fab underpin our decision to break ground for a new NAND fab at our Singapore site. • We expect initial wafer output from this fab in the second half of calendar 2028. - In assembly and test, we commenced commercial shipments from our new facility in India. - This state-of-the-art facility will be among the largest single-floor assembly and test cleanrooms in the world. - Our Singapore advanced packaging facility for HBM is on track to contribute meaningfully to Micron’s HBM supply in calendar year 2027. - In NAND, the combination of a higher demand outlook and our decision to co-locate R&D cleanroom in our manufacturing fab underpin our decision to break ground for a new NAND fab at our Singapore site. <details>0 [images/image-17-Construction Site Progress.jpg] <details> <summary>natural_image</summary> Aerial view of a large industrial construction site with steel framework and workers, no visible text or symbols. </details>",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Supply efforts (3 of 3)",
+          "path": "micron-9c0becf5.pdf/Financial results/Supply efforts (3 of 3)",
+          "level": 2,
+          "summary": "- We expect fiscal 2026 capex (capital expenditures) to be above \\$25 billion. - From our last earnings call estimate, the majority of the increase is driven by cleanroom facility-related capex — of which the largest factor is Tongluo, followed by construction spend increase on our U.S. fab projects. • We project our fiscal 2027 capex to step up meaningfully to support HBM- and DRAM-related investments. - We expect construction-related capex to increase by over \\$10 billion year-over-year in fiscal 2027 as we build out our global manufacturing sites to address long-term demand opportunities. - In addition, we expect higher equipment spend year-over-year in fiscal 2027. - As we make these investments, we will continue to be responsive to the market environment and our customer demand to appropriately align our supply plans.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Mark Murphy",
+          "path": "micron-9c0becf5.pdf/Financial results/Mark Murphy",
+          "level": 2,
+          "summary": "Chief Financial Officer - We expect construction-related capex to increase by over \\$10 billion year-over-year in fiscal 2027 as we build out our global manufacturing sites to address long-term demand opportunities. <details>0 [images/image-18-Micron Executive Portrait.jpg] <details> <summary>natural_image</summary> Portrait of a man in a gray suit and collared shirt against a black background (no text or symbols visible) </details>",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "FQ2-26 revenue \\$23.9B",
+          "path": "micron-9c0becf5.pdf/Financial results/FQ2-26 revenue \\$23.9B",
+          "level": 2,
+          "summary": "\\$23.9B Revenue up 75% Q/Q and up 196% Y/Y",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Performance by technology",
+          "path": "micron-9c0becf5.pdf/Financial results/Performance by technology",
+          "level": 2,
+          "summary": "",
+          "chunk_count": 3,
+          "children": [
+            {
+              "title": "DRAM FQ2-26",
+              "path": "micron-9c0becf5.pdf/Financial results/Performance by technology/DRAM FQ2-26",
+              "level": 3,
+              "summary": "- \\$18.8 billion, representing 79% of total revenue in FQ2-26 • Revenue increased 207% Y/Y • Revenue increased 74% Q/Q - Bit shipments up mid-single digits Q/Q - ASPs increased in mid-60s percentage range Q/Q",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "NAND FQ2-26",
+              "path": "micron-9c0becf5.pdf/Financial results/Performance by technology/NAND FQ2-26",
+              "level": 3,
+              "summary": "- \\$5.0 billion, representing 21% of total revenue in FQ2-26 • Revenue increased 169% Y/Y • Revenue increased 82% Q/Q - Bit shipments increased in low single digit percentage range Q/Q - ASPs increased in high-70s percentage range Q/Q Quarterly business unit financial results [tables/table-0 Segment Financials.html] • Revenue increased 82% Q/Q <details>0 [images/image-19-Abstract Digital Background.jpg] <details> <summary>natural_image</summary> Abstract digital artwork with glowing dots and bokeh background, no readable text or symbols </details>",
+              "chunk_count": 1,
+              "children": []
+            }
+          ]
+        },
+        {
+          "title": "Financial performance by business unit (1 of 2)",
+          "path": "micron-9c0becf5.pdf/Financial results/Financial performance by business unit (1 of 2)",
+          "level": 2,
+          "summary": "- Cloud Memory Business Unit revenue was a record \\$7.7 billion and represented 32% of total company revenue. - CMBU revenue was up 47% sequentially, driven by an increase in prices and favorable mix. - CMBU gross margins were 74%, higher by 9 percentage points sequentially, driven by higher pricing and cost execution. - Core Data Center Business Unit revenue was a record \\$5.7 billion and represented 24% of total company revenue. - CDBU revenue was up 139% sequentially, driven by higher pricing and bit shipments. - CDBU gross margins were 74%, up 23 percentage points sequentially, driven by higher pricing and favorable mix. - CMBU revenue was up 47% sequentially, driven by an increase in prices and favorable mix. <details>0 [images/image-20-Abstract Digital Wave.jpg] <details> <summary>natural_image</summary> Abstract digital network visualization with glowing nodes and green bokeh effects, no readable text or symbols </details>",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Financial performance by business unit (2 of 2)",
+          "path": "micron-9c0becf5.pdf/Financial results/Financial performance by business unit (2 of 2)",
+          "level": 2,
+          "summary": "- Mobile Client Business Unit revenue was a record \\$7.7 billion and represented 32% of total company revenue. - MCBU revenue was up 81% sequentially, driven by higher pricing, partially offset by lower bit shipments. - MCBU gross margins were 79%, up 25 percentage points sequentially, driven primarily by higher pricing and favorable mix. - Automotive and Embedded Business Unit revenue was a record \\$2.7 billion and represented 11% of total company revenue. - AEBU revenue was up 57% sequentially, driven by higher pricing, partially offset by lower bit shipments. - AEBU gross margins were 68%, up 23 percentage points sequentially, driven primarily by higher pricing.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "FQ2-26",
+          "path": "micron-9c0becf5.pdf/Financial results/FQ2-26",
+          "level": 2,
+          "summary": "Non-GAAP operating results Revenue: \\$23.86 billion Gross margin: 74.9% Operating expenses: \\$1.42 billion Operating income: \\$16.46 billion Net income: \\$14.02 billion Diluted earnings per share: \\$12.20 Cash from operations (GAAP): \\$11.90 billion See non-GAAP reconciliations in Appendix Operating income: \\$16.46 billion <details>0 [images/image-21-Micron Presentation Slide.jpg] <details> <summary>natural_image</summary> Abstract digital artwork with glowing purple and blue water droplets against a dark background, no text or symbols present. </details>",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Cash flow and capital allocation",
+          "path": "micron-9c0becf5.pdf/Financial results/Cash flow and capital allocation",
+          "level": 2,
+          "summary": "From FY-23 to FQ2-26 - \\$1.4 billion toward repurchasing 14 million shares - \\$1.8 billion towards dividends paid - \\$3.2 billion returned to shareholders from share repurchases and dividends [tables/table-1 Cash Flow Data.html] $^{1}$ Capex net of proceeds from government incentives and proceeds from sales of property, plant, and equipment. $^{2}$ Cash, short-term and long-term marketable investments, restricted cash, and undrawn revolver capacity. \\*Adjusted free cash flow is a non-GAAP measure defined as net cash provided by operating activities less investments in capital expenditures net of proceeds from government incentives and proceeds from sales of property, plant, and equipment. See non-GAAP reconciliations in Appendix. $^{1}$ Capex net of proceeds from government incentives and proceeds from sales of property, plant, and equipment. <details>0 [images/image-22-Microchip Wafer.jpg] <details> <summary>natural_image</summary> Close-up of a semiconductor wafer with visible green and blue grating pattern against dark background (no text or symbols) </details>",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "FQ3-26 guidance",
+          "path": "micron-9c0becf5.pdf/Financial results/FQ3-26 guidance",
+          "level": 2,
+          "summary": "Non-GAAP [tables/table-2 Financial Data.html] \\*Based on \\~1.15 billion diluted shares. See non-GAAP reconciliations in Appendix.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Outlook",
+          "path": "micron-9c0becf5.pdf/Financial results/Outlook",
+          "level": 2,
+          "summary": "- We expect higher price, lower cost and favorable mix to all contribute to gross margin expansion in Q3. - As mentioned last quarter, Micron’s fiscal Q4 2026 opex will also reflect the effect of an additional work week in this 53-week fiscal year. - We expect to increase our fiscal 2027 opex as we ramp R&D investments in support of an unprecedented set of long-term opportunities in memory and storage. • We expect a fiscal Q3 and fiscal year 2026 tax rate of around 15.1%. - Micron continues to invest in a disciplined manner across our global footprint. - To address customer demand, as mentioned earlier, we now project our capital spending in fiscal 2026 to be above \\$25 billion. - In fiscal Q3, we project capex of approximately \\$7 billion while delivering significantly higher free cash flow on stronger operating cash flow. - Due to the need for cleanroom capacity, we expect our construction spend growth rate to outpace equipment spend growth in both fiscal 2026 and fiscal 2027. - Any impacts that may occur due to trade or geopolitical developments are not included in our guidance.",
+          "chunk_count": 1,
+          "children": []
+        }
+      ]
+    },
+    {
+      "title": "Appendix",
+      "path": "micron-9c0becf5.pdf/Appendix",
+      "level": 1,
+      "summary": "",
+      "chunk_count": 11,
+      "children": [
+        {
+          "title": "Financial summary",
+          "path": "micron-9c0becf5.pdf/Appendix/Financial summary",
+          "level": 2,
+          "summary": "Non-GAAP [tables/table-3 Quarterly Financials.html] See non-GAAP reconciliations.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Non-GAAP financial data and guidance",
+          "path": "micron-9c0becf5.pdf/Appendix/Non-GAAP financial data and guidance",
+          "level": 2,
+          "summary": "[tables/table-4 Revenue Breakdown.html] [tables/table-5 Sales Volume Change.html] [tables/table-6 ASP Changes Q_Q.html] [tables/table-7 FQ2-26 vs FQ3-26.html] [tables/table-8 Non-GAAP Estimates.html] Revenue by technology [tables/table-9 Memory Revenue.html] Percentages of total revenue may not total 100% due to rounding. Revenue by technology [tables/table-10 Memory Revenue.html] Revenue by technology <details>0 [images/image-23-Abstract Digital Background.jpg] <details> <summary>natural_image</summary> Abstract digital network visualization with glowing nodes and bokeh effects, no readable text or symbols </details> Revenue by business unit [tables/table-11 Revenue Growth.html] Revenue by technology <details>0 [images/image-23-Abstract Digital Background.jpg] <details> <summary>natural_image</summary> Abstract digital network visualization with glowing nodes and bokeh effects, no readable text or symbols </details>",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Non-GAAP reconciliations",
+          "path": "micron-9c0becf5.pdf/Appendix/Non-GAAP reconciliations",
+          "level": 2,
+          "summary": "Consolidated results",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Non-GAAP reconciliations_2",
+          "path": "micron-9c0becf5.pdf/Appendix/Non-GAAP reconciliations_2",
+          "level": 2,
+          "summary": "[tables/table-12 Financial Results.html] Consolidated results",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Non-GAAP reconciliations_3",
+          "path": "micron-9c0becf5.pdf/Appendix/Non-GAAP reconciliations_3",
+          "level": 2,
+          "summary": "[tables/table-13 Non-GAAP Financials.html] Consolidated results",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Non-GAAP reconciliations_4",
+          "path": "micron-9c0becf5.pdf/Appendix/Non-GAAP reconciliations_4",
+          "level": 2,
+          "summary": "[tables/table-14 Non-GAAP Net Income.html] Consolidated results",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Non-GAAP reconciliations_5",
+          "path": "micron-9c0becf5.pdf/Appendix/Non-GAAP reconciliations_5",
+          "level": 2,
+          "summary": "[tables/table-15 Adjusted EBITDA.html] Consolidated results",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Non-GAAP reconciliations_6",
+          "path": "micron-9c0becf5.pdf/Appendix/Non-GAAP reconciliations_6",
+          "level": 2,
+          "summary": "[tables/table-16 Financial Data.html] Consolidated results",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Non-GAAP reconciliations_7",
+          "path": "micron-9c0becf5.pdf/Appendix/Non-GAAP reconciliations_7",
+          "level": 2,
+          "summary": "[tables/table-17 Cash Position.html] FQ3-26 guidance",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Non-GAAP reconciliations_8",
+          "path": "micron-9c0becf5.pdf/Appendix/Non-GAAP reconciliations_8",
+          "level": 2,
+          "summary": "[tables/table-18 GAAP vs Non-GAAP.html] Non-GAAP Adjustments (amounts in millions) [tables/table-19 Stock Compensation.html] \\*GAAP earnings per share based on approximately 1.14 billion diluted shares and non-GAAP earnings per share based on approximately 1.15 billion diluted shares. The above guidance does not incorporate the impact of any potential business combinations, divestitures, additional restructuring activities, balance sheet valuation adjustments, strategic investments, financing transactions, and other significant transactions. The timing and impact of such items are dependent on future events that may be uncertain or outside of our control.",
+          "chunk_count": 1,
+          "children": []
+        }
+      ]
+    },
+    {
+      "title": "micron",
+      "path": "micron-9c0becf5.pdf/micron",
+      "level": 1,
+      "summary": "Intelligence Accelerated™ © 2026 Micron Technology, Inc. All rights reserved. Information, products, and/or specifications are subject to change without notice. All information is provided on an “AS IS” basis without warranties of any kind. Statements regarding products, including statements regarding product features, availability, functionality, or compatibility, are provided for informational purposes only and do not modify the warranty, if any, applicable to any product. Drawings may not be to scale. Micron, the Micron logo, the M logo, Intelligence Accelerated™, and other Micron trademarks are the property of Micron Technology, Inc. All other trademarks are the property of their respective owners.",
+      "chunk_count": 1,
+      "children": []
+    }
+  ],
+  "resources": {
+    "images": [
+      {
+        "path": "images/image-1-Abstract Grid Pattern.jpg",
+        "summary": "image-1 Vibrant, iridescent grid lines on a curved surface displaying a gradient of colors from magenta and purple to cyan and blue. The image features a geometric lattice structure with glowing intersections against a dark background."
+      },
+      {
+        "path": "images/image-2-Micron Executive Portrait.jpg",
+        "summary": "image-2 - Subject: Professional headshot of a middle-aged man with graying hair and beard, smiling at the camera. - Attire: Wearing a textured blue blazer over a patterned light purple button-down shirt. - Background: Solid black studio background. - Visible Text/Logos: \"micron\" logo in the bottom right corner; page number \"3\" next to the logo."
+      },
+      {
+        "path": "images/image-3-Automated RAM Testing Machine.jpg",
+        "summary": "image-3 - Primary Subject: Automated industrial testing equipment handling green RAM memory modules. - Key Components: - Vertical array of black mechanical probes or testers suspended above the components. - Green RAM sticks (SODIMM format) positioned in a row for processing. - Red indicator lights visible on the testing mechanism. - Metal conveyor belt with rollers at the bottom for transport. - Lighting: Distinctive purple ambient lighting illuminates the machinery. - Visible Text: \"March 18, 2026\" located at the bottom left corner."
+      },
+      {
+        "path": "images/image-4-Industrial Automation Machinery.jpg",
+        "summary": "image-4 - Primary Subject: Close-up view of an automated manufacturing or packaging machine, likely a rotary indexing table or conveyor system. - Key Features: - Central rotating mechanism with metallic components and safety guards. - Blue lighting illuminating the machinery, suggesting a cleanroom or high-tech environment. - Safety signage visible on the central column (e.g., warning labels). - Transparent protective barriers surrounding the operational area. - Date Stamp: \"March 18, 2026\" visible in the bottom-left corner."
+      },
+      {
+        "path": "images/image-5-Cleanroom Operations.jpg",
+        "summary": "image-5 - Personnel in full white protective suits (bunny suits) working at computer stations - Environment appears to be a semiconductor or electronics manufacturing facility - Multiple workstations with monitors and equipment visible - Date stamp: March 18, 2026"
+      },
+      {
+        "path": "images/image-6-Silicon Wafer Close-up.jpg",
+        "summary": "image-6 - Subject: Circular silicon wafer used in semiconductor manufacturing - Visual features: Grid pattern of microchips (dies) etched onto the surface - Coloration: Iridescent interference colors (green, blue, purple) caused by thin-film coatings or oxidation layers - Lighting: Dramatic side lighting highlighting the wafer's edge and surface texture against a dark background"
+      },
+      {
+        "path": "images/image-7-Micron Semiconductor Wafer.jpg",
+        "summary": "image-7 - Subject: Close-up photograph of a silicon semiconductor wafer featuring a grid pattern of microchips. - Visual Details: The image displays iridescent colors (red, orange, green, blue) caused by light interference on the wafer's surface layers. - Text/Branding: \"micron\" logo visible in the bottom right corner. - Page Number: The number \"8\" is displayed next to the logo."
+      },
+      {
+        "path": "images/image-8-Micron Data Center.jpg",
+        "summary": "image-8 - Visual: A futuristic server room or data center aisle featuring rows of server racks with glass doors. The interior is illuminated by vibrant pink and purple neon lighting, creating a high-tech aesthetic. - Ceiling: Exposed infrastructure with cable trays and piping running parallel to the server racks. - Floor: Tiled flooring reflecting the ambient light, with a distinct blue LED strip line marking the base of the rack row. - Text/Branding: \"micron\" logo visible at the bottom right corner, accompanied by the number \"10\"."
+      },
+      {
+        "path": "images/image-9-Server Room Interior.jpg",
+        "summary": "image-9 - Rows of server racks with glass doors and illuminated internal components - Raised perforated flooring typical of data centers - Overhead cabling trays and linear lighting fixtures - Blue ambient lighting throughout the facility"
+      },
+      {
+        "path": "images/image-10-Laptop Keyboard and Screen.jpg",
+        "summary": "image-10 - Device: Laptop computer with a backlit keyboard and screen displaying colorful graphics. - Keyboard Layout: QWERTY layout with Cyrillic characters visible on the keys (e.g., \"Й\", \"Ц\", \"У\", \"К\", \"Е\"). - Screen Display: Abstract wavy pattern in blue, white, yellow, pink, and red colors. - Branding/Text: \"micron\" logo and page number \"13\" at the bottom right corner."
+      },
+      {
+        "path": "images/image-11-Concert Photography.jpg",
+        "summary": "image-11 - Primary subject: A person holding a smartphone horizontally to record or photograph a live concert. - Scene details: The phone screen displays a stage with bright spotlights, laser beams, and a crowd of people in the foreground. - Notable features: The image captures the perspective of an audience member using technology to document the event. - Text visible: \"micron\" logo and page number \"14\" at the bottom right corner."
+      },
+      {
+        "path": "images/image-12-Micron Automotive Interior Concept.jpg",
+        "summary": "image-12 - Futuristic vehicle cockpit featuring a digital steering wheel and circular instrument cluster with blue holographic displays. - Large central touchscreen interface displaying a 3D wireframe model of the car and various control menus. - Center console includes a secondary tablet device, a spherical gear selector knob, and mechanical components. - Ambient lighting accents in blue and red tones throughout the dashboard and console area. - \"micron\" logo visible at the bottom center. - Page number \"15\" located at the bottom right corner."
+      },
+      {
+        "path": "images/image-13-Robot GR-12 Carrying Package in Warehouse.jpg",
+        "summary": "image-13 Primary Subject: A humanoid robot (model GR-12) walking through a warehouse or factory environment while carrying a cardboard box. Visible Text & Markings: - Robot Chest Label: \"GR-12\" - Box Symbols: Fragile symbol, Keep Dry symbol, and Recycle symbol visible on the package. Background Elements: - Yellow industrial robotic arm mounted on a rail system. - Metal shelving units stocked with blue bins. - Industrial lighting and structural beams."
+      },
+      {
+        "path": "images/image-14-Business Meeting.jpg",
+        "summary": "image-14 A group of professionals is gathered around a conference table in a glass-walled meeting room. A woman in a purple top stands and points at documents on the table, leading the discussion with two seated colleagues. In the background, a large screen displays mathematical graphs or charts. The date \"March 18, 2026\" is visible at the bottom left."
+      },
+      {
+        "path": "images/image-15-Semiconductor Cleanroom Facility.jpg",
+        "summary": "image-15 - Scene: Interior of a high-tech manufacturing cleanroom (likely semiconductor fabrication) - Subject: A worker wearing full-body protective gear (bunny suit), including hood, mask, and gloves, walking down the central aisle - Equipment: Rows of large, stainless steel industrial machinery lining both sides of the corridor; overhead cable trays and conduits visible on the ceiling - Environment: Raised perforated flooring for air filtration/ventilation; bright lighting with yellow-tinted areas in the background typical of photoresist processing zones - Date Stamp: March 18, 2026"
+      },
+      {
+        "path": "images/image-16-Laboratory Safety Work.jpg",
+        "summary": "image-16 - Primary subject: A person in full protective gear (face shield, safety glasses, lab coat, and long orange gloves) working inside a fume hood or glove box. - Environment: Laboratory setting with blue lighting. Visible infrastructure includes white pipes on the wall labeled \"SCRUBBER EXHAUST\" with an arrow indicating airflow direction. - Date stamp: March 18, 2026"
+      },
+      {
+        "path": "images/image-17-Construction Site Progress.jpg",
+        "summary": "image-17 Date: March 18, 2026 Subject: Large-scale industrial or commercial building under construction. Key Visual Details: - Structure: Multi-story steel framework with concrete walls and extensive metal decking on upper floors. - Equipment: A large crane is visible lifting materials; orange lift platforms are present on the ground level. - Materials: Piles of white pipes and construction materials are staged on the dirt ground. - Surroundings: The site is located in an industrial park with other large facilities and storage tanks visible in the background."
+      },
+      {
+        "path": "images/image-18-Micron Executive Portrait.jpg",
+        "summary": "image-18 Professional headshot of a male executive wearing a grey suit and patterned shirt against a black background. The \"micron\" logo is visible in the bottom right corner, indicating corporate affiliation."
+      },
+      {
+        "path": "images/image-19-Abstract Digital Background.jpg",
+        "summary": "image-19 March 18, 2026"
+      },
+      {
+        "path": "images/image-20-Abstract Digital Wave.jpg",
+        "summary": "image-20 - Visual: Abstract digital wave composed of glowing particles and dots in shades of blue, teal, and green. - Background: Bokeh light effects with soft circular blurs. - Text visible at bottom left: \"March 18, 2026\""
+      },
+      {
+        "path": "images/image-21-Micron Presentation Slide.jpg",
+        "summary": "image-21 Abstract digital artwork featuring flowing, translucent waves of light in shades of blue, purple, and pink against a dark background. The image includes bokeh effects and glowing particles. Visible text includes the \"micron\" logo and the page number \"27\" in the bottom right corner."
+      },
+      {
+        "path": "images/image-22-Microchip Wafer.jpg",
+        "summary": "image-22 - Primary subject: Close-up photograph of a silicon wafer used in semiconductor manufacturing. - Visual details: The image displays the circular edge of the wafer with a grid-like pattern of microchips etched onto its surface. - Lighting: Strong blue lighting creates reflections and highlights on the wafer's rim. - Visible text: \"March 18, 2026\" located at the bottom left corner."
+      },
+      {
+        "path": "images/image-23-Abstract Digital Background.jpg",
+        "summary": "image-23 March 18, 2026"
+      },
+      {
+        "path": "images/image-23-Abstract Digital Background.jpg_2",
+        "summary": "image-23 Revenue by technology <details>0"
+      }
+    ],
+    "tables": [
+      {
+        "path": "tables/table-0 Segment Financials.html",
+        "summary": "table-1 The table shows revenue, gross margin, and operating margin for four business segments across FQ2-26, FQ1-26, and FQ2-25, with notable growth in revenue and margins over time."
+      },
+      {
+        "path": "tables/table-1 Cash Flow Data.html",
+        "summary": "table-2 FQ2-26: Cash flow from operations $11.9B, Net Capex $5.0B, Adjusted free cash flow $6.9B, Buybacks $350M, Dividend $0.15/share, Liquidity $20.2B."
+      },
+      {
+        "path": "tables/table-2 Financial Data.html",
+        "summary": "table-3 Revenue $33.5B ± $750M, gross margin ~81%, operating expenses ~$1.40B, diluted EPS $19.15 ± $0.40."
+      },
+      {
+        "path": "tables/table-3 Quarterly Financials.html",
+        "summary": "table-4 Revenue grew from $8,053M in FQ2-25 to $23,860M in FQ2-26. Gross margin rose to 75%, operating income to 69%, and net income to 59% of revenue. Diluted EPS increased from $1.56 to $12.20."
+      },
+      {
+        "path": "tables/table-4 Revenue Breakdown.html",
+        "summary": "table-5 The table shows revenue percentages for FQ2-26: DRAM accounts for 79% and NAND accounts for 21%."
+      },
+      {
+        "path": "tables/table-5 Sales Volume Change.html",
+        "summary": "table-6 DRAM sales volume increased mid-single digits Q/Q, while NAND increased low-single-digit percentage range."
+      },
+      {
+        "path": "tables/table-6 ASP Changes Q_Q.html",
+        "summary": "table-7 DRAM ASP increased in the mid-60s percentage range Q/Q, while NAND ASP increased in the high-70s percentage range."
+      },
+      {
+        "path": "tables/table-7 FQ2-26 vs FQ3-26.html",
+        "summary": "table-8 Table compares FQ2-26 non-GAAP actuals to FQ3-26 guidance: Revenue $23.86B vs ~$33.5B, Gross margin 74.9% vs ~81%, OpEx $1.42B vs ~$1.40B, Diluted EPS $12.20 vs ~$19.15."
+      },
+      {
+        "path": "tables/table-8 Non-GAAP Estimates.html",
+        "summary": "table-9 The table compares FQ2-26 non-GAAP actuals with FQ3-26 estimates: diluted shares ~1.15B, income tax rate ~15.1%, capex ~$7.0B."
+      },
+      {
+        "path": "tables/table-9 Memory Revenue.html",
+        "summary": "table-10 The table shows memory revenue for FQ2-26, FQ1-26, and FQ2-25. DRAM revenue grew to $18,768M (79% of total), NAND to $4,997M (21%), and total revenue reached $23,860M."
+      },
+      {
+        "path": "tables/table-10 Memory Revenue.html",
+        "summary": "table-11 Memory revenue grew 75% Q/Q and 196% Y/Y to $23.86B, driven by DRAM up 74% Q/Q and 207% Y/Y, and NAND up 82% Q/Q and 169% Y/Y."
+      },
+      {
+        "path": "tables/table-11 Revenue Growth.html",
+        "summary": "table-12 The table shows revenue by segment for FQ2-26 vs prior periods, with all segments showing strong Q/Q and Y/Y growth, led by CDBU at 139% Q/Q and MCBU at 245% Y/Y."
+      },
+      {
+        "path": "tables/table-12 Financial Results.html",
+        "summary": "table-13 The table shows GAAP and Non-GAAP gross margins, operating expenses, and operating income for FQ2-26, FQ1-26, and FQ2-25, with adjustments for stock-based compensation and other items."
+      },
+      {
+        "path": "tables/table-13 Non-GAAP Financials.html",
+        "summary": "table-14 The table compares GAAP and Non-GAAP financials for cost of goods sold, R&D, and SG&A across FQ2-26, FQ1-26, and FQ2-25, with adjustments for stock-based compensation and other items."
+      },
+      {
+        "path": "tables/table-14 Non-GAAP Net Income.html",
+        "summary": "table-15 The table compares GAAP and Non-GAAP net income and tax provisions for FQ2-26, FQ1-26, and FQ2-25, showing adjustments for stock-based compensation, debt prepayment losses, and tax effects."
+      },
+      {
+        "path": "tables/table-15 Adjusted EBITDA.html",
+        "summary": "table-16 The table shows GAAP net income, interest, taxes, depreciation, and non-GAAP adjustments for FQ2-26, FQ1-26, and FQ2-25, with Adjusted EBITDA of $18,685M, $8,604M, and $4,080M respectively."
+      },
+      {
+        "path": "tables/table-16 Financial Data.html",
+        "summary": "table-17 The table shows GAAP and non-GAAP diluted EPS, shares, and adjusted free cash flow for FQ2-26, FQ1-26, and FQ2-25, with non-GAAP EPS rising from $1.56 to $12.20."
+      },
+      {
+        "path": "tables/table-17 Cash Position.html",
+        "summary": "table-18 The table shows cash, investments, and debt for FQ2-26, FQ1-26, and FQ2-25. Net cash improved from negative to positive, reaching $6,511 million in FQ2-26."
+      },
+      {
+        "path": "tables/table-18 GAAP vs Non-GAAP.html",
+        "summary": "table-19 The table compares GAAP and Non-GAAP outlook for revenue ($33.5B), gross margin (81%), operating expenses ($1.60B vs $1.40B), and diluted EPS ($18.90 vs $19.15)."
+      },
+      {
+        "path": "tables/table-19 Stock Compensation.html",
+        "summary": "table-20 The table shows stock-based compensation costs: $141 for cost of goods sold, $132 for R&D, $68 for SG&A, and a tax adjustment of -$52, totaling $289."
+      }
+    ]
+  }
+}
diff --git a/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/full.md b/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/full.md
new file mode 100644
index 000000000..7215e6e66
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/full.md
@@ -0,0 +1,555 @@
+# Financial results
+
+FQ2 2026
+
+![](images/9ed81827a580c37abf9ea60c58aa99dd2a3654e1b78d45c6e2961c89648773d4.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+Close-up of a semiconductor wafer with green, purple, and blue photovoltaic bands (no text or symbols visible)
+</details>
+
+# Safe harbor statement
+
+During the course of this meeting, we may make projections or other forward-looking statements regarding market demand and supply, including drivers and timelines, pricing trends and drivers, the impact of AI on our industry and our business, our customers, our manufacturing projects, research and development efforts and related investments, expected timing of production at our facilities, our market position, expected product releases, capabilities of our future products and technologies, and future financial and operating performance, including financial projections of the company and the industry. We wish to caution you that such statements are predictions, and that actual events or results may differ materially. We refer you to the documents the company files from time to time with the Securities and Exchange Commission, including the company's Form 10-K, Forms 10-Q, and other reports and filings. These documents contain and identify important factors that could cause the actual results for the company to differ materially from those contained in our projections or forward-looking statements. These certain factors can be found at investors.micron.com/risk-factor. Although we believe that the expectations reflected in the forward-looking statements are reasonable, we cannot guarantee future results, levels of activity, performance, or achievements. We are under no duty to update any of the forward-looking statements to conform these statements except as required by applicable law.
+
+This presentation includes non-GAAP financial measures. Non-GAAP financial measures represent GAAP measures, excluding the impact of certain activities, which management excludes in analyzing our operating results and understanding trends in our earnings, adjusted free cash flow, and business outlook. Further information regarding Micron's use of non-GAAP measures and reconciliations between GAAP and non-GAAP measures are included in the Appendix.
+
+# Sanjay Mehrotra
+
+Chairman, President and Chief Executive Officer
+
+![](images/66c73a5505455d2fef0b46bdde3f1b5e71b3bc6d2f70e2048792470751d9c1d2.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+Portrait of a smiling man with gray hair and beard, wearing a blue blazer over a patterned shirt (no text or symbols visible)
+</details>
+
+![](images/9d0b2436f0e8c7384a7ce414410f8b6ad44c9fce40d4ef1ea8aea8c8d2ffea74.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+Industrial automation scene with robotic arms and green memory chips under purple lighting (no readable text or symbols)
+</details>
+
+# Overview (1 of 3)
+
+- Micron delivered an exceptional fiscal Q2, with stellar records in revenue, gross margin, EPS (earnings per share) and free cash flow.   
+• Quarterly revenue nearly tripled versus one year ago, and revenue for DRAM, NAND, HBM (high-bandwidth memory) and each business unit reached new highs.   
+- Our fiscal Q3 single-quarter revenue guidance exceeds the full year revenue for every year in our company’s history through fiscal 2024.   
+- For fiscal Q3, we anticipate exceptional records across revenue, gross margin, EPS and free cash flow.   
+- Reflecting confidence in the sustained strength of our business, I am pleased to announce that our board has approved a 30% increase in our quarterly dividend.
+
+![](images/48b2c74641a6d8984de56b041806f2abb55cd0ed3440bd901244784482e66423.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+Interior view of a modern industrial facility with blue-tinted machinery and control panels, no visible text or symbols on equipment.
+</details>
+
+# Overview (2 of 3)
+
+- The step-up in our results and outlook are the outcome of an increase in memory demand driven by AI, structural supply constraints and Micron’s strong execution across the board.   
+- Our memory and storage solutions are at the heart of this AI revolution.   
+• Memory makes AI smarter and more capable, enabling longer context windows, deeper reasoning chains and multi-agent orchestration.   
+- As AI evolves, we expect compute architectures to become more memory-intensive.   
+- This is why we strongly believe that Micron is one of the biggest beneficiaries and enablers of AI.   
+- AI hasn't just increased demand for memory — it has fundamentally recast memory as a defining strategic asset in the AI era.
+
+![](images/adf72583d11fc75cae6b5d913562b5b851268e7c2e74f2b70c4444a528903b93.jpg)
+
+<details>
+<summary>text_image</summary>
+
+March 18, 2026
+</details>
+
+# Overview (3 of 3)
+
+• We continue to work with customers on strategic customer agreements — or SCAs — that are different from prior LTAs (long-term agreements) and have specific commitments over a multi-year time horizon for improved visibility and stability in our business model.   
+• These SCAs also provide customers greater certainty to plan their businesses while reinforcing long-term engagement across our broad product portfolio.   
+• We are excited to have signed our first five-year SCA.
+
+# Technology (1 of 2)
+
+• We are making excellent progress ramping our industry-leading 1γ (1-gamma) DRAM and G9 NAND technology nodes.   
+- We expect $1\gamma$ to become the highest-volume node in Micron's history.   
+- Our 1γ node was already the fastest ramp to mature yields, is ramping volumes faster than all prior nodes in our history and is on track to become a majority of our DRAM bit mix by mid-calendar 2026.   
+• We plan to increase EUV (extreme ultraviolet) adoption at the 1δ (1-delta) DRAM node utilizing the latest-generation EUV tools.   
+- These more advanced EUV tools will help us optimize both cleanroom space efficiency and patterning when scaling to $1\delta$ and beyond.
+
+![](images/6186d36a4424316321c29c827518a59cf610ee0a7451b1cc2843f558182e17fe.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+Close-up of a green semiconductor wafer with grid pattern, tinted in blue and purple hues (no text or symbols visible)
+</details>
+
+# Technology (2 of 2)
+
+- In NAND, our G9 node also remains on track to constitute a majority of bits by mid-calendar 2026. We also achieved a record mix of QLC (quad-level cell) bits in the quarter.   
+- Looking ahead, we expect co-location of R&D (research and development) and high-volume manufacturing at our Boise and our Singapore sites to speed up time to market for our leading edge products.   
+• We see an unprecedented set of opportunities for memory and storage to enable the AI era across market segments and expect to meaningfully increase our R&D investments in fiscal 2027.   
+- Micron’s technology leadership, product excellence and manufacturing execution is being recognized in quality scores from our customers.   
+- I am pleased to report that a clear majority of our customers rank Micron No. 1 in quality.
+
+![](images/8b1ffadecff9aa2c6427724e2b0f9ba70eb1b0137951d63a0b293e69b04616ba.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+Close-up of a solar panel with glowing red and orange patterns against a blue gradient background (no text or symbols)
+</details>
+
+# Data center server demand
+
+- AI demand is driving DRAM and NAND data center bit TAM (total addressable market) to exceed 50% of the industry TAM for the first time in calendar 2026.   
+- Traditional server demand is robust, driven by a combination of demand from workloads initiated by agentic AI as well as broad-based server refresh.   
+- AI server demand continues to be strong. Both AI and traditional server demand are constrained by lack of adequate DRAM and NAND supply.   
+• We expect server units to grow in the low-teens percentage range in calendar 2026, driven by growth in both AI and traditional servers.   
+• We expect server DRAM content to continue to grow in calendar 2026 with the introduction of new platforms.
+
+# Data center HBM
+
+- At NVIDIA's GTC (GPU Technology Conference), we announced that Micron has begun volume shipments of its HBM4 36GB 12H in the first quarter of calendar year 2026 and is designed for the NVIDIA Vera Rubin.   
+- With our HBM4 production ramp and volume shipments underway, we expect to reach mature yields faster than HBM3E.   
+• We have also sampled our HBM4 16-high product, which provides 48GB of HBM capacity in each HBM cube, a 33% increase in HBM capacity compared to HBM4 12H.   
+- Development of HBM4E, our next-generation HBM product, is well underway, and we expect to ramp volume in calendar 2027. Our HBM4E will leverage Micron's production-proven, industry-leading 1γ DRAM technology node and is set to deliver another step-function improvement in performance, enabling a whole new generation of AI compute platforms across the industry.   
+- Additionally, HBM4E customization options offer us further differentiation opportunities and even deeper R&D engagement with customers.
+
+![](images/82bc12724a6d06684bc5f4666478220830120256127472384e97847f1dc9fc00.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+Interior view of a modern data center with server racks illuminated by purple and blue neon lights (no visible text or symbols)
+</details>
+
+# Data center LP DRAM
+
+- Micron pioneered the development of LP DRAM for the data center, which consumes one-third the power of DDR DRAM server modules.   
+- Building on this leadership, we sampled the industry's first 256GB LP SOCAMM2 product, which is built using our 1γ node and enables a massive 2TB of capacity per CPU, quadrupling the content from just a year ago.   
+• We see expanding use of LP DRAM in the data center in the years ahead, and we are excited to maintain an industry-leading innovative product roadmap in this market.   
+- Rapid growth in AI inference is driving the emergence of new architectures optimized for the token economics of specific workloads.   
+- Micron's broad portfolio of HBM, LP, DDR DRAM and SSD is a critical enabler across these architectures.   
+- At GTC, the recent announcement of NVIDIA Groq 3 LPX implements up to 12TB of DDR5 in a rack scale architecture.
+
+# Data center NAND
+
+- We are seeing an acceleration in NAND bit demand in the data center due to AI use cases such as vector database and KV cache offload, and due to growing share of SSDs in capacity storage tiers.   
+- Micron's data center SSD product portfolio, enabled by our technology leadership and vertical integration, covers the spectrum from highest performance to highest capacity.   
+- We are now in high-volume production of our G9 NAND-based PCIe® Gen6 high-performance data center SSDs. Our 122TB high-capacity SSD is seeing strong adoption and delivers 16 times the sequential read throughput per watt of a capacity-matched HDD configuration.   
+- Our strategy and execution are delivering results: Our data center SSD market share increased for the fourth consecutive calendar year in 2025, to a new record. In fiscal Q2, data center NAND revenues more than doubled sequentially, reaching a substantial new record, and we expect further growth in the quarter ahead. Micron’s data center SSD portfolio is industry-leading, and we have secured a robust set of design wins across our customer base.   
+• We are now seeing NAND demand significantly in excess of our available supply for the foreseeable future.
+
+![](images/720d25c02167e258717e1d1499f3089b917c8fa52652c66268489e99145237d8.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+Interior view of a modern data center with rows of server racks and illuminated windows (no visible text or symbols)
+</details>
+
+# PC
+
+- In calendar 2026, a number of factors, including DRAM and NAND supply constraints, could cause PC and smartphone units to decline in the low-double-digits percentage range.   
+• Over time, we expect the value of on-device AI to drive strong memory content growth in PCs and smartphones.   
+- In PCs, there has been exciting innovation recently with agentic AI applications such as OpenClaw, where AI agents can perform tasks independently on the host PC and also initiate workloads in the cloud.   
+• PCs with on-device agentic AI capabilities have recommended memory specifications of at least 32GB, twice as much as the average PC.   
+- Additionally, the fast-growing new category of personal AI workstations, such as NVIDIA DGX Spark and AMD Ryzen AI Halo, come in 128GB configurations, ideal for using large language models on device.
+
+![](images/e2e87eb9c4550666487fe893ad8140e7d4f11064f3c4be9f83fda50b96b88f61.jpg)
+
+<details>
+<summary>text_image</summary>
+
+micron | 13
+</details>
+
+# Mobile
+
+- Likewise, in smartphones, OEMs have recently announced new flagship devices such as Samsung Galaxy S26 and Google Pixel 10 with agentic AI integrated into their mobile operating systems.   
+- The mix of flagship smartphones shipping with 12GB or more of DRAM increased to nearly $80\%$ in calendar Q4, up from under $20\%$ a year ago.   
+- Micron is well-positioned to accelerate the opportunities in these markets with our industry-leading portfolio of products.   
+- In PC, Micron completed qualifications for LPCAMM2 at a major OEM. At CES, we launched the industry's first Gen5 QLC client SSD based on G9 NAND.   
+- Micron’s LPDDR5X is now designed into leading personal AI workstations, expanding our addressable market, with high volumes shipped to key customers.   
+- In smartphones, Micron continues to receive strong interest and feedback from OEM and ecosystem partners on our 1γ-based LPDDR6 samples.   
+- We built momentum with additional qualifications and mass production of our 10.7 Gbps 1γ LPDDR5X 16Gb product.
+
+![](images/829a93f476b5df4a51dc28977a4838a18d21427ed06b1395bd8794c625be9eac.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+Hand holding smartphone displaying a live music show with stage lights against a pink and blue background (no text or symbols on screen)
+</details>
+
+# Automotive, industrial and embedded (1 of 2)
+
+• We saw continued pricing improvement across automotive, industrial and embedded markets.   
+- Total AEBU (Automotive and Embedded Business Unit) revenues reached a record, with automotive and industrial revenue together exceeding \$2 billion in the quarter.   
+- In automotive, OEMs are deploying Level 2+ ADAS (advanced driver-assistance system) across their fleets at an accelerating pace.   
+- The average car today has less than L2 ADAS capability, containing approximately 16GB of DRAM, while vehicles with L4 autonomy require over 300GB.   
+- As more advanced ADAS and smart cabin adoption scales, we expect robust long-term growth in automotive memory demand.   
+• We have shipped samples of the industry's first automotive grade 1γ LPDDR5 DRAM, and in NAND, we were first in the industry with a G9-based UFS 4.1 automotive solution, further reinforcing our technology leadership in this market.
+
+![](images/53b6c141d7e50c6a89577d867922ec0adfc73e1b0529664a2663ff9b051e46ea.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+Interior view of a modern car dashboard with digital dashboard and smartwatch (no visible text or symbols)
+</details>
+
+# Automotive, industrial and embedded (2 of 2)
+
+- Rapid improvements in AI are supercharging the capabilities of robots.   
+• We believe we are on the cusp of a 20-year growth vector in robotics and expect robotics to become one of the largest product categories in the technology world.   
+- Humanoid robots will be AI-enabled and will be powered by a compute platform that rivals that of a high-end L4-capable automobile, thus requiring significant memory and storage capacity. We expect this exciting new category of growth to further underpin the long-term favorable dynamics that shape our industry environment.   
+- Micron is very well-positioned to leverage this opportunity in close partnership with our customers, enabled by our industry-leading technology, product solutions and operational capabilities.
+
+![](images/8eb983043397be79f36ae351dd809766f5e5991ebe01540af1d845d5847eec50.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+Robot GR-12 carrying a package in a modern automated factory setting with robotic arms in the background (no visible text or symbols)
+</details>
+
+![](images/28d402e085aab7217d5e211463d52b1398361852999978c376b45d8d73de4256.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+Three business professionals in a meeting setting with a large projection screen showing mathematical graphs (no readable text or symbols)
+</details>
+
+# Market outlook
+
+• We expect both DRAM and NAND industry bit demand in calendar 2026 to be constrained by supply.   
+• We continue to expect supply-demand conditions for both DRAM and NAND to remain tight beyond calendar 2026.   
+• We expect industry DRAM bit shipments in calendar 2026 to grow in the low-20s percentage range, slightly above our prior outlook.   
+- In DRAM, cleanroom constraints and long construction lead times, higher HBM trade ratio, higher HBM growth rates and declining bits per wafer growth from node migrations constrain bit supply growth.   
+• We expect industry NAND bit shipments in calendar 2026 to grow approximately 20%.   
+- In NAND, some industry suppliers redirecting cleanroom space for DRAM and overall limited cleanroom space constrain bit supply growth.   
+• We expect Micron DRAM and NAND supply to grow approximately in line with the industry in calendar 2026.
+
+![](images/713bad243a8d50083f16847e3e289736999d5494e3f49bae681d3e8e15bf2189.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+Interior of a high-tech semiconductor fabrication facility with workers in full cleanroom suits walking along the aisle (no visible text or symbols)
+</details>
+
+# Supply efforts (1 of 3)
+
+- Micron is working to address the unprecedented gap between supply and demand, and we achieved several important milestones in expanding our global manufacturing footprint this past quarter.   
+- In DRAM, earlier this week, we announced the successful closing of the acquisition of the Tongluo site from Powerchip Semiconductor, completing the transaction ahead of schedule. We expect this site to support meaningful product shipments from the existing fab beginning in fiscal 2028.   
+- Adding to the existing fab, we plan to begin construction of a similar-sized second cleanroom at this site by the end of fiscal 2026.   
+• We continue to expect initial wafer output at our first Idaho fab in mid-calendar 2027, and ground preparation has begun for our second Idaho fab.   
+- We broke ground on our first fab at the New York site, and initial ground preparation activities are ahead of plan.   
+- In Japan, we are making good progress on ground preparation for our cleanroom expansion to enable future technology transitions in our Hiroshima site.
+
+![](images/fed96fa6fa36184b5d344853b88a9c3950d354f012fb4473d79d9e1e4b8dd45a.jpg)
+
+<details>
+<summary>text_image</summary>
+
+March 18, 2026
+</details>
+
+# Supply efforts (2 of 3)
+
+- In NAND, the combination of a higher demand outlook and our decision to co-locate R&D cleanroom in our manufacturing fab underpin our decision to break ground for a new NAND fab at our Singapore site.   
+• We expect initial wafer output from this fab in the second half of calendar 2028.   
+- In assembly and test, we commenced commercial shipments from our new facility in India.   
+- This state-of-the-art facility will be among the largest single-floor assembly and test cleanrooms in the world.   
+- Our Singapore advanced packaging facility for HBM is on track to contribute meaningfully to Micron’s HBM supply in calendar year 2027.
+
+![](images/03ed7bee4b2d02e8b6e3e60545bfca333468893e9d7b06c0c29d17f464f477e0.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+Aerial view of a large industrial construction site with steel framework and workers, no visible text or symbols.
+</details>
+
+# Supply efforts (3 of 3)
+
+- We expect fiscal 2026 capex (capital expenditures) to be above \$25 billion.   
+- From our last earnings call estimate, the majority of the increase is driven by cleanroom facility-related capex — of which the largest factor is Tongluo, followed by construction spend increase on our U.S. fab projects.   
+• We project our fiscal 2027 capex to step up meaningfully to support HBM- and DRAM-related investments.   
+- We expect construction-related capex to increase by over \$10 billion year-over-year in fiscal 2027 as we build out our global manufacturing sites to address long-term demand opportunities.   
+- In addition, we expect higher equipment spend year-over-year in fiscal 2027.   
+- As we make these investments, we will continue to be responsive to the market environment and our customer demand to appropriately align our supply plans.
+
+# Mark Murphy
+
+Chief Financial Officer
+
+![](images/035a9dd3b2bb777f60f2e6319c9168bee8755d2b911d9ff423de45cf3f43f7b0.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+Portrait of a man in a gray suit and collared shirt against a black background (no text or symbols visible)
+</details>
+
+# FQ2-26 revenue
+
+# \$23.9B
+
+Revenue up 75% Q/Q
+
+and up 196% Y/Y
+
+# Performance by technology
+
+# DRAM FQ2-26
+
+- \$18.8 billion, representing 79% of total revenue in FQ2-26   
+• Revenue increased 207% Y/Y   
+• Revenue increased 74% Q/Q   
+- Bit shipments up mid-single digits Q/Q   
+- ASPs increased in mid-60s percentage range Q/Q
+
+# NAND FQ2-26
+
+- \$5.0 billion, representing 21% of total revenue in FQ2-26   
+• Revenue increased 169% Y/Y   
+• Revenue increased 82% Q/Q   
+- Bit shipments increased in low single digit percentage range Q/Q   
+- ASPs increased in high-70s percentage range Q/Q
+
+Quarterly business unit financial results 
+
+<table><tr><td>Amounts in millions</td><td>FQ2-26</td><td>FQ1-26</td><td>FQ2-25</td></tr><tr><td>Cloud Memory (CMBU)</td><td></td><td></td><td></td></tr><tr><td>Revenue</td><td>$7,749</td><td>$5,284</td><td>$2,947</td></tr><tr><td>Gross margin</td><td>74 %</td><td>66 %</td><td>55 %</td></tr><tr><td>Operating margin</td><td>66 %</td><td>55 %</td><td>45 %</td></tr><tr><td>Core Data Center (CDBU)</td><td></td><td></td><td></td></tr><tr><td>Revenue</td><td>$5,687</td><td>$2,379</td><td>$1,830</td></tr><tr><td>Gross margin</td><td>74 %</td><td>51 %</td><td>47 %</td></tr><tr><td>Operating margin</td><td>67 %</td><td>37 %</td><td>33 %</td></tr><tr><td>Mobile and Client (MCBU)</td><td></td><td></td><td></td></tr><tr><td>Revenue</td><td>$7,711</td><td>$4,255</td><td>$2,236</td></tr><tr><td>Gross margin</td><td>79 %</td><td>54 %</td><td>15 %</td></tr><tr><td>Operating margin</td><td>76 %</td><td>47 %</td><td>1 %</td></tr><tr><td>Automotive and Embedded (AEBU)</td><td></td><td></td><td></td></tr><tr><td>Revenue</td><td>$2,708</td><td>$1,720</td><td>$1,034</td></tr><tr><td>Gross margin</td><td>68 %</td><td>45 %</td><td>21 %</td></tr><tr><td>Operating margin</td><td>62 %</td><td>36 %</td><td>6 %</td></tr></table>
+
+![](images/52d8616e1e4ceac41bfd4b1eabf59fa75c240141a3896974abccc937ae0aeee5.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+Abstract digital artwork with glowing dots and bokeh background, no readable text or symbols
+</details>
+
+# Financial performance by business unit (1 of 2)
+
+- Cloud Memory Business Unit revenue was a record \$7.7 billion and represented 32% of total company revenue.   
+- CMBU revenue was up 47% sequentially, driven by an increase in prices and favorable mix.   
+- CMBU gross margins were 74%, higher by 9 percentage points sequentially, driven by higher pricing and cost execution.   
+- Core Data Center Business Unit revenue was a record \$5.7 billion and represented 24% of total company revenue.   
+- CDBU revenue was up 139% sequentially, driven by higher pricing and bit shipments.   
+- CDBU gross margins were 74%, up 23 percentage points sequentially, driven by higher pricing and favorable mix.
+
+![](images/089ae60b9b1881be0958cc3d523bad218a723e0b551d06a40c86ac1db541ec85.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+Abstract digital network visualization with glowing nodes and green bokeh effects, no readable text or symbols
+</details>
+
+# Financial performance by business unit (2 of 2)
+
+- Mobile Client Business Unit revenue was a record \$7.7 billion and represented 32% of total company revenue.   
+- MCBU revenue was up 81% sequentially, driven by higher pricing, partially offset by lower bit shipments.   
+- MCBU gross margins were 79%, up 25 percentage points sequentially, driven primarily by higher pricing and favorable mix.   
+- Automotive and Embedded Business Unit revenue was a record \$2.7 billion and represented 11% of total company revenue.   
+- AEBU revenue was up 57% sequentially, driven by higher pricing, partially offset by lower bit shipments.   
+- AEBU gross margins were 68%, up 23 percentage points sequentially, driven primarily by higher pricing.
+
+# FQ2-26
+
+# Non-GAAP operating results
+
+Revenue: \$23.86 billion
+
+Gross margin: 74.9%
+
+Operating expenses: \$1.42 billion
+
+Operating income: \$16.46 billion
+
+Net income: \$14.02 billion
+
+Diluted earnings per share: \$12.20
+
+Cash from operations (GAAP): \$11.90 billion
+
+See non-GAAP reconciliations in Appendix
+
+![](images/42687a5eb55d91c7f3b8c171ba13269e58ec18405cf83d444b5df2182e630f87.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+Abstract digital artwork with glowing purple and blue water droplets against a dark background, no text or symbols present.
+</details>
+
+# Cash flow and capital allocation
+
+# From FY-23 to FQ2-26
+
+- \$1.4 billion toward repurchasing 14 million shares   
+- \$1.8 billion towards dividends paid   
+- \$3.2 billion returned to shareholders from share repurchases and dividends
+
+<table><tr><td>Cash flow from operations</td><td>FQ2-26: $11.9 billion (50% of revenue)</td></tr><tr><td>Net Capex $^{1}$ </td><td>FQ2-26: $5.0 billion</td></tr><tr><td>Adjusted free cash flow*</td><td>FQ2-26: $6.9 billion</td></tr><tr><td>Buybacks</td><td>FQ2-26: $350 million</td></tr><tr><td>Dividends</td><td>Dividend of $0.15 per share will be paid on April 15 $^{th}$ </td></tr><tr><td>Liquidity $^{2}$ </td><td>$20.2 billion in liquidity at end of FQ2-26</td></tr></table>
+
+$^{1}$ Capex net of proceeds from government incentives and proceeds from sales of property, plant, and equipment.
+
+$^{2}$ Cash, short-term and long-term marketable investments, restricted cash, and undrawn revolver capacity.
+
+\*Adjusted free cash flow is a non-GAAP measure defined as net cash provided by operating activities less investments in capital expenditures net of proceeds from government incentives and proceeds from sales of property, plant, and equipment.
+
+See non-GAAP reconciliations in Appendix.
+
+![](images/25054eae2b915d633781509305efb2c371011ff3eb2e803fb954d9b3125e9eca.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+Close-up of a semiconductor wafer with visible green and blue grating pattern against dark background (no text or symbols)
+</details>
+
+# FQ3-26 guidance
+
+# Non-GAAP
+
+<table><tr><td>Revenue</td><td>$33.5 billion ± $750 million</td></tr><tr><td>Gross margin</td><td>Approximately 81%</td></tr><tr><td>Operating expenses</td><td>Approximately $1.40 billion</td></tr><tr><td>Diluted earnings per share*</td><td>$19.15 ± $0.40</td></tr></table>
+
+\*Based on \~1.15 billion diluted shares.
+
+See non-GAAP reconciliations in Appendix.
+
+# Outlook
+
+- We expect higher price, lower cost and favorable mix to all contribute to gross margin expansion in Q3.   
+- As mentioned last quarter, Micron’s fiscal Q4 2026 opex will also reflect the effect of an additional work week in this 53-week fiscal year.   
+- We expect to increase our fiscal 2027 opex as we ramp R&D investments in support of an unprecedented set of long-term opportunities in memory and storage.   
+• We expect a fiscal Q3 and fiscal year 2026 tax rate of around 15.1%.
+
+- Micron continues to invest in a disciplined manner across our global footprint.   
+- To address customer demand, as mentioned earlier, we now project our capital spending in fiscal 2026 to be above \$25 billion.   
+- In fiscal Q3, we project capex of approximately \$7 billion while delivering significantly higher free cash flow on stronger operating cash flow.   
+- Due to the need for cleanroom capacity, we expect our construction spend growth rate to outpace equipment spend growth in both fiscal 2026 and fiscal 2027.   
+- Any impacts that may occur due to trade or geopolitical developments are not included in our guidance.
+
+# Appendix
+
+# Financial summary
+
+Non-GAAP
+
+<table><tr><td>Amounts in millions, except per share</td><td>FQ2-26</td><td>% of revenue</td><td>FQ1-26</td><td>% of revenue</td><td>FQ2-25</td><td>% of revenue</td></tr><tr><td>Revenue</td><td>$23,860</td><td>100%</td><td>$13,643</td><td>100%</td><td>$8,053</td><td>100%</td></tr><tr><td>Gross margin</td><td>17,876</td><td>75%</td><td>7,753</td><td>57%</td><td>3,053</td><td>38%</td></tr><tr><td>Operating income</td><td>16,455</td><td>69%</td><td>6,419</td><td>47%</td><td>2,007</td><td>25%</td></tr><tr><td>Income tax (provision) benefit</td><td>(2,504)</td><td></td><td>(977)</td><td></td><td>(214)</td><td></td></tr><tr><td>Net income</td><td>14,021</td><td>59%</td><td>5,482</td><td>40%</td><td>1,783</td><td>22%</td></tr><tr><td>Diluted earnings per share</td><td>12.20</td><td></td><td>4.78</td><td></td><td>1.56</td><td></td></tr><tr><td>Cash provided by operating activities (GAAP)</td><td>11,903</td><td></td><td>8,411</td><td></td><td>3,942</td><td></td></tr><tr><td>Cash, marketable investments, and restricted cash (GAAP)</td><td>16,653</td><td></td><td>12,016</td><td></td><td>9,601</td><td></td></tr></table>
+
+See non-GAAP reconciliations.
+
+# Non-GAAP financial data and guidance
+
+<table><tr><td>% of revenue</td><td>FQ2-26</td></tr><tr><td>DRAM</td><td>79 %</td></tr><tr><td>NAND</td><td>21 %</td></tr></table>
+
+<table><tr><td>% Sales volume change</td><td>FQ2-26 Q/Q</td></tr><tr><td>DRAM</td><td>Increased mid-single digits</td></tr><tr><td>NAND</td><td>Increased in the low-single-digit percentage range</td></tr></table>
+
+<table><tr><td>% ASP change</td><td>FQ2-26 Q/Q</td></tr><tr><td>DRAM</td><td>Increased in the mid-60s percentage range</td></tr><tr><td>NAND</td><td>Increased in the high-70s percentage range</td></tr></table>
+
+<table><tr><td></td><td>FQ2-26 non-GAAP (amounts in millions, except per share)</td><td>FQ3-26 non-GAAP guidance</td></tr><tr><td>Revenue</td><td>$23,860</td><td>$33.5 billion ± $750 million</td></tr><tr><td>Gross margin</td><td>74.9%</td><td>Approximately 81%</td></tr><tr><td>Operating expenses</td><td>$1,421</td><td>Approximately $1.40 billion</td></tr><tr><td>Diluted earnings per share</td><td>$12.20</td><td>$19.15 ± $0.40</td></tr></table>
+
+<table><tr><td></td><td>FQ2-26 non-GAAP (amounts in millions)</td><td>FQ3-26 non-GAAP estimates</td></tr><tr><td>Diluted shares</td><td>1,149</td><td>~1.15 billion</td></tr><tr><td>Income tax (provision) benefit</td><td>($2,504)</td><td>Approximately 15.1%</td></tr><tr><td>Cash from operations (GAAP)</td><td>$11,903</td><td>—</td></tr><tr><td>Investments in capex, net (capital cash flow)</td><td>$5,004</td><td>Approximately $7.0 billion</td></tr></table>
+
+Revenue by technology 
+
+<table><tr><td>Amounts in millions</td><td>FQ2-26</td><td>% of revenue</td><td>FQ1-26</td><td>% of revenue</td><td>FQ2-25</td><td>% of revenue</td></tr><tr><td>DRAM</td><td>$18,768</td><td>79%</td><td>$10,812</td><td>79%</td><td>$6,123</td><td>76%</td></tr><tr><td>NAND</td><td>4,997</td><td>21%</td><td>2,743</td><td>20%</td><td>1,855</td><td>23%</td></tr><tr><td>Other (primarily NOR)</td><td>95</td><td>—%</td><td>88</td><td>1%</td><td>75</td><td>1%</td></tr><tr><td>Total</td><td>$23,860</td><td>100%</td><td>$13,643</td><td>100%</td><td>$8,053</td><td>100%</td></tr></table>
+
+Percentages of total revenue may not total 100% due to rounding.
+
+Revenue by technology 
+
+<table><tr><td>Amounts in millions</td><td>FQ2-26</td><td>FQ1-26</td><td>Q/Q % Change</td><td>FQ2-25</td><td>Y/Y % Change</td></tr><tr><td>DRAM</td><td>$18,768</td><td>$10,812</td><td>74%</td><td>$6,123</td><td>207%</td></tr><tr><td>NAND</td><td>4,997</td><td>2,743</td><td>82%</td><td>1,855</td><td>169%</td></tr><tr><td>Other (primarily NOR)</td><td>95</td><td>88</td><td>8%</td><td>75</td><td>27%</td></tr><tr><td>Total</td><td>$23,860</td><td>$13,643</td><td>75%</td><td>$8,053</td><td>196%</td></tr></table>
+
+![](images/72d50bf3d31cf63d245662eb7f3df60c52a8e413d1990d931f9047b230295411.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+Abstract digital network visualization with glowing nodes and bokeh effects, no readable text or symbols
+</details>
+
+Revenue by business unit 
+
+<table><tr><td>Amounts in millions</td><td>FQ2-26</td><td>FQ1-26</td><td>Q/Q % Change</td><td>FQ2-25</td><td>Y/Y % Change</td></tr><tr><td>Cloud Memory (CMBU)</td><td>$7,749</td><td>$5,284</td><td>47%</td><td>$2,947</td><td>163%</td></tr><tr><td>Core Data Center (CDBU)</td><td>5,687</td><td>2,379</td><td>139%</td><td>1,830</td><td>211%</td></tr><tr><td>Mobile and Client (MCBU)</td><td>7,711</td><td>4,255</td><td>81%</td><td>2,236</td><td>245%</td></tr><tr><td>Automotive and Embedded (AEBU)</td><td>2,708</td><td>1,720</td><td>57%</td><td>1,034</td><td>162%</td></tr></table>
+
+![](images/57f3a1ea254b75ce0e67b385ad19c597b2506a68aa4157e455b3569960e67b1d.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+Abstract digital network visualization with glowing nodes and bokeh effects, no readable text or symbols
+</details>
+
+# Non-GAAP reconciliations
+
+# Consolidated results
+
+# Non-GAAP reconciliations
+
+<table><tr><td>Amounts in millions</td><td>FQ2-26</td><td>FQ1-26</td><td>FQ2-25</td></tr><tr><td>GAAP gross margin</td><td>$17,755</td><td>$7,646</td><td>$2,963</td></tr><tr><td>Stock-based compensation</td><td>121</td><td>107</td><td>89</td></tr><tr><td>Other</td><td>—</td><td>—</td><td>1</td></tr><tr><td>Non-GAAP gross margin</td><td>$17,876</td><td>$7,753</td><td>$3,053</td></tr><tr><td></td><td></td><td></td><td></td></tr><tr><td>GAAP operating expenses</td><td>$1,620</td><td>$1,510</td><td>$1,190</td></tr><tr><td>Stock-based compensation</td><td>(176)</td><td>(173)</td><td>(144)</td></tr><tr><td>Other</td><td>(23)</td><td>(3)</td><td>—</td></tr><tr><td>Non-GAAP operating expenses</td><td>$1,421</td><td>$1,334</td><td>$1,046</td></tr><tr><td></td><td></td><td></td><td></td></tr><tr><td>GAAP operating income</td><td>$16,135</td><td>$6,136</td><td>$1,773</td></tr><tr><td>Stock-based compensation</td><td>297</td><td>280</td><td>233</td></tr><tr><td>Other</td><td>23</td><td>3</td><td>1</td></tr><tr><td>Non-GAAP operating income</td><td>$16,455</td><td>$6,419</td><td>$2,007</td></tr></table>
+
+# Consolidated results
+
+# Non-GAAP reconciliations
+
+<table><tr><td>Amounts in millions</td><td>FQ2-26</td><td>FQ1-26</td><td>FQ2-25</td></tr><tr><td>GAAP cost of goods sold</td><td>$6,105</td><td>$5,997</td><td>$5,090</td></tr><tr><td>Stock-based compensation</td><td>(121)</td><td>(107)</td><td>(89)</td></tr><tr><td>Other</td><td>—</td><td>—</td><td>(1)</td></tr><tr><td>Non-GAAP cost of goods sold</td><td>$5,984</td><td>$5,890</td><td>$5,000</td></tr><tr><td></td><td></td><td></td><td></td></tr><tr><td>GAAP research and development</td><td>$1,250</td><td>$1,171</td><td>$898</td></tr><tr><td>Stock-based compensation</td><td>(120)</td><td>(106)</td><td>(88)</td></tr><tr><td>Other</td><td>(1)</td><td>(1)</td><td>—</td></tr><tr><td>Non-GAAP research and development</td><td>$1,129</td><td>$1,064</td><td>$810</td></tr><tr><td></td><td></td><td></td><td></td></tr><tr><td>GAAP selling, general, and administrative</td><td>$344</td><td>$337</td><td>$285</td></tr><tr><td>Stock-based compensation</td><td>(56)</td><td>(67)</td><td>(56)</td></tr><tr><td>Non-GAAP selling, general, and administrative</td><td>$288</td><td>$270</td><td>$229</td></tr></table>
+
+# Consolidated results
+
+# Non-GAAP reconciliations
+
+<table><tr><td>Amounts in millions</td><td>FQ2-26</td><td>FQ1-26</td><td>FQ2-25</td></tr><tr><td>GAAP net income</td><td>$13,785</td><td>$5,240</td><td>$1,583</td></tr><tr><td>Stock-based compensation</td><td>297</td><td>280</td><td>233</td></tr><tr><td>Loss on debt prepayments</td><td>47</td><td>130</td><td>4</td></tr><tr><td>Other</td><td>25</td><td>(20)</td><td>—</td></tr><tr><td>Estimated tax effects of above and other tax adjustments</td><td>(133)</td><td>(148)</td><td>(37)</td></tr><tr><td>Non-GAAP net income</td><td>$14,021</td><td>$5,482</td><td>$1,783</td></tr><tr><td colspan="4"></td></tr><tr><td>GAAP income tax (provision) benefit</td><td>($2,371)</td><td>($829)</td><td>($177)</td></tr><tr><td>Estimated tax effects of non-GAAP adjustments and other tax adjustments</td><td>(133)</td><td>(148)</td><td>(37)</td></tr><tr><td>Non-GAAP income tax (provision) benefit</td><td>($2,504)</td><td>($977)</td><td>($214)</td></tr></table>
+
+# Consolidated results
+
+# Non-GAAP reconciliations
+
+<table><tr><td>Amounts in millions</td><td>FQ2-26</td><td>FQ1-26</td><td>FQ2-25</td></tr><tr><td>GAAP net income</td><td>$13,785</td><td>$5,240</td><td>$1,583</td></tr><tr><td>Interest (income) expense, net</td><td>(123)</td><td>(65)</td><td>4</td></tr><tr><td>Income tax provision (benefit)</td><td>2,371</td><td>829</td><td>177</td></tr><tr><td>Depreciation expense and amortization of intangible assets</td><td>2,286</td><td>2,212</td><td>2,079</td></tr><tr><td>Non-GAAP adjustments</td><td></td><td></td><td></td></tr><tr><td>Stock-based compensation</td><td>297</td><td>280</td><td>233</td></tr><tr><td>Loss on debt prepayments</td><td>47</td><td>130</td><td>4</td></tr><tr><td>Other</td><td>22</td><td>(22)</td><td>—</td></tr><tr><td>Adjusted EBITDA</td><td>$18,685</td><td>$8,604</td><td>$4,080</td></tr></table>
+
+# Consolidated results
+
+# Non-GAAP reconciliations
+
+<table><tr><td>Amounts in millions, except per share</td><td>FQ2-26</td><td>FQ1-26</td><td>FQ2-25</td></tr><tr><td>GAAP shares used in diluted EPS calculations</td><td>1,142</td><td>1,138</td><td>1,123</td></tr><tr><td>Adjustment for stock-based compensation</td><td>7</td><td>10</td><td>20</td></tr><tr><td>Non-GAAP shares used in diluted EPS calculations</td><td>1,149</td><td>1,148</td><td>1,143</td></tr><tr><td>GAAP diluted earnings per share</td><td>$12.07</td><td>$4.60</td><td>$1.41</td></tr><tr><td>Effects of non-GAAP adjustments</td><td>0.13</td><td>0.18</td><td>0.15</td></tr><tr><td>Non-GAAP diluted earnings per share</td><td>$12.20</td><td>$4.78</td><td>$1.56</td></tr><tr><td>Net cash provided by operating activities</td><td>$11,903</td><td>$8,411</td><td>$3,942</td></tr><tr><td>Expenditures for property, plant, and equipment</td><td>(6,387)</td><td>(5,389)</td><td>(4,055)</td></tr><tr><td>Proceeds from sales of property, plant, and equipment</td><td>5</td><td>6</td><td>7</td></tr><tr><td>Proceeds from government incentives</td><td>1,378</td><td>878</td><td>963</td></tr><tr><td>Investments in capital expenditures, net</td><td>(5,004)</td><td>(4,505)</td><td>(3,085)</td></tr><tr><td>Adjusted free cash flow</td><td>$6,899</td><td>$3,906</td><td>$857</td></tr></table>
+
+# Consolidated results
+
+# Non-GAAP reconciliations
+
+<table><tr><td>Amounts in millions</td><td>FQ2-26</td><td>FQ1-26</td><td>FQ2-25</td></tr><tr><td>Cash and cash equivalents</td><td>$13,908</td><td>$9,731</td><td>$7,552</td></tr><tr><td>Short-term investments</td><td>681</td><td>587</td><td>663</td></tr><tr><td>Long-term marketable investments</td><td>2,038</td><td>1,697</td><td>1,375</td></tr><tr><td>Restricted cash</td><td>26</td><td>1</td><td>11</td></tr><tr><td>Current debt</td><td>(585)</td><td>(569)</td><td>(504)</td></tr><tr><td>Long-term debt</td><td>(9,557)</td><td>(11,187)</td><td>(13,851)</td></tr><tr><td>Net cash</td><td>$6,511</td><td>$260</td><td>($4,754)</td></tr></table>
+
+# FQ3-26 guidance
+
+# Non-GAAP reconciliations
+
+<table><tr><td></td><td>GAAP Outlook</td><td colspan="2">Adjustments</td><td>Non-GAAP Outlook</td></tr><tr><td>Revenue</td><td>$33.5 billion ± $750 million</td><td>—</td><td></td><td>$33.5 billion ± $750 million</td></tr><tr><td>Gross margin</td><td>Approximately 81%</td><td>—</td><td>A</td><td>Approximately 81%</td></tr><tr><td>Operating expenses</td><td>Approximately $1.60 billion</td><td>$200 million</td><td>B</td><td>Approximately $1.40 billion</td></tr><tr><td>Diluted earnings per share*</td><td>$18.90 ± $0.40</td><td>$0.25</td><td>A, B, C</td><td>$19.15 ± $0.40</td></tr></table>
+
+Non-GAAP Adjustments (amounts in millions) 
+
+<table><tr><td>A</td><td>Stock-based compensation – cost of goods sold</td><td>$141</td></tr><tr><td>B</td><td>Stock-based compensation – research and development</td><td>132</td></tr><tr><td>B</td><td>Stock-based compensation – selling, general, and administrative</td><td>68</td></tr><tr><td>C</td><td>Tax effects of the above items and other tax adjustments</td><td>(52)</td></tr><tr><td></td><td></td><td>$289</td></tr></table>
+
+\*GAAP earnings per share based on approximately 1.14 billion diluted shares and non-GAAP earnings per share based on approximately 1.15 billion diluted shares.   
+The above guidance does not incorporate the impact of any potential business combinations, divestitures, additional restructuring activities, balance sheet valuation adjustments, strategic investments, financing transactions, and other significant transactions. The timing and impact of such items are dependent on future events that may be uncertain or outside of our control.
+
+# micron
+
+Intelligence
+
+Accelerated™
+
+© 2026 Micron Technology, Inc. All rights reserved. Information, products, and/or specifications are subject to change without notice. All information is provided on an “AS IS” basis without warranties of any kind. Statements regarding products, including statements regarding product features, availability, functionality, or compatibility, are provided for informational purposes only and do not modify the warranty, if any, applicable to any product. Drawings may not be to scale. Micron, the Micron logo, the M logo, Intelligence Accelerated™, and other Micron trademarks are the property of Micron Technology, Inc. All other trademarks are the property of their respective owners.
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/images/image-1-Abstract Grid Pattern.jpg b/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/images/image-1-Abstract Grid Pattern.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..a52f26018e8ea0fa2f13b34e584805bdea9d7afb
GIT binary patch
literal 201734
zcmc$`2UL@3*ER~$ks^>NU8EC=v>?@y7J5me1Vrf&iZqd;zMvowLN7uDMoLJ5fK;h7
zqK0Y^LV^m&AibjkVwrNHGtN8j_kI6=&VSZA>x2bsk=)$Ra|74j*WTB)^T*3S7T8YM
zL+l`I?Cfl8?5q#AKW5o1*?76RdAPZFd3bpE_;~pR0D=O?j|)hMiU|W`Bu~rANJ>k~
zDQc<6$!jP`ORJt!)6mw@*VjL-Vq|8hYpSKEulscqc0N8nf#U+=f`a0@XQa>Q{vSX7
zc*G{c%QeFl#lbGmc1(nwLxla0r);NL_sPZn?ZNifgZ&r>Cl@ylFCYJL)`E@`Y{%F+
zIF500aB*>RvR2<<z0Srd!X<h}$DCUX>dPY^4bV+3sOD9$Xc+*)Cf_RR`NiDg<3D*y
zTtZSwSw&S1qz^VYXJ}+>X=M$uv9+^@Bam+H9-b)wfWV;OkWh4N+|~GN35iL!)6(x`
zWM*Lsi;7E1@0OM0YHI87^#me`+}hUO(fP2eyXWzfr_{lr;gM1L6oWba;^nKEH;YTl
zE30ek8=LRm?;jj~IQsbM^Vf5+vvK@+EY{aQ5B6WqCBiz_F-}enPM)vlVn23`^~oW^
z$#q7DThtuN;~Om|ubavXuqdc*8Q@dUgS`d%#Z2;_RMdZ?^zQ4?zMbs<*}-o8zdG69
z2mANAX4nKc*jax(4iUB=*xrNG)WR%|VN~yP)fASdoW$6p*i>sUY-*vbXYh43tY=j3
zA1f`yu%Xn{LfAv<@P97kSFK6mN7<{ghkjjHgHcO?(V-WPTPta@X#$Gd*`U?{wssiw
zLi&I1fr|L|>yQ50u_phxH2}``ZQ-{Ieckr!h5mV0tY`k)U13z~k4@S+*nYqBZ)+|C
z+KXL}(ZAgcz?Iz^;QDn9>(1mjt3Uw{<G0df5Anuu;tp3V3ISrq6HX2j*@{y1+@@cj
zYC_dLf~K>%-!N^xvJ`KImQeECg4x~FAj<nQ{I^_Aq%v0VW+8hQ58eWN>Aw@&EL9)V
znN7iKzkBhLdCXz#RIs((LDNr&l7d-PYjtZ+5mVnDh984{0?Cxwun@MV(XkKpK8Pfj
z5B|b~*Kg27e@d+H<B(B5m6p5yIKgli+j0igA+U%yupgt}4?E{<K1>j|=XMq&v|J75
z6bfzD9zu;3EN3o>lMCk`46ESaPgSo&TmZH2B<XW0#u(yMz#6zLcrNy*%GIhlh6X~Z
zP0Nrt=Jy91PE{1k6h4Q8o;3^oVl{ddnWH%e?IAb5k_nv;IV7(_V7O$lLbVL;+I=pm
z_0_H=^)m~8wE>D#j5SO?zms?AE?7)Do}}Y^oT{ZRal!kp1Qz;Gf5`@&7hpy7&U{Ka
zBvy(39LKD{`NQHIl^|4!<LWV>#v<~e5%{L}<>~P0Ed|+V4@Ts1%iM>?FGDND2JpXB
z9XjpI8+>vOt@5w_lpbT;`V&F7S#?9fGOG3l>=fJ7(?|3VclA9oOP|n7R~xd_2KK!m
zAwP#_J%O#ML%9j}HEuK@)k}7?>{D7s8ra~jZ`Bs20v<+Rz*AKTh?mdu0Dg7UGeA3b
z3Bc6jsj|-q$Bzs2fL66Kf8agS<a=_=7oW%{UBjyC38u_ZE>9QkqC{ywN^2~%Y+%QG
zT*mQJxYg<DdUv3h`G#G~i_Q?I`>TZ-cL<T>8gFS4OuoU5t&m~-`IQuOocDV)Z}%p8
zv|@T9|I?Io5{w0+Ud++S(t8#3)si7!7khud;tm}g{=tJODuk9261-TgiKDfOzgVrE
zg~8k+_-b_9?>RYGtBd)eRcl)G|3)E7?SF~F{{+WhC{+CuMPEV80#|6tpD2V)oC&F`
zNzG<qf!)E*`q;_uaAvE){E4)02x39Hj7w9Ah1>RG*jKn+20*R<L~}a~Ht`KcTma~W
z?`v4VVuAeoCBDDx$l8k)EKv4pU-$WQ4J$N!eY$ZVFgp5HLFLc$kz9x~YQ5IpL<@L4
zrdO_(fSS6fs`7b+?|e4B!FwaHt)*={jI<D@y00HUq(upPZjo0h8{Ksp?;r(nF=cv&
z2W7tRxTKZQ@6Shu9leQ7ic_QCJh-wMsje!08F4=k^~9@Ge6`UgaWjlrn^*Vw<zeWO
zTuF{DBb`j_=B`lY>5qpr`j9Fonk6(P41Jx)(I*xT2&6U4r0wiXjjJBK?s`zU=n*)8
zEp%7<h2+U%{(MbCl@1sLV~I?_zvLra=8std+g2N-bWtz-wi)WJ2`i24B9>s$R?YE%
zW^)`B_bNc8g_7~9hnaW=NcFkfKDQs{3fEq4D-pUdOuRNCF|gR_$-4*b(|PbIJ+UMT
zmfh#MhInjm{FLT(`&WxP(S|s%VkZdVx->)T?<+Xqe(<3qbT>B`lt0%cHD9dL_)eWP
zh(>lFQfhN{5jyd6y?s*?h3Fc4>BEMJ=3_miML=%ZA|jht+lVw>&0UY0osojn_`jp7
z)jbD@Au7i+hk5IE9A<FN#>|>eX@*owg_O|1eD)M{+xZ)tAp1cvfA1owE`xwqHf%Cd
zJ~AXomAnE;$hmET=D9=hv7Yvo<DOI9xDOT4)C&{Cm0c9S4k??F#g-C4jB}p9sy$+1
zwcc~{S$@M+;6;k?+v)4AE|w}Z(U2dnUd+S0=AO(bDsofEpMG29RU%2H>c2(z{FKbN
z*Wi<UkDOJ?0dI5VCfqq9#O%d*PubO<Iv`fLz@0yH!~<u696I{b*Q*52fi?4&IpMZ=
z<-)cAth&=I%nyt3aFd@=eF?hQ9#J<DlV67H!Q^dc{Gj%z0h69<f*3Hs7>S4yVp4=p
zi<4k3sMfKnnp$n7;^ghyUdK8U2}RJv07(mvq^Vxs&MeY7gimld{nSw{ZjkIiQbT7g
z4*{j@_FUVFJV!4t_Xr2m&Y4b`<6lFgLw?YQ$6A|YUInDkr>t7-St+&R0SjAyq49eH
z{eP0z{wHX%;Pe+Xd0Dtp6>n$3@;fwnzb4VYaLh{9-+ugW9K&Gr?}_wlrnF`=#{4^D
zf4{pwW5xG9zNPnnU+}M3&`^p)uFMNWpUC+5OX?qNFDSiNgl3;|cpH`c++%p@T@%^R
zn0XUOD1TwYfqMA3eRn)YHL&u7wUkMcDh)mR@#Z!5CK<oeucd!{+jI+z0lX3gsczQ-
zhKh1KHesW0WY8v6OaWZ+Rr2od%ZO~}_Kp>QfhQk-EOIV%eq3k=GJR1kKFB}eW~Mro
z4j$tQII~)2zT=`?hzpl=i8*=Umqc@NQRq8|D(x^Ez`ZavdfM-bfgotG$@%=vm<lGJ
zCLUWk8rD1u?c@DbH*d7>bN5A~Fu`%jGQ)o8@Rh(r(#eG?Da>pa-T!*Y!nF5i?}CF7
z;M(XN`RvKL<tUQVy2xC>g5*T!_4my3D<NNgzYH-8gQyNaqOALEs)Q=klqyGm%n^Sn
zjVxhfs*Z3JxB-9LnobW?m>^`qG>8O-nw;6jN>@|b<dkHl^uDdsv6^dZ6l;w)rzi$A
z8LK;U&y0h}ca>{HubtDsk9E^642mU|{mz(zgwPyx!m&iwzrMx+iKfp0-xvvWv&Z7S
zK!T95+aAu9<EY|V`Qp;yKiHlimLK?5)_3FqJ}$l<0X~8Am#-n8sF%G(85?*@_DaaN
z_vMFD!YNafAfjQo|8}4ZW^=LLt^T+2^m76PJSql!yKt@yEVZdQSQhZ8sm!H&O0v^x
z`}f1+&$uq^r|96CrcOrcAVDP2cgJg0g69(JcZs*@dyU?^E*;%kA;ZKc@HV?)?{yzF
z-Z~oR1a^6s6CNdKqW`0PDRxFaK!PNyA!Kb|5U^T5OLI|6t10(*D%GL#YGB9h1OKt9
z<!+%uwR`b0sxxEmopb=tgSw5MZheSX6T@6w5OVTJ0Nh3dL$IPoz<V&u2&zzM%ATv~
zD=@_FmuSGPq`a`nvShEjmatv&t?(m4R_J~`jF@dgq`8YG(=*PuR}`Q_i&n7=-!^A%
zl5Ue}tTTtAUzt&Zh%%^9X4_1R`^SgJQd!guWz}ijrVk{wIH^09UVs&i@lYJC&-F_a
zX>}JS)PS&%S4pubfoP<n5zVRwyNo?5NL_|=FbO#xapWCt9^ja2YdqU0LL@Q1b+QYS
z-L5~v`klD)5P0hAOo}+1IT7Zh%~+K6oRlpNW3SF({@*k9SK9qI$^M$&|D@gDqQ-ab
z`!`4b4*P%5=6}Hc-^rTA$N}G?#((9{fAajx-^e<PsIy4)cMi{@2yB|)cmONw|ARn(
zWd>g(&!7Ankw2jMWc!Xm{J}AtQ|}pKw}}#Q6zLYvf4?w^P0wrkrewj}7rGIDu=)Nl
z*y&3zoQww8^AI<~ek#4>h8nZ%F}fNS>*TSz6K9guU7UIMm!eN@wEBBt!FS$2?D}10
zwRwA%At@~1OY+^IPrnE{2qDAz)5SQf3R60KF0&1rPRAWZoQ7Y_KG9RvuVLSbUn>?m
z^jza^^MZ3ORJdxD3_<Pud^N=kKF`T!_OAxzFp&YW?QiD~(RQWyn8DCkR(jzcO2QLI
zLaiZE`fo#kLklnwoFg3*(1KU1mw63AyXr>6Y9<4Y^rCkW2AC(inBZ61Np9ppE;X!(
zr+xalR=v3UpCy!~5so@28t-%aTV8<*_3A$~%p!u`eqc)EoUz3D&jS}2Z8Ie+&S9Vp
zoLr2$aa)Pu9HvA@-$nU8mwR$&>=b6G6gH%|SP*=5J)v1=RqKP{w6FSR7+*KZ%~f3~
zG6O=Q2mV04cw*4P#!9E9bTzXK{<OUD?OKPSeONuX=v+?RhqIA@NE%|F7f^F4>8Dti
z5D%LEK9rA#!s5jrYH^EemZh3QVBZs10oUwQ7_p8y5~}^m9O^>lge_Zq2rVdpwjMJg
z(I8O?q__gznnF;YWe2ot4r51A6Pl?uxuPQffW%pv!F3g1kRENMktkp5bq7e$Y&A6U
zmaJ7O67C5bBR#8pt_-d4xrKkZ2hSRimK+axB`mj?ZzQ7zY4f_(thyVfk#a=XYs8nA
z)_YYPf*Zq>Bc$!m?&|N%cQ^$<w}kPj2kO&+0b@o$MO(WOqP$dYGO}X{Q@87GHpD__
zsv`^prBmeQbR0U1`MsyCJwoe`2)L{Y{uZ;;S)fIb#>*Y}=%>Z|zBH?X=jUQ-ALUe}
zB7I(*j&H|&fg8A+Zg>y6>Y@xRhxPAeQXp8_nwqe<$eQjIYYO(0gst6{izsX)#0C@#
z1q2$(w_Tq+-tOV4i$+GGGY!E(995`xY!j>@Vr){?l$jrmti3vfst~!zI|Bw}xm5`R
zPv|c&LrY@p^_*TqZfwjsLcmf6ss-;{PZ44b)LV#|G{XwIAO2M##I4L7Q<3VVfN@rA
zcULt7>74*y#`pq-cxg2ak8JF*xB4XetgS|hh8yvAamPy-%*-MAVhc01S=$YJozMbh
zV^)5DwEZ>9bN+XPe&yz0;r<`I`@fas--!HofPaVcpB1u_ruNse{%iHY$%+fEI^Rof
zi$BY0R&D>CcCc#uZ?WOuW%~t90Mzk+-zWejXexL8(Chp|Ujh)CR=)#`_f{LdQp&%5
zr~Vc_tn{g^?QXL0U<ak0=>Nq2`ryI3I!uX&pUfu12Hcn!Q#>T^EGK(}m%@%3dbP%4
z4W=v{Z<}2C;k6G}TxV(YzzJSV?F7GOMAr!LhCiEMKZ;coxZP^mw5XIe?ogfGmy%8Z
z8_<pL$1yPLi@T>*=bAz4Le}uo6Svjf1AH+AlN8kz$1JGhc&`T07D&6~{7H@yH)Yq0
zsn%?d`R%aD6ar-UY#E__XWeX6=L(Z2T8-l<-R<e&#fFU=?VoCgXI%OdklG({TI)+C
zlI<TPWVX(tx@F#19TpEixdT({wOxi2@*13GEOM3W^n*Tot0Ttb%miaedd>7kn;Y#1
z&Gw~%e35ZegGc8|Hr_OVOjaW6DML|>#xH95--bcrZN&IaS;Ft28q{|;+|SrE^=XJA
zr5wWs-V}bc0DlR3Qnc~|fZrPycfU$i8hq?NLMs}kw}6xgTAp~-h7uWn!XpzVpYTvN
zk#aI(2$!BO;(aJz-#9K=ur@(09W*i)kR)jRC?C^@S$CAHI3nUig~G-gQm`Fa0~%-j
z?<Tw!k_b&(!pF5*G(S-#>uzMeQllnzXv1$$ER!;duR>7cTe;}KUKw$iL!gFDY5@{+
zx$@Dp{Z+MHKk|5aO`E!qWR-LhW@OIhHCSJF*h?m?rb=g<R-Iiy#&~0XmW=R5n)s*E
zE?Ed(o1(<Fif0!R4Oi=+PEe`|m?=?z)q?C#s+)4~E4w7KIi5)qo-<)+Ey$|LUgnNP
z`oM-Ljw=Dds8;*OBWILr<V5VMlIXj%=#jbo6_S`1+8~#pKNr*zZM4EUN;_fZ4n{fX
z`wwxqcTU-JK(`l<Afh$p*-FJ2*6Ev|#qYZ)tL7U}Q_z!D31AxWgV73PR=hfM1O9Z|
z3)eo){(OXLtAVws*I&ir3Kg>+aCy3M9+Fdew{RsfIu}8125CRSCJaf%Ok_B&<Ps2V
z;~3x}2(h-fq(C`yS7wt@aD7A6<TBDdCbZD02$L7xu&P_UJG8rsOQJ{OdFD%Yt)Bqs
zYOm_R8r(be#UwQyS2{5B!#il7Z-#uMUrKt8<*no*)tVn)GIP|uT7R2F9W&*>q(yk8
z)Pj8zs~2`QT(U&bY;z;ks{;~|;p<XTt~w&<sjD`-QGW`Rd4~t@5FrI|iu4e+wADdM
zddIrn%Vi{6Ga{=)mudRa%)nwXn%&Q4pifg=`Xg-+wB{Tvqh>{vF3s*VT&GN4))CfE
zb9G{)2ejxod+gIdXZ&~Ej<KnE(DDI*@CGTKBm;~_W=J)QMnuUx{vJ7wed}rbCu{jn
zit~Td@caL=F#6ga{1!J$G~A{f`Em_FCQF#mb1l&9qITr)IteS#cOrJr79qsD`k>Os
zJxr?6<dTTrORs8yrNpBR)Vp!)d6<s(E*<27y7)*d#>M_XySy-?J509e6oA--D73LH
zkI|u_U(GCW9yb1FJa28SIWh$9Ju!11_nH4Hf;m32svTAm>5&r!at0|yW8&YSA{~|2
zNN41$3p%HKE|@SqgO@0LGR3v^wRqM)P+IFrvrwfUqltXalLC8r=WyDpHMg~Dqs-JA
zQ*y1(mloO8dMS6Py7&Y75pDsWEd|O(hN_z~Q$o|ZqNfL7#10$Ha7E?Z^A4f%3ls~R
z^Cd6rj-5kt6KVC3Pmczgl{*njjl#-JqOLF3x_zvj1n3$3Mh&_fG1VpzYp(}W<<1wK
z!wU7^0r38nu>+f^R`>7#zs{OGej&6}@(m1VMp^w;txvSiyMK8X`eG&Htpz~JCW*}!
zl|BLSu%{$>SOO8}D0#;rzkjp%ZgvsvQoHRg!4RKZN~mBTAiF5Lpc<6M-zU~<Jg$LD
zH(c_Y-ejj;P~z#gZPbG&?*_+s!+_j(^@E7<@(BYwH1~uLRp?oS=5%W@Al*<I^DN~9
zc?vZoHvq-`WUb%i6oY)C95wx<9;?>g_T%dxAJ;#8pq*E7o!JfGkjg`qU63kNFWN-S
zEhL2Lfede0dm`kU?ztvP!xB}bkz_3e*N`+(F0OaZfuKYnXIeZN7HyDLaSd3J#0*v9
z01G}F;Ewgw`=xW6gX-M^k|*W3PS6V@hS=UgGj?X$=x=2^jK?YSEgv=^4gf-fX5<lG
z5c%ssReLq{eB9WF%$A<JV76$7pY^A@J{2j~VsgB2iRgGiPWgKeRm2Io=m6(cLh-nz
zLN*6j<?fJu2?BAC3zl_PY4pws8~fl_ZS>}F!0WCJy8)eK-PEk&gL+wY+h!RMpC63S
z5vU3r^UHqbMjA<^oqw;q=1U9ex_r|Y^B5j&ghpJ`%+60Fadz){zA_^rhxe>>j*|-S
z=^uTWy6u)wwpeG^zZK|q*5BH-x2F<ERsy_}Bd<X)wm<3z<FH`ESnFNnuIVu^pfCK`
zJ;~hP(7uTLdu)BKC##I^UnTfy=mF9Yb#Os;-%7L^($*A#Z$U2KtSPd~DnH_T&P~z|
zpU$p#MxV@^=_WX?MLw(N<E~Ov=y#l0t3WvM$*7;Kzf<<+9L3Zg)B-c62Vm^$N>`LG
zit@*A)-|H7lV-q?Le|)+iAXS;Q3Ld{D#fj4)oQrc2JjBLHeV%d-<u6NpGQ&NL|MJ0
zu_~s%r3b9q>U*j4Cjt7a3Hn{d_{wztf3Lr;yN;NoWgTzXR;!zBm1GrFC4MvG$q#1*
z0{dNjKTh|T-l`Rjo6S1{y!(io%@Nh-#Q<$CaH~&MmyRbfCU2@V-x&@5A*m_*AzbVE
z1&oH-!2YE#wYz!mD3{bO%-jd%K0@5Wy0^Fp+gBv|<=wm^S)%&>v4I*b81Q2v`_Udk
zna;kd@KJI`9(M}&xQRQ*2Uh^+vnN>IEgVFI>j%H5<fz-d<fLoat*gh=pY?M44$(Wf
zYPc5I!cqgH2qslp>U?8$5>*AfgIu<!z`i^8RCvJR7J3Dk-IZmV(hcXc&@_>WDU`)+
zT>b(16r2-IQ}HU^#>1k$a!R*2mzffg1Bx7;l6USu+OebsX&zu=yui<YtL5$0n;_(^
z$K7%~!V5n~QL|w@d(m!7y^y_&#qSVnZN~mt*c_SF9OlJ90bN1Wr1k#s%+a%cUu(P!
z0yiNR>1S^rxv6Ka`w~vmCenT|MYK@6CjCpVbW2Bx#=6(sX7J<YUsf^Wyq2Whbg`am
z%nGj-hwa~s^{s8}``+yUIaXWa#B@LRl;RDBjL6r7fJw}e<ki-*M-e8%=Sy^N-<rsP
zxV{|wx#v{{*dM%A^xXc&46Sbuj;Xg!NWdbUBZTajxIji94Dtrv_~^jY%?^-Sp2*2~
zA_MM*Qtk9Y17$mc)Kd36)Z#{_8*LKmmhee{mdWJGxOXiDJxT;VbtRP{8=CDyf#etA
zVS`?JWW&rhtC6Y$+Weu*xN?QkVZ)ju6Y1Di!6=|sp;gUetC-aSh>?mc`3wa!vM;X;
zY5l$c|J^Hq#+Z@UCC?Iwuc8tfuB3q49*p3}Vr}8wC`Vairh4X}UInsSIu@bg_jDR8
zUyu`5I5EI5U0haG3e#ydK5Qyj8c#ynMfex(shqFr8)bBNnxfiguj%N_r#vIbF+at<
zKmX=eP+h)lMhSTMjcS{^K4`A%e24B_5{`uZP)Fsj^(rRohiW{^?U0N1JcBs^gS>Td
z^T5gWur^mSTPd@x^CtO8%-JjVa2q*Rw34vWH;#u5a><CWT&6B&9itEHS^@kDw*hpM
zTWT!cIq8cz1+&3G(|~+X-TSL-Q+35cT*#o2fyQNjBast!%GC)a8P7Vx0D}^Z6>uXw
z;Ms;I;<qW9dx&SU<g{8YQ^Ey380YsaP)b5k(s8kUhEr}0(==Ua|H7nh`e{<h?E;v_
zP`^%1z@}Q45uT=+8m-LTWQh%!4zP{Ib>?26#!Xco35WSx+mbkfNJD3(8Dnx3#$;n~
z%&`781M~_1+NEq#RLoHs=goh|E}C9B@Zj3OAewu5!p@W~$?GRl#TW#h(SHK(zNbLd
zr`SP2s5AMx0x=!Ot*a`Kt$I#so}+x(egzh4UEnA}htU}xVq<@9^)pM+g#c#COKDiy
zgM?aNnFd?x(^1EmpF2#!5H6s*N_mlbz|;tNpmTC9m~!6VW6Xk|)sIfu{Vpnfje~y)
zr2n%R^p~>qO~m<!?D}`>=^t_O-yP@gVsLx=*V1t6Z)M4X)pq9it|9*qMe8@km{nD3
z^SkmHawu1{v<VylLBbj<NuQ@<NaDSE9<Z2S{FwD+mjq1!mv(arzpBT)mQOuqQSCn4
z?`spkp16$cYGza=G+*MuJQ?uROs-lLLa3d+8a6lUMzy7QPF_@Czm4lG<iJXP@P+BR
zJ08A)>7sOp(M9qNJVS8jU#jl3>;IJY6w~V;6l{{YSo5GgjKn@PYW%`dI#e_QibZrE
z7`BKvU5ZyYc}6rH@U{<@66-u}*yvsUwCNY{V8mig9H%s6`{kvi2K@oo&l62!%WIQ0
z_+eK95AfM$eFWk1@CVAh@}mI$`(s`EaCZT+{L0<IkmW!(!Tn$`hYE0dELggGH1Ba+
z5Iw2**PH}#Y*XEh_01^eBWKB4o=C1^5T7*WD~eK{k>w#7FZ}TZ2QsuRXWzWg`uYZg
zxqcOBNDC<5ast`dZ{o`ssT5Q1rIyK|7|J}}Gj_f^y=1By9HhSH)3FJCwxp>TZ+Uud
z{r2)zyl`$u0q}Fn0Js({>BlPpT!%k}B<s~15=SC^(y!qdoex!{<A~ckc5?psFvu-!
zHeh>Qw4aXJdf7*Reh@@vqq++pB$e3M(LKVwJgj60bavwhg;qokCNzF2&+zx6<oRH4
z(A8FswFOEjGRD8;Dc6E^8OoSKNUru6BAEWB$Z%o0<yfuShWFJ64{$G+NO!QgF*kGr
zPOA=+bs-~9v;?oNBun1%^1$=NVBT*9et5Y+y4^`!&iqhc;MKOlKcrLP7CtTZG|@W`
zy-+IaYN*0zUBZd26m-0cPuhp-77U1gW`t`e;3eBq&(A>hYkS=`qfsXp9Bwn*WIB57
zmvZ$kDpiu$;+rjxyTOwx_1`%~Uc4nzkXv#Cz)m$kLG?r(BE~cQy36G;@q0<WrU+r>
z`Gcum<C<M3jS8ehAX^bG;01?F*m;MF15>0Cv9=nCg_;(w;oTz>iD~6~kiDekil%Y3
z=jFNTI4s^2EWzCt^4L!ISQS&sig!7PB2rZhT&$+*sW|EBda2GuX`?H8u4mf$SVy!5
zcWC1SK{`RYERG%W>ik>kxhue*-quFBHOT0jT(9q5xwDB?;>NzL(Rd=G?tEe-6;~4O
zC@0jRYnjWW7{e^G0}38eJYhOii-sK+YFz#Fnv;<(OG-Q6A>pS7)qg3ClYzJDwld1=
z*shZ4&o^A1;%ZaS5AH^9IaIC2G&Xs@uCl`qlizF%toJD3mS5G;^lnJhDNiiX^f9iC
zlQek=2>`u|q)H4htl@UGk*_&9a4*&EaRB47PA<q>Os_Z`_C?2s>)aTNHs3#myH+ZU
z28ik`_o{*x>m+vE965jz=_z&0PB2zO+Xw|eCp{$|A&nuJmaU_uXEaBLJCE3eI)rh;
zNzZi+lIU4Z{5@wza8l_~>2NXl(+)DZtb0s@QNcJL6uR(bs;fErQ?33p`fcYozKr6a
ziiWPm{HJ^cxJq{dVBxknA=Rzmo<tk&lB#5xrWCqS3t_&@0qyUW0j;X>0)<q)?}Rm+
zg(6?KpbD2Ff*oX64I6_`O`r|@S*&o`gv!#hFMJcuSl|BBU81D<pG7T8YWt^M=6_QA
z{;Rj<e=2HAQ@#uF|68@M8d-UZsFcUXKGKxo^!8aHyXJ;!zm@;q>1KQcByG#YT#{aE
z+%y5v?5I163BRK|)V+PazWrY<_>{=Nc^iWLmTxC!UPl^AmRo1Thur>GdeRj&=aZ|9
z!|J;bb@%w_W)W$T+febXCfs8cY2tHAkawtnk^TFyKyY>E;8pF`+(CB8bHL?XL7!6Q
zk|F@iVKdXW0WX#*e;%qi?B)(1Xn<ZCE_-g@<Tp@X@<V!rgP7ah$D=u+HbLP}Na_OT
zfGxhqFLn*h9X84+IFx=~(E8=>bg!+ymq!{@hzEYjI`t`|LFyUZvu?55i5KXLm5)9k
zrJBWhzUvKE!FzeK1J^s#T~5^PY2i!4uM$KC(E^LLxTvgYLj1L<wwIo3{6b-}i_0x?
zlDY5qqva&=tGnPvza;$)%1G8o-J^PLLQu1Rz_#*yD7Hk2JI9#gMNIEtlQ!gLhs6zJ
zHKXJ0U))-#+QfrKknbBP%JxmOMa4s#a|U<iMd7$wMIpi}Oub31iYfLeZ{Whsjup32
zzr)lu2ljuZE%U?qMP_=84v4eL1~WH6ne-;pN967`N+MVre0e+ZFl785gA^FB|Lj;E
z>7eO}OUwHS)nC`A;;0WV=<J{F3%jWB>d}Tzz36R%RNK(gCB^=ig^*)xJm`DzH;buI
z3`|@7Cq4fs)A!~Qt|T>^4NgwiR{4sXE<V`1ip(}@_|W22)gk%LdAk=p;awPJ;8nSu
z*!YmiNx1Xt2G`&&;XT<S(@bQ`MvS{%{~9X`yxv1t%^$ow*N>{Cnbicgn%6XBnUjF6
zpr$gF=w<#$7V*)?!Q9P9%hGj|7+1v25`kJFzp9tw0Y^q4dbVEh)M9ZAi{w>&R@eJA
z1GD~X{~=n+Td3lNzypj;rMm#u#LV#VeGwYkTGqrZzx|SZR6E-N<&Cwur!>6ogSAy&
zDlGgF&G|AYf%wY`0G&-ZiFw}woo<V4>O2IacQ4;x#=5H$=gY;(lH*sqMfw`vTeY0O
z-}q7xnsr-9(67*Z7;jgZ{6dPlZ{~QuLpdT#ZT7b<C9UBtIDWM1urbW~p3RA>)y$-*
zXiR+@2aM;4f|$}rifOX`{tY~`?T690KyO@rs^c%t@Sao?9fP$L^wX#m9_gv-Yz~$F
zix_FmQ2uK{VlAG&TLtD1c{(nMe1QR}SB4Aqu<$^RD?`BJwP(?j>d=u}I+)S8-7Ea@
zjIn|bYvA&0F>H^(lz6f^Fx{+SS20HY4#l8To8mSjf6qi`JVf-tp8fi0l=V3vm8R4^
zUU#JIg((ky4zvM8D)fg+ewf1>gl5RLFD$mXxdG*$dkwY*esMT;^kuS#T=$64JFwwS
ziz#s^TEjp`9ubjQ;7G+8U36jhwXQ=)c9-L}AnS$|rL2d5oj%x-eu=PoOjfFs=~aT5
zt7&R1?3G)qLPZV%A2=qvi(by@szQraxVgajTC*Y6dfd$=#F;Z29z6lEK-CeTP6oYJ
zr(mYK9^-Uu7>z8NzpsCJ3Oggy<S7(AT_sDpBVXtK9M~9k$-*0@c~+TH!?M@G&X!Wt
z*ML)^iCO8U{8+@T_6I`;0G307O`^W#QQbAF#q*vbNs(DFAB+B`MZ-)0>vc7KON}g-
z!&e&l591KaT=d-~_@^=9F9!LyZt*`Dkp7E5iRC@|hX(SOZ1K$p^_R%`m3w}V)!%(k
zUp0_#d^F``)639nlDB`~i65GWtp6}b37rX7Y<#F8Mb}RFHLMncK=PB1rKa$p546h+
z8AoI@6Pb_Ul2sitcYWh_KrdWe{V%>hD(LxLwxmu7jT;uWgf(VN_kV<A6+%MtVoFr0
zsN)tx0HAoi`qTgo+K_&yz)3C%zQ1P!cu`(a;Q1!k@m39yh96RSEe<A*IjU1*nNKE3
zwKk^fgEmIz%M}ylg0js(VGZe7t_xL8aV?L7qA+}vFAjz~H8ZuVkpy~Q&nqXe`qTaB
zIDcSB`E+M!VC0$fM2=N-iSG#IWQVk0(a7vf4`~Wf8<6n(<LGMzuGa1JbH^H6bI}!h
zEzY4vvu<G$UNLG~*IOzIJRW|YQB!qtV|HkkBaE8-JgaOpm}|&q(x-dkTq&?4$9b=h
z%ReL$Jk592ONE{kz-^K>g7*TF+}iaL`jzv1sxD6#8b|$p@b)l6h|K#$K(b$EImUmL
zniTggjvPL|nb74xx-VPVg|se~J=oLB?U=wN>s^I{Yc+NOL0>I^pSF;(M!J#h^!C&Z
zca8Ym_9iDf!(8^mBMC4ikRW)!O1R&N5c-jQ&aJtWhb`KJR-Y*TdGqEbDElf8n*jW$
zQJn%ei)j07%plb9{rLvIEx+<So?V7mCzXaCc_;zSAP)DXpaB;T&iG2++{h+hYP?+W
zLgq&Nlx^Z-M~7E(xp%>+o7Ce?+dyifcsHZ}c4?gtvB_iYHcWGjU}^Vo!_k+P_>N>)
zOfFsed2JOKp*1<g1H^{1gJOi#o2m@zoN6(}&Z$8|MkLtvqox~Lc<1^?>UH5?7W?@<
z4vvgNmrU;YT}etP0+-0ptL_jyw<vy>$GaAbHbc0N2pqks2>OKtiixVno6N;_?5C{C
z1d1nm`WNhj)%G{HbFFp7+c14)KA`ed=F@#MZr%$!wv$T~&rJ}^^+*Zs1?n%4=B1!>
zo)CG!ev3~1Tk@MRuUye}g^>OF8f?Flk9X#*L{nsPqH8_^w^7bFj#kMAuelS(6PaqA
zyD=*+j(#|I?uRQ6a?OvT&}lPqS%rO=eY}N(KX)B=v3=g!d9vrmLg>9P6`F{*xq6ck
zsc=sQeXKn_%$6BK*K4Vj87-hXDlN9WHD6$4sgss)>v!a)!83C&Z8Y5@CKkjzryae2
zWj>6=Alz?=@1x;QpW+nPolriYGgw9nW^3}yeyk`5RYAmQ4rC<FK8+uqsn8_82$yWo
z=;F>I3~V8urMDHqUJt?I-NcvM5RN5a{plDR1@}3UqWy1f<dGmLlLU&q8CtiN-o0Yy
z5F;&c?cvoOTw1k^btHgh@nQY93r(JHzKD@^b)2XnBmTLrYcu3NVToloQM_vUFoy`N
zu^xwDv^;iEgvy59F0^jACN1V(FtC8+azS^9D*%6SI$sBxp6IOA-z}yZ60V3-@Bul#
z>MgS*eE$aaadlz}@VS}-$y3v2L~C-IY^Q8TT)rD!A3R@+Ta9!-&GO?3YN2f(WbkyH
z0d(W<JBe)9w;~v6uroDnR)h|#iIRrE&|b8+m`Zs~IrcMR(t3`W#!|EE-**ut7456p
zq%r?e!2d8NUla=Lagx~gjv2N=l`9T!A;;B(tj`A_0>-=sljssU^Q3ZKBJO4%qr28>
zR@3xe9?EI{(A5sc$E^x?Z2!VC%zS2?+4!>AbPB{$aD1X)ewCXaeGAa4U;Wzuuz9lr
z^mmi$|B){3;PekG`CsbL_l^FmGF1P!4JEy%M5Hb%6JMUo#-TV}m!v<*_CnSC_dUXN
zPDD)M6@Ozxl(Wt8Ew`l{1!<uh=p_i-3^y0V4@iYIB(LWzamgGhxT#Mt%k~1D^;i;R
zeiB^hhAP1)>gE<09)<|FB-KZKl0B>j&OAJm3VasBMl}lzkR!?W+e@_9){XagY}mv$
z+gS>Mph_{5Xk8UJZXyF=iLG#NvDCxEZK~HTW%$-<Eh>h1L4<#|9k(TancWcTK*6xT
zl9pJjDW)NYyAEw{<wR<@_#$gxD}b66E21w(mIRbW--!}vH2#cWal>kAW+SQLOlkbF
z8Esx!-_08!`cs=j5(Ya}lpA)hylwPD;XMWx!UbVLJBE!0FTJ2gQzF%GQWI@i*5wZk
z>JI|3(<O)F6BborXR`c@P+z#9o+Z-qRcmUo($ymcF3RLqp|YldMR)N)PNc*^*PLjd
z<hvFL(`MR9(ScDD>47|YZNLXgdHaaMatsJt05By1myu7H^@ld5-PJv6{<xUo(HKGd
zNh~5rZ>BBB?m~&aNAB;4FGJu+O)HUoX*UN=W%bS~Uzo6aY{+7;EWzsTnITTe@*p5h
zvGK>NnGLSL*w!7>^Qjb=)}`BS+%am-T!(&=+4q{cm=97axLHzOGt*FlyJ^PWR4L)X
z<->zM1Ud)C`CbCwzWyMvWat9uf+6w54%oP2I(*Tkd@c%rWdq9R8-Hm0vehDPXiB$h
zYr@1_uXBH4Uyv^t`%p}R?=<E7=KAPzP{YaRsP(k)q~dkeU5E{kv$MrfXj$U0LAeN6
z>1e9d<(wASogH1HCXtgK=;CXtSXeI0d~rgLj+?w?%)bv>8QD%OdBC?FwcWKTsLkpi
zL=2V-yi$s~VIANd(yHtjtT6H7o;#0Wcw&k6{%svwsx}tW0d8zL_pA<KVjUaPCEZl(
zRlu!2folOW?x$8Tl8qWZ$5#dC>)n|2a*eH^ocKH>-%Y5mb;!uS?CuZ($h|LYUmFqH
z;f`f@`*0Z>eaXS%Ha7CPK~wl#H?+Plu7URkx>zHM%X8l#7ag=y{lZdY+(Vbmhzx($
zSHXb4CO!ve+#q60;I4If!NO1_lG*E*iYZ}c6*@-b`WWZX>oZy7U!<I`Km7#A0E!ps
zFT83jFG;CSo)WmKiuPvct2pVy3b`W5g3x;|oRxi&uN1&iHq@XEm2R4`>RLcsfk^;D
zP(sE!4qMrRT<NfpQLjpf9MZ2@yc|K=xv#6e*qo!?_A3F?%|*(_@{`5YMj^nkm}<?P
z_*80$74HIE!NTcc4!2P=O8+-p3su6|c~Q-fYS_v3LkQKq<Q8T;wq?h69+#zfU#P=5
zIiCkbN=^_n1Q))*KK<;j(ZZ)!gZvbyKLcAcx^EVYpH2W9KNC)(gW<Yst6GtDuU&bD
zSv8K^jJieml#^Z*{<Z72a>muVS&SYo-kK#ShSZA>NMjiv7t=2e-eY80S`c1N&YGzj
z1fJiZSmkk~y1aL~Xlfk!!H7^@s4y^SL}Kc=|1?f`sDGm(uBjZ_Ixz~`CSIUI)__5_
z60sP($u=Cfzxi5bA`jGirZnO<1zNaJgr&Qv#V_IA&BAUWWd=rCp=WkO-)wehIq~0b
z8uQ&4AeY6$)S2YW>(r`)ZX$4C&-pd3H?QoTeo)P8XYN$*=z(gn*tk06d_qI?eJIM@
zd;9{?m>rh6G4^P~1+j<Qz&dtEYFp{hiyt?FF89F}NmQOQc00mIGQCy>#UMY_;C%!v
zuD!qGFK;sh^sd15y(JMPj~TlI?PI#@0y5d<D-@|*{D*)!H*cC`$cR-<RWq{1p%BCj
z(t;(a*0dTw{@$th>L>m?8h@R<`A@Gf%kR$`wn_glz2a{ZLVx*<zi;$+hxl*K{qJ$2
zKWB#ibSVDA64|cbFS+MlhVSt`wKqBk`pxBl(tmuQ%}0J7?M2y1BF82E@F@8Yw$EG5
z$HaXdl0!;W#nP?CS>3%`C6|&=3iWp+7)jfK8#78x#Xt6Ntqw{CN&iT=-{8XQd;9ib
zg90~}|46|Cm#2=Br5S6dg%=b=*IUbtza}u;0%j0ng+FV{mN1Iz0dPjFH?nmUY~ZFx
zx|7Y6hCfE+yK}~a#UMA-+i)X_JTcP&pA84ps0oMfarx6c((88Nu@OLsJCI`Vqy9yA
zg=uoT&r`|wYZi5<`>=|**MRQB`=^OuBTQ`onD3{w^$)UlMOD}{DaTDV>Iz&1nWZh=
za_klFE>@-1d{S+D_OsDx&7?BP67Sz$R9AXmYH@RXH5p#2t(<@J?E&{gj$EcWYiQ6-
zOr3T^@O6h_sTNWx{-V!Qddsdc()YYEE@w}yqRPfTZM-KTbDmb{qy@lETdyowt5u=Z
zcP?l}#V~WHPDPA|)mMmYx!x+R+g{1FqbcjL#I!rWj_vqC)o7GO1w0k7t5)B0%1`t@
zRvH;f@z3`yMlQ0~14xyIPAJ>axLPH$_8Q&%4>tGD)8U;l)WT6)*%D?kaXH=NG9{7O
z+H=)lV!y%He`2Xz7!QH<WF36`(KObxEi^_|Dak$Ok_O4eV>8OWV$uIoz&kITLHVk7
zSMkm5IQ&$52JZ5EHIKW6VR($pBT&=JA@&<Lw!DP|_hS*J(oeLD#p-V<nO?pePq76S
zCr?G}+-iPyz9huvfqRQ`Y39OXd#BeA=3i2cf_W3cQie#y&u#|QL|)flS!RP3R8>Vw
zq@+U78q~JNzo$E!W;^<k7W<;-S>sdnfFQDR{i{!(-E@ZFu$G+#og^Q~$9vONN;H4`
zrd<vN)7rKs0iKndD1G)p0fX(qnY20dkiH6jh#E)Ci%K&Zqevqtw}Us@MbPe5TH{aw
zRj1e=&kC}utx?@H7+=ZCL%UM~Dbp9H^TcksMu2<R^c&a<T3Ef~dP!Z=nU5hcb1U+b
zgneyp*Q?-(SFbV)Aam?qt}ofThJb1<j*Fd7e0?3@EAJQ}yABS+>$S(K8VW%hQ_fNK
zB@sTS`}8jA;?@&dpD?nSyqRo3xA*_jbn?VOMP-J7BU_T?iZzl86sV0`QkMap(Lma4
ztgAT(&i?S}_{t|@z2CN-DML~6J;=|iG=spWA2M{k?tS!*+sUXz9&nbkr$mxu)YGGL
zIYBv-+F;O_M`-*OgT=AfH^Txw^%C3+PMW*S3xjcY*$%*}_vSm`21t=Ou+}D7iIAm-
zd?r{F72=Wo5WpDASBK5~g5E{bD~!r%sAvo$T{FJf8EqbJf|>BR!(}fgzTs1%ct1}I
zhJA(W>>`xeN}zgN`LTt1NZ7M=yg6X51dbd2smEhtpBDaH^*Al|?gU?*qU65%K>H`B
zihf+HPNZ_^kBSUKqlTCn<Dy(NhXj0>nh5k)JUnA(HXJ&pa5f3nUPi<&clvkh&J|4K
zz4DWp@~Rxb_OOm__aMwOJ`!iSsoUjv84#i@l@=j6Qd}R(b4bVlS}Tih!PR#c+^qu2
z(IK7P=!en?M7caHb9hj_sYLluj|7cV$~7*t!Gv4(JKBP$I)@Y@9kVhztRRBUAIWrW
z4oa|ErFQ0s6!31mWd)K{w}z=-QUMQ{7=UsPRP7>-F->n<4=7^OWnrap@E}kv#22Qf
zgA(L_K$QJOM!gh)GJrdht(BeZCm+;DthTjT*Qba%3x(D}owxabn-^kJk&hG?DOP3D
z(~Q{y-FVH%DO%`9()>+nsqpIOsDn_r&Q-osw_&*;9W4AI|9rfy{O*XJEvgJvlh`sC
z#!cHcoAbwzf5ka5g29^UcK|eqTfKf+<0~ztpgc2c$i!_rMR!Wa(>Sys9usl=EE;=D
z-4bvIEZ-Jqa*_;W8Qz=x`@TECzRjh4O&=^d^3Rd7l&`Zb-(2b}f${&`tnp_m`o4wQ
zx2e?c1Fe5ulup+-p#}Lp(0YmZ{e94vhTm0YNGd7;j%(u9qs}7$%Fb$U<>gxjg%Csj
zj`gHdcQoSS9D0v(SKr2nks&wwU4H(9t*Q1Fea!Nq&Mda&v?*clhmXSO;XX!P`2*?n
z58(bc8ApT$!>E@dexR9(8%)M#Ggzg{Q8fMwf=^X}5-YL^8-zH&abIB6{;U6e(Uwn@
zlrCOVHiPNA^;oCvT&X!GsY|&{^o{K&53q;b{*F&E2=cGv#!H6%*?p3z#?~Z8g9<nq
zzzQ7a06UL!)pjl2<rA1a7{d8`fcp#VxC!c+Mzkvdnmjy?n0hU}GnhZ}d*f<b72WE(
zuH?4!`JXzjxzMc{sq<$ZNH6DhtoX&?BIdP*gyhrwd4hv{Lr@|yTFTBm7sALQ5li9}
zmo|AK!u5VUk@m9@xf-HhQh45vA~AZcz*AufcN$Zc)1N@Trk4h@dqfG;dh@oXpE>O6
zoaBCvxH<0@^~<?%N$^EmIl0sK=-nn+0VPMWu|AP!fn#+Z>(Hyg&&IBh$LXS8@`MZo
zr|*{3{W=u|%yMlRtHfX&g(6CnM#~x0Yf`CqfS1oFzmRKft+*q{?7AvZ^s&u{H6eS}
zuC_DRct(%tF54kjH2vTW6PhA8&@d90ht&pe!k<o&-nRWDj*Hz4;o-gucC}YqbUdQa
zyPG!GTbz719EGV`@3x$zrx;;M4#B=kbNAWPq+7sBl(u<CdDqxqeV9|`K?PP12DNKR
zhmB;$%EZ3T)na$hTr;pS;zZVoaOq$fCy$F@2>)Tj2=|0G8|eZy+TMLqR{CxGW^a37
zf18c#!?6KMXx^CTUB_Dniu<sd@kC$b4{20JvncP&-5qZ&{Ph>2C-|t5VJF6ne5KZA
zy0a*&nQs`Fg~9O}H`~!%*~sh6lT?FoC+$^&g8m@P+1MRB6<kLEWG3>+6~ORwEeB|S
zEfYo{`VFj37K?|?O1f@d_ubrfpX~aC>fS>;J?rNKzIKr@+>MY%+RC74L*9%r)&TK}
z!cV1Ix=t6f5ispvCHDxq*mh&zvbgZ|Y4aEQ3!e-dGn+*oSR#k<S_?vlFZf5jSmVhj
zn`507bx$;mP{vGTh{yRG2ws^f!P3*MBNhDXxfyq}24j1zu9Tiib@50Af{0+#XbyY$
z#A+`7UmDGdaFqh2(1iv)?VLnYH}2}h5w>Z``DN$A(o(&SP%Gkqvtaa*8~mi^QA1tv
zo*7!<1TA*DjvT3ana-3>emeRxP`+mNV!$*>WghC;wvj#lIE==UfuD|wW@}@n?3tg!
zm-C3j<n6Spz%funq<w)0MVy3z^G}CaOi8xtUL(;rGEgZLW%WSh(+=ev&YtH<Ez;DF
z+^t9l$yZb1FHh{yd$o5MepM<3=&)Co9hMJK)0qck5y%CaXV!SwFSX{1iC~@Fy2cQj
z0n&&#Ipk2~UT*tZ^^}G5_+s}W$wkg_nf^THL`;}`a?Rera8sh=A+u1%wD-LpQaowu
zh(FW_OjCZQB9(8vUx5sj7f3=*4O6W~)vMf+YpY!K0y+-JdmNf!WvTVzu^yw?zz5BW
z{@Zfz)%d3yX4T`#bkB-kJJKG|Es^f90svjmBca?F6J)sI(bXPOXJyR%g77o1_nJKw
zzSyylq6%EUOtg32e%ukzZt+xH(<^Uoq5uoi9$4)E`Hq3%jka#z1o7v9-WJzo@*z>_
z$DqU}R0+TZg6ZkiaL_*1R^P?B1Qs~*?U80)(H1KVD`#}mXS`0v7*B~alBrTu>yh{n
zasDjQ$_4><=b6#f6Htt++Dp=$cU>U+rdm#<usOV>b|x>VtZ5M%<^~jlm~WuUsGz6K
z41~jRT8n+hL%lZ{D$0$SUywzSKcvAL0|eZW0#aTDpobEYmk~drTy>lxJEoV0vDf?}
zsj?w5PTE!I#wPYAer9-_`N^t<%S#k@-DRdh@oM@#;Pai`D?t~99r}<^RsEe$6r>fE
zblD&@7Wrh6HDjDTcTGtJ<1DD%h36)gngIM#T{!(n;nvtqmK|o)?85ii=YLLGsipii
z;l!GM{>M8Vl(8CKe~ndq^)vtbJq=iWs=vz@RtxLzcSHDJ*E*$!^PwjV3#x3+AQ1sY
z>s(3AX+KFR^(g(`S6#m)LvXFy+q}_pBiUPSbvs=pFt+6Fi`yy;=9Mc?%>9`*kh>e}
zW`D4Ow)UDd8zWB6Fh#}v#d-Vq=b6P%vBW3hi+xA1FP5XT%$A*tu|AJaVHoepZ(795
zziho$yEL!A8|6Ine2<3G`FtDN?$>8rRJ@W{MdjCDA1YKd8rZUzEUxCpnFIM=z1FMw
zEvs<R_PL<DFH>5iFTl-RpL-3rLBKRPz1AU(8rR27pmol@i#UI$*(Qp2+lJU=<R!z`
zAmU?pQu~+mq;|dXv)Bzn4vuc)(|UVi>S<NSxOGDe=k50t-salqCoCgdi-UG8Vk1{x
z6r7eamC8-j7|7rOlkhLiejR{V`8T-3D`2bLS3!?Ox`Umj=68<#kNio8O;v`ahL7bQ
zafkyxp2?jNkz`{duo%(+tf9yhb@<x-{&S6dK`_-h2^s3mwdFZ@)KXbw9r__9)_b~f
zh*RzPeTtLCTU9yPFn);Ea#dK9KA@yL`VqMSUebGKVHkD6YXc!6l*rwCF6$B*Q~Ncm
z=4*$IJzf61Z$8I-<E^l(P^uGDqqEq#O0RR=-arIAED(Msyy9aPE`xSK1Tbp5s}P@I
zF@h*HmT+E95_x82N2q(R%-;f_*TJ1{sCzJRuX5}i{2?;VR^pN9UyUoAFR1X$cfZ5I
zT>LLGVnGk+kjbZvJb0r+$}13>*?8p|h<ZvRtf*bjv|2&K4m`ghwe2UBqV;6;e95lw
zyWB>7!*}J&+FK=+f;ok#$7irHHxH^h>ND9Mt*f7>zc;!dqi!7_z6lCiVJr}^Isdw$
z6LTuJeaOT~VI(&ev8!c~+g^L})$5ZQ`@UW(_*hiV?t7>(gMrH>R1D@!w~PhsUo2j@
z`Z(v%Um_-%aYeG{O|giZA@y7c1q8>I5?|A^-CByGS#P+Y1ex-@CW+W6ydCqx(H#@&
z6FmT2n;v_k>1^EPwH*z!diQqJX1ZDdv%T7u3*DD%Y^XdD<M%^)A~H%ecj!l0x~(`T
zBEo&OrBs$*4C$#Ijdcf*40nB>E7huZoTE5TPCO_zq}q3Vns{m1#+G&~tZ8z)?v9QI
zLGgh5{$$+cQ_ssT$8$d{u`}f0p#OAR>+z^MF8qCT*~WG4fOoGAAAt#+<gq6L)2?|y
z`AB$vv`-x+LI{+wF|c{%@ssWbNFcH)F>=Km(cIA{nm^7J&1juF2w6QpS(hUNhp_=U
z-Ay!BA**ex4AUc(c$;Zl+gg9%&MC`v)sC_FOM=dvlEgOtVpga3`bZ_{X(KyP_PiZn
z@%Mw1-1TnS4S><-Cn9UeV}5y6Y!od)<pGaTwF9Gzin05ljoqMFr0nY{@(Wi#*%Hpu
zbsKdL7vWQ6onobvv0P@PUbBYyi)P|)bsQhk$40i*?`;;vwCa{1x#G<Up@T4q3?SV+
z{DhD;m+?FoMmt4-zh&aGdw<$vV<=Phyn^Va88=`l)e(87tASq?@hPk60|S~P)&0_G
zmIn-5JoMu%Jzc4JIQlpPw{o@_Wg{o6K1%gVbh%l$a&~Uh0(QX^p>BBC2-`LmW9eJ$
zv?vW&a;3fFt9`Q#tExlX-OH)CVsEuQRI*3AyROzAO?emne^K^cQBCjr+AkJF5Ku~J
zQlytiCrVdDs<aRiAT;Ta2-2%KMS7$|D4|FTkU&BW9jEjfdO&HDUIkP@6w7?$Tx;*W
z&O7!wW1KrLxJ16c|5H9sZQgRGLE)*4$L(AXa3fEG1LzjQ*QI6A?qw=go!@hjXZ|*M
zS|>PKZrAJ;Anhkm%lWn`)|B_YGitt&2V_6Mhe$5$(?59l>=KMswZ1MKG8(RDc(NXs
z$l2yI-0&num-a3Vrf!3i*TN+BmH{Bfa=3Z~ODFEfoiF5Xb+`Fp9Sx=P!4V$S@87c3
zVFa}c&_EytA8c1**;r<CQCEqgFx@sb`p(^7PdhC(z%3N~QKeOjz;Zr6o=)kLs0V%#
zCcTXbLR4mBQVrm`mUK>ivVf}@0HGhf4DY#zN5jO9VXO+O=Dm@6oz_Xfwj_>IcTwvy
zU18;2L+5oY{GGh9D{<2!f6uFvAy(cf{oT3*V$uks=k?0=^uuhNu`;PjetWqh&HA&v
z$n0p2AGNx)e5Zz=#I3&*^RQXrlL2gbhFW_nqPC4uYv{XdIAe|Yb4V167JCk^U3(%V
zV>Vv|K);qqkxF71Y~<oe<tgVyrMVJTZCaUWi)K!TKo>RlNUWd8fskkY3KRdN-y10Z
z75)4d)rWfc{&!5sZ&<)T38wPjn2`VJ01N)-E&Oeb|3@nH|3#`J>|$KE>i*zEM>8pX
z<_CmdHxIua*1q}|lf&1nA2#pHg&j^C?k*;VfB$aT9unTu_B5vPZyF)8BJjet$@+Hc
z-!xh~KzKm@PukHMWbPZ5kJ8yOE1YZ}T4!>eO*_Z`%=i)Z+8d4g<9VIrB?3=uW$L9Y
zBEqJ@SJ3JC%g$$-Tzkb@<UQ$WQqN`zK=;w(b-oA;A(jif+HP62+f`-2-{{CyrN|H=
zbax2Yc%F>T)yz<OR(VX<44BJg?@uuOILGv?DG8$DSgc{ftj|r)*z%?Cf%BF2+z-N;
zyp{K2Ty1xpFBkpR_Y!)ncr&_9R7-Q@ol2;dN$3ah6g;a2K2I;|<voUDab2IFbd{y)
z21#Dj{m?37E=>w|{5j0>+LDK&FIk26kW0B7tuheyXSrwnUyFF5?LrbsVrWPrmr{wV
zYS4T5^6>C6F1>XFb5fw;R8O)3>-wfImsfgX0>UENN-CFr=r%ssaOSm~HY;B@U3O2h
z<TE#K43aL5J2H3Y+gE?HobQAm$KR$oM6^4A2L!l)`V`FLsyRTyAC>W4+*=K@&vdvh
zv%N&#TD}%5{#>sUsWqKJDePzVt#Y4ubIi@v!1Ht+%3=C!=A{X8V$vhUQ-Z*vLNf(e
z%i)FeTrw791Y%x3^4Q=K26;^A7!_e#3P8df>w0>d%uKH1<z)I5?{iBlOO4RV_jE-y
zns2NPi3|B8pR_;d`_y$zn6)ZVmJXmq1$T)n;j^w|se1CD5X$Ga%+rJ}$aV887a+SP
z$sFnTi`WXgi3aXUUa{Jz1Mr<jV}W64Yp(9r_o6SvXPOLHgL(I~<beUE>k7s<4LDL0
zM7Y!1!ePULV>J8bQZyaV5sw$#-lUU&UA$bqrWDrG3BRZ>{iCks=lXnE`iE}SnR-Vy
zO>|5|z+HZX3xzoLedPM(65Bi*2^H=>r{%AaV#C5KXIr&_c9yiINv%hyZ8+?<729k0
z@!tBnA)J5N;kI_;Mqv4Rs7U^Hr+)p0r6}LYWZE%LCv$CUZxn!{rx=}8G1<eBmADgK
z*!Xj;zT{2PS4OE}GUhN=ND;1B0?KT19b=NALlEoz6H#GrkS>QwQ*TO#rx^o2zMa~D
zK~Qdiw{opl8CAFex)BQ8T53Me(KRP!QcQjp#dNJ*5GHP3Y=4H3U!2cL)wyP}z3H96
zd3^X8F?PZ9u57*|9Rx0Hx=3U8AX$FjdipJ7Ys-Dy`5Ugh1Z)-Me2FFi*9-D};sTyv
z(SIEH>ymwX_WOim2=s29Q8|;~3N)L>*BTQuY}0Fn=_lw=%Vxg**^=;IKWzGSb&*Lk
zvW07qae!uN$Q-jzNOjg_%(ovfN%BsF*fj<m(Y>V#h+B>Sf#?nXT)dqI)h~BzUAOK%
z$%tU8B++W@t=V1KLFSSTGgJed?acblKuMm$ShkJRii8H+a|ggatfUjRhYYmSpM<{I
znxeKYYpl~2qn4|0uaOcb5&CVs;2vLS78ugam=rnN__aw9r`%_k@+c^Eg;}aM=({dW
zRjN*%JgPpe#>lcF7CYRUd;ArJul@$kx%FJ$yqa-I^&FO+kvucaKb>#sQjWQf2ig{I
z8WzAx3SD0+n8GJ9_it>q9_aeYSTL;ik{2FGPMM)c?F`SzPDS}JZ5PaR;Y<Uo3jXOO
z+=k`Ynnr0@Awi`IpkF40mGalu@yoM~{&e4uNu8jC@~qF`6??2YgY!)$Ij}nsENaP@
zTj)Bi4HU<ax8wm*CR%+@8HQrWzT!ey?bceLs$>r@3|r4vls4OWTZvE4S&Ebi7)dRs
zIju_5Dx|Q3S1uwx*jhI5JVOmc*;i$>gc{NrCX|YNhsFxCcLx!SDx7>K{9S}MLFR|g
z8D_HC@ctNb+F3qkg#cAtNRqM26pL|j(%-@xc#e<2qy00$s>i9wah$;;GvnSt4{QH4
zFnRz!=W^MP_WqZ_o=DsD9vi21n^p`g57qKzRF&a(XyWni&`rs5?PL$3GN8VWNo7^q
zON7odo(C=EF+=z*<m1UKz!@)eKV)zVzi{7xjL>EQ57s!)8k3ju(dAk3&pg5~wV4zy
z_K!Zmcb<CMvF0s5wo$OR0OlV&E)6k!$ihI@JH;mF$-&p4t{I`qAjXWWBV!m*#pJ{O
zCa;cs%sq8;euRy9W<29GANv<voxYB{M7f%h1@dv2#dYuDFj%alk389bggMu+O4mSp
znth3c|0K-lR1|KqZ}o_IvKmpUj-uJBR%h<SIYnpfT1)x0R;bq2_Unle%RTW0bueKQ
z;B?Pq*0!|4Vjoql{A~L8w@i8CKhakIikJOIGyXU1>R&fD_1Zs&^tZxEZO8xfsrcVX
z2kpxLM_l-K_U+&0`+qF2fBZ3I>Br`1?+zW`&ITrwK%tZBcUjyo2du-#lt}m4iw=7X
zlb+v(YjpE=ci#L>lT8T2eZK8wF5zrdk`#oOczdy}ay9=noZn527pK!-_%}@&)d#g>
z=#qX?YE^9VB2av$aI11D1Xp}nQ{EagR!t+q4@_?9Ob-@$olQc<_jbRmS6_USEX)Ea
zJm)iNn{pUx8A{PIHE7s*j_&*R!apBc`E)D(2hkU-tqh*h|IP#2H1=z#e-yd6z7MG`
zodb;YR7XWh{Q^}mo%qq1-~Z!1=mU7bysAO1I3c?6j&{^?K9hUdN};Y)_s9TXu8fp0
zg+V?Tqm|DV#@<ThvFm<uE1li<SQ`A=5M>`FU^sn?=gusol)g&IUDY>RJF8`qUp;3G
zscGXWJm?BqK$9OnnObeSeEBuv*q7T#q=qfMoJC@Z*Nc>x4T)bjH>i0qaT0Q}@YwLz
z$749$H12U@qCSL`X9B6q$I<%n9aQJFY)Xu$nlx&N<7nGN*rU%Nse=Vo73`Cy`-mSs
zANm=QAF)<&IuUstG=K;zDH6#qq-ZwaHwr2+8{Q(Gwpk)`%(5Is1diKc3|4K0Qw|Iq
z$a2hszGO+^mVga;{MRpKyY>nMwI#*fVp>`cOzj@ALwT_3<DUG`3ucX~yhV8vW<BAQ
zu%pskO2wOgeB(;szOr{L)>>mfE%{J?u!nk5s`Z$Gv&DJl)MFB>SgHyZ2i)>O3SIk(
z6#yRZAf~9^_sJ@p?R`Nlfj&^yEh7q=g-A7I^6(6t2n9zONe*yr74ov#@MxybJ>Am(
zvyBeKhDi)m*|$h^t|SXT<m4(`RTOXq)t{>ypIKfZncu(zLM|0mUDUkGbL<Km+xb>)
z&(D<`KDeEnI?43beZB;^k&+i>r??`6lsR>BRf|(v2aos<RAox2O{=tjUtxcNOro3`
z<DGR!_*)1+5v+G_v;H8@x8zj;<MXp^zt7!KfU-YHOJaOO_=cB8F^`TKs285}<Xgl^
z_40UvR$AUvw3{@V*Rk-Q^k8z<N*xV6Y_Z&omVqiTA%ZrJ%(8KaZz)&EpPeK~d>DPL
zKv4{0a;3ldm7x3-JirJ{;tj;HT55l;11vp~^Ie=TRPdQBs2`)IFzNkmqv45lfhvIF
zD@5XbZ(uzawK$lwp0P+3LM?9}z<0YZ#PHTthf6ZeMBdm2y|?P)mA~!V{3Pr23vuTz
z$Ul!IXF53{qss$d0^-s-r;uJaCudgb@mlOhP9+%5^ZQrg5xRAW&QC$?mFxjk(Jz=>
z?U#jKDo!=L^2)WqaswX@zbRnJOLS^wvUucY((MBbJA4Ytsob~VS7+0)I<8W@eFwfS
z6Wlsz{8Wgo)!6d=9*~$t>*H6_P(Gb`vewa-qgkg0&kT^`rmDa|a~nFN6&I*mOdOc{
z;lQo6$50~4-lvoZ%`!|Jz>rI!LcHct$)20?MtuxF2mJK6T-AB%v#UE1sQ@8em&Y{w
zHV?`&>iG_EHBSSkYN6a>ZI6Kd?2ZdZ{FH*y-NJ`X)_NLMwyZYuZ(h;G1wnGxoqfIS
zH-f~MsK37wK<m~%>z6y?m*=pe?^cUJoIwr?{fLeaH~c(np5e>3>SRyl-a|oT^JjU5
zeX4bp)d@1*&8$VU{x7yMuf~RkG&~pjfnx<G&h_l*_+`NvC@e+19P#O~=N(!2D=}wP
z4REd~{;pOOw5;y2LdWc6JWpb;7A_=Ya2(^Sa+Z{h$2dA5mOZqu=RmD*XKs7;`B`)g
zA(Djc0u>C`GQ4clDbu6}W;I~j^r%;qo01iESN<}Dnw!uXG>b>VRRbe)dssdvlPo-j
zt7n|pDocpHwRIwKh$R$T*8o6?V>l|Z&*tjY70WqCpS?_0b;Q?fv4>SJXf;Bx3#eqh
zcZxO^=w=m7LGrDoS=_Sy)h-%}T01%V*s6Y+TOh;U?wJv!Zf|8*xe9Y#B{jcLVi~C6
z&QFrd*4U3B8!VnsUa4Hc80(4@bpq3;_`X8)w=#JrjTI&JYBOU+y^A0(DlU*chjWvg
zC5K$DFM+HNmK6urNKF_|+tX_IxK~O^2GXOpVJOViYt1IWM;`{a(;x$gx)UX{w}$4Q
zc|S4CGc`9~RfSR#S*9?rAk4s}7+JUK6it7xGzF((XH@-9sidBRF{J8ry%gq2tmn%!
zJgc3zvRIz)9fK~syU13D)VnNf@vb@6#n$?Y>I~|%kPDUOCX`9-i+l6E>NfQ838(1f
z^Z57{lG>^`WMDSqoq`A=^^>}uak}jyLNapqJzn>TLpO?6T8;aK@j$uGqYarWSD0>l
zAcp&WZKist$^A|9K2wq8nH7217vHH;DMfNnr9_ob=%GLLsy<6Qas02((SMVy{u34P
z`)K}Ga)b)GqXxpMiSOURl>dR*{;!S4|Gc+U!}0gcwcvP+rx#hdu>6AI#No<U`f_<h
z*r>>Z=N^O{zh5zN70rKC*d1MXrep)=Ak;kIS&w}=8OL(2nBw5Q^lf)%j^mS@MpD3J
zc}*y9OATUm#Aq<x<)u37#mKjORcUjeK&UHBncx*6mT*0@tFysAG-A84f(#RY@AOgv
zRzpg=D<W&m>ml~Lu+O`PBEL^C<W|O1h3hyK6+5sy_2#+1UvS!KfQ2Bx{)hVp74FHN
zqp^7}rM#E7&gEBk_XX*0tyN7O??3RC)zvP~#WCZQY`q6hKowVN6KQ-Kc5UDKsm{DK
z4LdB&fnjGVEpVpJB-AGtaN|o29V79feOrrQ<~XSjQYSo(xSpi7P7HUiXxUi&I(%_&
z_GuW}0Tgou$CyL=GGiakVkGhwlCi+IKZA{@x{cMl$zrUO1|7e@X(YJCYl$gFQ_<iA
z5r@K(NhLyj!<eT31V3ehSra_f3Y_!$T>6RywRPqsZ}~#<-CK3Hd`|ZFe3pr8Eobh4
ztW6vA{R$tVo}GXs%NtX~0tG~y$PUROdK*tEs%(Rn4C55quYVYH0%4RF+QVOLw1{Jh
z%#xXrZ6T~$#}Z_BTTd2)K^g)0O7EtO{R#J<GaC7!j&(x{7OqI|ZM`gYG&dkmggK5e
zn&&gnQEGaL>rtUvNt!Lh7iO)}1)%nUx7r^-SvU<9cTE?JgfMOIq<u$#((qSiSu&Sg
zp!^=&Dj<^T>8%qNrL~j0g0q~r^ntp-LG1Tr&Dd5s|9(HD^TVmF85vFwLC&MQ*sym-
z5!MC|$KE{tSnHRerom|v{!L5x%sESww9s9}D&o-s<su@wlJl-6%eJU~$1IRKkJ)78
z?a}t3-XXQ)Sz<7^lE<eN=`{ERf9_wm?(rB9(QGPLT0^;aCVC;b1_AZG(krb=HsF5n
zRq01~<OPLFzy8+#yiq6e%v>OYhV}kxr9a{eOOGO}@q?k%;0vhNO0(R=)&~kOkAnhb
z5|aC_stcR@1_L#`xVV#EBrPyTnx+PvG)V(CvK64M(7;;xtUBccuZ{TCiJIAB7jm$|
z!hqE3I^DkYT~%IhgXjZI^agCil`rK^IS*C?JPJ_CGxl8cZ0O1_*Q><Gs`G38K#mu1
zcYUA=xvj=od1QD<y@J#|+4<toBx9wADpf(SadkYtEIovM(90$3{_lSQ7Ix;98{^ez
zY*U8YeL^hZ!76njm6MU~kEYYdq>G;QJ|q7G+H-h}kAS1!zQx_JoYrMvsn>*KLx*k2
z*`=KeiKxcxN%TJ1^`jJ)JltE6ABNekTqC(P`l2C?#z3;2vpM_5oLV4`JCA0CpA?5f
zhGruKG6lx)eYh$gQ~1`GlOvZ1etH8UqI@M4+`=>V2<shNZjJvotr4h9a)G}E-4ydI
zv7L_E?tIiB*ry;K6=;z~wmKp3Ze@5Ii(eiUe;~%#=KG5UD%u#Z#}q*30$tAfRxKVC
zO_KBReYc4bx-L{InPJB`iwZ-Pil&f1W7Z0p`gRNn?rv^Z6(=n9N_JLKG+n!yqh^z2
z^%XR~>9RzG&*>%N@re>Uz~)OYJ6fq#+)rVCI;mbNUk*&@lS!`5Tw{{y(&3*zgz}!b
z2Ce1T&`jr_Ua3Dif?dAFj{s7Vl$Q$FajorwAg22d%B~DmU+G-@-Y{EbyQnn9YJmS%
zlUtLRxe?wdH;g$3t+&(Ra9Jz-r_mxp*hep=9PI*Cp9%*Uf1P=COM~nzI{E7qj{3k~
z-sT9F_vdlMEe7KsDc|dZ&?~4AGp7Lws3@}z`^=wf8M~JL^wWYaTpJdq-Zd1&vWBNQ
zo3QUxMmgToxzPA+DM#KLqhxg5)9YE0dNdYwZ-tF4O4O5ql&+Ox1OGtfy*1tw0Ii8C
z#F>i=B$&94+RKXLEi5zfxsG*pu%!|t?Ax<Pv=;y)4z{_rky9Os-l95Ihuz@qV5ueB
z#zY+p5KvZqnqkFqY|PtxyY+HOb!@CqVFL^G|F*w*g@|3o?S!9uT6e-JEEu~!r2cG#
zj`Kq!YFJ>_Zy4c{)f{6n=vk_x->3c<Q=Wc;izZFe`8|1M3vO&SOmGOL;ra9Fb^mXc
z#$1L^`Ws8x?<mI~z%J`eRS(=)S*s3p<^#U3prtL|G-<*LNH8#LRqMCl#}+&aa&%1|
zvf`kiSD`=`)NG+`;w1}vxxZ;b7(UAzlU#z$&H~*O{XENHiCOo5PD9~K6DKvy0c8d6
zclt{_2u-P|92}pH9Kn6qqhN4Xo5fJ8tnVhH->?=Ac0Y{r3_L|t^xy>tS_M&s_i@Wx
zGb8e2Oo7@rniMjxMK-{kjgFy3H^&g?vWSz~kJ~ewl?TPQJ*Nm#7FXpVbZ=`6MA?1G
z?TM*QRSizqw7tyql{pPK3TVFD*YKJu^}aDX_ocRAov25bij)4o3$Xte?)Klj`2XK&
zQ7L_=tTmTdu6YCA7z=Q^!3T*8!bw|c&Pm)GegLShfq2oy&Ysn?o}3eC3UpT3az=j?
z%>Phe?XTgymFt%mzJ@};Gho-5ch8DG*Is%T){Of>_h<3Xk~_R|#CWPJ{kYB|uig>(
zWUKC!PaA=D=-k&OREb=*xC<hKw(}QqPHRk=v~&Fxr+Oy0ZM$uS#|+%W8n)|LW%#tO
zV?ATXwY9hbi@RD?N?|bDj(RvRb~ZNA;J$hN_Oy)9&;t4k@t{<|f$;Fl;1Va@d<)Vw
zpuBUsFvQUBtEsxjpgNISz&6Ua4D>J4ky9}<tqJREo8VJ$uHkQj!gvOpvqB7ODZEE$
zW0$uC`s%G0E5-P}h^jHPq_%D%RF6*t+V3f+7gjr&v<P8zE1FU?O1z_n0gLnPTKno(
z+SM8Bex5KV5lvZcuZCfcI%G=>SP7J|&`oxV0At7#d7F0ZH`PjE9Ptn|U*ybB1&ys#
zDihtt**NWnK6hoY9-v>`f>s_1i)UDuJ>J6EEmuo~Zr2j$E`L$~=Ehpod0Y|-<rJB{
zQh~2lVfahspb$O0rzuvrAeGJ<p=i}(t7y>Xc+7vQv~9@Nn0w&bvS}@8z;|s?iD)-2
z_F{duezh~%J_QDI+_!HOr<V<Ut!GlrGtoMmmdRpP{pM6?Py>OU?QeEcaB-$)N~_m0
z9~V`%$4bgEi34O4xLb7LO8#@IJo%X`vqtAnJ|<IxwC$Eg$x`%GD7B(3pnez%(i631
z6s_x4V98H(Dgmb1p{e2g(#-AodhdWcwmIYc==Hf_JR~?_+oA^=b!K$2LTQQQ7j952
zq6(@0fbGcF<4L!fCi#44$X_JzqUAOFrDr&ertQx+!Iqj8Q=J^$!)n(Y8E9zs^!&|s
zRh>L*FGFbuzhOuRE63MIl>tX9ABPiFu&p1zWjU+cndo=YHa8zXcaoFxw6Yn9oFd?_
z&Rr@xvJQ*su9Lccv5of#H@4fKdAnK4cF}8yS?hr8A6AjD(RlN6bYTIasg=O>NQZkQ
zESWMe0vz2es5hv&%aXJa6#2n5M5_MhdKjO2*v4J)vqbH%3`^DkU$l?jY>S`4Zl3|)
zXl?W0Mug`indfUt6*dWHs9yi>FuGts>ELwOW<Nvh@@u&-1Z7ZOsIqh89M)8>Lb0vT
zncn*eH7$jz;@w;EQUNHm5C<uVO{&6hws+6(NqHJ!f<75uErHROJ(#?%WpSwV&W%no
zY7c1S^s<!?NKaih(4#d{=dY0VEg8<0cZ|cD-ANb8v%9L&7gVmEjP@JQ`L1`gX$A;$
z39L~KxoW7FhAP|D8RAyuPZrctuR2cq9A&eY^9AJNImUS{#Zen>7$xd|NEP3vW4PW6
zh@!qUpx;|b%g8C3M+;Zt&seJsL$~txY#=e>;=|hhK6N$XfWG~(AvgJli@~5ft@tcy
zUgNKG@?ut-t)LaBPqs&B0ln-M3-kQw&}+OIWI2Q6lO*H5&^=?t1u*RPK)_B2$Xi1v
zk{gtrXnsg2wg+FcaV|#vyjkT$z;+iVVKyH|TTCvg1`~6fIn6USnpH{p7B97IKfn|C
z5GR&{TkVeViA}(H2Y(wMrLsi-K69HFVLX{eYI6_J6J={dd=^CChdkl7CKr=whH%mo
zi-xS4e_)aEF!md`!9B7ayJYKO$k*YIaG`oB9E-Swh8hJ6PDX2x>Kj;T03kL-VDwhI
z>u{r90S_yI-^GnqdDm<NuIQD>Gt|-orA}Mewn9hkIJvFH|7_7`Nl>2?4pkf7pn^wE
z@5<;a^P@9F8_N9@9W;{jx25lBbchJk22;Zd)B07n<J6}OeeGRagEd4INMfc0qako+
z8QfW`Ps2sHxIE1Og)k9BX05l)t5g{T?jdC|<q4|^9@&??ye}M?SFiISSzLvxwFHA{
z{Ox>t|9T)=a)+g(pFxHE1itX$zWxTqSam{=|4cxB_W<r$m|IiaZPplC7Se)W97kVk
zNW5TJ)lY+?_(;%Pvdf=UR*7d=`9ASE+TQp!x%oDd|M1xV29v)fvGgX-boriq_Vl;1
z%4$z9ZB{*aYdSeY3$RN0xwTzodWIMr3J<cUTrgKf%>xTbYzw79L`lbXK5)(A;DWIP
zQs+a;M~Zvo9Lc}UTkKP1t|fa8*~oG}!^>^5LY|(T5tT|1n+FW|F!%7zOpc7vS3cM#
z**7#O+|gfa^V##qpcL~<(C_`mq<egK;kAj*AYP7D3+G4}Ae`a+hm64c?hl`V7Ur%w
z?|dN~Yxtr*73>913PM~s=G}WL0mWOK??TDv9mZp8g3LN*rOJMI@UT?7O3ZzzOvFNK
zccF#IZFt^LmEM!0G*yIB>=TRFm$XKWCKYSXK!Y2Vhbe9FZfb8G;xXcp8-{X(&q`be
zgF*FopTJm)kUUGH<i;4p`h4w%1!D}Au-Vm1F;?KUn9y#m_jFDPeG901`h<qp(u9+7
zPai`HHOu;VLj%88E~Q^e;|!2DVy2B?lF}R&&sA-9_3wN5c@3M9I2+NM0|MYbSD{VR
zM@3&R<2tY@@K~E<gy0?HkW+a>Q^*_kC#admOv|jWwf~~WUi=NN_^p!D1X2-0g8!d{
z>k?|F>R)pdxBd%S{}1=#f2xJQtJ+lO8Rtcf<+da*FN<Y)a!Cm#W{Hz%ZfHqUdVRER
z8r)6<u;@NwduK`dD%-^p@_f;5nKr{baO0Ha`eDtVxW8${94?3O3ozf8IRd!OY}ngW
z#tW=E`~mr83h`Cwjn1%p7shc`xSjWkn9pPSpp)F)9i5SADT&`7_r4~a`m@#(wB!o5
z+1lN;1(8p(Sr5fg(=4b8!#g&GcWz#?VT0s)vOl?(AYSn2^I%l#(<&_)8n23pIq?qn
z<xCacDEmO(v1-2Mfmv{Yt?K3y--cyG*JWr~D_y4#*kPPmUhpm9QN+_1A`V|~)Hqzn
zOyfRz1e*_tmo=&ZGI^fsJhnj?NPM%sTesF&(#q5yTBFMr{fnC~wTk}9$ijtkb?5n*
z9F|#XC95%s%~eubC|fO+VYF?c^jYR5&_v)#xdIF%F@-CAI98ytGugA~G2Ppnn6_(S
z&l&$?P;a*L!rJiX3+EK>4}v+)-t?z6ciw=xkw$A(FPrMznJs<#<?Uo+Pp*?jWyIDl
zZ_{;p?k?Z386ga8CWMNdfM&HTt_84k=Q-JP?%HO`@n)R8KmK}-UTJ--$<+mg(g-Ef
z6;)l(;x4azKS0vc=<d!HVK_m*8QM6;`)=j(Ep=;i%lO)AlB(m+X#SGlk&5`kRs^k$
zS@U*Fr*b!m>M$9lx!b|w*CMkNO7ef*$lBfX8+~8-W2^$iF^##iP6#n6&1l!evrBgQ
z^?4-B!c4So{X~3FZTz^x))EE-Yn~L>9obCx%~X7>w-qZ`8^bU;sc8O9GmO*)_Ga9)
zWwC{Q4C6_YaY;-fA}KxFtn;qaAC5XpK5%3IB<cq{pGkP}12q!`jeWY-Rb!u}nxxaZ
zWGX;U2)KJGYB~GXY}gpr#p`QKM(N+T+Ga{-6L+Au&a)UU8F|E9lhE+o;T|+oFugCi
z(|psHv;qBot0gc|ucet3sOlblaNzV;qT#P4sV}ceuU;Hcpn4He^KC5r$e~_JRCZek
zcamyI%!n7Wbz^Ah^9^w0!p9yiV#5g6R>RRjNuXdh|LKk1)}3*5?*@YZRI#A#&8Ukk
zuO(*<^1)?~brt8?rocW7Z9ub+|5V5MujK<5w*s#1Kj9;6QVHReTRpCUncwyZ3~c(x
zifT;;AZE!A9j8BbD{h_Cuo@cgrIcaeH*9fMo&av%ndtLro68o6q|kLC^|brX_&t3w
zj)0Pk<bIiJ0r1$*R(X=b3^UDhF7{$}J+rMpQay)HCrtt7LW!G9$^A?)df#I&&C@^`
zKtD8+c;gYOf$2lt4e0nZ=r2=+r@G#CXpU{~`VEWXKEK)X>HOPKe^Q<O7%xLt=w)5i
zx)b7g2pX~~Q|`#%(~(Om_aubMY;h$96H9=Pi|^CWXgVO0=eZ6_po!0ld?FBgH*_rW
z)N#(G*56pJ(qV<QUxWbMeeiRNc)<+|yWBCQ4WbJ|SLq9A2ytw1+to>2yweMj9XX_<
zB35UufYjquexKi{(6oKPJur@xYLzLY=%LzGZo#-*=|1AwcGHyAbeTdae&6>w!c15r
zN7QX+T;**byXlft#hv?BpfV73yyv*h`~n{=p@8w8hRv%cl~zBQ-NL)@Ns!fx%h5{k
zz9sqJ?QtsnLK_t%i38!;46@ccT;DDtVg1%JSgRRUV`m$i#wl8GhTWTtazegV{Ll64
z!<|N~RnV#rzRtk@Ot=k(1J*q+{pxId8PO82QZ9ZGYfc-%$SLw9B?o72?o}V|Tzd?2
zLqG5yV=`Mx*6MR#UQ&=;d<W09M!a8$?rkB0&*p|r6#JZpe|d^*@0uBeZVmf92j9;S
zYsJG%ABF{Z_=kVy`IzX!L;Q4(YBUAhWSmoMSe)`{>Z5Dc+mmX{dg%UCh{TXQ6B9xV
zok(nB#Se?IE!6)_!}MTs_PZ`&wra?QFdbz(-Tfx+p*-KHgAB&Jv8+CDmkj-VxHi#}
z(vy=s38%m(?0LQrH2IeCBEu`rQQb<bl|aHzVIz@m^^6Qk5rRZl=5>}Dh#h-8>atui
zUD%ml$Hj~<Xl7oRsOWI~ecE64Xg{T0%o91<i&$Z=@Z+qZ0Cj`$+>~8oCw7;72IO6C
zvJ;}MGKN8Nh^X2UW1^azL~nskMPObGJyeIu=G&$ln<GmOAMrO<Nu1U&l*`WRpGmHw
zmEXOg>ee?=<y73MU<n8iyJEvE83MA>(B~%@+*o&d0%5o`V@_9bcqKNonWK^*iof@S
zr}|4`rwX7V(x9mUeYJiaTFPDOs!qMp^B&rPl{zn}>m0Ix6iV4r$&;!99Bg=!C_-~R
zyEDMd=C&a_jXW5>@G9V)ipJi~0p^_dPa2#a#wK4GHD+oY!?K+`Q!XTBF<_Yaf;KGU
z*(>cx@*@5(p$u!zY{v^-RhXE;M1EvWTmJA?2ctI-ZG+o!^iV-`BTJ4l^c$j}@#S-<
zI#%xwr%>hjzSC6xlfP*csE=q<_D}Kzn9%oxY1z=sr_|Am(+YZx-R~BI0V7(}Dr!qu
z2m%o-*jtC8eZZ4105C`!eq<znJMM6@J=n0->%zVb1bZOr<nj$LxLOAu1h_gbSPI8o
z!m1A}cXmi$olcGu*}pS9(x-3b6iX9WS$0$JN)!GANfZHXOO*h<@|UMRnvVEBBSEeE
zvu~c>v^Rdwk7e)#rrlM_!7)th*MJH<Q>hOMv*6!2d+KB29~u9jz}f$>xBeZ#{*Qv_
zZ@2uvr!fAbQuJ>P;`fx?zZP()90N_RvO<?wc2AKYhWJv^gdLh9IxWU##evH#jp>73
zV0M=}jhOJ1$PU2uIO&+pch(>k&MohfTYtnv{51V`NBzRbb6I9Mu^1;bgdgryjlb}V
z<!JAZ3rFuvy=jKiPKX`qtij>=R(<B+#ygVZeszK(k%!2nxxmf)7I*pZf78Sh#Yhi)
zOzmkyNgt-i)zot@|4l=GU<cTjy3wX?>TXZ6F@Q_B9;`18_cfq!T@{5bWemV=cQE-_
zaj*6>_9``k#eF5!n=Z=S2@_JOdXhc?_3nS22EL%nbj81?UneFlbJL2l9{~%A->Bs$
zrE{Ue{!{@q0>?5stjBhT1+J-9c?If!8`C7=u9Wh=aHRfqz7xi4f%6sO=bFQ5-_3un
zXtlO&>OWz=!XF2cE!ej;Zfa0+@%HK_9h~NDt`t-(cZOM=gE+Qr<!3fqCywY6Ppj_0
z#J)JR1u>Ub?xqe^8sS*Jg*Rh^g1$^HbPJlOaU3EITcWdDq~5h)4-;tXg>LI>f@g`}
z9y2-%WhpUq1Y(03m_iSY8zPtgV3itYxZ(SGj&qF@efMgfx}`Smuk>;y_47G3DNYsj
z^R0FXuouFAM6x3OYop$Ufb5$i%IcVM-()@NWpU<xu}KF?3oI(#DEd(~*1Ku$=l80$
z?X9Z(W<}k|2lfF7+<zCMoi8a=+2Q><RKG^3oac85cgecPK&XzIvGidQg!eo=Rf3j^
z;+Q4I=-{aYxfHO@a8PPw>$cL*uN%A;A$@dMIGUtuUQ*asS>qP{gLwahz!g~Ea?JUu
zTCVr3LUxo&*E=Xps-i2UntZaM8p*>8;8-^^qC&W3;Oden>%GQdg^eH7^xDlH)vMi0
zi<07Bb%JN74P(FxG<^HZP=rOrkw+*rB%$@QMsiXJjZ=jQ9efb=<K^Xii*1W$@UJ?p
zGolJ4TN|N*=1K9_)q|RlMv?HAcqKzEM3m*Hi@glG-<)@CtLMCwV)C~^bFn=d)a3*O
z7+*6X_7{-T$s}U0G3}+ME2GAqkB%T{_q!4WqqfAgkkzlzpMvzEzl4No^vC$#xcx%^
z4Q00e5*RI9Oq6;bs6xe;ecmzkVrJ0iRt}Vkp#IelCVmOG66Z>ni`W<1?%C7w5TK*#
zl|oH+%6|rY-g~?U3FE~jPG1EPG++B(=;?o6f@^&IWvfNh#P@63__)Nbh`CS($ffT9
ztfWT-0*i5C4-K%Fw+iZsyXOJf&DVHj{4KAxzJbn&n#)<b5^kDgo%`S`_>9AJ(2YU0
z)nFMpl`}jXR)`4@r1=)VF^iW`0i1lb<tb(g)_f$_AMW}7iFI-)`}MpOZ3uRu%1=Q9
zk3ZHPtSmc+QB=%lj#uOH1tlX8M4rWumH~qQ-M022;TNX`YfL`cImJE(dpdpzxIqDt
zZP0dyopQT?PGl+UQQ=eV>f_^?jq~ZKOUtcaN%#MHhUx^Y$*smb<(W*MI9s=a&ngYk
zP34%mgD#TOX3JQw!zVSawK>}hqAEZo_n-u(w<k(@TDbb~9K%fONKMSu;ZGK#^=WEu
zZ54@k5icJ-3%J<29bKW394e{poF0;EDhy!Lvs3>P-?IfD&o<#R`xV${c}Zd~hUagZ
zQKy{UA$q?n^kPI(M${nTCz~!e+i=JAHeg{PhyQD76m|Mc+4gxt>8k)XLrw3uvmZ^z
z%B^(i*o);%!saMuC6!$|0w4$0z2SA5x8+$vW!|*zOSbWu8*7dEGq7@twXGA8mJSw~
zN6r^p`5@Mw`FMd$3wTrYRBO`pp+aM)hAb8GvoDG_gFOVaquy4^cyg9@NQGhQvs;g>
zzSo&BBeRsVQgnLi+M4g5RaCDRSA%j;1u`Zoph;eHH-)G>(JxNQWE4?jHj(>~veRiE
zT+T3UhucdMtC5teS5FiiCoFzN>@Rr23ibUlxRp&a?PJbSH#3s;mJJOO&B_p&u3Vsc
z_gJR(@mo6FXT+C4*V?9cS6rXJp;&xm$tS@92NlD^C=RZe4sEX0_$vAPSC}P*ntxmm
zYpH}H=jx*^!0VQT;MPkL;HfG#Mhr<Nw7THIfmez84+`24l`qqs$h#b4X9>0mLCG$I
z2FBG!H*+v`{)&r+)(QJiL(I2C6EP@uBSMBF+GAieg~W{&CMhKYU*Trs=;fEotjEJ@
zP>Lw*oyb0g&!bXc8Kjatj>8=2F{^+U@ko%;5_PYpNR8OB;Bzx^+0kgBPIK!Ed<YlO
z94AuZQ3+MG_qf(X>(S*we(@^Z^LF)MmvF{Z+fA#iWjWt0(1D}RkGidNmGm#^^%4WF
z8z}{T{dpo%bR%<}$W$(894OcKW}lcE&q=AK(<hch;Sxcsy_>Bam3t0%AFCy~*^O_x
zBJ(&QXkPY}O=%<GLRQuT#Xc|){&^lqF}VFMVp-=IQ3xP%IPQnm$GU(QB8`DC{yX+1
zr9jM<=jmNz@B6TfE9F2VAlPXp{u_2tN6kx+{ZxA~Y#0Ge$FJo}t>1}WdllKIE(bD_
zzet$xcl8|rkW^HL2m8SWw(Xu5(jqm0L07NP8RC#MwlqMK+cL^jg=lrr*?+JX+CG7H
ze7kElTC8Jzz0aaG)zbBw^}w|zGxRrngYi2ao7@-5bePhP3|p(}2Vuf96{e4pAK$Db
zYl+t1)gqhbPud$56>dMs)1jBP4ub~iLIw%`;6}tEi|usjyID|s4!gPe9LvE!io@^p
z-oJ;fe&gcUAveG}?2NyA!#95G5dTmuem_Y5wSD>DKRoT}@w+JYzgQg1I_`lF%|{0=
z+#eF_++UsRp-f0;Kq<m7imPpz*I+Yb;ph6|m)-sRr?J22?QZuG_9p)*XK7oe6WEJ8
zi~n_2Q88Ch(S&74DR?=jqbeJe>_D8{@~pRvD8&qS{`t9!=Ene5(VVh^k{%Lj)%*#(
zbWn)o8z6)!hw(0d*5FlghWbDBnjZ@29b9Oz=7g*J%gQHyhwY^<F-e+*TiWhI3e)wl
zABvGmKF#n;L_^-cX&S5{RwH!Fx<9I>8KwT}W`gFKB-<vvE(krXA2eQ8<)!$rZ&&lB
zfLw$La*3A6;MEO3L*jLkqn$^CuE`bO1AF5qZ>mB1YiNd<rg#0<FmgIp;h}6tk^q*=
zfn=Xy)|B2DUPyArLp|<N_MfG=vOd$|Nrt+d<p|G9Yp+q>%bt6XmruglFf&sDt*1bA
z@(tfYQ>^9G$@{>YX^h$`>iL#cJLeDK(4vR;ZIg||l#PHHTjBinvgrcMYr9SKSa|h~
zI&lHT@YxQ<OmKUeS@mPTFp5ok+QkM|Rm;ZGK$nm}dA5?)JW$dPL7!31J*0pIg>q%^
z9q-wdRwj3w&*+z}B45b<m#kWrT3XLxG9)R*v)uRDZi-dF893iitIT_6Oh}qBRUA0G
zrGe<G?2}mSM^0f;rPKt(Iot{lf!$%Arv8?PaN&pURe&7bxQMSb<KV&X5)OKN-tvsM
zPOWC&sw70LpzcTlSffSDCfTC-ch-p~S8Q|kg~BC^)N%J>!sMf!?_n*nhE*;wzS!zG
z|K=*Wm(0@wkah}PcM0Sw59FP54J_(kmy$y=96iLSqsgJ5`r%ZH@Hp-PNg7tJyG%_j
zim>)B;wrmT`c;VZ=9vK=W6EzVk9LHJ>xoWne=>gcSxWO)__b@w&4;LoI}w|4XEn%-
zWVR|i-3^LQ6Vl;{No17h3(Mh^DV*~7bj&zpdKNG+;D)<l!Rz}K8o%~AQv7vT!&9zn
zW)7pZ-9Ea=>20rfpAZk^;uIH)!+pwrbXKLzk!G5Pg}wi9HmE^%&nSUwWx`P_M6u9K
z_h1psTJKsW=j~vi?8u(w>&C2p%zn0{Sg^Obe-xbK{KUjp;#~wXtB3id&<&WLrCDZQ
zF%2nz^XNHuq7GFo06u>unTT#<R)kvvz9){H5Y)WfLS8T(*WhYkSzerFV|$_b*}Z|k
z9xJ)<qvNiSF6XOAAPs@hfwUs9AIQmAvCP@H0Qt;{na2CV)aA2a@~zafiYw$Ni|~o}
z!wPUFS4K@&x_t}pfLF-Ke6OdDa6ZqszGNzNu^S0VZ{lawllCtn^BeskSB;b2NL+g;
z3|LNE09|fM8~?22nDC`Wp~;Sem?Blq(qrKpH2YKyU$T*5A5;7_<ehbb;dAO7EJ2`0
z();<uu*!FQIP8O*Neby3b(rp*)#S6$kMhaYonx_&Q}S6*KHr$tpx-NB*hapT%BaV?
ze6r6d%+~ZH-KF<S3Z`*aCPI2OZ`}~qW_z~%Qb(qp&`8tA=5mf&^)B};$W0LIc;+Vi
zq4!JuV%vd<(<8rWed`=d+;g>QAAc>b8eziw6O^P!0t}uj!>unEkGI?HipM7z=<M{a
zB*h2bHK8Zlr$8W7s@WZpiiC)LJlBx)pszbT8`TpFa1<X8+i-4i-Jt~WX=Q#!wiPNc
zAs%I>O?}J7j_Ek}RZ8xKR)LpZs?OPpb3YLWb8=HhSY!1$>DX_t#%fgsH64Y^JshON
z5uAhkVVTlfdKJ3|fr6r1V4Hon9l4^%K~=L&22XiPQV4cd7Rl(2P-jB2irKdAgDy#X
zj?w_ho{LOg0G2On^+(%~w*!DO_h4L?0|So0xSt#CL0#Wgw48xkx@t$-gq8gYkuRk_
zgGaykT{Ph4Cv7=zgR34My#*&m>~cS$7s0s6!!YW+kEx`qmBu67p(Gk7<;*XokZIL8
z&BLS?B+0Or!CpNHYrU0uKC|ni7gm8XGd9nAs4V6w`gQ<L;v0Nh{kYfSl_VDt6Oz@e
zfEF%FUSG8M#0HEp^D}l_FdSWR7MVkqT4OteLg!?{F4+^gzgve_hz6CAWOu*(;T#tp
zxz((-Yo7Cp<H?~oPHC~RCQH2#tr`nX+_0=IS*Z>M)diiI%_RC37F1?zT;?&j>46XC
z47cDAzC>a=b(ca_*38I=vq*}}$v^)S5hQXvPqbak%`aFCv*5bYg0x2r6vxKZ&-7#s
zKUC?n2%t{ewZZIF`Yh8g`@SsQx3{wuYu3Y>vMp|-AcnAxCf*<AxFN(&D4<VO;nlmn
zB$x9{L#Mo^Y6X@qvJ%#1g`AmoMUu(LJg*6jGI~5%5!WX+?_)bzt9D&ag+I1ApvqZ%
zY(3H<;6SAUZ9wN0m}-M<qrKQU+CV2cQfR}goKSICJeejy{;ReMJQkF03Nn4IIA5+s
zjsT(z2QsA6qbBmmj~5~<4~dZ}bOe?7YZ>#kfxy#cus$)2RBCL8)`d##bg%8-z7KK;
z5yw<)Z5*3g0|#(6g?b3=@GEr|W65!NqJb$hlWyYeiMa%uN-`{ch}n>`h<b1Z$UT|Z
z2H;88eV8>?(1P!~x(5u**3bi7S}5I4v=phGeYX?yd`oxU6FwQPIA7IxyEDnZ%}<wV
z6+yf%Ae>aT3V3yO8E6fYmeRaoGy1m_YH46U3$prnAtwjQLRE4bv%|W08o<%!*GJ(~
z>K!ntbD_3@TJys`lTVc3Z@R|eh#{-v>8&d{64fIk6L?)+Pg$Ah$N96gy<2+Xpmk??
z1P_1mO{NHI*G-xCWCn_ki%^+$OsG7u>{Nr!WO%TJCp!>kec{OTI^4hX?nR%O6^cWI
zvIcK&OOAy(*xvex`5zY7zX2$he?MmA|Esqb`MZ7K^lzKy|DFT=EwTJ(^Wa~r;s1mv
zYhYh}SJbQFUkIGMplW8-bG7Rm_XG^bzk0369^__NQ-uDeNqFY<Jtyan8pp-IY3lDm
z1_<HOi#Wz-AMwh40TbBZ(Q!4tgpDYa#PayYMatlQ*hHj(`?q!prK20j5ssi{jToQ1
zmZtuaX+uL*y=xSZ$Lo8sBS>d)a^oXC%Ql6EZ*et7l<y8V0Dsfi(*I2p)H+S2>L0Hr
zS8)c6SClfec+87OcvkmF+;rhS(LhouYL4Uk_AcpY6*|CkCRj+_ak|F-bZOpSRA5M!
z({$sweiEe}m3hI|t|I<Zq&OF0-`I)!ZSTuYsSr%ybB?eZz1@FY16g0FbZOG#a=G%F
zcW?bA)1wyHwjr*<pJ!Y5rB6`g2`Dafwb=oqiJpJVHdx-~j@qh<#X<tyRoM}TDe|q;
zZVB-cK2o_!nI|=1%&?>`H?8whNSNdW$;hvkd6rVYw8wGTAi^D=3SNt>FZH&g!b!o3
z0exO0tGhqQb;LtoySO-YG0YREwSZCb;5cHnA`(+j78-&fecbDN&E&zd3qyRkkaKoq
zcQJBi+Kg5$#V~nm_i<8!a*b2Iilvk~CBaK&REEgPHRL>vStTv`d*4_8f&={w_tyOo
z#yEE^(C>`dI;SwqQd68A2h{Ud*A&=4ZvU#gxHzO<{Q)5$7hI+xdFQ)joJ#8(w+JP<
z%vEOn;`iGG!)zvj3-R~?)Fl=ZkSHHG##Wk?Q1`To%&f5RhD7ip3cui8p}JqerM_eS
z<lxCs#Pm`Q9*qmsxOj8pnPZHdLHJz$K<I7vO+R@!Z2rg4i*4b3`##>;{FB^iQ~5^*
z1#f+3K1JDX5?dMHjX3Ya)9i&`K)Y&m0glu+)?o!I#yB@H^><BrwJj0l^E#Po_vB|-
z;*amNkqXO=sacQKVHCl6<!_pUYx&*2Jg;-+jJ*(N8Mi%D&-kkF^|h#3dB#W6N6k1Q
zqj_0lQ$=o4siE&?Q#r4ya#Mm3eUr$EKv*N|trogw!yVxm-<PzowuZ!umZ(kWn_*4Z
z8}Lx*+o8e(ueFt9)S9}^+I3NGaHK!AK^8Bw-Nal+{2b=gG5d2n%iIlid1ehOg<Mh}
zR#qiRJwNq8HM4ab+AX9bT6w2)m6f`=7(Q-?8h$uO0M@ToN?-0%Dyr}<8wbd2>#2+B
zYO&L&XdC()3(sTZ(GvAK*~`^Bfg<jbf`HeFJYYdU8N%SnSn#zc0cJ?QqKl?Euza2l
z)=%x8XG9Ixbxf);IT$=D1zD_w;h1ul^;DIIo1UZZ{5bsyjHB8%gHjveZX{_E?iy{X
z`zPw=q)XX{vC1tb*^u42tzA2gq%vk1F@Zx=|HpIe%qyi*1oMkC(Bgxk`8EX9%fsdP
zD)bpHU5~nVn?1<2+oy81Ph`5<GaZ@KG`gqig>e6?hdZI6pVn8Eybz!0v+YCp>1<(#
zb$*huYunqJdMKV@CneoI`Z)_;HS;BLU6$3&Zz^iGve8)s*pjuxdt>k>^^>*q;ksm3
zjb@Ym!dAl4hfQN^-l~3oa1PnawEPhZ)p8MkQ3JLQ*cp?xV8AxIg&IMm)(5~!fdxqx
z!`n)^LgkW1K!YsI4UoP_W&0%RLYcL-z6P~{=v~20HUsz#FCB_m=nR2K++;OjsWg<O
z+cJjd5DKLOEqOM5S{SI4f4v6EE!%bKpK;awvXKwNBt`&tYiG)e^2hV~oCx=Vo#A(2
zD?zw=YE;f;0I2&Ol7e_LcUTmA3zi<+tW=s)WnDtvT$4&G`~&TGmaPkus`yi^YELzF
z8SIep7syzg$_X25(*0PzH(sc{%=;6;8DH~cX0=Ph^L?e?Vc>Vr1UY?PMe}199^(1+
zo*-d1@t#<b$0uvk>n0_vnMM9JPj=6;iaZ7oyKvCc4n?SIUD7vRp5wh0mFH|8PET83
zOn$d;yN94;b<L#>;>YRji{^ND3~v_5R~Pp2m4Tb8xpuK?Fymm5xnNg?6vr)#SKOfX
zqMdqsBkt@o<j@+aREL5=y@TLftUvxrYWa3{>1s#f88KVa@$yBQmFtErS+6#4YxzW#
zOER@2)HztkVi{Nr`1u`G;A;;$EXoepCkG5`0{zk?W!{;oPMQau<*8fsjlmvTLaIHi
z$7p^cbJ}OrzsWJP2jDSpYUfz%1-mZ|fHGxl1rVPR>p%C!BA7WZ4c#2^_b`&5Ewcs+
zsr?CW;CrjFR~(<1wKZKbiS00V;i(iG4-3g61+vL+xQrIfJjvaYU}Xqe37_?AjIw~H
zPYUEy<F~br=^e9gF0gx@REx&F0wsk$+=g>#A5#TQa)2pAGZbKM!>%HX+AQQIfTtM^
z!*jOog|)jnohj0SUx%TUcDdi0nIJ3c8jLmHv6hZ%0H264L#2QOTALf00nUUcYxM~h
zD<qAcK)O#AWo~YZ@5MW<T<mh-=Yu-tDYs2!Lh{PnGMhH2eO6`_rJp(8NLkn$8;@b!
zw<K5lwhCsqQO`a~x_%0j!oe<Iyw&O{!=0b8oUr9-+rV#73EcFxYK5j9t$zGeag&3#
z3!q?oX@+vq_!eRdT9#CxM0S+;;JIcvY!H70!4B~u%L|2DGjTkR#MzG&Dyvt{esBBP
z@h>TI8f0HWDdS5F!-gIeZYXoeYv~B5O1=`+=Y=Yl>sD5O@f0^<vZ<eb*2KI>X@B%o
z?ob#t$wJH37v$(8Ig*=0=~HSo8+;3f6j#b=;U=!|@+0TXz;IrL8UFyXtHa{eOjNtC
zBudEGZ|=-kIL$stk>$gBF(tZm^w6TcMe&}!RH2kJS&s0m)1WPV%e|c%!hIN0wnZ(B
z!W!N+PE2e-W+7m7Syy@4#E0C+#^!Y6VHN3;T}kGZlgw8ubl73ymH(s6{Hsox*?5&&
z*|_pw+vWcVHvjGZ{4XO@|D)VAW<o9?8$Qy#6#1m{H_f~^CF4=#pCL=?v%gk;RWz?#
zr~_87jdSfk@?>@<r7-zxDknwIeb=k~o92>(j*aJ?bD2B<I`aWAgcBk0%YEjIjMQZ?
zh2#NXW^pYfZjq)h90}}*x;~zmhu{}Q0W_A^*JRnAFrwalImLCD61eV)an<h7Jq<e!
zZ*^(Q84(o0%mEzU%RpO?1J)rdmdh}dKyaw&3^qTb@cs$@N1?ybw>YtwXZeM+Aw+Y(
zcFh4Mc&1Y^QgAb*eB~U{fH69Li&OnMRK)w~(e%gC3MKyK6AwoS9X+u4Ve2VCDfl`+
zgFL|MW0+f}8<BdjbNkdq)~l^skwn`Ex;8@1Uh4WOF&R;|nro6Hw@$l=^C~g$FnK)|
zcwt=S!k(FNcgz1_?7jcl{`<dgrA2*=8fk56OHeB+R;w)`Rs}(f8nqJC9zk1GirQO@
zwup#G)ZSWquOLcQYwyuo-N%{ZIKSWP{9e}&*X{fl@=o4)y`Im<<9?r@l8AAekZQSS
z-#ksNCN}M^K9;}=f(jE)D>i~QNb=(gwn>f|G+AnLrav8f1OogjUbMNpX$d^%rN$Ul
zr~V_t+M_Y`hO)-rmWv%z3yv8T_b3(eGl-2oH$FZFoVq9j?|XoNy16}fK_S_XnnC(1
zR&_S4Z21?^AC|IX=jL4B^cpbp;B)*p&Q8~b7GlNdT0Z06oE5)<kwsj&3G1D@5Uqu;
z8`zNWz}8Amhfma0*7+ZPX!hOP8CrS$df|D6t<^V`W!+}|rq-h;zUr=2jk(I*TSw7k
z#0~2+ICbskHCCd3zNvNX$g1?Ize1X_>CUoRO5NlsOw1I{qB3lG*-&TJR6?b4ML95v
zfrG!jm`_%)K7zA~Q#m~^(=JTt%(}Dbhw)w+0GJ8a7tc<ab{Oo91M|XrmOTu8R-|~@
zK~Id^|5BO_oNuYnsBxg!y2hNH;1pFkn=jS`PkvR5Lu)o)i~oplcSpOFRQsy$3xF{d
z$22@%XI7Iq{&^%Rc`b6Yh2-hN@){vok#TW7CCbFs$5wt$ncqt6<K(-21LP^&vwNO~
z;PG8-Yk#cxEwIH*q!mg`RxmH{!yE{FY!C6!HhC1+<FEuJ#TEfa^8fL3^zcv!h_I5~
zU&)7!@QR-I*&SaHqy+Cf7FKk_sG93{vZxgs2fuZyGZ~zIBEbCxT1*>B>AMcoV#TKd
zdd*H1;)~X=9>_g!NZ6o`l*&7W@7_~+rifBYY->xFqOAM5(grwOyFGRH44>vcfPF))
z&x-n4c2RMJF&-x`ym*7>h>wIE4RZGiLv|VShp}rG{-qk}TY&k9$yWwo&-)S!c*^sc
zwJ337MNNza^_hLj<OEljaVAo5vGAl@rz=R7^M?I-)fkh0#?LQYc=zyXv&M#B+Ru8f
zd`#)?@Mh=y4cDrAED8M-%@fjn$<pdQLz2~?uiJ}KcU<zt^yPl$72>S}-IIOCi8i!|
z3NYL0N9K)W=c#aeDtq+`qsKSuZS6W+B=wz8iI%}<2w4g}FPYXtvmQG7*jsuH4+&G*
zvoQo%spj>d2OHytIIfse@*OsPn?ZqAL=u1Pt4<IsY&h^#d&}C-zSd5NJwTTHrURHn
z1M@A{Anv`NGt<b>0C<kEOvdr<T9W0&GjGX^J>X(tX3T_PR9!Xvat1VY(!ynJkLQi9
zE!|DrQ^Q!oZ`VexGrlD}#mSq;;AILe^!ClQ9A{@I%Jny6``pdSH8vlCH)q~krqoDU
z)zv8`xfIkVPG)?{5*kT#x&6?Ojx0^nVh8{$`@(z{Yyp-Y;4NXH$<7ge6JTVoNBaG+
zz@E>F%|(74`sn(5Kkg(sS=T-72~Y?xo#>rAE8h7)9#&fgT!7=#kvaxo{j>Wo=u$N1
zsxOCX*&8e9N+gy_;{q@n^%chEYGwhl3kOZ>vT;&BlKnG`DG>J|srEwOn|r+{0l(jw
zhUXx+=U;N6!VYa*rE1SzmvTo}+AFLHLS{Zw4s2W1(b_1AgGWc8;dP;%pk_Ck;<IKf
zQeUOyr;ym9M~7^h@NcSM=!f@UFNN$E$o)7eF36^-=cI&i{nLlDL0Q6q7G?Q|4ocVv
z!2@}g`+orf@5wrD04K!(o+7UXz97I_QcKX6a9H_S3QbYjY3cHct<6k5*^&#L6DDK4
zz?<OhwvDuKTm<f44;-q#Q&*EhUA%i`K=2jvaef(&)C_+OS;J0!Q#&CiX){wCJ<Q|^
z!{?33eJho)P&L&0$PcHa0JNIzJ(MAMu{hTwCaG%2bTDznnbj?!AM}#i5LdJyGcmM_
zXc)6;@hnvbj5Zn$L8>_f5`Dh)o*eOlFHMN4MHYME2nOZpj(2BwB4kC6mEdw^LEy_g
z7N#GSzLl&vfQ@q<8?cx0OnqqnZ~6gc`Q#?PLko%dDyyuNIK0s_Pzi6!2G?uvss`X7
zNK)a#p+(i-(^>wZ!fz#>aTli>55T4nWxXH`L@^~=ju=a0!ItjxJug|=GsN43yH2F}
zFOUTu)$7=$-qy5wUogSItWIC9<l{(t+=f8Zkbs8&dYeo^6d_i<?;ccemf+62z{mzK
z4o<l2+d*{G1Py)zAuZ}*8p$gQcTDvUX8Rq+=eX)1gQSm#Cxpx3Z21@k*zto~saZQd
zHM?JCWJ#eauxXYRl9qQ&c7?%MxPrVd24+o@efR>S@@ejK&jvAttQH)|r0>R^de<12
z;@Wg`muM>C-}|(MF$+1`<>6tXUm&)579B{_=ovoHa<BLHS@2>KM3`U=RikNN^$)h)
zjYpNM8wcp=E{kmIknry<m8ik|>o#ffvH;~IECTjZ!~8x%%R_Am2W9Bc7a4&}03^Nx
z(t|_e7T5s9{=#4lFWu3Moi9V#`?die#n;luU=kCK^?T1in`pBIZPV}4X0DLE_$^dj
z?_fBfR!{M@_HA$<P$(sSF3Q+A0uCTq*XeJ*sr+W!8pH=kBB%!GSGtEIeStltvRz0o
zb6a&)&obRaW6M4-HA;=O3c*XJLR*PewD}LP>CV3gH~*c4`TrW^Xt@?qS~2JUw~bSO
z!p8Ee7u&1h`$~AbOsnQsMaO)q6EL}>eJ)hV&aR(g0=jt5JfrsnaN-fI1@Zcl%=2Se
z_^%)ThWSsiUmP>XC(XJeH2%o;ly!jy2V2<Vo^Ff;GC1$oJJs6sW7wY$|Dr3tbkky%
zeq9XWY8iZs+cvMeM{&tiY1{UnfI6X%b=Z@)Gh(NjiZ!vp6O;HS_?H{<$_G*{yAy1z
z+#>4^X%Ou&d^oD-BFi>04sWpn#hqf5?Hg;>n=~wsGF#ZEERkFg(b#IM=C>)g11?k<
zbudCMbkq2_Zr<dDX|10>kjQCudVGVFZ5Wv1u%$eZQ7XPrD_xhPtZU(DWe<i$5QQUR
zF*hvX>>4a-7qI#-KVs1!j<y*po1LqTYhjS5zi<|dlega|FRSRoJJ4V)6UdwXJUycn
zjcJ2E?cty|;MY%!XHHxU=mNYrFN;4ja{@IT<;Jq@b+2r$#|I9Q6M2dZg&#|^F@xSL
z@f`KmHMh48#s?609TWbkw_yp1UMNevlqi}=U%^XX={S5nsYV<05oanJP`de*JNrgd
zu84&}oSQm*?IHM=6`adWe#;~PbI|^lAo+ISX-RW_^+ty4b>9ve5fHDtqb2O-7|@0k
z&ht373kelL{=<Ph9x=hJEJio4E>cflCAee?`wcXchi!IL>^}UgRNr~@NkciB5XX66
zw?bEWU4m(W#5A}~Z4;N24BH9muXmd%RV!kBe_(2c8E8NHc2kzxnqCO!fdhf?SiQsR
zmZheZ=c($gQyvKk9}KF7MBOBulB_EYz4<T<w$?~h_~sfN_L%7Am-AL@_y-(yGNB0(
zB2=BuIMVFLKb#Pf;{~eHm)JqW#Au>f;7E~{2@}CUSY5Sw+r$%AD41xLj|l)}+(!p_
znJG4AB2z(TO-&IA>41Py|2}19ilRflbOYw*b1n6^z$N>E<C~wD8iJhP9#oOfu1YK8
znIqbABO%LK(<FqKC0{|BHi+2Nun@{QK{C1s97u;dnC47z8Sn!3^@jrP9pMHK5pUo>
zgBw$^E2ktM`BI2?%de8$UXAbZHS)(H$m4?DmTF05P43KTaIrWizj>2IMhZ*0TJ_EO
zd*{fPi^h~|q8qqIs)F-h`H^iKQgi4^v=U?c;7aAvcJZi}X>NB2ZH09sT2yAKfdHVu
zTA*y-=jiGfW@f(HYk9N!4o4+pc<OBL8Vad?J@wie|2|as&|)^4ti$HJq97scM2ax+
zUGQeq6quYN-c`g|+?{%p*ZqLArEAyNIqnNKLBZ<9u&(gy>E|uGeZgc~()cN|NUu~J
zyCmD3qc~qhe8r(Fg=7ML{<Lpr%hc()(z5eqSvAnAdz#SF_sQ!fqW2)xPpHo$?}zA7
z6dQ({t%oVyQX!}<BE{HA#N5%ryRK%<`u#9}?~1XlHt=tLS;y(HektD$+A<6SErN5r
zk}lV<cE)?YbJeA@hw!<RF}#eMUcx#moIs^o<jZnf$t3?W1Ff2wbJSAuwZq^up~{B#
z$M->^9}i8#lcbsT7tWA|0i`{`Em7OP8p}@~WF0SBORfm{crPmvBfk^*59)I&K8kE=
z1y`%RYsDUfgwpT>dyewD0li!Aor<OK^~Hm68~dC2W$xo9cQ-6x{>G58uyOnGy`P@_
zvbNl`|Gbey%N9JN*vm7fi(~2sd}fSfD8Zn}6n({H*UUC*7Zbe6APd*<4A%2)=buXa
z%FD`Wj~Yv?0Zhw&!P2VnpoM!#{||cz`<duyvb&Hm`KHzP;7d<ds$sl&hMoia#T0Nn
zE2LZ%h!I9zY@sc-O=}qv=QZ~fJdFaXsOfJdbEQb03(ReW2Hc$0$PWC6f*;+dx-)Zb
zkI+KxMm#7wK#@TY0b4pgd>Q3>KVHY&LgF5~o~N9vkZi61m-488A}Vx}Hcq~8zhSjL
zkxOeQ+B<d-e_St3?hM&MTiCu^?=?B*U#{lzNUMKJ>&vv(;{VYTY(@cbrd}s1QX$zR
zN<(AT&er^5$|m<*t6$}+gnD%FNtS>tka(qO7EXg%L(XS<S`ZpY_$FiY)(|alGL&+P
zD7;)=aIaa)6B;m#`HCp*U?903(op8qnXk$TSrz3$oQs65K#Qu5-6BKYAaKZnhYOQb
z2TK_B1mf|cv3&0W?m83#p7(53kG@EL*Zzo75%$R7iL9@CD(!bfz1Q{F;(awtIkM?a
z&lJp_!YMw$GtZnFL%|2U31D-7@Tp%6g7RxGF72Cx>FfeO8&`3N)3+p>ZesFQ)ulVk
zq8{t)GzQu#gsP!!8+<MLag6H|;_NGw`+cpm((x&!*zLqku%pq#$3#aHd&y5zyVHGk
z`hnhA-PsLlMKf=H1G92ciV)2nFA767mXUH3vL>>K1vyJM<|=z{?{b7#CIA9+h7~B!
zq;+-S8T1#F^x{6823klY0h^g94M9cPhaOf8DH{#tc(szGjTx&k6ULzf9K!z_dwH9|
z`}fIA!|j$=5r#hAHTsZ4q+-u{wOHpXHa+ua4rV&$p#e^n095_?1<Pn^k^l7@v08}W
z#UVkr{HFsCP}{AE8|j;~y~FS`f3aeJUWJWX1%=VExkOw9Az|&h8U1V9Kf8&I3d$k+
zGjGYjy|$;}WwO|4_b~%W#+JjY$q*!;1gwX(!PE%ws8tDhy{nY|ZIPr{DZ*TFtuCDd
zMjnJR(Y)yl_l>+$XY~TjI6iF0Nw+*jVBrlC(}Ta-XRVupb{ZytaHuh=FDvQcRBct(
z0Lpy{t$;WO!#jI5Aq1D$GQU!6z&)E(<c?~x^hoM>Hs%D-D8d1(TUV-fut<4>w;|Q*
zrY?c;!e+>@7@Vg2!Y@{B-sxwFS}YA6rEP-A(WYM7wERtgPIghn4#<bo3gSw;CQm2N
zt8Qte>SD`F(lg@2wb7T$<$5<N%`}a!yKAGAq%`M7R{Y6jRS`3O!<?#C<CuTLE5>cV
z!fB(es_Y;L-0iERfdKfnA+3a#U4^nAnpR-17e-x5vwSIusv2EHaxOy!6N!@XuHURa
zy`Q3%SY`^M)blyKw=f<6PW#|pyI5VoKMSR2UF2}*UjjXxi)*xF7n%F>e*wB=J^w@C
z`mYt*|B<2p-)`1Gl*fGE!8aZXU!N5hagKgBwfZ=t`LFoj!CU!1`TbvJ)~XN@s;}3@
zUw;q&ayluO>o6-$|I_MEuP-E)<H>pImQHzfSZ43;)irk3q8B)oJ{`#gq`H~5QgQZX
zX5ILDQBw{?4h_qTr=-ep6xj%xx?0WVq)SKqaC8+{8qyA=kQa7yuW%k8Fi>mQt?|2t
z?U~O&aq9W~_Cv*0*R9z}LMh)y`Z$MTGuLT-;JA+#O-1@cOyISO?^^*;m21~1y^n3#
zp&c02V`%;Oux(*!*@X46WeRio{)CoGGw2rQ#8rmh-A(&idXJ<S)TR&6Go{HmaH%$i
zcOlTOz@5i;){%x#m^)zoIdkODC-WtBoK&$2A-@;_FYcbDWz@~AJ&II>c)kEf2bPZc
znp$pjs6W+RA&#MWN;hw#<H+>cCfO;NW}uZ7MGH$qa1I~e=WR>Vtu}5wI^m|bq(c|A
zA1$V5SQ!E~5F@C&%QN40)*HNb8L~&@Wqbx62~wXgMAnGp(-JFx{^_}?(J^?*pBdsl
zK$Ct8hpv0B=14UPMGQ7Ai?DYRLpOBp(OfXQIgL{v-=~W`O;o2vN_~s27J26!iQ3Er
zL^RkJuU~&&CwO7kv4bC0=$&Hdio1m=kGIRuQI#mp?*9Jr!9CW>Kiaa9(3Rk1W0-&D
zfYw~`lEYA-Y>2jrzW9|2qWn09=Se;ANigRpd+kM%#B<svXz<V!GNest$9`Sc2@Q!7
z^y8U<xWpYo*4&HUO|GORg_Hv(VBG3Nr?N%`y(l@G9?n$QhuW`lM_)93h2vT}Zx0}S
zS0|IKt+cERyvI#ZC&e#HZNDcj_%ReEBc~joGM5|-PRGKPhX?iftL;#A@52Ir%n_g}
ze*-IXyoUExW&(?|s6EyK9xJ)VmmfRtpncgwsH?nDRT12d$#PbZy$RD4jlx!}8Oz&k
zOMDHK3CLz=nBK2DK`9%@%$Z~!YgF_7DD2pX;faZkvB~AX)C*k`h{Z67HJKy%^%KsB
z+1dTBjt1JhFSuh%J*50xj(Exo<_mLUBc&!p+uD+1Ez;ORzuvoWL7#`!rRh?Vi((}$
zJOE%lb61tr3$Vx%C2_AS@m}t0Ij{&{ZAkUkZnYLzk&nFlkLFGB0}^ts;cD%Y8&lF3
z>wHuw<-urQ>c|I+YKwXO-M|rZQar&6qz9<JQP!SctUn%wN@sxVn}$8Mj~UZ@VLky~
z9``lf`)MqX30f(s=SdyLcKN4db$V31&Q>1>djBfwq;iRUOj>!m4wc3};Zs+gPC6+s
zP%2^`ab9_Z$ui(@Y%ovrh%s!*A!&O1Pq43`dP3!-l?LDcLBrWFdMnOtOD(v9;s%)l
z@RZp#c)?VD-#CYUNX}1Edvnh|jhZeu+!ON(=LZtqdjf2_^!uo=w9pz4RkbtN#-|oO
z7H?!{GZHid#p;c4_XUPvdfG09opTRRJD7Cqldl`DuUPY0YU^QcA(Q4>y^n#9^!G-v
zjv0;VhoS;6cFa&8QpRrc+5f~wUXGrS-$lgGX{3PSf(0<VmiLRR#@eP=aunLkT+qqX
z8^U8kbc;Pt^@6cvyr2wp-QJ<+Pl<j2l*TcFCoP&OkS&QL#h|;-JB#fS@`lm^mnyV^
z7Z<&bOxd^I>%2zDk3YANlA5TYbq5(kH;lK>lyN0c<*8S&q<%EQ4su;WgVPGDggst2
z_5Z|XwdGO&(1IPUTe9-nGrVFQoNSaGUaG!r!83qLDwkcHGE}q%iwz~d#7TKFX38g2
zTIQu}R512w3vN^@du_RIV<(qjWtYJ3%F3F)RnnQ71pag=Y?`B2?;29yb|jT-9c||f
zeT$KTfOnUzY*9-uUd7i=@gt+k5QriE3vJ(1J3L=A#U#yMVr8cZCUW-d26D*rdQGpl
zT~;q0UX{)kO{!6+Z!vL2da3X{ba_1&dH3mkwZ${C>%P17qFu1Ppm^I%H^~-(iIg1T
z4qsctM(-c@Ul2Yi`N9o<!De?eYK$uep>O{)(q{$$zT*JSJ#dZ<dPq-Ww*GU6cTF(D
zT9sx831au^60A=HXb~!qI_iMwA^MxFuYb+T2F*Td_IC`n?=-SRv%+_rR3A6+B~hyy
zm8BlrCss~z+AHH^I?U(z347+C#JlMTtVYtnzJ;rmGOK%TI(+Yqg@3<H(>)!h1l#y?
z@^M$^)r>!Xr<GSEHj7X5m(AFQh>jH>B5@Gcg^rAcB~6gqvrEiRUFkdIv=yvI`}iNv
zImUW^`K2s}qCuKox6<8nz$8va0>Cj*ek0<*SGgS+%gjuz#qL&|uuZn(*=^pdD=j2D
z#64I3PBV;e8%gr5=Sn24v<F1z=D<e-&|0R-s;}fs<%GF{qkhIMH?s$}mf6x8V+wo`
zG%J)DW+O$(D6rMW!-wtd`}5Z{hhu1B#B6NAQj=9yqhb(_Yw~t@nP=C|h4QKv0t16p
zskkLA5h=~Y0J!4=p*afxEl<60DwGl$0FJ_&aBstr(c&4~y`dNf&5y*Wb%3c4#4dZK
zc{4WS!)_e#M&L!fsyC$X0e0Bn2i;0Opl(R?f`L>E4raJ803!-Gt|1x&>_=-#GBX_$
zO142BzKmVXDJT(+Eh7EphsG`BN@lfHv5qQXA-FvSncoMidv`~M^o;C({}W8yvHd6F
z`MCI<C{R&*p=O=Og^0N*?FTB#qri%;JDTZ+8vVG!)z6gX{YN%8xp-G^iJlyqQBPx}
zT#}B|B|^#md6^TKZ~osub{gb;d5ie7b}lTq2_ak!=s?w|M$>MhmR`lB&)gFoB4&2|
zw9(>GT1JUW>TyX$JU(Tgj^USg`J~10cF}eNoKd5ax96;xI<%aqE@p=au1A<972|G8
zto*(Zp&YEO@AXm*73`fjovrG2D3+BY^FurlCsn+&7y$BqibA6;Kpx-GH)E}Y<6d%o
zA<sh%DNX7bR_`A;o>Gz&8A?)~<y~<S`<mExDSti#P3>`Z)xW6@vMlllP~sf`vl0?(
zbxk?I`ajowRuy_VbRA4l!p9J2K3ItU<I<4Ex5bYi!PXS;US)EI8>G*l8b<pPRw)FY
z!Rms6RUyLwQfgWEl;ujnV$AD4wK9;2SbI-{Qa+xs?>bM`3v{O3bIX@XLMXC7jGtgq
zV$XIdk3aw6dDYwRhj6)G#8;BfC=RyqI?bXtyRdGCsDKW(<!v?Y6afQe)1L~?@_wje
zwbsMia`LA41>b*31c~R=XM;n+NjzB%%OaNlliK?4HRAsigVPdJ|H*wnqgg)wpYRl2
z{eSzy|6OmtL!nrWfs9+IU>R>8?x5O6WsJ;$*;~QM?A`^~-iM>mIFVi~dEN->%qYBJ
zzWrzF;7RWsZg)vKZusKc8od<WGzrhbOXlwZuL1+TmP!2DBF1ad%7&AJ|Cy;Vf|85M
zau6XdhP$RD14=4z@hGb5YxZHicvC*OuV><Vh|By&DXpS9FFKv$E$GsI_Hp)=#a)1j
zt}aNdOE7RuwL+XeOC$Tsu|d=ig6V*r<qn8VX|?dL<qJ$w%BiT96F*$N>yJz)9^l=n
zJkKfD7L{yVn?8<GyB)P%z#CKvZyYGFxTNllM(zZ@*R|z!r8e!gTZ=gvjrm9Cn;MR(
z8;u7#Sk`1aowx^m1rW5&;0<&83OsI4ACbHU#9$W?7p>C<{DuRu)3tNHJ|6&SUohAc
zg1g~w&l6eqC@D-FBT$^b$=;>qrN}k$Wd){H2c07Ss};jJ`_09jvs-t$FN6Auv$eeC
zgZj(kurd4J;y9kbw)g5IB0#}$7g=tv{hTc@a`xdhpKBokyL89=Es10D>{^y@9z680
zzwK;1_s@!n=X)W>C?$t-d`0ZAv{dsSsIk$xvcUycN@Fqv#+3O$Jgm48n!jXvZowxZ
zzXvQA($^h4A@~1_uE!Lw6u5_`-!#TbLGFMCdYw`Da8R-n+WA^5&Bt*tkQnCFBjlOE
z=%|)yuKeYp2e^NQx|-sw{w^&0g^*WiV*KC;wXl}R9)|OnJdt&MqqM2o-7@aA%Jc^3
z96hb-Q0lR_b48h5(LnW;#xI(QIHfbIEOXy7zsK&z^X#c>Se-arN(h|U)jaFsH<d%<
zhoEy4FTUmuzKxl#8GNOhPcSi$S#t=`;j!W-ahXwNsX1*==ZGBBvmp1gVL<{F!jR)S
zX<ZuEH@8vyp=UR{0v$LN#QUUC0MjTYn1OC@d?w>^`AT=R{oew7A0AnyNS<Vp7BcaA
z`L2$<=}Si*t}QYdiF>pU*!4uMi4Ikf%-|^tS2yK9AWTbFcJ1`U;QAPsmV9t@lx*5C
zFZZ{ksTV!?8{x$%+?@KI6S~0+k|%M7Z)sC9Ypf8d->;4L9MCR_5DI@?*}TcvVd%W9
zK3`nWV@?oCVL$AdyPvuKbO$75@GvQD%ktM;xhlhVQ(*E~k_xK{JG26@IXA+S+v;aM
zY++p<{!yO;l~5v%3%Thi0KG)|EZqP0pnintE@setO5dK?49q%*W@>4pZdkhPJL|77
z!J6;0v#jo#*F(q%>|%C&##DBS0G=@~44~PQGW(CLkcz>U)l8Gv>xY5Zkm)6CPh#1x
zgyx!EB}S564(%n9fyyZ5qT?G2)wy!?dBM%DAXW^p7J=P<qdS}3D%h~j@89yI2g9p(
zE!XhXfqW=JEwybtGw$RBkDPy|3j{!K1J}Mm(VRL(mm>U<yaqCuUaC9%LdLka|5EnQ
zq6!mNEG|Oju4z{m*Hp>3`^b^z4#?>7Qz6@GyhKfZ*hURaja$EC!Z+7zy8WwS=cDy6
z`-0K@voS4WHopYT>%*NK4USE-8!zdKdX^GxzIX5)!h21zH6P+Emascz2>H$$?$uDn
zde>GcACzg=p?+sNXLQRZ-UOv#6zu<uC-IGc>D?PLYFG*vLFeRm9A3k`cngld>^%<K
zgci%~JM=8n6*KDh5E$DiPiMWVobyDKE}ZxI&5o?lbkG$rjncS>6R70UGjhr59gCd!
zzkp1gS6b3pgVj1@F8{5E<<t$$d$jo0*M)k1tzh1YQCqV0)h0D77CQ(Lfk+Kh?thvw
z0FXe8NkrcsI;++@!oT36Dh2z+j6P~D3nEv^UxQ=zJnXKNR5i(eNB4a7qV7t(%;x}8
z07E>{eqs1JIZxZ<h#DAh@OTG|9+Y&8)20E2|3!BNJ@xVWg>M55CMz6QNL9wTj;D<6
z{eS-&&10c1;a{wE#9DCz@}pamIZ}}m%W|Jk9D%a5d1Hy;JjZZ<U2j~WWHlc(Gqhz7
z2m}t!r<%JhSMFI4zIU#%-^xvC5Hm{L#wTGFbA*C4vYH3K#F!l)+pmQxOJA>?!9-7t
zIZXEV9XM-P7~QpRJn*Eigoad4Rno$XKgi99q(%>kH<HcY@=q!x>JyEBH|sR$cy%}U
zJ<lnz$O=)Go@O30MJ45ozSyvEPy^mfu!$VOE)$={d^e4EDQkiR^6i1_^rs|eeBr8a
zXuu_hm#}LpK>g<#ewQ#FFHY`Fk$4n^BUm$2vd09aC91`1xwC!5Y^LhBR13^68pYiT
zCmN)ov;-rpjEH@)0cKx7HP8|b&|HeJ+T9xm_hjz;IhgJFo{2Ovu(hfKVT7|EJ($z0
zZDhAkVZw!X?2qPJsAee1nWB^cv+4l@fdi#_E2v+Fza_3+<IsxzlrU5g8ZkMuXq_ze
zu}!--199hYqfod+HD8siV`*c{e2BQZo-0Uwydt~2vkEtIaWhdtYJR4L=_l2H5SbyT
zgsT?24p(}?EfaDY9{QQTW=ig(=|PQ-KZr_8o21|#z}0{W)-lriL`639lr2tb6;#0_
z_)bas_;zzfUYE8C@~2vgg2b_qVkw@-iy!@YG|!^0g}m|6>}t)v<@Q2DJ)&y6+j-q;
z$qwLL%SlIn1awhjP4BbUVx>l{4~u2cq&oTAh*x#d*%hB20+{HVlLM{ZEB1a0lRzvH
zBQ_Xq#%V9wUj>ktxxeNK{g(dt5r)2=zu!uW^xc}}0t;v4%B-4V=ODZl`P%5Ntl&27
z_>mg>L|-L~yzOK@0J~J;JyrTZGmr_$!sS55mu7*MyRW^~T=nuF5Cau&_Y9b(u6lG@
zLW@3K#+on2d<J+)|BDV)lU+Gm5t;^EqtP*^&90n5cHoGX4mSaN1D;UwGa32|Jgz$^
zA+<@Q9i#Yp)h*!M+vjyfJ@g%m@|sXAG(i^F06}zr-2S4lu{Kj3-$hR{7@-fGUZ}ls
z!^*PRR~tmo+@0J-T}cIA$2t|{6N_dfe%W0yqsKLODi7-KC6alSCNQhLvm58;$v|I@
zyun;kt!yyDKuD8+3pR6u<~C}_W^rpSCuA&c*6f>r?38WAJs21XLl1Wc`N-jL&z)q?
z!3kMoAZl8_C(fSc=3|%pWI#q_0+e7T4f24|J9-KR`0TQeeIWJ~MuK^*zj-W}Q0_Gm
z2wd}Dq-J>y2iA&}t@3`t@=K=YKTlCCX^oDKWmpHmRIiBM<2Bz#aONKoshz~j&(Hi#
z4k8c40!Z2%lC)rZr~0qxe^2me_5auO|1nShPeJJa)nYY;u7-}@@XH0q&tKkMPG#RR
zk?*~|(}ZGu{x7-_o}DWZ=QOMgY~``=_SKTp;3%ko%dM@c;{89zdzuk{Ky#(7hWb`r
zjBRhTEIT%Woh$UqYd@@lZ*h!>t2_-bLvAVr5#FdT_#c4g{8AwHvqnY0B^u$ozB(Fj
z;lnp;aUl*nWm^o9Z?T}|Ypy=8ZmBlvJgV(PUZ;s|9}8gx)7T$pZy?@V#Vr&Ed)N9~
z$3X7j^e*H-&c<s$PZ!L(m2DZuj<NpdrCn))#*AYbTI?JEOw$jv8inc<&#?7iGi!@o
z&K~Y@JT9Ig4!onj=4uRIvrOFb)O<s0Dp!2FAe=3re|ZeXegK8tox@$byiAxuUU}Ms
z)4Fy3g6HeWnEl&n$r&<&*RqcL86EMt{ijqF&RkrGRK7<b!BMiK%6o6133c{>!*jb7
z$vop8a4T$9B<?quJ=XoT=uHLXiABU{)pe7#RUtD{1dogisI;fDNP2WBzSj5o<(51r
z4E5@pl@SR^twkMw`^|)QD?!eB^X7{ud>idM5kK7XS|ZnGt%xkh)2r8%NE*3`=jOXg
zpZY>>4ghO(PL7lo+Dkqou=8;P;$O*$J^fr#Tvn{wXbj}JM8o7yBwv;fVZN1-SNs+X
zuk(tvhyCe{TI-+e&jQ^_+hblJ5ZNjwBF15gaG7*~;rXhFZQN7|UvB;^$p|WLKRT)L
zKy7pgcxqQlN81OyMp*d;ReHMFG3YlYqrwHx;Ckm-F(;KIPQh1{4%i_y&U;-iaIToY
zOOp1HZqAOli9G!ZT35kW@%8Tq^G$s5x;Tnw1v%~-V1;ct07Vj#n4~E5Xc3?8g29)~
zYTfxHE?J1`(ak{Y^PXZ1%WWYJCQ*bv-a&4R#HXgdX5s(r_8R-l6oi4b8Sn;YV@Plu
zU<DcmrsC9f#}QE10gEi(k=Cm*3Uwjz@gc={A<%~t2X-Oglv4uT->(BwnLP`v8hRQ1
zulbmNEHo}w`LD;*u{Z3&Q)yrs4o(@X$ccv*h4E>blPqheWB&3b?ji5@T6W=Ksl7@c
z^*{JB>Fzq36H%Evp_hsV9ivf17c0q)u$TX61wZgd%G3~c4x?lxJME8vh1LP@byM^o
z^w$jr3ku6#?6t=3&b(9hs1^jhZgG7xjr^V%Hps=Aid?Lp+u!IuTv$rB=Q29907Xw=
z_Db_jML4I-_z(rNizoGMP(D`XQ=X%pfoGuc*E0(869?tuAE+Ho@gJOwU&U9$Q#@c#
zuD-xQ)m~DdNEZv5>G^8>>c)i^Z}=(^t$iKu|J@gns!o_md7^O$$C-y}uEv*I-<3Ml
zYiOAms+sV&X>t^5dGW{kkf{l|JH$2_W1y(c2N<Cp%}))w8y~<*+RZeum&IIaufw(V
zZcnW}JgGJ)ru>uLTSMf)gJVOND;9H_T=2i}xNtzgHq>>P_>^F_3}N69w0z<&=ZAJ*
zHEM0VrFE~mVuQ5xQx%&$T#_WSgHGM43#fx$+yp+jGQs-Y=M?mI-5{1j;=J0X=B<sZ
z!73f_C)}&`Awq5F5leLRu?TWnQ@%tlBDC5)NxM+42_o20x=}m`eb|)LLgSdX$cNh5
zh<ORUr9C1<FzF$bTQluS5MUicB`K6@y2a~GTF#OQ(9sR+eiNB(9z7x&zQfIBc=-du
zDL~P%BC%+G+(dPw-F7B0a`ar5@?5Nx?Ipc0W(8;1v6JF;mp{5$%B!sN)I~ElY2Ahj
z8-!X|Tuvo<@eT8ry8`upYmB~(bxlViewGC|UF{+px-oUYY6Xw{9kRY2r}jeSN^2G+
z-}@$~!^`qd$jSoqu3C^j&#tP~7r%F>@u|=2-P3zvnnl+ay7MN9DSnR|?y%`e2<h3|
z&Lr-@lg?yk@!G>Tk@oP-^{%rjLQtHkzLJBCW~*T06y?M@>PCUgA4+l5F0dIDIGZ<q
z?eVTk<jv(#&S1a7CoDf-9g&yC7oJ`iS2`hH`6!1{e0`yN_3a5EiRFU!u6o5Zg0}Vq
z6BqH_3WnR%mRDEMhCY|C$7!;(k#<DfFIk>cgJ*9@v=zPF^u<_^Eav;Sj$apre=JdH
z0L?#g_i*jfVi|J-SubcE-`9HFuxtu1Bu@ksBw5Ra0BKf>hkc338Fe+a84porBz4*@
zwk-l4c>CnxiWxHfq4o|Qc7M&HxlrMOt-+Q*!nG~<Rs=XlLZ|-gjSe(_iYD)H_SjbS
z%onhIO7N4`?w0HvoZ*KcsWw?xH<9>_Vt|lhnmaz(xQhOC-v&Xe(X+Qy>mM~H;;tU7
zv(rZSp_E=)rPz$vq$z&4rxiHg+hp-txk+4`SVpH~DCCu>vL|cXEh%d_R6GXe=Q-iJ
z6JMsrB!o_(RwKlv`iJ(dgNq*OmrH7E&IxI4gvbq$9+_T6zPgoIxobAK*}z!rWxKW*
zfCguNWNa<vZ@e1-EIZ>Insk~2L<(fKYRbB}ii8ZP4(*%QB1RX`_)lwAvZ8M4Ze+g6
ztWc;oNV-mjryM{e@m63px=P)Y3Bo6NV*lP;Q#_{(l9W#Iab+OGL?(2`Bb^4|I{@89
zRtnif8L3yFwdNz$Do;Ni1v^l;G8|f4#kp)#l^qu449YSG0Q)-Erkp9>*+`|0rlm))
z!=A2>`FRnN2>Xi3>7cwlQRa7H>}Dhf?+fE92uAvoi8qzkC{^Y;CmXFRi)*1K-O0D^
z6s?WW$r*gKcO+F-Wn?Eej|q!^Wi}ZU5P_}be21+!1)zxw{n&<6E!e4aLga|6;b4fw
zbcof%LT)Pl-$aM-tQ6=q9zFTmTUIor*wZ8&+ILJqw<4QAV9Oo^W4b9{n0^XJwdq4I
zT3fpEo>kV)>q)DVVR=U0!97=tH`S(oS+F2_7tjhY!Njt&gBNM&44QuwYEL6u4ok|i
zSe3+lE$68!WXnpV;Vv1=mD2AFWcHcK{OH$D8hd}};G0k$E+d`&*gNv|tOJL^alv?+
z^QGX%#&R!4+Wwm5EMSlS@$W{hc6aIgU+NsRWUpVZza7&<!(t|$XG)JmD0K?HMm3x3
zfIYN)qk37Xu3g3M%ed<aPCV8Em8h<A&#BJ)n3>j%rf+#-w~*^EGv=j9;d$*r&Ih-5
zx|ZD}_ksLq|3bmp*g_0dCN1SuZ2bLcwT3!A%5?sIOJg0wQlTLKfL&#gg33~()wE*v
zKm3uLhD}1i$}w7gv74B0Fw|`>Ai?~{(h3svyO89?$e8t1PuftazpBJ(#7j)1?Y_^z
zMQg)4?Qnpjk^1Lb3LGR?xtp%#yu}-r?I}F!{UB2Z?YV<vD+<LuO<|havaWY_)2d|l
z;40#gzj6t!LF<NgY7AMX`_YDV&veN#X9BV&|3u&~TG!=%S-hs2dX4X8V6GhOF=B%*
zl*H_lL(79ls{L^2jRFeY`ReT=QS9Fr!5)GvQrAE!ZKSWv(7Y9#rzKN{dW!!CZ~33I
z=l{?ONB<i=!SElS;(xO;uh4pz|CRM4*&zRr*UeMJ1zXN42T9`3&2yybtf6Sn#z{FR
zM%NJ$Ov23ld&2<9YlCRX!DK7f_g1|3HCZ~)Rf~3tva%EJV4EqrUycu9b+yHTr({oR
zMbR{58BP|_tJy;6D1hosA*TQe5}nfoWX|#huW>HYFADOvTv{#l9p|VZ??954%Tji1
za}9-uYeC=GA7_zR16b9Wb{*Z^R*Z-)%xQ1W$=HFuuZGde`x6$ljiC>)7#gKzDLgvU
zG3i6T@V@Jm?E5de?f?Z_{pEd!*v3+HP)ni{lu9ZT_D}zixL~<Gi!3$!G_e9r|Kv&O
zHMPd0#xv$;ghrwrhqSY}Q<uaVBdCDGxa(<G<G=i*6`a<GcDYj;A6(vL7{PLX@HYpD
zKLypkJDT~*b<ab%xe8LhEiQR`bMjww$>GO6R^_MA0*ikTx!rCcWq&gje_GxoOsSv3
zX6?z_Idf@9n{L-e;$uUDip@fOr`V@5j!-$jZd`r}9bk_Z;akLjOWG^SxBJaRLTa?G
zEt~Cqp#1%Mq0Ntl<ACMxVgipGMNw!7yyILE0O}Yb<p0tm#|NhKUzPA^0e63|>m6eC
z;dwN;or=`5SUHJCG8cMGhE^-Lw@0*K^&?-wDo_7lYaxCoS2b`2=jMPJiUZ8eH6sc|
zfa9Nq6KV~%b+udp>%(QV?(gTlVe?cubGwKej$XTp4ArVDC8ghL%`iNvYMu1{RLMMY
zkz(LU9~y~1SL^l3N_Cx_)4D5dHe9fgejW!x1>>1Y)x(KX9;G(lyBzL(k}|8Lo^}$v
zLh@70U)^=Qo%zu31JUoZi2ywrJ&DVQX&CI67MSuIoGx*6=nwK1tCQ(Rde0TF+~n#!
zom>bjUxHu!e51J<o}*TH=0Sui#hRAaH!2xJkV73ud)%9AeLf#Q=?19qRMIdFP`-gp
zyJ5wO2914KC3W<e_?dl#n_EOQq$=D;B2~;_un$u<C4RP1VejRo!|mjPu?9r8vfqT}
zCJes;4Ko$l*$jni^l)8u2@^iu{mXUKj?}KmpApFAlb`_y?T^l5eD(moOSe9ArVqfj
zS%s0CykvgMQj@L7PxkUwQpJN#&iq1)bjl_HoswU95Jvz6?|{g@<<j*z@w(VF9c|)J
zFbVE($HmAE3ZvBj5D%OvvYpGVg-z)>m|14tZ*~t=pP;WR$Qj~Ey&8UKeh|FUo<B79
zsrWB@hsOQ;25HeBRr_^kC<)3s&PH9osx!CED>XYvz=AZV)K)KqzD10wFNatrpO9C%
zvjyAbNb%mD76QV4R{6EydD-H~9G2Mmg6C+A-%x7lw&>3o>n}40q(NDQFPdQIGTK+z
zSZYED<cT1%<;UWM@~JfZkkm@p@GEoV<O5yx(SVqJ$Hx*9$CPqISekj_AJ7yIJFcNp
zQmoOSGTHOh%%YHWj_(oK;qFsAOe*rzG}x*$+jZe?=0XS1=4WuwPU!TQxTIIX{RQw|
zw*=qCFJB$pQexN&ue<26Ew11wLElNvtcnhChNNsdx+oe?*&#@&R|9+|^N$7BLBB~L
za=g3-lpw&|LBzl7NMX*a0leQC1z)xkm$lY|A&X6=8Gyu`;!mbGkh3E9vz{6x314#7
zx{ci>2l0NCzbs>h>T9JOI1R}*M_3mm^vni$U)P<qCwRK3f-lEYUtVWQkJ<8yQ#gIU
zDzP_JOK=634m8~K0=%9)t>Bkq&q{VRS0;?nrNi?ksCh%il<mY?*9KVatP69g#C>U=
zk#1DF+eK=~H`!eUHu!alKGs<GOS-kwyL<zIS`a@(xx1;}LCpuY?3!#!35bdfnk+)>
zGX`2EK5LoUQk$rRG58t`e13#F(X@d}+)KKYpwIIJIWirzMIup|bD2vwA6eKjFc+RM
zB%b*wScMW&gsUYt#YUVIFf4tu!O!dU^&s9>4%T)wACUC|6LR?g9Msw@@$T{I{UotN
zH9c>8V#He{|22g<__dHB?aJq^0qPL5{xTz+b3dvZ#$jx2MHmAx>ylL6FaFf!leNvX
z9THhW?u}D_b-&4&eSq_y9a)t($9D)dsApblQ0;Tj`ibOv>`-3kG5zpv7VT>Mfv?9B
z?BF<YmveOj^}HNpYQtwXT4pJK<%E3Gq@0#LmjS468;dhmt6FjQ4ZvOs$d)w7?2Z|(
zuQo_c-H}!8{hX4mrJMIuV@8%!eiFOaetp^NG$L)?pG7cNTPM4N#S}j0BK3>^FVj&=
zdz!<iq&tPtyN<72Qb(*3=w*0WG%XP!e)G1ZdQdC_2~zfLCIe%Q=l!_MZbNyY)g+2F
zyKaguplaQgce<r^$*g+UT-SHhhLz=8k%e{6PnW*V`(Y%YRkF;FVxw$h6X@`tX{3*>
z??cHC8--GEb?``n%6K@zwKZJ>90=wA*aptw4AQv&g_6Ns<=Mdf+bRIm5J^Lk_w^M{
zzmdsR<NyeKEPa*lh0skp@>=d9wJd`xmD@{BR5qrqI=A~g#+)TQ%9nQ?*mcWmV-{+P
zxwx(Mk9voE1ClwJF1qBo(0245f<=gmG2GWI2$}E8x=>29OUbCXkRr}=1T7Y|2ELF=
zZE<6|MwsQ#{XmSNR3R7YDU}rv)$gRy)c4i8M~`A77abO*=(gCr?xd>BIR!rYl(POW
zI_B^GRTND^ny>F|ZDL0fZBJAI=j5VeqR-cip9|AsIr)SuGadFaPo9@M7rUZ+OWt2c
z<|{vvVClV)${Cg}zduZ*n_X`@|F&d*Ep!YZ&ChwP^^*pRn~xMHS3B-_ghJ#{Y^z#=
zmY3dXJj#oh%LI~r_ZCzs2)&usbPoH(CK^(~1ugxgLk2?u<AlqGliVh^T-p$Sfp2r^
z=G1CACug=pMrP)Wl^n)xmm`GuhnewyXfDt}J~%`(Eu0lp30M`+v6ST6zKyyWYvY{7
z&*cOKi?ud*|9F^mD3gEeHT4eERmp8*DD0;Udh=d2_JYtQXE`mmnkprD!f>scpFYSM
zN<n_}Z+2!{0+-|%`HKo%08e`@Sm$0bnEU6q<0;SEo7w9%RbQ2{Yvm39MCduy+-pvV
zpsrng`AFDc7a{M%CDSGLy0ev2YVxsb9|mQ8E?%QpLi3ssT8b*{=~-?#p7!rzo1<CH
zMe>f&P`jDF%3ATreS2_kvR3TSkK{labt5bMdW$;BwEa)n8EEKwT8?W5N(By}A<Z6W
zOMRR<vub6N)04s6k!{8i5cf)8X$DXXiIN2dOFdr=STUu!IC3F}wr{qVcWq`p$1O9#
zl+~rGvfqI=XmQNUkRQ~-L9sU!vVMEfR+pg6_E2(=296Q@u@z2kwt5M1(<?a}Ee72g
z9`QVWXufYUEg!jO(6c6pT`*{$V=i6acL<UpXx7D%Y#+?`R;0BjXAx`WYa<659OLF)
z1UX1@wKS;HQ@Uzh*n)U%3a7r-G|(_8t=Hi@oi!6_r#jTH%WTAM0e84CpRS(d2P%AJ
zx)^$$%<5w+^X>f>4t{xl&%YjS{s0)INZV@vn}23;;eQ`Q|KCUunb-gAGkyBM53~P$
zkk!=#xKIE&_aFR0evA4;xak(cRz@DvmYN<mt8f017y0x|xPjR9t49P@CZP=#Z!i<=
z;d8ZzM~?5E`ps@>pk!W+u&Rsx;!h~;`g^!*wp683c%QH4&obOc4y-}EBl`R}iRF$h
zba())4jg#HQ?9+ZdJCoyKKpIFBGxy4xz8?T)9->EEgusYJ-1Z)?Z+w*iXj$1Jerl&
zEDiW<o^w^$u6A{D?k@g&>jpjG+sJ2dcX-CYAcWxBKCmQd;=`(E;N4xUR;B7enhz@;
zUZubL7CV>XiNEiXZnuT*7jG3mD5UMKsbqP3p1hdi=U*L8jx{3<PP|;doNL>r8*~Z&
zI;r|a;$K)c-I_J408H3?@7DX_n<+j=ZPnC9^?%hhyp#E%_?E_rb3EQk=%|`c{8h(M
zsR));4ei>a!<N!T{k9_+-dZAzu6p~HwZvoH?9%{-YBQ^E@JGWMY(Rmxn|CGQVO2gn
z?#xu7(E$d6PIlk-y1vU7-I-go88zpetLzyQO5!7XgR5`M)`Rfrg~^L+*cScL*p&t?
zjd?Jp6}qfWoX59hja`?>{9$FL_+m5hW6Siz7Z8Mqxh(}*_<O`rQV)KPRp3E6cYGk)
zM7y677zl@Bw~y2ec_s=2bOD(LyD4t!+hX$<&&pF;DlQJx;1gyF`Q<P?H8VT%hOLPS
zrHsXbH(~a|Gt)I?+wjW7elZRaoM?z6$F{|0@d<#bLL^qlb(ECzz*5m9Ma9ha4?9pQ
zJ_IZPlHDF4A+u8z%DL`?_ZwvQk6Z(oX$;4KzPi_(Bgd(j70TVuI5UAq&WT(2L;_oU
ziWo^4Uv9hGI2U_g5VG$;jV*nx*H)x&CezRrCf!{QZ%zIp2L2ZvqO-h1M_TFl13MIl
z$>_Btm`GIxQO2b;345ptq3_@#!sk9T=clAIKyu~x*3TyTpN?e?I4~P_y&<ht1;2lD
zPZ?IcfnptxH55No>0EDagj4r2E%QJ1$k0S@n(x@mIL7{YMBmmEClEdS^AsR(FL^HU
z1m!F{W2n+;8*<gZ-VE5>n8PS$kSF}xl2Ps($Fk!afBb;*@(M!46wP?vV-AtJkxm>T
zWsjk+hUX=fSLv{s%9gCAo2%Y!@OAJ!4=FpiGpreHdnlqV&e%RbRVY-Jss_VJdlC6I
z{dUKsmOrOr8eJsLDw6KhPWk$<8l}RoM6v5BJ~hL^TsD6Lr4SaoW|Lbs+42%nvj1={
z<*L5Gi(whx$PdV6YZ#5e#RX$5K8hQO>RqHQw*x3r0MSwc&P!lI)bdioz9Vk=5yw9=
zdZUA^$<yLE^COQ~R_3N$8Rf@Y;y4U_cTG9Q6^Ch#)F>mLd%ScsePoh0`)BytxY7sg
z@J!?#c^8+eW(GpVsSjM;+2ybS`UH6_^ytCOY2|*urzfP!an-qwmJw4Din5L`f$I6M
zWWCFD)tSO#Ov#KC<}>i-Uq7bF+4$hgUqs7ZY@0)sjr3D7aZ*90!>5{~&mt_4qP-g}
z#3xtYijNupOh-<la*hK;s$CtElz1w=Pc^Rsvrh7Ik;d2P4s>6c_qi-?aY-4=w|$s1
zl|l&e+Y^JuN^ERqW?3v{XTP(vqrKjE8}b1x2MVz#vOcBR25uIofXu)*_kJk-E^q%i
zAJxg7V}nWiusRBz1_<2Uw+q!UJ}TUou)6j<h0ouf`wjetrN{X6dD1|tP>ngy8R=@`
z8zl@vt#PB0CSWc5n1Y&$Unze!wCSb?w@snzgMX5EP;cbFfGALV6O?|h?BLL`qr@|P
zyOF@-dj8@Nj5r#2am}b6n*D^r``C)AcO^mD|Il$mI1wjs>cRSv7;<(O0e+_AM^|NH
zZEfHh*v6vqi?Z{xQcocAqdBH<E@$_zXv7dwChv#qBsCk@pV;1{PLeb3D7y8cMXiq1
zu(uaKFak*5VBM&=%t5+QkW$``YAF0P0q1oy)v5uzv}dS%s}Y}^{oY_Yu5<u;W!tf1
zm5Zh1D3qx^9DatWBR=~h$X5Nz)%sHRzvzAvlMNFK*HUqIFYl*osOe!;>qIt{&H_`r
z$BCmBpKl=(O7*1+5n4#>O^&oE)SmTaDa9{yK}xEdC5nX5uVS`x)Y}2CQ*rkT4B@6r
zY^VXnEfW}@V88{umbOL_y|D4R)Z3g}%Y&ztk3?uAoO(~olv~JBe|%|b{w+?&DEpR2
z3^pr*4p@lARXxQ!p%?4|w!Lr79_zm<GYbr<xd@RK0wvlQ;@uw!-a+f%x;=@TJ<RyT
z6Fpn-7O;<foP9MLujk`SN9R_vNPYC8-ZO}(#LuzBnd7@gJ<43~2_ZL6uNjKhKKBvv
z64PFEZ}}98OdMzW(ISLeYN~*GT^75|%-0`bo%a2uU6g)^W#IbeF-cMqCb)M@oXwHK
z*S+YO%?9uLn&`XV?-kWz>7$`8?E|SLqI22ss`7*R&#)}nfgJJQi__2XVEeDPU3YC4
z=W^D&Bw-oFuV?87TJQ-<h%#F4HT|=OKep}aYjy^fZfme;8g*uOTw3ess|PGsX7dGs
zs=I67Z9FnLTTxx4E)AYDySBJah}{d)?ZPh`j6H-_h+k;_GW(qj$czJgWWDz=z%;4E
zbc@&NsqTK_8=YK%Z;Twc2l|UqJAYr{hbru=V3&tB0cCGYQTr_1gfY+T-<r!Y!C_VU
zE*2T+Ss$O(M4l8dOQj-RMbIA|kU;P=@G?}ITCe!VG>jIn&y@>GILWiud}eA_E9=Ky
z+%ORK(%y(SpTQ$>aSnX%ZKIssrg(I5!<xo^-`L{5M1DU8QF-)2JH^<|4f0E3wCI0v
z^_Fo>zy1F{CQ2$WrIC&SN{kNafi#2BN;lFes30LdV8nnSIR=dGP`aB9kdp3h1^N8;
zx&GJnz45=xEgsv>$NTkuozLfSs2v~L*;@K+el{AZbxGJ{gQz2M>o||3W}d9v(x`k-
z4bVGOtuhqR(=$KK@=b($-Qf#lCcl>uMOb9N=3AKcxvPo^B&Y_>0f9kM(#B{@dQz@K
zGe3|A-SJ|j{;(9tg<j$7mm+0j1{SlsVjx=<n-_Qb%N!Rn8we2lH?oDzJi|PRS_^<*
z@;_>Pq;8bhwOoezUaI%sKR-0Hsjcb?Wi1dK7`KY`TRSh&1GB3CftsR%p3a4QLw6zr
zVWTWP5z<acxI>&O@n!K;WobT-)j}$$e^?wLKjfj|1n7(7wNWwn(E2p?<9n%-nlC9E
z)r`;OJsQgL-brC~P4K^LCI54`f%h3`$gycj^7@Q*ARa>`VQ@2RDL&wCG%@prMwVa6
zeUy~FNz%fcV#hXl_*Eg#Dzo{cLczO0q_+K*E)Ptj9bnz7&aE?ur}A=pM)~W34Wa>V
zq*?|=$K7INJnt=pzqa3hX9vRM&Gh?v6n)!2a1tDteUsk7B@X(vU8ic{TKR1Vbx3=N
zPf8fz*S=Ox#X9S8nAF@bi`aKDUYIw578KTT4!ryFT(<NVXp~!Y%<0?LrEpmHmrmiv
z%|?>4hbpLm4NxpZ3aPGf5|{6r*F`)16WdArp%*>u!E%(!9uFEd0nnOn;}5+3Pcmvx
zO#()spd>85)gUjEc0-@)+>RbChWv=<y?od{UzxyfMgNn|#FKgd1@7Vp(*KUA|5N||
z--!BuOI2fn#7EW*=`3I0NM;fMiy|~k0^Ogs_rBG2D!&R`ddeUFw>+qkqmgNAH@=yv
zeD$Vs*Mv4cv@o7s8!TyAR!EV*gpfq9-%e%CO;>KX*i`f8mrs3Tfv|e41w`$-);Q!?
zHX8}x482Q#@}{ej(h$#2-{00`q7d7C=h(iTlaP3?=c7cjn##QbExz0aX64t1`m{gC
zRz$=ONad>q!ve5o$bztBMjTJY?LDJg3%yHlZvfo7txa4QQMsi%lr*7K^_xj>El`*A
z+mXsd4#nqgaDhoJ;Rig$J<PBDmL6jJvI`f+u0opaC@&{w5k*-!3cW+K2btONa|Wp;
zwY>GSlLn)GNaqQZm|ypP4mHSd#dq`9C*q1eK;`1@y@P(c0?MVF$Q3Q1pY>lpFWl)p
ziU^^DWSaeAexonmd)Znt{Vp76571H6Q52y4Lv+|_fw)XxpN1QoG_wo|`h$%kb+++Y
zz=D-QplQ#<wT%<<_-!;xb?mpe*W_Bs(}=-hP*=gt@K5ozX$_+eWVxplhm0P&yd&_w
z=*9F8VLc$_oYZ9cojwb5g=Yn98jVH~<)E?c+n3FeJZg(x3Y91ofzSzKCXF{VjGJ#g
z^XE*_i_zKI;-$ogL_q5f|1*rqOG-ntJB=-chl_QriQ=hVu5sixQqvxAp2%%alr%ef
zJr(hwi`Tb1`&(&x>7t;r>^<{gz82lGDQ%S;04#91*(pryHEOnzXZ<*-MU&^J3s3gL
z&4fYMH(uRP0l`e7!^0MCVIFm-rpDbY9`K0BE9t9$Gi?PjsZxmFL5{Lyg+$fdySn~e
zB($~cdCKlFIB4|!n0M1ag9ZBWF8%y-dIqhj{QH(@_&bMzJqcP(hIr)^n+c^%U3#)?
zjDYnjl6ycu1M?V^v#`GnF?;ajcLbfLR)Oy#>5-(_P<{P?A}jp9chL>$vI2Uf9?BhU
zvzfh8ZWXd9mh&j`DV4?RvvLLUH!w3KzliXT+SnZ0oDLs8(uX|I`6NlyF@3&O$~W_#
zh|oL$i(h~;e9v&~bd$1*I(G3i$<}WW_h2RbjKsC<a`E{}NhI%BvhSfka8;J<mKSMu
zB~@3H)~2E7%j9-@9lsfU?!O<0^=~;ZdkoFYnyj285v{zmEcG%#GPl&dQx9v~(*lkC
zy!!t5RXun8V#9+BX-De>MqqJ@Oo0qaT|gi0JgQ&+qqf<!n@fD_F*>TmTia=n6=68%
z<sn#cK<YH>hrIYj%zR1}FpW|XM9D^bPUK`@3gd7~x*u~&2Zx_cY-?`SiC%`OIIKj!
z$>dFsZ6$TgKN`9di>o%P%QIsP!Gw3c^rv^(47ZEksAr!3g|QlR;pM9X5ByaM(EG*-
zi!U%hOo=C#7L|QZE0g$XZCg$m^<AF^IBAzr;~3yw#K^jBR{Ja5Wqt6qy2~^}$-_gH
z=GuPy%a_H|NzgmG8B)b*##m%ghk%|jzd+O&m(b~5@`n5qQAWvW`XtR^>Od1$+ftJK
ziB`I{MRK94MN<w|!WU1cO8nk*#G~g+6U%0())Mgu4dXc#7ouK@eWg_bXigYvutWfD
ztS@Xr7QSE^?>hFx?SYk3K#KuP5D%&CFOle}1Z0xrwDkrYms4Jan`|SvW+Ed{0b5z-
zO1_PqBFB^$kP8!-Uqsh%ka&~`i-752)`+jQzW+TtnVNRkV#`31H@nZMWgH__ZXU%}
z#v-yR^N&IB3cg@q9<Y+z-DI2Ck0*x|;0eH>v?`eH*Xl(CUhgEB?;?jDeSW-whXi)x
zgT>Oja3c>t{MccI@zL$UetxVbDbyVDhdV$_Hr9yZo+*`QQ=Lxb)zlZ-uH&O#mR264
z7@Pc9tFLIL$X#kyyeUsJNRTE12*I4E{i0dA#E6xxzHe&7YqQY$#)4VK`ZBB!59PU&
zXl{T!CgM5QeNK(MW#ZimyiXh232p(S(0ep|kGyJHjJi}@%`QIo<1e#O;m@d*_6P2<
z2H{u>Bo&V;Qa;uUedBzmV!XFhKa=BL3;kB+XlOs-`^szcWwZrL<ekQdO(WyF+={&7
zIs*D^wOaJAXupfIa-rjAb*Ft}U3f*0=dPJxYPIRm3Pv1~U5Pps`k+)MJs(S=ab4k_
zZM<%zxf<GSFXhjMEG%gOtr`^XfX|MOV!2Mb3h^wn!jlRITB)g*3TV}*5qNK6(ST(V
z6)>(pCB+zK!&s}rruXHOzG<rZm=PgHgMN=3{~#~nQ%llU)|3>Y(G|(TTI-5>8b8?)
z_z{F!Y|H^ksqUJ2Rl=>R#Wy4HwvF$SA%iCsAg%_&P}5APX14pVgYhr5y?gwg-2q<J
zR15i@n#oHwwv#W?L%y-c6TA%AKjR}Xd|jp1*kF+ayHtW4Eyfg;_zDIe#ly7T2kfzE
zm-Md%*LoNKvZ{U%5p8;E3}dtKr?(14o+}t&pN-6C#?GJ*4_B+drl;9WG%&o?5BwQN
zw|-WjmXy&f)N85Vnn@!2)Jbn~K%3&ZbdXaj>@nL)6Pj-|^^o7w=#m!vB5icpbf%O~
z`M`6zM4mW#^QU-GOfU`w%IL+B>f8VBc~maqH5-8Z!oyjql#-@fPTgA|uv$8=0hfnS
zW#U5dyHy}9_fx#8nSN3Yq3OWUGhzL&;(l14YH6lKJ%VB>31CSVVL+!^dejv)Ho0%z
zn63+APg@Fda&&2paa3YQkJ+zmT&%Mw&8zkTc4-YV7&DxUi=}$*xgQ#Sr#ouI<0AaU
zlJPn`GhvtYqnp1@6Jfudshy<@M%fJK0YN3A`nV*m&-s=@GXdBDd}0dTtTseQ4^4Bt
zWpx_NYm94iT&3<cihmmI;-NP`h6O$LCJtpQRr`m4=#M@nwR_)voME}n=wb<wixcDB
zgAr$B!%j8>H7w{q;nTjj3>i2}OwRCo*M}kBraU_3ZS=Y{3E3`Am^-<P5VDTDj0@KH
z1>-R~scHu6exOc0LiVGqgzoMGPYi>y-fV5*<a*5C`KY2J7#2#8R^uPqjfGs;JT&zw
zOfCuM!K=sCAI2sRT)V4AW!p;Xsa-=(1REnyl)w@0RL&QeSW4Bv?Xd@|paLFOk4g}a
z^3!JF590YC?9K`INw2J)c@AoZ*AYc69Z{f=XFqOilKV-JVBchrI)=h&`iqsCREZ}N
z$uMF*f$EE`>t>RIzAW1Xy3j3GLTg)%CG9i#A3pF`t}T_x@lgKgLr#xV%grsj6hMm`
zp!-Qv)=~p1kse)Zv>%|6Z69!7Oc@;v)V;*Ym@xg#)v6XNxVUsqd`gJzK2($e`xU>;
z=X?D`)VnOw((+Oq6<*gfO~PIHN=Yy3*yO5sK$ARR0TL~q$xgxToSRg<H1%QDT&QBI
z&&>h+uo}+JvTE)o?$1{cvz&mH6qs#7eSLe#1=4kq;AG;$m%f*q8Qi*2$MmNv>OYN>
zwkK2uPIxjD2ZC)_8rjv}czG)qrwn1LXS1mu%o9jpKa0{6IH8YjV=&R_)9dCC#xwLd
zT-BHj+SL;yo^Gc&5mw4#t3L3{D*&o*fdc$p3uQaioiRL=aVjJ{ikf*>sniBIZ0FI@
z{v1vbTJ#sA`(;fzf<EBi4^P$Vv36UZ3dVf;+^Z_AqV0!;xkZurpueOl^GG0MMSv)V
z54)GB=Ob@s2I`90`^mQP?d4()Ta-r6_W*DDte>UtU>0~)Ysu3E!Smuf+jHAJdB#zY
z$$$Al8`7V0qqsle6&4f!8Jqvj!Qw~fsCRe`7S+F1rvFMW{_C;$Pfqp$hJm)r{MXC0
z#&AKJzkh$wj%XW&6!lBpF(b<soymDh)$7sOSh}MHcWC6#4b?za7Wyr(Du%BxS1RAZ
ztNDU}#g)@%`%14>v6THJ?or2&$|tnonnH7+9MVA`X>5pOTy9OcjLsEoTd#XE+k|l%
z6oy#|K4EhUcp7Rbx=0odk+loT-a|UYRvb&8r|ZynCwmWjBR<CM7yezC4}5#QI~L?r
zM~(0{Kw0C@Vv~5RLPx5>?;%3_TlP|#v&+c+d$Ky_<1T@AMTPIu+4@H2ae)gD2M#53
z^f?<=3JWRV8afmx<+7dLNL7152wFF&p}1;h@49ics9g8Qk!i7ETYImK^hb&H_ch}C
z)+~zl8Gmy=IfaxF<uk0J@kJDgwpAmW_`?s_5-z!vKAG@(_A0-ViSiYmm=wpK(tk-k
zYNoc9yo$#I022zA)l&r&zK&rSw&)Gcd$o!OTbfJmJKXOpF}ytmq7Kg?=-<^*do2vh
z4xo(B!n<`iE%8Ise+a@_WZhS!<t$^K-lZSdyiy7*%eH%uGU|PQH!K|A?pHl8S0Gl<
zwDr;-X6BMs#q8(Qf42In=+^V<fd?c1F;}(1eZHg}Qpv7c!SHeOM}}?!y%>M}jU3QT
z57aYhW(s%AIBdkIPtP-C(tN3Qsn_o>*$+IxYdv*VftfZz-C7A+EUC7h;Wxm+<N`jU
zZ7r@Z7K0Be_3hvS^8vWXLpd=T!XK>ys{~#*N($?)V&*kK=~0O?GOu4vj!HhNOH&19
z)$Y!aP9Y%KbxG>)mDSA2#O<Wwqd;6w{>qu{({h6h>{-c6I`E@64PDWHm(BQ)wW!6<
z>zaW0qk6!qj#&}GCTFct-0wX1aOT#MCZvVfHtY8k%L}`@C)A$dgx9soyXy6g@@1i%
zW1i+8Emlkh1!aSWq)EL}f`#h6nH*zswi}(s3t~}v3g3}}f;)ov97@!0`=*OB<IB#|
zwyqlgd*6YRF7Gk#A$0z@tHW+p-lu(!V9HvxrblPR2LLYJ($+P<{0sHQ-{1>YfOebQ
zAYZ`wVT4PWhx`}N@Y^e02s_L}x+J9REqf`s;CCqBb|y_cE6|KQObRH{8c^(!z`VeE
z9bgciv`n0(d84!rqs`8$oM?ToI{s~9KZV$vC`w$Wu(BYmrd+72gtlhA-|1P+9JMo_
zRek+y*f;!c?Q7}b)2na>k@1S9C*tC}TGOBg;W_B<PtKmhe&vzg=yQ{lwcl2??{yuC
z^-{cTpqEbqyseF=YWYh%S*wE&r3jp;kPdN=q^$LP>w|-Khch!5ejY42P3Aq&>}pj~
z+>!Jypdb>H=JAot-@?w=(tP}LcAiA_1vZUvy~E&-@=Ppy@SegQKPx()7b~fqBBUlH
zwG$iLr6i+gCJYD{F>{Nf&Ytw8(qBuHlNvxTGN)h|T{@xc6xFSfvgvLi`MdKkEOvm7
z)5bN;1dj=<em0a#8+im^bAFHbp98kWhIv$0eI<%kOLTSu-n~x^c_foLNzc7>dS3Qy
z8q!?X7N-mGah$0?=4tHivc|KCFuWbHW;EM+!xkXNB5cEi^8xlC=HWR#Bmf$+*4%Q3
z`nPz$r3BIRIJ23p^|OhG_YTR`&NAqzF?>_h_-m8%QUUXUmr7_P3zD%Ws8d#J(yHP!
zbC`T?yjr|IcD1tpeVQFZ5YTo9ycGMjSM8LX!WC=de!mpGZ8#B)E>?+-Y=^9`<$K(+
zO&7GnS0fYBHy0bZpT=|4yPie&365l>Rszyl-Ywx{+rwQQD3L;l!}WtfD}j~GsK_44
zs0lwjK~_hYjdmk|!M(^X?JtiY-UMcOQDiRTmm_3|<z9<7_VbK_<rNLk`tk|)mevZs
zf%LI_TGPX0jF`Dlyr`+_uH^GnstZA{SoWkzyiIkj@@cqimJM6)4>g47yfP3BLCo|(
zuCpF|FMq-6%hJq5W}Ky|!y2R5f>^r|%^fUW<SCLQ<aL^M_PQ!v0$Xb5yzW0QhmsrT
z#kY8NXdwqJ_jFjkLGIa80~pq^K4a^1)By88fB9Ifkgu1Z$X#>xYsEz){6!mK)T{us
zCB4--sCB?`Bd*eKdg24-3;ty7DxN;J<^%;V-f}|-2D8;#;;5k}D9uu58#TD3`Jd{T
zY)vHny6RoDlpl2uaEy`aogBfG%?O+_1kcnjmnk&;-tVF&Q5`GbTQme}lt~!Of~&o8
zVBJCOntL5hhA-3hp9{|Ngyn72sNK`4(GQD@#Bxzzt>p5kIO8s&k#IVdC{in7$eM0A
znnv28PzbASkFbIdgRAJhi$q}4Q32cwaX6ho!<3ZuK98Y0x=!O#Ov{}DCf7B8C$blE
znEd`siH5ek`jffh|M>|@Z+G9k+0GGGysur9M?i+#8qdu+1h2bY#3VkdBgwRzEpe0x
zF;>Bk%57*6@zuVi1+2jbu))ZA%ztU0>x{hGHw$1NWu?7J7u|E9bP8stoTt9DQ86`e
zH0>1;sVK8RIZ#(h{X-x@VW5}LWuVhLAUJ8o8LDM)E-|)vwijx;W}IA!Yy<=|=)65V
zHgoS){`hoIig&d#cf90C*)ji*mxmYiAIR}Y;=2-}v{%Cpj`~j%lb42QY8s!z@u^zA
z1(_3=nH@v1xXUWcUk9;{{$$d%6)u2b^B`pcQK}%eHYP$nG7UaVQFLdgvNZ54qsZ`P
z9D!6lw%*S=)Vp%I(mgyJagFo5UdlOI@4lhLb`6XLt|sy&zpf<4%l|D1pPQ?Rqav%_
zy(KuRF&HP6zu+7Bh+}4u9=5pR?9lKDUU2)-q<0d!*lIb$6{-BH*^fy}?eGf~v&WVa
zHdSawl@*vG4Sa6c8aK6&Z%6bR6S&)eVYW?PCMc&pj*oh<-jy&{-=9glNVy&_9N9f^
z_;WHa`9@(y^}UTiUN#q0%$nCj1L{Cbk9eORg;%QUrNXGTigH&5AV-c^(Fslk!~g{(
zL`}PBsw0c-QsPnV3-@Ncr*A^_(h$m3zT;?}m2i_EwG+;-BX0L4dS>_jr^%{EWgdL;
ziaQ=WXA&VIqV!O8cSmEPL_Z@|?XqCFfs<H%AMg(ZHecc;j_!=wQKM8Q(hC)^nb6`8
z`i*<+!X9%o;8fC4E3jg4-3ba)r!wzV6i7754CEjqry7P&%sarqe$*hvZHkA#{oBj9
zm)UA0nWI9vjb@~Wc4@iU<AAsp&^L~3*U~Lf7^H=J`LH^7Uj2u_+C4K|%bkZ{>ar*=
z9M^Be_?HsMWgP|AUH%mTquG%HQg~iV%tJzq`Hz;kk%fGpj;P~b0Kc$vy3{xk8ADKR
z;v1yx`Oe3|hV<JP(>6aci<8zjD@#d^v@mKv|7_$~nCm-Mp@EgUU##euiN_ezhlS5e
zU7Zto{lk&;0XS{!{@EmZTTN9JlGG^be5yM18vFSQPajQG_9#SdV2wY?`mL1pdX+vT
z2Mj+1@u=_kfp8>mOfn}smG->vYHO%Hl7WvX1rG#UL36QGm)+h9PoH^c5wkf|g=+UZ
zCkCxk|Iuadb8iO(Oi{YED>)-zp&Nx|`jz8WDP}Xj<u;n7MKx?^iB>>cwH)vQH<`D|
z!L^f0cRNDwWqLxA9h?|O_Bd#!9KA(&!VL3><D58+u(_2r{%mgK7RC};Ya(Mpjcq#S
zR^?jmXf-3l<UMYbeWOraEx7%Jm0TZdjpe6Rk+S=2q)3mb=M_}!^*}_>0M?)$nT`2R
z92}#DNMB)$xsf<J<}xUyKFeM12Wom#X-X>G4ryn)x>I&Vd{oIb1bAB<!GA?@N(6lW
z6~(m~|1T)<-?{rgE?dMbrMpCr1S4up*L7geL1Zubk6FemQId4?=vz?k_(N*bcq@aa
zd0^aAx8hd<a-B?vcn^_>ue4oCcRSmG-nAqFc!b<t%OpL=tY|J-KTKC<x&2JI|4HTV
zB+f=-&1*&%=Q?d)V+sXynS9@?ASY$Xf;qU`;&)t(1@((}*NnA~Vpm-T;jBLjB-yLQ
z8;_~t%4Tm(d`?+lW7!I3%2}&{yGq0|99r(f{x#5(4o}YE1D-XBWar?E$2UN*B~Pza
zZi@69Ro0(1{}4Reu5W<Ks7HL0ikcCaT~x~K<q?&eYLVuoCT$R%s3`?C&xwo9%?rjK
zY$lmus~=p{NNz)8>U^Zh@B^8MuXS2P@@+?>nL>xCb_$CC3;Bxi<YY_0Z{niYG%CmC
zI%Y~KjVMPjiRc}}e+Y;(X}32Dj2ykxKI}|DRbZoq1Emmd>RSq~$q#()81qN03e=-R
zi|{>BTK2kpceXpHH}W;S!o)!wcT@66e)%D5BXHcxP^oz{B2Af9?C`kP8x3;JH()9k
z`sOp<h0#s?+#UTvx9I~piKeJk(V>Ys>kko;b?pi^t98ISeth#4w`1@2f}~c5t$bKJ
z**UjyviF=e{!*Vx${V8@h?Q}(eC2pk7da$<pjECmiWqMH4UN|^7tUV?R+mL1>A)2E
zs6sKcZ=TzuKU4mK@^0eN+uK|tkJcva@k|7?B)CbCObDSotEJAQqy4_^x2A^Jn@Ls>
zXC8?@ZC?Vq_p+EJIxft(@IgRms2tnh9b3=#Npz)lPurTOS{&qbda>|b{+czDu?k&N
z;qnew<C>*lKj%T5Ng_EXlW`?rd?C^Ay!7-jXXq8JErXV90cZgkm}ihAx{PJ}TF(~q
zC4hFT=8*cA{N14r!@uOlONsJ+ARAY;PdN=|Wl`Qca$CJ5Hipt##+AoPu~YXpIAtR-
zbJk`mcb^$iAxq3bC<X5zZ-&+yn}rdPsEdCHNVZwQmEcfYUBb+N2*#iVDm3D~dc`z7
zXw{5apNt3jlB{y4K^y0Vj`0iyC9hmi^hD@lzr;CkWOc%?y{L`&C}(fqfzkEVE8{3P
z5Bvj-r$!)7wL0dQ_O02-dNiDqrSb88e#~-me82@XiaU8-f%`zbw0V?#&XoBMp$x9}
z1HBU;QHq9=N=m3yY~E;25kktVY*XhbnwjrOw`XdA*>I)g3R^(bDbLc5p483^4>p+f
z`QSNKOxl)a5YO?KmtrseKs3|o<DB4y_2O{lbZ~WCp78#TiX0-jOKw*u?Zlrt-&+B|
z70VVdA+Sm!pef)BpnTRVHSSp~mNux$>^VB1%<YSxI~-SA2~VjmIlQ(<A!_VsU9EtE
zPZE0Y8OC%fT%2(-uRU*JomZ@ci}E^4?3-$)fhw;-?posfZ~*U+AK-wI3ZHvs&wZ{w
z-|#!*x)vuN`mgrT`~7;{Mnpsnmsd1E(G>hEXcxbGg2ZdpSsLDbAb4^MB=+%fej>qm
zzIMxf?9h~z6Q>@tG;QUsb~4jFl`QKmw~L*@wm9-{*fVNGBlB7n7=}E#tltI0H!-4V
zU3FxElPisgduat0S2&#^xac5z&en3JK38w5PXPaubEYi4rU^dR<n@O^N}hG!*%~5<
zB@W&i&(=-zxf1-os4wvCsU_NUcBkUm)}eWhq)mKf{JifB6c5TDqgQ>(c)sQI!khY?
zO09x)iymodPHUwRu1yzN$x=o{F_j^;RV2+r7}Xs3gS4HC@A<*pY(?4Gn-b@Q=5BxQ
z3d-<a67&e!P@DaB;Y-KwmOO5|HGjEdsn5#9<#pz%X2*v8T8k+G_BG}qx%Ph@SPijU
z02YJ?&m}xNAa<qKS;tdf=LxImR1*UsI9sn-QAw<CqiDOyG<8~)%JB{5w)yJvTT-RG
zpJnS0ZD}|G3t<Hx{nPZbh1NdX$&cqw?CG*=Q^%PAJT49-!C$RH^%m#Z^LdB-@3x@2
zzw=5WsOfk;9uNDP3qb7v28VkNuK$?_{g{ITC`}#GnklsYAuz9AT<TjNv`#|!W=!D2
zx?lAJGR8Z2bgG1PJtBDA9M5QL#;y1o0;ebj5%9Mxg;@a!zUm(NO<6YI8)8585-ye(
ztTg@k3ydU__B3E=^6Q)J3I=UW3>DPGtUoqUD4&l<p7lGAr;6QY#DzX99cTlK21ZSU
z>ZtVmd=*6Mt3WAVjNL#aUcnyp!09}mGpP+_Yb44*tfA_hq|@02;+AomS7;;=T<M!$
zW|L5iebiAWfKCNA(Jb!OP@o6D|7S{n<O`HT=nDD(kE>diu+nQBmQtC>JGr*3*{Dfj
z4Oh5=Jd|}@^+GX>kJA<~Kei-v+>#Pq?yq$^SJZ-O4fR$Oonbi4<oB7szIi5AZa?M)
z_HtsY3zJKT>AS71CDM?w73;^Q@^DTHH#nEB)_u7{OQtE#IhFsT*+fi^x_^rYH#F#Q
zkFgD!?pNNmXucNvHR1Sn-?#fOsuIcH90hUspu`05`&J?)AbUuzD+$eR*=J3$WlKub
z;2RV^5svZbMLIUyw(Kc0<KTH!!krd*YR^ns`&&jFI@HfVdNAeF#m0m2@x8%8W(HEV
zDm#o_X$z!;&)8ZmL)Z#GHDaO~$xti_bTGqQHJA;k)Nw$f&_aUyAP&i(%t@cApPz2%
zCWo&(UT*yBZTje4QiT-9jHoV6&g>}M)0`<4Z!Z<|R;FGA$`fx{vt~k_1t6P^y%Ln+
zog0<ma*6l_ak@-mXWEF9Q?Rn!eVumkyLEn!`Uat4{+*s_fvQh#`keBQ>cdU+8c9|!
z-we_=S{1%2Hp>^_*YqEKA8__pNHs#U#*kT?%ENCb5V3@o7tRl80FP3%gwOqq2D2K9
zDVo0XMa`QjSERCW>mVwHg3^h74$U1_eo<^FhyP-&?1r!omn)#28Vg(IXn91$NST28
zoebX+k%^VdBnb*w`h#3e`<ZRmlC-PbW1xV5IM?x+9>hBCU?7H6*>O@uC%MdyGFR|L
zKZ>w`TZ2bQqtrYmL55UHRsVPQ3rp_P$8Akj0eW5GMPG$<OK|8XOK;<r$8JiM%p-KY
z+gz2b2vMcAHBO+)FI%Xw?PV;Bdx%@m&g=+gvGFN~c*!d>aQ*{Jrz+~Yda<3QsjZzJ
z@JhWfDcyeJ*8-+yJw)FT4&H;}3D;W>Jryko2+PXX?yBr))>qkZ!c4cg@^U;K3BKq{
zoW%hM=03FwXg1k|u&h@Q^be~|l&bdMW7z$2{4!EzT*$<v@}!r<iO4;99lg6!q8x@7
zwR~M!@CmH9w-|*_%G9>^ksUadaZv~0jB2j(>5J}PVg#uDWxpJwS0;jwhXAVu_-%dN
z=7gEn!EZnoUkyxzhSWbXkE>O43(o+td5EXZ*6AXw@TEO$lns7cU(rAOszBjuZaO(j
zGG3ur=#2JNvhRJ&y`mOP<weE80keLED!D$@*ROKyQd4CtEaUs7AkG#`%*>ngz%(%s
znzu#k_BurF)c2w^{^6C+o3GDSl$N~kaJ&LC*nI)gDB^%W(<pf?d>y-H=wQjiQK#Ut
z5+(Lpr>)pHcE?zLWcU+LVEXsIGP<z4E!EvJoKDTCkcTq5$0j|4i?A&S0!0Q+@iwzL
z=RVF<Mxiiv?<fr`cj#|$KEQ6*vjsotrz<#=$nSKUWhk``2~Ym4wX=*l9vS(W>hBV^
zp+{LQf5r23d!oB<P2WHsm7wIU=(+?EH0piPS@dU$vh!t?SLgGaUj6}6mG!B!CKbP7
z?UV`o>PE3LBkjcbJ(RiN%o<mILAlgr_rKwf|J3IGhsb|`N8scCf`>fddH8q#D>~#O
zpu#V>0VVGYW(CdsgHdA;3H{VLeveLp-od~>L_dSL=+nOH9Zpn~fQ~}-DK<jr=zuXL
zdZ9ITC}Rv?%hW1=1ip9imD9~VtMeRxmA;5)JIVUfI<Wk8bc4h-a8&DV$lMEwJ=804
z6(0!_P)4D(1W-E0iU(B4EXhg86OUJ`V_1s;di;w}Nrf~iDXX1wnEtnZRs-=_?OQmp
z$t5c*)*z~Ed0M6?7e*j<jhapLk^1w~=3rcjEk)!v^(RT%=7+g*T}3K*nvGbY%Zr;%
zzl*{e`(JLEn_<%3WWzJ3JQhIRD^mON)zmM}@%U$pnOWuY=f0|dBHp3b9d1tPwUY;~
z2VJj}hxXh=ya*RtN86DAvxn`jFWsh{8`<I;&&pb47(YyJS@7Bz3pCrwEnmNheW?ZB
zY;dsd(G0k=t&Wv~+SqU=Nqv62gxHjNv$7>TzMlU{U^Ud-+ZSDz=P~Jzd?&5x8MTkm
z6~_HZUl#bjSg;sT)ys!0%veqlheybYiv2Or$8WSt4}6`q_*x-WXXP(LZUYTSU8G>E
z=!M=*Gye3|-CeiJMV5JG*=YLDnkgcJ<H#GH{L(Z;d}!IXc}pFZV3iZlkm+`!Nu@?i
z#5~ikd5OgehEqpd>KDJl4c~0Jsl$}-QMh%SqHI@7=ov^iN4czsok;I0o;YQU@{|L7
zz*9W~r%_1Sa>AXH-|v}2j@L0A)Uz~dsC4?KSl3ik-fIAKL+^?0)Z%RdjsacEHebgZ
zNk~D~UNo$rAM7~>?2Z2rSmU_&aB*tM(v=g9rZ&%Q;~tNds3udm^=79Ol5}RSX**|&
zw*mL3N*Zk5Cs$m6L>Q!8z^+E8_vq^$sHI6iF1~9!LL&!wk*-D5rDHXLN-M;$%zc8w
zbOb45QBm^yacPX$@0OJW+FpyXHbr0VzMeau(>0#a^7l!Y%L5y(Qlt0w%{ROh>7tKh
zYWHPGk38&;__{l6_j?yCE`fz%oP0)Wt8Qo8<-R^DONWp7Bb*tXL2IGBzvdaUjc2F4
z(}YV5eq%wBrc*98(aJ7M$j!wTl`eCRZ2d;J7<t=fPO*u&h#?3{0xk__2&@`uUf~82
zr{8Uybz<gUcqPZ&s$`R5BhJZ@Z2H7~v7s26oHbJH#jXI(0;PT}caEGB5Zm)-f_sa|
zh=!>1%?GOPsJuPu_Rk%S(*Rf9mB6#a;V-;9=?v2MpUuLvPC}{rJZBL6!q@)oyrD<s
zFT(vT-W`Jn7Al;4I=kyH{3t{b-y`tgN%tdUqBN0F&D&-j22%X*$Rh2TT)aFmt>tKc
zxS1l<4S<{R>*zQn7C6cH_1j>ewRXi;M1^rd$#vUeH)8-vNqMw2%8Yof%mU$#*U|Yc
z8NS?CuGc#5QudsbdNc<x{MJu9M57tsg|Te_+9VoxEn(o0xSECWo))VH;8_ugUEL#0
z2}bZ>493P5uPs*0@k;agak&VDNA9}s6ag1?$dgWz<}M_OBjfoUT|rYQY@%Ws<RrOk
z8$lb72ZSZR!%q2BnVIJ6Fxzrc-z`;folq-=mb;r*FKIpGLvR!XQVWU-<S<C@=6<0n
zDC>rFHI$hbriQdIKZDt)QhsxaprN^?-8pp4o!lSn>vW^p)oN^v>%sP|x!!B_yNvx{
z!9J+^-ubU4b?8L%rj8OlW!C!Ma%uLGP!FSk=u7q%3VORlQnw%Wi@uDiy9gAX8MwBF
zl{@l(*zzaI)6Rv2o?Cv<Q)PIw9K<rDV(uhu-TPv5SBsM5xLYZffmPLJSS>y-fXQ)G
zg)q?%{bAlqILTpwdH`1Lf;OF_?*=kiI$2J4ZGLu3lgVvlPuoN!s|&={&S}vZAV=jm
z#he2e>d-D8cj8`axoH@)6Rj;xXQ<#MdQpE#9p-i}eXj0Y;;G7EQa$9V8J#rj`6I=<
zZ|WM&b^H$vQ_bltl8A!=(mx`X6F&3oU1CZC`|Nsp4MtnN)u@2L`9=wV=-9F=Z{epE
za9?jNgd0!1+D?+A>W_H+k*K%%=!Wv{__7ARE%&}uojoGcJFaNuL#a=<1hGg1Twl&o
zlc3va-acvW$33@UUq;d+w1G);(WhRXd?-bGzuMkr=0?pM-OW%buDYju*ewziUM*4H
zh?F#>$*R<?fz5T99T5OFWnLc3h$`Is@K>y?+n!H-X9NOe10@OFSgoKWm%~QzfLOex
z#O)B6;-M<FQNz#p=Bv>fTM}eZwxa<!<>@2w3X21kt#izi-ia)E$a_&V%W7!4zoB5D
zORAm}K##MH4HJd$YOcEDqa%K(uhKgq{k_J1DPM-Ngyd|{y7J<H%qj@p-BtqKvg5I>
z5uNBBADt*~FUejt4UF1U{C>_dcxWbEsn5MP;;*e`Ra=MEIgWVSQ|^DP_R8IqNE5O~
zfnRlI_TQNNd(^6_aD^)P4KuFag({Rz4v-;|M4$9PQQYbiAx3aiPv{8>h!ns(O_sBs
zuvuO#D+pYFnpRRvMroxnKQ}<Jc~N$n(`m3QSbINQ?)kV-2Fo|Gj}{<6)(Q|m8T2$o
zMS6b{a(PO!Stbbui8UowPMYVtRn&;uszlvrvO>e3;o)yDn_veV4h+$hX6(0FY$wm>
zeJKqmwokkK<yA0NQDKUEDG>}b?1$1n6OXSUyhvQ`_!DsNrglwm7c^^NYU?0YQJYJe
zJ4~8qJ6gCWeh$FTQJe!tQ+<LN&<g3KZB-U0TH<HRY>={*SYamSdBtA3gY`N3KJpwa
zPIaE3Z#vx8QU!_TASVPUnHNCWq6%2KUr&bL+DG2`3iwf=%KmrAt(aneO9CqDK&&Om
z6Wjf7U0jCzsBe-FuO9&o<-K591}rFJl(sxZ$!QZ+S*_$Jk~HeIztNbaTHTb`_Z59#
zMAg3958=&Z!u;Fk(=`Gr5Z`Q$O-)_IHZmrmN!X~Y(6V2pUf%=dlRUm<0e(d;@C%yB
z$<!)={MHlFsSm9BOU8$)V)F1%v}Cl$Nw#z(+z7I13;84BANzx71TkP=4QC6O*6(Iz
zsaU(GBSpek@yLpufz928$(gAqZJg{JXX=1Aj6R$+O4`P&a<X5Q5jChP<Sb|bXsBKA
z`4T`Ldvgvxh+-_UnoPUEpi`8ti2s*+0`)s-E()pt7Mp7L4`hJ9S<_bN=5gx{yan|f
zh@+owXOP};v&S-|O9*fRnsXe49HFpI3d)A_(qV}Xll}?e`zd?CIVs@s`UD@~r(9!j
z<Gxuk_kt(5!(sTOYiz>HYhwS|eYt-z&5j8yZ#&Biz@K<dFH542%cE8&nVn30AKFs0
zF~TQ<T^M^6lkJtq|2<^w&vt=&DO*FNZsR+}!>60>Qb~rV3sNUS&51)E{zdiJH<W$9
zttz`E%qNW)OrhYv)cSC@!08vMBw4g&?RYVWKL)*W*x0T2@KQzD2k~`(N~`5tR1R4Q
zUC;rkdEBz8jUnw$teU5B=17*B&EvB)JpPH)Zm@9p$%r7ZfaFo0Bci8}kz!_o8r|y|
z=NILz%fpg6Z3fEJjng);o|V<Zr`i$?RoQcXYCR{+d!_Ex0ng*h9A`==<Ef0N83hb-
zd2Cyifhcz%+^W@4ReH0ZkT^1~Nn{r>69{(&?M!s^g(Z@;c{oXeC-9)H39hls={i48
zIWs{VfmSyCv^is9)Mm;Wzhm`!{LsvV*NpSNfmi}T-u*w=OU(+7y(J=;T35p+pv~{P
zM-?T1A+krZM+Uy7t;t;XcMf=&lIa}7M0-_JlW1gIv9z2C%@WR-NlH}hFWN|7_wltf
z%*@2H@6ujHf7h?<9Q5_*`J<l@+FtzKu2tH4730YrpVXMcuomer4)BmxbVt@kH%o8N
zRW8=YI<P(-i-}7CRxETI8Yy^#21<t_LLBFzBj2nynk*s@JRuz>R(aGM5lR*zg3>^K
z1|>2<#}zZ62dP&_sZrmyChsW^SMGPeYdQOW2mAj&x$QqAKKTDK;P_Vo?oYM6Pu_UC
zGqgOiPBC~C*=qE)?QSmSkd*CWIvU+W?N4~=OsIUGKWkjI-HTA;n>oW?nfMoMSFqUv
zzxo^`laZ~6w;ygBiUvpzC&3fNSy`{FO@s9(9NtpAchNW4@*ltb5$j_R%z1R%`Xp-A
zvYNd41?IOs)|l~<%@ktl+7kcV%lT&KBl%JBp%qEnP0K$7)$Qf>KaM!k0}9_fR<s+}
zgr1af8XhU<*rkYEk1_oqmo4xde8666G$=(X5k3Er!+#Iq)f}JF{%LQ)@kKfDhxUZ)
zvoeH<WTc4$UC0INeSIT1`)@O?!l`Z3>X_wY)*;Miw8r9;fDCr&rqk^lU@30pp5PY5
z)71pAOB>`qV*tto8s!Exi^l8cCkCYT)CNeVDkS)cQ~g6A{<-H4!>Q3&bC17Owt^mA
zJ|S5HI>0%AN=PQrW*+?>UU_J+?`++gZW${I_FJvBDe;e_eWJ=qKy>ku;L3<k_zcTG
zdHKcK6)+u+*SwA(W_E-M=f=j4BEGns1u_ed$AiLEWon__xBStXu}hz;IRx6#H~4T#
zkRWFi2PwxZ0%>61%fq+Y4T*Li)8m}VFg6-SjCb4L2*OwP0awX~s0J)QqXXMwZz8Fl
z<dQ76&3m<q!O$#}Om0Fr>;3RQ)9Ks;CRw@zL5Y|8;k{^ZzAN32SwIe1-qYUUkRYd5
zU7zUhW^2M9hpVp<bYkftCwYn5m^XSkMhYVSquNf!y=K^&jfMAKzYda2t@Tt1iLQg<
z0S+K_5-{orpW!PSal10|I*yY7pYsW=uq3i#U9gNN%)S2*lr;@%XuZMZJ|vEue|3#%
zzbWa=X;gjaYd7PKp0NAc`FfoWM@H&1(F;0eNIw3GZ2!3I1nib=deobD$27cPDLU=3
zJvBJ5R(tY;L-EX~cy0vq%}X<%jMaUSt;hp7X8!!ehuWXCXC*+PGEj~V{(gDUp?VHq
zcTD&T6fv>fgf-8#2IiS;&$fswhkHq5W2PmGt{5LDXISAKwLVqIhk{ciJ%tamw7#5h
zJBQCJyYC{3rq)dk+;@Nt*bgs*Y&Ex{%O@(?>g+wji2nS60@S6!UXAO}!A*@F3z4lJ
zz~_sCuvt~2{dT~&3$;yqxorJIv+2(*Bz9?z63NzcJ)ZQ=vQtb)=mL%5pLt<8w5pMi
z-ty=d#4H|&wemZIQTOSeY45UKH-~4g=C7F;96-P;;S6P1r0(<h*TAk1`YR3~$yD%6
z+Q~=S!wg8S8@3x){5RRW+()#_oHf;;$)e@=yQ4e1rn{TcvGPW*+r@-Gk7E2MlajEP
z6_h#32-N#@jxm)FlQfUkVy-7sUaJgGg{;!hL$ZWA$I+!=&(P^pbY4&%!s4~^N~7>-
zM&-BD-6cDQXmfuy`XxxeNH9FBA@r2{Pt?cs>?ThQd;inisaRS%c+*9R&-Ap<5D8^f
ze7SMI$_<aZ$U{LMoI|ITYyi1JS@m(&kovQ2(V|;sGt%rxuj?hkw5Ov-wf=|!a(N}$
zbv^iUeDF#uk$7g_v7`4yuRf|-+GsW0JvQg_jT7y4r_ba8*JqPTJySTc_M=rizpV|!
zSIo5*HFsNcgu{VSfI#>1Zn@uKxJ=l4pM3S^Y_f$p>)z}3EoD+0VX`s`aG&$)eQ2JE
z<FnKm0kzVg#~XEC@x%(n>in)&jJk|>m;x%h-fhhxc{{#8OkN#U-SNC7Itm#uxIJK9
z4^11pl&Rguuo=91pYZ8*$=z{2OFAkprH-QQsMD9!SK(ViZLsgSRhA0WgF*W}KW{W7
z_qSDPl#KAP145;~KDgD*X@q@#)AI!9V@uKKD=V;x2+L!$lMVC770!oz0kD_-Rqu^Y
zn$5M3H^+UmSj&8>UE?xB2*?__!g2}f1>0;-)ZCYgV98D74VvY5pp8Zw*|s0>*rXu~
z^8~C<xJw(h9HXjiU|ib>I6YFyHsalUOjL?^-3b|2B|of)y=@oaG1?<EtZfuZrUH85
zzB>%0ZnFK98uz+ei*&HdS9$H}p^>}-qM|Aws$oROw=p{3%LmEa_{CByGhn06#d|I=
zM9?Q`EMOWypV3F;U)I@SPMZX2GP2gKC|`8#X{G0vDA=>z89@&13zJftH#EQ%<YkTb
zz6f+adp%n$c2R`+7S)5(c@18rw`>@tylQz(`zV_L53-}kKm+$;cUJN=pE;gbUS%63
z>W&-Je-cOtpgpC#cKQKAD%y@3Z(~4U&fOOzTEXYJ&$vG?=7f2*Nbz)x+kqqm-e<}B
zBi;H0#?VFPyr(hK{((7iV!Ua3hR==Z$Fft|orX$2XZi@Y<m8F>#HFua8^lzAV{6Bv
z;s^h8<Kbgpt3B#>B34ApGoC1QQDn>_0Wr}tgm6*!6}r6hE9sV263AU;)3LJAE~G|p
z<g1FKgzb(BsgL*7n+w(0F46kE<sk3@;Z$aMh#1OU!dI9=p4_<d`AD0Obhmb7s+bPq
zpoIpXPJC04sL%4m!_!13G<^`NQ7>{sx%|H7Rco`UJZk;Ecey%Ig|b*j905ZZ@3Zk)
zIeMMqVr6_9@fLW@Ym67vn?9HRylr-5V6Lp|81u13VI`i5JsFQkI%QH@X2n?{bvNW`
znl>ulpNqCOI51=+>ECbM{iA2tt!cg;QJMUA`@ommEAEw>=e*vK0Qd(plY*(UXjS(m
zQ+&X9v~kb<=&PtbRNR+aRvI0IZ|yKJi$na*Krl<?=D3;A`r5U@@b|*FJLIq}$6p!r
znQ+!^W3@1z5_x?UG8BNl21YLk(@ySNgWB*u1-mJGLhL43KI~D0I-xI<z2gcidX$=l
zQvA9V$1Uqzh5MH|V>{5o&Mkr~4F$?N3k(${&#SqFgK?Cc(!kff-HOLk{2b#&0~}I5
zh45a-I=v}`RUUk1T)kA(wsbCUkfk_IL;OYm2&wP)2l)Ip|Fe_jN1w&lyfIvzNOQ#j
z-*Gzg2S;g9!dU*i^&dEHCQJZW=YC*X%=rDsB(K9}2-@BrL~Y=qQedw^Te>#qchC=3
zL9CS;yu#w&Ctn=DjbfSHp9h9)egmvdH^ofXld~qip~nV%ujJ43ngDmj90?h9SRrd;
zjsJLbZH95bSwyb4T}hpz^P0TG4Oov$kJ-gk4^59Vl+>~=MRTUu)CuXr>^sqNA~G)c
zW`Z1NE0}E?|4~OLOJr7e$g9|vQM<`8Vvp`nm#Go|%#j6V205uQyo+O_xh$Kpnw(!o
zhbCTW`19o@e;6ROowwimEs%*vjNMR@QQtc>5G^6!H9pZPwMH2viTl_5&e>^X#OdU*
z7QL8us0DBFw9I-5#y8!$D06J!ywGg0N|{h$9KVLx0CO70qfTi?D@z+)*kU8CSsDuD
z@!v$vZjXuJXEg+!4-B7Imca?O4ZXhGO4u$#W%Tnszjm@-!lNBW);H<%<Jj+!lSe9H
zO7Nz|1<pe{_<gUkKVlu9w2TccXBvC(Hlj)?jg?1UPR}ft)KmsqcZ)B_oxSCFh5ZYf
zxvo09wYR36VHH9ZZ3JiK<Ug>R-y8imJw|$^aG1Bc8G0@Lg_a(Egtaz;r-)4qR1;#u
z<iGHBL$75ZGR^@NwXSPF34eAU&hlLn_xcJI0Z_AUc-DzMo|o{lGFnmd`xsCwNi&dj
zDUyR@0F$T!^2iD(Kc}>py_0Q~e#@|%i)7IeFScN1Emwv8p~vPuY!rLX9(jZ-cwa()
zb2Du%po-DtNfTGGa>#?ye{u}#$)IZNSi+9~Qeru3qfNIVU#xWnkUXy`90_*e(dT?G
zJm?~0WDA+`(C}(kSRx;38YT7fQ&Yljx5@IrrYez)Km#A`a@~^kmsbj%0yD;JRq?;X
z`lz?fLdug{ZoOuhPo||lhFM)@o5!nE__~=JP%APxk=g-Se}#!HqZiHvKiI5vjk_SY
z3_*kO$#w;Pu?yJgR4sR*6kl;R++X9{Rqa;)O-r*lk3a)|ok@BfV*}I3Rk*pYM+v`%
z;$T$WARZM7CH|@dgHolV2TmsteLzu4CFakOhguX68x86_$g{>*ZVt=%inH@dCM^QS
z&;D(*RxOn*YX{LE<@aF<mQ}~1{e4qfi5)NyC_j!5>io;tBgQvN@j)GYbm!mL&K<n@
z<A2u%|6eX%oT@pDLA5NUQ|DPlKJ&va>e2;{Ii5)>k^q8_Sw<=MVYjBeJCaaogZ$rW
zUb{fGheN(T^{7nl^X>S7!e>L@sBL%&eZ*w5Ji{Ne+|QXObk~a3L5SQHe@xm=YLq`U
zRAgnRF{@%zc!e^U;518W_^L7=3}GtQGh2ioi_j!+<Pln=%KZfnyuhszuMdT0oAdNN
zn{>Y)Mt?z=Jx~|U;cgcs<;8PjjGSKgbLtv@rX1maCaLL^iM^$lIB?>=UmU=er7|{+
zRGjwFy+@a@nxOOj{Xmm6=L#7bC6S-#zx}sgtgLUvLYggZMn8H&@JEu6H^bdaO*U1M
zii808Kz2_xEoUSpn_?&~*|ycSx3`J0D4O&SFaLb-ky|iadisl(ixJ5bMXB@0C{|c@
z0rxU`)Q|?7r}>tme$B5XW$Ki}?eSkHkyQ=*zD}mJGugk6XF+e<B*IFnBb7SHj!49B
zfY1))J-e9Eq7uq%IK2m9s|^WT5^l@iu$1auBP{Faw9TIw?MQt6Em%={H~$zF!#s}B
zz?77oyaEL34+nM|7(X$S5sYjXDH^#u9q;s%LG8i_q487diKm%RvV(#`C!D7tb&w%t
z!}(A2ulbs4@x|W8qThsW2}wGGcEUVe!AIoAg=V-aYV_?kJv5bL<6u;QG}6yH$B7lJ
z9*{kNGKif<lG>_xfByRX7{Jq)!~|<(Knn*_RZEtD>-tO%5*BfH=(G&<cDVkoRIsFu
z-d|2dknYQu6+va*b$)vveExQCiN55P6srI4o0&tRa%Y_qA;7sw5JyE{qcK+AQ1WU4
zuaU2hpGy9`8*hc@*b5Fo{vq%WoU}`VJ{EH}kJnWu5SWX9dy1$?<V~BqLe_q<^pMkQ
z4cb;5r6hQ)w-unPHk-%j(6+sQSXK&7oY+v5-K+IR*mVWYTwrd15@e!W?d71jKkA>B
zvM-8npfGTQ*eH7S9J6emFJgOkoTyU$(+{PLgK%cD`rJN#fM=O^`p|x{fm6aRlc@g!
zdm@J9zQ!$^{rY5yJ1o03S~Ib~J$6-=mZ{y+=|0^WU(gZ=8PAXq?d);^Yp~vPjSxG(
z*l1=j@S1QI<#|$BJ|NIm;)}o_VNXQK0Izp<4-KoFXx~Pz%%ncr(Od|t&{{UAO>ftw
zs@(74A3FI(;Riccf|116ixE#WY}6l+5AW`p|3LdOPAv(&77@(>bnhTZe^kwHWkg(q
zkSt#ciUs_o&?=Xjn>2!=$De+weNt8#q61*0Gb`#3t=fx+K7ThSul1imak;vy2^Q|N
zTYhEBPS=`BrMHvP&&C&x1eMy_P09634<JBQCyINlWCGpd)F9zJyHMDnhQ%D6hJM_D
z-%kvU(9@WE+G*|mYqYNu?<9CeX$co~lGV^%JL*GQq;0HMi%{?H|Dlb1(q)T;+{qkA
zhp7vjS6b&>oKEGd`tL$c<W_6JiTlnnq_mky-=?<4jeLT3VD$JL!14>{ed#|?B|LCt
zezz&4^T}+Mx#mFYc28!;*c$o)z|*P2oIV5kog!p>E@u!-{?_p#&{sodSXrLe=@Yrd
zEl5vua$nd*nl;v^C%Px_dYXLo<?~#jIR(z)v6WV_*;h5`L%Z05gU%IDZ8oFACaAbU
z-j6rXK)3(F&YHv<<X_ct;Y2HUW?$#EjVw~^k&H!pLflWxtE;QYOY3+A;+QOuW7MX%
z|MH+@XI6*^o*34+dq`|PC-4f!6QH*zW#;{u*pnJYs0+-gJ!S|yc*;h!`OR?;f16T{
z{y7>^o;QyCD5d*)(R92jNCoiti}-J+$-?T|=9oi8Z`m$FmWuZuxMGv+uY*eB>Wuid
zcRaCeBNCIoVp9q+ck~yfvXd?A%4#y^1QlV=7{BS?eO`FCJ_p|&<kYzSe^k9yP+Nc4
zwo6Nk7Yc<IDDG06;8NV(-Q696wzvfiF2xBD+}+(JIK{QN>wo8czy0l*eUO73t(ldq
znf3gh`@XK>-TFWOW<*jEO8}(F_zQO-Nkb$zInpB67`eLR&GT}QtP9*yLScKt8F#V+
z0Jgjb?i^RFC<vx#jgxh)8Dmn$6$FwVF18s@i=^$)0sY(zjt>B<jf_0n1@`fM8muZE
z`tUO=N9hlge(u1NqjVcQp@jb6d7#rNt}JfUzjSJNP;3)#lS2PN7VopGZ<4aLE?#G}
zY4sq|rjXZd1<SXGR$}($o!G0_YT#lX9zGK$!E<ABYR3#V`~{*$yBl^XM09B=;}J-`
zHn7V(#Y<CWOIX+%Iyc6cI0P&6Nh2cMgBWytR_*JG0@jI`kBruQ01{5u!yHew1FoHK
z06}%6y6Kh!3?3z))HvNI2Uq)NT2|RNpJ0XG?(PxyJPu&(ujWX_Agh=?DzYcE(~>kf
zoAl*^wv5pY5B_+6JCcLG(e5<8jEN@LnK1&}ny~I_-6C{%C~Z}#!xJ)H*6=kO1U!&!
zX+(B6kJFtpAHqNZ9LY|vNiFCT=6MvXtg)b!EyP@4r_@*`L^oz+VI>RNazzIZxG&}q
zX9(0wQPfg5WPI(9fcK_w-0wvu9L9?yc6hc6;7Qs)$EX6P1y|QAEm`)qWw;oWg7o>s
zL&XY)*0qX^N|G}c^G=k%seYWfWKfb=<+(yfBik9b(r@i{(V%s_v_xq4P!8E(xmr1I
z4N*7&T}}DHsc-tw6CGb<-)tX%9O);5lwjH4xhVJ%h+V5GF7wRuEOT~8?_JVAZS!?1
z)!?BUZ)>Hqj=98hR(f3070Kr5twspyeI<QhBcO?mf%O3fD0h$Kw7wR$QS;QrvC4YG
z%~u32eBLFo+1AHw7;`I{V~KP*SJDx@RR7RI+0-Fhb*`C?neJ~+b|HN~VGyj6!_1vR
zatop!0w!1z!%3RDDnJfY6(x7~YCG(j{^+KSdU%6WVsy9=sD)2G)geRluY_Tj@T>@w
z<u$(p`5nC~R{PGJ$NrtlRM8MaqK5Qc1s%Y~4AE<xQFT>2vgR5OuudewFt)*_ZXpd3
z3X^)umuj$B(~(2%Bd2Jit2B#u<Z*J5p{`fMWL3&5&B4riLsED761}JvOrJEHG&=S!
z4(icF$mx{$4S8O}mlSKlBOtz4U=Y6MDRNQz$Rp^<R}iT>SK9gYV!U<XSn7B6Z*;bQ
zjB9Y*3p%6vZ~R_~|I?^>MVAbhsg<+t{u|TwL@EnM2WUQ7WD0=r)ZO21<&9_eA`fR|
zvjhw8>AX`7;^gW*E&I%(E}*{JnHn8lmi(^H9J&ECmmi)cuK9Vf5kqwkh!qtj`08BZ
zekcZl91G}&L$Fs0dWet5m~FY#j`X?sk}D<Jqg+R%hix*Yi)wV)yAum>wjqfUbY>?~
zY|JR_)R3?8_XEm*Reyl<6EKOR$LQ5^+)lN~<}D*GcH_i!M3sQRkrUnCay@*-#FPUC
zrwU55aeczsuw!~3smdQRIpOb%KwC*?HEOq&quwL%6a7jw_N7x-d=iGQkpzm$ga@a$
zHgoSfO$@lAVk;D@`%8QTp57Tu_p9ahgLqBK)I4cs1ULbVd*moFr0E?WflzR==LMBY
zDfS>MlCW;H?A%sOqc){7yn?P<Q~GzHWR<g)744(*d}8vWaonFi<xoPuTUoyS2FwJ@
ztI@H9`){yz{(i#wr;g_dN;bo>B`uwbznv}4XOCBPAtc~&{lmh&0;k@FY*b0)+#lw)
z>NXvi{;7h;?BF87nCjQVDOg#pn?6ox6Cb&XV3d9G6blSmd#%6*^9vi5;EE%fLjkzV
zHHgk^*Cy+7s)@gg;M}~~PM%F}kT76Z-p(T3D8Hh^uz_&OMLG)#8bZP$cn{^O$6~)+
zEKH^oG*8d=KlOdl8TE3RZ4E?y0Pg6{<Iqimr^a2THE(uTSs@=568Umb4zG@98OK9J
z!>OL0wMu#%6C_K6ZRvJa@~UUG<eH>Sx71DIASJfC$%Otfsb8wKr@hWk^+p{XhyV4O
z>_`&Lt_5qt$Y!C0Hi~RB!tHkBfKQSR@N3gJc6lg?=n$Sq?JqQZP0n3Id~UeG`@mPB
zh~SjGsPIiOxBph)UoTV_G_zFaVuG=jd~&3tc6ippmK7(vEEnPeFVs_13);!_Cc`<=
zXt(rduI#Haq#J6=xchA~<RA&MQr?Q^SO$7tkzjqd-iDfGCBmEocC*qIzQtU*97-?&
zp3Js6kNbezXp&xbd^v$VoWdT;utO7&+(&G>xm=sBTtu$QFeW9>HqXO8AMufgFfdi7
z`e|MV>~0JnKy-4d>*0by^8ZON(ZN5u^z_#Mmuv(7MwcJ-zhoO*X)_M_n&6lmr6MU^
zUDNz9EB&Nyq2I-dqkD5QBX0KgdOZX`qpyNkQ6ReOGtSK(Wru&_)_8;pIQLu9wM<5O
zPV}2vZqT5Ftuoqn4z$)Eb>pbtnVVxOT{7`fNA4}{#@ut3hHC#aTWpf8RO4&$qp6aI
zFf}9Kn;$e&6sY|8l!)Tku9+mdLnFQ>C?WN${?suLZe5SlV{r*EGlnr!JWn*c_w3h0
z&mEY%xls`BOzlYjC7i7@fNAp#lb4xxHP#Awh!Hkt%-y=2l-7X-1<%~W=1pnfx1*!S
z`4m1_LBT`^mA5}yBYZug$=IT*jJJ$(SkmDYfOGNsH?q>yx3tDFoVq3^>M##2YXuHC
zHlwQ&Tkyjxx7BS-Y0^3&h<Sw(OWy*frz(!<winJQqolTcb{D^w+rbDwAWGMP@$Rs*
zHnD(La6eGuX$d=lmZz8Few&?)2+eXVkrvEqiivy|7#QJ)_7p8RQM44F<0&&N9A~@P
zz=C09vm42@8%{dd4k?^%w=1_%{V11mHE%4%LU~(xF8`2JVvAj&3pa5qeXmB#0IPyE
zEPWHy_ej)}Q`e>#J+gHYrlmVZ=V>-JjMbfe!$@Hr#Rq)>#EU!ZD{{E5B(VfNQ*#}z
ze2aZ!&+b;gzV1mmJ1<ofh3NHUEwFO#L%&^FW$N1$x?uA>xoEV9hinzRNVwP8cxg&m
zW5%shAwMqA6Va%8%hsGB*(JIke45#Xbx&g1;TLZuZ+-VF6;O|K4)NOzKGHH$ic*%X
ztvLbRD*Dnk8LTB7O322JoA4z!Qm?&_g^t`5U7L#xkCf3tzn_tn6f^W>ffNaorjLu#
zM)<k3*@tMjnF({^56%E;I;P1<S%m3wEDYX%ZYX0)1PMuwwa!`Kq2~O-H=+AKoc|%z
z^CCNMXGat%C2zi|>#OytX3Rl8$Nub1A}u{t9_c`mJ^K&A#&$Y%$;5e~W9u)vzFljG
z=Vcy3Lar#IuKOOhxsP@hV(}Sm2q${gXIuCQth`t{5uBD=<+^OP6-#XzQ$}U?P;*<F
zH&=g-e7I_g0z%SxJsB1-+TqW(^bDgx$H{Ve(OC6X(Ipi&%5b}LzvqPK)?6x5V=W)u
zx-~0J>6w{U{n)eO&IkuFv{F9!-r`Xh@?B^BdRPSLix-}M$qzC3c$Qt9xznLK@LPIN
z9T5TGnc)@ZUVe+}-YMsd=`&JABG-_b`dIBYA;9Si*Oyj3!0IpEjIa;Y#;uUgNfuoS
zjtED;Mf5)sD_=1tz^hvf(i0BX2ppiW<}qT$x1Ro#CM<%}-~o>er~c@2XGq}ZbeAA0
z+DpJPkpe@8^grzt4R8r$V&ibJ(O#_IGfsEh`~aW9f54X-zIgcL$_lzHAerPX%Siog
z&!XH>&a9+R0>J6%1rDSsF%@ZT6#w%<mlS08x243MQr=itw9Ubs|3Q$BTZ^S=_g<SS
z;xqw8sCmF;p;tXzYzi7$E^-{jkEaFsbfmGa=vD{#Gx~jR(mz&w8o?KGx8LHSmvx!l
zME4Iluji(ieYm7Z*ZZ%q7v;QaVc==NCv^wHO1@$>EwZdAOoE5<FU(luU9mcIH|Y)N
zrN+Oxyb^+X7eobSYr0_d_bH+OAz*p~uk|`W8z|A{SHAG%&vU-DW&r8jR{&a(q^{CA
zVHMoSzWU%K^X`JiVm$8XRDTHc;@Ifi(NSm7f{%Ad1rfhy!&6IbEBD2Im>P_9gxWdL
zP7Lof_z0x3>&wr!o&Ru~P;YKaJo8MEL3Nt~7)_9E9-QcVSnf|aKOie|uh)r>#ogJQ
z@CslLL6vb*&f88DHwy9?wO3md6AGz6Y!Z4S<nY|%<;1MJBpfsJj?{tebHx;7p!MwT
zD@#j_3r_YmyK5Zp;2rwhXe7~fso-PAIGrIeSdrET;Io#)4-Z?Qz6%82gq}SGFn-_b
z9gfZ2GMmusy10#9q8&pS$|Ht1pW0syz_lP{_>Nc?W=KBI<ju5C_V(p}){AXhX=<fV
z6=HPUk|K2_-!0!ZRb8ZOTsSe`G~-L7bvk2J{iOkPa2_mg543FXEB_=b<k#YM1gq4R
z#RG5l%oGV4-wG^_sdB{Iev8Put2|M@@MDgpu1j|8gSC`*ki1P)UvgCGM{Pk<=fg?|
z)vbu-Rj_ymDDzIWG95kR)t?9xS7s`yH8dubY`5=RyXbT4;YM?Axs10x@+kJnAq2Gh
zKvZv2Vx$2X<++4ZC$S@Szb{+TH{~uK>~ZzgJCtWwmrxd5Z_p>g5wOt#C6SgtovY;d
zsD`Tk`EFDW^QAnYMuB9a-_j=L?dDTsiCgJLdo3@o0LBHwTSM8JZE7r430clZvoXS^
zno3}UPrV-DbnyNinA?I2+_oQ@G`*d3d3_>peW_#AvX((}9fZ3Z|D~tQ9-mN!oLGvp
z5)(DUc9+>r@k_ib7ERr(Q{ZHg)|84!QlWK4H%3lp{Ut+g71RoON-QJ&I}E}-JunAw
zsB$FZPZYbMX>{<DV<)aFrCbDzMuNNr)W?|5<+T(9G^9N^c5T*)_Zl1QT!r4S@*o@N
zzJFZbA$K^xR}4^t(=Qw6&m5LMx^{a`z)fMtKm`Jgn1hyS18-Me^|Z9$qo{$F8As@K
z=$c@;=3M_+uVRQVY_DOjWBc9r@-Him?uVM1V)_tIo@hB#W?F49<{i&~uTrod+t(!9
zCY(WxiIbK5i@zaTAQgXhlh#te%yDZLpGCSCr6+3vtl5BPP`{chmRiAAw~+9z$*FLe
zzb*D*Q!Cgz+MpT6yqpdizhG4BUl}+nai2Wi;^?k4E<4!A2LRMUeB}KLpu#pR2@>-=
zNO|-bokzKC!Kd(=x(CtX_c*sQ_US3_*D^|i@>2q2Skf3WR8Dd<Pi)_C8JF>TLdUw+
z8$b{Zl3)>&phA1NhkR%O=p=)};yEzu&xjzYGp`Iv+)-0F?mZNRI13O0KFi;7L%PYb
z{DhM@7|ym5ehc(MVXh@>^I=!oOZKjelAmn)-jPi;SNaJPX|##^WPKd_veIg^m_-tE
zkWIH-S6$uyY)BE4;>m*$bu)!!tzwh1ZK-VKk{H;gErfcJvD%$_Z|m20j~n%`s&c!g
z$%o1~Pg16GWSdr%0i&H7MeX%w(8xf{!upEiBVrO<Sfa7b7#(ZsNgnm*xuAigpM>dc
zro(!~iCPhfPtCyt-%`1Y5yK2`Ml_qVA*Do!xxH-iNQVeIm@8m@Ch9++W*u?zwCKOr
z$DZZv|4F4~W+$1b7^}46c=NkfG<!+3ourEbCSO!!e&z2S@f3k%-n)tshYgN!QNfen
z+CF0L9=)|G<CAR9>I$U1czN}n#he5OcrlR7vJ{SGo+Fi7jXU_Z&#Dx%3(!C#*CwGG
zDIX+{@hUZBhLe|>6xac7QNR(ETGPzoBG0gGc#3U87L^h)qquNkm8UT0XK7)govg#i
zGQkK{rHxG^`-Z+0#?QKzZoJbCf{PoVL?S)H_+Ouzxs@6?Tu!4pl!Z2qqj~f_FW$QJ
z<%+mY8UiwJWqphLu>v9Y>uw`?TXR(J!ft#h8Y)%B6)E;ZM+16qu#jjL24UuqAv^aX
zmYMbPFK=e7jmmdLV^$5;Wel<>t}b}QR%6pAOt(DLL_%}tnthB{to|nvT0@k)<<&-G
z*rP2^nlnQkya{{r-Oz0h3+zRVcO=^oeH&+4b|kC@)o}eoYJGo3S;i$A0xeQ816g<5
ztjcU#dHBOr7)K+Vrs=ji9F7s9WsSl(q+}Z<=Ux10AX33#oCN!^fqx_=L!=^hlo6XG
zSPp5Kp1CsR5dtT<6i=b<!Lc1t+CEZljX4ZB%jq8lAr)ZvJVTV8`_dJGsGja4HG14B
zT^reEGhx}7Vt!5iurdpSu&iI9ifSMv+l7WqC5rstGCbQ6bFQA>vm<X}x%@?sd1g@8
zT#SBt%ZbN{&COCHOzs@myWds(MR<^8V(2zl>;E+07fN{+byA7vU}}ZDN0bQ1<Xp-n
zd{-%`5{PuPibA*Y(Pp3<!vVsd+tq=Iiof+-XPOI`??Dgex}={4fcFD8V_z8^dAvvm
zZmKxh4`>%Vn4Qc@RP81fJoUb!?@m(*HRwyzi$x9Poc-%dlKYmpx6`9pK5aY6iodH#
z=LGal!mD7YH{)YV6)O!_i&Eq^eqQJY8{rGby5uVX>+seRa){ulba@vg$dCXIumFlr
z3CmBJq!(GsuQh?8Yz<fsm5MR5Znsiu;>=_v=BZ*H<_X1RrJXR_(dP@~!Lk3&Koa@^
z?8W#`^3|8{Q=#~QNkZxEQO^OkB;xXlOt~=Q0E3d1I%ZB8%8`gOys;mgvv3{Q_7-z7
z$tYY#no&oE_1$DXSo5E~;hBYms0<*y)=8{rK}LV`Fh6Qb@B-fO_!SNJCB28Iy>$QI
zkqHhn`rqQm|K`KsBNJ_XL*msQS;VJ_W0wJ21<Sk1cT$nz#F(G-X6qRX=Vosc3ON2l
zC|_d(-y&~RaxQwBOHnu>$6#l@0kS2ShxEE9)#nSFSTkgBw<NcPBYmUVoZPNrJ`WXt
zFD-{6<?MVngt^VNF6ebIYf~~~TdKXd<Vcvg-&nD0K>U~wG2##GE?&#TWhfqZ9F_$c
zStWj$6AuZ32c(&Ge-I#&4<R=wu~@ppNe_H78GoHta@!4{CvitA98_nh2v*Gk^PkrU
zk~zx=1f_K2snmEG9)?8ZZ|U|wrzC1onI{<8IE<}&kgJgM$CnbByO+K!Q#wqIf>`ZZ
zFN8x2FF!=O2w=3jJN&H(e__;BZ`la$7vRkEKGeLZ>RXNb9PI0rc3O93Zrt=Af^M5Z
zU_X~3=FEQxwKw~c?Tlfz9ovClbiI8Q-=?bFznOTJ8b&Y<R54q%rWdA<?}6kp{y})=
zVp9%&{lK#~>V{$#p`VP6J*VdQpH9k5+UohsZX-4l$f%tBhp<>euexPo+U_oROuv2o
z4oTp%4_#okv#g`s#+M$&@QeDId_c5s+`7I*{k^g9V2PgfuCjyG@V)RH)NLC{Ra_NG
zc%AY|O`)%MfPI9e^ypE&bXC2-99H~#T>yG|>ovFDO+d>E6MOyWNyyy~l^vJD>yazH
z9Cm6KCcJ(&P_@Q&d_7JW8MIwlJ6c3QMU66>ehL7%^s9#*XbALWdIhR2LH*RW;&AAi
z+Ce;4W-)v_xlqk{Arf5!q)f$@4<w?ycvUpdO#KX&QaCJ&PYb8~1BAsOF)24H@592E
z;?}LGm`*CsxdFA5)TUh<+qX|$bJ;m^K1jk*%u+`KCMaiS1RmF)Jsm#*g}|5m<Dp;F
z>v0&Jb&zkMDfJh*k<*zz1z`bcAKrh`hp0j-wAJAPbSQK`j?k%gEc@70czuu|tJSS#
zEtv7tFdgd0+Yyt}xGW&FM!4g6BiF`@VOvYXSAe#k^Hpw3V5P;qDXNvX<kzAz;;+-F
zSo8R5G-*Uwqqz+#o5I(h$K7flq3s3s>?Unt6$U#+aYD-3v=#*nK56o-Q_aPWAXU8Y
z`!8j3(Yz)+2yp@Vsfx2_EG#==>*%AWppSGz>4)kr8uTyna~H3ngXLxDbdo!5j*Nfn
zpV3KCtc!Lna8Ad%N{Bz2Jy`W|8KTcjoNn}aj_NG8X=OgF4qn@RV{*a>H6|h=Y1mjP
zA;w@M2$lWYs+Z_JG%$No+s-DdiN~{fTS+0|{dN_66ugo)Dtd+mOPxwU`i|KpyPdq2
zeq=&tvLz#_7ukh+-z*p>Yod%PP4*O39Y!E@kDDm&lD71jK}rwt8<ZW%EGCPK&r=vI
z#BIva{EBa^ZdG;u`Pb`~Y~@dCX^&!`1?SnY!)BT#wrPKFhz3lb1k?8^P<H$p)0^k%
zrUVr&CP->F#HH22HkMkLOCzfKtete~g;7uOk_%c~jjhi?c35GTrLzqBmY}KXL1cxz
zQLj-%oVK7_zdk2O)3+^vlRpH}OBUW(&3e<QoUtY$6WJ4>O33>C4sTa}xDOf1_bp>R
zScGG6dB+I~&jxZrIX!2`GiLK!HjV=jDBV+HTvl2bPrttP#HFJXc_HNP=@MFj00umv
z$&VMH*Z&Z{7)Vsba{9}E=nw}<ZbCNER^}NG-2-d4xo2`5-yg(_6k1;&_I7X`^yw;=
zhMpR*OG?h^R~Budj}dT_Gk1go_aUh=c3)B&^?07=*C$;!2KKWU-fL$e*sTg+ZQ<YW
zv-!G5IZ+WEyy?VUmUW_CI9LDjAeIDNOOLx$Kj-XMc$W;aX;X@z#~y$fAS%jhm*w;D
z=8Mx()s7RslnH8Mle4*iv)v$zBUMNCh9p%|j_p~2KvR>`j|x3n-ZFmK-?(8Uw_~~m
zt~Ki9PCjSK-kynCRSgmi*NXs`Bw8X!@n`kVKZl?ezBwVb^%a^wzAa5xEW-ykHI%*_
z-lutocao!XoN6&mc#Z;%eSXEo*Y}t~&rzk@qCUzJ6kuXhq-ew<<T8srKX<3@sK7Me
zT~gaWRu*KWnMbM>OJp~9oZ6%6>4l)5lOm9h-LyFjaoNdxf!NX&GMizzI%%>ACGk5<
z!+2C$U-UW;X)UIVz40;+90)!@ZXlH4OsEZ7QrP%J&yf0LW8c8N=cbfvjx8vxiAg}L
z<nQL!C8didsL#_V*Ct_t*0@PM-aX!`6l*rORq2kQvQ(gN-qK&GWc43`k)NEr#k#i#
zLic*Z4p<>?mUVupTVoI|Lj#ToWQLN5STEhl4u^a_r-Z?O#)yNAl~4^8W(~X8`2sq(
z`MFyL?`Xqt@p_ZoO#G^EFb@d8F2!{3mmq58tiR!up{bR-tM8Xz51Iz&Ax!(<PbYh&
zWLvh@^3M3vM1#v-%O8pOC5{$1%Et&Qe_!{lfa9qo%|+HU)q)DcMJoj*d^A{Z$y+(~
zXFM(4q?%4tlBZO3sS(|KO51<)R_JnSpeZ06V*$_yju}NIb`l=dX*m97NY<1pv$5`H
z7=%L&Jk*9{O`0qTh#6v&7gayTn<WLSQ4iTh=AVLW1!F$Fv!FPP=WdXug3Bau@NoAs
z1u^O4k2287kFp4}&B+3Fr$EL+7ZZvlF8EWkIaOu^y@N3b!_I%;=_jY4b{Z>2UuU#_
zUS;2mz6<V<-GwulP64BRICaE{;S^^|D^u7`BhQZhI|Frig2;`|&36jUyg&YI!zC$2
zE($`j8)-1YD~9@s$%;ZYNj|Dy#>Hf+wOO0`iMPPJzOftlX9D|8u^JM8JuNikKEIw)
zPM^i=>5FsxR#MY&d=dOm;OgvO4i3Ar##B|y71M=vQh<Nzg$~0J7icFSX0V1$0hSq$
zAJsQLstb#P$M6nIxi3TU$0AQ!CYUvL?g+zE9STff=;&4X4IX>XY(@tccE2L#tQ7KI
z*zPU7&gpZ=SlWJZIC-c<`=`R^W;G3ygk7q^MG2M1ov*-<{n#A;v2<O*nul_a@?t>L
z^wVt1nmwGzB;NadrNFxJg4OQlz^@qfPb3Ob^cA+a@=`*{vqcQoG{^w#INGQmwq^R|
z?FSiPQbedgA1FVg+M=3cf{}k2^U}Hj#fJ5dtKGaG;?}p8WW#kDa>XD}L*%9rid^{y
z<!GU3mv_cJ{#Mi6j})HXLKTqUNh9m7p%q_LR^=Nm)vScgJ1=rGktusEkoV#st#XT<
zHtA<b4+C(aisWHuBB8=QcMo37@JY>VPcfCD$t?X-Pa(4aewz|qRY*#-8DT?a7?8dJ
zh_}4Zk1;a}+cCz@Nv}06I8q+32HisS9DFeGBIVxzBR@87DMpe;hAT6)TLvD9uKS9;
z<XltH(5i)H?He!USr0$C%qUS=?Rt{N+UVJ-Npg*Z<E;`|@E&nGtM^PYUs#OXaQdZ9
zGP3W;H8+i{Cg`O+HMIZnTgB=yw82q7hTh~&7pQHSm)$~+sGKW9WiXnHKN3{-`tzao
zjQ+}n!x2QB(IqC_;J*hv&>f!=C-yES-vUs=lr;?>C<V(3e&qu9lg;aE7SSUAsn91)
za1Qd_mxr<FieS^?MF(@;g}MiIvI?2ac1U%TeBL+-bPXSi`$Kt7IC^0eO1*G4t0l^`
zvj^f^Y+P9xuy{}LQC%cdcLn^XYTkYOq)kpdh(TAZtr$6=w>@_#2e5W-V#UlBKVIDM
z61YQd^JQ75)6yi2?565#_J);}sSGVIz%`fRzKOXIEHy?Pf6z>osH7`GW}=bCieIQn
z=BDp=<)rcqa6tcc)T^fcGJaq3Bc}l#K>HSw<uU~;1eunQM+hy*nB$))VIAp0Rv}q=
zZl<49y=$(`HH$hMzF(5TrJnk7M@m?FeP5{O;hKq%CMgHvdDYUT$2$mt7z<?;)Wv13
z-5l4IQTDG+ig4F8+F41go(vI3k1XFnCi_v!HAoA2UQ_=GH#!M>_y&sZZ@Qu~W^dbB
zM^%OvFI5AjMgydT$rb_mv&`=jdjq_O%T{?S_q7X>O@aWqLeUsOwb{^V_!|)FkXdC4
zuOO8hTem?qGT>Mk>xBv<60+Wp#`4r4+;2zO8-Shotb(NUa4(i(?{QaU-p~YE!4+37
zLq_9!r#~A<^PH3OHM5-AF?4D4bYur4SU&bf<-JZGc~efnExRUt9B|%X>wPe2Q?xo_
zX5GEc(?j;Ua`7BV)ttTu9^=Q6;Vi&3^3TRAFFETkr?(no8xhE;96QQr92*c<Z7I%l
zsKXx}a78IT6Kdd~mNcvQH&bR46bJ-c+?MTOTJNfOawRc^lhkkC$_vpS@8=4}tfA*C
z`OU#p`G^QhE9qBjfv_@5N2DyikeZzDfD)w2wD&*lvT#fbvEX5Q-Q_eTECP3a9u|r;
zzX}FtsY=F3kd@?C1m$eKLxao}Zr1;#G!G}yn!h$g^P$26m_&aBp0qT!j4;Yt*GEWj
zZ;(nKv}BXCz{K+r;ZzwnOVE@RY7Kmq?))O{qT&Nhqu^|*DeinBPI%Y8{mb$H?b`f*
zBN*Mg|9|(sxIRS5gUH^w@MUP)tCZ19Dh0NzzcxVc<BUDOWBnh3@Mv;2cr>&HJY_QT
z;%jZ6Up;S6mILF&{uAk}@w5ATK+dgCJr;)Dqd&v*zq;yuS|WeJ@=;jNxBEsdv@4I^
z#z8ni@p0~L-NWKP1X6}U#XtVAm#2URl>zre!DH=KEZ?C^BbNo+ocHtg=q>fvl*iOT
zXGZ;6%s-e<@rO~@Ul)jl(T+HkNNsh27zQ|9*P{V}KNb~pC@=QAu8yAqmn|LZ26?9D
z-87G8OC8|)nevRqYolEsx5=v9#_p;UP}i$%jLq~qDLZ<0`3svYTU-&)AD)&vaZn@`
zmh1X`#mbJox?jnmdeO07ILIGi9{Tf*RrU?3CWlaNQ{brum{NV;h2-{SNe<B`QF6NU
zje1vun;WN63$qLeLahuQ?+mK<W^v>p58Di^WPmT_*B`>%3H^hm(3*8<)vjXTvYj$Y
zSx5awfzf6gRiM)nWa|{^KZO2!wiQu)GGX3-AA$Q_+jfD-hw(O=u7gghWa&naR>w*m
zT2|pbtztGnTsgP0N8ddQ%3b`C|5?Sx{#9@b^!-sq`8YWgm?r3d(y$Wq!)3Ba=7_j8
zwUXJYGi%t2{i|vJLB~&KV(LD+8!8PzTK^~sm!=_i2}R*IUl$xxWnWOk0oUsM?S)Tp
z(MLu8uR$P7h9L7CG4)e>Q~mxS!M;G*(y*@xh>eQJwqidn=-)L3&k4-u<ibi99^w=I
zg6$Ko0wdguA5DI`TX>!onyW?!g*biyR_SU<XBb>2{<$-{$RE^TbwBo_Vjsf)*eIZ|
z+FZ8H>q;Etad)EC?-ryVd(2O0a+UV7EPsEbc#veovInG~b29&RA4!06Sh%@x=%G|k
zdNcehCJ^WHKZKJq)t|F3lXx>gHNV0m+?e3!82U38S+Fe7(SgddN$i!-IDGo0t4Lh;
zYQuQRxO`^%u7ca^IhJ%76V*_{sB!)v^t}{W0?@%RP)yXpp3l2Q?RaJh{`daukq!7w
z-JO9A<5djQJ*{~0+IsaQ$Anr^xb^US2=LgYxf(sd7BE!HDa43M{ilRu2~(l*4NiIk
zw6n2;4m<<`uUVRJ+olk0_zEQr2=7?+vZ2E-f{YO`KfF?#;R)*U&wQ;!aZ~>xK=ofc
zt9*)vJLN_Y56)>xN838Ewwa4hiR&-X*OxSioB(sEy=65^$0jFG-N0a;F@LTH1zeey
zkZ@}Zb_w9$P(MnmE&gu{0J7rUm;+MJRs~_%Su>R~{pBGW`n_mlV;Ct2Zg|lP56I<H
zZ~&=LjR?<%qV%kws}1#=Xy~|Z-CrNN2nk#=O*UYz%KU8l6#M7OZUO`AJ5KkxV47)@
z6DNNrYUZRANdFb4kNt4-604SQ5X<KLTZ6Q>4-iH!)1fl-<D)!Z{ld#QM4M~`-^tdr
zy&&Z=)W~`(?J+1V?p}JhbhqCA>neCqMC_FjY%Q7u8t}iY9(h#iK#&>H+>RGN1HMN#
zQzB;z9rr%T@Zt(%b|Gxy5v?tjYCuVlyT@cZl4t4K^Z0<do$)@)o(G^vt2#&nW%rDX
zH#Ux{>JT#nQ)KUt^Gr%GC=kVHsszjSx|hxa*$$7PO$7J2`^jb~fr!dJKiRHwaY@;D
zJ%(>_wfD+HT!3FGlZXBy-#{dWiJEwC%H$Y8V#ZI{s$|NmYi5E2UwNq&JUGqb+1A#c
zEDIUGzn6Zs6O2G~CVS&Nw6LK@@VGC`N}3+%fvP|(JW6$>31_#GnpIu9VtrYDS5)1i
z<F>=zKN={Tod@2Q$6a8Bn8O@}R=r48d8S<MC%kg#E{Pjs9ht}zRPMIai5&2bOb*n*
z5LURo+VphMOit@kDE%Fm62*@gt~e1xC+GwJv&72r#%`UkU|^98A-KOa^d?D$-W3a(
z2U6kjs;5Byr};<u@|4kFSq?>(6Tx@oDpWf|ZvP>}!whhAz}<TKw}*JEn^T?eebWkF
zVv)^750guzja`%mIfssDGm3hvSpohkvcwhbkdk6n`~c3q&?3E!!pTUJQgv8Xg-=5C
z?{6PS2LB{tHzS}u-&OXhT}ZtCVR4|%68xU@xX91>?W;M{LVLvW5G6(P@fL#`?}2E8
zpo6;#Htum|$AAP4YVY+w+eeE-%mDCr@#X_N%a#VcH2Th>_iX_efG>mi9uo$MOy!}p
zhYN&#4YlfVMXHu%c6kzc9=mD=&F{kDbo&?&q;gygNg$dRSF8hok=$4kYfH_i?;%X^
z$dDS&^)Q%KDlKuXPq3keXPSj|YZDPV=3&;Wbu*AljswJfTqbu4_nCb3x*)bG7lZ#0
zezh~w)bJ_LQ7mA}IBg4o6E^>%DOLU@LlLJ;ahs9wRTGR0<Aj#i-~cv(8OJ3e)Sk|o
zE*p9j{!%J+)9!0HkQ(Q2f{gty65FT%yW-b<H35uyL#9jnr-jurA&My_-F=N}M3Y+n
z8NLbYm<3uD$e7}Ab1vh#6y16RR8APjRuki$3x(H*+X^g!ILUiFhH>a`>8TDY#SUry
z{=X?MOE*lygPL0Oji(q6$4G&)HA1<CcIe4$DZ=Z3{eQ>HQ@jv|{R~W#^km?d40s;U
zNH!v1=9Z8D97zt_hAEe_8t}`-#>-YZ2M6IiYPtT>W3TK(w%<JIz~Uq9wXvh{*sgYy
zj>=v56}UW?r?>U3b*38uBuF2JA_y0dwqC@BzWBnmcxJ;xvimIUED#+whPJsH;**SG
zG@0i%ocg5$d8!NoQPAeI#^5N|2zD}v7q>TW5;qFII58+x&E!az;UOahI(8%RFWd#u
z33V=fh|kF)l<@>;Fspc@dvf+*8#d%e4&~hdzC+gU0~wgD%LJoDxtV$@4|)u7TVUsA
zqo!mcOsDF8!dpiTz7KzXp>voCIDhp2m}h<0`F&P{=L1%Dhl2Zze%ZfKx4XDh^VSq5
z2M11KHnX1)Ld*`{D)P&F(5IIvD?9S5)Zg8=<-(uaJ+C-)bfkaoav&PY&vDe@xXO%7
ze1Vwp46WMT$(f4wC%WAhvhU1m2IhE~lv%`c2lm$Ncb141nO?~QbHH@Ttee|)O+o$)
z;`X^lMV#a7><?5qm_lISs%mSKFjZ#IKRe3t)#-%Wl8XMzr>I#xeUdQtB9Ah@RU;f`
zuJLBt4m%MaI}g&2ivD)Lb>87m@LE`By4$Ni6P}fTQf8O-a_|J}`Q<vk!VWE*2|CKr
zPWrAzlCakVj~N{tkKsa_lUr!C5w-}&$5gm+*jr1Ai=^_2ph!1or64T@m4e5eBL8X;
zerjuQDaXICV}smW@m%#uij{^4@sN>z)9?a_N2J^J1H`m5MNz;8j9O`%IcHKNWLMYp
zB{w9N%?0j&2_#mePh-XJ=xdX@PYh_o{J6QQ0&%57VqS)b89I{+M*_Vg3D4G?SsDNO
z(QY-nGx0bo(;A}_xtH$lrLw8)mkV1Fx2Cv5Nmj+?Qt%ffzx`M`wwnwfdsw1!FfpSY
z_x40CvVRf1tOvS(vaozi@4QC5x9dBjO+2<r5o@j)5o#z;((RaF5c2xBb&(%aD^Sb9
zfg^KlOF;Y!&sJP*E?7COL((oq%YKDjOl7K)e%oXYDn0_rQa9qVZetip#p@9uOq2dO
zpv>}XF2hw;3RuLCbF|i3o3&FUUmL^+^G-I+A>DvTkIZp?NI%y!Y0toFAtxEE!@J-u
z@d+Vmftsm6Rbn8t1$=V;E@1)-$ZMJ%jd@P2_|8~)mDJSmwP<kZu+SfPF(*kc%fneY
zWrcW^%8h<4uj7RMT<o_|x{zjto`dH8yP(~wJSe}v2T^FU!+m9uE?DB6C|3(Av4Jt!
zJX1-|i{4>-7W`+T%&-uh;6skgsoq@$%jnR%HSHa|Be>CIS68EPU*(|d$41UVsI^*A
znUy2@%C-^ZO#WGTvEC7%tDfi|`{yBI1ver7OI_=`i4PcrTZ3%5ZMnJ&mzs^7(ZbA#
z>BEoT=1vSr%LQ*2`X*cn)<H4?+ts0hyi-!xhS;y;K>T~R2_NTc`MvZw-Ljn+joKET
z0ZFrw3R_xQPs<{6HS@dD(aYg-D8ax_<zO97I|4A8+mX!gd}zJ#Egp8v0rY?1W(aN@
zMLI4U2?hIU${;Xbe!cm&5!`%6<!qZq<ykOJ-nu}Kv*mh`1S`^Eh#G<GwQ_Fr(=&?=
zaC{dcoGe3Y6J3sUMmKI=7b+}agQ{>Y;-|(Y8qwi*Bn@+i7hDaT&a03$B`SDg=*%u^
zwxXz`8H8&vc^dT5_it!BfF#<uyy^ZQavJ<LEfT5cH}Iw);gwOf5@u+oJDAuIv6gm|
zvYidV>ikryij!<jBY!o!gc_ZwKBV?@Jt5^>b^YC?z^t$vs1%UDe+phR{Az=LdqV=o
zH7;TX#)-}JFQ`LW-Mxq*Hgy|QRQsw|ydzB7983B?oeu-iPK-Ol+`k(HgcTdtdLTrd
z=a9gIxqde;9yV<XL<Dg}*ij}iX1@$V2jf1hmA)&dIT6cXl@EmDInsQ@&q`uK#t}(5
zXS3YP6Gbnx*gpq=3G|~5oaNkVIa=gP1R1#GHRee8V$_`oD%L*Xj#~056v90{ZYq45
zjvpcM=KJugsivtG53I9o%g+xlpKAnBHVBZ|CRfNsF}+uM-zto0Jr(F3WX|j(v;Z!&
zNwU>)5yRoA`;4Fh>wwQWhS<T9bE>?QYWxTW9gJmPqxRD$j})ug<eLh$^>mhpaETCv
z-~vl{!b6-7Gpn1`E*xLtt${Y8!P<|*c5ZkF`K$`+?buSecA^`+rqAUXppx^u{yu=R
zV1-9&xiUOwMgng)ry1VGn)?h_QvV;>AH1T4_&@B25C02PhC`Kcq`u2h<iD5s$EeG1
z8A8hJP>F=03KA9qe@$}SBHa4MG$V3zuFIdge?5J6clw~ok<!SY7nCjQ2U{z);M(P^
zX;*q-B4vET%d;z63uR)H8)l0Q{}?_^639@&G#<NOe#P%Ge1B6~)Tn5XI{F`iBdg0}
z;O#MU`uO2O$wi%x<!lw^zMJJvsULW%7>jeu#vdKk%zxTr9eV@eo+v@vls`T7!;j07
zi|WUqC-sZJ?T$Drdz&gRI9YL1Q8vQ0Jf;??Mwaeegs%eykMScvczBtxU!{o|>t{PD
zr#M9!5C6=YOtOx0n;jW?dPp=gG<g~iOiz5by8Pf0CEnmK`ot)R&soJCQ0NJ-o=FfU
zIe|$+I5-#2aZ>kzdnw?pDZD!76wA71M89AYx`OFMwiCV9?2yiH7Z3F__UVh@b*yo%
z*L?nreE<_s7}@&s5uu+;^lN%T-QO14N3>neDFVZz`y%K$b?nkr9Z`8;+*Z_S7MR=9
zig0F7eYZ2m(tocJg10k9H2Zj-c;KRWP%6}*zSbI8Fy&ZB|GYH_LteV6k`EquqA5p-
zHkeH?7rwguCjYe4z!eCO+1EQU2SbKf1=7}kQLYM>qa}ki3iu9w6{fbf1maFHr>x8x
ztuM=)WOwalb-e=NmOVgO(A{qH8;_#&3uDFn3%OU(!DM3wj?xCDE9uD-j8VeJjO3OI
zv?{sx()!jg!N3u@zu2wFa5pzRU`A!j)jE|^>TUAiQL;Ktu`lJlM)Fle_vh-GrQI;n
z+dkz4>(RD3hX}iTP+)od^&^aBeABi_IOJEc%JcFfL%<O+T`Xea<;acUt-@*6dwm&4
zen$c|xlVC|E2(7Ct62tI-|usSiiCo25oZc{`e$}5M+wd~ra?&&BS}(NX`kzLR|=@2
zBl)(RUBK};CdZJ6x5%;y4l;}JG*A3F^MOqoPp`&4%I+~!TvgoDW34^-7C@SE*#C1i
z*;(dD)3jYWNJ|vnwRupU$gL@j5U3aa!4zj3<{j})peu8M2LM$25QMV0e|Mt%=q6e;
zcQ7)DWeebC*krDZx)h(ORDsD~h<P9->t|{Ta}3c|{fD5hHYWM!aadEy)+VHyz=Y-u
z;amf6Dqo<rS*PdNS`Qu?f4@zgt?m4CQkdc9KLiAC8TUiIe!fhU0z_9N1Y=FDpqKZT
z!gs|@1iwe|Hu4_+YP9=YzE==6D_$m75Mlv)x^%&ZQv;XZ`IVCdBgOLp6#pT_3Fws?
zhWd(*n7ZO32sydw55{h<D@iMxwIyglVkfm;?6R9WvcG$+;QyNCE|<I`2zze!t6NU2
zgBa;`ANDS$5F0YzuidN)M|gg_L}?hq-;*Tu*YXVPg$jqf@NSD=yBmm5rdFj)B;52I
zTvbu)xj4T$w3n%8g-&AaZRDhCab2BZT-M$&NW)jaaO}yk7)P*XO1MtN!x!~A8FpQc
ze%@>HF|1)X{lb)_AzpQRx?^Ocevirm@rO95c2g=<xd*}<L2KM#tH&j2@QVz|y5iJ7
z?oUH$JR^5dBKrAxx4x~D@*yQoA5XEwL`kl=ZMgDWc?4~|IZT4gLv!c0N_M`J2+;qD
zIouy_O)9%m@*mJ#>s#sJw+y*QFRt3|jmq`_e@0Z3!Um~qJthdT3FP;MJ^4?vr#k>{
zlo%cw{!`S93w0*~sc!*E@)W(=IU{3}%SyGa^j2aP+!LzG(^xgS$z9;0JY3fGBf=Gk
zt+g9&`{ft8U~1KlhCneX*G}$P12tJpYkY+sE<2CVVD?>VT)6(hO3v|@RD%*&B2QuJ
z{s%tLf);nI57Y1vnBQ$M5KRlDoeSr(P5h{loC-tYiyH$67`x$@_#Vb)+qxNE(Zq&S
zaFZjiwEac&CJe-0dz@pGvcdkCb(w2hzNv&Jv&|$Tmv{9oaRYqZdLB`Kj%a;S(i10a
zNs0a<HNU7&Pd9k(7S$T#VdTOR=_g~dMg09=W9C;00|@?`#};8uxmSgej9_2gSKjUN
z<EOnds6X{UpVQh9$%2TZax>b%_m&C<g{Hg^)@#F?CYFkaM>p{K$<zGr&9CTBK#i{n
znUwE3U<ulYSB+Q&9u-Vp5XB4td!ZTmuM_$Aa$cVt7$yJy<0b{GUPrzBA<D=hXslF3
zy(v>m4)|uqO(3Q24kO`MxVcr2kB)f02h6N`SBb);QvKgcP-1+Rdf$Gd*!&nlbtf>3
zzwl=Ht^=!N#~`_;PFGIN+SFD`a`NrI8^(QdaOA~+e}$)4wWZ%!uyv}WKsy;UjC_v_
z5Z$<XR-%y8E0HG(r6qd<%xn9JwrF4<H<q)zZ@@9h9&{SBdKs<BWiPTr6eT_sBER{$
zKd41vSn-hD{>^=m5Rf9cS~g9)#qhz4E%nB^qkEYUa^W=iIcP_}nW+`bkwW-1kd+*N
z#ydokU%*C0TmX!-oo;Pxtqo*2Ufwo2nJxcan_V78d;(H0LAH!>ptBzR=*7iLsvF;r
zC#Ya>HMm~>TaW?O^j`~7!8D#+ZCb3kbBL>*S0BmuOq~UsS!$lCAHpH(x{9%aue;9u
znMLtib{hi1c{<)=k{q&lR*dOHi;5)7FXL*^q9i7fkKrNptkDgA4Ucj6Q&8{RSOGhs
zI`0|LJ<}=2uqt>=K-Ko12HjIg^b+1vz?eZrlIa0x*!~r_k|ddxbz9A+WN$?n=T@8D
zWxv=Zl?~lV`223TG^l6K*$xRvRFmMN7-059=o0@FtlmDT7%nuwCFEnVUEI%S-$g)W
z#d8NRu@WBWzQYsc?Rl<XJG2=Xb7e=avbAI{sVt6&m-fXz%J3RpNBt0hmqSHn>?$b1
zYia6?xuu?|N6@P9T@wg>Er?^VWDpL?`Q+|N0${u{9BB69nQ*b8GejkuZ|lP__qWT(
zZ|R;GC<fv><l9+GQfLX*#lh;%1yHj_%;;}-FZEsN<I=_$Z#QAk@F;*F?;s6($-P}8
zPnpKI&S+I7QRrE!e+k?5mMO9`-vSjKJeVnzebN~`nBj4Za-N5xL;#_h=5#QT(;dc<
zJQ^;%sD?nfnAPtD9t((WgmvqRZP*PBs9YdF4iGfqZ)w5j_EsPDCgg9blrOYGzbMq{
zJ@=E?7$sxhOSp|;ja*_=3y1nmD4}@U{_T5mPSh|G3^SOr-R&gv-ZImwsde<h5Gn8E
zxXjQi&{>h?h{0hTaw0e@_Q6jXIgynE6F|yxb^}N{E$Fi=4GQDoo2Amr7_%ZH>(MGw
zu$J|e+ic77GAeaG-6Jh8Qih0Oer5IQyk)@>6%WyDO>4R~zx#wV&601h?1jA}(kIc&
z7RU4g(+-#}&N)c~nJNFyN@-kb=O>n|zTj&WSACWmA9LQGmtzlC{{1?bLqX0bd78DZ
zE%o#)NbS`ma?L$N3~BeRA*&*A;|?Nl<~=NQE0fM=ndRjs>V_M`wsZrHCdJhk`Ni%?
zlHUSOh!}If#bc1gLdeom;F|-D_o|!TOZi}S+4zS#Bi9tR%{e&6``8lX&NdI5amaH0
zW?Xzh-l8X_>}dbA3)0YQsT|&+*f}rA-YVjYVzrF>)lSiBj_%_e?2A#Bv%nJjV%REC
zuBYdBUEO2y0`MBx_|bTAn;xm{pErmnWqV!ff&NJaU0=FZb_l-D1k?HIxJmyj*HDYA
zExES(<nMVu$1%K@4U(}fG(j+TIXAdn3}td0N_YH8JKHjLj=8bI*1cA***C#~q7gM`
zmg}7<$f3e#R%9*UK+qqd{yfhdw8#i55iM1@y7IwY3^CqZnEU3U(n_+O*OS2zib&$C
zhGDL;LvTCQAinu!4v(mKG*5n4ZGO`YR?M2n0n4`@!G)SW!fB7!QE5W{WjTY$JS9#P
z(KS4@HO{<5XkelpsInH-{1_cFa>gu2O%^0oJg32RmZmwLB6hh9ThhV<{ci)Xt8WVB
zH817u_=k9xJIQT@QyXt_=Dk@<*JdDE^mp@)X8ATOu+nv9aK9l%)5TrRoV3?S9GE{z
z^EO*|N@PxVf9p2`2-iz6)bBrpZ5Esf=-&~6iXNFqErEBsQX4SIdv(fxTU~JB8_s_S
zwuS=ts-$dF0lih?Cd~$aAZmZ1&J^-ln}ju=)~d6H$VnDfmA)qKSzn!)@csqd^0h(H
zHe98ZOBU?Do`~iUrCsz@pR4LVL}^!3>&L0+X|60l=MehQmIp%}8!hElXBUn^?AnGD
zVg)So8m{U49caFGdZBw_h}v-IUTmbb;@pw85-QV98D~)(TvJU{Ag&-eLv#&mq@At&
z<7mb#SeC>rq{@{myA9@Lnmp7{)smkwhjU`tK;8h4q-k|ac3*X#@AS#zRs!l4yydZ^
zTk;lU#xXEOq$mqflsqM<(%zW>p-lwbIgzEyl8)Mij~4)=Z3e4I%9PFM)yFgw9Yo#6
zg}tFY%Ryh)tVUw?;N$>osEy>?O(RF*!T;R#i|3y0!H=D-F$BA$6bbkKC-pFZp2HV~
z#Qm*qv<~48O%_M!O(p>?_%{Vc&D(i{-}6o&!PqvjND2)Fj3ZPz;8xG(dCJVr7vELN
zwItF{$*t<xiN6K~lhSaM@pBhR&aJj=`$2Gq>hi7{SkWxKPcLN$ocudR<OvqqS>^KW
zV-pr|0PEORB54DvnYc9SuHGc2;{@%0!0Lf=Hiub^!Ue+4qVm4#mun*g-|^#sM`6^r
zJhm1`C*REKQdS5CiQm02a_#huKC*FP6)88u_G5zJAZ%!+gXxA*yJyWUv<0HRw(nde
zWtP)2duB|_*dhh|Gct+NQ+YoQGU?I0E%V|tXy_KEnbVm<^*5fd**Pr|cM0|G-Y;M~
zXmHmeAq9)DW<`x9&RV15NJ@3MPR0~WpO-|0ynVH*_r}AQzbm&-&SYi8R6Gz(*Z!lD
zk+HEfK~ZX`z-wwlieTA6+b#4(FFLuaBO*=f&n@SU;!_RpYfg#O#dB}ha<x<-nGsLS
zAQn&6&-Qr-_h(c`M`9IhS1;1pyrkjk2AjdJbc<9#w2LXyhe-p^OQ-`C#RN~caNtJ0
z-HP4xnSyd?%Dz^tfB{P+K+9QHkDP+~u2O#tRB~Au?<rVDgDjx=C8tC%X(0_)Rdtd4
zBosa$_x``2MEZ#TTOh>$AG!&-jfz}r>9HbxgX4sbOz!A4w)fz_z}q8kb3zX;6CEZB
zgliJkZ<P!a?T1I<)Xr{j3BmncMVoK+zk$dYmi5^1jVI5S<3|st+dpwbJTFo=l~x`t
zr_)2$`O&Ikj(>$b51zYN%W8c>vitckOIGJNqcEx>EMJ$7mwBFmGY8EHZuq^ISys1s
zRGw}s<(=D>^g8M$2xn4Cmz>KxiTVRq!?_!Q?Z}G_IvOC4l@PYKbFqiJ^45T0A&7vd
zCfeETX9848(o=JnU$^BYs4~k$%~?dajwaeGYZHNY{yd|Dnk(-?Lk&Qw?2;G$+4mBS
z29_4%AU=tVHi&^u0OG8c>};M~G>o*f83E^eC&%1H6?ZGRiuhh;Um&(+`H}J@_sB5X
zxo>Fv(jpA36sq&}OFuAtr6dt%eMYj2&EDK&3_OE;gr#$tqTIPPVSGEQc>)Fi5~vGp
z(drSJE?O@FSuTtD<#0-MR5!amQWI5e2NpTcmmWKco2kaNHgaXm?oa2|4A&+tjyej%
zNz*6ujjhmua!Z5WpKhHTzv1BIXP>tbdgH5AS?|6pFyysz%gbm5JwD(h?_=BxdMQLv
z<=9hYNHMeCpu>azlw}+6!WNn#U1fY$d(jQA0jWA6pA3jct!T^vv68%QUm3?uevhfV
zzIf5FBWW<B(jMYlbn*ElzAYs=S5OYgU~c+1F)JPDN#Vd^&Pw8n|F*+VeXsaC%(hNf
z1KyT~O2ymD`~M2V4~!Qp8LlOoL3=Sp2}${*Xt~eFQ0oo)_PMNvj{ZAqUIgNq+-{f0
zMJrMev;pP49elQtMt)lQ$@Cur44PUCX=y8x{eJ*1LD9aps?zgXGtS<7n7~_v4;Mfr
z9G|0e{Hn7-YjY^_OWQakHU|tnz3bH*!#WPR8~*@eYRMZg`K{(844$2O*DI^|D^Sw|
zM<tWSGxJLq%#H7X{cAa4pV>V6*>(Q_hb#F#&PshYKya{$ly!7JFdp?qjGK%Q%jReP
zS;#S4Gg@5PVmnYD)URRmJbqNeB!BAXfo0v*m3FZF4nIoglqDU}=2XK<oA;HBsO9o7
z2zX@13uhz$0IgG-k_RZVhW;>meidcxqY)EnD!UQ>sm4d(4>|lQn^`rpZ<Z+_a(-4$
ze?iEp(1j|H9u^XuKkqZZBNX!25X8aBkq_`1hDjt5?vWC8JqY1}{&}b(x^Fw3=LZTL
za0M$n=ycP^N;;ab%@oo6**L)3+=cvW)BFqIyLDC8^=Q;v1oI({+o1JeM@r^C9r$7O
zO>SLNQG|Vp-FF6)Av5pmTAn}g+iFrtrfHJxvyAg6d5H7_p!TlVLNwLcIE-VTx`grn
z0FGtU+}P>EW}KW7rv=ZgdC1u@F3wSh-OqY)xsZ+0p;6m!2lS;sWx7yThxZu&0P9yY
zrrR!-29>U!y+$*;AbFxk1B{OK226yka*(UYN9k5R%_m6T<sZV-$2o1YMSwfjYs}}X
zg>ZTx5@Q>X#0OoS4O)i!c~6jqW{7>@MtJrWOKUOm;FBtPgUF=<CHY=9M_>79oxZeK
z<CJ9`S*Q)9z(pQnC$8a<{{YseNgRnE?oQ<=49YSpgG$OaM9DtxbB~&x1;~UFvNUp^
zyc_x&5@aVhyT?Oj!&$%5U4F@PEG#*~bo@njT7SgpSw*(FXC34RtAGoBAlIJ#v0?+y
zi+Ml9r~1?5iY8MyVZ8m&{2$Z$*6_qmIy0si>aqCsJvlU=2KbzLnqA@3uG^n1{oMPC
zz}371tZB~kExKL7jQN)5Kd1iyUbzQT7&6QE{{V;A^R1m1#(M6K6{5X%jDO2Hn30dI
zZyL1fX(O&UiWSwSjFWEbD|vx~gZCM5N8wB%h%EfCt~swkPa61l#0j&+np#HZrNXG^
z=tn=DB>n)i)-8;_9o3?le(<-MvT^7QCx?UhS&d8uIqOZHbYl}7=LkDDN<566!AJx6
zfvt^CLe%uP@^7pqg#pI(8<74rm&>q7_yg0N*EHzPFJsTChpkUb6&y=GRBe$*;A>;U
z-W$8uu9C*x4(U3#WghhXH%PeEZc^IT-JV8ZGNYw?HI<E*fOG&ORhv|tbmMVvPo-%}
zn_9D;RW!Jlmv$cx{4$oXm6GhQAa!HwUK_4z_Zt2CPc-}8iQx1VZ^T-??z5~(HO!JE
z*&}H@0a-gjF<BxF{?buatG$N=+`Xi?DTbQfO}lr6^`<k&EB)Ps_N!0wpWH|so(i{7
zQ5B42N`)WSwPc;n*w%K`YR1uw#`LD+V8p4M^fZqNLAp2J?NGBwfO)I(`_mnvGTcm{
z21x;LMycLq19Xv<Z&j@4TX!L&V!p<tSDYM^xko`t#7c)!(lLLZaAE1*r56}Gn3X-V
zRF+uXvg6A>qNGypr)ds@vFl34E}H6Ij&mbrzyNm#6=hu?fI#eh>pdihs8CuzQP|MZ
zKPsSY?pBqIWlrq4@heO6WlHot4Qg0;hgZ_v7%m!BAHwIF#Ex*P5gV^#QVG#U+;V-h
zTSBbis$%!!vEN#F?@ZKygIlu;k%Hi76kK>$Le-c{q+Tk>+^W|O5jN)=*#0=CjrN2+
zyss1W1xX*ux}lA}l@W2T+}YIpFRf{Ni^6A4&b6Om1KixKJ0Hv^8%W8`Z)rX=*5PR4
zl~&~s10yEAKf}5es^eb2wn$x<%v5jS9;UT)sLDL(P88>RXg9*%9Jlb+oNw<!i-ugW
zKf*mLjPc)#WYnT)Z6*Q`a8w?((Rjvt?-1L0dL_(l2p=|E1lN*X*<b1NGTz$Ar?CSx
zoi`YJsO3~7-PXke5d^<EJ&iU-DwuK4wOS62yUXX>zw1pgiALfv?OuCY>Tk_$%;1Ea
z_VlE14-B<+;RI(K4^Aop8!<ThzVsR?l+CvCN}egJzAURIMmRO0i1rm=N4TgParqYn
zQFB<-WdYZYD#A+0G1OFsIQkK^)KWmhg*hKu3g%KAE)lo`2CSrkPXsk*r|#q;MWD9V
zCNoSWO+Ae#lynra$X2MwGY`Hq^{Kq%Jqc6kMy5`kv@VOBb>^m7Rj^O%S?Y0yVUg`t
z3n5&o81yvKF_ko3`B;3zBhsg`YnY}62^~Q^E_&8%1*Mr#gO11gSEzUk!VRcOx0fl4
zXwS=^;x(-)Nk4SPrQ@PHe+6lm)4(q^C*2qDDgI)wc$38z*3u0=Db-nq80V!k#eOEX
z(JalR45Cb6Dx7Vv5Y%p7_V!7hMrJ2D&2~zox|1<;a$d?ib!TO%_(e4)GumD5XXJOy
za`(Cpr>8z9w_={F%|m6X>Kc28x42>KPg?3U{{SCv#9EEGVcm$x{7+ibo`qfXH%dIb
zsN$KoKGql>gmXh62j$|uCQC03c!Dj_x<NB^{{SMebuR*5+s0+Hk!MduIl!!?g?q)_
z2cgDG2`7%ew9y$u_d^=LJ+0N3%X0&v^&+9lo`e&Q)y*h4yE3_%N>P)5KMIVY9dr0q
z^AH^4B#wrmc!(MMwH7WjC^`oE)J*}%BCm*Xf=A^<s=IyZa+@lKbeRJfq(&>=t?b-B
zVN8-G9XO?8)bF6dHagRmP}K{@{f0$26$#G<i<QcmbtC{|nwk|d$OdumS<x3Q#!sz!
z2ZB5$KDT)p^2m%FyB?UWp%*lBR!%!^bRGflgKBdn#K?ZkhdCqfSEqQ3#8zGw(eg+P
z7i?%KyS&r<AE6FaRyE;!v9F)}SK@n}e^QcXknGMCbHE=;t0er0g7#WR;(LzQHOV!r
z=eU`-GZKE4nHeg;qYy`Y)i6LA93SUN=kw4L>sKnR>_@Y<hW)0$e`G?dd5iDXx2?QY
z4C)r>Z9e>p;u37G82)u3aKoD3o+@ijh7~BOt25Aro}H>M44|Hz{{TA7zwlG9?=2fX
z)yhFUw(Ytp8BejT+Yc9CT976?*SROHbSkvxq>-E{N}iE=8CQB`<(nTiBad3Av>v^E
z4SFOVC)0Hpf?OcU;N*0qy71nYs7K~nxXB$CikV@fEn>@cId?qe&>qzTMa^`#{usNp
zC89gix2<B!6p*&rqhvk!u4z$}cSf}9Mqdjll>m1h^$|nQaaXXd(9=vq(-n-OY^G<j
z0n>_&p(nLmk|Ul*X%;=cquA8)8mW}R5%^N1W!r(ttAa4?!sncET{nijF)ppB#|ox$
zM>yb6som;K>!_`FG`t7k`L%1sc^45W1)CkK+%6@t@cxut%Eb&R`ubFQcAshCy&q;(
z5;ghU`qzkjL-DlQ<@4KHITmr801w_iwX~&orp3lS&0YLY@G1Dy##4BT{gg3VWH>~w
zRbL~neX6!|$?M*t^O!LMfmyn}hZuG0Uh@Fsr9EXM+*Kr$cjlkw4#tv^GNy~mHV+3L
z)ZqN}Ak`#n`_!Ib2e08;MrLjXt-hmmZgP?qQR`av-XaZwI{r1wtlprHaZ-r^?hSN9
z5jgD5YPeWW;zxOHdu?=|D~1QLsP6QuTcMJHPpGaWN>#FqRF6YiHoC>#zf-+^>!vt}
z)cDcEEEMU!YD}|r;pt;JfwvDz%bwC`N%JFMeXF9i@e~p;S%$+~A*}Bsz$n@7YMlym
zSBo0N)~EbLdEr1uAEid|@#$Ty*M^{!7LB%__G<#~M7p<Qgx;Rj&pb4ub<)Mto|mzT
zBgH1o&H(FH%uJ^arBA(U=o$>#we(R&gqCb%Rvyi?bUK#U)bL+~<ks~R$RY$el1y~^
zSG`-?+vzq6s1`V57{~X0>bHmVJADsJjtG=)1LkALHRm4^{B&40k*7Z897`&mr_!Nb
zUh3HFr5|GsdHhW0{v>$SwTq*t*|`>Ro=E;SuQg)X;MKFa$t34I^HE5Eob)tQT^7VC
zw)vjrMsu1~eri(|dFxR!W2Y6*sx36f`QEi6NDWlv9+dLjdQ(!cI3`@*$F(ZIrBhi5
zH7}YmS}Bq2%Zn!+Y2r^qR8_KgH8^|@MOu~2<pTUSvp_*f2o<YuuP`7=ppRPS#H9DB
z6~H4kv@1#<3pwgxp+AWo#kQwyI`JkCy;)?6b@`Mq^{xy_w~&7-xoxW4LD9(`hPvU3
z=_GJez%{HHyLF)3&yyL$Rz1dvbpRv)>smIt`mq93$GvnGOZ}$t#cns2IKZtrX-`x{
zYT_w17OrLZL&Gv^+JdP@3a2bc;0pIUO9*T&RyfowXt)6P^)*vL(Ie69_AU#aUA;|n
z-aGLeu-m?yr$|1~<M)g?*gZbAz|*NdT4%jRF~igL)putr@e9VX%w^KF=l##!k;m~L
zO7hY&NzQ%iPVU<A9GN2|XFIBaP%;ids;eGV%8XTCXzy~ntwvI<6x>BMqs4Pd2&F3=
zjTDqu5$=miNksw{iYTB0mXeAFEfkcr#4Qw*v;a{>6bw<xz^;PY%GIso5|@i$`J5i7
z>(G8Rd*RoHSH#{TF-tN<6})ClzwtLkAJ_1%=UMo7eQUZ!i+Y2fGA>E>$4b#qbt81o
zLkorWkaFwUo_#KxD=z55O%Ui$r`Nfx;}6VICz2KHlJxxgS4DNDUE0c32Ee@TA1NQ7
z2BLd{#9K`Yvk`_NHk0)SIjm<&r9X(8*eOF*p_BHOi2#-yDskpV-lP|cfgDmJhQ@R9
z{{Z#s%$Bgb`F0W%n<NxHJ^o+*y;PdV6D_fUTIq;Y^3Dc(WqRlFtm99a=yRu5p5(D^
zy3`@Cv{Ghv3%fbXAEy|vQoXyg@CJmsR+}Qts!X|-bIJbz>kn$@?JTYQ5nz+e8eD6W
zE@FuP0LvljNBQYoUB<ID#PUmWS+1S=k&o$KqKctT{X$r&PD(FhMqNRrn3;EpU+->Q
z<ofeaJZj{Gz;5{e06D1RVH9PESph$Nc?ACeT1}CFuBS3F;ZJ|4uP${RM|mFI992G5
z28TwIA>OCVW5(XOrj(4F&V^q+Na^f7KN^-fS$Vik>*|LDel=mPqLMtEGW5fqK>E}_
zBT3VvSK%nMCt-3@X#E_557oc=^-V2+e3JI$oQwiN{3}7B4JxuRAKf44tvAe(-x8oI
z4hSD9KUx*h=VCJ1TSBAxgZGlgBvtD0w>bPitxavI+!+Evb-ESl6xbYndJ{p7E;x<6
zwI6}c(wi-@$yp-YM^;mY1MAcDr*!u`*<t5Q(fe(c#DOP;t%*FckT-wqw5w|*hdO=2
zvIFy!ZH@H7;GdwZU*2voTg{bjvB)u>#->@C%NR**C+b;FR1f!0_|xU=OlwM;_m|vl
zE}=cNi42jEI{d(lqkg^qmDA~7Kh(7OMYr14>L4&+x?l2ZjgMKlSbV3BE6`V<9X-!{
z{xtZ;pK_`#WMrAS^5prm_;nwhTx(7n9n`Z4Z7+Fw?s|dNd?&A!T}I9H+mnIjMm}8r
z90B#Jx8DzCnisgzZf*4_ImXuohqiyhyzs5vgeFjY#T;k-Vhr}<7(bm|(|kd5VxsCR
ziET>sc#h=Hzom4?5}(G7+IWgJblb`5g7ZP1!ggzjrG`<_WK)m8kDK+XjBaey$v@7Z
z<OVy3=Dhx9yUQ;h%RQ>5v1bOOZsP()8(Z_MKiM7?@dp}Cq4pbwITrT=f_;TKQiV^1
z&ZY*Gz2)w|EsrrNYjS?kD!f?eQ1$#r1M#ij2>4QO6W)eq*<%sJlCazI_Zju~uCmAB
zoy_{QQfd&d*<*dh)wrB>>FNFzAB;Rj3=qwuXiFRx(T%e_O|-G}UuvjOP}g(B#9^ly
zX|JJI#=b9xD?j*0v^f?FD7a~QdBk<W=tX(6Gr13Pu8aQwJy3AR*Wd81sr4DJV1mN#
z-Xj&b`3B95bL*Vustb57W!Y&liL-+l9Z#TN{=IWnlX@J=jH0=jSUbp{B#Sg-(}w)2
z63|>rwM#^!u6pO*q`0(^oPz;foHUSwjC+q-jZ#Ma+*>Xb41h)$3dGViX98tu;s7ok
zM?ycRtp@d6h}aNumdNQ<JoHnx86G(a!41>%?N$o3FrP9I!1R%M28$cR7byHgmIRSY
zLn5nsXP?TW0(b!%M1{K^NTxJtf#gfNQ`r9ig*rK8fM!J9?mxzZS2|S|qd<%twquZY
zrxPS;k``q>aw=mzyvPXvlTeFk8coo#Vmc_G!dPqT5Vu4vxX59Xs-q04s|@Ui&7Lom
zbZAI5P~0;}O~hX+@I?uUT$tr3J1IZXhK^a%ly@${b0m&gWLH7_FMxjlYJV~*4jcDa
z_5T3t@%dJJ9P>0MjtfV}=R|ER=g7B|NWFGH8KTI+)4r&@(Rt5^m>7?6I{pTxf=i2O
z!Ly!dB~QHZF;kECYLA{EA|d8mx#9P6Du1;wi(o~Od%AK33UZFXrBV**oo<!!A6K*=
zWWS0%O57Zkbp`SG*1|>MZx=}%Ru-2Q8iSm%jT>tHdshV%YjLtGVZEH~0P}-hx1j0v
zJ_YdD)b%AFY?JOU@i!a~rFYS)<h|pnIfU28vA3n@7XAv-E-s-4>iO5@MISSL1$gg>
zyhEv9>W?++OK)&ng^(232Vqlc{xsHZwU6y6?ut#EB9HZ8XQgT{kF4*YTYnSivC4#V
zJYy&Dr_UOi5g1X#K6z;RBab_mA2#`0mfg?mOmL`}<zzhw>0Q74B03Jcx^E0?D-^_T
zYiUSqeR^WK-A}_B-iXFq+Xi?^&z%P=T=T<AbjY3wt!cZMX4ojqiW!ehyc&&>qg;jz
zf4e6Jtfa9_#kX=h54=ALP`+s0APg6rbU6A}4l<66!SliU$fB`E8#DQklhEUXQb`+t
zByF=t>b+{%Uo$KY*vIgZkyV}#G0T9_FZY*`QkhYm*-y%bcgSsobPdG@DWf^YK<+BZ
zNgYTilSaKt^{7{C$RmbLx&9Y5Nt$y$g=UaD9m|p2flo0J3dt0}<o(?9R;PvIjaFy~
z=kG6iuGWZfAaL33=}zW~ar;0nBvta+cY5Shs?qRca*TR|(xAkUovgh2(9IvF3I24f
zONx6I*s%Fo0|Wd^)}?_!1f+w1_Zp}~v!F7dEElO9;-pKZa$02M^dgHH%9}44j2y@r
z81%;?tXnydZ)`fB(x}6=hVd>(O{TpYz&;9-Q@Km4s9G&O4&ux{{{XdIDK>LdO4@F1
z_y@ve)peWY^59RI6py{{^rrkk@qDwy*0xQHZ0#<;#Yd04Zm>c9kEDPjPnFpZPipdy
zwLG$)Hbz0$Yo0S*KGHDvPI%LD+han{Qq-&;&b7OA^ip$OHII+C#pP?35zdE=;eW}l
zKg|rF$hcA7g3CY5tTqbH7>bbC-ZPX=^k|+H@hTRux)!sZi@W+7#nikNtm)r0DlVWM
z84oqiv}1ad+>AS^#cFB3E7tV6g2QlTjDG~YoL5S(N~grNFPbvk$&|WJ<jju~1A-k$
z{&gn6aI1`ZitS_ZZh@@+=Umg)DGvrg#y#^)o51#Zf;Gp7^%ZbO5xLLhQ!F%PtQftW
z{u7FH3^qsj=Amc;40rZ5t$m?tx-$`bWg$`j04-Exes!ECO}P!ZkF9ggl%h+FkxoS^
z#@*SaiWNOrt9#YYEMPkhPfBY<N6g<b?5B#ze$x6BrBfRpF+*p#s71OzDnLG!Xh3th
ziBE3SjJ#$<<JD+Js%00A<IX|FMm}c&xE{565#=OC*-_Zi%?JzxskC~EqeV5dD!%ww
z6@ANAA(YC&Sp_rfhDQC<ZUdYO>pU6ZX?4v?DB@C3a_x=)tEUcTMM=dkGh4wP51U=Q
z9%3?Eq06!ULcLSOJ|MC1mWa0Y`$L7osQz?nnwFd3KMsgvz+k^GJh86<*L+8HtzSLF
z&Q4DY*b3TnQP|^Al;6AaAF1mXI<@P~EQQ&RtyJ?FP6;E|HALLTNEj;Py-d<G3<eKa
zIX%t&ii)vpTnz1AhpsAJ$fFC^vy_G7B~QIc=9L{Y?kHW!bc??<Yz$23f7v*#y*I^r
zwwtwl(K2+})y>B)27CHc>neekA3>VhHDw){n~O)HLE{}GR017N(N;sj$i_YM(yH9}
zPfFEElT5k_duNQ-5414cd0)<^hUR-hB)6H+j{CAJqBxtYNg1^M$*ZaOUsTfv&k>S7
zp@%=MVQ1$d!CzxtKA+=z_*5m*EYOZIjy|=rm%bSB0&SW#f^*z)%~!LhQ&hy9m&9-(
z0q3Ch?NKx#{RkD=-uMnzMw3grS(C2Nb6nltn|-Gew>He6a99onWjYc?sd<@?525@G
zS7apMgIB``!j5xE<#JU|J;AIwUsFiUm3);ejPp?}O70`TB-O`+;{YG1tqmJTlJe~l
zP_wbX08(oD1gj{kvTqJ}W_?RkirphElhd_*18D_^gER(b*qc`_eN9#H=7VS9T_vwB
zwu!do*}sH(SCjbn#`0^|Z3U~5YJ`9R>sw#l<pk<4dS4SUyldl2pAhOUcNMo&gi+~S
znRg4g;EIxHgAB02?NGdKBjJe^jGH<k7$xS#TZL{3Ak>3BdeuA?KQfwj;s*rcmCJBl
z3x-lSsUswe=BOmB*~rKhJXZsD0UwQ0k({ZQM7Zj4?NX$h#~@;}%QGDIsS->M4O*4V
zoihIA#|H=6tlMf=mZ$eqzCANpD=8-xGR=Yk>srF2=w~Wv?sfJ)Fp&UDqzpUcaa%Cl
z=-Rq`;WB+WuRIb1#XT~lZDJd?(_L}IwWQ8jVWYfsJ6rDt!twdmjy{TOo4wHQ?73*m
zC#a>h*YyiF07_gA#NgLYVdGm#V-ep)*N#U|#;Vk+dXkk`KIq{J;E=$E^dgX^c<c4A
zN1IL1^@z7XRx)~E@N1pad@Ci4!(;AJd(=w~*2OGLe$kbqX%gODDn_h#9Am9}_k{dA
z4~O)xGH{||H!~i>vOERhHPh`D_U%UY8AT(YtY07a@-}HSy9scM#Ih;seFbwkw=Pt5
zLOj2|sn=v<{6_KP-_H7NgqXHdhGG0hyu6@n?(TC|?ibCGm=bb&)H?{`l%vrWr1xbf
zkLEf3DlaF#YTuT36HR3xRy?*fQ?W_1r==niPZeZFU9c&S7S`#CO&Y1Kh8YSG$*Dwv
zx|)H}$?2Lpdm2fxxTaeVj9{O}oU#&mAC*zw!12vWB`bn*4O*EFnSEaaf)BMlWf|*=
zq$Lh1>cn&)k9xH;Cj&!*GI5_;k~!pynC4)8Gg+c;dy1J|h|V%St4P#o=**oy=R;}Y
zONfA3M&%xrw`s3g-Qi@wZ+hXDZot*6cuej#gPQD)DsbH6t%Ro4+Ogc+SX$q0SmRe_
z=tutmTD=>=eie^IvJ%Rl=@Jh8RC`u8!`}*+?c=|^QhIr6-nFgcuN&L=a@bnixHpmv
zan8Z(S>h{uW}{5&z+sgbdrF%2Gd?1C%1a0vPOuH;zY@rw!alyW;*-tixj7{F-PG4>
zZK+x60Qs^BC1Oh!Kj)e*{5fZIyW;>c?mE`%4QN^~Lz1RrdD^Nt7L0+<Uut2D=drGa
z^TU^R$1(itSrbDfEs0|)N2so8(rcm93h|cAr19W)6&Auy4>fpz-7!%Z`Sh$g4Wm15
zRA@lxY9@<4aw_Yi9u5eo%44DY4MTydnNY?+<C<Y7K9y~h58=fyz)I(+tlUi$h=(01
z%QJM(=SWnMOxQ&&Q1oSmVVZxKeQKUar=f1N)X8uzqYqqD_nh;{s;M_@4Aq#UGRUEG
zlUqhkS|b@nEm?lX+3uwXfRcExcJN1qMw4ilGbSfx=Rd+LocM3x^6I*k+<zeEFh^7C
zUDt}dOKIVaA*YmsF&K_8d1F`2B)JgiQce3w?2NA)c)lMF*?AV^J<N-QT=X8Myq@1(
zidh-19Ql$QvoYkF#npAYonH1^tClS+hbPc`4{FZ@G0tnEl+_(!xsEM;W&7J6ffSHj
zrv+RZsdu8<T;~cAy+v{{UCRp(E<z8bYg=pcMlmXe1HE*|6HaQ=N0lrcT6)uCZoEBl
z2rU`jwUaCoLUANyAEkCSn$@kw0bs4@O<a}>Yot4oSRVB*ge9y37}~Vms>JY`T1qRx
zKG<4XN+<zoX(*sV(Md}{1r$+0#iEjyn1!N}pAv?VLmV!7KGXrz=u*w5z(00Jn0FJ<
z`&V_M{6fCAlgf_Z$b*kAexHSK5o+_l?slxvW9Hx<J%w9SWjX|fgf4qFNFSf{sD>g?
z-1l(U$S5j%rQG%S{72#4aYAaAg5F++Rlx)CsIR;QX?<+c=~t;VZZ{Neb6!%y?#(va
zx0#--qjo<IqO~-Qa`r38t*u^Vype*ah~OWscTvSEjV5*~l%CS%@_Q5Bcr#G8b+?Yv
zPdJ<^9#=l2(zhhhbngRMLvnx8b(Tz!e(Dl`psw-!P<%CE1bWM*?fY`e5~wMfsW9;0
zi}5PleV*$WA<hUtQ(aNzgs;kRRHUmn?%8!{@(auBO+p)%)O^`5rE#)E8-kDLS+Ax^
z9D9+YoZ|;0r?Q^ErFu56@Z#p$MxNb7;EozL!TRT|ahEzR-k&2#RIG!6)kyk!{x!{u
zr&g!E9gL@!u3vRsd2VyB0kk`dNo{a?1IWkLqXtxeHh8xN92Gy(ws%Sf>$p|0eo)E>
z<LGKHvs=rOg`sTc0ONPz(0&!?I7&YfIAw>GC+;%5cWS`xlW<;&+&ADmQ<S9aBy}h|
zd!MaEHk~xG7nVKo4mU;sC+H7aiCR(e#V%BG5<%13o}Yz9y9r{dQ+Apy>}Gt%askiz
zG)FSC;mZW%76T{gRGRZF6JdY@^KwW&^>HTN6+sR?R~W@DPU;x@Zp+3fC5$h~Pi8@b
z_=>FYx`7?L2OUDN>G*c2a*V)2+hlITxB2#`N#-hrU>&;d2RWfzsnZ&?YJ5U7N3h0I
z=g%xpf3KxA(4=5S{$W4BS1NxBk*++#rGVXxXBag!c1l5TO2~RJG;Oh+TpVVv6ENDW
zWS3S+2Row~A53<lN0@GTRW1f{%o_y$HK8KQ3gy6&LCyi^@$FTFaLmS6$`khh;FIh0
zrlk6wWn2uSstY^GQcdY}V|C;#-8k$Iui;uB+7M3ub^W17?IJcg^)1)*stp@Ro25mW
z7d)N`KVGJ)xL~efc0^nsE&Ki*593WMy$)8YMVl{g9HZ@)*NDowB(d80^cc>699Hjx
zG|%`*^>YQ@R?Y#sQX=G#e(zrXwS(c^8tcSY@!Q)(A<4|LDIq}j1B&eR&2H1fT6=hZ
zKwwx8^t+WKa~|M-pQU%uqwM|ZjpAxkT0fD|>z@!K(&QRmg*;I#A0aG0Q;*<Z>T5n9
z5_or7k7l{1HMHz_xwZiF+~<r}oxRSVsj5R95?YAR1`PXyH}{TC2jNGNa{)10y2%Iw
zESY8e19SNbnb%O3n;m#eRAC?9t@@sUb>Mh!>{?9&QG)u{C5#SmN&0uLJ5})g?T`93
z#kAJ@M<Isg{3?_hwAR;S?9VN{qvbNf>^Sv5#6Fm=(@*$|ez1#eLK}Tj+dswz?0q`^
zbkyn8-0yzF5V}9XoH2@fblRUXp!r!&^~pUs!5^(fD?unJEMv`Mfg*A<>Q7PmSEMW+
z4)GkD?JgzKFS1Bi7zF!v6_2TS4^`7yu3@*1`XX{Bf%!j(=B9XL^@})a<=tt&yyM=@
zqlbDr+-HJafAkaA^s3B_X~=0Hoxg#GN53_pC8NP3I|f^Uz>Yvsv)>Fl{wAUZM9bVF
zk)9Ss{{Rn^{&meNbBomTYGLYA_>r8^6wBN~4(?T>KhmDA_%9ryKsqCE!~81h#RInR
zULwTsFf;CdhaXC;ZCZEpCX6&nappt<oO=U+YHnky+<+`IF=-K^2lD()D2hcsWK0UL
zPI38E%3P1#xRDq5CF(yuKPs+#w~#6;TZ7c(l|J-~g;^m|;5z{#ou0U<%y3M(R>d=O
zk+qOWodG}(9=NEPB9WKKa;|tFo}XO*07`Z=Sc|`XXekp%^2FPa^#+j310amYwX^qy
zE3D8msQJk5yzZrW(q<duRd(nQZNZ`TAG4=ZSi2LnvaD+iQu)e93d28@BvBZy70{TS
zMoNRoKGe3hZ1ayRagn$IGD$w1b6&UMKL=@^9MRid*Y>=HNob@UJpj*o-jxfkX&m!|
zj*O4O+9sXhy)^iXTLaD`FhawY_ch0BemB0=^`Gr1?iM*zks2`jnd1VX@n4H%@eTZv
z7coQ*A%ye;`By$h&zj~Wm0O`s2>Mk{qFO}dj2qTv<2Y9`+%C(9B(dl+eaBjPPb?V$
zQ!9=EI4AJ#D?56|yWpE?9U_>2PL$MOu3mWFGt@L^f`1Mxk=?tM?BB$TOKJm&GRY=*
zDZ>NoI)1g$>ApJg7L<h=;9kSsE_iHuXPW2!(q#SPvP~NQ0B{fe1ky&)UA8$z1MaaL
zetka*+7)LWrNXS>cHi4x3h^*i)vQ}hxqh=oFh2v{tKWDA^{xEv4^f9wwgV{}95^4X
za?c9R!AM^yak%mi=gl_KYpWZb+GW(X!#_61B|k2|rEakio{~pG#6qT%L+_%ywUk4s
z+DmFc#v~aB{sm1NTOL!WAKnd-`Sl-_br#<c?+OcV5NVNW7Tp>|RV)Xvs{=*wXNZ^1
z(X}ShuGnP6<b?$GIsTO8hlI6@CE=kzg`8ujn8Gzv<{pkX{{Z#TCAI*GK#=zgFl%#B
z@OOwbAkFqvynv0%HMz+?_#B_cu*J+FN{~`>_mV-ev;4n0!c=7xbIz3D^dN9;@f;E|
zIqI%BsG2p6vphyO>K;Bptp!4fmfFPjBm8)#g+&Fo7>OAJoPHqx07}bMx*<)i8YyMf
zHzTae-Fg~{Vu{N%p`vcX995sPh9-IAAa-bu59Lw^m&+xLbH+b`{`M%jr!weJOL^i(
zk~TXJ2WjS;3~eLekETUTL~h_B%^5$zjtA#mPltRldEy;r(kS9*g+JFafC7(t(vs$t
znB`K+%+~N1f+p84A-SFqY@&advtXY6F<n=Wd~t1~S&b7#WekIBvUCH}>r?o<#MZtO
z(o;gwq(!<bi6m3^e;V-nnQmp7<&cw>B%EXuT{S1lxlxZVJJgZxQtEQ@vneMfv(}_p
zWMpO9vqU-*)~E-!c-%=Go@RblUX;}?yd#`<#d7X$=~-x8^AU+y-Jw6+Jq=79(SB(7
z{`_XD{h);rykUo^>p*l-{*Nmwp2YD}Vq7n|buLaqMB#zzrl(mIM%}n#d-kd;wFq07
zw-e8qA6k&fvzTUCa&fjn$o%NBl&N20<ET{Hq%$70maTDOeCt`{ifr{p#Z-zx8xtsa
zU)QKLKb?j19C?e|VITgwxXrDM`6V5WvrqVis#!0Us3KlKc**OJr+Uy);J*|cxH^5?
zbC57|^sW&Mb00H1N1^Bc0IyGIR$Q}zj@cjN*F<qGZZ$TyI&DM1dY!5BwArJ-x9S46
z8x_n>lR<D}yM{<e>KSoXbp2OV(`DUbc`RzDAsp^gT~)u2t#5+C;yofclcAAN99EyY
znz}ER4QO%4_nk0QcK-nDR7No|!tsu^-M@r<HLoj8;r(50-MJA++<r%&%DKHq!&=^r
zxn{C5#6RV<KQKRltmTJxx@K;ZTNup-NE>(^#WDQGZHU3wxN4uyLVTq-e)$;3=U41B
z`EPCnF~VeX&?16s6;5wPOOubp8V-X!{nEi4XMBeP9jn`{tt@^Ycx<%JtvfHwPf~pa
zR`C9fW#H{A`$GF~+L?Y;Cz0)5UE`k-UhA5f7an9thxcd?09LV15i(9vdhX2M6!?<k
z#9E8VG^BjkRO|(FQbR0K?ob%@$g99IkDV58<|;V^K;{=H{{Y;2#k;evpSz+cOy*fP
zGVMOpA=}6#8njmfGspBRQ9KI6F~~Fh(?Pd2^bfT#7<CLOV`$D<NmlF)R(RxISxzZk
zp)oGiVEyR0awAL5I{}t3!_{f1!T#%iz*?xJjsU|PdS<5c(SQ;s;wZVBfpp7*%I*48
zi8*u75&2aGV(o}z1$`Q)M~DI>Mn?Yf(@f3Mv2|otz*CQ2^g0K|(bKxsLhYTgm5^h%
z2BeB$tANE%aBD>)CkC}O?6rMIO?5C`ecp=P*G*~TxaUy@uWBStnd|wQ;r!)al#UN^
z$TXv9?~-~7+BM||V>eHmba!_;FNZa(wT;MvL;O9nShxNU)of6_YAzxj3Y^vg<|Dmb
zmQLGvt?eJg+Rdbk8cF9aKI<CYRi`&*h-y*UnRd3bJ;;hgWPIapE84sl;dnG_A*x^P
zSqkNMe+a6+7SIN*I_o->y22BXn?MBmpK4DOY8O5vg6B@sE@O@;zE*A6-hBlUrn$Ky
zHD&L~dK~wUykgq0ds{h*+o8t??^l;Jc_oNDjcn>VCa<Q-e%EUuUhJ!p`c`OVIphQA
z+#1THZSL5(DJ!<_S7PBXz!6Xd$;im`&0i|A@J0`{HK8P9h61s0G*h<a7YF#jKT3eW
zu1>;7)~>u+ask<n#*`|6Lq(r)QsQeF*v|pt$lJJ7AY_w_Rq~_~B5n`xnrkATzL-9u
zrp(n$uCCGj)0%hM0pZ8uDIOF21QASC^4xDziZw;qGSqT~BWVVn(&X|#8lxdoE>nt<
zIT?EMO-+#Lmt$?bhN*tgN7ku%@v!6-YI<%2HbV;1GBTAerS+F1C#^`NF*QqkWqYZq
zEtW~72nJN1wQ6k{N)}gUm64q%9z(Jd(`m0>@K1*>Z-U)w5^jb*RdM&LnD9r0B-F2#
zN6*>Qsjm0NJ}S5HzMi^ulPcUY?ErrW_4?M)t0uW4)aHaEDSJt+5g&}aV`*Z;NVSv+
z7-CX~8waP>y!z+E7Mhtd+S~?q=LGXyef<9bYPfkCLm_6);(F0*e|KoZ?DDW9vE){?
zrA`Z$NGht8Uov(yFT5|QSTW2+m)nZRbaazrp;q@5*XjO0oe)KN2$C_!O#XGM)A)Z~
zOq@c^)Q~y)3a3sp_)Ohd(_Zqq=UWtkP{{}+*K2*?mLR>1!Pl<`Ab(osuJp^x7ArIl
z$MFH2)>5F>tk#`q%VuVIWqHL%AS}a*x42^+{V4L+uT%7_TuzQ=o!Lib2Ne^jJP}vk
zA&lan5n%IC$Y~mdBMvzfk`h-1e;U0YUAQBfh@m5|=TP8isub6Xlg=ZpO3|qu2sH~r
z-B*!Qs@S`yxh!&n&VM?cW*GE7)maJ%&gD6#!mLgKHBpuHCB<%NMH@=PIKl2K)Vu-U
z;i=q5aXKHfr#U^%b6yJYtorTzXi$jqGT+@D>)fwzbngZDcXMq;MZzz3YT8M`d7R3Z
zw3jrtL|!cMHIIaJY%b9;U9m(f=e=82msY!y>fy|ixyuvV+Ly&1A-eGvt0m>cg@Gq(
zb^@|^$6Oy;(hWgbbu_5`rrIKPeXW%wR+YB7dvA@h7E##NC!5${`_#)IBa@G<RBANz
zXFTafOWs#ID=!ttAyv6dd)A=-%+*r_p(ecdcq0a#6w*T3ibAK@*GzFbT1OP{QQi*B
z>o2?^5e4m=2im#Yy(0G0my2@xin(jzYs+E-lIvU6-XgNRP_lrn=)$Y_GuuXI&xxSD
z<;;#FZ$B_9ed!u7M?BYkHj}4c$CTO+Uze?6UieygiEC%xy>VGj4<)I!9Be1Phc08m
z;L}+^9E^L4y*0GZF<D|^^%V}#dT>4Kozu3KJCxJZr{$LF0Tk9yItsXA9mnNSJZHBe
zvv4$1DVX<Xia@1$RrHIF0jQZiY;Didrc_$gwNVw)Hg_Ciy(7RL4wF~AS!PloL%GQv
zeX9?{J{+4^)MAD>%Vdsw53PL-r&(EeV?-N@#*wb)bKLheaJ4wyZYVEpEp|buY8E~j
z(TvkF#|%rgK;Y-lSI(X*@l5_D)ZTfC^3>uq2Za@X;t!0jJWZ*zaWNKA97i5{`<miL
z(~+8)KWFOAB>DE(w5$T-KZP*9O;p}g`qYak?^EqALxFKzfz(rkp!-!%FlUN-5>83T
zs*K2REr%fF9DOR(8imEV%1D0`S;c@n98-gLJo}2)H5%B?RN~c|IQl4}yyNHsmXeA9
zS}7@L0cfP9phD3}OF#t_Q9#19bo*l}GXsKn9CobrQtT9UCjz=ypje?;<0BwrKD9I2
z$9@M1?d0D?RcmC8Knl^Y{v|zWg`|(=!p)z4MO_OdYH$k^>qHik-AuOdL%!xt00Y*h
zlqES>(zagd>#+@u+|alBG_o0Ak1X?=?=-C<4-DFWZtCn7`G@XdCy-BkRQ5g=w(xbj
zYFeWt*Clr(UWT~O5$iX)uApuukaNPPU_C3?rAD3_Jo4P+sHaXmt5$027iU$r{?L2H
zlJZFiShrxH&#hF3>h8oTpK~cZaCrPj70<@c0rO-+t<*6801CZts>>c4Mp+lo^{xz7
zDpgu*q0@%Px=WV!e}UWSK0LnDf)RGxGm{kDgZcCMS6>H=bX{gK7Oi5jyASn<I6v0B
zhB@qSj`=}_`eUG}mMe(<Xk-!~=m$TgO)Olax#>p}3F{@Vbb7tdf;8P)KRZagib0ML
zkl6eyiProJs9G=v2320Hzc4@HSo(IqcWrZ++DM8Yyr-w(UFMJRBIGZZdXZkjqvkll
zAB}aaMLGOR=Jr)rxYU>2&pnpb?%rLIf)PjE!9Stqs?RJ}WWex&>QHq2I@h!;-V^a6
z<9FF+Jp+8X`c^Kj@YYoY?3rbcs2$Bru$1SmHgQzKLv5dCd1L9|CfjL)uYLGGhqY%-
z0foW^k~uwBm9DQ*@a6S};L)-+aq|wJLs`epv<lN9c02+{_5T3tS1n8}SZ}fC*1)*y
zZ9AC}@3)MG5z1TmgM7pAsTT4y84i5I`~+3kiq(LTl*cLQ&OiNiQcW^`WRxVi=Z+0?
zY1HIOtv<Iy(U7T<R3V$8BaBpv(nh=ElZ6=>H9!Z9{H{@lJ71xtSxZP7WN6g&+tQ9(
ztqmiKx5c4%&Mc**MnxlnKaPfI=TLrN!-I@t6vU9sxK|P=Jo@6A?2~1a<d3<<E~y@c
zENoiWQf0SkF|qKV@Cp7^yW!smUHGE+Yk#BJLCn&TfWFx^4}~;qj}hu3+9R^gE@haG
z6n~9&ejxEBj*D)(Hj{`}F}0iwl70Pa(V>UsUebCQVkb^bIIUkohPSKPcycGvyf`r<
z0w<UZwohPd&TbUTJ3b#7<<+tm{A%UHCCiiiWb(k~qHj7B+P^ZM<a7DfRq+mbEskmB
z^%k#EAdXZdZkGyr3}KJq){tI3xG`JJEG&3!{PXSHQph43R|O^Y&OcgDC8JUSSyc9M
z$TiHJ_c*6UaAozs{o19}3g;N}5N8L}mFG086a;^x+y;=0DzW*#xm;uMtfE9CD$Nvw
zvE(1{r=)Kf^X83+C*_tiftoC5%;UMDtu?G=u9MB&aID$D`Y`!xTTbylr=#qa*HD@O
ze(ZAm$Vag}Runh##!SsWm<Jec58x^3J+0REnl`s1fri5VIULnStmCoMPaRe}yQ9%!
z@wShug-;P^agQ_Z+*_#t`k#Nol=vr0)=*91y=EyJ8C!YSZpZtlrFr;<QgI0lo{FOc
zk7YUjbjU6xTaD3{grj3IWk|=hbi)&UB#y{q=~PyhhQ77oT~|$%t>u)kqVc{kSx@JY
z`BqVd<&Z~j_dwbL6O-?>^Z8d-r2IqHt;vd4k5aae?<C9fW7@RM_kw&%NVtu(i__en
zlzug@B^sMM1n_jKtHATwC0ne*5EUJEFHd}RrU-)p9lP&S)G!A>)K_z;d_2^nfo0RC
zi&3-#F_h|~@UBAg&U;M9EG-P5clWE)=-gm_6@>89j@q7eTop=tYK-aP5tZ1oL`lJP
z<qy!(tYuKFk;gf2<3sZ=<^5{d-D?<-=PcV*&m%s~)AXhh96&UntdEii<39QS0P9yf
zx^`&flakWKQ0WoO6Oir4l;gM7f#tMvmyLIU@|9pze~nA_V%wyhR#4pJ{H^#`ZQ!p6
zMRbp=YG=vPp!uICmmZ$=tvYT}xLq3G54=AHpQfJ?>g=eByOgoOPfU7~{cD-=zm0CS
z`@oDEJ1DZTMgalGsWm^2d|owM#I(17+v!m#NRb9IKfG&@g(a6Vad4g0Ps|tJ(zUBq
zFLeu^Qg?e06CAD?n_+L4Jw+i&ZRI$WGOrmNgHLGSncH{nKp6|#qgbZMbor1B;11rn
zu4L|S&lkER^HySB;t{kA0zaKe5OM&upLe1je?w6Tkb)U-d;8Q(74lGkM{&WT#QQt!
z$(W-!-3f(90!Ycmee+g;k&q%ZS1~UkK-$Of`_)aRxPuY85QJoI@A%Qa0u@jgWyUuX
z{c3DWgu0^7+VlIEq>>!<5&(Jh2en)`7+gGj<8PRpsQg#2<5U7m8f?PcAp4|@5$-9X
zRE@!gXM#@3{EYo*v6P^hrdl%*Se+f%bk0~0T#i3FjqRZbOsWiwepk*m{TO_;Srps;
z_IO#d_hgB&pRWfsJU5O3l*+O>>bwW~4#a*GMYXXUt}gL3?0iM9=o>^DjIR@(VxN%1
z(|4!P*7Nwg!@A5%4~aBSvdYWF#3(=?LDc>^u0}bdW@no)zAytE57)2hQW(qU<rp~m
z6mnPBY3KE>nBrx#HdvXh8Pz|4p}vINcw=0O<#z5i^EhI^Ud#B`H>qj5mX|O(uAeo$
zdBVD(XwT!%=~QjulwA3ia<#ju$T4JoJ9GVOrLgh#xdQoj@x`iJ0f%Q?NLSO)epRZe
zPNt1m)jCx)dNT?)j_J3?$`wvFsmc1|?^9TPt%~j3qk*+~9{h9p*H@ncc$GLWqh1lu
zI6!{A>a%z=QIAtw7%yPGhDG^hQ-+V~2Y=^M@QLddWjrfd!Q7>xXjfXr^mg`p<Q?}Y
zJAS6UCs@{OJ|F0x**bfxYEleMHZm0Bxu)tj);|xlG`EPtHJQ{YEO1e9d2f323!PT#
z;bn=~H=N~~NjWTioBsf<PmxoN&PNGfQ!?&*tJxjycU%J7nq)a3`_yQG<11}+r$6$_
zL4*08wPmA30yQ2}pW^5-{c1U_$=e#i=Q-|!YyD4NE0w#un#HY(lC(qjQbN&5+>mLX
zWh;{li3f5!RQnz^F{I(M$%;{qeLd<qLPXnTj!S8Ak&Z{@NY!~2<adbeaCdqUNeU#=
zg))eV{wL{IB8GMw_ASW9PScVHzokGSw{l&W#^CflDU_P(Mv}{J+lk%idV^AlVw9Gh
zFi%1%KeEjj-L#SHdVUn$;GqNz`ub2SChm)ow4iQ|Q6dhg*fhi_@@|kdx$IXvYO|;^
ze(CoEj-M$eq-p1jh$ljzbB5xRLUCq+Ne|8P+{V4);DPiMk=^;yg-N!k{uzE>)~WA?
zOnGe4H+r1;yA@hBnMXzg=EVy}X5hAE<1idDln1%!e;$;lYm7wdPj&~V^sM!jbBk++
zjGhWf$o%S1UfD+YnmG?iBkB2frex@)v1C9ab@IzcG3g?br~LgZb4&4lxuQ&|=KZcA
z)+vW4{A&g&*;f&=Ovm_C{Kx7l#jr_<10nkDC;C>D>dG$2mnlPYvXfZw&xxUE@3d(x
zubkl?6(H_EPAjnRcZF@dH)wTjK)97g*wv3G(~k9<;ExO1S=lzTtD-CjH=%z}YoGC_
zjjuJE&@5(XEiKRPgnaTln(cKx-AVR}qO&0J--$IVy;X(W7Z%pa*o9pPQax*w59TSE
zoXE$F=XO8Bx@#XF-o*n&tZA^{TR7TX1_=7+Khmu(nc$xhfON~*H0$O#SkD7L?w)^I
zhLo0!wL&(z#+cPdnCrOqDtdlZ6GOiZE+hw`BN+T^qttv2;w?C|!W7gXQ}^Ke*!3c?
z49L<lN&C461zc@EO6Qd+E`o8Cb}JZ+WU!FNdn@#)nmz5lSc<QAkELEAr2W{&-1K3|
z`cNVpilJmZ@%&$fMTVzs%B=x(1{qdW9Z>K^RdtF+!zqmYD*VuSjt7)a`%(4$MMvey
zx64;q$M;CXRM^roxlOHEMq?qzwO3+uw2#iNKbEbv3tPXT<W#2KWq`9nB~I?9nWgQy
zLO7M9XY)d^=nr~yS29L1jOW&*FhWLA@aOnVMs40cSaH~j2HJa*D@5FoQT;)wOUSAG
zGOz1YiwtMdh*nu70xXv6flOStFWc;A{{UEGZ|=WCQ!y}|&Y1_HLz>U~OZl5;T<z?5
zHD&;^KIo+}f!B8;ns(6{${ksH(8+RsLL7Hob6%0)PYIny;9T4$+j#jT)(3*TH8!((
z8HN_}_kQ+VU;$nK0F3-m2ZXeh(lm{~X=U0^r>$!g<EuDj9%*?ZFCF--+gU!Fq_9+t
zcFO2_4?$i<1?A*3`OsXvO`PXFPtvPRdo9H5WoaXJY`YVXX;sUdZQP@})|~41Tbgpo
zZgtvUkMHe(OZXP<B^=~(ed|!Sggj4zLfKqDzTSS7=ljxJDzF&rXxO>I13tc$YPWK2
zWo?eW{{Z3kp==DgWa)PZ=Kzd~<!>OmvXjfZf#7ld<s(0jdbMM(YPwU8vtB;Y(I1tr
zs^7<!cd!e6cTPrD<IMv(tF$D$4{tMu;m82w{V5tT_dy}M^IgmMUqIH>%cI|mcRZ9V
z3g^<WH4h4FT3Z%-V?0Cn;~BvER7#YPl;ZY(d4c2%5La>a6%(mm6@fm6t}~6rNFm2i
zMh!Hs@s}C&9qTS$#)?m=MPfy4Nx2Oyk(D_Zk!shJNc-P|3XQG)Y>?6Wj+HWrqME+t
z6AVwzb~mA>v@C-^czadmMk6IefO>VP0s`bDn}6AEDtS#*u2Ls)`MCPj&lrw1G0U9w
z6=ry3R9`U$-|q^IZB|yqEuU&uv0Tc+Ln}LlE4X*A<H7zNxz;rZ;({^|pP9(u3dHc{
zfi|hArMe+z+y@o!3;mh!@52poC?0VfFLrNA=!AJ=ce^=fYLc?qZcD4`x_5ze4=O#T
z<8Bpulj~nT>bk|&v8c;;aWQ9h&KUIer+Ame7ycpCp6YivCn}?&k4naCg~lE{9?eqZ
zlCf$H`WG0yc-#p0?N3?r!u-`#NX(!tp}ma()o@u#x2W$&v=gUt_;635rC`Gh2~+*x
zaa6qH+YSvqB_pd5>}yEO&B3E?!(P;^2-z`_NAR((lH101w`0oGt$`iR+#2Bn;ANEk
zMMwyf1ador&2Fp77*7ugYSoVNeG@{~Kx;|TIS*`#$iMJbr(+p(9&!#r9-mt0qm|)1
z;*q0l^%cFRc-K_10a=8xcL%AebA<OsYMkMscSk=eOAC=SY=_Z?DY#SD81=6}kHmf-
z*FSfEZm`P3m+8$`x$r%`>KSyKr8(zkarjbnx}!x_-x9IHv`XDEOlWc1wr{*YscEc4
z@DiiA9V;-t8yLs2tYrpi8L4Xra*HDt$5Brarrx+UWsn{RG{%U4YIzZ_H*%p*m;wO=
z<07~8PY+3be-tqxa_j~%RkXb{+}x<zPc`pe4DjW?iKqVnX<jH-*|-+|5$jp}FH#)c
zN&7hb*`=mf>HZ4v>A1KmhBVzP`kz5w2jgEET=<(*k=e+$LPT+c#w&Z`FOAz@y?ZN3
zF=r7YXg_%R*Pb+chUZc-O{cru=~7nZTM>^l%V`5-d(#%<C!P%+TZF<f!R=9Cju=*4
z&#8Q=mXw3eb4p~#UTU6k_f9?O$s?1DZl<O#LiAv;&T0N;-lOrVOE?FQmZjcY_04M<
zgi0;$T#iip)T3$Z`Bf0=J*mQGW5rsTl%V%Cp})DcAjdNg#<uLdSv*8}$-C*&xnU<f
z@%5=UjN|ncyel|tbI%P4>m+&{I<}Fjs9BK%9uKWUci{_5q%vAaGt>Zot#Hatc>L=1
zzO#L3SId}?KZMrGyk(@3&n!IR{mB#Gcz02<1-!EAJqP*CWH>72Wm2u^c&^IN#@UO>
zyo`NF&;J0bv_x7Sw-G-oH>l)M?Bg$mgmD!h?NUE8fJY1Rm8(`7beFel97;<uzyNiv
z-Aloy*$lR`t0sQv?_P=U>%uE-Zyu$1gC`zZw*W9f&%X1hsd&QkH>V|4+L^!L?+nA?
z-7HHwD44EYk81N@iC#Va)wq2(PILBH&evdgb6p3-e;q`Q`YnvO#}m4L=r!Y$?UGW%
zxyY_~Q@_0TJ0&Q^dpPV=*}Lx?R4*P5F^{END8rtf#-S)l$;hnb5R8hZA~^=4VUE>x
zlZuOBV}J+aSvVT0mD4QP%{`r>Y#h_x5~tAAZ5y9@i!@Sck}SKs)T+UH8mLAOr6F=U
z9Me+=3+!Q1(otBRptMp_&;dmhPy*3OOF#=nB@_U(w3JXH?wc0-o#bR7&*NJk>c`4{
zV_CMsOKWv?&R?8=DxN82G7wOiABDw7B&RJ8M+sfiT&UEwS+1@U-X$+PoG2CQdRCQV
z;Jr9%H@jri9e!2*?Q`A@(-T0qePdHm<`n(fw^3L=Bk>%%wc9hhZ2k}{*r!G~dVJG6
z<%#yTQe(VDtljH3Z7ax54+5~TS1m9HJt^qU6LTEW2?HtKG4-!65ntNM>tn7os7+|~
z7*$zIZ@~0wruNM5y@nUID@kqAW&^c7?cEz0`9Q9Fvx>f6p4yo#Btga*2V>TjE6KM7
zNg6fuJu1_IG1ylFxuh^{1ruv8zgl-Z$zdl+`<gP?)fPqar;S;0jrAri=2ec;V5~ZW
z_kROevPNSeW6Ga;NXx)_e8;${Q6XX~Mf=;G5>0VtFmn0+A^i<+X<j+hbf!q*x@BJR
zx6BQ3QEHOFFt5Cxpw-B3ttA_$K#ty(q-xG5qf0Ywa?Ra&p21_|-8WNF4!2~eNWgW$
z{{Zz>i;oHDn#y_lRoVi20bV?@JW6JcaNu-P%}-;i-dW0JW|9^^bfXdctG1RmqdMVQ
zl=M!|@H$On;q~p5&o7i+eOJHMxtVnPn^_LvMn8ubAC-36N5q@xBUQTDbr(V(?*aX5
zq>ohauZfpzs<yK?_l7@SmC<Syw_1eo@tVA&^GA!5_K;HIFWsr@j(;jcXB6B)Czid`
z@+;OgUxxl<W$YwLp~h5ht`k-8t@WF2FuY0+B#i#G&r<_0`F8G(3b+n!VD64qdv-Ey
z*vbd-p~ydlOQ-3VT9x8h+c%rM^N!WKrRZ9gsdl=2A(eW(hk=UdqH8|~S({68vT8Db
z9#B5!ed}yC3E!G}9(u#LURw>nxVP{&f&G<bK5yn=(=h0R{A+}s=+7%}{oyA*XRd2Q
zUbLKFZ1d9Tq#NAs&m?E9V|hl@fTe?x^C{_B<0~fl7RNiOQZnY6^eh!!p(B1zUi6}O
ziB%-$(yF}15r$8nuH`i7WWe9JF+Go3^Q_a<>8Fg6-I@qtez@n>qmtcIEgKy66<o<4
za^E5CN`_!O-P@PbG`gGndUMu8azpN!19s_1s;nARnUT7Ip1)d=ZZZg!K=d@C7^fM@
z{3)xM&V(ndO0T{~^CgI5pk?BuQsqJ;?^WoJQ#>*!-8+`6IawQHrr%Re?BS_Gae4|S
zW<FTm66cYet!N9zk$jf|SeJt9^JD3pVyPf_{{VLrtEue6H4{3i0YgJ3aCWvuEzBBb
zj$oJwA(2tXKzRy2y>s|b$Wkva0l_&Nx_%ARepN+5LHAZ)Nf)p9)Un+8K(b4h{^Rg}
zF;3RlQJkUhGh0vBbqx`OntkNf?oM`RD1RRR0F`x?{{Rppy;Xz6+Eh0v!~J}C$oxP0
z^}?))gC)dXTd=@k$K{T{jXWsBOOQ@@QN}+GmAyPn<GI^QF`PavPVsy<;mv7$?+@y~
zXSgH%OZ>IY>V6W{beUdR?F+=*38HKdsU7PB3?I&uC`TZt$VcJ8uTk(4YZs7<i`&PO
zP5|L<a8!=u=e2jzlq*K^M^mka#6ikR#!rPj47!uad#W*p+9DZnn?W7(=~H;4#r9X%
zQR$Eg6GgWqZIACr03Z@NW2buB*ZgOp>a%}fy~MV*d%t;boNxMLwR4x>58il;`aSel
zuz{3P;f_D0U$fKQIbH+XE7E!#UzZfKNb#0PNy<jUaL21>+n)6aw^nf^h+>bQnm+!A
z6{CHo-dV~by|tDU80w{zem!cYOs|9(k2v+?{{TY8d9`UyF7iheN;PS_Nfh0txhH-u
z5f4&uarNy+P<*k-VL8sn<bHK-MOg?@8sHA7I(zZ`YB|up*yAEpB%HVz{7qqVH8k{P
zX<69pk^o5R>*-8ubRaFffwR;#SrPr1g^A>i&)!!1r}FA4w*(;DEC5N@%#8m4PL%Fc
zWv+#HGen{{EW{3t$Q0z+j>A1j=A?u=fKpYIw=AcF`I>B=Q76np6P`yHr*lte-i%@0
z5hWa)bOXQPN|!@$Gsdm$jAD@6$+OJ_Fg-cNH_u@Sj%da@g2{vV&=!j<!r(^IMQ~#|
z;RiYTnrr;;zI$*3U<W~rejVzvppb*wtZ$Yk7<_@#Jc0D0#PYs`%2@oc%Cey7kJNhc
zLQB3=882$Sgzi#(>a$4|%Y|eS`nPJbhC~G*VLW)~;2eL28xZWbEv&{+5z}-_{Biu>
zkm8<XOS9!f$?|}3&PW5;<0I*c&uJnug^azdgy6EV*^jSUwPg&q7>%M+As{O#D%tkO
zS|XgDgg7K#w9^|>y^7sq4I?-iVY}(iQ(mNxr~Et6qg;uvq~;|n&VRh$)9F!Y`gNax
zG(YW~R4kg5$%}XyvOzsM^!Kki*0uAiT+c1!avQl@iFc5oe|H0n3h$=XIN6aJlaIp9
z8($ac^O@rDHjr*i$9vqV-oSRiJv;N7xBmbLriH4<_Kyr}VhKq3p_RB%=ucnBS0}Mi
zPByfTMnE{=dk>bOmfAS{xd-m<3E#RhRIjHT56ZKSA#EgdQ>_%aS~WEt3trGeE#98Y
zjnZfi<zebaf5#P_35C8?U|EkV(XsBmKU&<<d}rbv9YQ?9{uUW{t_cl~_m4RC?^-iz
zz7Fv-gw-rtNV+4LQ7|*?2VbeHaHmseV@FPu{uims9f4QP#EXo9)TsXebnrg|P{(XG
zw42Bud1GbVquA#a)n51p_2X&uTljS=V42v?rIC9AdJn+YH*zj5t^(>-lG`qL^A(Dm
zb_cCxEIgLRGNU-`SMpRTnnidARd~4s{W!%y-gMu+l@{e!t1DpsHE|fs`_~>`Pak*?
zJ#o+HOCVWtOhI;z9ROT^-#^x{acgrvXC2A|X#ht#kH42EN=aDCcHBX<gY!D{t5U{g
zVG^oNr<}RL2i>YQLvG<BmC*kH5=r+7{zvhoT9PWYvb$p5LB~A*0F6g4nygjJ6OK!A
zD&5Nh#7k}?m3qq&7(dd8!=e!zrNVV!ct5XS!h){KsuKioJ?IiNUvZoK`&80-IV&JA
z%hZf@_VlRQ)#F0o=iE0>W9v+MJ;w{AWyJBTvFJze)tIDpgn2hV_RRFEPb-*GDPlkr
z<b0c0{ZD#WqB0ObVoyLhG$nn7D5CP)H05{1kw{KMsleOciu8{Hcv&@4x`p#?)2+I@
ze;FOVl~2Il1{&r1UFuCD+C(y-hQyff&p}$AJ@KWK5gh|Y3vX(KiCPuf3H&|lqBN9M
z*~?Kjv?}=b$5CHT{h6mt<yqU1qa)>VJJ%5Rb6rYquX4<IS06Ax;Z#AEOuz2tPU=9(
z9_Eo++>lmDEg1daa#!@`vy|J=YMQa2n`Qm>^*eeJc>E7s{uK<6EyRLJ6oPr&+#k$!
zs*NO)ozg<ApTi_P5I%$Y)rhVG0FcTgQ`K1QU_H-6^vyzjfyPnT*VDW~t!SVvjq|)c
ze3`~jeL1bQ@s5kFFO%YJBqITjIX-ev``m5(GhBGNQhbuEjK`M1P)DXZAFWKWj0n&x
z5`J$%^#|qrt7z4d(0tb1>g4cUhNEjG$A<N&%9EcaW+hLsJxTm4o4(U^T_ky0hMy!z
zf90fOa-YCeFDvZwtd_D#4C+4oOi+){AEk5_9yHeU^jI#EJx0_Inm73wzur6+{Bv3<
zMnlp@Brgn+VP81xIRoma7^HPv5hCvZakS_8^scDfcr(PCzS9%wm;H($kLLCR<;S~X
zt6z8%SF^SkmUlMVjk!5Ly#av#0DGo>hNaT#iS~VtY(!El6S($PT#AUqAzk~P84p9$
zetoKWC2MKQU)#%XFHo|pDf|ypPfW-Q5T!A@)PA4Vvv6y2edW19qjvq|@T`mf06il-
znm{=H%=tg_&HGi-fr&UMc=?cpKc^K8u$kP4RFMbq02GhMy+w;txldqr%<!^*w4BpL
zv1cy?faAYIS7P%bZLvr|1B94xf2CKSX>wi{fxEP4f`6CgM3YF-JC%fP(vZqYC#kNx
z!X6j7*Dult(GMW8Vt5~wQPcFBtxDNog&F0QfQ>*I>(@2yDEfcHp9w4MU$;oVbdXy(
z{#CUkly1x?H7yev;vW!cz5viog`b!9_gt0FBkNuhf2&EVT|C!ijE-_!H8#1ZUh6uP
zw{x+UM<kLD=~+n8EZc4oihr^&X-;~YLYjKL%dyJH`(cyLPU|O1W6Kuptd9f#0C{><
z4D5E;NC&2R)rjsSMZ*B&{i@FQEyl&gGA}!0oPT*v8k{ay7+FYf?l}InOi2kj4A8$~
zDpfKnZkZNzKgFJD+=)RnT=Pm0U3NY@e~n0iKqv1O^r}KgROUIE8?s6=K9mMKgUu5l
z{`_2z#~fAjqc=}Y3y7s3dOIWbE5WVpJH|TJl)!n*brAjudj56KEW6Z{Ws!Zb59DYP
zq`Wp&hi2nH(ylXWV<!jI9q0D{0EN6sgw-tm%W!xuM}K2guRH`KkIc~Z1h|ayBa@HR
zX1M)<_+|NixzEz1wYj>nnO?@~Serk<PT$J6Rd2c_LfbM+{XbIEWb*Iq=7Sx`$o$1u
z1sQ%v$@T4Bg@?o|=#$9R?4rK6=*|=q{{Vc|l+%0};)gA1bN!iidZ;@A{0|hYp2akd
z5z!bGAnyMFW}`7@1Lbe#E2-6d2d-&~(pv<+hqJ<dY<)Y|Hz8;k$24yYz0yP~MJ`4=
zOQBuCUy?T{Pf*<rY3O=fvt6r{04c!7@fwcS2D*|s)pwRS108=F^}h#rX5UG)I=-f&
z7@_&Lzf9J0hPOs_CnxSi(eTEJXW<PhZD&y`k~rPZ@QU(}9eA>D5^9g;Iam;p5)PkQ
z+4za#d%bRDi(@99Kh<q-z3xSDJ6%BemQFZF9Ext~mq{xtJqmKb=r<#7^{D5XNdhd2
z2HL$hk_zNJ5_|Nf6qF3SYbt+vYbUwa8E8^b&j%FoaUylY4&c+waJfEP6+hi-g`t&l
zagaOIw9#9Vqr(3HG0GomvXi-w7+Dwfs!H&EoU6v(XJR^3YFT+!#R^sj6wB)B?ZY%@
z(DbRpmHX+D{pG46bBsu#hpjnXSmG&4pF>(HvpGWL<)3q54&hG@3C1y1V{oSvN0I&I
z>q=x8D--U?`>)omNf|n8p>2R<;AX8^-d))+YkApyiO8(vaS{2$M#s45YHv3SoChAO
z+O$<4MrSBJj=s;wcM4V=MjtjVnZ|MWR-?t?ZxJqh!35{4b^Um+Jlv$@AHdS>0B$)`
z+ZD2@+~#<Ar+DbjuKU0@&>@<_XzpU|gUGIVtS+sm@@^n#+@9jD>017)r?6Xj-PgL7
z&VL@Y=^h@_?>t*^9NLTt6j5P|1;B4=wCS~X(089QgVyB!0Pv)1Zn}-)0TK*=!>RT9
zR&S5IYMP;&OVh4)TgURduO4H1eJh~xR<yTECx>*Kgok47k<jA<&{vXbJ{Q$={{WlH
z6GflAhc%RGw)xsMbEgF9#p+<m8Qe(#=cXw)I;k1R^ffsJWZLS;!?75q?N=mV)X6KB
zq*L<2B#==1Q(0X{K<ih$ql^Q``&C|8zI<S>xU8HRtY@i6#Ex<f)9Fa7EDx0%s`>z@
zX;C2kY8e9WK3ib=8qL7bR4B17`6C9LtWaf6D$_@fBu~Ut4G=%-+djslmc^-DPqZG4
zx%a7Kkwyx(52Zn|qi|h#?@MseI}a&#(azHwN$6X7iw;I<RfaOH&!tk0ojC_JFP^9G
zt`DtWJ<Q!Q=bf~24r)c1u+B47Q10biA7fSok(BwAhOHw$rc!}qI<d}wI+g`-C@9#;
z;Db~FVnTu#9>Tki2>4oETJ{7`#AFxr6{4t~<~4oQWObee&@VN2j!WrXts}u~{{R=Y
zbiOn3m8XZ}O(xbw7cRS7Z~U@f@vA-~*DSmX;pBz_ziMHKkPMvqk?CFws@?sz`dfo5
zO41$7&UX@iwQ5eIQhP3jkb<L4#yUyv&cc5W>3YUwx3~*4azQ=o2LAxUI)$3=jeO)C
zJ%0+sg64Z>4Ft@X?Vdj>=yd-88edxCIn&IHb>}~&bU9O=>c<m>XloaAbCSm_FSc0P
zKliDd0rnN>G3y!*v^L$uvAN(JaaHcT4GqefG~1Oq=V)yHl@g-&h}I=7CaiFe5Zl10
zwqT56we<}PQqx?C;9{WTa@Ke%1_;6QBbvp*t<IRuHFWM&kQU<<(H;j}RnmZr_w=ST
zSsBJFCmWh6+@kB)u6^nw2*y{6wqhXU)0+&KBc9a`7TncN$0bD+S264fMJ**D7K%z*
z04So004ZrGparR|V0){Sg%p-!(0X^MYt#M@cxu;Iy3{Xj*>M_(VN>0YEPnt8{q<T>
zhdk6-wjP?PQAO?4=aSvzWsE{hr-fWsQ=s^69Xy-;Qvk0jjoQ6N*TB{~eaG6weq*mA
zj+Mjs#>Y{T;IgR;yC4Bx))NgvFWuDkRvr~4dS@}>{Zi`ZXu*ymFseANLNhF9bbvDU
zu8UBT?srzZKzy-*#b>lpN||g7R|aJ{xpLb>inbDT<$kQHw-K<(C4G%M%=3<T+f0_v
z%{d=*R3223AC!@b^0`+-IMu07LqS}Fg>D5YxMw)$1HET`shNV2_=>e0i;OABH7!``
zr;UBdRh73caY9GN)ceQ1L|H)F{8c1OV*{L;4#kLs*Sv=tc8p<{c6-zkMxdM=H>F%R
zVN~zr_7w*YCgKL;(wZ`s8WlA~L24B4b>!4+g#kIp^fh>^2juWORBWDOA2Dz{U{k+y
z&aaoXswu}jis6egW1#I?QR-#K?~pQkR1E;_$oHzP12f@rquPba&Niyk*w#~Tc*Dwn
zFWA+Q_Ly*q^Txl#y#AuFw!C~VZsMkoQJNwnjq*=j)Glq&tt@n-)uwg2UyOAfI&ikv
za$tW89E$W`5BSkMLpZR!)0S4_e5gK9J?q9*+Wn)qf*j7rk}J?Ou_uJIBW$D_>%RT@
zuVVuWlUI{H7~>sC-b-HRr7f<GME2G)#T4wkfWvipw}?CosVm7cFPXUHGUS@%uXP*C
zTjnm#Cf$<2;EL(AkBGXZh*<6&Zer*|b*)|^Fq4C3^u3&w_wr{YbEVx`ZVav@&+!VU
zB#i*X$Qj$eTJ|e{5cprjNMpN=V4U_p<5YDohnCks&!)_d2;gS1sf4Fh-sV-XH0P{z
zXOatezWTXWJp&K%sARTeQtrHZt#w+Tgzu~*Z#D-2cU8!&69vLC-Uvb46~$8vQlCqs
z%B`2whOh85Q6zD=;gNa6@lP(K<%>i+dR4YD%zt>BReO&046wAP5Rl2})yuQg;Ay5r
zWiwzh<p*`|P6TB6ZGq{UVTdbjP|5h@R8G&69^J?L%T!cq%Vf)6Xpj*eGCgP#LhrTm
zJ!&+<0kN{js6D9|h51=em}+co99^_y%q27Bk_qT@NwMPxdWO$aifV6<kih!XziJA<
zKk}l?ZPT8l1fr5d6k*U))H32rh_|bBBdsY3GY8`*)|k-9l4CzA@+se;l;||BiByli
zlYGn3B>w>G(@dYf0#NY)GB%zmn~csp)xgF+QC$y*d?9(R%jfMe+K%LP71Kiw>bn@m
zn|DmJ;g1d7c%t+v%G$@v%6kub>h;Zj$~YIpdR5eRws0v~t{ndWtUiLNc!$I`x+at~
z9T|f0i;0)1K9%Qe(@)nD0C~q+>zw0<(Q0Qlo8^wh#*L<wjP8jToB_ChjZJ5Hdu2D9
zr`=5k-n$M~sR;&rsEZ)(ul_XlxeUTByH}xLb6gI!MJuLME7hj`#&(t;5odV3jbg?d
z=$D3-M>zZ{=k|Yud`OKZn|QW2L~@M#Yl90K3`K+V{{R|ftL2b+^E;8jAB}a>#@k7&
zo$$>Rmn}%0MyKGtUrvb09Af4p(c$a(<AYq`PaqYMHcC$>MJxLBtt~&r8s3bE67S8A
z{&`F|u980%Xd1W>>za4jrD6WCbo$or6f13^PKF-8!1Xw$b8fg|43F7{Kc63!L?c+w
zm`fv`LgSCf^{(dQ!8Ui%o1G6(jq}kDJXbe)qH0=fpXqkbw0Fi=^8Wzq*F8)Oma#ai
zU}{s<84n05(#n|wykuuS;-Zc@W%<j;DyJnJ;GgSO5q#+wX9&G;GfoTVjI!n=?mPbg
zg>lL<j_BpPj*=@skV($?4s(v9G}6*aGbDawOVyO;{{YofvYUn4j08io^dF5zU{xR}
zXpgRP8~iF!QIaC^;gJ6Awt5O<M=G&U4;_2{l_QxOax_9uM~u|5pa=vL0!YDE9sMcn
zS2IOO%ms?djs_1XdYTbg6!~wGf4X~AvTTSLrH5?9<hS@!zRt1vOuxPJPTVhAsIF&Z
zUp4e-vuO>~%jLxvnIw!5Ho|%I&rH{=XdV-?@Sd9<y|2x_;x)`s78qmO0+YeM8ne+f
znRUHwLaJbZc<0c1*A3%87+m<1QIVcawyNK`hoDi~ySXDtd6~}N3fzmuz9PHv2BP;j
zTlVxsQ@~!>6^m`d6BWSoG5)S>V;@shBlFeEpxncg+zN7BM<cUbCtihXilm&FC^(|e
znk};OM<h;u=~0!((Dkbj&m*Cc%FeDamHWdU-M<Q>8nb@(DR+7!9N<y9Jd-LsOnNeO
zAB90YsL~TfF6J^SslY17820C%%8<k7Io<<A4(0?F10VSCAB|8`J<%B3aEg16m<pUu
z9}!0*M1!hIc>L+z^cN$J#fu4VEM{w+Huh_9q_Oh;WaIsxPpx#ee-JL3&8_v_GA%|7
zVdq8U{yhibisl~aWhk;n!8$aGau3p^0Wtf%tTUX0)BXk1^sS>_Q7$#-4bGTpJ`?c>
z^K^|%`#R}|%@#_pJYXw)%zl-hsrXx7(uUTz7fMEV!aj9T{pB4$5m<A?o0lql)6U`Y
zx3&-e09v#xHO+5CWm|i*GBL|RI^+}i<kv#23H(L-NKfJ@MKnhdWF+i)^9I5{6Y~C*
zF>@LP<8y*rc)?-qo<Az;M~XZ@tuVLoCX#LE#thMnjQe^I&Y1oQg8n(KJUgq!DlaA(
zPT-@{cdxc6mKriwiwB2NSBp7MB_MpOJa6}cy6`jXdebJh+NI@)j2s7xhR>@G)uDN(
z>RL;M)a)gLJnsv+58>DKs&Ivww{9CiF2D`g`mZ0(xur%>+`*|u>Q#vxrsC1uAV2Ed
z;j{eB1VE=dp4w1zwT4um^XpeadFRcQNktu0Xa4}zQ0$WAff-hXe}-N_{Aw%;cifE;
zrkNIXNkbpuU`hJdOW?l@Nv`Yf2F%;Qz_JFxAp6uh2ZyE9FXMvN-J_An8=UR{9^=xz
z55!unpMdl)?9C`EUr0ZHApRe%ZALcKmp;TkJn?)QHj;D=8Ob4b&pdy^2W*P*c_uTG
zSg{><de!TTnQ!h|SmXtp3`B>LPxGj*Q)xt=-J&GqvwsyTwL2FC)~|BAqa;zZb1NAJ
zN+WVUqMR<-lq;gT@EG(zN*>QGi+Kc}PQO7>Fld_&q!H>XBTsa)qBc3Vl*D_fIM4Xg
zr)dw#HMo58T?QBrpyTwaOu%#_ntW1E8W%+@2PB?F76lewwg+Q<n&BUgW1NnjnLpB$
z&-NzE31F1-oNiCR8mPB0I+HqMo*8|8Dp=9M-weV)Mp<0sW79Mc<NU?wC1sE13viu&
zLzXz{xOE?;OAN6~k|j<~cDe8A{qNSZcfdK6Ndxv|<R8QT0IyC@KH<E=7Um^9kTBqX
zN_QdCzNN;EA90ihjdR!L#(i<m=Tg~S>KbNdu)dZhPnaPdY=4o+AB|I6fM54-v@b~J
z=m*xPHwz@nCykMRzFY5pIKUr;T9aKx?<1-I0EF%D;|bzDE<2cj3e!S>hyMV1xj6Px
zC|?hFb6h5E2Uhzm%tl~i!DG-WADH9Un&!sbs|Hq4l3R8;^ar8*s=TnElZ7iF8-ZVu
zvVHl_=~}9{+<e#E+10!?ujvJa&5^i`Iccqad=K`3$W!b^WW#e5*ht+&4!Ju?KA1db
z=qp!F@jr+(ZID59E}$Rs!sRoA`SV(-uXtBm4Hmnmy`|w8G9wS2zPQ2<z}4CkMRG=4
z9LxN_xyE?;l#CPk{{Tv}W2ZEi0vJr2w{6(T$I}PBX=;8HTT3O>G_6_-yCUN-x#uUM
ztA7#v1$W*U(Cxf8rpv49=^LzSUNBBrw_FdW{{UW-q13{qIVEV8bju4r1L*Cm>S_(s
zFYaSeoxFNimH3BW)HVH5TeoktBk&<pmQn00PhRnj=C!Cj>qw0lQW7!qqN(EqagHmU
zDy$w^qXZsHN6t^N?fDu~Nk+(uaOK>m3~-}>lgSL7Fzb;~%ln<i;t=5Q8BRynHFU$3
zVx=cOjyih-+|_XbiHQ#-vz|n9au2?HRxKS7YjUbvM&oocf=J<Csrm|zM3xYDsTk;S
zkbfGtDA=3sAo+R;A~?zS^{C@XWY3Wz%%Qfbw^Q^LHZ;Fdmf+YV?azLqrI8*9hRH;M
zaB_zrRhyVmXA#^)&@!)nnflZZX51Kx$iAz_Xt7sAmgGutBx=jw1DcjT2{!ZX{{W_J
zf2CC*t8HLLJ!y^0U~qd;aal6tj#&Qw4WxCFEQ9_PY9Q?ZFwGR{-5h}5<5}WMh#(Sd
zZ!GXP41#IPG!CP9WpmY(_xjUP6OGG);bU(vbHK;=Tx5TZS`xCLESrG-IQawe=BOu{
zs(iT;bnYB<G@fiI$1Nqh_c+`S^2JrzlY(ZNNUo=Bs?F#RKc_VtM6H&6r1l{4KM}zE
zYO1WHdDBKFPSQu$^QmK;f*48<`x5-DKAyE{vK$)N*s#~Nofm6bY7#VO_$F=2f8bTp
z$KxF{T2l_Wq#<m7tVPOxW1rTzsGK~Ql^!S08;&wQzx`_MycOYg)b$Z8kgSkL_l__I
zeSPa#PhHF^J3Bqi&k6W0&F&jh{p>n&pD|Ki3J=G%Q}~PGJwokcg3i|FJtiT`tY>Tb
z6Oq%>ta#tW>uqdw9Tk9vHQOYra?E{&ae8ly^?g4Oy2pP4;B9g9fIT}3(X}Ucpww-)
zrXt*V<04Yn94_vkf#>q15$`0B8ysMDABS4)qrUJriBzrpGHJJGtM3bw?)bs_VyWMJ
zKGY(KX3}q=)GdxmD-EoDmy^1t*EHlwXmUm}#O+||-56w#@TN2<GQ)fz4hsCsR_@Y!
z8Cu^^wVKvc>XR;iUNKB(7|LL7?%aYskN*H#vv3Q^B7~^&Df1&)6Z`S?AC(CVZ5a^G
zcYkr}+eVpC2Hf|~2j||KHM?#3qw|#djji}pwCq})^e9LaVI_%`yO20E!E2SwP9OSJ
z;Sq>pIY>YA&Qbk))Ki2*iQ;ISjvYB4m1g7I(LTiqHz5I(gY>6c#*@vlq!ICuO<juK
zX4+7s!1Nve04lE0#AG4CjlsqU;8JL%Bto*u6P>NQusuagvm+ngrVps5eUeoKt{Hn`
zm`*zWv?jsX>|94>2g{H;{{VIA6scfcS|gsT(y4vt0Z%8jSe2)@+Z@Y)dm3s&<un~%
zcK-mDWFOr;(F6ID1V&)l#>W*>GZfMQq@nd4E2r@8ns0BsyLj5_<w(I%z^!8`UqhO!
z<xfpbuL*c=ZA(&)GZ73MB$3cpq4=v_kHeZ#(R7lg`IF~tkC1x(Y1cPaegW{)O29s$
zD)2MTeJjJYEmr3K_FJov`{ZozLz>bLTgb+hIYnQq`~pd*`%6jZN+r)O8wCApYfkZ&
zsbK0RWw?!aAgIngtDW8EFcGkqj!#CX2@`jhxT(%L9M-({>Nig7RClYccw=84R-tOP
z(>Ht-ADvXV@G8iSHj#XispKONe=6g)Ao*L9p1prcv2A;Ir^p)8=1ACobmV?jN@?z5
z={5W}Zz1}InW$-}ZRNC)sQx@;XX{i|!>`NF*P85f{{S7%6h*4qM{^cF`iznIRll+L
zPsE=!w4Y?TWA{P9C)X4xr?Ul7$4STLjtrvbjt{8mOfZr6lsNUSr&91Ht7hBnieAUt
zXAB3@x%pMC+{Zj`8-s$5F<H%bHjPBry2@<37ltZ*4MpVwcS{*x_L8p?yZ}HWusweY
zjK`jGR|kyrsP<`^#&4-!NJh|Nkz9Xt^{UMraxvVjjqg{ahkF9ck^SZ3lVjkjuy8vO
z%|nHaBRw=IwY#Xw5LeouC$2%Ou95Bw^TRKrbg3HJRfM?<AoUfWCCxdlxlBZ>ZRRY$
zKcy^kNH`!LtuK)i;Zd;1``lKJpQTGJ+CalD_{9-U_CYzMu4(9cRN9^7P}@LDwm#_1
zd%d()J^}F4TwJ;t_UGN3)9F+^C!pB)OG0f{_ymztaom4O@(&w$*6YPOi%Gbpv}B0m
z&ls($a_EtTIBU-L>Eu%JABZk|L99!6aXS*t@+mwh^c9_l5$A44a<xQUahFVwTvUla
z%Y>5|>}h*Mm62`_sbysy6z=-<sduhNV^oGlOsG$~oK%Z1A0vbQ%TrY}B2>$mEHW{l
zTDNDbY8rdy-sOj?lf`7Lq_$Wx)XL`>Y%=>+v71`l%2e;U*;{zsoCMS@)yG4Tn!MJ&
z9@pc<OtDOT4ha6Wzz0|8PteoUkU<539l@<tZs_Kg6(@K*GpWAtHSM&1ZKL_|_5f$~
zu4?Aqdq>+mOrM7pqh;c4QpA9h7g5>0D|#OmY5J0gwHr_yx$XJUXir^*%~~H4x;U;R
z>5NkvFx&&uyQ_~2==z*OZ942LH$YEH!oTpgtEQ4#BO-Pnaz#w3vq)kf^u3QSqLz}p
zv+4qhD4;@7OGN-BEhQ9yS}3A`3ieNjHcO;wqVnyGZH?-qsn4x>e}{DOscV+dIQ`IV
z@_)L#pU<b`UGB5uXrj1CWB&kDhXgHpxos7#SvxI`+#J1|bH9<-$?+cM+fyNxUJjVg
zHPG02yGGVi%edPcw`Q*tyS|40^UREGLMgGkt8Pai4|<yTx^Sszp5-S+#_#Yww@~n=
zm#L=vVwpab#%lin4<?Kg8svKl=XB2%>N;$rWULf=oY!@v{7H^tBfda=#cfX&3X0qM
zomQVOy407R=bYW>m$qzF#&A8WHdSowWFo!wB+#|kvaK0r?a<a9sqp?AfX{7=dS;aH
zbSmn-)^kdQ3F#%u&lzh-_Thf@Ri4?R`@K)4cN&+2Z!DR%BUd>!jm@b(ViWjR6-)(a
zEj34<TP%{*YGNst1D5%{s!?>HeAxum)>S`wdewKaR$|BSt``=*BZgG#Q+7;P&f*;7
z6ymDiF+9~~ib#oUkOxYPPa%Jpe6<z`Vr3U;7tx7to26S4MC*b&R%%YCp~XMU-M~MM
zN!c7{HssO-V}vABYzq9i%_AuT3sQNdN`s8kTI_3jbrqQtg$uNBO)Z{}aj9I0ZIHPi
zd9l*8wCyfUTIp@A<1EDd&FNl`Zw-fpG=ma^dy+n8Bb?W%g2D59)7a*g4h}{Rm8aSG
zUcs(zF!wm%9<|46ej&QN)IQO<gQI0R=~gwJR%^?bFP={TdR9M_F~1`xwQY;WDE{t|
z$BCy>_Kub<uBj_AmVe$m9Fl55ExY{e+ax_PS+2W&W*>z@H<OmmE6A6=`LC(Qt5k#c
zjgYgU^BKc|(zP`26Y3ga4;9RbkKreST*}<K9vcJRtR?Etgpoc`)rC|l&JT08mSZ^e
z(Dgkt;!<43BGqkHML)*1rutuod`B5;IhH9~s*Wqj6;?o22il|7oGz|y=2IDDEBt8H
z-AgdGl1F_!%9ON{vD@n(4{u>YVB0Kz?0Q!rccWa|5}sQo4{==<k?{jm)9{TTxIx!{
zTI#L*U*Y|A1Xs|kG9EHlAIiF|LbB*<Iv9LH+va&AGsH|~H+D3|jx+~uM25Xm{{X=j
zSEy&xXN|MZTH|#e3*Oi}87<kp7z*aAm$j@9HxZN1dT!@4B5XsD8JoE3DkN7!yf;0=
zRl{p6OiKbA(xEvcbfb^fxTj8VdY(l}RVisSKtN8pQ%+FwVVrJJQW*T#&VE7I&|>Ex
z5C?jOWzAwOs`7tu3RQOmwsO9-k~7QlfEWt9qv-cq#nQnFox6ZzT2iL!OO+ioT$|A7
zJT2kp)}|830$Z<EKgC@yiTp(tk*AF(OCd72W?sY6t7}@sejKn}I@fQS7YA?f*PTr?
zv&_UuT(Qd%Yt^kNVPVM)&WiOZ*+M@tvr8*G5_e~kPg70aj8sNSH*?aB<s1fF&`fT}
z0|eKRIk~&DpOOuGgWgBlVZylTPkJL@oW|t|7{R8jO&Hvb&wSD}n*kCgPqjgmpyEhm
z@|WgMnDk}s_*Ae+P<f0)w_tjTtq=ftiy#Nk)Qsvtd1J<VuX;?*O8OTBu>jIb^0#0I
z^rTpFJi<oP&H$=FyqI#q!0HcLm1G&@lpTSm7W<LP<M6W75>II%n%-$4Bal%407~h!
z-ydobN95`j>3eV8k0%w%Eaq0)S13A>%}k{q<c+WgeB=KBuU!=JRbl3I)5lh&zNd0O
z;S=#H5~u99C$n*bS(=A}FX4}Mq^olf=t1WnTID7{z#=FZ>f3qz$2Fs;>$;|p>b93|
zQ~Qp0DX#e9=~Y&!tadC`9})ajXWXqlwAR17ng)%Bb{N6-H5q>-?N6DT?`|2c$`2e^
zUZ>ghn*?3l85KdN$>Dt;Qv!V^@l}sIcVqOTSSnR@rp)SKV<mc0xy0;PPYOh*y7u}}
zBzO!Q30(7@j1R7BV)w(^mX^;Wz+?yblz&c@j)?oobs|h>U|vV`t}2*Huy#n{l`62&
zqPoE27?gr|+TC&9y(7UM4u)7pv#c?O!rSKsyW`TJ@Na}({#Dd9LaAdA^BJ449l!e3
zKaBiRb!%s`)0rUCZAKLb9%tcO(xJ<%Go0LQ+{y8uj9*)v!)<|K3EGf@kH)y5k+xn!
zRr>={`2ew*gD;_9@TZw1WF^%kh<!8uHO*G9JF*;KVw$A!t4NN)TY^V_tws*)?;Sb;
zQv$L!5<-eUh54x*=N@Eye|c*YUS^0&42A@L98lLX;Hf!I`Rhp0iCb(>O(IBSA13Xm
zCq3vIv)q(R3$$W9#>1&SDrsby$CrheXC(Lh>XVT2IoK4r&KIDm5Hw?Q9%vM!ZHp?%
zjr)ljCOuX9esuFOhdbiKo{~g=rB?I67?A;`gajUBa)n|1EzKfreao<1G;!`OCEPyd
z<DbXYrb%E#GCopA?T(*^aa5#{N`{^dr~C1o6G;<EAlzhGSEk81<LZB<G)E=%FNjAi
zAXXi4ypPD!VM#3}`$eSkTgazyXqz1UJ5_X*K^ZL%a2w`d!lhe-E<+%A!TaN%{<sxU
zoTBt(u6Vr}(O7uzSA}-!5J#w6f%CEXUH<^yJ?hDi!Tuv+Bi*LlKPTk_pFq72)RA1$
zl%EL`0ITcQ=nq<s;w7I5P;4DrZ-1!fx}%Ab_>rQo{K)8a4+iS?@+aBeEkZnGly99!
z*Qe`Lw7n+dQq&^0NFUAfHp+~@GGn%T)3gWHp}vkCF7DuCq-2LdpH(~>^*Lv>@J^Qc
zmDBl}q~j{CdEL`_{{RZ<N)lYj3Gzu@5NbDee-AWKYi7#&wClLJTx?VPjySI@)h?mD
zxk;mvb-5!mNJo73=DKNgh4Fqa?e*l6@$zN!8w-=p&<{VRE1$mb_O+su=U6)_{{WVe
z{K|f+DNdW@(94nEnVByJ@7;*fLZg;nm50>#sNA|@D|t&Vc;*<XgT@zZWESo*)9^e~
z@JvNyM3DF6pVyzty!k<`#-(k_COD&Pv`=p*_mt!x@TDyzX_nbK=YkG!YS<oFC1e1F
zI7tTO`e65}{{Uv#!e>W~v5;e6aDDwLShY0D-c(Gi+lop3#uUL6@kGT*2*7Z?4QOwd
z?9Jv!6!9NGH~xKUq+k}zQyBLB*yS0?{#347Y^<Y_Ny86ndBFLB#t#^)Qgp=d=heqU
z_|yggDccO2hoPnyzTykHSnZPxp8ZWol0fn+M#d%|#s2`-sFb~}z+)J2rv+Q)T7=}g
z5HNe=r3G0vp`k33zYdE!<Q8mv*!uRRg^@C_PSG=USw8MPGv2C3UNy=Rr1sArjY`)l
z%ZZ{5>P9kXL|dU`%FvMBQ$)wCu%6#anI|E3?-Q2iXyA{i?^NLn5Z?shSoK!qA8dE2
zCV0Ti_TF5d--zcwhe1yECBZ!l!e~$h8A8X9<L@8$dSgBFPfKi#g+rX+f%7XK+#F)4
z$LC068@|&Vi^{hwqdhWuSE2YT!RJ%B^Ji_AG4k%ra6sxg=qlrO%xCVqMAGm#gza?r
z&bz3xt-NY?Zd?Te82n9Sc%R1b>N?6uG~cvow&0|27TbgBM}MVX@!yQC?ru{`w2hxj
zfaTUA0FdJuByt6L_G6T+s>H5KF6R0EnIAXjU9xU5y9C<Y>5|XEz91R1xtmMA&mfEz
zK8l&fKN_ch;O%!!k!OrWe*%2|WKV`3fS+HcYX$A&l?j~zPzlNFpZAA9om<m2oo7gu
zB(lGdq+BF7C(V!W2P!_b4y0eiZ5cvHspbJHi-l;U0JhnIN6Gi^Q!g1g44CCu?c9G1
z=kczY{AZ_XrQq>4ilj4O+(a^e@4vl)=qV3_^qopMCh*?2qCDrynB+IGQ}Z9hQgq_=
zh&W$kl=9X|%OgBQaq=!R>;`Z@I*s7-8x0ce1D1$jkErfzPWwpJ^ia!pr^)4!xul2p
zh(Yd0Kz~}Ik|B@x4y33&9>>22ztXdnIdvhaBC`ou{HR<?i<J>e!+u=_N3s-R5KC((
zMF8$o>(6S@lo?kJfyqBH#z{V>KR4x36e^Cf$ghF7WQ)7ML7qis;59ylCTT*bc+z<K
z0-nCL34#WX<YJCb-8F0M%LDnFUJ`m3*p(krIUh=VuIAlVSR=SVenS`mzPxk!)VP;^
z#R(yvBnn9}gV9bwH4*{n2RW;-1Gu%l$2}D#9R3HOqEe&-JQx7|@zDF{y(<*oLa-$m
z6(=K*M^R5(rs*gSfaC+z(wkp6{_0;bPe6Dy*yNho<=qmt^(mHI<J=!#dRn2RiJ*}L
zrb~I62K5K6Ocq&R6GXBm4qZ4oJu-f^oEIRkI32T*T_%B|Ppe54q-I4|ka?R!e5?Gq
z{&jJSp2SYb*YKW!E#1;s!oq2!!x5aS4|?ysRpKij1?Yd+`gEARk#QudGFLTf{`X1v
zZ{fs(7-IW$h(Zm&K0n%F&3MM6sod(9vRsK{k=XQg1dm~!YgD;W#;G?^xe~Ucb8{NQ
zBP6!*<b^}RXV~>M7<83FA;1~=SabOvl}Gm|#U+X2anAV8dH3|E86;%d3|A@Cj*XwM
zS~;$7?3Y69tL7?#yTJK*`Nn^z;ZxXL-|0twoqIL0ErO`zq4quh07}k+;bH}2c8R*|
zlxH9Ao}l~Hhq&^H5=P68cSduJ`nvLe8cIzH(pnv4UOk@T1h?0;_->)j1H_=H_wvtE
z_=<dbABDB%^K@-NtZuSMh;=925(1B*HOXWXxen&X%2eQ=%lgx2h9(=NP#A4hWy1ce
z#&PRfsWeWPHSfGJuIWMMFbk+~N1bfPufG{JksOgLvXW8p$`P@%^zT}lcZl`vG=T-{
zO&L2CCpjR0vd8ZIL9KN0FNbxdNIXNNi+0Zws-Mib`P=c$7EGlZoYDD6QWWI<+;RDI
z{b~;>cb$yNjn2X{2_C-H)W3qExP(pN{a!iY<R!evd2etAc8_+&bJw<a+G7~+?4^!0
z`9z6{BhP#{Bl4q?;!*6%Mji{idoj-Vzrv#{ET@wl$_~Wgfcn+Mlu9!b3<4B$ll1lc
zsa`adhGRgao>X-FzHiQ=Pz5HpGxkIq<adFG@VMjirZ|(8mH{SuI`hR|ky)bv6_pPq
zWEnq!9Dz{zLfyY~(nGtiB(LT<sN^(K>QrlZ+=YS4oM#Q%nDNdWdApmiJ!<{aG@(tz
z3gj+4*Z>7bzCW#A(5;O3U0I<~xbIL;=TPi|RTN{)%KAo?J>}$4Mu4;Q_pff!EOhUO
zz8?P2)eLKN+1LTeVtZC^!`}`;qv>;M+KgoeNd?IHhf$A8;k<p~nfy_yx0Qiw3ELWH
zrZ~^zT?ttjMX5WpE5!aQx$y?6EY~?P7X92|vKFypkS8!sRf+qjp{jBgQUr=|>5P7~
zlNcIoz^tj*KU&69v$4?{dKc%II}<g&5BKB$019$5u=yoPmyeP7Z~nDXidm!2&7Au4
z{{ZTzw6Q)6k?lX;S~-|Ft&84zNAjKUli9vy{OV6NnFBh42S!eFRFS45_j38s{{V6M
z{{Zz<gWHA3^B|Yk_<ugNYIY&hMbv%GxDavc)P6J+4T9sZL(}!Dtn$nE<4KeszY)WI
zPAX{T&J`sG0|Y<He>$~M8OoiFjXz!0w5)xW?TQcJmy!9`M!q)FH8|t9*Yv@T@+b@|
zh!+Dp8Cowx&>zHbe;RP(fsTF0{{X7AQ|x6bD|Wu)vXjC(Hl~JM15**P<iyA2KiBlG
zb5QX9v8DoUY}w*oJjh1jS?az_i6y(dQ+3@NZ9kt%=(OJ&>sAUPnU?Y%;!l<T06wOx
zoeP$0%;wOp2plo&ct41z6-I10$j55z<kb8p;%8W|ZH<N3_t`ca{a3H!Q0g85x{439
z=~vL+!HyBw7W^Bh>r0m4q`K(NFri<SPJiC!m}3Z~zGPy4@ab1BZSJfj+kI&?4eIHD
zevB!oe9Vl3I~?SGoc?t-SFx`%O5|3SGTzRyzn0;M`NwMY-vxM5HJx>Puom6~z}!CZ
z^{j6OcrfY{$0UejQZmlGe81ybemwC*Es4?eTpL)1*`!0)&}Z|gRNpp-JCms{XYlm(
zF#aWY*y_`p3rPsEP7dDYywXT_p=5Az*!8PugddU0kM77a5A>$UB4s963OD!Dr}$LK
z9g$@>o?&m~x`4i<R4S@QaaTgf+^a0eIu8E;jYjDaCva%n(;QY@rne#z$r!@79)_Fe
zBeoqdeMKulAi+``Q42tlH`-$?HsA&0npd$&BGfaoWJclF(WvtjzDQ_~sOeei31U-$
z+cjY)kwzQl9)wjX+?hjC>a%U_AoU$-%W$B8tU>f@qvph0A&hP9(x#2rV9Kj1`i`|~
zOovGp%!HmsGv1yCS8ohQtyMC_q?lwe{{XWmB9t>^Jcw{d44o@Ze#TClTNh!TNDla=
zXxQ<=u7gkUuBBiEa)p*YfO~&h<`zX|-ML@bb*1wWj(J~Z;;uCsF`XqX;&F6R(Od`8
z2}w&uAqhnkPytCxMFJ9*l8QiYXcC)9ZY}`%+<9t!2UGn&DjgbEE>3c4)vdb2V-#oa
zV<+lq3@1ERl`$N#RO8V47-he@jrS@Qbj}VjLf*K-=BH#m7*uTno|VmeoRh;;r2W#=
zcZfg)jQiBSVz~Jm2C}4yl>D?t(nZgDTWk=;RHpsoqP4!dv|wVLw+`aEy(i)w^^sWT
zK4Ol!uRC2psQJ3pnC>H#Wx1{C;-^n@zMf$jt4mYdwEqAaX!@#zoGLNvnx6N=+Fqp*
zcnWjfdChog$WgM6N8?($cZqd71_mjaRCdo5=}^bT^|8|lQ*ZZjv-}RTSMU=l-4YTz
zV!12L0`}HJlqE%WnpebNKwIPoJ;ij<Ug)~aUn@pSbsg)s_cfQiujYqRnt#M!apAJY
z<;uG7J!&R`HXICnE7`RV1lrvxXfe-f<27Fd-CBZURs%git~!})Wvw=GRlq`j4yOe*
zs}{t4DT=Z~+P3G@t}T97jOW&>%YZOfCcN6XYSi7DJgV3!$5gCPH#>e_^yD&3>l|RS
zw*sU#O)Q&YLd<<TS7+hv4jnolwOxQ*jDTyW34wKFoVFs2YG2;i+|lE<@WzCaum<7A
zSe~`UYkK6j*DTq{CXW;A&vS5Lk0A#Y&!nM=W<1w!I};j9k_NKJD85C|oHsk0siiR~
z#tlWhedg^#u`ReBE5g;b*`mZkYf<kDpO}n_g_TI;Vy&gX1D-`BjU2rNBPr5^{u4do
zG8``|JJW!`+Pn_+V8qHkUX>eU3>BtvRl<<8#0{uO_Z2)hG9vBH?E2JRP{#+8Ol+XR
z&S{*E5{Y-uiM~=cx2-)@qWOW{=~NL<Q`V$cDf485O*XYb8uEkC*|gU$w89!ImtXct
z;=0{G;uA6~dX>65pW+qgk=&Q&Kp0cds}e`c^{%Q|>Xh_nqenNZOXJw}LkEX-^~@41
zQa5bkuys!Z&Y5Tjn;*4tk<Bzx?v2?;s5Q`OzAw~lhz3tF2T;}NQ^rxOtuxl8kHTV?
zEkiQrN}AdBG;Dx+j<rHTCjEe5cg1=ww~F+gO?<n^Rap0_{{Z0>)3qWcvy=qtK<`BI
z`c*yXGaC6d3X7V9Jo3j(xWAQShBLFf<E3}8{hPx&SW9IOdh5nH+I?#6^^f))h>G4I
zSdQK6g1W!Fg6-sGELdZa(zlHThKDpyKE4&<>07Cje{ntC<H+t>RzEgs5TP;%!+MID
znS&N@ywryXKiVR^3i6bu+eeJsS~NgT%;1J5nyQ^o%GB`|Ic~nxjJtVZky)kOr7pr2
zWE;0;nqQ2#r9}?eCjffW-<%g;m)e6xQp8e5rwpcy%fTmsM$PT=@I5KumFhAmDpQNx
zP3Y&4R+smZ9jZeprZX&qXdj&*MnRa)C@0zJa>BHHDlv_^8XiVb<$wwP^3)442vn{~
z?@s|oDA;cF5Yc8SiY^uMPh(OEl?GUR#;Fp^_t!b@De;W_+q!fOO2%#l#fd`iBr!aJ
zN}hGE@1vFCa&k7BujXw#oE1GqNgctHF5of>xK43?;GrszcZtzyo;1|0krL?^;v#YL
z^{&@R(d~RuG<Sbw7V5ma9tJ(@i}0_9t~I?*H&w(D^4S&Dc)P>`%FXnhAmSwAd6)Q&
zd$g+0+56{gvGR;9J<Gl)x}Q+CeIr5IEN%F92mNb$X1vDpPQA38{jL{O9Feq@{OK%p
zO+vzUmez7RkjH~vHJ^<lxL+?)wGHayrA%dqs<~wB!j&pDmGAEynv)|Eq=X$XG7T|;
z%=pFt?zP;>q-Z+ad#t8d<ZhrE#lG;Kp<;~D0W?Fp^{#5!Y?r-F-5FHD&OZsynD_qe
zKyT+zy0SjVn5SY0$g5MMz(P6{Z&EO5<p<647U^6Qr8w@6Tgp44xJ8TQc)oMa^fcFP
zg!x21dm6Ap#Jm!&e=3CA<K}hb_Xe|Cl%$@dAtMX(saHMe8a74T7%=n|BP${nBsZ}X
z)IjoN<}vR<Y4s~M;4<Qz;vyBJW4pMkQXwQW0LVI(s7y&C5{<Na8f7UV5?M<OoxpZA
zAd)#74mOd~6vB?3xb>*nf#R6AEQ2eZs>>n{%~B&mRI0N={Rtm*)kx9SBO)*xY3n-$
zD$AVprLZ(wl1Gh5+8+RX@%5{gQOPQ*LdDA;xZOeiwNBbC?Hq7M&m@@n2YU7o1o%=d
z63FYC*hu1xZi+H7gImIkp08sHnnbmsX*PZe&>vdWLj9%x0M*CeC$)LkiZxmFtJ8Ze
z%FNOdaHk;$WyL?nek{512CU{ecH06(ap#OzGa2%MXN}TB+;se_dDT!{t8+NPzj&9)
z@-WEqM=|J7?KQop_{&?-$CWgxdk!(>PxpuQHG-4vQtgQw{h#YjMvg@cSO(5Yo|S}a
z&MeVQ$8)kxTf&<7WYld%joIq|0Cea13a@qGn}v*A>36W*!P#BG{Frt8E0=i0h)XZZ
zI(HOVU0>MC=GfiI2wt4zS5zy;YSS8&UgWoSmo`@(UZHI)9q{XreuuB?Op6W+hXOVA
z8B_R=>s=k6j$~+xYZ`i8M0hT|XY1Cj9V^2gAW{GhLGixYb=kGKZgzIhrr+zD9STxc
zgA}5=9CIp7lEHu<^3pOtpGr1v!u*cC0B)o49czB;!g{@vGps`9H6MB-^8xQzGO<Ij
zt1I`&+G`2n=N-wrDzY$;#|(`T=u%FftvD=5>a#(!AH@@Ot0yP`Cwnmb{{Y6Dx61id
zjB*~MsH}NxSF|eOmvFabnHcmV=KQIJV*9S9Cmy|O$B+V&@q+&V-;KI`MI#3YIZ1%%
zjyWHND_Fi{%C8He?p6-I)dOx$U3&KDYS2VtTXV!g;ZHfK=84y9%Bw7R>XbB6m5MSf
zThPK=r#txP+NZW@UO+i2dMRA-O18;xz()A=R<4u5z8jas8k|wagUjFZ5<26s{3_{F
z=3yylYIrlj*PbQ3^JE6z#fek5g4pgeU1yGbOKG8L1H$?)3k2IVig~LZGS}_A52MGV
z=#rvdImE}QL5%(t;#W5lTu$>d6C)h4&o$QhV6XQOmC1a_q;h=OASbC~kZO56!270*
zNQ119oN@IWRTsICVmT9!af6C_vN6OmnA@##N^P>7OKEh{GWk-gWB43nzvODqoSE7|
ziOJ`88UCN8X6|Jp&xAPs`fzDP&7F`;2t4_3{&}h9A=B(>95R0FsRKN#59D}1g+gt_
zZl)J_?mIMOqkdg~Dz2^MsoxtzCvrI-m;V4>r;c_=`B5n&j2@p+TE<o-CmoK1Pw}3+
zrl_}-qtu{LwPBesSMV4o@y%bKQ1Ew&JhZv9Z7TOWNmI13J@+4#e-T`wJWi^?zHUiY
z9Z%D>EQqp3!Ivrr0FA(ZELOhRkJ@)STdxCZFd?|pF5|zp?Y!+L=-<WoS2Z+p*xYQ?
zE#<eA4DFc+$@U`#pJ{h}r%C5&_mbO?Fg|U|{{YsmlGn#iBtA~RrNwz}c=I9{1p1#}
z(zH$z)2L|9X*mV_!MCF41#|TresseUIT8@a!}!sF4fymG)r}9r`tQ%8Y7J{YUn#lV
zPhh==;%h$p!rI=G`^jy7*9gw(Ezit8y=gi<iE7&zPY;+kFp6cy27XicW2vg8SiZ>R
zWC!K)=Eon8O15MkU=GASIpb>s^zZspjz{ju3`qJM`-;WVV^V0U78P&bM9~~=SBs%P
z)|gC@fwEZVjBqo?57Mo&?NbyE$syzB93R8AEwzf=N)ez|JOa@-%09mJoTA6=5?5kD
zVqDrix`^6mC<_or{{XJNr%Hmu;qQi8^5!yb<QR-G%Q@|V*m_k@3iy7@M$?YFs;F3^
zU);pQx6{_V_r@MApTwGko@0HUB|o`C_ejn;t?8#2>Sq}_BLiI4F13AD;^yh(cag~m
z=cl!2M;Vo*!>W{B-!Z}bJ?i0xc2ZgaBIAdTkSdshIdEftn4S>U6V;s&5<8h=&RcOk
zh^dvW-0mR6<M@H<e!Z##43UCa4n0RAk(o-4ITaTw#n)+4GFxTBFHd9j?@WZCZ<bST
z<DHUy(rTI)^8k#JPem0exNY84(Sx_!2AX2!FUVdtGEE-sy!o&mKTavoTr`dvIhH^^
zV;KMtdUWqpm&#=V-gb<Rs(*;otk@^*HsSgI09hMggYQ<PLxMCs*v=H@5<07Je-hk&
zKv4exycmlNxY`PLKSQ6=v({F2SfH3pgQRk<GJiUk%n*fLk8b|}#Cn2#y(-j*aIs=I
z+8csw=aLCB24N%|cgpoO&{%lWRJBhg_6vPZ07w~JGLD%FI0x!0oi_{-aT>}OsY8`t
zsOz7`rdEyih>q+p2>ks|Y<{(*WQ5yWok0Hpge%0dCf1Wky*+UIGJCT-e52?9s<*xg
z*6dfzvN7s5rB2KZj!&}v=Iza3&l*V&G2|`>&GUY|WAZgUmZhp`E^aj2`Jhs9hdY#y
zO#cA&s;>H!rk>?SlkD=mS5e7tGJw8Z=v4k=82oBM@}}~`8@8)A-TWKwn&{#2oEK4u
zd`Y84GB**;8s!joJ9?A&)Puts4z8^?hP8HrOcE{M4o`fM#=-g1v|ht-i`5*$TL~oG
ziz1m00AJ(x^dsqBli<$`yvz2B=0&rF?s+!t-TwgAtd9lwUiR}?M0nwKwv%kEuen?f
zbC1Urt>fPnMQ#_vnpVi+jAmCx<&UO4KN?Pz+08mrlh<Q6$G$LqQema(69_F}$iX3Z
z0n-`&Rp+h|r2X<qYU}|lLBaROzgp6|oZm8;Adhl<tFdv9eZIeqRanda0IGJ!c*xud
z_w*Gri!_Fc#d)HWCBrS$U~<Yi3-s+(L~u?)R%qPzJ%{7gu1Rl`xucQ-4--Z6A@%~A
z%Or}y);pf$gYyCXD=8y*v{jY|i4F$k>_??mXWgEs9qQW!Gi|q+#CiE8><7Pkl2~OB
z878$M7~o2yii;GTiefUh-g-<o7TdQtJt@g@;00hDcL%LFS}eRk;FJCC)WVM#8`O-R
z2VN?68`TyOpktVr!zZS3kI$_>MwBMmB1@0<v4$h)Dw{AQf#0vS7XEpYY#W?_TaI`f
z)3}sP3sn+jVY%|y1N*s%#yj$QP-GAfo;Hs?9y66c<M>rCw5){r@q&FvYMwlnR<)ex
z`-h+Z098_%E(O@6I~xv@hB*azZ@^T@@srGgGCGMk+xhePR%v7#gwPaW@`s4<57WIq
zHkN;uH%pZq1#yNSK~$z@>EBZGBDwj%+x_0WdgJeYwJn{+<)$UFy_OKCAO_x`d#`WC
zsF_qs5Eg`v3Q96F_2Q=UT17@^NsOEsSLOrQbgfhBPb=%O*V%aPSt1tt&YvCJOaN&j
z8E?lq1MmW_+W2=$@gA`hx*epDTXeW83aB{ghRG-C+PU2mN;;kDDitd2j1!g~fFAYg
zT8-_OfV3r85eB0={E_bap!IH_TDZvOT)fRKivB6p8%5Dy!`cU(J>sDA+5x%Md-UjW
zUOaCbaYmJq$;&IY)(6n%kJ7bb@g}ursLOi=%xu#!XO3n0TlKA|{8gcAD6n{sN%Ehm
znO8Xf0Cay3)aHkwwY;=B22jUq3<J&^f_|Cn_){7zji}->2>DyT;ClWQ*FS<SH7Hu=
z!&<sLe|X!<!GaHW<M~%ReWq$!L0`96ylBS@DtyS_g-xzBy2Q_t5R3tfV;|y7hChL*
zWDatw(cCZh4-Nh`aT+;zh~)Kb4F3S*zx{e_in1NsL2P8Q@^SR-P~uXPTa@F55ZE$3
zyLS#UDU!s|gXTsgQhxgL$KhAJvOy?S*BRR<A%7aL<bjD4OKjQxE<yhQ3WkePzNJqh
zCqKGzll(2#qLE~ef~1dX(3J}*d7)VlbdocIe;ThGOzr!bgAeXVFn*O5Ek30#7>?Za
z^r@y#v(2(8#DD;DwPJgHjuv=KSsBl*LM@KX(Xz7Vr6!B!1)C!h#vFRos^k7xN>}}s
zH33r}-&|+bqhP0@p-G}_TP{f+WG9c}O0<YxAkoZ{4(Q!#f-TH;{%}*}1A_gj>nu(I
zblQKsz3HiwD4gXKQBZo}NlQf_5|WmR07@xoDF`ZCX#C5R7~?rL6<*WOjq+oUyHh7+
za_Obcu4;)})}~47kD3Xo6pvcQ-A|#XjZa&b@{iV|cvSQ?Tu5`lr-?`u?slw2Ijuz4
zRG#$4QQTC@;GSvaQH2P`rW&11jPq}kkxU_@>BVRi$4Z5lCj?Wu=T^(w)fMBOK-~1J
zk=}#yw*XW|AbJX}@eoZTieB25hM<*Y7zY(%8=37`G*Xa9p{ylmkC19*y(0kgR~gP4
z#hcN`${HQ+mE-L~#Hvhu)E$Yg+QY{hZlf4U$VSJ0mE#fIBMkAMdXsiO>i}!Ejy=ct
zhoKB@Ij?(j+NaX=-AxNdP?P=I=I^`(=S!GWG4&P0*lV};GonE=<eXzUuUgY}=Cae0
zOX3WSxj#zw=+;%?%>{F3RY_Vd<|JMdk4Mv4isnq@<a1ob-l)+|@k*p7FuAWx9wE~8
zc)W#`0q8;Evvm&$+FnLlBDu#I?^?!Jhc3eUyk`qbL&q+aCY_|m2CF@`K4r!|tGd-Z
z89W7wDZuOna`#$&%uRzC!1k{b5rM7E%$3pQVsg3f9Z`nDK-uI0PFXguHFejqTzb?J
zLaZ>nSDz?2yGujJohiZgB3UwUI#k?k!0S;PeS;#ScV*(G#di{{)6}#jW%)s=l2s!F
z3eQKu$*DZSQ)77IdKTnVJv#eUVvHL-XjUhj)7DG_nhLxmMZqMWmZK`ndgN805>B*@
z2p@FuO*5XY4zVkO6jE<zI27ko(-aIZ-KKL&n~5s9QM4S2f0{nv<J97-v*2SDC7rbQ
zbBN*u=c&bMPL!(4-6EYQIcQq6wtJhDiV?Vz$;V3cQ+S#dn2|zAA$f0lrKV~2+Ag2x
z%s^~%eQTb+@d8~>C~@-iQHu9zC4{B#Jx^MlXN85E)YG@|tDD`ofXJN&D{xJtYX~-!
zSM;wnU5v!~nsSp5%#L?<+HqX8^F3OUx(Zps_-d=2rSF7P=1XP-p4H7=Xm?hw#zbRN
z*m#>zv&Q!_C_N2ymcA>py-=4Z5T3ae*K95&Z)SBmcwAc3MsTkiFDwm5gC{I71$r#n
zHk+xh?pbnu4PjsSR(MqTLn=KDa#zbFwS&3GUnQ#*%}w1L$v}AEuf0O*S&FX<SMIFt
zAZ?~H2d*l)2kztXuQqflL*hr3I#nsZc@_4N$LmcbgM~FadJat>h%dVu%VI9NkrYs!
z4(ekeLGreKl`~~WJerISbKZ*;8MHNiQS%OISS~U;)3c0{Gfffi%V!kI=Dy=scx>dH
zcBib0?YYL&Kn|==YG?t;1YlE1w`5k5(Gr$s8;fpH*w(*?v>T05@qc#93pZa{o5TJc
zeL_@r2g?VhI@e>ZYWCh5)5W!zQFP0WKZd=0CJ{zF^$K*|IP1G6*Zf0m;e99jCrR7q
zGU8cR_<e<WxAuhcZj4BFKP(S(Rp+@ka~5YM*yNIWnrMBwOa=qJb63Rs)``fW)?1du
zyYPW<2T}zq1d&W=YMGP*1Z0f$%_=^@&tFko9c~T{YKtnb11X8wSa$~%w`Jn(M#!vE
zx1Sj7-D?47*fX5x)}%t1+~0e(bkW7sr?WPOBBe99O>;)p5mN3Yjzj(B6$RIXt)|S{
zeZVKMCb<I`KRaNP(-k$Ip?zfKqn(rv#Mh$?!kt|z#>Yy;(yFaASiI4%?A)}`GY?QQ
zDv1mCh{3L&$Ht5k%e{y)lgT4BpwVbr;^r{1%6pDKN>akntF1Ofu!>s2oH<iC$zPOr
z6pWr=#z9fptERp1mBb2K)<uvG-OXTKTiifGNed_)$gWzr3b54Xl^T%fQe?|*Osf8r
zZ8*ljaouXi8+L<CY$(9ty{n1Er>UBsLcZ+$k+yT#)0!Z$oymjiQh6a%90p@SEfSxb
zB>w;jpsr=ms?co%V`R5DsbPWIK$yd^01s*sHfaIaK|L$eJPY8b)Gq%3wC=!5ct9k#
zdfJUXX<h6$QAcxA!5$8`({0yU)bNp_?)kgdHRHb?O|8ys?O4ZS8QQ2j*1yCr8>Pfw
z*!pSm?c(`Zj`*)DkUk5ZMRnDvqO4^f-b<UHqG;W-D*Xtlqm{xEvTk4QHzKKr{mDj7
z`OP!~)Di`G?eiTDD6_d;$#rPYVzoGSBjyVtkHFPYD-3P{hrI!kMgS6o_2!j{ak*(`
z-6#sh2lrd0So1?RFhCtzsjKWEN{JWOy)T*p+Z&b7P<m4{aJh8iVYV_3I=6afl9?Mu
z)*r+;HC+#uIbMIfwI|vzyb%7?N=*@IEsdQ!#X81}L{MCr;Qs)gQt}7TR^R+2`Yy79
zEoRHhnEwFFTx6fesIEC(F}SYQr|eRtpOAe8bi)%U?k;4vM_D(7?QT%dqhF&gIgQRo
z)7SK_e(y=tH0cPswQ#*bRm#;HX)Y~fGFwdWu>R{2T^)ywudPPg*jDBq<bj&qPL)rI
zY7KTU2|^2keuJ7}Pdx5*2XFC?wb`fqBK{ykLkmlc=Q!GbE|o`9@MZ0*X3A*p;vY6q
zfIpvliD4VoEQIa8hc;Kt1Lp-tK*FFY^Zx9#Sn1pvw{r~eIF5K4B0WYb)}3Q5{nU2R
z4aLY9tQ{FA%VN3h=1HLF*Ejddv3$}w+BS;yi-|PvhJG3QIzIhUalqZmlho(6T++17
zJHUP)I-TmqFJxbp8?I}}JXfk-Yg(&Mc0=yvaC!>prAw7v>@{`q85*tZ+Kv3PUG6fu
z$#Qd=&yw7q^-a6<HEjbS#80@MFys7qsOKq>xeQJQ3olCLsV;WetYofKo#v6pnoD3{
z6WWjgj9?117C^nFQ{TNr;xcdvR`fNR(9@daVrPh98}O$r@i{Frek0bJ&`6_pGAX`d
z`6U`JoBPykG?OkvEUOpp<yTMcHzJq}Z26HICI=yxpZ@?=R8f<hpQx$C?xShLue~8y
zx@3{pb8Wa>@^kZJ>q1;JxKT5%2i$(2g;EV1t%YKT)ErfnmDl8W)^zpge?GN$A;h>Q
z-6zh42X-BQI$W%ybVW|yGB_vk?^Fb+4%lRP^VMIaN*Km-BzQmHkD8?;Hx9*@wuy-2
z3<n>=N9ESFwC@#bx;aFK@9i+f!b5ZO1s>gnV*Q{1e5Ofzka+yXN#`dFM%F*TM<0>m
zw2ay(Rk_$diTpdSFPE<Ah6%{Qm<*DAOZELJvUnvYgioSs(Og7%G0V{L&~+#A0=Yn=
zYiA9S{`csAr8eK~7P5)#=a${U$T2w|r&`_>RGpZ#*=St3((m-kg@;kJXfvIx!*U-^
zoh#7%3E@~8-F1yfnC;;Om`J}U1Ewi_DWz)uCuo1Qq;qKj5+Ps|5;@Cy{xx^R{vy-0
zIi&E-uAnWg;!vg3^CKSFJY)Q8R|vOgf`Xd6=yP5&@pL{Rx|R*nC4?DUbdQXm?;peY
z*9g)4ys(rW0CCfv#=3n&!1}G6OEs%SeGW5}KQR1z{u!=zWO$|7a}z}4_+&z-^B>lx
ztQ>vSu&-uTRWK6j?{3`y&lviOjnK$*J-Bqo4<B!QcdMCVeMk3Or}%z!hA^-4?u`1O
zz&_rU$l=`4R4OQPe{(Q?!DRd2;ZQ!w4ke7leR0;V&kptgqB`;OC(1|o(_;@A3lyGV
z1MW-#{&gIssVfvr4jdRCEWO8Cjr_-ynTd8iOLeQWd46dut#0kqu6CLVN)QqfSo;<K
z01BHcmZhOj0FK;r&u_+^=gAuUjgjxto>nI~R@mN#p_1N6*C&zcDS8cSxhS}S$L|vi
ze~5bhYRXS><f<gXSk!SF@(0qXNg$Fa)5;1|edXY_A`CDn#5bVeihRLh(s^pZon8q6
z&PO2o)u)l!ce*9W?CNlH{OXXokp>tmFJMIp<jlaM7@QpNX{i#|a{M=J&$wJU+x#-{
zLH0E-oC9uUF}Oc}r~W)T)lWHyWtJ74dobXS%dg`|l5Z}s%E}RU7~~lT=qpZZE0E%7
z1`c;Z%G<tNugb^Qr(edmJUih(?Yrbvj4Bd2*|mrtPM=z*qv;Y~G7}j|U4RQ1#{U4r
zu&-L4TYras7c)6m)TaYt3}h4NJpleyq$+bg4rM7yR*yoLiuJpH3Fxb#X<<g8BzqXd
z01<=eeSPbLhfwgIs{}UMor78207spi0(+Km%YIdle}0;T%`>#0Ym+T6n0E#zzs=Lr
zk4mV>8A_GNAOKG|{0}4Wt*>KWX>@e=9tF6P0X~JP#eZvzEOUM1{^;lR#dDXC-dPg{
zrD-fBK40DsF-Ot6eiYbV;=*0_H*?#P+?bqzK=lKY`BzVC<LyCFA=UKjeL~nAD=IEP
z^$F8IQAO8MuXCA=@)k(s&fEoj=Vm<*QTbD3jU__NrAI2RpWgK+ujyS-(|jZ1980F%
zHlKXQCL;Sboc{n8@05SQYL2Dgy>CqY{4pi;8*r}yD#zO#6ZNTZxSF%j=cI~B4q1iE
zH}S|Y=N^Zehz5spiJAs(7)WxbxEUR4b0VarC02@HFk_K+H|fXcQUcAmZBhvwI0GKz
z_-Y+7-SsFm2uW*;UoD#%k`u;0ohdUe)@bGv3}CKs+ed1=BUL{p__A}f90&S?^3)eL
zg`~`}uH5k?O^p2)x8+$lG|E*I+@#9{jtr5Q4miNYF(RHh3){K*vNr>RjB{EsJh8X#
zohRc3XHZBUpErM{R4EaVE?&`zISdI?{Y^uGahGD41U4Und$7U!)P#JX_x0&lBw5e;
z$kt^e8B7z8py^PEVYn^i$Po8d=%9Z(l@hOUg63qv+)9CgyPOYiN?$tOO`tE9-2ojw
zzglFFOACVB_xXRqiKX-A-eOqz0}01L=|$RMp?&7Ll{U1Z=~!%EG-QvbrC-r>#TP$n
zcJd=mHnV)h`c_t-0BexkfV|{nXWNeEy^p}254W{|>zb$!@|JOMfxsQOZuP8S-mJoR
zX~A_gv`s$O!#Xs&_Nf}e%DILvglF5{yth^HW!|T%U0yA~cAqFwxMID4_8-!<ym8}(
z@fG`9+PIF^IS55z)DK+O6(cdjPXulW!n9*<2d+ES-<M-5R8&=qW>j6uK#AN1I2%Fy
zy3@e<Okiho465`a-FkktQDhlEXSfg8M=<H{&jOmVlslzaAU>*ck4H7lc^PIT+UqP5
zNpCJo28iJC{?7n@2D&Xj#=6~sKWHm{jJcJ|6qT3Vy8ac<33m<LPai<Z$@&F7KLJfy
z65&YYNFWf$I3C&O@DyLLwd!@tFM_;CadN-ecVuU9k6<5w`^Vhkt6%sdRf`R#&laN&
zGO4%;6@7gN=Unc@kdZP1g!Lmi1OEUX6)la;=AR%oSF>BGJBpUy5ywDOXZ00U?iTFG
zt_+aM7WNq+lXd`<9x>?D^>XXK%*wDkoSYUOnHfKru8toZJnQ9nlSxb1opRE`s>O5I
z4vF|;m3%+py=b)B9;mibFeRgD8)^)6JHBQ=?&MNvISyV_k19~KGAPMpI3J}$Bn6HP
zYW(tgH{xq!Q1IrprD91e{?QDBhqoM+9n52&%vMx##^+)YytgR-04W&y{It0O&1^u$
z*Y|NuasL23rQ<(N)ft5&KRi!v;PA+I0&74KBJX8aA#;)j;5`6tKPo(c1{PIAw|2+L
zRnKfUbL~*#H8VN<#RRU)gy>41b5OKUw(eRc{_ZN<TWw^Op=jIqOh+d^q;(Yk05Vf-
z$OLyW=PmM$<o!?0QOa7EVu6O@IEsQwbt<PIRF?1=&j4|Zo|yb9NYr_|5KNN)0M9lY
z16}8aJS#4%;!8qeXNeFrg>V9pILPnMQQnkdu0=|=YA<$p-6bs*C$=RNQAh%cD4;@7
zOG!usu8!WqXe{CdNZh-KBi5++b4xnch^#dHWoDEI$M**<`U76+dEq!_<}f~(uIwHX
z71MKPtCmowK50+T@n(rZ<YJ;|ijS1_uSC@R8t6$_xcXNyb)e4yCu?y|zEx3c4N=`w
zF6$kP6fC?EQW*#1R-}oeIC#xfXjHaFYs{4?LD{2)!nHSR3a7qmK;(C-<ykroDFdAI
zS)$>Klr&|rDep^==AaBQoX{VdH9G0y)U;)T9!C_OQ3IMpKJ_7#V-$^K>C`Joig?9E
z<N;O=3HPMhM>R_4C0rVosI1D#(~2RMW|ImFXWFjAZ7t;D7*la>K9$;8cxnwY)g+V#
zml-6A^srbdSNEl{z_7AXGxR+WrY^1r?+-wGRqanySB2sda=dk@HEm%aw=u={y{n6o
z=4X|dlh0c8YGNUVkF$al>$+01H4@@zrrjKk>&0{$UyXGO7Xn8zApZ4nV&sm!DrLG^
zFb#O?7g931XGJW|Ykf~#u<_N6_7ZRbJRH`m*=bs&WT1@Xe+jP=R$t*b`c>;)X7<I0
zl`~`0HR#dIqqMX=8d-%Id|Dmer{INUEddAES0Q`htE)oUjj{Bt{Wr(brqsG!!?~`a
z-(1r5NWfyGp2oXvLb}@LRH;&~wMm{qG!jCjGM;^^sfZq<2EB&+!!}oox)L&a3gq=4
z2u%|<#mMb}Ty=7_y*7DRoSjQp95Y3X;-V3-IW@C!rQATrDsU>3##iqQ3iB%As?+$9
z;n%>`qq-|@+A~b^3mkT-oi}|co>(2LpGM9uX15eJJJY<<dK!VUPATAEP~!R;DzaM=
zhXmk?Qi|Ow4cMvdppx?GVT@#+zSUIe%5vpK^ycb5TNd=)CT&9GM;JKI%zFy%V$-bj
zn?(v2a2YM@PO!IwOR?H87!R2G*EOx{UV9jjowf8ag*+uKcRe{$g$P@zTV2-P@r)?M
zMmWH%MI)&hG>n^@bu;Ex_7&n{D@v@c&l<F6H_XYmZRVP?5_3^xvE<Xiz^oppJ4Jya
z=bn@hBy6d`_Nt|e9159!RpOFvI}>LeQ!iWIU0N_POv4qsW#cKMV3#SmdJ|l*oQ?%K
zS#i);T^x04TRjfy8J;4RjoluF7NezViL~qo(A8VN4cpA6pkOoTYlz8SP~iJkji$GK
zW(Hic`V(HAJbfy<RY$1|#}8d{)<m~D4b86Ou#xnv=SPbr*93c4S#9E*d6ib>c9T}*
zw9~Z&+=WR#l;?w^RbC95xn>@!=A|Qo#_m{9R2+82br)V4I}1c}k4nOx!r~YCkbz!(
zTn$KUk0Q1Py(hMYf0kU6&{Tt_2>EJ5#zqY_u*-p5PA)FY<ab&!ypmwxbgSA%pC+Yt
zh^RsX$@QeNuzT6kBwh*R*LNINejL*`Fa}I<^{+z-hj-_a(CnoZ2=lVV&ZBMN-6w2#
z^T@)FO7n~R>91#JnYR*inwwM9r@y*)kdu?Z^c6`|1wGAPHy3|)8zU-}dF6IQp;+<3
zqzvkKH1ePidT2tm=5Fpy(;NsrM>Op183#1NarcEsw=LFyu`+eb)WG0w&T-nSZ(x3I
zf}9y&+KVD35@ndP^&=HzN*k!+sdLw@Cj6bNkSSZaE(w=T*_&vmqRA7FCD{n>Dyp$n
z$69~d3XP+!X&RD_u_Zah`>fow@iq0Ns;+#*9dldO`u?4$D2{m3arLewNTqq<y=h2L
zHv`YDchbyf9Ve;P9AxcjE1kv9hcxTqy3$ardjnkk=Z5cW9Fm@5j^eXzZ?7#d(adl^
zgqq&9@ob0yx<GyFsZ_((+|epEe3{QUXh|-tr_hRE8~I_MO76tEKCv3^Ro&kdnqPxf
z{{U1g2l|jlBycMkU}D|k^f9S~a9qS*3-F8T_abT3tSQOQ01D{5ZQ|&(`!DQ`A%aAs
zYs#Jds!tSau=syYI!>6ZBnyXO+Pt=V$u4+vk(`oy)y|rw4H4zFDay}cn>><|&+{og
zPg6}H8BZlh>}qUfutosxDmfP;1EqO0Zcgo;Nu{D7Z<yhS9-@=V9aQmC6xwj4^HIMC
zZr*)GE{2LkExS0yA_Omn;;lxR;9#G6iIG4#A2kIj5u+4hLCr|658qyWX@Vvk^`VYB
zj8F`lb~#7<4GKW{rBXe`RXHuiO77`^$0CsVOND{M2?K%rG{u#RgUo#NH3yio5yn00
zP+3P9WvaQGjf;M6?pSf^DBP3qt&Dc6eqdv?5~tdxK+2zVH@NFg_cL(nPGSU&qiO!|
zt9F{srKU(e&2Y?vsy`yL{Oyai4?c}npkFnWN)SoLYg%<`McO1b;;!{NyI&BdvY%(V
z)5A(e&_K^M=w21@y`P4(=GFBC0s6+LoF741{si!>RyKoE)KO3<%5Ugvl=1%ni|;i}
zMXjyfqPL9ULY@tJN^+cR_UaU86yAb(+T&c+^%uF88NSYb;8BpH>0DD54Ts(4bmq5o
z-x+E)Ay(l;@$|zUm9-A3;mv9z9o#|*o1=6&`qfS}>c^Hk1e4t2Pso{UF+ZI%%UtdU
zpGN6jecysiiRWq8D>DB8bk{v~rrlYwTZkBAj+|E&Of;jm#43wpInZFU0>10gqr<it
zg1UP5t042YwI<Nn1P}*tT<#5SYNYy*6p5nwU6F@l(xHBMk};3(En1Q@BJId!ADuVJ
z*nUPU?A0w78KSq6gl0F-v8ZGY4ha0J)R;Upct74+bWyS49b1m|C8=1c62{Ja*4jH_
zn2hMhV;oh6NXA2gA3dp_L0(1;7Au(!SwR?;Gw)AU3(Qkv{g$W+z~m84#^xB}i`Xn%
zQZu@Ew)!&FjoA6)k!2YBt<+T)GeXLaayp8VGLtaMmG>2EdlMzxvlEt-0A4vb;ks9C
z;U5fLYj?=I2GHA!j(~cf<ygKP(C&4;LOXj%nn%dPu;34R_AOgcvG{l4a|9tx{ELJ2
zJ?o+{mtD?jL)t$gr;K&@Gz~C#e@dD-?hJX6%V3Xe`~Lu1@kwJcO6@1iM<lmg{Y549
z{m!9xEzQX?NbR|p9%>;W$Ozx}*ILqZid?9<b96MUHH}kCIkdfyMh^<@kbar2mOmQV
zYC%(8)1xC85-R+^k8}Cg8fIMWAfffA06M7$J^g7$w4<?{l6#$`-Wt)hL^m29q$6X}
zCLxA>0`&vySXcfX)wJa;HLDnhSBK_b$E{>BWPQ;VjmLF3t<68in!SLHCuF;YPu-KQ
zD`hxO;zV-IY|JsVWd=k0b^T}{U<Lt?fAiM6Q>*w}#12;S+}cZzy__8X0KNYJ)~fg3
z2a{l%OuUNfA~yhiJ*brw*Sb%&<<e@$A+c47S8w-RWPgoEBxo0YJf`)G<!eUgPrI_>
z>e<wG%JEeL9!79I`L1bFXx23^v$<1bj5j)@$^GHi^r54Lm3)~QTpzgoD#=j!W(R2g
zAx)AtkykriJx>SosBzHMR9#ArqylGv<FgKw(*iKeQe+Ost%&@Swka7~`>rY(lmq+7
zwx91I;<DwrYFF5%!NKHyH0ZpBNAp~(e+E06y&Nve-c*So12{cuyCi)a6m#B(5|oG|
zX%it>irLekxV(7bhT1u2knK(nAC*;uPhb&`%(8H$d!MCyU&HSQ+v)Z{+d7&E)duxu
z-~n4vf{Ny3P4i2ZCBF`6Hog(kr11u`F?obw1$<y1U@OV|UE(+K9<wFo!%wgrN40=e
z9k4N4UlDw5FNrl)w}9=ifr`c#jo#+Cb)Ho`9pH8&II5da^$t|DiFO5+MPU(Jg&jc{
zBk=1;CrFOn?GyAN#z+4ETB$72IV^W0dap{E9%4orXH0$86`wnLgN^quE3t`7#xM`x
zjO2bj>FVmhl`7<p10F}^kJhu+NP+v!0}kCqJUh7EEMeFFdPZ<+l*r^|mxeY6aK<so
z>-ml=Pfypitsz5M>JpfV`;*|QAMYRNYawRb*$uc4?{Gy(CIU^3x-*UrF`un!rcK&A
z5BN;9jY=^eh;)cmn}wNF>>m7l$Md8f57YHkGkAAZ1&Gg(>>PjgBkNq6;eUsy{vJOu
zNVtk!(7Qt?V;RBxzxwrj_tBH+%ld|mt7(fP-C4=yFU#jc^C$JJ<aC!FTi}kk2l*ar
zq0_u+tk}A(&`aom+5;R&2eIfsD!!Lq5Ahq3br1G^%XBJs^X}dM03lSP7qL9ed`s>*
zCJQD|u5f>csQfz9L|Z`-NMs$BQM*5g>0L$NfiKi=(=MXEh;&xrzY6EB<G8e#!+C2Y
zG7py$jN|d`Q#wze<2(E;p)5%d4Y{G+)zI!wpr({#mYy`3Na5q^2jSkX?%oRr1s4H#
zbC1XW0IgB9Yxm?*r2W&JXX<;_Di(U0sg<2#-WtwkUO&~$!#|x(XJ_{5j50t(n@eSV
zhiY_?w2VB&Nm02{epe&fy6*@0ZSQ4RU`7&3*kZ%(uX@eG@*=HnSfsZu{5J5jYZpfH
zbzdq6+PLZn?nio`;+Ko#nn<*5E?17;+@Ce0f0fT+_+b8Z(D=*5_MQsSW6<<;Q*>AN
zuAjnv{p-dhX{VLh9Vb>fC-|#PY+P<<$l;qjD9;<Z8g%O|w3`fy!vT+$+kgj=Qq2@>
z_+>DhX9v=tYiSjMQMeCIzm;Jt-seJU+L9U4RX%h;5-_YfFTF~ox<N5yJZ+Po{{U4~
z1OtW#^QM*r{q8g0gHv%@<)@JgWut3$=&cdR`u_m>s?=gvgc!nHFGVBo4}L2(E+s_X
zMnM=Qhfi$OizF<I_oIHq9x9Z?;#~VoWcg9dRP@BYzfp>`^I$8<7>{z}a%8T3vHfa@
zX@q-QWyD0_WO6;lBF>0Oif4vXz*p(@&03ib3G8X)6(I;bjQqnOeMcXdsAP&KK4XFl
zH_HD2b%)T7KT52Q{{SqK!Hf(nknxl1eQJ28W^AmA{YUp)=cubvL|Mesve$K;C<Tu1
z?H2Ab(A?w(9-Fu)@HMP_LE+tHggW+}_DPs=GN%y_L<9M@YnKwMGlmTdfr2r{K9yr(
z&cK~d-2<riU;e#PcON~sIvG3__L$869o16eJY+*Ns})}PalralJ$q?;ryS}QQ$Vic
zY@16&z;)-T{0%~i(ac`fN4Jx4Z`~dT{06!$KgSx(F^IJYAk?kGknM~~v(tAVepJ<%
z)9!Pyy3XOzfn4q?yz%t=->oaGbA%)uugqRPcK%&I8tP?V1^9`<h#e~6s0FjJ7uO@5
z$MF?T^TM~*8jM!L;w#}l?&0TbgWQgADCFiP^|0R#=(iWw(3nS<H++EMi8%GINY?dh
zUjt}AV}X?FHw%Vu?q}AfwOD)&;WoXwh8EOBWsnXI2?LYqk~zhBP42gIeI&D82<3aG
zE@Y5=-kU>ueibSfXE(BPmo&FL-jbGz<vy57DQPGWlv2`A0Ywy25x?OJ=F+uee52+>
zD!$qO0PBA`^{q3<kV~~^;QH5%*kU_j&n$99UX9#x8x_%q#=2hXS|0uewK{Z^WRHHg
z)U34y%E+yr)XTjV*5wWq4A+X<YZo?*8DwFPLtR#x<H@5cvz_bjUZostCA6%1ka3o@
z<ZJ3)5Ckzq-Sid7-*{qJvO*DFi(%rs8_)r8ta}>MbhNx)h}rb6w&~Sg^lntW?};82
zai>oS!BdK+(E@P82j0D^`@=9?0?~jErE>a@gi3;Zyq{1jhPGKwrnKFTI@l^xS{`um
zc2iM+<F9Jy?)*PI2PiX+)sro}u`v=xN4_h}ub0-Px#m>C&Ys0zGaPiMqh^%A8<A16
z6vw@BHDjCFP6VWk)8P#)%MxXojsU7*j{E>g?Okt$w67{bcW^l$bQ<iz;ayp)>~+z^
zN=HYb=}>8w;%R^~5uSTh4Rc%sG)UZ2HLYjL42pR_rE#-dJkm20oY%LC#KR8`NF9!>
z61xfId8H+dL{w9ggU>Z8s+#$!)Rd)ma#W>Gqq#~*^U|a8*?p@>zzEGjBz)8+dDFt%
zR8$hWoK=YK2<uHT3XRtt1v{>%ETcGdE(wtJ>raYjiTB3j9@sUR^Jb(I6|01&4Pwft
zim6TSW2>?8W&M!>+_)a5x~)IPw)Z$$xF^=Uxh@Gjo+@z4c?SpDy&5^4NNF{6dboV<
zQPO&zxgzPBl4NYj^sGz&01704n0Ap|O}?XbXxWNWk3wsqu<?YEfU}Rry-HZ>71gAB
zG;!EmO0=}~GcP<pJOhM3m1NCnEJT8&eii9f`rVcMU@<~XHseXOyBS;pY1PZ=Rab_G
zJ}W7uS$mc|zh*j$MgtYt-}rH(B&y_lRuR!>l5rX#IW^_f%PU9WJRC+zUYopiMnb^S
z$PoczYq!vJb+Cuekw=-1zLgc8jUJoxx6I!4KB1~Cc7-B8GYag(VWWqSJohFv9vU3d
z+|AeZjjYf>+4ZhumS)^eY0?&wLd<e~X$ZitGZ$Ueow^=%Ttw<SwlpzX17y=ONuXp`
z7`?2msWC+&qHsar(UNI%j<f~h!~~AiyZz}40&z!`p7ez%pd1=;dSep3sR7B&I}qYd
zgy%Idly|D(xTcmZLq={lEb#4`o+<7v&gh(vY}Fv!M-=fXCmE}!R-_(`(iLh`cY``B
zKNQY@M=;3st$6i28|49j{A-E~r>!Z-A0uGbp-(fMbe_kfOE;R*qPjZy^lMv$CNiTn
zlm7q+?55-*<e@y8uclt!o0W-4W$#_hq|sZbl5A}QlU|iL(X6?oj^?oSqt4NvZ)pyV
zZM}dD2U_Q~ZC~x|L2QA*9@Wy{U0Ui+RakBM))mfxu6IM;ooGr?wLOj;MizA=%?F{*
z5GkysN4;p=X?GUcB}o-Um6ZJ8*M(OPIK7W9ROJV%E9^PRrOpLU$9iKX<C^ENxrjoR
zZ<u6K7{ECPrA`!&rAFC2cA%vq95WhRFXK`U1tG!X6vxaku><8as{2=w)`mg{9MD_j
z+m2`}OAil$@}6kq46yuaFf&dpSFbb^WJ)C3Gv1txOKv%+0|q?tQloL#fk7=6R#D%Y
zP*QC40CuW{i*eGmbWJW@PT>(j+n#G`G$m42iJOW_?9}kCjV`084S|Gz&b<p*@dO?c
z(tgWiLAqtb6WXdxb!XuXEGq3cOusL+dCsG$9Y%JNS1jy$n)V&2Q{|I69cr~@WZx<_
zblrXnmw&c=&c~L1b5~{3w9QF@La4-b6~&m;i~~}|cX4V*l_9|FYbtp7JtmJzl}c@L
z*x9`B&DFRj1Lh~SV@Yo$1gwb4-r}}wd{Ha|5`t>`YI=U9#K@qY^iG~0uCX$!O)X+_
zZSwom1YjM<t#s4qQA#&kNWAnFlX0e8+mc!`K<)){&j%%{*ymF-ier*F?NRL{<nvYv
zIB%OH>qtk<(zx9=o~DXLd|+odrr^kV8L62!({^Kp;)@oU3&IOvaf*$Rv+63$j9UQn
zO#p#Kic%w7FHuZpApEBlGhpyVFvG@0A*mr!U90mhed<MU22sdrgqBp=MM(@TBY*};
zrx>|AAZcz`iaqQD^*!s-d>7%^vM;Zf5J&S3<L`Ybz5?(u)Ms0()XXdETfY(fM`xwj
zE|F@ABwhnA0e>p=sL@f-;;jkPR)LS>{{S4N;x3t|GbOSNFas6mO>*-M@?nQTimfEA
zEQQPGJ!syi?*cgOSXHlQ$sLU$PnIb%&?>`oene6<LECo~Q+aOr0;gFx9OAH2ea7O~
zQvIf<e__qF!z!=vlU)^$jh0jp>Nes<@5V)P9&)h*AC*6b$WvVu@iUH$n<lK$+%}it
z{bdZ6vn(!q5Adu@-wfT`1La~!$4nlzgY(2eiJ4o}8q>7#4gIDAKbW1tuBBd;MQI}m
z!fRMEliSG#RnUX<sF;N~!9QB-ZT0;!`Am0kg)QF{*YNGF>X|I113ZD6iD6?sV9eGb
z#oDY+NTQFJah}xHi;cu{+ZC&Mqh8uM^CD(Z+zQVDgB*+>LtOL2$!?CA%}e2BU5?nv
z3_a-zqMkCfY_DFJsGcy#gO&HLeqC&8rdQa`azJ72O=wiNA1NNSU?$f2a=*%wR%ZLl
zyB)xxqSUo2n554nkz1Mui9V@+9lR=7vBwn_m1Q;5-dt!|n}9Kz_YVhnZrj1yGwNE7
z!7kmzp2O0&p$jf%Lz|oBMY}k(?}vUD^R7tyLoaUTyeGuICc4-4X>RU`Y@90RfIC*t
zk9=D<i8V)9oQqT>B4@2}O_X7{XV$i>Q;}J3)Ydk&kuu1m1}7oA)8v`hW<(5syeg!v
z8@^F-LOhAk<a$>RGq`dh+-yMkB>w<_y+6+K{_>P#+;lZp%|bqL&#gHLKQg{R?A1y_
zaV{jp#m?3l<BF9TP6=!uLsZsCiu}q|y+=ws$79quADw8VWa-?v@q$MDWAm#vmzR2Z
zFKck|`mT62K_wh>wENVCWhVq@+*L-Sj>c{`R(hRXr;X%jmJLePW`v$d=k%+urub`K
zVAfNuw4{B~G0)PtfI|!>DGF^MsUf{rit2_U-x9fp)#9Dw?z5r4@Rp@!%<*F4G5kn*
ztX76t3oNm+H@LyA9Y4gnuAP9B86)nm&TD!<6X`ml2z5JER_GgVPsgok%TA`NLpM6~
z{v~zfaiy{Hk+^pTqu7dYpDuqY?CyLkV|N#urd_U2A$Ml5F0?H|&n+#vBfAc3IboXB
z7Yt1~b+?g_(1FV?Nd6?JLvJk3s2x}n{6mpa0Lv!Q3Y=#Z+xREK5^Gn8?H}$}mSI>*
zi`|>bt6DCmzk&P^HCf=exlNX~%osQr+<htE6g+H?6KEP+e&Rd{nGauT>3nD6D7-zR
z{{Uj><ps{nNXl`re~ox7*?FDVy2wsg=Q*m3d1KA@8o_%wa`oz0XycbG7^(C%61By;
zxJDscuc51<fL0F}bjMNFtAU;(elz!8x#t_RNXp2lqbHs{so{zNw2*$aa#*7YmtUCo
zTBz}4{_V5vS@PJWD~H;c{H~yimMIk-Ob@ZYN~||UDBigPsHKsS<SiQQ9+bJ7D#*Ds
ztsy2zk-yqOgHp!iAXui#kNIaMP>tR)aKwX8Gb5b3eBPp}<T#f+@QbmP<IhsOsi}m{
z(E!9qF~;7Xl~9S8e90!@I;+&iSV{t8Xq<H`(ylThP%a4&s04y>j4;kAU3dJik_Wy;
zQw=PGCv2(Pv8h&NB!z9C?7055eCBQqY-rf(H~LA<h2*fVc~xRi{YU=*TDm)59IUZ@
zpIfm@m^0N>GW~X*{`JQRfjDHr?8<+_ls5hcKBuK^8Oynp>8X53?4!{<Kdnge>9>N_
z&mk1x=iD4(vah@;tk@&Uk&BoISs`!cI-0>{{opB;Za!hb{Ka&-7Ok#%iwqLH;P3;2
z$Mdb!qdg>I<5Hfncl9fHe@uJ*N*ES5QtgKUaC7L@>sr2{W$^Pr5yQ4kR^@PmjDhR)
z6>ChewD5L=KDDTn7cvd(7ywJ2!`{5}TCu$GeaH5q-$3&+{IKxA1KZN2Q;kVlJ1@lA
zT$H`)o4>&1wOOONx@(B1k>#7_lgu2J_pG*wSdZQEI<$Y`T9?{Br>46Ln@KU#dV;|J
z0EJN-K*F38`2J#|q$J*@MxuJBayfkII0Y^v0|XQEDD>u_RE;=Bcwf4=Al0^1avZ4R
zxS*py%fy)+D{_B6qPd(6RYH`Z#yr@Asp!kiKwyo~lx!dFwOkQ|IaYX2an)(gLqb+d
zb#a{eiPoXO(Mz#Jz0`K10`KG&-Lp9v`cyyzk&KS@aZ#CvlPDwmkHH_EHbq{N#K?cV
zI#zBrE10erp~^7?^~F2w8@@@CaQ$f-1|%5WSRR-(LhB6MriaX2V{26EidHP!%jHVV
zZ8Jo1fC-{T-bbGRJn+%+RB#!a864EfB$40-BvmQgO&8JGq7g+fkraQcm$%ZI*9sKJ
zi6Q5O11e2aY2%RL(`oerr-`05%1W{f@Q;K1>ePsF?p=3tv^Lp7jiHq11L$esq=ZJS
z3vtVJ1MAdPHkJUugpvlvG6^F!HMCOPT%=5?I-C&c!5>m9Pibuonn_)jlE~i31IN9j
zI0W;@x$F8@tawMm8h?khiM5?nLeK;a^9<nn0BbkE-V^&p$evdpXN|W=&BlGRRXls*
z>s?Dx8gzbY>9)BFP+?j9Pqk>JeGF+-ZSy^mLs{{Ko~f-&`lYP0*s=wULWdE325>&L
zRv!)N8l|zh(6vvq%<Z+IcglhO(LDYD8s{9L+)$QJV~^#>=TUhmTuKL);N&uVjmM@q
zr_R=fm%gVNMJ*+9pFk8*MIaK2T1o&)RRx$R>P{%DHW7K3OX#CCo3godsk)O;T}z7=
z&;UIKDMP$<XUe8Db<K0uo(fUcBNlv|8kjK02CJBWrWIk((@f{*t4*3wUC9;-u^)|X
z>HaFbvm^J6N4;{%BOvFIQhDlo;<_o~>ceJr)669u8S1)Mj^U7mxj6T(str!g`7)9t
zgI)-XdZ{DcuG?z2R;(I18;bO(=1IF$M{IFa>Lc22w98wS&d>?;tPB4D3kL+M1|H(M
z%`?X{!a~k>Ep@gYE3&*$3xy}vy?RySCGNYMCfd=QR-xf?gp^W-u%*&2gn>5h&j8o6
zk#BaOVOu@LEPfuf67Jjc9&0+7d_3LejB8P+DB4R?%56M4E!kdhcMhVp?k*D6+ar!R
zuA^GhHWJ9a1#vpHr0<=X;B>8(H41;aM<q-nj6K7bzq)DXX36B$MPdb8ng>QARmaw=
zykq|W)n7A;Rb2h#c{O2HEI}nbWvCi5w9>?JTy7+)(vIcPKNJ=XRTZiJWh)xT5W1E&
zgVLJN_oghI)XN~nCW>-|kzJz#p)usu#$akal}WU7PKtXK_7$d=!Q!WMJ*p!fc{J~H
zigYBM(5oW~luj{<ta806R8g-&6P#Vk(Mrk6xd-c7mcAjpw!mlHg0MqiQlqqlD)LQs
zQN&h*_g&7sK4XceEgjDP08a4|Ub;n}nYh8Oj74i0-c@&Z#c>)2oA!3|<@@KQXzE&v
z+eAvgIO$(YM!WWW)eoennz>WGO$}T7adD7`t#bFeJ<4vuC21_YPEq#U1J|goiVaTM
z?EzL+_B9uyh*oTweP0(FUsHja&RAIGO;$P12(L(<%HH8gDh6v3^FUHg!J6}{<$YrA
zdA0I4%gs+ykpms6jtS{nmwH^#6TuZk#OQuyHRaXAREFsBD&cC<_>l^xIW&agrX*Bl
zK{bO<sm`BrG1oNx<Qh`A6&?vRtWsi=noJCFPR0c{sis<Mr~rLw-6&otCW0QITRk|Z
zryY5yfE{T=5NHP-35#N#Y_eQTBSDrl+k0s)<`JMjTI;l}AuLCj{d=12!{HqL>1=IE
zh1KP;b4t>qvA6SNA2vBAvo)<rWz11O9@On~TN^&l3HqAm7FTTK*KKO?r5;#?O3g=>
zB=O5M54jxvb**Qwyf_nsk6ObLVw6a)!LL3T%9Pm@v2|(s9ke=?t>O-cKD3kRcGn{+
z05!&`*mAB#T({Nkt<E<VQQEy4S%o^9R7ZR<w5t2H5q9&#@~O;yD=u4UVK^#rT?Mwi
z9Et<*-t}kAwz(%Db5&ChMy{}7JRKT}@Mj?3-Tf)MeXFONMuu#d&JAVU=`%nH9M_*y
z2`KD&^TSRCORpFd(3s@agBvH`297b!b4n79=*71k8X!0n+#gDnlp1c_R9F;-U}Bg-
z{3+xba03(-au5Y7{{Sj^+A7|iW^Qg&4p%(ZwCTE%<weDFI~H`ECS68l1Y$h(uRw_{
zJTGEoe0jxwQB1au*G91Or2~QTk9y&?-EMtK?U~z-!`i*&7-4B${6{t-Jnz}TiL7eV
zYF7;;j!4e}vsVMY4MDi|ph?Fy;nuGzj_kNnP>qo}kgr4d)Tt@PPc>JsIj3&G=~-MH
z3wzY{9MS~ZcPn7kRbov_A8E<rnv+`-%GSmEeMaWcWHB|fW#S}q7H|$mIj(3*9N^RN
zrn+h3rwzrYRCZ4Wo2aPhkLoKr^TW<Lw{7d`SPL}q5My(J+O(~8$>ShDO6raxoc<&p
z&M#(Dn$BBuhe9d_<A5uxi&wV0U9&2j)N<(-cSCe7u%6VVhJ^KlCQxzI<@OGynCt0V
zS2`WkW8_lmJBrJAq=|~Ul|J>&JT&9bN==o5bCcGbP8a4FsW`?>CeZcI$nR!XH&#O!
z+~6KXc777@%irn=ET~1eBXjl@Ps4s3ms7n#xA%GZy{pnL^=lso>2GLb-tNCC73kqG
z&OY-wYhrID7?OCe#W46@&299?j8C^|UfA`o64dn@jZX3IE?l#*<27Sa)E`j0X$dDM
zfNGneE1uM`HPZduKJ%uMaaxcZ1jue_1f=kJrDXJ^3P(|1alV9#RQnoI?bE2JSn<Uo
z2G0jHt{kbBq9Z&u(@)-0KhCO&K;gR6mn?D(RmgBIM=3o{Y2roiRQGNB!yfdi#gAHQ
zL^u}q0(T$Mr?<SiwIstUFScr?@_=TXvjTBjLZqX!GjZ>!(^&Y%K!Pi{gM-wOTBWo-
zT?W-ukoOhD4W~5Ixeic}M{!+r@sDYv8PSaP(CP0yEg=Q%WemNAV9jMcu_+{EVys!~
z*Vcb7{{S(44Q*QZiq7opxrk)?*7l)SZ5fyE>2InzQgOf)J+-geB~?&zPipFJbd5Ud
zJ=V;s=bkI4@GpYcxWB%S<Wrc?_a3IQmJTp?Z$nCT9aU%}Tflx1i%qxw(Y*jZHyoXZ
zBU|tL_l=fPqqS;NI|*vVrnQ5j5;H<;6D#&=`=Lrn?O8EeBS;9fw^EzN3~JWid$iT{
zd-8q$h2)%b-`9J*F6lM$E+X+W;em8ypkkg&zmK!>&_7|j|L&+eez*8HJUu>|sFt$j
zVD9h#Jt0)?;=p3+b@;-iBKnEd<MJrGz|$9=B9HHAtpMGgnCLqXAD}O`!jYa_?B78l
z3!dDH4v&a7faraokQ_?63ZnpRwfT*H*|QaA)pHE&)nC-y6((8G$Si?g2IU(=?}|O6
zP)BFk)2$wYxe{yONiAi0S}vn{Ur!%79zgY)m6<=1lewG$gPufXlQG^v6G#r#@dba_
zcneM_b2XWhf5ue4P{(<pRGRWS^RFH>Lmnkf$M#|aO`o_^0XCrv?4dn?`Ff1(2wJ73
z<;A{zvSj8Rss$=Kq$K=R8wh<;lM%{2Qr^ltr%)I7O!JgbzzoT;_>|1~q}Gkssm;;K
zx^XPxW7%9+a`l{X)0q$HuIKky*BkeqKcjTWszBKO1oeJ%sZHc*dYZ{pwbF2;Indjq
z$sd{Uh$VKE|8Qm<^DVKF&lr*Z<G&HQTU|4i>G<pSpFgo8Eeh!2UgFJZdH7+Raij)u
zH-nhERljF@y}XFtKYDKK6>vi}_TvvQ(w@~|hQ=FvxAjLQ?iT5%DVNih$wG(Ew!b7>
zG7~uorD35o)qK+NAkxiP=sI3)RyVan_gFjW1d$~%qE?`A@ELiUHIm2`rca)S8}(~H
z_^p8MU%?x`$!s#IO>6&B1c|d2J+2XAa~jf(`9{!nPHNqvJF<d5$V+Qpg39FwG2C=n
zh3A^A2XXBK<qY{`t(sna11xx+YyWewr6dPB5|DcCNgV91nH=I-MPe@#DXD9*G9@p1
zucy3S_JNX<){isQ-BXPOkl~?=uQ>GnB8!CH(;Lmpem^jQAh2Jxd1Et1ly^z%Tla20
zT=lZZ_U&@oCM*<dGM(RRAvlXqjF~r8eRA{zfBpOI<eu^#G14IFk1R)l%R<)&^_EmW
z`yJ}!tEAJDp8uopb!~5n8g%POyh56xUn&m&>zU@#g~-YS_9N+M9R8HC?X?;&82iRC
z_X*rx3QIpVW^0+=P)5uA2RlIoDakJ={thqXpiL_OWvQ3ClRlcfjN85DdUoqO!Cto^
zYA0O7w7Pdtsi}9gD^@x)(f9Zv{ls8w<F4WIce~!D=j9J)TTuJGaSwHj*v%xFNtQsO
z$C#~S@$%YneOddd<yFfAccG<zQV4i_*=}im1iF7Ose31416}J_jf8u`ZuYX#9)A*Q
z^H6toe{nAhzres>rFrD}yS13Na{6bE+#gfW{V}c2$=h*BikmFuDxBbjPj7-=STbba
z)1v#wKa&u;_QHtxwaNiWIjcHm5!41Ol*@1U1iFx!r)JJ&|7+uKF7rGq`H?|TIsrns
z1GK=M6ao?#qns$&$JRE32VR)l3&q;%lxPPI^G@?C+Ak`8$=z3-`S4zmT-+i~70X2b
zh}K!o>C}lvVn^EV2M##<=}eWRtFS$L-n&qv?8fEF`oQ}Xc{9nj%aH!Rx@C|OwWTIj
z{ge`RMKn?OAJ~1C6D};W!Ks<$=D|mQUBT&$C;2ZV6zEFRU4qpUpC42lgo}7mH8J~o
zwV(RM`GJ2Ev(MtCtmA_By_i4$<Il625pGK0{OB#qS2=%GU^>3m9GeYtWe!`tslAkV
z1)jcDp??y{k-4?$^7EvRql<GwKc-Akn*L_M`$#@A;p|Kc5S~05XQg3f`ud;3kr}Lo
z^q{moYdD;<7Ee&3bTu`L7$&lF&U?JQ0DT^DjV<Q<y+>a3Ze)@F>DMRer$yH(YZkL^
z%6Et{yAjY6hv!2fAO9);#Ew@4>;_surz{G0$z~Vyj=3IN6iDYWkLA)2W%l>*kPUC3
z+EvxQLfT9W5^V8a`==usN{KIuKQXgqbawuhEF>r5!hZKL?9Z3!=o?R1Ub{WA2D54h
z_9K7*tcUXcYR1=!+vPgHNH|$_Zfi57nPdn)(gQUXYZOuJr{J9E7F)0(IM63xgs)Yv
zd!1zHY&XlzQwbU~HBhepBh69uO>UCi2&+4m@;PTN4VP{0RPq5lGrGQewETQ>Ou1V9
zixk_lSoT;Pl4jkT=GwsMhpUysUbXL=AX%9e_lo}N#c$-F?&9mTTSIf}m<%%^ocG>z
z_q^dPaHr$?V!Vv#COw8L7NF)Zh#(I--iJZWUHpcW*OqUlS}VUXG`Q3;aPJ+en|lS&
zAgEq=*}6Bj34ETJlYmw=lIEeWe<99|3pB%+_!uobI>Tz<ZId5bZdA}Nw07$Ba^Api
z>^b;6$4k9DT&u~_hEFT&zx6YUf5qsx>@lqkp~$yFd{l7XhJuDGqY1`AVOOW@I4`F%
zNI9KKxk7l^wXU^jdp;91>Mv<cEDXPy>i-C7^|)pIHhTU5(#>7DeHRK!2iQz6;CvZ6
zF3VE&AUx;*VPnB0{cR13%GZeZKvwK{ExnfHdHe>VwmQRj^5xip$hXL9kb&Wpa9xzK
z;FqK^Gi3VtmJ@WIH>l=i9E-wzqSP2B%+fGWcCNX0zT0rXzq{J%0H!2Tdti=KstMZ6
zUPS?;eyCJS>dT#E@p59OeEZfeObs0rM^tFP&b%NMC86|7GuqrG#g#t==VfF5lBm53
zMo;V%U*3;%qcThVJ;&7%RL;~&(_XP{dB1gktsX;a$SyC+l{)^^*8KyY!>udt?pUqO
zvv;&8v9pKy+Hl57aie5kFGAt0!RxvEbN@?Ofj)TJ@^1Ql5r)4YIXf<=ea4VGNEG6k
zufq$Z?T6+T&h9@Fh4fiwQGTEjTL*^Kc#T`w+vvUOAlHE>)VB9j155n-!y8Xo%PvXh
zvMQDlW_m$x%H&IySb3O>&Il%@hP@vckkXf;YM#kg8lSL(MzQ^kni%bOFH$<xM*)q)
zFrHKrMBR$9HS2VfU{%dbCmqQc#zpXaY{`*mXzkpa*yWXh?5r{aKTfx9WDH`4h4Znw
zlE%J?j)k3Z09p&V;ocHn>L!vuSK?4t!Vk$?2kA*e(mII3=^j=TFqIR-#JMDuK(+d)
z)cmPRr+1og?IjX@U;7x+!Vg|e$S`y3XUJg*upp69b|P%v|G<w~%`PD8c=`O0TO&_?
zn!E#NC)ElHuQUpg(t~;9e$7d6DmlDtxV$#Cj2E7m^HKLMDN!v-N}qxkSftr4F|bq2
zfRb2+gWSP6jDOCQ#kZ-Ne8BI%Iwmt?Lt!|5{Ey`LHgNOAP@Wk^8t-q(c?YG%J})_8
zs?vkM*h87panh8PQOQ}y$W*>+`WUKW-*WVG+BS^vHi_G&2QY-EbCxG=9X*7vWwR8A
zcx-)_H~sQzg?L<M`N-5H1oQGeM;_U88{$%_xFl#ul2i_o11%dnpUB93jzD=$e4b9`
z3mgrU)W!1Xi!!>~M3zhNZ1UZFrn*zOUHZ(n&a?CmXsq8!6iz;d)#KxF{bCFMDU_hM
z6k5JGW&DTqzcH<N@n}*I#i(4Xu}{SmXvW1x4N3JkySTNBWVyua$-yP7%GvLy-bGio
zvqdK;Ad-!<KSu?W##lL#q@`+yh3b3Lppv=2tS0aq^(<{m<Zpq_q<uVpT!V`j&)G%A
zjUUzG^e-Dl0?p`_(s?7ePfC)Fm$R`0Pxh134|;Ke%YK5?Q+UsR0<DFYk66VYZq5|2
z?C+m_zZ16J$uW2s!JqHe0_wPExe}jhpW%if_BgFjZ#N(Nw8O)U4IhZ9PpL*=E~Fx@
zGA!D{?Nh{~3$rGW&CY%IOySxUstmJ?v(a*YCJWZlXPJ)2zJb%d=bCPg>^p)apS14E
zK=>%#{r}l8Mi)cd9V*kAp{f>X6pyb;ogVd@Md|4~?_dUo8ifR7$w)V6U;uDv<QynJ
zTsj4SRI_EI1C~|&Vb0VTXX%Z84iIKTDIFDF9>=E&qyMOoY|Nke#$|Xk-<beR%l}bv
zPk6Rq+c^;?o>Tj5#6Sm=4Y<WSqbqoUc?a=Np7GC!;2P1mEu<Aw*ibBWaz0}TJ?anT
zXF8om=Fo{$=<49E2)omnTRzDV^%hyglpA4I#?8sc0lM^oF@G#)!v_1CRs?E)voSFA
zIp6*xL^$B?%!yU-!8Jhc(KoJhR~IidZY+J-Z0F6ND_thPf^}c<)@6<RemaqkWF+i@
zi?5-Ep4?N$UR2`usfz!ja0icg-*3LZV1Omh_r3(q=l!vw=vcEP-n!mlO(aybb+Sfk
zSWM{AG4L&jxkKiKti9fQ^xX{aeT{SAs8$(L7!>Qg2a{9>K4(a&vM4*U66b2*FMj7l
z3~F}ZPSf(>RKBe8tSXO69n#mR#DsbFS_SpqrSr(uini<?D!ZXExMB4<c|A3Hp*24u
zFEEQoIGQLwx;zZC;@0#))O1S2^n^Yn;zSM0jy5+fv#;Nsp%u@FItkCWp2<#SLN?Hm
zg5qdTef=9yQt0Eb;MKd0ok-O2lDkkPWN}F3*~}tHMcN&*abq+2riCz|T}a%e8ZoW#
zqpcOPezPE+ldAKgXMz2F+~r1SWRps5I`OOJ!#9OAZz0japxvH=I7^!slQshEf1DZK
z{!Mcg6nU}jFtdOw7r%A6oJKG8@7$h2Kp^bc#LvPjlAO!djZdXK{*Qp#ekyzZh;{)l
zf0501aboHYrG$-l>h6n|hG=5~p7*D-y<!%bE(-VgssNR1_U10DHry^}iQd(Fj0D#*
zaoc=rJhS{;dt3H`b)~6j=F-Pr5iw9}cz|BNfnLJMFbk(({TOtcvMV;o%cG?lUK%)u
zt{I1uMqO3ke-A|bJx+Sz@n1Oe=vVZsMQCUJGpF2-YOMA*YZ8@iCZFHwMwx;fkbx7U
zIjjb2KhnN<15p9YMWqY$7d_vrw~8jg@pZAzssGqBD#DDyn0|*|-1|sVw6-`a+RH;*
z+Tbqjd`U5F!;bJ3UZ^p1^!J9OD?a`Fp-1qQd<uN0K#6Z`h-6}~mK74}`Ugk&H%vYR
z>pm1RYM(JKMgJrNgVB2acN{MO0!B#PvpAQ)an8zkBELU*iTGVJIa5kn4ZJ8@)@YLH
z?>l<8+n?cv_Z-qr$xC+Ryp+<2z@tW;94FP^R_<{ffZ*z79R?%+{PvAwLZkz(!t)=+
z=|`K-36?VGh}tV~r<%6r@uB(4*^^?~e}X?hFMh@V_f)+k+Fci4|D$~R&@gCDULiyF
zf^+L#p$UBUN{!$Q#r#^$PS?rbIj`Eq$m|erpwa36KRA|&4*33eJ1!zrB02}=Csw|@
z{~6(0HnWuZvw)Ag9ixQmc0@n-clSw*aYmp6#$QntzF>r2ur-f_Y?m4c(`dCs%m6Nh
zo^)-E%ZqF9EaX!NCevvk>mhHGl74ct532|Z7)?Tm{l%LM-%q*#T%2U|1NkEMSGy-m
zOu!>CVotH{$68mziL5{uGuDfn;Oz)~jeL&WL1CJrt6l8-YK@j{lK)e!3|`&crZG`m
zvo#Y02iWN-LN*o%w);5?&+|SM45+cD+2JR>Rt%J8ux4<%YuO(WCRZhQ!R`K&Z@@4L
zUY8VSd!L-7m-ac|_sQ-I$4$g<rkLvdz5~|xI%wZavCdgzGK%;J{!jt+TDV$9hbh*R
zz~w)osNseEboyesy&m3-DX6uPhcCg?>pqXXfK-XU$uz|WuYr#tRXP$pyyd^e8iS;y
zjo)H3MsLJKu>~LrRZ{-I!KnEw_M?|KPhYFrH-B&Zd8<N6BCz`hI1|@UBW$Q*@>>CM
zI-BIan#A<N^e28?a7icRd(FMGoOstW{zj=UV=Ff64<3Okex|HfCPi%aQaY9opk51n
zI&lbVMXbd<cnk)J^Eqs%c}m-K-Zg^Qc>otHS_%!D=pOOV(9i%6KeOO1;YxoQb!x|q
zfh||n;kqmGz#Fvr^x+u24biAW&%-n_cw*rNqwZvjIJGhk_`^+u%^c3(4TVlZZj@q+
zQ{U)uWm_ca8}nLK>ciqVD_`E8%7e}3QG;&ijn94f_a8R6xllk{t++pe^LhILTlnIB
zqz%K3O7q}*fpPs*O~(yN+D7zWFtau-F5uy(QUt?8lgD5q7oG|xPx>^&7=*Nxnu0s`
zRB~dLi^7QvcNDk3Q0ZQr^zRH8Zj09=Yfo6ru+~gE6d=Nc!s;D_k;)-s=rdGxr%8xn
z;*7~{xY+CLv+Jpv@kOxc;qYyK)C=J9)-SsOYeDP#6%Gx@ru)B)rsMeE19^A*1xZ%|
z@>}dl+bSAi<sX;kMW&l*c<HavKNC!j!!1$g%Xh<frb=zKPRtt&z&rq&)&>>seB%TF
zEYpd((G%_!YSrghr`h<rO3$cngAg>;Z-G6nFHY9PO64xw{A@tg<qHt}w5sfuD6?tL
zY5*)$5ti|OqEXu_%oB5DuX}b{!&}quUg@|+n3S)zFz+ub@V{5dbe6Pxh~@GG(fHWR
z{79>->aL9FH(ZzC16cnPd<r}X&VKp0yKQ2g^KeKrD+^p&E0Al(KeM8~Co}xS@Wj%!
z0sSPP_#+_)hO5$xAKsgFI8I!(SJ^YKTW?z|;Ns*fAtz<9qx>j2^2Cv45m#}Y=wNJ>
z;lr8d*|%zmlbWXmJ;@YVWyn});o~ZIOW_VeYRwl5_T|&>2QfYzd2<A<`SS8O(&}Xv
z_8#gyS>9eP_7z10Fga`g*~k6&pX5I=bf#~=%Te;=bvfRcYK{CooBNe!V=BqaT>3CR
zj6I#VR%F)Zi*ZIB{nsuZIwqbB6A3kF_^VPVV>moN=dBP>t5lp_R;WafRqsoIX0L%*
zDJ?tytv$nxmE4TCqTgan8Gv{6B-AGw#QI~?QnxtKoj#Rj%qvb_3j7k^?0Q*MBjqD(
z@C{uY!FRko1sBLn4c;`<d1de*Q}_w2H&l{04!jHf@+tqj%=K)3<K0<eS+C4>7&ynj
z=;N^Yd#s*UwOqc2w-#Oxc-o6Of)&~F$%T<0vV<z^o7#S>ug5+9ue|Eg?zgN`7?w6o
zmayCtjI>rbzuXC~?S%o+p>|vm`q{Oq=ZTp4uGZwKMV0H??&2WD$sJCi)=vF(TbnDP
z#(YbO-xXVZ(?J^^nbJGqTT4sm7*1Z&>tATk9c);Z+ZL$)OZ&dAsRuPWWJIUm&GPvE
zo;fCy8SX`ip_Kh(gxXGowLej$h+fH1QJ97>Nl>9s64HS^6)~))oMn0mS${njqmNP|
zqR2=jLp51=|IkjhwE2NHqvsrzQU5n|0L$@RYmqs7brZ<Qa2~WqxxTuI<lK7SJX*XF
zxd_)w-=y$jHk^Jr&cE@a9@AK{|K3F#H)>taP3TeKtMAhrTv=+Zcs1f28>PJ6YL^Fk
z9RLy6*k7)$7RiuP<ebGU8Hlg+(kHZ7P0BxXq{r{=2k6niSPguverE686jGl|K~rC?
zAgAeZFkTts<(wVn+1>jU5Q{=?&Ia^-bs@9OmYiC)jLesMEp$0BUvcPs3s*TW*)n-w
zPiCWV&QfYj1k<K2nPMnU`FIg?y9I5cE<=?n4Jd_jZ2Ue&>WKtb+!LIR$)Aj*8?<9R
zxvUJiV;Cx<M~kWP@)9LQ39h&M(3%)4|Ji%gy#wA~MVVG^XAg1!J3M;61wPfEE}E9I
zTKA@+G4(1q<7gMd$^*NE94Ocdh33BG#)*9<8<93&h@`of;&<s~zoVAcKRfO`SRw7(
zHGe8xIt^&7^{J_$9Aj>+Mj0NM^4MI~06AOBBMa-Yvm^QN2s?)dCzhs>=t}?M#WBO^
zD9x-d29l}y1A`Zp-xt2bzkL4JtFBNi|DS?EePY3EOm&0ZI~97!FRRGDU6jR{y++f=
zbcq`=S2!$sY}ciNArg&q+%s_y8DU8n<d2xTLDgJ7`O?Wr5KU~U%VvF5E?~5Zi_3H%
zyXX$Fv@poq<VF>3HJH(yT8w_j!kw-K-$^LvIXT#gs|S$(xf64C4djcCbAS<5L#wTk
zm5>7~Rx&bSJ^!8v{la9Br(X?=GAX~X)T+T_q?BY121<bHe#CXCX%Yg^l(&~Qu#qC3
zu4^xti3p04q5}*L`*k5K(s(7LdS;Y$rK5eoK`PIx-9sqgW6d+K`OQS(&E$wDfzQt+
ze!hSD-j2j?5V#d{PH<w<54C(T$o0W64SjyF&bw1KXdo7wCJWD0e#QuU8WEbCg8aPM
zA~fH#3R}l`@Br?!o7*QrM5qZ~+)3U;{<}nSi49@53Nhqwtl?;M4dt|*3_L(YJ-hti
zqt3k_Cq)nm7^gF}1IbtWaE$zxVrbE*6gtsvYZk#DQ%_asMQXIWa&8>Jn+op--*@AB
z8Zl{_xzfgo4@29jm2g8`694S#>7w*PwCy#oUp}J*TW$0vNIdWp`~@rI*gpk0k%B6!
z0#<CwRPVw=Rqctj*Qu!*z_(OPoOclcSkX4sHFIN|x)ua~<_^6IEhdL5nl7aK#P%E$
z7|OCjiTX+nKKRD?oU<sy{L|a0|3XS%HfH?qF8F@o9w<1d-N_*;xp9wQY)<MqsN^HG
z==&O*wWYF==KjxIiyXD>-xB3#tOKbYaJz*?i00JB?S{*m0^eh7TWk1Ez?90cSVORn
z>4r^L`g*9O%_dcZl}l|9=U}Ivr-aV@^mU$TaYnPYlH|Mlb&R(KABH)l7V(|m6w}c2
zFY7N6qvd1dcT~4@>I+g>{Xzp7lYp{D2h&)q3}0ed$s0Z;J5VSS4ZBWw8q>|KjIixO
zqck*j8(NtjhKI_bTpL4^>Ur)M6cOwmvN+7Is@*e-=wopvXxM=L=%<pu3}7WpBKLQE
zXyY4xU(toK)N~p?d~<oQbs;56QP@3qhhm%-Q+WFz&y7au8EvO`E&Wp#715YX``wWN
z>`7dWkHts(T{U!nx_DBTi{PAr`}%d7dMin;u$AE98}tGy!)J+@?HXa3PrE{2{`Z#W
z7cZCK>_BX>8Sa~i%ze@LBluhwSA1JziC+NfPH2twseA0&>G$04d8uV<IsW25^_*3W
zFdbb6K3r8s4VrG*8RcJpD)o*lY*}W78Vx4CH#&XK^|N}XZ=s=Hw*RA=vzZ@!uj9Xs
zKpaxa(Rc6=l};xx;5CMI4V9#Y=P<i9{>+^LV2`yt9@WP2DrsCiQB6GWm?`e?H@|iV
zkBWR3g;Y7w9%GVvCHn1x2jS1O2b1;O){&(aPq?DgE$TqJ-84fuk$CD01`9XgIh6{3
z*9$R;OeF@{6X=`nYr6~l&q27SHw^l*6()Hdn*vI~!u3SuO67i3T}j^ykvFro=4Anr
zhBI#$qG*xnjE`&DPlEAAkj+)}Q<)GE7_2qpjniq*s?2zVo)oLEzN_Od63?=9@zbJM
zTXnX!AaTjI*?rw!yD!S+A~giLd-UA6Y(MR&qnR>=7QN=&_lC3jclQeO3#TKIU`-=M
z#KtR7SypIdC%I_=hapF%&Q%}Mgb6MDABDMU9)JV+O;BThu<z3y)9)swo<`3zm2;>6
zk3x%3!yT5*d~4U!*@<?6FXY41HU7qp*)FLTw9fZ;edryL!b>gOXkmo(8$C;CmZp)>
z2`)i$`o%C;j-T%g-4g?#Mr8+jLuXcaQK(o2uT;p)bbJ1Bl?HI<&Caa!4zKKlS+-YJ
zevCm{&mTtlQR*2lqaDNcdMD9@mgAcil287A8*ACoH(xr6)e{YC&)l?fepM88d0+~$
zh+CAN{yU2sf(9syVVqXa@@Gv|xqq9!0g-u{hL_r8-TW2+;899j`bXA=aCqX&7ZqN5
zOMbWHkKJYU-@btI(=>+%*nL);#euX<rcVXI9Q=}L5Nmbo=9vCTiy6&|UrUTe{zaS)
zMB$GuQ$?BSEwp<!bC|n5Bd;{Ge8>A_#%Q*=2o`N<*R^Q&0|4NGa3@x3{9*fqwMgvZ
zPb;ahECt<FSFc&IrZ`l<O;^M&dZ|2Or}9;aC45!|xr(z;?<@wQv}jj~1$QW1=7PhE
z;#T`J4guN!xNJ%;Z0UUGj~raigNa33R-*|1H?n1(M0NZ*6&rtCJ8gl_kp%-|aS=xx
zL%yS)8&XN|KIJF+{nx^=adC=StPh`%;I=$B*6X=O3mfJF#sd45lxuFYCuCVoCf25V
zr)lAyI90yshlo^jAp8NxMta&7Ztp*#J=7;uB)&K%vYNNuK~D61DD!9?hA|cPOY13v
zjrPpF`_;-PHVVWNtc*}Oo+J4J=9WYK^8Pf{a{jZDV_<RG<8~gaU!8rN*Ub+)y%xPD
zAru)~;GyfdLII8N>V4ZJc;tRWi}!h_l*n<)qqy%X6umV3S;CTX$@=mLUTdh%tN$&A
zQT%m?UUb>+#B&i;N=s8h;)3;?GL{xwrq<J%qVp$x)_#^Sf-065g=+Q!N+%MA4<@)9
zrH15uM66wK(>a~aWmsMf%dx~5fz;mUXj@F#2V2{FLT!MOWIg2pFZvTxIo1KMoV!{?
zFzZmC>sZy(`=bwu_r>1nA(zM^(ecc^W*708rw^?ep>m|_k)QOW!ivhK91)9H$UXoY
z;FWvgoPH!r?N3w_W?OD470N=xoTInjHw0Hi3+03pskggUd#6%)Vf7fDy+@eGA;$oD
z!=^;1R|o^&a=>;mEhbf_Y}g}1m_SzddPkiz7K)Y(yLo53vdZuIi^QN;VgbXuUixxf
zafONQ=3R)i6FZ-vG{!L$u>5!}F^Iy7AN$f(gu1)NZ!uEB4!1YT14PxfDwgnlc_%L1
zXc-B?ZaQPOom$fs#{#biw|y+A<A#3Cnh(J88j?JnaU`pBDa4*Lm-)37qDk)l2DqK?
ze5gZ40b3FQblkJBj<@KU!q;#Fk~P>HFvz&kuEUgyd^aAtSISz~@vB9NFGa4J2K9AR
z(5V<?wbh(1KSb2lS534Am5a71FZeILy#aMA6;`;xhostcf!;N9G(<Z;X7h)5214{W
zDCNzV`<2*sOXQTzNfQ~7j0SnSz)GXvPguN4CNC$sScc?QE{`4<->q=x#Z0y2N(qUq
zKC`aWVdfmfxQ+1>k*eqCYRUo3#61LoxYm-|&idZS_38pKVtTA*sa06^u_oa^dKK<~
z8S-?R4cLnRcQihM!L{WR(3^>yjgL#W_;TxMs<fyqg_o@IRbLHhT94O)NBzX|6D_vr
zXcyY{oXJVNNd}ATbTz8UFQ4SL@d(daqfcU#RUW}~YpdrP`+wkdhCRw)QY8%6T7@;m
z1IEin1(vyfSt=!E;8VRyllKtLf>Rxe7b&^=UVtZwO)9Qhe>1Wd3rVqI)vtWGAj@1;
z!-t};|4!)zjx((5;>Of+w>%ZoU|E9avL@=uGhf!H@5`|S8aE3SG`&*(P?>hLUEbKF
z#EMTDD7FYi;pxQM?4<{X9(_?c!H{cQ1)lRvffh6K<z;)5cKY&Bsu`A71Q)$~X>`{w
za9|Td$CS~ekNya3A3@k9f4lRGl^7@T<rq(4L~*6XPWER**{o51PbHFu#CDfkVCEK4
zcw)<*F4Qewfc=&?^mx1M`#peiHrAS!U_pxs*+=TOAR1K3)eASC#rUwXtxKZ2@ExR|
zTw|=QftzWij_)^HE-n#)h?(SHpje)6<fa@CK|?fMJ~QyLx-G0#ic9_DVbI0i_vs5R
zieFYf11WL=CBh4pJ-7}RT7e`lyZwrvH(M^j(?p}{#0039%{!=_A=j3Pwsrnpdw<0_
z;cW^_Pys(6JoXcP!n2wx2-Is`h1d`q!03VS%+Sfl34M6AyqPLCJzV`1Z-(i=s6=F#
zOc(A4TS5c8X32^1UhG16-7{X74BJAkNsa~4Y)i`8LL~FOpIOhM7VKn}6M3y`3>YfN
zjZDN0KAh{H!WnEyrM~gMR1^ffQ%xsQXm|iqs~@sW5Xs-1Hr&95x3nDxY})ZB-UHTw
zR-@4#@XSOEm)Cf+j$NV@`q8`sJ5i8RA+8Eiv+HjvZ3eH7I5V@_z<9=>B`cpnuS;iM
zT;h8*kgf43X;94U`z%LG^&Yh4%K#uLEic-iZ(YS&_>6GdK4ASDMTV`A5ej91TmWx3
zxxuhpd*HyTrZWcl>R}SBaMY~JyU0?kRgy}MiP4a~Z&G<-pe<WCZ{0w+2TM?LMjrG|
z>6i9t@zugL@1FK86n?-?Tti+yCw1`{FT>aF)AxmH#71mo6;!_|_oK9^7!`oe4*(n%
zI+H$5R4Q(0yoDib!u~T@DssNna(f!QrYUpA@aykc=zq&4C{V>2KUO@!*Y^IqDx`nn
z9DC%4WxI5gQL^VqCQkcc-EBrT=(-a#H2~l$YZZA$8fP7N=_-8sAxbYiBc?Og$hgSP
z_a-<FIVv#-f9no@4=~aTiFa0?*5A4jQt5uYnn<#H0aD`O24sEy4Quu}f!6)D@NUI5
zqM<E$=ixXOlkzR_oz-&y;YVEuY}>icwf??XAtCw7+$Nd4gG?T5r0*+Q^g!LB=p2~d
z#9c+p&{&-PS~)~~^~_32$|XD4CSl2p6Q5e5mfTX~@H24rlgwbnH~r^DBOvC^6T7L9
zA9?bdncsvI|In_vH#XZH=}6rd5Gq6gnfZPW+*Wy5M=0xgDGGeKds+Qvpi3yG7bDLW
zY+K4>uC*I!J+7KG>R_*aE*lz{Zg^n#+0<;oY|{^xo%tf)GH>Z1IS-4JVDPS($q8RG
zbi7&gY+nQP{?&S9$TCm!j$H`9L`zg`-VS_jVH#JO!amUl^_k9^%+g5we)J~k&6?#%
zYIyawhO-&Tg3eq^v$*7aZ&N75VYyp;V%Codds<uNCzi#Y%r_xZc4JVe`Q*7uFw&6T
z#!5YPnCwBNd~V$`Bup-vb^sp)XTA6TQ5ODUe~hwJcGF5)Y(!5Ho>Vk6CWD+zj3GWu
zdM8wmQh*&oNAW)UK*5d+tIt=ZuKZbK^kXWOHC7@+{f_5jcMVVHYtCcDRHz+$(6Ccx
z&9d@$oOKXk5rd1GDrlvc{T_=&AgyZ``(ksGyo{uM2f!N3Nh$O{BYdo%7>AKQic5Z7
zrT?LrV|uC-XB$N??4V(fZ+@d-Y(~Gwv$Y_4yUjqOvvTOAU|4_Sk=BRU@%a+9N3@Bv
z=jg`lp)pW~L)Gx?A4ARh3dE90wkJ<=n7OS;NhrR;I+WNC(wy!g>f*ooEAQJ3+yX*0
zXRz)BB!>>2ENIunxdfAGxbKl<E0vqShpRM193K9$y|FLU86TN%IXJE0V{iOuC^38k
zy=uq+I3<GH-MF~SYOCL^`<?O1cY`iq8IQkpo)Sn5k8eP_vfhGAPc`T7X8r|12m9}3
z53;z<b$PuUx19zHWCvNgU9p=g;JptYc*U1?UIj0mVT|CQam}wrMsNT{CSFN~zYLu{
zqcleQfhcxZZ6UNJ%1-JM=^jvpzBy(BFu1^OEg}-ycO#g<fb0$O8=gAQDEUWAU4&|o
zJ&KdefI9u$hFd>?E$EZZvINKejrZ-Y(mKA6SZbPa%tw9h$oWF<&0)SyxwXpO7m20m
zToQ9s%}$)$gMC@QOgoU#;i>*Xv5jqMPWV9ajC*^17S4$>qkuk$PlvKKfk^GXJC+J~
zq+z(*@Tc1?+*^%|AfiYt(5nIcUB%-0JW<ik1G`Uw&lEO?8z4TCc6bc=pZa5ocf~!0
zDmrvg-7yY%{-viOt0_jk9g~*zt+FQ$4#I%MtLV-3I*-N(cQ$=hsMXBaTao7<hN|X$
zN)y-S*w<&fXG_Dts9?acRy$kq<0mk-&$0*;JN<x*5w(n}h7*|?ZPNh2{?7xL(}sOU
z21Z-n+>a{1j#}&azIG;2cNm>7Q|iP>mup0qg`S-5G_raJ6QNKc2!|Xddz$;{Ds-W4
zdhX3?M#eplhJD@LEYFh}h<E{li`wK+pg=Q4F`I}fC2X9<RfeSgV+gw`dxRwq@ljs@
zAsx`%{2AO`1*i^fhA%WpVO@fZd4NWfZhyNv(xvBVm<b+w!Mv5d)CkRgCMJxeG=Z#m
ztbsy$NcNz^ZH=HAyl{hSvep=|bm4gbl|`T}$FI=`EcCNYB%xFWMaBqJ-$YeP0OyjX
zkQ&#8Cv!}cm!cg<Vqt4F(bdY~1BumcP;l!J(b10Dv}}+@T(SgalMfRXX8^pTY4b_~
zsTchLNx#sTIB)m*QW=%`lC`JLH5i~)@_@|;x7i%5a$ug8++oeIXDXhjtgHbU=aZnx
z*AoLhG#8UV$}uV?KGA%pOa$WGD1uAJy#wJ3uDJo#z2uweJw-qLlm-_}NZ$Ju2pysC
zHobp$xju)&29`X3^jP5Ms;>dsgZ2=-f1S__m|yXJca?rt9<FTUNO%+D<~2gFCGLjT
zx4Y!wLft#{Fo@ZEx;6!_F2Aev?A|^J8u<6(KuLZ2hd*4uVWVCl37!`EcqQ(dr-Wgq
z@tw?}S2k^-GS~@(bNVN(0jkSZx=#M;yf9^;>ujiI8GgBig7D5LgJo=J*Bc$%tOl60
zs&|dDEWDRh7vI&{s1{P<za+n5AeYF8{`y<GH5%;RbhW<8(VF)96mY<rw}`pLUa43x
z03(>E&+4k9FT~^0-5GYrn4wJoNO$?sBI((*T|T8vOM@%nP&csfrq3St%UfB4#M$EM
zp!H*s3~Z2=uIx?}MfD%>?Z_!rXHgUTbgt}Mbturg88A)3yw-Xt$!~tCnE$4WqRr-v
zlRw7~bC$|6eM4~!0t1zx>R66Q`#^0vRCZaG@d&>8VY>O5h2V63|BaUP1bH(C**(ji
z?R@Uovd{j9@MKTnEt|i<qpq?cf5G*-UVr0l>V6;kv77n<2_&tTHAz(uS*<$yQXRXi
zwK!ukMJ!vc=!yl&!Rg+6e7RG#ce2x!wx?Hf!zj2%S|{gK9<P_hz><DS#q3$no`Am2
zE`7w%8nOH|MH+_-@0S(dvTcgau(zv%R&z37TvUzj%TcC#fn#<eIE~&W7(brwd!+t8
zqT#sQMo_b1KJ#;Hm0Ei)Z^6uNIj@4k(gg^XWmKrAhFh>T)NFiu0F@agD&3fiwF=13
zOPgmaZV=M&^f#`@Fg~*%xcm47x}h*7<H7A5XiAge>lw28M0OFU6KKvm!E}@EZDt)O
zrIAPver=C@cIPsQeppR`Q~ulQw`S1Ou$c@o1L=LO5qpz(%w9rMGa<WZ6TPo%CbP<b
zIV_2<Xh@Lyp*r;7#$F;Vdt<4G?3d45155$MwH*(!brtS>US*x6jmg7!@tr}cu2-2)
z#TBy4^EdIN%@l2WFDs4^!VO`T4Nms$xmWA9a6?MbPUOY@NqCrR+O@__JKGXeC`F*H
zH7Y;ciRiLLTRgFCw0f>mb_aybFnhI;xjOq|ApPvTV=fIwZbAb&<2%13b-*}Ttx8{!
zpR~7r71f5&{{=xZX6^!$FXtS>aOg9#mi|Ac&}aY0j>%cFoa=ebV#WPp*6J{FO*@s|
zZE4c!I^(Y0Y$+`j<{sNrc!{I0aT`_}Shx9)?eu!pQp`BPIs8WC>}*<DSBa`n%y7?l
z_5w#&(WNzEL^=wz^haQgQ(^RG`ZI2QirVU57U9tR@4Jo?Z7JEJ|3|^(k^M`tuqxzz
zj#_2>*~we3@p&ni&zH)Chde*aOxQI?J@zM?Z$_fexsFR)vPxf81rmc>Bf;ZRzqlXx
z2Nd^rm20%S`(J?@z1FqKtdwpU&Biaje7ma~yw;NbFmgi(toois&F^Q<x1u3SvHG3U
zQ||`G)JW@xyytp93<*5;NShQ%<X@~xC1mSYC;Vw|#2vG;aq2rmWQHREHq;+H;dKWg
zEoM%XYzxlX`Bg^=mVWI}3slBwEfg!SQ?e~*bv}H9P0SDwsuyd_7Sbu=tP(eZ?8k<Y
zd&(Rz$emDjSuTY<FL72^q4qLnT7_?t!MKq?h(+|14JQ(M%l~l?(RP7uJMOK3QK4~W
zskVjB2qv2$BiREIdI}<(`o(U}Hi}ql--lgbW@E*n4iIS8rT&lJ|D&K$tO;rk6@2TF
z4Ec9f<3<VwY0w&m<{(8pW2x$$UVZER<$r$5#+eJe!LN4KvGBL&6$i-s^`(ZH(P2K@
zH~A@vsRCTD{g?M_KhYa~+zlB+M_X~9#li*&&c5B_Nc<FU3jC=;8hQ(7JDjWBiX0V!
zr$G)Da5%D}Q8-ZY?hO+;1Q0+#w|Z6D+ud!_iMI9FVLQDl6`O+rrV|@H4t>;ZYF@WI
zdO`G%_l!t)rl+fU$ce<LxFl}zCPvOZ_LuqtS;a*qU4J+n!ykOEc+$Z<d}MPEZoiD%
zVxn!dX*gq_X`)UawVPcLY-l&Bm!N4dFM*Lp^VoIP5ku?o-l@H8uc<(7ImRD9nM{7X
zF{}42PBcYKTF+Hop^cC2jI?#;5oiZg)S0azx~og-44{Cu2d{3ikE}`5H-TAyLb9w|
z%GxNt(t;HyJkRVJlGzw827m~cOHg4iLE(Fg%Uzu0(lhJ!FxJl#yV-zHe@-Q7Ii>#?
zox^B9gBXk}Rt)~F-?igcI<tU_#%Qr_uf@@*(eJ%haUT7VHttH4`o%lf_l@hLGuC$a
zwZH)<fB95LREBUydpdG?b37b%-YWSez!2}l1w+iZth{x$3C%wAQWIW92eg2B;>5)<
zrdi`5NmaS-U%C$<0^(fw#i8;zK^HW6D8AQfd1ES}6IhOcP%B&_vBKh1tIxtupzet=
zF%}&?2WAEjW1+cu(ZoqTws9=IL~-it%7uWxKmOc=R(^luBD}O+S9w|xCem5wSA?pl
z$fYc&qXD!>?;#fXN%=1EBhDC4{Q#<0HZxf~$rOYmVIzi7$+y#uq0dg!Yt%H7JsmT@
z18hBB>+_or6Cfp!i4UvEaW&uM`tMLvv&Vo}p)b5vaHa~5Mfs=467|6mP-^}YOfC1m
zrFSJv+ILiuTsbkD?ZE#WZuF>UuChSac6!zjDXGlf(eFxj81RtSH<)x05!_vXp0kNb
z9fe9WL%vLTOeT3XScP;&opZ$xnzD<HtVr$)WiU_tt;PGAeY1_9;%%NmC^Q=npAbFG
z3|bGSh@O^K*>CJc8v-uZ>rR6DeJe3i;CI-kU9G=n#v8-mZCaNIxSM<88YQ&rj|1<i
zik}JgyDZrZ-`!*ZwWoqY@O59S@Ti-pb-De(8R7R_nbYZQ@O&;aC&25w_O7$3@6?~o
z>i%*`NT<;Y`<mGF<fmByA<Gi|<MB&9E}^PnYJeb)ol+Y_EC3h;g=YaQ%G)T#0R8>)
zo@GsX?jzrIfpxpapFZu`sp`Mq{#a<<y$ez^tMf|8N}&gpE#0@r%iN6Qlmw=H5}xes
z*KjdWtI26VfutkfOWh($^^Z-2S4HN%I+|_jUx!-hzeA@P^;yg38g5qx+=PUGK%coP
zi3bkhn0z1?MvON-JJ5Og$BZoW0qyrknt*~P()$%7hRaNH`S$A`I=FF80VVblzpCSb
z3&bfh)Zq>LyqN%$r{J>Qi1g#@p-@-SAOp|}AUICbvbz&DPG&)K=TW{giLj`@WfD19
zX{->dcfx&PD-r{ktuQIe50F2x68glPtoPK=GLs49&TaVwKaI6>ewRHwmu87kG%ar1
zliElPpdgEU-G!j!YN`hoD9h2dz8&q0Jrl>22vT7;PW>4vWcFsVod`AJp(Q3n*?|ck
z;;isjqYQPd3Ey>!bwV)7nlwF%qL4*PA9E;(tIv50ADT}S*t8;_3qj=<TK9J3H4U+?
z`NaF%AHe+%jmybKS^4i;$>zCds5PMAm=^sQV?SRUZ9|DAD!|?t-I$;@#`ti3uo9&y
z%usii7~FfZoj4;d(f+}tJkXTSeD2L(;GfXRPxr4ct0RLY)Hiv_cA}jBWPwb-soG&s
z@r#u>EFEvmO6%8Z?AtEAr!i2gZokYqA4!CGiRyg^b_LhrD)WH|l46_f3L+&lh;ZAQ
zRqS}CI95BlfzqC($YeiBRR8V|w5-J2CRvLsa>bTBYn6lzCsN&X8b`Vg(|p8ZtP=Vi
z-WCqP()&o>KvH(Ppt`^1NE*qh1D~1^s=`7RLpiZTb+jk^ODHQr0UaW1_z2+(_>7j|
z>&8$+p-*n)Rfy#p=RW~4ujr|3BKb(CVINFbUa67NmPYSh+iA|&g@Q}U<`t?%QvDa2
zv0R3`x0gw?(<0%lL2vuL8b^xVmGS0B3E|yTbtfkbiRPv^BV{V~2F)${R6yL&<*J%Q
z7NAmNod49v^^UMSlGSU~*FHUJCgd!O30KvNJoxJc!ybU``GTQ<C0PdU7LFUj-4@B0
zVQ1}yWmn`vpSo<#LzLBFT!Hp%3(uic)?8Kd4cEeZ2zHs-2+sBr<r=mxZdDzRJN0BL
zXt9n!A4bR<&QhGwbO_0|2zNJaC4=pvUkqSVnba@sZ#u{}RrZ#Gng|hK=Ku`FzM~|9
zIhIr9Tu1qD2B}KF&tVo^$M5~}SF=4RPZTZa`riFSxu$sZBR#0FXlwmIE#ML9-V@KJ
zIBUT>%Iv-Sn9BWoH|OhGS1lsCs(u8p!Cv#xcnQk>LHhsP5(uGbdHzrYEa^Kuw2Hx~
zwK{EtAj#CW2yz!A?2I6C9Mp2D=yS#XPdEl{z7oedRQ(jCaFsQ&Wiw}~9{BWbM#;Ta
z5<A-Qg7Q5ar}-}B2QxUAqxc|c1O18V17QexVCiYG)W5dH=QI-Nc|KSu2Q1MaCUNh^
zPB;$TfEqHeCU?)NpPpq*WWoKXAlvao1u>ADk7P0o`y_i7@(WiTzE;jh+<-rDDv=UI
zSoAYTc*3{+-8z<U*#sKaCz9GdBj^!WL<}t$IXknHYtB|H9&N}VX5Gz2j4*iBA?*^>
zl@{3Win6*xk^j7-N!PTjqhjK;{Phaaxo}^TEU30g{nu~qkuAm2Wyi@0#^U#z+I;iZ
zhHgm9Ixw&ESzht%-Aa9T?oW&`HO?uFlu8n2cCL!Zx_aScVs*8ZmArHce3OfQ&5QDE
z-R?ks&4F6;pvAutHC(#!tG^}?R?qudIQnwgR<-cxpSYMa44INdm-%rQx!ieK%g=dc
zdmv^8PkqQq{9jhk9q36gMK3x8cZ(|%?uNUDX`(2>11|39G_jyvlOTgT|0W03c^zt(
z_No<Z+=dfkU6wqiyA7#@@@NPmy3Yri2*IV#=^hEM5ZYj0iEWo1lV244xYVKrVrBl2
z6G4v^?{$XYz}mliqqRIt*N$vQnSSU^4{Eg=+U7TnJZ9~#tpAG8N_STN1v``!>u80T
z8<UA?d$xF1Kb=MsaL{NW-=z4=i4~_slbJZ5X5;aKVv=96=N=o9EjnA{!lFZb?Y9qo
z&n?S~ug{NG>N`T$zg{kKG&Q5#{Y)FDIc?8%e9Lv6KD4gv$e&RUKx;Eh>N0NUle=M{
zktGgsoMt1^)4>yN;AER@iWH*czZy@dc;C*KcwK#LC26!ejdW`G+}JxZS?nCTYW_(f
z5y0`bK}{%ZYti(ZW#n{k#5CE~_jyW9&~U}Sbkz``!9j@Ktu6cwA67THqgn=OvUo@{
zxUb2Uq{(J-H2$kkNWbqw7&c4$vE0poo_>Jf>}j8&1{1sm8LVXRAKy`25kH@`7;Y&n
zWMM;$rL|gBrSyMSzYwCQ?Lo6l%Z+qUHF!<jlQ*Ep5=#&>4E=zB=i@i&4>}mv%$gt%
z9tdladv(Gm0!Ht9KN_!d$&Bb4|9Cf7blg1U{pt^n!7JL-VuP{S-GQgjKcI3V#dg-`
zQc8KKkFoMK{50hb5{Aqf_XlN5hS4?#{{v>fh<I@}^t|*TaPD4c8RD~HkoajuC7r&a
zy<xHtyLe>ohdTj)lnZ`j04FbdS>`aWb%C;>Z}5dzK&vTG42EeLf~*(K6WvEVO08tm
zh#*C4&Pqv|g||M&2}oCe3@V^eSX38=DKIxIQ`Ru!{mQ8Uyg^;WS+@D+s(5uhH<wI&
z2;%?x|Lawjmp26YUwx=;R<fSxewft#(Ddq4V979-C@s6!ZPm%`<e`(#j(Ah1Qmgpk
zv73S~Q9$daEK@~HHV>B)RWDUtGE+%*#iR<(ws<=O>6Q`6oN4_;6e2uS)y{70G4hLa
zZ_c}f{ba2bbvkiSVrvj!eDF=C(2FTtiPaE1ELItwmlPiM#ahji9om*r$5!pBI2}!s
zgFZJ;+#7%-<Y3%YaPQnQ2=Z}d{EG}r|It7B+a5WUd08=%>UkJ2BKKC@R*|>z?$4Ru
z_D*3CuBFC|_wXnFcGLY9<@E~Kq)NRN$pb>;5Oytj`UH+z5qY=Ji&>>E9AsCwPXFAK
zwurv+a2xk5?2sRnIRA1|nySP}^TC6C&}c`haqvd?2Z4yW<{6=^Ffs%D3bz5Uv@4ut
z<<hPSc0zdW2`Zc0%J1pAQ?;=d*tjc{f_~3}Q4^K5gy-zsqdIT1C#RFj;;TfwIdsqm
z|2`+LuBUqiQBzo}j#}6shFR8G-XpTAPEqnYCwsJIc!;Z$>QW?8Ufkb9MbKl-V6aPg
zRt2fFLC>x--H>8NYNrzv(~@B_;MI>4TPe?gmgbRA5n;&JI5wB<Iwwo%$0qV@c}dcT
zQ=r^idSZ+Z6@trj(9UuaV;(>NE!(ubf32W$iDu@PNeo@BP`j97Eqef?-ul2H<^!XY
zmubTW-YxTBj7R<@pNT-_%iwV7$v5!Li{!wm>iOFVHqZVv?oJFe9gdqZCi~160JWu=
zjQ%vb*p)BQQ{bD<>+~y@B1xY-EJU(v%nBKi5xxy@o<PocUMt3h;rrl9so4wkGhP3o
zDse+I=j_H?BslN1?oc>8mxI5(NYkTp6+EjA(}!ns1$H;d#<+ACpu8wui|t({)J`>|
zf<BF8&4wFM%TJbjTdyOFHX;3ig^&=|Y<G<@j%?KZ6o67Jk&BJO+&J10O@Y|XX9B9P
z7c3;jIxgaml1dOmTyI8zYQ`J|bz$rii`{~W64fILJkP%@C|tkTHfGQUQv_X>Ev>|B
zas81u^bhzri0N)=y>KB11OqFFssMA@{bv!PFYPc5>3=#a^T$-Vvq3nalQhIx-vKV@
zOmS&9pjw6fMz+UwH{Kix4D$sZT2sbZMiZ`!<gM1^GP4=z1pj53uLbXe!jy$E`pHTT
zdajbHzPkfK_jC$1FPDp(#6DVWA@iGj3skKocMUmJ1N2x_))OtTw=@7PRr&Cxw_jaF
z)e~X<5Dz0AV?C)Tzlcz^s8VpGX@mR_S57n>_BKOWwpH<cc`oz2eg8eXw=BH^d^a`O
zEK;cOPnU0{MtRMab51AC7kCkbv|fZ!tqRQ6t~hO8m=i&2o0xcB>zl|i(?0!zMzIw=
zWtlM~?^KM9xKkB8Ib8TR!P=43Mh6lPB`Dv$A~?op8hn|Yz^-d5Hkyhr_fX6!@V>gG
zjN51rQqM>4+GI)f3~LYv(EtNMH$1U?C#zqF@4T6@A7Px-8%Kour|}at5?iJCn2oAo
z>|G*OYvf2vLqO0f$p{_ED$(-JyJ5L&1}7TB^a?jjT@t|P2sEL4T%}dI2hHkNsP>Y!
zBDcaG8cj_T-YPo*dDLK_&C6=^)bgFc=;+x_?{=CUX;0pngY!zEt9%geOYeLM_BVw6
zflyg}e@=xXV++T3=3P&b-62aRq1&9h({Jjd*(46e2IP;uF}}y1kkZAcV6n~Pv7?(b
z1(?J$!?skLcVKl0vIU7kdYFnvU2Dz=Iv$|$jOrTD46?7*(2~Z?m}dR#(~Y&CRjHS!
z>&@l%eF^$IdhD|X47YH7X%LxJYlZZ>RLfeck}lAX)*9_XX_hGi_0zpWui^4unUOmn
z#f``5ng&LNYBS#K%3u$BUkcfw%1nR-X;{CCKkoLxP&nKJYAS2b1rbBskwY3YQY_mi
zl>nK+nJ8)Kv@>Lmoc&KZ-HxBG8yZe41d#+=QuL>LI1x-)x#jb{<#sXM3!vmP>jZvx
zkNe(~gY3I_nb+Y~LwHoC__$ok+m6S-3Wk%#lxYjSGP*@}&TzcPPJQPQ)AVPUvs%lg
zE!Wy<Vt|-KSlLlG&L5)<itBBqV_V3hn6?GNrDXpfMc*Bk<o^HdO3l)8P>LgSgX5$^
zj<k~+?g@yBquc^&DsHReC^J%Wn>cbI3gX6@Wh$=36v3^hoN3xpTj!kb^YHtJzql^e
z&F6i;U$b<Kr)>=>>&lkAF<~*5?0Ui<Xn%SXb0j_KjoK)0cfYYy32Zb_a7am`2&-08
ztAFyK0F6%gfz{*WGfM$?Uf@tGetEX2aKhjk+(zC+-Ud4B+}ScoOfI~vJG=P$p7=Xa
zq*P+_+_0ZKapX*|s(e|l=$_}x(_faiBO`NnsiEWqU}g1%k`O<*u!sx#IP!43Tj`=W
zFd^@j--5J5d!XFZgQ%A$n?S}I_i&D7tp3#TJN?P4^JOg9R>)-Nwg|&ft)usnu^bdp
zUudFoqCXO_{gyhj@s-%g<_B<BKj=Fe-AtZ0AI*cPy^|&!Vg0uV6avNkkH(S?Lf{_^
z&#*P)V3k@`O)}n?(PvtiWf>_m^b8s(!+yarF0S)f;w?X|Z<vO`P6W7iT86WxAR(_-
zc}`3k(U{=qeg~a<9jsdimkR44IkqZrChZil&sa|K1v6aO{>>UMYoX17J3mvb%1|$C
zH!YFRpZyk_Vt4*xoaxLI(m9CIUmoZmCh3^!rq}bAKdqp>e5f(-9Y1kvW_B+2pL<Ho
z+c}m8m-J7XMaHg!G4cnfDYMr50otLX*VTPZS=EnUC9Z}-w~Q{{i9MK#VNF0^>@?B_
zrcBmCYks)3;5J0EQ`b)M`~qm-dbKkJJ{mU8g~xdXwZI|cM!#<cv^1XU=~_yT#`LzG
zqrg3F;O;QH-tq2Ja_DR7TZ!udu!yC^$Ich5e$B6PsF5-Mn85&_`fDpH*@+Tz;wa?=
zg@wO%mTuWhug>3_P7@mJ3=;HmICC!m=b}{1<7~}pe$U-~5l=6xkl0Wt5=!%WD?gUI
zk1LK1R(ce!ZJo?qt$%YPTar|siXq?Ama`t+hlN-=8NC^^Z=YaYY2htcwnH@p?Z6L0
zHO2X<Mt4>3?0oe9I^x#xm&-@rk*@uJZ+ralu1-vE$K087sqs&CKhCq*W8#DMUd$r-
zkzc~~T{W`oJH$QjzbGF<Z0dCKgT|f@mBrOt8;@!?ciVDL4<0w=+*Gw=qyYD~vb$k#
z&H(4yZ8T#t|4ua$8yP5Xd*>0V+j{qlw#H|B8<Es=?4D>@6T1}3bHXH9W>vyA-v#oF
ziS@x4SdTP}Q_r2Tjv9Iy|5B<>ap@hW8ePVf+$k4_WRv{Tdv)eGZ&oHE^)NRYejqa7
zy>-zSSD*0{a9Z_`C>LaFHVU${N?}(T8_#JJ>IzGfFIbG%MmLs%HPB((g+RX1IxjgF
zkxN#tn=+A`>r~yp*HjG3{j%pW+(|k?p8&m-eSy89O6_Oe-560JN$;*Nq8GJax8P2r
zsPi@*8B^L;8==;0s!fqO_*JFo77?fWNeQy-0<dF9<)kOJz&0-;7Ky<ZzsgGhCXT82
zrKXBg24}W%<7f_A=6maa3y&--z>}kp-_eSv;Kkg+<L2tFZgh)!-z)4EE&Tz*>|bjS
z`{a@BWeo(&pu4_pf-2=ze%x}kS<Ee2NkUb-Tq*M&gj>=b{K2@vcFc_xJzZYgyE9q-
z?!?Lnm>3BX<CT%?yXyI`q}A2W_RDx;o{q^paFvHh+v-Mx@M(6$qR4s9<S$jie7VAQ
z5E5fDAjII|Y|?|x>C2}wuLy&+ZhH<M(@qUN#U9tfc-oM<#%i`L0Pkg#@Ss~n#&7*_
zT)4dwz6*V5e;9`6w&><z{#bIEGG>KY+>?)u#GQi(*jN#=0=6$UGzRR7Pt!wDa%Vwm
zvHqM89_X_5^d-#usjKxr!@~X5IoUivxr^LsT_*v;a5++Hi6)U=Y*I9KR@_-(lWcUb
z<5TNgV-V6F{O2DkG>FasELILNUz0DSYUW|~<xTY%LiFWCDvzLaKS<ki59;83Bh6l}
z`NrGUZlF9nLQyVJwEnP30loT$bDO1yiDyfukp$i|ecL*ZR(ZtPVHIYJ-=di~&$*d;
zZnQ7VZ6_hrNtQy>NIzveI0_0Wy!n8H%2nQ)*Zps2;|6riq``We$_mf=<BntY4KsJC
z(cFqLjWoYtyIw=$&=xzhu8tLQL2VquI}SdzHCXWQs>9YUh{`Mf;aJ+N@91XcPHTs~
zyrMC^8g0vl0!?8h=He!Vp4ZIVHgRg9a^tkNTaANvru%CB3|7~WPgZ-r&%W|U?zEX~
z(AD<;&1_6KIznteNSn*f_UMk~5kwe8SgbIlfMKCa_*135SZV*m5R$Yw!W2^C#(Q6N
zwy`H_d*pr1Af7yGFFFXR`DAkkyC4-IxUKlHx+~592K5@=4L#JF&5xK+CK_gB_;N4}
zbldV(>s8+-P%2JfC%%a2<dC2rV#bv&@C?xQ{Z<p0gdH&>>06tSo3G-cwOG0kHvj7e
z*45&Q#YdSG;f4-^A&eOi#Z{SnGn<1FE;NGLM+i5}5{}a{X?ecdf1PIqWKuF;|8lwm
zWQl!loKgF=57Tank%;!h#O(b|U?}eMZi(&y3EoeN3`V+aJ))=|Z?Ci?H(GA2N9xa@
zQpIG>dbk6{VmL$nTf~Rg5{0Z<>w0@d%dBp5%hCZ+`d%I0o#ljM9Ot{+c6~JbNyD$w
zQp1bMkA#~Ya4MBW{7(gQal6#fNRPY^%q7oMf<Dt0MS}T<_>L-J$XKV&2X6lLHeG4V
zKV=k>;fkZ5$l^{s+THb<R3=5FA&DZ)yeR$HI63)c3O9nYjctysGcGnt$;BcoVP-}E
z?>OJKZp;oJQJYFAtSfZf;snNH_tG6|8e6w`Z95@PLzSL~$)$?OsV)3jwZ}Vk7te~7
zjG(_Qj|AGh{&4D^45r7bsGMUGsu%y@t5QEOM5|2bOSBJdg&AYu?0Eux3Oy*8_Oo<>
zLOdQBixakJSs6ZAah#oBd5~o{g%*_t2b@|^dOf3Nz@M{2F@#-_PvxBrg_nkIQ#qNt
z#vUs&L)z5^E(HIgk4TNVpr^)iygy6Wx@=a5VI)X4q{+<jd6E+>dtO3ZQOrYy2g@1o
zV2HJzhOoMEd-!e6R<z>^BA_rU6J~5A^R1Ijfjo-ko11M-p5x;&(2c!4_04O!6^|Em
zl0%{Myv~|{J;?0Usjc8d$Xn6GJO7}MA(U{txAOz{baW5HZ(2j$&!pbdULJ-c4?%S2
z<ic(ExuU|u&xiCTqhNPr%z${(7~!tn)w)Bm@w?T7fIkR~K%80ehrx`Q3?C~;-}bQr
z^oF)&!Cbt*B^2G+cTT8rl2m!E_xwg<iOjoq3&k}1A0gk;ama`joW!$Juf(_+?smpe
zqR{b-RRr6^FSDESIK?o(UP_7^7Jmm98vg<yH19s2md*1JmPu57-K@kpi-%<k;L(24
zt2;;<{HO11o_Y36HyGP-StJ+N;_xP=Qq9fjxqWweWHw<E`A1t*ba|hXLXup41iimP
z%5ws2pncT=6EM9Eeb6wWSoqNrXN@vDky&Ga5Z04SCaK;-+ex3)ib^$ZjE3O>TqksU
zNB&0KP59IppIEGGM~|2x>G;*D#OR1ubIq<n|INVS{I&2YZv%qi|J!4{KPNF(yZo4Z
zBQ!eS#UE|D({Z69WXk7`Afe;0djLAkMEMk8vr=o}xocnC*?2)-;U0?`y_2HAxYda*
zztqU9SYcyJ=&I7`_pqrY3X<*<EJ!)&YpDCQQ%AE5CvdV$=T`>gB$+BNlT;+;sBosA
zskK{8eXL>I*d0jrfM!Lv#b`HHZ`=L*(RsnINL0kQNi8||3iFQGH{vKjYskB{vuplc
zVMKufr+s<J?_5cwQ`E}%KNLWuxMi6BBje_*0O_AZx!Webd;Ri8*DonNV+E~Z3T`AJ
z2;9zvUVdIG?E>-p@?O*m&W6|H{orYYU%`)}>C3r|+qU)R_1XQHP8u$)XcQ;)*&<K&
zfQ5f6Hb3U16R!F45kC*X!9Ne;Wp-YcM?*TSWF_+juj1P0PNY=dTzVGQj1?8SFhk7g
z4E=~0!}9`s-Yqa56;uQ8Yr`AZne?YtR9_qpu&VFmod(h^U$_W;Lz8O4D08>ddNl#G
zslbbk`!lS~i=P!o-z6i&GB_yp=Kiy(!p7J+!l9bn*>k+N7VsVsl6?FXNz;|x(;bed
zUIYf%o_oW>Mv7Ed9q%v-FPo1c#GPw8Y}D~}lKDlYx^-<Q2;Y?v`f}sjpk`CCqiDHs
zO{&df!o+*?fM|8w?~uv8$k?LWQQ8{!Oy+79p4`$aziM{Y+8bUlQ*~M<(tPhw9`qXF
zs9NrEmWKz_zRfRGs>!58{%Clr2;zr61FxMvax$AUa_fhjTrwZ#<9-x3oBn6f{}e1Z
zJTgeJFs}LWRjUg#*F0$HL;p1@A{#*1$(LyBpM1!&K?RP%)mu<BW>6@k567|ybN6f@
z_V&n*CZinNKS7)>2P8G%CK}xbO1I|=%NP?EJgi>Ra`z=32tz9>F?dq!SLw{ghdRD!
zZ^P;*Zr1zQWgnV^cuaMciEuq}-}Wu~Gx-@$V&;ET+*!)unco7f6=@d~tu*to|0WQI
z<ytIdvz(L$bRxjCC=v%xs8w(AY1u~mMVX6(h9!y$Ka2)(hux@MS1LI?KlH!g{?WZ3
z4`an6bLM#A>$2m@l0MKYzHXZflf_^4qeSaeI)ge<idXJYX)C5m!mw!P2Q_b1>VahQ
zS-y>Q%t#>px)v~Gh`_QKI15i`^&XnD<)eR0ylH#tDw})Rho6O3<|lIZW(f69JtT^t
z4Rxs%wCkUC!<2z>+;NyHGzY?5JaR*KTjJ)uFSn2T?xm-(bd%T-m9a%5hd0dFqzIwK
zcnqenQ(J5#-5T+&+`XY?E$UJp67M{&(wSo;RSS2!8u%jT_tonR<J>^yo!+m%kQ31=
zQ4+A&Ip%c=Qa>V$#Z*3_{KDc4&b%9wh{7Jn2!9w{s1}>aZ(9@NY%!!9V39)&Zvv-b
zm`5k%Yfhl|@68_~#82;M%PHrba|WrTkt3><7(Fwmub5*;P})-261cqgy1EiZ54M6(
zSD#1`!Ark{F_z%~`)^w{w^3bNC<A(8IO5fd2_B0*7OxZI<fI)L<7A0kIOWwf9U1cD
zJe=SN4{77)%vocc1jV$NJZp_bU0vM;H6B(O62<}&MkZ7>txy3kgO#CfB0O<dUc(HB
zWOTXT=28m4bUb;%RF?RF&~e9%nVxRj+~>YB!|U$q?W$${iuQmn0r&)W8gwnQUjLcM
z9T;xL^_@2N+%>Mb_$XAP{j=Frc`V)JlZ|}_|EMRT9D%ZqEHUkU+hekY493OaZr;B^
zHCQS#6Fb7bUk-7W&`6Sb*0_AZZ}gcfZ_0^nB{DC6gahgUJ5>qi;Tzcj1(4Cpbrc{7
zA`nsz>g?S}RV2A`l`weA+p}7#P#xRgaDF!{Y5PS$OGLN|-;d@ga}gsvkeB261gWoa
z%6WlbM59&@VAu4Kmi?mz<qpvL5UtHgE>`Q8_{nmSdA5%``_dWa0GO+Oz2$LfzLy*y
zKbKBudnsmXB2ZJzQoE!J&pdGvA#@cGNBd;nt4W+L+-VDz6KL$z8KB{(-wKzisAVwl
zoLZ#^*G7g{h@GQ=hVO)AcZ{xQP?}FWdC|TG6hN|QTsGjjM|mF*SPvtD^x=Ryrb@G6
z#AV9NsS9WFj+|xckn>+k6{4N5;IUc?`5x+B-55{4)6k_opdpxcWstfoQF3%zF|oPw
z`*(SHt8rPtiKiJP?6qBa{uA2E5g?B(C=GGf&((h0!Vq~;Q86)^DD&SfM9PHs&b1V=
z$-hbOr}XFVPYZYMeQ<fDN!N<RyYqImcMCaFa|3U-b=9T@#GOmL%(1D-QORs5$*>5*
z%4!k&L2LV4_@ANPnccQVc#J7&FDIq^+c150rrpBy7y$Rxx1Ds?`t+3UP5f0d;Jc|R
zVV|39kUbwW_Pm&<ENubI(5GU~mBY=O49})&oA}Rhfi~yo^KDF#>;T3NdnpNBtKOMc
ziE1s9(|dFiXYFm!47zdXqMb2bH>R9C?^E9`i`bz@Xga3!dSLZk@5fvdYY7bbfp}n1
z{@bG_>;kK{Sv^}O`Y773UgY%DujR#Ex_6Q1GP|j|wTtKwb^hV*dgI6c8Dw6wc_be+
zD%udYX0PplSMPiwIr-az#LMGKGKn{7{(Y2V{Eyw8MI^QNnl53X`)NWHyI;Cskh+q!
zQ&d9A&bW0A-O;EQAFuXjJZ5EI52mp{_RPdVz!6#Y^P{^U;z5zUV~M~FHn~k9!`*6b
zqzD^ve#6&+;(U@U?!F)x7f1_vp66}Z|3tq+)*&`77yFtc!pChw`%shxeF7%m%#ax3
zM-;rTgX9H<F(sp`HDr4<>uG^vkS``?C>hv)ht@i%i`L)QchuJq_vm;qpBY_&_1=$h
zk**#-8<2-AVE2o(GkP6U4c!(K@ozadmhV<iK(D+$dgDZ-dNRy`oU)-xC0yxzlFg@u
zO5E)F&8}4bRK7iAL=|y#RfUfa@b>2;-}6I()>~iw3NfRS-)yd{(BRv|gUPR<S!XV!
zYyRHo@qizAmXq4>hE9gp6!Nh;XQTbD>h;sE#a@d#{;%-v60!xtX54Oex<ZfY*^kq>
zkyr-+InKqi!#YPMWZr8IK+-X$$W`5#;QUIpT{?=Tr3v*J>A48_$}+YiQQHy2bG>D0
z;lSc+k5#vza496=q^4nh#JIj`w&M<cLX!V6{mDJ7Nn5{MvsrF5saPiFokmhK)$_4t
zAhB7Zyy&}0A5WVtcyN<qSsC<o?7tnsBgis?a`ta#W$NxX3Lr@hsmg*X?ff_VEqb|Q
zyYRU2liD%VZW>1cWX+F%$1=mS*5Qfukz{R_QKa@{`D*1Zz&>V8OktM@o-!&JTJnG*
z6xiu7ElxS~iGe$IZeHi_t_9EAcBF+2cY@#3pB{kz`EoU|g@lJv(Vi;{Y_(wyl;hfB
zRA1Q*XKx{%g!J^^Lxnx{A#l6rXMaYDCm-XrkbXzzeR2#Sm9>8dfLNxz32#}hC44s$
zJPRHy@~&=vnT)sj3j)^L@f{^Kp92(JFP?N>-ggjmdttvuBQ;+rpMNB*`Uk~5JQ}`Y
zDxHfJ@5i;0COj_{cWBP>PYAr2?7d&P_bwnN;nIUa$WMRFC4rU-1IL~E^mAJ8=y>+v
z<R9y1%#89&FFZT5El%^{UGg1I$bY9XQI)QYHE?-eyQ#Y$%wMAjiSl88QiHRuCsKd0
zlHxv^D8%88Bm^OnPHPU8+PS;&fwnAlQ-Wx;RTxVTr0+N}=;mT4cTR{zD2am?)^><a
zN8SIZ$4nl4Pd!NR`moe=d#F%fQ9_$q36B0rTsFz^{4?>xg(w@ye}nT<ex^~Ygl@p{
zpK{CutBV(__t{hL&DFvTKznYoPwCK*w^k&QLGbNbdaTw^sCO*2rWP%C?lelJOS1AA
zpuSBfOeEQjPZgpAksQ;3NY4T|hd#g-{B`C#?u5$F7aVxsU`YrC_%IP3?NO^mKl|n}
z+QtNW3lQRvfS7}xhMN+;Q7tk1NpQG}TPk~}Btk=5B~mX2q*Ygyphy7mQ(OhZ$h9(p
zmOI((5Q1py0QM&7=AWvU$S{(t4VnznCBO^g|6n$>XB*RIR@HjMlAxJ_*Z4%x%dH)f
zdOQ2LzK32N?GKYEpMkAosi$c-vbnGr+L(QyU)HpEf<4uglI7S2p$cnXPrNyRQQ8hN
z5z$<(eEQMZti!M~Bzq~`WSkn~ZTl#X^x-8+ffFInW!yydmtGu74Ek;|Bx**8)Q<F4
zkL23pG!V?BlPlBL6xd{~La|vw-fZEf%#b*~r{_~>>oVF09*}!VUA89mLVgKdv4M{~
zjTzYcdO0t>p}uJC5sr|>R?v;`LMPduiGy^-TSA3Spb31@zMO^?lys*@sm2YZp+=vz
z_Fz<5G=4jsf2W<?qhqJRpn1W(6kZ;e24T<2|447Pip{?_-(;`^5kPKT6~~XApW}SY
zUPhVzVYprrpF9ur9q*YKr@5^+`u7u-JhCgvjm%GBziijAa^Y5bu<M|rOeCS)ju~ft
zo+O>^H+r+!xt5Fyo8&pn1bIt~NAc1n(l-6kQ!7p96<!Jp8E5HWa1P-0F4$Z<j~$ld
z=0k8qGW9tKu_M<_|J7hwvPyw){qT9hT{k%&ey7)(d?<R+tHQLW>rjT6b2vPo(66(y
zqN7hVp$Uq;n6nr|)8k@f&TB8C$bxUn;?%1FYt!r-P}0#w$Wo9VXYw0uAtqU|bFZQL
zpT-1a5?S2mhi;AQ;D5Yi-<kjRX?^A5@G@`x7?S?qMqkBROR)dOHl;37giYwRz9;H5
zo~U)eR?Y=I>hK6L-=zC)^c;E_ikKm~FTS{KV}8m)JtI)1Lg8Ir1}d;n=@*@&s^WVM
zn_b@>eCXOP$wB>E+$`Fmy$NYL4JdD2dpI?}1426nwAh6VMu7#T1$idVYVAb^<VHh~
zve+8C^GJ;<j_T;*OSjSJyXIS*CnuY|N%$VK3V3cdoy>^*<woCS21ZN>3iPl-Q7IE*
zjn}}w9&Y(}Qy0;LAroq(xl1{2FO(z1Q5m<?=0H0IfTQ+;f_@`;lFux`3NDy|$UvGf
zwIFlCkB1Q%9QlSdr>icYFmv1XJa@rpmvd<A+RK9jyxJ*r=7&aEXueXV!gpvV&QQ+H
z@o&Pv-{f<#QD3Hd!b5tu$}?DA#9bm|PK@eZ{;g_$G`lZ6CZ>n_2gNu_CXRODhfA&q
zl!LkImvUO&?La)<Z5aHNG(v&vF`u5roQ^o3$B{di%$>he)17*t{ClSqvPT&!Qt;5G
zu1?&wLp(I6&AGXGc&mK0*Ny48=)qCzElgcS+3u0L%{!@M$|NeXMF{w7)z^+&7Q!h+
zhG!~a$`Tu+ZDCO{Wg3<+Yb4>h!i+VHr(1yCFRURiF?sDVN0<BC?3GBURFL2BOsQYR
z4zPt?F3SZ;Z9K96xl{29>IpSAhx1&5!Jb5zZHXRb;6_Ux>VTdz^7@8GpB8>P-WsuO
z*DIfF^Bk{yQ>ei2segEJ7q-g(AJX8=@rQ#MlS@~%;op8*Nye<)037R+-^k=`zHm35
z==o&m%6ZA^wG)9(uC36I<P7KAPa^z3>4}PuV&(6_a=$G#W4RlDgTcnhEkB+{>vdwz
z=ht-jt=mqlQUG(qjoNy$f^f6=BVq>WU4`fy&oV0j9O$Hwxr`C$!*sg;b&}XrdOYDD
znCgUgk(eLzHFMPDu*M+S{EZ|Ht8~%&h~@<0Zc~~5^M~~S+9@7fCkEFBR7EpAm&LEt
zgTv8zvg9>~u3Y+sGxb{7BA!oGvGIMfMDj@usMqUs9onKN+r#&LgzVaM`}p&IM5PVj
z`TINP9B96J?k`efJUv=ql$FJ$CViC#L0Q1T`zy1Q&km?*`>%I%zF!aKaVBrC*MV7&
zmkf<+xLA_H!@!SB$YCQ{6I1V#A5OX*&f)t_in@L>2KQle4vFfw;E|vvQ0+&1yqD+f
ze0FA9hQkfsz^XN|G~oEl%rPD2NjK_wy@<^j{FKOzTskC!AdL$wr6@j;T(gr7_T1=<
zILUN7n%7c;3pY~}`*MwHpSjme_lY}$_=erNJ*dyj=rgLIN!|v@00oYEs|<kU@{<jh
zhj;HTJ02KqrMR_TnbwwAKuX<~_6A+~HY$Plql4QjDQyk_`{t?eJT1jj$i%cm#EU_a
z(-75OXEgTx)sU%&E^<x%`Tw3Y6JTe-g<aMC9;fd9d3CJx@gOK1pG`5Fa{;udKW8BF
zIYjQ3`_Ke7(Y+OVnF`7##Yek@Eyg#DH-}#6HYUHl`1vy48dDdL&3UqXj-`O$r@-6n
z>Mz&Igp@$UhB0^>w7w&&UIq?~jqaqUf@{j+Z`6FQ))CixCrw)I5C`UOl4zK4)iHWl
zls3C&+X<VDRM*n=GIYq5!2BJ?7YBfQEE;;T{Q!Z}xaxrX)&0cI?yID5qWH~8p5~ww
zu-`U%0PHH*ZQNXD<b=6|AaRz-m(eTP*}z8K29t5x#tlr2xCtV=TLT%WJLRSG_6s-R
zaX|z9d$v&|_Co6U7(*ZTD+!AmwDgbCXVaXRn2C_n<L|g0oq0*kpqc1Ug$7RM2Rgyf
zIar&6i1zGRd=oJYsbUA@7d?tzb+dEmOFNwonvly&Rs6u$!Dj+(3&u)X_!pq(G75|+
zHl>eo!P~jE6Lgqh1Vj(iZYzl=ecpDn=Bm_mp4Jq7037Y>(OV?H=+m(kZYa^D<B^Tk
zW1y>JP16*xllLQ6u=W2c88?82q)7nff@FD3tfa3hFYRJ@mtwzT1uzi-V6}e*8f&Wb
zH*We(eaKWlG3B!W$UjugL)LHt@1N$`s%MhV<L=<(Y9kXTB;SP7D^DTw$G_A5VH%%@
z1%jjV3L8PPE#V(sb1n9~ca+ztrz7~~n1MR_*$s=MW^>UVL7l-S0##w-hd%83jVa&x
z2awLg&IkA7F5HF)c=FG8HR)c}3Q^#u$g8+K;|0OfANbbvYt8PnZnIbOZV1p;S=$*b
zQ?Hx2^8W#H5@LLNpab><@F?_>p-NAA2dSm}q)t;4;!$COzhXb`!`>;gBc(0g$KV}V
zy851_8a&^)8MlXVLBUr0Pe>@VQ`?xhv*Bx_d6{|(0vtpsf5E!<#(vK8ZgTnoa$H$G
zCzA=iod|di_>`zYubUiJo~OFyUVWC2)|N2k+UYF00O~H8@7W0*v83ut^%S$Mvm0N_
z3>idehj_Y;DPr0@|B?g{hP$Sgx4A_T5m5=yum`^|La-FqTVW<G)-qh<a%jlbczwz3
zCfegCZM2IqpVS1AUUpDkH^+L`hiajs#r5MV`0We_pHQpw1p7D*Eg^NeTA7|YeY`{8
zGiwltFjC#P(%}Z;5k?0ZPk53ND^%@^*S~1S`ZDjhO*rF%$#62e+X``-<<AofG_toB
z*8AQ+?v>CO&oz?S?zT2jp)SANKGg%gXLrW;Sh@bwwEgt5vh8;T0&(ACDVyY_zHG`-
z3VoK;Jb6-N{B2}NvLL}QBsB1?eX|WCe4vkkO3^uP5hiPD;u%N>D`SGA`=hiH#!Xiu
z_l*`LyslJ|2b+kIBEjMAqX9Xc-$0#B*K(Me$#Jq(3DS^v82v*Vdm%HZF%(9Mf_(P(
zd}btbeCjDcOu$xvalE2YZ1HWU?@Om98ZGCZpWa(t<5^PSkljL#e;FI^8uTTa8SG_Q
z94!(l`a#>sozorEaqrYUUsE^o8AH~0c45;)F5@qKLb?qj7?x;*AWf0*s>Pb5fGLX>
zc}e0<0m0P#;XLI=2UGcV{Y3ED+HGdgSd=+-HQ{C~G`&11JJ>$@{)dUqQ8_Jeb}_qp
z3%Ei&QWfI-%5+OV6$%#f7WXJOveC1a5UmBgx?UmwjZvZZTqWid-Z{hOrvCZ78w7uJ
z>sJE>Nw++n$1j|``1B3~LbtaDi8e&*ZNV^njka}X5dN!A%;wT4GL0%(y?kOlu!(O~
z5o&fgY5PHmmqlwo|FR<(XIz;YNNW1;ob?&LN|>BEjY9ZS?}`WEceawG+atr(FJFIh
z<zhy<*rL<t_{6sE!swA2vMa<#fKWd!^Mw=e)sziAYR;M6tAi(vDH4#IVFQj|WR)-}
zUQ!*OOn9bXV5;46$-TQr4cm=}J;m&Jzb!(y_*b}zO8ZFR;S&9_S1kw*UsF^AmI=<c
zoLLOM_3Z3|a{CoCU~7q^2zo#BviY>#yUm#oTOH|}_237;O<rq(JB<zoK3Xawvh`WW
zUX8#vsLD~bF8HW3iYB9KBHZ_0&5#)FzCEW>@@b<z(VH&rpWT&jqu-UA{hgjtae3z7
znvQjmr|ArqsR41<2RrHwu%GQPr&?+O3hd<Z23Jy*U}1a9IN#M8{$V92SVZ{IWR+eF
zj%{XMqh2WBRkAaRV-LQUzt2ulIH7&hl_;=e@D!y|YObOHrItqW3*F22^$XlJdx9rW
zLkp)jA~5y%$ftw<tS;1g7ZY|uE5E{-Z<dCGdv{|CJ3TV*%@p-g_BJ9+)Kou9;eY>S
zKhnJGlo3)C-t+(Xif{k#?!x_BF!!=oH<P_W6j6=Z$2KO{D`&seLhWjU%rbnly9S9o
zH+)deig4FRa9(n4tz=rq59e4TZ2Tr#YLB8BfyiIBeXGLLMS~09nkFW<$^vsZ!-IP)
z4O|hEK6S6IwpVM<Nu%_Y0(_@t)4f0jzDc+d#=1suGS6(S2Q-R9X0m;x<;ELTAJ-i+
zudlCBawWJeTWW6a#EzpD{q7`@5W|1N&)}k-l)H0_X718Q!F^XxfeQE*a3vj!d)Z_M
zf4{@mZ;+1@<+G2x7NoL)_3F1{#Dh;(%<a9NWN`LS;Xf#M-X;$cPD<pUG1@c3^td^u
zH4Z;h`}85Kw+0E!v=xl6^G?OO7b=~!^s7?8k~sC>Geig!-O6jIcdr2od6|b^F6S=b
zxvz)n;!T!x$3K9DEeCMPp7*Ft#s9160sCK5f`&6%9!v@l@u<p`o`$pG13k?qvxP1O
zu@n)i984%67p3bRBlF1BNh6G}cd#0J@PycOH_RuEFyGmYbS~$hP_J+3&UYdsc<IMr
znZh`8F-W2NVuJty_fj}4bnqimkN4n#3Z!z=cXkEknilSjK33?6s~0=kz1G1hi}C*(
zs)L`9<K=5LG|1E%DQ59@WJutvx9k7zui|O3{+{WD7ZAgezL2j(y{SFQll;{WLeD4{
zH`;0j;@)S%yd8SBJ`)Zz!BW>S8?}1mX&}i}($PbF8t*L5#3YV?^y#<>_ohh{p&ZQa
zt!vv#u4fCnnVIq~(5SrPQTd_0a>7&DkKQd(l{M6fuqFfJX3%?*+3y}Zo4_kX5Z}Zg
z4UQfk5XPo>>s;Mw0%+nz*(GlCR}=Xc@#y_jemkjCKAQx*Vy#9$hAb01dY3SazR}y%
z-=CL$ibpia3A6|0_BP?%yGEhlRk<hn8u<kf#^~DA&04bV<-HpjkONW}nI#Y~H}7GU
zJ6g+<tFN2!t=URwGWPel+~={W(yk?k$hD<cd(l~{?zL53=6hRTJ)_rbGn!#MU{#*4
z9QZLOti#>i{LPj&Fzs+SzRLa_FJ1)GRp(x-OSpq07XFhW*pEL)4jY#EE<|L6TMs<c
zntfT<hvKvVBix)r`H=s+1+f1h)#Jx_rP{`ViywrpJKHJ8HjSA;vBCFGJn2c?-j+s5
zr$`9UXSQ2Lk}ybn43lxaLareQ$<;y%T?Ny=lSLrQhBrLpv9O|o>IOTqFsZ;1r8ky5
zn7T^nRb;=i@_fgoc{=9wmy7LDOzakA=)K(npSB2$^0V&7Ti-Z*;9H#nCN1#t@Mb)>
zsWPi5>kP7<|1ndiTeYg8=m(sJa5!a(MYq>=O*x^$N?q)iL{v)E?1y@SU7jrst;mv{
zu6Ft@C~wfrdlhLFa{&Y0+U$TjFw6*0<|MJH593Wp_)GvW!ZaHm*i*=34qWvO9Y|Kz
z2AJw|Lf>h{GZ(}2m^KlSK0A!}S>TQSFgP#UgW;}t{%4Jth|FH_;sC}gJ;Q6kL-~t%
z!X%X<oqrx*G=wW>Tn7~r<w>m2)nvBt>vs!+BWwE!)?!*KQpp^GwYHpIsf#8w^4ehX
zd>j3OW7U&wz;BKLx>^CQQ{Bt5+YtaCUI=<0L6AaAvT2=;lw6$WD~2k#^)=wZo{xQ9
z@s5eYoY;I_F(C=yby%8$(kp=GASV-<ir_#wMa)B-=7k)DW5i`SN<e{3<`p`aXiTPE
zXf3|GK`m6Yi>WGXdU6$&{fS1zwazuMMTZ$~?4}3NkM6wq%f9m4vC4r++TN{O=~WGL
zFNk8(8~dhNLPtZ#N{orMwNAFeG3D>|PT~zSRCM@}A1e6i&fQ!{wdLeN!9Bg-8F5<J
zuO`H1_~0G;<jF~F)!l?fz)x!Sa!}93{Ea5^m?LoVZx=7o54gmI5QDnXUd8u{PF@a$
z_kq19<%9}75&9jm#&Y)X_p2mP4L?3A0+aeJvxfMNXt6<OCXGR9Zg~|{t3a>=C{UA-
zmfPaytDJ9Qql}DMf@!_Gy<pb*W07rK{8F`osiBWX>@`ug_mJx%h;(uM<P#f5ERQR=
zT)fd8n{#a{E=0lI{Q5Xc&r?C{pecfT{`PGTM#=5ozfugJ$P>15@{-rjTK`!Dqhikl
zhp%RDkSn)!{q@EeQOToqKRWUXI+e6(7at=x8@JwHVUHkpibwDLH@D_Iz4X!Dj%91j
z`wh0KoWiY@>y@WrUT16Xfn@6?y-1P9`V<<+i_E$x{P+ha?a18<k+D%R9;GYHwC#{Y
zjua_ldswwbg4WvYqFeLXz%(Dc&rfV#kpIlWO?`=L<wwJ#HtvewO#fYkw8Mlpt9E+H
zeYe3=9!)(vUEjYJ?`jWC;H0*eZB4Y1mz?u1RWq>`_iqVw=|o&#Uem761VSq&zMp_T
zFuzPcz3}%{|0BU%@wj}u(W&<~0880_$&y;5=3x0fR#UjegsQ+msO->HZw1*V8^(XD
zMuz{wnsgbxnFdCc#?8Xk2DV<rl->DGsJ_{p;rQvMRmoB9-8P20Ns>~t$T=W{?fr~r
zyg+F#rV8bXApFwg!PX7u#Q2&|NvI({SkON(oQBUPHUBHD0`Ycf{1_a!X+!!iJQkJ-
zR;i}xL-|s6n#N*fiMS<R(G6N@s70>*ZLYYLE~))nFD<%9l~9r`HXW5s<XTFj%TGp&
z&slgCc$y^*HcxDd^O7G>irR!ODTDd3=UJ1DZ;{ava&Y{7DJynv5hSwRRC-{a4@-)R
z(hX0P&F({<SSLchEXqI}DP(I4fu2x%x6lf8EpwYsEHEgBPlf{@<3klS@$;^}W~C=F
z{m|Oa<_=fevT_lW0&}g`E3REO=<g<*qDxBILHR&$fKbQTKuCva8nW*8=!;2i^Ry`!
zI)m#CQF-QMS^yYbdaX_$-JLH#eSi^Hzj*KL@^%6&>r=%!-Wt?mVZ7%x05bGFKf){E
z;&mi~23W`aLUD~Ze<|WBy?m2_mDi@C1{Z?Ouql-lI_&?)C)u$hT&D`PH+lU@+|%nG
zt{EUh9N$oNi`2Fhx133FPkr};!gZF+{jXeeW-5OXNLTOmE1!R(43)MhV8*-^CASTG
z^UH+?CWU*;?sV$v-uOjoI>R$xN??PYh6$l?XC@lQTYVl-t8HYmqivnRok#voQjwQI
z#+SPdQzf+Zyv_i<$bYO??G8k9%EC7){QNCmQ{w8`gx!z?o&`E}RjcZx4#J$&OCqz3
zWICk-kQH;ENWFmlFA8`s4yui=b$|nQ5T{nWihd#BwDQ=dQz3}lQ9A7Y-f)a|d*vU!
zD-QCj3lic&f-D4K-{><hzoOb{SCbrXS%+0@r32H)gpUdkO_$Hv=Ls(tq=N^_y$m1N
zPJTr;*DbyP_Nzw7QW0AI8E&SgVbSij_p<F)J3?r@bF=#KM&m#~2)e_qn=@8-V(xpq
zCQ|^a3=Qpy`Yb7eD5RV%+u6Cwp5ebyLl796wSx(?9uRIN2kXJ)%}@Dnp!_W8@)t1o
zzic#G2-*&A5|#;<fqdHa`FTz9kK@fE#`oaDN(@8-K&bn^ZvyBWG42i9se|mH`?8^I
z8=oExuj^G%AoOq?+2Xb-LqM8Ch(6Q%+!#9ELdL#42w8n0Z~{AN0B*B1C9DUd0BDD(
z6c4ozdXLN+R{}L7G{7HMl!mIpvJQRP>t`zmZ1rJgJoD+3EB`maa@qW0H3U9!W#bwO
zBb6r(O>@?di3fTp-ic&iG2UPVK2Z7UAY*Z!PaiJD$4usEHSjcB)00CIr#vbnYKk%G
zgsI|yQNl^Dd)`A+XXk^v1qxrC2_G_!VyR^ftfc?Vdt8%=XlpJJO$HX)in0O(u*jaE
z&rA%E>9e@5@4)axCHsOtqVnB&)=Q9vLx;lm$u;nc;!uW<o#7!|SSS!M3v|mj#I+H=
z7<_M-lw9sUYcarkLUjjE1AS)Egk%uEQ2>ZI%;MF?Uh`0BoRFz21@KgAt0*VWx{=1)
zPg2BeH`f>G*HZ2k4FK;>A51s>a?_Cv7odj<LZ)uJC+#lQ3Hp(+lEykaqrR)}0@^Dr
z4={7%J|_*)e!<BvrpG^%onR8Y8!GmK`4ah2hCQ%m6=Ok(?>ckgLI`5m{b9ekxEo6g
z+Jx<NcwDb1vq84wZ^|8;C)+Kh%zve?zFDgExnfK?+1I|VoofRP)_7~>D`uAmwtJfB
z_D=xqP3V8itqQ>VzavkVF1syGCVHK-&uTU$EZ(LttRsqki%q=$M~1qBH`Pk$cGeD=
zUfB_-A+Ed`h51>3n^PHZ>=&!~RTqe+rCcQUogZsW#`~Ncz7J6bwk6<S@3d_NjO1f>
zWamrN#A-!!Jx6~LF%J-ZaF1zo-=*b>%#HkVOdWEW>0|GT5v`T+5y>QryUiB-pOW+V
z%ZVp23d_)z+VJ+W-D6W6p5Arm8=Ef&cDmQ`Je;J*CS$@)>PtR&&;6~0Mxm2g;KG$6
zA=cIl)H}`_p#;U=ChwRae_y}@5xEu@5exUbZv!*?kX>qBjBnO_8;sg$1uvE*+5JBD
z?TeSl>uA!+KF1C9A&F(*(e|9a@1!crsbEZZ*|B2J$>6iUk{b2OzHQ@nzDBzHz70I5
z1t&btvxT8kyw3kO=L%3hZZSnJUy~_NQ7MSTT7r5SbPWv3*%45X%mZY5Z&m}#EPKwL
zlvmF;mw||8$}+F47MhzGQ-6_#2$=kL=(C_<wQOKB9Zm9mvc3u?R<L6I_a-~(GQrni
zJ_B{jcG`l={ZB+6c3uMiyGuvR9lsB+cGh2<FY9|Pr}oZ+Ge-el=|=2)P3%o^_RMpM
z)%{`1i={Ba)1H(OUujYM{znbY9g~mJuJl?|V(bKb?Yi5rKXm)fC5-M8S3fg&f(b8i
zwwZAAYV++fHV1DdjHNoo^yQYe*P7n3j*fMM#XOG^q+e4@s1|n8(=P5D_y`;_*zQwm
zH#mldXfMD`sJ<V}vDI0P=N=MyiL1S{XzcBG7hcmnn~TQK8&<b>HK8H$dx7T8+AoO#
zzbl*Np;7G6u=b4ga!=q+6}Mv;IFtFyGm86R_@Z1TQ|F!uU0g)Wf+~GO0*f$?%&h&R
zV7||MNkw~F+B&vtwG!On`8l$vld9MTmj&3^PkSahAXvpx(g|0tPi$9$-2*CM7(0MR
z{&^d6Aoz5+KSH>8M8G9E9b+wi-PXPm{NQ~b-UqO$mUQx7OY#j!6QBs$HJc?J1;;0~
zm-QU5=Xi$yP=CBwQXNyS=9%vm$olc7orUgc2NFnY=8@!J-uVBytKtUDxRIP#`enG=
zVgs@q>c}P@+I`IUjGB)$-9lZo&o`;Fyn;XUE&Q6lRKdZYwy}<EO8tro%m%FD47jD^
zI{N6gaj}2_usZ@>IiPbhR8r9b!m5Qx9|g^MjVppz3n0!q3L6bRT6eiMzv>M#n<!4U
zqxDMC)($JJ)52J(2XTN_1iL!X;*e*5@8*1?zSI3unn?Zt-dx@#qY_Kc-Q}IZJ>`aE
z<FN4~7)Z9R=^*48oGpg7>T!eV3bq!y@uq~^-voO`1lD^88vP_Zx_;~U!u)D~x&?qC
z3QE0}%(*hwD)v0y)FVhbjVnK=Y4FMHs}nEMlbaMQmf6138(t2aTj>M^prLi;z>ou?
zQxJJiWJit`y{4KSB(`i^q|56RaEW<~4z!kMD2E^OAiHa}YMUw|-Mkrr;E2tBv~cru
zCWT1Xl@bGk_dyR*P#rhxX#>s49%c;+-)d&91j<P5-?xxD58|81PPOKlA;sBlZvLxU
zypdtwfeR15ZM#vMscLvgrzKiyedjeqz1*20>|d9))Di?3@y+PFIcUuK@?tn~-c?H>
zOQbiI0b_Js)}UG{wln}oB3qSO|0ZfewkmDkPW~m91@xI0i-9=R{F^X#$(R;B-E52<
z-5k&gplln{-)G@sxYjv?$9I~F`l4T(G_pS!33q+pD|s99L%23E0|CE{`R9mT!AYMe
zT3=M+p7EAMU+!>TmS@uz>mBL?I)hzQN(oCTagkiK!=In#5yNslouL7_MC|a5H*QTq
zT~~0WbC|`l9HPNtn)lUN(HZ{v>aJAlT2&IGU$|e3?GU5xQCOgiMA*w9g6`EqEt9@Q
z`x-XXWZ%DPun{my-Ky-=pQvRdxr0qQ>h;|$V8Vnng18>0VlRxN^Cx60FLw+01X48z
z4@3Q-{`a3yZ-*i?K`%M-s*NR2<Tuho7=4!ujQ{tfDeIG$^=TH`fuWjzD#1olPS<hk
z$phhr<x{F;sJd{SgyDSiY~Iygw1e9Mz;mVinC_FgQLds0R#LPpFfmriK7Y!D>E|k9
z?<Omp_dhq6B`t;avS$;|!#;W;-t=bC67*c`-$oZV+n*>l5lQD!{i-Z2nE=8@H@*%8
z!gOY;>k1U7N|itgAJN5A59ZQ#YK2Q6b7!PJL5_<`sv8XL#nELqdrE5iROy}$sVVcG
z*kmd144(FAu@V`s9r@1vSu|4D>eK{XNLlP8%xixd$coi8Rz@hM$~J5j@*^u_Sj;$1
zb76S4ztec^m!t}DxBR7rJ&$~=8BTx3Sp|<GxLD-Dx?v$ipEvGFFx(5#4Vqm@G&5%U
zVNR`=`P4U14^8|`i!0WkzBM{*$<Dxxpzk~e0hR%xGjoZc#afxBi*gRm%*!%o`6+^q
zRZ3xi$5wdwDEV)Jnw&G;fR<p~kpL|I{gqFhO@Sz^Xg6g!Ege^zhJrMG3`;*d*L<f~
z>#6FW=-)-M?1v>*!*muJC2r#?DNuFf^Uo?I|AMaTny*}tS~>Uj`pNr^udD2Bn_8>0
zjUyaFJOZ`Z_ZB^3m-P`*_wGk?u)F?r4y$TH(-mx@6Ob!)1)T1f0&Fk2nLzE!%XqNa
zhKevL`~of;{NRk7|JjT30iKN>H(`c?PapV1OFbRIKeRn`QvQuP=!<EcoWI)z*9`Re
zRyE7>A_gnC!fa>TPh?h6201y%%z#|F9l?r+M?bm)sgh<o{6yy6^c@tS%B*hHWbOuC
zpXb&`QR_$_J89CQLIUTKTWXeNB@R;yd?EV$1>JHjO|ReAT3*~wOgy-?<XCLjX6>E!
z(evfyc_IBI+a#5G?#Zc+$C=ijxUYTJ2Bw&6k6AH0vJBZ@&)!|RKl_he#;Tlbu^Gu}
z7~okBe`MTJURYkS^!b~1n3p&qv5<J;YHs!?q;QceXh1;Qf4rWZuXp?n3^A7ZcR~DC
zPDLka%hnR~0C8lCJzb8FV=2rv>RYgkz5Na0V}=y#h8zfY2<~E~4jMyZY#I%|a6_&Q
z{#2d^SL4U*8B#I|(tce^bZ1J0j=M)MhgT()@)QBL-z4Is)<4;%@_^O#<3G*Cliix>
zjeGEsX7bK$?A6!Q^j-74jqsU$=0WT~VdMBJDBP3ZjL`iGGXJ_E8g4+7Wyu+=1bqQ_
z3=WecWrSiI(0nN#P)9Yd9nNcOZ`m@r6ga9My~}Vfo{8V!A)sik0-zO6Y#@^i4_(4M
z?}46~>-*$W)S~STh#%0PUUFlb*=v|Ek&`J?*tw3k^bj8wDi`a&BVq|tALvoL@EI*u
zhU+U*qWGGbp8#Y|jc?SWj5lh`#BkR|(DN=Ofi|C{>@K?+U<G4k^GGe`qlr|<6(Y_k
zD>~#abfH&s^Iu~3zk2RPtHeUF*9KSrykx&F+xf$EFK}V`k07A4xOKj^gt+bL<7P5k
z$|eXqieAN_b8@e2A(@T64dnsjjiPok>#Obw-TpJEO2g%X;1~yq%CS?9Dk*a6q92_;
zqjSW%Vi<njZrOz0B4MJ*d$Lr8u6b>6eJsysWwMNms>$WF4h2W)!^*%$frr%w*KObN
znn<c`u;J$q+z91qd%lG=`JB)7g|4v;%Z?JA*KWI?d7Smx<7&Pk57SM_cnh_AR?IrP
z(#RMy`EHEv>8+bk*db^`7SSVZtF{#q*pY<tRIWXdQHQmYp{U{NsH++93rdXa=7||n
zh2FD!pI~=@J8kq;_9|#omWqkWIYelGU4V9mlu}87OEMhY$aC0dm(cO|_RA5{lnbsY
zh-q-Y<zzBy&}YsM0DV$bT2{L_s!XiOdXG5=sEIJ@;-g7=W&Qf>+JFsd>>OQQ(ZL$;
z&NuV%Rq1i-FP=1KjgD(-q-_bB&Bw7OROKi>_AyBt9d!Xtf$)20lX@S-ui2Wy-FzON
zfvL;zb#@lIYM&vQk|G2iEJ{6=OW}N7Q_7^mcj(BlgtkVRcRv9Bw@4#rkz2gIo#Myf
zI`{3vOIuq=65?>;o_8bDS#9k{QgZ`0`w83;m2ENz(22*^=CK@v?rw3@UmkO$Ig{iX
z_w$<!8<nEp?yC|fX9r^y2y=y7Q9FjACD|x^z7vMUAHLCO$B*8iJ3F$^6w+blxrE4d
z?Z>a_EQA!{3I@cNK(4ED)#t5*j(pM%BzrAOo)Y@rULm5#vqHmvy$KeR46Lgv@KAoF
zsnHk4DJw3Mn;vIBNU!3iv8mQ#L@?sAn_p9Ca3j<GDD1IZD^{csYNI<o2H-2v=%_#*
zE1HHER$(8$7h%`~pXb72dg|}sWR#@cWK<cLLgCu5hrwVEkX@}Y!M^89XjKDRN?XpN
zhLb0u#WZe|dDhV80mOi!twEj%(lP<X#ZOL+&XN$e!p^7ED#t~XbrNac=l>gTIIP~y
zLq}_zN^q^^mUF2qH%-oikI4zkAkS2A5p(o3U<E`C+sgJ?T%wrgSa$s8hL+%^o!0#B
zw(0GLW0ruYd6gHze<i<>uu&m<jni`CIHhpNNa0s4b8PywxV^d}Ei$p=qBFC$?U71N
zKG(ab{<P>$ofj79_&oU<K#fO{0|akcY@u39%rQ-Q-H|vWJA+O469e1tb<8mHsz2jt
z<{es1!A`Yd9LE-deQu*-V_iT8rsmU?6DGfbHOO|C(0zwrO~Ku|oT8R%Z?8p~|C{%k
z%evIl)K*w_w1?Sipa=K%2kUITw|XyD*Yb3ZvI^+<?uB|AWnkt14l4PZ;?>$TUL1_c
zCrn7!o_W;XulQmo=R{Gi<@DsI-MGhAa~T{y_NThKSv_?!?|3%#N#>sC{2%2Ev3kgY
zmYMIzmJ?5iYCO(4AHUw6lk&+QtikprwYIBO+-QP5Q_5@_)6=F(KQW=$wB0+bEokLI
zuLJY-4&@1r#al|9JW#?u?s8j>dgtTiDsT$n!xJ0jEit-o{?({c_&4Y1c`x)YO$Ac(
zt+nsix9Yvl+NgfyGMqu!gZ#8?7;JIjPecAcz9il0yM7?8Wesvp``9IA#OFxVvcO0h
z0q3LU786a_ieq`z<AM6jxD8wiG(Pd?T?mcazgSKEo3VO$6oj%v^UAj#;BWnbrqPTv
z?!k<;^pH1U>b5WlVPsanloCR+sL6w&L1E2D>(XQ`?2E2z^x6I*7Ak*f^N=*u48*Np
zEdnupo<e%-&s*$S<4T!h_&>wuH;=3_H3cg58*$Q#mY4HdLHs;w=liUXPbGt!S+lF_
z@W7;04fRpM*U&NeHBI-2zN>lizf`gD{Vg{ui`T5P!!n~#p{G7^ST#JS=n;hMBJ<(1
zL=rW7souk2WKw7M_tXZf;geu2RI7yaTH?(NH|x{l*-O*?pg_cIMeNs!53JlxMa-l{
z)8eO$1RBU_ARgRSJQi&F^^WBpA0hpw2m?GWTGfT=hs4?2+fu(|xUa8w-Vn~MGN)a%
zGc2xGGSpvRB^C*S{A#)?fpj%hc5mo|gQTL?tBb5@OcG68gkd>rgxzX<R2XOW3tlc9
z(zJ3T=(dY}(3K03$*4k5>p6SSTuO&Ma_!TE)Rk8cuNO)Z0u={v9Tn<<{iMlZ-!>$r
zWQNl*;r014^esG89ZSlZva6phpY@@y?j%1-)~d-<Em}%eaL@Yem3SY^&`j>(6vl(0
z>WVqYKBC2#aNXMfC+XYcnO^+=<ywluCWPcNwndH2UB{)(%ym~RI_}w&+>`2@<WjvG
zVTidLW}97*%M?i`)!b^uHj>Iml92AH&pGGw`Fwxx9>0J6^`5==x;$Uc%fJ7NG|7GU
zv-zI|O(+kDrp=G6Gu3s#I4Vlp(8PUebtTAL=H#+H*Afz~f8*9gqFer%J`yA-dt+zo
z|5;;RGI8>KWG}pR`wb+A!uB}khkp`GOT62;HSRf$w5v^>XOPGzv?XE!s#6!qN$%##
zXZVlQV+lH)dgx=Wi+-7h+@Vc2wdlVZYcad&Z$z%&JYt?3)>d7^RCK|9qGeieUJFNU
z3mPoxp%;_NOPkrfmi<sCM4Q{LFxl#dLi3s8%BUo>arI{NcK@{G*iA=j>NCBMq@8t{
zv%Rl|67nkPvja9h@?0h7SO@|Zz9aE^L0yXs<_{DM$WA7aQ{#_%h?P#1Me1df10Ld!
zu=P-+sXN@%NTSY^z}K-SyyMDiqTd%<Aj@-3imrC2B_4oK+xu<!{?onRyN-o&&C;?E
zE@9SHtpY2#DHn)T<Fcm17ESm(xoL|Q$e?@y9BqemAa(UaQ|a2EwOeOrmLGF!t2(gJ
zrZeb#4W0}$c?;w>o#F8C!ezGl5Jg2S7A!yf5`r2Lo_*BZ&-oFuvp)zr*(|s;8#<@h
z)+sj_Uuny)xkzA6RF1Ukbbd=c-f4I1HJ_Rfs(0DuEV8LzmuK~q!=2LLeGtXgPW#KD
zk@@G4Rg@v97+#S&ipaYJutZRHkzba#LQ(TEh(rZl@me&|Z5%@L)+^>pR!kjl<Fex`
zd(%#b*Sc!LHs2O%C5T5dgl(lAAK)g?qtR*>j4wg`p(!sy*<|`zi62Su+%P(eiP~qe
z?!EjKmnP4(cs#Smn6y~l?-{bQ;ECM*5E2``X#`+2&nt^G7W!xjdSN%!{-I3^>z(Xg
z=*IgI_YZy~>A<=sDwc3lMf0usK8Qu@YpLjAAW1OINsOPb^MeW!pD-`KA6e<mF=e*;
zt^nPi3>2*nejUl$V4r4fN_HKN?gQ|zU);yELE<xk`7+m+&!C9ts2s*kXq>rjoSJS@
zm6rA}G_~#WKaYY|<~?Uadaq@Z!ckdRng-|VJJnFHmx%nv4{XL^X%(t`^pM!|XsUXI
z>J?nORr^{eoo)93<hykedS}!!!}S9R3Jm?lW6E@kd4Y14@Fcn{q)!*5{5t16eCPN}
z)=f=aUhhw;EYih3r0M<4-*MDPskOi`K@f2J8-GJp2PfER-tZbUr?Cv;^bwQ(Jjxa0
z`ELj3lK1A1@_##_sc9vSJY_=CiW;z^%zAG;I^CI>-xc+xb^4;qkX7YF*X)o{23~G~
ze4F&5>DemMv6N(%yHC`EKLObwCGbw|06AR%L5-aW%Br)&<XdU>dTV6cjoW$RIOR+a
zO`x2*2$5?JJfT+yH*eNiHg*LTtd?3ouP2nr{X8tzU-n5^F3|^#^JF>nb0V+&>tvn1
zX~^MnZ*0qz@1L|atgj#T=C|&$rf&b|m3qZa%)7@-l=tri9UZ0X*|q+{)0l@(G)pd9
zafZM5f&Sx-&hBraO9@QRTb50bRb<p%2g))KAU`p|EO&>JLcPDxZa<4Sr$7Gm%8SR=
z4K&*ux$6kSp|qxvwq)Dyrhq>pgp|-CsdnJj;8wP;XC5v57D%gIJaTwo_55!&M~{F$
z&8-8V@yV9!DG^r!X9+B`o{N|YA93{!>}lxqZQq&GRu(0hGxxF0xyKF9m@9D)XB%#M
z>%KhW`%*mgtZ*uF&j|B$?m^NOc!1?r`B9wAWg=;X6NVHt`fz%9yZ51fL%@92N<I^B
zH!%@2-R;qiBmaWNUWQdJd+;8o$wjbd_et$8Q~nMzM`+EnD=G#Ly&ixsEq?4t5oJs)
zwDCG^NWm!vjj#I-1m^Etz{K0XRP-{abCyU!Ga_g`H(-xlo9is0;!v7}(`1ESEbt~O
zw`(<FpUo7X#j5QX2t6o7KRIYH+t{o7GRTEX4oUOhD*WHWW-v7APfndsT~g`uXt*)y
z*ro1#s1->o8qNvW1+KQit%lrN&?~zTrpG`8*)xs`SK9M4RousB-`-dNy$=U(sRB7?
z9!zG>w~cxNi;YQFJqeL2BG!S2X*%z~<F}}Tg+ZN-mJ)>>urp?$W9p)k!4P4(k)2nF
z3zheG0Mct)U#rc=dO$BP-6&%?>c!I|dpa(jzBlvWO6tfviX&xouoF^o>RoL0+nJ^*
z(Tj{l<rg^Xh0-iU_i4Q|A3Zkd3&jyD7+-=bXWL#5P^9$@LDkC_Z7{K|*3xn9x`>qS
zCfn?=i;0e<aHQWWZOQN*WHaU2<27j{w>i<K-%XPiiVnL6W{q8VH4i>)JXXE75UqZG
zyQ{;|aOiLI&&~T|Z1Q5_GaWnsHljPY0>=|i5=fb`OeZ_cB*D(6C^YSSzXl#+*5)m{
zEKgmJHuYpF+^jayQ=1jAjNdjxEnb<U#)V~R4gMmb-T}IhE%~AsVyj8Jy~g<p!xKaO
zY^~m^3uq=Sl|eET0Wo^E_Sst~`0)MZTZJ4{G@<I4x2PVAf9D5n`IORfCd-rN%uQLE
zCPOHl22fK?T9}^N{85J$cE2xJ{OBVC%K)(TR3%4Q=E{o1B2Jx3PVKj)-u;_=*@P!Y
zJ=Z<m^}e<gnrrrPlv%C#N6Eid-XGck8x*TnvF^F*f3+BTnh}uf`nEGhybpCN9d@fv
z9wAB@+4RxdTqknqG1_W&xYO39-Xa49KYETfIsC(HYDx!I1R7kki)ICp<C2w-#7A+;
z9cs!Mv9F(m7;^Te!|)xK2x$`S#uOH{1bP+;1>yUuB0(^Ob>n`&-}i(g{J2%;lL;nE
z`_n*NQn*xQa^t(iD&ZEK{D$5*!;C=z+ZQ9o)J0F=7Vj9LI9SG27sI9W7OJray6ZWo
z;b<<s@zF-{=?G$QP_!{9C^z2K0#+`pS;=MUxQO;Uy_4fY$DJ^Io$Z&bGfe2ECEP$z
z>VVafv=7G|%$U#ki-3UrH>WPR*+rHk5+qN0gFh8pkF_xJz#{dMQvDC>O6RjY)brPk
zlz+BbAh0Iw=82pINRG!F*JrT}sVl-4!SmOH$2<OtxBVQmsif~A^>4z#V+eE~tDMWh
zc|~%RgY$LMvsF!aX4D5eh?KO&0bJZP(1Segd2_RBj0*@f4wob(SCnre9-Wy9Q7ZTQ
zLU~COnb_5a(~?hJh-w4qh-4MyShwyTa%bL=NssH&s<%+*eYL2Z-veUrJg<p*TXrZV
zs_MjB==Q_qp4rr*#!V4%yi2$F>)@Zr@&{SbpKHWVwqIu|cQ#Ag8SkSARp68}ij<>)
znW|@W@kEN>(%_rW2AnwA6G1l8SKUKJ_a{=O9+B}PRH!Vp)a?Z1?-0;y0~A1kE;U=o
z4@$;`T+(R&iO#!Y(5EFW>-b6VRF^XOyxsh1aEc}q>8h|Az@#53Df4`)yvN~(jeq)V
zm}{35e&%e&y^Pacr1fv|eYT%*ZD*6Rwk-8+Uw&G~lJ$Rh@c!N_icQ|pAe}_=e%`5$
z?gwTyDK?!MxS<>E6j97<aHC~^ywjF<QSV%t$=4R7RHy8)%N_STwB6;@TG_AeLRyxW
z>S6ZXb{<QWtOuNoo0v+GctYK+ZyHn6rB5$-cu_#7HZ$DNuLcw3SO2H>>)wCv|D}X)
zLpXZ^lIP?NqrO3<-8ja1QZE~IwAX;m0przfo{fz4rl)=vB`RM${};y{^M}RbO!<+r
zk@d7LBa&BqbVzlJ%=a@;UuVW@PCK%X(ud8vQeJZu@3v#M(8k2NC0SH$<Zd78VjTsn
zh$e>2XH}KC;_K-q-&St_J$DA|CoZ+4w9H`6t=VJ!k@==+@@C7R#;jKN9Mfh8IeIw*
z3wsrXo-R6(e&{C^abFAybWTt=g4FT3h4iHe&?OmbN2<AD{M=|PYm)iG<zsrCn1~%>
zN7{f+f$K(pkb8^YTFCK9TQWIkCMX7%R+%SV%G3HI1GzoAvXTs}(+AI)00)htptqT`
z(lW}}`|2zEvk*fqOh5Z!_k%v`U3G4cX!)lXDF@U(AbpoOl!MDO65lw{)1b0;3c5yg
zuAJ{T^QP=C8tC$@%bj{HD!w6n!Z)806!{=@O0My<2&`)XWr{`|(N8lM0$zHrJkQ_)
z@Es_87(CQuzpqB81|0yvfV^)9H!M83Tl2PzVbV-wxukafGi6xSOW^z#l8y`)ifT}o
zCN>veh3ROE`)56sb`4fbqQ0s$d(s$MpggdD^5wekvyR(;&@1h8KURiehHA{7hy;hE
z{b639K(yOdGXr$5zuX|cY3q(wv`i0>N+B=no`+m+`!2NHF>{ZhTNJTa-zX9sL)(&d
zE9a#liO@Z`t)oad3031H(~v>qTZNC3z|+chQ|Z)WRfOL+(fe0Uel|dz?8eq}or8}<
z8QeumreFp%y$9{H6Z54NX61nvYme?*Fsr}l&zyK>`Zyq^I$KUTHNiV&tHfri*vBUv
zvAnx&Xj**y-O8yYe)-z9>liIlF*$S2C>6Ys9hv7F7Dev``Bo1XZj>EUO;gT=#@+qV
zo<z%v&9m;Xy<6UYn+YRv95WcY7u<#Sfs6tr&c|f*Vy^G^XOj9hbwNbPHO)t3#htbp
zwdsLS{u>=1MDk6woQ@gIXXYiTty{Ii+(l<w%WL-F0txfzj(D%ut~qEJBi}=mlE4*?
zFV9ksO&%sET7aH<dUmE=_ONHSX#Ued96C*n3pl8Ob!<9rH)y|nZ5RvWF+^ysx(}JN
zoq>pM^Vw7nh*%b`eX}HG8)yCh)N0&a(@;+McZyEz!R*3Vl(_z^tb6Dd<(`$=T99E}
zf$BBG0@>;$fF@n?ZgBzp8&d?oz%hG3(=uG;=<7UMgB303neA+2<7euES|H(GCvt-k
z{_@2m8T3Tw6L6W@l~$S)6INn7E^Id_SG}M)MzwG&8i_yI9^mm#R|^uM4t50`gQ-!7
zvBtkdU`!<$*mYz<<nhbW$`tj?af$FgR5Mj=EzASDHuB8eWrqD00D@3N^m84IMvS&k
z+R5X!g=Qz#!;a)?CQ%T7eGLEC$7lipJMcWd)5J#%JD(>}TVWT)d=b<sQ@Niin9ikA
z-~z(+ayauI<zx?6^x}!kL=vt8K5JzZp#j&!NurRiDjK3|O?Z56on9MSn(O1xEsKbn
zExGNZk1*NyAq|JQ+cgil)mPgecBufS<=v>eWvPV|Ax`U`@V7^Vg&hC#-hx>a5_}9j
z(Y}9_t9SGS{r#~1d``!eVE2#Yj+P%C8_JsTHL}@zeTotTUAq^S=3#Hs8PcZ#zE4qo
zrlbSg;Lk_I3E>6#Ckuw!d)S3>;$P^c!B}s=cM~xYJs>a}OJF~DR%va0e?(1^3mGfi
z+XB_E%<OzIA%o@}ahaFg-rs~xT9Y0Z)bB)ZVFP)H2fLQPI24;VmA*;N{63Y<K4Sbi
zM|k3u1@p`KHtRcV9W1%*iRW-2Ed2K2nybGTc&MqKo;nh#HoN0-Qg&2gPot#P=6=M`
zklB;LUdABkK(2T89VjgH@!I!XG_sD^!ZU`w1S*pb^&jzQ*8rHIhD$NgVk+BxMR>7&
z+tyAfEoF^^gj?u=FTQ1eU9ak)mCw7>Syasd8z;{HspU0+U%i;2eU51CrRduD9Htw!
z)P+q~Uk1i@5=bf{ANFmJk!Re>^?;l}x|jw|@QR`g&sXpOk>oq;8~XIZ=C!xbk3rur
zc+FnlRr@w@c8D_?^Mm)2BM)xLmxr<6wt^<3BzOYkN+2iwZYa)9jxXb6F*sP!_BZN?
z-RBJyoflB}j5HlhIX_I#G;3aCUNpgcsJLnBCp>C(CenKq+la}?tQ|GLk>z%2m~K$s
z+dE$nY5Pfj{B+GhcDYc*afZvc+u{76a>NO9&{S5H3wfbf;aBNEZBZZ4s?cTXzuPp-
zX)4CoJ&N{627=xEAjKc&jXBu7)tbuZlT}mcnfPBJtPDio1TdM^>+u$;Ulo%hoPAUH
zmVa2zNzVR<k>g<zWZ!zu$>1VCtlh@yb979BQb7wVy;%zHd<^6ZZeplwuikk$eZ8;S
z-K#ML($@SdpM@Kk8gG*yWGT{Lb0X5xljMJ~jZUCjzlr=HuZn_{SB#3IiLEpXR0QUZ
zr`fcF9&Vz%rufrD8%JQ^!y5IMUXYq@SqJ|`Zehq$zV;3G_L8c(4(%|+%iC(^&3CE;
znUo7NCw6I&b@OHbG-u{2b?MqodfqDq=Yj4suRU-c?mZyde~}-AZgUrh{pG{7ciHxM
z$;&7NB8|j6a?^F-ahJNuMZL{>t^kCil|w($xWj<lA-;dXC0ey8D=-^SrDavmqeqsi
zEs;L<$=;2scNtsXcAhj7HQ+?4970))S$;fS1fy3a)M&RQY4gY1t<%>X-h@ENNWS3v
z#2W2&QQRW61gjQD5nm9IeAleIb@=E;s^C}Vb!*TCrqK-5Xod)P+S2ittvqUwrZX>g
zqpye;#tz+75gcUDhn<^nEeO%~Cz#>~vaOAEBOX}l*+Ens1Lv6DPp2jDjCPS2at4@%
zf(Icf^YWIDq`=zaG)nrL^U%(dR%%Jvu@Rz23{&H2*Y6^oF6P1eJ#z1ZU3JmLJg=hA
zI9Ja0^9cJ2&hr56F6zLQQ-qdJ6={^kO@TD-dxt$1A2ZBKxTt8jA?4lF%%p<I<As6t
zi)nE~2m=5S$O7U?$fkRE#$~J~iNd18wH(#JSz8T4A{DX$wJa8=e@D_TtgFc|HU_H}
z8H+f<j3?#I)p}TXs_vYI>ccxSW4*s0%sSrpz1#y6`)1-DHTjyw`aUqYJ#E(wG|O@Y
z*h?m{%-YP?&wQmB5*Ca|STtc=?<YjaU(nmfw1Z4lC7bRuU5k)Lb=rJD82f^}IbnNG
zWa^Wo?}9jBD%I~j@wVj*tNUZijDHi<#s7Xkj#AF;u5q(?ND4Utp3MtO)RLyj0S1Xw
zldlKUCzmU*O5jhk^9c8;E#w1)ZwzISd9HotUozCcATIID#xIMBXv!Z5>s>>p-h-H^
zo8BZNb`@i=Ya8`MQx8Bl+W%;HojRZ`)*$G)&sOPZ{u({-E_~<5=n-(nqSS${Iqio_
zPMO+&60Tv0KR1uP3pZJ8RQ3MQ5kYSX$MTO`lG+2ANUrgD1ERNPj-(n)-+@oZ>XK73
zaXOWu*3unusslRwY{C^>j}WL6Endt{Qgna~e3|%O1Gq&={~+_^q#knbb{E~1S%1cl
zLH`BemgAnseNgLoUjOy3DBa#_7ox~wX6#buv;~B*nQ#nNRSUfGJj|Cvs?|0WMIS@k
z&@uZ7y#}O?g?@@9<GBQ{O1-H0P-3+y()edKKfz0NflSA>XS;<=Mg9=gyz{Yxy8m9V
z;1V)QdDt+*+ZU5fEv~WlfQh;i57923tBhIJ<#;7D4YZHZRJ!k5FP5*6MUJH{y3z^3
zRvzU+;TpxM^h@4TD)Y``V_Zhe6SC)e!UmT5kvy@zXj}*^K7Bl!RsG>fm~pV5w2m)>
z7CF7f3zq)CW3|BUxIxDA)Qf^S$IvZPplwm3x$21MRK(>>8^NE<b6c|R4R0G=ADc3K
zKK5c}MA34!5Mbva#Vo4(+`2$&Al@x974K$p*pLoP8BQL6!Hr=?NTM-PfJx)0%<%G8
z$~#P#AQp|#!JfL`9JKmt`R8!D^qSf?%$0@aUZ_uKu5uJJcpH^<q~V>Lxw82DEaIra
zh%7p|JB^D`UBxw{FrxMWvyd6=A3p2UYnbcKo{7=;YL@DFefvqsF?8w}(z)+`Ge~EN
zU!zCKQP+ILc0n%9IW~@uPMrthSZp~{8vQ=x;F(CT`>~BiBa)ZU*S;;fz3o6aQk`8H
zx$zf~z`kHBw{e4-W+Cj^3w`Wf=f;f-f#R+#M(mdYRm#8{WM4UHfauHZbNNZo)um=#
zEDFMUNq6^n#vXh}Gkmqj6!V9#JWclltfJGQFY2Iu5eeQQTuFV>NeA9<yPpZtuVNpA
z2?VO)p!v2)o!0hrpR`U2DG(He`C_fEI4T5}-B`^v_ScFywrocp&d7(c5c`X1n>p<$
zNCUXA4^DlPH7Gfu#L$S9Q?zV;QkJT{)j!adb4m3Dt5Vs8W;}L!yMwFT6C5<&Ld%0K
zDM+AIz)xapRfU!b2-VZ!4uX>ScQzU$qN=xjx)Pvr*KkbIXalbJFdnCu%2jL8m0$1?
zqaqDSD9%Q^BgWIl%NRb=6LA@r`c)g5Yx}Eba?@ftlh?7$T_9E6dxm}<!hBR#;Rb8T
z*J+WQevkJZ!>}(T-D1=~(e|Y5=bxdqhBHe*Od{SBXVjkf3y0AA*>c9<5->8-hD199
zq^&$*pC(w3d0W7GyoGSSFQMY>7&LEdw+r20KL8)KPi>|{4GxL>)^4eld(YK6L<9OU
za9&qw+CyC~NIxsk8>+oC3tCE_y%(D7W&VjlIu*9kh(e|?Z@6l(ls9QPr{Xpx$b+MP
z;H{W6m-Jr|t3|O59-K)CMR8%5%nBE^JB!}=srOVH?J0Y-Qd~Y`aMeN*A;99M-u5T0
z8l{=CJh)vxcMv+4fVWMsi&=;eB>+-v*`cYs_4^Y{di~JjY<teFD}{=iZQ&A^#*GrH
zI!_x6oihS9@GAvX#&^YvNu2_VPo6U#dtu!Yuias49|x4%+Pq1TdtHvN;xmrtV4TAq
zeiMI7nyr+$7Xc|3Vl`yJD}U3X(2E;hoYivp{G%8_^QQt%gdeoI&tSH_JmyDdd}Lke
zm9xb21uCZMzkhWJC2iYca3SA>NtX(!7Z$!LvXGwD%781$yRXi-!6TdeEZ`URH`k1=
zF`4ZN9htSvKOtwZh=B4;Qt{G_cHAggltGj^WjKs#1=uXox?%)DF~^m02|}-0^jeZ#
z4>3~fCj`{K-HHnk?oRzAyb%>3DGDrdm8AV02y?{>2b3i~40gvjPgGL2$UI_1V4m+V
z>!lZG%P4$AT=B;&FS;ZLA*%O0-gm394c0<?!F&-+$9a!t{|GWfku*(OG6{QtHI`wZ
z*YPx%R%HE+F6R9K8MWf$QjerHgI=#_>_4oHcy~|FcZ&1%nDNWUs}oUIh9OJEWF)K}
z@4y@3^CCcyaVtpMLiujzxCCL<esOQ_=<rfSw_ELJR&(Y;tzVFgy=PV_nbf$8g^`tc
zPuu;xVjFYmt5K{3{sEwCFBHNqTo|HaHM72WI0vQt5FV}<%VDo)e<q|$h@lOLJZxKk
zsXoH~2JM^RqDW&_4`#-d%v;WA9G=X;GPN}$#ydQqEFq|D+(ZG>!1S5q^a~Q7A^0NA
zun4!#O+HHw#g7LPL#$NMwVWN~%&;~H$6|De4fzkrAjoQ9vex0DdLXm>`kY`DRE+l@
z9d`Ii7*h~0dUyCuZt@O99^Hkd<!@c1Kh}pS+8rufR8HUif|Soha|W0bZM7XQuqkpF
zqgb&r(A>VKMkX^^V#8Ppql6_6*0ZWmPiAVvcZ7VHcpksza-g95+R=Ve!?(_OIuTRC
zkbOwozxYE`OCQz0KTNo07mk?;-_`s!3DqRegay*GZlw9xznq#Gn7`F(XLF+|**Zb0
zrCsqS1WB8)NfYd7gK9X2$%$1C%$00>$2wCAoT1K|3g^9Njd&b)=Jd+kV=I7gYf5!s
zC+4lHWp)hm=_|eB7)07pOg`Op%J?Qon#oM%@kQX)3qN1iLYnr~G96<&fFq^EMzlCH
z2g|~(UxyrKac-I=+!A>>hH=i0{|OP}HxQuO0TrffR6X?4-&BbE__WoBf$D83?;_Ak
z^(#dS(z3&r&zx!Y7EIVg+iwi;cNnY5tKZ|~C!F`}#s)@B!W;V{k#&7U>ERp+=xBr7
zM#iN#O&&Iwuj(@S8X={!K;3|cAJ>d<`YPl_LSJTT*<o%iP!U3K;OoXLk}Wr)l-UW_
z19u%&RosJSFLdmPi^RG&2-TNKA9(0dcj&FT%lZcjXIsu(7+$+>Z_eqo(TFDGp@s$-
z>4n~^2?w8dPK~D5Dwx!~G_x|Z*1j<LF}rCC=DkOq<L;fWsV>xrUOMNr;N$q(9|dmY
zm4Od+$F(_$@58m57E1P9mN{#KJ5Ng*81f!x3Ez>>z^i8qlAR6a>*?XUY{6CjUm{ud
z<Ex2o#(<PkYKXwM*e=g9*#jN-wq|7mx7*Yk%-%yj&)#B;-hCUN9h$OKz0^`gRNR=h
zasA*LY1vQx7aIQ;W-tAf#H*VXU^|V4R_5(c*5ZzqHefL@koQkoe#>b(Mzc8G@jq!>
z(d^B#yqgBXy*8bAlZ4(`+R;t#Q;3&o`LiLCYa?>U$Uq%FVJ~#5X+%F+j{B_cNonZw
z^Nvt#hf(qosN)a5NnV{YPY@WKSky<_2RSEIIRqLnph$&)G(nBLBd#2YSN2T!;LH4M
z655lIAP@euup!g`f>q7eDU}Ya@h`#B?Y|~&ik?D~G{85VvIDGCc|UQK0d2<QgB*ck
zs=>%UdR$bMQNZEjKpkB*J|kp$VP`<_ZT<e{p9~M0KfZG&*EZbl%K6ewQAAvh@YTrC
zes|dkt!za3{St4o3*iV<(boEC<gScdcg$U){~yY)`829cPMYR)<7#%u8a;HE4d3@u
zd48Aa)H(f{LvIL#daeu?34P)qP331wby2<|6KS=yT8$XAP<usf@Tb~S{cBi6&=SYP
zT@oQ{X0FL@gz%Gsb-QIp%X)|iH7&eW0p%%NM*M1&F7R5UgvbKv*Z2Rs(~fFw6SjQS
zDfFN#^UwO`Z*Q0@)qj=!wf~B#HV2FLaoSL&BcuG!m)C6f)r-=u{)gfo!wiLRtl`Cp
z{l6kZQVTm?+F&Evuu-XaVf|L`*)Tn0Ufm=-6Cl)rrPLx-O#{~Dw>u2so?yFjeYCFY
zwvS`_Bj)4hhNE@rf;HlG^_m9Yo1*8zhq)>+>E@~7*Yk`YE^&z%-y8G+6!dQ!agC1?
z!Olu0`lXX9cS<Xxq&$XSoAo`Tx<HWcEZ=l!{L$HVWUxW->%YPcsdm+SJMq^)Mn0}*
z7asQkfl+2lL4HA!yAc}yU-33aFQ6tyRXA2)ZnPWS*29@{{w{!8eWfoWbxYpQNZ`Z`
zhS~6=`4Fne5x*7^rGFaA;UnjsHbsf(oQ(fd!yVfAou5MEUzT<M&DjM1V7fUFzGMsl
zWo`1H0dlEcUTCZ(2aF}eZvmw#X?|7M6Sr8@Xv0B!!v2-(7q1*_HXIh!S@$nkouTI4
z(CN<%*S%#K140H7a#M*jz1tKTGdg*?E1Fmx78w?tA-A&-zK@Qs>?Y#%95qWoj-!qr
zoa$x<NfxUz7mq>vJx}zmDOVD#PppyKDnqI52}6k=ntFcZ!3>v49d#Hj^bN#+dwyGZ
zUdy4U{4GAF_LTq%6vP;|R;=?B`V~-&!FSTzTRW07|G^$!)eGV<F#3;fid7vG@4;^s
znxs7F(RErG@}|k8mkr{M@tRb{pul7VJWE_mtj*c$-w#CwG}oAd5jY4E&amiGHOc6)
zL&rj~E;Gt{|LL`ma_1K_|7J5;wCdOALgOvDyg1!_llJo{e16yP{v1YpnWF9pWW}3$
zdarit+~^72FPYRw9r}K)4H%2K<=Iia@B7Dci@xf1!y?Ts(>z&~3NfahkUrY{Ke#gj
zc=V36?duVQ=%PnfZELi%dwVJ7>{B%BBKSZc3-K!l6`UPvYQQp!FE;zbTv6eJIBjG%
z;>`93KL-xl+D+c!ca;!U^4%o|P)m9Z&DshkrddB%E1(o^6;kN-&jzj%30N!8S`0;Z
z)LurFBW_<U46pe<6a6bXEXW2<cx@^wUM4>6w95*5$&LfNjatezSQW6vkhj4V9H}Un
zAs|%qh>fYBEo(r1XtH*)w^@(H<3pP#!-Oii8souCQq7U3nS;llCZ%v339qjb;!Pn-
zjPW7ibZx&$_l48Y0~I=if*lkI>no|{a22xd6T%r4Y3l4QtY>_gyO%i_hPx}Sx``>s
z|Kf}&8l5RSGB<%0_@?p^fpo$WV-v0GfF_xMlT0Zj!a-og=W)SQYs;?jd}fnV&;4ww
z2#KGm(!d@gFSG{?02489fniNn@iET3cG^-_4^IMABtoO@Nj`eszYOQdD&eruQFyyL
z$CC3HNl6$T&*q4%kM&16vV%t6M^D%fY#h6NbjI{5wB_M@qH`w5f5JxbVMH5<k~VJ@
zPAKDcohGFvsHU|bU+O>+E_yns1QNl-K}adJ=XD)gvVC=1*tCSJ-kjq>wCT)Ph^X#y
zVhxI<fp@Tn&PnH1*h3aWkTLcGxAGH0LdXt!dV@8fyu<H&UWVT)BSnje4nBz2wEcH*
zSB{7}i5Hj7tDX-G`c)ecopl>B1m-kDz-&+hORTo;1f#F(p;y|^T_L3k{Mw*NGSI>g
zyB2-x1Vj*kb#H~t%LVlKz=Dvkq(IBphpBUJ@t?-njnw5BN+!&ca^HGr&CjNa*M)aT
zEDY6ds|um@=HUo#iOCgPK2nmZd%!vOMS%*OO+<Nl{>Hm=-SL41EC6W-D>K8^)Hd5%
z_R~siX+Y<t4D8gm#TjC<h(?&j7&&L`*KXH{&}lF2tkk!y)8>rpSuyh%=(_&Hj=MGx
zFxJd%z#nN!b`0fSCa;B;xw#Q;E|>ZsC^ttI$tBt^N7p6WAaT0A+FEEBydbi5E3YGK
zGE&=pMIt|B{D*CwMVcogYYtk*d?6m6t?^=2{@}25>GUtphg9qIZ8!!4fivZU$ph!j
z^?p8aIRF~<boc(P0$rN+D~k;1h)%=BU-d{jVi2)qQtQkXFh;0q(~Lv#C2*5wW2|q4
zA*o;-@8o|*+oLGJ1r)7q>DHQ`&m-9U+{*g<+l2`l7(yE(dQW)`i+RQ^`@IeM*-!)0
zN*;1OYI;F`Gu`VvE+F!7nkd(ck-&YpF|*z5>f>?2U-ciUkIMK|{BI6(dT0zmP|Ak6
zCZ!-s@sRJ5nmxLs#DFFTX>#z1HR=K^Y^IykmRh(n_y+58q08_eljQ_9KXu}`38&-x
za!waxsz>JS&Gl<`cz2ioW!xL6*`?p#$QY`}>Hl4R88sn6ATVpByrrRdC?szb;c&FN
zcnL@|vz5X2#RHe;OV3hvJi|QnFz>5Ct#Gzk=s{@Sk5}AI*#%8DGw(g-ZHm!nfO(V4
z*arV0+#jF<r=_=7C2{{4t9$EMNak)wBVTVyuvL0#6Q>_NNlib*BKx%iv#u$?BL*SO
z=?n!FSiB(XXij$S^1<S)>;@#GAhJJzsa|z_lzj0pekflAnn1SV3L>z9z1>ZRi2sOq
z%59iEhv1k*<9VF|@q0GmLy++D${-W}w($bs(9z`!{`Sv@fVXx46Q5Qd89$|($naaH
zX8K9UsnF?j$+VB*dLN_jR+4NV<aXLn6fOsf<leiOoX2`$*PCl@!^#r9*oheHE-#|t
zTQ>PMu!fu99=!dny@vl&Nc=!yon%?F<H{N>SocC$0ma=0?*C?6u&y{PG!@SukokW4
ze7B2P{g^>!)buhKE1-!oD(11C;R6|rp{lVq0+}YhTISPO4gGT<`Oj&epVg;K691vT
zOGIuv*VvnSk2IiI|Ftw@Ipz9T*#NZO{EV+;>qZmumLWV$wgI?NGu^TYcAeEFPqIe;
zE_-1RA-#J_VCo@QE@XQ2&g`-8_cjWi5HXxNh}*v3g-3V#(KRW_E}X{{_P)FFB<qHv
z$oYK{Qp`hy=DaNZ8>P(DT$vf|jz*TX5V825z^(?m#gO5p`fQ&~HF;TNVV?hv2H7%S
z=Z@ZZdK_9=f(ybe!3PB{i_}RPj$UOtzEpDU^j!~_7{95OrSCV=ai=da>fS#b=A5mi
z^uL>p*LI-TWXI9<d5o&`b;3gS0vozDQ)QM>B^{nftUE(G@q`(xYEkqWY!7@-L<d+P
z-k^mTBS9T*<qR&6$skA4y(uT4*@Vh=RHQbGBDaK>?BvHSPLgayiT<hhF9lR-7-CI1
zq^f^J38AzkoImK$HMd$$``~VtIG|qHpe}xBKYaL25+yOuwzu(fMAAwHNFH^HJVv1T
zuhc}9f18KLw$9aqM|^Jr;zp{RVJ6@9U|=u0wU4S%86NHPj!IkpQVZs5iAVms?mNSb
zggqEEX@kgLkP9)LY`a!n4I(=Cm){t^PY4%7QQ2tfm+}JYrPp`Y$h@;TBK1tF?lvPt
zaR6}630%<V^W%?ym^}g7(L7GovAg2qU_c}7dO$(Oy5`p)jzd?t%bB0}x)#W?RC6J0
z<FydG4YzFtE9G@uCQXbE2Asfa*m^|*!p{kr9CcBBikXjzwbky#4Zq9B*q9=XaNPEz
za9{xP_XdDpVVh?X2ly#6|BoDd+X^hSU8kR%?6DSkc|zc<aWwhx^5X%*IR66Ng+|{?
zxXiWguHMfC=T`y=6%-NibHYCV6R2>IgNMmw@G?ozW=IOHy^^S_XHq2hcUvu8x6OU-
ze?TOsa&u&1d(<W6aMMr7DON}3z>86_VsG6HM`Hi?=-*G9F6Uj|oXIme&5ul84Yd#<
z%bly{?)`_imUA~wwU*WSFQ_lzC(8*ia`?b7KU~>ix71!vAC0a@t<e&1X?~5Zcz|u9
z^w8JSPMYxc>ye{JK8734-d<~x?5a<+0vJ$}s%Ddjj>(k}|NcFJY=uCZMP3fM2AMpu
z(+7SB8~dE&s`#EdF%|lP7tv`dqbJGzr&qWUsgpVLbC>!L%foYRFwqlGIcarC^r$#x
z0zG+>%%Q(de~XcEtANVwKY_KNV655}5H+VZp5G#5AgY&3dDEG8+5$b<u^r{5yl7w(
zGZQu}O;Np*rfQ3Ja|CQ{DAVO`*BpgazMg9YdoF{`$0#)9%z4)n+ohnq$_rhrS{=_z
zI%XoY$flX7LZidrb(5TA`?9`D;x50H>(#<}R1BM+U7q9EL#pNH4}(c&nK2*qOx*iH
z#V54s@=plW5THB!T=-kIJT0PG?=Ue}T3@lpBu7G})<4idYCojq+<LFMfh?k3+xk|U
zE8|JR%KG+2YPdJx{pqw%T6k*FywNr29&^=iDWMKb4<$V4p!ZZH5W&dCvD#DoN!--0
z^PQlb=xJfKk#n^X9Gx!!jS7B+6MHpczVMRPzQd=<QmR2&Ny1v6n{lZkB2pVD<?JG2
zO`br~(Fl<}FlZKEK;Cyny`$uA7m$Hia%j(K<73KlqAnjyS!z3WNIH9*vVYU1iM4;M
z9^e!_9$cRB&r0o}rqoN*D|y!|!}X%C*w}0EL2=-3n<vdCYI(6Rwui9R_l)Ahx6W$i
z_9`<5(bt<)gk>8qryOLuUZR$NE9H+Ie1nBu91sEqk<Xa+gttwYscXhSz6|OW$T2qm
z8ugE>(*>+$SZEYgX1!0H_da%4No7Mt9gi<y12d^fFGm`n8WX`bRM2d_px@I5A0XuS
zG90*rWyc}s^dQwtjhXR}KW`FRb_}!LOO0eFNfFDe<_PD>jzB_XiuJAd*j$&41L;ew
znRo|`Rr=<i-be4&TrN=Tg14@nBIP0OQVc@BoT3zQ>H{G)=<(*_?YsN&yP>cbx_R?6
zq(C%pyaz}#r|=P`yG=#a$KBT>YyOR))~yICj3RbnGiFZoiMLsCt7^OVJIFyf&>;At
zg5WefRc)fZqwZY@SL~7+3X6)=8OHBf5GiNM(^6-X+>J-%Q6*VSX`l~N5vPyrH7=+N
zX-Ib=z{RQ!V6}{8arZS8Qk+l&@;?87aoeys$I8he@gQraOWNQPLlV?an??yJf0Obg
zA=USx@rV>4xd7o`+GaJI?r6-3$J#ks{eKn%5o=}4N>Wg!1KE)#v6qMTeHty8S^a`=
zXREhwFO2>6YO<Wb9<;s#4^|ysq=fIIuf7dpCbi}T+1A9|3HATFtPCiMsX@Xv%4WQ*
zN7wV#&wD^VZR+|i1>t?s4Wevpmt(0(p^$!n(8oc6q!>adWU@vubFW2dwtqIP!7&sn
zY?mgHw_3N#YMbs=D3*$5c?p!yft)19z|8n-@J&Pyvfd&Madqk)owzpOx6Gr}303aP
zAI838=%>{nZ_n<SJ^rPZIoeN!#Co1ept}8X`($UV*!lO4lcKJ(VdH<(pIgb*tAN)Y
z&mjt85NF$th*UYmJ`Un_Ab`Xlv0$2kvu)C?YB9klcr9b=JM#X)j-HBqi9w(4I-mBI
z>K#yEmU)9o%0g6UeU^vWYDONn?KpK$oLX&`8*t~^@59t-Zj~j|86K=iVV{C<lAH$R
zk@<bJCujw7+lWhZ2FYdKjMb)lXM$7K*2N&+88ctagA>1r=J%};>n^P#w-HlUYFtaF
z{WOW-&anjxOO@O1W1zr!_k5FRoPQN^KAqWbrUt*~*!yZv+2QA8k@b1*HR#hlZLMc`
z5_@xH5ldwOFDXlV?>KmLruN7GD6<8^6a?e&t8%z_JhS7<p1xpCvFjP-R|>EGx@Y1i
zy?uVZ=%i_@T47l=1?$Wl)2<L=s$1%dE+mtoxJ2u&_uqKWqCIixm4`2QDyTQgxvA$s
z=2D8YU|LU2(OVe=J|_E?Zk5AB*E1w*BifQ$o}@TEhAN|sLG1}dKp!bW?s03m2vIPi
zR8DhkiKYjS2~CGrk6}zbI_wXPCeG5x@5uadZw!_9A0`zC=7&}d_~`wTn}UR{GLr^u
zI!~BAMU$OA@W+M5$zZd0@1!UXaF(m<c$#K0$``x`2zZGL>68reS9);S<jQ_k_%`S%
zh@wU18B~8O*{}l<rPP6ST)J40QQkHeRZc7A2eA~##|YcT=>2;P95sI-ls#8(e1DaG
z-6rBqqU#6De2XnRERmCrtj!*B+J}YEl649kK4R4&C<{FTd)H}U>RU{vaH{?|s2->>
zr~SrwhlDTP+IJ~7fP5I^RYa+J-6Ohx!E<(!n+(G<+RLR=qs@P!1RG<S;)b%Qs1b8r
zUmq>+Oht)d5_+tVxM8tAn&lyIE}~QxU5>3TBzi1$xP?$p<I><8;c)826M71QMu<1*
z@;JIO0a~Sz5U;?-W(776{ShpTk?pHC&Ntk}fP2m0PHf{QUjwPKFA!qY=Pr+rN0bd`
zDqda@4$!OPs5x0W7%S%cq8`?Am>&Es=kgJ>%hJt|w~QO^-NLz)x}(*uX&z|#D?`|o
z>rexrbA>}OyGK!?`vFHwPfBuTWIc)~J^el^>|z`lz65knQ$kI3fVVmGXi`WrBo08B
zC4(an-jCzJYmYA<EuehnJEJ9dZDc{tKlNdUFSU@zAiBsd#F)z|a5FYVEwm*97lKd$
zqIh9U&9XeOnfYg3c9<dU&`X!}V5604jK7Il2Kp~h*KiH+*K#{GY$`x%>?E+pIBc|j
zzdpRo3p(!^PeQD?gd#a|g=2`Q2pfe0%Gef2w@_|1+olc8GnlW5wC9J``*V|K#+B*~
zkbDiGTN`<Ug;u?7{Mhnlsfm-yO9a;YD@(eNceKcyn9t$0A^IS1*)fK?p6A9_vq#sX
zt5XI(Jif9s5`=bbq1t*-Lg+S`^IR2};HquSi}p#QM#%3<&8}h8&MI$G1(z~matr3c
zdyRUu<+<Oq(4%@zsq)}UuxW!UiZ+xXb4p}*FdSWDneq!G!GU{MqKhJJ9fj*A3^5dM
za876M72)Lom^1ig0<b?saTwhwKb>za+C+c%s#B&t61l<hu+fGp!{?2)n=2jEmU`kC
z^P9bX(m8X+ncy}P(NS(az1P3po9ba@^*N@m<!|%;j1P8+!Gv)?K?OG3eZu^G6dew_
z)g4}kka9(dAvZC^vX=lWedCb(f0?lZeCiVD)V1noo9Dl6UtPPl)l}#{^j{s+jb9$2
zPuG|-OB%~duidbJ9yMV5qwSH{I$<ZqdU9t0vp2EqOzn@9vYD;F!2@Q2Q?67ayLVuC
z9>!FT9_dDg!b!SxiQ!UxG*`&+ycLPrW0&a3sDBJ38}jmal4N)($WTHH8>@Iqq#}+@
zHYv~NM}3Yy<LX~z?7lt;ltn_F^1CkK#us$Qk5-#)TjGpCL-v@Bwx#e>gr*XY@zD^|
zA+paZckp=%qdZy{r0O<vC5ls$G8{loor>Plp3+xz@FR)$rr_%l@zWPGv=1>)h7T~i
z`jBVL@-yGj1od2w9bbmtTadRtZCuCC4n>APfi$J2=Iu**>n{A?6E^22NYf}@;wwWg
zhC27kZuS#efI2&LCkB6UyPjNAQ6u~pG7yO)h3cgUEkv>FhFNLNyjv!&`#jo)A(01R
zb`WkA$dzI+Qn$DOm9S)=d;u{us8v9Z9xJH%)n~m#cR2^N59$#`DYP4RS}?0(;^I^f
z!6Qk&Dr6ep4PS5k8gjKtFUmxA(wI8>9@2{S0&kIBPwje&GeeS=_%Kd*=OIec%w$!o
z1%h{ec}3dvyIEnI=C=+$VI|$zA&1-PZPSd<2K~>*5RQ5~xYZZnNaK#(;5b_G|92M|
zB*JT}=Srh_(Fl)Eoe*D1=s^&|wn(O(UjsZ*`Hb@g{WS4zyGhw}g$s^(Yuxu;*jKIe
zdi|sairq`C&SZLs@`U;+D5t(m^<r7^R?&BSdY`ElstxK0Wdqxx9MAX|DtC*Z8ft!_
zCkh}m@=;a%2ZwX2d3y;2IkyW!n#OC&Emp@cwhXqMLY-@>Se@;#l3{2(&~2~S5NCMG
zT+7i4UA#yuP55ZdQBu<XE#6oLKVS3%#lgX}yl{Gc0oS~I(^_6GeI4sF`KBl55F?uk
zj-1N-vy=F3!P!A9rACsn54YT7$|zw*q^_sF3BhLX?Z-`<4FdlChTJ+hI>Le05Lv&)
z94O&_13Pr;bSSh8e|bQ8yRW$h%>eJ@f{(%%8yBq?DPk194f6Lo;KBQFfElt>c@?_H
z9U3|p6k~gq3c@aAenpS4?_EspvAmpnu6~>t1!<*sf5d3Btt^lO7om|xI@*75I`los
zMU`}1tCQV%#xtR@ABb@r!KGd_j9`GUoS*3Kj37ARGd_aI$ykwO9uIs|G~ZmoQVIJJ
zo$iXmgyV5By1Bv91P+<=3^#hplyf0aMgZ5Lu*_%*8?P`J+E+R8G2|V1aJl`=t0~Qw
z3m|;y1P6f{JR1)WRWn6@S_ac3xEnOs&Tu_yU+@6XPvph~`-#@Gsnqoc0rr^NzoHu3
zlA_A8$wJ{2<?hpS?$PFo#1gp74XyYO?fo;;XTY3{RDbFi)Fp@=GL9KJLQaMC!%Z#;
z7J=Ko0<>>)%@`tOy*<lpiuh0e-?~pEtH0;{N%&T|Id@|2DKz$}58^)O;;@%~*DWaL
z0JCKAo8$pGPlJpA^QO4<oT+ZX35+npa%PY3PUcFjg~@FcmW=V#WlzYQ9+AtOB1(1}
zV6|CG6`UI<yU9UI*D!l9iExw9OY(?5QjZ)LIGi2y;thLXnBg2qfM-TXt+FQXHTP){
zNeNQ0IIxzl#D86A-m@UQ5Li%|WYc+4cfJ94GwTyG-<wLUu>6loeD`S#0+#E4%1*vd
z@Bxx88BF&#2)fa<(5z)V=sIXT>G}_dg+ZORTA%}NLb6FUJnPmG(@9qwSlh85BJ%{v
z0ERVF&UmSp_d_@#*K1VhzG18Gy$TM(rFoqP5wE-ORGCQ&&9Kp;@Lf<4z?eIALstBU
z1v59}erJTt9YvqT(48=5FQ)XubnJn4bKa&Tv-j_(AuwLfy;J+Oma28J-q{5Gv>ZmJ
zFAquhO<H`FE<Ic~dX(u(ui!9NN^4m2gCzXd2y{{o^fVi@2mY;#P_1;%nasE8gvPTm
z23Mh=&3DqP_-fK?NKI2Q$h}hsi$Y-u%z;~KCC3BV9Q@QxcgdFD35rJ3Aj80YF;rgl
zLGk%Br2k=_8Y}eEcAp~mq9|wYc_}XcV?>7=3g}LH=>C8e4JAZ-LPECq5W+xlLRD?e
z+4LAqB+)rVfL6+bp_SAn=(el#*CE<<<H+V5<!<<45oBRAr$zXP`grxbc1I+amwHKX
zVzYy<U2F%5a1O<uSDO%3=CAqNcZS|nzXcB%bS#U&{$h_#gwWPZC(e5-RL20uZ*T(5
zS`Iw<81mKQT}X-`W$-2LgvlJ}ua?ggfj*+%%??yuM{RW5yNGRC-mYm_+tHwfa_LLe
zpk;r+4l=%7VP<Av@GCPuq`BshgDe<G>g{ua4`5O|-5%Qahxb9pE8Q?rlo5W^_wOSA
zS?Su`Xts%#qZcTHI({tE1xR!oMw(r>`5LWis^n2e$2TogKVmZ{UMwI+un<Zau+0L#
zl;AF0{SULvwIt~w(!u9*_|8>kle-60n&xcowOiv1C~@LG1h<d#Ke~jJD=wKyi!0YS
zmoV;b!^iPUaMz+B)usqS96aFH3cq)V=_?&r`NMkO_|+431W?(2ar-vs-QLt_vyRDw
zo-?3l`Ws1hL7ufe42b2CBKQ1B{;85s17AHgl7bkb#n&tf1-(Vp{p|4O$BL+{+Fh8v
zq?q8-qKFjnXpp3`5_s2+tdmDI1wuYt;OKc_o*LDcYhS>@8$_(lm|5SN5pc!%VaE30
zLyNDW#CZtxp$lA8C0#S6j$*b_qnRo`Bsi@}q%G`=K<5^V=4L{jJ>huks@@(yEJRvt
z=LjYP>3U9cK%ytpElx(Uof*GoB79Bg<qoAPdP;(Jn(O9mkVtOoL)9JG<&I<Yk~hNT
zbHnR9-RwDUMMvlN;Oae&D~cj?ETx}j<WKV4_84j4vWXw~+T!K8()Q>KH6io*{J~|*
z(OdS10@ly9_oWn`RcKIYaWB`YOyT6;oHIugj+3h?e&VE+e)=`z28-?l4vB98N4y~R
z0oKoCsB81>Hb7ZP0N_$hjAbjh$=01vK`%(E^mExphPxOLU8px%po~5#Wf0*%W`Rdz
zIVa#Ghb~<9K?tbDswe?zky5p4kkqOHwx`L+g*I+ySa7^3=r}#Pu)TC*NtD>E7itNr
zT-&3E<*$gt53i6wY4@*C_p`wJVx`wU+e2)0Jx_il^~M+&nxdLzPSm^FWD^gzv+<`p
zcwNc1^%_>NI*=%wrzFf83KA9pUP4tzHRQfU(ptScXnIYmwr2BFW-fLA{Mw~If8lBq
zZP%e_M&T2>P*PnZqrB!5wm`NNhIJKpq)IKTY8Jnew)u(QcEUcSQC*9gxU>JKR^T?{
z0)uP*ub(L#=08jpZIS!-!o5MA*`YHWc+6?RYjk}Z#<6Hu7uZ}w6uFq{O2?S<{Db_c
zF?6x+MaXytVgucT7zu-yAl<@7(_O9K1){%HD^L+j6NWXAo>p9F$d$FQg98dnNnyCg
zLdjB7Wvl^h`(+>?IK;k)cDPP)T8=8)!E{c8j|XXg*{RJ7zTl40f&wC2`T?H!j7q$)
zS*!0!xq>3k-r9Hh#v;RbiH(VNqI_cduH*c={$TQU+l{xG3bZxJh3z?$eqdaT7h1Ye
zdiduZM&eDzL-?8#se<Wj{|DHZIlVpFX}f(xQ+?Yw=X~0<Iny=fREMa0L6;c3MP(W4
z7OB8s$YiuNrQL;+D<|Q4{NxZ~l-bW&N}Ca2uuugsq)5YU=a{~W-^9;WK&ozoFI_K8
zTYPz|$T(zH%zqHhLHMY|S($YE3`-9Tf~AX%(DqWbWFEn}*+~&C))fNyee33fIAk&;
z-k~zitn4W?{=9lyI*MZ+M1<q<;I|V~q3td-^L!-<?MszjN^OT&DbpHi+9>xxKCU)c
z$@gj5IYOf1IT{97FrU7=0}M$b?{E1pQz%L#;X7YZH(jc*<Bvl_P*l*(BC=~PZ1rvB
zLG+;T2l1A41(#<TdiW!-owEO#sJfDP3ALZWPX$dbi~2BgEdIeUnkSI{f-|8E;XR{P
z04IIcl@0<3lqH($x86Y{Ih%n}{y!Xn;h!wWyC5R%>*!$w;}pR<z+BOal4s6&d(9G|
z?lELY9Oc4LLPt3R<!622-!0#SP2Gq=jvex<^G-VJ4k%--6F%V4!VNmh+CrpzI2C3c
zRT^Ujm2@fVui~XpPKeTtlp?8X&_^p={Lu9s%WSg%U0p^wpWB-eFa%aE7Zb@DM(M#c
zIN34eI@X7aekth9OdV=fn~<OaWzO#FiY~1jV*9yAZ}&~!Ca-D$$U&s}`xh~)tV3Ez
zb6p9#F`-v-hyorW0{1tRVR6~m(@Hkmv#R(1we;q3P2K7KIJ<&ESxyupT0n?7L6AVg
z;#Rg`5|Wslge_tR0>+#m42z;-I|H%^N3=kKzyT?QEQGCq!Gay{RV1j?SV;m!ie5#f
zYSq@N(`jeset#e4{{E7e`XZ2=&*yob_x9K@fiFZm%YN-t-<As?JKq#>p~MySX<E)0
zxc|xge_Q99rQiPV*#EP6NVlB*hv2m&G9k|IEuwx!A(jo5eNT_s)p1Y3c&>I$ZS0Rp
z+9|s2FMbbON3Cx(g28VekE<V~%pb9Q{m=P_vk`hxqHz>fTTi`+n!QtDqP~~3Uuii;
z^g2pyp?d}KxHQlPL${Se%BYA-I1tctXds9ifge>+yl-h6&yUH5;B(%<EW|sBj5vnu
zHl9~bs)4`PC)xlZ0u#3?#P26Y%tjKP<}h?qRf2bf(32>9khZsJGqt**0xd&+gsO1!
z--EM{H&Bz_3h*2{m|hPid;R%6_#x}7kh+sAEteDjiA>9SD=YV#_T~am|CqPhH5o7a
zC@IvD)~j;~gI#Xb4pJ2)9e~u&Y-)I1Ji;z8Q|>OJ;xinRCHM*Gos_h-rhQwtHrJjN
zcD>-*sW%5RW5@f~VTfaplVOu&i*gcW852!xWJHlQ-9tK!26rM8{!MNS=B2RSkz^M8
zT02A2cA#?p%kfhBKIqZZap2mKX%9X~k`G@{d)iT~mf#L0@l(of^Gbj0)tjK!7bVGT
z+tF{r<yjHNXwqJTwIK9B<H>aBb*nz!rF3boFYAe9i{lRH-yN2WqLf$fsZHKuFm)C(
z5~t=%xLavs9_LY|7Yl#dC;<|&t?{e(tFY4JA<h7>A}QnVAM|GagO?Zm0=ERq=4Br0
zP4&`F*TaFv{lI9y=D&i62*S<ZW@y$a@N;f&KJ4sB{cV5t64%g;-iPc(bw{`=JoY!8
z!bk&YFKweF0iQ|vHY&O|^Dut5@Ja+ciXY0@il4hMuGyz&H9Wz=vRCc<pVFfZvereI
z8^pa?go5tU&l9kNb{CqICHn-_xR`#b?-n^h+`Nxq;qGdi*iezGtFi01$4=xNEGmsC
z-ln-rv9Z2hItI+~Uk8SC8YYWT&AWSMH{}l@w)`@Si>MMrFv-?tI40e4O%G^|9oXh@
zt&fkzyJjrH8iwTg(r5F*%b4=!3l5o)`)HO8LLVg9Irg}lvQ(|3JiRyM`aEVMeJ9u_
z>h7Wh0si*R%tD<@erR5PeI==30;0#iKK~(HKZB(Cnq3NhE*rYT>WU2h_{f{QTNzFO
zWoc5oc7m0iZJ~i(vv@r{ny9v{bF(3G1V$fSu0NHVYubx}67wp4)_Q1dKLf1l+s4s^
z>!GgPWgXd-vhO?g7r8S(deZtSFd+>7U|E~t%}#T%)x73zBWR}pO!4hDdD>_8DF=Ve
z>(nHq$2zYxHC1GOAw0E??K>D0M2{>VzI1r-lM}DxLqMs?o=ZE@;vjyI^l}J{o_>Js
zBPCQszRa}7u7I6<xds-Vz%{|Uh2sO>y6q>`pN{Qx>786IxHj@ga`9{EgU$ng7&dY?
z_o%rD$?xqDUZ|DTq}ik-#l+|j-Ie<i-}SLBABzhHMJ3(9UuBMf+o)?@^Ti#1{P+hx
zJMjCypTGR+;6KLR^xU5caW^77`Q%rS^-~HzcxO>SM}jxlsxXIF`vo5F!lm*UJZR>|
zzb4_tp84(^K}6PD;p>4r{~kMg{oQ_7BR_+wzmNs8(`KcO13;4!!9Vkx<{@Qb=tv(4
z{0^KYxR~sgR{^!7)-FMI`WN}s9#gu}v4l0bT*%SRiojcKglqQZ`3S<A-HZ$&-j-&k
zroJ<`6gaXq*_2dAoeSIX;J~Mocs%N?9nnjRB@v?S)`2;XpVHY$o)QIDqq>x969__t
zJGDJ3T#>+=S_YH*^}ZhLL~$@fIKe*DfX4MYobDu!)hp--M*&h{q-b3KL|THLitn;m
zh0N0NdxqD_e@QzW#n{LG-m&B#kk>u=X?`8dwIE47{Sd)^Fj18gm}nA2NIPE^338k!
z4wr0bm0oDNFp>=<QDhsnF$8j~GLmnpF!zr<8<Bx>>?@WS4x2a<iQez)dn$VSUuE+R
z&EIl{E3dMhxQX>^^-+>50gX9V5X*6C%btE&)55rqwpr8Fky=|5{}X@r$^OIOgkI7^
zcU}o$OiKA-+gPG-aa@-?{3<SaKh@&W2+pgW1SF~=t88U(c^l}?%X9ETA6mJnTmE?C
zsk$%Dwe2Kc^8MGllyc3_2OAWL6D`L<Y%j6*%~nk`d-8IMb8%?FGCtj3cWGMoKb;@s
zDE71p&^=(u?03-pjq8PLbx3Ny>-u00#g)zQCse7#elU(Yh@K*Zfgp}Lj=@H7zV%e3
zYvU|$D^%01J-sZdolvJd70rwteNxI%+ekX$NW9Q{$S{z*fUGn%;Ho3QLd#@q{baLz
z!;yK<zWM3Kx-jME6h`5xxt)cQodVy4mj}L(JeOzAF<Ry|?`$`Ng<~5Sc+j@7&3$|B
z>+BhCXvWojaPxXODasegH|<82`<ug=#4xmmGMd_c`BF2qV3GAd>#+8=`dXKF{wcI)
zVS$$utE-636r@S(e{kX4L+cB7&W6-9PaW^OJB62gP2XJ1ON*>O0y>{u8PsJKFs631
zuoDd;S}ImbXv~cScu=JW;(Ur|rmrm|L1W%o=(YJiR+A;+x<+fiUyzcg7=FrD1_hj_
z#2rW?Ari0);}5pZvmgwsGjZh3!SM65b)W8A>E4YuD|TBV@psQoU8Ig~VtA|6!>b`n
z4&bG2LhM1yWA_H2!xT!yYmxRIK9N(XgH37T5$~T5x*v~d8riucMql1*eY>CVy{p?v
zITJ47d<Rum=M`^{zD(Kp*}d-shw1hIlfayEsT3F_YLjo;E=*dtFd#I8w4ozdHa`z&
ztC(Lgm<XOmP@H9C=6iR|G7ru42YgIDziaLacVgvg-Ho>N-=4W0l5~kb=j3R^C6|uA
zimyz7)s|Xt91evzA92=t0mG7bxZ^x}YaLiH=G2h7-E@`#DVy(|ab63c-Cfo_GNZV6
zmd)KzX>V52Qyk8(bd08s^yLvXUDjVpQl`qS*xam-Hjmhn`{*s(HE9z);GI}|G=yOc
zT`YuB(!W_B%ne3Bsc}~AF@U)M=>4xpzzp{=kW+PYelV<eb2zwXBhRD8<^{8G#sinG
z9fC=1ro)A*rb=Wg1WZn=a)vCZyY^=m!{vD>bClS?bnbiqYz=)tI)j9KMJM~F9FsWm
zzGyTZz22ks4Aj_T1v1yW!AH}={)Ia~dDwoXVQg3RHH$Z2+|XeSCkAY#eYXSu5~`Ap
z7IDtlT>^_YnEkmzpI}%Rp=7@o&In7FL8k0kXE3hUg4ebotG7Y#KShn1YXXWC`|Xr2
zg}!NtepJxR?SHq6c)ouA2hXRsZ(#fn2WTg&<;qu~l81l9-|w5uD#Obzml4eooa5Vk
z@1boPlkm9r7DiGURw|>{msekC71F7Y<3Ofx9pR1yESn!xnmf#Ym&gVUSiJm3P*~T%
zGiIWs;<ko@&iu_vrfu}?qawCU)y0F<#7J*d3sf^SecT;KY3jFvkzU0pG0kqeH82Zx
zRu636cW-QymwMu-{hnnhVm`AU=+nK<eS1oOJS9b0X<~k*I6%3rI=Ov6&X&HKy`pGj
zePkq&ojPK)HKfHz;kB+5b+SM3KmLBQKl(c#&HerNwXAd!2r1E*0`bpE%jo4P);UNE
zeuTcM_4G}V@S7q&VDy5C#`V(MY8CcWG10e*El(;vVRDa%_>pIr&Y4018q;mc(ZSC5
zzs!juDU6oQd8&(uZ$=iekiPba<@#?!&4IT9@5<KUj34oa)H?SC+n;zhp^Go%^$SZ#
z4*nNZt76J>u&?~-yNK1(d7ZkPbix;63eu*9j72l9n@BZgWLe?U3%vRD0!}vI%d)_U
z^z(ItubcMq1h|G&C%fqFl?tWgW{O?{XPV}azN)TzugW#~$`z;{4>bAH%+~3$g4mv-
zgKznr+^vyZQeJ1l3KnSxSEIkHE}`K=iL2M;`>NCeN0>07(vn?iH#5c!;>OL8hN;$M
zmus|`_=4R%vfe}9v#IWzkIqqM29qi=WzoUHbLUU)I&arPY9KlfUXHM{P8V@Ym-}~h
z%opotQ149T*L%=}l)@jc?v5V#x5nhl0(311AM9J%raVbgF3sW>CMO$N24V!8l3%!x
z9mj!%I0q?ASP9hi{*Ed?{B!K(zLFPD#yz+JYHcG|IlGQbx7UbildD*T&-Am62*vYc
z|C@=v*Bj|KQ|oRcZB8;kxgP~!?MjjCy0JSViL6q`u0HhQd@wn39CrgB?V;%Pmb2({
z+TucIjO|aU{JGe_6(OOFQlUQo?v;|f;^#mVvu=m{FR#9j#}6aDbzmTC!y~X++BWJ_
zGiZ)EmY`wUH1sQ~)ruQ#Vb&w32Rt|d6FP@Gha6@!uuEeq+meyjDXKqYH%5TJFys7r
z-iCl1vL0`hcB<O0;k|~>wV@0>Nri0S-f=w@49N6)hFyyWs+zwrk~aMMA3rDkA%zE1
zwfiErxsku~=`)V7Ryvjc{wl7o>M6j6&aAl_P2YPoZD+0l>>@o(PZ-yI$!34z0y_@T
zDmVce?ee82f0gHiR%zs=Hs}XBLX#PvAyQp1_t$rVTihC3yqRHJ#IqZMCU2B$Xh+rb
zE2%*>sBUlvJBJu}XJLcZ3-mRvC3h2;y!Vg&g~mwC#2RF85Bzro;%wU|dc*{an7cyW
zXk78WAdom5EC2W4bwF|w&m7w$#*dR5kY(IkSYbjv!YHm_S~_od<an?l{Y+NRxB9=&
zevN%rn;QJu=pfPkzzr7ON^EqKZNpBHD5P6@`E=@WqDi1&Td(C^D3;bafsbygONB)w
zb%E!8Lv}VmB02+mpM!NuPG@Z|nLD+8rx|;4uMg(%8C~d&!L*F<vN`4EpN85e)|XW-
zc0eoTu{!&MYip*Av?2IMs1O}Z%HQ*1h-y~v7W$0F=n2@HG5fFR`88!CMzFJaC1e+&
z))>UQEl?VZ+0Eym8UZ^_Js{2jVke;FUiEPc7-5j-F6->b&-@C7kn;9`@anCLXUXq>
zDdD@pj~Wj)w%wf#MN7bQUN9JQd-zwh8aQgh@AsAvYnMy7)2OY+X|(LpfppG)pxF!9
zRtj9-3c}=)@?zqs2OA_!;A4V;6jBUQFEAv_YS;y6@*KRenthgeRv~m8)Zdu!lngR~
zJ^$f!pc3F{^m7}B2jI^{`F^zfz9OFijQ~$_tY4|O+Ug%0gQ(+8D}X4nPsY`=kssp`
zTqk9UV>Rf?Wd0fk?Iy66^58F8hmiKlRQ5eDx*ISjul?J*R6-Fi{l#O~JeSe{;do!P
zrpH@7IB*yQ7>6*qjIBk2m<-pDq;E;lgg?b}p9izX&8QL;b#&v{wkM1bb`C^^e)-?A
z&A^gRsH=22IOoLFIrR&Jrdq+p=$_4U8VnZ)nnJ?pq4L?tAdM526KM{<SN8G#Q*ySe
zgZ04k{{gnJ&z^wTCC)6K7GJPT&_a50ZxiQ&B6w7kzgZlBr;aq!?mXj$w==Npc*<jT
zp5MSBhBx~Q$(MVc>lgjxk@3I*CY$EV4nex})^e%p&RH8DdiYlmHWnJ)U!ROYwpb~w
zYN3A(j}7=r>;FK!nB0vcp{bi!kl)L#iOW4X$v@DNduI=S9!(dzrD>R#N=$j{8Sf7z
z4gMBlkGm%NZi&<Vg+6=toXFx^hU8!oEWA!mazH$c4zsvP<^8}=jaofGSXs0-{<diq
zH-svR!SwcB!;lx=2q@sYa6BTK?#_mUFCv%gOT^@b(qV%oj%JpPxK_w>=<BVMc|N<`
z7pnEHBpE@W2oxB}#V|}pWX@IP*1j8KBHfy;nmpp*2DRAaL$^`>MtkeGCzv4!SJp)&
zq1_Wb^tACeK<Zq=^PSBeOejE0T~0vbD}#yKBMy-k6_7-qc%gR2;_V?MqP~dCr1F%9
z%TqJ0A^7z1fJrZ|X$>tcg17;5g#J&030$Mk9oI9Mqasm?-r(5v{?P|cq${VXIO3q_
zC275(XE%WR1WA+XyNsjLcf7WcjbTyX8vU(*T@5_G(h{vE)iBLtUW05dePTeni;zJH
zZ$4BVHds8faUJ1pW%7QQ3#X5VZDPQgh(x0;C-*>z4VYt`pd6a;T3=OxpFJU*dCg*@
zvAgp4=wVWZXXSh+*oEN2FFMdyfBQnRw58NB&Fypa_^G*5i4I16Jz9O~Vf}L7i}HUJ
zF&RE4=vuZoCnR~kz9@r5Li}KEuKt$x2|g`)BMxph2Bimcsq?(E&wZz8HEP+5YUaSj
zNDPVR_bZYsk$`0lV~H2vXT{*y<qpSVap||eDTfTLs)33UrWgl9*s@AE!ruCjomI$9
zJV0wcGj^QL-(JafO<NDHs1Ji%Q>f9SndX(Ak2;kTD_`MHzfiT~VjC(bQRVJ~v_Te&
zWel6}VB1O5>rBiI8sT`%`V_lP$LNsIU|wqd592@=X!Kuht=dM|^fffF(ChOxaYlV^
z>!w<hg2f=*ePGJZ`cE*bZCpS{pfMantLqY^9j<X5NX_cm`;zuZ?rwejVGsf;6a~mq
z1B(PwFW#0N7dMN9?xLAsS>jy|-|!8}2q{q2zlqAHw_r^T*72^1jPX8mj44ymn1b*A
zK1lXoHNVJCV<*8%nxTCg@{3>;Ob4^Tr@PwR+8Da<e28>!fc4+_i6hwQj`9^leJj2r
z<&?sp@298!_NM!f@AU^4+YkSD8Z$ho-B)zh53D))bJhv^4PVB2x_G+gC4Y_~^?L_^
z-R~2F;Y}cGt;4*c`UsCo{oAcsmgkQ&p}k8fnrX1On>~0Y$homu8}8C!VXt&gKOJ8h
zxXs*pQ+{dmT(euFLLCcL@Cg2FRJ`Y6Wz(dz0Yj)vZZg*^5VS=yQtR}vA}os=b`Kp>
z<c5JO(UT0K9L|RBw2D$F=RRsv-BJ=uU-p7#3ncjccRaABUP^A{Z*SAp{5A+#cC;#J
z!~!(Vgb<H!><~`YBRil!`icIL=GTD6JT6yb-bv&|c%|vfkXy2<!K7>0@WW;=tS%t|
zP8{Nf;mu7wKV&L6x4S`&yE|14)JArz$X5Mq6500pE!`OcAtW<*hBN#(teKI<!P@>r
zu&gPzkT%2eu!rwo&EG!%q<8g~xM(b5X>n(*0$HdE=n2LZgLb23O|!Oalzr*z#rCfk
zd+sl_6Gkvfv2wDt_h@VFB~u72X5Th;c`6YB(^1uc3ry<-r@x~6LALwtzOFjLgpJHV
z+Dx!2bm}rE&_{QsZ^F2#wm-%3j`%^Gd?-lw=QUS9k+m^fVl)9gPD*-mW9;YfxK7%1
zDJ#O)OwdQGr_uDan1wC+M^AnfZ~2hKV5U5r$v%In*@N(0?*rS-hql|=t*Gr9li<nA
zRY#-?UC1&fw$=pssBo_9g8K&T#;sSk60=u^FD4VoP0n2AXytsrxg;@|wl}%O{;(!g
z-c@|{B^br8Y&{qewQhqw@}~FrN8-ZWDep)jbvw;2GGG*VYMD6b2!fGh{fQ&>G3p=i
zzlsY9p&Ln0KTX&CfMg-d-R6y9_o6kLACkz=hKGW-7O~}#bkBQvf}s<=&ViOTee<_5
znTupLj0T4rSMd~w^U7aV+E^w!salft{+IiG@4Fg7x}I~<L=J7ty{z=H7!DxjJXiZ#
zt_^P0?}!7_JrkZZBvOl#$USfSnT@Vg{Zs3aJXqPd&gwL<1*}NCAbYs|EX|-nsTtuz
zK@hSGcCLeaPg1^N^<iiUM5GGZ+Q#%1El=*~J6BDZ<z9;M3Sm-$fZ=Ya_mUG6P?+BG
zsMHx&WA^VWttKq~9|WHxI9J)A!`G^TT{B85*c1|`l^4L{1J4|0kYL(Tvv!~nN5wxj
zZ)JpECBW=@z0*k1AyTVSP>I7C_2d;yu#ayOE}sl_q;Alr48EAUi;()hUP{zG98Af3
z-2T^Y!t?LbwBM-)u1+6TuwqqztNhj_X7h8^+2Jjt0A;%Nq3=B)0RqMCjBAhH(|-Ao
zNd5Ffz_&jg^cY;4r~e6ApuKv_-(C*>Wo{IgzP)&xvCCIzt6#%5$g2Qil@ds$;wbb7
z+BX_h?<e$@cA|qBrma5i!^XsEog4tfeTgedCKm#1n>y8vbc9X52_b>t7{!8=ot1Kz
zgHt7}qzF-UDSMRICU+E{@CM>R1-&Brr~OXdpniQ!ztT9`w8b@)5mBgF3QnBOy!BTB
zcQ=t^-e5|Zd{kx;gXJ)$#I~(WZ8O1N+n9da#}J>2Gk9sV2V-X|+ycF6A|qN&$#fpR
zGt1^<1z~cctPw@Y`puPBnSC&HnBYfH^IwsnN3e}%sH$f3P9lG$LCEU6T6aY87oZvM
zbyh!QxJf2r<OMIkxC2P2y|dwO*lRVt*LC*XUDY>#TrgYWbSd3bDo}2z`WDyL4xJLZ
zh^7!iZy|?Kti0oq$`+QUB3g&&4>~fz|NOb}UePN*yNgWn&j$jNHz;TbQRPiUyYQsl
zslw)(F?U=Bj4)E{#>FK=-3A1Vs>jlLI_Km)2_XeN$5P!UI|2s@iH_wbbuLwr=;J=?
zkV6OZma_&c%@g?-l7C>Y?eXa+)IcWEb)hZm@|Tp{(G6_wxc>eL?Wp;we<NbSEKFna
z*~HrY1RvT8eG~D=-WiNI-E>+ul=?;vy5>!G?x5%FlGrhJGf_hd3=~7bE1krCX@@Vi
zNXVaX3+k{`5{JG*x^EASb0cB`_z^t2#uLylc}JyFKP18TRf@!=0<wl?Mrn4$x|i|t
z$d%EKf=s5*No^z6F-X(qHHpqCS6M@CV`cjILVq>H-zlmmt0BV>z#>_z+5ijsa*VxP
z8kiu|_liX2%U81Q<kmT^o}kS6zNGw*z)C!6!`R+JCUBRUBXZ5D!bUa!SQq9PBBg$V
zx>#Po8SCo@X?lH;$)6BvKe2(VYgPyImub^xq>;scPljj0Q5zGd?!5f*7RiC(XM9R5
z+$A&~ONtCHSgz!0rOGXo+TjWHL)f`DH;b~FC+J;Lj_-Ny)K?IrtCOc3c=M-A+h_5*
zTp*^J<8&TaUD5~I_aobPDzFF!cgi1XXY5o8X3i9cpT={RwZ={I&9ob>eSFL89{J}J
zuX!G3QPK)nh6tcyLSJe`!P92P1z?>1>y6*7AAD~d4c*f}s`?vouU7t6cJnSErDVTr
z^S2J3xEr!X$aMtA$K3$%g;i)C@+G$UTA2~^8oRMd5X@%ajoKqMeO<yEgrQ#R<sTE}
z2a4}9NH42cyro^KGcwC!0LScQi~wHAl1$%fQY+WNEbYD&Ii+n(#)G#>6Nc}U#6d3s
zJ-!e2iDg7cDW6GjM#5?TYn9$=BPWe!ZdO$KPaT5Ph=>*px}E?~_e6ZN?;7Y4+3vz+
z_H_H2vIK@xYiogVM;ix}z8{|jJiY!dNq)KLVMpMe7kwI70fwGDKiaE5Qn9p<UFTJR
zRirsRlJ(FKTWZo`CN4&g6F|euwoVC|y-JVJz#!C4^iQ<ZdWxD}zh3yFbQaTWa;)m1
z)nKZ0dm|11RB4vyzN&S{vuSEeo-<QocJecuMcTC|${ND<ymX-`7dL<F2Vi}$sLr7o
zWK3?{W+Lyl#$Dn)I6$(0XM*lcw$R>GLE{>`iz#{KCIdmY+%P*+b!*1L)Pt53)Dcf`
zOS5Bp7hGl%7qV%S=mDAqUuh?%f@wZP3j9yNhXwiq+c@Lyy%exfPD3gmCVqLP@4YU#
zp)gNHIA&!Gmx;QHQkvp~!O|-#i&yUH7Q)8~JXbL(A?M0F?$+Jr3y^Ql;I5`=0Hbsi
zaYOi1Nl&oaLEcHNM>-FbB4=>{MFLl)1y`R<AnOQfV**DaU>1{2%r_xG&(akd1QGc$
zs_R7}5ysS3?6<q(51MagQ<=59Mn0~q#Ga@4DAKmM@*br8hL`>^COVHGRx{eJ*Yr(X
z_n(^Of?Zn^Lt+;cGKluXN@2CA6}$#^D6{@6$UGJaQ!{3o|Lz#DUQ%y0GQxBkkdlZr
z%)q6%og(AcZ<-4Q3Z%L_jo>%f;}t`-xu(&8jU%-i!43;P=oPj{k0pJ_l^PRy+#GoH
zi6{TQ#;MyEaF(q76ZxLt=tO}iEVSv~J2S??Gv_=3LyRA{*@|(5dh(LH+0ag57h{<%
z>lP#$&c;<Nbg-K@UEDmqeBmO-Nj)DhZeg*}`UOIV0S>NxjSca*!6USpryWBk$pC10
zMF9(jxBi6xOuC9~p2Dx^$|A&+`c7mTusil1`#(zaS!(gjLgTb{@LXRmZD)t7HAXK=
z9Z3s%P5}dGtT7}%Cla6&*ysLwSt#_qPtq3a%i!)WGY=EAN)u-vt#xP(R2&`fO;Dof
zkCaik8W8^zN`3PP#=fYa`+TuEc;h<naYJN>!IAbs%nlGhV8*lM4SJ6B#UE8wGN?60
ztZ$$yv)8_e#Dm=rv!U*H54%ZiicZ6+)atvlhiTIOGXZK(dvVg>ObWn>!ooDBH2TdV
ztFVOaYCjI*#Z)y_Q$~OB@iMr0X?s$t;!yJCmi!&k{qTl6!fQs>Wrfq1LD;iRN$7$W
zk6}rO@iLlOzNIF=f;MUO;*drafti50kS+iWU{zlrT3zCPaJkc4(tppH!0sV7=Fqy{
z@%#U<+^|p86<dNdrZ6Hu4|KkzCpC6>j1Du@*dWVFWG=Ak-V)-m->zXcm$VN<g$NN<
z&$<G<m>%p>*Mk4p76}&VFpWVaBTll_UI3sqfWjbK9UZ{FF6&V+vN}9|hroT`;*IGb
z);hT&SJ)TyndRL<@*0E)fQBQET09(e?v=P(T%#?g=EHM_C*g182xy$}@$}kC7P#Uu
z)3vqFb@}Q5P5)Z<|F1Q!*4UN9k5VS1BuA*{mCuS{YErP~p!@wW#a5jE!A)k8^`$pW
zzdU%8@TVf^(f@vschxzoNp0Y6ih&voHTB@ShpN=Zor<fH8DcERal@$mdmhc&*Lo@o
zYjNMI>ST}>&nMZVGvswVyFO~rNUY8_RztXw8X*B~Guhq34Pno1BDMs(`X9#~+InxR
z2bz=4#U#5}U#;{Xw(A&`jGfDCdX#RmvBtdv7lU5Q9bmDT#B+0*lbcys<}4?H8??6_
zBXV+z@Pme546j80q=jZzpx1;WN#v)bWkE8QfXtPnz4wP<6Mtgh&{k%*`l(rvoPH@T
zB1xudt_cZ!!Uc8q-azzT_|b~0ht7^4p@$anYjmr#XZL%<9g9(X-0L2whg7EOOKg#B
z8e!~gK;~zI>XKm8xw{r6I5bBP>uU0R`dd6Feqsp$<};LLpF0h5AiM__rdIp!9@?rJ
z35C%vD271UD<_t@n8Rh<0JBxq1!&?ELyN^RPwT*{%_P@Q`R}#E|FW>urm!)$tVTLy
zXtsV1jHo#u)GA?JIwBo^_}cgNOMf-ZAZh~FajDhXE{|aqa_YCyzJdSI15G$T9lj&j
zZ}hi2kDNRb-T=sLZos9ch^GH52Hx|C6g=WfvmIuUC%6ds_7!02)(S-0$-i$~TKk*k
zWAP9e9B=iX<2{4Jr)570f>*x$vTTkOZaw2>_?HlRYV8@z-<-@_UT%TLRf7S*_GgUd
zGj^>nfC0ftyihgkL+}dWpyx7pB&5#v7VXBoHkd;Wz95j64lj}en!4K8{hxJ)Y;%{q
z1}AHd7jE&z%7*FgKDr8QG5nBDa_z-_g53x(tyz46H{MB3I;njFf=;+=!u~aj7rcxT
zjt@ClSYTl1w6<1B+s>o!B_s0X+(d)`cGVHw0!Bb(aNUn_o57c0|FF`$R$r6_W;Cq9
z>uNM&YufFiu8Lvof=*w!T%Tx<mHta88-#Gu(~9dog}viYTi@TyIby|e!iJyAqTcae
zLM%Lj<8%=}6RfOOH4r}~+Zb2V>`+hyf}GA~f{C$6n6=sy)V6IPuQRc}2G1hpcwk)e
z!*bUhWphbWm%;m-;%@92^HGyD->i*C)%T{`I_AS0RS7p5d7fof5x<YNE1>W`)HPSg
z)ct%@Y+3xDqJ?&vwC5u{^PjVK?B6j!h`iaB>!hG*Tb;3khAv@we?5Z~mG7-vu202C
z92sO7?}4H{X?R2&WHCzLC&YURsJC@qT>5t;Q$Q7voV%>HM{bO0Dzr$xdiwjokAB*}
z-ZhTxOc;=-w?I7CPv|yfCqA2h+uP<AcoCc-@NJIN=9FuUezZ4~T8SW;DRW<K%~5(s
z8_V@C&Gz<q>pPCI<aVZcr$^Sx1vRJ!MkAh?4~?sh{!0mr5W;o`kX2;^bQAI8nS7r7
z7~KUlNBIti1G0GpZ(xaMmw6jLi3TN6+CrDd539ka+DQqwYW&r(oXsQO8fc%$W-@j_
zqSHQ?@l;I@!7VBnHx_H_J%q2-!K`baO+g~<UKk)=OJbN7iDmNF&<1;d@a>^f1_MHv
zj``kgtn<)Y4m8$x&-8_f^payP5<SZfgaJ$$o@7iIUm3laz`SNvU1+*m^3o-0H|KL>
zlIzZYH8+3M3tRw8-(N&h+xIy<Lk(PjHc)wGLL*(zPV;pPg~4gfh{MP#h0}B+i$`1J
z)c9+OC$*hpu0Dpu$(|$DS8#ht=C5^U>(;(tu=&8dmGP@0o804siEDu=Txs)|;iu7L
zx%&#Oc$Qw2GW{g6SI#dJ*{N^aT|w{Onhig4Pfq{rn6AL-3Z&T4`nkhfE=X5fim6tE
zKO&HYH?Y<t8K-RNqG71L`AeLAHULQOzF>cm&tZ^)qa5xm`rjPeMvsIw^3CDIt*VaH
z_DcTp<n^S8ePxA^GPd|U{0Ol%?i|Cs1q_nByj1ppt2WVYA8DX(>I<+wcuM@sy?%wX
z-YSVj@0)yo+k6vrB{J3HBAKe*>@BH3Wu7(BoLxbQ{XCQ`Bl^SKMfqof3gN3aq*^<R
zkyXLmr$KZQ2f&Xur%EJ(hgbru$q7ffG<=35i$`s{W-|^d$rAW+4P__%&NfVbaI)LM
zT(h@XE_1Hvp<O$nF(El0Gorwjogu%!_du$P7;3X5ylk%E*<G#|Z2toKCJEelgv?%3
zBSDL|L)A%ew2bBIPy3ZZB78@im7z4H1Y0>iArq5T=T_-7C%|8;Re08JAVCn!;&P62
z$$noedoBQ9+*vmo3s1Jf_Xkzdg_l%t=Ed&UX5-XgCui?sC)%vUnAwn-5)ZE(2=biW
zKn6wb@}(m3AxKliLTmxp`=81k=2F<@Qb;IF9GQ`)$ZK5+hgxs<L~=g5N~XK(0I_mQ
z2EaGz%P7H}Q2uVw5t$Thhl%`_838!%%u>$=OvoV7NH8GRSXd3_&4|JQ+O1O_4>0-Y
znoUto;LCVvr>flWfgq?0m+=jM@Zq8Z>fD7&O{h#wkKah!pk3)HH6}OL^b{uqMI4Jy
z$885L#{ceoy@$S5enKvn#jwcQl@>axI<oTu?z*#Y*(DQz54gJo7YTc5(OTz50@z!2
z6OnW}?vS=F)l^`7u*Q{;c_CmKR5X9pHGkT)#1W>iKess2es8?LKIcCu?uRAo_bM#-
z`TicVJnz@(hfh;atfA|BL-Vh{&(3%meA^hDvU@4<uO}$E$Mwy9Vc-Cg>duaY(WKp=
z%PE@^(S(6cpy`#?Tk>7+oTOdUPpC~Bx3vnHWr$aj`~cy`AOOVl!>wk3*x?+JAvrOZ
z7+<3{I*6hhmJ>jkZ&t&2P2I@m9b!aV?i#!{Mcm+GV~kEQLZ>@)0g9^xRZfmRoI!e3
zl-!t7T(IdD^yeqwD%(Wl^~4n)S*f4<{HbuNty?s~P7C^ucC|0;zD_#G3LgTyJiwb@
zv_v-gs2aCZxd9g$4hz}PgE2n{@b4j$H|zvo6UgF7^V5ywyGp~dV-!@pKy<TOc)Nut
zEqVQFp+f1dO%4{>9@tU3VAQN<1QDXZBM3jLG$kZ)#jS6+c&0V(#r29lWL=Z}{?`IK
z@DzH5P~RU{>s-t`l{UzeMbJksa0>SHPNPLhl!1gzKs5ac)T){a574%jiT=^MP=enr
zB26W}<&rwT#k0lFnvN6W7$i6^;4}c_RyS6`-8DS)hY_yo;uMppB%W_(4F<e%_;!Eq
zoc{Ok*w1S-f&LHV7|=%pPjr1y1F>eE%rywqS@rGVa{>UA6lL7b%mqR|c`>X`4L^N|
zlmNt19^Byc@$~+4s(M6}4z!o6j7x`Obbnnr^hX?zFbgF}PNQ*Zm4P?q38=iYH0f8Z
z+reN%yJMDWOs@V@@8Yy87je_*03@lOWtMtDk_(Ef!8S_>K?l0l7RWwwx#5GJ%1qTv
zt$l%(nqSj*4}?;%La1C=okz%tylI<6hQ_+8)TE1CQq8Ni+y!kLIY&U85yFXzQuLaY
z_DyZ?kB5pC(h5P1uD~JXoqzi0LEGdJjH#U%=UuX>9Ci(X>?M-&h-C0xtp(hvb-Z;v
zdrXk3O2~4A43d6j+9rk*F5fgftuV#ER`5y$_>b*$3{=xg6IrYI9`=>OO6$=vHrI1D
z420IFTsQ9d)BITdY-pf$%=?Jt*I?1Cs~eaJC~>KES&q>zjv=zfC>JWjr_VhHvarF0
zcsC*O&*rXd6K~0~b||ACH!jp*C&dMeM%9}<kfQr108~4g-&`(wjo%R*aQmjQ#VQ%K
z`RWs&k55LNg|0pYAaAg8#RVqQqrBXk$m>5xUHx@;Zm(?F(&A?gH0PRsbd!8$#;QIU
z+#N<|1DS$)^$K8QipjpS95AJKIT*b)8oTrS;RitU`VY-I{IkkuK3Ev~4^@9d4D)%6
zF5g5u?V5b9R+hk}4WL!lJ!>TwXp=Hhdq$)`8m&?g0({-pICc8|*85!Bp1|n<F!n#^
z<b{%82J$R(goW3GznE`q$}akMFJRdybM=Kz9gcoF$sptnKJogw@>Z?o1(nqu9uCHA
zwUFY=lvS<Zaw)+_JSl7USiuk-ttvHA0?=g>fO$;Nf1ESl)av@JN4rvzz$+3PQVO}u
z!GrFNX@F}$%TL33qRA(hk_DAK)4{2m!jdGE98{s*qBMxE#!sD42dD!S1f|M>fr1xA
zJTjtfH_}RVAY8Y-d_5S|^}~*kR4I(N<w3S=r(l`t03dH*iiL1H3ONIae1vfOYXN?S
z_GnILh^>oYb)pj{68z5X#&dNSF)h|f0ZphhwW~d`S<>CFtO5NY3q)~6dDf03QNS9o
z<m#zu@V&=-2!+*kN5tYdUjGQli&W62oEq>5aASBjW6X6P%uVz7N%es5ebloCdS#_`
zE$f-3L8ef7i1pQ6iQ}1BTt=HP?!s<dS`8_n`7``AkiqPgQ<RKlA{C(QZSsP;5c6_-
zUDPI%4^541QQ|hHFkF1D-zO4@_cBFd!D}W|;90H!OisLQ0?5D@%<>*fK!}Mz+Cl7Z
z-Oj>oSK2!)7Yt`7Ts>`ZKD?o04gE^ec0qD1bhK|I002X{YZwtdXYS;J)NN(+x7gO~
zRW(Or=C2j1+@s2W8zh%Tz!`$onk?`_XV;T|W^8`GZk=L(YVV7el;zvGFYoIq1cIOG
zSW;4WVwc&PWnM9?1l;IV0~t_>jTa{*fgY|xLi|zJ5K=I;7G0|oAZ8y85Ne*<XLZgf
zCT%{`J;?6axhx$z!YOF1KJg%6h{}{BKnYzq?pvI?6?`AHa6dtj8lDAC8_?VF6MVTr
zL4*L8%qLfapv*OEj7(o*O+}+fJ*`gvPUF*?KrH;Tcr0L|u7p7gqrFWXqx=TBl){dm
zjL93BHkvL$YNHIM@;1ZpLJrp-dYORChIljzMgc^(b|AN2UHcK#Oj;}e8^P<^6J%YO
zE29eHyZWpu!0XN9j-gzrt3=fP+yPrEL14lLcpt$Kw50yluHG7VE;`D0ezxgQ<_VhN
zj(KHlJoEF&db70onh-d|qUa&zH8}ddBQ-xW)dxexEp`ep^2lld6U)U=f?MDMrWDQ`
z#!(^vNtP!@1q*uPE5OJT3(pnR0_U!#f2_Kw?06S-GfM8~gnsh5?bVmzXp{tRm2<Du
zTMxX5`>t$^?_2`<E_=p|FG@D~sO=DsWCnA+(OXBP5beUrMvw}gzim_PSzmJnlHUW7
zozJa~9|R4U65?Jk$-`j6Gt0dPe6$J^Ok12mzK=IUUc8Sus_GcGsc$avoVs4z1E~3&
zh)^dpMI0m3Kf8_Hc$W;6#3hXB5T|n4OSFJW<vlUiBg=z{9F71hB^y&}bEp_R#b;~?
zs#ouUr-a-@gF_W~n2WT;AKPglgjq8%11>?eEgNLHq}e72FA09r#1Q21L6Ed(Jvvj8
z+8Qq4L9-_EP;F1--f|d@8}y8jJi*CM_4oX=oyu1hXZ3W0g|n6Rj)hIKS8Bh2YF4j_
zvvs*gg|%w1j65r7HDC&Go-(pZ=^_JqQy~X%-T7XTw;{{*-ZM~l|Dmm<x{_7B7zlr<
z8-5v&MhSg-i;3|gTC=pmboldRCQu1nz&H{Q7IrL%)UZB40sTrgCe*%3N^Jt>_rZj^
zG#|#U{7q=_@VG6|8TKQ#Y2J+_vZe<b8;!6{lBr3(jt`gz9=6`JQ*AHFm;rEH%Q2GN
z?<OFoe1D_d0Bdo-(U+v$X^Y%Q+oA+|M;jElB3^%q5Rj*T`Q>9l>dUM59&-<+oT@pt
z@rsCcV?XUiCTF?93|9$FQ3PdUeWM37NkL$0I_<DzCxu(nngkx-drB}SR6$<ATHzvQ
z3u4_et$o&OfF`VCHlx4yGIr5teKwl19|5I+X%}53lP3Vx9Kh)=&TxvfcoZVKysJXH
zd=X2?xXSdwz!4TmGJFItxMTq0j_X115`>1yj{v5q$Sd(+udZ3UteskLjA7Uat7$bm
z%EaXURie4i{V>%1VnVIEd+!aKSa01m!VWZkBHtKjBGXLZwa@3Bqu%eq3V=?0ssAi1
zNoKOM1LqWsOzBRbq4=wq%D%Sm^0_e**%*q5x7y>G!nZ8!GnK3WmZ^1;bcE=vHYEqb
zWKsium!mGnW0^lQf*8|GU(4Jmg-Dr8w%z;rb5p`M&@anhEoQFy5#yf#7^!@s2DB4q
z%My5R9Czydow0a$xnV9np$J3ZqU8Nbu1BLW%3F`Ry6tqC5>;8gV}nTdCSp91tbUPh
zprUZxY5+hR*r-^)jPVQy%YU){ft7PJbFV44pg^I4*dIvbe({<?I$;bcs67&af7)T@
zlgEcPpVX*-PC_#sXg7EyJTGRKvcbYN?yXM^4f1GK>tQOgOf@K%4LO9}-9==88l^j^
zFaa}m4eb$?xzl1qArhI?LBt)&-h+yf^?yO*Xg8AN*4ra~y9K!PWd!$DW>1}VML`oy
z0MHKs<6yW^9dH4Qje@F#ml(k|cTNeJD{3`8)FuL|0T7_@7H!&gzdZn|tLb(JAeTZl
z^jI9QX}tj8b$D*wqN0>ct5KA~{>LrJxmG|`6&xZrtz1w!b!@>ePCv<hZ&)&~4AQt~
z+?2>+z#Ux^gHc=S4^FfuuX@V3E1wL#6{(VQ;?0(FFqWu*qeXyG8FenGhVDgAG{F8t
z)|roJ7lUyg$b$q`Q4OAlW0Anp?QD-!3Rccpf3MCdz+4IMx0&ns57yuKGC_#fJo$Hm
zX#eBf?;cA}(yHFZslVFO`B`gCJ1%7L?<^=K7b?w{M(naM6ne+i%ZT2o4VY4ZELYFe
zhRIA!RI5>m-Pc>n)zI5`!kN-8mtDx*dfxj96=txT?LheGgR|Mk6>L|=zOo@Hos<mP
z{hYzQ=cQuBMw%4(T0jRThy{JR))oUZD3<CC@O|{Xa)Lh)_2)6tT0OeU{48FU1qshZ
zUESap!HQGAM*Os93pc@?m=CLavv!!3RPF5kw)0QBUtC-1)`-V%pMQE^16}703W+(r
z;J<qJ4DNzv_Y;`z2r`@6Kn06P?aq4Au=r>lvZXo1bJho%jL~z$tSo2$s(0L<*kw5H
z!*_vH@V37O0dBw{zgj!G?4vd7QG*K4E{?sgv(f|R-)0xb@l4y~!J=ybAOgqpCCD|f
zBPOuXv5<1*r1nc@9=u)(uU+Xx$J%4VG2whA|6Yyxo=k6}2HV9PHFgcc`5`j58YFS;
zye#%Aid)SSHB4+TjOn2nHBjdEXq*E=qDGt6&$5y;mVl^|4DbrbxelB#YmFk_J5Ft6
zap|sZPpIr3?3i7(M`S1rmVAyeYpwy0#06lbuTg@wC)43B`9Yi(pFw2m>W6TgDY48_
z9Yi`<2Q>e>(!TM59b&S0mnD8fy;;C}M84j29-s!ca1n$2BDE=K7%;h$*pP@Zy?l`Y
zb?||qlV+s>D6h(L4k#c;&A{C?kb$m7qPlL}e8!&bZGq7T*c7;Y6X9h8a^%7pAT<)_
zj#wYTs?K1hD!og1O$}Y`Gy8+SOXR0Eg#;zr4xH$1m8uJrH_|!djglrcz)nY=(ZB|c
TS@sR^0;^jpkl~O2-~Im&$j1pE

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/images/image-10-Laptop Keyboard and Screen.jpg b/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/images/image-10-Laptop Keyboard and Screen.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..851d25af50422cfb6063d7e3113974b56478e5a3
GIT binary patch
literal 106761
zcmeFZcT`hv*ESfsAVnl7CDb4gP^1JU(tB?SO+cheK#<U@bdV6~2t+ywp{gKNMd{U0
zLJ<*=-a+Xg0>kq@&%EEv{PoSOHUGTpce3uRoOAA#+<Tquy|3%q`<#o3i&?-m9Sv;_
z02vtoKz8{8T>Jp20<KU~(@;}gp`oFnrM*H&4`iUfdX=92Itvq!i-U)oivtAW6%Z5R
z<-ZLEfrRfvZi`Dmp->(nn7oXnoR}0;@?T#<MoUXef0dq%fq_ku55y<=|9ZP<0We>o
znxwFxAmay+Gm}v;lU;NGcrMpTMfP7C;6ED~IRzyZHO&=Tx~rEH>aGFE$tWnuDJiI^
zC@C*zhhClsP%=|p=aW#TW-+#-;YR@_BT@>lfK{qnS>eOK1*Gh~B5CPv++<_txFskg
z3=x4!-@7jZd!VYOuA!-=t%EQzH8Zz(XzAeS<ov`1>FVv{>*pU37!(y96C3v;9-W$&
zp7AO(D;rx>jKh}@O3TV?-q+UEH#9bVXlw82?CS36?IVqhj*Wkt_&zx|zp%Kpyt2Bs
zzO%cxe{gtoeDddCc98)n{%zLf`@aqQf7r!*X%{&qB?TqTzw9C-_rDwz%#>7o64cj~
zjcM#qEc}uYSAZ%hh1IRJU@7=-R(r2ux*Gz}xm!E`GVQ-C``<Gx^8b@%|83a+vTG7R
zPeFEh@hF%9ih!SI#a|ZlkQabM)}#x7y6$6f^N|Zct^eONqT+d5^#x$H%x#$tAY6q0
zA2<Gl9VT7?QUeJWfC)3jGuAsHt&a`Qhkx!GLN5TPbln$#BK+GdVL%c3f83y0y8uke
zo@+1XUjXbZE&%%`b$e8yil>@ky>geAe^Zp_9R2FEZ2>u2_<!7By1d>lzfOd(VP`Q8
z7l2{-x38@G7l19U3xL3$;RWDbW!N7P%ah1(I^m-KaYG^hAAkSH-~aLVfBgNQ{QggV
z{~wpz|Akln$?yN*`G4^IKY0EhJpT`W|A)W-!{7f$arl4u`#*Z!f9rMXr|NHh#f?*(
z7yU=4H53RQf+sivO}cIy*$t{H$<(Uq!UN@emy<+Chi={IDJ_%xVk5kJ0T7|->sck7
z1pd-ptRr7?^r_vW1s0J9qbV{{NG2uJT%FL4w($4t>azW=a`pQKx4VYXeqCIp?LkI2
zIMEUY?Lo$|`vqqI{>ULdlTH;ok3qZ(WnhCces#YC8Xm-x(+L-2|CeNpD~1AU;m)uA
zFV2W7pu*vC{~HuULgW8e{gq<faFTan?kw&s2K;Y1urvN`Ntg>JtnJIY!85A=93*hp
za*i|z=d4tLuRlPPvcZT{A1z*5Y%dcgt{jyUVk@-1zX%%Am%aD6Zg}#LNm7V2&d9a>
z*vnTh`x?kG$rbM&c&D;WO$N3$F+Mia0Iad>Yg#ySMJME@M01G$+8?i$Sc;-yr!-aW
z^jOEnR4tX`TvQ9!Lq)Ic6TD$<_lMkNa_#~reW72iwW8zXMn8Hz7z?BxFPn95M{ek$
z-EF>_T0Y7UqKMK?L|U&cs@{Wd5{`-z5>n_Vg~{_f*^1_RVizXUp1mW?rzXVlv)BGH
ze&^46i><(hNYDHhPt6-d7YGEnGzJT(E-|(x-JK+KHwy|kHmCCK?oFokb7#ok<t|Bx
zt5y#a4uZ33;vb5lCH9Nv4{sqDgi?N)?PzkRTibM$Es|a+|1#?WEW!a&Jw<by=+8>>
ztGk+2mUOao5`#KocO6YH_qa8iEq~;V`m72!2J<(3Z`{yc3?9q5?ybX;cew(7Lb7)R
zk*@(YYC2d@P{6jF5Kj`$dQD2Y)hu#8W2mD?Hfrn@8n4;+Ovms}v&aqwDbqzTA!#B#
zq+}n*T)kyUr39P~=MdxWC|<gc=eFV=3yE0M0ve-&uP42liH+i991EfM1KyLr{B;&t
z<UZ70y113c2cZMm!d@=Ws1?^*aSlJSf#@L<Zvw65(}Zn@qt?tn;c?=TE{)A;5N}Os
z&rY^&DWw=D9s5J42O=xqTXFaLnvvG>uSJZ_IwZEBq!%*e332b8Ty^S}x~H`Wp}F#x
zmfb@XRh{Jqb5Ok#VlSFsbkeaN`%-;M;(XM+76%p~ndZM|(LVH6Z%@fsb8V?}&~d-=
z>t8#iWf)37+^!)?$xD($q@`gn=y6S6S4L-F-)J4I-WG*b=-Y44NQRqS0Gz#0$_=Q=
z@TJQrFr#X`h`n@aWB3Vm67Rp9+ZY}wm?SVHW~QkjV#v3Xg9!OA?>08v{Xt5)(=2>d
zA{}ukzNH<trexs`Y*a}1R*Eiqg$C$AkpDLy{4bwj`F-Bbvk&}t*+}xl{juKjVfXiQ
z2N4&5(tm5{$p$X>qEjuCu6%F7OWZ>yD2x;J59`1J-pV1vU~y)+2&*M#%G>baD29WE
zR#{RHrOzAHDaRqz(@DMF@kC)innx!)OVsvVNhV^-NY^F$On7?8<hurl#E=_~Q?~T5
zk|9_{eUW}b7s^y81^|(%$8ZEq@nBtm^9;Oe>WMGa7UTo*e_bYMal1s`Q6u$RoHSLO
zSAHo)rD-s5GF5SMj)wyzArH{^>QTDYnN_0nH!{j(NrxrSj-pJU_nOjXbe9WtW<5$v
zpRAx6LIW&D8z3#rZ#Dy?ptTlMKsckUkzpO+u8s<-lMAT{WbC;tlTiW-NcNdP01j@S
zjuoaB6c@%rXJp|5#>D#+%`)`HXn!^bJTM#R96`mmp$v5l8sbwfhT#S@q%;@QBin`^
zfKb{=C{2Z;WEvUJPyo~+vDP+d1V9kxJlV%lV6DlOX$ngO-@qH;sVUf0+IT*cZU9Xd
zleh5?rWr=a)Y5yn*mdPC-H&dfGBhBxin1K~CQYQw*27#Q&4+|FOX;KUdBW3J)i`z;
z1iHNbMy6<)hzh>S`NRZtJ$!cDCcn%YiMZLoyXXV$f284N^*TPC8krtD*hHjqNw5)k
zf1^PHY8>eIi=!srMwBh2g`>f@?2(OS>oX}23uQV(gelP0K3bPP2c>nD&Qhn)t5Dk+
zE<5Iz5z!T78quFPX6D;bf|V#MltVa1z*B?9teytujMYdCxHus~T0brwY=>5uAjikY
z#jSsSJtZt%m+0ZHOO>e2AE<Y~yZP2<zj}1K_}WTeu7=j21N{4YwR=IKRWl`biW&ta
zX&Dj?s|#yWeLhyCyAvt%9#V|th3V9RCY|HG8Hl;9pHi%rA4StYHyJ$E`qZp3AK>nA
zjTkwUGrQ2tXHk5X_hq8kNVEU;N4it*!8H@L7{s?aAKHqCQxmS&`mg_pXSI|z2;@2c
zuwpI)ygsxPasa&94J9!K4S8b_Doe~u!pgvn!01GO6EFJi{qmNS5j4)bclW*8f}8_z
z<QsH?akU9AL>sZ8bNB!lm^|y3LzWZK`M@+4eA-jLm&}BRrrvAtl)`TOO3V(mbCTO3
zzDnRMw%(P<U(wA9d9lbJiBytM`&x{Nz+$=Xxy9?brTfT;D8Kn=P=9&_Jrb1g<ZQRk
zlQXYd`qtF2X6Ykk2h{Z`#jl{*r17-ZOpb|?%Wca8E1SFEUtONXavU+Q)O=YqhA#l0
zqRk5`hc$1#9Q&IRTD>4qn-JC0#e{c0E&^uiu{8IjqIiwNVUOEl_#Z)0v-F_9KXt^L
zN)p9G)oI>VnRfQX$rvevBeeAH^la!JrDX1w!$d|$n$pLz1C2esAfMqmBL(*TL@gzv
z5dWwcdik4Nl(GCrVWPFX#G1j2craP4{w-b~ObtY2zkXf$N3!c{h*@iun1k@dW&FVv
zg#V}bO0j--65=1C@Q!Wpul|3kb|s)w^Y7=fyJ7F<_6pEWr#gRY3hZ*L1{eZs>x1;Z
zgz44&<u`sb5dy4G%>`vtzbjVI2-&smHtU2IaB(!B?DH`7c}+SBt)&?C&OM{oZ%3lP
zXgu4g%CmwxzZZG>TcrsE2dD?XJ_fgaRb1%oKC64SQ<4NYwn#cYLhYw~=_*_rqd6<o
z+L6JDpvJ47F%mGr->Q0l|7xe7;*7ok_*?*9sy$~v_EX-SnGxQf$1fc)*GfGwo7!1s
zG*s1Z58^mj`2F5sG9=f=>9L0LIqSo7V2fdY<#V@l^5S)A9g9grt31<J+_l*Xb?Z;&
zB=fMJo}5!$0LDx4$J$~)r(NH%Y!m)MLUqbl6{`@ThLZF%C7EBJA#7eezwT<K@JORK
zsl<Y3$@JFo!?%1V`X7^w7XFNWx@9^P_AqV_1h>BD>H764Xx3cqC;caloCF{6`G>p5
zLwRI7^qM?Q)~7NT0FI=Jv2%or1LPouNaRh}Fr8e&e$Y*#IF5qdGk6}&Q9g6^Tle2~
zAw?y~1D5qji_(T-3Cc|d*{wT?8Mu(URTKlSy)OXIi5lmiv5_>wRKzd#vO}rOyOm-~
zckAvK;BVTDf!EA?kE$GL&L$H!Z$92@Gdx{Ra!_bLJa>rcTcG4fz0WjLA^oZMsL1zE
z75_G7ADRn0l#U7Yz01^$L8(5ti!c@_5TDM+n`bA$TILC<kBn<8x+ZU6hUa6lVJobv
z4680HL!>2Vo9WEIJ;x`dd&LK=szNh~p^%BoL!b7Gx9Bu=3W=a$+r!Oab9x!*TzFtP
zEg!<1^@vOt5#)=QN_WIWbn<QVk{30m7g2&ZaE?z83QR=>HeHsaMvc?Ye^*YgjAsTG
zbv>UN>EoWyq!=|bTUbYibe-?u?apjRPc%{b0)Eo3m+v2ywV83PO@vw8J=oG6FF>oT
zus(6u{(yCzckhzYtz~qrZP4Qc_>?{;oe^c(AN1agm3L`5D5st)qui7wEjph1Jf0Aq
zkQd3E#B~FUwv}fRjZXt!^#u<vF<BB0O9)p>geVd3f?ZyP)B!(Rl0+jvc^ldoLOBJo
zL$-195H&e(Rcl-z8&TyMV*t=1UZ4N5fDiF*%K4beUHP)-lZqeJW48FU7jr`Y7~YB7
zK|G&`D<3{AZC-UTz^S{T_^9%7L08#i1h6h25@wPVq=sMMgm-NgP6RU(VaqWs>@=`q
zo_it&FKUNg=Ij`s@1dj>#<{4~rE|^8S_|2y@AR}})(f942T>R>#vONx{SJF!B>HAi
z^Xs6f#^cjE$q$K@QW^)-M=@qaANcy|Lq3hdH3eSg)_IGr3k&%1ho?L6f4aBC>Ai#S
zRNlwK<XE($NNFIjdo;z>Zs>S7J9Ylc;wmm`eXvIMHM^gQuujUi4kLtS{UxXPZt6_?
z#0sS*ofAF!v~E0Sro2elZJs$`psim~TQ#i{QE=APJz-6wlVTg~IN2ea*>4*(_9!|p
zBSd6n8+}DS9np+gVsw@i5M`UsGjUFjiWr>Jh95|yYu-&c2-QoVhiksw-E>#4l@v;+
z1$$8>4V3!I%itUb-xaVsAD*umHSRr0L-CR&lAoeX12-*rtcUoxOOiWib~vb<VYug;
z7H`2qU+SoEyw6gyHSLj~jm~$9d)M|Z&kC_0g6PPx{@*VEKT1xlXXVM96(sg-v3TLL
zwQjw!l9)KY(o<o?E9gjd&g_q?rnf8>&>6ARnwF+*FDsNCa+u-7VopBR*uV{)eDIP1
zSwX}&W+f8BQ1~@^7baLiyym1(d-xEzWXMX(@<hHu>wTU}c}v+M!gW}`KkBIbBRPS(
zvbC$-r3g*?uXYH9(c?>W$IGU;u@<&}<1I{4XFrVR0?<Rv^ylR98CAuA^7IeZ{p`yC
z{lup7WV8SH0>Ia#kRE*sPt$FEtFe;b#4Z?)G5}Mel$Vn$p^KOi2QN-}5!De^b|VH^
zx{i<W(2p;n^mI10SdA3>OlZW9@nn*HM)D7?=H^S6Iw<Y!WFvwq-Z3Kc-{%ixWlGXY
zG@kp|2AMnscuMpV`m|9Vcu<^Tu2#cH(uvE@Tm)tXOv;afuXS#}1mCN7`m#maz0<Iw
z^$hpyllNv|`9v`*cb|O1VcNEylZw}nQs`HEtbX-|+q28C6?bg%C;+#nS(9XYc^)=b
zjoP#L!BeRdhBtS+BXwNckGKFleT8q`Fz(T16g~u=Ufp2530K^lW*sErep~>4@?$53
z;;eoljhPChZ#xPv6WG8h@ZY09RkapG{H3hgxjDQC@+$Tn&ZQ}iW!s;TzQ-+C(MM#m
zQLIApj0YKv4=fFREIYrpJtGf5eObyWUPZ>u{fc9P<%G3Vgmg{6gl>bbh0!SxR8MsN
zEUD&)#s0aP^a{CfBqVKoesc{I=3k~DKmGwP=Z`a!ZCcY^2dZuy7>F6hynC`Zc5{d4
z%vJr^#(aA{<y`Zx=zA~rcMlM%@1ByQjCR-cN|&XXyR?7To5LQUdD<@kRYuys%lFP7
zPJ=_;hD>{S0+us_)B1S^3YXG}uk7wu$c=rz;l|VUoB8}e=>kAsS9{KuG+Z%8k>h*j
zvX|xKpnEErb=g&RYhu^o_b*F|<rmMXE51ZX$2<)bI1~N$_eAm2&s-U6#iOJZ#98+B
zS9W6En1;xMaMYpM-*R?2aFynGpNc}p))!<L;$-+RbKCoJ+6~1mnu*_?LkAYG&*heQ
zesct`{XxIISM&U;&A7+;v&JvzWt<f*teO7tQA=4MeAQaYtX7Vp(j$RueDBFwyY^Y`
zWpa{p{A==Uh}-cp+a(1Up1o(~On3sC?7RSk&?RlQT`pNHfPG|z%Q)^Y<%oVxbNacO
z`KQ-zf~Vsshc$h7MQw*Y3k_Erv#$474&;E7Jr6LU>Jmkwt3P#)N=UV4vuo8@%<6}m
z#wA^Z$-<>H(T&<cn#oWGL5ASs0B=?A{2C3#S!wuVnpMMIOwy71-Oav;gGra29!C+>
zhIvY)cGQ4b^PNvDg|Gof9-YU>%Fu_5Te~Z48%Dc*v7>v!VuUm~k8LeD@+Ey#Zfvtp
z0ENc+&14>bSG(g-0yzqzXzrR+Y66)r>n~f3WS2N%puTC`Coa8C{JlH&zQ&X3S<aZ*
z@zd{$JK{39-_jHtz>j$jOO5L#$z@zgOE$^RLHcP4<A0S(c;fD>p?nCxfuHe+cOv^g
z5d$xHjj{VTj#0iz2YveHX>-jdDrV}_mwz%}S(*mI)B@jYyA{06Ex$-cZ>u}MF94<n
zc$q(>BpTPg0!p*)>dKkx1c#u2#ygzi9!~sJlUlGX6WZH>0^iK<M%Td$Ieuae0Hcb(
z(XO-?0I|xSF}Gq%KTzomr8N&c$+wgY6)m{{L<bug59EcGajJ|adpiuy=}rt*ix`I*
zxM3xyy{(A2pG?hm-Bl`o^m{j47uGbZ^X+T59X*~Qw439+PsRy{rh|X~e3o~GKu>O-
zTl6rMNa=p>e<$k?p|xP{{ky(-ldOxg&eRR5d;vi4{;A?kR98gB&B53D-_5}Xy)~01
z0lcH|9%fGseY#&ujEtI3O%NfQOkjmExuj~+`iv~*eyZOr;`z6`Rd-Y4&Mh5&7g&`k
zZcr(hPpo|U)tK*^n*OMf!0B{;T=LrY`~t9Mm@a=lci1q1(mkvn)WLK}h5y9MZf+%6
zT2d{?aTW#BnS2oO(r^WPEF5e9LFhRdew8@DJA!uA$C?sVds@q`i1w_yL4D_I@B9o=
zW9cbPy@xk$D4jJxO=3wRERFLyoX-SI*|R>yH8YFhs;X_LHL(mGj;4xtE&v}~cBdFk
z#wJz{Q|~0aShEc1nVm1&w3|$$PBh^jSHA!#$WI3w391C43u}j?bTeq`Qi_+m&(>8R
z9KkBLkzOuKJoU~m<RWEBPrO;COof*mpRVw~0mp-HQ#0slq_6Kuv@Gr!ki8#4yHIcw
zq*=cbSvG0vXssu4C#L<B5mN~N*!{`{Fn39schJZZY}zd|N6hQNsKM)QovOw^BdKO^
z*nDMguS6w206O_zB<@j*x9N^D1FbsH2)w2E!T_NZ9+AI~zW@x`e46uM-DT=W?>~O=
zW%q9D1>mvn1)xAa@P*<%iSf^wq89+a|1&QMJg&dibL`BDtl|Z2SH@5on4_Dn_VP|l
zp*K^Vfg~3<fPe^rKe-IJHk-=aY{;DfXk4VW9_!2=jj0D2K-m28lEpr31adY{WVQuH
zf@Tsgl$gOn&P0v3jv(HE0N`6O)>tK4_r~SCMB}5o(tgtpP09CFL}5Bz!*LQhJ<6>>
z2lT7oNwwD=FpBWH7HvO~nRpiDc9*Z(a1w>pTeL5YD4h`E$J3z0e~(F$CDt-95``>P
z3J&B(4-aEqva_~~HxNRONLDX;42ioA`YM5A$(q@;Wl~CI6mE7iSsqEgP4J)&r<LOt
zsZ`~4;%h8RUP59BVU}KEjKc4dcQk|iAWCJ`S}rXFmXyitNMvEwy-B+F+$wpaUGaW9
zaAqxaIE!eOcs46-{7$EhqCYD;+fxKza(IgujId2px{RmJ-EE+>Pr*4AQcG!>jGk+8
zF+kg<U*1%&(rV&bZ6&ZKdjdIB*nELD3ytlaf`)iS`5qjN5T4xedL$>bG?36IrDq&P
zDvh+AE(<)ufe!Jlow^$3hx9x8lq+~y56FX|p=~|^lGlTg9j&(1q1XOk0W7trx-2l~
zt<J}o6bjHi2?Gt;GDn;JQ3~i0xXiX`fUKZeUSBG&c2)$s>2~8ZAz2oCzro(6Q&2)h
z_ucksl-6G_Bz>hUDIYJ<1l{6p`H7nGJ|L27u4|V>bPDn3-wwVu$+|6oNc~yGKiva3
zDNDsvsWq#E8icTJWno)}-Gb?l-tnB-na1ged%A|^1Yyflx2+=A9v*%WWAZAB$7|sx
zm^pvClotR1zqB;01ojY{b`xLRL_G{hT|uopXS<Nsv-0i>7l6-HYC*$j`3!}Y3d6<{
zSu?pGB?{?-HOR%q$u~%KzTyeQCS&dC%U}lB;JtF!kI0~h9_}o=74mDTQE6!T7=?}p
zdyllbGVqcYfbR0=CU57?gr42F?CT9dTLjHw^HaK9ZEn0?b)(nYYEu3rkGrloJfgTw
z_wv(Sd{bLT{!vSn!h@m8)}ts=;q029v_*NW-e;x}Ci)2NOYp{OeaxdLRCc+@mp)Q@
zd)KTeSh+X%DNRBR(oXpf%5w)oj&B-(f1Q^UD>7{wYBSAtebDcU4tWB@pXIBcrBphp
zdEfc{hw1`g?%94$=}L1P%;K9Je*p;kFuk?z!WgQ5Rjhb|`(9yt@9))>rHtwW)@#RM
zD9-2Get%Jq=2GIk_4e}RUCxQPR)=zMyaGk@!coD9;vD5CvmPJC82{nEj<W?F=VYGG
zVRW5KMyo!zLuOV0=T}E1+6Cob6+EL^=MAf*4068!Y?v2^7AX;y9T3W%f-2$33*&@S
zv0Jx;*8|-GRE`w=^L?dR0(6eU`lS_>ZE#1|soTBOg>v)!(3u$>VUsi&_hWu_^EeAl
znFzHv^dD_~M~%q9-dgT?{}oNbb9+6>8oB_qxQ5jvf2n2SbH8f5<*aouU-W?MCvQt@
zvxH5T<BJPG|1F*vXcp7oYU?xMKm<*aoPoaNF2AZ(?+L<v5BNiXk_lxq(Z)0%1N&8L
zE;X-6ukI7+W@0hrRjF9zZQk$1HbshkAZD2(OQjkvJ7(3WYk0tFj}Tzw$4XWbaz;4x
za*p0|Xtz!re!HVJ_4ZIf;dk-olhb}gDsjJnVuG|RG*Q%43vR^S!}(V@q($kw!Xk#%
zon9u-?w1g`VdRy+gRz)cgHKWVT75><dIv?g42i)i)*^8?#OC0?qUdD?{7)1`|Ms@Y
z-(kunXZrK!676pg1KyVOeVP7Nq2MifuGq@}8jXi0pN*eE8avsK-l|vRq~xZ6r?rLK
zL8tZ=DN$HI`PEJ_6ULBsx_nE09Cw|VFc|H3o&UDU6KI*|>>g33z=MHTziCT7JXufv
zN=1F9L_14vJ8JFW@t`G=jn_oxv8vWUSF%qd<`vl2Or!@jS@F(RnFd(CP5Vn<qh-m<
zUb`e`cGg>eF9~J90x5Z7_l8VFyNl}f6Uw;{BMpU*gX|+dlESOS4B;YUwRt{FH^Zt-
zCua(Vnlz>gqKu_|+-RI-a0$D6`e0<cX-ZIQppxsSL{e|#&K3eVw74y3a#*s!wJOJ*
zeq#ae;y6TDn=GVP<w*0~Fs`Q&jI<Oq6ZnJZ9lQWoR&*`>NJBiK9O{p}V^Lo7bwGxq
zSskiupezF}E!)a{PJ{@Mx3f}8zL6uqF7?f3Vs52|79AA?46PCS*0N|4x`DVMw+ne&
z7xx&OSqJ5%f%TT?s%ogqc^kiHeG2dL8tqk^x=xKUw<J+wZf3HVgH{eIP77a6K*Mu_
z%vf2hxO`H1u`JiA;q3CRVoa`$shYQ{6Q$+Cf=c&3QtoZ(Tz_iHpWGd9u^>~D;A`M-
z^0M8hSW#!HwdRKEdp4qyl}jsIMMe7);P)0b85$_v;+5G%WXs~n7(yNrQknlMa)B@F
zj^L0C&S8`}Qlvw8XG#=wEuiyG2hA3`;7OQt4&K3~Z3zytdohneVMlVoE?;#t7D3|{
z_PUS-;DTuMSadgD=(63ulaFX6#WB33T}t(ED{8#Z@oGy+yh{oU_-VhSyW1v%Paz!`
zy`c|?g154z!tqIU&{%q-q%6NOcaB>qaat&vc3s5Er6ZM9h&oFdt`Wq+!eXX+r4=WD
zc+HDOT8~|qjx{Uj5+SN>405fd@FB4Ns(Pxmv!hw;I1_a_49S5%hX&Xt)6%OjYCUv?
z4g%;QoWP$>C#C-xQSRni+rAS`9trU#@-AnCQAF_DUMy;(69Te5D$pyZW-y>uD(!(m
z4|+>(H7=kHrXgW;epFz!o=!+7M81(I^tMWnLK|r7N7$mNVgrm(b-`DFI5<M3F~&>e
zJ%n=XZC4Q(>sUP$I)gN{CJ9mJ1=$y7(lT@hDf!8y1SQt){8F-Jgxn;SNw?ijq5bw2
zWg5T2)~U-`Lv2tV8f+3E&j7t{Z=dW>cq)i-FH!o+;r4_d*IN7xwqM}Dq?blYg#kUx
z*)=u{Z+Qi57^Or-Xuo;po4S95F=P&SwuQR=ZsF_t%QJ?+{gf<%3+~Yy0wu?x44b%%
z;}Y9*&GDwktjACLUzeIE!+3q)Qi!*FZ&Ew*Wb62LJCR*kV0Ks5I4Te630DzUWxPVz
znvzPfp&UtgFTYy5;G>}t0D>=|nPwD<V%R{~<ZE;<M>EPaEoBxFYQ5H#)LxYjjNvjp
zJqv5<mMH^sWrsIA6i;r>UI5<y3&nAN>NuEhmYwHTe0OK>0-*SB2=``jko<G8XxQe)
zSUx0M^xFwD{U6d|-k1;#))NM21iaOLA34r9C{vK*3oWGaf>?^l*dqBJzTkxZ)>o5M
zFgDcN%X3X&&WY+2+(lun>EZ4tNX-2tOZIT!YuaKvg?;RewzRzc@cA@K<ES;QkoNBJ
zObSvlJ8<7YzpzS`LZ%?`d#7~oATV3Np;?sGuC<Sw3Hl4RM^p(N)Y0#TTBxT$xR4>E
z@+akAyP?$GmN0d%9$$x}GAk<2D?}5<rcTATsygjLrafIQ0Y`KR0+-^rx3TT;jqBpI
z%_5B%)kkG&oAL}dMAkcBei8HT#^2{%2)|Oo8A<Iap)$p{p(z|s!7@r(bk1JUoEYL_
zlC4&cmdlgSr=Y=7kMy`cnl5Fn<xl(dq>hf$S4R^jFKo?{(oz_yB$X8O>S~$?UHVi>
z5%KOgzM?3t+U4ipN;TI{reKk?c@);nx(qt8u$LV90B)>xOEh6cED-ujLZ2@lNY*`$
zwO4F6bJl?*UJVsdd`*Cr-H-gJX-TPp+wKzStI4lYDb<9|B_q?bB^2*@kKi9`FWfsv
z8ZQfXOJ`$^X6u<$AL__;4VT$lIX|wI`p7inTS|y9GZX!Zr^L(!!&4dP?g8;$UtYCW
z7sT<jxOOdQr%f!^sy$XI1MOacj(54PurC+Ck`^(TENHS2ACNV{ds0IvDcFg!{dS~S
zxE*JpSB3we&ZvYsXWfYHQUGhJacd6(o2nbn&CEg(F;kuHL7Wpvab`^nggc!)mJv0w
z>ELgak612viN4l{LZ{Bp_G1#&Wjae(ur8RC5ok7dt<T1IM&OnuTl_xodjJJ_?r^n^
z#^x#FRz{ms0}I>%G!m+b*NOvEhwB*y5R_)D*NI2SD>&W-G|0mx+j)t5K@tr3GR>+T
zl&q<fEG4{-WCEkLp%8jrj{-(W3%#*P2NbR18AupHC90D<($L62?^2i8essN4V2idF
z_z@8`{;~iOF-3;s3dF&$OYvmaD<A(cNpf%2?eZ7iFO3apk$r-#yVVm<?>F_NOj@!@
z7miIMMdb{AtkIwj#xg2bsMYfoz|qzSE!BV$J#lI(?fO`2wEfdJWHi!}$uyu5&--r)
zL76Y7e2O}S?7jr-<6F9QBvp++%9mSm*mrZv*cZ!`FcY<}oh?g+2a!HW^2v`>mszE2
zK$xJj<VjVxjAB<n#@`Z0n|eDzbbx1o{nA_mZ*<NAv{$pg6VRh9pQKZZc~b-nG&?9S
zjd|^|VFrL;Na?_gtOdc`;f~|C?O{(cwyV-N<#No0-U$!NR(w~|&g{z}XYyXNz8U{X
z{!aQ#=!aa4ciz}ucI?%RJ+(g|YRQd^oWjkZy#2;O!5oPJ4ald%x6BpXZQqQM#i`yp
z+6F~0C$``cteVf$;o&X?2|UgL^?jmSBElsD!!mYJiGB^o->%Jo>IeI_6)pD}!p`Lo
z=O2<5-SSVWNzI>bX=~)B>{*nfGIZbPK4Z`vHTapKcFs9{<e~UrO~+#etBHAfqA5LE
z(ceVewD-CI{7(EzEw}irO8nSsDM*`V<B?X<)e)>R`;VM+RySse;43+Wzt83q>D~7Q
zi_Y6WbAkW9^y9p;jjY5JLqlEd51C<1o9?RT0W8O8#p*hqlOx5fH?2~mBk}UF$TL^F
zgMb`6k~H7o_t$&CR{T0$U;}DX;!)W^Ybvq;cG?W7G#P4+HV~Mwp<bR;KIqgK8h9Cd
zDb0c(El(Y_9u_7(K)<c(d2AlPG6-zX7rDf6WYG9!e~rHyqC;$sA&q~_60Uiwc3qaK
zK8Sp7;tREygH5L?`7-1d@4eaBOlFB|cyVT8;)Sd?kT|rc-l#?VSzxNjF}~97E9DxL
z^UdxohVbQY4fqGDL@{=ABJBDZgZa0c#-Wd^d!G)<4KGp5d@%c6`*?R?se8O2?5g44
zo3u$mbqPtRU~2ClO3(w)j%C`h*B^=9r^y$9ny{|2dza~<-%^Ih_*~lc6AxTIP0g3F
z>kb@>;A`*Zzr@)3!hMG_NAtCqh2f}@p75u88f`%)xq*}j?*V|cbx$01?3O$g6ywXv
z+bbVX1~6g_R2b8RKkb{?XTuv0O2bTDF(otU;ifBiSVT8M-$15Jt7k(CSIfT#@-H6n
z7%h<uh6h@dhyof>6Ns2^M==t`(CN5DVdlG&$_uRag2q>K=1bERV)03Wl8qZm!Zr4<
zr?@8A3Q}`vr76fOVe$~uEC}vCd5i7BTWMNO&a#qj$U`zPI`3hq62*A7*ll$$O&iG4
z=v~1AZQx2?`s<Vr*el4iMTcKT?B1g$S15RzbsMO2qu|~Bc}0;Evtx+l0HVw*8G+>l
zrmXjkK_mVSconwMDEti$0UG|uZUDkd1^XmBqZ_5Pt&I+pvB`Ms&2hDwjY!^P3+uLl
zXu~BUPE3uC7obIcX5DOf+vQukz?B>XRrTU>)V*LMA#hny+w!%JiM2F+2>-rijt<>&
zrYCe0?xflX$|w%n2bs3?1@LF7*)A6Rg;;Y!!X*um3#<w~uahD4s_Y1~i*|AZR%P@8
zaO;#=%g)tlk6G%lSg3%FP?`!MDMi%h%<fB%S^ZcIn$FMacsM283Tu(>wPF@|#9-Hd
zhf&v)JhST2n9rPpICG!SB}w8Kla@1Ahm}<nakyCOIj4K8toYYG1Y6Uafb%kJBhqHD
z<&voJEb`yA+{lhS62?e^oaEQ-YUJr6Q`F9(4)q%S<H92izZP~=N1_vy*@Ew4l+vT@
zgwVLN;a0{YBn8<v3=)0?8}$zajU=Z`MkMmWZJje4#xZXV_Oq_AYPWNJK5)mNzBgXq
z7C>#8(yhFKd{lns8k?X;BbVc?J(FqMvVsSAn?!fC6uYz%m^Ck9q}G}~n0GXraztew
ztMr}RL$jxh;>LznpQ>+>{PY@Bpu2`VP%ckIC1u*G?$ck4oi|af9aw-Jz)MRzyBico
zeUQ5VbUfz{eK1!Nublu>m^m1@hROg1nZGxr^dIkHPY3N21M^?_z<erVeGp4&ogw40
zlyl{p!?UPzS7Mfjzb{Uvg%DZHyQk&Zjoz7*H*OqcFN$h6hKuq%-Eg>fN#q~V>`KQp
zpeJ@%r|$VN_sY7PrHi3{()<-=<op3k>h->PDbg2;D(#5a5$+Gv3(_$G;B2pR=;_k0
zd76~{;b^$gZS7y-U7b{&I-I>M$h;JzxfEe}KYsURu1GeQ$bxKkU+#-~GJVHE_Ofby
zk*l_UOs5jzTm_6d9G(V}kT&sqXOMM(r5FfjB~IW^;|lL`4Z90Y>$JGBQ}l)>Z4y7w
zDdOy)W?YR8G&0BQL)D#Nc)BYs<;x##b#;c_X3T}8LXtRL$A@$5<Ba+-#$QEQsVzXH
z^1R$~i=j8lth~xO_K9{AmG)d3NTrq)0n^+pU>iZ^5_?5<+|s0>G=eSg<mwo0Q;=T9
zLAM28_~rc^NJ(HM?3dBqmnrV+b37<?5i{vYpkZ^OG<oLayl`Ea^U0Vud;w&ihiF{R
zms)L4VSgVGY><z0mRhgVd3;s#U6$C7u;TqUFX%b+i$Cm{ZaIEPolSi3jA8v+naK6W
zM{e?)+jBh4btz15q--K-X~L0Lqjnp1s~pg&Qa&jww|ZoFqkd^wiEcdld)a(LuUB8)
z&}784_Au?(p7f9@)$v7sX!}9c0_Kt4lG36{QWsuD-|f+{+4lXflDP1oYMTA|_fFNH
z>j(3n@lrIc{V`WVT}#QVMsXO(j%cq`K|d?Nl@wm1bSjz1>-FVhi|wY>1!aJ^y!4#q
zEb&`OmL56{T##jK(1_qTQ06&XxXVNf$~fbfc2njymg=kayLvL<=__lIL{CVCK(qs9
z#Icv>zNIRujUO`Dd^a^5QN(703?4>#m1yt-7CDUK<fIkQu-N%%-ZP|BV(l_?$Pi_)
zxXX7Rb5LfKWFtar;-FAF*5{B1nId+4^6XQRrj4VC(x*&RF3|hlDVko0QhRbb8tBN=
ztRu+2XvEHzlVg;X!$!&~c5&#GiO6A04-8l|W$B^1vg)lrX=n`hq5+QGHjq-5!#Hnx
zJ}~(h0j4hUG_6*tXCNPAX`sNX(DwG5yna89xg*NzEWXIi1jKhe7&&eQel&L%f6vFL
zspGe>VeoxTd+E>64f~r<cLPeo?{jMpzSVi&Is$xpb!a&~_0_6w_S5^pfi^aqVnK}i
zx3y5CMkZ(L>dw=x^D(SkvA91;_hxr_(2ns-woj_`0@vGFK_7EtX~?s!J78c894N=}
znnnoiG2RXBZDN1QnE#S<-5$4qR$<aZT&=mYk?2C-I6E36HEQzg+9uBEvWJG!s1wzS
zyK>ny2?SDgQ}qz}I{C|Jq6{Uf*Yy0a8EdtsxbhFKbwY0n$Pk6uz^sf`ekf%x14#{G
z*4`u=m-)h(ncB||#<opjQ$wsu(mYu%dxrQMjCK=;1->OGgdf1Obx+x0`}A-UclxH0
zFjtrRe9k9~Q3svgAETQT*Br1)1@!RLV2(%aO$Gj{T0}O22Y2o3GOu^bD)bTgeW}|d
zE`#rLDa!UTM95MQDQ?26iD9y)%rNhs3n|w?`;k<C9r4B^!PV3_yTi4IoDpxGzEnq<
z)jFne+aA6Z8HYCc^nXj#8XyHo?;cNq3Qj)o=tp&R6)mklxlVCO1WhSG%jjL}H$gd7
zJhlOw9z%0H`@3KMTs6<liuIC_Ui}Qa03-`29{m2-vHV%{LfyFsyQ`f;-#%W4ZQH{V
z{ditl$2}T#PgE=XHiRx~SrzV5cNu81Lux<uAS5_Bb=0?<Mwu1tuwuT1Vx_jFtm|ij
z=#UBWG0;uaXkXdaZT^q7O_wz)uecvFW%Y~`imEmt;7KnTg(=e)Z#)WQi*sB5jCtos
zOZpxf%$;YIP^|r}$WG|Ezk^ZuPSeQh!NbxOfSrywKxj&I%Dt)7|7|eEkvAiAnCYD=
zD#GPv*x0gHf4`XS3#c?OQOz@$Li=M5sckHF^_BBY#tsO;6qOi-ex?1G=Wc)A*bPY-
zOkvD;sLf=tK{Wzc8xgt+xN$mB-jwztOMn#fV*ojwbgBGVRmsMSwY>O|-XQG<PiQ!D
zOR{{^7leL)LyV8__mwql+f$Or;&r7&{1E+_YpII%nx*)U6WIjGWKCsLa=;3!XSQSn
z(<_&*5ey0;E?WkeUG%AfVGcxV!Y9C0B7D=~B3}5+Jo&XsyeC=FEL6jPc0SF{UTKB(
zURxkOj(LD=6$yJth3;M+WaEGR?!NSMHzOY22yEprFpXv(&n~C{2UI>t6rLzpu4H{W
zq7yM{I`s;D*>gZk{yHi#@UX(#zF4$JhTs+GVbVCV<&nu^1!gh=Nav&GtY{HOjKA-{
z@i&_VEtKx#!8riU5i}llCo6|h<=NHgE-CsoF?kJ!C;GT`Bd5IY?_>{n@IiEHBMM^x
z9+aWm!{SHZ7tYcwH92Kg4Qu2&aBJr^LXVFb#6Lf{gxdS5V2Ai?m;a}y&IPZ!NQk)l
z7vvAhBOXa~YxS8h$us=SCt>|oz-f<gpV>wPo@S)b?t7a${*HNn0Vr$o`732v>3XVR
zkdbKa$@Say*(WlYs`wDFXB@3(()kf9+>mMA*hk${@q?RbeAF$3lbi!v@djKPzZfEq
zYv<ZYF@j0FW5j&&PC?`0Ol7W@{Eft%h`gaL-zCgQ+ZAw7B^KihSwtxF4q4?JZ)sU6
ze0h0)QGdEye5%fRMNy|l3LPIi(nBb_uF};}C9gE7^Fo}hQ#*&`ob2#%M5}d8_Xm(W
zJ;g3hUU;g#1Stt9kWd&?aq-6n*(XU&Q0P-E4<HSMn;01TYF6Y%By#MkwQjOY)6ygx
zvTA4R+!~^JgOnhe$Dj{jW%LAjVGgwdW1_S*cS(-CazRK@veJB-w*!#G=&ki&NR){x
z&QcQ$B~g3l7)=aTQC4?GX((+Nlht}5TO8y@pS8}8@D-V!Gy#7bs<xD`c4`4kHoL=J
zDCMYxunNXUfqzD1;cux^{8%I8_Hi)5$c{vpJ6MWzYx`u<4JeDj{I%J`5^<R|1Dr=X
zZA!#U2_mMndNP+sS}lq9J`_mlQ?gB<(9UG0yrko5kdJ~m^_d^uL~sR|wOdC&qff(L
z1t}LXi5t+AGahs>^<3iLRToMdtka>T!CFUkg4$dv?f7aQAVS`Ms7y;1cfCKmoK3I3
zPk35V_6z;`jj)3{QkkjqzS}9fo`#s?I1+#PFqra^rF1Q)bq2n{!irPnb;w6*<dm5(
z<EQ2Hw8=L$f`R0(m++vrYF(iw{LdWQ9CY0xpTI~+#zA>wr8#434U;rub%|!xLw7#4
zKFKQ}Y~wJhlNZ4P;ZnD=Of7GESS3<}7jq1xI=~%f+NhP9zMnxKFnFuPJ*;z9y0NCA
z$>s7kyTfUKrAFa3Q`VmHy<q>uuti#?vyivvkz*?-Z<Tkx{Ee`?l+a=>B{a)M`iSwS
zGDV+1at+5k60!(MSDRW^n=$;L%3>hC7ypCEiDX=$#rNQa)$b#r+c$4UK0w^N9)$P+
zUruvaUX@-@k-+5RrRDm)vv9&;6Atk0!xC<!b^eo^A8xn5alLkp5+8S}Dt%d<e3&S<
z)y`x(|E`)y$)w}|MDDi<VQ8aZ+-GfIX!+j0>!*_Y?3!kOIA-Zq3J974Lkg?7RH@A|
z>uxIR^1BYri=Ie{cgsy$a>}6;RDKV`W<ck@#WeA@4yVVMCu7Jx?vUNyZihgDg*0>u
zm-bTQVfnS0$!Ypd5td)AWg5Xe<7qC7uQ-gSZ(wk_O>Lw(?S;Mam@H3yd9FB1SW0wR
z&3MPv+zu=dvtNGhH?n59*Gh3R1_3K*$af39+tO1E@FB1}fGN+R2ciuamR|;ojh_pO
z`Lnd;94@sk2iss$DdjNAvLhSqG7961QH8n?7VSgV=G4^;*kd1<lzxwCm6|EG!(f~V
z-(z|T-e~GnyohiRc;XHwkP{Z^>D(w91Q1PkSX<cHfD4V{1mRonXmpYb?NWss1s-%h
z4`d>%?$l(H(Chq;UQS2#P%@k8{f_1w5jbQ`)0a(0e9)TMHk>bSai{n!su7x0%Wq%c
z+f5~^rA5p@KUwZVmgDYeP+3g^)-+#9<e24jKuzohbQVdmvMoJj+45zv5;+UlkhUe(
zUgLJInGDW{R@S}s!2$W;iZ`y^8BH2UiC9X%GOzltbwDTL91)htF->zC#cE(k{r$uH
zcDd?v*qaZJ@7&4wYFk}eoZ>`%_pXP!@Vw9z!9a*YG5RfyxV7dbIj?K2{0@C&@J+#~
z+HRd7y(%aL!i4)kaWX3utYh>h<I7@Lx!&j=&)**w#*m49{jI%k^{_G%_Kx&SPfck<
z6icij)Ia)#j*Df(jEO#)T<%|mbXEWakV(r*vyVSFLjr2o!-DDX<jghw^Nmsa3jq9v
z-FY|l2Zw}`aa_4OyHzRR3mvV(=t<@FR{qmNlF%I1$}Qvl&t365BfiKjhoQ!f_~B7d
zSs~}rn%SN0#lU;|k!+&~LW-2|s%!eT$sE25r4?Fg23#P$8R(*bQ9yeGDeAQKP>s&m
z&>ja34H1vau(%B?3yU_TrPFYMtznHMMYMSL5@vUc(){jWtY0WQo#L>`+KFuRrwC(E
z57=~Zqy*C~NV}Yx(JkUmhRXk_<H!{YY3w0F(azSzM}Od2pBzopQ8SSicP()}C~krP
z_dI?;Q(8}_zta#H5l2+LrIu~rf*7ph&-gK(PVdP;<+aMtx1+@X2Ei$`U=|BHL2x>@
z6lJg%QZ)#zq!~oZK96Nl;cn^%jy>fFW`19#0!kD~p^AvihHjF}l#XN&ysqGg*MW<6
z5v{=aO3ke4HB3OKP}aoNNnBz3H(>OT#R40y+gtyNFqg}QI<&<@T&CoHv#vfWqnxiu
zyo2$9N&lcUwFJEDxg{Il8KaBb9$J<(%0W9A<e>$9V<3Zfa%Ate1Rz_N6NT4>`Ey$g
z@nELRnOx-pY6rFw-JW?IFX@`jh+40UTB1?xAV1o{Gq5NvGN{G@ZfvGm6Y%X^>9U&o
z?Xu}=^^WybF}Ke<Z~sOV{&zq#sM|4`IFk}PXZnhv^P`5q@Ec}96gtir`%Jc9>SU;<
z)`D5A&HlAZbX&ub#42^2Ox{(hFG{HcMA~92FpfeyS*t+AX@Q$?TXKDhMj()s4g5>;
zR(hkRAp?z3E=%GsUUlIbF=O$VF-Z<B5AePE!#h1ISyqCm27@jnDQgjjq8l`FYy@nT
z^2oz}u;Ljj+#ZCy51EN=iu~9}yx-40xI3Q!%JBN*J+T>$)-ZX_OR8<8X!eqrno<h$
zl_FaWtQdBCPf@Sc%3a4$>uJ(&IkEc67tHHzcs**o#&+z^vNcWX5v%(ntDMEK_lPZl
zM3^mh`eyX!#plo+sk@rQCyo)xr~~{@UM^&?Gv-z-H0B4lh-nsgF}CL>Rp21BXsvwA
zTPW7KuO{5{`yqi=5@v0t)FeYwB4X^rS$5_+X5u7reG_??cnPZHp5TpjU&ir$q08JN
zix6slT&rP_o~hEJ6vyj`MPTi9aDZTwC}c0gF^8*G+>IEUpb@#kk1zs=<*4jl%7C|?
z%C!I@m6x~9RpuNYoc$EbOmy@Rv&IzsMhpID3fgsXLWOKgi`Cx?qG_29=~i-StW>W}
zYr!$o?{{jMl&$GDgnKJ7@BRe)Y#E<C1-+Y16d59q>g1a$H5U@_*5B;`{T3NP4Zv_B
zJgH%Hcv0G-%UeAhnl*SYJBv1{v3)c_uxNN1FJ>R8(Ge+S<{0(W+UKa`ib`(Ln^iOL
zuUN9UW<=x2Z84cw<5GEZN>z8?V?x)JnHIKP;BKX<u%^F4_A4Q`ck-Rf{m+3-!rZi}
z)_!sv8-K%PvG<;yHoK|6z;f1iXZPdQudysY>;Y_xlzCxHGaAo#Q*0`_VC>TL^+S3R
z&?^gP_{%`_GF9TxbtNk>s(|OkGA1V|>d|y}%>Ktnoi2N!4<Iwg89I?@%jwjh@PiS0
zpXb9lWuRgJgMyUhO&g9e_dy9-#VP5$!*BOij^1hI8$V+1XtR=%rlxv<N)!p!_OlKT
z5^wD^aqjJ*Ok9LlgtyZO!4|4qeoEBdz47$LLW6VbPsnM-+QZcMfw-oA7NSCMiiA14
z`Qx^X?S%{lpOZ7qAmao*l9xU+9WBoKU`t1<iqVZ>K6#e(s*`(v_;!3O8@xoyAl<*T
z{h9`q<ZXkSXyk21WrD~2>q}%Af3qsu-Gd~#4K6KpYOIsH{geY&jcQ&Pq!+=xP^+xk
zcvw;YOrS~gq*Qhu6T3RbBJv6k<`PxSPfr64A*hS{eW^3QK1Hy+*d%9MPmnbbQBqzU
z)$9MXXM$O}?$mPP4VUtgFz#A);62+OWsadvgFIDyYpe_g12MYv`vsV5!E~04ZE3Nc
zTrgaqWcyOfCh}wTc%;SFcVKqO0kp9|WjRs1Q&0vkN9S0pF(rLP%i{{p*2_Rj3mCfa
zjg*z*04>UDhO~^nSA$UJI6CX&7$F4MeALExI18s{6|nKPJmgap5pYKcp$v2YwrJqa
zIS@qhXntBCbEH<$D^w4xs4}i;lN)-;LFN9#LFvp%AHT4N^>Fk2Ip(?Kr1YBj5GZ%t
z+QZ;FW}K~weTiHmGOMC#CM#<`jco%??_b8R?tJTmY2j2=r*P|<S%zIQ$a5ycqCyme
z=HTk!<%YyOSAqOpj>0DEMbpD~)nS>WWO@#|MiS2ZvPwOoa}Mo_{S65s#q<n7XrK~t
zY@He#YjF2goSham<Aae#{?`M@QD9c?8iOp*K8wDS5AjVgMplS~!CFd8F3?d7^1^X@
zR`m`UaSH}8ImG2HW;j&>P1AFE*Ew+kb<~FCwe|X%zi)JSf>vT=-e|JEj&x>e)3D+)
zaTes^n}R$H70pQ0wue1r5AA%EV9}%;N3Q(qq0Z}7)M%?h?8HFenr@^_IrDn`?yQW6
z>$)x|+}&4b!$O7#s%h_KVn08E<~c--$5K=myKK9{7BP<$Ry~{2x$7i<if@=|ciw`(
z`8v(kJY3Mw4!f;x@BvMBG`RE-=u=@)f|<E-*CFsOu%MMya-gcU(>r7#Qe8%CXRmQQ
zfenL?-t<A2cf){}kM86C{s#4opdvmd>6!+CNxR+TF1g;O|I{PUDhM;u=FeUkGp@xW
zQ8qvBAScVzVR~jy-(?Y4tjoTk2VMr(sdJru+;<`xe!j8dSp|mQCXS?XZfUvtCQ9}2
zj$m|6%J~C1M7WC*UAr$?giy+$jYv~6R&*~9!p2d(wAU$-oLK8k*AXBaD2Ip+gk3!z
zK_|lIaq53dm#<#S`qosEOr_7;GixHtgd#$F*{%$rbpGzM@~V8|P{EB{PB~EuX|EES
zN(>~VcY7-tO|7sIzKUMU>OMl!2ewQ~Ao3b<bW**=Sz<5fMCbvRHv>45o|>^a_G~i+
z)w0MlP=lus%bTKL{tXq<_G|Bl-T6l1ZX#jS54E(>4+|99lU5$-zLDvI<jXh^tzGqf
zS>oHR1H=ws^|`lrw#FT2xW?QK7M!iV*%5<08S1mFp6u}8pV2$1X+jojuD;-8QCSb|
z*0D|JsS5hh$<_9Er>ie$o4xWhpK0yBoVGig(0Slr!lfj-EGAoIeaUl}EWNN>E5FsF
z^LKuE-&W{eKKIR3jMz>|O7TkCb}M50<0a)YfPDSNRl$l=-HkX`<xG76FcP5nfGs*S
ze|P;>ZAR!0b}dmXP3U`d^G&QW8dGg^rF#senI(ZSD@O$t?$($*6Ej*za%C@x1^q$X
z=YC)x`~0Q8h5s{U?MsEsLzp2&I}bULq6v;N7-TC+4mOfXL`DG}puIpAY#6E&962q_
zSCL%W@9Emx+ZAl0`+qR@-qCEwf4I1<!zg0!QH0u2dz2zJiM^_JqE)eJ)oQ6AR;*Ob
z#HRMF){0dzVpJ7HY^AkIb$oyM-h0pQo^$`X_m7<8<Tyu;e9rTJ-mlj)IGCL>j^iMU
z_3q1ydloAP=HCryK_;h12Ckh{<zhT0@)a-4lNdbf0n3zzmT-^8E3;H+IFIYUvV6>~
zO(1A!t4mo}sI*F-VWZ&gop|*dY6K&e9TZ$o=_{ZB#>9AF+*1VX9ErlL<RR>-X+o<5
z`aSOCY9WkBn8q>*h9nA9Vl8F6o`%(%fx&8KKx-PYO78|Upq#5Tk-Q;>xYq-4_aKrr
zW=UNK{}j22WX|0{77*TpuSeO3k_3Oz7?3CZBjjt~;PC@y#&n|m%?lAWybAkm;hL_`
zLGn^y)GD*dy@fm^44u#WY^;|T6GAGE(!I7D2;<_=f-TpkPO6s0SJsOIU1XJW3sCSN
zRs6lLIBC>+hq8~D-K$gv)cFle)ZN8G-)x)w*=ualLeD4{=NMixYiYsfoXuz*POW2a
z>tWZBywdpz)jvy+X6&k!H!`}e(<sZTRW|N`R+;>O@`olOVXl3ULz1$l*gJ2fRwQ=Z
ztZw{Z-fyZ++W>J<tjxuY3j}Nwq|P=GWElLCVqt*_`V4L2mI!b-=brIbOknA)(Gh-H
zS_V<AD%XQ?1^Pu|yz5V?H>+rzNntpa6y#)Csu}fiPL#IgTsc6-?<`kmy!q<<;2y<!
z9nM&ZdwpGoaCt86*gbyhil;ftki34;QQs=y<fm2Up8iw!_02;mdQc;9AJv+E?~=&A
z8B7Rn+E=l@rJqIbX}7WP*}^+D+Fv5cSF<tLu$sVb9qJELKYCDA3q(8-9x&;ub5#?i
z*8?*<(Sj*7H=om?tEn~Z6fLV?Cpc$5o&qd;A|q(-!kCo4TYcHpNAkw2BP<-fp%-5S
zowQp!D{97WW{Hhexl|hJq*-8AmONEQaFBkG`vto{J4nBr&cE_i^Ye%gJZ&7kkCs(M
zx>nwK<XhR+J(?+O%*-8e!{lI-Zi=K2*VSdpuh0Ec9{BYfy?JW2#h*lS8j+7SyB((i
zd7W;d-FoK2;Hi^_7>kbN9xX_3s%1IIYbyNVA3<8XP>K*oRpHy>)bPMBi_|V>&n4ej
z+>T}0XLNbM;?(#n6TR?}-TYi3mj^s6#oGqD-?e9DQ1_W^op354|3CA>PMC9T{v3ek
zQ$81Tn+GHUN``KnZC8xTugCp?nUIh(=HW_#-qtMN<0WrNpBPGg%GKe4-78A0#cZDB
z(75waLnt#7b<$MJvSXzT($s^^N7bwyOCN1Aq(i|E$-s3Tr2%=-caEF9%KjLXxKhb$
z&PX+?z2$Zir&c1)sEs(`PNO#bd=t;`azq(xFG`p1$u$hD&f4&0zuCWX30;u?>p(iN
zr=b^^8+^oMq;ET!94JizAkiP(b6sWypD9bGb3-9gvg+0omcZ9{3p`cDo&B8m<C`mg
zG-Q&kB6n_(m*ruf%%;T>Xgn|r`?nZ;`HyXCjUNr7Nt-`zm+JHsfs-B;&U3$GRNass
zLhRbp^&GyK6`*opaW*19ES$pI*%3x|v2R{wk?#UE5WlEGp}bb~bE;l1(bQDZan<Vy
z#^ry?t-(B1Mf#&o(w&!2VR_5-@?DniuIU`!_{s4=DM|NvS?yTG=ke>glN{Rn(tg{I
zpMmqJ$DXbI<)Q-izh3B-wPb>|@cqqF{%MV@`o~CINfz)B{OPdpQ8C@dQh4XDIwnxG
z!M{C*+F5lXJge$ryXxbbaiW>Z!`^(4Hq=A&B;kp~bF2hi`|Te-_1wSA9%*4}#?}dL
z+U-N>R{q|}m2$17DL^X8QNSMP&`_?|SC&3dswHx!P*YKE9zO37;uX{!ASp0US;$n5
zu?~D+R&TCd>SGBuVi$Z<lmL1kv{6ML3&yLA5hODN(51a#9g|WAs^$<-B?9oWOOwaC
zh>_zF1uO8&NEA$SrjXde^&Ne>ni{u?;qv9ij*fupM0CS>m^GpFP1xnRF)<3FFD76c
zPg%vozdU2yBZHAtLTEi1uH*szFRI4C%kSTMe9AsuBKmg8{=cAk+7$S4;k}54V8zz-
zd%<mjfzTPwGr{Iz4@3d;#tS+(@30>-c74jkC2CfeJ_BYOyjsBM5G)w=#G;jJRE@xE
zF5SquI#+T<^aNNjgsEXADJl~w)efwV#4}t1zhKO$j6ut%781yCpaNClc3S=>g!;QF
zdD{2NUdKuAMHp^u#gegeBjx3&bA^KSBT;1p+7ox*lFvG*>(y`|J&tAFTQ=BYif<-$
zCJ3D*C``~BglQN7{-zw5SV#MH*^AIGpn$&(K$X3m{G*?Z`Jjjq7tCweo;BAOjC;N?
zNgG{?RDIY767ft}O@u_8m9&nfHV(@ETu-~F8S!}Ef)|rVFwf6agk^P)Q&`7Jdb0?W
zrCOU3%wO==D5_PSS9AdCAnxj?CXr{LgiH$nwLK3YfX`jv?3c*N;=}F>08w=WL9Bc>
z7Jx+=Fp9W9MICpNUTwphIBLTMSKYr_+p33c&MdTqY>eh`X(wW%b_EYSNK2Kj9{ngL
ztKSRaGv^g(=u%Uzz?}gHuofyU;Ia4bZ0bWh0F^d`G02(T!$8Z;@BQY44$pvt#V~8%
zSI?TId)N!*DWe)UgPD%M@Xe^RUhx+!U)f(Y&dTR9`OS}FRck)he4dEwGRajt#OmBB
zKW>P$#w?Gm@88d0Hc?u7llqs~`4jZo++$;+P^^Q;4r4@?)<iwz+b-Re4!^~4PKEKL
zIr&gfiF9I%rW#Ed6PPP<X6_z(uB=dwYI7s{SIf#r(-<F>Q$MOx_-@B(_kk=~sFShn
zC!fo;4h17Vrsee0)0V8RRlhQL+60qHqHKDD%XR`YCRQxOHk5i9`J<GDq-@-zj<q00
z!@sHgY^JcY-C6A{zja1X8K*C|`!VqVs^*@jKg~`GKvf=BD~#}cDhB3ivyW<*%;&%T
zzAkuskTi|iMLlGykfT``c@hs(a7lF&dY}4d%f%LZtnYh~`zNNw*@)M?K$CA~CWGEd
zURqp^Wl39+`*|B8)R}WwmQ!M>%>ntO8r^v6dehmm9)#qG5c}O+U75;ulHqR)x++jr
zo_<k9UjfrgH?!%vrb#?xw+Ex_?u+uan2cdEZkSn<2k8n|P|cPeOcT-suD2!Zce<1h
zphmW}@&xo_)bOLDW*+%t*|X#~Jn3Gy`e5=4P11PY-owC$DVKHGVI;tGVX*DQ*rv!*
zoyK#(rxYzl3(*~c*28>KJtvc1aSlpF0F6%`q1Jih=0|o)Tr1DFkbGgd*njhKj@5BQ
z;%lOWz=3^OwsE`$6cWv?`D!drZ+45Ow@~7XdkypYV-dq`y#0!yG*&Z)kvFIkIb)02
zm!Lt+UJ9Co{bFb;_OuoI!C<6q{w3XfpeM&AP$4~vNB%3`>3`sJi_x30HUCZWA}}oJ
zz}EZ6^M=}!vaX+RO;7qXm9>KC>)}oFR$VNcCzmmHDG9#9s)sf{Z9N?uU@?f!=eNF-
z4lyqc#3++BgZHH!wxQ11QsJ7;6VFJV&qd<yYX87L1z@6E(uht5!bf-mo7aOFmo+xn
z^{L;g^||n?GFJ)Dv7y+e5hrT}>P)w6x%k$sk&DMHqL<Fda*0@(*W%K7(4~$<Z}TJH
zZv{iwyGkp#_gwFPWo`iflC>$0ntI)@{!ZwSrBfiM4l(z@`l%Y%zreG~$hdBslgp=e
zNq@ZylUB?jxx{VJ<j0%3T6P^Mk<@lC)iDmMcqIedwD`iDk@jV4+sUE{T=1f1G}+`U
zsdKRPUz4wfl;(%1vnK+<rDP-M1G0sxq%CrCw#btG`0P{n^MafYKSTG&_j`DieH6`&
zWED<`1B(ato-^>RQL)=Uvn?|>U;Z$nt6fWET&g#h`p9}bS~hGU)bVT$nPHL|HGk)Z
zLfk^dP$%ao<edtrFL)%Xf;%ZH(KK1~QG#*lQ!Pe!_QY%DV`IPkwQrsl%GWln$gTxL
zJ=N}&PBE<xzuwGJ<Y~Z-PreLPveNXq`>UJh&e;5|NS}-fsb{D;_i(I6PRk^497q(`
zc9)W0J}bH3fZ(^^VfT^@Jup8x?c*c6S(Q+8b;f)MC>K~z9(&TS$}eSD;BsnAtn{lc
za)xvnr&1IJTTs1@XEw2l#B1armXZF-($PyPMH@A1`5a@oO@>)Zy28U@Ng0Lfj7!;6
z*?=T99OCqbAw3{p8|@WGj2)WooF$8tP;irg=&CN`G(abgK$E$YGc3fVHl-}G{K35Z
z3C{4Ej+0Wt6zDFepmfqOfEj0m0tREGbWKd0T&$=qP5eYb`??xLMx&5JbJ5v&*qmqK
zw4x6X;Fn5CxF^PIvH80qA@@-SXzg2VhbCmp)flG0YFw^n{3eE{71O(U-#Z~4fvHi$
zYW|Lv23n`=`t07rWFFu<F<+_Ycv=K%y;W$DQEUzlrLm&4h8lLP0|o`A*EvE)kBu+H
z^(~iziCsc3oh8BA!*wH(k%BAv8(rS<?IWNcuBg=C=U28B^8E~6!+e>0F5jXE18L2M
zTv79L3o;e4*YDXqFd24$iN0AEOOulY&gFmdr!2ftrxMNuYR?P%M)E2bugKL|WyRi#
zmc9<nQViJ=c%ivn7zN1z&3?zbf1gW2Xt+ZuswsZ;R`Vv{IccZ?oq%cB5Yma+8hb+z
zdu+K6{CTNF8}K5u#*F2ffoP=(?3J&OP4nA4B?@(7I9?e7wg4U(YR+xl_SPQ8q5l12
z%X!mxMPv||OHw<)Lxyb9A^fV^FXxYGuTbD8RkaEc71nWgxG&hz0O*aYg_#io_eVyK
zkm(2vVfeP4<v@c`?c!Kk3o1IIL0*pQ5IiHt#r`f>EmSc=wHI}1Nqy2x7EfhUoJddQ
zn4H|C{)T|w{=4b$C0OW;n-HR}n4*+>?YqJy#Phg8UF)fp{wY}S?~&9pnQq4{I9FdO
zhZqT(=bK&^#rA=E{6z%W96JTz-GY_uK{6f#ZrO3?_2tQxG6kuPMAw`5p?8BV9M=#z
zIpCk5BjyT?U}vf1bEO<L*@Ot(NE;Vf#NK8*y6G7<ZJ?bo+o{UJ^>_C=GAorQToj#_
zCsHmIY^MOWL%DBBcZcAX<fS|c%Ka*X9@!}*5Ck00mDL`=17^t^q{az%2>U3(j1Bbi
z8Yq|v?~^LOc_X9bq<b6dB^H9S{e>`D_vns8!FseG&3((S`k4jK*7LZ<9Oc6l0Y}Rb
zG2`GpGxKYtK)zXlYny`Vz$;{i^kb~l(^>N~FObhNEDRbiu%H-if|UA^mRc|ZutT<f
zvVN-gHa%vOmi~Y3INjM6dU;25->~w<OpX6{OW+pWxDetQQ5>BcLmAa95|>eQ?k3^=
zOvP+|o||3^j@`9wLC&JjvSq6wN+vdJBUCkCz(Gp(C{+)g8*0X05m=G>ch9|eGeT-Q
zCE841b!7~wRu~Ixu6fPj{V15uHOo`xCTVKdQf-HLf7M)Aqoe13`%c0fx*T&$&;!57
z;!fwE8Jjm^<63zbWDU36fDQxJ_fvu_#VbtFHM*oNk$5_I<oz{2PJ5C_i6{fS9f1N@
zj42IYU%^YTJXO+Dx`bY^Yub6)_x*tHkEg1F>hvoXaJz-z9%o{0b54)~(xGBegY7=b
z>k-lKwL;H5tPm4=>jEd_QDU;G$fQ*xFz+9*j;tH>Kg2qD#s~0WTx-fOymUp*e3(|(
z(c|1TXdn~(TaaPk-Ba6bGc%)lYO{oofR}VpnEX@-3krTuk*f2%`LI+FWfgckB?p1P
z%f~Z<)uF?8H)nzx?6)(r?I4V683?m1mDC_bAR22={RQw`S<af6A^9B~E_#UPn;qZ5
zsc;>DVX>gDz6w<9h9Y_Yl3O0GCAkz0WLjT})%(**jY6-&nB8D5UIpbyR8Ek&bnN<S
z?&~6Rier;C^*F<bithjy`Wz}W%ToENk_k`6-=UZNQ%>e@{8kLF9+&P4xp>mX{i(6(
zEMm*wbhoUongkk3t5_(m+#<(1q|EqpDjW;h*G}*MJkmyN6}z=1>XuZAqS^?WAjcO!
zW}fnsb5G=diP?cR^0^z#sFH*lwddg)2c1Uaf1-G{iWtw-eB+}TzxljDNh`{Dd0rf!
z?n{vwT6Xj&spx|&he&*3bE#?;iHLqvhdm~!QhZfpf4C2<>-y$@mrOBN0xZMZkg7*g
z48f-4QBp`*%OhDKfJbgtPQS1LXor}KK2yHq3G9P1YWf0P%;cpUtnM)VwS=dm&YIp|
zPwRwQklZ}(AAewz9NRNi{*e0x{j3tF>2yTz&t%CCT6FeKZFhkN3_ikj%t5$LX9aUi
z=(#|h?ApX=uDb3rKK1AY(OtM#&%3n1><)pm7pWm7vcYyu%A#|G*_0KI(ob#IB5u1p
z#q`i4z3ExM{1dL_dQ1Lpw4@_E_eI<U_?a+rtV=x}x?}ci_Kn$bf%FTVg8~K$<^2b)
zA*V)j!w&bSbd5_9`I~lvPB9zOFYadyF!*Nf!uCR|^n$W=1S-07y*ay58|6xuJu*`5
zMFn5UZTyGA!S;PwgZ@VD)OUBTbExx(pz-eK7mYzi1`F9ZZ-WhK6&>yK+Dy0|G<qyC
z`k+jC@1u|R9nBe!tQ=Q9Z%4~%;>(MAn~ez<u@_}|k7cDAx><bZOajyhI)E3}h?6u?
zt!kWs4uFjINvwi$px4(9p&J=UwHGtj*twyYMi}lX5<Aw!K|uo9yi_fFGvcW<!spkx
zN%|{H<}(fSTUz+A|4`g&`5Q;4vqR1?;e4yiaIlQo9jKkv{vs38`3n<g7=?U1^l)~y
zWvE%MUgOYm*`r&H+2AIt`nc*wt9A0EznW~#TreFsK|j_MYO<jFYIKFs*1acvp^Pce
zVU}hMgMzS%dykPoaS97@QrQbdV6rCF1pHRh?U65k4N@idvfc~Wi7W;27LpcleZ;N&
zMRq=)cG1Q5K2o~L$V(GSd*RN-z(4h}Q10cBpQEF$!5CZ%J!Z+V)ZM~RT2@zcShND}
zVw~a~9FH)TicCqJ!z(HROBpSJ%|1|Iayw5C1qtwRv0GX3x~{uaq&YuE);sUba8ZjY
zXg14`))mEtP1nI25A9@0r@WVk8x$$cWm>s7zj)LD=kKD)hOEiz-{a$0OSK7>q!-P$
z8MX<8nW5;NP`X<ZG|)ue1RH~mBq3yTwjpT?F7xn&H6f7(fedNp=3>JusjBJVM79=p
zVu5gJ2gIJ4CNYm2FQhE=qVKzzyN1_XWv2PVxJ=_zcfc*n=RhL>HHIQ2Mu|oy4r->^
z`N~Je>TxAEU;K3f#9RD65bIN92vk_bhV#(Ta*g67Fd7gZFV$bw8}ahNhH53@oRwn4
zS8fI?8Jr6lKbYX)0w+P>e<;*pX^Nb7_p%hVs=Fi#Z7Zo%O=K<KOI1y(0l=kPtkG3m
zfN#gd*Qq>l$tW0Sb>&ksgNx;Z-AFf4!dSs5maP*k9~At&D2+4h$GLM80A1%e>@?#>
z>TIJVo<az;218R5giALuDi9tsL^hb349u+8_6!+iuT{eolsP+hcQ7o!yG+t`;b&wr
zM8U1k40T)_-Lysy+lXAq=UfA?q&u`{Q<+uQCW}EBMnu~E^C&z^O7H1+8PhL*;x`j>
zBNMCe#r>arWV^GtdPqYUzs0^l7Kgx#`Ng)j|4`&k#}%!8y3<JDBa(L<@D3N0f$*Ny
zNQ|#kZ1b&XyhW_SsJl^9LnIWjyc4q7!D17RQ>DszZ&3p)L2b17M8#S6V@0(LG(_9D
z@s^4_9*l!WS=wk%39@f~IRtxAwi|v6<u_7V8CouYe$75ay%e`lcx@M^FvTu|77eMO
zFs@c8YJH5il&6yi*7Pi*(0{Qrsln#pTL*!T{M0OF9H+lxL*2H~RO-*kR<eE_g%O;+
zs>|aEMD3s6r^wW@#>%+mLX3;eDRNU>*i1fdv{tnu6N7`e;=P8AG=KbuqBiH#E_^78
zaHg5;_+eG8>IRWzSixz8(~d@6-ltAmqVvIdqjWTr)E~FoZSI=$z+wykg2m3gU(*k1
z&KvT#+dNCrje)-20&hKK?@p+l*BXN$(Vqc-83V=THHf9TiY7|T&pvr;u0)pu-94wz
zSl>ZSNWF;MtM+p4MRBpG^PPW;LRp5I694$O7x|hW1zXZhmIFMR%8q4vs#af{yC&H+
zqnW=_L^FmOv70z6U4OWl;sx=@@k$%EolCFRpl>jg_O=dD{ApRu&1Y>n!hL99`zLu*
zUR$WpPd?@o@qe%vxP#;r{4C~GrGQ|^MUVA=C{S9F)kt0WD4w$){uf5`?%weGuREB|
zHdDc2soN!AM1JBNZ`=wdgkqxvrdw`j3yoH>8XER1<M@Yy^b>WIeJo0SG>K?>?%XAa
zM<3sOU{)C2YrZa3W#0(V25DKy+^cJ$-@yV8AaKYsiMw3m{Uyay$d+9GlVXv(#-o+d
zRacNYrjMPnb{Nmicm?AjSgy$H81BlJYm;2_6bzPc7OM;Xtnb5u(hV(t=6s2V84Nw|
zWVad^$S@q*!1dip*$B~M27Ff_TmI^@sAE;Js~?MiL5!k??#)ICHo5aJUMHD6Df-Lk
zh_oVcZ{vop&v{W;vfnYA?)W%b6J#MWP=t;@H`0fWn%c_|)DUSo&c5TYl(5c^kd&$~
zsdJt5(zjA6k#5)eH!=tUQPYmbYjZ*9GDwkPLqvu6;UGO-{RA~x<YjC(3hD}g*O`cC
zMl8eUd%v)B_(`l*-&LPZ^?X)uDJ*+EZzqSdfwCf*l48>~vPcbjJF=#0#0*)a7s;qg
zS}1g2S!kg_Y0SPPr&Y2h%N9J_h&!~k+j4$OhjkoQt7?*EXwv0Y=E{)YC`vyiahDCW
z=&=+TfR62LWQjNCjlo~dYblnWLPAQ|^lf4n@G8BkNZ1CpbaBc_uS*RFwJ4EQdDaui
zi}bblRjsICE(Cq_Y%myX0HjJE#=_F@qBo*N8IU*3-1l?=Z-9fD;P6}VhBoUp1H(Qk
z+k*1ntqO10X6Z(#Rw&-pOJa}&)J=R|{#<?;abO%<PzkZd<Wi~7VVFTAf?@{S4S$uY
zjo1h*O>j|uiPw7zIwxJFX{aMNlkr9_z1^$iND-`$eTOPUVHV`zrL}u#27v{^dDxR~
zAT&M7X^08gR?`WOH7QXrEHRP5@!?*8sGOQ0PRpx+OA$P7pd!Zee1rCWHU8+O6e9Yj
z!v3es;{00XsCLYRFO|cqDHl6GJ(335NhO*<?Am&nAfL-|XP5PaaNMl>ez?-LLGcC4
zd4o#@GhGfpNzLxjU;o?+y5D?l@|LBu8M=GM3CO_|NYA}NRxO@7qx$Cb)%%s7*gxI@
zEQ}}(5P0IimE^6IiIxYU`v|&cm$kj{h#l=ay}<MmT+pqA+RaGa+<yJxv2mk{<Y$3l
zjOVkzv&c!CO`l(}@&R-EJ_}G{YU92%XNX0w5v#)L>oHK*&+>Zn#V;Nwy=vv$SnAch
zUcL#iJS~9do@IVGM>gP_mo@U)VCS-R2Z)V8F*B)=xI{%f!j0nj))6o79fFMj-;nBO
z<pqo^C-s@&prIXQA@X!^56?F^-QWS8n{{I6BMH2)*;26h(&<rcoAo&vd&MG_J*;h9
z809|ys_p5e&Q|He@7A8}l9J%<_QbobcfHiDd|tRobXuNgCJM~iJ-jyyu!j)*ab4Mi
zMon*zW!fXc7XL#rOD0^q%x=#+s%EO(6{X)@mVkc{+I4o0W6tQ`N}e*aU)`mAz8L{q
z;<&r|Q>60?0TNELqkNyQu<&2V$-kV><6%-S+cHpz#XT`%oAdlT3q^caM6|i6H3!X0
zH|!}TwX%J<TDe&2b~$?9Mvm1sNDc5oN&JsH^iU$Xeq3c0bbj)0bd-<<3_@3^-~11S
zxYip3qua#spmKK8pj1*DWxqCB6<uNRRep23m^x?8HhM&rAgTt9ML@@$3QAlyeX@hH
zKVjaoz_=vUs>|9j_EP1A7u9~xr=dd7xP@XqMHB2xf?ZegTDJdr_2Cn@<s7p4ll;d-
z^(ckkU*Pnzu5DH~$Yzl<91?4qgHHvdTyE~jzVje4Fy3D%fePjS=&2dWrwcaCfExtg
z^mx6M6OdnxG5f#|{4Cdpw*;Di>-zimEbP4bBWuOk(nbnx6luS7-mstz7Us||^uZ9>
zL6g)rFM#}TmmB(a53CK>J}zX`pw8k9<)vKc5&enk#DJAP?6CS-2_+_pa@j30mFVsZ
z60FycJ));e)$!TDEQb+pP;8g>IcHs8Q4g&yf9L&p$oA1D5rK-tjmzGLlM4xJZ=_Y&
zZ-&-QCLyhM+VqpPC+6%n5~iXiPnW|hakIX3Wdk7}H~Glph&gFQQAP1i0$%^VYC7O_
z(dLH5x4D9Tg7l3ETi#-Jp^ljRqWH2ip|!bzuxs|9*jNT%kh^ul9FfSwW7G>EA^kSu
z6XnNByadp7ksB{3Be6mv7-t&FxmkjcFrPwYPzI4H&<ON~*{O?*D^f5c%GOwyUbJv}
z9FS>V-X;#`x@nGA&q#$(1}PYm^N@pe@q)n7gL}Dpce77s%q6rpV%aUUfCOSWNg3Gh
z#weVbV8LDCOP4mXfGcS{1v4>nlR(RxkWPneO=MUQv+}KrN(y=>=Qt1kGR3eXWs%OT
zyR`B~CY7C~znFmk9=(j(NNlB8Ru^df7B6+1>tL)}6|b+?*vVDS2aPOOWtU-{{%K_d
z`YIEQvHA?~W!Frpmc16GS^cj;Plu;T0QXeTSm|8Z+5+}@#Dp-Nq8K7_#baFW@<ZU(
zyqEvApxZC=_6Qy$aY7PBFdx}wUkTV*9WEh3cwJ;NF7zgl`K$DK^#WLo+mVxfVj?cb
zg^5v~N?idTZ1a&cJ>bArbL09ii)g&YM^(}<d-)DFqw(>+^r$zX&Ui9O!~TtIFm@Nz
zf3vpPu7VWUggh3ls;fHh>JxYbCmkRgF%vQu<<ghijk&Dgv2|=pYbEY}UVDSmHbwNl
zcf_WkXoACd>L-1b>#{Gr!m$TSm5W1xUDzd?v+X8CmiWYr^X~>G(IZ>NaaKptnHiQQ
z@&;fE0HEA@Ilb6P$wG>jSF+Q^Z~LW=GC4}A)FRl}VsM)iz;a+gv5|R-d>`0Z3@j@L
z*qoxVe$UA4Bh%;0zYm=Mq0o&wF*|kZI5q+L{J=L4z07w53PnANI$m(}(0P|U@`vt&
z$H&baUV#v?EQuA<&iN-AeyU=>c_K0q{S80o({fDN5-TH<h_&=P^_r?vPR@BexRTG`
z2_Oy$cFMp(eyu(0S34jLUc>s2_mF2(3vagDqmFGCAh2+siccWh>lZhys6&*UCA1<c
z69@SO=7Mr-*y#HEG^eKy7Ru~LwOf6~aYHy8%<6h+&V#dhqxZ&lo9`}sM-GcU2hq7l
z&7Gv#D1YBUnMQx<P^pZXVhs>F+bFw((0z#V+fq)``;>p}{0h>N=)z{xKOzNNefUqx
z1y}Q8zdw?{X2N-g23f-E=~X1<Cz}eT<JXdMF@egAu&KCEn`L^%z4t^yLj~4;eJ7@T
zeC0C;+^GNt0V=3|WVRBygQuRD)HLL4w;pcf3B$c`BQB80@;&P#u8Jc-AtPXHa64`2
ztcskQ0UgowDIID9ffbnvv&13_%{f`F@Deq=1Z6cVWdaynMP3Y$FiBK%Njpm!B;xB%
z>V-m!b-Zb8Fa=cx!!(m>d8M)}HRM+GH!G_IiwC_#te0C?-7@{ey+VQFG>!K`lFunO
zUUyQc)-6-#+lfJMX3i>$D;YOEo$L0THh41^T6wemyV+uI^$jFpV4(R<%1kWqAPk3!
zsJV?8#gYTKk~OP{r*kBlOq1K(yZ*{S?~XRGr^#IGvLc9YegSmoOh+<YiKfj96&_E*
z`3%NCdij=Atj!6+M6hfPO5GI`YL0RX8C&Q$>*P5U%+4y<gg_<XsB4Z5sk-(tdnqF`
zj=(zy>C!cq0}xl|;;JdW5sT2o0kk}xnl+Ueeqh>%r8)=P?@6YwR}s&?ZE>&Ux_7%m
z!_hpmQ$d3g7bLQ3>Jw-j>^CV{mWRoep8_zUi4l9cnl_7J{DqK2f|59zhidQ=6kHfJ
zs}ChT+?MsbNiTiTSs8!rzzm(KK!X5V81dOOIYeroK`A%#!lbwyB1AHZU_B!w(;nqJ
zxk=TyDP@6gkj<YZc4BJPnnVg3pArTHLGlsC&(4boo}>^A39C3R0>(AM!YSYmb?SMb
z>1At7iUZF#O_uLQeCHJjhHxiW>$|R2argG6?%yda&$+URRKwA)mJZ03%Cbb?L_Aoz
zAAv5ecQJ>%Wes1eD}g<=gADfPe`Mwek>3w%Mp+C*!w2%QTVl{N<?-|eASo*2p6FL)
z0+gzVd^L<l;mSp`jZ+tBoN^{4C@<m;>`NDJ6|Yuk;Unkep-$zw5sos}B?EE9*ZhQc
zfAEq|JS~^{g6NoW!6xVpPswqO<OK|@?=fKY{6)4UgkJU<R=Q}83HZ4(khdvXveFY|
z{cw5zyd-gqIyGHBM$~0F*Y3z-x07tDCrKpBYRaukYaF<nzAwq-;|ug8d-%VVy^H@s
zQtm_S)aCzFdpifS3$)XW95!DO=+Q|GsWvokRnr<cwRP@ya!J^H^_JwKTs-U#yygh?
zBR@<Y9gqJ3FQ2=sn7xYmI#$1M`$FWLB`k)bKYMHZ;Bvdle9aWijSPHV)*++mU*=M=
z)h#6OM%qLsXux)S)gb*RrrzTLqNa_d-*R2XR@KICq_hUIi>bSr*LvG1RC)h+)oJ2`
z=+IZgYFp8m?%2O-^|>;bJ2sglT3ONG)1x1L@Gy*UE!q4&b{qYfJ8A4?ea>$8nAx(E
zJ3=((lF<o|G2)sMWBm_B;p}|hzCRKB<9VLMpGLkbyJxEut?th{ymm^qTOH7kntT}q
z>Axc^7#F&$pV12OdUi?dw-xKew@Lmow4?sY4u5CrfSqvvtOYamEVQlG)Tq@TYxB^m
zsml$YiK%PPL>$`G7+^+NI4Cc|ao-D%t@sb-xt;^k<Uhv;M(-aL4c9d9TAqOdrsz+r
zI06;b2%2~8HGLOno64$8m{m2AkxO*?!B)O}9;xAb#$~<bw@Fo+#CS@=eJ0gP@+Jt~
zW)=Bx8~SJ3Lak=2y^Zo0K^8I(>3@i7jkh#OQQL(Xxj+yyws)?>He5n#USz<+F=S-K
z6{~3NDpIc2CgDcQ(KEJpSnqD~M0kH*sPWahELZ(*nzi**FK{qaQ-zQ^@BUR;)j0R8
zDiCNR!$S6&DU4OoyqkSdat`Ra2^IW6U#}7I4Nl#b-1paSl2$*?Wh)_x56ay%y!1-J
zx^VU)z-3O|8^}yA8V{pX+s@~j&GTn^M}8}qE-<nr*mALcjtDMQw^8?muqtx5vzUr$
za0+ebTau$xB0tD3Y?sdRc==}PQb1-_TXGbZRi{jp3}lR2q&9*Nz}M;Gqa{a0T0#a$
zIb8>qrwYWfy?bIds>q@D-m1p7le!0BuDKK16g^#7_>J24al!;6p*rW$5_v9y-Ko;_
zY)(Iyc=juYmW-#w0Cu|dqE=Ra4f&?KSM1FStL6067^}f7AVVgK0xvAltE6^l;@rk5
z85pp#hi{b9`fWi$5S9pclWY`TOT-NW3r2*FO?yN|F$On_5T@n~%mJ`qJcSG&*^7f6
zJHxITndoMUrN7(h1u4sWVZy0!rATvGSg#*;`X*jd6ABB4h$m57O!XRJ%;#<lbzR^#
zL#p(HEmub9G8`JqCtSkWxz<i#kH1_j7b%!Y>;(9EG>IQcuHcO@N_enC2KhqDlLT6u
zzhfsb91FXSrNbeI3i>MP2nNMbu8Y-d$&#AHY)tB{=f{23?Cx4F)8+|b5#p)jP{s^H
z>?1X-*fBx+COSs{6MF!^;Wi(|7j&31SXuI+qeWI`>TWe}hChq(%Yv|Cc=vmogpeTW
zL(KN|DV$W3h4m{Pr_=p4wz<usn>Fe|*EHjF4;%vbJ6I^Vj@WT@m5=2q{~0!1U&FDX
zA|gjT7DxGJEUcOthWr1a?KNJ^wxPl>%iCnQAa{4S3;zFg^;Aas4=kVmpRMiEXV6Jb
z?bfaeB9bB^GfDW>m2LjH|D~a5PmWQGtvYboPNn{tXT4MOmystID1VPH8)01meaS}r
zBkV&E<g*D2U{N*fxYi~$PLZ{Da(}t)a-CP+c#Sld`YCBf@3q9|^4*VusZMtW*%XJP
z36Gtgfv06VIcZ|L{kMv=VEv;z5~nq`TyMmpBOh<1i6hXxslLB=Fx|@1YKZ1-ZtcYP
z8mONea_2$ae;FUNAIsK0`jT~Gq2W`z)Eu2xaK0PyB@JoR2I>!p@FP6ycznz`#6b*j
zE>91TcKb?VepQ-jI_hfVF%NI+PWe1>#bJJT(j|c>bJq}#E#e>^(aRe$|8Cn1E9Prx
zrp04Cd+2t4*&S96_sV*3Y%ITh4_^?zxM`C-w=Y255s};~E+J6(>3X%p*Ii;x=SyVR
zGlXkV@v;5jC!xq}w52EJvw-A}_iqJrZZBJ;E$LF$uOt1d%WAC!Aea{hK||RP+_L${
zc>3yw^dSM(neo?eBp~VZ+b8{XN>xr;Sxe>sf000!@P_=2nN|er{{7o&&9)=#Ks%{x
zYF9S)Jkgb(dDdkqvoCGz;2-6wchu@Rgq6HqdA=C0o#Q^E+Aw)+UW_D(g@(VFzi7p}
zAj(~T14kaCTS<i|blmHOlB|sl>UL)jtv&74q?-AsHhxXlb4^tseqXIp^3%mOif-%m
z#BEfYY}MVj`$m5Bc?pKi<%k~8Kl=(G#<10GA|fWrZZi-rWCT$w?c(#vnW?Gvczg+>
z+rjC*3o@4sF0>x^t6@#tQLAJ{;PvW@7<FQ}0Ax;zqHUIc-g@%yobH6I3kd#%%*{kp
zC4WqNhhdN7M_40JtyD@26~o9<#U|@R3uB4^DT+R(*4QgZpkS-)^}p4#W+)08TjdP*
zgoTVoc3E1fm#G_t*R)z}hYF!7KNPIi{3^^bW^+%Ql`I%BNoF{Op+E1>&Uv#@Z7dp{
zSo_5&GA^EG(NZUXNl)PVl6|V%g~VDpov2bGPex)!;aLeA(k#wuH$C5OjNfku;2ug4
zest{Et#4)q`2jSPq?SMuh~6&le6!slAgQdyO2x-&1bu9u-?LEMax^S$;mxp=R=&&4
z%sFCmATXVn!6bFt?2g&(3!LmzOf0ZmVxa{gh0j5Bh@D8XN=L)1C7N*b)NhsV-sI@`
z(^+bKGtTxR18Ap@v=F^RXFYdn`ffgG5L9L{P&O!Ws$>|w&wq)N8^v?*Ctnvy8)=gt
zRp)W-Ljge?Vvs0|3u?IRD|zC~<&k~w;V&G)=$(~7ML*fnODn!lNsy*Zg8Zx?Zf7_I
zK4Q4QjuBKqU04pm?zGR}&9L+syPK>t+2$*T!K=8ECL!%sYJ!sXnGdcsC@TO*Fu()`
zNIjBfo`k{Tx+;C*o%pa!t>1pnIbKv!>pDD-#2w<5Ky=kjvSM+KYPhc>>;mhB&~BS1
zRiv{j0nB9NX**UaeM`#8j4-f;#eh+snR$!WR`eh{i_{1D5=kk$j(^KP{NL+$uS7`$
z<fh{PwiW-MFWL<xP?9p(h-7R)A!}K$3MQ3z?3k6s${Ez|-zour7q{V0fYRY2_&zL&
zEkE6^u{OWUVTg75SIU7<Q#-(Pa3arXDEL#g@a{XSsmH6;Hd*W_oTl3*v*NN~pugS7
z2#kK!?m<9X-*%qz^CdmMa~4u9FZN^`EvYqHm1i^SErwg-`&0ngoR>P`Plwni+K!v0
zYNb7fVaSNIx!hO(Z$6^i#jH5UP*C5leBnts7n|~9OOB0mal{kPFVA{Kevm|%^=N(I
z98W6O4|h(<mcH<|$W#HTxizj+YUZCW{VGwiCNFbu4SsHNGUW`rFRFU3zV*ISF16No
zw(UXF)0CfH9Vt)cJY7s81{O2imaEU9_I1xZeHlkFK(V-yXQ36xQGSy-cHjf?_V*pC
zx#PClJrOnJW8q|xe!OU{K{^I}nH5lP!~GD=M3|fJ)pwf>&DZSd0neg%wA-xkAFEB-
zLBS#p`I}(+Hn0gvYHcBUz9iA-<euM@**t`thMRe5uQ#+;jYXtaH&Qbh6Xaw@H|@SA
zY6@5SUm-H!*p*u`;d@uJN7{n^R^E?~I35WA8ki&<s+4Tg3~wq>zt^g!93364*yrf3
zNESBzZDjqq32$p|AyOVx6lGV_>ez~aoy*+_L)aQ@iiN6OL5U~SgLj#GoiHkC5f|d4
z1j&bu+vTfCw;f~HOjus23ipPcB4yKTZI=;~bd0KCBWp9ExAoMB3a2_VF~IA|h$;&s
zP|eV(2^nk@GL8wr=WzbPrT8K8@IAM}@*QP@#cD6Ywts}aUKQi=vO1f7DoT;jppZxR
zm!?f8M}_5CS=p(A>ARoRn=;_+V;oJwLP2)w%u;C|PUL|+Q+(nx<O_kh0?|S;zY<ja
zXI$yUf_%8k<adYOB<VgNiG(s2+A|j;A#LdC#anV%=Mq5fJc?Sd>pS%xyEzk*E>Xlo
zf~1Fm_z|4{Rwv8JY}AeCWMxBulA}ohELIJR<Abmu3H_*D7vj-Hg-;x0&8hLvCh@yS
z!C86HxvZ#QC(koaiFyMhS+Nb-piLaeH0~~0eu_~MbjrKc<QdIN(B+!uDuSu*a>z&v
zob_}a*j`|$J$sEL9h!kbO149TILSaur`NQ}Ed=)Kj|5tOY-In}XF81LNsqxvdYTM0
ziTh0fCW=j5jv)hs36SmbKQMAGW0N>6+{O_HHAW7RXdu3H1>M=8mmXGgUCLabo;?NC
z^eNEVT4+^xu*InMS#sma&@?kYtm~pY6fBwk)j;XEEQK~rZb{>x@fNvP(DQ%x3bLQa
zj6|!#-Dq1=-}hmV#>Lnm=7R_FE)F9!`D|3uE7p%)E_n+s%h`pw*9{S?dE=h(HXAwl
zE-3(a<d@lJ3f23W-`kV#{)eI+0d=`FvTyZpq7Blx|G9E}U`NZqvAeaiHQReajx9>r
z9;+Z(G6Vjf-~#lc0HIs0sH{!?TjG`n@Q7tax<ITb$@%G&rp5;H97q#MN<VB_EW?Ze
zAl8M{%gv1~%V))s_1~^Z#7c9+ebM}#48e<<H-IC&C!CpWKlhK!*u#JGE|xs|LJ#9r
zy4WXXY!7ey(`L>)UG7-7bUCgsrB<p!Q$IcQKJKte`!x9~R-@KFYsR$TW#&=Vv&W5d
zYktaFT3&kcynM(lrnYhyvqSbihs8}%ft>BL5>ja;Pu4xpIpO#1tkU{Yim0LUhN9vB
zP?*2D>$;e@GLr=Vk?~DkK`;&G;D41{%x(HK*H$8P;q8}E<=v@>wjT{iwdL2In7<<(
zC29F*&)=z>`Hq>J;Er3LJ7*tozWih#7pFweAIJXe@~82SfJfv&OpQi=@IrLIiGMY*
z{##S(X46G&x0iZ*>$lvy8-~zH4SPAxl(R6wcWt>!|Hf)Lo~yUdzU4Tu#6;lSCR9Z_
zu09$_&9i)3@$247ecEs*nSUJlQT+uBT?D+94&Rm02JPjAm4@C72_L?$X<Pe*H$v3L
zQi^2xN;=f5AI>4yRWmeaq|Cqdn)w_XZD6`>h-kJ>II!{$>vme@oZ0k*e;pXa`TP>L
z7gal}CnX!*M>Ow0ac6ncM|}Lqr;)vavG3vKT*dyj;@#23dQVrS2vQ!@Plam)^z7rL
zv=BV+#&d6p11O_ITyCl$4t5B=i@M8PU7Dp<nMhx6W$w1}ibk;*-Y8oSUfHJnch0xF
zq*@hzCyCdRuHfAji*<Rw#7Y5k8+g4@v#j`yvLvSNzQd2t{4ir)BV~b4G#nJga2Ni*
z*_m(tJei(xVi|sG<V)M*H;X$5rl|;1^o(WW$p{~`<-55XIvh8Ogb3z*2P4R#CG8Xk
zR(oZ0FIG@zhsy}-HAn(#UKS%L|6}+~ru7l1<donoC5aQUP%z(zaba`={Z;NMb|tMr
z9ipte^PWqqB*}mc_ADx%0M56Yb8d2AB|z?LvuVP0u5`-6ts%H;u&_CG89@H>sgY{s
zBLZlrq;C0+Mq(h@bfqiM`uJmL6@q{I-42dhZO?*>8UW;0W)iy5mpc1yAYueC)A0nb
zyt$Dl`OUNk&@)x97X-YA-QW;siiUmZI<N{TNAMvDLw6h|)n~d(SPO%VUK31T1vL*x
zR{Cn~e<=8F!MID7er;GNAt|>@nUO)A^q?-iq2-Ni?K9kb9@3Zl0J0&?G^vJTU^L1u
zh6hSRri0Q~Ofl)&XI&c=1AZ|i12Su|e(3OBTgI;gbMd02rOBiDZ<9;rUem}q`{^+5
z$E;&B`pyKC|9(2a?KQv5Z3<TJn^R<9dl|X4^5b3JL_U*-&wEti6YA4QLbb!OX*37P
zSip6mP@Mj<$&S1A&-%9s-(~x1!d7t}bx}bL(QhwM+mC|2Vm)<c%u~gB`4l@Z+~(Te
zEG2l){?YmCE-uMT=kTa~*=Gv4$Krcyx@uBUpF}sDqp2;Mb=*Twr&juLPdRxT7v6!c
z-c<*F(vLjA2dn&Jeb;=unO_TG-Z~fhM>1h5dp17UmBGm<wJqXqbe0u1)Ei`(gKj_x
zA8OVmdDr~Dw;uKBq1@mUYya=PI{tyeoc`?!XYW{=u9?l`B$v0!dBA78B+vFNGxpTN
z;(_jbZGQNyuK3C=h$3BNwUfC*p^(gVdLb6%OxwZ}ncH@#bABT;9=J%bT1q<o{<PW5
z&FHPC^`0)y#{NnMis;aN#;CLr<o8NlJF#W;4v4?(13L3My1Cn(*NDO7ptRo_Y2edw
z+9&&N?A^1;aw0kW%=KQHHwvH7ECk$@+JXbOl%{QF9L+&{H-u05*6;DdA8|@=r+#uM
zW<EDedTL75u6=Z5w9s7fW4NBJlOw3pqAn%#*KEtp0vaN;=x!Rav7e7+&m5~@0Jvds
zMo|(Bh6Nj&kx`pK0kFpWw{cTJmloiG{NFvgW&itUmtrTg!Wjb!?sAZ|?#*mn4|P_c
zWXW~NhTkYqluB#=o6}J_%ddb3$I7owF|by;jmt_1*YfV*G_sdD1+{Dp=enxK2cb(g
ziZ!TP)A1Ze$)34NzvesJ{@x`!<J<r-ZTLXimPLr|Z&=)(X_bRXU<X1$t0NeSwod4$
z?}DHFz+2p_&N|spc$w38Mu5DPE$`8iABj7mdXA1arvKCWFK4I8pYxax_c8s^u{|f=
z3Av_VD6mm`!0;9(+T~n}{@vX82W~Sbi{5N}Qq^!*j<ZvAqMd$O*)0XX@JJ_;w{jM<
zpjyjOOW=p>A8G$_|0{K`W+-ZSpsVwpDQ;AEbv$N?t9C5LTaq@w^Ur|+QW<sEZ`svi
zwyXbw{J9qN<D^o5FHrb>Ju>Ef4l28=m3(DeXG<XE8}oCHj%=b;NG3C?{L+P#bLS7g
zTXM2h4~%{-f-l_WHByK+|A7_oo3wPXQ~bJ8lfm~~1Z(c*&6Op;dhUO#V20tDxof$W
zpJoXAJ>?fu1i?+Xb<G!rekO964;*VwN=uPRoQh(Ci*>a=`SqxLA8zZ1{oM?_;(0dX
zQ_Duj-G@CS=zR3-<1QK6*Y*}kQ|C3TdthD2R7m`@f|6W%%D@~&;W=B3lemciO3YbZ
zY7$Q@3_uL=%ybz6d^X*FZ6fAFd=QTQ1M`(B0-le}TIxC)Yubb4<cAd;8fVcyl%n1d
zQ^krBG3vn<G@i(@X&{(l3W~IJk~bw!nvVOba`|vVRM{|s2B<vKp_`Ed3&QBa7P;}_
z(h>$a2n{RdULYXWF5tCperMkSxO{s%o_XDf{s6KzZWi`6pP0~*1;i~Ln{atDz}0TF
zjcN9M%*2Dh*YKbm>MhU=WQ{|d)w5Ujd(;bzQy%Lh3%-p!k(yk@G{S^$qqOhY%Mt?(
z&Cr^7Xi<*D>!s4+0fhLZWCfi-tF`-<mdb`(r9bvEX!U8w7hcyI>hDccXUdzW5j*;+
zzEhCs>)X9L8zV`aL;u*@n|-}LM>WU4FXfB*HoyK!@Vcz$&Y`<R@6(XYUyq){H(qyn
z9BjCVL)lYlmkWW^*_X2mIy?urouobeSvHk?l@p@Z=w|OoymQWxW8y{_zBx8^m@Pwz
z**;F-n>A0#<PXtdIM=$Du#ZU_>e`BL(5Vl>JQ!pYm`*w|HBsmMRhvKiPt7dzWp_)^
z=gowXllswrN_#Etr1A4*|NHSH<cg|?6`K0rKA!xCq6N7tJby=zA){!1C!KUC2T}X2
z$6Q)%?>vjMZr_UGsProsQ+gjA)Ni>8O^3RyehBrg9@hzs{cjJ|sLD_C)96wi^{L)t
zx@3117qac++fns}!T6XgNK5wdmvz0tw;zcuxE~h9VKLzWBU*iUs}GlNDx3^!eYtZD
zj(DY{W!^b%tUMJ3H^2TEfE5<WnK5BlC|*A*=23W>n85$>6Z_lcu@V<7&vWca)jzh;
zhFn4F%dd7)p*LF|v;AC|+H#f6{E-K45%4L!lNTIQG#Av-^sHV$<!)*1fsjGl=E#K|
zuK7oMlTy-enx2?15X!e@^?!8AKU4pFY6DT-w5wy;s~L3@s-u&q2lVEwV%3T$a&^3u
zyeG3p2WzFaOEX))%Y%YJLDGSI?#L^$z4^C@!55Gu*{$aiR$jh$!7!}hm+Cf%3CRDI
zu9yz#O4L1m02FNuU|whyUHIN$Te=$C*)J4Ye=v0orsSo`Yx!He@ko;%UMX)X_INSD
zWK=E~{ozO3po?bQEJJW#!}Fuj&!g5~WcFO=cV3=rM2w|Cqhmwh8_KG<#KZDjYf<Kn
zx*abV2UIwEud`BCg>glR;E*XZHm)ErpM#Vl6-imc0zY=@ZANWmy9<VPRU51f$oBn#
z8l#37*=iqq30-*<#7lcC7re_#r13e&`;GyceIVu8ODWgt4b;$NB~cvv){Vos1MoG!
zY9AY;0qu3`X)0^zAPf<x6MXZ-wAI4tP~eY7?Ts|ucqD=*`Wx~w`9v`Ie|ZW0x2KPR
zNF<*Lh6rL7lEUSRm?&BbS^_SU&jy>{&GJ{|wRr7Q&XvxX$!cqZzU36W6WYIZv`!1}
zY{_LoaVl(he&~W{clpLNDai4;LvdhywPd?N?$y~Co!La?vOT4#kp`osVUkT#@n2V>
z?`mCbT~adV5BMnsco$*m=;d}lm3g7w)^j_0%JQTqH5!($(P;dKNqWj-UaqX)Ihmeh
zFMKRp&O-JL*Z=!bW9w*w&4czhdRumhGCZ9diwUbtZu#b)l7c^FKL0r;(WzQ{edE%|
z*^s=*|0^{gmc}9C_wAE?*FT{oe!NNd0+YZU@?1149na(Md3(C(U5rx~M{T9$fXgt~
z6&cP&3}=STL)9PFIr(mn&mB}bnvP)TKOuLlGaA;V8n1|H1)HJY?V8M%)L!K7fCae0
z*A-PrkVwlfbX_rG+4+l^2Sw;}jKgc7G?kXWWxZ_WeI?l)<E_U13XIJa&w#n%4~AqV
zNJUc=6TkIHsZ-ml6m`*j{Lv$(L<}`$|5%N519j{)m67`*-b6VC8heZ;*td~?CB5Qf
z5^qq{Ool2|skt70l6GOL-lCp5p*d80bM}I}6=4;v%YY&0m4>4i*J_zvX12P2ZlD}`
z)5@LXd_XMeQP=u^mc;j_Nobuy_C#%!m&0iwlmtN&d4!|-bqtV+#1EsOK>BH}5m9aE
zMtn6j6O3x7UZ<D)j6Hi$u`8cY!bHneIqMI6xcKYE6sXlxs|xS2+l<aAoHme^#G7J=
z^JkFEPLQ&U1SDZrGVBT%i!iVhO22<O)vz29)8F1<_p#epjwm;&#(egc#@v2b{q!(}
zz*2k^FTEEd@a0};X<r_tNj<S~s$qeg@4U`2<LM&Opy6d-tH+uAYvN&OaQcj<&hsm;
zg{z@@VFbz&J~Q*2XZI6ZtULV^wTG_EpOamV#!AH^0L>=$pV;TBhlujV`>uHd7@0Z|
z-lxjGyOx6EEl-~F!=U)Q|Btb+3W_W2f<yu&5Fofqa1ZVh!QI{626rd8ySwWQHn_V5
z_rX25yJYA8cVD))wss%Bd7Y}MJKyc@)2F*h-29k(7e}b`PpwFHG24{-iMr_`i{7<P
z&~m0wCRZ9Yn792RsHuiX#-1qwcHW}IP~kF9CE5-=?|do&1v{OR8*&_&lRaob`Q?WT
zMh%J&SQK$8TJrS7^|58KYp+6As(ctD)TEJj@$X1iM0}gpe<V~g@7gybytsmJFe6w+
z_VaX?=qr4*Iy*Fe4=tb3?i=z|>ndi;OMgQ>&LuNj_-4CM5Ew|eelp_{7oDkBZAIMX
z_a_>&s;BzJ8`WU&o!AnDQ5c{7+7DEk>%x#dd(UtfChI5My{p(u`$5N3cck8p{mSJ9
zV-q5NOZ%)oPs%)F2fZjII>MVv9PT%fIQ_rMhB^!{)cdEXw?A_12hn8sbK0LfYfEIf
zu&9~=<ad03qBJoj)(CE?xsQ&bW?sK^!#p;~Jpmgjzco3kZfp)eTVpluk*-+#{5f=)
zQt?>cVnpqfQ_r*nhE37I&u42SDeU;;_k>XY7Q3UN)V;fJ0P3^hamd8|>M3`{&*l=c
zP`ffuF-f>jF&8{j$<`pKcoj<t)WLT<e9U@f43DL`!8ylNpd)UDZ}iHAmd1a?cAH5y
zv|yY{|3SV8HRIAPZ<)<EPH5I4TA)H$9p!`iAla2vsqBGm=e%4eY&4Nup5BCHk|T&^
zzKs1WSrf09hmSn)kqgSoJRt(P(mn#%UwxKnyI_F69NVvu_(;v-XwkK%gI>5cR6A5$
z=87`U^YKLq+n`6|+7AuCQhr-u_`(8l=#ndnCthm8_(@_4au04p@R2@4+iAcumfs9c
zRXkH4pQKK-)3Eg9OZm(b=4PvyWQq2bJ+?^a*Ll<EN~5t%80r}0XcJtDNU92T=<^OR
zvb_=_Z5LCoSdPw>6!N)(p|0Vbgo%*`{_7&RDjdqX3A=IkGTO1oS?}9Q_sk$Y(K=7*
zNPZ(vuH*zfx_tTIx#;h4DGds-eFuif1It3ZRW=3d$;^SdJ;Zyn(fBxpZEa0@b$kXT
zmJl0^;pQ`3b8`|YAsgel?a2mr0P#!;(a?9HDvHBCNMqw%&*JHy9LXc~t;G`F#tI#!
zHaTSnfbE}OFZl<R+<7jYhVj1Q47U!}>e1hW%3ip5?n{noFUW0`>rK<mkQ337W;4YZ
ztoGPP4DibXMo+XxH9wTW4r=OfyMC@NO)*L&fPeD7&kc5z?oo$g)>*>`;KCI=%vWzo
zH8hTp1F&o^p^JuLpUS*jVULsWe2VpL&x0%=KKuo_ra9858gWJ@QdSvCade@|lngj2
zQWmO6;THz{=k*0W@d(&TQ10{pI4pA1*f3DxAURp_LlkG#gQ?NuLiwHVPjWcD5ty^g
zA~6`-;T=6OqzQ88;|05Kc<VKoVnk3AM8<uQW0`{heuo}n4^?3D3t>BY#O;tmMh3c1
z<d*XU%Z}IFfl2G%(W;}HXyDqflR?>re%2=%=vCoz&@q->&;PbWc~x3ER6L~sL07}x
zq&qBlt(v5qXW1DVT{GDL_3sEtW912@dl8nXrB;rT?2J=5P`e5b<1iR(4Dq(mo=i9<
zJa+B*SBH>-BzFGd$Fa}Xya1uy-c@RO&SDXnD>=Vy+{1;PiTrQ`y`I)no7G9zG{|#l
z=hkZvL|-{H3g*F2VWTeHmkf=14^TO$@YrP>1gTG=V*fThUw7Q*lXtx~{C)`nn1}vo
zq=|kb%pUPzP~EM&&}Ne1i8WIqVPDshiBD5X<RiUfA2L-`N<KdflASKS+<#?-SaZvK
zIO&)6k8LWuln-M(n3Yo8{SEA`dLHA7wVRtCxAFXrkN-R;&CA>S%2!qIL3*Xa?^i*|
z`!}?<5f=0}(Y6hCX(5eEx{ZH3Yw+CCFcusf_e(3`_~C*q-F9K#6`4($r5$%|+>F8m
zB%tCP#b1!|<Bk(Y>RFi-4MA1US=RPIU0x*IxLTszYR-`QmO9RGZ5FIG_Zh%5?`)p-
zo3CP)I>DVOynmkXm)+C06|Y#<Fa}ZsIWhvy*XZ3+dclTMMn1)e%Jd1aN>iQ}gI{&n
zA9n*Hz#UN>qE-xB<Ye1#w%+0K{n0ncn$J<%SE=caOzxQ9+7cO$(8C#segu#`{m*){
zKhph&iaja?D08is$raE_g50tJU+K?GP1%P?G+>Iy96JZvMx$c{*V+D(!B5_G_`jAM
zNNm#P&tI|NiC4u0a%XbGo|S0nPI=JuqLf~xW}1vrmX;T6x+5T_mVOgN?Ov=keC=R7
zcc)Pkc&g9C)^|Ns+#A^QcC6|Yu;*eHQ))@$JoQ|SWZ`W&8)7YA=x_PTj)aMq1dY3`
zZ5BSFu^%QpD&Ym}q2ZJvylgotf|7PnN!@fP=?LD5XGVoq^oMNJV>jlug>u?zAZ4DL
zAk}R-muL47aQnwA8_WEEFc_3v`;5E(*jBSl&U|0_!&EYtf_B!Y6Z~eZL%esu%8_ef
z2VV69Ul6unSFCk(TA9{P6?^UwJD$lRy=;3v3IBROvs!(G!t}HYeY&X%IPiS}W=h67
zcU7xH75HUA$(!DI!vx*>aOVm)!KGDaIs7aQd$e(#eSuJ-I|S)vrL<CXR>es|{2Tn|
z^AXb9i^c)J%c;c<$Um4J^CVlH5sjQMSr@L6%~$CKP=t(PJiQ=*fGfLFv~Rdsp~9-^
zc*2#6f$c$_F>%qyY#YV&E3hb2L2S@dW2Hj|R0l{?4i)kEjQ}|M2ZPcm0|Yv<iwZn&
z<y_RZvW(+tZ(VU}q(am)u%+<=V{L)}EKe3}Z<%sWLvWe*dPKc$&+uu1#fiqk#$Iau
zHuglnHK_73tCo4HI92UDak@hr3t>ObxIb;;0Km}SQG2k3Gdk!cCi7mj^YSfUu_;m7
zd7Q&VBt>VQOOG4HV|5~=(60_*Pd%Z?u1uD7!y-6GMypA0PIT2*%Ss^vABL(?9a>70
zV+~+Gci{&V4##y2Culz4a&thVo|+@3S}O0^p$psN1;hS*KWzICo6YVKGibxfC9mx5
z-2FYFC5?~nvi?uTGjaD`Y6ODxrfdBiLFYDn%H`oM=FZMG8gpM&1Q2eq$C-r>m6OAh
zn=6D6T!MQ4ezzCEh?U|B^5nU9-IXvB0FX%DRa2K9C`ajJ)_SO!Ff6fXlCn0=EPL<`
zj9{*PCp#biM$wY~DpAfdZHk6uj?)RaLecmhKEzx#XPph*yMknI&$s#H$hTeedI1v|
zlRnQhuQT>k^Ca%dXCd;w4)T&CN7@rll@H&0w;%ZwJg8npg1)&NrDc_@pW8_Ax-i(`
zO&_^T5$bC8-9LPZ_;QW!hNGZyMFmM-2^7UJ!B-l6Ueq=I#2YE<e70B;Ii>}>itCRo
zFI8x|P_3?#kSImFn6@{B9CT{+fNEp9+}5(ZxvsCUugW4QV}g!5O+ZAVUGEgh?nVP(
zA!^!L#yV4Dana*m>7G51jQHDnP=D?t=I>ISYbYv|?5wDBlo|5wQ%)W4x(=yJDXHT=
z{o%u$=+qQFDB)!N)tMoHC-a!81BU~_dptSBJAc2*>l>PtdH{drh=lXc;-LaYQeP}7
z0faA4Wz)!+mRg8r^)B$8USEGx?NcHby%d79S3T^!t2{usuIeHk#{I91VzN@YH(4_4
z!fSAV*z>1@;<g2*l8_lg#o+?Dwi?VM2*H9D=kjRqXVdIOEXyWa;UlCa{Nmkw&Am|q
zDy7W7G?&kZ4^C<p)8`cXn#Ah*69t;1kRN-hO(&l+L{G=bd^@e@wAbkmn4fNOu*0iD
zQt@Ic0fwBC)9Y@72N%N{J4Inqq3XsD2|YQ@gj0+tzDtaE#g@;;YDPzyFt%6KD)mf(
z^Q8DLT%Rfi!4orbRPoY52fDtNaD?=7*a6b?mKWbYiRs1;?uWOylFo0|DfD2liAXac
zXwzSdUI{NL121F?d!Rh_zZ?~rt|b3MVQT#Je+N<j8AknI4%`fM7XDxMoBsl(wP;ji
zK$wK-Im`S{AEMFG`pV>f9us@Iqp=;S(Um!HsSFVQPRJOCecR5Q2^)eG!!WeKuTr#T
z(zRo02&^hZ5(4WHHlTNwANb%g-<6T9ZUY>maAgsB{Y-aYWHJZd#M9A|r4Bt1bXoZd
zY}h5zDIa_Kl1zI5@#NaM-8$!Idp&Ml(eRzJ?w$vG*HE6exv4pr(zX=dZ%VetpoU}c
zk+Isb>GP4?{Sk38CyUXJGnhAiX{dXiQ=^JhNnFV}P3=SaNHwHmcee6s<E4lAJOtqm
zQ&nGMN6y|o(KkYmw8v&2i=fCYj<pfr9Gd-^?`hv$K=cphc|p30GnS^<&B9%%JAz3I
zC$Lq5Ksj9A8VhIu$!S)nA`{22Mp1~s!#E|gN@eYY-Ba%n!A$&F!`Mqs;tqlmX8`dK
z*ekW@it6)n;(XAijgop;45!UwI(HsQd)bD{Mx@{JU#$`y(u}JpT{-wZ+$A}TB;RZC
zd}1f%UvG?ut9gVr+6k6tSYs;F<l}y>Xa8Wx3atbY%(vmIwUeD#g>!X-o|lp=ySS&B
z&u~B43TEKJ)3Kv>ntjrd$p(|A+72k7c_gVZ9y0Z!3zUq&H8FL-Vv;N^8MW?7Ot|89
zQO?u^Twg4p8_F|EbB7wG7fT_%pk|&1e{HuYKvsRQ9RttU+8TcX*r6BL6)$e2q2*pC
z_-uAhVdS+dMY$t6z<i#UjRiJ|_RwBnL>@)zq0UAwul~8rX`+}hdf=iSxR)#IUj2+J
z0thy*g^=feSs@LW3ns5!op%mg%$j$~Or#9O-wz0lz$X<pN{X!F3FXYnrK$^V1~ICz
zAnJY*avU_@c+8TVlfvUkh(Nlm7_BxNY38HFXV%JazTA~)6=~BVw>MEE+h)R~%<?|?
zjC6%2!e3G0qbRzT=|lA_dHAfs?7J)HtgIK~poDHY#G!kW?L|C$@B6VsYWv8C$C;Ss
zj&_aRr)v{v%pu@F5H8f9lj#;#Zmscgc6IEpC(Dm_*CmJt%?5?OQGgfn7-tEs({@;L
zli-NX$N=C&=4?YGfZ~|wXj==L+l}<@MB6{Opy!1qSLdynmu#%bPLROL*&6ehllQp5
z<MqTWw5_#l-lfgro6(htJVv$iQI~T0@CZlbX4BP1kXHsYubKAIlw5<a{FOP<!V@s|
z1OMy*{#k?1^>X7%{Dd(%Id%Y0A+5B0=wgBERcP&&X7a$pChSX?pDVPxzwg^xLzdO&
zM_K!n$Rlz$+DsU}=8@auvvbZW(oqV&zt-ktv0|P%W*;aSA%FW=iSRN0wej%kaaAYW
zs8}2xw0{8n7FQFBGDz^O@;uSZ!ZoubMRYCz4Q6KG4qz}>XRCS0HuQ5H(ev0;Zi%yH
zNI<_AGhDaEON+}Wwb*@(!|rM>Yr_OCpR+Vhu*_U8!I_g33WObMKKL=ae`U(Yh*RgI
zspkaZ?y4tQy2eOc@%4aar+RVSdS$OU&)%kmRTL{#%kOAdRF-!vy5_k)ePnM>dZlP&
z^5M8|*E>(7%H0LJU9M=auzYQbL3-(!`&{PFocAL)W#%*UUBV18^kcGjYgMSyEaAaj
zkx_f9A0nHE@x96J^`_1}=}9fj;?QyHp=vR6{Vk_E!G>X|^<_-hezN(wLz&rVC(Jqz
z#WwrvZ%be^8hlRhJ7Oz9VY_iM7uLJvsSQUr?ocOjZB19I%PLdjTyxH61q-H*a_zSK
zxx-fUZ*R8h2IhRhh=e%lRM3+e&1_>jFUF+A3js8i-GPtk(_Jx^@OO+v1#@V4)=6tn
z|8VPpf|1umTBx#bZv_x6GhT*Vhmp&^aAbEih?n6sGms1VUhUnDedHFLt~$B93Rj!L
zJM2uaEZI9-I&)h=9jDY}MJxWK>4f0=X@`V=2M0p|TjsAMVv9|u@cou=V}Sq-b%;vr
z*s&H4Wym<z5P~_FqcP(`+plKZ(dbKaV@xU8iPofMp0!_5xrdK7Zs>%0i%4%YT@6{|
zWmk8dc`SDvV?t{0pf>J1T`jCwM?Lz34Ej)WG(?A}qTSZz`gJg!Wl-?!wo)FR2ifBR
z<ndUf((Fv~M=IV^uUK__=Wlu-b%KF9DwJB4oC&0NbNn<Ng+`@KKnw9cv1ET|s>%D#
z(6|(ZfekEaLN|AQW6+blqZPGct}eD4!kf=Vu5xs?Fb5v$BAUF?PdIDv1NRSP>*LYQ
zwp5roU&f!{dI?NUAVm;24$GO=D@0)($pn9h(S(_TBlB8TX?)$Cpm7`HH^h-mp}moy
zmvASW{Q7B^6Qyg2;M8(6m12do*ie?mC$tnthn^n<@fZ&QTk4S>+Iu)R*_1qD@LWd;
zkIw2Xf%+TcJ|5d5QI|NGN4`ay5={4{e3T-ti;b$xt$t&x*|x&y3oJAqXMlaTABk=W
zYFrAa#}Lz>GVPu?=;A`CUVyUby@q-1zbl_UN2<+p!@e=13=rm=H&`2ftou&nwzjwM
z@?oZ|UXIlEl0PBkWHtjFGy?kV;r3dLmVTs~J0Ci#8)x08YWqizJ0lzJ3;)6Iphs<>
z6mo^2s`z@qBr78=3f9<9_?oYAIDSI<&(vz4S@|7R!&ir_K17$1zq>LFv{UFru&`v0
zGvac638_nLd7kT<edB$t*l^}W{=wyi7;OJ3+H@;24(BU%%Nu?AL-l$vccjD5b$VG_
z0cBVm=jFLb97=~Ft4rN+JHMZ>cY}IOT~c;Do0!K)-|3evCyKd%j*cbC_AE#&Uc|dN
zi4sC|h}76hl0U?tZWm;_K^8h#y8n(&qyMic<NrV(;+BO0cr=NTbTB2O|1rm8LWK!p
zl3{VmtHLZX7+>cr(2(4(p1QuoYL5<e<MpB8oi3B8{<e^T^xqH-;R2iEe=re|!0mS5
zF(N$c?;__yo~layRF{Je$T~?k2}6va6jBe}dsYwLg`z)GJO&8Xb>*H^zXk6Q6+f1|
zk1w7oJPV#~Ts7H1?3glHgJi%>se(?kT*`!jjY(#2IbCyo;U{Wg^=rqP_^ay{iNe4g
zIZnp$!^+%HF<vgA?g2S{0;J3Y{x~smC@jCNDs9X>o9Li6qC9VwUG$v{Dcy`|#+Ayu
zpesI-v;AWcR5g>`=cAYoqG~|;yIgMXN4+7L4sMo=t8&(HdPI?M48BSJ2h$<aS0Qsb
zEiBi$vH889D>+5wn~@f=>qGdR+%FpMW<#$44{Xae>dkPL*L14y67IGdy4`4|U<LkT
zOP_8(j^`z2Q2miteGIo^h@$C$e^jU01+!L)wo_zB?Bvw8izANrYSGv8$__tQDC4k^
zn{&R`!9hLwI^hY3i{o15`gEVi<{gI9i8m0I`;Fyb{$?SePDi{L_aK>JS_i1`6Qbr;
zK3rb|mu_tL(Kg{kmx`3F2{oiOm({;>l2IEShaw)W#DXGs(!oE+o>&xPqe`VIOxxam
z%+ue}p4l6XPN!-O=S4Icxa4@G25?2uDNp?2`iZt&y{aWTC_)2i1FVLHmF>meR#i^l
z8Gex@FN#k|tjePSaZR5XoTo#2QJXUG_y;4?G^SM~yODn-t!5ZqM%_7CjedT2M`DeV
zkq=g2zuJ*}Go|S0SGl^c@NE6M`a$BQ+xw<^<kS^t`5V{s$2$cYW6nZX1U`Sn-;_xx
zKavP7P>(VCeIk^=|IT%Y$0kv6j45LV*b|j^;6u@A+JNhJLLI34DX_Qqt~R6j=rq<(
z#3R{%AwXQS4=GW~k*M7cPLc2?rXnPsBc?NdP|{BDFzn-5V}D_E)QeXQqxe$3ytNCo
zw!*Udxf1lGWKH$<G$gUb3o74M7QlsNo)Yf3+`k*A2eX~R2N2;`N^g+YCRyH0PA*ev
z)U1qiLbLQc<`lpEtXevmu&^csW{)y=s2@>{d9(&>`RUFupbC9VMK^G{F}?CDz)o+C
z&>{Jb&*ddTpwkMcBd)Y|K6ML9l(F#~z9^7#KIV9>OnP*dO3Q1&`3K`#r!uN$Yj$T{
zRiP~8EtT}HKZdnjqCj#MJp5%t^zdzqq4*u8HkpjZiqdYi6-TNA$pO*0Gp4g?_j%Tp
zLBg4yVS1eeQ-a86oYV9lOs8C1ES<ykh8X4@Rpw4(4vO+Lg%k_fetbM~a~YIm*Fv;R
zw{z0HGe>ty>RD6N!F6lv9!WA_ll`z(2mYWyO&(I_?u4unvk-K-!g`9P#N9oy18_C)
z>l|n|Pbpvm-319JyHYMg*u754Z?j???Aaiae|QVb5<#$5IkSn0|9U=5dkyLu9w5XT
zs<69)fP{BJB9t2Hnuooi9{abj&>RPT$JBcB`6IFOKW7}`Q3}l%f>Yc=wMg6A<bwnQ
zk~r<eE~RZPwirQwz2=-$uNm7ow-S~sdYMt0aIf_ZhA9<@6-AG=N^H%3?D_MrFG5{!
zEG8bV7+;irQ_8Kp*`%O(5(79rEn6Th1-<amUX;oQtNj<&tL}32@2?&>lXBZ{EW4?V
zunoNtP5)qGEU}hV&BA#Js@FLmI9!tWR%;L;d^8(YSVHNcl}NqvXu|Ws{_W7h4p9F%
zpo|gh?~ysxzG%yYbYU07`i`wPRG-2iqi%Sl5?ejid<pE(T)$zZ%)V0N>XhG=>CgnI
z{;cE&oG9x*uB18C2GEG}NILnmEF_s5Eu0tgr;KW`T{k+9DSCZB%wwFTtFzx_4B0uL
zinl0?DZ2rV+mneWgwPq0_S4iU1VhyS!H6gQL4tsEJSZe5PgX<1(c3E7CvMAdl)n<H
zVYKCb!wML!Or~rgDb1js-E7WWl5rSrwcSa6W%JJB5UNY$ows9`8?qrZ_^|PVEW_Rt
z3rFy#`FVj}_0)1(z}jlm?vP01x-xN99(Jq=U3O6xBHwAv6Y5TOJMp0IlbKp&>(-G-
zPg<A-q;BJQC~9q>4!-`(!1jz>Ce)!we{)W$@;1H6Wg*;9E*Z@E$1g=RgUVPd0&1am
z^@%vNFL2TsF%fCg&AT9Nl$P2{emh-=^5ynU9MlM$&s}IJvs`p4)ju+g_eYW*n@yrj
zlsk5|!s7T0CskEZD!<H5)4N<d=qhCzxEt=NRA9)HkkfUyvi!*L9Rtg`0;Sa;{;~!C
zewb_KGyk!xN*`_OK9aN|k3C{Z-P}&*6?v*?C^xT#U0)}y#${Sqb@lo`7;xsscVRUP
z^!8O^<Bqo-!#z5IAAL#MO#H3YwKIW>H35QxfSAo!Dhzy8rw+TRLtXvG;?-pXu-i@X
zWi!LEv$or%4!$EZv=eH|EAp9{i+q53!@yaCiJ=a&1Q#qJ2)LSyv<ex%G6y3^J2B9x
zks#Wn%+>{0XqMIW^eW6|1fWS$)OgyhBO-PFB9G)49amSDB9Nj|?{i1GDH+g<c(tmb
z+3hI;i2Z3M2^m&Wisz7D_N5mUjZP3R+BbDk{VnX6?Ta9Qz<YL1&p9|YVm(n0U6MTS
zc}6zZXj5^czi2)Y`~4?l=eO2Row~!tJnj@n<a36PLLV!8(frgaURUF@WSZz|HA8i@
z3KXY^{^N_U+$;2?RGidA8>(c-5sX$cLM==~OoWaol>a-mw`U%=jbtBQR@tv@3v^~e
z%Xg;;V3?6FhRPdI^zi?A;7>0i7!<+)SCBJ>ciy}G6SOTEw62s5AB&~p%ZFg5^W6xl
z&2lO+o$2AP?<u=qUgaC9JTtxFH*NmG+*Q?wnBlMFE+XL(x_A=t*V%pAtA$2bj1mm(
zHq~xF1{F$kkSCx&ILe5`fjPs$Qk-#bGd=HW-HQ~Bt&loS$l9i66CLso(!$)IJ?s;8
zzM5B0OWDU{U+fP}?nPx>&ej%*HjW|tV?(4i5m_P(a0*A7<2cJhn&rSaxy~!QsM2h%
z>5Sn^QFamjgNrUI`R$@Pph<+nm9#rqe~FpaBa&vT*^9JqI%${v23d&9qCVX08S9d>
z6i3|o7rg88g9>)zszoo#s3eU=E}{_jH5t0epA{n@&_9^|tCRR&jyNq%R4`)_RL@It
z2q7VffmRl9XotkJDZC%tNKPcD?RNy|_y566PHHdpXam~QI$K$)Cb6Jl?QY|}&tePN
zODI;@>c{L<j-$_NX$Gt@<E=j?=cX5nPMkQ|dYY^$6}G2vtfTF8FOv%{i=vYHyqK>K
zaB^w>!5H~zk9Rz}I)C;v)sR3c>=5(UT`Fh-`m8L+5BaZXN1U^iG0aKokW>f?5+v6;
zrX}n<c?b-A5!dHknfG_R(V9SOwszP#f_cBB=qzzw0t&(mJHtLkPE0qeq-vtNScFVb
zuMJ~Kp8BG5#;;1z{4Ah7(LZ!7J-Wciz5n<V4fF^H<$mgyA<<^cXT~k*|6rWU4z>8L
zTsd+He&{ts)+W7Utp2q-Kb<|`QEB3NcZKLc0f<Bn92irFG@Et!8YD0n;Wf89N}b*u
zP<H;C__uK5gr~C0>TH43;5u<+b;bC)1o%hwQFB$gy~&z?NGz)Sv;fPVVgG96mE~Ct
zTe6f0jJ0XYJb;)rRa8Vpryq~*R^V&8YUHDWmIsx(U;uh~<xStu+STmcPR~7I#zhKp
z-+J-G0#JXSb|`R%U<1SI5Mk&D3AtNEyV`6rlka!=>A0Da>H#~x%R!1(U+fRk^g*kM
zl9j%57FWw6pX*3=)o0hrIUP$Xgfyj2{|BspFwiAE!wUe0&twlGw&ax#$f6^X>moDa
zb`!ONVaY34^p+*qU%G<l_bC@O6mk1?;-`V#MOb!^vgZY5+lUveN0~pK3u=_=VAe4u
zv0k(XJ*!h+MBkx=tOA<Wyz-yA2`3gigeojGLO0$wO~~3D<2Qe8G<NW8zu2Tr<|n~<
ziop|ArA(HHdxBgU##4$&SXf-WM`oW7r11Dg4{^Hfw_P#MAwHm$W1H&G$zgf2zl)>z
zLQ({rhaNZaXcDqZYQ!AtImr&6Y&dW@vjogxQ${I6qMfyCwwe|S*B0$R(DB$igYzb<
zA=d7=Y?4h!U#$4sStOrTtAN(XV`+HIOtyZ8Z)|#K$!<IzF8A8RzEeTAd$gy`y{xN_
zw1SH=9vZq~52>3SO4CDkM-6(9Zset_QZgB%lRwDePt-t-^q{_qSh^i~IPxP+8MHj;
zgU7jPGC}w-z>OL~y3Kv>TBZ0n`=(-B+qdW5J9PuPW5IW9F}x=?u9zsZYR1A6Dn=V#
z#bGZ{W)wHRbk^a>iW<7YK@rM$uG)Q8+q?2hUjCd|ww>9)6YQcBlr4pEE57@rCX*M|
zRN_ADXY^x~J#tLB0`*U6WxoqFIUu;`CwxZ9)NI{FhjsajEjii6=!7#5H^s)arct~u
zMfN9b2dhiV2jzHCGv~D{s0@=EKAu_JgnOeiZ=ch#n#$k}AHaYD;J#7xUlXG$;~lHu
znqGOdB8K~`1AjmT#co$V5bl>>0OI&6BL`N;yMjI$Eer<b?k@JJo;0y$eK}&7xc2PK
zzf7-eB`eX%R;DB<F6BE{rD+ZU;|BwW<&+L&F$Q5ObLV5>_65fN!K_g88z&Ckv73@A
z=0Z{gF3!h@<|B2^PHAQVMLaz9E+5an+!BRG4R81L_U6TO9(t~o30#+(AEyBQ^&_wB
zE*tCSvA9`^Y-WkinTWZcM@bf5`(qNL$sdlisLpJmdrO<YA~jl=;L6oVhAS$pDH?BS
zy5~usjmRT;Rb9j?0d>7Mlq%<995xuO$$Mn-45AU|>~#euf9ahh++-_;EAkx8jM!fn
z>kgN26pz$B-`2bO&z&{SK}<}J_wB{%Bqm4)ID!5<kBZo}%@F^?;_QRE6lo>atP(7-
z+vZq;&!XbRu8!GPC%V+V3Di#bfi2hkgbl7$2G*E%xfV`BS33Nr6|Pn!Ra%0Rtxw4>
zZ;Yu55CPGB_v$mOyfDS~0Mta0IW8;L@tn0v=;H%5`Wz+oPfJQ=k}-K%B&Zk6a#k5S
z!nON1Y7pY!sc3H744XSEohY`&fxl~oT_IKszGpEaIx_h2y{F9TSg9|~h1-IQoaqEB
z>4$fvsva4Lu(d#$bfyVSQI@e<z7r~CO4czX$ZvX+zEsd{q`VrrSC!OhnE?eX_&Hka
zleka66%w3;f@1yoi@t@r^0umNbX8jMEyn&GtgI?<lj9a}xnThnirzw3m1w&f!t)vi
z{&;f`0v$`Nzd$dVP(z{K^4&Q*D#5R>Hh6sF1<{>FZgs><P7^s3!};Z@c*)zUNoNx_
zgT>_08N{LR@%*ayUY)?ibjV!1W2XWavdACvt@oKM#5lo9&45V$^Bo{4kvoooHaTdN
zcrkz8<)sikD}cZ1D)aQ#p5QM8P|z4U$Fz%3M4s@hei<x~<6=4Mt00&-xE;s--9%+3
z!vPf+H`Uo%eP+Eu!gk_iXi{FNYF1~EpGk&NsO0Q^`@K>Yfb{+ZLcadSy<=4r{xgw}
zA&2|7mwHDni>lGR+`5AP4EP9l?)z-M#}3S=eF6*N#!+i$-D7uqXHHGpdJs(2eFIm<
zMuPYsbOM43J1!|wBn5gEe`PTdGh8r73YD{;c1kY^eJR3S)jt^Xku}FDFUw{tGz=->
zg{b1_9E!l8>3Oq{7uxpLUqw326o$FvwRUwYKff$u*0W_RGrpc|V*eH=@hoQ2+?&SU
zX<*wlBB-}&shC~Q-VH$aN?xu<Pmjwl8yOzi{F$#i7i=2)k;_sCE$BcvD03mNkFcaE
znoB1<SpDqb7g_o{wi8&y{15M5E}X2b#*wt0xk;Lv@Ng%~Fg)-p6&!&R-M+DdWv<LW
z7(Ns62pqg}cp&@v&W2$j{s)g^39qoAS7K$K&W{vPSmt74nol23;`)kQ@kflFRF~B$
z|0hUO<Sp#Mzb}Hn1lma6rZi8?$6k|;4>6F{i8(rv*C%9T<@>?BTA~oltF3mjd&|U8
z`~=b#k}P01X|Re?rQ(Uw!bV<NqI^+Sj{nc5)&GY5{+E&e1%Br|#s=ge4Ou+OQL<N>
zFX$bSAe&$MJ#jhTk@pw!`|Om;;3V^zY)9iYDiw<C?z^Aimr_G1J6&drONesM;SuB;
z(LC)u8#nvU^w*LIOZuLNRzy;ig>e_4Ibb>_{Bg>`8r9YHXl2;YA0pkT3u<j&);!TN
z{Z_D_x<Q<)j(lj}#8;(JJG!kC&SGn7)^f-s=EWzOS1qMl!%4!Z%A3o*d5kJk$lrpU
z*5b@9f^D%(InSJGe?NUDve*Q8buW<b5y`+18mYt+K?A3$zX+Yqj4sOrz2hYD^vg;5
zm$x=0&9UG;WhNhs?nMnM|8;jbZsVFpWR_n`nvn^xeukueSF}eeAYO{q_Yg6tb?P?G
zxq5Y^H+qUJX5q@=8ZvDO345q#6bnyWt2slin^h9(=;;sWnAvMa0(k6^vR@(8jctzK
zQh-e!lYlflV0m9H|K~dct#dA@?J`aY19N!4OzO*T5qA6a;kSb=jdYnSBCSmJiv6!b
z3!d+;VXoB%`iEzD%2K%lySEh{$)Q)HKy<~fE4L^^Ne+TNlA<Hsp`t6&t830j%uPW%
z!OR^cLM<3&VUxflz4x@sNl)Y0o%`(%@*Lrla;C>)_P_A7OC(Gk-P^hf{Pxf7Op}Cu
z@V?PQ{9?+F0q-#YN|4{BN}zrbVB42Sj*PlCRqXGze~9JVAgr1q*?BZ_%XD(i%8UX_
zcFx`(M!+}4jyWUn0`4~!?7lBf*5`R!<$F(O%tq7-6HIGyV<4%#`)<N8pR28Ys)Q#0
zfJ>VKrAT!lvWh;o`nBbz##wR&7Mt|aY{z{%7_$5m<*q;zcZ|2;6`?ZSig&fNw;I26
zq>(kG&!ZC>t*vbxU(YSf?|(HV7K2PLoB5did+FxJxzmrAdD#x12sbWE+mXUJDN79?
z<0$RKBUQhJyBe)DESKZJxt=A?(2-<yocp|aR(=x4bF}e!^o01P`~s+Bge%-g<(0V?
z3A#%GThJpu%C#!b&t{Z&sDo;6tI8U~wgxDP>@`S04!)yEt^iKxGPkC2M_G_7fISkY
zKF!w{9BP~r^*x(b2u!e)ITHM_M#IK<ROMOHrb!}wX%E+Hcn5uL?S5Vulc`>{_6kD5
z_emN4lnb5eN4xQ!sD+Lk3+n8AbX^rqJj2|;mtv!T8NPaD%ncg4SF(+j;h+#_CFcHE
zJz>o_9%UxEZ7yHEJS9EQINiv&v}$j~n0K$ZDDTu2h9I3{!q`h1h7<|b=`hv^c_S-3
z)YwT~JiA}j`@u-IE%9Lq=KbU1ZuAJ?*&ofb`U$))Kj=RC;R<%`H>2f_wde*f<mxfu
zxW<aphtpOBIcA5-s4en(xe+M73Cm(Syu?+49^<N+%#;{`H#4X`=+3E?`6A(=h=wM4
zORS9G+;g-Vxreobu&m3~+3w$?@HofP;pi_YKq0yP@I&E5vZkgNh_)eWS%l75Y_(p@
zi<9NLLxMSi!-Fb-z7=gsHq>!^sMOx+WS+D3lF8)q0+inR1;CO#tgSwbN?P8}<yLl!
znAd;(p6AEJJc~2LzLqyxYq4m55#b5a-MelD<taRRe;Zp`f+P12<yy1x8}En6r@IdW
zI){ls=w!16;?7=a3h3e0=PQ3aoO-5g-vRAgO}}>ICfn$4?@?~pE75*8^1Qa_wVcBA
zl+zN;V+{#0w#9IL@S3l!#8`5o0xOUU^nZ;*LXT$gYt;8;6leH+FU{jW{(TwfEoZ0W
z{jE+9GUyIiGIy|+@jm151Nd-v8NQU1Y^ll7-2Kev13OOdK@I+>r=)JV%^3M293!m;
zQ;|b?J<rJ^f|wF4{0O#K`cd8$)*Lwv^@DhpyMGzt(jC`eXQ8z-?8i<WpJ}IWn&(_!
z;5+(V(l3G{#jdy;VIX$+fh!?i5)jj2_@I-CUtgQkZ8ITI2M+AuuL7<H_EbG8P)5JR
zuCEwd7oEXz*{jV@bdtfi%@sKRWnNHVhe**nH(`I$IuT;sT^^F<y&Hh8!_r*DjSpX)
zU5)<SalS}9Pnplh-LftLHB|R@W940K>X?*fzNS|_eHhPF9zjix!p*i46RIt1yXBIw
zV;q`#qct)@=9kk|fJ($qRy0(JQV$2sE>oZMt&wSL#n2ztZl2WdO0&vVFsEv9R03(0
z9d#e>&&!P5u60I!rVg<U(YNV#V-fXNdM#-1%lM-lackblOwe7-*eHS>=_J*ZzHc$?
z-huSL5$GkoC)pDPE`KI$#fx+q4K<C~wl`^OqhBb&YD%%jSkYW$M=e{dYNb5THP1jR
zD${pLbNuY@0}x4(XP*7_QlWJ7Hm7HUAunOyRJyo713I45L6H#)-C%ClmQ4HXPguU_
zJn*4@42?h0NnuwBj7R^VE@q(D_({q+G-27x7$_}J%1l}j$3aqNg)%H_Arix7CUh;-
zTbiCl#*jBw`hq$+J!|&m!482>N=Kbfi?NAwJYnSZn03SZ!$;kF{K_T5+^jNzPo^9r
z{8Scjb)XIncLq-NQR0sZm*|<T3>sx5vB)ivN`6N(x;hXD$dyKta+nVNk3=o#o1!Fb
zTS7JFFFSrrzDkuTp@ES7gzVhCy~VB&goms)$a=9#Z{Hp|&~ePJXol3KQW{*H5N(v=
zNw*mzjNM|PL|A7sO$U1YE3Qb@mY}lmMXh|Nsm|cmk}|q^yt`({Ml8f$C+Ev}S?44-
ziGXgjy(A0XacQayP=DILSOPko@paTMqX{%KGC^HfduV24IDEr5gME!r`m{YB`lYk9
zc;Mk>_<B|C&Wfe92Jx&&aGk4y<7M0<YYAq)dzBk_J!<(KS_rx15Au*7S7?qr{aFv0
z2&f{5oD6w_+zil;l4{M+0^+tEB(5v&)s&LU)x_D4Gu4GXN_O+7pgR~9`ZoGTY!LED
z5xdeRn#*AOBzxDuzvFM#Nsr=J3S%R?%Zu_kzX()n8e@Ie*Y+c5*Jg+@Wyn>3{_%og
z^s!X16Y<45zc1X^ALC49RZ44xrq)usSuio3O;D8N20F66{k<M`SR-6$o~6`ECGsHL
z*?xriyx?-Bx(c@@nrL`;q+#2kfRHk;;TFeSU2)bzSkB8lLGO)I#JSq5eLPfhW*p}J
zRj<~cVY2)3yr#6zqIGU_bczEu<@LnJqkc|N*!K?Dxppz?Nwe&DJ0Vf-k@|k$3tlDi
z*r_u~z^3&y7;03G65umjjGk<`V&XTox(6_9PAUz=O)7vGLaVB*-^tTl`@uo=6x$Np
zN?GpVA#Cv?>&2UN2x{T?aA2?&S|*)B>6Bf;-gl&e6E$wTV-a-eIm_ZSVG|M3MzR%u
z$WB2o0Y49iHdcFN^xz~f(DGE@*iC%m%_>Q!*PMg1$o=(3-k*O+iZZu^GdhWEB7naB
z=NHq2BuHuQiDMu6k5wGiI+H1`C=1SN?lh|kIJ>{7T2ZpC=`rP&`?k`U-Z(e`TOg~=
zc1m6b8+m35^LPnj+w0tL>^e?8t0b+_`s)ozqPLRXN<}ko0s?Q2L;^X!4|TPslNU-F
zxHI^Bha|CHbI=_$9XqAJ4#qB!HQ%mIUn{&+?u6r$i68Fe8`fEv5+hS%0fxv1wYotG
zL3gG2=S7CHzUW3W$*Jk1;PDZaKZ%H{cW@O6lZ;}Zvai9tD?%J<B_6sy2`R!Q<(BG<
zO7cQh3~+r)3fHRy5XsVbF*wY~#W`1Armu#JQcN*3n~j>GH*zh^_bqN%3v)I5-%kx^
z&-jKIm4$@tFH%?KG5P!kTu4h(PegMer`kwT)WZ}U*}j&wnqz}FUWd}{O$3P)cy%On
zW#+gROaEXn#eD?qp>0G^?K5A<)AFa6M$xPG!kLQ!ingv^C|l>X#PvNjmB?&I6FP>a
zhV*BRk>GnjMlUsN6O$wM4l!OurKH8v#)e#QQ7nVxqChY@!T@{C3p;W=WUPo96>x?n
z6rzl&%?_U+`H95Zfd1w|jw>Z_2<FwQ;%mwB586h$B*cv09@qtv#~gCtF-HR{tha(b
zSKixVOnY5HI%p|04hA3okt7j3P%i1~Oc`~Z{_c<I^R<p=TkkOCFq{O>Ej_feD4nOK
zvt>K{ceQDETFc(z$&bVMN0DiA9JwCI3NDUGKD=fJ8*gad*hh~CRW*U<K&n5H4c{8Q
z;70sA#Jy(i_O>I0?}UdC8NZeJ#v&=tGP}GnNKwU^_5052FHC5AL}|`RM|roZNr+8~
zdDGnPI#Ct7IcAnQmssJgyvXNa&_1RGX^mxdg>m_OSncG9YIw{jrwH`?z+uvYPt$Ds
zPX4!<lE-n>4w~*4)0gAArH6Rt_%V0A^B0^5lREQMKi^LdZG+-!etNy)cc=;06AQ(J
zJ_pd%UZkHhW6f4^TJMuL3HpEq`dh4(wt#QkQNP<ucvs6*>lyT(!F{o>mGrC1stk+y
zkI2Pu@FInbi}oKz2`S2z&zRpd)8ihTpXbeSZC_iSmy#imHQM!hb?YN4)7OkYzlFE`
zF|oSVeXfVnqvJ)o8S~l~$y>GNjCV6#*!2+Aw$3^5{=_<jo~*CT5$ejfe>JLthA=kM
zaEbH<!PPr+E;DIGIq*R{9E`O%{$y{q#h$+mr(WXfpqM#Bq(u5!y`j(7u~(Ac{dUv6
z>XvGoL1^Yb7<F9s^?pPRcc=zC4)j7u3%t$YgO>(6Lw9fpjKGUN*IBI5RmLPWCgXt9
zZ;eO;Y*LI^D^j2;$xE?YJDS!UX30Y`&u)f`kCNge6tNudV_OSOf1Ez8384ZA(cQeT
z*+&L%q~gWQY~aw@WQ(ubOZ|}-qh#0NI+p5IdPIH;+Ka?k@U1`8JI+Ch7=C8gLA))v
z=0*|)%EF>%ND!mm5`5hqO%TAd=|yXHW_D71|6q_u>l^25g6NtNxr}+F)5$U_@6+%I
z0du-5I9eobO;-t0uAaU=g6&m_D&?X?>SZfy2dQMK>LmUJe-(sTib8i}eKvmXTD{r8
z?e;uV|A{qBwegqR!+5Q-f)i&8%+q#csQ!c!w5Ir%+=EbA|9XBG)I~hCIJ-|p`l^O_
zDPQ&R3HSgV4{}d<A&)i&en<0V7-b*Iwfz&Hf9Oo?__(NCgzYTY740gKRu;yhG&W(+
z5ND(gvOByy3bgHsRDYTx;}#N;KDl@`D~39_ofH~J(AR$q`8D=$a&1Q1o!ifRH~SmO
zk1l<f$FRIzL#Q;Hd(c6KX&<55(H!}`dtDj$wAk4kbL(A9<9mO$;@JJ9kt0>I@v~Z+
z8^WK+FqF5wuA)TH*qACdwV_6ZOsVY1USfcOR49ZgBxMhqIC=0X?IpGs-w&}=Cd2V%
zRSLb$XZIGw@%}~6ja8Z=C^}newDMqeAd@H?CB5@f66n{!=~iv#dL??HzVnHQNKfaj
zm?9b6?ZS=V!1~y)(`3IPU7z=C*;s@WcMg}}ZW)&w0__rsrFVrwe~9F9WW%*{-fVJ(
zIWqR)9MEw13SM3f7JQ^obAj}zCNo8*%b#4=tm7gwu-1I2c2}PERw9+-*erk|e>G6_
za*AN8=Mg4Zw|)cVuW&p#y?Vz>&DVA<EeTLT&a5%}VXj({K4E!_*@Q`VzmTue95Xdu
z{JvmU=OsXW8QA7UzV~JWd)U^V#d1N(_E+Afq3+S$DL|^?&sP#RG%1`Jog;qz#Jm=;
z^76~9leMaaiuy=d7*KD$0Yx0o88VEuoUF*3G6W0#vaUsVM~gIk5uUPrZFYHiVO!W~
zGzJ1;GlH$$#=k1Mb#>>8{S1x`wBYIU3%JgbVn21yOrrp3wVuqj5l(WFXWfP_4{{}3
z{;Lh9O;iS8K*TC-OsOv@vTpn2WrCeCSW|mv!}eTx)8#pm8vBp+Op>YG)>3j1cZMm-
zx7P=p7~d@$?3R@Se0e_Dei-Oqh~MYYQ#P7?FyPy4z7~njp%5<@axejzQgAb$cisnG
z`iYVOCv*^`h$r-}U076Eq{FoN8nh=h{Lls7c8$fA_l^10&k~9?ZZv%}C){qz>NgwU
z?<t4jk*5|CMc|GBr3?5e8MQs!UZ$?4`VytXFaUXc40K+zUdkiQv833F>=aft!<vbL
zfjA;-pO|=h%5wcYpt-&cPxJ7@1Ix-OKk`C%(_EvTRFXv4Nc1--8pL5D#WU=mhzDH6
zHb$E$%kC)xg;<=8dEAcWZ8YRA-zHAWtH+U(qDLH1UG5=fDT$v$Xy>o3OIvXUcLta!
zGev)d(uENK_3%ivih8Bl4$M27gI(Tu&CP5wehfKY2SKesPLXQd;+@>(y&zQk#tCM(
z)SNG5ZO8sVgXXK8MMqD2;)rOU4nk;MJqaOqK}4B?l!Qw04S!JfynN5LqgH}Pm0U_d
z;)bNeLqq$sT3w~(O|*n>&^zP|RK8=?&}l+HUg5N<G=Do!Z{u)6@J?C?rd((wFj|Ae
z$GpLPUexYCEN7KY{8rh*$(_S3vXGs7GGSfWn@K;H`X}-IK*~(Yyxltj>F03Swpyyj
zN#F#pmTWa_%zLpSfQkhNBO~H3k~ZItiev2zWhvi@+)a8D5An0=67J>77yB|zk!AZ1
z5wykx*PSRGRm<B)cb?bV_`_?Q=#xR>1vb{-^NZIOW}7S&!LFWYNQYVv8(-&a3oQ#2
z8u>n8_V1J4jcyz-xlgrOWrXDmB3Fjru)<(E_uvdFx2J|*+ZeAaxY4z>$*rHtxf1$B
zuY0Lk%z-Fv*|}W3SaPa{N&5*Tmz}6cpsG3B(WU6{1dWuyRiK)DP$pMFYFkuBHc4rm
zuRG1MiTN|~oc-tH)JJ9pi9D_Epe}M~uZ>xzfaY?%SyDjJ^Wu9RSt#cU57*z;cK8Tl
zJJ~me_bQVDvza*OahQet58~(B9@L(Q@yC#8#t4%S?o8=5x`_&BG^DoLfInm#5d&fp
z(@C0b>s=`p4nZ>MGI@6iP59^qC8yMD%DpnDxqe;b-`S`Ov!4lb1b-L?F_)&=t@tte
z0eIwEliMM%Nw2gx>Ix`Fvt|j!aYBgJdVEEnj2toeqRyOlwrZokh<j0}Ygsra4kYQ>
zJW9!sq>=CDGb-_f(uTORES9^J{-F*6GEdqOX_@h=o~$jNk`nqxQPqS91)L}=lx&Du
zO2)K^^fl&?Hv1ZHXvS~3s#okg`d#HUsOELqmgIE!Q#q7Vw!3l_7!@36)_0_0go$nK
z2Z{t#<9BFKvSO`@j=zueR>hxqnMkGZ;D#;e2riBlGr9Z(V(R3GD9wV>&J=aEYhOSk
zs_z8AaRa;)?yHaIgeWa-=-^+85=)U|Nh&h)uy=7>63EoLhQ3y)$-zNHgXBUB4RX><
zOPN`;3$7?aGM_n@0aR0eREm5V`2agZY7J-V?-LBoY)t|I>~z<4dC4FlF|;A)-~OKr
z#-OS20>)b~42tb>+9`(S<gioLa+G;1MZz*JRJRi<nd|trrs~3dO)MQ*=$U5=3VN-3
ziwGN?E%n+180Z9onPckWSW2QixawDX-J_?BY`=r9_u^DU69t;IBA(|84f8{lowe`_
zDmV)InsF%BEZ&S6Rr?ms9lnNiLkr#rQP}MgBJ<AAic;!R_z2qbjmFsX?2<$2!k^4u
z2Lb-(68JEnPrC`PC)VG>w9j5qn3KP(iLVn-BjG>;e%W~kVpRo-{JczwRpZA!?Z0JU
z@%rnRw#ixa@OK5-CF=M6gW;hPFZmtk#Q1T!EnsG1xTT~LNv^Qp`Z;>6N-!kFo3*f_
zLxXXx_E|~I$#$xw+fqOa)B$fCUtq2$&rR;-sSLFf`HWoZ_CFLk-r?LM4UCxN^*b;X
zhrDR#3b_e+er{u~s@U`6t$xxGVj?wQnD;H#+O6_+{X|5a;P`i;!e$rMdODEgG@T@l
zYkdu>oqtz|kM^xXe(AMIROTS7J%~|K?lrD>Ws)(7$V`^T)nqQ#->VpXvvHc+5zm6&
zsZxy|S*=JEt)E^=oT8E)Bnqlmz$ky6e6r)9%g%X#$dcCM#V*?EZ{O*C>UfHS;2O!V
zS%v`i%=`B-z3+|N=m1BujhJ52!c?O6a3Z#`zY;~pndOt=<_m>yHyfF=YRBE-<pZ*4
z$V>4Mk6|6K(*EWs*#FZIqu=U|>!o7D>JR$!KWP3rmX$dU6G!7a0z1VjlDb#AcQpe-
zq%LGu&53wIa|t@BZ5vTO`GXZdi*Gf^32Urlk3Aq9D~Xp#oF@3Ilh%DdX?2IG>;wQt
z6I}VG9{{~16UvzuqSh6*WBru5w-$@V^s(STBrlMO+&y7g-AGZ=rX%TNQTB~oFJe?g
zsi5r1bnUB^dxXf6cp|zuLHP)0GH>axB6%5A)z)bjnIZGsG1lR>OB>R|9xu^jzj4lK
zk*fId*Q%l+&*HPlv=2s1UD3@FxSQzv8c!@HDH3Jlug3$Vgx=y$z}g@J+jCGgF3H~;
z9e1T$F475t>Mj&j&zgwC2=fR44`Q@Y)(0%DCVi>}mjhIUwW_$`rzMb}!&tj{Q|NcE
zQ0a-b%Z)HU$9sf;2g?YuDK3^Q9a4ZTf-B>k1tZ{!^wm};ojgHegZFFPZYHGpYBJ8j
znbWyP!MC@&M9lf}Mj_t6a6?dHR+ezM?a{G9{Ci_6!EggWWHN+5fxU}86{vgmbpaez
zqJmq3E|h)7<p}s(%*hm6)|S1Lu>R<*S(}h5BlUP*F8MmB@*;NE0Jx#~DPS7e7;fXD
zJ;5Nc8*zGOPZ6sM9T-^>J4arZ`)B~av!=}k2oMua2Mt3yWPZ<ddAA)tsri~N@^#p|
z#fi&U6(jBKl1T0})VK<LlZ|_$IMQn$#)7k%su5JGvWBUCaKaYpD@Gn4AA98UdCr{F
z485oE%u4Ht9ag&93t+dJW|Dck->*t<UAU;3x+sHIw$$L5NKfxWBQyfq`ltmZ-xz1A
zePGM10?pb)Y<wQJ{aNl(_PL#gR~J)3!|B>bOYW!YAF0z;u(LHR3LaI|z~UAe0Hv<$
z+|u^%b=s(@(}T#*bi>f>g93M2CaE=F8_k(>uXNislns03y4r?t`cDVVPMh1>bz0iR
zM2)C&f&s9a%%O9ScM}%ek_QE*d&H*CgzMkWD#C)B_@fZ#Tp1b5foJNp$fCAqH#{UZ
z+?zk<&#}f|WLbV3_q#z~wLb^V9S+o$gN3IZJ`(RVn$5GA1&uZ*04S9H2LM??roNIR
zJfFnUaK7dagqDer>Utfl5d^+#8D#$CagfLB&2#r&4$$X9Rykmiy&Hl0R+v`h%NJw(
zOnIpXm{etf6xA59eNHl7@yA^JJlmGHzen^^y#95bd<&~DAtNi;hX?eo^@#@ouxePA
zSvVQmKZx;A=tRa@brf*0_(;aTzgai>1>&viNfwc!DnzRk>_Jk$d#!a>nzo&$F6+y*
z1awvToAl{ie!JoeZxhP}jl3ROf^jSLK9!vLR*2=qMvXYy8=1DAJk@QovbxTg$L|Jf
zYSYKI5=H)(YU?NWk+`l><HL8bxyl3XDv$PUz;hXi%X$G>#&V9wp9;9DZ$r~<we1@8
zWiNy$(m{&0sTIQJ38IjCtAm>Jn?DI_H*3B-M+^SYBAs#J{dY|Om}UdkGEP4#-B+5`
zozToHrSC-aMzoj^Hq$_sA+ZTj+*h0pXIiuYe$z5zrfS{4jWt_wwnCGS`f9)7R<S0l
zHMhi$;z23ramTr;;Rz&Q^IZI1K9?Al&JXwwNA;<XkHVqZVuiokIUl83#Kj|T?K*Zk
z1hSG*kgc?J_Nw=Kj+drm&$?NpAHg3u`qvkK;$25kbH3q`4@F)8tewtWl6Mo_))U1y
zqDM7M%1=lgMxo<dk{T-oTX@g$0hS`U>F#E`!^tsnc{y%s-kYJ`>auONfsd&JrFFW0
zf$gnu`irxX&cx~X);{$5oT{CA^4#ULD~qdJ!q(9FrG^T!ll-f?@+G*2H+UKc$03e?
zPSth@?XA=$wY*VdrUnn>d8pmVY_U7fe%0GT5{{>{gurrqMNw-6O3cVzhkDep()ByI
zx1?)pZU#)!j1T_3XU+l1!N~)a>-km7ZEsVCFDc|ph)BnmD)#&<XRhZ}dVcMqhiVO`
zTlsd;T(#`${;}8%zlRk<dmS?6F)fr_{{RvU8o1NPcL_nI#RS0c(SkGinvPpp?P3is
z(HZCmT90Q3xt%;cIY!b(HOGXsd64;UEHZY;$gH`11u0$7UqbEu+-?4~(s`iwr-xM;
z1Ruty>hXISRLdwci<81S<+9}zk^cZp-#^N!{hMF3ej~b4KiM_tBH*9m0DGF2Ii`LT
z7WFDKS;~dFoRi9u+1T@y@fNjg#aej*9YYFxc)M44%8AI&8-nv*g?TQWZ2^5n?U6sY
zz%-5c3gWdW?DgG9e`Q*TQ5WVXzrHI8b0=iZ3e;y!^2T>L*{-L!V$!=YKBqK6X*I)P
z5sCH{)mnIVC~))UOmTtJHK?)M+MqiGYwS6yR3z2ebnq1?td4TW!|<fBol13qAE!NQ
zv$N9dtm4j^kxD@2`jcGdy=il+Gy_kynbi>F>^#;9ve$IyE+D##-v<<v<a-IVhn<`*
zdKA8EFU%MN(>*G?$?{;6zqb{~Tlkw+w`|JZa*j60IQ=U8elrY5+APx@{IiPajwUN}
zzK&x_Xw{9~hob^R4td}ju3|#COcDkTML@nL(k2;XmNxf0hv+KQSNd(x8!qD+?B{K2
ztHt#?7B-x=WY*Bwh_N%ukB{MQDYK=lL<ktT>PZ-<tZ_}1hG>ubjt*%~pD-EOk?IXv
zsSf6fyd~7GCMvnd2c;ftoE&34Dsg3Tk%h?mQ;nC9rc1eFw_F}sx%?^f!>CTAQoYKu
zIV1u|C;PQxD`}l~$lg>V_}t>M?z~H;*q|10i;0K)w0;NWT+RNsd#EupPD-ALI0Ct9
zViI~DZG3cAkvhx25o!8hWPzIQ;B-0t-{b4}S0{AWejvS)aT;&#v91T@S%eZv=QXdQ
z$Eb;OXs$PPA$YD=CpLLfldmf@Q#w7`^@YDGjynsMltdzO=lDS8yV!KQnOFTTK%*Hu
zI@SAlt?dE(EJ0ikncI?Ue_)S7o>1jxakl;u)Mbo3iXsQIb^NMV@V2c8-3taz#a|ix
zE2@%dWeTa)k5GD=-<w9T(qW3@Si870xX6McG5o3hU$L~Z*uih9<t#O;HaHgxx4tQ<
z;yp?h#D!%40DWuIZgm|tc!X9~FAmd^&U2cm&{^DZHKZ;-+~@SDbYF8B<<%{CGl`GJ
z7jcek?GM!t_|q<YV}CqF5;!5x@kXaVsjjx`!&*Jr$c3QxM#uB26L=cRMg7IpihFKc
z{{SkN2^^EcR$3e!lf2AYM`mN(^G!&km*rI_=qt7V0E7+Ve4D7GUr)RI>SoZUwIO1*
z3_Vt-l14vNsnr~<o`-XFD2*59Jl8{O;frf*eW;gz?uw_WE&iW#9FRvWEEgMq^`^n&
z8@P~1a~yNyjIx}HNn3HoFsAJ@qPMYTCMyU%wt<pr%$^t576U2MoQ}Trg%64J=VfI{
zt)<R)qj6hSo+-I`Jj;I&kQe@0&Hx6rjN*>ka-}3?Pib`kKWVbKjd~U+aK6T+vb)rD
z)sj0axoy%#!P{H9o~x?sHtHT^czdnBFn+yj746<U{G=Ro!K0cia^zbG+Rm=_%?s)h
zv@SNXz6mvuZ9vZKk+hAykG*I(`EbgADuKwxaCoA~&Qa#*P?9E9>OUGP!=ZH;;)*Pc
zog?YriC^+ATmJyp+W!FP4_;Z@73!Z7NFE)x$-w(s{{ZL@USIN`x<RbtvF>Eo`l|I~
zOEo=YDtV@<`MISmz36AA<8iJbf4+jEYYRz+I(t;#DIF-=x1~*qbfMK5@1a6-vmEv!
zvo8E4ZzwyhP_h0cu8eNaIj8Pn#~7u`j(WH%Q|Ni!&w`_joO!<9m6tb!E>sg61MS|u
zU@*oQ0zQ=8mhy7(s*haY(rDzKQ%UT2thy!qJQyGF6<O`>pyi{HKBB$OO%~PTGdqZ4
z9b}P!AFW_t9}cX`6J8^qP(dG^CuDh*a@7Z<k1&H&zO``iT*|CEVU2Fu`2PT1x4<`M
zMf8zDu99yJXm`>R4ehyO(L;>Zec!|RV)>Dz0lFQz6uFE&m3n^*E!zA{Qh;7*=<Vwn
z$Mdb*ZyNZ1^8!g^w{zK-f%w;+U3f<B+x}W1K8?Yw*|dB32Ihp3>N%@b8LV-bntP+$
zZSFMd;6BTJ1gEeLGgcbPR6jZpI}_5re_1XdY@@oLV~WwV@g}Wg;i0^lPy5;abxNVt
z4CZS|quJgvzS*eEeRm#f&#gWtYO!rwm5Ov7L0(O7LGd3*n6IB?@p_dxt5r_wd95kv
z-HwQY2Lth@1tf7$+W3n=zFpB@Bzf&A+x+WFD`lN`+shotd&a@Pm1wFXww@-O`jpC=
zZqN-}mfhkRWMTMKa=VWpkHU_0Y?|oCZ9Q{FK2wU2rUpCHRCd8Xg+6ku#^j0vHhP*;
zJ?XePq~t3SiKI`u-=8%U(AwRMURuR4_gsG}Fll-ArF6_?hlICARnLVq8^-3{q0jvB
z>-y%huD%}GvwxyqvU&-5{{RZ=c>r_x(UZHd`cycka!)U!-iYA`fo~$1^0FxYCFpBj
z&%;*!Vl1#Mc<RT!berS{IR=Je-F|OlOWC2v0ZA()a9%5)PmbE&-%fMq#?9ss2pH|n
zV_0~vSkpjAZsgiOg}EQCdaUr;UB=PfTE{9Libg+`XIyww!}nYpMt~miH~8kKmGnI7
z*?oA<^x4f?{79dLyS0u?bt}O&w`=2#3h(`Jn$^AjaruE&FFqY<(hS(%NWRjH{{Spj
zJ;%eXN+m4>kxh@`Q-k?a=9)8%vDCcI-W^9uyBLE|hjHn;Kn+|rk~j<kvi|^h8uD9@
z3hTCjvsm0<cT^^*i~T~?_WAQ8FJi}vrCLjJzqKmE<B9Bz5g#v4YKX+ei!nUcncH~R
zTecfT*<~G=0xI->5p^{fc&+3=?J55N8o#U>$2Wuck>4~8xHi*|P=BQ)kqDzQTuP9q
z_oO>(hHr>^n;{Ux1WbR46#oEISQmPw?ewMYr;+o|T8Uy`LCZ9ay~KC-o-Wd~;zSD9
zQjcB~S1YLa$5qq|B1`1Nf90HG0<j^rp5d_?GiQ#K)aZT$)HOI-cX0)}oI5wKrDM-2
zGmdquR%a<8l2f_a-1^pzi=^r|7m>+p33iQxgN%>Hy&B8HT2`8>-cY%ebD23GrD_t`
z5x|44L~*Ym`(mmz-OidhYm?@v%$W4s+2iwd2Z<bv1&_5^x3sji`O-CMNAVF;$sN#d
zGHYp*-bKb~lDK8tfIgMCEstiM8frRfT(Y#h)Yd}-AqmxYe8QgEW%^`hEO*NTS@BCX
zyn<U<o*4&Hy&LO9^GiJKG_oD-*9VGdT$AS6SXtwOaphgxK`!1gxBM$E=fb)T;m?sR
zx&HvBeLq^i<|yb*DPTrRWc$-`T~MlFDNSl}w_gt;W+u}3W3syQSyvte)nVmOIQ0g*
z@gc`iN$0#^o(JPl@aGh=noncTpzxLA$^MlaAoUfwr}%c-IeHey@g9P@aX*=i2IsFF
z)8+dmv?fdD5X5^o8Kc=oAh1+ursQ!t*10Z+sU&)3%7sPw_G1Lpko-b20rtB%-1?!x
zs@mPYm91T@S|m=6s!WXC&U)4i-XFY=<^y>36^m^>4;j_18MjYkySMRfi*z$9Ndxu_
zGy2u|rLw!`*7_G?{5yd^m3d5-7f_#`Hy-$_b~;9_a;5DpXOs@6B_|)1XsbyhqMl`m
zQnN>>HMF?H1t5176p<BNZ6JR-^Y*v#7MyoHcaaZPQ-S%^(D=Vyw-{@dWgVG8trjb~
zJ0qJ-D@rGBvdbS4vD@xxuF|}K6O|tMu2L@^U2k7L)&~Icc92i&S}Ws?HP6pt=zHvH
z)9WbKIi)A9&0-6JM;P^_iV0?Kl^B87jw?8L<4PQ@l&nDG<^%dxHl^bG>&?jnc@UrB
zQIF21Sfy<TJkFi37Ik-5HX2~f-O@AmNclC+YCbcV<~sxsC-=IOT)RrrK4fNMdxM&u
z-qL%C6(Wq5ZU6(Vb4s+O)blE1YS+>wdz*>wq%un*$mgjwcSOCp)2{@urt(JCQZfjx
zk52GC%)~wW7*Kx(Ij)x5Ow+X00@@+Cb!O&>LRYx(*?n4*=4B<0;`$|&+n50##nbSs
zFj+?*E_}i}8gt*H$jD?+-j!l)KI-1iJBa{Tq{bLFdW_eh88ocVqo)|bB{z0A?It|q
zD~>o7ZV$ChW^U1<F)tV_3H+*+t>4*Z^J3V|j19vz6Zw}n4Ee)3$xv_!scACjPn%?k
zW=mVM{*`GIr>`rI<y0;_H=<p1fuUpn06hNy`t^OFxQPK}I39#lW=xEpl@5|-RWNjB
zz2soc;7dsu{ht2-%OCX7b6M9u1k|JE-bm(OP;p&%nUA<}^`%+aa#yc@YCf)xDdkjN
z#{)Np^~*)w_G$1ts5MYcs@XPo&lw-y&-JfNj_OwD`R1%cB$G+E%R}q(f@?Waw^NpR
zS1P)dk1`%7*5X_X=>YV={{RZ5b$xkw=1Ym*Mm={|q-)n&99EL0)Nsji!)mN!l|K0C
zT!prU=f;zA6}bZ$tZdu0&pudcj$EooJdnJHp*gKfEehu8h7hWMd8?+i(=BcP0D~+$
zn!Y5rwu{ZUm>>#vs2zU_+t@U&&WPpwi<(6(8^Zd0<)o5in8(41cs06X7O^Z)#pNjO
z7QEI|do|>;+le`B{F&mc+jxgsu=zyNZ3mTckx?3oEGXimMcKgbVS@7d=g72(Nj5S$
zz!iE;7Q(>;YZ{Y@&-}5q!6WO|xQlNZm2%g1q@K+aZ8dfu6X_GpzDT8jp5*SXg@{b-
z`t>=z%`23)GZnQL4G&`>!9S%tbG{6-82}goj!33Qd!^g}QuZasLd}C#R@cq>;bo9|
zsm*GuCXTpQqV*#V89By5r*GZV^rA~?6#U3X&{GN(>M`}F&Y8EgQrVLS;2yN}n5%T)
z)pL=Ka6Nj|(A&*1!l@(I6*8PmrDU$jgr}j%8L1<7aCZK6nR%;edPr|RQFAaK>Z5Fd
z^=_5O>fSEBzXlka$+zr@!Tjq9RY>z|V<AsPsoCmU_MfFh;%Nl)jA9kX>TAyKVUt(9
zxwyB0AkIoC;8uG|&ijchf7-2&58d8c-2VWh$G?6z1{oEF+?nIfe^{QzYw7dGIgF9&
z1wvt!MmDhe*P|}!+-!vj>cvJ>RjBmn<YkiVsmDcC#agFxt{GgXsyzDE%T~Bt+e2|8
z`o;+Z@~sgkh^!$QOO=d&dNYsD72f@!AdLB7M;PNP#Yb;(E&S^hsu@msAxmI-;+v;!
zj<4*wL2EOEkHp%998DTZKk1_X0EJKg00~S^fJ>*K2dPp;dM>e|TUz-kdXU_CgCz>>
zWvmJOH=*2gh2Z}Halgi=mPRiFUwE?y9e+l3+cmw!f9)%e@S?6<_!{0q4Xx<|(bqq%
z6nn-lo+W5~A@LbQczOWCBkfE70H8g2X@L(ZkzSYaMepPA&9iCoMJ&H;UCSZB+p+%u
zT;jZp_=5V};`c?H-Qx#sN|ldKD67kcOU;@K8!7wL@10M~pw$SxO{31?49yF-X%LKl
zHLDS~nL&o;ITx{66q<a=p0ceLL7w=<0kUezw!z3z&*x0?2{<DZ(?zR2i1F*k)|Y1;
zY5q|_MoRj3s?BeyqL+r|CmohW$Ll~jG*}7&=~ZO@(h{Gu`4Ol0q!~YzA-U9IRcnnj
zFwfqJ^ZHU9X3ZNC86soaNXn1Q(q?XL=*kzK9G_AcywzrMKZQos{3@JY2e3v3=atC*
z6OMmM>EpP!lx8X7ko!mtKVbtuGkpavRn+B{9XETN>-bAdUR545{>h|G4WJ>dwF|U9
zn}GxK70@yOaqIchJg&m2MkG8rkLBwTD}MUg@cPXW2lL3NCA*$5qVq^*^)N6$r!~A{
zVZ}zuQ1tw0<wkCW`W(~$0ASt`6zI^(-}BKnf%T|n@Q#~uF$}P|9Skx8Yo(GTkbKd`
z-uM}+Po-EkNPq|R3`g>#kj_|0zK11u;0uHsq9g<T;aHbm6x40WAvXc(UWxskJ-91p
zsN6(5hhV^dl>Y!TR)s)6X1r7V<tk6>Q|#HvJiZL_c`UA>`_V`~s%c@=FKxfoTug(|
zHF|qq#pa0bG+9&CqZ@#zB)9O@?4?71{ruE1f%uwStsL^fxcn^Rth{fnSuopl&cEGZ
zn&_>5ClUa?ut_~i994<D2V-(r!7{Kt3{Dsd#=7tY)Jn}0m&anJmoq^Xil?(Wt8X0m
ze&I)$WQEUSq=ER>&As-Qc%iNJ3uY(yOMrhY*O6R!UsJbS`8oO?e=4H(*Vedaj#S5T
z2&z*yhGAZwl1I6<q>OT-aP?kl6K>hT1b!9cHoEqyWWd9BD&yZZy=U<oShgTe(cG`3
zi~baIov_ZMvqz&C_V5iMQ|nx{x5T?gz`4`0o~0X)%dKp~;{N~+Twn{c8z13l$OG}J
zQ#$G9G-tank<yyP2EnTk&8OY2>ubwr_VY%6EYyb4*cK6%1GrO7Nb80o6WNroKN?&S
z%~&v%{vN)@kf8&o=~c{Wqv}9GG^If5YGDHw04Z$Krdw+`%$Kso6l43%%^b-QIl?R6
zWFzj9rx>ZCiS~Jb9lgl^02=2n{CTF?lO3J0x+D1CfGd&JJYA~ltbcmZ#(E@t3eHs#
z=hny4T152g&2LN6&^6WkWd8th4)*+oaULM?4xQpDA+ffzND-s}%s>S5*10B7=omY^
z#PsW0+HZ#ST||#A-I05{j8;vydD5#Y?%buTzXj|}qq$u0!;x8Xcvj&?Rrh)Tyw{>>
z8Vl*LVr#~icT~<m{{RZq5yuE6BU0U}k<kpQGFOs3!q>r?l%O$<qf_126|ZmL{{SF{
zof<$ok<eFmvRVcP;`T_}_?06kA74t;n@!Wsm~JiPlHrK~0`vLesX)>=N)+Cx;~=)v
zH26!;`=m@U<CBWvt~^P3X{paOg~X9Y&RJ9*G4wU-uxK|^z{2J$W`3dqcM<g<@mV+i
z5z(Z~S2}RForfkVM<1SOaU&B-Q__Zq7i;k%`2wxfG0p+xk%RhILuupP9!3)8Ye`4<
zM(%$qsXxQ5I!ude)<f7ygIP2DIMowBW|A3~*LYv&MdXfFv6Q|oPUUrLO;Zj1s|37c
zd6EF%l}YwTDZLkR{{VS;73DV`7}o6NDlF$>JI1Al<|-7t*0i}X=G;QVvuFC%Dw0N!
z%xXhPMD=!!faDSQR9kxEBv+k5<85-;!E2)+{_6pX)r;aZtVh}`p>I;T1pc*Zw{xZ$
zy)C7o*6atB=h}dz@ruNY;s%o@Jj)4C_bTHb%9d}48gytyrGaS=M|R*<I;zJ<_MH~D
zH$|g2BZ1tSrG2UCdS)8p<t1<KM%h27O5yb%6lz+75c3s`{{RYbD<w-wE^u7>b<JZc
z&Fpej%$&4=)ao8MxOQZ)g>B>L4_5r^o4UQby^yr?yRr2@<W_~BhIK7N=8E5H9&&4_
z)BFttAzt!b$GQs7noQ$V>tY|ga+(|8!FElGxtNWhsLy`&-ob0APY@T;!{!g-QY%8<
z*4D-?ma!@xgr2m<nHh?f=g{$5Mm^7C3xW1)-ed`<*+YhSe8=y&@mD_4BryK&FD+Q$
z6kH0A1TGH%`c#(smZNG4Mq*?gH?C_=RCdmcV!hOfuAsew-7Y4KO$%U&5N-?g6-sM;
zHunv6VFZMZxW<1fy(Yh^NfW@v-BE@xBOo8vs2JppN0}DZ>x|LJjA21de(@Q1J`d2Z
zA95s?-qD^vT-Hs`!}WOxw7*ilgo}^Xx}f8=F8#D}BN~}z8d{`qR~`Y?V98MwfPZnp
zs4cuVsjFe2bOVB1V!aWkat6{srD@3+9G`lhWOILIQ(DC2th_k{ZXNeX{lOR&Z(ETx
zODHZaOk&_k_eUfQ8tD)j9AZ9wt2<k_&;_Ia0BNyVuyzD&wtHlHR7xoi6GojXUhd`{
zzr;}>+o)OxKi)%wS}^#dL%G27=8ehwtT-QzE6*EDxMcGdHrROw9Yt1qd64p?cjQqS
zw0RN7;-Tn!bXvKVB};j9#*B<*Krj62huH2m7b@(8@yQ@pkw+}?pOM{uhO{j;omSWV
zRn)2nZ2tg_U$$pu9M#`go{jc)UK_0-Qy)x{d)FHWjP+Y~CP@Uj?CL7?9z4(dd|Afd
z?r~PDqq%0(o{vMLXP9tgI6k!)Qa^~}-m~HHo|P^{w(>=v#;wQVKM%PF?QVzA#%o1g
z8^<xA_hjWpbIm#{S!E|`u~FBGuRn@3D|9Uzy~}mls8oJtxt&+W7q_6t3Hv-Jpich)
zjZEvA*39X}d#6`>t7&>l{{W;)E-pX08OR@%a(btWuP?!l+>3ZRZI8e8u6@hMa=_&G
zCz`owrA>1mnaZ!GI@c_!HqRcmF1>eTM-#^+=j|@|JzG5Hy1gG+v=-@RE#3Bv2{X-A
z(|jF0$r4K2V(LljU2Ue9W2VFw7;?k-i0f4i?sVYrb-9$Kv7C^|?8^$Ae|d*Wu^o&G
zOHQImM{;<pk0t;dsVATmrq=RT-nO#09ZC|vrF6O7So#GRDB426?j;ag!xkH+Kp)Pg
zxYA|YneFW5J)@0-Is5^tdkJy7<s+uvF-knh=JO(!M38iFM<1PM$cUa1O?#F_Yp)Dx
zmobNvO`gj=Tc`6ClRts%q|e!JSsSpBX1W<<nqQjYc_ky9$aDE(nq)zYQS8$&d2Jal
zd1`UjJ_OYwQqeq8ulq6#{#BfGop#fOx4Ibq>a}_@+!f?zo-dqrJbTo-U5-iR5WV8;
zd63pMn<m<3oe1p1pVU>zd~2%40Fz|H{k8u93iL0uM&R#)76;WiHCA0SNx2!g)6i%5
zl;W2wT~2vrn5b(R9GZCU>3RDdzy0!m#<TT57-~9-7|V!b^o(OQ+CPHyYxQven%^Jt
z*CSvbm2o#-9%a-XD<>BbD{T@3kZU(5vB6rNAv-o<v%H5a#FJL+w9A{f0w~L8&{t1m
z;Z#gC{{TC8QQEp|O9X`gP?4bOdSb0Xy;$jBCGpJWH2(kyJFqgTI3F+rrF541J*AKY
z;OF>pT<*Ezi;X*6VPig0AQ6WJSd9MwjY)6u1z#U+u|^<cC~^GhrlNGx#9^t+m7Nsw
zEJ{%nAou?O8j1rw{NgJ(o@pC`6l5>fs#*A_MUq98n8d@KuB43pYok6Qmh#hXpK)ah
z9tnp5&(|ikRU&#%7YAhqjQi_5y(Z!la@OUukr+Ar#%jas+Jvx};}BbdK;05;Y<J|<
zL1#E-mAA^@-}}^?4&GDo!OcE&&Ed%PlenAOMl!suBNL3d$;CHu-O`lc4k?G$ozbFQ
zi3^e2^`fh@eAH2(a!0Z6KM_CVUxWU>m;V4jdh<ZUcR!7KXT(4G7vTQ@uciM0&|bXH
z9A>av9%fG%yehwTM>V~?*-337aNT}hwU;-BwCM-#gtpDw$zzY!wm*m(U%(n}2=tv8
z^f41j)-9K9zPGhU-HpH`{xqil0K|5f7ZxzwMn8%($^C0=4#$z`X+YbYbo8ijGjv}@
zVV@O46RO_n*H*de&It$U#b{dVT2;~g&Dw74vV5feb!tQsj7X~>?Yw6dR^v$1uNM<q
zCgIVOgGHFFQYG@P#2D~F><)jGBcT5PmXV_#*<Aj$&%cIJKbp$^>KD%ipCD9=ZQ^TX
z#CLZ0*#7{YgKzj$yQUt}T~VQNrC3}zX0}l0_@iP!l|Xc<AQ-dMCxh9r!}7*zulyt$
zotuT!bVoSq&?zJO)tG!$q|Y#pM|)`x@XCaKwC*)l4@aRVm#jbmKWDogIuviz)NQFv
zZze9Z`-n&PfZjhrT9Dk@-RJDrFiDOHS0Ce2d2%Tux3@peg4LeP%3WhlkdO4GR{rb!
zzs{}&5-51tSx<1l<MOE_wvJ^hEwYt9safx#ShHd?CAX=LOn*9e6`63u&qY1C;-GtV
z!B8>od8mK0wHPHIWz>AgfZ=CM{-YGDHmLw(J%Y-6JT3?5b4NXd)xg{B7*U^kiJ@iZ
zG_mVe>M?O|acn(aGmp;|Y8$%?uk}|kH@4xQ%B@u=krW7V&p4>wD5L~Q3O0J=R?}MU
z8Nl1xt2MCBHjz}Mn7x{29GXp;BqF?7{{WtDML8hUEt_q=rr~k-WdXnX^{CdLE=dRR
zrWjasJAJ7*q9s9<9{W;+sG80Tn7foxr2b~3Z9`6&k$0v~ZxH?>h5rDMtEC-z&orMn
zUA-5&_Nj12PKEa|<kNgPs5TO7V#lWAv-z5(dGPiLl)a;nah#8te@fprw)1Dqw~UWr
zimY_IaNoL~;t`&azaOnfA<sM{Ug+f~@D;>a9(sf5%0**ccw<wx=gBTR6*;d-3#vmQ
zFkdXuc1wi>{$mv7zr2jGzSB}v?AGm%=bBus=bm2|vE+>%?Vk>^#Cv2FtG2!))$Dk;
zzLf`Yoc{ni^oeyHCU5xsx1Ispd?mkJRdeCZ162P2RV)SDrq{vzscLgPB}jZM<}JP>
zYZl-MRw;n)>T+vt-{Oo#f6_GExBCr`=TP2!I#mzlI~;U5&1Vk)+y*(hOb_->XyzO~
zw+EvvYCjRR3%1*55?ilq47GDtHy8KQ7M58hcI1rax{FT&#;y$Wu^xypYopVAJ!xW3
zl#1W)o@nK4>5d-}S6RIeIkeEP@1z1Nc?j-E#dZ2;!+V0N`i$EX83>#j+SfJvEgwp`
zw=50Q##S|r2----bM0I$hmW<JCmZG$D~xTIpXEx{GMc4ArKWl{r-$^dFlH-dE;!7b
zn!NHp(3!v;02r<|%i>+6gbV8?Usj2~$2GfY;(ZTM2X3Mxe@Rzw>rEb|99|otd6?&=
zH<5;^RTAL?Lp(Am?v5MzQk!`c0PBzCRGH{U5eBqna=exc*R3D|FiMt8_5|XmDB%6m
zkEKNNF;b)ov{U4Jiv``p5y=cvvaFo3&nBW784OAKnqba&{W+&$vywjn$)-e9BJW}4
z_OAp|iAs<|0(~<=TS+Pqi=V@#RlC%5-6eNkT}D_BxQ8wO0M?}BiK|+i7re~`mB|GQ
zbJqu_)}@i*MDwpw1&ANLDu643)P5m8N@;e&CI0-Jv93<<Rld|F-E%yQq~!DcDjd%z
z5s#&7MO^HBQ*q(lUTCaz%TyOdxwt@fpP=tt_1}XpAjv$A-z`x{o@vxsM=KG7@{Hiu
zqi74Pn`~-s834kD19fN3c5&07u@6*vt9W+!HUxMB)Z(Xy!<X#qga<wHE7XRXj&mSf
zlbm;}FhdubmiF<WcQ^(6Q#%$<2>Z>Rdu!nm2saa8ANF{zt4+}?tVSZYjfot)o}Ts8
zUFfsgCfkid6jR&EIQ;6B#(^}JLNt+Xp_KA%v&Yx1D_GhTs6k#QAFX)3^le;4r<mu7
z6bDuuXYi?@_=~380Jj!WM91$qY=QW7qWi$QZN$v6T}y8_b(fG2*A<O(@apwH<JRU0
z&-*7I%+pdhB`i!N<qeLy9bZSiPxO64Fvp;i<^FZ3^Ib`1u&j2n4$g~{`Ga0fci}yD
z!<Mv>hx;El@~VGm)$9%n+(L7lHb?WTQ)S07sJ=L})<jdT<zy!wfQ){17b75yde@#?
z_}5#v;z_*VItL%&T2XvNxiT->EN$8`)F>dI)~!@KA)L}`(nn%TYyc=e^p4KtZY*)f
zHHw}((dXN~+E_hs*~MLh#5yI@e7C_f(|VCjOzDPWN%brez~EtNa!BY;sm(lIX)o7P
zx5uvGS=at3(lqre3HwyNvBJ}Hv2w=KioNb>q*6=rsN=3cCm-QdZuM<5OV6J$mO=ax
zFebRoQ^mTDq4EiQn7Rn#;A8pLA!n6|Y%%pFvvrR)wrMA%4xdx;t?ka}tbn$N@$!yO
z*EP&bJkvR8UEPmzb5^aiyQ{K1sN^Hmi~(Ifo8Y-vt6Y!=rDb;}amJn_67?a_^@(mE
zj>=0TC{PqUW1#o0f_)|%fT0u&_bbw`+t}OKMzF$(yW9EHtv<#pxmbJgR*z>5fc9(m
zjLo+2)r=E~E+bi(at1i9M!2<%ZChJyqm70>Y6ZAbSS*7cifYxp&7^P{L`@~w=p-3m
z(v^;vhort0c0%4Bx77fYX!iFAM?PGeSbiC-d%pwd^GfK3YiS2nBZ2vf=vTyAqyuup
zXAtNbG;i^$(p^t=D@k(7(l=K1r^<6Y3@S_CjgCI&;oRFZXL%gW{l*&z{QA~i$APuD
z6t~&80sX_f`B$R?R0ENkciLnOFi+xXa*<Oer1oc$OQzl1DOv61jlbGbDfYTe&B;(B
zU_D6Uy<z9`Pwy2-^x8kIFvAWB5JscEDCK4m$<lhWkF)U7q6fJ7&!FjA*Y^?le$FY@
z6k;3zq;SL5wbBT(SwUY)qp5gNwYYKi)>$LY(EOkug+5bUMj2A4coD(lohJ9>oHeQR
z+mZTKls6Wa!xp!2xjhG%Gx=AL>K0F9e?6->c8$tzUWXM5ODqQ{?5ETk6S3t|&8t#&
zYeU%{)^sOyMX~8fZuJ$6#4cr6zvr6c{42|B{7b6YXUM#fLF<#B=UY&GLDW?OO%yYG
zvYh^ve8-^->YSIpj=(D~9H~6vjWr1*<L_1+9yzj*0e57|{;1tQI=>H!bSd%s*NKm3
z8O2hW-%m85EgLVEV1-Di@J=|X7UNI2T*s+f9QwEwVmm)EcSRydJyo+;&W@O3={*#R
zq~K(lU~I6#<n+kmv__G2G0G>)+>^kp{X<gH^kqJD%QU0@S;j~6q~?&S;%Px@$zZpd
zWAdpC4>{@i)obl%O40WTCi_Le{{WUsasmGUd!=%kkBcw07B=uQ+d<h=`qw!7q;r=n
z#Pjc2I+r|5R%<8j(>FDL7hh^^<%jZM9V1Q!X?RCgw25W6ypTpuD9k(8FuG;LlA=c&
z7CkZ2y1gI5k;k^<Q<R1O0G?~#@u=OLG`+n^-JNR)!k0!;xCAihYOUHqb8cd|B|~)B
zerm8`9$KVv?2n-L6sZ(Z4hCD)^{$R>EPWI(?ohKiQ{Z^+C1)2!WA$a`l>9u6z$vN6
z?UXgtnKB5+KGcQIIX{I%iZgjV8SZfR9st#1W-yrMU+*h{S#xMQ-H|!Axm6#;s&V<(
zr-_?x20->S;c+G~TO-iaIGppy<MtWlP-@z)p8o*5xSBQ|r~GRCJ~q{&Y|7~{^pStU
zy&Q{KP^|WlN<Z3P@T|%FFQQ!%TG+*(`Q&l@^Gj2jd1fjf432K!$9s?ZRf=Q&nPh)D
zx}Gu9B_K31!ae?P<x*aF2F6T%j_u?1^LhSNnLoqLKn&Z@1jGICzs%9h(UXoomin8}
zYnm0u{Jw-g?M6iv#a;MIS+rsr&PVr*ZvIqL=VX0*6&)HrviOJp03ZlI>*;^=2d^~m
zUYGF?{y-3a*V6w0=r3MvfmWV}p_5zctJR6c9Vj^bXdd*_Jys|KsiCpkG`OOegu$Z(
z3VQUSkX&gV*`>z=pTd@kL3AchVn^4JP)%oNbaOqdOg(n<Rw+QmCXC%UJ<*GG;e9gV
zQ1OXv8~&I-U*}M^jjP&>Y5L@Wf4eGze>_(HIii(}-3av1#5bNMwO`&?+gzyX>c?^X
zGf5wdEz}XHSlrtY)RZKDD%}LB$YV`lj-)hU)b$JoDs08<=C);9eM?TegiCLI7T-oV
zKas5kMrcFELn;0saw{fX2T7EY)@qF1(4X<DXTs4$`>eG)xPGnjkIYf34r#5?yz!SG
zI%n|z02-?LZG^52wy0QiE0wIjv-p=!OvQBt>iRwbr9L3Lw+b~49%N4PMhOCt{jYRb
zZ2?wClGgU-20y|Za37ea2zAR<Azt3^&^O9|ol2f2(Ip@YqK(j(jfN{iIb*n8*3+b*
z{{R$h82*$Lr3ci_{?WR&PxS3FVgA$vIQ=tA7PY5JcA11H(o`w@>tRv$bCdO`p4KT)
ztdJw2``eUpO-Y9<=*sAkPB+HU$?l8|G}?zG6~#k0hqUL6m{wS_e*8{BAJUoqnW;mt
zTWZa*dMv;k{z8ssEmq`>WWl~u_)`tDka92wQ;I`%t6PF5)8d^6@x<6aku<^L8*p}B
z+uYf|ZP7CVKLJfmp*FgU_J5Zvmi#GJ34@Q92e8I!h3AZ|t=Pw5X7@6Gduapm>sS(N
z9xA_)jjV49o}m+g_?*+{IcnEY*&T~PARp?~9_5E0ty7xEN<Tfyz^&6E_MhimygnQ8
z4y4=e?#yGkX+NMfr*GhxRBpV~WtSbJIR12M`W))4r?M;<H2YR2-^2}XpWzG~56?AP
z(_Pfw`|O4>e-7Y0?<|f!qP5}Cv}<Kk9gJ?{_~j(G^Tl5>pxcE-1E5jI=}l5*(WNWh
zjdjM>`@X}PH$F!|riDAk3jsk24?j23w^2O^B#~25(zN|X-bJ{!R(x?FCnC7Zj|AJ1
zh$nSp{qexA`Po4EMk*kRK|4ifI(Ip77&>*O%+D>l@O|_Th|0)4MP<vT-&>NcZ7BEJ
zYuW@ze}q$Iw}^rAkIN>qaA@<Vl-uEFi^qF=Xnsj%jE>nNwQYQ9uG=UJe<soVETI1Y
zO7uIOBGTg`NMkwmTpGo>@P3~mJ7O^(txl-ISR70>i!<Q(mwFRz#iSCS?{W|Gts8%c
z)(?SkX6x<^W8QcegPVEy^mVLh{4J?Mf7PoGP~g#XA8CrF&q9yJ{vKht%`zWCgpcJ(
zdE@;K-VE7ACB(n<&|p`Z{{UfMbn;GqwLD%Q)MNk)W;9&UV{uPQ8hWRVbzMs;l6et-
z&p3uZTEs49$&|c|-93$Tnty`sC&OJzA_MqwpXFVCi{XnaJCrL3m52BL0G&nIYY$qY
zyxHekW`n5S<)MXw`nayIPVfsHO?xN<`?;-4j~3YI8qLjw*6L#feDR#^=~}klCD64d
z#5#&A5%*>J0Q^k`*m_uayGe^{rP<gg?julf)C!rO1xNt;=BM&nR1!k*%%9(h!T$j3
zR1FI$IZ`M+%1VM>=*H(P3Fo(^GD!CV**qVWfx#5!$QTsB2^{8{Hf}9gdB494<-PQc
z7~^SBbNW@AEoNOl*UE?$8@Dql8E$>*ng@2-60;xnMom~<KI|{fB0^69u*s_BXEf>2
zYRf{=*X{1Ez<U^$6Uk{5l7A|F?x&@NF<9CLVmWpM0raX8>G#MmVh10>2;!^B1kiwF
ziIkseIc#Sd5azwf*5W{e00Hc29iefVp@vNQrB(UK`AI(2Ja9<rOOT1wmN=)OyyH!7
zh$hiAYqrd~Y&rh`XCw5@XP*FQx2{??xP*7wz^MHxbw3noI#=$|zSA)N6gg0SwaDte
zGSsis#~T<SJrxE&T87Uj6+AN0BBzKvFxqAN!)GtrqEq*ik`JN9VLh$F96VA3?lE0P
zkEz9_IeVDe;bvY)Zb7cKZ7gr?QsM!Gen4y!LXqav!7B3i4<`#Ew?aLt>{iVx0D;}l
z@P)5NIy!^$MvQwMwPxQ*3Z<oVjF0wlnpe5iPb!*rY~ifDGjnnCN}?#oQhL`>rg&=3
zJ%h{h2|s;?YoWE%TH!No1hQkP2ys=lSoI{f^7P2nE;E7{V2`F~I#wQ?H2SiXI_{5Q
ze?67b`7WnwkU0EnaeRxom+be@P7gRo8LuYQv~6M=i6y+YpDx?W73ym;HoLbZBgluo
z2^7_iSY{O{&fKT9d1$g`>19Yq1IrmEr+d9B7{E;=%-`OXk3W_x$ZY&mtl1{WuOA+a
zLH>2QW$_AiP%muZpZ%;5f1WDSvA6b}I<MZ)?|-&#5;FuAmXN9JsCfKItnI9&i*qA#
zN$L7lO|Oo0X|gUMk`wEk)`S|~iFDt))KLll0G@*s(>tkR@X^_qEappDcf5XT9;inZ
zYHdp1Xxb#QR2_&lT_TQU-v!h&`=gKLQhknL{3q**e8*q4r8jiSYN1cwG^L7t-fB?;
zlE49x>rPu4B<hS1buGXYa~pd~X>L~D&NIOGsbPj`8vt?YdJ3he>zX!^m1%y{a5^MM
z<@`-?ny-tmugfH7$cX;{3Q}@7aXF1TYRgl!)OEcxM^;%S^X3EYA;`^fy1$HXwGv~5
z{hkl*NBvE6tjy;u&7V`=ty<}~H;fh-nCHGLHqQ>OE~RZEbRHguN7OC6yX%dYB$5jb
z593y@d@X8Q<iK2Y2B*<{BOD617tfa+BU<VFfH8mqj?^B869Vc(-$w%e50Xa<ZcAsm
z9V=4X;qn9xcY32g!h@RYfY?4<4AT!>lR?(9dR<Ol<KgYIj6tYvZo$_-%Cc^J0jo#5
z$uZ2My14#T-yWlyUo&fc;y#q_O-z=P*z#%g9ahcAlG1UG;RzL3U0++a-!f#!Y>{5f
zCu7dt<Nc~+*4lmG{{Tp`f&D>JKT%5O6-=6O{v4U)Cs)5eDY~0)`^KSp8cY&do4GaW
zS6&m)ZqDS1t-YacKU~!j;HwCv43fJ6&_8+`IsX8&u^TpUR<>6cGUh1Rz42W(o8eQC
z_dJvQBD#ol(E$pPs)6a=n{#~@mW=HTlDQlJI#k^4r<cZ(=8+|iiyOv7B}bRRQOT>V
zY_O1}NylSeSAVKroknYj-e`Be-~(e7dJi0HcHvd71d6}H>OY-YW>L(k)0Lc0Lv6wE
z#~;d=#Ag6=T)nr%NSQ#p(@~qbjfl_YYgP{y_<rvj-fL&{BXIsy`Hx1PYeHKyM{pln
zVdvD-p_@#*P4H?q>`z5!3V$P34UDEgFb%`8P=B9#X|u8zsxn)ZbMn#=j&o8pPB>&E
z>ZDUP`h)n>yEau|{tyxkwBY=8sEZ8rps?bB^IV(EZq%yeav0{T@4=@RB>GcDG+7st
zkK$~PN-CgY4s%5oM0+Z4bdPWNh5rB`2tVuTfAklxHa)A-z993ULH__>OaB0%wRyfe
zds9b+lm7s^uT~~G=|wFRT=gy#Z9VBnG`!Qet|t_RpR`gDNG=$ltuMVVQ9upF9Mh<!
zaSbCh5ydH>b*FF;3Mp|*K*nPxlwftIW73<?r2*;(1k&y&f^t0%G~5~pG?=*)BAU|L
z;dadgOum~y{#BhXh4k45AQRgA!sJ%AGHB#<P-;kYk%u0OtJ*$nb+QnD1nHdBrMU47
z8EI{;uF-mxZLRoZ)}Bc3L3|KFBOa9`DmLm;pHX`|b-BK^k|>+0Pn&Po6*aD-Ykvrq
z)<YtDj2fCp62{2NrCY9f%|sG7(PKnKLD@zqE-9y}H<&i@Ox==qs<8h6Xah-3?Tk=c
ziXxKI(p)n_fck~SRhvsaV7O%V6?YgEay!#Z&C!c8UdK{F^18~tpwtgF>?`~0c?yq8
z-45BuLG4f7p5L8XsbXCy^hY=~HO?Jz?7-%%EyP8BRvh})yTb&75<-XH6;4eW(auwR
zf9{&qRwvoX6@>8~x%>r4lE$yWBpPGrvM(^)6ZI7nSzf}VkYDLf+96s<v}90wnl}UA
z6`l6CkBMQBdzCo+>Q%ahlpX7zO!H5fGL+gcgX(G7Lyl^YolgpBR#4r?6lls-8EBAL
zjtwpcpsMBj^UXb69y3YB70+=>0x(5H*6HX!Dwv*n(y;&xb6L7*e2|vts4Wz?L64<K
zmTDMwse#Dpic?eU$yA}(M2I2Iay=?NPR4yo#i6&mHtpBYAI7Y)$^bD)8N%(!9MIrg
zpqzP6E!Mm*s9P43naSmuIjkY4Uk;Yj5sc?yuV$VREWC6*MM7;3PsqJ6F<IKjhg&L>
zmo!=AR@$DSV<0fxO%pFcyQkq>*8czyb+~cn%(H>n)MNCnuJ6OPR~a(fE>Cg6td{US
zla_BfbsdKo{#34xZ>r*H>`!U&A_k8ax^OT3=$ixetvi1j=r=31o?CW5-dvB+R~>QS
zi`8Zp@+6DfJXS^CfvDOxB!SQSy#D|yX`ooFO)b&wHXbC?8q}mWmU!-7K!^1;scU&`
z%f1+V<Bq7ohv#28Jafd~I<lW}ikdx2_TL^|)XDT>D@7qJ&THaF(670Pkzt-vdoUmm
z%CogAvjPUyZeq5Kec1XR*P8KY{70*z`D=eTQ`>zxX1UZ9$#HQbu<5z8Q#l()Gv-<&
zz0^E+V`;fG>wh)+d5_Y#-BZNcrmFaw;evKm;0mv08T)i+$Z1qC$WfZ;Bk-h`mrXnV
z?k71^?geFjq`H-==yJ)1JSlhjX0>d5H>h3>`#iYMcCP17@ccG$6@mrNc5#zhk=imG
z5C%P}TRLdvvVQc;Js-kWHY#p!Pn^+!c{ovB5?QH<OkjCmcx(e7rE^{-)@~C`xv+~%
zo97raust)LD}=T22Cb($`4=*%U*RVs^``}LrHY0YR^>gK#>n4Z{hHoL<8U%Vns%Y5
z-08P*EHO`aAU`q~j^ED}=eA!GZWWZ@Sw%A_{{UE-SN#qvrPDqr*?FnwO>r9M?l|50
zfmLe_<}sVPb~@R0ZC=jNWx3K7EXezjAD{9Z)tGfH8(FlCW^{>%B^`pe{<REVHMGBk
z$cENL=%db1-;p(wt4MVz(qy!b1y$sz1fRrlOK_$8$D=kS&?R{@X>_yOfq*3&v02)O
zhNW0t<<sG~jm9w;0RI5>{{RZ99;2$+MTMM&#~cbsb<I-V=j{tWm`_!IyH3W^qc2kq
z@4#Afsd;T~?FS!m2?O-3Td#)u$u@V&Q?PZxuKMT1T7~pRCMc@iLW-beWFQ<Lsi$$r
zE{#R+BhBu-1FYMVvL%&AbRhnfm2;r#c3jP8IuBDB1M{z7ONj&SC5NWom33q<5qXOF
zW2uyYKU!SJHC&>dJySdxZZ2TqWsyFFinndz4NlTgBv+EF4_43fuS4-RtKrM2MxPy=
zQ(iNH=AghIm0(_YAILkK&QN*bazB+mWO<XNRx<Y_Qjg*ex}2MZbLvokg;mr%U#x1Q
zZN<}U{^|^WDxJI|AuY0T!NwU*YI}bPjuu%CeMK&0RB2*l>~k%>+b1NN+0*oC?=AKV
zX57SK&ls++PVn8Gwh2!%Pwzc$$8Q{D3;=rIoDZ!l-0!27O5D{BV#mT3w&;@HO}le!
z0Q{prjdk$o(OSl#RP4q^2Ophs9yZpj&7^i#b2PG}?spvpa(131)vR&lUP`0ik^0k7
zY=?`bho34(t&pnSF~_K=n4W{D(zt7Hi296igq|2D^)9@h%N4V2@drzpLfqL&8+T<n
zAC)~%MviSpS~he8Bywp9{A!)Qh<rbI;bOhm=d_4aerB}9QOLkSJQ9*Kgpe`)Do)sA
zs842B>p{S&p4vs^sRP_%qcNOv59LM9nAME7V?oH`lpIq^^XW<fJ*gUVd5+ICyN_C7
zJkyt^Xd$uc=AN(Wp#4BK7IJu}QU_@(G0z>O=wqJNCsWiE6`enYG#jMaElfV~6Q9>L
ze|8N$ao5(B&UxVJPjqt^e-A7jf6(tGL;nCxfc}71O~=EnN+d4?(9P@)4R`q?_(nbH
z70R5B54ANWaa76aOH_GO-Wk^Ia>mYl4(Nryl~qkcQ?if`K6GX5Sn>E8_BFbc3~ndu
zNZ)6a5iP7Qp1DC!oaUBMIO_=>Wgm{UxWE$5B?G4QAJVlgejvnS+k2-YH}~TtALm_E
z{vOb7!7ZmEG47=Q0F7o%@c#ftl$MU_cuD9E2p^?CXp9~g8%^lQZTwx~`N1-ot<R$=
zZ{#aV3(Y3=LqVv(0qr5#{Og;z_-%A#Z?fM(AnmyA{&kOi;N5b-{{Y9cN<Zm|-~6hS
z(AF;*PvecxLlzGyCf(A1c$_f(DY9Bk7y86yKH|K*4QopyaJsi1j2UX(w~F<vHw0ZX
zkM6hxQ|9bx9Nn*qHap^nJw+AE$MFjEk>}c5xbKA^pVo>wnb#cNjkP|S_<{cbAQ(UE
z>3{SVuQ$zlN5l{L0KxwNUrYZ0ptX6y6`{?PKlWwn#G;oJVuRGU0ZJ&vE+`elB7=%f
z{VCjfQE<54+)|E|yml0{t`{3cE<Gs#%@+%a)X~qSKY%eoJWv-Knkm?$6z&%ricDwL
zr1}a>deXRDZVfItpe_eWJ5p>eH*Y!31Rm7zyi#;Dt{lW%&{sUvn9T)EAzY6K7@#2(
z{h1t!OdZ(TXbX)o^N~yVQ@|pZBOHnt?nZi0M-<|`W|Vd2rs2#*$8NNzr97z4K%;N1
z7YmHWMF3OrNw<nF0&&>ljFs=2DDOqs^k7QA4!ItLaaH8g?4}2N3;zHB;MI(CMk%Q@
zONuieK!KlhGQ59Nny)UAdY|g1NqvaLZQ_@d=~SlCE(@W|$@a(zSs;*O`=cV5x1oOU
zW%`QhgXgHvwMOy6!v;0y)oQ(|9E`zB)P4aKD3wPgvsx{s*|tcCf_sXgH;3dcm~R65
z1KO=k65}BAhiY=jdevDhH7jw92|)fOsQ%G$2~jn?qtvqCQ|CiYOLI|Q3I;zKHv)Rq
z2EB(EEJwB}>pW}+%s)CWa@9iH6$|QV2;^d*GOjw(d4mI!iaAkS<)1HidR>Z0=}-xN
zywleMl5tYtio95_0u%EO$kZ)tr>{zz%>eY{)|56*K?bvM>_ewcTca+0F5Yv7f;JxO
z&1PNrPfe8w7VM4c4r`_UE>{%opl}agT9+1%dEjYFp~R<xEeXQUH$PACt&1-PSg8;M
zGPX0zb^NPw-qy|*n&pbdoUsD99}{@3Ce@;wNO>WSA-6p@b5Ul`KD9bHeusZ)pxNo`
zg@qNqhOEfK82<ovp+`9?IUIY}pICfNy@@=#+h}f6xgdu82so~S*T=dg;Z>1kwk^TW
z%||OoMGSolS#Echo*J^evxal61ZO}>vnau;I);&RrMM{1b8q}F8t(k@Sy0Pie0JI2
zK;ZNOPzn8NXvO}XaSYcGgV&Aff0(DrRX09vXwK-JXIBHvMPPcXtx~wL(yx`Hn#L3K
z9R8Iwb4TXOE$;cB`@Ak{>RxI0sIWW+(0>c(uhyEU=5<ZR)|$D-Uwl5(F1~wPhPNm9
zPa?5yz8dNZ#M#dc!jDt8`PZxe0Abt9YFZoJ?x&xaRY%gV;RL2#3F;_HNaJ`cHAL;B
zJX-U^dgh%j*R-6G{80kS`HF%aYgw=*R_1u|*}wYr?XI_w9K2HO$MCL2Rg>&9DM_ti
zXKtX!$@<ZAo#m2R)0yUWKM*y0UM4AYG168401Q@~UlJpBA8ON+9mHoJ&bmpwC!k$1
zCez7d*&C0-vhIEyY4Vb`_tM6C;zb00f}PP0mNK8h?iSvxy=PEU4HzyMI#T5`C?ymD
zApxZZq!;~YK>~y-Mx-btASHw*h%`lwA#{NVNJ$7tvw#Ez1u=jn0-=aBAt1d<lcL`q
z@9w=nc6Mj(?Cg&-naL#QB<H;4dCT*@`n_{XAG1gCySUe88MXQ?&Qre4hAFTu&8A-f
zv+EE(P+M|iMVased^PFk<01M&!~y-g-+8F_4QXL1iIx!MhgsItKvNS|ur_>{`3Yd|
z=2Xfh)oHkH=#^K0y!pXH1@kq@Wr|f-$64lSN8cR|qV~6l%$&~azt?s7{)ehy!N=n0
zxtfNhPu(+QiEp?64QZb%&Yd@fyd3grh#a_FtgT7-d_)}Y&|kYejj27e(>XlxIhNfh
zE@jaG$?g|FJFu-;5O??O*{Xj>>cYqERlfCII*Ipmyx1~-^>%r>KR3au@uBj_e8(cp
zNR|ST{am3iHU<;d_||^VMU0lLLS%km=U<g=z<Z2nJ#Y&!tBz6r>U2eW@US5L^pUCR
z?ACSJ#vsY;?ti+5%X!T*>X8?%cb{A<w&?p+J_1m$D~fE<>!WGvtKaTDoB$diZty>O
zE$N`<wbgI6w>h2Gbzn>W^2nxljjLv;PhKTkvc1|>RN;+N_f`M_XifQ}Ykc<W(WjV-
z2t~TD8Y|S8r=mwI$gUI;@Zx6z0@x}O8kVB>^@zrl>*s>*b=|3ToyScZw_XIg2QOt9
zY4X03zH-0mq-)6aGZe0BkcC;T_e6}5+jH*L*U$GWnOE&;WABDBN+=VT{=V!Lt%xQQ
zWl>p7p7rj|&(Y#vdv~zyb@S0NN57Y4k2t#AYMj320m&q2TXZYu!5WQ+T1*wk-XD=4
z7kb()dbk;e6>g~%nJ>I0&hGtw`Mm{!ZK+rxC*H_M(p?Ix-kFP#d-u`o9my@azvs+`
zB5Nmez&G2V&hRTcn3dS%=Jt~`$1OMK`Sj4dFQBb>C`L4#U!jyyl(QL&8XM<=PvTrB
zhZ>9+yut`wm0#C*%!*a_zuoWiJmQ@pw>Jk3U2^uTllZ9pEn_D8>pDfbBFMHk%k{08
z6FAbi>afz#&rQ@{uuH!jGB=c0)Y5OE(t2Kfse~QHde{x=*FM7FK0qBWvK9XwW@(}>
zBl?ly@YSG_4{>1<H}s%ESf%+|h4Y{1(C^WXpE9>+AMvJKt2yq%^3EVpirx-YKQ$8Z
zNH*x6A@ntVU8_CeJKCY-9X5(wV`V?m$3^%~msy$Yc3iTJ&TTq?%CO8GmdI-HE!J^3
zV}E<yBGCN34!F~b(v5UchZ+aFjsHN0iQYhGSuW67=GihWKL5u|zqjOny|MTj@$t%m
z_O_qRED@DCkz}zjrnP2`G$cE-Qrdc)&2RUZz;KJ$7)5<*2``Zg!9SbVs;oukoMOl^
z5WE=BYKgkC0hOT<i$)3FvqorjftLfo!N$GnKJ?O5>rV`Qm<&b{%%?g2R-+Yuat-Cp
zew5A1!1G&)@FC7=-k=c+aTZq|@g||M5(`K<%>{xvKlOT&Ir_ph0l7!zGG+r)t)zUt
z`}%9uu?AmaDDS4)7xqv&)5>|E?Ir6bT|L2jE}8c2GT7-P+flH{bZoCRxJ1m7i#{g6
zFH;4OY|gF&zYxYx>&Io=sGkkynkbB+jHZ~Q)4?0NHx>~8q|qdpYNTmvK7|Y-IZ9Y!
zyF5So7+xgjuDWTM^b(RGQMQcyoNQ-go41>B#wojFDC9`m1VA1EYFYzbKdd;OIAb7A
zi6cDh$75q^^#?bl>QB8X4T<^?nkzH(iZl%Fy;Q1P<*E~ApcCWtObMC)XI(c?js7DH
z0`RfTH!S5lI&a6T7QV79EUbwWeOA3w`oTAe?&zVRP<Tp_PoHVC&uj6sPA~iSV&y)v
zD#R?+a@nQd^=MsR<W(!;>cK?AJsU;tV`~>3PJK4E<xcqye!8eCU07#gQQenZ&>&$`
z^Fra3>=SFx*~oN(;mcpV1aWc&-J`{77emj=d`hnij3_*N%P7u8e@C+xp&M<yv()xg
zv*`nrYs}5HD>YI=``@^Mgy=)Hp}|j_g1{JK-CCcJ85dop8~vXYUl|8{Y<Xey@{^cM
zx0<J$srpy=pObHZDa|)Ee+Ttn>-WumQY{)L?DVLE9I^N=2(GlHmWi0v;PEu$(mZ2&
z>ax6Gv>*3}@wSucOP9ocZJuxDVm6VvmIeg6>FdVo9&M||iCZ=I55+4xMIUz0EuPrx
zKjm=D4&PTB8Lz&o8QkdMBKu`jbcrxPvU?%7Z^C{hx7sb$a&GP4ftt5Nmu%t(0_1Wn
zWOhn1ZAzP+@!FO~J5rwmPGH~f4sV+v6gWPqMoP!%YA=ah;D6nJ-pt=i?On-+f7A6g
z>S4Jo-Rw)#@*ilBTOT*3cGhenV&;!a4d#WELj|pB!dCo!&<{@ut-(ix_5ou{3a0IT
z-M^brB+~>PFZ>gL2|YNx*JK3Vcy7$$u>gMYcB6alpd4431)Ei$U>h?1*upD2^JmIE
ze2sBKjqo%-+qWbM31fE;(As<#<f{=a#@cZ}{K$iDVqq$-=f}|NG?n%pPrsTM(1)%D
zpJX53vBL`FsJa%-dS3ERvl@T%Uf>qP>BEQWVrQFg?wneOiUcu5)H&kgSmuj)n6r~j
zT><*#gjtc}V2jP^(=#?TD%fF}+NYCIwS`%x^V1{6cR{NioLYB5EMkY)5yTnAj_JW|
zBS|}pNO)**7j5pcY|)0=#Rk_)N#Z~YXGL|-0%1$A=oq5qoXWGrXL2{MO0~WI1&{?f
zgJ-jjo6?dzH{b8=d2hf+b39(Y72Ar-W&D2dZm!xY=CIm-)MNcm3Fzg34=VO_V%6`U
z2hG2*QG(Jz^lM$_4k{Zp(r=F}8OBYm6as@~jDga;W!XFZ8drnB^ea+mBDE|sHx3-B
zE0n>M7;&kRTPAM|uWc6@B$0yh!{X-lhX(WBp9vrE#U7tZSO7K{-H~NR82UW=U=}ZP
znAGy#zsJj()*4w|kJ*pU!MuDBspXUfOvznx&--?Wx>sqpqO72mym3`-U?|5_XPr64
z@%iO@Qrm{}$KFLh=up)41>G~qE=Szy<5nYHzuzKiR8Com!bko4)_lGPRbLVtwpXqC
zjdK>(8V*T~p~@}m1HZoD`?*>kX=V83=1JKiJo6v;v7<`K$|`j(&QhH}Bxdz?+bSnu
z$FhhHtlJ~Hw>sl;D|#b>YVMz&{;;a8rsu#hAD&gM)YrU_thG=0P8tf3R8_okQRMsF
zMRFb?B2B#D-^bSragC;Hb1sxo12tBMWsqON;2Y`IT1rz?Q<ahvF;{W+5LoYSb~n`b
z^2bMc_2MsTetmTu#0!Xp20z{o0;bmXV!RX@2j5*}`u#xga&;BGtv##PXl(09b-Ve@
zcxvk)zeiJlpWxk4*m+gV#!tor#%_&@*VTHLY%#4+ZSB3Tc8A|-zsgJ4p$YcG`9LK*
z#Akv=+FukqX#U}_>p@skKRg>0&UvQ!qUf%wokpsazc4=B59sFR?+ncKD2TT{T6|aK
z8ha(Y>p}cESFeM_&{?(c?`(gX)N-+4T>Z|tjah}-jX&bwv>&TEMVd4vCS=qE_1t;Y
z!llPLAI4|kCiwVsUk~pk8j<?Mp9*XjR-JxOZE(`$Gdg|AbEsHxeS4KV_U^-ptdmy;
z2%Cc6g%|g4-U&H<N@DRNrG8ewrio-T8U*9(B|6VM7_OYv&%bH?>b!XCCx4*X4*&Zb
zhuIfO*1HHvC~jHDOI&=A(fk>2bNBZ{g@#~b=h};Sky7p7$hA4t{EH{WF+<tbbq&`X
zQ-EgG22E^fm;s+`W83hd-QddR4kLA4Zf`Ns?<XVJ^QK+@3`b~0O>Be1ALZ=Zncp1F
zQqO!L8OXxU*Xa}!4Zqq|#H4;;$J9>}Bz5knHZm;P--R!CgVCRkuO{_om_gh=+f{si
zaN0Aspu0^reC7}L5K>#W$}KH2QcVhf<}ll6Byi}R&aO+aMA?fkxq5aT2i@IEa*A7J
zWuF_7dMul52f2i90nz=vE5CWFzc>Jpzy#<8hRALIe7i5`UYIh}%9Wy;u)H*QHxP`P
zM3JB-YWF)0%E8OgB?LYk54Z%iT!QYv;>a=Ra121<Y)-ucpM2A>jI-h6&3JSy)Y$o%
zO-lsL4}J`n0;lQIK)4=o5q}q4fGv`9+xPLIHJF3Rfurj)xp4Emu=jY<z{Gi!;QelZ
z3@S<O0?-5(y{}1T0VF{SUNb-cwNZ0cWSF6H(<w_@rYa0?V~~O=$IyHUT=^lNS>h`W
zly30d&pJM3k1ari%rOjvg(Kf^vT=v>n)>8Z+c-(Eb8}>_eE$(Ev`e`Rj31nmPZVOg
z<g?QXN(@rj8H5{XR50^og<iHKZN)U_wyb^$?<9(y$ETc?p$sR4s9tciD5=h56P?$A
zVdy6m)od(nc;G~oV46WURjFJ^3<>fh>!nx@52ikKm&Cm)i<7oZl?9n>I46-kZ?62q
z(w^z9eVjj@^~A1Z+<Nmo)Mqs)j&F!$g4wA--!FX4NVp!>`;Un`IbgI{=iogsiE>DT
zukaSUlOTBnSQC6pysUbR*<QHpnf&<Gx1Ls{db`Y%<$c{8nrf=fAErxo$Fc#zFFm#{
zLe2KNfr?P9kjwYxjKk3cv5U2|MZJ~VmzNwHc8@df`$p_`V*0YS$E6$sZ$lvI$g(Hs
z`G-wv2g8cl!^8yDG>w7u)}DIA3-LwG&Q;701sC>Ujql}OI>-WB(%8QV!z%kj;W4tG
z^}icW-s0PL_s`>cBWwe-U?_rXz9dxjhx%owx9$7VuhENI^MRD*{OO2Cm(ZtL#FF{G
zcj;b7&<{$Sd+*E#qAwX%`M|nLg=cBB`AXRx_lZ~@nFQ6T5aWdC(Ap1?AzbDTVm8`Z
zhf8molZQ6WdHs9JtH`W2eB^Ob#KC>Zm0}xwuZZ>1Il^MNpP!rAyE7v<ZTspy1V_&{
z`t24QXZ{iiDtR%mm1cX^GcfFJnF0UzI)HXH#T?xf9<wh_-0*0+B{kUa!3KlQ{R1T>
z<ceqoK(u1Wp%c~(k8a>HxHKvaDwT5OQCE$utLh;yzv|YiJB(jOTXnoB{FC}h(Bb|*
znTPaeLXh6&IM4B0%W3(wOeS-y0U%bK4p;VTzLT^paSW-|%_`HmVey5d(|Q^m8}q&6
z#OI1RhpgURDAG*Gt&zHRw_f_ssr?P&<0-ll$KJq!9^ns*m|GXs7X#Qip}epg_FrbU
zDs?aM!}AXGGiP$9aX5w_L-x5Jqqs_Zz^^pf+se$a;Lo4}?3ML|Ve&UPJm7A2;hM6g
zvEB*9hf`0)L(R=<uQ^Pa{4<3-b6n5tJy2Aa>Qi-@nThi)l-T0U3cn=#sH2ZO2ub_e
z5oarruOZ{HbKP&x?aW+9EAr?CZA(2Pt`x5<i4^37!-j9IOAtP*;-c+x%t}wH?rT{u
zV7Bc1S%B8t6kC*i^ZD3&YoKJj#`y_)K*KEB){F<B*H;UUomy<is~rBc<l9uJwb$vX
zO>x=D{PFbH=#?f8w?Fpf6_cXCB5FATnOO~cC>>PPN<qGT2=kV*CPd!7=fR*^Hspl;
zy7Eg*Mf}umM^S#zrN&H$TW>!#I^!-CK1+*UH!6^tBk9`T3jeYcDmmH3-zHb&yAqU@
z*&%H-_shcIP_3rn*R5G^l~<O?U*g}ep5m!RM=xQ{+8A~(^-Ntv)VOt78lMVG{~jPp
ziTP)B>3S1$#(IEw*!g<ptmU(QKbOXPA%6~pvbU=%jxRN)DN7taA*xBb&6>36@fMx&
zVoUt&k`EXq-}5{I36PgfEg!63ju_XTT2&Vd&?>qo$|P?xb=bVsR9JdA+T!;IbD)MX
zs2YNp_b7}v)W|KS$uwxj4+vSKum}5vv(0K(?i-%@GT74aaQt<Pwc2Bv@+;{x?p6cS
z|A8zACa-Ui+<tEEO%9=`n$-02Q_a{@{ziUoQCpV4L=^ZqIAiS;{}Ns7vQ^QIfKb}K
zseA9fZw{T>G*j$Za{S$7S0rWh&G>!BwDvhiVCJ-Odewuj53iMKP(W0*eL?tHjY)L3
zSw>apP4S9A$+VT)xiHhsQs@6bB=-HAI;!Sw!U!iWxlCszj%~;Q?o!aJf2XDE6fKII
zyZ8GCuZIt0Rj%S*J?==8nNj;;hiRMMwN_17tNCgcxBevI?X}8tOW)9wU!QidEnNd%
z^<TZPQJ}bo-=;NIJTTn*I7C?cbnDlOT)jB1_EhujQluwBCGql2!wunP-!oiE<Cl>M
zLPI=5X$hE7|Ar#|?em2F%hw~~s_fr9j{jlvHm3UFpBohu^E*T9YeB=nsE7V*&W~y0
zW$#TZt~k?FN;f%3E@s-A`~Bx%K~m*+W;U*zv%lsORg?8?^h2lVBzj1%YSKZ(mS$`8
z{(2N~&3!Rp@?x#uMJ?A)0sP}S-ND<fR>LXc%S-9D!s7G^VXSpQFh2j%>O-$G0&Bw{
z_%bHF>M$P2X+zDHek5!iuh-{nmG1iflM~=~x&H^U2;A(|Ry#lZ@%w?{wjYjsxy3nA
zev7sOBC?FeQbiJ-UuHXSU`65_)x-E<I0Up!c1vLTNRI@&sC^#V>43Q6t%Yp=tfEhm
zUtyZ2a+4bJ@xolZg}_I7<Yy&xm{6Gwrn(mS%DW`IaHpXFXlxvZG(%W{enJJ)<fn&-
zxNcem1eHzZ!RaN!UgKAgiiIryM0$VbSE`v@^LW!67(WmTVl9j~qj;0XFx(_8ZVkb!
zLx%BmuD~ZX4XCp@5hd!HVuilR2DE^YY~IA#qv}{ab}^j~Oc7&Mbj&Kqv-2t?X_LDU
z#}nLr-m{VoC~*6dL)$Kep~k1le6#f$?;uFN^4jL+`|EU144=5V1(>BXk~HQ&;%Gqg
z<AN7igH!Xz@IyqYsLy!orzPrVA^wlj17moT$mi)F1qz+lO`x5D=cf4;vWh2iie3<W
za1<QltmG0ZnkkJRNo<yIvTFj<+vhQzm|kq!sBOAu-g-qQX;4UA2SaJ!s^T-LoWD^e
zb@f^tODqMI0Ucd1??0)?TL|i*>XTv}yG7yh*RjHdv#Duv(m8UKv_zbZb?cGgOS#nk
z8h?qn$bFJ(%`2XAja5MaEz^iU4JvYc16#{as2c3Sjpi?D!NcpD+bbz2dWk00lhKf`
zcF9I_OUQYH*;+T?Gg@&CQ#mQ~V^W#wgXt4p17EFnhWZ0OCrKO-s?_fXXpCLHJ3JWY
z>lrUu+ytuQ;H^=5;({j-97Mkq0G$QPgBNQe^+hh6Ok5R)EZq54rZ*X^UsB?i&Aj&D
zTba?d`vXA#N1)4_o-osjG=5w<YII=-4=fCAy5CdfbkTi6h!ryMH02Zi(23l8DJPUY
zTVrjYNR;cWx_sU5w25R0NqK2%z!D!E^Kl|ebiF3%F~^c-`gj?lobIhQ@bH?75FNhm
zCj;X9s(e=&@1Rc8xV@1XRFBO9|J(9F=4R{gZ`JX7V&ee>+T!nOq6B*UmAu_z)ppnN
z`fkl$i&@3xtp4H7??|&;$kG#oA4yfh-d{{b@9%zUKzoeZErtQf!=Outb}UNQNW?ck
z(`QX!AeGCpkSAo{{1DLONTl@=`CZGe8#jQg{l9e56~Ff1n3ju>VRC?9=ybi{=Y;rE
z?@bTzzo9J~yQyc&$NjH0XGHJ_q<1N_OoZ|Si)o#C!{Rin<k!6#VeIc*<9F0Oj<7e3
zJXk{jMRrks@9L#<V;qtz=&oFRw4S(^yWaq(ZQb03U$^Fh0*`T|@A==Yjg|^|<m3P3
z;ZSCt*RsLk;tlpo-Bj7eVE-FCcP8V{t?Fhix;3TnCGC=edY88vo<Fzq@W`>)Eu0y0
zNYmYeW6l&GQP{Mb>8ufTK)cEqv2W#tp-j#(r|^UQxs~Lchj%SuQ|qgrmlPY)3=cai
z6uBgx?2zlyDt&4ip-0T#t%8Bs0v<|o(Q|SW4*9ooI~TgQVZNBRw=Fa39kteMzSN0u
z_{}#;$i0#EUnzg77C!3IpC!*7nD$+bT!~s$Z6wD+>Zqj)QcWjb?&Xzu4~MST#cobr
z%NhH&_>WqXehw$!j2bJc@s)bpzxUHyaO4`YAA-2k#A)7I9oZv8LNqM6Mi)#+UlG#n
zem=yO9FVP6sGqmTe>IgITviIz`!b~mG=Mm#e`(zd4lU=4Fsn6q)Au9uG^p!)jNDMI
zYn}_<4v?B;>z<*Jp?bgf?q9{GUv6F&e*C`HpZ^`2zs}lWLc@$2dvnA;H#Ti<*u3M7
zx%0m7)A~cfsig)}mw!CXp8SK~o2?#UtX@0KgSjd6vGEt}x~tpbmmd;Bw`MPJ?2*U&
zZz;{M&wUtJRs7!hq5MqGSMi>)o2qH|^+qx}wYf+^Qgc%kFC<K@v!SvizD@XO#nq|%
zgcsKJmwr80t2R45f!$RdOIvB$Cp0t-&5Eh)T-Ubi*E-rEXK}@JA|?pkpQ`kX&UMiJ
zcThypoBC=GyZpLU#jr4|>8`1B<&u&u7fLCaTlW8fhNZf7Yj3}s-$|3;*mDcNh(?Id
zO^DwZJLK5=nl}0i;Nm_kzaCqd6wmMcTlLKO&R2gbAF1me5s;fgYy7N=iML<ycdV!l
zDlV%1^%l{~LDFuD_Lw~RF~#dzT}-{x(2QxsXN4Xy4UpS~<4w_7Ne~p`Gp<eL@5){-
z?dSHDKjQASFKt&l-qzL04g7Vt;{C1TEnk1!{m{r!o00Iz5+WMvsrE8eqPEvk$nKvf
zEARU3$iGGQJ^ah7mTwtd9#P`@Q~W<X)?^e&zutVK`^y8--#0b>BoDR~^F&gv<(ZA$
z94?rq$}b?Dke!%kBg1VvBY9MP9E<2z53f<XZ>57AfsR1sG{<CGF^-6SfR)1s7nrnG
z$R^z4pva3r1@FOP9ZyUUk1^DE-mf8I*Rf&HF1UyLQ30tUE7QQ!Clm#dYGm9NwUg(#
zVCG7Rx+uU7FNjejXpv8w`n<L}BwsijW*D<XTM_SOkJc)~x+KfzVIJzr!V>UFesE-2
zJFa<-D#0|d62Z)4MP|Hj4zOX^E-DxOvz#Xk(`G!INN2%d<JfciEWtDtRtl@Ai4T4h
z>!Gd_5?|Ry%OoRp5FN8p=4*CMr$Mw}P9hg8Tf~Q`i6d|h<O2?kYgUnqEa5%y8p{tj
zH?8APPKqkD9n|NuDHg26;+afA31wQ1v3L|TbLd;NNdeH`Z;UQkgAX}xlyeyiv7WA4
zC&Hqx;t;W0G)NMv7ca)6klfPWrc$dg7ipQ2kLAn`rP?Pg*rp>+oBAp~MqI#=GYF^_
z|BStR&#ZdKvA?#;LkuX84!xDhh;rGj-_0{*B#jFQZi#&<<h<aM5<vZ1QGVZ%-Xjxe
zc`$H&7T}T0)v6%h*2CFGPEF6sRs=0-At9QJG}A$+tw)kNuY`_`NxkATfwph4$&ZAE
zE*=_4-yGU(3FzH)9km`PMR&S6lrkb76z44G&XB3DCC?3xpIFDiMNCuRRX3edx4VX3
zF{l3goN>{)=s6|?Kj~2G`Q%l`A<?YqbRkr7f8c(&dzD<#B_M5Hqg}TcZ;46}9k+a}
z8tF41+rM)^Ia_%%_jw$v(oIgQ=Pfm$wXQVeMj~B?VWn|V`k(TXvI9WGy=#?!AKxy#
zU3FZhMvD}`@5<dO^g8#B-Ols5ESNq)D|v`<C~th!X34Vc!1Ber=QpmUp4ITIfXIfc
zx@O|qXY(}h(Mp4vbGH=ML&`ZeeGBUH>g>YR(&_!7XFT?L5%g7;>CO6xi~`>gOP4IB
zl3WW>dtaQ1m3nE6cH{XNZGF#L(JK51-?I<3YNFsE!yw+5Zws`BUry~wZ7m!cRiGbF
ze5>N?4Xz1#%W<)XKJwyRTtKGliu|sAu~dWUap&j1YO5J?dC@$ry(SmG@@+9fzuiRi
zsS~J!l%cxVZo2#}$XAuK9nACG3^+>e<FopkXR1A3DmCIsOFchn7(1WNmkQFwU7@v@
zvx_`$YDE$js=ht$5w8l#6SIDFv9G^Ui|(DEx;I|Cdh%eyhQ96WJQ^f*=b_ZZ&zOx~
zKK;Wd@p*oj>6tf5@uI)$<G@LC#KTs7cJ<{&=LzASHWM(;%ktWW%KPIfqG2!UcduFe
z0R{nWxJ^;6yu`j-E&6<eZ;wr7`LB2N#g+G+A$KsH;<!HpGp?kQez~<si9D_f(R<Z!
zZ@gpDZ&Q4(@22hg7G2wO?EQZrN1W%5DQvxUDP6<;r_8In=ib%<!SWcQ>K@I+N3nLG
zK`=<reBJAA<c}21+2`fn?^P$C&1|<l*_Fz>8|<Uatg}=Qi7H=JZjM`%vyIajHa?4e
z<u-LKvNOTd%rFm$y5`L26x(eK2sW*{R{kzTSCXaQc0j~GE~(dPZCzg@G`_yClol**
z{qcK**$?!sCeteQa-~?}m(7&!GZ~^U^=pOY-i?qb`C9jUjPpW7e_ZM`uEvw70iJG7
zhPvyfnaV==P~m<*|GM_cBB}8t%!HfF{n}u~f72}+Fw;@F_huT=-5#HgOIC#kTsy54
zjY*#PGSR7_KEyx0FM=Wa@_EN)-Ka>uhI@fCm{;ABLS;#L+ZwZ9<hnE&`5?uHnI5!)
z<TlY}xcfOp53At;4oke@>b~^wRwyK)`?%cxufNH;q_xYtB(oX8|7nUz0P$nv=k7tq
zd<?Y*?n?*=?tpXh!3(G>=IAJ_&YEp{tfmf-`Z8_ck!|>lA1W-FP14gB;GZkb3E<87
z3A=Xz--QrG!pzw@XE<=pyg31l>IMt8L;!1-8<gcqfa&Z+`lGmPi*{NtWf&uPj~8jr
zjY=Xo0R^+PSFA);q!ue1qk9sUe>e~7-yyP!`4GPJFAelI8YBuV6iw+>KHI3QiiGh~
zed{zeYSp!2@1@YOPC#JLM6fS$?lN|I`2dIu=v1!aoRyZoZmKt(Wdb!Zpe0@!$xIc|
zGOyDnyOT3g%=cYHrg`y583USZPLcg_!L(5lMu{8)Vfn$~Mrj`?vw4!V;O;6xB4<v7
z0WFDu1;3ki5pK8*>3`P7&SA-Pck|Us%n`ysJJdFC^0Ya(oM#A2)0W0gYvC|o{aX+$
zhN*fA65;t<Rfa5=VQg9_tb)>s1@#0<$!SS~SR`v*Wj?C3xwxK)ul8$q1+qn84oM3E
z>Vnsp`pUd%;GRoXMRBmRy}LLc@O1C=5v8(2U;?|PrDGv|7HGT!mp)a^*?acnXt5<!
zwo%?3s>b99*EWG!Ps~w`uw1-(pFn^|KohHvzuPLQ(AU-UilIO$yOiEX3SAO3)y)sI
z>)?DDRZs4Ax;`J_d||IO6WQen?21L2JTW*kneW4P{^e4Fn!E)^yX#!-UA~6mylz@T
zuJ|J(FQ+hbz+1c85I~f=)mI8>AiI_GIo6rD4C0k`=77BqhicD-Nqh)NMcmyqhXL0o
zrT8q;ZwJY_K6>?$sAewZmsC~_?MErsc;M|f(rNd#(1!b5t}Dk*XdP{~o(!%!<|C);
z7BBKsT``PZ-4Y$Oa`(=<5v$iz=ln<KHkI{?{EPX?;i9!Jc4g8<9m9kIbuPKLt|9Mm
z55|=HCo=_Fv<gY{YO-_hr0jb%u9vo2S%%iO86ORFjr1WwTQZ4H2Y&QU)!mZyF#4gA
zr8RF*^ZM;wcL98GM2(4rJB>?1e|o+2-BC@|+=~(pTzt=_qh<MqN+ge}r8~ZRKGWC8
ze|2OBKNI=xA2Y;m_!INC!v#H!3!)$EM|BE*v=&TpA>KxD1gje?D*#yduJ!uEw{xfa
z{D%{6HaWa&MO&p*@J-o_o+yOu7%W&f`se)IDf-4-c=J!=%lw{*|3HDwA$Cm{hW_{_
z27@Bn+7|4y!dkMK)?l6SH-i^6cGCi26|vy?PO>EYGc)=9Z&ka?h8G{<vnqp7-!Bk&
z_EKkes~?$zgnXOlu9QBx=5gkqaho)Y-Kw~O!rU&oJJLp9l`3X{2|jP^#SKYFOqHD0
zM9lObbD-h<E3oZo{tQ|avDO0Y7nS!&SegRT4RxT|H)JDOE3RLPm7Umf6#@!YR7x74
zQ-G$qr?=UKeBgXOs)3b0)0`i)HJiirovJS+fP!++%NML{=V3UK36?Nvi0V(EYP52M
z@hRs?EDR-LEoO`EgzazBq9~>fMM$hBoxTg$m)SfBkn*NX_UBP~EK1b%a%8cwsDP0~
zdc%`AXFU0+cb_+XHHTv;BOHc#ibhA25YYZ<Z?=-B9n=V6@<J#c(}wDa{5rTFeAz!)
zE5(AF1Os58Z8yzN2Ga@Cq>r8T#HvKv(peBLz#4&orh(QIWY9RG9Y^m{P6R6TpR&y*
z%G$%YieVs0_-b+n2?jrM|7ErTn_?^w%F0+(ffvwHh%=EDlc=Yw@;y@);ALP3y@=0U
zg5EwE*NI2y&1C{0%YTG_wzy3sC#S~LM~fU1)t@(!@%Li_TwkyPbL23u0s7z6MG81d
zpT<GB;G3E}&CezZIlr4Ll+q$R5}DRQ2uyQ3KeI~@bOWr63=ha9f2U%1!7`Z*iA4oV
z(57Axadr)JG;qxc#cOTswA(@h`3fohR5hONHl}*tul_{pD55=Fn+693UU0MmavR(?
zW*{i>s;GcU_*hg~d$=xomMFxgbPB7<8xsI%bad(!Dt8Y4n@(leC(n5F!2Jpb?&x&0
zGt^Z*Wjci%WBcDZy(or0#S3-C>J)1^j4~v8cyocjYQW&ZGt7e3Ctw^>8(qezAD5C#
z(qk_-T-Rsk4(nO%y!=Uo+X3ryKb3wnQ)_i-#PBE-ja1o}qC2wBKQ!Au_DnXl`jJ|<
z1Jvu4lO4Gp^KS0+zaMX5JZ^!@e2t_Qc|{#Xr|dP`#(e<->`qEE^Fhjj?Oax@)cl)I
zfRq~N{VeeuC1uvi_NwFW{P4RYlpv5BtghTP+O%}(&jr7-O6rJ7m0`&v?MasTELyI!
z;UBXzdL<x%Y%mD#fec<Yy2pzxx%T9OQ<H86ny4X{reDHY2;Qast-?5(Kxw(k1kO3^
zbow6W-xgA}zr2{R^J~7Z*QEagbxZwUE;MD0ypLJFk$>VK6V%Sm*hKcgixx?*Q=tql
zf>%Q_dwUI0GMf#)TC2v>r8Uisx?1Rb@h7aK1c*$eM(@8XMBVmDwl_-YE>~=(`RGA<
z`D#^uQrQm#*iZI*$7Ep!)FpGYV|WXTq~8V3FWCYd+A=7<DlW3ZPa$Wnq^#otpQl9e
zK!og85%lRQbOlM_#xW$7`g}v=?x=$nEEW)ksHbQUNE9Jr<OHm-1Odw9G*oELP&toW
zvb=+9k<CG^P<r6W?8J!%Nbiwy-h8x?fT0vhlLx+e-Xe^h=O5S02lgHqjs|ZI<;Jp{
zQpl&(y%l*$<CvZDP;iaW{Wfa1VkTe&ppXb4Mxq3?g8VX(qZWXCN`=MtB_Z3lD2Ff)
zgVaoOKw}yJHO{9{8JxMvY%v>mW9KeUUh(I#C_uQ>itkcE5TXA3ANOToe88FSoaD``
zg|f3PaP%I}3vvB>id1<t3KM-a3~MuPmmKFr1pb<qjio-`j&uXKF%vwpTNGZ?0s1s2
z00LOynlM8gQy&WUD{cUkv6{GBQv8k>Kz1|$G#Gz`1U<yQm(ts3VbtNI9E$fgRUVbw
zqpK(4-Ohlo$NCqg5c?X_EdZ4cBw-ZEw?rkuVoWt2fYFraZ`7Z}S4sJnGL(IOR?7Je
zmY<ixkl1(eFu1p2rR888RW4c9F)MKbE?xzqDCFM7-G)uKO6<~-R;)~7s(e0Mxf4KL
zh>RpF;I`b`T(Pk*d4l#$YhF8luKDOWBh(6<&2NmiW7-3_0`5!c0{czm-VHYf`p~Bf
zT_`}1OTychqDdLkEb6FLyYok*%qkgS0B1QsMG>HBa0lSKGgEoYAS;}OjwEeWDG}c@
z%_i8WjiEwo_#+#54dfljIu?e=wmdH4_iUrN^M6L-?WCaAji$q-QlNVaV2Aa3(oegy
zto?f06Zo|(q4EM2E|K@Y#G(i>3%2GwD)4BUp9yxj*oV#?20NG0iq*t3jMi{0Ky-ac
zd_xb3ICC_#dy6s$r<b@N&o*Z5lsI|Qk0F64EXtc#S)#6vx0DCdDUfysXoj^x^dmd+
z&jFoWeqev%rX2wgvQDgd3948W>|v0cRM-dHCYkxCbw-6OVm~r!_I6L~=@Z~=8$M&_
zG$`=!6Q#T`)Ux)^a8UpiVq|9%;{k&uNOZEo+DcHpXa6CBppgC>fPmu2XeV3S5<2B7
z&h~?Zavrz<xWFAHNSxDaZk9i3%fsMq2s=BvQG!bKL1P!}dQmJ{EF9heVy#H9$<Tcu
z%svB=Lh|V25$$0kPyro_a^4L5kp|R?C;FNLJb%v;Fz=77Yk}v@VfQlk?q}_kLL3w3
zykNyo>BS51DWrl6S+WLHpG`rMKE%mNFkBz(o0~k<Q&J9Lt?ZTu{{^F|3~n(b0}MPW
z5iEWbT)0Eyur1x>)iy-=7RNfOo>oiiw1TxkaJEb++(Z2&I5BG+wzoyy)JvlXkxv_C
zCh`RWseLdCqkb0r2)hM<(5I_su_buBU#MD0DGspo`UHnqH<`|9-n^7fSQI-4@AUD6
zbfOUo@Sk`jC&{r{wr_%{VF8q`rOg+tp=fWkfZqN<&Ry#HduV?ExZ)f*38#(Hx*7pQ
zY{jp8T#%@!Obp<BoMM+~7+LnNSyI}_KZ$9Z6-#h<M=ix4No?u2>4E=g5ND`~%>0Xr
zL(xsD9!CMfQW)E35sJ(KRC(DrP^TQALtGL3AEuV#9yI-F)JW!^@wEUCzc{L;|DT;9
z{olg4_4wlXkS038VjklECe;YyVL(NGzAbVCd^?4S?A3m$s&njWB86SKY#$*dN<)aU
z65r;k^J*JZBz;H&w-j%Q*`1e%c4C|7z{|c#cN=A(<=N(ZPUeta19qOoY!c6@Gw?#P
zuQ%4B%hRDVN7VBOy@a*Pgo4G)(S`&^Q9MIl5=`&%<eX}nDEgvLk$|t})TrGv{0SRH
z+EU<!o6O^a4+i?_UGRLyN#mc;r)V!xgaHE*RdRI~02rJ_w#iVihx-X|LryawV&>Sm
zpHQ$A=Ts+#Dgi-pkYam{9=yy0H!m=_H(81Fe89@msLHmK6QZ4u8l0c8h;fc5j!9C!
ztvQqfHdZ=i31PAjQyyZ;foqw~PQ<o}*){knKj7(17DXV10UuyXa1$ip%q3<MwRNl!
zZh{YzY#ah5HZGVp)SQsX5HUlb3#TE@7Sb;W8JS&RvLF%grr_Ie>r_Kvbfp>AQ?$3g
z40ey5Q)dY{dXMV+#V~Ccj-U@%EBf79FpaF`>{BJo;G^-TkT16`ctlG-gqIg@0h3Ze
zv43rMX;|z)qHjij9>HE<(o$lVY61hkQE_s?T!Q*ngzl$*ENYiAL<OJu4&2q)(`u>l
zSgmXXU#-jn{Dd?EDluC`+$om;1X%NNprejm7u84-?4f>koziJ#=)6}R5)1r9pZ#9m
z_^MF@8je-LzzdC<dtqldY?A>kL!W1WP`@!UfQvz2a6(dn>|m!iYo(me1hcgR*b5Ne
zj>wv0WfyOs;pyNTN-J^7;PW&SK$qf#L2-Rw8zpwDaDs^yWG4npQolUMU9nAq;+r$e
z2YzI+tOMYzV_g=O_KEss4|qQR2O2q@xxU|)lJdJ+?hoPNo3Q6Y+k!{9M#sBvCo}}j
ze;+aWV>|m8=%n}f547ddxXBa8mr5DxN~kz=9jZyLd4pc~9y9ye<ShGTdW>tRPh6CV
z&4QPVB`T8=#FVoi3G&q4=L$_YVFE4=TzIL%<Dp%ATWT)~_Tx^9wIWQWoe^OeKx$;_
z=3Se9l|Gf7>G~z|{PCf=H@4ESg$u?~oAGAT+>eeM9q1;wIbBYDG@ULIcn{Qk)OMa-
zU7%B;pZ~%S99iX~mq$=aUR2?uhb|!XmURZES!7*Tg&p}4sW?TEvJ3$UG>=SWSt30(
z8@%Y$1O5=L_|3tKM_m&e=Xlag%BzCR=NYzud?%8cgSY+Vlwnf&R0M+Z&nn~x^Iu@~
zwHr{Gz+Tm2*q;6j3bkG0ek==Xqd>TFz4ruot0aQr>BVzWkhJBSh{YW986sQ5n@h6I
z(deuF;g0?QyNnyKzUq_a<;L3;*@ZYO13=Z%8JuKW2G=S8ELyJq#9GLsILPQ7c+H6u
zDGX)vlFWXHQ+tUzw96CNPKze`fnk%Zr-|#Z@`>aaaDYP5T^v+)t06U8kWikCQF5ek
z5YQqG$<xxARv<3;Mqx1&mTlvHRKA?xRoF*3Z!wgkVuG1tk?fCye60g7kLH2Hd9gZ+
zFb@z*;PRh=axA5H^%R%}zAXlrTyz)&#X~XZriJu)o<0F8%a(*sVz_t#pP<YmK|2Z+
zBs}8j0N)nE4Ly8Fa-{e57dIq|A(yd+1cP(zb(og91TAg{@NK<Ds5@P;UM2t*I#16x
z*rBR1)GcLyKe>M5C}5SyX#X5vK;M%{TMale3P4ULK+sXUlwVFw697uLZ(g%-dYL1H
z%3iTdEsz~C+;CuWlePdoZv!7==qFh$F&v<HArM(>3CT^+`hxX9cUb8RuyT819Sx|{
z!D_-<R2L0nR^iS9VjN}!`0zfm)|#D_7T`la$Fb_YwwA9t$GJ49`xv1_8s6UFtY{CL
zB;`0Fp=IrOjUCc|psX7-pnTzG_FMeS&Gst}fBL@vbO3Vi2Liwv&N6C!zS^L%V;KPo
zVyee4KudT&Y*R%(hKrcyj6h|W(lVirPs4V0QOZUk`gL#ZepS_Y`UH$>AAALgK-U}!
z%F0nTJHK_<bp<i!Cf@n@eQ%6>8T%!@vckLd-m!k=H&>Z<;$!Q2^OOkFC+}VHMPdxy
z=56^z!`1Wj*c7tQo$RVZ#?Ajgv|pR({+-*e{9Ts^zbzz4T;=h5^U`hmx&T!thTXRi
z=Mg|m_rypVe5eUF>mu_~#BWYX%f4s7;-@sc;#%Gndl|?3<dvSQvw|_pmlhY`FlFYM
z?#GoXu|KHL{90^-$jT<7z~1>wNc~Ay4|nfyn9iotcfj2cSx13rS|bo9z>Y&DF;&?F
z(3M&)vIW^Oo`;iDzdSVd2$he(Er&RFg8|#2Og3uD78y`0!eQUqN_d#y&nyDStFYH9
z*2xNU6ch&l6|1;Db2PFLH7&^C<EoXhRO4aHYh%8cQx>&sv<-oWw~n+os?ZuL|G>^G
zoXt(1?w*7DfgiQbkD~ym0``L(vqNac_MSKf>9sb&v@=ig0r*1QG^d%;3GD{ZQ(Ny5
z-b{>&uAWR+*xyRFJoPV<XW{G!{3Ys=-~c#qX;uc>ydi%S*<M0|4XeYojD3q?JmPwS
z53+3sW{F7%>0&JWgopzYHtK-FYU?og{wgc?Hgz_M1-Pm^%EB559m~66oOzrXTnJ%#
zdeMAG$Pz#S5Cy#2dzE4yXgL?$k8Ce8MP!LN%tL{ob=pF|tcajxnLHi0MGF{kgdr~_
z1Em{z<Ng;mCm<-+(>h5YqetaV0itM>Y=b`$a2cYC<O^{ukysRw;3m^Slc27dhs0Nv
z{KR^=LoCmRSi!J3AUQxq8ur3&z-0k1&fkUb3Bitwo`&&DR$<hYfs)7Lz#|HYN0tB}
zI8HbRRCmD1)Y35|AK3ZnU*T8z-xB^l<HWzh|342Zr7ZC{0RiQ}EOla`C48yZ<WuE`
z(u!NFJoJO&K7iAA(ysNLi;~K|>|oLVMr}#26g7E2BeKVH1>Qs0cOAQz=Oj_^dPjUJ
z!WI9*(#>W+x!<d=zGqdvS8Ijb65N#5z1T7Q_2c?@PskKIx9{!+-3W4Mx^AmM&hJu+
z(>GG!0JHr5YTUw|_BpD2S~WAG{=wmsiBV#-yn6uc*V4ZO?h3Bw;<Ol^S^j->1@-1A
zhemtuhtcOhH_@%GT<B-MmbK}r5H_m7_MCWz_I7$bQrss_VQAgYJT&fOYA7aZ*`~G5
zbA;=xSzJd!jumeeJ&)}@IfDvN0T;kadN~hJ#}HZ*d7usRM^eIuSp-gYpZS7K3?N(M
zR$*Ac=nN%?DDxXES?PQShYL%Vs0)||;`ofE%&{23`{`Z{CAc9{5vH4>mI$WAI<<jI
zHV_?jk(?r7bxeu7fam%CT6swsj36PF^@lTigW3h;rMR8x6+}mVAV`quHYkr&w!#Vn
zvHEOAavVFuF&1zuQ^4#4#@P~T4}=AT6xOlk7#Xa{B!*&wwQVbL7ZNzf1BFMHme8Ty
zyVMWhoJKvtMCCjjr5q4zh`o$K#cYn0o0MM?^NjUt@S81<XgS-7Yy&D_*UKf#ThG?V
zIs!F904H{FkwdU;`@jVooJfW&KeC&MH+5x*pb5Z?&!D~m)}*6^2q4ub7YG-m(6h;a
zNFwpJUlt=zegMwZmpCwOjf5GVQse0;+$zgqMFDTdLqBv1pHhzpf_@&}Y=w-uM&)ES
zNK~cvlxoUE%3lu^{i%WTMv3M;j0TFB&B)^4i|y@Qg-On4L@r`4Ca=e_<nl5ddmo)p
zAl$^AxSrV<n>7xlee5Xg{9XQbrWpGlXh%F9=peJZqUqib^d(0hW;4zHyaU$0%vS}?
z3al8n{ZG06e|hD=Tb=@gn&Ce(`&XaIoxi}8ED?SnDz-=tG3|-^wWXpvgiR2Sw6o^?
zadSYnD5yurt~eLrcE-MZe5;2*zPvNoENfT%`cC9S&(6Hc^sTtcKQ%!=nBzEB&1m3R
zH<Ij;nRAAqE^&lE;k9WcCa2EtYQnDlzZ=@c7FTLxc#AefJ)S{@r~|S=4gIDX<=WJ-
z3w+^iQjKt?E52_hddZd)q~Wkpe7_2+a19mYuh;MjG&<I~w+rmve5ITAZ+Df&bP_6G
zCRW|LE>Kws!tu*lqku2gE2kHEgBB@+Irg+*dLoYqjB3Wdt~~m~pk(ucQ_4^dnOj}U
zj({9!2B<^A5J$W%fd^+!g(v6La^PUrCNOhKry+_1XU<MyLI^xz$~h<q8SoJ7L@jg4
zaxl-k^v)D3s9-AAqJl-*;$iS5Vr^#&zQBNhI~puR4)u(R2NIqwgd<F4dtlR++5<a#
z=1IVe8yT~TvCS)X^j<gv=-wiPEb5Rsr`yWmy;y5cH$f7mTp@)8cy9(cakdZ#<eiWW
z)7`U=hVsD4>~$@KZ6}u2s4qL<p$^($<#5<{#-jeFqgHk77-zXQXdtWy_70aMWz7o5
z6c)N=2`;i)^cvIyeW)NcEFYkvfq);zzX-!j14^qB=w;Mvh>E5d5s+9KE03V*04U2b
zD#)K0+mFQCsKfMEY>S~|u~J?Gw}FnWqQa<(>`oZ|3y%#)kEbP1)i8rge&FfR$}WXe
z865=rKaltlp=`~$z{t}W8|<);RS5Vh>vQndFVntw?Xskz)}^zTH{2diEm_4cqH)<h
zrh{x*=*I7zW<^Ws=a*8JJ{-mlR!SnDSO-tb5yWajgDSFLXJ(ENHp0JMFUHimh<#bq
z>!BrJ*7j7$3BT|7{Riqpef=!H^&e<O=0A|qro(@rr!@)ts-Anvm7k$y1knH1!2~;U
zSON!9=9M!B%%N(h6r7WpvtPvs@`!ot@=WpL>zfHLqZ14nW#nLy<*ix`HuJ};nrNp2
zzNorsyI;AK!1LFs;v2n0_ny>3N=k;!z7*96T+z2J{)SdD0mX!H&b<trN{{u|t}{uy
z`8v4z`-tC%=1lVy`d9mkn^uEcyN*50@vjD}#u{CVH+~qBEGl;jH_?Drgda(?Yq(yl
z-6s0u^0hod!-FjzWk-i{|GN1>S6%bjY>3M}dHP;i(UGnTn~0sCT;0<H&S&hkPj3tn
z*@Z4i_T1T<5#VKYZxc)pm=>Z9brcP>z%|cOxLV;!<S2a#r--m5b;ZVj51u@oisjfY
zak{{x{3x63l~WY!c=8)V`37apLLctI(*tj=m^)(!Bq}Z7$pk)lqUQyICX}5>=VHPr
zlr<nSV9lo3nkTXd2v1&_7gm_EY{9$W05XpZRHiMGc2yt*1LsHgrz6tgW#@Q>)j(6-
z@E->>c-y3NOFO}yr%fsfBP0w#J?)ArLE#8|yoq2`aYM7rg3+c8kHjGsZ*@WjW15^T
z1;RQgWZ>)y$riX+5cG=(to0YQ{jW~Jb6TNa0?$oZED?BMra5<Ud<b*Xz_8!g7N8%5
zE?srRppD9zM}yaK8FVwbg*Fj4W(y5~5Clk~c%tVBC?f%^Gos_%3OG@~z9OwKK=-t|
zQLV1)18<iN%h@Kup9#l~5k3#L*wN;rKHp@h(`5Z*L1kZ$Wm)c#1>rjAZcvxtlGlxC
zv-@G#g&jMPl*Qv5S+jrCh#Obl2i4loBs05-SwgqNZx!dxv2=`%N1eL=L20&5Q#1Gc
zdDo%($VVx<V~iJld;(?yU*JVmYIYJKe6?UFbGiQqn7#l6xc~PE76f*({Qq|N|3&<g
zfUcm)S!(x7uQSw2x7`%V%8J_Nfl8QU&~fhT&1cfr!V?Ua8y-J!Kk5_WI1{a?`y;3M
z2}<VMmfqtHX{!OTf1g`HwpT8#dwF;%dlz!XhUosBSjK0QS<g3k%YD)nezeKlXQC=S
zD|;&5e6-mUnOdwUA703a{dy1k{aB>YMerBF%0-Jmxue*(;1vzX=@||Z3G~|%Q&Hg6
zyDEZ5j(0&^1<k~;?vvLu!3R>TG~Ysh$-bV7z#4)xeQc+^QUBdEcl~z7ReVZeB-OY1
zPCI9!etA?l%o<^-e6qxe*b5XDvL&g;tcVi(2bRiM>^)J01p*2bWZuKYEFdfbul$1D
z1Ob*P1$+g1w2;8T)Cfevggk}0zQUzIP{t`}3HO2}Z$_b`e0dfWvRf{@eVPm0ybYE*
zpUKJ)L7BitpJNj@n7l=I!|mH-VePNU#G}wL0Aec{7fus0#F89&_xqE&0Lvckm#k0e
zmTj(3!!uw?K%OxDi>3S$Q{LOKKM9B$!Rs+p6%*L&)G*8$f(35O$wp@)8NeoI^g%oT
z7i}X8=D`<Lu{E0))yI@h0(<z%b`ockzkwMcHVhkdjKpkm3}p@+;pqns!@wca`m}aw
zM2E~ikc8B7$*|=nMpb$0udt7yn;yO?m>IOUyYjrZG+JBz5TB)~)_K!!!*tq7Bh<Hx
zFa2!)g0t@_IBAse_@C2T196w4g{;>#5~}Kt4K*Gx0~e^|bBcc?+9z*`7o6^arzw#x
zKC04{L0KD9hC>vxmGj`aSMPwGY&Z$f5>X)Z{NFL#i2~5F|KE<|InyZ_@ptqHpckQW
zxa*^(1sMlY^YArD;6wGZwzHx;B(;ZS)dfjQh7OG68pY<z)!$jK)#PNcXFr-=`(WbE
z`6hx!Ns}BSo{w{dJ=@e-d=&Runj#ARXuDfAGXAVNtYhSj|FaF#YM=M+_UTr$uf`SG
zb>+StD*`Ny7YT?ydte5b$>RVM`@eMz`U;RwDu^;K;=Uf6Dp6O_f0-5PBAz2}Ou{4Q
zsm{&5gnWMGSp%2f!dCN(w-y+#4`!uqfXi9g#?v4UJD~glWhle&ndZDOLni_nCE+wg
zbdJYxV6hJ-ip&K7`IKZQp?P2n)>M_D4783F-Y(M$$VJ{&E=n<<hXN*AGahEzuxSoJ
zg^4)SRdW1Uh?GSbwIUIF$pl+MZzw@s&4A9Po&e(zyrM%HvM?)q8*~`E@JL0njura^
zXCnQlQEv;1i^0tjBpH)kcPmnmleNbMN!{D!>y=;PP>FE^BzFHmp)*kZkf6Xn=qr+u
z!e=*tJfkN4Di^_(i+mxmfi-$#4an9xu?kNpjywW~+od(n)x`>=I}X+~+<VY)k5xHy
ztZjebTS}H?fufD#rhnKIgIRk0@tfu^SfyI!8CttXe{cR)d$1Au{)0a@xQ60yA~=_{
zRj>K#HTh>0dFtEnJ~>J|=Rj&?_kO+ZQY!YUn#e7W_UVlpoh4g~k`J%%fODMxSC9vQ
zVXprtYZ`BHU@dfL^0ezW&;N-rK5c=VEW!W(AH|rmM4>+5%+0zXqt2}_760ObWr^vZ
zPa;}j<4HrqF`Lc}svc`yH`%Xcbl7D_tHW$m>VmrQD^@Yp&VJ2XA&;j`)c4%+l`7xK
zW67(mNttYom-aUsAwU0ZD}O%SJJfoY0I+;HE`A$G5R__k476sYYCqvW`C`E-!(4oN
zB$^>P4SliZXgG<xT%5Zh?eOa4)d;4$_BDJ_g6a*36q-;KTD$P|iNHsW{lPY|r`=OY
zTX10;ta4Vd<BUl2R>f2KpIR=aKAJpo2ocy3pcV2&?J4;{bc)TnO}p>l6nLaB2E>h;
z+$kpw6z)(sr!kV0MJ&FM%WBM#lZCgw-j`ts(non`TO&ABsLGs~NjC9DsA7FMCB?=M
z*QsN#Q1rF&B)BaY%GW4uX@FEUcLH+SJHX$kl>8sHy>(Dr@7gWc1oz<XZo%E%9U3PD
zZ`=tk0TMb`;}+aCxCH{irEzz62p&Aszf-5~-1%zm%&A-V`(syickNwW)xF>SKF?a~
zSqu3E#vbIyGEev;yb~&(z}Gnd1GGH4Zc4!x$lj7d#;M@9*Yea7jdqvia33f5iZI;O
z0eHWUbO%u_kwa9FJ*Y9&zB9iU@kJ#**FfIU|9wm5%u0L3!wsLHNfqlS__d4SN91O6
z@+g!1AWH6zbQWawW9}f(SdEk1!-9DSImw)En~KQ%#Di;fN=9=Pxpv3U*LQ)afy9L#
zME-}dGD$kiNk>Cu#>2j#Ncx}p^1mF&v+o;C2=0R{q$Zx#|6R(m`-Wf!8C-5F(ZWpi
zG~Yr(8WR9Pfo+ZlvOyNugzm4j&5;uJtDo6K$<N9D!O9y1ik(n#mIoj7SzI8)eJB#i
z+3b8PESW0Fu!wJ80t#6mvkHrSIUI8_U-JL?yBBuf>P%}(VNFn|!-2Caac)Ycq(}+d
z`)^BeOzXoIGmrQ-zW7I$;D)R-|EYNguCYaK0KLcCf<UZ2a-e2GX<r*xx;sWZ*VF^&
zbbGwTJCMKzvZoHogPzAq=j;dj!cpS9n)ajENs#v<h97%%8>oq{k=tro)b8_Xo$*{`
z#Qg|Lg-mZJ*y9?l;4}ANQ05n);1|JB5|;<!nkY=$U#FOf&J!L>1j;26mP34Y;1pb8
zBpvw=r=V&)%1+kIQ+}GzDJbJKwu;&{6b7#@!JnvRgIxg^AkPz>K{o>!FXgEOpsNOC
zPZCjNGMB<hxzO}8@<K)NEwq01Dnp5(A~7EBI-)3w_{kTA&TvR97%E%=I%oKWV1Ubp
zdE-y6QXNtRMs>;QtnrV<yOUgN<1EtM!bKDy|7;y}FznRLJK}O&Tz~JfT7EKh9;8$m
zN-c?l56bxhhK4Ct*Gx246i*9m+mhr)Ag=F<S9J+wB(^n*u+135q%dq=xt+Ck&G^b$
zR;PWohSV{GWGOy)jw4~;%bfbMc)r4z8C?-oT-C+)G0C*VSHL(+S!K7yP29c!Ec3tG
zV<npI*Gj*s_V~DcMs3kj9R3Ta@xVSYM+l@N*{hi}_!;Pe6-WfCyQ4ZoICxzeelOwN
z3VbMH&&e|=i~@U&vtA|Ue6qbL!VwfSdT)vr`$N#W)8+DB&yxfpL+UK2PY>Hw7~#x+
zZbptZ@m%~y6+y@Ny0l5pOkg;B{{a029DR21x|<6r>;JL4Wd)mWfvfTB@ez#4^)TW)
z(H~Zg{Z-C~6YkFF;A!O-f6EiBk7s0t^&O^iW6=qU#k;0vF1#;~fSa6)uQ#Q7u--^v
zo;lZ4GOlwA`nqp6vRFu9cS<CAJzO5|$QR;=Qr<u@g^0f$djw;%K^QRmG2*;`%9Q`(
zM>5_FU$PclCXanVI+lTrFz_D?v7^k$YBW1RRFFSI1(V3aXW6&U<itmtONhdU+`y_N
zP@_4yVw4fP5PTWxz8o{h(uh3mW6m+d$^A4(C2M>HGo`j=!9Q5<GKsnh@JuhZc_dx=
zewkBleXLd@4->BvNS6eWPFax&-<GXmxqmWOE_v2Y<bGN^$tf(W=~cTA`{3KCOug!m
zoJ7SdlGl2oft{p(b{iycT~vW-rU#aOYSF#nJ54u@p#=F-&hl|&W6e>{Oxi|O@eS82
z6+yWqHab-g1~iR<6ob<V%1~-A@uSsOe8YF}VBG|fsoT8gIRT13F&*1)!zF)UfZ=|&
zg2F#cB8r#}vlJ#LwHvQ$f;ecHY-AAtezPORl=GVMffhw<=}RnNf~ne|<7eY^(w{ik
z^zyYN;j^5Qsw|mb4R4e5W)O&^+57QN%;t=Rj}Bc7d=yh^E$JmuJU^ycQ5++;jHZ?!
z|M;<S=X|A`ZF@?3&et47t+gCY<J6%J{0?4R4dr8X7<(&jUj~>UhHd=+a}n@gU&Ei~
zf~oBO0wNq%&X_4A7F&@QtQL}*1~R`!HkgL^5}f4XR$F#loc-`r-7D(=PIL{{a=s4D
z%wGFwZkflC-P?&9nyn6II>Kd0jFc%l>2a_2aE{Z&!!I{$<d)PePveRo#g`m$$0xze
z;O+NQcyn@fm9oqAg~c!n%2pk&u-iyswwylgAa*Z5tiU3Uv!0UX+#-dnF<H8&18=jW
zH4?rB-NYbUH7fvBv0jkQ5iup1#M}a(v7R4H%bBaKzidYDf;7Mzm&;t1!q=A#JRor|
zUu#H|fDIbzQ)&NreR@S$F#Y4>-0=d(C3;4n-Gt6n#8Cu`8v`NQurf|nr4BN?{6;;V
z!yAT0sRnp^ot6Iz-JYk(mDZA|rE-L&*mlWVu_8@X2Y==PYAR4ga#i{wwJY;`vBfu(
zZWlDzb>a%hu}Xm1NVNH5&TT9nNx9DqV$S_=YG1Ck`Qo0PwC{oMk`%!5#;iJ3A)jwb
zPF-bnhbGUXv{l1lWXDYzaq|CeH~XJlSC9w>7<+WkjMV8KWAcDOi<pj_ZygA!j!Pw@
zYrwtR94{T5SxM)ZZa4a{rPpvIiC5^;w*cq4xbPlkVIgs=I6)=eA2`k0C+JIfmR{@y
zgL`yask9XRYy?-6aX|wNE(TPQftNNr6dE)3t5g&#)n1PweM@w#j6meJN?j@crP$dE
zmSOhFUQU9cr9hd6w)hMpiQ78oZ4=c50K_8*Q^NY!{`N%9Y>xYxKJFC}2?F^eDa0-&
zE=Ho!sP4L8ddOV^Gsgixg*zrLsQi~<GF3XfBAfJBwC8}mnBIHGX8Exs4y~?Bf^S6u
zGiB!oZ&E+)+l~}exIn^dJsjbUFP)n+;H!UZy$w2WDLpdf{L)3!Cs?3j7kKgM9DFUV
zYt%kx!^sy>^3n8y)ijZzc|5D{RU}Q90};YKpb4cB%iK2mT4!r%_=j(19t`aW{W+cp
zW|jI+u(l_I!Fgou$-D^V?_X13sixhAA;#CrViJ~4s$Og}&z`RQ<6qy%QY#R#dT0nO
z&mANlE@%Wh4h{dYGLIs83Ue$7KLoDSFJvGuL!L!#;rbtX&VZ8N_kr6-iaV<Bz98}X
zw>=uDK$5~T#rR7Hlm#QOja}~qa(GHE<4ZeDo!{Z~np?-gFb0cejfU(O5&d#v4T#c_
zh^5=OX}qp>XVllmn(^Q!znc>QD!zxZxQt?%Hank*VjW0Kc>~?4u}t#}p}|I`b*jj_
zUvkXI-`_M%52~hxl2INIAl!+t*2T#5#p`Nj5Vtm3b=JV7TVk^~r>xoK1@8=HY80K&
z7G5W&Ap_2ZB)9wo(3<3W#JDA%fKTd;s{35KSxU<)hKe08`Fb|FnrQBzw-Tdf7?Vft
z;RtjRw=yB$i$d5@JC3xr(|3gFh}Vr^)+z-hqPhyD_Idl$l25z9<ll~@@0_>am!0UH
zzpEw=Os(4u0BSJL^YYTqTCn?=yu)_VH{v9S0<L-9R6@O7$<76aC!BOc8b3^o;$r`*
z_nMj^A>mOP-#D(j*K?wm>~_DY7UpN<xGLCrSq@kI6Wkq45K~TP56vjn@P{Q)R=&I9
z9!Gs<rEBW|;+7a&dnI3$mSEB-+*DN!x;N@J3l<CFNBwVuQvb;^{ugldP8~*D?D@QJ
zS9;X{!jE3*i;*NW*r^Xgua3^d?1G$-4r~WIoqI27-9iO^kN<e$)32z;8}T=OR$}n8
zdeAq?{jwlV1J_mX<1UR~qv6AdcZ<3BY-zkhMgDCS8Prj`(=3h1Lj+b!yZ38BX@sj*
z+GNg!20*+6%mqdNS+Ss1G<#_@%DL7JYfLQ^$vIgb+~q;i1!f|tiZNC%6|A$$`w~5u
z%W9A0Y;RIs8*61(91XJ3*)}!y=q_s&FL!IPBGGB6vr>>Lvy6Wnu9+&esxQ@mvDZXE
z1DCV{X-k8|k2AqNo-qw&H^ZfVEwW|qr-<UgQ-UM3fpPmSt*cr+#jCDZHt~|ijz@`&
zSw%VAe*tg!?xOwzB#&bioH>h*qsn;&5pY2$y^Iff0cf#}Wyq2)>*9cN(vdr%=2HUP
zr8S=1WHbi_+|b@alU=S3o8Mq7P^v}JT`JQNP_p4S85K{`QD*E-z+_RKX^=y5j2TZB
zDAQMT*HWH(#%mkSh}g1()axnO2*6Y=`b4z5za@R_P-A(tSjrKXJR-e5IA7MBR4U;9
z<B4>hRLo*`Exuc~WSW3(V)+VYx=Tl-)|;d-9VfOnCa&sLF;NQoFj8bvH#tA{NH3rK
zFb996RcQr%VJR>*=E~Ka3ALO*8LYPD0XfsWS%a&|bf#U+AL|UN$e+CF)4Ga=%@{W*
zvRdidcU#$@b~ndgmi0CFki=GT#NWw#;ez~i3vtLR6szsXD1_YWvLEr3`>~h#JGfW0
znzh56Npr0Uw10133(_n91q7n4IFg~FBF&{CmpR0#s?*}dHw+z|7^x8P$J%F~{^_!E
zCymdmIOCS=HA9aT*N_<a8C@8hUU_XYfL+3CI09*}h_fGZ;7yt}kQN`v(ZHRPgael?
zyyaBFqf(paDR3yU-cFd0Zu``Tnp>=&s5KTWPmuJ9MP(OXcX+2su-bNeN=92%Sw0l@
z+?D!oU1*K40`|Z3uKzFZ(O_gtvep}&uuLs+>GGY=DXTHkhpan<jHi5vD?JY#`iEQg
zTfkA6>ue>3Brmd~pbh!XeA9Nga>)uuMODZza8pHCRz|M%MQ;z}>f~A6z6Lx$LZ+KG
zGZ~N*!pi!k?dEe_`nzaUYO0&afsi$aO^F3oD{IGGQ-gw!V|EH(L*0dhB+r}NF3%T@
z3gcJsweK}m(ta7J>qtq_{RL2z2oy8E^u!uJD5xSlGfNnAt(Jc}Ga;Zia8|#&p?}f`
zaqcr!Vh_~%O+MTsB5$dz8!=(DNz5sIC2<Y#IEz!PV=RaReFG=XHLyFJ7N4V<ccT$m
z=H8aVPiN9(ymOIkUpfUP@(*iOk|mv(VDpJa*#`Q<L%G*+vFMXrpXLmB-P;m4e$$)%
zVx%&5T|A$-$bJNVT4j=%wmQ);s`fb_%eYz7_hf=+UovMFik5o3R)3x7^oGqppJmPj
zeEBj=73Cl)FdNuMu|5znwx<St9d9RZ;NV(Po%<&BICtj-iPM0MqRk4S`SKvi4o+9|
zl1LRj8hyxM(9X%_*Gp36e%=6e-yk)kOV$1nj4xG*a^kfV3VrVm%!tW@fe$u>Og7!Z
z$C!F)ikc4~UK#1liv1S3e3Iq?-eW>Yi_(uum)kc{*4v&u_LH}%$1+8?{Q_o4v!PZX
z;*feC$08PHonsQEbJmDTw-J+3`p0U%;iec=KKo`Hpp1CGjx#0F&{Z-04Fy}tm8+Q>
zWCXdb!WZZdj{inZxyWaP%o{z?98I!wTJL^5M|8)hg5_L9b-}vi=qw#2$C(RssP=OV
z4$~ORm2xoS8;v!RDB(RS!$K^F6`~bXr_kC@D7U-wU+Oy&aiz2rO><I+XKJ!YGWi~x
z>{ykS^nyn0G}S`NweRPAXW~NkGUKa3%EfC1-)0nHma_Vi-^F5N)iNIEd5U7`wEwVl
zewQBay`M8M4e<g-WCpJ{(3HJ)cbaQSqK)Xq&dIM%EGkXlPjeenSw&FYLLc-rU11*B
z@mq!>PF-GlMdd~Y&7eqi*-!GO&iJi-De(WRUi-iObC|NN%4Ngb6BY>~jz?F+D&NrR
z@uqK}*5t4yu^E=hckHOtUvI*;^6NUq)J@WO?R!(3FECOjLb6}m_^>4)Oe!qxrDC>e
z+M6r3?cN1|`~bX+jj^F~;cRNh&;WOPUb_S7Ou9Sh?O$CYJTognCF;~s1kA+byh+pT
z3{zv=l@FV7pTTXSBqjP^HM2LB>HR2>iwWu+i-vkZ$#5re>I9!MDio_e&f*oyzyV(J
z{b3##bH5q`3>f91zB#<yv6P%#Hi4J_k|3{CLp&gO#{Vqo_-?5$Ke_GpQ}Ps+#}4R<
zh1w-#24%lLNE6d7H`&zDN4-N=>3g)y<ltDe9%kCoA!)d(5{<86u}buEc?)-w&qGT4
z_7^!eKP+hivr4Rvr)9cIEUB57<hg=pK{Qkes!d32(P9H{Wi{1WM0j^Un8x&sSYf)>
zEFF`i6uc6{3b~(Tj6!*for*lzsc;#!WwBrF=R4N5zMtv*8>L(OVUAH%{{1_iZZZp#
zNpQfROCEKj`o=l<8*MuVGRYslg{D-az+T$V=DGYl<SO+=Al5L_gaBBx2PrgL()&tz
zYkhP*ZkR!{EUw8<w1`3ur4;cl$w<zVTX%uheR2P-wn7W{qc=0za9}kkAMVli^GrDB
z<DP3?zy4VEI~jOhi$=#>fAIbiM3yA%pvlOQ&G{#PH|8NCbF^5!*ei0A{+Jn0L~7zt
z1?KXpM0n+}ec6iIZUA`lNlZ=gx4PWj-9_^j9U*K2F4I;gET?&-GKqU|zH+sfyx(`E
z4_m|0%BHfnG2G-tKWBY5e}&BMMBjs4&96{8yCH>gPJTN!Z2gKxoXg#0TGoYj5A`v#
zhH%1SOpj!FP|Vr+Ic+%(dLDeM{lw7tH8x6sqOw-kKF-K_A#M|BRiMnq^(8^mAB38{
zr3AScS)?o}AOB7gZ0IKLYoN(mWc|9$9@3#dzVYLOPFKD^tPq~D-#09XPo-YJg&$_*
z-i;q=_p$$V`KGqMlpmu7lU=Qqeg}TH%<J5d^xL@U`ENv-i;;u9c!FBi)fU4=xHB2)
zV1>hJ&0a8cN<d#b%Ho^mWAk%43F82UcLPUrF&)Mr%VTCWL*#w1rCX3As<!P^Sxge%
z0Ysf!uo(1>=kgC8rDmrbEQVkk{wQ-m&#0m-<}50q9H~|ymrEQ`!D$cq-jPYUAbExr
zq71~W#Hwl{lQU>7-?hP+(qN0bNfG!LDErUu4cj>Xdk+?wB&kwF3lBsX`#p{9(@l^M
zDl*j&MAm!EEXN&#Ca=Oq!j=^S$vg@VjxyJ|c#}`fzsk%K6<u1L06A{TX*{euD0lej
zeOmSzM2X3*=T^*U_vIG*&c$};FTo19Nj4|WxI|$LxZnDG_-h@DHIC^($f=?S5TiSR
z7MvuEP~s=VW5;}Z8<;y1F4Y!g^6oT)S!~NRsQ^Q<;o!yNi^KF$m({*WqJ9u7x(PaT
zuh??*q`h%_#wKuxOX|q<I-|%^6EQjwBdZw@G|5~}IIX47zj#n-3qJ7R*A~Ycup<?d
zeE0h%a);`)$z8@nVeT_*!>`#H!2MyYruK<x0v`6(VLPOe9y9c_q{>O*#ka=XcDZ--
zx>vn1PdXXaYaJuPcli75-zG+Jp38Oi4=?J-=S$Ma4onZw$?T3auQ}m8@$i)Q%?{v9
z_--9H-QGfOOH{4oTE+xUEqd1>@|z4<4>My1dB3flUO+keTf>X1kD1osN}mVT?jZFy
z%ePsqdbxkf372m$Qr?djnK*82ElZSy@d!j+xNTZ3&J;HOu-Sqrwv}Y5%lh!N-eT(V
z$6j>vD#lmysnRA6Y;ix`&pv)qCk^U(h&a}4EAQ&%a?P}!sOCLw;N7y*?3*)9RlHNy
z<KY_#I>HQvXS}eRAt|R^O;{;~Npc#L+C36@-K6gDai?$>2gn#t4_+YP03#DYlfj8j
zm3DuY?cK1OlFk^0`WE#EU7D1i4X3@<V^9r86Mh-72Uvn&u>cojtV&+?&e7Tl)#MPg
z3N2_bS>b#vwxwF<(0HOKWP-N7nDARmTWX*w1szF1OYugAVNXKaZM`S{(6ik9k_Q13
z&GP|?rl7n!wg^~{z}aBv#gZF1)0UiPliXnBz85auuW@9V&PYE|zhC>sY5O6<ednbx
z(<yO9@VVXO=aF7UR#-IMG7AmIXYuZSsR?3glr+liX5)PXChtaz0MgjK7B><LnXWa5
zhnQ@q59-%~IPb(G6>M<w&?&_gmRB6V%+=FLiKFZnq+W@)p%5Ljl*lSd(vSH`viV2u
zSB~=k8ZZ|h7nhkoO^e4Fu?VP`^o}Mb;B3WNbAWJ=SE_&PBZ#dJSt?_2R{9GV6-I8)
zJY2tgKpzi61g7rI2`R(f_KPEyk1JCaoqemv@XrjJ(P4snFR|Z3-`=|T(et*#m42E<
zlo3B$mo!O%e%>D<%<ATU-7mEqv;&_|cv=1V$zG;QE`l;5v;1q-=1Q}ppgNgCex}#S
zss&HThCUuhFf{1!0rp&Ov^8mwWY<9}r8m%UZ<?5|OW|`REoPc7#{3LHZso_wbeE0i
z*W59%X>3PN%nL};k8K*C`2{gl$@pOxT<lX1|7wgDnFqL7s^oAL5Vm<f%C${;^=CSO
zolpQV9E`hJ%ennfo$c-Yd@RY(FdOWh6lOXU1%?!^tY?5HQj!_|P3Zq;&F}vgqRwXZ
z{$lOmvt<425<T`yacO^<>~5W?Rg$QzHHIKEwRONGk~mBOgZO_RYKVpSSjji0SDs*8
zJVK$bEu+A*O-8L6Y2@`nF!!@C({iIFm{>>9n?7^>EpPHyLSv^I^s0(H%9JL;Tt0Ua
z+`~=Ev+km4i6NZyx`Twg`Bm=dw>YHU^nBTo&uqmUSbj>?_*nVqDn=`D3Ty_N&Au2V
zTJEcvb#~6KG@?077DASyPx@Jo@`wdX;~pmDIxfHDfC5+iO9^k^kXw5{pV+bmt+GQQ
z!xP0y@vbhp$30F~Z&F!MSPefIzDx>N+0hy1A35)B%XpyfblUf{^LIbR&O+3}l`dmD
z^!?$1*4a?v)lL!8-6Vb`Tu!cUV{qcg#w;H)g$8gGerrPsKG{Z741)Izy;_&zDcz{<
zPYkH;?xjXza*Ms!IRQu9Hon2nA+Ygrb1gTk{Z17sxGD93q62L;8$B3V;t=0@riI9-
zn#xL7MESufnQ|4_|9NGt9Tr*apoBD8%1_P1sjs6c4OXVKCPpg@0-;3L(g&*u9;n`x
zPbe)H<BrBe;n#XRxsg%Da=-OUv$h*`fY^4t@(Gn21dnCZ4OT1e<II~*GV&-ht-*pE
zPPD{Y#@)Z?`nR_zo<DQ|6UK|kHK3==aw!69e*tcv)TtZ|o+9R2_q3G#h|v&26Q9yQ
zsiEa|DbVPp@)g$rdK92)Vx7;GEuHGriW-Sj#iEHiSMSz5!;w4DUEPp{D%E2{QPM9r
zs->?9{sMrD1>4`}qg>#U;ba!QIfQzCt5~^m;lN`LRO60^ipj-$$`9F>zvPm>k%vwA
zl|ieNf<fOZJn??BC&1m$x{_yI?^(P!w0+s55ttwP(Saw`+)NMOUd2j;W@K<#o<q3S
zrp<+1P5#TBnUAnyv6ob#sbN43uB)Wj5hUz3gxpqSUuuI<(@L45oY4v)bCeGM4mmac
z<cd)F7eHAK8Bk=bN-t))9w|trze;$$;4U4rVm6(yQHq;#;XQ96!|Zd8*8aIn4va}i
z?YWLdo@tUAvKo1a>^XHv;&Ee6X1Ls?`GejsV6R_5XD#)_U{CJ=R?O)YFOQlt{IKU_
z$L}B~ls@cqxMY|d5Lq&oXy-T_b^>0?6qN$3(ewior&-XhH0R5eKI4((L$J&@Q^YUz
z4-5dO?Gxm0*lbQG$#KH8J5%Zze{;l7SM2h6*5Vh#@gVZ6=cj=fcm8~<EY6u<_4rOT
z&`=b<TK8s=<>s~|nu`R*Qtb?u*3ECHj-b}}l0W=t+rEW>`fbum;?~^0TEELMO{my<
zAWM;kql!MHHl*L7!MOMP)xlxYf~g`pGnHNZiJmn8P<8lKo7H|w-+n(BN^(p*6Zl0@
zDg9NbdiY1v_;Auy1txDLITzg`@LfiI*;3|3*hF%7KqhRf?<J{5wIRRIaKPpc?H+<J
zCCDx>G=wITBE4>vq?^<OKdEw3@lyRtzv>b~mQ)#@QK+zWROqePPFHNQSDPLJcuS@L
zxw|Besu(nN^+i))roZJ%7Q#pw*FX)#RU7<mOvaf*2h#8VL=+|eKdZD#LII-8Z@WIJ
zgbik<Lv9e6$fd4O10$winw0VmE@ZvF@_=yyNbc(cX2(q));sX@%(G;bLwgn|mDFaf
z{}`7N;mf(2n=kg(V5jT*K(@>AEQbX_O7f1YWb1VBh}0tu6YMgHPV^p06z`wp_C%ze
z-{z_tna{}CxP?<fNe+d`clZyAEH-az<t_*tE@=m)IzRp5GE*-Vi%^<ciAK<ICSg_D
z+`)%Cxb9_W>Pt{7wuuFc<n)o_Xis-E#*LpErSB$sC|9o`_n6aPiV(qKpetL$dQuFW
z{BG74N$#KkizzdKmWx0AT@+1@)dn){;Y$+F-KaPL9wSOrv7X<h`DZVCT=7QvVhHGB
zReA9y0m6)-bOjyq_sTniO+<9Pz9uN+=+q%ko6WzcTX*ooU74)>I+{=6vu_5(?ctIQ
zY(N*eg9h`zwy7}Jz6=drs|;-X8GRd~a=;&itvBf^F<c4yL#Vq$!xU4aST>=3&ip14
z-$1+IS>!V0i!<Sg+N4WKi+gfPXsoG!xd$AT3SjTBx-+2XmG)v_rW!;9v_C+ntI^7p
z>ZOxds#5tM^)=h11j}E*Sju03WpVuLgn5X0*rn#Hb?p-Yd&r$X;QH}@XwQn_8AEZi
zD-16+mVWE7<_)Nu>i4Zhsw%%vKw{mi$-W-`{$2A#T`QOEPrn0*@M#y<>!7^mi`0N8
z;$)HR)i|Pg!^P@@A_t!5+QX}U0b-E>>nV6}y|LOVH2C=qGzZBa_*~WlO~LDxQ>&%_
z#iJ-+9UxBeA>OfF$v=!{yOF&Bmv@v)wC>MJwZ^1WRl0g#PE^(uUK?ihr-BH-<e^fZ
zq0azd=QmjD4hU)MVfrPLk0C$C>mf_B*xuxUgBUHB>%>q!6=HfcMIv}^sTrcufS8Ok
z+*WKE<gn7J)V&N>+Jh^&uKnpx=Shx-0GO2HEZxT1R{XxS-_dns@A72^*auvZ^a?FI
zX)gtaGUHT~|2BnY7ReGck}0pWtb;R+l5102AE%7?j76}C$w6G#@f-0lBcmARI0+C+
zO~=5F2%qHb#Xmmd=*=DyrVG`wn<6ZM43l7uxx^%g%AH`%PN35HXBw=aqgwpleH-Cw
z@H?J9EWe4m65jk{;um!(IJ!@%H+%&wWWO(O_)r?iWPS=@A863x3gScM?}VGrcU<SQ
z=yh0Qa+q;=Mp1X{$65M%8xdm&E55pRMy=Yd&W_qYf9t)@Q-hG8TlA%uHbM%r<?^2N
zESKt)VHOCp%?g&rAHb;epaMtFHfiBfd7cO=+OXf+FFDkb^Lq{qk=98WC^1?HSL<&B
z;LbFnZV;R##E<C+z7Os0%twHi(oj(EN)VvF$>SH$n=-;pnqdwl!nOAZIA<DcE*=88
zPMN6I93M-}@|sz-y{copC>tSz&WV8q#>H2g7K(|A{-`##NuH@|Vd~dAAHw}ADNSW_
znJ-oMdKwt1M#2nB7O4Ts1SI3`P>_Pfa$xJ*ojK4Y;?pm{&q$QinEEOd382(1{%yv>
zd4H}2n^Cb-C>`;m4oR_Wq|{IO3YtQO=LHh(;N(yxg~<*{v{~EM1dpOu0-`h)r!#V_
z<hR>ev35`SJmONtEIipS-{M5KYn3TR%2;JSt%%J;7({WYhW`AmtM(a>qk7K|9g+GD
zLCfhkHnHi8qdugEBuUa(<}<lkNjWbQ9_OiU1g(OUW~VIUH(1WXsLk_<j;hj1YJ%Nz
zKDP{(2@_>O#ja3B_=e+$ecfBWScll$4fiu+OvH{H^lNp2?{G2P61OUHLK&JiRO+W8
zq?O`DQZ_Ai^DP*JJD(^u=PQ4}Qf?H|AN5&CTGO3v(6Kv{4jn2Ndy`V$cW*Z@^Cz4c
zPR6Tk7iMmZN;fkcT$W@A2p^qUsIjO$?U#3bgMS{_2-z_cEi*-um*~^OMbu5vk_fNZ
zw%;@E*S|;w2bWZ;q6|}61D-g%T}J7)lHE55@Us$J5M`dgJ~DIUp3ANKLYjNpsu;Cl
zdj#-ZY!#VmE$cf+Mh%#I>5}lx4yMTCPw7a)leua9=!0TkV?SS1`?7rB8+Ry_9PJfw
zpx{YSu<PucAm^rxm<2hzQ`1-p{~>U{8cZ0xtSEl(j=)VBUYElAQIBQ9ktbVX>V8hw
znJF;X+ed0?n~)!CNqGzPnT<*9IA&xYdB8(b<bxuG!;A?uCOu11CA#{Y>=T(K>~eW}
zATy`~)A)&DKyprSPu<ZZ@`McN0&!5P2FvP_`GvH?LY986@+W<z7%D4$;LLU|9Q~kc
z%bl!~AkRQ8k$BHkYWVT}R$So@TbZmnE0j%%yH%D@q30+S_;`6_>Ro$=x9z<^xP3g`
ze=|e9;Q&eK;eF=JJ|FZPZ1Q=f0)D<TNLNC`D_zU^xH(Egl}_7bmxtXD2-;Sc>@mmv
zd8wb0@}tF9^{oPW%Nf>3nOzSlgxtI{bAwH)xXioq9dr&(v$$zh)rSbQOU1eZA0boE
zp<(!(pcmg@?vP>3slR}YM%b)}!VjXJ+$-^q0k6M&HXixy;k#b)!~~rSKTdCGH$+>;
z>qQLHmUZ)#_mT&Mm!2f8cT6lTyvk8nz5d*Q%|<a;2G3Ak{@JSi^G-6`yX6VS>J5FW
z3R!r94M`Q{VWVGgepUoOI~Uv6D1o<K*Hbnh9MC1i@5*Zf?~5;4y2u7UY)xPq84tSO
zx%~x**ie6E&|?kf(ZGJcz`sj{SX)qcUtP#IM!>)$gZg@{&=bN7Oa766k~<;-t_wEJ
zkqQW;`GBJtg|H&R+irVw?<bK(w>4uZnJ(W)*-YL_))O;8DE6Xg<9alFa@=D!Z_dmX
zPB-#QG(9U%t_NzxyG8>%6ntC|+9>arc@H(KKk^4LJPA<Umw3Z$LNvd^U{W-|PN3rD
zpT28HqD#<w>z0`oF|AL82P;EZCXxX^$<bC`a(*z`unWF&{EVeI+Y`7e(SW?o|MuEy
z0e1%dDBs;bRyYNVGA(+A|KVTz3;JG3`HjXq#@NmXNX`87^@A2NS#9v-I&GFwN~03{
z+0Cv8t#ZM;D`qhw;T?%j#JA#(Q%>hj5<-D&ZGr;sz2$P|{DTtezsgugG(|NOH<ivZ
zA3W|x4m7%QMy`mW_K~@V$zljB+~k9pE|3Py@V4%Xs~iA5&hDaWkpq(6q%h%$+Bpp0
zw}&6-!oPRH#(S2Zsp7Q4HC8b8+i{60<H3)YS&_bD?DX88=zr1uB|)u;eILwb{n1h}
z2V}J>{UJr3q?^nw;Px!;qibj)taT=^P9xp`iCWDtI5O>geolefy(~)JsAwTK1`1s!
z1{z<~R2O{&kFS+{VfXwpKq%+t^Bq~pLht6#O@VEn!bCHO$*60_S~zifTZ#BF*|PM(
zpeY!N5aRGL!Y&DeiRyx}mhJM2F9b(SrKVW(u6VeIBBo0EITqmA_-{6w;E)RcFJNEg
zFQ86m@GrowR<c&=zVt7E$KVB=D)}T1@O$}JuWOl&$QQbPksI+_%%p7C)m6NyituP3
zmQ65(D`Yh;NPhc>b{5QhZznVLLvoAYVw-*virEv;on^iop36&Fn&^Ir=~pC#(?V}o
zgKd1PNecTJBLglT!j9}DUn5cqN-Jn}>UjehKwD7kUuh!irB<$0C(c~p74__I5GFs0
zkgq?FPE3f_sb<9NE?%Gd2)n47CvVL}ycJB;s)$e)Un%?Sp7+~=L|8cNS~?R~CjbeA
z%6bnT7Q5yACjtw1IU*O%FEIk6g`>r#%koV*gs6(*3L=*#0rX8gcd<Eapsmqia#R61
zQM>E~S*)m66{Zn@q_+kvBzCVlEKZlZjXY>__0`*F84=IJFsJH%b3rCH&X+CLnS=q&
z9czz3yd;iL&LHItd@8FDfwOZVUNniu`Y^cNdFAx7A+#O_UK`ASos{1!g}hA{v-*v*
z2#m~0!wVnZXqWVA;m}gXLs*9H3!N6)zo{*nAa`u?Slo)WVIhRj`x_<d2v*36VC|QZ
z2GzsJomPKctCYnzMC|@8#U@_@ciO}?MCNfJMOw1t0Rol3neNlQ$_t|9vJ7&8XSz=B
zIU~_D->X0rha2AkzeB3DiNSmb+^<c1Zhe{~yqZ_T@Mr`<ZBSKW_!Md&`y38Rk}%FT
z_*?W!i#T&RN%;=(vO4YCQsgtVkjwcRA!#3?aBef-Si_oFRQOkOqJLcGw_azs%qp<h
zX7f6G4V_HhuHr?}Ng6v%j(ozHGc=tzRHskWq<)HOuJdIClRx)&mj|YDBr*4EBk4;X
z5A$u&hwj$Q$VYlgy-~z-S3^NR^W)XxTqgTI*hB-ib*k8b`A~T*g=3HlLs=C<omV{^
z+E-TXQUR6_=e_9qF>d(?V{g-)F(<4hq9hyyBq!21rLR}yXt=0Y(rI9J#4voNyuiT|
z4P6uj{E8!2MuCSPw#BN<1FC9Eccm7sGkYOko70N)TrDH5mFSKxT)quDS%&0z*I`mM
zXqF*aBS49gf<${?Ph6y8LmISTpJi-WmFD>ehV;!TOGEnaG*4f6HLtCDoJWtqt`J)d
znWXy}3^z&y^-Ok}4TqH+IOES}tRCH=ECVQm&kgiXv*8GT0Xcl9GzGgD&uc-5LZ-W$
zb=~EuQ$BwI<)x=_yw_6L`1Go*O{YO|?rKC?aY{m!*Z^U+w<INl=(R{(^4tW_;}*Cq
z{9JnmG&-COZ<8x!l4a!icviVx=lnz+qC}@<tuE0S%&~JMZE)ONnT{eIdqINSjvMYf
zX1PYYFp=jia%_JEyx}1&NBM1x2)|?AGp(-{o$q+#Rjh@QU!fi*=kT{BS)$WxR=r+G
z)m(Z`QBbA~N+ea!Bl)pal>^mwYWVL|R_e|?`jWhy2SByTm;Gl@qKMTVkZD%mGz}N&
zJ8K&r=ayDbG%?=6T=!7rHQ_$wi{^u^&*O~RXWY+s)^fWl!Z*gTr!<E%1U;{3@7X)z
zX!Bx6A;eG}NLF;>9bw1yK5sx|S<V35y2>&F^F#iALH3Y>K7dN4XvkpzAyxZjKQ{C>
z|CD3R;{%V?O?B$^nos(DMOFO)>RaLpwbU4pGsoQ)wMWq4n~HBD%Q8w4pH>ZIw%yuT
zS(A@Xci^P|RH{YA0H@i1;d1owE11v&e=SoJOe#BbQw6{;&IvY(hOKVI>VA*WwHIhP
zPdij3&>f}cvZtZO8ihJTUCjKFV*U{58F3F`l-?9ucmKi};f>Izj7nEUBGE(shwsxG
z+$R8<z_onpK2fA4O-|FPf^xslNTZx1wDABWW0#k9He(4|ov1zWaB?v1>1=o4mpmni
z4v%CgQl^;esDxYdyC_*Pg@a<PDAxv@o`5>xr_Q7~wx(Z3c&Ms*v5*2s+I9HF-Y8bf
z(u3v{DQ_p3-wj-r>DrTwt5yROIWl_TZz{)Rs8ZbTXK^JqKUUdL(G~Ev8Mp*2OcLf2
zy^>1XAn4p{_(16NZC}Tmg{dvFf7ikTES?)Dxu5ChaU-Gl@y7S@mnD+;_d(B+1)zE(
z(3LapFgM&1emFksMIp7XM9R)B3)55MFYIFLqelG+lgr=z>e&5~SnOh=R-iIPUzbTD
zza43k#Yhbl5C2@1YfkKA9FPS4^exHUGMVa7DMaf{zjp6i9z`JnS(gCq#@Va7)tg#a
z#en0L`vva^yV&Ht4Eww`(=voe6l_Ii^t0VjbxRZW9o=2TKWF$w)fGTB?~JV-?WdC8
zfPb93d8UY04mD?TgQY}BikowUw;+Y70$6dSh=%0h*wq2&(U&_ib2oZ3f$oK5p8?1a
zY8VL?zs<bi^}>7aRhxU5hwXUzvybz$;44<=<g?_~eiZ0eqo*v094)R2h5l3Pqt~IM
z=oVE!1yQ#Mun<(Se2gbPc0x;LI28)#K7L?)Wz76WdCjIZRUUy&_(QIYW61?k+$|NH
zW7O*~(4IjnO<>%uzSboGXYnsU#xbQJR3biY`_Hd4@5Cpgi)-;KIOsqwITW%eprN=x
zFche8zZj@mB=KqMM3~)c37}k@_D1<_2ta>G|91DF6kho9kr}@6-fa6tvWJrEbzwHY
zEp_AcH{ps6(5acbmy393z9LZJk|X!)vuBxODvl;WQ}-8IQ)VoIfeH^ex{93JQEe#-
z&CozszfDe@Se<2p*61CsRVir87))ewM;$6%Yn8T>+j}M*IZ(W1(&mzmd3xt_m0Pm!
zrn&cCcuI=GuJ8TZ!!D*v?O87}<hpt;T0c%SIbV$3EmVq=q<=Gq|G&rv%LuZ63ZcXf
zzY0g>P^3~TyHNSg)o7XF{e=HqxM)yEj6;>^{A7t8EL8jL7rBwC?8gOA&3(ay(M3xX
zUx$fkuBb}5QV9qjkpT>83|A(n%md1|MRAc7T+0SrnjsJozRDCagQ>EakIb}-XZKTd
zb$iy?zXxGyVth;;->Qn}3TnK&=Y*&HL0MS4?`Xc$C-M$byndKN)Y6%`|LoNE;|H8u
z?wXcF>Gf|z2)ii87nuZM{(P6?`IQ1mNsr!YgL(tH<pyT<NrgHdW_r(-%%vtHn8rYn
zc5s5;yL_{aRfqV3UM!Wa*in3FOLyN=!cLrZDbv<TV9zI1tcjyLr1M_?kgheQ0ZsTr
z59HX<99{U=&bNcwEn{xeDxbXtk_q$u`Xs(+v}F|nIMdzdzPV3$iNRWQ<k}QZBW_l!
zn)3YiYA0lG+FVTy#4;*KT<y11;Zn|kg)M;q1x!9wrbK`c#Q^I^bM4q;rPGv{j3RB3
zei}6-nDL%<ddcc@<NkFtVp`nnZ|*Ck^^`0=nd-(Ne3y}#oN0Ms1dEyH2Z1fEX*d=t
z9?J&%Nrz>n9no$m{+@FBbKaD;1>dtp)uWuWd#;!_EH9(->lHYLkYM@akBTF1qN9U<
zaF@?K<-+DECm&wnm7HMXd+aPq!cTKrqe*{0mg9PlW1pBT`Z6riiw#MaiWelHD<|pC
zdl?)Muyh~<=2?D4`DURsh-J@4Yyn@#m`|kMLZ$#J*-Htt-qm?C{IREJ?GQw<MF+wJ
ze>x+vl-_;PRZFA{DTeb<zj*1chD?_#<4BFnBGe6ze7q~-8C%2oLOBa(k;aiC-JG2$
z@a#l@{W~LM?mHBY(OgEr9*^TCKasj0k#!YT(xe7Cw1I8Od`SI!+=S3TXuBU12;mfX
zbx?|_$<Y){Qk=Wq?__E+?%p6@ltc_?0u=`~k*Cw3fg#n>=kf+m45L?4y5}JE<c?rF
z8I~{U9U*~K?%I6ccn&1y$V^56`Va?g>%LGk&)Ym?SC6)9loC5+M%#Y%JAS?4>`X_K
zPyi1`fR-v9XX6JOj#Ch!H8T4|W<7f$TQ2ucR?Rx<U6l}41OuM_7(ALH$4Fv0)Jn@~
zjJ+Z&#U<zAaizRenKYbAo1{{QIFquqYf?A^y5<&kU(DGlSJ!>3(O;9a`E3k}BR>Lk
zs+XBXQ#^tyu6rDaXhd}NjCa_<$aN*EyuMKr!#$<DtZ{&TbE6LvBbE2l8C&EZP#?8a
z<t2rPujq7wj-o{l-q1Yg_lhw*#42{Nd=()SO~>%+&db8zO^}fKir_6&))yb!VHjU*
z=GbVum&Tax;^sjDN}Mv}J+o>&IMQZL{|i8sjC>z(%KWf!RnobffMs%l|8~k$)@Mjb
zp)AJNL_;5znvTAawf9b5Kv^~WdGo~~iPyfWZnar~g>+<V5Tl^Ph+ZbdM+3CI*RxGq
zx~k788=d=-<;B~U5X=u$7auTN;$hP<0EVP+4c0hRMUJ|YJR=%I-Z3CGAlQJ*Zb~o(
z-RUI|-`ggM#t1)x!3r7Q3B~gs(Tc_%)G}^vf!%4aO6V`Z>euM?s*BaL(2+4Ge23L2
z!{;U>wyF<XVqQWg>ZpZSJIc`_LP8Z2HiR>&JvVQf&pDWqBIC-MBA2h|c20m9n8Xvs
z-GlTkds+gy_OVkZUW?{Rr7ZCS<?1EtNJG;1O~&*?0jlhfR04RTWs6U(af{WAGn{5!
zHqtkI3sW^eqohhFGo7ht#{>jac&s3u4dB?kI{NeGZUXPduQAOwFEHFml?usSYqNu}
zXhA1y*_fNbf+|+VvQe|sKB|^Xpl6L`uu1wQyEHW+%t*wsuF9clwwk30C9p#&?3T8G
zQVQUQbN;*EJWah>ZzA(AAVp6gb?@~iH^urWYoPiuh0$J>{2!<*gooh>H}_X#&cH&Q
z>p*2^aX||!^nSZOMUu`C>dRY{$SAys|7e*H^5AX^)~~W?7<?>1t}C;SS~GNxtUFe>
zI4ZQ!rlW8ExB`xATI0}Hpo3*J;1UC#!oPbp@$0t1Jeq)C6&H1}HdMy7*wR1YC*M8l
z0DYL9@k<i_nZ8c=pGa320jm=VT7<{nBH^nf!<#NK@r#$|caQ9MuS8OUi!@c|vmi|I
zJ7l4rIWHR4LK4?t-SrRJVU(7=<)6~XNZx;Y*!qxTqva1bT#YVHi(1TTW2-%Dg+B_D
z)Od{Zo-H?5doAD=@^S%Rsf>?eu#9HgaF6Eem{Dr!yZ||Dmh%H-A91XcGXM{?=G^M)
zTpFjLjokTzBc7S_%`<ed$@wG{MzO90R!HYKCMz{VV^(A2KLdf^Don)W(}jBmDG+%?
zIcmmEE2`&`cQacE3UasYx8Khvkurp@uM3P^KquOs9cF`p^ZN3XP~DZqmGkv00h4AC
zy`Q!%v31?=b&Zr$BbwtF;fkcju*v5pITisl+MncD-UO``>6KHo!qQXcF*E5kqBu4y
zXlws;%yu~m(}mqoI1pQejwUGmshsL{0+0u>p_0kt40?pQ;nB^`BpxZ!C<Hl7OFQU=
zH<6)xyS#O-vbK-nU)L0RF5lkf_)*JO$8K_k7p9p&Bk5+foS*z9)k0XuLDy>&qb3B+
zf0$fF(g$YT)UM+W`}Y|VzNRt(xC%;no;Q4N3ckX5_79UCaYy_6^-`Htn@WtjKQqYt
zm<z(9KiU5c$zz1fEtE!?Z@DivSE6isl?S$RXQM$+S<WVbdqhet6ndm$qc-o`5$)nM
z`KjS45V_dDCSbk6@SlkpQM|~EqUN2{1=nbfNU~<3ZCCeMT;&C^{#q>=mrRk-c9YP4
z(0ei%K9po-XB^-kBHz`WKg4kUkhEMFt>BM6k{q^=g-A#+JpJINAGW6b(nwy*SB9K1
zU9;&-j>b;J{L)yt=~5b0Z+atCKJmD$a6F3=Rzse%pTf}k)I&ZqxMAEv0#nZ5qp!9-
z5d0)1u|Cw>uYKd@C+;A?G$xh_mom>5Hl*F09yllN<}hphV5VtYvwJQ!sia6T8rU5Z
zFdZ+Jh+e~TsF|XM{OLAN?W6Ky&@1y5d2`^Y?qZIgIBOe|xH^~G_X}ZDvdE&hZ0|6;
zp$0lW-la6cCsOHmEz3f={In~BO?o4q`m2|6^ygxkG92vO+2t8uN}3{@H-79s&fq6%
zD3`+tk!M=h<=RDHAe9z>YhLTabs&lE*_}lhq)U<_+y$=)G0RM&J384&^UG(nP^G_m
z#Xup~RO8{QP{cB_O!k>nQJ?pjVjQ-+=f|K^jb+Psr{R(h)}&GP-OB{hVskQZ9}-xF
z0jomzZ$}H1h(d|Pk4m--5)3ZO=;S&6DDLSZs0GbEm(djHdg7S7=Q>25r`5*~gnx~1
zmt-}oKwhIt(H0<WfM2k9W{LHJgiGiIm7f-lABy<v)YHT#n|CF{bc~)JKB*gn(-lEg
zi7V+(?#4Q_0Is}X{Ftv{S8+KhAPBuR$NqG%rRSNZVC2H@gXKmFqWI)sy<vO{H`W?E
zD^`>5Ck+^y(-olv8rp4ts;4U(0}HQ8R4O6e&lNK?g*kRo9a2s&4h?D4uZNJ^nly*=
zr^2f;Q%lW(Y95l&dNr)GD%J+SeYGD>iVjCET@Mwtf8=#6xfoj72DuWkRVu|JR|ey$
zsl}mQxJf5^hS@pl`h6DPX#XU<!O^C8cb&(I>8zyTpBXOWTgzvdm7WA@vD@`A{`^E5
zv~lt_n7=J7+>JLgUzpY$6+c^R4j6McO^>Dw!4f~FI_>r!4}H`hV8VvV_|LY|Db3ml
z^KE1yX~%18lc7vtODGnbzKU4SB^Be@099p@KzA?2t|J9O?<m@MTK0g;>Ha{SVmy6g
zdH4@#x3;u}j*c$5{KiSY^?1UL3^g)EXmr#nCS|Y@=6vLbyDOQhY2b4ZJx4MHbZlgh
zi}}KIxk!$b!{SoDhV!>!GN^{dC2tr*`+P}MRY0sx-2W2%HzpTkN&!gSFjYEPKTHDa
zqB*|gSkM9HQb1wI2)cz#$T_orn1*X$wY(1d%AlvnmiD6eb`!@|doC(Deb~`*#Sy|o
zsP&Gs*M*zV4){1idss(aHHh{?=$gng1nuc*zR|}3QqL@Z-4X7O=4E}U(>odD__6Sf
zUVX-Fl{ElMlRqB=mr%!zXwtXTB<Q$}YD04%3dLbS)@B9ZMNrV@8}FEiaxO%mLX9zm
zLOfi}B{^5?yv8OlDmOKFFkr(I6W7GET=XLY6@I#Mh${jMxk(k7`UUX=uUssd<HwBP
zpl<B>>?1UxrN>#Eu$H{?LU`mb)6-?<ZvxhtDQ?2@`*{%<aftS;v4vp|Kuu3Mg_y!b
zzu&r_zr^NY%#aws?@^`DTc8TP$xn?gV27i|Y|L@l?*^a+27xA~VGmSm`fRt^-h}S5
e{i>hR%Fi;z1w%`_Hh>sXR^7=dmF|$gOaB+IPV2}3

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/images/image-11-Concert Photography.jpg b/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/images/image-11-Concert Photography.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..f9bb0c874c7a38f1286e899e2e352e455b3a3fb1
GIT binary patch
literal 70961
zcmbTdcU%%)`#+3(<VXbvIm!t*azJWnNrfqj3OLCuM+Vq%WogS@;@*lQL_l$5mX@}&
zaFmoHTG_U;v}tL3JO}&S_xJwZ&-2Ig`{fHgAg1SB@9TZNuW|m|{qqE}6z}fo4v~_A
zK%~G2<j;M`28g1(yn?)(qJn~gl9Hmb3RG2P$r2SkO)Yh(0o=&Y0IsjU+|<Tmxv`ar
zzCOYcX=Q7NMx%`^oL!ylU2GiC_LBcZN=ZpcWr>Qes;aL23jG!K|HuFST!CmP%1z1y
z%SahRq&1{uG^GAqhZupsQ%-8}ALO5ZQqnTAa`Fm_O3F*X8@iW5q@`qJq-AB~<YZ;R
zyAOfyLu57NG*{SR<+X_63dV6z`?TT)MU(ZNS7D^l52g+g@##v++B&*=a5HlY1QLbD
zta5a6UcF%>&V7@IC!Xvd5Ev93LWzvp9=(G~qbDTpP1?6VIVB@AEBolN97aiLS$Rce
zRW*~{$l>yun)xlKPIq;mIos2FuJ77)LI1$u&<)X;czoi{-FuTyr=C53G5zw@%<SC9
zPxA|(zkL1nU9vAJh|J$@fzN+8_Fwzb0Q-`bm6efIknBrJdLMYmXvoT~u#?xs5*5PZ
zw2bZ36rt;j8#=ElnK+O>z#`&Dm9<ULPtE2eTU*@O|G$l;|6lFw-y8d%eN94CWTb%c
zWHcb_APaj8|3C(n)xUq+`b)0$mLSEV@W^vHg<l6dey5MW%q89K7`ps0sMQdK6;&Z$
zd&~#Vk*sa~TRm=VnBYJKd<d(5!vvR-PY+-TI$x98ZT%U@YR?jDpL8}h(9bVHSi)*m
zM49RbWa*QgqX(M#sZ)(a5<@Ln4f;+z>H{6V`_#*Gvdqt;tE;R_kwU>!WTBE3g3W+X
zkO-C>y96xo2$nPhiGZ+1XsR+Yo;dlmG+wEfr<**Dmq9R3FOjBkL|WeF#WXc*&vR7-
zJyxq`hOazJo<sH~XlD4xH_F$mI;>h-mdGQY_j8-2P|@IbA(2!mDu>I$;-G#~e;;rN
zf+K{gAlN0T+9esDOnD>+UCkP?MQ3MtP^HxI8@vcC&MM|Zq<9QV%@cd0B8eCWk5i`^
z?aNztqs|v}6)<=5rdm%<w-2JuGj@dPDM5ENY4|7;<O?>e7c=T+Zj`S!GjaB&oB8DU
zY~+`_@@qd;G0IU~RJ%v3P+?6GYU~P2ITosS2135Vk*+I1tT-t^=#R*)PIptIQ4MI+
zr6dt)WI4NnAv;|7pN6}QOVRmH!?7FQ9Wp2Up1la{rMwNcT%Y8s?MlZ%uac}yv_0hT
z>_(XJ$aZ5a$=WUjn5^m)R>UO|oB3sa;pX`Cw&lY0>20j3>f5Wp6T}o7OJ=cNlp1!;
zc_8~T<ekV_%eg!cc100s#7n!Pq#|tz4!USFS!*cKP43^1GH|f+C246KA(F$|MpKn%
zQl)^Y#t1U&cQDse&8rA<920mRlSH?t!3D|$z2=*K@boskstY_5UQDo$$`OxUZ7v(T
z${J$3(XMfA;Ys^>68mvk6{{J4vEnB^>WPC`>v7nr+6+7b!e-#*t>u{j1Ttv&da6)H
zS=CHFRe1xJH=Wi%>z%Gdi>RopOd6M0>dirqsk$uim^ikMe!vbGtwkHU3|ICbU>~LD
zH4)01$z$9{&XzC77n9O!`&;~Pl)b>0ldAJL#_jl40U`|flxkNBacYusgFeO9Y?E{H
zlUt+jhr6avVnDb8+0@rQ90QtIDGN#xEhXZt?QGc$gpA3+<&V-Czb^&-fne#MM#GLi
zyZue->L18f%RdlSck-*|1IIU&{(+oZ8R$w6m?1KXX@<F`lwzE1B3}Wo66Jxy!QkRn
zY_2JABj9$NNOM<uB1}{KYBkxm)B+p0)ZYWuSAeWN9o6E*_a`s)XJ;@sWI2(PV_Cui
zXqQ?U*)(jvtBjo<yy$XB8j`xSi-?0ji8yIx1UnTx(z4_M-XZ8RqT3ab9}NL9uc@cL
z_r!W2l~}-b9_wj&v|w?R$a+N^eHD5dqXk!GXP~32nGRTPj*NfHcqqJ_AUmWD6*K5P
zF8(dFsxEI;CwLzG2wjC~sA>(&NGn={jxI$<r=EN>%G^y$aLW?vafEs-xqp2zrztg}
z)%vFMM9~>;!45ccst}^b5@`Xaw1!r5gfi>L60qpZIV_gBet#qS!HBksNDGU8@X4FS
zV^Ve*kBkvDNK6`3yIRKDozzy&xrb$!GoCs(W%83qSuFkR7BS<3D61(ATN5GWBVDE(
zN?vhNx>inis#Z=m)D78}ij4Cp;<5pRy>Ql&lSvOIjpA&TkyMWSrowg475>GMeHRr5
zj(?Q-w@IIpZnKB}Kmci)hLszOV@T~Lqfxmc4lo-#LrI-dPRH;AGmx6r9$f-{5L0Ed
znZ#%alt@{PcFJErAQPrpfJ%hk3OR-2<80NCQyKCuBnGvqpiHmx8W#!-xb)%-ZH;Kr
z^%%0&)@I<(0~EPPX3`8*bE*`<Opi4Jp-C)h1}%f|m{c@ec|Do>-UE0ZoQCFA^%v6=
z``PBTgpK_f9u2x;Z`v^39KFm`Ruo+W%$Q`Tis!Kun8kn1*g`+YEGIbV8TT>wW0aZu
z(RygS#Eh|My}Pko-gMp=>?mm({GeO#UOn)1MB4!8C^2pqDY}R$eT}aKXcZVU!_$Kx
z6;5+-2Q&`M1$g}KdYTf8NkglyxW_B?Aehq%t^#5ZLZNybG|?j>B9GkZ#gKlc$hl97
z$n(>`et-%VrBJ#4G#`NtGS2P9a{aMp=~@M}QfiYjo}v`)<>}>?#b!vt2+=KF!cD;I
zDBA$KAyNB3{dS8za_7b$$SdoxgWa#zy8M9@=^HJ4y!?Gh&~fVxYjZ9BK=y{UmD2;7
zE4Y+RtRZa<2yH}cUXC`Gk^^E~|HfQ0t2waE9bsEKQZ7fy^VcXq-B3d~^M;E2XHllG
z)r=ihRdb?xWO_ZqF7iD2D1Hw;mX(d*0u8d_fJn3tFqbt{66%1fN%(4M?_z`lp)MQ;
zOx0CJ@`I$1{HQFBnLJ}RRkv<NiOr<K*K2u4;tB5k#T>s0j0W(zCBWx0qnn4O%kyoS
zswFDGi>N}m;KQ^l;*cg8H>Q;(@WT)aH;}j8ltLzD2m%B7*r^O9<89y_ZewYzTi2_(
zLR)w!FkN)sSb{rM@>LWKY^U>&XZAJ%suW6v-vjO?(sFyV2AwHdH0NoFp&Z=a*ieON
zruUdZmU&S<Qi)@p#<2#k<K%$5LP-#=bS1QhRdHS5qzq|Fb35S()$kEOm7m#pGLjGi
znVtuvsY<9HM9vz7jxce=KPCf_#BT+a%}|OM#X+wCcA`OuIH*+d|7OXLcUWKlw=u20
zyBz;Do^mRHAIPRu(+u9Eh;I^si|G#jV@(xP@A7atw+wDbUIO;^Dqr1J1PTfZ-vre!
zjT#bh4Nz!ZzMMn-27yarGkCCu3b@epiu6rtU0tISb#7H%0A5j@G+I{|q>DrvSwa0L
z;79>C1Eh&AQvq=%!)>H2yP}3EFDvpRpqcXNRRp99S&2hgZ`WKkRwcF)!*PoJ4HnD<
z3~;>t4Z35C=!bK_Q97V|S*>b91jdktWm$RixPdKK#4S{ZGB5l%irLmqY9-s2SjqUx
zH;@HR@MwbObR|X?{7j9y(1upsh*rM#$%`2+G1#|8^zbNfyVLG8U_-g1fM_2qKL5vV
z{}@ss+>>Koimv9ZQ4>14i~{d{qsJ~OBQ5P>ry{TTnO^})B#8@Mig+z?DoIpN6~W1#
zZr6eQ0A@3@hFC*^7y-~`VI}WKXCPSK5?o8dhy>gJ73*GfxXsP=XZ?#eTj(M4$?JZw
z7q({s;po<FFIw~5yW3doMQWF~H>1?i<@lluC2bQ}v|YeRTwtTbP_IyZYA7gwqWb14
zeAk?)3Oq98*K|9PH{tinszJMe!4#A!yR0Fr8CVGqlrSQ6E?S#Gm2z=rP+&Kr+mgja
znI9D{<LN<Vg#)+Ypdn;W3D&JwDDkuwy^N+B>DSrR*{naZ2Z|{K0WJZ4te&<ECj|nG
z2Vn&o&T(R{r#W~s6(rsvIqd6cEjW6{US~?Rea<f6b}cRA_Gd3T=xyw3_f-uTZ*ddr
z_LRzaF^^$vW}|{D(b0_$z0RctgAfS9rck;Q#5ae3g~NY4-ENkZ6VrhJ;$o5k_<bBv
zbX9N?RS2lH2zVnIJ6-3tWU_WO*nR8_)(SAOXauOET`TFbPKjI|gYs8GqXDN#c}Yal
zqRqf@{Fl&1(iRQJ8j%8rBULyDd4>hita4GHT*tiHy0m9x`5#CJ_YY(w?81zy*V;<+
zt#5M2EBwVb=;z?o1e1{xD<nUVMJDrEFN;^t^F=HlTu2_txv4Y4F0fHQV84KZ6*v^^
ztd{fchR^c@t8W@(MYYIAE`l{wqD-OAcwtQh2p*6qY2vO2qLCHiu1WC6Q+C+^Z6Yz6
zmuK;7cc2~B@iFIEH*JZtgdGoJn7eof?+^MHe&%!Tip{Kx8*4{Hhkv_{ggZGh2JTKb
zd(JtoCtvIQi7I!#Sln_g;7HV4sxWrtobM*1y`jHhOMV88ZStrc|Dp8Ra<=?{VK$9-
z;l(AZyU&in*?V#W8@Zj0vkU9WxS9Nk$H_CvyiZ|Khpn$oPBgC5F8zIo|0}HNV}7{B
z!$U8dYR7zHhSdeBDVzOw&H2|CNqr?Q(2w7s^xZu7<F=nUJ2GtBW9Wl|<woTjA4AR7
zeH@r?TA*LPLAkc})YjygVY&ilde@wN<R6IDtoheM=XLRgtpRW7&D;x>k5V>c(9BOJ
zbD9aG$ox6^CxyM=M;9m;^Zi%+9Gn-?>|JAS78bty^yLU8eD3YNw|^jo<nP?DYu%U&
zqq9+k6k7P}F#ku+7hEsT&C=#B&KRtt93eNadw9fo_Wsd!xq;>m^R<{uYs>ZK^5<UR
z*75z-=$3Emd#4ez*FJHz`q$+h-uvvO;OxNHipD+At!ICBL4R}oeEe4re@;tS`r7z+
z;#~6X)x#Nc9U5!RF0cDIqTW~i2ciU<`va-C%*CWtTR**AUH=NR4EH+rc%4E>XV}>#
z-|l4ACC&eV+>9jFMSnQHAoM>;ez#%&*6AG=437A2{kB`x?t)j7`ZxL!)Q8fRhxMn|
zz4Tt44+K?(@Y~q;yz`|8S608vpStLLBtPH%U}RIl+puMyXKsgV{={*NKmLvSxNcqZ
zm&oZpo4n7T=eWmSwG)r)-z$8wu5N#IZ{_b4$CsNXjm{sxbzEE-`?+fCiyhrY2Ad;~
z{ee(?zxuTQfxN7I9cKOV@|W8$@fHVveFDF-<ef54=Ud3zoM*ZAhpBfDW0H)tXHG?0
z1-%Z_w29I`x~>k-%zT}0imqRB+VWQkC8Y6{6UJ*zZE`|`#Toj<lN60GsXZq`-4ibS
z-Yc3pjP6No`PN?O?%ZaUU5kA(bNg$8Ys_AonA$OyAliYfvSSav+=g8^(IyqB;)+W+
zzu-(K);ZFQy%z(#37~43c1JWj)yM~Wh1Qp5_mJOL?S++j#bfNF%dY7LAuG)e1gYpW
zHMT@vOK2DfL%_$2X_|zltNsaJTuE|Wk@i2?8qrPnxQ3d`x;-En@dC++Yx247ly%n=
z3e`9Nf!vt{s!2VJ+Ai=~+h`hewIeXpy;YIU#00x@QnYYf%<6hn3nq92_NFPNpnV{~
zq_ub+T7b{u%miw-4v5;C@H?PGceoziOZnQ>!$WdTWT_?@Y>lDn;zB5^W<a~g6HTWD
z$D+GNKt8}U@FK`pq~o~4Rh7o6(sAwt3;Et7(66_~u8ovEFzq#Yft_rzi%-I>uWebg
z@$n_`oB3DXXUV2?S6|AfhY3?%ODl4{k0#GdJK{eb+H*Z6`)s@@)cd~YQ>iC`&bJR+
zo~wshM<q6knodn0NgJhyVJ5nb58fOISl4${`sDU=Op@1)H;267siz9&$CjVq>b4ho
zX*f<?uep8srTgqrAyf|+WLH}Aj?g30#^^ASD&luG(S)AS9<gC;<1O~obkqyJqrW^|
zR{Smf&2fu~yyKJ%VWV(uS%N(0-rBC+YrB=oz7wa9;}2ftuX^TAz)siBb3ZK;6>JmN
znCCH%4$~dG_4`hn4{?Rqi_H(_6V!%}qoY|5#Ji7BoYRME(9sPyQ${NmxWn2}_rQB9
z78)%k3c~M|PUnv+tnEs8?OSE#d#*Beq2=Xk&#$AymfHI|+Ls9ee^PH>)PduU+Y+ah
z+mEL>;Q9o|ZBs<wa^D63wGf(Q^)0<p2-}RV$=A_~88+;C`-IU{>Z7(PWgmRIU{6Z<
zcH?Fx#rLGP-q*MrdCUVftC)EwZCB(NQQrS_oT^afo9yv<QjbffUvic|F&XBfrl-s3
zYgZIfQ=pytuS<B%-<6jgdzl}Ve~QPG?^&tzI(z$)(t^B8<qu_w)Srb#v7WrSMV~)Z
zGZx`3%J2qSNZwj=2g8q+I+i6{C@-lucs%uD(pYe%lRrn9AUymPuU<^)K9JZ0ks}vQ
zqxJrS>?K|VE=wW@Kopq;)gBN^7Ihn!C0!w@D*dax)c3U{?&<v_-+yfVCG~ok*ed#M
zUb}zy{oj{${y^MPK0Z(J{yv<uRrX>?@-kRBoNp3vY_j;3kJ)p2r{41bG=^>>FezcL
z90+{YLWK9~abo>#Hc9Z_e3Wr2yINqsmoK-G2kKAqIdU%k+r|X)JNM7{$X9`cSn1@P
zmp7F42`e*0>t&|}@3jGcyHNV%tWQ^U^NHOi-Di@YFE>^x^&N5EoaC;Pd%;)d=={XC
zD-WEm$AqaiZ+$=y+7q{?BFWj5DV~cyZ{FSJWf%D(ef`R9mNm>R8IU_%_mcGUtE0x9
zK5p`P6I2{@8M9^DoV~+zEMfDiD3@NL<GzdLRF>RBFXk>N<PF2S5Rc$Vou91S*9{~S
zWAkMGBXOCZbcR>Y7>z2m5AF!ZtJ><sHO2wOClkkg2qcBgv)AsDY?B(ww5K^Rk*U4t
zC{Ur266%lQAo`+daL%El9!Od$5b+Wr4{B?RC(n^oZDgbq@Ji4!a*wu2WoN7M^~AOh
zcQMh<_6T2MQ)KgpM=d)siuVc!Jya|ow10jO%;`LX)ic6>JBM85n({d9r|)#|66A5K
z<NI6%kqi#kh<et2>}7NLIfIt@CdRgHk8NGxv6vSZ=S{(RLx<<^s>W8HOh38{U>US0
z)4^M4Lp5L2%z$p%)}VX;Ca%m-NiqZggJ1<Nau8rrNrg)SrVac>`47a2EGR!A76J9Q
zbO?0Q?Sn+855mqrkR|~TN`@CsICc=fo``#TVC(l^z5rQ6kts=Q&jKM8AJ#VJE)33Z
zUF+By*R#;Pquq(A(Y-lu;-I&~M90Py|JndzgT_oyB<8qM>nL1(Rg2AvR@DBMWBd8y
zF(+Q`@;MT6ibW>LU^6ye8B1$UYs$dZY)l2K0emc4E5ePI;4NQfNHxCp39ssi?z+Aj
zxW<U8H1v+foJH{J!<p8RJ3XBTo^H9g|M>M^9uK~zUQr)XPAg2A$V}$tH?K^-+1WQ_
zZhw7TXV>*lq+36yTBk3rUna&=5UdJG9{tb5?yr=VydVQoH6jiq1poea7r@OZ2sVA`
zaX4L}okGgL3KZesZ8BJp<VgTv3&Il;<h*}nxk{)66Hrm>HW3^zdz1R`bqwxO%;xKR
zBjjV`SG^5vf2`vCKHyyEouic(3J;C0#EqBeKTl(ftA?&i?{K-fjq_QUlzOKSbJINE
z4*D&6C;_kPu4+S9ivgLEi+>1LKDE;v9E}k2$)h620pv=w1nep!U~jON3;)IyZeoUx
zSgOlcRH>uijL7gML{b6HZjz!D+00?5sr{AIAia<_U@pQ#@>veV*=m-YIm3I@EqMB{
z&6&r_6r=BleSb;gKPqxMHh;Yy_jH->_dgKdUpi*{hwZ1jyf)0n>--+9tie1hW%O!I
z`1^`ZTwkc!)Ft#_cJw{8w9%OfdP>hu2*}}Uw2pR1_dP_-M;A|z<DR?t&q`p>s=S{U
zE7ZpF{m1uWP)rrm8~_0#62PEzWA9WMJQ^gB**Q{8(T(zTOhqFm;7>_pJuJaRC0hB4
zFw0^j`qJLHfT449s?RyklQY%(E@k)bI&<py#&tI?(Z)l&e_hiWzy0aN1>^A=ET#5%
zLpk!M|CX6I$-JOsi7P8o@JK2swMxpZ2v{Ej(1xUfzL;b{f$2qKST4^_QeBq@NuhK_
zDf%xQ<e+}w$4V+vp&}xvr2$arc7bAtM4=SP=>cj0^dJw?wo0@LWe=T#Onr`tcF2Yi
z>4~n$>yxFYT~}WD;&iwB)$BK7nAek;8^eu{F8b&UZ~GBczJ;=L!H#$?_oKD^R4tsP
z>Z=-DYh!w^aj!eP5<S?7peNDw$I>|FIasdHT|&N8$$9+c0K7W-3hf??pe{t9ulle8
zjp~tDo{SGvD;&huRb_?<vjUJ~_p*zQ%6JjL>KFx(gd18hiIyNq&J_L@PNXHp%2G6B
z7TL>Ab>5oy(ontY59DO}kypKz*Po?)F3fK~d$nT6Z?@7O2>W@5D#JHra>+y22PG}}
zaz?9mZm_^#)S5t(0y9^>$9sH-S=KCFhZm)_YAei8Vjb~)8*lr^^o^&OPo0{gU)G8v
z6|QX~C{DIDwAft?ac4cL^`g@QFd>^6<pc$Eakww^109C`K&wW3tFFT+qCZd_sAX_U
z9;n%A0j$ecGySMq8x|`D=IJ}_-~53z`2K-}-v1UPgclsX<M`v{w>zRcMwqVF+04V`
zpTb(Wm?dd5CP!Ak>Dw&~`tX=vv0#)^{fmxz>zpnzF@S)iYy%7kdME$Fg9H<QA6*ji
zhjdAdE~!d_5*VZlj;BBXsh|}RK%Yup&c#W}N=v}!gvD}0-`_Beq{1aKR<|2fk3to%
zCU35k-&+r>+%@?9PCMmNIA!j#>ZO|vVcktb=kCSa60AJ<dDe!m5nV*zPj54<H|#BN
z)VxBErKe(?FtSdi@3`^}sy?dNRp#=wsv7|i6seUiqzocx6Q%F;P+cR5(P^NlVt~9d
zCe^fqp%^)XbLe)0uU{-&hmLrBM}i=2AN*z%#1K&Lggy{W7ab)^%5S!S792qAc;-nk
z&l^E!384=FCp=&4eCDz2J)`f(nttb&TrkvI9dzzzveO6G%3qm{e;}jrcT#Z{#^;b7
zi8D9pAFrB3AT8G`Im7Z*Y6HHSJ|~(U!YE%De313E-N|$ic2u^`(nn!N7;d^Z?A86O
zudQ?Iq)#nBY`NazNuY&mFthk9Z2L0C?VQ<3N9gEPr%H{M?U(>K&z<$6#H!W5g?{oc
zUtDd<@B<yPj8!>{Bniq%Nv1*@NoZW;NFoqZTH#yEmVXbr6}G(a=ENQyQQ+^r^WiS=
zZ(js6FTNIhJ2KON8P7WW$@+-erd1D7HVY1kn9!33uP?mlnMKx26xvZ?1Eb!bbVQ3Q
zCbFK|DCFrFc@e*r)o+)Ir=V6kOctWQ`{|gm*`L(8hT-!p8!sGg+6b?5R8-gZyvu)W
z_&oQKIMl|=%kMpX3DZW$TnLkY=G8L-7JAJRH6s0d-d~SyFYbH(lgP}l_PX6J6;JnO
z<Q}J}QJ0jwYmEKe3_Nk#?7<q+?&d38fz<H2*v431M1Gfo?c1sRzM3<YyR_B9_bEFn
z6S~gR?mA~ZLOk?5liwBWob}LscGYMXG5nMK(;4^KEnU0VSBK4Kw}{Wv+K{&1hvQNH
zF8)hIJbX+-@b2AILT)!~cGADPTmMe+tM_N##)uPh9OPXsk7{>s8X<+=O^DmdEW-E)
z@n!DlW#mL*Tri*<E8`bE6|CwbFX1W>z@LCtmlR)W8W;r&=v)Ti5pD)B>aMy5y>xUr
z`U%~Zc4cJ4#_FlcZb|7~BOC;OUUV6J{mGxA>1s&~yT|24SNzqHlDZ#J!c~mL9?D`_
zH&fC+0TnBD6#=R?U^MsP*_AWvK5G^Jf#AHhy7YhTXgIv?$Y2gAM1(v2fz11Ne`+~n
z*;4Yw+xFBc^wU!2NVZRTzSdO7RWoOkM}2orJ6b=Vp%l4>W6fyyhX5oG_`gWpeg86E
zl=WIu$r7*dtUcmJ$vF%=<?OPFoxXw3Qc6oWs<J6{6riCq>1xR9XFyRiU^~5>Ag_rl
z2kx3iaDl79Ex@MNgBGA7wG_<~Z~NpUl)VeMS^`StYp26t&t6@)3=2Ebl@K<q?%bjG
zwOISHX79kGJowDDbqABan8vn`jJrvd%AbgAC#`#Z1U~O$?)$<fh4{jPyWBJp{q`rZ
zp}qk;S&@GT`Bb1MJEqlZRN;zLF2vVBMaa80xULjp+KjJp5d$07^SRMb{Du^f+LL*J
zw2jPHwR_;LtjJ}jE@L1G&}=g(9GP=c0PP~fH5n91G=wy5(`F#4S`kDqoK);voODH%
z68H{FI?oSDWBsj++IdZ;<$$h|t!4#?px~$dq`bp@c^Az=G7<3FuY*!eCp_!r@>bpF
ze80ncB|4aAdGn3O<}8bei_6@L^wVZS_jh;BJ6WWt8Yo}HcLV?@r%&m#DS=a<?s$V9
zfX>^lxfin>qv+z#pxRNZ!Kr5XVwR)xCe1)2d?Pqo6|g#9k6KQ9G7>#9C#qGoh3}&)
zo%}$%*L)SE<=Td-YcRSlW2fCfyABkWxxfOF#?GPv{#8_7Y#J<46aH=ZfTjTxbOo}G
zMl-_Eep?EBpMCjxtm5D3a=tTq+~~;jjX)lstUdA_MfrB?JmROt@l6rI_hCtTs{{A9
zYFx(iO-33>!;|Sg<@`Ms^s8q}x|f%x1rHhihI55?O=pC(s}`^<z<_uqOC^(0N=@u#
zSiECfbJUZ7SC1Kkw>YZ0kJ?NE6d$#lkaj?)wggT!1y1oT{b$AcqMTiuF~*WAx}{&Z
zX)rhjH+Vf9xY}t@l7%Nx9V7)<&<z2dE9S@J42@?&>Avqbh4Go6_Au;Tyy1Q}K6C9n
zL9XlY(aN)rFrNMQRKxaMqL)2>Z8^51{!3)1z*>e2GnVnm(-*-H9zqq{8xb((PCVww
za5#@yG)7qQfW~Pek);$lO>m$2)D1#&B$a2!W02huQV0MiO$L&dujIu*G;LEMGAN;b
z(f~hpb_lL<Ng9jGW>CE)jaoRsPt__(6Ss#I1UiudsaSR;l)NMhKuAX!G?~!Xd1vv5
zFf(>+Gf-1szgpbtw?|WKwIMI)(9@x7wc0OXFFWJ=&gHAQ=iez62kIVsWO24ac;@MY
zd6)|*=C%<&GU^D)1Bu1k33y&BpYJaMEeGU3I#Vs#cpH!ykpGP&=3h)n;%FIY&oAOf
zRUHV=ZJ;-iD_InR1<1TY#mSQ77Ub>!2yX|8`uaD33_vF-!Bf(;5Uz0IY4a*rV44HB
z@itDLVX<cJ$M20^Mn9AWfO6t?)V98QTzL7Taqu6=U7vNoVAcm;Zs|I#b%XmMm9NpV
zI@YNj?wEUe<py)b_F%I%kNd@xrJf<4hW*;S=7#`VO)?Wu&A?jC#5U8yl-d*dJyA2l
ztvSD5!}U-<Nr`Py`OMySt?}kZry~!eM6TE&u(gHN7{5)eiu3xVImwdZKK-Zv4Y4lX
zj3xds9_$EPz8hf|X9XC0k;=6}D4i|byO>?R4_$fv)fZaQsmOP|u=~@!M#uP<uO0XU
z>0REAI8RWu_FY!=bDVVKa^T~NmP(oFj(~cy;e}?dz%;ZUxnP>lH`XW9g9mQ<=hTdZ
zMlh54>S&QAc}<?c5oV6$`1RW|HuxClk(T6hjB9BKDLW6^UEYYaAB|upqnSq<^_B&#
z8hMbE*|E3=NI67{hi*irK543=?pV*5Cq8BDz-V{_P;FLgvaA77oiMXOy!Z0y>yh$e
z$XROxT^~vs4Np*-WcWFA1=>q;a5hK}_SLwqo<=A!;vF>49w|P`HBWyLE*9q!k6$FI
zl~<B^RuvA}^5+OEe#b4G*zRO}P8In(E+jB)X7+`s+dsur^+&h!Eb0ccfqpOD;cejP
z`5@-)Xb(^iA_tTK2zs05Dg%&h0r&&W%DuZ$e*2rj905(YOEML53=VqF|6WP>tPZ#@
zh=m~Ol~7l7y4BiBpyfgRa51rybTvVDI>DXB_@8bVcrIx}|KKknJCeQpFd8rTdE&mi
z&AFej>|@h(ly(XNL$ts2U!k!4(6awV;hDm|{fU<}Xni%4mEBZ&&eHL_M$*kPjLs$g
zLk9bk@7352iMqCxawFY-DqmhQVZUkgX;VVHp5=PLcUGE-(_Je{PL{aB_#OJS0X@&#
zdN{3dL&2wZ$PkPeCp$t$hXRSOoL)+Qzv$iJPn_MGqDFJ;=^$lK@ms|$KS{P_UReIq
zmXo`YPn#X$tmHuv@Lb)wbZ1Y`6G!@oroTo!*Qnh#F+F=@4wZb#@ch=#4grKoYFt6{
zhhBGhOK1`%DQ@Wd_?k4q0Rwe7eK=9ZPF#b-(GQbQ@hH!eA{0QKcRzAtmb+bmw)fOz
zrwuX>p}8_8G(Baa((c8{2V{>Xl404EaA-u?sGAbOl}1G~mV(j`RVtInh~pTiF2mU%
zc!0qgby>22!Mf}~mkO$!!k}qB%zn!SZT##oWbq*n#pxQ~aN!CTr+?JT9a-=Mu$r~>
zPC3A*Hc0kvv(-gvw7X5=tE4N^yl^=^RbV1RS^6o6umTxxyqy<=f-`r7X2$snRzOu<
z@p)@g_RkQC4$iYr9;hRlhOy6fJ&@nZ-PS?eOo_W`hTEDs|G{Ql<CQj{ChB{D08`g=
zW*2!TsO(O~m$lh3q#Mj?N-L5d(BhM9d;?581W6j_K$~Qt7hJ^3bR0U5X#qmVdLBnU
z18M9>dm>&wc9j!7Y74~K@<nmR5@r0&E+wUgzcTvUzX}Wg2<*QM2vUb+bmo`@fXXIA
zJRQJz+N{xy39jy8#mq+Y44j5n0?q+Vwl*#tc>hhq>c|@lqu-2*O9`;~J^$;4_!BqQ
zDShe!Fr;;{yB!Tk{c(Q4UmWnehc7RQ2Z_PdsfgX>4NC&Ozu4}@U{)N)QL$!G?&C>%
zmd=*-Zw!Q0oYvwYK@`qx3j^QhG1|(c{tRe--gfsf<78n-wNEvt#D8|7wj>~{B%>tp
z=8Xl^Mbf4zZV)FNp%d_xFEi&q{*@1VWfyCGv`N0@D*q{8uc!1~%Q^P9a{;21>yK}6
zR0+plo+&@%Unr^#Yc4nNRXDe7OXbM8-tV`x$Gn@>n;MN?hMbP?e$!q&H4)g{KUvRi
z5AfQ0sjvMRH17m-DH3%3<X7l6-*;{C9wX?$PYU0x8N2Y9NI;JfJTuax&R^v=BZd^(
zgVx0x7+#-$v|z-%#&CH|3>dD~&sTqs<sFr;!(AWK%<%H`UQfi+?7RUS^Ze|PZd`$G
z>-wG-e1Cthi6&yPf8O*!))ezK88OuuCv<==SlUik(cSgO6j=}Ly41Qrs2zyqzIM|m
zrC}XaNK<*FG=f&F00Hfi@(xlC^^>!il#3PUa=|Nd*9E#wQeJ0LB~uP{fJW8AdpIVH
z!*(7ierw92pUx-{eR_;s?PBUT*Udl5?C#i>?Aspsk}-BVwx#Da8S}30t|w*35uW~}
zH5J*`ZdUUqhAAS4g`Qo@rhv9<3;h(cnt;tK4yORx^e?1<9;}{mEZuK^%PiduNWNMy
zfEA>`C^AIqd1`^owgI44ewSn@vH^%|Su_C@IGQuaX{=n$={yjZ<s}u-#Q?n`_%QV$
zaXMezcfE%1NOmM?vyu!cRp5h3Noy{!_O_NZqDQDjpc!3KQN13>6kEi>!+#*fnghT4
z;y{y#AM+CR-SNNVU(gn#%x^cgDzZTvs(Y1oJ+h9ElQSOPCESwp+F2b#H*YR+wL-rU
zI@P!L|FT@|IMv=iUbE@)(bfb!((cg-oLN-kcn@bL<c7t;EyDfJTagy9ijo840H+jW
zE7Qx&rz9}mGf*3!fxI#r;>0h(-}Xc$mT;!amfToC97dG@ne5T$XWc4Jn{7UfeEJH6
z>vvz8cHby|9dM0&jnu1VkssrEn%onbSo8<7da(2z{MA8%QDyr>^*~|5`!9q8eqV`C
zrpj9e)9?IBLjAT}`(WxxU<G1_?E{jAU~Q2Iag0I3tk54*r$l-bx_t61W+p@Xx^nMs
zU?3IQAbE%`g-S+LWsOrkX0Y5@1gsS5`PxU#!CRo)Le}C{n`61n$xZU%{+zsrt2}Y&
zwJD5P<95%bPe!^(AE*LK6a%$?R*Jk5f7-c%%w2^QDAG0;V{eO_$MyK3{!!#rxy$gY
ziFi4?Gb`zS2rzlG^ln6%GSZEO^^q>AMIHl8N%UgK-W_pnlETY5Sxf%~rm9pNCk}_y
zC%RqdG06a&M4y-M{bR_XNzHNzHxn+^U$1N3ylG>}wszt6mB!tP*}?CynA-O@ZhOg=
zww%~E(V{6UBWjls_;<&CK*FMeDsJ;T?E!JR@wf^MchbgLI*y)dh{B<(b92Ha0{nzJ
z4ApI7o^zECYdKd>cLQ<V2gLPM5Z9NEIsqD8O1mO*pw^&SQ<4FR^qqKk<=%~|KucY(
zX$H8=8?hk~#Cw`QVbSVkhu_hbkP|$7p>m58NDesr3^b8}%$EZ`Xye2R(t?tv7!kd7
z{~fo1dVKt!>hZ;v#KT%IXAT;VZlY7fBVppFVAlCzv$Z;<-XTEX!Q<9JxzStmXCLed
z>FnN|KMQv~=t}zT8j}A#KsM!Mq2K5m5kJA*86}Pnq_|QF@JF>;ti%QQlZArl0dxA~
zI#?;LJN~1qPoY0?j@%fyv(Im(rMP8*u$fW4nNg~=5kz&%@qm<K3agK3E#D+R%~BP(
z!1Z$T3!UZ;9@yJ^`^(9g^6;y$yI;qXX0QB#B+JFU72oObe5Cm8XG(W;Kw-|E*OcIy
zkc^yxiEg(+Si|+@(DLQbOcG+d`!!}+J0?qJqbZs04!t#>zciC<C-k7zz3NdlE`>gu
zC|JPm^0*CUja*}fk~CFDR98SV{Q?FIsRGAhANkat9(EpsvTq5Ct42fcI3u+Y0}2MS
z+v5tl!^%`97!763O`R#L_)1f)8`V$;pS4qY1(d3!Y8i1fCt7w)3C7;1W4Sq>3+-YB
zEWMJ*mCS@`#o6KIYydPXt^<l>q_mUP$HV1ZtX<3ylq8cXDzxie*`uziP$Vb8$GD_u
zY^jLcERf50MfUI&c~ixn<u;pO{sH$JJ_gtYd%tP?P||P(mUIiN-;hs)?G~pe^A8w^
zmytKIXeBw;L5AfA;a5jYza_n7wLgiu$?PiZ$UeD|0U~!qJxZ6817?exu}zFp^PKV)
z+-^F|1<V@X@;KQp^iXx<)vKByjbnktmp+SGPIup>1#Hv2fh>vm2zo4LDd-a5avaHL
z{oVeylq3WyU)8n_9bMxk88ouCle0l^B{=MnY+Mj$=Z=g6J{syx1e0)r1k3*>$<fP3
zm;W<IzHzSkr^Rj2U6A|5kmC-JBtuOj@5Boj11Dmn$9XM&tHwotGNU}Kq489?m(J*H
zpX&~j@yrtTK-2nOb|JZc0c+Z-afwa=qr|&u8yAumi^u1+=0ZFTM#tgG<EziYd>jP9
zWI==gQ8C`bFYjp?q;Gfecc}lX$o+sK*Sl>RB44k5aXqgdx!115sY8EP%&R!@rqB>0
zOj5n`vfXd*k6Y#)?tT;g2a;V_H++OaI&3bC>3Be%wKPsR+P?o1)$d1O+mj9X27EUb
zqa=H(s*lr;Z1+&qB`fle@gg!dZp5K8NX6daZi9m$$VTL5WuK)W31+s+8-}>-G<kp(
za<e5?nIS!Pg%7hwXoNCW`w#atSH%%z-~?wix;=94IXsH}#+4ofhK+>YTMK9nXBZz<
zm>I=^MzZ3K34~R-vAOHzP1;>t9ics~`R?1TTtW~g(BI>VQ?(A8QI*cztV2pT1a!3a
zfPX7v6n!g1RErH_RtFZx`6@6P>w|P;pjFd#^+?n)IL*$d5!#0CFZN^{MhFP`T6zpS
zUx6<Bns+qPjucUx`rflVo;&#Kp<h^e%JUb8TGHp+PzK^8Qv=j^!?)R%@!YKo<;ORi
zs_81YjNMZM6DhywGXM2!uknT1%Nh&w1~UzP9OzYFSh4qh(8p|2_Re;JmnAl5d7wNZ
zukz*Gkyl2dhOkY_+nN~eJNKiX(Af1zz0N11F}EgAt<D0<c_m#*Id;ZF&Ph2cTY@+n
zWN{pXE5r0d-j$${MVcy8j@aof8Nlq}5v~isBrVAJ;vnog29hzo5@gx`p*Z6@8ZWH_
zcSQcPE||ZU_|;drqE93uQfdk$b7zWs5gceQtIG*wW5c2hyg+cTv{ig#!4F<cDc$6c
zx_eo_cKq&UO!=~pmiR}fi{ET(`Q)(PByft(t7{n!$X&}|qD@=^vRnc@Zo{^#My?QQ
z7cGvL)y0@6cxpB9%f|P%E*SyH+<1fTmJCkAsrgmJ=+OR|wVOlMvU_&?7=N{P6=5<_
z{ns7L%a40Iwkp3T7_F&p_3y<$IXK=<-?!O9bm~M(1|>;hRqGZ7=Fk-u<Iu7M4;#ll
zP|;BlKxC6^Gkp2BO+;dGVEjHQ54`-fe)SO%ddm%7W4Lhh$EQ1g4wns_+1-5O+GH9p
zP=IEZH}0KndQB|Gr8V^o=Zz=|SLlyoQR|s@c;wxw^pO$d6>@4*OLUc;^w@3bN?ie_
zSyQ*4?J_pm$V<fs@V;<wqx-wI_w>THEjMANOBDx|tgJ+j+Hb*=c&h`F23zmQ=(QY(
zr{^+y#?c?Jjk-;!jP*FqNJ9ciw#h2-Lr=S=F?p%AwH^yjbFeTK7|@=@y(hqo=bMH{
z4R5VXbhJV~y-0IwdaFAV*y4bE8fl%a0uLphNg;MkxBGifS7;LNdK1so4bCF5^6ltt
zGef%_c1h8GlIFb2x=l=^S;f8lsNLgI@~5LeY_!kok6G8-?x`>s<M1^<-0v;NImQ3;
zOU?1U{Dvv~@J!R334i4NFO#_wJwbZxGd5XCk*pKSk2My0Hl-k9XMCZfz6O>uNls*e
zEm>f)%7r{pg}mumG=y^@%ej#3BL$0JR}>l`r>elnySWQlfKF^;sN8MjI{6{5ab@k?
zxYB8&GUccTp#aekaw;qLm;(9@=^4WhnbT?KBMnBy1+r(%C9)m?9Rism_|n6(%ojj^
z61{_L*Z#jSe8>RIsr|3IQVb7d^j&8_w}~RYOCfrCVLc>Ql5om^fD^zvo=N35`q1p3
z>X>^e4#D`lZBZPJiM$xm$=VZ#4CV8?tu~3;H%+!S!J^lW*R0Jh8R^!T2`p(D2=t2!
z9!#+6z}KP9CAKPwPVKN7s%Q!;S5D-Y#rfSz)-nTd23G_eZKKumv{swHf7jFDSoA5Z
zaVqgK>z1o+%+2RBVLYWDN3)m%k8)9=1(sf3%i0fTpMK};b_n&k;7H=@S26ANnA{h3
z9!{W06p?lpqWhYFEESU(Od8p3;`sr)<>>yLx*XjhR}|^Rk?-?gPw41UVJ)iV%uXMV
zy0st2R-HU{=D>LG_Ow&d=MKm)GnSl{x@wqR2fA1bx|O63NV==Q_J(fBXvb4ujqTYw
zh4jR^ffp)~`(JxS@2qVyGWA~@;%Z0uc=ZKAR)0jQ#Wt`<ad5g`XR;{=fB$s-ONQUK
zmsAdQ{Ft<ufm*L|Ov=N&WaGyNe3vov;YfH^zQ>I#2mGx(Sem-NXg>n9Khp#)C0w00
zkr|M`WaA)=*ZK2!7V%VQ8fD7r`r&eSt&774%3u30%b@I2jE_eZ=V`Z~Ge+{=>HA02
zXbpBG8AjJpWal%;2pCAG*k8Q<)(!fGG{x7vqFkhgxG!+Utx<jx&_qfT*i1U_RwgLQ
zS=&q!y5b9KH@M5Kfogb_Gf2L1Rh*qu908hfkyx6iCxhg@<yX_V30O5*`;~(+20g{C
zdrMI<n&CNj0|QiPmWn)H?t4b2|FOH_A$7JXb=oEO_vm~$@$m2~%ysI?A=k;X9|{)k
zH}|F0mtWnQF#EyrGyZu7*9qW1P-XV71Nc{WPA%RYSWyUF;8}a1ysPGX4J4NdRuoc-
zX}P{oJ&z*bLW$tw-B1DasR#0jU-Vrtrwy*KR69bz)HdLJ#hnld_E`zuxyQiMP|{S@
z33Fr|c<D`?Tg_7CP$DCgY(5nM#_(A|&bLAP=Rd{pv#svGM~ptMxcl$o>XapLi)83$
z?XpA;7sfxeI7--nvj&sjeqBT#A~t4=!t$Zkq5(hmYU3{JXM*j{h9}gHI#}V1VDac?
zws$}o<>k)rbZDDLtH3+Gip|3c&F5Vat;UkMU{M3O{t{>(?GSYXl{iCOiLb*&-2>y@
z-S%Rt6BsIfS!~QGBFlNKCfRN$gqf@@PSBn8yHj!_`DI7S=b&Yc+ZSYm3b*nLzCT@K
zSsYd%zqxTxXtLj&RP$@g=210ocFWN3Hu3jmM>ywx1SLORSjG6#2(y`7CF+d}TG7O5
z*D=vA*x!_C6)R8hG%K6qea`AjDfS$)7LMzo1B|t2+Z<j|f1p(y4EmRiW?8x)a%v7i
zk$Y-)^<3L|+h#cZ5H2wB+AfQRtF1Ikw|M84cl$Jb+ew!iFuuk6dLsy{4g_nzh>|0?
z@BV0KMFj)ZjLVqk>bq2ShLowfwP=}j>g7}&fcMpuT{1ZjgD1Xy1HT8Wxv?*@tAhpo
zT7-HT|9nA~Op-4?*}bmh>$R08m)mzH&wNw;IOJ!q_?96ncYr*uh*@1hB<P*FZ)tTP
zbgcuU)h;?-_^87RwL`7vdqC312L>e?1;a>J;Z%7W`GMPeGXAP@zK7gx^Qy<$w7jdg
zf<O6OVKO4@LO&vhbgI8NL&a_blkG=Zx+gCmI>$83;FX@=PRfMa9$*lQVhO=#wtPJJ
zp!qfPd}idnh=)g)2hPV-T~;0*%Z#_{+jk-xF=e+cHcr$Y((Xg&^FwrXywYP_o@h}f
zGk2CO#YLXk08g^sxx!`C-2pF0(J}zseTCfjiK3Ukgn8Hw&#pVe)Y8Ct$StRo2eupU
zmZDvie9*t);%dOfA30XqCPad<aWAi&&lpSkgv&#D<f+l4&Z=bPMpU0=?zhl|iZ*V!
zzh1sj0a_DBdWO!TQ&tgz(~ioY+?{Qsnut@~wlyyl-pBFEd^afPqK0!v?f(&ocnyZ+
z{y>(b4<_8b6T*1mV)Ip{dt$1`^5Bk%r<XG`r6sq*D)j@+g$(3t|J@6g2Vlb@$RX5E
zH_sT@4O`^$LBZOfm}-2S&ozN75My#~z-gg^rZkVCLYVOa55d>Ya8@Uh5WIE|c7~qa
z4U`+Q1?7gY-|2^ZLXvoHO+=cnbSjX!*@6M+6C}7U<DGq7hM6RZWs=KiZqt>}E)l55
z`yt~%dA>@LO+?gX#R{M-qT7iCBcnf%=NtZ~wbp;B;1_G%f4*`hPz?GbO(&m<DwwOs
zS|f?z5?kd(<D#cvstpQt@^4=4A0rIOa$r=iF=@$k=J+ZnP>2@z4%vu~{tH3q>iMs$
zwL6WieHs}ND`EDGjLD`Y>R2*+j@aCa=+=xrm7>X>1DDu5y2FDQg3}c{i{-#u^W}Wf
zPw$+rF(nGT+2Gc1bF=gF0kBafvah<-u=@pk-q<zld1Py8*a<bu;h#Z<!rjjvOrN*)
zeN6py8kS<Q>e+K+?x-5Z;1Wx`>kGlA<o;fdU$-p9J8qqBLD+eoY8r52t;ASO)O3z~
z)$uxWc}|v=kl$#Ed>=N@OiR+7Ifb>-NZ#!6qp`rUZ>J5nv&XX`z6AM%G5gLXi2pd`
zo4T#CyOK<Ma?e@BkHL9uO&%&P@kLa@O46yNp@W@ytOy0sDUREkpa7Tf(t1L~L(0PT
z)@wm819x!quEY;8%{Q=2Fj79_2L}Qs?cwJeO|J5N1c$mF_Fy7!x+c}8h&Trd@zEYR
zk*4CFxCc{hIC)=ub^F~o21Tc1eOF|WFUGWF{U!vKf9rVs3i~!qd-bU$f*syppFy{{
z9)0t|z~hC-gSu0ZuLBHq$i*4++@j}V*^@3>-uu>jz0NaSP+u-Cc=G_h+n!!r`vn#}
z-KMa9brCIRw=g4+!17bugnk2kxg)$j%*}al?YOZGw8M=S0C!2Z@75|=)=qLSDep$_
z^vLg@c)!K9$L~^1QLF>wxz+QCuP3sX6&010MHaA6+!^Wrd1^ZPFxTX!!x~M8$x~M%
z_D^?5Q>U%8w_aheGp`~ovm2;w6gufbT`AnHFVz`L2FI1=JrQsGDLAJ^a#wnuKykOS
z2y{HP;lfEZxivRmGAhIO4jLfcmM02gB6WJMWF~R%3q#bDr)twzJ;~ErkHg!&y781A
z;Dg$VkYU94drozE+@NS=3fAoM?$n=eO5RHqoWY)D$nK32ctm0Xogca%TXlep4@j?q
zrrT3HYntzE-EO#rvXt~Km@^7C-kcXvG!V#`^EQF4g16iYX@uRP=bo89w__&s-N~L>
z_>Gp4nQJ#6IZW_;x*>f3JI1a~u0Ch4ss0dIcF7p`_^O=!?ssBtlXTDPmHWT9Szbgh
zqpzvX)V_`Utq}+r6h!Q2K6~>W<fCU{d6CHorav<?^!SF1@ov49Cm!Y+q&`uey`Z|!
zv=y!P=Bm5D)|Kx;%7?#%b&q{De!ihy@wTVVt`tl}xg+%8XCp0CReiGIu|}?kocRMg
z!&>r{4%06+FghR$XAthQ2N2*oFVvqEhs~>c;>3rN{r!O(l)`Wx?BY%64}a;zPtHX-
zdRHp+2?DT|w&X_ZYGMJ>ttnzRs7JeltI9st0iP_Ugbk8~7mxy4i`Ojia<UJ0Bbufd
zatWpX%^pFce;{27KaVB-yPxl*JOMO88PEi9eAsyBDecOOXwnxB$-v74xrwsOTC*SZ
zQz?M$J=MkXmJ0USbUM8;DObb705!Q1rXLfivHwKUyF)m5(uVQ<{4%hsmR`=i$FL}T
z?xS|&IpXrEwth>b1G4iKYA;j(TU}sjek;W8l@os?&O2a=OAI;9^xh9MX3)jpG;+6r
zJyW4`*czSg<oEd|_ggD|f0PN!3SC*CrBigaB`8q!_lK$e*3n|YXXD1sH5ez~9|0C~
z@O16_M>PIGb{<*%dG+yCw>}`6<oG13=I_z<oe3MTs)J|7&j;Qf9Dt5#2$qxbnSF`k
z^6HtVG3VmFPkqxP2jKIH+_9}aTFc+y+(wtC1l2x$^Kf+jLp!`kEUX{gc52)#N49lZ
zz0zbI{*?>sW`^kW3G0&syY`MX@9#OMadC7;sD8BDNYVAu@m)(iUp!lLc>A8vJLNZ<
zE_PpYAH<TuG>gl!#Ls7^&Hq6BpB2TlPt5C{*mPVo|KZnmaeKq3Plx+=ujIe94XIq=
z_I!eSsj{X=Gd$Bu3e&1xxT3V+QQ42z$t&E{ou=C-Ct*IPrd?Ox_dRuXOdFQH&T@x|
zjDh9L%dilvVQ-Q(<YVSh-I*=0JGmID_2lihJGFFW7X<P9G`k7}Ii?H3<RPEh_ak58
zhcDMVl)X4mWiPFpj?%OYq{{rF>vr91sxn48pLpfzP^pzsj$GSMT`x?vk8!{0SrM&3
z!`zu!tGbKrRap99ybgcB8a2ww-BbN~bN@i@G5#*&ZI=ovCLTrQNe$qy_r#6(f1$LE
z@%kg;LO3PybdK)+TVIOa+g<cQp8ujz?2!^6T<39l+!VQem+A28tWeO!_PN_f5*cqE
zOvhe@bzSm5ndhY98l&yymAfoMZkV9ok{qauNm?otomh21Z~Q`HB=_vW7qN%4TRm(Y
z@*Gn-ZMVC|1>7R+x)FZ6LB~`)x?{OAl~Q5$JaBZA{)_gTgUZc=0w<WlL~TzZq?oBK
zZ}FljYM(oWssb%eV-)ZDh^5G`EXZ!(+?r@&TvuZL_M*FPNa_Ogc~04Q-O;^X@a%0(
z7tP|gM~`aeb;vN|jq8=ij~)drZc7bDR|o%Q;Hk{EL6t}+f%N0JsSZV%C!%k1&almT
zKEj94wf&wmK0j8-Fh^ue(!7(NK}+pxmCaT$(vD(i-%R~?8PeMl_M$Y1o-;uz!OcvQ
zN1RCn54SBQ_b7RbgSmqsVe;b>q+mzT)78yhkKJ`=NFDfNiG1xI^}scCM%j;lVPZza
zv6jN0F8B95`+kS@XzPaXozdkd?TTDu>Q9|tdt4D*gpR*y&wfz_aV5kZwh=#N!m=$?
zurFbytzQ{a-$@!baCg-fGECbBN}1;pt;97>b5(ag_PBX}qEPgw9|xW-N{R~!;lJe|
z?VV=TV)(Pae6{m>qpRQPJ=#!^=inpVN-MRVsNRKe^^;j>WpqEo?1-FsX4#rbN$EhN
zK9La9#r6@+e7C7$AP42G8Lgn%MkGmLb0brmnmJ(Qeajn&M@hb86@3?oC~#%<?+tzk
zxszbL8{7-;1Sww}RtF?Jq%<GtsuO7CBqvE?q}0huSiC*%U9(sma61wA_`lfg|AX)X
z%MNSZZu*c4TG`@pa3K*Vx8fduX_Po10yYG*Pgy1^L>I@)f_b<m80n!?yW)U!Z`8ut
z4mtdgmhpHNOjEf!#^DinnI>W;FjBg;JtWV6P;@|hsY*bmw^$MNU_)`R$Mc#~rXFAU
z6%I2#c`5-}ZZQfD1!Us@z8hcmAi2+v6Y<;*=R$fTK)m+(vf?~rHR&^losK)PZb0ed
zea{8ho$1~}IPdLR?fH1igAUyr6Q%-Yyhc8q{vr&BJoD7IQT=7${Tx;D@n738?;Kum
zduPsEJ9L3C%Wl&6NMrhaLf?!Y2o{8C{0LCCI-$kbV6gckU&Xzlkvf=e@0S)Rt>i3l
zk6bP;Dp7*nBssbsv`#kLMz!s2aev6GLKSrLu$Wf%j5V4~s`bYOKkANRKRA~7%d}sk
z@9EK$H#=`vD{fK{WuEj8bGHjzsu+YhyWvG#K>4PIy1ly$&g<#qEx?2^jtIY^1A)J}
zDOKAon4jLJyh@MV-)@Z4O~Aig*Al8wY0SU=XpgQlXK(WJzVz!8?{e9;#oK$g@aq>G
zj@r9kSY<X+K4vlMvNDdp`m~Ma`QV@H!W(ffg=b?8RCjnydAVw9sGeCOHPQ1n=K2?A
zMbPm7L)d#qv;F>!|4PwXrKGjhCQ55W?NW^qJ0ytF8dYMnX00l<W6u(!RzyUM+Dfa4
z(V9VQRkLWdYP7oEznAy@y}$SU`~3d+{o$OP>p0|u>v}z}=XgAXJ-Nx1firz$>@ROq
zXMWqa$=el59oF*x{ANVBkt+$|k8BrDl%$r^v1m0@aIPVK<$^JGY#}33s8*3Znkg{^
z-j6H9py$Bx^VdvfsZNb=m6Pi7%VC(W<1+eY(+`@K`YD?Rx`F2wc`;K<27Y9$BoFk>
zOZz=7DH3ib!Rk%xu+_=i?~v!E!EQz$b9KgNlx7ahgfo%LpF-R;u*X7YL=18Lvpgag
zn3a=DxNFq_TeiczKGyT6?sh9ZH<H^7eUz4fyq?$B&H8?{vs3obn**rgVDx6n+c#i$
zN`*91_QPVgwK2y)Lg*|)w-r;&<@6q;_NFx%@zO}5Ek{KAk$iU<687mmtMtu)nipD2
zg&f!hAv#>>)thXj0%I1+^|poQ=ncEu8Ir*bZ~3joe3jNeh00g#NDl5z<Z^Lr!^v)A
zgOCQnRIBjSoH7GFnr#QL;ir)1_75G3Vy$=E(XqlOySFSinUcIcSvl6JS%tBP*`^t<
zVzATT8?G{TJ+$qd$+k0L4X6p~q32?F&7=a9YOQ65H<RYe<+Dkmml#D#-5U!rwJtoC
z(2Mz7Aii4gnlvL$`>kO`2DYe4`bF}A{XaAbWqnND*5>=Zl=|@7c`vptEW+?mp0JN=
z@u+kw7n~GitGH)zin7JNC{v8_M>co)nCLl_q$hQQFqs^bRJ>A0QA6K|ZiXiPZYo-N
z7tWN@F{yg5KKoE(QXNhp!xv-QcO%&DdkcUHt_0L(dHXLjyH`wH>HWRJ{)B1!={nOl
z`#R;vikUC!r}-_r@n;DjX$Afm#A*cs54NgqvhRoUUi$ZSl$5+5H*jX9i>rt$@W%n?
zQsKp-76SXa5|G3x_4xM)%LW>K@Mm;xZ~|9BAW}PPZw!w*jnhE?CsBWP7RYS^Df`p!
zuxx;y@yGl}yw>w7?LSsJPfxG7Vjy1+KPH(#fhm7;n++b3I=eauTzs?X3hHgSCO_zA
zh{A6fvVAhbCZ3jrhiw4Y-<;EN?%XoR9H0|U&2<Rr0<u+`uBb}iw1G9V4}lQibxmTi
z*ILy(UpnN3N|iIn_i~hdW5$+M`i80W0{FHC+-t;T)L%8{c*<)~jAPGy{XWR6l0Jmm
zMQnbZY{_y9+QhrttGi&7ortiozW=BN>#?u!?qWwFkp{}rtT8`3rvUER_w$)ZdJ?!B
zo{ZE_n2d;jsL9}omYcjqs6l<xXfb<@kc&97%XT_I_-J~*{}`T}lfNU#`)4m2y_|%Z
z{bq(5{CeX{CxqkgE~vIphpe9GNai??`(_IMo)rZX9o#l-G%y&E_orltzJXNSJ+3^V
z)0E+vJ(L=qPoJM}Isl)Unkn^Ard?jLet_=#`nQnR3=$t9(~P;!P9t+^G(18QJAPZ%
ztEMx`CbZ*hO1;6twu2&ztP?u-g+rV{oRP0-!PJ3MP0q2#&u?EZf%9b-k>Nk-H_PIz
zlUyT?J}L`xHPtWq2ESRT(<Dmv@qTU-a%;Q^{u*>hYM;?<ECw)HeLAdhu@Wbd8Dm}n
zH7RC}x$D_6pN;o1jn$$i(r%ibOzy`G_!0lQIgdx}wi_XQ{+WhfOf)cIvez+Y@HL49
zjMY6=!oCs4j(1MJ;vORj+Je)7dy~C6vAzx5sE1rDs(5-*S!#%30{tUF))~o0@{5Lr
z;%0L7jQ)p&@P(r0&bu{xeltZSdjVQkUx&5zd|AS*UD9X{{Q3D=mf-ae&}apu;$lmT
z(~jgBYUuriGris-H99UEFr6!_q}jUMnA9WO{mPM`Ei`{9mGEuPpX$-5ICN4^kKVp?
zFc893T_{6mms>1wKJFO_T@yr&=66K~f}unaj~VmKAT@&{o8n=1w%;zGk#`qs#$;Ts
z`Xe@`L4FsBf0}W>`a5T0A5IItV&pI}Bo&BtW&{=GZ8nIX#ZEpboc6!8rGad^cA2n{
z9DC!exeap=KIs8^sfi-_GPzTmy_s%-d$C;Z+>Q*%+GO_RWE}HIk-n~3L%S~)A@&Oy
zpQ|Zjr_+-7<w@w7!;#xNZRD4{mN9${qeFOmkv;dkYXlHYd~wbWZ?^fLr`m6PF&|u8
zSl?o{a7kN>yKw@D=xjA^ihk-eGkE|;&3vB<wanCNUf{7m@SMzcn9H5GuVE#jflR6d
zGr;EfFHM#0|HjkScS6tqqQh?IUzZVbOjgdnMyUkq*`n1NGr!%H1lgonL+bozbg9MC
z4TpG&l8!|yDigb!m-p6UfSSec7DdHM61MNK)s@Q|dhO;ig8d!i2#%^NVYpT*$X;lf
z<pL=TCV}kS`MOSs*lIR?gyUg3Z^jJw!pGF`apsW$yj39)9<!R157Pzm^i3PEVAvxC
zKi*5lmkKXqgHewZ{X`c`nc?)f1=DqZj#!|L&l|U3BJa=f8AsLtQs|}jZa|7^!3g8r
z2DF+upAulK`GB*l;dBM)g(`&7n9C$$q-V>b_-}kZ^AC-PK-!;}HDC+|J~IkBeDWVl
zBS!%doSDyi<lMO|P*`S|8pSd<!_%+NCBu4U*UE)Beq19F7HlwA_B+s94WUv^5tLzg
zEGOjLGxg5A4wmB~Sa^PtgfgAB08hD9>L|PoBApWzqq7p-k%2F6K>ZNjqE8#$+gbEM
zp(<_FUk`~5sWKylOJfohMFV1iS5k}1G1+V~*WCTucaYMU{hM5G?fP1c)#B^?Gqh6@
zKPle1xpTnNT+q(<qeA8P?%dFOh~C`0q^fBF^>WJZ%Y?_T4Q&cH4T68mRNSlMr3Bg)
zsk$n^$eZg}t-HX5CP#U;LMH9bNL%?O$;BzKfwu@Rs6h>v{zz;*nS~74{-FN7B>2$Q
z`hB#6W^MbunmH4G?-!Ol!`?GEr=!qpthfEA*kBX)F}XsgYSO?G@jJ1_TA-H$Q+`AG
zhjsJi;PTDgYmbWyzD{(GFx>vT9{2LWwfVN2u@^ch$Jg{&e_B_BL`*HH6ig8|_DyYe
zo?M%+FldC&S&Y|h)C+*`H7h8{y&17fU3l2NyN&u8fkpJHWekM&!_^8;T>LhR+^)oG
zbCcw|D{jxrW5fbdjO6=eF71WX+EZS#6C%1~ZosLsN^PSC_Xl)r=PO^$$?J3<)tYWs
z<RmFxlI(&zjOnvR`cuQ$J&VP<ro_Sg1D8v_*i=38N7g#8Ut~qD$n%+k>t+w9&%Hs3
ztG7LJtKV~4-*;dcr~*9;<QY(!6tB#!<Sb<<bF$uuiKY-0*h4^N3a)(aA{8<Q*7Ny>
zAEBup3mzX7%@#0Ji9luHS?OEOIA&}pE@0AH#jXG9<K3nok6Esfyz^pde6btC3GLl*
zv*w^>wy%FaVY4ms=Gghyzt`qh5MDN78Yu(*YXTydDJ&CJZ&RnYf=~h@YvCCm{Ha|9
z@Hj<0C@&?_AG@}9^iEw|+NauJ4YSrWos|ZjTF)_av!3i!1a&YJMjw$BHH$LYBYn5+
zNBUp-`**8b&zB_@L&XyzGoK`7-9|mAUepe1(QJ(iZR2{ep{Z@PLgD1J%)N61E;lsK
z=)bcp>8?P$0jZcnjccqto2#AKa=?;K%PECvutsn8YgsmL<rhDvDx271b2A}1rBXo+
zH7EX}&mMG!P7@Y3Xb{NF`WVDX6jgX(#E?@-j)(2s7o%3L(lBbu9X%;)kEKia_Ts&(
zO7V2fRyJ=71#^^4o}%^MY}@<e-X3bjpHGe{cP<<}SF>G4+l-@QAavYCPPwkSB(E3n
z;e$gTTdC`P&_1fZJa3<SnSn=Nw5|4wPSU3qXxhHNeQm3ZS(Uo{7fdx|Lye@F2DU1#
zjYFgs&V2WzS>cR!P{ysu@Ej((oWvBc@h#VT?P1@3cC!H9!o>UF`XVheu;Oc{-zqf?
ze#GJSAoZ_P8%jA!;X{voysvFW7UnGyezPLKSVIhX9ZWyG|DqK0e3bC0v|vc-(~u=j
zE3avX>DG9!2*$$roEZ$dYY7^;aZkx8Nx2iOSZnvBQ|5h{*-{!Vm@#fqm)Jf0@CN4R
z#rGFzudAMQYnM;5X`G15HZPEV12%6e4XNe(Xp}w;OTVVHfl8NU@X@_B`E;^p^69wS
z`gK_qSq<O|2<m`S(Tw()w}NUMa5kDT8(|)S29GJ9@t@1NCYh5L^yag;oU1?hX*RXt
zSF=FCjM2Z9>eI#y=hOZRpfG1|p>4nN+Fj^`{nLN<{XVFxc;bHHe=k4+UUB9Y1Bfho
zS$8xK;bJ*~lf*(T-pKxJEusm|<Zb1s4G|pWnJd4gNVe4_TPExy*EEn<fAX@tD5}0!
z#Xj}cLlCFXb4ZlO0;qyUA!;Rbu%(EIn%Tn)>5|c?8?@~*UJq9<cX;Yj>hx5quk&{C
ztXOB6?^oxVTLHyI)12$I_eE2U<F+=MbGq1{Q(gtUdOS0EgZO;w&TTXRoeEmcxbdy7
za8tEt=m_#<9ZOJ5y7Y&<W9aiFSaWAU7gNsX6i=;F)^+{9edpGgRzYLK6?}Q87q2q7
zx0DgY`*Z5)3uV*M?;`p6*^RE5p~XkYJMAd?8w7@`F~Lz*rJp<|EqkN8AC#VN&oqRV
zVUN;t)}AoA4kWs!{o3a}?v9rzOyzkU9PLDKG3Fq{M8`no9u-3pJb$frN8HxarEQGP
zT{66k`3TY$YzB48-+Jjnw`(ciJ>suvV;cTbxb_1VwrBc5@H}3EguYS0UR~^2kTaJk
zmWj?bsh{#Wsj$pm&x9f$o+I12JPnP2IBH9I9hZuk=d$oeV@s7-+gcx>b_2qmXnm2X
zPglDMdpG^LWyydkQrGV??*7<)=QW7*x5BB6`>G(lJ&h{Tv*aucNlA>BDH<gqdCC6(
z8VRmREIhDNxYd4=g^49O_v?N5O}st4Xd7qA6k&N(j$Uy^*0iu(VU0uHT;@I-hS2pC
zIcD4^ny#+jbK>4LWzST!_WmU2W3SJ`_9;xNw%71S;A6GKKt?<Fj+G<Qq@hD$GoJgm
z@duZdTz#elo8m~O9i=C9=+LMOViCrV-|ahO8h&`rEX@(yR``Ttee(t6CcooSW^RH=
z+7ao4bk~(v_lw{)xC)L2&ksw?z59uBVz%M}kNmB#hMPQ)!?QNm+|{$=q3!%;l(=UX
zK)I~7*{r0~2ygXTW0Sda7whA*MGuv!95dfnHcgacQ>g>H54jY3P9J@Fe(OmfXtR!u
zn;H_7?!MKxmk(EI*FeU0H~~efOW;49PhM_2M(4(J75MZqXrZl=*KlSVzpP3hHnTa6
z*JiBZtTrocer&^Q9QJKt&W&wvxclXirN&Iocug=R@=`;V@>Aj5GA5{LuP^R=YExE&
z_iUuNG^)TuA{`?q=cXN8Nlf?nq*}>=D2L!J$csqTN-{_0J%NYrqx7~d++I}wl-&4m
z&m}(02U!C~ertj78}_Q-Yo8io`t*XyckRPRP436VR?M~!pKxLl7ybz9{2d~~*}yd=
zd9!S*9e6?42eEx>fpWo>RmwY-X~!dQ0Z$_bvuieOLZ6Z7KRX-f0k4e_nXD*EZW>IQ
zR~8trt^|-i@=zL^*6dz|jw42qu7x)ptGm2#TAIx3psw9+a_EKL$9L!7GwZ#vy@0}w
zTUO3k1;M|suFW1_0R~%FSb%F}2m@;ZP@9zE`YI*dK=W@GFq5nD6(B`s1e6s|`@?`c
zrFMz+zv;676Rj0t<c)#wP2QBuUHNqFTshE5gDGhnw!nmN<y8yxuL9v6jyBKUM~XmG
z_Eaup>oeW|E1(-WI*kASECHt$x0fsp1x}4iK!qMwT2kXYS%=1_^HQuVElX=$(_qOd
z+}PUw;F?)%UEd;bV6lkp+38wJSARtJ6oW6Iv#wr)H3-pGmlDr;D3+nh=6NTZG??D$
zqLkg*J-vLbQGDitGPgu2jdvmC=T|#J@rkyVEt^fjoo;wg-(0V#dY@m27XPcPN)gCG
z?|K8|%U^l#SDdf^p{Wf#*!Q|9v+XDTtNo_pSpUsH+Q1PHEtv2acg@HB<tD{n^@`-M
zI+r*h4v|9wy}TOJW1V)9sYmr+BHMPFMFi1P?zK#>^;U7}0J!!quhB*@g)QP|PF)Gj
zP+ie){)mA!BIM@54Cv5?X7YXka!30zKQ;N0C5&)RML?xm$J5%hb@r7Dn;GmavVnfK
zoTG%x5G;HqK?r5IX=CZD@e?UFsq|^s%&~Ynr(lYb&A;KiT$Rp!<DTv@+28L>T4+7u
z_xt=rf%Ymld$%0r&<6acHP6M$-deD#Y^6n4*<E}o*>;q20q3p1D&xyLaFvJVE;S8)
z4`uNKF|4Vzx;*df1HwGlwW<?KwOt&@Jin&tS&99k({X3HpZy=2mlz{W89mP!EMMe9
z|ArK|4^vgnYnRq1+k4082=An6eqzS*9(qnee!0tiVqs4h?y?5jTpT`rZ%8{5kN>4X
zN!@bboggxQ8hzX!YWV^B$jT??z=0v_gHe}_x(|D-iuwSg4J#L2axMRf@0M|A?AR0B
z1J^@&VnU2SU69380AImpH42{xeb1S0=C_kq{|ccNq}rzUa=84=c^e<EbxP*o?Gm1G
zFX}^vm){Z5=3T?D0y5Z0qx2kUlIBnAEKt9zwzu~6VoPp2QM@w^Y5Kq3B>C~;lOPTj
zc^V6%H+z~>SN8rk^|aSk8~WV0JkO0jav8tuJ(Bs@kT9XTO02Y|lE^Qk9VS#Z6U)*v
zM!dEsGJH9>SE6md(u87mH6WgwAvKj6u^*2RV82^iN*@o@1tQ9SjnGMUFs&>L2Jd3`
zHs5^|<G;_n+U|5-EZJI)$(~Ri&!P8O6ymgnorn`!TFut>r_@3(ae}7Ru>29^GC~5I
z`Xu%0iZjX3r}r#@Ya>1_^xZuBcGE3UZajVWHauZg&?9K7{k#aoxLLJhC4iuu-U;^-
zsoX&8(cohjH3@HHjzAJL+*}1`n?;<WFp2Rzgjp*w%OnQv*{U>Dy)`zajl?Own9LSJ
zw8+5JmIoS_U@WJ3`@I72>l)PCuY;-C_zg&rB-~?CZ$IZPg$?|Yjn&rwTZYwpNLSp3
zTmHJBlnHjRcWSd?<_q$Bvb9^w7PY>d2fapU|1|l?Ff+ptHkHG83uvihgwX`b-cV}C
z`<70Zmpejoaa?a_d+D$vpUqP0S0;@=mTK8nK31)8z#SK`eDvdiI?%S=i9_XgO!Cg9
z$shi-4omeMBC;8_WjSi(@Uk-nb46N4R$cc3E|&)MYWX5Sj!aq~b`EH&aHoC7H3YOd
z8EK!#$Qv0M>-s{~xquPwMPM+EE4$km4#ZjVR!>)f35g(;vMOtKV2FkGe&OHooBzA*
z>HQspi2qnY!G9Qks0R?-z}e+EwNXjI7*o`<=-|RtP=jVxfq)A8*m|gYPjF3MK?dqN
z<epeqFt`JIE*Jo%Rd@qIn5__0&-$t~k)s%0jcpW=2nvwZ^Sm|wd%7?_%Gx_su)SKA
z4NcSyq8mU>#C(;JqniZbIO=#CR*}#{O>kiKL@~IhSmvqm!KU+%xt1Tde*8o80sz}F
zKVEY@S#x^XbGiIa#_!$k+3?L*<syISjx;{GO$Z2G1s^=*LP$mYAX0o=y4t-SPA+D!
z8qSyMju>I1{h-~V*!DBkOd-T{eh%AuiKmK;n1BV`iW2ep=&PjED;5Tab<cx%E-^Y9
z!-)|*b)_}gU4<-cev#96jEaMVQFfdQcKKp7ha~?NsgsXj_2AB`Z=qO{|INIh)Ti}7
z@-Z?FFt_mIPvCk-updJxC8+vwYN6JKTbd-qG5DLzZ5lL>IY^|j1^+}o4eVU~f?Cm#
zjL=VZCb1VKw_9Ut7P2>NfV-2lh?@rDMr`X{S`)?KAr7AV>G$s4T~a$DluUo|PVK+j
zJC2EV(OX%;WMmsWvQ{dY?9k*@jG4JQLAsoDuPOe)T-0|^k$<g6E9F5)<C!sEgj*U1
zb|{Db0nCgrVoeYGJ!CWYEr2hVo~K;%q_)iPQ^j~nQDH_@tH(%4d$J{B-7+R4@^IwA
zr!GQ#qapE~^U_}QRj=XXnu_CU=E~vr6BEz*{H0sD&YC0cK#t8}dd3t0n^hl`i<h?#
zGoM#{OD)bQdsP~IWvNkf*F)Gam3k-dkWeZysy(PYc;PJaASkJ23&O3II>a&+E-RPA
zJIHOwv63-gNs%zp-WiW)Q_;#Pe^fp6#H)TN`4QO)b9RvCj|^`(CAOMBFR{aPa&dd5
z4=c*zi|IY5@xH&s+owFuOrB#Doc!=o7M`cZBdl;n#lAiNa>jt^k+al8ZA}>;l~Uyu
zZ^s<NNl(`R1{`v8+`qDw$M>Sst=yly34OGOL}ADKTiCE}>!&IN%a%CEWo4Yuwbbmf
zt8Szht`qD0_aA`5kLAtV9fX%XDzD}JM8=4^g$Srm$tlcLRPI?3ptox-rektqB^Iac
z2eNC1mh&tj?zro9&8Q4k5K~aqyvFm;CVi#YThjyu*avx-{yR9Y6W2o9TMD*Zq!|7C
zX|;huFljr*B!>sxgi$5_wQQ(Re$`y30F`#w3I3A0HdjNpBa<KhW#+*?cv1f`UDZx=
zpYHeF+}6IZVCzr|@dsVT`1;L!o1!WJaatii1rI9WWl+m8QGV7ePl9N2eu%5MOTB&e
z_X`&1t|se|h)b`Pd6$|>Rv3BeDrChu7Y43qsI6NIDrkLkU*N29QMd~<P@FbV*yDi@
z8YXp`q^FVY0S+El25EQPDFdnLVoxqWG8P90@@buc32cnh>9osfBXX>-ybf0r2lDBf
zJC4kCW)tYBxbVL_DsIeBg#KfNn*HjcaD5pt`HJE#5s(fWm-gTl?kQwd<l2XiI2!@<
zxgWfZxwW^Jz+!3o=iw9xFzD&QYLVE1=z~OS;aL@Wu#G~nYCNV`k!&=3xU!c7u%ps%
z41<$zuaa(ufMTd|h)Z#w8+}m^i|JkM1ZCh1+m4!n?Q7P0$@ei$Mc_g`l6c4qjiK_(
z{V8eZ-aqL84jWFP!kJgW(?&n^z6)dvQ9D^*oz&q6Uq}8iQ{-zh1n_1y;KS#=R>G$*
z_BV)2_gOUus#Yrmq^ni%Ov4|!*wDk08HiXjj&&>ff=gnG^qRXLi<lICIuHe)%Ks*A
z?%wZBBR#(SA#AGs>qtTAmfMA9U7vwVU_OJ{VxQ_}lQ=VwTA!=xsPtKt2>h-&R$nC1
z24m7`MGjF~YFcRT(&Q0bwDKxK_s=IjqpjH4lp2mXu1@0~fKk#PqB}D{H0%6-a|~mD
z=4bYYA&|!5OS^ELF&Ifi?gH0k9-f-@;;E5YO?tcF8GgDS2oDbJorvuGCa~WNo&qU9
zm6{=hnYO2%MK=$`qV&pU0#P7>`mqwAoLmq*9Q^#QZ5`2)IOZcwop3hwe0iaLAmLft
zJNerPEAUtFZ|RpL=tcI&M5oO0o;Y@Z_@4xsQ*{qcubMiNAwP&?<Z6|tSt&lcr$VP>
zpFYZ<#x&&6IFEN!S_`<()w_;pvnqy4C(H9Aszfcvk(rqW`wjm7S*{ZSpr9pFv{b2p
z{)Tm#@fou3s2f+=Nj!Tn8O8;|Aqcel_N1bNOy356CeTl-gJcrKdXpf|gNi#+`Rw{u
z{UOwjtx_Y*>MWdOH)S<%oH)rCWzi&O{m5b$>EM4@aqFRZ@da3|H!V&JcQwo+by~5K
zdS&t)iBlCTe6NzjGN)<|Jt<tqz*7k#q=5UrjQb)+oUgtmdlWD~q<1G}2nA0S2q*Yc
z)6gAUghr{^!Cr|nWdgT45$@S%ev1kvzez8aLHQN7o`;I4x~81z2HgtFTEH1fm{?`=
zTU*^tUI-QR-xqu483gI>{abHc77k5QPH+8%*g6+fU*pSHOr>AO$PQ7<2n9JKy36hP
zANB8+VWdlAx#*0HonTV9)u_ed>0^7*Q2rT8#HG&E1D)m!wg_$3@NxWE-s3y5*wzB{
zF<cq;t*oI>7kl|r0A$Rtb^s4V1{DInrnH?$4ZXgnd}YJ=Lg`GYZ77!|pi3~)xhf3|
zssWmk+`JfEIad=6P?9^%b+Z7W1pJJYQd4#}KuD`(#Qy&V6)S28$`7cSQ_nO0acNIo
zS8kku)Mq0Mw1f`(?+8yo#Rz*@4S5RTgmnIFK3a3L&%GP{$*u7NaUa;UV^uv06y73M
zq%PS87Cl>Om%NX3zInYmW4bDBScc~lNLiVb_6}7qNbia|B-yAj?e89GgnpceIV4Jx
ztrDi2wjJ%K=QgH3`90@&kkT68cU}saf1I-i4Sv_J>&g=C@E|1+IdycBt?V3g;;xl5
z8in~~{35=-Bx{$j?)+Y(Jq%Q?cSyE3jaJITSJiI%^(%|f7Sk(PMiG?GkTuz)Qz(V;
z*f=Ho*sncZtshb*o<nnKpG?07eb|4z;z^C*8c9mZ^PkqKnXM+Pc^!$12Mb7>hHgem
z``R`}*(BZXV&={54Is#yh!nkTz3b`d7nfJhI-7pi^4q)d$-YIWI4I3Y25eIdd7@@@
zgGOtd?V*f8g+jo}l$o3Fo3rLg$upK04Nj`R>Dx`rmo?aOs(v&<6py(0om2Vb-fo_=
z;Uf7<VaK4eFFB`L*2}omj8S8=Lww3{F1#x$JD_GxZ@Y6PsKuYsxTWUAo3i7&qr9sA
zlwtAAv_7a1-dc+^d?e3A?y4^AxHsjSC@9*{!ArT=PN}KMPalMGG#E0XcA6aIDC;-o
z4F>=6uf8}klDg6r*y=raVFP7ZTYkki#Zc|G@BM~VlCW3mW_3^ZieNL&Eeh}O>(<tf
zlu(YUcApT)*FA-X>y8C&0~Y407bN_<w~=d6b+ss|>m`9=hgCkZ*m+CNbb~!`smgL6
zjK%qGiy|uMYXC%#I~vHRI8zj^D_WqC`Z6hV&Qj{rxHQ@f_BwQZm&{mpJje-?{ioA1
zlB>Ds9Z#yqutFQIEX%n8=mRb#%=w`eI;n{tohRFhJW|2Nz6PO|N=qCaU$mEgO>qwa
zZvwfUDs{a|)rAa^;elP2=8`Nav1<%mB{d~H4{$5V)PLZFtXS^%k*0~0I`Q#H@gw$3
znPi4QIQXZf-uqpf4O@H}uu4>y*T9BU%~B^Yw-=+xh`>!!vvovsr|kvjavU;%=uIv0
z#V%h(st6^RN0&4H-L=k1Lmgib)PLFgP3V@)0P(86Ug)gQhi6us!WPYHoO$~O)1#qM
z-dq+s0FoYhonH-@nWSV}^75-&-&v70-~RbYI~_F2=9xAMp3dG}-Vn2VidXtP+-{1w
z=3rJ`8kh+Q{HTYvw^m&lu|kK68QWbgp>vRs8OjcE1$Z3%S-$*g7TUOyA%I}_@1tHi
z0R>EW0>A4Nkl$o}1<#g!Y72N84bbkg;S|IbI)GnuH>B=A>RO|8xW_`jw4V&d|1a29
zItX_yCZL6Fstg0pf1w*Idu7{HKuSqldWj$n6&e3v38j{SlpN5G15lxauFE>s<)5vb
zhz*A|`G>RmrT5ejF`p5WIMbr)3vT%yYKXQ_OjQwhQ79M*Q3i+cU0R~|)S<la{)KGP
zl<Dsi)DrbObg0%u9R>Um+1W@{79N<v8D4g=m+X^$sA3|)IK=-}zYgaV)2sF)fgC<2
z(UfhOrE<v)dq1P2VMJYkz#g`5Mt=Na!sctiORrnf?{v7TRV$P<nCvZI!Uc1#2;)qf
zmJio8rd~|AaSqlQ|FGW(tQ1;Kp2_e1PMnC~l{e#n?!{QikNxmEE(ChD$aEyN7aC3d
z9C|=)@M*1{HH7D^Ri7m{FSBuKp;#b4Ft}z=5|+taqQ~PgEK;Prj&PQaml@Q+=zN;d
z$=Ze{x<(WcmBWHenW#H3iiFjNcvKWlUnTwSgl7Sq1Sy}|T9Qu%f0WoVcK`VTnbFW%
zWV%S}Av|d;H>--|uE@!++2_c4S)P`|bLP#J?_?{7-q(=VkMHge_WI}r*Cfi$*<3nn
zt+6`UzH33`(c2)&x`Yk(RdI8UPcOmerD_LLuP1#3*J2AEh}`^)Ol@j^`CH~i@=~iR
zcy9G_DU!1BSxokFMALEln0yGEVfDvmwWtg`^3tMT3}**)*T^+vDqsXH+ZJb1zFGa#
zJ|xSRkrtmbl$QbX^UFySsSyR|LI?Mg1)HystrLF`nfzpm?Fzr8!~##ci(G)XhqqTG
zPls@xe7&KvR?_LE;?zWrW3<FmKtVy|e0bkwGRj0W^jip5Wja5vr;erpY|0BfnYvoy
zgv>9@aEPkPH$%NxEp<YX^Hp-*PI)z}TbZE9=@WFa+AD~->OC3vEa#U|h^1hNv*{5E
zwk)EW#tVJj+p5*mY1S21mpC~*Ui<7%v?G@ucbcxnoe%o>s8A)_mX98GgvtfMvce_L
zyu<XjQe-YJ;JwP1`Www>=H>z70yZ{}rgEIp2xr626XxdE;EkH~hzq8kb5n6Vb<dQT
zkL#yC<k)dL-7#|ip7a>6t5CRS?wJK*hCrrjtR8?Ae&EV-+fCWO7-{bURC6W(vIh8i
zasiU$e>uHqQ?r|*ak8{dr;ltvs4}U05y+%67KA?mU=?it1FI0eqxbuC>3{Jn<fg6u
zUL=HzP$*2O#sFEVZ9`M8OR=AU_YI6dp|}Ew?8jA%s0MC=+o5%*J*JjyRmKep(#k2&
zdUn3y9yp+S+Y+a%iM>~`ZS5T|LeQUYl8uMNT9;ae^0xG5pc(>e-uaX@JMoZ%o9EV6
z8PFY>9%{xj50a}+boRomQyd%&!ybwE4Ja6p6KkIjpn4n~aXFnY%VV7O$D94CRRpK^
zHiGZCm=*1fVF#$4?d&Vk-SBHlf2X(Y561KGO!8zECS9gm9wyhZ1=-OWld(#?p@F5j
zNys(qp-?=JplHnTn_AjMf5)7!RF+-L=Q&du)w4?_WA_|AW=q&Sd~F5o_zXM_V|=w8
zQpie^`-T{1<K$H77^@0PUmcHhU{ITE>Jek9WE?54+h)0$Y+USov?t|c$j7}fpZ-3;
z%K4)f@(rF$&~Rns0crMKNt0I-ENjFn7%K5WZ+R{&ZDgv#8eLc|-rYa@t|uDNlJE8Q
zJFHT!GPdnO_oSDw$)8+1UK^vB-~rtcUQ%P{o5;`bc{F+$)PJ7X%2xCCJa;Abqoi7T
zReQ!rp6vyZ!g4WW(V=ubsG6hS=nSfFC&kfyaiRW>++4wYi9+}mw*DWQw#jY*6Z4es
zyu!rxUiuMfgYm>h<oNWtMHc6pibx7pq0mTsA1aS}7U=9h8+a<1q6Jke!UiyD5JQeD
zr~WI6%$gCl5pgbahu9r?^Hz|Y2j5vsV^cAp1Z`PgWfzTto^F`i?<{!}iB`i{nGTL+
zq5)pBdNIeggSszVRuegWe|L}wM*tc6kBM0df#eG~``Viu`E|5eiS{n#9CvQ*Fu&?|
zO0DwT+HIZ-QTVA!sQX$z(fzp8`|pwQA9SbW7U*8TXZn#r8tOr42-mzj@Skmd9amAV
z)E^%N@V!bVUz#h}6nN6AZFcQ`$gP$;^rh2sP^mj3Kpg+ez0)&k%ihTT0%!pNXKYo@
zxKzp%7bJeUm5aq+;TZKe+7ulIc)TcQfL<78{(qz{|HbU4DaV~Urknv}uRJ{ihE+)(
zp!D7idHw&!5Y?6cCp<C-p_x?vH3^sqK#z=D0?N1w^L8B9e4xnq5mA2n9?^oyc&DUU
z7MM1}hY|%)roi?|V{QPdJlp1yup%_iuH{uSwdr#_ZDR=!8NE<P+fGy$*?Ao>+04^j
z{Yr#7qdys;`|CuHJv3~3!D({WF=X}EK>G~tR)j$W6f_i5Mzpq`6Vl8>9-BWP#EpJ4
z7~Q%$Aogo=YSL=o6m)2^a66pn{qhAAFl%+s0&=y21pC!U_p<bH!R%gYu}55nfdwGN
z!=|8vpNW~fJ2aaN%S?sS_Pn=@H4y4t?feC6IS{u`{X?vwe2J|~3GloURG8VjYdd8B
zwv)sV7K|%_Q}1J=xtxJnEg<)3>1$T;MaM8j1Pe8Q-e7o|B`T5!z&S9din8-uJ<Y0u
zQ$4SycqR1tyj7gi(R_Kz{B=tZ)jQ~bV5f$kg4q`eau)FqV*QHp5HbnMgHVqlALp$3
z{J={FchxW^e7DNr?YW6@jLWrmF5<ZP`K|6<_s0|;`85;<l}WtF*~IAG_u<B7PB4!W
zchDl8)VODC+wYD+)j_&dQ+MaD?#Q+%>Da#YMFvVPsq$=F`T1ko+>@&Y7G?ELGy*{P
zxR1tAI6-|_eR3#56AEx;N1=wVu~jjfxG@Nu1e<uu)Tb#XfRu4bAzNS3$`;RwiD`ux
z@*jy9VZqm@R)X=)BJr+|aI1jq2AXnJR;n@%w<yKT>Klz%u4z~$-UzKq?2E0IAfQUo
z%M$QJX5Ofs`@80<q}6+3IuhWTNVl5C`w-io)UVflr$_;%q{YzaJ6h;yAEIB|ws2j^
z`i4Q>*?p!E)SuOVXj)9bug|}Kiu4*y`@+-_>PC=6b!dI8Rh+hCQR+4GY3j9#69#l#
z;{c`F!y_4G?$J~-u5?oaS)3R|4b8qt=%+Hg_+^#;YJl}4y6n@)wo$JBG*)(g*&}_J
z?U59u-0{iR0qb9G8SCozCR@U+O9D4L=j+!C5(gYL8l8a-%PH>I|B@q}3dk@pKr{fD
zCOteDfz5Tw|2%a?jnf0*&?q1W^dC&jSIIwq0VOo?|LKVe_|Sk8ia`N$vbi;j((YwZ
zC3rT#-j^kN5r;}^Mwm9E)p8%1qspcNfdJ6`=XBMs@?$n3=Rm;0<JhbgR51q6kC^gf
z^|Zr`w%DIRQHKU0TdQIwk6h&lRkc~TuE8^f4<o-rHd<R>EHA(F)naZRy5jsYO(54q
zVL>RM{V(DT3&%*{#^D-o_-;^mkSEGCJjv-)`~x!6g-ba(Y-Pg0h^l9rJBSK8g0!z8
zhDOmu<FxhuQl1pCWjj-)dZO0Eb5>{b`f3(<OSjYxba#uJzYuwwH}xMH%%w)!po+JV
zq1J|wzEH<>%FE=>M|BX&-q>$(<(aE~#ye(PCf5QRpRs@8+&xq^e+<<sZGL#%aHE>e
z(pt5@I0_?Gu0#`$y(K-%@KlPI4=T&>G%jaPI&Tvv;K6OK^pn+sihV6SD(#Qa9iihI
zy!p~V;KJ9*bCp|I=8fAm9~TuU1_={>Dgt21ZL^f<Qq-CLeov|QmX1>2Tn2E;i1~Hi
z%oVq@CEHz#u-uj&4;oDw)bgTT933A0v`4d{vAD8UG2-KMv>T*a6}H48Gcf$w;`R-G
z%UacRtgA^p=*5J<gyUvhChA3rnD4H^L@W_G$&lu0rMUJ;0L<0g(2tXpQBWBiF^NQT
z@wE{>xX+K+1@SK>_|F&PF^NOS3R`t^83)cRvbLGh>Y|l+do@PYQ^p41Y@)AH2sjt1
zGGodXM9_WYl5&HDF92q(Y$$u<ME<jLdGqO1%)W^Xqcq1C^Hx;Gj)W?t$uRre9T8&t
zW{n}D(E7G%$nB_?(;<uy^>sI5JIPYy`jv>B53jD9UF(~1ncD0c`svnbH;{1>Ayu$Q
z2Q`Z=Y73rQ+?*uYCvSi=kBI4om^Jm>ZjT&MCZ`ex3n&ADMf&ug8>OpVQlSFioZe8f
z1M$9ix6m8CtahI|-fG*O>6cj^-!s>TotWL~@)R&VpS{L*z7Bur*$`H#tFq-6ZU3X~
zV+9g?1Cw70<+2v;k>xrS18|vNDf=(b{24%h_%t^U;KKu)aV0n}@BkF&>OOdW$^x~0
z^4}=XJ9^=dPs6!){})H5Cfr~Z0r2sph&OHl#1frblkup#c#?$uBgs_Km45IGMAa{=
z;$i``O=`^mVv=NII?dRn?;Jq1V97whYv<Fjm3D$Til+42C@Nu6(^KutASujguuhUg
z^f`xU)c&iAgPo`2LQA*g(;|*W@UYjl0zaqc03432i3MT+_T8PVSLhY4Eawww=kjbD
z=qHyq1#2rJ{V&SGnlDb3>}$sZZbMdC;nEap>@LjRQA(;9BpwNxb?1$6Q8b9WvL(@;
zB+dYRn<>+9qwZdbp=eQJD{T^+$?TejS<OgDm7y2kcd3V(yR_54NqS3v_@Ag5`e^)W
z7uVR+^r-0uQeV8&za_<v@6UE<JoOfw_~U$M!@9xd)x~VH506z30PU3iH&UlH&xk+_
z4P^o<oB-ukYAee-uP5zsuH+FX*JBS~J$dcD>m-T!Tr8B%I00i4nVj16+uv}o<Yjug
zM?q%`L#1j}o?A4us<B_}%m505kN^?olgXy?@d%M9=~=Yg?1cIe<Z9>b_b@LP|EwSI
z;cjUzo-d-bz6YBnqipCueGUfIa-Gwap-t;p{??1cWTD&|vbw=Tbe_ia0%DX+dKQb3
zqNHBOoC9es(wRi(kYTf;po04al7#2ifgf?6$obX8atzXG+9p$W*WW_XX~dBCnaWuv
z*M|D7_jM$9Z2L$;Ba)v_sbUJ|Yc`@NCH#TVePH2J9w>9c8SZhz4a+Jk0}{A>Zv^u2
zg3`Cys{F<gnS%av{=ks0#Se4~KDC+a?Ky}=ZVP{DsYx9AWh%PY*W!k*gS^TXAINnV
zu};@)lXZ5ArIY$`2vo?<8vGAUpZjre6yL9jnFg&8(E5AMayocRIvWv_?=@Pj&(Z}&
z#r&SFF0UeT1cKfM_7&}jQgP_SD(*=G_YsCjKywWE55wRV#*B1io(itY82DA~Ut$ce
z;(vHY_;hL|jO3ciY>BH}nIVOXQ*ZkldWin{tFL5bfA~D3@jIa@48aw-wQc0+yLC#U
z0#tq30E6EUkiY@VY8pTlM`!xk_!h7kDkG%<=`r9nRfNhHKiWU|d)w~+f_95!KE6KP
zT>ry@*oN_e^gjTPv6@*aK>nu$60r&tdn~PJuxFD>5=WX&yQyVSdr3y;k(|xeFrd-Q
zcF#frHreP%?=~<*^1RoB=_igKZh!JXRoWn%?404l4@+FJ@0xdHjK~yd#gBWYHy>ZM
z84JfAI7lMVQs4HQb8fhWn6?H#3mqB$7-g}T4lZN&P`;P=TNQuy7<9;_(O~f@9AS7c
zG?;D`&0RH(Ht)1bSFwCkS%r6w6qNQL!kOrOasJx&ykSi27d==Ntzk58qoP^9gGj5D
z%s4Trb1BxUnmehPk!Czv&7S0I|Il3QJ%m{Bw`lB$#^K+6e^a$~6JmHn2i27t^w|3A
z=98viNi(ml^O&8V)^uN=K2h&JUi(!8eKg(oT~)Ncy)1dcprl;M0!stjcL9ns^%<bP
zaL($w77AnHeO&cxYRyEHHgE7b={DM}Dq%C)AnE)%$yA|w?jyLms1`ho|L(FJiJfLk
zrfILf@gjYNsh#J~lAA+x=Qx5JfBgXQEX%^kOCw5>P|3oE)_=)*E+roJNUhx!yCGeD
zuff`Sowg)aR|{(Ap2pAwokAbWy^%VnX!>{|`WmdXvuw3ye$hwWuIs+IOXfrLx7&{x
zHC7wn75xC={MuYFrGD>N+wZBQ9}b}AnSNfX?k`l$`&jv{64fRowfFF`q78L_So8pY
zm;G?e(%O5kyp7SHrs0?b)-_?f=FRh9%J4$&*28(VeeLkyy*T((Z7=MscMdSAz94v;
zc^uhLv1qCIbJ1tjqh?U&?fSUu*{|qi*<wXA*=V!59aI*2qkih^k%jAs+;72VIfnF1
zXp4pw)%R-V#SpT^#bc!(d%Twy3#kgx4Ribb6H0sD=6Vj=XOW)#m|SlQoJo{?@k#Y7
zC$fps&sY@`{bk|w6>QCCY_4S{x}bsK<=s@ZG>aF$=A343BWjB>dq<$Ajdy(c6VU`M
zctzfuI{6=^LL(lM?Vz2@A#|;%g9nK&K}A0AmqIP5vPBou8lOvVMpqGlzel9iHl^Km
zngJyV26I|U4?6>JC_49K0K}}+t4+@Uz=cQTfpKJD+p=Xh6%lkwDz2dyzV=uAbgN_8
z31(5W$^KCx-{$m&p_*-U%*~V0?eYDJJNi`~`=%-B-Mp_IEx*3&D>Fd$AlF$iN80{B
zW?0eTS)QdMsOMMXEuf%`gnxyxr>YzpE;z5EF+Gj}pv|$30Q_<ZcWvnkK<No__h52A
zHSP`+|Ni$;_&>=GwV#S>TfY<j2m7xEk9+gq8@ddmEejBez{T>01(u6gwPqn$6uqqu
z*>KmXRT7qu1_5aeiLmS>_T&uIc(N2IhjAIyz<vVt2apICVy0fuym+d8HaTm)>bLoH
zZpi0=9|_XDdy?-#uRrV>?D-_*_%)PzziQrelzjQi@wMOk9#XS@N%<M(k-?MX)#|Q}
ze`xa4+qVH-Ia!10F#kZSoNUna#*DUt5lG~e<G5&u@YEb`VCws<0NP+`GZJiL&1#sP
zlA^?ZLgTw@ye}+j@-So-KN&>_vF__@c`jUm$sITszxf;O5x;j}E_o+>Ixz&(s;{o~
z^oQ`x{13LyV~goC1g8D8$nQM$uVRXI8S3tj_-f7#b|eA*T5bz6PkA(u)pf?uD6n#u
z0|5UsCL?Nqi<f26u$&=%l2=p``=}u5X?umHM_lynEZ#llII@A=uzhOInO(T3(-U6i
z%=&FU*Ff{ObgLQ0WMqgRiLA-$acgJoo;@d~a*h=#mR$_a&Sal0*~4F4R6Hw6sTJRO
z+Ya!G^N))?c0-zcBc-x`vIR$Yo5ZDa8XE?+-3>(=c8ML~nN!s!8=a2sdn$T4it@+F
z{ymnFdkppd(y9U!yX;{!DiFPuIPgHFXZeMS8tRsWB*T*Oq*w=)_t6zvcA;$N>c^$6
zuJSy)2s!?%71v-%BVyJKOun$e6Acr?_NJe_o^q?;4-ZRyZH~YF{Yo25Ou25)Ldj;m
z{@HJF+%~~0+VqBc8bcM&8zEV}#>f!J^A|e-9iL_Fr)^V1r(?nI3V$!>WM{^`VZgsX
z2&^hnAWVD0xAI3+CHv7C&#-6nG_WHSb@!RZ@wQKDPqlLRjP+@WN-xbAF)k2e4*|bE
z2b+4gRpQ`D)w|8oOw|1KhF-XH`v7gx1CjFdfwR*OZeZg)7)hQ|5;gZ>t&PuAoqs+k
z5X|Wgzvb|g`++_~M?3E7bu-w8hR3t<dps-r6TIQ|P8zxdgyK7OH@w+PbG96XfLeyo
z`o-qUi%K&f@jBItXJ-g}BOZP)E&buV_ZR?sgQ2mG4xn?OR|%*D=#Hs4uEl-rN_fzX
zaCM>~ZbyDNCGy<JWAP7vkeb%Um_SWvcy+ud-A7OA-^;;?xp(SezXg#w!C|mapOkw-
z9*pZ@*FsV5qOCC0LF%dPDDVGzXlY6)7N=5<)l*D4I^D+p)Um9HRA+`NVWpV)FAR*G
zaCrT97kEHj*<Y<EgGv9ZYETJws<-%Y3xkrkLW^^swvyXBM*))RY=0y>+-)kiVi4TJ
z6h&{NV?O3`p&dN6ZB8=nlG3b(=4l;y_NXBdt;-<N`E_eq7fM=p0MeSdVxDhE=u6Mm
z?f__=^X>h%Ov~xKEXSx-zA>5J8ihwLcYi<mgV-`k>*;ui(rH|6e1=X86a!t^wqVNf
z#O(!_lYvhxHRsAUoEG!2f@^PzW&?DE-|`ZUj*F%mJj|R6Vq!zD)14hhDS5>$VoO)`
z{-H_qTqEpSuXvXr?<6d!dHg&u^ilQlP5Rz}!2d&oK%CjENp&H6rTWikoi%GUe-%Hi
zQy0S69KQBdZ-u<tE;@FBXZ2NzfK28SPSuNzr>?FF=ZRAv7qd>q5O6_sj>>@YkJD~q
zeT@n!9JjdhHq*xqxnd@Hc|#{zRgNmLtRlBP5cR4R8k2@6?n=#v7uVNWkY4$lb?r+6
z_uqz2s#Os|z?MXJjxtYC*!{7k*DlgwAE}pQpjPc~NR%7^HpDTxkm`yRf19~>!5o!Z
z_)PvJHhowhR+4!yj+^5MuQaC#4d_4SdwTEad8&y{$hDuUqRrN}579F1Hz(#>DrVGF
z_pL~Jj<L3KNi10-93vUFDO#btHkBvD_sIb_l}Y=J2#NVW=r8kh{cRfGYZPU*)Ss%9
zc1xR(=lgrc4qTL!DtOCqbHL#zIy9LD_fS!4Pud^0N}i4@{Hn8Sv-%_=$4x!b+;yr=
zSTDjYp-}Kh#N>d+<US+MuIWLfC^nwceRx`oeyB>&KA_5E@Y~lugkAyT6!IZPoqsvD
zS2@&DTwLq>+2rX5DjAg0T=)eIgdM!_8eeKAoK2_t%R|Fm0|~fchS3FWUxe6$f-5Vb
z$QFI|t|o~PMf)#_0JFAiRFi0d6V;$PHvbxtTe<&(^`hgh1ejv{jl69suC21RjMF8D
zT=QS9Jidk!!shz$Ps*BoVWie9#n1<Bsce@0oZUr#ZHE$age#q^wk~1-6ZL6pG$0)_
z(%u7X?^bbn`*vCaQ+B4)!udei0NV!=^Fl;{d_(7sZs24Le!kRuW%Nf`IwOkZ42kLB
zX6*b*d&4i$SGH<Qhcz?#NR2G_o-Qrhw10&rQ+cz1Xj%DRZ4Th{%0Cq_|0`m?3YfaD
zV->9~31M{&i=`E<03$1)c|u-NF-v>$O=RxLEbLz+#qJ$wIN*86xCC57E&hv&je4uj
zsS^fZ>{Xb`oq!H(JpkSY*Dl8v(d(7rb;vBsnNvCRre$S1!0y!y2U6yE$7x<nei&R6
z10+iikTs&9BKJ;eg>)|Hoo#XKpI*^^#m_HV;(raB_|Z7Ggj)u*^5V1OW!M*fe6P7H
z)5<D{G8Cf6S|Q{WJS$_8;Ig+F0d~{W!2ny1$QHn3<f7TYJ7eipJ<f<=vY8U~RS8{E
zXAOBb>uz1Aw@L^g?pLi*E1GPeqOW8``@(I!`x!iKj?V%kxFJnzmF{+_cKnZ?^pmd1
zPdjU&>!16z>MN?>iOJ#)_w`Y~F7oO*=-ZRt_P=9mVGN^+5;8kSs^*@#_&)#FDXBnx
z^EOZkqM@Ns0?Pp{Bvz_~j;CZ_hbvwrk{zoXZMthhrqeyQiPgdLdMLe1;=#n}z9H=J
z#GR?|zI2N(8DaQi#P}Q|mhi}z$@jJ7Jl1$SDcKQcYvPBk89Szw=~;YsU}+ss*A^38
zw3d0CFZXR^2-3{`@?{!_quhCDwz$Wo2S)=tri#Wlz7<}LxejvvLtDM4!G;H=iQY}W
zc@wqsG<k>!ZW5SOB6t7gv^XK(d)siQ|Hbc3u1YsaRpPN{>4X{IlaQj@54x-~4Xd#!
zeFT~Ai5F2j;O3@1uOx<bpp5UkTG2k4QbWz)F?f^C)*K_UW?^f8=$rEZYCHdN>(Mul
z?HdrpLa_>$s8gKha?<$kpVi;7*YZ=eR6`gD`7|RU#&rHxH4~%M%AF-II!4mXVU~6=
z|1UP5wXA8&ZA~MN<g6ZmU-&kVHa~ks9}#+2L3cx`w+4N8k-~W{ECwhO9?MMX$BBbf
zwTUg>m}@+Gi%tFBUFb)$HXY)NWmw84p{5tdD)rgoZD7A)*=)fkU9(|;b^?cGk2iA2
zw&Z00d!t3i!eS3nHS&pGZODz`)Ok}45>KVQAlhJAGU^RamIlHwqdc7$2y&<Z`&|&l
z1we+IRI8?}wuYz2VZZF-c4V~vw4#jFL6C@@b$h*bdjqxSsNpuTzO~tjIyu~QjLXfy
z#RIohJ;9jC%uI`<L<V*2rOtexG1CjTQBn2N=#aC?^4qp=2Djn2PqKIj4U}pJzs&2K
z<zFl{Z+oOGO<;j!)6-<isUO?~S4m5u1eK!G?E_UT0smpsk-Ay@d}%#(ZE+T<0y$Jt
zI4^=^ypk%j!N(WZ+HQE}7anqWCps{8S}AzcZ-)jF2fhKjZxVd)#;9S^4G?BhHrqz|
zn6c+8v-D0SHNr|1kMotlX6LDNOP<uN|3u+584-p6F97dmqftlIRU@o)R8=)c-|zq2
z_CF=p-UA``o#TuDW!h3lTFhdEXxi|Y2k6jgz6xL@13<oEm<<rX_H@SNLnQ(xQ!5g{
zf&5nP;J|J3&}>kA6#-t3%4dXKKo);|jaDJPcmE~cnN{e-RgA_}?^}iIhppQ%2dH?2
z{*lQaC`L;n6`I_~1BGt;O&a(}hS(A1C3j7@l13w%j`(Nro-#s(Z%yHTkM+f2;Ok&0
z0f<-GJR&Wp%+E&pnpzlionq<q6yY>Lr7dc?7+(m#YZqlkvQN1CEu=a<h?sszkY&>l
z^t@(wQnPDSr|GGP0>tCy(xe_ce*dril?lIdxO&;p2BFBoH`u?RXM_9qlD4>WJa-4}
z0;C>mL-t?gNaoa{ZhpUK`EzC#6?TGs{4$yfH2)RX_4xtdpsF$qkR=Bm+^5b!3qAJ|
z+B6aur}nvr9&H0KON@`N_Fi0rY9*(s?8xm=>58{-gIlwZvlJ&oiJVQR-x>(Mq^DL-
z!BckE<|hsCfdQu4D@e^ZW1(G&(b#uwk`1J7vS@A~P8P=blAwYf#oo!|oF^?Rx>6nb
zB6&Z;eq}JV<n-TJR5kAwc-5SybmCPwop>U)SF>%vGh!u@@e$TkO)_LDp8?JMu<Q+5
z7RhK;B=cSyNv)V+ay1W~L9Dz7{X^sI81XgY!w+;vwSDpCru`nT2oUCk-?$Mk#>~I*
z|4{WN;84Bc-}u-|meMGMvKyi>vhRj5))`yIQkF0y!emcKp|NCN#?IJ{vSmw>HCbl{
zWy>ymq7Bvm===Wu@9({?T-RKuGo#L&^E~(cxj)PH@)7ab=%n=SQ#K#M#&O7!ij>1C
zQuWi@uhNAG^SUb;DMQNV9z1>T({~<nlq}t_6o9@5a5z!dhQytQK{Y?y*`<k>)nezo
zR)*w;*5T#d&J+23%}zRSMv0cV6>Z%rh~zWGt?LQju+s)Xl;!4VpU-EUviyoStX?(N
z*Zl>BGR}wbU_G1_^bC<g*-R{eU(1aon;3X#^(mopc^@`R+j%Z{6X$zfJ$C-IfT4tW
zZ_Rs%{uw&ID#-buhc5Tt?BX*#hrsgG+z7o+@aV@RtsSgwkaOEK%PR%VxkmTTlQ$-j
z+|JH4j{8SesPdG0g~!OkKr1OFO|>dH)4JyNjO*pM%LwZa^vk9?iKh$izNA^KeRbKt
z*eqG$t{0zV0;g^1jPW)X$?zh<nTzdU>is7^Y)#UF-^7!*BA+s#&JvkN;~!?Hfk*&z
z#`*)2guTS_9DLd?Orn>oLa{N_5c$ZKH{>VI%)nkm`w5#8pNEjy3&OPb17Bc*r$y2c
z%@uwj8<g$wUizDX7x&}&8=(yMkyXmENa2>6XL7CfP4#rYmyp-cjTPngC~sx2{>q{j
zkv6qcTk1)d*jT}x6D0(FoMukBJol#Q<J|;8Fd24k6oYBs2nRB_3bcXXTO)=c0B8ek
zk(ZsaVJN<L;Q7^d!-a&#W&7W0(<=|tRzj<AT}|80<vmx#qQJzKqQwBmZQ;eke3K|9
z`ujcH)xV|p?m<77n*RtFt?_y;J2ATK?c>RDfjA`RM^6D#uj8ph)a;7F4?t~F{vPF3
zsZ%Qe%_{XO;Ax0<T>h68Z+0{AE)tmnqg_$D{Os0OApjx&uQb__{G9(x<9{94wb6Ix
z)p!HKp(2d<ux60#lO;*~#BHg;iCMxDJnn!sQzU*IHxZ6ete{#T6f06K^5QuiHzZv6
zB;+eneIasVCB;ywy?U_%&OU5Y{@sqG&R<$@Crtwa?;gC%<h^i7f630(*Pybi%UWn)
zk;Qx^p6jr-i=^t53E7Y={{`%o03aV>CbLumhX5wGtQ>4<SIQ@dbkOiXV3PAHLQ{1V
zY9F&_U9e1JGukBB;2ETWNKU$4s^V1F=>8t?sF|c&QIya3K2!X>@sy`MuUdZ>;U?B&
z`J)V1xxgm6yEEm@oc*!X=cQkhlXLtT!=rce)toL5yjFF7X`vqVy77zdT-f7=A0x+g
zobjGxL*`2k(J(#tqIytK98xn9FW$pd03@9DfWXn<hN$qf;h1Q=&tj%23CiMp&P-j!
zVz7V^v83LJ?e*<&s!l#PS7|7ih_hPe!&$7rl)hD2iQu?@Fvv{Rm8qwd`JClmt*bHl
z6#O~9RZwhbQb&5>OHg%eGFu?Y_UT16NzwTP4+})cK6eT&&W5ta*jUhXQQ;{~Xv8!_
zyJYZEr@w}4x-Rtx)LF&G$6TV4<=_Q1XKXF5n<rhVxy%9Gz;XTPO+aP1a$H>^yNU9o
z1seN#*vvcksjJsPPvT;@MN)@K$P$U8LFF$9*DO}-M>_w)*N>k!1)n|i_2P<#Or_TM
zedH_ROM@zu(rR*mRBV=lOD%M_;kCYKIa675mC<V2kZ`-?XwLW5R=$h9)@YBjTP|^5
z==jrmcPcoK%*e?NFXaN%XjeB4_patSdA{uEQ(bT<x4n6_N$TF!_q_PPcbj$uxMd{d
zO2T7nL${E!Pr4QN-E7k?OG=6H-+C-0ookq4t5$e@=<Hf?#6)q^`8QkiMxXVujf~~#
zfDUcHt9<G1dvc>7wZ;Yc-O<bRHrVPR*|4yvOft6kBc>^)GqT6$SS4c9URThjnlRz=
z{>s}Xk~78|+w`Nr?mX>tjQ~=B|K3&c^1i`)cGg+=iki63k6my)@$uuUagOmcx0_d6
zexK<=$46Dsr-+NsA^?kz+Ubb*ENitDw3Tci{twlTPg4b#X3FRX%Nu?q7=KVPwi@4d
zZEgrmJj>-QKPm@cx4mE0I<?-_JaoH1P^Zs*Evmp?Rll8}GYN=L=8e@Q9dXcv61|%|
z2mbEJfM(<;VJngC_L?doy-9lZoybm7TF|FZW&@$s%Ut^RE<dfYn*430r&KL7(Uy;I
zy{dc-KYrydv6k_VUspg)>?iX|>CfiIyC%@#10KN@pdb^9<Ec91nM~@C7pW71V*u`^
zWq2w;6FZ3yJflf0fr1(u#>lB=7y0I@ZCebqnA)w%Dmpn0b%M=TlHFb%tBm&yXMgv9
zP<MZ|&3AUQ^O&xxF@eOB@>OHNV+N%;z+OJ&J^AeFaE`A0s=YxIvbE?cM8V3Hm)KUJ
zU}4)rl(I;q8U!F)3uku?TPwR(M1X|(SU+*>i&}B0YgQZHn0g*qq>Q9sG9OmeRe@}Q
z_&Y%6sQ7=GqwS&Wdz*iBJ+2*{*8dmxm&f4Dmtd#y2L7lNi7Wu@AB{fassHRB@o7M<
z)XB_%C?XUS(qIOY#>_<}NMqy>V2L?x6ilr$LZTjV8lE3@O;K?cZVch(`8{l8wGo7D
ziEgRBQz2b;1fwReRV-#UPI7&%y37|}vuWk)Jdvkt4%pJWN$^T&83F!LsnK-!ByX$?
znaD(&$U$Q=0v%sBggfu|fG7s5IRNR=CI-kf7;oXsINixvc<((kGt|~QzAa?J%Rtzv
z;nvQ%JP(yWXkN1q!)`V)C7ny8J3U?2I*VLk_n+G>yRDK0aqoRGZ9Io53y=SVJ-R#m
zaAWbcZFbso;%he3)t|ERBePDD%Cl_Pd=9m<s8R9i$0xnh$qzR$Y|v!HoCZ=}iKCC9
z%jN+g=1)u0IkkT!we(l+zPevAP34JL?n4tZbMbW?!T7SPF3b3)t6id%ss$5IWkcs`
zR__cn@Alj=2~I)(5Y9=u`GZA?u`zZ>jO)Iu{Tq~r=vugk-u8>rT-7!!^HH0&J&A=i
zJ$^}xx%Q?y=I?`q$?4Y`c#2o!7At0qp%Li<iOS!FzL1oh+tir-L`*Ii<s)++)Rok)
z54k|euRJa(iFf#gLXx3G8X*pSXC#OF+A}TtI;|W)t80l907oJC9Nw-32)ps8(FiFq
zrY$d(S1z<{S~AD)INR8wys7i!Ags6Z)Jv2SkJzmBmSBDA>gqx<-xo=h_le@6Wtd%k
zt`U;u^oA*9EZd&F=+*$clR4hKHd3jn<7xkT+m&&?3*@Ok-)=YOE;5B%xJ;A)i6zoo
zyY$zq3@%+xis{7$wb*A1bdzf-gdNSM3w4Hh@t3Tf3j(!-UOyem>5t4E>@E9}AGO=i
zFQg7<d2_+v>tWjGM6FuA9TPQ=;ch1)k!teuBMIp+H`0GePi9AAQLiGmlBu0tP*+J_
zd+BBr$iQ0hfOD-yasy@cVN7WYOIpa)=86hht<{g)>Pkz7So7@x)(ajt0^YT9YkgO9
zPa`+K?_%W|DKWoLTOEbM;slez-$dF>JuVf$bS*(r-B0TL`B=r>OFs#QC@Ip-wVyHa
zxeGSet|jf1%tnxlo^@Ggw6@LE$H)DmX<=;Vryvq8$v+jc6vn-9YAX@f&P}g2zOR1&
zXPIgfzfk<jHb2d`)n<opo1ZS-7r(z$It$Br*JAr?GVw=M<SXQu>B0p9rk4QpECK`G
zFn79E0h@8(*}BYfXb24vx-^kBR}DIuC|)4~z$qFcUP@O^9Fh(!u)dILu8#ny7!uM`
zgkZ~Q+gTyDA;KZM*6Sm$B>I-Md-D4auD#R@WeqWn@VnFU0?z1Lv3t|Wx;1MZwoid?
zzsKoq#6mB~4>yXXrZ$Rh#NA1N$Po%ZWcx{PL_=Fjp9~nc#*edY_-_;{rZ5)!=>nNi
zP-)~*dHH*!k&@Bn|EJjb!T_u<YyZ#sl4y1A!+h5<eYxU4huum@E>eeTF`x+avIC05
z;c|gD7I?t1+f1=sdA)$P1lc1GgNrNAE9uKyTjg(kw+(sMw_u%o!!ga=Zl}>_b@tco
z+}bY?igi-Daz|ak@!-nlHz2k}Ld)J--SV!QF<e5%)FJIE5dp+n$Y7RAuJB7}Q3$sI
z<G96e;aeptN~N?0{Nn;kq$_6^Q+Z4v&EQxmy<n>+Wzve({lllKCcc7}^4z&!XnqKw
z)!-QnOLu522_K70@VGJ0`mrz-e@LWVGQF)FVRv(&Uu#3L=FjyyZHoi>e(Z!E`Ag0N
zQhynvGty6@U)^YORD-VU)55#rk=fv1zj~dYd;L7G?)lvD;L6x77vJ&EA*R9NyD%p>
z(1!t17l3pD$X^(`RVnb*RI(Yos}Jo6qCTeHm9u#K`&8yRGx+;a>L9%GD+oItbC)Dh
zID|^QTZPgym|v_I;5O**C!N30j>j3j0?HrzOY$Yx^~6+p23liq4WljQ($WrkQlHEd
z(w^cPWR~RX?;~=o)VgC+2y-lB!h>xE*&ZUXLMtXRqZ6bzvNt}A*7Jw^m5Dum1@q6I
zAKUq8dL^@;F^AYjXhZi3*Bc1Df4Q`2mM&ivvJm>P^UTcpMV~T%84jkUo81P($SCy&
z$d%ZHey%;UdJgPRW7V8dt)7L-{h1G(tUa&Nzt-J2ZT?8_)JQE!z#~oN!{a6(Q?GZY
zVTJ}R#8?AoRg~9d6_>Ymm1cM!l6CG;`HV)ZK6(>+k9p?j(^L4N?accD^pHdA%WeTu
zX@j`F_<mnmIfrcG19TfZ*cz#yz-X!YTLNo>2`RT~($UfUX&dTRA^hVWf49;l6P!b|
zX!3|K0%WO^(uX#_*qwxhpP}LE)pCrR_%tOr$2f0r@LYmqGqiz@3lM&)T>$b{EcdG6
z7go1$)jQyHo2vJ-N2w`)%z4LgLza%`t*J4qNf?Ui7kBpM5tEa#i=li^Pur!Y`&azc
zJa~?J!@OG3C9`)$<&TPFI%_VW#!D~W6?~Ppw4Gu*)@87xn^gkf^8QW3QZ>BgTS1(z
zT|EJ3OV>W;e>e7_*fqqrWTxz3^04#4lf_%k?_HmGY-DYq?{$YhTbW^b?o8N*&YDoV
z&z&Nhgi5Z3T|b<(UI-0^HUY-M!c3Em-V<*+L%z(++V}Q#pfN9|YB+Jb*4IIcwGG$K
zqBn0CTtz+l`77hKhl{UL4Nk64T`kR1%w#DE^2c(%j1+oik37@yq%c!j+eGP@^}*LL
z^d@old~gWcw(+i^v3y}2Umn)he`@>`bmi`Kd65j;iQ)>HnQ$PW@9b&g5@_0Ouo)1T
z>rN~=Y1d%1e1=omh5*yT{@&xpj}6%o!Xfs-vU!Uw0@e-d{zf$4iVPI%o7hoPa<ljU
zf;cgR7z-QKEOv{Onum=q)E(2V{FYohdMEq{mV84<wDI8CB`n(el$fmkN8x4W<?kkw
z`nJoTM?CbWx{rMHC1`{q$<4EJiwtR_maXRZ#C}Bd*OZ?5eD5|Z{kjCdZ)xdqTWs2n
zX`5(<pH3TNh94?GGBq2ho}z)}u3$xs)v&by_yLk$1CYp_qD<c`4gRoYeW0y>k@_!L
z`x`?j)83~)x*<RXCH5ya{dJhuO?~IVt_O5fi%JMy!jjiqxu}u1s1y;$oP?39q_32K
z@lq}j(J3`_fU#UrK71oW*-oA)r5M_#k6zqy3yFOy;(vAUqcCCJkA&3AOE(1H{&8DL
z{{0QPoQZ?9v=MeW(uh36s5f+PNDs1UHKN49986(=H$=f3_Q;tMumUC$u;`KV#Lw<^
zt`i&@@b1ILbbPx81T=#vw68*tq;2xWV6n1H-bwvBL||s_$$RnN61h`3`%@+L8D))9
z%R%;^LZGrqh>HT@+ei<8?TzmK;;Y5bg6-sn1;|y{O&1=xueFuxah(3{T)W4-(X`*0
z{&owVeS4?=kF%}YziuvD`+Px#UF)vv$$yn*$+sBvEv-6~OQQq`F{w8AkCj;z!5~lq
zO$E)6`BNLn*d)R8$YwQ|L6Y%Zr+D4*!?f9KK8dzQn*gL`$sJMBIk%ZA0k5D+RKMmb
z3Gs8?qSR-|y8nD_zOPOQPhZQNTx1fuiC*5t?pJIM4&Ci3U206>-8XlC$erJ<aK{=#
z`}>!~by7eOUo%t4ONQV-&q}*WF=Nx+h2F9=KuoLXLLt%9liL>lr8lFfw`k&{>L5;%
zrS{mvnd>j;8<L#fVtdag##@g~lHLAGY1Z=(2A)ts*}j0Rv&^_%+lI`=h^@d2P4hty
zG(vgR4GqudTrF@p_gjKb-{j?2^2c)uH2sz{9-pL1PHo{mvW!d}CB7GLO!!|cnp5#6
z^S=sH{`|zXNgvgH^ioxCS3gSDz~KCc3eGg?ypFF!9WuA{jqk90Ss)4BeTG<gV6b4T
zAyRhh0C&(&DvmMLBCk{x>!*mO1>Ja%$#4G2eMn#G$@1k*Pgm1Q!lu;yQ0x@ar%VOj
zPV-Djp0eJ0E52qePStrpEai$rT1Vs4_+S%B-5{3>yDE=iPHROGLq=E9Cl(%byIeUC
z;(A_s_x`02kNfG1WYHX!3+JBS8fYHja<{SuPKT{1s-9(%Pwo+u<Q^*<{^hWyQS!5r
z9?y02x;WENp5*8&wda`nX6qL7YlYY^vCR%F5tMa{`PYQm2pev=T7_j-g~z!Nv5NyE
zmCxlBNuFpkg+y79nn(95%wov&QC&P{xj^+Y8pvOKT#w58=$O7R@Z1EOHc=(t-(79X
zcUnG;7h3eI6lHZsAuVU6m1=bGQB*ppJl49P;XJ=XR)=V&EnXXw<ZC|;HBksRVGJHu
zqcRc)V)ZKn4SRT8<0{*R7auxrI%HptZCLl5xLI>9Vmr@cl`{piSkqZPbeh3MHDr>(
zPBP_{4HlADw&&da@-RAbxly-spGkN!Ja3%hq5QbXpGDX=v?`MiVjlUZ9{T9Tf&q+?
zL=Xr;0s%VI^jPng)?gye?CmFc6Do@%&<R?GM<u6{%|XDOf5Q4NieM|*Hr__C(l#%k
zx~I7;lveXtQPLdsEv=j1vo-b2B>9>o&ju$nmX*%X9liV<Sc*;86XmG6j=hl3=kZ{y
z1$O7oE`GFb@>=z+`xn`wKTMcla2DiXsCI>Lz+qT-$mcK8NuvB^k-sKQotL&{H)(Hw
zN!jdw&ckZLajsuJrTAhk(T8uO!1G(E`qsnM9Z~g&TB|O%q_`045t%vTi!*7_qZ7Fu
zPrs>{(FdSt{(RG~P5wxz+;eMP1J92yO?*1*chj54Z0UC);bY{Y?H7@kIvc?#pYm27
z2yAP_U>4^6;uu!%eAF*<Ad0unaH5(#UwVH0^a23RoBqBi_25tA0ehe6FOIt%TY~wA
z(ugk%oT>h*4`hEZmH(>^V|A1l)nEvQ>lU%_&*9%V#n+J$D7MtB@e8VMjdr$5d34vG
zd`~FjG!EXg7uh}zc6)T3o)}u>m}aKT%+XfsCvl{>&+k)?aB1@jWa32SY`4S)6HLa(
zJ%m;_3<gY$m=H)~AgGE%m{Wp^z*-XDqyiym09REYSqgrN_gi_7BJU`D^X{f$!Z)sU
zLnH0HhR5HDSLOQ9XdV81^o!h<%2-s@Vg$i|w;^H#J#j_t#o`O0hxziJHU=#>_BHJW
zlYA6(@J)B;&zadvyQx!a`G_djB$va9ylV}sNf+0&2+tO-_Of5nEqkOzZ}mEFQD>z|
zB2YeSAycF7kH~cSCCg9vERFjsJ-q{K6rmiPNvW7PdwCi4zS2Y|z|^JDDoQ*kFhW4Y
z3nESf0e8@ueT&E4j)eF+2DoX7_7+UmKIRiWuE!!>b&atssadJ=IR!906P<Lb#_M5o
z1{q<tY53Lp9p20BmLB;2V&B}(YL9n>>sqQ4@ts%ZZ%AH5u>jeVmc;icYk)Tp2{m|r
zEvi_2n#FBp1m!^v??dc=qW_uom2ij5uIuRV<e&!ga;`Kf;C2w_+T4wwnW_R6r0knd
zo20jUY8@U0TSpxGhXWB1HiH+Vo^e;8+n5pGtrehuK?yQ*pSry6zbVo`llWV5(kV<<
z-e)Xa@U;v%7FKDi&dzad|9KsB@>8j;(k@RvxyHxv_R30Hjg5SN;Nb7*{tkzhslJIe
zmPz(Kld$?ggB9Mo{_Cu+jZkCJY~A31*t<eavp!c?f?b<GUHnOacsbt*{Q`L}m{;_Q
zyml-7VFBd8Ax&qyuK$x9U>G}zh>T0k@@?GZWA`0>5U@buwc4BJ0v4PR4fIZR<EfgM
zuYCUB=JCHQz3ADv+|&X|vnoB4FQqbTa@^uv@dx*+jf%P3KOU@8rJOFgq*?R%dJI4C
zyqb{#zxv_bspZAyYd?*5?mSz|z=aSh6ynRi63$2FE!Gw@C#EgOE1@xQ)Md8m)4w7*
z=_f3ElJ&GWh*{jfFzRG4yEYl&Bl6A}hsqCL2JP^-+kB8@7kxs`AiQ(kY=&2x`oyb5
zdv^WF`jeK@H73%j^uF|x5zY%63YKS82@2+?i9@2$r#Mq{B%NvXG!!q?>f||Ng*xD@
z@EJ5xs}k|x-oZwbk#G;$XtvZ+f--6p%^OW`**SnG0v1Fu%P4Wc%xB4X*MiO%Tt)(S
zi-67CK>#(}r532_hG;M3DVDEmmHAxs6#lwQPx#z<@ny)(eE@mvkgq743-W4Fr6WI;
z+-Oo3QW4A@Z?he+I2hq%@Z)*xJvY5;M(1~EE&CZc&_vH;Fr!o>0)Y8FJ{U|(G4xEP
zzdJB=8Y2X-IWF|CK`mUyV12_!`MSqA?k~m}zaN|b1;O4q&=%u=>?VYL6$TgqFpUGd
zw0T2^2mUPA-l$rH`xpT%Hty+j8xlxzF{cFCb&tR31anff$UP?<$FaeL!rtPUmDBMA
z!OUVnLhVvH>^|N}eevCUd1?7e8aE^lno{*!<@@?SR+YAIW;(mQH<=ywfVzeU7FexC
zoiXLZJj%y|f~hfB85Cp@kcw1PTqr`P`oNjKm$5;z7Bk8hBRJe>Q}ZC<APCOL2$?jM
zA_mPhW{fBVA`Rkj$T%S5_Tp6mI?m^gVu&uQPSPct?}c0|6%k&a=^(e2$9+Gjf0KQ^
z*F-Kz^8SrQLt~*0>&yeEs{*c{dSytQivXDKv?(^}@zK1KT7p3n6I;POf=!!9si)nN
z6t}kN+)+J!KgN>ER^0B3h;}o})+e=ZUvi}5A>pY}xyI1b@kQwbOi}P@BdiaUVxhx@
z&O9I?Q%t%O-wjzN`c<*bjAOWPXki3)Md>Dfq*-Fd^5ciNJ)8Pw$IsYps&T5AgNY>n
zaw1&5Ohq<j$Yu83rm?ywL%qb*Y-p?*-cQ4)-eIzIPCv|%v->WWY}{{;H#-Jm_>Bh_
z0rAjQOHc0f!-WKz5yWt{axUu6o!ZUz4bp0sbGhfmm;OI41)nxk*HF$oz0~s5<!P6s
z?<sj{$s7;+xQK;#Ry*0x-)SQH1!n_)OCl`<ADhu8gtIYd06buxueah`TeV82F#}5>
zFBjD$$=~7~C@>1~Ra+Vo%t5o^v69dIGx;9JrtfSUU)EcQ8Ux1IK4s59ckT3AiU~XZ
znHaRCCqVT6hs4XlLA^8hNIwDRO$$kmUypqV3i;@0RZ6|ZQ};Id75Ezdwa8UDLZ4n0
za;OPJC=ryZD5$}<&&)7fHb<&$l)wENiY-j6ciA`j!F^+Ej1X^v=_(PRDd0hfH{S$!
zrF!ly7!F9;4qdwrLBZ;7)iYeG<F<`Z+%p|COCP6B@nzB-fkJ%*0?jVZ7@6vWfY~%Q
z%68u>VB(at3G<6yLb(%abvUoOf!C#$pOr6W7OY03vpXA=eP7MC5MUJn7_y*s1A=&|
zDA*NvSYrvmUcpf2U;4c$oR5%xqesVtk#Hva?Cf1*qHC31lBCzBr4?W$KY}*K-q#y6
zGWQwMxPr&@$huTBra+^Tv(oy`8xSy1*F-zi3Fnnzq*z@ktUv7pPzD3G(!SOaQX#v2
z8vkoc=RBNb@xSr*m>!5)YUIeVs3J%C3nEc$X&lrl)V*_n`~Pj|9%?uy<ElttnKs`e
zH_;cWNI%Yr$`N)WmT$|GwuO4t6!_4^onGyCql5+dpa-)i{!>*Ms^V{sB@u?^(bpet
zz|^U(2~?}TRB-_LQKm+gT;ZF_YZwI(AHgI+Djs_svI%#2lqVqru<+B>6A6ldd(a!+
zvB?s~<Z!-Gv(jwC95Z_S%y>+R(xIiUP`gp|DwvhWTU})zHCUM8Xa2O-Dyd0Y`~`*Y
zjAK<<t@@oL&OvQ;XM52Uv4M9Rl8}p1w?{ljiTh9wtG}SzR%wnuQKoX*k$I7vEoRSd
zXfQL27f{3@tl+8BXDOHvGLL(DFToMIgglRL&~cI}x1%QDEOX{5y0S{_O!8Ld>*j5i
zN`XTd4r%MGpGwtLdCQg`?cyfxZ(Wiv8ntf8^%0=0^IGNVB%LYJH}T-v>*W1LOmC8q
z4Unt3B!(Z#`e<-vi4*I(i7$la##=O!`|SLwpYLCe;YoPhd4}8Z&r+~;F{XpF!LZ>n
zM#^jLxsL<8(y))EZ>Z1BR)ei;cS5rcI)6qk^ceRcO*a9MZSR?GU3_|v!>XOPPlM|#
zTFfoQ8EjQfo<W60NOWz6)%`rk-s`f(kVijcw_|@g^U~N=T^^2>=il*gN&YZ(9f@W(
z7R8(<lBCVH#*6_<2a&GcFb|SdGK9JfFC!$rWYA@0sH`#6-YKI)u7+b%&g&NJqjnan
zyvm{qQ=II^2(BAvtO6vuvr5y6Od4oM=nh@18COaKl_F<f7A`oZ(a^Oq7F2e*&72}H
zn~ZPHDqAoG^@ZH_Q#0{QO#0fbzW3v~%J?Gw)6F*g*$0iOPu^|cLWH^YD5r2_&I<{s
z(A-i9tQ3y!{;|$|=>Y}5{KP9r7NdmY<}M+YY<Sq_8k&2UtoHo;Jc~ugn)H1X=01kZ
zZXnVomPUjM%06hFqB^-=mJZ^)i1k&UusTqxjNf&-cfZfWo2XFs-o7$yYW8rk?iu>C
z-<!JL<jS;uriwp}Bm52NwMOM?j7S7VB1sbi<Zsi`86Yr_<hSX7-U<!yF<2QfIOC$&
zr^$49{~ZYdat=GEj!Ab!MSw*R;H$N&dh!@1KjH!i>T#5_Cp2{(_4uFbfS&PxZHvm*
z9S;BqB}o+E#X*4a&hm2*Vj-bV@8Y}&I?Y(O@k(K?j|e)IUxHI!kdRVzH4CeSltL5>
z;aL|kpI?&v9@a|ih^e}9_H3Rqw`#WH66hCf-8}6@a@{B0d<y10XXjs~+QgGeF~SMS
zT=kY%zhxeI{q++ptEjK|kbBUhgmH;)<<W>F49%63x|%H&936?0(gU!H@PA?3W{>*-
ze-ANvZ4Nwx=#D!GI+%><BQT*szO0QBd6;n28kprJsmJC?<)bD}tmtC6(X03<(zaOq
zM<A0TFJ_IqCf1NEE;+Er5H|Pu+jANdu`h?0we>gcExj+FsiAKbuF7u{_~ZA<wbqvZ
zF8`x31At&;#^YGVa|a|EL{vr2B@&7*@fhof;s`-rm}lgQv*Z1-%#V!Rpg->NJknbv
z38^IZ|HkITv6>2f!C8p<Opzp0#0nX@_;EJoO}Ega1S8TNyR@~5$A=t^;=^l9gx)sK
zH>(Y$clk{@(}HAq=WkoZkeOF?f6?z-h&tliG#*&lZR_aUAsw_?t-Ydhwvj5wM6<DK
zq?Ofsr>d4dPSqTiAC<leXxocET-2Zfg0}m4Fu{m?9&W4>4(uLxq%kv0u4#H0fZlD3
zm!^xw;pOyJ=*pnvkK5MXm#5+=THA&MrEqTmr+1ATx3dxfu&bgWZX$hQ1*;yb3bckk
zrY(ov+@XHq=pM6stA#><Ececg%X9n2<=W*JSMHPA)xU$^&fJME^-zw@y7}}|;haa<
zxy2^ECJJY`<0JH|^uvXn=fpgnbX>AWK}TLM&==@6Uilq7!SJ<i=6Eb9h?jW)oa)CX
z@1li(6qDfXFcrRY7&&w&?w%O<PwLU-pWh#<m}{<;V*DhkUL|^6K}9sr`^gK!+EU&W
z**M4U_<e)!x}Gate*d-T9TC(Y@En-K=Lj*i-&=pq*^MLC6>ZzaFURG-trat?zfONH
zPsZd%o0f+`cla0r!-@h8-2lLH5C(#2Ur+A&Pss=Yp-=<_$bniwM&aGH*9d4M^7tt^
zgt3SS?FBp_#Cifo!r6;o1F59_N&j~z8`<#q^hYJ^zeB<&o7?0_rAL$sAJ@I`9G*me
z2@n>BElp^y^A4;4Q$fHs!`)z`C@=VeYXlL_lLi+8XT7o+1p=u@u4;dLiO`xc=;M5|
z@%de)35g1DWI7ZktXk1fZjXX?pE&EBIRwStK!`WFkI?Fw_fYNK)Urh}35uGC25kV~
zo*ITmf>QA)M;Qg-0CI}uD;Q{9B1^c3pge(vr;t6;7&(A0plPtJH)3uAVkbd?`34)H
zGh+lcdAmI%c{P!vq6&E~$)dBzC?4)g)ID#{mZ$m1^oKFdYCBmHJ7J%m!tv>?`v%L-
zYxdcDFWaA~iKtpvuD;TkZ~Un6W6$l%OOI)N^gv%OQ%CtR`MiNvnN!aYlpts1ta*c;
za>mS9*Hqq006&CG2g{USinMmR=a{0PR9W*)HK$?-`CzqD*!ZSPva@`yYNQw=>3yDu
zw4bXOXKAl*u)B5o0~zkc`W+W~UcajILV4rb?jItNQha@e^>SWfkR(E1OE!*&()uzH
zaK&D2^s%V9XQG@cnle{k_JA;!N7k0JAbd=~5rT7N>g4jdDtCO)*IZ{Si4)J)^-3#<
zaqBMcDyx052kBm>!QmfYW6lrai4=n>y?4LYSyM(;(r_@Fqf3;B{Ra&Fa(Y-C_HD}6
zkSP);$V;YnxM9_YsXNde7{QJj#R!hNQ0Cn{NQo#OfWEdVkOrGScFlMXwQ~k~E5%-n
zYQ6FG^U$_(h(RP`9{tGYtg0LI)Ai^X2^Q3H#J0f;1;JJfsoQ_zsB}m3U3KiY=JS!h
zanC=GOT{05H~*EW6yHh<X)PK2;agqbroz9CLRj5VPQuCnh0G=0SqgZd1niPzbwi}%
z@J#^Qxc1u}Lzy+*Y5U-FR<|r(QvZS`#iN|ZGr}JhmCR!OC?(wAs8NfXA&!BZNTM*M
zMljGWYS~|?u<}>+u5V7zeG!`*p%lFKbb_foH?%m(l5eoI6%S}2f=YSDxK9~#6L$@b
z=!+r^w62;1%1BUYGM<%|WsHCjr@<K#Ji&I(^(I65ri=t9r!hTudEF=srlA4U08Gh4
zx%a03=*IpJ82*6q^`oC(eCAKk@e_W*%JaO=8u7dLq8=_t5E6O90qOEE@jYk{1*zN^
z7l#t0;5j%{Z}lMUxc9g!it~0??XViwp?56FcVo^r#Co6UE*?m&)l>iWX~TLQx3D<m
z$(87RGp})N(6_hYk$;=wUY%!EEKGz`|Lg*g@Xl3nA@Lm(!k2=1n{*Q8tt+8Lj*ywB
zR1^XBa(y6`)g1N`Il#V@#-KFig#Ac>u!6wznwv%=P&)W&#?uvNsaGh}eYor6YjKwE
zYK;6*`<>{4_&t-h)Zb6vsFiCD*8`de*y8E28R><&*O9g{FEj!>av$8e6XfIQvt|qL
z|FlJz<(Hq-1UbCxJJL(A3L-y&xAoXxzWHnKFK7gI{CR)rFDNhe*W|mupfA}TpZ1T$
zet$DoSDfrv`))d%A-N@K^~dr@{!Q-xPNNtBZwn1m{-yeJ+D_x^(Y4<Pn6lpBg}<PT
zk72v@rfJ_ftHLCXMyjR)J6?C>>bb@K2^L$sC7#c<8MY6c{T)-*(+d2mjCa7<mTn)E
zJpP@{vgh{O>7n2GkqcoH!08fyL2oUq-Tr8Z`~|%p64+CJ5w@~(>u8HI`9j=s>-GMI
zRdaOyoY<PBXgdFEr-x3joz#WKO^@4w4-Vyt+dM4xYfbrc2pvBHuT!xT`s7`x+Op}<
zXG<jqy8OB4zrWp5;=6~``1%#lpq2970$zRj3(CEvkR-`2_t`-BaoBqc;P*bUNa^=V
z7W;i5*~wP+Ab1!!1-hZovH$TeNZD=<Cc&ZKH1J~i&vy;rgCUMh4<B@&yeaTw$19Dm
zA3KyyUpid=h5eK(uOW2HO>W}O%V^+A{63H<{`fX5UPH#=wpY!_apS$=#F^Q!5v$|%
z{nwpa#9%`k*c1?_Yfd1`<kUTMYQEO+-`}!Kiv2+=tQltamoWO9VlD*UIo_c2<WjTV
zuQ45J*696|%dn&II!qbsptbdp+Hmgh`5H3&&K3-(QugQ9@#k5MAKCk5gKbRp`MBa6
zOH<k3?}#<xddmLn9k0u2{CKveFS~^(k*@yCTJQ}_@nW*GV&DA>0wx0*VZWDtkypP;
znb$VoHpODX{d=7L9JO5@e)cIie>mZuz}NmsnNUdS+29E)(Qg{LT-nq=_i;f?!tth8
z%#E&CdHp+>adMEglfZZlYbsqo@O~pqnf84ia6x(JwEEv~rEw=zrlkPqWDEZ|{=CW)
zdv$9y#ZCT}%gHIC@6><`t`t4+{t||ndP!KlBlnUpe@Cw5lPpEMbEdCc+?SY5V3yNj
z9cx<FYB)TTBV?W$x;|UUO*9-+I8<TB76q^72@Cj4Wy2>XKc>J!p&l<@T91;m(uOsA
zEQJU(okJJIrVU-uLrSc=(cTpo9=p$ui9pBlFs$e+tRhT!Bg$DG$mwDzN6(2B0h(0=
z+zsXtF94P&n81uODiRndI!CPL5^h5q4PrvUQzx!Ea)9aU!L7dHXLSER5%UWxFvk3U
z1=m_Nig!J<jvg;mEL1i_zhSHRE?$jVEU~IAtc2YQhE-fhJ+h3^3^>!wGA?p=d>YR0
zoH=}xKTY<-7`&xQ_XTD;l95S><jXhY_wY*Q^v6Dyq|)zvI&Pc;0VECscONH_A;3%l
zl9|9K0V@aOm6;sO-lg~etPVe9(})iOqZ8gnD5Ip5vjp;k%`h^05TL{}E-7FDsHG_|
zz{^g6c(Q>9%3r{|A#*De49kY<*|E1(DbkmI80(vba3g}`ugG)c@C3@Y%7TG*;JmSD
zL@ePn5t_;ZG))LOz|H|+#WtW$d>sJm2J}D22!ule2t_fVo6C;gOw{0!rW@kCJe1$A
zKeP#Zla7D3+BXM&@E0@(wmS{MUd}&y8`(icdbh}PvaRt)<s@9%g!LN0u51F7+oI(3
z2t0;?yC{(XaE@TcoKVP1lTQTLfGa0RL<B-CaD)e=7Nb79)7BnQ%^rT^%;vb*C?%qt
zL^PWyT_n0V1(pfh?Ze*rv|W%Fz%1d-#Cs$O2Y}92g-mGB96o4hh|0QpFBmNj1)&0p
z@J<(@|535710%!;20#!`i~3%a91iv?GlxlIVgj&`mZHqdum@p^U;dY;i(}R2=Tr1c
zZ~j-DGM%0Ghf3)&F;){+Gdg@Aw%*I>_Qwj&HcM~n7wQF~tsY5AV~CAUt2cPUj{X8|
z>!wBgeews-H*N_Mo<Sl`Em=bzUmKcqaBlcMUdz}ujPy)O9+t(jDFByjva<k(U{uJ$
zfnXquehAJWP`H@Gh$+fZHj|k*e*!gs0#Zc*MrXi1s+DtuqMU6&xyFsso`<^^jLOIv
z5LlrEkRKp%YE9(uDqmBIBkz>2D(Psd;rTYS$VJ1(aAm9hL4@bEU>(i3z@0AunBRzR
zYBE8cl7UYFX6rI179Q7u!k5OqxKUtTGir@sM+qU5{|(=1<3@ooJPzR6M#N|mg`Nfb
z2^28(`l=mKHn{4zpBPUOxBzdF%(r+1S`(nWT?YduR99HYtI7D=DtHrd;G1TQG|+sT
z^b_3h?h+mpse0nSbDE7)P(TAAV6<;_kq)2kaj{^wx!4o#W6&c2L|pekiorCO%#<zO
zp5}6a^pSM6n3zZw2F@5(#RFp16$D@v4T7dNn9~4^7y1*L9k?OupSN=WzyU@h=)n!C
zE@rf2n!p#U`_J9==3mhN@gAAZu_kw1whoK98vR?h7%0$DlS5w2gr%p~KhT*+ly{ae
zR*%6m<qgkY%T#z|J!)b0SZQ{m?9p{s?qTt3nIEDUn_Xly{Ud(>iO$brq)Qqb5<a=d
zJvk~qq+Gp*?$uDdacbM{PuYVXO;>jeRtaObnh|L5)2rPn$r#v`l7c}1yd#Lyyg!ji
z162kaA5dCkDw{u{<A*F}DwUNN=(PC&VmTw)xG_C((2zg@C5-2`v^z8^kpR-hv=k7G
zMrl(tp<{+qi9KqN<QrOGB84YhJTlsG7ezN$nCh8I8LN|^$npoHc(mPzu~Ce`<Pf+L
zfD#=L#hpCY|L0-2fEO=t8iO%LoXcx4kLfSn2A-DH3^(4<^8`&1@OIuow%TVJ2u3?(
z?8V_It+}yL66CT<eu=_urm0vK_+$sk0M4k4qUbOq?8xR^DB#Q1ly)bUnbS15rXCQ9
zw5#DkL?|<DS9vKJfXaXeob01n!vu)L2v*o=VS<ryLYerx9;nNBRp8TQ=J*J9WTWP;
zmONJS1}?qI@D4{9n=vnmfV(+p5pYzArQWz2^iblkhz&%Wp9uN-Lx3t^s2C;NQjyLz
zS;RgNj`_G4d)}X=7z47BBHtx6G0E$jh1YrUmD{FWaLH>x?gGxJ8#kT+oHv&zjCgS_
z!1mJ|NE9#tq~l0U2EYkQ=HH8dUN*p*cWAyuxc3EC@E25$5BuCAxq1}ijk{&|0Bb+T
z(s23U&&kyB*T(9n=bSwpx7#TUQIG=ak8_^bY7bcX-J8)l6BF6)KXk;~YIki8?H^~r
zGTojbsB!Ih&KWC$=LRY<<A*1gySAsAB>1Z@7PBJTe=}#9Dw^rAg*2GMt5D-uY2#MY
z!+9I8$nzWk@ydyP72qv%5CFi^190T^z%pif^$chv!Ok31l#uEg!H8)AM#H^Oim@UE
z0*anU9K`@=h#3Y0aR-(1_&|GAQG9sZxAN4*k`!U;&DGea-GNF46i8<~c1K^lrPxoP
zbKM})WM0L)WJW^Wy*Tr<0<!{h0$wRRMKD9KxG3SaaDTC2aWMc9q@FWuwh&CEtkT*&
zLu<oeL%d^y^ey}iE&PqFU>wa2ebO~fR{F6)*}Hfe{zf)qZYYjM9mZXL8d?CnI~&?~
zT0J#Oz2R4QKGe0!OT7X3gJXENuZL}M-ZW@FBsbeN5{wqBvQF(9yvjSUlfEg-OkY&+
zD~8x*-fW+eMN`6}yjr!;F5U&~E=q~WRm+E=#@vTv-YptgL)Ws*T;s^ixbxhYC;LXr
z<oPl0HYZ<W6##GM^g1J!_^8XBSToSr#O+CEbj&=3XL#z9fO*mTqWqMEb}vcq&4*+1
zYE}wxK`Rn9017nFy@j6$$JVuoy$Dv0nxFlpk*17=@w~?sEBynZn6$$3H#$L)Wr*R`
z>akd$-{AoBu!@|Jeor{ufH<ls6L1hi&`SYxsgqU+5`MC$UN$>+w4Xco^76s)zuC1)
zOzYk)tz&EZKb%dM4}NwW(oII$b&VjF6MD$;3%HEdrha+Cp7eF5A$vZmy$63F+YV$)
zH>slFQ)s#<J?~)%72P=BoUO`UqDSJr@CFocZph64y_@QIp<2{pBsn)hyobfzaWRe=
zCEf$?20~?dZmU}0fuWN)a9e#ZW4>L+3`#VAB4Z3^6Q>CV%A$#kf>HtZ($x$oD3xL&
zhIfR%(Z<MWm8NK(GKDfTq1k~o#5J2>M+V8Cr;H%tzG7I<)$N(3Rk`>eWzCRwc#||C
z5d|=vHl67JkE;v}+V7(qVUgc%SR2-k95Y#55&1fKbP(ix^tR|-F(E)}z(nxYE^}an
z=^k_S=^>jYJy*sQ_Xj1J2j6@q8l)OHlYAFyKTx&>lz6SR7``Nk=rHG4iceeFIs4TP
zjuZt2LHZ9ZMJXS68EQU0zv3rA>YK+r6)9C}g8rTx<P-G~?dkjSCzayT^)n2ytDCOa
z_i;$^65AJ^YYby4TUl=|-T1S+Zpaz=3g346-9gO(pQ_t$z7FLFxDVY6=^v8SjCn`5
zdbS2Pubsx=-jL*Ggns-AI~;fWbGDr~{~P7E|3uy9bvE?@4dsCEGaCC_8p?J+Q=RrK
zNop+RFX)tBoc`gj{e!=tP4ln?rm<SUOD;Kb{n?+!yJ4PPe?jV9`_Sl{kDvYg{uk6&
zz8d}Y#mcj<nLtMu`MK=RtvkmZhty~D@w{$cg`%N7cf&m1!U5O}IJM%k^^<2e=Knx<
z*#@obJI>R*;w-7$FMl2KpfNUVVcG+wYps6!&>HJ^vtw;GOd0NQX8o<|sf#}|^B%=^
z)q|_k`?B7-gBOB0&*;TY{+hH|lG4``PbauAKj-f1S8ntPsZ$x-Y0pYddxz*F80j1J
z_b3SFOGqqdTbGxC)FgPxPgyVUxaT-!;A0flOjy*`@7_F=fy)rk0cTF*naQhocYhwU
zVANgkAu9``XV1+h{KdQQ6)cZA3R#n0tJ@N9aTEy@sBv}52TmG1^?XO=UExcgNT{@@
z%PqwOyYax9f{Yfc11~J<)bgME)D)3k_`?kab2&XsvH^e|0l?&&hZwE$eUlN+D+pFq
zp2za4JmGw*+U|%67QAJ@T60Z=@tuw9TPcCOJms5(MU&d`3hh$hH{wt;Obh~j0!L^8
zj+}sWk-L<Z0C>Qk<w3CWm4g7_9ykb8Lzk_OjZNjc%vi$SPvsx`Z1(P4iPw^T6JlL;
z?AY;V_)F-kPjl@+x7o-07limVyk?i~rlC{=Z*&gkK=2TL#BwX4)U&E7G~CV>dc=>*
zt9gE)ei*7=8X2p5QFiBUu;s&slBQav658^W4KBc%zPUmi1C+L<JfJ(Yz;-P&4-BJp
zPbhhKpz;qS(ngw=@8P`<N9pmH=}H-Z1G$<=aOb7O)AHc-5rF#Dh$dbkQVV>)6yyzg
zOinR?pL_}i#GiIK_#vj~QDSikR|ybQ4c2^*OzW|6L|!jiydsza{;EV20-uiW;VLP>
z-xdL(7Q<zIU~lfb+k|u0V(x`2u2$Jh|4{SrpWtO#Y$#!K^L;4h6euuNRL#J(j;I2%
zWc{G`N$2>759S-iO|kxiR-O#~Z_Qusp%}^-DttKmZ{Xn8e3iXZ7)10ryGN<!1LpqJ
z87+ccTnI&Oh`VUP=WQZ@3KFDsSRyCt8{2+WAAE-!@H=)2K2I4!Q9XOcs{}U0gR|b*
zExf;QHzfsTs#c}BVuCZfuS$_)OLYYd=Z3(kNN+yGCGeC)O%#G;GNjGMs%EmF5AjJ7
zq*UZqyd~DU13sugIoQB@3MLAn0xqAKRW~M+wY}LazM0QeIpNc5Fx&ykDk>ML+so;r
z6@iCc`I*1fuvs$+meeTTvwGJ(l+R>&et>%QcNH==6jGB{-n8Gko>#}lQ-SCn&c9La
zwV{Bs-f4K6{At_Y^Lw_P?|_nN`Jcv&*2*8(F{F0^sGV{^eNz&XBM&dFVyxh-)I&4j
z?<_y`Z23l;#8blLdp3lEW|hlR3r3pT^{ouQxxZ}&nAtHS#0yV}4>2Z3{A<Jh0cxnl
zWIR3K682v~2fQ#pcW`f;e)<7}^RvU#egBj=ggTFP(<$~px{{ZVnEw;!5QcpFZkN4q
zO_hg|d5U&!#@Cxe7AvZ5j}xIB2xT*O##A%2%+e&2T?4%4^#n*}1-$fn0sTp7THK>#
zBF-&d7Kx-YVNB#Wk6@KkMOEQoZxVUzC<>@Ge8AZ)a-<PJ<@nc0_FP{+DDwthzANbw
zfZEYP-GKhm3{V(=OT%BxjOi(sY-_ojLFRFAfJ=d*AzECOz#)?~IX{@6s>rbr#%Z30
zNr})pT6sF|UlJ{fKl6f%6nj%9oWa6*a7%YK2}@?v=e2s}^9229POZ4amWlJT9&cq=
zR5*j0<}rq*jHGgL@Fd^!42lLdiem**Jp*~i@UcuX+~CI+nMBFRK19aZmNU$830Pmq
zV=GiljkTk(V5wm7o$4vaK|M6V7LSs+LA=QNjr(CkG;{)b&X+Wv6F`?p7d*i_m-i*5
z*LtGWoDfgF-o=7%5Uc1*y|On1jq@jMlH?7fE;5npT;eJ|3T`{jW$UJuSGYvGGs$0&
zfoq+Ru1ufBQ6THE0o`H(TB`@B=z+8?yZw{e6Ku!8n4wAuL2B+O<5iGG(qK0*(hx<B
z_q>d5rnnAzY4daAIxizWWgr?SsY4~6QM;G&IJ`**KWZdMA8(DgU3Z^(q_$^~dmL+(
z4ve)*8*>ZuL=#~1RV=(z$EvE(d#00H>7UG=zy{((-hS!Y+`Ng-dm2<K(LW&4bgxY!
zl=AIIh5v@5vWapUokc`*rIQH*ypGwHJHzs4#aQK|c9Ue3vr#NE&IPWXmW%(8r8}`4
z(Bqt_)mMUPZE**j>2~1^0ANx0KPB`@)dMuD;syU{!(jlX;<n8Mj2Jne{eB|!U&rP8
zI_-Bs$FerCCBDe{$B2G`Urp#VUEsm6N-Gh2WNIY>r}59{QhCiJGcpK)>z0ctsyr`%
z{#1zIKs|>Vxb!m9s-y>s2StNh%F=oiz~Cp0d93>63{}*5;URJ88;sVEg41A1Ju=dS
zv0SHK4<iol77IqBJx_*sqWF8kz__%e09Ys^;O<<H(i5n~BnE*u=FtdEfB<miEag<i
zDWYIzmi-fLefc|2G`k3lG4V78ir__wp;v$k%V5U%Lmrt01Se&?*A4@o685a_eLVrA
z#G;yEFORx6^E4<(Ih}cz)ptokPdH}NOwuBv{IZNA7D+Au;s=@V#!T1u42>Bx<S(!}
z;`D)ki{n14V6h{L5dTCpGBXArABA-SZc;CSL15LE9Z%=A(8bvx1O_ed^ytFSj%IaK
z^xGDiQl6w}&NIAb7lFWgbf8e?*#WstRK5A>%H|s95x1-QkbNm@nd;~`$&iV4c`Fb2
zic&8-$tsQ|;K`DP>>ub`iGxJr(@U$jh6~k^NBx%V6}}O+oPun?)YsJ&HTJ@BeeSU~
z4gFcH4RQtolU6JS*I>B;=e()hZs|bc2=wtD;&lUPhsvxSScnN<0Boc&Pu}7o7`8<e
zj}Nf`gRil8#KwAG*)(Rg>DkuT?PSJ<q+UJA+#b+81^sylyxl^b{rPa(OfMhdoxo_s
z0>p4<CAmD(;jJ8)|9Yx(2;D#xY4U08@40(gs?jkvCn!36sk|aUOTs6)RcS$tQ`P{r
zLC`&Pe)KTVHqB?QQafIfLDR(ef^BhDX>Pn^z}&Qca7idrk`gz))k<#abz3M!E+{g*
zx%x~C+8|pvhez-S3<lMLDG=;NWdLdlP!IfvhKPViPnO+NK(PR{$w12vATCHF_Tqnm
zzt#U^_2k(TD!KP7AdsU!jB4`FQfBIXq+RWY`x&izFahva$f+`40+&@H$p9~7e9q}Q
zB2Qw*i#vGS31a#3t2n&_3Np^(%g8B9NH;4$oiiyR((9VTE8s*)&3<@k1nT6rW@X(q
z%s~QiReit;oYkY`e(p+1X+rAGI9w-$e9jQBLk>TS*D(aZf^C=-m<2#EQ%hsx0Izu<
zdykb_8OXr{Je2uUOOrFRE?KZnlwo7N-05#9{%9tt1P1kJ(FgXpzis9m)6TcTjpu83
zdo(a-%b!&>kEo&KXQuK56QZHt<l!c|8^F}^WbBfOOXsY##8#3}RVbb;7kL#wZIa3C
zkYLNx03S_xE@%O{)~;(9QktSl=5L71)G>x`U@F{|Vy24aA>~tr-AXZpLPv9X-SO-g
z+*!rNs^%(V%ei_V$;`@Qi>p5?N-BL_i&pG>QV5QT!Q%nG5*HFF{3|cB=PC!CA0#tk
zFC-pPVZ-iJ1`UB<H=p$q6XsuhSX2BAul(&^$uslPx&u680f9KY!spu9x$po;ZxkM-
zM8q;Gv?~)D7K}lqxhEzhV+05$<|LCD1p*+iGf#lFe@DasOyVBMv2evRmN@(KS&u|+
z{kSZ9pSvo_)&@QOtF~$6!=be_R|3rVd)etGG5$2(mp^UlQXN)@i!0uIj}V~O*y9B}
zV96iL<XrZRh-oot>2KFgtd9rZ;>Cx6u22hz9s@9FVAFOD2iAT_!N~?-Mg!~(LhBmO
zgwz@TuQ+5F{=4e)F5tcVRR~}v8UW11#{GBPH5LOUU$R!b-Fs}3rF|u6ADc^e0qAd!
z`?N7&#8aAtI;STt*ac2gszM@It$V}=a`5yHOiCr?97fcxB!f6}a&{b$`+?UHQo}T_
zmH-~-AmAqDDoYyTD$rq&7{iO7J*Lzfl`#i^hK&WlEvu10G^6;5_YdqwY@8n#p!A;?
zhcGiJr!<O}hM&N~7a|P^UO}ZG3@5-jcyLpUP+nE%vW0$p+p_U4b9FRr3A=p~=B_uw
z+GU}lvyycN6-7EPcPAXMAh%OfRI~4IagkS*w_-K5Dq3o}V~bBhpOi=CXVTNw7b@!-
z;XIFOj9XK0NbphHDmVv?Uq2eZuyF?U!Y;*6z)M1n`lJG?k|1R)N<e2COEPrE>-Odu
z>yE1y`reSY@5TCap2sJkTJSXz)v<}#C6eYQQk-+pb%5wv@!A6g-?tQrCEa=NtUDkE
zjUwLf(Q_9^ocxc{c#D0Ei`(g7F9tS~{(?42Un~}|SS(vCv9*jW7!V+KfCRA3Opk{6
zhernt0JA8H5fh4n16bYws7Yu5zG5j5U>mM7N&}M;D4>I)P-I8%B0MVyO2JSmC>j`7
zQN$Bz3_zzF`mZG!0-FiofX%4@K*lqmZvZ^gU7!3H#MiM5Ke-{20r<&dt@ZHyQq%up
z!2cjDx7@dG6|kdT<GV?eOo9zD!-9yCRu0NB3GU5MU8@vN1nd&_sbG)jR4PdnQYfpg
zkH}M4V$8z-e~o>6Jkx#u{}3WmvN<d&$7~KcY(grhIgB}sO%}>|TXBVybRrQWA;h9)
zwlOm~Y(=MAhlR9abLf0YT_T-NS65ec{oWt0`~Ked{r&y%{bL@r2%q=i^?W^_&)4ha
zzzo9YW(I~fJ<AVQhAZopGpSTq8k!qE!2g}CrW3$Cp<K@NaID(J2CdoVeSe_$9iYij
zswxOzb5C>OA>i6Pem;So8^-dYYp_+JC=kF(IH$UJW#1jEDEsWz-~M24_+?Q|^9H|+
zsYmv2NhSG@#+H4W{M^-fdrF4vQ9Iqelqy>q63H+64SS=mxvlziSH%-v6yuL0Bl|b_
zpN$yzWLCtA95(l$fT+Uw?1&>@ld?xAKS$$SaO?B7;p|=>*<i)+AYK5)R~JrVwN7Al
z!=_K}WJemae#vnPWKotJ!x;*kh}brqsaaTu;F#~V6P_8}YjI0N)VMH5`ERHSVvTUn
zI5x2*#@f}VJ;BlcrLaGr+T}+!FTs@*w<V`MLqyzN3HLsXA$kEIqg)*=7~pbpZG=r_
z*;rn7tHdVb3nOTR@T`y5ybMGSJXEpIuU!)854U3!YetXY?SbwMno(G+yS(w#0?UX1
z8Cm!~`G|i4NJ(H;Y>?;CI8gJ-s!)@KZiB#s3Pqn)f#3H4_ti?^z6w|nzq_}3?a%(t
zw=$y(s}3&rpl61?;oU``w9QO8y9}GB^JU5=QiJAdfS|NYOT)ofkaz>ULGx5;XrP(Y
zYDahx*E&cebovbWCZ2GXMe{yRbs)IO<=gzq=x}$Y7h1`Xi~WG^na*9#bdcGqEH9O#
zoIDOg!@`b&Ci!qMM6C+s%BriIunJFhkcQOfg=w96k4wvqOJk;q-{6O8YDJ`f+{Sde
z;PyDuI#8!qwiY%Q3Q1;FT`TKXJrNf29y56+E;adoD#nAz<ecn-j5prJdo2XxU_+4F
zBn00yOV(hxO?7S8=-^u1{u>W&G6zGJMo_5LiTql9m8trbtw&|<8_0bftDZDm5FTw-
zYfjgFGgXgb163wSqqxaEB2KU;G%%st6Z>ccw6QF#eN3Nb(K@1w3+$QDB!|s*9+aj;
zp(?#p;*9xi9ii?0N2=W=@@~SdFtq>e8aIJyyd;qzu!--e3N9MBb5)&Z8)zEOX~6|Q
zg?dc_=}jK$__*89!?Px>FZ{7)19zEUyjz5Gq~)ELuGb2!GV_PWX5SQiKkKTLSkc|-
zr(9h}pbYbAh%Y1!gKr9}d*^Je=7`OjjbPLzX?Qhzn2s(&!_i!5G9?L!8vM$<JitR#
z0p`Aj3G)tsRIvq;8oG%QFesu!`e5Ftv;QGfzGZz|^<QmclY0X>Kja>x7hBy&Sa3T6
z3V=;|rpNN>@-j4Ap6_u)x#lGH$)~>PFlZ|8B1^PGh!ioHm<YV(16<QQ<trEu&z2&d
zx?1h>F#i=;ajustmbsU|hpna{y0hY@b5{`NrwIU1Z8ht$6d`^xnw+cY5a>rx!!ipa
zmxNRXk<p2RxB%TX@vd7fn<&yn)0J(vzSSVVa<lH@mY>5UZS%ES`FsQ1u-Q$a4(OxJ
z+1N%wRdSt8l{5P4OCv>ocu!mLb;b3u)X|H*O|`)m(i6<;#8#8pr!RYpc48@8bLuR9
zZ<AE=0}g;U(s6p!@_;A-F1Tx2OfnJb*ATJ~<?zj?xKS8|uAOyyFkDJmD)m1rC7IXb
zTu?>eK8ae?JH_0Foun<BqFc!jn$Pyh6Ihj}n99!+K~maDwDwS}PMT^=5+*S$sdd(6
zzv%}v#Kkh2+t?ne^v1ZOlg04|f(r>ak!d0sZT5l}XVsunL16A{hdUwF8llXue(bUR
zqa_`wxsC}&pOF5e9nl*u)_4yZV3j%#rI}%ZnDR4MT3nE)hnPFo1@lg=?tFs}zFq0N
zs`L}KF8zS!*XffIwBaoAtyfZ+S`7=G$r2Vtg9?7Or!RdI3SAWD2@1l1sNqFlXv38s
z@C00mP%vB0q*_4&84SE2)<6vHpT2K_&))av+58j2W<1{NdvJKwzYkS@%9`$sICCN3
zLKP0r3Z-@O0EaQnk=eae&4>Z*9kgHW#HtSN31c0{vWFJ|*)6#W1v^OJ7w!ZAstuU%
zG^~sYB8_+y>N2wrIuNlBwgmzfKz6S=#kBkes2ZRx6DtBe*^89x-AG`9BU=U0BSnmF
zQ&j@mpYI142EC^BtX&S-s(4^mcP9DX3zmlYM|@0M%D!R%aEs%^M>>Nzx%e^;C#xT8
z_C>JMAT;uZC*Iml5fD@XNnCx<v=DJLZTHKVM+z%;P%X}VL!{bCY&6BTt=cg#!aMvr
zIdj>wOrqsy!MMkEizK0rtdzn`&M4-eB?-v}&j*E8_mORhi6cAKA>J{%>LXgmS`!_C
z$eS4o1b~*HDpHxak3Oj|2bc(~h~-p#IrD%CqE=yM+635yTD&#fv0D_GB`n3LBbWOY
zS2chg6M3I;QIufClGbJP%g9OBDfNQER#G$W&RE^0qzp}~n^s%~BpvAE?058+O*J;T
z%z6x2eV<euqugEj8Jl`(pPbfmC0}3#c)RFMI?=gQ(Nn-Vfer6j!gBJQZ)gSj#;ZY7
z7eG(}S}Yps2CxnMmyjX>wU+M%(kSS+y2}6OaCEljzuHYtznYM566=32qHOx2yU_g3
zdBRQem&f|R4GIL2J-`g80ON-ASFu9rpf1IogfdsF2ewd`l{8&*gv0>b%ch-xoTD|s
zBPE}1lG)Le{$MLW9EMT7eQB1paMRrMKq6Z`jVJS=X=QpW<>Y4KVJ;+v6Endd#xGy)
zG)WFfx|8lxsT=A{B>4oC+7Jz-gwFReheAwg(F|yLZ2`2!g$wcy#^)fz&55bxI2bxa
zzQ6N;V8|k5`Chr|=jM1ZW`w%#+;;8Zo>}s8lhZ`K_)a7;%Y=}AzV!E|>H;Q${48;)
zcfgPOuLF&b)AZ2OrK4|YGa5KGdzzO%@N?1l!0`I?r50ecZ0d4cJIffaNWaSxj!LP_
zSPbXY?G%-mRX7)hj7dGe;>G1%zP@n1(a}~$mxLf<-CtkV)z_?9x@#_E(b%$nK->zN
z!+lDi#-}$yhdUOXofrh>vNMJN=Y>Kg?MAAc#nB7AhN1>hd{RZun5!;xBx{b$jdi0e
zFBV7DnP!HO?}sz_bEV_9n`gFY;4MKS3NR*^-4aZ>3XVKyz}1Kp-*l|c1?OOtPNFpo
z$Pgbch5Jv{-T>Sx(@qI28x1Hq^XI=5;86s)n?XLZ*a?#Qfp`v$>_F#2AqBjYJ{^Cp
zx<Jt!dA2~&fD-xtW^JnP6okZ$f<(9z4C-L3Ym3DXtd#!X$sB8PSFv_8+@hiT;4W?@
zJ=0%9i6`@gLt6o)K=OP~|AREyI&5;SHV0@&!^(TOrVT8D+B%nJfy}W!pQU`G&@mDh
z?BN|RX}lVZ5@arw_3@We5zZe;{Yx`L{ClUlE-J`K`^2^Vg!X5aZH}WsS4Ia{TN6!r
z)<M=DwYSjef5%D4YoHn>smHIjl?%f>N>1)MxZ_A!Lu*GlGZmra_(*4*yCv^Q>xhSJ
zQ7<WHOx&{~XWYWjte5ka9m9&$O$vsmR0hb_rEicS-aMIH7;j=>Yp-|uII}EwFWY8o
zS+MGsvhdTAlPkumP9W2hor=${m~Lx&AGLERGU1?g_E6(p^JvOjk}z3lmdp>2Sv+_G
zP*6>PoeDFP+G4@O0k)UI27kIexG&<ub;3|VT(4_jLRp2(_gW)IVeR&N>m5l}L1cPV
z0197~czpGkVYr&aFuS#@|7!c*rtI!@^>PI_8kOYPAtsTgYp>N*mdceFH$qOsBV|e*
z*=)Pm)$z4>ywT-iLCz<E1oUQ2^~YnGYR;wdsS}7kprbh89Y9f!172B=2_#GCa)7c^
zkh+NLptKI$C!SE~0#o@^W>@_unS9E6cGG{q)1V7K4BGr|o^N}fW$Rp13-#cft|BRo
zvK4f^im@-<2@hM31-hY=$5QZ5DuFDuqd;Q3Jq$N3cJf76J@t^9Awr49GqC2hR6<TW
z5$l+pjWZwWNiJ&Y$Np~I+HQFZpH4JwL+}yPl@7FA6U$TPSv&ls4mGXMoi+fzfO=(M
zDI@Qh)G>+(kX}O#C(c6)>I|m@fvI`q1a0*NThsin7OE5o!r{Ut>B&|X0Iu@_81zEa
z;5^TWZ^v6CTgSKE{7kRCW7)M4zu9-Hn{yEJ=ojfOUq2_jgi(%a0~`ot!sLWXh&pZ=
z_8q;_4J7o#Dnu-EPmXs$*>f9=BL*;d5miM7<h^>Ljus<IhHqyQg?iTXvv9|y(cn5{
z6^BuG61$((>I<jet|x2g!Z+g*vb!)=oC-iXfm_=SD!iH{`99y%GJ{YZ$}KcR=!BXj
z@HR)n3D<+-sA&&sOTo;|E>pAv3CVxPf~8uxl>?9p=2~ch-z*-8&=A=GHPPVIY63q1
zSXT>h*iZhill|$;YYlMz;r~O?W*xR%0dZhM;6I?kfa3<_tX9Cyp^^s<JWz*!RzWiG
zFi2Tg;U3pPRY^@Q0;mEsnX1WsFz=vVE=Ml~VRx85=h1H^+g$7_^FvLGIJxM8L4BT<
zBTf0VKJ!%h05i1nccGF~@O`PiNp+M%XxB%|y@(x`U!E}GG?htWq||ho#}q3OX~@u{
ziig6GtvyJ>N1`-%h*?xd&s78j0^XwP?<hAP?SR$;{qE3D46%98&{tq(BiZ6Z!aa)f
z1Wjp}p4kvzVNji!*E(U?<rLqsxRsI;`zoUO{?S`wzOF7ptIy)Z1am4ypwxP6%!)B$
z*tHGhS>O=Y9tDM1VIEq5H}yhuNlB)9$R(N`c%PxDE`@d1s10UFv$(+9S5Wmldb%a3
zo;8*=Ifg#*pm+LMf|*Sz3KJEs#<`1Qx#{*mNNk>eW}@*hD*>ezJ#{$B?Ysf@9s3hf
zbM*bNe&-4kV?n`oe1f(s|8m7kaT|%{#8jkHV)eWWNf=YHeug_3SGQWeO>Xcgj6mZr
z_~(Gq1p|l>aF)I_+4>^rIehc`as=d#Y9QhRMq@^>efq+;@Gk}b`Btk`2VNjU^Fgsl
z2@6t4AGd%%15a5Ua27&khf1T#09#~1Fk)eA+FH`sT;Of6;yPU8d9se-gAcRfGHwJ?
z5D`|{f~sj=$4byPTd(#o4{2Lma_%tDe*Edtg++C)Ezgn3jaf46jgf$H;f1j;1feOV
zsE}EPu|&p60ny&6V-Loj%A!mg<NSk;fT0~`tTfCKiv`(>g@%biGipHGL4FDn6xSf*
z+Jd=aNeI%|CDhb|KE*+N#(Boy0<KF5C7dJ>mN-`0;Xx;JXMD0SlfpS@jW;uF^4!9#
zCX$c6%wmk&NIBPlv%G-lZ|&tL|H4Hy@syV-(n;~B{OP6h*L09|0H>Xj)N*UAhFU7}
z#`7bxTD#gkMQYLHz2U3Jor<|p#~srn2Cj;tn%ZW=)p{RvyTzHhq0#gj<r*dxww_d0
zRn^3Uxra+ZQ}JO-e@U_(M`*jHbf=X?&D3iO7|Nc2OmkbDSh%Pv?j(+sYTWDalgwLu
z$J!V9*^phmPPd5l#D9x6Hv+%?N{@W%VsI!$_4lL6MKwifTM4O_shWcN_f$GE*`Ml+
zdFi>5(`ZdnY&jKu98qmTrBglA#Z|Aum}>S+hd?IWetGH00x&#a_NN!9V95uQu;PHd
z;8TR;Bl&>!|9UU1tzy|dD}b(V>AUi{T(;eMtXLt14XX$;rOq|E`dD$5b`|U;xUL%M
znb6H;yM|$<<jGTGp=oGsF!-{!SyRnl;x@X3q!N&qL<}lywT_q>TOI8!CBVskLe0$3
zMPigkdSHd84HzWOHNe`lgYs%Pv^=4CIN?2|p@?>;2G#QZ8LoAXoOm3^Nvzu;(LwI^
zf5#BE!$X(ZgQ-1j828Me8s~C33m5=_DIW$Iyq4fs1JZ&d4+GZIg$ZR4=L>7rTu52p
zjE)3SOvyMa_Xtgf2b~}2!ybKqMU|{}T9hA|fx<pJs2b(lHj_9TX|{h%S{tCh>^(`)
zdh1cdOtwhjm^i68N;n3Zg%#_SlJWwX5Rn$q!?h+{%}|TQI7+sOa3`5Iq$FQz`&?uc
zMnji%%U|y3#1EF7a--ZBibxKIXWX%TSHll5z(!QI!~K}~{NMFzK$jy`WBTX=Dr{%7
zW-|R+ZsOp0JARn#@{M_UnE^L>$l;SPeT*jEa$MwSn5I3(gUv>yj*H`>mAssiX8Z`3
zI&Jc`lv>NnRB1O{`2&|rAO5O+HM{qo<MtDym)2x50)5u4y_}P1){IQ-t86#)Y?<CZ
zJdUFdzbiJS-4iM=euekN=iHP$UA$H)dsO{PyE^IJ>)-OvJg(UqMt(CeQ#x8o6w5Ib
zujWPDj#J|hZ7~Dy=!=`D%9(gADdIbbM|O_P=uEuI#)=<}|9I{JM!R-!=QTdgm6Jaj
z|API;Tiw24_aNUfx(32p&|R&$6l4=49@=;4cz_u5j$7u^*<ifKqn)lifGJSWr35?;
zoEqRHE&zSR=~@-U4MZRK1|lqo&kN5BMGKT#lyBiSAA4CT2|Dhr{4Ndchg05!bgUoE
zTa9=+z!%8ecd>(D{0`u)tEf3_Ly03N#!9lJ9?$YAb#TKjbnBh!M$@s#ScU@0)V?%o
z<3M>1R*(|78e27m2H^&fG$5=3UU0tZ5{!-ndkWBF)Zo$Z1;=c?n}ViRz7#CtZTSmk
z$4VEVpfh)Z6x3X;Y8}ufGsziLTc5FmmXnm|)X4aQs@TttRYXJ@<{GNmP!{DKqm!~8
zUoF6UH8ZQX#~ZG0R`Le{Vudau{<Nw=b6j+($X*n3jzy_v_D0pPD;RUO9&-VW{1ifU
z@aB)yN*<|tZ~NXGGe=6d7yW??Ek%v>lnC1H>#Oymy4@O09mc^HV<i`bjW-Yx;u})X
zz88&Gwvk41pkd`By9E{}&A{YWp>cF!i>&LrvY4~Aio7IU%J6bQjFcqxP{eUmp5{kt
zsK}W(WPg@$dHERaBp>rCP@0TgpO!NgC|sNtzTDSU1Q!=%1_+O(?foK|Z28UBTt)ps
z&%PhpZ=^+u=GtG+?xuaP-uQda`3qj=rJ3QkC%m)Awr5_ATD->0fFFO^n(~g}l6++8
zwI1Q?<<qhvt6;b$H|hc_nF4sK#H1betL2)ULL{ewX=Qwu^B0VE=#OPKn_i(;{bbf$
zp`GP{caHzD=F6%th=r`yY1GsV0?Y~n2n6<r0na=zz|LnsTGZH4V5*P<YqW~Dz!TKD
z=N$*o<!T@cZ}KTTlK@v)2`UDH)M|1q!$Z{A;UsI)wqUT=$X5kOfl?B+ttmZXc=Xn2
zt$tW5dAik%+#>VeT)&G8Ecu;WV$qYvI9Ao?mWM2QF-KfNPNZJCj*A&4^Q{d(*pjoR
z#pZ;TS*oQsejW8VGHwDu3XcB_k8{`ugtd9#Dh8(N1tjMQoWTow4y0ducyGb-^<}xB
zl4*++J<C&=J0X4#-&ePyp4@Ya7Z#pRNl2?wjNS?KCaswy_dI0YDQNvf+;X*EZf7FY
zkPA(w+DzJyY#YS;b86ipN+LWa(f4>N%$<lEPN^nHJ1c7s<gHOV$qtdvP=H9S&I>;m
z!S!azD=^&R&4VauU01VOSG(?sEt$3{(f!fYI%C1UVFuW`=7FAspcX&k8(Z6TfLT+b
z4-v7#@j}y4?~2Iy*Abi<%=3r}n~SRmmlw~1LDZP<8(K^G^oLBvkqm3Md&!b*)Ry{J
zmzBp$t>uEgOPV7`G6O291=+&Rv&dMTK4As3^60Ap-hC-SpXY9C!Y8A{+|ncKFl&P0
zme||9@pra6z9k;cTK`Oa!(5Kf04{0@utX$V=bdgRk4&Agv{&0+ab<XoBtyB<dg8^A
zZSSM>YhLypW{+mvT93Nf<X3(vWR(^dWi1)S)^Z0QGOfNej9jQpY56&_>O;t@e{Qgp
z|IY>+TU~Z-8Za-V^V4LZ4ks$mW$q#6aS>uIG-SsGvBv;lzg((QfCpA<C+G+vb-HYY
zMSx_;Jsh3s>3#KYuZ^w>@DC_8H<6TYNrH}%y(5^TxfhN_nx$DguM^TfDeZKoYqaE-
zl4@F(Xzp#f7v9YxDBnnou)|z!sSOW0g?P;97R9EMACaRAnT{5etk;nZ40XbYBMM!?
zqzf7_ruK{?KoAlZS%B;hKq?3gfXxLiHC5n}p687q<7yxHLGds*Fu;KY1Eb}g$bM9o
zlb5A$DKYYCT6MK<2IjjhRa!6itxs-iCN%4kxj2PxLrv&=lE|w8lO!sw!!S=Eq@XX8
z*D}rM@J<jTfwiHg89*v;k8r?y1n8X|01_RbLGX3*W}I*Kw{dPs1TS_wiyK_zq?Y}T
zAut*jjUJf8-87i6ZM)Mm<XH>OMU4w8<1;_GzL^E<)o1h~NkyN8!=JfDNdp(gkErBD
zn9Wh0f3%jGGahP==Tee7ME>i^=JEHNU?PK~ghueuk6@^J&yR3%*;MNd$!-&A^36KO
zG7OoDM`8d-;`z+Vwmb~$BB2qejSLMlk=}9Kq6&raZ6Gj=Cyj2kO_Qy%>~1%k^H8{M
z8TbH4=6ukGBeic13XT0<>;45Z|9SmiXq)jZ<xBBju*yRa!~%5)5X7>hn`OURk0mAN
z(yQzMDHEzZ45}-ba67sfBy9C)u^6ri3Dl~PHytAIOp0irYdy3)TwCx-z#<5o$sY-D
zlgby&ojW47$=|ROpSI!|Z742<t7qGk6ESO|!s0?Qea{f+E3=VN#He1y3<<k;4pk42
zj1(Zh3YILz>4q1}?1%A?C{I}oc9D;moYZ2-cxdZ2L@A<i=RzGnMjA6NuEo&`ixvZi
zq8W?c>H`NN1#^)FlvVvr5-4SYJn^5oH539lB@j5D&eg1O3QIm+n75&%f^~7pC*&E!
zDUr_@C)v^W60uL%dAj<f$~$W>%fWUa(<jGxQ<e)&W+`U4;nFC#QDK;EkR-7T(Zklv
zf?-9zLnOrto-$^@rM3Oi*aR}FA7_iy3#&fRS}%M}U9KrK{oIzKOB)#I31Z%2xl>-v
zMMa_q+cC`k80VB{YD|M|@`x2B!LgjW;Bc8%(!fRXOwO1=2;rgzxAcCF-54)5s^fIE
zAeEBf6#I}Z+LGSacJbht2tcbcdK%rsnxG`_o-`V-!g9@Hj*#!2WC|8flD{5BsxIe@
z9f?I3VRjjjP`bY$<PsM|0nMs?P#U@Gi;%}~CTvR@(gR)MrCTbS)mn(l2HDyfFKzOr
z$ed{u24$;vh<0W^Od%J-l;ebAlQ{DGiMgeJYA!hX>gZ-&VAPle;wD&nD|SL24>1BR
zmA3>m+K&oQ2Z5?)#p8pd1vprsnC8c@LTSPgC`~U=mXoUqQ3yOBUao{glne^5E%O&i
z@vJcauB<dh=;sJjc7p#B!e`9o2+9<fGL?4{Yz^c~79cg>l7{uJ%SScGR$~jcft)vJ
zx|U|av0TV`udx!bl&ls*j6$=ZM&yXXIDQPP7HUg$jK+)02MF?bp6My(;sgic+Yqi4
zYXS{jfVMAqK}2pS@ZHY;1=77id0x(^mf2YkJu_Ugb1RdP<bvclR${m1DDu8hY}U%?
z9^aXAyW1~VxF%e(Q$&2u`4#CgohjIoVmY7ME|L=XZMW-DVL^bGhM{MJu-_F#n8!6?
z&$MVAp?xZk!_60w!Cf<9G)7nTsi4=%&r)SQLDQ1oVkKwX(xb^biePGOB_D&jxU<^7
z6!l_#_yx_d@ye>K#?tfZjLZ6jyM<?OWJCKzS1w82Zn<(yxPAOgxZx?vqbbRx5pzH?
zV;%o1Tck5&D|2yUDsm}VJ+ssfZMwgIujc#6saVyBBReslym_9q26d#HHU?`HG2_Ce
z8tF4NM|0CXsp|2{;+xbiN-d?Nfa$oF+Ki!`;xpPRhOG@I96oc}9<8BT8Q=a3_Q3jQ
zz~`es3KHfi+S`&(6R*J>6Z3E2wgFB$D7U8`+2gkjT#%*ngbknrLP^F1wD>8QzXLF~
zRu-C{A6P$(1<S$X+JkM8*GR+GHDM8l!MfOUd7N^Mzz5KRKpen*pe)~_YWBRN_bHsD
zR#>J*cnBOgL5=ASCknw{X`NJz%9Z6{r;y35NsOAp5Eiv`!+KYQMqZ07AP8%UGD&Kw
zB_GDDp>hXkt=BCZlcZ75JN)F4&1Ljv5n+f~%H$Z_B2Y0EW<&(PeAonHEaqQ8AOD-Z
zK>=tDcq}bN<*DG<DkVo2=scndY8YuXB@XrRV%sNOBi)fE`*k9cTxL?Qeb>CWVpp4R
zk7)6kGRZ_R)hHAH$vxs_c56k4U`)s}=o)YjzuJO$aoK<AWo2_PGw6|A*8|Qd=oJ`@
zCJsBQA!9wS3W=dEf=X19p*pqE?X$>Loyv3k+)gc;$#-a9-u>JlVT<ls<VnW~vq!J_
z187xS#IYsI#=eFS?i78DoOB<pF!Nn05&SYriQXWjJP{fAPe|srP<{xP-=oMng?{G8
zguh&{rYJ=@^Choe8jKt?k;WA5YOT=5yz=G+qHJzL13bc*9UQLMT^pV50cwA&jw1>f
zK_nfI0pK2siez3H0!o2+xbB2oA`7$kgb2aX$@>$3XmBHxYqibiT9sE${owrL`I*g!
z?osBgX@jIaz-Pc?$AQy_g*Jx6H73B52~tq|>TQg-1ibVx$g@rb`Ztb-X9jvK0VOS3
zKoSkb+9GN>c_s7wFoYAJF9iixr|>3xcTh#TGMlGXvBzQ&c&eVw0`{IY;iUYx02!;K
z`!4}GHKT`7z7A>Q(>s+1+>TfcHg1L1XqDW`2OF8x62$<w$9PL2u<2M*y8sDJDScqA
zBU^`bvi0%9B|2Q5kr{BYBPR3Vr3#cht_Ix&{ti2a;Aip#yF@A280>F3xZm7S$Jxy)
z<eh80nVq_mOg=p5cqus=px;;xH%ir7X}rg09*8&84A&H0$~vLdBg*~|O2wSSiA9h~
zz=n!J@!%9sD=b%`LVAOM71q*kDBv*PF%@P9Lw_#dm?QVF;MQfv_xyaah4FS&(fHDE
z$E2z5ln};5RaV;{6Rz#3iuJ2+pEJNds3A+etg*W)Z|)T>$&`0Twg|^xu!t{%j%BZ>
zNF<3{PUE*f1Xaw*lFQp4YFAgMZgC#0r!;8O)3!e-9hY7hkKybR2@~7yRqRGif?&h*
z)O_b6>|AS%iSii{1#@akq(Pht`exw&`U*V!dg~B9oT^YqXXK*8Z53hum&hhgZV`8A
z0<cL)iS=jx`;s7h`{fH0K#~Lh21zUe9)UYxJ|%)fSvXJ?0N-cpd=d-SMgSHcU{la3
z9)VadK>%K##zs*!J)!UqNOUcb0kdIpp!q`9Ul<j5)m0Fvo!AHJ1n-~|Kv;8<x}fmU
z*^CM*2VBuAHr5f19hfdw^%iWcp3+o3#sd3};c-B%90fPQ+B1s_f*H=OPD#ns;)2bL
z;sWvjt$ip=hhh*x1lwaZz#y|EoIO*Vd=sQ^i>;&pdI0MiPX>Gv;!tJMLXZK@UKF6M
zqZN7lksu8vL0D@KsC%O6QuUu!idP@BHg&#=%+dc{q-)P|<{VU|9_wklw>3`|eeCO8
zOh?U8^O3zPnAOx)vweUQmb^)fQpfhT<Ta}Vd4Kc=)lgWNB22QecGP}#x)h2m{j=nH
z!0uNh?-!1@1XT-6KQKy%KtiMl_Vt+^Y^}X2LMucmJ=ams_cf%)YgaQKUmypKj;u4S
zV%D@gI+s@6y<@xPNH_DLWCL1S-|hRFeaAXSmVu9t(#nf5X6+IM2RKp2+$hqn@vN>-
zQ<81bI;6#ymrb?bz_gj=MVc9rk~`OUN(rjI4H&Wj>z&IMxrEZSj;6tF-I-}tz-ga`
zAtZ#VMn<#Hcb_o10XGkh9QqK_w&|7ie7c-)ws{lnAAhVFU-jj07~(K$Tm+>t2AUue
zpdp|Kq6P3vgI$3)q0>RROiw?kNVYO~2|fu0K8dOZG+Gc&M#CO3)c|6hmz~uXs!yRT
z8w?QilIIh7T=Jk2Pp!!)JdYbQ=n2XpVD!mh$6HVksct1>b35SbJYQ79Y0PGAK8s4n
zj=**7TQ-vm0qOuC)F2`V1FU^y4hrmpIHYwrJnEF0>8TK@Gf0<fDi3@8bM;SRt3s8h
z=LgTRlmPmfSF!2rRX~Z8xuCWMA3KbBzBU3eR(lGeaAM&a4_4<m&qmo_-dg-EGY0!S
zgNU*ki(A3utr$DPco{qm*NaeGZ6UXMjL{AUk0t{*4LujMgkr_97qi&u6jWonG!SFq
zs!FQP882ZrTg^p(^nIVaV`#kFG8%QS+7;KZ^YqyDFwkQq302{OmD|&=aqqKgDie^G
z6Yrb$meB3ThUp(Ntg)|dV_s!F$i8FE?}}Aw-%fOuX6c>TMR~u+Pvz0Xd1Gsm=I#79
zOi&-B#ob!86C)?nE@*aDTeft7g>N~*1NNjOj%Oed@zlRjtO((=U`alo(Jirgj(YAR
z#2id{*}5+!|9$cgxc-U%3-<59ql`W03Gjjyph|#$c*Gx&xX_&-1=aiI(1$$W@wVb(
zp$t(A6wrfhB8HHLCUAcMbs&%h@<-4+35=JJDQg1O7}OqvuucV19D9#m6)M$MB`6yl
z`PHC9K~i*G2+on!2KVPz;LGWgqcFu)LA=Ep(7z#5YS^gRNAv~b*e&z0Kq6%{wCW)P
z%11Pe6pN=pE)pm7C3(Z`6*A|RLM*Uf5*9-&$^X27?zfQG0zTRh`15jeBq1xvaim7h
z6ll#7`ShSQX5DP$wwwpcU0>)@ou?og$1F{Ci|=gA&J>%9)TPMP?h%W#1rg&nQ+2hg
zo`&UzAVy5VWQ7LEI_q-{RF1>}){UGF=tIWbS!&xHP;8}jAI?(m_6AEtm@$nBQTkXh
zxCGXhI<O<;e7KKlW|LsK&+ZP<<BhTSZ6f;SL5VaaEX$HH^Y&Bo9cz);UGu4U@6AZd
zi|h68SQAJWI$s1tof?0UN8P!*?IJ^wFJW9wqe&^1t$0dhcXCUI3lhW1BL;~P#rTaJ
z#3WtM7CTH_hlLe39{g;EDmaeSsK6mgX{|wi#{X-PuhjnlyxG4&g#OShHfNrpm`^%k
z$~EPrVUi}W8+l080F&X*?GFQc!2mo}z-)ltao|JE;d02524Q;eLc!n`2vmIBe85%#
z=N@ovEafRkhKt_m4(ud=QnPdi{!9FWdbsJE&3|ibX=sNND!wm|XMw5$l|jC)C-%s&
zH9R3~CBs|hJ33;k)4@lTE8tWUj#JQEl1|Xuh{T&H(EV<a1Hg)j1z>AJ+fx-0N&_|P
z3p5KvwJ6c2nwm9fOBUagMi&Ne-$0BiZmp;v8|hy1T(frtB@x~ye19G}LGUvg$wD<#
zT8kLhcC{ag9~>P$+(<1ab2QWm(V*q)E_NgeP~t&&tVnN3b!~*UWT(h$jx<8A`>>YU
z<d^{pF6X3Sb)eZk1tRn3Z~WEc^@HQxk9Te_5IUV(K8zRE^lM>ik;y8Bg3~ukXFuKl
zV&6U&*rTnEdqD{qXzvc}xnITrHLcgFsMC3j`><&V+g<Yo_RsQ}4ciYszKZOszFpC*
zF)eB)H0h>C>hv_$6p!<$1w;a$D<(j<k)p*4I9{IxVRI8AY#5Z5RhRXZEy0;z1KRFp
z91?H+_l&Z3Zuag2r~gPLc9lVuasYY*QXP7f(8;C(XshBG7=Sk|7mE+q<dp>a1Fxt7
zB&H;^fU`^k0t@tSz!0Jee2kDNXQiuYwIH|84<iBH4gh-u1n5QmBn94OC0(!f9sT7P
zXiYK_KX@LrTkvcyZ0YEqK1}cBfU&Z4p5+PmVN0xHaWgB4WYSnzi}$D3wmMdtVUO}$
z6vVJoUZFHjoib?z0)ZgzgR<)R@4CRcLwA2o`N)G@bG7Eu510-?SSQf|%kUU$(%or|
zQlF*n-0%yr{)8`cWp&(AWU%vq&}w^^&5NW09A-2i+?G*V?9r@5q?T*O$EWhE1?S|c
zoW4kFP<(SP7ULXi)e+rjn$?=oOjYaxR*VVeHSR84$!I@oqqTGPJ7TKLI7Oy!Y<)+l
zd#<W<*q(7C2JdiE?R0*{=57IMJf$MW_(*L(?)HNT&&0hgLDyO@thaUBp*nqGANqqj
zu7C47<qLt%t2O1Xo^{Im{s@!B9_v9KPy1m_(3>Q~^{ar-=mIW?U%|1Q*VM0zR7>Vp
zdvWRL+9!ORR+Uop@0^N1NAP{W9irX+k4QeDI3rH^kL90nI}D+_*imp}L$~w-5e^+=
zs0RpGbqiaQ64v?=zZ|uryE))|TY-fH838oH6_}Qx_#WsnTm=Pr$ggV89`R&*fo<V&
z_$1E)4RU-!=w66)kRjj>j|CukB%l#s;rmASHm5KtwhogYgMm571x2ySa;`b`Bv0c>
zWj%c{o2Z4Aqo0Q_7J`+pd%^`33fRQq>jA;0m343paJMX8zCa!T6Y>II`S+;@L{tbN
z$u&pevE|4!Bu^zh%Hf=~m--}GS_|rLiSl;e?Hj>UyeHe;_pBnFv1?lBo5}2I*uD##
zbTDnBSk4Qh9I<-<yhchD!Am@f2<c&6WRX~29~Os*!L$`qQ&(mJ(Xp(0Ii8<*tA5Pz
z*<EC(&HgdN_!qo%a^3{N*SsQw-qM5HP3y%)TcUbami6zC8A+QE{c?YIn|0P7LUyOI
z^@cj6j-3AN%|u{|ymv^auf1@1Qgh7c*osg}m1Vc>U1XESZ17~sK(=6XEc;u;kjID%
z(29K|nBmYjqc@ussJseRaclT^6Jt?i`c+Q-4=c{K9nUxY9~S!>I2a2wixrf|Ex2Fi
z*Aa9B1gmKa96ROxDl%K=da(G)Otcorx93AVFi=3)4M2Q2)S1WA6L<^3N<h{z=-k0!
z2nZj10X)G2sv20~Owgbx(_eTTpnN|9+*D!l8jnRq4~L?>1O34@3{*lAYL70cR?#6T
zi0kWmDs+ORgdFIPSjTet@0>cl<&{+<o~GbCg8KvNO+y6GZ9X>z7krR%y$gVHmfn%8
z)2i`|+kkAj95j8bhzds1T4Npy3A*)>Nv=lW_^)>f;syqnoZ&X-tJQJ1nLN<aWJIn)
zCTa>vs=P3gD%&TC&T|p2$2<X>lz-sF9ooa!l);Qs8ZMMON&`mk@#9xhddmi-9`DCK
z)Q_eb!<CaGIzP8M_DfR(v_l9y8yCyoRzGh}y~KW+*=q1^?5z75B);kDS-aNm4Vt7C
zi=R_|JIc6Ox{Z0S^QE<(%v|hNV%8^m7^}K1YGw819XXWZnGErchv${W>@?M+Ev%8e
zUTz>Z0T%}+AL|h=&K54(Os!@hW=TxVRYWZ3unXT&Hwb5@S$xdIQU5L83^Z-=a$WUb
zcX-yP7q1QflMZt8+YFxNyov-RM$j%$gLKwwH47If3ZSL({@t9)Jdb`&YO1YCBk20G
zhsS3B4fbn54~sC5J}9@-_}Ah?CUppA<$;R%d13&~Rz=JYE5!B#m&1cFe_@$g11rfL
zh35mJ=`Dd~gBHITjW5^g2gNp0EHj=~%8WyTI#1KOQ^iW4I9EzP67H04W?BgydPmd>
zPoW+~Kd1Wn?i%Or=tl!PE4&KsU&)P(TyyP^vEPog71#IRVRw)fr+)qczxatQtB*nQ
znrBc~go1OY68JG8IY*A>nXW%!WPJT=`r9oNzb@JTOEXm>>pyDuoo8ri+f}}?DBuUW
z=-J%xe&oC3)c5D|(}mO+>ceYgBiFih>o#lWXsf%(_WohuVtRQ=AFKbyc4M_KOEo;R
zoKJtyG4o3^*9j0O3e56LL)Des9k)aWEE1mEe6LCH%JVAXR%G&?6flV=Bf!;se7a!r
zuFluGz?p9w#zs9RZwVz%v%MWoUx(F@cH6n*S5|%PzCJF>YNhQ7-O~JPEo|m;Z<6`a
zo4qruS<|}?KUq^lH^BIzYLeHmVOdz%E$XZAr<=-H_oA1=AMY@8vB~=j_O|ljKM2pY
zGBhqV9Giagu-oVb-ysN=PBGhH-Q4{(>RHLdxb&q*?QSF{?&T%yICSC0DtX6e+ZEx%
z?LUWF??p%5Ej_|=>|NP3x{s+lda~07E|-|3sm6Q!us%2Z9XXYnJeIa&*S@;dan%*M
z__&u#bk1D6U}Ao{*=FjA)IT^ql4FdC@xGpO=SbwAA;G8bZ=PIl7jeepdg)J`(FWB$
zSNZK_u9l~HJ<`qism7voN;!oelw%vDju=B)#ab=Pjl@q$?|xbJ<M6h>VE2WKY<I<C
zq8oI7UbR2;YOLyt3(NayihTlKoRt#SG$f37dg3O)g5e3tOyQtDwUAb7$eHTqm#AIP
zXq=NKM|&U6KI?ob_!h|t=_*=px45-n@dnIm_Vq{=x8L2?o5|0o5~1UFk--?hsdYaW
zFm||8O2YR>D2@%?CtK*xsIu)7rn6{x?kte63i(v7qo+R&QCO=Z@%rov5S6lZ?;PIj
zcTTQr2z2yb{|^%zb+-Ax!>-&d9}95ud^!TLsq-liI5Y(d(8`KUgKpUpP&mYeh)z#`
zh;s$$v?_?b0NVh27|3OSSr<k^QQ<HPH2`NJ5`CU@`TGu69{xM^BB6{QRHYMn##Xit
zfAG}mz}?#(aM}v-2sm#Oj+r!p*6VO!9Dj)}DAXZJ{qgIJ6eb);Q0K$z$3iD><I%4U
z{CnA3pSCwXThii9#K_R)2|EjIj^!(CM4z9@d;a|8!O|N;B9U~AcY-ecxi6x$P~-I7
z`ZxWV{gT}eG_jkywKyITr<Qc*_p3!M{{F#w`kCk9V{Z-=JX@<X`*X>=hQDCU9j{(L
zzj#6C$hM37e|I;DcU`S@hJDudoqoUZp78evYU<ki=@z_C*O1vw_eRzm*||PX%)7hs
z=fz+3L5@;PU-g!HXr?<>XYwf+?$v)3OaZV+{R`HlSBIwUIkRfNYid*WonOPm#qr0(
zj|`f&^nHwYTDIY8_~*g5F%z#o0&AllV92+=1qD@=otx+(U;ljf>z^lA-En*P<Mg5D
zUgMkQegJ8X6gC{QRQuhgqeq#S=)9Rb{>-VZPpT*XU@URo@I`QT@7FW$O|BUA$36WO
zexKT({#^Z!6X-=zCSENYf|qWcz&+op_Dg){S3#5bHZsZ4OXKH9->Zk5^1e=Z|LHZm
z&iRS+xiLe72ag}Ln%7RcE!TW8v1rxJT-Ucc-(%jdWA4Y<6$=iW7^v~tQ)$Iquj=|>
z?@gzCg=EjF?$ddx8}5kC5>c1N|FnHQXn4P8`SX3xXm=YoN}l>&Df>~s^n1A5z+bRt
z>0hv6)s4C7PfWjloT5wieHH(sYs>7Pr>#6oGG9Mew>@+D*D}@AgLkhWyJ}Ya1=HK=
zTlVF{ihT)d{0BlotITM7*q7-`&Xe)eVKXoOm>Bt0`N@Xxrw2t`Zr&PwUEe3y{3o^_
z-21&{Tl#~yuT`fEC3P$ChvmNp`<Ys>Oy8QmIQ+srWjJBwkL@En+S?A|zOU_Br&n=Z
z;1lamw*OQ?D7otN?)u|>6%TPARbN-%Y&fu?`q5hW4ef-=bq1L0hplJ+g5{obq+NlH
zO7^|mcCM$6@AYie1)tx3);<0s)NJsI9?kyi@%}G*>(Y-(O2r?|c5TaFAJXZfevkEK
zY0+OW-M8P@wYMMT^rs!yVkiPl)2^DCMC>x!_H%>q?m^X|7vG7M(Fq6IWXFT5TYlQs
z?<b92DL*t*C8Q38qaXWuPke_@Wqm#R^oMuIcxt1QuQI{RAd+&&K&5_}=l7l4``_47
zuZQ(^XP!J?J(ci=dwe$LY+s@5O_$T%YW<Il-@f}Bx^ER(qt#z4RvuVVY26JvGS&23
zq|$GOWGwzh<{FV{7s+DelXS;j#+W2(nF9q$w}(kavKuph07hn8%cd`k>*V(Q8^SZM
ze)&`N>W}T{{j~8_OI#mcV#QS3J&2L)z^4Q=)XUByTN+$&T3n}~;pXx7(^k)!22C*^
zK?&^UiP5oNjcMOv8@MxD?=#vf{m|Qw_0Wr~2Y;kTRW`wP1}~*Pcpsl~?TNw4^1$!o
zJwp7sG8WPNj&AVCo2&!DOIAcY#>&JwOGyU`_H1+<5g%B49kuQY)#rt*($(&8t^zq(
zxv%sEva#uFN<`<o6EU;Srw{T3cE4iX&Q@rA8Z=_<zWDS&bhf(xdFK>ar{mzxEAih;
z2Jglm(){?_irD_ds2lg8+jsjJ$us5isUgAJEldJdIR8-HS|Ul=!up3kV`P0DN@peJ
zd1{2IJDKYu^f}ptb8#p8KjcMuOG$>SXZ?wWQ>R#Lm9P!&qdPLJ%tfo`@NS-Xf1{KC
z3;2A?{8IW~M3=GpKf%zvL3sXxrFzh5kRt<80K~6<a!2zVS1tlDN>*rX1S!lPR9-Bo
z-9Tam<Cz2SX!arq{(^d&`TTR)g3^j60zj-uRkK~oNVSF8y6oZu6SM<RQ$WdNbQUD;
zSAZJTXa${yfhds&pc5uw(NvF|%@%(>|88o9i|NU0=i#Qlt+F3y(lR`r|M>PU(;vUS
zj-c@-=N~sVm8O3^<C&@sCX#e_oS@YN6lve$E^CY|FjVRNbk^MT4Aa3AgSK5tem`;J
zhd$_QtNqG-L(=vZzddQgdV8BZ4eu2MFV4t01MJgk-)yaK<is|)UG%2!LA+^Eif?^d
zWZ3V53<4FB1Hbuy+FEjE*{(CIh}<hDf7!RVJIdz_!zcO;x->QU=d5UH!5PG^5S8rY
zzhK1C*I63;o?d#jsL3}}6Z5h6>K)J5v7vY@lXg@mjup7~*=a+RYr?jfmpjRM1FOGH
zT&A5d-etQ5Ph5BNn?uh|*xu!fSZM#BrpJB{QEWO&c!xpPiT7<fc4hVc_5XNR@a8Bx
z`#>XWXWI#Hx{+oXcUge?8bz~r)L$@-gKK840P%4}3~BslN^e7=_jZ&$%+B@ETr6lm
zX?_}CGvycR)m`Z{L)`Ub(fd11lf)grMzzWowJx8&e@Bn}`fmLCRWrm4aW7weB;z~v
zYeKu@*6kZtrCbSh?dd3^47^&g#%zxH{EEqU`bKm4R_|e(=bef~CCkca4Rg=$N|7d!
z6DLmBYrPm~;q>kP3#PR{DsJ*uJ$PhT;ne1hciyL-CnpcybSro07X>~$r1KzKc=O}~
zS!rhfFFVcdb+>3c-)zlLGHcl|SL7{=$-6+dz5UX<>B75B%s2ZjL`%M!>H5z8CR<|k
zi<jr*7grV5=g#-u*CKCQUL0;;nXxf`{QahvTP!ar-@ibS311*5G}BMFO=VfYbsl^@
zNl|=0MteM4BTC(oK-Lj6j+zOsRbr~VEnBvHq}qQ%K2}XiOqZQ|GvvVRXkr$)F&h|l
z<|Q#pi`7w^e&m~gF%zO)D?#h}+J(QBUNKKyl~<eH9G^FSS~Wc0TQg!uJ-L)*FGxbf
zx{v)}{QNa^<kKmCIll7FIzJmV4f9<u9yBJctfu1I7{1?FSMPDVqS>0~mlqhpjB>40
zNaOeyh1l25&b_)1yX#_(-<muV{ro4cUf1%p>A-Xk!)K<nExBKBTof2y8je!B7d{o!
zW?dN8y)Jm>{yBHe;Sx#m!}G`{oz@bkO1pka0*>M)F-|M8X}l_2{F%%k<0#7GG#NBs
zSlNhZFMq@DoDwMMe&SRdL)4yfUHgB?nND;7R`FjN2BddFY4Chf%m;2MP+ri4Rq>EQ
zYWY0v2ml=nh!0FPi0OiuaFT%-OfH3JQqT+lR3Sh{WQd#u<-LF-nWw4dHFg@XYslp&
zRZtA~iO;0smq6Bgv_l`H!m{wuz)<=rIq%WDJGMZ|1^KZ4@_Yh~U9%1$M}I1;(<)`s
zktT>oq24};;pwD`AZgesZyL|E@~|@WJs=xVUque{{E}U*+bIbftb&R~@O^tkr~GC&
z>rJ1tJ!8;*A?Rsq8T0-}YWm9RlGHUw!IF2@S8SeD@C*S7;qs8#A(F-v<IA&~^FyuE
zNoavp0}ynVG4MDovA<gwQ|}~FOYD11c!4QqnD*l8&tbk*kGam03REPUl2r}b1I%b$
zj^a~{RB>uMp=c%#*V_mDl5H*7IG)B-cdq|PiDXMGrphmmQXx!C9@1ox0pAW*(94Gn
z#<$R9_NzeUXfo(^w)oMA|0pT3yXHsJrhn(Fw+0^^IrAZ8$3Jzfc;p(|{8RrI@J7$K
zw1vv1A^8GO8xXSzT0^nsy}ImSV8;XVQvgj3=^W6N48e0aaE<fcLZ2Tz3L~*R2{eN$
z(3*3hG75UO0EDApR#3Y*O<?*3a`-;*^-7?Up7c9t#0+@v5<O6=yHAb=#hG{udt<x_
z2YBR@0h_MGqNcjl9xi9@oCOW29Rir?bNEFS6+xz4(0`#2l;NXah_GXZouF>O${bCH
zuN3#?jE<bfdq}Vmwl}_DMGxyK+@<+Z%d(I>_%4!5tJ!XOaCPUR>bnnF6X$1R-lZ5F
z%YHsdK5`Jl+=YzGp-kf?ISnhAEtfG_vr%0qYy^Ucu`H0^c-y9JR%>`r+khUkJUqpU
zWM!?poMKy8(2pqC+f16k9*f8N1$J?%(UI7Su0)zcWL%nRWS@XDw>iu970u@naQgY$
sRi|wnYjw13gc=&<F+3v{0V~O^oqUyU(9wc_#G!?I@DnLM<*)ny50bZu&Hw-a

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/images/image-12-Micron Automotive Interior Concept.jpg b/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/images/image-12-Micron Automotive Interior Concept.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..bc9fafd79a8d7d27042e054e642a286769cccadc
GIT binary patch
literal 110528
zcmbTdcUV*Jwk;fbks^{PJv1Sq37F8N3Zb_oges`?1Vw3zNCy!ky&EZ^1PE0$2&kx(
z0HPoz6cJIWiXwubQiQwkxA)oSobR9S-te&CNfya^ne!cUj4|ihpWOcdI&5ibVG3em
z0)d!-FVOy5kTHmpot=Z7jgy0egNuukn+MFxbLbF{@DV|Nu($|RLR>^lOj1@wUQ${~
zMobK*30G28Lm&`Pd2Kx{bzPN{2=#+EVdCQA;yJ`4#LFwBE+r<V{(t@0e-0AhWSe4k
zWMPs9F$*xU2r%t;gP_25vN8RAfd2JhVrF4wW9Q)H;ywhN(0mxg%*4XN%*w*X#>xtu
z9R<7&VijOJBBf@;E{HzQAsqx(kIO9OlsVnh0l^G^mp$nj9M8pl^q7#a$Z<J&7+e8?
z)X>z@)-g6gnVOkfSYjP;j!w=lu3p|gzJC6ALP%)Xm8;>`A`%jBB;8EDMa;_1$<50z
zxI-!{ub@;`Ra0y3KcF=~Y-w$K)Y;Wd@9FJ((LXZE7#p9Md^7cNc5Z%Qap}|N<+b%6
z8=F6W{odL>SQitB<)38%$A1>~zt$xHtc#hIm4%h#U|meiSAlO90ai9CHTEM$XpZwi
zg3{`7oZ!=$rA-}NGAA+LA)dj*+(%^*ACIpcEbZ^g{{Jm3{{LxZ|Fy9HtZNFy!@>jv
zk3|4v04iPE2kn_XhVHPN?SsmF8WrdfExoH-5?^D!3Pbl&^PbeSr1cz`1}#>+p{s^L
zkgn?4QoV?z!sxZ_kzDG%Q4tuWEG`-DUlz*^1Jgh`d^DOpD^aWdHE+M<_{GT$c}Q|u
z!`r6R%#H<H6h^&~A8(6Z*PHD@BP0XG6~?~w@)gf#W@$B??Ao5P@uy6)vvA1WnZ0zx
zjP0(1d83pN&ZGGaTwd_U<T*l}aYgx+Yd!6-yDqKgN3STVP;zhg4MsE#n4P)!uA~%w
z^EgtX%LZJ55y`eMBf>xx2%5bbj8cI}0w?7WL6&(2kI^E<YU{+q1usrv6)a9Ugielk
ziUecLsfUBi*_$P++7SnTP?ph6#ta*>fzgJYL>Spq1ny5}rPedNNw@25E)5X_g5~dR
z*@Ka1a8xa0Todt95cX&sin(IQ6~>$wD+uxCGvIC{(#jWhVJ3Y^cF%rexI;@~zE=*t
zyfqZ=tERNh!r<c#duSYbF|*H;Hz*p~c66fc(xWcOo45KyT@$1)Wq(E&PWl@Jt}<SZ
zujCI{{D==n9xc9N3fe@h3V29&-lNK$4k@u*m|8ryljp?25Oe4!sGqvr>N4I%kqc|_
z)5!J`o+2bVDF*pwQ907go~k+b+CNe|>?12MfP45PYb;IQM-PkS^Z#5GpCcK_;Y1VI
z2OV9hxbB;G<<+P5pCWxaw|EOiIc92+uU4co`roEwU?HX(-`AHf$q3D3>>`Hc50$vi
zrHr&~Re1d#Ptkco<+Kot))8lzmZ^1rSWvV)o{Gy+U!v+dsP<{Fthh`ZQ$J(VzOx~b
zbNdu|_CZd=w=0;^mo_Gk!(alM&mbj2eHGV)_tvOVVj|hjy;(9YT4hz|Z<Hk=27k=$
z#LewM3^op>r0?t~Uki(HTH!PQ9d|Awrn^BuW~HuqQT4^*34?I-G0H6xBO`3U97;S#
z#@$gfo2eS*;6Uuo+smmF&!CCitvQ(49D5d&vI?w%8J&g?vgDAo=gBmK1VfZ#b&A=X
zaP=3tr8JrXM59JNlys5&`<w0jY%yQcjlVyPe>iTwZuZnq_*ASGW$o<E*+=*N1Qhz&
zaXII*-Sx7PSMKS|RxmuBMkk9~8;x^=CwJGirWyrTu#Bx`=YI44E><xIS;vQu58rlb
zMgLiTNxzKr^V+b)F2&~uC8BNVQV_WW8}RaJm=JK0DfVh`&MHqLy9O~#sDdR3+oO-R
z&jgM})+WJeC^I4nJyK4WN~N185Cat)#OzrE;jL7m5NkRpkq#!?<H5(lt>s|QKW_!2
z(1pmXbP%w3J{VI4CWYE3kEpO`V`{Bic$8@<1oi@RGmrDwv%?JslvxgAW@F(&hFobV
zH<pE6g$7mB8T2|)KwUC>bp$)Vvk8q5w(?xKxjpKxt9jCxyX8c$b!bC~rTs6d>sgA7
zP;nJRviT>jUkxO+NBSY!-JLmES#3)?@z&o)5P>0#*#}uO78P&BE_DB7ZhyLDofaNF
zo3!m{(~!+=z7Kk2*fnw!HN8;YjZP5>(rw?UrP+}L9cBi@C$5`(j0*A?RmnZn8JwV1
zEoyjUMb$ox`cnzMCi`^SPFTR;m)(L{-t=zOdZULOPv@u@c@W+d?#hC=d2ZmuxxpLV
zIi%>%^B&lk(4oH5KS-O8OSrmXukZ!vuXb|xnWtcW@|RX<WhE9>q^tBIzB*lwln^;r
zrvEfIY?rl`Z<Y^#olD$Kzf+~E$g}Dp6uv!iZjYzqgNWa*w4G4r;tfmVy|<lKcrjW6
z2<<LbeDtok+xN1YmhQLH@HYZxb)f0va&z>&;J7Tr2Fu=_g@=MBN?wN5X(Z;TQhED?
zRC>Cq3l(a!>LJj8SH5)e@RJ0W`m}G?Z7MNle2;JFRCg$v{MO@VZ%pw@%e9!k)AI^$
zNXEnsprx6NAaZb8tdS`YGBBus%zXt$XAuOGBRh$>Wf*gR1Iqui`k%WFEd?8ndtpWd
zpOtNUlygW&SKG?e#r}Z{4SeC{j_q9d7A<j`pcx2b>AKg^iQt6aD5o_K>J{{d^(myD
z#j5-CXXAq3S_>o2EfyDoNVLv5Y-_HqLkpyYc&8W9sd#Jo^^+<#PFO>t2}S@TU_-Yc
zPaoton8zA@u=7Cpa`0C)kzEt)SwvJb<fYpQZ7C=@tflAJ%bCGGqh~8~9Gn+3#ybTt
zRhH=x^)wi>hS;c@T_A1R-oBtLF9jo%ll1p5!L5|CSP_5lGEAuG^YRmH5Ei!OFDQL}
z;JEoLi4BxQbahoT>}Elbu}!AHR$?OA!~L1mh_q*+I0A6M-cpy&UIma}e^Wiv%JXO1
z$1vEBp+cwo_>`nEwIS{`&I&cl1|4c&qv<g6qw@XSb7GerAKhDb^xuk>>a@M+5PxcN
zQm}9g&RqX?t`y=pflVDf9xKy`WLds^d))K6iXsIn|5a`-K$I^g)UoKvT;Qp3^qBG+
zQ(5sSLg!gSr#tM?%{oUujk)s*yn541AOtBD|E?LH=_<U%v`fG}z8P|)t0cnYQHatJ
z?kKo(f=CMP(nFJDNzfwZZFT+cRRL+Lq)*!C?GO*O*{eM3ZUo`jM!a`BDS}n?N2RFs
zL*vaU)pHva0Z8ScXq^0%pq~Fp6@04vWQq&DC0DqtWHDicXni#^Va?B8Bl^^RVJ)2q
zv6#0OirI{>GK{aglh5A~M}B`kkvsQNB4$zap!&BB@H<YL1V&@&*Is&UEI+a-)UT~-
zuUm-EI62_dd>1Ms!Ed=y6l0dQ%o21YA#+f1pz)%}NN~kDzXUtak19UCXXsjdgm&87
z3H(lHU85{c+Vue=dInCphSXP(6B|AJ3QYuZ7Qiy0D$f*q7DEbM1>PA86%~tf5)gjp
z5d7*g8#evVx%#5xM{QguHEm`SeOzr-bDpHzeILwvC=!ZqQRz~OvT>cDbw3@Qcf@H6
zeI99WRTY4VD-87TrrhbZ+|Z7C3%%R(WWk;B^l>rURTiTVS(`B~h%<3=;`!d2*4}#W
z%rokaR}9QbH8F+0+hytim~vLmR(vw%EC<j2=i-=|EQsM^_GSnkUl{!q*fUm?ct9o+
ziA{&MV5hx9!XQT#@MhBGbe@3o<Pc0+&U0;Q(E1Ro2{y=9hNNa*+FBu9h!P^R&l0b|
zflLE{8Ng^Jk}GHcBt*@KEGs+M82AKX$?7#sYo%v~R4avrbOzYyz?NpRrOUyDJX0`n
zR))N_Rzpz=O=84{<qO~!nLH&CcQBUv1Rpufq-A9A6Xi#m3Q?&V8AG&53^D5gW5_*l
zM^tw-odRd5Jld*47MCwV&Ji1~T~!T_u-JuN{n<QZ5M$t)8}_nvA2g0EHbcasSB_6#
z;zIq&2{@4)2;MX(vedOO2!3DWIh%sTdHa4xK;LLOb+4zbZZX!vb0>p6+R7CCZ}uzX
z;xpF2o*L=3+6Qr27{64l75H79S)$(hCGI&@1}a&#vgoB$&bKWdx8}>Q9!-nsbdFi7
z-u*(%G?GCKlsBKKGq;lKnp}0Fmuw70hdOaQB<eRw$K3nARJI!>8@}GX4`Qer{1H{Y
zMyI?m9SrhFUEBHZ+*KKa@)1urtqarRHyJzXzkADEk~p}g5-;p(-h*q~c4WITXF6Bt
z`FKF%r?TnL+kPY2bJz$W_wv4l)Rij9G>0|UqwBZ8(AibDr?NvNdC%HDU9a|Fwa0D)
zpVP_`zXp;>nz6IxK?6$ax4d{x4Rw(o=$EUZ;9$?VTSPT0A_yq6KwcEGNpkiMD%y^m
zeK1Ww@yl7{bxQPi+;g4i96{v3(K}yBxaq4`GW%1s#i?QSmWqlT_%lptiJJ{hodWL2
zJLkS;O5{RsBOX5xv}vzEGeo{EMc#$7iHRdqe%iX*N^gI7=V7HicilTmp;XKvMHPRO
z5~O)0YF@f5$E!&gJdIs5N68q`JadN4Jw4;$&oKgq++~^hq&(ynzCoMppG<^z|Ha}>
z*-%7|J+p+JtC|%`Dprh95lQQYBCX#UaC<6xk<<<VoG5|<_GJcu;Qv5(4-o$*Q#fea
zp6y@*2#PV*(lZ>i7V9LpP-^Ph@PYv=$?DHM)<Dh*QP4nImqX;VDuENho;lpSfG8RO
zSOwIwme^W854H5}i%0*6hDa#5m<^yue3TRaLOpDYZfgeN<}bu$X;qpKQ-7r%*GjVi
z9|geu4BDJM6WgtiMtfEzN5;o`pG?b@=Fh<Ti7S{uCCORB90S&LE6K$>L~b`;I#6@W
z{bK%ShA1{V{Qk2Kl6jZ@CqZT(G<<&|m)QE%OZkNW@u5+D`w4r0Z;U7;VTM9HU0*ml
z-EY3hruxM-dYt7I{o2g4ay{Cs=VA#17yTcV8%gi>LPnQ0&;ds!LY-CE&FLp(5MRGt
zQ!aXO<7W$ZfP+{{+9uX<w0I==vf+Sw&yoxPponpj=(B5Qo)Oh7VGvVK&saFaUJbNZ
zk_HEdVCIOd8Y&Vr<+76lV#c-i&JI?~Z}-0$wrps;;Jo&DTjc0=!K|o5#e~-wEr4^S
zE>kVG9HLR>o8@xvZ3fE1|Ei(dPzqzBq1NB5Il}Q_^6r>Te{J^6(oI4})Lna$q$*30
zgPrC0M1g+OWwUx8kslRxQwEk@7X3MHGhJ}nwi+gsr~H67{;O&m+5ljb#Ygal!m8)R
zMw!I`q&|QxfI0%Pk4r_6511-*k3J!{7a|rDL5X>6_$YVH6h2uFCW;bI|4lQE3}O)2
zo+aquS+OBz&lKz$9YHh}ovAYgIPDzi06_io)Y0f!N`AAdeZQ!!QC>NC9*UGwn-2nr
zfebN)n>}e5s1anZpaD04iq_85S51S5)uryPI+#}FM2<n^Tt(nPRzx@m$Q+kmh&#ui
z!Z<uz`VLgBLb|wX5m7*<X&&IGPzAGR-D!Qx1c<M|y1ksS)@M7rR=B)4{N*ncYo@t6
zzJTg2j1&eReJBXV#G#~$R(s$7Hyzy2j-6ZGO}}FBlP7&2Wct#>$w@p#eod9a0glhB
z&U0xg@!|_;8VXB?$7}Z&m$ja=4X+)~S4tnxR`*}gH7lpQYkQQ)T;V<YWaQhM6*(C)
z2XT{^A8X;YqdN)f5~_<4{3PXahuwa?GVdc-@Pph3ZGv*+JDv4jdS4FL<vs8cOK|=9
zL+NwoI4O!(UZSFa4g-53$hafi`h=V`1*u;*Yz&jge-_-5jCpQJZ(=iXUOSt9&B_tn
zcrDs%-1l#l`Hr`fSm!1vCz6}P>n^;x9shgFY5e{Z`SO_3x(T+}^BLsK-tmexgPQ{N
z^Cad!I)bFt;Ow~X#A0EuYi=V;cc;xqt=ILhYEKima~ZXVBhq+Pi68uCP{+ZU!WGgb
z<|ww*vK)Zlb<>4_$`(s9cm%)CM=*c-sj^?Yl2xlhy2upH69}UNczFN_`CukPx?MY_
zbqk-YO%;oz9ip-y)YU``>@V7!2E@wWlq0ie8bXn$4p?ohI58!S(4$qIyqMAB^*4KN
zLv&+8u>xZ4H991ZGC&rU(th6@upmYnFOh|%pvuO?du9+m7^_AKh6Ea5<07^QZJ`|L
zt|^gaBsmlHbW#~ow<{CvnXPb&7a$>Mb5F@Fx+`-n88{kTxpN}8oWEeiv#?7EuV!Ry
z{+D4(-6A$|ZYeN1dhX<~NEKd&_vxce<|z7V>-Mt7lJi(Kthsjent6rBLE7>y{m-m%
zR2+-ekLla=+6SHM+Xro2XkG{ln(T}b<c5`1zdC8>D7jbw_ZLLgop9CU&}#VBxhU?~
z_tx6<Yh?2xx(VA+zoLltm&J&J>x@nGWrn7Noo{Hfx81!)nnD*BaW<a0BQ;*93DO;d
zEV(XbjgOvGIBc|-x1Dc$WjNjR2+T)U<cgwP&wTe==iSQYBu>`QT5EX;d%A%xhMSEU
z3VmO%DD-6KleA1y5NYr>z`JZTj365-c1$;rZE4bb{f=KF{t#sy`)VgWs~)9Torj%&
zi*z06&X75AS|Q+V93-1(Q>f9bbgS-Kd->C)lrM*q!z_kkt|JRk{$B*SHnpci-w|IU
z7hi^K)FJ<*T$=O+gf8hcT%6?}s>LG0rUDN#g)#g0_QCI`5zK#EdMA*W08wFEmT3&2
zh|PhN6{=z~)h2uPXj7ddX_NVjRBs_yHbxClssw-xI}cP~fMt38>m5ajpsgElaP6-f
zpchRY)#i(JUJ3S@1FWS5)VZDbGP-pFk=r|%kD%*tKdk!sfaGcHtZ;-SkUf=gS()pk
z1PK1-OI*6Ekd&G!+`ob-2njsC#fGc>&eIJq*S=4iqZm6j922VPt>+mz#g#HlbX7AK
zI>;aZi1dHg%2Swqj2R;$LCgN+QUEXyv`j(m;q)vr-36#%aq5cyFr&(8KA@82*juoc
zX9BQS5Uik!QNDoS2I|Afmfu@I#Txrh#hR#zjNAuhF8A(rWbT7Ly$R@Fo@*K~xOIb>
z$cC04Mu9oeSYx>9Ac4u21I$(Aal58K7OK`!|HrXY+;;SJdUi^tN7N-XQ=x{(#$yjN
z#S$;-;e{Vhf85m5TT$WaI7A9d9XB*Z&U~3tx@s@%Da=9oarg1n2Zc*160jedw-+6K
zCxyXeoSR~%`iem~?)gavW5;Rd-c`0Uwn7qwx|rxjx2iij@>KdEM?c(pM@!AAeGt#t
zGkT<QxR1Cf;<ey=kK?t{ra1HY@tI7*!-r_;SWedxEX}I+7#q7`!+go{^w@2>LH&>F
z&r#_|L-OR?zF60i5)J&GWEmJc3<M#4qZ4c`?QMAJQdJ_x7=Jk!UHPDD&Ex~fB6ph%
z;7t{M2<!93P+Dap5nElM2GAiQOsJq7T$Z-MgpeUcmd{sqjaOuUv$w-E04bPBvbJ}g
z2C@v{nb9+wF`5dn^pP~0fF%clNeilM*tJ*-ifm>QBY^@H!h2t$J?rExS&a{PdY?Wa
zg^1!hfE)0Tg89u=HiVpQ*L=;p<x&2uS}ziNQl{Yn5xIb`9p49C#_8f7U)f?qm}I<7
z%XJ&Cn-&`jK548V6NJ)9!N8MCB5@CX5$>lK;L88N1Qj%A5IKv&h#bJrp&jInT2u#a
znPCtdr!KtBovHr;$Qm|%gGVq{l;#XX-0FmDG6v2DZY_&FbvC_ZUC((RH2Du*c8{p)
zeZ3`7_is<Pq2ZL+=<fn<S0gJ2b2N%M4nzUl!<e3DI$cz;zBpbznwyN^Dj%Y`+xXt@
z%NI4L`~1!~ny#1TN$9JyI@EKkg99@C`B&!h(PEQUd5CP7Zs9Fu`OhgLQx6Mmgk<W^
zuE`}1n-A9Z1go7Hs9U+HF%mw=i}-q}Vr(!@|98EzUi|yh79Wtlh9AGb9I3AbpEE-b
zV6<y`i;vv;>X=f`tiC~aY0Et_+|HPg|M&-g{2}*B9*YpQIrY4BT*0$IwyQr>+)7HG
zh~wNlWD>>;G^iSS0SLxuzu%pCgYFQt6Hn2bZC=h`Y)WJj$=FspgK?J&r7T4Dv}c2X
zTghDIpWs=WR2eaD?{X68HrO*Shuc^bpkyc@iR{_5xYY(g7W^|v*^=Np{4-Q<=yB#{
zTo0bJN&v+Mq}+idl>9fp(FBu2jKDS8WRnk(%`9O^FR1cqQ!cW1cr8rdHNMJ86rTV%
z4uF>tEKF6ih!_2vCk0jXU!M$LOhzWv;vViK)e0C&B>}t|C7m=!dcZ$j^Jlr+;0j4l
zRN2G~snkx;5gP9bLY)F9WpqS;uXWyv;jViYiF*=ByTPb5lglcMAXy$djkZF8j=SFc
zh9fldZ#Nm<f%F>L0VVEk&=7WRr!3Y4vsrz^=5K<q0|s~ODTDu+AkF|U{$D5q@Zu1=
zS<hh<b9F43hBjnlj<d36&JnR>lR6@ks}~Sp%@7d=Cpd>G1w*vK&LVos);jIC96K&6
zzDE8LUy=9aj`-mgp;380GdhqrG~z~~YyF)}@X=o6DXvozK9w`qFxLXZSKK<{SRglQ
z@aryT#8^_siZnKKlBd^oaB^qL!$L1~>1I6i3a*;Ux_-;o;7Kr}V<Z6=!e*<vcyDk6
zGi=VV#)yPTRj5@Ss1g{=9}M&!G;G8*JZQhE_tX532ciySnZ0&}eIf=si48LBE(g;*
zV`Y;g$CMK0t7oA|s{{XNx*lMw3}EL2<)bHq$SwyU0$@g{wNlPLf#c0wS#74sm)fyE
ztL<Ewcvh{fP=Fr)8e}m;IYgJrm@PTHMVE37jS0t|_DO<D)lAl2(6_8HLookKJE6GJ
z2;DLZ)oPAXP*`PR-vS_buH7&;7MZj>4W9&h4QHPyyuZ|0dtwISpJu>)+DBuj=WkHC
z0g{vlFl^7duDv>3B(5O(16dgSN5OpWQ{|aZh-}Pd%rYm@qxmqEBCa51T>-|-5{*wm
z|94<9zjtG1A2;oT?s>;-Yq+jIC(JdyM%IcOlI;~zZj=$(RGF+$%&`Xt00zp4hAu4y
z<vb!^LT#LDS-t2%=VlwG2EBq3EJ{x{t+8i9R@#b@Vkv7LmqIQb&mB}X<%fJGX;j`P
zCt06MalCYES6|q=3BU=uROgvTCksbcSwBJ2Uny(`FMB^|-H@C>1zc_sVAlCnV@F<+
zs3^+^w+;wZS_=LnT%~(viI~3@CN`El#M*@Q5gVNq1CZSK7)A+Gy_gTK(I=qP%x4Qw
z)?EwLO@>mSa<P$FBD=*g*SxcB*2y6lt6%=|R3|{Ln&ZKUVImgr0Y?DNd0>b0KY<%k
zRt=9x<Z^w%6z2+mG5lN9$(~-MBD0tFY0c-NrdSQTNTFU!rH@9-cV=Uiw6=I1kU`JJ
zNI*b&c>x;}BLMg~9Y6)oE2TRp0*blEQVYn7Ce;rPdY^fD%ZiAAhY#Dj;noYifde8t
zu79>O<5A9AYDJamVpe=2T?Ga>VlbveT(#LZx|8%lZ0)5*4_LrX{9Ua<I3TF)5h%bF
z<t724t-x>t%_l#n9YYP>>z)S7|Fq=piEQkHrg-Lhe?osA`bUg7*W<)fe4FLLWd*#t
zK=%Ws493dBz}&8^U~V>L&_9O-SrLCq1$$BIoXLkJp@t>fr|I_1>vA%gaUK^^95(Cg
z)pxt33r8ZdhTaSM+p*Stdg7-I8F=$fuWnL4<%dVpPLb#H(w^NQkB~+@KmKwzTx{fr
zLg6Fxku)O(4v(Zlw)6OwN=<>b*_JpqBXNc7)~N?Po*8NQ$pI-aXd3-Dv`11fvvG!k
zrtte=RrHa&u*IZ9!7{c+z!~#mBk;7qTmkA^iitnK*AMnIv-#6a3)mJuWAgxx<H8gV
zHaxksl6bJ~4;UF8BnRhk%?3}07#^Cs13XRk^aMDVAtwhCh-M;>!-q&3=Z%|)ru5>R
zG#jOu=vXDq>6-2k$C7V2Pi^vH;Hq5VN97d4fds%MbG)>+zEDm~1a|Bglh}yYY0r#N
zfIb{s<!;_JxZ(7#c*cPXd{X7$^TBu+oR_X=1}>n2gA4_los*-#I;bdw$BYq~GSB=i
z&F~iSe^+P%u`<6NWnLj!mctEKD>}Bq6ST(Mwbv2!4}}}6WjyoG-Ul6H|F7p>jMbEF
zNSn7-Az?_IM-{-jt^3V$ur;b7b~Wl?3=szAbY%lNj@&S^JqWgHWk~i+z;rK&YFATH
zQsVlVRGK<`I-qn+scfuHccUXRSn>6ToN{K~un3j<g;qxc__BgIerAc6>TKZ?Y|aWI
z?Bzzvq6LeuJ9*8Di=28KqAPj0tN9vZ*upC;#fv>P)l0?4t43UB1m|{$-j>W99pspb
z`=*>UY+DwWN&(Z7VviHEY-!2irH_V=3KN4j%fYqd8NDr*$;3O498BYGp_G|pp+IF-
z0xB!#R;tyBX|lT|4Y2lMu#5k$tDq`-4g~1CR`qMwLjJrmnQX(M{?qUt0FG%G5)1@U
z-Dy57HWv5GUw|bH@u~L}?EHX^+7BY=9zeP(>oeCyYW%%U156H(`}Whg0*)8<o^{Xl
z0k6q>j$&wr^bE4ccp00Q3sIzr#;j1)f7R1)TwP=ilg-Unc=#)QFAF1c%UrXU=-Dd3
zZ~%DTXGf`>_|goAwWtm=`%lI}Lk^kgIan1A<`U>Tuv!`13<&{h>uoUcG&kIk4lWpY
zJq6nb(L3$|pzH7#bnPb_UH_Cln<r1kOe*|!Foh7~&w&7YN7RTy6q*r!vhI$3RSCG<
z<**Ax+AHr{D4lZlVuchsxGV!h1i8Y1{yH0&8~BB6&k{#J^RQK|wS$hSqDqdO+dQ>$
z4C_+1E+<J9s=IXLle@Q3#x?f)bqyqWRxzgluMmkU-*XwMld~1C9bPLXxhOSg&vB4G
zD=)bvC!C15lpLyY>&;liRY-!@m7m!wA?q86(WZ9B*dU2`A@IJW&nNt*$t^=lIXH=>
z9?S>F1NL5{s~QO>HpG%{nZl@|s2;R-m@L^;U`*ftEa#!uu~Iudl>9#~Ky(w)RzP%t
z1`wd-4dvj5i$Hg=kIWT23sh7`Gt0P}2rhw4z#XcPj!*o@eKH!aV_IiOdRCo%Y?$m;
zuVe5O2(gma5}3(nZvm%Ac*~zvlR3b1cmxJGlOr&Et;Rkmm`pAGY*-=4;HbBQ18@wm
zZc{iT5hHX^RR2uX0gktSdR{EN<$zEF<uyJdSBF2xL43IrKzx+sJTCd^(notMhQs$i
zuRCLb2v1eq{zmlaC1jm=1QXzSheBa(7!Ek4=6mr(G>T31EX`>*N0fhu?Vp(m=|=be
z8C(eR9v^$LC<LM<;;E$Q@M+9iL&1T7&y@ARVpwqK<;#R@wXEadG7`MA`jzWHas79I
z?eQ>hY^HNU;rP=#(L;cXpm+=^8|d)eU(l>f^|sT4*AnN%zr;=;ZZ;PcFl*Ph%V7Pz
z&lXG=M+F?M^>qg+r=iSIZ;C@G?+ebL;Ioe)T`<WBy&C*|mqBxkDq%3U`X)2nPA1Og
zq|>V6U9EC3*{@xw(l7^TEC3DX;&PH@@Ftn57u=soEdU_a62_bl<_SF;QJE8&D`pTu
z$%xDmWYn7D8A<Vf*;ED>5%&efQV+7_fUxkB>f+YNu0oN_2fY)ZSQ-Ju6tIL2(3n4u
z%tE?fzCh*_tv?8->ikHzegx}FC4emv=J>O}*U;3u1L3?{!xmr-%591%!TAQWm(L2C
zvHr6<9SG@&fGse}!L8a^FR(u5vol-2590r52rh^O=+Zlz<7~XE*s6CB{)i&|Ph=Ae
z1K6zg{n`-E6Rj`-UVsg!9|Y70gZhP%JYd5$_y~r>ow6fDSD0|q4l3q_(SLTU!shCf
z;+`e%%|G$we@)^{tQ#l?;J`Oo>>R6aXo;MA$vNf&C6?6_??{k*1CNg(VKsfz4*emH
z=V6mMm{F9@9VwtiJH&(n+k@bEpa3)Hw@XqgSclDVt;o?&Q?;fY&M8+Lti^Bza<JzI
z+=@0%Yi+Dg`QBh5j9mQn@V@gqZ=Q2&9tq{kZOrmLqv-IPCKex0nyB+irqm5yw|?eU
z(5co%9O(&2_sO?=w9(N(>RAaaW7Qm(0sKLcWmmw2V?hX5pT=foa9<{~5)1+F1c;|0
z7`QB!GJyHYPgk1g6Y}iZ42u^m;WmKRZ|YA$0Idu|u@QhXlezN0G5FNSe4<wj=adaI
z`qeD`>41F(4?=+?#l|R5Wham3i_t60KE6<-KzbqO-d5^CSb6h=B6FS72&4QNV;DHI
zAQ%wfbT%I8${PfAHAm%M@R2uSFX@13!U1vKBvbC?V1|jtA|>It*B^Hk$^hlt^(%%O
zRM7?awpGQnQNT^KF1b=h&HgsTirGAfrUI9lbe)O5k)isbv|L%h`%^guNSyeLOtE*U
z(+WUTPiG^H0Q$q!`2UIO`ziT7OSb<+RV3j24PeM8J`M#2eITF+$=J9`p8M&J=++vA
zF&#a`E6S1OLPmV8qC<apts0@5h6MsE`8S^b5Gu4G8H7zTL*!tXSDL$k-jdUK$}(Kn
z!@A<IsbV5)yyEG>mGX>p>o9*C5x}f#RhOO*V|9|cq?>n4OE#`JVDxKX*|Uf1zCA%5
z4QAaDf<`hrjS^)Qmvd=KQ-du6iYFpUApM_P2Ji-XOA8H^nn%b08kbESjkClXk~0DR
z6M;554RjIw!63l&1k4CaZ{tPk@tqv5Zw>&OmSz6cg>taJZA3#s09X0+2{aCfd+&f@
z2GDv1xHb?{wFBrD8Xm9be~jyOy|2H*?9HQ3kb!DZWMoInp<3h%MK}8hO@I^j0+(Ex
zXgYErx)8_hI4o~MlytdSdu_F9CKv1aqg@-!5PULtUZ6jadHR3^ul&ZLf8B81gLcM2
z_^~!Dh#!m*&$v=GtmGC!$)Qi*)mSPgSfShamuD&PGrYGCCg3sGYyni&w`pZX&}lN~
z!m@%wo-HuK_tK3M2ACA+#vPM=&<n$Z&3fi<X_fJKykipc-=DF@x^bmeAm(f;CCi9#
z9yaCUFu-h&XhxAPBf5t#LP_^i9l&GBGt`rClU6>0(MWAAFhKRnWA4*`_%a&xmou|)
zM?4%Y9EBTI$ar*amR}ATZ4dMJ9J}!9QtI#7R-tL?7dO{H@=#xeh{*#{_YsNlD?UQn
zE7l`OK~YX`{jnMMj-&Oy?q;vk0$zt%aXcuzAFqlRIqfuDWce}4Xf_{`T0uCC5@=g|
z_`L6n4O^Wi7}zWzNkGZP!kE^gma_m&b9>bxE2^Ir_t!r^`VTE;q5)oF4xc}B=bx#D
zxy4!qeb<J4P(++m0U)S64=O3mGo!l~sgt5?!e-6!(lEKed$bIyhuEY_2}k%#(37B#
zk(h=9b+c;BncCw|R~Dked6BZA(+<h-WD6Y!lMt-A)?e7oG)HLx`WSrZAduV#r8EF=
zM0||LNhsaT3OXAvbttm=s6r@ISyD111WW&Az)kchtGxX!8q66#S6yZHi|u&t4A|@!
z3Z!9_rJ%0hBsR(kgp-F3t|YRD8qmaV+s%o>8NrW&PwbiG?*{Z-cF2ezZnMm3@y_m`
zBoAK@l-ZlI@X)OJ>=vTrMI1JJXWcb56{yrjR~_Br;HVd(YRDikBxAs#AhJmwEwTZ|
z5ZA^jrq%clv(+LhGPpznIo(l!TImJLXByCT;GA|KFV@l1!L;}T?tCz`2u%BN9*i(D
zjaLDUzi~2{mN-0$*GbQrQ|^s;R)=qT?<PDeJV%-@%_;3e0<UEB=F4f2OqTC-oq7A>
zd|2j?$S1_h&9)RNt@ExCKhv^JeNveDk#uTa=X`Oji0O+TisBRqre`g%Ovpe(;lnoe
z@WE&DC8v(b-khH;UCb#QQUv}XG>nq<--5|SM2`cVe!=v|_F7vt=YJ8T^$Dy=o(J<_
z_JCwL81p%NplzBDLsX&4%+h-J;ixrpGsKDhH)IJ)%TBKKCUwfX-Z*7Q!0|wFrP$k#
zC^*wkLX<q?crt>}0t0rEfP5Z0@I0kcFfbIrgiRuwUCdqqiq(>}KQY7xv94V~E^XFH
z&nu&jej8yol3c7xiT+lWUrj9s5<qcKKggPcm>2U@KlgA&|LM4F^Otr;FUpJzhxq_z
zMr6NgApC6pGHoB!$O_cZET^Je9#vDLWyN9rll;HylnuUg7;JdwE+r6W6yKQ@xlEO7
z54c&VEjq_3Tz8b}`!EshpgPqhxd|Bv5V1(SQ!0#QL|}3v?qX_(3lg#Ttrc^WZy4{v
zm?s4cO!a*>svH?&B~DT^m!Dpvf=5kW922PNY(|^ba*mnzm_Ovza<B}+5X;s4D}aEb
z4Jl;Se`Y-G;UMyCy^)$JE6#S~yE$3pl(NQ_-|ZLqLefpUM&(R*4quK^D5AVb?cg9S
z*Q<E7x2RbpWD?y3o0hIj9C1D~CojDC=%rg?TeA8bX<&lpbtn%t_fYYK^|R~R-GR|(
zMkXg_&D>D3w)cC4?br+P$(F{pKzA$<J~^A+Zh4HzjxvSYu>+<P?7$iTS?aHtbde5}
z&-npnW1w6EgHtG8=~(zAnHyvsf~^LC^Wf;u%&cm|Txcej!DFvlf%s><>R(MxN{T}`
zwH(}yl6Or>VT=I14SR$pP>0t5OGFx|uumd$4+1?5J<fXnj@YPq6;Qh6V6Z@iupM9{
z`|QwSlYkAJ{w*2;&PBv5_m0F$7W(v#lp=NKRP=L?!qqc=(~t1MhxuscT4YXsS9o^_
zicMm4?llX);Bt`1@uf_4x8(TyKIS~V6Mt%c)V@zDmZZscW=vQ8IT;-z2l*<pN<_HJ
zIHh%=pQTM*O|*O(csf@$t+m&l5D@UvYW_VwjIFcyd!Oi*$m^*=r6sEEkxSU6+XK@3
zAiE3hZwB}um-c?9+vgdmajW*}ifmsj<*PW%sb?ID9Q@*O`1=Aw8TnPfH7Hxx+bliC
zZjhEH?~cyyYOZrx@2RRn)=?OdNe><oH|&mel;VFiUh=9lj)F#!cb|4|7~HsgvZs2!
zrz5)sS^L1rlu_|B^Gq5ZzC^lcbT7x=pUhT;!L}Q0Z-BTj%jizneQX2;JeBham)y~#
zehE^Qis4&qPw0Ba9%)d;nvK57@DsZi>}aqvA6A{iun2a88g$ovJ&N$Vgkl|gCOs>4
zM|r_$`2}%%w%2qN@u}0r`K@6&4b9}#?eBy~DSkWY^2g_jV1i$7^7G<mt;QN8KUerw
z-02n)GUvv#WE03Uwbx(H$hCaO+7==nDQ`T?3R_<k9oq4${zLe9>-Nx~14-8!Gd}a|
z!=I~NwlTB|g{S!idk&e#2#l`P8M$*?x(T~J2dD$~FdA^a54<7}46y(7EZAvvDpT_8
z_iN0j6UMUz-p(r9j(VMYsF*w+TG^7D3=}vw*RZwJiN*T6Fa0+aF<q-(h`3WHQ-_;n
zM6an!C|0tnvP$p<O{M1K<+H|`@?P+t%E)C6j6QEvxqYBGzFr>@@jT2&IHy%zV>pdr
zx>+v=zdn4>H(tz32{HGs(RaOd6L|nUK|ip3<se`t48{UZ0(Qv3(8*!$0$_KrknRCx
z4bnG1Y%7xuczpi?MWEYP1@IwI0X3UqM$FZ*m(~<xgj3G|v$6m7?xm8;mjE@GRa*^o
z>15`~d6@G*MDP%q^ny`;5mDlu=oJ%!_YRFG$+B2&r)i_wTZ}Obcyg>KQ(CtjoT-aY
z)olk8jE~eBAI(y$s#~iJy*|Vi0XJVHa%)DPde_CDe!(**ckqtzyEKFGmmX0(SK~~^
z1&``CX>)8K$M=T)_Ei2OEV4U7^d7G!Ii)^^cq-)N*1b|dFJ84?w!5use4*#WO2CHV
zuAJX2)tx|kTB)Y@?%i{}qBpgAC*+<!yY=ntb#G>Ku?fd27H*JuY)y(F<JLfjOJUpS
zC0T=Iw-Pc%MDLe>4BFjDc7)hqV%Fj(6Xc^uW_JKVjY&2AYV<4l8ZX1RQg3R_wkZ~f
zjQE;~IkZkr<=S5CpBw;T`?nqQ638Cm3HC?Fsm~WJI6od^Ft$b7V72!fimKd~^YIt`
zSZovv+0dlTM!w(trr$U4QH_@Qnub2-my@GQy75gfDZka9zr}y__>f|y4Lu3{d?tx9
zE4+H#H_K6bg*5Tzm)3C)oOo%|vQxBvbBly~P3-N?xFH<kce-S>P&9JhF51EXiM*7&
zYSAg`oXdTiy1|#db_8DJ7}dJT{`fAh>7n0avyt&9&%)i7t?M{F`N!KiI`&kvMwYcG
z8M%Qv;}F%)wcR5SKQ33Zc0T-=m2G?4&o|zt95Tod<PvT4fu0a;tY?77>F^V*>3!2V
zHfL{W=aYb0j?RS#Y3^=Dx1Lb8Drp{9_;H&OV_!cET{dE6>7}^qWF-vU=`jDji<zM8
zV!o@6sED2!^<wUK{IfyOx|JSN+ISN3xig6LNNb7DQTg9JS%8KD0+7k@3kuAH06HcE
zmp<qJmOP?%W>O33DNNJ|F}D$yXskN^mEHXLpyJI;*`~H>t&WDbwoj)uG*k)2k1Oh`
zeQuXl^a{JAjv`sxQkdT({byUleeyb&^w<OLH9fYf#>Fj(4Y|2nfiZJ4M6LsAE5u|9
z1IA%P3<Y6Z1UV?u8NJR>()Th4<}NLPCV43!A%Ky~13?$7@0!R*cn**WZ`Q~jfZL_n
z$ib9(0rd}1O`s_n3yhM@0wa%^W?+CLYLQJY094LTjNu!fG@C(;26|!w9Di$y6Z!{t
zOL|tk3##`OKG7jX-^)fizGs$l_OZ2eg%L0hslHh&kkX?d%z@P5e@A5P11`%fO#y%N
z^>2sJJ0_Xja!_R@Jy<?PoV7&}7?p%oxM;3`4Q4<5mvzR)-X8OlcserXTvzs=d?@ti
zxa<01e-w90Uq@Vr81W0D_T$w+qkWKbky(9kRL#%Kpr6+_UTmFRFi6F7Irr3Qmxt7s
zBc^|>TDgg_5(&jsRrT|t`KyhVG+w(Sw1%d#JYOwPm_7p;L=9dJ5z&vkUb{@K>Ja9$
zbt$+^)M@$&`IJBLP(onD^ls&fa{A26UE8Rb*B7u2s~2}qP}-lk@qR7WJi`Bn^*Z+t
zWh+eHH{YulvLYCbA?P1=hc_lk`ygE2tfSwBtf&CBZx(X353=wDb<=N8m0F;jb6zdA
zBP_SRSTpBUejVv+5+9XXqFluPsuQ+s(Q9kCQu(l;OD?3NHl=P;z1GG8YO<@lW>!GG
zsF<eJh;!mAy=i<_Dg2Vdb*sJ#$LD<mQO7>6*j(E9^!7@$>tgrlj`>UeQwDxAAyKf1
zn$;x4ux5ME<d-((g(o66a(?Ek)n&Z8A#PXNSn$M&Z1u6^@EQC_pc?hvq0C=H8_11`
zLdAsNwI4UfBXur)uzokW+a>O*KllC1)&z=c{jo6POyBpEVf)&}3J&BavByWyHta=)
zAj)69WyuCiUt!~<Gdyzy_H2%c-@ft#O!%bK=;*xLrWUVQ(n4!%Jtz5)WW3kyy$_Od
zyD}rR25wdT^sC~EoI1xBqOAoNed8o@0GgoWrEqPwN$G@aQ=xaEU#3S9{=@5|cE|GN
zGCJ&j%^Uq8JlO|vM4DZucWVs$HI?jxCR~2>wp9o=-^pg{JY#YnE+kE%2Tbn5*4(p$
zj%UNadK-Ln_4+uGyw?9_Y07S|*#Ivw8x)o11ZHwSyQ|nJ@YBk8A9OKhn^E=geeynN
zDYx;Xh5<z-{MVtAIm|hH0aOEiT~mXFndv`r;P<}`BTd>b4E;Hd{o}usemTgO`)?H!
z`5g0+d+kX27Dq|P#4bVOyHoOueNaX~%=>^nL`ZLImY)Vns3CptaLf_tR#MBKpU>uO
zC79P_VqPZc-#_tt__f5`1MNCA@$)|D<Js{1y~xqMy~f`R%x`FSMoN)(0sptY$~1rA
zii*W>vFgpp!Az=4R$%B(LF_kAtzG(QP8o<rL%g?1Fwn)$91tSYRJqR_407`LgIoX3
zT?b(#XYUd-*(7Cxtfeb69Ky-|zCfc2u<kkz#_512R_%%RkbsttMn|U0y0UHP<_8D%
z1WsyBWV0|t9WYlF56m{8V%qm<Q)i))72UwbHu#9n#0=`6w`L(8GA@@yOZ8RGrub&K
zp<5RZW~01IXxcKf;&ER?t9uS^<(W?vGI0HMDP1J|>6&tbs;m_&EM}!5_ao||npxlZ
z4vAa~7cMK3jY=YGt`=F1M@TSph!~o}&s<Ku&|JfqelXz-YGJwjxit*Z%*zOY!FJ+S
z&tNvGAB)XJLoYZsr>wNS))9y(f9NRmWe=KqY4YnZ&_`Q=_ih`fZ-g0io@&}FvF!X#
zX=8Y0?QL1Uaa*6?2fcLs`fSc+MsA{lp;E%JFbEO{iPt)8v;ns{o$w`!jMx0i=d(J(
zHE82`G7Im1zo#6TNC_FD*ciF636~MG-PrNZNdkuoxvwb{^4Zm6PPa~9_spiKSj-O_
zifr3-OoNM!8iRj_)nyCaNR8aV!-*elBi1~!KdhL%_2{{JIlLx-bW|&#!Gc<1_-e~=
z%zEIpYuePjoo^jqcunvCZ4TM-!uQha($b&l5h4z`BHAGDFoowElH+GfR;`xS7^4g0
zvrD=xbds^Z{_!XGd%tz%rT-c2tILhpSiP-twFHl^HLZ#?>(5AAz6Naw=udD8Jsv98
zSfirIh+V8vWYlb$UMNA(o)b`_1^n1_3bUWx$8_cZeFaC-5Q?{^P<T;RB`Q`J`R>gw
zxH*L-rp`{jrc20Zt8o0n*&~8o+wM<`&T}gm3wcCcACG*0tl5IAJCnQ*@(IusZZEiQ
z{?m{AX7|MR`bvYLidLB?>skC8^)KysK8-u8;x*K~O4m(ePI@Sxpz}H!n!P=9oy8^l
z_s_jE-yVl-BHB}mzec~M*_CU)ooZmcC%GX6ITY~dg097N&fcA{AG%K!TC-18$*<L1
zn&lF$tJp(aXPb^5zvN$Hr+GWn<VzIvqkT(isM`21gBy|0r{2cAwi_?k>4I+Iw}-z<
zO-F8ChuT5K{f+lL9{k3}eAFF^Sz6j?EQoo?zq|1V&v!p&sp^Z}B=(yM;az$aur2k5
zo&hJ6?+Ly;v=<#?xfL5AzZVfrd-nG4kM<k-A78sQZF20&M*#QQ<u{HL>s~6=+-;A}
zU0?bMU_o(7y;eYqjs@`H@Lzlp?djBf`nG836P9I#&^3MH((TE8kj|D%*e~(pe+alW
zaKfJJ9_?u(-`vk!C*$SG&6VTZ9`t=s6t1=LYn4{ovYf%H(~B3g7SEQbyUUv`w;BWz
zlwKKpa3~hh6B@f#KfLK8%bgxmAD*7HC+Fd+g9?($lStGah<JLZekwqtR<ABWYk?nq
zW(?LZvY}DsadK!(J)vW1>cNQ(aVVB!MdNT*%q>I5-Cm?pRwnv(T^KU!;sv(_Ked?e
zBjbhxRWlY`D`Mrrdr<*-&%Qghdu9Jb>+sLUCjHTwsG&@>yQF=H7|*Olw()U&4Hruu
zHuuW)&=kjYu%|dZe)q<ipmyPLbCQo<k<p)kI}CksypwhS+=mu2#L{LUvxlSwaeX`C
zJG?Mi4q*`VS;p(`51Hl%rLBo+&Ic5cxGq+xO&iOq7$lh}#3&5gp71mevU4@mqidTg
z#HB{~Dma2)*&jNeh$cqEImxB1+Ew39;X#WzL~9#?%xoL!5~7-siMK<wR%IrJ4Cw49
z38Z4Fb#5Yh0JuAYjoIf~?`!Kre^JfyXngXO5dn<qA_*m(F$Ak(LV?1b38m?}<M%-x
zT)^$LvW<t=B#IUWepcTEW<4XXPqah=bDx<HNB5ox0yD%G9)6*j0|Jhqgbs=3Ctd?A
zufyDR28tsiMg*Krtne1Sl-#+Qt3T%S%$43VC6VJw_;kr~c$n6<nQE&D<9M}{rw5KG
zq1dnXdW?OFh<X%m*A*R-LU5vHe-V+0y-upRym-Y|i})mS^y<C$0?U{2<MyAnuhE}?
zQqpGwmwq%H!5>l^u)7vI+V7rbp-0I4;)HRE5WGq0Yxu<nG&}0jVkx+3|0M(0Yx=G$
z(C|&fP(j^}6Jc$cpk_#^{M*-%Wa^cv51WDvV?`7C8cZAqZ^1dv>+znEc&OUlOX3*T
z7kRd0T3lmyig2B(y4bqP_P#{P>@g)w^YstkdxaNe@{Wvj@k|dd{TQ!CJSoOMz0@vN
z`bwqc!lQ;;*L=IK-VuJgxoqJ2{pdT<`<gse9LtLDc_tf0)-L8x>RJSo&&%q2?jh?C
z8s&<gd=(cdPBpPVFtxZ!JS-o*>}{Z4V(frkes!s@DnyPba$|I>{>Rn2xiGm1M*dAr
z{>_^9ZAWb25>89@){`yH9Y&I$o--qJs>$Y+A$V1a!wKw?TY5HV6OmXF@t}#rT14YI
zx8tF*W~o|~-7kCv^xN>cHV@)m{N9S(=qI?dN^&(srDvo3Wyr4ldRfP-<WE%Hs=d!-
zx;$`aqG5=%4tx)rR`Whr$`so9K9^}gpbe?3X(#G+6~cx6gjciCxamFo7$0fGfqWb8
zML#Cu)30uRWhv9cBTHz|s6Ie(dM=wZu8wi^Q?}F?muHYX+Sr?X@0WwRgW>Bow9Q8F
z_o`bJqYXHh!LDA{P4h6JMkyC`9IKPk=iqjY<2KFIx)x_W0^_R3X1sjI7wqv~+W<}G
zoI&EL#)xL|iS`g`(5fS5sS0^FuI$c`(uZFV@qwbEUEfo8!xxR;JV%o9^*4P~qL!7$
z=~Vf)gzDW>qk+cAoOHqxdFREJ$owWh+ZUZH&W0*pP&)tFmyHV^75NZYp+s{<fJGpm
z+I5M;ef@NI%X=S^SOvC5%^L%sj)cC$U72z1l`^2W@EAxmzgRxYhrYk<^TK#aJIQRx
z&GgartPjIWtrc_vL5Gi8k^S?r8K=QQS>y|s_G|T{b`Iu4+7y`tTNV;V3sG<w5Fr^v
zJeZdknCM-oUi)j2)pe1IIQkT{&5*iY3t%S4pdZ|sW-l$Ywy6DD73%T_&OpI|Gawa<
zwxff=5lbmg1OsOE2#Rm-wv}-OHnFDgU49jkWiVC8rGM;GG#afu6s&b6Bl77y_t#yE
zS!Eeis{=!&JGh{$?tE~!cgn_3WXEy|MCrWaQH{E8zr~zb10_ZkuAPsNS#kI2QhNA=
z(Os*y;&Gh*1>TNc^yD6{o5!g%{573_Rx}|D5mZ;IQIr5mi|J{#3b>{c=+$z|%0lKM
zPNJ%1>sLJ`>O|}J)pr4<&pz_Xox0t^SjE}o77NveX6~FAZTngM#JKha^{j==!{7iv
zw_;_e)lD<nIY+5GXJW)kx?`$7p0U0k=t+3rT4#N%nL7B>nCr#Baj>JAJsPEtm=2EM
z^9Mm6yZ2H*TSM!$(|*1VWaNMVUkGFm3>+|z4QSY@teE-EQW+T!U!WfhjoQAtqgc+^
zg@-LnGm$n#?`U?`FDt&FiKb@vy!qmBN9?Ij#!m<i^6oYKdVSgB7x4rcd8Al+Jb~r7
z4YAGt<y&Ou?&*iq%9k8M`ZYHi9>1!ygBbs;XTQt=zX`p8L5=2CT&uiR#ZEWn)e<oy
z59_qsW_gh+MJSGyez57P2sPklG}8=P;ss%(=i1f78!r!?y1mo4axsT?Uks$R588A<
zQY+lcujgGHXS=k~p%}NTcJJ&s?dTHfOiXu;AJ8lLvU~KQQ|GpL;`K0PPnQO>8RDQ`
zM^ua8i){zfu1^1JHa0h@cg!~G%eeyUf(M&5R;U(X;sOz$w6~|5sQFGqy}K{h_CfD~
zp<a<f;}0MAK`OuAr*`gxZs^J<nC&*TLETaSA!9qTeloan+iFcpWG1N{!TIc%!JOSb
zC^6gW>|^p&dV`HsOUKPUm+6@IKlZ>+of7zWAGGd+o-OUdcV<kYS830VK!00axM_2=
zn}2)BR^r61=*3)5gO%i}f=JP~D=d3&{kE|@`utx5fgA1siL#>d$&vDAPZ}!JwDTwo
zP%96m3nJaM4b~QbB}Y?TPjK@;%J<uw0{%fYGW#G-;Ir}r9su&@**4?)yP<thSc@VQ
zc&iKhpdSlB5sRks6D##DTr^mHXX^cZ=(FF|eNasAZ>;r<=su`K^!?7BL1%vZZXW^h
z{*Cwh?>Q3N7pp$x-0c347W(DV&Mf)I6OEXK{@+pZXTO*03kBX=#&6{ED!wj9U01ji
z-gLIx{@Ki^vN<rnQ9ZqU^hj}NYaBoglj~*gf2SqJPzdOR=^D+=`co%Z{kLCoZoEGn
zcPeVK;k<&~5K*-HR}<Qy^j*{vzwXaE&a~0<Kz$wapI2-3nQeJu^wGwutEI%R{dRyr
z&bi<^J=FOpN<{%&9!uV0u0s<Kp1fd{2pEb~n>~8^Uf;A+wlVxxudd^t)Q@IPj*B!5
zfU<h7wmRkSWZI6v&V?fh+O^3;$aMYVrn<9_{44tg1B6fai1qZ_0FW6I(d$C!v~p?9
ztGFP$w|PEL?~C|xYM$%OBaGA=t-q+_OEXP*gk0b1AOu$P$kI&R@z?F=>h?C(&xDMZ
zXEdLTv~19L$f;)}T&HZ;@kqbIrCV+WyL-8i|2y)$O8fGN`}LtlapEJtVnQ?<<7<mv
z)3G4_Zy(RDf8KIJDqT8Mu$WpNH0EwD^Bwt(OG|GbWZ4)+!Ee)0mz2G-|CDz?ja^M2
zxZUaq)io!cR(v|9FaGFTwsjlNDU{kDCLnj`E`@%1_kWmr>!>#RFY1>TS|~+I3lu0)
z+}$+=iWewef)$tG?txNVf;32Q*FbTHQrtbbJHg%i=J&k!-gW=W%vzIKkvTJGpU>W3
z5e<s1n%KCdP|VZvu&Kz|)Nh3`Hg0=rcH0Gp&`&zaE-25Pq?){N@dg!BmW*}pu!>r@
zh*Mv-914DVPd@4N-xH8R4v7rmgW4xzf3c+&O5rLQlV_7(FaMzxRL%TqJ+Idu_7*(E
z+d_#pfc^LX1&gG5!A;q5@)d*yzGXP?O744Z*SB!mBogx?HKODtW2U%|m)h|%qfM+6
zd2E`Z1R?`Sw$d(SC{!nj>emfq>6tBU1oZx9(;68gkC8ym9p0it8^@(&GU$T-BJW!j
zRqxSb#a>1}XsU;Y2<;0Zv*!`a4Ml8@A5tl6nb+L$()Zq9gA%SGid-T=aY)Ud^a7a?
z(w}g1evQlj-^q|js?u_RNGq{JBEzt^f2zbin~zT1ZoG+@Wp=l>MYsU+yLhRtP2852
zb}F07EJI1sbuotu$+UpCHUW2hR^xM!wJB|gIzUnCqQ}4H05ehK7c}-#BSKC4GPxz)
zaLvb_PD>=w+sQ+R0_JFANBE;N%|VLQR338A`X&A$y?Pib4QXl}HkS%fAi_L-!?F`r
z9^hINwPy0QR<YlOmwBlco#X0uD|W4a)OVU@NR=UqSj>&zLR788(I1*vCBjaUQ^B}g
zpyZW#)U~tAtD|G~y7_}#IrD}V>$TDoxfWA-S(31;jIpVwx1KzBl_8(ZKFeEo7<Cnq
zrGcu7SKD_qIK#_zvcdPe)AV@T_F8~n#g8e)?p2vjk1&rb!vfTWy@7h!CZ_9h1YVWR
z5YuydnpxdW&t6PoSsAbdo9<^`;5VX*nFZt^`U`k4xcBh{^y#K<qwXKt{lS#-dTQd+
z_2ZTG+2j$u$jU&3rNUJ6EUGs8#wm-~XSLcfP^oECb?GqPuUt>dJ+`_nP-R&2tL8F`
zw5rqIzqmnFE?qE-!yISmL(?GYsHsAOmZwWTWRm3#WJm4j!Xh%Wg!Bq@@DHuGEED?N
z2Pyd0E>XPjV_cL!ABExWKQz*ZePMpl6k4WlP;nX7g`z2kCUHiU8B{CBcY@s0=^dJ4
zC+x?F9u%U`IXl)j9}e$8b7tk0oywoM6td41Vp@eA)+VpT+$iJUMgDpxcOl-64nyE7
z=%ztw_LP?P9d)>P-gS#iI7bn}W~c0WJn$}qSV%G>hRd~G|0-G`FCxz|N~E0(!wXkl
z<!EEpdR_)2u=>j<rKcizvc<F><Tp$4w7tolPlQWZ*-i8oU#bP^OrWe*!@O$d#fgf;
z3N~)>*<Cfm&*<gpN}lb@#8+2(aEANsYb7mLBNRR3p@H&~x{v#R^?eXhgX(2%7imiB
z0`WT(|EnknY}I28cyFu4s#SqQ{@7(P{TqWW(+s|N-YFpr?YE0QQ>RO&t<pieK<G8^
zCE(fKOiFzBa9L=2E?Z`j!{3HSxlWOCXd(<>fchUAyUA_n#-1URVq0{&=xDm_3LjAu
ztsv(#&uQ94x6`VOb;~++Y4qA!q-Tfw_8p~fUjqPQs_&n>dZ?=MB3sf8Ym=nmyF}2P
z_BfnaDN>G`Ya1#@hzzE_ij}00B<V(T(x#K@gniMBV$S;t{IA5wTR0pNJDt8(1zckP
zU;0@d4}@s98og!Grn>rnb{XV<Ys)Q`wn=jUa9>c2uCnAdY!wtL<@E4H<LTX^ogW2i
zUa9;;OW8OnH#u?<8yb!WfxGH=&tH4`e=~hX;D@%V!v(T#W+hS6vCn-QJ1!4mO@BVQ
zp`VuVt7BAByNmWfU0CSg1z$PC1dFJ>?UUxs*-QELc&26RL_Sgrp>Fp|tFO^qdR0LT
zJbDzn5zf4&+FVsaXIW?5%B6w=Rk|wUO{YjTqP}4@g(U+5GU@-ZZU3|Rpb@Icp!2(0
zcEz+y8%Ad-CI6}5nMi#f;2m*6@ltVKr0cv=aZ<p3VTWHKGeO&abXfOj5r$(T*2>k&
zRm)dTNa#$-2(d4sy5Ge$osn6Gj?S%6mg?_5)#AIfLH-7ysNp;-gGsde?=IJ-FGkmN
zJtk9*GGvA65K;J>x{FFnZJ)sD7N0WA=EO1il*|bveMUYbPVJth7MGF|Wf$J~Xibd`
zTATBB3G=)mLi>m2d3uK!Nm&I&-b3r3X2;hW>@if`U%%T6V4m*_R}gIMHOO3oz|~L{
zwDBa#XtHeHWmEri5Pi0@)8)&SqwOA$B`eKp#4xhbF@6@+w<@;O^AY76)-vR+)BjnW
z)Eks#t!)=cf2pbIKxrYiUf#vPhXpxl6_O*^H9CVo^8TF<$tN4!VtZ4sU@nBY%cW4B
z)4P_lxG9mf^~)^T80Y=Uu_aZorgcBklq@++S}DU1w?*tWN8j{^P{FVj;d|M|%pw#y
zqkST?9Em;57iTcXJ<mZiIsl%>%y*uT$+-Glhu5<@E#i$$l02Zzon7Zuy>$)&Cftjx
zUJ*5}QIIKv)IdTzF$^qvE(s|2#t~r6aEW7V=BmLoD!P{{-++ZXzHvCbw<lUffzQkG
z%C7fXZbyFJ?GKf!zuVr<A02=Dp0?W0OlEH>W_!2v4F<f_MUMI~qGCdqQ}YS6$W2R6
znv<;y_50SexfHI6#z)1w$i!>&r#>m!c7<!5xo33wIVl+vwIse%=KbyHPE%2#pJ_8U
z-bQs3*(JieI0uy8QtULVmVXl~{)~c!+>}DCx@ad48sk<@3&XM3f6@x|*71Laaj%mN
z=x8TKQwSNId6Lj>6!-b--5#3%s%U}ad>k5xc}kR)k}n}s&9&k3AqckXy3q1Q+L<+j
zdzGx(Tv!$jM$Jm3jjbjwr_laZHY)?<&0NJg%2zrZ(=uaf?b0X-Cqq4>9oYA>>ngBv
zFgvr%E9lm|N}AsPbg8CKfXKr?{yOf#j#(Jal5yvmuw2mD=wyc4h)q~dqs#yPrLAhJ
zl-;rn`Y}F1W^wH8RH<OA#s9W)x|zv9fL0Y$XBuCnS<1npuc$6a+f3W4A9LbS?nW<B
zYs?@~%kiQZCK3}_0K)R0v@cNk@%i?fKY#Cj#*3C(T>76s_5nxanE%kw4Ze7=iB9*G
z&pLXmtN&6O&yeKfk*1E(G;^B%_8sy!m!{SKUgbA}dd>~I+TE#>bE1LW<L``!q;)of
zk74tl4kNf7S&1Zw{D`S=Lu?%QEc#v++%NU}@@e3|3Z<U`HJPUjyFUL>F9-??Jfw0#
zxvf~PIKwmE8F;K~MIZJJr?;h&fPEF1pK@A)dc1$POyv=*el9d&+C^K{K8em983974
z6*GD$1cj9vqpEo+FM(-G)&=?LaoXD0l9Gi?qm22AQ>C+sSdqWcPfOod*##S8BGo_r
z5UQ`&80Hz6zGRm%C1p|hcE{;Gfshq!ZWa*Z&PVCn2Y)v5zN5s&{bvQ;Z)M*01iVlS
zV7_$H7GhD&&|%sK>U)f(nR=3wZE)D-RsAZBx!g4=+J~8WoRBlUeb)U}XR1ld%dnZ8
zmcy%Pf4I9PvFcZ>DJ=XKL7Z;-xb?wjl;MOg0_AOvC1%qz-?UtAULyXYVCeVSE`#@J
ztQ;wCtH^3&iN|d_5_4J|q+34AP`)Ja)sIy;HQ~#47;yn{L1IB-RyAuEsA)jp2|2^X
zT7qb^<54xib)HU(8K6S-sA%@z#Z_3mQ^ou3iH5YV#(zuzhBQ4G^IhE$^E$zY2)*6z
z?E+cfAO7;Ky!(D7ukB#^Z$WRFc)=yr+B<O_wmv%IqGFRtDH#g-n?X|vNF9Fz51wjR
z)i?$3&HdMS$)`|L8qQ~yp~HVJI#&Ik7c@^Nb!l%U&a?W=>PYCDZpO)7%bAD^m)rq<
zPTaaHxtcW4((tit`h5~E@lH(fTD!kk9{A>aI!Lu-e2YDC$?ip3VUj;cF{*W=w_(ly
z!Vg^|cJLR?Qrg2T)gM)`&Gv)WT8E_{_vc&QxNfH=|AKj=aJyQp4_3Owk}>ICR3oja
zy{{+^f9Wv2oTJ5&_-XMQ$OAHD=iM1hj^HNJqy&L9gUp7zP3tirisANde|5s$X@8af
z_=_0)Qg5K7E=d<X^hOYT1%aDcJN0gfPi=5@_G8|R8q0F<H=hk{P|W=%!o1OrJEKv2
zv{fy>N%%UICt6?@ne|x+O$($n*!<yVLw!Rcv*wloNziS?QH!vtRmtzYGwb)f|Io<4
z+!uhar2`6gaSad;@9m0aTd$yRdmXcqLb#+VDP$+F^%h$7B5RLKN;-U6n#kJToK}JQ
zT%*lty$Yl<ECg;lQ9WqwF6f>1MAv%{*ymN^DEkm8?pAzheL8mjynY^H+2{@&{3YS_
zR>rRPne&EJ6Awxx&ov*1W~p}C&r9;fZAWZnn0mkcL;JG%KoH4E?4=>nTdB`&g4QEZ
zyL&A`Ke;v;UEEmDK{rsP@)H90VrZqb)SFd#tF;LM_PpmY6FBeY*P2uzrYSeV(VVsx
zw=<nz=@$7?txDPg`5r(MyGYyvNcXBi9J?`NotAL2)7BB{2-(wPI>rTF@n;w6Di;fT
znVSXrKSYm+2OL>JJv5X)jQ#1w^&qyF_RHVn3jRqU_1)z>`uEOWhr{G)>D50pf(J?5
z3B~%<=NnjG3DGC*(RwHHt7<0TP+DawWe#wpT9bt7{Q(Bko!d41bp?(!Fz$^+%44*D
zCwC3oFkxm8N=c4^u`@)t6#A(uoIs-O9<=PW>biY{INu24h-()=e45ypa@Apb_R);&
zw3PIc6Z0nAV_W!pLfl;FKQw)v`hA^~eb`(5?g3>IryB%2>C~jA?}F2-5X<Ols89*~
zm+y@9`UfM{uW?C@Wu%(VzD`4=(thQDtgpp5`Dgb$0)j~^M5}-0B@erixgo~zK;N2k
zVKr<cXQVwM5x@4ePaw;Rxu@lr>Zh!Ka0FJs6n-pzjDMcEPrsOK&yUBy+*ER0=kgD#
z*ksX@51VMK7nPYgIPWR}lQq9Ab`V^QwP>)DTQiDwEdrWaUj0;yw=2N=bY}_3cOky3
zy~^ZPQ2G&yllL9cNm!oZ-&=WD%tiYH7vSdz<cz@RkOr)RDt_!)eA@ROTQ{53gV88D
z#utYR7h)FwE;qne$1JhAWNBpxNwF1|rz~OB%q}5gtD!^*$t82eU#EV{)YwiZ_m{+_
z!CJ8`vSBoyQ?RP6Kn1eznuQTTnm_Rdm*H|;ZcM90w3uS2n)g$Y8pZ`KWXD07qxZ6j
z&2gi{#4h!VK57O(<ke8>j1~)=2$UAuy`*WKm@NC;Crk=`x6yWHNN19?&|-&ly*2mh
zM~l^ioVi2u);)Hc_;nv3-_s>6!7wPPA#PCiN3iZ_Gl}=Of`V>!B^s$vx7{A>Q&UYt
zN}%ZbYt!jcmU)5ruY~5|e<9u%uUXZsL4>URYW?D)-VL93y0kWd<QOq)zU^y7vo{{9
z_Y|?v-eYspJG`kmUqOtS6)RnAYP(@lqPq9wctL@hxy8Z2ndlrQRGQ!mQ6ftrY>)hp
z`B^wiI*Kt@ZwI(G@|`p~==0#@0Z}@65ku28Kih*-P$_5P`#^zwt?s$B51gb#6u=D3
zT4+w}_n?U2BqB^_YdF>(u1LUZF156b<YHvjLzf{5mG_}*;^Vqcp!P*3<~Qp*lNC?^
zUpde3>O(Ee!l`MckHiP4us;*Di}EnZZi5Veni?Bx%1}8+uxq>GuzLr;xBC!HwVAy&
zFIF`Bm!)B9zQ0psZ}tHanOy(SEE*N}kDfrfawV|MeLA<bCt~(*zXKLmq~AO-lq|98
zC{tNhH?@dy8L{IxBJb2AnmNkg1hA#`QLkFhkVP-2iizqq)8{FDl%U56@K5i_&lc8N
zj$WHEpQkH*yia?|K0`(2^0V^h@xqDUmZqnx%J4`idzxqM+t*l6h6fBtMsls%OoWh3
zyPlWjG)$d+;ge3??qu$94AEes0}iwBPwzOm&oc1$^m=}!*~fTKe}t*}hrVZ`q0XqR
zMBO54rT{g*xP{HWLvdcVe!WCn-qZDS{HzV!e{7>%d({k*e%eR15n3tyL(`$A%H$tO
zYEfYXTBp@D64Qg>E<BExvq*&|*<;uihlXuvL`tr&Sb6B*N&PbI633G6-!B1V&0Z{e
zUF=zFn9Jg`6LVecwoxMhua6tE?nOWCSWWG>85@TADcG74m+O6KN)lSQMkM=ai|%wv
zZ{Brn?@e>kFNr|q+yQ<ftW=I*Y5msrkX(?P;Fr@Qs<S>kiQ44K!7PyCE1^-$X;o>x
zL3|OLgPp4j&@#ai1yu|m{iLrd3k_j?Go^`Xmhh&(n`!4<^NC?~e*d|c^swX}5~W}}
z!EXe=OzSXM$?Hg@Y}~FQ0KxtsWUbMySDizF%xB_4b_Kx?5}}NCk#H9IG|PeSV02wz
zbi@Jyomq17i8!n5I4W|qn~4STi*MM>t}aHR(5qm=sok`k$0<E=XlU{v<LS`YkkEO^
z2OqfD+#)dWu`X5;!-y#s2YTmS`N%x>7p4+J_)z~YdZhP8r`9<3x_a&98&}NV*Vkne
zbzw89>BuUA?K(Eq1iFf}q(mt}fAj}X#Ytx5i;`%OGhPAMqurL>f@+zqmo`x-ZhDOk
zPvD41z2aW)PrD;u(HD<}u%roA!k<xjfwC(2sAR{g&Jos>YGFhnJ1&@PchD_2|FETJ
zr!U%&dErBTKnCwo;oYP!by+F|Pr>9sNw2cUr?}Xc)4vJwlks=*k&pCBi)sf|Ab+1V
zPhHabD|oo*x8xC@J52=x{T<+PrkxUSx?-M#3gW$KPtBy5k<<DtRzcLvt=vJcieRt-
zuNIeVyx7tddLJD(rTxnzgo#Jul!PdgsVhnx*Z#(4<dwbQ)BTg!;ma$-REYV*KCRCj
zg-dPuNa5dky!2ckXPB?N9Du*I8E0o~LkzLmPG<kT;d$qmu)i(nVlA0}aInwQjdWU0
zU*?VUesqiwlAjs#*04Lcc$`husAcnc5&P^WxLZ4wmP2oUH0Oczl=jQ17cqpidWyRX
z=T;Z6WQ)J0)%Nj0u=-S{CMhxO_kNg!wpt)(H8|RnE%Dr%r`rug`(i11E4q_IPK@jL
zFwjWW6TdsCTY^F%pZ4&#|IsS`I$-$$+*4Kj{=H+<u5Y)KgGcs0JI?N@!UyADQRFjr
zYpo7L*ilQM34eOew^VPw_4`=`I=nI4xCw3bB+5(J^A3_^V(OcvDd%a(`!#+L$@Cqo
z7#)EJ@#kQlvV_gbj`Ay$CsniOT9i?jgllV_st?En^MB;WhC!93nNpNh(rucwihAUW
z%xN}R``}8RHzfj<n-Md?T(watH3T0?2zv@Ei|(dqKcVxpz_DtX44DP^f@%p7C|7?g
z1otsVA3`z9>2QD=BwyIpZuG)X+Uh(V%4P~iN#Ea5O8)=$ZnqNsJ}ml`ej+-qE)~4^
zM!Xof;mxjmj5~W<Z|K6I&XI9w;NahQT>>;Os;-RT-00Cm>VR^%tHeqsw-bYcMPfBd
z!f-SKauV~<QDK{et4t&T>M`OjGE8|dwJUP-ALz%Pu|z$B!eH;~;&Pz!9owyf*=6ab
zvdU64rvcT^raX$RmZ63^7LIJK=X!>uwb2zBPn#C=!@fP3jR&j(AdmXkUYfX=EX2<$
zzogESg^HC%7uvWP^Z-CQ6I`XZxmP7GNd$^$Ez7I!(-nLu&LFg?J$y2dlHA>{EW;sY
zfA=MI%l(<gm^Y%kP_QcVYS<oTiR(XTYVUHNty}KJ@9%OScTv{(VVj@9O4cT-mYQ#I
zf{i>ey7!);(SpQ89M_F>l;lwB5{|n{WgVy>OZw5hIIfknXxC+_RQ>cPnR0r)#}NED
zBQxIugZ{@x+Y6(qg`xJ(h7s9vV@~RIjbjI!v58khO}^LPMn6+UYe&7%$Y`sblgs}-
zW*!ijK)H%v0o;(M4&!gxyB8%<D=TrK6XsD>L_Tm9|BjtqY%_*p|BzcM$sjygMOeCL
z$i^&FC$dh>*teliV%yg>WC-iTHE&})vX%!6J2zekaVIZ|*|2DMr(s59(`+;M0mNtl
zY8|D^xXw+=16PYAT9CK%JMuqNur%ntLrh_Op55hXmBp()ukJ3(8S#Dh(<XDiPW9~J
zx>V1T9-9QKy#7skQ66)%75p^}%bvc8HjKuC>X;I(Y}1fp?pv<!>LQ;NH<@pV1PXF%
zCTwUrr|@{O%bfvw#xum@tbjxs%!C+o0ZFw~lNUcyxEOq6@tthUkf^B61?>+j4I=&6
zG5o(aH22=M&dNVEY-ZZ5)iy^)A`>&5&SL^~(D027Gjne^SOeL&%O{4it2evkH}B$f
zmxWF;G7IMxR;*83)CLwPc@_f1!}w9y-ZEy&&#te*GFV3gZSNc3KVeRnk#EI)uDk~)
zXg<)=lovFL6*IjQ<toW|9oy~aWC7l);gNxK(%x!%V=T*s8yg0uk)6W_yoogIDz|L;
zNy=@F%mh#5M+u{2%Y{Xijpg37PJfK}auDs&E&;WTUZ!vTF2YMzL2xhTk%ZeRieXf!
zp?RqQliFM8tAHCk)}8dUxQvKqs{YY9go_o`WwG@ZQz*+6eyVDzSC7g`J72D`g>&+!
z!V??yow*!eXpyWe*HxI5D04brDY?rKzLOxLv7jvpjAsRZLZqs|usD6!Fy0cQHHx})
zd{8CQ#%P*wbB(!ZcG+qK_)um&<<z^S`Y2U8Q4H2EJP)Gi^6V;o8oMmdOM}K(Bcgz+
z7ABrjmozi>#`?D!$6@HZE)m107<QKMyoOFQGoKj1-*VvIao!S8X*zTJfwx<<XDp7-
zdE=P;$&`Ok2*}Q}L5D18DkXD2!xVj#wMndh<D+~-#mR4^(lp$Jf-rIQTb$S<W9~s8
z4DhYJ$;+CA{P>TiA<69m_)cH9H7i3^qgMNTd#MHiq5R{c_ABN;2!+@rC6dcngErY_
zFxC}beZHb>hl>2JD^w<H*&S_gmE7!cdUM}<zk?`!N%xS8J^|}>aplj?n`2*^=+TuF
zLmQG+E%4F)3gHz=Rd}~I$zy>j9AZeJs#-CnV|}ur2gdiTwJR`TKho=ub?>;(Lr~X$
z)~<ssQ*${i)i?!<QIyrHn2ZlP2;C33?<^_1Y84)(wajO#*F^p(%-%p6zB*OyRI)7k
zaPRs@EX^BySvp<gXJtdipO28Vj3P#9nT}w!Z*6??6&Kabn538zAq~{Im10*OVxgVh
zaWPujVmeu$*2V}7Rp0oqE3ApD^;O7?b3ELejj9=lW@|^M58n*yYG~0OYA065VWlf8
z)?#Z8ejQ+xOwe8<k0>SCu9z>EFUuPM!s^s6`14*8mjcTPwG#P*7WWnVjJKgWe9zR2
z@}2U;-=iXiD3}xED`mfJ<SQQ?sA+Gnnb6W<vj(3EhQ}{&nQCJM$+-OuMih#sHum_B
z8=V1AY&6Gzu>#L34F9vDfBS!P2A;tYy{c-Wr--_X58UEsiBxQ0?z^k9uq2oBg$(GP
zKjlecnd|IU#9vun2(Q<l)r&&ngsGjbsjcXc2v2zS>La)|2)rVdCPrNW9u0ajsoR0L
z3@Kc3e=5XYpnNmqGh4sSj9kNYdGbY#n**`+Pmc^TP4NlW^afX#98vO8;r8DQvG?WR
z(GtiFNj?f>-SUgVe&I^n0bF^wuXwy-?(7iR`M<AFAndLA>`pMzIQZ{7l)HPh3A|#G
zCWc#1b!$q3dh>~^xFZQ&ci|2h*W5o%bN|p1)$ng9ggh~Uy)*=uE>DC$@*a4)?qWM#
z?rI8FlN+`{QFjR3`x5=Av&2)>jO0`AdBvyGq>%CpJrGfIJh9-r?=0kLc<m!CqiV4=
zWxVM_N?HuCCJ}3+H8U>WK`&CeM2=Sv$g;}qHOReeqaMAf8x{^>BGpJ!DNagqMq_Cp
zNiJ~p=|EdQbelihb(Sb`XPa+s<R?S2GRDL^b*tFM?WUh*8N-AD{$E+4qx?re|DZw}
z39?Bb$aUFnX2%d;F<dptsn!pIJMB6PKQe{BeB}=fqVE|tFc%Wl6M6uR`}*WE#QE91
zRWvZ`C#7H=+8$i4#y?(<EH$7Yw7(X8-D)?F73C`+L<t=dNnm~JtkBO767~hV*>FXj
zq42X4%;Iub^iWR}k!VKv$>VrUX{z4<ouxLZ_$Q+InjWU51S+P!Ubt6V3Q-sFAi3jn
zLi1F2E|B^tu%T8eK69xby22=QM|M%HAe+f5H)6_F1vi+Eq@G@7U%g0adaMk1kTF~6
z!!Ulfo8=E3ze&_|!0shCv%8n4rTnQw>cBC3o>9=U-~LV<#&Qvh%uRY;U17$(HxY=i
z)&isP>X=h!Cg=ilaq9-t$aw{K^oI_z!pb&y4RW6K3q2_N$c6BIqK-N=>1#pDI=@NN
zN%9n!GC+>MBu9r`A2P_Z+jS}b66&{gGMLrtNwucL^D|nBrq9ML^8nfo(;1(vco}#C
zpiXVvQ{bBId&1XYarKP{dh@NXH8U+z`AYr-v=A5?;a0C0-6~9v=!UK0d+!J5m&zps
zwa_hivqvqx?UVGc3cl@pj$dK3vl+W^6RkkP%(3W4*6Jk&u(LL?h)OgkUG!ORanNHB
z_m-Y~_wF`r29KSdZu~;no)O8Na3DdvQf8zu!`6FQB2t!>44*oA#eT`}p!~SCHORe|
zN|jFLAL&tH^PUITL&|<mi=vIO#9L3lIZ$d$86Gr-9TVy;bXbyf^xR4m)_P<9bkz=3
z)=l}F!gZvu+loecxf9*Aq3#mz>^YjXXV^jTxiVrA=lT1yd0h9k^)1@I;SwRWEr`bJ
z?z&i|(odbSv}l1dr0Y%6Ye>;jl0H?AuR$1otgvK`+_DtHZ3f3M@Ep-1P}ox{BeL5y
ze_#}ot4oo)kfaqNIt`~Jost)pLVG~+_KZUg28Df^HXog3Jm!~jYNu3QdYJh`J3YJc
zA83i+5<H?FOM8(x25>O#%mDJ<P}{jK;a4DjzJZ`j?m|XwRMcnm45--K_YJ{*-*nR7
zR~`<0s4i}hCg)N7bW1xgQP7aCZg)-jwTI>dm=fh3Ju9F5maI3&;r-U=>3L&0wiW|_
z+z3!gbxkL1x#I^=K!ETzgix^ZSVvnoCst%bXcv=8vC`O-{L1!EoS=ni??m}tqDJi`
zP`vV-?(YvDpJ|PPgXj`1#V0u#Q&1^#MnLcsSQZhX_AB_4XOFWgV}U<3sd!JPj-Uk?
z+$_zRtdBRlBP7l`;R=PQ{#Zt=3v17X%<kY`zdDY(;5#Pnc+r#YhGWwuP1bb0k0thG
z(o~|MUnhoT@y_jFVry@)>!hGyeD_Jgp<xpYYz2E;gcaN4I+L;g2^%EY5TdDDRX8p;
zt*w_$^ir9UIRfW<#RyoIU3v&nz3DPRNHYP1$nmzD!B{sgT^`(YzxM<wm2kr83?lqf
zo}dT?&|2oRU(M4r${JlSoMVd?EB!?A%UMz1+InHw(Oht;q&fbl$}IN>-S&K;C0pCA
zQNonT&NX%yD^3S2i42E-Xh1k;@TDVQV_NmT3Lk0c>FcrXyK`@`A(28gNJQf+b82Sf
zq0RWX`xS+iB$2+&CiF)A#@+*{svbm@7hw(leQAy?9KJyVLmm51<+@7|S1<1tDlUkO
zCD?AV{m<tC2pll2MnBEryBY(LNBm)Pp?_!rWUbbAB5_Tx-tRY*6G(7+{&WlJZ(qfH
zuyMQTFUPARRz^|G;Ao4z{tGfS168FkA~k5YLW5<#*I!?&snC@PcF2S}AiI?N!D8vD
zU0Mn-n+g~P0gP#7=oc^0B#WP2lrt=>&x98IX`bZ#=%A_PusK~}xsi!w7+YNOm@+Dp
zM)>5bDZ;~=PC)`t+!Qlf$GW(;lyPb%nxX~n6CXZimgo)0-|9McUhwZ2Qs20(`zdba
zD>aM$Wc<hq1r(L$D=>N`2-oL`4Lm(5m4-mWO;jaiyjMab$iU`*&-UZ!uGMjjy)-F%
z$x)P55!@U&(vPb#w%Tshe#=Ds|Ba_54O{;=A^QJ?j?k%(V796Y%<lSr$Ps8>7iC40
zP@v)=ca`jaeBr0$@V4W*Y-I3PG|K5sz{{GS5g*_-uB6~a>E`m~GO(BqJhJHgI@nZg
zDOn(ugSl8nL+=;LbdM6#<sR2`b%VzpXrdyDuNvB003s4|Z=R@cC#tD<*rPOp)$d&a
zD}-Px>Bm#WA>lapsA;N0EN~k$pl0>>V=gpQgme2B+33?`J&IBP0XY=4Kf@OO=8`MT
z7kXKCUb2Aa+woPY0@#D6PnQ3(A1a?a;?Fj`?HQz4i}|R}$%&eBwSl@Ec(3AFrysoh
z`Kib{X#6^?KA~zv>A;cPou1`H^D6xHI~5&hzbn$qo>OB`zs!u6N)oo`iaJ!)5cEz#
z-8_u;h1~+A)qZayL9a(ZPJn(Xv3%iH8$@YyIJb%Lp;X3@dB*qGTA|>bx{autAMRQY
z=HENx(TC=Wvx@X^<gia$pnv6!jxxp>`^>F2e}X$@I5}tcd)#s$r+F0Y%rBh^p<xI)
zeU3bo_z0QjJgorquy6cBD-S^dhH?4AR?17G{!o)K5_4IW*Oo&0lZO&>UWCGHsj!vl
ziz4>JwWj(H&f9`fX{#F*8wQR+_1weSWg1_PT;JSyZzGi=d{Q^-W882m3(+`B$r{Ud
z$?P&ie34!jF!|ra8XTH;54nLrpmO};uKR?_NM9TiL6BC9Q9gZ0G;>|t6_>W>LcUu+
zhsMrY<S%5A;lNJD2V{z^SzTOzxEW5?6;juZ`SVZoP63;P_U6gXe`sF+(DE&WhY|;m
zGbdW+AsTyYgmHcg@h)T9vU%W%SWBU3&{y)EJzZcNYDfakdeZt8ncFz)%NH~>o$u>6
zjhZhNyj*Z_?(%rvlDo!7U16_(fnB@5D_Nac$SC#*nn0Zb>!$3?0Xa<KeYhI(S1bI-
zj|FTnaP%Yxr=J@g;7ZoGjue8s-fZhqxkCEHMYQbD2q(oldb}P%1p@J7f3-s>A4fvJ
z#`YG91O^ClVCH+OMl_t_B6uNOU~0pTq9Nt#FNU9n7QDp#wKgOe?B=H@(KDCh?sV{Y
z1S$_t?yfC*tu1ZU8;^9`(O7d%FvH9Etd0(k$*jKg(wKc(jWWd%+1S&cu4Fc4tYN=H
z=<5zrX+&%r;QN2wZnBsQgq`Vy%?NDd2LIVSy_r$xUy`~Sc`f@USmxC>=Q8aw<hAv0
zLursT-H<8tx8fyoGT&WL0%xKOUf5U}zcC!H^um20bE0{79_Q3)w#jfZ9yHc-@>m?d
z*+>#YUE>G({riLN=t-Pbjpz$9&Cda(jc~1>j00KUXQZKXXF@~LP`OQu{p6)*J^n5a
zrTt<`?i0JnSAP3dztJbREA*%CN-|gFOmB65?k9-;t*l4u!{32zbPdY3K=S&ihZ>vp
zE|~-gGV_%SDDI#|qo=4l*BO;f1v-~qpFGQ}VMl|-yGVwV_H|GPYgLaYiR8nuOTFCn
zAjuwCFxBYYbZJ!eLXRHZ2EWGf;#;3Ot6z<IT1-W<eG|XEsAGjT32KulB+IX*Njdqx
zv2l~Vq(Z6a;;cXGAVc=|v>%dZ3LZozrT<*>nkR}?RorXst}V=-o&z&RB2%XHW|eJd
zo7$cGimwUHznZpwUqL3$z}(L49Qb;qM5CSylRSd*5P|~X-dL<ZNhG>9?q*2s^86Yt
zdRDWsNG^McS}r3S&l||%pe0jB&I0j54Ij{nodO8Wwp+Q6G}fL1stCw4sM}P3QQdk-
zBlj+jyG=c*6n^x)t{}82eu_2$xEAKc`}hexIO*3_mg*ycd3V7J77BXQJ}g(yTM~~(
z%OkhVt#=Z)y*L=-@?p}Ao2KzSDKLAh;g`9A`NLdf`eW$Tveu2cd}yoI9vZx|R?qH>
zaK8+bW??4gF^UI1FgNBg#P;_17OuP#b9mgHEq>^>`*zdY<!$wR0oa5s!Uo^QfAG{M
zwtkg2;q#+O{Q1lVW;lFfj?G;M^M06A<BnX-&{vtTkw%BFIbG+F^dB1i|C0XH{!9Ps
zhmZ9$sSR?^V<K8DuTbD{eDME7y`uj_z3nD8-4<P}ThrU><N4}{W)T}vnd<3_Xe~ZC
z%X|;b^R57LO4OPL`iOv2R<P$xrXT##>R#^-wh+$<^%8U$mkVFG?}=+s@4OlITA5!#
z#4a@+E6sIPcwW3b)j)N<Q*zy^j~ll$FRqd<a}RM;fxdCC<&Qpe^H?5JjpTsejl7ih
zuN}0$s)ywtxF<TcO!hgJ<X%byEw=(>PVk_nZ!*7~yOHV~vv9?{kO*$Ty`9)Hc;npG
zL>}Z>uoZ)m3Fo^>{ExRoBG_w=F%7fp4c>kEF2t|`io2wZ({jTPHl%Emy5d!}8lE&g
zHtIW9-y&)v%h@_<&M-o;$n+y#F1HhzZ}m}--;>+;vM+V(58Lue%y<=ycv(&S;!&bp
z(-SYP(1lv5&V~rFcQ=_Q`7AYv98DWR(+IN5sZi`8)jAgg!=N=g7ky^7dpH~-x=9{)
zAUXriz2TG`$8K$fiFM}1KcLu0M0pS+(a+QO6AUMR#Wy{{UF^iTAG+qr9gmn!k_YRx
zg~c*QTH>Ep>=swk?2cjAkf?Dl>+F@lrvm53yVZYa(uVx&SiY^=Yfb?!5qsIkQU?W%
z7CDi`-uh~6&c$E%8|eUa1bf=9r)LSvm3+|(#tiReM0?Opq40aH1!7Rn?s`c+sZW<+
zD2GiXrOoi9c}XgzvNZpX=hlr`Fnb$iOt(?-((#K!nIySdh{sZt4s7$PybYnASjl-$
z6RAIvowUx}a%eA>mZ%Pp)*tFq9}&EChqszvfrw*PJlt{B+XAB568@pF9gz@RmH=Ur
zbDTUzb$%g7ui!skzTq@dXFl8a@Q5MyQc&wt`!j5&2jQQhYLR6b^3vt<4g&sF=^9AW
zXa;7CuQ?wV&YD9Kjr%DJ$+cA@ww$sIx#{9pT`o%{-lT7jWfR~YzG9NUI8;782*(fk
zAzza8PEkU-qkN99xX!ngO#SW>Hn({GdNgrh3G3<Y=A-8m^cNoTMlJ_Y2e17QAeUH5
zI$A`v@$GAy!})IQ*6>oMF%~Sh_>OE~N>UKgn{UnPcYLj^-X;Vcy^d36#!ei%FbXyu
z%s5oV9DLa-%?(e%co=Eq-^|22sw@ec`%MpV*fPw~SB$@7`XgMS7*aDDKEf;*JyVQI
z_R_CwnXp@pP`6N!{|K>}nWSFG{rjwUpdIcNJP7VuEjUQue5yslq(t|e4)oI_K#DHa
z?z`5>Up1MeL>D8w96KG1vAc%!hV*|3Aq`2(8~qeL4lI0Kjtx84SyyMiN=e}crZ;x%
zg1Rfrc$UzFO-I+2olPoSQx46zYf;nk7R_E$3Ghw?SY)(Pl6^=mu2YB#ZnH0KvsjpC
z1%O&uGd?kBKUnhM@8~04A(pw8F4+ThIymSD+(SU#S@H}1J;eDxG+XNfDKS=-HOK`~
z-;I$%O|zf;l2nXonyI@puR)h8QJDf7#7sIc=0_`29-_B%`*MB%tan`+o=tp0C$IE^
zgtTCojf?Bt>~+SJq8atLCwd#J$kp6Yx;suC_pnV4Y8?@hV#PCFH{=O>?W?heNZSsD
zOPUsyZBwy*VSt3(7>-WS4LoDCQ>UX($C~&fK;xlw@STg&EBk%DbHJm`d8O(~<#i)H
zKaTiVRl$2AJ=L&&zM#5Kk2VkCaSB<|JNi7E(Gw-xjdsVh(~&j0x*c|k08=e$s<t~F
zNsofZ&@SS{!;yn`x3EsnA;GuV<fTLa{jsDLYf?jcq;tQm0o98IYyAzHR>+?)>apAX
zefeR}>1M@y-5?&O*J)<hR{*?zI)92<*hkVSGxV|bRyKipF`P58DNWJpoM}_etmU|w
z0mc&|$l6-nz-lmk-XGQCReVJK$7z$6$@nvplgO^|_LIAyLpA!IOk<4spK4);a9Z95
z@z)oh0F+?trdo3A=1Va)idTw?(M?a7A2yH|l_8Uz#P%2hVU&KYWYVK3PhbO&P50qc
zeSLz#7Z<h>gSLWFva`{epTb(f!=%HE-t8}{uzD_EK;XPm=|sNsf5BTR4}G}@jv0ZW
z<3+#AzUDDhd>}kHeAo;5Lv?ElKF)k<6@7sk?ed!*@SvlJiB-Ok0pqbAFqxzY&NwV~
zVFVBaIAMv7mqC8;*F^g{4zsp(!|=0OEW9bkQMW?jjxuP>d>RTl0V1eT5|iaRWd>lM
z=znZ}11=9I$BfrL%JC}onEkc?^n<F})Sgq|%^<sD$#a^l-CQEV84dl<HI*DkR!eH=
zO0cQTN``%@X;MCmKnT0W+=43DizvU$j_&NYrWP_m>$PbHfbvJvYj%w%0t)hdf+*zs
zBJBmoZ7j%($9^&V@799GMRgY<&BGoFH<pD0={A*y$STe|>76Z&UDd1$3Q$mE!>Lg;
z{r#67>m0@{FEawEjKPNBl6mvs;o%MCD`7WrnV9qUiRPM&H_2dvD>3iwIu6bUwfv=S
zhJ1>CmGBpbZL`T>SG?pq%?clPo1E;rvI=8R`HiYZz0ZOMcH`q>iB^($m^mF)p_AdX
zL)k)iw$V-Evee8oV@u^7^Z;xEB%+c1IilAnnizvy*N9b)y_B0~eoc1EoH2`*p>bH&
zPfk{l%+P&dk%#nsolXXT%$~eQ9X_x$nr#aEaE}rDjP5-_2zvE%fZ{e^v>V(l6^^%8
z^<8w;WvX}AKTT@|L;pi2=Ip!v&)kpC<1u$xLr?Q|luq-ZXYpALxEEqnJNizAJ{?Kw
zxr+P*`zJ&3SuB4ZS-#9<2-G0DYV1Fa$TFYYppx;v*JF|TxlB}F@yhfPQKT?-4+=J)
zh*f26BeZ_qZDc>Wt%=;<4qCf6EU<lixBIDs=;*plXo5bpzxflQ8lOYClNNJk9+jb>
zf8%2gewNUgv`ag(RhROldh`170oQHJ9(#hpB?=aA89(n*^ck=~G~avnR{}bsl)X<T
zTTfK`SQD$zOzR<iA>Qr!#l6#jaEM!3n3a&xwy`8{DuF6_3S+`F=5K;Biq%-0;G=*Y
zyyYnhdW_R|K0}Ur9|?Aus(Ae=e8<wuy{>64pGTop;uF?&=e8fC^db$vD7VYUa5!uS
zlb<09$=})taF_9M2NVI~N()cl0anl5g{{8zeiWvKT`045B;G+nmhUuZhW5Xht7^=W
zts7SY=6Qkjc&}dfI!&}1b&|!U%EZiRGRAKNPT`zp+E2ro=Js8-wOC}aUGK=<x^yHc
zo8!AV7{d`<=2m7*3Ky#g^91&h;twhYf4SW)OnT81`tNjPHgYjUq7Rl;`Zr^7^Q-)G
z$H=-SiGUN^9{LVyWT&HInPdL78j3x?_!YklAks*3#E#-3GYf$ob#^oM(>_`a=N!7>
z139ZE)$DqBJq;F@;w+#g{_!T%a+o%(r;Y34uovAlf&<Hcrc<Yv3auw&B-Nw*Itnb3
zm|Z$O3I>i|X|DGCnW>?h3)EG8Td;ou(zepyNH4so&^<9Mri5eFBz`pu;h|M`YVh%i
zIPBC?Q{mb7^lBs4A}c1U+&LJ!+k8|Z4}`#dUeq36S)@FRHD5v_2*LLDu17zupleMO
zXY7s-mlji7G!EhVX35_SN6uT$zrC8jJ#xTbWN8)vx8M&r9k4(@mmAVzUdE`{|MZ66
zz&6wy(aLGLgE^aD#E8V;uj!LhwN0C%T{_+B$doGDxyqxO&l&wn=m>YO<fF1P;vL2m
z(TK_j2v(K=6W3>_$JVbDbbD^-6AOr7Fn(mE?2#r~<b0gLtZ228bF4Oy;gFDZA$_RS
zjVgFGhp&lB{;76YZmgj_I?Je7vy-GgHRx_`PfQ{R(Gnk3GyGYO9V?Ha6Rcc<l7`I>
zKHv6b0qmg%i5|s1AfkCwvl4vZCDX9t?oHG=&KeU!Pn^`B*^H-(oTyulzKghgVM+F-
zOUA|7fax>G!YOS)_~CbmQY6QhW0n%8BNt$QQEp$S#uZdkg>{{O*7J}p$UNUY<rF!l
z^O6+zAzR|$`^N{&o9)^Mxgz#|Xki?MnB02N5q?RK9sTLDV1r0EM%Wpsd0=NZnM@^-
zLh>kD(3Y0UCZQ96%(dTM1=DJBFmyM2ub1t*cyV`u_saJN4{6=u$}rgDRJ>;dDLK>G
z!XO5YBc9g-lGCXEUZUMK_o(?c^1>brx4MD7<&O-II921iMqvX;wTkYmVNR9lH*ejs
z%q2GRHTIcQ1{m~ttE@+{V%T{9p_O57-}$kQKfEsG`~3m;&rrLVX}O$}p)sKY<Dz<R
zIm>16BO=K)iTK<W>c59BHY39lgSXrHAvlI6HB@8%gHqzQPFz+D9~Ez`6Y6wj4iq+E
z^NB+~&y#r7$W$mr=w~D3ji&$WQ_AA<m0^K=M|j~}k3|CwS99eUx!X>yGucQXLq+N0
zN<YGqUM}Z~3M!@ywkoR=duT^z;q@P1`lT>TPfuMgJ<Av<*oRrjpTh#LvV|}fm#USD
z{*+9#N4vZ#`6RAciT#Yt6U}>S0=Oti;$^q_nekbQ(6FnBd7d`=eX()IrsdH0E<Q8n
zH89O<e<F=<R=*UDqsI-Uuy{iHM*)cdU>;d=@~{LGU4|sNT1yN#_&r0)O8pJuF}QTj
zDrqK4ap2VWrMv@Mni-X|tVBpaYYZ5JD*5~M)dO?cAQDz<Y<Gp6igfSpXIqXCW~g^_
z|1qj!_3KaeufyQ??D3xchk=k@zHd5~EGQr;Q&sWH1RHn8cJg@fegw!!b;7i{{``m|
zxP|>=hy>3BAZwI_qQ9tC534M~i<9=bVpD%qDcY;OnPY4=RgI4eUEl!xLc&Q)(p`Oj
zet?DyO<4roGA7>NB%)U4nVFjrCGFBFP50>MiQNB^jMEY#F4`eHSPveSzZgZ#OlhB*
z1`WS6NH0R*pV^JIno}68hPk)^-Ab@(Y6VnC5(JnrF`<XdtN$52Je3fT+bGcqM+e61
z%Dj8u+}u|kl!RUuJ%`!&q*a)`n`Fp3l{d{f+iOAM++yGRS@jDJz70Fy<T|?|yTpty
zP%CSRF0>f4l;CmuK%9HeFu@W;ZcYA1wz88f__N_3b;V<iRHE=J?yb<SL6|a35*s-8
zx$dMwCd%}5)aBT~WG~J@_X8-Ax0h*td;p!9N^xZJ@UKaImc1q=l!&e(doX0XomXs7
zc5<?_jq#pMiDtgFOO|T~Dw;w<rElNk6M(CBlZzIlRRfh38@}zWe)kWpT1RXBYp>yN
zD0t^m^NB|evZcS$UGNW0X%h1u4}7}zL<ARfcSGn*9X*i?_%fp%(E0ki_4<C(mxnBp
zA=@Y*oPT3O_P=Fr>3eirW2BJo>5o6L@+Gti<x<^ij+zq&H=1Eyl$EBo&TUu1Ii1YO
zcCxw!^vZT%OB@AwcpH~`fB9~?mM;b={LjDq;^QU4jBkak=>mV<)|yk?lmI}{YwCI!
zOfN%5V6LsBDf`#nT_Q6-=hY+3bPRJv^``tu%T?AYDOq9y9k(ae&;=8RgszE94xjY3
zdO>L;0;w{uRK88oO{Q(a!e9x-*vf)@DS5**0d*4}#-@KEzHQpC7Y#Xm@M9(a^5?SH
zd5bTapEsv*N^Dp6)rc$$BIdw25zUEOQp`x}@D|Ln)p8|KTbsX>SuM@7I%xCA+oAC!
z|6pD0GsB|kH}ejxUVk11OrxOsQ2D?i?q5^q-FjF%Fi4(FPG0$^x6QwGU)H0NK3lbB
z)_`G+^ojmRB5T^3tp-%tMqvQ29!(Il?eZ~m1Qli+?Ys^GL6d6rkjj!jXOd*~5(0>M
zo6#3D&@M{me-?wx-VmI{IL&6XhmjBwL4#Wx1r>YNg&-@&!4?N-M<6Pl#&}TBD}b=D
z>7I<jl8qJ%vl5i_y|cOCyP+u6H8nj~#^n^JkBRDXOXQprVVTA|+2!w9t0$GDHu~$9
zRh<HXCqZs&9%|R{&9^vi9jk~JT>)8=efyxSli?wM(7fVoj4RXJUXTuEakQ3|3rDa#
zm355902TCH=Svcq%hQpZ>_<Lz>W>>!TKu60*9p4HXX)L}-j;}(vit~n)L-tnw-5hl
zMX2M7zl`WY_MQ8*twrs?&^iBcDq9uBvc++#L_y&s`-{s5wGe9F_}N`d4ecW_UQZ+9
zvu+l5j)9;4zM2Q)Rw8;Oeenj00xgkg&mPBAfi~>+g4(!1PMym1b@5O7EB)1?)COU^
zW3JB|yP$EY4(i<6oVo$ep3Wb7N~J>Nu(6{uTYAxS#J1es)T47vWk;kC>J?Hk<p3zK
z{WYzeYb(7`>Rc#>TA_@UgG?GPUx68uk^Pv8(4S)4af`R#hNP;g;vgptPoeqN6k+j-
zGIC88wGj-cnf&L~dmXRUQIZa0Th~WfsgFqVpc_931#5uk5=D+VD^1!P??<LH3!~N#
z?ABy49J@PR#@6f1O)lcFjov%llA{>+2IFxx`A21!_iY>rnjt$Ho<AM`<bRY}GHCzX
zz_bx>jam-6CdM(#8&Oa}^XIp<Q(7Ln@9fdiIk4sPX8EW@qFP92zcXt!%aL}>6t%FI
z%J!WWMiM6cTZ~r5jr{5@sQ*q&Zeg2S|8NuqLoo}C+7nbwRr2L;V2i@)LCl|JF41oh
z-!~&_^oudvyRm_b&Od775T3Cqb{9*^&K})c!q*h->A;ioh2?pJJr7cD`8E?DyiGqm
z{58!o1AcY^I{`WD34ET#%;P(M{%|`tCu8R->N!64l_K$On-z_iH!Z?OQg(96%@g*~
ztrKs&^MatU?jNs9%=!*%%qsUHj@aEw*;S@K^Yc~tJ|L3fLL&hO@mT2db-uy{^jFP9
z_48%h^`Fce?+N9L-ni4@6~w>Na?**PirE9Kk=*!z3YcE`lw^v4wNyIKp4@sZ&)^WE
z{eNf+5+55HH13l}p;#AcHwX?t>jY(MkA{QEb>*{X^EtzYHD9P*rY^Fkev4?v_S5m^
zRlcE<ec{YIV*Mi~6o4p_Gbls8>i`il$OwKZeP9jK_<@Fsi`ZpNYiw_5b@K^b{Is!!
zek!rks>L?qJoN1j_GRqFl7x~>YjlN@7mLT6(s-wZqVkCCCvhX0MuvH5LdI=t^243%
zKfQD(FI9>9EFj!<P#md@EOLv0%EsLNM4+t)-XT-^><g@*Be%_rl#e)CA0ADR>Y93?
z0~O!7N5Q8LAOI2(HO4iftZMCWRSJ!&{Jhy5m>z-2err*h0EE56Y>7v=ufDB}tIa>_
z#h`2tg`?T_dPmw{-PzU?n+T=+wC!hU<C!yKJ<AZKWKD0IGHWF$mBUdW5mhI|ZWLFg
z7$x%gI-R5BUQ_d9>GkvSlL9o-&F5a?!VHzKkdI7wSyp-ZG8}7~=HY)RYw(M`I~7`|
zv|uwPC6`|G1QlastXUDS6&UoeYF~dx#2uUg=XJ5{1%J<T_xB2mJv){mLvK8UZA0?*
zlfoRzY>yZS0&vDz>lQN&ozf6E?RYJW&i;O6WA7fj79OHq07P(xhEuz0DH?iPon!eD
zxlzXAVaJnwvcqsH%eG|vJ4>fbWJK6_LiBj>m(QkZ1rW8=HL9RYI_t8Oql7*H+*0{O
zqch$GeYx`@6)?)*-?9D=jrgzJoz`SUHfriR$e;bbtAYR(4grsJyo?|JhxSMPO6!fE
z32H@=%vHlQNp72ZD?cDTcq^g@A@O0+)97>3LH%nFCoh&yR2F|rXY9rMNF@Rg+v%sK
znl0@=hWYMw%@bv!9d(7p%r-O6VdJM3<@IDCU8~Yi68k9s(}$Os>o&Qs3X3yn39ucT
z7Po5dv0O{(eh1;!r{tkOn%>_#1zx}x2uaDeD_2EhRDlasBpvX)Mz!<((qakg4|ToR
z!llI=SY>^Ae~Kr}UnsfujfyvAj*)FSiIZte(;3@bzhVr#K>BCb(r;d4zs`Kb(xE?<
zFsi-D7(wth^kSEb&xQX(!=9{b70Hacu!F~ki*J}#Cb*+Mx^Hk9O2tp=+RL+e$!dKI
zIOu9$Z--mIFm1CR7(%7S;aBPIcE1mZ7s0=IweZL~<WId68E&={Xz&Ih(VyRocbsa!
zefNK;dh4Jzzc1<+N((I%C|Vo}6fI70DNdlc2Q5$_!QG*h;#M4jL(t&v#e=)MyA*f6
zH^2A3b7$`4&u1p{OeSZabJkw_vocjKD}>I8km8Ers26mU>o)DPm^EEW^wywy>e-Q$
zLHuf);(A|V0Yv+u=8%|p?uQ|f$bR4ni6D}aZTIwMgS_f-3|EicyDx|f`9_-|!aOyx
z)a*urR_A(4<f2Ch$e8V4FZeC5yXJ0eJgGE0L$*8SSc`nnlSBpzj?RGxl*6CJ&(|Fv
zG%p!Oa?GP~r9(Rl*!@FyGu)PEGkPPyL8a+A9yonWPVa~!T<)C>4RM9Uu9m|`os{ID
z+Pqy5oB(HeD`eZ_SkCz+XDquEa%~?BvMtYp8<lOp<E6G_8eBIyMT&b>oBn}8{DvN0
z_FP_R;85gM!{zGfh`Bwuwje3w4_Qn83YKE!DZgyDbwx?$-@V1$w(7>pW^e1FOy)lu
zv3+mLu+h5byq@>s(eVMhz!ZnT*&L$>@<AYLy}d*+CFSho1*&_&vfl;6j`Pc8<-V`A
zDXY?}{pTFp3gh;LLd}?SVJW<;-LfpSksl^B)#pT|1L@D1*L($MT7m+AzO_T4@+g;^
zWT0I&BYB=Q<0a8#{?K_|xSAIA>1x4foj)Px&nOa2l4yZs8!J&lD&Vci9Fd~~(1(kC
z&EwHa&C%1*li}9gO?2QuIk+=zFViX~($(}(Wj!xmZ?upvbTx`y#=Y@`ed^>R`8LTf
zap<=zM7~N<j~&*k4BkRI1y0B;40<}qDq)Xm|AiuRcyDbof(>lq7tASSbIhWyD67A_
zLdeGUxj8;a*sBUHQXRon*ScJIT4%j%J;3t)-H>A(=NnV*KHZF+`P)7wu$)OmLY>t?
z9e}JX(knq^ganI|5@GQ$!)o2gAVD-_`@O?1t4w3+8u-O{+ujtHCgz(vtSxDBC$g$I
zSZYQBDMH-Lkg_OwSJ>^|&wQ$`UHZIbfO<<yDNdlvV+`0naTXl5zEyR2cSV%>%`9%`
zd|uQ3lfQ`&W~!FG<iW-khF@MmY+*_ZMG{PtTb@W3DDVo}iVqnH-}Oc0&MIp7#@bE3
zvnkJMbdMx-?68xuKAH{2s%?ohWesSgKFz$Aly9Bsar$&KVy}Bh>`tb0V^P#$;u8~l
z_rX`jrI%fY*h#ZFuBe%0#PQ9Yn%nBPbz6e1Pa(EzTk43sWO25g9E}xfz?;*o&rS9$
zx^}cLq;#=BMB{Zy{Usp19U_y8v9i{IF`LYPNt>>3v?W9wJ=Z-uLSxT&-AA}Z?%Pog
z+T94RWMtp_0=BbT1ip_O*i~3jcGl8)Gt}_O^I>{A<4PYViV@dKKaPt_3TXy^YN#yo
zR@H66_hf+ShV3*GC6(^i{f<F76)iDbpt>fgSDvB3L^I7m*yZ2B{Hrs5hlHNK_VR_S
zCj#Q$ekaZuKNTSG5A+ur`sL4{v`j?zUQ~vDoMiNxJXa+6B@vkFbX4qk5m(EvTI<B|
z8ZXc&wXjR%^S@JIC#yI7LkX^yit!LblkuD9mL5=Bd#ph8?iyTV;?(Mo>nFG~0#pJa
zyRQ$4(Eog4CNV`<ae?*^9&<_Iy1fHX@=EVGh*1H7R0acPQ?swshY8)wbm!ipoM@I2
zylw+Jx{UuUa_~!-#2)fiB3H?`EYD%u+7{1{2M|1|Rjflw#k36;eX&2i)<jcNK5w`z
zjJU&9@BYUdm>8!4mRZI|k{>>vZ^GVCpH^q}{j7SITfijB+=4Orla|-KxW6#v8T(UI
zd+nRh2X|N@k-dT)6G~w>kN#*p)9XC+PO1>zL8-4~WOi`&G>==grJmz{)nE!IiEF9^
zZGX|CY<J5dABCwb&AXO@uJbTkv&keqGaHjlpko$-Xs`J!s7^7;;=)>3-@m4HWG7J!
z^hdn8u-@4y;@n-YVe-ikQmy|tW%jMl-9HjsZe^Z1(%Um5U-7U{-rpnIB+QKH^ggn*
zFHp>AM2cpl39>3wmodIg8QJj1N07!*3L#w_35VTRkb+yI&z12*mjD6sf|XP8483U)
zJ(rttDf3lOAJEBzePOFjDen$p82v)B(UO`ehl$2_9OoFx=WAt`ahwJ)TF}@_P+RiA
zeAKZeHdIkdJf-%JH?5}m@<W6m-4ez9VP+{9n>kWEMPr8}{Ztfqv>dNkav-!aa@d|+
znxEkCEA4e;(ERfa9f_b|i6YEnkgmz1viWu^Yg~IG@YqA3ShD4A@`BfPJi4w1@)op*
zgy1g4tXlD1qRtI<z9>N*&y8{{W9mJ;bP+xw#=Bf<0({>wv2E#JEDhsOcB@4sO2{dR
z&u7l*3gbym6&)P!EUL$1O649#xKBhU5)oJB?ma?R{EKZ3i7ovBe$$6rl<3FQ9ZXNw
zRI&}i|7tA`S<{R@xKh#0x}pmN4}QYW`kIZqLt1K&I|!Q6nl^qm-y6i3ZXvcG_p62a
zT!8=LaInK{l#0KZ4V-1ZdnUguB37yLa2kBSvCMlcx)gvMVvT$O7~&jeUiz5<C}kq}
z#Y6I)Zs*<%FqE#0HN^m8T^R=<<bXVEc^kVk(?<7d?;zLh6lA?+w{~0WTV<-D8=B=v
zrsQw>e$QF%FEe|_O9`~MN&gb~DX~dgV;XN+Cwu8ha|#xTb%y&TT5cpn+qge`#Hnpz
zP9swsvx%~>_l#(19q4TDAbejL@DQn^0X}!uYOGxni$?)}2!aZ}MO#B}T{1YQN`tTF
zRFAJ$t07K1me-QKPR{DE2sXU2g=Wg=f7}mA!i3)Y&W<?&pGvmg^5={g<%QQZ2p$b6
zesmKw1u|4x+EkSZFK}X;^)Hx#c!XGsx|NW7>@+1Y;W(Hn8^3Bl3;PH0?5#7wP@~$N
zPQlWl!aDXE=tAXvQ~jhFX{VF!3t(~yVgvJ;!H*iID5JfNc_RN9cD37FBSRKR=X64H
zDVKA5RZ320zk&N+x<%Z#!TXn>yJ*a0^AVdR*hr#6>@L79#+yRzxi8`B!BH9NNU?k9
z)JdX~$uw8ToEkM9M<afy^)=GlM4PzAt~%w6Ry|jlQpJMO+K!o4u1CE{i)3EZ7edMy
ztan=Zmq}Fgfo$Ti6imwW*Oj7GKR409L88Axed3CZu}8?<*4Yw&nH#Are#@~RYI9IO
zh}tWPQhwL#wo2tr=KVENTh~c5aEyp|y*V}<ep-lb<`J?nvzygy{mSyUbIo0lqmn(h
zyct)eiRWvV3Xj^^r#nprcRR`vQ)?(&W?r+VjGph;US<gwN(#*~aHiRhJVT?ws=n;1
zeb%-~KO#jD#n0CRA#|sGf~9b){3#BixnQZzs|wwz>wU%v`WAY-aFIsFMtG3GHFvKm
z1lA;!slRED1{R{1Ms`#Q(@1r<4SSH3H`+!Z+dqfTkpX9hqp&k?$Im<c?r|IKswE^Z
zR9#iBw&)~8^uac%f=e_@YC_gIGm?2bw+n&T2{nB43#4sm&g%8a4uKrC)C$vL)Nxpj
z++)oWmnQxSiR^w0*2zd8W;%bH<gY_pmcN6}6$Em(K}rPDbcoct7=vPf-7d`n0+6nQ
zLBysz$-OJR<KMz7cizicno-{{zMI3VdHHcrpfq)xOp@Y;H}zp6{?MxNUS@vfj;eNj
zP#9l4Lsp5foR#=>hl?t6=?EjKs#x9I{K63zV)}P4i!Uzgfvpku)4ain2vdI!@rwy@
z0u4#?-|>`P@2`=JI4y5rWwPe<$?@jv)^b9#BPHP$0*1Jj`D+z)#wWTLtZ5$^UaOjA
zjzs%_$QWbfFU7LCFw`Q<WnropcB&#+jzI9oF3Eh~I8uL2%=PQ;bbjmUagKDg*$7JY
zgLR-erYJYzl`_W0H#qS?^0I$$Y?C93e8&|jAmdBgHe04xqQ$OZal;+7SSvT~<BoWb
zKMU9XT0UQZrXC|*o?pTbq??h7IV*}|8;qs)ABrFaieGSi>=NNJPKQOpIwrb&e198d
z$oO>E&G(tkhwwtEK^Eu>gVD#c70s7~b3dNTPo>X2IJNID&lI`<*jF?g-GPx;`5(3S
zUO;AttZYk8flpseQ^#?4WJ1hLMA#;!#iInW>0<VDYt5r2=niB86Xuv@EJ{c7QqwK-
z33atCn|(AUO97O2)D3z`uSOglV!7<-ZOV^-BD22c$~=jdwLcu5SS6{}!I&J1TS5d@
z;>asd@G^M}V-UiRaB6DZwz{5J@f#a+LZ{aIYS+E2zSc{HrpC;ZC3ExbDq&9Ds)G&$
z<2_lpQ&gE5Xx=URkUtx8^MDuMAI8pB$l8=@z>Uw-i4i;2rtvSGy?Jt(I+abW97ri9
zL+^a*z%rZj9bAOb5_}vipvv_J1;uB6n<5b8M_A)6N_M&{aXCV}RN%SpcaAh25k4IZ
z7#`#d@8$q6g%fDb_rlra)k>5#UGz}C$Mk5!j0vuLJE7#H{ipv-Ud)Ip=`VpeRh*1@
zG`t~7RcU7n`t|<vhzmf;@1#kQh3Ope=#(Y<2s*kG5Kv>e(?M?Ezpq)5BkbW#R{-0}
z%-`DaQ?zppgVIcbiQVm`R^-wf6U4n9QOoLZEA^i^V~lxerg41GVpMZ&8v7#l%9lb#
zzU3Sz&=s~~gm5odD^>f*#cLwial6}UV>saY=Hw`A)o}2WD!RbqSj>Rjmhx<E;Kq<-
zg+JwRgVfvDUzk5V>HSEa4*N3jyB#4h4MS7ekJ3&1lYHdV1_>DZ)`BAg7c~=|8^z;+
z36xWSx?fW(U@?k-V75f*l!IM9ZhzFQ*^<KsYe09cC0^tgvx%=A&u@5S;$$N<W(#ck
zJ9_cN*Zd0q8N9e=I5WO>%V$I1tT2V04V1zcIALBh3slwYS<ahP@#BYil=5=_p_J5p
zxuTT47+&c_-w)_hM6qT?X6?qB!L4RjDQoM=A|YKghHmM>BAL_0y}-kvp6T>Yr>r%M
zz<)0}X55BC()!iwO=apozMKirN+DPquHb)Eh_;p4T(Q8I<;R{Wbo(s7BZuBD505NY
zF*KWz<mc=v<OBb%vXVAbJIPpZZO_1qx%-L<^!g7AYB8Cyi5O;y|3prtYbFit8uql`
zKNVr=9-d?kG(?L$&%7%8Jb+R5<38m~`O^1r0nx%Y`Bdn&<D=*FgH~lz2m8Uag8UZ-
zsAqP~$4nHLh{Fs7bWZpWrIr?vlAZeY8Eh77s`>5dcqtv)^Sby!GlFZSMPwF|KZ*eA
zOV!u{*|NErNl#S9&-BbZDJv0d242G#m9PJ?nqtMUyh43kW1=3d)o2<L;)`LP1g#xQ
zlf%_npI45e6w^QO^cn^q2hJAtsa8!GO2(IO%oh6==nH#?Cbk33Sh{B;yqC-0mCWg2
z0!i~sZBi8!LmW{@SHe-mQcM3s`LH4ajkEjHxHO$U19Zh`$k-5f;m4pXNnGjA-0}mW
zAb~b2QsYsgQA^er4_?6{0S$m;@TW(!qWz8;t8zX`&8&Qtf?{x{)Hv=QaPS5{<nw~5
zTKeOxOVx$7vI3lTg5HonCsT%>=tn$&fSr{g`gi|1GD#7r%9$G;hvj)n{Xz1A^Eg}y
zOHK6cxhzXhQZmwVUs{*yyU5LgPu@s(q>`W@Z^!g1BUYA2!aFS5dg6r?d=C128(JQ6
zTJ|BdW(7W0R<^piDPX2PdQ6DA1~_b|!`r7KooW@fuT{`gbdpo|{SSqD2Q&$~bQ7qG
zyY+=0-BXn9EGN&^tSC6sm+K;Vo|lvGiS!8&X|J9h%BTnYoJs!Y7^oQ2{*M<9WcaL_
zPEv+m6DoNTKkxYMh88L`1(()!Jdh()W&Vkq&p{iGGUh1r)Adt+XP+$Qq-&u`V@me>
z$pA%pDfxU+M>#Kvx#fRM*u7MR*|1Lfbjt_zOfj`_f1z(%ZNexC<~T}%FaBwFEmPzb
z4f(8ufsP{SYCsv(oPGaVw4n2oP)3YLZl1Y{vmfQuig5yLI`)gC1&q(KXjwn55C)F{
zM)32RZcuR9rlR$dt(bL+dM}+tDC>F{J>$;f%G+(7ur(PTAnjn(hx%_UA2fgB=4`u`
zd+^29A-h{*BQ6|9O9nuJq*Y@feCHNB1V;Nm@rb#(3a=AOmFk7XB`1-hhJGaW-9O{+
z=Xr5V#GQY3+f9LyoEfGh>4g*bJlZv&uxR<Y;KmcNk|gVR#TYY1R7!L$(yArB#zIbD
zD=_BOLVi`czXWZ<D=T+s+&7jhj!aSUDhPqX%MYm+nnkA2LYAt<-Nd)2+7gF}1eGDI
z#Ry0Pu=K9-%w|b)4XOToNB!bYL2x%|WB{a$XI)qEX3Sz2#g(|n_a`fcNi~xe{>iA$
zDD^*pZloa*s?-@OCjND<-Cw$Ixh(WV6TSUa`kJ=jf1OvY<5)!TYCP+Q6sx9mP-8_F
zLg4)N9j29g@uHX773`UtU`FR8H~Lxgie5pnV9tnk7*G4SHH+*}6+9W=r%rwrUl`oi
zUmc6sVP<((mKKH0c9qb??-(|UyHItB;-&7PFv4+d!m!Jv+OIPmomHl|$x5k?0k-Q-
zbN`dFv(ltesGO*M>-KpX>73rlU{neIMA&ZTTWDv*A3^RHTwyp+ha<{T5C*>SmSW#r
zwR%nc9q7*iS|pQRFFu>$$@i%$dRHiHK5ahDQ_kdOHNwwp0fXa=fTogpYBIxFVgWfO
zucTU9$gG_#b2-kk+a!&kMx}dd3><okp_jJ(r-JY|hpjzCg2g|2^_F|;>iFFi-`VE3
zYys?UrJHIb@AU{~z_WoCg-Cciq}lVIDb2L(yENt6yw7GqKt8JUnMTXAOz`4wRC7~w
z!4i}|5I#%E+Qbp_<kd16cHvnOXNsBm-P<z4NXBpT;agUt5N10?DwgCl1PB}tP)hAf
zRa7JO=hULHmi6I|l?gd5eB%fmfY;;;OT*vek9L|#B9`iGyKUImZY;len(6#5v;@If
z&1Z^W-&vwTAH==NHw(;E>)uad_6Gz>4?#0ZXj!l)(AZgcG%AZvY7gwt&l)oe3X>kO
z2jtu|WM1zyV>VfPi{@Dnvu4itiGJclO_;f>jj%E4!)*dM7EC0-rOFGWp>12~wP(>k
z(P>kOuKHwf6kmDbIEkz2<6Eg!-J7Y3uND`Kn@!aYu$wRb`2Mr7VQRHjEj7Lj2(}%@
zR@kw(3y3CEMMt0M6bC`TlSIhLJ(k{}#><AvUN8~Wy@(@F@}X+5CQyN4t=kt}I0|B@
zu#a1PaIjnTz0+<+MR(d*Yo?sTSiH@qNHn>!yg^gzU&GI`+S-n`>9I6{E2G92sdGT*
zZboUe%l-ClSGd%O7+`r_T{gePWr<2fL)B31UJ|VXuDmHQa76@t2j-{R16UQ6=RQx$
zpzH?TMgg&C1;GSfTe0cdVTO^G_Xo<z1&q6+AtGyJlF*1)7U6ti`RnJLd0(<4*+N};
zweH7Dgcda@P6i2L+!Zj|`@5m;d0L29LmM67UjZp9in|ZcivPo1c)`n!IvA6D4T`1w
zK|?{8wP}R<5U#?>d=Gq0;gDP0D;m~vC?f|+7j2>&4x6LgwBMHz%&Q-L9hZG{iFiSe
zG4I(8Z+~u?jLfy9=5Y`W(o_6;cab0cgQ8Mh%IrXEB|@0%2%0L9o5wppY#PqYLdGi<
zf+3bL`up)x!Gq*%HD0Xtm@SY{ElWy<n7~~u{XBVTPAlm6)Me(mADz5^0eGJl%aUGk
zG}&a`P}3F`-vc55v<s#U=_A!y43!K&n3hU}5p$N*d0l?BTs!~NME^?kw>VtnT!?Xm
zS$gpj{THtjfl}r!cK)Wl%_<^hO<RO=@Jf5)#xr9#C}=I%QafB`{%gWOT|Y}+eC+LI
z_@$l!Z;1WM{$J&_e6RW@5!;QoAVRH2<)dJhY`ZRe*jDj|b$>>?6U#=fxxz)wkCZWh
z8$;=Sj6w_Pfo52&CwX)RJnY;p@1|wDDl9CTx>e5YKNNxTJk`I3;wniS%|-VZaH_1m
z#YQD@Dwl_#&gD<{qyAxI5_d>jni9}Az7Rv<WF&f;V&Q8N#9=Ui!uxsmS)Mvbe=7bM
zDl86UA4R>Acwwl@jyBX#lOC{)jaIpSac%Gys(qx}WJ-|D3i?KM;ZIjmA^*IimqmlB
zxnsv7XA`gW!w%bGK{ZU<;=W2XeneCYmO%Tw>A>x%kF`N*A%jg+t=Q)W)I{Fl239iO
z<+tFzhj1M%rh)@WV3B#Yq+)I2m<OlVQDP4($9bu-x=z)_s4<XjhKV{Q(ZFRr14)c?
zPxF|ueBDXBa)7|&Pj{{dXHcIly9Tt5%<1_|qv&FCc81m{w8a|p;#*aj_kvr_nZeUp
z5<`6^l%ke)Y1iDwv%umH)Xo~M>C-)oAq~p&Rae~^;WZnx9i}s`ZI0%1bOQQZl543^
zxj8+F{B+I8nx&R}v|}=ZMny5GOFQ@@t{5laUO?``16{Y}mBI!<A$=ADv$U4hBG*~F
z=}eNf`t~+-?8o-B5~a)PZ=YQlP`<!6j|ke#A*-*~xSO?WQOpdW@oI@5)V1g@)JGm%
zMs!x7nQLXd%xu`-83$BbETH7!W&nLlq3B$$qLj%RP4nq`7n!$8d<j#YC$st0H=tyf
zD3L?ZZ%2xIlbx~b^1(-?sbS1uP9hI#E~2Oc|DHlco_3J|ITgrW#Wm^aE*pJxcO{a|
zZY6s{<+CMp?K@{49skJE8#6?ocfbH%TfqAd<;_aRLt{D5sN+P|Wg%8^h@Ai9Vcw!#
z)!)i2=W0Xtul`#%-@J<eJYa069BOsLz;tfv7na5xU*yb75|Y{IOBU-YoOnQoy#32U
zi>Y9PzaMzrZ>aF9ol~zJ!u^{lT|xZa&!lH%ry3ebE<vpbIkjJTb3|JcM>-Hcy?l-1
z>qC%Vj$^J5Z_<ssa}lI$r^n!;c#7^Ct`P{LNG#Tls$jbkJo{+PXmCz6(jnd?wbLW~
zhQd)-Wb%sS#brX(RhCbixOB1bO^jcn0kZ{))}*xBUM1lqsnO}TSn55kfR3>p1)v-K
z?e3rSOd+j2MO~*%#AV?&X7o?_>oU4*DE)Gqtdl4Xi;7^@Go&<ddYgJQ2PN~#D_%mA
z+H;AjJA8IqH~E>e@p<zZh3;|$l~&{(VzUrAbE{^DcFHWSA+OgG=|{+lr9Rr9{GuPz
ziF>DB^fT)^CSafo_q=3j1hrB^RCqS5JT$3w2(=7}CPBQQi1)=wR@cjP7zOTWQ*Wtp
z&d*<OtG{nrL|1eW9n05n$Jb{2ie2TIni!7zr+B^UVChIX!)N+Y+9Wn6!@t?rpDe1c
zM>k-w5ILVTm7Tb5GAQxdq?q)zmlo)-$Iu`sfkPG>0kY$|qL^u@(Fq;1lVaM*qp0?y
zM6_uNKK>0WwN&maG4oH&TfQP}9BX6!#Ax;UWcv?`pn?+#y4Q7X#+d((j1E(|dsgk6
zf%?0M!g}t%3y#}nFVGPK)-}FDPwcW-lk&sBIr;#@+Y_|Ft)UOdQN=&z{|lPl@<B6i
z@Z*^>UHbX?68Gt~-AiI87EDW5R{4bL?`D#s2V3pFbM<P+i+%#fi%@WDmb>#@n-@nk
zM_hLggkAv1W)}KrM}YdU*}C+;nwzupb)<IX{5t&Oh|{*50Q_8w+(a2=3}D<tmNLZ_
zRW0yn5OIk*mel@ot+b?0_*w8X<*+?I#8UOIzM_*6Q}j5><FFSpZ9r|t0MtvIM#c4E
zh3hC)#kj+z_-e<HuTKeN@;-zaQud_m^>;$zslPPM>T`RmJOLYh+4SQrV02~Su#4-r
zO*1(e3zn$ZmYU;b<;5n(8q)ruV?pCQjhs@~fO2u`b-om=xIL>l-(8oy-YsikCFSsJ
z;xy~kY_wrh?kgU(79^K|xMbnB^4o6u<A2ULu9mYQtf{r!9kc6e6T4hL`2BIxwF~!a
zGM71W9VxyLZ9$2yX7O7q70w5yoVYNqknG)WcZn4Xw8hQQn}8S6EsSf5mpaw(swgl}
zrGH9{=zR3I^dE`O!)C<|85Xbo8@t65O$`;|mwBtfVb&f$OG{}lQp5HVugllI-PPG0
z!+i^D&Ci=xs(G#eeRpX(FVi!26;6_a_XZCxL@>1h!K=Dxd(||-QcrBXmSktLTtvJE
zpX)@>A7l+x;L%H)2Ql-=dW@jeBd4dMM((uYAa7;oe->Jl**FiZ#4tdWc%hP3jd8Ca
ze7vyfZ=SsjR<Uf^&zJn!a3}tuaJY3B@il<1fk@Gms=7*B8CY^cr38X}2L)R7!*?{k
zc@R0<0^;&>r^D%;WprJN>eZ{<QMGePiqu%T{xRp8pDH$|jC`{wh=<ySNvngKV7ai#
zu4{O+R@UN~D(CZ}&oCs)<-ta>Th4P0b(?}3GMV6+?}rd$D5U3I&Mz}0rN?8G=pZ7j
ze>FRd@zsF+cIE6==V5vgkTU}?xv(74Xo|_En29nBtK+7s>DS-Kka#Lt+@0>ijhm2T
zWpEw?A=84l<DtLjgoW1`{pz?S8hsB#EefMTd-3Ge?fS-opF|nz%0UaC7`>zBDL*!q
zcO$$K+=aTpH;89k6^ZvIF7&R&Pxukp9y+S$6oaoPnS<x4jqUvs5v@^lwb6>gal<N3
z*1q`T>rSpLUhlH<NnxW_6zT58%hOeMd7oQ0<93z9S+wryP;Q8T%W?V_WpPz%lK7}-
zgl3tw5eUY7rUR&%Sxq>P65+<&B9sJ{S(tsIG$0Z$LsXn%d8B|rYU=ovRK(9Ofq2<t
zLk<}Rm|(}y`(C(D94*{Kcj<00OZIilXbS2W=~MB#tpH6Rh$*$6IkG8As^Hjl83n-I
zHO`Sr(@jPA9`DpyDU3{ym@_AWLUXduJb_-pjb<_LKC5RNnLqX2iK6uDJ5!!<jj`dC
z3*X{hnslD`4@@I87W)EJsqh`zXN(^Du<mTv@8eg+AOXAP7zXDjx!?Bx9%k&2f=_vR
zegtagSkY#1Ia|sAZQRPB{BKU`y(6{i1QfeZF^rUu`-IVnMHG>2KMOngYr$idbi{Dt
z{3}!uT#0!<t%PhaDfT7BwdvZKvkZ+oQ(gjL^z99@ff9Rxc<GG&KLdpX8*G2mw(uCA
zE`G^9b3I#I-~9T&&mI5w9FpAWva+dIa{%eSq-`}nAt>>N{)a+zV&toi+#9a`9UP^s
zIU=4gd_8^0x_(xzpx=KbpCc6q-57_f4cM0)B&)ISX_~^HpF<L#v{G~uAej_y#`R#P
zIc?j^HxiHiZ4y*7YPRq^-aIyXd=IFwl>+!5S3=D7lt1pcJ0QMreh6+f@VTc)I(xuT
z__EGBtKxq!f`fLdw)P=j+0_-lr>S2h?N8SQ*3iUO2W(cwu?51X3-{DEl{&u63ktfo
z?FzDf6-8K&ojV-K*7)}hg}D#UDjKJd8)%-wB>fEiCK!=yCmi&`fV@4Fj_`HXVRhmt
z^yT?fJkL-<X7k+|8ahqyZB59L=@Bo^Y9DW+epEEKo3rS?(m$h8dQ&1gJ$ZHd8Si*m
zix~%$?_Pup3LY^d$9}K5jgPG#{Gxl_vP*US?Yht`JD(I#xkJP@8ll+yXgHbu+Fd-z
zYHjE@4cX|wZSqgho#w1W|1z-`gE-cFaku031Om9ZYT|{`S0&a=aB69qFdaG02x-A?
zcw8wnZxO!$)m4|HdgpCewu&?e{TDc`7)xupSNacfa7RN?153RLh+|QdTExg3$}gX{
zns};J8WGCZmm3>HNT61u)nG<n-jf^8tC_^k{B|=#22J`)9jOt-f`~L5hRLPO0L5Wq
zh}Hf8wMG9kT|G%0AkQoZ!Z4i)YHDtc7BMI2zbW%|JN|B)_XzKxn$ZU?*}rf2;@}vd
zKED7gQu=%xcq{KQ<~*+>O_XD|mjzPL;$TbOb%CO%-T32<KHb-F_hwZvUX>c-z0vz^
zmdkNjzVxlZ{y4%;Otm+rO2q%m+`Dq6y;bFf(E}W@M3oJ$g5^Rt=eS7oTOv@oVN_^|
zPy;|sR>?`xc{+HGA{WW+;D(SzwZT}v#Wkv8G?g?Wrgd_C_@+$j6wmODUeQ!b?GQYv
zoM;ib{Q&t?+B9v2ZB{E%<AP$h7y91+bXj?EzMmuUn!cT@URzUf=NgV{GKJJZZUu|w
zlIVhzUhQ0XVg9rf(dtk5;&JLVUI&n}qsEHfg`4?H3Y;jrukMXIFgMaiT8c(lB@XGM
zbW-dQHjTW_OgC#|fc&l_4i>nVn;y@D<8>6~<<&EgVB9^NJUnW3Vt$L%2pv-k_xS_F
zI&mHKe2+x%79X}7nCfUV=0^I}H3#~>U!HS(kI!pD8>gZ!H1%FNWKULOznkznYI!>{
z&RaXEWE95QH->i@^~?%#aOW!4=89TK7v)jGIvOjibDe!5L&_~|uZA-e5*Lq-9prXd
zJf7$rvBI!hcyKhiQ2jwCH}9_H2oRIe$Gc{~7dyz&h8;U-e(0<n$&c`qkL+3AN_3RN
zJS_J6K`P9tP4v)IA0A{;_!cr*AH`HgE|{M(*>>u<iGG#O$zNQKc)?2z`7#g#iB`hf
zAYDLARxETL4`=>R$rHrGvP1>)p5q1aU&l5YOBmu+j!IGZ5%x`P#fC5*WhS!!+J{ty
zrR1U#r8?o<w`*NvA&E~~8o2a{q+@_dB?!Gui3w_*tQQBQ<c1#YC%54Cc;y2G5Y8F?
zX8Y<u#syD5KN8DX<ds`OEQO)+=&3&yQz@mWix83KMB$@^fB&Nyazq+=n?-UDHP&m2
z&Oc95RiILjJ+Z8vVEl(dcM|jbYwQ1b-ueIiRX61Ct!k+!O4!>M6wd}+a_PvGX<p+-
z&f1HIl%9R>_h9VXm_|2R3nki8y$e4bl<X7u4Z9dFw0`_0h~750$xsNZPv#FfEAK5^
z8Ae9CeAd{hfm6JXP7g@G0bE{>ls(6DkG=m>e8NI3bp_BoO@d-hB*jhJ!8frrbjUxa
z(;F`<W86Q?nrlz0aCc*pes-?=y1n<rsxYUVd4D5I6uR@Pe16=&7IBYR<?ap6TWYJ%
zT>UZht9r%kb@X9i<?R`;SVd1fRWS~0q0=W6@Q!w}^l#0VWgyR`GxwF*^TaVLBbDyb
z+TYpy&N`)wONXr;gNwlF8Cg3ppEXH4Ea;FAVh1iL*g;+nmCht`^AmV+p)fRh6hVfx
zNbTqt+nWp-RB9HVy?-U)Ewt)Y<8svVSNl2plH1QJpx);AFV-4rY2`>gfSi7IYC?B6
zhst7`Hxt~H`)8KXFldA@!Qy9S9k)-(8%aR`!=Y8`r=6meZ!7Xj!r?us1@Ye)A}1S<
znE`B#kH|BX^TSLJIqj<;ID;3B#cql|R1(}&^7&K8RFE9hA=?&T4T;?I$WHhTiG-?y
ze^1)X&@iOQTNSg>@T$qs9=}S*;9Yb$lIiOEMVvNJ69cF4b6r|pk|~^*uq5UT+(kGq
z&*A0`R~=3$%y&VL3o`6s>iQ_>v5PHCwNp)7rc)Y<xyuKwTqWR-Zt4e%5d&l&-o|lD
zaZoxddj5kew}%2@cd>?EL5-pOyMxwayOVVp?9R?s)dM64fOcK8WmIjOC$O_ElQmp`
z(Qzi;1>b*7F??VR4hXNW;y4t?@KKnwugg+tQssR04Jiw3brX%OdZ6`!EVdkTR*0y3
zKU`wG2w6AQ+$Gw*U3MkcIH4UCKR=JxPx||zY`bsm!&1fLN4{@aCF$CBtWA(MnY^$~
z)2^cvwWU^kIoA5|@*riu;5Noyn|7*yrx_a_IFzbNuF=Qd{#goVr9Scvss@I`i>|#H
zC8T7VeB9q#P-ACXjdiE<XRfW&?!!2ElJ+W3bclX9QObe9qOsC`3AGc764la`<;DjZ
z!;czAz1&=Nq9anQc0M@2%0K59O-!w3{SrI{Bljj_qiZhmEUSGXyaRoS*I5$bUJves
z8(6gwWRXcbD)-M;CWL!*)U&Xk@6>WHUsX}lAdspvJZbw<*DP_gS1?KdV{Ww+v`~8Q
zsSA5I)QFOmeOso4+eMbt97X?%={xBwU>IslB^pDrPF2eUNL0wGo|gT&<DAajW==-P
zcT`U&>fXK>zA+-(CA@ar(m1`;&c`MAR{lk9YPQAy7+cH|uRi^EbSk}xAJMi$M+5PT
z6Md8e`Dt#AxgT1fVSB(9rEJ#>&EKi=Ld^{d>CT^5f=1T)VupBI7P_DsgXyKe))`(N
zDk|z+mLy2nTov45zn&B43tP0PCfP_t-;GltpS#s+uu$xilAXgxOqH)A15Y0ruZnMD
zGKv+6SIS>5rH<A1wtvyzXue9BjpLB$)iSh^ZT~US)}y-j43=uRT#xCikSkdn%;`C(
zMLKUc!rQ@gahj}%t#2Xyj!Reh#FPB?lLas1)qBs}YcDSxcT>TIg+-ee4ECov%l@CB
zlydW<yw(Ft>Ypr*zkUzUC=acO{3TKHQRumA8~mWzfISWrKaIcMe$hf4C5wqn<K5Jb
z%S{c{2+QpX0&rZZ7OCn#GG{132K&!`{9B2@U8N0v*o0HRoo{-aM12_;yQ+9S{b_nV
zHR#gtOWV_C$4i|y>(P*NGkMb%T@LVV=?bKBRqn6i=b+lyvl<Vv6;COr`D41V>(Zkr
zvc)L|eOU*Op8i8|5!2SprM}hARcQUQXAVN>DGmD`<#5Hjp-lld87JF{k1tTUVDV6Z
zTCeuP(IrNFT}f<<yBT1o+kmIf9R=kriYht^T7v?Mt<I)$maX@VuT;0g05>hM6%5m<
zpCme?CZ;QV#T1s<q!-v}S^+CJ^BecS5S#xG<^LiOeS?mnzE?VGP7{?j1f4fe*3;rv
z;`h`x{>T4s?pVs)XkpH^I<P+V2pV-#7$d@C_q{R7)lgJHn!)DXha1Lh5ghLizSbd%
zzS;x-q0HRB#T{1ajFS7i+WEwq(a_vjm7-|N)Av%MB5n+7U8PNZv5wFOtCV-}T$iYa
z^K8dygK}r{iVauA=Su^uLX0^C%$DO1u1kN7>*7mCh_0Dp3{c-e6<3UQPZWHrr2T*4
z)oR;0stFoGrwRwdGG${UxIV|wXVwl{6>36}A<}>L@@WX#grXXcX8(+H`QtbnGK68o
z7Pg+;<_l0O>}7|JIZ`OjED_BbCe}CTCjX2GUrcsR`*51@QG?~dcGw!(+O%BWo@PkM
zESTOh|HP}xj4hE}>piJ<@)cJ@5o+fsuk@<&X_7!`gfw^KI}qtbLRMs)p7HW~bY$bt
z)0iO@<zj2u3u;Z)7MqYbPYgp(gQCK;LUuE;WuOkc21@vQ;b7jC`GR<vo<F4!9tqxH
z*aQtPCR28m6)ZO(;wx+fWn36DTI~YcN}>dLjHqS>H0}Nohd|us2lJW6TwG_VSd&%)
zhS-I}S7Umiw)@nJ#BR4@?KWojb7{ea@U1ooT&$3y((#dB4i@46=1_3O7LZ4EbK!XZ
z0m69a3NB`)!~y~7(OBQ~cZx?jyc1?70qj#_pA6q#9yWZF$@oQzqw=Ojt60`MFVp2v
zO-G&aoZk3f_?`Mtx7GT}*yCeYp~wvpGQ5#xV$M|$kYTa=BB_GB5HVdD&7`GI*VoHl
z<yozqvIzl(G*~?PW*#O%P?+e_J1G22CGld(8`IJz^H(jX`i5Sau-@}PdB6ZC6{hxB
zUg(gI-8bnWp6?=~M{<gQn>=+poU-($JCY}Qa+*ptg$Z=r+@5Go3)-OYoJ}2pX8B?d
z)7JGOxq4bsE8qER%+~&9A3hwAW#7If%b%&wd(MHaq?~Bg_wmPRx^`+H=cQe;@C(Wc
zTO&=Pb^CtE{aCs-xTz3L>zW&AT&(4n7o<{jj>(~fkSmF8I^C#Co-555z8H8@+yExd
z3QL+0+EJL}lX5vqo6^ER8$)UK;WTJhM6u#wbgyex{N6Ppsc+lclK`glysl+;vzX~~
zX)nzzzx54?NBDqvXjxksG9JPCSs`LoM`+1bdGm%LwOpnw+`lZf&p{N!2~kM|+S5zg
z0b%1apOp1?{&_#dd~Lb^_gjELd45S8@!L>5x!bQI1j}1%MC!r|J3q8PT{!SZbzdN{
zPl2UrD;b*q!dY(QzUQqSwv)AoZ<<@wB-RhM1R`ieHUB8=*0%o0T?V_W8tumq+>lqb
z^F@Us97LPX4ct=8$SFH>@TEBLd(&B+r*VFUU;E<%8bW<Oe@;&Y(*C&k`a%(3i<`47
zmIB+3SNSnLMnG+O2B$I+Q7m6<pKZw!KcQS3*04MmYZ6MZRo=3{RjYcyT$$$WimE=G
z)eUrNhit&{kE9X_TTv9+5wUmLb(|;Gq=uM@5PZKYd<(^u75N40FugX#IEc5ey>^XY
z!?c|l;`^sw33^#R7CEsk^t>hAqPnI9kM`j4^ZM2zV(Yp_mD3UYM)7>?%}xjL$y!lv
z74=v`@zKg3B%p|NWN}d7kk$N-UN2--=Z`z|(xTMZV7L2Ghx&F%>&Th|_wXZLnxVoh
z-+SC-$9F+7qG)Dz))AeAJ0yL=&&=L>q602*AfEA7{p`Axe}DD8BRtvPvGd(mWhq6c
zzBX%su>Pr>1K2WSE<kj&54}p{zdjX}5oy=bEeueuogiDGbl3miSvr2M^yU9wZn-L`
zgsB3Tt(}n*-DOz5B65YmqUDOy^HAjJ2k*L=SCm%CQeDxtKhkHik=j+x7*Y8!Q$b`1
zyS4sqmGk|#nbkf@NqzcopDQ`EkUDiRy@pJ=knljhUrSJJZ8nR{#QuA)d2~S!CZTya
z7W0Xc#Sqyy%OhZAWfK+BH4q4WhfuD4g=?VZ9r<nd&vcsRZQhU|$!-K^^P%;f+mg$q
zA?Lj*3AKg>glDIJ#3-8j_=H_RzB{(*rJ%B$es#B*x`~|PkFu+0GcCHvl-0<mQsthX
z6EdG*!l?O_;DVo4lpz+8lj>xzx}eNVBcJ9$n(Cv3?ghIAp>N2e0L9!B_$?@$!kYAx
zJZ=TM#nqZ}mb?~F!9p~3VVn_^DQ8(LEZh-JD381qndAiUYqsfx4B>lbZ1ixc_nVQE
zWXuL&OeM}qsFXY$UH(iN#}{0S(`MBOm7Yj;*HTL|MX6Ao{rc~3K<SnIi~i8W?lRT7
z7xj+8S$7*go0J~^Z6L9>;%>Vaz7S?ek5~5*bY<j-IyTM5Y(h?9zo4|-vu?3iXQ3>q
zbP%ZusPk4{k=keuFKI$;zP=eN<JMkYl33S{_zshsJ6cUgm%pL}3-&om&@idZwONxa
zU@C8Qr$4G^w(_Irz1B+6WJRZs$+srlK91bJ*Xn)8FcK=km?U_jzPM}%zWh?TD@eFa
z;d*oXpjk|a_VehINP3@tK5&QW1O;QxqkMm&et6f_u3m^77Z04gq<;S<qw|1<x<!0L
zUmdw~=WQ#*5WI&+a#K$>GP4obZO{fhPlts*gTJ`KSICU7+|7tR!?l(}US3%%gAvZb
z<v0ZHfi)bEvLan!N|>}4w<X3uMxr=--EP+O@*YOW)xbLS8~}+C*2_0!j=t!U$HD=v
zG_d=x0EUiO?XjAwQ-1_YVkVN%&4+i@u5s|{&4mOS9dDU2eS(@~;{%cMN1iQ2V=$FO
zp4bL2@}D5ac_(bbX7TWdr30^PPu%05IN~4t-+}Xi`qGM_p2+w>M!!1~%6WR=(_J})
zccsFtT0Q($uLX98gVeRE8(X5~O)XaFKlCf_e)T$^*B%SXnHB+f;u{yt7shNm-s&l1
z{_)Feb2TEGK3S5kZ;bxvnH^O26HS1wz}xJ#U+o$(BniCnJ7|N;fKWG~pA#>+m^!vR
z#c*&`c;7?Ik*AmuxTKMEu3b@dV8qboDj}BPv?)JpzD8jFertSB6#GX(alvYA_rb-3
z`2cb`F9d<XVxJz3((5&N$v>Dqe^O+1o^qE!uHS-HE0F7~c{Hi5?rrGVw`W{HDR`6`
zt#L({!>y#|)N)z3cH(2)>z0Vxf1D2D>ylMF6M@e50^-M&yY;d`Mc|9DtD}x#A(AvR
zKbo1M^87CZx|8_pR5j8f#XQ&4%ugi=73aN4B}^Pnz;uHf?&9w9w<RZbLo?RXY*(VV
zT1%8|Bir~*T?iJmv1$J(ZKPY)c<GEUPR0d3qZze@<a)WRsg-syUm#=nWcgnRTg2=#
z&{_Sq6g_rb<A`-AK1iS!4_HhLZ`pA=-a9_CGJjtbrVEWsiX3HPg7={v$Ve3+PChy}
zJ!k)ivh7>-A4;Xc|2jJtMY(aFTfy`kbQvXiO`<_w75_&-Ko-3~x<m1U(mJ_~n*ibr
z(-)?hR|qn+8<S^rp}$wuQJx=^j@@)his4mr#Eu^1-LG({HJba*DhkJSQjC`Wox|-c
z1>;oCs3lJH#aPeZFV4d0w-ePl!^MNVwTar&liyCRe__5&zoP114Uc{~WW-Wdi%7pU
zSM4&l^TMgUPiI<edjm?dt);<jm0P)@s*_NIne7WQ<R9crW?Yk@%X(|P?B5n^i<Dn*
z2IfmE?+zU3)tOE;u6ccBb{-)N$MLn+|62E`b#sf1h`}93+-obdmR0=*Hw*2((v#iF
zoGJV4X|PwpuDjHPUgnx?g8jW}x71L<{LhTKXGt+@b&*sOEdg@=3y|6t1mjhc2cv`E
zWltz<Ra%5I<!)7~$xtiTqK#{j+PD=fnwX}DsVOlsl-x-B{IAgEJCzEkK^2&Yg3yzB
zClsNtx^}}Am?(p?)iFV@I;?X4j0>aw?<?P969$J%NlwT!g9!<XN{5Lgz9^$m9&j1z
z1n_<@w$8Fj!L0$|@=2};?6c%iS(=eui>6aNQsTfcf}V)1VR@+TULpgb$D;qCBqFgr
z#hYwubx{`Haem)UBHb`qSpidgY1Q+W`x+4b!`?!g<@o|M4QUjEhv|GbJ9&iZ_B3Yx
z!+WTnJ|kragz#j`jb~sh-<HUY;h2>h(Mf8*qqMTNgT#=69h<5#`41#)3&}Bd^e@D=
z4c#by$6uP+m$M9_Hh6DQ273aGg&h#_3t;(W{u<=5Rho_99c$9>VWBt1-OwtEQO>2%
z+l~>7u=>dBhillSB1H|skv>a3kISh|+V0kyw3YNJq)XD?h==N*nRr(R=d+BtoNJ{S
zrt^UgO$)tGT<o!~c2!Y+Q)F=?Bo+(QHTvyOY&??VHY)yY(!gqSle^xTvd5f0k5mjX
zTao&i?jeX2-t0R(=j0pbPX6}ZsWtFKSu=+Xe_6CmzTEoco>ZI5H&7wY%|M=_h!V%)
z>$4Ja!X(^RY<HQp_7A&HKg=dDJ@5*dKc(mocC^{WidvNpaj<bvvJ^`IX)dwc+svD-
zHtoo2D~Mu)XMWcuYvk6QGySV?KPpfnnn|xF_PD&Lq`|wQqes)HqCJ1_)!KJ%g1=Cz
zOP+ixh!TIjFOIoa+RD^0NnQ2PT<TKZ6YU&v0P^Zy8gjJESt8Pu)iM!67jZrVO@wf?
zj((FWIAo**Em!4R$<%7H-livu3b|14t=5!l?<r@*eml=>GKie}L4mjQCYm`Sw+IC<
znkBg8Qdcjc2*!^I3;rGX6XxWf2$|Cu$PaTanR1uog!Y7-4Fa$2a1V4gXV~+kSQHcj
z(v$kHk>-kvuS;UuKvD?@FU!nC%5BSIJS>a&F%#)?ON{w|weVzSdM|72cYq&e<Gk?R
znu)m{GFX$2c+0!Ub;n*a!>4a;dRdP`lZzw+kCV7uF-?q-vnoMX#elOb*2jTQH4URP
zSn=`mIDz><vBV$d4JIJ+qEAf0Zl*BwQ$h#wM1k8<eW&j#ZzKT}u%^`MgH@WEbFIj}
z!x6gaT%}<%0i29^9A!CmQI^UH+pIV2HtZ@6QzWCl)dI-yy*aW7$BnfQ-SkQcIMqG(
zoALuMc`>7HWGZigycfXtB~`-2-vY-o#T80;tYt?Htb@rE6s3o+$Mxx>m{WaC8+8b^
zHr9tGZY?8@;$>`4*yh(gLPb5ZR>3}s|6rMncV&g8Kg)iTnJYQm_sONP6H;p!Q1`?T
z^nQuRIp|@_Xc(eVMy1Prp&o`_okg~@8RK+P*43D)HvhJvD`8^0^n>B{wW5#qG6Y>?
zOL^4DE}{r{Zi{!czZ5oXqTbK9$VnY}QXDoZ{;0|To7^&<=zKA)-%dubMGp!?&+uoL
zzE1Ss<e^;p{Jrv)LjLsw4zg~RiXSvuS@QswGNr2>WB_5ClLVjg?ncU3@65gU)uuCI
z$fPys??M?2_qBA?`cvszk6gp|D_An^t~XR!8P-JCpzZAR&b}OGpYT2oai{4Y1ge@E
zIZBM7T@^EuS}g}Z7%bKudl~+UOC4$#dZ_WnnW@{<W2?m?oIHMc5pz35%ocDS(H80?
z7RfosO`EIm3`Bm{iPWN%Tgj(?-nxzAt4Syy4V6oLrznGlbXKSvr}4VzQ#U{`N&F7Q
zQ~yKhs;l#EJJrOC{#8)*6Aa>H=MvfS_U8Dm>#lzGC*F`xH2`6$T@goPF;FzZ%)8i|
zQEY{dOz>4zlLfCD$pUwOHj(7#)1k+~vU4N7C%(QxI+fqBeI(wrNKlh`Lr<tC^AYRK
zt8k{qQZ~W_%<tc=2-U+;-mrZpL?L5>@uHAPN#y?NLVh17VePL3Rjv;6fKe4RqWxPu
z<eRas>)Lev{yQxOetQW259RR1b>xmw=4F0vi<{lH>^~H5=3^AN7|YCPRrv^a)^eXu
z<J>srKCH=PZ%t~X=dZPv#(tdzvw--PJT{{jGug4I>~62}@T=XtFo&iy>EG@G#tM^6
zNnB0{+QfuCQj$|(VG;{}J+~KA5$-UsA1Shx#^Rg=EdK4moq|G{g_{O(5a{rqSSarp
z57f8BY3Qtu`iWGvzcV`Nu27lacpk+{De%W3@9Y$&xwy5qQSa=}(k&8ihAwMPL~zoz
zmlv(%SO|u(r#UHuctob;m(pV<e>n*rX}C|fYmNWmW07%EAwq$xB5L26Q*->dE(uy1
z4_jbUVg<eoQK#H}ksB;T=Fx5crKXRdB~1+ITx=3s_R<lXqvmoO@-y&Dq+X0kq1PBQ
zm2qV`6rxMrxNkW0%7{AVSwa=zTGj^+=%B>xX=LH<<I;|h1M&C7)NCq_jDCDCUp=_D
zTH~s^PrTQ7(2lsv)bFpiOEngEByX4_%I%RfwDF8#uXqQ*$XP}v`nok6{#wxc9cp_o
z8J&6E4JNAr8Mo#xov1emx5TKkq><}C4Sb0YLAJrEVye02MZ)sX=7jw-l$PfA^MZny
z1cuz3mO&mN@=cv_dbVj3f3kK!@0=~UEE=Xwzx2z|JBhN6j=%MAmlgf#<oOU@Z$}%v
z;+Ez~a^XQAcnv7^Ogi4qGzPYG?XEVs|0wLFPA2458XNw2isYOh#n%T@Dl3L0S%#ag
zeKL_3aRQRk6&8AhXtjdf5Lr$rPbFA_mH|EYtYnl3n)F9UgG;#Q{59vaAoKG6Rob(L
zVk>dnCo4tUKgHDCf#dw;zFzKIfSI%~-pABgU~bzK2c7k=t`9Bs7p)vp>BW@r$Tsms
z5V)x>aZ7%{GD5J+{HI@@u*$S1NG^1*I$RO#(^5o#4`mKRsk#!4`Svht=XYLOyoy~m
zQfBq}N{9u4-*-`)W@fOV75)?5v(MeH?hsrgiIG&!S5D|hw7W`C`**fZ5D<~_GaNNk
zO9S)mKA{_0Ict6#bAr!5r0TYxLo%j4mO66APiCDn`(-;4ZV|p2nWm!tH;QQD+MlP#
z!)PS>Zlxe%ER;C;BfDv3!xSwK@H)vj)_+kH1(`Q&;2v@XZv9@87V+EKm#o8f@n?|C
z37LPb=fEvP%UYz6QO+hu=!15Q1yIAJn&NprAnxm^$~aE#v(cH#KlhLmmlZym3wFOT
zEXO^03~uqtBV!(HwFenJK(63_C}c-;D)mBI&{7`YTOGW0-^}+8fh&KLtVc_aEnAzz
z`}*hrE1gTfsk4#llXk^t=*{+TZUaR}1|xMbaQXx8xG(Fp4`Acb7~RV0P$*Wj-DQP0
zBo@=(!8;Sl?=P4c*3ite%O|zD`VS?fozzBX$eXDr&VNh}u|j<ueZ2(@+HMY7PUfLV
zLcYq8_FROB41Z{yTyjE?GHuKw{M0+kYd5v#BH$uCJZ|4bHQ#cCZ9a93SCy$$IlD|0
zv%?sIY2dfZk#RXS?*~XhS7t5$^$E7W$<Q^%wD#%hil~gqSvW<fc!=`<VeBoVqI|$_
z(V=A|1O^18yQM=IQo4sOr6iT^?ilHk&LM^d=}<ztyAkO|Ny*=R{hxF0x_8|#_rrXc
z1#8yg9iH0He)b06b^c0{>%OjJ5}Uo@y^T}V1sYI9^>BfDq8%e6L|0xC=uyK#A}=|U
zC$%H1?NAk<eO#NeFNq98DS+Oz41g#Bx#vQ-5(XLxkOWa=AzHvYmj8J{8dAWfEX9bz
z^zbp-!h~rMuzbQXlZE6QN;(yNpNFsgj*D^s{z3{3ZM)!t5gGz7>l@a6t5b&T9=d#!
zuJKo|%QQ*%9`?`^cvk_RP(L!kk7*1pKdRZGzO;AVd0RB8Cz^SfH7ENqUIHJ>n$?lk
zR@;FF?AWOa4&u{@i%@d<JRzmiF*cD<<h{W|$)>nMZ%X0G-v@@1Zb2hUJ3qZzjkJHZ
zwCdWj)yXG5$C}edW{fXstKF(PI;s)q-FB~=#wh+H(8*eY=Rh+%bWBN`Q0<jx-57tr
zy7fai-aW373$L%wOmx??H?NtJQzf`iZZLyl<k2K#GCwa?7<>8Q5I(ysV)3ngU=243
z40_ToM_lhV?Ac3y{QLr8vAZ*2w(<v&X1<E1P)-!v>*>VergfvBwLjOm)=tL$?%3+M
zmL~hU8%a4#F?R7y7#5iGRwa=lCiF-%cp=x{Ug$J)`93aFJ|&disi>J0Ld+fJOtY#c
z`HmZUFdS;*IjGiqKRbQAbP4^^$SEW3*4}-)wdz~nG^6*c{d`zKil?~-ecnYL6*O)F
zp#J?5VBf(T{3K9U*8qyF+l-4GQAlF#7dy!h=89r8=Fcum)IGhDAgMoD`{(zF(~~){
zc(Plzsb#dDw-Q7PbF7|=-pwESn54ITf`a+fF2+wE6;CB5Zu?BW=M6XOYgaFH_gpTE
zK8cJ;aaJZh?8mm8_fq=r!}~YYuizW6ho4jN7{_IwUJC7oH(GqEK{Sl~_$gH6hFPs|
z_^pPIj4^_hG|Aw1@OP9xe%okNOb-rUCmy|mcAo0BvZKfOcd4BeqUtvhI`*!w*K#=P
zX8Hfp!<Q9{-coq;5#n#pIg2S)u2dg5FtdmbW;~g<y0tW$^VU$$pyMCiYOTwgrDTn&
z^#V76XASDS+SO<DrBrN$fi)r6ukQOfOE3BLSnvYFte4?jmcJ8@{hx1*?DP93deyyk
z*bS2XBD@MWh}&9v=}H)oJ9n|$TrFPg&YxuLeLfP*zv59n@hgsJ$v694)#vqq@>f8K
zo3bkDRNEKg9T#wS8{Y`6ms7v5&<_CphQAxm+%2Lq(*-WaNC_z(H=$6dLQVST8JU&x
zTZY{+YV^PA_q@al0t$aTM%vby4^V;bVJT{FQSa5(PttGA9`k}~0ewVH00LpSUb-@K
z0C0#2JFG~*MVE}U?0p)Ad;JG;^1WL~n&2AkN02<xNu&~{riO%3<cUS?B$qR9+OYw-
z<6fVoFprSGo{eUNrweWVv*2;af!&xRzU{wL4k1Do?(PeU8-Qm&cZO5nEK+fSG3|zE
zkh$36^4DJw;?K&?JeVeE){3M4mM6MIz%x`bX^U&>iTIyxiz;Q?*i`{jjZH0OGVItk
z+)l}?AQq=ER93PF&L>M74$)LFWd&}xF$$A{C7;XE=4+q=I3GxZC0~oQ0qDVij3Oi3
zg$w)|YOpM7(90yR8u@>Ed|`TBNk6kWuMvW>hZRT0o)K;l^H)dq+~RVkmg4X?3sPG-
zCIYzj$MgSz{v22pvUFWhs=C3H*fVlHSnrkKUsRVyNronB_+gsz$a)G)1**nRa#Qdc
z)Sa&fx@-yI%<Jho>N;45tg5u-?ZgqJ376;r{4sHow_oFe;!-YT#cgSJ-l7v95s3dP
z=iL%>q>eQj;|^Mr<iGu?QHObbLLb1C?0FL+G;2CrLOSu$A6ICQGBY!iI1GmPCBu4c
zr<<_1!vKt}YOa#8!M~8jmXvaVhTq($lD1}TEl#0jSd_9XE<EGn*;=8Y{pa|t{L|m^
zQDNWRYoYk+!@1R!&);xixo=$}MrtHjsamk^VEi$U3jcv5!VNzW*(VXl#`(=LPi9jO
z=hnRy;l;T#D{p#*9;C|As(s$COr=iAmhup`aouv$65|ww{q$!~06Xz#NFdm%9~u{s
z;!+xdeO2bp$h@t`CL1oUKcOd4{OpurBJ;(KfU$^X_|cIvIi{b-p{il|^-In%U+)Cw
z%<*HaKRid56&i;ml^%+a*xaK&vxe|Nu()Oq+*L$pvGj4vgletWB3IvQXf3PC*%Vk9
zsmDvPSzi&8HUE4<Fho9Oh;Q9e+2gPZqt%r9=-#T~qq`3nDzzWNwY}X`W?8!Hl3v|c
zB?PkZ{;3_`c6^s=;=m9`p|EptquIK3r<Jt*sf&s4Y8C&NVR@aUuy}Eu+t^cW#U0VY
z#hI)wSIr!6;NsS0VNFKDM!e78@L%$OuzuK!X64JJI+pfZ?onCX)|>JDz4+?`-|O(*
zTzrtQeatZjeb4YHq}!09mKvzZKQYPcqlT15s$f4eXvE&?YixDkOTMUm+JE$_$r7lz
zB{{cB3v75l+*h0>#tL=v%?p^@U^RHv219C@z+bwik8rv2xtyvgJox+Dg^SvXT@~40
z3S_m5!jz>NV2N;EzUf41J^5evjBw`J()|wEy!Y>W>fKhb-JdsxW4^3tHtn3ay{<Ze
z?a+pQD%ce6pJcbwZ2mTGck%snYj$kbA=5TJdHt)pmU`lOe^D{3N!C>9$g5{8{F(+?
zG)0T<g}I^Glelr3!BWNi5oHM_<o<$*GNLdoWFv=}f~^gbG~^4vrX&UgMh-G$#oz=%
z0H_L-uPKY-Y=g+x;ISElXaH3{BH_6#;AV{uwe3l2;Qz#{YNXdxA7eSZL0#(OtlCaz
z&G@Vpnz-y``?5CxzkME|!3EHi-5o?XTS}}vI0iV>6t4v4|K4cC)@)33dNtKbroRiX
zNT|+CQ<S9&pyIWi{i11e7Izs^94sX6i)Z)Ijkkwu7Byx1krhu~Lw>$85f@^WFv-my
z5h@FUENjVv7$FTBJQ$p`g+Zt&M{viq$i_EtuAW}M+ESXWTNvr=#f^Gx=`OrcFd<u$
zynlEjo0!tcHf|b|F(V~;LU^~d=;5;b`rF&{R6K=o#T#b+o*&McP3Bq;^uIULO)p*l
z#>`wNnwewJ?75t7mDtI>qDK?47}4BrI~UBv+i*EbyJ12KOr}*nTfsa<08Jgaq;K>4
zJvE%1$pE)U03~()epX&g!hVarM`7mjZDTrLRumy}`VuK&2nutTqyEk2?B#r3r}Z>h
z@s+X8uh}tYIA3h%d;XdF<1`*h!d)&&0a|vNiqD=zF>@~D=@_7bd&Tb@s2u{%-P_|E
zX8J7q5NBCkPWqfN+KG8M6!G3A<$dCb1Qo{iJI3a;{*lqt%k9`wG)~eB1~L4BDla~I
z_JoayQ&P{GIzNm2gXO+ss~zxo9jLy@ENEzJ)xCyy{)uwDD+T`i?|`Hp{-cD<yLVw?
z@(innVhrE__Lf;O;!n@HZB98EBzniO_QtGVhb%V973TYR8%U(W^j;r9?!Km@*4Vb0
ztRsct)0oNkqf+2+fYZW+`ft^8GelEsdva}R6Tsy4i&J&eOT@)j#&w#?9~eTnBhdRz
z8Bo#?!*wNcXkqcY+ax>Z#|s-l%w-X=kx1%qDHgcL(2B&i?BSDfyWLX18>05)*?DC_
z#X>~V6eX#T%iq$LuxWCZO1zCiIJaWgcJ3^Iu)@ZI|IV)BVJT@+r=>q}U4|BGzHEs|
zn4Tubq%BN?%aEy-lFKN@*cPTtDVS>lBRvLCY0Sx4ZSv6}4O)pVu8UfR(fhQdkdV|k
zRYqKWWldQC4Uh#2RbddCECh^+ngWz63`*aHz>Rc^DK|h?j9`@o2QuK8yS+eUVaxb<
zDOg**m)a9-@;&ynsIIvlFuXw()yCy|LvmRSXP0Mk+G3nwly(0(xwV_Rm$93WblR7G
zm#jHWj-gntt1A;}*b4qAiEmg1c1VVXn_QJEsQ9tANu7)tS>!HJD_LSUiQUcoF*1^2
zZpDrelyLHwhx9jUO-0>Z=<+DS_=h9rr6!SOnL_V7A{zMQT$Q><tzhI+Hbo9d%`D-G
zH3o7HSQ4wIF8R3BWQcepku2Sn+`|Fh{s-VOm?_xsYoJIL!a;^IvXCweE?X7|2B5Z&
z0M>Nowc(KeKzM*s`&cLTgY9jRfZZqTK3+j-Z`2~%NS)0}&B1-!w&u0xX?@V813CXU
zk9I3`%{u5aIP8mwTBD(<sn>f+Kj+~oE6u+X0?FB06Ds`~|4{caOaJk&Y8_vwmlwNh
zk3Y~n$mOj2rh}<bbyfX(>v;Wr{71RKT{6G{X0U!CXZg@YT1uDxPo=i`rt=))b~W)b
zn%jhCy>7VlE6BF);M$p@&z_Ly=@8`|Pl?y&`5?;fwhwuy{~u8eFR&zxFU~+-AR8%~
zQKoE9xfj(qf(u5SZZLoUE7oUky+iqjI9;B8o9zb|6bTkeQ2Cp*D(Gbu$MhE~u_SvY
zMP9p^ZQVCEW=Ve2z`mZjN><)b#-Pau8>NUJMlSPGpupaK$LO(8z2m17Ff8!5ziwQ8
z_<1<9YuAWW{{|}u>1=?f3F`N(p^B}_NsLS)3^T0$2e^uDU>Riv8xVrOAtE@+7MHa!
zp+8ebjXxscM`0Q;N&OqKiXfWV8a&*t!La7xmO_TZy<&kl#d4+L-A`+aA0QfR$~drp
zuvB3RPNwaVWY8q5ENVheO5j}?k~X>|)m)b2RJx3+Brjn_(Ilt2_nx%sX{lx{czc<4
zDfh&<?{WLf&4tOZqPKC~Q|h7@qB`_fJ3jso$<$dz@t@oF5##nH9&k<h4CyOIHozEY
z(s=h@whk9+xg^FiutHy=hN=sQ+3qSpwEZ#OH^ke$gsLme6SVWDR7N|2NGZTBMTk%~
z$pIff`){)Ef8<HQ#7ev~#+|(0n;9*3*JHo1aN5kTm>y`<ast(^V&#{-z%RIiXS^*_
zK+5X#6g=UNz|CUcoSI#cA$KSTADXV-Pw-<n%BXcwrKB?lVe`*Q-{G>!YuIAnAfr$)
zak3uy`sCEbf&#&64E@GGWQikL@MpC-9mx(7F9mGE`@N}UR9N#iA(@=KSw@N3+!BW2
zDadV|ezDDD3T^#{Vei5!e!IXhcvScP&m4AQ7b01)A6refEoQUk3FDzsGgVxiy{rB?
z>+)>qNfx9hF>&g|#qPiCIlKIGZPZ-bn61IWN7)xcl=h#mD@bl`(jp(J4)xm~>Iv?&
zh%=gn!lkRtzmuN#rlxUVj63n=HcAKLA8K6eaAcz@2}vX(&Hg~|PKctaL7#d@ja?VF
z$)_UwJpN)T3lX}kgr42jdUpd?Yxz|Su6#1kc8pBs*iJHqvVQjF&jvG$!`LBdCP50|
z@OMxtijA96@#Ny4MZC-Me9dQQhTK~oPS{vzXf>41lCI)qzxp^o9r-{bvd~{U3iOJF
znK7!7deR3u5AN1U3?X2iV3xulp!jR>O$FMNvi|}1Vm+B@{xA2X>5aInBZ&rW-)}Vf
z6c>-F|12;%!iw+;>s1R}3J=#P+!4MZYljK^$5W&I`O)MmnI9O*`jkH)I3XbY-?$2N
zPuKX3Bo?it(gX27rh}6RFkPIlN(Z}e0b{pi;wYDeq!@YXwYxcKit&DTI~Tc~JPunQ
zoA`Kvr<?gYlg~WNVsm41`>V!0SUXto;`PStWDhxQx>@hsW0`q4z9Bo4TR3eof*&9b
zaMI?ZCQJiq9!3shL7>9O-D&g9HI-#S{L|%MOpB^8OT#^A6Rx1F#V(e|VJTrIMfqj;
z{JSFjGjBt{-Leqv6bM*TsoW%pa=)?HQq*Db;z)BgDM6UB{EcI6L3N>LDX^dm>FxBO
z#=mT6o%^ZTigrA&U}^5}t4D{afF^QXBiYH^D~=BDR$Hl(*-fUDp1-v499!HR(Ds9;
zcqWb>Ef*b;&y8(mM}B0kzph+XVsSX#O$Z6o)|0YZeI7PZr4y?xj9O!fhoz#CAgBl?
z18j{==(MPZHwd}_`@{OrJL}F9RqtBP*AnS;DeDK4?8`G1DUuyjT<B#SO#0^&PN?!d
z0nJYLa%?VQ{fE$9M>CDVAK!#Xv~P7wgd;}XFPIJvAwG|G(=XH|^4N!B^Yc=C@Op~S
zptv^s*YE5)N28L$MRoKoi4N_)zOC|_Dgzh)*#}izI~Jta%jfj35J#0{Z#G%ZoD^GJ
zy9~>NLR$iK)KuTNOR(rYI0dpfguksZr;RD*d~Kdm@15mLPJ>3O8R9=?TpRS5X`pbc
zj`6*%^Dw(^gd$f<u1BpGGtZTw*rG|?uF{mNA02l9IdFvx`RX8-%E_|K5h91v7u4_T
z0qJTL!%1GQ`e{&=)nD;uq|?Re8T(a<A=9n0(3(`<x0iWUD#?zp*%UK3$zkndQz>Gc
z*hV{R(Twa%=JoRS?R)UBy_N!d%#+)pn{9jcAK33wS~;vn##e>6@LhPza9Dhb+t}Ml
z<h}%(2&rpfr_ecanP~CJ{gqsA`IC0GA$gLeEKmt?xqEVgiJ1c~wMit+E*-~{E%1uY
zkz)|NosV&w+0|3EHfxEI?hMr9B{Wop30<WH-G!qf3CXKtp3GTd)5=Udt&7cQjnZr~
zXmMc#Dl|3gFaS$Sptvap5;>d&ZTh=S;4SsB#Q&yYrghq1M*>GlPk;-W^Z$xNS?NU^
z>4LUk1-kcI>Oj@-wpV*rR9g&b=)%BpVktw209!7mWPi-2*`)cUGp?j({RZRgg|mCg
z><Y)9#!+L4G;O)7b4+ihgBTLbpy8GiqN?nogo<ZIjK^EM<3c`jpRV<G-}+3G;}Rz>
zhx~*56l`sA(f(zI7gNfzw9&FaeEn;jfXISn%JCcfKBurUkjC#X&KX#v#3JU<jQZr)
zd$a1SqrVef(ags4?&1{?Q?G!5!xMozJH<6=Sa=3c{icnYt(Z&)fO(Jx*aumCR#`?-
z2Y*{1h#M8|v_#{B47la-heSt8ZV>oO-(B-{Qzu`+<LLYL7+>)64B)Uzg^~F?wmCC$
zgu2Y|SM<=)-@66n4)df#@7j0E?G;ltL9l791i~)x=n;oe8Jcs2W<ipyBx|sA8Crft
zlk+c?NaTT`tVxFIzL7E8hR0@@@K4%9;rCT<Ph#-)N{RXNndou!S@w?B+bocSF9vpp
z>w>$Fjzwpx83{*~h-&>RE-Bd*q9Vo+47bUI6>%d!AJ|0oe=KMg;5Lhh>M`J5X|7h0
z>?}I$*4GoT(vNOaY*g7Dh*Px8{<_H3ME`U{8k2lB{}r8jxvkB}Xln$^W{dQ_;boRR
zJ#MAq?vJQ)V(lhew?30xJhSK=((@U;<cBz$zk<7BuYCXJd|!r@UJ&E<$JQ*<e+;%V
zw%GX)_|)m{{lOgjU{NbH$!C7vpKNo0ui`q%I$hlYxgwMS*y_|Bt~?{wZ>6`+eYi5&
zW9s}+x-?*XMcnT-en`(D_@@vP%{QUrVp7-L?1Sq<*Y0Zq9WBke!NC)T@LV|;;gLYL
zT7!+R=K-eE*|i_gg-ZBzin>!QV~djWq~4w*T{g`0O4#G>sHGUP>S=R+3&vQ^`4Kw3
znbdE$yg?Rf;B76}tz|J<N}y=7oTx>MEv&2{%Z7%KzZ|(R9e7n?v@r?0a(6SHR0EKc
zj8j*IsTQ(+`9^MCi11R<$kYCj0-3t7M67&}hzM1q2PN0Fw=`oz9<Sr8AT-BnRsJkU
zw(gEaT_jBaU7^j3bKdVVFpGuITL5{8{b^I?aVX$|{nEmeVg{F0M5L7N6d;b+3n9M^
zy8Kv?>f_>>uN-)#q>snl9z9`as%r{P=$bEox!5;bhf7Qw+m57Gk`D8oc1l_;hP_5U
zmy4Z~|D~CZ^*fE)u<oyxz35Aqy70$XV&THiczgK)lmCJKA3pOeHHMD`0E;HD_Wx$l
z7!G~ZXaGwov9K7jAebQ$^nz1Y6^5#bogF$3bm|!sjj)|n5U&q-->FS5jShspP0dqL
z`l`J%&hPDVJcp;{o4)-_Gl&;KDM(k>RY`4AaZE5;>2x<GzW@j@O$|F>oB6*(RjM!u
zh}nc5pb|;~JtZ7uD~#kc;~U2m*BtR@V-gW4L|%(>1<otZ`e?!1TZvK|*w;qBso;ge
ztJbr<MG(czp3Z#+*s>592dgMhO|f1xXwvScdhMpGDV8u)cLCI87>B0eI>mIJ!2)Mx
z7b98y-juxI5Vf&h{$E4dUjP=mel#7U%6sdCW(bStuXF*-)U@i?_G8W{4{hBmt5Vyk
zzZ#UqN?uj#W}oxd^T)XydlLFws6Z6gR<&)<rQRCWea!n|*Fq*-F;xa+3r$1@UG+6s
zbiTYy7Ay)zT2ntXKz+bXUK{QL4LWg#ahqMFqH2pj0^O)~GvPBTkQ=eQJ@uR}ooL17
z&}P^5B>E=8rQ5vVV|Mq(nDAUph78RxG`o1S>8j<;<*`%GO}St4e!e;^TNjjCP@hLO
zqYUMQiX=EU3S}qT7Z>36QQ5XkFz5N$%Lo6Fp6{0L_Wm5`Shi#;2F&rto%0NOiqJKj
zRPv9cFPyxlGbXr6jiSHUx-1>}WkK^FNWP5&U!B|a&e?<;RyV}f0Le^yigdSd;o?8C
zk4bvRqwBXJ(&wysL|z(svelfsEW)Yr>p33Jaqk1$`QH(hMVz#SXKP*ERoa^kA8*T-
zbUeB2lrzK!WErLk#p<2PdF{vC?Pq)g`S*%)#d9i@b^i!m$8b7+dM-~OmL`^He7~!R
z%Eg}9D9cH3vSZ*^JLOtd#e9oLA@{=_dWfjWOL3zFj1)0ULeI;YlQVa-8|sc{^!$2L
zoVE7A7;;6V*QK6iaxqS18=gqYpdW#2+cO&B7!wY8hE{4Wz85NAkZjqxtd!$Uh+sLV
zhVc~4yR>7Pd)4U*|GC>N@sJw3dXu*Z<*$S_!!YRpO@lfSS(-A_^;X2E>A`%Qx(ysE
zc3Jkfd(JM%fKUs`<A6`)SjD>OajBvoNUL2#L!8%<?T#*i;9={xI*ZG7<i{ZE<e@SP
zld%b@G4)(Kx<-CSX|L_`O;f!c2RvbkoVQ2<3HHHn8Dx*PXFb81p+;-;=xrtX>fBCW
z`~A}iU{xLCtpq(kPZe4p%JVH|(Ebp=86o&=U*vEqPgf<dI<Aq#K9cHEi6B^n#{}=Q
zxzr{1QV*w3g`=OM>$=2_SujLB>w|2@#w5<ehx->qe=bu$$=~DOV+;Tk%?~w<#7FNN
zBp%|gsjr^{3K?=E@08dv>dJxLS-zR7>&kq#8V1SrnWsxaK11E!B5bamR<Njo-%VMT
zvBsJ-PNMzP?$t_3TTWiH*@0do>-2NC`p{FBUR{X*pZTvhdUPTOT;9HV0I!TVasL0r
z`oGeQV+GgX#ih-E0l*d!kcc!mCKHPo*f3@%3*_Pj=?Gg(U9##y5$NCh52Tx&>AwBs
zHtLIqVUX}#lrhTx`hG6cXFjPxk2MB*E5ZY8^aL{6fKLq$2XxEOAi1m!0yO!Ahnzsf
zPqWXqA{G_P?V7GNaT=<zC?kE2{QLtF73~X*s8<bWR<Ts)UI%j)O<#_j5w77pOF)pF
z+JEk7O}aie%22aR{Y>58teix0>OFS<QT9&$f;L}M356N0Q})#3qpCwIU=yx8`O@@T
zBO%LMw2O-QXh1+20D8Mg$I`Y?BsC{>D>I>^Zxm+J^W#0%5WgaP$VXK|+ox;Z9WDr^
zO-a$?vx&ot$OM+uu(_<f=Zb{{o{@z)m{!bQBK1SO?mIDfxx2(7AE%TmIz#X-o8%7e
z7moEK34TmGsCM1ybn<pzy{ZE{AFhYaBSjsYAcRFb#Es9tB@&V{jfe{ob{-iz?^;ta
zAqrl}Z2D5Zr6QlE4TouaGFOm@ARKX?)h{~~^S?_R7D7JU=?M!w%5eG3_PF2LORw}b
zzX<wjG{Ckc@;+s=Estv;l0#6C>O6HsPcU<=<27zyik|K%_iz}uMDV_UpEG$*{@1)4
zvoz*yc2ux0`AP8~|17Canb0Nt!2Xs;wL25F?IBih(P`N}hM6wgGE`ljGnYQ&UcrzN
zT~wnLN#n?A@YyUYn->!X#j`UqQhZ&aK&!eocugJ4)ogvuN<fw{xW%X|C|$HlJt98$
zIi79y%34$LoXkaV*NPH*!v`GeZRhGd3uCL@E?N*3Y;0hl06SqsfwawKRvZFCvaOOS
zrKk>B@kSHJ_2oLT4sE4hxJY%C{n*CSpe~VBsE@`JA~?274Yxwyp6s+;eQhV*HAw<#
z6?i51Y#XjM_Et@mJw);(oS9*_V(+4KaCI~Db8FA6kcUlbbP;JhbWEY+h0n!Irc98X
zzPYZnfu+Tgj;n6!rJRec-2fj0e3U@@KTwC=x2-k1agU<6bsNpP4n66TM@M5?CfJ{i
z5+kTmHvG$fuyh)~P`9A6?ZaYzCSSkVpq*1K-~8D__T%<u7A^V-W!p^7BSgm&2rRw2
z;_Ast$xZlYk-~!dY3TF+PtWbMaDop|{2wF#&$(<8y!+$F@IttKHV$5cAdGx~87seP
z<XPa?WAa0pXk#a6g@kg$OCeFje<1DbMuXYY(F<=or_cTD3ceLN*>ms3T3?Qq(q~Yn
zUkOk`bUnZAz12zm*KBJ5@r%O(AaShPB&J13#8ridZ6noA8y-ov&S3Vf&fo_W?%W(Z
z`uXg!*66E}OsXw-{r^;A7Dxk?2%=wL9K&$N6rVK%XpALdwLt9{nnMCrE+pe)oHJ*M
z7yfn!HI0k?4LPm!?W}7mRvGDe#k%~Z$+F6xp8R1jU1<OrMbskre*vsh6<6gLS6H_r
z=g4t1S$r+hdggSC%-$B&XGZZ<IYl=%rF{m;GY(~)V`O(DEdAP;ba&2fqx~f{B#4dt
zB!JpLp15zk*`+093>&uI=(aV+5aTT1pDH*aF4!8cJbmmZ^s)CN3)M%T`-SIv0w&U`
zT3Rg~2|3fP5>m@ZopC)YeILJ+t5r6ymz)6P^b9>4+)j=z$tr92i8=oYcKmX_VN>Oo
z-huW>(G%b7WfiF_M9$&lyd+S|gg~BSQ5576W9qDef^dIJW+hB*XuB_wqu*pePvwHv
z;=daB<}kAJ^lNUB#!Uv}`E#qdC4FiRzaKuiji{7mMik9xE9*rG?PCpl&PTcHSM<Pm
zBaMiQ!eBkTq#!OTLpJ1gpa3#=ySDV&)>fJ`(DL2Hz!H6?m39$BbEgk-I6McTy2~bn
zr*eS}9B(g&Ap@6H`K`J!8&$gJe@$XMKFSR(I0N%&gf*=iHra_@O;y#e<?97SVaHP9
z4EA3NCEL?hm&-Yod?(a&1@GHeJu8-Ntk~(s2nUVXsxQ9(?h;5+1Gc|4Mjqsqy4Qbx
z)QhQ<a+t{A-0Sjx@U|N}DkU{!nQhN<OBxYNc%Gu3-8@YFpz5M01bb)PFrzT;9HhSo
z(uvi55?N(ydWg@sJ<z6=UL5E3Dvd77+L6;YRAbMytdk=>gNo{8pBy^bf}RJx!DHPw
z1EV3<ttGe<P;Sj@;nr`{=NGqjmwQ*WUpwSz)ISLnT^m{L6t@7hL*uE)3*vV+VvV?z
zqb{_<)Li&m2f7Px(s@?a4TN}d^Hg(W!ooE0HUOh=SD!+Hu}Iwpei^j+$Lh#6vtffT
z`TdK4E?eD8Qp~MP2^^6rpmw<bWkPp@+|~hKfTTN<^qQD6u7@aDx2mY;C7^hsE4$t;
zYg>jQ?SYo*WC&LqBmjlTvnK`UTnivSn9(-qt^P8p2kpg|${36en?F+@$*jXGatA!o
zU1>Cgjkm!EC0j4g=;0l9YGSpuk8-PhF6f%cq*BRe>#=OR>+Adchl0(+6x(6UowS`f
zE3Rs;mykX03>jrGu|v$%7I5WNFuXHrK07C_lzB(_(a~*DK}ChsItGHa@Nl;vP_urU
zoKCE1?99~HHBowdRUV<~7#T}We^}FJ-JWJ;?xHwm;?qX@i@Tg}&(ej$I<s2M8_Dpo
z3Cc$Q?qkL=<EpJlA)E~iefj?*E6v+myk*_6D$?N{B$iXAKmjfvPYg4mWpC|=<Usc!
zQGG*8L@>X^Rx4PWM=p)AckE4kl?739a`ye~jUJ}==e@X}N+H!Q?e&Xr?w#26V;~ca
z?*HpA{&zRvgtD7}TBJzVU&Jwh+VC3Q6a6vgh3i$3QWTxCH}fkwq9g6ygb{WT!1D2d
zyLIBvY_mC!RB_?gH*X;gnvz&P7P*T@N&~1-g|<5iGZo}HYmsiLOMyy34)#cixl#cA
z^UcWg&RA}6M{P=*T9yL_HM+*E9bI{-M8LbLXjy=+q@ei^<*v5P{4ihRmzI{upCqIq
zivQlOGHP1*Ek=4aNOVCtqBfYn{l%H9AjU{3$M%09&^2|Hw$2ifkAaOtX~bC-=hIlp
z>i)S}Q9A63+)Co~atyf3TJiLlZV+nf&cGw{*2T>7v?#NE$xeBNNIQ4xwlpS`nAp*M
zkj2h@#VLE6w96q%RXNhH{*B#gyGbOKrPa{UIq&0CO$4*lE2?Rh|3H)FB7S@rJsF&g
zG*s!LX<t8GR;<k0a(;>#E=6Z0o0v}TzgJ3jm3Osysw|dziufXGcOIP;W`1i1^~G(O
za{PqQ;XcJ#k$Ek`T<reD;P(3_?D&#2if>eC0{(TQBBL=Y+PXvkX~goIeG4hWb+ynB
z@`@w!wXqc*HX}Q<C3&TQWAkPD^$Hz1UwKzvI7>G(YQ5-?sp>@Xq|V@Mdw7|JMihoo
z6I-iA_C0w1S^uXm^pYle!c+|hjCem^gE2t^c0t2DjV{=S3Kir&l?#c8^nrq^&DNa6
zu$_^YO#Fx}sYOXB-+JYCEfxdIJ|FC7nPQ6u3MGbi%*l{d*JagqHZ^O{p|3s??|iPA
za$8{lH1pPzq&}M7MG4?wTMN*oiugIb(e{l3v|{AuTdSB^nKG#y(X%JOA`(CHSj(2S
zB;2xn1oTmV9(NZ<4Y9k4^kc|u2mC_dbW3dzEc~fxXiFxOel5)lxoFNawBYF`o0zpi
zBw^D<DXcj8I&AB>ta?`NF~z|hc;|4j#AYm$?f%Svq2aP?ryR@d`<nlPj5@cpX1c*l
zvPdFTJ6LqSIH&T9Q4_IFtS6tK6V?Xy(SZ(zD|u3FH$fLOGjmXWQXrVSz3JPw<LO|#
zVMD{O$1J4W&3oRmL9hN}-<Z1q_wUygijx)^&DkCX7Tph?IJ<4XRK-hijo%i|6}cvw
zJly(@W2#NH2Wy<4<>F78R~~Xzh=uDEt^Q!q>Dg*xrH#5Zt-Xzh+KW`Y8Zc2v<$f*%
za<87~O$%92gm3hd+xOoZIViCRKY3R(T}$mg<C{s_n7e-uu_yPh@BZX>K$w>bjzBv|
z)WIw~bv54~uN0vh^3#*ZD66y#nPQrWH_qJM79KNh%QecdY{_X>W_Pga=M6}emPxzQ
zgW9@^<}CUIjAurgwGI|Rv=TjqFDpIYcrZ1}B>3)SHqXTYd(}7&bin$X294rLpi(FC
z^X#GJbi+NTn6j8=yIg*ngQ1*R&bJ`fm80d>p!PT~vTd|3fY_)LeRf*?X`?yQ(<}d#
zCcc@@IJZl$_*F-yFU9P^u+XP?o;TDPcu=4CaYV$XuXDPU8&DEj%FJxT7Navfaa$?k
zM~W5M{f_ab^+I%<uuI?`o#|hMl9kDHO{K(|rt+pMRymw{NpE9fT1AdUwRWY;s=7~|
zm&-&QEGEb*%N47Jiy_xUVp^&qaTwfsBD0~t3-c%f%;+h=tYz<EAK3XO|KE6PLN@s7
z`~Q2OqwyH3B-(dqnoV0?tFDGIo_dR?)*#gq<(d+Lh%uj)EYZvylkW_i0gUMBuQ{Jv
zt;8}HHsX<^-+i@)aG^GZ@WI3Xl{_^8A`}a-nP5%Ri3M^qSWcL@2+>3E?o_HLK1D0W
zJ0}V$@N6yVCwEg*+`M>i<|vXmWsFbc)b5Sz7e1yK5ev^2VC=&jWX0|p!$M2eOylrA
zkg;giV1~+1H@h8~eXv__^*<Na)UYKtOMfhP|G_?p)hVjed9i&ybNZUN@+I4zHL+b>
z<zqIOXmmztd?4u`CG2O$0x6<01VD*kHjJE*zvkY13g%=<a^RxX=|f5``~69V7s^QG
zIdO%Ta}$AGfjlP6AvJC*MoW9GZE*Jf9%-xLvI(tr3aYuZw0KWn`=aHb6{pbE|3E};
z5B9FG-`menrW(=2f&;vapWRr5hA!^?HEc6Y5@A!i|0**8KqD4L9aBH36qT7qf?4`S
zXtp<eb@8JEU5gJ$ehyHeIsFH+r<jK}BI*wlmd1-oM+s(w1TQ9(7XMguo>n&fKCzB<
zZlECg34lg|)?g1LB)7*Fmc!Qn>Pz!Qk?R*7;g0|hxl&+FaNFB?^hI*0qYF>oKtVML
zrKk2+I>O;2(v_Xnw-opvsq7KIhijtTZMM^<UwKtY`1AF96bwi;AL)^|F~lkTm90{A
zu=VQMoaq%O{UoFw!EPU`_<6YQ+VK4AldDlK$Gnm8AKbq2K(|s$i&{;6tGcooAIcU(
zH3)Da0!|}dUAiob6mSq&4u$&8RvAn&i8d?M#)hF08_(7a6MG16tvVZWj_%ZP^Y55f
zK4YLZp7ll96`H8q)-d>T#yU{8t+Q4l^K~li+vMN-CH}GPB*ikF*-KMf*JIlY<8buo
z=Xr)gneqHqpX)1g!yB`O$)Li>b<@ML7%+}CCBT(q?e1sS*Y#JkOaCxA*`8rYC-fob
zJFT|jV2Q&J!g?8c$SiJQsC`Q(D7OchGfu!@a&fWKkH9<}zOky2cI%13OLZAPsIs~s
z+Qo{HnTjmf6Hr89crBJY_i<S%iRHXxC2_p>PEUt_+%DFg!}ySQRk<}J#)<ePimbE)
z!+Gz<Cn#UPEy?)7wz#$yTj*%GbA!)rVSC%X_6Fv#oFH=Iy-%|%Ly_;>T+zK43PETV
zx^}NdycI*3<xTAOg7Q26AG%-OSq_f2JE!!^&+w0=5g99TqiE#f-);$T8RE;*{ml6I
z>)N=(Xxzxh$u4z7ZZw+cWh~au58ce2`fXoHuBViDBMsDEmP#ZFNW~NLCL(BZix>jP
z;-@RDB@C1F_NY=xtG$)>RP;2EMJDBZv$IOP>vM0;*Jn3FRI=UBrmOnwrk8L348}K~
z^<%FVL7f7NNyyz65*6t_YO9^7x7N0Qjbm($3csJqEs}WO(?%@hU~l81)F9I8h{TSb
z47mIR`qiF`hfU);pC;GDMo4q}#O#DEvB4UlNX0{t`cOCCwW{SDCpod<WLr`#h%hn#
zWcJpL!T*%Op-}@Z2usXoH_us2PM}xt!KEXiuz+u1=a(n@4QbbyEmKWv3O#>L+U7g;
z7Gg@p-Le|U!7JBH3kvX7c5B9h8buWL5aQ4aK{5NAX>VwsU7&*Bhwg_G0qE4bFmGJq
z?ov-Sle<k+VwquUVE+FGt@KI_U$y7s6V!0o&wjT7)c<?BX1eyC7@hz82m17(MgnBp
zW~%wr=GbAMl+@n7|H;rJo^37l>Q&ww|0t*Eu5x~Bs7*n8d!{r6ybEBa!E6Aq3IrfZ
z06H!0#3yCikr|V;cL#IKzdTgLQFrC-&p)?^-OfLEYl_c@9I=QGILs(Wc=euF-XeGh
zjdL5TTIpPwPwc$u#4my6>)^hWf<DU-!fHkH>PYGF#c`DfPG3AzV?!)i&HM3`PeHE9
z>m^f{ByDEU!KG*0Xb(Dpx^pm=rxE*bkZIy{W4NgAv~YzvMc&uq?*TvFH03AOEPeW>
zqZwapnw*?T_E}JI=n8?%&d!*UgO>ogahg2B0r&%GqwHO!!el7!!anDOS^}(2zncfF
z3*wl6tta}|7a&S|L>uZj=||__XT28fR3!~1)u&O&X4XKZX#v+4^Bje33OY^E8_X_u
zkL!{TxNakx`dn^VHBA$c<|s5W$?o*mk|V(pSQIzJRmFD821cTv-u&*{F$`)iIbRg?
zCVhJS)M)DWwj(xeeQ{-3(Ul%&bpTu$_r}E^yZXEJVD$v2-gWX$lE@jp+yZ&Zmt-7-
z-E`dqnZ))SQ%iH6c9Kz_D@9PwpV$@b{l%j`yEKwFgymdRCsCI@uc?uh*aeBH)i5C*
zw2)y$@D+Wrg{YiZsmU`}H66yLo;4Lqx7cFEDftl=EN80QJ@{dDF%{Ww(r2jacGflS
z@BahonEv%ud(%_{A$?qaI47F1*`5vHo%;{eDA24;W3+<LCP2w8Iy)dc%C`O}t6Vsj
zeRjJGmtbS(EAvzQCMl{@9tT-&y+ZP7NBII&VQm`p&~Ey51d;HejKAF*8MV!+q%ZRK
zg8>a|$KT!KpgbxNgrz%bYR_PTN^hCgomLpoZD5ygrfBV&4M&rmdy(cV__Jmdey*)&
zB>WFl&x%NLRe}7H?K9h~WEr4JHSvK@)&@;*QyC=Sl|Ms&WIL#~`k-sawkheM5_|6C
z8aa-?V_0wZPD2+?{TeHH_a)Xs-hmbexmeZCAl2G`pmrwB$h|(DS+^B?1rmLSH0hHD
zCMgMH_{p|Y?2Op0POKtJ!-(@yxmPB(;LQ?OpiH0s%S>p`$rrFcQ@rDoSce`@^5WF@
z**~xf<?13YVgIb6k}uNDiDG?L`hQw@g-s>iEdRcax5mp|AS}6{CwOKyiT4nrhf3|Z
z#!-X>C9t<f_O;n9_Y%N$2;>MP(a6xM?A4r-+jYer{Bfj93RIgtTm$F{2Feuy`&&5H
z^P_mXAD+tyc<$4m8pq=FtHkJmMp*jJ^)+!HOz%_fIC)mMaNn7^*!GkxTTJHQ0fT06
zykUx8KDCm<0<!?E<gk?RW`jaxXU62dVO3{?6{|*Ju4_Xrb*lcn`)B2Jk~In?ltG#o
zSbN5OEvA*HKiT4PACVdrkGo4}A>P%E2IuFOVtZkcjeACEgv^N%BJYkxP#a38f1xzh
z#Rm0DiK>%LNEnXBT~(P|Hm44Mf1Lng@V6sr&yK*<yKSMNK!X*d#~QP#-dDzsOHLSu
zr<auysvAZ%ZDsBx&mO@iMK?3YlHu50C0CVWgd|lz#2P@4s=Cph61BV4AZ0T-#REN5
z>&0BzE|ZoI{W5^wz@rb_3lm<H4_6S~gX&W8PJ(?2$_+w4#hGpAbNS+a^~cAwj<oBY
zYHJQJO3*d1#>+1~fB0Y-dM22e_a%eVYpI%PferqKo@9Ib?)f@gN%#sWBt50Nj^!i$
z6q4GXa3?|j+51j&rHaeEQnAHnnhc6TM=t?J%%wNnzCSaQ6?n-Rol-<;#1^FgX9$X6
zZ+ngU`ltHM_i%sKsa{7LG#;`m0gUlNhF4lNKJ#@U5%sG*TB&*?82LvlH3A)t_aR6s
z+X$6Q>Ky)dYP)f*_SObgmkL5cEG-pYqJGw*JRlz5*G+Ssr9-5VYq1R34KmrkFuZw_
z<j#e)VWU1MCW0CHjBTGQt~KOE@$J6ic1A>!?9%QIXz4FUR0$j<CK1(EZ9SWrH_9fe
z(0XxeYfH6rqGz;@L-LcuA|~!CXu#ESno5;8yJY*+eX4+5X$s7O5Wtco|F>|2vuY~0
zXuO$zzGRZw#@RyHxrJl}-TJRS{`~X6UiVuq(H^<Fwzew$B|we9%ohAG@b{ZmHh3=$
z#nBPB?3E?8==K(ee?TbOk<lG~L}S=R_4MqI{1{PV4qn$)2l|>L6aFIPNVK!IadzeU
zat>bAuN7~j?e;W~q&5t_JS-^i^X>pN)@fbki_g!blMcfjLWLQWC}H$FJ*~1s!}V13
zpAHck;rM9|^vj+WF~S=QqJ#o5u(iq<za12)5W&y`hTF*c^xhYxqrF11^3i5JJi1*{
z4S6ab)4=F4SzFiZSBgYjm1@8Lj3cb45}L;zj<nu3H_Q@lb2RnXEWH&xuV;1Cef5{Y
zgP3?eSoCk&bK6fa9_I1kvixvL#g#r+duG>J*I1S}E=D8;iGHHLL}O)>_}jjV(t<3W
zFUC8Rbo`0tOkU`8Tj!r6xzIAQ2{7`NJ)dOVf{wXd5mR*_%q+YBPq2pl1=nB|vJ+ie
zV=g;_*`cz07<oNt3OJ|$0OTM4GibnBfK8BwO+Fg`FV!Oc?m|f?yJMAbIXqSE$lbw>
zY`0>bjo*vnVP+Nj;wEZ73A>XECek|==gTq-ffwV(+~xJd_2N6x^w%m|=jGCR?_Nnn
zBhe!ErLL=Tv@dzI4L^+N&nteVp)!oAWr(@A1gF_6D1D{t_}J+&NG88GrVT%}(Mi<D
zfJ$iu=DbmEP6VgKy3UsER;gvi=58wyQ&cyRa{DHpvL*|q6%mQn?YDa&m??e0)s`b9
zXU1bWY(fn0*9sVt`U}U<ljjp$`>d7_dYZi)PAL5Qw`7#6{0~K;p;`kpYZojNWpqfe
z9+NB>v{|BXlTQ=kJ%~G9qzB_wq}D+O$&h^v9YjNSf3VlKpu<`WtM;V&y8-*)978>x
zYe^d?-6SfgeqO=~bLlF(lzHO6qJ8FZaS^!HNG8BJ@MYw!!h4zdisT?W<^lw|$H|e(
z7_Hb;=2#{IeM(V1TIhT2k)j>+^NVUCW+c)##{EB#_$8j#nfgjYV)i`JfVA0pXOlfm
zt9=qLFV4HL2=M<o`EKL+eCr<Mns?mtKeC+Lax#k+NAFtiW%|$lVD_2=iUoxK>nA(d
zAK3kmIb9f;+%9A}6_lwBRea}m>SMh<A8nVuel9@2chx!msr%aQ+b~Nx9|a3jv5}(w
zIXCpss#EHQ=%Ot1+-hI)4$O)1t-yPvIC{EIp6h3o=p!LlyW+#)XHkiD^MI190VR>?
zzZ#EOfkdwx?_S@vTxfJ&o^q42ToV(%J#{J{IMAh^sirtby-$`sRM0KP9d2dViDq7%
zrqInis4e9im%wAwxO4x$s?Ht%aS{pL#_RA1Y5hXnF(XJHlh@N=I$4^Gsr!ueq>`I7
zf~K&1$X9F$m)#$wqEYy&H7nKjq@ar8&AYq{5klds-3;fNL9GvM=#+K(5pZb5GPp-y
z`=@}sha$tY%62;mQ&Ay&tUZT~^&`-W(e)%u+Wb35)ZnJ{s>&gmqq1d6bfsYL?40-=
zKXI#TY!A$!Z2J#+^|sE-A#cB$E4m)~;E&wS^$5{9mb&;8o-f?{%$#gL3tP$5m0X0n
zcpqewUp*^@4=A%jdxo4jikAjPNv%V$ulJ!xQF*;2C7NcR_>cV2%@8TviF`q78vz@~
zB74(?Gwx9N-kBkY(Dyc7ai>sB2^Y<~0CYW7s6gGWMZr~AD^*$J7OoomeHjO*%m73t
zFs+om<G1*`x$JAC=NtWKZ1|jWxP}b%rdV$4hK|3uI`m9H(Q=J9X;9&QG~jHewOqs4
z*oeei_f^!-9iBGImb>^iyW7IFPL+KPB*N@EkjH_uD8!b8Waxb-dei*}b^p@Pzq-2_
z!qa{N?v)BvyGmj$I_ZB_f&g!;R5{wO3+C`~W_CW_+ZV=yyHR<ab&;BJ&IV5+ow1Iz
z(^Y>X#!$J(UFP6QFO#fwY}KleiuSYH+phFq>qdBn1W1dEGWV=qbakc6PfghtNl8yM
zx>{~y)pZE<H5Kgj<R%>jqJ!adG`gsYc%s)-SIRJk;}7KQ_CK^F-SO)Ue;_f+&cC3g
z4ZzfW#u}T_&Vh}QoMmDN++&t#`nX2c?#S>%Q}*ww4&Z>1_MvZ?7mpWO!4ARY2NK%<
zeAoZJZ{P(6$t?U+3W(l*9?@G<<f@q{$ChlP%B0vz>iPcTAJq@^c{{3TkXHJFQr~2I
zaDCei*5b^MEwK;@u$9yyuF$?z;R$#ssUw4wn354SnLIYUv>J<lSi^aBnzi6(-$HIr
zwzyV|c_KMoJ0rRe_sL)Fk>><aJBnZKOaF;*Hz+O+wez5DH7Zc5iS!8#8*iLO-3fC@
zya`+^T_&R^#Md7`o7AyWoq0(%v~fQZ)DxN+R3LNTHSFI_iWE9M%R~&N$SJsLwC+J}
z9I7;u4HPq_Y{(FZF|sla;|o1njYL#6z99ikOns{=b`tTPawZ)zk2(6pX0fu$XFU?2
z``r>7dbpssiv9qKF-4wc{KW5aVN%3~tKn+Tf@jMC1Bz7l<u2UM<BJe`8!4mv)9-h<
zkZH$)?DC~0h0{PA<&wyOG!_WOL1K2^-4UlZk;&+PpuXUfca8Vb-3;GfaDZ7Q{;<bb
zKP`{E)6e`EndZcv$l6%2=40=Y!Pv^o6sL|RP;l+5|Lq|wzQpEUg&=;d2fr2an0&8N
ztmB`e9fwU_NL{6G@&?BHgA>=6b>l_RqBbXcGtO}!xvkbaGoSdudQQ%wU4yU3Y*GR#
zGTTvgSLJkYzXLzEo@-bjQLB3+Nk5^$`<{IJ)}Iv#P%L6xNRFa-F`I@7#;Q6)@>O91
zY!(n_0MfuevJ*g40FDOXthi{vp#}_8EW5fsJ9D5#(*<&8028)jPU~6aCOUjI!DdjM
z?7a|_>V`(5U0f4;{8lb|KWK_+j<1hKy%#^70r`5+G*#R&0cjnwWT3d&TPe2v8*o+a
z?rT$Gb%96;xKexWy52^pyVDxJTLW7rF<WSS?u*sj;wan@MKMOQl!EsRtHgO=EZ#2p
zM_brSayJeA!F7`n!kwZ;kI=3Ghrm?(LtW>?>#~L9;V)=T%F!r(acZPj^nm>kCr9Vl
zQ07jqvQ02e+7t0pBym%@aSgJYJR#fouF!t6X<l%i)N*Sy%XW{!d7}2oZ4i(pUGbCS
z&y`zxmTU4kc+ui-JaV(hD)Y%8qsVV0o5C6^DUgQ6sGT_cBu3fkM?B-ypXM0T;4@9l
zl4Cd6Zt3#@&(_9Y?FRftl=4QiRm-fL+I`^Kz0vDx)J<D1<|JE1u498}k?jS?E#Cu9
z{xwl)LPCoeW#9<aVlsfZJGU|Ba*7htTFR_z)QJwsw+vPUjvn{itzzH(80OCRflbL8
zpqS)_Rw`n~jJ4@+HOjs6460OjLXAm0Gq%2{u)2+fFIU>+69EE?m*sI`L&nV_GiRrf
ziTFz^)}!<s>lVo?%<x103VSFaE8}N-wRA<Ml%Soc9r|~Rr}l9(WM5#-Y~5;qLhOqd
z96BmMsQ!8Eb##d-gWGu--<OE(?K6g;alQs^@C&UpeIaj|9g_iP8qYC@{Wb;<K^eU{
zI`yyhNuSwXV)!duK`WliH{3fEL(B!e7Ixi1Ns=cq^WUSdNY<`dmVXh%XEC_4z)DHM
zSRcXRt0hg*V=99e?Q&TJ>8bCfR1o|y4&Z9W!R8xvJS_P1_3QB1+FO`hbe^w|Undqa
z|5aV2thmiX#`b5YPceEfm%^t|WC{)jCvaPb3TG(+{X2=3-c87}W69^B4hMvuBsn1=
zX+dC#2}4#~6m#v?3}O7#ON&0JL&R}{W~Z!PAyTo>n22BZNtZ%x9E#0Ul;)9O7P7S@
z`J|)t#rdlIIwsySnZbJ1>*PeWWD2%6+!)FqbZ)~BBi;E(75JtZy^t?Wb>ANk7naY*
zdaDmFYlu$a`iTEk2`g1_{%Jcqpp&&;iVmkf=UYcYAVHs1<yKL3K&m-eifNx{zduT!
z?P$hl#8kjf*!OxV3L!0d(*1&Q3}XB|E|>B6(?PyFO~aA}t&Hi<J_x`-hH|ENYXqX=
zS|SH**Z|y!)*F$0CQ9&b=+7NP@_?XG3iaPK`H9EIw2s8e?)$3dBV+c=0Uyn8eVVe+
zjWltkZ6EjtdP~%_1lZ)iCk4SV{I`q5Km{I<44@YC0{Axr(dNUZ6j1+xG%~<VBTK(J
z1jhv@J2y3;U;N$1f1nX@qQ|YLz*N}yR6~G3BW11r@uzL~XiHQ%kA0Lq=I=_=nTM_m
zzVfYaD)kCUQ|B0;2jNLdMAIRfW)_WK-YezH+@$I!sY?o@iEjyzHvR`v{7KX`*ioMG
zl5?NiXJ-BUdZ}qmEHR<0%#;`5NxA`^5?((p*<N6v%8AA9P<~^3W@UmCxosOycrrmh
znfbAR^Rif*k#NJI*Ex&==TTk2#6TeH?>mJegO}iQy5qIHP2fI#J;kp1_hT_a_1?lX
zk>le_5RN;|d|mR_ENhCgVn!u)y;ddPm8|Eb%F5Ai>CxQOG(9~J=BvDXUe0yMew-N`
zFY_CE&LhEgF+1-!W4LOBp_fU5V_bo|k^EDHdbp{B=PADUC^J$tzj3j2Esj0)9jqP7
zmKe*1ud3$xZuXVd{ORf9ABITB+GBRXl<Z7fq{DI4Kq>>Lh{>0N60jkcPITB)VJ@Xn
zLHTS%MS3pm?3bKf`QYK35H_hdc^y2LrEcs*fFdM2=Kn?2Sq8PWf8iPmh2q7fxE6OU
z?(PJq#ogVlXdyThin}Eg2=2w*-QC^w-1Pj<y)*a29wsv(!-T!pZ^`>U>%fKHSy4JQ
zrF3}_>H8u78saE6>~!^jAW@O4)4eu^V2<~g3V(mYRDK~BlpZPytzW`zynIy*6#%k@
z(q1$8W=55W#^;6>ZAD9mL|jK{eam|^%qBlm(fWsQZjT4Srrp!}T~4Qroiy7vD`i&;
zp2O&3<xjIC_&$|a%kMv?K6;?CHo;AE4LG-OKIgo(QRGg_PP~^xRafDV!r~n0M=s}(
zyDNQiJv2=Feq&p@@wT8(lajoJL=#_W<*!eiVXIDi0(3c+&r!BdTMSWj3Ul#|>n>7z
zaedfpj>9|lO!HJRrTHVM7Edf4tP$u())w=ev3po&EPe`A;wl4qQ>B1hmL7ass&aJ8
zYY7roC4;E(LznWvM2e-OZFn*t3yg0n6Y2!vP=`DW4phejHOK$Yga`G-=Le%m{R<)b
zS9mWAz0nJ~PSlCM@tY-hX_Na-DnTPb;x=i?Z$D4NHQpMLTQrqdLS}ErG^5(fUQe&7
zk?l9*L8vB?x{8DSSyReNX-NNrpr*RM4BeX8EpD!9@z2-NYT15YJmS8^J8r{-Z9ezq
zbNylgQ%Q{XVx$p8N<XB@i$F+Bn6<SGf%0WEkZKogsu}gq(b1e4p9!FUUl1OY3IfCY
z@8JtoH$qdhcSLIaTpBueh3wi)o1%k472w&*Gm7xJbJXgeYP|292tLDG&NcZuO(v1U
zB=QY_`{gb*F_(+lHnI`4mgs_*qK_8@EvsgT=OC30mO}1aGut4bUm-BiJ2U&l#+$X!
z*A?fN0d|uodPK=r`6KF(ZdHJ<M2YfF;BaN%lEy7iS%hK8pUi&5Om{sB#aLZOddh#n
zIl4|-!6=N$jP)EOd$Q>-Jf#pmREri}QcXp71>N>#Y+u^_zEb<mpgKgbN%O;MTmkUb
z;z?&@Yi0FOEthJHu}Q)6W&EnL$=(3Vl)a&V{#c9q?5Y=AoIy*dFuSsV$sPyv>2;Tn
zd&ZjB3-PPaHEBRPSa)(Fext$%)6g>%w5&0Cd&<sXr0;YjB+LJnGOn^!JrA^=YQEyr
zkfk3f(y2iG=p<7_L&bFl#(~<MDZ-$+Oe7S9Ad0xJg7y1MwpdN7*G!pCV?H|mqYSR9
z`VKI>OxB>NnW1?E%7!e7(tHXPH>v*2S5zFDos67^44pY5;7%UC(PxaE@hkiN%wMSA
z*+oYr_V)(6q-LEc=Kp*wvNpFS-d#xSpP3ezlv|7Mef6&>y*SIc(|nuCdg+L7H4`RO
z^Qr&hgS>xY|2FTB$`8W{BX=TX>uK0tf7L#2PpwYKbCyVPZ>n|$_RZcav$JGu7>dzf
zE@O2xZ%R5J+6DSQTeRp4k&@6!>w?+QsdVW~w!NuCU`V_=JI|C{GNgaKmbnc~OQAZK
zCCX8&Yr>v<$xbN(=^6AI?@HMd8m`%`iIRUlXi2W_JRb9%B;A>*tzoM=qiSwqC6@iM
zYz5OGq|7%yl`Fd@^C5DIoew!TDd$h{7|hPyEp+ajaSUN3k?6iuDgCPNt*Qj8=>29;
zUKrdGB>%?MV1D@C%=s*qI0hI46sSPOe4Ms9t0*N=eg%8r80KjyoRP!!$sO6GphC`Y
z)MU1ysimm23K!&WXXU?(;@<}q{x2^K0Uj!u3leJCR(H6J&Fg>Zo`#Bk<&5l1s?;9(
zezh7}1s-;Z+?b{8TQE2;?77V3niT&me~ivBxyvo066{rE2L%6pQD~K(X;MrOXEzrW
z{nPj^caoFT_Ve!ZaQNE=x4Z(O>7aqY6FQokG?`6o?hWzGLJRRY|9<FUG@}pnZDay(
zhPDF!Jd)$d5^>_*IF)#xGv4zjSA6UYJ&>ZIfEoj!c7Ih_k^`9hU#<SuyxE!RP0;M&
zy}%N8suS@hA~UeDxF2<zn1K_JQlG$yT91E`KiU?RoDXTLK+m%D{KzIZa3U~+Z8eog
z%h{;OZ0c$vSv>?x(gl?~gCWfBb#^p!xE<}#QAlx|KT>OI^~``5b=2=8nYohat22TT
zXM?eXhW7yR_io?BT=90Tb~O&KVIQ>gf1rp#IJ|v3V)f&O%17<`Pw9uZrOB-c19S`F
zCU~UyX){E&0A#CFAe$`Q?@H7fRA4>=es0ahUtT{9q>p^x!I0(L6j{V3mko<IHAR~*
zau9nC4B!@Rwy8eo>-|uVd!?L+P0Xco(wL9at3u24go)4neAKg{x};u8%TMBZo?*>f
zhOHXd@@04&$xFX)OG!ey18-jCTA)f0O6<rId(y@P`3YVk0CnGn?-~(b>KeX0+#BWB
zD(84wvt>_7>*DNinH69ZGZs&_)7$E)eYE+^ns4+W{xmtTGvaGsQtisF+mXiHuV%h?
z$khP&k4|C)y||}vY8Q0CkfIUiWupeNwjLMD#g;dV-`pMFJyVy9CeNn!gxfU>Y)uz{
z7&{Dxyv?+Hjq9oTwSqH~fLk<<e_#|cy8^AbA=!!aT~DO98ZWn{bqxZ^NeiE$Pd&6C
z`rk29$c2o?hJ%FxKixCB0;e`9)oaq3qT;8~tBI2rosG_r95$q%pNoC>jX}!YA^dx<
z@eMMklq$CV%BVG4Dk44kfhbO&OHZP=NKi2{+PmtR2M;B7W<uITLYAGthkO6wMvP`&
zQua);Kc&Y$F*Qmw<x*&^#x=)q_}8DBn3PqZw?*~m5*Kgxrilkz6<$~F9x*+y$g5B{
ziFxlk80_0#ha;lMt8>Ifb9!nlIalh~_><vzGWAB`y1~QdOn~YzZV$G6r37ml%b1Mf
zg$qMp!IthVicGx@)`wk+B8p-Bt_>_N828S1KN7b+Oi3Zhq$O3`QdFW9dhRh#DK9+r
zmuZR8Fc>Ntk6IFjX`#R@te@wShj;m!!-Sp42p&!xV&^eVXdGrIy7NpBC4?=7;5%=N
zR0`a>+&C8&d{SG|op@O?2?J((+xb*iZ@jxiL-}ef!@W;9#NQZLlwtY}cIH@>>5;!c
zpRBczKk+l!itRF)CP{;1f`2+#0w5!SNuo$nEc6)vH(vbv6ZX6VAKNqfROOYg<Sl~6
z34z5&JO4%7;GuZ=trgn!lknN}Yo@C1r90=yNl{|g+9u&0&b5)k#;@b*KGh!4Bq-%l
z=Zq1a>BgwD_7<L*M(|a&DYW?MUlxu$eI-<eN;(sZ6H|a##}4W`)r-Zblb(d3Pc1Z6
zF($5v5VfV;mrdl*!&?(+_7cf*YrtYsNQ&-lY-f5l{R9=w@zY(Dc`!h?ETdh;Xw6jk
z5LsL<Xv=4ioNifcamV^PKF>ly*PfWf1qJlC1Vuw@1EXUoWzo8Eb;vRM$Vl8xc%dPv
zVBrvOWM!rH9(&oVb-9Yi$f{XZevE=Yt#{l=3!v`Xr16jU;oIj*zjR~y!iD;08*#Io
zOIMU-tv`_d=qy-?)GKVTSYFZ9jWILx&?^vzoF*WDCv7{XVp1uqP}MOQ^HPLvV#rp1
zkk{NK(IrkAWFKxJ196$%z`x<P*yf_6_T+r?s@VGSiQ)xGB~itLbe1)Yc(>KFy5SdA
zGwhfT@=DFzX1ZTXb#>hP>aM5g<Rd(ITx$djVmO_Ki_Vf!NRpq~b<SqtJiXfe8;xnf
zGt1<jo<f*l7~(Eh{xx~8CmfC-77S(64`y*+4_Imj3{h{g6o=k2sn3h9A5ndH__)=w
z{;1aPcG){}ccj4=nIPu!@xR!x)(qpL@EN}@B8cb}`EgQ?<PKse`uH=fHdCnHUCT90
zBtj>_+U(3+RW6P-a$P7%Ctl_Ect`@L8RY&0U1Sp41<3^gmo6P^${1S=Te#mokjJTM
zx!qG`tMM)8U^F`3cwoGBJI#73Txv)8u}P|p^2WDOG^!6i-MpaL8`Oa+(k-&Ig<y{#
z-7A-?u*&m*OYfbh-3q9#O0AiH?zDjuWxg6;ei5JhhL=q-ol4^zZr^SexJ3_buc1QF
z0#??%9A3XM4`?}E1{lih8+~<kN~&gc{OG#I%@D|7U$j<KsB-rUiRDzswG9sT;Z7v7
zAj`kdl!-AMvKou#*rj(Dq+7*gxJh=k1lz{`;0E@+tWua1X0!SDK2)zxVW63i^3zu`
z<%k>5Ud;s=Fxb`txb_$xpt359(Rg6B8`F+iK1)#~>D7k2X4`>Wm&L`^>}@E%;({xy
zi@3Rd0Vc9Cug}VBjM_@^VmQ)_>zv_(I4W1t)e=G-ry2h{_x_%J|GUt!IPMV&u`#v?
zo;0~M_Drhnb=Wp`)Mo{pQX-tBxG8k%WNp|5vOiE3A_{%zHSBqp##ac1e?Yky@CeQR
zyn0hNzZATg=k^q)S}d4Ds^2M}23<DBpxge$Y0BTS+5K^t-`LTZjcX2+BTVKsz}5<5
zafSA$mM_lINKU3!R8W*qVaVu}1^eh=uorx`e{)Bj8;V3Q?KVuGxmzlD+h3TVP}agM
z9EtM1eBdt*WBz{0Q%D>AiO*74yoGmhTa_Z_otDRT(!`a|JU<avBDD>Y1%>FDoXBuS
zQ^nBLk$S|{aGwV@(W$x&A`C3h)et?RxWB}DF5_5Aa7yv2Q0Y?`CfnC!QVb?9#ABtT
zi@sh%4f!cZ1+U!HX3^qqL5Suc3z7-!Nu?;*l5lW4M}Fm!CEw98Mt3E3h!R!bLso=;
z+^@;86S;PC6n*ZF-PH#!&*gW|c(u9lFoNAh?l-dgFy@{dCVflJX!hs>K^aGT9FMVj
z_C<r*0iw^I_Ga+!?RZ7jNS|#v6{pQ-&LuIqoHy{TsrfWjIpkjG^?K=P!O@yprwYmu
zDqd4U;*7;qH0nG`p)r<J9R`81YPp5bY)lHqANx|yb<5WA>H6y{+HvHf;d;;Rc$9tI
zD}U8n_-*e=VZGpChj)DB0p@H_atnQkc_2%&%qc+9?GnFEX;_{9(P+jSs=4psKh==2
z&z>=;qx!7(tZM(8(eorvyGS$r-LzEM4Li+ubX%4?_b@ryI(MWwY7-^r>AJo$pVayz
z!`0s~`N~UF`5DtcBVS7Zt@^fFEIl_T!tE*3OI98}xYgO-xcmL1jLr=UK7j9d9>Ta&
z!~6&qWP(2*GoO%m-BBKI3H=tw7P?+nL^qHtJ~Orrv{npFPKl(`+%<850kiK|Uv8Yd
zUl>K6<)3Jo_bY>LwZ%dhAhp0BTBPc}a}M@xV|5YVwJKG7T^Zvz2uZnwOwsN!<{K-w
z<oF%l9?QD@I<cI*$UQ;JhCF}x=EU;`35PQ$^7m)@9JoAXM4+RY`h@}u;qK_^`iqk@
zv7aZTLDzaNNA(^BHbJr{A+=yX31?bKQS!T;*(>ocN9N<|zKlf9hp8S^Zk0dId@`c#
z9i~?78{&M?Z^wpRnMM>7@r3sZM(Nbok*l5a?~|GeTq_O7RK~0QVau6L`kCZ}i_<ey
z3CD1-{KG7kEru8<cV;G5yzL}dc8o*X>n!G_S{rxrq;7?5ZKk{9`$NfD0+$3eRLzDe
zm0do`Sq83@Q3(<QUcm`pa&-+geNpF50BX`f4DaD4H0WCDY7GWI!+YTRrOu`cfDR%z
zrwhVF;WKn&oWQyX{-b6_UI{?JDw{~FExPaGzG>S+(xF7+fu{A~nd8ba&!rg!i+?k~
z;AwRx9kU^|<hcYPw|<%xJV1~AUZiIQc|JlkWCgJ~zWVKem~1%dLGyW}fx&sDF9hYs
zqHGkYjF8Gh#!~IYnk=siY2a?A-&<XWy@OQEBU`17jLaw57sQ7Nd(VMkXDWf<d+iSx
zyMr%B1=!i{%ab3a(0`SH@dsnCfd~fwz-RzcH;W>ZfwE0~=CII*p}GqVGQ8VUU4WkJ
zS(I`2xes>KFb2F<S>RouySjghHyI&h#9mkN?)*=Ur03!obw33egUrO-3$)#NZBfyl
z|MOU`mm|3_`bi~DP+_w~hlS*f+(@vZG9k_ayo5pI^`&<L)ZS!C0@)9;RMi$9W0P`9
z!=D%`q82^!31KAKnj8J)#=M(zmWf-C-lLvJcx)@YUtqJ2#0)m&6(*Yz13aek>j;n)
z00RZ*vu)mpXCZ{hHar~SxtFw4s{g=rM&O)s>dy&^e6|;U(+S!swaa@d+iHW8eP|-S
z{P7jjdf@VRw*vAR;!(+q)ji#%)nJ{EUWuEx6z<79Dbhv6k4;+;!X@*bgM8=u=chg&
zXd3>)cZm)p60^M<fc*zX*M6|S`L-;DklB+foFy}>sDK}tUI*8tvPg&cV>f&NPD)m#
zTZz9oRBrpXEAijZNEKFER*>j(F<eijz!ig3ib^T>dz`b0Oa+tZawNnM8!_Jdpc40)
zUmP~{d9y9k<$noLqG1~0h=e=NZ&L0uJ(sk}f|1Or2d`6<OM}bKaJzw~Gwxtj^$9wh
zL1USwMxFao?@v~q_PJO-ssF$Txf)9UG8YbKEykBUephWK5!@z=lCZu{4!4fbgncvK
z0J3hcV`^rb*5jh)h!aHpLO%GxKbZf8K2)1gZ@KRFhG!tqoAJ8=kbgs4-@jy0h6K_K
zC_(E5m9r<(I}=wle2LsS)7~*%0U(BFuL-HG=@&L64aAF{Ikg+BBdFN9kJs5hgaOtS
zlSc7e2+giGuV&FjcN&dPa9!8AD9t^_EZ&~>)mu}~&NP^NGC6Y&zF^27_;KR^mdw(=
z>kjVmb1<%cPL|B!geB!16UdR@XFC0=+8#Z}+Qw+VBKIf*Rv{p<t(vg|+u7+WLx&(I
zg9VzgKdBs76XoM!yO8w{MDuLuArQWnvc2ZUMBmV6Yn_(rBRPJda##Q>RC08=;i=2B
z5rvb<M@1fUM;`k4q=^GEnd^f7!#EEyqD<cy6at@a{sws<ieXMq0(A8*Nyn=XD>TXv
zFwB7BcuIPDP*jkVQPj&VenfF_150FUmkMQH%Xa{er|JvS<k9nVMONKrY<v}fxm*}$
zz)<8|jf*dynV~e5{C-s-GSaBMO&W#ksFTlKMKvMLm95tS*jfpSINi%POBxpU+1LiT
z36oB3O+XrE9E0?u@C9$BZb)y_HVp}mJR{Va$qp{+wMBYnp<CK`X3o)CWnPJ>21y8>
zwR-i}Ev8#{PYSL%xj!9pD-<{V+6@bwr7JQqTsbqrhtZs$Cl5H~Q|n`7UZ$=6b>@SU
zn_C$i$Mwewx;xv#Y5`ka&Y42WaNn^=REfo<Ap2&Ttu*PKbyFEtL#pdDgcfq@C*mxO
z0(XN$y_i{oW9Fg^Lp@u{^&B<6+UH*ZuD<v~iy8#0ucouC$0A<(G#8!bN(eY{0T|(X
zvzf!k`5aW<DEO+f6YU==H_x4%iorHuF52d_Un)+S8~?#jWdISxw-t^REiEl_Qc=Pl
z>*8lq*G5o&G=nY~a=}_NFq8`!ry}jnnF4j?uZ@TMNw$N%U&;-Z7wY8M=M*!pdw5-U
z=&xq}f$;=cGOQTMic<}(XSv}uzpshsX&cFjf2lAbfXDoORZnS3fq2-jX8<}{5SWPj
z19X}0*2dZdQ)6PB0hR0|3Ktf?y+@;XZhHLr`ramTouP(Prlrt1c1)&e3~^Ik3YF(_
z<Ul+``F>1ge=Z{`vwZN(tS+@eXz9bEz5RS*Pe}g)aJC*{b~z?{pP*P@fV(EyX`943
znkEgUtLq66rSnJK#RGF!_R$krNDjKKy+bx!WB8|M_Z7pZA4#E2gJ4U*j3~8Ckng1i
zy-u^!o<-YS`Phf+cUAdwl1m|X+)>OciS8~o7;JM61z&J+Vs%*u4{U0Uuvcc8rm)pU
zMsYCB!3Iy!aihX@xHw>8O}V`W(5J2=1_24Fev{d@k-J)^xoJ7npo`0DbrDR%z6dDX
zZCboH09*CDlfuQr)BTI>xQi5@2*|*O?_|VgqC`zk_HK6O1!cPsbF~+@Z5v&1a<@@<
z1ZsJAecJ!SxB#b=zsfvgD5;)R6=ymzpYaZ3s+k$1Z|N*Viy6Emi}>>UXX@9tI{Q;o
z)+k~X6hJD({EEE_@;u73(dBQ;+*&bfrjDjvWmf$Vw^{XZ8I%@jNA<k{ejs>z{CQPo
zSM?|m`39s8=e@ZqW(wHV@Jz>iV%yPhOHMib4dm{+nv3nA8n8yQw>83^yFn0ftWGdN
ze06y@ne%}EFvq(40ASW#IQ_m!<MkWr1(VIq{|_P!#lAvuuzyjLl-V^<!X&0r{`X!J
ztrQhiu`)4uCmRq<yce}r8B$M!lxQvHj71STsLuw>hz|Yzj~2;9*7?D|vI)G>)YA=5
z=d^>TSRp(M!=&XZcHqq%pW}|Y$}@`$0*dJElRx6sOWUNz3!%e^4`Otro!Pg0`Gw)u
z_Qkrn30o=r+Txm_w<Rt#C~4feQ57pvghS$z<oo;!d9IJ4x?9PaN#g<g339T9f0qQP
zB2MLCA--q=piuXNj;BxawE4~Jk=t(!jQ>TfWT`TJQgfBqIIRlIV(aQEZV!SQAI*Ak
z5>$R6M)|cB=U$#Q^a$Mi$d6`o92QZ?IFxe^c|O$?{JjePKJn6Wd|+(7xh_=C3x+(D
zmYTY@1oVc=_ox!uWY*TsTWDI};=afY|9-<Q9+=nbJqTG<s3nCtJ+rNfVt!#P@@BVB
zyb>Emhc3>|XG~u`iG6I#*wq`1ovSLCW-6HCI$^;_mAQ!C2A|=rkuhTk9r?C&F#075
z9~$f=%{3kW2u~Ta$~<%5Jp3%ZB}cnugJq4BCo!~aD&D{Jd*#?gO)pZ3EfWgtHW}}p
z*QO>EmJ+Hqq=^gr7J)k0)TW=&IPK_~;Z<6c*QbAYuPt-${1M}lXzlk!Hx_D8_5Gn?
zGT@_V0XeMJS=|p58Y(9Xl4L-125_ILV#pU$_rO^a);Q@<n>uxDP}oDO-)8sxMQ5K8
zb3rJMdvxWfR=J-k03wi}|E_@EPw}M6PlH%j2ghFyY;kYY*lY?l5(yv|*qi#6ikuZ#
zkgYi&?(5$L;71|XEvL~vz;?bIvGU`+W{Gg-h&lVxE+iD1F4~&(cXKF2wD=c1N6lY@
z!9qNIrz1`bUH$N%`AU`!_hxvW(`hY^Tfb?j*6+FWtm@G)8Zw}0^{_KM-*Q{&(QXiD
zW`~m4T*!MF0HTP`?9W8!5(eSKU2wzM3PV-!N`L=MelIb>YU5W^h?!2~E@`B|-ih0P
zOv-M*$IQD+vS+^YiYQ9Ylb{+?RJ{-h<v-DpaH{!du!+ou9u8J<61{=Ryk_XeT<>c{
z{?s!GT9%#b>_vYmA`$(he@!-{9xGcbr<$Stg=aal+V2Uiu{=!?7wP=A%<k6r%dEj;
z>e+g?z$xLKLpaFr@R-RG>XVs+OrE&X^L2P_aWnRHqh{=#5!7Ojy89HTa7h6<grr<O
z@pk0~DrwUXrjmUKZ!}{GaS1DdKf<6x9+v;)7Jt2<LCC5L(At=k*cT9<20GGX+Oik8
zv-;FN-Sq?vuca5GYST2^uEzdu24YqLObW9Kzi)3dsp<3L_=9*9@dTJ@$GXst-L%aj
zI%EdNQFs2OTHA0MQMJry{#JnoA||X>b@~A}lfnSX`dHgTYG;-AmOd&eS>bIL-8}+4
zkCb7KrxC*D)sNL@B^ld>M7*Dm28L&Kon$r**FrD98cc=s`ZlNr1&*tvLO=Q4`NO<f
z#(dC=M?SOoXV5vZ>3#RGlYgfB%TbfD$oDvVqog|7RZp47Nu!)9Khl<9J%8j=2h-<2
zNI){u(e=wJ{*LK$x0WQwKwD-=!GoE)2m=%nvT|4wS)yS9fO>P4{<R1|?G69!4S_%{
z3MPNQC0sM}ZBJZ=k&-H?f`yh5uTe-qP0K}WBS9Uhx*Nvkj1e39#^weI<-MQKeR}_P
z34@;Wx7hxHiH=@>Ys3HB6x`i5nAg5Uwe0yDZI1p%8-7%8AqLjGJ<W$jCd_9*Q7Z{w
zDG2oBtT)kvgF43%pC2Jbpf*+hb-f5;R;#{#gk(?1-;djQOf>#eC+$(Dth@w~S=aO6
zi{4yJ81UuuJ(w3?Z}%W%QI2r81@_2R{1Xbu!Ej6w5cGQ8cV1*|aFpQ~aT+l0@a{JW
zqPqWanUwp&)Jq2Q;OR!q#cBdl6brH6h{{O+3uDqOcPRBZRr?`EiA_PNttb8!Nt3EC
z+^CFo-r72klNN^ST(L$+3$_o}qtH{FhOlpVN)+8qQK(9Di{omK^O29Xt??$oR+szA
zT5<Cye~zU^v2QRq$z<w9(KQfd((XST@)C+V&mQ3H@$R|1a$%_#hS{|`a|`4O1mi{9
zUo(DsFOdtZH9(uTfda;vQn!)0dWCC_QrtNItqLz#9T;j)A;urgvn7qxX;kZivwV3?
z?MWZ|uE-3W)sGtTxir=16c^erNqYOl5~>d{aAWS(6&D_(gd(_WEjPW1!<&;!-;P{t
z1JG!PmA;QhZb=<e{YHc?ggar-G`lxum;ffo(Anm%8*bkRsOM}!(=0!3TRYtSk*YIv
z5r$bSv!;fqo5yV}*Ad|N%M%PJ*&($?{|`WJCu`W!cUwdhQA|%7iTD~s*TT?q_vT!$
zdO3hkK^^C?`8E#H2QDD2ji}6+RK~y!sCO?XC=<{AT=|BxLGKZSL=7X5Gyz~fkFvLq
z0xo=t3hvWBgS$PKgJ_y8LYCDOS{QP7YKdWW<^w2VJ!vvcr2m1*j{6gL3AT6!WS=Rn
z4466Oa}TIJXq>pMN@(>>P=-GDd_=tE636-lQB!v+Y%1<wlViRg_4Xk2NBP(hRIcvj
zwSvL1BCFyUe<~s|)%=V`r!XDe(&u3Lc8z*{!syej3Y^*mvuwso|40s#rHR^3SO{=G
zkYP1QOYdfy8o!r?>QQntLYBWO-KiauQwcAg-h!w4C3S{+iRH_EaJ!gqZYwgt1@ET>
zldP-DgXHamgv;gnw+&kLl9rIvF?g2vH7g=@OmpsJJ6{-)HVx_AJf`{tCLt+50;uM<
zAyGHO@4_ON8LP;BF#>(|xn2X+r+I$ZmLUBDBe<L_62`NwOzuz@uiPH78~D6W4e)-i
z{I{(dy_qB6lO4vVVRd%$Vr}XZA|#Db+q6BRk}krMU(z&n>S%He%I5!gW5$oWA7lYq
zFf`OtMynhHD)R}Ffsl*qt)h${-G6Xbae2n%ByZKwLd@uP!DDDj7NTjBVRo+6rsS_O
zHu_mC`~}xkO9wu<{N+y4Y8BMCe6%sq=57rF67+n;0E0R7whCUjVr~u2(lR3iqggyQ
zXWhn(6=-yk_&4(YPw*!Co*1fq`4R|Xk<j>zGmWiKHhmz>Kkp}?We;9baGpboGVi~6
zVVtxJpnkCJN!=Rm0kALEqFQKTkOs8L>>7P0N@g3iB^nbD0?IcsxXxSn(pFrQ$j#cn
zEpCpAN_E8ldKrkD07`j}HEl9Gc8>(Cn=<qWC<Z|+FHaw4g%}NIx#Ye#yPwSMH)>qv
zlpfelxrxM}P@*_~)Mcdqq<8@qdn$P#n!DNG8FMg@LetojNqVCqoe6JiKkg#MxJ;%!
zmuiV#vmm5h*sxsVoN8qD-7JaZGMtiuX|E@{np#ioZzi>&kppFomTg;)%M|b}(d+6G
zS0JFGfA}UwmPKRXPMiI=R{Tp%{D`b4rtsHYTTBjp1&bzRW`6decv9+5PX$Nz2lAQR
z{UWUbYEmRzxx`7E=<f<goHzMdoli;qgDpL5P^=;gbahjnkm=I$%~rDtp~Rl;@65pA
z=C~K{3gHjpFtU|2ED^uB&#NzbaHVY+hj$xduA_nfz(DVD&TG`@ty?A45yG9HG9Ql4
zoJ24*l(U2_JuG%7F^>hh$LWDWV?7t|%?529tvYOG_q5<r;zahj(_Oc)VkWHdc6S85
zNBBj=RP`SmRcDH?ZwbF<JN45xJJd%*JqdG)+^l%xZULjk(rN+-aPYGVtmt3AcBDJ?
zI0){wd?G=Z8Wfc@0PcZC-L1`<5@viYfPh=OA}twNDvthcKz%M&@J~<5x}b(S#cHW{
zO{+4!Wdw}qh|khZU(P=o7-C<Ofo%-(>sh#tG(9cd{kME=%^C3sBV4DNgk*ZL4H5;%
zgkZOt>N9*J`gEfX5UJmAODs2AhAX-D2PBRMU&{H5n9*h#+-_5M32%{#s2#|CHS3$T
zUXR};oJzbnc7ik3C4Wzgw|>Vz?MPe~<p)K6YfiET(lo?9Poq|o4liF8m)%o({jhU|
zlE`ZyVnR19mxJ(|fh@NTwnW2rRkj2`o=s0$#Cft;p9$a?!Ps>=+4C7kU}pd>y^d`6
zP`Ql#!>Bbup^I`s5@)V$q}kPO;_6jDS`sPZmIz3h%PM;lOdF#>u|wGYO*rU+QBoW%
z2IIEv$+av?T^Bm!y|xjPb;1uPblv%`LXwUaknP2^_Sw=UmhM9fLHLVkuiSo3R?J6f
z8Pin9k|K@vOQDo>GhMwcwYe{TzhCro!4}6~XU^8~2AJX8FwF)6KyNrr&CJrdr><40
zTc339M+WWjO&-*AJli=S5$p?n^BiugA!Tp0wc39KMsL)O6zs{h)K9L334;jvRtGDk
zAdQXjz4i{zoUy&mIekg7GWpW+n%S+r6{imOYIX*rS4nS0d|%%>wl%DmcnZqmzeTmS
zUy-HAOwZMGIU=><vkzAEP3qsmijn8I8txEz3}l_MP_loshYb%%S&r!BX)13a_4vXa
zOXd;Ma%T46y1CmL+indHMhGyz+CMZ@cre~H;Gi!30vD`lzn?Mt=0D&%1L)DK{0`gn
zb>X&3Nds!lkFX`9i0;*{V6m<@F`@zezEVn^J|!Rnsq5?nJ*LJp@Rn-ij6id(i~(n^
zFEVAsTAvPg;xR3eQrh@>4J_`gqIJqvsiJ3lM@L)aeC*!=f7-E&h|OPurM-wOC=lT$
zy+u+y=Cgfd&Dz3hr}qwT%GH(jB}TFpO@pezB5E4y(TNjJ#5@d|r*2M(ok!jzUrY%~
zvj9dks%x(zdPgjk-*V7!3gxDm$7~twg|~RVvddHOtw}@YR_1zGp|vt~3fM$HWXi&5
zLP?G7a?Ub<bEc*qL|b@NdAJL#;qVEBlrxm6Y#fBJBEkLggGqKQclT;crNW0vyCT6y
zjM<ua`<m=n0mq)SAzLUZtMGY14$W*S6`bj1o&)O7Dkj1jx0TjhjkJ#^U>;$wXxF+9
zgblK(ic#k>Jqx7t`4|%^{{C%U`D1k`v^YWvKe}>Fg5<U#wL6qrFm4DsI(7eWzcfl*
zFzH2g0Y*e5p6VO_6fSLUJW<w#n~`2y;24&rHJ8ZW`N~M^&!3#lps(_Awdb9|+pCZY
z+T%Uwhi{9J<ojqX?YHfhl8f?tGYQx5eHxlt`cmBwg7aTpi`^eT2;Zg%XLM#W@@sI#
znnCw&8YT`xKd41=$OquS{E5C;Mhe~}IuRO3|Np*eA{rkrh$q^Uw)dBQ#Si}PbG3u0
z6$4%?Wn?Ly&G@}-7M+!Pi7a_A8`Y0wWNKYi{5u*APtlDt&I^5D(kv}&s#UD>&HxcL
zVyH_3%mx>Xll#moVbI=j5usL#!4vD$5D$zW@ECj`4R4*{B@cy`BN#o*fnxMTEB@sR
z&O0l93s0o^4O&zpG231?5ceX+N8;Vx*tsmHx%<?suFpq_^cqjIK6l5gk;1r_hUE*#
zbJhAy+xS#2mNOy*uMFYU7twupobH>)ufgr+Kxr(BC$>YmNk^S8K!P!Co1y-AHNB_t
zaPAz8f#EV81tO0WF{|;H56-%zF99Tsw3Qy>&N+Xe#SdjjFqDq3NB<cI2J%;E@!#bi
zw&jKhhysetKwHys+%6f#)o3xy&%Nr1Ov>yk4|!Ea)=xWl0M)aEQ?2`?&f&(llzlqI
z#*U=X89HmEeFvw{VT>)=O1gSV7&Cs-_bwc|dFi$H1AqQ*jN^Ax07;9n<bB})MhYOW
zg-@ZFZ)(Ya)Y~s{!y*~TMx0+57z<LE2V&2y@@KPuIa=hIMrp6(7}?Z&F!&83$XtXD
zf?3rr{YN$m?I=~GjtzG1uSVpUT#vJr6iU<nxXED9e;GO9Cd2>o?)Mh=>9IlY97ym)
z&Vv733v>cL|MjtR^n4<~eZu+;n>xHDKIiTuz~}}T+3Z%&->VBYTO@)2ePQ(hMtF@s
z!<z${MVk4!CmbQu1?+nITvM#?DHOMlRG=I`ylNZX9IjqwO2O}{B;#8?8k$p-#T0Fk
zr*6Z{0z#90_;5`7=gv>l8_nKlT6jaoaAuDy&WHU5WIod&V{7;v45=PRV+v$*l`*iv
zdJ8)#62fb9C{)x7QmexX6x6Rsr#BUh49%Q95-EILbYKQR6pgeTuI{H00#u@~rE#VD
zF{*~JzzxcD`V~!G2m5y;AcqtF51mjlyg+1b#GbjN+AtRT1GM`gB-1w`jjSuPFQRn*
zH$iqjyHyHsZYqqo<fHo_0@us9x+DNquGOtYo>aAJTcVrPYPgcWF`dQ)#%=bx-V*@}
zDmqfAi>1b&AOvC$=t_E1tt`{>QS2PDJ`DSCSI364?O~2Zlqe;b12T9Q<kz1rh@+27
zzVFQyRQGF>$tOW@7yER)T+U2>Fh1J&P{t(PkW}P__bW{l0TMh{Fdi*(xFU{xSg%1<
zwQFPVB!~{@_Rn$oQ`$@F^dXbX%wy^tqcbg;i2-#7>fPdBsCs)X>ZjB@5;@}T!b>o*
z#Zyy3lON63U-txO6|&$XuTf1T&zio3c|>8x272XtwZv_Gb(X&~PFAp|L(F>%Z-^<t
zw<WdhS604U*aU&kx$2kq@giC|U%IbB`f{f%#TfSN(|Zp62s|Q2DMg;9xD)gO3=N85
zV4G|C<|zdgSZvXNCsG;cVQfpCT?#Fi!~98O4)nHU&!s>sP6LL@1k(IMO$cSs+J9k?
zQ3ghh0V7>{m+F#whRAN%*D+FzLL?{?60p5g<E}smF%&b?;_xonaUS5uO`6uUMir!?
zL&}oWYo;_$xXV$+xGi4$s&6D|>YYIWL|;SPHTceZMSfKzx^c7Qk??R2^3ru8)RFsy
zY8?KdxXuFWPhZlW#8$YkyCtW84d!ci3*2LLnP9vjzGeL%*3}r{$%o4%ZAJN#vEU)L
zlfux)X`Pko^(KQS*_Mths|1L}^29JBhGy;8(YV_p4MA@!F|h*#XfbF6kuJiDPviOi
z?aDa5>?PJl*V?gCUx^tqOaO0(#k2SNfh<dLmjI+z#i@7Vl8BoyEL2D-Hl9wv&if`1
zm}P0G&lR>}V$z*Jv9$h^KqL};t$ER2xa(KpwX?l<^%E|q|52OX-BKv#&2R>*X9NRF
zX8iF<o0o<kgx<`TF7;f~G#~`L8vd}*orH4vXc?-7dR2O5HrCZ8CoTGx--2zGQD_ZQ
zzYOKBqy|;fT~zwZC^k13$Vy(u85JD(Ge(0+`ZtAq_)5p+tX!w`rF(uZP`n-Ps!YsU
z#1t4Om)%!PNowx;Smu=~Zy?`7MZ!*+!H42S&G8JW-*C*bL+6?ezo^JkklHY|xUV4M
zMp(Nr?XMYYlfJg6OzN&lxCl!>wp6%RZnZ>1mi6$rP=nwd)1G4!8I0jMojRra=Tk&t
z#d8!jx2GGX>i9LRid>8Asc}VO%~!0myufj%b9X@~Kfde4UC8?Qf0-?8sO$JKQky{g
z^-fu~sDMk0hz|*J#Tl$=w3vJYe)4A{zSQN_QzP8U*Bsr{*^&Q!D$8gCJvuXy#}a3g
zZz>IWfMIGJbvRowXgv9SQP3XO|C5UR9sMD4o$hE@<!|t@aaR>Qr0Gl;@MHxtQ3>`r
z4aqbL0=Nk&!5p@ll80q4dfC1CFJJ4LrRpxxqDvi9ilRIzp325VP+u99k2{4iF8$Cv
z^9_q2ps{0%N7u86l0zfH1OPLugB=Ur*4UoDck;z0KeVf~2$-6ZLH#XQm65b7(B`?B
z6M3U_MbofspO(Y3o)qUU_@>oglVVbd{QKy`4z!?N!sva~8(<QEC<MZ62Z+nPAvE7K
zUXb-rFC5}{j)=r~Yhd(?aBEXjx6N7JM$foae5#`QV^t-0iTDRid8Bno@Yw&u{!n15
zs1Sk|_kM$iCl5ZFqqie->+md%VIe@hgr;d;0aLl^&%oz`%lw4j|7pHI|K0Nl<Ij32
zy|=d9132Ym$f;rddcW4%_uN~5w-Ncf$CEC4_BD@{CZeB*E$>ej2hZO%F8{!Ud2{ik
zc~(6`Ea;jxF#14BO9R)dI6FIwwWVIEdlw0NJktwKjD$rQn|GA8><9Qz=+;X0Mg5+J
zD}~63G-DB@wx(LOS~4$cIqcKVoS~FoD^=D66;i~pY2l7%P8P32IYuhGh9q%eC#R9#
zu<30EI{{ktSO7~k($Ru*cKDo5vOTEHCe`F(Y<am|4B5XE4w||~ORHDV&A`a!Gg^Mk
z5bM<9(|XFDHLnEh;p?YT3v878l?!Jb{gHscu)z?+u!%7E1#%hJ*X-A#V%}D;?U`Zf
zciX?~Lba(T@6;mJC>ycirvXy4Qk8!`8gY70giu3WnCb=E=1`)P4y|DCby+HjWd_ya
zMn7J;t$B(1x7o(E&N#Zu@ve@IG;R7~{3#l*1_@xL?(0`PY<>PARYIQ7><t$F+UW@v
z-@AgcM1PH@7bfqAc)=a2=2LE?G(KfC)?b}sP?)I<MgGwuoJyvT1uhW?`=+g}uNdV-
zRosExOBH|jz_XPRQiXkWu})>{ye5ZwyfZf+5OJ&F=m92OV$e-d!J<z&(-}8x4`wOL
z{KuLH35!<qtR=m$$%6v05njqu-LIQV&96M$@{Q4A78NK7sp7(>XDU9|u_Bt;yiyCx
zu#bilEa%g7H{jHzM>?y?4fdh_kjA%?xX$^KLHz1#uNA>v*IdlRenFyIq8Q^}(PQB+
z(p&W1IEQ=NB{S}12FUGdY5OR9(gDY11C(XMdDkfy*G0|D<vlpKeo0z|w1}*qFz(Xk
z3T%JocDeVRA$Z|h>roLVSi<CNzRRCu|8CwaK}gvcsgQN#FA%DGujd=&SA(1|k*RqA
z?~)dx+6y!y_W{0Wdg{ft>W8-4jlNYfZeQ<5J16~^I0_>)lt-lUELpX_H#r(i5fuzt
z6>gucvvtM2&4J2^k1lvcB5!d`cDcjZo5gHuOkHqw`h?S=TtU5k7C0HN1}u?9@NCUN
z)Nji}ZBJ$uLuqcxB%ch8Wou9M6!u@%)eGiwPwwTU8hY~CPNaZ<tIQpLM!?pYl7w9N
zn*tp1;^H0)PshB_ahhAWjBR*(So%tMgU3=o>DxMpcswl~Kcc&7uq(;HCM?_Pbg0}7
zew*%4bIv=Mm3S%wF6Za|WvOLDB3vRm=S)CyPkd<R_3MT=Su7xR;>J{&9l&G9()(})
zmb8%gQ{9R70K7RgO<f(P_=fl;Ia`FNkAsuK$vJL+seU^pdkw#N#OND&{RXUX6K#ga
z%6^5^S22o9o+1bNx|3f>2kUIFwmxKd%U|_gf2r2V#D=eK>;#lV?>X9?tkI0+;^Mfo
zHN1UCV5C(N9^(*fGbF^|lQpAzG^tG{zmsC(GOJrznmy4Tq&Ie1lUzwgS)QgU1si#t
zF;h`1HlF-y@n^JJ>$iMIzzil4?Mzgq(s;0_VR77ZOjlmXF0Xhw=9l8E!XWI`O;7x3
z&Y#F5{dVOh5~gj19m7vGPf$_wNS)^Wqx!6(FQBRXRDirkA?bB*|4Ey86TfMdP{B<4
zE}=Z!zmqh(<f2gjy>UBkGqtB!B7L~@in1JC69|pxO`pDJl5fT9n-Au>j)0R7wav;@
zlb(?L*~CV*lSsJal8v07g7fb}RZ8|ZO4qnta1F}q7k~=O9+!+r=S%1fxB5RYU2{`q
ziL)`R^N1<X4RL*5-fkQ~o{W@os_zLq+2U6%U$XZ=x@|q2jLQR;jRylxQhH63XZF<Z
ztfCYzF5{sHn=rjPoo`0YIX*ki&OX^8ndW4krY`-4&EKlmyY}y}Wx@h`+_<Z#k;n&R
zj5zD&t;xcS_3K)BwpCjP>NTDl`_VYjyO(F~Kp>vYbCcBF@lmRs>v+CHJ*o^J8;u+l
z05S4V^Hgo(d-rfQ8$xn;x8mCmGgcc8Tz&ADx>JiaNxeR(ck(i;l@(cB#2cD?RQb3-
z`U3M}H*omA5|tppY|f1Iy~T!`bh$YZ{V6v6p<)+F1yAh1Y^4A1_#~u^{)~dYu8cN7
z9`9>XP>^B0piF--xp+W^B`B5$A2Y(roEFEhk=l9Z*vdFj`Qp3DioXoXZg3=NjbX1p
zc$a?X923A-g|d3A3{SMgoxyjsVLh%@AQYkdAY|=Pyx-kWL13H`4nU7M=+3w{wCpAt
zkJw=>T~NZZe5Z;6t?#z7@*hg{E?$Bm$B(9>E+(c;AMQ1b((_*orq8#YStIRwzVuBq
zS+{fEY9#6TCS6&IJS$<GQ}rEGIki1_Z;Ie_&S#J;>9?Ss)!Pr|xC@COU$6RZ_D6CF
zO`$l}>tj6HIw0}gYYdd8(6e&tc@4Qv9*jvxe_-g9KPBG?;l}}3>e=Q(4I`cR|G>oP
z(X{;o6U)r94|6g-DQp@>)*64k+~KpeT_22Z$Cl2<c@<v~cOQp%G3vwGYgG`4z1&(J
z1{mZRA0Yd3Cx`)ZR$@)T%rdo&ajvICa?Ar!LIj&@A?W}<qN|DXcUar+v8jlkZiN_h
zm`%nPx0on360tbSIS*9ys%ci7S0qrvb!o?Dv{<3rGx~AAxp1&?2tX$Qkde$Ka@iq8
zQym>i#PxyY97R%_&P@+sNN^)LdS`<RKH<yfQI1a-MT|~GKcNJ&n-?WI`0LJFuxT#}
zPZiD`k48%3ysaG4_Q>k_sfxapfI|9WHTPG7#bw9naqOWIQsXW5hg<F*8=}#@GK%Xx
zYy6sx_he#PEX;c$;%OfS-eMKtIh4pH`-R4Bx~{)!OhO4nh93$L!P@}!#RUhaE}xrY
z4gW+11H8DHe_$%%q9F|^lwrRZhP=#)dHki^{v;cLk{A*XtBvN=;9EjG$eobL!gRgN
z%~p;>x_5_RMsE-^RA}wnZ6t82L+`I#PqS^dB~W3w&Ofn}vC&cIeB*yPE=K}=VoTD`
ztM)cokWU?lALxRr?p5YRhEhcYE;|#thYEr!2@)Q(_|K6d^U1Z|uxElFJWIFC8zSXN
z{KorTp5yc;q3JLp^X%wP$BtT1^y46XK!P0r?vje?fI$HR+px3qXMxvjjd<}anc4)#
zzV2PTT;=MXbtk#`Lh$s{WEn(l^zMt-ofKvty36U2|FOB+IY~?wpTcTt2^8^+#MTCJ
z&&2QgL*BW7QPwBA|D>53@VRZuNX(i(dr_90WF$w~8=<lEe#xMqvPa;$opUJXdadDG
zw!IV`PmRUqG?q-m>o<7f;MYxk=@Oop{fe;SZ3~DHufnB8RwXRjh^;+uAZH5QQXS0{
zIW@#Wwstb#MFiwM3u+!WM}e12vK(32Cf~@hnKzWTXA=)Ow_}chc@!HLvi)jVv@xDp
z6%2vOeDbChOmR~kz;*mYpJ(<*0}uj9ZByGXrBh(8PEHjIiK7T$a-V>8<6gmax|Y_(
z3HuG>0~;^7{)qB@(R5k$sVKK1`&=`6$F4QuUq2bSG##YA@mkk=FMYFmLXhKsfdw@|
zDoFHZS<a%Q1oL^(9;2^UzbH1;C+O~AiCD#_j?c{N@#^Yu)sA7weA2W`&^%-T_VX|#
z<4hI!hL@FsOA8c!tB0?Ib@IJ36!nJ-wvksXCwZcq!v|jjk6b?7gDn^b-9XONIU`or
zR|5rvxChP;NlMv0kOt$~a2PV*5}z@@L6=^9KCSM?W?#;TM6Qlt0`htW<h<o8g(Ji~
z(v(cBBYsI~UWS)%mZ*#s)&4@28AIO^S+0hLl$})CENnlnTK@yn4oMz1Q=zUJ;otUr
zm@CV=02c{sHzjb#_EuVWC(96J204fLGt!=`H>H}V>JrpsmLir+PiV`Nj%(FfvFtf5
z*OdJUKI5ai0Q&-_0&81a`O|f>3h9Y`_uGsChlV6>>TN|$L`PVHa2V-7oJJN&x3eJ&
zw^8?DuPa_hlJas;BB!pDZjMd3;05A?R<bUYds7p83`PpUmFz9<P`T{soimI0_17as
z*2Q$H_rIJ6VLZyiO^0$9fX)Lu$aN7BiX3L%_e#Op!_bkZpcZ|kx(4~lqcnz(-w6)Z
zf}ECFN{k{7?2F2)O}*=wjZX1Za!+rHYodZ@`P5j^@OwDnEJmb38dup87ttZkrXYe+
zqx~d^+nIHc9H+6&{uHR+7Dvb0Y4m)m$xvouQ3|y|VYr=A9UHv2X={OpryB5dr27kE
zJe2#=#GN^x=S703sF4@$+rQzwk};-*W*qKrlz``3MjL;kTGaR`FgsHpp&X+S_&gZL
zXom#<+>!g{ZZWm8lyLWr)M9&#JW*s7*F%VwZ$-|hYqdradC^kjG-3L1?)RR3cG{g!
z5vk1*%c|ml-C12rVRMHuTC{Uk7Xso1t?#^+8AV;S_(^;LJNcJwI6gR`aojP5QaOKT
zdy+Dj-g<MY&%r*%VlS>Y;5|mC-%RB1qVob8&-Fl<+uJm_)CJYB>h#}<8ZSfFb8Le1
zlVwHRikVCH(FR16Zw$6u4ggkN$67l<m{V2qf9R=V`q?eXyiJ)3j%4Jc3jCXvteWHj
z9CWp)0szClUzr=)veI5uxSvD`rnzG!el$);j^qAfPB5BX9z^9xETc>m06S~$P4m9<
zn6l=yn&XT3UM8q%E_-Y!_+-2vJ^oAOn+oo)VmIj;3tsv62C0(~HkFfXr>Yy1H5sN>
z1q7$EHYj+}(8=20YWUyl@5u49sqz5V5d8`fi_ZG$VZ%G$Pi3H8vVQCo?gKsi-c#v$
zJAvND))?n~sXDX%>AWiTG5Y0EYh)lDw;i`Y#hOfO*o8<BL6;ihGDgW+$=B|(SKGMx
zfR9HWzPpoWcy}!M^lXV32exClKiSNw*>*5zw9WJU6fe<#)bOS|g688`_NliQBe)wN
z-`_Z)5)!q!q~>dWh2c+aJe#0%d-H~LpTY{rq|vP9CF`H&)kdOLGRp-1MFAvy;gQcJ
zCmM?(eM;7REm?@YzpSbR#T@Mg5W^~`U8<pYg5%hb52ur+QR4YA@8OC(a&S#`{bZ0i
zIVyC@6AME)&e!XlC-eKtBR^=tpp7O$`-R0{i0jr{`|bC+Hl^OB!&v3c+8)nLpDJ~C
zQ<tOj^l`Ypiagy6u8TDnJsmFjB?iUu2uprb_9hf`4W5tQt-^IjNu70zB2dPZ>MiAW
z?>s`hWMQ9bv099wXUa4A#36yMNv5$*avah=MKrg0ZYNn?#!SuDffWXyY6lGZ=6+jX
zuUyHYeAHtr1lmgeWknYY7B+bHA(Firu-Ab&+pn(kmu}A5xwGK|VtSpYPwR)TE#ER^
zUL;mbN)ngu6&v(pFW0Qc?=8a`=(d5X&qQEzDj8+9BR+KYn9v#0@bb|T#+OMFs4Bk5
zFm}of19O0@0EBl!y~JkG-~}YW9p6=Rpzzw6msc}01jAuS=<+tJsp?@vPiv$@Estn*
z#qV2VE3%#GI(~&B!w<-Ldz|ql)ce4|6d4BjO8C5R0W-~spo9nl>rZDpJFL*&Sw@mW
zZ($-!uiM?nK~(i`9n5iRfZW!49f^LMc9&98vj`Dh7erT0EnZ38kl@8%K`Oa$nUi~?
zO!}D4Sbn{l-;j@DmL^8K%ehRZ2@4W+Stwy{nErto11}~=FDY1u_FnCe7}RgyR$842
z_Fh?{UIN9WyXkKUH)gCMgQ4_Nbc9roPk`v6>~IIPGq-we6Ta{C9*ReDR^#R`(wyo>
zM;ykIM<s|f0?rR6zc*qx&=qCR+K73?%JL=2+Ec}^$Trk+=BvS_a~}L9;>;_DT(1s$
zvIa8mnB>JM<R}8q^Idb~A@06hncnf8?_x+I5isVOWM;lv5iVlAE^Jc~J^|lu@s|{`
zdYpt1-t)~?CtsB7WhrLNur($w$|q#Ipa+Uv6e`Itz4<A9YW<E@5)deO1J*G#4cnj4
z3U9<*M*8@&8tN(BaTYfRxmz-z`mSK=sMU-?fZ58?oC(W#N;mBQ19!<iDiZ1b#lni<
zQIf2A0EsNy1}hC;b(CFW7g(5S2K6Fn=Y2mSa(dRZ`+C+(cNyT{3tf0ncF{tDoJ`-p
zE*E7DbxWqE<6chAyr+V8v>no`Kr_D5^VbN3#Lf@Vdv3$lOa+bM{FIhi^7YV4V%fJ0
zGJM(gZeyd2SPi+ZOn=GNmFTA)_f1HxK8gF@&kJmCoA1&k|A(owifZGF+clI@ij=mv
zyIXO0O>hko+})kxg#yL31c%`6-U7w71P|^G#hw4jch+~-Iv2T^>&(pFdw%cxJoE}8
zYBOz>-h{UukmBNgJK|ofg2i_fYk5){c91;yi0*?m%8SOCSht;XQ#f6mM@dI@-zClD
zOx~@UT3-j5%emCy;@*$oKUF7B*}3%=US?lk4e2dbqw+-SZYKx{D(>9;st%&U1Jcpl
zZis49*SQVoNQ%pWD7e35n)34Z84nHjYDM4iWAY;IUQd=>F?SVrZS@%U=mX7iAp>qX
zk>!kBqk{so?}$obcrz$n2Oy<S=qJIQl9GT()Pe}v3AU=-|GY~UBrygIb-O+}oOoZ-
zHGk?H4oJT)w`gMAOWp9-E*)zz@vpf1z}2$>;?B0HYGwJ9reK>+u}Nc89~17GoU3M#
zj;WCLeQY5#X0>(3>4d-e-a4gXS>Z0>Y3N?geX^<KB*7r^9jD>dG~RU%Nx+i#04Biy
z;%}guq<C}Hx_P~o8lN*gF{ygc$>(K>fqQMIK(Bx-OLQ082Bi9-B!WOvO5Ydzf+)R7
z*rY`?3R%r${w+l~tc25NcKvu1vRg#zmrnP)t*y<{&QjKP@UI~4>jSyONX4D*zh#yp
z50=orwtaGJg$KSokILZ#+Rzv(qPJKA#@`;bg#(LBj1}HsHD>$IRT>ZP=IAS4rU*~H
z({Jv-TpxvQ<Ur%03$FPV@o725dYGgd&fyrp%g-ECbl)^}C*)KLXgVdSxZw4Eon39(
zahJj;Lb%|tLJNDA6MZmpZD}*L#m}&%KrF#rs+i%u!}+P>n}H}QJJo&8tF6ufPu7rs
zjfQO1qQ!U?BX3zyj@(8h4F39>n`6p<3r_@0e$Y<Fj7WpV``$YBL~pZC&3=}gQM1;`
z)&BO4Yxv9$Uir9RjH+j2|BklB?eV(2K%ath=9JrKG04PGN57d>&k1h&G-qN4=l0R6
zJ2_LRhyEEsmPh%8PASbo8f9bqz9q>brAA-C?Yf#!O_;#24y$cSnn#D74cZ(cx5pb*
zgyKQ=+RfA)qZz1J?Fe}I2mZwZZLwFNX)g5)qh;&qublho_Ao<?Ol*iR_FiZU!mDW`
z#1DZ|u<{2AhPkrV`i7qB6gOiDt8Y1w#F2@%C_^uFj0ueA;40?t5A_=lS8`d%u%qUM
z+}n6TO>jSQRITK>@AebDSryS~wxvYFCG*Y<|M%ne|IBsY{O=D*^9)+}BjWqnR59Kt
zOKP;M@}tXEki;f^3xcc0hY(n-we=d+{!g{8`u|ny?rNe=eEEJy4IolyNTnE-pAEAj
zLgSh=M!pc~liD65s0-z%T{o>V+=D4jr1RXaAGam(mI~s14TybCoI8oipE(tZNzsqw
zD)fI9oBs7XCAdW4R9~XVd#%{KamZ}yj5cd)j-FevpTxw`svY&Xyc*dSW9`70eh8VM
zEo#vLqq%H{>OIbSrz{Dps(%rryZqRUeQsgTM@Db$e)s9{F)rkZ*S4`Bo+!o@x17E^
zsI-JtSY#Farxkidu^G3xO18Z&!HS~a5Y6U%C&M)CSXmUL$5(At^~dwK)$dJ9IP{c4
zpFUFQ<K}U)?q6*ointm(Y0qlQXh*2g7Y*mS#-J^&6aU(6m9)~vHvWu%O#+y6dKTi_
zvjOu)Yu`mbb)Sa#IrjNg5nYzIg{YNnRoksm#c!=T@<qXqmV9MkdV$lOFCR2>OWZ>}
zPJy4;5YaWkYG2dHqb00EvFv#6+^?3j@r(9@9WxAd(R`Rf>5sj7_-#^mYU(w@<u5D>
z7g)OL;NAedI#D)2?wj|lAxNz2MC30HwiE2*#j3|r@Z1PGaHzC`|K5H>GL9mSLP4!m
z-TW64qK_F)KBXJ)dQDQZH+4n-arKti`&(xQqrn~Z`iEZi+XNZg&>nTf_3fj7WE*Af
zkGXHjT_v_@#9GF)ShwrbqLV~zPXf?H=dylyjj%TNY@?9rh{~6~=slz3+YQexLZ~X1
zSIU*iDsiV~uF63R@9C0a-Mra*UCcCwymo^tV+5z}>Qf#d;;;rq<xMEj2~Z-!fgpW{
zcZn;l*b5*jcYs7LHo*-}uG}pk5+%4PQ)<&9vow9#EBP+F={hN#TXb2nzo_^=N!+Y0
zyeU94<HO$&v{K@-zaz9{T)mV6qUO~yZ`}!k^USdkjJQ;}6(>4Dr|7peXcKoj2`2tn
zDuM26z;Q_%#F^XQqFaiyt?iw~XQnPoY^3Yr7GO~-ko3XQ9lctpGiJ=wxT6)Fjn%P1
zE&{nV_v7zhcC8&nM9FKoh-^O<r;3bMc~`w3eF*Um(^f%qOF%jZu8+Pe)k_OctpEdX
zM<%KwQAEA}L$Z^HcU~m=O_(&#ZRHSrkf%@L>Cc(3TvH+w5I0GCs^e70&O8ac(r-A$
zmbGz@=Q-9>tt#h!$+o9$ap2;{tQI%iz^Vz-I?%oqpW~}(N0xum;`JB|a#|lSlqHFq
zfC$Tou(b86+u_?}pF!k%Z}>_V+Pxz8MeB^G4O~=TR90R32QT_$0Z|nEDJgo!Is?6{
zVflCV%_QJ{adiQINGqQ5hJgJ}4p7_2@hC!YIwn?8eMy0MWnIKScaD5uQKm&4JgdEM
zRrfMWm8XlhDxuickxC<PG{s2%y__*byg5R#>(`0uia3D|C2tFJ6}R$(yMv9|w6X24
zX<9adKUJ{j%6lKiMHG-l<mB+FQL7KqCGxmpP`BX|RuJ!;L+4Z9T^#L$>4&!EdVlhw
z{3;#()g5o)*#lN7qZD#QOhGy$4gsvnaL?n+k55H~3G)R_vhUD2INs9eEk&6JSsVek
zA@Sg+4}1*qYm9zI0PDcwaBoppu>rG*KsR0>R&t{P<%)3#DEGu$h+a6&q-!E;!W`2T
zr;jZxpU|^M;`>+sdAe2)RbaAwV1LRhAF{a`BX3%E$&y=`Y>d0xtBN-TF<40+`}~*3
z3fA_bE&=+~yBhs9Al4r&|7jH{ViG_~yKp_?#Y~rRD!_jQrfefXs*(6?pfm34qweq{
zFn>4X+z1uwLgYc;pCXc-JQR9@X1|(CuLoDoo^exy(m*Hwyf4d162C%5IBFyGhN?jj
z>xVSDRwgmLl>6)%nR?6)<!`i#x$%TV&wxTE1pfQyJJknrwelh2lI6AKwVp92iF5u$
z{ZI8;$Fcr1jD#IQspPZ{Pjx*6dYO{MN7`D8(Avh&yh}J2C4^Teg3F&V@B=$ETvJ{U
z@&N$cRa||Q=UmHB&BKZaq6Eqzme>uEpuQuQd=@Nj^*v`d*ji~kr6XE6cLfZUI$wV@
zh7!Dfy|p;?z8KsOi|LaLo+{RDZ%HhavNn%swb@gS_1UUDby8CLxuiVb3hdRl*!@^w
zyuDV`8tG;Z0wz1m8GgrX20mK4$@Pl)Fd0hGea^TvHpj-0M|LTrge5Mw6T^G_1x$w4
zN?TrGZ8LW(KiO;1{zb6;mRY|nF9z7?G<RN(4fE9Tb1QhAtM1<LkgSl@(&vj+D&8wO
z)@OkUJEl-I<uoOPH3)V!wX7wF83k{*V>tNXv%QcWin%=gpV+=N5t;{6RFG9o>N_%E
z_A4GQF<A^|EL?Epda$>r>d-M0xYfDPgx0K)rvgHYQDx5RtN+8x)@@JIR#UO9bR4Sh
zad-l~&=(~CT$Pz3r<c4~eyE;GQ!qF<3XDTE02Kc>nTw!bGv$9Q6=&oZRkJVXv2HZP
zx_MY@bEq6<s~*4mvO7q`;hi$I!CHIYSYlvuUooom^KGOEAIhFtug`IKIIKM_HtJPJ
zou`MqvO=JK1EiEwpE#T%+aT*fidBAt&#sV(Nxlcgmp4+tFq{V1A#2{MB;ii@{f89Q
z%%9i<oN2Fly+)_8657$tv!55S{EB_Odg3I-NSkiW)}PyiGE=&(rGhLks!cRtJ|#!O
z?_WJv5hePdQcmj$ZhP+VfAy;O!p^CNW~iry1;%bM6-^2Cl~b;XX2+x9kA-VVxv_Vq
zN6Jgf&om_^9oVg~IU1N8{UYtAkrJyajl}K}zQZbw#BXYOG>Q7lUNlg;PWj-IxP`9v
z!V|o~_*5D*)i`_obi;L&eraepL5nji)T7mek}Gt2s(p5yRV@Zm@=HHrq~c~F?~Pgw
zgL>bTP-nCVz}Zg{0gd2M@oV=F?Ub`x>;1Zvrpa@<W+@aFm7h!~R*~<j#RLYp3=L{>
zs+ajrlmE3_?Dd|-y?hWrDBd5LXL-vbZu4eGC?AJkpc=!EF<;@f6s2s$ce{F#r{M{s
zE$r3%kWbdG{r@5Pe*JTCu3SGuw55;4x(r#=yN%U~n9km7k>{OH?!%<al;{%CF|@qd
zM$~>I^>N;hwGRsW=h+XY4!NET@+C;DRL@Rxb*_Z&aJ;F-kT7tUUm605eYf|Q{~S-3
zKy;+SSE4;S=>Aa?jr~8Q`3kkN>jPzgB=Uo{7t&=giEq|KET<a|^)?yhpS8-NtB>5u
z-)?RY3|+DYzwf*16~Y+5ZPWX9JK37I0rFNJt!F#e&|G~I<U~ov47%j?9PQKj5T04s
zZS}#ZHjF+ZRk3qwB-fSO&0x3C7l<QU|1$SAG(=+QhA%o16{DKf3~gHx-_NtI81rO|
zuyw-qt=amhRA^hWT6-A|V@Be8wEH-Nm^ob3x{2rV$)g+<*{$_%b=Q_@qQoIWF}3ot
z;x^)*0ywZuV?e(Fmg|Q^RsVVvn_@VVVbKwfQ>;+`p+dAFtmpJR<`7HTSLZX9T`WcM
z$|Ev}P%&INK{)o<Wl&ZTWpw@DXGG4er-HU(4?r`s!Cyb@jkY2>I7Qa#(xa)WVEFIe
zKzQ~m>=}6=A|lmoO&&j4dQDSeQlVgbw*=@F>_y(8U~M{MIr-M^GAWyYF7Q%huP6pK
zq!v(LInkk=h>JdHqz2M@+0^$jIO%)W)X2aZ<U7TFe!#PiH>)|9-CXZcc{ZR=lA+=R
z1t=HW<dI?w%CN>yl6i_@bLk1ESBt&Oj6Z3&>Lf%wzVb;y+1!E8_S|#aIk!BqBJryb
zWta`Gc_Z(l;q-ij;p~skjKvsiLP?Z$mHhuQk^-484AN<1R%WhYJFem-O|g75UN~R~
zoK4`Ok78g`U*fQgPS>V5u=B+9h(awdWt=fg1cV(|ye8#oneO!@E*K~8P!?+@XFJ8v
z^^nQHqxg;)l?iI$@LqmHYVaf3*3W3$1)3EEmBoSv)$~0@vy3(ZW>mC0IzhL(9UB{Z
z2J9*GtR=LYQQPfuavqAiMDn<gXOgmUSUkYuPp?Ny1~|<~_$$CAcn}_o8}J7fPMDGW
z$<BKi{~B1luXZvKfO9^I^Ps5rsbEs9aWW`Po;_G@-sGh47Ot-V2DcgTON4t#$N+vq
zZ%(wc^y*u2f5QzQWcD!;2!FLs9bMfSw$+kk?dGJx2Lgby>g)YcP+`&BS0R^D=mNwy
znF)&M@uQIUO2ElHZ}9Dx)e`ile@(Pu{*)g`A%-ic&4l02(R!(pb&dRNyziJUO4U2_
z+uacTJ}Pyd@`^7wcUJ4T(-E$cq)0)sj#F)B@6TUd$O;sTT#TljjB=3{FG{+fpA6}+
zE^@+^U(>EH!;$L|ycs@X9$-DQGfuU5y8+Gs#Y#@Lkc5wfcvm;t@E&(MkXtYK_9TA!
zFkR$wV8^%I`GJ68vFr+eRJs(kd*npyIH&$XW>Q)AGo5>jbO#shfm8`h-t`-_CTaS@
z!II+AD2xwzb-Dazf-YI~R^CV)U}a4#t(PVdwfDoJtk#Kw*;FgEd7IWfue6MhVcNmE
zesM7$DPffweaK^qGJ-XH-DosLnca!NVSs7n-Deakw1?SHDZ}!IfZ!C(A8mB4$sT(O
zBsL6y(X=7s-wCSBR1nf)n@F8Rl*PyElD7<^GbEoB6x%c*nrVZXklUVkIgKnetdIB|
zBc~d?rne=w(CLwtL(~13(L7bEY>YEwqyQbEs!+5T6$S^AQdIWJFZNXyG@T-d(eH)6
zE{PrSR->yht@eHbxozd;Qlc8ZP9ZDe+i(ZOQd@K54$6o6KNH`n(jW!|y9%AX?mwi`
z|9fuiI@XzCzu_WkOW%~W+%!+I6{?lL&%yiN4}vlEy(H<n9p;=H2Y;Fc=?5*gn6Jv~
z6t1>?{CZ)8F|R910#RAiZ#vkIffJo^P)BlLC{P=1|4q`JwLr<ney192P+EEfg2as6
zBJ8kP4$dk?dHx;TBA%747KF@R<SH&E^FMKRCdXm&rnKLfWKeFVuFGm~NX59Ba?d~-
ztd5#xdMNSN-<tjLZQ9xdN|0^W0EU^Z+qr-6rT;@x#igd_9Bj?xUT3wWkQX*D6U&N|
z56E<3u(X6H@|fXivEVc|u58wNwkYpPkb%et3f^8AXYlghwKz@>)5RtWFmG(NcdoJ`
zHDD!7rYJbEv`%M(`?Y6;K@$Vz<dwpD?-?5HhomhP2LM!w3eq2Gny+8H&n9&kY^bF$
zdY%tEk<zA+HY~&{iQ-C9Nr0(dCQFEHx(Y|SF>8d%u3`P#^d99Kx_A#*8GPM=f@l_{
z+?W1s>^^mOf`#72=!Kx~YSMRkgM%usEQi%}2sB_Gs5C<Dct)43hEO`&G;204W_T1d
z&Nc;qCJTWW7ryu+tn``PL;v#pYs;3ViYInWBuyF993vGF2EOm_>dwE4@oMry9Ejhm
zaVuHeZK35~yYy8bymHu@3I~-F!X2|BV~o9@!u&~m+*UH)j%Q^>w*Sn24nK>D=@66o
z!}2fiw`|sF`u9DqSi*#VXA%bcLX#rbB|rbZ<#1)DAczC9kOx+*xSf*Sh}lbW9fC5k
z4Kn4Ri945QlEN6s+vH+LH~s2`4+)IvYSKbeo7(Y&m2bo<YBU#>H7Qil7-7W#V^u%7
zn=|`9>7>}u1Q74(imEqN{9+4ct{98AZ}r0ZU#~LDF3hwjkC$zA8qwO>bn!U^{|f5E
zf@h-xRh$`N-rhA)%w3z_bIjfdbWl?HYnl6{3DC!C>N+DRIF&!7b!zaT(!h4xIR~R_
z$J9^}*)&kc|I30<jScgZxBqqBbs2}<84aTIg<)u~%D!!umOz~JdqeDdr{?mJ521jH
zO_4#DX~7EhL$RySh|9mNO7P<Pk=F9cYNwx;3(G*LjnxtQi5mdkU6XjopNUndzQl3b
z)Pk*mlI<<ttPu&x)E%5OKH(==`|~7ETEsV_z{_HZ*_5*{8Ws>}-%=E8b1Py?g}x_~
zwD-l(>!JHfUm)Xh)liAcyhKxp#g#L_0#=@K{mitlB<sc`B+{_DSKtxIaJZi={SMi>
z!ZP<dvk0HCy}F8>L8$aCJFG;>+j*9$UWiT>50Xh`EvoYrDE2d+)qDZK_%>!*a@0$c
zi@M&LcDI^|x5UxS2)`w@GM-glgil?t8V9h4fGwl`N}5T4wN$Z@&|W#w!kchbu+!{l
zh7>u>SZV-)9Zo33l|M9SHnhhyEzH)_Ebha>uVbMW-@?7VU>=0ew-AR>o4X>7JnClJ
ztNGO&UA?3_n`PrHyB3x55-JL$mlzkg-PUrckM@&w#V@`^#3^)|(@snDYGhb`v)u0l
z$2r)2{uXuwJEGqELJ!!V!LORXzyv$gc3dd5hOS(f4zHCeR}6kk@3Z^Gk*6rv66w?N
zEtV|&@+k~4j;L(%`P+P2ICw`_v(qbbKSZ&e5X2Jy+kASJ?$&MBT11iR^@~fj_44;H
zP~4e$ub?MtLrL1%$!LV&vxY*^y^?XjvOe#s1_mHM3T|B0)@$sa^zb+vM7hA;^daCx
z_o*;$M2k1%v`2z@D(HE;+v>2RQq-KaQc0-q3p)!+h{(0XXu$>fMD=b?qXEN0D_wHb
zXn|YyhaR5+qhtdjjd^EwXOoMB=wEa66V=~(*-b>C@@9Ll6nT?vV3G2sr?S0x>6)DP
z2-fvu1-Mw?v)@=;kIgYcjP20+8BJDfY4XjyQ)h0h-5^)}8USJwy&3iz_-_TdL5=Mn
z*YctM8bjo~VD&_y0&)0mALY;Rqo8~cEnB)~RI>cW*D9je1Y@BA;jJV6#6cYkLw7v)
zwVm9ihoo4h5wUCGkJv|X$=v9ca1`7z@2PDgf=oXTAIEbq%lR4FPoGjEhl2N5CwULY
zamz-KvMCRZf0VAmM_Q;a$6WyyIZNltdzFO5VrXy`HxGM*04?YKL<=^=**bpqo;|-6
zi@G(2eTaQG-|)q4{)gZEnID9>5esdMimKPyV}zEdlBmSv*qx?nwV4ZVMU#Y@Rhd;Q
z31Vk}sa!Pzi5g0RRi~A3&oFa;OSEa$N}mJlfEpR>2@`nnpdK@e%xE!VZ8P=R7{|uc
zhdT7FZ#@f+97tlfb{nX!D{7I+D{COLh@&H4Mzc(4mp$2DA5*n%qtJ$i`i6Z4rH*eO
zT;#{KJ{~7$=wq|r>1zUe`8t6C*D|b|wtpwsZU~{kR=Be7^ZkQmN|Gi(;Fnf@1<Zaw
zY?N;SPYnu&b%-e_=yP8nKAp4XCJRK50ua13P37HGLjXH<hZ>i47jQ0K-A{`DW0~m8
zR!7(tKmV1SFstcFA{oW1a3Hg5AUYaixfRvspKoc&GH-1GXdx?6k8zT7tMQ(i+0J)H
zf6cffIO5%pAuZhg!bI<V_Z<9qBay*6TDD1k8(}SVnSP$&xK|0z(e&<As>F}sqJ9$X
zY<c*RD=6lBuCcyYQ{;f<LzqDj$+%*GyKp4d=^?FL%WTViHVhzO^@GgPo?FRHo~zr(
zjX?$6z=65$FdUz^54soCIf`ebf;b+i1EX9RSS-YiM}9<i``vs*qZ)-Q!yDW!0l{%9
zW4hq%x!0H~Oq$J(B*WFU-075V36g7E8+ZE5(sWu<vcZ_H{JW~M-KM$I)lKZ-8ujmF
zd+B=@Wz+jJaQrEJU=gcPO;NF*CaOBX6hL&C@E?+qnUP*nt_aNbAa+KcleZIbOq^{1
zH{cG)4Iiu9+bufybogSDWu<-^CA|kszJIiC89NN3l1wgK8jY!Fm2?LneLa5G7aO9*
zAKuF&i;X1)g2=*HW;-}-;XuA%OylSxZ}d(~Zma<g!Q=IZ1qJfGA6qNL{C1D+l)?9O
z68rP@RiXe`&#iC>LJG@r3V-wIBU0#{|2{3mx_I+GiQ-DJ4QO_SQAM{qDU66g``TQT
zzzhmSqidUvtGV}wyS`iGwLRkn7ir^g%V3Ir-=)l~gy{bGx%@#y_nYz3^`GD>wSwDH
z`(NbAkEk7g&rx4~?vEVunrN)$T>s5A@)81;I7BP8Ziu0>Y4UOqOXuB1@NN696qSR}
z-g5R*Mj!=%6jelWG{WrXIml(=&GwH6BrlbOb}kN3l^ksN#tRT^kH2r!4#7!>{Ez-@
zkk~Aq;b=}vmp}Q>_Sw5U_IiL?e*>ahf2V<+LP0Yhi$$#YEvZu5KVBo?N(7dPO`{<u
z81DQZl9WdG?&@iA?@YBaNPT<!bMCK9F%?Ri#^z5`o=2l&zq2>LEBo(gs<Uq~&)nI$
zta!GzLb^)WHocQ@nEGn#@P@V28k(1a=&xcTC*O0`?F4$jDprsCxxn-~+YX9aSg&#M
zAs6s^tIS>ZOA!&uEsJDZC)vI1Vl9wy*BoOzj(p7+X3HkA*i#T+u3@qt<MDh}_Ow<&
z7!b{XS(2dyKy+ImOO{Nn%~-4#vzpax+*)T%8?)R9L+@n;<y#52a5**Ix{GUpK^;<p
z^bYO|%G!gVW}0Rll$dEc_sLFcm6r6%@Rp{nCJeMOT>??<0_K%{kM=ixX!fZJ@oAij
zt_JBNwA$s;Td5encp*CYRCqni*C;&APbm(CE5q2N*2s4?5`WAr>)NfTMlFe_%;H&n
z2Cp6rsMOBeUW95G0+1b`y@6z~A<-gKDOy*?wajj&r;c>`->oFG$$<Zm+J)k>1BGWv
zT8iAnI+{2~Te!06BE+x!A+=)R%VJ#~_zdpi=l@<D0yNT@nnq6lB4Z3{vuk#OA;3Xy
z)d4XcJ={N79+YcRS13nlR4)#1E`8d&0-^yc`)+q-I`vdyB5tsBwQjvukCsnBp8VDr
z@F|G~&Tcw4k^go!#)zwRghq)w?pc^e%t05$e@Gqen#j@$CIzJ?O9%7dT(CQFyu$d(
z%R2{E@Zi3fa0RYg{RDjVXAtn6?tCg#NnE-rYKR&rs-2`K75KGIpSL~fm#ix($}z}G
zjKGNH#=>VUR)8)1cUf6ewMW71cY!aOfrQe(7hGb!M=L7tb{)S-z1W}q-V8YZ*kx^}
z>1(o!GuSEJT0mY|{?D`0Ve^8{(yzq(%RO?!G3cvZg^WOi0kdMXRhlC90~+J?gxv`&
zVp5_?ZTa#gWjq&6NxL0G@=MIxbS-s;dXrxw&qhVAAY<tfs`e}gRUY8`FzYuRY&3PL
zbA5g-qJ3pDJXd)hjQ}41q`e<Dl~600w{hxRE6cjX;!Xcp!r)TueMX~KT``<UX=%QP
zmoc5Z|G<U3S3{qYTEb34)V4u>7E$>zK8BPUd6#w{s0+Sn0ZL(?r7UH&FlM1zfP5b+
ztFlb{F^uR8Uc5~G^vVvML87uu4`sVl3enq&<UgkdRheaU5x+a7?B&_gdva4jKmN3)
zL_AJQRX8H@rT8s;dcTiD5JNji1AYUm+Q2?ZlgUj_@PUe+?R^a>*79W!%-Y#(ZE{$@
zLOpu*Tq#BNS#twXffOK+EriAsY{8W5FzQBc`3%nd*f&0qrx@}3X(uvk98VdXo}J)$
zQdN5hcz;CsB(K}-Deoh+BIHk;)JTkDPGpJFl&e54cwkS83AAwdS#wTuYC<8o=u-n^
zq`Ns`8Gsw}6)9Nos;^i&CH>_@`Aw+|Q^GnWqhIXqH}NZ?WEQmv{i_oeboPy^=;0q+
zx!MiwaX2k<BXAzEi}1bWQZsWwS#?GlqJ9tc*{4O=8-V0#P?Cb~cmnWu5cbzWDw`VQ
zZHVZ6hDIKMGmlSeT)!Z;;uGKuxR;^X?scaCbfIQ-V`Wk9anTk+aADvTExR#*&BYWX
zZx^k&HN+N@p{N9Y1bUy*0LV4WN=v&)IS6Wckv}6PMF11u#$0||r4*4uL<4|ft<u%a
zUB@=0#y_7ga$ZdoC%dN2(xpc+aHr6!ot0b8#X3g_4*rpQEacu8E}Nk5+vO5QEc&s8
zoT02$nw8tTwt|v~OXB&lrc>HJ!x~B(Q5d>u_U5?0OQn<TU_p9+O%D@C`-J(Ca{-GA
zbDZ}-UEm1~aJO<ejyn(QVhP8LL9j?7<I6^OziuDuR`Dt2h`aH1rg>>r04G--1Lkm`
zUQlAZlzJ7z<BKAPi!r|0Wbhgnov_8Odbger-6Pq&w0LD<YWwA0gp!%16*YKSyg4-)
zAsKa5kTK%R_`xAsmtidgV(My}mqnG{XYYAsIJ2*HcQWt0FZrXHFgEXbU-O;_+t=;d
zO$X|NRdgP<_R@L6QzIePUS3iM<5QaEWxfTh2?R4tk7v34br-xVJpa?-^((`{1NHfw
z*$W3+{}xrvQ)q<fTxIo})mS5~k-uBZ46r$VDf?98(|BB-t^_QP;yaZc<6I4vCi3qQ
z)|@3`V)5^Jqv<LRD)lqtBwkfO5ry5xL?9a}^_@3DS??F<=D&N!;D?Qbl#6s*3I!Dl
zsg~@`4R({4X1bKfzm+2)-*FvQb&J{GP3%lJ2Z}cnI|o0`BBnfxvzl*!g|WCWDBy>8
znXZ)w9Vb>UstOruf?}(S<z&#Q)6yZ`Mq0HtR;dOp!&+~4EV~ojjvU<p-ZX>nb~)d~
zA1e7^|KR98*%(0V-C<Bh2CCwZ>8^muqAC)EqlqL{Nn)dl(gWTxd;bOeW$w||S_K=V
z>7UU?=bc45;)2keJ<cT|0U>xBOmA`kZwJ_!it&)N$_f+7G7{9Dl}>fD2_;6`Jn3uM
z;nwsrSYaNaMpFq=uVXEyJkf5Cy8NC`+D)3ngO2a6eB99s7`$K($%D?7uHx`QhGA8O
z`D7z`rLB7Ih=exs35_<R#*Q$++sl9%3lT#S!?VX6=j2^>zEov*bh1lSr2tc!{{H&W
z*uf!GvGVz=s9pK(U7@|wg)hcOyLua+!UYdc4Fm`J_B7JeYzxN^5Htn+h#gr*L0wwj
zR%|1kJo@NC-~>PO!hI2Gw_W2e=@$?Eb(!KXU#F*=^_m=dJ#I~eTG9qz+7Q?;v9p4b
z<43$&vRtEni7xHLjUDg130Gy`2_WXzpCuK11$<0$V>!-F2d`9tEH+w{S(q<7?5%m~
z_PGTWYUM`6^mJ4bG&Uk~He3$_LP7VBv+ZIr+C@PQNQ_fv%e==PKavv8G0d-+#jlU8
z)&=kE0qxHMV!CQijtS^~8xBr+!bAYKA+ocZN*`~K?mxcnQ3Z}kZyW)RfbHx+yOvKX
z7|&M^W!k2^rku}m3SK1&Zowb+^F(nKdTrG>it2BlS!Moo?+Ew7NJ&i^dtgL=8j((O
z+E2vLnhl2V$@?1>=-#jrGXg(OUUa;k_$R8-Kv8Ohv5{}?@(JCzRCuoj_`@R2A#&nb
zlEaJImfBElUCb}ZYd|RmaifiG@%wz+xCq(a;HVHWRc4DT*h=?dlyGc&1d!;K+_p8D
zb<8stheUw*ZLG~zev@RQ6tlSD#czw|LHp`o*|&{dNvo5i`wYygyU$`Q@I!ue!_4jG
zI4dzQ*^Kj-YV*94J>TbNO9sCIRMy|$Cgy0GbEeOra6*;};g7Gs@pOeM6as?FhvQ{!
zi<ktwZwgZcVj9G=FQWfLithT~RfKB(JT~E3l^TKdNBIv)+J3*cO4U9OmqB+xABbFG
zIx`n<Z-8SRLKPFXHO(OXeu9s#QgLIpvY-j-ZV>tNAI>nkn&SQqDP_x&lGFagyH|n!
zMZvR=^|gxW_(_1lK!?mZ&+iG`{o=;Ofvmo&k37Uu1FK~7Io7x7c8+&WZcWJ)s(<Rr
zH)fsoe@wP`=CZ$nE9wUooFzySvDJuf@IUnb(}TacZ5W~0yfhdTz&&z%J_c3SGhf-?
zu`a`nlmfVoyIU7669d!fd#yAUl4i=F4Zj<GcLIfWUi#Ox-YH|f1SE{s%Hb$br`UYB
zLVm>?`>~wK`;a^Oey<(Ts#!n#4@qrbY5a?iO*{E!#)v}{Tk)^<%)#?@)XN?ux7<~G
z!Jb66`tfSg*bni7H#<5})o0(_#yocA*kS}^6MDoh)Riz+WO!W-NgX@hnTFp3?uy;o
z?p8|DIS<ous-*W$`iXBFtrl;#3OXUIP6DTQ@BcFNd~FanRdboI`VYx=d91=vZ#fgT
zMZemf5qX+7Up0bD_jbJO2-~%XBp~kKWjn8}K7RWy3?a<2^tfN(^Dv)8=WJ4t@akA_
z;$5&&*DI`>s5i`tTM6XS<}hVXUV#K;ptohC4s^=y8dPw9HVT~2ZAezUWW~N5?)!s6
zbz5$G9HD*9ZTt3d_MFoHTf99<ecdK)MIu@3P4BUcBADFYr$j@``^^r7nbWQpcq(5N
zfIcB+!LB9eIIe(S>QvIWu~jY^twJl#YHa~)cD$Z<7dM!1f=TwWf?HZJem=<A7g^*M
zI}Zk?ry~&?z$3?*$PleVYHgcXuBQsUH^IU!Q6d;NbQSyxWK`NmO*e|(aM`O5%Zdbf
zEwP%&6+-8rjr!aTt4|hlaUTA!_59i9VY5kySvw&ketn7Wx&oLUyhJi-Wyqb%_OXoy
za>YCd>R|HC>oWzbR4DluY$nj*Zzp_R5ZFBbWW3^32P|a!I0~y#72`4Z#d1OUOh+I;
zri8=ZE+N|R+}SO7T`MACH}gf_y<t!a?QwQYp<qriD~%r-Ao<KZ7m@E!UeQxOa%qG*
zqBY$;;EbJm?vbwH>TMq5S~64isW26RgOfD9A6%dMcMZk*xhMha`gfe6WhjID?Nix%
z?Jp)C#;rbYRt=P#|FF`e(c<qVAG)?cH072&-WHQ*wB3}{cuprPY2~&fBC@ZU6Krlc
zkuvbSz|ZlfL}C6oBHP_8%0KM2>pmRVv!%?QYu<U%d{9Z(O^Rkel{{2-`DMp%5c8|3
z@af^UIP1l<I8J_bsGDojlGhWps^2-RSglh%WlE7-!9OdbT~MXBy%$QF;=$RgF*Kjd
zOf1z)&Xm~r37VT(`Zvw97kk#?GzRwXrO5c`udFZuR!}%(jFAz^&1fOCX)9?g=y>ca
zB1mmO+b$UGK4W8Bfi$G7&9E+DzUj=UTtmXSB!9gTFM*NuudrEE&Qm_j{qiA!I3a=6
zmMTHr-5&Eep!0_pSm}=wm8p_{f?|`3K(z>pi#tE-TdXT(#lqd6@pkEVpgY%SrxKvK
z7_r**DTs5K=h1CKJJ<H)lrGIFTCdkU=?mk0;%tq$-$pBjbsFu8ce!`Zgy43wj!DBY
z0asUgAK>Q>-Qh58Oe2{_FOD2eMBF=k1v4pK85IG1diB|6qNe3we)S<nq%T^pcpr??
z)yT`CA>05H|4O^BE(JJpSQQ^B1&5B;O4FBc2q3$cWdfgk--N;H_0NrL;B~~*v@fP^
z0~(Og$$$bs=6GhjPsH&&CxH$GE(FLvE$=<v3m%W$)pU1Jx>f1Px#7dA;tTq<INp6!
zMQl#ubUQ0KolmOIrcsjG)v!ymDQ0zDitkZDWJkKl+3`4J8-Z#ba>%Dn^#|fS5*LEs
zU%Q81zs*e{VEfj=TW%j;0%{SLlk;@i_nGv9B(Wr}ywP-MkQ}-J-FLa9cn}h+Yghl7
zT)srp5c@(2J}ZhM^Clai$^%E}3YbZ7H|1$A^1J)>`J{i$H4Vy}_b;po7jl_1y|dLb
zyJ&aAA_*paEu~rov71iHnVwH}&F{bDvaLuLYc%*iOOQmZ^4>Kr$)FCWA&IPUmfus{
zIInF9O)HWS5E~1>uy`dcgs6(3z*}iv#+R$bVGhTnoo$#a;B00#SMj25DL09{V2@G-
z8;_9uhhqv_#_;*#Pr#DH3<L?;<7;nh4AIy1vxLzqwg!}tWR6`lhZ|yY#C>!GN<WJk
zHx}ieWzT_bpgg?d4Ky&^?&;SWR`*p@(Vpd_)OO3+xCFe#MZ82O$p2(w)=Y*5eC$-2
zaULvxV_e;pJ}6+dxFj^>51k>X+*|~>P<6DVc^-#KBuXYmm?f0h=iEko*gfdtR<4ok
zdq;|P2zI6W#KR&*Cau*D;X`q|s{l<@s+6q^dD)TZmy0VO`I+SkK59CT8+4nFugVKn
zQ*#fyktB4z3r?J{5zF>?e$_|*PMTUi^mjpnF=fy1BU_N&j;z{5f<blQTLdK|{UAY*
zlBJ$1h#_~AxXE<^E~T7`cBt0?PgEnSl}V>|vE*=p69G5t-1DD6;6rp?v+X~T#8@J*
z=1GW`!OB)FBP@X`cd*0GQ(wlE>e+svBsZE_-&92MY1emxK>pXN!NDGFlgAalshETG
zjFMlfASH86HJfP~|IgIg0y3S0s)bl41Xmw0suwv<YD9*_-CXNZib~F^Dq<?41O4W&
zLo`}srRRi1&H|SS?I};^(nJ*$kz`+HB!jj8a4|=IlZpQf<q$vS-iZNzp^m&2kq7#8
zoPqRyeAyG$_ScwW^o!4@kpn$&_1+!AYo**!VQ8(Hma)mjss8|{a%Ud|&zSaGBuHGz
zw5>&o{7;-y!A{83pF=#3z{Jp)OSqp^3<2A}mW5$jw2NbaofrKO?@d(whBZWAM~MOt
zD>+bPfzN6Co=`U#eGb%<Q?~K-&&rd=k+vE0NqplIKc=5*5tRuaE^20DlP><2+UKfR
zyq?O>f>>kCSu6fp&%kX5c^XWCCs~t$*a*I%_51j}$Cc#=E;-^Oe0Q}iJ7A@)=iegs
zohVX+4k?=cT^WJ5H*Xqud@{#62`pw)QY7Wg--M~4DrSEU*XN&-M)%}cve)I`;{_^4
zh<-Ny<3I(0F{7Meh3woM8nZe%-wB{&ywRUTqG&#b8+GU}%As&!l5C{FYjW213Ai{S
z!Wr`U-c;M+>VFQU0SJVjeE{QQDB;yVB&v~(WLsg&0X~2gFr5xYm=NONJ!n2(-+doz
z4*!mcLBwS#sTIgDZf+$-A6^aBy~P2Ka#u+hScEq<i@MucLbT{&l_(8l9}*0jgG)#3
zeCQjq1qIO-){-6MoAnmM7KL1jrQ?>4SfUO3nW|I)f|crEXz0>|7+PyLI1PV;-c{Gx
zL7aJwBAgahUQB?YnXLy~Grkt9_?&yqLufu!&Wk(W=p8^hz*kA+){&OLyD|+)o)#rb
z=0?M(ADq)3#MDuLQne!<Bin-{0}BLyIi#O#5(+303rYuB92#eqt{>jk_u8inQOMIu
z`!7Ha&kDkFu^p;s@>|=J`7=>cg$#2eo4)BZ3D$qfd>V2ujd9zn>|0XzfMo0B+QOKI
zXfI1vM*l5$CH2ys6h&<hg0Fb%g?y97orta87TstaxJl}tX}7~RI=WjseUgO=Me&Ac
zXCTelIC4U9@@EwSTu9i^T&53J`6ns!Nl`j%sz}6iw-p4B6A`mhc!W%6-P&#-`nX!B
zohWB*uil_<2~vPguse|#COCuDMbtfQ<HRvZ>xT!|cy!XDc?s-V&xz*Ka^GjE{dnM=
z*l}SK%pZrviZ@2_iRkv0WAVX0FXnn9m$Z#rY4=Urs?iBQGZC3C;f1uoe@NflFvysG
zx;%mui<b)HOXJ~e1dY&m1mRy?YtRA49z;{YlHRx?N%n5QuZaL=xWeXE$<s=N4?7AX
z&QpL<cVvdzfgPA$$>v)HAV2JQx|;8^%*P@dGu84%ejBik6s8WYYseAOPXiAEg|=l7
z9l@W$$E(5D3^l&GGTU1J-?b-5UPqikl*F|}Yk)=pv9pQs|I00Rs#RVFf}-KGSuWQJ
z&s*1N8j0JkCyvS)B&!!yn;jDtirDPem!g()3z=Xx7#gUVQDIS~?A}nk&iStL6`wD0
zOfjaW{)hDG?ygD#ZPar9Jmf&m*0(~9Rii1T#dTfvX2A)|>HIQF?`;si;!Q2}=jJ9>
z*YRGk$J@`f9_QC(r)M9k%HMu_aC$9kb+Ir&OG?<+R5`I)HIlMmvvXr5a2@B&szWmj
z{p&FgZHrVou!;v~YNAW0r7ztkqS1bcN#9m$X-fq1Vw~ZXS>$#2$D|fGRkZ0)_95Z*
zjxH0owt5?IWMaXp$A_WPnNE|wi0EmvzPM#FV;Zfa)#Olu9q|oC(<>HTFO{`c81m!?
zP-o2E-lX1UcYx4pDEDAiyqGWy+w$7Nys4G&)OT3?udW4d(!Ez%Rqo}6(rp&4J$_4U
zo7370i}e#<RgxTk0bvf+F)OOw#~PMi+yNT0Nad^HLFO~oWz`7%f*4u&mQX6$>9FJH
zQ|<F#@IoG&Qql;jbNHtBV}N<d59QXG+R~2ZFRW9^(*&3gmK(G6Ko4F_{QfuagD~YF
z^A?4&A$#05SVITv50LHbXiROqq)>116Ny`{$68)+DKOA<e(RuTA|Xdt=tYiyaCBLD
zW}e!;gs8DY!I8t`d_XLE)krMhBUoKTd*l;&xzm2wkp%aeWg55qt`IT4DTi&lZXjTe
zOEaPvQxiEx5)l%0$g+-LNXA(oB1ZlWD~X|rLUvyyOCJn^&W7cM^pqooaY~Wfp;!t=
z0#=o1i^8DH!$K7T8R_EWGZxJDXQ3@nw`_|AMlziz2N4HtE^tp$fe<ww)@&Spzl@!@
zLCT%4sMf6REH#ZDOox&+L}~&^O^0;$=8KRh^8KtDnZ~#ay*CKGDTUU8QZ;SF_xpew
zlWpPPWQhM0L<KTaviAa03DzQ1yd9yHvlf5C4QIT^xEh<H5lJVwBvjLqyDj27PCoH|
z)KRv{A2~tuk393|Eg1byFjA~3@L`o_7@zL85q@&D#dS`s9uN}=UH2-0-hHC87^6a2
z^r~<l*{c&Akgd?KLl*y2?Q{qiVry7Msq<(hw_EDQ%8C;+-a8L(GOB>b{&At~M9aUc
ziCLvv_*uxxkX^c;(gpQGftN2G5fCQRLl<b^bHSl)-2Wjp=7zQI&7C;1>zi$An=%n0
z`D4t{H3?QII<4$mV{T5ESZWe9Wn@#T1-ogVeKiVl$vP>dMiSJqoKz@3*C#n^aM`nQ
zUPUW5Yd)^|tU5EBG+*3kJFPkixXGae8G)AlVil-1Q^^wgnnG)Z{&^RUR6J-3u`&&b
zcUMlMm&6;??WBisRS>2`6<Y6ys2MlAEx&2t6O!=kgK+zwxsk+9RG)iC(bann6<hZP
z)hDp*xC@SuZ9(Ty=uR%`L1<-yRpli-EruVq+lVF@PW-jEAOKIOUlp~x#T3z26_m6P
zlr*{h7a7(VjxU7vuBv*E5EUq1*r;NnWfKIJrK5GbMM%!kin&%Aae<KZCsH{~IR@Ja
zDc%3+sjlUO9elN{3}daFb_TK{>P*UY)i0cQ%Q0&Z8xEQYif|i-`<{`*<+4({TOR^*
z+4P4qbJ4=#cGmlO?;K_-&?vv0Q3CscA~?ROZ^MgsJ_TvxO@MX1X_oFR2jEGlDS|Td
zqe#dJGL)$@MX6TicGC{ED+5i?C!z3_h>veI?>74l^Yie=)HsT1-8EkjtNRH*2k^)Z
z%x}Om5_YV`kfb!+KjZ1^^jE>jvA#C2Nc0JEP|aJ|V+oooNv#jPoQHx&LqIr{(}W~0
z-qvutA0)9czi4F1kTsRKrJ>2F9*?=d@mPBJENdB@97sG?=~#efhJ^7q0X~17O-+f~
zdMF+$AhpqB1Q<6xzTw)*=l0HY&LeMH;zaEE2pJ2Od@-c}r-YihoK_hx#tL#bH5vWh
z-j9)S>`kTS7vG0uAX}nB+YVXeVoqn(-|D41HRkHv4z>Ae35^`$Y2&_Tc?rQk(%nut
zd6|<7wP$GcfrfV`{7>@`e}Q{O#@#!)m#17Y+wwgH&0@ytsgf@H;4P2;cP5EB`0Df@
z5_Q@CE-s!V<2&US+)`@zpLjQVyr5E?rLj7}yx7-+?I_&@m>J<A%yEJm^Np6>I_LU#
z!e#0~_Vxm3w2Ei<G`S8@7ueNLCCKHE@%5K^khUDno3p)7gGxMP=FPEw>T)Jp<^SIB
zW)SM?ZN{TY47O6&=EqV<;g@bMTfsa-+ss;aUL2Bsw+WX<Tf~0t8Aer?^HANlsQ~Xw
z$2|&4N?qTT*!usRWs`Ebsei5!3p`fnCu*IZ6T`!}Iz>}|BKW<V-tUnE4Y)0o9VDA}
zyjC*^+oEg&0||d#oEvriz2rI6vZRp1i%riWo`)NCf8#DrrqdjjnE#{-CI>&j3=Gzw
zMBVN2c6YcxGceGKZId8oGU4H2fo1QO4bq@3VfyCDzM4Q93EGA*P^CR{5D0(fj+Wq0
z9W91%m_o5ZOPC%FI^WoeIB;zP<xwZrO<C~>L}jZ{M7Pa4;<AZPmc+lr?*x2qs2|oQ
zP=3^I<*zqd2D%8Y;{9CVR*=c<E>EAIhJ&G>d8-jixx$LuO-b0it{ge{{Noz4MAH{d
zZ6qf_`tLPr_*SP*&g{i;(+sh#EYBMW8d^<^LPBu=S@co^xv#BU52G9S81xT9LZVvu
zGd>n~e%^yXJT})FHxk@OZ3FKD>>^wxEce1n3mk@(7Z$x6QhgW3rdB&+TS;zYQYYfO
z@@4Nix)<h;F45SfAVWyR<xv=nokpK(`-N$wDVSw?_56kTL&^7jyiN7*Xo99eX&-J5
z>znK}WR&^_t7jM&;2|w7UkFfsvF3o+PbL)i^otc*Gw;4uk3#mJb*hgE`oVnT;$S2t
zaLwO9d3OiweZBN^RlV7$+m}~Y6++<xsp^TmPxsYlL{Pe@N0$8?zCk5c<$)ci{=90D
z49D!`K;gY+$0mox(bX*V;XMAKGZs*(;%*qO;=j{*sBGL*nMBv>YgosV$`{}?&DDDu
zDzcF;3=K9HcuA!hSZ1W;A{c|YTMq3!tc~?zEKTz4ssY{TUp0b1yj+UXrRfX?fJiEN
zkSg>Z&0F*T-RwSBc&EzD#5=T4i{iRi6F4MI@?2s3Fj`q&me2On7`^xCyCcM@?k{f+
z&{d?L8OtKZQ3@y)#H8B%mG(QZQvWc0f{Z03G<M<VeU?7qWo0Q2^;6GWt>?a~4t?1#
z#+hG#+_BtoN#lA@{?024$FAFO5o2p>@K=gma}9B=Se(Z<OT7Y-Z^|8yzXdLHgVM6E
zvb{>aOmL_v+KSoBj?khomWbIa9XR`1&+W|>C0Z(=uc&qVhXLC?CfqtG;`q9wI45b_
z-SXBrw4W@hJs&-N+~5)2Y4ll)sYXTQ74t)R`d1>iY{M%g{j-)2ADn@tjw5dq?E7Xd
z9#k~Bm9&1$(yp915a|6=@${*`bfB^Ihb4>HHL}GhHe8rOqKd7j|3c-N?Y4wX*k&)&
zp-~6;RI#wAcz=yiad%E`dmY6jGx0QGxtL-cE6y+uIY&4Lm;UsL0_jhz$NAmncGpfR
zzAkKo20lkCmUpbu$ESCoT%*`%+>|R3uD2hZS=c3%(v>Yqj;eTh2DN8Lfn?ls2bPQa
zhE>dD3-A2UbbI#^&o*jF5?vcRtd*_FQ&QYuDRS=9$Mp7naJ^f}awm6HlT|EMsKEu8
z23d1g-J_?15Yojz>b{MLJ-Vl6wz8R<a3s|L2U!`_7ie0wB8h8sK^HbypMM){HGlck
z74gd+jz>BdbJ~qvs&}E`)JwF0U*?bu7~%*P9_*YQOPR2o@Yc(9D4Yh9^koG=2!+G>
z{i^m;CKGvH;8if|Buf<PUx&~oSb?QMTjwfKwD>^@cooyjbY(x01qqsslBDqq#nijp
zu?#w5nOW?<V<A>n7BYd)5W_ECe=&wSUw|lmdi~G*xIIr0W8pr|oqAydp`{zE$a@Yv
zjtP{-zOiRa02x2=PYjbEG5$j7_JAE_dsS#2<se?n?|f{O7z&Y&wM*vQo^{42%Ja^3
z(7k9pCJbUoRC4eKtNb1+X^wRmCHTzMg52gCt-EcUD$rdN`8jx>GF)yLgpg7oGyiI0
z?r>i^cHHKqD&QZ#m;B1KZlk2yf7c1l+<=|*alD(3#b6IqU@k6X_WiC6X5}Gi!RCq?
z{>L6}a%_D%sQD#J{AS8t7j^`XibEH2L^dwU*JB9HfAa^YW9M%(-Z~xoT$-p=P$!nX
zzi!5ukWwg3u1+h)K^L&x?@D6ae}SGh-D9ennH-N9j@D>*M|0FiJam!o0;^u&*;uX>
zk&af=rgwni#S5_l3si`Tp}g;%nFg4T<(WRgnBSLvRz%8|H?T7o(?3t%(^;SAL_%x%
z0M6ZlFPr9CCiuZa6SP3CEY*8?HbG?^)fQQH4?Y}#n-X@?yYGt0!tD|L9@`kJ@_~Sg
zTkq3SeZYbbY=v_?S&3?cQW9xHXS!KoG*of}8J^84wQ+SQIdh=Z@T+Bx{rTALj!IC1
z+GJndLBk|RSazn+Cg)XM29<UJ0@+q?ZPhH%u{L?I$xeF3AG!}WwEE%N{_-Hf5+*+t
zZ2!g6LG{DvzFfYqy9zgdz;fKo@VgzE2$Kumsn7Re>%i6k2QT?{+U(d<ir40m-wEe&
zQQu^Ld9RjOthFosXs@xfNtYfUqDx7(2P;|l{&mmb9czU&8fIKYC)VviCI?k$P&s&F
zZD3VvW9V%Zl6@f(BnCIa-ivF~r>DHfCap$^GoRBw3~O9hbR<NbaVXJYnMYkD&Cc_-
zavOf`jz`+io}YJd-43ffKGvDAvXlwy-Z7b>jy(K#*%0h|IwC%|bO5L05&i+-Ip)pY
z%K!HtQlwITx~oMi+10a7d+?Ts3I`?4EEAlQ|F(b@BW2H9eoMguD%CyO72+j!oHgI2
zCvIAWAAqraqlT;IdLsKBvd`F=?9Dc=YCHXwX;k%Oe)eXGLq9A<uNWfFHv5-n_CgUH
zi#)(ES=P%QM$rHBRQ5!`)Vu5|UaIIf-@BsO{g{~<<M%ahlW$BqJ}S?90*tyN)Nbvf
zR`NJcwPW`l5wO%F*I(;DEgyB2-bPaq(eiCwAf&Ld&YG-k|GICk+X&4xk*60oUh#d}
z|4#tnARgbxQWn)63_5Jq+ML&aYz+*#ER4N=wOZ~}lrX{c=e<8v*R;zhh<RE@$K6p_
zw)(%@V`-M$A`^wnWSS8PN?Nl%<i{&BM&Z{u$gJ66$u*|-@x))sU8?L@jQ2HN<H@Qv
zS{Y3SY9j_~Siwh;?NZTdW<a-~!W4kS4Eol;*}bX8#yLO|AYn%-PNj^MfF6RRTVHC`
zYgLXT<)Y+t1R8y`4K!rDdq_C;G$cc+W(#a~sZ!XJfV|e!T5CwaD(1H=JUm#bBlM>1
zw;|T-bJiL|$l#O*@UF*8&<WeQPvu*>c7&;nt#tN!dY~LuQ>vE6e6o|&&eQZ|Kt5XE
zg2_=w6*3~mqk&M*s6_&j%qx~ta%HHbTH2}DRXeRlD|IBW;<?RJ#R(W-ulm;!srZrQ
zE%TgxYU4&y++6qA>@{B$s)h*l#Oi(_c?tRJoxIhVw`IRt#kjsLo@=Hsj7JzsPg7F!
zR4<>KHIH$6PI;<w&RF%T?BvsOI-yA-SD3X%Sej)6t!I0k7O?En6H+W^si^u;9KwS~
z<4H~(ahgR~QAJv{vU{B1U<xXf8`REKQg*TLUl=a_&*HmO&NE_%{{SLMUTrR-eQU4y
z?>URc)=QuHhN1re$dcEUHQ&8!8(8ya3(d1?O+cRYQcLf8$!o0lsQlR+;Z&1O;GmY~
zgtw&ks;_oW116@m(r&Jsl^`1Fw9g0<L3R917GUQX>~hxjH+QZADFFAb$3*aw#zeD^
z#MeP@r`YMS<+hdrv$bCmBuG*+03MWRjNII`Mf<DUZ8`#xk&r9TwcT;<rf87lla4B`
zr>)C%Aw*)t`c|)n{4FK)>v3|YVCR~fx1uyrRMq5b_#eZ#f4AMQ1Cg56@jkYyh7@iG
z6=PJ@Ak%F=%K-`$VB);zRMZU8H$Ca>h=d(Ub26Rv*O?<6_o^GdZ2QtlCP}7_Yc}qB
zQC3zx3&3*b#$^8M=DSdMt_Q$}5nO-1E4xFL6<rTDx5mkZEi`ncq(HRVT0=o0N+|^`
zFab-~ia-u(JDa%e5Esii`>~EmrnMD}-FIEK(PC378D)RD7$I}+O;D3ovedNoon;QA
zl8kT^`Y@_G?ftxJ@?1p}w-O9tx!OOadF;0a3zjfG0X%`yhOMd5N}ObE>l)*;v^H<H
zJpJWBpw~Xk?!}mrPf}`Rf3&uC<etN=bQ*Vs<hlY&hVqd11Dc&#)9%wpFch)EjIr(O
zTUI&*g#`D5%8RI9;y+sJt+bs#O<mDKrT+lD!zQ`k5o)~o5t0e(ihQ;s+POPK$JAtp
z%_#x}RpW}F5W8`bPe27~X?iWjsVLy2Bkwy`RF+zHi2y8tr0tQGG;-XjRg5%8Gp6V_
zR}wB^e4c|9+S%zgT0BB~!ll%3y@g~!;wH70c}V%30E#*a!qm07uH3W8NIj~wMsJ>O
z-426V@mtIcP`23mU>f8uZ=OPO*{ZTiT%41NXdTZ2rOM{;qM|NK^yZEizcibVVZ|ro
zQFChwTQrB0jAz=WhT2)r$}l}@!z5Ot`_E3qxm!Z7leKp_!1ShI6M@p4&eFC`Dyau1
zmr<>YaYvZQU%ii7yJ2lCX@|z*dJfeMoG&gq0aqozhRJY%Nhi~#T3t+J`XfO^HjCy>
zw<Ff5U2F14e7jX6JOVq_5e@FACg(d-u3M+&T9&$OHoq{#zxSBcYDXep5vyzA`!%%_
z>QWnvhFt6og<t-?W!%jknn*$d4uicd-lexOha`d9wN|&gfSj~3%)`43kxR%Dms2u(
z`}?Qe6G|7bOx4Q^`;jWcbghQqGcFEmsI)6AA%FutfW=hS?i$YCGvxV-?T(!&NL<}4
z3m$t^q7Q0yyKjwL;c_$27^^V6GXi3fWKqE&_p35)#a|=ZoFi4`umJU|kXv4A8lAS8
zr(2Uf%!?43UL!)p07>MYy{k+95$Wu2X0y6wn&#d{iQNavN}LisxT5wZQnI;&1ajQT
zh+=(%_}hV7)_PX*3j*Ik#ckN=ay~LRuAa+8NYrIUYdKW0HgYg5bZq0~#dJ2BTA&{-
zYDa33uR%?k>Kk>*VO;W?W{N2eiUmQ83VfGP+o3GOk9y}d9}~q0Dz992r{af`ICF|o
zrsOvywmV%<#PLL|6^9=6#Oi)0l16Ml70cf14CI~li$0)9KQ(U}QHYdfBWCwkXUQ*E
zmly2W=CkFxEKfCEq$j;wm9{z|MIw1_3o)wgCVJCLW|~b!&V>|(-APVJo<qQ?wj^Ah
zT8j^vbRt;UyI@qGBxBUlG=;e6DT0kU1)JP|m`_1Qz})AWZ*fTEhU-XnOJU6!QJP>h
zq>?(*MIw{AZEjf*1vsLsGjl~Nipcga+5sK>dtwkD`36V-0HbBEF^5XHnDjO8e-(6<
zzVUUe%m>S2i~j(R$bYSJu<4ez<K`l_jjVZ<Dm5mK8qdQH_}sP8*mz<n@L5OWTGHw^
zR*UlEBCzlLR1^@06z*erNazv^D+J4J$gJz{5=9D?jDQEBt|I%yQc6$GYZgn%u3Kt`
zC(@TOaiZSmN2z$0Ni&B(opbFi)}t_3_Z-#TJHyvEvI8QpUrO!t?GDdNi+tDwc0K5`
zmgV!t8brzP?}S0b*8pRwE!w(WLshraZH=|50|NxsW~t&0sA7i-ql^mU?{x;0oVID~
zh>Tp_**>SKyza+wAl3}B?qf+b+li<%S+;l5g@+TGdU1+~a%yE2D7iDY@IvjjnY~{X
z+(vk=JHhF<Ox^wFCc4x-3e%zH)%e+H9x3$_o+<gMAX7yk=9?_hz=h;s6npijxDOP*
zy)o`<6aEqcOpa~9iGJ=|1pR9&{{U5zR4;ijScf7c;C?=}N&>a^H!k&%369SWM_GvZ
zN7L51EnCDXZNJNZHsJl~Pc@0E_>JWTC=Zty<J{Lg%_YO&WRueruA`zig%<UZHQn^L
zQZZ*IC$4(baM{f<$|1+8tzADwW^mGsp392rtu$8HGNOw&xvQ$9q)d+v*~M?T%!+30
zeJiFnArp$uytRhOe8!L|9X;xZn&$ri2?8@`&~&OXcb2S|QPl_rD00qts+O86%P^AU
z8D(xnU}m<o-wu%K)5xgA@_L%5t?G%UJeE)pxHx83$#2GhPWnWe>iRnfe6UgF9Bob&
zKE9^8o4fMt&dgbf>Uz|=W|yvbqUGVywA-7<U%llfRXsA@2jXhZvGC`{S}mjAYB~kd
zTcF(XCfNcHQ?Q&5b5i7VQ>AUra%-k@!Kewzt-S}q-Xifv=FxPEo4C;JX%%*$KAVmP
zeX~>Ro&@nnhM@aKucF;s!JHYe9Rc@cBoD;aZJQ-yp5Sv{hpGG?*R;<9uZkwPwPX=2
z@>;1o(l*8pae_uhNAs^c!6!H-y)yGt_>Fb&@*6!(Ze#G+iabuxfxaw_fWK0|ck9I(
zjk_LdsLt3>N%X7nSfpS{aM&N+^{4sKTdpBopHp29o$%+zdhNR1TIg483yiDFwjjgQ
zZzCeE$q?k;$2l$E%jLqmR-umB<!rY#(%$$hR?wtTtk_RyyE{y)^0qqQjt}8RpJQ{W
z-HRO)O`87e87mSN3O!Gt_cU%#GET_E`xh7snn4sW^DBe?$gY=N@F$FPeLh`7RMIDg
z(FR?W(Uk^q&eCz#x!pHNzSZv1+RD~ziJ$Jp5*B0l3N+|FdW<v8a(t_F+P<}J-o^`m
zo@NgH{i~{fhJG}(wDXt4w<SQ%5s{nz`3FCxaF?%j9n6;V!z44KZFr<otf$a}$fDt6
zPJLE5ml1${4Nx~1SJG_^ReRvncG`TC%8ElXF#sSLB>D>P?EV;dwp%eIS`EUX8N-!E
z{{X&NgZffzcCo`xvM9t+_3nLXwrFC1Fow@g1#HjZZ9`AhOgg=+){eaSav@eD)OwG4
z)>{jBlmq~&^`@1~<xwpPnq9z1_O?LJ2DHA{3Sc~l0qK+0s=t$J>bVN9_X+8rN{U@F
z4N6pI1QEd~cp|LAUD>Q5Sy6`{FzPv`=~^Y^Gc!$etq(;-UcXw_(zJ|5h^j)425YUb
z(SXKQrcy}C?dXdB7}HsG-8J!mw=ti|g>-jXLcX_sDFf!Yk-s)Idq}fLudPVxC12($
z#-(u-7q=ydAH8qpYo1eYV@N{L)UOq!aH#o3HhZ|CURYKhr{YLpQWd$bCsgr6$jyhP
z3UZd?a!X^e)VxU?O2J>6<264MNg-ey{&maV>klC$wPM_A1m~LQRHG1#T#bv(U7d+6
ze>%pWP$Zw4v!uB#-mA2vp0!QeV|dX>wJp(R>s6XUYBJQ_)eW1d*l{MCngC`vQC3pe
zDBU5YVw*^=vAl->Rh5Aw8FS4KaHuxM1y?1Q<%ytIY?-Fd2rxZrGuNI?6ok?#D+@+x
zq|urR7d4@0ryHc+8-doS#y3a-t2URCT1s{vGt!0TXEydkmzE|J;d)knIj)-0`qJ<B
zQ(zYLs=AJcBm~I_Ef><M#cqg%?WD{+b46-Hr^&NB59LKgjk(Wv_`j?TJH*zp=LFd!
zf8+1|73BAxC3nso*H!yNPVxBm#T1@&xX=DYmb{)Tdz+@ht5%8VaL$_MZI|w~nItFY
zHAl^!<*<Q`Zt4CNmSP%ShPs<g63WE^aJ5{osSc!L@S}~e@YU7hgCdm&*1GLK!&a7R
z8d9Lt*BZ1ItF{olRu$&AB!uCJ6-gvy<td#M`lYRk6oE$J-nqR)TasdaV_3Hr%;e>>
zR3w~|d8u+Wg&w83?+X*nXUQov#*mXtsBGzs5*CU<OHyh)RH{xms6naW8>L0{BAO;n
z$D??C1UhUeJu9G$@GA#QV6Y(c6|)m?D@J*;cV*NyDCZuvU0SoX`^oKesU8LSj|}<y
zgSn{^)!2&n#Ly+%TH1wq7lQ71&#<i9tJY+B?qxVpl231?dF=PnPdQ<Q^xM={#+@qa
zP`#zhtXK@84UE;q+ElEQ7Eck&z0@EPo}RUnd3iL1F7`3?QR!AS4K8~oB#r2LFcn1|
z3!=9mAJe@|o7mbBidR8xWi{LFMJGSSU0##n;xUBW-PqQymt$_xBciB_998?xV%JQA
z2tZ&unsI_!m{hAK?1^C0?d&2CGcHAC>V77I)e1lc?tq%+HBS;xdgWtdkMCx&^6dNH
zEPd#5=!Xg|>dh;iMr}f3UCs?yg7#|^#Bwr&+ce87dn>Xw+%3C-mk*qN6(*o;qqTS<
zpU#ksleYqep`%LnA9dneg9gDSTiUtniQacINZDiFqb7t#mPL*=EbKz6fs#q>Qsr}K
z!9@C(Sk$5THSnIrEG;2>_9+k#_g;2V&h3m6K2!P%<^CD`XV!K902W*5di-{>MSHno
znke=Zd=dfY1RP_gaz$zW(Y*LiNKul;`+z^|n^%(jG1H_^h<Xgtow&PF2Xk4ZTWI#b
ziQYMv;nj|vqj+k<(kqLA?gy9qxKJLUMg~bI@;<cRh5rB$FFbND^gj_>TFW?q$&^ei
zv62;)l;nR9>C_&cyr1m@GR5M3FZ;&J{{Uxd&G-j1OYsWlJwLOg{{YbAr)>$lxxsj|
zM~A}xHr4c`P0?FiFo$u@5d6!ZeWX{o_^`B}vrVZS7O}GF{`__2zZPwpZ;IOH2L<B)
z0MSWay{_Bu{hq9#Bc+v?{Fy21pgAp1Jop>n>uqnuw;G<I3d;tXipd*{hLwrhNbi8G
zez>l`#(x*}D-C+;!$wFWg4RP3k<)uh;Nat&0h+P!G{<Z;i$j3#<w&E{4Z!|cADwwG
zj+Wy@@ph@Fm>DJ)4#Gztd03LHzQhqtC4ETdZYiQ)8~EQ;@q1c6uFyiZ$W<bM5xA3*
z#1eVn55m27!0&0`Pl9rIjyqL*nW8sNIvE(Y*wmi5<$p6@JH@A5T(_9{0QD`@*U;Lq
zSbt{49YR?^KPgs*IJ3&UL-9w%z9-SA(=|zLMXb)Q$qZXh%5oPu>6~@XL0+@rbkqJB
zd?Nn<gqC|@E$z$+aQ&J?COo+F*bT!!@FQO|OEHnQsIR6xRc78M_zS1YXr@CArL^pb
zGJZt?$KmsT-!z|MmvhhTK0SE3wLv|_t%R0EzH4=et{455&U5Z_^sdL_28*V6gTWS_
zHL{2-@uW`DU<P<(zyYz`79UP)!P<4miUlm}cB-h!C)&P>@fCyVKLFv<Z_k%<_OL?8
zdWSBoSLy(7%9XXyFQv{?;0A|pe}AcKw-Kwgrr0gFbG4Wf&Gp6xea&6gJ~3+}TbyaB
zXqHh(RyBCb7f^b!&wp%xTHW{=YaOSDH7Mg;548{d09S+{xRPfW!tOlPDBZi6&VK4>
z`U}MmZR4MW&#o*Amsaq#!XBnJLPUxWp$dOW`P$L%mSV<T%1_;HmGmcrU}yLteFB2c
z*0+iP>PZh?Lv5t95%SZDTA9?Htoxa<*qhl=r(N560nk@rqUgl!!VFc7FGJ-^Ep_&m
z@Y+T?3{feiv4i)6Ptz79917Ik6bX_*#bn*<P}`{ixgPb(>YgYkb{zh7k1LZZ>1=ma
z+SDUjv4LBcxs5+I0=Ul?_?4p9wI~&_<=o1jlMz@N7P9vqHPFzpA+;C>{zO{m{BL?!
z#=7$7rlW8_@*`HUrlL}dlt*7{FCjT<!nnU<o@+i^qDkhew55$(m9{m76pK<_5>GW%
zq$Z;#o0^8sg$o_uf&39~tgJfDzkdaWgeMVYoO!n|k^8h!&vBDgekxd5>3<S+iz^Fg
zt*v5cgmFZnReyAZ;16<5bJ`=Z*R;hXkS?RZ&rh6JUGa9=rTDL|AK~8@{)tMJb~e&C
zBX13OH{tJw?)5JUT5B4Ps<O<@G^R4B8|CN^Vk?yKF0-R+@LMjM;ago1qGHlK6BjZ9
zI0qnfuA=Ya-m#}?`dyZrr(0>QWonR#9uX{(C>ZL?!kly;ojb;FZQ{>{T7QiNoHlx(
zyEb=zLhV`jIBa_GKQrw`tWEBDn@JQS3Nl4NUFAIVp&=yX)Q4&cday$TU{k;yDl;WF
zerc4`C20603W)L4Rfm{;nN>y)b5QLr3C3|!#~0j)(Lw8sQ9+^~8QS2~(x=V46<att
ztI(BY8-T?<%;r`I?0!&l?Ok7o^$D&20CRc-kYj>+io{uxG4g>-d%`*0%{8Hvla_~j
zcdF@jk*U~)nDiK;xDe}c%aTZ<hS{I8irpUD@t;LaN5?i(xZ!l<U;K$7{<X)$YiD4C
zg|5frW~6NVTWJ_L&4M@nM3ek0$nJGXA3rr*bVof!CpM0r<6Dj;+a3lzD+=#fk;(b1
z5?jJa=Bi0>PkL@eLW}BOp7gOi)fp~Hs_iKzqbD^DoiV16_K=fICp1w|XcP)46bxEW
zX($u`;mujJKj}&7oYi4MNLElsYNSk+(de3F-zwJpFTk!lM7v29S3K8I3*!}|Jn2Tv
z(^srN7+e^<J2)T4Le`?mSso*{H~LJFuipE^-xW3#8d6t0xmyekO%20CIFSw*9x0OB
z%M+A%*f2ctQTrY%JG6Q(%^NztrfwmL0pN_cy<@4t%_}irGuToJZQN0Uim}l};zMnx
zCA=$_QORn?n&NxecRRBZdSaVrZf>rlfDon5GhMZom0_izl1wv?;%cRN8BS2At+g<8
z?+)GFki|qv{pPJ{Y;?UQEHL{-{)eEY)I2~+l!FMKwaZ=V4J#e3oc{n7UWkbMN$xV@
zO}C9CcvUB$?MTvO{c5&J9GsrCrSi3v&YoKvUJ%uE{S(ESexs_}HPwy0g{FmLS1vF{
zHn9NmM_TsS{x*C#wUK7E@TJ^yp~^bgTd4=?A0obWqrE0s>K;G%mV9k@Z7SORp4Qkf
zh7#M3TN!3Pybq;wz83KcXx=W<HCx4%?X727BuGFkK=cHGpT@b!m9~y6Le|0NVaF9|
zXkyx0v$FW5<1IhOn(dY5nQwOta9epSE>TpIxSlq#<C?SZt5vt~hlyp>@1VGrDJ@zM
zAXP1r%6pN=%4;i4(8fkqx?62IB3_jFbg_)9YoOl~v>qYxZT7Ek6p0nfDOHpJ!w9R+
z2_3y_sn`5_qrvdrEd`>u7fA#$jmo<TLZtJ%IOEc|ePdgPPD2g9&v1Ca=qsFx#^X?z
z?KiH(6ZdJ`p)r)TZ>e)Z@m9B|c#aKMOd%Q*gBy>L(DhdKKmB_4d441KCtA0PUlC}E
zZetxLwn@VKD|N@<E5@Xf8z^v~C>76N>ZQp5;Cc#9E2*R;_D7)nOYygdHP~#S&@|~S
zO{rxrV@TDM<AAD9aqZO8@4hMMw?7B}0O1i9x`+0U+0rjG#-3K;Aa1+!j1NlkV$w|9
z16J+y*=0QRskQbrO-EKzMIhv7HR@jtJ}T-S5<{il*-3q+J8o4%1dx;0Zg?R29COZk
z=asb4;y?_7ud7?zFUX*uZnbI}YG&&$hqT-H+u`N4!PRZF1%~+i+t$J~kRSK6*WWeg
z9}ql$bK@J7w}vAXv?TdZt7nt^OnaZ@`PVnH=J@UAIQ<7&+0(RCPy!_!sTs<%dL3WF
z&lg(wM@GA})Zx9JY3C9tg;jtXK*7rj=54fc&7HgxT^*K*fC)ib$!8QR^J9vhWVRv6
z$t26Z3fHIb-L#f++nKE$_kgDijlekd9CWUq{t|x;gShD=6UjekkNj(axxa=1jEca%
z*VS{is%+U&s?xGLi@iz+=9WnCsLn_j=rdRvhlub9SK_%l&2is9HDcWAMYGLPis~g6
z&D-s6Ni*}-1=gZlIW?U%**WH^NjWuFv8*W_KZEW|`1`}7J#{;8{Tj7T$1)%IPrODw
zHA|8I0Fhdw@H-axf#JXV3flhw=+&h0$^QV0f#Og53SEEb)~Ig!oiT-sB1!8_%_eD8
z8O{`DruQpEAwKl<g`~y>S&q;s+~%D3D;V1trk8SDyB2iA4xOml-A|IR%#tu2a0n+A
zt>fPmTX>tsT86EsM>KZ#B?>IS2N*?DkO>_@?_9nlnX+oaLZ~un`U}+bi;oldL&q9s
zpZ@>}dTMrBy^JCQcVepRaD%4cdLP5TUe%Z54;JaS`Zb4!{5@wiriWm~*Uuo!Jcp~c
zIPQNx!nn4TSAkG8g{ZPaS7ePS=}?v?noS`!EVUa8nlnu%kkC;5*sYjgh8qtsoR+LQ
zwz52yn?WZXsitRAH|j+xR+Q}+6v{d6N>PID#Un)Y6TMi7<#C#=no#6WDQa4ILIZ=%
zRbtKa8c;LMD-n!SV3mdkW$8r#1Ja5>;+gE9v>dxUd1AT$0GMQF{{SM(UPAMl^<Ua8
zi1>kEKk5}9{*9Krf~h?Wd3CuXNKG>|lvLci0iucp00NeZC;+00C;$|+lnP)ja4DJQ
zmCgk)Qfv$McaH>sgNp6+tyyPPR%-LGaaZiG8W{&THF1|i3bgsPJxN?(9PwD1w!Liv
zv~jnX<E}ai#h+Z4>>gZghHeS;6`LbRb8Hqq7<Q^}vCj&3dXQY}Hxfw2NME3==3?$y
zj!CNxX(1T^=AkgUoNP4>Hg-pqEd~m3QhExSD`s=Zz^TeA{ENZvXh=DP(~CiNvz`KT
zS1&a;l#<Q(R&2BF8xU|i)pEs-Nu!$DAvkk8vRP+oNy+2Vp`wt~8YGs&ica*P8kRT<
z9-V3K4WvVgngvq*MQFjM`G8<mqoK$~Le(hP%2gJ``evLbV0zbEWu>ZP<*qW`OT8{o
zNF_n<UFM6c+h0MF>K#T{6IvYA6Wtncz>u!vfCpUku76qa3p<-j46~Dh!kemUlWH>?
zJ027GoK<9o-%Nn9Ajo>Tpw26+Ahpw06ZVUy-znz@wMBoc$8M!jvelWWYcfpbA<54f
zs!?gP+_w300iykllIqBAFDJZ{11B{lzLzA2E-PZ+PmUEER;>AN&<-fI_ZzAFr8q1i
zgbab2wdN#a2%@B0S7XSlQE9}HkyK>ga)2{Ta5IY0veOH&Bxba2G`z6+YooH$0svS5
zDK}zVx)k*NBRKhMrM0n!-9c<-p*JvE$Hp^Q*Zv?14j5K#xe%GqTxu~ugaQUDoYZ_k
z06SW_tL=2YaMgizsTVzIs3clVvts*MXD8;YJB#*WernH}=&?N2N1xuQvv|`j$#hRs
zRbJqphO4xhrWUAd=!_C1X$dtMG=$N~;}s=~ngC}wQBucl&UxTfg3&-QIW+7iA(7f~
zx$p%@)5QqF44SU;$tl3jDoE`~<@!_dM0%04%Q^3gmOEfMYLv8aj0%ED%Tl$sAE7aH
zjB!vr*{Dg$qK3*yQgclvf@!rSj?FfTDF9JOXrN$f-GqxA=XlDVwNi}W=7pgzQtii)
z=93u0=9?tS$+T5++l4lr?j;dH;+zy7O)yjQ#RZC34wS;w6G@r?P-vv0fuq*{0BFzo
zC{`c#3XlH)M$2A8E7!kh&-o};ANC55{{TkIUPDOCS}6rBFbV|}3IJLtqJRo0qJRo0
zq&+ABq~y{HC=`HP(uN@Qq@sW<rN#>9kxyAXr`(OlrBoFnbgE2FDAR_0&Izp(1Wtjm
zSWx}?+CqNK)Yh?QJl3TfnHDX<YcZu`oSwBk-&(2OqD<PF3MnY8%>|}`%`a+ELJ=%W
zmaS_`aKv$0mj3{Lx(fg@IIU5QMr~>KYCzyuLvN=ms2fFRSacQB*mV@y%GsH5;gq>d
zY|d+*yYN;0w88C3C{G|9abBYr-4sjrYHkWm9%FWA(d~p$*?nZ|lUUzl)OCq4K?`1)
zs3M$#p#4Qxv5gdrB9EY|xJE}MY2jtJ0F}%7n!dU*<BIGGk3soVWk;Z?=3;K=GP*~#
zNV--#S4V;9DYzb#?n#Q8XdSA|b|7{YeY#X~ld$tn<cK7K)pAJ9XWsaQV;E8eQNL!v
z`H$yZz2i3H$^7Z0G_Gmh_<`FvV^~)@o4G$VRFs~1HA%_!q3CZ4YjSyR%N|WsdxPsy
zKU#^p)HZa+2@f)p-k41#6(x&EXs00NfE<xC)Zt@<Wb%C}<B0gGWaZ9j*p}{0)3flo
z1Ja!xyE)4aDbN9)f~-lxoKS&`%y5hjwF}%6oN-aVT5S@20Yz>Elho2u(i)P(G=$Pp
z8U_?mMInf2pwU1D6j4A09cZF~GDIomkb2WINkuUsb4F<?4Fz0Mb44Jfqya?&iU9xF
DW&Zh$

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/images/image-13-Robot GR-12 Carrying Package in Warehouse.jpg b/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/images/image-13-Robot GR-12 Carrying Package in Warehouse.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..fda49ccaf915eb7e6fe3873f98316a2220bc46d1
GIT binary patch
literal 73965
zcmbTdcT^Km*Z&(pdQmVzKzfseqCi4#3Zd781PEBDk{}%cQ7O_xkq(Al0)!BhDyS%;
zRE<JNkR~c13J6FSvE2AP@BO`N-M{X=lQo$$i^+sN=X1V$pM7@zPW}A|IALvWWe#9r
z0RUK-FTmeffGL2BgM*WUor{x`lbf51hY!fl$IHtnDs=KVP(n;fQbJ5zTv}f3jI^wZ
zoVd7>Hdy7HIur_(I-_f-qhX+?3Dx*_6Bcf6Za!W<5q^FV4H<D6jsMTv-#&mK7yAsW
zI~$8EfK`x%O_1g9OMn#f|72(R&j$FPjfIu%7&`|i7dH<t^McM309F<@Hr8Wo?Ci&m
zF|WSO{5#;7AiI!^`gx9%PM(~yp+Jp<+-fel3$4#Vi1F|8nqFadxOs$6iHM3RD4tOQ
zL!dA%Z5>@bQ!}`^g{74>(iw$zadpFZ`}q1@^~d7EBd$kAMc;@?OiE5kO-sk;<rfqd
z6_?y2)YR4y>l+$LO>ONRom~&Rdmi<_csVdQG(0j&o1il$-%U-=d|Fss`n>$*>&oiZ
z_Rj9!{=tvKpa1M)0kHkoEav-v4f}uCCCIdk_1H1CW1Ro&VquM9?reg`*k#l?gw8v0
zdWN2q)kxq1UdXL(ea<bXiTDok3LEDUmWO^)*!pMMe=PfdXV{(pUzYtJ!~WN<82}#}
z3$yds1Odi?wOIACIIq8e*|^^gm)xHAMlC$y)!sMXn2-81atU`$uH})-XA1>%&vcRR
z0Q3zzPC`r5sT`sa!<fGJUNq%1{M@`E?(_UTpp)=>YWR+MRGFBXrsG99ah`%OO}ELS
zFCpH93El)ez*_)f*r^%OxO(Zc3^1J5AuFY{(0G3yRD1kAP)2<gt8Q=T&)S%z4fLwS
ztD6ia*x(((p(Y6?Y<~e1%g_q?_qt3LM=N0K_IcJ4q0n`Ez)jS}<udVo=t~USuZ8l2
zb;q>N$~oM?r0$Pf@cw~#&Q5){nWmIrO!U=*nooWX3CxdpH>{vuz|@v&7TQ&=#KabK
zOENCsbn5M0dCz|DD(f9iB6`OaiSZl4s0n)qm7VNBdBl|=N9Mw?7nW#Xe-*)vph}`Y
zgk5B4#qN$OnNSIIwaZ<XtR%8qG^`*3YXezjAcn@)7iuSVN%)D#30A|WABZ|ie*v;(
z!o@&9_4#kckX+}hct3TUd|P;x*8R(qrEg;BHs{2VNqzfO+?<mIiB9PjF;RpLE)S_~
zY@gUwLdPe_80$wmA~C!3Y)PkhcAcZ5p89q+_J>gi-FF83ym+#N<2XgcsH3`gvRHY|
z@)+PJEn(Asm^fVJZ!3jS-~2hzO%$o(h`;Use6L}lfCq4e`87PTO04mx@#k)1KOz?5
zMe*tgulSDmD?mX)ejtlKt7^w%+{KQ-Dz1InI_biASG?@3`AnI@X(hIrAJu;W=k6Z`
z{spwTRJ^PH<@gs+;_|!eFJM~vZGfIJD~z($s%}LqM{W2D4&Dwh_v_Sz+1wfOnl#A>
zk09p@ZCGvEh@<%D7|JqUcX8PeTV$)b66+ap=j)o;5OL?W9P&Z3|BHhFLyOnS<}%y(
z6D2>H7&J*+d-xR~5=^-9>h=R7RoqvkbU@xt@DtzlozKNJgRVOL1)zSQ;6l^!=HPL@
zVen~+k<{Lu4j;vc6NAtEj%ta%Z_X`u$x3~Fmh3Zkyo~OSXfaD9bfl@%$b*oXh=wcO
zgXb#>-ruP+#40^#(Y#W7rC}k{$#c#VJ_NHzXrF-4-*$#N-!-V{xMvvzVLWlaYn^;5
zbWquztBYa{zU$ma<VCPkl`u72`{P|iWvi}u8D+a!WMO?_6<4bbK5_<7FH?nBC}USs
zVyQ;oEr@LJ%6~Odbs-sP&(*;`V88<iE&}(<*t6C-S#ofp@3vQy;u}~@PVo9R@Lu18
z8G%h|K6xE)KaO#_W@zWiT8>xK2gOo1u(8xlv`K?kMl!yC>gV{r_Zqs7IG~(8;Lxs3
z(f_tS#dzY#eu@`lkSeiqD|L??UB#m&3`z44y9{0(16KQYyOKT|O1d+~p3=Q%m^bm#
zCT`ESu<tjpOBS>UgKq>Was4U0>AzbW+<8g>Q8BbjoSH9;INPcA7N@2U?0-l+?M`c1
z->>!Gt@-5bun_mF|JnLOrf%H4l)Pp9$Mf?3>|cP-eM3_1cUkhSYvwwl&85>eJ)$cv
z8@@bAQLutvWrVH~y!32767tcJ>_BRb5`l{}OoZBU6jE7PanUEk7w+>0={a|Z4_-+G
z;bgYy+s`}0@mZWe8C?$#M|LG(cayv=GQJkbVgdkm6M@}T+^X-sFwywOgERUsAlmuS
z-JjLFP3aov+$nm3N8^_7v16H*kZGl_3x5H3gZtZBj1DROaf`Fxn@N8TN#NWewBr_v
z-9ZwYE|g1EPz3@Cl0N#C&y(jYIY+@BSkULNH`w@ao6H@=%j6P1=K{Mxfg1z<O;?a!
z8BCr-lsKTON|<O&2<DhYS5~Lm4A0mx1#B`dtb^9kml()`Lv)l>nX=OUu>elH0<1#D
z6aS6H5MXx$dlf(p2giVLCSX7Uw$HCjxJ)=_FtCB0`3kJ!NG1*#sH)AFiU}8}{%de(
z2I?>yN*F-UjMhXyExAtPTt_v|uEQ%{<liMc9*%4PB5N7*F#*QFOiaqy0h-LOVR7KK
zj1<Lt_|<U@Rgut~!Jmu^6$kUBd2PB{R0~o&ZJ~?V9X+|$e5wE2qcKBlu&<X-4ogkD
z{RPy2I8wOrWSj2_3h_e_*4a2(e7u|C;X{8DZa0hS0lWH()Rg17s=WC*%9&a&+%a`9
z$AbUL-Z*sLO-y$An+rl_k*KIFQtap@=Vq<%Vs-P>hCBXC-_qFs$iK5pJYwPBN4c4g
zrOJ^VV8i+IIRa<AO3L}Yg;<qZ{R`k}OfONLEI;-0x#bH&#N{=1H%`-2ziu8U`q>+W
zV{)Z-nLYbOH{7jeS}cLkE|!V9P6i*~(mB>F!Gn1T)h)9wF!-Bg#b*28O-~_imOvlI
zk!8Ft>=M_*a}>+!8FraAI3`DxCDeg6L57vK-mt*z2|ix)nF7_*{-WF%ET*-MfGEKe
zv06K59wZO)<UfhbVRp(fGv=eW>MBq@C&I476FC!tF;T+gq6>xVcrEKv)|ow-+`wL^
zFUV|>w8n&UT>Y4r#4>jdi>@-^O6DFfH*3#S6XLAN@IU?4qOI2*JCBW|GoQ(Sgt$aO
zN8uFjiDV*|1Fp;*f-(VnL@INM?32*+iq0!nc%pMTL#?{R1c@~Vq{$ienbI#+n-1>r
zF+BF4$tP7T^?7onB@2(2#3WeXmobE>Abb-NX37g2BU>f>x8G7^TfA;zB9XO$n_uGA
z^>*%9iNCA+<$7_*!l>du5y6ls1#28CC-&^Ltej#d6W#%Tlh;o8Sfv4gMOP+rm^l=Q
zRV~5n*N^mEz*V8q$}Q`T2VzQ>&upAt@px+FebM*p?-#d~i{+Majd=%hvYE&&b4b!T
z9*=*HfQ304s(3<xeXegN2)=WJ@IDgY(9XqsM@;xmOaVb_mzb@E<^%<QCjw$n;T~ue
z;v3mn=g+raTY}C210@UMlN}n#yo&6K<16+ox0P57-eARSc_P`(epGR}FY6My2_C47
z=!fS>O05B003paKg{wq_#5x8Lt`Lp~e?$Oy2_cv;e6(ntK0mJs6964mwpQWM3x!t{
zIP_Qt%&pUi7uD%-a5dCr)>@c2O=ZEQ%T8Mh5qWLe;#*Hx#}F+~5^@n4$te)$rh@NP
z$ONZ3XP~C9ejxa|#7ey{knbXMfU<>t1*b$p-SA%@CfF2$9A10R7hIjpV1IR!j!eY2
z)YOU8JP&g`B#uA_Wa~J`5F%A#A=Y6eIii92VBz371$}=B+-3QS-Ocu!v~HU3tpscF
zt3+4fkC6>rChPDaKeR$?Ulq620wqbZVErk*#Rx&l8eTK$GNfV#B=pBaKAT~$)ihWZ
zL;&Lx=F596V(b^uW>v?nWAI7VPdlaaVG1=@z@fJ2GgTzOwTQaWb4JP$w7CBWyU!e9
z_bvW6wDP|Z0AZn%_+5_Y+3Ax&7JDbc#m?%Sx&N|Y4i_PD)eQjrzuvltUke`y!<;?k
z^{DwfMBc;ltTA1i)^kVW%i2ZQ^gkF%hu*|?EZC+9nuC|Z&6O{hvoKvI6DV!qCmW^;
z@K}uENaBQ^y9ErdClf3Q*b7XtTd(3^4iS4+W<=x1)HY^hbIkk&YqgwWeXJc+)kcJ2
zTTw_17GS)AoQ{r?EUY3Y;5k^B;ZA~sljSj92VQG-10K^8s+Qyn_*`^CHS0vbUxBKF
zn7}Sxq*Y*dQH*hu%t-ITllJ$abT>7um;w-mWyLoKi+0xwZNyAi7VGCh@%*eNH<8EW
z_egmk@G)E_aQ&|kCw5C2woc{D_^Y%s%@y>qOLxj-j0!w>rf^!V<V&V8$Rv)!A+KDf
zf;<T%@prQkPw|Ro_93+^USU*&o))~7k3n7Ju6H(B+9f3g;rfTx5zP^$>_S{0b(S04
zuN{zR28@D?nd;$jljfpDT7xAg5o6ig<eT)<SyxO6gqFhPz+Hsj-^CSRv~(~PUUVKw
zG`L^ysjAdb$0z@xPBpI{zD>2P!rFbU-MS+=fe%FS{v}OoFG85I!?%W`XGG|X)W%p{
z!t;A-OOcH>PXiD($Q6{NY=a0Hp&9B=y5|t%m?ycXKD=(tub)3EXcoms7|S}9i83?5
zKL!jp=7ySWHSUsSPi7YswWeIl#hf>hP}ZX6>72#CFrJqBZ$O|kOW3W%dmB$1|My&P
zAcFQoaKwGln{}ZW_zkhpp&`ojozhHq&V{E5B696y<JGVR7hSBL;g@$e)YyYLNWL-;
zE!4&O*_L6QAs-&WvTO70xKrl+XPJ>KBwdav#szr04i*uN2l5{)-dbCZpu?u+4+V66
z4Qzr4MvMMfY1%|Euon2cyH;`+(5EDaj~=3^&Cvt}<|b$cWzMCLmx5seO1`qL-ZP!&
zFhH*gc1tcMG=PQ#%PUN2XC6(4lo}E);G=<jF<|JcSIJ%Rc_Fy#Eand9J(el@9=0fl
zR|KKQK%$SyJIR2eGZZT+*fFhNI~YfkT5)voIZRsaRv9X7QGS=SkQ9R&uHJ79Q#ETY
z`gRkQ{LpZ9!F0&_p67n^To#bWCK%DoMr&y{qHi7VbWpEJu=A8GU^YEY93fwd5?><{
zEJpTgNA@W!!S=%Q^d9`apC`U#JQVX6;JaTny+z9o+4tjpc^jfBx=R`A=wo)NL<7-9
zU5z6oE&m|k!h|*9V-Oo_vdMAT`{x_ePWjg@{p5$Mj>wKp9lzJK6l2XYLNz0F-E@B8
zJp5Hz`!%l2hPS~?-<cdB^cTR@l;}j&KQe`B`My7uWT~h0i!^Id)g=2Xs)2XQ`n8(J
zjG@wuA*6D4K<Oz)rT=qpEiJ2Rzo{}1;}p~3mi)?{UFQ5($irE5&If6rTk_bUH$uRq
zS$~*rHQ?{iSU-{AdT@%vg6e_PEH$$)6U!6;+vM9VcWU@Fh2WNi0P4;hxQIoHVybW;
z#*$^ge*^Ru4n_`moC-{!`Yqt<!Y>0;;@bYJUs3qo%Xm5C>HmpL4gL>!q4umyXGY<B
z!R%+@;vgkfS#USWQesv16#>xc{j$F+3ay%dT*s?(XTU~GRQLCE^R5JLw_yopXMs6!
zj<o<W?riB*9H^?p!vR$=P_QOB2-3Pw01xfX_bJ}*h&FZ0YzVDa9MNX6#RAr?0ri$T
zE4D5&dEPT*=z2v*8|Rsg3H0>m5I}8}EVb!Ls{EFV*>%<4`-LY&mWk8Iux}Sym+)Qb
z9bSa=Y@D?zA2PnC49w>U?nAIRu*L&<a^bT7Fm&u8<zi1b_py7>z`#!41fYV2hl}x@
z*RBVYn@iXa*@djGC(+Hh1rxsh#ULVU7<k;3W%B-uYrt%<^?4EX@9uee=p?O|v{{RF
z%;e<kW3<q{ah}_w*noAU>iy0Dg+{hqgzBSgMzQ*%I~qmrX6l5WG8$!^X39<o(0fux
z{dg}kb>|56yDE~{M+}{+SG`T@pNc_Mv7fb8)98M9**YqxDuP5hO=Q&!+OLvkanrc9
zN$U)*QPJS{(L(i5WX)bi_aWWZ%LhB;3ooFAG{P}vquzzXn@E*Z2^^qP7Jtnuzd3cX
zLf)v86`#YCaVjkM+|P-m)XAy_zrs}J$(TG$c$IhjN{`mgn#H|M$6#nFRhYMkuVT3t
z8@=YFS>|lkS}mh{{3=LLHs=o3pzS6j_hy>qy7@Q6VKi}iK7mWDjt|Sq6RU3NAJ#*P
zBBY6V&{|!<x9l%|n2y_j_isL9G<_*!OC~DLFK+ho@4W8w5`i`!%|TDK(A*BLt3!qB
z2o)nnb>V2gUQ_{Y^~E|u_383}au&|Vu(>UyruNTh#Um76r<kJ_TZ?h=brad2xs@|4
zn&lr!vTgbWz$PJBxnozFR`nR^4x>1r1h$$B4*cfG?ikOL%PtL)ZBe>neWw}X?1b+T
zy9(mZerYaVy+Hb%slMWl75Fq@Bav>{bfekG{58DIX@;<$$oaXY0Q+*kp<F(fb{Chi
zud=Yz`DKGqs?T2=3ZhxnvM=GAzo!+8)Hj6eM{2sMJFYKNUQJfXfy`QaIh3fJ1V^P4
zHD&CI;QpK;7KBoL!hmH>0-oKvhQMx3w#qsVZ`_dYUzfmzZ!6+T6s>wlmSH|uq-^P<
z$C;ifm1r;P5mCRSAk@Z&_Lk7JpW?*DB;YfO3Ns>qe2jT_9#>_q?y;-Fp^TaQ3i(KQ
zV>!de0Cu{sTdmn?<CXQrJRZWG0>)=*v>TWK5>*zi_+43PUVYP6+wS-3t(s-n>n8mP
z{(gbI>>#U6r_#i^iO&MwKJTkG9ecO&!vTp?^y9jFO^yn$$GhnoTmZCfdytn^;|$^^
z{doR7#q15jC*}N_)e~oZh?zCn^>u+3&LPHY2-y@$%NG;Vv=?ni+HXiA^+d`6ChpJ^
zz_ZLyTb4PyZ<xBRv^~O%wY*q6O2|e|yS2k-I+^oqekh~;S}3hLx@*GL?!-bSvWt)_
zt5`nLDgX{en;FrcqQM@wh>qY8+`Gbci(=*tM$rJ;M@E8#<VEHLyZEJg<+l$<0soRK
z!mTdBTL7Px5C53+ZLx+@z{a5>=u1a(t~gZUOmm$s85_KgUh=C!xazDRi7hu)T=Hgh
z78-<y#Cfv4;cT)thA)>U(EUaWotLJ2A&-^8b@x2dL6Xyg+yL~gvXhu_^_g(DunOF`
zkn(VJ<5;MD&T^4@F52%jGrsC;U?FgNR^#B-ju0Q9mOiV@y2}+LAsZ%2{w_^5jRA=i
zQDo*`;OFiPedY{wo>-Lh+PVnDu_oZZl-*<4E7cXrb(02a5@?iA+uVK`Sowy(&#F^X
zHEU04ox$YqZz&dvZE65rN_BPSo_by8GWpSDQeU|96yN0V7ytWRW$ea4uaYF@)RnbN
ziDeby2!W9b5Z>ZsWX*&V?z)En&OB{iV-c8+11>lG<cXfcdXV{f9R`%lp`S$S)C)d>
z|DcrcIW#ZQfNh(1uh}VJFZfjJ)wf0+H(nkz5nJsvyfQe|uTeMcG#C!r^8~+x+5+7S
za}2h4zDcxqr9L=@DCCjhcR9w}W)sDi+FI3G)4!}Diqp!g6@^|qL#kI!yObY^okvMt
zWTgXlkb`v-!g>#RA{O#};R4x0xY6^-+4E0!De|3;PbP!RM>$*{He|%%=qHrc9kz>U
zwIwY`6?e)03RMRpHc28`ZG6Rgv6a9)Gr)*FOE6*mmx`H~tP^h1V-QT4lr`tnkaU{K
zS#>$=*X*@rSX=$rJs7fAA52Mqkd`2Os?_pkqJ1AHhuGm%XS^u_3t7oW;;{v{vyH7U
zcb=grJ#yG|UPUJw4M=c|fd2w;4w%aw4UM&qV;SG9ET-~^M;9b_Z>;@Zh4Bjn4Aq{o
z{|o4<JW>rCSGYc}b#d^;pP9ICoo`Hq1L{i;1YaSvOXX7x_9@B%UQ2vP)sG_}nkxoU
z<;8)!st>X+AI)|B^(?YM_{<o(%0!RH18wm7Ynz78gZ?~|=9|L+?@SkmFz(ESp4lAJ
z6ETc|T&U;!K{LPBI)qhA_PRzYYb!D1*p~Z1S(~}Hs+HIl!r<0KZZui;g}Sv4Q4Toc
zCGn`@K0a-tDCLx@d|}M|r2rTQ?wf%#)c@Yt6t%N}@BzQ2#aHGc#WytsyAhPF)9ib)
zMssXMY+wBY%zk+%q_4TNyfWW(WD`+?%&|LzdDESLA7;=N>Q=0Aog$m*GptxF&j_Py
z`b=nIN-_wTK)rY%ascWa@2LI?Ni-v)<uJDX1Q;0-pN$jwaYgxpQX-367sf@-b%<yw
zw@=QU`BFvZ^}DUCEr(*$F}n?3ki&SruAuL=?-O6U$P~#ypPr|9UR`q##_Q3RrNCMH
zF{Xj;HPf6pKJL4ZEzTX<hgn+h!|YA(1cV*od{|ubS}+|MJq3kn+DIG6MUdbKs7B+8
z&vJ>+^ZFCh^}uTfO|9B0%FA`C11@k}fgdr!OKYKm->e*R9uLnZ4zNkAp2xfJ^4w`2
zRL7@>BEhW0qO1VfZcvT7tDx=37^AcInpb;hPn%ygv^16CTiUf(Us`0i5|+J8V$NCl
z8ubXnnystY6z??)rJk(Bki_0|?}<L5cPZznn+^pYgO4vYHqQKtL0c8i6MPREM%BE2
zJxW-2t}E-IUhtu6hBR3g%U;i+XUGho`5^FXyET3Hd@Qk1m6+r(oJk$c_xSrw>(lc&
zG7ZO|DJ;D!Q8#I6BgE}2MfS5|U6T*~i(>egr4HqTMBJ;?-yO_Ub3kcgJ~fzqL$0Fs
zV0vt2Di6*{jA$LkCm!QjQuP7j$8GB6C|8wM1GxPoI6iU4cs@Bl-)gXLNR`R?Ne?T2
zjittx+Ii2tmPj8EuxfO(B3r-Innr(mj&##JVMW0%==1wpHYj$cXX1ltxv}ed=kZqz
z&}pyD*KDD6J9f~Q{S}=e4S1H5)&Ef!XMViFXelV%T=%Ib6>I)-q4itAE4?aF>UC~^
zCQ#vS)F~Qwn_wX(tBl^Fj;hlEDb){O&F6J%8|fw#Eqe(-ioOxX<rMp9QMFK%5b%>7
zRSC)hp*KO;VM<Vb;S+w%Re*4mBclNE0-u6VNDn)tke&HVVEIDpvK{NbQ!ij;U9f~+
zpmozZ$i-S((?DdYxt(QD{$y+GBcC6V1zt_11NEoJ^qj8rM1;bxmM+ee1iOy=or1Q3
zn_p#j76gkQH2OTcb$ijy%--zbC?%gToWr++bWqktD>e>W83wr4g4M-U%_1jUkLW6Y
z_K2A+hUIY0*OG;j<}u^lJT+EqTUJjdv=eNeI38=FA{BA$o@l{##9(^CNu;ckxDWoJ
z_%XVce{GmTb{%UoZ}<v=*KfD6rzYLa9Af=I)pfri1HDU(a8ZW%{6zRLw*0XDqZw7L
zCE>R6_(?6fUPMp4Iajqh)Cn8vbdS4!^hP}!M&55~n;Fw_5f#anKcKXeK2NcRUw2MV
zl2aQ}nIqy1B7CyNodNVD^suqui=6F5Jk>%V+ivj?Wm#o2uLsv=lv-4skx$>$)KgEV
z#=vvafRRL|G*|ZC#u^OlRS5(PE-L<4`KSYf%EYaQ?#GX?Ovn6Attx*Y0{O#f1i9!}
zW)A>`8CigedAdHiqeF`UUg`eMF!3hbc|lkMC<ox<yfAL4Ea@GD6nC$*zT8%6JtO>8
zADLwJRcToYqI=l<wkW#!bV+3X#kukOMbRxt$5gc`a#H3O2?4*wM92HqV->T6#F4(1
zj4~?7vVNh#XW$&(XX>s<txnZMxGlS?`3>OQm=c?}X|B+o+fSa=&)rt)4@Fuybf46A
zOBRx@k~#Z}nj3gmu{=d%?{gB}-sL4BAm)$QH3`E{y60Z{<zWgH&#NSt5HiKE*TxC-
zmpNkm=fonhe79M1kc}*T6Z8po%U*v`4WC`I|7#9NSvcf?lsrl(!rML;)g@alMKv?J
zLDJo%&&nn5tZuJ5Kz~m9XcozKcq4xFQT-TMvKyA-6}!YN+oEjqP^4<U^LsJ3f;Q|8
z^1|>z124qm`KTWVI%qE21t%N;KlxV_gmZ%5Jh5{oqCs>I_nK;*W~?`22;V)NZuX)y
zEYW$!6hHRNLx|n4@Gu~{y~6S?^%_l7;0AQgGs~Pxbz<*+gX_aIoQxoQerH!isJ;-9
zr3{IzJAcamOb#7p_oK>rThAE2<e5!juqNVPbd)Hw21K4tg6KB;1PcW#aN;hj-UdI7
zVLM2MzCUx24A0{3x@&#0Dza&C%Me??2NwptiUy*DpJFmUFb9x%qNK9yZ~F!Rd?y{9
z<~8zU>|SVwEW%7E*NM%^1|~a_>+U+ZRL8LTKq#!l*M^><+NoOQOUe_4P>zQUDNU^e
z-+=<gu)G1<OA@!_kYH77+3q#JG~_b*yLIwG(h~vfLag4TNBt;TD|T+E7do%I=_VT+
zL%$Oo<59Z|HKKo*uRA*bXRCSfEcC|H-LO=3<E%Ejc(y+={~We?rux8j$+LrNa(53`
z{*h~t(sKO0CgEV(021K!{LVS5kGTUV=FA}2#%aj3Asepjumg;026l(&(JO9B?iGU{
zsz2~^nlA}*i~{BP1Y<n?sN&VH{pT(znc}~wEzh|!MqUNNa`nZ<Xk2f?Aa>GJ7Y#mS
z&}9yC>Oz<0muunOjrT~+yZzHmt*2PANwj=BsyZ)$r9R&T3Yh+I&Gt4~ZE))kqvPac
zhuYl@vG$0^VOP~|`-|!2>TajPP^F5wm4M?oe`tINw5NVKbBt}Jzl2{$%v8Ps$<n}P
zGK9C1pXmq!_%N&#=awStb4nGE`DKhGohF$rL~}`lr=q{yHY9KnMraS8EZndj9~H1(
zUhfeVe+O@9(&7(AKeV-6e#Fa5OA2>=qcUHXJK59%4q^9gsofq69%+e1N6gU|@}<!>
zm$h-8PvbDUu02`h3pvBJq-MF85A%&aPp{ox#qrtuPxln^2ok;osR?UIJ0s`YeS%^4
z3|{6_14Klvy<6(%!=2Mb8b6o(q<h&`QwpwK`5Y>mvgr8u7Cre7E`4^HEc>}2w(x2k
zYoi$>Ac{3#3@RO5M5%5%p(WhhTmmXJPba94B%l#XcNdzgVLEomQA}Z0Tu0?5;&<(Q
zo7tb;E#qD_L=V-$*l>k!ey^haXyVCcj7RlrcWn2Xljx5%lw=U(tbTR}{rqsp#MNGO
z5hjBwPuCcsLesA0SuCW@Dx)gw*^P9KFpmXqTfGW(J5b$0b>-vVbjMYsRoi%uGL&#l
zSqKiYPYtcpEq%?v&@FvcOjYC0UqDelb%ESbB7xI93v6~#zh;9}8EiM}gxJ6nOL~^e
z>6==O&}Z71D1sr@RX6+YAmZ4O@XbSJa2al+x6kzGIRcfHKmQ}E%BS(pi_tRl*dv&5
zh#soMZ!Xj=cbNa;L(gtx=!05SJ90F^zVP}rLb3gnqu9jhn=bl6Ul5&{pS*5P3}jsz
z-m6oqC6OLW<W|Dcwy9z7#!KE8M7F%Skz;nF#l|sL%p6A4+PDf0e+MXnoj`WAy#8u;
zJ{SMh_OpM}D_hz6Th8Vrp+O{eu+;WE9O%gA#zsQg@PT<g#n2LM2&ShD#`vX)RqPx^
z1h7BLVFQ~jaFxSAETo=CVqejprTAnr`%Q)k1DJOz412!G`sMu6C(@@T0QTdUtZy)(
z2<b#xPA_F8C~RO7`V*)DZgXKA0cCEj_^}728Ui?<Ea`7=h>AKSvpIB(q1`il|Ime8
z&-#UG?C(`>1!)wzls;A?03Yl=XqxZ{og{ZW-9uwT(KUWct~Yk($xrSz+7`T!A-A3q
zLf4reg0tyM#tP~hva#NdJ%>%mgDkVZfS8hWZ$rqiu~JiR1>Eh-XJCo!w=<tfi73l@
z$0zifh{jfIkv2jUcT&%ra$$#W%l>)T$Kv?{J7=?}yEQnKQ_wt*0}^k(+xTlus@u-H
z$$V4WJPT>(OMY+-Hx~(<pwbMsPI2VcH%XkR;;}81Z~n3lOiWh=JmsR+{vG1_22IxO
zPek-B1_IL47uq)j#O}AZ=uHMr_;%OGUAc=0ZW_fN_0(TDbDZjyzT?amj`q66!;xV>
z=d5TCb{l*_HF=|s^tz{%SJ8IFI7c7MujoW8e%{nPJ4yWDHg4n*?!sNCN&InVAg;aj
zFTgHt-+J*_or~|*@jsr={*$z6QF5mJII(6tuQ6&pUw?mQ*hU}#rjGt}%d5%Ks$7-0
zX2!wq&u^Eu=0Qi^r2hr@_pP~hdrUi+-st3%qg;5m`FnLhJ9c;C`le0JeSiPC4@NI`
z(EN<&*LEDbdqyP#AZ~3AusTm~u>FFK`uoX3`O&?mpgk44?a36M*L$MSlXi*;Ty~;$
zR2eAX+qfM^F_h2A#*Qjl#mVDj1(y~FV{3}yrA+FG90_-i33MWsgFk^(+O8qp-VBrw
zu-xfya3%}^J0+@<{HG>3u7!mJvIE%Pe~U@k@Zj;t!BG|&vhsT;-+V-87pwU-8}1S7
zp8bT|Oc8sg%zyDz#)0fLxAA3?%4I7(;xv?EKB3}Mck_Nsca8iA#+n?e4W*m`nJ?Sp
zzQJEzux+gSfXdyjDSuRwF4~Te`TZV!m6Y2qAuU>2G9k5zNZgqa`L){@Rwjt-s8rKL
zwNrJz09iCxZ%%YoZaRmOa~-A?WHRm;<8xZ~YP}B{OQpx+bJX{UbGLE)gXP^5f}U>e
zlVxvS{Adz+C0WoW%tkO3_YKB`wS$@}JQZ6m#6_7NbBU7ask1WjG)ueq23%?_Nbp*{
zRQMMV<y5OKE|!qtJyUl#^b(jar})pFOKzGWE=)=SQui{E$|X|$7I$&EhTrB<W1ig?
z=$0~zV-RsZ)MO;<1?@2FA?$J-Ov|F!5?~oVNuY(>UC^y>YnN1Fjg~(g@DFZIn!AtY
z%Q7|94^B&!n*JYh6zn1^1+$IY<JRy08SyZ=hK_i8>|$_M5va*07FQCJr+r8^&zyh>
z*@NGnmB6(b11<N2)fNetqM;Soy{18HY+iYC7?yZwch#VbPJ8ysS>mwDEP3_i<;eDf
z9T%_Q0;C|g{-m{?HWbi-a5CYAD**X07=LI_6|<rQI!9a15dd}+II7co`lwnpMYcRA
zG(?wFrX(P2w8CsV=q_2>es|013nA8@)dXkOc%I}9O;MJ_Wv!t`1o*FBstB<BcJ*vJ
z=paPd!a8_2VXwI+8dO_X$!w9nI!&8>P$Kh0H|0tdpoj)8`r7WGmg5}l7kenYMSZZM
z^$~Jf9juh%)DwhzMIc7ZG32ytPT#t7PoWQk(;kK-Pl#9GlD)q693Nx+$o6XHMZemk
zG?of3<P0V5AU!^lnqqN?Fgl=j)#58eC<Nzrd{jv^axQkGevwwyW&D`bju<tW8nUj{
zJ)L#&48A%f*4r+KFH<apxiCFZz-ZU_+-nEDS&)EQzYB|MY@Vfeww8R?pnn&)z!xpD
z=roN><uG_A<<ssgr+=5c$9+gW#rXx8I_AbT1ED^UyofCLb%!!j`JRU*$iB~;=yNGY
zp5kY$>h+;=-brFeJ#7xT<7ggD(scH-BIGE3ULYq@JsvJO4yM_vaNukgR8T$6T<!Rp
z^=*XxBJPE^0i&D4?&`}AuuEMA6J91CZ~P$PGZ|6FD<EA1n$p@+xw8K|C+zVqd`o`u
zNb}FkU%<D*=gaN2-(@C$Oe=1Hw;oa*{VGKd$!MR4(A@4C^M#Vs1S>G<Y_%ZH6K4+X
z$L7gXw#90w=sIJWCfgfzgYnw1*pu5l)VHu|mfuq(Q$@v`ae}6^bWOf)O+p4-nh6SP
zBAhi|0<NGcEnIHfz=r1#m_?IMJ|>(gE$?8g*m0#lny_kkhRI}bXK@lDZ`5BUMEalj
zMIR&FCsc@;+zIY=dsyG$cf=@;xj~U@75XvmZoo4}yZh7R=cK0rIwdcT#yMFv_U)4a
zPsec(;^a2I?f5HKO*8Z(1F=!>5sGsD^X7*JgzofAZ)df;u+S{WM+S@>E73!C<RgUD
zfLrFTg3PMDDqrOgR1c{2xcYMAIbK>z|A)s_oG-(EG~}i<eq6S0dsRdXk@g;L=sARI
z*o&nf9|b4GPW{<vprSjCAA^i=ZkA{R^zG+|O*@kOS3N2T$=$?OVQk+vM1__(OqL^6
zU%Nr>X<kE8FTDk+bil*nB5@sOmSBd{zo(lXROXB&<Xwo1_U|^<sdulO7gIa_x`Rv6
zSejgvdf?S)8++a*@c2eDn|qPfLhISLo60^F$^yUs?5Az$=Kdq(KbWA;E8^B$KcYhn
z7;D~rb%Po0Qt#2XQkTfgquAT<ZG_2ijWNvMT{1vJZU>#*x?C#6X}kivQh}?j+$B74
zfGJ3%zO4NVkbd^x94|Xz(@0V3keyk5`EMcN1kV2#*Y&4b#?T*csZM_7f``feuZx!R
zBn$Gz%nW#}?t&CR>GdbiL+2P=Rt_W1%=r7?JKeHQ+F-JP^T4Z}Wx3;u@nc}lw2^=P
zay%|cFJ~MMV2TG10OLV(GU4G@Rbb5-kifPN%UuY!Kf~I1$=XtuU@|;;VUy5Z8QK1E
z4a0kYO~YHK?UH;O9jv`XE3hBw-V|e|)1rSzUBSHurX+Q*xoI~L7(LAyFEAFL{K9^W
zJ69;1S{tvht+~~Ghx{q{M@u_Q-_>E%sL)@kh;$(ubWKuOBNx5&JwWxXVn>SuN4rmb
z(y%Low{{1$+;qxfnJgc1^)r#GZnS=EjLipzV>@c9Tc-5IT{k&7Q#Rr<y2Lo`uvgf0
zQnB9DJaG60KHId9w3+e_bjfrZ?=Kol|FilZOdgSTOvONVL6u>#xF<vSx826-)!c<U
z_MEx4R3!t3(4|fT#<wlE{rdY~@I@Gz$HtFg2)UznbkN%ks&m?(Z(~VAvz7CRxyo{E
z(a=FkM*a@|nEcQZDDw56uPE-j!;tmr-&0lo9YddC$+2-a-LElc?>k3}7dXsQ@v%4{
zOc9qZRe{@MA`*LpJUK*UgOA+Zu=DFVRK5^?l<$@&Rg}kJA-a5jrjpRkB;|6a!5Ehd
zQ$BnuaCND_&uo#Vc1$E1UcNm{{x1?we!Yv^(*ENa_um+XwdQUgo>^e|p0p)Z;_TKi
z80(2?hx!l3Ana&qZ&~xaa}gTVYj#v+q^9k$f?tL3yRb-yZd}Io=4GgMuRpUGkK8=J
zR~vkw1lNcGYf=FWAw9gc5=*!Vw7`+A9j@q41?VMMm5tf6%iv$gv9<^OxQ2eo#Rn(L
z9{u*LPsp9!1JyAx3H*ttIXt$tymP6O6Gy-#cB=Dj+5_M0{sdgw^P6vCkZ~MIkD3GK
z3)>?@T_0X01bp%_P6s(yKO@Es_5GZ@8A;(+{vG|3PLRmFDBKdqk4UW|CldXft)nE?
z3?EM>55-iy$5v|ye+|%E+ng*FfF!NlgS1!<NJ%$Vm^2W^ZEg*?#$<cv;MKT=o>V_V
z&BpCrPv%RiunU|mdkHRhHR<unU8%>@O)T!`%=@gc{u-0aa;K12&OXLU6hq(0by%Uy
zN0e&P!P!}<_dJy_4E@hWvtJ4qH#0CjPIZ~uayvM)T+ODu9Dk$!3xQ?1G4FRZ`LKD-
z)MW=TYIZ91;5zyw6PmNfH&&Z14*ZhX*6(iepE~meIO}~hqvo*5eoiQSTlHeQ@gvX$
z?`@u5zqknSIe3u)n*Z?k7G>~1$CaOBDZ{k}&i5L<|3eL-_gXZl>^LlTYPU)-Ec__Z
zEhrW<-fi5|JY=jOucaYJWx_If&4Mt-WJWstPd-{?2UTahVw`0^L;$S+QTz*defGcJ
z=F8rPU(6Ifvn;psKV`YAO24?8KAaY=l$r-g7#TlNM*H~>jUoLE9Lw3|-$Truy{X#J
z28zNt(X(?+XDFBQH^ge*+g(+!?p-sV`?JxWiW!gpvyp^UtU~Z$YT(4Wnt0)V)cDr{
zI{;Tfz^n@Jw-AWpl3x>KX%r1zfA+7I(&jH<FXf@?v&ETK*zvu3Vi0l)Kif!w9u<}b
z($O`yM?Hm_dvR>EX1hspMZrt>d<D3Cg$`(FB%^zAk4WAFHh{QuENf0+g~wocZ|eIy
z4xrpnVD=P`U1a3`gC|$Ik1-N_uRZxDRTyp~!9|v<(b0N8YjC)JhHXP?l(N#Q;lV!&
zk8Go~Wd>dzZM5!Mk-o;_HY8R`pLD$lJ(KhuGG(laPX2T&5I5!?#>~^)^f#(E8nme{
z)qR7@zfL*bC=ov3=t&I_CTQjbgb9OO{55&He(^LtTT6E0xFgN&G1>O47e=o-gnO-y
zkqy}_^tqmcdIJA6qN55xWOKl=i01@M@Xt@~TYSUpSFn|90o4ypzpx>t(@XEGjTNTL
zd}J1<rhOOE`%-7X6FQ~PQ;mzej%3_K9#tckOIci*400}$Uq?3|CGI#Tjqb8hp%wm|
zgc_Uu212jfek$P^p$MToFZG_`dUu2B`o#D#)5pChoH*WP`~>PDRfY_F`(Gyetp3T?
zz28$!no>EaS<|Cd6JggaSM8yLhBfz0rhY9RP3)0OeJrCJmTOE0EcqQ%*{GMhj8(5L
z-^Wxa2?j0xM){2#D4T!$v)Z;4R}?QQ$keZj04=TMj=<9t0ACyp7iqxoW2%_Gq(9rE
zAC>=GAYSQGb<6QhM04Ck@bA1QzsLfiZsR`$nH~<f6kJMZdB-Kdy&V7f={h!CUo2fC
z!Aj+MDo10D{)ywj{F8!J-08Ktjb=T-&(|hce2!8YA7XmX%)!n-nhX;=AsJx);rB(q
z>`r3vpO(D2dRu-qtP)w?V~k$`2v`LxRk2qQAmF;Gr19=+GJ#Zl=ttDetMg&F7rUS*
z-ag^hF1f_uzW~V($zGQ;hXcZ9{}?{w8GJHC2zOO|Q{2k_&<T_Kd-PS-9m1phOm8SR
ze_6QmQmzY$d`ephn7roNo-QxHoKavD@O4p#Q!!T!<CGJi<*qB*PB6nq{}8SD999k@
zd+OqP#J`fCFZYxzm7SHx6Ljm?@&dA(J+hmEhAsz0M{YABE}PE<wb=9Kw^LlL(hURN
z6e>$N<<fHU{sKUzhB?KxXvFK^gnIW8mtF_ej7Mi@R$B7d9w%Hp<|BXQB(0}_A#syt
z(>#1)2VOVTl6CXda7NN_<I5A>pb>b?f%ZK=!+=;_>&B(YZIT{tn0i4Y%Ky>6;6qcC
zeQvroM+0xY#473u&gPU;kU)~iC%;u?Dd+Z*t_%6Ql<L?}8X+k6?Q3Ot*6qxBVM758
zn;WL#r(;omKu;+M{JQk4`e(S+(oFYJO=q^@bwyXycnQJv_wR_DkcApN?fq#8fSe}B
znTYxASC;wbzEVkryfNf<Kt;hP_;tN+V0ry}eFLGV9wmjgnuKR-x=)Zq<-iku19esP
zkmYb%&$`~aZ;q0|<d5tN=W1d0HjyKa#hz9l8QgEFE`O+DA70o7s(pH6N!owl-g>0_
zG{uUUpTSCqUHSs7oK`W;M4~?aOl__7QZ}VtehUJ|L~La?zJc(j&&(~rAz0GDw=>+T
z15ZNRL7209K6Ih?DybCn17EorPLPY@K#32}7pRTmp|Z{!Dy=L(CpJb+`0VT0^A2~u
z)_g=6cghLa$=W~uu^ivpcvkcInp;$ZhF{rE{BLz9>jhI=4jB?lJ(#sP1jrT5RP$e*
zW#Xu`FH=f_v8xX67hxrfpBt=nV=|wKRC#+ZF=nHt^PR^MXel{k>;t!VmMIVCn;U&(
zo|6?934q=E=^Ex)#8kOTZK)rhL+*zMB_6}CJXOC@xuu}Kzq9ifkh3=G(^FiV@9{lr
zv8UGxb5o+6l1%yZA=hQ5e{x#Gq_0KUk|F=F8#Nb6SiNqQNx)t|qaToc-{5LMIdsnV
z^i(#M^6FO-iZ{2n8}`=SLA_GcFd#<OI`dsMKPX%De)JV{kczhi)@qr+Ec9P;y@x+E
zZ!g^xd+<60*RzHgOv&zS2>#QIz8o{r^%vj_mTAL*^~cectKg2RG1f7D(OM`#tRY-_
z3ho~KC_wge_5zsla$nW0j6t$L1w#x~krCV7E!nBcKQc~Sh73G}nSc5<B<~#b_>^wF
zvd{IFo4D($NxU7O?*b<ahL61K{3|Thwi&P7ec*3nIMh`Kje_hnY&<F;&*LiUIHByL
zV6SlG?}Shqg$)6&)4$hX_x3!ZzNmW%od*3#Cv?*Z8g&z+eD|$uRZ`^cT7UJ^&3p%o
z{_sS$VQOGkj3Pf$``8QO8O@1#<)($tb+sDsR8bLayRTMHc+dICztAU_3qVJo6I6O@
zy;5`MT>Lsn3f&G~fa==#&(GMs<_~~3%7_!5g$9TxZs4g!&(D9PkyDl-A{oL1^lN(b
z5lBT!&tXlTTGE7EcX^CZK#?m}F8ZDAip|czvE>I7PPz6XVh;!<f8^Zs5axI+AwGA$
zOd{3PS?G_}2IP9V>-EOZw=KfnRjlgKPOmtgBqYAZc<VioEsTFjhuydzl*w|}14XtI
zntk<NXKwJp21^&?Kr-naLJg$yYvXzNMU)~PkzR)AoqoIe$lL8%c|Z;)(LXxo&&N@|
z>Df(Jmp=+O<o)}z?ltDW<Pb3*U;~YF*-hZg5d;L<(9EOSBOXGTr-0goEZ-=<%^#eA
ztSdn}2iuKmJ}Mb&dwOiWa44OJUPpE4WmKNjY~?bCGzB1vKd)7|>-WdeEsc3{n}eON
zdh=`~>-jI2)xWiE?M-t{zxaHi{r++%Bf(5syEA01@se4EP5wh#eb?i>Q$lJMFqAam
z!0lYY{ms)3pKd;F?U79$3r41TOfDBTAMP*8`#9aWukhG2z6F-nSP33mIZwX#-QSku
zOJDQ4{n&+<V36TvI>Dhx20vW1SFan{(x{imD50LerrMeL?s&3cK>dU7KZhh&+!cGK
zV1gVx6@`!M*ZLy`A75`KKgxAUkLZzHzSKzKABTU1)Q8Vg0!HD(IT0}UWr%WpK~K%S
zWY_J{muq)1=KJ-^$ac&<o+sBE60`TXp^qDRg@o&uCZZhq0hX!2<Th+iEtEaosdcjW
zHHZtR?G)0wYAo!|W-0mfUs1j8typjT-d{jQtIe5x?IO*)#>R&NPkK6R))I3?hbZ25
zEzSW>H(!rD^!{?zaP5(3zU2_I>p|7`Z@JwX;$o{Rc}kxI)tlA9kD*!q(3Wg-+WX|^
z3O6SoT&WeI?6=0tT)ETgmw6)<FxhdH+EeboopX=<+%V+w8AIS7l<31-zXvHBSI#|!
zn=v%aMs+Vh9$&8;JQG7_Mvo{rZwhuct_hf<frJB5d8)uWMgM|73;=yp-x?HqNNEld
z*=w9N$J%dVqAXRW?cWmJ%F}G|JsdgXna+7DnWON4bx?Eoqo9Lxl87Nfm?UIrCcuoC
z<@b199&J}z=Pm>Qo6UvbvbW!Zr*ItZ$KQk_RSHe{H|<aV<_Gw5Lr^))X>D9g<d=gg
z{<Bbl-5RGgw|j9hjvkI21vJ)_o>vn`GZQL5zQFE9)QvcI`8-Ppd2Au4!<9IyBVc|b
zTm?SP!V$vb@gFDqrSjS+L$aODzdALJnaV7at;QJX$6;*S`~creQKXKqH9m*&RJ~>X
zj|)vhz}D~Fb>nrHQj)qJochS~imqCubr^7A2F&Z5g{BXR^Hew=NI`S+qVAg_E#&(`
z>|jlE%14jV9W$6ZB74!U><XbgX!?e)?0qb{#%dcWw{r2+zTJ}-9O{Q?p%)6R9RclB
z*a+&L4|DOXv*+Z>Y3`*=l$5vysC@f5_xf<N`)w!6A{XwAwMWxnZevDp&8eL7_c*#F
z@MdBEGfe%X$#Zs*mn6D(7Uz{KI&mEfSgw8xgInw&x;yLvUn@=>u@4t5kx<Kz21A;x
zbU?`@9D9a^=+A`*wdl^M(X2CK5sYbX)Vpsga?-Nx0wtg!kLZ+zZG@~X_#3-*#4>%u
zEFeFBq~)>2cPf#&;_<>bETA6QkV-r7b3%~rn<fg2mD8Vk^?yjCknQxoNxQ9gZw|zq
zxTExr2XD-SRZkcOy;TW_aUFMJE(1cl3vQL>{1kirZdZAdec|Hb%;R&d8^Z(kmV<iu
zQIQnlYxjCW>!OYL<Ti+)g)qeRTYRbDk13oi_Kj?yCR-V9xo$_J=e6Dk=dNEWSBdbg
z%eMMNV2InSd~3}oPy*!O5#2#4k56X_t%rfMRlPjEYUjR@kiHhxQi<j0@Pi21b~c`^
z^l6i<LSN{NSo4*`KEBAMv!Q%1Pg6XzE`oT$#<hCV!F-6+kkSa(C#>jxGpN9ZJMCEI
zn+Ppu()F`syiJ5PE$vK1Xd6(LbI_hfZ82>zz}_?b!DU}D(<sGjaf^kipQsm<2Ly+!
zw5{L&ps<cYi-OX>#6DI|m<Y<7+}CJegB2QH!6L27_ui!P4;e?Tm|c?W%)Aq3=Rf;u
zd4`+iOJHcs!}ON*vlZ+gc?u;1M}v#KTZM(6M}G9G4%F)tFR)%nc^oGjG#9$=Xw~e|
zx{R)YzB9LNGHTqQwp7$^SfG~vytQ32S5DO{SPEB;y^gkdc<b}qFX$@M;@o#QP3#B1
z+mE@2L|SCNUrgI;fX<2MJLcO@f(9f45bu7Ye7+FqoyL#qAD%q330J&P)10$uPgP)z
zKLvGy1FS?@QUbh`zshBDEVR0al9oGm7Do5#zQMv>ap({8z|D2u;7y*-Plq7lLfCdw
z4Rg0JT#sJ<y2`hRc51L5=$P2&>%1X(<-L#&y`%@mZzy)%3^A8OZ<qp3P$HGkrslQV
z^kB%~g`$>JvSnA^&bHKOdH=wVOJ{b;`kq6$SC)#G@cub(D*OFGS%$5V11#Q>h56#`
znu}PH?@rEDj`-FZvsgNdRAaO5SxH$oA4eEVc71%iHdls3Q^8oRHtwxEZ9U!&W9}zP
zHM+CPI&Bl~;`uQ7To{C_276kx-d++Mxtv2yTS~WFZqDewvj~gF50x#X%V(><qCMCM
z?0jv}t4&QiXz{aS{^FG3v={Y;rS|-Ed+U3_KQi{HhsJ}QFSHso;{-{nYQ7bp1?!|w
zzJ;n!S0o5wa<dkyduZ!HcYluYTLm^uE0p9ej|_$rmS9;nuO9h!=B#sya@4=jdv%$|
zRPGL~NRrVbmHI6(|2H~x?a~cmbj|7v>bQ(&MM|$Gobidi{(SiTob!lAwO7WR8^&nh
zF6S7J)pc7ls+c4vs7LEwu=0kIrX_Utx(EcKn|rJIyP@BL`+AUhsqsy520ubw`2Ewu
zxmzX^f#3F&>XI)MEiH5hqS7Of_6HKpCUu8iy{G%Vg~^w0_1)keh&i5O<Su=i{C4OT
zCyM{oyfnjT2xnqISX8}k74&8MU6D8PN81Xqq|tyUwZAB#LF2(!oWHRreB?S$#*Fpr
zjfk7@t|TENZ~8m9l;Co!bWV_?vhzsS+5RUzR-^W|t5)((j831{v<k|K2kZlW1A|O~
zC_fP1KgiejI42zm`%(cpQhi!Aa?RY3%&1QAXhN)p(qA6UHBPr}Igj?~`?y@LUlY7k
zb=Y%X#63?r3eJ!eE#`}%yF4FIu34E3Hoqwx>yhYm<A)B+!RG0y$i6RS&J*V6sW<Fb
z$^#Iq_Nj>oHo<SoV5>b6TiNv{l!y*NC08#udBD%AcG?PjR;X-(a63_+9&r8163hcP
zf=eE*_<H)qqwu&_(nf`B(dd`E$51aKM>PpvA2xKT9-$}~#6_h@CG8}NgN3J4B^P`K
z>CXB+5uy5lf@@`*LTaa`dRH2qxb)VU_`SR@A95b_?sl`&ekVoPSKUBGbinS@;{hoZ
zx5kg(e^2Y?$tw4pvYKbs*WFgOTt=*#_FGgB{{>u0U^slX*jI^r-_l7;PsLr`=w-*X
zD@;*8{-Oq_N48y5D>-rUuC~r!K)g%Id#rYj#L7wWa9VG}K$v`-&xh=&MdR;c%hZ==
zjygZ^ZkKf$X@wJ*KS=Ltb-mhA9Fuu_zH@l(RB`c4;+vwdcn2xfn8>5B8>n9-?b*2N
z#t^dG$=eS49SpUFu5Cj9h0u3_s%248`JetTqTVv9t!Qh*MM`NYlu`&TE$$v%id%tV
z2?Q@5+@(k<#ex+t!CeEzy|{ZIxE1#z1&a3Oob%m#e`F+M|4FjOo@=i;=lebrVXWvE
zZxTVfbXR(#Gi&cU1uEimopI0R8xTrlGhuKZ&Jz=S@Nc*;Z@QB=DOXygzl78cO3dCc
z)G}F#YZh7qk3@f!H=Qws7M>FH|AuZ<{lS7k0L<x_QJ)B}4;9z68}&Q6aompWT&a$E
z`J_;RBTDVf=67M(s|g8mu4078R1W_zDga&!w8z4|6+QFX27f_3T<>#EejCT8**jY}
zRrlv$>Tan<js|?$ee@MZuVBCwTD-t@19o7Jo7BFU`lNfo->lX955vYdXo9rxalGXp
zMi!TGV>a23LgK!II`<!2N~A5Gle<Gu*TxxeXruFRt8|^h0efs|5T{V|Y$pY-j9OX<
zO!T?KrB33N&3&0TvCmvN&J2#u49q`^`3%GVh1CGEeCSi<O6Jb1;(0xml|(1>TFXyc
zVY3#%-T(S^GxAV#G!d$9B?Nd05!4nV>>z*3?BD5VtLM`|9a;cha=>M;3&Bqq1NFR6
zzJC}VfqIdjDh-y6Rp@D-mpm<p;@Eu@7Lz_E|A)~c%`O)}?5TAFmH^s=L;%7|^qp@$
zJZ($8n)2Vqr9~Ov%b4}x=bu-koxIlT+BY~i>|J4{RP38AEFR~@xG#I*!?h!-)n{E;
z;e#+1#iGXJB&~KlVvt|Xhlgs6*BA2KW_Q<Y?E>vBgq!__y8LhTBo(*)9|`Hp(u+R7
zBKQ!$sKlw^Zm>KhU(Ixw6;?LH(E$RoFSQn}x9Rx?nut%i9f6WEmnot7S*VY!-al9h
zJs-)Y-p-sf3^wZ(tOPT}5DB}2D;#MeUE^UVmumzN2##$c#jyc_Q%b`CcA|>vI#TgT
zsyE~J=$OVLfe*l+zuh6H^EXTB)TlehH~jZK@U)o^U@KXP2{|5((?es7{&#sTH2f@6
zPCBniWqnKERG&YU=*Cf=%r#RZhV>ls0<Z9YBbdlY4>p@B+MRXKc!oslZArUDlBJyI
z^SZa&c`J5EHta$mQ<GbJ9Q#?o>CDxr54%X^)8i~9oWt@nK<fbaJ8@jdj<YeHt?HDD
znyw~CZ1kre=N4MVCn4wi9icATZx;aGa4E&Kzu>3hy0P%5q%~#UwQkV0@T&nrteVTT
zn$gS)aGjU54S8P615z%$-_vUvn-yVS+F(#k6Y8Gg<UeKT&DWL^jeBiB46jv!cuP!c
z&7N$wCR=<9hVK@o?S5;EY0A1RFH^MWNT!Rmmy<oM^BbXCOB$#T00=F=mS`@d5E?hq
z8^NXbq`h3@>0uRLr5i3Z4JR^uJad{)K87);tLrlW-R8oItQHIAbX<fLIp9bx_4a|(
zIlDfO69Mw7tV#s4pUZp!Kim3r5G=Lb9Zobs_x-DN9*pQ!zq*P<p5T}g$xmwnJF4@@
zm==F7Efu^b5nv&E*a4L2H7PahkDXS*rq{T^I21zfv*Z?{`856=Hi>oHenG*JN8f(Q
z(X_jw9XlS;IT(i6R;Ch<F<`{Av$`w_{aAjp)Q@xp>8;rg?d17R8B!F7KhYCnsQ4TI
z1YHTS_T|6vxp4n|&GFfu>m4n32jq7k)5;6yqqgk!o&WY=X=Ie|P?v&B+e(q3<s$^A
zSk7H7@n4jKJ+|n#N6#GRxx1OQhAL}7;X+nsbYrRkZkWa2>AXY(i!Y<nlv8*5m-)wm
zVNpMB0K*44K^4y9-!%}~KT*!dHnXYdS5#<Q*y2O^qhYl)Wcmy5$OWcu{`X-;d)1dD
zANqM0m%@e=#tb7j-(h{`5PGn(d06Pv(~+=rf~Ffe&hL}D9&3`(UVg3}imfMJ8;psb
z-eywXZ(IK~{WWB^ITXc6164p7X>VJ((@>ac`tcW+0w-b&N;koR2BA~!=YDVpSUMpv
zwxz)jR+Gv@zw7+;GhMa&q~2h>*Gu-C1NJ}CZi$qy@@_#dYm0h(`Ej*id+IhOK~<`+
z7C>~*?S6h3eFLv@UvFij+cM5yZ28`S!mIN1YPgTraa8>o_JsD?v`#9%x(O{261}&q
zWokZDWQE1ofB$CHbUVHMaYqjK>!0|0f*bUf`YbCcD7ZuHX}e<v?vu&Ihnh<Voo(~c
za6-KOcV-NMo}7U+(|OYDbmQeg-AZ;3XQ~o%4t~^Ac6fV}kNwqFU2<^<MSsbnpb3E+
zlul*$Q}_4(FuuZOg2?lbFM5AGk|T{Sp5O21cQ4BR!x$mHnNh3iVtMBNr#RCJV?v~G
zcwjV2E!VCrU7i7e{nu2<J*9E?P){=gF|+9{`1`Li;vYu4630tR16m3siJ8ppY-mh!
zQD&k;x`2W7Qha=dt2+AIzEE!py79T^2X521VyFs#ENe(M+a!2JUlZ0rBtnsMSkg4e
zAj!II;ig#UXZ%&}`7^9SQm>GLk2TT_Psf%t*h$Z*Ij(C}x^D%6;?S5)8(Y7Awhr^!
zasOO>y3@p^-O}QqZk3k;<Lm)nKM^iT?WzzaJMocsmYN)nY9j`LqdkZhsV^uKG@&Sc
zo;2Zzrm}5iqvQDHeTe5I2Up7vNq01W;WWb5a`(s{?zmIuV9Cb+3Z>F!=v4ePRQ-*+
z!!-IofE6|$06yiD`(Ce@dqZXCBz|&zhF8-?<fj(OCkvke$bi-PEa4uJ8FeWUy)#p`
zenuP(;+9y|#b@kG58Go>Jg;s_C_Y?hKV-HLUZ)BZtN)No4wWf?O6Arx&!?|-fK={$
zQd-pB1e07f07}$Jz}oei4krlq!Cz|^i!RmxptbI+hWF~NH8#ldY$DZ{5-CM=#L8mb
z_IbQ&7P!pUz|Cr(jKIt9pHRP^v5kG)zwP?@jUd$CpDrcx2~j^399LvgO=RW1Sk@6`
z6#b0A;qPZf@JaM+V7jBzuv*?DuuF|lqufdPs1%}$tWN)j@tiX!!Avlu50T-kH>qxK
zy9fSwacl%a6x0~;MgEX12M6c1P;kCq)6vi*COagM8tHu@xJ2QFw@s|tk$lSd2GrgW
zdV&EKmKH9QKTW!!V;79^HC?qan)}xB@aw(dcan#LL1X$oR$A!U@Ar=EceU7m=Q1zF
z!oiKf?N@(0ezJ8e5(W8yFp<9>Fz@Zc)n>xwA8c<kLY8{>I_l^jPm3~Td4A*VYGjvs
zoR85hz*7Xafjp&yfh$zM1E{#M^;}&(?~Yb5SI=|}ENlr<5h&xQ`%1GHh9(d?#Dr%t
zyY$`ac0cm+wKVtGlv+s1XD2IdnZ`;)2C-L_E1N9P)}DcQgw&}febHPF7y3mZe3gD2
zKjGfV7j~lm2kQvT6^X84>#B0g?u=t@?6+EdKf-`x5v=$6z<AAPy4b1Sm~ia99U0DY
z^Pw?exZ}nQBfT#lY`fgOXZO0o`*@)JjU7V^E!7V*Uc*zt*;7P*zyh_Ny|H?3cj^<r
z+3mu6Hw-s6k-Fza?$>bs{dxAjV9EVS4}_#|kK%V=x|17wO7DnkB4JkfGRsIy<p?n?
zl<F%7AyCbY@x#-yVJUY|IHc;$2)s!3Z68)POqP{X^@H8BKCI6ypPiFsE-Nz@Z@dn`
z$Y$Fm`;ZLKA4r}WWnY_9$+wO7c~uJ6(1`NMhs6|aT6?MA4}PHFio1!+eOW3X{XYy4
zTViKI2Jh3t@CW@ue{Z0qDqA}1yCJR59N*4x?iEdImtt|XIr3&t(j1Mot`fxN2)4<-
z?Iy0)!w%%b7OOA(62~-4Y;21Mo+;vzq<%*$S3-FCy0%cQ%;GI5u|})w(zhumI}5J>
zpjBeGmq>T8RrRO#T;(Ce7*&t(E9viB06~>`I|?{H8_h_?E*+#C0sY940wdjAto#cj
zGI!Ibw)CnLQ?e`MbRR0He?gk?EAxCn6v4r0w@mj7kVfLmo?luS_UtQZ4$mt6cYcn$
z%Ler*1JHHC7|ZZ;U_jkKvwyp@Eu|ol(U)NYX1vk9h70-6g9V=`Yu&kTHf11>Z(t%$
z@fIJRa^R2)<p@k_YpkQvrUuCGSf6-R2I+i=3-0rH&T4xF>qK?TPX92?O&XP<Mh!-u
z-=dxq0{w{Z;@?x$qmfSooz8xL(!Iu7vY{6-_|}@aRqyH@3@ZaT*h7&bbQE7&!fBpW
z^6yBLN**Hb&5P30o$D0&br8OzA=PCnD*E0~Fu%l((K*!ClSL7Ok0h0}LWNbp;Mkrw
zkYo<1s*>KFJIQom)KX48r)G^2so;96SNGHH1Q+4;gL?)Wumd)V9WWLSP=E0@O~L6s
zZu~@{h27y@7vv&45imAk<zZ)^jL7+#^+C@OvdHxLTSy`2G&!-$u`W08t?P50*>)pZ
zHocgvT~hjRjury^j~gv(>y>Is;x<E<mBA<7X4b8R)x(X7%q@X#&nuogEk0R?&(2mp
zNpLl~{5AZs`Ny2<&gIdfLaX?VbrM#8rhlM6JW45!f2U|>?)p28ef5zWPXvN`PlN_K
zu}JP|p_o{Z#`Ibx1C&y3iB$p<$nYYG2ha9<FD~8fWbl~YT|x*LJ~a7ra^jYj^Y4K_
z#AR&VX*V57m~>p1cHjKN=+I@X%i^2NE|h=UB;EP<R!0sPdJ(r#9HS_6uNTgeNwKX@
z=n7_t7{Opwfxah@K4z1&Q!HloLmkrL7xqPD8Kgl<mu(e@vM8=Yk5wNq+zuSqNIDja
z@6ady)P}TI)lSLpR$3DHkeT0UtIh;|+x?##o^EF1);`#z>wlO2YjviYF(o^Z+}HX0
zsw{{o$$DLvFB@Kzv8DU`x-3i+%*nNrX4I?Pd8}Jrd<riY2<zv27ftNzYtM#%JYWF<
zNwN4utSTdnZDa%zrZ5xrr+gs4zB`HJZPbYAUj~=H=^AH$=#bH$6$4+n1so+Bl0KBM
zl;(ucmqW3ym0)O5RSA&pQg`F^d>=Nvie(LGsb?p3Q!XIKng@IFDtZd0qku(heNN&D
z%(u$>ZfP)*xCY43FCG=wy`pTZU4Evru3HoTvmN?J+N*Z11VJ9SEywCxafsd=Ak4KV
z|1dUxvC3K3nI7~hc-;{LIZa&x*i(uO@kp!_mYpr)=S~W|=Re0E>k7^ivMN!-4@MT&
zD-N1}!zWV2$xoido0-kRcAR>_5X)*-Pdc`WsDBvAuEymDUNLs{5&K55#oNjTiG{i{
z-|L-5e(M>zgN{<U-tm8mTHs<*ltZ>G(UC)#U^m4tap{|>mIBs6_VkIhrv*r}%&4q4
zvqAOTBP_SoofS*^*VQ7oU_J9+B~A`cI(nf2WIcn<6s9>q;cDf+`sr=0T@rD76Ov)e
zIdksh*Nfz+cjOz*rRL`}i8QR*O~q71ECk59KLamZ6AhxS%TTpPiGqtvul|M^Uzf+J
zc87C$p^E)z501ZM>sI7RL#@nLzv_4kIZC5K3@96K7ngO3O0a&^Tcp|LQV@>dwZG~$
z)0433Gm)!Tz!*>LX-KH%YJ?qG#)M{}L>#~`ihbga_#D`fb;tg4-1)pQR2Z{v>NT5;
zv9Q(GS37L6N4IlqB|e-ZK4bX7T5+m}Z$tAV#HG+Zylta9UDIl>6L*)t1OR?y3bgDI
zr`awL^bY+zlJyDJ`4SHE`x}cj{|3hM_EWJqOK5+l{SLLj%S(lK03`IbO_=njkxin}
zx|!Hqd`#fYp7|rOnkF64Rufq=@5X+F>RgT9H%z-Gs*4I9vr)6vQUmlk=3U57mCD7d
zCM!`q+4LAy1D!YTzi(}~cEHxm-nPan=?^n3&;(T#MYR!a*8e80Jes%LcUc$#5$vv1
z$(-RN$mPou{{VEFM&rR<w%N7Yq9A-X2V=;vRwEP*P4%1dY3h}#*%m)?$%PIZa{W21
z7GrKC+egm5=hu~POAnAat%8;aS2!&FB^=C^uIz`AzsJrpoojKy%3QH6Gj8|3T;DiT
zNP)P}aQ8twyE|#V`{@(48@x6qlRs^g+}yerY6VN9&uqUv0^Zw#&Jyb}?m6;V*`+zH
z;oscy1(zIZZ9iDh*LWPi_L1ljOvCp9%zW<`0hs8S>x~X=DT#aLR=~P61dQ&pUMG$^
z@b%kIJu!Q;$(+k1b64liCjxk64mjp`Tnai$-ncEk|7y}+ykWYE?D&rc+C-qN68IFs
zcK-~PO~s~m4JEllNvwI57q1r4TObj3x6uv!+k}7*$nMsHepc+FxL#ya7s*2X(ibT$
z*r-|{+5j1cO`y<cX>XTWvr>IQ;I#Bj88ERQQKG>CS(wPck@|Wm%y5@iejt57fR?w+
zh<*Eqp(yw!rJr8Uw_}#_M=~VnvZ!JVKQ94>_up=meROFV+(burpxsvXi;8Skaw%=5
zBk^;9lwZnlq#YrBUCv!{EOn%-A?ZJigFZR7*OU{jX!_e%1Zl;mIccY8yjKg&gha5u
zGw!@a57!oM6%j;92MS@~6V~;679h_RGKoiA`?S*ae09R3Uy*#GP~j>}Zrr{yuKU{h
z&1-<^bs1aRiy#3@HM~2$i{31y`JKig`um(|6SgOeO~ARXUy`y&PG7sXbSuF03jO7!
zrFf>+s-JA7%q$cP$=C?v>N}Jn4Rq{VkKS{*sYS|``BM#!ryH||pYmd#iB@L42(RzK
z?6Wo+<@RK>#!ei2%SF&Zn3f-^{r(t;_}I;*U-}!FAVTyea?%y10v_%NGlh($G>Tb&
z0MCF0Di$}i55(p)nryphlS9k880Ya^wQx%dX2aO^RkkTqF!Y3)iH80lL>+#cFi;MK
zR;X+A8<IEHTG#Ve=Q?{kH8Z+FYlkqB2GO2K0_SQC`><~q?dlj#^?Ps3&h(gUE9rL1
zL1LU2OJ9^J0Gxr8S)$$)m?V|q)*nc}S-NW4zJ1Y&(8(Lj`PTj8QatWQv!cW_k>ZYW
z?-Gt@;H&xu(d39#0^dKW!8=^=bd5Qd>Wn%kSCtsr9V~u}`ggY;nkE4jn**R1ti!i+
z2E~6X`%m#z0qq2q>tnu&Qz=_hsH9K~$|}O}FV%L2u*I-njOxQOxX1$c=9iM}+*3v+
z8=h*mIn6}<?uYthLn6tt9%IfXaeu!Lt-&Mn!LEHi$p<D5f9w>e6f*gRlod~!%C)oX
zxaOX*CL-Ka!9ub;Bs<&cO3J(2K;FOK7GgZF7t0Ky*LtNF0npuYJ#o3Hy|}xNKZ~-v
z<4A*u7XN;CL|WY9T?8m0{OF=AmkQ+FXYeiz2Ub=~v6tHmcz{l(e{UhV#qSv?m=VwA
z8{Y<RG<+hz6f?BAtFH`yAFqw2Z{57)d}(j25gRevO9YQR(v$4ER1*}j!;tzjaU4Z=
zbJUS3{NeNgaixNzSyB<Q9wBa|ax<&CqQ1sg{ZMQE4?_}sQAm0D1)U#T-5-+sFk=MG
z4c$!o6FF%L4BbqfM6C*K%vBVAqaQBF_Cr459h3lb;D$KnBwN1zsk_r+n}44FJi$c_
zF1QCAn+bHWW5gQ{u&Y>q2_+PEH=|UxBpzZ^dUIcIdhA<%AxrbD!mH7&SC5{`Y9cb|
z@c+ev#UGr7_$XHy{Y}lh)sWu*4-rzKjL&`+;PLoGK{F<;5&MOn#T^Q|Zl))HhmvIm
zmghiTlvfbN8!)$2;m9&JTkNq3QDx%U{`mg53*7~_dNw3(ZM5DbDPT&Wb}1jG61Lj~
z<mFLOl=A6aG>1;J(yL*W?lKN3m02?vx{)b6bxQ2)T*}t-)0=y2EphjLaIu*0YJGYc
zkEf`@-+E}Rq&{>ZfkI710p~w%3rx<JuRo}4)c0LBW6Fnk7n(J9!-wnA(m^j0Rq_(W
z>N9|YSS>Hy?{bZf+w_x!IC2}&i3K}_7Bh40c5TYeB?U?ReL3hEelg3*Y=&}t30_l)
zTeW}V+s2y3s2#6kFsYykj7_F^MnL|}p(-nySf-q_FNYJaItUx~3!^B^`^<aE^UTig
zo3--e1kZJ1@C}&B_m|o+(}?3m-sA0D0o=tQn)eB9f0=+Q{fGA#UY}Kp8_CT$(&d>g
zvU27s*7m*`F|@s?k(JupvmZAZTSr+1&y?ez8Fu^k6Nf}j@3S0x;k6F{B)6;Qi(B9!
zJwdIn<pb<NXNpK18x{miO)aHjzP@G`Spwy>kX=od%4FVi-PeLnk<}&AxT-iA&UZh~
zMfz|H=u5qs>FYHF)WZ9l<B{IR10i~hZkmj<4g7SJmKUIn8>@G?euh3_C<|m&fmbuW
zk>v-DOlruNF07dOjXXy?_n6CYx2aJK0}KqmS)=uSAAe*GZL!hfu%mQaC5uVhok9<<
zXn`FaZlXaWZerrQDV2;}gd`O#G;T~g=LW6+&m`Z;m{xn?95cwUT6U8TDdeWHZ5prY
zc@%A`wt{V)XrxuC)}7%LZpWvHk}-NzVFo45Dg26xEJ!M`UgTh()(VMt3301lsl93B
zz8P14AF@+6iO+gj?uuXUKeIi$B&l0bVWdHtZ*ig9PMX64A4~cSx6e*O8&}=C^5|Yu
z@jKyi892TTlcB%F1(pkgDxxZ}!86l;i8e+y%*%aZf9r&aSYm34Y_?krFObwye}=LV
zj(}Z$tciwW)qCu49>RMj#tb3mH?weNLz-wh7f^jxy`4FQ$`)S0AuR*?2D@t89mkd|
zTWroSPTP|{O|=spSOg26Z6G-RH0hYUIT`Vgkv!PaZukX@vySoI`owe3xae&v2_-wT
zP6<it^A&7#Q|eQBMaH)sN*y7(aDdwndG`+^HCWl-uE63^3dfi0xH0J~!jeM6#dbTw
zU0|``tSCO@?i3oGC5GIT<{&nC&-9@U9-2YiM=ImJeA)Onyf}1|xpwPsFs7Tl4Pb|=
z#%^hh67vsTZ%0Q#oG;pFcOhP`d$F>F@U!Wy4gWt(ptHwPq4^$b@hLqth$sWKjv33I
z5OCWba2+>WQnglwWxY;(Y%KhhM|;+rV6`~}BzTuiZ<MIo=|@{wQ4x<;ivPN_!+!l~
zr>ZjdMb#*@aAawi@Xa)t)++T!i0UC%%Oh~q*0!ACxUy&s@npnZgQr!c1f8Uo7Dk;Q
zp>$^lwg*Dyc*VlEJzyN&><2ppemo6{mW=F9qM+700{2j0vSk`-=5Dt9q32HpLh_=#
z<ho#3$>#Ms45ec6WqF7LM}dO5mbj#%gVdzX&mUBx%uk(NXgwTO6y<Y1%)CVX(t@s6
zd^R*L=1){HQQCc@bob?EV=cf4|1*vyWAypSQ1Q`8)UNVv;B%xdA=Oiz$q-P|78vt%
z@zyYtq#)LC!~q|EGC9jRlLfOCJX8LtQ>`jez>V|fRkXG?1=(z(-|aMDNJeC%8aPHT
zUaU6Q`MMaFrq90o4%t9~cc-IX#GDjAw1Dnn$&q(LXPdO@W*s*<Dd7S326O&qajHm-
z9jznn=_QAwdbbnFGyYrHc=V0%y5DT=7qHaK_s#k^>Gsq5-bT*-N%-!iBc-EAX=0(D
zWFKl+6(rI~2-)%nbM=NkiL4_ArE!s?yJES~F0Q%&<G5AeECG>5EYpOzyU~GCbp%6h
z88dn-R%)4{ju`4gH{rU;yjF~K?tzSFPJGP2p?g$1GngAQGeRfYqQ$4igWBGB8=kGA
z4%~}uPYL|m;8_K_!M66F&j5v}m1z}zfK<{q>M!TeL2`)0H$lxY_RQ{dHX<?PQ~E-B
zI2g#F;7gt*X<u`S$W?RZjn$u{|B;#oo|((HJ@o~}M|)M`dmK~I==-ds6TQTNe0A5G
zMRbb*HUyf9`8IMUfSlp55MVl|&U^PhZoAk(9X-Ox=SLrs9u5Xt?+}plEXo@08*PpQ
z^V9sk)ZS5C_qN!X>$@-M?0`hU-MeHt4sQg4_x{kprQ5g@P;En(`Uapy|9(H;c?H%v
z`_rxqQSZDGS7;8+sqX~l&ks4dT?cUumV4c|%z&pJ@6nN-HHI}vR<A1P0BQtx(HF)7
zqg~kEEp;6$PkgpZbgfmac?%eWlCHil29!%)Fnr^X+A-%H(Y8{csGD_-#$$5Lc$w5|
zJj#wIU-C72W>p;$wsvhc-S9zRC6Fno0;%-i^&hqW=x<ZY36s<_&JA^z|Jeby;O%>{
zH~Gby>+&;y7cza^RLWjF)>Ik^{eqWu_?5_q<(sx^QwD!8r~bh2*dMc#b76=~Z?Ap-
zGP~zE6?%ZUg>Bvos(4Qndd{u{Q9g?=B~#_;*c_cAQ#JgD@%LP?C4@JnbU6qCwDl-!
zq&rl%wTvjq7fc(&c>xztQNRE`{<;MzW(93{bU@~vo7Pl&e@tAh-y*H#Po@(%uzR1`
zbZ9NSZcNOnNUytaW_Fe_Kx0~JMQF6?Tg%yb$zXfH?fLLSBV>ZrMx&xlwLiD?8CUkh
z!5^R#$M_@pS&`b~r5}bQM;bySDn+m4PBtWTyDS6AO9gKKctF_-u@*rS%IhBMHecFU
z${(<D)E4sdZKu<A>Jqw?|HI%cwD?oShmru7tGQS-#^*%(P$@CjhP5Kl+?hCZB}VKd
z%v7k#!&Q?P=2d-Yeb#C)^sd!ncB;>p=jvxePx?~acwPY5kcP)8NUY;%-&-+g@!1tH
z)%#RAd^Ll+L5TW`q<vpdJ#fd2^!!k&zvba&fbLRBtBsfBQY8mv6AO;lSm`FoYQ*dr
zxouTmTHvwclFH5^1EFf?8E2Rzzpzt1PuQjM3F3*uPpggUBpz(r;c3nlD;DrIB4Ww^
z-JRZxy(pytky4KvR1V%ie4iz1s?5u(PJd_%f9~z3r`!|scgqBxGD&JZcpGir9wj9t
zF*7pI*M6i&#blJ2AAI$?DuGS$;q8upt!)DM9S3HsO=&;HU6tzyG@h#Fh7M7PRt~ZU
zd4MU_`+GGc532#ujY45P5t=7)!)?0*!dM)=@-zy5Z}&~i&z^nlh}f-vwail8Z<5b{
zQuZo35h9=wLo1+rJm>KhZz?Uvs>lLfbGCk=74ZoDG9u>KnCX|{jjkiASI3Hj`EnsK
zcZY~bm%KJ3|KA+6VU!YOTf?FNueYH9ZN5a%T(F7jWSA;ScH_+4jKCo6yuZ4NNip62
zL-GPxFt^!2>1m2}H)W{>IW|L~n#W%wJq2!0bLr6J`E8Yop-#~;JM8a=V&*ATCE?w1
zl!mqRH(30e?Xo@W?6bvWDN`Aj0NsbF_oRL4Bot$&aSuLaLdMVyx;4Cf;pRHTIbop%
z)QwOC6B7JWM!y9npx&fc!_b^vq7(|Q>`<~@dvA0L=5wVN#3Xk&b`JOOYMRClTc1g_
z$e!6&E_7_FP;oYBdfF%<S2SeLGb(af`EfhtZJ#EeDkGRUe%xNN$VSpO#ezZC?6aN8
zHl!O4e=-7t=13lRMC3l9#F#Uo$I2U1Otf;b`-6ER{rVrq?Ee38Q~`5<js_}Zd({T`
zc7@@P2W?LV9>-=3Te?V$djB`zYtls`eWC-{%K~mEX8<6@=hvS=eh;^~CR;Ij8NXr-
zpp#RMjyCb36ROx2&wjF_>TAc9$N|WeeM&o{e&4c4JlR%IR=37>JLU2_4Y4@|CtpB#
zQR%A6AH<-zw#J_J@=R2r*guR%i5Mk-N&wnXp%|MpijNWxxf^Z}Ly2c!*5@WL<iS{3
zA!tv=lc1)+<Vdr%GYM0Kqwoqa+r}wh2Yg+csNBRn-ld7XuiNdM@T(d$ms3!yzOi}u
z;gQiOkko~iF$%-=UT-8X@bnh!xbgi;De>WUD|Q)n@TD2%rBv=OM2;*(6AoIp_DzCL
ze_a%*N>a8zf2!Tgj9~B>%ydJ^efXs26WPp;dHEZ{a~<k#!urg*aV^8TK9|<6z<uLD
z%wsv>wYa+2da81i%>%p!u9td$hCWW%=S@C^r{K|iXsqP07@ZD3W!Z*kwB;RDx=r_7
z^r_UBqMwY`ixv->`^p|8I_TYmaND>ev-lr|YY@A{gY=_s)wb4U<dt={PWS~w7%AvS
zgF>t8<CsxhQ)61REpMj>eM@TVbdqJ>qu$uy)j9NB;u+RvCEG<yyj|479UBt`*Zbc@
zhKyIP`LCYZC&X#CA}dKZaG52x=43V_;WYg8(K2f@Ag@p#p1L^|a#CyxV1d~K+-f}V
zAvR?~_shX3nH52-Or^KZjC$KB*H-5haCmK1-QJU);m3zhl;e(CLrjrCso}mm#Xn*~
zXEfW@Ty5~(dPx&UMR&#lMh^hw(==;Y^n##BN^I>r6n)sZ^7r+4y|iF2^T~`^f`U-X
zPGCbuk^6^!s2zNIzbe^@kh$f_*%4b01F;cfq0*{IS)W!Mp*GS2eB#G(FZ-3PmkW+=
z)xWaWJ|yc0lWR@tKIM$1Erj**F8dZ*il>zlt98#7rocZqS&WIW%e&-dwtqhCW9Ao+
zz>*TsdgikaVu-0^(Zx-$_cF#jK1MABPXIGAlZRswZ*L{U-<oiEykw6_`t(Zg)VC@F
zA!XO#cM6J$%mtXolIBOa$`8EI=bwUr4%E#iINeqpenYPLpTtD|sZetzxmIZ1sr;_I
z)DW%ost@!t5#Xpe({In9o%#~DU5o>s2T-Rs)cLMbu|LmY`3Ddv{r8$qb@V6N@vx?P
z>zSt%)yf8);~k!Q7Wc+ocVYzqj~x@Y`~%F-{-&(}>1&l6GmLn=Dp{gzM&s&1*4IE`
z{~S<QIv^>&xrw8-!Jfl=#2{6ZCH=e_3y}~*qof#XHx$}wG}|BU?q1Zjl|W&iKt_h)
za(pure<1AIxW-&8TQBHuS|(WXbd>Vquyj#wwgn;U{nIqV-KY=M%JGe4hJQnQ>@DzZ
zXy;u~+T<pH2}TpDNwWKfxKH*~)=ZuN+#3)>e-=6@F^#j1jnJ8&FY<L%=(E`ShY@M|
z|7Gzh2ML4R&vpR^rms6@?WF(5J{6n+Ul)~ScSe+-)n>Gc-lBkamwp$eWo(Z%B}5Fm
zDTN{abpz$3bcX~O`YXci$`xoyrRxXf@1i7r5y)vO=7x2N*_SD9$9>L*55H8|xI%@!
z>=YIY+NJjt^U+($^`pet2XY349$J5801DnIUCv%b)iNq6LJdFJaThF*50%H{uCWfr
zNz1A3wF-z(LNe<POD4u%%&6l>U4M(~{$3&fX~wJc@q1C>n+v#Ab>Dmiv^{3uVLVh5
zt4=VEXEcQjgLKQf_S>KGHLHt!6{2Xjm(gsx>IIWJ2^vVgd#juwp-hJEW~-YY;;{1~
z9HTGK-u#g)U*4RtitrWtV&&)i+4b-2%l7qh8gs}_*Q}_f2n~U;*r8b_6%@9Hzcq&F
zoKUP%i|p_=@mzQ0K2*#)Slo9}8I+9i!^dUQVexi_4eXSq&bqFYyu|D?bZ%oSPLwyU
zm!E+p)Czp8w^byH0GK_O{t0zsdxi+e|CG@IR{O}Q@^GOnpS=bYV#Av{#-69Ij+|ew
zF3pXW7dh0#Cecn>nrzZiS>BR*tE`xg@ejkPiAo*viK~k$#JI6nk@<!GfSbDSbUF6q
zoVxG{kzhuYz-rxz@hv>W2S_HB)cW~=O-NgA2x6xvNg(Wot|5j&SQ?B}MG;LCL;9e9
z7>BsPX0qiHD*#UyN1tUjuitF@*;}82FH8xODW>oO{9uWwWmLgT=Enti<ylQLc`;K)
z+{Fj}?Y5Y=BYGJqaZkR?qRK(Q$CWH7?WP=JZ74$}D|xc3T*V(vW(1=<piUgQllj&Z
zz!6yKh<f@|=uR4Psqz&aq$VF8DFUf}wevIJ#4jR~5P*N22+KHaE_3^-E=MU)&-T?N
z1EtPKA0HLlTrjh9(-7aMUc`Pp44a(|?VCZO6TK`m!$=jUFO~1-<@DW51-&uJa)Av`
zg-g=1-l9RXZ#XSqu5j@0%V81vP2uuxUDDTbFFjKacp;JWan)eJ`3)PY1xeS!&JhV$
z@s(uP`~_h8!_rv(BRi|4)3^LvHXK1Q_)`;*=IQlKdQ<@X{mkg($L`oh`lJ@vD!*JF
zcco;!lwz;`t8wWR-*25!)3-l7Uj>B~#yK3enpNbW=*RbXDbX-^!(x5ZXBmCVlW!S#
z)5$Ac6F|*D2c*^8sUHi-Z#I%_heTLO+~n42jQbRpLnMx-swW=hj`)B5>yX9Sb(c<;
zgG2aI77pJWCrH9RrS?``!ZrUlkY^0YaJPsyk^TQ64TqW@#^^~0Q=tBi2VR$!J%6mJ
zTD=4+NYCnFa-gCJe?nVlu2^;jJ)hb+(-7cvQWT{sKUy2XHS0Q;1uX+O%0vQfPu$dq
zMmY2v3ypBo(1fKgOTY0tfABsRpwpRcL<C-%vj>jNqjay}@c1k?p151SLb>y4^t+_$
zay~$lxy%SX&#7Ft%!qCkRYPy@<72&DZ7iM2x^FZPu6e6c+0018@%+R?{&OU*-WXpp
zx%n^L1NMD$Ma;ZyTN^4WQN6}@`EjZjX*LTRLcxk8!hi$*&zNt(nZ}EGhln?aEv1Y@
zNfl0S_c%<JANTP3<&X_rryl`|w(&oD@G)t>>RH#siRXDopmAu>9#<83q>OUCFm0|q
z_Pgz^v;vD|*lc5By;WFgZmK<=sAJws`*w9jQFEC?Ewb@x?L>G&Z-HP@LT2yVyd<QS
z%a5=`!J_yk5}a6u0j`#V6-hE+_sTGXBuDX?bq>?4r52K}p_!^`wHi46yr9Bzzu`pb
zs_72)MJ-7ZhcD;41oE2I?Ooo`lTLV&8+%^A99~O=G9Y@_F(&uLiP+O6e%RXA`!7G}
zBfqY1H0IuYiD)fPWL-!GGIzTg4EgWnDj1`J`CRo&{z^<YRhZn#30NW|mYddH*q?1j
zdzSX~HA_rlCm5ag7YMMC6X@-x&~Y9~%m#g5I5a@Jw4<Hu!XMUOjN3O%tuHuzz3jJ-
zo60kcL~AN3e<O4(-(e!#+B~k5tZ9X~f<g4udLHGju^dBUld4PFCCc~2I?Ej*6?bV~
zis~=iqN5hBjm)BF5fNCg-t}4JsGML*)wjO>`VPlV5)c`?>16oKp1hkeL-fdA@m9S|
zr82;i=}te|8#ovIHKTnR|9wIvGVT(P>ivi|lW3TspR8>ninrh<-zfL=#0N+HM@-$-
z4;SlRK$nLuZM(???s_lm3qA5U)n?3{Qi__*ECTo21ZQ|7^_kIQp>V2@UF#EXjyAmN
zosye$Ls;uoFsF41e`bF*yt<BN#0#-Ah)s<*mx9Fk3XqruG%dYhZgl*n8QfC&Tu^@L
zeW;nKDyYGv2|-u=S;SQ%N+ZP@Q@Ol`e#Zl(_O>upO=}Xi|K@aSSlAg7tNC(u$VF%{
zH?S@f2DT9rG@$UYfH_}D^hCq|P?_S7)IL=xmp+9l2W__?Cn1^A{|n9kn({|48SXAj
z(#|*^FO+Y`(03#F`+?2Fo9X{l%<dh!+kfkl{f2e;PNHz`F5gAM3v2#UvVMA~y@1v^
z3*zdSaHWT*MSq%w^;z*hpejNrzL`<$1dh37dzMdqX#*9f3I7)G;-K<L_qTvgHcInW
z5Qv`mk5wTXj{`5=W<fUUG%+F*0GhLhuHt^5lB&29f{%?tpD6I4g%h`nHTBxN51xih
zl#etUzaEn(eT&D;o>vC-gbNe=sZ8UV9M(q<Gbl?8+@E^k$tKx5JP-o&_n!DhPC0q5
zdqvV?N3n;2;10FsK0hP9ssgsOvh?y0p_6ojck!<{Mz~WS*;CPn^)mYSnYa6fq{Y{=
z)jIW#kbf9uBn!_nW*wJ*6Cj`LeF7z0K)Iqy9_#W%$#Pm@>px<;EJe)3DKpUEK0lK2
zN8VNii|X2V;}B|U9ijjxu4e-upywi%Aeuf)!=D;!kf}QVUfoL_E&2_O|5CSrOtE9k
zb^;0*Pf+%U!OnJ!6+Q~g6_h*v<|T-t3=5Vtk$biQSAj9-D%zbByI74Y=F;u?KfofV
zWALK^OtWz@?#5c0eX;j~B8DpdT3ung<67M)@q?-GcHH)@UUEl>?Wl#csygYzjHR#U
z!?Y&O^j~#o`kwM#$az`qiek@6@P}V6IzI-Px!ybhjVf(bkXt=94>okAE_@XeDm<#-
zH~8uV5X#)|28PYgh^qFQhZu}s3x>iOm6O9)i`sJ!D8EtbjQ+#m78uhM;F9rr!&{T3
zE^5I7^V)H$2R7^^>v{uUC$e$S;D&P=P>n&4Hp#UNAVySgWnxj4xX`om5%~MVFEz~3
zmZ&_hLYY^6#3S{tM#q$S1;?osOAGIeiwhw(Bf8q1wJ&W!?~8P5BJo>8?f(F@Us!!T
z1L^;Am(QGMvS0wEJ2?KS6kGLll+g@8%|eBaJt#2y?dg|#;sC>g8t;GyW>(}3QN(17
zp2|T}srv@0#n+mD5bCXF*pndR^-%}O@|i^B?i26oq5P+r)rSz%^HDwN+8Z6>1L$Eu
zmlm13Vg;vl<vVDS4ZQg|f(Soz0x))fbbz;zNl^CwY`EB-C}bN+eo5r`ea-F<Nk9&2
zv#1L3c6#z<eRxA;P0_I8c01cp0DHhJeMOXVSD!MM`GBfq3!x>L5-};d3LS+!9GQBS
zcF(@tC{Q!>|C4`6N@(GxaAsY?7s)<q!i>s}X8~d@8pe8|zHdf~vF0DLn)Icv&(${?
zRqURZ1~sCi_vR#sy@-dDC>Z8~vKW9$wtT#Lk2Y`qr~egK@t?_9f#?*F4tL)q_l)Dg
zI{p%UyIWTAqB=JB9ys!{JENig4&7~g&@TbE{|oSq68X3p-3FW85|hH(yP5A}0(>zt
z*n(R#N{SGL51qQ%*0Q32eVs;jiI!|)E`t@us?bA2uYnyvupNd<4Ts-aNhS0j2E~+|
zg#sY}aP}}%N?a)8ALL>G#9_1$sJ-=gg<va7l|F<<Mk0P~MlRohRh(HbCdLxsJ8e?J
z8k>^k+Q|N2o;Jym=XcsQ)-iP+W+6&XbDpicsI!x;jD2+ATxP2hY*jQRk^+CRM{eK!
z{97q>vo1V}7jttAe$99!`SKYeN>(CQf7lmLg@&E5r#-7tw}9F_Fmag83groSlS>My
zyi_FnIzvai(tPl|)RT~Wz`jbd4TjT_*&2>;U#wl-^P52$*7j3x5$)>>BYlUhQg^&W
znGxJMmy%(~E747Zk1oT$Pe6$JPGZa~YVg<nK>D9Z^e;lEEKMsM<&9@Y{CO3v8_p*6
zTt<MYLxaLG7kE(Y#v6u~_mVPQh`~04ViBseq}z|VeQ-90Kv=I7E3y+k-ps2^ee*>i
z=$XO9M<0@AeNl$O_%Clix^N8NTLsSD#w(9oM4JUbAImqQ8gUG_bnZEfmK#+#5)@U+
zz?$ZeLwDMD2fihZ-+U2@F*Z&jB}?iQ<MwLH=>}<iH8a1M+4t%c)?=X+v$0g{BBid@
z$dZDugjvbdX$&wqlJfcKz`%86t^5VE)KpxSfH9}^!C`tMU55!r;n%=D9i}AU(~TNU
z$ovfM)0$^P6*kQkLa)<Si*$$jG`Ps9%18`_^hi{@_!T*Hl<WD8O9xa7$m~D1IKEul
zUW4r*q;z!|ygYav70{@yw?l_UtA*ac*3Ze_icRqK?XD^zt)IoJ0WV|uLdUe)zFETR
zIkSu`=cGMLu!T5Yg2sreExZMD51uWz>=fvXk+RlgAkk-NZTV(^$=Q#hLN2-7&;XAq
z>0#dzM7=0nPur)gCFCRn2AlkcQNS|Wu1cgjK%>+=Z^Mg*LQThKp;ejEdz<?PV4G{}
zb`^W#FXCy7A>Ec*uLcmZXuc9eakL%kCCz#Z@<7E`Tm#sTaAA32mEArFt#sPm5M4O4
z7o%RWB=pr5EeEySwL0qwSm>Mx33s#{P;G2OIs-ck#>+{hM&2ANecP-zT~>c9c=KI<
zg0JaVL&3~XFU+6XGe5Q|Zyf_hbIKO|w<N7r7L3Ia$=+mfsL>=b^X3dvn2Uc)wPAWY
z_TMs^iFp~D{ZC1b>7UH#(z;YFS_QMyc-(*v;K|}shOnys(N9rqmL_CCMYZR7RB0MG
z9$5a~B~C1yysohF=K{$I*2{`L5K0GrwF?J^LkOlhHWThPh`tHE+MV~ThN1n>7WpyB
zODPq!#)MRa8)S;=0?oRrWV5?{>jUXm3d$zB5K$HvAe<yjmcf0)hBY6sq;tex{wdtn
zr-bJp21>Wgg`H}&#*sR460ge^9p+_?(uW+mb*C#2!{Mw9Iu8d4&N!>h%eC^Fv*~bZ
zvunkm@R!`*@4yDs>&;rTH69Z$P4!11^4fg&%m@YiQxlrAA82Nm(@wSV$fE`JU~&1$
zF3IFx0D8V?0~^6}wi|U{)bTJnv6T4KJmyDIA(R15G!Y2uhHO5RH6=2X$qgdX1@3b7
zVXm-+I?-qyOZrvc3P&_{v{301ofE{D1P#mtL6jY)n(M#pY6eM>BtBCfoPeIL7%XxW
zzjJAg#i(+caeC~_osbf!7XybM_`)}RXnb=?qOZQ)>I{rFlT1?-_ZBLOYb*SqI#n(%
zT<OMto)JKq?4rA_`}U;|;C+%OrQiftsm(`2NtH1tgLBk`?K?y*)-yEVS71ylo!wsG
zS;Ux)k}s|+sQ!{M8ia`}$=a+!Lm~|N*@nvIUqPR~w?>GTk&#BU<VbAaO)inePJ~^b
zJ=L2bib@lXNP!;8meiWhQWoz7J{=JW7b-4VK8X%CkbTs;*X>wD7iImvcmkK+*Bg;w
z0|mWGo(kjj-1+~kdvOzBYcaFpD7C8ja{-`g%)TtTfNZRzd$9(s=IR^Gl4r>oU<8{x
zu0IH2U`H}JgMjIFBuR1X0TQg@pfX?W-yC%t?fsHu>d|Hp#lXDeI!EAu(1)NkAa#GF
zKrc>WZCuhExKL)hJFk^$4Of5sg`qWtxY?P}%60}?GA=qDG8HaoBvPUZ(o#~VFm!v7
zP9&H{U*~bC7b*h4=eESE6MmM%Wn!5Qp^0kFE?s`2&5<E5poumS<@>(PQryW4<E@*G
zps;4@-bh|9Vbn><Pd}kds-G$9{qj%)iYirO15&>_9xACSIR9nMTptbiBj6^wlrSbv
z=NFLk4?{&0p(|EkVm?@U%#)k&3j<rUO7@jqK3p4;887k~Egn9)533s*Ym!2xy73o)
z-RC!Accpf(!w*5^_xbx;MvB$LybH_)(k>vE`NdDLuqxR=$OM}27k)BZG8XlA9p$+j
zJyYoejQhm6&vJ4B8?O`1|5#d=Rvzc7L~&^JtF4*Z{r#QCV^MR!*I4wl+4L7#d2vZW
z0C#EU^t=AJhOviDr61<UT2s7655LsiLjH!j|HH6P`iDVOl%7U-Mj6-@wV3a{b<z!A
zLSwTCk6#D*O#AOjjsX>}32kG*x)#@=!b7INLAKs3rKK{7H0t1*k5>`50vqNJJMouj
zUxH;7|4ei9;bJ?_hHuY4%VX<*<aCd3QM9Yqwv}Z;c%o2yA-gBnCDsm<<I_L^w?0is
zv&+iCl+cf{8<B$a&~fO`6T9(1h^8wd3N)5nZvKNkCih0cmYWY9g^wh@^*`Uvx}9VL
z>Kz|zYPiCfe%V6^+l?+8h4ZTemCo0_H@CH+&QJDhO*jrx$0t(g86|PsKg<-p+OOr4
z?tvZOOGMH}I+Q%c!rMu=(PK;(6j~1oW#-eKwr9w(;+F>-QTi55ejSZ8!;;0tDqWHA
z^7`#6a2)eg1wo?_EpAHj<ibce4#;9mV-_uB>72d~VGyP74HTN%Vx&k5Sg=n`KLS%u
zn=l~(EDZ3?w$T9A*C==WES>2*xF}yW>StKP(b+aQZBK`Nm{O^80#~F;^G5?*P1jRa
z4nIWWme^56rO)Dk<$+ro;Y=kSce7=WR_<uD3P0;6eM38wNF`IbH0J$lD7R7e{1q>b
zFVlL~)Z&X0S!Hpeu}@!FhhE_q(D|Y3_+*LP9d1U{VV${r8As90cVFW8EZ>n}!Yq3l
z(N5``(q%73tq|?SrwNW_!EuGc)bRB8j;UtTvSL)89C%-NU6EA_S<v<hO}9G>quI-p
zug6{A*-rR$7a6-znHW^%6un&gCLx~dqC6;-pD~J(>{a(1n9-T<Z5|ef3O_BQ)YPco
zHb(yu?6KdouTT9|f4)2TGqhuMqj}6mVMdS*YlW5FkDoe3^>>r)$7S)wU#U;-rY%qz
zbgObyghgzP#0oA#DeOumC9kKx-=i&s?h5k;RA)EBUe>mN<hkG6ZtTr&lI^9p@8DBR
z;E4M_3+wT8Od?LnV9S#72s-8}JC}!itx!Vs9-s!5sNuKzjvRwJ@1ORuAuzCook3P(
zQPZ6uv<(LX^!=`W!uI?m)OX()i@NZABYRet0$V{TtI^#I*%j}B5CVUgkeW_TM|+q0
zy3l@)thyVKTi@(sD5^6v1BvM$M1%4d=aL!PUWz4;xp^m2STO)Mbi+9p_PSPCOQJ`2
zfp&_bC6k!irGRv<*IW$Tn`7)V?xH41c|sE3@&WOcDpA4%epBM#vFr(ZUvIpspOP`L
z9d?=$C5=d70orRsM9s&3no&X+PNRj}S3HPMS`t^@J<>L&h1MoQ^bVeV(4di~Tad!p
z5-}aL!HPH&WWl%m3AGU@V=%;%#&<g#dG{rkgS5YN2fd4^PT<1ZpWm>5?bZk@Xp9vK
zZN!I%$#s?SxD56_&EYgLWTiC%0066L7<(9HXDcG2D>_s~N$YT<LC#^0B1PoKy8P37
z92w@qhDN)W+a@@6{rbOTGbZ6?Cl=~CUDOT>`}(itD3#wG8)sf^hbEQc0tPgRE@Is^
z)xI>9WAR(3ZIuA6Uy({^A3vF{VLnRNs0#yO4gi}3(;Wg9`>Vxmuv)C7S&PkuCN%!$
z@ZT!^ub$T}0pTkR1pKBWeteAohvC?9rFxo8dV#(q_=r_}R@3mMcoaPi(Vj=%h}&Kx
z5KU10aj5B()HR#cLmy1aC8l>axKjdgsrLcrtNoH#T%&+4g>TfYOG{cU(Ph=G-(5}^
zy8DS!Jn}U2+F@dD&*L4nJ+BxD%9jm&v?4z=qKn17S9|NMR6+RC2d4h=*d@rL*U}Fx
zcqz8O7eFGWqwapo6M1wg^5MCzvJz(N?Ckxlf6=hqP*LK09(A5~B=rd+MZ^0etb<h&
zsLN^B0;2&&j)bP6DwP&fp+#Luym%9~3X`7KMuycrSm1q#Y`@O(cHq>HR~9;B>Nuk>
zJ0<Ai%kU4V&<ux_nPEwHwNlXJqJg>AS4FxQzqk<3#^$Nvp|7tpb8hF7*kcxe=*-|{
zp25)xQHxX2&>wM<8UN{sp6V-rBj{JZSNyR~52bwY2Ml&lyoKy|*Sixax3=-Hx}$hB
zk%{j{5XQk`QOO)>Bzg4Z^26aY(#JG8nQ(IYn(dM4eh&?q-{3i|?R_n*j22e~7KZ%N
zXbRu`<oXW-tIC!ss7+dozhjjylgy$<!pEN-HN-OUIZ*J<^y_Vb+wV_J7*|y$%lUs(
zFABJ`*G$Kwstu@3ve(lbw7?T+vm+5U!f|QO5u19rAb`VY?A0MX;ony!i{~i6WqGMe
zww0(9Cex$M#ShYWPcuFZOJiyV7;40&w0#ch?9)x{UF0+k(nf!-Rm`<bQ4gn93;9#=
zU@EJw+IL)xcc6riOP`ZH0Ku1b+ZtYtXos#QZoDvdBKzbrQnyK<n49~H_RVCaprlMr
za-eLW(twsh<PzYw6zh~@eWs9nGKMDw=nrs%%*)x_=jz;o-A5`fI5@2nLp;!9uh>f3
zCmSKd0!`@4H&98&ena!TPq25Y+TLT^2Z*#yprE&wsvjH(u<p&19n_SiY~f<wc%h6%
z^?fB{7vlo#Mk$FcpZKMIraMseVi35bPAe_6J;4x4qpqAy;_<7qJ{5Zg7D=C*yJwIC
z|F!Wqt)TfPH#0B;h1R9zG~pC`URk1Nhl^z(1%uJDJIt9m?ng1?g60CqZs~_!XT>4H
z?cxKjUj+T*x+pMN^+!?Vf=fu^WUA53lMC_E8#E@(TGYFlxx!?XzVyl2Z=;pfAKzYA
zpW6>@C#wi~8!PCqrKp#wUY4C1^KOT_6C#$Y$3;rt&VK(!<5Pb18twJ22csRuI~Qa?
z3#U!}MX!APGA#Jqmv`qF94W4@)<Y{VGi8;KP3?i&7iM4^|M|GnO6G^JsRUW}`Oh8>
z(?IimOySVRV!k^EQ%L%-sVcmmi7di(wOxOvwYraW&kNmW&W|g!Si7I%y+ZS=o9I-B
zTDR4m#yy+I`mmMwCfp$e*9u_IB_0S`x8kBL$bcSA$#U)ajuv|V|M2wP;cUKP+fhob
zsu8uRJ&GbxdsOYcf*7q?qSW47QL$%<QG16Pu_?9ph)t=ztM=9}zxVsz@1Gn`jwAo&
zzOU<g&g&e~d%It(B0>!tK3`|q+n9ydvc=FpxWd&)vsvRkiwmc|bexxN)T>!z_`NUM
zxF~Fm_iJTd;X&IR*5bHoCPEFR<O1C$HeO$<i^KbLU&E1Gng|B_jP_R5$jdwjhLq>=
zUDf&hmJ6xtH0<V+*|qWBMQMf}`9mNW4JGo=G@Sra8<_)u;C89jO?Xg7o+)-OQM)<$
zrbj#koA|XqNAn-^4m$c7d^qMJ9LfLfc8V!!Taz*+SR!Dz+2-gyJ9bFJ-}VGYDZ?Mo
z?{4&5O#;|glNq1sO#<A)x1^8aMk{+gACJ3XZr)4EZ}%|;{{UmndV#RG+x63;jQ*C!
zyPf)6R}wQ+9g5}PI1C79H`{8amuGGg4=uexbZ1Xe?8#Iv=)fT#fQG_<cr*7V9e~x?
zerwe)^S)@N_#u|+A~({wOF0(4BOM)xOOQ{_f4$m6*hL!h#2SFR)qfvaTME`Gv79gS
z%$QH4zCk)EV_(T09ckMKzm?Jf0C6=QyMkQ{h2tbhc(anVxtOi?L+@dSRk2`G2>|<Y
z=+!#}@)Ze7HA|97eZkz+E9A*IW&%FDGioA?t9fg@ug@pN0h<ine5oCZCj7Q-=3;y~
zjE6La;8-r?ZN<>@_QjqLq@*olG<h4#Yg>DVTM1D@bk$NQfqKsu`5aRB+)C>S#<YMj
zT{RG=(t~BZlfbTyQRN35S7qLUlHpDaO6t%;k>s?;<xV_OqqGj(eMdC<(NXi(ee=<t
z!r4|^=<2V~g&irsbYgKw?1fnSsMJ2k;zFB!G*v}%pm({vJz-B(O|MY)**eCFd!+3G
zzY`<7h6#O$U^%YX%wU}qnkizNnJT7d`!rhKUW^&7CBHq~lvSK#OJXZ!tH0U6P}J?D
zkMi}+E`I;t$67U;68cgK(LXkl)`7P>(;pJXARK$@JmlKK&dR}b5z9HOQ*nqd8(JV$
zLi(T0Kk)b1y9{HftLav_fc?GRNL5d6?LK{`I3$xKLgoq6Jw|`Ao+YJ9>^&dxXJb<n
zc0n)p+sw}6G&E~a(0@Pm_#u}6OjnH0I&^CcrOIVH#^Q}DhDP>fs#F!~2M8gWij9^`
zu8Y_g%9<=QopsVJd%p?3VhYJ0pBfNX<lyeI8!@Vfi`&i^d}TemE}f<Ml0rajLEsOI
z-1}g<m$>rlkA(+T5I4J{Ag6VG3_e-7>o`H>!SJi5l8<!}T>@Ihh`AbF3G+BjpY8~k
zm_p)rs425~k21I?ZVSCl>LF3P0hXp3!9r`}tz;u_AF$WRUTDaj>SPMwnrV=;M`JYY
zM#j8mnvr}n1O9$oN{>fS^BE;^q&q`nz!_uwK>GK*KK~)X?KaN3lG)yFz0ob<iJJ(^
zB&yEAabL}eB9mYyOhlHTO<C0vd8`?MJXkxmz)}!1z&%x{P>{FXU*>L}`a1Md1~`(+
zx`CMVYkLxsxHMJQZp-o5cyq)Ps!{ccRp#3dGYh&<XtVmf^0cdo2%H<XtuGcMPJe#C
zd^I1TvcB0!%tPiobGQ+4E1BtoS@l|M)pnwxDP|5J+l(-vO|SK9yD^_0)`Xb~yAKcS
zq^HX*`mC<a2!<~!dw7$zAGYe0?>qhjg-YRqd<Gx$GXE=YW{k^l1!>NLA!bG|$Y;e%
z_e`n3<;Q_#IdW_gG=;9UgQ8}zjfhZ;f$k<aOJR}^U(lE`X1$XR-c&8Kid7NCte2_3
z+30LISeH;%6lsW=q+a&CoqUDygYha2>+Ay^i!rv=aUYemC8!NOjDUs}|4yH7y#9+O
zdiL5+zwFq;Z9e<YyAmKNbV3;B16G)c7Sk_F@K@fjEv%1epSD^U6zvfjig&Ir+sTIb
zldqrsy3g)9A`xP|I&@0ht@%Zio=$>tUm^dqJY{F?d)<T~8u5&>9lxBQ!$M4ETxw_O
zUC%S*7rmR`oN*a4a=6bKN?BTwGpLl1<NbMPO;xnG=fbh14Ow6@>wWpvvwB0+UFzIq
zWeHRIAb0z&I_Z_~9R`I=hGAQ8=qz%79q7Gtf&6G5yXn2#`)Q)GJCvk#O{j@Y2)FxQ
zV-p_U{YzLGyho#skhhJg!!=Jbb6BOdX_<KhP{QLqt1^15{iyO4-lHT>b1NSDa+8(F
z%c4lnmzI3b)+%7j7=6PhUTI%GZ)}vM*;OL(n_gf2$Vr1YqC1>Qv}z~#VEic3)@>;i
z#lbChDl1}Hiu9|;MU(8P7ckx1TtJpi#Wbmr9tQoYE6>>$-8d$mHvKt?1xx_d7^~~P
zKI^ex*tyhUVrRy?HPQQ2ZR}_ee&QuP-HwL_+kt(zUc4<&dgv&}lgX%G8AaT%b=w;0
zkx4$aI~gE2w#tVH@4SuWh>r~m&^G)?s4{BcxSnZIM4Ifv80`Tze>0f&8%z_H$XpXQ
z+6w1CdIdaFNO!ECdG<CRON-#|2y=G~WH@O^g=b~mw7TRBpgr|A%48)b!!a%5zHC?C
z<w0UyLGEE%XGzm?Y&D6!_(K`x*a&nC=qdD_Ot}N+8!V<%x1VKhRwJ=5*H+7<2gk*9
z$+c-#ToEP9SF(`uIbmh)$j?SJFAfKz`gIM*FQ7Keil~_)W9fC;(Ytvj@0lQs<cRnf
zn@IJ2uu-3Jrp!J8^Y{J~%CfdJ#^9?hyNz)_qrzh8n~GX>p0xgo*-VO=TL-_2F6U9D
zy_VU?^thST4Rp6Fxssfjob8WYkd4kv`eRE-=jZX<lhcgQ+e&+?Y(rn+O|*V6kyz+L
zv#L7mLFwb!p#<n9@{~fNY0M|8mqBUfm|B-fb}QxK9PpkW2NF|-iB#lguUg0?m5EdQ
z3m(g|<jwzv5MJLkeLP(=M3JB*SV@3blc0Cqu(wVB*<WB#p!y`iMQkl;ys%6nQ1vfS
zgVc*}qo%3VN*abvb`Si`lV>ePphLlB&dmT;_oK7Qu3oXa8-`>xuDDn0frVaKn~O^t
zqa#g`8;GxSg{2G^JIYKq(;jA;K#sIdCjsqLurRNZHD~&|G%u%VUo6U}$05H_&V?#x
zzaEnWEw0R(s$MD5S7<wLtoSnH9a3X!SvC46weELE)H5D?kz}iHDjxBfU*&9gIH!a4
zv2oj;4(U`!Xnt<pX*5&VJH2(#5HB&T@Fj?Kfwf*%8$;_Nw)~t8s^hx*u2L_$_Y+%j
z1f@A*&qv>xyj|G~!Yx%78WU3LOBDqZegIY4o8z-?OvnRS2oUpwYM*_kz^oF3KcG5L
zApPiW&5Z!YerrJRu5aJe>=40Ddy5)g=Kzm|?b*G{Wmw|XEQ&k3dZ_EA(`&Z<2hfb$
zH~q5tAt!JM>#Slo4!4f>Ugie!acV$8f8u^8xBYh^hAL&k#rS8^=Cfpvt^7k-ZEZjD
z$&YEBH!MlH6}0=|$^yoTo|T?D{{W^c%7XdM%<YR1w6@uKEZ6kYWFwW2E3toGi<Dyp
zADL{pP%v#Fk*j^shzL_^vx$rseMs6qqy>1$eFS9IFFxZK%B!a+gGtooNBGkGG?kCg
zg*?}x-=pVZZbA!FZl>n=wl@9N2e(JIj9W*>dJ<^s$hwXBUzK1*sg2!(|Kq3kRsNWn
zt-Lc5q4|F#l>v5>0n@V!QEtDt1nK2mCj_ucKruO#Uyy3Pzyg)Qbie7)MW^F`GZ~>d
znU0lgb#I^TRU$jL05TSp7!TO3>^vKJmJ4|1?+KCr^VPB79%0daro;Ur`g2yi%ICzU
zi7U#^_vnpQ>3uefoLjvI_8GpzC1c}g9zLT8Xv3;k_R8DX*E&yFPqpoZe|jskZ~&)J
zuaZQ0l$I|bqXu-f<R%9TQP8~;MQpOB#U#j`VxVV%O5V)7m(tMfb&tedE7w%ZM7tH^
zM=|HGD^av1e_uzF?&?WRFp1X)?ZXjQAM7s5A__$XdWe&BnqxwFf)xGq@A-98*DUD{
z8?#elUPEg!fgpV+GoGG&gMFAtsFK3QXVEDfyT&HN12czXX>3n~vkM?l39VIls=4uV
zv6QxMP13<c@fps#tWna0;N1~x9>*wS+HCsFrTvTdm^L75b|ywr=*1ECk}vm|K11Sz
z<3r9?+xqZULEd{F#PO1Kt3<blx#^SmX?3$<n2*{;8}--CF(je0P!Dgxb@TM^C5W#q
zIOZ%BovWzOiQ`^weuaD@7G)3$oybRTq`znmdN^q6FyDnX`@m@QUb?I9kd0^sWdw8V
z!hfsUB%~z`k)MMqo{QN`C3{)ug>3Y3Yo<K8RmRPW(r%b>>#d)%(QE$f818u#+dT_X
z7l;vmJR&~!4E9_&=EKW`v}R{2>b^E<<@SaM#VH3qM!N);pwlG70t|%)PkS}pZAeu-
zvZx)taNce>Kc1LB1z|whS!3fnoNN2?WVSzx8v|$eA>Z}}QRuh0h6CRUb9d_mDPUA$
z8H&k0WeXw?SHJ`9dR;uEcU&k)^ytred%6nrjSC@3tNr*!BikaqxQ^p`WYRjXu%u?!
zSFPyh`pZAU{0^B@5|YpHfM;RD840tu9q_;Ou%Uwm4E1!>&Ls}9^$8YJCQ}g0Bd3gp
zT<C6*qr~8N)mhKU_-BfH*`=XVvu-;t*@J!t%MlcO|CGVjLD3xc$2hd4u$fM;TAn5$
z{jrpOgZZiI4Lr{fA&a4UNXo<Z5I)5b%kT49ZAuOO;q21wq7p6&Jh^R&Jl_b%=swa~
zoa1K9u)+$wi?|AOZ)oI<SUeQrT-~}(c0n`^=J=_bxZ+c!-KIg6p&BS-!@JqvGy2xH
zUmtt84HVKYzF^GwZdoa$r}=r^jCd;`3JSIE%lc@@z}-c@51lB=r&lW*8JO#qq6#9S
zO_dINNkc(dTM^>H<_jsOiEKhX;iDV|f8#2D|FBi6VuzLP5$MNN8KAA|{!piDb(@#;
z@{9i}lr*rsjEiAwt&UW<SLlse>fp&`rSE@5$dsad7STDCo8;}#s?{4k=v8zEX0F_m
z$5&~y<&-Vd?$5zjIo3)Dg?zb&;ZcyK11TB{KyY$a&*D#kPzMU5r`wa?D1U5`{9gp@
zq_p}6;{08dKPd3l;XfixqNx<sS{WmLmi$rmZ5XHlY&<Mdbi_Knl<^#=@r6Ik<0-BN
ztgULqDW4iCKE24OX7Ck)zpQBW!6qTw<Pu}%|1ieg-xmbq_^3}9scL2OJ!G0@V8^F2
z!l$9xW$=fJ@y_s9EZGhg#K2!U$BDTQ`LjwExbORb2c5gFBZ)J8Nmn<+Kg|O(Dn%<j
z76-2hrKm`tmochuCQ)A~dG=kpB;KzhIzHjr`dA&8L0<-s8Ho1KI~u4mIL<=4{rUpO
zb)}{q?p{@692^lBB_LBN&fXyr#k)tyo)3;uVZnG4GDUNV5@bfqj`FpEE9`~ncKbro
zMdg+`noFAyzKrLLDy3g|9aWR{$EbTW*5^)zA$VIjzNGqpk_4(Rsti(B)Z3^MITt05
zP4FTsR%@mhcmh~>I?j;%ZY*Q(>{Wh=p=V)d`^NRn@~sKab_l<VfFoD~)T&4y$l;?i
z7zP=g#E9cm(vevWO>1DMOV|t($C3e(XDe8ekZGb39{pP7&C>XDA@?6db6&x(Rc|wL
zq>Qw^E5-IZXf~^*6jNOCa}5?WSIxp&vQgZlUAcJ&Ac@3468qF`GCNO3eN&7e@7m$d
z>OX+7otVER_|K!mTZB`aV;XL(4W(i*s8OPnQOhpedDrZ2mb76xlH?8#OnuAazptcu
z2hbk=+5cBsgrV;w$2-v}L8))v)$EF9Uh1$;ZYQMRxw+zCnN$z~ALd71b^d1iUqC~t
zWA{QLNGb{ZHPu9tIlu3L?Rz})(BrtAk`Xk+8H|R(-u`c`ZW1G`ErfLC)3ANf<O9PF
z!v19gFWXZ7?G@p*fsBpi6q+dgNTt)IJBj&i^&5CXNryhwqjJikuSKavpXZ5?BVOO&
z?;bcVRUf8(K_?CaBVJ#>cq${824V@(A6c3p%U+hZyGh0jjP8kB4*7stVOQg2%CW^v
zUv1}FPowclclRLU;1iOxq{&J<X%gN7tyu$|>ObU<8tUAKMEdlRZ4wqK2@<0-LI-z`
zb9x(nA@MgYh}LD|aX<$;51A&0Qu`SaYoUp~!$)#M5SQB{vrJ$6FxVLK6A%?b?L7dV
zd7ARgQQ)HRl0BW@H=Cr)F453TLhuE|thaX9YBtBKc~mva_S*S58=fqpLyEE85i<Gi
zcB?7F?!cV~<l1hk3M}uJdDJl5)qqh<#ffUJ8X)haOWjnd1<rB@{h!@0R}9voKl5x!
zi<Iy?4t?YGg6^$!-Bcy&e_Y{MsQ%V@v+A;90dw0GJ`&{6X0t{3U}4BKUR!lkQ$CJy
z{vSSUj*#={*M7iYQ0|#M!eDBN>H6B_K>V^J$8{7tNQvZ+x^61+8RR8R;fqr0EKf`g
zqWjBr`EEZ<P$T7KuH{-bS}eA%f0vDs3#t7wrt)dPIi$s9JQMLTK}hN8A1*%WDTEqn
z!g3Kj_eh83uwsbAedJ9(u@1EhSJY+g8|wG>3t?q8w<yxBbXInRz0K@f-^Q-%!O+R#
zPedY&$0t8hq#$(t+hM%0vD{WUF7BqgvL6@fW0!c_I%xWdGya}Y#Q($Z`yC(deU5t2
zy>b6jy0W~9=dX9WR)Lz4@o4-WF@#+;jSrOE2?=d(joKtJf!L&rbu0Wy5iS?(Z+fS4
z${}t_ukze3tyV=@r0j~wS(Af3g<P~^&GzDh=WojxDf6B4>Ch1u2HcN}OI7&>CM4i}
zMJw-<rED|(0F;3qVCbViLq*g5oYXmP=_T*teYF}xZ{q2*0!EJ%=_&Zz9XrbK*FFPN
z{rJ$s<?j;mT;cuA=M*y={e?{t+}#GERf)5r5{cY;GrnNGsmj#NP^@0=etAOi&zu?o
ztC-`^^tK_fQS@<1JJDAczy|gh(9~zfU<dY9H|KBn1EduH%-O7yq6x5FQuTCl^Q1EP
zOtk7fy7KMJgvg(~FL0X$VR@WWZH0NLj(3rIpUqcLhn=eu-k*GTA&^ZFeRIsz(j>VI
z39k|~13~<#v9Od-N5=+ZPyKm99R#q6&*mb2Awtou)95hzJck2_|93g;1ut8f5QDPh
zh?Exey`qY<)VcB_E1uP=r*YR#5ywDdok>u+>N~-~8IgjqWo?5~eK1z@)K&(ql^6yJ
zP-damn`!&@RNl&tiFe_>JFv>3yW4jv1e|j_qWeQ7oB<{7R$v>hPZiF`r?_tL<MT9#
zsx2+hOZRR6+IgFjT>w+$U`S;s64q7O^U^#4Po?vCx?JMBMsa+Bfpp=XI^lsw`P-K4
zAot(}0d=wU;Gb*Nlv}S&7sFm;OCP~4grBzYn`;X<iQ)mHXG!DMC?=dDf_{G0s&-sA
zZ6pqP{QA~)2vCCo_Z?&xT@KGnilkd~SAYhDv~g>O=}IR}Wih3Mv3eFwo-NG&Y31?1
zUVg-;QM02Z+WZRE9#N&sd%Hve#EC!**ThWR|1DWM)@YV)hgzN$^hPLn6(nyZa52>F
zDC$%v$XSGBzwfhD^L3hZ<TY^MRqqbQ!g#@PN@cfrm5o?)pHTxB<yR-W*tNCI?D!pj
zaHnEVMv#`$DTk=7J8<`QMhx12N4sGJn9F4nRz#OTwAmGO$_NxJ^<GGOP|88`6$^Hu
z{BosPFLTzo2UsoJmKr@5*jIMXtr}rY-3cZR{s(vq^&hyONBU5wtBVp3(P+N<wpMo1
zVU;A_2;>A1>2O|tissYX$??Ppi!QRf&hLiER~xG=uUbVX0uO&YpsQ$S)^WAZFtR^=
z&B)}3UyN$#u)$ZqXIzbA>o#bWC>&YTKS@+~7Wgam3umJgG$_kocD_UWM2fUWs1pvA
zma^uOJA=vgRB(l-6%(we+4G%(Wr1I7Vz(|JlC&K{kvcmh(8JEH)}z&yE!FC?syB27
zCc+XoWs}wBV}D@udTR@emtiV_m=$R;C8s}?E=O+hbKwp&i!|2_8hKrN#|@ISqYU29
zKE@on$dBR8xZtogDYt?46m7O_SA@wXv4Xm!H!d>X_2%ny+>#I;=(%j#R{0aHb8W*R
zSL<qEhQ)6Kq?ZQ<7O;N%U~d&0-rCM%Wk7^cSC2)APB7i*yd9o>qwVCKqf&5Qz#g9`
z(glzg#Fw*4)(>Q1+*_)urqg+zDn&0Ssi*=#$-ha=casiN&AiNcoR=7n06@8flo0@3
zd3IMNjmH2SG=5QS($8pwCO-xw_`WL>G&D+KHTi6Ah|X6p2q4nIkUX<vi%o0TcKbMK
zRE*c<)4BwCA13%9GDr;6F`JPg|1sXHqFBFAE-wYl`l%siB}eyKFSVUB^<veWr;AbL
zXLu)`$cWv%F{`J*cYv$*dFrnyH~rXkHIXKjsi@5+^CKfMPx9PLWN^>G&8&*37$Si|
zUab#ay3NYduBay?`qGJqQ0w>~AmV^k05zZ9hc`$YbY}}vR3pJHTfdjMMOy9#2#=o|
z`IS_vD9>A)*wj-8x2rw#<kzyxRoe73vbYRkDh818e4YXgyo^0KHv3i)-Aj@WAs&fu
ziO#n~Y{P!kwNi#xr+|q)McA6tg0SPc^?hTDFt(*`cB>*o8%irG6Pg6Z6pJq`uhtqe
z+1w_cW%|-Vm$Gi5a@W&e*qK*lS)*r-Fh;2!nNK}_+@I?(5*xjJT}BtD3rXP3JUqUR
zpK^7jDg`@Prg29DU|g=7kNmkKIR*LFRPLq~&Z|S0i+rnA4tj+DEErkx<umD6%Ks8P
zCo(31wlGyfsi7PgU%x)ZY})>ykB$_{j<0#BpA+<I_kbtbc#yuFae6><qrUqI{eyvv
zFI%Lv^qic^8wP4G*ZY0}scYgY7yRm<OU|cG7<U19DV2d1v;8qREpNW5ghK9@Ox%Dt
zI+WG8DSejC?&WSj>jMd5O<m~j((mlk5bjZ_pw0JtPb6sg@ag628)zEe=P*K-Or0Ig
z1zMs>Lrq=^*SuQFhu1|hKMl`2DutL5&bCw6w|XS<Bo?;GTaNwS-x=MRXJv#=s7C7M
zV`6ZUhkEy5ouyesWYBKr6sInf;(vjjODA=cj+T0V0;dsH>BP+8J)ELIig>(ay0sz#
zKo4`A*HzoB{69ebKftX<t1pzX^<AMaUe7}_|2@XDWx;*@rf=n4p_&v~nV*83|3XZ_
zxsngf``f7jhM`7%4lPEYAJLTH+ctaA{G!lmwP;=Z5p||MApTm-2SvH&E644_2GxfV
zADMkK^S^uQ&8?+-DZ6V8#noN!)?OxkQI{)qE&8yemv-M-a!!=RR=r3uJamD~knVuk
z<X7%4yj8oLRetVAj(MSae^uVI-gTq0xVT!mX(l~?Sw+{@l6~Wmy=9XycLGfsN0siA
z`Dso{93~i#?%)4OzvK3eBQ>-av&zF`R&SbHM;yDaX@~ZF+8y2xDW*t9(dFk>W!v?;
zW^<+3^jN(nIQ|kzU$A3uRF^WmR(W7y_770i3wvCpQ*ZA~^;%4g$hU?QT=<DElI5{p
zFzszc5GJ94Z!}El1cY~6)F#)Z_`n+P&l4a{E6n&(`<Xw5-hdq$5jQ{*&_j?@sBy1C
zU5pKVv@Es9c`Fh4i{idGL8|AH6I&J0&J=f>_jLgC5gW*KA!TFFEUiy{PH$`4@0_UE
zX7?qZ@h8_ZG|)|ZY=fb1c!UF?c1wdMExrs?k*J;zR1sZyf1%oxK9-wL<V!P6`Va6u
zklQKxLhf37^p<3vZ%bqLVfU`IhzoyH{o|K+58e%%ii!UKrz1bOMdy6kminFz%@gy_
z7fE+Qdxf!6nB%z$NBa&etfP$D00qLjqzkC;@>HOvx%*@dOWnUqh^&0$x(7qY-!|2&
zSN3E?w7VpCxGe{Clc(DJzAkIY9wK#rAD6{C7E1r6$&w&}eFioqu@uQvHsDOu7ti<Q
z`i+&2$>j{;z=ycM)17b|rxgS*Kw{Em#s-CqGi<qzj7w|rlo<%u#>ik|Df>Tv8uBKu
zYHipwg#-~HZp^mTYg=_1C?`}%w005O{15bA0jF%d*}ul_PF&*#zY3@b&mHs7<~zI)
zx%20lmS98<dGn%L3u>7<SWn^Q-hY#$QL#D26V|$Sd)pDMTxB~875pIX34Q}b97z0E
zIkAL2*i}k2q@rW}DNlOrgS@1xDM|FY2YQ(m&-IyXB^l?R@w*O2pJKCD6E#2%Hn-S3
zdbL<o06mob7PD*0(%_`ELWb%V9tg%I>VxwV6PsC5da|0AfBpk>bEfLqW)O)PP+z3J
z!+?)Sm9LW<d^aBS^O^>tEq5^d!0EU`_M%~H-4&3EW~$Jx44eo~E3#F8W~k%l?)22(
zp6KNm$6yn%p%9e1^l@XF2fxU2|Aq&uViWC`WiQx!erWSFyv4UKb&rKQl<8(x#E;);
zl9GsmJX23(KWC~XODd~G(H~$w+gM&`kF7r8cwqP{i3JU8mKgTyut5p=hA&w1<7N(V
ziQ*7M=4G@HJf8YFa|JD@{s)j{RLL-5(?wKat-L3;X%IH1*bHXx{gXT|6HCVr&@D(|
zx$UDE$nX<2vwJ0fNTP4JaZ)7B1)g@Ocf*UOIR#l%?YNpMgn83#nx}seUHdY)%9-J^
zxOgH*P&Cmi6pk#MTs6;Dx<SV#Jr#nNlMlN(1bLOs;$7M_i-N9#JD?ReepaM#QA1aj
zSR1XYF>oPeMmw9sRX@^T;xNjpS4fx8U4{ZXSf#6J_ZyXn*#DNT=B6QD-|cRCVS0JD
zWB$M1X?Ga2k1%gD)G9|ZWr%E_42-MF{ke9fjgx82EC0PV&mz+W0VC#*vA^|SKD&#i
z`Q)NI9v{oi(pjph!Cer2Th5iGhpVo?=PkMS^gO+3{7PXJ>296k6KvK5oYExgHvuU6
z9RGOg>VIWWwqqdW{EXJWEdMBbtG>t?ay1f&QefiPVwt5X_~CpX!?GRJbjOo%jMH#x
zLN)lkP9s2Lt7fh7$5f&!q3B(q^@|3&Y1CAYR0RH-q%4Xas!V9Dy9w>HF>M^Nv-go`
z)?e@8aeVJ{GyOWuFSl0+WB-v~O%S)tKhx|WM&DtHbd4c}zs1Xyv`4$eJejw3@Mfn^
z7pxE`U};pJr+#PUr^CuiF@*Sf=%8*yR1<1o@Y_oFDgosHN(j=A+ctQZz!{4AqMvcw
z;c8Tk$v6)ZsU)wap}Y!fSk$<6zNBv~AGfFZOqlL4qenkJgL{Gk=?+j2Hc^}_MZw&v
zy|TOG*^QVbFL`0cFku4%B3FfVw8ZR-i_HX&F#;vY9s@Ct47bI6Z{Ce_NUnP7nvWQ*
zpWo0mO}ymyoo`vrGfA43j^u~rV*JO+MX%xX0s7JP;wXc<=gi{o1Xmus;hIvUcaIu#
z*NpmCDReNt;I7{qf28ok=)N32OfX)`^Dk<VH1lB8ik}mIpT`KOiQN@nJ-M^J$lp+O
z`V_Q_(Iu^;PbyjMU9vqMY~uHmw*SP9eyw||=drRNy-g8*mz{oB9{I5F?Kb}u6ai^G
z=+HjIPNA=E^>`qI35kBXwhH84-I%WORqNW-5-!L1H%P9W79Kw8^W7o~Sf%(Ry>xFM
z{4m)fY2$h|Nqd{QJ`y+@>pXYVI<X^kUb3*O8}j_LlH{;~^&g-za5VE1pYsD|ohfFr
zYT5AmZ}1R7<hd7lyJ8LwV*T;2&V8N-H?*t3`l$KU#OTjHONIsqb}#q7%U~eKMca?d
zFlTkvSSe4AJs71WLUhjX53OP7?azD%$Hxy$_E9T+P<!&&x~4SxoLSz;E&m_#7>~Pe
zcXvtu09chwA>KuBzu}i2iTh%HIT6>L4=2Ya^-c5%!!tic?)7LYk^4r=EG_A7;rj1!
zeF@ZEcR<(fqLTWjE_0GR65{+!Yw`V~E`97tqLqWrn{Y+YuU`WJ^G^Ajm|OtK*lOpC
z&x))YYo+Kz^IzW73@D$3T=cK{wTPJvx2u?d<i%fILyz*?I0j8_AQdAd4UIB69}trv
z7EihiNZGn7y16iX>z4WU$&yhejzX0LlVaFcjz>kts3W5)_8#2)=P;k?Q_}uVY)cNB
zr&_VZt`9!j5rxm6ib>M_+z<l{?JIRWb2hZNkU!F?%=4jvDQOT5&5psUp8W&JU@v^D
zRBpnA%8H_=ZuNLa#3<Msl&f1%#x-FydePBUDwQXBPU?oW>6C6RbJRr@94?Zd-rDQ1
zf3|)y0F1*KAuliO!Ztm)ywEiUdSl^O0)MW^*6+qNzWjUvBsR8~X~|lNKovH}SSGYP
z_qato_BBYHM@^BHcSk?Ds9ftaPC!nn68^zXf=_(3nJKEsv6}Xz(<3ewatkZNYfFwh
z=e^c9$skYAUpb<QI}{T52hefWT;9$?y)4O|U6=j#9TRe`d7s)ON5g<ZU#(u;hdwL>
z9-#WKi}JqygqI&zAKE#tZ$;AX2^lrC)1p6N{d!a?Ib~6GJ+%rpO6Yy(MT>=)`ILup
zxqM)l`WQ*#IE?2`XHe;#b4d}m+1T}ds<Ft9pi-QHTujhuQ1-H{80qW&C#-0Ni>xDE
zvd3j1u50cc?+1Z*7n&*~lLu~nWZBzXtNAf92H$rl%8YuuO1D~Py1KqL>tA^Xaf-vw
z+9Yf3s4ghhpVJS+29$qM`W3oM5Fs{gvU&M?X3_wx`S#8;&3ESbRU*g58TU<A;~_>0
zfl!9w&nS+oq(Y(|PpZvEkt*r%8KaOK#r@I8z6=GWNUt~IammdkpSlh3D16zub~sVz
zT;g=2Wg%SJfZhqjx%88zK$w?AhlUYFCC@Op&ZZUeq*D_x>-zWRUA5Uzaf>;t%(}En
zOo7?45W~!>Y0`j;EK67+T=Ye}cS6l}kpfR+6Z^tuKLC>%VSmXZ5EO*VT{d`Zg}#cf
zrYk9DDH76q|FHz@u1Q@<>Hfu%Be#dU6gzwBTymFc8~*5*!g(Q1>8P_x-D?V>x=+jk
zPeN*%_DAIn=AMigez6%(YB}wZo$zti>9EB{y;zHxrj@cI@>oT9$O~vvwAo@U#&Y3A
zh!k{6a;3f4dF0U7#&@9SExN0Me<bsiIB7(nc_Q1cLLR{W;Ece!Zk}|fb1w?tMgYD_
zjMH5dg(9>%=tyPAu(Rugxx$*(3tzax0rB;eIlQ3=vo^a{Y#F@et*q$teHqZC_Xt4b
zSY|`Vv4Dea9BX{7=6sv5NPwly&WhnYY7HViuO6pupy^^=-6wEeyD$IJ&^*Mu91=+|
zEU|0=p7o`I9+X2qO0S<tBi+8+iJ6`RQ*-xCrt^mtRyP`1ijUKLS$p9t(5!>%ZoA#p
zKl*{0aMVj5v1&p?&K`CHQf6G!bV`<-b?k;7GQUB?HY~ZQ){vMlh;Pu48~V4~mzKLm
zv2z$-_t4wwvx;<0sHyBny`~mIPNu)ytqUzxOD<fa8JSa>wlPzX%5;L9$Teky2rc_J
zi`~x#2P=e=7OD%;dM6?!Yv=;9QoP*KjYJ;A%RP5RGMNGf;wLibDZSS@g^9Rl#g2^g
zgZ?GP;XCjrI^IuLv+W@~wj#86z>)j!9o=x$)7H|5YTM>Fn;$e%|2p(e=&+$0*DYqi
z?JXbpq`gCr3??@jlbr&>vwCb`T@JWj`gi5BFQT6UDzL<3!wXff$=k%?!%HW#lW7x`
zVh|Tt+U>O1O7GQHR*wZFTAvy~Mrz<U<rvMK^eyvLMgHwMN#x}}fW-qwIrM4tUN|tu
z`{?4hvSnTB=qeGjt10@Qx3mg;doj&lviiOUJKx^<grTm*A=F0Pf;Et@%>7GZXKkf1
zRhn}%?0u4UM4IwH`{y548XwMIU4?Joo<~~*LhZuZY+DFfV3H8~(nqycHZ5)ZTeWg#
zA1q0YI>Ecmns=c|e@lF0p1X#@PQTHWXMAB*7Jl}GV-dXLl8IaO@+#_uak&X2R8y(u
zYq!Id%Q@c}7m`w~8N1hK_H_w#g}VukAN4dtZ;FA`JG`7+k$qa)cL@>^g^JNspL(;n
zL=pLw2}>tCw7!{27~z=j%qb)%SeALWXP;lItWZtJ>iDRV&=NTCItuLZ`&YvTPs!i*
ze9yp7LQ6xfp|SERwoM!k8b8Tu-gd^kw|}8OP68cQWWq`?5<@fo(i_?7(Oi>{l1m19
zf)zTpUKqF{Ha{4iOXvl=YR7WzPX>PxSxadqAc30L1OY3FAU$u0ZV)9OQi2A`pZ;js
zDvuYyT+5Wmt>}$o^&U=udk&r>(>mzy6_DXqF=%yPW`OWmd5esj*{)x~4)FKv?zi5D
znIz{$8IoVhnTR;=V(cWDr%PBx-%Per!T>~C09sH}J~qYDS`eKOT#arbdR%#j6AOPU
zT3dqxu;inCV0VojdzQvJj>DUIJQ>eJ^Zhv@U>by_ZwYf4O>B<FrR2!=D*wS*r0G{L
zkRB(i`<l;SP^8dbE#<Eo&p663qVr;}BRil7vHa3xRi^CZs`ArsZKI#5e6W3sLNS4*
z9i*EVFD5U#Jn^&P7dHFgZ#}cEzb$w5nUCq0E(t2Pai-<4-(`ss7{VbnAa~t|uYGFM
zv?szOg{lF=Cof7qHO2&_93V-zUwgVzcPznFsZ+)4e(mc+6$DA)NVl!mL}Kv7*ky0*
zH?Mpl#tjmP?ZEm<9CINxn&i<A@|j#o)%x%qZ0};=T5g@i4*ou*+SIkEjIDHFWN`3=
z&snEC)CFxt2hRpxr`BoLRP!e8!KFs?7Z6UMO@^s^!?j-lDYVbrrlqC_FU2T(>5jc4
zD!D5LP~2yqiMGm3TvCXEu0qbbojsbsgX3oq45{5fQeBFPFvthf*co~Yq?nrHLOlKL
zRY=IgJ5r=cjiRjSqT(@*;f5}#2G-&0y!k1`iUlRCl{h3+wItJ;74Ntbc*w32tt_D!
z&YXAXsQ*=NLdOQjd{hc$tE7b6dVw}<iIt}vU^rh`G@<5QcM)X)EB_*!PTzm`yf?7=
z$N!+G0@#Q%OfKzk`F%{w14htvD0YekdQ%f-D{u6@R6|3(0Ne+rrbB113aJ|<ECS7z
z>8ZJs8!VmS4w4;s@aUO>ComyRFm(<g<&S-N4+vtIve{<Rm1zgnvlv(b%xmrEHXJdI
zqe!9ktLLCE4?Sit07o@;;sAm3D&=*4d5w!1?lfIljnt*_>-qHg6zDAW^uavg_1L<0
z&M73yLzy?~SybI0sywgo`wBr~{l+jdT!L4`JcfmBqYk<pQs?L$nq+9esyKZW8W@V>
zZ6Ud@s}jc6sxuT%gE3t6lzfDb^F2TIvz3*r5n_Cedny``kBvQ9gBoiAnra58>s}3j
zwypt40W>(F=$Ib%Vy$uXr^&IVt{T1FI`T#Ao?Rc@MrK#J1rBhHf5AG<?l)bk`G;6r
zMz-`l-yfL#$0_Sqb}l|zI0ZIo%D4%}cob_wG6aHlJ_P3C#Ny)NzT*O_^vQfGXqg_7
z;8?NoM-IjOLu%~FG&0JWa7XU~GS|tB79>CwA*c4Mhc*Tv@fxPKTCF}pJpvGIEEoe#
zE=?pM0BKlL6Y*S4Ye^+Jct;c&ZQLv}qjtf3Yxd+lg1|{*Ji3_<QE=p%bBl_3rmOzr
zQb8X&(}LKO=<1%2I3gAHq)|a6mZpzld1eaTiAkgy`bx1hwdLDdZB{izM+_G=>fd3`
zl!<7j|E7(#yFcM`Ke6}vzNZ*dJk0=-w6wCD2-2#_>ODtGVXU&}t%y3K=*B)E<OnIJ
zP*V6Eov)_ErLIh&F-%Zesy$V75VNnr0{jF{p%@_xa^W5{jooTVPUzzlPi0JkFi8te
zOM?y1%bztaH%jg<Zy45=pE`yv<bEU;RYa+lGcM&`lx%dOljBr2eY1EhpV|(+Hqmp9
zev9GMM2LXR0?%!7^4XfvnC&r!FK+2x`U3NSLM%-mxKR$B5M&0cVbuE&?%t(Yy>;!v
z{!#HBX|F0~Viak;A|1SzX)QCV14-6=8M$qn1KJr1jW*E!^u*YWA*3cHz}(n5?pM`h
zk#n_E)|kOnD|}sX$p;g+qtUu7DfL=?eyxpTZS50{$f)!zM&h?U{w(2;z4gXzs<7-e
z^7Zq4Zpq{~i2CX(W~9n<Pw1DLuzgd47|@x5)T9G!knHbP9(zIZ<|sG!51D5O^Fq)9
zAbas>CghZR#^J}!;JD^_NDzpXT1&E=d0$bv@^PnY>~9|khDS*`KopU3ay%JD?yuqT
zyXWOFbt+Xpm5%SN{v4xBgkr4kkPQL@{k_I4yT*ebcUR1d_83f6%)13Lv$96Ne~QYi
zay6_Q5{}AU${&2$Pc7~=on#v?SNgY8HvX=ta+gwQarf3tn8=rOL?=R1U{C5}`t3YW
z_+x=bzbrN|u8NLTKVUwsWMJfj{Za);bJe2wI2IlECk)2b%fqip^#uaY=7~Pw7*Q&Q
z2Qk3pB}kR<Y-+*uj>{dSS;OM`QM=ugvD=j*RbnkENBqt$EZ_pm!g=DBxw9<3{lgo>
ztgqC$U+qTNzmi6&L{iW>?AK?nBL)_3D8EFxDmfz{zn#?pNtu&WcSJTZb47<B21O76
z6Y!<cNimI0aYqBtNY2tk;n*b6X$iQFaPBJiicN+H$>7hTco<>M%z2WwSRLrb9tFXt
zoFG7PsERtrM;$kM&POt`TS+YLuNcI1f=6w!Zo{x5K*J1qN!fKzoMA#euLzufYhgD)
z7~vTYY{YR#1al+ruQIn)ogc=_!q<H1P@f&q;edpF<Dnk?3E?O%!l$xpMP#LxBfb=j
z&E6<<6CX_V-TBX)Uq`wNnQA<CA1xZ#e@M5fl$J2Y`*Zi^yjDvqo4tP0bXKY0o=@LA
zO<Re2Uz@Jf2Q=G9%JDiv{_rUDG_KX|%V|(EmnB_>6!j)4R7$x6v5j)2c`T~J`U?bR
zV)M2(tHZLYTwg7!WtNUe;U!pW_4`bB%Z;c~1h$#Xv?2)8zUp2h(Nf9txR~xV&4&zr
zr04R?ZBuG`_)=Jbu7C87PS2I-ts=_Mazs{o3CyCPysy*wfPx8Om@K#wJ!8nXo?u^k
z`jYF%&@#xMTs*LyF$dCz&@x0-o3T(z-~?_-<Ko1XG@gQoX*Ug2_Y3ztPlZn5OL6zm
zdmgbcw4~xXHt?ah6O*#}KSSV;;ZM-Bqi99OxgQrR{{VKgsas8@ew@oyy?vmVeeJIt
zZCny)?tU7(x}ppvT!dY*E=>@7gLEq}FXA$!mKWoRNieQ^J9RVZ8<$&AhMB~>OGriw
z5U_1JEe%{uYa%`<Sq180wIpSyjP3dC8Iu#|g})cYKw=GFKBc5PboU4h^jKWK9BQHy
zsjwPZ2R5-Tq)c~S7rrNHliMB^S)N+5`u%sBv%#h1h94=LXLWItGK|N)eOykymuQMZ
zR`u(w;xEOSBc3kQhoH;bE8)wf)o-E?2;PaX!%`3pf(fvx*anmJdxG;jbV=9!o|4uy
ze<X~yH0B$7ZTy!hPNwzo8Q_bdYNV*iifY<QJNM6cMH~YOKA?h82%Ow3mafdf^2n%{
zH+4Zij&#YP;iPk$ZkDU4!&-3IAjk{J(-P`8yxFU{tGyrrN$q_ePgn11+=#+vV;lCU
zuLVI}N_Ok?U7av$S`3X?(T=_`jx}CDpRxPZQ;+HjQR*r|F#&cvxl?$@_gS5joj29%
zlBdRSe;D-p#H)a*XfCXad`}6u9IIxsUV8tCLS}4o^xQfHk+%d|c?&^84SMQgi{&hn
z<J!Z;<iv@we|Qw{IKm~eFGKuGg&6cZ8ZOZDh|U&UVjRDhixX?fvw(x5>uiK@3<?PF
zD(vrh9XpklgUtb&XNyrV`gw0hm1NTQrS&4gBPrUWD5YZudNb#qE-ltK!xnxq-bFWv
zFX?Jhed?Qfw_9m)A`7g0pVX9@Ve^nhj4J7Fc)wjzP9|#(N((n{y#Nj-F1dqkut3u7
zTC!&HZoT<Xs=?>bj5te>Rf=fd++b3PJJ_Z7+|e9jV>-8?|Gmsugt{_JR}Sw{%If`D
zK*~EUMy4CR8~DS$6w2)G4lY?nZQJLFdb5u-wod!;Yb`HzL79XA_7Pew2QDr;2O1hl
zIoD0!ihD#Qa+mVT>nP`&`smQeOAz3%H6J*~M1KHV0PokPNEuKTEVn)RInCkUn<8P<
zxS(@}X{pLUj})9aVFLg1xYC*WS6c=z1+<5s#3e0M{D4+TFWqsQ^-wo%)$x8zeM{VG
zQ{suVe>|vLP}!$l7m;QYm(zby@ce1SmJW}c9X%HT?w*kG&Y9Y_PWw(-L(nBqY$-%s
z&%vHBJ56eu(6Din^^Uu3gE9(ak)lelB6q?sSsoYpAy&VC3_R7b(eX_s^7WK6ygj1A
z4|8JD{vQgxiQ0QdExkpEA+P+mYxlOcR9#g-1qkCI1v7on+{4{PG|ojyO1Nm6Y?zP?
znM{DQ!T7^@0O}26JNI4Se$u}3ADy{Hv*dwTX3IlOvlQS&PhG@)lEL^;>GsX;uM*00
z;2V4dJ~p3!kLe6B)!pXdMS@Xp)AF{Shj8UutUZ=9IpCMGQQk59ql>c^H65qvl8>&~
zWa9yp&FV{UOx-u=z66Qg1-W~msL9)iA^KAj3t==GK3zM-LG-;hz-%oB=jc8B!nle|
z;)E;7H=F7lBV+%rGC<ZB8?0{K=@Au>uJv?p|3}RM%Dc7H$~wM^N`zukO?__FrX^K3
zW`z@DH4&p;V(cIOVDGS4j~RDv8%t49Z9}BuKqi{X-4_<G)Rk#}PfAqKtwnrKT~E?X
znRR~QUrL<84`Iv#jlB3{*O(|9t8Ozw+Lp7Rz%GcLD6&7<oQxA~)1*#@Po;d@tH!vB
ztg1Z(v`qyuh{Ae}5iELi&azCGk4gw1Gm%RaKRkZxkvf@3Y2#3ghw(nki^g-ZGtQQ`
z9C);7W_(~n8z-@a>f8ne;X$El&IlXt9J~;$0zCF4jv~&1vmCtVeH6n8Z#tVaTP$4s
zLd^Efqp$}cE}`85S96w;7=N@)Z`VaJsTg4Q8oQqYus)L{F=>;r9E3en1D+a5x26V{
zX~^qNvBvV~Sc^a@*F^G#Dt&aoUB6u+o0Ox64b0`rIKHk)rYc(+-Re%gX(vKYH7O)G
z#mKcmUUW2hii+;6iW?s>07tpTB^Pa?Ecml*d9xu#(jT|4Pv65ETXbG4VN<@6a5B{p
zDx?4-Rt=*%Lk?^0J5xuyjTjqy&G}E5G&W~*c}Wn=e4pxaX0iAx$diKLeIHQ>$sUwv
zWGas;S-f=CE$r3-=yy^~p~xdYt4-XWfxLg8_ajf~KF!fo@nw;p)<McjGm5P9pH54t
zr$66+i!i4aK)}U)zZ6naQ<v+iWvfzx9W7MgCd87Mv9s*kQXeArBfX^3S*2sqkR^e>
zOBaw1lOuG!53jk0p*pXLRp;`>+Z^nExKxL<`#@$8PqY*C6`jh?z#ba}GFdR~$%JOe
za<9ZvAHO&zSTNmEQy_M#`W!6GW8nx9_&qbMdRuq{F$W?UZ%{W7ePX6D%zMW_z^iw+
zpD@&!{UJr@Ie+xG)5rh2*RE+Qz5A~<c01M$y1EzXr$?$67L7mB#oRkV?;NZ6`<wBo
zdy5%2j%_5Bcf6L6c3N4qzIaQ7@Ilk>V~EvlNQtR`mn;|Ea<KzzKV4RjNRN3!=&q@G
zNx+Z;_-7<D9(%3rj9~S!C9g)04>CMBk5CN-e|`>DIg&*iemi^rLxbB}qPuM0p1}!M
z&{bz%NoUuP&cJ4w7}YqIB2+w6U3JGM`8oLWU}v*MQWW&-aCW$U$D&^=T~cQ3d8w~N
zM#{RNLZ|Z%>^u6C9Ig=_J+V4l+fwETN1CEf1PB@#DKx-ZF)3gpIU<PqP;H0%Cf**r
zZo5?e=t-{1@9FT+P|Pxb2X6x%w1x2egTXd}T=1Yi;#~b8Oc|Q$mO3usrCFdj0i$1R
zFre(;J<V1&5Le#S_VQzqDD<VNUL$G2m9&3-OcA4R@Gt~u;;ltmdwDuHrKL)^1HVV(
zW{N%#^#8pkl-O*fE-@BBd|fhIxVM)}6sg#sB;G8g7cw~2xuE*vV}np2=5yl2mfXR5
z?W*xhVIsS(;I|7WmXLZr>qRjq1z^Fn4~0kFD<s3vs`bd<c1~%8jzH~LhA<cnYC2SU
zWpJcr==2!yf+A`;NdoQS-2)(UHbM-hSHNe2Iq0T+`=jeeLrdv&--r}l3u2Y9CaO8X
zyd7*J;opz6#J<zPcQiHxnXM&vT{^5XC&_##TG!!qveX|q{!F)lek_u+wCVHB?HjnY
zX3U-LLmJo)+!{D8C#L-sb8hrzEiWggXyO3=JeI7M{erOM#pJ)v5T!s&90;7VFb!V}
z^0CgQT>5gvc434G`zh>hCROPh-$EIwoVftpZ6=q?)-*!9G485{`wZIgAYepm_e5kD
zl4*7Dp>%@nKroh$Af2F==$U<*zQ`I9IwClj^P0MB<9l+{P5&UT96yau94txyV{dqV
z#)Aa;uJ%+dnc=4AHLg4{PGhGo0$sz^x`ooAn!BG+<_Q~BgZ4`YP2buMa*hGV!O0(`
z4)q$*s&u(McIqWH)*f$=J&zkpXco4}(adQ!*0+1|js?-8G#t?<Fu&=yDI`AWCZwHZ
zZQT<uz~$8c&7q8*Dl^d!hXE-mZ+`n!^}f3f30w@kFE%s4VC~T>r#Sz6%PRl(mT@4g
zCC*DmjM9=9peg`6P;W7fU4g*g`@Qjq|8AM$R{8k1WnOj=Y~b>-R`YF&k7grx%-9lW
zf^(>-z`8O%4jSk)jjrgPb6p6p)E~{z;AX;V<Kj;tu(BvG&>-KGAW;ck*73+r87+kx
z0EZ}-2*zfcNT;s?%y`6&MCXk)e_KX$N5AKC5=YmMLmEdrTPQ9{wrWE*ER_1D+)Mkg
zfvol;k6zjQ-N8w-UY{t-T%hk4T}qirDVfLmjoFKdYH*#+qmSGQRPh<3k4^PQ8t1%9
zEE)($xlQIK<sIlD-6}Os&>}D1B8xH5$f$E{iuF5|OXu*L$-3ISKU@THuG+rI29y^Y
zmhPPtrFO8G6!>pMs`!AFh!GRsKE(J?DHma@$8eQnDR{ahTmM{NZfYjC_YW$IemGCm
zGu}w-y>5Q&p5cs~bIj6TF029y_oDS|9=<g>hwjVaVl)ug*8Q9eM|GZ%<|XdjJE#J4
zsj7{>@_%7f#e-&K_^hGP2pQwv)gFG9P$gr8kPHdl0-_h8NfERel!J%6UI;o>-k0eC
z;8;@SGa&-0iac|0v+F_&C4$wpPqiK~WO2nd0bhW6C3La*PNq$^fhm$@y)KHt36-1~
zv!b+yJA0TkjZo>|TDHTyc)uKdQC@;G=%msE)L92l<*ev;R`xbQk^&+7^0cLfNUJ8&
zwoc&3V>^eB&rHg>j+7_s3vb_!@Z?9Xmw*{oR1gP&1xzJizR+E*-sse_*BW}88pK9e
zccVV~#+}(InK3L)@5YkPU7_`?HPKtuL0k0|c!S&}ezFFZGHhTpCS`0_EkNGg1v#o(
z{iRiJoc{=tLA6%=IpExGQTCmVsY$?|z@he7Z)W~N!E`K(3Vi)R;`y!#CftxJQI%V|
z--+866?u4^l%PGJ&-Z+jJ$DIZncHy8${)<M2#w#PM3bb-SBbG_Cn;r?BT@u2Nz}0D
zte(ls@m6SvYMaQnH+bT{+K7{b&Mb3sJhHxnP4zp0+0e|QJe_3@<{+y>(en7ci`stx
zDvUWZtKz01={XXpAQv2+=l-5r6Z%W-+WxF4s37*S34t)&(UVP47cC_eI86Sq_#bq5
zQg*Hxjp6J3|0`BjTl_a~@9v}A3_@Mx{QoyHnrL(kXp-ux{i^)$w`Jsqp35FvxrgsM
zm|)fWPQA*2)$*8!%F?C#E}4Y%@vSV%{Fg!nFfaBrSSf~oKKD=u7hg2W=-188i;w9>
zI27OcR!tV>gbQd8Yfmd^tD8P>8=#&G4-19Pp<z4D9v{S`(bbR-HL1)lP1ucPUEtnT
zwx(I?o&$Dn+gau`Zm%1yi^q))6q6}@oQor})}oky$=Htc^<<snvo9y|x*P(p>C3Ey
zzF|B85C6{5HWk}P_gZml{Az2~o18=aD)AZ{Eru7;&j+`bCokpv4&hGC<KhusZ2+T6
zmazX1Q*RyB^#8sA50MZ71&7it64H!NQXDaQBS#5HY)F@YbUH#h29hHN3`9ag45T|p
zqtYQDEg_%h{rP@=&v~A6w)5W3{@Z!ouj{_A`?{~Y%v}BR`t|2VfpM)GcmCcL|9E;-
zhH7zM)Oe74`PO4wC#>*J@S2-tQT@(5p~91*zsnhdDYoEe{PKlC-8jR;4FrE;*Pv4^
zet?=XX-VAd-aVY~?$q)qzUklD-c#Grw&n5|-WWZ@<NraaO$Tp18ykOz<D-NaKk?*R
zU|>`A4;$8;#`rrr<6bMZ!~4wNM(On$G)7Zb4*w9>^1e5R_)2B<|KWAWERp$x0_*~k
zz{%S>bA$K!pUJYJLVt)8b3Wvb?G19d@{@eo2h0X^ggbfYl9j2DIZbO=Yb?qJ5ODt(
z6JLg~Z#_Bsato4=uQ`{wq^buW8aC*<DE%-Z+)7}Y_``&az<5{*+zHctfH|J$KCWGB
zJYlXx%yr3+8azNYxV;faFShF$Wa4h7SIoXqIjWTT!je|e61#a+E$v+_ToLsh+0byh
za#Zml2+ic|Sr$Ni|4L2hK@%ZRg6dYrTaH*CU#YwH@`yNcHgt2`1McwZVjk>vbH8)O
z#8MgH$UyWQ_~K<uC?z+dAjZA!%xDNpgC#D<UH_N1zr<@db8Or^sz$L1*-@#v%o}>W
zSztZxG*dt~bf4FmB`_t7rG)$Ass^KqQURqp$H$r{P(9jWj~izelNO^`5oR`;yw5UO
zvCDExEgPlZ=^Gzm4g>Z6oW0q$dJUv^?0{OeMF<_pq-mB{xu1XaEdM|LBW<eU5}5wX
zdhnlcaa9WO$ABSNnmk)q0hR7x3x{J-QlRK!1=L!x6m<&6C!r^zpM<1=H}DiRC3XQ^
zeI)~IeV4iE`_|Um?s=&jOmDY}S*^N{D;@A3?!kgKB}V6G-yPfo7PoRYoldT6#s0KP
zuXL%n{nO$Ymo1{8<EsR*h`3VNmU~VsLuz2r(@*-om2WhcVA<O+XmH#6#R)@ph%;mC
z?E(%13qp77vGc2s^!~|#hx#Gy_I|v94q+^dr3gy{gNThmd>sFmwS1cPu!L`r!QQ2}
z-w$?`9!0yLkenN!;N`K}l(^|d`F^iD+FNpE`0K~j^rG|&PrgWyTdSJ4__n#deDZ3v
zC(yTw6)D}^=B^n>QG$4WjVIola6Oy8C)-*viy`Zfiz4N2(HDcdbb4;4P&s*HtI8Wq
z%?nHxcEpA(Q^yCcD9L9^t!D@mRk`6>&E&(HbxRt;fctEPWWpC;y!<xVud)q(8KTyx
z5|^sW5e?NhiPtlRKTgZelKRoy>89}^z9r0r@*kvU@V8bIv^+}bcb^$(vD|lW7kGJs
zFN?mJNw)J`cDY3NeBPtGwVwoPsK^%~&tGgzR-W~ZE|Epu!1&?P%O$SN>$yvHda++E
z`x+=NdApT-<HTAX>6f{|p3r#Vmu}d9G3bThy3TCrWjX2c(yG4JC)|#QvYR{9vS0mt
z`CVVS(ChD^$uFE<{p&G7cTcEzEUPQSAj?H6QLTJ-*N&)qHu?+4KFX%3ei|hpe(G^H
z#p_ynb#}QW>7nSg#xa!t-e!l6n96b5y{>)81-PjA44G>jaAd!}L~V2r3eDp6-S8q6
zYX5-p-QIlSKP0sF2w|IYJ9Gt-(J);ah-&LCbSs<5tP5!M(8!H9(cE{Yr>e)*&Xcm!
z!i2hMnSt;~zIx3I?_(zmBjMcFqrIhSJUb?**kF0IZr$YEtizfJdNgseep*zXj^&AF
zP^h0t_cM~Sq%U^RdiBLp*l6N02fEh((1Ktx5lFIWQMI9F$6V|~tcr9wQxI(Xj?h1m
zg6baEJd-GTPl22n?*@?b@(I57RS6_*2Vbl4Z52{)Bina6vbOe=ONJJz$Qbep7cf!#
zCZjYg<W)oElTU?}qCIgt+Rd`>RPw@0CjZ<pu)K8yJ~t6X6c<MENbd@y9^O+-f0l^8
zF_}$E2F*56L-^qE*n1r9s652Ev9H6FDu3CTi{`trcNR7U2+UGwy{U+vBVhM?<GAKY
z%wJeYi_maYm&l!MtEgM&Y3Ee4d0h}01;n!6<re?}|D8wRuQB;E4itAv{}p$Az>>To
z!15baI*u=`8i2V7NR2r$j-e9%?V3?^o&ue=)6V}PAn?>;o*s8Qw*43SjOTW#Dm|{M
zMtJR+Bl;Y(-5*a3_*Zl}nx~VNqQL0t_=CRpsb5MLW<SEiCBrPqit%BJX`4G^_FuuK
zqPB#bkm8!LxMA#=5k&=d?A<siNz-NX<~EYKF@YhMQ$(UaS%+JcFw9?z@q0UV+q|Yf
ze!|3{yE)=1TxF`k`yPFWV=wPXAHA|TcHObfxl~l3Kd-dNSYuLpCS5+zbb?>kzcN!O
zV;CLH|3Rt21{hR8^Q(T#WIZ9!NY6g@zy5}M_m_}-@8NYeLHj3+(x_6+4PU2}IXtIW
zr{lIWwYVeT0-yP9Jlp&7PT#)KE9ijHNJggkmJLg#+u8b{*h0r6b)!ay)P8((p_6q1
z;M`%GTob0`eyhFG-#bdS=-0#7I%~Hml>}=b<DUyk<}j-4==+`-QJQA+&#=|S&d-Pu
z>Yavp@~<Y}#<lfw%fTC1x@J0|)H&9v=3*T=Bs_9uHZL@PZohPx<kE_sV?O9=qaB80
z%%0LTEGhB#>{yvgCAbJ23`ts&#{>*s%TSWQ65lpTzCD$aS1pUXxke>^=d$1QW%WNG
z>$(fy$U6RhviZ`c>%GeiE@+3WF@Y%b*Z6U5htf`qDiiR$Q3TUb`3#K^?edP=jk22a
zacI+5sS&;0nN6g+?fqt}4cDFua(Py&R?lg^O46ovFqYNqA(aUQBtR&`>K3fL3RH4<
zXToqRZWKGZP{RaqafHi4hW$5`V&QQsx(Rx@x)ji;;3BLr&-YeFNHT3zXnccZjB&Ku
zEDQFNrv>F6?OX{1d4boP5>4-~yM_}c^GW=+YR(X&bkba6%I50Ti}9f>jX|AiqhGeM
zCJ?;SwJ=P`2@0WATlj-&3|q(Ny87iM&g)>}n#XsHhx-DJ_xyUTt%NitkJZ1@NdJf7
zZ<#&g#PF@hW=xa<nH>Aej3;I2?zGZ{knWTqp;Y|j$hY(v3lcb&{B!*U9YLQmny;z;
z22HCT`n}J}($S5T$*`W6oz_zJBF6E%#8UYT&zcvLCTbL9I^JJzFz6nLf!`KO!BPYn
z+zP`D&*3hL>24915HvrJ&pH8!m6=}d1mK8h>OP(-Xjk&gSFuQwHf?%B?qA)0zXK*d
zi~p9+)Vz?Fzh8FsEad;d*QD|iu++}t_z!$nj-{@^0Qhp1rfTU_a>87Mr9+t~zUiWE
z3T|*+EY);>!wkjjVMbIBg|$clKC6;Jcl)ndrCrvSiqquu$W-M4J7UF<;;VC`;?s(c
z3r_a;9v=IJlD+t0e3esv|8kT5?=rDz?FZE_dA72j%=_I6cT0q!LTpG9cJbLv>sGUP
z8(L*$8pyeE&;rWtajt7s%&Q1uQ*ZwB$iON8$_INlj;jToxMgUWY6tBMSiUBZ4k!l+
z#H>(&f8i`{kbwWJeOQzqZZ(^0F2&upUuP)QcPUSpEY>apcfG7k;kyI=)k3-O`(u`7
z3U2Bw)<}<5dM=v1h~WHrYuo9CooMX(wej%r7??X4!!x7(e5s5(33F{l^j@#_(|N%e
zi&5%lT5piXtsK%(s&@tF177%LRDsTF;acQ32F=FJ`<kc%*ag#!dfikpDfciAYCrIm
z?u)(5F7iwDmj-qx3fi)anwc-FV0{L4(s3=#QYqOiUdDL|(leMl#P?*#y43z=wbL?y
z9(-dz#%lf2f_$~mCE*D2Z5|bUa|Xdm4)~9_g|6Lcn|!Ubjc`B55UP-m7TgRU)Dk|7
ztk2A^ljXBwoXswb3)qXv6N-{{Z5wJDo)AAxHjaj)qHhNp*krY{h2|PbY_HvRc3oqu
zt?l&MZB8TB_hh|SZ!LqspFY20ZuH~tDGvU5NGoJq&HKx~_1#isYhxg>YV@i9wF>Z?
zvD!2mJMK714rF|)NuT<r!Fy2~z~Djve1M*e;Ha-g#TS*-fh>e!30W&gG7c}a)8@Lq
zl4lrPOaQAFQ~;|PO1IHqgvnBKLN~Qgwh!0qK{Z$2_}?9dho;r$Z?o(bqPQ?JTS8e8
zrs-lV*vSt>u2hyp8aVb&gm8aZu_u{fAQR6;LnT=UoVt?gZIV(6GMlwbA=_?Cu(SRw
z+w(Cobv9zQNQ;-AG%>m+H<O;tZq2as{?z5m2V<E=U+k}?09J_wWn=HRP|l1ga>iYP
zrWXiPPn}1K^*;e)uVC>c0n=CQDUxHkdV`i~*9$xh_qulnttc=hAy-vn8ST+);+4kV
zc#V*)&J)Js^P8z7qYaGN!42aN<~d;N1jK3oado6SVCVGe^fdO3z$ORt=QWD|w~3(U
zJb48P8MyU-6=DE3gi55Qs|)KQP&%1(Upga4ndV=@#STugAGB{Wa@lY8?{oR0y(A2u
z%Zab<&bG@}G0I&MH%6Rh*auZ4N#=Ils2KODOcCj244h=i-Car*xN%*_!-JJyV#vb^
zUp5PPvFY<)R1OoHYA80>mM-U;&UjdZoJYWc`meLW;dOfy$gw03Ls6)~1Mx~x&=e_N
zWNxZPb@HA#^ADe>&b1(@z5Zf$zD^mOxflBem@9e%2(%X&#s)rfR=a+`QUqEi0WJ8<
z(<c?YJ*lcLAEu8hXHU;7hQ<=-Ruqq$L+tJ^xu{^rn2QDW@V(KU?Dj6AF(QH00?Xed
zPb*e!*VS&P<Tdk}DCgbFBxY<sk<K6pv8Uy#;j&}Nbxi4YW~Vo`p=XsUb_;au6C*hF
zhc-#9z7+-FWK&;AG2?f)T|wOIA%Raz(9iT{e?Pa^E()&h%rTwRDD7E&{n=_b`SEcD
zYA}3Fp-(Y=B~@)?U|;MT&uyrqB+^Zb4wI}&O?h0t`3)0Z6(AY`x%J-pu9suDZ+=%B
zg<*rnvCNat5A!9iAj??ZRXero;qgK<q7Uw2?V}D3U}We?Mop$nW_gKl<xYDGr}um?
zPoXl^BpUg01*lPP?bm*{hw5vp2ILI$gZAKpRp|2tC-Fw@SIjaur&sp&SDDvx{yGOa
z*AS&PU2J%ds+EDs5;QSy$@T*bOszjrT=D`YI8RF}n9UHdUIMRLZN{n5X>;RBA<qZt
zZc=581pf_gU@>eA*(Mg__3UgBui?dQSLwX@+s4Ho*EwKpJ<VAwcZ?ovBZbh6>poCO
zGV70})H2~dxMp^ErYzn{xU8_e=WA8fIkwEx)QvAPq1xGas)N2e^pePh8)Pm(N!EWL
z{z&uu!aNfFa)q;!)XJAJ;%le%yVh(+eb%K4NlEwGF=uN@e)1e|y=nabD*MAbt0|tS
zDfPcJ!Rap|*!tbt@!YuhmXk{3LK)V{qeN->@`~7O6+X7D7tx#%Cd^$-6s*iu=YeJO
zkQS_jJNqpL_~q5Fv05z8p+Lo{=bkRq5QhcZj!VWMTT#SvSN3$@>1ql{yo^jn*ChV$
z7V)<{)w&DIX^*5Og^iJZU-qUo^FN?}W6g~NP^#oZHovp&Qgci*UWwL+><I4Hy*eJ&
zndK)|e9SJ@k;3-Nym!F5u0Sk0rYCp<#<gxC`!BTfj-vhb2&`Z2G_wN6ZyI}~Af_kY
zos~2rpzWO-Z-xXf9oLY<uUXt5>o@^L2UoEb|Em>Hu5rSrybJeR44JI0VAiF27awvs
zrPTQS`Q8cdxY!br+v$VCiE(UWyUBr5W;90#elw8VaisuR>#c=Q$xWkz2Ek2V@oD6*
zcssuOba#c#A|+vuSsb9v5TIaq^83~2D5s_#Nd8MjgQEiV$K};F=pV-ofBz^>ZrqE@
z$}%CV79EH#a;QHQ-`7AnRq1pCDgzE+n5@mxyZ<8noN5Kg2CO+Q+FNggOo)zQxu4%9
zy%!s_-7-Ew*Hg_r9+#$gyokz|z!1qLMg5&OVLa^VB8#Y>=$=}N%pKFk2X3OU?$aEG
zQL<{cE>?5%vPwW=;wSs3dqBvTtcT$(^Q%dMYct4zeyyiar>@0U9uxlZH?TrTq(3sG
zJ==$!MIk{N@W}XW|D$gII@j>-YM;!qg-Jq{Qr#sY@HQiSHD=j7spna9qS24yYl0lH
zS*<ON6L+qVYNQ+igT<z;k})M<zmjWpQVxv?4~9nb(zlp}_cK*5BsrQqh5Dqr=Ux^Q
zTX*hSRv;h*N#+<w7ru=sGn!5ZGtC1#h_@1h%k9R8zPK;t-^LF$94IjQL1D2+H6mWG
zS+=dpmfoCE$c%k#geuw@RnDo1%iPgp6Xc|XaBiAt_SU@2bd9{HAeda4sUVmc;5k3W
zazjUISqG9M^;8Ewd+R&l>7;Pk`Ek{G#56H&$*9!wm;?3-h`((AxlPsk40cK~$cEHJ
zHK<XP`=lR-up3SMdNU~${E=?ZC{ufQ9^!M4cRY(>1>vse4tKUAH<z<h@?I+7j0mT!
zj+g#<NR3G}H{}Dyu(}KbnJe0cUQXtS{`sRvK<2=BvW6KL2(8`T1&PNgW&91EXG`NU
zH38~J;O*i#Bld~R&j-Vs(C?RlWn)zX-GR{w(SjYw9QA}rOJb$An2>@&X^f^@g(@G(
zGa9E(!KR*P&S8gCc{eKcw-8U%SjX4zluhqyYjLhZ4fC}Vwf9Yli#+yUl8ie))w;-D
z{9rE8&m_m_6?1L~-W`Vp&2Er(bN-0X5hvX=#%ZbDuSf81&pWh0A2{`_GazM^-O;1l
zx^S?;Mn0PX#|3GKTRngnTqbY)_0LUeE?)xdXuHyz^OwN9s?l<e^$79yXMqyESbvQm
zGRC+Og#3rA&5{FNrFL`!kIGNm2L+WL>LgcmM)Zr;yUg!14*mgok3?ExSlre0nWyS8
zJwLz}e}(SK^06hDV+8)vSWY{+>Nz@}I6Q|Adg&Yt0J4-;-FNA0?`K$hQ*I#{iwjX_
z@rGJLYLc@h4^}&sw+3+hy?FjQH#|uB0Yd{Sc$!QX>hTZAG2idJ?#x85SWTPDQbTd+
zZRAiQaeGJT4Xo*raZnmLpJH_Vy<N=n*l(D@){BPn;LWPmPtjS~ue~Lz6e^>pOm_1F
z_NvKMgM^}|QdiC)PY1c0hi#KE!2(THx?v-?zIR{!uI@9qh&ngnaFz7<H(ceSg{L-+
z=y{DIUQcaXE+&29A4dLs2AH3HMs5~n7f$z~f7nY_&*h=MqBHUX>I$yM6B7k{Zd0vZ
zT1CcrS?V*yES39B^JZNTR0UY!qL4Dzk5o8}1Px00BRp2mCQ~5maC7is<(hfrh2a6;
zD$i^-=sWt`MH$13$N~JF*<zyIJu7xwH6#zVS<n+jFE0G?WW5;AaQ`gNM;E-wBR;U9
z&Y28-=Bl`G*%~`HG8I_zX@=rL6|(-9@_fn-*W1kHW?({r&n3n<mVF+^Oc-?9n0?}9
zXlxTQW9&!;JAwzhGNqE$L|^AT3Jek&;7xr|rLaBzQ4=5uX^v_{?a57s(IrA;)$)&$
ziErmHC9P}RB_=|P4Tz^ruf4{xr2&)K-+8d5R;4=97W&KDQqeHfE22x$FB&*9qy`z<
zpyLn{+;CqZ0Y&=&X1~73z!Or9Ogtn|hf~H1n}kG{x3?l|LTJ1Z(?fyrZ`vN_`$le|
zh7^&XA{BZ@J?n|q*b==~9i@Qu7>}lBg4G%=7Uz=(ipat@M-Ar_J>~am4q&!#y+cM3
zo0@@>{J>o38=rHN$5IlOzrPsXd6P7mVUUXrcg;O2uXXSTM;ccd??1YQe38L;Q6Kog
zxu~sZx}S4AeI|fj&@XHxmjI17lx=86&9}N#Sg6D+I@`{5fPQFN40))b_(rhWd%`}C
z{ikiZ(EG1)S4{Fvo9`L?IIW&B-2o^DM2mPzokHtUX<p{{na5qe{?nJfAyNJ#Beoo0
zlmw4Iv#D|XVqbK;>bLO!K+ypH-V$Ye`D-<#_J2S7ojg_jL$PY9G@}maFawR|hq`5@
zdb)q#>dX8^`MF)F;Nn38SKToBTGy=^qmbylcVVN>j=!uXf?{S<Z!*z<?0H-qbZ(_}
z3t6IP-oO%FMC8=DLu<Rlp9CO&ibro^H$&bPP^=+q@5VVOMPNmgc$kUPed;~p=Ef%&
zjH15aFJJL4u?X-oomJZIU9Op^O<k+B6T~Vu-n-yQUV66Q2=T4MqPJAX!0W)Ndo?w?
zfH7o)WmQA>%h2FmJ%V;z^txC8Adg$ZI^QV>s<{kO2f}E`<074XvKtw{(D`prg&Zpf
z8a;i@V8hYI(3YPZoE}B__jh%;>}feuH-m>{l8XC?2321A#O7?c1t)xdN?Q2N#Uy$L
zPC?DPX{a;w&Pc)PmXcPsc#j39qU9r6yd_(t?oL;q-gP=)Y_+@SXDwzd@>PSzo9{BE
z&QItL#-H}vXso5oDlNkDiXmJ~Qrm7B=MRrUG6*U9c}m!VxRtkhpM-P|gj2+hWUJPn
z&;~}pM^U-Dt!^vmLu&VKNUl)v{&U8>8{O&_%<IZWRrbyGmLt(E3sl-O9U(0q7TK&O
z>OXrWUAO-diylX2#JIfp!%3W7?7)zU4GHBpx~1!wOdyT&g>va;KLoPw&u`8F7U{Rk
zbBsSw>`^T<4lQ7dop$wpe^@oZqj<cmC%N+mlQmXM^42BVTrE{)<1>xB+iarFX2Xhb
zG0s@SOxd-ZM{m1w+*s}z9YbX7XG~jHt19)|vUW^F@BDI)UzRODYO03Z3{5WNA!1Y8
zqMU`&bmHGeJ(zxeRNbd{YeALqzE^jNWB-dD_a611My@M|l5a2WkQxgMQ}x^+=+%Wk
zf_L9##?m?%rgHyOZ&UYAn3Vdye;{~ssDbn;ofr_SF~2L^1tWSZ9d~~_m*#bO%>xt1
zD;Eu{{^WV<tCdd`zCJ>j?;%o4AfJv&&4CGd8pr%U7aYiuE9T*UK$)HA6WZ=umY*mD
zFg{cNLSo9{-u-*|TR<Q2uZ}^|!Ly~JoZX3E#d75$j|`9Oi#p5uFik3?7`)>t)Jn;>
zg{L<D19$sp>IUizaX<<(VF%&i1YyfqiVUj;G^N%pcGfDSMDkynDC5Q+@wm6wdYh;k
z86Ati_|qI8IEDV~9VA4~!XLlY_ju|FIf#9tSx#TBbh!AVMb1_C&S${Kq}saoTFYk!
z>c6R1K<fH_N)~E=E3&!fWker1Prs6}nBnPk&FU?feBq|CxCWHO_7;Btf?2Sx5o;WW
z>9kCHQTbR>Z2-|^T46hkwuy}}@g0X@$ZRWWk?zj|CaQ`GZ6Z2B3L}hj?CDR9Hr}fO
zYsX{1@+@NSPz`?Ea8|3Ud4w%uN)`50<g{Mswe)UtPTvRpotx;l{n^}$K>b<DF@1ae
zM5yJQ?rNm^)5fdtW(8qCwAh=IN<zyo!6HYAn;sWG&69EQ<ed*TO&h<R7PZ#U7QK@L
zO&0Om{!Q8WyqbDtxL;}|b6JPpZGUhI6)-vi?}{Lzm=%6rF$Zk;#r*NGY#dc1yLXe_
z-wSmgcV$sbV_d)?jQWG+6tN94FdMm*X7n_hmIrJ1Hp;>Wk&F;q%jRCCtN@lSmECp(
zw5Z9dR9)!-#P;6xO%KOC^#kH7d^kD)oEX^Q?mw&X>Uq~>7u8W<t6RO99tCfDPtD_(
z1D@b#s-)pUa@D0HLFCM{zsGI;5fcuzvCCNE@1@$$E^Xp)Od#7}^V!`-muHxl-yU5H
z+Gf7hY90_6{EPUPHW=4Fbn9$QNziYm@ZU=|(;fFv0BrLooWC=<J*?Az_RXRa!^R>f
z01ABPCU4&yzk&Cud0)zvr=N)VYzYQN&372yxM54@&%0DKSf}$4_8B#~JI1Lw%&>XI
zI<hqGVwg_W(+kP`=|U!Kcc<sG+*-@ZhB%=6vwtw4@gxaQqr=u=4b2q%BoHszVjpqS
zHIa`J{TWeBM^$D=n>$&1s&9}-x95*5kl12mv(RibMJ5ml9N~qZy0#j8!d@vKS4@2l
zE_fem``B<>h$`DoO<&Ncc2N;w!epw$&70+ir)31_NM~Nhbg3_$0c#BiNe^f`3sfq%
zO)ZmAej*%dhyC=tV@V^xh~q5KnqbKbXik(4PCg^Ej|ADYKHyfxbzA=d>F2{-*1yBd
zhmV1VqTSQyAG2N<B7$bK%7@TQ=kN{qd>s&C)>q7h|2;Ni+U<oqVm;9&Kx_wXsa-S#
zQJ*J2m3$h3G2OH-VIwWSus<U<nC}_;l=s&V>xYqjg&vAY`zDtyAzuKACURY<aNnkT
zM(Ib$g|Js(Ou$-9ySLsFtIqW?VD)Vg*&rF71k9>W(h{LlQb1M=4$q@3Ah(kmi!PDH
z$rez;uy%atuU~=a2R(O=C%%fH{f-<bC9f;_2ZRJ(xTmqiaw{K5!6RbOI>Jy(d~Ms}
zb8N_@f{)~JwOt3tmh~n=IEH3Oc^ow{+p!_))ZYqEY>BHzHZPFLph4$U8?H)3<|aC^
zdH{#!{<t4ki;U{-3YCpk2M<i6i{&J12f4WMoi9_uFloKYy{9BP-}RXU<oiH_`_zFu
z%OShi?nn>w^P;mxS_Qc(S#>tSrKeHcSQAVVMyEl0kPaz+<Duh}6s#E+x7uQ}jgVM@
zZy3O&O<nE$$ycts{>yL%gGY}~WRQWBtcl8-Si+-Mr3ISLqv}}FA@_^(-AIR08JweL
zABQ1{NGWFTK)cn}4+Lu&&%83;(^5A_`SB5!q$3MsLfDp&xcasFhk8=<P6$ozq}0T;
zE{ARyl<D8)Lr>gF{DGXjDqzoNtZTGs$AbRfFWNZ$CRtC^i&dlMgq#BTQFn>1%H*&x
zeY4HRmYsOxjZ&lQv}tSm(D0CcgR`l$^tAks6Q7=zwHoYEJk-;7V>A=JtY^6Mhu9f{
z`8Z+L_Z@KMNS8&8=bt@a|6Tn3rt;C<{mFt2bp0nu%#Jop@z{e$v&A(@BZTS$3TLS<
z*c|rdm^%{3zKM4D{*q;4LgssLX&Rj;3G2kY&%rtL^98`J!w3_Ck5PQ+aqeiSmy!L?
z3Kpla-nWr{?iQkptP`FyU4JQ%tAtqur)h6*b-(twtJQrJOL=8{j$|%e!hU?gA6a4N
zEl=<nM~!j*aHv~tV2wtOYNTG*_}2C`A*bY=Sl<$mn=U_TT7PQxbw@S*OVF+#pTLyk
z>5ZeJBbRh2fJY{q`X-3`^W<O4ODUM}*=n9B9Jv%mJ7ato({>3lzFpjArsNl4DK_0@
zo*0M6v+PcY=b=rMgsoK-i+M^?OQd;pGa}hEca(_2DDksOiSfNR1eDTu$lE7NK^#lp
z&%FKth5ZBi)i5w+u+*?{qW6abNC{^Wn{9r-z4IsbYssLz8vnsoEYINei9A!>K_^HZ
zE2%e2#svnApuDs?S>d;zkI|z%1tj=Mnx!1lk~KWE$*i0og&gl8RT<vOoS#-a?RmCs
zC`uuWyh$v#3}G-Jf4H1#vDgw-=&m4Cn)|A&)`#-+WKg?7keQX_6bBixaKa0@CNy%W
zLO+FKewGG(8!>)WI{!^x!L?m2E1ovIp>%anyF3Y63(|i?qMxUWPN@~1Z!1%Ih|5|Q
zJ|e`KKW_U6B=wXOnMdDXIF2=DtuvnZAf_Drf{H~Gt&`&r)KJ+~9B<S{&~`yic-!bV
z);Vt*>=e#dt53hDOAyUKXP&ISgUCNBsqZF<f*^%wfA(@6b|7cE8=iGF@tPQ<y&R&H
zV;FkxlHOfNu-$c(QVST3$H4g+)a*@IT<^^r#RoT#^?d7EJbq3KY?R8Dg=o}3$^_TS
zTYe^xC8d|B3_b>v407HlT_vzRB+sQPP+YYhOB68<W8ov&)D{byty)V;hMNukNfdj?
zvT5aBaQ4P3e~EE`_z?Vj>Er6o{n*w=N&L(b50vD}kg97IoHhrkgAyUf(Pbap#nh20
zi6_HP-$`$1!*m6EMt^1E1kOx^9IFRiucf9ld~jQ$EHP;MG3k}`14Z*_G-Ndez+seY
z8@F{|MF^@3aPs$ofW2;}jonsO3Z)7^wljD9LW(K!QPCeR_fKYE+dQNY=(PmAn$ONB
zoxguJ7ExM0-TxOh3bAQ2*EA}|3LTaRFF<Q$4Go99)B#k{)o@>_BN~2c9f`x)mJQrf
z#_P7tJ-f_Ovt=N|UeEP5qhAh_gT1c$q=Wi-FE!SgD)e|{_Ki^74p)K}11PRkD?tr4
za)ICTom`CQ>J$4If+|CyX4qQf^sfl`KOn27V;le}@Xs)xKOOx#AO8Uv=EDk^;%~@P
z*{CbjnsD7T;R&;TSDI99&+m;-fj=UqWiT;y!c#`mehWSQ^}s>yKHJt4RZ#|wN`V!`
zXip`aC+%G*zD$n1z&z0%{iJVU>+H3MFf!=)oEXP}trKoac6Wvj4>>=I>Nq#=<T%*;
z2Sf@udON>`jJ_<sviuKZN}FwJKVEV14}xvWLx-G-!M34{P_eZV2vaGk9FBJ)3pb-d
zsl_bAoY_Ap)va6wO;zT@9c<jtCW93!UA}@?Z=j<9=+aPvIc0F4R$b(25@=(Cw&IsL
zCyUJD+!gK2>f$jI&8*mgEHBMS*nME~-vc4mg}z%3VeG)7<8$Fy?3j|o7Voi*GW+YI
z&XXV!aJSK*SsqbtVwVl|TcpPz2*mI}DnBdH_wb1;lIM>x?}?Z4w7n8?ceqUzQjZXr
zFUGcebDu~hsNV_Y#2EP@(s@lZ{R_$ap{9O!5z4wNkZySV4>#uIWc08x_Ab?6vPr*x
z!sm<mDaDV>iys~@A$BZfVJU6diF|@n%I#PR2oJ_VXjHau%8o8#1KsW!v1wo_VgoqB
zca+U0b=ss?c$Lzkmv1)%=5_3+2xXZ1Vc<j~{AuJ;lGre^Cop?Oj_Fb$r)($~ZDJ4D
z=OWSpRqxuIXG3oseu?ug&oq&k5VAH8IQt>s8xL66JW`5KG+c6}5ak|+vo6X(d&|vz
z-6#!)>h^-?y;2tH_hq6A?7l<P^k}mDwUaID)HPR0iJ>}q{)+iPdc$3j?tNUNhHV!J
z>oZnZ45fupLGgZarn@Wge}7GG9P`>lvyO`#;kh2HK=OXK<V7c|4d+!WBD6lHLt?8p
z0x``r%XIZ4p~Z6lfON`5^@iaCUVixj(c62IV$j=XFN~w=Twq0D(qt3Pi*)Lu?yMm6
z%N4~21bJyZt6|~$4fIQ<PGjS*YbBcGPINwoE?olc3mQX$Qto7CCS){7(zg=_BFgOb
zbDxhjkIK;2`$vlZe%3OKb+FT_tu-dpV8j;2@E@P$PSB?mM;Q3Vy>~PrFLdMY+Q+^d
zRp;#aTFu1kEk}bSK8kAp!J4cqX`4p#`bC6q1>E$<zRA)Ak4Mapi8J+;XOnoke!KiY
zU#p^`eqnEVWx{NQ=5tzi!SQPZT+EQZvqhe>;>{<i!q%=d0^-8MrSfp4<?;Ut76r`4
zM_r}mssFwyVY*nDhnJX90v!gJBDGQ7PR0UqI;^-}CrF=ETx~WLOrlJ;Q$WzfSm@v7
znp2xi!#v@?R$okGc1rs9!Eb_4*a*>O`21LLQsXssFqo=LtWw8lWz$$yyjmSOnC6B2
zph~bG;D3e@kt;`*C3)$;tC}g|=5CN;l;1(pCB{IqR0h3+>0*2?dP1U{NSm%@x`4M-
znHsTBEfv<0>!#%njTn2bG^3*Wd3Zorm|sC9{ir)CdA6-eg%$7&)18F>m4W8M<LUjt
zxY^pIWlT()sZA#ovmwUW#Pm9*;r?f_nz4MD^U`xegT{X4#R#ceUXRV%=3;N3oF(uj
z7ym6g9bZRnD4^3cd}!1u3SFIRKj<e{@c*ESw3=nefkik`g?Z>$N`U+saJquz&yeLQ
zxLKXH4tpxl^p7b?XVO_`ft!wke=db;O{l)Cm0M0%&6c!v1b-ZJDsN?B>;aE8h=Ze?
z#nbyH?9rph_!5w@kTNojAmeh4(KyQlBEsJZLSzu-$eExH3r_kyHw?@p5h#+51t&Ll
z_m9SQX7Zvbl$`;O1>c>8LbA(Io4gN={5vU2c!uoPHVkF*gX?!6KF}&vH2YFD_r>o=
zyphDHk^TqRNPTS9RvIs<iCt0|Ec~_hQ+Cuw6S&fy@Qo_T#jORc92HGN^3KU!r99C~
zxxZJGLEdX0Gpr_CNhggWd>Nk5yio2Y+*3c*Ix70J_9F--61?<Ru*bnmVx8go_Q7Oy
z{M|uz)uEr@=UC%rlUn4^;BF~ZoFy}gk8(fJ8KE(Dmk820>scWdHqsE^Rz<FQC19_;
ztu?wD<yByuGWRI0jOettbSk?ZhH$u1EG=w-C+W0~J{M45WU6YepSiv4qH^M=+NDw`
z9X;l#k)w4@P)>Y}dFXvp`g0?B%%_#R5WnWPRY8xJLe6~tmnXs22ff+(IQF-JYyT=e
z3={hTr4;MJSVp2{$kkLp<pTy~6@%;HB;r~aBtMC`n!toUDP`$0HV8~&wPGV_X7b>)
z()=FJDPL`M00AkP&0>TK-mIh<nSxY1Yf-hReIc2cl(D66zQ536gNaDp5Nw&TvWV{_
zO$w^Sj{6iV){*OSFOocH3#6Y{t|g}pwJpy3RjtKt?GJ7o*yb1PpD=#m*UQD}Q~jnR
zMP1=<ciNYT#b)O~io_?Hdny{l4^NX`wF9K&%~^kseoodqnAM|JhnA0t*X8p*!;W&a
zo;Q3jO?pP6oWg$RO^E;_9tg~o*s~(soQ820HI6&aI6Ff52Il$xUR35R?rTX`z^J?2
ziIv7t#o$*0OOv)2hw7ky+B0HLJCQ5%FCs`VYW|aPnr^_p$tr-+-(g>g>jy_GNNtow
z&bQj=TLRnIjpW96RZ6rXQk`ylti+K*TJsdCX8C=yI?EkTlFB>MlMfUs^E2RMAEa`w
zCy2jN5BO{+mSSJ+>`zcoT<>EURw0&Q`{9J?t&<Tbym3-^m*P9<+-M-8N8T9i5qNir
zxU5l12S;dDaK=`nqR@8Q+@ajuIY4m)1I1%p`_jglYBeacX~clyN_(CL1P2h3giI2<
zzI!Q2{r)bn^tjH6ugJT%%)R+r|4)|~@l+#+vHP)}rLBh?Qr(S-%BuWQ(K!G5jNO<v
zHKw%R8r5ris)^cZj8%`@=rs-xQWT&<cX9DHGN%>K4TC)eQf59nGD0k(RYx$;d!3(O
z8RG9gHlnOvkR5_rV~*L})tJMWWM=O1u-97v0vhX*du1|Ar=|0MJI{@duH}dgqBqb4
zUkORm9Y)by;!w2uEWZlCLxBo>@!_P4<yDckWtuwIGqhD1sB5Xc%Wh(x*Ws<|X_&^8
z<2&e#?8l3PBd{&@@cFUum^O_8y<ck>?ZkA}TsekMTcwhNUWXjtWr$chz^~>X&?<0m
z{}sxwj_6pvQV97GGS>WCKouBmzo}dlX2|7Kgi!{=N0o14B{iWS5vKxuCldaWqEMbJ
z2flM-hS47!0dq}B(3^GaptU9!M{Co}evCAV^#|SDB7sgEGHB^i<W%gIdt4*^x#`o#
zPZttgw(B4hN1swA;rN43o6M!7Qn48!4K4OlQG*D~bG&Iy!5^3quVxMHS-{Rwb+|!%
ze6DY$E#89lj&7HqqntPB?bqXSJ5nD-px7MeJ)bbhm4#5xFbA^*VUJX&xZ60X4%s-<
zrZ~G#x5vNW?NrM<L2wN81_s4&pO2p;3)d+Nz|HM>IGtXnbf}=!x3#CHK|f6qi2)|M
z%A664@AiHitjN2gm(H06eIy)ZKZKOP>&J^GYhE=^dGqID>Rw$L)z$tI;?ek&I}fvY
z!6iG0Xy)JGX~c}5id9cf72qo%5B*(B^JpYsemn0M61={g9uo+b`yhkG+H1Mq_+*?f
z8@AOMXmT6`31$$F2yBWHzXuAQFV$tX_Zc_mtVu{4COPZ&TVzl_%(gLm&%=}Sjl3AL
zDgb-9`#$CI;~?8vcSUy^%XvayF6MAPT@C?Mu8_buUnX1Q7Ms^0PF>!CY;UFO2tILv
zp)z7LCK1sqx1m1xE_2phVOQBuR3r%uXnq$`q93f`q{jH~aLzi-U^2n8%97x$GWc_S
zQXR%YQLsL#M)?dwG~;u_D177?sp2{;++7z0iSaLJd0x;{U6B+D+z2|wL+j(Sk|PmD
zV=|iL&;ZsGF<n|iW5{l7E#7<Qi7;%P#qa84kP~2%XRMfhe>T}8T#mfB`6AS=!3@fS
z#L9IXXGN?LZfZugMst_`7#)uuRIpww{}xDHTzv!odY6V%nBufllXK4KL$bb>z_qw=
zhLW>4QkBw=u*3d|sLxIi8Nsg4xm4_d#!m^^=G$;}#g~IBTz{91xFomS?%euw{NGjn
zrPEuHm+3<E^47UAEr0a4yk!qHf$5@b9^i2l9m?|W<$cXI9u8RikU$xWLaC52eo_wW
ztZr1jU(JI_AEq6Mlt&-CnDfMOr^Kt`u_n2r4Ut{;#h<!fNkQ9BtK)MfChGYPzOu!*
zrWap}9pPuJ@HGfZ8MPBOAtf<PkMGrbW*qcw1^a&QYsEd9D84KoF%eo<i;Ho?pHUjW
zGm`QV>S<61XD{<_z6oB{UDJJK1J0xEiIY8l4Aq@)q{j?QPT{FZ*eG#*Dj0DssOA$m
zvyXJ>ZHxe_o)QI)L~NFZGA&kGtE@lKSV=@LaFy2EqSxQPOthm(EoV(Nd?n+tu4d=d
zXjjO#-86MH7f6t>KbRWeiLiK^kUdVwc(|r|Zk)4a-x%F@#AIXK(HMTMnliPPA)Qsk
zUCT>1U$ATn+~K%2MKu;$7G}1H!rxbYOn+<82zz7V@3%jOk2A3MCGwFYqpnD~`DLE5
z@^59s;$&A(Pw^!wLMp4uelor|Nk5;`LYbt|sH7wAx*BiILf(S;Pm|Vq53xAWys}iw
zuT<&;M|j$E3x}m)xtB96)RYjW>a9cAhh_>v(g4i5o44FE-m(FO%EXtxjgNTD6qw?g
z@O`<=&2E(z%E}ALdq#OOYTpDH%X=uWopLHzsqC@Y?a|(-%!qBI$3RMaF{y<>rSxf?
z`McS9lc(ah@M+~`wX=s%TXW~0X?kkr$>=qKDZ!bO>a2<QM!8j8EzcJYSVKgu2D*ob
z)9|@rheMWf0cGu=uq?&~3@Y&&%Q74flWN9Yhw7E^(dZE4^{+GH>}g9hdLRPeg?f@G
zuY$Q=F87bvbsrk~6^$oc+^u6D$Jt1>1m?lnYoa*IE>AnzlDqGt&Y}Vyn-}|7Oqw0V
z+Fy_QTF@XF%9V7)IWcOb#RQ;cbv>WOPd}=zrg5_yUwCFyp?E%x%<Ts>UvbIbs4E@n
za8cvsQgJ+@0f34(V?nzYfBomD-+)tFzEAnPaVA<ng9qOs^6oAW>d)KE)sJuF8~#aJ
z{`L8{(x#~#VUIqf|HHpAL4r^GmbWyjTvEXcqY>sRxL%YAj?@PUsNjIyox)KH;Z#5-
z1;{Ys-T9Rr&=2peb;H)}Cxoy6aUuz^Fdia^OlM(Nxc{#FT0E|p?$Vz2aPciD6kIMS
z?=swREvhK^c1^Zy!M}t5%^pea_ybR4#fD5j&t^f&a*+na8&O8rNMcA{Oo}Jkq6J)J
zF7m0lK+FLYFsW3p4y&UNR(TU(BG_&I^VhIkf|@?NbAvvEGMl)?dgKmIoDRK+Uvn>C
z3o9Uc<2pj9lniP<8O120bU;!VSAnh^<;c?U1nE#J-TD{;m{a1|O!J!fSToUL!9)dL
zGn|iZPqJMxuC%+?EKR2BHxVQl5PrBzs;x%)s;*H1H7G>#wFsD8vDt&mD_5g$ZW&~(
z*;0yl=zP!_Y#J2=p*veH(~|ldRb`TboNJjnJ&~U4`Z2RDqq@qG>rzA}*7)&3sj+Jb
zU2n<0JWe9rHq8v?@a})=sUTFwBNb@~!)B~@xv*X*9<+BnO4eU$ZO!3#HH@}$CO=g1
z?u|>{v`7~lewowNa4M$9U^{zY?m%XadGSv3j?Dxnj(u`?4~pI7Dflpz9?i>mO3<j`
zeyd`_&}o~`I;QrelFnR}?tZakI@!q1`Pj25B^2S&GnnL_xxUpm_hwqjO-qAHCe{Po
zsEB|#-0lF^>Exi^h*cAOCWo`Zf<ocrjbn5g*KwWTVl2ppb&L+qP?}yqc`_CTgUV8Y
zY(OW2MtSW5U;8F^>az-HZBL)PxWfSn^D6CSVe3(E3y}Vfj5gP>r|_hD2$3AHBG;Wa
zeD*$1wtDIG+s2vGpX%T}jSPCv$TtSiIC!(#&6w+?np^{sV}w?rzXB;ihdMO*#xLU?
ze|`Tgx@js)*aNgoz&X7Mq#N44f`JL0!opk?y!=x7PN1a}3}C>)mo}zPf_>s76{&x1
zEt|&%<)J?>eS6&ebzR;RUx$vVbpL@Pv1U7E*X2`bMMqOS)g<G4(@YVv`vY@4=>R4A
z+%P#Ic6dYR(Sc6wv(vTc`_0Kx*Wem*5W|^wvTN1kay^xl>#Sk=C@;mw?h(SdlM9aq
z_uTBFC=kPAMd=?PzE<?(@>w+VafdPs=kRBV8Dk5=E-7F}BSt*FxswTJx+PFBwibFf
z345b-w}8SSe%wokcZBpcuJrl1-w0^}pC?MjA<3rz%BJ&@y!ot)4`InyAbHpMZ40B|
z;xW!wGGlpPfAP({<5(%1;N!v^hYB8i82>*YSS80-eG6&}(Xp~CszEH%;Vo>HvN(fD
z&fa9X`mU3*_1GQXqEG#nP_J1khqJj+XB-cPS4tuYU@(_TK>wyda~e=FCJYLEuBzOZ
zI-}}N>CJ)c_&CDkX(Pv;K9+}~gwTg)EF(N*1qk;;e@?6w$T2JqI#X|{azavle*T%!
zdg>k|l=9N?L}wX!k=re`lD#Zv%w5*>9=m{f&p|Nmh73&<yuc>ooe7$BBxejCT<|LH
zioYpFrnoSkwFzMq3^<`)*Qc9&empciI6>#khRL<aP+j8>E)Y{k{hMTp$CFf}$%BG$
zXj@wJqg)r8bh!e;3kTza4Z6vM=+HD05*P~h-Z<3-WF(*rt8Gk3Be8a2p)s9Nfq|+J
z;2a&Z8J&ZTYc$zA2AVHYsOhlHt5{Vw&@-!zQO38)?vq`EE`kHgHb2fy@ct^%G$t+*
z<hI(*sd_4hQUOzd%5`<_itMitWv=nwYbD?_kS9|l9@9<F21YyaB|e55(K8iGAv6I`
z2`Pl6vJ}aE>3>J!NHt!Tl#YY=@K(JIG!~F#JnXJ?=?8A@)xG?ow(b%Q3Rn%to`~7s
zt=af@1Zrr`YNV(yBrb%{qI^S^5Ew)9`d3l&+4onGBYm-*tP@qfCDP)HIXv{!4EH6v
za-60<jCK@r<^`v3Htq|5yg^S3wr$R*LM>XTZBC_*wS;M=#W=)|F~d?~sNkqj;MlPd
zQ(c4s!$R96ECSda6P*JEckr-MIRR1QS3oK9RSe=aWw&z9yeUF%gI=$mI(0Fj=Y{yI
z9O0UnKDd=UR2LU0NprY+ZX`kLxe|OVXmcv~xb~t0Z?bFrqA2ovFadgnGeUj(i;VlL
zUr0UodudHG=XZ4kL)6bNud>bmR?PR}PMN2l2t*<hQMeJYK{gZ)Sb6p&S*KG(htCPb
zoeHjBM1gEmS;sI)P`I;cDV$BE%6X8)T=+(JgBuo>4b}37@a4tOc-TQ&Z6@9X5HNcy
z;Q}VKg_X>wDhcm@zbzYUuCS^3ozwNfD{B+Ri0|PI5}Y`ZRMuTpvM{nRd05Q9>xxYg
zo!vT|OYXJVaP}NG4}V2*#@wu5-^^2Df$rn&OEX)n6pF`R55TxHbj+bm?*5W)<{2R#
z=e2^H%+!e0<tFg?^>n^QX`lm7*8-EMqC6?H!!B+YX5!iTJC(qZwqfE;#oz+?QYcR+
zpWqX5ouyC~E%j?TSde>3C#MJ2aw$|nsH2R-{{J%4LARGVSC;=Px6bvaXG3oP8qtxC
zFw|(q$&UdgmH>($=uk>!7fXSfaZ(QPBcv8TZ&bUP<<rR!yk%%&6Fkm4T32ptn_T1T
z%jl0BCYZ;PWGF<b((kAsl=|-~pyM(3-n+!+?U;V|uQO>7@Vp3;t>Bk{Y6;UjqVK>>
z%^|BR9_2%NO0aOXF0hH&PaRpo9Q?i1v1lo8;ydBCmZ!y0!0jcjCV2D77_+z<KL}i(
zRTTDSM`utJ?dk;L!=iL#q&m28Qd_FZG(~SUoJdmQyMoihycJEV!_E*#RYHaRnDXoa
zJjnoeKIh-j@*Q1UC1iF?5BjxS|JTC@M4WXq^!I9T{e$zC%w{MPaDJ?hxhr)}w|f2o
zAv9iWT*@}R_u87QGqd8bKoy*)BI~m?{yjv4Qpw8HCpdX#1jgmsHIxKD4+a>=oxw?s
zcV0`P?PSCOe_2!MS{l{`B+S(vKvL4>bWMOO5&Es1`+apie@Q>|06Qau)hUz8MJ&*0
z7RR-W?+U-32f)a1$ZIfww5z(w{<^W{V$Ag!rz^E;bk_6Z*B_nz<Q`c?V48hO_0YO2
z_k*AY3eG78X?`+rxbWPT<Xm#?kPv#jLu1;k>sEQSZAz}QCY9mR(3Mcun&oH@jph`=
z9T@d-{nE8!ypS2&BHVt(-BS2kPt9v6!kmo}+yo(OTe&CHB1ghuh5o`Yf(>N!Y-k#z
zks&Vu7^MPkK^;gEFo%-r>U8bXn1C31I8$dv<CglqT=&fXPSE9)%KwkI+EleeU8-Ou
zp$t!>$T2ja`{WpY68?e_Cz3}7SQ@SZXkb@|TGL$Vq1)@D>Q)2UM!u#avNGS(%GbFc
z9&)dQX?pO@pOe7V#18|EgA1jnO=)qH5^xDu-oyKR*hqff35ygRr9Xl?H>wJp`#a*P
zSEfpl=7fg#Pm38D`v2(ZtjxC@&bCq;))q>tIdRA9iw%MSsD1#>E{fL&(V|df!XT+}
zok#Kdq)-7|r$E8=f>9_4(oFttH)g2)gO1&z$bG3L?SX!)M1`%d90KLSf6}|#0889x
z2l4`0ip6Y>dAtwT0S5tkPkcfmS=a42Kfx?mc&q;Vb_jE==w;v)n0o67(v`{4hB8v%
zlHN?Zb%H(-G*hLK8t*BkQ>Ix;sww#&2{2%b@c?Iaf+Uj0_cbvfd!`cZc-tf@V83J-
z;1eVXZWHiODZK{VrnYHRpnpjZ#;vNRXOxh1zrwGIuvZDlPA7aCaEPSe4)N`2Ha9$2
zdHAWQu7~r-z7@t$>>J6OfT5OA7ZFe29lLoGso%ZZcbtg39%`7WPa~y`{p#8D@6F6~
znKTrSdmnj5uRnEUdZ8$Xi;7TN)p12Fa=IHoP7(jRwZ2ir!0LNL1%lrYUr-TaxsS*X
z$Ti8uy;u8EoD`JcZ1ysIiS=RkfF5!yTJR$Gpm6#ZO18rH!>DB!y9@`c7Q3Yb@%E}G
zuB0`Azo6#uVH;Kt08y0n|GK}&-t0ggk@;UM_*h$7I=_Rzq;wQpq|OY}2C#!l;06#*
zr77V~gV(4L8fDC3>y#_Z&kTsJ^os-aF;p)Hy$r&d-mS1hU0zn)YWNf29z#q1(;_AY
zqSP?wFOmNp`jx$Y&z85^ReX+Ji2TZ0BB;24;G7-aWj=@bvd}h@V9v*{(*~;4H)neO
zl#~~X;cDJ4{QWmS-)k-TfS{*x#-{kzRrtjyMTz;K7`6K&I3`tP1_yN8LT`_1VZ@bh
zXkkDl1=l+nOQe`VuHq^sQfZ)Zs6bID6UG8yt!`j?KXZH{*qH@jE|+pOlap`V6A>JG
zY-GQ5_`6b-;N&nMtP#BPH^C@$?NKZK)<W-bh4DWi&%!j!cnARx+|~Mm0-2|u6LkLp
zc~CSJIJ%To&rwnoQ8gqA3faUtbr)f<CGjZmSZT>p(o$HmOG&5vzs(E@0i0n8s>F%z
zt^g%oT!$OL1TOG7@WUekjZ&=gBaDic_BD*Srt+;KK<xp#f!l^bWfapQzkvZxISoXY
zY$z&K8CaX4L)a2hHqgYKs_J(01Qu$!WxNsjG?~(4^iBmxp^E5$1zvlw##Rb`phRvj
zWfnDbqZ)K||5MCR7g(SN627;0_dOdEEpWn?n$~so7ue`>t-k$i&X`}55p;%q@3?2c
zu?Sjv?}U$EX=K3!zD>`lbM^)a*Z!qJJ*P|RQz!UO^WIiRzHf;d<2Mlha#|g0i=1ya
z^$B9yyZZl*&53j2zA_+m`tJ~(2)$=v8eXCv#RAw7OT`Zqkk>H$1)wo~e(q4}DWM8<
zJB=Z-w(Dn-b8((eY^biJMP74h(ED>C+{Kn)3b%F{!MSU;H+h)i4Z;2HdGfo-;8CVC
z#>;QBt)+E||4&ud9?$gt|3912+(LcGrDSAnL}VgTLvz_h+eljKh|)$XN4a#JOR7(3
zF1gI5#b#8xj^xs}Xmp#)sN+)3u}X1LDb+b8=l5Rc{C?;A`^#hVz`WnD*ZcK+KcCOn
z>+|8o@FUc{cOm;vV@_IqbhxM2di=nlqQT=UHlO>lv9~)W+X8JGUAwz2b>za(>ji>1
z_M4Ezx>ft$7mhxRvw2c3zM*?5gL}uOE9KIwcJ6-$C!V*aJYN~YPe9(a5WY=c@zTeW
z_9$7DKyq>wDKn41h~g$Bp!%arX@LLqr8p8$)!+tXs^aU!E$1W-L8nbc!Jm~zWbI8u
zf)0CsV_)`SYay3C&~~(N^6*5@*m(soU14LCk4wzVkty4a^%=#T#(P*>7mo*B+fLiB
z&{**{;!c-m?~R0Yw=UYf_+aB~9J<=|snyX#>?r>P!@GpFgYZ|1DQj9%OCZXgGejCB
zwn~7Im&1)(rRjlr1XGFKN{+y}8Vtof6^Ap%!Ag{9-S%K?EfwK$psZeD3c5I+43W&K
zt3-4Tks#u7b`ujQIA<wIqnq?r_GCR3N*wi@;EpTiSjtdVtHjo+$~0cKmR<Qs$)0_4
zr=h=~<PB{+ROS7*3mQ7@Q$`0PACi+UOAmDBEzNFdI%9M7vTwI*=vc?dctD}^*>^f)
z73RyM!a`&H_J-8Ari^xm*EfT{ot!5{SUH`MI~jiMocpv#6nn+QVNF%~>1+S^wo)&p
z%WY=8{?^o=+4p32l4f!J!MvCgu#)91LJN8+PIC*Q(-~fXmka&bZw@mC6WNPCpsJe?
zyqfEgblzyCHmCk-!HrdiqbD!!p-;r8hsrL`uNxisZgAkZ+~nZs&z{J0*{LE~Vpi5y
zcHTrtTvV^5<@Cb1O9wYqB%b*55Ypb%e<|wFPNZgN=4y79_E%*>!*dp?&SbPhb^Pf@
zQL=aUK*@SjFZ*s%+@bGR+1$>;ndnxF_DS>mRzX=S2)%V0AzfMfBx0CN0PLXxf}i#Z
zsnC}GbH`R97*FdW(w!htq>v6uotae2co9y;w-s00N1qi!&LQ=hj}}uK8KKP<bx(tR
zcDlv4*M7NxJrJ_M=4JP}+Nf2m(CzI0Ir`HzR*P>M?_|E4KK~iaW2-R>iaN<Kq5X%I
zaa2Y)`<++2@65CF@=xN9oc_I<#Hv<fTWv-+3BXb)I*luz14Fx2!e@j^zPYwk!yg`k
zKtVi)VPe+xB?YSsqjn$?9EkXAL%;)~4--&gRsL$W(j0QrVYFrG&~?a;{xS4kaJ-?C
zqUtqMC+V+9mNKkh4RQGTh^XrA*FJOyS3zE)2rvMnGT~zD{QVZM4JUY%rJ|WyH&&Ct
zGW)+a90;w5|IC4Zw*M-1v3AR>l}Jd8m#=`BJP-CfF1XesaZa$1N+6*Y_MVK~;U$mo
zC>C4gWHvc(;*^=jTTgq%<XZ>aeOx(jcyT=PF;q*RBFM?!T1EJE{_>Yw52`%(T#K=H
zT5SL6YhU42yyK&?Ve!=T!%(~=GSNh1jPqDlcJXAlmdtVTOvih78=;$hRI!p=Liazu
zm6B9p+<&4qXQ{h;r|TX1Wy!>v$hj_O>voUdNa-J~!104(OoZ^K{?E=ce@f1O&ik|B
z^`8@VhkDSxfkFcGyB`4*%?zfdBTwIH0jxs}SE6{lo8Udr@1b3_A97pRckLic7(_s=
zSkKv&zHgToWsRUucj3zihMNwL+h7P<GFRP5i$|>7ky4}jl@5)we^}b}<~zUZ)c<?u
z&nsRLj+|jXoqd~n#&PYF4dwG^eNJxJz5X48)AN4+IuHO|>5TCJMxgI?20owEN7il1
z>f-|DL2#Di?Y&B*slfB}mr|i46gN_ak_n|$=h8;f$;E9%tkj$eQK`WSQyA(COdk*G
zAc!@bxboF~3<ytjrkIJ*tgIde)CbuIgyaT2qc!pE&sa_6uGfo41Z7IY>Qw!Qmi>|C
zN`!0$H}iP?sMi($mWs)JTmS0?eWe?K8`5Cn<8_$;bB!BNp`3j9Io*NoO~H@;?gu9J
z>)6>BXIxn!JTm&b_qH4v-lnu*SEK<e{08!dGj`{h)}~d)gA>d*f_on3-5;Kxp?bUw
z7?b&JwoHo1r0t8C>(6<HP@LZUOvtCrKI*sBn;i=Z`5Lmk>e;<l504fW*;7^}xwxK6
zervT%yk~1c(~^T}@ehQzX3d(ct_se^)NR8wZ57!RecxQ6ufOKpqbAF8alnyB=MUS{
zL-A(_AD+~=zse0PC~@T7tbR*+DkKLAU07oU=Fkxao+nmDr{?t#MN`1`04sR`VmX9Q
zpqT#1MIKp%V60-o!Inh)F%USORbii3v{^a!pIGh=Yv$e!nOd>ZrrgN-GsB|bt<Fgc
z^J3;bTaJCS_x7~7-M7cF^o4cpaD(A5bC#a`M0oK*$b8VE*E2%whfq}18@t072G4z4
z?sEC&o)O{AbLjo9HlPvN{-Bm*|I264+jbk*XPXCxH<$OWJAatMNwQX~=-}x_7vyl|
z&L@GkfY6y}b1KI-Km!B@C^Zm$tn`P01E8%fGVScjG+88HgCUJBLZH)dqttw@4wR)#
zSPx)6=8)2mu@=r0=nZ>s<@EzNHbf7u5&6bbhybqXu~I3^)tb4)6D}5Ex_Df<BSE8g
zHR~_P@$CDx;Hfx6uUCf-d|NtWpti(wTj^`&r_8KtVJ|Q?nQ#fAbQZ0Vm7cC!3I486
zN7a)43=LMnbTx+FQMKY=e~wgn{+g2)0hecXbf~&yYUCWQmDs#qg4R9Ra(AfHwPHmb
z(lRyAPJEB~N?E53oI4qxeJGtJi`O0tRqnBF47b;RCJ!&Xx8-zU<Smi;W(O_Zz(YML
zt3OrFMg}z1V8_FRV+A`hT4F!u_}N!ka^7$8f6lt^)o7X$Y&n**<NBiJg%!D%X}jAj
zPJ}zTciA^wYo-<ZIz-*a3+Jk$mJZboJiQx+J#bK`)G>YI#4eUk8pU&)nE8|)(SOeW
zfRiT^vzg)U5Qs1drm4K!!F<VZKoqtLo&;-cN^yff5Qgc#L~ZFA^&wrxHjxa|w;_<U
zcHJ*4=dY9Mg{WF0$2LvA%o{vu5%xZI*sN#gk|X<HRyfy()#vrjU0k7wzm!oSwOF;s
z#dG~jR?G2f?4^%wUxq^Ltz+zWd+D9Z4;yi8zS7(e52Qpptxb(*y`53a&z1hB8(qr&
zxPG1SM9O8S_q!{FhuGKGg@OK`hQ9jOu4tcHzeU-c!`OqRo5Tv|pZ02%hv2+LN*xZg
z!`7peT+HO@lk&+1_o}Q*6dELG26161a3n~@BWk)&i?pW5B2ZkCZC3XLOfujWa|o-z
z1=AD@do*-}JWi=iE53(^($tdJ5i{6mkNr3}I#q{9=;G}K`m;EK2Z1q^TzwkCkU=xO
z!aY<lbu#_`d0ZK)UZAla{SjIhL)u5d)dr3%f`6-Dmvu)1<+9^ID&CegCrhM>BJ7Ep
z2QR?0kd>)n#~)gzohGh-j}$X03v`VYO%;#z3bmKcL7FIT?$ShjZnoR;hk3nS_YR-8
zegEcF<}JaK&lAl4x9w+4quPzm{wLo42x)5cl<l|S;fdJT{ZQ}TmwxQzqw9Thv1>W4
z#$rP~f5XMpGNE1g@dxS9J{X`I4LGv2i`T~20}#1DM{9LtIYX-uB$>j~Ogs$60TfKi
z;z&?C!&(f?QqT#VoTHzX=K%GqZ{Z<nE0+GT+>_mWIPoB_yd-I%#!#v10^8~v)o}}D
z-%o>yS7HqIUQM;JWGpEBowVI!PWaCT2X1X4S$};xRf7Mxec7{d7PG=_afChl3nTB{
z)`OdA5v8TjM)Dzx{nc&w#(mqe1g#g`?>xPgP?+&kR((@b&L66##d9CpUih=fK=x`$
z{>IGHv9=lcB;_2IU=CHaqp9qvjAw%?W4>v?-irEV*$l1v-l5B@7j(xABOxV8ILyW(
zp2z;Cp%n3zGB7$f^LP!B+1$B$|M{)E3cK<UR@w>=wyL<Njo4U=tyTe2O>A8bI1DGm
zIY@*+z<&d3DCFJA2}j~^B2ASrhzKT5lPzkKf+-HrYVf!^#vJ&j2-EFF=pGI9U-TO4
zzQuE)LXz7g=n?DsP<amT`G~;KSdI_4fYD%GOOT^&DhtvB)5)6niEwr#e?dA;j(^HZ
zC0ia-fj;Vg0_b*qU$SWDo4*gL$;O(@j*ow2YD!T-a%h7g9#l=E01A+te29Nk3nQGA
z=D`e+CM-)UU|Ly&7O;E9W~)Dfjbu-a`w{t-Wt!HPc%uPgwc<QUYUZK<LK8FH)p1Y+
z&n1}h*{U2O3J|x56YyP^G0_?b7_8>egJLWNO_RzFzJC9239OGavd*uZtS@6{t`D8x
zB0IJFQ8{_iXZ{Yet{pKa`uCPB+0y;XNcHdpg_||F)qZpGrCWV3PrE(2wwk6gJ9d53
zaM-;^zjpW=H<1_1kqr6#hOq755Jq@XgH&U8Q~vNZ(_-{0MMOC7#>y`igDG9HzX;tw
z|3;X(02=J+X`##7N$z)7y-1m=m<{;+Zpb4-=lag1q)7gy=jmJ6<AuNX690lC(pw^n
zmiRyF7@u`6_A?2ySX1A(2~3%Z!BQu?>k`tsa5K80^M8IG3(b)@hBWAwr(M~Wd$01^
z#pQk`xI!-lZ;THEw5c!y3zNah7Xo{Wc7VE;q&kaPNU$)73(4`s0a7tZEoB7h1WE?D
zsNyPPe0u=1N5k2hbHo|2l7Nvdzdh;aFR?O1_Ew#y(i6zKR3|PPFgm=SsM|ONNbEkK
zYy~F@1?(Pchw7p|^|Zi0m~)Q)OQ_xHh)uft>L2FzO?~%USHppkqlPMi9M9FN5s=tI
zpLjBs;)EOl{I>N9g53QhqZ*aPqJRKZxWO5!(xy}cxoP!o0R5=$(%SRivfZ7<m=5HG
zm&I!{M`Cs9t!!2C+^3or$NYkLG8BH)Z<Jn{I!~+Wuy4LUN%MZo1HH6!u#ph`LL$e1
zay21z5Oni1IgAOrg{P@LUNyRTB_^WA{mzDSIL?#wT|KGAZy#j&uCZI%(y+eO?sRRP
zMJeGD^Z3@ov1P6A+iv1lt}PF49>|eMpDdey@&1MvQ^v?qQ`fF7uU*!4Ua~ti{^9bj
z{-GVVCi~|l3kSaU39H;r%=6i+pD;E;nW!$nX$WGx-byy@b94CQS`m?znEvz^-#t?C
z1B3FiuN!qrFcG1%CACf4OrI;uw)Z+L^5L0$H!FTzpse$MKUQ<6W~W6?te^dvZFh_%
zgF1I}2ivtDSZPUyCw*?kP$@=lB)Xs{IzE7VI?f^{oP~gUt@`T?63U3fsK*Zh5Rz+5
zDrGPl_|9a*4AO5E^*C^qVKj<TX<)mLQC#8zcm&kBl(DqRa@rjc_C1lTCWTs(s$YOx
zPzM*4Oi~&g2xo(Ygjn?l*#d(DbddINq`;DwKwk7Kvi9Zw+FHRK<=+=9{cPZgq9#`(
zi7p`lRYG4H0+?^>V((gBqX>Ibe7~03r_+Oz1z#aLll82tI$fRNHUg?x;W!k|T){O2
zSzV-6KqNuHf)rrb*TD2Nip&aWCa&A3c_N;Mls>F_2)EsJm)x1IZMhnRC2Aty3?!DD
zE_m`15wx6TM7kAt!5uathh4%|-M;{_Co7*{4JQ-VkwaecR`!_SJ`@)B)Ecki(3$qI
z(EQkF-9n8gRmpe8=?v44o5aY^nmfYBp{$xqXDXLW*F3^};w0hjs-l$vOJBOOrmMaW
zz2o#af0Ok}akEB2ua|XUc>doq#SG$??L^~|?3HW1*$x>|S7vH@5_c|*-AO<NxJvcQ
zL{q|%%^_RcKh$C(;*o{N9_;kRq}N=qb_q>XW!Jme$q#1)rwL2raIoH~I7i_8jT9KY
zsRCw0uu~b}N_m7x<Ue8|@zp{MNy*Ly>Qq4)ivmVON3dB<sm{q_ckwe&9}zGd=ObCS
zQ{u1^5FPQArHbWvzWKxEDkG{WH7$XLpnK4JiEake#G!4zLQK-gzXazj=m>M_{)Z(G
z@r_EEA#1wpXrfE3`{IM(M$z`|EF=YvEIx5hY%eT|v*4l^$#&Hy_BQaZ8c}&U(qV57
z`mW_q^_E-cp<oQu-ObKHx<LTBqR>DKUnM~cv>UQzZ&+k~bP?PLFg^hI!B@$5<&H$K
zr_eSyvWx<xx8P&AN<P}fk01v6n~>MuimS#IWCUlEdT@=^=6Rr^om!|=m1nU4VYyc<
zQS+``lA6a9i!dbh9h|5QVi@bg1!K=4UcpC(2&48jq+)rEU?>l?8x$a=5gj`fKmqr6
z!hCBv`fLNxL`i*n2c?q|G@u_XVtk08*$stooD~j`sbnFW{ec24hvVR<2{iJeUrvI{
z_+Jp{M36+NZp;J%Q2xUsvY{-|4NRor6S)c&4xuN|z&K(pqCSul3)o6awJ4-ksAT58
z6bK#y7!4Z-zX3VRg)0kmI9j%_4DjY1Jgx|XE(GEphp0&up-X9jWKCNKTlG(X1<;3C
zKMv14A;rn&cNzk69;2?PDxeQQ61fA+_YI_S72wjWQ~@A>gEQD;Sv_a~1LDQi=*Z$2
zDo><kNxUf)`nZrYdjoU8%1IZEx3K$6E&H+IY$Koik#e%W0w*<M$RS%>BG`lDh^7N*
zYclc!stDc<M4Qq`2vLax61kHZ#S?CXQNzjQ4d08@f-ki4;FDjGt~H(iw11qP>mSqQ
zX~Fn*cRJYk`V+C~dBfsLU_h`^K)oQW2P=g{iUyh>2UbZ8T%AfI>x<Yzf*}jU0UMB@
zrZN_dtnEisuSpRo=g(AtWrWhbMVi&hUNRQ!a6STYcvU2G45^m}a>2b?$ngc=AjvXQ
zb-l$R5CDL}F;toZ2XZ?_ZPt;)GA5eIC8=+2Yy$Wfs1yenyPJ3{fvqY<plIMtz6+3z
zjeSmmPRjE-ye4{H8j&ZtO4e==hV=8t1fW{_fu0zwy3m4C%2Eckfg)DtW=eusf0OJK
z7&Y+6#qFGfd(<5;W%@a4JhUBjMXDnvVTawes~2Z+z9Gotxmc;*<9Q6B3w_R$idABi
z(1qp?LnR{i6o?Qu!qLJLz^6rlIW@p!ln&mLp=e|*SPfvj!%0LMX5t|)O%PtJK(e|+
zQv+nb**k`nMo=|?KN38Gv4zbED1BS?mC_t|Qz3#JW}=OLtY>8rc+*S`!T_{aA1mN2
z!~v)P)&yWP=OD2)-<$%!0ZU=d(|1Rl=~}&j%oX_tbjL&w6{?d^vQ(>r;$|v>P~L#|
z=-?XmO;Q}&^a&hjH%~uM#th|Kzaq&#5G8;NA;<|@MKGk0HS_ulP(#TDJAc@!!lyW|
z5B*>MxT?JZxyGMGgj$}&zmBEh5;O-^l1cN)^VmiVtqKAPl8|IfCs<a%L@WC!4pt_D
zo*<$NS(nDZ3(TPuu^8YVO`sBxbty0tMS=eoqUIr-I42XpibA$PTQg(@dXpe?eLQz5
zIA8J#5ok9-8U@@i5P<})V^m_i9}oZ~au~`49!IjC947_pJ9?g=uhz3iBOZt*nf!S_
zNP2S+Y8jQ_7x3U?3G2ny#YWFznF^d7P!6$itV|QbM1zO`6d+bC_XJ2x&su<_m`ZMo
zuv30^be$kT&t9HdJ_CH`KaP^nFDH-wZ7<df@sHXx;}a?9%Qg-*(p`QaD_?l!*?IiJ
zzWL_bwZ?Ln`lWTy`o`d68;$LhR}3VoyqxJUbUKKWD*!hO30Jf!9;FmMK_afa4Lldw
z<jQuFaxz?b3M$wKj>a$z(tIDKa2XKmz;U?@Z4?kh>@NuOWq=H%@WF>AR+jVW?8vhW
zk(Q9ifcaDpkZs^3^8kmH6r?5OE>@KX0*oGAn8(-g1xFP4vtKGx^{V?6wh&1foNa4@
z0&=DV4)XyCTzT6HHVP8IqhrwNL0-hx*AP&k0I?b>s9TfY3Z%o}d*a(7Emb}|<*lLQ
Pn@v~2Z>O0ye+~W*F>(zM

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/images/image-14-Business Meeting.jpg b/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/images/image-14-Business Meeting.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..e267bb3ed402a9c926d632b15c8d091721b4fa12
GIT binary patch
literal 84075
zcmbTec|4Tw`!{?I#xhxwQOKGwqsTJKnnA-D+bp&ug_0R9)<O#s)nqrM$uf-@`;wxl
zd@4m+gfUc7Nm3}XB?<RA`h35?`@Ub#AJ6mXHN(tx%{A9~9Pi_OtY<5)R|cWA1bat&
z2nK^782AURyoKx_aZyn*QMkC6n3#lwI6@LBCAnseq~ba`8KjDmnyQMDva<SSeI4~p
zTQ!xHQ9ICE4Gb|DjGB&_m8p@XzA?r~a1oe<goNZ8Nd+k>1tSe*4Ws|hKPwL)S#fy3
zu%9q&6C@-H6PAUoJciW3eZpa@KhVEFFd<<PxTu)81Y!+1p<yi~1QQk(5)p>OMMS{a
zr@?VZL>9hI!_Y=lj^r=4DGX_pka<m9)3)xRJh}VFX5)bHvl58)8x$0kw6t|lXkCoS
z_8q2X=61Vq_6~SQ0>$0K)609ePvC)rL5G5=w1~*4<0qnHViV6LC7-`=k)D;!$jQB&
zcZJC==5R|&%gQTm+^lc7b-S_YPRpamt!+=*pFZRD@O%4Sy?)dGap=?V=aDa8N5`h7
zXJ+Sq&i`8YEm#)}68^g^@cegS|JS-?!McP*M1)1e1nYtcod6GESrNE~q3Ajrl9+#(
z+$N(0aineLwYrBAn#SZG@&V!9i1nK>AGM|gOIuyp|GR~q{r|PH|1Ru**3}P53d4Z%
zgk>RXsFj^d|M}wFq;qUG@(B{A$Rc;+gAF^7BrF_BrbARVqZ=<$iXfbzLE+LgLaMF}
zHZLIFtQ2OCf*IPQ!*Gx`ny*@459M)@<P$90?lfu`PJLYpd5A8muE1>-%8g$~_d&r>
z$a?Zx5|+ynVdth0g-CQCxcXX2@=zj{CESdxCkheK!7L#<To2L$pF%=;EJ-rm2dj-5
zb)p+$rI9Av=@0>p6OCUNkH(>p@mQ3my!LxEhbSCetjznw1P8;wEupyV__YWrlmeIY
zAeakY$Tcf~XK+6WPFN`xrHm!g3a+of5elIDlE5VmodgTP>7!U8#mEy}@V?;I!PSCW
z1$R=c+$BVE!l^6aAi-zNIHdt}=qReyJfll+W;Y$OMWgvdu|q!|$F({|tU!K8R-kL#
z*yb3wN81(@^{vM{?$2UsJ!=RbWI4xo27@o>O!_tDAp+eQPtj7cB&QB!vO1SdhfpkX
zm#_<xgcn8*qU%3mWo$Z}NM$2jVW!Aq6>2bx2&1E^Se9r{9Zo17K}1{h)M3v7<=M$0
z1M=Y-EL)NjmL-C$Zv<;b2Bgi7K}UobU7}Qo<U|+9g(cY~L=>gsS!9@$Pyr6w(X6MZ
zAou``?n_)<3s%A*7MyIWgr)|!1uNvS$V2fcs1?}=grH%F(?den8aWsu5LbsnDOnbX
z9IlTNikBn_R1Rq&8`&8WbaWV&^MC+17l<&--t0f>b^<s-aa$pQo?Vdfs8)#FC8UH!
zzb-~X=g5?@R%i#3QfH5b21u^pt^U;m;F%?mHWz%*fR27lqKksFE^vSjk?gZ**qc+v
zD^O<Er{(62E07&wjy7GJ9Js9Ol>U46*pk$i-jJ-@kEtr@OmN-T?B)o=`lq@+X|9aq
z3&E@|w4?x$5L+M{RyP)IN}+z@LT2Xt-gWNm1OsF}0!W33KG}tWS@e`!^ppt@j1W-(
z631#G>jMA|jh*OFD}*F>V<oVP0AvV5dz7$XZTet&+GgNP$i@jLlp*@}9d#D38+#61
z#79(cfdp~XBmux(8`Ub%gHSFVu8#N@bu0wrOoUq?ft?7H+7=A(mO|73cL2jaLIwy7
zNC02FKn|A$(&7_^v0QK+&I2k7;Wt|^?)(?t&Oo1r*vCNH0I4Vp5e?-PBfpWbQpl3a
zNTLSNFaXe6UO)j5Lp>!`TVM)6&v~3p1>kd1tqP?90-&D-wkiGOW9gri6KZo`Km1nm
zs_@D^Wdeks_Fv(ff2y8hJ_;Ne0H$r|SC^4j_PHE~(-Pi=3Al_Tqkuti1eOGCr&9n}
z@a6$mTuH4Ep@8Od(VYL9Wh=0M8!T5S9;Hw)`kI}9J-bR90xme4o8W{8ya6x;*8|{R
zm6A|y3K=R!!stE%V+EfVr3MRQ;!yxGt%gYo0PnoD3>Y&C2{C|%#6_uLKuN3C59k2g
zB2XF^*|=%|OkeU^2Dr;rGXM&Q>j~(f72pGgYDIyQM7#bfgDwTW-EbAlt$N5j2_UO3
z341gUy|!?0sS*}oNg!Qd1ym^rNkmfx-@QsE0y{{X6-d9HD5T^}DZ|7AT!XbGXCuc@
zuts)1)ex(a{)n^!$*VkBirulCoHOR}`M%Ws;ef^!sMdZ3>f$vM8plrsU4OlBPjC~l
zZ2|7#v*k4O9U=xB%<9Io*a<cq7!EM5QZUzw3Wtz$qb`$fNZ2NKHrutqMC5ug5}?`u
z@H%QOqn@0A6&Fa72*Yv(R!9^@Q!RL~U?6%?fMdaZiuw4U){^LeZUx|nEV@^h4vtAP
zAOZUcWXJ+Ww7N8QZgw-Iz(Pa;Gy~EY`Kzr2Q2`|bfv=)lAcocVkq{9b#x%r=+Xo9V
z$UGot0qg*n1+D=QvxpWT2)M9dokD=TyRnaf<jDI0hk#oZC{!SO=&#ZM#?gP@quUW;
zf%pZ7&YoTMO{@NZP5_WQt|oQ<kGt2u_$_;N`P2@zDUxs8tKzt?RKH^1sAXgC!>0y=
zRnWn;?l0iDZ3KopISnnfmV`qhfji{Duz)8d-qWR!Pyj~-oyfI{C2IeR-(s#10uH{F
z1h^SS0Nh*#u>ha})8^7`5kPq0{&-5O9500ML9v7quv`wzAr{#GU-Ab+hl6vm$N=D{
z&at8dbb?|LA<^JXKwwzFssOvdT<MS@4vBzJ;9LmRibP-q^mC4d@B!K;3q&qhHMnE~
zUg)p+0NE!1ts#LH0hJR`5Szh6I133@aV}z2hA?ngp%|<X#%Tph0K&zK6gQ(eETIfu
zmkZ!^5>pgOvJVz;rSSD%VJncP)PE2v|9J(HwjTEXABfsEj{gxrw2dw$KX&DOY?@z=
zx`}c#T1vhHC=dk*5eXHHzAHyf0zDzgP`P^;$^AJmFYog>nI0hIW=C0Yjzx$V(W5Ue
zp<6aAkFs{z=5nU@b@48!@#350O(RPeWJX;VEejd&_OkLbojP1qyWhkO;4JPUrjRjt
z<LM}N?^+V&lA{%Bar2c?yw@(I`w-8KK%(k!VUb?!>NPuxzl9Sw;7CrMXWC{buQ##u
z=?ui}pJJtJ#OB#8BRF&2$)6_|yO#>z&w8I~=VB{AxzR#<ynlE5M`-S(cPj;+>|V+P
z$ILPdu+@g#B0JaR=R1>gl3t_~<7g|;!Jhj!n#-<7Xlm16DS0)hz1bgy1m|XBt0^Vv
z1iSrWw5>Z21d+V_I#uA<zHb&vLc<t$_WD^9-M5C{sPJd(-1>Fxg}tUdOP&e7?d<x(
zc3~cSahnzDx-SP!n|_l&Tb`6W!S~ibIM|)IXG=-`>HgGjc<bYr#0+!jq9HcbG9{?>
z_afO3!;|~0%3HQurP6GuxnFhv_(WS_S-ww91LG!`mbcYfLaLTKoDU(}>QcfIuo23)
z+LlMT(;pT~?pR;fk0y~zn4D?2`iNP&Hsz0Y!B1*jW5|tkXXn%1<WwtYk$ve}gtEgM
z?ziN8J?-U>HE+L3EOooCM=y0Rknczbo?qPjVF1H^7B`{veYvIR9r9z){ddT{V#cOn
z{$WdxZ0ZVPxhDcT;_m38w=&YsrV8hMOs#tKiz;=mpzqH74WhY+!_6-WrTa(B?rSZf
z|Dk;0M(*?Pr0x6m;3Ua^MtPF)hBN(^cSo$p_Gd*cP0o_!KhWNPlD=K8%VXqRWUKC;
zLk;Vt1K1Bbcm+Qls-utCo5`aRnOk)<k-N=GYYMi+_6^1dmEv1|vfB%T{PokfxL01o
zpL}JbM882tNe4w}KAMhYhW?l-8mcLGr#!~;2lQV$N5|Z6c3OeNr{+xhF5pbDR;b3k
z`6q)n+DEt_>anbvGkI^-XjO6Ur^dyhORT1c_gpzCN{4b+pm!#3w&$K(>bK$Q%m-gz
zcxmxGd$Hv5vuw4<R|l7}fN-8-9t%&<k4s17B)@q*OusD^fBa#!SA%RC<8{2}P(dPd
z$gX&o*Jh8T?juXO!#bbKXRw#vuk9IX=;daLX$x6TeXij(9g|Y~mG^W7@^zb$=f8r-
zrHpca6j|1r$_xM4;u+b(e3qx0Gp?wOyTkn6s*aRxbvzIWLau(%9T;*Z{fNdjoM<+t
z30QqsFb75{eOHEaZbn~Znx7K#8r|a*U^pML!@>GqO@Y{R=eA=M1MjrwPCsQweHh7S
zj~+UGE|&Cj8;yq~ZZJOc=)2o`O%>f`9HBB3?`6ER1sJ0EY_(DS5te??C5=(H^?|(F
zPfQ}J(f8U<!%@QFC)|ClnCcB{u8h1m#6{gy%{g(zR1X$@`Sla7THrpy{aYE}AR~$W
zoAOV4!!aa_xB<PCa~j?9=Cp2Kzaidh%hDA$+RkVH<b)st;+uSZYPqI+wsF0ME+c&r
zE6|~Rgq<&o8@z!huMttT{Y}2GfmbTT(Ayw%KjR+;8$Mh9v*%WK=oSSBE~dpw_x%eV
z5`4}cHtHNKYVMg}<9tAY{V@VPsG1{jOET88@(DBeY@YA)MYRSOmC^?4R@GkA1%%fc
zM%HU-cK+9Ew4SxPjA>OIM86Se=`MM$5blle?#-)iGsaGk(l$)!{xSGcR=Gu7m`kWj
z=udutOR}BTt@_$%=`mvJM@y+5CC3+UifXm_ypHxOrK!B{bs*h8d`)!N*$`Vx80p+w
zr+nfjhcJ2-@4z6XXr$zcv`@Tpd}fDh0d<!S@^ea}V@iV>A#a<!<bM7qE>`LRXH$`l
zGSSFVdUm!AeJ;X{gtz;Fu3;DT=bh|=pCHoIP=~nQI@R{?#`;<`U;o3nyFmqQ>`X<$
zvf;B;Z!!){c?};mtB^Cmbjd4ju+sJJIxerMW3nkr%*0L`IYkmHjmbm8tO=q19+uyx
z-0U&u_Swt(yU7!bXf3yq7&zCooL8Y4;h8Z-d{96m>dKp_n+S`_`?xmvcerQFxCkpI
zFhh|K_#fTz-w?H?gT2gJYdc$E?cv_d)>eD(RG{a_+EVc{&vehs`3X<c^LT;V|6t;V
z4(cq0S-<e|@GVW2`Qyx4fogOX=wsuFvQq`_|H!p`5f;7iMY%73?us?VuP%k~t5_(Z
zkB&=yP}1N?YS74R*q+bt$EmY`TNmOf`Pg6)&9ul-BE7(zA{s)~kwc7T{AqYjjT=vj
zyzl{4644ocs=E+<wd|dZ=1qHQ6GuB<<u3DjDZP?;#Z4%~>f%kDF(xQMrW4atHq(K^
zK)=yV?0Dcf325j$KdBsTjFs*%FGdaqul?3tNab{6Wjau1CEZLY+LSArC#6q?zI8LP
z5%$5b1+HjuhXqFRIQ315FhL5kR5Et%P~-@YHg<p<PV`$TT&Mu=0x6S;F51CDI*JvY
z>)i;AueI~Mv<n`4c-Qq;ZOV7Qq=H|I*r?D;A&0_I>h5I6QM|r`F(gGgG%%o)8x%m(
z^4agAVCez4fwWJ4+ZDnC=f_GoB2CN8<fzF|vWWIpe%&sc5w0mmeuv_w8fvR3b$tOd
z1Br-6p5+K{%6KePaC;L&&l)Ly{t)IfAv<`I5JtyhQV<FK+@o`Q86(WKk2(x5YjgX9
zHRZ9M2g{U)svA4pb7FgJbqOOC`E}*Pe)W8xYnd_8+*TiS>n?I$yJ3e(5%R_@-MTZu
zLM;cF4GI;RQ=Wk%3AsI7ycD)Nfh>&AdZu)vq`WPZ_RPdds9z~VDZx!%ot8i!DQ|c2
z3G_HH?jo$9iz{oz*T2zR^oaRqv{I$w-U<}i760^3h4`7+yHUHxULWpdq<Zf`=-TJr
z<b9$`a?2F?zg%5@R~1`NKUjgjI_*sjQ<ducSyj56r?w;!a=S*-p)Hd4%MDS)4RV=J
zrFQae>MZt-8!Kdxm3(y9tjpt1%=X|9*k5%!TK^0I;v1b<$OmPG63Rg60!X=!^5TQi
zt}Zuv?MiKpV8;FK-t+Z?p0Pys(c-9GE~pYmed+^#Kp{}Hdqs5Fi2#o0P{KL{ng!sX
z*ovY#2Qi2m5w0BoUh!&700jZK?CgU(AQTt*fXauIjPb!Nu|yj)3?nE*8aWu|ELy-6
z(GTvxFpUAcFcb#@2`j@DLk@r|T3}c`#vtOxQX`y2FCRxKYEu<@oG1!iLfQ6I*bqZC
zcx__`zLNBXY5C#=N92hxcNZ_9n0k6ljKMsvXzVoU@}Y3fz3!TK&-IIiSNk)Hd_qiH
zA^jibr28g&hlQJW9fIaq$1$HyA+7`o-GH~^^-aggUEe|^ZoV(sExJY0cczcC=iUkK
z{_T&8`xw?HSLI)x>^;X&on;E!8@Ia3$UAOU7<Zd_P<DL-4B1ri++Y(|T1tI$hhoXm
z;uA=ygo$O{($%Kz-y%z=Gj7W(hPjB_n}{TuXqaq_a6d=MaWRC+A8e!M5p|OdzBJou
zhEYsB89hSz-#f5IF5ZWgym<)&nqu_Ed_(}G>nw~-dRM4>&{Q6jl$;PyzKLsAz|B7c
z<f=csU@4E>s?AMRjl-2|4CczNPwb`YR;71nFl0SA*-WZL_OWu|UK!J%LT%Ohe%ZJ<
zdA~!0JtCh}XcDCgmOMP-vIG4^#N}4s#>@0l#pfes9G_&(TU^-)Cq+2Tj+bzCS>}@`
zBd$jn)Qa?uH$47j8Ta`8zTbm!vsyL%jfQH9Jx(7j^~0w74m@J^=7)yppJ@Pq%PHe>
zOyH>{4W<;Ae<=(h9n7X<(W6*)LLb1}0YG6_WRU6y7ljue?zzOf{>^O?epKgOrD3L)
z6*aymNhFJuPuW3<V2V6l<6g%Xs?r#W54_t`eublly=ZJtO(?e`3a|h`0vpP`!W8DM
z{nO=hg^7Z_DHU$DbCtrb8%ddQeg`n*-0j?<A1teG%I&~0Lov`$a7i{nDPGNqnI5Ic
zk}xJn;qD^EIv^(|k*3H0V3ZSoT}s2m_c=Yal>K10KKh?ymL6_~%)*j__*)w>e|l}S
z(Yp#py(M1r*E!aA1r1dY7PJeJt!l#FXC8PT;i1OexygY5H7D4I>KgFV9(V8GxcTkL
z-s5+^R2v1vjFejtje6YfTp95owsDo|Pz;0ak@rda+ELx@foW3f6)gq^KQ-&Vcv4;g
zZys$SqrHRQ&<AzrDoO88zS^lxi@u}Tyan-uu#It|RPX(#zNVzcfOoV3FN-kTxhR9q
z4718j$6~*z-y5poeo<z+ZrZ-<{p^%J?tot3r-zk}Iw~|@+t0VMt{EMetC-xbD`(xT
zd@X!5E;gmvYbHS@SZdO>rODKcTb5H6G*l3OxC-t`b*MIq2`dcQ=@f6#gI`l?sxo%h
zsd28t{_uQxv8D>G$|5_k*;JW~My`jV*ey+)8cgxJ#b$FQ7Y*NEf_K2QF#pif`^B7l
z{^>I8y99swX3F*%oR~FuV35Bvu6c{}$b&oIq@1(myf2w{`gGmOTWiK{31a4Injl};
z2QS*f`pWjc*U`jyV~-j<4oa^t@_Bl);bnx&j!Un*{jXj!vl`u;@!hiTfEPBcVT-Hy
zI4&ua={#Rn9LHqmMv2T2w~p<pUXM0DijI~Kj8m+-dqUwQZDcB~zRIG&I`M#1mGk}C
z2?3ag8n=nSmTnuaK&8h)1ta%v|ICz{VlP1V&NIn34vqV~Qjt0^5LN5mq7{ML7Hj9o
zl$s>n_Q`HGESHisQNLE+)Vk?>P|A!;2gHN%Sv?ZP80ZhbBD!LsJYx!brFef_?3Ngr
zXIl#Ej=iV9v&)gUrwrsP`SSPoB(Uu6bUPBHgj6Uxgj(RHpJVf;!(86EXlF1*EKXqN
z$`VF6Qdk+zJ38IrK}E^n@RZB0%hw{CH?|(S@_H5-Gx?R)gnN;y{$QSUyP3E<e+7~#
zjY)swqI~UzpCoEPHzCVyf=Qe%qz4agFgzK`+Nqm68h0m7m&gMiXW2bm%rMflV_TkX
zhEdVrv1jQY;==Chn%U*uQ&tKM8+RA#ENY}-Z>~V0%kJQ7e7B;75tX+-Ehc9_Z|oev
zgr7GIHDxtcus5bpDDAsB5Et70O!@I*tLlE0F`1jbMT3}bYGhoz;LYy_02E@?4nH^6
zPAKhs7#XX#(_Q&dAvRX&l6qnN3iR#m{Ry6w{^Vl)ZZU(32PaAw68jRk?|zd(qPq7t
z`G&NA2@#!4%Ltx7v;y@KBKO>|{>|SlW~|%rKxORSWzD{t?Fq-@mfRB`op7j~E}b}U
zZ2V7mHih$Rs76L=uk;GU-S$V*%kMr{bux71V3>8YNev^)<WzL{7lna1-PC*A!s9M1
zyEni8_~J$7rN?vfxXBHDw>SStdX#p+I>!zqQ@DpKP;Tl1X<}Z@@Y2tQPM?CKjn%jx
zm^Ynyy+*%u_nRFrem9}~?NJD~)2CW*P-VPy1v;nE=|u~Smb~v3YxQ!lWKsF@+qT%A
zq~E_^k$0-1&9=@?{g}3%wEp7IG;nIN?)jPq&1zF$v{gvezVlPHC;p7t44OV%-uCj+
zqsEAxPjr4h_JgtZm6^Os7qUGaXCD1S<$h?Kxi5b)>GSK)pZM;QBLz#G7qNq0-v5Z*
zQc3?pmVx)Df8=($H8xK?v7(;NKh;}vIYuRfuuWo5DX#L;$FGdQBTo4iX*{zxH9yRI
z#r{#Bt9f|OVoel@q_*a5_B>pRTog)k&|G4}+Gx>Hl7$UDMQiq`4XWjsSsEWMdSI=4
zhF26G6BMBJ+P|-u`2%jk*H1*G99GNO5^S&o)TTn5&4OY+k8o4^oSE6#Z6W-tkG7}8
zq^PxIFUy{^UKqZgL#}q#Gk#utFQYKI#v%GsU9E$vQoY*r(>UGeAK%M>#6uP+KW881
z9-g@tqp>WEKRUcTe#T=|6WgFR-4UmI;-^&YpP7BnvTL2qv||$Ab)+|b$gw?IBZD7U
zmLL0M+pq!^hAaRK`S-6tohE<EPsRogXAX~>fc!JpZGm#}&as69pgvsdt)zEfaG^rX
z$*@0boW?Pa-n37P(SOWdT!D1cpEZN)7@hI>cK^-VxKPqkrr4huwVZ8LJu-)kpM1R4
zyj9|?+q3$Bv?+Vb%YQ2Q_BqfpY=M$|Rc2o7v(vc2H|s;1&kyYR7A9QOa--&2uY|>s
z;o9Kkj`NFWGe$Gw!s2vy-jsg$Z8+L)_qgPTsZpKJZZ6wA16Lr`Nxv^kSH$KwOtYw6
zaiM42PY0+ZW;vwUl+aEEiOGk}zH<l?(PPdPUEgJ{{-^xRqYd*owcY3aPnzv4O?k?p
zrMRloG`i+&9~or&Jv$t*{Pj;cE@k&(@pSRH;Wu)r{+BELU+2g2g4-(-9h;Xw$LhS%
z1o?evLwc9HCE=TO&|?0V#KTARqGJ3Gw&aQbIiYt#p72sWjqEP@y>)Mm`OKGsmlcHW
zx{vd#^jIBIn0%vTv8_2!A!o7MhMkR32uq`FH_;d+)eU8=tt-0(#q!ezJS0?ZM{$ha
zPmSA8xm&i)6~8#<gTO5fr5gylpK5#JBYe9W@-sqYDhJ#=al4w37S_iUJ@WegB>Y(0
z3Z!1+<)+i2{K`(z!o2r&%i&wfK^$q_G`DI(J#*9N>u*XC7gQO8G=kj>1-(FnXda98
z!pbfNOy3^I5{(BvH%Y<-H>CLC&S~aZ@fSC~i$u6)OyM$H+bh#9Ts#`t=d%fe*dx+=
z?HaBSTX{=wIi(@EFofx`xiImweQ?)Dl_bmH>%S4aPUPT#=b66KPoAZ8vmb$al9HwH
zFWf#c=J5&YNym9LU6hLUfMgD`n2@Lz=~3?JpWu2)_ugD_;og?^@}(THd7LRVL*}FW
zu@jh}%a(V~>*}sRK`qwj$f@RP6Z9J((TaH97|y=^T4VVu%Nu-wC&;<JTn@dVzKGQP
zg|qmU0m$2(#T&VdxtrF0&Ih;DP0$1CEeEHKfYUVB*U5ZD-am9{k<AfJ;oV)MQFJJM
zk)3|?$x^plha&qMMoAsKX4t9C<4~9;?r{qZO9pTzj-yUYW87<r&!w#5=Qgj&BPrcw
z5_J}c?c2B_-AohM@oikV7cUzlhZXIeEvEe@3p?FO#qO;vWGvB7BGN-yPo0QO+O4z5
zBl`&HFN$BVU+6nFoJK*h?mMGYqbv;W=scJ$7Ur>L%4U-EJvZzcL=fSgGv}*Sqvwh<
z&l~B5Imml`7w${1m+>)ESjY?xxJ)n85o_L7C>Cp`5V5JdRY%_ar4?23Q(v0B{((JZ
z1=ne^p(tZL#8xkD=`a_4nzh+UVvxM=wXnAxunyywNX4X`B;S)}CFg0>JaSA+8nH?J
zc<K7X?mI)datJeT-)ud4_{{*eF<G(fb70fKJ<N<9CJvn}H}c?<7yAZK?{zO0A&Y{G
z-(3H)?K1Le5^)ET{fTLHRXSjKYz>|JrN<{+O10y>;mK&=1l58uA1s+?z{_j*h`t{3
z8O$>?bl-#*KKf{3dYNyJQ>NP+aBM`z$MWIsAv-roYPd`uzaf;Dx!kd*>YZt}Mcmyb
z9M#JTM^!<-8;VZqB(xVzD!pnN-7U8?_R}>wgDhvm&J0xG>(e~T_HosBNynHF_BDGJ
zHGAZqZT||Ivpz5mi>$Ps>zX6eOejFJf^rL%>%DdrMS7W)tU%TBJdFi-aEeZ2<HJ(X
zC-NIjHsv=+o*fHE^V^rdmi8UypvEcX0;@R)tVY<SloGtznJ0&L(Waei|7=M)vT=jZ
zMK{sn`ppAnm3!8`oOpI>Pqm-JyN*NNwk|jN7@=#oFpoEG$r5Ef6GKjJoh{jTnEB-0
z7SgFMlpF$HR(hI2icaPPg}KT}QvP{{{%{cKrx65{B#}%VdX3n36XA8?Tl>9_%o7D}
ziw3i$r}JXTBNujO#_-v`{Idhnd^T*<0b~2(+;f6f`8nt~cUp|AADnc>_qjtpElxd_
za&FD)@!An3%V+f(s*D)HYlmmg{-G9km{t1O{zS%T@-BlbB)(9m?0Vc=t97zV!^gMX
zZ1<j%<nzbuJWsLEr>;4et8LL;Z#HWGvy*W9GeX2REmFCv!YP*Gc#LrOGu^Vz!Cac0
zyN8!@o4Z$*zHck(Wg??E_Zw<qNq0UM^%}0)WkxWKJ*vj5-;UTWL$G2s5%5*!J?$nT
z`-}H;U+yF)YOd!@_Y009Xsjm56-e(c#RqNZvj@HrZcS58_R7)HIBVzg7QRu8D|k(Q
z`}BRm&lA-KiM-3fv)u1_;fisGveIu_SJRFl;mDJo%E^b`6!qon`S#^@+e6&%-V3t%
zdU@ofE0uOaDG0yr^P7xYZxW9<R!gHyi~9|R?V}rLBwC2zpjEN-u0vOCgBLZbC5e#W
zAWoJ_IC5S0r=iEhMREMN?bV|XhB6Uvlevp}dRGmdZ~N4ZM9`Hvd7H27`Nmjd<K<AT
z=T;y187CKvT2zofiKP6@l6EI8s?V0LA&q+8mh4GJeaToLQNFcge`~4fp+;Q)jB~qD
z%N6QAt@{ocQ5Vj>@ixJA8t!JpeevXg=k`I~>3olD+|Ho&xVW42ed_MB2;Uc5&+l$q
zM~-__+2HeG$^W+p^V!jF?+c$?@J(yTHW=>fXs^2XM7z1TP|KIB%J_tLK&Fact;Wvz
zpO+V&Wg%+cS3Ku?l#Y8G9LFDsM7Yk5*{$t%a>T+3IcvwsT#RH_Px@q1By}DxD17vP
zEnZ~T+Z%5{R+w?Qln%+W{L^qtW<XJH?#+W55+kK<cRdz+&n?zVq?PoPmn2AO=fzU;
z_(5gPbU()PO*q~Xl~;()J+!2ErXlS0Mb*R-<+of~+SwcRoxkP@y(;j~-hsySQbcem
zqBU1f2(*la7?M0PT@-~R;nYEYOVCndXMnaEm~BCExJXG9n?VMhG0+`jCkR?(ICTUZ
zG}nAk?1ZG%R#|Q$Rvf2|4#tRwD5Fi3{&BHd9xY>!(Q;dkk^Kqi^#x>N03D8IiC`G@
zL=89^Fa_vP3oZ=0b8NZ@2+f6O5GSL`IzPzco%6{&giqF4I%xkDGY--S2kwU_H5%5T
zz92uUbujTK`Sox4cxciIkEYoRZbl=n+0BpNw#c9Aug<!NF3F{5C3l1N8G_<yQvy*1
z?Ll-fJ6`Md3gmqzC#Z7I3RGoHxVigzMDXG0hW2sqdEx9mJ9h2wv;1Q6UAeuIZeRKd
z*@9M*mGu~w52n|u4|a){%z66t9wk(6BV@Igfu1kS1vzFTP@p`%86};ZbpChuUgfw@
zFXIDYsF6E(w~5x^lps76X2$BaftPj4>(G+7-6gv>KeIhiX}Hv1728|3{FNi=6QUGW
zq9mb7+dob=u?H;2{YtZN`?a{QdM9O?zrASc=Y1cZ#oA809_vr<w(N~Xw1cb({N*2u
z_*mUUdL1oLqo*j46_O0Yp*YC;WF(1z`meIo5up4fDVR{g3JK)NAc7}48Vnx&r|Y?v
z+=UKSV33E-8VVYXM3@ab5i1#Yhi1CS&pQ2x^u+U)#)NYLn$I6~E!&C$2Vor0goRc|
zaWpZYi%b_ZbU}^J5G!d#lbdgKe#A^Y-{F2S(}2rS5#!}@f`N)fkx$Qj-g#x)z_p{2
zhgHUC$*ObOADM^oQDBf~Kl&t@gcsj9$xm!B{AZyQQ9{_vrt1=f9SKwv1O!+j1a6xs
z)NR9INmQ>ueQMm@6@4qvxD2nVFMObXqw1Qln7gJX_*)Y+neEvxY6C`mId3>78?Lxe
zPk(LPowZ%Jo-vZkI`lGz{Ry9J)8Ua-Ww=lw5lcqVK@*1+Y@M8Sxj_q(H*z=8?UKA5
z0*a70i3NDXtw1CCsK&kwkLr{lYfStfK8F&k6m+ocxBDZm*M%ucB6%K-puLC-^|0%!
zc9_Sh2c{a9x8?EI888DWsRq3oMiQ~^o^b*tX8GmF7yUV1+gE>4a(3^wWh>sT4Xmou
z|Nc><^fm`Jl#i|-d(bVgJ3Ji8&SH=i*mMF47QAYQ;7u?9K*Fvepn*{uaFGlk5bS@<
z6j*Hw&@Uvg9DzlF{y6Ak18Y;-@1XOp#9`iL=f1nnAV=ob$%OA3bw%<=-8j!}a7ZQ4
z7zY={X$i%z7hHfxW)ehzQ3<b|D=V6GPwgwtu6B3KG+OF*a@ltW7+exND*@YDHnNzb
z<*;p_<hGn<qAB;07+ZC2yBXV!q{WhE2z0leZsUYq8>iy<zIfR@yP2XTBX}1fg;atF
z;Ay`)mxBa611JNgb^rIH*-DdtiS^~4t9F4SOw^>kS*^RRYJCr{fKFAW2yGuHDKYp*
zu(C>^Q?60QEfE0?e-um#S>KIa)6enCQ2~Z1>Q|?j=j9>}bhmyV=t<PwZr_5dJNG2h
zS(AANx9fX{k;ErU_XkrR0kj+E)!nV0*;PC{-R)7=;gfQzKH-wH6?)j+sJ+5$+}T#i
zAJe%bYGY%`x%MDSCHf1Hzt{G0E_3Zb_OEtnu6k2YC!QDg>CKklNcl^kukz%EXV=#)
z$+tdZqs*_mR!OY|oQWXeff@vsi9~>b0y+r~k?_GRI6JEV7!Z=d&S(L)2m#CF0HXwd
zt#T|7J`8Z1V2%I`$B_S3s1a$phj=PEci&xnQF!%XyMfrqQVNA@&Z$SrGU0ma8|mn_
ztUNHN@|V3~956oz#uv~IJ|c#9dbGZicle|cIOxOpqDXR2;9~s@+2lGyFnWQ`T6&fR
z3=`8g*k<#-WRhsd?@gPvYOxRp188IghLVpRFJrCD{a^gjYWtnP%B|@&yRNn5(sdC)
zn_%>d>Y`<^7EH<@p?W1LE%pDKWl4G+*Xm}dKHGcBYP~a)s5ST83r4F<Iq;w|W|hGR
z+uu1jp#m)?Z-JoOJS>5qA_<1&<P-#hIVdGb_lvyZ^0i%(4Tl%C<hyNj^B#6YAkKt_
zc%m<)c(mqqC>_yqxXY}%DMu-hkl&T--?1lUKjN%X{#r5ZYZFF(#-8#yl+9DSjr}->
zgtM_tRQCfsv30}q@uB&>8#43r3sIN>xh^84OpnETe?ku5(t93?%EEtCaCNID%c-a@
z#F$9stw7HEs?EF`pJHx3SX2MIFVisd>m9d0C-n~35}xqfejD|*%+@G<kR_?2Tk_B?
z*Mkz101*Sr1T@P96F~y<6Zp=5{ipi+RbT+Oh!P-y@n3X+DINinl5EU4EZb}*0Z0_g
z{@{cWD2@&tN()TDpP!G+Vus7S>$SQ#W+siZq^v6<KeO$|gZU{id;=*FC?KXlD%m*0
zS>3DCEp!o+J3R-!qJ6IDY;lqJ_T<Stb%cFsg3mB~vY!P!=lbHy6Ylj-?a9mmMM+W4
z%+A9Ue_?IT^h2|2{X=_X#=&?inMhVm&dr#`z}B4}%jnTuoSo?_r&~xPOXyPg$AFx{
zs1l%>e;-17;^xkedeR#H+Vna=&T2b?QhI`Gy>rczN3qCM!1LAi{Ga2b>{dgzG0Bm~
z)nTT&-F3#r!jUIfqJ{POWF{6Z1;^*8O5x+X&OJ#?uB7V7yA``%`&DTh+?D#<qwGUw
z_HIXQ(Fi*~`N5#8nab4#;!XIT+zQ?Y<6-HXY~@;w;gM>spf_Pj=d-+Lyfoq%h%#1o
z>)zX`M4>N27tURhkaO&>f+^dTxL}VuymMu|TNw8|uygmNutMF+CF+43N;5gjGvgEM
znn7KZHi9E5=W;85Bme0a6a4+$^UUNH-!XJ&Y@c?xL+#fm+bj2kba}47)WP<go|S*H
zZwTo?kJ?_~`=W~kthje8L>7=ZRSM7@-~l2SO9Cnva5^CRRkw@=_71?n5l%va0lp+;
zG998gg88U_2c<+4;G$U|Oaf!CB68t0tf4~L=fz%~ABfVrEn(yWXV=*o@^dV(`wX~f
zqCo$GiDVKmeb50TE1_6+8>=;!o<&4)j?G0rete$mM6~NG!5E~q2oOeBalSl3DbHH!
zaXG5(AVcxA=#4gK*1f-YRQ5FhZe~0u?yi$__Bp`wii!*6OQUsBn9@ng$#cgycYwPE
z{DtDcY*;*^fZ{-_jnyRr#yA9yxi{o5611A?x9<!Aqq>N0zv~xm6ggq7CgweFC%UxV
zk2c65t~@c>NLEtUWTrk58>PsSOiM(-jMZSNWg7MEMqb_(VWQ!vYoytz<7cKF(m<tr
z>;eDG?(+59St1b~7(?XD#zS08TLkX$gQiVa-KP7~(KiX7aF+r*{0Lm3wK0_!@oQi$
z;i#DtC(2THY)0sBS>HYNlG<VRMBc@ZIW5O4GH7zRS8Q2G)6RqS6$cWVhSL0}uLTu_
zXXxsgN4nS>xVpxA#B@H3spvmNH$hE3?Ff;e9W;HTI>~DH>5z&<Mc3?mbbdQ3Vz2q>
zZf`HYsdJ7trHB;DcmXpV^cVMI8X$891&1;fXg7X@E~@v}6QF^?fPSNZBG?&ga6%yX
z2BEdO3O*P_V1g(N3s^%BNH|{DadnoEi#Zz)yh1PwF&#eWKI|VxjC<~L{mgf>b+?rm
z%d;1G1$aT2Ww&}d7@Gxd7PaaL1hIUc<k5PyM(UpGZ9jVCG%hV2bo1ysGhId66aYxc
z(Vz5uUYC%zZ!U;A;G8Br<G$Eb(Kk5U^K<*ytp@qotq8Oj!RH05#Hpoc41JPfn}OpM
z{Bg(4qpYac?Y@HV6l4o95PJT-b3y#L?%xpG<KJklEO(^q^}-|My9P4?)fX{$QBznn
z`6w#D!u=2vYfnuj%Q|nd!C#>JkMl}&sVNMYssq<TlgDtdZ$W8g8h+s#pJ;Fnz<faQ
zn(!$*8qD@ELof8?>IcJ;(z(WAorLQFB@6E2DRN|VsW{C>WlIXuy%N6xIX8|)@E^Hh
z`mq?Ei5OSQP__X(XW=e`MIPNbTHzDcR;sqx8~$m6S?s?8X_&4+@2fSM<X+DgNyR-m
z>*d-E4_{VXfzm~4uEio!93F>1U{K20z_RP8d<L7t0V)G?3kZ@UcqZXM@B~O$5)G7z
z6(|#gVL+pTqbLP%Af99cY#z*k{#PqNpN?2o08f=s|LSA#m<YjG&ox%*tiE4~m6VyB
zN&*PEOUVb-*<ff>!0v(v5qS62F-6fVFxMDJIZp_QD&0m1P`7lXq~(YdOEIrVyHidg
zEYiTIkn+m+k8?^K=Uv2|=`zipaIf=|9tj?LEf#<u$Oe<d=kpb`goW7PTtcD*KDH<R
zfe`b|+@|y0f4>Yku0+5js}KZn`2Q2Ln`0VHHX8c7JjDEnm(2F7+w8yQc<FZ!)sn&(
zg|E8X4=N*^4;<;(p-d^`7~Z8KWC*7fSmMtT`x&TGB}2SujzY<Id2LfpD`Xs8s!R6?
zMMAv#t28?omS}>LU~C&Ar`0pSd`OR!C7sF=W%`f0mG#Ffv{l|GTnA<;Wq|fwdbIne
z+B7nKX{@VpvE=4A>tQs|Y2^H-lg94_Q}3!0vo&0EFTIaNzkaxJqnze(u9^{9nxp*w
zs0d>lKJdTpssB1^3tkr>GeC+&1A)xhbU0G*gyH~AGQc!2@RzIFgxDD%<OIGQWKt-M
zq%nw{6V~A5iz>%5s7j}9-*&lyYI6%e!{FT&T2PM~-TgbQ_E11$;X!h&<cyzA%^zZK
zgJPkD&idR13xZr@dW7%QvCDFI6@y~dC}(}o3SnbBmOf73It>>~tykOeZ1I%;%`{iT
zJz-<H5rYn48|8Y$s!u&u^o@M@n}6%oWlv)X^@7av*D51f?-Sa2JK474pVSgc>C?yH
z(G%2(;v0Nzv!n9)Q-0ORv-n5C`HQct2uEd3(tmbkfe3x~e==~e#MMlE^>;`VSM50S
z9TiNQUihp`Zk?wdQ1nUDoCzqhIsEi12ic$n-|p5(<v(>@+hcoxxHOjU5psNlvn{z)
zt4!yb2{L||%uli7T~jmW*M!!$ztS<mUoO`(SQ<MG9$DwRv0Mzq5JW>tz(t+S1<nol
zJ0wi+|HuO_9z7zJUVwjM(}Bq$W%m_nEYRdSX>%8B*Xy}FoGo8(6gxFZ*&6Lvl)6Rw
zGr1AjpKH_Ula`GJ5ioaCh7{PIgB7Pjr4*dHB)QfH#MbDNp+c%)z8DNA<3t%zEU1Ut
zb`>jCqIBAzOXP^hz!ww$J03CSMEI8UJ0a$eSD?o{>-kFCPZNDdF8?|AX$6X{DI9hS
zI{6{l`qRUmIlVfB&!<4c79dQ%xAYydZexC?Dth*ztNe=&IPxPXPKYLfC=l!o0>jRK
zDFK9XARrWY=zo1bgAB?ptHAmXS+CYrq(rlT_XiGDD*90CzV%iUC6OUi>#(D7(Kc-(
zwKRTE$myLil*y{Y4zJ{=Q-^EA$~rA;FULseOx4h3|0(uKL2OV|=08<+{n%<C`%uip
zUok9ysNtZxBB`+cqc#q=IVnbdL!pcCL4M=(fYB{+tB}__H%34D{(R|jjD|6cv6Fqz
zt>eKc^VN^{<@#4^d<I(1>>mt#%?r5_ezCHMm{>@qZFH2(t!q-yvMH}j{rc2KFroZ!
z2>74hu++Z%X7t8t)TlF*LXZEG?x~CRvg}@uUUx_ngGkeEf5OG1_9vA%%}edPsxyF5
zKd=_sC{&7mNmDp8=UtKeQ6*6U6bD@44y4Ry5v@B7lgi@tdrcLPZ@Zj4(PfK##-sT%
zJ7sfnHx3UMrK95+Aa#YLv;+g$z%C!;{w>s1A6ve@q}y?5H4S;x_JW0QzaTx(o0_P=
zX}9rfPC0542u%lv8@A#$FC}4l*^YH(7j=B-jC>{`8!U_QjjYgvLxUU+4Yz0zieJZw
zV*dv_j`4t#AJ`GhyXm-byqJ=IDbpY9I|4LkSSF-hwt3Xk+vCur3(OvPn2wv)Q<zIj
zV>|&%ZC!y@X^OMMxcsKoWXlRPHCRL#>zSZ`w%qn#M9G_`zVu#4N!nhx<q8vlrov6#
zr9h%?o*|GhC=CF50$zs$p>bM&D?9%id4U?xzgq~<E?WPlmG}wSHLCGJ>Dbq$l{#0r
zd$q&vXsdBg6-Op-87;QV3Agt7z2@<I%UirWJ7{-a{&tyXI~#`lbeejOMLpHW3`eFe
zoXR}=ZtDBq`j4o#Z;UykQ}2ouo^l-zSU+mDZ?zf9aCIQCC-x|6j{GSzOq>tZZM<?d
z#XY`G;T;_VbJjO&Z;gB}!t?T++Pt>?^{$1NR+UV$&BMd=IqP$tp3}a*FGjDtf_5})
z>HoH|-YxK=?XC*rc+=7@QBxJTUg-6;K+m9>^&jsEwt3+|veY(CFbA1!_-qLbZ*Pz0
zCvy#AGYn9@y0<<Oo^7O`JDXe^er8?lfuhi!UB%7PW5gNU`LK+ovFp0^Tkrnnx9zv+
z-aN6nYbcCladam?X`a#>{gnMMth+|k&F8c>P7#^cRsVAK8{J<Mqmgx-ovn#H0D^bS
z732Z%{UUVd1T2Dz+KS$R*smv=(V#sB75+tC<>3g8-yRjK#f%3ttu|Zs2Ne2LwnzBg
z4MNK*`IlR`2VG-cOQ!qi+UvwdkGpV@5QjotDzAs~h7z2>#xE%pJ82v%jp+|70sFsJ
zx5<FQOJBTltb3HEdnD9@=Z^&vMUL<)9eGtswK}nDk@{ywtDd_pAaKibG~d%byN{PH
zYlp=(``8WrMcIdGnSI=-i}Sc}zx9Hs=C{{gH9%X|vd>{dMJ}aY#wNBs<!BrhZk|Er
zf${`G5Vx#)KLLelA)$}J%0Y07K!YGh0698%BnoyKCg4EwdGTFBIc<HW$B)O-Cwu(P
z2A=8@YU()Y$=rB+(}+b>zin37%%POtWAeXd+`3qXZO=_QgZZy6h7@Z2^Xix%HLop|
zXA+pOH<DdE=_vPX*l{RiCN6S~Y*R!5XYJ{6xcXKH>m=vv!v`ze{lfZdJj@C@7+b4$
z9f3_chd75y`B{b<(^FDZZHCyNKI4p!Vi);68_UPN6xRJ3b%|1Jqi(m5@7_~hQ~U4?
zN_8WDN4wgyqZ^Nzbjr8PmaqrsklCU&r&YMWo;da1(&O?RHO9^jrnlTt`0V9-R_au(
za;Nb5RQjE1@o~SagC8!G=&X;uHgFzxP$%Q`n3j0MHEBK7<__ha{RKJ~52QY-lsv2J
z^Vm+58dFLl4DMi>l_Gq+V0jpbI!g*wvf(@|?Z!R0n9yNn)4C;!tAhT3l@mQHWlk5I
zBj4$BTC|`wKv-OxIko+fC%Sgt#Y9`VtW?D1KG(9P^>@$E;#@!lIXJJ?J2kL{9*tz@
z-fVL8J}Oas#GI~g*jTdmgnND4xa*+)d(>NC8@xuTxAy%}NMF(KtZH;|l)=VZXX{Jo
z`ohP%Zxz_EB=nLuTN4`o6Q@^w7G!IutaQajJr$-r4%F_xa?OGwWk#*;<K}LsqskS?
zDS`@PSjl|p@sh&&ct3vs3EC0R7svwTNahjK9^lo9!7LGsbbY;aJ){(*Yv+uCdO%@q
z_7PtEE!Q)fyZcOzk1GRa`(=Xpyuo_PD1GUp&t>b#K9Bo<&K0jfr#$QD?W49I`X}0J
z+0tut@8P&eFU^l`zkc|PgSJSn&XC!D0-E3LTH{GOPo~?r%BzEv>Tk66H}+n=7m!ec
z)arkV-&+61Hv(rX1ac&o<A^4!os3w~7K;kWy4INUkB@;!Kd53ibtaCx<GuPcoO%j3
zwd1E}?hiZ71zu`#u;rom_f)CFck(*6<c7y=bu{U9Ez%v?-~4gf#ftxZ>&qA4pXxN5
zLRM46G+knJMR*f?vxq92v4010;8gu!vuSzLF4izT=D~1OS$w&C%t&@%oq}!W2Tbky
zp8k>)*tU-@Io|m{%NpBTCXg+6U3H`OWvg@;htvr-Y!DI>S1jMaQXk~CpF35O32WmS
zSy4s5l$^4f3Tw#0ynSkY{E2Lx<+i%o{SJ~%B3{qCoQ4}S4j9d<=1lmBP8syhHl$H5
z1}wPw7R849KKuGCtnSsZh4MBW@~WL=0yE)bkX49QfXdUybn0NDho`pR95ozCraedk
zC0l!BpDA(-ogf=Xw=qgXPq65T?VTo$8Wy>BLAlIJ4Pmb3N~^4VxG1uxJnM9iv-mZD
z(8@>iW36UKwXTzJ@|uF<n=EdU?!9$0395W5u3fR|gmSi+JjzU7$rkAzACTQJt56TZ
zYhm6s-H1$zl4~<{KymlTTl~#oe)U=%rkfV6$CICm^Xk~iT#JZun%>I%Kb-r)Rp&mQ
zrdwP{8_q{?mO^@i!r+)4KI_kyZ#^hTb_B)Nc$NOEuE?Igc*GHNCJGQ7sJ@6^1=%4;
zl_#+*p|n}Bj}M~o@~9(uVEbiWtUIHPCGJ!C^nDexS`Q*NEtcG<?)>8n#$rx+Hgpb{
zfFYc76o6jJugn6M^pihI|3sJa?usvet+8l{n;O1P_@=qYF5EI?rtb8<z!~{_IH*0e
z6mbMq4r>9iH>mN0u0{a;zx83jxc|km7RW>dWdQI1$p{LnTJl`jdYD_#4ny8@YuI<R
z_w&B>4M8`rI~@$X@{g}v%E>-Pam>0-qbY|A`X=wlR8>!di3N{Jg}`d8f?W1{uB72!
zqZ1f<ow`4t(tDy%*K~oFqY#fTJ6w-v<t`2&qBCYY<&~X7TkrCc_kPl(ceLM?Lv7W?
z|31J>G4(4cbZsRS-sAgjwb~=SXSy^d;X3|dna%rOKd+@jJ&oSX?J)X$vDgVKUDIi`
z&HLS1%d^TqPEr~r_Y;Pd{8NVE<!?9dP%x|b5~`@k+0_2PKmW)RldfN0o=3KLUQ7(w
zVX<%2cfjscjOJI}&=!Mp!#m0<F5PTo-r1RT^IqDXD3r9}`_e^hCt>)HT-?v^i1k#X
zz>TgUmEQc6lo>*pWB%{-ne$xL6Ah>f0hgc27bfzL6?}In`0hFl20Msc7H!ANpT#eK
zmWuaXe(r;j!WRaP+P=V#x(4^<$Qrsitsz<Vj5^P}jCFszKKq%E{`s<p=-J|qojE$W
zjiZirr%`v-7#VM&_<8ozPG1^zIk2~suAdY{Ne(jdC^Aen+Prs3x2<)yBHIgW%-)d4
zk4Yte+eZKcD=yuhn`V^K4J(dZ8pV4EE+c!47HDy(+Pmd9MZ$Nsq$tBX_;~Baw|yM=
zY4lq!UQU;H{LR?zre@kH8G?ZoYGjT4^BvV2ukw4(igC5YxXKR$Dve{is+LQt)>)zL
z2g2O0x+DcO>5T<Hk7Zs5Th@#7j<4Ce@WgDfA+~Z)`g_nOs|uRv82xr?aT|ftO9QjQ
z*~~dbaSu#29^JvaY<t1Y2aZO%rw9twEU|#hat9wN5P@Mpl>-!|kbuA^`2As{E&^B2
z5mExtE>y~OAgku6KpM!lQV{7vNfq}B#-4k`fITv6itdCc39mqM3M<eD`I}+$QUQ-Z
zS!MGI6z$1a-h7A>_`y;OM7QYKnl|e@TT*{q{u5oxyNd#o9~Xb6;n&flj0BOcw7^zb
z9OT#$^S?dl7SOZ={gMCJ$=?V>kW>9{N$c4#2cjZcX#3Vs=w<AghM7Z;3w+0R>NUAM
zdLF+(lfSX$gC#C@YyHV9PlW^Ip0-8T=1l4<P5h+3txDN5+7a2~nc8Ar7e8%Q-YBeD
z?J3Ij?KR%zdf#X`Gt<peWBZ`Hm1vxKhTP}GG+jkJ!_?4lGtb^V=OO0B+0@p}yFMwH
zFs`t5sE~T#O!+7EjM%haCcZj~mW#}+cemvD!ers){cna(@)I-PS8WnY4^<FKj*s7S
zOrbRN`a6z%CxL+)FdTJ$gz^+l%hCOF*Hw(5FA|<6)@%|mfS;t`L+{>_ZW>~@jSQF<
zKB*SB#kz;x&7eg;9C-dvtQni6nK3c<g?{BA_S1861fPEW(8(Y3#OR~i3BEaM+Xr4%
zZho61{?&mSz3u!&f2T*%rvQn=Yqz|cT}nTuXcgAxW)g8*?`2F$!Si-U<VUOmw`RYf
zNr%-ka{gILr??J!Y2BJF(Kr)bxm6Th!LIm?Xt8&+q+f2vK%g0j<_KDieTyXpF30Xr
zSsLe;{43>sw$0`2kE+PXZRy6z3nT1Dov^H}SmC23`06{=L&fSr)p$=0#G7%7G-D8K
zr8biU`|YXf>k>f;K=Ohc0p}?X{`ZJ8XK%3~Dky3{1^-XP|K9NBJAtnKsX?BxDiy^Q
zYL*q^pP%3dRudeaJB!Qspxt~3cGCQMP@0xj3BDHFlWL&o!sT#;PLzU18Wvqb55s^h
z*>sC;tdt7%WLNMc77<I4vYahZf{xKbD4jlmM5FbB)NLczGb0QOg6fY|-uH(!)fQWB
z)d>DhUv&TiL~EKCNlX^51EDnXw^yLrJNYNkPRo{*(Y+~gk(9@O95zd!TbSsfrYjXH
zf}U*|#O0Kd73u-$3z+{uh!(VpK+#{&@&!ly|0R8p&BXG$e|7y7PX3h>^>d%pfUJi7
z!3Xm{Yp>2^xv9Ake#WKTPRX=8Rv-Uoc!$qaK-|la2C4{3@2G{@P^rSFW-J`vR35~+
zdO-#K;MRLx;|C+mefbf)Z;`dU7MjZKq>H(pDpnP|a&-I4E$inn_&V|T;(BlC1w;{z
zrcM))Ey-XjYyEny<7zw92$$9IS#KnS6*kp-zA4-R$tEoHhIs7C4ovK{qw_rvW)cT$
z3=8KNB{a5s;j1Hs(<~@9wwELuWd`k^+N;ug$L)ZJ??KT}2b0{37xsi_XU4y0d^99z
zNl<jd(#yXSV~(ZNDlCOKzimvt(MbAg?0%~HPvXlE*FbH0mCV%{$x8R94ffwMZ&%Py
zW&X29WB~g`ey{96N~M16pog#LwzmY4@lC4Hn*GghTW-f4=Ba0VIzFKEgQ9RNb5CO7
z`<!vG^ZGM2GVpom>sDIBC3_F~%y)F%x&fJ3krbItbqy~TE@9khCn7Q5lspy2j9nfU
zi^j{RBZXTH&m&PF|CBI7b?iU}WJq_2^n|)-P_WYNoPh11N2R>3Bwph}>fHWD(Tc|$
zN3!`kmp%BLI@A5Z?IoM?DYy7HlG<6a`1O~MsBhSmhwrdBVo-~DaK;|hq3(w!bipz}
z;<%kBn-+Y14byhe-P!SLC|cyeZ0P~*H|Pv<%-IawBq5;F?tiiMR$)=TVb}Kn64D?b
z-Cfes-Q6*SNHgTnAYIDPEkid04BY}MT|+mBbP5WR=6Cyl-sgLF-VHd|n1ijkulqdL
z`mJ@TMlVVaR}vVAum)Dp<n~EnPIep#{Uac9VyPbA*7+yhNpk(-KpjTuL1B&|%(UDF
zcM$F%IX)bmR3KjEQUS~lk3XEsNrJqqNrna0XAA&B35^8kQD}?j2=NEjI^=ws(K{m-
zAivL80-94O@vi_Tc?m?@2M<BS&;mGZEWfn&s)+kz?bTf=TCwk)j-6WSIdH~rk$3tQ
zRy6@6=+KDV-LRY9u5i)l`+KE7(og<-2Fz%7i0&`-Dg&SZ^ZDeGHjSQZH-8I|&zA`Q
z&FIEJ!rsVrG5-J8%9#K!oDtB+q~-w_=|5HD-wae1l>n%9K-+-=u=>M-@u5%YKu7SL
z(k^dik5Lc?911QKJ|bdp3zTeV^=2PW5nGQ;iSDYj9_eYMe^9dO`YB0n>f=_l@TI|X
zH8F@a>o2IKyI}&!d{TAG%&AJi`N-Gw!u^7GAJ5l|)#28kxg<P>A+XY+qG+Un&r^Q5
z^;}Qk9RMI~8{h6UsfCZUWO6YY|K5TY02q%SwzOTW{8PF&`-|xfPrNAWt&&OElyS`t
z$!pSoMWxr~pyq0hF#23A5kVh7ASqnbSj`Z5G1Ep8t!Z|b1;6)JLCCzClT*hd&PVj0
zAVU<D4i<u=x+?ZuG@S4p{kAuQZ0fWaCUHe~8$}t;@VO4|&8|U0?$vhuB3rtUMMTzK
zX@XGGCVK2cq`}#+v$d-iZND>`kMMUh+YT++<>T-yEn7Uwx$LM@6>wqFClQ}#c!QJ#
z4ESL@g5Mh3xTwY&F23qbFh>=b(v4*7Y`Pyw8znoCR#v?he?y#=6}q<D$Foy8LNG;h
zza0hNd&Ub&lAv^K$lTevYUe^@VGV4UFglXp{#bJwvU}Cd97D-c$r=$*Y}6`or%cHS
zG4U9Pw;m+NnUHIj8Nau%gUR~{ujiyISytlB$Db%(mtX_q1hAo%%%bT;^tigxT)=G=
z7=BE&ngC0ng{kY9I<T^3{TqHMjVzIp@J}wp7mEO|K)GNbMe2Gbh(R{CA`N%R!%g^9
zt0`U<FHkb;$^|mAKm%$*uqbTnzYyuXUv4yUgC+nEiRhC+r^ThR(A{$#vhySzDQEKI
zH%=~(4zs)mWuz9~Vvb{^w8aZtj@SCWsCSpABI}8pAL_-(H22lia`;1*PnWE^1lm!3
z{1q1YX}|D`UZpc46LXZK8-d)I+4sQ)o6#kveU?>B`8`&r6TvD@7>T&x5mA}Gk@g#Q
zLB12=>LUFV&*h7m@I*geX)!5eDK4Fr$`obv6C>6sNAP-@ivpD?#Ay5UXLorXX5w`j
zLd9>JK}@(UkQV-qroQ>L(P*E@kW{-Ez$gjeDru=O0sTV+fZcRmMWQD%C{G|Vf*=r#
z!(bA%vAJ>VF>&R@kUhGf9>D&?PVyJj%M$>|j~^MXNK$`a0;@{WQS;Y7#Q*csa%R{h
z9|@BC@1<1$P)v5=EE$iYi-A?;z^MidnAraoCjepr<e&en5WvI&-ehF)eE(irk^f_S
z0q*wyutz`(2B55)Gz`4841R#lbk%WG8uu}IIP!Xn6~JpQIGVqwbXSko+)wPTvwO9c
z7aWz)XCnw!)>zGXnGI+|p<5Y#q%UmR<b?GE0gDd;ULEv=b&X3GBYo{oeKkkx;;PCY
zjm!D(@=(<`rkm<_CpX(T20Pv6KEt?CR5<LTwg{gIO{z8HAfLF8-}u8$+Al-{hd+S^
z(7CWT_#DV*G+0E=dqYpTh3P@OguZ5ccIdj$7;AF2(n-2WdbJ68a)umZTS7N$k6&XS
zP0sbTAo>^QR<&wM39LAeT!&rP6;;ijQJomOvrO7czgoVjP*9&JpuZ`oaHY(xw|A8D
zZ`!mcM-b#({Df{GRlI0RK(*mz?dKky`~lz1t>%}RQa%nkDrSV$seabG`Y`^nPEgg@
z2h%E9;RxeQhj`7zJ%I*2GNKQbw9YvNfr%f{otdL`R__^PQBBLyn#d%mDs)JIK+sW9
z{0`3f;#~NeApUg~<u^dc=c5g%t`5!sfqpE%juY9TXj-!oI}#s;=%F{Wrtlakbm(7c
z6ouHmYx3DV7!Ku7ARdS+xYVn#$!edy5mzkB4nk?Ee-6l)%j8qvbx#U0jxMobMGT9P
ztg4<U&VJ&w$-)O9J&pfEm#~B_0H5|-K*s^bvL$#m3A?-TyzKI@SUc$|9A-yqTEMN!
z2TU^m9$MMAz(c#Ea3WvTJupjTNAXZpje$W<X8+6(=B^G5nOw|~|BIV}wEjn?H~l}1
zX4yXq>?j@eEIVDBr@cj;A(_BO>|B-V2kd%k>{D;fc#`-v2RT#5<J|}H^w)O2#twPq
zY<VNx?A@e<AdKafqQi9V&qB>FKX>r3j(qv3zF&0H8Zz$X7Kh<$>fe*o1zODE{U!qC
zq(sjcXH~j7r}_$m?V1K#KmKrTT0-Mt@Ntq96Xc>qyh`4LD!2s0L!>mlWsmolrBg1a
zhJ(0EXkndIFVw44#-+N(5iSH2-yOmu8!IiF77BAT_-PB0xM7KI^*gG*DQcBgZRv;h
zWYU;Fzglz%%U(<{@YX{;Mon+(O*P_1#*$(q{IS0`v>aF?2Nb&{K8WUcplb(;k8cC1
z#wlKdO#{L7E`I|}eqveyTfKG&fBwP#W#*aj1uvXK)>EAp)-D95G>IfgAyU$q2}yoN
z+dr)89)WXaisMYvK~8_8sR0}ED?B-;;XH6nT&_`U7b|kj0<F6lp;Q;+RX=gJ6>?8r
z*UtNu;BNri8{Qu~;Kb<X2?4aZk8+oPiofE{7Y{kh#om3z1|0D)p0?Br*lsVqFW>}P
z*GKr7>;_6Osso;v9{B`H|I|SJpS1DM(^C3}1OR6{@E!-;u75OR8t|29D+8=PFn8f?
zUG+(NZhv3&C$(SKX+(cP*3k9p;X>STm_@~1gH+iUy{Yd%s3Ck`U<O_efs5IDPd`(M
zYAE5!$gY2up-S-mjp@_bFTCteA?Nn4FzQRDwEYz}dfl3A6)Y>Y?Bbb+2g@^GD88m-
z9xdl@w}SWguXpNb8*ihh2k&h$|AGvLL+=75Cj#p`rGC@v?0p|L%1|84k$$zr4YhpT
z>gK!N7%p@&ht5~emj2VryZmyuTgGkoqAu`Jx)OOWNf*n(qv9#}_t)78BNyBp5|k*g
zfu6FgajNpSn&)CC(%sISD3p%KMtPvC!1gzu=L2TDe3H*8r?i#Ac+4yp$dS6$Ui>7}
zn$%adp`J(8dfTRgDw{Jt(i_poQcrZ3Ry9cbz)f>@K?F-5G2c8G2h`@Cw7HXWL;Isx
z*9Cf!Q}UEZJR0qO8n~a>@SELEUfxCG)qRuc%DE)2Q{oNcNVH)wH#_5B?TrVvAkd?Q
z{t0il;<qOUrUHx|g5$HxOEAeDdG=!RM$|+UIOp4!BU;0(28w2%IZDPotaiq2{G0mw
zQEhr2Rs1+?q<kKfCZ(&6MATGK1~Py)iWE`e*c0hK*ZwHuI`B3vd4_D1flm{{A#F&_
zEq;SMXBOy)1YFXl^&U&IHD}7NNh?k?%F|Xx^TTk?vL0PV02V8+A>XIW6cs9{sX3%I
zDwE@T4nRz(`M49!Ph3wb`D5t*u|$#o#9A(3AONfWtUl4kor`3vV^a`)6mbSYNj$~@
zk+lJe9^ijr5MD2z=~X=kgS<}+CW5L{vdLa^kS*`#43_<DXA{LD!}SNniU6*lJXS{5
ze~6O)qmKUvo#gp0fP~Z>%>w;oDfQEar6e4^(j@YxKCYAC!@gNL-=q2w=~S-iAo^^f
zJ&-+!P)GSItrfH_;6_x6IZ-gdXUMTm%)(sNDY+u8mDpFW-Fz}Q`NJsv4X67_mEbQm
zGBWe>WNd@wsy$BYq2>$OwK~Zl<7hbnd}opIvhPaJ5pS-Qbez&SCHv*<53RBz@>2@V
z?tjSnx()b^U$X4)wk~$}nLliFN-xC+Xc^8GP>2Xf;yGowndL_ieW3db!fma#;w7o4
zWH&v<IjnQ#)-8hl?*0W?PQ-cMqPyxOfwA7|?%36!B^|q8hHv|0NlZ^t?GgDX3wg;{
zdPPlfSc|X0s-;NU$WTnt<C-o)6L$05xMZ{R7=z8kK;D`)MjtWwe4@Qnjn(<7j*_rq
za<lq$2%5@>osOqsIzdak%wN!Ne<iFnO%$bF$hq_%@<zXptZWsGKwy<cu9B?<ks3ND
z_KLjrun8u1NujNDD1LU(^$;g(X)5>-X?q7=j=!MnzA}HcqZ`4U{gu!238=Pc@6i(z
z>S(A$SyvVHe0L||&;W6&d~p4pVKu%$cy?{}I7=0MHal1RTjD;`45SQTDxeEDgr78o
zrT*}V=;bNx`5E86B6o7~=NppimwLjNS6^cy_6FqcR01x4&sjZ>k=p|n7Pqd%3*3b#
z-Q(I>MkmolJn8V#MSb7^Tl~jl{v&n(n^i$4$7MTdoHvo0uzre+XlVYL@=}v0aaorA
zSkiPq+O)sGn}X=wUr-o5Pu$`k-m_eljA?P+JsI4FTZV+a>pJ88$>irO8#c<xT2hz>
zi_IXSk?wP~(Qw-NyT|^V`_R82-kr(fg&!-?pU>b`HN%Zw4g6?dE}##73~~D77m#eW
z#dQ&>qISfumkL=6A_H5g-uD1%tR{zqt``q6kU|`@+p#*6{(>;O)_!$2Sc*6yRe9`9
zG<ix{TQsEOH5`IzZ=5AKzE_2|%?6kB%=xMi+rBb($W(V6?UTRi5W=Zgm*16D!x0KG
z;rlAxrI2pQ+?jDX%E0bs_JzmI?VZc!D0+9TnU=C1Qw*mA2i1=yC*BBH+p{MH=s~qM
zFGRRH+L=a1KF9G7nHg?0OF7Vnxy?$K%Et3q^y%%{7`cG)VzYIr^vI8Mu70<SJ8QgQ
z3N|>iGFk4FJeJ|rc!Z*>Nto8WgirT8>`zNAEOv==NFToa)#prZuX<s<a6agd-pO~q
zq&@&EuPXU~tk8WcbILk_8A}gEsgwB)YbGWY7-`US*F2#)fMq|WgQzdc3c?CK3a*C*
zt(5iEuo^yIMG70Jcuq)~yq%4wD*Lb|R0Nrz=YC{h#8pbHTkm@6tG{m)V-L4ugTx^M
z15v8yGnM%EAzk!UJ#TW|)nz~pcBs&e<CV{%OJ@F<E>^q4GKRpbtwTZ)@IJ9L?p)Ir
zlZ3b_`+pk(8Hq&>O&VaisVH3pIA|O|uq;7O??3rrIR9Kp8~5Z-3lbMWLnKUY+fT?f
zrXEHX8T~K5g3C#U54QKOUa&-ho<XACFB|^_4VsJ!;kx8eNC6}`5}1(;w$f&qxLh;T
z)0qMtP3W{}(X3FPQ~h2ArZc%VBt--xcU;NCE1+h$zQqHv`{|2E<WzZ2GE|^XLbYd?
z(4GiqE`_$>{2I333RQ2-^x4?ZU^E!a`M|N&ZcH8it>FjDVtqq-&Q7`2K7a5J*n6A6
zZ@@;6M4q+`%$1RMI&bfHPL)esANG-UpQ)&ts;Nj_orWT0HdDHt#YIiEI!Vs8FTZMM
z$Kd<@ShNN8`C6M@n7o;qMs;05_MbS>B?Zes8pwl(`L}yxQXxtrnSSLiUg?-xjO_Xw
z{Z>#I%5pS?0&nEv9)WCpJeKYwRupz32!9{GW=4C9QWEhH8cGt|-V-IGPLMJ~SoxYt
zFEPnz=hdJmRhAYs_^b}=c+;`Q$v;p9A)f7F?V&&!RmI-Q{o0XXb0{KPv9^bZITIo%
z3gUXDMpk)`Th_f=$(Ea3f@WzDm+bxPf{Gm9@wn15e+@*n*8o|3WTEr{(5tz}n$m(Z
zgl<mYv)=O<IqTR)`j}mBNGMqG;V@<Mk7=0vL4aGp6@YY$qx(j{^Mn=lMqw1f%iI;m
zoEcI(&g1tCW%0^a(5mT?Ki+x{s|K6wOU}WlDBW%oMwKTLau<I=Hz#XRWIeQj%E7rl
zsg9rs?krc0N3U4AoLK(ApZuUs=G_8mZ2?+^vzI2!Lv?!Es<(c$TS4V5i5{<DK~L$+
zk((Ds7G?_Cak=8M4@d&VU7kcQ*(I~X?WQw}=5lhW*P``kUld)Fxb3N`gs5ku-}%+H
zT-T+%CO1{tgWEc7{vNd2fBp3A&$ou01Kq)4Un8!ckjr0+ZSnhB_FKJA|3{@ieb&Vj
z`_1fE(CDA@Kxo(;*e+1~Bx4~?z`q){?^FYLSwMs=9r&IbEMBUk=d&h|3Xh$>DQA1T
zjXSl{t5SU*Fx=qfh#L`wz2*CbXGmIauTXEOlYn9mGfj>cCrI{aacP7Au1KhT%|QCg
zsJZExM+IYV7cG_EkLK%}M!w}xwK})?+(rKVEN3Qc9NFmB=xrknq<eYu5;ZrA@N$8q
zk$N>7Rsx;^*>mLc2#6V<veh}+NE$sR(=-s4tXPAvXgx>Lxs+8r;&3^t<P|$S)v0aU
zp-~4Gb)M4Zh2dUJ!5Jf~o6{>E0-i)yyCzi-?Qiam>Qp(qu+@>zqkZoDOSXCn<G*;Y
z_Ff4dWoU?gq_R#P8Ic(v9Vs=}1JAp3?;A;{W?fo-&lAtKjm??n(VW&O$y3&q=SY)+
zC9|x9>N>{bv8oKa^;O|ws(MBm(cri<!)Kb~`7ByGp~S-0WEkH2W}<eAW5U)lrDNFs
zc6Xd@&Cp?kp5(L~^7cnBBM&R#gQ%!Ts@)9bt*L#}E0u5p$ol7}7`(nW^)&ZI^8xq*
z!di~6@Wf3sUGI>jbQgY;KKD{oi6Kwa;q__HzhcvkaCJ-|;|U30&4s!33n`{r{m`%1
z5<T~)<QFiByseA+c-`>$&ytty4J+*Ui>TsQnV~Su<B7eO_lefKgW70E7AC}i{y=uD
z&O4ctls`B0Kal=`biLXaA2@0E7Yy79`hb<cFkv6}xGwiwv<|QD3(ZPHr8ggGcY9Ki
zfdkUDqxq(qMjn8;&7Cv=Gty88U2%6kI1HQD9{u*PQcoB5E0xp_(QnIBsu2N}%>NiJ
zOoG{2P8qH!Q&DDcj{4OifZ|!2x{fC>y}=>-!HM7m(k=jd2>^<V%V+XvKeO>8!Yl2s
zjG<wtE;%|XSasH0Dz11MJeat`<HM|tWi%XiWDYCByU%D{{?H}#FL)#6T<j(6|BxU2
zk+??$`?Kaq@+OmM2K1i&dZBmODCk<1y{=JMn4jY$!QMm8M(03cH5$0<^(G`WfkQwZ
zpF;jubNs=d_H5doip#W4FIpGbQ!&sl9_9%y{BqC7GHA%e$!1r|NG{U7v_7t$7BGvW
zE>9`g+&~ZR>`Hrcrmy82b9MRWxOQIZh<}ZvWs%t*n>N*s=Q+n>TYX6CM+qA}DjQGM
z)Gv4Ye?cqiXIpL`!*SBK1bRK?_UZQkN}(!!rO!<I4rAXvxw^Z8P7sDhCulfG88E`r
zu-9yTrA~*~XP=8gnFo1$6Nx0y)1<UDQ1CpcG~w(PAX>c*mg^;(WFTUOl-~_kzld!K
zB;om@tXx$OHZ}^Dg03*tDOD9ld^Pu)9WT6N3krTLwa4nY#!jo(YgF^*L$@knSB@&U
z-q>JmUbl72@gr_I8XhP6eu2_{FYu7obq44>{h1O<lBV^Dp|Ilyf#Hc-UY_d=+YMQ`
zxR~<hjz6gFik!p=$V5zYQ>~y19Cj2cDEJcJ0Lw%2>TBsF)4oj3Hqzq0q8rp()N)zH
zvxx!>%N0UCUg^G%dLgbA><zjr3ZD-^q!10ZX_8`$rI1W>u@zD)Yf#DgpKL!V4FL&p
z?39OJT;EH5;LRs<oBSsxZ?1VE@zsuwv}}e$zs=Yi$lt*U;$N_Zg+UO#y&W(3skEXN
zo3L_a%MXO=m!-Tf3m)9Xjn<JHiWv>^dzB`=J@D;RDHn{M6o{5(DgG-c?4+7?tIC9V
zdAO=oPc!+;0v)Gh^rA<2e|AH>?4^yCY>0`5`{~B#RLwfRAK!=N{K7Abp$=kChHb~~
z2xg`I$@`$;?{s|UPc`{R7frJsJe{BO&@b#zc370$Hq1Zk;Ys=yy5*R`@Y1><!q3<)
zP^d~vw+c7tAMk>vTV+(M`t0G%>MsZ;ZREBy$*e*8N#OS;%R@1weD^)ghKtMc?XYvd
z%sY<d-js{0Gvjx!>JZc#v^QQS=a%#3VUEqv<cSc}&7bbjyWIIaR{Iarim3_~<DMpU
z7Ui<pByWKJP;r)0u@2^+V*6t?I^9@pENtSHIfBWP`n$;zd4;z=E<c3{AuGB%QW6Lk
zh<4d*GdaUrsy)gj4X0)eI$v6@B4$YZd{3d%-Q+!zT<lq1-XYd?1xdjkd5M`wX~?BY
zJ6_5>?^GrgWoVscMsx|(;N-Y@JvAI+nSeECV-gYKzWhuPH0n@I_k_G)F2hF!!i2TH
z{qx!P+JkUI2ysu|R|?BYdi7DwmXjQ^9V%%9@8+WMm?V>Y|6^BA7EX!k4?>u-(Uv(+
zk>)l_xIWxd_ON(J0&;o<d#lIt`Gbltr@%dOQi6!;#G(Z*DP<u}UQW}*c-YLhQC$hy
z81F*Upc*H;`7OlrE+Eegn-=!nwVo~hAc0k_C}^5zg+phy>9)b<a9B&O^bD+O8j{f=
z<agi}q?B0w#y)wF>;8wyTtl1`tIHvF@@#*EZhLC2%iV&~{zvgEg)v3$xcBj%SZp~F
zoG~Bt-Av2oxTb#;LT1Ruz|UuzDMfjC-(rKPCt5n+lH>r>4ojvbF?gKC(WLpzyk#=I
zo6*-4e^+FG*?+&$nSwb<dMLCuBwTdjGX$QY#IcUVQx7ttA;sP?BU{5iyAV|`$G)o}
zdS{Z1t@vlF%W^VrC?~yh(<aF+>zmnYuU~3G3!lcu-59p8q#b^k)gG@C-3qlqtujg6
zW4RVC&#e89E9;!uz_)WWIEmD;D!3)KXzPV4<j#z^M(SMuwH<4t*Nw>qn-Xb8zv$C>
z!k3`;sZ`RCs9Up;)1D3>1?2(M3Pkq0w6a2m07J#^-x&^Ri9ptg?6Z>T1EViv<-aW-
zxm>8@**3)T7gSfXyC=7&m$n0mJ1oU2_F!$vVN><Sg6vUTD|b5C-RF;j17DNRn?93F
z$}+HF+0}akuTCi3+2T8YyJr_jf7lvoUpHAF6n){(chG8!{>qeBpEWrt3%Vh?aIs*T
za+sEU<1p#Q+%z*qr0Ax&q8&`AK5!>qwXr4B@?bdBLKO1;c2F9Pl)3p1*r|{FspiY-
zl~@NThx=L(UJobm$sG9xE!kTc9j#XZs`gQ0oZHJ55&4f6H}NbK6($KG-gx*7d0|kK
zG8J2#k+2?<<4jjf`5*Q$ov7o#phxz2dpv{F5v`xEzOyvGY9zWBKma{i)*G1I;RD;i
z{<ffgw#g&m$sU>{Kqzd)wC*E*BZ7+RajH&{%PswM-H>AU;EvXDg-y1z;C-fE`z7EO
zDP=8D+4%{U%Nk#{?=1A3meBQ)g~ZvJDM!?=ftW~1xQ{Y4W$8KA8+?cv$jFc(>#oj@
znTT>&J1yxNamdBOx{<sFw3MEAoeaCu=mwKBZ=Bo6R~*t->9_HQVXBjqV??haUCu3L
zCa`2UJ!HP0X%&Q4Xn6m8l7ek-c7EWNC*+NL4Z5jWUQHvb)=ak(l$B?k_hH~e@wn`?
z4L;{+lx@!q6v<t=f6+rEyCldPvbfw4i=W!N#H}!v7MH_DY&r6r9(e{{2AG=<t(Z1>
z!(u#`@`87%Mqu1OhF?_2udDV|8k^k{wSp$zU4;4wFE=~Ckh!X;4FETdA2Pi4H5?_a
z**ErGofo-YJZj{d^6{9)wt<v0Xs#{W|6UjW0yR&b5#7+);wo4$4WQN$DB?PN>!yfP
z0AP)xu0KpHB=xcU=N@!?pYkOR1FBWetHvI;9AKAEUHV7*)1>pIhJVu&BPqUh>rTDE
z-3cZ3tsVx@u2Wfk)79cPdsW*1QHWxYX9xEyczd5|k}231>M2FPr{)17m?@9j2t8}!
zAec3mHO70-om0=Wv8d?ELrFjQg0{Cs?9l!UYy|6DLyG%CT=R469Mjq|1Sh5FHL4P;
zu#p-E1m)y-DreTqc<s%S))*fV>V!fShpn*PN|;CTT^u_sS$BW>OMyW3uz)l@uqMcg
z*~p_rP0aW0zt!)1;rY?9hVBz`%k*cvbF$E#B$3gQSir9~kp+ggx7AICk}%sxej;z@
znf=9YuWP2wPE1pEArvN}nC6h3cr|buCvB!dS>&d17uC2#d8ztBOW3!lqO4Z*AaX^j
z-cDc{^Z3jI|L!(2&s#)>>YFIOaK5Qo^ptn)Fk?Aa6x$c)N=4#j+4Z%~H-$V3Bzgu9
z*fcIxsO04KbV*nJMpprgUtM~zBa98GKlaJU7S%Xb0_QH8ylqX%w#H^$8hcHi@6=3A
z{2HqbS^UVUmK$m`cvS?^e2#RWrC#rFWTZagbC96VZua0Oz{z8A@o*f4O!YNyX(XjV
zCN!bSnYBsHWNUe_+XW7MOr?Vh@ev(JSoL&R`pApL<yaDSG{HCszu43nAEzJ@&<kYO
zk-<3^@Cbw}X&<ErR7vUxQB6S%YEP-Ya90d$nSyF&kS?d1^!wS@hutWrOZQlPcIgu<
zq7sywj>NdKm;F*34`sc`SO%jkv<tpidyCgH@F|SNCIYwF`gJ<rDj*}_{BN{INq<U$
zT=2wTave?<_o7?ZCTsC$)<M-rAOv5sm_)z^<UKG6?sWKA{HidOy*?Ya2$EA1ZT%5-
zXn^FiG1X|GS5$!hw-@8>Cs#oGR99mA+12o3*r&%Okbq=;SWk3ea@I^@H;ZA_jJ2?Y
ziS=%@-EY>dkP5{hV6BOI#p8@`{*A|1Wr4rZLU%ynnw%oJT&%IS*<^@mTuytX>3Cfv
zpyL=836e6UtldObgorTt<&6z)e=5=N&fACTEcvm=lXhG-(O#3EAaK*$bMj@2GE~jd
zi{3U6x$#%O;MFVi=Ltq`M#nN3SrABNMwhI#+&3z|Xcarq#kTUb(Rk%{p#AX)C=jcM
z$>{9>Qr0?p;}uDV82$G0c??UFM!3;}_~?n%&HI8Bxo|RuufCSI@B6Z)htXbZJQWv3
zq@T$>_5gn#y5k5@j~{QEkPJN;enl5FGob2!>9}afzi|7M#dSOR^1BVnfNxAz4fsav
z`$nol@-QJP(!Ss}KNcHS4GAM_{(RgA%3-Lt_8e`Db$p_Dj%;7u<4-h-%R*j!6+a!`
zp1>3B32}z~=D~FnmR?52jr9Xn+X5~|$4UuV%}LI*i_NNnxqI{3_9l!?b=)u?`Dsbq
zz(?_KUgwSwFh#bcEOEco6}&<0a_em(D4XP)5gbM0h-fSpkW;08BuN1rVjpNQjBXDW
zLeA$-5Uf|dEK(>{|40KdpEH}(xj&X#s_ZgfaTok;4s+w)tw^%<J8D<0sbd#Maq1N$
zk2akf4SDxTT!gtMJmz5iZuDks1XOVVt*OAv2r(Y(mYx*=+PlamB-?Bp^U43vyTSkX
zuWAtIJT=<1>*gvKoEQs<v0e>+)ggYy=c(wLJYT{5cJ166>yh4k?f5+Mxl&O!*d_}t
zFYr#sCpYM)-O<mbW$Uoz2E#8-58>^8ckGt*58GZ3*#FML+y4Xt`H|wMKg-^A^=~6D
zr3#G4T>{PbobAw~GF(-l?@4a1=cT3CdVTB;&-Udd_qrRjtn*c@SFhgF2c`EaG)@>K
zv`1#WA^dYQKJul-(?~a9j|1`BCBY&Uz3shy&to>b(=By1_S|z%BKA`Ad^%16xzgIh
zGz+5OMEw0F4L0aRHwvt7Db8Hd)d}5zh0Z@o(u`O)s(5P;4(Q1&K;NXE$iQ-s=4xVX
z8b4oe?S1`NmG?yYMD|DX=yIy8p^(~{$$4HLmO`BkP_VRkk(j7#dB8zQCaj75nPIx}
zDt|s}K+izS@S1UR$mi(6uu;Ypg@?IqSg+Gr$*1OE=5fNsSYTW_Ln*yjg+7=*4`+V4
zo+!{llUZ=sP<JR<WA9GS9rT<MdSca8a{|?HQFRcUYUm!5Ag}WoJeP`+azI<TtY1!*
z)4hqX*QzX)?tAAk(+tQ%W_Vz#YCD%yO7{9l!TB1?X3=uWN4VpgO9X=ZCR%mEQwfWv
zWurxlw@DyhMccV-$VNHUnOWJG?2^i!fEBUqnGg5rlaIA&%*R%ZbX+Cd+p`(?b}2V`
zs&Vh|@%@qF4C!YU#9|Z;!%VD%*Ry#|85cBa>>0cB7JQrW-11{(qmV00_C_mp*-@t3
zD(5imXGGdtt`-Hkr~n@79`y18v!dP%rDu6hx6YDGrwey8D3$#2h;E}w30+$&O(X^l
zQFmf7<F%I%;)!=LxTvLHYA-9F<w1pVFb)*PIp*7vJiokY1!71qEKiyy`39p>Vis3&
zZBB)4PT5aZ<3DB7N9Tf<8~h8^rn6zC91iv+<O(Th(q@&f%f~M6xYrppf=qw@R2vL1
zqZ${C3@__&%e?nV>c?yOwE5)6iiM_Sk#s*hFn($<{Vz^upfg_ybe3ez77g0}%w}GM
z{$5XaZAuxe0W$6Yd?$~|bnNO%q-kracT=2fL2ePTyj1H$3P`;b{}Fk>h<fVgUtU83
z9Iv8#Zc$!4TB9FXt7dsBGuwUWWfIS+Ne47QV~<CdJF0ua5;U)xKir$?YPmVE5?lm6
zCqJgR^hmPnw&oJUq%Y*D@Az3_yHaRsHSd12L!&yJt?iEpK<A{qsgAKI>CUZlb&Vh~
zd^|RS*2r}EEQX)yZLb2X*Z}parN$m5=0@|Xh*jm~@t~-Ihk%Er(ScO5?BUXyLqa6O
zmnD?g4c{T|l<}*i)RF$UrCy?{Qxb+xk9_BHdK-uTV0JAiWR8=v2jvKU_yOAzmCDn6
zx_a7Abow}WkEar^eMK+y2g8=yd|yw0@I5KL9NlL%4ufiqn7<$oyT;PmwV2HZM%oxn
zLQG|3()`!mPN##KX*KZtyg!DkADSG~nfdWH^(!$P=2pm_?r4RA<ixw&(kh!cH(#sU
zxKJB8zWj7>Aj-#ngVb~ErXipn6{u<}W%=mRNR8)7>=?N+%^UNC9fxaCyXRxOHKxsF
zPw_H7z%zuiA3~Ol(+#ktQY&?%)zGr+f9Pv)V|^Y+2;qzb*A8XdVfZRL#?TfVX3{0P
zG1u94KopoWV+ul+{Pd-8^T_PV4p`OcEF-yt`hFNQq8TEnDkfCk4r>eRv%u0QJmV{{
zBYolCM#T_v8d`XsJ~jFtu|HOKn1R?<ztoCZBoX+aU6ml{{@hwTY>MZLv#9bCk6+E$
za6mz<j!9LWj!ETLd8)t&zZE{<N;8JZn}*u63;2QO#?!=`y7>JWfOrNBb;kSmpU6Lr
z-eG#%U>)hb0SGjnKEQkW3@~vb<7zuE<U&;!9r`c*Cn(sM9>_w>-oLAdiX_RKP;spH
zJ6w{lZ{5fL*`e`~o-+PvCQaC*`DMa~h`ih`#&)+=atzbcl701cpR0y-KI&MzMuuz0
zY(DC%7W`C5k(@5F#>skezKR2u^lQ`9S5$pE8!L!*@udRoO`Q<O6oj-(6wZ{fG2VO$
zo)dJWqBRxUiZzWTB`$fQQ?6-rY`y-9M8{VCT%ArAONGT5o3h5)*n%uJN{3Kb39(x)
z@d=jcHx8D^Ca2058J*^qbrrKtpjK4nwhWNc4TE%HRmUmpHrIET4D%(RJ=ES7onEyO
zdS@Vvj5UR5;m&X8)LSqn3RVj3@pA03s5I$Iwtu@BZs}$hhi-r3osiYYlH1#=>c|2S
zp2jC8ilw)1Wtcv)T~ZLIJ<O8*iga>$O7X`%*dRlKoR-wl8{#EsXFbEHFO_NGRkJR0
zG3LNpR831A;Le|3VTldPW)MF_U~ewj(Oy@~xy*M;3_sc8>z;JRn9o_lBfS2Zh#|nb
zN0##=A;EE%MlGyAoMtx3Ou;JxbLkyNL2oK}hrg{Qb_}#p1o;JaZ~oA#mdC<U%-5o}
z1HP(mmPY0agHbfJTs)^(5LV+64Br#@RQsX>%!{9<u`uFwpj@_j_xot^tw0riEZyZ%
zIZZMey94`%8=^1w^lE9BcV;p=-gliXpRGg|q=Xr4wwCOT77rF3Fr&)|VeN2K3eRl0
zR=Qia27&Y#*KslwN{b^jEl*DDUD15Z(|qq%mTWXMrz3Rm^7o-!wjUo!wuR5o?N_2z
zz&>y>4e0uqB0#i4Uac;;p3|NGPCDS?0yrA~Z<NyEeL%5x=EZ_#!WT6LB}1gjQ{Wds
z{{Ya>KbM^oRN<M`mOTHKT>sGBBtER&!t8Dhv7hR1)XbS~E>Kye8iy%cnf2el1j-1E
zz;Ru~lOGx^M}W@T5)}~b*wP|uA*HL4`BJqn{Kwhr$G1U*vjBf4*;!#>%!1NiX>b2%
zWuMaCiJOMq{_=R`(nhs~i9z$&2w&Ldm5iZ(Xp&up(s~)KA#3atLxQJd+lwb-y9n0O
zRB*TF;3Fed_qK|2a@`xIJZcFObAgWp^Hr`m$3eAMV%s4Lo&)M1zeU6$uTyEPPAN)w
zeb#y%!yfxdhnpN{N0l{*VoLxeylM}y&q!CPp^?U+(9qZL=d_CoHGI}_6eQh<@7cB7
zkO46jEzY^Qi=^ihkGJ7psr8$AJconf8Z9Qa!C3Fc*kK-$&oksp2z_{P->hfy)8tFV
z98jp*FF^{oikLCC8J<<ztB3?r5B$z!uw%$W`F;6NwbfmJ%MUIml#XYG=SWn1L`&h~
zFJC?KB2%FM{B}Ra#FvNkgZ1h=T3F%JBWzJBP*j^OZZmZbWBRa`BdfV}*D(JVTrpdy
zw%u9{Z^T=OvVFl3tT7XAB&hPUy9Doq8S5ZU;;UVfv%jP0;FtgzZvArR%v?umi0kA0
z6U1mITRgYkxq0MKrBB9*+1GU1v-`#L<3QNEqrNeQ0Zc>9TaMDXO$fA}*Z9{E)apx;
z^(1{&VRAVYV9^o;EJVY^PxbPWSYSzu@o$%$9G;l~opqBYt|3P9PS$|06n6;}CNY4|
zF8cS(Si&O~u$LPcNQ77KX3!(XB%j@>1YU;C*@SJ&Jzx#~Ic}6silW!U=x#_dJtAPq
zyw7YXq#2m6_ei*q3+Osax%qzDiCyH@ci+5A6J}%<KRv(W2-_q+&{h4~81nr<j;kRo
z{j;i=8Nq$%@)B}jl9)a_F1-i2I^N+<A78+}APQC8&P<1820+?iM!?Q{5Q_BorMg<p
zOJ@97)49J0QxF#=4dlbmkWNZzx2idYTnL&RQo8?`*EUQ5iHnolVc*nx6?iYIi4hWE
zAzDS?PUW^WEbY3*LQ9lRGguAsgB}ViI;Rquk9_r8t{}mLP}m!O4TQ^yvUaau#nnBz
z6h=o9t|^~TKezIO8RP6HSMiOpiWPasVWwR6(me8b(8rq!HMB79=V`Pnd4{yeaxvZa
z{qtjTA)i`^eqsYX<0i|7z>6!#s6LR%@<JV#VFWSr)+uQ0qY-Rk0Q?m5@N@4d*|?}(
z42e%fwv%*zvM{5;SQIK_##iLm#Qsmh>|&7-j)@GMV~9odhwa@~_FO2E2}45rOeD;N
zzkHCCjh4iku2XzCI4o%fb5}j~NVfeXBy`J9UC+u7<!DOVlRsZ9)ZFJ9l?2P%mw15C
zXw%|$=sR_zEIGB4wvXO}`Rw5fzl|tt`nZ2G6ZOrPO}TZqkQh4v2a|dS?eMD&DLN%m
zEs(}*Gg_x^9h==xFTO0p(4U#kfHO@mF<xk2g2$9`y>-KH>@;_R8x@nEwV8a1O}{LH
zynBuyd&(Pzcq>F#;w`zN$ku#J-c7~cm%l?%VBhqv-|=9TySOswmtbzXox(UH5i*Qz
zM@G=Em=J7<7Qaf>UzPAqd3ShXuG81uUwVGt!0M>rzd9XYq>KFT$Duf&$Tby6*LLNR
z`3o5f{yxoqwP2Sr_&@y?K!_DoA;U>VpY@^s{aFNcyUEkvUVEm9F?BF!1%l?kb~{Yb
z9wS6D(3@n^>yh4k+ep>pmuc8zD)pV|h|X=k*AdZCSf)8=JFy3e`D#P4-rHntXMH?c
zGom619~nCysLD_8^AJAH9Wb`Pb(a1<|L&8N5$upHXj5E9(8i^w{yC1xz*vRvG|_=+
zTmDjO_X~EbA-zqG>;?^v#jmEvAs@WA^-Fvtm-!k>SPf?MLi#(EFxXq@5^JzROuAMH
zB~3$(szR13(+IC0=d6uk(=G+GvTk4MxT0OxtQL3+Yb3B}DgOnf#e7dcppPK2#`FzA
z!#2oVnE-AJ(y%nR*A4kha@izp_+-2aQNaQKLdD#!ojhO1by$_$w3w$3^@8_!2p!Pq
zZ7{J$&36aL$$^hUrCj+|y_3YxE%fX)y$ml3{Yl>c<b{GpyO9sfLGgzTc6iRMm)umc
zHcK1U?m6@_JXADdwpQcaaX7=?=D(^+-%Eke%QWbsW9H$)qAv&i<oK+U#WC6)SvSZc
z-BhudMX@Tg6472cGv`h)WQzi^N8{6=8qTN{ye`~Q>FJWRiska;$@vnBji|lrvK@P_
z8wT!A73<F%zdbP?K_IL-Ntjiud#>DU_S7_fH|xY`<9Js#aW}-~lsYY(;|X6t)>D{R
zRRV5nzk%`hVSU8w(Dm$dgbrW&^h6x1ql`jLG6b?*B@sF+YkFp3-D6gc?eB{!aQ`B*
z=wY~9{!)ij@jsw)fu6g*k1HxSKvuOu&T#iUynXdk*a+|^pe<JZSX$W3`|@ffGI+rj
zxYWSpYXbGux?UX2vRi|n5cT1j?ld*>iKH?1?{xU&{a_ezTT9EP_HbgF3{NA;C9R*y
z+CFK=5o<wlh>0AV=-9_f>^uLl85JA}lopz-?XYTf(o&+zC(dd*Fm0RarZ)TQmp=!}
zBy6}&D+Lrjk|7glWN02%j1saO;xY7$Q0$xjWF^!yh%&xv=CUHbF^D-t4YWXiNYk*O
z-*m)+bhTDQo3S^hBMhq0GNs@WP-}nDQOq6Qo)gh434=c#xttN@_0G^<H+o0*txJ@a
z)C;t291Gl~N!Lt*5|$H{=rNLis1X6$a7V=rj3j@xKdQUJ%@K<w>K41J^-(u@BPvKK
zO&xthl{QwMzTADLlt(o!i7)J%zOr0@N^m$#uu7{g8*%p<JoY_;d$tAY>nwwi@RlC?
zQ{H$2-*Y+Yw(3ATtQ&tu=Zbeh^{3rNZCI4p-Mz)32vS~9)XvgerJP^PQRzmR>6XLC
zG&OgbVQxBkx^VKNw;@Rr9ZmJbSmcJNMzOCGw=s<I)%crZz*Lh&s62P_V(_~zWEkoR
zTjvz6_X$)J7o8vW#fRbeyZ;bq#5wBVR>@E~{vw;#5E!R(j3S%y>UrPNro@ICGGL_J
z_z~EEJ=D)D87Y=Slkxff^E)%v=g)bEiV+BM;jOmn*GcA9iyi3VXk@~9G_Yj7F=C@c
zoJ<a+KlNt?RyH#S`y;tZ9kOsM1*sd3<?@7Z>nRCQSv}eX#qXlOgq^&kl^oF<cIT5|
zKTK2?P3S-$04u@7&NEcolhW~JQs;G}PfhKO`gcK}-Y<Z^5@lXc0yJz!|5xn^R5g%+
zvVap$e8Jqo4!)`U_^#IBtG4m_5;M%*fC32jbN=g?LkDV_z)G_V=uLoQbH4<yA^JLO
z0UXO3q^}Ls>uJ(8xmD3~U_b>#>g>Wv#<#5HU1y@*_w2W4<C$!BRyP-J6Ya^QP+^@%
z!6XIygi9yB;>FhQhzdMMAPcSrIPU|V9=}?VK72^kEijB$i?JFN>BQ2P^_s*=l<?fk
zb&Ka{_^Np`IYS7Zdh2HVh+ciS1{@^xyxTP5CU^%_ea>G$QtqK8NoJ(wNQ+#oLDIZV
ze+v3;Ez^*VFIE!;!W9s-no0OI3GES)k|gDUt2U?4d^)8b;s<|v&Up^^$W6TQ*kD_z
z5(l#WE!DjlV*Gz>uMzI;kLhBtyk(Z*j^c%moe7?ndAxLLKyD`}W!;%XJ(;EmWwC4-
zU7tzrAhUSbZZj}_%NtoObL^hT>L<(K7^bOe6;TTun>tp`vB-n=Wv8Su8wSQKj?Ss}
zwdKYBCpn!%p;pN#E;&&_J(2ow$QN`2J*Dr)nv2&zZ+P3(Kk4}Wc@m&OivX?ge-7z+
zfp<>0QNZse@x_&3df<@9t)*p>QiwxIr^vQBl1oV~x@K)Oq%@HIX`|>gDz6aA1-BnX
zFE#TLh#HYvY_1u31%FLrm1*px>BtIOZhPAT8+qL2IRmKa1*$O|FzqKId+r5G*&(I0
zQMD8A>D;8KpR#<EUi^stZOKJfzRooYxPpf^VT33oO}=@wz<8phXi3euhZr*<{IYBi
zoKY9G08h8cvlsEe5#k)bt0SCq-XF$*Ou-ICi`KGkM#-nTxYcEn{dtWM<8(amZpP_@
z5T~9d)EA#!(iR6%8b1U?tRXWi3W%wMm{k8qp1*6p5{1I^{(`g^z~}t^I}OhO1}?Sq
zruOwvLeXgdJ@<ta170FR_KW_7Tz1gcH#d{Xf#9OsKn~~t#xI^#vvTm%%X@pD4}U?E
z#5`m9TRl)Yk{l|R)gw7RPQZ!bmOg+Q5)$JcNzQJEgWG|daJWl%AfH|f;rjhy(z17B
z<P+Z14>3drv=)-`U{QK~n9tgnF)-LGm`|X3wJ2;nNz$op{2Kz7%*^nH=<f%J-;lG#
zUV0_{ShlZpX-kfY2dsiDWUf>^0h4-_nZ0wn;4EScar8kOo+QA9V%IZVs{Hr}Js3&u
zF(?|_*!~^d(Sl_F&+#+JRSbZbyo}Od-Z%01Ndz{N4DQz26gV+C+^eZp<9ul-u-Qgk
z?UQL+l=bO@H@A~Mf&8{{i$&fm_m{E|Un<~E7+1gL6@w{4+)mlOE~Hm>R<yW`o7kD2
z%XkLhL}Eh@5qiyWnjR22qlA}z9>u5o^mbtc&hHUO?XX7WajKlT=9tCO`jO<~11j0}
z0y8BVF;m8|dphn92Go1+L%fq;(y5*%e5OKXw1{dj|4CU}%uZD{^%^s^rvt*b70W3p
z0eoLRZ^r)VH4SO()4Y$3bgEDhDdkqtY*mgksUxYD11rl*i2C3RT!r6qs-`PtEAs28
zFno2GmQ~q1Q=YaM()7`L@zQ80$_!*{bn3b<O~?fu=I1iOYtomHhHlkv&%C%-fW+wb
zcK;FcZa*oGgBBC`4ORy^T3oT_brP#7SQk3Vy}5LgLPY{)!tGeLT(190X#d-7OJ;%I
zZ(z~`xFd9+AN9XGc|qlX+GneB5V}@oerMcf)K#xWolRMNS6MP|`>$qK2^Sg638UZu
zN~H<khw?3pf1H#elyTEEID{*s)~pWC%hqZ)GY5qol9sRK$ys2BFS|__s~DpnQ;PQC
zZ&yN>P4m_2^vs!7aB3^I4XTE$^ExhzxTz+mP9yIQI~d<sg7+3pl|qP|HYiQxz@@>C
z<eLO!Z*X23iNrM5Bo#mJ)3VK!-h1(_9z~YwB|E-Q6(Z0OFk`kTLP@RSVv)5!%KZCl
zWynRPJDUOHFSmrHQ0BXqJP%kMLvQT9U^Ug#I#o!}>4ZyEcdHxMj76zb`ui=~2=3*%
zUJcB}Wa^1`uNA8gBEHq*gfo0XiLrL32p9ME@zl)yB5;NX{fzr?fgCn2Fwb!FZT?oc
zQdp<mjZK`n^1HHOqT37qWMJZEOkzseM`qYxwDMW(A@Y)ejOzh0^xYt(4GI5(?!aDY
z<zNytEx9;H+pZ*%ASMf0TiBCTU=huNSq%Gi1pMTUAz5zD7g4u-3|`+!u%GGEgZdw4
zkR7&eid~_hS9K=j^#@X3&wvv#9N!egP15&qu^Dj=e0#Nog4IxEfuxME=7;P-hF$pa
za+%Je9!&TJgeqzj_=OLM=ag@wrh|ah*gR)0&zk`@D~@qy;dK?Mar9vFPDAO}`&V0O
zC>+XY!TCl62Yq%i6|MmHY3D@mtk4+aGtH07Xr#d(k_Xz^dd#y9yTdde4zttH&E{iq
zkK?V~T$mNj{XU4-Q9F#%yZeY6hM!0@_-Hw0Uc?lvsJ(m~y<~hO+RllP(XKOwuE7m$
z#!foLQO4DVB-YR*`{uC&E>D3)4?ud}s>#4QF{wB)&95}cf~w<hyzf~WhKxRy|GDDf
zCr~}#EmcE)(fR%p9j38$;m}?fVFSS6!itDrt4BH(DrEOzLXk#N4#rq*2-!gB050yB
ztEl8PIWeFRs4<t!G0|Ksq2#{e*4}u2@Zm;;D$m$!Usqzo6ghz)?l398pzb<OO%zHq
zNjOFy#mu}dhJ%<hXX4%r(I<Yc=~KseX6R<e&iL)@9#-ugON+oh17nU};v#&yB<MJ?
z>F~SnGUF-9KF;E{dJCb|fKcrAi-ZtVeT4uy8d-B;qs8Vt;nareR-{Srp7i|sc!5cR
z8JAw^X0DKMj$$>^9CnN`Uc11)jFQ(lgXgE^CyI_+NMOSgcJFGrgbCv-pA)JItDu4x
zHce?D48pEw>Q|R2(_rEG%4P{TTz0MfX=KvFT#NnU9&>YL8o~j?tENs;WoGTBPD0na
zrSbddO_kfXe2;)zW}KlZ`BD3^`kp*7XNj7CqdxWEiXYe2K00`!B*(dpDc0H8NANNp
zmCVUmd%FF%#bXgSry140%VkoVT_d}kh&kwZr3%Oie%`emj$X53XBn|IQ#8<qEO}Lz
z9WBcCb`MtVlK+$=BgD*iM~AcIsZZln_}6wvaBVf|^2lxW4j;3Wh-JR`K~`$swC@ko
z++R#Z3;^O!FaAS)@W;}I<AZ9*(o&=F`b;<PM=vZFjlUrN>dW-ho2shhYKwl4b9+On
zJ@(E@;1XFv9Z^HCfTxn5@e5AmLj=j&&21>{Z=cd9Tjn+DxCh;Yi}9gnis0gp8fX*%
zw~q6X<pKA-wHZ3W9`R9CaFFEz;aVN69ANANnulE~%0=+OT>ow=bg4j5m0*^O<e|uL
zz?keVC<-+5Z*DWc)Iu{(eJ;ZJ78rj#v2Ne&H|b5$6%e+OXn;h|sQ301ep|R8p+83j
zZ0}|tIvc(43rG#SO@KRkOqeHs);wiiEdQC`-6;F5aLk%f9W}-waf1|;s(8loq`PjS
zv3^4a4pw04nt!%i6e!i&wr%?5jw%VH5=@uU%AYUwQu)njr61oeyCBO5vMU8mhUaN>
zD7-L%aFA2|uJ+{F*I%6sLVwz)%!A;+tkQiLi6b5xDm27DmYpp-dW3bX7cx~<pX`pU
zQ{89kqEDZ7e}FGu;rmrPHqL}{B<Kz?i#9fTVEhZ!=Snb!fh5SD@HinP_#U+~DK};M
z$>$GUF>1;2g}TOX6@T(MtsMy-9`*a&d&DS`@l037t@eObLKjnqVXO9`PB0~#l#g0W
zAkUM`9(J}a$3IKBZAuY?<+!;t-xB?H*jMM&Jtv+=?YpP=?QT^nX8d2!06@*bleH)q
zo`deH@+f#89x=HW_@5atVJ1*=%p=7=QH0Eqzayq;$A3w}NNNUm@%j4IP%}w&N&Ke9
z=*|M8I3%BNKO?3yy<mZ<XN`Tyvrt6^>VqU<E%<376`cLq<;6%m&#AxI_liinLTGr$
zWzHyb>-mA8vL5BIyaz{L`df*O6PQXm3ZdoCF*yQJZX*?N_9hB>v#LSiJ<8IFl;G{1
zJLDmE+)rA7tr)4$Kx`<M=kRMUAc2&7Ff!s2`mV}`Q*Q$>y@y7(6ws3y&P8DHc5uEN
zl6GB#0x1K_ZnkUWh@R(7I<#($MUu*Aaut_Xq_G+ESMyL@g)NrU3YT=hL)>fKC9%qo
zm0Y$_yjk25)OR}swW@TTp{gf0v+MOpNsgpkFSkDf5HiDXSb96Xm#&~?>%;x~HG1m-
z5)c0zNbo2xuJ&8PgomF$T8M1OEMlyx(57#jGGtm`V}a#(kxuN>bNi*C#Tann3t_64
zw`<e_Vdwd>41rSx#49_v3TCCBgOysl`nk!hY22?@`tABQS$Q*}H6#Wp1UfK#+;|ai
zXDA8ErToImsd-Oav=n0>_lcy-#5x}IF>vW=ftl+^TG%?k?V`&WD49La;&=4n!rS(N
zoU|x?a2l;-Y)zs!E=KC)(Pjweecvh#kf~GLox}ypO|-rl)?(HulR2P!!NGXg@yk4_
zUEMPp(=y*L^Kyjfs$T5qGwq62ZE5$nqU6A&hgavTza<!!TXK?x0wt0QkMU;Et9Xi!
zbk)bV3ETDT7IkPYTeTO;>Gt>|o&e$7S{g<E!}ImF_QIwavf!Cq(xh-;2~K3K{60#b
zO|rW5s>Uqq9du#7sx#HsC#d$4%Z^7;gs~nXwEvB(BcqG|us`|b?Zz<W@AZOAn_PQJ
zWfOx)p1fK2xL#bjH&>s*XXj5UgH38BT2MTWyA4TpC9&SzWAxbx_|Yo6hzS9L7v90O
znMn={mQn9^V*VsN`?=HyKl~;2EZ2im{O3~pZTczCT9PG9It1nW{{crqxW2N`G`XsR
z<$Xmj+E>(7ax*)k)@aRC`%?Of1=9M8IT&*y-e}ELH%sa%KGeV76ml@;MZD3PsrI%0
z@SxqN_k|wKhcYb_MrxV6LHt6S_Qd}9r|je|WL^fBHAn4<{qaZJ6Z_(qvygKl_Gryf
z7m5AxN^fKS_@mj#IgxiXW~dw3{{X%y`*MGLQ}$90WM9o0svmBT`{IwcNB!|fvX@}y
zMf}m4&o}Y+aYx(Y{`jNWOR#ezLo^dv$5DuX%Rx*!lq0NypRt!=bE8i*x%yUE)ZzaC
zo`RI>Q2zkWK}WHdVCP0(jCD`4X);9`yGtP20Qaw+yh*G}s7|pv<zg5E9V^}ZO>UaK
zi^Uwl8HWw&UL~%0I`+a%(Vsb6l0fNQY7$hf5z}#Uxqrcu33S<`Vn24-{0(YJdlbaP
zxeUDpb6yU1OPi~F;fjjfyR<umiJilqI@gg_Hj(R5cSWdUGC$od^sbvv(I=iT?mW2v
z0NNbZ29>GFX)u;#UVn&>=Uru&i6WQeoGPzoPHPEV=(9-Bw$UsjD$+;hFz&{+ZU_(s
z3Kd68RVeNvblnt+>*@_kW!(|1$a|8;%BzBD#z9%;-~)<d-GSbus}|*%SFKQ*^>9F{
zcNa!OfmOE=-jLEduLnuLS(ty*x&Hvrmb;4Jd=5$0rvCu1cK-m-mb>ceqwt(n{xjlw
zQ__<>(w45GhakzT_E4Gb6*1R}qK39KB`>HZJ5)%xofV89W;+jR*IrVsTUadi-@IHO
z;XajJqIej_<B{Liv78!LDl$#jsWO4oQ!u-JTxP5{IpUzmB(8a^lP#em$vNPa?V5C<
zunQB9LB&;;9gVm<DWFPrfw-J@^{XP~vlBc;l!fD~8n15?ZzFI%wE1Ty6$D^<R3<<o
z$ZUEFVz~|RLzPj2I^v_Td^XV@Jy_H)Gjebno_MFna!Z1G4%ApVjhNrf8x-Vst-C0M
zaOc!lJ!-%OlOO}ywm-EYNH&h3bf{*D=s~I6#STia4e3!@yUd}=<293Ua`)PRK%8c`
zBaB3WM{3%PIi1X^)p5}eJ!uYcMHSX@`i-KUO{N16N?{b26US`}%^||5$u+}Yc$W6!
zMi9A*Jn^^Ef};l`qt<meY;B!)gEI^&ir@pWW+$mRH0h^#T(hxeJxMvJ!RDE&jfG=O
z2Q5RMDXM;ILX#{7;+WZ`ErC%pRklE_(w!M2p{5hXIeJusW13^1m{#VS3p_!9IIe$!
z;Ct6+psM*C;<lx|%%>-@5sx0U-KVv5Cf+GHC^@E$A~!!S;C_{}tsbEmNWchbc2`6H
z00{KQ?lAmCC;TH<r=qF+aap?5`<p0Bv4(`H#ZC`A*0AutqE8U1{{VpsojfP16T}Pu
z0DX#&Z%_G=qKh$eNNb}{2I`D?NQc%>@D)1v8vOGl@F@1lsd$QO?HVYvioIRd%~?y(
zSESG2ke2dqxh~sI075yhJdy^2cZvF=5l$6jQ{ghJ9aAIC4bqowG}SXS3)Zbd_%&Em
zh<T|-kalK@IK@avBc)VVz^O!>Rov{1?uVbHFp5(2pz+p`poIbF*R4^K$V$w)3geOP
zD?=cIQOc)il@1wt{V6?(lv6OKw~`k-)Q<VCi%(H|;Jr%Nx6f@V%%j-wf0(M5a-@lj
zXNtMuVjAN1%$y60XIy)Mn&+#r4i+#1RMx7kc?@{TX9M-99zcYS<BGfCxW(6qE%%%%
zW!vZmXm8ycm5RFL#$96Q=O8}O^c+@h38^k0&bpDo&gLgSjZFkt8=IvIVp6!VsEIeX
zTG`O846=QuL7bnKvC&%U>0@8Jn(cJ^aT=n5z!<K4MC`0y`W+6P9ssU})O4(UJun4t
z+bG~yno}>rqis$H6&z|YQygNMnG@AH&J^aZHY$z502~TBjODeD8pGksk#6fF78&_P
zW`Dxjw*LU0GyYY{`24i~AR$KxpjRj@<n*t8mLbLoB#$Po6)CrK)xY6v+y4O18NVt+
z@oEA804yf`E6V=QCwfn^zolvQnRZ5g!adJYKNjNc1mBpZ{{X_=Px<zk{vy1)?6P`N
z8%Ympe_5AgFJTkZ55>jpYcJ+0r{d@RI?4Y4eG2mrvB~L9`y7=1vo6RzgilL97MS$4
zfBWcDPsN!(=h6QF@3CHM_BjV?aI}-skF3kG4`CD0PsMqU{JOvW_9;K%YTSR%ss8}J
ztIs~kB`?_|qw6#B7qE%wU+}eVds?6S?vwr&t=Ihe{{Z9l=ig<JQvH@nKC?d|`v{(a
z{{RbC>;8R*{r64(0EMY|f92GF-*v$KmO)XvG<`v(^_hpTiRqT#5wGq!7U};0ebxJa
z7~jm;F(>`>YszhI<hSKin!OggJWZc0{&g=AG5Z*HJKa;qx`l&r3Lp3tWgm)Ki6{LY
zKl|v{AAP9Je%z@7sbJ?AG}a<v>>ziC;)bMpK_C6}YBu<vs{a7bDE|O6Tx#084C0;k
zH}|LYiHq1k>yO0URQ~|WIEUhCr{Z3$e}XU8xiMnr)`McyzOz2z>>=3d{{Z1+>e&0S
zezf2CSz5>UV*P8D`wM&08y5Ga^{MwCu!m!)KN5A1NWWTW_=Bj;^3EdIdVr?6pRl*R
zA7O8LKC?dKRARavK8rk8I{Z_@LYFvouFa$JuGw+LdC!Ls+G|$MbB*|~Um9v&r<jKl
zbSAv)OKsfraMrP2DD5TzWL3^{$jvRrk!wFNC_~dJO?@`*2Ejso53N{&D~0>YMRRjA
zuKH+Hj>A&58={q2M{3s7^@2W2pOuGNu@P;fBbtil2%Lh-H&n@!a%mjM%+U~3^P10|
zS62&~nOUJ-tH7ukcQIxanAU=Gj!h_}#UX8?f{vfS$Nnd?5Bhd*{RwN(Yt6g^Fq6c$
z3J*(0Klu7rq}Np+gy6({XT=AlHz0C)($gNgfRP&~t#n=;J1)alHxS7Jx*Z@CaBCW@
z)|$ENdQpyBFsH66E87*66>bk>RCGCymNC~A&|EJ2aQNn;jP>PVRt<Z|<K7mELmP}^
z^{mT`#V+jeU1h`za)beg9Sw80w&a#pA26p<lY{aIR8vF&{Mh)%KGjw@Bo_xK3+q6Q
z(;yNkW}Rc<7>`<nHdy&KVVHd?jKm$=PARio{G6dAdekwU><chZdt<FtiMk+?K#Fi#
zhoGp^Kn~%@wOqM?f%1$g_o{wT5)+Jp+L<i9Z*q2$N&3|6URDd)s->(=IAOGqIjv|+
zN>NF{?Ml~Sdj*B5j^}=J#cPhViwdXBpP16uRXFma3Co#@MK5n^h))YX#g;POfvZ9X
znxUv_wwi2Zr;u;#i`3K_{;)KgK+A(O@SfG@w-d>EBTFlmc0Fm>))2m?hOy!~^)@kq
z<-wj5e_F~1H4`Zm)qEUgmCaJIGYVil(}~K{C<ZmnB6X#2yHUsYsWT=_X|(<^#YS`9
zsgf>ur$l%)9X>9UkeF`$>iui2(WVN3dsieEGK%Q5_Sv-8MINS8I=EyUR-LPY)rAXZ
z6{T+EFvWA#k=0Ed6hv(mdK1Scv8|;%X0;)Fis73&QZ!Q>Rk+uRqYGqJ=*?itEU!u!
zWKe>ij<keQnKGmvn6D)9ZIHFr<RD>W8-;rei^1Z&_s901BsW2R>uojBg`X`#DyzWY
z_U4eLDZuedn)MmTh_=+Rr#YsMwIDbY8X?V0&N><kaZ#2X=^7@<1f&{YIEsrraZM(R
znkh0<aKLd<J;So%lp15;a%x$8&#1!0@J(CMF9oi>XC`>_KquJnYdT3Y(yJ_u9IEP0
zRDv<<Q7ut2pF-}v16k|0(DVy4V0#`#UGTEBOR3%!{{U5Jz;WHU6>G(|lHXk0>bCJS
zLvwD7?x2+nI5l=1E^QmZ_ic89Ij>|uio_CBbDGBKq(ar4oEGOB+o9xf+LGc?jf+yx
zHyc-_KrQ5WO!)oSIM1zU-I23uD#oUZ2o2^pQ_{No1<u@8C#SGnEp@tS99NxH-GmO3
z!Egp^ptc+e!?EWTy>ItLbCn|OV*;c!k%Pu*bK04i6rBxb-JAnjZ@@K`dT@+=DJ7`x
zc{hlFn_8Ta(BiU%y8i%nx38dSFXnu8V^#jjeJj|G$n&MSmG*W1?JwEa`?aVoPo*!}
zPo*&#UO?_B@)y#ze#m_&`yuqE23OhF`?P(Xdo5~<L)=pRkoFW@Mo*AEDDnsQYg_Dx
zxS(2lPzFeVe|DG1AKk5QvL3>LXnTq-I~gJY{n}q3dRDQtJ%u2&K9pPxk0596)H7KL
zJ68AE52ZBPA4&vstEYt>DEkQXt>bEQ(v$3`(txpswjg$(Y2dzbTgzsBDnV(E)B%!~
z`xFdQgg(`+_Frm}Ejn3FBZ=QVfX-+cjpX}KVb5ylo5R|YvV*7Gg55J2tFd?=UXTL1
zWVk%#h#$_DfN|y=cBJxstGi!^J|S{3W`pZ0@%q*A@UKvgF(uv95d+m%EJYWJ>J~iA
z#qCn2opUJMmeRWVgs$&d(RAMnTf{_ddwVJQ0~`VGip8DvOSHqzVT}I(1Y8QnRpPWY
zjW+c#B(z&RHN?vs4nhuF@~-Q{I_KM=0T1sZ;nel|*CN_lpga<Ll5%Po7UI(2&u=S2
zB2wA)_N*mSogEaZw9jUWXs#4zsHQTYCm+tZ%@4%0+*n5?<Y2oFUOox>irQUP+Co2n
zvpt+()-OYQYH2)*gB4Zf1m>W5Lywj~e;SOj{_y<jE>($3<kL&kJNfKsj_ueC(zp^l
zzz%Apvlrn{6w?fnK3JNRLaEDA1ElzK7S9meH?6CG=xJV`UTyIGi+F;5IQuJq=t*9a
zU37jEgAwtc5`)DL_h}QQD~>Cn?ou6Zg5tW3J}sdL>0H&S7LajWRg{b5s-B~Y&U+d`
z*`2P4K*u%Ks0P;+!)Y=Q!n-IWEoj*5jw_KnJELlf`;7Y@{!^`EYPJl@STD}KYiCWl
zkIxG%g&ZC|{<XPt6c<*{8peiY88{tlvK2Yiq;b#OmEw6}P#Z0PJDRZwLmoyL9`&8#
zZ7TLHUvHY<W`2k|3etivDg;kO6;$Zi-Gu8Vv?7|y8G*>gdy36{3mIsipL*IoXw7Wm
znTl-~pV{|8FzllPw|cHL`P1exoD*Fw9CWGnNUnBbq!%a(Lk<BQYW!A80+|k2bNJP~
z(L$z^2PVLODh(9LAIpuL^iWM`LCko+TsClvI2ef=?-A4r<ZW-*@L2Bb)VidtdwDF)
z$!0Z{L5cDO3QZjmT&U61C%L<IGfZR)zz4NbNeZ4#PLc^0qLw^zDZb@0OokN;fDaTa
zo|NOwNDWt~gPMemr!@3x1#wSWYK$6jqysb%$M&YRDL53&^O^}4JX7MvDTk4odUQ0_
z;$p5m%HFmZMKy&G%;LA=;vw{|s#@IVtEG+GbCgr-SK(|CS$1u@A?;cbI5o>zYIRY1
z8y50bq%vd<YYyGG;MS$QfPu|$NbQNa1Mn+CBavA4&(gG_a4}fOrf5cLTvd38BCIb;
zL@|yln(<AS+VpFL#z-55bj&g;rQ~8rSxDfD6s;?U=<sgb^&A>Xy{g-rJx<~S{4R0y
zs(8(NQI|5g$!jsAtvftYsOFHIP+Ai;8S78YG@1)SW}8b<NZ@p&P~!VJs?thZy)~OA
zqdfPiCCcDi-kZs#3GYt`b4h|%JtM+eoy=Yu`y39^Lhq7}g8=(xj~i)EZ=geYAwwvX
zE=ekIMn?pD(&<*Wnof(QTpMWwGPXndl6roEwtQozYC6w`jLr&}-9rXnm~&owzqK!=
z&nMIDCDd+2N(e#so7%c9QpPwma~x}hOk%XO`v~kUgi(%qvGp{%jC=I?*B`)Zx?3Ex
zo0N`9(THU=*XcwsUTcoFKQI}t$4DO{*PBygwwc!0006DabH!rWfwWe{0N_?7GeR@P
zIMhgS)}&_Qf(ExkSsH_484t0oM?Wd7jY$6DPo+3~NFL1Lo*-mn?@8njO0&0<M%wk(
z$DYdmNc5mWJu1f90?-5=Nc5x09+hKl8)yQ#gnCis4@$9sD8^}st|A_kzEJe3_RtoP
z5P3t=k0^RojkIm11%D`dP$C|cV{f$^X#oL<dQ(gw_NyUjO5&Il{>(b!r?t~3yqHC8
z3&_W^ir>&YIX<&CNGWcomi78qsA<|ork89Zw~1HOfyw&R%2or<bkBzOQ-Jr=qznDT
z<o-3%+I&CIpvRjOld$gYe~_-ME;~}<vgd4OR6ZEdAmud6fA|!6{&k@ZrM<dsiU^}$
zMNlewTxOGy3_A~0;*p|O7*l~we4}zWG@~6<@kj>*0DwDHeL@oU&5omyR)IL_Lt&Ju
z??4_Ut)t&~l4p}UA;O^kby{e`uQky4uF-6D`EW3@s9{{}&&~lA$34#Yd??SkK*Ixy
zZ1>E%DX|c#X-+qK3YKP62XW)BdsbYxFij@to953r>536n>S$SoOJqUOMmkleP|1p;
z0Xs4cUV!<7-ldd;w+@48t8l`^^N@Y2NFnEunz)D;r6$Hku(0pVOd}ZQpTeD=N=75r
zqy%gz;8S9TTd4v@3unKjO>1Q>^r284z1z~dn@cEcVc45XcWPpCv2(%p31xcy42=oN
z{8qav<-9t|b%{qL`3Il)64z5*bbb?tx5j)*gNl%kl+zQMl#i0SS#dP93q_vi3;`9_
z-{>*gMIFRUMtX|E@QhpUI#+MvBeKdR9<-#BrpFf4(ML=eD_xzR&j}grTxOiafPE{i
zw3qiPz}K90%VEi2i8ki|l50s?TXZtp9I@)AsI;u+u31b&Z8YNS%$mA6pB`V!4xF<?
zZN6Y~R4!{5PQFb-#U@d;v4&qmUXgQW4b*IspkyPSE6*?N7sL9DgUfLQ$K}HDn)E4E
zPeYb)u`MW~j`gvKQi>>`1T><IQHlU7n(+^aQrbB!Er@woVVknmj}dDlPPZ{cz|P~0
ze-FKR`^eHcW^9sjO*D;Z!up6`9GZqqI^v$giiq(|o3a#R6X5i#S==hLgL2Ungm8OQ
z+=T6*_ZT#Q@lqaYA}KMk-+PYKz&5owbfjttkm`C7QD=%!+);5c?%jn(4rww;ru2}}
za%@aGQ`5f{7(XpZ8(<n~iJ|bWXB<~S9t3Mx7VJFA)f3@IHPcC?VOA{Jv5<1Lrx_K@
z+Fb3NbJn*axELJPHRO$`n^x_NR*Wsuu%WmZ9M+5zayhOFjUBN%7#pQ%K-GtDDZs5b
zCFEnRb2e*ZUKYh(h=R4144(Ye_}p<*avCRUf>D+FRK$WRCp;QWi6hCpb8F;lLQpUy
zTINR;-TX#`3wSO7=-973^S$fV!%a#E#&CSsEasa~dDI!JYl%gYQW5~>pn32*)Dlie
z;PXo5GQ&yvR1V(N7nn$-$uzD_nBk7NrP>WNAC{aA1*nUG+NFXsB+;UbmS6=!TNPtU
zo#WN5q(}_KBn{>C-GiRBGTTC~l0CP?!|WDb6Vp_4=AmKq13%8XO?n|Nm#RhwNYRCI
zH~PBk`o^6xwelK0s1UYx<c$9SD&Fy4uO*E0*~bz$+F<~(IKZwxN6d`e(}}?CJmga)
zk9;yOs+yP%{<IPDn(KQUy-z=YV&t!*V!Le~JgV0p3U1V-QPX*@-%3xBIIlXX=u+6}
z?AHK#R;*2fip{lMpc>MQDdw;#mX)~cPTj>u4k#_nAqefoWokrynoRmuqjD=RR3GT?
z^s0x%g)fBV0L?DiekjFy=bpv|rQ1#dmlOzQD8)F8&;<ZD6m6&Cj8FqM&;>sfVt^P$
z08{A205=q3oCPi^fWRw9M$+3<)MK{|v>sUdRUB7m;7eilsU|*^E!$8#OA8q6t>S_-
z3aT-HIIHY3X)*i3>?t#nYYU8AQsRZ_OF#$(D5JFkfDzC-;MG-Q1e+V~)yjtA5h@&Y
z?LZSL$j@%nAH7v=XV326?=4#DXak?|CYJ^LV96SiMgjCS<k$AEV|gS@2>|eG-0q+g
zz{ooGuPgB#v5!%3!<y!*tnPKtchKT*m_EqAz1FgPp%YvDrCFJePNKT|eKNx0_jTm$
z2*wa}2C{W~c>e&m0$a1RP=KJeI(t;6b*Uv5iLIf;e_m>9BZ*mk>Cut1iiI+_ITf2E
z+>Jn|7Q<9<%pFGK%~*!oN!$bn8L0qJ&cG^`C$OzMO%<fWPQ@4dwR+0ZJ6OSB3)P0W
z&jNy6nDr3aMiL+tR8KzTAR2DgcJEVp18?2Qpp?6od?v)}lLOk_zw{-p*12yDTdX>i
zhpQNm;mEG0yD0o8Eq{#onjVIvJuy(kaJ4dwjMnX%MD08g0c(=j;8#uJqC_zPSl<u8
z4B+<_(Riz9iY51|f5L2p{{VVp>7lSVu7cKM7~0({6HWmcMQ#NI172%qdoRX!VAbno
z{phUQVtQ7UvwY%`W>Pe>f$vpsts%d(Xyi~>at&A~H02l-YE3(tw5)J<R?TfOMi|9G
zUFFV~1@e5r2KBB>Qq!c<<|;ue*w=L`%1XyH;bN5(Qi|NjOlGQTSF!2#Z9If<I3A|0
zvjtMja0gRfd*W?TukQ**Nrp3lj`Y!SjoFobbtUb~%_$|A)lT&x=}{VN>Po}&kx?+G
zjs|EVqzdGEih+Sskye;gOgN;>rn-q7x$93SJu0yUO-QnF%@+j6;}q<J!KQ)@D9(84
zNKA?Hr=FCl&ouYPaZLGpaY&Iz-=&uWnrS?Wc{_m=#sR^p6P(p}!O5#p4i0IeSVj*1
zwP+UOnuP!j$*IdKjMlLsjz?s0-j%y=A!JkQT-!==Fl%Q`lr$sSv#hi#l(n(96A(pc
z!6(c)tf*UoSK@w0rEp0d(Pr(uxW_f8ZzgfgV8Z;4Yf|0#9M%#>$litiQCbkcO2>iv
zR)h~(iK9$0#YD$B!RC{8MIqvm2P5P7e9sQbNXb$Sc@QMmw0Ols_<HL<-LDqTE78I~
zbk2GX&MB<?Q#a<0wbn;4$6{%_NotdBO*}6&fod=y6m+MPOf8CK*&%qxG}e4{=}p{N
z;0*hE*8Y*<d9L=)dAcZ1JAa7KOs0}DtTfxLQgDzd$9HakS9hgo*7{sHKpIj$X$@Sq
zwuaIX6bPt;uoX22G^#cT&l{_w6=ggSaf*ER6J5+?xRs=So0#UAiYZvkOjBg}V`lUO
z(}=3tl!6^L;r$TelhF-o&QDB_&bxQ)T-SG|L$yK0a~ch<BU6q^=DUj+aG+wm%CfsX
z7%L-2-F{J85vT&H+oJ=520LP|3=R!u1Bn8V5@`=y3Xvl{O(p`W<a1g2lw{jK(zTT;
zwd8q;hp49wB!u>74UTBVNg`~O*BuQv73(K-dGB#CMk#ScF$hH^I*fBn2I7Dz*rJdL
ziZM%yF-!!b6u6>*6BJ^UQse&s*FX-27n)HVV=Q}DbKte|XO=#A7_7ez*m+hn>Jlg?
z1!Jwx4@KnPxWUN))>C~7M_!_vpPHTzBBDPln#@GYLv*BGl&7TtHBCCBQ}a}ZtpF5f
zG_BH_C<3*_1h<->cy%7NBr=ywp1s9OQSI3I90Sx)1fRv}T=$8*KmDl>pKbuSQPBSY
z6?8f8OP(`HtF20moL$l3*OqK%@+FTFDc~^gRHli%=4n?B{{S_5FNp4KZ?C+&7*p*~
zpPFOSKA!c=v5MnWST#FAY7feW5rxls<CT`jt4@^V9&1?Vv9)-j7+zTbMJ!KYUGn%!
z!LZw$j^lM-wbE@Yv*bdc`kGA{Ij)8-ouEc-L);U)&~~jD;7fGd8u40QNZZHdifFg*
zQ(`%;QrgYQ6yYCAo<$4AHZ={_mr?X2jxoWfki_6G<5Ht4j(9b4&du%!cKK61eQM(u
zC!rFTF07YCw<&P)p6FLUh^@-ahVmrUlTKCnzRuG90A(N6w5zTOC1i5cz3$J6!tE6*
z=L3qgE!CI`yA6sQWOG~lHqBJg*Z3OPq()3t&k|gT@6s@S?L(sKap{_S20~6atb=&h
zx6d<ixb&>+O(<BpP;RBodqaXNYTdyYtQcDdt!!DGkz5SwW}I9a(ziGu)@pD;tvhwf
z)T22U@sKKYA1y-|`6_h#wPs_HNNy_|#L=m?R_|Mpj%znww=>xgpLlXBYAfC|sj=sm
z+Ks-Q5R&2cso)P<px!Cd0v6u+{_ftjk>lBXt9y0F&A8VY6#KfKYtqol5lrcIe-&Kb
zp@!Xjn154T>pK&Yb58nG2%z7UErWF->C%8HPXdq)%{XJdM9+`AQ5S6TXt-Rk!#(O2
zT0ti?<0AAlgxX|IryNu~hQ(SSAG+B!3!x{cG>B@#j%oSgp~)OmmGRbsM=>;;bJm@_
z8dV#P1p#6nhX?sp-8)Ub)TI&H+q;weM};3#+w-PvNZ1m)kEKfYw+$A?m4tuu&3GS`
z0b_Um5gS+;e%s<31b^a=-!nS<a54JTT~|%9)9p9g{{U*fP6V^ttZ}!{?lpw(frb0V
ztl8=pcFDCREgyK??nCt*=p~h7b}ydQYb4e3+D+xF$dJozdD$ZYqHoOPeL1SaEuBSg
zPh%OTLNi)gQ|*wCQB=y0TAJAGnMk5~p}|?5EGDi-*cCz&2o-S{3|E~bcfp!)K5#Qy
zcF&AfED!TmoxFo1HP19|jq7&}j%!li7#J0cYU*)Y7Uv*V1v2uIC?wE2Q&{4H3@;Xw
z{{RT>=lhl7U^Xk-yjpYN%fI()#lsA6E78JyEXJS&G~fW^G}1}y#TdY@vIWo0(v*=*
zEOAZbo|F#aJC4<2$4$G`rrT{B5#7%KRVQpP1CmZF)3keWZKT_$a)6(yqULj{ZHhWi
zhV69yvPp@j>z;spD{hnuC@^ik#G;mrQV^61S^%H~BC`BLAx$%AJhOpX)raCkh#(%a
zR89M(L3_rQhX4?#71r9sFa|4`(6i+wb=HfJE6aPHk3!s0b5=aO3RGMHflogCnnX5M
z!tNYY>y9ameW~#R$0wy00%ZoGxQy*4tg8%Q9x0Lxf-yr9dYm4iAD4R|$6ji-Gg|ue
zB`y{~I6PKQ9jnx)?-X&(T1-q(DQFdB0T`sGP)2A0v{K@XQvn4oD8&F$0L2)kpily1
z6(kU~#lk|rdDsC=Ju9N{ZGgJgM65Efjo*zAL<dcEY%H|<TO}WK4E<?z^bzW8KiR48
z$d^)89jYs1w^d>6E1kQPbfD!kO<|lGR5?LS4Z)y9snVTHPL%2Zhd7p{H4MKigYQ!h
zyFd%tn0nL4N^4L9b4mtjgixmjfF$X~M>A}J*qi_jKRNo;Gog_hJmYZUlLYMUc{~@h
z*y^`7#xm~GmIJxTtCxC=x}#g^pJNL@m_BwNFd43l+Z$a#F^PQ8czj{2cE;Kpi-UI2
z4c!LdG7WPoPWzs;vC(NhT~Ni+o;XlO*&%ri#X#`M8N;J5zAJn9s3#{F&1~tWdEVAn
zyE)>ko-s{ecAjf}pp0|nFXc@8G%PY<T>UB?FERUHBb9K@+f_+E!!>T(O}m>PyC}Y|
z*19xBP89(93R2wTG%5*hH(kAoHrh-u;iW!f`}D02J+bLY(t>!cQc=+uxj8dFD?E6d
zU7X}vG=G~Z{*|#%#4{%D_{B|4D+HT+pD0{t?*nd5MLyjyz#g^G2Ug*RLG4VNOAMZ5
zK<1qq_g0baVzTw|K&r=WzCA@$fl9qiDKV)>?M;A&!LEASobZj6i}1B=Shq^UP7Q0>
zzXO`VgGTIpfNM_7<YKaI+aOk*vD!sV^&&{qj{}2KFKViXnzRoUMr@fXz2-<5sn(;r
z{{U7iqYv?;8k-&?@k-I6)UDVqA$24ldh_N?ecWcf=f|2lYQ7znf)g|!IuZKUgpfu-
z>MPM`&KjYqE;uzdaw@wF{b{QyQ-<kNb44fAv<^Dc7?$AlrtS^Wl<+B+aNAM5bt;}Q
zN=T#+QlU<I&{C|C=}pBJCB&<>l;urGvvzS(vgfrz>BTKcX`%Z=at$Y!Q014UIcGWK
zQKwO8DMAlgk}<c|qcZ|=QzkZw5YVS*n1#y(&&)u{1L=`kmRe1=tkOYcs4HD#F-0P5
z^F4>XWlX!H;;E}LFlA;|9D=0e8W@{swKcr9lgSL|$toN&u)!4Q(<@Tk>X%xOjNTNI
zL>Tk7jm$mIdTJ0BgiVVODxj(JgPN}i%XO<5_pPE!8p^HLtqP96GMv+~?@BY;hDoz$
zA!t;dwV<6dn#r(Zvj(+OC2NYRvpT803sE=C*0il;!wxf93JqVjIK^|#8^N6wn}duR
z+_pa`=DF)89A>wzPfS-k+|imNk=CPgPh5q~MIk4>D-vP&tQPR?*#7`xyl4@M_Pu=!
zx)tK}K3T<hp2pA2K*wtIFrN!CtGW!))YG<s&oqZUYplxRU}l*lyH^9PB$91j4<@UC
zSmc@n<XY1$&EBVP2p@UIewFIMLa0zU0|L082I;K#O?u<xL4`i1yL?hHoUSDlxT6%w
z5{g<eNCXtL3R(b4!|^Zrn{)pFO)GY>{6?FsQNOz4qHEnM58gDiCmu@TyBjxL3gI*f
ze|CTjn(gdzRA;Suk8{y`8xb%oQgCrm#JK~dT1bHBG+55%W{>8{=}Q>&=~GCf)|h|}
zlmje97y~Ai$I4D9N_4+=n<X5+zYh2ddK}j`*EQH`iN4-Jj@8GG2_BW%hIfsOD=RyI
z6jIS$1|kYmK&3PQ+665X02)C{MkoL@dQ#Cq365*fJP~Xm(&o7%21euQUVd@jy-P!g
zTli`P^<30V=m>{9@An^CX!&(dtvUgll{A-Yw(2((kw-%b{n!){g(jJ7*+K78F!@NJ
z0uz)5r4?S-<xkeE_n<@*{oMLf;yaKUNrqI4ZMn+h(tswUG`;Ac1`$lfN@=*D1RPR7
zP-)bJXNmz8?v_6&xlkB?5E&wwWEv!6%PSn@)*p=TE^V~7TT)ezCBY+Ya{3R7?_!=N
zy102_ei$}6_pB#cF`A1zso-i<r0PeZ>I)!lXi`gNsm8&;WjR(E&#g^p#EAjw4;8XF
znz1HZ%;2snQhjkuV;*@?nlrd?IG{jC%{L(Q>q)_Frj!gG2Nb|wPg+b4=QQI;-7`l}
z2xgD%K1Si@6fd{iAb(o5Twa5$OQ?A6_T7LH!))Pr>+_{{l@OOQxvgqWoRWQyo2}z4
z^}TF>M~rdavK$z`;Okc`?>4U2HH{|}eRV|IGW<bmVm@lG%UG7v<GpqFW;?h{EsQrx
z<uwg9T{>)$`?JWcCb{)Tms%<kG-8)3D^A*82Q|*aILBJjw4AXO&m?1GtFv<0t+<fw
z3@e?}++<f#ZMEYSk}{bj3`=0u@Vr$7h^)EoT1Y-xq-7z>Gm3`z;c-^cIIR2T{q7BQ
z;g#ld)p`{jM3FKu%8|`@AB;3+(lzPgRm4npr_k5Fo`;(AzlvILmcrisSLRc(zJ|RP
zVNKbdOhM_2jgT6!PDMmUYc`IT5)qU&GRu)h+KG^Zk=ByXm2_AX?D18SQaEn4C}3)@
za@4Lqntl3Gh8?IlprNNUgk*N7;{uzJNKAySMq;Zbn@Nz-S7F=*SlU1ozr-q6>BS^X
ztTU3hs)S+iD)MqF2@?`kG!obldQ-5+u4z?GNPbaCAm|AMt@nCU{Hcd?RxIWj!4;wv
zAE2$_PW?=r?DjE&PCaQspWe2X1@xz_x)IW!v0_z|=x12XGR`*xgIm!^_#D+_wm|B5
z>ss+c7SZcmwdpi(PNHnCBy82FE*KCwq%e-lPK`F6mCE4F)X}|RF(4e*MQJhPn&oWH
z06Vy?`%8oX4CL1=;?c5qIs}vy8=Lf~<Rhrh;wrQ=Dd=k2uw&MQC%H=QFFMj>13Qq6
zeih;~#$&jV4+U6?_tOfVwaw}t1=8=G<zF@#9ORT>Mt+smLabo*GMss~Jc!_OdV1Aq
zZgKLU{A;<@J{#(23t3Mb>Dfst->((OUFdiEbcJs%WQdOCc>L?O6NI*BG}MuvyO`wi
zYII(CA4*adI&?q1yox0sd4Q@VM?=!IYjn2KEzuVlP{-<O^)@955+LjVr{aS)CMd-%
z6bMXFN=9iqQW#M{rJw|?{c$(xGV#-z(W<(NZ_}qA>>8PDIK5224$FoLPkQt#83xf_
zVWK%n*Bz_TblI~QCcMe+dMi|PF+M=eS`v(8R%B8G-mM4sskto^yKWhzPPHEXDavTL
zi%4l*fgIFo*c90xjL~qhM(_fyj+MqZ#I5x;*<2mSO>z?d0Iz@dtE&w6F|V;0rJ{=K
zIl_tsDW)MYMFN(96BJU>KnN*lqJR}wECKFo)zL&+911#lV!W;and2Yr3iWG|w@Hk8
zAgt<aG-lhk`a)H^wB3fR^lV6{-nHZ#kXA@#izfL1t8Lz>+WfV9_-TO!q2<TDTdH>F
zY|;;UwkaTEAMTol1BYQ#wN_J!@k~X!D58K6(`m+&y#OT{r8I}1S^(gDXeGX53O>~X
z81*&5TgP;>tQ$ymeiVE4uUFOdX>KHEi3Ez>MOM-Dbo)?Q;|lTf^Kwc0*F8!qa=GeZ
za|cG7g|2iubVfZg-CTUZ25M**WRh{z)VKqs2tH;t(Q6)LpER2grcP<VU{moyphQeD
zAT*%zXgz7G$tHjtX|4++0B~_mG>7Rx9Os9$*0=F3#mtGdj0}UGpt7IoU3E~m!PE-@
zpWTtW@f=n9n5344)RU9DK6_FmOk$yuBD}9!d=dcIJu1|ZhFpr`v)vzR-I<;X3>@++
zrH0B4Urq950FXE}h2@Ubx1rp5XK6fiuAC&Botfumk^Rpy=y6)EgLS1&#ZZ{@!KiFy
zA%Hz=)$SpR;x<_nGLh+Cd9P__OupWO5tGGjh{L$6#PTrsl|3YE>GE(Zrm~lSD~!`8
z$X;uyv3#(vGFmgDXx>xarddF!BIQLZ1Dbd0bG36q89~6R+KfC06%vE%R#}XY6+MM?
zP^oDn8j!j&&mh-1<4ZX&ye)McOS#hxkEL|IGCe8>Q1Hs6WECSHg?k&LiD=K7&)y>#
zJ;f$!&ZQWSQn^4d1dW0C)m}iXS=yb@xZ;{uG~jY6PZR@0EP(YD84SO4@m4WSBlDr6
zY(|oU^{Ii#s2(tSb@ilK8Z&}8^`w~7YjVyh0HjCHIj3heLmGIdlTN09Gf0*+FU?Xn
z0+Ts3q;XEfikzAyQ9|%(U*>T|h9DRe!<K9ck<K`)7EyxPAW)GqWN=%#=cQ>vOn42}
zp_bue1TQDjpo!W^l(FMAtXheai;=pD2nL2=gNknaC<D@=Vo9y}u4bZ;rc%ePY}pdg
zipNwVn$^>r<-zQ08nL=GgtauhzB5s`6+5t1toiN~F~xC8$sG#pu(y6$z^w~Qw&3pT
zT;}F?&1l-YCppD(&0OfF`E)wVTcR<OTK4w<fz5I@*IDnATXyi?EGsFulgm90+QnSe
z*xyOVtxhBaW~jrbY7ZBi<p8+OGf}LQf`4}SUc7Xnl4=YPY8j!9R4F8BBA%hwBC5x7
zIL>O?%nmAfp6EGFV^#1Dlc)xCi|q3C-5&$;u3A5bx7u#66~ai9+pA=rjrmuqh7C$%
z1Xi%GD3K^8af}&G2qV~xQi|$lvWiv1C^eZrih9Jy=-n%>7?{g_4p~rZV<?Q$VysPP
zaS8e3IQ0XHubz5i@U8ii*u}-I#Kjc7O$1`7LQzEmkO8Jno2{iDs%lC`8B#rXq{fa@
zMql6K(Biwh1Bk_OI$+y-BKk3|&rd%nuQI0Rr4NMNfw>&jwQqW(39D#$=}<{HZ+e+J
zRdqa7gwM4CC8j@meh++9ZNcg&V2W1<2u3TDoBebBYpS|A2c>ed{{XLlt#sixW>}4o
z!AnILuG5expi-IuN+_b31p<l%AQp-!6u^=Li-^yo3iV6Y&Xo~f>MP1u?+W!O^EZc~
zWBtKd)Yxds>5pSuXm>;pwPK!?v1Hz5vi&O*QznOotI5d4QVWKwah?THBtkzf;E~a)
z&@~ji75dbQXaH`NPD8eJtB0jixZ#1I3yN|nX_1_*K7bI?8dFK$fD(#Y4FELss&Oi<
z+cKuz-Ri}}zDzFtz{syAzwth+Z>h-?cVtE%B~BX|tg6*i_d76{IpSMT=z8emy$E?V
zh2hO_`&P#<k2N@MoYulW%++y{lDavnQ*`9xBEU4cs6{+g5H?Cg=}9AYrzpaT08{nF
zah^2sQ)xhH_P7@^FU;Bdg1aMLL*v_N$B7=`s~DL;&!#IH@^OZTc3n=LO4g~d)O<eG
zE^e>px0d1LK>>ZN2M2PGuX^+v@~?&r&EgB3gSYIhgOB#oy;h11xLuDjgkfE%pEzgb
z$Td6{f5P1=2p7zcBA}2IW6g7FkF2thrdVepwJnfG6jLed!LDf~IULtXqfWOruWa9V
z42s_iE?TPR7GX)sgR#)Y`9WEpBh$t1n#Uh942rc2;Q%L*!K++J6Di~oiuNSAm67rh
zZW7e<T|QG3n-2sWS68Q8jE-xW)$PrWs`waEc&qw!{VTz(PnJixpFD1N_L7ECS4hg&
zKVfmxn%sr=0a&JUN;W5nMNX;mk?T<>TC%mQdznjP9#z{b3aU=f$G3XYy-l){>sgZU
zrFrDzt$S2u%@lCWT1SC+rB*K!Ua0Bj6ImQrQ}GhQD?b!UVLV6!k?3ob98}A5syhzG
zX*yAwaOROgo+&o-O2U9fFlmU7xu%i08j!E0HyETAE0k#YUVW+SFg<$Ihn_J^F=YCC
z($t$YKRKe930@CMap_D=ildr&;8G__dHb})BK4u)A6i5l((MJP8rW(sd8yQu7!=Wg
zP6KhkracCMl4^JmnO7YuNUe$OS`k~S08d)D!LupUNmzIU^``{IF6A8!G3P`XHNJ~;
z3*3+l)b{duGH0=@w$xB`s@EEeAGl6yI+Io^D^sRxqUQpl+RoUj7BaNqSwkH9XRUR*
zSBAA+RhP=PWJA_T1_gO?-&3`0V=P++YDoOaq!FNIW557cpxOLBw?zi}<(&5s0gC8s
zd_AS<%bROu+&_(pCZ*e;(>YHMcxF^}p7a1XB0Te5%#Mo+z@TRp3z40XjIs0;ZqrXF
ze92DcG=|-`Ap0b%2g@<tjyS0F>6_+`P&b2v#b3B}g;<^fjMo`s;uxjW=iGSn2*pI5
zi-K}Y+17Njb8&1iagu_uBAoQ@I@eWibhBXR<m@X0TC@8M-gJNJq(70UoO+cRTipn!
zJQ}pKWc93grO$qqWoJ>|vMR=)lO~_Wd91N?GuEeDl_Qf*;L&h}J+oD2vWjE#M!(9W
zTY=J@_JNQ%s*IY|G8|Lg8Ly$n$K`fk)|>r;z2;%~R>+l4r8pHeueYh(he{ocCeVMo
zKmI#W{{Udz_H-lbT^M1CaA0YyM8xRC=6|s6^TQ|SQAwoU#&P799;$O)XaLfM-P5&S
z)+N-BV-w5MLe%Z`8KgE-d1dkl8Lo!b8RJ2|85Db=uEkV_85Lv9Okj`Fu$R55vUXNE
zn3(a7m3B6*R<XCAC6EGpfz4KZHKP9jR&qTLTAo&d=!r#GQ_`z|RN;mXrB0)zA(Ll{
zjrvpaF~vmff!2mfDqSCx*DE3Y>-}q}x^I;IE0=uvul261ChW@*vKlFA4J~$@p+yu>
z0Ywy0AfpsfKmetr6rz9u)K{wML(K5(WBrQqzT&-4!;R+XF%M!YDr_`l^(1;#{W4Nf
zm(bNmk8RA0=xJ;uF<uot>l9JCrzWh&RfZ2WVmhKloP3n3aw#VN09I&2kw6k2l~U`0
znzkwnftbwzExT@vRNd;Gqx`t5lmN8aS`7dpq@|-7pbRe)I}I(PRw`eNj-tGJ_TGDY
zmRV4hKXr$HrF)j4VwcwK8yp_SxpSaNZ9dsyNtKRQcO&aqR-&pNmIoT}*Rmn_e`hLM
z%QJ>mAOIS>MNU}fy+>zimX_i*9^{UOtsvmmu#YOS$B3%x)N^A%#W-{{5kVYP7?C;4
z0Z#{th#bk9m%RWX=~<etk!`3Z`GHnZ$sOxbvNgSS!%Bl~%)mQzMLA>s6*FlqS#;wm
zNhsVrJEX;9BTpK}n~<qgP&3Hn`|({3VEA`ku+@V{Xz#rjC0r0d<MXZRBGXz9s+yIi
ztk0UPr7_8l#-+R3es5Z;zq@SJmu=D46KC9|sZ<g=RjW(4ww+y02tS=x$28UlH8*#<
zDaA`hcJbdN@d*_2M<d>?SX~(%<0GYUc6UyP0OGnWCiXR#<~S$4dQ>rqu2~;Dj>?|1
zrd9D}miUC~I(4iaI(}ERcbE3-b!8%T%H&s_C^pxx8RG`084Xm9TpXK=gXngaGiMyv
zNoM7gR}-hr$mY763Hl7zm~BxT$Z!Q&M#!pAwsBU_jMj+ck{NiL<IkmHNU}CWTR|t5
zJ-(IDxZI?AipF3gn1kHcrGuW9IV(q0&jayQz0@8dyIZz*edO+L<F#Ub@6=b(nud>M
zt3=V=TSFjWjIx49(!O-ptWKA$U0N=7#^f$@(zlwnrNXY3u+p*TtuDX^6+j2<NT+<`
z_^NJSKap^#rWMJkH%sf91hNjJG;<*4M1*siLyAK<?lDLtQ`}P;Xi?Umj0$RyPZc2?
zQyU_{J!uMKr9THW4!qE2(BvN_BMvF!?o&wlXb{xmnDd1=0-QUFj|#M|Jw}<>^c8Bz
zw6fx>gBd-AYH28p?TV;tBRSs1_>*FRQWH{y?fol4!^7H^s=;k7S;77zz#oluwxYE;
z6lEr1Pb$W_%~XQc{{UCGTYEcsC3Za#b6%^Zd@4tEmsYtgj(n*90I9D;(zHD{NP%Lq
zwvHe_x+{jRCi)|$6s@Z~x5HlvKt#CLq$fOx5cK+*^eZ0(cwz-mx=piV`|23h^TWTR
zew4+Dk-Fr4YmLpbqfUWuqiL3)eV)SFJb!i|DrpAM#{<w}s@`4CZw~0~%VW~B4c4=C
zFtDN_{_&}7r3UqExpQ%};C1%vNpB6r<LCJh{&f2r28ux>@4fwT#c3B*7{wvBx)8%_
z92|kqsj19>ah__t*B>uRq}OY>FGKaB<fyl~V&-U>#B9SS)K+}H8q+SExrb{WcP|*J
zUrAY*+zBKyb;fwA*4Od|F)_gh2Q*&$nk4?iBN|QBf%77q%?SPyIUkRDzcMA}n<R1o
zeq4<82CYSK83KkL^-oidc<g1C(RVh}loXomE4KAK_+5E&IudfMMJryB-l#IjWhK7x
zB%IO^Ya1OGG#31ytxmVz^^Jl#rQGznLgwhy2pk%bZ?n|a5;NnPaG92lP&!EOduFaj
zb}`nuRJn1Al`oi4W)?b@yZ}?<zFoZbu4G@eHLl&d98i-NDcV{{Cv4`lcA}>uxNSRB
zcw8wtu7mB8%@4_%tJsM_mmXo}Z638`V<Q#KTiuqpD<fd%y=|?+#s(M>LSWINtxLRj
zs-j$gRPjfceQK^niDXr7pc;o@2faARalxpJ%hR3JF2l1P%5mx{2jFz#rWwXgDW%gm
zIQ&H%w;slI(fJS3xu+nzW7fM_Ea07cjQSeOxbU-Jy|mfSJ6L~O=%Ma28q1j+?G<Y4
zPr9@x&4qv+$0DnLo|V{|=yO@E#G;mpViJm4C;=z}mWl)zpin7j0IyN-q0WUBd3I~l
zd?MM=BOd0WdklTuvHNqd=tgTTvlYs>p{}0gK6QLn9;F7!i36`Siz+6qyYGx2YPOwg
zBTt(sJx3L-8OY626CFSLqfCXef}J-JH`1$Hx5_DX5qC7nMo`j<NBgwErEYf0MQDSO
zS%mGMHK7^G&;!LOqJuyQL86KPPW4vsD{N9m;&=kB9+l^QHrFBZe$Nk>E+IdAu+2qD
zD65?qS`x2OMkjw1k+>lk5<2tJre2ld`X7idbp2H%S(vLFI4zKC+2EW@3~r-_P(@8D
zs-dno1uQhI-P0{oUAFN;oYQ6LTAV`@l1)6*P<*14&;uoZE*F39sWstRrR>^<r*S;4
zOEZ!ASG!1pNZC(92sOh#iKeXANj{!gh~sLV-1imDh^Fc*CVE+JDj0VuNfrJWkh+D;
zY)OA4ocnHC^y=n3DdF|e_sN2+>$htGkTN>gPg+rnj4aGC)uURooKKqMKzdV<Wh!L~
z^r1GI;%xg;qag;GMnzhYIL%i*X<TG$ko;B1rrJQyHC}*7G<k~G(VfPVap&2L@<8Ue
z{{RwOeV0-)0f5H0d_Qoj3o8&Y?@@S~IPR^LqhMW4dWptVH9lsoDZ>`|R*c86pQkm`
z*j(~Ct}fTigyDs6*h+E^Ys#0Ay+~N@ZDz<7qZ<MRbCxq?4A#^V=M>`38j-Q1o;c}Q
z*JuOe;}v}l<rQA)Ajw@cXUij&q;868p!CIgkHr4~3Ws0qt5oE1GLO*LrYeOvrruh|
zeP=DSsu?6wq#E_NM<jG-%fM6dT3#X1<<T{(i#G%XVpN{vwPu4^+Q(AVP_&yxJ2a!E
zA=qZcJ*qZ^YHleB&lKzyL>^Eaf@(p$4mqVXpnxb2QJ!NCs%cf!p0uYF-ZCkY(LZWn
z``D-FieMi#0b!@*YGi{yFsYnz%_KJR+&`5ZW!Ufl8Km?bnN`#<_pQGQ=~tSS@PgVF
zVtTOXKDE*4KMQqR;*;MGvRn1}{_*@fSEp%OHI{*Duvtb2_no?vSh~s^3)wktR?&P7
zr&yv%d;XI*p+6us*2H1Ah({c28jgyifmC9dn;7X*%I9ZV##LoK%2e!F`)Y35I@IE0
zjMq0KFqbN7<&EKH^5i_$S1Xj+7i*jzwHMpfW!hS)Troz-JXR&u*2|D{MZz(;*hM0+
z$;k$$O}n_POASUhR1J`8aU_VZ9MeG4L*7gdDznHB)}HU%AK_f~rKrr(8+$08Sq}w(
zBnle{#FJRo?R3Z*Nu(d{j;6V-A6V42tNrU|Bz9o%#A7wFrubS%xHnpit2>@Tp4HOB
zWfW`xY$zQEK}y%u*O^B`OFZlY*10bd-p8hEP^)EDagcrMt}`qr1E8!=6zF5b)(aGD
zk<6{R8yyWhXhdaZM`Lgt513Zu5{<iZIqhC=Y}%KHZ&uq=Pu-J<<x}#S?X0erRaOKZ
zJ5pVWsUE1u@i&K+L*H5;$5&e9zyxI1t2?ZavYc%ogI;5E4$HZfK)`c~nZ$J8LcYOD
zBL<uislgZ;lE6l|<Wdx0N{}uoq#V!!1YA=2OY2VCkwA%!13)2CI@6ZhcSBMnCZ$Cn
z;}jsd3PfTc?agRg>gFS`t|<Z+7$U3BYSF1|W}89Gi<Y+#&w5y5w&YM^8*yAcl-^C~
z&m7lVX?C*!xv3LH*q%ZMBLbycrD3%2Y5^+5=XNnvWtmLd)xaK<3dYemjIy3;n%psy
z=Ug9JWH<4Vw;8A}{K*&n9hZ6SKqFJ_3RfF}HC5y&*~lZ(xk>M@Y-igpH+oiuhN&FP
z4845~7b(G`ppN7q=zf)UElMGPL8?()Ln2`9#Z;O|qkP8s9+hdcHm-D@WHYDmoc1+J
zZ92+ahk`txO3RN}iEyNIQnk#CyU=k>O^cCrBDwI)M<xjhpF`5I?lgPI3Cu;*e-hS;
z>e2}g;@K5;J!3s^YgpEj+)~3XhbTc)h6Eo%DFt?GbEn)N-&@AV-9=H<>?|JLrMHMi
z!_b=9Rz?z`C8^EzqZEU$T3Xn^D58o$7|#{x{t;|xC_U@XpiRwP&xED_0Ev4qqf|_G
z(CVdK$(o^m0Gi)$>b0b&a*w4%P;w7L#YKT=&UVfGxr!c#r`ES^+anc+cM*c*fI1wC
z)U=dHibr~wyA7_T*~jkN=~N(Y1!zb!5&Bk4O@<<dE{3W$MJYU0c%LGs-Bcp1sg})8
z17uSiXEc$WrhqPkOHrZ7sVD$6lp0C^4<fwF#@-#7ub%D^#GL1#&3bJzR9Pb`%B&A!
zGn$FTO<9}a>&}GK;CPOe;p_ReD1@-QafTV*F`uWcdsHxpU`WSAP`{N@vA2YWCK4GO
zfE%~cw1~i^N)d*}xV&WXEpzk*;+ZM=fc2+}jm~8Pv^d9(1qOn6r0qayZAH#2I@x^9
zR(S{^KmmR0kMYNgu52$CO|Xz7fth3&&poRr!#*vZ((@N`%PcL+jF!z{>qncE^kJ6P
zl^<x2TZiv{6+Kh1xGbGzSd;DFfJaLU(k&$+NP~1pjU1!9VI!nV=}<;DjIP0Gq)U+Q
z4(X5(kS;;QchCQLKQOLi_m|z<abNL^^Nc@Y&0|(~%}&i%FyIapXZWBYA-FH*I@)Ar
z)aP5p=1fzUj4I9v14-Z0%7%kRDBX2u58|5y)_;WgRoy#l&+@CkB6s-sej_X?@478Y
z7Y<2g+2hCgJ`eZHjk?c7AuK+BGKXwB;?I6!AAyjL+t`H0&NnACT^MQb+E$)_1qc)T
z7|`i-jYkY>rggYJ;_W&A7l%=HVPewG+FnrV*RdhDdh)7p*J~Z-o_J5;p-P=h_=Q9h
zyn^V6LGeAn69Mz=r7z-(8pJH3H|QuIEawYk?ZeN0v@gZje=UVmom%;oYJ--Xh@tmC
z2HNT16dh7+;5|W#*az6GO1sWaD{zMnNZXmCz&eG@jWa|bp0mVuZc1!GxP2C_ObS`>
z*qi$I2xp^c$M$|0!6DH~jkFHk_tw=>Jq(=)5RC|;=~`Bs0CVH+D&eprz##f~n?7@r
z?hE?SDn}iH$JwM<gBCyEUU98YmKMyI{yp~y@39xgi~9Pv6vtSNYGhD8a_ESp19gq+
zf(JG5(v%LvXst2S-B^%)2U;M{2=6bg%U&b}kdybXwqh4{+bi-ISsyOfPf+qG?Z@A|
zt@zU1*Cv>>k?8u75BZMZI1Exk_!11dGO*1Jgyx+4r?{djHWd?jVi)?G-&u4SSiiUK
zs<M2pMLxYUNsj&lK4`CU>6xPcYi%R}D7!w>fmf3M@j$9Vr(UU552TwB5E`F4Vw(tV
z%jbmb1KjoC)|$|Ui6&o_(F*Zocf%!fwq_J%ROwFOAD~X`QG+|RXt{Ye&-0yu8h*qY
z{s#kox|KmBpFXN9c`H_@YkJljWaG8$gO=2#D3M;^y(HqZQe7<P``qjOI3vjP7X@X2
z@KR#`h-=VpNKjO>3vW0ROJOxOzK|lFTc9}XbrzSV=-WSk^;~$CMKL((ID|(tUiatF
z<t+S#_I$SxIDH*AnqsuDfal&kBvc{sbLbOB1vvEc&66H(0ocnLuPVv%wQ^<XZ=KIp
zGM5X%;<d16<qw@|x0gIIe!&M7Pu@&0-v5$lGE@cD36(>wfmU!!lQ$b#!9<Xt1^Z7S
z<AITOaLy`8?OcCBxh6?>I<Bt=@X#|?Rvgds57w14#vjB=>+>aR+vN4QIZ>R`Lj##Z
zysE)Mew;1u^6DL@4^0k?Owwrs`b4i!N~OJgXH3}UC2e=TYn+U~v^J)2_cGkf9cHNC
z9?8?U9>dIlYZh`1v3dK&8S*KRBe&tJ9#QTW#t(MWy!b5>X9gK+Q9_r?3kjt<ZFPRC
zj-MD7B%9x4sVsEXH_r21u=n(P*94hi8{+ck_INQP8U;1PNZa)2{cGS7CcYu$s6K@n
zN_R0Z+pf;D$t~`(nf*{3+G5N*_I&U6G@PU1uwsTnCp4zs{`kx?O<v=dKzB8;^{K?`
z=*}iq&)KSP!I()d_=DV;`3A}Q_ttp%DEOO(^>&IivyznTNOc;u1sKOTH>PFIIIyI4
zT?QCUx|aX@cPz0_RhSy7rs|E5enr@k!%Y_LSC<@x?9^8?N*dtK`FF*mpI%C71xyxI
z2w8tl^H-Bo<V5U;IDua}lG%rj41JtM|63B=>Tpw&->dU6MfuDynqkcH>q6<ak;vv4
zV|i7U8PO5WJyeM<T#w168rB+QSE8DYTs@2NJL-bQ=ktzyY?xj==CI{b#%?=ADNPu@
zOX{k5{HUKsZZet|)vNjYvIfBC8xke08s<HXXwt3P-q%3Jta!#|zH+%d>WSqCaK}gJ
z9?dWI+7=>J%0tV-)!)^Bozq7fo&eKBy_~f%?-6kI*%z|7@UWv39!q~)F+Fl_nyZA*
z#*K+)-<;9-PhM|iRUK(1i;BCo`kEJoNl;5FlzpQkemxu~sz|T3*wpt)c2o}2mgauL
zDI;+&VQ;0&vqv;#{kJ=2e{QUv>UCB5;(?FE#WJ*SPA9g;d(;!;Ajp4RRw_?q^tEZ$
zZ?|nfcclodgOS(8@$=Pkp4!e|yxY6}D-8e^BVArtgGnDvSKKaWgbH2mvRy=3_(*&r
z3!>PALv>$&yb>oqaY|=uiV=dnz=EtXkb7%-vz;{`DXsAu>gcm+Gv{(LW;;Y>x|l16
zvoX}N2VT<Amqe;%t><%KXkiy&=OJ3NrEf^12Hs>s>E~UmmQ`}?t)}OTw(A#>r=^(i
z^qALK-|xyQb3FBCG(C0FdrB<{H>IEoDO6PvZvz%X?8VhbD>`X}tM*t>`E!Ri=xu5a
z1Fp+Jzx`t5)?#FQ#fDa@rvZzr6UBykS~dOwd6m&OAq_591)~xdYi?AQq|lpT4t~<7
zm6o%>;w7xb0{aof^4kl#^0GZTc$Vj~k6z`JyH+8Q^R)7{25oF5!SetT^Z1{8n&bDj
zvC>kUPQil#ba2McuRd8lA0GJO+D~&Z7+5J%<@3th-BXc={wDx5@se&XL!$d(p&sG)
z9<)#ba&a9ezF+_#Q&aVejWgfbeI~Ch{_Ox-e5KnG+I;6BM*g$?O<#<Y^%sk}tUm>Z
zW>5K6ghkJ`B5mZR(O~;|FL{`y!8zwGAue7esx`VAZrC0Hcqh78TLAt;P3>~N!PK-V
z9N4#!F2kV%n9VT%ka4^bpBq<IO`t#0gGPSLqkt|i4djY(fT>IQDh!&KSq7L#n8g@;
z!PY68{W42HcUvjupIt_7Yl0TyuA68YCW6Pux!ZP&3{#3jwLCl>qQGBh&7L`M8x8(L
zcvdc1;7T&vCTfR4Lk845NOaQaHTWE2z#LmHrDzyY@RmKK?W3lV6qZhR*Ci91f6)9v
zYWFA%ip#^Axz}whOo^Q86g7_MsA2N~KLRd{ec-a%_*i-m`k%ujY}bB8pK8cIlvaJ@
z^w0DGX}tTm9@Bh2<O+zjeOQwC5y)lI$~4b3m4yR3c~XQ9Av>oU-?1<pz-JSj&r^f+
zq6qn&=#55yipQwpRqnP_d%K%%p$&MR*+7akr(U{L1?izzt~t%talWT|cbM#787Fef
zUaFG(8@}hz8cqI1*V8cYaPovD!$XasWX{vf-LzteHFv!i#!<n_Q7jZOjSdH*)as~)
zFZ57F6wdAe+}DtpiTPpPzgTQHSUgKnl@j-|BiAR}Z+az^Q@cW9QM$02wz4a6^kZFc
z#D(c#4P8WPhYKA8WRWx><I!oVl9Hb2w}yu4uh*MQq^b|_#W;mma)v$vc8abhc{sw!
zHjdHPKi6A`h?~^t>pllw4VZwEW;2gtFEn@dKajoQn@Lou(U+Gz`1V71Zk;%F>5b@^
z#9yak!V9XU-|xs8C+6GsJBZ|#i?ZRkJ0Wx$OhTxFHfu(>sHge_uYUoK!z;2x>Ay<&
zw)eRcLd{r4=g!!7gOO9~p`MDNw3kXck_^S+n&*G+17?ZO+>L1lT9SNzG<a|eYS0S%
z(f+OInQ``27wMj@?%xencf6Xwzl1$|O=1*~^A@eAT2CTX_r)MRFfS@aK?^LZmEq(v
zMdp-r+VUcFE?j#M!Fe7KZtNW64ZRSNwt}TL)@|%FB+2ALb@SmOOp9>%exs4`rfK^Z
z_xPKc(C~NiCdm%)q=0$(yy^+VXk>4qM<X7l3Q9MI3WT83{CG4gRxW>T`uzKL7x7$|
z4{g0(&B@|EbIH~%GP%9Jlq<Q6*Rf%E``o2(?IbBlJFjvwm}udsojsQ!t#rVJW(#dH
z0FJbBis>=aCI2CIY~m^)R$ivbzd%owV`qG*^j>Zh`h}s}I7?8w_9D;;oaiPw-*cf&
z+@*K(p{!w+w}$1<%%IA{tn09QOlm49xB7RC+Lz!j6TZ#X%Fo`C*V?`ISYb^ZXOD~0
zyIMN7kW%wx>pzjKGTN0GW7xf^>G&qzg~FID9+~zZI05_yJo-rd4R0@~fsqV;T?uv}
zdsDMjdM2*6k_0=|21eVAtg&<9x?VTTombbG5@$5Na_YnDn#U^E`}rjI_Xtd3A;<)~
zKyQ+IB8(V4`?87Y+0(gjE#!(o-&8H!IDHKb{8B0g3ywW<XzWAD@%yHN#W|*N0oUln
zj)0iDynakS0{TYqYg3BYe$#eP&Ju0$Q6-12wWxvKdv@6YU8C(Cj?wG}5t1+BbFXB7
zdTK;|!2&+QHUyf>2$FJMVm`)AmA)D8q$#Wbrfcn|+db$9_+`oVvESTGd=Nq<HQj+c
z0vQR7tc#7*)Rcdj0cOwWesuZq>s0B+l6<Qzo-?R#m9H}M;QIi(l2X{-y)&MlauEnj
zS6ZX;CMP$Bb=Wt$x;?`+<zR(x%t~^WLkEC;^~4w5=v}Xr&PDPOMG^(+p!F!Hik2po
z5H#g&Q*eJU=XCMfPNUW*AARR9YY9?+sXjKX3^<Wj$uY%p#gFn~nJgy_0kd9e3pio#
zNf{ZF^ijyN>LsGjiB`n=ASeeR&$2T44nY)LQjo$f&iMXV9ZLzfCw2ghqwR=3i?G@7
z2)R)<PB^enrCxv=9Y;9NQfHmZ`z;hM=CRIIR3lnwN*FWnDl1QL!opGPP!AC*H@wrh
zS1-B5{7z#vfj#e6aTBwxr3;cq^3olJz&2JNiNycC5Gh-L{<h5dM>Xv;vMPxre(FQ8
zNx9DuG_ugzLzUc~loH_KsKRTaU7lmzaQc3q*Ctejev@ut7T2_1kD-iQQ|+(7{Epg~
z+f$SxxsUa9=xZ8>O>WY_3FAL>+BG|R25my~^M$QqVLO}WZcy%n#+DX{H-4ka#X|Ny
zsGOXAyycj!n;$JUKB~#eH&og)^2o!lN^yy&AMm}e?Sn*occgY}XWn7M>)7CBdMqbA
zoexP|m9`d3?`JRVRED{7RfLn)X0JA2hrrRH*Z<9-+JY*O&m1K}+5ksX#1wUENBxD%
zVv%(ryMCfMPKfa;@{Ssyca2+{_-cU$?3U~G0k=CXA|4Wpbi*!Zx$fWIqWDr?ZF8T}
za^ovCKStKXFV_{r_k>2!<lu)qCSrgKQ({jf{BU?eSriX~GQA84*nF$}@VrIf)XfvV
zciP(KerBe-7H+z*W^u?fcW7djhw#4T3Ri>sC2XV)otZ7YeRib;c{0P6c6>fQ0}oD<
zg@v%NXGrSi=`rX5-kIQOc;(}tbdCt)?{o_O0-LUnf8g1DuPFS}g822<k!?d<Du}8l
z(3o8iY~Hj9Wy454a>{I!7v}JLdTF-M`#MovREd1d*x34H<O#ztHEYQsRCTd3+7FeA
z5d(_vhpB1jXB=v|C&7_)#X%A@jqy|{OYE);U)l%nvTv^duqGyR-M@3Xy8Z&>QsS`m
zs95@d&0pp(8|J4;=r%i2j=wK1e*+wpBcO?Fw>cM#oziyFQHAx{6Ac=h{(dsXX2AFI
zJJ+R?gzu`bIMW30BDLYXWz4A;db6iO0E&Z^`m?6;lFsLY%ZkTCV8vNFNSj~*CPReI
zqGI*K{cv%lYhS681MEd>8Lb4N(2{o?^;$@QE!_RsP?|S)>-=Vn-9t&NNGn~GE9dQg
zao~9LN8hsV=3f9;vDeyuHA5QR3E(=|k>rVc4#UD#rPjX6c%akL6WxTzgGtputka!9
zfB_rcmmIi5L&DhMOi?NQ<SHFadG1q_M+GV|Q`7G!$G9O(RQWtx11=y?)ylF`mav%1
ze5PapQuq#8M)+Hv3wO?%imnnEVh(=QSDtP8$hN(WSgZPCRf-YU1*m=%W_T*%Y}vm>
z3^LL88N&>ewpoJpk`?97tb%EcwRb&)Tx1p*@1W~?&5Um!^eWc2rBw$wc1l(_<sC}>
zTV&+wdIWWtUo0Zx2|QsrubS8glhDhAnM`Ri#`Y6qQEX_dL}<NEb<$!DNfPMu;3;HH
zoyoanVi85?q0<9YAW*&@F{JI6=@df6QCw^3#=)(*KEhTcN$z{@Z=#s74BX8#P1@U_
zsR>i{zPmPZpA{QwOj1HYR4MjCT-H(gERMFKi4=Fr^o`q=(gFOa$n9d6ZZXke!kQD9
zQ#C4jd+5$Uh4EXT1(Lp-Xl>42oI@I+@7ik^er)VH!b6>`g2YPYP@0$ft%qWs=Qb8e
zAxdR@N}KPfX)V2|%FtTDVPS1Tq-5GmL}c0yqcE7NKr8ukR<Jq^Pa>gGA3X<=Pv}OD
zpXq`ZtNkUGsJkoY_YzYFxB`o76MnzygfW|vKZ?hgXu=6GMLU#NXjQ}&fKB^XpD=F<
zMh?{m?7opy<7DHZw0uG}xlU0EYFw$kw3iy0aKTh>5|^lbE>xqlEK*xZ1m$pbEqx2Y
z#aU_K`7tu#Wb#Ix2+~YZA3&MnILWU#FivqHv_$&av6wBor|PeTehW(G-p~q8Nc)gq
z>hDuuYvu%gx)|*x9)-Da6>5xYDb#oTj(bnIt!Ba^$r86$r!{SjoVsAYxWjj%0)2RI
zz3>g4LII4fhkH{~3gq@uoLGJg+`;jT$^5~%ZkWM1TCBzRJCvAGC2(B64PmW{fYmxM
z48Y;>-4#bw#;3OiIKO?Zl()F~>Zf=nI3>Zj`*4^->(*)6%g@rw)$|OwO;SLP5??QH
zYuNIDUCxhl)Iy&adK>-ufC@XGQ!p)Qv7#cRG8Qcq2q~F?D^p#>g2RXgizm>^(f()#
z%rwqoPX*`%{zQ9QGF$-X0Q@IJE0~7-Z-7SlvWx~uHN<VHlLa_ZWJ3A#Dy}MnPD|@V
zI_HNr$g?U=1XwE*6pYZFHm<38sS@};Hl^M~d##sxmd@_=)^L|Mc(|MTByL&0m~^UW
zN_01OZjoZE5a)KlK~LTb!PNWUyQQ0<91H9CY2yMUB}p-TDmbPe!TJP5VVX=WqF1au
z8PnbPjkh;DHSA6)C9j{(%W!`@{jO2TPWDfnmOQ-_JuoZZ5ubCXdg52%Wky{weSeC=
zXE5jM%jD`sdX~Nz_<Nysg(9BTxC8H?X|`I%C5bif{V#$)>O`a7t&$Pv-w5@jI_0YB
zh(gRq^6JV~;d%gS!E^FPkUH7U*Qnedb<;d^*d7}zeVOodOWYuzpwW~QAwwG5B@v=-
z<(A+5rT&rAr|dx<CMHs@&<kpuGw*U$vH&Plt?uJ|_lnxzqbuUys*Hc;=XR8z?v9l?
z7!bmWnDh%!DI>H$3%iWx$*O-JEPeyo7>6Ea_b^tHpExt3sLSo!<G#^GZO?Z4f3%Qv
zh?X(-zsULJ?;6x-NDK~?^GP&m5thf_gZY}qRZsZOT<9i@ykE@RU~@k3l`$?wVQ%ss
z!XjDuh7XOV&4<+}P(Z7xspuH*_ls#CRf4-77Q~8*xf$YauW`<TgbtiUK6eaJ+dK`A
z)S`TG5fLeO-NqKbRWi>_5~}UE>|uo)oRPK$FeP=mACd-YSdX4c)FzUi=CYEi@zoD=
zI~O)R_sT36<se7a`J`Xc0eLqHh9IdVW!kh>rX~7fzb@WA-K4sqZs@P!KW2phR1IGC
ze57AT4y!qCWBTt-4>BE(nLN*H;mtz|_rqognQBuYv8hkRBE`|r>-d^ZSMn+}s@?o*
zhiBzogq7A@y81aWz-8mgJVG@J|8kXY1CH??DnsPhh2<uP&B<nFDlF01s+HWmSF@eR
zJ8AQk^tp919UkKw`$bhbmMh|Xje5}f@HfVOr+uJBmS`7*;w!w}e*i7uiMB1exKC}~
z$*xxx1G55>R^>=K?Q{h*gY;+fl$UB+25ZVlRow!c(5df!CYN83f%<aGpMyhvXjk{9
z46xqpRs6>u9^IQVd_A(gG_8Qt=K%)EK@p03I^+XdFr`CT)6eLf)Sinatk#(U?&=1#
zjW*SM@s1zo^y>T(gvn?+HA>G;)J+*u&j|^VcM=cbPV_}Z@$$8>tf*~xC^;=wgO>gf
z(Dt+L9C;j{eOluQU1;i7yi@yhla=Q)Wf?xYrJUj<GsaJ%fh8h-h!!#T#vfcR4P8E%
zdV-Boz}hxw(>E>!{jw=<22Bn2a~xsqNtI(23%EkP6=Dc#<zp2K79}jo?F6GyrT*!I
zrSTaElQ`!=F!CVZan%5vD4=NI)|{~{p#-U>-5^wu7mAb0u=7Qj-p(a)h-CfcU(OP&
zTs3{QcTA+VzofX+T07JC<!7ZmL2BH<eP!o*#G46YR*boQHwpb56+W&ANVqY@@6{=2
zWoQrqKx{(eL-|0dVdtrw^T*0F5E8brT*Jo1LA~E<=4s%fxm`CjW}fD?JvrjR-;}F=
zpw|gG@KExzkkhjokxpGri5h}>DPz){09Qyi!l~??eJfvxR~epZ6S)eiw<o$**z%}&
zPN>JgYd-P78uK|y9KTm(l5KKJ!g8PUPjZdQ6GI8^VKFW_?q&y{s)B|}ku3W`8lL*;
zU+wzcL+>&TyedeA<sO;v)F(Y!*FZ2IPC^#`5}i;~kpO_KC=|#+WgQFBEO_Tvl&25(
zE3npfEDFU{<SZcr=+JnJRukaV0>cc`l}9S^#40XT$d9P{enlUue-Pr3rQ4}0#s<uF
z%&+{=9MsQ^$SnMYqI?x@8Su1>cE6YRG~<bJ)!XlUNNSLxk{CRYbKc}A1FG3UCCnEj
zi+3d*Hi`@K_MNj#Q&!s6jrm_^NmUlMO49VqW7D2jm%s6YZK6$>Tl2Yb<9*myu3lG2
zbV_e$>=a&cC(TuChiRQqOC6<=J?r>e{Hlv_Mc~5%7YF+0>h4|f$>oANNR}e*@oQt?
zR}14x6~{UXjq9(Cb06MR8whD*?q7l*bpvZG&UDGNF$YgA&Oo<W!JSYHMGACJ&o_5S
z>6tfoaSDn6LrPR%gx_rRW(Q3O_$NAuJAX%*3)N}pH;=D_EWlSeIf82U$2XzVWP)Wm
z*%MQM5JU<FSjn1Kj&Rax<r=?`H?!(w^v%SijPdyiuSN#Tv3W|#)Yr8^i%+yFlj4hD
zpMdN+Sn@pVYG5U|>5mES3+ondoZ2p*AnL{L=9iB9c)Tn}x|V!5wQnx46QtAJ*w8lC
zpN{Vs20Kuvw3IB{4!>m^&JeAD-7?NUN?E^lep)?MmC?^^M6ALqALVOB-Z>oVPJ1{t
zp5w~yv?WkLL{{K~yoq08FNxmPWd5fO`aA+PBskffP3|<(-TlEjGqC#G1lVk78*MM>
zI<n>=ljeI{P~E5iuyPMwsc$^SPU}zRF#N=QW#7`%GbAgH2X_Y<D5V{176UbRQ6*2u
z#IsckPQf>yP_xQ7aca84yzZf!lAzJpOYAaL0smUz;<GtnmNvp0B))xvsQb6#NiTYc
zSmXpcq@&_l&AXWJZ)GV1Os!R(8a-!9zhI!*P-0p40nMxl1$xbJxbrhtflSK)y$;B`
z`Y`eN7eiet6}MNk{%-4B&dk41Z~?t1u4zlQ1h+HYWff;MRqR|<7bd6ZS>Y-6jz1do
zE<B)=GaGgk{F=xxq}PEFc(UWBi(#zDz%KKAt<BmX`ZJXjWG=Q}gOsp338?ft^8;8p
zb3EOxG0*;}ntMly`X_|cvW>Z7fRa=zo18P{x`Jff*YyVZt`n@HUN@14>W_S~2ne5`
zI#w67DXgfAHkR$YD`(i{O83FT2|)UmE4sdQnK(4vJ1t}zV{rSL2E=Tm5nb7KnOV&t
z+FfKBH~XT>x?sI2?Wu+Hs@j4lBv&&iO@P3s9PJi4eO)pby;vg~vX>bW;;FsbYwL#1
zztJEmSLqLRKADv1+-TB{N%?|3n#Zz4^DEnt_IWL4{LNV7c&A=7?I$Tn?>tG~+gf?D
zdHpC42(^cxs4#OBXAiP84%8!TMPP|nQuD5?5U%&_uHq^sWl{sWrpiFH(Ui@;=$vC8
ztu*MKS8O%;wlW-37f;%pU*9@1o-2UXi#=3R(OeTtnasppU+*oQZsG(XDbGU~o!5SQ
zpJ5(ji%e(ggQfnyOfJEw0tAt#$j+~#;8-vti^V~P=U0G<o`WTZXVz9AZ=F~m%)SCB
z!24CI!M9)iW!Jh=oLs2Kj!avV1C5aW=Y*)_bWd)89)820(avt4FE`ZbuV}lR-V#i=
zP=EH+A<<q=oJJ?cE@RG@6+AO={`u6@QO20$#C{_xPdmNe*f=;2b%M1o9(d#UegC<&
zOF+|j&;NtHVJoFzzY*?e`N=as6ID~fUZ*m1YP-(K&=g%>J4(b|kZ!d5$}WZch9_b6
zi#JtPbv8daOOBh9vAF6BJ#!q|;F&m&JBwpN@0P{OG;5ZRf!wK`I$v^P4V)bC6~$3S
zwU{Vvxdv(qB}7O0EQPeuY5xD^Qz?K)Bt3B&zzM<P0f^^t7UdA4GwKXNzd{|Sfa-RQ
z<W`CX@d&bMA}P+?Lsi5998mB4MJVK*Kp^**Y2JM!NhFJ#@*m-0L+RB>>6@Q$p{)~4
z&-kV^jY*gZeO^96#tgR*ZOTk*O;j&2^QIG%{;L8ESaGqY`O?^{v@>Ja7Lf*PqhL<9
z53bg*yWYG_ec6ck%iVeQ2fDy*U3(Q@wA@aE{Nv!~6HV9YKF$8R5=Q%Cf2FuPDQ8-H
zthC39AuAC@PT5p!iC*@y8t;B^zVXf#gQg-!Z&*B9KE0>-qZ;o{Ex(qOlF-}CuSWQ#
zk1C$kaN0{(8)pyLUw8m3sj9L8m9hV*`{N${zxl$4@Z~|15kl_bAqAfLc6h%?b$XhX
z2jvg^^Le=W3&{q;fPf3$rGh9dntL@!3rnNBX0NQYoiDi3kx1bN_jzjX=cd52iS`;L
z7b4z@Rgko;>nF7p;EvF9rS*Cy>5u6;XFm|kzJRz=_)2IFR&$#uxV!NQNT-<(DW~sP
zeM9f4exs&BqO=istTN}4L)B@@IXLVRnHs7G@+0qZDjRl(w>UUc(&>+r0C31>XhhcT
zN7GjA-R95$Bq|S<c(UZ}D5<wG-v|A#lk5z$%IQw&FILqjD}3OCMn2)KOBK-efQc9A
zZ4>^|ZO*r%5niT?;4+&c@;8Ncyt+ghYGebeD|L(RvG#f1h9{pk2sYQrlG|LCX;W0l
zNKG8+ok*_?@lzuX{#J~1&hNL|q;q{uQ&OdhU#LLX@0%oVuSeUz62>3V^ObsOqh}3f
zU!PEqNEy)8fjW+qJ2skWY6*K#-L;nk_L1`V&&gHUtIUu14=D!7qS~ycg9(8#&K=)V
z^cGm^S}vJcCRuP+TJQG--rBRKfF>kcUQn~Krr(s<S&NZx0^wo!cvLyMgZ3EYM!w;*
zCHBr<)#|%7av}#GQ$QSvVX~z@OuO?MLCp7V8d_%RdlZRtm}@Ds$oAGC=r}yyAX0L{
zT?VD-VO>%X%Dv%T<yEQv{IaT*h|kHGQfwz}rsUMb5Nh`+j|($#rz~!)y%sq@`A#BN
zKMg0%I<E}g@uetyH<EH1FU4E!<!2qZe!j}`5Lv`K{aEe(Ik^Iy(3Ko6K7XX{G)71n
zOqO#V07BUm!F2XHkXT3b1_WmoGCPlpVrvc!7xhHp?q}yYqOSz5>~(4aJ8kJcF3c6)
zJ7r!dZ)n{`s?fG;2K8ng8^nQTgMWOJPV>7iAfc;lXSV?9do}zCjbC_nsM(OJG(fC=
zW%@m`bh1-$ad6y|DrEUeWgW{j%5htw#BG+L`p}4EoIaZFA&{%7Klaki@480FEBo?@
zS-r~W&PH#b-+&s#WKZuup%bM*6Q-dmxH8gg5dAK^n4?dx(1=xgfn41cjhcM_Aq#uE
z-aI$BET+<v<6cvOf4_6i;PZgTsOMrkXQtlwv7+Qqlbo;_)a`Cu(-;E*oP<1N)3}N}
zWSN9QAUUCF!ZW$j5}{}R#S-1h=FrNf`3AHofgyUIKapip6eFRmhdMNlm_nKRxk?=9
zDy)~g*d5jAzf=ma4wi)bR+$?^_=bg7em2*Y$j!O2)C%Xmb5YF;Ejdzsp4btI*SSd4
zbiqE^lezu(7$YI0)Z>Y1!LDKUJ%Og2Rii;>Hj>qPydMsVf%fY{9~d%xFJ6J#?``zr
zf;tz-E;LKI?P@gK!W^WI{7Nk4*c(-;*Yhe1obHI-zIsn8eSqJ%h&;S4)S+V>{0gb>
zzBJQ3jq0N9+u&~rC1?8>s38(^tG${LuJ@kpUF@kPcSgd1h|W-ItLc(NtzV4uYn#@C
z7GYe1Gq0HWeC=d%OO@Cb3->4C7ITU727}glNjqP%SyzztFPXDln}?-(?VjJwoc@)c
zZ^&yBf_8~Hp7dH=wzKa6?2<v`6C6i@Ui{CYcN|e=$l>ay^Rx?k8KCbYv+vlWOsPT)
zk2U8VzwXw2VU&~JNB$2v<bS!=%*ooF9hi%gZaH@#H3*6)E?XHMuW3IKeKBh%^Q9iS
z`c`<*r23@c5eQY0fGde%;Br!u7=l)-&~pA7Hx^aNu-Th_Ve^c$g497ueHQ*(OCnr3
zZCFCX$;6Ss(9WrYMhJ8b8sKPF`Q1|)N0uPnY{$t%z%9kk46tr?+14B2cCnDtFo{%H
zYy#CEXnLeqEw&8P;dRi`;SD!;$2Q~cH~z>nB+$<gsCPGkrSerkALmD}`$c|YP}jb`
z=;eCst8tor?<%6C;kOibQ?SJI>@Dlem@g9Kvp_e0C&2nzcc+|Z@JDM-%3`Tt$%Ty!
z|DjRns37N7xPiDkY`T1+1zF-sk?BfV>LB^`hA~T9(8yKWyTmD?DutI50o913#TQQ*
zFp7+bCnM6ZR(NUiB*p3KodltVt?er;92q+|PNpB|w#@Eu#8$g0yDo%WMehoztY+Q`
zPc@#QK<2D@&}&vQ>~_x5=f(}{LN*9af=b;_#z9-+i+4hM3gcsNNOpYMi#)%Q;Q{XW
z;dp~7=velCdZQhRth#*#G%kAg<t;X$^qRe#dXTL!bVgu--AseqYm!@$l3agXta6kS
zgH^%c`g`Z<_a!<EctH`W9+$!{SxZhm%8R8`3`}e+s4^bpuI?Zd3&}#f3~G!3De}?I
z!PBTn)DeH@RPe3ywFkFib=wNCO4t+O@{WKBrNPu@E_UZ>4AXhr*$(SM9(64COyUWk
zaVGJ&7((EZG1Y*7C%*n4pp&~ytCc(RLd)<UV1qm}Zk_u{^2MP6G%5{cD<k>Kb?Zn~
zRJn$&(50bC$nqwWA0+H$CTcG-=bNtjigh7#+dh%b9c;2J&P1qxURNen89x+wDt8NE
zW#mLORV5{4Cv!6D#*?}&<cmi0Jt}vvgkFA`xLN(Iq9cpmd1a7>XtfSlvhc4kSyS@G
zpk?S^dR30a3(N`M6mAm4Tcz54u0hU?_c@2=`wu)p4ffbMv}MHX3smflJ$4%Hy7ap;
z6o4w+0P4;`3Mf&zR7G|)I9f3oAdmx%*ceMvNfoKT4i6<MFALQtouALQyG2Clp(A45
zbpmr9z_V+ArZF-~WrQlx%KTqr0R)9^j#ac_;yRXQEi0^;OGXH-OrKx94@>l}LGBYi
z#;n9{VJ}Cd^U_F_5*-A0mOs~B_Q*)=xAt4enWycXkSeo4QK+9-C-jIg;yq1q5+3#G
zXJsB-XUl;|!uI$D+wbLH_$2kp9o&@JGlq>ldfO0K!%fsnA^XucxVGT7=tn3T>0B&R
zd?VWW;|q@s(JqwpA``_F`8j;Naoih(|L(=0Z`?nC_8sFrsrVgq(j@lkbElwdT>k4I
zy<&<O(jU8wX^<>!hWWrkMG2Y@s=iz`8B|XsDl4YJ>*QXhFfgA`72TyEQ3m6kBG+NL
zOoaZYOiqLy{m(kj;V5oa@U-6V>Up1vs6&I_kwQ>lem}<x7kDolSqTSyCG}0Ku5Bx0
zoV}SJ;#tF=Z}+nSxa^ZKe{wSTc+%tC<r1g+4=VQ5cL~Wu<co*=(M1NwNvaa5JF{)(
zYSgTB_Qhsg>Q`p+CgtXe62lfipLd>u*gT>T>_+C0Y6}vWPY*|(X(%&N-lr^ta}7+A
z>;HcLU2kW`;KuWG`8$4$q=^q;4l5($xa0|1PSYo{#qhSv@i?BUNX9TCLA^YM{j*n0
zOU1u8dv`eVb~w&GC%HpDVE+`%4_LgDvxl9qqxv2WPatkx&*6~fRw<kJqYd>2EbA$Y
zsg+o3ejxp=Iak)V&xe)&aD!Egpc#x@#^MD(sY3rkE^7)sDNLG~D$Y?cQr2W*%q3Y#
zmI_hbxS(2nmUG491i0gX6n>k5+M?G0H$y3+_ekstq=_=9Z)78Wzt@eRRr!xh<82zn
z808crO_*kZeaiov_@Z(#?}guY@~_&Pzv6>))eM%y)_zSzG=5zS3GRtgdLo(AQnR0G
zfLGdBRhfjmFwS=THA)wx)NGxtEh{<Jx+~r7fN@V^^woR5<Lka;-t#$$A%VY){{Ypf
z?#AoMDYx$Pmrvw#_+#-AmBFimPeO>j1VgfafF43EDY+}b<X|kw>9arTKhDVw{jhr+
zTps(5sr~_IPKw|2_r_S_o*JOHxCs4~0c=c>I(!KWPAtwVbAQXAxk=1}J9^~u4-oVZ
z@NoV65xf5H*o}<g#0Q-3oqW>Q{rR@<&&#S?A~SwxKmBbIe(THpq?}Y6eoFS(!k2WG
z^q0%~JZ|RL+f^!t@x12Di~^)adI&O=4!XFUV$2mEQ*Q5waW^o1fYm^78{Jj6#+naK
zd^Yb;P8Yn@*+*fi94s0?wHGN@`oA`4+Ue0A#VR}?G!d*PSHwS*C8OJ|35h&{mr(Md
zKyXwjDm0t%8E2uQSgvxQcU5KcbD`zZ?iS>V5lMEx%gua;5)%>r1H9o2-qa25edGNP
zAoDzUQ%~y;OTR;s{qaA5iz2Yy0EY8e7d!~kg3H-zp^#}^OOP#;I0pHtPqersk?}WG
zDUAh8oJxjKC^*vD5pG^~@B<v#8&G-hpmUH}6${#~-0^b^KHEaoJx7>;qzGO;t>B%U
z3U$y&$`3Qn$8(GRVUP_{T@H#<%PX^5k(#viv(N?SCOr{xS^QSIG0S?6eQSUMcR@13
zPd6BUKQF7v59+?W&QB`T3=A7<8$*e6q^cOwb%MlDKb_1r&7#(0o9MpGVEbPDU!2Fl
zS9@BdW~d@a;%#G2)$126o+x&1gpHBR<$my4;ge9`wwW`^5>tq}p`}NsmOt;hcBkfq
z0xPu6^2ZnctVd68t@gsVB@J8t-gf^`Mcutm`#KL_@NrSXvDtP<D!Om}@IOGDN6Qo6
ze08lk)gpc6S~}`;WV~Vs2ksogDL)JSXljfx`8+bo%AG$YJhuu#3WQ6ClJRV2eh(J^
zK|2^QMu!s_1Pex%cW;X>sBajo+7KT$H+Z~B%l-4SxeSp@B$bXd{p|p3-3er%{09hG
zqIwco5|HgQO}JImD)Y-W>9)pt;vd4}q9rn+SD6;dOl6u2L;L<h-Q|Un%w<nPG5p}{
zX5CJt%J<i^<4ahDFpsrW#yo0`>!Ez)a(&?YB5t$&m+o3sdFHVDJnqm;VZ8gC>)_++
zA<o3de}J&^r_?;}BZ9y$3isN3Lc-*0M>6#;BHOMdjOQe}r;=|7dlQ8z7<I{`8a7`1
z12DeV5-|JmB%Oa%-f$F0cGAEo)3+(~*ghx)Luo}T9>w$6Ukh{4eL#{!>|1|`3cR>M
zteH(lN9J~mLtmE}n@xJ^p7WL%Hkccy(udRR-r!@;eIH`|+#l?fVjknzu%XJ;)R!lC
z<!MSBz0GI#+{E`Qw;>|d?iG(w#4p@qP)@+S;=RzsO<|Ta7A=(NhB;>%-37T5(gIca
z@p_?<%nv<;`S}O1G1pgSgqXHF3^3`~RY4Im+c<7{Tl{P5wy4MMS$u$QjH{En2{8~Z
zVReWqdPr~1LZ**D=(ijH(LIKoXnym2`MRs3-zU7T+N%M%hzXj_4H+@fls+-}qzdt8
zAupv;WC=CcPU44Q+Qt#ej!e9Juzm$S^yOxEH(EmVrD59$e<_pG+u-Axzv4L4-SECC
z3^kiuDX{y7%(IiUFOr0XCNygacx$YB1T59~NhpUs!w?!6xgGFltB7io^$hbL`0yr5
zXv`BDL2-Djnou~SRcy32sPL}Drmaf#@dZMq|6YZ=Dy)~>JmN`MX89#!AK0y}M|F#y
z?;wIP&SC9QYEFcosNk>D+(4Dg8kum_>(=ia9r*boei`x!Dw+2>Q5Ncpq`UD=XL&s5
zA8Gn&Z8Q>&xTl1P0c*>|>$wMCp^1W@BtmwIAh}Loo6m)=6x+UYUYE)cozm^f9BL#R
z{bu6~rZ&g;2avt{2bf7(>Rd{G6gb~qc@yJWl0qe-o-4De@RxhB!f=w%&PNLBy}q^}
zC*+i$sb>;r{tVl!2V*1N))}dBE%FZ5rGb5@8+f#H)@cVp&(ERRf8QBk!pt;uj`UQs
zf%+MZdCrwB6n(bKAs(zd>ojt4C9<P4NZs(u(CK95aFb4x4Q$`qOPUNsDvsJW6yvFF
ztX)fVGZYNR@EB&8i*$XAxc59WeGG8<^$DHgv7*=SJvblD>aFxb1x##@{kztV(>*TF
z+XoDzD<@I#$7*i)Pv<B4Bj4AO2bW9TDBHM?xM*Ltgg!BAkW)aH=qRvVY!erfVgV%?
z-AV)JIc<7neysGekTZOE|B0y~@S>>v8iT4Pne1{NZ*pZFvt+N(nGVl%UZQ+m4l}D*
znBho!9)NN#+C$_Jm{|yw!i*$YAyPtsXTW+1sr-gDI(Jz19|}$*24PH^>p#a{S$K6@
zODvw-A8--&93Bv;j^qASA>+2OhhpLIwl1#*YKiJ)vHIJmftvDwBUA#XIubBpuHELR
z7j>->VmR0Z`Mo~;*W?Awz91%*S~fj;Y)(Z)!RF=d#M9+|3i<jS-)dhoT78R5q$=a5
zD%~&~8Q>aC;Gnd1$v;2`%wt)zE90`<<C1&dh8XwoOY=dT>Vy7degQ-uwbUzX{n^zW
z!Tj-CzYN6jL|&YGi&Lxf=+hp+fzI}b+|c;sm~mNQIreu&+wSRvVJ2nN<nmYd0qjZl
zmr=sKb$1$gynDSA+v0TQgsM%==2!TWVeOurlX@`HVzh!HHJFe;?|;`k(qonr?k&61
z_{QvsA0i(s3X`=?gHj{&+hK3Ndn8YJk``W8C${WqG|jVFbfcq8VYYJu{{ZV`E{XpD
zgmmL?Q4ldY)JSN9#T%p-;SubUsvvrY#a;J>r?g-8!1{@~j3(?2t+qa-IrAR?OKA}-
zdd@f*wJEnuGX#ze_6e;}ewwfr$>n^)xQD;Lb?!^-&O&w$jlKBrN1Y)%n9FTmYQQqa
zq<%(`(V_F2%v1d>sD)>CR2=qMrS*uLzPeWBr;ND6@*CxUfEqXw<VDFPije@4bB}L|
z;;9`{NEl2tu{b!R>2{I+Ho~yqCcl2z?cll55JCC(`?O{E(*>e(s;-UF^PN%s5oD()
zf2XRO_dfVDsukeF_ClONOTLu{i}D|_q`OLrgKr{B;Ko|+umvyE^#rgE&tA_FhquW(
z4o|Z{_qN3<$y3{*!S-I>udE#SvYEWx0#vS&Lxzv#ymb8288ycCN$8(hDJ`7P*E~a~
zyWV%}#>h%pEnY=U;b$f#sn_Joi61F#HI3Htb>_FXjsY?;PY=~#Z|Z-5^w#o;d7CGb
zphicU)TLe@eAKog5Ihv=^>my+SoX*Ef0u$C-^uJ13YlS-DD<wlJ)yeuBn8V7?(Jp7
ziI7xJf*RtTf#Ev)a`tMd6?i}YA3!paaC=>{Ml!Wrrdj#UxH!-g&n-?X7b}Z?Fx&zC
zZ8SM9y`o=Bf(uJaS8u)ZQu$FHQ^uHO`NFO_TWj*|&xY{Dh}G{zs)_cIF~ZKPIoD<Q
zp8Cv~5qc33Hl^xy&$)CX=41spdMfJ+$fBvQEAgqN9MO{Lc(Dvfl06Ncrjj%bQK9o_
zYWj-a)$|i^2->0MdgyE@ff`7kl$D$~TP}m#0DbGbxV9~5wwyNBw><AB5hBIPMtzcB
zT~zue@ga<;TF-XA=O@IIXb`0(m1SWsi_wV_Z<abvNC73HVy#W%wezzb8132pBGX8;
zKAPUH3qWdaIQe9<mX3x<oNO0wDGNN#mHwf=BJH)AB9oBSt^<2DafhCzq}~9XHo81e
zv-+pg(nq!`#anOr0E3hP5`SGAWUbEm*UT`o*KbQsg>9ypzABrB>r2lfkSnW2y!`sW
zqWL2NuorTvRDPwpJ%@5Y!F${#*1pYQ=B(zGgJ7L`4_GyHLAuyEIF@E;K^WgVA`wkk
z)-Pz+!`=rmwfzUFgkiHbM;<LS0i0Gc)(7l25;a(bUsZdSeY>+gm}2?KNgU3L+Ak$U
z6@!-PwLYDl)HIE-M1=LOXC@uCIaSoKe0xHLU>DijlI2$mIHx*L)YH{jlD*C4hKWZ-
zDD@-vZR-8{m%w8W+Tme3SR*f(-tpF5Lb^$~NGxTG+j>*r;25mD6@z(9li%Bc;f8?Q
zf>-jnSdL!=YWlpvJ-o=j;l9@!IR6{=gW~vJKg<14%YY$u#GCbwQ?bOjc0E#g+n{hR
zDS(Mw(t{XS_k{rDK}$^!k9XJq5%C82S+gkP1S&EA1>Z`xbPWq68oro)`%RXHwtU@a
z@Er8tP!2Wx2XG=QItqDnT8fhHzD4RgPh-_VRCg+)IR`a4P&2s5qI%{AbbWq}#HjQh
zAz;i$sQ5KOAOv;n2KQN4`bQ=3%~(;~!9?{m_H#RDMg=CfH3_&7S4vmP95HJFGfBs~
zk8{d7igX30ucaWRL)AKv;WH3*LN#51g#$wq!}hVRdf8(3KHbbH<(p(Fh=3F{KhtqT
zLt3`Yi|?ka@=dii5!5dfs!4%<nHZou28$BvL52>f3|**bi28O34Rh2H3q@txp=a;I
ze9#r-m~_n@%kA>xIln80Gs7TRflkc(*C?lKR#P#9f0?Ctx0G@K$gQlkhSY-e#1#Sm
z`fB7@G32cO_=xjkztn&`zuza{fDVQ_LvKVf$!ur2#5|!}c$bw(k)bV3p>)ZSCRdv_
zy@WZ_DHmn8+?oNobORqN!2+)Ehm`L#wi5KmP}Mb9bQ4vVqT5)Y&r?x#uPfc923?W(
zw{pe21$&8kH*tfv@A2IX;j@toIP57Z_EVWvVgu+r3mUJecFNS?iLYaVI7Du!+Qdr#
zfXJd`Mo{QN`C^z>(;REZ4>+_(FV6_fs;@U##)Xk&P*Yp1?P+>*i*m`rW?0!l^G$DA
z3Eq;AnabNIrb{kPEc6a*QXq3)%x05h+%j<@zT-_N2Iv{l(jW4ZJPScm@PnuUrKJA=
zO*#TS0Ggm}IP$=z>(z>5E9J*;aDwnfB(A8}1Qr|1-UKB+#dr^DUf7e{T~Karm%@@=
zq-4E<8{kti{H5&DO95S%$7l236hM;iuoH(j?pI4?=Z1$;43sin6&4&OtZ8HWv)-^L
z*GR?i$ldzmZab3T7FF}+yZt526B^4oPbC`QlIQvdxHX%3!jPRgoqB92c&$C4N}Al;
zXfs{QnDBZrLYl5~MOs1Da592!G3ObdpnlQ$!uAv14C-8$Nv*?)px`pWG9ue@H;>%@
zt0OF15(?XAIv<$CR)nrNin=953GvncOtg5XO}|srI==&MG9-1%Y5vmDgEawJIdth1
z+=b_2LRYbKuqDHdK|KXTT=<T?98{G(7m7Xa(~FyEDQ7c;bkIcJl%ht7IlA`h+E|}u
ziQFV~Z!{PBfJ(tpHQG4o>{$W~bPGQ%v&64VirB78FHv!sHYMo04>er9y@V#0L!}Y`
zoz~G{2f%gNvz|&rGE0yf_YaIv72n%RLkplE{-KIea2hwm^)`wxA<K}ug$1zxn-<5>
z0G;hA18|UJ--;CfaxwNJbC;#=oj~r4FC2LTz!YV|0zHa`W!ji>{3^q4P#t$rgEn?x
zzfpyfw3DW}Ttz7))KFPDL*HjM5`ksGo2snuGt;Pz^`19(Zy}`7r2y~ALg*w%_j`#@
zzX2zxu99cAh(&06bR1E<st=n3g3+7jRx(_)zNE6DGc9Y8%ok!wvSBbA{;lY@tc7}%
z0+FgA*v>GW2`yZ;=8|XUTE-&tnWd=1%c_cgDYw!J;B&Pit3RDyGRLYqfm1dM6Z4n-
z8DEFDHB|*t$SAgJM1;G>_O471XLw&sew$faC^1wr@*06d14l=0kr=Sd45M1mMl687
z$zM~^CTmjNXOphIrS#ji!)KEcZAv9R?^?W5coe3*r3v;jFrGn)mr<^&R=VDwTfxte
z25Q{X26A;o^Dbl}f+Svx$T<z+3NrgVGF=fY*0~EXK88UOR9g($I=)#CSFm0{HfOlJ
z%wk+V(H^t>Uj4UmF_uIFYf}75&6?0Nqum5s47-cV#IonY=<2ZW>T>b3MxGT<IPwpo
zz{!EJ&peL(GwttSV8l<rjn-_6rGHgj_nn3|oZ2Hu!Mql=8<=<ajkBlx$b5nF!1CYg
zt`XDuIbcW-?}36Y0+6+4t>>MFVzEJbk%8M`Xk4jiJvFH6tF4CDa>At|36iLtV5QiD
zUZn}O-{0lOiYjK>Kq)t|YB8_9>&o=oH=&m_Gx0O$(h3Ul0^JQ6v*C!cg6ho%(L0To
z&B3R$b>lC}-joU*jvSgGmQg!m4JU`8wNgvIxUhc!FI^AFR(#r59#hn=QRWv>-|3t_
z$*>wCY@O?a839lUd|gxO^~v*&+rCeE1zSHmfZ)KnQy_w%?9jOWw?3)NLc(bKm=mCN
zr*_C0aA*{NKqkrk47HiExkQ5dp8vNq;yO`mMLiFI6BS+$&h76RsINgEMgGG$B_3_(
ze^&N6q`-imW#$KCj|^9?SNYI6YzdF^H+qObR5sPmqEZt~#$Ik&G_?T$*hJAhtkh8U
z1Pn8s#?X^3n|+}Q2Y3s|(IQJ5WS@`z#%^$ZPY`%44}wpnPfa+(u{Da!vd-4|XPJXR
zCO0u9Mll~+K6=Z`fJ}6s?aLJlp#ib5Vo)xNSZy>#4wUZ)0Ff)e<Ci7I&LQLjBLOGh
z%P>H5k?6Kr#X_mz=WY9`G%g$kIN_QT%9;geaqos;NfqpevgB*?Mo3d#Lj;;4RVi5y
z7BwoK-vr<kq9`8&tAWwwuY0d2=A+<fYIABRIy6~7EfTkM6-W_63&av*6Jz6h&I>te
zya6V%0hnvJ<YdW?6!16|Um`8Zic*B^LogJn5$Q!eoW(*D^O4B!3L_;Gd~iWo;t6Vm
z&NRli0vZ=FZFH0sZ+4ajlfQx;X<T4Gz()#$KsDwG0#(wUL6Z!1>(ePpjcaHS`bc!3
z8zOu_I)n_*RGagA;WO9qnceV}67&+i3B8`$TRSO5Mmq~&GesUniY1t$@=#Nxn4asW
zvB)fj@UPSxavc|bs=$>sZcyfxEM3(D8Sh&8BQmB?wm5<@&6^M#B0Y7Yx#bzI8tWx@
z4<3XU7cI%%x*sYp4^U!Y{1FTG2``I3HrZJV(1~$BRO~tU2WT+()0n?p{HJLK-|Yi<
zpzgY8%hN`kdK;=YC-c1~$r7|uf|^H5-QMobT|AO|a9b9iF4m@(HHnT|0C}<WKHHQ6
z%dynz@I+?OnTz0xKt&}*fS_2h8=_8V91cho;Z)c!94Thi#@xG5{aW}+C`$-U`ayJ_
zTF7=9^Uomy_<0}hDf_}d_5Fn0gcRBYAKM_Lmk$C$O$r5Aq3CU5C;D7sL#RWg3X!J^
zhjEGvEhLqXhXXYUTZd4?_;t{fIM6~JSO53F5aO;mz{`m>Xq|(Sv!GM_2if5VqB`FC
z$?Q@29SEQb$}XwXU|r}_W=S)IIyvKm@xgV(>|yi0^Xv1!Fvh^RhzvwVnI%0Of;cVV
zktN0BS0@D0WD>2aHENd$ojX1c<?I#rBWE(5#+2tud?zs<0uCwKQhKfvswK1nP(XF?
zrpWfd71R^~Y-EiE_K5_{iLg{2T0vP7>sZ}yoZmQF$zgDGc;j<W9ct-u7V6*{oC3N5
z4bTCpCuw3pvqn?Jz{WvSz1+qq$r(4nU16h5>_*#9%t%SPId!}VwpUqNjw<Ej_A#+;
z>3Ls>jY9?@Kck|sN>YTaXbR%EW?zvrsnC=VCaL3Up`H>g?BX&!Ss<ZG6X`WlCxi{8
zW1ZQ=2H+uU)IsBy0|6l%Xm~L6|Gp&=n8+*&ao(s+ksc}wFxKWEYy4k&{(mWYcg=!n
zjAsZEc<LN*4jtP#!9m!;j+O(xc~nF%H`TcSZ^Mki%xGC@6i~f4v$ycSw+6+vc&o`u
zmSxE!yqOVP+L@*JvV{1dTIi`n5C~wGZtgI8F<+J{)fxuUMLqgtI?q9<PDJ$oYwKO$
zq3XW>@iW69mqdf`BvhJFL`Eu?rZn!i8P_Hiie^TXJd!CHT~y<mTN<~CaT$^>qew34
zQBN1e80t|W^$;Z$LQ=nV^!a@MzyI&|d-a-}v(G;J?7i38Yp=ETd#}wkgHt3VMHg=;
zOOUrt#N6`N^TSNNbd104RA;nTh*MxX$6&3?S`Sj~7?t#5%tb+YrEd&w>(uh4tjbrZ
z^ne}f<PYQ+#@FeH`b2Qc(6k;-a4HJ7uQGwB$emz(r_sKezaP*8Z|jJfJH}&&6>D<B
z8{W@)O!Dpc=>;p)vTteLH+<yC3t$js%ACryy#;|}^=yF}_G;M~f%HEDgW|p|Y$Ssu
z?$Ts4)6-PL1+P6Wl1pbq&DU-xckON~e!^GK?L6(P>UmGBX}zgPiFe-BK&sV97vE0=
zu+d?nDH-`g5+CV+bAkxUMmUxSF~ULaF!g%rOPH%Kcf9kCPN>c*@7aVrIbvP0T(*Xp
zGw$+L7=Q8IQO{EwM(H*_jIZTb-lYj)m#d5Zw=%i8a;!-i{*tSo-|)aDvbTb}JS)yP
zPnDzRZEnat;<U4tkE0(Uz49!_P>h+PQ|(d@p$%=ga?A{$ml_3s`^AGrukA*V3nVG3
zOi3RXF8W!>L}Re-s-hxQ>Y#_TNGtJ4@o@&$rNc$Z4Z;HAPh@&v;IJbKq6<eIaS>BH
zhz5-%nmV}}FpyT66U+rbN|$z56ZMm>a7ZYUrQ9~{m8H1K_;{ANt_kc;!l_Xf$|Q;9
z&Bz$iDe+?0HtZktv|FSWW=T2Lb(-I>mCoD6F&HN*X8AYZ-eVu+x~!AnhEKo89=_09
z#Jol|TkKIsLZ)h`Dykz>CjK$=UZKc7NmelW*E9X|JMo=0N4?_q?w{aG&w6Uvh`R_k
z_D__oKO+`mr2K2PJ-6>JJL<EvqW+~t39@Z!Z*)0*syE;0M%P9o!360q*Ka@Bl54NB
ztwSyUJ{Y5BwVk$3$z*-tg)(!9)S`AOUB$=e9XIG&V}>$4KU}sd^6{Tt>vk@qlmA?O
z(2|$t&b#NF&Wg%wm#NOT&)+@(2t_95&u3%QTyCj2&ucA_uh14j%}r%LW%7#0{dh8=
z3aRWPwU<wan6r#tzYk!p_-D+AIyaK!;HbvN>w3ipD!CN#&UseQ5NrVs6G6i`$n<yI
z6tphk%V63Za0bK{jt;Sf2XGou5ceQoX0$X*$du#DX_`4+FV)Y$W7Hq5_kwd5FpHcH
zx_CB&Ubtv2{t|PV?;&-#UA>T^tA#TrGD@*QTw*Cl%GKZm^He)>|6(KWevT{Ruq)$9
z`3(x<v{%qa?I5ehWG*n=M8NJ|m%6Tql!-A(zwo3SQ^H?x=g~oSwYw)-J?n<MOr;E9
ze59K@Z&0P&WYW-Caxke~>c$q5m}y2{2)7vyu9nDGCio#wFs?2%fT0BZf@{MGMIP7;
z$1Pw`E+!w3oDh!GG=0A}QAx^KA}v1YS|W3C>tK>NB&i*{7_FuN1qv;8awYM$YB5En
zxn#@-M`x}rS*cYI|ATrHRewFrH@I~C+pb?saalhzO2?YIsmLR3v$_!Zo<C8gqPD@F
z3_hn|<j>OF-7Lx1+R~hIsTDm(y<9_-S^t<G^;EQxU=q4*XKNIOK|Q+@sFS6=)tdNf
zVc0~+FjdJyw&c$+xpKN*LFOkJ-K!<D8a4Z8c1dD(N&FQf_C|^Y>H?p#j8V5mv($rT
z;uqZfK>aIn!VhYz<Gr>qe^Og__?@=eMv$_)H|nzfpHVuT0n7i(njrN@&rw=z8r$dY
zDVkhtxs*}ZwVull7Aia4de?c1guK|Zr1ET0k;4}s6(!vj^h{4R7TMH6Rz8X(e*}-9
z#{|Wb7q|&pK_lrDqD&#`!SH20m}Xlx@)5BIlZce2Q7MQKHiPuBU8=l|q~+g<VaR}*
zleQ4HSDU$DbKO>vI>}0<<~F%x6%}6iqr57>ex3=|HuVfE4nu5jCfAtKT}2obx@*n)
zp7rh0mW-F4YJ!(!6?p7?lOt+AYh-1#ISlc@5`@5?66B4Ok_l~)qvLA8tmE^fH}G8G
z*iHkE4n3{L4AiToJTuoeP5z#810F=eYlG;fIGK}<WYw3ykjtB$Zg^MyLb{igY!@^S
z#TS!cLu1jIK`sO8tKdQ!u_Y^(YUSczi{#EocZeh}&74#@x(j$aVJ<!B;-O!gl4<Wb
zTJn;-=<IOIrW~UUM#$FXWzxdKohRC*1BrKu(`BGV+~6{uF5pjjNUtQ87~UreJa8dS
z$;Fl1JePRj)~6JiCUteIY0?9{zY4c`!}-0;OKLxEQ<u8mAnoVNZN)etLJ;2ZNkxJM
zc8`28Co(--f|5nZ6Hm^!veRWaz6`GHG`?T-S%kFL7+xVFW$_NO7<X(A&Vhg-mth=~
zEJ+*>f}o8+LW+_)T?wG}v>{?Dj1;6Z5@y4h`9>o#8wKdDcZ6={NI?jsqFgcw`O&Uq
z0Ufvu$OauKJDAjIHlON-_A^44YqKCpkrlY6c8oR?MJm^93keBIqM;+`ydyf(!Vyh;
zo(tSL;53U#a{g2Ykl$A!T<5EH7@-49lrBZhKrgYDOXt-ypz6DHP&hOurYNc1lqq?1
zm}!Ei@ff7i_|te$(2>&g6HEg3=x=y=)wQ`dumLe!)|6*P{ZyjlMb#yR6u)-T0+C>8
zzJvv<7vG7O%G<Cj%7ThP-A63(we!8uPmE|YV6<V?^Ic^!wa7MH2Ft=jsukZZ2?w3V
zfmvVv+C|orVdT1s#Ibc@MUd{fA}z#v7Maj$sxn%l;ND8Ww<{{x^`wCzp)y(==E(IR
zU`<3}LYSsdT@lTIG!vU?1Nn{|4sC!Ng&;Jsm@9*S<Jv}Gku6CdB}YN?Pz_1?|Njjy
zj<N^M1Y^K>P5o3Hg*d{5uQOsn4OjuwXKIu-%w3Z3@+s<V&I%>x+rQ`3DD4VeNxcwb
zFao_$9A&bi4Uq&2qv4%4O*Cu%DM#p^gp$`3&T)oJj*>A06w(Z!fRZ}qA3i9pW^T>K
z4CoMpL_{D))mX;WGa-QJDQUArK6dcJ87PIETsnAbu&@W1QBsQSaO8nJB_(8#7L##^
zc(H>LVnyQykoe*yuwE3-XmdtO4rdr}G)OS@N_Ud|YBo1){?v85j1k9<dtI5O`f8t!
zPV(gLC&f=H2-o4t-_iaeS>0BArlQ4(x~c)$uFTun<>%-;NK;{0Z!q^(^*nWgv*uHo
zOhs?7P8hO7nQPJIzCP8WH(o=kqp4Ro(>oE<JAsKr3p^g(pqJa5h>3=qsfu0E4LZ>c
zmT)%(&vr%WM5$xPE;{&Yl?~C(m0wkdE~<!;6tNDgghmm}J)ce$Kb<NIFakrca&V}D
zZ~+S1N8)$wULS8{DObZY^9Df3z6N#d-=vVr1=hpIde-357;QePw3$pl1x-9Z-uq6E
zRgaJ6z9<5#a!`B@cAi8JBv0;W6RZ<oRln8ISTQ4t5q-o}O&q9b4ATiy$98|W=(06J
zuX^DMTDATHL4B%Y(A(Xj7h0HzIq;-7)@wZW{Wz5Mf2FSz$B6tCP7h1LoAE}g73&(4
zCq3Kvjug&KoeQyEs<d+i_-wmQCCshF7YaMx_j%uWWc5f@Wv>l0+MBv^gQIt#|5dF_
zbKh}dbm!G8eqfLAmB-waDJR~&ESD*Q+bqrn(qighQbzzP2@KMBhf(?_)o2S}7+Y!W
z{LP|uC<FeN%~1W?&-j01-z_Xu6TGV2CM^jTD$uT~0@I+Z?zgwDEQJ5sP02CoLX@;*
zi_n<{0twb0Ej*+zqTkSCA@zIXjseqj<(K6>?fdi#q0-HPe+ptmMf7Lm4a3{IeAYBU
zN3%G&y_v3*Q@cT<^j0w^@Dedc9LJniOjYPa5qMdg#+6eg<L*`aW+ZPm6gBTw6>G9C
zfC@!UY-COrx7pM<KNXlA?Fd*KQ<_TZT4vdsYT28AYUjE_x-D_C!tMau)&jWb&quKg
zD1-_*htSOD+^ck$lkf$U$K;xZRC-fMuzT?7RLSC_omVyfD(g-qeeY7XgqpdvK+$<C
z&B?CLL+G;~oo?f<9*d8PXYO?i_5AOwBo)yG2KYBdHXg<cnA>Wc+n~O&@2@5n(RY)&
z^w$37#e>eygI%U;8&G!X&%W@aVk>>OMQ>Ju|2SdXurSv?*Xf=y>bCFNJkLB?oZ8^h
znHrDBWA?dYZq5GVOvO^+MPMc73(7O#G$Al!<HTj$f3Ja+3c_>_G<c3P)}_*Yu>V|u
z26b&Fu{#D+>1);v@fhQ*!d!>ok^tiwXq!c^5MD<au<<|xyhc+M&p>hO#&X=*FpO!c
zvz>SP*gl$(Pxub3oD02~&J@n=6(!?_Y1xH??P=<#GK-vqgW{PQrt0J4!5gf-R0s1`
zR9@3CIx|%!J5_PQ=}3Aa?s1^-O-02+cV(yM?MiM+-uF81i5ZN-C_UgQZ6Wd%MB?L4
z=gzCD>ZPB`6FXfpKN`3<;SZpaB3K>!6vos6&?jLS$7+vUOV4O4YNq$ueXoFOz{rSh
z-&Ltew0g7#cLE0FeJ9(M>RM}JGGns59*?<#_2w7+Y+as?@LcS03*A-m77Q-mHV`Dj
ztLk?iDMBX4!H&S}JCAHv`m7UcGOlWU-|?v~@aNs1K{b^Ml-TDfn};v{47wFc{A70j
z2W;x5S_jV+^K3fC=zhgs?oO*(gF!u~Mo>6ii^b>WKCBwWkBNY<%(wlVh?&ebwthcr
z->@1}IRyO(Z$E-NLhTe^$$fKgraSMkhE#W|=xDpl#lqf<QJu-0@R$#d-%{B@=2nmy
z{XL$ww`RagSkjZ96S2i=IpNmBN)LdKONKgzX1fERtXD@nrQDwZzs`31)xyrX<=u&L
zlJU9s<8vR@jv|ntGtu0&c(!9`y!(3V1Ngj7jia1o@vL~}=VaEm_z!Ng_Dh)pMaa^5
z3QbAbBu-3a*Q>JTihD0So4Q;rQl=lQ)e(I(V4a&A?u~2M3lB2=(MBFaJ7n{GLOxV`
zjZAgnnA57M%Y~w&Xc=orteKw^MeK*O?hTeujmt7+h3MmI=po4NqglRhs`%OECg=fZ
zmLJ+FxzMP<+9`pB&csK^J?5})YW}&g8HiCKw7GkCkM(<aI-fgrvw0R21k|9MV$Dp%
z{QRFDS44ZjY_@wllm*?VF6H@bivMhEdmIDpF!5Eb<FPu&SFeRiY0p>0n25IJ;cxPk
z1oHYA&)5eGd#~GcxM`4hnpH#MxnlE7<JkAml+~Ckt6*e*Sm8e_o-6C+kwec7AN&4L
zV|jO`f69H4Lqg~|;RlO`y$XeF_N&>h7m2)q1MDN&*R$XDmh3=#sp7Hcn!3xPLhF&>
zT<c+y%-M`y!FIzFkH=`2>x2x2OCaI5Wi|%8Cb;b4?JZY4Sz{Mm7O+OslzNeM!`Z`X
zddw>=v2-^ZW|tdnt)y3&-ij7dQtw1TbVJBoS%FBq5WaCCf6O6d>T+k~nBzC}J}0;L
z!c(*_XFK42BUv)u@ZRhw^k!slDx^I!b7&iLg#_m9snT5Zh4Z;U47jhGDxIq=5Rqu+
zr+O#eK(i7H+0i|*BU(hQBG&Fr*BiUW?BRC5Oj&-L4C}Fl%|sz<swBYNY77;)A==e!
zD6;6@rly4t>pjx;{oKB6aCPaGwJl~bJW(+q$_jtPgo-X39<#NH)X)JI@4epG0VS>u
zeAWG*`%~{ahTb+{>n?|H{NN1aMya$6=x7`Yxq%V8?SUmAO{(r1JjFeSo}cFlr@N7R
zMt4obR`y=|i53Z>_{#p+G8jP58urGP&9^(i{AVZn=)-bg1t=~@>leZV_OqGH_{~^k
zt<oXLd9>Rd{Rjm?zj*<MYPvB_rvH1VO4aXd+x3Ug<O#X1-z<a<fsSt{Uv&8^MMSi%
z?TPsS5IN>l2{g%HsSqVXHTwbZ(lXXmDNilAx(0Grvs*QGO*FBlDhB6M+Kn4NXg~uL
zs@WUUK8DRz_vU|VV&9wfZNPr$O$oSm+j#E%?Cyp@c#sP3KT)@!^feIbr!Ft60miKE
zO+2042Um$r?7NT+JJy?ZKRmaIZ5uu27cvH~%!+HZe_wR3>X{o>dfs5kw@~V9uoyi)
znFzJ9=^CRnznt}5%79M>K{uw>>}$|aOKw6d+r(~#RH%N@`!!*)Xbm!YuR#&>DN0Q>
zk=-Yw#{3Fd(3iU=u2^cvu|N{-nmqUI3L9-H()0W6%e#N~g=>7x?=Si_0rx;RB!nea
zv#C%-&<E();}Z$t&<(q5j&?7qpDIDSz~c0O8+%kdcX>~StDh3Al+JcSa)81$V3a1d
z=&z@oo!@zfUZ>KB8lR83X&j%7-sU%){*f(t{HJwj&W=~nmBi!Lj9N&0$L<o;>C`+f
znQGX<ozR)cfwX>|$#qYyLkpenrql!;kl7@;_TtszRJ!ek$;)v!Q|UG@l-X(5F2geU
zV)v9uUigD5-|Wxq_7nG$F4%TgJp5CZ{WyD?-K80&%<eGt>j`aScPhP@yb@ER%-;8M
zZsf}8Jw>wtlf|PayX$Vm{p`|ff&-5e`PanScVQB^Tc8vfci<V@{Z`~u`R%1C7e)&v
zVsG`<Ro~KSvw!(4lG5%se7wh+Y4gH5lxOjCBDQI+!uZ4khXZjvrMZ3VApmL3dUeJY
zOzgy^oa$AkA9x9#sQXjBX}iX|GZ=zD6OX`_($8`1y6T(2BE4)0Mm%@*Fw5p2h*I5j
z3kVFucauA`(w1!<nrqQJ5nJEOnNOH6sVN)?3;OzS0XEP1%F{Xk28V2({`$P=dHONq
zy74=%hw6qy9sq*VY4Y}9<rk%81~K>ZhrGiiAvaY5o<uqhX`Lj6U&8EHH+^@w{Ks3`
z%RD3B9Hk+(@J;@{lDIsk;$UTl-N=bVotWZh=DR^tklwzSx7(^~rzBjk?qOd0D)Swn
zI-IQ;;@NJjcq3HsSoe3HcxJEy3@BZrn8CECEI3)y6WczYn82^WLSpI$UWL{PNpsE6
zGCI6<7gSYjb6)#Cw5W1yN9_i|?3Rj`VAiQq?v}tMn30s`nr|oVdz8FU@8|#H(m^|e
ztp2k-mN9F~M(f5`*!rekJSXS^Gmozj$6(pCvr0h~#x;qwY}#XgUl$)_Xvm;7MRv??
zfe%eq94%MoBDal|mNCrTk27AAABXgJ4E-)+S4{D!Ooe)J6xL{t4-&=O0*uG`%M5Re
zqhfWwLPEbdmfuB|z-7=o^xM|xw+or1*z*5g8l=`}m7#X&pF6c|x>?!KH7*K$`&qaT
z-b<&!ZCk7Hvq$o;L^G7sNKoeaN(GxA-u*^+!T-VM?u9?7O(cwX)!B=2r;bPIeld$X
z=(`q*QXDyR?%9;=5J0FF*lqqd=f{W4*LFW>SN%uaxeI<`W+biy`f(gzi^k-cQVomU
z^pKy+x+@z6ZQHkiX&a$sFe5CTO!iQ6<{9HU4?h4@!^>{rVA5=7t$ORreN}7G+iZan
zrMWizWp`@Lttu~YH1zM7-NEMBNV+^pAz970zLoM{o6o1yXFaLkGCp`m+A-rpM_mXS
zE=RkzGGx*;Y{Wns>SV><b|u8$!WG6<X+<4)mW<|v<!CziBrwBGvIgsp-2Mo7W8;N!
zUsptpPQKZVOa0+v5%*0wZccOQ(W*eth~jr^07*Gw;d2Yjo8{)3tgQ?eE%UJE;1R=y
zXA8;Z&Jj!741P>iEp@J3{8*C43um4d)_<_fba2(K(4Tlc;lCh}+N8GdyDMBxbu{w(
zcoqYR@c}kW1uyOQeU#?H<Agrm$vDyh{(>oLeQ)K3;#jbuof|7<OZwaf)*KKR@lM8S
zk5lf0W-ME7JCJshQM-7I->~I&@`V4k*=a$a$C#iG9yeZy_3b0GeX;j{hyildnAV_y
zjh#49Zqd=07;p2Vqe)HXyG6&rHL{>!&%W<-+4k>yWsd{Ju^QO>-z^3!$N1K(lVF{q
zg%2vWvGlA^VSvAu%#Ow$oGE$j{kUBxtN9w}=Km?~yOabo9Nlqn6*T8}J95FDv2>>R
zIH7iNcySbY7u0US6ivN6TC7pjk81VkoB7R!vDzbbY$>P*eA;*Id}r*5)nh{&-$T35
zG&0**AF9-KXyO20L3`Y8q`EPA0<$L;GwwarzJjk{`Ni&g^`OTxl7DdWM14i$$U&B|
zet_gs#Zrk(NkqmczE+aCw(!-0Xeu~b$Si5+|M+4e(xGB@^o%I%%GY)*aJ`hns>SVM
zbcAO_X_k+ZN#MR|v!f?{A*=4|O&X_u8sso)RYQ^`ZIbY!{>@REr6F(xr}f%?fcbMD
zjsLtm_6sRqUL9R6Gi?wzaN`aHe?IzqcTuS3C(^O#+u+5F(yXj~@Tu6K*dX}@-d|Q-
zpwwp4U=f8_^LX@}HdiAT*|EX=2GcfQSh<2(_xfJ{2$!|qQ?ud&0vu<eAlP@U!`@O{
z{zOdH4seR_6>PvX@?HlkFSu$Gu$Fh5^`@HrF_;*?e?v*1xA(A1<|qB9->n{14MudM
zXt0^g`jP63<aCaaM(IqJ|HCndy;FPz%5-t8k7|VDAPxJFZS^D?3@*L&`0QIl4cc>%
z9UMA|HX%pBJ5w=}scHQl+x?R<ZVeB{P*=~LN77loPxy{dThU&=wND?Ug17|mS%oG+
z6(k;*Z17%8UOTSZj1+_Bbzsy!-ZJhC4wQn4m`qG)toBSrk<)H79&&vdzA@MbEMS5P
zYUByi<5x-<p+?;A*5bzPKs&#@xA;k$2KFx7qAPY<u#Q%%9xc{1yq3|M_HfK?U_QGq
zbWTw}9W|xV`a^vNp?7RoHRyomg6&90t5h(N;Lb*Fp%2{GrJ8{NYFd}}(EHdUs~)7L
z5j78spOhUm8Y`2XH(%4#Ptp=veU!(*eC>DB$-m796V_$#8)3AUp3s(t1*wmE>2g$M
zN?ya_7&ryP`R1r+#D5!1AXMNrjrlzB;J|CnfYAZsxv2lYo|S_ul(w)!7;T7^x$#IU
zxN86FD6G}V|4bgbf1&W(!g(3=?-AwZx4#gzs-d})fLOJ&-!-@0J)%%E!;X1s+%BdP
z^H<01TnZxH8BJU4VnkjTQvR5Bt^8b3Kamy4vfJ;qts^33t!p3khNlAcph2I*u1m(`
z(y;*;%^)FsVZkyQ`{1I(-ip~_h4y(q^J*ZleHGNZ-Iy*}9@ZP0@SSRj`c8^je&)vC
zjnz>LyI|7KT6?CbfBQI?-_?VW4!aWL_dS6yjw3gJ5-mC+vR(c|z><T&fCnl{9tze4
zag4@*1A(kDB!2}1ced4|ia$_+P&4SUqM{y^guqRXV<<Tup_BoNEg&Ad=Y$ef)qD54
z_?3Wln?iZ=9Pt?Bs5a}3U+Jw%8!I_@Ep*;rcxl*nFu$c00NKgL->YiH8v2Rxp-%+s
zybr8P{s969eGe5SSLUTl*u;UNx7YT-n-#6Y^~0~$Kx-7UcA#QNJ$f*Cdd%BmwquZb
z&?qLaV=&S?8l>o1l&K=U720(YlSF%=;2<aidI6a3%1;KgV4mrAqKWizVvAE*W8M`)
zZDPg5=Sk|W5?{!w?5^y6(u@1bvla}~lU^8Mf4lS>;oXWwfNeqLRWW$>v1Dc>FG&kP
zH1}wOkkAg0eydJ1J6B}hW5<x;fPc6Y*bDCcB{6(0SaA*q$s}HcLjD<Trm3&(m>2n4
z((E(M_keL~#{R=NyUEX=HDRCq@Oj?!o3~<d+aE_1F3}?BbFa#q!XES%VnPY2g@8E~
zK{XLR`a(6~%gL3u`31toUL~qlUX@*oKu%a!rWGc&n3P$X)~=_dDJbH=Mp6I;^v9GK
z@HUBg0;#(L>F3!V^IJ-pN{BIYK~b6*6Y0n!5=}HnA?aLXK`|-efBXMT6+{|_m5qH6
zX(NM7%Jh)B0WEANfUi=^35Qscq#WU3&Sh|JV~%0)5<JIaLkXVhf@{+o<jT?!CVfjQ
zKuhiw;B*ydX&iS}IzjX7K$X!gJjOY&G*h?xLWT>2A+_O)i$T@Hg_hpF{#polx(!Ux
zt*)~j5bqe{IG8Nyq#(pSc5fXiSZt)7D?R}{;QP>LpjyD1z`s_KlcZ)tGGWQ2(5Dz%
zLUmc7UQkzBE<^@S>9rJyy43W!eD!?v1&YziO`Juv4hn*Z2h-%05CUH;e~>RNlYIez
zDe!=6>H-0l@d(wKOGFMs%)3P>r~)(Ghi!Tn-2juw?=7nDH_eRq`~FCo`Y*L)sYdsY
z1u@FxZGEs*u0NHFF!86n8iYv%On$|BH6p%+fK^vpEPu77D3Gl7!pp_*u$qe6n!VCq
z`>NbpiuL2q^K9Kn9#TqpEyAK6h*OHZ>CWU)_+7exY@*3;aVDP@kVGD)L?wJChwc>3
z3NyesFd2O5qLUOvuLz=^V5wVx*o0Q7It2ow;EeD{0vF<-;HeOvFP}v}&6c#FYj%zl
z6ZJeIQNpp5blBFulQ7n`RNprdAr+S*xG^QIdQ14yf<SjEg9JQA%9ujEXv!1oSG-z<
z$7BN-p))T~C_-q9d30Mc4o}mPHqt8s;7Lg<ULGMxk%|g%rb#c|6adXbKor~+oQecg
zvYZUd+n<Iji+7bf#7&c@;3x4&g`o=#<3!|m5ScF^U`;j}S`a-?t0>-?i)?YWL!(^d
zpbSMOTkJtt1nb})N+$9|XfNOvI1qv`n~O~J#qa)V+4~E5vGEr&u{UaB>9N_*Yk%5@
z_RY#}{+X20c;fQEwa=1-FG`9;7y@)FCZd(Z&C<|MyF$2n*0h^Pu}WboN$IoBa`RFQ
z*F$sVPoMS+9Hp8F?)&N&2YOyDf8iCs0N+VdanT3NlC4`SUNKNWLPwT8UCB_aRdSU>
z8%)n=FinBgPX}p|2ZN7I&rUDlpzxant`bU$|6D|)(G&l_9}Yo6PN2>CLo1){wXsY_
zpR<x5C6Lw6^uSJ)$umm+UdqI*iDgZMwT3K^A*&sid5gz{;xSGl5rW||%V>LeNXW*D
zDO;7U^o<o3&*HgATLj=}dkbPp2jG-ke=2!_1Jj{ZZ$4W17BZhU-V>jKEg%Ag5Q1hI
zu7nCpnON=-Ix+w$7-qi*&PraOM}{H8+vM4b5b+|wiXg;k!BQp#S;D8an*zbL2uN8_
zdLHqt3r)qnZGHS%pixo$LIvJdfyY9n4S8H7WCLFwMo&?8I;>W9IG`lu5~MmCaleqi
zM?wDz0OT5M7Hjt&A8T%!Sy~<U@ekNvyKd8W`5W19ZOn@@HWrBxk_Ul=S+fs&h7~aE
zz<jmSZc3nklHzb*rPZ#bL_ddukSTU8Wgz$l5~LLk_2);@ay{58amL&ff1fWWRN9or
zm06c2<`EWQwp_9&z4f}e=#j0PfYiLjnSxJ1hlIS-E=h+YM?`}*k*KhyT9hQ_B8(CN
zNs5cmZRf`loYd*;Kx6_b0cu6ycer4aKyVlj5bw6Fi+_&iWW)&8xUP>EbN<lg)hXtv
zIoDV(!(*=fadFJ^<aVlS$|Q3i=yMnObFAtDYu3i_s~bodQm3?MTd=$FltK3Pe`X~l
zB=bxav9ujS!FymA^N38jHaM!2^bzC-j9nT;O|LQJo|Qk(zy{+#6Y)u&ck#`z6zzE4
z4c{&gB%^?63qpt!ke|qmfOS$J&;|Sm;shWc(*<Naj2whYE@?${`QrF3{2+O{tvKFc
z>suZGe;|0$#Zsvot+G0qVkQGY#r_(^Rga`2q6S!R?so(|x_9d5T>#(~>sMb|JyadP
z?5ou-7;o#{=QPz~73SxsZ~%G^CUtY1VF^nnPZ^JV5oh549d;(4O~&Rii{ekpr>en$
zR5Yvs2*3Q(+bB}HK)6aE8v%<oT(4#+f0mo3tDh!0<*6jKoRm<=4a4F-I7xI%*d<pJ
zs7{1ZDVz+5H<Kce$26K)D;w>q|NgKl5RC=Nq;-(xU^GPuK)%njd@BOd+|=1cx)qfd
zFdjT)h{%a-0LjVWq=O(F3nI-;b6{<XLN@#z>9QiDJ3Ebw9AMMszzS7O2jRj5mWQ|t
zAlG0H(=5i1n3Cl-(YS!xfe>4omncp}IoK<PWE2+Qiu?<tfpH{TV}euD#kX4v`#tm|
zLFxHq1v?^)9&C0J)diu&JG!-D6=^E-=qnKh1f7#I-4vvEY3JF}^AwJM2hUA%kHU!{
z!M>4qgC`<fWW&p3z|M11ZdF$?WieSH-@`}vD_^_5c6sgE=b-E}y)g1^V&AMx)6XPs
zV?uTQaqRkIk?0`%XY<5<?+Ncc*7sAn(X@n$M>Ay!Rq|_2@{XAMn_JW4)wc|sU~;}t
z5Suh$Xndw9S|GhQf_k2I9wePU&_|d9Ac}Q$YTEMGZowH*x~t(q>1vndc+OdFm;=Rx
zi)d6SnmRQw{k(OTk2?0|rx1yp9$R++Cdjqn1ynA1<&u)tCBlG}B+oCvm7<_bfGKi`
zj8*_xqCA-?k4}*Uz&DX`OG?lL+CY*A7BF=%G)+;41t6v;24@7tAO-|HpEi)T0D4od
zb$+(v0%lX%1Bc*Gh2(Qh0Xwv$EC?t_h7T;^W0Po8P$DO&K!kBuXhk+sV4MK(wE5s4
zo~<PL^Ar*`CG(2|jGiDot-}otQ?Mg8djjjApcfTqE=;z7tt!nUEV@JG0)aLJal?s9
z$c6%D=4Y~%*a81_Qzz!sm+s;<W?M?Nf^>Ej?ZYpoW>7dgf3ydeE_MNkjJ833<E0hy
zt`p5U4ca5viQH-awwLeMa;rhDm$HuTm)iFry6>A}2AB-3yX}43;%>a$_uzToH-+CR
zPCjO@7}H@ptUT{|Z&~S3?S1GmtBb&@sG?PRszkUywqtUS(>)kLD`X0(Qto(86o7B!
zC?+X}PGJZog_&eXTU|eWpg(r?eJNTPZDizi*s+ELS?{L<_LiC7<#kS4eXO#3OuyZG
z!63P+cli2Htf)<MRjusF>6Fl0pNH;+D*3({{e_&Z{uEwR=TMs6L%6v0I)9{DxN7j(
zR^ocu3u>immC~N_?YIznApN>ej!&9O#kj4JlLqgDRp6T)Yn9*s{G+}mJ37Pj#_YBh
zAL-Q*E&U5Oj`0M`lNDO^oN~i(%%tjD_^>N4o8y#gl(ksb${lsZ9cOxszi?!yyb2VS
zbv6Wi*hG6Vo$Dd4ivIiRF2^vHLkcFohGr>0yyBB+xmUT9JDy1&S#{6s<?!)U&!hAz
z|K@&8BxK$@P|x3g!u`#R@5;BE7r4GriV@AM+L5!%oYxz*MAh!~LQ5@US<_ow*BYB%
z2yu2?r~b?OrclB5u*Lp178cv2(jUCX@D*J}VbwI)PwV-n>D#SuDqoDN=8Bsh&hAbt
z3>h~|+B3GtYTt&b%hJ=)6-|H1d_Ko$ebm&p`Lo=Y`X}G_<Q>QRFEk6&qfds$Nlh>I
zlL*>L2UJE@(Y3RQ;d<0CtCJO1WbECB#;+V``6+$-`5j73>FcLA7Y#oei?d9cF)Wi!
z0gu6bz`wBb&z!W99SAKGAG53;IX}|s*L>g&Rq>r-e;AUI{|i~}|19B{N=)@McgQK*
z>w3!HmVN#X>#pkmVLG)@AiMG=r)K2vE}75n=ib$JTA5a}Trb;eTW$TOrs6+3qJgMP
z|MVWLmTFynzrXU5Ve>crG_`MHHQ~3Q<cp=!m?I@GJ@*#}&%?&nKf(t5hKr3BhcK{+
zsGdd30Z17IAZ7DNGCk&DNj>8?lFUi{0tz<c{C=_n5Z<GL)c~VTt8!64A;K)|*;-@M
z$J#2w$kBJ!8214B+(@*)?e|+Z@L|H6A;~#>IRJV|a+!CT@k{7O;NL+y5<oxilWAln
z<%-0!D0oBAT1*l8VPXUs)W-{;pp)f`@>3YCMxd+6A0}XP7I0xEL?sFYMdW+vk<rt)
z7dSdGOLK6f8a>i|D^JWHL%egz8*`=1rEDmsrrRs@CC|eRrB-4M_Dz*)Ou>@3v&Xuy
zx#5zLrIL^|)v>{}274aBoluux2!pS@Yp!77vA8%8w{`R4w&7UYtYzFoGAtNe^)LLs
z-tc?KwSu?ycjHIMuOym-ndaLsMbJy_Di~dX+Pnp8i8B<!eywxb?@ByfD4a+du^cbq
zw@Zse&CCf78fi>1n7!)W@UFhQHYA?G>J^7OuAhIA{FiS*P<<h;?;rZ~s{86w8V7C7
zTPxO>KGgL|`|*mfYSrgU92mIStLTymYxX0n<U_qCTVc~o;OXTvzM)J1icrQg*0<$`
zX_M89mnw{|d^Q;8)I1$`<$cp<Zca^Q`SM)by3m&^vdN|X!Wl1}CW{R^U0MD4tXD6O
zJbg=TIH8^RVS)UD68XJ{UmdKoDqzc}5sz5VW*45@#Mq^s>-lB*qs?NS&SxodP5&%S
zty}i!_MAH$7uA&T{om(_6WXE9FG<_?U!kd`*gn(cM5aEjt_eAEly<9eI&@*8U^>0?
z-uKJCN-OXAy9F#3KHYp|<8VqrR#59iti{~|LTAVq@0%r;ckYm3Dn58@8F|Y7kj1TC
z1w|a)RJxAlv?ZUl{-#g*h*2cTqs?l|kE`1g7bzb{evDixJSuas|K-@SUCe9?_R~v8
zza8~X$Gp26|5$psKzXJuBs9AF&=0-Oqe;;RtzTIj5~Z!-+{W&ZzH$iX_@>I<;klK<
z=980QcGl||pN@A0N14oZe;Rpk>v-&Y6?f{Fw!(AAEMk}gO2&&Tgi3pk?!(^q?b?0*
zf%x_qewshMr$t9O{ZY%)opw8|!s_bIIs}n5^tSY?9-Z~Ih!7mv*HWM<Szad*y^f~e
zp)S38J#xk2d-Y?J-@bd===N>zeXp~K+x@9G#%N+RV+~El^w#5h$Pt_SoHf%Oqd)9F
zzqR|~pS`}jr}(vX)xDSZ7dgosbXYpQtSY9UXJYk-538n)N?sVfuHR)K_|!c>-s^qu
zkncvR-r99{I?0EBV!o(X9~~G|7+&1x@aG3-j{dFPS+bt#vYyX8c`aY0HO!9LbuGU^
zd+uK8qDPf9@glx=r6RAk1ix+58XP&&f5MXUY|RxluYj+P{hps{j)=z2-P-iT(pc||
zPx>1t6Mf3K<KNZ`?QQKntfgAN^~&A;qLx=++EmcDOXdEpFT-_54#{et^FNtV3&Cxl
zFaHu{u4&~dJ>?j_MyE?AulwnCElg)dU%~O3nt{zSJx7{$7yhNS>KrK|nBBX-GCK0#
zhnVGQkL+jWLRUYyot-6oeI)K)&(5!|%o4H@eWunf#8C6h?DC~dU8}KuYSvk!gBSn2
zwO%8#=M_QMS^D%6spse0_D`4H>-(G>dZ2Xf`s!9cF{ME7Yi+Q!%CiQ)&o-$gp*n<H
zx4NsVK8oJSI2OcY>-NVXD^eWi%v^$hA=qi_$<T~}r6IeoGuE#i^55wcF_;#4E!J`K
zkok*g_rI3^^$S^aXL~h8GgZs0=pT1)Z$$Y)YIo_El#~Jj&ysO0;>`{tt(X6buBFUu
zElN4{w$j(=&C&X`$Pco~PL>ZZA>T@-cVO`0kH5dwj>vsDne>x%OXcA-rC_b*`|Em^
ztsku*vP<iMWA=CIJK^-ObZzar(Sf?OH4ha}Z{zS+m@Kt({IF9exj%XJy@KV5yPLkO
zKX074Z&i=3iN9?2{zH{lqlXJ>mYver`o%Y8@_@>8%D0x@m6>h0s?nDFD-XG~ABvGj
zp1mPIYQ(k|f4;2nwn=4iSZKK5#g2j%x6@8wq&f?lQk}Y{j~Uf8DIFQ3b{T7RTbBCX
z&eqHJd$=#4X&1%fuU@U(R(A1j*5*Zb)<pc}QT2HNY?+O+pK053WEHKGbo6yx%lC#K
zwr-NQp$Beli?+KWIDIhgcI5M6yMB86{$sLlwY%FV+6-qYl6>ut(N#ypGf6TBM~-MN
zJu|e68O=1x`uOdJqO)SMcIvnIyK@wFQ^K*ef&H$GBN^MjEX=TO;N76N21g7!9(=dR
z#ByQilPHB!iTUcv=ZN)R&sJkzTwC?Mopb4CT9y0Fj4(yH!yPwEUy|v_DI;xGtmw2E
zdC@4}$Yn9Up2^o;P2Ob~3)?+^XM(*RXTr2uVWQIvn7P7)Tg4yS=4VNwi-&r~eA3O1
zn;bpZ6p~qmVe<80CudF-Cbk^ANQ7^5@kti>!KRTLYA|tzB>tWRA7QBh`v34evW%Yq
z{(Xsh9_%5@Q%^*iMg5{t`2D3zKU9Sp?R;t2$;T<d=E%XMRv%M_BO&cX*gCa@1n#Pn
zc0JN7vH2$mcS+4I9>kaKRoV_?pmQrpYuWOo^;%5^G6#z{mSR<{S?gL73@+_s1*|UE
z)a4WS!9D2R;+{)c+sQVf=FnJ{svWyC=cb{Rx$e^Gc4j?2tx_I|T6(neAmg5g)HMgT
zI8b=FM(;HKv>){(S*QO0obwuk=knu!A*bWx3cusPhAa-MF0Iu3WY(YOv8l5~JX*O1
zKOvMzbiE#uFEZU9yLr0M*3*RezuZboJUxU$aJ9ylrDQE4O_EM+=%C;gi6T(~N72)v
zEFOYruAy>cm+-f(ps9d8z?CssO9~SrgUKSfM4*YQXira$idu1)gAZpTfA3M|!><lk
zymv5VL;tk7UkJ3;Q#TKD8rm)iZmc&9&XAI;_a-lqmkmI$!Z2Y(s{sLP4FtuCNBMi_
z^_Jf%&P5?GN7|xHzJX!b9iXf}Q1(KYHUq0F!U=DR)k>w0GUY=`KncOfxp>U)+$C>Q
zKT%^$Xf^qtye4<3HwEw_d7Dpijq$4vE`nCrpN788csWW711kqrr$8ZUm;N8633NaQ
zRGmVf=+WT`<b|vXWEC9g5;QlAFB8NezF{72*F(OQ9mm)5<q=tNW<(DM^dcGi63uUX
zd8&)la&g`gHq8Uz=Yhk{wQO1tSNcC!DvsoZudLs{vL5CG(3lW7=H%z;ibv{ONwoq}
z3j^7=q?||IG?<mVbui}?)3=u&ga0nRR=!{`zd8T)0x$nB-IwalJH0I+cEo;SOWY1^
zcc&ZU;!N$UbOIjW#U=ooqrBLzJTBXy6EIa8T~hRM&1qvL?FS8{4$6y<XJqjjONB)j
zmXsV;-wJDsXyWD6opbpq$8~pum%-S5PFpS3Z1=jKPy4=lto?<2R9p2kncK*_ysx(7
z^O2H)ORty~e{`Q#2kY&-cYx%x1QQwkn9M%AEIZQ!m&LwFuc&enajwHLIp#ZA!B!s9
z_eyk20W=OiOE5k89t=#wFk{S_oN(Tb2(8An5&vl4B<{r23iR{9ZwCSWqgI0L*=mI6
zxKO#&Ein9+loW9m<AYEK0UqNf7z3+oNf{OFPsFnvugJs)!Nwfe-RMU0#DJAMLRf?r
zf>#VDv~J=e0eH1Cu@=Ih%azG1Ar|<ce9HX)T*7?j-)1aY7+Pe)0EZ~?Fa=ZkFoACi
zTYmC;xd`l@H^Sz~5TF*S+40V((*xl9@^mLUdY~2fQPaR(0WD*4Xj*h8UxpV*`pQh;
z=<o5kCd~0#Lm>Meay5-PXc(I}zST~e)2SkV)1cKfcWPn=(U8@tQOI+3k#VWtYm-o9
z9(3Hn93wEr8R_!d5e6vF3J#2-v=%sfP}zSjzv&$xC6VDgiOl~WBr2<2CL6PGQ<cg6
zdr3a+zYrhRsXNw;`(9sPEo2H7u|CXocrP2%a-h`v^-wu%uj>6Dp3zCYurYeor_O*7
zen5<jDD1M}pn@?@eWWz%Z`nep_Xn{_^4TA~yq}z@QMqKk)2m>$-PcNSt>2j?MFLV!
zkQR}#lmQ!wQRk3uaRXL8t^FwM#-J1EN+ye~I-Ff#p92KG2hRldBpD)yqJ79!!g3Z$
zz<acS430lU6p}{mjZd^^!@7nMJ|P}$GYN`YTK<W#i0Vk@2X#>N__*TU^vrhfzT;##
z>ha*>#4we>{S96!@aRA&a<mG%MO@2v3<ZmN@pMbT2}>kk82D(u2lzx8_+~l|mN1su
zftO#74t^^vmw;CMOcf$qMauI`bvjp$7*Q`w@+Dzp`KN{kaqK-_#%`NBv0Ei4TozG$
zSG=uq4}H8omUuSh*i3u_tN!K=^A)cR8>Ci7rWr2p&SQJJ>Z)>y%5)jjJ?|h(%NlcN
zI^y}V1hMZ$9X{-_j}V_{rOYqn=UrOd`xlkN6*CvUL14i2lc+f(oHu8>f~}i>{qw&7
D*cUCt

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/images/image-15-Semiconductor Cleanroom Facility.jpg b/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/images/image-15-Semiconductor Cleanroom Facility.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..1dc50dc4b807352db0673006f35c3324713330bb
GIT binary patch
literal 203611
zcmbTdWl)=M^er0PJ!pYY+*{lUl;Z9VEgsz6DNrcx1b2th;!=uRaV_pz+%25^{^!m;
zGxyWI_su-{l4mmSO5WLP@3q$Ry7;;Qz*mrwmjNIk000Q^7vOanAO%22MMXnJK}SPF
z!@xkt#0KJEV_{*F6B6M8sVG3yR1}nyH1wQIG_>q=l$6W@EbQ;OczJn2OhRIU+@hR3
zyxjkN2?7QN1~wKp84eB^_gl)h-2b1i*WUmFbd)6|JtPEL03rbb5&^<%9{>cuPZWgz
zxd8vyg@A~JjDm`Wj)92<-_VE;Ktw=7LPSPFK|w}_?+$=}4nQVAA$-dviAtpY8I9Hj
z$Q_bcfKK<JzMEKM>YSd(%rz7PlZ2FvoPvRoiJ66!mycgSP)JznqqK~yoV<djmbQ+r
zp1y&(g{76X4aC;X-NVz%+s8NTOL#=&*Qn^E<doF3^o&esVNr2OX<2zi<&U2YjZMuh
zt!+KMef<N2L&GD}GqZE^3yXi3Hn+BScK7xV4v#J_udZ)y@9rNS|HFj<K>FXX;P3w%
z*#83;0UQ@1GBOe}+JCqZ5WV0Fi2xbpEf*@Gq&nJX7b05j5Om;&#De;63_2c-b7C{s
zDNGW2-c5#!|DgR3vj2C$LjQju`@ezxA6!cSY$OEupNB*M00ZtS6_`tDiiJvw^AVHM
zl7cZ=k-RWhIa>YYdTF%&<|DRtkpvA^TfY>%*cA=cI`tR75gd2*!qzaerhM_;YjVet
zq)RavN6>kS=`FafmN}e;N(|lHmLvO$&rtybwZ7<xhgAjq0R0?U?~?2W_pyC~S{lVf
zL$*ugdNLpY&l2F00l+-w-G#+Pg0GJMd3tKM*~elFgkbPEn<{WY;z;YRG=pqG=fndc
zhJW<y_<iy9=b2|#2jRPuv<H_aoAF`Isji;lR6WZ0UwJiFCQd(FloeJi0{(7;`hIn(
zD~B}MluB_MeMsu-P8^Udn+=YD$^ws6O91cBAuNN5@)8(|^3N3zKn`=sv3&F=nleql
znYKw9-oh+JC;+V!Em3hkR4^Y2YBK9t+z;U3VDd!)aI$cPDJ~^<0;mpITx5L#N*Wqd
z5*XTbYK`sq;+7AQn>r9OHB^y+9shHP`yPSms-e3+AO~$B;>G1*y1@^t|D|_uru>Dq
z<WHBipWSIFIoI1)z~>fl;!+T%xy-{>*2DA-V$3J4uc`)+<LR9FthJC>+Ju?7fQn8C
zU}iqy0_sAkL7f8V&c-zOz<kpG_FJ?9v#3Wt>f^#h9?^impWktlc+dvzuQ2+(U;g*G
zL0i8%&n{(O0r}A_2&3<WZmM(=_{L`6GYX7!>mJ$uz;#<{bjL^g>OSooPzruQ*G3<;
zi!yIFb0+gIt+REsYSn+}E3XD~2C3^mHjh@DAWW)kzXGWFJoh9XJ+mUv@V|=}?b`y*
zo=v#Uw|h5oU4`%d$eWnE|04_arMS)`vnAp2Ci>7EdPL3?|Ji#k#PVg@<5}7#bzc9n
zOw={tXs4elvM6oEcc!-1vQ=+$30-=rKw1jxQ%+B5s7G_Fe3Rqi-@zK?Xd05AuYd{u
z=Sl&c4+zLQ4;PdpWh3EgiE)kTE*=~+dq&oi*k&QXCa7`QbScgOL{VIFq8W&QIun<Y
zpOC@F$?XjJC{j*l*gVm_gY;akJ(zzsrrc<*9?YZ8ueWmn1;l1lhoo%8ebGQ1knHAT
zWmMsUwj;mgN=(bglRPiiY4`e^OjS)2;5q-Yg1W^K@?8=Qtgzofg7#?cHqG^@tF}X(
zQ<WQpKVKgEnWLg)hM-kl3m{fi^__kxf+;!4E-g+=-;)Gkd2i6)cR}+L|B{SYW#Q=;
zaaYkH3AC3_+vkkm{e8gc8z)+?fIzuIvg?ic=S%_qZK0j!L!+QRwi011{RdY(?gMa!
z3~+-WIKWQsR7<BU3j*1rkM>1XvR>fps?J`k#M_iM5xRplMiwAC%?Vd{Y&_`<l%m}>
z6bK<iYOW*ET^Ab0(Jdk|8@c>0^OjXntfT%rG$Zp=D-f<ZF**TG{TS1C>WqY_g4PJ}
zr>{>kB@3vO?&*J1Pw!{`I7^dw>bcIF+*SQ0&?rcuN&Gm^UR#mVA+f77?Rh+?#$cRI
ze6ReE1j~j7C#&R`+(3weDzG6|3HeL~*sTf#xEG%(Ktv`HiInqa+$6p&SwH(XKSe%7
zv+z#bKRDgtT>-Ugf`8sdh|wfp_Vd+Jxnwl$T(thKB38IlRh$pcS;bavaS#iLH3?<B
z;>6gZ2kE>5jx~ac^B(rVJepH-==?_1Kgu6DMA<?@AH-WKSeOwz(h^67l?Ly=z9+-A
zl_L8j#S`dV!JLnd(jav&|CnS)+K>OSP0vFboAOhLF+#0fpKy5Rc;frmpSwf(xwBky
z+r^ef78lu?azI5iXuH>sm{82zloD_8)Qm6D*3CH#vC(bWVaDT`<+9~V7`h09xUD-B
zo9NrueAX&m0mA>}ic>^|Ujg1~yk4alJxS!#Tfj8Nk@rKqSCSuP(s@gvvb=yJ7K9>R
z1e`v<h+WFKwZifrA=w)P+ldC*W)-T`^K|#1vij2C!Fson^(@j?Ks>~Cve^>6TC+6N
z(ez~5-qVLcn&Kq2R5tAdJz6YYG5X-CAodbOK}LEY#ykN`3C4LpbBF`rp?=8Mh?bNC
zs6$1jz48&GxyGo<5g-te=^4OQx~PV)`s^g)q>Joym;{!rEsy+}M5G#o#Rh?eWi~S(
zX)P(mO&TCD9V%GT&*Y1$-l3%Q!_%eV#W(&~i=o-@t5s7_D{VqxL=&g^70oB%IN4bp
zyM5;%btN<#FAleo!M*G;0xo&j<;5#t;n_}ct=@g_iL=$iX^InHrRb%gH%Q9RdoKZ}
zm_{@HP+5!xFwM=9@1n{Z*@%rw0F~+&oKdEsfN=G*AcmaHC-l)l(WcXq5-?)kU)SY`
z>WqQE@yVu~IyJQIJR${y6&|_TbSKsXX7*=9Rs9zffU0cD1ZW~DNp=Qi)*{XEutw&Q
zgx<H2G+{&K%Cja7Gd`phL${R(mN6nc0_-aCH|3&5&-7*~YfK)tF{{|lr6J#9D8ya?
z3ZGjh&M%a&CL~aqi6b4l1rH_5p9dyh0R~}o$=&(p7r8<uG>=+_8F##v^>^|65`@8i
zNYQGzE{SJjx<c0_-OtJZJ+)5#S-cvNu^9Ky+MZB;f(Zja#!&I|pwKmtoOJ!Nyy@;t
zfgtJ?fFMCM=vklrh0p9w1%03<(tLjOV*My$k=XGELC@OBFMJ5*?dL8p{oB5605Imk
zVzxQrcYh{=xbYLYhct(>bISSAN9(IvAAcp1{x?Wnrd=s98A;3wVj&N)zBu`>0O|NT
zR<?<TEnW3FRn^>gFNmEae?6B6#DGDp4M=jY0Oj~4e(*?3*H`nvZ)N=*IMZ_bOzW?J
zI^*2U+hJAZdc4`Z^IA|p;kUCN)d@q$T-i>hoyoI)E-JUYq3uG(Z{#E1v{*h_cGNzH
z$2J4EyE;*@Y#ovmBZZjid=JuYoake>8zNR@io@e6U%YD_s7)Jq%R{m%h6fFd7VI5t
zNFB|abGmz3lf+^@UIFMG4{<dCJU`JlFk9~??sdt7m_rBTDa1As(8Vt8rhk#q2K8{b
zv3{f@S}C^Wd8Pwx*?g3{{z_`W{3{woT;{j>2~@(npOB6>+r3|tp14xmH`bhw=7Y#=
z@Wl*NYCcCv3=&*aA_9zV*q#oifV7rTd=|_{O&$YksL|f0zXCuUuuYg*G;i1cDN<dM
zg$Z-$%!Sba1?IwFOy>MaM2exghIYFuk4B5d<Uax#_w*atu+%zj$HDg?d4v}n-haQx
z!+L~mX*6cOgVuszje1U)hoy|tu_1H_%@)y<vi*9x$eM2UUZR6K)7I0c3Ub92yOi#q
z^)rr-0@&uA>^HiaY#7zFuEn}<>xAa6qpsT{bT!PGcAN#lFTN3Vl?+KX!p)2OPoiaa
zxGu@hjP2O_kGfd|VS@%oqGDC#y8qmo&q!YkL0i<R*hB(L8MabGrHPVKERv;Ao@hV-
z_eXs?)>Rx4UNuznqMi5$o17Qf8f)WZh$}Q(;snY5K%}m2(=h#gnmTR3^?{gdiQ1=@
z3B4W4FfH0G;i2dQNgZ-zFW|O5g?~iP!J?dM%3nLTlT|xIK01<QGGGAnp&aTqYErJO
zttEiTR&b1i0RXfH7Hc5&12_c>lTrd307WIhobr5>lHwv!O$2F{;-VS=2M`kl0Q3NQ
z9m*PfK$2IKKbGhhV-cD32C5<STdv4979076oEZ3Pi}Zon;tNVq`Hr)!8)gA}YZ9QB
zfd|#AiA`f_S%bb@0vGK0lRIO%=cBbK*98M54yMP&!BnQF(QcU54xPl6GHs5sn5_)&
zRx&vDox1Yf01F`FOb#*t^~p!gD`B$N$a9nPohB<y?j*k}<_(tF>u}q;Ok1e#I$kD!
z1%y!Cs?23o*!Y@!H+PU3VG9GTatdpA7vE6GpZfp4Ky^g<X#TkyZRuBDSWhnKizTle
zO@I<j-h68isW&Q>r1EJp(8Y*$vp^fO7OkwHMkxOl#41YjVdoPYs3$w^Cz$O`;y<>^
zA2Ee%62}qfxOiq{)(=y~!UL}W9&FZ@9gBdO_(LU~`Y4CZ9J9-}e7|yB=q<faF}jH{
zrs~uKZJJ)>>TISs+5h=76f65VC&=86k()0hFSTGbHS(yW<$9&%#|+8S@7F4;a-07U
zA}CYd{h5to(lJ-%Kqx<Fq!3N!jImc2j>1X02qQL`V<!=`hHg}Ub*uNAa`}r#P4)Jd
zUn(WMr_ZH|smF6(53c&=R%T1cY^L~*Mu3<;{dV}Rtd-2fhhhzf@We#%tg^p}`^t>l
zlNJ`yavb)xB^dT4!Q>8SLytQBeLBg=kcB^>o(-bM=qQ?>xTP#<?4Y)q*mY9_<(R(N
zjp+5!%SnL5#Ia%-y_+Ntcj$-=j@_zFh1*@}=PPTbyq<hxaWOG^X)A|bk$6xl>10}_
zswNgyilw%cPlh0sH(ws|Whpribk)zIEn08~IoOp;ZLCD03Kq*uAB2S)B<w}pj#7Pl
zmx$o`TbT6oGRFX`8jmZ_iQXQ0VTZb?w9L5*8gVn;m~R-lNN_*OJD%3_J(9JHpYw;W
zfD&8EY<$6+I<DEh)+dX4Dc7m|wH=>u$sL$g!?j|p{&g$9w2Sb2YD34vhnr_M0j%}}
z_euKtBi%Bx2z@$jru(nzdHW_+)>d~CUyv|D#(dJE?C6KdTabmno3)PPN*iCmN-7Lq
zA~?kNj%asBzfz@pDOrPJHI)DH=1FyZlW9phz3AB4w+#uq+z9M|Zgzai)qb9GWT@Hr
zxV;SCHnxsjdcOBl(5LoH=q69hNRp>x0_V7hbGBK}^YJGdJNHXmId=efqCuI?_I=a4
zR`so(LOlt1WyA(#U+n07q94@ne6gnwo7c@|EG>1|_iY{EtOzfc9W62Bl6r$``^ne+
zA6ib;=CEbv%yULi{X<cGF>gT#5((alN_ySP?D6lw@o>8Au+wg~OK-*;K}`BXwjJsM
zy>mcZF*x)!{so@XuK;Vt!#WLU4RdHOr3LF(e9qKAx^8G~+R&>*o%d38a+-pXrlG<!
zL-`yuq>XROKAAxw`4o_dT<Q0dNH}CATQSkd#?!BW?cJ^w@E>*gk_5*LM4s=j04`~R
zMI1~81BC(<hX0C>x-<Yt!NLrvY~IHpcm<S(J<e5D1i@;-j|boy00yH@F{iAQwkN@z
zvf$58*zj(Z)?B-eF8UTVV(a}ufS*PhQp~K%vl<#+H3Y9zG4ZNrf5+uHzEien|H*7Q
zZyT2S*GTrZ++cNJClH-);E=s*IdPzjQ7AfZR_nWA&QN|d3WxkhWhFiqVsan=Nu~Tz
zBTNFfQh)&2?G+%pUiUNT=IG#9*`1IDURTY&pfb!gFMZ}ZU1p`4>T;Hq(s5rtYchP^
zw!g^vQC9E@K$=g}`lJB*l^u4(Cccv;G*CjAgpMVQdwhIDtZb^z<C?q%O=AB_MaG?&
zAnT$sCfCcm)=&!Xp`gMV)D3C~@{*!zZif<>c)Xc=(W*VcR8XEV{<L6H-qsW4F-kS0
z$VLu<wU`-%zeSA6yjH;=sIaC@{)cJv>6q!s_wd3Uk$@u0>J*zk>vB`Uf}W4<wNd4D
z0BJJ}$kT3b8YlV0BzZQ~Rkp9=XtwkZO=_r8WzBdjbsp_>=W^v0@M9%NRMR(K0F_H#
zMGPXyn}PkP>7v@tKttxUl@RShb;u<#5D3h<ge>kQ1A~Q%`<cnkB*}}BAb3VI_3{$^
zs!Fr2+<n!jA1XuTnSxm*5A|TIGC^3j(fK>e&63NMuoMm%Z+aebQCU}{=Ol71^MWJU
z>oSQF6E)oTYpE#p%Rvq_s;$iX%c64|5h91c{lxW4SZcctgGi3<R})3NNCP%bbbZ9{
z;8@KI*~o#|GJRv^cR9D=I%-94<kf<x8}0hJF<_L7=4h7l>w7^pw$C4zJ@Rb~RYz&Q
zuw4JKQ^DXR^`myo&uZ1BB+$8*cSsxSOB?x99MfE*Ysq!=2G66L@5=(=ve5`ZhW{Yt
z#eBXW71fFj>77fO=jWXGu<6P{V3IYF(SXFJ9#Y;w{nD+^_kSBeD!)dV1)}d7ihi2k
z-6)!M>s9IPsQygK$ClBB+IsgztZt{tDdvxikP3=F>kzf4uc-V}-y6|2=fXP7ZK!c>
zom@U*#UJFI$^@Fb-aWH6Fid2d>`!nEiKj-6yY{&l2&<2*Ts_l%)8mAYBa{4cJ6$S6
zBYtChf!=IE$Q52TQv4SooTdfMOKLtvw&X2N6L#Eg1y@0=vsIIi>~NZT*o3BrLCpGq
z;M4JQzm(W&JuNTm$iMf%^J48Pu6E7%mm8Qn4fjo<^2J2g72g3A?KzkoeEhYJZ=N3U
z6%doy%(ny)Zm2()k4{T!q6Of~;1C($k3W6<X)pTcDeV1V6OJcIy386sdSX2jePZt1
z@V&vt>Y+TBTJcYpYw(NhAt^vZskk3D-`X4!W2n_}vMgqZ+L2|NqFQ6i!?V9{A8%qe
z#i<mj68u}&uho*{&WC;>%lOwTpkZjk@^92&AVe%W+Osv;LuBbNZ9u?+z5fS}e!UO<
z%-pW0rxksgP^EC)D9R7>d!G1;s;2i1p7>6#UYs9pji#Hz3{xH1OMfkJY-^bnvs&Q7
zC%~KI14B#gmK5B?N*ORh-mwY6=3;64#cl(6(7O{%g<Bf07q+z;p(~>xV9le;3rkrA
z;Yv%AEIx$Z<D>d0*Kgqb0&fQFw!jg5l3%{3=)<ujk|HbniN9@!(rvmZ4o4i+>OlBt
z9|oGP>{%#ydm$bpNP1BZT6yS7eS0C3?W5Wt58G|eJJi5PlpTEoLr0<Zqpp{~PgG6$
zh}Ksx@Yo4f3o1qq5>~yJ<BWgoB)rbMjed7!>!+~u3aH#(Js^~SnSCDP)I!3ouloM7
z7FYEOFy_<>VxLv^+ai5xnunLrP9A|vgP(f}Ji%e-ysKBBZBXdcNIPn{Cev5bnz1j|
zFByL;`I{FgpO^X|uK=SH*&9ChhP<muSW1s6%vWGv+j5bYCCKuK5VU5O9{Dmf6;uLR
zgo|SfwiGdW`XjFZcI~kaSG`xj?^wp}L8^cQtn}x1#mjm}Nn->VL!Vidl6fv#Rozac
z_0BIVk8nSPJQYp)MYDvoO9M6WHU6vj@WlXBmq5{+mBSwhIxL(UDXI)A{|0Mky2?j&
z5>LsBaw;L;N~TMe13W^b;#?vB7EueB?%ey>T><N{K1OW?Q_r6ny0Ohkk%e)e;WAjA
zNdY0rCzk=c;l`;P$7||BE0{aqWNullp^>bIV{%V-kxMGgO@-a~GfMSJz%OM^6*Eir
zynl%%(QE<*kf=D8FIp*Id?&dPS@LfyGG%OOnE|NT0g&LWY%v?eHyJTs$z{j0>$)1P
zn}qDG1UAAJ=UWf8PH7kWgC9T<)RFU0BJPGmoY>)+l{}Wq`F{Z-HTF8js}(K5{q6Qc
zQXgSo++P8hKg-qveyp?e|B1A(c$q(wlH!<w%%;-3E!~HD*?tfj128ak8K}#NsJ(}G
zyf$YF8`LQ|hY*&P4^z^J!9b6aexwq_VBG7LvwmO$fP-udn6HViF3mDVLj<HSP~jQQ
z=VS_GLEo;yp|{1b2KXkci5FOd*4x4ZYnibMn!hE0Ca?5=^fAQgsW=}=+*a%_G=#jV
zI^zFL5PuVzZ}_z|j%CYvsFx=0i>4B1tcbkQZKB+|ciq@OKUgCdCA3HQq%@Und7Pm)
z=kN!=W2Y~k5zPH!OHa>|y)Fy3I>zCL{g>{%c#t^S;~|5HB;I%Z48?R0lD90JjF&D;
z_wq2SKJtV%v@!_HsOG6W#`*od(bThb;?ls*<k(>n0`J?9JYgvhWdFu`#14z+vG|)-
zvX<orpYTawRz>`eKQEWs;~)1Oiyo$T%zg^9TQ`yukH-pMz+hE@0iIt>4^?1;o*=Q+
z=REx(n3k(g+@G}}N<y$OB#G-TQ+8X=bP+%M)G%`5?$iQ2pDik4A^f)he8MAe#q0VI
zQQF<nD0OA@QM?vKvt!OZJwnd1tEsm_1G}hzjL+B~Y$dF>jQ3>4>M{K}Hc*bn^v)c#
zDa-B`^RO}oT4rq4K`2ZJe+Aee#msjOqdp4BBBbPkk@O52By7_;lE@TR;zZ_~Gc4+V
z<bn9nF6kb1lI-Pe9qfKSnBr~3oUYy$&@h#vv%&dyej;|IIn<qh^@{zy+e{vdUFHSO
zNFHWCz&~fibH5Zm;oKJ(gJK!tVfd>gguh1|HbvaVMN7IXBYKX_!w9*&$#V5wpd+2q
zhOJ1h0&daM$PfHGaS=Zog%H;S2bs{o;gSx(Da+LO<Tu%#Nc5WeOgeApy07^fH(vqx
zrIEL3{NIF9CEmpG=NV*aTsRCAVSM{HDN8PvLi8}lSS>wn%`wB<K8z$JSoRaqEsg~X
z+Z~ijL!RW9ty3C1xP$;Zv9`#21!zNT_V-%QX#Q;_FWS^s61_l+nlr#PX3XTf_4m4v
zGMlm5WSb0jaetziM_6WMq{2_7U2_1XHT`s(v}^VaTosXzK}rIZxTnzxr}$^5lMTX&
zSkGaR_ampAYJ$g@-pngthrT8^5?n&sLhlZhNw;(>lNOy%7=AmhKS}6wSHsqlwxF81
zEkVMZQ5X{P`%vqet0IS$zzL;YYMeqw2pn8dw>`VA+D2IX$wxUs1e@CJUSlp{JgW!e
zHh^&n@6kH>Miky4uZh#2zvK+fobI{#{{zYpd>wT^yw|}C&uHvG`1)>#Mbr<oktw7o
z&qUeRL5E?PR{1ud<GDqUNqn}(t5w~=(Zk89w7WzYeRk9di6CZE&g5?$LFRDyckvrP
z>W=v)7-&|Xvsvl(B;3^ZVqcb|*M;0_fQ5UzKD_!T*4J&SLUqIF0`rLXt|WZq&usjU
zbe!dCF|pmU<W-l2OZ0{B5%cNsdLkzYO3vqYIxnC<L90DKz$yW)&vt+RrF;_{7jkKV
z{RiXHDV(7!S+kw15ZJtkP9=Z#sQdk60i70AFp%TVGS|&I(V;MQ)6|i`2S)!E<KiS?
zPvWR|{dhR<XnoeH6G6xNApC}92h~1xjL|(ZVhNo=qr79I9dY8BWn{xYuK*pvD(5cs
zC;rDA<B9$;3c-wJLt{lIOI9FgpxpRbuO(uQoJb*zh{Z$Gqa`HU6|gbSS+e;}(0#$?
z-;w}5v*&8J*l{=%gQLuQhqBISa?{LGWw3bcLQ{i8-i4|*mwcrxwKH>pYG^ymAQ$6e
zykbkt|L>}-W5U<W3ySO=bIRm16L4&wXYJkQhgU$q_S@^GpgmS24TdVZB^LDIG7aif
zbF$x>A~Va40@K0xiE$0M4Go#U4<#tpKyVfJ0eqYY*OXN8T*~F)WEg)1)Ff|(G8blq
zMl-{`xM*fTVYC9kpzqi0MyqZFx0e(*>h`arrRq)yog&93kciiZ#x?M>vL5>LhGc2x
zFVl3?{PoKXOu6-7aE|n3t=N*vj#)BZT!*Hmx$2d+?w&KM2-JT_mkPOtycd_pM6vpN
zfa^2T$oPnC8Q&4Nu_2;>QBR&OVn<a!)~$n;T|c=zy}Oynou({b|7_=m`JQ(>TTXr7
z?-#pyggWMXckq^L?I5GHXPq`VuoN;Gz`?88a#Mj&Y?Yx?vf)MiW|-pT5I;aq6Oj-H
zFzdShw`{E~JZQtLlK*EJoYCWp!Kd)Pg7rgdk=zKm0(>M<7>6x2fW0Py?%uk+FbntO
zwOabF-~Nu@mnov6SHfL+9v#V3*I$sXE;E*4U{D=(E_&)(duILfnEfZynDxwAln@wX
zkdgX1O^Gc&^Ub055y}_KMB=$0)!gVM)nqCqW(HV#pP-AB1JiO^`PYXU<c(?j0bhb7
zPGH2M)i~K26#Z<~0>&RuUIDI)d3%u3Wli%d+e-vkA0{|QTnBZI!R!rI+S6mnaZsCj
zP>IZvS@P59@!l(-ISHIf8Q)@@wTfq8CmdG|xZ?|XNw<7<Ra!q=ZG|;-{q=S7^UiwN
z8k1$pF#2n^Z1Hr}ht`gu_N%_MZ0%Pw=yp=ad8T0p%#nfwTfKTdvTP0!->oda{etQL
zttHB^PuO7lg_{R<s(M-a3h0q8%WIhtdIgw~f~QjhP1~{J^AU5}RHg))Oo6WXZ(h2{
zL2dQFk`EC;6TrM>FSJt#srAcA)$^DLH{3kqdp62DR5qs_srWh|i<T_QN*zjNsP3q%
zKois~jJGR$8&~bCZ&3F%v;TmZZqc<ad94cTe3$kLxcb|L0(33Ff2q?GtJb{mgf|sZ
z{NGm{Ylse!Kznn7QT4DU)n3r1{0{D=LePf0J_3fa{IA=Rc#9C(E5^)Q!@@uZovZW3
zuIcIrg1eP~Z=j13Lz|#|XkLv7=Wk7ZBv40Jhm+An{H{8Gj@gRnkFMI|H1K@G^VdkZ
znM+_hsVFlj9AJ_2P96;v9sXk)<faK51dK9+(RmCku&;~A^1YZJNS5Uc)x;A*RKo?a
z>qA=(qZ<csxZkDem}Ks#(KdV;{2@ao>s%ewp8E>OfxJXX>_$D?X4hjBreSZpo(JI7
z?HiD2Wd7Sqj36t=7DL~FH3}ERJW&Q*Dc<UJa@!75YM7<|uDkV)JdZYIL3=B$APbC0
z{v^9wD}L}?ktLg7QBmwS8~n$!A6Tp|F%YLBRC1;$FK33^uz3d&JXWD%M%u$M+Sh8M
zE6e`RKc%hK@5(HCSFIwunf(gT)b>Eidg`)^LW7CgDl?x(91)GnNYp@4TH5|HuF(pa
zz*0*U3Jq;ZhfWZ*mgt2<(8xf+d^#tD#?-olZ@I<dq!qV5yU!bFuv-?UjT5%ZxGn<*
z54EY(#QNtQd5^1_vlOv8yl@I4(5qK<<$X?j>4N!j`}Qx(Pt4vga;Iy^;e|YlUW-3#
ze_K8*YWbPQ@yBzcHt<I3l5Mu&CHlioyZOQ>AFGYe@m}6NI_S@Q2Sw%Rn{PwY@1$37
zZEN=<NvX}c!0gFF_Afw8qd%U;*bltN-WH3en}gb%2vuxF(y5wcE51lfa8{@rq)c8C
zsX9rGQ!1nc^|qGh|MWAP{*<ZrX;{SV9zo$ByKcN<GepUJn7zx}kqP*{-wBvBNYtmV
zb&6gV-!~s4vo=nM@zJ#7pWv7__u?>5K>Fy)h+^uIO^XORiB+Rzv{h6Vl4~|ah<$CS
zJtU>#hJJS1h@mk*$>?MSjmnpzgt3+ZM0;{428sGh;@=p-@HJ=9n~qN`>J^~mbgLZ?
zK7|f9wkOtVV-eP>*qIDj?b!#pz>O<^C<M{kq2OpKpy?X~d%>B$<*B3<IZt7_tF1YJ
z-+Nk{TM<J`&3E4!R@f1K@@p>et*ldnJhL>__kiQ6g7dj+{AEQCAEJ^r>_SG2;{o`b
zk|)Jx>rM?+r~JXGh`yzs+qGZfq3d}UWadWP-p&so8`MC%Ul7>*+Gn+q80?I2Jjk0%
zeBs$%eIK#4bo$XxuE<O4GI$4+-YBK&N0M%?+OIxrU1TI0Hgbh8OYV3Af38@stT<?5
zcngO7Ep*Gh=jAy&1aSuBi8ghq>?V|}ZOt*_a9vS_%2VYknC}E)`8WT><Ro%TwIpfx
z{CX)$p3n0Ue4@YFrh|y6cGcL_l+-tQ=MZPaDM0&YcjfG(ELX`t6}ykwi5Szn&Fslv
zQHPxO(2IjQGHD5_n+XPr77D=Qo$s+>e7(=&;pXSHd5xY?Rz5D-=crRJY^{-dY3~Ev
z<k4fdqUs#!xe6S*U9~)c?Gls->V3=K_yey<UToF8Zz|u|hdz!|eHb^?UvPKj6wlr2
zFzh!WgD%ONV`UcXs)#@O={8^JQ^1n=M3gG)@<7Z10hP%I7}w%XgMtG>bsz7wtwqJ(
zLQ0|%85^u(<1cW2Tj&aH8IxD<KWRa}W^XP$)xc-W+OkaxdFqxw%^!5^_!$7;_J=`A
zm<I=@UBU5}3uW=v65ifH-afvc%K7`efm#3!3X`>zY&F#8$gb@dxC#Bgxt!pojAlYy
z9%d)am6cg(kTcg`^WD$SjVBFL;-8q^Z-$H7R_3>jB5^@W{hC1pN3Jg?GCT27EERiJ
zkl}0bWFp4j`l<5dG|<?(8lp3!KJi+%z2qum5l6pF)p;qExPvZ+Wv~Hd#>@7>;DUQO
z?B=Bf?ma};F-14X4X6}gJW?)%u(t{cR_Le+!L&vHcqXsruEF>wHET|TRyDQrws0eg
zqAZ;Xb>pJaLRhz%O8utyK94-*HoO7|u2ae7%AD@eiN9^(edSs`xazlbJOty`F4Ew;
zy|7Kh{B`UIOkppG6Y3^=K4{1NKyn|l#X<@Lhx)PGf=hJL2dHTh<%Nsy#lPU~>P^e;
zPS8^Sk>;%!;AWlGjvR?4=X)_T?W!<>3$e8k1p;@jFHf0<i>-XRu^nO8Wq9qA+WKg$
z|CA}?+Zh(~#@li<HA9tg$rMR)dic2}efQ66HNc%P;u80Qh9{wr!#40};`8C6jxad#
zj%aj?IX`wJwkBc;gHpHpjbid$o%JgqxDxNs1ae+E#dM*-6YANsf3Xo{a7SQ=cZXs$
zS94(8Aj@-$1`gai>^dn24Pp91T$)Y!y4EsZ0RwHHozM>{U|Q$V!f<c(TY-(+#liPx
zLl5v7VNi|yOC;tiV6+;1_nWUh+JF;H@Rp!|Fy-5|q<Uiu5@5scldhBtdMbG7pB<~*
zZMIeudf{jIh?X}Hf_|2KKl`uYkDJCa*~DA)Lv?vu^zBB2l73Poh5`|&=w@3;Tw}_D
z7rt$mRn9~r^B;E9_p;jJH<K$L^enwU!}X7FD_c*+a{YudI}e;yBX_=!^=l?R?CW<^
z#qUd1q(B3ekY;6GWy&I=9#6Tl`l=U5nTt{6a6HKEs`zr!UHt(wBVGaW>^p;%cw(wx
zgz2TAq=x7+_I9v_QwY}3aw37VEd;ct4P{2U$_HG{7bXfYqG5Mb+`R(8<0a&bF&bov
z-)&|eXDW&RxSoi;NxV7JjPsjB@+ny!v_&rqPzErfLL?BQMbzH9$Sck#1>?uDl;$b(
z0@hNo^XRH>(Li|*#6qP*1+($$5|g#>)nCqSl|>(1R}Ayce7;?a1sTCSuq}oiW&JfU
zMBBeXCX^mjuf@Pdf$kY&MjDz=6b=&D@bH08=~gmAS<U<CgzM5gB@MDQ7WD2i+#E=a
z1iE(-P=nHU8qhBUX}#v%eVpXkJ^lgG>-t6`uvAPZo)xQF)<@gsl#w%fsK3-qu?xck
z+XTI!&&~^|-j=6+y&kjgt*FBc`^;;Pq5h^~e-d<FyD#-5Ub4ZgeNvRP>%d<C@^j@v
zq6&BJ67Kh)w8pu@-mfQC8Pu8m6zhIaTcX$Opf|f=k(-yJ(uq3Se1Qx}-O|dyevbwo
z`Ee#kU?8L>;V5~^rmH^5M}_%fK1=TP=S#WHYGSZ2OgqsN>F|L3HryHGy0S61$d72*
zNRPL_v>}?N6VGU_fBvnt$Q-dOMp$xmPg}%1y(#Cvk(XJQ5Uo3^j=cGFRx=H2b@66U
zQV+hs_Ab3M8~GXM4%1kwzS~I1d^xI!DpLvLRmcF>TAUWHa{B3MUm|y*Lrg8=(+uw?
zojv7VauwFx?dZ;8%GH*W?^AYfIrObHkPm~-xuSa?63p7z7Gt1FF|7>b@<{8^L;Oi!
z|9r`(4v$b4{3nF*Y5h>WuA(+i!Dw~t1eo`TQES#`2ICaTwX2+J&E0vFWV+-P>x;<&
zb8L-D-?W%?shhOc@INs-Abqa2jwK5lQg4j|BRno3m3Z^$3D4D*juI|o=$KfLFE5n1
z>)xL7ov_gmFz%15_-c45rN24yG@xWd98&YokHH&nE}kvMLzl}}8h&Pp>zkK}X+MEU
zKV$|2bc&%47wyf6cqxwT^5m2*&qr?#3>NqOAytiY8I5TY#*AcYE!)Jy0R`Baf|{+Q
zqF2#}9Zq(l>V}exbgq{}Xhv~iB`*E+-;`5JG_bN!(L&jB%G;WM4H_A0{cEBVj=AL0
z#U73O4G<f%I+~VAlt`-hbn5FtRy7}=<<m{}CU~4R{OaSv?e`AL;a#~KCU_h}$8Ffg
z&otsKzRi+_pUaOKPcbaY1$hjbq2DjFW?<H_`mhnFcMa;YpdIkzO<}8{eujBY#X}yf
z(I)2WrV(q{qE<&pw5n#@H6bJ_oa<-ad71SRRFxNf^Es$U;ZbaLE}K!t19PZIQ0QrH
z^qCIr$@4xjiR1UgGrDfo`u>yfKCD#$6jH}_ub6kz`SAjlA9SFt;q`U*JhwgC4i|^T
zT!}H^%OKc5LFwvD#${nT7|%$9C`5K!*?Q?qk~3V6T#qP*h$?f(w-Q&Z-dJgX6AR-}
zSnQ%s_52qQ^72kY0Wkf-jES862eQQY5-o^acS*EspuP~<#-q9m*4MremGP6MVmT5W
znyY*5az>Gh@c?COy0AePoq`0SIA$BG9|D24()OO>i`7%!zP=t~%pG)fK?YgG1r_aA
z$BONXI`W-#z&9(|78<)qhF+qSAYXwKhriENRCOXm6OC^>=;%Bs3mImM{+18vCfwV<
z*tP(2Z^ZuOI&^mY73%&V+bH2ZcvGYE8>vJj4wWY^g?S(N>qV?0cxNyJJkYc$o&F&&
zL5aHxuLwIxVZi87XCPN}*>EvlC%Ad57<8zV=8=cxRC6NwvCs=^PiCn2F*_*SFQYD<
z_YnFf_&|<khv25p`&{)aNN1*x6gjidwDV<CMK^uOt95=#n)rXTXJU<0oL=8Jzqz&#
zJQ8G%saV)Lsk3izB{t@mjI<h%X|sij>7d%hT>7r8DN(zv_WrTGc*nX&Liq26&bkZ4
zBz7C+s7H2e-y?d){$z&H{|hXv>t!9I82ZBfeTdItYo!J&W`n8~_V!RuC;zbd#A4?G
z?@B_|N&A^~m@f`}jHlpG!(}=l+Ki57+AJ@QrC1G-8rOGf@@6Z>H`pd0Fr#WT(^=mC
zHkRt(h{XmTg`rDS92{IjqdQiK?JZ33E@2XlV@1!hDDe}Z4Q6*%Mof#7yvs-Gq`I^@
znK0m)4#AQOOle5Lmg?u-%XN`cEzg(oz1~WmPf-tB3Z{$smy<5~eh5w`sr2<eQS4$^
z*cEq$l8vd|2SEy{Lpr*5-Nn2njp-9jai(X?OpABK3>q`bb`uC-kLJ3muE&kJrNmf9
zC}eSXj5j)s3r_(;eSHKeM)LD0=G|64lfYQ7VT33%`AXqW$IZIuL*?*NJ)9nJO&<da
zUIEv1>K_J#67R`qOXs?Fgo0iHri4KUGF2g$H+yYlnKK2N&fD}666+>~KeiG4r9ov&
zTH7#W);=PXCpx0h(8y<)hoP1xYJSqYHA{J5yy+`IuOe<cZ7|@1tG*6WErdh9eQvP9
zneLgzjj|)|{kY(Cf$47q;r_n*lnr{?Wc#Myqv)#g<})tBnKt;VFxgv|0T#ITf}kQh
z-^kbzy&+F)U<iL|E?omtvllLt`qhEfA<-Ws%tgc{e8}wM8tRu&9cnj89es(^U)nZ;
z1-7Y!F+aDaG@YE}W|ox?D>szX*9TWY?FnT)S`&kpf+*lV+1OpNnRugEY<Jwg8<!|W
zj^vx43ZsR_$RbK1x?#iQJGwkqcVjj$<-_&~`{2&i=<;6j2?e{)&8`lDTx}AhG#=uq
zGd9IU<@l0+?O(+6gADenvp>#&pXeUu*CR?-pk*(9ToZGX8i_2q?badYj-4HiFzu|G
z0i3lgXRbZ=8Zz<Vq9B8xBt@1@g3`0%pCtIJLcNJ))qjQVJ&vylX*cnV-0zcp06fbV
z=X_}t#t}M24PkEz85@}A@-gRV!F@00rXvdUSG&E7ujV^U&H1P(*gb$jkEgU%eBP1*
z(fK9k#Cu9d<qKW@Th;k5DwDrj3M4o#58hxkj^%BvcKyX4?Zc<2d@30YKo_r8cBSYG
z)Q&Mn<^s>Rfq^C_rB%0blgjVW<1ik+A!G*@L3eKox3D}CxSKFok3-8keWqeyO*^+@
z7z$urb;A_8aE(=ZLNNVv>sD4NyKW%&%n7z%#wZz@7^)=iPL@9#xy~E!VM<Vm={ar9
zLVVF5DR-s5Uw+JjwFlXni?>x4!>Lcak)TM>bhR88w&Kf!+XEh~QwrXxQV#`nUIqHk
zHWMPJp$x9ZH1FA2)_;wRhR_qNr87j)U@{ZoXPafnug>SL3eWoNg%F<&J}WwQ7C7zL
zjlu}ss*YsAm;FK4tT#CD;9g(t8LXx2l5Y=;f%dHI!4FS1DCRvKW!=lZ`*LF@c&x<4
z`|okqr<mqg#%(>Cr+Y71R1I;T>L{&@4vYUI{V)qb+3bZb)+cQebMZP%b2h|G)!Fl|
zh09Vj<<0Um^5}P~dQI{9w9&~Q1b<mvfB7$0!OOF=DTEb&tTE`*2Ijbm8x&*BFp;1P
zU|#aQD@LBC3)L4IbTW{uMI!lAU>JjEYT(WTM6n<@HB~6`qW<eD-l3_m;lBQN%q^nX
zpGFN=BpVYo%6TQz5SlLAZt-23=4!&A&1s!}n@>1q!WiY!jV*7Wm;x~IM_FHBTEI-2
z&UnO^QXNvCSQ~~ebbC`4OR*{|nVVyCRpuY(rr5L-yi8fK@mYmOSu+cvnLn|&tS&V^
zO=aySoAioOr)O!Uv!i@+NRgTCGB^KG%jE!CT=mo`d~mfy0#~`FdG{S6NB+!_3Eh+|
zNsb2zuYT*HxGuJz=6nU5{RNHJmIaF{a&napA;50YZYpmzNZEwGnD~r290b3)PyF>S
zGY0NfhJfaq-riepF%2Bs%)A^*+aGq}cx3r(rS3GL^5ez7&qa9D+-dqpsoyR2RPh(@
zJP94Hq{Apg9h~^NTFPt5y!nkabvvL-Tg(MSE-ggaJGV6fB!+od-l2+U2_iBssRuF$
z6<+F-S%#W_Z7Q1t>erUphkWB?OAM-i|CdnwZ`tL0(9COHkgbHWnH02qQOKZ@RRHvT
zmSctBM|5u$(m^A*dZAoUNtFt6oh{m4wpmxUcN#wopNuM&X+%=H+F*?>x-@evnxn3L
z{x$!x5~-^J*Y(p+4-7(_WSRdNH+~KLY!o!<Iq^V$P$BWSF&VqpzR#8`nEO#yDl&(T
zPFKPp*3VN0>=OWL<U*JMq8gqXYLesN8nP2PGwKFEjgVtG8^D09LKXLq&Gd31V%wrb
zFC+=vIEjl0ssYGi<@~-yb!5S=<csYbpbw;AWPU7vsQ7$<ubwv&Hd8|04|rQV$a|Wn
zpa6hSr=)D343}<;wW%TUqYnrc((M_hGO>4nYTnsv(vGM|9;{4qO%3lFb-%NEnF$mF
zt3S?{*$$;qU5w%j+B-@e$VxqIHJt2ToopvR^@0^5xb~CbvE<nqjR67Ph_r-hgq%Yj
z6*}ITL^<SR$-=Pfd~?-(IXpVr^hR!Z60%&~O?5>|KR0<tUjIh8Q9k6QwhuF*e+5j&
zN(doE*ZX%tW@~Hlsge{<c@E_H$UX>)p}81iry0%_`615?*<;Y?FC59E-JoW<3AGu@
zW9$q7UnKdg`vlS+<8q3m5x+y{XM2S{cZ&>@J>yvPI@5-jTbPafov_!C7{A&gXW(7Q
zO?(CXt1$7mGN&V&i@@Wnt2n+oy2Ij_v_j`EL<%kf1WD>Smiah)PasybN7>8M5{k?<
z{QS}L@DsQ}6bETqikYwXv8n&QVz?)vqS`5HN6MCvxLkf4?xr#FgUz_xo*r>pp2}s|
zvU}_UN6uFSBkEqrULAjp-zz{Y_!ZzGQEqa(r>n~|r0+|4U8LUdbwM>JPBgRYEKHsu
zrw`+o92L;Z)}=M46|w`?;r;V7n}>^fFIGA~?T>#y5+!B!%!<QCqAa=~67L_Yj0m3?
zEOS9oN}YvBOTEvtF_AVlK*XTq!n{NMddc?WJKwo^%rsH}Hew}MU1rPTkvQfttq$m^
zk(!n6=@@K%v(?EdM*9X?EB4zMkN-3m62~=6LKoxwIsRT=tRt;X>!;1$f`k1kag<Ct
zy*m=wi?ZTc&o|B$sj9MwDc+Bnb%AQwU>_MDzUIv=2Tw5);#m_nPkpE<*N@TU-{9b~
z4+bc#F{8`7f~5}&gc!k4i9bh`QtpTPhkjWGM+10Y?Kzm{-+5p~#_yP8Xfn<-+0Z>i
zZ}F9Ure}Rli9tjYJbaixSy{l_Vv?fgfI-)}l-f}?(zfe}L#l>mOhg>%Nq&#{wD`Jd
z?+c0KhU+t_aD62Fggz*U)M@Yko`b)>!kAZr%wc)&R9=wyn{yR@!dv=qrsQ?hwzF^-
zQK<1tUv&N`y9+k9H5wD&fy8FHufN?7KGoB5V&bV)|Lq^FWrsTE#?!2iiTaH9qB9D#
znNbM|h?KeBCx&DcQUDDLB>h*w5-Hm0qLS<{+3R8f-NDp)a8#KUiRGSSBfjXItb_7z
z+C{ux@H~`u4j#^^l)TxBm9}0?*ZRbp^)pvA9VXK;vnfCkQ5tlZ6vShETVhuc%ldC<
z@(X?|4Yh9o+e9FVp{iRz1v?S?*H{dC>(+v2I>_RU)hA!*XGdG4qSfZLF7s=&X9#N8
zTQJ{B?87t`5h-ArTrG&~`7o?^D)~y0<rzf;MsNV`WO<IfEGu)ar%YF?OtMz}qb01#
z{>$O7Lytc03~b~aYy@ps12tVvobEW8!+j`<{l>`LfnJZ4EZW#Ui}E2%;ce=a_x0=E
zE@5kMy=4tvy}6{V?&(JyyVGQ>`1`+W#aO0A<5N3!q2#$nc^qqt-4-y`%AOniVdg$A
zhVRCPN3pLNG2HOo>39>AhL-8~!8LX#yHoF4YTdqo(A~-680X);5l<|y0B>q}s{`~M
zJuuu(iyn2|T*y8r4vDd%0JuZF=|XKD`&HkyqKODKoHK=2e{^9doyK;_l-9{pJuj&~
zadbC~a6d9IV{2$M(R+^^7Gh-mb$fY>eB$maIKPDAXYx-A71yS{z1V_#lSh2>X>(oJ
zalO+5-w!D2H((*}^htzF;I7%d?UGEeA~_8k0rYTNMwj!!O4KT4pW!xRo9Xkn63F2l
zyF>aRS=l!m0?(Qb3EXZJ)s9zy`wWJY!bGm|NITmyRrjzqicv^7Qgnn}MO+b(jSgjC
zuWZ?oO@JowqOzLRR41c;d=gNa)ymQN&2vU>T19^`co9jAb!c2TQM<;RYv6Z`qgfDU
z<B7&^HS{ypSW>s-yJ%w6tQAbxo6;}0qEEly?){pt$yGikp0pJDCs`Xbuu$`PyFC*e
z66y##Cm6H!XK}iRdMC;=k;0YG$tt2PEh!k`aypfN!^ExuUj>Iv++fcy1}<?7Ms9@e
zQ!%^gjZCH}i`Zs1?C6Jy-n$c=j>I8c^EWB+DmO>ezzfz2JqG`Rv%L9|Dn!qz+%RcA
zGHz52bTRZYH9d7{AOOA)R8H5O*NTqV_|l0xWbC+)@Hj5fP?IIpf&Zpc`vuArLc_~<
zB!2H$cvbjLQ@s1cWAgrBvIQq(z%RQ0C&y>+d2Z`bCn)Oe^)p*h%QrCh4P}_VZ*1Ap
zNiWkVYtB$mTko^&3_~)2h3peNG<MV(zOYo&`+k|`!5B|l>}ZNguvDG^G1*aAE6azM
zKncD6Q9b5L^&p_4mF!p!bt~aYG1qsRkmp_v;H&AP*#Gueg1AhhnEOUE@umvBdmGuE
zH;Gd>QN24O?=yg9H>f<{Vjs$*n5U^cZiC-75_g?>rl2AMkAp^=%;ul~n0%G41{F*I
z$MO$T&ZOXdKFUaB0cSTAY@UUy(vHLvA@^rxwwT0mOu<Kr+`bdS4?!V6x}+wq#<auJ
z3|;g0DJ`@T#QzrhpT7d=0^nzb9%h?(WS|g5gcVKlNsmupio_N4=ZemU(#Ahn^A;eT
zaue8?k6lLOTt5wy7|R#mIo-KxqMF&DTwA&tz1!5hm&HZ+IUM%i9X5<V<Lc4QdtKM%
z-aNC^RCz3$y9aI11o6nSQH|luq1^G4(zU{)G1o*|;}tG>>8k0V6Jfk#W#QCKQN8k4
zfUnC7LV<Ls^|%sdQuTYcq0);uWt;olHLnZmq6~737PorI-@_;RpuYlju-c`~Ux~@a
zlr@oT|HMY_z%>#|-UG7x%CPbFHS;IYP{}!kD`nW9_Qi>v7VRTdTSG_2jF{nZN=!Sr
z=jyG~{7g$RaqD#(W`NSf3WA$9VUycJmC8k{v{m>S_U3!VnCzwc;7*zAlkB<0Yr`le
z8`QB)FUlrVHW@t3;ddkNI7S~)$616JS`|1l-VAn9fBJ{xUVpD_8qpQQ?*dQ5CifW9
zFQqHUcA;HX+$Nst{z%*Br@zsBn0_duq#>S!yT-hmF7=D2170!a^OdFH9+XFppRsU#
zPxq<H_v2lC=*=_9TWG9e&ld4Uni-}G-hU65&CEs|s8F^RYv!<P@vY;X`LJtg1JwnP
zz742yQl2{HOMy<KVJ=G%t_t$yl{Otm$Y7$bY{cEHdy}C=-(>BAXy~`szWt4=velaO
zr}8OUd#PTDa0qv<iff!Xa2W$d(|g(fFf2!YYK8aMQ{3I~uAvBY{#L6d$Fy%iuLQfw
zKIFUiuz3uuLBNITnkxz^4a%GX4@Nds|2<6lh+QY@ipM(wfW2J?rMgj^g`4($mnc(<
znEW9BcEQCy`e3Ts{g^NDjEF$0-h05g<yim7uCRXh_K@vp!OPS}1pCJyu4N%6aIE=C
z8e~r5q1hR)#zAklrWW}X(3V*QrV(q$?9J6yoV?`1EN#utS+=%R)Yl8W9&#uhM=mx;
zN=!D%IzL^L>)>&m&hA*iec=j5WgESr8FOd^*|mq_y39atP0<Vj@_K!>J|;=mC**02
zK@Xw^)sH+#9(WLiW1tyy8v#?Wz*MTXyo@LKjJ#Z<Rebxg9~&K(AHbqO^sIHEsQG84
z9wAap1)_s|SHU99_Psu<mbNym9AAj!Z2cwK#PZypWtLAf&cFD-w$eASYcTSL=oO%H
z20!Qvy?PgB{UV^V4bzu>9y9&RsQA%$3TZl-^16fx%8Z{;1Z*h`A?71rTI+$}2VOZ6
zy==pS9l|0EAD{R?oWutDTT{hv>%zVMK77xKjCIMG8@kKND^zb&n};2713zmx(V6zt
z(wLq@lR5fUwmx|7+#(~ykAh=~3yNgw6?f}a_0GZYxsWccxy2@%J5=(-fIZ4NWTvj!
z+^Df}{vWC*)1e_rx)mvMlG;rfbAy6a3^%SioQ~6M5aN;Q)NF;!aYOYU<J^uldO7c#
za(gM^PG(5LqGD&U)M%N(?z2vzn1v9?myfnhM8bT|nkth=FYvu|(%$M*_>yhW1*Rdz
z8cx8i09N)%Iyi%P`lMF2o6vv3<uTmp(AbAIWxgn`2cPAO<~KY8^Y{Id(u(S1zpoSK
zu)ID8x#9)hc>b+-^Xxhadx$QgfDhD5E;C*84RQa{TWeb{2mCbe%L_#cK?>>L`QEw2
zV?n*7nOcBzyhZ<usI!cUvj4t5NTY(3g2d2BcgN7(-5?#(jld8}2@E0KJv2yncXuP*
zAl=OUT)(ycYdx>$&8(}w=bXLw=j;y&MIzq`)ov+-F8ImBgkFGNF-u;=4ZVBBowf2r
zWwvxg@N<+PeV4E;pm{9Qf`pGk@e*RHi?1qwUg8MH4eASu!6Y#rF}{f12z{QJ;U;2s
z^h^Hs%?$sbSeTJP2h8}T_nqq(>%Z)=x8@ldE_7}iLX1@veHc!HFH4&Vvnws9Q2h&L
zY(1Oc0oivh!7@TRutTyhk){ocPW3H}S@40}p4HFvqz(k1RwzmS;m`V@!&ztY_VA{)
zlwPQw|0c2>t708o<5!}rScFrH7q@GFj-o51nEUhxPpYe!ONltq@o$B=ciAUiadog~
zFKJI&(e)YHy?S=uOf3<eyukdYPG{!^jmEhgcs=4=72qM}z4V!bFwN}w2k+-2h>_Jx
zTU@PW;1-7hH@eixqhX7weD?J@7!p4Zj7YUr9drM%dEsz=e3kwpSJ5|epL4Vre9IqE
zU5j|M+&NH}7=j?S85P-=t?lA=r{_Q@{g>R6gp4yXzE=?&9cRPv2PvL2--}(soHoyU
zw(9fV>(b7puGf=a`Trrj!4HvWJeEB5-{sc#dW%P7ZqiN(9Y|UHfc0m99X`+djI{_p
zHheXli6)zKxl?sJwzc_4#oG|+lg9oqr&78E<8P90;7WH1y5p-B7A>w!M?Z2v2NcFg
zmf(S}3#X#n&NlGnhOdcO%SZKY25;@_{9qv$h0lW4u$K}elqi!kt#3c;o56Qua~yvS
z72uT<&Z>K^1y(H-NWRdK-=g2^KZ%W){(8P6GU8Eu!i&@pf%WcH56*`@Ec}NM3vRQO
zYRM{u?TcBs?L2?&+}of5oe86oTDGo!0ge|y6m&Nhf9LUXw4v_aPcq~w!+Xc9dwJLN
z=`c0_nOB`}A`gsy`D$N)Lw7I5nw0+_MKYu<!^4$c1mekMoni(p#dJBgHGvb|Tcy2$
zINm<dIB;NyWa=A)zK9k>u~&C~CwBY+T~>zR1HXl~xcm_(*Ona|lRo_qL7;-#frBvH
zS^KmAcvlV!lnzIHaUuuQH}sPT-31Mf>6xW<>Sifh8sviFrU#@SGqMk~QNs}aLr7A~
zz7K_DDisDCojbHL{!_U(0Ibw$)A=dyI#0b3Clfzy5f(@D(46KU=GD;`C3C*XUYaFU
zLY)9>m+9iq@E7cMRouxAR(z@d_1syZY%6T%*cEnqi52lU<HHW!G#M$PO}{D73YTgl
zZX`5cKdG}SSjutE3BYgWYOhsEy=OSx3ZT$k?j`+sY%q|_u@-JD%BH8MYYOM9V#y>v
zU5ty`wb;3>Qhq3-|0P-->!C33H1zp;6c~0XwEQB(3TwA%P<*F3f6mOzyiIHYwfC!<
z^qrqWHZiM<lL(7P&g=%W$nhbqzG+?!6e?5oMqmTq&wGi`Ovhvv9%*1CNjBA}=3tEu
zfn$yv5+kC|U1yE-^^OtGD_%A)15uq(B%kV2m@aggR9>iY29Ffy&&Fz`*!U>;%hSb+
z%&KskEhrRl-(>5{87eDr>YA)^uSsp-w1uKdsUzHzyU5X&0W<_87f^E3I|Af)PhR~3
z%#^#*Y-X$EXjyWDh1%JQJjXE>Xye0%SUDu1In_CNC?{Q*TC<q*^ja@rG%w09nKfSz
z)Y$Do!@)zLtZXSi-t)^~;%#Z;!gP0=li4O>bPgs|e$<Y=!IxyF&Z}B(SdcS6=&cN+
zrI@HLu1kjJ(=1gR?oeb`u&lPA9D?s$$(P39ZKc-Wkil(+TKjTZt*dULLDWKKOj05F
zgy0+kissd*&G~dCU7IJ(3YwOQT7g{YZ&(~|n(q%*9G7J<@yN;MQDJ?y&M`j8;6g!r
zD~WkxPcmAC^tqrLSRRvz39}qH+4t1lKq2Kk&2|SzxG!=n(7&tA{I=3ytMu)!)y7y<
z51gM?yD=*AHwuE<4r=GT?^`ctHxlD1gt0P>rx0rGK28aeP`mQI+eiT{ubh1?0;><&
za#`1YNz;|0n>Ex(e>dV!dbN35Dmtp%zEh4m)rD&dh1Bg@%nCX9IDo<|gE2@(IR^~+
z21nx|DTOr^^;26FmQ1syDGS2wnjtqN+Ilhk7O~Ys2<BNgXWYLfJU6qjI3IzxR|?&%
za-@sJ2iXH=v+_jXG?>oZ_HHCM##LHH{|QO{hnW34ssdF&73_TVz4#^dtP<gVVpQ6_
zjxed}<qDxPes%f}fmzp`;{*5|_K^<0o95bd;8(d@ZWeFY=H%~!`{J4JF#?jVQ#Klr
zKpcm7BLfY8dLet|2Nh=@9U19d=gIQ_s${?^;RF}C1)^t)+i(Zt#BGWH5bzg@|3fgI
zd?_0bc>m7G9!*#sygy&OL~B4+qab>s5F|#aCgWT6oxh<rNsGu*qt3U{X(0$->t(sp
zk#oKc1`h$O9!e^hj?GeV!eqL&tn4C)Kq$H-jszk<4s1=uP5U&6EmcJi!{z4e$*i2H
zqVPY2!BI#PBqcAJ6)s}%+WXRvKLur7<%soS$hhM!K{_|wb?Gh}lnp5|&L+#mHxFLB
z-LBNaqf1O!GIS6zASpT0p@mve8*bhb$QtC`Sb@}ZK6-rcaf<i1|2VB}ZcfxDC*#3j
z59-(6OQIL0woY4!6eHTjgA<VDmHFFH9=c*FaWe`=l;wkZn9S#wvE``1xs~fdLLr6$
z**4#*zGeq_;>DsFM(N1B<_S`~9A?b=zM1|Q*?3=4#38d$I`EPe@ieP+y(5SsHNdS}
zRQP4`Zxm>xY~-E(pBlpJPicM$HBEZKS2>jof)PKeNTTcTh1@g?C|~O$6=;1>i!_D_
zqFBF1?#j<fW|dkXaZ}kp+3{GkHJX&?g-*FqneY`;^tv*>Z_~?V@v`$=gUpJlfn)sm
zBHc<QZqfJ(3Vy6ulU`Jcc2Hm13X9AG=C7`_)JsY!GAbmJln>B_+77}A+65s6CZ~3b
zOkK9~x7>OUQ0Rl~4*!1$$-4g`RJe<6n59jV{5aS}TjeW-TOq&`zfLQPg+Y|(N$xfc
z3TomtFE;WTERen41)64rq#fR@tFB9`Ekz*QKKCv(uiAfg`z`ZEIafuRpzyOqaeI^7
zb-Y5{l6j=<l9J&~_S=VW<&&cI;pfwUqowQ=Uw`|`tJSFht<CFoIUd@;*vpLI;<%XY
zc8P8g7L^Zr{%L!`#~+|6)~}}U3wZscI**rhoIh6n$fRoL{ZRhspac}KTo%<fn<G$V
zjz4^MR+Z6soU%nMbcr<Aw~fHQm<!yGMEKFyxn7hqM{-s&RK!-$WvXf`4<q_gj%F?+
z@4*-~*i<9oKI3Eh1`(~~-{LhaSF_q9QRkcbS1ZuE<M=D%*DW11A?pf_G;%LA!xCa6
zf4d}@RC&x?SfNJk?}7ap>Cv1Kb~p{-o|>8;31x5kpAbnEiAtxhV#j|ZmLqN!BJ*uJ
z&Gb!Dd?d0!kerOXDY%~WNMKq~;wR0QBN_ZadUgdVB;155t~#?=482C@v(%wY+2$7+
z(AJ}N+;*99rNbx|%nOp;^8@u8^WI-E`Yl7k^z6QX&WZYy&+g3lk)06Y#bbWZNImmD
z-s&L7jR&&ofSgjX27t@(omIi#f13F$K`3q8hUs#obh1%kBW_!FMPK($Le^DAUqhOY
zE7a#-Kj22iuV{Sr$9_d##Ax-qt38M?Gx?thVeQ4_o44`e#xCTLwr$=?%RQQ}tT>e<
zh{$bXE&C{P-jA|9HM1l~j#4@0?|%rnI=Lr03a|$S`7X6xeQI-{W=BU}%(hpjPL|uN
zHs!T|x*3PSRtAf_sT5JtIVJGR4Qf1wK{*w?(*BOlpEEj)Q?Yc&<FgeP-f8%_0^YrT
zC*B0^^lsNR3<VZJ=t#~pZALyd`^$d_Pjd+j@=wt!ILdK@pZkf>n}{YK=HLE$EWYa9
zK}S~=9tIRX>S^XkD)hN9gqULJMD0PcVk0IlO5BClJ9Aq!!V`%b60M}Dq4;e%#5K2-
zqFKEpI0EM=g5Aj9mAWA9X=m?4a8Jc+1%=WPW^g`LAh-}j?qGbDp5{>C`@8XDsOZnc
zAR%X0^m2?dTw%Sl`Fl#Gy$Cev?g85dFE<tLo-bN>8J&$Y6-EsGFv&nHOz50O<R84G
zkgrh^{w@izH6DY88kMJ&x9@oX_?U{zb-bjF0SUHzx&o>RZg_#DO#|-nT5yha@l0#y
zdm|)>8%pel74*dUH;5B18g!#Dy4>iC6Qwz>=M!lC^5~n6F(Uk^So`VnntdK@9q>dg
z3r(Vh$``*S=7eL0{m?4~5+{zWQCvH`)~2*t-r`8FTF*!#>Y=W#la*!_($zJ|n#ZK`
zn%4J~(uiF`RxQK|5CWhCl#j7u%!NIgZ?wI%xh($E0)_KxAkR8%=<fb*tuZD>LU4PU
zy3tP;6R{`3%KR$yq&XwrbWLqa(tt*y^~Ee{gEmxCFeIb-TL@G>XYtQqv0@ox(7{({
z6;c%f-xckod5*F17zNGc+>NKt9oWz_GJ$&H-wZrg#YB(N5Qe)l(SWfZw@xW=p~VD0
zp4k;8<7;gOo&v{g=_BLzH($-8u)4JJiR?y8dC19v1KlLDWbcb2gBlAXbka0r+v#mN
z7P{zrVl`mmRx%MWLae2rCr`+pvCD-M$Yz24b*M94C+{I2`qs|pKZI;+xYhv#HSoF~
za!(0&(Dx6fo4R#TkfNbLQJo_mOWXKcV@?HWX$Pw_+*%4gCVSz=gy67lE#6M<Y5sVh
ziVvGO(j|ZLdgatNMN!SqAuRR0Ja0xLk!%8K{D-gr_wY=|`K|y&9+Lh;aQ@#o`LoIY
zL5~=cx_m-jRHigZ%Upr6mRYIXrH-7s__7i2F5?Jk7;Hb!8euEE_%xzcSPsslA1Y#;
zOixz6T_$&F2{c#CkWF=+RG*s5YZlv)uIetj3)<|O)1M>Dhw6UXo$&VpYyP@vL2!C|
zWWR=nQjs5v_|=A;Ppx`?!Rrywn=*`iyIB{q<baJ)$G=-DOFsA|Lx+F2tvc4|8-TxU
zc#Qh+b6bY)Q)Kq}03){$^EQ9LewhDRix5QMPY3Fy0nmCx(DWQUkL5qj-Z56crl0b^
zIBoL_9J?Z&BJ_*VMS2|ZIjHYsOILh>6Ft-q3b@N--&f*mHFe;7=U%pd+qvTeG6n=R
zyJX`TqbI&)2_5h)=&L)oQB@UD^*tW@y_?Y*1nu_j`Mv?;p$4941rGTP)#LsJ4BUGL
zpJr8|?wF|u@43p^j3%48)*7&U2#zBz3;|!J63`KKF%RC_)q=V!xFHKCIu_3iktVH1
zs(dVmSL_K<I1lP%1TiXw-x>U<E_TiDTYjGSTdKV>Mqd8?$(4zEz97tFYavHT^J}y%
z7)wyy6)LSD=fT~97<liyWQzWl2m$J*{-WWW#i)4%j|scwM(a{}L_aYlfggkS?NlPW
zP5N`Okymmjw{1Hku>7$E$5Cm>lc=jLZ*C6S_5U;*4G?{DmFq5gFEV=i@spL#Sh6_r
z&j}uEAiZWeG3?~UWb>Cn5QY4SjNvi7rjWVTprdP$d{5VlG@8?m=dH!{LWRKuH?bJe
zU|Jjf{mqNrua8iMLopJN8T}f*9+w8bspsX<F@t8>fox~!-Si5tL<cX>ZWmaX<>NGx
zdY3gMNO?GZ+vof3hC^3X|Gpx{b?F`(^C9VP--`a4%+Dr8rb~!Ndq8NT{Q)zve*48h
zb+Rfi!kN1e#-}FmL5T5dzTI8ge)9X<^w1cwq4VM<?nxReeb%@%Tl`~ob@rUueqNH9
zNQsYWQs8>pFK=+^(NGI1^C@HdVb<c(n;bG~#|&y>B-7PIIv;9t*kfr_vS{JiQ282L
z*GBCVhG1-p-~S<CkV-Mt{7!JXs2RaodeWkEs#$w2fRrZeWq6|1LZUTvMC-U}l(=4Y
z{cX`<guP0|pKWuH^MV1c82LYiG{rRfa8DajTY9k^G*#aj5B$6oEYdFpg*ganq9-!?
zEQr!JM^fY;W{D);pl@E-KJ;_l<XG_&2WTvC*3G3E{J1_-0RSCp@KLvyYn4`|M&!FV
z2r!yjfNQCNhUb{~4yngjUlwmc71&?X>Czln?a&8jVs*a))G7uEwXAw7ak9D|{$etE
zEZcWZjsi0-3O4{QM)82lD$?N-(cWKt{q29+e`eao4C<t%49!{NIgNE(-Y&1z;l3et
z_8~X};hvqv-8hJEYhX$_o5xET^{a)t#oX>0Gw6aFmUEgzw>f@Ae03O^Z~I&ym(j>U
z+wIWXO0rn`5D{9nRl)EUv;j`Ge-o1mVMPw`*c1I25hH+;cFtU7Rej-~x#GYn<r-fk
zEiLWxQaVe~5Se}P(=PhHV<Kd3ID5|!o@;gYX=Y_;#Fzt-F+)d!HJUquLu(TXUjO0p
zxG3o3#=X9qjMwpK!EYXAG23#8(NR=-qRrlq8N3=NUcLI4;FopbaM_w6I&CmVq{Zvb
z*&65S#-G9snr~Q~iW}=cX_vKm>Pd;}3TkXw9q7LQ-cZNjO$qgWzXY<2G-+BEGONvH
zvJ&^V7vG`X5Jj^iOc_;3Iis<~PvRS3*ad9!i8euabvX#is3OHjx?e4*_QvH2=1g0$
z2Vy6}B*B;JuFHM6Z`|O+m7_h1DC0w2XhX)3O|2ep7q<%1g4l*DoXKa}R;Rb|ti=cA
z<NzULo`74Td2VFA=1kvL9TdBRlqIvH$Kf|P)5ta7XM0-z8_{l@UaZeFOCbmjVc7lG
z=Q`>^)xm@Gcx_}6#*BW}ls&bWapL-;C9bVdFd0TV$^UAfPW*|%Q+Xx76U}D4acO7&
zmqUSRhGT3EZQXX9_J(j(qSS!zg8yM+UZd_7$2&6d%i*#`WEp!3A%qk@@J|ns@O>k_
zzb_mf$-VdNXO^+Du)&()lSiFG0~j8wF_!OQ)(d;XRU1#GiBH;YgMXrEl~f~<wMe90
zQurY3bay||wp&W*OL_Bj6&1>ng4lKfm+_u{Z$Hs~ED0v(MhWg1gdkpsu@vV&1QDRI
zn+$jl!#yFnZeZP?|NGF~b&*wajR=pKKLAQMt4P%Os6UjJW_znd&&w4e-I>Z^<?5ed
zD;2?@v@68_5FAj%SMHKJuU;{pcx-6*T1)!t3u<{K)m;Eu6%X>&b_|aYZ0)ac@onk7
zZ((J=aC=2vo)q@Jym$seTTpf-y%USNpbr+wIfe2(lPFyl3fH^ETF~LvbMxQFn^$&?
z1=WQes(VkJ0(0mZ;PofgOV3QR90n#{r2zCuc}zy;|F?@UZ{Mfw6V*7HS{qGCS#!!p
zeiBnP&A{uz`Uf4Sp_t*CllIQkVu-yTXFZx_bh`P>9O%H9^EJ*VAwEA_-}kVQZ#WJj
z(8%9er}IxRtC1Dj_TDzmsbF9Ue)b2m@;`)+bzi(2rziXqrF?u3@v`29psi$OkvY3s
zzA_m28(`_RuL`4@M3qH}6(^E*n1Tzf$1h#4B(7Go2Tb7gt|k}IDxwtl@6ILd9inuq
z*DdvUH09^o0F}tkzv6xY$JHm=xB&VS;2TpWD|*Av9m@6ngR>>*7r?NwI?Aya%Ic+!
z(PXuXi4I`1A3>lbc{(iwfAXkZFe-liZE{iRcADl)H1gRQs${Zh(rvRRp(?%Or@3G;
z`DD0uM=Wy#qj^Xutro0enVi1VyJXIY_i>Tr<yDEVb*h{3K*G0gq!PmPgnlixS#kmy
z5BW5=f%T%rH@Grm6qMH=e=q1xrMJR~?Zk4BhCRFP`W0M2wf?_k`lDXWW3zoY6&)1L
zo(q;6ZMukSWm`y0clJddVU7+9{qt(F?>Jm-`^zHT&xkYcyEvoG4M8`<;2SD~PW&60
z);0jsibu_k;w)Gt1Sjb8qs!7|sV|BSH;X$!YuGVvhxx&!w=#N~@3$)*Cw4``CKDnE
zGd`{;yJX$!<|5pm+OOnYR7T@N>6YS_QyNI((WX4BcrUr@JhRB#Be}JtVjZ*y5k9=<
z=DNevW<RY=TM!+?P>yLnX3UAPaTF?{P0f=wt8!V2a*508s1FkoQ#~W~8P~X`#^L(j
zA?~WfEm|<$$Td}2P~Gc3+uOzhmzMS^gELKo6q^-(X<sw#cE@P(A55j~GcQ&2SqEKL
z(Y6W`YlV!a%gpQWaNuH{S9h9cpJyA-_eUoBdX}hYHX7+)-EgZb>7~5)BAx$}DosrS
zCR^iuSTwoV(Q2OMMh!CY<EYja_vSy8X?GrLN|HhgYSOL>Q@X9B#?0eUy%gDsl~L(w
zIdeDjCwe#Rf~i0>!iW4hscp13ODKlkA*V%KS9ytsNo42ez`tUW#lkW)(Gk}I3!IHV
zHeRGrGw#Kh;$Oa~jkD0_M>-e0!BMm<u`N(VMm9^X=d0j}9T@sWNdShI=2Kd53?c5=
zhphQ7L`!j5c3AF(9e+{8{OCB%UYGc1h?5w!ZTvU<NQWU~`Xi?5wxnP_U1!bHd`h9-
zHdg!7Gud`%Xv$~X67+HQFm5VB-x-bYB8?AuK~ki!4|Qs3oIvCIr6|(*M0t~$)lU8k
zq7*>XHMELFv$HM!{Dp8uQ9VwIoWVGk?IWqiK4|f#y!AIL-jC-ctgxvVDaW{`4?d_h
zk-yi%%9W~L1p|K19&*ZKByDf->jWNS&t%`0`Z`iYYz~PS#G}>hLi8JqIPU|&`f+RT
zxo!&V!!_L)u*)!i*1zR`UQ~saMT)tq(-*Il@l+Hejh}+<mtg7ovts`jO`Z}=eosLl
z^X%Al6Sw-hlmdv(DraTp_h!vb1@GYm0zaqScP@&a=RYod$WEF7M&YY$;M5{gb&Y%X
zlaN~r&@=Z(^X8!!eek8q@<IC~e8j%rkw7xUb~DDsxbaf^&bCg0AZa?sq#jG5WD;$r
zEe{3T3o|a(5XqqDh)8Z7s+-A_`pYi?y9K<=J*(t~{X*&45Y(L-+$6RLwAImH#qi|y
znMiYq$p$M-ny#47+*jSGD4J!L_rCU&bPYY3&eK^j8kRCS8ux4;k$VO&Ve^RcDc+Rt
zT>Ew1-c}fC&-KDa9qc&`Mc)J-^Cciy?3~D1)0FFLUW}Vrv_P6E_%Oe;Na<#MkK@81
z@g<S`fi&id>VJZz#N(`hAK@}gX8Ous#2r1`;PP)J(Y>rk1!OEm$I5>7h^!s*mfSmV
z!r9RJs$?%Zje}3AH&}*%M8I+=_Cr_PBpP=s#KqtLtCIthe4N4S%!g-e6;XPAmd)*F
zB6Ar%^4e$af2l5C%!LB9|1y&D|4Vbe7;8TVUv6|(*c}c&gVnD0BWPv2-xIs@!yK7U
z^OEEWTbzl0`PlV#7Aj=kv9N2;f6!Z{jdr(iwJ;|x5<?1RpFJ@Gh5gHEY_+BFh}K_2
zY`WjDPqWQ!XPUN@G$o(pugn+wquHX=>-o&~67#(JLf>9bDZAqDI#}2Bidea*Lev-$
zwr+{+&zSHrBJPK=e_8pn;%CqFyVS(2FXkJ^?XqNvm_rn0Q(0RLyCEZeXD?+V_09Xg
zG?Rwq5F0{?j$Qt8p9t{e7oIGb-7?Wg#YIsVJ$6xnC)yI!*gK;fKOhVxv*fT3bxq#D
zU<vw}TzeKXYhHI;99>X)@&PpBhw@j^@Y6NKtKE0*L*w@A#6A@p__jC`(rD|0^=2lP
zltDPbnUC*ek%F|wGNXQ560hAkA+7q55zgv3&Y0PvgU)zCBP|hy-@mILPM2|_jAaTY
z=&g`8F1xSlLJkt!0QNx4E+FN!{_kA17DpU77~BO9RBjw)cv!mldu;442ZXEK=B%%Q
z9s^V%OW_(J<cCtoAxh%pyXTVkcw|_);1^Uj@SXmz@BI5$53g9@LPebu*^&t<9R|r}
z_EvMM{rJbuGoWtg>i)KFn)x5X-&81kT$^VGXU^&ug;9zKP3XK3Ka4}Kv@w3k%vH+e
z@4GmndddqK`aW+K#KDcq*?t)~eT59XDQ!1^@B?b`*&bkRoL4b*lJv@TW^1@RxzV@m
zpKDmSQV8!7%RoNS<~+3fdBHjEU?(8|2)Wluc%^4+<zkkEzH?Rh`5Q+4WfPaf?yUaL
zT3e`i9}5~9$t|o4(FN)|1q?Tc%`E;y(4$Ir`gQ|KVvv5*^Y^(NvT2ok`f+^=?N|<8
zZ;$_(<rDQx#dhdX8sEH}I0sr&UePR2OKx?p!}B5wX#FNuJoC)0aLG`=1LB7tVF)9$
zXO?2h0N`QHXNe{r(Y+PgUC7999)lF}8URXY2aIiO-3l^U;ek;g6{w8eF6_R9@SFoJ
z<VN7PY+!zI^tZF9Ms_zhl3$V}&LNpkDc?d0{Nhr>TQg>0`<9J5-}(D|cb;@Xz(4Mp
zK_^@?geOc$(vKTqUyr=5Qj(R!sjJWI>MRM^pjO}!&Ra^aX^3Lw>nDNnr*k;m^y#Qm
z5uwE}a$Kv#+Mx`%ekx+DkbbPuOL$pHB|NZ{oGvFzW?$G)b>4&vmueuO?F&6=4LAK;
z?5vQO%y~Is{0L~?xyveBx@kAxEyMWt?DJHW(Ug6yYU<}ub(;=si&3m3ch{7l!52(V
z6E#Fey(1dX2Lj)T@>UiqLo6yJP^M2<S1uIS9?%3QoBn6un)gTqJPe?7t$EJxRIC*~
zCed2vm)z5QC~@fT|3=<A)B`vF1LbN}c@&?`r^h(8_rumK7912iasSe)NMe5r&fgzA
z_%rC@zh4rD$d_>$U?E{HNu_L1a8dH5eAuCGa2xj$*hsbxKrJa0=>stWq4z8Fo5{VK
zDxt6lf?uZe$U8Hw?Q|OPlWKZ|Oh;_YH34Tm-+lSc1-F~oRm%$H4Jv^rc=L{#+nzHn
zu0eM9IWm#EbyPNf{T+=tp*AL#ZEg6*{@377ZVpJtE_!FkH3RW&jy1!XQ97Z6hM!M5
zex$bqRL;svZW1+yX(PN}q6&GiYIo`tVF;bMT9s*aj$M=fJiXkcF*N`o%TDy>vd%bv
zGHX14yP+?B`N?N0ir^JOGFOLrFmrnH`J>xUV>#}ql|Cn~bhxhQ=F|5@!F;=wp9>MT
z4lr3V?>V%uFUG0&{RR!QF~zL^DB@1>W4C0<Ty9S8A(<8lj{VD-SP7*DcAl%7zeO<6
z0FM^9!X~D^C*2?$%kC|cJw=0KplN)54)~1KNv+>Q`{_rrT6ydsF$K~4eGjxw`Qncs
zYYNjC@<!eNb^~&F5Z)_;r9lIU4<tB2h7oaB)50t?^!oW2e3lAKAcFE*h3N)o*yZ{#
zYNRySj1J%;1t2Mti~Q5tgz>q*Y0x7Lvk1B<YpPsuT&cm&`tI}s*ALXBiLJa3b60xu
zN6<Qz?58834==qI-<2c2jsrfe@73pZ-|pvos=bK%+kaLt_%5Y-k)-Ytzx(s%*jF=n
zWDWXo6LJZ9wUbA56CEWyp~NmBz-bQj$O1nfYN^>ois+JqF0kSCAnQTNAO5&$LCgv1
zt7;3|tk0)vcPA>3=V6C-or&Z^9MHV!y%ES>F<ek3R)_A{zk$yaENKof+SGrLpq~>T
zy@mXg+8dr7cN&8Hq>EqQOSsAZ&7$yHAgI6A_<{r)n|>{%4KN`34*@s-Y0g-sZ1{n_
zsLc?|1pWlxkzsh_bjFyq@cv;W4|?{tW5GtG77|$MLWw~{g6kWVFjVpqKJ@(SQO%+&
zuKw-mrkI^bEeKAVe)oKSW|931bW!+W02~CNP}nQB1SN`SexiJ~1g=x^DEE`33Vd9V
zm)BuYJsi>uykdCTo`{EE7}yunw2gufVU|t89`v1?IIO@giXyfM#3ws9s=$}LwIPA*
zMh|Nb?=4y5r&GvDCAcTQA)Gpap>0eKr7uQzr;$5Hhd^IteO+=V-!J-Q@Z{ytG*y4U
zhd4sAR$5LC+93n_sha%ELBBye8^Xb^(RA>*a6~wP`h5Yl9wX+A+N71?_8#>5O;ffA
z^*~wU$4t(PCgdl@9Jv}0yjb^dfL@fMdAeoH3I`o*<ef_0Em#fUZlK)tvz>VPJWA?5
zY2hM}klFB|CN51o-2R#!xHa)}2jD2S8$2!|BEPgeFMQM9WQA}c@~)oWT{|z|ZO5*!
znZreBUXDLXWc_x<wo}AX*k&4A;m)-ss&U31b6aWh-nL4m5pQ}&%zrZO*@*+*eQQ4p
z7Xjy1i8Oje`IS3=*S>g=`<___)2mbyeN3i`oC@9;RlBgPRdB#FG{}|m0TK3ou;*BC
zVO$wfmgo<C0l#`o9!piEZF5^;+=UX}ov2q$%_x*|f3w(#Yf!*pWH~*!EjRczTv17@
zwCfNXgRrS}MjEz^ei|R5bsPGzC2BeaSA`ArU2pN5w1<?9e%;$&;rR@;?8qK;X=>$$
z=&4A-gu76a5*YJYA8fj!?ayfNvf>3=gMjA!XLEz2X*nj&^6RhLUBsAflOzY++LE+=
zpVzN4sDngr-lVdWcyZ53OeTC~z)a}At@t>-A}q{OTyImjMnGXRgd6gge><mTTJe+f
zYerpJ?D&s?4PR$vTi3iQ%DbHYZ>;Ei)L7X+UDJ0p=CTJ`G4kY?|HVsFv1c~jo*Cv5
z65BWrCtR}~ARS4f2#*_)oHu56uBaIY73ja_?JpDUiZ)=%Nt0)92s;a?=dCK#UndhG
zn-d%fpo*+S`bLXTJl29v)bG(QlCjc}#nR*szOcDoK?Kge$>I!%YFxz-S~b0jAt!sP
z4sn9U#)@+pusDr)lFsfdsS{QgBJfmP*Y65F9Gp1CC<l6N)L{rj+&f7schR0lOYkcd
z_8_umcwRf$C@wUc6Seyq4J<Y8BNA)yEVm0{;QBTptOJCvh)yS(zWoZ<+y7m*8K|P-
z8}ap%Z+mp*OphEw*I7c;Ojo&L3}G;PtYGByMSXM2<wizObxpMuSrbaBZDi$Ovq4bU
zpwcdOFZ4)t9p`RAU0KpDf3*Z&&zwWME^LrJnN~&Rla|rviiGp%V#I8uyRSU4gS%)u
z>}uzb@}}Tz+&CYsRPuwvKlzXfMog`pNHhE>FW98K&ygY*;?M0$A$Az($;>|C!IUE{
zNtR^r;q~}LNGE8^Uovaj{FY$kg&mkBmt1auU(?c;oGiR{vGt3sI&J2ylS_M$$)9hX
zjx;7Id*2QzzllmSqC|Qh`RVz}@9clvv7ZXawyQ<YKMY+m(iSOUwucHrKOld=RX1h(
zv3)}7pFL<0^nhAtvGKWcPE9K8#gF$ndrnQW0cUgMP=>*GKZJFBXs2GXjTH&sZ~0X0
zwqmL!{xMalsepM>aX$qSDW{kPh`(HwehJuG3aGpFJVmR4b(^|n1mMG6qI*ewHUCh{
zQ~UR#as7wD9ZBXbd`xjKEw`N+FD?3Vtk}mih}6zHhKjgTWE(`7aZtr|Q9$CN{VRf+
zX`F3R<v{E1(}MWz$mc8q;z7mzbUVm4gmChumOD|~=}pB9LDLtPem0qq316*fnP{oz
z8@T3V0K4HmR}G;kXI6bg6$?!uz`?W6Ar-vcuYQq$w_t@a*yY_)+OP8jpk{a%>ws=f
z!8Zc8(O=!X!Rzq)-M>gzLONw0`>UPL+wA~SNHPg-nJ9<k$mhyvTWM`h_lN(8EnMLP
z`#)p7Z3i_Ey=~fcTz94dl31OZ$phnIx*r9mq7m57gFq+H+LuL~ExCxfCbchdpNtf$
zvE<KS{+6A~jcuv!y4T7qk|^W#tm!P{^FS7|UV-7kJ82op1`k4-#%2Z!rZx^)aKv}s
z$D8tEEA_7Zaw*l);%0*UB0HSb>fkM+Grh(Sd=^gsSliXtn>H~OGh*G+5Zb+&Ll=X+
zyv!8dut!>m3l62dElD*;+B0*jn@6HwALNoAtmHozwnfCB8g^hA79`8hebVlTb7!vl
zkVMHNs4Vz>j-u^h1lr^qvvZ_{Da7Q<5hH=ggjVPMjZ~f}$D04A7{>qysodsb+0rBK
zip(D_gfA$fN5&Kvv#L#rRrxGS9}A+$nkGRbtzdNTZl_H_F}a=Ri$--}nR<m;vy4j5
zwD$J$23F+hl512nGi=zC4)<2Lqr<IsJ(Vv#&BK=e;9{k)J@CqFIbZHLb&4_?PfRe%
zj^ylKjrrCTWhI*{W~zy9iN4S;73RhM=+|fpbDC%uoL>>o4MNM!Eep2djD+%WJMQB~
z`D4q&dj7<7DI&sHsQ!kjT~{3oGl<&G^H!f)j(%3bhz{L#8JwMgt;mmzJJ9+KJ>k75
zEG^VsoSDh2n*&UsZ2i$Wa?iIe=&v`1K_|yx(1Ct&F0M8U>NqHr;jPb%cjDAV?^Vfh
zII*nlU?K03C`O1BzBw1VElA$>l|h{Thj|4O!&m_h<*l)uh3O{F)J)5{ekgX_3Mc&P
zmHu7rY^1)tp(^>A41Q-cX-VMkbYMXd)E9ewKafy#!mfSHO4g8dV?gYlB(hotzegDM
znKJriC`oM1?M$=YMrd3(y^Wgf$sIg<RpuP{XY`X(TmBLdE4Y4~>(EWug|uwu!fIql
zP<?={8ddx!+SU>%qdmPSge3$RR5@_11nnvG@NU%DsCfQyxflRSi$26ZxX2Y49Y%^m
zjzn6sk{#s<(pU6b-o!+uK=LxiR<<p0>*l7orMnqtb;RBkm_py~po+3t*ysp=NEmw&
zR!Kj^Lbg@xumRmQw~8OS(iqzFJrgw(9B1kHZ+2pJu?9ftM1~lv(pVD;7EZzi7+J2&
zm@DFx*|0=!hq*n^qFT6rXO0rk9n!lluazB{R%b}ryY~f(hk^_j4ZapglmlRBX`@_X
zaxxhJHPu8Ur>h%uWc081r0=uh<tRhtFeD=I7)3F$9yc*26pU?q=^8;9kC|E32vw%<
zm92*U41wN98~BU&i(!Aqyxb6F$Y_~JYDQCS_z$5oFSh|~yD#0s{liXtxkz_6UJmYl
zFnebHBhDUubBA%JOm16=6csBUZF3o}rSC*w(@OlQ)b|4M00_Xj)yB<MQnk*VQ}91d
zhri%w9~lm*O?dCuxt9f@mRiMDL%)TP`<A?cRipP|r`+$fJJ#WOu}E-q7s8PC<A&)D
z?dSZ2MjS_LR#2ilj{(cK{^f0q99tPMO7_)}C>@!Yg2l^DCgQSSs}sn8D->e#)^%@<
z6iFA{Xt9<t8><=qE)vYxs0rO+?7^6WRrvlHf4_TMM)OCnsvtEOAM+DJP{O2}QGvd2
zM@hbcn1^s5W{T5VAcoL|n;MI~ogrllo;Osv9V*t+Y@ww)I`o&vl}&W;$XKsXpt<??
zV0B99^rBPak#X_%+flw7BIXd~4vVjfVQ6-tNW~RCJ=C&kL5)`4dh@QL050dq@YbT)
zC}xEI$n^`(4_eVBl%W+gRDep^V|D2;KF}S`yvwlh@b=aIBVUSs{$9A5_awpG3tOP@
zK#ALg0(HPzgZB$8@4QmVe8E(;h?^7@EI(OCycaiV7!SeI(TkLz!fI6plQGn{Ibg;v
zO?=nUnxD|g^I|eJi)+zza=|qBtH}kb#lX@lfTnX_<<NDXXjd6^9x<t}cBE=xY+!WG
zvxuYk3GnlL3(yh~y(!A<lIWKn$QUFbq7t@2HG61+K1kK$to6T2xpuw_(&eUr&q0P3
zm3H2MxA5mM{zJ%u%<1r6Os4xQyzauK)6xD2oQeAM5Ia4d0qbqfZ@KGon9LjNEeu$*
z%VY-=fAV18rzbpNE=yfgzg@}-2rekF7ws_o(y=x>sUJ8R)K%nDF!QFHGEG+#CE}kF
z_0x>0?NLE`m@x26>NBQJ*LT+Y$*0RjUnQm4w*`_34S09P!t1n?s-Xbcb;?$j_z#+J
zY56Bc=cVuj_;L0{*^#9W`|Fz0<TEhI?4)i*$sEA-`$Kqrq_z_SAUvg+k+fsqFauh8
z7cn66muU1nZ8<Vgzofq~H0$}5=Qs!aF7>r=F`(aK_Lb;QRXdgiO_bRAisTlE)3$3y
zBc1L2af`Ym;E2eWkL=5c3kG9)%AU*~=^dy?kvx`VWdd;>V$C1s9MEnhvADeGVDA#l
zMy-Dvf26C>;gkW9w$ja5>=B%&fZMUaP|2qIU18va9kDZbi(HWm^K<dXMv{cm(&47d
zA*81{=Z(e}>Kd3hC$UQ_;9t|z<PGvt1zmFRpTx|6au&cWfo<Txsu@&Nwqg6t^dD~w
zpFeW{jE?7GA8^~Ksoz^?0!VMVRfS%dLugHOFLsq>^sHp(DSXAC@W@~50-#_+?^<=D
zlW&k43KQ|w>o<!N*{CLDOmohVJ>VO9DBcnNhreFj|HOyTT`CIm;6*F1zx3!i>TBUI
z8Wle;f~grcWYeffx#cyY&BYZ=6~qQi$(r5XteqC%zU@|WSuyCzC?}r6X=cVNhLhNT
zn8(VPrvc-QKh$$++q!YQ=g5^Vi%pe<qcm=$+F{A092We8$`3H9sQxgLga;i6O=PQ(
zW7BUEb79ESt+w!|aq9d)&PiDQa_%*W?F=3J*p}RfxTei}ShjLJ|Cnj=w-~bnu>6h6
zgLD>8=*}7X^g)v3gh=y=4tNVMQtsv2^Lc2<LX`am<^pxC^oa<H7dMl`r-!qvh;>Fc
z`MF|C80Tc+HyRzB>6q}3zVz-tUFx-ThEOQ*qzw&OMt!7+aTPAnbN}il(H%R$%|D)D
zk1JOgN+BcNP4v?5HYz-kC|p_SkX<_(90T4<xR*GCbI<v4YWpicWVbLm^8sS&iLTCS
zdAi0-A*eaSCoW{^7CAsjlk4Bt#@vku>wfJkJIqyi>Y*|Q-U~2)m6Wu$>WCOxZdI!L
z$>X;@jp3t*$h&Mb?+7R6Bn(4mM0I<fG;<kiDe@x)(H?-PioO>mn*#o6F-j!O@LhXe
zyCq~y5!y!2?UE15EksRRO#8*h{YyIhJIu111V}1Kt~jr4nm$AI+tXq+-*E^;QZcgE
zyJh_*6}b0=OdkNn@}I#@AX+6brM;cBz0N{mV`xdt2ZWh&Eg4JfZ72Vk?SMCo2O6ZA
zKV8vd(Mur7WzmP*o=DO9<hbXcSx4GFO({`uA()j-6r#H<-IX+Y74fgtp$y}Mu!t2~
zl}gI<OH5sLZfT<_&U^sG2fltbJn5Y&4a67qgnmxiWd0m8>oi+%g&<NpS0q9O#WI&G
z;$Pb*5WIt7dQVy47Dg+2nMeg2B%o<)-NF)`6c-k@ku4bW4?w)DYbK>t%)Spp{ex}H
zo}r^uDsf;t{(6}0{6vO*Q;vu;ApKrR_n5oHu!^*#>8$axO#0&>U;|E@Hhp)gr)z1(
zF4s7Bt&wtlP9K$W%vWgIOvYC*AT37l1rx1!M=i;C7u2UZMdH;*Lp#xjm%RbLBIt5>
zyQEY6FfyUAP9!pkk)-+i1HMJjM%!&0xT1-MiG__r?rNxFGhN*Fw?(vtv6T39HKG?!
zmn*7w+2sSoFl)|G1}R0?LSzfr&|zB_EzRiWdh%TDth}{Y$WzgzmnbXT4eJ_I7A}=N
zvr3%jjjBPgY)xCNyNJpCP7y;-xrTwpBqN`+Fs9uc9*{9T)A9f(I-YTzHGn?glyq+C
z8OsFGoH9P(sfbQ(^S+VYxh}4p?lwj7?7XPtd3_Z_dqFJ#VVC!Qy%otym->t~wEbC&
zgwa$3QN^SJfU93b>B+bVsW7EeA%`Nn1={1BQHZaKZ9dH?2?zC83>t8Kb<S-c*PTm$
zrTj}I!~&)%ThM0X{((y{%HuZK3_LK$Oy*KeEmHA>U2$3xvDlcxwr&)#WutUvfsQgO
zG|_m_6!wYHcn-({2wnYo@3U8*IAS--$g>wiD@3*%g}o2KJRd0jYIWDZYqm4df*BXC
zNn#z9uv%eFPgmm{9R((!>WJ?LA*#uV2Hf+*6NjYU*%myO&>qozYr451fn?cF`>7SJ
zMAKJN+A2oi(NZHsA-<eM%q>f&nrgk-Czs{BsRH3>m99nHzG7=fX%rOhTFaN=BUHNL
zF>(IQ9%*$7Rr@v-mAYopECiJ@fw#Npm$R*kQFc#gexyFw2NJh_7>?u@^MO6VLsz8j
z{7x4He?x7%x#za~Y#Beb*%HhzhOVqk=usxgsd)`%Y`U!;89Qg;0b$U#xvKDg*Cg<w
z_6lb8ZNz4+>cI+NI9_{C1-kfroM6CXPVAv0;<f0WeuitpIguo)VNc{k1<o{OnhDSP
z&}$L(_8rzb<B<`h=kBQ^<MOu#xkh7@^_<RR+60s*8rEJn<PxtVlD(rtrd`Kb^48wG
z<3WR=yZD&=fL7}{UpU$qd!>5<7x2L&R+?;~WSGlzx>3p+Yf)1?x4Dbl9#Jl^o-Y_r
z)0zGxF3Z?zHUrO%Kro%s>5rUPcY=&~m%oC#=!L?=Bnjk8&E1ue`o|f)4OCIz<c}V!
z09o*@!3>965G`Aukk9a-xe*}3OyhOyr(&X=4>|#m1rUasdat%CDssdl3U_{Tt1At$
z?p)-pdy32|;wL<Q<~nQYyB7q4T8Dtu5E)zQz$&9I^Xt<1qn@*mavwN9UdI>^`@loq
zv=HN~*+t>Mi<)Z?BoJA4_SH8(AuoJZ8Wj5$0!M}P)VavIN%fnBrMp7*BH{HK+H;n(
zT)$e6s0f28H_b~1k*+K94P|2LWrc=r68O|FWv_}WReyrAxz*+)4o&@tvkW@Pj(Isd
z9xZF)GO`L%sq*q3sGtu@tl(2Jz^2O~z$oWPH4|EF3sPwHc;bjOIcpWUpMG+_-OBG%
z>_Q~tgWu{x`>+JaU*yX93&w@BQ_rjoYmjI!RSwh|!@17ysbBFIV<A0a^lE`QPZqPp
z#wk&6>Q4JlUnY&5aE?ZY;wHe$mFE2d(G69WyIo6^s>_ai1B@a5j+=l?u(MKTWQV8B
z^Vsj|dsCF4D4fPRTA2Ul-AM5q=8q$J8D4o{CTdm7vTONAypd(bdS57N0lY%P|GJam
zo3_mJ6j9JZ%6sR~lAU&HeI)O|)HS){7L(WPKf_MKF7msK<g`tS;t5Gb-7#)9_s`Gy
z1;50jYs{FLZF(UEJVp!j)wr2zl*HLsskSiq8@uyV2QLS28n!I_3u%G5VUa><rCJSj
z5BRjzb`GZ{<^jUY==;9%iIMz8Ch$P64T*>MAn1BZTl(mSBX1Q12IIEHdT<NsE=HHH
zcH+Pp0y0#=IrDqkHUSpYNSPIBY7Y_FJ??)|0YJS&=itjT9w206KGF6;^5}M6{>Q2Q
zksP<;UHPQPS$o<?;_=+m5j}HY5G_KlL193RbX$?m?*Fz<O-eTMb77?MiqN-azAC;%
zx|yo=Ib6+~(-Y%T7ei=dIjXi6saS<=`?s-Umg1~6N!lzQ1aeMX&I$g~%cM04c3iBm
zT5R9t@6N5E{BK}F3<{=hM%pz{cC(p(qg_HJTd{X#``g5ZY;lV3_=ubJ_lu)~`Gr+>
zv@8`pcN`>w&G!#Ivsbjgh}bs)cg9c4_C=ydyz@jcZ2A-TKpurC__KXpNJ31TRq`Jx
z;{&&g9gF0ZzPKW)E9EZVKsmlw#^^<E%Q=ha{;Fgq$-vd?xTBd?Xy~^x+M=ctbZ{8=
z0dM)ccvCWrlHdMU8xaJ1-UST9SB>iI8x1eua{o|8b_#<S!S9QF6M|1}DstjGXm1Mp
zg%LRq{jqgpwpTXjX|<DN@2iBR9CaoIq+4myi>S#<9+d;me8a-pzB~9+d+LOZHVZN0
z1rE-h=yGkJ>U#<LG5~0HvBz0R9eCMfB5}YtpQseHLRJbEP=jRk{0bahbuJ!L>psz&
zV0cN6=ZJlCt(n4qRC^1HZ+5W|1@>}kD%T=)tBj;JxPlkRpXh*-xOR_ai!#{R`<?I8
z=kd9U)I`UxCO6@bu;<>U7f7Z}9WOHI<_G9*5=hkP`6k%0A+wzYjOhhjz!S^A<4`lV
z9dXf9W)W(x&SAH4-j-@V8Pzr7VVHaT&g=^%=lLE3nXvnN$DQpR@dTVspZVjd;=-*J
zGludnVJlY%;6<RV_Qy<q2AEZ&E%44AnLDMFBPY=7wUQimV&X);oxmg^AO&e)l~`|V
zF>KB{AZ%}dpEou7qnnO!u^$lfQ{N`07Hj_jnxx*VqD=kCqN{*N`>zg^q&PC03}TKc
z&vlQnt|{0Myr_XcNyaimw$k~DLk&%Iv!mQo;TltL_pLV&&%~)mWv{c@>{fH<fU-!F
zdShJl+5Hz?%p+~W>w77|Vdx)blHOhZIG&ufUnKq(_<2gQH}xvd=PgdmXcw$|($mlu
zdN=Gi5@79_kQDk;O))yRH0Y{3Ahq%r$z_m2q+j=lTc_Dv3eZ%9W8Y&G=vFf2y6|H+
z9XJ~zX3bA;=d_2**)p8bF}OhW{d)Ffcgt^`8a5`s)=|Bqm3!`b(jE&S0xpB@{K#6*
zf>-q#vc+%GVk+bhuAGlL`MS!DA8X``8IB3HFFmy_j?DnGJx~5a#EZ(qtV)<UoGJSO
zr!pl-t*L0`6r(oH3ELnj7`XcXAyiWkZG)X+b;P%Gd`A@P#$57NgGP${Ju$(5z9PGm
zEmd$Ta;IDVM$JTrRhFB6^difng-h3AG1PB?%$jemvj0O6;}#mTPPOOpoPOXK)vHDQ
z^jqxU8=sCw_sGqJ%eZTDk3^C2AkGeTHE8|B$UhuD^&l|BZ<G7=A%7Rbu<sz7xeq1B
z$Q_(Z+_}Zq{LW$9TIAvqTkK+-BK$qXC{4!8Gx@`k?5OLmkEMZ=5Z>fWv*35$=H}-w
z7Sdjt?+!3IT*loeUEGQ=3InTFzKUuE4z2OQ6FKK|XP1-AFOs7UNY<;-77l@WH}*y7
zQmBB)1NmTKEBY%moQ!cm-9Nu!>C+2+)sE9Ad7n8tHTW379o8zI#=%dz6u^HlDC@+v
zQ^oF2E0?*5xeUMN_71uW2lhp{c_;Tn@9PyNpZ^iy9m8po|Jmsj!&gC<C3eMec7I3Q
zOH9YVb0?=@=%(^MouR!jLSy|;v)qgZLy>rDt*9R}^BzO46Y37Q2aaj68w`p4dqC`M
z?dzTgQM1LhnB~)eO>d_Md|xWKq<-Bu`fXy!A|>!R;GbQB+~g7!T|R%;T^XHxD+Hfr
z&U1#l&W+6$4Z#%vLv?Qq9llUsui4K${%QLuijsP7T?O=o?ZVda#M(Hq=p-aa<IZVJ
z;-vn|=9)T<5`)da0>4^-uG4*}i@lI%pKNyY+|O)wbk6(_d9qCk4*}Z|{4{^Cn9Osv
zteZcad^LxF;?>yeQE`VjEPX6oHu|B}&esmbN{BSSlX`J-i&<dak|pYn@%i@_;jL7=
z>43V}n-F3?OaT|;{;da;js*J;gjZ)f>S&c5kWBBhW8(B@8*%H24AO#~CeT8A$GkYz
zmqQGsi=8K(`mlgwp_Y~LbkCCp<a<MSJ;Myj3b4V;9q~!E-EQ|O0as$C?S5M)bhB-G
ze@+cO9)(3dDg%0XWE`xd)q${NxNCi{^ioPcJ|I8PR#L_p`~YT6&-;tbjAv2W`K24o
zs&Q;T!)fev;b$&A2l!R8vyY6S$|iUmp>g<Ww%bYZ6&M+feVkAf6Suh>@cmRJWb3p>
zuHe|->D$5yRWI30f1_Wqo5j<$!CxHci<%DPAJEX`V)k7Sb-1_NALuw!tk#A6T>g1<
zX7Cz9?=DCkE_<A^2@GQDS}-f@QkXVE2&}nTow4SAt9#{0SjL$}7r6aYi}x?<Y12dK
z=xm<X-y4e`zA7d}ss;sCX<mjFG^Dv2puJH@h-ng(p?lIvT{SseNve1s6=^K(Mu?)a
zakNlhTvVVSY3ujFY=ftL7<7ddkbOHN!05H*6s8=#!#M2rJH9{BztbCt98*YX(2z-2
z6j$jvs?4y%xxci{nsw8Ac42i(+l8fn4oVp&MWju+9*h+#JUUi#ThFA0Ex7MJCpA+0
za+QJ$>F#bDM2z?{vUh;bnV9YwLyR^zU^}rz>C22of*+Q)B7L(v+{7vF!EzY|_Ejj9
z@gkij1%A&3k1Ys{yUGW9R@IAGkz2$`Ei<R#9?ufW;;a_WP`ujn-`e*SzXu7k1Bis5
zl2_;9h#@zn%XC8i4Ee6q=L)Y?LK>EZlsh);Eq;Zv!oaR`{#zq;SHIEcq}#Dj*l70I
zm+K|>vThyzemx#~IquQyG#@##a@)JUN5J39<8q?C!KVD(pP|j>#GOdmZ6#sJRxi10
zWEUyTYwQy-F<3r)O&+GrSx44}X?k7I#WHwo&uMnt_d;Tp+xniYN5;4(n{ZfF_uxeB
zFP6q-G3jvDpu)uvk&wdo{|9kFj=mmx+nj&jLcWpk^MR$s5kE5L`Pa=~3!fe>x)>+@
z9lCu*d!@FeEu?nO8WKv9N8?u~?-@N2+-8i|Gyeby4Z{v21MsTnS-mVy<N4CLH#+LA
zcLX;Ol$BJB9A~w24XfUsH=oX`z3s!~w4bS`%qCU4(k^3Z6vhu6VTU5Q=_4hW6M_yf
zdsk2AN=GkPy3U;}@tN&U@4(4kf&T#d_0bCb8I+;erkVuzafxG|EOXqN%DU6!g5$}Q
z?Qk*AdZ7o1E^VZA1*3H&I(G;BYpJ#nc!Nh$(vP$#!F1q*Rqa~eVr_klT|Y~P>Q639
zffJ6KhX?VkC^TI@M_(^|r}&lI82qc7zMkh#yZbfPQdH$!4j6jWwz~L+<s>o%!2&=|
zIPAiSPWu%b+f&l~C1VYirF^l*sk+sERr;U)wQ@6QT14TB!Ix8mh9h-!o)p%twI32p
zmh&u!`#p<oKXiv5<6I)&$z!UuyySwC;lcFJU+Y=9UEI;V5Z@5!(AlM|utH)-C0Jyh
zdWy`owYG8=RV9JsZpZn}bQ<;Vn{Rs?IAw-NS$XJ4#}$)zGz}f3(6Sjkpc!&G!6OE$
zERtPMO1HL1@9iUZvSYSL*}iDo(9|ge4Y7obi-1+sj-9J#K-BG8LuGe{hTv=r$ARo>
zj-{rZ7VySgJ%zz0DG10O-{V=zq*Rm})s@ocq<BwP{?xWMw+>CrKQ80JkYIE5tqnU<
zgHef^H&Y~M5+FROuQbsw-osIh2P$`hgr0N8RQ?~GWoo*`*Mt0jBiqU5BC2`G+CWA~
z`t!wSD2+CIZ&68{RUIc)w$?P*Z>-!rQVjd4?hm-DjZkPv7-EwmqTPyib5byM%|dvo
zjYi^=EeX1zo)I#j+77}Pest`d)4`-NlSbh~CoVEqJ^fatidB{{>Uck)^r<CWWR4W|
z_CB>jM*AJdoPX6wcFG6vH)i@C^>5xpUd7(@l<ah)6$qv_j`ZwtO~wyOq(J2yQ?W?7
zr{L9GEGn*P;b|09fE-bAq##;dqL&=gfaj%2Nesmy6(Ja;B9+HtEcT?Q5zRE_i;lsX
zba`n|dXOoYscly`QIGbiscI&)F+5vf2B!;@%1wj#gOBj3bZLZ1EvI-}BmLIoe_Gw~
z1+q_KuKi+=GMeR9PqS)JN=_C`!u<O3zpwMHXC|!C5LZV>=Tl6XsB=h96_>VVp3M$+
zs9ey^QL+4LT}D1ZjCrP$#RU4&QOq2p398q_{RZU!0Mi%#Rb=Fft$cA|a)0TI{{ZMF
zmGuiAMd1Gc6KQr{55Chc?lwy8AdLbNNM*<KtZN1_eUXVDa1Y4WCI$&0_pQw;;Jv(I
zk1@GkPh8fMS{YN(vo`c%d%#XG<N5yp`m3Vw@k!*<)@2VHVHh5SXBC5~#?jthD=8UZ
zdGs}_qTC`avlGJ0kK|~Q(GDLG=?!b5S}L@feTswLL;fb7v*^J?$7Q7j{_s^b<{HM6
zsA;l&vg#0Rq?Gw(+aZC;9DOS8k>Gt}S<|Dww);4OQg-i?2ZMvh;Z?1-C*QrUdI$El
zmjU^IvlHlvQOV;SF4cmY+f_W{%ZNAf70Rc={b9};=Fvy{<o^Il#PJV@ZoDl#QB83a
zt#cb6kZ=b=IjQTT8&wvqodg%~j}f)`llNaVoAKD@yycmtW<8B{_Gm6H;j;t>mMjC*
zbI0|rUPwYKD)h}1`h`yB?v;kJwgawl_~y1F@f<c+(rMB`E?Q|1nmHLH_N*-$R9Gz$
zy0n`|wOP}pE#rHfe841x4!qP_@?|%oJ6{j6xYd-Ol&o=}Q}?htpG^8!d2J=F-Sb%(
zuLO}|MsT1Z#yAJRTH~|`f8wE?j|4gbF^uJNUA(i(ix?6*ft~{%z}7XS)Q*Y}yiEOK
z-C>UMIJ1Ef#_qY>n)3S{KIQdTr$7}Uh_PZ0Gq$}pVqO<5A&{^+B<DO=7yF3C$!S8c
zU8}XRlj-kYJ%FgCI?ucPPgfHOa?>-kxDDrwG_>2e2}2y7m^uEH?KUy*@<Hcu$^1=u
zAA{i&_|MHMzqo<hB=Qb1$LC(pW`SLC{44z{=&7q7MMtYIm&h%SywW3Osf3NVq=%L?
zq_h%xqINZ2_~TBw{{XH{{HkJks=A3IOu9ahzw$Mdek5*i-v~eC1%7|&=l=j@uSF)j
z>){_71^4}Zf9#^Y3bmKS%wzD6%^{@C89tS1qFKrOM?djKT>k*qNdExzD(Ai&n`M^%
z3rU_>_Qd6#cHyu?52kpn?};ZK4WFE5SpNX@D&@WuwslMN=V^&s{{S8}wf(~x^gUKJ
z2!K<mq=0D*ia&{eI+B?4O*I*sA^!j^5Pe#*d_$~7W20O=QzxFwvLLO_;yV5m($o(Q
z@z$*`ihO+}R?`s`zF>uc;|r2c;&WRzJ`#sWSg+;1B5Y+@z}p`mGkcMqJ?qc3o9T4z
zVmqi5Ji~IRVVsr)f30?2Ki1`4Hqy*)R+Mr-*<PpUTmJw-tsT?Q&9vJ+JK@Zdj}*%s
zl8II9q<Gwa5Dy<e`1k2Wao+-UIq&>yBvP>}Z=^_z_{|ZbsFTjdKD3z6YBz4=bf;$n
z1FyYcZXi*N4&Jl?Kp4hxKwwv%w1t4@j8g&XDmngTAI_dVX_IFh8U)Jhg;z8fn;;Hz
zQw3HW{{TLeq#f8C05epXJf?4uB-EEAgOAFrG(}I|JaJ5wm327%#ZE~i;N)hlJp#iq
zi~_{dp@{jp40?B_w18j}ik1f(`hqdV3>M^zY}f~PA4-)V90JGir=c4_%{aLAtXnK-
zg;epJ_axP8@BlzMlUDaB=aW>gqy#27BQ;UnQrO@4Tu1yScLV;N+xd$2)sO=UbRJnh
z`0=j~_+WqHw3r^I2L58biffSt?UJ_&@wm^Y%rRFlh{^0}Zv3b%?NJj!CY8w^TZ~gP
z&$ej^<BD!gO~7_X`7~#oQ*+qTXVQy|!`J*b7N!1^Z-}oKqjrC-au#>DI!2~YDURU|
zB!u*TrFv#-6T}`KgIa@fpDyhO$tUzRq-W8Y$~{q8VT;9jQ?1Izv&Q5_A`YL2Zuu3!
zYMNcujrp{lF)nbYvkutytvg*yP|)=Q6v|TJ2o9&CkMZ}evgs`RVWSfX+jAKCbJZKr
z`x>VCcGzZj!#Jn1@ie|*$C+g>e?luWS%vj27ClK{b;Y}RQ?_|4{3QDI#%p)LGrM?!
zt!|fP%uzZ>q<7<=<)5Icr%qiLRyuRLHlL^=MP}-x_WTY%I;PdfZ4Mpem1Ee&#_n)O
zTy&`|?5`v-7^7k&VyTYj{F>CivEGksDJyww=09S657crG)~wh^ab*>>7cm&+g5{Kg
zc?Sw;1d$B7POYZKvt8OqknRAt2M6%2{Wbppv~6xQJKQei%tV|R*mNtNquaMN+sKJD
zO&h3WVS=Pr5w6^<mh)b~$qn7Jt7T77xB$cY*ClF+$|_4v{hvb8(&)l1acy-bn|cqQ
z8Tk+Q$5D@ePs*`;Lp9E$sGUN21d<h1kf_H%06)sMb=`bxR#3IYvaQ+?nbon+em(lu
zF+XU_hbwTrusnwzzvEp=-&SY2rQnYkOW~bU%b2t2)1Tib_kY?SPu9Ki8Kby?CWY1F
zbquV%2(Oo}WBZaKfWLHrdK&is00!z!X{6c5JAb1|7(2=Pg!B~?T}p}BFr*DnIL1dz
zW}_mqHAI=DG|*|?MIn&5=9&&Fb{VKj;L;jn_#*^l5y-02MhIx68<dO?e~D_!(_~HS
z?m8M1vl~}M3nyrutmHXl8I6zeCvVEH3ZZioHrJ1dV>wUiK8CJAGF(Eksr$pB>JOz<
zmts*SJ?O<4$23y7205pJO&w|Aigy9(DnKcK(}AMnu<TOPcTyP?bzmxPG)dN*iiq68
zI?RLW!lP|M)OERpf562ekuem~II7L6S$DgK{`(af)$9lSy&?K@OHthxk6LtWW072S
z2D8qyVmeGu(l$TRnsu8##$)t>&-9~FI~^9NM3x|SfAFq0_7;)}BLn9ggZ|LwwBN)K
zJP99>blWq7<Tv%I4|bO`u}Gy)XIy5jw%IUNMxDIk=Gr-jM^N9LJmVFQXMFa`_RDEJ
zp<I<JQ~(b+<kf?yTpzoqN`A60_|{G=(&fTEsf;+PX7=>-u*cRx{uI-5e!$|+G4+uD
z0EHG~<}BmVlNhRoT}bq|fPGy50EINRq)*(pADRBNS&HSdJ?gdk=T5ry@?ZY|K{U;}
zq5eB@{{R3#{8drazqF&#@1!>nkdR1lBL4tn`_oHZ!v06ixWf_Gny@ZD%cqwgd8Od}
zFn_Hv(Lp;+Lo_Bt*_;4#j@8uGhc?X8)TaAfX><PoJt0i}M<3FtE%Vz&8mZ{vhtyPN
zS!1_Y2n7JZKaOe#Qz;qa=}D`F-shqCp5?Cm5u-}oNe7?zO?G|)mB)hYfCm7{&-@J6
zjLWNCPhka%xM*SfymakW?EFQlS=ueE7aJm6;XobhIYGGCYFga)-#PQtSDJiLlYRc1
zf({~l;QNZ>U&MNe7&k0Wt_4!Ky}7+AWt6#I276S~q~j~Gx{a$?yJ2-Ac)ra;5(J2Y
zAA!YGnXm{v4Ck7I9#n!|#LLt-p{STMw<k5dh`BwS<@H+#(3JvYQgi;$uJ*%9(=^?3
zd%I_n;^1z|?*}<N*9mKGiz2zfeCO#_v_y|}<<|KkdwB909~+5mR7rLmPgn55m)EC|
z9mvvSc5|FB{{UYfg?E;5rTo&Ywil3yeo)Rp5@)#f<MpmL!5(auk+X7}KvVcvQ+n;O
z@W=gG11FA6a8;<&ZS*}FG}DSpshxJIZxpEzArQXYobi)hdod3wE*XwVQ`7@p-Rlvj
z%1$y6=D2A-R1Kap$nW{r&gHL~w58piwkdMbOR=-??jJK+)h8hi0>%g&^4`CNdbBbW
zj#mLs0Y>K9IX=IIdB?*@o9q`;w(s8D@sW-cAL?toy&-hqGmY|(&{x&NW9Q^s^X6bM
zun+rcPxPTCxI$0vKk?&Di9EPbeE_E%;<n^gG3RN4y1OTagb()*_|;8H=I8q|>oTT1
zm(C;hKJ{oCr>eFzi_iMt{{YC+RH1!`?PPI(3}v`o2Ixg8Mf*o&2R|tFuH4IZf93LD
z!ZaV!xSxhUFNf}b>)`(Y=pwsq+*NYM??M!q($k&|-O>D1e@cymb!o28)^b0UPu8hl
zNXcwMa_n|5)bJ_UA*Rk}#@Lg>Z*UC%05qzgNi#Uc?{it73+!XO)h~R~z$_r(6VJ`{
zt*;)&An<y`y#%p=_*QqqjQ;>?US#v+;~lz+Q}_y&wmm6ydr`*R{Y5xwR)hXoFa7c=
z=4lD6(<!2__I02fM1%eUE6lzmYLLRyT3a2jZo5M+2k!{a=qu8-T}mw@NxIY~IF8;X
zko)7H{7)70n(MG%U5RfD^W9A&IEFL?G>qJGPd%$h6D<llCWv(vH%j{iawrG4P)|SS
znuo*}@2P6@Jj@QpF~+@>2MRwb+`hh_!xr}XOb2Y<QEQL@KRaiS!l-HbHMXT^eqL5v
z*b!tOHw1qbTXuSpZpUTt2q^L0?g-EJWSu|jtW;M;@Ha(UIqo$VQ|4Si%7p&_a6110
zGyJHaR<Yx%Kx4;VX~5(ho_#7f&rXJ)^JJ0vRtCcvys}O};)IuY>DGqYz-PThw`u<X
zXV#d@OUUQxOq-SJDO8*sbnA*q7YmN`36bnBFbNed;*Y@@80+4kW-10c=A{@c8yUbE
z%`in9{{Z;>gyyV>+>GD~t$0DZi06#fg7Me+)h&Rjacd!5<b7%jcw|XK7Rap`4&^E`
z4M35&IXx-8iEC2AHWXu%NxO4&#wk#Zqmk=Q;GFiX*<?msKOBzr9phvs2RY`YWCY}a
zpK7f$WGU&}nyBtfwmKh%L=PIv*O(vqiuKJ(KRW8sbC2A~{{W#1@(+e*{wrr5us`z^
z?3Wojoq!$Um-&jRd`5EkQ6-$_ShhL+;&6Ta>dPMWN?4u=MA421-X5!00ary}M$^bO
zEQBaI7^A451Ja(TNyQ<Nk=Bf2tO$Ln3XI^DAB{T&$U1hTtx7^<W!Lki+P~gheQ2=E
zEqlZ8Yj)kExk3B6arz%>;3A(;&~K$gFAc(-t_MaRO7*f)MhmWfwa<8?NrO|eY2(1U
zgc7U)<aY+HFQW&sYe^P&I_{aQTWvC2#__u^emnbuF--9-iM`RKWd8tN0rO)cuN`st
zX1SjLn~3~TZv!(3fM+OA0kK|y!Zykhq#S}Xno><PB<_zh)h0{5GSgcnT5#sx<p&$U
z$p_frR6I)2PaBt3V8oN0_RrUhA9}B^S;?mAS5|SeeVL>ZDE966jN+(TT)ms%pWKs>
zf4YCdwM#;7di|9CYzQCyU_eOq_Z6Rc;kzr@WXgdQpzcxpEPsiA!m%xUW2XI*FEGgz
z=r9x}NB;n-tv8RfbWyo(bB;idzvoyq*2SqDW7`c6Ta!)H0y^Ug&G%hTO!|F$S4VT<
z{V!6|C7Vlw$i9JhY|q}u@R9Faw~F;^U2|6ZO}fg9<*NMP1CjXET{FZN+F4gay_1AF
z{vYn2QT{cy=$oRox{0JQZOA_>aq4mXYtb~bAK2Q_W->=^<`Pe04m0{!oGsf;t3ARh
z#plnvVv~i-XCKP6FEtB`9amCFW_aV4X%+UL_K!bWQq&RbdS8j`p}&hnl4g=)7%*}R
zANEhaIj)P(W76JV$bXG|<7X`K>Pd3)vrLX1WY1DL2lTI{JSXBCUlM64I)oPp0GT}x
zsP?IFNTkR-*)zqwpQrfL(fRMv*}w0hT@J+l==`Zb1E8hKismqk7dwCB-}7(&wO5rc
zfxv+??&tg~rNF2zU=pT4`GpQB6FHJE!Qv=C@1y<{0es!yU-$_>*0h~5)KonUV<&Eg
z$z0Bs-tnI<@sQjNiH?18O;Mf;>p9v;<tY;!x~c}pxUPkjWQ?PXt92DhYh{aw*9v{j
zILhwKnM0|a6!T3I$d_))M+8QqpZ<}P{*gC7?*9OVRtxqk&7C2b<$V>sK8LMn4n=H|
zGHkE5fBE^J{`(){O({40_qady*wvCLgnLu6707(2J!PBz{{X-E(@nm5vmdOkf2~jH
zOM#x0SqCv&?6LPmKTuEeH9fYUZ8?!Vm_(a$pSv8IT2yw9K<IEm$fVYTPg1agG5-K8
zq6g4MIQ=Q>2>$AiqKdI}xR=dexi8K1K9s?XaY`e1OpnVWp(E)=(m#p6I*`&;6LFh8
z+y45a%O3v#oj;6H_Y?samcE=+VL+G-qiYOw?^ZYhqLdxE132VV$!Jtwq}I5O<8Cp(
zgZNeQD=eI-k$UjM>soo-p@%{<T+%v_(kY}<$l{u60Emid2Ojk)=9ot`hBBbLw_B@8
z?cXJ4jgaH62sLEmG|~kZup{R8@Rx~M*<#TzTbyUfHJ5*->pFGfS>9N@7cK!<++mJ-
zSJb@YHRV4LG!0)<@sxL(eT?@J+eH@ki3!`uHPud|o8?H(RMoURqI(@m2t4Vb*qgDF
zj<pmv*LO2{QSIJWa2+`7UCy^?A4k0mq&zMh0y*o?{)JrDl5woUoZ+L#PWxz5e66x&
zO(`T%y3%iK;7KN$0l4sr;I=(+=}Bp(wa(!-qXn=7Aj(MH>@W>&_=%xdZCS&4tiLN~
zfCo{J#-PxyGz`i$uQikb<%rmhdCy95mE(42IH=0Vsr`p$2hHLOPoPN;^s1M(7WUgd
z&#5KQZ0;!=F5k|&<EVHAKJK4%{{U8R@vI$pP|+@00i;<yvaWaTB<|^sr2Ew;az@zr
zZ|!l%B)5!_vX(eZkO$*gvRTHi#T}VJ;E{qwcD@=S;u|GZ1jrZ#eutb_F@FQwUR*;W
z?Q~)o1DsZL=H+{u)PhMgYUy4c5=myVF%34x0CdB2=B!%yV^GrVZyIqFhGYOD6P^xv
ztsN#;^R&|JzF<UU`UM#NmAe#^Y8ri;xeoGeE<nb3$)y>#-O7?lD;+0<P(h|fWcdOE
zyW17eHNCz4g!fThhlghvjE}pLde%pVOMR7iD}~P^)YYwe>gF9P>&u*=^4lXE5Emx6
zt48gkvWw9i-1@{fx_!b&pOgWd*DrebfSrUD2cJ>es`ype^xMyr?J_9I^}#s(DosSX
zMCI5&pbOL6-n`5%9yDvXE{AP;&ZPw=dS8I-WVP_!vdbAqZSoL$@<0dj70_R|&1VO8
z%VX+)`qdVNx%7J}Bv2i#<0KBp8UD2`(gxO-{+TL)`G586+>Y8FJdG06)@qGho++;U
z;<`>@<kbyf@uOdV*9ZRq&`nz1RCSidiF|+Q-TwfQrneg0<$f6-_@`(80I!4mg?7UR
zxQ~W>cye6h{d;u!3hi@|#UvnO+NrSfwHTw%5sxtadN1?+D#V8ws5Il|yw?Y#wioC)
z{&}R?Nf^Hn@&5n_$Wh*Oz^vbe@k?*5-a#~P8;EnY#t7se>MH*L#4(=^EATUNs0sYf
z>-?)b;ova%uJSLnEzuAh%DKaR-(Sn{shjr;lGPrsnvIPn`ibRLQp|7^WS>D<Cv!%R
zI{3k>G#Vwgn-dUjCEYF$U@`~i{HuiU=9e4K4b9APLbg$@#`NLIJc7sAexwS$<IO?!
zTZXtf^2OAMpG5#wTa`9m0k@pHdDqtkf8InG1N8lCt}(Jm#!l?Q)Gz$o$)|YpETq0V
z?Hz??TgfuY;yDVLhQ=efH0c?hLe6q({)1wghQFs;u^>-#9Ax_z0;$B!$oenB7WVpX
zt!rTev;P3ZusLEd1_};8Ix9a!hUU}bJ=K|g)^X^}@PK~qWsG3|0N*BxCaq$b^TG|R
zSKp;g(RuGo+lI|NpO@R#xlM@5g6ACOkSA_AsZT%!CnVz(0M!H&o((JX_od@;Bpixs
z9@wD()*~6GC<Fn`HI7$2XWUY&e7$OridUa4<Uso7v{%sgtjojxl@UI*q=aKWm1|)S
zXu-#|F2z(QXvc0k(UQZ{){ykaY)~-~7ib_1pGtT{$0{k2gMookmgCoohB7uq>x!v+
z9>r1t<eI#4d(}Jq?N4(=cNF$D{u(#@S0|2qm;ROQG6p)0j@8e}FZ8bw_;n(~<1Oyn
zR7CkF@UNphH54~9#W*3ymm=q=IU=?De<LQZ6lakp0SdVtGn!$7L?g>p^4#zn_)l?N
z4fdQNkd^y~q5hRoEx}ns9th5T4tmwu8KQ(XHxoB5h&_dF+4y!Xit^0wk?U08+z-ve
z1A|+37aVMEovCfHNsV0!$bSL+>EGCPK<CRfqA6-_#!wnXnEwElApSKc_I0i?<gO~+
z6z;&H+C`gni}EI_-FSM+YgwaID$a#L+<3^XiYU7S%rt)v9WTW(Z{?KjIO)xL40=tR
zWR-<U_vV)B)-x<qZ5zXmaaRR7O5l$>@y~=Hy2a!Rw2`!`kJh}t>p_+YcBuTteJ08X
z=bGcZQK11R+n`UB<IGSxd)AcXo{}a@syr%vF5wP*vIlCWwl}YzF4{>jaq_7(>`+_7
zeFNA{fI!_7W073y$v%mwIyw+k;nzGk>}uRq?1@t9dDGcmEUOb+NU|{)Qn)6s9}H_>
zW|C<wJgCu2F_3^j9@))x`nBDq=CNsY5e%xTTO%03JQ};Ic!N)uO`aH?nn@RE0Zuvp
z04AZuf|qlJvGChIm~|$YA1Xy2SRFH-N&10XULo*h)HgHg7OM9a@-sVQ8A4AZ9+aAW
z&doCV9DJms9y)yE{7rV6MzABjy0efL0^!wo>Cfp>;?~6`k2Z@=j%_hoBC9ARSy=E-
zxB2f~Kf~=pdoL2%#3T`{ujR?;f61!4?2%abmhbH7KFcF7n7HF4bsmHhMw28<tJ>Si
z8ljHvHjZEJjl&?HLMUqEK8D-}Q%UBh_k~j@CW_2u-!VVDDBKCaHAgj9P`G#@SrFic
z6fiDb!N&3U)^n~6Y1!SS?YLo$*ux61bpeg?KI!RM&No*ygt`?J(8wGRX$T<Gfv$e1
zMU0!<K`d<x=bnet+*MmEhG1cr{d8vy?mHjGwytB|yN6L&x6w3iw@|KKIAtHiy~p(x
z(+S+?sS6g!%`umXSY#5$uDB}0Ak&$BIIRqbznvy|rxi5Z9MA!tX?hN{Vvz7C0k7sd
zh|rt^oKmkVKrEyYOD7H)N6P&EHI4aaZsyifh5DfDNO+?oG<B^^gvT6GiZ>`7N9RfA
zp#C5~8Uo|HQ%@rljWk2})PKN*MAuM{`E3~g0D%fYabn0uPwpSmui8Fg*`842@a<WV
z+(P#NB&b=23Wf%*Te8P7+&~O5l5xncdWh<Sx-QcVA)Xb^WkK~}QMJv!Ik<>@Tvj$T
zx*wh?rlM=xLH__RP=DWIqB@O`>va$P_9(Lg!KU+29Y)Wz>VMq?(@vvmIvEerCO^`P
zFu7-%qosI;*Glnzp=W&|iW%U9q=XWozF~rUXVm&rj->(45^_K5lYfPBhVf?jhkXXt
z2`--*+Utzro44ayQBRueijUnq{{Y20wX~Z4wQUJ$AZBDoOcewZgY-OCGh?esq+bV)
zG<fBSQb1QH9eDILGs1244MN<Hxa_}^8p*oiSjR)<ukx;*UD1T3_dAPE3&-L=4BTpS
zT(T{XnpFVFVU5_&(~7C!-v(HCo=c^9WQ0Hz@q@cLt*;E~4F`aAI6luI4w8QGecn?a
z(wE_k^1&vf<v?U5Q$IE_*0Q~#(kZsuW}x^_qbJ|Fxnt}AtPdFYH%svLmj%VBl1Uz2
zgi1y+f_n<|m%h|DabmxWpZ$$-e-UT9mq@i+h!Qd9@wK;hKGZ@@y~=Mwe+qbWPJa#9
zYcJ-l)M56junIn6I%C?rw&|IrnV6Eql1cAgvEjL{lff3Mzh)6^WAi>3e8<<XHRQ85
z&nI3_TBsSe+*Qv+v9PsG4%<*DOwrlpTX#>F)9|YnIEziQMZj+;ZOG_C=D8%i*3Oq4
zAjB<<AOK`t+cD{!^scQ`T3W)AF(sFRPBxvqb)_X>O|!Vr2l^s0Axj`6o&c);F^1wV
z3u+feG%*NY3>+S#0MhtuCDw-m+{Uu2Mxm9)LE}9uFX9FK{{Yw{Oo3yL8GcfzG4g|e
zK9$M5pE2Jbg;?PHEx2e`g;?j!$R39kKBSE0B5k4F)kqDFO;^%kYi&MNU{~h{AC+IQ
zw>Lf@((UqCHNs~-z$4bMj2E_Z?m12SB^G;qgdSbIQ4WAAaqIx9)3j#hS>AL~&PFrS
z2OrY3?8qBVJzM(Je`AD_#xx}LJ4JRyq^@%`-iCO+woLx{O-6MqV&Cfl{0(d^oCA=H
z`3gSG5O2Fz?cze9WB&kXKzbHGMKwcNyGGHkl~zNT9Av2-jdeamW1`k?h!Io6x{1e2
zXa4}uO*L6xVX7?QJ|0eC@brVpk@GtrlxMK6x9w97mXja&4P<;Phz|=$#d_Q~U!bn*
zVh)NwDjj5-Rw6XHmF{yhPj>OP%PBHJ#&Jch{k$x;Yq-dYK2W6BLv}=VuYfl&+BoiO
zI?Bajz7xh5cHO*;oKerrhT&v#pAco;;d?}A<xlj5EKUYbIjo-mIwy*5WVN@HTf8UA
zMqpb5u21>vTi+DhZiQq=AL&E+8qe@O)R&s=rPQH($>X@)wLlycz`**|eSuAT$n+yL
z<X~Gj;=;L49qW^6dLV&g**(*2Q@fC(mOq#CuHW;o8S!4V4yogUWpVwVWBZYwRO6OE
ziR194N;hTA*%+Fg+!uZuQ*RrTS-=j%l0qma@g}Qlw@ls`&|ugV7C8tx``<PzUs@5J
z65-<7BWc=D7pBv*2l6zQ(AqwqrQBV{@_m}ud}<C9A2E(w+m4;<r9F%ePRm8OyM<-@
zMWhPuR0*dFay_ei!rDaEo;cBB6G1*MqhioL-~ep$Yn*wKX{3<InPw#M>s{A@rWQ!o
z2vMX=$fq2JQISOFWKS*6TCqak6sMDJ0_jB?9f_4sG*(xFwRtr^9qMk}@3vz2=nAp`
zKlCanl)0HwK5;k7Iw}0=zisCjHIwEM^`J`LwTCHpH9p<9usruPruozyU>eHad85p1
z;8DsenooM*^TGEN$Geb$f(L(k&)jlz&(zerhnBqv#TKw!neJrr{`CtygaR1;bzH~@
zCZ$Yct^xI+qDOz4CM5OiSH9f}j$85-nK=a$rZP=c-f`BcY($-zyfp}iujNW_<HkTg
zm2>-!2Vbo{3C|{-h0JdY)G5ItlwU`;9G`l{^GH$69%gaPO^Ug=FXK4_HCFcJWmOB<
z)@YFQCp6%GT%THLSWW0`_+CREvpWONkpBSEzK-~1F`GoRX6jZ?{RmghejFs~w;X@V
z2mY1xXTqS(p<0pAR$u)He}!nbWUY@zmL--lj5sxqC8>%>L)}OR@U4L3p*+$^iy-Il
zp)y)IReh2S_u!v?)p8j&o+~={F-potJ0EI_(@@?DHxefY-`<_kCs}KD2-@fItAO!b
zw0EE$wV`dQg&;A?)V8_}KIYXG3S7e?hFKRMT5*~&{A>BpQ6&`#x`BGigYl;Qw%DKb
z$@$T6A942w`@{LvwNB>p4=e#HmLy;U?^WW~t%xF53gF`aXEd7wQmfw}lFDQ~(A8tD
zS%ZS+qqx@WL@)c&epCD>(uDN`k4-LfaF-G7@`Ijpf(WJ7bY#@w7{boKb@BQiYQLoG
zmU3846RS7x4?)v`P`&hdJ5|s82DNoHGf5mx--P9}PdTPWO#H<G`F;8ARIhY<Yi&R6
zQOP8kAaVfOdxKr`To+QlOBFm2-3YD+Uum@0meiCmI|mE6794t2Mz1!E8rMM6tl^hP
zf01{~I>)=dGAp6d?O{u+`M~}0xpiZc$j_y6dS1DwL#GI)W;cImSpq8O<pdMY&>G&c
z)T|@E)Yj_xZO_`6sAk4N?@CfApn^8>tc@^NK+TmrgM~FNy`;e{nAI!>)O?pw{64jv
zZ*gWkQRho9`Ws5a&F2k}MRm~I#TJdIMI4@FdtK1?!Cor~$ttne<=ksx-+(+?Z|&Dh
zzmqo+ukNL9<6lGWE4wl-2@DQB4SeZiaPg}=Zpy<15PEVy`qlJILop%$0AznE(V-yo
zkf36~1M5^ZNfGUU3=cJ>+OoB~t9b0%Ip1i?laO#San_K^Hg}R)%pFcwxb+p$E~9OA
z2692}2;>^%lm!6?Krky;OCw~QcNLp@4m+1!)DFLps>bLk{{U4f{{Vp1vx;LcaagpD
zgxL?;N$GDX{D<|d>$%zp-QL=5tIhxfpVqZO=LV8g^AiMSsx2UToaLfj%FJwpLM8#i
zOORJTPStbly0IUA*nJe5w8-c~ClVpx9{!{8tFcP6My{uW{&803(Hx1G#=})_`FVtW
zBmV&F(tl-YZPxV%(ji;G(VAY-kJ-e*8a46js5jvn(v1%6_0(kl0KP}~R_18UE_PS5
ziHH4xKk;f4{se!82gBut8usAe_1-_iwuz+8OQ^=8jA7x}fad1l{{Y)VOaA}}?XP(z
zKUo^JiKN|2+DLqnGJoM7u^m;<)<*vT8b7c!{_$u21b@b~%Tg1~E_NJ<&Ke$`Kjqy|
z)|6<vfBgGL{{Vc7znV<a=VRqvifg4=Dau=_p2bEgoz=K8G7uQAATaBS*v(bBToA&i
znX^QQ<Fc}7mDb%humo@^{{UmQ2Z$3NN^Of`CW!w4%Qna0c@<>TIWgG~8+b<|CH$x{
zMn8a5gwstfW)>sZna;sMME>Zf({V+@!eM{9KPvOBQs6=HhS4|zTOFKz3I3Jnr#`jf
zKNTmM*T+!J1dSZ4YMWh72;|n3b&;KA?ipSvv7R3mYO4fn!|fT!9hhhO)&`**Nvy1H
z#bFx*73u~#t$im^o^y03c6T9PdmNq*srIbz5k?nUa--#SM*S<LO}SZ^G`TKck*}hO
z;jp;4I&Unizi4DU5=TyIJFBT}=2N1~_9(~%qwO5A6|v!#g5~UBxQ$vV6UuZw#&Ca~
zdK?}W@boK#quXS9u4-dD-7(54$(}ZEHMs^~TYvlrH7%9n!*-JDH&Ne2nf=tVmKE&Z
z*g6bj<k77G{{XH+p0*lPT&|O5KkbUqaQ6=&u(Fc&@;PF7{DU_U?j!-8m4~Wa!F8$J
zJ){QS25*)<*}(eOr+A83A@L=u#RPEf3$+nI1myM~O7knIgfq^AlCDSVP7U4MCkUju
zP3wCvHb@IdpnaHriCs3jipv7p%+u{`xlAzSP65YGaa`V)B8z8J%Po|r{{S5|Yr>Wm
zviNT9@S_O~g>V?-fHB9^)N6f8(IsQlG$|pm(qb1fgi(bDX*nPdN}pWO67tBIB~~Ic
zjiVnhAouOfE{f7xY3KtGz;aiLZOzoO&dSbMDuKz)4;imF8(-Mcl+Qy8Nz|H1;0>9w
zWQ%&CG8W79{{T1@Yr^o0j~rQo+4524AddJv)Yr^f`cv`{ppm<${{XL=x8Ms$m&6yB
zg-?|nLLk}WaU&xiN{kHL;F}C$QIkmZXa?0j%a7?&D6Ah5*y?(Yi{$AyO>H@uNs(V^
z3(iOKu1o$9-xf%O$>J-ranMeGrFXP)B=<+A;NzjD*Uj3M*0ZMSM%wD)VI&_e3z8Um
zpIYsH5KS!FzNTfCNBzQ|nTh@{dMZ+sRmoL7?o-!$)>nxRJTs}E`gVWiT7Zhl@j?Fp
zid$6w0Iz5MRT21+v4!xwW5QiA{*eCw(z{CIei`Hb5kLEG{{Ygv8mW9t%AdlDcdxp1
zjDHB+ey4%`YFkCZG55#iRMhWzChNV4A3?zWRiPUBafS38)jbgUoG-;@#))F5z0dy2
zYo7RJbn^J4?8FU_Te~mSh|m6mTfY_m0OS#;pZa(|`VDh`3=TYC`Q)?&enPhY0GCEp
zek6L%w}1VeqTSsqVbUhq{`L+lz%A_7{_@{Xk(ruI$tee%_WpT4TJ>Lu8pL+CrqrG`
zoxppJe<7dFyn8~`Uei;&)L0$MZ6ks@1Kah$tEHq#tJv%{_${pbJutT4<)|1AdBW^p
z=qr`g@6YyTn-UTbTW*ka>coNhQc11cUif&u+^r+c=Ag;vk1W;QJHy9R&?eNb3oKif
z7;)SxoS)2Mnr_;OYoW`<CB4FeS8h5A=zKG*9VS`dZ<(=jgFc|w9y;;Ct8qbg?GC`f
zCIv$toDOQFu1}HfUj#1A{qC!B$Q6q1Cppg`=k=nZ_y@FF-u%OR7dvy#0YTD=m~1H@
zJm<XwuS%Rk{Wkm3c`x4s@uo5!0jA@g`Kv!?Y>bus=|#UkeQ3B?ua802rW~s0r=?CU
zm%ILy;}jtVOBzj$6@~(mM*#GvftDB?8n6-qF|ePjQ@0>HRyE_jNXnD0B2kWn@l_L=
zyLNXJ9rN0uju$H5At$#LaoCw|MyeS53UT>P2*;<rPYf&}Y{uJ(z~i+u$&|2NjmJ(X
zxU5D89-h>vrfN?jPJUMWMIJ<*HaEW%439i=IVPTi<uvhaH)!0S_i6q^#+h|1pHV=X
zG(0ekCbc3U%NSe$KMML6;qAr7m*Gg*TQeQ*q@FhOo@>B-809=ttPdhK{#EoAgQ-s!
zhf+wNmY9af&V8tIvkr#&)$e6F`B&Hqw`-_ew6UwnkXQmMHVI(A{{U13R~_T*-%s$X
z7WqljAc7cwI=I>FW2$C;rRGaBvpZ)erC?p8vF&t`!5vDR8tE@aWRv~lSyILy<;Ply
zI}H$8Y@R*qb1C%(LU4aNxQYXRtbhCH)+@s$tiEgq>OZAlwYy7&$44DSP3@_6G?qd?
ziN89KOnL@yz|}x~=|gkYr<g2RX_$;}fBWds<{r6k&a0Dy_)(vFIfu$vS@v8+ePmJj
znu{u|P6lcc+h&BGo@#af0C-c0JG#+*0>s7oa4I>QFvvYr{{SjNed(>ru=b^Jv5DbH
zyvuvQNaA7qtABSj%lJcuzh6ld{)W0<)lzzb*x(@4ZnS?C$sP2Q1QHTMIUuRd54h%`
z@l;nZ>yk_*UncS|k@1nY01^DFsPR68HH#hb3|>MvMBm;W)ctFXT~F=48@si-$D3jn
zNErR^ya5OE#avzWLTJ0;&j&%N*&B<=E+Lg<DiHu2W3MB<A@JktTK=UOxe)nsF;^+L
zKR;1gUJKP0b}*MGa*eq@oj*=L3Xb1XHr^w@gvo-J5B&P${PZ+ANV`VJnm+<e5+r?N
zDH{e=5b>YIs;kd=qh3X)+)B$H)?K58kxvI{{Ky@-72I3QvqiXZ*pEY5z9i9N)^yg%
z*>MOj6oaw!`c_=`m%LMowuhTZ8e866!47<*pDBxHj;qhpiuyX=CfXu;>|f<yKj{8m
zsix{M5I)c$^CLg)A>I1(`q#hPAM{8MtZV$MqUKFll+`=<QfT5y6<IvhC0Jx0y=vuD
z)CpJ>hfv~^5hs%a$K|wfsUsQMITcMT{>3AOZPB^N_V%W&=NM%_l?`z63?dwR)ICO?
zrIE;>ijE@dfcW;Q$0D<6*)j$PITWgLIjIWNL~S)Tu}O@YJ;x)cs+<1JKJWQuApyM=
zy?%%J)`;X)d7%ugk(DEr_NQ@@(t}lPT#wvHa_Bfe-d@J6RF;LN=8&9IGHP234=0|q
z-PFR~^&3i~s{#1Z9f?a*OH>VY2<tRs>f)H!wyXE9A|LQENDBqNw1ujv)Ga^f;v@8G
zPq*9u0MAfQuqKNz(6yQ~ny7E!2k$ZZBY%Yg{w~5p^o_s5hM4Y)nWjoNA@-`@+A(z5
zG5-LzW{~O#NBWC`JO1vaC)lf@u(y|Xx#=J)_>M>Enz&CLD<W&PX!oda!w#y;gOOHK
zQF#zDSX|(Y{{RU7w4|8PaMBaSRr_51tS0<ff5wlrU3Rh~>mdIC3Y#(9u}3vj&v;K3
zXg;$40QIRn%i?kNc!&M8KjBKuE?GT!uM7CLf8w%?cl$DS`q#A+f6wmV1O4J_#C|4u
z!^RSefCDr!k&NRQ?VrZC!>@SCx4?36PbIyz)5pik0pqcv@^g0`mBW7$Y;1ahfBMx9
z>?5Y|6^0mRwN@Yi6=nHHAZLMHme%JT`Wl*csU^0jrwF)c<pbD~-~Ouh{XXLUdwutj
zK@5cb)g<v>J*LHQ#gwq_4@$HBqbWZ%+=uGsqEKz!4Eh#HRe3T;{(l;U=7@E=fDe3s
zjePvq&5!l0PpM;2{i`H~ectsh67D??-{J+?Uli%)+U7Sq6qZ&6RPH03S0{NW6V19s
zW@aZV)00)j%qqBCmOV}?5h5|@$3E4hZkD2K*3j;wYw7;b?HnfEk%;S#Gmm^`y3GpX
zOd4<4bj!KGGpQnU!8zpg?SWi$QR3cGh`~f`a!0jvo)ou9{5)<O=9Ml-B=gh(Q6!3u
z_C0S+0!v82igrmj-xvfS^*J<OTgPp9`wJb&7?#IgeJV>7RnuYvrqBgYxg^gh=ab&N
z4BmF5%iW&dT^rQq?2bn5i%)Rn0bSVKe}=cd9LXalpi5>kZ~~0?3V-_5i+yY&wvuxj
zWXN%o(;n5){5-cS;r{?Mj2WhP$;tEs`5N0Vv!`@pjaI2+zgeP7X!l4LB%B}0kF`Vn
z{QVS~ubfPfmOMlc=ac<vV4}S^$C&fwCliSHgW<S!yFa#CMt<1{&H@p<cO5Gm;YQnA
zi{@ybd&U%y+qyURdXK5=_*bR6t8hRg-nd^0+DB{Se-g(K`4q2H>Pf9!Zw^+>-A#Fp
z`|Ycb^-~}C1!MT4`*(&lHS%O!+qW%`@vR+;kGd-##VQAdwJZ*NhUrrpDKfpYW?#db
z!w-htJhI=vZbJdsdYbB=QI*ujmf$-K58jSF>y+>eYCJNebD5m;_zLMP(|yeIc2VW8
z_5OdQ5~jBbb9)npbO<4beh3>_?HC`OSo80H=h`9v0BukI025L`qvm1T<^KR0m<q+q
zQ)I4r*Tna@Z7Rsm5+D<tZ6xQ9psrux{OxJtJDahwV}jM>a{U5@=DP2S{Aqf4?dP$_
zughL(r<;LrAcWvwNgb<WxGV`D`0wjo3tDD1J|uMBHoJXK!}8xqCX41@yt{X^5y#LB
z*PdIkT_;dE;zdaR05%8z0A;U0@m=d{x7NBW8<$Lbl^%E;Zcuk)*Ms_d)qP9DI%K*;
zvFW3UV-kjE!j=pa9G-E>>)xssQAktwq;b}EFMp@$R&eCWJ=?~idgZnX^nV?Bejo6J
zdPE>bRIFG$5C%y<Q;M<RUkzzn^yIkm&F!4VR4X9_xKPIfJofyni1CK5b?+2kG0c{+
zXDz!Ue%^w$O6k7BO335EUJl?$_o)oHK)!JbIZ?Z(twv!`Gk|?-ySmV{8y^9s=aUm^
zQzGpqQdkm4MbD?TM5L9jOjj|t@Bo(awebh#T{Xr&vPb?DS5fdvO(|hZdvgiY1*^3C
zSLVTxV<+(xQ5SMrT@RnIF`v$wG21-Thv!Xim!%@b0|WeN+2^Go91KuMz~k#c3VPFt
z!Vh0cX(QL(l;dbUsR0=+wDzZ?e1MFCC^#r+gaIBpb3+*&(cH*-5Na@|7~FZM+~7KX
zl^*O4YNN3aamq;Gu^8!6qp>`ihvg%YQYYUSp`b;u!~g*#Q-f!}wL%ZBL8q@SybiRD
z3Edtr3CISk&e;Rd8q(AOFhzlZS#v4!)Sjf!DQsWxhEIx6f3V-mz1u{{&?7>4^IYKm
z72!S(IPqjS8TniJSH0-K9U(do-Zx*uiEc+i!UDJ;;~tg2V|FigtKeL(KktG4YYfX0
z3>RFE!;?;q?PGArTr!-36!2(`(GOkCd&SJM5B7~`82<oxymzfbD%`@C3zOz`9r8NW
zR!p4iZ_1pN#F3dSBXLr_4N{iR54|{UxgXZIu3=F-@OtN^Kw}@>Y=65`%F4N!Z+Jub
zQ;m<%6VTP*DU({HgKNgceTO2LE$%FnAerDjG1O4tJC+!Bq$ARmOw$0-!Jn&vQmw7a
zakeD<b5qE|<PEeKi}VsF^QxBfJae0QvI!?+dWzJOPPix;<cy-Su>pM;Rd=@YoTQ2s
zNy@f)Q`psVJ(yf^1o21)am5kZ+(;Na<ylVB0*ceq^i{f(WS5eu12`DwmnNe)uL{Ce
zT|{FUk$<gp!aQ+WdQXJyB72r+kmgJR4l|Eh*pI`yau9s2$K2J*8tw_J9H~_tmILvx
zF7d{imb%EE(2chVx<I`*XP@z}p?|Whv5&JykEL^dEAV};scN!85~R`bob?pp1elvX
ze$#asw2Rp1RNk9`E1Z2rUcH)F_1n9YEx63gdG$H1yWa@9ToewfbBr3>*Sr-it>a1v
z2{7EJuUhE#W?a`-F|9mp9jQVsB^Uq^xM2E<(UamGt3>Pe8S=_NJBM*u8i#|f?Br1)
zOgiOQbTyGKiFFA8joZ2qGg&$b>ROv9>DTjVH-Bn{L2ac<w?kh|+8o)yf9ab403lyI
z*?4AsM&9OOI;ep+ZP}95^ewLzZ~@vi{#4|wB+06!^op^?o<WsI=T?cV%}`3h92GJ7
zs5XJl?E3mtF_&Uk81(1ftfXi-3M(~tsm{jw)!Tce2V;T{Ow<o!8^#w8Z=kWaEVHz+
zsu9@l2l)!xgHM;sQzgR|z|H{cT+fe5k4&;T;NGTwoY!p`{o4I0tw(aBY55=PpY;C#
z3eTR*s}(ZK^$b74x2hY6e8f2W)HFEDQ=j`d2L@Tc@3TtQ!GQhbxz2yq8nG&ndUH{3
z#%rCkp(~VH6DtDj+tVWek&nuuh^v-YOgfw}+~4C@=L9bG86&9m6-MDOR^mQLA21)p
zDxoFRQcs|!DDZwk`I=#Z9`K?1jMU1(&=5ul^rXdYWMg($Ht=WtL`VJrC=kLrK@k4{
zwqm6;+?-Of3$eRYbVMIT6xm(Xa;K+kQ^@}SIiw>a7^NuPXgJExQC31%AoZl&#Pu~2
z60T73=~B@bbU7y$87J10tu8S}JJk_!ywV>^b}0zvfVj>8Amff|#gk?dok|_QhiZYi
zV10Nr`*ztmQgOIr@gMza<E*UC+Ao?Vv&{yUo8GyNYy@YTX&5x@Q%^KpVjN<*-E+Zu
zCy1{W>r%Io<x~g?N>pR%T^DL;IL3R>rsDKr%YDxbPYUSr_(J;qZJX^Dw`_&CoNNvU
zO#c9M)+Vc=Sla3BBv1hBauBvpDu2kW%O4ThS!sSE(r-71xt?Drg~-XzUrs=(dWknW
zRHPl_F-l6DjBpKl5|g}6C@ZO4#L#s6OP8O{g&3&?ayw@g=~nkY4{aeuxPwkf)j)MA
zk{i8w{{V-t90_d*QiF8AbZ3G){uKWJ5qN*>ZT+P!yEV1kr^}Pf<eX&j+r3M>s@2DD
z-6oGgJ|g&c7Yi1j$ECJ^r6>F*eguo|$7_+(ZLj|TV_bc&!+lof)+>dww-L&L)V0TB
z)3q1>01vNp-8y^Qi)&9R6x`uvB;)d{<>_%HJ6zwNQ_?l<a?bBfi4DANsNcKWk`8)f
z-n`pVR*L#$b!3o8a;z{%HQD%9)qcqXMH)u3%yxiJQOEPH8sN<()UsU2URIFqb~z;H
z*0G^0&T9J_SB;?tbn7eIX);_XQ1QToZd`zPJv-LEi6zy>g==|rEN>LE?NyE-ymQIN
zy4F?fXf!#I<w*C%8t-F(GAnn(zC(C(PqRs*ouZJtn9l$W*z4Su6jEu$zcOm+D5KLX
zNQw(`&HKHo40{2|#~hlicWo`kqb?(O)PaG4>FruNdZBcP%L5fr`;vnz@0!`QbZvkr
zQ@`$m?_5}nBE>_IyB&1#FAXkau6bXJEf&hrm@5L@<o!J>r|^VE9}ZZiFj^qrixPjW
zVti7$XTF{ljS*C;f)6ZkI{vlUX!gPjdsuP)tSX#)0sa+uY97K0o$p~{D*IXUc@`1O
zx~<SZaXwM}zolI`1KP9n_g4Evg!1wenzqx%7w@m;E6{>T92F&ZsM0}d<9s-O;=J)W
z?YckZU1ysXa%4gO00I@rczRSGH}NwTPz%R{yB@V&2<Uc)*w!zK$sQHdyZ+?=06Ne&
zP=o%pKkur?@lDK6;f+B<f=nj>eQB-1CR6ZCs}F<~+q1bpopn}Gn5|<3VUNt;Q_u6R
zH^MHj;j36M-!#v>_P{yo`B!Hh%o!P)J-O?+cC6|<8d64rCdB}LH0)GAYKQ)M1N7#c
zw-Fxa{`ob`&Xa)nuyJRmFRZQntIOiN`#jLgouUCD3_6B5T>W@BuUhfskjtuQ0g$>a
z!(~eK<KDcT?d|QN6Ue*6+<-ykZOaqK<z1AO;ErnF5vrP%qiFKIyKgW>w|>$J$ow2<
z(Ln;M=ri8LvpuUZj7792a$6@LW80JXR&0*3=|v;JS*{uQ82LcJ{${&hhnie*X?ljU
zdO)^CWL*CMyYnB{AB|hl6CGWHz%9SUnmm$8<~zxCy!-4KtnU?BSz2Ceh=2(sx{!c4
z+PksG)c*kJH7|oNZS=1YX)@1=VR@$?D}CL{2Vcgy&3@%?b=^YcRDnFq$h)(#2SNR7
zMXYUbzUCj<BWBN-e=fCh<3y6m7-qRgMVJ<hoP5HgUK}3XPHRV0)E`!o)+9m%QHYg#
z^Xo;mGG1q|d?N7F8b$fPOM=qfSY*ey8$o41jTIllok?!ITX||SS_=S~&j1ENfIrVP
zR%-o9Zs*TzdE+0QGkE9MH4mJ7Vwz+m=N#0Pa^7%%3QgDot9h(&I+{;0vB{uit=Rr~
zr*7Pfo`*F|NKbl{5>RCN&;;zmW=#;fl;^pqSf4K)Xor-*^`yoZ2PH^74mqS4Dce1%
zCOB2~%{5#c{VJBkvHiWN=-6N}Q11Z`)|F-Fr7;(Q9ZfwkxDa?1Pwg1SK{X_IKfORl
zdXnyJ-kd`gO=jKUVNU$j-BrwX&@cm%Ybt3>ktoJ7%`_<&d@(nX;xv$gLZctjy}v@e
zitEGi&4Lul>&W!QcwdKreQ+xfpvL(=oL9McF4Y^t%84Sd6TS{Q@F<g4xeHWk$24pP
z)?c8hqG6Lz%VEJgay>;=N4S8I{;@~rO-&Hu+1vPWqmiVElpZ$#eQTvLC-)cft{cO8
zm8sOkaZc?n!<b5AoOI20miN$I7g*dEjO}#pr{1n!Ls|<htTQIojefYSi=8OMat2q{
zw?|x3o_>^*8%HGeqdh7=DWW@<zXTqJx=Wi7`DnlZVnLn02e_=MVB3&J54|!<Qd<aT
ze<!M+nLU1#_=u2XAE@-J7w84soa36SxNqJtB<?@GQpSm;Q{^!A$MY1E+Tun8cjliI
z$tsR<&rf{T#qFq(Oo~2k<JOuRFeQvc$iROB?)Mn$R;|g7MRhnLp}xd&u6k@y`cyXe
zOUh@J{#7?Y(C9SD43Ik>yUuGuxg7&oMp;hmuKXJ5miF0{5i)<@LYr#hTNWv-11Sfg
zs_m&+slm8R{b@#_Xu~3O{OMf`<MrJU<h<VsD|7QH{RpmySJS@Nr33>qMgbp{Nj=qs
z(y42N$oK14+E|e??xAtq)q6|Wl?1ME5wcyU*e=49BWkhg2(DXKvAxpne7M^x-*AEV
zhxpfF;tN<-M!B_-Ty<qqGxZgQn!UEDgH5`1^KeX3lhBTttyI?QVOvWxmAAFjrAeZ+
z5)6;tDx7g!W8#(M2(bN%*fd}v%N*o!Ry2Fqt~iNRrs#3h_OC6!fySkBNN@Ge#~!Al
ztGMF>(OcraqD~gt)P8^CRIYv_YPzBeW%44)3>qangAPVHt_5Oz3}^KJ01CaQTS{-E
zc8!EUl3yOj+OXwia-AvhF1sgPPUrA!QwFuG77W+-B>MS=pZ0%2Py04;h326Tl@cZG
z)$~gh&BU^Wl^Abwd*k}oy+!`1euBInI6SD`z~l`709y5(6IXe({zmf~6a=2atu&A&
zcVu*QR%iBvzuj7J)Em03K6E}tKK2ZcF-O+2pNi3Y*L5H&jMW(<XXx1cD;e4BZ%*lI
zMY^lH2+988JbQao-b04TmA@hW6t8dQAzv}a(;wkbv^24rpXl>!JVxB7vGl3UQ=3nf
zuADr@;p1wa4u1-?G}}@$v55C`{x!0wmgY{IZ$LQbG~9qXieK#8KtI%j^<z!`&$J)%
z?w^e>Z4rAGHJv-MkH(qi#5%~M@u_~pX1y(<{{X&d`yHoiXn*g4OWPs)7u<oQfc)NS
zWO5GbXuP(-%<+%-6<QXy!==1K{s1XNF$`iPA4L@kqD`{hHzbwzDI4oi{{Sx${&b((
zR)deUC+AnhapUd}%AK`GKq|eu>`I{fnZMdLr~X?5^ahW&+hgxB{{Vm!T7UpLQtcV&
zDjp-qzpEx>wfqdc2@n0VKjBVk(W4V1a=2liQP|d|(da6@#7ag&jMh`D&!vs2)8y(#
zx|Oq_Wp*I{0I+|;l;1)|aVP!zZ}6$1U}MGy%5hRwF2&iE4fI`-Q}m3}KHLxdvAFyr
ztJKq)S_PR*-ZyJ$$o~Lze~l;Fq$Fa_fBbj+YUM{GZ9+#-GeT<Pvp!zcIn^&o7$$e%
z{Y_|E>PoOBkOiJdLSXvmHJ^S=x7Q9x+|sc>T-8)B1>AQLk-jnr2c>$hDWlHj<!;5R
zE0Je2%-!R0_?|0UR@ScdEe^)rlNM37_}g#ska9Cz%QTLpFazmUf3&U!nI4<+n|S0h
zsN2rsG1iV%eqwpwFDc$>-X`&sx_n8ez$dniL~9_n&rA${6wOyv@vX*{a<}j@S(N?h
z@)Tiywa;muHP*C!IV`PiBTIB7fMW#n*P3njj&;pK&Ra{1z+jYZWeB4q@~pWZHSCL0
zibE{*$*mIF)-1DmrIQ|~BOk77GUtg{F&l$(pIq}$h6yZkvw-Mwq#l^4<Yt;*-bfjk
z@=2{DO+~hr<T<vL*{6A_HSUXWeo?YmR1yB`59wZ!;VU67iKep?w{G)*IVbS-u2;a&
z+O5>^%&8(sqYA?yw>bSXUW=yNs?V}8RYq_#!0FIdGfFXWiL@J>lV?{3`5Y`Vr^r5K
z--10eTiRR*qAaM+2T!GAMS0{Mh26IdD8h_;4mqvs9vO4lYA7PH4c^C>c-=+kiXgWE
z7)x}DcI0QD=U#(l7+}oZHnIHp{<Xqh$0h#&#2a!0vcn@t<%c5!jQ%y~P$^q?1JPIf
z{#6cEk)^b`66w}Nf2$PZr&)k;0)AB@p&Xo3+n}S`NI6jg*xC>IcTfA~xc>kPLkoD<
z#X!cS2~Yu!oolxOxX%g^{{RV}ipc)}pM?Ja*{P{MR!fS|>%<WbktqKFfQrKLuvGAd
zphAI_1A+d~u7q^1d&b8e6TSZcfDin5Q3vlKwV|Eh)JE`?st`VDWM<ExKmMxebn8U6
zw^azBjN=uB;W*WFNYN5V(|ZL;PtA<?uB31Pr#WiH1@58TW2HH9=~0d;;<LLb;l3j<
zNi=ysxj7^L`8DQAWfk;p<;ac~^BgMu<tztY+-AKe;(*PjoO}7LkNf1;n&?tuYe;0}
zZXaX&jkq7FuIh5M6ELc;BQslQZSL0I5KK!JS9fj1pX5b$`u@LbXYij!u(gcEHOh}O
z7|WcJe+=_no&Jq3r>*&-=HA-gX__Q?P67lN=kl(XTkxt2PYakCZl#jk+r-I@u6G_l
z{7q>YUD+9^w9YVU4`-&?NUQt7G>1O_04+<V_?ax`4RK)|%6V>uNyc|JNvaxzF~_D`
zgCQ)l%n1BfHAIUsYOa&X=k7a{jxp;^qBb<|H5*CRKeJmjBxiP8Ii}j{2F_U}NKvF^
z+N|Hf?gc{nd_YI#-^VLD?%IozJ&knU1@MlQt?Lq|wWt^@;ET+VhX`AoU=v3&h(702
z@C}*#TdFf0lVnLh@HL{n55S%q@P>=3+)v@#=_j5@3P`Um>@MJQj1Ksshi-zg@?XoI
zyihTorkV~<B98vw&Y+>k0QaLSjz66=oKOt|ACP-gfryNB7|lRWrAfOnk5QTce*BDM
ztw@C6WMERoYjDfGE#+lB3ZXS>Jugs^__Da<f6peUZ7tbWWl2;rfxKfqX<@a1sV{T1
z`YLDo)%MV}Qn*bv==0hZ{{RXg&~+H@t<B|y)Hd%bM$$B8K*<BWRAm<Ja$06|u|}~G
z8?$rNj8q{`@4~)<{{V$K;i#?5v)o>63%QAq4nF};hv5GJgr&Ayn9bCP%ehaUKqK<4
z8j9*CZs*V5S!{LpsUuMvg58aK8SsyR;a596!lOHW*x5gk6v%uz;Fk*D+3U2fetVe-
z2hj6gZ}y%arQgY&OARjT?>x5p_8XX^L=E!uf-01SL<4Pm0MmQ{2NK%Zq=Txo&Pe>t
zaGpK0)2y|qmrI2rw36K=3mG^h=bmeN7`k=cpq`!8jOx;GS8W(N9tN+^Pc8odm3xoF
z*HPg?x2M`)`d5bNry9Tgvw!^r*R=dUw~pt+A!G!Ba`+(o3f`v1F*`lkH4MhvIhCVR
z>R1YdX_o!>pR1EoM`LP(<$(ttmCtgS%v#^Yr)#%2a!N`=mM*=;TC>$9@dV%6ejdMx
zHE0(X7HZ%$fN~fN{M=v>QQTQuU3iA>+Gs<?CAr+aI}b|nSf;qqbqS<HG#4>8=%hx$
zQV*?lQ)YHY(>fQ#ds~@S$5)B0uNUQF{3$;EmDT?MY+8oEa(;rof6_d6r1+{NvhieQ
z3-uU_Re>-`?dB-!UcYM;klH~UvMj8q0g-w?9Ys`<-2?7)%c|Qq@e%bE1=Zc8snxf3
zA!{WKNO=`Eu_9`75qBU6Pc@Y!vUZIAb*rdzbtl%dq+e=@GSVtXJd1S^BLJR8Ypoiy
zusDQ%EnK7JNNjXrTWBySixic%Al1Cdr3@G*P#y<PE1bO&K%#Fk&fM<D85Pps0!se?
zxWC9&J=|NMmmr^zpL&+{DJ=|N3CZVJ%<eLL&NK9`l^+~n3go;oBU@Q9Dtw1?$?Csa
z>Q|f*&S_2RIP6GeAkulK9Md_?7(J?PX<^4{IVv+!$oq~7BzhB2Vx=JD;-q#NwLiE&
zD&ahJrmcvFRI?^0X?D7=OyH2i)1j{T4l-*uThY^5)1KAN*89=1Cko!RP@9Z}DBW1{
zjT>K=M!Xk-GbrfDTN$rhw!gHvw~9y6VPfhV?gP|k(!8=y3d+~F_Kk7_!4o=#UL@Pp
z3ilfn#+_;h{P9oy1Xo1dThPTOk&)*NX5U4D5BH2?{3|zIvc0^~Zo`~>pDa+PzhF9=
z>~@+$wF6JN=SkuHP1RW1xX1^b3Y>U${{X8%N7aRQyK5W7d0jV-yTvU5y$*JL2I4y@
z-GV4s*yOn5ipV}Bzwq|2rrf*|iyN4NPK+=Z=Q$qWFg0ra;13S!$VPE(ApoAgEn)bn
zr9K(ZCD_i2fWA57%T8+2y0Iyq!)td1?W}h;(g`7uWmtEqO?cme{8)55pCWf>(=HF=
z8+!i$h_7Ubtf;a^!I6eR9D+L<#l@`-g)4w3H2MnDlvG%|p^Ui{+*OY+jMQ$RbCF5K
zl%$I97$cETV59pJ`5LrJ{{VP?bqt0wIc4<g){AHt7<yD}4M-g`u(;3j6pgg>{#6{W
zpzcFQH2yvK_B5E!IB&?&%ExpzgVvve{nPnVNXJ!g%8phX$VysFjDg?Mm+&<_jHM(m
z6r!7)cBJ3!`qcY5b}ODe$Nn_d83Y<>lzM)&hGFUY()M%g9@0I?;=(=;(x>fJ8dg6#
z#NBc^9jd@GvVswCMt=VQ{{UK{$5Q$arkv5XWBe#T;9vb}LbB(gerA^_lMd9z>56el
zd+hyb400an`5IO#=bh?b3iL)>yTfsNziZ31IL2^KrEvE?5z*4Z*5WB{1d@@uIVHm=
zAa=*Cdyb(TpV_x(c>e%U{lD2Y<Gv!gl5Yrje(et~f){SRG5u86Z5d8cYUeFw2+3%1
zQt1jcrLv7=kQqva1d>2CV_(v=-8L9ZLQx|-3}+()`t+!8?j$#H+@qD4<@YJZ4R2`{
z&#CxZTGX!;yW15oxn2V?`M;%V`L3CYakEE1W_&g+m+i4?O+J2aB(Bmsb*Eg(;jbb=
zYh$Siis2erRH#1S3iUq(_+v}eJTGr|cV?1I?BSS?L&a>~_(MjAPP&pi7{eqkz=6<(
zG~H<4!;LGe-15%{X<A;Sn7p=(lQ=+MsmSeES9Vd_>T+A{Q?gyW4Ck8kpNCc!*Sc-w
z*IRc-Ffp?>3Z1>H&o$Om@eS&+BNr?Q^!bft2uV&&y%}{U7fu#hqtG<?Ep6wwNF$Cs
z-7qCr`>1k1GhHo%GHN!-fwn-yJ@b{XFS5VWZExhbGu};XxeL5<NgSMgYrpW^&|K@*
za=`gP7XX3|4?V}VXBuu0<!<3Bic?aF-=mnb8v=I@uH8PKm9YT|BxBGa>Ty}S5d6&F
zy#xTD?j3%Wa!EX^E0@XQGt&mNq^yXmE@@oz%@nlWIJwxwMvyjFInT@huS1Q3!^s?<
zTJ!$^2QQni>X#Vk5dr+ktv?WWj_*v=;<mQZZZ8l<9JFnLl1~-OC-0qbPmt^Pu6mEo
zn$oU*@UJqz_>X(1sQXTbCAndk#Ihfo*R@aK-yTb^>*-)EQ6gk5<_0;)8R_}f>XT@}
z)V7Ttjps%NON!z=Cvc16?-dey+$k6Y{{VWrbDrea8R2Z76nK;Vz6bMauVwDoPIo)+
zwZ)FF{{Va%=lpMUhr)M?rLs!nBOk;n{t4||$BaRJ4&>mFhBf?459lb3G@5rSn(3OJ
z37MP2mhwu^BeOXya!=kh(|w?4gn!Dgd=nl#BV=$n-Twfg8sEoy#(GJP8pT)y`9JF4
z@~Ptz$}*PnFdSqGiAG2r&2+Yqh%J#j<DacvD5<h)OOYN)@j+!<Z8=^SM)Mhl;pnyH
zR-x~ux3)$xO)RMtJBAAK27i@%=fv~}O4FE*1=z{|0D!f5WsZmD>oDq)sUBVG>|A37
zm=pN`1$IqF5KH>p&NrL6nPuU*d_=KnMsXL}gt9a3&hOrB_4cjL6Ii{imWiX;UC8H6
zwld2%LWH&e9+@?bX|8H|KCeIaZHnBs){L)~#{j<U@$N{d^*v|B6WdPGX&+}74vg}c
zn<r_?sLyUXR6))!$f+p4h3^k|9@AOVEnex|Mm)#)Pb8Md{>z%szxY?Dym1Rzof~(|
z&CeC1;Hb4TV`+?}3k-pS{{VQf+x=^mxz_wsW2`->y`0D-AV+|}^V5;iqV*egV4PHS
zL_Q?&JYE;l8vYBmk;{m{APx_Dhruv;*LN3^4k1AtVDrhzC;a-?YvZd~ZoEHeZorS{
z21HZe8NjYf!+MpLl?1R(`&wB6MO7`wPPMErC|&MlSy||hTKIaXb=#K<^NV6L?YU^H
zUIn*XZDQguq&L}v9Q%<)RCXdt%=sT2PzmS-O)a#sXK+7SgLiCDoy3}Z3OV9|^rr6T
zr3!hbGE5QFRGIk))}tYZQOB(#F#rsA>quv^_+!SA=$;y|u^MFeZnpkw7>M9*HE?`I
zxNkce74s{$<>)q#PMp`9M|)#6t(y&EODSWw5Xg%Q6V#rd@;RxJ>e-hk#P_%zF>c@d
zRe9BNd?iWBq?5bzWh#>HdNTY(yf;DD!?#3*+qZunzMX28tK#YWLuS@fX>Df7G!hNZ
zl1G>arEyDfrbQyO+Ww&`{{RxKC3E=ish3yL;BB@B`r_hOjBS*4!-K)e=A9g;2}+`=
z2<o=giPV$O`Ud{tWN7UNDvBhVAEN#}YMzmOI9rHrZB4XO?`Rd9Cm?b?v&qNSu^+@T
z%_o@N3Dw$019KcMc;me&*6;JWF9P2N!NWYO#~pblo4{f|y74YrZEr8USG;*_b2gU|
z#8HLq#={u-Rr(+M;-l0xr?kh}q13N8XZ=jhHudZBiel-y!mh~dHMLI4bvTp{(v$lq
zRU~e))U(s)){uWn^gXRF=3jarv!7!I=JFfAHuCSn_meOgX=ItW1J{be@rey{rfmgO
z>F|&<&|uf1TWL4(Lh+3fDMS6^Hmo1;>0W>1nC@cNB8KMDD^nG^Byq(rm^KXK=Al)m
zKXwf=WeG)UtYT=N@)+y?04(3H`=-6S;ko|+ictD}rT+ksuM*IdooPY-<NpBYCcT%y
zQwTgRav0|2{_2z2eJW~f2<{i2^q_uKoVW4gIFNt98~iFoz6XGkpQL869g24sI)0g|
zH22E!ysNP$IoLgq70UR#!h%gY=JQL9Zjqy6b_}`>zli!*Z8f>nVKGjDVLer_OMiu8
z{{Ug?8Z#NRdzO+Qa@LX`{RH-{V=%L^<lYI>Mxm}Pqv2VX0f_sj*1nI1dx#@gx9>y&
zcDEpb#c+CTdM($8W7JyNto2pO%MJo>Bx59Z`iksizT0skg#-p58q$9CtSi}A*M!GE
z-1#K$89&ON%12OZ7+xHV06h(ATHme4Be}qC(huuGiy_#S@iTDe6-}efbPuPb#JHD+
z^c0JvN1vKkBhYb6l%&pW?bxgQy#{MZ3QC3J#~*ongZ>q#bzuy4Qu%3y3VH8boEI`f
zcfDNjdS`+?C{fnPO`5k$lBDtSkK`*p^4ZRtcFL{(rLaKnT~(}hw@@Uj5}rGZ;MCV@
zi)Sw2Hf%W_*r&>_JLq}7gJxjTQ3~!Pl5#jbD@kpngci3uqW&aqN`LjL^_8oppA3aS
zSIHRk%}W$SO3XT{G5m#7f)bNOG`Eq)M5;mPLe;xnHc8uWnuEB=s1?F7E7SOw)7(|)
zCfY+O`Wl{8x)sdE+-WmFyRaB%s+wZy*DmY?3~+FJ3b(B5qfXE+uP_X;#!7?Gnzf?p
zCjS6UwVlV$GHx`vV{!AcfYI*H{IgO200O6fW84MK)F;z*bTnd)SoRk?Jng(cELZP$
zBw=J(BvGD22FC`vSQI6^NI!)D{VPLKhc=Qh9D};E;oM-4ci!4F$F)mVV{*DArkY&)
z8beCxkqu&akblIt*A5MAlUW`h!P8i0Brv6PC$Yfl&9_O^LF09tn8&WuQ)?Q0_dXWz
z?Dq16D-2<`bRnVx`cyi)Gile^#s#dO`U$RymPtMuSiCXsk!`I?3}oa1kJhbgut4)K
zv_P*eA<8(*fH8*72_KGsI`&V8H&H%}wywqScSKwJr?q+Rjif<yr(Z>Ks};(Y7=M(m
zK*8tS16TBYR_{W$)1v_y2xVsNyEzy%oVBsHDeWfO6V@?J5ZedZ6*mrXSlWMy?XK-I
zf7fsTUUwRb;cj%~{?eL!NMD$bIR~v$X{)0&n>s*?j0G6_R2LTN%au?FsV!$0Ht8~g
z1B`%bTvKZ3Nwmyni~@KS2~EmD6{T|))3^=|QUilr(pG0gWpq<`RgsW<q>OGIk7H2A
z&dOEE5-GzEdb-QkimNy)iI<YRI33sj0IgRMJwz&fX{8A7QjS0)kbBT;LI^ffN^w*0
zDTI#rq!(o?n94Ftqm(@Rin6$M480E`oZA_2S#WyuRcz%Dv)i*S5amvKiiE8%Q%mzl
z(6CmTR-`h<Kjor--$IyXgn!Fe{{ZiyRLL2(f}9#tJR|;E$NvC*3Sqf}AM2Czq!u3^
z-DM-(RQBT$?f&V<;Z+6QxOLkylb(Rpgqb3j=Vc0b$vkGc>nk&+n{FkHQW1)2y0`xT
zp2`0JeN#={zx?zE=n1TBX>m<7^rki3I5;eRh=0PPYq<J>Fa7&(@TeIUrN)_e?F0V+
z=q9`h9b(S!!1lU3xm(C?L#{^~a(n(Y?z)}G{>r=pIZy5%{#l>yn)!kT!=^^uFza1d
zYuVW6#M?`nnx>v?qO~uzi*E$4xBmdHwY04==TmsoO_R&Emj~?9%G*vl?#Hex5`9KZ
zM%lxt+YE)bf4o2X)nh``F3r?77RaUDSrj?IIp>pFKWWIjnR||YM_hax;*IRK+M3y0
zla+!g+$v|%n%)HQ8;{=WrN?m6xy@}uCyl(72@a7OfrZH*){(#AH)GA#il2g-ms&4-
z7wn&77f|qp#52Pz*B0>uwL)8=+mYV~y>YtUCh;BIn^ALeN60Wb_55q7@n!!2h;-{~
zX4G%2Cf_a)TJ6e_&Q2?fyO^Zz&$P%Jc2Mw6Y18Lz$?edZjtMB+UZ&rPbmY^t`*9r1
z=1H5d;~1|^@c#hsJV$4+hK+52IACyblhf)e$(vG^{?^FO;FEZA7<MIdn)UAtK;Q6^
z^9rDf4Y^T($Jg~05mSvjP2G-svYp_pj@6@YIU8XL8<N2D$7*i3BPNG-RH*rIa-{zN
z`o6WBuIh7IM{bsP2qtIcCR62w=RE-DHG{5eQynbDaeZqmNPpGasSGjKCp{|G#!dU$
zlXwz8^gHX4Kh|8356}<(y>#KXYEm!vBLcBJ6$wuZS`rRsXLFx+KhnAu)7Z@NEbI%M
z@C9(DomX?vyHt`!Pl<F0JVT{PYajwq^F=3hY=0{Ae*x*!S$NdNa;~#Lu7yhbde^W0
zfzMm1Fnx#kS21&?#-9=_3d-T-vXR|}0VEs`=UwWuXytU}ZBCH!Tz7>RcZmE**(d!Z
ze>Sev>8sQ26aN6;Rmk{8!6n!HN(_<>mv|dnuPssSRjv+`I&;AFu6M<VKj9CWL)KYQ
zhv&!XT|v@dDswEPW1pPYG2-DQdJATMkWUx^mxUSqXpKcFD;A*AX19VEKZC6K`=!$!
zm}6U~fn3jm6{gW9k*-=m*HVz`c82Gu9`(|B3;pN+0KSc5QKu(hr5DOv)1eaGDL-|7
zV_gnKa+a-N?7^<~vYZgI6ISzSxA$|({{TS8`d398#yc2Qag?_*{v=9~X;v=eVQ#a7
z{{URxxDOEP7TO(#is-^oaT;AofsC*lvHAZ1D(n1Rr$Il5?=CK9yp-ERB$2BE6gJa?
z(!6KI_SaHe#`Db03>Hv}bR88+jmPt@iN~EUA=8tJcI<WD64k9>Y42x{BAYdLJx)xo
z{{YslZxrg*%WDK^%OXf}aC(m1*NxkFn^Llj#RbBJ5v+LH2r8tIIrk>2-0IiYyF}Mg
zzTdma!1`8R%irb&S=z^<f5KUDVW!%crzkEZkZl~`ZvO!5)PfA%CGe6%cB~2=`;W1&
zK6ZIDn-DiS4JZH%kUm<4FD~McxVo8N7%U0SD`b(A=4WN%jdn@pTQ<6qbdT<qIUpXt
z{cmdLw9sxfyEwq!UU<d_f0%Jr{5_`0sNT(Ya2?>cK_sPt%X5IEKK}s9u6SEYyT9?3
zv5E%~Lvki^R{>R9G@PRtyA7!`+<YlCvG}p=<%emO$>jvLNZRNyfA6X){)K2C#A5ew
z%34VlJ$E`E{g#TFa^{V~s<e-go>|!lcgQ}qOrYI@!lyC=k%BQ%fTZ!stF%|bW{}OQ
zKZsI=RT(Y$3Xmx4wvz}CN(wE+(Cj{DTRk|XdsrDjS0J8)(yJ_?PXi;+)3Tnt`c(BT
zGt&Gg@WV{j^b37L=Jt5ykesSx93CrE{uRH6f^&6#$__Z%2*LVS9G6;jI#!;yw)fK$
zZg!h_whz4BMk*h+=*^62TBB#KZV%=6Yl5a187huZt!2?$U{gzEcJ1)v!%DzBx6BFa
z=OF%+-CN=JhqP-r@2oB*lHx0fhz4N8mjLhwy>baQnKX!z_<H$?;D)$ve;iiDtPw<9
z$D~bRpC~bsZTtTKc(mzZF>$FGPPNi{t8N_rN4s9#HMNXu5Bm8)NcheUIX{I*VS4k~
zTthnsy0-;nBlx(;Y!6ZTim7vNc{SmYL~R(1BxK2qanByPsC4}m^wYZDC}L8t=Kl9_
zkP-CjoK!lvudcM?`@On-<i1`@-&2O0RlA);dydx``C%M>JL;P}rUz}Mm}jJEjQ%fL
zO=EHzEwJAWqXY$DDEke--{eDdvVHHF$P7n8_qY|=9JdO#f;9TwZ{{%dEqe1t(}cGB
z)udsA<s&EKh9p-d<2hv1H7gs5IhE`pX28J7&3X^^KB<3dW4W}nL<gAeFPVY&;jvg+
zmYZb$Bo>!<QN}Iw_?P!bdWHv(2(2N6qd~dTjhQp8Qlhk-(ZKk1NbxK~xDD6+(_Y=+
zdA!{T-vEC7zUTw6^sg@Pt&P3c#YimHTwA>Cf$`gEuV05rkHV0Bk{hV*BWX+S1a||E
zuN74z?%Yu|3C3}XH{kv?0Jw@(46HvMqMBtuGrdRST$g27wk70K!-IqQR$;n`9vrds
zQIkryr;I@}dxfIov2N<pE3^{%QJIsJa=edh)fKw}LXrZF)1HQ}Lv=9eYUF#c29n`p
zoP74vDfUoBTx#;}4mTqc`_-6kLietI<)pHaLM)qDkP(!R$km8`-zo-MIX02O+$(6+
z(9P33jW<{@;T-Nx<J0L~EEC5(VdG#_*Ox?^nH)f?^=jDDu5~*}LzjpS>&eKfbs{cF
z9kuK1vY7t>uz!_#!(8p1zNe*iSK5TL*}Q>(jNok?VD|>N6tuaMP?jGs!yfW7!*+g^
z4tkA3=WF5pT@r7z$lxpV=b^1%5b7{mX!k{>P}>N`dz#~|^q66A?$0Za;&c5fUlZJi
z@ZHH`s~{_#{Tn0?&WP2!u-!J5&Yw=zEhW+|*JH5qz{V;SZRU1FA$+FWlkHi07|xAn
z=wk-8qZmnl>zS<_o}^g8nXVDOR0sYAP_CgRtKvw>M)d4!Mnv3CdZ{h2bSg%3#bD;m
zqXbpgzSFB{(%D<1Bgiq9APjwKF9`ULQM8>j-B!WWKzy+zV<2|V(~6oB_R<KYKOy_9
zdwW%wUo8A`7|^OUxH@T_s_GV`aXQi+O3WM^gsxM2ZR<_mX!guKiPTM~*}M{uJxCuZ
z0={|HJV)Y%)-PhWywpT1JA??Q0e2i@iuG$|KX1EU$75sg$Mml|)jU(;NVN-?V7>_&
zO6s60@SvP_ry27~)+TV}M>qYi<0((eajPGqxA;;Q@vPb7SZw<}X}^g)P{$`#BR-fP
z$Wje+#E;iln+N^8e@fL^bRynHZ}xYL<m(2iex<4j^lue~V=cY@KiXsdHK#7MuaZ^u
zd!RwV0z+9hmzuP^KBsoWzwZqf@++10GBqoGTE;BiEyQZz<9i-!+^w|_vHU&KWOu@~
zyedAsbNwsAbq_o2?dM#}DI<?DiN$(Xi6(gd8TfN+5E?l1kM}4|T@clYb=8pTPS)ts
z`O&MDL(Vae=~t{|c{K5+>X8_umjWhXgBk6Q#8;o$>(_R-5y|JbnHV8_!JZFl(A4}x
zbA4e9jVhN}G8un_<EOW3b62qACXTB_)-F6b;wYfiBXbKrH;zH{aq2o|y&gxOQq_Em
z$xuWAXq0j0sK-ytX1;uFV*dT@*5cw>#B2%!&fc9Xdr|Qgr)#ZwEjyvMyffQ76TmqI
zf88Rplvzqj=g_M>%fMv-b_>#^7ZP_M{uR#nb6<~JurfLrE@L}pjfOe(9-#Wx-t3Hn
zS@W}AL_S%hbt}6A*i}M@{(3j*{uMDa%1%v`qL#!aFZyWz0H6N=TB_Z_GKDbA>+=lc
z1IOi8iKd(oK^#)M9knS%V{Bp>RwuvCf5xQ#&$h?<ul#ub0F667OXK)YN}M)&cc;w6
z;#d0xul({KogZMd{{Wr|`BjQDMZ(Ch_8U+6;GdNrVzmc8LVw>iK1CrkuE$~@vD<cm
zKku48%WwYxJX7+ibMHt^Ly>6=5JEacpOr6_80d@nQtqR5LuFV)8e{G+<y4+Ej^pl(
zXO1fN;Z<(NP(P;?5_%U6>{#Ql6o=_iK`3~ECy~WSU42DLl4{`M)3DQlO(v0~U+)jj
zqiIw7>-o~TNfkAi-hCGOD8^mw<W(N!O?=BHnSQqm3+eY>b17v{B!WQdK*fDTWsm#o
z`PZ8G=Ut0J@y>~;NUbDEZ7RB_QVAlr!_>3oGQ>jg=InUO+e{*91-$DYcG_@0v|C!-
zN_X4a%;kEruOho=yoT>V)Fgy_j%C`Xs2jIq@ZDMd8@P|jng&HuNF~Qpk&o+IePP;8
z+cO`lu4J#dfU)W?IJaACww#Rldrs_qDr2K-?f(EUyYHu#X$6emYx32v4aw*Rcb}(z
zm2hY}lm7tAuBhMe2LAvG+Uag*?A`5SKGROWyOH9C(cW0jA1nsitK`Y{uO>){ls3}2
z9dnFVS>Z@h&r!MzWegN62|9zgaah++B;Fu1N{X_*z}%|18PBC-3et6F8)%WFsHILX
zt7OyZ(%8wT#dQ)YPjaBHbH;FgoqIQhZB`9-@5+cIDF{^nah@~y*O&N;LvyQXFo?s%
zWcj$r`}iX@>>e0`D7@v1X<QB!xEv4a4Py$joFgeMS*=QOgyk6Qj$7iwU1~7t_LkSN
zx`t<HK*3(wC%;@{+PE7?MWnYOj#-nD*dCSK{6*FvU0N8P_smEl`GAP1jIrsS{RMgD
zo#NkX0^U5IHbqhE*1F}QIUCga4?(v3E{mqbMgqcw{#mVHMMHP8&eA-Ol@o41N`)mn
z9fR|)Ij7F-dMezBmx&e3U1a=9u*XHyWG(*yeG1?ELC@T-W=o_001Fy27ye;{f8;@0
zr1djxSnIR%S0CWa9e2dv_51x=x<PnB<ppv+5V|qz9wK3kwcbzW)RbQ<9G=H*btcpb
zI<fsb*DK?UMdAB=l~VUn;JDy*IX>04E@Zk@d?+8nE1CF?WnBi;NI?eV50qp0O->$H
zsbfl!<$<l>SKs0HEXc&%%1a=?Ic}rcwzXT)r|EY$Wd8uFjFI)nAFXm94d-bzDdI^0
z^5;Aeo}>Q&ty%v75Vae-n~&^!OQur<2IhU7XFn>b{Od-qRig+$-Q3>r`^ugbx{$dt
zt*-o^?*LAJI_9)3Z^aj3A^zBC_W*J&Qv)OET_=Za=Yzx3SaBrZWb(6~8L&rxdc@ML
zwd*}XIF6J{st=W}P-l;=chSVgj9PU0+x!m)AN7uCx+|->V_!ZXk4Cy%t!i1}bSWfj
z3a(ci^R}w|Nx8Pud<|<Aq!CLk<Z;`)`*|v%PxDdw*GWB|v40tk{{TydJ44KjE<qrD
zD+9-tG2eJZy92)6fs6ywBri(RRn)an<+0a;RdrH4t4XueFRl{WB!v>=WLO9WeF@|0
zO?oY#hHQL0W{ZDy6U{Zss<<D+gU3IOP}0VkrFg3Cq>>n*u(!$~Y!-5$ah|6D{&mfG
zo5k|$7jY2^EOGD=c>~v<TIFtYo|_%X#t_$Y(|j8RqG-21TE@z^GbnPSC3EZauQ!h8
zON&=|ZztVqk}-}oOp<fPeXF+kdncRW8KiJC=Ey+w7!~BRL|Wn7v0{H(s8eq3vSm`y
zRz8HXjxl6L6AY>b0Id+wsK!)cv$Tedv`8)^3RJ>}KY*z&?ya=@Id5)RQW%uG6I|+>
zwyfP$Ph)?>vny)Mg}`QknN!pTT%XiYT!+Hj+x>gQm-_9(2(4ZRhTSugz&i3hhB59*
zqPpoTM#m**d7m(DZN1GXE;<JMt8@EC==7LmdMN(@3Kvnl>-Lui*w(g2cQMhVIQ`q7
zpsAKQoBmixeuzzK9ZK(?^vOs33Xkm@!~Xy;v-AG|O$`=7b2wVuFvzx>@QnWeg&$zO
zCyOhR4}U4EK;GORm9AyU^>b0Z#E0)qA^N$al@8>vPvRR`78_^3iY4fPFan+S{{Rv7
zYpeYG$ik_aGICvyzG;UU<+!53c3%5_y`FBbKN*ks)Dqol(v7m+PQxJK=g9tbUkT7r
zh41{Sa*F20lYex&oxAEcS5n!lk2W>BAhP!W=hD3!?SBq%3twwzkGf_YezoL?0O``6
zNX=-jm5`a~(`vsCqkodmRJg}?xySXWhQHuMe5Z!xkbl!lv;8a09h<6<eKX#qR~vDW
z`O$f;n2%B(Fz`AkU-(09h{s<&v-#Ffh<sDwi`_iIrTB3)`<5d&2{SPR(-pyjSZqQW
zy#+}Xo$T4$Z8Q39jGyEv=9}HI-IMrc?XA3JZ*+~!Zp;t-1lO~8PT_S;Dr<>QIBCiG
zxxw1C;hIk9weh)1u-phd5%QY$uZN*y@a7f6W=x)X9it+!sqmK_&Dpg0cX_eKo5%2x
z!KH;Qn<`*Man(wSw(I~HBPO7fM*Nlv<D+MhT&9GIs=swqeFX#7t1aRJRz~@Ur+ScF
zA?U7u;53Rw=twnbPAfJk$mtZHr})+7xCet2qwoj%)UtwmSne4a`Pgy=LeWWR+u%8m
zsZUC<CsF?ZEam?IzG=d6M-a>T5AmYo5*boal{h`Y>MCG3=~W&lX5SnPkNxe!qnA;V
z4kU-1;J2kTt}^uQQr1({6~P9XEwV_CFaaky_o{7r^1|xa+EDcRRlw7?_YfZaO;b%0
zx6o`;swUaUR$LBy))$Lz)?FCG1ANaQ8R^CjYhw1uO9n<ucRA<lT)wSoJ=7`?WWq^t
z_;stL%guH-8A)0w?))~1b){NFj;SI-p_Ptv$5C6~+0GS)_2qHWxEmYMYOw{7t15s9
zIPG0#nc_rpv0Sj{jsF1ST{nr(D6~%6J;6K}{{S;l$)nB}AS)k5HP9<7C}kk2=xKPR
z%N9>NIIGJrLk3azh{3A<UzK!6MPLWwE3vz<j_7(ebDG1{^!SqHm51)!55wNGl_bq0
zP|jvifL%fQ(>%!Y_tvcao9w(v3X~tjqNYI;0ka42tlcwJE1CAHr%{!Zf*LgG^)=*L
z^}|7}UaLSdCx5-ysjs25p&rHoS8(r&@h^!+G2+XxiaLy(cfieS8frSD8O^;8Jl?-#
zLHJWv@@>QBQO+<2y+-Gp;16t50}#OR+qb=2Ar>_m874bqVVvih%S)*Xjn3qInzO0N
zKiWRw>U&i<*~vTC0C&Y@b8(uao8ra@81G)u;OiySJS31@Aa!eK)i(_7$`O(2UMYA(
z#<<8F^{=D;8rZ=<ge?q!ljNs-b~Q~ltcbmx+2sBx(k^Bemp0Mwl;#<i01+y2`ivU7
zmR>Z}t(x3fSj7ndGI<fMe!N#<@ee^35}B<*5nVFA2{;bCAIuud(RH+VKF@b^<jSK6
z?AZJbDZ*+ArE^G1o0hM0mA&xRtD`l&&Z2Gq0DB;eEJvK<&;T)3^?e#!JG-mPi6ffE
zS=t2+%S6Ny4nO+!sjXf|sLN#pcMBt<Hd%QajsUH%8(Lb&CC#Mnk*m)PpmfTW0Q2q5
zK3TZklH570b9x7erh;gqxn_#t2bN3pDn}XoIQ*-k_;cgGwoY^nQg8H_*sZj#f7St?
zko%6_wZKBqU+9-nvLb4buy~}-Jit1S!~<OOtnu6lkzOm9j^YOgAoU*gDk<MhiF#~(
zT2T7_l^lz*Hhkv;Ju8jy505SUOKjFxE(WCn<d6C4zuq4Hwb|S<`7#goO=zPQwj-WG
z`41(s%@m5tMt<#6GB`Yu`BM0Hc4F}c%y`ZXSk$e&qvk0259n(eiqYmq^rd-n$e}AV
ziH*ZOxT?!{Bu*9F1SbUJr7OvUjPq5l2J|F-57NBqmF&5qcfytZ)@u#K58j{3m*)Qf
zo`>|T%L}qclIJYFJ;hxzb6u3G!lV?D$vSd`xmh<q-#?`^=lkZO^9DNpw9_*BkIuB_
zi77~B^zz%lCXI_KFftES?^CM>K+5ETG7f47nkG`L$$~iq)k|xHiJk)BDjcED1XeC_
zjYZj-s5cKZXy6~>Kb;s~Q~A|ncL@IgmZ|>$eNzqe82<oVpZC>UoCxKSY=tAg=TKb6
ztpi|kIqOjUz6|jy{&d#AgQu7X{Ay(=Ni<YclerbMBV6IYA=ixh)`3XJ@Gd@;h|-09
z@to~!iqw1P3aMEE$n-Vk)0LEy=z0|+cADx)RX@7Fl`!oe!oQV5Z(;uT=xR2*i1%;%
z<k0G_;GoL{ub{6U_`<=py*Lg^TariBje5u0kpBR9{{X-ZaNaoZl)fdsiuMb!2!;ZT
zuM-{EB=-8&*jmw5J?3SIr72TtCy-g{GFnXxMTmoO5)Rlr8iVbvZq4LKc_WZ(qMO1K
zL@gd$=tOr`{(3M&z{muC8LW78N0(HZ%-lwzBEh61t~~{M+|avB^EoP6Gp@ApE}8!T
z3lC4#rnn1imgurR)AF~Kw2xk<yXW|k;dSTj>~ZN6b6yp5X4ZO(Lgq;$Q=RdrP)BNi
zk!()phWO*rR8}*g3YK>?jakLCUez^Jn^Dvyvv>XV*P4V3e7Pr|PNJ!5dVrr%ns@=j
z$X!Vo?^9`da^76c9mC6S2pLvjGI;|B^QXR>40`_n*x|V|!{+T0C>*b^HL8_3$*!o*
zQK;gZ*|WOvF*lwcb(j+*a-5UTUTe_2D#7h82puG4<m0)oFwymkZ5L&QtW#aJ({BYp
zC(!=@D(pNvty<dYavAQDCV2}KX2JF8_~N;vtL9r9P1-!Kb1%j4S@@4!yN+A7yN(rD
z!C3bBWHHM7;GVU~_)|x>kK$&ZYD0NOVCVqrjz{6eDe(c*Ow&N|PbJKZ<yhc=SoP+$
z{1tO)b@2;My}7xC6hk8qpBqUS0Q>V@QoW8-**rx1BZej%JC2;ye=rU`DwmA(1Fl@!
zzxIsKq)2v{PB&!rt_Q^0Hm{*sCC#R*c{BlllXQnG=zf*K&mV5$o~NVBFJhgKO7l;z
zA6n*%{{Y3rCpinI{{T0vUx%{Z>R;L~aeFfrDUHV<XLn5Wt#~Y%z93woxNNSTpEd@0
zYN=I>TZ?+4BL^s^k<s~?J!_Hh(=fc(*+<{I+7G!cU3d0=2R9OaLb;C)+D69uP{kzk
zo1Nje9n3O7>C&@!i2FG-YwW%FrgioSx=7FrstV`6C*nN{*-7MFj-NwYc55_o25HXn
zIUzu<U*aid(e1a&&6)CY2lq{LVCpAPN3G3qF?_A`u>Sx7v^sW&J<N<2Hi*vW&<An+
zg>q57&Gp``tIRMjo;5{op*+RLJ%AXiGtVSG3l^~~#!IVEGKxxp=D9h?;ar`y<fB(x
zb0mvyaEzJHA%Dj;>QjyRrRH$S@~EVHj)#?4l<<Dey=p6&%lMWN8@zmM-Z9DcrSSKe
zcN|4Smo~BTi@UX6xv{s3_76MGj#N2Ox9?_>z3*d^S{ANhku0Tew9I~9j7AUXUSshx
z=5^66B8Ep*d5CpVM&XQ%{x#~?aY(i@<|%&f8B<(dx1n3=maxZmTq-j$*n5n7R<N3<
z7bzM-4suBzCk~r=cIZT9+1x1H+_A0G;C*RRK3oUbN&f)WuBXD<OfL<!+r_!iGX_1f
z$NE=gk_B+$a~V>p$pgO+f{fwKBcAZJg~pNLnQX4tY?3pOQ|1F83gTPA+Qtirla9su
z*Q{<h&U^Dl;Ct2)&1Sk9yaXPXA<-?(uZH5W5_ytDs;of8a+<xwzBKU)=$4Wd(yZHc
z+^f;Z?VrGb`PJ_f>+{;cnkJd^YFGaNDuMh7-1~R@s`iJX!J_Gr+Qi?z`_jrkjr*Uc
zrF2IaqZK);T+8a(xWl2`ctQwmZobcN8pjN9ZADSQ0Iw8Oeh_(1t0;Yhc?XgH^3h(6
z8j7SjqIvb;;X5<J{{Z10@Jf<C)2g?(p9ubyBIv#aPN!0Dt@K0x0A;T~Eef18jsF0A
z(g(Ne<~jU7`t{S#BNcPMZ8yMbbLC#Q*HJ<ImY%j=1_R~Or*ZG7XZbC8>1g+SyNDjO
zsbk`0v_hiJJOPisz@OHdsV=Nq-$SqaKZ3G$=+4LetLHz+Q(A8YLNMACApZcjcPXxN
zPZ&tqduv^sU<PJ6KY^-u7p<x3^4(1uq^T;e%bao#trDvGGP!28XIK5F;M6%?0>u4h
znEwD;Vb?q=pLfIBU;aiv`!#UBba3O$jhuTnIiOuB0g}=}r?_Hs`cx^)xV1ZD;vWyI
z<vcy4;~nCV{{ZaN<?%+2q!0K<^l-h$*;xMoHm(%ifcp)rBXz+v_LpLBWe3`hX+EO4
z-v0o?RiFeLbWJcg>II0$^Qq$Trhu5;py}j};>l~zJmy$@(*hOtet#-fn-=0vCOjUW
zKR=Z|X(Sq+kN*G(&Vq5bLb4zB<sDwrJYl3>&hW*fT8TWeL2FpTkH}Y*M*EjI=C=Gb
zCe2%+KOyN<q}vsa?#AQIytTS13QDgkgB)sve5=O-ov7-U>2RhysgP%&aw@&6fUtpp
z9%*|20J^lzLNk>)&pcJdXvuF=lJP5J;#Q!2SfBiIyWfXVODBb{94jzOqqu>bWmdQ!
z6MVlCFS`Ce_0GLx;F*v95$o|P?q9TZ^x#)CmW><0lH%&#(BgUGk3BcA2AveKOoB+A
zT@OZHL9UBd&@2(&;@T+H<T+-?-u!!iD&+i`EcHf)D>+qVLgjYgWMh%roQmgY(6Znj
zrl+^MCA_&0Bcpo%0QKq;mu-M8NdEwNz^0p9w>c>ikN1iGm7I%;HX>t@SC@b*4jC>{
z!ZD0`GXis3YS){3L;BVYn%KG<9cjU{RCiuyq#v22Eq(t0PUG-2xrfS)1e2O&#0fea
z;5IRuq`zz==4gk~KmNTq$2lK0)8qY>0-v<7)C}1ftfeu!mQ#?Y@abEq-!D#;lY3@7
zu_$?2l;oCjdm6L$X&pzIb1N=6P(UB0H&dAllF}?a*=)xGi5zt~!ms08ZO4g!;-Q|!
zWL?lONo6aD`5X-PBd0alqAY3^017(_^4&9AO$zhI`h!OtrA`$j8CGKW86S;jDYX{T
zzTb-<H?wJ@(3aaz5C)bgw{6MCC-AAQbh}B=yc0^QJ1g|8KL*Wh;vWW!>v%l5cQjJM
zrz(s;x(`5jIH{8Hw8=ks?HL?yJRE!0lqDxCJ&Tp5u66o-+?ryTOtQ%r`$v`fR+!Xo
z2;B_HGW9A~3_l9wV%DwhWZ3SC`~Y*qRpBEk46TM82t3g&Ora*8#5_D^uD3dyeQGD-
zW%AFjQA?=#R}iF;vbGp0Am*?V;U*ZA?0@g$gY~J?X?XUZmm{I$AlFPQsVy1LDh@1$
z>gYprD+xA@$E{~gd>ykIuy5}m;-<Pp^PRSWcOFmHs~$R6C0tuh$m^wsO<d8@_2C`a
zj%dzy9OJ(=;(jvLR`bO=l$%(7{l-3rAJV-@9h!;|Ib<WRxUUrP9i^Gquijh#04%k{
zhZ_mU%y{cs;cL2&m9s2W1qF0hYsJX<8}z2F*)M>HIT-xvlS8J1{{SH;KS=)o`t*u4
z<Z#CNQ-hzojMs6;V@FhJjlsuGaf4Linnh9^5<N3e>KBV}?IdKCCxUy{f1C3jznx~H
zX>&&EV8{xt+*i@x32ubm8%W7t-N6?C`tIvrFqtxhWA(3X_-Q*Xk2lOm?%?Qsnw3fW
zICDOM82d?buBWGX*G~S?(Y{#`S`uW#oMdB~@>I~~)NLl78LjgV@Dg`7(!0C)+FJ{N
z#JBF78RxO8)<P?7HaV6hLSk2PtAfXGQ(S-A_JyL3$mQDm%<~v0`z_M%&g5`U9WZOq
zz9mI(cViX&GG)>w5-vE$tzql87J9yo4a5<c{K@uiz#Ds#*v}kSReN<EtX^!Xx+Opu
z9!4^~bM>ufn6#Ab<Yx>Nd7N*d<o1@Z%?090K$FWY6CQ&A=Z~dk+F3kzaZkNWNg&H)
zo`i9OT}ipL(7Z`^H1YYiJK7T&P<FOEE_z_~_ov<J`ZlV@4L-s}VG}V_j38#*q<wLN
zTYGEEMD;TER$J<enkR$OU3$Y?vbmPb8AJS#kfejrPfU^2dz$u}hGn;qpag|D2E5~1
z)OG26Id65PUt23$g=d1$Ze>Hzl6(6BT~~&@M<0mvHn`dn;xJNV9h)6TvCeBq$!uXe
zy+zYf_RRUg6+swf2RN$}>eI}n7>pj+tLG0a5vUvtupPLpTl5Qd%A*(n*A6l@R5_`?
zk=KQlH!DpM6S$IC(wKt`64?I$c+_ee8QR$O+G;^60nUFTUMy=}+UKh6(5Ee|aY`Js
zxX;}!z~Zc}yet6;oboxMM~*}w?&tlJRiK%nAH3Wn>~YecwVY>efy$(=S~l?y`DQ9M
ziXs01EZ6d<{kGp6$@*1hx`>__<LOGJM{UO#c@OgA{{WtAkEIwv(HHWlP0D-zRG(>I
zf6BRiq`R8(6XAclD9Zl;bbeJ^?MO}rbJrBVXc_yhOPWl4g|J6pDcJ(5iNWV-sRW?^
z015o-Si-EfA*6!fWmJLC)!#5Zyk`R-VAVEkAv-&I)OHsQHOYaa+6c%b@N1%-I*`0y
z+9p<N{fnE0CUaKJi({&OW}<6nU+#Xjv%^%5=4zx_0jO>d`aHkxH}a|4IX~F_YQ56G
z+2zSxY;NAwl8vO1rPYrX)+9GR4AAZo$#_h#um_Mke<57NmUGQ=RDJTkVLO2Nagu44
z*KcchB*`j_NnG%1Yu!lQO>cG-D=Mn(2m8EN(QBee@T{$?>U5U(+B6!qrlI|w@21;C
zA)ej9FDv1`Y-gUM@~!XqO*|w&)%aRN{{U{uS$-e!rOl>{5<6`$syWZvA8Vd{G03ey
z_)c{OP{aEPGuX&ZKT7j!skdoG{q{R4$t|V7k(;J!_8MLN)%3bTT*G|ZqJ)8%22Teo
zjPu*lxot)-C&iaxRSNm?DysD7AP?5J{72&(>$^pUX*BmyAYt}k+3(zn<nDDA{?Ti;
zDr7Pj%KFz%9urrTm9*|-T2Zn|-0i*|XcI@`8+*xg+ndWsBWwj;cag?=3iRuX3%MD7
z!{JD6*B`|sDo<X#A6l*OvsGK&5pB#9E39h9MqiNd1_AZ2K~a<VS417wr!1OJLyBD^
zRd-U}9@7+#rKMb-$!nm}>@MObeut*0Bb~AWfAkvI1KO=yaK^Mqo1Esa6}`BLVzm1<
zGn4}Z@W&O6JW<@kBr_;z-FC8`;<kKQE41*ZmdY16W6`>Fu6S?H-aOaL<~LZD<K%q?
z3Ov*kW=Df8#+!ev*eNWq$eUZ#5J>!atG273h}Y+`*hl{Wp;b*Ic-D2MRwFYYIR5}}
zRCbK*<84gtJX*vnNmjh1-(~s}?5vVq&dsn6Yl-mWsMojgt42tCutdQJdv!g}y>7_N
zqdDh1S2f`1gu0%mBY;6}fA6DQuB>H;tA8)dxx<pAE_Ug{fDZz>ABaT%0AyPbM-%@5
zLtSKIA)no$;~a|Qejx2_CfOGNwD=hM8l1Yc9eAY0h*zg1ayp&m@bJxrg}HCEEcgWu
zI3$Gt{c~9M{#CAz1oulAxtZmcduMoErAN0U8rXjg>l3AoyfUgy6K-xv##yj`3eL3C
zX4EyQ((QlIbo+7UD|FqrIQ&?e`Z?5$AmrYMnxQF4B#&J1-m2PcF}!Mrd=aQ8(*li8
zQJ+%O7D*h9zjQAcs#-0ilWEpwG~bJ8*n!(BD$KUVIZo~f>MPBukA!ObB`r-U;Z)(w
z_cWVTxwwU5d6=#+dFxnyG`@W=NVlCP@|VnF=Z^pnLGZqqW2I=@Dj5`$lbYtfD#G(<
z+FWR@BQ?We6cSkN_O9F%{j_ACK~<;hq^;Pa;48UqG+CL>;IkE7-IM`}>HOpTTSujG
z9twhcT^3;^Pa65e{KFl+>!A$K_Y}9&wRyO@)ZtcK$n<cu<?PXO&t=9yU{B>$ul0EJ
z`!=|g20bG{d3MJFg4<*H{y;KGZo|EEmPPgLW%VY{_GP#++o}HmmaU#!>5-4ZqK~tw
zdW~p{sd)RVc3SY&i^Da>v8jeSmER*j^2s|W^gsP-=~85naDM|;AQ8Wt=D(MOC2~IT
z^ri+Ml}$;iubgm)BC*-{JN`n_{{Ytm{{W#a6;r^aj=4TqmHRVs{{RA7E8NS!f%9jJ
zn12}gZrNk=i#mqD=~iSAls_W$%~D*Xgn~L#%a&3%0iHV7pm3r%@?Q(onuqN3F(5?e
z{sK*EXt-T&&m?2cPJ4B)r9|EyAS{g-Zv2tW7fW&4+Oy}KK4y-}2u-xx)w#qbqQ1A1
z-oo>IY=N#7mm{dbucHO$hhpSQ2qV?ad6&hjt2?U;b7wL-i3bYV$KhP*LNdI1o%oE(
zrY4MN$ty?nJeKDM5$oQy;<u1!_D=*-KbRYN1d)(^t0LfTi~(0Iuc5cKNWR9BFzV&V
z&*W=nanqWEyH_h;E3N3>tgp0iNzdy<hxZ3Ql^m>OxbswP9WYL6W>R1vbv#o<O{VUS
zo8jb8Nvo`_9ji+T99%Bt#t%?>)P6aN-V3M-+d~E1fSHyO3iaTObmFnB?&GwH0>Hj%
zo@56E(qG*R<;jH=^OD)-n{BHJ_9KJ+ST(hwKHW$W{nJ>mfT$NE@~wRgk*M$o-8@r{
z;Lh6FgGFw0{{Ssz{{YZdpLlYB1Kz9K<H&&LIhI`i0N*Q8PT7p$bo8y^vod>}mx_=4
zTzl`Y{?o3X!Ftv1h2hV(SrQ1mVB@GGYW1#T#b^F5HRq=v`YcwKlW^Al4%~+g_SV7w
z0DubQsQuP-Q`GfcC&$)0t-?ie1+2&T!1)RH71`WJZF6cF;!;BX?nUGb`XA|EJf^TN
z7)5auIO)9;Ybo`vqr>{1r4FZOY`0|FO6s`{kU>2wiOr;Ss(0A*JG&QyE)MvK!novq
zHANjHE)ms=954s&n#}ONy7yXa+Dy`7b(tC=o?0^FAbXB~I@r~GGvzqA(wWvY++G8a
zMtS4ZW}}%}<8f$eq;d>61XSq8*aeZd$Ivk9E0`+E$8g8gP!Bu+Ds0(DU>RL<tOz`c
zcue#e`d2Fr&z8WlhUcy``P7=_?8~F8X{_*0(g4O4<(CJJJ9Mb!cd=1dc1K5mrv-ra
zCW7(zb^Hx;o(_`g?@XBA86H)bjLJC!1OEW8T_)87fGa6z>}ufR?8^5{8q!d?KPl)c
z#x_Q#L$qLWYCDF-q?zfk*A?N#zl+4%E?Vozc%K4Y+jnQSc&n#p7A{8J`yIaW#}SPC
zo&|YVhEm$&#v0rgu%ysE*xrsZt%7>js$5Q%w(`#*#Br%+`U>&C4_+_!roX5-+Of#9
zIsWSTm_Paz3U-90>G`29UuzXDj@RMz38Z*~#M%^jTX^o$NY~L=5&W@TcD1Fpq>|Ve
z#DuQ(Jvwx+Jn(j)HE$Mpn*PpGBV~_kV}p!={HxaVsU2Xpl2#1TF2a5AE3XdIn^Nm<
z$jYVR9%!CZbD`hq(8nWyL#aDS&wtR>ohMSAgsCT)wKnZiK4F~a@Z!6_65A7M%%xUA
zARjj%j8{3P+qzuL%^E+*zv}qzeQO+C)j7DwV|o{yRErjRsm|8R4@1EMx2&&YYlMrO
zw3uJ0tch(c?w4j7DSKyw_!{TDM2}^tEU4!qBEw<%w+_EUS>f88wN@4-@<QnCWd+y;
z8<~y(9Fl6(S`GZGxQOE&eq)ndcZa-V=ju;$VIo}vkF{Ah62yOrll#hg@m`qP-MB?y
z!)Y1h;<)jUqegAwC(625g<hvB_GscS?WMHT);YLzjPyN=fAy=vJY8%T#M+994nEN2
zWP8`X>w1J&{veTJ<i`qz!1W~8gZPa3z9G~bJ#HLx^{n!lxniehc-up4UFAXztxk9B
zUHrg*3SY7Do&5bO>!N@F>qzUhaqC}6%y~8-TU^FJcyZ~9U$KmR?tYbOEQs-nm#7sE
zOr(*SGzKX7C-Sdu@C-3U;drG`cgq}m$mgc)SB&3(s~zjvya^!x0E9~1kM1w?HN}}!
zal*<-=)$G#k=mUi`r^^{z*Sie8O{evyKCW#ud&3fEK7*M$0xOE*xxL^A9s<!F{3HT
z^c8LmR?EpiZes)}7$&^x6tI&~_L9-0_qL|haX5t9irMx&pTwFq--oWHiXSY)azkK`
zlpkSTydEBpRMW#W;47&@rG2rAZ;igkf24^cxQxpY$id0QO`z)**3cMdlK`+Fk;h8O
z)T10nv#Bf7U2pelYTZduRVlA~spWnqg6~7s8s1ohr4%bkjF%lULF>jUkM`}Xc1}tn
z%CI+<0$^@tUOymf(R_QP+iFoZqicH^aG*4Ppm(n;n?Sg^+cXX&ffLNRU_$vzxG&?>
zS7si%=k{sd+jY=Wij_Wo`}&u(&3aou6I~57e(HRXu6S%6-8*xU_}5Y39cml>XI+xs
z5pM&;XW9MNAOrf3*0{&;wz;Rmy2RFv_8<hFYRIPwdK_mpcfp#?r-!Ys?`21ot`)6{
zD}CMp4fL;038`J26JF`;I%chH_Hd0NtFnx?GEHj9<;iODAyyj*+y}LJoHI|dJ&Fk0
zIp(jytX{&68nUiN2<QB1%2!OvD^z-Ih8o5L*D<g1s=A$+U}lYZA9xDpw9Rt=0Q)xE
z5+ME3@Kf5aom%!p=49l5a=fW#bf*qS2Y;9Oow34IjJcB=-l*yjGsML+?lan+M8y99
z$HNbziae=E!MKwjLH-rRDSJq@W4;N++`v*&LmPe`;-w?KNpWCO=X1L>eZ6RCA{f}r
zN7lTzIZ}`BIv#?YUc_K^pwqmR^*@~k6!-k=AFjlAMN5#%R#p4U)Ow1UWDKE)Lr?Nk
z(EfCuOn==JmN6%EJs92Obfe8--kvSu{@|rH@pp_<{?M10z23xrX*?FKO<LL=INCI9
z75t#&XPoynp0PxX2#t6->00`%seL+3sJncStC8Q*y-Xe<Vkk~7_t537byh8HsMWb7
z0wl=#()qp1kItyWX%uP$K!E=Mx+-Og5&r-zlkyb3txIYS5$H~4Uhco0L3HUgtkDS+
z7e-KX>M7eJAHctrCe+W}AC)g_G}A)mM}ge<KURlRn#H5GX_5nQK$u{l&+F}2mzq7@
zlEU&vfJ^sq)!O`1e=o%lG;CD;nRB$`xvp~SQ+v%Q+FTS8KvC3|<bp7Np|7W<R;201
zUH3d{kb<0(`5BkmZPuBvOpBHrY&)u;7Ys77NOS(luHw&BjdX2l!bzeh>@hS<SY({8
zK=;LW{utG?$b2cLq_?(<D1dJbB7zNa;xY2W)8>>ft+Xzl9ut+6tayc$mBq}Z3W%64
z?8u~4$4i<GSL~9sMnJ%B1d-D<)%-!#pnnpi)>Fqai*-U{U`BF%KMLlxJM=oc+{8nC
z!MOSg>7!PqSgG3AMpJ|!+D`Uo&_50|x6?c~Y#v2(GI^k`cn26CrFN;-xZj6Ya$k5$
zO_oigY&!rR#}(Np-mR(Mm0ahOO}i3-R&Dy4fC{m1_l;_aInNjt65C;NFnWF!%?5w@
z=lY81{7&Xu#EdW82C)369joHAdh`0+lvarPOb(PIa~DL8Sv5Ums)9|(@BYZ7u(qAN
zWvl>$a>EEeH?>XS_ww)ca>QfpgmeDrskFJ{{{V!?U46i1U<3a7u9|7dPV1um2%MVb
zw}103O%%|&w5l*Na1Kpj_&}9QrdY`@G@O%<O6f0dB721a*C22+io@{axVMF5c>(#z
z5)spnyY2O^DN>T5StZ!ga^{p9^EX3CKZJkZRpx&XwW%c5A=9G3STVTg_}l*gtzMTU
z!bc2}Zc-6TV?A&)UOT8xH9PBxQr((J<rCe?%rHkmf$f^tA;ULS)RNm{3}o#K9U?X4
z_mS<?3{Nr$mBBnVScCXtu;<lcwYAnvO7AW7zEc%GjCnqs15L4(No_Rigu^ANHx~?Z
z_eMrPHm7(l!qWFf*EL;AV3As&ZM=NULC5*`ucDnez4g@`YH!f>KMh?&ZEF#dMNqcU
zCnvAUDm&}A<+*oRFbU&|<|Vxr+GT^4W)B*4Jw8!YPOyak0IG6+zx{girIf+q9wPd%
zhAG869d(EAH7FwUGOXYl>m*BSJG*;{ar=<$x&HunAJ)9%K-E0WcFr#;l(d{=`&Vb;
z79t1;Qr|J}j@90$^=dMdR->o;`iV)I_aA0Dd}|zFGsw=_`tej)s)3F(*b11IHi$x~
za!v_3?^!yn)7wC>TjERWjEI385B7-k74r4{rXsX?_h-2W8c}vKwX2ua@6L&8%pp;m
z>BsOX=!4wWy|u882;jGiWHG2!9RLECO4Fgzti`l#=1RwW(x1H}o}|_GAy+KG53M@b
zu2iVeS}(`Asnfr|H>)7~A`$bF$JEqqY{35QvONt==av~*oR3q*J|<U?0uD#;k=D6X
zs>j|pe5Ut-BP*;-UjdD|!1mm<RQ?cyXNYH!muvl*l!MprEfw~8H2Ls~UTpb{%lPln
zA14%2dQ$9BkCvCsfN`=+{{X%J0M?{3MnC0?<NfOOP60+28+h-<OfB^Z@bL-Ub;x5?
z_X2)J+w4wh@M=>aJDY$wRp1(ST|k&=dYp%dCp>4Vs3x|!w{5d4t7ilnxh|<YMr4i#
zi?D2D6GU<wogU(8u+pT+6|vZZQ||OB!cq8<QAXefD8L7`3vjl;v5GlC;}4t<%M~EG
zmShhepAOP`jQ;?QGDd9&=}sLnQB8F$a(Pc}9Bq$J{=F%3k(U4y@6wnO3=WDt=s!VD
zi|tnde1(Qt4@jd-x%?@TNj!1pMu}VwV=0Cor8_$acpQ#@3e(Yv`*&aAIjor2vgGxx
zO&sFyKkS+o<2xI3i)cyd=E?s6psh?EGan+WLd4iYNBs4Z{{TQ*Rda#gn%WO@Hnlm=
z732OEHQ)!1KlA}t^o)PPCV{#C08Vbd?h2#g&-o~~SRSAH0IT{^=fcP_!M{KHF1adv
zEZUyvg{6hoRSKhF9OABNI+9ym+A=UL6oJB?nFlpa8yA?~x-zJZz+(L{PXek%1H-B+
zxc)5TJ*$aEGDll-Oy7r5k_p!0*|9WE8CV|m-uQ3Fw^w&7X{mzGBLN(%fI&S0$5CEh
zsF2)wf@XcJrvP=WB)PVcfq|YmkndL=LG=~MTAw=PH-dM&XRzOC@ZXZk1XA}n@9$Ix
zhUa2O+M~$q7ykgST!x3^D~M!EZAsXH!pn|F*VI>i4C{1==*Ny#kn@l5ub+-56_?cH
zt*j22QH@C6ETnufJ~D0>{`mg@>(-8+qEBR5);79kTx?Od9{J5ib$%p66r`al%!4B$
zq<vyV5n_2P7jVqdugi~0`rI8U*KuoSso`VgTAU@z)3*Nrj)VTkeFB2^hTTc$`2PSJ
zR<*bzK6eMYps3>2?j9qy@ajv`bSw9Myw!HQ)B}?hoV#19k<zCbgPbRzvg);^NjX2i
zf5Spcn<qB1Zjx5Qo~MepE}wfWNLI|osGx~S1aXeu^_?SXvc}Bz;y8diw;pj;VAf_#
zmek`&lwjIOzd0D~{OYiHX;h5R^9r>gI7&D9Tk*M@;xl+O3*aL{JccEdkU$-HuP^Yz
z+v%E?qie4Rx3$%63~|iLcAdl!*{@xa{?`5}t&6D=DO?^72*qJ&cJ`W=hvTrjg)U-+
znkSBB$jY9%?e!JPq0JdmnzhdRbJ_K=SK+sV?lf-?>T}BQ%PjI`S{DuqDC3dqoYwr;
z(L-x)tv143E(>Ft(eUn{;qMFDxYMJ!CR37+A!3;A$^B|;;ihV&$vvN!IxuB;&NqE(
z=SqsZobM)8Db!x?E`~(<oD%A03x_#m1o~A?9{S$q?qG~Tz)%=tJet`yR<9#E#HZy0
zk<C>5EC5`{!BC<pRs*AMIO$$bJY8N$-&4@qH`v*<7H<TRT@G9BwllW5?M}s?TD3^R
zv}&>kU`IbG1Fu@Odmf<97TrKVptCn}dsIhD^Zx*Obu7Md8B&Z_%lcPDv9ZI`PPUf&
z&UsVkZ<nd!cDfziua5<dyG?5{+yIQ(Rs+{R*1gHe-b<a$+>yzu@>@wfw(EUu70cVU
z=q|w8>Fj;JnI6Ke6qL4iARe1@{cDRf%xG6o<d&bQz7~_Edzlb6{{Rr*=N~9V>FLK_
z_2Zr(U_3{tjO6{L{{ZwOUazFEn_Sf!<{&r+Cp_fzuO9IdH~b}<nyJA1OZWFR*OoYa
zYJ9)Sj4^KXqw2^v4eg(5Z0;}!{&iAa$uoSz9CxUvCBPfU=U+gP<~C?T{{Xw{Dds_p
zf(2zM3NTy~^`N-O%Y*c#$`>tO$(0y9SFe0LnJ4h$TLO1Q6lDG-v0g1JWe++0E7!gn
zNu4(6B7ou;`OjWjxN|7~0J2Ze-wOW#e-p8qSq76h4%sR}8Sm1r9tJvAWyCiULc?;Z
zG>MQ0UzldE{{Uwx`_f3q*Kx0ioGB<JDRq8lzUA+1B%F?UsL527mpB`NAEi$wpA2@g
zOXkQKK_G5C@t<0#){#y(y8Odw&*fE5*m8VM*X#;yy%A}%lgDpL^KExf9v<-yqizwN
z*7n<LMyDHh5KsPtUY#D7Y;YOm8EgO;;~1`2QP8Y)t4(G}(PEYhLeWc(g-LJZG5FV~
zlGURc{HeEpBa<0<(st-#$MFUUJO?g;bp*!e%JQL*V{S8%pQlR6@VplHw)&#U9_P2U
zX;9~l#e($u6J52p!`%<W8cv*xb0w|RR@<fW&}G!Q!ykSPX83PO({!8tTE+{5cOZ&E
zCgFr+455D<?$0&#(Q$E2GsBW`Z8Jkp)FZmKTX0NrssV%F0;ddjZE=r&wO%hJB*?V4
zTpkEh{xzv@a*sNz#R>KKO-7GkOou?$1kpW@`pc+Uw*~GpYoJ-~a4~Mgeig;Sj}$Q7
zX;$zqrzFztW*o2wCqIWDje2K>uI+WrDJ~U!xmV<x6TywgQC}~O!dItW)HT1J$E^%n
zRFs@d!6oVGXy2HppY0#vvv15-Pi}19cY-%okv{PBtELqr7_BH}xVgsjnqG!d$0Ys}
zg_vqAggujcaw{?^ZUpi~_U9nyhUs3DC9<%_1#(TM%X6z;tN>&%;GA)aoOTD<L1^UJ
z(}%`JY2QOE2@m|T$NUP7vLE0B>filp*qcVZg>ve+{{VWb$!R=eC0FyWpQ`<gxhhk$
z^SRLq@siS4D07@)GyeYo{{UK=7!m+v=l!Gp6vqu4E3r}w9*2?EtHmmA8@gcQ^s7!5
z_*dd}MmJhA?jITXKQl{-JyY@~pcj#;+n#9~QHgjY{#88Ppo5Y`<~KZVU;E_$0F7Uc
z@l^t}c>=PAp&9JQ{sL$h%Etj)pY}~%I`wJ4aaf5`a$1@fmuo7hgn)C;9V)PC5Am8d
zo#bP^JyY<nqNg8dl%=W6-!6zj=680b0l&Oy;c44>=C)K}*p7C2*TfGCOL+2YLhTkf
zqC{k6B>n7X^{xw5@Z#z7U0cn43rz?FAVLe|DH!M9^si#^(A(g>NP;*;$Nlsx$!FA|
z*6!N!?-0x*R0_O@!jKQQYV{~ds$Peih>G^UqFwkWQMS?|)L<Tb4Fb;07Xd-)3D0Vm
zPxyJ_ZBI-~`)gSK%<H*HkOITkt#mrQ>??2K+c~v4ZJ=uvGpGcqUfBb#af*d*ts}Qc
zt^8A|i*5Mw<F{auuWWVVv8{=$sooD?G~eVn(Sw!0Qwe+p;s~{r(<O=}xOj}92?0At
z{{UX2i^Ey*b7*TT85A%qzz>)qY<^<4H4FO$ws{j;y`J!6Y|=zki2m;E^sGDmMk|ed
z?xS`@U<PxBKPCx3S}4`TR8H@wZoTyh!jv7i`JUhK>+KeHXGxko3uPofsV&bxjd!vA
z<6H;Bwr94Dj#*8)A<4-<Fza3F$f(?!*8x^lDPCLMm}4OrRJ3-`vb8)NO;i)5ShtxA
z;2uqPqnPA1>6~j<05<@PenO}$lCa`JIjMX`?z;8P834-TAo>c)#Oro<NP$WY$JE#7
z*!fTEH7zcz`n)|g>|^Lt@T8K<;>}Xgj_AJ7?nkM>t$iC!YmXOrh_VIP@UI;Q$SWVg
zNW;bYi(_*Kmp`R-z8n%hv#v<7;Jwexb`hKmb?;wIgo>3m-nX~td3cFRGSi^Cj-3^%
zB##=fT%3{Hist+mE}qbS^2vO~X9a;gjyW~n>d@xc2Ota{qPY(QX;#ms8HCHd<#ln#
z10(z^%*<PhsTenZbaAN}MLBt!T7=qi*j#P0Qaq+P2d@?3Mtg&S6}qZQp(P`XfZ6BQ
zsQoMHYxwOW(x(cM5F#LOJuByZJ5`2lZr@CFMNc@!&5yhbDdY04%q%B{a_5&jwe;v^
z8AhV*uT!a!^xIuBJ8Nrb0$s?F6)A$*`MP(nEYxQI07}#$whWfi%6Fo0FdL35&~77Z
zy*E+UB4rC<BeXz~!9On|xP3Y)^(|f-Sl$O|-!4^nP&1#?n(e@)%PHGd_4N!+$z1RC
zG-c9kRTHFY5B>5hAyL(E&^Ocy=yl{s5;)YIsKo*L0a)H@k%GrQzO}QRj&)4Z@VHj-
zC5SPc2R!Y^V_p9Mh`w8UUB>{kb6h8eXJ7b8Z171NkN$#dy73&U*0$xq^2S>&*khXU
z^EWv~sI5AkxG3_}iO*i&!KUd=dpw`Ik2o3SkD#oL7Sd~pq}BB$0_t(LIEeoMQ6FXY
zC%sg(-{LJ?UNOd(X4tlj^pZ~OeT8o_Z;<@Vt)58lUOc~X7X<z1yX?DvpWJ%zkF}GN
z+o2}aJ%&9vsa6Qa9kR#$qnuPr9A_A2^d#2Kqo*ul(g+6Ek#bIRT+XE4iL*+Qgk+QI
zRgT(eZQ59(W{rA~IHu{cBzF%ygDVO&g?^mYmY1p9*;!oMP8fs0!0%ZKvAi0KDJrdP
zAm{zso?A4ZU-L0?lZ@jfr$X<;{ZegP#kZGE<>QjknE>d6dSHEe{!~;y4E&32c1s(7
zl_Rnw=kGZTgK_>;SLk>+#x#^*tda9rui_sy+m%Teuo)x0T6uwt@H%={a9|j=d8c`~
zUbWP6gi6xOu~e~c00WYJs@z^5)>cG+?3=<A=LQz%^rg`yNOh|@q#z<pgp<%<iuyG8
zv%<vUN$ozQr})s?NVv<E(&~6~*y{II>k!dzLEX+{II4I0HSUw7T#KuDBM&k%7ecuh
zKDF;(@R;~X2`hDE54O+ouRQpruIW0)n+NuN)Dkdpltvi?pGwIn$4H%coON7Py{ALU
zC+0EfTZsUZPO)oIZ;=)xC6pc6J#+Y0EQ(4F)n?xPpnyh@KtS&ChBd2K(B`F6k>1xK
z)Kkm70F-02XJG_q@S;QegX@ZpQRYj(3a7YHij|bSdvlD_wTN!*v#9ues6}b1d989S
zr;GhtfzB{`el*V>-$8YI3dYe%KF{9E8sm34=iaa_?&P<HV_2glPh4_o*H@BWMdi96
z=R1P(X)!V=2@#6Z(he`P{>^5@Fo1tL($X?7IR5FXTZ202Njhv__10eB><UQPvD%g_
zjW$2}>o5L*Dmcz#88xhWl45wP{z^5-@ACfu=mNAXLob8I(}Vq?{{XTI&+%Bt#CiV!
z;6M5RuFJvNWxl83Yv||W%edZ+=-WkeR9AyGrE9C0R(A_;W2hU5jFA~)^A&oq`MOgs
z#j_=Z_KzdPWMx*6e8G6&{SIr<yf3BrdK<~$)uLdx17>95Gxh9hr;U6mr0C|-D;vS(
zvl$~n&jf+gS0y?YyH9hfb4{d<V$us|j@ny`caq%5yVXt!>6{<NwzUm2!ZX{)C9_;u
zyE>>li!Kj(=e+xPZ7nTlavg~<$h={*j(<w9@JSWiQTeLSi-j9V=kHgIUkx<Wxtg{5
z?s^b$o|Z9u^oIBB&2S{QSvKxv?VM-wuFlI_J{h}~%4r47s5y#A+qHS!=NGpaBOBX{
zd)G%K(Ti<0B(jXjHqz{l#ftXe@C|E=psFaT>Y6g6R?bJb_<jD<;fW?;k2J{mBaxnQ
z`qs7TD_DTa2;+h)itx?;p%#G*N{!_b`3wPUWcT&1wp+mV3;W2t#sKXn?)w~9qla9P
zit;@CLsFEVnVq6amalZCGO?E#a5z)%>GiF*#xvX2u&khCaXfbuM;*L?7urbO*Nl<J
zy%0w>n|UaLV>PUVh@of5iyr5oJ%0>Rt<5Q4aHP~?i@J#a07IYs!~Cf);Dv8&r+86_
zDl@cap&!<&-br&EtiF7(NRla4Xu(`Jr&F4{e>>*X1P<e2J6L-9b*aJ1OP<;nh*#yf
znud#Ed6sw-HaKPA*Ab^^bKB~gwTu@V1QQ7mILKhbBl*{J_K9s;NG1}_LlYjw%We1i
z9M?bQtbRFgtO{M(D-Uv{kK`*l)g>F7QnM(`+J&(F{l0PhVYoDrzNIpg3@8`-#OM4g
zpuU7lYa)@`HCoAWXrtWMnO7CdNzavCGpZ}zwalQp#0PnaBpt$Vf1ObA2B;^|=7?b>
zVmGS{9u9x4b*u84#PLP4OQTOF#q$#cHY+S1Iu$C%nmV`8bz=D*rWT9hsU`8{&WQ1a
zhBOf;B=QtCeXF#W{b8>t(m43PFz#do{{Y{b^?5mvn&;vhD8tPYgzJ9feW`@-YC-pD
zrAX%-8u^&3ou?(?WhYeC%Mx=gKT}>m;*2MZwNkmq+F!5My_>@d2BE9t{(cYhHR8T6
zY<Ra;ARPUv`}^10WqRXke}+Gy=HkDD6B^`?G@P1+vy2h%nvt?`?~0B?l5lJ3QRXq|
zPTrL5=LfY!xdSB9<ofYU5g|V*HS6CB!^;KYD9IM_pZs~N$AcZFy^G-+v`u#S$oo1E
zugq)B&F-*uE!gP7-`ggR_E<_s7-7~`KdoNHRJxzdh&J7zN~iU!mHFJ;aaZ#`fw$D2
z7!rGVBXf+8=~?pHh+=XHIKZnRomGlwBc3X(ml8Zq8~dJ>FjBscLLj81?9EF!)yF50
z-_o%)%Si0}F|1DtmXTn~f_kqY{)E<~JJvu~JaxrWv`_6ZsMy`e!V8;rjGs*8e_HIz
z6Ii&r*<Bdcgq$SPGW=1dUD)`4PuBE#8VT$z#{H)o<2;e?&-1QV!#e)}_O7R@Na(Ri
zIC(s^91X>L{uS#96`|3_pL3bw@{Dh|XDiQI@;?+qY2htxlR&X~CUo3m`Jd!C{CFyV
zI{VxrOAi%$yCcS^pEJ3*k(~Cca9ft0A2{h=emq;^GCo}x{{Y{IH0JS#iS6Ptwv(|F
zlFb8P55~7qX_*@uj;`89hiyDl`7=o@>XHTAMq3OA;A+2u{7a}>HNZC>L~<y@w;S?y
z@%}x(8f5nIYn}+w(Z(;OGfxp-hXAuKJ^uiuX8n-px?QtRnT_3>`C#x6umlnA4h>;h
z(&tJ1OzEVi<EF>9cy86Mu3*1JXszG`47blAJ$HL%yAyTjpRIW=k>ZK8o3w^T#BTyK
zD;^KZIRopF?_J-A_4{uS>1lgwfs?jGCzNkPT484nTXi$UMpwT>cG~Vc#A1i$LRFX0
z*Do#G*=m#AD9ICGgWrnN(3GyDd-Xre)f=l3b9Z)yih(ZdkEM9o%~q(!rR>vxfz^gk
zjO7_^V$1lT6eH~5{Y_>|tZyWU7n+c0vE!Ma^rQP0ANlJi>0cp=%w8$4Z7bWz?1XTz
z*uiU^^N*26ThsmOf&xsPx_W&pSu}Wz$1=am&+2MnqrjjL?@8CDm66}|ifcq<$PPmQ
zI{HvhJ7%>TPK*2R`P4?nHRE$*>q%CK)p*#b4h1<*TzzVDX&C+{{ODVF_pdG2)|!%R
z9Yjqee>o}$6e{*Lbr3XUk6MkB2c><+9)gW1za!0*?(9RbW3?{O2&WohIO=$+a*FB-
z<{yl#ZgnpT-r8A5=1$>ofPuT_8LtOTF7=fpjuZEaf*o^}JmhDNYw0q;DL&n+=IQ2=
z-%y@N$qZew_?qg%)aHz%7MnRSFjtFawxMO>t9xxW^7c0|!T_~zkd+-k<M|qkP4QQV
zENv#VvU!3$o83fN!)NKmbeivuG|T-G!rt0B*5cl1<Y34GfI5uTzXkZy!@613Us8%f
z*EdF3&y~C7$sl`mu6#vWpI7H}xu0+A?;k7_(u|H4{`*<gu25=5cYUNL_1njKuP&W(
zbun!@225v$$myQ7*8D>8UX`z1S+<QEuab-$vTe>!70hayr`vUtb7>hs!ACuKP!IAo
zwic~f(oMsX>FL<YY8ShA)c4N<z?PQwupteLF}btfBQ@P30-%s9%k=Au`%MPgO*vFt
z6kWlva0n#&R<(|!tcYa$Zl!JJ5&N}7*|+PGb6lBrDir9oCa-t-o8s`&l}pF6JK-Ao
z3YIlc!-3Yk{@Yd5nr4PgMjV6p(Nusval1IHvCXV4sUuXgo@G32g@%2(JXd%2g%!JB
zdC2g!EwKG~q1LVe0P;I~3dcKI`;{aF9lh(Ja%GUbhjX5%6!lO!+xl1M*sM~WdCe``
zJ-Su7DX80_%KSZrkBRj;Hj<3;fKRUBT`z-XEw1>IEs6wpokvrg^{6}(EH>+Y@{ptL
za}1IG)hB}PA&*}1Jgna<-u$Q6t$ns#i=i41o=G(Nv&+S)N^Z#Md_YR+?&>nij752G
zf+s#j!pg-XlHnCw9q@RsOx5pJSR_SO$Ck%-IO$$B;o0sNS+moR2_E~mL)Yd2Dg3L7
zyy)XAPB3Y&cI8oWg+05To2yR+uAg-i-j$R<#3=wDx@*HU?FQ!SSTaGpO9CYOTY^J$
z$KpkL7m4jGuQfZ{$z+I39E4WJNb<%2=D5qR66!WSF}S_cEZTcvvKCZ`kij^>IOCCC
zgs}85tCt9pZ9Dq(TAcV=?yomG_*x14F|4ht=!tz4Fg&Z~smUd<%sKS`0P9vSfUQe-
z*48rTq`kV~O<23vd{uEeTtx-Inp5UB$PW#c1Gk|x--qjT{x-A@tQ{khAdFybKjU2r
zT$I~w8qFspl4ob)$$}Ia{{WWH{VSDu*ykK)y>EEUj^rK0&7a6uCS}3qs!&Z`5~Smy
z)c7(+e-zlEIm<Br0LM*qUN6=gUe+SeG}0R00Djvr=)Q_Q>x%H$o=s*iv&d3W9IO}|
z5JEL~+CG66m#4=8ee*frJelR(`}$X#jhdke)azt*;bYGweTUfT*nutWP$W?d4mcGz
z*ydLt0NnK)R>}pAJ&`B?4%J>VeACmdd|R(6HqTl$p0?P`HWx7*G6GLL8t5anNNwXc
z7%rIo<2T(sfc)wS9GMjDu1mz4z17yW_DH3~cI*qLdYoq`=qsZOPOc_gk<&w-y-7(f
zV|HB@^sBmrE1ZH`lU1GxZLF_6)!ICV8PBzJ=|257H^BLj9Ou@ubqK!EXFN<ohK;g)
zIIM8Brz+8mmr<-l=LV!Z;l_-%dcEeQG@t1gZ~+{B)-YH3nkvVFw7p8##MgIs@^6ky
zP`2PHP^p#e_zEla3QEey&ewO9&za7Fe&6!RbN=-^{t@fk{{X8&{{R9NNws;;1~`B3
znqk!^Kl08m``}ilMv(CJ=1xpQ{smR;bUUc<-z#VPr!`HrDY3%E{{Vi)M%S}C5O#hD
zDKISm0A$>Mcb~00`yOxy-3Q%;XNh0f{sNpPlpYQ#Y6i+^#Hh{GE9_dN{=`H7057)u
z4_eBLRKA6FrNgMtL5fqV-;vGKxju%dMxoK8>-N|`I#2AVan0;`_N;?{dD`Y&_dAV8
z_M3*zW|RK<G=SRv&4_0=ah^L+H2ZAxc9^VBI#M~6zwfF8zdteNfH!`@Xa_foikjIi
zZ6)3=l>KX*`MZ;fGJR>MV6or9u4#~IQb8<*<}x!OP)^*aAJVBEYRD$hBM<luam&vp
zjy);!F<9tztLSxK8_9cUOTha;VlmMGJbguaFM%??AHNy@0G7k~3h~`Ek*medK5yw>
zx!}j!;oHDRTY;a*R8Qb#!P%o<P_+APt3l=%i6OUj=xd9b-u^vVt)%l_6nw7p`~c@7
zyE}GgNd#leMLEbh+fHI6Lad;IFhQ>^&Be5t-j&j9ub}A~POqmM8>v|@ZRTc-k%9o{
zBm3V<<8F+xUPo}Q&RSC84^FwR(^9dEP}2-3s|?C_tfP!$B-aekI!kU==uF;T>~>SP
zBz;A5LZg?vC2M{sM54YVH%X4pYk_fcz>#sd$JnS+PwR^H?LR=%wZ9Bm-AQExi{<W)
zSjN|0PeLomygU7#b*pHv<Ou^yi5&5TBOPn#Eh^T>PtxsdH2E3rmLugc?z^*HH89Fg
zS+%vSb55gBRyfUBuk=%6Wu@E*(pG)Ta)giu-?~TC_Ne64wWz$f#o7junN^AntBmBf
zM@|kad&Lti#iSAl(aKLEg2)(;&!uxD5Oeluzwglh01D`%H417neBNgqlWySNBG%sS
zdpM?vCXE&IA_BbU&;!_tp3hy^<bh?8t(*oK9$6Xn{x7dury)cP=F&1xQX>GL(zI=2
zw35PU*4qslk}%9Nah`zs*527IR8ugiN^-M{v3V}0Ws(zzjin`n9#;n-kIJea6whpS
zJ+w@!yq(A89kcT1o_{Ke-spM78w(*NkJR(hs!pjYNDT7<DyldHbR7pu^0LXbDv_Ua
z)yKhFn~!5+)5X)v8y~Q}ynr2~zCp)hMfRf{-X+kr7;v#mz9$}xaB);3k8PyVEcuKp
zWm++wc;JKmDKz!nYOzcMnB0{(=Yx<%XPROa8OCXQyFc>`wu`G7DQ=GW;|vJwc&b+E
zwj#caMM-I>#df&P*+05z#eR7J_0Q>EMM){qmoB><mT{G&Fs>^v#6$im`_K1B^A)N`
zHAh!n`YqTzf}hk^1_?{+FuLkGp94J0OHw{ByLK#x{{SG@s=o%jt50pe7YgUEm5=-L
zUab5fHP^%vT=e4m5r*0Nkpgkh)3>g|4+pmuk)hw;UtC{(uNxziY(vZ2h3E6_TI>KK
zyjqd^y;laherH?0%;r2YF>|XoJl!@p`qzs1x;@@3)rL>}e7|pc_dgCU*|ku6UOjkk
zi-{gF)j<CMpNIZ+^%*qz@s&Ln=x}2{gp3D32>G$?ie|;n-aPwLr(?dN%L9t~q<K$r
zP@@>+()nNk)}syEHGfJ$EbbeT<&p&eRKQg=>)#3F%y$S+OLhMM(2aQ%i?<+m73%*0
z2^f8%=pXs@U;PZ%otysvxm5HzaG%CUrp;<5v7M4cQloGU-yHt{O0$EWl@z2jY=wAW
zMJ#fI3UEol&3<_~Cj^q%_bl&n#3KnVae^wQ$leJzvmo-$7!2l|(z3?Ecqi7Qa^GVk
zkM)1jqLbx!wZTQ|X+{wp!Zuet6IC?vXvs8N+)n8GBwjFkQy9MF<c@j4_N*gzmbVd0
z9Q(Yz#lN5QuB;=Hs^t`}`|MA$yc%rkZ)~mSjtGG*u|R$Q0LAWq8uPD+S`YS2Hu|lV
z)7!*@$Yq4#iDQxYS6Y*`?w4hDT#03mbemY?HOPEQQoa&d3$ew*j1%l@*TZ5lRI#z4
zDJx#hC8nn=s72BCo=2WtUtU2j*1xzT0P``blWJEF6C+(r>PH~TNI!)~tpWC+Fn;3n
z`U=d>GC=KLWTUC&c^;*uXnLlx;Eg8ZN0C<M#7aorf_G$KanBk2>y^8g#1hAEr(DHw
z1Oy1<c<@)I2663O=fh{Ylfus(yrmpB%g=mPb=Iw`_={f_uu3AljewF9z}}#b>H61#
z@pTq1q-3JhdcD!#3Q5w8uep`tUk~aMYSy=gR9J5oC5V^%kFb2CcCDWdYI>i9zQJ}3
zb3uC|qoSS&-L<}iaZ$7uqs5l-YjdrzNOC`UfJVdL>&0Z;UE10Be%?zv#+v3QEYKcA
zUq2t16{IW9Qioku%S~_8B~B?xc^^UBlWNjU5g~~=&qK{N+T?k&%!DzQmIt+Sz8CRI
zc#Fe-YG4xSa~!db&FVd>)Kd8~h9>~=idoeuPYvy9OO?j^9F#8Q%KDpG%?CcUR9(b>
zjej~{wL|{^Js0z@&KxCuj_yfzD?(*?7|9mH?0D-^vbV1lpLu%mT`NZ0l=T_nm~}wu
z<|$pEWSsGe>GpGWlInFTGifwlb@r%PPI^{kI=#f_KV>N&W@hX7RF8KejDV-UIjud6
z;_S_1N^5fF)<422zFT?<rS{p6@Tcob_SYRi{HnPojXj*p%8~*1zgiwCTq1@8<{Pu=
zRK??-!}6xdbm&Bx;d#a?uUEM~%2zd7crA!o2hINNN&Ta2qdOb$LsTKvUR4YeBivN~
z0NQh8e&`><u#_eCxAib|Wz~Kqk*eDffU<wzv;Gz2Ul7+wk6UGq);JxlL$B`k<@f&p
zg?g~mW+(kvABA}j#c_2$yKQkSOd|4vM&NKxNyU2^1Z|5;Z68w#(BzADIxRlm!?S!j
zN$+%VGQya0k?m$+a6VyNjii1ShVJ0c;mg~Vl!t;Ok+Tx|A6|LQO`!OX#E|$>=Si~B
zzSn9uhm@ldn}$gIDjN?T>y|f`@}`{>lEr4Ws-`A8lpY(7`LAxC9=sh?o$lSe`+9mA
zb4A-vz)Q&dHZJYvhr?G^v7tMmnnwNkJpeti*0Uy`O&%+In6%(+j6-F)B|;s8^TlX*
zm&QII*KO_Lz0*aiB!!TyETxH3JNpw{)a!kHtVWZmS&E|I3~&@<^u>4Ksmqe}basDf
zzNAiDS#|7tY*KErh5Wsnz-_*n=DB@;S(49MhTQ|4#8~ef4yTIlZY|=r(j#ns@ljO!
z@m^uCFu3sxO0c#PGKIHf6N6tjm#EdNCf1ss%<BH?>vN*;&g+(Gm}Q%2{cE?HSuLJ1
zZ(}6e&KRKpFS*ICFT!rC97h<-<ec%x{{X7HStobFfwDW0YmXoNZL|risG@Nt*K2Hl
zz^Ur@pYy?g@2aQfU3Y8`UDaRvLUxeF8F?6W+xJJ*^sWU-y^=C?{R;XbUbThOM2c1J
z=3sN*cmDudrtsTNCDe>b7%gyFiz@<7Pp@C7tnDKHSnPmTA$;Np9_J^fDSRh*@<pk(
z#Q83WI47Ta^lQ_XEnB72^D>lOmWxxWxqGv3CPFvLepSv-(!9>aZqLM7+FNFbi#1KH
z)BpxQ&%Jsb#pLltpOruv<F#-<Zn~S|9m6>$Ar`>jP^bB+t@0%$R!Yln)fv=_jW*fb
z>WgyvG7D=pYoh&10!MIunXXl|KM=)vEE;CB4UMWOBw!Lr$z#)x;;s8VPJb_Ic`djB
zmQ$bSit`^8=^BLID87}oB)5iHLZD}En@Q+Cgjc;@r94}_CY7|+U+^=hLUdtfuYFFN
z`!o|Ue-_+AummpZN6rX1{W2>f!`cPTldMCmq^R&aG9z!v<Qx-OP<R=yE={r2NLVtm
zFkIufJ$uz_4IawdSh%)LN@*I|@KbMG5${n-DP9n%eXs8S0Fde_C3#2jHauN$(um|^
z^E8B<eFbuUU?-aB{8C2Pkb)Uqf#atFxmg@4<O=tr9S<^3Q?l^2tk(CiUOr()jz>b{
z9%Ahv<Bn_6;aswu<aMt!@b`#>+DOu#Nq*4Lx-I|!C<K9?<F6InM|Cno7yx7i$v>@p
zwtr1~Nb<ebr?HnOI&Q|?mk`7XmH^|WP!~$Gu5c9cSn*JOo@Y@e#yLEig6ep#H8j%W
zUUrst^dq%=^*Slu+V}E1R3Qx;HRQO7nSN!@*0?Q7WQzLv5f7hpEAC;-FasQV3<~N6
zyC?<JhJK)r!muvn({16o)NYP$PnmCP9&wgzg2(f(XC<bUN!j!;#YQlSw{yC-l}42S
zBw$9r%900)OQZy=0KkwBTA}uPn5_17P@#CmN2l3EVRF|VUL52c54=w`;>Id6b5C37
zSF(>Ivpbz0@9lTa$EZRv>Byq7{4IYK&xmJ%B~v0>v1A=b%(PeE<dUmAFEv;1HqQeY
z1qzm3kCTR+{V-49Y2VrIcmSWms%^X^5VL-?o?YQTa$bJ5>s;ouEuA&Ht5N-$K+ia;
zzD42x0G4u}#*^%qWPhoCC_}Mt`#=2Vlvr_+N9HP^vb#U>#f2Z)_k{5Y%@+$6{=~TD
zlpm<2`w|R(@jvgO{xwtkI`Fp;pU#{#%k1Dq&(@2DnQ!b+gUr!^jQ!zCEZ{wEBFFo}
zs*NW906*%79;8q-i_yoFzk#K3*_W2i&-kul{{X&)FWL0v>vbMGVAWL6?+;W_^)&^>
zl$MSbWdl73<WLqh1X@`C0GF8Y^)&68NC1h@{S9LIXg`PbrwHOBl{xk_YAYJ&`zR0f
zzoDvktzyvuZ0CM^0ywIMG#_-I#*v2{{<I*l{WSjo#M%su^ZhH-yfR{658V0Egio}C
z$;N(OmF2pB{DtlF{qN~r>STCXun+ux4nN=(O<pYm(C##ets36#ZRJ+r6N6amcX=MF
zA>JMbVg~NjU%^rne>5%$4<AB3{{Z^+)=Q*~+m{6ABO{vdWnL6<Glcq{tZ7QE7|J~g
zvK81l#z#Y3v=G=E>&KhrRfcy_&=$@VFW@Vwp3TINnG>e~XQ@16HEKN)VyYIx%~ez&
z-lfh5PHO#|s~>UhOR4OhsPWB(t_nt^lK32Fy?qI5sY7EGwUfgp^+6gko)62ON8wz<
z+l@a_wYPMFIc^(|v)h1hI^_1Qrdt?hx)T!nfcbh6pXNIH*Qd&)l51mvPqE5)pT#!f
z(j*BWb(w>YLyvmq*Tp#*NaQ};RnHpQh=edb#7x3M;ZPmQq<7Esu2~roag+JhZk$$#
zNt?2Go?d|@4eNkKSzTjMTXd0%q;g~~<i>x_Yn$`afs^^v=vGGDCLry`8=(4BNm*!G
zXJZ5s-&sX@y?oV`S)3en1QAa2t+DeKBvd{dyGZomZ@4%vM;$rMac@1$w-W}MLIa*N
z?_4+~H&UvXbE_27jW)X-y6V;z$viCXM3~$FCyJKp@@suHE@6zm(ipF*{{W3~cG9dd
zN{(5b$ip7k?OnE$ezMxyMprwKg58(6{PSG-yk8_;uV!>*jVU$V7c|{YJJ?oeB?r_u
z1RqM=hgT7&@1xv$0;7{$CZ>{T7f*X_3Hv;}NT6f`>sIugY~7<J#AYc}ZUY#~p7r56
zGE3S~e(CDB3BF0KPR4D1+T8?~5l<X{-wV7CuF`4?y;|Q;vskPT+WyjZW<Emwe;g0S
ztHSC~fOE;HF7INsfVS@}<YAO_J+M7%JUvK8v}Gv0A9EU*R?|^uIR=S(zZF*Tqf~$-
zM{_U)pDS(v>zwC`^%!j4R|ravsjd#%N$1w!)pY_M>Nx&Qqi%YDSa&?u-i@ul_Mw7N
zyu0zwKzbVVanYrWuT9@Xtp4+sIBL+RCUp|&1{m4Q&}5#A#}%I>C3}PPG?sThTyr6_
zjw8H%*DbhXsn2>@B?NGou3Ywp9yq3{%T;g4=F8nzMLL_9S{yAM&a07t*K9{WO7MRe
zI36<9v)bkV0G)f@kVo3}Ks#Nx@)hNJhlD2aABnYzEWdf>T(_Bkeo{&6`B!F1IKvfE
zQ+8HG;}iC29&amdbMH(aHa@l7UHmig6EcfkH*nA1Ga%jc=Cr&w@Q(8SYshu0hSQ|C
zRgfx$lX9H%kbSG_>EbBO^2TYuQ_5+cYDNw#M@JytN&f&`*jJ`s{3g-#`$%r5*DiKS
z+d%RFIrJj4hk?95ZyU=dseX#Tc!<YN`~ZEwI#aI*X{+>2ml|$c9(N!){5h{w_(p%y
z?mZ2t{{YbIit#p^r)e#3{grby#1|2qw8^xB2_A#myKjVZ6LT~t7#6u7_uX=4jY|Vj
z`5Ixat0Z@tj=BAleIwmV99Ci+265cupU?SK%^Ol0orsu5tBx{^8C#6yNa`ya##%kb
zucckv+XQJ|+$?BL3ovlpXV@BlfOONQcuLkMjiZ_OJc`|SXCKH4`CMwFJhq(dl$DX`
zQd3oBeVMs(O2WhtImHBHPX7S5eSZp_g83wnN#>!P{{W#d{{Un9SA?DHyw1zr4!Blh
z9^Ccq^sZRiqg=;>GL6JGLB)0%!2=_&ddo)wR3~WyLD2f~{cCy^94})^a?$8PZ(|%t
z7BKka;8!>C4&0}O*X5J`J{PDy_2{uNC>dkG#&S*tavu|}C5OS~<77wsLSU)M?_C*v
zc}p2i{myFjo2KJ!EO_p&0lOUk00Qy&3e031Tc5(6CB&09`5d$NCZl;Wq;BnBqHA-+
zJ%{1I$A#_6HrCurW4&j1x5G0<s~uX-_`@~CfN*h#I0KQ>HMQ`WmAp1VLgX;cJ9VzN
z#F{*M&WSywN64A*QbMQYAcNcKUlWSPygp|x&qwHbl%*L_jAV~8@s^Wo2Aic^>M1(T
z(X3B0bI1h#J!=xpG-z~L-T~%HRZFbR(C@(M?ag}i--cq={5xl+>TkW^3QUo{31Bc!
zKDC+u01EHJ=^xn^DHKch+)7IlJ?iLY)Kw);q@C00wXPe@$s}OtTAJywOxCWZDQ*t(
zy~qH6_5T1G?JQ;&uM=-9jC0z#y-UK@dT*C!Wivw>v2tX~mLv}U0EJ!B!fB8+a@~gv
zLa0<D<|Jahi8YDKr0HvP?cZ~jUhX0-=yrc%hmKBuw0)8R{{Zb%G_6L$@(D!JqD=;T
z%$#rz3H<8aq_$dxv(0RG1tfD{DGZYvQXbJ--lo&6;VxM=QI^698A+2HdUI5y(xQz*
zB&4D1&oyzc;Zufa!Svc{Hq>DL{D1e!uR1QQbUNVbqFHU?F+`mJ;1R`C`xxF-$W2cA
zg}GJ30!RBMm~Y|gPvo>EQp1O|L&c0_4o-fQroudZ=KQInQ?>(^Kars7)<APEKA_U&
ztJpt%=0i1}-W23_$g0g{Jc?Er;?GR85&bITYBrK*Z0LU)eZ0{V!>{LBDO8HPMXA(F
zQ#RL0)$O73)h!$XNG&UO{{Vp1*sX7is>+cocPdE&wGv4G0KUJSILRLD?jQHitmj^G
zdZPzkZR(2OV0>qIC;i&sJ|}3}hM}ccrLCmXI?lw1khTWjYV>g`1Jr&mOXow~lz+gh
zOeQX-9<r*H>}2IRCYj@&9@cej8SgDy!xyu8h@ZQR5w{Dpw<EqQBTVr{)|-6`OQPIJ
z&_ZC@mIph_XQytJ?;dm+&STH}!lF0Uh{a5bG3j2S&LG^Ip}zXCUefwp@edMszfkc4
zTdHW&K(NSI9jw_UNc8utsC+--JDo<?P@7G-NQsOYJhBD`6d%Y}&=X$Ty5VF~$m_*8
z-dZiO%+U^d7OkP4I#5uhM$6T`!c^rgWpf8uwJC1wCEUz*svgF?r&1Hetlcb(%0}W-
zcWt~^tLhS?xM6u4fZKusIIa&+(e7{c$?hUj;y}Sd;FI#=uPL3IQtEcqjHN{zJ{{91
zO9+x}(Qk`zWNvw`h7Sz9@ofIry-c=vVVrtVV-&6xqqm!Cs9YGx#cbQ$CA@p(+>6sJ
zrns?k#HQq;*T^c(sHFyFuZ3FLQq8Gc&Ws2vEAT4p8YQiyB~s#TxZoK$6?Sb-&u9A8
z{6VN6Rkhehnw>cL4SD|C5k1Tl>a}KJcv8YSw39576S`?Llg|W!Q1}K2e7#^X%Kfl_
zGwD{mE2u$lq6l7O-XwBH(t4c#09vEqJNQ!5Qzh}f@yPiPBE1UgqlJ6-Uzrk9XI*)1
z9M-Ogqj6FNa3eyxwecnPp)g??lWb#u0XAbe_a?iK?P!VM5(h)KjMi4Gc((<lR`~>b
z3hnAk1Ns1JGP;#%R#8hw{$rFTskJ4gj(<y^b?j>ts>GZH&%dQn*1jF;+WxzDbuOYH
zw=NnL3R|$xraROcDE|P8g3$S31(`;3?_K@YtYEl!RtIgT8@GTf+sta#!O#7fEq4F{
zLH)jFR9x%E(pNn9{uQRWrBOA#v61`3^JR$1AI`ch8^AGX`m<^h-1&v0R59%I$2reD
zirN~}?f(E!H-Fbp{<TxpJVQJ%BzEx+v`XGwNz}6+@b#}XW*LP^D5jU(bUZ6dRB@gl
z(qz=NE8Vlj3Pme9GUuG00011C;x6oEi2TUl4&_J{?3yk0j-{yG>Gs-l&8S*{Zlv51
zS-NqP&*fT^Xwpo6eGVu80DfdO_t;xbgk<-z;Z~KZG`pTH;X7kDi0z>bhH&Z$?eZG-
zh+&EuV~Dor>4V=D3h7O!AGI!pZ*C*x$s3_yJ+V~gzKJz4uojY1Tb|r-4ScT<(wwmg
zM{9nkv6nm2YUf7mLgV*K?0K$7NQ?d|X=G;IB$7(p{{Ra17_A?+T))hq?Hxc-Shf%t
zb)W4el=<`Tjwrvnppskjz^^L-MoN`$@SPPYN)9RYI@xxh1(`yQrno&vQ}CNzbuTn>
zWn8XCbI<Et9<8dRc4FIMX=O&s^v4z9va$1<uiiEEIR*#V!PK6vN1u+XqKsb5^lRT5
zT*zH*Zvw_X>GJtCLJe<Ml2vEap9JR|S0;q{W1gnBER`LiFVJ?ca+Y0%j<Ke`<APYK
zuTEptei(U^YuC3jV3vT5-oG-@PWWK|0P#4uQPb?r{{W#a71PVg+B2KIpON#q*BL+}
z)jtw>r2gJ~acdvuYaqLT0NsiKK9sD4q|IZmNw*(oj~>L+KeuQ90G<*4wVAoHMkqNv
zZ6B2uLCnn~uH1HtJo|%4b<2WyjvzgSX6`(ExS(hIwCsbKnkQVk$4LJG@0vfiZwLJI
z9sccSa(hyH@+h(nW@#OE@V8VR;c2H^zAg9H{`eI@<$9U{ImUBJ!OYD_bzA3=L2-h^
zI2ChWjG=>!;PY7#0<uPb+5)$HL5xF>?|1rCN$RX?4O6+86<au8(yA~Zn!6d`<M~xt
zha>A#7pYQO5qePmr>y{k)SS^LD_SEqKTQ7skkz+OzAM<gKEmHhn|x{hxP8SOaqnI^
zrvCuQV%s0y73z9z{1#dr#J45F`QQzsB%QQP`=q0O3$~w7wuwPdSe_410j`N%8q`Ug
z<#Sw5hqV^I)Eep=R}sQCC}Y%~r|=)ny13Z=jG#E$%%6Z_E9J9|(_Ig5F1m>w?XkNN
zDQpDJNcR=39;A`^P(DF!7Xz@WDhe=C*&~BZXx2%CgUnsO-mgCim{+9vQ_&q&@RaJU
zcQ!K=lB)*|Av|Q(imqEH706i$zu_>6GR6aL&x6n~IR3TQmf+xi74?`Z?!6UJ^*lUH
zB}#mV@?VIq6T}hn24MvA?rV<o2lt0Q^}q2hUEU-M{n&uV;%kd6bI0T>c&n?JNm<y`
zFUaSmOpd@D9(}75c_SpBz|_!A%KT=Vh?6`201KhGjHXI7Z{{vPm+M^h%-b&I#~(TA
z^{p=l%PfXsq>`*Nf!n=vcXw(pr&FFJZa*62qXw$a<aAY%bl_>hcsCH=F!VLj+TFz;
zhlRwf(FK$Z>CWCx57M|qyN__mAR6s_FEn4-vqvI{A`ONI-!+b78&T%A%^Kie?`(9|
zcSiLuE$()mk`TEA?w&<;Z=peVVQA(wcM%P&4%Pz$jQ6e%S);YMxsnv#nBCAEiu4;B
zsZN<}$}p^vGV#XT4A+H+qe@Ovns(`9)WptFjBNEdHr5u}=5cUVC^t8kAUV!EAAHnS
z_sw%5xM&Cq#3<*dx%c`}t4jvy;fgf<+1_Ko$u&KhUnH@@=LA+0jAI+9ozQZVvt?Vz
zt}Z~3$sk~I8Cz~R=qp1&j!*5o5uB(cPjUbm>-bZN1~*ZTM@o}VX*Bz|u9_!xk0b=f
zPDVJ-)~gLJdXa<fP9iEa<t5na3`Rq7CzuulIbsP1{{XBivfoAaw6=ypJ2)f&Nehp9
z&baZ1?xzsxa!eJ1NS<PY&>nIz(27eR6~pA2<I&z2$qLN74`0f?+)hIrO-EHde^ch;
zn8u1wnPW$A*SfX=;^&Zm-CFV;S5uQu@ea2Xcdu^me9S;+P{SDNwd=Z6h%T?4hS#25
z#BqbzWALvzk5&H5*SthywT5?+_>IqMW-Gzy2TJoYm^k99#xdryT6edp*^Pg?i+xUS
z`+iTCeyJwkX(v2?-&NmyJk;d8i%?5=@2`1}e2AIG3mhHooPITuJWqGOizEkk{R3Ek
z?83VL014{`<@FilFhe|%#G61^cntjQC$2sF*U>I+S##1!S?u@n`JPqN*ppj^{#zKL
zhfckWdB#l6Py%uO`8hw*xmon<%ehy~xp>b5333-dla6bx@de91j}^b#A!3sfqA3*N
zNH|`nrE(7<#1|uR-Z)*nes!e<Q`xU&XvW($sv2<nTbzH6?B&z$tgYnpTla3^<#5F1
zx@RY)bl(V@{w7m#{{Sw3`#o|VER4V`A(G(E>asCnz>$~Wa7}d|3T`5`yt<xZ!Z_@U
zHqn!S{e@wf!c)P{J#1@-YuhUx!y+t;wZLKMX)Qu6w0kqOs3RveTTawq)hyEL+&GE%
z1>P`tIH@$|-KX21_5iQWDn@Wl66nu+akq1rpdf#Bk6&tR@BaW2z2^fc38-~;Wz%j7
zoG^*7e+s3kTuTRoWu8Dh#JAmmdgB$XI$X*&>g-c$F}bmFTYP&D8@cAWi^=6-aT3d)
zn2o*04`bT5E$-Ux&KcS<8!_c~2EoAYKDEYO+PT&48V6x1l;96idRI;sm8B@lp>UVF
zt<>}_J))i~c#NZaN4PI6LXHVPjd5QUn?4DKL@cpMI<O6lu;&Nbuibct^TReVO4?%2
zCzRIjIeeh!IKb!7*O~ao#drGNkk+?ujEN!`!YELHWMBc>zMlh?(S#vcN8Zt%HEQxz
zB?q>r6dMBrJt;$aWbx9gf^kn%gU4F>3mg|c$Ke?#!`EyH1sypV^fla#U6x0Tqp)7;
z+5UCoo)7UH{vXhXmIFmR$|MAHfDa?{uTIwWCbs(}#5)SyAmO{@WLL%KxJdnFNk`(p
z-j7=X)Z@z}X<S`S%CbYWDO~>Xb5&KY%*f_;GINcp0LQSbi`)0Ou(pyjBqg2Dg>Iw)
z#X%LEr^;zA$CyU!Gx7($c~Hah$6XIj5RHvH(*FQy%#2yc=RK;G;T}{BdH(=Oi~j&Z
z70r0A=JQT#b7!nuTNmBG%;cP7*w;C0;!RL$)-l}bu-?G)sc7O+*yMH<_8DAlgo<8&
zsp4aFuGgXI(&>S(XP15?cO-x@)b_5gLAuk%pDm@jJX4~RD!w-}4yWF@_Kx{38IhTk
zzH&ZpGI*sH*Rjgd!7uM}O0ayK*O7(CygxFNx@`2Z7+BRwtr|A2V*5OiHOz9VOZQy2
z2AT!G8Ib3{&0V9|L#k=14C(SRgOTfs;-t}|wrNmY<e^|U9=J8ln&t7sa@35y*?+^6
zgvBbijPz($7R)idzwf+M3@ri2&Hn&>pYf<+v}vUXWhy%GGf|s(3;fp;W7!3HYAJoA
z(B(<m?6wln<0p?o#+l?<lai62sj9L=68`|Jl4d@Pf`A{WLVdAMm#Sr`C#}ni6{7zD
z1a%e6_IA-0CN=5&@lY{gkCDGBuW=K~FeCieJ?f(izj=?@`IqBpHe@_`@69jzId7Y1
zKGmOX69O|AQ_00`jV)Q20&opYPFOw3lZ<{QLJhb~2@~iA2-d)VtOM|?2S-vq@v66a
zV6}wHz1tm$tkj_=YmlV|?3raQY?JRYANUPF?UqF0RZ0H<cDcFkoi8ATWBFV$W+T%b
zKRQ_MCO6PV5P3{Uk@L#>ao)B1t@UiFQHs{=-;(yx21+me^Hd?!ZRB}yxLxFOoyIy=
z4!^8RqUv#5ytd60xZAj4hu7QQv`WWphT>_JV9w&sam8w|ypd9WYhq!^(9vs{5lTh^
z5_xT#s!c0Y)9f$A^2nvIa?&^${Q6ZfcV~U0++EqjB=IUR5~GY{53P9oqEEce#F3Io
zCpGHj7zbKzZP~%C4h(K4G~vpY=e-{g_+odOTb*Xld2+}WbAT`^JI@vADWO~2E}?HW
zFbt_EIl%4>cnNkyC$TjX5?Mok5d#Lks=goFQ*_(4&k~fJB&WTPZ?f?QpM4WcZqhmi
zE4V1?D$&)gwz8Fw@O>+s_<yG}cvdGC=;5Z5mX~jTO6jE2Tt@BoSO5U?=O6H|g2Yp$
zM!cZ9J0C?(q$f>ETb%xlsM|+j6C^W8{%_7yagGNW`c~(J*Gbd-C@!w<cC3;XELZ?p
zi6KY7Z^F2!OuB!B9{V7MmC-Q#?mPpGeQR&SVJGmGodY~1hw}<d+d;u$o&o2Y`aCTP
zGj%6cH;w-QBh1Fulwk!+b6K@WUfyV+Y)pAYW6Kf_59w9ryb{~AW<9NtbDY!*XJ|ZA
z2#tnBAjSdf%Y*q=o~3NC+DLYc@yPm$@My-G#M6v=yPlloA7>@j#|@+1mDg;BNFH*6
z57xUqN@iQ@fE55&#!Y$tktY3i$#I;_zs|h_QAB&Io$Zt6@(0tUdU?E(l8Z3QcV!cM
zASWd@Dwbo8Fg<D=E?2z1eNI;L-)T#9JZz7-=ehn>9I*Ym;M>FmcJQCyIQ};36X-gc
zxYmIoV#g`DM;!59Tjhjp)&5`bPf5p_>#{Ta3#sY)e~kP}_m`IT%H<Ud(godudS<)R
z;!Om9%y&;8_VT~uUpaV~ZSfuW>xoZapsZ#j4w$dI!z)pbqWq7M#75O+>U}wX;vE)S
z3FEfa?5CWm2@*~ix8MzN0#KUpkx7zwkZq6AcJqPWxDSWO!^RekgnyPnj=0JmYtrqa
zvx8qr<YI4GibA8Jpj?yq{{Twyb4mXCQEO;F#Psk9DnIt|bWd`VMi$wXU9iOFxpnb1
zgZQ#LTWvkXz;h3p(&rwy9ff*Ek#>B!V)E6=IUBoIiQ9%B6n3`Ei>CX$j`ii`Q%zP@
z`zKB^Qk3GFwVFK}#6rr}&H~8oaKXN8`&W$0K5{_hv9EL2p3>s}+A(NlF<QGe*2W3P
zCcIAMD0aZW3~)2jz5J=Q4o9t$)bnwgr7Lx0u@mKhJ!@teme~U^;B%V9xBmcEGI-5x
zMo^f9qjHh~9=We>4$9}8)z3uuL94}m;;XnLB;v`N@^l~8itKz1W2ai&Z?m<E7dH4M
zSCTTcR9^al@;S-xnleWpl{0lFRQD8yNs*uDM+E05@TP8G?+jB*0C;KumjkY7;PmTI
z@8_CO{c}tSaf3+1fNDINT%7w*1BMC44@xnHq!ggi0^V|A_1r6G#3u_6IXl0lV=y6M
z>&pt)@fqS1@BJ$|Em5Q%jLwchwC9SeBZ3dEY4NuQy+BS_fr?3LQ<czw_Z=x*{J9h}
zmtaX5<JyKfO0+{H({eS7Z}-J_ml7m?8IZJL$J*D8#ZTQm#c*18{Dv*R-WA(jklq<?
zNdEv#U;PBpAtHSPQ?!zJ?JZ}&w78kJ?%c8_52)bRcMMwHoFz<l*U>R8xf{!Klb(l<
z*1Vs?<VUXCxIC$2&#*P_F&x1k`=Y*oH-60~mF{}@1g4$Yn+B&9%;qPKOL_YFQw^>7
zc0Yw*jh8cV^MJpIsIIMGy@{i^j5>pnlY*zz9@Rkq0BGq%l^<`nYzz~Lkbfrrb>TtN
zntYl!(f<IM=}F2qzNX%k;qL>f{w5z>as4Y*oR;~C#(E0ov@Kr4?J>ghtTKYZqL<`x
zlb(jU85UnW`7)->*~zb^%F~7(%<;1sDOS+&pNP^cc&0$P;TJisIP~kmHP?9ZRDTrR
zZz?baa&FOq^0p7wy(&7v9CcNs#%{x7-lbgmo`BRKs2q{cN^-x?*F9@X8J(wsrV!lC
z^AWoWKBQMEeE$IH^MU^WJsY3Kw!9}U?L??Q#I4ug{{XL8+KgxI_XH4sc;C*VF|?UY
z-692VLtVdt<2SP0+8G%)0Kkl9xK2RnU8lp_jh-S!EHKNCd(y2<REvu$l}8DwBd?oH
zkz=38ON)sU<=U!7)9+iB@VL^Dd6J_drV(2uPkuX9i-{lS-6NF;rtT{QUdaxu>%Zh_
z0p#{R{{W46wXkx-Qgeg3>(RwVy!m9THFWoPzI*o$5Vw+5a8-Q??sHo4X|~bEqs!gE
z8DpA*RI!@u+blDAaQT^-1NX&g=DudVcQ~e>$n@bJU5<YL08p^8y^hv9h~T+#@}mQn
zCxAUF<kMkUU1TJx0u&xt=cYcDZ0Oc^w@W<Gsgg1ZKF~-#Ycs{9T4^zqmE&fgX7uZT
zro9|48OhR`TlMrg@fDXO(<(!Ir#;BE`!t*9ly5tTC5Z$3-omvtYb#9(929RPuv~9t
zApUr+A4`@G?VBUL*oouh{{XxzyYcPvwuKj(nZ(F`_wj9RE9oZZ%)Rfx`Po7ee)1|U
z$d=uTZc<8>Bixh6<z6x3nCD*=YKCIVFWO&t2OQ?TqrxUTvtnL6ru^gm&`o*Qi#$bf
zZQ`9;F>htHE}UiUV<hw3k(%eqaQw9@RP(XjkFCuJQ}VgO>|?`7-}luw%2E7Zt#kv$
zcbUQqWIeXqp#GJ;qWG&#OL_kQwwmnExETJ;5(V4eJaw;eTdC%0V}bIQ9gQcHhp_zX
z)Q^iiC|GPdxd)MzLC4`#Zgsmm%~r{Dm%B@HRc03jPU25E$82JsyWCnHd*y(nfH7W+
z@VaPi?k^>{gv|<Av1r#HFyGUf%(Y@Q8DbdPVV5Hu97fft@V@OK)NUGR;+0<1p;;4h
zoVe;c)>UH%7tZX9gPMNk{SR5vOmgW~lUv)1c%)s+A0IAB^rX^@{{Uvi(~ZOb03J1@
z(t{KcEK$Y+0k$>TqaK2@G&bF)smT8TSs?!a$IX6snZ^pOPDgch`kws<E=cq5Vl7>X
zvAG0)0R!H%d{#_;0=Xo0w^8}xuj^deP4wgQs-7l_OYa3sZysH|l^`g|I2p(3Mh}rV
zbAK{6ti8<&{uod+`Oq^EB}oQOak?ZY_03$4(lM(2q#T^&k3)*5;aDVxOPW`ZI?U+N
zkbi_kgCBv&t%U^2+d$@?Ex)WyK+=O=&0OGoL9ENCYtq>465CvdGXijU9Y?<=y!%;{
zHLC=VU}Cu$&rf>pd~<pr)fO2eQrj4-l?1Ly1bsNJ6H}huw6dXC&*lOjI01R%753N*
zN`z*X>3#>#;;yPVn9CSEnnIu)^!28Bjn_20vM^6v*Ky2unlQ6}22O4qdB{PB<|CZ*
z_2Ru-QHm?S4A=%!v7thzy79pt_2RmFqG&LQNmTQOa64kXrq1RY&kE_1Ws)B#E?ce#
z0Gj!%{xZEOuI%+P_MEIz)MGGsW*J<GJh?-Yj=13e09w=2?<V^#po%EM89a!~0rO)c
zCaW{WCW_G?-oRyKU-wA=02=1>*)A^hiS+4io;QKXjpJTbuttAM@u=aRAvkttqf(-Z
zyC{5KhGe_b;+3N%QScYAIPc!L4H^^uw`7APw4fT^@m1CJ#+jtPp*l-1mdX$D1yg~$
z-mr9Ak0)HRlpJi35PdOUQ<u_o@T!{D*Zof$6K`vG<b45o5=5+8&BTKM7~5`n?l`Ks
z@@2esw}E7ghR%NH;Z*On`^`s9C9Gscl$R0%#udOPKU&9+QM&%#y-TkmHn|X&UHRbS
z7_XCt8l&b?>Hh!#_Mt5m`kmH`;~7<CwP%K62x!PS`A<D7q=Q7Vzk}@tM%^dO+fPDz
z*NbTutEe>2w_+m;Y#SFj1B~_duVnDx7TPtsEW67tS<hBJwe<LW9BWdAI*Cdu`<^}~
zr?ROh4H-0E8?lC6<>Y^2a4F}*x=RoBC+ZyLt~AIxu>9%1ba}vWpGxngm*HuvMhNA2
zy3OC2m|BO0*I|~y+aQ0dbDaGRb1mkh6(NBf5w^VyvjLotJw<aqB8iguWQz(UT%WCY
zdDdA@l|OGuTHBtcU5=dP?CNTB%+1^}{3(RDeczQ>b${Y@rW9;_^~HS3XS$?_<0pFc
z>*-xI02V)5=c7^xK4RlFu9xs8Nss}Y^H^6-TO7EQ<?xz;Gg<oDh0`C?BR`!g>lT}M
zlpm!~)b&eiizkgAB=i_H&qkEhMA|uNQmO3|XyWy&wzBfBP?mI!$OortlfzQpUtinF
za<N9PbF_ocr+TU4e=u6BF5pB`W9xxacq$vge`_|QG|xPrFjj5=#~fGExTS=1>#wQT
zRm<8myB!{@qQ`M|9!TJJ$Q-~92jf=a(_y)adnt+(F>P$bFaZQ{SG5b9Ygt22C{5in
zR-oEORDufi9qYq*ik{9tfrF{;Sn`W|Gob3Xx>c>r(pkqFmE9*Cj<w9qZ9kB+G;(=+
z0nXEk>9yFVx$&l<Z4_+5xWf8uAJ?^Ww>tK%HKXZ`EYBEShB7z+bO-XUyUL`wT}i!K
zN12XJN-8V4j?y6cN#`VkL6SLTfm9N~`6jEly(cE!w`a6Rnp9imbz^GyRs@}xuUpzf
zx;Y%Ga`M>p9|F$N#dM1amy!Hj4o!CP-6O`p+XN+go@>rLBj?E1MA;cSe1>Bl+Uc&{
zt*z1C%gSe!P%_;XBPXsq*T&{FRPj=`SN(N8{4JIpT^@6JbmCTkGkI!v<NdCc-{}L)
z(KN3uw*K!J&tI74yzb^3qj@0^$Pt?XwtLs0y1}Q#X>AcQMG?Ze>V9s#SJ75*<o0XK
z@uSYC%=#ORZX)=DVj@;CrK{xQfJ+lwn(<Mk$a(5Nn65DE^MAs`ct~$1AnAZ`2mq0v
z&bD=JNv~`|ASwfb-1X~UH1N`nHjk2DspvG^CoYEzps;Te*o>SRhc)QBz>-~5+1l}O
zF%7#MM!4mV^!KkR(eF*Bzh^jI#U%}a-o1BDh}ws`yOCb@>*tk$;YVd2!n$*>a;l$}
zh>Q%SuPIUOR@wZRhwkGWL1Wk4`_%EmO^_enleeWZVvg+liOX~qp=ogjZJy)-X}@8|
zQftEZq|xhCZZy&1o->UT#oCyN<vi{W;47Sdwbc0Kp_9ehl#nS{+IHHf(z3L_4(ht(
zpXfGH%A0_9QSz_jU!q}}R3m=J%GXWRYs~7t9!_NOAioy&*0z@R#u;C63zE3qlbo?N
z=$GCn)9f^|U`uPuq4Jp)KrjgH?_8INtRm374L+G`ZX;BlF(jn?(zgVYTog{;YK)$F
zt~wB-jCCr>Z|?lJHmc``<%RsuVDQh4m};gMv5i($E4$3d6~XvsBdB~#mO&VmR!JX&
zk6wRTcZQllsm4<!!8pL9z=kF9%e>6sktR0xKJ|tt2~P_`ud@DAT6LvXQIxlD@;ckA
ziRSS&+;MN)6|oJ2+nVzWoNhdGxa8Mked23-ZxY^^p^=%?z}Y-;-niR_%N{$|PFqHF
z<L@mRUy+tJaFneb(_^Dx5Ov_y`0gV6Oaf9?J>zqF4D(rlk&K#-X>xk>uU7Ur52w5z
zbEMC7pV@apU@cC0$?CLMo_q&sA6C93{_I;EeRr)Doi}@~!<=k*Ewm3k!bZDteR@{U
z_H>8`{CZ&e#DBuH^uGdlnjJzZB+;&w0pyjgrMxq*<bTArVlmSyKdoOY3mh`p$&;CF
z5dQ$z0sa+VS4jn$tK2~--M~mfW8Z))xVrGah-HApnq+{J_nKt?02-rr;I9x*q`W4^
zKRe7)GjSN;XSr{BIanTY!1Shr`PX268+e(B#kH{d-oiijYOASu3trN#4b|1XxQHAU
zj_Nr%#(FCnc4$^Pp46e6H0F(|fOFQ65(n*pOSm4i$}!C#Eg4jZfNn!`?OT2$Ke~fG
zHxK1p;;Hjgd)G(eG5d%PdynN)Ezxn=n6bA9Iq6l4e8-xx7&u@DYO2@_Xj_TwI5DRN
z%8+V3-koR!o((ZvwWgE(uWjqRS8X}p;dwd#0GGuh9RC0faT<Rbt-1dIYP&5y32*#4
zBoRKsZ<H5ffWI$#QXEX}5tI963F(JF`01}~Tg!OuRoZ0$V0GzUNhXD=Y0_KF&lHhK
zBA|3^^*H*9>Fy<v&naEILofvQ^{*E-rm86FdYBpV-5t0&W+3DqMK(oNLgbu*)3>c=
zX_};Rq)|xNpBNzbtCrXH*Nr?-Nx73DvN3~SD>_vncGicp8O5}^oWG5xn%Sdri7XP0
zrDR{a!~3i`ADt$T4y$RWrlV!5+*+|h{!3y-$NUPlJX8nSH1=Q)F4H;b(A7(=M&20O
zH<S`ofC1ofUs09R=EASI@iEa+tj-h0v%SW;lS=#ENF!z;amgIlHM`#x*Le2Z%GGT4
z9mw`DGMsaQqp!VkMH|rmRqJ8ysjKdARcXnz0QB^&?+hIz-^u;08%Ys`)f8tN$iOEA
zbn93`HXs13Ptv-r9?l6a;fifCErmY&k~bZvsm~nZw3Yf0wIT4<*!BIf<gX!5ase1M
zi>S!o+BZKj{{UFu&bxg&-YZ`a$+J(67$bZnk&<@|dgi!IK!3!-<bTsv{&g{TmZeEq
z53@zMyoMPi^3mN@ob*snCb~T`1k?OkHMOO|l@lT<hZ}}L2Cy`^Vw!X2!z7?!0Ijzf
zJ!`bEvb3=AOkPc^q-e;-R+Df!!6P}vO<D5A`4vrGNb4uNmMci*)Fbl|{__LVAMErz
z3ZU0E^WVnM6)~N>0mXDz)=}z~q8nm?!7c+4jt+5LC6F;+$_UzHy4pvk8x`T<@vgLG
z2|L*J=R!2(oKBA8!~)LDFO*~llmztTf(=o(@ipL%Rw@y90t0^t#a7lMcy#qGg2^fA
z=t(s~T)n7Z4>AGxU{MSO7MpS0a>PwF8=je<-$`?)iDUyUCNMsNxj%>(CLJ={Bkx^G
zMr)+-xBP*J{d8*PektKBH01-2HP7fP(W6Qf;~2#pm8Rb{&Jx2=c=Zc*I6$(g-P0d1
zuCv8jh5XubJ;co@XI2LpQ}?hz9CWWg5)g7J;^t2;%Mv%2obAsU^~bGs@}q$C{{RJF
zrIw!_p>SA58I&;@Jr_8|c~6P%zTd9uS4ym+YnE^us08Pl^q&D0z0*F#`Dotgs}Ev^
zy!*uv$7$k?QUw@|E?q`_jdS2rPHFdlp|&Nap!|&M{{SdO5ROgfAd!%9#X7~~k5q-`
zRWPqE7~>=V0M}K7v2@%y^rsg=!NEAMK^)Fk)Vr$91lpi`aTtiF8!$gGI2C6_8PsjZ
z{WV(34vfGl=M}A@kT0O%f39EWK#dDRKeeR)0IpL10O+Qxe-Da_l1R?v3O>GIs<wcQ
zPE7HbrT+lYZC1PnK1mq#3zLsP;;_YQMpx`_hyE;2c9IRDNu2{K<S$*v&{j5pT0JXl
zs#Zji%dT^RSfA@$eU06qz4L^PE!H?WV}pb1#Xc=o>KPgQmqsm~7p;7*Yl5b&8eMGJ
z>fmZlvXh#%osrS&QqI=$h@w~8H%dC;Gt_=Hp>5?Rk#8}$M>#;qImU6;o1|)%?`w3|
zF~{afZd7mMBd$KR$=co94N_>35hFhY4?~=F_M;7er0}kFH?wQkVb{dfRh1;Px?g$I
z+_k=&Z6w}a$iXbaBpjco70>vZ_G>*k?rp9LOcct54pmM7KhC>dE*oq6^z+?-K*6KN
za&gD_)>p(WI>H|b+`L8n&~eK4s>$#bDoQw(w7a>MI~@vfl^biJ!0TF3@f4QVuO`_%
zkRKzR#k2iuobfk>6H4&NzcR6x&Jpd{KplJj73dyn$D)amMiLcnJ%Fm-JkswqzYg2m
zY1Z#?b1bUM5;jTsNhcN6fv;9oeVTsiX1J<U)joS_(c#r<cv3rCXHkY_B>rZ%CHQ~h
zhyXKa)1W;I6(824)ciTD*=eb9b*D)b5H1=*%Z^X6_phOIigvl;^2w{3o*mJp)-*vB
zY@n>5jm>~~HR^EN9T&s)8h!X7;{q}hpW-L{D~kAT1L-p<P{c@uN8oFtvbfad&@V18
z_e}9#vc|GU%Aj%HyexcOd2-+3m*{$!R;k(BbW5XMO!^n@2IcdgEJs1bbJy1w7BlKk
z6YZ1)nIhYe<8}%BIjyZ8HeCstRA_?SNH7N{rB-&1PY^^1Pz|#Tk^a~J0A9FURVt6R
z=X75*4?OWr_08qAi(HVdrPs;`S8qzk(og(Mpg2E!*V?*Yh;0jA+p1*Bpzb54FhBbB
z%;?~qP7$8}0MfpP1k<3Tm67A((^Z<i&rye5^JAYydu4YbV-vK2c6{Nn&(PK_<^0FQ
z7MBFVvjkib&fSEMm}7%Rv1JtgC6N`xMHooz$Bm?q{=FoTS{+wcl2H4S5@9L8Ex3C7
zX1t$gPBU#S*XDXEPnN}<D_f6Gd!IDK7D-9q?Hzkpqs`(iLLUg}*V-&l+(cQHQskU-
zfz!5gUMHwr!5x*ClM1wjU(7P7VY_kZ?TlBqd@>P7;9CfcL44Bg;E%nQKc#yZSlSvM
zUM2qW?8%1z0LL1Y`b8D+ggXI<B3wp0lbrPDy*gXp7wPwVXTN7;Vyv@7FvC4ZPPOUl
z9B@VZwN&&9F+fC}cDM)XGh6#N+{@ZR{{RWgctcs&ucx^hlrSZr0b^wZW&MFYG1jH=
z9I{Czx?~1W#GLjdWBFFh>>-eq#?Zqa)raB%6xT>$KOu+_`q!DAOOpoIc8<)kDPmLd
zW+SYCa=?$RCfEM><Nd0Nc-dn4GDskH^%W_$KtA#PE8{GZKBnmn+Wpx_{0f-LPw}t)
z^-nM+PD%YKrr8g#<|(F%O%+mAGQ4E2SN*QE^OM|v-&DbBAi8O{WMic~+(+o&kgXk`
z!ZhDg8^qWaN=82Gj=t3ohc&77Elv%VVmRV-LnAro9C5`-;#-6^kpLU34t|vnhV^SU
zyRg&ZNq*3-3*mU=_04(_jqs1%yVvA!)po7Dk4Dw3t?uQCrn-1qKbb<v7eAd(9El7K
zvlvLu27Lu%c#3OOxwRKI3v=d3A`Oh~&w9M-vD(gvs=0}WU-o#f2idm>DRntiebdNp
zZ?5%k5MEscRF&H}S&9G#0QrZ~n>;smR<p{Y**;v7Zc885vNZHnkjHT03WJi!U!TIA
ztQ%CZAtemtfrYm!KRWwZ(n?AZ*u$F9ZJHh(xt{sJo@Qf?H*?;n@omYnwzrBC3bVdR
zQS;yq^<TmG^Uh8%ryS$GXZW)7?Rw)Nc4dV^0)2X(pIVhqn-^<nk#2Uw->WvfD35j~
zc7<j*1eTeTANS36J{z~Um&Bt`Ar>2C2#T{A0b+SPp2E1F3|>QJWpgyFfB>Kdi+Lpd
zYtd{hqSJJ72t*I%yS$)(5#-k%DsC0;-KG9!v0T(Se2bd;+DmJ3IzX=S=a8cydg8e6
z5Xlr;g}iVP<rDIdF~;FtE8Ht+p_B(>5JBp|j<w17jz23@v59#AMtb_-)_HqwwMQ>A
z97K62L*#UqP(+%X@-iqUL-Pga7^2}KI&98_<P{vANi_S_ll~G3Loe>w91gsWzt8lf
zxw*4}lkH|fZjPb6kPB`n3IIHHu53J;#6kI;^{w@J995Q$YX-S*3TlzbbR_vA5S)@T
zk=NU;cF~!hB-$Go;O7;5_%g;TvwE6U<PxZ7H!^uYDZ%H1nyY03d0uStg;kGol5x*!
z?$0C1Qa5+gvBi~5a!I1yl1CN2%<@edY*4vj-0_N+P1Yc^pHH{@H`*B7GY&hI{)3vw
z)TWLLP_qrmHN<EJc+XI3{5I2(9PmV?Ad`DP_c#Eb>G{`@MM^DBJG=e|ZD^?}CV5Ye
z?nTdxH8)s%tjvB-PL<JKT1R1F;OK3c(Jp{#);2#mEV<9;T$hYyd3;~0Jd7Fs(Agrl
zEvC4<e+gU8sA5d)JND#m@9EmUqQ5_}r8MoMZ~p)RXNL<qlTZ58>wY2cIt{`{85ZJX
z8T9&!^0<aB7YFkd>E1lMf9yH!_ecXuyObQSU*}$EIGt*;JN;Vkzvzj~bgGw<Iv);9
zkm?A{aFC9EW;n%9;2B(a%2tTRRgv;v9W&cK>feO?8K!I6ZQbSE(yWm-Kn;Pn=~@~m
zhqS8;#<)Obbd&dGo9>G4#n4r$$~X9xj(SzO9DJG0>x&hxqj+Xevl$6qI^@?p><aGb
zUen^cT{m9P8)dvnJSb!ZMhH0QO?a%CRlq+=(+^e?f{Y)-p*88sGUk%pLU6vm)lybF
zs&{OT4n1nLoEG%0%nxMv2B-U0{r3!goQ=8v0BLBZd;{D4wSCudwQr~2N-H`_+}^CZ
zo3BI81>N4^hm-40Hy2xvGJdsG_`WlP<-IBKf`899{Ob9<gOztCGu?7?E`2H@_f6DF
zN8?QY0EE49{;9h9(jONN(KqKuH;{6!;6>;FkuDEB=Cxvy;ruys10%DUfdH>3<u#Ig
zU6GF|@%5<Bii_Zg-~RfcO5FpM6o#F3A$MCjFr2Un&{ZbW?#mJ_C&4|VHL~6&l}SEX
z&->L__^N(?b=R-WMc7&>q5YqEkNESOJ^n*eCX;?a&78mY%}#t%aC$~F^`#yqxnrG+
z`I;`lD3w!6zY_ClE;Iew*6|nodcZ&<<{A8|pZp}ZMX)1ZUZ$yD>T_Q04ggg-z@+Zj
z?vk=2kE2ya`^K!Bi1zR~`c-0bb3#P1DOaJSJ!#3%=dLP=ENTA$@)UzTH&<h&Z*L0R
zM;kWzFQZYnuR~mRpMj~{{{XxzxbXAXrh_`(x~wgDxpK@l9j6E71pbtz@RtqBwx;&R
zWQyh{jCqRNSYtS0Ti<AsX$qopPI%`8_5EtZiJ^aC`LSwd<4_j}u|(5(iWfYQkPqfN
zRcW;)O|Zh5jZR!I89u+Ac)0tyB#%=BqsrT6#gx`YI85&F-F(4zp13@5`PXk@;kyVd
z((=;sGSbAm)rQv2IpgbIQf*%FMKeg~QNBhfNGEo1Ph(y7n|V04w-LOXN)X6N3z6;9
z)|8=#cxfuDR=OC}r&;0@>B`A4*DXYve6Y!}iu~$xz#ws6M}HjA+y%K;GB6A`6O120
z>0X1aYf##1l3U%T^pYiRNf_(gbgnzZvkyAfbzCc3g#*(J!i=_)r5h)8FTkv1x!vCA
z)$tFBTSq#5y{u_7HJnc-@sh2MpOz~O`10{iO_jgmwVUF3cj_>>VA-~hr(?7V#lx`R
zWP8`CLOit6Zs!G8dA5$I`11QdCAF~nEp`3`zq;{N)#_c$(5<{`!^s0Al1F^{SCXtu
zP6FVMQ(Y7nt>NoqCX27kE@uj|q;YH*`jgKlwy~M(I{k^$VY4>(6Th85mf}LVE3}@&
z*jJidc!x%}o<$lYQcA2tJM)w4P4ND?s%pCQ5#Qh3T%wY}Ws`6Rrg2==`k(C^qM(uH
zG3V=0m%Pe)q<0=0@d?$n`z<cs#@fy)pKCl(jDQAxJ*&UhEe4IHt;|!&GZ|JkNtJf6
zInMxlSBmKj)<yLgwLh`m!TzBY3p1P^{RiV$?R-V8YPy^dU+Q-k5%1lx-z$(fIO#=L
zsX?Yx8|Fu+U0cIzrW>0X)*?uA2i`&sI%Dpfk<z)CnU13GD*0w<jDsA4NgWS<X}5Rp
zYo@wn?O+H4*KnsrbSE;qDwS`TspMDBQljZer>boB-9<R3)a^Bm5<ek`%(0^`?yJr#
z4BAGpT>%!|g-GO_d)2G+bEI2=1I*D%5@8#-!vowNznxGTgwjVWhSqPJ3P4~;<I}x*
z5MJ$$IXBFX$HNiq(-{w6F#iBb<bEx;`aYO5kDf!<zZKDVdswkH(ni;DM<9IcbF_{-
zgItHj3z+V0H202J<k>W;+fHzJ{+O<qbVgMklDX$3@%N|=lThd8;{vR;wCQgh!^0qk
zOoWiB+QfCi@7lU-ay^el_-y-a<aPcVv?u=fYT&$N+x%0jw_|qa^{&U^{LLD)S;w0w
z;~hv-{x!?^f-48{2B6a3?Q?MCua-_Ztf-`?FH>6DsQMWiipH>}$q}-^fTR*WxHTr0
z@kgxNNpTmOZiF<bNW%|9>OH71X`}vMe<;mM40<+LT;5HLe7;;+$@k54Y-1+dxNFa9
z`pJ7Z(mP_KXkMA`f!pa;G+6guLPu#=`O{-h4-KX6?(>7YY$LC3^<vil07tQ!7J_@H
zA;U->Fgkj3Mai*#+ALnk#j-r9IR5~)ZCW1=?IgLim?kr^_&xAJtR>fMQsPHXH(^Ir
z1$h}#2kL98_+Ci2ln?pmFEtfo%}z=7HKN+6niEUA^EI1zkO<Qxk=)=K>{`K^KRs9X
zWxD!vUUT7f`&Pb@JjFMw1152|j04SjnyOFW`EAREK6X6bnZpkL`2B0;^C(`bT-LHZ
ztOVRCwwCOsmR}%sB(`=h<B|Rq%h}wtek>NUZ5X&{&#63$>8y*xY7xspGB21^o>8;^
z0P4kg#CKAE!e!<OGVOQ6x2Zi(=SBjHl^VM1Z_s$!zrBTzOS~5lYL6@j2Vf+2JYuPM
zov!Zmd(b0hRe-n3xyK`tYTH~%b3Bi`42~4~3~~8$QBA8Q+j%m~pvn7&jxY#i<E>|w
zI?<AoZ<aj`F_5Py^4VTpeFxa-4RxW#3%HEDAx`1bj%#u>xU{^}pp9BdM&LHEAM(k$
z=BirV+gV)2X(1{+v}JN~xjjd>YKO+!^7vvaEm@)ys>sop)%Lf{gl9NDwdloBT(Y9I
zZ(VzyeM!}Kg-xxX-xDRsj?tV(h@wrVS6*^QOcR>(&l6fox)trq+{Ym*6sRkZH?QN@
z`O<3t026KXAp-vZWz86iaUbacv%3WU01b1xr-`7{Z03b+9VL)$4$=Y?ZUpom)$3BF
zB^2~tTmC1Vb!#1e!y8tgO1s;R8F)STHQ(IXEvADyx~c%X*!BZC=bGZa6XW|b@r&&N
zlRV?ryI&MZ3|f8s9#clrY46E75*~4Z+r4>s$Wx7VCA)TKrG}|D4o9*vwas!pGB^^}
zCAs@byORq76+uu*#(gU}6|OZvs$v8{%&f;8<Nzy{hUL|CxQQvU(q+d?=1xcDTXzvN
z-uX!=jpVnMG%di-%5$I2vy~{hB+XSxD7zkg;wGIZNUlK>qdK<Zlh&wdOirN*9glCN
zSl8X;xDLm5U4U-K2iLt+(-#_qK=IE{z}K@uT9uDBzwsI9I@z<ER+VldJJLQF6UjV|
zl}_q+8q>)gxRm3{Xvo}2AoGt}O;nluL3Np9j4lRT<0Av7y;Qi=-%IfbxQi_!NJ%HS
z#y_ojai^`B={cnvnEI2ym2Ym*2;@d^a=30!f2DmDqePl!n`dl*ZGt3DJ%?Y<HS><O
ze02-9xg%>x?Cd=W>t4a|{{UWHOT)JIw-aXa5K(uYWKrCD;1OP>Eg*S#jb(Gw67Wu-
z=b*^<saE65C(w+F<n8ZGrlu`ioJcpseSJl2Eyh<2dIMUi7!nsZGRUNoxun+ZBl|QG
z#t3!!3W1!CwCyE4&8)-?-1A#a0)SMh6~~XFtI%}cQ>O`0)2gPAKDxJ^qarjrvJdM{
ziDZ`MJ8&0#jj(s;-ny+!1-rFXLGu%zae-Wpk!*CmL7L{_oV3PO1adxOUn^Sy8aC#Y
z)z74-i*+LGx*C$`8iZi8EO=3q$mv+h?J93f6+H<U&2@8My~udtA0sP#z+{qpS2AJ=
zg-^N$0nJ7_g&H>YU3-^=t5SFNhAK;Z`pv{|Y*yJ*D<K>)tyMda5;0C-eZM-2FhDE2
zI63QFlbW8XSo9mYk>YgSWf9y49QFEEMu&H&*(@sUw)TCjpdl>79k43zix`Eo0k|&1
zABAM;)7jZv+RJksjXajoBs&);B({E?tJTB9n+<2F=Tw!e=ysl9k*(hiwfARm!ToEW
z@ouB3*=gzhnITzN5I`9uWD4B5lq`0#Z6NuW!Ryf1DdSOjEtRj>S-kKG!u7^$n*~ie
z@Ve8?yi2tySmjW(YZ#CpGDHl-{<SiwVX|0D5OcJSzV%AxX(pZ+Mj6!x?6ps)H19AB
zxf_CEo7evU)n7#@K3-$UQcc*>@a(a{E#rZNjU4vln&oAgr?{GT`_egX2d!wCzQz5g
z9{t8pVp2L|cPH`{kV>e)t!UFqQlEPn)Twx=_POgm1<-8nbeN>QQqbHnRtGpfgRg88
zTCz$K8?b&+8oIBc;<5ZIaOt4g$O!@!WBQucy-^OCai5&DZUYZq=DbSvdFsY8TS)JO
zIbkb3;zHL(TMJe}wEdM2JvbH5Yg766dUUQbSVx?F7Pals<kM|p8Ro%QA98V2wF@w2
zw1rWgVKRY_?%`{z0~q^Si`2^*FWkZU9Uisji{~(ND>2xa_UrT&jjTy6mV)!#F7GaA
zoa4S65`ML$<>%C;x|FDAZWBBx&q}4^6=m>E%%G_Z=)bOO&%&g!FoM@py0f+#P4+jf
zel6(w-Qwxi`gPfw<P={ts8Pp$dQ>tz3vDl$8dzg+t%3LO*ubwE@YKr>iY#5wuo83!
z9YuRzhwVksL31#LeAa#7gT`_{O7wG>IaY#ix8`}dWRz*l*}u`2{_zEszsQ?q@|a+%
zfz)TY?ND07b2Y8ax;M!gEWuA)V*<DQ$gVXT=_9z60U!n)aJe6qW@t<n{@@iY<|zQ@
zr+#bAt3orY7)MQ7zkd33Iw@42vz7WJeE$IA%zwgDsqh9a8-=Yc8tyB5{SJBMSmTG1
z?3;iak7|Qmv`fzwYcj~fC}Fvgm;uT8vB34J(5u`%tPw#e+A+6j=bHM@V5Lb@eHZCt
z#+^qRl9D>#7I>c5SGAT4S-iwD1|%*sf@_Q{eBf%{pb`wgZQ3bw^9C5IEPs2DaavHr
zLk|u}7}l*S(&mxh_%p;>J%*1ipLGQ0@>vUSQ}XTf#dJ}@U{Wa{g}{-C2RsV%KMTes
z@fEl+88|0xdX0vsHN0|LeUm6lAS8X-&byM>x(Y4oSh{GT@V)%aox&yyf!`J4GiRSl
z_8n(ZE8y#hQZO@+O?c#-t^hq~!o?`E@ltn5k>n5v=An=Qf_N1v7+!evs3bWYbgq+>
z_78wgf4A?`u(V_U0FR{=AHW=+6JPQF04`1c0HLK6psbil-0*&BMK_;HTw}dZ1t~m#
z_30@wKn^&kCN_I!nZ{}8a6K?+V?*4JFc3c~f<QNM(xrJfHcuQ=0_UlufsE}^2LslC
zppLY=7pFADHD3%*tuEo7oYTCpM{!HA3P49mkPRH?G<To_IqObdGxVgzIeYynh_R>h
zsz5*5u8t{M9|>GARe$uw$Ysd;rn$X1<5Yt@eAUw0`NzWY{hb-+`+5`#GIAG+I%+h>
z>8mV~KyGx`iaZjMBC?G3>zs_%>RaqZx(A7gTzv&&!+YWjokrYh7q<>wwr!qbK;ZF=
z*HtFJ_FD+<?d)QXaOHOG%7*Ap53gGBGX*6z$hSRg7b}auLhpvPDKy*2M35;PixA94
zN7FbU{VNWC5L{Z{T|y_CG3PM>PXi}79+g{2d+GJaC%Hy#ryHDc(z)G3&W7@3k;@Sy
z44!j?TH&d*?98z;PgIV!7)GmkB)bIVpiv^cyI7KVAf7YYu)JYmcca}~*xe(fk;D$y
zAdm^j&O6or019dkZ##h@-y(B^{3Ex$X85mCn*HLE^5|UNC&<s-rUu^KxveQKTD*o;
zJ?d&m$k!V)+rM*eg#J}`!~P(#(j|@V^ox7tMl4oO;skX3Dwem9Z29YKrn4hMCUN-J
zVuGDMNo>wpzj(7G;^J8rC=q<wH!3LUp1}HZ`c(He7xoB~%>zOUe65k!t!QY!VS`MP
zX>AtgP?ljGy1Njl0Lf#Hy+v8OyJ)n_>r2~vStXJ%@XU$xA>1-E^feB*E9Fc2?pmcM
z4tr=p;L=ZsQL&S>^`+FcO*i{C=E-!$`)}HJeW<z4(baM9)}7#V^E^NXKq59jmMa?l
zGpfz#W?}l(N-9&=p)F{b(FF5E_bCGyRQ${b$~~&)ha*X@!0g<XB%i{%6rW9o>RVW>
zbETcp2YFj2OnvNU7|7{d-hjYr@iAS%0&qH>Dpg-;8EI_`j2vXHcZE_*X%<MnU4w2%
zTrj4req4NDWQwg7%<|tNND9Q;j9`uk!9UWbxta!8;){8iPwz9+o|WV%HB|KZmm#fn
zc+sV-%z?+2po5;BDr;wr?dG@g`IO~bKXirktectEO9)q%bl~IbR&6A3$a8`l{{Uqb
z*$Df(n92Ldxo;@BgvT<Zn|LAAAL&>gE4796h$cl;B6AraU}GE%R+Mb^?(7Cjam_=i
z-~Eq8cY9ba6=ha2&B*7E&YV=amA+v%xgE|6$%#Qbi+cfqTMw?^T<EE$JcPi%C|nEy
z#{=>d_3;LiBVtbu+k$(?DO&a~33xk6w6eF=E;RU-;zSZ8OvTnbjE=ocdXa;X<+<{s
zBjN9bSm{ySUt6?aIg%j51-QUJO7dS5+S)<lZB9FjvXZUKhESOR=DwtamS>dm6dY&P
zzGd-*_ObZGSdFaGLbq}a#k%uKQBi*ADY@=*-d&IU{W%}*Qle?W@b@xf*=lihX|xaQ
z_=n>_y0#7!Y4LN$b5nLzkkm~m^`7JKN?d6f$D4EQ@``SyZxlB&ENB#QfGUOwG+Y|7
zJ;&LU0|Us%Jnk5;NcdRfnGko5Km~b&bgxPHSj0|n3H{su05Me<sXH=UoPFd)py=0D
zz9GA|zPEU!j@n5u--ZZ2mDH`ww)zWOhIe5m<qCwU<Q&&ro<l#{8Zg%pBO;UCPBK41
zR1b+QR!=W{Uf4WWmzd$D8i}o%JuC(y4xYP}bopn$(dPSHjAn9wct!{Sab87i#!nHz
z8=cn*54a>(w8;<liY@drJVc+E0g&nkOm_O$iUv0RAyP*%+$sM6$Av}$gkc$5saVOj
z;(Kq0-YInZ*yfEx+oMLLAG`)nKKZXT(=X<~*6l5Xm=a2>*a4dK$!_7E%JJ=#MInvL
zV~me{SCe=t4E`~&Q{F~nk6>zW*jU1x>=o)aQY`cd6iqQmer8Yrj02LjmE+r%e+$@&
z;f`Sgg=Ku?vE#7^pst%qmMeXAVe(`V<&0#n%2(Gl$avb}W$^P{LgQ>#%kqxrp8o)a
zVMYs@3OyP(uO!s3*z><W+!CitwnL7DNDuynSEIACl`SOuBuVDUv4ZZ#Gxar}dv_)E
z`&~*tW>7J^Ju6b(ztOb+0Q&gP{yZz_8RGgKe}QohjjJqwDv1Jt*P(1zSExfKp+2Dk
z$+XRGV^`~n;rudWOKGG+b}a1D0D7on&O76+dIyK#8oc*lOk!wl#DSGT2S5I*`P{~p
zN|hR?zvO!OI*^Q0p2r~G6S%ZC(k9!_CI^J6ZKRfBcYXwq%CF3@$$t&Jmh0xEY=TuM
zgN{Z!j8|Ru3x$eFM%RrbWMhmF208q5(zul}-D=3uj5|)_=J{|iwT=<io06=$UjG0y
zd`Gg4oi42M-D=u<EB^qqT_HwZRA)H{kZ6U0))1)3?fF-&-RY4ujWy1hZ*;|W29*`Q
z=^%1?R}tcCaR#fWkz;RaSzPUbKm=oq;B#Kq8xidymA@0ruT4TvQ%A-z*jqycu*V`@
zxeXx?m0)-sdL9o-%bUacrnBN%t+dNIE*KSajuk-w@=pV;cDFtq{{V!cZS5om-NOva
zx1xe`pI!;YdX1H}uA6BcrKDj%19P9e<P2qxb613<t9#30aTOgeb?$jqlki?yoh8=w
z1c?VG8*iDv@1w`%n)II!_*+HL8Ev%t5HJp8kne7N&q~|3f#wC9<w4)pt|F{_B7i-G
zcl(fBsNv?6-Py=$x)aHNYbr9Swv@Qfae^`YzbdtDWjn|+QCGP<*F`<L+>S;F?@`BT
z9A_scvE|gekFwJvfQba2VI1SItH%Y1amF~LEU|<!@C8pI2_pn_BZ4a9Zlt^JjH|sm
zJIN!ENKm0T7|1yl#oc&!U55Rnc#XtEI~imhI}UMPfaqf&;~;c2<d8bBIO4hS8GRc1
z+f%BJKCLY`M=PgAdm5IW(8K^BZg5V23e7q-!l2AfPCG7Zu((~4U=A`Xj=u30p=qjI
z#Gzg^augNm)4g~Zo)!u*Q<Kp3aFyoUbkZw6pCX=Nlm7TM1H{quv4{Kyt|yEy@~YPH
z9QEodTL2kB=DwX#wS5Zp<c%%N8(26w?_NLEVK0JhzeCZECahZLS{zS{kef?MKw+|Q
zIUb_3t?nYz{=s!6yUYHM8X#54$=n7i)~3I1RfJx`$gCWbA?@3zTBZG&d3g2_SWW{1
zk?$uWHp^nWXv3D0g!a@`AHL*`+v}NL+BTXNgsk8IamXW&=U84Pv71!2wuaJhmjjRs
zZQL`@@~z(x>35N6D{RhXnlcG+df?=m$e%@BOF)C|Qa!BJ&x1Bg5JBW%b<eFv8OAC#
zQ?k8+w7JuQ>W?$MJ9QaJ0PSEfdx7sz`H$xr6qEyy0Vfo<vIBcLA2Rue8T!*>B*et1
zJGckZzNs&DT<{zBnJ)HaP)YU8Lo4Lswl%#fZ6R!<xQxdnmf}VS+?vEZxFGO5RMT;i
z=8nZpIJ+~|^d>*>hrmLx#4JJl>vL1$!uJYRIO1ho`c^K7YS8#DDT&Vea&eQu^{pLJ
z#pBcNW;5<mg?9U7SIx;q)>{3hdlzbxf89mBBG8K)XJ#8($|VDKKEKYTy0DV!+{*$Z
z7MpU-=BW8V0|O^LL9E0>K9#4%9Jpg|8oPE;jtA7$-wybfK+$hCD-BvmjnvXcuzu%w
z#=tl@<C^NrQ&^d{_e|!-Kios)Xj@n(nE50SigVMc2C_VRwD>;e-ZDZ!Vq?$VEO0+8
zAI_$h?g(rpX(gA<nKs3RJdxN|KD3s%`Z`TKm$6w&@xVx3#hf0P$mgHJxUd*%pIK9q
zc1-ET)J_gJJom$}$b3OzA&rDyaLbYM{(URoZ|*HE^rpY_B8nwV!B?Di&mQ&U`o^)S
z=~}(klWlPESiyu#bAqZcI~u0}X19@v!OuAKuc5|e%NZ!SO38FQN*J$Ttd^&x>Ap76
zt!(32?~j^dZTOAbEuK45qVcwaXK@q9cPoO$pKJ^<!N+e?UR+hX(|{!U;-B_CE5-9a
zchmfa@%1d#mZh6W8&dd!C${<4;{3>gh6x3-Gn(}q$gZLB5V(roB?-VFjDwzQ$m9hv
zB8JEuZQ};LFT>Ht6}5-jrIC!5>fL+hyXLu3&3|bvOuvay{ijQ{)TfO;)Y23#qa1U^
zd6V-e8Lw0Lp5SN}5hS@^G@Jp@*Oj*p4tb(3@fAdq(AV&j%DyMGF)>yKy+#X@A(>uf
z9$9U}9FtyW;FT}pyG6&XcSI9&f6qp0nMFyCo3Pzczv7LSK)ZyQ<o2&Dko>&k8Lv~+
zkC)&m#z)=eyry0wKczS;D-~7V!&{IAK`-7s=jqy|$tS%<AoVq7C$9Ve=fqd%{+!$Y
z07FVC{{R3EHQUtx0H;Sk`1(;wAkPt7cs8oPo8}Rpmj^$sFPCPc=1KGJ0RFU(aEupf
z{K_%Xq4UV;xALY|g{_uO-z+lV4sb{K)Tsri$TpHc)qwuBL(d>!5I%yF?FYMm<Fs9g
zqfEg94aUi_?&JJw8_S3#wu(5cqJg8xF1g(K$>*A-_Jfg@Bo5T+WLW_#yBY6F>=uJn
zcTyE7063*Xg+9L2opHN4?V1W=u^VyFQ%>E(tt$Wl{3)Xcp7at)$4r`2j9?mWM|xb2
z)C`Mny%-_598&J)lRWW2fC6dYaCsk{GmfOwhA?n*#V{wZ<5RcKP1WfB3H{xK`_9$-
zN|JMfjC2*|`gVV{EzkQ^*x64icz$Ny#0#{}(UXm)l+tmt1-Z53IPGD&(+#5Sk>n+a
z037k@^{F6*<}t}80;_Il@%&?q{*}*NYEj-?*?G4Q<y(^9IuJ)giqeN!RtIFjDfLis
zToq_uDK3Xq3Y@pO)7e`*%yy_|TsBWQ9qWO-iJlppqZD}_RU@FwWBONJrE22d<hwE0
zS8jXb)Yk!fa!t#KNmKx%ZR2-5=A8;0uR+$U%p@PXl~Cnauo(xZH737o@!g?yBjm^A
zYHd0jX*EkloIb~O3^U(9;axwDtRPz$p4XC_TRG>RIsGeX%a)`}ma%BzwNaRCTRgM_
z`H@v^ZeG;LP$}MqG6?Ky=BbfwWUQ<mV<CfZM>Uz$;B~FzwuUm?-L=#1290T{TgedH
zG?Bjc18L*=ikk22$)w!Ladv0El&VG&G7(f9o=!4)SEK1Z1Mth~P`$O~%zA~&s=#L>
zV#r2$<Du#JipABw8F;Qx43NnzYDpU~-G3^{(R|v!>#@9NcsQr>IX?!MU41qXr)kL}
zwnb*@6Pa}b6Dov`cERt<S5u>C7y1W?A{W;3MkGQMx)sk)TH|#dH7lH-`D)+JuHO40
z=@fMhWRP85K{fTLv4LcoClZ2WI6G8(<knAx#&zp{3C4ewP;E*>XZBGXLOcPxXU+N5
z-wq6F%12#{d8}187)tE5E@{V8y||LbNUdUq)uX&gS*4RaGLgU^tt7fz#{@U$%K}+E
zyaqdg9P&F=B?%?lF*rnFgWDO!XxwZvD@Drg1RC>Rl~VFO8(uA$w`)8yhE{JcaNGXR
zwOEPRT)`pE31WZmn$XoR=9fvgwL5&Z2X7qmMsj}vR3kv}hU5@f1OEU471<q8gIbAq
zc#)J6t9-+7BkN3>+Ff$mO+FooER35BtQCI~+O;fTu{MeJiEb8CmE4LBMtINXP;1cG
zE`>5%nVN78S^5>n9CkG+-d0*M&M%VZ5u|BNd9GR6va^|I5n?hk*9N|riE{S#$WGN<
zXVU__KjB`O*FGbCMUU>RV=O@GO9BQzU&_6zD}a%ila|Ig?0EkG8uj6L!tC+p?<*RU
zFj&<P@LUhdzFP6HDdP=YvDWfW{R+OE+(3->2wZ+O^6!jWe~UG2k;UAf&avFIXCzL@
z4%5ium{rzv$ROlYi8jO?ITX({w9Au`kx0=NwT3@ynEfj&%p$clpZNQi=qn`TuQ;I&
zLyPB%^xuSp{{U+FYC6Fo`i<4*AH(lnnedIu>wxtiXMg<&RS?fdyqE0Ph?}q)PzTcn
zsn4M%!!5MM17wugI+O29tx3C9)5m6+iTo+nvfNCU3k<5Q8R%1SAgDYM$fGcaJ{e7P
zD=(6UBa!tj*cffJ^|g{{#KbXF+%iYg>0U=}eBEN=DBC`KtL6f}j1LCARz;H92`(;e
zV>?v2l@3bqMsRuQTwjItjXUi+ggUISMdg)SKw}DA^VEUK>0WLM{E}y(jM7m|>;<RT
zZ8Z|oaL~)N6aLTt09v^3hMHnrUp}hXQ)<k;dlWp^V|^jE(=YthCJ!mXw^E-eAI`G8
z5ZX4GVRvtBcP+@Bfgz&hn5h^T_QzU^68+SfRipdJlx5ZLbo;=w4dOCTDQ<%&zvEf{
zF}WAIEKek2G?I83!r*bWfj^L{`sD1|-O><7*+|-XBig6&Y;s!YhTPi;-5M2SAo21s
z&mNW0Xs$+)&YOJcoF)2NN2tiQ4I^7%Y%(05dfB#(4ZVQJ{I<yd0KSEDo_Pn0Ffre8
ztI_LsQO6Q3qHTq@f<gM%YiA{nuSJ>QirJ9uEq5Zfx{`7awky*<9@|Q7^?TOZW0e*Z
z$6u9s{$jkFNtLD3Y^BG{ZWxjEIj>mwb#(G+jTl)rdD3nm0===HPip0>2IX{)ifwY*
zOx3rPy{@y9ke39Ef4a5j?|A^6Tt@6J7Un|3_;7ZCk6wnmtu;iF>vqzgklX-pc^Oe&
zaL|aR@|PqTm=Am!@+!^KcU@JFMx0cYpL?19An`Q%ecEk_ZdO5^ppml&*muox^Xign
z`klOn*u+paKqTjnryVO-#nH`UsKP{&M(zr_hV-XcEc4v5p<?C%-?lmZE7id$x)F9f
z{7jmv)z4bfE(CgHw=!Wsm0}n@vNQbaq__V7NS#~$S@irdT*c%<KMdTgXOzUBh#`;l
zu7g6G%+l;;&)?2}4lC26Nn!BHDD&#g)vVh$U8Ii+p*dfavtSnNDn^<`BVwZ{eWdRk
zfA#ZK?yVxeHs(;_p?@(-oM4YysTPwOtWlJk9)H?djHB=S`uf%;hRkL|8krO;o}e7!
zjDYmyVn-l@&jjY8lde0`0(TjYj@2cz?}UJQcBo-~Fx1$HitA}O4aR5!+B&+GBbuYk
zQyy}?D7bSK%8y2<udgGsiJieEj@1BntswQWG9Nhw74S(`?Odh*0EeWxyqe)B3M4t&
zQNNvZklgQ6y@IJY1P*H|ZD!HsmejPVA`+}sdSbk+-km)iO^-`0sV1Kxl6*h5B~(AX
zTzu^0Df}^4G;0O3is>)R1{rWRvw{!THE3KTgXP{%3C=R7y-xmA){?Bv=dUaQ7{)pe
z(!6RksYYqR>b%cJbDLbUJfB>S6xVMS+#rNXLWJlAM`d+2sDsIruItFM0N~?4<5gH6
zFz(LcPIK#4tzl^mvj9qqwB!yt6J5Bk;JceeYLU|2P4?7i?g?~ZhT@<iD=j)yg`E*l
zoxg=x^08F4RoSIoI2|Hy<zFuiT7uf=rzDbY$A?ezTuOah_xG!sJ*V5XJ3COL_mTkI
z^%>@<GiAvg&30c8ECt51HPa`{Zyy|g5##x0zS|R1*-@0AM0~vnbJa-?_?I^QV%!2q
zOJFhhn&N@nGoH2A{6-kpp#UHC3;fM;8wlz#^%b52Oe{SOF`vef>e_75w}c@;_*Jw#
zcCD<v%QdE5gogzOQVGu=fHje%z|weT+6-Zy)4f{MFC){UO;%KANM()64y>Vv^RFc(
z&cDXa>0gom0EDMC?ai!`Y0AD*!s;*wC%-?HaeCy8d{w=eXL=m|RodTPN2_X5YH-40
zitvfm2<1UuJ*$(}be%>`Q~N<}BsRg9GVn(j&3brRX;+^rII&eZsKt66q%jF@;(NxB
zAiVNoi8<wlK<mIf^V=1Gn)Uv*b8Dy0kSsA@#8gEXOnl&W;<jw>mr?Ovm2k}wX(ke4
zGr$UtIUSD`$ynVbj;H68FXh}M+ecHiv&D8{>9q%Ssn1@e<)bC>Ru77`2?sl+;-#>U
zeYqIxS-P#~+qEffLX`7ccGKI6*wa@ql^&g|vYE#x)Q8I2NaG&V<&U>h^{b`=8-RYa
zpJzBEFMhSHjLhql#kt^<+Xofsnr-qyqv)mf{{Y9S%O5~Ra9V@~VEeiD&2&yz{t>++
z=H%MGaamPY(9#afZ^RpsaieMO0mG8R>0Wms8~yQJr;BH4d^x3MLg8_W;pF@5delW(
zSgE_SpzulC;;V1Rn(yO?O4_WM1IyfN&wLgC03%JP?ag`u9kFVqr2u5{>q90k%%!P2
zKY@_9W#9_)8Dtv<dFH(~{#E|~ga9k1S(gj#URyB2sOPOQy@?|MjYV*FvH59Gk<yzh
z4m#$7Ph9u_bK*Pi`tpDM866aS0sjDzlKA)g6aN6{$mpUXJSd!WIHnajqbI5BMtPv1
z+GyLJhK$njngC6>J!(KQhw3SyWN>NfFbM6DNsSIsjNp&Xk%r<i+MK`zJOF92u2(0Y
zN<$kb85zwm9x7Re)yEYGJW~@^Bn&cXPfCa%Q%(=hGzf1rQJ+dFfDf%XJN+rS#W_#q
zieOmN{{ZACZ~panJ{6M5bZfJyOd*Kej5$5_n&GTJ<R=IF)zVoiKZdSDzR~uz=rjB#
zlhpy$%VDKlTgcY8@XFf>+87deu3%ejREPjZInM){OG~x0gvA`;Hv%){sUtq*W~-z(
z@`h;j8*!cjvB4wqtocV7S(}jfdhkM%TN#wF$T7Z0<yiA+azS|~oO85fmRw}})Qzfm
zi%(G-Y6HrQ54ur+^r>&PlO$QX^Cf3dmqlJU_B15WUgUP|6HJdKxjRlwkrAKEioK}b
zCG-*`k~041U@|T{<WzcBi8PB_caHAfRwRwMj2=HawRx;)SJpDcZj(nVFUlD>C-bP3
zIi96+*yrx7ZZ9ouq(z!ypoS`ivD2<9pY~kwxNj!ogPvhE?mrA7g{<`rnPHgl2Or+9
z`W-q6PnaPpRFTNVZ%t@tIYo8U@;OjR;Y(jS;9DY;k>$rLwK9JmgYl~Id}F%PT_Bdy
zd|+Ys?JT~e3SWuXODSWICvE9m4*vixaC+QpJ<gaU#(u>f?_<we#<mune~+h`RH{lJ
z3F`O$ER)4rEsW0#A}!Cz(qk=w&ObWwO;RnF^S*PL8;pC`popciySA}24=N3t2Hb)f
zLvVi@%J`Czrn>?s1#F<*f!}6-txXCln`v$LnpU4Ru5iDP;aff$0P3S7_)dQ@Su6)`
zm9gQn<4|UfJ?tYtE`F7*Plb_5r8RTV1*}nNgKWId2y>s|$u(XWrdTcHeq)hF)9wxr
z^A%ZdSV!ea6v!isYVJ@#0QBOl+v=9{3rlY?cE%roc^wZwm3efjxXM@RdUB|mO&0Fc
zWERp8KJRg!wOUEqSk*SDjx3NBLh^e504mzJ33H~~ssWT-915V22-J;(<|K2?YOau*
zGk3DD3_$jxRwg$j=jA5{p4DM(j&gCq>6)-@pf+-bAH5+!`VezMPnd~ILrdY6n%a18
z?M(}Lmv;<9agB;GkLO*Ds<3IG&n1%w)E@r;=hCToYT0bOJEGgN;QgGE2<S-3{Y@+D
zwpP>L$23kp&UP7<zV8ZmVDZM|`B%9;DcJE6a;R=xOiQ-bBn&9+z^|KpRSeJKjamGs
z!Mc#-DfO?QVuI@`UhQR!joXYHNd#x8KhnGx#hShSzl!x(W1DKF%YZOFYmGj~QjMOc
zKJZLXVkalr4J20c`G`z1513=+H8=L|r~d#yB>n=E`)^U(gLL1Jqf)diYhUsCH{n?y
zjZHPww<NTUmTspVY8-GWp*AS>uSob%*w*vuZ2tiI6?wSM&&ItU;cv^TJebH9u0QeW
zWWA2(S;)E5CLK3Qf0y{xG`N-%c+iu$M6xd=9ylVe>m&UR#mOHlzfW*K!n3UblTa(i
z&25f<-Zj?Zr-yN8EM(z`QbYq=zPhvW<W*Q*ytgcWg_P%?YT@<!S#5kwU{c1=+#!n%
z^5li&de?cXM<jY~s+$!ODA|xG1QNji03d4v#L-C{x=zfrN68FG;1Ea{{4-t_5^;3r
z%h2|*5tlr9jg3y~;?h^O1iifRH=C2xkV)saO0yo1{{RTupRr1^Gb>Cm`R8p(s9DUK
zebW|JDG}N+kbYgi*0{e2-O4o^bOE+B(iiqSI3G;rxhPFb4K7}XO;qDrH|lg}Ns8us
zdF7oE%$uYS#&UB|c<y_7EidHrT&LS2P|&yiGj8?LPi)BvD}%W+gY>R1UBq4so)_5J
zzm4*zIN`XX2a5LXUF;Z|Dw_9toE`KA(&3{LI|1ue)<-$ZAEs*dxOVCi4u8n3)Xwj~
z*SL=*_B-zjMw009m;V5kZb;+44SK(T<BHQti55}jToWU%?tK8q(!A5awyAUB+t~|k
zXvfQw!TC>G^uG^BrKP2ekxeUI#}Iiz7*IC$uOAVLYO91@to1voMJj2@Ui%ZwB(S*G
znUDtaqI~zp(Ojz9!mb>!#`1DcsjjC>)Q+JhuO-P@48k?WF@O|v{VAzsV&LZ9GBdZ4
zUM^>fjA|zq?PJlx#qvI7spUTrNRw2yl}I8@=OE{}sXQ|WnXE*cxRO1C9_mF{_@;?z
zeWxrCMifTG54(;<V)#E+nS5KP2_c9qjwAU=J&k=XQ9gV;CExtdA0DkzR{pd-X;@8R
za}oQpZy%`@ub`_(;Y}rv-q=a{<kk(N?Y9K>l0`pV#=2`E<>(fR{nbCr*SU%KPbP!+
zjp&<cCpn?qN-#!7Y7pU-NErEgQ;_joM^P)WjIPsxj+C<#g>ZN@jq@O)Kb|*_y7DLj
zFEbxGIKio1w<ut9#}!-;-V|<*IHKIK4+-R{<1~PE?1#*O@z(&<I?SpggP}RykAL!M
zm!;!G44{137^;`jtKZtjdD|ZU0L1?Q`m0Jm5uHzjzit{Rqu>?{Gq`sqxvvu2ybx+j
z7w)A1T!&w;BD%1^MF=0p>JQSh^~*S}qI7V|vZs{$PhfLgS=T4ky`=VwOzg`h<5!h+
zJdElWjJr+Dy??!m?Yu1{?QaQ5GVKx0@=x&^&(*v!XKSa)J-bLGL6Nz#D+1S8)GVVB
z+t0NJMcNKOF<(5KF_hyhK9+um(cSCK)U)C^e7%0?60A#Z`9=WGYU+FsqFL&Ce8zjW
zU9$%A)a^M7!Rzl_B(lB4?JTZZMmb`8n(90wJP@SsG^Q}Fr-R#^{{Tw#bcG+^E^Q7>
zL>!XkcC$6EEmkR=6yz%q53N$ZvHMko_UgeJSlI&+oMcv+G05!EoS`QNG}1k*;+;ns
z-aQ%W#!be|@}uyk;B)<{5zqZHKjU3zhCDI<00{k@u{6sxl0M?fxZ@owsoFg$0()0o
zeAf|P9Fvxwh{m2Cl__&YYH>a#@I1Qyrk8QuM+&TAHnJ1WPdt5VD%;^(t<+6%sH4QJ
z3nIorBe?5cowtfib50qyDiBbNv|dP=;b_iIO=`@0s4Q(Rpi?Aq*+e5rS^iLf;1To{
zo#Pt|OK%8jPWL6IBrIy69ybCB=eQMj#RkXz5&cMANbB+`P@_3Jg;eqN-h!G;HfnB*
zTtubHft5VqoblVGdpT@fSVnxe_q*+}=i@4<P19|y4L<~UX3qZr!SGyNU$kGjU9sR`
ze7OgcUR~lpIz3x0BRf1%l6q$-4@%Tu7~I<FHdYWSq)?(GGxA$$;QMtyonv@{_AATe
zo(;teajsZk<xm6qiuy`a;}?EgKIe?v<x865w9Cn~+2X&75?(g>OM(#PSRb3$n(4eZ
zrRbWLml(K?-b<&sVIwS?WmGuZjy-DMgsx-MG!vygs=RTBG8s0oZQSrNkVhQWXMox`
zZ|@y|{oAGi8OY>*6{DJ0u~ClKIel`(>3Z$ekam;FlW1n^S8SZBDGUMrRTqmKN#fl_
z)L~4=13BWB*|8U(#au|9j>ekE`*Xbi0F5u2=lF>FRaKLBN|c@}V=}Gu#nh`1zz%c8
zbVv(mdSD%X&iSrh<d2&GXCK8~WD+zwE||&zCe}{1ocAs}nVu|PFT=W7ImSBI6(fT=
z7~|HvKNti500{n*&jor{4>o-6pOt2|DoazP@N$9TYeV&}-ew+7q0>9sxNior{{V!N
z(~NUnthw^9hBDj9=9f}X&1Fh>5)6)TE6e6Ty8xfW*Qe`_PlBOeL0(}#Jhkam_8&qt
z<Yt>D3HGO_JPKp?&q_i)f8Yi`;Ud2E`x}4gX+<9ZK^`H#KlJ9@f56g;5HrDZ#Tlff
z6bv)kmmTQm9jN_i06C{GDt@AynsR;9^`taP-*@XoT|KC5ZTu-9=OFf_&|=TdYPjuF
z&z{{X07Wz@ZY3G!j8TeW7dfJi)P5MC0Op>Z8>dQVV@{90Jt>H@r{L;V{{Zh-L1@5u
zX5fqu^tJ8&$*z9G{z6cHy<67j{waH$bo*le0O%%@0;4d`Ak@$~j(8Y$nQD-5PkP<(
z{k^@^^ZDa&NcTtn{zfRZ!5MnSQu<~GpaX+cVU@%E<IlZr>Xz_DYjq@u!dBVkusH`O
zoQ(Qb0%Lcly$CLJ_LnltXCIzKi{=F(&>jit(y?Ckqh>1<NL7gWR~#DEu>k3++s5N4
z+P%OS=Ck!JJIJ$ZpR`8A&QQia_e|&MQ`D!iUJJsqWhI&-K>q+$AzINlX^pL^YPn(4
z&EWpEhZw_y(zM#nX|0yvArUJG+5Z6AJqPJc>`GT=-mT&|<kR5NUeHF6m2o^yM1{8X
zCy`ZPnI=0<rEpJNPYOssGg+F=ys+K}kw6k<mj^f*$MmT!BQhQph!M6=rxdU5l)fXm
zva+A;5zTWt%K2Os+M@sf1_x{k;<Z+q;`-)!Z&q0Y?E%=50N?}1rFsUC=1U8CF_I8&
zKaMNSHAQ8)xnK?q$G5#jHty~@mE+RyZV7l|5&_BD!~AP&!j`i^u5GxD;~_U;hhRly
zTJC7auHbQ9M~6^1i7pEf{;j(I0KHW%!iq~%rPUc;IQ+gtf;kv99;<0=w((06DSUH|
zdsO<_YgV+4<U5jGfc57iii2J+4uI1#tZn8iZUY3a52a+HXs4l0_e{FeRuOM~Dx(5+
z20VTh9klnUC~0n_akTJH8T_jfPZ1r0JkKcuEAyT|Jk&qitiue_A;$#Z^H<4q9QvIy
zL#n!l4I2V7510P{*QIFnD}A#Wg9dd*Qn>>>e_G_z#Jb3gD%}8}U||J5!%)7w)-9G>
z*-AX=xi@fm9jQW#QXHzLv_04|#r7lz3aU_jFh9buwF_8{?f6Zhq=ZOw(2zjS=qqDV
zMwZ>>kAob9E<0fV0Q&2mlHncYXA&&#rZO|oclYgHq}RH6l;vsM=YAP$THW5h(Ozno
zl32qVNMdOTQ`ii8WY-7c$0x<wvlEhT<n8ZX?V)&6O3`jU)ng2iw9$auq%1vq*Ms=H
zhVgc+K;YfUfIr@@DOqfGMcm5IKmBTBp4p*BdQvg<sTc+zaA@3pe+p;iK;X~>nfZG0
zUX$>sZq%81!MAbkoY$Hu<E?sM!gnWE*h$ze*}oms(4NO_tg#wo3Qh{mj(&!+^jThA
zPU23gfJVQDNvl2~y9y(W;5VA`VEPU}tyA#$F{+Yzk%>Ilp+$R^IBGjg+VK!((C-yE
zX8~6p>_5i2KN%s8<3orZ7I3HV#w(<M7DuK<VIHm|aWHf#7+vN-_!u3=2lA|M6{20-
zXpJ63ZF~SN)C22}rF`xW3oJ9O2EE<U?_x1At?cBtI$Pua01}&kqmc_^>w{bdjdeUX
z7Hzn%`g5z4Y%Vtf*~ea{y#rH5k4U;<EN_@(V9C#7dVXJ>c%8PZb{-i1(906ZxT>6F
zlgT*i(!7kSgPl5&XQ7R)7|snI<swL8oN>6JW&LZ-HF%{y5hLbuZj(LF0RI4udN!vk
z+uT_^QmU)22`A+vJ<V~RELYKdA#no8ziDg43h3D?pd9}Ig*>i{gS&gQJZzI%c0BuB
zIn<=<S*i|r^rw?G%$avA=aNaJ2+PmQ)3L9nJQvXPzXAq67}Urd1;PISzD;)8R549s
z0ck`?VqCE}&uZm99-^NLYFKQuFC!f|HMwCS{>HTclYx)czE?1^#L3HRugLeXiM%>d
zcGLAV^xJTno#Ym+zCSTj8T;8$n%9L+*D5$k0RB~zp)5(RN+k@aaKsMZyBya_nuWM&
zWb(GTZ<Rn8>5Tnr&BW1-N{#cRj)f_~Su37H@rV9Dbk-m9&Hn(Hu5;nVzuJ6nW0C%^
ze4mn<=zcG-YppK>1Iuy`sK~6}gwgNuY_ek_J6AuMQT=P{ayZ)yO@CXS24dQ&BhX`=
zq1CS}-0;ok$N2Rhn6ARYPcub;4tlTaTwbt@mzMXb)pC#YJu9Q|<<ie?VcngQD}n55
z=rJnrx#Q4wmZw)3!Vr6KDSA|Z4nXZpVd-2aVKSVpG?I)Y9lHG~s^1_q<#0|r8US^~
zV4!sW0C`P9M$4sf(S=P3KRgGM)qld8!*pPQ%A8OI4Qg=Kk>KF0pd5SgSoc$dsf=<$
zqJLlOTAJ)2X=XwH06i0sJ?ohh2ECR}MkFH#zBsL@FL=VU(Chbr@PX8P*!(alm!~k}
z(Yn+cdc42Aae$*IKgzDn6qD)5QF2RU@!Gg^%Y8zk@;WdM)#BOB>Ifv#-DD&UpEf>~
z=DENb$RnkCezk2fXxAm8Vf(ZEtIQ8&BLlsB&PJ_4zccC_lUfgre90CvRZARhW5D{?
zQ{hBd*6uba+hhYHkU;J|tCPUadkX1%EdE=r7a{HyUyh5k=k>*Q<LJ7yc`t2&J8Eoc
ziX(zp$r%$!ai8{$T{U5+(j~NYwT*?+O5uqBV=bP&#ZzYOUo)6tULLnAl6TibdNn<y
zZj)Z4iKhcmZl?yW8yhrBkxeF<yETic_^(OQ<#=YeEi(P+&}5ItrE5nIQna~gtFt-I
zG}YwnWcafF2&9_dV3t!B;*O_i0Ovd&Pfja{zd(`P25r)Ppd6FQ8&5UUY8MfBmr;i5
z(m8Fd+A##u%)jc`@(IUdjy|=M;w?Qbbc<V)5su`@(9TO`WM$9JKb3v{Ux)S-V+n42
z{w}w*lWSrx511p>tz@1LJq}Z69Fj0P{c4|!tzy%)$zZolk$kSHobBA8<3Ei}p|gK!
z*=#srGGp7CkH)f@JV7fl&P07r`vScSzGH^VklgS@{#;i(alzvw{gd9I@MD1{shpPi
zFg-?2X?zI-%?<OamIyL%agUVZpzufUXVgGoc~Or2O=9|&9g&IRR^8%T(xU^-I2A3j
zI{-0`1yk`WH~b{`;2u2V#Y=B>A}9gK<F#}|%6ppW3G^eHmte;yjMhoHn2d>=A6k#?
z6M}zu-<@g9O^cVx5;Af=Vcb_i6Bf`k@#$>hxc7Nnjm}Th*P!Tj0`p9;6LAQLt7G4#
zXE`OQaaVRQ{9sA&{*b-4*AC}03iMxyP%XBTro^N+(m-L}yzW7XGCw+m?vpB_vp2jP
zLGdlFdh=e1Zv-yaYVY&2Hqnl?=Y9^){3N#I4#vGpPSf7t+)cPD$C7<bOr432rXH}W
zo(m|-OD_YO^2vY*q}R4<mN3cSi`k@dtc#Qw`_<ypFUXu#r*(13SdB4{T4Rq+l<>by
znsiq3+)kG9F6ks-iakl7lh*zLWO#!2)9h{k0HLK7(tINDuA$+p`=9LvK=Rv?yG}?O
zmWmPve7{OMQ+??{;}i^c80Lf4o17eqT#5j39A=e%=^pglj+v!jxN+-1$w>!*K%|EX
zPa~d`)#@|((8FoKJ!(ciW5M>S`Nc}iSx#y&K5m(+LSu4C#V&hOlmf>+sh#+sLel1w
zwG;rO@XZPQSneq)=y`9YF%~R8<Rx$Q{*}81Kj9U*JwMXd{{TTXg{S`j$V%V+>fV5V
z#Vd3%{{SyaasL1TG=R#<81=1vB2yWWfgtT7vK3pY$gMpfF==?u2e;CIB-Ug<WN=UM
zFXPFqC16{M*VaifAFAi|tZ3Kf%?n{0_HqGY0XzoJ@~V2g#!w0Cy!YmxY#ZzZXTE<?
zRdq0PjAQ3KQd^hMsEy7IbT-bXO;v2;%~PLx=TUjd>FHYWZZ=VjXZNf8sFuP+8nmVF
zGll!0@zcF(XqN&wz{$XnH$mt?{&k6dq}_Uaqu#D*?X^fb#z!Ki+73Sv=o(GjlIgMq
z3QXaYfx!FOt}|P@ab@;wsY5w)#~}3UU0#VU`)JsJK5e)HxNU8R+78~*HB2`gnEe-K
z`FAL9knPW7>-bkyr^yrej!_I@1a{*D4qGjppMGnN(_00-#dbOz(K}&d#KBJKKfE$A
zRU{F5Skmz=$+@_)l#F?o8}K`2g)fOGTaOA%LgUI2q4y(qHB(w|n@zw!>qqmWS&>hL
zuauwpXurv+Es-al?>vxBeL=-qlrhsGcO<cP89ta5OeW}<<m6V2$bYeIy+n<ieHOGI
zD`=vpt!e0Gf43~N&`%jWf3zz$HS3X|YShtCpAcFmI?W#g>MEnU6r-W<YbGrxUI_Es
zKSNx$x}HH<qXY#x=j&Y>OtGY{KX^FcdX549Rm*Fa(#agMN(RuSLV?n|UdNubXzlGk
zcWV-X(mei^^N)&${8gH_fApz2{A=jgNy88Bpy~Ju`OC!_{{V!uR?qzXKl82$9ndj@
zZ6tF@$2i3!bDvs5G2W3v(VA(c=qZ5UYtlXyE_J6FBmETr0O(cb>Q6Q4zX{{>wW*XJ
zm|3x3bGn)n*xK=Ib4RENijx2)Jo*yZ!TO4|ry-2ToP47d)a$w|H~t>EomBaW5oXU~
zy#D|?<}~*63O@sl*skgh>c<sr?qhhK!6nr6iJDT+6vUX&V7BMaQ{JrVptKq$-l=~X
z{S7z862<+cr4|?~dYM0!T)9E^T_YeJx3Mw$VXKpOKSQ%bq3TPo%I8M9-PFQH;n#ql
z&{vFx@BJ&-bs1J&4(XXnlM8$Q00_l-B#?!*hG5w)NF&gUe~od`ii&9+H6+_TZsz`0
z(kvsA6_Hs&tE&)H;9%pwTIW1svs~!f-Nfv{VAU2Ib;cAa3{E|JRr&5ku8|z+Fbx<+
zQ|Lr%T<)W+%X{$tTWP>)1^T&={o|EAe=6sVCru>|tsBa#n{H2Jacdz$G1i(1$@lyz
zw4=A_UFQ+%J^{FRd^M;#0Dffz6OIa+>@=0xX#|oXc!IG!;0_6|Gtn*{)52PWsQ5o9
z!S9lz`qxF^-xN<Q)><@{;o)-0yfNNE2R(SN6B~napS9_GzeCl-V!2_-*4iD<hKba!
zr@cD@n85)KLEr)Wt5?hN%&bTN0!clq8^gB?WvgnsY$(DzUnNs<$-zPXAFXK2@xr&v
z&6IfeHhX73;a??*jqAH??QceUl-!zUnEY9BCC->U)pbajM#2u>LH@MggmEwSrlmMJ
z+XALY$5a0R)~v6Hpc|`MBXH2mz0(~A0*~embYBM}A7|C%z$BR0KY{-M8vP3_gkeq*
zi@Hb5<`Qkmy$;6u4>k!CjFFIi>JJ8)pIpEUVO84g*ktfNxvRI2<s)aR=DHmNMom9O
zisnE=%6#pkyEjkM73<cOp<~LW8_MR)V5z}5_otqOQu%&Oy1Sf6M@nHh0Q%RScLYZv
z)7vz_a60lRL$c*hV^U0;TX^Vb0n)a^9K-Rc2@4^|-H>EcPzf!H`f@4-a$zWb^k<5p
z6!p0O0ODCBpE26XNY5DDE1J__Ym0_=7*8;;_sQbA+tcUiGsoGGgPP}byS9v`#0<Cq
zjC)q}cV<;qi0GmDY~2uYM%DKwp}o{+vYOV~(oAH0!yQ25{AzVzakSyF$F*}FG1ei_
zE;Q+$31-}`5T-c5=lRz@VHwL0B@NB+T)x$FY;WG*TupB!yT}|!gcacA5ne+jjnobn
zYk3j6;GyYVXN2{*{6^DB61B8o?8(6-oa6acmBqVT-pLzIT*jp_pO|EICcbYET53{^
zmfN324oI(b^M`$%f0cFK43HQuhTP{3>BVyL0JA!RN`@g#bsiERLv~5@9Cj5MrQR9a
z%kw%TxuIi#vmSrfKmLShy}pjlA2LA1XBbhFP@P9jw%l6nk39T_k*CwIp-jr<Nys~K
z&3F|k)aT}@7h|DRr?O=g@d0DR2O0INR+_lDlrNM<d)95}`!(#4JV?!)hsikyy;s+D
zMeyodxwT0om}PdhG3#5$4H~URoOOE&Ra7G7C!#O-pI*4pts#3zmPeJbmgFzt_}7|i
zO(S2EEJi70UG5lTCArVjn%LE~<kqxVZXPy<Xe3aIA0UE8PBGW~D<{M^M(0*Z7-RP$
zzN0I_tTiO0z3!*a<FOvvPnG+pQKxDQG<$g)Yf5dEP82BlWB_N^fr`oTJ=4!)mtxqw
zlNjhT%~!INn<QME2+lnR%qp(BSlEs+i^)HgdJ$Tj(v{*#qO%M8L(qAv&*M<|wZm)9
zI*dj${{R3K%_>jy>tNZyk$;^YEK)o}Dua>)eE$Hz1#Duz6L-P~%eT4!_0Rr-Y7YSx
z7gzg7&GM1?nz7)kX(vmds?4ewwg>ws{AoTM+D&t++?avdrFR_Q4yT&Q^(}NcpAn3B
zpHLmd%|u7!A4;FaDdqULQc!XP<WzBwk#U}tvLait*%%|zmy8ePN(WkF3^DigHAIM5
zbB{{(&k1R5HkD-3hFCt&xE<KZuQ%}AF<p3)!Wq-diKbo2jP4$ouJ6aU_Ifq`h4y4o
z9lXxoSm5AxH4;}=DLXQU#K@zEL(<a<X7d=9&UmjcZY9TR=)6(l8=ZFWO)7}cwpKLz
zqOc#C&%FvZRtD~R2g9!n&2e!Kw#^y0M=|W`#Gd~EO6m`Z?jiAI*N0=Zw@8mID)l^O
zq3}MV2A$ym?|*EJX2V;v0Kj_Uxa)mUF8(3iTn0r(--0@H>r=}0Y?RKs#=5LFx+CeU
zD3G*$RQ=y#E6C>m09K~7@8*I*F!RewSe|>D%#%J!RoN|yV^DNBt*;E)nRS>Z2+Sjq
zTaLYWtff<3KZK;Xw2toX)i=u#S5b`e4J%z(i8~|cZx7tO`j*)vWo5QJx7BE_OX1Ir
zFZ@g5sqJqqQXeYGpDWylLH%f_YYh2Y@S>KJx3waJ{N|REB8mW7aQmj4$rP*i4rl@C
z&mYc|<v2dH)!>SDcXj6#BS7aM<BE+=8;X^}g*!$CMadb>QU)L-XWo;&Dg9{&CV>w8
zDDOyVMkoO@PD~v0+M9}U@K4f!ELeZYLJzHP*(rYx+#u@rXt_T_SUPw7gzf(T-u{)l
zY|6eGnWSQ?_QlCwqvbRRx;!a#s^94m9iW_G_8F*jiJ^d8@7iW<s~Fvkf_XKc{i~=r
z$J=KrMlfVNiju{5-$9)11e5p*0UB>*Z>#Cjc{8L}QOXp=&64Z4JF(ZTXIyA9+FCU4
zA{7J-0C~+(xww`IWho=aChTQ+C)S~g>f&jDmT4Sy!!a~1fZBk<G-Vq|n9a23xZ@wz
zrJlmqRkBH~=Gk&3VDRlED)u=(xv4bmHtSS|3u`zYX#<%UE;v!&^CG#+<eJ`Rf<-9l
zAy!=UB9~G0H7C&;($S}B!NCJ=+-EfC?jT4kqg2bJjM9RB@B@$1u^?tM07)a<*F~Y|
z7rM>t!qH>>(r#lTg&u;22z}O*ZG6z&*<A4P10roFWAl~%U!7Kh6t%mW8KwD=fEXWp
z<{9f)b8kiika3O=PHRI?f@{aOh7~eQ@+znuSd+ya0d9AiY=38nBCuui0|p1KNHxdn
zwlge?DyI0JMgfzNobo=k*y#|o8eOzfF4<CMSr@n=`Woaeb=#XMX0`-N3e4<?$Au>u
z>FbJ!{6Naq5n-4(3DY~cz$8~urCZBssN6*={{R4GBc2WjHOl>}OWT#4fQ8R0Gthm0
zmDl)D4EkmD%&gBMn9&)Sk_K2~pZ7&nwj6dO*4=^Ai2nHP?@?<GAH!GbJ32S>t9q)e
zmwHM++<A~5f7`0s$|%uwR3CL+K<~y#q$AJOh*Rl~wWBPhbenU}`o_=XD>oo+A&=!(
z<|F$a-0tMa{{YBUhc$>}VI+Wok6(J+@Uq7*i!9@wb+=95>mQ)wio&vp++9Tiu-_wu
z2i%(JbPXlf#~)(YE)A<Qu*L&z9Dbx$l;Yb=nayi+){c@bqmFx78TXD#l2xmj@ghpT
zObDO}-yHgmNUL`mR;s9OzS%TVc2L}p!m#zbtwMVSit)V3txC$Tj2)ozYp$=t&MJ21
zN1|EDz82?_sy|x!>&0!K7V5|Tp5*@k(2acuq$*Ejvj;q!^XXqbc&7u!dZ-6K=~8o#
z_Kk2ewkA##o_dlgkN3}|2d`Rb&U2ay40NTVsGxiFpa(B{^k0T&W~VFsz^%4dZ(Q!L
zI~-=cOW^#GL$AuyFbVcfr?<^VQ8Ur*X4K@;Zzq^}FbE%Uelzl()yC<MAhv~<AcY-8
zdM}7z`%Z~;#!TA?9llZbjySF>NrGu&jU$s`+uYY~8E$e{=w)lN#~hJMG-~SC3$;kj
z4h9WqLpzI0Wg&6qD9$@z)lU>c!p1pXEz&ILq$xNjkPbb%)~&ox_83FN6-;}P*BRg*
z59e8XHl;P(*;H18>}I)N?Ax&@%K1EucG@eFg2P3+@?r^uFNID0Nx;YQuA=Z1)9%!B
zwln_#pjR7bJ(<+4ysi5hKodOWzFhwRTHubCJ0;N6@gP{Vsn$KaM2f3}!1-3W$xeJ5
zayZA@;y?K7*F)k3Y4n*E7>gH}Z3quIRjztvap3#3X!dQqh!92&cD*OE^(if1q0II5
zr5FSgNHc>#!NE1qbDdSG$Al;6tf)VgZ+t(Ge~Rqzx!A7X`0rZhpy$Ez@tn?|$X8?V
z)+?LMS~*NRVYP*@+cCR5V?FDK9{F(7eoX4atJI0u=wtpWzYw=Sej(HSim`qtRJ)0A
z9NX?vJ$WD2nW22z=ZF|C0Judb)a<CIZSMa7zbvezXZyVLuZo_vm!y9reHI=!Pt~49
z<9msk`WsoI*lo*zeL-yIyFY~6;qd;YDke+LtCQ?2nDIW9aew10YbKKh?%<?sdD^Vp
zAJ)BJ!u}f`9@3t|!CH0RWRh92lEeYP^y0rj%A<NvlG?}0=2Ep;MebJAr3r4^n>pZ|
z*Le3=ma#@258bMOjf{a@POu(JcT<qZfxzOuBTb4}EFyww1c4DpnBT?4cj9^+G&g22
znpXYt&E}8dQ`A+VF?jc{LHCEHXxu?=tae6&KY4(vuVTq2_(=J>spv&<og{K#qDVbz
z$@z;XsN5<M11xNeS84a@QX;SsmSxD}uUY^t+iwP<oOx1*U%GnK#uL0@mz?98N4Ltd
zvkYVMsu4o*u>+v!M_S0Ths)eVL=pFM(EHWvljY12oHC9Fy<yyII-Iv7Pt#+HITQf%
zGUp%tdftk=GOMw^G?`|L&XVd+F!Q%KAC+h8aweT;5WXofcWsKeVw`jI?NLJ4(gA6$
zhPXq(kp|XN>M{JQD*H}4ed+sRnHDlUw$BVbYb?fGlo`HV9%|@(lSGzxKW2zRs-%Fc
zw3Ejt-n8`@e9bOBSz}g_treJOtzqid@!Q1(t0S?xRxcsrjP}o7)unYbXF^*U6_iH`
zMB}(6OMfCO<tfSYyRFZql1-}|0XvRyNOc`n+E}c#k-BTL$jSyuz#Tn1((q1eKK}qv
zz0+>&?(7wes9bQHy5qHWO>@VV$@-3~<&DU7C^fAPXwy+vjNB<<z4wv_<67E%+exQe
zfx!p2*08mGPg>Vzf%OYnGZK|Tu#v&$wCptfLf+clp52l%GBT&8d)Ga5-6icBxz9!W
z?%N&4z2%wh*JdOt32$oRe0z4ca@Zh@DMewDdi1WxU3}cZfs!H>#rTP$j^@^TyJngI
ztf5u5{M>i09G)M(gMBV<j=!*I=9L`i_d!(gA`D`t)-9!nS6JOySVE+R9l57XsTm?@
zERn73%&Q@fJHBu_mLuDxExxZUp03)Ih%O~6REdsrk&n{8y>5K-*y!}#218*3%{{am
z;{XXH8RfSOjQ;?16ZEXV6{VzhmhnMyCz5$y<OLimG5LQJjMY1<@9imMx-poGsU=oM
zAP@l0C)0|la}<9t+sKrtIXnz;Nm}Jy*y#K{;nqg8)b%Eg9XP3*cbK5CT#ztNa=5O0
zUex2(^_g#=i^_@E1W#Z9AIi03@lK+ebb4zGX)R(K6=b(oAamT0b6NV#QKk6ukx_iO
zj@20c1*^I<TOB*=)}9&gL^ie!ANIA@JmR~z1z=7{>6{QMZwhNx7XBEw(_*@}wbdt`
zzj|OUK_}%0kIT}rv@K5OQq?Ri?p-8EQbddx)L?l{#z4vG-m&x*16r}<b9oRS_tho~
zWpahrn%b1!c`YXMxryp)(tH)6>9^h+yt}-!ONryTSk$u~6oJPExII+?*DpR?5h)lI
zsi$~{Rnje<9X|S7c--!FP%uxgBB?z^C8_97;q4uFV@iPF6Z~GkT4Q*BNi0wHMZaD?
zQ~ou>w~ahU)autClK%jOM*cMM5XbyZE<Z8;6{j*L%+c|LY2mLC+0CRU*yUSvlzBX1
z`RAI#xt~(;4xwn5*G1)={Epm_lh&$g*ZQ8M%X_HFJm7$fGmZ{B1B$t$XZvqR2h~5F
zM5TR-MGZ$rn@pIjlZg~Q-VgMutPh*ox^EZ7<?2%$XZM5oS3i&5A52mkFX<L=Y7<Qz
z#QsT0OQH26wI_vbh0lqjjgB~M{#9R2AMr9#{>kI;tNsRH{xO7g;kx}PH=u~Gba-Rb
zF9z@yFiNj;S!_RcmC@>PXT*A!C*_EcE1qBsXgH<<puou_*H_?=5$T!<yIn)1pko6y
z%&*=4Rh>Eci1(mPT>2m3zNw<>o-eqUN{p%d6Yn_2et77vSKt!=0L4Xk-}L0;{{SLK
zMHjdp3EwnOeJJlpp?LJ9B8*W$3MuLa(~;a$DaoCtfF!`jy(A+gx>JhrL?}*AK}nR5
zk`1GZfT{lg^;L&KkGu!gh~rbzXvTQ?iKc|g^bdNHNP=e$t&dF9U~|nfL*Ep*rwn!H
zG=~}Ep`<Z8)0B++;;ps13sAref!3<1z%&74PZ-qg{{Y^tgOTAooDBZ}rLX>iYadTP
z@iVvo0D89K{{WF%<J0Yn-~E$A5sEHKU=_`D-VJGQd`n=kz}b#K?AhP}Oz`ZGM<cAT
zq@y71aHJp18tP5fm|HREw(%cW_K*FRlaSHMc<O0xJXLw-E+h;$l6&nH&sxWD(&iYN
zOm+*O&byBhM+Eli9loBVur9}PgU7f~YnjsS=d+xMW|9SQ^LcJpG)3qQYIeR2fZJQ#
zTwc%ic_dXtK@6D+8z-Refm~LxX?kv^y1I$gB$b(RJx*!&S30G|!w6=&nSE86g<Z0-
z)Lu4gk#`z(`}-+hTZN2mKTDqaR`RYb;VI5$lqcny?)*D7mWypTySYhjWx?FDt~kyI
zPMp^hCYyY+<Xg()C*}h=tN#Gl*Sen4kTfc*o$t`mDK4xMxkmR&nlrg&TY`GDWVYX}
zYxrKxZ7=Mvp8nj#lPrx8lnDmYo`)aKrnT_gmhs9bYiTjS`OhCp%eK;Pqr4tKir^_f
zDo6=GhG}yvZdW7hcQ9RB8@Yj(Y?E9xk)}b&Es@AL>F-=0iIz3iWD&=(0HuaIkTPp`
zP0?>`wMzqXj0m443+HGf)3s;na;^NgL+oqjK*X69@Wc)|&tIUai_}dTJ^=F8YwM|2
zFfHt+$CyVfM*suftoU(+R!nA+ICl|{?StI({A&bj8iQ%^EE4Q>I|9UkPS8Dv>rT{d
zH94&ycS+sPC48(L{d$_G*cHy7TWGFDh_<;&3J_SJCm3w{QGIVD`c>Qzo$WXT5(?uU
zxgPb0q1ZgK$LGUw3WPhKW<H&8E2NK4gsx$l@QmZ-w+Hz(B*DhV5if=B<8HC-z{xT%
zTyx&7zJYTtlN4ykS~q6K<>w%K`&Uyfju7vj;gdXug@^T|hQ(e63vntiY>(ZyrB&Gn
zGvWOkQMA`|%cr&`F?68(q=n>lBi6gSODJsob*XC7Tm*t*%7PQ~0toHcU{-dRFLa$!
z8O8UT0FW1j)ZxDZFl%C865m~G))wlp#|y&?NQ(lE%*&EV#%owr<w#DSG1yJ2J4Vcq
zIRJ5$$phCl=bj+d;g<ewG26_zxj_y>eci+n->*vayJ#3Pq}qc#j5$HIRQ&~cwbqRa
z_}!+KCTUXn2IXvIV>!p+PPQg3SX6M*QoB3N7?`ZhxFCqwu1B?a2a5jy<ZRWr{{WY%
zKlCGB>7z-Di4^oLoL7W+t3U9SYTmzUlm7rhHIvx5n9YvV%yy@@<xK;3Is6SVhA=8v
zAZv*>DeO%#h8q~Gns5Al6Vv510aI==E7m>^EJt3Q=2d9Y({ayln!Kg>YW07Eo><oI
zJjj|%+KejqJE;dl(>z6ca@q!?BxteP{hCd@a!4FkIi>^<B>4j%AJV!%8F~7ag>_+M
zR2cw9=b+7TmUhy`3|8h*@-EDi=qs}gEm}D%$3-Mu@ioLo!Y{K)7<GK*#z8oznMJRK
zO!8pLkOm9yjMqKlfYIs20|T*@&JK9#Q(nyR_;KZCAQ(0w-QOLm+}Aw41fbkw>Saf*
zUf;NkX{wOR7IIGqjCDLzw$@+iO3$a;#sq^OHUb_7?mwkM&`%GC7G{<6<RRxhOMgHs
zD$?p_xV8D+w@r*>{M?H2xwnz%+Rn#KKAWq(#iTacoxhcH7<B?HY|l>B&G_QOQPXso
z?XK?Pmu#TOv92=29311GE6`%XUulRoENGv3e}zEfHO_e7Nxj$ZzR9Jh+a@fI0<Z*t
zt)I%dm40f9D`TcqxoNl5@+z}BDkLnR50fX{*6qiDJV|N+xUdlh85^ZRk@?kKQ$W=$
zEYjlY-BKv<g@lUSlg9wpZ?uK&eNHY{Yn%QQGaWYzDn$axzE@=oN6G-e{A;DP(JpS0
zZd+HpQs`JJw%=W(4&5u3&={|V?o@NQ<Np9b{{R~7EcGLAcO9IOGD4t*oS&4CxWN4D
z%gkz3jBQNxuvFmRG|jCY?_$^PRLK~!%7USOX&-3ikF8VyJwd|0k5IdLZqh3tFn(DH
z#{~5sg<aAe9_n@nAl#gL;8uP7Of4r6Gpw#~3Z8oQ{cGn`ldSodM2}%X@?I?EZ{1hN
zULCl1%RSPTEPvYqz1HF+R4WM|IOi4RM@q0=J5IQ`vin8UEX7^7Zd?$<f$mLqk<D^#
zQgl}WMGu3XGhc6%yU<BJkCn|8t2Q~Um9C?W(|-8?+n&7FaTUZj3M0CUXZHc%5$#+)
zlXB1E7#>6of>l)aIIln=+GqnxtH8#6D|)pQsyMEOFoTUW-%`AqbSo$BBq;rZaw&nY
zAwFEE0Q7NIkU;2T6RWRoc@-4#T_S7@9y8qa6`4g@JjMX-3^B<AtvGz~5#O~TNftE=
zj+}}kYzjaK#K)ZBg(J_C+L-5Vao(!jOXWsey-<wZRz{Nj6%=`3Wskj0quE+%^4zS*
ze90v<24?l=k7~@Bou@8O-W-bPBDbIH5z5xk%<QA@wi^ScIHw6EE3r;3tqHDfqme(+
z?x04-SzHW{#MTwmBU03Ci%I50hij<D8=8w&TX7TJJ+i{-fYC~R==Jn8-wZjGWoBjh
zC)<F);A7kT^Gh2zdmdfxX@iW_UT(y?riG{2Tv}bpy~0bCSr{LiupXcNYUK56$%T}%
zZz1Kqa!=3!U4M$MB9r?hs{*F$ApZcsO>mmE!b@#$5F`C$u20p^^skwylxo=@M?+Mb
zGa?8iPc)w|KQ_*|sAtwLG^@N=KGZoNx&m>YKT3Y#{VOL`KfQ?OA1VHIrLOGDs@jdw
zss8{8#<_q6%75RnP+a)0R=j}0aXP$ga>L6U^Xph$`qP)LX!dbR);Uz=ea+2h#TV9k
zx=kc7$!fuHgd7|WMnT9uYp1f-d@166B1=glSZCXnwVS5zP;xWV*121|XtfCBx0!xZ
z%D49qX8miCytBH}=UAsuyN2X-!3;e`cVOt!P*zrF9xin`p1K~#Y2hdzLcO$t&+M?x
zwUZ&7D*?gdHOc%z(WIK<8MMZZd3J=E0+k?);PY9UH^e<-O;K+=hT_Z&Y~DjJ(AQmW
z1+R#$Mct2^hZ~t2Xdu^mi&`U!_gb0S7ls~B3|dcfXZzt14}cFpXam>#rxioQS}nGp
zr~ROmfD6gd-S=Yvji7PwUA3CWrQ52RZP9=sw@RwVob?}t8kO#iscF+%UFsIg=58FS
z%Z%eEf;r-?F5<g9Y72{b@1VC558g-+Ha$)=TOKB}I)1lzXdle-3dO$|&d>&bN_EGC
zG^<TY7qZo)xkY7d`w=mN?$yzJNU@R&iSFXmBVuL4+6h1|5Ags#w3e(44+vP?Pj>o*
zVSdeJmbh}jZ49iV1HUGz==RgTt7a|Xl2(rDIUiz^g$>C*)v562NoKY29jQ`P?89TB
z$ZXc%!}+3%#+Q0}SzOyq_GuNGX#)lx*aDWe4Gv3MLm!BB5uE0BIUic8d0w1Vy-MB~
zE~a~pM$skDF_L%wSggaSTd4c!K<GiL*@|0}J~4oCk4l016Z%w7say2kDi_pYAmb+#
z#9O@9bqTbHw8nM&Bu%+j9R78orA+OuXwKb7m!JFUxs!bnZb8L*KY_d;-X?hOV!cRG
z)S(E<Np5raRJ{g@{ybf}qbNLigYm9p51jP;Ype0hmiHHhp<+tRRe|;9xkea}k7}y}
z+@DN!T}U$nji>P9rtmAD_)V?CoM&+TDz=<ebtU71r>}l0=Ynl!9x%0>#UjL6zH*0e
z=Tj|&YHLzQ7l^ez{{VTRAbz#WsVB=IS7G97LH)CNBO%F%;NzuoJ9erZ@;Xyn1JJNI
zUrNilCp>!Anftw~GJdDmG{GLb@CW`z8^8MUen0J`bW{ESkNBP56O8?l#y{X`MI<A@
zdr^}{b4MnDhG?VOmVgg@)02=*Hk_OTK+!j2fr=vO#WXNH8bocUr+-?OSn0Ejkx&A2
z-lvz5o|RwQ6wxe{=V7R6;{*|kZaY&XU&o3ET02lp12mlf0HEXAv&VibLPh@oLC>(N
z3&1D&Pz8-VV^V;D{8ifcP6)1atGMO2x0yuYw%kY&dUei4aawWz0Evyi`_<9u+<0=}
zjx%(>`U#<d*h6QgT1n<dYodec_PxXZ079$cYg6}av~?f#-~RxwUUmt{J$|)*7x_kU
zS+pyiM8?YJQi{q;3rF7>VJtG13+gePRaek7hzrPURh2MXE_!=&R5YTgt*iP%$MZF_
zGsPnTFk=?%xKYXWsgtou+?ML!O}EjZlTEf3?)hc`xdR|qC#lIRIbkaSfxsu4>$UR)
zHa2nFvxI1Y*vC76&lSSzQ-1Z)PjS=OfA#7q-sX?tA!povVsrJbpGdx*+eEtD?jiEN
zLEEo5t~5M={o~fUYi&fupkCU^bhvnxV~v|V`vLuG>PG1i6G~BpeEr-L_2QzovP)?e
zNKaF_&wTaG6Wngl1;G9!3z69L!K;zSl>vdyIj(l>j--d(nU1$=WevC(vd6i`E1RDB
z$`f^)IQ-Ko1p4}uT||<^_j-I`*`+`W6ZdhRgWkA%_;+8-Nm2`w#a$<J8k#ep@Tq~c
z``OmkG?+4o<W4q>^sB|Z_i|X4Q^D&|_;MWREgVp@NYf9xc_W{~ts6-#q+={5CUM3b
z5ZLsnoRgb0gkLF2?nwuSuN38?B{9cv+}Ag5cA|{;uA1slG>hwFE(@xWAE^up{VSe#
zhxcn7TMB?2lby%8_N{5`VN-Ig<1&WBpTN}XG>fN1%PWT7MswQ&pu9OGXQ8PX8FZ*5
zAb`%;_rMjpGbXaVxi|0-`-qTmdGB3qj;^Q0GQ};V4lSed;%%fi%YeD(9A~dyD~{3>
zwySQc0cLQc>s<|mUT=u6ZhX{_%P*bB0Fp6^&Qi99(2ddBSYOK(&CA|MObl0Q<0LUB
zkbf%3H@;S-eR(0z`d1w1fx!JK_Bz~AP6W*xqaC}04Z|Lps#?90LvGCkvPvbF&CH4i
zC#dwUTGCcb>x5RPSzvs-=I5_9;eIGT@l<NL&-{JK&-@72wP`bX%?z0gSq4b;$2I5n
z^XT@v*1bNhrNew0`I0{}O`CaQdH1fTQK)l8U&!F)vuN|;H#Z#A(AeD0Nrnk!$6qZA
zWAd*?U0cF{AU+wgX5%|<hd#C1_zw3?SJdt_tu$DnNaOO=i-P-`=Fj=*S;G@2cPecq
z*H7~sOS$0(Ow@Xt3$Od~-{DhQ*<QgbGgw^^RE{BU@UNkD{a)@Z8Uf}>6pL}Ub8=lU
zahwjkS08uc3!8K+Z#C46-5mfsPtk~>R;xIv(~Z+z>^R0hY1r}`h-QU=ni(P|pmi&s
z&b>$B2%WV%!4Xv^&;m<s<99ecjdH#=zPY~|e7ADREUG0<(nb-uZ$L<{zu?;ERJ=Vg
zYM+nIT@k&PHsngzc0D5gYb#3`yq5WqcQ#ufAFtN9+iQuWoP=nj51jt#Pd|vRzr~9j
zdQ6NFRk6+oTJx)8Bq<#1NhJF6YFw=+V_Io)S(f}y3)|_k<SY4*5Ox5d6*<jYvw{n~
z4mF+=<?T>DVt3$V@!L42>oP-sYaBZmGe-C%;{>fiYm1E)?SnBpuoX@+F^;tkPhCn-
zS0~lp8;=a#IT&4}0n_Fg!2K(W(B)ZmohktyHcS|?KX{yfg?757qS$y+cr&=9crEYA
zt~bK5@9{0BdD>aOB_^SKEPrhthp~RuY2=-^24b@wyW<BNN9MnkSa_t1#t1DUUCnMs
z-UtB0WahJEaK16qRFC4BhvEfP@sEic!}_9K$8NJ7f-R-W@I!a5H4k|ss-(TfS@A@7
z3-%^whBOfph2#!MC$<G}UL&?-(C3-1QdcaXsK!9Z_RS`x@d5QFh@ClO5ds2<$<BE_
zMPh0?;@{c4M%1IeGb2b206E71S7j=5jk<Yn_?#|E)<;L-gAAS*xP{X*J<LI0(Q>&J
z=?fG;Wscio0*81Y4_fmN3btXlg#Q4`ON8S-g-v>4jfS9QCkeM^KU(thNi^(_Q!lfC
z?GnjN&CI8R_J<?bbpDlI;z;3__kniuc{QP;N*S)R$M0kVA6nzQR|U=W%r@3=nHvR|
zX9F4IC-61kQ;VsIag(v?^ElIOEB^pYPZ9XO-%pC#)na*&?w4{n1Dp&W%DZhM<jvu0
zE2e^Cl0vK$%Zz;nE5$X7JE$%oiuDy_BN*xcuW7uMY_xj|3whQ2xK(mKfCKo~*x>C-
zf>CGA;#ah;+>v|3f;qKya?An-Z=8d)^cC0$p4j=ZTy9?Jw{SJYctSS0ymye0fE92%
z@+-cM(ko`nMZy07dy3kOcb9f^*LtPVA|Ld7yk<AIo3`b^G|_i)V0OugB0N=zBMyIg
z7V+v$Bf}iflu&X9LUKiHVm5y+;w6$N^3QA@DyfixhU-yp@&*`upy7w8^%SxIszBs+
zpagk+YK7ZwUuv{YS2dq--Dm==Y9zf-K--*Fo~5eIX>|-k{aO3X{3xTa_pG~8Mapel
zlGP5UJ-wqeTiQn(jtR+9dWz0_8_`#0we6+0zis71a~a*#9&$YorDbTI8^7@S7+}8B
z_8E7PAtkebJqM*r;Yd{8O)`Q2OdR^=xNTt-{8r>1e%8c~ZPm$H=ylSML({cg5=~y!
zVz`+BL%AIjl{m&n=Un6bJhfk+?Q(Ae830#uBvFLO-HhYfv*x;QJjL?kIL|q+I;<j>
zGCL{Gdn3#B?Ikpuh+>XbaOz1Ud)FtcfYU<0icV|Ld}b3i?}5Ljd*hn(-Bjju&-Z_=
zV~45Eu65V=3LW{U4Ck+U38SGE(s3iGTTyKZDoOprsbk69F<DpI1p4%BER{{&vTq=;
zUCG9O5KU_=jV+DTV*$5?8TbDH^;DWve=eXLWW9?y=eWlooozyHF->ow6=J0(k3VfP
z?#3xDCRorzBF5@SVi<x)9WljRw((xIWosN3*M3wf_Z4DJGx%1PuVo}&5Q<1G(UMt&
zw-5YlfraDyy!FL$QLxT157xbC$xBpubBl|!JBtq(e`s3^T|pPlNSTexFaekx{oed>
zitX*Re-3Jv33F>@aU^Y)-vomvIOFee^sg293EDAQ78=F&lPpqM+%#<-?W4CnbL&*~
z)SI5P`Uaf@Yb-iOth;awjOr8*d=r|2@_Tzll*MOozH0_{+N|IX2i_bCtDtMw{v?{>
z*X?g>_HCwIF6ERTZlL~kqp4}g@=N4uazdrDs?Z0(^f{{NKBYYk9j2b=M3M=mxroPc
z9sHOoGw7MET|UD1PVqgqudY6gYZP%jL7<hg*~T-wtz^Mtqs0;XedPBN{{VSy)kZ%m
zw{5G~Y0<+Sjl+3J+l+HSSRcrYR#&hzasE26@a~}tO=qb<`jk8Xfw1fK#xg6-9wr5o
zaLDxOUqg=@LKh!nvtjDcwrYm0;z;#NGYUg(YUGSb6bEqTtC@8ZJOPo1Tz++8-Zl!`
zm561)!LLuAE0<EqtjbTJi~j(vT)ozVaAs#8y(HwE<N8wOLOGx8>DCb@6KixE#(ygI
zuY<QJmU2e20Vd>DPW|i6mq(EpZ;gWw_WuC-)#x7#;CMAwE)EQf+<Ve(I{}BSX!q0W
z8l*7A<}zKg<2@AgtZR)f@(jGnsoMpHYtX!F;nu&N^6CQXa}%6wY;GQv<XVNo!{$cP
zP38_TTRi?%q_-P)G<5Jzs0K$0f0cXh!`F$tD`gpuKe&5W%({M|C7i21!uw8n?_WoJ
zKe>+UM$_ktKP?>(%bt}FabCv(tm;PRRn~3T<V4JaJ-Ic;ND8VPn(TG!IBa}nszq^d
zur1@UN0aX6vL(=AKnv=&#X<fPoYl!$*$wJrXAyf=Y~+?c=C&^4wt$sekl6IBd0IT5
zoKg|&p8$ax&EKclAO8SDN+|dQ>UEp7QV;qg{{ZM|MI<BV{)UX;VwRBhpkYDIC^@B|
z1Jjyv{nJbX6y@k>8Xh<!Jt!qf7#-+eb3qs*y-7m1-8t);gzze691>|2H;fa{wKPc>
zI2==olgj#YU4EbN)5Lm}gg3U<8{nBkq4QK^AI7d9g+3}#mD0|C>#F|%jXN+nEc;Q~
zy9fAX;*?^oVHhK*GpG2|f8kpAoDcZ%Oy?N$)BI~UR+`btedQ=g^f4qMY<A<Q2b#}b
zhPu}Hd*a57A+iNmx168jSvtRk^?d;&eMZ;GNpcYH4U#(ary7uxv|3={C96dZKaEP?
z{p#p+@&5o6<-z{|r=|Y@&}*L4zvLxv_5PL6*!;d4xaS|~OaB0%)iOx4?^j{rSDK<R
zo)2tQxQEC&sA4p9=FY0eu!kS5Y@!KYY0fe3D;G@}zLy97S+75hb*Xu!*;)B#_tWe@
zyxImmaZw_XgL`<_I)ft>^6lYN8%G1Za`UgBBgkAJB%YP4d*>UA#esit@)Nrp<NS(t
zkEPja6BwtKV9JG?U>F?n$)v3vO&+SoBEq6P2>~^^XW`VkFeLYa*`+}I#>W8k=cQqm
z0g8;{C+khQxw~md+8lAq9-LN=?1f`q@&3zXwkZ48%-xgJj-&i*q_?<BiG(*2Y>xnw
zy9C!Ee<9mu4+KOBtqGu#c%+Uw5oN%`mLq7aXB77~jG3|Kq#Eh+8_bF{2npopsjgDw
zf5gV%6VSi%tsOcU?d}MY;bmkXvyMT{SG$c@Qj~x;vXlB#g0T|R>9olj&r5~}+<>5L
zV;RnQskcLODy*_fp+;1p=iag6)xWga<^u?-5kMUP6?N{A=~2idM3Br=a{6PXV<>BL
zqBFAcFUJ<1%HrzxYPZUvh8WiwaEc_#58dt{A5ogQcWH5c@vyou<2k_O<F#eoKqt3_
zSdp>ZWFK)_(pE96sFJ%Zg_jxk8Kj!xdDTR+I|LsnJqNE8I^c!tj11IF4%3?4z?V*u
z;=hVSA2OVb9`&FWY3=7M?GqW5nTI{PRUI`)+u_^>H+QWuD1{~)M2oz(I~wJ$CZ%L`
z&`HNp-eN;#3e6TvHdKOh&2@vx{>itFMrQ?EX;agm@vdGiZrPO&+2mFO1PowRyZvBW
z#IQvoDB5<MXBq2WYv;c$wP$)!wbR(?ygMNKia`;~K*zWQ{<*G7*Gsq5HLZ2$*N&Ev
z-8S8*Tg*9canm2IZum`+VttbD{pck699Ip0smWul>d~QM9_`qal%X7v+v{GfB<D)e
zc4w7UDAZ?3{fS^kf8jQpgZ}_LasL3bS6|?b2FeS~M83Oosl>3x%PccII5}arhUc7h
z^{*uw^qo)IPkwINwsdcZS9&W<V$<QBCEJlSu1Fw~4s-8KQmqu)seLwSf03G!(&+WA
zat%HmA}fXaT+iouZif0-3P2~RHOmQ8cqZM5&Il7oe_hqiUwluy)S*~kNVbi41C)@G
zai8yJ)Ye=0wr9W=1ORiCm?`>a8Knv{lvArG&24P-HTH@+MSbLcIJ|>UYa5s%o;Adg
zm6}F#m27uBS7-2bN82vg@rzXd0MLzj&bO({s~DKt2o@mRd8NrGsmZTF_)x_ryCJsX
z+A+s|O?1UsBx5Igv(fd%No@*B<OY-FZJ_6h<ex>FO`c1m!lx)sdivDfCe+)_NTQjy
z#{U2}835xVqO`tewT-;S&NIgx*EL4@u8x{1awN@X(JdO>sh%c~FAVYRImb9Z=cQp-
zMLoTok|aYcpr9>)-8<HSzLRSKA;B2I=9f>@(XC^Ms<NVmA<z(bu655Iw>m8s<Y#Kq
z-OZ%T9ypK%3{<}2c^;g1tUn0Hzr;`Gd1$DIoL~&`{cEf7CZwt1%hZQtd59b$0o;36
z7vV{W)UM=m0_*^>9R_Pi%3O`LV>cD;5=VJ)q``Np+iDATvB_-2?c?S=aa>QtxOYt$
zcS1Hsepb#;&s{Wny}WJZ$WBQlwlnL2>s()st`d8go+eg8i-Nya{{R}!mE6<pYgr{t
zoL||~9146kt0d9Ja04(0y*y_C<W$y}H*f+!<)Z%pI`nRNr&-|p4>9cS9z{rFyfL;%
zQ?qye%U+qX$e%H8fMLlFglF=vG0-jyIzm3-xo;ScVY46Bwi8piQV5rDEIw29uMZzj
zo_{0P!AV93O`{iv%IbZr>hsDFg*f}huG(qwHtUJmE!5zC^BkJO(Jp1UxSrXWj>)7g
zj-Pnd@}KLngoNFJo`8S)>*ujBwMLV%>r!pg(BXa~+eHSYXknO2jT0Tff3$03!CKN?
zY4Kai+pg@}<qX&|CsEhX@m&7^j+Cyi3hX2IK!Mkc*E?yv9OIqKkIufc0KeHFuh8%@
zZLCC(q`WU?w!dt4!uf<UkF9j@O3x4nw|`pm-2+xSUDVM|iXnK=7H)7!;=6l$kmwl~
zDn>>-*7!VBE5qH~!xchQr|)cC-E<G`{I(vAQOfsV2VW>S>mEA(H5k-iJ5@pT80Mr_
zS$g5K+c+ceuCtV(apl~rI2hf*Q~W2=pn-`^t<+VE$o#1Uv4ORSSHZ@8{<TF3Nk}~n
zCIj8Dtyy!qIp?ikxNZ+>$ac)66H?g8p;EvF;EJ<prP?_rTXbxmGBZ`-2j(F1Fl$N)
zVYpq;uwbrKk=Tx+vZ*U0dP%bFtTEf5NMlq%&J<u*m|kcaw4NuL=`18@Oyz?dV+FIC
z^gG*ywT)d^t`9p-GexcJlEEB;LIWsZ8yOYHQfaF*wh(ByoG@@n`EicbMp))I1;9Hq
z{o;R0e4650P9b}cBt3{7KPs<(u1jtMo1z!5$e{lKO69Fi@X?(V+^=gG`o@I%q|vc1
zp$0ev8t1P(2`tkF3K>AaB)C7Kn(6-l;VO>dTW!>eLEDBH{{ZV$XI7S7%C{064D#J;
z!JMkme&mk$#&cF_9LygMWO+Y*5ew>)Hh)zWWBwJ?3Qx&6_YMC5)~nKL^L>}k^JKy3
zyUj@z>5?E`>6DS27B!t(xX8U^R4FIXea3a)gr^NFM;nhZxyy0<sg^n%mb!kUeCk&=
z^2Bq`PCun+&v@`*)^gZAGI^?xe$i>S%Clri9GDr%=DRR;aT7^7X>?&;noYYBcxOh=
zmju$nl0_x6MpcGE$^5%llX#!Q_Z}YB<+qkL5R<wV!2y)?{{Ra1T?bKk^eaX4h}mjD
z9-fsJu?CZ@XcCQ49%$h?4vqW7KB`ahuUiL*sS56#-P3I0uS1@SeXMvm+ByzvrttlY
z8ij=3WN7XVN`=gud+i>y`9_7O>w0k0Bff7jz>wW+AQF0DXCoEtmf9wpXAoE{po|WF
zSjK-mSHElMk0WMa*gOzeB({($sf=WZ!nqx{W54yPcUQ7D<FMd&JXa~=jek(m{7ZRj
zVQ|**$Am?U0072o5cs=aEJ4*K{6PNz3bmrM4yRptJh7^=hE7I7!NIJVZmv!+tUilb
zE8@*`C?DEVaq0*7R*s3|T~^;xh+IyWF-XB#WI@oMY*tcTMxEV;nP+YfnUm?7jh;|G
zZ!<Z^di4!%#_6N;bc^U>V~j;Aj31%xT$||LEtu{w&N=9>$MdLzQ&&Y!4m+H|nTH(y
zwG_7uGlyaHCc0~l8^zM(NowSKD%A(@--*fjtXuH|{A%n;m1g%BR{}MafyV@~u8%?1
zH9rmBJjTdgMnK5VJa-18(tI(h{{U!5{h<VqKynO`jzR5RMXi;_lW=7at>go`HpvI!
z(A2c<30$Rd@h&MQcmDu{dQI+fNpf<3D)YY-Pi?Mh2J$NtZ6lAGHBts^*&^{CoQyon
z3$VE5UI2fsEBLR&ipR{ca7V4UtuE{%=R<39fTG6RK9%$@!s3777}EGWZXGGUAh^@+
zd_K}zX^)uzDB|C>W_UZ|4x6Leoj*{wnlP?PNU6XFwkle<a@@J&Zw$w;8_0@*GLmC%
z;Mas*>9;y<(?@XR6ga^qzJt2)_k^BzlkIXAZ$vf0_{!_Uo+q_=w9-=M5xJa<ZWW_<
z1iBtn^1PE|6W66WSs19`k6N00Q3D4|mFvww?$Qmo#ZOQ@i}rN7E#n*ebIAVAcOQh2
zkLyK6`#VDM`1<^j$M#%<IR5~qu~9&e8$XpO;;c@Pg&tc1+4ZXVG?TeaSX`P;D9^Pg
zKZO7|4m#75q4cJy&lMny{{Rm;>xuy#_ruscGxj_Cj}fdQF(RaGC?^L5<BIDE_+)NT
zRcuT}NoOU74`GaEyz57bX*4O4+sJE#yGcB`T}D7t*q%jNTYXn7PLrlP6P)jl{{V`w
zKM{a+s&lH6UP<U*J+!gi7`__3C`a~ba^NsBIKuk<YFRYjhSNbLc5+!X?1V<CBV@KX
z#d-5uYGr|K2El;r8FBhGTZ>G+Tf2GQ%Ek!dZSK&J2;#DiRXeBcrT358c^=>48-%m)
z7Mn2yg|}U*I<e>g{#AQRzIgAAjor%0JgQ|?$jYAUk55YHd^t2X9ud&hFYJ&-04*G{
z<L1Tz<I|tcuZu`lcesY<NlU31F`Q0IanrX-(-S;m#z)!4@LTPz{(T9wZ11^+t!nqt
zc!us34k8m2Qm`xfdaym}oN``9#1FMLTg~~c)v$l>x`SPk;P{65(#rODnqA2)x<tr&
zbluHlUqN+$Y;EPz^__(0<c1|9-y*smU4@n8;I7M#CaOs$X<zETC5BP`m0~V85@Zs>
z5QFXW*D2$DM^e;$IbzzR2?fes%8ZHFZBjd$vuoiKH0*}YT!}j~vaV|@#QJT{mEl`E
zYq21Z-puMG`^9#y4LW!nJtxmj7GXR^NygH89EE|-r3csgS3_u}d^tXH588+RgIxZZ
z#;I@q^>mSpczRKee$v1C4Q|<&LXw<%Rrr43{&hh?4UgqlmjOViVl*_Ny5j3^I7J`M
zmdnFzFP`D9cRTLd4+^0F0QIU(5+N&Hoa7y&KZS2gY316ME%FpNIq!;=>`}#CIWx-3
zg;K{EJw<M4aYVK^60F5!TXKHpbH;o9D+4y<V7nO$bR7Vz2T^-_X`zNR0#(|?^~bdi
zH(CzndB*Ozt(#q5$}}Q<J}Dgk03JE%kMe5|ze7mFj+IU+l1U>pl7o|wFf+~tbkJy$
z%#yeze8})UNHxj^BD)sUr)XgEvY{gxAm=reRMo6)O5IG`OGb*|TaeL$z%V|Q4d;{n
ztl3~xDF;5eHPJyZy8ugWOzJWu0=cKR5^DEoPYb;MK+=P6a-@~?E!(ZSv#^C!2l+>A
z3b(0U87wV7bOeshcL9z#6;9&9TWRBxGTu{=bJni1xFSIdGXMa{&q41~bjnGUp;k!A
zV%Y$Zky(>x<?5x0$j246D$68OJh4huFhC^w`c*q?dyAWh))b75_}Vd(RZNP8YpG+M
zx%?_K6pe-3w4Q*~o3V3kahHsOhm>lsZ!w=ywA`zeU<t=wYhwaSD|eDW$gJNs(g&#(
zyJw;_u}U3)RXAavrB%@5FLo3Vqt5<@x_b$sw);wK-}}?aKEk~GW1rbQ3?yRLykNGI
zVQBf?DHzWOig)&1mZ@lyS<Jw$Rf!nS;avf{fy(Z;L-<qkXEK0@v177;1#-#BM@R1+
zi6t#|CDN>+vxQ=Zw%n84*Ocp4Zu;H(<PFyjdV%~$-o1j?%iL8nouKp5yx&@MeNNzz
zLkVA>UQK#98>&j@nTxlzZ5+?oCC@>Q+>i04787TIkHl8;T}C4V4aXFD;fmm}{<YTR
z&SMx@Tr6SCZL}V^;+gh&GuzYe3iYPd^u_paExyPN;cR)i=dF3H*et+wCpCo%?yc^&
zIIx(PUz+P@VvJTzEP)O;9^;zy&xM0zm-y#w5rBPpHN)wjE%tCe<NpBYCcE#2C0<M5
z#C(xOkIdIcQ?6I&L9f{B7kb^(T9)$ns0tUM+5tbMM-`?0pgw4mfzg*6e-T|>*NEV=
znn;q^$m;GHvH;HG{V6THQE6~Mp4Fo`?l%hLoTaKr?xzSOwK-`oZY_~qMAL3yp#kKR
zS0lMwa8-`ev}7K&)En&<c*r6!IqI0MQ1~)SyO}P`gob_blEmN|&N9<d<rjSh>vxMb
zlRRobCM6$UMPO*tK?_~2!(m-Qk6uSw={3y(tn^E{<S5LjflqPs4r@QcdM&=CB#koe
zA<qM+Z}BywYmu`x8GA&C<-f7G+Ai$cLcc1w;D9R!Ulz>-2HSSe?!Qs(UaZ<ps~`r}
z5;1{*D}wRfmlcV%5UPP7ELS6fD=IQhdK*`SlpW3|BO?RxsqFzbkevSj8uR$mL?jH7
zzd}V#YZfly$zQ%Z``3Br9S?^hOPKB8Y?Ajx5I?(x$*m)8a0G}W=u|F!vD5RZya8_;
z-C47;hHHsH1oD1BMn5Xv)Afrx{{R%VrJcEWEw_2{vh{wOMtXDntH;F7QL8S=9<~}Q
z*~hzOe+(&K65fH3Hn}<V-(3vI+pZ&Ae(*6LrAeV_@#6AwyCiFeA2$aX$o&X4CH9px
zvjYT(Gs6-I<Jecv;vqV?mu1l&r3om)%<{j8CPmh5(Ea7NT;i~FuPRHBCU#ZI;{!Q6
zxUP%h6@-@B<X<zs=s_jBa(J$4$}(nOUFqNbs`{)PIdHLFM}dlW#7Ulwt6g0MGhC`D
zGa@WW$m1uI*N?)zLqp4Hw%|WI0SD{NaMSo%&Z3g#WrWCFqjA=|j}OBowvB8ZaOk8F
zocA@)mqV6q9T|<>5xDID3NEqce|dV;>Z-|+hhELp)fkpllgxA^p1JNTLO7Qj;lk&r
zuVEfZldLRhXEg00NaJ11*!2Fjp8o*rH+1h>`kJNHtoEz{LmLNf-9O2!NLa~h6P`{v
zq{6~Z+<Vq+i-H(qtzVS!RLbu-_o!tPTm9qiD&@3h*42rT<jWV!0mgfARpCR%(U$Bh
z1$;TJPorMPaj9HKb0p63x)$IO!gb+#^sFmvbm7ah->v7L2>$?C8PB#krvp0J#rAoj
zl&WyNf(|$bn&ot#26%?iE*<qJGDvbT$KS4M$NVAMvZm#_kV;sVb&!H<fx$D-Q+<TG
zx!31cj{4e18@FL_!M(HAw6#ejg2p+7Wwyoht~tkl%lcJlG=CD?;YG)oql~%cx2-L8
z7my2^XqhpF$;L;wt!1vaG+JzNx{btIF!^ROEZC4H-<8Gy=CSN`Sq`ZbQ8vgN{Lr32
z&lm^NyS;0}KWLE>8+gnpxKPI+Ry%keNp2#Lc~KNRgj{C1xgf6>9nGAk?I^LA1I)1=
zQj((>9)h|nW98e%n|du#lfw5!c8i5X;9)W{D#B>DC_po_AEB=^6Gn9+v^wdytKE=l
zM|J=Q{b%$wfqtga({E2TTRHbVt8)8BxO<SIQa*9m_XqqdKUA=iZ5{53+#x1E`{b2B
z%Qe}6p(r@>c^uf8sV8qg$jz|3o+uI+S%4Pja09mLn%eG3{4;i}+n6~+p8lq<>AFPH
z=~mYfC>x+E#~hGP{{X6%`#`v|(@QJ<>35j|j02oks~%r#w^NO$?Dyz#{u#Emy77&q
zH+J#O360Lz9l*#w#=HGjUXsFck=a``Sm2hEKl&YU9vV{@jBL(-<&3|`S6$*gHs?{%
zo@*9lx`ggg)JVO>d(f0)8_4n09HnG=XNhN$^H;gPXx1?!;04Y&1JsjPkq<I&n2?}V
zy+ZopNnYM|&z9tlG0Cctzwc^qeMI*xJS?fW4i8Rgkx21Mud@YMFz3+JrHKj&s9HcI
zz$E=e0C!LE8C?}yOU?*6-RV)u<Hedn7S>q7Je~QjFN56CyC)n}LJA7eDsyw(^yo|)
z&7f^BP!D!SO}vg&lk97m)TY#JE=*S`JTe2(nAb3o-L%Tqiz#*Q5IG-}cRnBS4aMp%
zo#G2mwnhQNO1P1K6Ghr(Xwivu`iy#XSIi_3NN^i@<o^JWYWIb_KY!xcXH>d)L?C3A
z>z>utIq-$uu!=};L`rfZ-gc?>8LOH;vEhvef7oHVUBnjM&T&^}XXs+T!s!&SmsOMz
z)Gt5Qx$R5Bx)z&t<X!lRXyqJ{<&%%fyQ}XL_<rb0BzxpCHd|)|*Ecnff^HnkBHyzy
z$zs_*ogAQa_7g#4p+WwUHOvZw4zV6bsTCv^8V<at%a#Xo)E||H;aT>+Gw|-2X&tOW
z<fLn~Wjj_@r{YfuU;gvRxQ2eBSVqSD#ZM?Ebj$GLMNP8F6o)>CH5{J`v?+2!Ooa2p
zV!4>SYp2^FSoK{~XyXLtnJ2_6Kt4@JQv5)o%tt{t!d)Tw`$XzKqng9<55s*oNwHaD
znnvdbrfQ4)M<ecPSHFsivtg@G;~^!e)b2*Xk+}vbUfQrWz6GtcK03dG29%Z4<j($|
z>ms7Hei3+X??&;>?ZonVi1rSFv5tJm&-9|G51e=;Q-JoMQit2nQYdf&ljX?B;(;OV
z1v||ilz?tjcBvy_yDDis#65cYVwhxHAC{QTm&0BU)qGHwCd0`6$pOr*x38xaxc>kO
zyh$GhTL4!X9&!Hw3ZvmIUh7KIZltu;6HhHNt4h)D7{TKhHK!+u@5{+4@qLRs3^6vR
z=Jfs=^XtbQ?H{sn<@4OD$6}-WFW1W**E)Z%`u_m_wJZE5@ft$Ymb7TXmLyHv+lsb)
zQGT(7{{V!x#N(oiLy!Fiv@E<;s>?hOf5K5|bsMllZyW_n1J?%?l8$F}tZnljxOW~4
z@Hd9<d>^J<-f0%n&hQ43Mh7JKHK$|X&jxB9V2ebBb~Zj`BXI1)o`#_C{oseddNr?@
z5w0P@ZP>yOz0a>W{A$cs^V{m5YxC_RvWY?nl>F|b@=rax3ey#tDmbXnwvTt(`w3IJ
zZ0B`77s6ILg!aQow*Av%0w*IsQCS~n(2Ee74UZnFEok_fKQmm^A8R-hXXTI%!~LQB
zt2I@(?l2P;)4;d@=l=dyj{`R+FKaDLV~L7MI3j2*{5Z_tXwod>PzfbgQ;*iUPly)U
z5z(x#G-zN@W_a1+EJ4D9j!CV%sN<T#Xk(G$F1S`(q*6Y)m-<&BtlCRs;G0+{WM}(y
zhbZC4++O2~s#r<WpF619>?)Pi;mV?ynak<F@)NiE*H6gs^tc25K36}Hu47IA0Fa%(
zuIlPb7x470#zn{n{`sz^V2su3y{hW`szLAVRF{SaKU%s7EBMp_wc+vvS52S!Xb0(5
zd_#QJ8gyXib;1!J@+bAG+7Jt2BY%2UIsB_)eK{_Tsk&Y37%Yf-4F3T7szz{j*0LfQ
zomd7KT#mHnS96a}_^qE1%ezt#pbD`l7+wG;n#+pjduI(Bl|P+Q5nLuXBfTRprD=a^
zNbEe@YguqViXcBximP!lOxX}5Udfz(w9{Zy$2b+WrE3srvC5YzD~Bq}w0l-Dj1%&=
z<}0St^pSa|!yy6iHuULAcDAKP_t36&Z|yx!CV?I(qe2`p>(8}TC7W5j36M_kewENi
zq`VQ7ia))_1FdtD+{vfv*Aqqobu0*O{<SL4Vx7~wIx9=Jv{)dyF^JsdOZ5Vud8(`}
z<f7!0jt5^#<(l(Q)g`xi5HiNu1x7G9{{RZ==D)&3rWGM}?HdL_$2`_<nntRlWq58b
zE+e{)k(U@8_3KdSw!msOF76fg{Hu>~-nA|D29Vvzk*bfBfO$P@CR^FQ+hzz%B$*s@
z&MBo~N>?E90okcZ8n*1Jl6~+$I?8M=t8S{hNZXuuH8!Vm*B9+0s0Ru-`c*ibzM%_X
z{pGDv(C0MtQtzq=)PM_?{IgwNm1bp%;IQ1nc2INaisUqV)Unk5(ICpGZa%eX{84ue
z+|WQ!LnE|+0nSgoVN#ouIw@38iP(LFjQpMIIV`q-Sx5l>703SoYG3(db+p9#o!K=Y
zyt=vDzfE`B+?UVutp2W_Q*W%DuAMY3sC}PtG9nzQ{434%Q=L-pgZ{b4>T9m>+*7u=
z*B@q*IQ*lQbCaGp&wiE3YKl&$cj@Op^EJ^%3JS>Otv5GzQXHx0idEo{bDC8`IRih9
z8wqTXMQY58@=kxV#CiF1p0$>FJ!<>&YBP>1kWvp*SyPHvv4sk13Hh?cfW_zh0sjE>
z6J77Zc#Myz{{YuGf&FWPu^74J@*{u!1lOSaDTSSH-3j?pBG~#G)g2FGVm$&2g-eNM
zU|er1JxR?(d^D{fXlMCKo)~jlkW8Z14l;bO1}a6`tO?-PGiOwGG6#m(LRqHyzq^cs
zRa*N{CM$T>NPq+7_5T3tR`tcgD$R$%5wmsgik1f^%GkCy7}o^-DKxibb6Mzf8tPuf
zqt9`2`;!VDFx-)!U&^WYYHNnkwJ)(mM5V^Sy>db4pQq_s{wTVR<4u;tPCVBtNCPJU
zfj`Q*FAQE>Cbw@Dum&yfxDnSQ89&mUlZ}}i%}(g-^leT(ai_PklQP?5f0^=w+l*(>
z*B$W^*7YQ`n(0wgf{GEhdz!PRY1cMaw=&tz(3i$Y8OiE@T8GDPaMo5)-A}$v>~`^x
zFgd3Rag45qI<k~(&J=wOO=P*$AV2M|^Qdu#&uX62A8dpV`RF=*YoO*k-wIl-m=hvR
zd2<YmBNoHt$pB=rz#Z#*NATs&nKZ3D!WWgyvMfB3PEHG-=qn@P-<m9Cm0Jt;f(XZ6
z7QH!&N{D1!WO`SZi;lW(&r1mO*P)A{THOmNS&){JcYaT7;D0K&E8JT%b_{9Ox}wGm
zR<Rp`H~|L(>fHy^txXV~P0w=5S&s=C@V}3G^PUBJS5o?&v9D;To=fo^q<wM%#Qy-O
zAI#S!W5vK7{KPzcMRxxH6QSL%!;Gq%b<TV8YmTsp3D=N+c!Tw?c8ob_rQ~?^<;_*I
z-R>^d1<cz*0iI4Xk4oq?((-Arae%=805e&4x>8@;h1^lH4(w+G+P5tfSy(|BF8ndv
z$DU4W3>_yK+}{~fnl?5q@X?5$h8+zuP!N=jvnz3t(P}GcyyQH9%lETQlJx;7m<`i4
z=^kkX;wxIqYaV%0u19SD09xnmSfoBv4p8ki(&c_ozi@TWQ}0-}Q2BRK5#6&>A(h-@
zR8giMIH_NXZtQpMPz1o6Sr%})jB``2wH&b)NU}WvqS_U`wUQ=wRmjdMVbHB%O`=%{
z$vlDn6_r%p$6W@ZwJ1rfMmNgVZNbKO^{aOGDK)yturh)>wMjOEX(|lKCfc(UQ9}~K
zhvY$lT%O8DXSR<*lSz(|ex{t$2$u?{pL)<_k2%ljP|A_|{*{xVF6FAq`xIX5Ir)D&
zs@D!!ZTWtcqE_8H;Qkc2vpsSD0DRXxu=0IPm3Xd(X}xt(^Aq`1Tb)vMVX%Ncm9kRL
zpiqC{H57?pm@g9N{mRZ*dGwKSuMg!hj-c{f?>(12JAi-2s9m$KhOgnyawKpEt1&;;
zwr6`0dk)kAa#e=hcB+^E0A>FGgj)H=1MO~c{?`@JN|cqgFsV{H=vVOd-h4e2cp%3R
zU&m-a)~#x@Z_w_G4E&vQRWzo8Ee^%Es4~c#xau}^{VPviFiGLtwvQj`{VR1z`$X<S
zs=b}8d8db$e~oNZ54{Aq<JecKz$1=7D{Fe!llWzd_~%T=Un)WTtJtH7F_K2?SD}ba
z(z5P(_<1E#?D78qh~5%dB|6QNIF3V^(0>W_`Wo}=c*K*cfr7^s^#$Fu7dFofn^_%j
z%12RN3*#>e%i+uCl0C-J+c3AMu{7w-+S1&0>8AOjVc$Y+?jA03wVvwRfhRRHPSSwx
z#IfpXCOI{^%*!G$QBM9(Y|!xtkZvp+(-g303DY8{k<6capGrV!cxzv`(PW&@3(37k
z8G9PJcjD`NjX+%eorV{0Ok`IyLgyHz!sCI>E>zvh=XT{aKj9&dJVbF<w7pu+?(I_P
znkfGOh~l~6iHu|3oS{>c7^-UIt<Of(JSHTzH+oddcNQ`fADX!t+Dl^S=*Z)$xWUa*
zw%7Fy8da9kc3yc>a;^0h*V*{9NAWZZZ?4-cGxQUv<3C!<no!?UYeIfZ;O4kyZ<%?n
z*Ta7f&xo{muT9#;B#b~(J5#Uz9$wDNE|BYYY{!BK$RF0dJHh%a`ZkqoZ7Q)b<gvwC
zmGwq4i;J=6GyE_}WN5z78P|e$arsv%toUxnNDL*pSA6iPC3?S!f3_NXv8UKeBe@}4
zu&*k)@Mno+nWUFZotT`OwkM&^F|uBev!6jB71nqf;z+d#8&A{ZkmKi5CV2d-75ow6
z6_X=MpC3V8SAwmzZw=qcEzXs4(a11xy(%P~fc5_XhnMSju1<{vu*@x(lyTc~_oB2s
z6MGfzrz417IXs5p*9RMxic#1Z@$Da_T^fzgtbh0Ef5MOLJFN0z$Nh0n@T#!NU!G{I
z{{Y&zU-ZZEfj`2WHG8$_E&l-U9Y4a00iF~dlx^$QwAWj_QTHuRer=QdDn-|>v;L~j
z@wJcqD9{MB?O0gbOK&Bez0^`TeX{Q0kD(Q4YqnqXFKOBO$^QVwR4uPvXP7L%8$|yA
z3SaHpkNNko&;5EQ_)&3_je5Xxd^@L{f43+902Nl(#qp^|i$t+TPrAUqRQmnu%o^<Z
z{{W9$AN&PR@TD5$;A8A|AC0Qfa60`X;`XtmX*Sw)b~bWFZkrIgu_x=zXeY+)VY=yd
z8SV0#^VZfSJ#8$13w0E$tH`52Vz5701rJdjMd!rXuWn_YeJwo64qMB+l@y<#IH(um
z7Tgum-;8v>oBV4AE2N)%l3H4VPeqRaeiZMt+vH---2VW;fBN-Z1!G=680q5TONQ{x
ztg^q}X=iuO=Tx=d6DF}?6`j771%y#Z(vcGq3lIn4(yOh-x#R3mW77xxY0EvXHk&9v
zBmOji%+tT*Cjsxf`d3PsJ{^~iMbQ5M&}$5NM_Yr+iDO*-)z77G$H#{yKDR^v070ze
zGc|c5r&_wdD)#(pl9RZ1^s8;eY=7A`AdZVe+PYjMjDkxa&b9SjM8g~fLjM4($>XJG
z=`c5u1VntR8j^maH4loWSZw^m&h4nHo}KDClyjFC9&FDnj0-Wz%|NpwU=|$JKeZ5k
zSYsbtng!I1a27H2L0Z^F?=><o;-qPzF#Yu{=~>@tm;;@k_rRn#)2YBI^w>YbivefN
zT>atrS9jrN&X5>jg66pkC@v?r6YN|QfEF>$OLeR28hmMK1kDIuSSpUDqHCF0sJlC!
zlMDX+IKVA|#d-DmTg$9Gep9ApD&)3v&(f@TQ&zma@fEUNT)c#~6<G0A@8sL9N_M^$
zVl$32x~40Y*m8F|ICNhsEGBV|w3As*(8hLUcp1mAty!+3wYLu}q9Ke8$EmDa-xJ3i
z5TsGFxxnP$bQKA<Te2+aRt1vaNZUvEv7A<A#6C`=YFT#=GwGg1RsPn!xv{wog#?Zh
zj^d!SmU*XyO8b>rNFJQlmNRlHUxaJf85e5gU<1;th1;q?I|7}53ZCaHc*ld%pfY)y
ztWTVL%T|d-hK-_~YI~SLbqIyYQJi)a+Gt)9wN2AViRL3R2XT|Zs$Kv?44RC+N!qzT
zQfsGyS*@n|j!d$2KkXXIa<+!l;ibzXNrAZ!kxm*!0AqRl4N|m~_L$koD^`Oy_lc~z
z%@l4uY@&cR4qIs%HRHO9pY0p6PC=Rf0GY301+p^zc&{D3W?e?;ocz<b{)B5<QoYQo
z#?~NJ2Z4@#sTeRLE0OLhRFR7e_NH7;Rh4o{tqjW><NFhajQP3wc;gjBmLnt_kyEs;
zBO`IeQ+ZiOQ;)3)5{p(@`$ID+1IvH?1lN7=zV-C$O-=TxMu|5D>wvA(ir{Qqna)l@
ziT?of16#T-w=R?5{aqqL&vs&fH}^6R^rkbsms+*8w7d$+&t+<k`1K>F`Sq-O-yi8s
zd2a@u8sNz49!V6aKu_jtnX=MneHT%=oVNL5EzeSWR%VZ&PV<RK+H;Y|H9V=Bb2HWT
zO*Y8`T@N*+oqUDFzbFh3AaoS*8F+1Mns$z9q9sTis8BLSeznhO`dz?yeA~kuMn&4L
z{{VRBjAy-5ZAVqq{AY5|kr=e!ZywG*UEKcwDo!blHg!qh-8iP%9^zI#+4-l~ctXof
zo6fb~r~RXx@l=A{h6dvHQr*>9)}EPnB3z<0j#E5_=QK8~B%RJ?TTNMIc2On0xNL=q
z33mFi>G%rfyjf^0;Ix&Z3iCUXSY(_5-1A<z_tyC#PT%*38LkWBdKoQrvz2!ZCQ2>`
zZq%b|l_l=8&xEKHA1NC?)az+OUPHAMeBgBVs6t5?8<&H|YFGeE=t1kfarxG!2c~>F
zg=X;ltH^P3NcZ7u(O5FusVkfuR|W9WMvFsn*{5TV!E3kFwWw@FXwj0)Hv_jIatA-1
zaAG5NdN^rW6S8?QtZ~Mwqo7fWqicMZb2M<B#dDE^$0TR-2DXHt#*Fddwv3Lrs#exX
zZ>!y2?*9N=7>#4c3Ij3E)aJS4Pnl@WiA~>Q$^I#;9}ruiC*`(Yhuqg8rou(kK<Alb
z9QWqCZ;AnB@jOlGZiA<}u5!-F;<$mFaA%MC*QXsId9^+^&wq_rcg1WY+69g|Bwgy2
zn$yJ$Z1R;=QMj=j04g}%!&tKtTIvI7<K#SkH53(@SdCIHUFsGVha=|C2hh|oYH(dK
z7S;^lbz{Ph#;P`-r`bkko6Ng)=!?KVoiRK`46*q}$>E4`v49`Tt#5Ob))$F06h$0;
z=UzsA1yj9<`Ma_{VMuR-qKJZ|eMuE%_RD4*b~Ik#k&PmrYPn)mp4E2cep6J50}8_<
zzr8@sJtbra@BA!B;%iNJ90OJCXI6k<00#;x?(_g~DrB`ahQw0HK-vXTR$%;!(ac1H
zj%pCGm+9WJXx=g#o|#_RsAM_*9!+R4kGQB<#5$Y`hOTIyraa}#aHf$1oc`?Mv?P)Y
z;4scQnsvTRZJA>yu?m02vT$9?l=L%pxP0wz%9(Pm6lEBXrD`OKB_>H?BhUkyk?!qO
zeA6hXbkmOIMr}QgI`e<p5rQ}(P<aQ?)LO1bh3~MZ9#Q8W_0eiK)`jB>GLj?&kHFSe
zu`Dg%i~X*om2Nxaxy5S;B-NRm=H2d$yHzdWZ84HIJ2tt%_B_?=^25SYG4BeVM{Evi
z&V+&dD`k@z0@x4%=cjt7t=$ySO_}n}>k{Arj1jbdTG1tREBmLP_*^ORorAF(f<7{O
z*RV$1Hyx|Td@;QE(#kM?MvciHxW#*2tZU>Gn(L|jGm@9aR%sh*@NjCbyQ11_T2Z#S
zKvl=$52&p|k?dY7OeWAX#w(gS8_C%pGWdtXw;mqUp4MPWb&c`E4D}U{<!(5yqx@On
z>n&?eb(Rw&pxqf95NpNfT>{>Aifenckq#Jl2D+m@WOL3PQ9{z%Ii59$HdQ`+j{enN
zR`R4Hjtz7gXV{$F8$H2x;0X^k&fNUcNHNY$R9>VsLnND@EJr?+<skQ}#V~j^BAkv7
zHAIpY0FHkOZ<uqMd}t+|5S#*VO>Am9R5ptq96sd-j?^|ZSn!6CWv=TVXS`Nu_Vg9C
z;;#c+Xz`1S7A6vTUrNUCyti6@wGGw0Zes@ycI0Bca`tUMRkPVMD9Z9Hf~;$MZfNXw
zQI!=>mTOap@Ghl&VQn;VPQ@3Zw;)$l{{RVIs1rGl(}k@2OB+iCm+bth&px#aMy$Un
z_pZgFIVA4OvUtN&P;=$y{o1U2YpLg-DE|P!YZ~%75aOu1u{<7?tZZi8j)q?vYHO3W
zE}ho1=JD35qk#zj0D#tHkji1*<*@_4IIL@yE1aI4>AMuJde6e26yIxpExNV2Sb`;s
z$Tkjg9x?rBtS^DAPmV7^$NYnz{{TiuMP>($4KqLT?|1(Ie2PD^yLlIX_rR%4Ymd5r
z3O0a8-u-HM(8&J)vPb;#y!ZXxAK6NN>{pz6#Zus8oUs1@ff`ZJ{LTLWeH_uwghIMV
zBbe_;(i(U6LVtGjePI6p>(sd`{BQpNeVS73j0q$k@H0m;0wJX#JugSr5B|LaN{{}Z
zKky&_0IyRlubw8DeI#%3r+LzU&&1#N^}oiSG6K2MqW<;XKkM870Ix~?l?ZHkw_o@S
zf5xqSqHV_)6X0?FxxdDmZf-|QtAYOjZJL)d8C&}%A=X=*f7ieN0A7Qo#s2_3u0QY`
z{{W3!Tf4FU055l0{{XJd{xsovcz74LL;l*g_|xV<SBlCgh6J*a{?)nv02&3XY5+Gu
z$i6TnKSK*upSE6uk$-pp0DoKjY2R+X2mU|qasL2aPx#TyfT$o<KkKr6;c9q_5LEA9
zm%o<XDu1`%b^CSC<0+*#*WK@KI&|J?-2qz4*X=sPy6!Q+18)1gbQ#aqx9(9B!+$UQ
z{EXxM+Ni3js9doGvs%Q&p5)^s(n2%gsWN(91OEVy)Js=$HygC>QcyPxik?&Zl0B*v
z9F9FI(#B+X(~p_dezcjQJJ=yut>aPmwkS2o_^##~$BN$ByvB`=@}oFC0RDB^xkM$T
z;xrj=psKdo#iWJ5vOGI1;2vBc13z3EnD;B8=EBB(new0OwwNuXL&`AxE7nG(tS}$(
zO`slzU_YfjXStOA`@?8Ge|n$cRn99ONYJqZ3V$k=Eh_e9-yOV;0mlno$8Tq6D`s6H
zIGed`r}<WtUQ8nqK^kMxK%<x}dA6UT_<^lsiW?%aqT_L`eLui*-P(!oLy6lvfFpyN
z?hNdE{uHrX5fJCDO=j6i9B}Z!@anz%cID)VWlJAkKdpJ|lHMn|W<4F-1o4s2^RHy_
z1@6rP>mw_)boz?pZ2SWy{mS0YDv0Mhw&$@GNv*-7h-<s6yY-gie5`l?bC0EUFnDfz
zv`1mIfE#G!^cC7#_$u1TaR85>;%-e|g2(LO2-q&*0VBA@Cc#AKEc`Ak?O%K&ECI_O
zde79X?JRE5BStc_XMS*?eJi)}2@)>+lD+=5%=m`i7k2K$Vk#ZdHUf@Eb3%HGO32`^
z70tsDf;g(l5sy%Z{pB^SEw9=x8LbjYW5+I60DVtNi4quZ(p!mRWsHJSHr!Z&>Nu?g
zj=#Yp8hzt|%TJHf{{XLD9lyyR-We{(KUOu*crOD=oOysBv@sa;z^;xkM0pAb_wQVl
zJ|nIl3KL*!fI%FClS)Au-2MG&>PGG(#}ykm$--3FqG&d>gBUokBh=9r{^>^GMD9l9
zBlwSc^j%k7gGr7fCf_nw2^yc&*PUuC8&tbFBzez|rsG>uO&C>@Z6r}!fF$D>&M9V%
zUBO^-1s+0~3uli?aXBRP<GpIkh$L(=6&old6V57Uj1o?MwGkZSwHp#mVsUs?NBpyY
z{Q%cp;GGgJX2xW=EF+3!c2V5zIR3TEX^bG$Be>ch%U3&Fq4`aAUK_B#)pV=bW4iKC
z$c9Ma{m^2=Jdw@-;~Y~1e_6QD^ou65TcGzX(gX%aZ@_f@D-PIdS0`<)vRKEDzc<e=
zJ(O_2iLKo`!U=8<mhr@=?-<hz-&Q=I#<uNri+fRll6rD#8?mZaIqg3~OH$XfnJ#XS
zZdq;{a{@Wzu>2~=hP3e_++OVYt|Tr=_vHToI_Rf?e$6U{1e73tRNXZa9X142`>`%a
z^}wmSF3Auzl7`?Y#aXnqiDcc^9@U*TvkOenSi<+ygUF2hihtUEf~SK@ySa6rP`ll<
zhFfS3$kg>2Jzw$T+LeK7#yzaN@(AnFxsQleuJGxRk`(^%{{SlPaOP4<f-98xhIYrN
zGkm}6G5HE2wFy6Uo@*_ul^cNLxHSYQi+K|68QwVjYeq*R-SN(Q)?5l(P>GNC*QeIE
zInP=6eF*;mglS0}nOKj~y3JEc{@1gP*vevG;$S((K|h`=pYQ}E_;wAX{pL8X-4ub!
z_Vlh<-Ad@}r2X3okC^et6s0-f3Xu?*56PO77~n5Hm5gJlyOojUzC6-kzwr`0v&|V;
z5D<xx)Z)1mvbeF-+4T#Owh=l>8#85_2aJL3n)Ho+>r1%TWb<xNl~fsCa8&Xu4lfGJ
zt!wjNyk1?lLadH6l>-B9b*-#$&FgXvM^n}Ob$qtaM)2vOv*j-VhpV3d07~=?3rUMk
zuogDxF@d;&$v<Ay`#U(TZPo~53mS}Z)ctFBONR?1h2#JQRA97hhbG9=OSkgkX(J?z
zgOW(A4Qm(ycGcKIZ3yS)>OrQ=5D)<X_N^?DnUis*K{F%l0H>f8ETAlVR1LiiT5<vt
z-_ohdM&2r3<)@*KIu(_+F(U^6)f)wp?i7*6)gv{s>-*8gF=CDtRZ-7n9Vu7~R-qCy
zqoVLB?BuZ6Gn$Ge#2_5xoaUvB0m%ljlhodt&~PuFoC-w}k~rp{kOxXw-=38W)d?#~
z0r`HFM&YI^FuBjQX-ad9ih;l@)Ag*}ZfhAB<zyuMpGwfNNfmzK=dC<Myl`tq(jSoE
zky-mDXI`zMVw5G$R~*$_s1?u-Mk{Jta#-?3Q=ZB~yg2--B}v-WH>Xiq7!p|_xl_5a
zLE}EvpQ%CR_%`%{Nyk(5u9dXu#L%|%ARcQQRDr+Y0=<(XjDz?w6{H~3Ms+5G!|G0l
zU<f?Mqcxl2oX2{I0SMN!4t<#`qVUukyg8<xd4+2~#rBc}d6Z@}w3HHi9m|1N7`|d<
zHOphqyfKmE%MGJHxRd%<ucVGRQO?@(ZwigxJFz1G{hm+hUcifp^4)P=)qjR^(*7Y9
zWxzXWS=cbh#}#2nz^E?yU<U%ZQPU@(ADVNF8uK5BeiRZ<{i|#+3B<s5_peciFLEiD
zwuyCY@wx^^7-b`^R3zgfT23}+%ujJ8jo}eVoN!2|8B2oQN#xf<<BtbVqG|@>+BR!f
zIRp>7eGPKMcF~YUc15PHa?LoqG3}CaX$xS}OCF#a($RDq-Fo5Tvp~fLNhX;ETUJpr
zvFvMV_WnDVV?|cnqX#veKAAqBa?wt>DsfTg=iu{6p{8}34~wMm{fv;cn#`@vdy3Dv
z@pQ7v>?7J3lY!c+z|okB$&Q_SRSTO$FPQ%CwJ3u~+qUtPmgve;Ac}wdCVX=l{41C?
z<aF&!Hva(1n@C4ZCyUlmgB??E5`4sgf%L3jvzkw{5_)k>X|OZVJUioC6;HF?$HRXS
z9DX&Ws(4z*S%}<ev#Psu^75v<wmWxIoSN9u^?U6yMQCPlGs<Tm)Hu7{8pfivnd#pL
zG&}t(#~00a9@P5-qOj;snHm0+R`0^!5=X4+^T5&Uoh@08IRtJ|{Y4Z-wzVc{C!zDv
zAoI-`I20Kbv4hE`@As^U9C6cw>S>!n>IdOVxL};|+*3&z=y6O3Y#b12tf#r;b4k1o
zaC6#?!2Nw_037q28eC-3egsmg^VXOP!FIvpIHMi14rw!z-&0N>si0ws0}KO-Q_utW
zQeXjsX@E9+cA)gnCYJ{o#RPHhOa_C=J*nW5I-W%)2<uKBxWxcyvmdv}eQcrQ@}|N6
z03y`9{{YL-{{YZwWXaT9{=DI(w#WP<(jE``Q2zkXXk?Wm8F7lxv{Kjhibq+Nszflt
zwDg1ztXl5u#Pjs2V@GEi$8^lTSD2(>koT>0hGam1q)IpliZCi2I3h&u6b^7cf~NaH
z+}S6t2eoH%$Ly4G=AXz?kn7clPeDxkLC;gtnr;}5$Dc|9#KDL0FXc%0Ar*qC>5)(w
znYiF%(wNL~j02I)D~z458yE|Nj<~5t@T0Fvrb`|$0nepa^W+JfDfOt4q)NKf!8Do7
zgLGg5N3S(|O^}^F)wv6?Nc^i4#Iu&rF2Gz253f;IbmnicTc&UXYv0<cKMl#2vaz!B
zwmwtSy;XwYe4w%i+@NFtIsAK6PD-klI5g9oWS^RsFzifjHxjEFAUG$CpU$|y7)Zwc
zA@WGuGFnE?IqVMtx}24EJFCt7dnWyEHO@-H2kL6z?#YtShGBO)0M5>%_;Zjy4wY4-
zDo)@>rCx0^0WG{q25}H}ZZdfP025X9Nu|?g`z&AT+69$QQ=I$zR@c_XXKCR(%Pl*@
z(_G%nBSo0yzX8y9G}iIt39Ux}`E=tJS(!51k0bQs@vk{Imsh4ZS;<g%MHm@8X0$D!
zf-5aqZUT#ijTQ`oNp0(#dK_k<(@os9QLPTQQ231slDc)4{yzN21M(Hj-uS0j)J`7Y
z#E1AH8%OxoR916I@`%aztxHV~SxSZn9)NR4DnfIU3)^9Ls#>MAqE%R;W?<!p?Vz_`
zdaxt5Gc!%RuJRa$8;Q@QXvH12l)+uVlNs{B-uU_t>x$+Y>o*cOA1gUHC*Gdo*x!oN
zPM32mvaUJ<jMaGU?PV|bijKKp4Q7d(cI<WF<E1z;1d+x^tt$<*U5*P$BqA{;RA=U4
z&1K4C4t__@dgm1&n1{*j=~d=+B>I}G5?Zn-?IBP@2%my~*)`~&4J9Agx{9&?0G5#s
zf890ab|W*kKj)O6`T?&00O9<eUWuqSGEC6{kN0V8fogg(!MO?EIqlMqvXXdV_!^ED
zCNYpe#Z0mRi~?&E?sT}>3ieK6Y#gyufu8k~ZQ<*?$WUtcf4NWs+S?MT{{R9#TDHvR
z0-9zcr&@O=#8ByxTVgm-V~BKB7y^>^_RCE`Zf986+;pjgtn&d}UyCPrZmgramPtgK
ziH;b-<K`=a_zeDaNnBU4*{ormSvnp;t{>vS{{TkP5H}#npUG>wQyfGD1cev?pGx9B
zC$FBGXYi2Hb@~c%+$FK)>XMM%z~`-4vx-4;7yH1~n5|Vq?{p&>#z*+o%^KP>EQ~-n
zBOct=jhNW=ABUum3tJZZ#oQDB00OS=76Yzph43h7{54{vWD>{!03J2a>mDMo@cn_g
zzH$frvyC}<PoN*xv68ztrtEG@aRszbG}0t-BJO8nfCY1-#(E9)^XY3mk2|qIkwp1#
z#}&c1iM3xGm$FSe?5NUZRbMI>)rWJ_+Pl3MOw;r*%@w#eau43i!6f<v*n3eFl&nnW
zb)lmVhV)BpY_g01+xDJDeQQx;w_X+{9+=Hh`(%0O**{92IaS6+?0VMMMmm<%LJ!;-
zsTNdBfS?1%6;LwcxD>erj31>5m2C?ytsxjHKb=C#$0*01#+a_8?0yes6yYI41e~vC
z6wJt1a=*>Ur%N927!Q<nsh(&@3^H+%Rhf$`08U8GDLu=Ix++P6=YdcXOMJhbIp##k
zZ0Fo}q+PE603qqunoWr-m#}s!gMbA+Rl4=05&*R<ZaUU3%;}DVOtJ;<pQQ?tZXTaX
zl*&2h6bV2bYF&$07|S8a{HhYNs&YBcrA+gXI6TyEaB<eN=87~)k%1|2F~=2p)JPS$
zJ^NJ^osW9bvXGd`rxu$zF=?pWuGuU}$mWri3jE9}DWxHZIqOs|CknZ#=SNH+?2QIk
zj^CX)_pW1DR9}bsr_2j)V~_Y5tCL-#L>QI!tZimh{{Vy|Qcy=FPwG$gtBljJjab>E
zXTv3jhBV%I@>d^9UlOT*58iIhe6}CTqVU|9@W!4q(iIf%5X+qk>zw?wqcw9!2Wy^L
z;ZjGA?3cRR%0HER6fEWi09TOcIE%;Dt?O+e{#EO?mpQeMZ+hye{{VJlNqgj=NCtg9
zsGNMNc7lB=O~V7$o@Eb=*D|wa^1X_vaKi~!;$TqaX}i@<Fbz1!rV>B`nzhM$8CtfT
z4xwu;yvPc;HQ?SN(5BIKIUtdKLP<vKMST&x6UnY?#To<}-Gq^_0#GuI+#1>v<zzL?
ztau?okLgp`>UxfiBh9ByVrCd(DqTj(Z94W#Y0#vId-OF}5OdPE(VXpDLd<&1w^7Kq
zf4r5lOP=Pd#=E2#^{D>N5zL_R=~pcxCHE1<HpD&GXc**rR7_7nocao$=K+Q)n3rUL
z<GlzNr*fV_6l2iQHO}*lVwwrtpXE$K=NPF0<0q|0kU8r?VYdKK1NR&b^t<plsEd)s
z0l3FX26~Uc!=D^p^T+mc{{ZO7=%n}%bK_g@`v<@NjE;(tv&qB^deZq_xvK@jjDEEX
z$~SSytOuZZIZ}A^%_CdqJm!Hb9PK;`dWjrk^b`RRg|ImM>8%TAuoY}uIRhu~sRf@o
zH13CDfQ*xhmMGh}Bzo1RjtKehO!IfTsW@Epp|Mz}+=4mDr5~837zZbww4ZjV0OQl8
zA^M7IK6_Gj$?Mvf4#?xKXvp^@^GVJ)G<Bo^PAS0ipK34(qa1JsDS@QiUpKv+RO=8w
z;T@MFKj}mN070g?BKwc|@`|LeU-+jVj(*ku0J6};MHxca#t)@z_;%Rb>ybu_{{Sr9
zlj&H|q4PfjU2lM(^L#|ajuzdI=0zc+t3)xv6k`LNdeW>|P#M%!n}7i!N8{;G>{2--
zpXXSXG{is~Ty>;qn2eI6@TZu@K2m=gYer8S^FR&SfO2wuxTd~*vw#8qROUv{1ZJ8c
zW63!_^Z_gogD7%yk6OHTDxZ*JuS&0MI6sf$Q%Z1$C#dKu8KibFyik$H;rpqP0qKGG
z)2#P>iU%j=F^)e9XNlzU{4;feH-rQO&+!lOsr1Ipg}<+sIs7V@!b|vzD+90$-M#4Y
zU$^tC$UMeWQlPg^eJes3A%qRZS&wr<g~7_lJ0-2dDP@Vs^a@Ee#A|*T)%8tXrjE){
z9?-j;ar#%WdC{oh$KgS_0Pw=Kj1tt%&9liHP1cgn%xy5N(P0;y?p$=mbK16<sNG#9
z#MYB0*unv@@+;pB(atkWX#<RqtPig=?bMr|9iiyVmn$rhoaf~PcdnM_LHiUkU0n#`
zg`A!8uu=NgpuL5RvWI(R4i0xH#d2DYf!k2lX1=)w?{tL5mlBg4YugAvtv;h$9HL*r
zEQUQM&Rs#*g6K9xpI1NqYP7aDvkc!~ZBP01viVp31m~0ZS8Wf56hx~e$^!I6P!)cI
zrAj<C4(y4)N=>4YIUPF6X?1KyBZApci!4ck*i+TIn)BC-13Xu|$E3qyX>}kw+{WDg
z72%Q(n5gNRaTJ7BBZ28s7Wqa$8i^E{G1OJ(jW%+a&%HKDRYu}-z@|!ou)yFCTE84W
zx?Vb(uIclf`sSJfI}wY9AN0yk{Q%c}@ai)9ZQAzpV<-Ojt{Tu{<%u8i&QJXS*P{F}
z0BN_m?<9Zv4Jm9jx!ginDe80UPAnJi5I(hP5T!`#QC?Xr_A^GmDRd)sVQo#*(9F5j
zQr_k`9X6LBFC!;C4m~SHRz=H6f%sPxE@D3rtTd&FKI>(cRy~MJfsgB5`vPzX!1t!(
zW(rD3f-pwX!;{IVzq73_Zq|E<BbDKQG9tq}8yL^minySc7y~}_Bx4SEQhkLR4G;vx
zzjb-^HOBl$uv_t_Mdv(D42%j4=Y`F8N|=<LfN@;siaepN=%Qe%2%Kd90J;qk+)~)`
zweZ0&gQ&14)OM<u7CN?@sEd0;b#W0;%_K^2GI|q(-n)%9(WcgIQb{*5EX0->z}<mK
zuULP@F9cHp(>(iJlk;QdKduF7c4K12uZ(T{IpNEFKHV1kQAJ=@6TMNh#&Pwm>s>Qd
z@h#xGyYn5S<)xGm5PAXI=ql%h{1xV+&e8ccquZDISE4}-Fx#vVL$)Ls^r^GBxwNrM
zNYbrzi(v(_eCO}TdXrisZsYQ?^*O1d5#t*e4_x)DQCp@rI*>aI^{WIy1Zc-47%#4R
z)wL_=K<&*dYzv))4#PBMau}iZ8K7g?hB86tprkAZT<6o$kg|?QZ1u)zjKe(}KU$LP
zBLc@Cl}!XvI5>a!3sGpX7cD8m^yK%e(g@=~$Oi9IR~<~GtjyUWF}V&gj)Imj%vhlc
zcJ~zdSj@^8<d05jSl40c#ZTHTd?rNkEArq2oSYuGq7;n*AP@-2s}tI}n6OR=&mAet
z4)g&?08*OJDefREvpn_1I1m>+^HLZyfxD$1Kw>a>0~LwUaxzCA^vN&?9OkV3pC>$G
zndF_smghOBXwoG&U|ViZY9hh1K|M2?xNOPE+%tkdI$*PGHW+$WJA-W1PQ_JWjFM|o
z!cZZ}JRT~a*q><umn7B5EnGu@M+B4k)zgDa<;A{eBvF*^VnN`OS@($Un?dB_wau)7
zagN;cRc5r5kGg7HCD`6FNf<X)(wG3q%AD4AuWs@9V)G<)T>f>_%V#@A!^&=ziQ+h9
zi^CT_WNf(uJbTsBO*1Om>{{^o$A>I%c=AUS?R*x|ZUAf&wC@hU=fid^5a7fONw37~
zqTDvza5~b8eCD@Yhn4Buq4As>h}^c4e=%OIqsp>rs;<L!-NW;*A!!KlO1WW?WhW#3
z;a-iV$m^wPWal#}728qXDI9duQa28Fa(Yzco(5@t$0^53b3q_%mF-+{PUmBHL=5f;
z8Q@f?*@T8XR8JIz_(E!RgscP+gHAW*CRXJm1b=#?mjHvfb5jd;AbQg!g|ITUxrxSj
z$HLKTR)%;K3zQiL*V?>_SR{gGibN{w)E?FJL&nkIu;B1TaK1J0u((60S|AdEmIJu0
zp(|*}l2Sapf;(_)TFxDi?#4aqHsU9aGrNL1{c8S^ev-yvko?~Da@fgkL3%!6)C$dz
zl{p;No}dhKV05h3!)LWrb`#u%q%KBqDrMwwb4+CYJ!wWqN}@?QJW-s}0mwbgDJLO$
z8K4Ja9OFLpnK`Q_77=dkRgVC6skun?AArmcjW5T4?Ds$U5;`gW00J!KkH%M*CNd&z
zIn+07`H}wsg%pr8$=W$s<7ufQwRSv=el-_P2R`(wImtZdsHMsU)wfgwJ$)*51Ge9#
zXYD;jGaFkwO-qHwnXBd^oMaEBSDI!y*sX)#6+=8{2lJ`XN%k0|ppfoD#lsN5=hB@B
zZ#51uyM|3o6SO6c!66-uBkEF#H~DcdJP#~!LlIqvIL$ERbrmAq$o`-A$fp^kAH~S_
zrhtb8o|K|9kGg*<vIWydUwOe9sLb<)2w3&&-h{wz!as$+xTkq-{nqE&m&|_bPvcJB
z*v{ts=n&Bx=K&j!YEcZQq8@1s+fUy;eQDv#4s(iNTaifAFh&p9;uUvGk!|z|OOSV5
zjANX9wNg*`{{RI40MDFM=m-2$XBhtgkG?<eniwM6OKl<+1y!;1t=|F2(Q3C$kB{5{
zPqA<QwQ;Hj+~&GZ2*(>;T^Rv5jd6w}y+oCwIPP}$T9OG5rhhu2CbBr#pQUEs+`C9s
z5a51Qj+fC(apfh<Z7BW)Zfi7)ZpT+1s@rnI1Ke>|2B!%hGXY%c+&V4@KAcoC+_1@E
zjCVA^>Q13;{qacG_Ugwn05OtJO7rXA5JPTC#(e1qA1UMWu72-RyuEMUNOpEnz^BT^
zdmf9Z`1?)M0geD}<{guTA5;DnM?~?x{;#SFc`cz>7&8)?$|&TLeJjqI677?b>swwM
zy^Bb>y?K^a^X%n<F%Tbph6Z!muaY(wGde9}#0jc@YQq602yN97fZ>ky$*!mSQqxJ$
z;JCVQiXmJM>~YXnpIT|s+UQp^$fS9g&PTmxYqu9Sx`&kVGbA`fUch3GRP+Si=U<@s
zrc3V@Np*9NASsPhz65KZ)bU<}9;at7D==mC0H5hzSE1Mlkz|oFeFb#!&2hH~N{)bH
zmcsQrA$e_#dAxlwiaynDe(b-OO63sUGvnqy_^Se0Vk3JWerUKIJZ>fXoR3q*PKbbV
zN%kC9C^boxjew7HNOg;`{AaIzC{ha@nlfYnI21CH*vYO=*Il~vfMQNhLtQkNaf7+s
z4l|7OrOZ-V69r!9KU!U@n$P~yw;B2P_NM;;X+fL<O(x4oyK*ySatHkJf8=ZDm;1*g
z*S`I*%WF6az-(ck!>xGB=}?x+-YNR2%~V+vMQapNhahgNk|1cx)2-~*5=fmGel<Bv
zj4LjEb4k5S+8m3r#N=lqjyhIz!@5nV0rss?Ar|a}j#v@wJt>xkB)O7FF`Rt7_p69K
zjA){CyLDwC2;}Sj;jc&dWe#+kv)suUANR#_w=WZ{g$F)U{{ZMFyDx@(X;S|HbQtmv
z`?T8}bvvjn_~NaY0aCfZBNW)&V}L48HG7O!X2{RA&}{AJYmo{YrbUhB$IL>E01s-r
z_EDZmKT}WhN3}RUM^Ql5gllRE!KcM$20`yrDH!19o*SId(gBHRs{a5{is8N_>9=zo
zE_)T+@HC9dr{*AlI2F<Ao-)xii?6fY-i4S9?L;q+%C2a-zL&4Y_ZEBSR69(PLO{=;
zBvnQXnafKaL8jPiiqcGw$dZBw%%l=M272>d_Lbpl$*p3WSOLnu<cU`}_dlI>;UFA{
zlm7V?D3pLX<LgbqHD+aVAXv!iK1Nj?02l(LO9pHXK=j3G2hVz4-t}570V|bbu~a*m
zi9LooRK8C<^Y~QTsW)>-wV_#|1d>TK-!E=YIjP;dnuNbJgQ(9a^&NY0O!8P~9Z!5!
zjpG2)h752z)RaeW0BMz60yCbKepL~u;dt(8ZLQTvb~!aH=^G53R*_alQrynM?j=CU
zJ*rsOa3J?JUwmRx7xCt-#M_6<*wnVUiu)vzTZc>@gjH9FA=;n-I#tg<1C<>;YP-rG
zB!IZ-MA~Rjx_2v`)ZjUz%#5BGQ@0OMSTm$CNP5%D4_a#wIn6^Y4I-P*r7m)M(UVCH
zfDM|l5g}^6<5DZ&RiiqJ>cTeel+w*lW*Et+ZV2*^IOKmZRE5x!dE3^xpBpi63Edp}
z3fo2o2g&KQ{<Y2cycY1?!h@bc{*=)#b5p})j|%Dj&@D&ew=3bR!_(!dJT$=gS5E-v
z5U=y5c)XAJMsEIt`P9c!`W_tl8s<-XC;tG@mb>{bO}3NaHp#=wu>Li{Hd|X_f9J{n
z0Q4oU=Te8w@c#gWw*BOt8y=t<)?1lFbJGVwNWir`94MsE%rYwkbZSJP@BAs{GK88;
z;!c%1pWU|tgeh!N$IF^yH_OPYVRDB8pk*GFL=h}Lb14IX)MBH%vR^2s-VJElg<hl#
z^r@wcNx;S{c&o(0$*CR}<F5?8sFLd0NQ~sL1EH@lNuCLT2LyGmsx{puE^S>I0|po%
z_Z9Qki~KJxk*G7qhsa}<AXP0iWlddkB8S>qc*8Nt^{CGyKD8V_EO<SrEsyiotj&r~
z87GQv?zr@(li!*Nz@|vx-0?#<7zd>=o<6h_#}o{h-#W%rwKXO427k$_tVRgIuBXDj
z7?WIujASVFH4LPC55cSZNuz6Mz!wW{S%CE1zv3vW-wHe{cj5m47hOp^?v3o7Kpwti
zXZle>C7w7&o`){1N4Ng~uCv$=ID{WA?mm^Vai&BrBWY*yVQ;?WcLDegY8Fiv+U9ga
zadufplIQne9Cag-YQRfNGj_x&+q8ETay=a2?vp+GRckr^&uc7+_sa!b`qfi;aTNQE
zj81xIB9@~kzJYC~5ry554+5l|S&h3l0fC(Q)K_aI=ApJM1GHqG+*O9tt)@V&DJ{3}
zXN=OYbtwaG+r$pdCv~W<VcM!&0G_y}#RBQ_Nc+a_fqRkbQM~3x+<B;y)MGrdy+Qmc
zdu3O+MLj7R{v^iRb?J`$)J=2dznG{K9e|_;v&4MS^8mQ#KjBnvQC?sH&#o#zwoSJi
z&N0-AV$8}x&m*2_uv~W13E<G6;{<b39Y*LeWneSyP4lF<K4gqbccvn_2YClII{nZ+
z1sUs%(mP;ab)XB<<L$~i{{W#!Qd*7v8g52D*XjPqsHWoec|Y;x9W9iT{{X^28p6xE
zOYOff$oqnZ1bGTM$6jl)@R!-Gblbc8hgFOarI_{=%NBh<%a-IpBFVd8RTvl@`1)2<
zxA!x`M3Rz(oso_dd*Y@0$a@<8An_yW4)*qd#cP}sj2Hg^>sAB?NaaZ(`|8`59=&R4
zEgn;aQ(Yf~1Qs474|yaJBHPMCN^mo@^!N0kB(x32&*KGX6h~yfcF~q*<3B-M{pO>0
zs2t5H+x^fmqwp0AjnXqOAe_{&TgfpPOy}~Zl0ZPP=N)S8wx1;ADk&q@wd}M^;ij&N
zC?T@8GRX1U#0N4;!BqbMkKsz;V+Pm5Cx({*XQgdecy<9OK3?KIx>YmcOL=DdK9Om0
zsoWlcRH}c8AC*ot&1X`HhP9}RSX=&F?121<9DZccuorc&ur`N1oEI@ob~cicob4Nc
z`c@1Y6I^PNPcq>*<O5v_X?B`!oL0`!VnK|%Wu3mQ{s2|07+QHi?cCDlu+lB*dMZ3Y
zih#bRwqw&^h+z~H>rP2hD1xBi3}e=Tae>plWah4Dq9a+WWD`)GHUh+z=ia6_2R_up
zK2IE+_Mu2k5&r;ZL7eT+)X+4$a(?MK_o>r+Fd$KNsak1qdAFAd3Z8(TTj)BPs}hjt
zG)rQ`Db91BO31m6;jgAZ2@1qjm~{<rS8cWy-`Vy@{$8$EGC2PLWjlRMbcq~l2N`T~
zPkK#Q(Hxpt%H2?qKLJ*wwU-zP&!`pCDO{YOr-BD=^oqHFB9=I0XAO@nv!A7TnVQ7<
zbnBY-d)Y_WZUM*ow*E%GdmDMk2i~-dZe>xMo2*Y8zgl+NRv;r2^sEr0915{-@=B~b
zbBxt;5p!Yf-~%jJdy!C>ZMq3@P+na;`$o_(dm5xew3)%hG=oD=$cbZ>mQYBFOfUQZ
z*KzRFfuh`cmXH4cL9aM~FqyeHF-iXbpf!3Y!wfEwcw7E@N00mBhp^V?eyPWLm1E6U
z4(vf}`vJvVk9b_;C(xS7n<47~E6Ax9+;yn@!nw&g^aiu_FA&-3dUM~;Ht0}fEMGBf
zb{M9t4(6QRRlE;0&LfEiU6|k~_ciC2o;8;0Jx<cW{Pr=)<V_M4zzT7W=DA&eUe&y0
ze5-=?b{Pgcc-yf4@$PG_@K1(Log`X}%=tl-4tYF%DrGd9NRDGS!aohKb+;Opx#mS`
z-!P1vNiWyXezoh+Sw&@TmiF;1P@ux13;-&L)ut_l0OpYDvh>1}p4HKF7HMp16%A63
z{$@DZzW&u@T(}=}W{ZJgR+ObNXE@|@*iq-?WRIY!Z5kxUY$LrfgJU_P&+d9uX5b%8
z3YO7H5lBy|sD?r7PcrXrgB{PcAZ^D37^33pE?>3{IWD4r=3WnKV`rVKpFvsoZF9A}
zyJeJ)icT|8Cekj~Hj`Pl>AUr*MdTAN$sp&pYs~e{A6(RJ)LYt%Nq1zJPdNJ4ev#o%
z6-RQWeOl%u2P6U*{<R9EjO7%MP>>9gxB#4HoMQdn?=nc6kP0?FymYMHKS{ZQ04Khl
zWB%9!`3l!tP<HNf@{9rLS}k6o_DWA{bWoq|OOe=osCoYYzI#(vCPinK?s>7mRw@Qh
z&<fNxv6TZS0AN%vX%hf4a5LVCEdm>v!gT<!$-v|5+M<qLOK&((N&cVKw3|<lZqUSY
znrX3&AyD1H{Hq5Rb*UpgC2-rCLRE5G2R%Q@s8;G<Fm8~5IX~y|ts`L?sR6p+6aIf1
zfa$11e8(&?pGv}Uk+fV&QQt`N49LVE@Xz%W==BLpFU)XTr{aI5SsG%gBr)U>`Ounb
z#^C2T9-hE|O3u?;8eSz~s!Qep&I#}J{{R6~4N>=yF^$+Cm=p~-BdN|v$MydJ8W&Fi
ziQSx>^!LqD_J(rhdlN}~z#hh_%Y4n8=iFkg8(?#hk4mR4uP3n26-~~<k0}e?;2sC%
zSz4XKO=T*S8@K}lp0%XbqXcy|k*UMv+sMibIL6VAry{DHq}dfBtY~PrCLJ2t0LBw<
z<Y~SoyfS!x=`;K^-6|G+HA4(C95DCJf2}jba1_w4v%uR*6OyTKGTdYA?s-a#>yMxL
z@_+paYtnR!Z|yBVM2*e`va{#uUTT;+)SlK))3?kk*nB4rJUMPi`JOzFrFK<%oK*KU
z2B(OD+71p4HLqL&Ap5L(RdHnDG1!`wqRqdQFj#(-%NHhfK2>2xs05fR&wgrAsI$Vw
zNEMs*ISj;=KT5S7i+OB1QjDb7<fCDJ*(TNs!#!#=x_1Y3na8Cm)1??7jE_@8X_5xq
zgMv8#^sTis(0IR=6jp0#CS35*5J>z96>8U1idjG@G9UKhD^;!SZe!e-`c;^`)s${R
zKMK`c=9<*dxG5}H2b^)5<Ge$oTk3X_MIr;o9>><Y$t7MvteM(BHNIi*QyPuR#YaQu
zy<bU}OS_T>9r!+?vdSFf^Ip^9-w!6IXwMiPVvMO3<g;6}5;RVvGMo@cO6!c2k)24{
z=x1zdYbh0b%kC&>fyV=_Gc%>|{{VolwOa#pWK{%Y1KzPUT@r0N<)LLiDaRGRrTFUe
zLDT-su`8$;1oo`-*1xtc<a>exx#>iF!RU<ZEht?Nx=HjE)p&XDv<4ywiz(*>RVZU^
zK3_3G+0^2;?Yvv3A^`3~0ggebwaQy+dLP5RYUfn(EyQ!gQ*EO*efOvM(M#~!?knA1
zX`xfM?9KCI{iULvgm{*wV}i^^1^_(?$*dK5O~Jw{uN_4>b?c-Y#{>JkL67EX!^9U2
zCQKHD{{YtkRj3+v_U2m_1BTtl6xcN8dBfZ{9e^Eby7-#vF@XiHJv@;@c$)1AK1G&&
ze6Rk!PNOZx$aO1)B%x!4H8a8zb(sJR1_~aW)=b*#%#0e&%Pst3G6+7SnyxiVprIO4
zRDO8+(31kjr!vcU_yZsSaBDru1B$%Y(cHviTPPxK33OJ;{K=?xE_zh91PC%4a30jC
zFb@Zw)h^tz&N=T(jC)c7J-()ukd*)&^O}?agHBZffFcQmIqRMUNQtok?t9d`LXJ-~
zpp5fC3<<|y%7%oKkTZ^=rc#|MMJd{l!eRcJgTL62RN8z*=&)yl_Qr3g$xOKa0FaXZ
z0N0v-I^OWkgC@ITmZ>2{7bTtl0J^(qV2*24Sv3iviUlnkK#m7eYW;_X<{(KtWPh_>
z#iw{*N7Et+4XBa27n71}L9A^G<Lt5R{{VKD+6B)jO+8{?l>o=JXJ6@mXl&yc?km+b
zTP+sW(WbnbJ47GG?}7POnCgBj(JihFT5?UO%1#$(D1`lbpU6;<UgmTf5qSVrE>B=G
zYUJ|i+BQDbbrf#D^2#tCL--D#i4?<U;*DWH(<X~YvSGwZ3NsJ)N6dd3y<y?4D^6h0
z+MBt@S+0iQ53&wFJkzr38k8;dO<z{e_8yiXfN*avutNLf{G;&6siW}Cv&=3vtNHa?
zll&pd#y{XkllTE$FtoV3Ak60jh0kH=2SHC=AD_HxTeicqDMyH*7WUCcZwLJHfp)3-
z`u$F8Qr^=lzF`0X(x$i5(kvdNdeyCr03)qLq*9IbW`BrELE+1vFNVVR_Z4GJh$Wmw
zK+7N}>x!%5IE<PN!k(vS{Y7ipTQIeS2V@!is$Q`vEk)_+(v76{$g7KL1~S>I+K!=N
zqr<-X<s$ABa?SK!rnBT_+!hAzc<oSK-PvhT`Inaw#1AT`mT#cyYcOg$*0wRF!}bd^
z*6QG8*nhG=`p59Ax_5^x?B)ARo9?dLmYRQ<=hz-ASiyBOl#21+YTB~@0K~f7SX!Q!
z7b}-<bxOTsp<3F?E+pM|cht{tcQ@glm8uY)Y2k6f=~me&Rmd3zrb5L*C#^&dJAggu
z+p(M;GsZ<`%_2+l4&YL5IN;`^496m+NXz4Jplpg%FKam?q;1#fUI=4hou`cR#eD^F
z^IJ<Abtpzh(!6;1cJ&7ej1Q!OwWeh~Oc)@RcL=<(&j41frkR1hSy4wg$>9DqJX#i|
z9Dx0poO^>>ve-`L8LVVdssP#3@~V>|8INxojO<W{k<CTt+r|QdGwdr)=ECjv=GoK%
zjAJ}jT$)YB@_x@C1pfeZ(5yX%`Oq^kK;};>PI$-MYVLj+#w5}%0-PQ3=b!d#hFvyz
z%##=;2qKdtuOD#Np?orcCXq891Nm$Z`~ruzgO2BLw%GfurM*vTnGkdig}P^{rhKZ5
z+(#OMS(xxW$*(o>C&cAxj-BD;GR3&8_i?UHJrn$YDvKKPBy|2I@m-FJt!Wrr%jN_a
zgM6v}`TmvWZ$0**h*`c(*;u1ptN9MKXGPI(HD@L$CEQL~<QVJTy(3BR)s~MMvw<zq
z9I@^6_NYlqVkI}Rjp4ruCAuZu@`sbEMtTbCj8ZoPg&jGk>@qguaHG<tRopNz6b$=T
zwy~KAfyW9s_4TQe(cg@HO<9f&{4RF>rmT5lHNy4oX@Lq`lu!cX)Qb}@By;Ib17OMf
z-G`+Lq~)=Z>7J&T&?+}1sXpGcpgR&sVfav}`7G^)?nMQQoGIh$(z9lZVmA!U(29YB
z9s-a%RIcris!#aR7AiJ|=f5>25HVquP(U5=ONLe3j(eJsnUQ%Xap&;$q*C8_la9mG
z(<A_3oRhfs^c5|-XDr>iQzP8x89t=c-~~Cw1A7i-rlK6=)PRRH{kRoILknV@AGRr{
z8K&o&MRX-H<BDN%>ruDXo7R+`gNEe0#WcxGrW1qGu#}FNtCBo}6(5=^ISzVLI-2I4
zM{}YuM8;7|<_uIjdGAI&b5ZRJ_G8(>GzRsk$Qcw2d(}pz$&@TiSOqmocjFkT9JbTX
zIjT2KQa65}4wa<mp%8+&7ao;G%DvE2jkyP(YE`%{`vT*VGoMU<jc3br48ZL;#y?zA
zr6<f4V!2H{J$$HSRy_Hf{*@1jTpb4MzspUI=tfEvB(cs%;Z?jral1&kO{5Yk6rZ&&
z-?}`qG5-J)$#c`}PmlZQYuS7{%se-zl<gS&tH)ym>ym+=`0{Lj-%DP>;m?=D)_?WP
zS7ssF#}x&68-#)da`Ea@uZi^wMau;U;Cg1d4a9(X#%qUb$t}Ehb>-oUqNxYcvxL%3
zzQ)soc1Z5jjpnA_zFDdW<gh-}^nA;-k%Lhhmnu*#?;f<PCmdBr!nOgWR;_vUGjT2?
zhdHTIKwhW^U}{L@JL_chFp|`@b+oTRS#4_zIc6NytCnnas=jF-S~PlzXhim@f`A-X
zocPbfZIgL!m~qPhy=&69v+>PAd1@|UA%M+XU7gTxqdt7)Nd$B6NJ;0`x_=gUeoG6M
zxrs@Mk2vgWmjff3-+fV&O);`A^}*(|U(B|favq1ZYVF5kQOj;5Q|myD-w*2X-l(^j
zeCL6h(bW7eJAo~<50lQ&I@K=%Xo)VgC7bS#yY;VeNNv#&Fd6z%Pf$;xh4789A=D?c
zxw4i3w#0{Zz&|q4UG|2Mt-<o~yURVhWKlpP<-u*?DP2dEtS*1)q-Xk7p`v(TL*}%)
zswb{vtemQh<EJ<kPV-TcQX|gPQ};)D&z;D-ByYBz;Q~M7`&3_|Mt`kJnm2|d8H-WW
zPaWWl{{ZaO$C-WVNUmg$EUZBvtyaASbalr-@b6Qp-+})CUWkA8dWZWL!(?G~tHMt}
zY={2<7g<niDdiD3VsVZ-8irexkqgE00otWGbseHhG&V3#Byn9liJlzB6#iNMw9>YJ
z^YH%w_rU)E8p~<7F(jPQZ##`U5@|TM2lsNbdX@lF*4+=z%zVD(NUWew)~=+az*PQ}
ztOel}mOfXMpZ0*oSQdg@GaP588B~6?iRYf*tyzlU<Xkh72kAwD8d7Qfk>k%_nq>Zz
z=(NS;%Pc)O#H(52P}yuAz3JjWI*<OnI{~P+Hpc`qXa2hn@T&txVb&q-`_cXt4D#5%
zl9EFjCCHGgfDcZ@8lopEGFXiJ)TMEnw>mY--HV?o{ExD#2kJ5oNY8#NwD@%zTiINU
z;Ix_fxIG1ObL;mjXKSZH5Pg=r(G_`SW&`<CVbQ#Asj0S+&4dnjGR9SMJ;<hk9+Rzj
zvrN&W{pHL>{R3o=z<>3tiM#RswX4W&d_ShMpZV*spU0jBT+==qLu?W5-|dqF$C$-Y
zf2)3#)<K}akceHrLC=>Gh|}^Ne;m=G9jtj{cuw<Dy8Bm%HAk94a$$kI#va?g>i)IT
z>6$z`c-y8}rLo35#rfqwS3N%rS92blXAl8kUOO6`G%$^-iVvcSS7e-WXtyqRIzCTU
zJxyI*E6D@oIRd&Sm7B0pQE)Tz{wAf2$QJCl#C&?w{H6y4bM>twwT~dRAzbzV`kGcM
z=6FWP7!>0h1KO?-I6XTPPV#~10Q4r8DAO^u2qbG<1l)J72dM{&v3IQLx&@qLP`V2_
zP<({>q+{%(`qcWyoi*;0HMO<RlQe(@kTC^$>ycTyKZ5lAIfSyIyShA?B<CmB9Ov=P
zG?j;PhxVt4JVxbo%U|r<6T!Hb=8=cDVfbh2D*l(@9X`TSad2Mx@SL>QA2&Y0{{Z#t
zp%H~#GYkWaFIsY^wg<0zFW3fc9E=(OQP-!fPE|k~zW^z$i^lE`Km`dB$V{C4tGcS*
z-Ae_9)bNXc+#z@KB_AjQJqIW0S_^K^_dyHWHI;Fu`IpyL?;5&Jn8D*C3;q>oo7nSh
zM_s(sCL~EAW5C<g{Q&!;>Ce4-u8|b;X*Q2=n<X(RaNTo`_2kj&kXrc0-$<~4M{o9(
zidkEikYoY@{t@)AZ+ST&FC*}$HF2k?(Qc}_C;Cu)vNnbzJxCOcuEQ)y9+a5KIKr-f
zI*S%ZGDr3~zI-mm$;Y*P{{XX02aR$tev%LAUjG1cf6*r3g$UnM#eBT!^EL;1sF5ag
zs+O7gJVb->lz&Q{R52TTN|`(l-ngz=5cXV(xnh9d+hlycYJv~es7UJum#N2%y6Mlf
z>?uW_s1@COL=N6aTb%y@TJ(KV@!|0egb@(1lx(126~Fyeg{KvdOxC4H0W9yevFnlj
zYI%V3Yh8O$zn|=e`suvy-G$w|c6)Mt>(@LZcW2@44(RGP8xjUc_#DVW^ikfc>3$RN
z^{f^bO{PZIL6nz9Zd=zGu2S;dW!5jsxpWs&1R2N!ap*rv9DzF)yj9{YL&bTvjij^F
zGsH2R89m(h`gEo6w}oVsszVtN=jM>)=kczG!@dw}ptl#G#|LCQ7ykeOUBpQhykZ+@
z!bUjxMk;x3tiiD~`xtcVRfgSFPj)>`Sy))M=3$@I(@_Fou*-H|LGMoinC@)t&*D#|
zQi_VQChd>%+4%WD>BU-(*^W3HM{NH9Iw66NBmvwGz*UUlaJ@U6b*5E^EKE3Ddz{j=
zY@>mb{HO=Z{{VaWfA#5v9lMAmcE@^1u7iBG<g%0B9<<Vq$L1Iww9;AFlaM`6N^3}P
z0LT?YqD`!L0N`}?q0xZap!=U+{<SnQQMdTJoc@%mN{!9Ve(3)IJ*y^awj1S@8367-
zr~d$6ks%}IWju5qwDk<cl1KxoK9m<?+-J}X(iss#(sP`i=9*EMj3LKiQb<a$0kTI^
zo~QgN(C@}ro_c4nswIku0`<x6X^akWnwyX~;-Qq0&|!~!bQD-FJ`i_Rk~pfcmjtsD
zwRy+CVNxqd*j(~>`g;CVNX?F6%`l2d9Pc<d1KY6c{uGYI6?6Boxc>l!O^Q!J3YtX*
zmvIQ}amNGeLKbHW$6wNht_TPsm~+KAxg$JdpUb!FO5u}$0XWI}*F56Rm`H&A>Hr*6
z+kQgWAA4x`rAYk8#{e9f=anXODu|C6r6@7hfTV%PQJ%i|r@Un!Xz7qT`qX<SSF}V$
zC<)%5v9>D%)Z-bYjwvMn0KRinsY!Gcsv@+DkIt!HAU5)2`=+&?)?5MBtIK0Et0`Qm
z7~-wMO>9c36m#f+Trc~_^#Zdlqu5&<eecn;T~GE?h72QMdhmU*Rc<s%WF+})Go1c3
z>A~{~bBm7VVN7{vgOW$+Dz3J7=<~mz6}$bJC^0J|@$K}i{{Rr_&26DwHXj(s$mvN%
z`$C-8A?5JG4xw>3Ia^Y_f7%AUXTyu14%w5&Vio03f3CX7<Lv!E5ni?7<z?{glWqA#
zLp9M|UdJT|W?tL!1^2Hh*KZA%#KavILaX`;^^MsB0=%om7QTOvqmU1pIb%PDD>`vc
znLftzleUMYqGh=Br!d;Wq>K|M;Zn~K1UIcjX}etw&1}k!Y07w~G6U;M6Ja3La=YA3
zs|G<Pq=;qlQQ!tSARN@N;baG`bj4_L$?7G^Ak|VuTe@tKRSM+OwTZapCZ$2SPpGCU
zRLj7su`QXmx-2@Xv~mxW^}wz={{Z2PQAkV^Hr74IBD*X7MoR|s5CXlys^9RDHO4+w
z09D3GXb$ZhX!vGG$eoA$2CCe60NXL$GZE?qdJ^kcA9ZV&@mGkag4v!FP)Ds=nqpBZ
z=$c$wWS|*XobXO7yR$1It7kRfG5F_ElJG{!7+m9w*RXg)P?qk^UQWDHdNNwE=voj0
z@$vrvJkRqKQfMqq>;C}PGyKIA!1+z&OcC7iipP`>G=OT*Fe?w8*|X_Yq)=yUVzY{|
zOke;U_oT-hbfxZTpkxu&s6o!qNam-3_bE>ODjuVbm15E_Fr4RsniwJnU9Lc>U>KE2
zq+nUgZQ#_Y6Ry`F<2)QvU|X3(S`r67wN^j4$Gu(=2aJMvAmmgGijgw&)}k+<*-(Sm
zH8rd<Pb$Was9S-#f`RoWqhW!X6m-RCCAnmuA)PmZz>rGvKMz_)o%Z7+@}{aBo^wMe
z9kD<PCzBi>(xmgGDgz(VqY6Dc)QXrGBie)pfphlgNhc=7f0?fD;Yj}giGA)z0$x8M
zTpO`l>wY==3jY8)^iPIaI&I<Le*26Jb`(8^cO^hM=s%Ta%dTmVu}8jy5y1hne@eM~
zYL~X{1dSj=_qI0DYZ*KvrABy;Q~v-1H45ECSpMGAACI=C4`7Y{6!p}!;xqQxz&@ag
zfOun02P(3u_45z)r@`U9Iv3ti<s+bxvIRHFHRfH0YkRNw_nl-Opk}5p3?6cQ>B_4b
zghf?R&?vwZxam*~gv8juU_O-JDYAZC)r@5NP&hOoD~Ox>x%Tv_e3s)YlTxTZolF#-
z)H0$#mgJ1F<I<!s0;FW(rwPU=D~|MvD;sb+9(!h$V8JAunxAh^(wA>+{xnz$<{$Qs
zPkLD30P;T?v?KMTcU2e%C#_mUF*b$3tlQ+4OU8~7iCWphpL`ru)8<Q^q@Lp)1t3DQ
z2_OAnA1+RRtx+cp;ctdf>Drp=`kcmV#eXs=gM6{Ksr5gldI^oPHmdz<9(iW#*mTV*
zw5~#oZS)-|V??U~CoVF50i^povCCi%z*7JUIAF)10P#u?=Pvy9#($kniy^tUkijSl
z01>tT`d7?v3vO>*^IuXjJ3}T38B(ARrFkoSI={{~1OEU5{{ZVzsv=KQ&SQ;~a=A4u
zAf?Psc*BA}I`lE{=KlacbPvQ<Hm~7{Y%U_SZN7A;AQA@@At@aN)~DvOP35ag7&}~!
zKs|9&*-n<wJ)Eh`nPyYm9M>N;oz11uf_A}DH*Ijh{S9heTVCHRnuK@|E)zar3_bBq
z$Y(`xFD|TB$4QXexgi5a2g<$vmAB!)21j8U&3psMys8dBKBv^xuK;Kw%SC-k@-p`q
zNB3d5!VZV=IX{(k9$d`F2*7vafk{Q*$V{xk<N;L(Uc(h4#pUo6vvkj;PF6rLs^467
zsZnMe5Odfb-&&$dsS6X5q=V3U)#$C8JBaP+z!fwq=rUUXbu~DZnT9*|ptOhxJ8+=m
z^(WSsJ2?I?<^KTJs|_JuGn3zs(vUgE=Egg5){#YF*Kz6F9qEkD?ZM>!L;nD+RzsE`
z0HpmXvP=eWqZEOaB$Fd($x-_I(?BXa?>zkn_|)$y3zDh{=N^O9(6VKTD4-5W^rpl|
z6j>Xa?hf9*)cuVkb|m(x7HojK2VMtpPckfL8%A-1kL6IyTM)Y7Y*X@s*VOvZ5TfTl
zF&~iisdAf3Y#8V<-jF)8fwL@o=8Fu4V%*$;f!F*hVxpW^2aW|X&m48CNR|vh89fJD
zt@ocLc_d(eA^mE>P|JdIPDs=?>~r;`0~iIuFF5P&#+80l+&L}sulUrSO8$B8O3|xh
zIlvg}RFRok0A~Pn>-Y+5w&pL_zxY+3DL`N|^L6H%<e+T(=7NgyF2J#lb_}1dYII~G
zGY)a`4}bD%V+xielh-t!Si%9(d8E)Gim1*ME=F<J)BgakO>#@K_Q^kh{{ZXM=?G4T
zwkf}79XEP*tmKViH2jGg{{VCrG$7cLAMU7M(x!NKF>T#&I(yVJTw1`U8E#`oW4P`(
zteuwTu}$cK7x#)gZc+ITY3@&&#~g0{LZXiD%s6khKyXR><G<rdX0>ep0HwkFU&K4o
zO?N4$*m=l`5$sRtPqylPm1;Jc*|y^5AC*YP@##{)@%-f^N8oU+oK>cXY4s&$IQ(fh
z6HC_yfypD%tbr+xcoiX9jzPsZ?kBMY!;ln?p<DV^PmA0BDJ!CTqUN=3S1~E}Vft1_
zj6weZgd}}+RFnVv{>T9mf}nIuOQ$qScc)6j5Rieiv>?nex<|(tNVlZa2x$bQdvv$J
z`?t^c_utOh&YqpU&hy;&ece~QK2CW2Ven5GwI<_<&*(j-Bm?U_VR=8Xme+X#{ksX?
zggzRt%}h2=^V@uCc6$;m-SyaTltX9GL0>a=fBIqT?X@tXMe1xQybXG8wX_^VGSlwm
z6}S8)U0!2%o{er5+vtz_3%9{8v}i(6hM*p>neyOM977)`OBPH}s-#DFKwXK<PWu(^
zauGXm;OG1(JKTq@TlGt%M(z<jh?|O<+kkL`L6*l={|RSiSc+%Q7Fd&#y@~f`63EpX
zHWhWv5Np=tAbdI?Rv`GvfO~Ds>W@gv2N37(vE>WiGkc=n4oguNx4IW%mPz0)du+nu
zUnmbyTiAUczuK;rR@W@q0LGNwQ=JiSS=v;+(!T#AR=jK-j{Yl}AOhwYI}mmacHI}9
zw~Z?-gJMSg<vzhy&^tr1fxoV`Ur!_l%W8i<$?*p}yv*(%>b1_{U68?&$gpkR@AFG;
zG8m1L82q)~{&DRnpVFiZ=HFGG`G=<NZ#~(~W60fRNP0ou$)9P%JqjLi-9#OEa%DXx
zX2c3`xhUS|^w$Whrz+Y&O^B13A`qjeV)ia{SH&;lP2JU=1CLP>*t`eIWKK_s?jz6i
zs0@F3b^TZyw{5Ebj%0IC(i!d47%g<+?^AxkJh9qnRejD>skUn9^nENc{?f1??|q`d
zDNrjc$4gI`DqYUc26M7S%f-nB(O4129C`){6@8Z3n^8*neo|!`r2QK*jJzd;N1EJJ
zgIzR;GHU_)so_u$jOHhJa!$6~7MDmkz##cnmGb1P*Gv&%8x{;f30Md;cPFK^10r_~
z)t&g*h`%uwW==K<^@n-lO9FBl@V3^hjmd_{(CQN46!iMzqTQoa8YaG8Y~_n|*1)7Y
z;f9Fa1y#3pM2KsU>;Jv6=qGBYmh4otl8arQH-mC-vc42O#@MW+Q8X%ysy0|EORJ-?
z>#$eTFtUSqaUo-U_1#b&@Auq*`!kT&h)7(3$F3GI2T&yAokt8Mt<PgrQ5K|n4dVgd
zx0kc-n?wH44bA@wzW?FVn`?3u6r~NOZGz(d?j9cj^PrzGrHcIr@W#XtUQr2)A)b`i
zO|gRr@CfKHS+n7=bgJ)b(yg&?dVHEh8Xa#FFv-%?(3#2p8$dOx;W<9Aii(vBhy7IN
zN!b2nUO_eU8F#)gH|L^~YHr1wGlXIDofBfFB6=LB0i07mK^$1CI5vZ%scl)2pvDOP
znb4<s!3O{}yTeI@a}R~^;=j||&-rfC<Z!r;Xs_Zz;3hin5<w=cpfCn(1TamOSUS8)
zRKFYxNIGb}ag;pl>dJF)c-Ky7m)jK*tHowC=$guwCqIL*v^P-W+=nHvxx*QH?;t+d
zqFy_#ekcZB!vVv4)>`i;3$OUcm)`wmjeJe)eTAtwkQFK!KDcb(5c#Y)8Un)k?qqZI
z8RrOs6pwKL3uLp~<RX|&++#L^Ui6weE@-Fv!-<>jqydGC31RO@S9Ji}QLRZIX*Lw6
z&IrRuWsO22d3R|&W6Ozx#H((MuNHfV<}T%?`@W+276T1xv1)q1Q|q4<Kn)tFLi57r
zh<y5GXJMf}2!g+=Ln^w4T5rS;WIR`fB6Xe!Ne2bFD1YbN?w17y5J_!@O_hKsqbPoN
zVZ|xx@IB+{49vH=kCY#Fuo5tka~%8Nf-5<?mH^9X;Hy^w07O0?08c|O1u9YAQ+En+
zqqob#o{*bg<ltaXMyhN0fQLiJo<1a?vxx!mF!OyOpThD|$k%{>Q{fD~wI|Y~{{bFc
zVtS!}na?q5N6THMXS6ig?PF4p^{v0KjJ`ya1pXTzQsBapoeP_tPtoH!vi6X+!$>@d
zY#DP~d+gBizOvscq)fp$K<YuxshM<~I{Qj>Nz@tTt(@`S!6Vc^)MS1p%a7GFNj=Fc
zriXx3t`iCJ@W22v4SN^!CJBY0*SU`kTDtV(EERok!5W*JQ}}+zT8YZ~%S9N{kV*^k
zdFC@Fh>&^?H(`kyIRr#mG^I`nfKN<9Ay`yw^vwt&Yc|oAAAjq8n9OJqQ7XtUvm`!)
z@%T&a@)j%ja9-N_4SmmHy8vTO?Q`Y7@ST&^NVY>Yuf_h5{>(2zEW6<6A^R9pqW3@F
zPuu2?N0^A-jl4(Gc(2B|yUjoQQnMNHQ_#3m=Fb@Mjd7d2FIf8hAb2}Zfgz@!<nvr1
zb~e2XH?IOD1uX_5997}=FJe&U9{D`ir8Q-b@GWT`$am+gA#N5w#whJ+LI$$^<mZ?s
z8;da1D1SMOBw>4LEpStQQFkV;-sr<mzpwNzvkVwcW85Ru;%W^4<<N~MS-txpjW$YN
zz~xj;@o^4g5mZHif#lur0#V=kW#n!C16Vz~)t8-sGnPm|5T{}dmn{=7eupK;VA0Hb
zT_9c2)0R5w0)`ITq-(IpMN=(RcNfCK-_g@QTsAWsVE&btDy?5}1XVsP+ser^@{GbM
z*jRxy{OY(fb>7MUOjCx-F)mAlVtqezWY!{X#uvU?TEK?f$KFhpWUm{un75#D#N-Y_
zgIpv@cl6K=>PeGv!mr60+qq9dnes|9KdWw+@7NDI{G#qNI!k(m0#=EM#(gVAaf%i+
zJbN}6H+5N(&UPWjP5G_ZS^c+PB$X{Y(`fZmM+)A;Q;LWujx9T=BTO^lBs?)@RWe+d
zGh);*Jl+^8$i`Ly+EX3Qh(VuJI=xQ|ss?;6hZVVa2R}K<$wivq)^#NUWz|M}W^(YS
z4sr##6{iJktW<mU2i*=8RG9-zy~G<lAz&DuK~OKOyyvH_`3D(@r<QVv{v)M{Zuq7D
z@nuVX+EGQT#72wiWkD&;Ijv=#VAs8KA}f7FPD)$jP&5sG&|YMB)EIq*eRlsJXs>R1
zY)O=k$jWjtComFKtYRr!%`-?FlM3*%nDID_T^b}1EFzU3(-@8Z;g%?}YtgUJsGbly
zlBhaa;If6VGx$rj#z(puNc*KajyZ}sAkZYJV!giz3w|*oh4%N9a34IhS{_*}Pq314
zsBVjY{pZz!#0DH{d|Q!XE6_w7#FJ#BgD*6N|C71?WeQ+$lQhW17`l<)Cjm&9ugC)s
z2YcH?%|><KH`o$%c!doxaG%6eC$@f*F+vV5z6f86(=xDQaV?X&4So-7(C0T>y<ph8
z82MKSr*HJ+m7n(1Hh9M0NgJ6f>-r7j64`p9_o_tqSOQbq)N`BuqO0aGjU_79_YwEq
zy!QY~9W$iEAdG$4GGI3*i+a+9pl}63@R?nrY!DLC%;4f+2n(-!8p<fOIn^D{y(VoZ
zy4vPF0uUr7&U`n0*cP0eeRHUV<56ajnl~e;$^$SjQR`Px<*3B8m6Bz%R~W+vQyQY7
zjk$=-k6`*LsP)hG#{qb)u#7S;Pde7Ok!Asm-f^gf>~%MZ(i86D7cV>o4JnvX$o{D!
zRz+@1^Zn`!8z<YO9T`IX6^)-<N23%1P2+Aps7#9;Q*~eY)cSw)U^GPy)1u+IR!)#s
z-o-Ctb~~+_T&{fU4WV3WvpCLOoGtfzU?xdPM8Y6LDS&I=yta3qTM2quyg7M63CIE!
zOKumTD4Pe%-qyaVKgsCRz=Sdzqcm*UjBqN{C`s}735rWtC5Vl1B{4B1HaAIqCUOi-
zzdJix<b9}Q9xTUAK0w<*58pvVW|aQ?IJO?1FMvRtmMVtUwwy;VzDbc*cp~a$TxYw1
zrVpELZ!mYq>=Aw1XXpjZjw}#yj=X0&dBm*E>-Z{uF6bJ5%l`K2Afn~bc=|?Q4VqRU
z`^HKIwi2ajpytGM7(nKZp}}><zfDl4MbQGvAcBA^$|_HImdHgAMUUdt<gjiN`P+8g
zQ>jbNmJ0sqgCNj?Gjkl{baS6PP_%gjhX$f2(hpL&LSW6r6G8y%smYVn#I{iVOcC|u
zs3yv85GvErzfY43ggLgj$)aO5u$ES|hhMQwreWB)!D$~hmHH*(s-zN6GBd5EU=Bnh
zb5+uEi&04{9gnb(?B;kKYY1t*8WYX?L!mhjM^G_>x~7!u&ee3=IsA(_GFWpfM4BuJ
zi(V-ZSTgM9x9_%VV+72u_0qq8?JJ}$=ewrvD?yWB4ap;`F}=;Qpk-eM7h>Y68pyA~
ztkQx{auHyCx329ZDw%_hw`%Tj`6XieTmx29YD}>zbA1-21E1GrR;t;yN*K&*dz>`F
zx&&^FC?2|llucz~He-iXE!ln=d47cEF(9pmnT5D9dx$unF<lD*eA_zL(BeikY&{cR
zRa#6iw*zZ*Fi|K^l<ITx3%{-W{IMBQx)}5DF{>%4f_&`0&U=3+xS^tq>?TzsWH)m?
zc~4!NopS93{+Os)<Nh@fhAxV6>75U6N4#l!JN_g7@@Xl?XvHY*Mr|8)fAb&UQ1Lyo
zm>A^KcDlv?QC)rKH+TQR%8Loc`>BpUbRkcFROE%~kZ>uy25Z9qOucI89&iMlsPOh4
zADN&~M~U>jlJXS+2RI^wV_z`0!r4f{sYAmgDKP|bUST_3FeQ?`ej!^s=`DU5@5du#
zNE1q*iK=!K*SosKGv{A*tkWugXVqv=JqkLNv#fB;po2qFmxg6QLB!@RKDS8yD4u$l
z@9NZsJ2<mQlkW%>p#8TrMy@^*#uFphrqnZJ^YAhE`;lW~!_~vW=O1P*8l#TULw`1g
zabSgTQ?|-ew<-MASbbnJ0tlTYTPL+;r!5t>c>M`G?t*2++f?A3+zMlyWl6q!_)aAJ
zoFWKR%lGMv{JRd$=1cKd3<<lK60;l-lzRyW=hjL*MkO1gZ0df!ZPNdePsb2^XvlLm
z5bU_L3ri8Wf({QP7HT%aJ_rS0dFdt5v5D*8`+8rAhELRz4XFl$E%f(=oAf$kHN;>l
zJB929ZLN3-sctplb}|>YeY$C%35)>kQWfOoZ&BNg&}&3xq4Of0@tw7SXHfWXiw=PY
zq2sSz)5Bs2S7W{PDw?eV`|KBtmMj>6lsS})I3w3Px@L$zcDG3dd~fz0#5j3F*Hkb;
zKg~?qvU9=S%+Kj<KlF&MACABBN?&S#dCkIjhSVZx#Kx)lsO?5Spy&-FQwl$4$iFN@
zlNyr0!;)G3Q|b_EEnV8Re_5f3SU>~%RlKgT5G1ephhKa+(%X(m{?%f{MowJ13n}fo
zV21JjfOX3$sF^(wJl1bduEl@3nrM{%5$SA9@q+vJZ{4fNbOyOz`3s)oHbC*`R(S61
zr_tc>=5~W6=2N_SeQx9D)^42aU;ZrJFpz&<2-Q)A2l%cUH+`1-X4FvxUdT*Q`?Zu1
z_a5}EWZeU!fGrw5QlAHE5rwPI7|U3rn<%$ap04J&)cDv%kHh}<Ynws-WWD?kzzl-w
zy}7tV+`6j+tgkqW&C~!m&_JVKfD$~hrcdj??!ekDT9yNO6dEUZ?-yp09FNE}0BC_P
z0&eTlK@x{mtUc~esK-}3!2N-wym__N4O10~%cHpAR6C`DJiX487+2O}4OL2U(db5E
z{U!z}q_lx`#1urC80BhkFg8>4MAv9+GMyZkBL@k+Gg<>r8-&Vo#}6nVJb(ddZXS1W
z(ca#tFVeP(V<XEM9)0A$ymsfjG5H?LoBeL<upzP>GksM5q8^quO}_bts@qR&FM(S;
zp<k_8+q%0Wb3v|S_Ty&zFM=)j&gQ#*$n-Mpo2`<Rj|+4fT3vkyy;|I<vD8^;#T#9z
zP}YDD9jLo}HqDfMY_KU(b;D6(J7?o7Q=_p~QQLioj(DWEaE@g-Dlx!(XPJP}_uajq
zeZ%gbPFFt330Cw^xBAK6r%cAM4gPxgsHQGi68UOS$#*H!kLFnKSnFXg!JJg^&s*4n
zdi~whNk>5}q5+5P7fm5Yj?qS@QaxZ4q|Cn(@UCM!o@8)69IV+iJ^^_{*UEr=^3Nb4
z6GU%RJDx!~37RW(Mp?X}$pm%XO=l^KR#Em2oNFc|9BS52z@~dKRxSRbeT!ySAHceH
z4PFtqMzs@knO`AkQZ%xljubX~Wv_u^B1NPi7i!HU`k9-gK8#y+GCjTit1aYBA8xGV
zD5wamBZ<=2;%oqjM$Bgh*Z&CGMKBg&uAbaE6Ym*vcd<58lhB5T0|{|a)Zl#{oAiQS
zAL8rs`T|+wOC4a>u3}^-#!FV>A~J<jAx17mwIl~V;%ST6lnpRm#}BwFI~M>#AycUX
zL)T8CgbUO}9(M7J?VYr4gLa7dmV?3l3nUfr2(U1gDea}zVzo2TMDHeB^Xne@5~*v)
zyKT<awafl}rTD|NyM*&p3y|P@4iCIpHGUN=DccJ9yxJ61b)wqA1rORBEIG)O%rZCm
zM6UAys71*iLoT!VoHQFa+ce*cxh0goWBhiI`%nMl-wTJ)7za#`Z+dHzWJzNfkecEr
z^I7z;eE=yA?qgwyM%FY5nJkjCBgSXR*JZhnT^YCE%GsMr86IXHS!1R-ftKQ*4Y2jO
z{x0j8c;T$+3hN@Xp2yWkV|%DTQvge>ZLA%ABsD^iPKVpfcRVy)YTrO%!G5=oWm8X$
zdb@(UW=c@_0i^eohtoi1%>b1s>yp41d;n1bfgu=bO+Ni{=e6!k9rLz`g&gaD0HY1D
zEEg|obm@<61J+I`HEEzJ-ulz$&zff1u@6ODHyFyt?v?OoBzJYvMG8+aRZWp<Vr5Cy
z?U@i8XR%iY@k>5aM1wX`dgQZ;&cUh0OP@F62ahyrQ+}zt7(rK>3T8B#goN}+-giFL
zl75J-!x+34Q;v)L!X+9~A5}Ja>Fbq{b7{S##5T{w*}?O@Bfv=($!y;`@qy-5&c*6}
zj>u)7vB_;a_Yis}{d?B5CkB<Y>Re*mHD2${gNCZgT$ew^X`S6yhbGu0!$U)e0+nCe
zdB&6J2Gl)!ZBHna5P|UmZhF}{|5fEvmLtK&Lb0X~&1jhLN!Q&4ii$N+Xm;<Tsy^nl
zA}XJks)rKNFljvd$#B48E44p@Z^Gmgu9#JYk1)bL!@8TI8rqi$y=0S1KK16pas9^F
zUtio5^@?}I-jH|WQ=_)<-ZEXF+P74hb$o3NXCh61VKhZ2+Qi^-lhnaA;13Pc@YvC8
z6-|+4Bx>os%a0d)9|p#LSV|{qnq%ngVYJ5`OwDerTUog)t6m4ZW0g7&N`uw-u5pi1
zA6swyIYc$XNp*9;WB*t&c!X;g!)U+-&AtZtHah;b6Vp%zr5o>&>&8mE^V?Ph>h&U}
z9wOxK;PJkR5dhpLa&(PA4&)QZlj|I3Mn45g6)z=)>8xt@adjQ)KgR$FmGMF&I2<bx
zDtF(BLB9fgi$v9%?;ed>A9k}ubO~WX3KZOk<C4-b$^*Lw0GGRnX4|yHvo~%yV>0EG
zYQm!^0MWTT#m#z<UVAERj0$=C{)^2f<8pZRfqMCdeDujq%*)hNgAIcn%d)pYr_=vT
zW2^?t_vZ_jTwc_w%OHqR^6@yKyk)RnYiqCNrg{Mq-7*~_j)CO+u}8|5(EgLzZ~Tll
zlv?K^<cUVsM3+mPJ=JDP1u9O#_p6Q-paA8{G<Vi8{E(Q|Bn#HsRK{n%nawQ~)vXEu
z0Du8d{Jy0SG-lyJZ?bFomV+*OSA*RaB%YZm`EA)HpDen`K(ZX$07&)1RezM5IBQfc
z*}uJvF>oBTNazbSIKt1f8?(^!%OkAiE{a$#;0Lu1$a0GdyZ)Q#=V87bkrdM&Rtx6p
z=f*ME4vT@j(HRlVw1={ZmbD}Q7L8yN+a|<OM%JJLs=zE=ihq9QDlQkOB(Nsj_b&pO
zyycMv%w@!1ZH#RE&<rDD&wRv@bj?;(OCKKFU%TZ+{`yNj2nbe+hP@#i^(77d=Y5YS
z&moB!+frdcyKK>Qp>w0Y^1vz=RYzZ2p+uibuba$5A;rNi*<j_(iz63xYHlJ@>{wKi
z`g6*<i??*9yUT@()LSqKhQl$N$@CaD;xir$y5t`f6hLGTwW={;1J5;o`aK;6^*Q9E
zgKyg3U6c;;!b1S_Qkyk-ZxWglm3m88?N9qm&e^H?P?5_4zB@eA)iq&kdO9A|P-91k
zDkqo9H9D*tf*<z#yL$v!SRAOMtTZ{KPNXZ)5Ujs|EPvK~E=jLa+{yUIgq>qu40Tt(
z=y&8|uJ$D{IhkvRvJQM}&^sxe#}=EF1r6fi7CshQ$o^duZrY&h4$P3r@&h_=RR5S4
z`~LLzZBSm&N%=2iqKOULQ^6k!_dGx3&ju3Usqw3{sUmgSj*`Rn=$!33=RZR0Yu!=Z
z8^inoQ#mG<pOc=XqG%+y^MlH2i67?v1ms+b-jH{F&9U-D^4VFfb`FugB#+BPe5S$8
z`Bq&P8gBS%SSKXf%ha+e0F*fKEa<qqy!H?i^lWqx?7jhs4MSNV$~ckgg;p@&7qGr2
zEwvAoK}Y)fkLuE*_kXxrGbSy&)t6|q=Qv>vAFQGzKWo;|yX3ErQu>Zz;H!FjJ$jGV
zK4tUEq><u)f9VC9wl;3MoRLI(FRY;<1(-mo%JB9$6<p_31*Tiu=KJzNech{y0jBdU
z)Wbd1ex@XEp?MgL#p=<xSR0CbrP&1!JJeWc-iLe)xbxB(RbZY}t~ZHH*5qP$60<&o
z8%v&|$7U;ZD$blLth7q#zBTZYrf8Lt68uBtq}V!#jAt<@3>5qVBc>=bsCSJrG&)v;
zP0{VV4uT6E`oA_W%4_(3LYsdfN+$LpW5nBx)LW#JUL$IWYHBph2?<>Vy%^><V@dq^
zy|J0r+$Pf($QyaeUYnax_t;u5b6OC`9L_yEWcttIa0~d>#O<r25Hn}Emp)6<P<}iT
z2N7`I`K(mI1K(>*Y^V0A-ifmR>~}0YR6FH0&4i!m(Nt=~Na+iF6?$}-xg2JZ9v=W%
zY&QSSP~IQpGKE>z_xwRcqvbDl7DKuwA##jtRne7C0P+)b{{h};@XT~Ojj+ME`#Evx
z!FwM|X!!`w>o_LvwHA$hpP!_^5lFqUEeg>;)GJCK^*79!#&z$mlKq(!9~Q#MUBHe@
z`Y>Yl!&E`>-sP~G?#?MQ#Z`p1<C6V~K~?sF=Mt7YS(d;*?uVi4hzrJA{wtL$`SGKP
zEl$vG4#RQVJp=7h(^xMzAV7u6p9x`7ns$;XMZI~N2oL&!FJtL<5yoa~x{{nZA1kXT
zjE{w1nUx`zsoim^H)e}%R?O7hg212n@Q7;g%srF|FUWHgmkCkK#?A3VdwEWr*cp86
zc-`RuoLxiZ?FGtojwu+Sn1ag((1@qoAJRWM7#|>MBW5il!EW%rY2riXbN{CiP^edC
zVW~ovT{d+R>k;#n7}51KvH8HO9;W{E7chLD-XV>0;=n0m;gDjNui75+lLu1h18vMu
zmU;Y0$NxaO>Na+#y46)lx=PhKbt1nt*o-M&nHL|Tc>e=XSmuSGS1~qont2oRtOQfY
zPiRAC$<2t1^>UdZEF-ql<HsNnHjjPt`-mrS@Ub4=CAvx!<JNgs24ggp{Dq>I&^=+Q
zkdajQQkN9h-g-*}Xqs*3$GTWYvJSFX0eSzx?#ag5HQ3J<STGSvRVQHz!}5_*svE}S
zTRzl|gYru#%p!t#j|lj(vkiEbXTMhjHyZltQ%auee&zW>Hm!p9_pL3BiZpqs9Ab7p
zJFK>!TWOk?J<E75Pw`K>oqVMIO+=s1dnV&&&)CnNvNb{76KVt2zZ0Pq3aPRx_Gf7E
zGMd}7a32P~t#}>qMAfb99xTyXP757zr#Hc#*o7Shb-q5MLAU*>vbfgED9MO3l_9g1
zCeofGdF9n>@h!$(!b(2Dk<>2Ca*Gi?Jx$(ArBo{W+6Q5|kmk|MhstAZ4I%Th%az+z
z{l_+m0MpC^BXe$NJ|=ASJWT!Ry!*3bGLvA@UDF+A<N=^eDC?$DSX9LggA%1!)#1&p
z=$@8qbj_Ve?cPj7>X-I@s1Tyq?~EY7V1i!Ijmgpka3~kfWl4tKa~v7)RJe<uu~|}%
zss-RP7!&h|C#Z&?b{7dd)-_czctcEDlHQ#}KhFLJDu~XM>Emq{T-a9wJb(}g$`@}I
zKaW`mH!rF^+0O*HOI;Qgb1#fy`Yopr4FKU_k*Kv}GR`QTCO641U=`*4cp?2bkGZqQ
zMyF`Yb`k?f`ZCWp3F02aCGUrB5Ly8N*y!(k@=~R}Iaaw_*7N=4g0d|4Vcd&vmKE}9
zfN>gS_-B2n6`D_J1$Tx;rU}#5uJk$JTtyuiKC?Yp`cZHQGsY23m4*E66nPXzuPKYC
z8Vavr;vV+i+5@%qe<?eOV0NMrosNkpwf3p{t?vE<)CW;ek9ykXpU5;*Kr%KwcEZVd
zie#q{k#=*9OOfx-rXUyiO<+WAb$wmV%mH9k%pqexI^c%L{I))4Ias1JsP-Kj>KgEY
z0kMm|dX5e$&~x=mQVu@1#R(-NkL`6r9`Hz}d@pF!5kAm)oil9%C;3Y^S2J|QfSkzX
zC*-iXZrNRE00^5i2|u-@=Yf)T)W3aK@}<sA56Ffr^`xu>pCJ=E3}@0pl59Wl(6p>F
zmV~}_mk1YnY}5)`?oNH0r!6O_zOnVIt29Sh!Nc@g|8Ot(6fq#vN(m*k#G!e_?3dnt
zZyH<#0*3r#UF^F-eK0I*-QY{QCJ}PjM5X2Zx#6NmbuZy<ddTzFMzu+-(uTijm|CL+
z*sqa}?;0oa0QO}YK0MEVNB25iC*l2DiZsvSSf|2Wr9d%he5Wl@X2U-R*h*+n+T5)d
z!yg|3WXOK-!eoJx<>2T+22HC`lEj^fPj0HP7mQbmRyqEyW>C8Q*>4mYzXFZ}H#Vb;
zc~vX)l{1CGWrO_IK+QF##V$_64l3}z9+763X$P+o%g=J~xwt&mmuI#smWBCsmCiAK
zE7pdz;4Z~AD1V7^<6g(CHu>^W=nZhvr|n|bv;I<KXUQyo<YqY~KD8scqW=%DsrWvt
zgyg3~o=oszNQ$TF)2P$w?=Vuh2xj`2{eVwFkc`tErt{Wdv1zu+MX_IXOU2^_1L$=V
zTLa<qzb1@M@W4C60=s(Tp6t&_i%@q?`9nk1LFr1>3Imb&6)p@og=HB}z*?C<Qd{ob
zPs)=d6>fl_3yAnxsmaWPsJSj<{|zX0Cj9q9Ve_K!QyR=qhQ7f(N1Os^btX;wF2~-U
z{-XTtVp&#`a8mXVnVvrb$R|5*V|z~$!Np0eIFv}(Cp}C;gZpK`Q&=)DRrMDQ>U|rz
zieGn*TnU^_NrE3Zo{4LXjU|7*Bt&gdDDJm^S?05ryopo)@47s*n%VnU{Uh*BZf(9U
z!JdL?DIq*K1>GS?ZR_#+qUueu_0y0CZ*-2JOatXL-Q120d2TIdC2#dv6PhzlWAh6^
zOZ|Ig-wv}bNh$$PSLYj67RDwan(d{|i<bozes9SRL4HhoWRG9#O{TA29{Cv`T$xl;
z7f`5kR<0Y-_WI*I6^Ea{J5F%oL4WxWhM#%omNUa4xv-NrqoGb^7kc|TMJoRtupnWD
zYEk^V{pk@o>pya+vA>KgBIUNRQaZ_WG|~~Kr)9tpBZnm=FTi<P9KLO~!1Es<`!l-d
zc_LQBSScHPiYzik{jW$cTLt~;6Y5<Np~c^13?e4$EeRUYi`cTdR0T3p%+%(TxnKiS
z!5}$ap(={9r9k>g$xY(kAR=0$oPKVxTP6YK*QfhXXXpR9!rQ&g!NMpy)%Aj%>3l@r
zjdjh6oN;Z@u}s}2IFX58iqaR8DKb;?qnD%PRpQP=?r-i{{#IR!@TGN0VxduC|KjHG
zGbLJwl&m~H5@q^lyb%q_|0)c~-JMefGRy?ow#zC!^>EMr6v}30R@<bPXoeGBlmun_
zZ1uS92s)eK>oq&1ms<L5pm3RG9zfM^d(kdLwWk~hH17Zx`dW(hPix^Jtww4KfBGvB
ztGPGlva0_aTQSLirKWG1^%F^cNdjqZl|6jFH<?Zun{~L3VWxEF*?hkzpDmQT=$RzZ
z@<(w)h<xY0Zj4FXc1W;N?j8u7(4peivU*6vxv-qT3UK#cC5B2YW5`B<laFWWg3opQ
z_Cw`+?k1nca;)krJb}9{<b)s*(G$LeL_#u$C?-RlU&=gLfA2n_cDN11gHVA0Am4BT
zh6g5h5l`&nt4yjF?q@}Q=ZpLT7tX*g2!ke#tx6k0!wk0u+(-8lS2UbSN6XY5IobSr
zf^nK=vO^74IJ)w<UG03&F+aj+pRvn4?bS5@G5S#FYY)YJ@ALP<zz{{lxR=BBpP6f9
zfwT8q*f>AUNhMw|lhQR^P>Db1c;u!lk$xpO@ICA~;7g+aaFBdIa?F>cR^_G8eeW91
ziSD_bHndJ=jn&^FiAX*gighuji>wm(<E_p6Nb#h#m7w@%;+u0VUBDfGVBm~=%>9Sb
zy}O0oZE?uphe(oZ)OFVEu5vvW8yz@KU!R*@G)915K+G~sb|IBVFdCog#W+z;clSr+
zTfM%PnB85|iwfEe<8(d^6Zv&dNvfTBlUTRnx415tbBh_XP`Ap;_{kZ$UaQaEC4<N<
zcCUw&J{QJD<JH^|xhB>}Y>@&aiGZ(;54b1ZT0Luv1g7?5{Ri+JH;FNehlxARXQ|Af
z;gJ}bmtk2cfOCnn(%(*vnjUWmajo=l98&yRM)+tEJ8W<PCfkk--I-2d001_lRzog#
zMmPUbyLIH9VY-E)Wh<V7%6=xE1n5H$o_Q3rX&}|#xQrU;KQcvyC%7~((-Zm$fnf(c
zrc%^;zZAQ0ZaVL#XC17mly3cQjp*Gm=VX}jW-FRbXxOQ$`l>|8So7KWQ>@LnO<ClR
ze<uKGk<iwFe-B(fE0JCEa_dq5RvuiQ%L~?^L3;}w*VR{fSVlGMxyeBru+9gU*i8!Z
zu6fm=qF}^)Hj5A2wJRl4GASYE8v0wQi-cdCUdHSnUKHWz8|C{f)Rj{RC21w}BwXv#
zD5&asX|hKt30C5Jl*hFnUzGII4B}<E<Yq+oAKM%%0E~Iw)oeW+oDW`#(ZhcCJ?g2l
zaUNA65v`wiRF`%zVIOjx8fxPM!A`^x$Jw2J<3e`E#^-cj-<xt)wF@SWwRae(kd0lx
zz(7pwIUoZ;!vgO2h}m6Th!Beuj}cRL&Go`PkH*{hSmd_2f_|hy$e3uiy{+dvP2whb
zkANW1yWX$l4QY?&5%;PysV_}mdPKgi8GG5;U6jA~J9@I?5zc94q@;r8TYcEx$a_3w
zhuH^he8hSzb>9QoLZ$5h1@wt@(wXsttjk8NLbokMs){P(gw}<e$UZd{ZLw<ZL=`lY
zk%vmJ(@Q4TBCx5nv~CozdpBugYsB85og>Rb$#81$%wSk6*h_nWNkgO`4<GrA1FJ>G
zAYw8L4uz0l;-<&m%O#%#jVKYKDr9JjaK<>3)OrPixup$tMSFp>n6R}LYMIGQcTca(
zH`EGa%wC7u%oM^{D4EG;qq+fvNQNF;#-7Rm-(sF8#Q$4hbNFviV%QQ1YDLTt`Ls<Y
z?tzVbM7{HG`bslmr+MhP1{u}MSTk0oNIjB>t*iWeRUbzt5&lW9dAQmbWmdG@^bZ3&
z6Y4(`)AVJB^jCQu_B;d|jU@6?1AR1u%=UWmQo<A>tx&M>*P<G$aA1D<*R$n}QhJOZ
zb(WIW56hWCpMfs<Sl)QLPRvW$vL{+F6KWhW+Nb|}DB5PT46GL#JmCU%78}fExZ4lY
zF!ChYjhmODAMxJdI+5q&a60!ny>`+|S^{2{uZGn-F>w|30g=|73c~V4!8$MCMlNB=
z6l!ea>m_qPnq`ssgDJ1fP1G}BSnedRx21?7r-c%-aW0lNkIncFw|5m506ZM2YYYTS
z5-%F;%KTK3v7j)C*Bxur6q-{0Hm*Ng;;um!IhPgBLZL(lL=>y2#eU1*DAvr89OVx9
zLooykqm!hwtYX+vB@`SLRFM?3hSRDTbEW`K3RVYB@=ufEDk!-6Jwtfn3v$Y&N)D|&
zxSC<U#u!FQvDFltA%4#|q^cai1VxKEX*!T^=A;PE6&beFa~{&E<BKgpy&3k0+iX?V
z3D`0(8<U@eqmKrY<uOto`B;^|8GdUuIyoD!<*}g_9K7u`T~ytElpzKDLYc=vw&FL7
znsy(%bI)F+JvK8v5IQ4nOdpm0C;i7k-4i-jAP=;f<ZM&d>dtER_f;3RfidYpgk{jp
zGf+BbikJzGy4c6!F7r)*_ib6P#deWm?-}`?in3E5aImcw?oET7S%0b3zh%kv`J!OB
z21FaP&S1okb2L^4se1ttFj`9#4m>rJca0ABH2&tz0FqmT;%`Z}3a+QI9+2>(&6yzf
zBxzyla$g~>WHI__uLzl9!Aci)q^&iR#gJnHmBl+E9r)YjZyp^l8=j=91LeZuGO7p(
z-0CZbO3HT*gqyU^EttPBMZkgF>Vl<WH_`4I17>668V#0$JU0o~<YWC?vIXTjk}tBo
zX3}buT6Uv9-<tl=l8r8Y9Rw|pg_w>LozGP&2?92QTt3wwy3<4jqKg>^D+>)&-9O8|
zR+jo2@VRs>>S7TS<jTA;J^SqC@2n2X7)8dY=;O+;t`2xG=RK&*^N6?P-R!Hv`csFm
zLQvKPdi(zX^&iJ&*e6KjRzrVuI0a{P?Z0;j<Q*;p)yhPvipQnNK6<_Xwn{M4A1g@`
z%DH)Y@Y=93Y<y2V<HM_lnpl)%7eZY8*2W{h749zg*r}1;i{4Ux7m?|?P;aBr+xic_
zDS*MH;-e=8l3NR%YTdWKbrwtB#-0l|cdf!u3$y#W&yP^s-;Wv5O&F4MY>uY*z+CQn
zFlH;D^_F!px=C#`^b)X{+n?QTEJRydb)D{A5;`POt9LklVutyUCZnAPu{$+1US|*B
zp~PnDPb4svba7D(Qe}29BKv9D+1c5kGD$sA<eQ-W$hPQ<LSXWy{7~znjgJoBzFGc;
z-&c6w3*CLal)G@ozy5yjjqtO0MweT^Qu`%!j^?iAK(>59rKMs&nE9J|Vu-Mszgk##
z-s28~kU9CTL|PMmVEE|hLiSRN>#S+<u8=}mLciv-saD#I!3Cv+EV6Hx@01RY`1$Qj
z6KeaiW*Y*SzRFP4NP(6%P4+{TAhRbcUl(lycM?>Mtu|*J%~|y+uv(dTV0fMyu`aP*
z8iPK(8LyrW2b%FQo2_H1DggH1wAlVwb+9~2T?_7boSt?Yg_$#qDty}M+%RNkG1iLC
zy5+*)x$xY8LlN54RiqO!mTSE3t4pN6BaLC$z3jKydv1L52tmB|Hy*Oz+NJD>@-u|O
zHS(m!W|z~yzNPbRJi!{(H9-RW%{+zx16H4}<=2$Tht@I(K53nFJ_IyT@+9C(hXN%z
zQ?EsdU4?8U>KF=-DTFXBNQI8m;?Qeu8e=vL`;lUF59O;Bc_2F?C$`v{k<Ki|{{Lx*
zVI*&tTQkD6zWg>l#*h^m+PVRMw-U}OU;oQ>2~_U{(aZ<%|L^r%x_*pL2iLz5SVzx%
zdaqi~W_FPsaZhLURnhsVYAXJ38=#N;xPc7hpHJ?R6CL<E?#6&M)xAt@EsFt|SA;XE
z>WK3sRJhm3P!o+Ul#c0axBEAC-$L_!kct#=Ca)bHF_RT2v&}EmN!86bHecW%F{#;?
zO$l9_x8HmR!&yHZ<+cUk@eWY>gAdP8cm16I6W|pX+p5fU*>n>>OzZ{i0v@W^BZIBY
zzWgRzVhm4o8nrd{h?aAF|JV&*`H4;a?L*t&e}yvz3ul#cD-qHC0hk-j8EftRn|hJ*
zYRs)~jj814Y5?b+*FWs|yL>M0CUY<RW+Zz=VFBpNQq+)e2gqy`_|Iu3LCu(N<g2R)
zG%oE(;AT3p8kJa8%{2^n!e~gUbOxKga|RBe_q_Db&MX;oDxN5&FLy*qivEsRMEEvm
zB%R(alX=QSc>r1N>T;essh3%~hz7|T%CEo5XbAdW8xCKW9o&q4nZlyY1j-@_Wvs!P
zNwYLXEE{3Rhq{#GvdE=A7TDn%dM{YuWWaj--DL@fq#aH%3%Y?Dg)yiWd;5JpO}6w<
zO*g<9NXkuCUCfaMlgbaB;V85l#X>YK(@&`(u~|Ljk~1#ESoF1t6lL@X+*QHK+>}{h
zwVJLl2+ouOYy2}zSBB&Y-V>S11nnzIt|z={xhgi?1GQ{KjL=-}YZFFXk0_y`hI44C
zjm*d!24pzTfPd*AVle)pMvswHS0l=TcJpw5M41kY2fpf99IWCsViJrPpL(m70_G_B
z-By(fWQsL+C%B@@NTg$qce(PUJktTrB!|<bvC0crq*Hhq+e&G9^0?kNQ<qti90?EB
zp~<dB%=knOja|JOt(Z2%>^Ee+jH0b|K=z#0H0v45h-4f<pC~Is59Sy&n~f}M5|a7=
z<C;Kp&UD5#Qp16#<rc$GeVnHEEj@=#7p(@Z%!CRycw(VjO5M;epNm<G^wDmRKXYu^
zr`rw;{koc;U!Gssl)7Z!U`$OM5wZVXeWUM5AhQ7hdkD|v$G|Wd8pAOq-r+AHk<Ehu
z`)Py4Pj-1HtlJ|xylwLeOd4zVWO21DIOmn8!K+2r6k=_B^6O6A{{c!kZ!0k57vhMA
zVvZ1W%%d%2KDQfFNsY`#@wKIKfZ6qvy+`yLqHY)9T#ZGg+8W>|ty2iJe|01G6iGNw
zAoD0m*-eK3l|zs%fHojp+Rz8S>6lX#mg9GkA6n?MSM&T0z-vV5+pAENn2l$}P-4JE
zDRnf>yXo`gtntfx9_zoh3qP;u4JhDYur|G~rcwyxsE}?q<yfbeE>Q-x3EQ+Gz;HK5
zc5kTKVb~MXGs?7`k;z^1MAw9?-E-NoCd3ir6O<g=UCLcb7iqQ0uR&aTb61#RMOlAm
zNLc6uJiv4xh-VRB#Bl!6Zsvr9U?LYF=jtzB1n7;1jBjm*bbOqWqk--;z3+7X5Aau6
zRmJp8qn<QTGS{(!p49#B&Ap2{0ROdNO+xNu5{81zFS(lu(9bnAx@1s7sW*Py|7$=!
zZs+AK*E2oi6n$@Lvo-)ozfIGT_jN}k9R=a}Ga`|D@7db^sT6V;F)j5<8Zo99Ekz|D
z)<4m{_e+?cobqnWQKwV9En+%k(se=G*5Y~S$A|dYaa1X~m*E38W*RO=SU2>O*}0T3
z!<TJw^?0EjVi3&JNAz55hmrAQHB@ATKK#RR3Ti8Jdg5OC6M{89uX#`V6SJ|EEt18`
z6&$^xM<~glYeB3ZuhVz?c+KEqUAA;;@Z;mY5$+RWm$mROb6srJh+8#vcKRk<bY_+l
zJ*{>gtu5=*{$ewJaVXZD;mqInN{6lN))WCjJoZ|d)iGfT<f?A;Ha@Ty@zRbt6Q6<>
zve@ztcoew(DT%*Y0!-1aIEk{l6;d0*lG39S_iQu8MaK$HZ#k)jB{*L_GES@0c;;KW
z!172NxUWji)d;kNNx$@w<TUTdmL`ynCmb3-^7FV(yZX!6hVoJuA3XIsBlhUP(9%s}
z6J=}g7IpbTvURj2pn7;JF;S~E`NmTEIf&`0zxEK}fv_!CC&tb-L%T|DPoV5B*4yr(
z4??LQ+WzUTd{R6#d|RwHbozJ_*DM`qblY`VjKiBW6UsyB$X+W50*-b)OzcP^Sri`|
z!u0T|)OY0j5jZ7YIsgN1%3%??vs(PLEkFp--E_QaOBmjL(W?E!#=c4Dm?#P;?Nf)d
z+s{K&z}N!``*}W(0F-TTGG1Ev%n6-)Jxol-&&|mFdFG9sLs_-~{#0e5Py}1Pd<*U8
zHX`4JPhG($<Eli>l<Y7PFopoV*B4y~gKDc!XGO<4%!d9YyitMr3&k8Hl)ciD2pp|n
zyE^nl&N#jm60#$>unP(jV*I2CO>J8sN1BXLsL$i)ZxI7|5==VN?oxR;IFxQ9G{qw<
zvE14Vp^{xlkQ#M<K@v}jY=9otWjURvi1yj-i1zoE7r`yXBa$U#4QvAR;~WEXP*0Z^
zyYOkKF6L)L!*#s0$c=9$M_t%*Fw$<d`^@M~ejrDFCUJar%dRm@!oy{lIHFI%6y`N0
zlL=;h`wD&nv}hD*2o5ioQ0PIloAo>`A|H2*!PO*B+BHmFFUx1%n9XUBbo{$OIYmd&
z1y?`Xu6PE2W^~|bq7wrB)A2{e)kex@#LV$woIzw?Z-W!R$U~#50$^$v4l+zdwbSY7
z1pG5BG;A|uub%sB1h>_7Y3C%uGj66Pn#;p?8^HxnPtATL0>2l=!<KUM$Alk;pO3WP
z+CXtI+dkT}$HSVLw)Jc5t(we9qBXXbN%!-WEt|}>N9L#QFFM7l@|O--s5hu0H;}lA
zNDNhFvi`vM2v*hA{EwFY6mpz=U(n2iLv|s?R_yzIfGTN`yk+f2i1T3F?f;}saU^6n
z>1rXn|9hG)|KHQp<YA7D0rW3ayJh##_|!wn*$V5ikK@)~&V1tmvXViNHq78lgp1pR
zYa|C=4E}KM15Y}X_tr%#kH^TA$iUP#r`Dm8boAfoS0NFHIF(&~m!cOf%JO@+S9Xt-
zS=c59lX%{9J>^)xin#{nM!gmdpI>5)qIMtt13WfJAJ$yVuUwCdu`%j#6IbNCHcS=N
z%gyo)mMnQPP&d@H<D%Qx-Gyz*bQE`*_tpgol{>iVlO>7~?qREv1+BP5tUTUs+)n2N
zH6cD+X&XmzoY=2EmE}>w82Vv_(2u`tyhN>rbSKN^Qww_?5j-Y`LIHsfJjx0puzL4~
zewovo1VhfbTTFbW{+K5QAS1{z<~Y~5{72t;M^mMBW2<|`@R!+sG3212Z7K8l^yglf
zagrOng?H+h_M$V&I>cr%0d=Pua;>bYm|cq#msKGTl%b`>mP^4qyll*JzBWzb(<|M|
zx+OEzWBs+ddBLDw`J_+&DaC9MET%Cq_viVg+E^2^GO)Kpylpn)kdNxn^|jC_<A=)E
zWG-Dz4Q5G1ZRpdYzv{$iTRA>CYxC-xw;6MrNhXD%Tv9Sd;|n#CMCNe{cs@CdCr#<f
zBkO>c0VN*3BaYwg!0yRC{#p$p1t~PLO1Wmry85d!u1j73Q5{i{8Wp($PBl^@Q5U;{
zmqO)fTtI?e#Q1iR;R+;P2uG4iLFMT=M6Uwohd5@B2!mLq?rPzO2B+}pKO01_2aRYH
zPMzoB0R$9BBt0dI5JdPKQpK`TMR}{I3P5)fmg_vbVtPF+bxk#GW@`14fNi+{Rne{j
zvE&$~9W>L|LXZn9o9k{|RmLD?qaDB@=iY+hUZaWu;G{TL!<xzXUJTX7d4wOVFy8Lm
zFI5Cw4)=7SaV9YhwkY;O;pd}eK_s!v=m-S^P#5vUVGbyf0~o;V2gJqnd(o0i8f3-X
zyEF0Vaa!D$)Ck51oJ<9gX~SxgE-4hH9d>R#)~=eMidUaBfz}mD^eLzdM{_cijdzc`
znX^HC2I|#SB+Nl$#Wa)^mj>gpZ4u3qEVd!Xla1w<OJV+CL1ceLY39pvM{f}C6=87u
zIZMZ{;FqURT(PvrMzQoKQP+ErnX^JqiSwd}`c{*R5~7j>kJJ_$jz+jQ;3_=zu-~85
zY2YVSr5R!4G*ly47FJ|qiqs?OSLtcBtD$Df;Z?w2n1XzCqL%98B@q#R>xyR5h)Jot
z_Csb0enNZ@in1MDq$dN9n3zSpaa>;u<x_mAJ94?5#;u_+qyc}WH1Jy$*K5S0z2Wm&
z#!CW;P`}ZjvZBT&Mu$1`E(f}_hfE5}^eIN&U>>V26-7?U&88g9r+YoYV;$1D7OqN$
zd<4J01;FD2p@v{evs3sv+^8tN&6B6YUAYZf@k}i)u1yFsK|m~pVs}hb7B`+sW7YLt
zuM%g|k4H5PiRghg3D^e!N3t%%B5KVh^Fhk`S(K{Fxtv(40SdhU!o?u)Ow0g_wvd&L
zL7-kCemtYFAA$|r8Jlju^stbG4IsOhcGd8s2F#3!ZGPNZuQxJbmY@e)1xFq7RnT}r
z1OA8=_b2RKO{wy15wId;W#wsm#}n4y(6HY*Hkvs#u$qtTH*=xH&@b|WirZBi0#q91
z43C07j#kY+ysW#0G!wmXE#j5zDr4lc<I=kO^G^Y{{NbZ~?_z(a1ye8i++iC@Tn%Ef
zwVp|Us{7`p&%8hhZ>y5{Ri#r4SiDV?U>XBARI1)WxW8ajh%DUl`w5sQ=nmo}>D5@~
zH<**_r-_Sx3`+7@^%7APTZr}vLpVuE@{8Qf3T<sB`W0d7GZq5OpmrLS)0=j(RWo+&
z1bzUiLOv@6hmc}D9u9}-TUDh7k+p~toXM6pn=^d4XMa!Y`f1!9>$q{1X`737ERv}*
zB{(!d?c1Fx7n{^5$meQf=6l?mAGEm<>Gw04nQ;zKOdI0y^Tbes7b!49^%!dvj`-re
zuUQ`f({Tp6qikA#>0(mcO-n=Oo8%{uD-I`K^!(+lOjmgU8yW!-nb@b(lTX-c-$`^&
z((|`Jy>f<!XoOsmhN7>7*=o=w>pe_2hhR%mFO4$A{(uRvIb#Z04~YM8GSE$FUajce
zzz~{Pwz<^yCXoG*$8t~HbC~@04+rqm?BvfXl6Q99CS0Thp#aqi&!qYpkzw#h?j@e;
zED+70tRT0S^jxK}XTw-HzuV`3-%;%i&Z`C^wbqMd{mlba8=%I)7Q3TW`$yy5)BwCb
zbQI$fHQPIE&%glF92Yr?KNl^(4Hup>yvZM6EfaZp^kKrTDa~B9&fkH9n<^vC`APl1
z?e>VZ)bspB;J;=6N2TTu*v=vq%^yo?pN^_*TTu|8aN0qB-}@>2@VV=?r9a<&%~PAD
zC?yJob$QG9mbYKfg4jAvouKtAgyw0@9F_$wu)k!#g9tCEwy)oFf1=*;(Df#YF>u18
zj4$6&t)fED7{1%PYe_s(%|^Hm9e8T{q|S`Lq39tnQk*j}Z1}-4q3{IH7{%aa@jO+)
ziwm;!WFTOpX{HkNTDHHC%PjsYQ@<*8)tgCC%^?1#l=xnQ?7pSyjW0y%nTS#L-^B(@
zvp&6<|0!ntBov?f=Dtqn$%sn~wGbR@L<4J3ayxC9-br+e`cwO09v0S}0ZbC-a$j>w
zh61Foj-nsO#@qg(OmhUXgOUbLw{wSrq2wB*-2MpLuxLq9pF;X=sJ$NcGxY?`3ycB?
zuz1apJ*}_df2W5-*vBH{T`X@wrZtHztX^~o@uw+5i2{Cm^-&M(>YyYG>Gg2bm^Zx<
z;K}eV;!K_9^-zZ8_yo;EHGGRuoDr6L<cbAQG)e*^k=Mn6)#v+<h(&2@z9M!#*J3TQ
zmX#_AQ=?Ar8Z6qA&zAqRp-697!zR9o{Td><>Wv^?WwNmH@N@~a8RUdmdB}pg^r3n<
zLZjTelpPoOpwN-L&B;;}<pF>TrvaO80mj8Z3Yz;>Jg>{Z4fqxQTK@vE8U~$o45hm$
zy!mNZ1A|Y7Wda;MopGPR4ZAR04obi>BEOh{d+u0`G*C}Sc1N<9t!0E;wiN5zEKMHP
zBwR%WQ_PC6?Jn|QlGxc1D$7Dz1mh&3<Pn+;x-J0%l&$`kdBocWpWyCR{vUiXJ9nN)
zyFNJZvlH217lz_*szDyCro2#h>|09g>Y60Jn!xW9>UUkx_3A)#GcLi;=DO^8Q`})~
z1f_kw`KZ6VMdz2W3M=7H^b8#hPnmYX3{VMGC^}3zG<=9sT#Z(+B3v9fP^R=pd8wH^
zp`KBm+#(grE;61MP^m(_UEp{AIgb>Ax}+2(Odd&eZ;S3-Fmqzg&CJE+nbC&}$7Yl1
z8+N8KmgH^HykP9la1~z|2#doQR9l$vY`*>s=;4s>2>4U{mEVZ;VgdI7v+M0}>6h~i
z$$m~Xp!MZkzurD<*93gAp74#jpqrPveTRH?de#1nn=WkfJKmV=O+sXi%7s{;Uoe=l
z_}R0wCaU=_T2d2pVUulB+SyRG{Xg19X|0|!=$~_MiP$6PAsxdBP!oZ#RejrObkC9?
zJ7!opDTG!d@SJ){Yi0kL0{KZ8?_@)pcu28-e~I{##7sR5>N!{8_E_!n<Cub;&u@=R
z%LGm@DIe=_6MtU{zBkhJwDpxEk>BBsh=3fdc@1#F!6V=tlJ#F0W4e4IUz_Gi-&WC>
zi5tDntD^i)bj<%kI3O~7h5!B^Q|B2@_5b+)_i^m(4%zG2D=Qrw&Y>K8kA!4%WXlf6
zDxEmCIA$C>N_G^o$>@+|Z%LAs%+LRPuiu^jEr(mqb*}5YUhn64Je}@wyZwKPz4iBu
z-xM<aVE+HT<5=ec0^f!nbbZ->&)lC?$;IKQ_^v_{ZL`G*VaDHRO(N&;LhVwF*+1Xq
zYv;|BtzGS`2~zq?Plm!+6k0A0Ph0Sl*fyFeKXnP(?MK_udNV|N9CVL!pMCAQ(HRbZ
zMJ(tlcVy=d)JR-T;%tWgR4#P{mq-2pfB14sxOu|c99|tD$pJ;na0*c*O$OPY!Y!2E
zRZgy&%)mCApQyUkR?@7~Cw8a0S2QUpynVs8%`JK2Y*Nbm=^b4A<IhEknA`6M+2gjc
zPxtJw(+1gVu(gZxujre-t-_c}QzsR!2oe`({x*H_YAYXaZF$w2<a434lJAKq?FS!>
zn;x?TX16ARzYZL-QkE|7N3KTf)VxUB7*b`b`No@-6<%M;HH4GQ&9(7)$@5z8dg}bs
z<GRi}e`@U0gwnD!=1*#CMSFtdHOr`(4?yF$re^QgR<oi42lkcFj_W_W4dc^|2KDt}
zUXILn*a13s9?xlcP_g*g<kx^lWrCEI3;97+mVQ(m#bQ*L&<c`_ClFU>te#oya7H|H
z%CELw<M9BfKYM=CZVFo`mXNdWnURSnX-t;M%-UT{`GD$okifPcH53aQB~My|0FBQo
zY^Vo!bTOe<j{*N3jlTrRDe$QY<<~xb$ZD!ts@x>rz<meVb5Neo(D;k)G2udtX|a))
z0s)wL?;)9E(h4*EX9<FMZT4dFeq$pFzyWU}3)@CbE@Eh@ILg2usFb-)$e1<A3T9I$
z<VwpFapE%w8#~TBP^e%k9c>uIThUrZp+eDlwg?xf8#9f$&f7Toji>s~;4+aRliGs-
z6)6neHXNvxz0Rj+FNd{r*?g%8bjgPkPgXM{Xyrx$(GR5YZ<jSlDHiYs(|2>5w~mUg
zAgKTlR<2J*7EO(?0o2gcz+{3VE|fzNXgxFSDjR5$5d*c3+n}qIj*kg*eZcJ|(rty-
zkK?C!FmCGUZLk_zr~7XOv!U`pIB?_l<a={%32`0v^*{q!pX=wkx=XG7+D(?d-WBh&
z{YvZ!f!}tlmO`h@H%;0ZIXFbOEf1mh$6so8lXR+nH8nA^g)#b!jX_Y<pX#}ZA-C0s
z9j)L7%N8?lE_S!MiKFTm7p7T0aeeTiL*y(IV*_-&P(eJhc4BMeRZnD<-%{7oXY*om
z&)Xb{VqL2HCspr6d^E-o!AoN?taWAnf6-PtQ|@#Rxi4vo!=4AJI7wYki!Hu_)+&IG
zKIbIP=+5d=<{`3gI%m*<i{Y|cfBL}E*3mT?mxor|Kv&_ht<fe2HILobW)8|!X8Bk&
zE$*u*dwISytXvRIhJFWXF2Y@Ys7iOJ1;WNtoFm%r#em=}kA@$Yd>InD`BifMmaRx@
z!JjsAW_ymBXOp+i<CVc7WQ9Nbeq@b1{UI;<k@G|0!KA}C{Ds{6+iVr;P1^~fLsfdc
zw}S&_CqSpiM{iW7p>v^2a@||Ee$1|L{oA!;>*N)-g2s{-$)_r+<sG1(|5kJU<uMn{
zKP)8eU7UB{FXWGIr9_U03%5}pF;Yhlq=I7}n91?G;6iT=gg&@vhxmMK`X+GCV5@S}
z=|o1A=Vts&bA^n55y`svp|7RzNj17@qk9LWhM2XHwDuDBdGd#!r1g#q$o7IC$p1(O
z56hA-yO@1UL_*OQTJC<z*)4+?;`FV{S5EI8OO_dOAl;>HqA^LwYGSS2+X)Q?ZD%Il
z2UHw&NgjK#0HlX7Nboa?q|%e2LaYa-iW}CujLAL<YkY1I(8@jvL;DyTsb`Y8tNslJ
z|K2Zbr1r;9Jl56^0Ey}BOk&@J(Xp{z1x>xW@lWGt<g;4Ur%!KZ#AI~6KK*^W^Cg4I
zLG-864^xHv!~AleU;}~2WsS*naiV2rNS_|MN3@tWeum>RwlbmMH{8y2Tiii??v3?Y
zz6qx@f8iFAA^u`yC?H&7HSb!+kdM!1^8K0gQ}}dDqiNBiE(SIxL9c!rzsn+w7J^Gu
z4&D0ko+=)mOVRi9^*7PqeP5l=NGs%on4BxVKfRMVb#)wT@l0P{@hKKPb9^vX^lHEx
zYA6`{OBeWC>mkjylyQi7Q$Z}}2M-Os-k`X>C+O?MUt8#>CTBdCHUL@KF}{}1{dI;?
zVmZ)w0F1SZAUcb}{{xZ%_5sD453ia)G`~F`$4@e06H=OtYH;G3YuMm<-bOkVoECe9
z6Gje6DUX&LL(i0vZe>KZO0oidEZ{b)lr*`I5(C8`OC8{on9WQOl70@gh@JwIe(veM
zBlHOa3O-^3#7ssTF4B^*9L{4Ft!)!pO#Syu3*->1NqSYJs$&M`&4tXwSGQ(mzE#s)
zeJ;I{ZVK&x-SbMV>e3LnsTZI7WZwHhVcTYr*rHN4Ki}_s3uRjm_Kn1cd)yhwFE>eg
zISEZ<yBo^v%5WNf(@%VVUMd5Qyxvd~T;?D$Dq^U4SUpxBV4ZZlt>bgu1*gyi6aBW0
zyk6MIH=M(*sBwrvg{|iP&3V!(`|&z#2m-ooibbk<B5vJ|U%buhUudYDdxI-S#+XCR
z1El?`te=A4RSLC|Hm6ujk}WXcNh~t7?58op#vnZCsF*_Znyzlsvwd1SCRI*=LWauD
z4Di=4@|pnr@vs3K18(9mj~D=$=xn3J8F|D&79fpn<WByVMa&Jp0vU0DB;PeGVi*d-
z&5j}Q%YO;%qKH~Rj088W5dBk})<-@8io>Fh`jm9<A{BmjZzqUk@(eTbGvfhE^XAMg
zU=44&yKSgjl7_9Rk^KoOrhVtl8LygonrFliZW+CBnZAv>to|;ljCjWC<C0sqBH_<O
z<#$}!8zQKhY9S|j@`NFJ`~zT+XaCt5CjM_aROe$4myZLBkvyfwczvy;-;%qA;O-L#
zY+1AM+re^*#oB{Pqs{~XMqy~HI<}SaJ7!?ZIQrj(UB=bxqq9l&mO1Gh?fg3SUBu0Q
z=5u-b-{RpZmE{zVZsJvQE_OfDbPo*^ul9=*;)_@Oj6x9wLN~c>GA9!MSi7sfzk+BE
zPkXUiOVo3b!Y(%q_*%WvQn$+NVC&c_0tuLq=L}m6|4O9tG7*$jx1nBkd&v$f8{qLE
zQ;VCt#a&6pD`(DvqL8;cb&o@G7*vnV2fexeFSqQn$l?ZVG1X{<-@`@DRdu0l!5uvX
ziHo68m57-J)fL$2tAX0^dMflAnSW*pUNg@BaF3=2Ptig0+LE;?Mf-J#UM9*$29>J1
z5nH~Fqs_JtW^&RQ{Zz2ZXy%GL*cZ>E%UpKmGuaWLPEBie`jbbmlS41QkZxj3H7=#?
ze@-~fQhb`epaW0et^t|1#(#jXgs)xg>9r8%6ZaOSXQ&n%npRb3jvms`d8Q{hGZm52
z9HpPaR0z-DVN_7H6KPhz8RG!9`W9%Sxd{I8j#sLaeQ2$thupVgf>MW{XPc>rGV#}0
z4kUcan{Z#2uMM!;`ff||*-V>q`ME<%vp`9YRiUIE?F7^!ZzD+@v47e!TI2i%p~v=h
zKgH-M;8p(epV3!{6i?KjzH-=5_aH}I#;*hSRQ0Cr(3X4qkiOTC)s!}%La$#&kVbAW
zxFwsH5U6M$zAj}Y^HFHtE@#X(OMd)`^QGj_&EspesP$35xtT&Ws!8GpjK`?=%F}oc
z>^HBrFav{MTgpSEE=-pv-l`_#v0I*AtASrNzXWhm`Gw)H^5Zd-_Cvi+4-LmY53Q2V
zhyCfcM%d2^=M7yKH67DWZmnD*bmi|4NZLu%-R?AB`VaW3^=S(NVLwp*^+;Q5;$~2L
zk1v|WEAo^pL4#!Z{Il(T$ys^hhCoTf_#&L`FW;JdQ<+Dq^(=vHpW6G|KW(cMk(}QS
z|3W?~%^JXBLdH-+t&T%~d1K#K?y?EZ#O>Eq$5;RWxCsv0HWbuDU7u5=)(>pKe~8h=
zN>La~q}=4GUV_AnvkS&#J$WC{ue)spa4gfN%7~Fco^h;}F|QWfd0Y-A!v-&TQpk7!
zv<e#i9$U5iJA=g(YsBo-2^ABNMyaA(Dy9Ey(z;m)L1=;uuV6UJdjxcB)yjmGpOirW
zmoHcoakU>n9|`qWD?qwh%_mJ>*6RRJy!kGYhKP?8*ImP-p-sT86n4TogE*4hEml_T
z2dE;=(q%!opV;}{G$U*5XL{IO2l}6{=jp!s3M1L7_~}mwTX-ZFfqIg?+iN$;d!4qP
zo%v3-34{Ecmb~2NJk>o)MJ@~Q;`7h%^y*82(w7dTq>KtB(p8X8v7h`Mx7gp43i3OG
zbL3pwpDzlV_~jMf2#ocuKx9=rZPF?H*-itj597wf$W$vpR{ZTR_LEj$eW%IMg#3zk
zIqZ-8i6rtVxuHJ&dC^j|fq&l78)Io{@GigEoU}g?BmMTiOGHZ1=CV&eg3iLn>`~X}
z0j4cAS<l{Qzy5X##x(gs7!)kovvBMNk3KrTw9Ai%6G0Zeg6ZA^j|YIYqLEu}!nTjR
zT#^{|l7s>l5-cekxp@Y#wk`KuTKe_53&Uw0?wY$cFv?ODv^p{VGf&d06C{1XCAvO)
zGFi_x&(=>)B2CXyxS~HgZgOAD6qCPqbG805rOF#H11qQB4N6@e;9Op5Kc9>n5S~ik
zNJ($q#U`;QG^iiYZN+LUf^NM^eTJqHDx?em%BhNW<<qV2QVqk_rz&Hq<?<yMTB{dr
zUWh!DWrY3FfnQ|;d-5CJG{Q+`|4svAPAy*sV=19h-H|HzgfxRcy?m5%1;wNmQ`I-;
z$BtIWvYe1UGEN^6+fZH8P33N`a1)V`P7e&1NkGJAzU9a1oF@`DCEHK2(!B}mAx;`z
zVpJrx7tEv9jSF=KST@sS;_UR<Eqk3S6{G$v#2u1f+np}CJo&!m#NGybNTRLPBH5(3
z4p&(y`olxYuN5!)4$h>!`Jh5~Sr9_U9oR2XxhO5-%<@~5eJ+Ve7Tm7E9l+|qz04q?
zD`f5L?)$zY-}2s$SD`hSW8fs(Ci^sYPU)VX+VegDZl~QWAM%70pv9)SYNr;%-`Gp!
z{W{z=DL0a*9v?A^bG9EFj+gC{-a)eEj}Bx)p&wVZ52{q&jBXnOXGCsJzz=3eixbU|
z{>T&8;KDtbS5AuP<MK_&wv_jDGq9vXRTK+=Bg|2OV{+R_xCtt(n1bBB%*tJGU)!nT
z^lMz7W!{TK#x}k(x$D0<R#UUO+1b@l;)K6tgL68rw){_W*_6JY_uwRYosiUNalE~B
zmXBB$xG@;ifvl%R%Tu<S5DnuySRga0S>=4nIW(|UW@*o@sFNFqZWZo%=6e!h4!T2^
zZ*I5Fsas~9+3o`R2EGNkXEK&o>eLl9D2S10?H00%YVx@GxXl@=Y~F_+iW~Rz&=Aa0
zqc=9q=j*9)_7?8d(wP%@qwAzMZCRJ=>#CrGky*n}$O~wOB!zEQ{rs&v`Y7o(cB`!C
zDHS|o`uBScIQKWT*5xz&SVT6?Y!e}||84%8>KndA?W+^LUrip=S;F8wI?lDAMUfY3
zw=M10kJZ2$q~f05;cSgmzv{wr($mda59pOJ7z}0AGd<sgej^sB`NR~~EI-e-J>f5O
z5GC~qZ6t56lnvxXN-)VclR`$Xq#;`OsegTn!P|jJkAND3YFZ}OV&?r(>OLK2L2yoc
z#&E#SjCHM+5?6v@&VaiY{;QTI^pD+lbrqd$galW3lVwcNk;WA2WE;}<uy-nSTFHDQ
zb&^cGmCJ@PBPuSPhhJ=W46laVyarQS9(E|$EHf`D{`xXZq5p_Ah2l>yV<reAv3ia*
z3hXWoX0-Rjgz#qOLVQXvkfUXDV}nBRz)=zPhc<wTIHR2zaRMAMNs{SI0D2iTN92z|
zDhN<o#=%j(i3OtVk1})Du*w5AfZdtt92PCA*#1s!6p#rmNzW_%l**u35I#XuCQ5RQ
z#7Y(2@c^t$c~ry*t*r<&W;W&)gSpp3O0YhGL<|oJt#cbb5e5O=p>^oiqcSQ;CUAYg
zGZ_a`!>mswfp%sq7v^L9dESY+XQVSao=%WESr;VFJq4*-j47X)ktc&V9HlOeD3N71
zx!;93-WYySH74t6YxmjU0CoM{a-kNOn>;vsnZ>V^1D@{L?xZ-&)A1b_*mzWxn;!Pr
zi%=by8Zil<`SZ=|wcJ4^>{1L=4*W`mCf6Ty;VMooPNdK4SyXB|f$JAl6R5O)J2r|_
z)%qf04HR{twrE%Fij=&lpT@A3F7AIycVu$?+k!||Cl6^0%k3Y-R?l-LmXx(S&ciPm
zCX0q&SC^GljR2J@s~Bje-iZz*D>0xq<Zro~!=c_v^P72_7ng<&a=CO3h3q)SZDYA-
z*0q+UpDsQti~`19LQGFH3wDRr@X12KVVkb!9sH8x2UWirq=#Rb48&w$>zp#R>G+$&
z8z{F<C%_!J-kI_O>E?r^=lh>ixaMg>L9y8K<8q0?Zwb#GIg=PdMP7{G!rw}g9a@i>
zh_V3PFT3`L*XhAzQ9B8134Nf&m`$A=n7Wm+UvV9}m=?D|qAi3}T~s!>XA#o1z?+{o
z{QPyO7FrMDz1V-lR!jZ4?D`m$liW#<mkPNzKe3usDx@p3a*pMRwu*K5F{oTMcBOwU
z%?>Mjun@ew#vSgICxEm4w<Z;WQiw^4KCX_?BKvO5Z#JJwe-EdXRwsI}-vABP9R--*
z@imSKIVs!UtN1tdSEt6S)%*JvY+&0`NsA|u*ES)o&17j+;-BTyc|f+hvkb66#{70)
z%vpCYUwQ*sNboATn@hP?F!v9kXP}uar63}#-aC~c<rd-bqIqSIEBw-f>~oQDd*Ik2
z;VbI;HL)%y>p~I<;`Hl_`N*uSJP)`#M<uV2AW`k7QhrR_D1cze8~n31d~NVQK%^*a
z^AtQhw%Y^asY)wpE`>fbv-D32K<MdDElJS|X{k0m^}0@az>yaJkgU0>){)+}wS$%B
zn7#j^{7XBq+aImxfl_&)?Am3Y*O^n&Cwxs(C-5cg^qt)41jT0}=mdw>JS<euK`D@g
zuA}iLZqqq9aUTaO2EQ@NeD;RacVhJZ*m&C@4hbT8r5kEL)Z}!iM#gOb1Z_<yCG#0Y
z&{gPFlZWM_z6GC|u~0;<9E$^=kvJo_Q=U*Bl>BHle<5Q3jL2b2@|f<4o^QTp2?*!@
z`ap40*?;zq)upj=G3D`&HmSuZ8_lWFCr9^q@pbDMN>b)CA>^iy^aAXs^;<;QqqxGS
z4O?i(&S#$D$*peR2QU1QjO<W$xW67Hy||F-J}!b*gGe9<m03GvSblTX7Sb5ghX2p^
zYFJ98w<_`qD0dumOzy%HL;~@H%FFAVeatU?RIqbj{X0FY*kRSCA~R<Z)8_Mpr1rTR
zg`+s?8HK?e`@lCh_ttomi68t*t6|Dw_oh2)dVfHtELDAfh{gR-!kr^Ih!#hymGenD
zJtRe^bY;IlK<8-h{x`%<PQ-NPpu6jzw#0pkVds>0a^n~DV&zX{l=s!f`3^Rh&Nxl2
zdc&F630tIG0t`Y_cbrWH;H#NVnc$3zAHW1?VoNdKoqMuA#T-ScpaWKem6e}kO<)|w
z6p&)4q;Og)JqH*AtW>@6%c<FMF-3PjOi`L&ttt=?(5z;sX9g96Np=P*5=}|^i>c9$
zZc!~TL3UCSi&D@{L(+QmaTFKn0ea$S1tiUEY-pdf2&FhM&%8&n?<Ye^U$7pdiur|9
zYual_hEWlZJ(Th&AXZFdi7-*qEv6_dCb=dz)T&VE;xC0BAnPNZZ36d~$&Y9Tm?99d
z8mqdQp%|aEieYH%I3xOrCub}{0G)qkenzSweA&k!OuLV~j$bKX$kEl~?f8tbYWCM2
z0Xkmp2a1x$n?nkF)TOkT;|nqNZwhg&?;Yy@1FSc+4{C0(ya=T+Y5P$MnR_VPZ?8F*
zv-OBKiydvho43i-FBi-BIa&g6l!|d;?sv(&Sf-<kdc5qMz4L2?={wU{SeIgN>*HA6
z4f_gexxq_`(f3*L3JLQlT`&X~8Nv#d$ovgVa>1#Wl)5Bu=o?FA8Rz65kswAobyn`_
z!FRtif06@>?vIKVykoi2qbd7A6%IVHw;UbHl;pd)L0*WUwQbfV*gDx=ADT;wx&_yH
z+XcH8ldkgBvQX~2J=|4S6=i*RdQ?mWCS6|VR~*^<VHL9ygX4ZYIm*A~uyvZ+>?zKh
z%Lnob_bBHcMdjS(HX)Z!$llf*l)E9-iWo1uODj1Ve$XE}%YI~IDX0BNC^t21pvs_V
z&{T-p5j&+yw_HfGaC}ru^V;cPb)ii+N?&|=YSBqa$A7@QF!Q@{hF6qBF&$ZiC0o3<
z$J^%<@Bw8gS0&g$9;3{DT<o77Zb>7+Vn|N=B`eXT4z)MJ>a-K`J=X*?5R=^p+(Wf7
z8T_ha&!~^MviQ#F(i~6r>lbS8<>|iut&YOGvf};JQg;F`wtuDP9ZURzS|0D5O$heZ
zImhI+KGZ88+i`g2<vM>ryUh2gY|5b1{TjocUtO-Dg6YO;KDDb>P8e5GX1)&)N>cyo
z>to75xi(;2aqHGmiKJ8C9hWtZeorx8(ja0Bc%!mwjdcIjj}V}TgqnY7qm!3I_NJof
z8x47Nx42S9jJ36=cr;m@xo`V!7#!aD>BKEC(>4T#?vF|*y^v~9pXuk~$_$9M0fKf!
zpxSgAzAFRA<(-*l@sAFDESLAOkv&!IPoeD2-<09z&W|4reMEhB&K5fSX9DtKt`iL%
zafd0Bm9$wzYA!u~%@LrP07IncW%s46hG;pqwT-ytj9mLUl7CuVSjtXv5blCHS~Et6
z`l)9_3B*;MU0rR4*XtV|aYG2tpuw?_$7|bW+g}EF@QESbLPa@F7->Kp$1pkOiIg+U
z0QhW>JkJ!L6@AKd|KA%P_jCf3j`;LEjvV9kpN=tx8+IxM;wj1Zu}15GM$n|q)Z;Nj
zKom*Bfyio$a$B^GqL$YK=ZG<^zsI~&rlM8eqO|ShEcYnAjq9`zYuHu&cag(3;a8gm
ze5W3sOVDNo%g2+6LgU7AZ8h$j<eM0-$q%=*J^k2E%3}^m{90wISUHO(u?mm0;<01L
zE-#lTr#CHX)lI+n&<)w#%W2)BWz^JT2j9E9`4V7sDSEY@uccRJ_dkAV%yhJ(jNF!c
zg;c9*@mz9~YS+IBm7v$50Vhq4xCzQ?^CT-mQ>IX-to7gU34*Etp=7m-Ldojigi;5{
zu}^}9?hd;Q`e?JpFP0~c;MEAasf<yNM&OpDq=oCi$pL-%#=NkgtJ@fr=fO?Zn9J8W
zSAW(g%ju4M88lsqu=Uk<zL{k`zXy9B*Tr>@6ev^Kl&x|ZOZ-cPInLH)O!qduYWUN*
z)prBFe)+ufNU`MQir)ZM#t5-7`X500waKM0IZbzI`lGAy_0U)mt|0y1zY4dkU-Vyz
zB)NE=X!G1w@@#XSuaVgzYGIZ+LwpRM>@xP=gz$r!bX7>8hpMYAPsH;@5h^}k65%Nv
zq@NXXO=hb@dbVRz7-xsO2KjUqq>c*P?AZFGGXA1NL(tBygBiVi2-WypI5NKT;MX_i
zx$0c&q(8DGSxv&w*2zBadP9kL2*21*T>>`LM`1&!4szJI1%VR2P=O^Pm{TT*B^VeG
z#mcXvy04{}t_nseAQ=F&HM|=`WaWUGp)6n0V?_rdnMT=o6aW8oO<4KUq0N^e;ee@r
z+!0{`FRzBil$MExgEo_vO~_6N-2)$ZPs>OJ!Q(Q*INWT4jKyC&Tn|JVh|t&`g>sv@
zm+?ce24-hwP8cwXBqI}m6Oyr1+H`YGC!7|b7a>JB;<TFpDp=_oJxvd8S|CJ22eykm
zDTNi23z@l?KR+(dCZz@XPto_lRhy~#MUEOU5_(iBAX1{~^P-LSJyWP(J5IvQOWY}x
zRr_&({@-WWO3z^r^DxnzK#~pIk6KXt1I|U6<H}MzVb;URG_mw&ND!%w2X#G^xt}`1
z|LI8&Ure8&JK0=s03vk0a~dPuCNBj`*1xTRTdLI%{9Hdk*06p+blLwmQ9mR-X|TL&
z8qc>r<*yAl)mM;ItP6c;+#?c`{uHnOHYQ)2eJiCSS_b{C<tEE(zbbj<F4(rdM+)m(
z2Hn7+AyNEOWdgc9=kx{VA4sginTY_g{q)Nm-SufrWFNEs-@Ja4YNr>kBovCqa@_H%
zw{vr{0}sRp_{ywXSft<Qa!DtpBl(6gEC-S8j+S)e{fuyP+5w>vPiG1Xmt%HB!X4Hn
z{Gm}do#~M(D)4ypnxECMevvfm{C<;vQ7u?Bq4&gR(TYu>$<}{-0~<7-c-K$9-52p`
zrcb)^yAPqi^0Rz*VA2$`ozSH5?Q9?g^BsQ0UVP`p9qD0B=6XhD_C8%7XZ*_MgY`Ef
zgX|X)@9hNde;7)N-KxmVzodWAY=K+wqh=qY8G_JZe-XyHDN%Grem4+BWl#yVpBESX
z>c1y1e!>blWL)2K9boEo*e}GvcX(c>XZyVikvk-DO0vI$3eg>-r!a2jl(F=UyN3k9
zyTb?OaD4XkEqzy7T{DG@#p2|Q@$9uxO^9>r9Fmq*=p*{c;CE;CE(ibPqmp4Z7DEMy
z>Ntf_Xr<F#>@b>q|LSNf>bJxKL7%?5l7HDHZ4o1g7s);l)c!r?lDa^W!*r&7n@6FP
z*82ys;a80_ruYN&mDL)pM)@6YDJ!#!)@;-mh;I$aCdKvu=Xx`Jfv*XwI9eG`5w8(|
z<mQ_^n`%zWakz^JWr%9BVfK>|O-G(<FW5(u%D=wwWZ{vIzeIv#5ocd-#VJl-Ib*I}
z?*c3xg|;gO*9TpM*7(<>vV!N^TJ8v_Ca&Yjks^#$@4Pil1M}&ySeh8zPh%OmSd{jD
zB-)`M>6=uq_nm`35{!*1+wTm_<O3(fy3Y=gBh$*~f^RKT;46VC)1^4ANKLz&pG)_A
z5F=%VUgx#W-me0b0SDSDZ#lHgOmDIHGG=}PTq2vN|C~&|YS4jC=#pmJ%8Ny@QG<86
zAdWO>U7cEp_*IeG6E8|}M|ON|`pxXybEyavrOI_YP{d7yof_-elgtshLEcPi6S1yQ
z7=t{zv<%=MFXMJr{I$hi+F33JY7gDPBjpAVHc_yXa#9+d>CBvVc}wxah1t-*(H#OZ
z`xCW%)CE1A+ENW0(8KLrsTo7F`Nql}mq;EJF25CP6y8=7%9CI<iIHtX98P@w(56g6
z49|mSb11pK{izCP40rq~2BO|7%$)a+)m|}^UCoPWc|*j=3pV2zm4siaJ`CaC|A)`Z
zgst&THFU*p<PU13g@FPPD!vR@%NFNYKP^Cy!Mu{sMiBZ)Jk5576O!Btk7B)_%m1Fv
z6<OOq4I8DV%R54N&nv|3SvfnHh!5W4*_;ejI#4jrc_9YdU3^<b0{50x_C9&4w$t~-
zit6us{|l!N&HE1=T;X++eQ+Cv*Kh3k4y#G$&3^#Zf54!My0%`^YK@aO(Lu$}vomh;
zO85t*$~}$hxyw?cG`X?aoOT_SiQ#|F{{c{~F~rvB|D8EGlB?}yQ1bhoe18;6-rvvN
zc;AVA<8yoNd2cm}xOr>)2W-@l@T>IAXQOaS?~W%GtfhqQ8}Gj!1!prUPRcEdtwav}
z5`U?DsG5WgD-TMBG}M2puG77>!^`x~lU6(Ojb<CXwoaJ@Ac{`#{ioW+X3wehzI86B
ziuq74%=$7j+UD1OoY^4MI$JCqmS)KWK<EIq1bAw3Lo<ZoS#kM@yk-I+$VAOZ;_dq=
zdrOID35k_bi<jYMAo@A|XUXw?xVjnD56={j3m+aQr}4RbKP;NgAtJKL(<B=rdudLh
znqbe#Xew}OKh^(GVI9=ja%0e%m@vSdKVk~CJh)!mtACRF4pAmo$EGusDc16XK}U#q
z!<?3*L_*_o-pR-iFnEa(a0fYGu}P`>ekxD?{w<I`ZXTO-H!q%8Wd$z1O;#Fawqeb9
ziy4s=auz;8J`})dhNUt6dLH$7B_Jtj#;@il!F}8E;jpZvo6gFZQdo4vQC0T5E`J)%
zgfWeF%^NVn)x}^O7@cI%RsLKG)vdze=N9q?8KtiS#Vl9G5o4v|9LaYBDqF^d<c1J-
z6BPAugM{8h6TT0H;wy0h75q3kORI(QR9^?dhwm!`i)wWd_+e-qSk0E-yO<`9a!v3h
zj(W4|G8c1T;(h02z3a4!jjUH|BZt)Zq&^?`NiTbo_!YhGF{Q;)u!Zr@Vx<%UY<ovr
zFHeN_k6;9f3*3SS!iG?`nW}xg6{pTIw0@N({B_`Evtp0lyhN<R@g_#f{R6PRZ$WoZ
z$A2IEIqJ~CF{)H?U-6v*^m+H($&xSC_9$RGq_~)m$FBO5hxJ?kDJBburcJ0@*TN}j
zDUg<A*7)p99b{boDwhUJ<UPoE{1)|Uz5gM7a%Y)-po;C?`)`dM^Vt-wuW=~Gud&{L
zL+)P+H*R~+-z}K`P2$~a*N1_0%XDiyT9_hbQ9P;ihSMeYc<|43YBld~PQ2&&pV}@V
zGcvEOG69ZC{H9P4%8%pY54G(*!D`a(Uz;LOkwMDo{jKbI^`QG3`bVJAPvr|SP}gSK
z^J|44KV{^nOE614eejfW?(!EFU<t{}VSfPpu;rc{Qm)`-)bp(>rqmbIU=A7k@;^!U
zhIkN%$AJYmcdU5*l9pn>5Q|IDFcU&0k90af+mbiq2e{%zW5cepY#yQf=_LGF0_OAa
zZS51pxC|1&q?k6@^S}-YdniGY=@6HmLB!7!tnuz4<m-MC{h@svfWrjEbu>Sg%av-_
z{(k**;kMAXYT9>w>}wfA7eBuTP#KAry;Cuf=i1B|6sK+eyDT3!utBUD{TqL-_S#z}
zyfIhwxX%OJ#{u3!Vn4d1+b4DhB~z)By6Doo-Ocgd136os{{b0R&%4UELMnKY!D2&_
z6<K8Q@`#%Uv5YJDw3OV?x74ZqaYC7cRCB~yZ@b^Kx5HPHD+%u^$&X<>NTx+Shh`zM
zfKb}NO9`s)tgmHHY3cGa>5vyc*Lt{n!z#Iap=y;LP_&g<k;<P6QLLuK@E5gtrMzq2
z+^YuOXSidhpO0Hwgb$OPL71z@RX%At2g!3qbw(bA6m5XAfHn-$ZyAJ@6iz(N$vnUQ
zk7x`rny_UeC5T}M-BcG6pR?<S1a+)03T}Y;hVj{XzBbzgDV;7eDhPG96%Ck86(!d-
zCXuG~!g$8raxv<Z-2HgeroH91oYy^Sg^d0{1N_8@6hetb{kyUvh_x3@8VTOwhw~8f
z-`3!QKP}t<bBJOwa~V$>+D<JTk)zT_H~oE_4FbZ32KchTk^|QUoPLmTa37n=M(aJE
zCUSWQSWt1d7>N}UQCMo{YxPlo{jVUK&1uKf`E|@xR9K{~vh`b#5G~=kAO1=1A$(e$
zkVZmy%*}rN3TA`Tmy$eMla7D^S2_n}xJ%OhDJK(+-{gQREmf+H&IsMsspX$O#}Sv*
zw(7u|rg>V9PnBC}_@(FQNKUPbgCBCofYxMT@bPI`;GmF<|G>8Ht&zTpyPvDa))|o9
z7Ye%4z5D3ID>oPClU9<2Wd2)5*s2+MPdfQKK+>*&_Z2755O!7+jlPYY?s|W#no?T(
z&b@VE0nrIwx#@;%2gR1uo*VWS0^JuB{4Bc8hQjxEr((4S+c8)7YuTxO-`nUKFgU8d
zJ{V^d7xZ4%>q$NaA%G{o_zh68vzLS0#w%ap*j_@uDMLW~Ucri#klgZ&mdec-7BUrD
zpZ&t{DbF5dFhs!#BkV?%L|o?egam}gm{Ar}bP-&S2}>~=sjO;MF*ZlhrQFe>(JGnl
zB#7vn@PAD{(TUM2Icbdt;U*N`icX|;mb&DNpL6c1Dwfyi!bp&ej<28A1C;+3Q}M>8
zoq-E8iCe_9=aQp<xZ}ixk&07pw~Y@2wIU|=mx#05Apfxmy=BV*QCE<mcMIm)kKk+w
zh4f`F#Eg$jH*8r8w%Nu$lv3qa1O-^#<xlVVA@O1Tky^c@`ltN$bP8RWA%}ZT-4Q%(
z<(m7B8J|V{`f1aU9Bvv?l_UJoet|an1+B1K>4FD!!#?ETfm?ML2hLCBn=hO`%x+SS
zhK3}eZcWIg6g5SZO{nWfGCb;m|L^!FJNwOQF)(q=NPY8+?C~<~&w0wk6jSWR6G6o4
z1Gcc$_aD9ke0n4dlVrEje}Mab-_JD?Ba{@5Ad(vLM_f-Vg_a#|m4c5KGw<nzpu9ap
zZzsTcD*u)IqP{-dWPU#PluzQE(R|nbcx8`n`-=0etu1>Se^`d>$Y7-IRaO+Kpl{rS
zn<YY?QunhmIe@G*#-EtC#<5eD6s~J_Na}21Uc?%&m>T=d^_qxmBRU547^_&>bMX%K
z+FWCCC+YH8;2-{%9&Z_M%BHYX>q>H0|5}OqfYueU{Oqs$m`Vz=Yx)b#pRQaUEeP=#
zXVGC$I14mqdpfFg_eJXg)J%S<08mVn4l!C`o{L597-s7%-csnly>)`_%&t)2&$S~Y
zi(diX=Z-o00Ks|I%R^<pi0U^-#pG@&pHT<jD+bQqk{S^ahuC~nnu1>6Sae5VN||<I
zEz=NGf%i8`_aZ@Cp+^9B-{o@XymDxYbc+Yl-Egb?zla0u@VccBXXY-r>l+<)PhMZ7
zLDmpiqS-}gdd2#NwG$7N(p8g?iC0>AZk+B;I_Wb2OetMhhPxBbTkX6ddW(<4bW`s#
zaIas*a|&x0yxh75Y)Q<B;GNRu=w3NJeE+JUb0-Z6zWX56*Rq92c1zmG+9eE>Nuh<1
zsBz)zfy}I;A3hmLc-YR-O;!NUP^EUX;#eNMCqcC-2AbqZWbSRH`q!`i@KY(<2Be3D
z{NY-L@8U(W!l0^Fhu#qTCh9Z>p_j#6E^s4Uvq0U6eG+7KT?R_)oS;0wpK&_%Qoa$X
zMVkSQoR5n+7EF(LBbAszFB$oD40gP2!Z9CRIv_xTY>aIPi@l}h)VNCFQqDYtHt@at
zq4UZ{cm57tof+bT%u0GBgO-kPy0(r}YHDYcJ@uL8^K!QR-vZBnL0s@i`PJx#ez}(!
z++t9Xnp`*QEaOqXizKnrsE&!l5pE5F7CPqwg9<%6epP-zuwd5w=6mv%0XSRDvF5xV
zUj;#P=|!Dq!Y(Dyyj(CF6m9AE@S;zcR9n<|6I3)C8iTKM#adh+XE&)}zB=5C)<Z%K
z+Syh;O7D*|V-~bG^jvgAD4Z7jZ!VgO@|!g#mbrzl%NMot{<_NTGo}-`rq?&*Sd_oz
z`_BYy>eQH=C#<3DJzD5Vwk><ZC_|#+F03bF?SslgiG5pXF`U97S^n)!<;omeJ+?5e
zOCA-dHU?qv#esK^&OkJE=)DoMp39pRoP@P^I$N0T;@*%Gpg6Nznr<4<=dyO<?xTbi
zAzNm5DnyXf;_Imha36r$rC-`BboGEDWM@%~(}ha86g`G~SxKToj9a77URUM;x?$;w
zi$1&G7e5|_;8(2E*7;A7UUA3l#WVs5J&MHCF=KX7z}#I|M%Y5Lgl|ov2a!#$A3RB|
z)XlpE_d|9aZ&s@{^wG{~@GT)aQpGN{0JYs&^ppz7mrtUDY2aWr(J}o|>8;*~;6GUZ
zfmQMJxdz4Hv|cOLZnwGai)0VMcx17k7-&gPW0HKrAMef2inHZGzwSm~bN(nUZ+r(y
zzfc$vLFCRVQy;)SqQem)#efB3Mzih^VL4TeLiH_yjENdjiu33u0BiXXCS<rwTBM)y
zE9>h?6S6~8(=XXclyJUq+O3cDWZaRJgzY}ja)!u2<UruIA?&w@^I-RC>LIC5?zj39
z_5)qJrw1Gt14_E%o(hGTIp8LMZj0nZ(M6&|B8cXCIGS}_Ca{bgV=xqR&L{d&GD3**
zFi+s6;$+gHAyB!|VwOQNl7gc_sL*nkG@~)Oel$R}?vJ|gpWHSS(B0PWpN~@PvdcGH
z$Ec>58_vshuVz4jEt1{goKM;PS26FNGC!$;j^aP=6Ht%E@ajldV7iV+6}xGkjU0S)
zKk@Gq<^aGXheD_kdsoZl)2maYkW;ygr7=g>wn;s-)Lcf`qr}a^9s2KHRWU`&`*bu1
z@1k|$l}JDReQ69$HQP61zt=Y6g8XZbrfLPq$pW>yS|5aOm07(oX)YKhU|N3?m^?XT
z$UX1pfl#{D`wx2pbYrywRQ8QloOOn2*2v8bDj7{JI0K9{E+v#wm+Si^6Os|?>TTtD
zndbP>rGAAy19up=sb4+8r_^_~kH0mEB_!zhR!Tm1x|V=f99D)+v98YfQQ)}Ho5LD)
z2Qj0Fdx&T0@-K$Qv{$U)o3l~Qco{aC8SdU*63)TnXb2v%SuZW(V&Gn5*&TAZR^*9J
zc=3aJU=*MFRk%%vr%Y#8-y8mmeO}7JePiZ(x!@pdP%!JgQ|VG$^1b&RY+Y{RE~4*c
z{B>xyEal|Wy1A!=df5(Vp>i1>Jep+DQkH{0<ohhpw8%Sk^mm)P9YUWE*NakULqIm8
z%jw@nk~bt&J3<k|r3KJu3^Jy`)mhpl`tPjX?C>Zz7932IGEHb}ke_=W7ANGV0X>_b
ze3W|Pq$Lm+!Xv2@`Q^STYG1E@IKbj~?2%(Q?Wc(BM48U1+jWwkE}XjlC1{^JeIOoQ
z-g#0{;rXYNo$+5~YILKjrTNc$cc$QC$hRrY6hT}uravXK{tPHFr+woizPI<2RD|B^
zIX9}_y|CA3ya@BC?0`kD29PF}jebS%Z<Mq=?Hvg;PbL(-Ay!`7Q@^tz<+flXlvM;U
zmPro3RQg3E?2Exc-M+<;tpj`Z^<carH~GNg8TOq{?bYXcnDyP@+HpKLFmPB^ij_>f
z>n84;V9bYDyuf+h@e&Slb8_y#>x!bFml%GXeTXWfr0FN^Yj6`^d!-f!7=t~=)SEb^
zoI;Xx1@ibJU#dnugLHFJ>uX5yKh8D?x(uy|%zL5<(|ZxUDu6Ry)9VuQhx#&orfcgN
zG`Wt=)oMzYV7n{5)9q}mTAbpg+ZuCFbNgX`O=3CHO^j$T&$=i}^7q1CJZWE8LsQM$
zrKR+IxCSYe>EjIi5>iltuh->Rc$$8XL`sjpIdoC&@yeQ+a6T4wNU?qe>9P%_3q!Lv
zK1<gfQ_tdlF5R0{S0>2Qs```Te);L9oh?pt*Wr{9Msp2*UaIvUV1?b<JR>!)F3MA{
z3u!qTw^JjHw{=--j8?<Wqia$qf*GScJ)j|}<B}?cU!D!e=t}LXvafiFofE65AQYeO
zg;{r#9v{MRDD`KooEsRd_yb2HdlF9h_D>08C0!0P4%(8-Z4M3kqs{yjsYzFcnR~Gu
z%DyDscxK`E!xNuv7QPRuAyX|kC@5#9Ix0%)X!v3j?d-yk5_E%6d&4@H5|jmBzL5KU
znB&!kf_Jb;p$vn{=2gQJ`mw#60@@$x5o4)?Z+lIKsrJ}k4XhZlR1`YJvg1*F9|SN1
z|EA9Q8{)HQF$aFgp>hGDF3)Qb&FZ!z9^(~D`ylF!`Mw(kMGJL%`;bj>3E|IadapZ!
zzyZ;Kzb<s(y7b8F^SKy4QBuH*MYj}pH?72+#4A7etfP?9|5}^egfdh7o{z1R@gV_A
zp)H^7=EiZk_2*Jeg2M&(N1iZ~%s8I4eDxR;sPaHOEq*ZVXaLmNkKY5A%(rC<9--|2
z0}RZ0yf-Zz6`j7S)Gh58D~%{_E4+j2U%l~A=EHe__K|g0VF9P-uQKU7%Y=Tv)Y@Gu
z0N*_8Zh?new9x%3hjGAr20qUWY*_NnK5l0Fd+{655hy-*=E4b}o^mDjnvBx4+&Qcq
zKcvE@YW#f;bxAXPAGweec<~4Q&SscR)g#8b6Z@b?^e1%<e;C`=uwgF)E0UvRm2E97
z@wJA2T9-8T_4J{Zr(lwT4v8u|LYG1;#VQLV*AbEnSDsQbxkf{En0HsC?gf2b(76+H
z_N91;_iGx<qL2XN*}$j6W7bF4ynXKar&q%)c%o@>vlPwG$Pd5bbgzQ$i=5xxy`3}S
zd&95S<vdml<h(>~946%D9t9y+<};z^>xf+ft3O$|aspjtYCrBHybqCNT0!kMb?V_q
z%d>3I*MOxU23dpzkUkBjqkTO#iVIN+t2#3sSHwmd@`EQAa~sdTv~O+}6f%f`Y6rV2
zr`Gt1*+S>xSc7$cB+WL7;5UY5w8LNHT@VM{Gx|uj5vRs<0WN$M1DagSC^uBCf;`1A
z0ii#{TQ8S^pe<~)`7Ua5{Imaz30X{^V%!kVHd6hFz(U1m126*N#3;o!zQpoNSTO|@
zZ&-Z%>JFWIdIT|z7?Wt>!rNF{Oa5d*-lLnIq>9Q7*sE<*uf4IcTE2p~r`P~A1K=`X
ze~7T1WOmz#l&bp~wxgpvw5?;yz5Jz+rkKiwd2rc`vYS8fxcv9BTUz26&6*-6DqxA2
z*-SH7+2g|jVS_DiVSzwq4Dx4K#q~q~zPs!vib>0OAa%KpQoML~9B$!`LlSPLAsOAN
zUJVs<b8k_;5`IhFMWE9s-J6Uaez+YBl(TJ3XYe1xP2?YJk>MZWN^)$A`vi8n$S}MW
z@J)PgHeWLPRt4o#m?Iu|#LZ}Gc&ed_Vhl_&Yq5*#lWXDiVEVQmcd=cY&CYW+(UrEe
zW9YR;^#RODc_Y?O)wI>&q)!CJKuu6PBx3lLll_xijtSBj|8I-=yX`3(22QtmbN7&}
zn{MabIev^h)nB~c@W`2{KPl%5$A;I--Q>{%gbXzEoony!wmz<&;7dK{Eb@c%%4vdr
z1W;1*PSwD7)O)B8&SAdWrZvv+Kr<Gd!GSdctr&sjSoE$^uXDQpxRGZw187_?Op1gA
zcl}tw^SPbXmHuj$`RwbG+=u!-OK^fu$0p%WVHP7Q6F7QnL)Ca##Ujd~y#1maqmZ8w
z@{P4JZk-%EBotZKR0=a4b(S8vdpqZVYulcAb-(C3XfE_k$a_Sq*J=k}UoRia&GXed
z9@Jm8J3U}F<}KoT^%tb<;7Y>_>Z`2Ic3e|B%dHFLu_}S1glAXqM$?ss0wd$IRT9kO
zf5)2te}J1+j^cslA?Tbim)!Z()59A(?B42k7%Z6&I#Sf8PB2K1I<VhsbUC*S32vo3
zsF8lV!-WdroJjBcWGHtq^(+23?IHa?f72W{w*yS*%EMJUn&>yIG-6+#%K*3qBdBRB
zUw>`SHG>_+HWT%qrTNbDW}p|~(Svu2rr@hLw0A7t$tAFfl`5+#m1`3916+JXmKYW|
zvYwj%sf<&3^L-`zp3h;yYc>pL<-VRK=9~1iVLTvqcb4~BlnY|#{)?#0L#f}Z)c3m|
zc1ohC5qkAfHNKRm`n>bv$`=%}T$%4MJ{h#C?Z+2}NVj0YRjbfve|kBL&L}3e*?bI;
zh_fc(iepqsKRvMsjRX5de=SB#VWq$&c!$l^dl~2zhl76Yb<bYG2MOhob8V)LWE4XF
zd%cqboFC<l0#o`^Kfk2=a_U;rPnY*}X$w!TICh}lELdH0@<QNJoW)<j?*(6K>6ROL
zw4Tm1$C`(gxS7zEKw8m&;$4;lS**Lx8f;6l{lWt@!P+`3BzKwD0RHx;#`Bd01weum
z@rHU2mnsoM$>IWOhwC{YI$_re4FwXj>$RbJ#m}ND{0X+M&$%T(KK$3hqCKhjAD}Lh
z+0Ubot0~k{d;4(;1VQuUlfMiGr;h~~TH$qswA!-Qy!aM^*hTj_%CZ;rUtox-0(Y{$
z3y@z%nA6?9KK{{F;`s@y(8|YBNU!qMXC4uJ=*2rkPzOLoEaIuyyEw(FlIBps?5sQ;
z3Wjp{9}r+gP)L^dQX=BzOEOs6y9H|id9f|a6(Ce}V$u<TNczp6GMw{A$I>w+QTyIv
zh=n1S=$Z8UUAO;$`=T!o@Wwa&*{pV&Nk{~1y|+|9JjkqKbw#Yl%qV``0k{8@Gq-E+
z104vW8Id(OwbQb+SMORzc&ba2GDb}m*i9BcFO&Y88e@eGL;*mTVQc%$dR9Ldk%W@(
zwByvi*N~*;%e%dW=<w&5`?tJrguU;G8G$GH2yL_N#~jr(*AJ$--G4B1c<8)wQ5DNY
zZaQn53LB7~`f3@d`1IgDycNnP!-GMXXc<iEOAimwNOE5O6;F-kp1gZt9I%3z;y-Oc
z1w=i~F6CgI<oOoRW<7q^ct|;UX7Tr<gSk}Q(rp16a<Mb)(?$38-2R!->O%Q=rD)E`
z-Q{K^6I5q_HlZHRP6H?E`lZg*Q`M+XbTN)S#k;>}`lMMB`Pbv0@2kpLom##4mKVDU
zk?U5#)dvq>K{9FLQm*kB^D{ns53;*iTWw;j2G_m?Fa_?;)-k~NFqO+#vFk3LmfCHI
zF~V|wiXM_jOiG0zDl;j{#%WDx0{jOcJ)!?CjXo@orCG%=H?+iIwVYd2brd&wNg=)_
zK-5WIVOwW`%09wGb_z6+G0M-1qJou4kj4l?EP?BbFFXI4kOjtIZ(zbkWk5iY{nV!|
z7`UPd(EUdYoH;})b5-@cK@@<Q*56R!RZ^8p;VjAoA@C>}Q`{VM@nvNn$8qT!K@3yj
zQ8`ZT_>~{5*eRPVRY?QZCt!C{T=bF*!|rk#TiEC$TFef~cNYrWGZcNq1RDj^?6}X&
zcq8`pDzJ{qqz0DT?&)ewI_wtjCO-}|Ze!Mq69?Mhzx#N!ZJcj&D62QdJSR5+$6=^E
zZ=1^!91b;3k+aGKS?6@QetPAU34GE;M`3wNp6auOVyg9+q`w#2V8;HOfY5Q?#sDgM
zBqczee|%g9q=#<etz({!ujp04gO7`;BJdjBee@^cCu?{U29PKoxHGgf*`)k7Y|n5n
zKN3yDzdxJ9aHmU6oO{(c{5C@=-Z^0TY=SH`0`If;QnBI{B$qs>n0nCbFO-<G9@oOr
zhY$^>ax~z-Et(PzprLWI_!%hqahY#cC`Y-^Cl>9fSPaw|H*evcVlcT7BU&h-MsTPJ
zE~X5Ia$lmS*Yo_x4X_^bRBePf-|QavQ&L&vk6+uEa#eTtM#8-oiqhk)52Q7(Zr&q)
zp`F+OdL7a@(=hrcOchyt7jscj3*$~Y0xUckCnne6oPdD~uNW2h1B0K+mBnO1fd^==
z-@g#eeo;YL3M4(L_=z4+HP%2v-l<RS+6?x1@MAyWjb&^mn%eJMkjX~wh_k)85ziI8
zRsV)&-&(Zy#o+nshfja5R_Z4?-Z1RTF05K~UBSO1eVwP^DrDPV(zb1L$LJk@z|q^=
zF*fHP?Zd+@_)#ZM8G>{XJO5XzPx(}#Lg?5!A!XM!Z6rOs?zTwprP=OYS1cti1mgpA
zrS4~21>Zb@TAx0w6Mr{Y1^51|AhmVgDy&{!OD(9a@C!6JB$WP0pM~jlyKZh;PJY6*
zB#Vb$Xje(^`YiQxC6s!;*$wPZWzb=%Nq{Xy;F03Q-ve78-3^@Bxb)!oRGJQje(C|A
zw16y**YIB-Gy9esPSy2*@uHF3ffTyZ;+gkwEa<2^w_sW-FgVbnVXEoJh2JE#5}&pY
zxbjXt&k17gr}R|j6!Q4Jj`h9uo}WDJAFY?wx`M7^>PXN9ojH4%wU8y6`uXp<PJR=)
z&)zGoEQ6CAd?op*2!^kU!JkCYocFm4qe!LL=IKS9#Z&pB4~HxWx~Y3)o0~z;?`Q+-
zgLNSFnLa?}o_?>d%!bvi^Ic5f>69;>nI^fJrgY~<IfVO4O`O(H^;A^|3*oMxy)$Vg
z+8*#!3Hu!;*WtWXOv5`qHk0Ul&UsiLKywj@Z8#j@9W-%``r&NQnky}6c^CRFUK4py
z{oLQ{)BU^N5jW?-!3f?)erYMQ{-+PhHhgGvVSEOYbb%VoF877A&a=%Mei+_mx4E8e
z)$#HlT?HQov2suP)j3>?kTwKwJ|Tg#l|a+YS7wv}_L|DUU__bK%g7zs$1W{*vhNF?
z|2tA9C>Vw*TQBOA-1&^Pcv?DExcWrWkk0gS)r47eVuD=D>c>W=aQ*{GDWwPjb8Ec>
z)s?`&B<}G4SUUG`rvLx{zh)S6h^B@)gq+HGX=7t3r<|n&l2A-J3^^u4RBL8VsX0yN
zSd^kDYAUDX&<G(pEVJZ%F7^4n-oNYn=PuX9b<OsCJ)ZZ+{eHVU4W6QP6N!=M#k+~E
z5;FXM#Y{IBg593<j%&2eZ@U7oUP&gwJ-wqQb$%(<;Muk!v69cbO~Su7^H*>kvz9vV
zU_Zk~ix+E&#RDiD>t?NQYVCLeYf^FOE<jm*So7+nYF75z$<(Xv{q`;w$D3TbIxc`!
zagw$Et1hac&3Nuw<%5|w(P=iw_KKzKRI^Nm5PQ~EHI`$do%is5XOK$M<@Ab1{UeI4
zs|EisjM!uGv<_qI1D08gf9DB)XG3ND&lK`s_d5ipI%I)+<M}!J97Hdyf1)~?Ddcp8
zIMJ2T_gjTFzh-Hf=Azc#hwydjyxY|Yded2Be)^RgQTJN_p!kj?i@pE-SDhzc`qri%
zB+;vXKP>bq)Ae@8p-d`lhJK2Kf1DiiW@vZOA1G#>dhw!ev;q?S^7|z(|9)1i{;20#
z;cZ-3^<7Tru?1|agq)&@^)3wl=kA%N!f0tdUA%nKUrp8Ib0KbKs=@<TZ_S!cllJb3
zL3}$IW|R2JADU4iQ!(awGqWN<yzlcz0AIOVRT~QJmSegU=fL=nO`VC#vT~Zji-<>%
zy(XPwc=p;I!!2Ooxi^N9IZkoO$YW=w2?_w}Jf1Zg6%HJUEl=Um@g`U|<BfSol@~Eg
z-Y^{iy0|qOJXWbZfk>?f#xn;+_WV;wP8KI7k&P(pJT?hVp+qr%#qjI|o$Otc=J60E
z4Mrw4Er*KZ85Z<IJrAPg=b*?9W*?4sR!Y!70|L{|9xV`ps#8`Rh`FQU!b^6rmyS6=
zvwms8Y_?B(gq=8Aoh%4zT$p!R>_qdNF7G(mM^)ZN^V&_E`6g*FOMCsaUNAoFvN~g$
z(^3h*lBg}b+E~CXN&dHAja5eh8<IXuCt`T^<6uS!rc&7kg|GLh;XBvMv+!H;RaSC5
z8$i^DjpXiX+Hq#o$wF-a|K3=c>6|db@9g`1*{SNNCR`GF2`~6%ecl{#;X;j$<6@$y
zoAAynN}MyFD0dcaplMOj!cTi&p;AQ1zXQc-0Ik-}a)-a8mbbCBf&>a24C6(mj46{8
z&PHM{)6KM;nn&c*b>e<UGazHoF!@&lE_bx>KZVP#9vfuqN@;DjmIGF{+~v|*Ji3kl
z`fk9y1HYikE_ffSg~?Y@SrAtYkl~%X-*fvGhQa@x<`iVV+wr5LMiinjQ&i6ux5k3L
zWIY}H&mhwdHj`$k(70JW19`#WY%(nBfMnA-<eL30!WzD{tBg2iR%oPWiNO-_T{U%2
zxkKeJXtGwl$%}ndlL$9y6La4aLa-unN4=Pe3K6ulBHrLVJqMCP_XT1(Yj(`XH#f_n
znFTZfiLItS$99?otacHX4tW_ba>vUIv*hHLQv80IA#l0xhUT7&4v2T;D+yrWJK%i6
zDzWH`dq80Csa2d-&s3}WQMzZA*0}_+lxXg`7ja46$EIB`e0bC$*A|y$V}V}qcAwt&
z`a@;hb+G=ge*-6>_;rOlKpw(CYy9U52)qot!9Hmr$=6e6J0jg+1Ll9FF0L{5+|&O@
zbgwC?GZ-IySx+7beYf*uYg{y>vMky2!AJXjzveqdKIofnz*AK(7%zAH2-xxym6&lj
z5~kX$|1e`iD@(H2e(2^shx+GesoGAr#oHW=nFqh&xSfK}a&@G8Sad?nLk%X~9Q$KH
z@!EciGe1vg_jGeVCdrI!Xjpe|^Z>TkP&CGBNwhX=1g5b2#ps+i`G9rNw9^jZheY-~
znbtfsbx{n(etS+N`M{3zz{gv^DnG4VTaz`ccjgmnYrc6=7Od3#QISLZeQMeB&<h?y
zBeN+Q>_*avA|LrQ^F!u{pn$vQY%bkh?{B)bfm8%OsaAI7KFmC*Vm8xX>-)!t6T|jK
zuPq4&Y+YT}2J6lXZ|PGN>o&7vFuR(*7b9hjp1XvY@{TZ%^@{*OJHuJY3W2_k1yvGD
zr$a99U*R0Cn=`7Nak%IIoFs53AIX0Q<n!P8*UkSZe8uikHbdlW#`^}j3>VqiD`%|>
z)pk_>kdDXvPO|iB7P@QL9-_FYBLuhE9LiI;Qvc94j_>Tu@`79I)yf6k2Z!^x;$NXW
z9{$!lxyw75{DmLa{|42)K4y5ogo^P&VvBrO8`F0V9SHjDdA>T=3}de^jYw4(w+tZe
zb)UA_EB`$gz=#?=AF~cL?KNE|rB^H?*;<xiVwEp5FFLg*iW3e!`z~d9)#q#?C3t?v
zy^(P;@OmT59XaW&|I9%ww^5sRmnFiaCzUl&YR0qdOaA?Q0d_Wmmi^}sYWIp26Hi+v
zC$uTIVR9GMY@r%E%ICsmX%Ibgtsd<$sP6bV3Fw?wPfI2B^gUbbFm8{=43AtBAiDZ-
z_yFH=)!nB}{1P9_T8d6x&=JUvU%%wQN(h96M0;scWu~Fqt#awdhuS9hdh8tD`)3BG
zzFK)+to}-<q+%d#cU8#I4C&Hv<lV@a(9P9wt{;%71+|F3YwL|(m~!_drjLZntv?ES
zWAEwb$`XenXG<GiP<xfD`KXV>6KhVLxiX*3S$LU2Tj?46Lk8|?R7`BSG4ngV-HlO^
zMiRSUo$S8-!yu7gRa1pWKD8FA!~f5}&Ro&qnOMz6SxR5?YlB6)#sLyj^w<VNaMaTl
zRUB0O_u`+DenFRQ*Pr5Sbi<t&oqxk`QsVsG^ShG>p^bt^9N}8~xpP|ec@ZAxLh0^=
z;>8=klGc^{`w#E^^cp`<b6T(CuaC(s&Iu!zmePTRvllV6JGU>MR&BmF$~H7?-F#p=
zy$U9CJ(^$-emt_Te5Tm)yzBs?3PDyP+XB%T)b1>WXj`NS3}F}LD`8l=6|bxO)<=#e
zGMWL~H%eRIf|4D+w#WT;j%D)gd%ePxnUSxu;W)?4<Ar+(HZ!<6a98XK24kQ&6IX?p
z(j`$za+C>|4)~x|UFlxe`r<BL)pIrw18@<qi|)_UV@w~?$Nk`>r|rLdNl3i98Xdy<
z&CYI*V{d}*iJyEd>X(0XSv&DNTyhC7rn17|$|&Xn3XTMDIByq3auo)v<5G6mG(i}A
zUoI95dkAJ>6mmv|guwmm0DNIaH5(5(=;&aAajH>w$++O*MG1I{B3+rXiWdhlzMV4C
zhk=g?S}L6-q|Z;Y=k27e0cVEjBw0vB9ZnKA=e8i)iSziKB-ko*P9NM<!swVwFsuuU
zGn;#30noeXSwtZ^hB)!FrJ<EwOiqBj7@rsmNWfLy<bs112IE!`Hy~rTi~-{Vy-O{{
z?~)o{2<-&wPvOVo266;_<3WPjf$*jdOGn@smJ(GV@bklZ$(=qBwV_W1)A4u?7geF%
zIvMXQv|B|YT}-H|0wK#dYt$O4MW5~~aX&nQ3^?0%F4@G3S8P<wWJNf1SWYBK+O8HX
z^b%?^vz$C=zZDE!46{B+f_qJ9jHoSov%HR@uwDWDxL0~vz@QX??T4OS$sV6(TwGf{
zan461z%2Dl_*mU)$}kA5yQW?@Z^x8YmwzR4CA2*ToYumj&rOTg(~Je*Db|=_GwhO~
zIqF1dt-?+wk{oDBuHEQ$I;xxn!x;~p0cJA1HQmEH3dlZa(UcBUt%U%ZBkKi5kEt@H
z*Zsg~muulN4kX+S_p^0@a0z)$rvBB8ArjINrkJaC<AR5~s;Fe=0w{Qv0hcEVB+4!a
zD2cb%heq_VpBpB%S!(1!e`GFrUwD$(+4*4pO^eyK1n$wNqjkmmtZ?3RMa#kU%onXz
z@u#!uI?z3r36}p3brsuxVU4Igx3qScQYm!3aN+-$KdrwUYcxQHI%rt^zpEGO-{4AH
ze(J4Wvv8%qiN;0BeTXafGrhtAle+D})0@HYG+WMEah-<X_cHC#@lJsBaBb}X|H}61
zn|BTkFWu9a3V=PTLU^QOZ|m6Wd%U@@WK)&2O}Bog_d#k@BQNpy`%bem-LD=KkkC-X
z>ex~pjpM=)7H+WRyd+~RkA3$MH#2^Y4EuV#C#xEB<d@T0SsG&D;Yeyeay2}ta&5`~
za;AE+>ObU@zLR)`zR+mkLC9Ah@5kc(iFQ{X9!{m6Xx<Y7Gf%JCP%9PRa%g^B=h=?2
zzI}bL^5I{S$iuHrznc!W6Os%^AAF7Kl6kR&z?(n9S`~Sjn|FLPagWb$yn0c@19f={
zzHDa4<ZHeAs1;}l-3U@uQtaE+ki2YSyWgrQ3+=tMZKEnNbenNcdstgxK6{tX?d3-G
zltXj+HG`C>-6Iw^BnGhVcTEB&LTW`HsVw^uqP6~N_^H+>rJ&YOX;%OE{v`j^%zN&I
zx)UrKq4V##6+Cs9_cB^4ZU6F-){%?}Ek5{-qwuvJ@ot+-nTr`}R(Dla7Vu(WE0ULB
zbnxIZ%MwE6M<rbfy8VQ0rAL!nt#F7(h1?7Klo4}dCDJ6(uHSWqCHlAts`EbS#K`Sw
z@*cU6J5u6jsRAzQ3j?uh*ee7XlXGepi=UXg-fdDZY;H)cxpn4yF}om7A>KIO->7>x
zK8gRY#+nR5aM1-z`TVZnAoYgaGJN}V{Oc#^`jz9&T7u_mmfA2P=Vt|<DMQ9*V5?OV
zXCDVg=la}bo$>-9$|uLNgT*JG>4yO6(R+icUS+XA)vq>Zy%oNl0UH;I=prN~YT3Mw
ze~M8|6&<oox3cv=9=cQqT`du^)m3}`!Ug-eel@K4V8;x(C72tFAHS+QUSXGv$g&k+
zJE)Y3l01J@eBAkTIIQZhIE+8z-7SuRQFCm_?tLjuc*5GOMBZ}6p49l1E7H%p_M1kF
zHY%p-U)2BLOO5%k(7Wl9y)EKipS8z=7RxvFW-W(hMq&WXPG%$bKHZl%<ILxtD>=%F
zsyy2t>Ebf-wIe{HTlVlvoik{)>WMM0iSyQyc<rR|-e<Xf+ah>0uB_|WqMEtl))r*P
z^|0qB!II58{C08s4<>4ztSm2@QW7@C7q5O+g_?P<KYu*ngw($?eaHCeo`$!^QFv2T
zYHZu+H*99{tL9+oD`D8#RCm@od|E(B<{p-smM4H$&pw%1;D=yd{El^oQ2zeB@~Vn2
z4})S$1Ob8VhTsXpRY$Jah3Q+xa9kncaolBi4Lc=Sv*IZV2zS(ckLU=(RpC2-J44dz
z3xB(2nXA!|AX53Dl0pT$@a0>0l6i0ZKpoWq0Q=H3_18;j281{=0L)ZY?i{gJk>_#5
zE8yZy8*m^crS0I(ebIs2toe=dnWR3Ip`;Xl8jLSl{1>-DW6p3WGe_Z8CJ2}dCm@K_
zWKsdAC{Q&kwhgeb?iJ!hRuuS<CA^6#Hh3ub$Hc)hP<S&kLGz5L@oaY842a{;Zf6@0
zSWFV_3_f`_^32<mWLA^$KMB<*{WJRq?gOmJ?0F|vD-13g3S}@AN-I3P@2<%@;!z~w
zu3j|i7++?_6UX|Vu{&NA@pXv0d9tDXo@B?LH{#tu(j7nl<Ztc^!UMU+T|x&HEFj7b
z?2_pM8CeD_dR!$;rLi>Gh6z+bRWf_@GiEYv!eSYes@7S`y;iispb(B#PLx5+yGC`~
z_@W?eLgJ7C1R#t)DqHZ}$V#ZnF3Wg;kJJIJWbk*j!>4nWjr$>!3IYgB>n;cYeSQz%
zn%P+cMG}q#?!h#4xv`!}(kuzV(szwjp<ldkf2O2jRRS($379Ep@Tue7R2AcDM|@*;
ze|~DNa5c?6mk(Z9f3qP45HJY5hvt~T6IsHv>wh20mE&CXQvjpn8vW0Xl}k*WAWL3-
z>}ZSn6ZN<IA8OuPNnub)0pv_lwyNOL?t+<T0b3P?oF5leV_7|Vs)(^6TCHIL{luit
z27_}=H3>9BTfnK?)690ylwn4>;s$f($3>^H`9ek%6Y6M4!=UyWZ86RC#*GznkPGvc
zP&Lr_XlB<VvwOvEH?#Q0#)B*^5oAw;M2PX32lHb81Ef{`6XTEa4E_gHhZ4OB)yVBE
zU5mkK(_7Vq`~UhZAngL@b{zu7KKcxtk-sHftoF!gRl2T6!@MPV6SuGR?dtyjyHh<*
zymjE&_;%Wq%(LQ4zA!L1U2`fn^5E;|uV8QEAf2cRD8*H<H>Uicp8ins0c^pa{urEQ
zOots{A5ijFqu1>3scZa|C9wz;$=ft7kGdhJ=^a6bKNpQ`)03}@$by*J`L)UI?UCIt
zFAQHR_~WV&x4C2^#H>#vxDpOpWya}yWx5)0lO-JMLsSkI(48Hv0{NOx>v`V6(mwkC
z=^(1IEicm!A8}Cgd}NrF=<&>Uo%stF$k)<v|HZdIUoZJaJdi`3H$SpcZLLoUnB6h&
z+zo2Cp0^_Q1p#G5!eNU#{7Q$+R8j_}yoaFt;oi`E$WuS=X;^W&*0RzXzBi&>b6n6o
z<lc(VG``Xp;x5oUd@O#^SL5~#hpeI-59<vxt-aSteKxa=uM9qATin??Wupfc931PW
zZ!TktuDe)&Mu_VFyH+-wbTa8xA?ry**o&tjJ|80G_SWsDx;VV(&+ooR`Sd@4*jymF
zFz>M&*@ldUlRDFt8{873H!p_$5BT|AAZC5GV&K=?>%-5FCr|x`hrd@$zYuu_swF3X
zy8@a-9rO}8uq93m1&%BX`zP5{s!0$;JU@ge*gEb>6Ybs^B9D3Q{ENAR{k}9q4;ZOw
z`&@7wyR;NQkAt|LQyBfG&9<F5J=62Gk=(@ZSf|yc8MXMq&ny=Vdg_n2uq0-WJ<2lE
zdU{p|dJIJpQUXj|hH}#!RFIJ}48Z~pTXNp9*O+}wjU<_YbTjWI+Qs>URAM(9esxBh
zuAQ;?1IBt63b>_89Bx3)FnUCsR6h^y`_G6b)M3w#gsNpa#^4AYa~cqdBN8xqjU`Gy
zBb*SC+2P~?fC_(1g_KA#L61m_-D2`Kz|{Z}9N+X%0qSK3y{)hILw3)Dky|*)C%zv9
z#IcIjiw2Xd9Qe5?Ak4{|z&C>}E;9*4Zk1As;{eO8n9BF!1}DrYGYxu>Y#Pve0?-7a
zdI_b&n7*KRy_tf6I0Y-G8bE~4KT=_xeZwMxPMchzthj(xNN}JH>%T&miRdR^iI3>f
zR1Fg(07%GB0))RGaRVhKE(luh1OvEA5^-U^r#QYO!MGcdiTe$QXzihsA;?Vfi3|5R
z;t86+ARp;A{UkxB!G6A6UY}`Be_4FWwi}h0(#5ma8qXpw*jwI4w6^2R8R#zVP)@-b
z&rZfknS^M%+%<VQooOR}!_9FldE)-O4RILT&zI4{TC((6qiiz5ZF{X(na<(XL4Xm7
zXtPwmY-k5x8*zOk!NUs)3Zp(<q6$qj`5_af?#ibzlhY(oA8vyVaU#E<PM*i&F3;n|
zLN5dbm{`RRbaj?1z`*S3#4YIZQMrw);w=%5>O~L~`@@DC1zfCb>4>b5j4wYjn5tvf
zNUmnr2Pou1SD})4Nn=g^HP)PFCeYcTULmbp;nZHb<8C*jXh)Mnd=dpXTNR@j-zw*A
z_kV`2&kPRKB;N+tVJL&(2a}a;SS`PbelmW{TscRS65XS}=j9KDH|x^q_K1_6@*0!N
zVt{_Xe3N1gT5u2Lh82w~Z>2d-(r42oCw+p=k{CrMZmU9FZKxTfn~&dx<wUz)=P+1V
z(1j#A<I&FPOCxF5{&xFEJuw6g%pCu_PrtRrUF+PDEBZ3)k<@obW&K+lN?yWt3=9f0
zj91R;+<M|F7OD@mlPA7-daga(wuW$Bwe#1T1GV4xfmpBM{KPrJ3ElUCV$<;jiGA7s
zy~2dp&fT1fNG6zfPWl#-B<vjbNZJS%B+XlWnxsdew@P6kigr#<6OU?CnV=!Vja?x|
zlLhQV3HSmtqXrUH1L$39oFfo>P26%K!1fWmWM-Ng-Nx)#8CC<>EYI<Zgac&5-f$eR
zqhg4r0aaNpL$2Y4tgMXLeoEBA78nA~SfK-aQ(>A0Ft30zY}9lz1pJ7jB8p<l*4t!Q
zZR$$#zn%GvmdC|S*p)0$)+?3as*#v=Y9wfzh76o7z8L4$q14Y8kx2#0u+hxRqk{4M
zCL(}-QN4IvB;#5~$T}niFC?VsA+m_>Fl~S*drh5^a`IZQI<=Rf@TMMkz*JX9Rm>vY
zY)6GdCUOA1aiK10Z;f-Rsvke$#EypY5A0}BD+b90Izp;z6C|W{kVP!>>Oc6+eJM5q
zyOkYwj!syYPKA0ve=M74)6||ouvM4gIr5QYiejg8XmJ717ED^4LcCin!VNrAO3~m9
zQ)KMAuT3W*h9S^7LwA}bkWvaZD>!?><D|PkV1gR8)>_udvknr}^&p^^P7Yoxf5xHA
z@R1H+k+KAAxPXaC40@K9IRFQun5rUCF>QuRn%~-#MB}2t{4-Ub?lrSo?xWfDlR#>g
zxIWM#rcb04)l*0KL4S^0veQvHjqk-FgJ9js(fn$vn37~3g|p6c=)#7Z%M<WB&j@J#
z88{#Sq=1VN@m~rKnpfjLucmg&2SR{_B8~Aq!F|dkKn6*1rAV0D2zEN^8Pgp`RB(h3
z=`7zoC<uQakdYBb#=CWP_2PPT;);7S<NT4cNs|8q9xqU2&p+z(`s4aUv6r?S4*c$i
z=FfTsD6IE0j$!`>%AjX>=H6j(vVfOQ0a9BR_MPGyJOi+O9*Kioj??S%_%d%8yi_%-
zgO8TW5qAJo(t6EzHB<5~Z?)N3%RAXo_0u~r{QZ1>bc}YdzN1oxow(3Cigh>3K~1h8
z!qrTsd>xw6PC6)qI|I*3=+)dl)D(mWafR&8@$q*D418~~80ivxT%gf9r&W-GGhGaX
zJP=#r*@T(Ho_IJnOBr@em-@EeZl4*SrM**r<HiU1J-`t0^GdQ6Ns{!%RJ=2blxt8`
zc0d0Nz$_&bX2v&|2W|N`<l8WQ08;8k174edvMA2gX9di+{tA!SasW_SzMb$oPPrH`
z=}X(Ym*dYJBEf5a@uB6#j^;qxY)WIe%Jg0F`kQ`1q6P_vu{N-Bt=aOih=DTy5HK=2
zf66G(c-rMhC+<=2Q7AY*AweSdx{SErRmzHYd>nDw=4r&58z~Ye-}&#Ovp&0t>zDoA
ztSoY0awG%ys4((qneNSdQQt+n{s-JF;wbK{hW-`PU~ZpIz3vw7w7X;WFD=I%2ev3=
z7x=A|{dsFSksJOkj?I+^lbiZHn{Xku0y#2z5&YQNyAe}a6)8m;XmD2?@=L_<^;;BE
z%GArvW`<4M(;JJr&n3ICTA45)n@!qR+)lX$AHRpK>Zm!qU&ICk9D?aYm82vq8*U2>
zM04?rJE$47V9G?S;@2E8ydqGaEXBtCcB?9RstJ*6RR1sQXOT3%hUa2$puol@z}~M4
z-W<o?N8t>d(&uF2#nt&p#xpHC{V<e|<N{t$(Af1DI}gF2tl)(pFjNs!yuML|I(V}H
zd@UZ|Zwnhu<E_%&dqI%UvYrOIwM<?-7R9ptsSiGc<ZwJ2^_GLZ5mXHov=SZACnG45
z<_Ocl@x33w5u3;=4ei->mD=f8Wx%wH27zjHS-a+elKBqQ;r$@WCO|n)MTRN7w%Elp
zM}nVXR|8FXOQ0f4(;8Z%V`eOP><3g{pT+d6_h%PbI}%<~^#mONCA0;xKXQYazSVAn
z_?N2$RuVc{=o!%gL7_=@^-NXIQJZxoSuc_ppb`us=<V=(TA7fz8L|ikY?I^jp@eG^
z+l6N{3!VKxXBQEGAv~VH-@2Pj#6~iEA*@|Z(k;qf&DS>QU$GTW4rjL=oa8nDdK~Hr
zy{Eqn$+13;<~_%#PC<C9o}^-rD^EMR2L~%ejos`HBa_xZA%6L-UYkiWdb%(fcJ(v0
z03^X(oD7Tk%?>t;#}1}i5gpVEUxPT^tqgdhyosy}YlEp}0nQmxh9oo-5LCg%xqXR_
z#=06z27pofoh|D93IV0yJ`b<DS&|SAT%2j;{*17TC_u(Lk39_&IQmi#fz0r*M1C{0
z!gH1h?^8K$pnI4MKoDKLC3`6=r_P`8MAzUmH!GH(wn`W8zv~x@rXSM!7;YM(nU=a+
zIPt9t?ngvMI6+mGZk%evgbOc$bVab`B&NqYDhn%hME9A6>FIXjsmSeX8h4ImGw;qF
zp!)>cSj%+nYE}%OR)rB}kpsXOiwlRyAe1-*b{oLtV9hYQG#W~3rUOPPgYM_{srp~8
zk<!lsZI6@GxXqFzw<Yn$S^7t4-QOU5Nx1oZn{~Y)mL|k=)w?+@sPubap;PY(?v>lc
z>91?l^=*m89G?gWq1fxvhze*gOa_%79=ELdQQWjJfk&EpuW0Aix5oiSWB3n@O!h<d
zY!UExA|GS;WwWF749V6qhsVIvnX9sgTHgix7(tI!sTDgqb{I^eGGS)blb7pOVQ%!%
zFIM5O)yMc)Oq>4}N>1aQg2|cUZxPcrR<McM-zQAu8awPJYZE#Cw~?8zs`&z{J&$LN
zR5#8@%M2WGIwVx3-B{;{=F2PKXdpiy@Hg?A!|u5h8d}@CB5{9guhWYk4~r*3SXQvT
zUd&6g-%_7FI{Yvp*G6!SrJ<D-dn1M@M6$2U*h;C{F}1uv7yLYEEq;t)!N7T7qn$7!
z(}SYPl>urtI1ooQ*t9T2+W>Js{1mcNjgsOqk7L(*lz^C$3`BV$i`#(YW)6|~T@4#4
zY;MCID!~?7;0y?UCWFP=LB@1v6FLy8r6~yMH6FO#0k3XJ2Xqy3ei7SH5m_f>mPSdU
z5$mOB#Tmzc^+RZxcF>5M>}We($j%N^rY$Fy0opS2wqtbRdFtOepmm<EpEQ&s4q38^
z?W+M$;R#jYK$|+0q|x^WTyA0`Y<nXtXK8vW;J&$~ifW^%Ia>hx<bWzrcw43f2w}Gt
z9Jv)9E`NWyZh}r9zX?i&`Q&tFcnpKz%+4jl&ebTHAk;ZIg97^B$0`gqOS1DjL#COX
zV|dZYq}Hu6b#<9?iVrBBbk5^Hu)M*ijgz+qk{ZVbwHOuoM<ikJt(s$AV|MkS%FJc{
z6a2NmFP8~eN;8kYzo$B#7a|@AG1gUAK`|9H=DV1_F{brEGjf(zgn^54D`y&D0<kEP
zPak$R_ct<n$%@#XXdEbm1k*QwMth=cs0(#)2(3b4n{FwBwOWAq=a(UvC3E13SG+5z
zJg_*wT_^p0R`9|UqhA}PP}MZXQZJyGe(;bdvE8H}ng%Cs_qPZVDo<YHIUc6S0^+fI
zIycH6`=?|DUVMrSD7FjC4zaQoB+0-0Q$ati2)bRNB2Bwh;|f9yewX%>{zZdB+Vu;4
z9#L%Z7*;urwK72h!p%3z)Mq#06mh}00YE)-5L{xSDc}M^oid%{FNJX3x2ukI){j^%
zVDmXm@LW<)L$73=u<Zv+;_djYiH7ETY*e(9ST0#X4TZnGo6<`%<(?cS_s<;WS)GC=
z^*~iFiQxCxpZ&5@klYgF<T$u{5duXC)u@2IlbM^9i;e<Dqk$EDdCHBOm?|CZl4epH
z_Tu2?QST0$=T9FnleHhe=byd5U-URMO+_tV*<kJUQT<LDchN7!A$wNwu&A?uZ*50q
zM~jNpWI$M7gI#PGq}|%i?B>G!039GfJ1@F4hS|6jZ9f8#Ybn$X<b&}W9zf|ml_N|D
z&;BxynKB@K*?qhbD>@jnqi55jq<r`8Wy}ox1!u?3yuvyuaHe35e$xIvNd=(RD;=7s
zHclpdoLrSqpU4ZUo>ZI0Rce(&q3R8K(s*^#T<K{qtg5HYe#f@76KAP<r$E8z7a#>T
zER<!9BY;;*of7Vkq@=*{Jjmb$o))5zmh+f$MpR^r0SnL&f)UospCU@4t=bS_#t9k$
zEHiaDB(+*xc;W1$^bex@KrCLV!9i!@&nr4ZUoY<5KGf3V&u$8QqV+WWSqtQe*(<QP
zo_<7edcnIe{KLC(KkAp+GyKKywvolz0`p&SevaDflO5%Uu~%#`S0}&R?TxI<u$x61
zg_#}na3d4<1uNt)uQ{J=iHaF4xO>`cd-e0V3nEDu_IYvtT?c{DmUdb-zMf4#tv8r+
z7&tS<#u3A?;F9qXJvtg#XTEFm4j34GF=D|UtFXfmP|P)qQ4h7y7`Iq+xQan6fV`t?
z<ppt2e3$8<Mo0G$Np!2TO~+gYjH#I;rjr{xF4{n$h;o{-2;c6XrZSuZpuyszn&9Jp
zMT1g;pwBL5e%^5gTnhHtS>}S*T}n|-DYQoSDm#kP&zIe2XYU_jj{OtO<j<r74$WM2
zo9^2hHPBlU0|#zWN&W+P^%wdlJ2z1k=mmS|4UcR^qX?T)F=~4u8IMX9jH6q!)=|tE
zC3+}$frK8sRilQ-iW7_={SZ8|A9_n(vn)+K-gQQ`pup{^21NQ<(}E2G6ceU%BnxEm
z0_IR`zY$g7AhIZ?{6_*2FOKQJ&2_*FGKZJT`j7=8fJ-M+eO5WwrenD5;5Sh6xTzCi
zqhB!a$1N-zBrd6_rA@L6*a|TyU`SrjknXiGO`m+BX9HeX#*zaOqToRtLd+<W>#$!t
zNgDy*3t=BC0lB34(X_4w`Ux+Mz6)^xuB-fI1!@x`(`NO)An89|f<^W23^<R0R}v+q
z%sxBhr5IG2o{{-QHf6W54f+EiUxm2{wiBe{O&{ig#VU5<U<}YFqzmLb=&!8|(J0xh
zip2faTpKGPC^-G^HC)uhW1z@*He&dOwTFAc2g!95kouGpwT?;=Wky!;|Lo~vq>n?B
z@G!B#b!NK_u8J>C3d6<mTANs)sH1mmUx71mBKOUM@+>3py81DK4VqhB?@eb)gr5Kq
zeKNZQk*z-EqW4M>RwmIXh*Wh+huo|6GI#K>`V>yIr~(UYNzztA>Q91%Ch38p#q=B+
zd>ssFq%`7A*it@-EE9)ll20d3k<B8T7(z6?KOOV~Rb4zMrGN>VE}TUU6KgIF`IWND
zm3dq!t6Zh0XM2EQ5TclR_2a&-M8lh{;7TuY?ufEfLYf0>W2dY91@xE=rEL8B%DUV?
zdO^m!d_RmVr%vusn(OzU6J~kKM@ugGiSBF8Ja2o@H@s{MVne@vr?P?dhE`?vld7lr
zvhr@Y-6LAKp7D@F?qJ?AQQ1Y!JQ^QGuO^Ehd?-B&{uQGA#M?>_YmL^r@1rqiz>I!r
z?VbfQTG;C=C^xI<;ynKCyLILLtZyFsk`ZWdtK&bgC|EyG*6{jx;*Z)JMCYKPtU?Q!
zdmTMq5n6AAb~S}Qzi7OupE?<OSmyf}?{up}NeMbb{;;aWQoM|0cXGw7*lI?N=kqit
zl|B9X^R@?R-t$A7$M}S$f;%2*Ntx-NzWg@%@Y%&;Wy9egoYR8O99lL#7FU%qJ1XN1
zPxjqe*VS|EIQ*|}fd5aXJLB$)(NyNp_aNI_IWglgkL+Cij|c^hgq^rZsC~veqoH&0
zeu?@aJ=oysH}|K0`I(f4=->bC+CX{|TIxCWO{SCp>VvPzEi7M1Yeh=0mZqv?)1hMk
zOqnLs@0aU0M-bWDl4$p=NlOU9e<~!Vl@a)U&>Sf$(lg41g-MrHCL5gaFV>@QBx){i
zX$u?w`;qo*#XDH9kF3JW`ZAXtvRXVVf4I-zYrEVur3loQ6go;Kh~<=x4#B3B_fpmo
zDd*kU0geccZ&Ul-B1T5st3+V~6UEfxRYNcE2ABb|0s7hG?5X77l|#K}6z9_agM?Q5
z7v&^q$O{q@3sE4|MFYzg<<diD`x;EJ&Oi@2B!*ifZ;L25#rL@yJM%4em9H9$#K`wu
z2nsp-(h)q*blnzg4#>|b8aW`jsw*}EESI9cRRD<X+?dT-VUzZT;eTq{f*^d`UJY<e
zGvqJW#8rLN8=oY5Mfcg^4fMt@-<RNr&@IMp!Aq6=8V(}V|I-<$7@P(SyNL?!<aM-Y
z${XS#EJfXUM{FhNiWSECVah^th<G8#{W+pZ6WJiq+Ng*`(||<u#xR!_tk5cI^hd2=
z4Hjgl12u$^59~vd&4-B$p|7?WdBW=lRMSN*kM!rGBn9Ko#rX|}vp5iVm#9=^5D39<
z^k}rB;RV&44JLo?4gm;mMPr!u(9SY6zf>$EyC4Z{L=pyA46Py}-9AK#9)?_DF$5{M
zW^<-)VZl8Y!9au!VeEyeki)RygysMQw*^$U8T@^Xr3HL}N}|^oZ#+SrjJUedrVFaF
z1dCX;RNdDIfrR*ezJgUk{xM{>lRDBBn##j>j!N}p?(#mDe`)2yo46uk0_GcVA*;z{
zW44~3le&!hTR24m!4Ryqc`pKy*JN?H%a!9|e`32BzR3nLJe&BU!Qi=)IxB<Njwu_#
zECwj=8a9QS$hx|>cJ^vQK2Gk|v;1$LOWNYO`hlC9W@JQx+u5q6P9|SKhP_Mj+3WQs
z)-G92HJWIck_Zs`4Hd=|e=wVOFehd7;Uy_zpFA(gNO&%${Q5hK(#&}~h^wHZz9ZHQ
zpvBSg$HaE6$riva;ggMu3Ry@=!VVyKWtf`-Va9*hoTQ?!C8SR95iz$dulf3vp)Pjd
z_Ipr+-VY`)OrRnCpk|QNI-O4v2ItWqGc9_+F->@Cei(mP{6K~X9!U;4M~j59X^=_a
z8$q?zq2jIG`I1gt8z%FlATHjGPp{;R%z|6h-_fEEryPY%N2;79v?F+U$rlC$zIgiS
zR$t;oAw^Wwncr=%a^?-Mne=am)$LB7Q!~+Sk5RCl->A6<Shd?rcc_d$zv}4_>;Ffg
z=lxPJqMTG#(cV?nd4fr#6udHx*gmz-{N)F}Q!nppVqd-em?-l0%KrN=*+*Yzn4vF;
zedpQY3SW*jZx#+YE#8{^Cyl=_$BcX|ougCx`EPkd_P?6!AG`BW`i)UReMRjv3*83i
zcOT3ex$OQt?jLl((DJdh?Dxl7-~9aN*N>{zL_`E1@inRRv;O&P>$iKlWAEb0O1f|f
z6rsT@?i`G3VQ%fU@J*ZWt(cWcw2KQgI9q$@8*o88v*T05ZgpGc;Um0WsK5Kc;KO?y
zHY?AGix2&IYxnBTi=QXDxG=u*cUnJxXOAc;f3C0`Ch*({TWXu#Jw`qI#f^-_+=pti
zV(@_h*@|nOlkB-euKQD6e*hTM==JJnPwy;*1at2N4t<?r?YvZjJTksM^!#}D)qHnb
z{@{+I51>rr546AK;X-IDZ!_bT3VZ%Fs{kpVWuwU&(LF!H1Wlabe@|$N70JPyRI*+5
z!`@ew+q~6W0)@OR!n3euXP8N~`~w!KU7eQejRl4lA6u&yoWZiK3j(A?>yLh;Tupd&
zM$qc|ImMyZ<)bTx(AHWd5R5ibcw_5_h1|&cECqMFbK#U37*BZ#$bK=;KRQ#Zb@ZcT
zo4w~#`q5@ckk2qz{mIv}i8Ea%&M%++A8==oLs5MGU)f5HU)_;;!@e3_XF_9pcwpaK
zyAlyA7`#8;m9s)8fcNT*nuE9)MmUk~MRDa*x*xKGtKue|%q&7P{gS{E0#RAKElzWf
z<gQwQa4QPX1HUXH(0O_o#>GMXPd)H!IzQt+yE+<6Un?dT;lAujjd~D_?&XO^&mK4+
z^vSAULhfuF9as;s6md0|dAuOue%Gu2@im*+la;5PVZPQX%NS`^OzHHcf4M6vPRm2Z
zR|wjVx<${petdk+!}7C@4`eK*69xIHf`%bo_w_Ys%#f{nCye`{Rx!$j;|0zYKV;wm
zY9!Gang&;<jh~b0m6x)6CU#oh@58;ku(1w>y!g!+dpp*%wQm2Sm<2L0uisY#MbDDr
z$rdA%TMU67bsW0Zq~nd*!0tX~lP>aiY1JQGdARMrHAtt+@6Fm2tHII#0q<pRJc?9F
zuXskCJ>N81M$>PP?NB43geGU{#=gz$zV?4cE4Y^SM^l9`2V-nVmt;%s&6jd<xvjtr
zv%+iM;wxUJdi`$BRKb@IR0Bh_M>rkI8#0R;&=P>U>xzsl^P`%acDlVW?<6{Rz@ue$
zM(h<gXu~%~#I&4rG!0;IkrCdPz@VA+hfD0YFB7Na*l(YI1nX-24d0GlZw|oxY3jfk
zE}Y-9Yr%G#+Fl7eC-z*uTkuANTGX%K+_y7$`OrgFCk`U!&`<Q6R-RDT(+zO(XP0M-
zP;L!B$fK8!=^dQw$xa!JRLqUMp|R3dn=&<~?Z_5<oA2y@Qb@9nYbXkG!tvLT+3ey0
z=~?<M3O07??(r|pCm4j#vJgI^pP>wce@0z3W&4KjD-in1?!zztcu|FPia*3V{_G`X
zsv=s(<(Fm>djtLhdFKAa_CPy`(EskbVwzfBo2g39%GbQ#9sIiFYL>**&TzS<R<~5=
zO#|aJSCbUH#0&zJ9~Ku`;U9pCp0@!PM<Srn!4ALF!=J)JGXQdk!3Wv%UqxX-2VgL;
z&j8&zoBu8|#jd9pKuNdb0)d~#>@1*7i6yUT&?KWwf@F5W-*Qo4qq(CATQUa)yziZQ
zO}`j08L}H>uE<{m{)o9UN|KCqvlBP*XBR+7noLMvoS-PCFYbzbC2<%v>G;#afHgVk
z3XB4sOG7kW1Wxl<!TNOW*$AG!g(wwl><0KGkRX01R1J^VeUnxcRt1W%VqGkdxoB|5
zbVC;k#gy;dG&15i18^>Jo?XbJYQQL)W#g}78G`=M0_1FwI03CxG*Mp|0|Vt$qDncA
z;25|ksi^!x<D!ohP7@#@C5zUV(LB0&mca?M_|81Oopds?=jbpkf?W_^K`qY-(FzAp
zACz3E9(hTb_;<Rf7V|bh$I6g8*ji6JQ)WWYh@GW3^NDMUhM5<>FDU~iISCr7wfc5W
z*PRbinl8jen^?1H*)PG$^4*l;5U>NXH-SK0=;23lWPQNAVnIQivr^b``#ljUePzBp
zodu$vf#=)c&y;-|HSMF7wn*P+zlt4VIY#-|fvp!5S*Bn@v#U<ys$9I6f5uTyaDsLm
zWWY|P|9d}MWEN91uv|6t{iN)JYg#(yU65DBWhbu%5OAD`W@=Uv>r8v1Nc7+yvXMYL
zOggpdne`*9o<r;aq|(QuAy&{j&dU6$+Fxq-eyFDXYKNUtQDS>Q?oMNFN_pD6WRLlS
z#f<)nHMUjb#&auu@^dK_OETeN=f7x&=xPsoek6C^@R_G2zIzZ6O4P~wp^^Hd!&*_Z
zEK)$*`1f?MsV0B_>(J3p;t=V_j=D*rf}HuYLqpMrD`F$gviv0)tz}q8%k*d`A^O)x
z+Q-*RAlhS2NQWbUiC+o2=k&l*$YQ`(;$>gx_Ljf<u*;z)@^KXv26jlGIFIm1c}F(w
zT;07N)<ad=z)<6$=mFl<VE^FntNpsrl}GyH=9@#LgXe^L7g`c!yNB$|<M}g)SfzrC
zg66-!lw!`GR$M1RbtQ8-pD)Um*iM4eDus#UN~_}%bJYcsRLbzJ!k5~^2#<x312$Uk
zYjK26-_<>U*`piUa)3=OcC6F33tc<on(;|>Uz`8k<MOGOzgnGW7N@=8s;jgRcNL}E
zeqH%oG#;xH^Te2#ae$%DFH0PnnTxBpebr;#aJ<vnD|5HH=V{Ng8Fr5Ky`%Jz($Lnb
zmuGTjYMTCk1#JGipaZA!sMk~eYgUo2S4ayVpL?cxa|X>cu?ml%>(lh<b>b>YE))eY
zAz_-668{#ftpv|{Pt9RSj%HHFMO+HU>0seX01C<RD?139hWg+?x)j#QR==V_2tXSE
zaG!WMesJZs0HU*`eHCur7glr-i`az8vxl5NcU{vmD4Ja0KU0xq-X-${w=$HU5I?iT
z?=?Cy-V+)cwScYr@TpEB@1D{{>micTcEAmk_TdZ58@u_5Q;JQr<c@!5k<W^`JHrCn
zj|UWmx6^nwuZFP}A-!?8w=~RmB!*sv-Z7OQPMp$Pi<HCsNV(A9DaTVzf8hK6N$&@7
zQ*VQWdB2WVV*O3a+AkhlBpz)@D?vo?+fQo@2X^~}p??PQCCc#}5^Kl0rWN7lWigiy
zn$3Nlh?N>Y`S0^0F6rO3c0wHWR>^h8{$Q-!^qxoEa>Id7YP<uo^gBM9tMLCzz|CLy
zFnYcxqYbms<M(dsjmqaAFU~I98-j!dkNBCr#$M~Y;89a~qBf}L*m6-7>}E)PixhjV
zx?M>jXtCY<I6g|(ysv~Itk$33rYL*;MEUs(-Y3e->J56tn%l5!X^Uj*5ZhgWvxAS-
z2X}-0mN&cI-qwGPoY$>CkBulczFq`>>lJR+dpOj5;K|f>-?Zn>ky@$VE9lcEX?Jdh
z;Js3>`V^O0P8S|N*N;tvrK1vz99)I9-*hJsAb%GpK9#-=!L`is^*)%~^Ia^4-n;hx
zRed+}#p!?Tn^PRIxvo~QjAI6?JLNK+A+z0UGWKUAa->1+TX3)@#g6l0k7O4RwN?9U
z_{@sa-Rth<U4*iqae}ulx1TJ%o{Z6P^8d<P+9=zOu9z6vzSZtJac<mPzPIenfqQD^
zTD#*_Dw&I#N!BbLaq7vPxZ#`AZ<=1Q*<W;O*wYpZlB)iE@!^Sf8+&6p5#I3?gyE`{
z4)?e5CaKR7^d)sf?Nu&+T$V$qkG2SHOw$w+R$%Xqako---5#6!AqGPh?%bPt6Mz$h
zm_-u%eP3S3Y1b=?)mMdjX;<^~>OaNtuUaMA1$;Q^ng9LP?=KBy&CmO^>xAJp=kIgE
z0M4Kh{m5wXd%5%bgE!Y4nARchPAIkib4I9Cw*J(B_B1O-%*2OEc(+ZC3F$=cQ%%39
zR(A6~U+gH<hqB%WI`&^n+*JHpHAR?eh)=0J1O{&cYd#8GE7+Kfn#m~hj|pf$<1N;&
zwEVAWD&7D4SKVB>b7Qe};~Hj~r(wJQa-S^!4><WHvfF9z_T5uYV?s90^{~(C>X1vw
zRp4*pR<KDp7`o?7%hUS7h4dFC1c5Kl!#_JAuBk?%v8O{*v6kS7Vs(?AH&XV@Po=%z
z{)WHShrKZhxt<+yZyr6|cAcKF99Y!7c0gIfRmj8j=Kla0Kmqtm#LJkPtVG7SKV9BT
zKQMOm4`(%a!B=KA2{AE2l2{|pG<#09FTZ`?Cmd+dm~H&{0^#E42Y1w$yZ&mv5goel
z?x}5r8EN-i{Nr!ehoe_V>Z1Jyb>ei_YM->7j{d&)hGOhy-1*tU%2ssa%Z4{jIu@OA
zd*l2A6jOo7f4Wr6^#e8Slfgy?lth-8&o25|!xvMzm=Mo-8=XThDD@Jki<ILSpb94r
z@VpiqW)jYPc!SKt5A5nbK2hu4u^Ibe^M`T@)-ZH^o|=1%lK660eG;eg{)XJML7hv1
zH;)}SeY)@99YF3jYwCVBxP(_*`S)6#%uVEr3EPwZI*soiCqn+QPqMjbbL6h^ko5=2
zYbD!xthkT|AunA=A02w^T5#Bg@8P{oq-^nf1+}~HJX}Y3-^H6x8Gd?x^p37!^kp>n
z_vv9Os>SVG9r({9M<$rMRr0d5`$jIy`TP6qIjA^+;B7EOWd9ClVCDQ@Eml>JT=57u
z{`;&ec)zZ;ZM(}Yby(Bxqk*f7CC$%YHl^N4iy1m@_A4`UcmCt9({#FJ$LPW3-aAu0
z9((fJ-Cxl+$J^we@d<ZF^Sn#S&xx5h)IU2tes7tn<rKyM?MnxQnd+70PY<<J32V3Z
zC>@~qVZfH?s2=5oJ#z$vlz}n0Io$nmXWp(<EOW;hYEbYGuH%Gg(?b%eR$wsU2k+!s
zNISahpE7uHrb6W6PX!}7mDZ~qqlxVN`g`ga1P{L_>%c_PRs<Ccv?E1b8t+Y$q;GY1
zwN~0FNm2%Sojkmf2A%mroMW;5AByVtA_5wYMLEh*ocUgyBI3ubBG}2{^*3qF0eneh
zJV^FO`TzpQ<m&7I4wyedY)zMHsrIrXToVYHlL1BRLQ=T<T|HQe2$H4;^GNTrM}jw^
zd)<CDI$t`}YxLpC;hIy&_KxuI;#i784&Q;%WJ~`@(|UMkZy<ug(!^C`(+;L$SMXp|
z2!FHHuS20e&X2)VqNdwa+j3Sw?8m35q6b@y<O3<KC9SGa(7FmproGPrC<1gE+o)~;
zZmnGTYFtHFhvRIL1m0?9BE8~JOT6oo!wZ&3;6Ku@4M*fk03Z@xoTpZD<WD2g8TxGG
zV$y;WT7*f>8RED-wR46H)2#rhZ!4C>q0BeS@^yG2E(e>@UiaAk;l|yB!dqzlYc&<T
zHHkdw{9wUi`S-Y|PN<Dh0;4Wp)xh>isF8~_?2b8i1^zb(e&xQ`h^>k4N~xbT;g`0j
z^B)`EXDPjMPo`Xd?pM4LGk*T0q_?Rh<;w-<kp^Kgso?XC^1p`!n|bmanOBXe8Bm|j
z-7Depok<r|smByHimOMzIjCM9I@@l1%PYkea_007YMmIp8PR@7CB>d>ogn{Jr!=bL
z_xQ!2#gbrLd;X8qJ3oN1_bKj=7iQ0+TeX|*wpD!BQBN3Np9Vsf9GJD2lcSwp*RO03
zrFe}uFeB=(%%*(yR9So6V*2$VnRkfYoX%R2`Sab*Q)TbddtbFfE<$Gyt0mgSC$ZaQ
zFP#a^nJK%}T|HqL%_%euaQ>b^^w^L7BO)-4{-@KB^a!PYA@s_hN>A)fesZ8#p~c^;
zQ?~x8OxRPeOsDwnQ)e$_3Vq*loXGW<dpxS#nRmj}`;ba;dnxstqC?t=ru3(=(MVbC
z5}d=Qtg>t@Iq>qO)^>vL^>-Cv*lX}=(!M_ROmbFQT_+0}=PLa!VuFdJ7Gwln;S!jF
zM@K^<=rx<ykVP9Ib5q;ZJ=s4^bF;@^OD~qVT;1kT4}UBJ7fY>S#)=*rSKe-KUXMbG
ztX4r3blln_deGP8MmD<f4zJwPQ!q0%mVRLEU8hr-mx$rgxf;@!<ySLqpnbS_w*FL+
zEMkxe5@*$S$cN+NCAE9(eRI!d_61p)SWOe+X5`z0KA5Po{fg?NrYQvxZA#(-a?gll
zM`Ew0+1(bv%q(4*TZIb7WxxX%Z2<HZ4pXL@)T4vp**JkRA+R?rPz9Q8)ep!lSr+MO
zKpbsm;15Ri9MFIXSltZLn~+<K0ugbONG7bHpRba&#RPE^-}-PGoj(I1&6$~P=zUfR
zF>oTA1SMOt^OR%*O`d~BNOfet(AY5fd?UXIVR9X`N|NFR5R<zt@$B^*fxf~s;Ql(<
z%ET4x_c2nu^Q>f3Tn5q6FUi3<8k#}|9x(~~={ot+>Gz57SWMLTrw^Rx3Y;tlZ`b%0
z>l?<-PDl~_VKJ6l6l5Zg))FWKcAKie`0kh1X!eF{hKuR#EixJ)W+xM(fesXS+B)-1
z=Y^sw7)&(i=TVY;{<`MaZ`Xz0SZ42db|<)CZXF53pu`1D*rGJ_{7`C0m^lN+rMN;`
z7tBKpX&T7?w(?FM_)oS1M6wr>b8U+Wn+1JF<C9qg2}XIEz)Fvbl>fVa=<N<Zx@V|M
zUyUXVIfLq#02g3u9YdM7Y7jE~bOg-_1++~ya(r`3yLt&$LY+JZ{$!B5#JAF8-SpHN
zu~o6P$?WW%HY5W<X|Qt5ol)U7em-klyla5iOYoeeIyIoAxnzeQ7edB=yOH|f03}@9
zn61I1=Bzd$qnI$ztOXd~s1N2+!IFW1tS|yg5--}vK&>ViyM=!W69<;;n#N-p&?TY`
zp4W#m<j3@R8=9k`$bS9ieSLxjU^eYOG<%}pfbR-kl>fQ>yCTeFBr{|`O|Mgl&X1iG
zjV|Y44pTKhByDe%swgL=$MX9SI~+9(0G8xXaprJFd$tH3SGji*M(oj}MD+$;n5yg=
z#eh!Yt{bO1;Tu<}G39xpWq6+B&n9RY$Q(u})GIu|X~-pYP3KVdTF=-EX4w^O+`1$r
zd$;lF-l7O4tn5U{0n>*3&<f@OF)b&}ai@<R%5<pChIU$$9ImE)mtwrHexTV>Rp=n0
zyzy>vZYgZzQ3UU$)P<du?>5!?tA6Bc=NGSv`2V0f%i?Z%%@%%P(Z?UZa4G!sv-`^{
zdhd|^vbkbr%snnvM$o+G>@>|&+2*4sGM9JiXnd@9=T1~txb?DG+&;eNeUYR3S(>GW
z3%&mXrg}~=$GyEQ`XZGLsD?6~sHcqL6In8kn;%yR0&#z}DsK6bRqvq})RJxq_+xLt
z>-SJz4j$EgVV^xJp&f31y7xwob@ksWWJBtQ<HV+0(#H=mWk21PT~Os9IkgD{7X~#v
z{m~~+v!5UTYhj%e@36h3;vj;QwvV274mvPI_qwu~dih)bLXU&r!9U7C(^lot&*8zJ
zYsyoFxKfl9i}B+_TQBln5$@^V$8)6H%|!lR02T`A^^O^I>zgtMme2#vItq(MlIlx2
zKG7w!zfaxt{An!GR=2o{TWAM7EN6!L(P5g<7>qzf0goIJQU}`MbIIvdw8G136x;bY
z<7hdnToN(Xqyuy3pcF`cUYMso4_b+XZR<c8S6sOms{ON`YShCleQG~1p4hBj=7k%M
zZQIZa^4DMZtXJIrRqIzM1-yf&73Bnf#biAJ^rsG?(Dj=Un`r)(bH7a0YXu)?Pg=56
zfsku8u+g#M!Hq&s`s9C@qL;&fjYdKL08Eeb6jt!qiEe6O9>1+FK&F$Cz@^B?HAIV$
z1t(s6(|G7Pp-5&tU<v?Ga(|r|`MOb)lS*;ZJdr>PnnHOrfM5}xX)sS2pa+gIpU#wE
zlj%(Z95K(eIPvK~4IH&8z*0^r4+oFVf}w^FB7hWN{xrOfr;0$Jbj>O0lRynDItoFY
zao4>$mvI<8QWYTepaFp+ts<_{H*-kHNb8D`R{(m`0l6bN9Co8<JkyU(YBC(2!jKQ=
z1Rj*cT;z{hP)QgflmHJMC;>SKiW?niPZZP70)P{D9VwqMB;x{{K*t?vt<y9Bs=VZ!
zpGscT*vA<iY2*Mopa5Wu3IG`Oq|Y2u^NuM1(s00b?MgG84zyz!1k&_83IJi<jL;PI
z^`m$v98-_2FdN2BMJ{+Wjm~-Ef}63=0)QMrDlmDb;e&L@r6+<1YBR=Z0EFWw6qp5n
z8VC${G=l@b;Y<hPJOfGw1}ZSh4mk#t<oCrO8e{o!oM7gjdwS9+AZC{&&;x}gPH4#o
znnDIiGytFlJE@EhK~5m#9MUm47&HJ3?b}EI91cwdly{|Fpqw1g01j92=9=AU!FHas
z#s|#cWP8v60mT3|Pdrid7&M@hoc<V~29*RFXhJ?y+Mm;@p;~|%#1-k9U?XTa#Y)_A
zI|_?CxS#|~xCW&Arz5{wV({C0kxwH88UPfW5=9tNK*mYtln`_4O;Ll9_l*E1+!MHU
zr6lo=4KCn7&T~m41YN*;Pyl)mI5aANGEXL#0Q<EL4hGr)8C0$?DW!4&2c;M}=kccw
zPJ2)Ta&wGypmgeJCmfvP)|7I+`Je<pa~Txe5Hbf!cRXW{YEhHHGytFyITV?}>?j+t
zp45jYAc_EST#QoVfV7<89n=?GfM^0i#~-CIk&}+J^-wwQO<;4upk!`vxv4$##Ul;K
zLF<|iBo34aL)7Q;q~|@cPHqkdr6VaL9ch4%ou|^dy*<^nc|g3FwoYPxg1Ta)sl#C7
zjMh9bU&VaQBEZof;sfTYPe3bb5*5^=RMeIO{{TE#b*oyDxDdwH_fbUo{yvRRYAGqb
zjsF0%<DD_X=a6Z2ghQvPlGMruK2_?pEyCsdLo-?{Oi`rnQ1MY;Npo*)zTQ7JLHs1*
zo1>K$3Q{LTJr(+jexwzwq%Q9m9F|VBmW&G4*AiV?w9{J{<X_<Rsx}&-ySjMItg*1_
zSX1=5qmtf8;<<Uf*m5e4j9h9msnpWpa(+w<tqm<ep6gY$hWG5#Bkv~xig14#7go`u
zCOHgZLB}ajYNqvdD9lq^c|?D!kaPLeZnwM6H2YUy?-SO9g68d<(aCP6JQVGUlI9zE
z?TXx@82<p;Jt{3UIkv>HEN4G;PZcfdMAlLXW8WS#v~@JPh^u31r`vgnXcH~eD|Mm`
zHr5HHc$tGpIr+L)R*Y<;)LcPjaT~Dv&75MbpR+}+GVYv8<EJHRn9VyYWwcg7E51&0
z=Qyh``@Aq-GtFb^(s_EE@qMMF&mkMNY@e7MicMHa+;4wTNh<u5;Nfrx!5-9(*^HcK
zlNp&PB11t=1}V-nA>y8ZXWp=Tnj)p*{{W)7$2hMcB%d07HS9Oz{TcD-YsY{;@R^Vg
ze)QwiZ)4Z&zvJCF=B;CjrDS%(y!7o><@u29>y9fl2G57T<Nibc08Eeb6jeV7$vM?#
zNkG7ak&pM5is*u}B3ql7IHQ9~{VB2i%+(S&4@^^6j!iFmaOfxjGm%J0&U^Hy4yKs&
z0J$fi;+Hfhf2AV*>Hv@mZtRR2Q}>MmfCGX$;*@_XjcP{wt3UwHN=5~$ISJl5sS~9D
zDCt3^Zj{;pcR@%FDH!l6C;`Wl(~3Bznmf<|%_qG`demls5T0^sJ^NqMrayM0?LZ2r
zBAURGsyG9wpmnJSdH_HO9`u`jY?^TENk9pXG2W1F9GX+snorCq08(2tpx~U+tt6cV
zAP@jKD}rbw3=H5>ii~pH(*i&SIHYpRfIHLIwIKV{0MZZt0A8ARU~S}7hrKnp6o6`E
z_QfvIxR5@yqp12*dm3OIdIL@>3ezL|pN%=b?I08(UIC#-2U=Q0`=)>bHwtM}oOY+L
z-5*+S@#26Kaqo_lj0BzfQ;7NMA@|SLfF0#1=9CPKj+E}kfzZ$cAB=vqD8_oyze+~`
z09I%Lq--5YCXPVq#Upm5^`HT|0&(q1r#-PvlkS>c!hj3{4>VzR=e;?)Qy=co1YtLj
z!=Ux2KLBK8Q~M94BmLR{j36B6sp(I~I%1pr2ArRC&;)KuoZ_CU8?Q=UqL;VhKnwwa
z#%Mi9T62F5ICcCe0ydFjIb%R0X~E)_Ko4q+f2tG!@Y{&M`ifQu(~5*~ik^TQwYP(x
z!kvM<(fmS})`5wSn;of0$-%`%{7X;%Is`jz0X)-osa|^2pW#ja02%;Qz#Zsh`N172
z!=(qk10!X{FIMDmJJVe7zgm&L;QCM@2n>1rDWu|^{34h-(*ff<PC5G4EO&aL)Lt2F
zWBWM!vMclXR@nQdxJxPK{{V!xMDt%}<MQq}s#`F*y?v-$TFi>JFEnk{l=P`DZ&uRH
zZW<SGda8_?tE$T)U&azfP)9&<SEnRd#By>)9e`an{yY0$F%{K)8E|UMtce>mhX@8q
zG}r(Ujs-qY8X_112;>@FK+Utdv7T2J(ni=E?G;&K(*@&6ACxW!U8kB&G8m$s<I9N?
zC-_tf=B}ef@orTV65QZ*rs9X8(CS)7pQt)Xa4{hJtPTxB{{RTxqjDy=1o}x_{{W6<
zk}2%WZpeSxII3}8-3a2v%)^iQ=xL<;kCh$$jf&X7V@HxfoaN3<SuqDv2_qwl#qiwH
z%WnQ;j`%;s#Mbiv02k7siq<gVvc88<+}A;^`+~fhu{?KQZjIq+{IBBNIjLQn9Zz3c
zu-yeV#F0%B^ZQ6Rf-fYFTy?ERRw_pT_NJ%Z{AyO}K9rjktXEkNM&}*rUzGN#7!N^6
z{{VKA138E9IHwF}{Am6oOM#A+i#0`C{0mp~#dz`$_^my8uVcRd0FPt-?Retx<3IQn
zRCZ%~9<OXjL>qIS^`;kU0oJM6f2fYHw@S)80b|2aq<Zw&b}ZK9mF@SIinE{r{jDLu
S&yson0D&zP(+!B0=l|LHW0Lj&

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/images/image-16-Laboratory Safety Work.jpg b/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/images/image-16-Laboratory Safety Work.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..4b663a67f2d8877c0021895ccb72347d77e9d2fe
GIT binary patch
literal 132252
zcmbTdc~p{J{5|?0Dr%-#SZIi*=2+%{g#(K9<~-t5WM*2aG>JH3nq(sp&Z&fmA<kx&
zrk0jgidIfIW@aWPk(m=_n%0l^{eIWIYu&%@y$=i4VsRFn56?RL?9bl&{2lo_0c>%$
zcd`dSAOHY~AHd%az#%|JS{foPB?Ey#WMyUK<e{78H*Jzv*}6>;s-~)rP*a7&HMEU%
zH8l5V!Qpxb^!FH>AdyIQT?;hI)Y`}lY5MP%fMjK5<u}R0HgATR?t<?!{r`OZZ2^>I
zq(;F<z#vUPLJ0&`0{wjrsEg+*1^Vv-{`Ue&fF-4*Au_UZo5Ta^wg3_!FjztoEF~o=
zDIT3D{v420lG?h<#7=sf*GY&b0cuK4FO<<bSktPE?VHy&3y!=ZE4O_IOht9Kj;@}*
z0n&W`0hER1p??nBJ2*Nyd;9qM`5!ro3psWAOlVj*o){G!6B`##O1XON`i+~nC>fbq
z*>`ht^XT{4MV#W2(z5bLk8A6m)HgIfefjEjTRXR-^9`?mU~p)7<o)R9N&eKAX~9?F
zw}r(e(elrgU#n~X)&&B<|5KLu^?wTcf7GQUu1i8v5-bV%w=R%GtoR95l9bwIBE8kl
z3v!aMP1BSt13j2tSko%2Wrm$s4vy@T+pdlLynEr_(*CRL|6O5M{(n{We--wB*EI^r
zgF)h(2UY@XfhE&p#qQ`9jwG$<4|HkYFyeZaBP)_^Gx&W8eu;CSBO7vVx+?kLdB|e<
z($njyH6L3mWcUl5cW~AenYm$6q@pEN!yK?KA9=Gh<1|fdo$@7Sb|5RZwRHaEyb39J
zlP`!CNMv?-bs&i;#b##>?rLo4-9)C(Np3y1Q#um8p+8Q_fUb`>dDhE;gratXtj?by
zY44i)>61Y=F+C;Ff-tZoJW;<osw&yt0rxx-owp}8bK?A{4=uOkUS4F8=H*Z3GL0}G
zf`FABSW$rzZ|ssEHa*bstth%h*-vBtR7#4UZWc0B#irr@aL7MJ6XfyCv;@<=$;;e2
z)a(0|`T6spqMea3Ou{g9wKu^OD3V_hI+`@-OHNnrA3IZ#<C8?};mF<JR`fda3l=jG
zRXQ2;RTdIU@Xq6dA<+Ik36Fr1?t8lLzgkNLY(be@c9@V64qrSgXVRn<>o%JT$g8S@
zZYq|pjE)x{xpl^-%OAXCeU`Pp>TQ(|nty@o&sSMA^~l<HXw}=#aoFOZo6hnFM!Kkc
zI^Zo;9!qq@%RkzEHAD&Z7a;!ymdmT&)odg0O!=@keZ6cPFVK*eyYAm%0r*Accb(j1
z#(wk{NIj+gol-|H3;7Em`u+k>4Mt$qg`9b<_KF3QmsyG7QjX|~Lpp7q5%DF-Zn|DH
zDZMqG*-2V>goAr6eEXcow`TH65!mcgD#!f!Rc{&^Q~aaNSaqa_;KWcE;P)VTjY8KV
zU3XDFy6iPP1e&Wd^(RW+J^!$d$uFLuq}fOjdl*1&C<<I=DQ0vW;2x$OB26><gA9QJ
z(Q^*HUTGe#SPI~tAMT-(@&m>0C1Zg0Fl+2(Wt67`ftd@1E10;{3wxS(u?`Ag&?4-q
zhpk{}(At6!1FU%stZ?hVFOV@T@Fxf~h;(Wrtg~$|0R9A3g#>PfPm`rBILp(NKojl~
zOOoHnlBb2E8`jHS(e!|cNPSS(K6e5g(!jE7LF?J#ESK!y3mDlRTwoR}$O{9qP%CYL
zD%4(2R^w%kQ>ST(rCZnq9^F*J3`R(+-QL1=2JBJxx(^?a{KmgLP3gK2@ML7?0Ob`L
z16wzI`>yDF`pg%vUwPUUe`pFGb)LcQ1TL>uM|?w0iYh1M7z=X&uot(~axY%X9Q}Oi
zt0KoKx-OR*Gv|9>t1FO1e@x8Qr40<vC!MPMJ(vEEg1ZdjedWEejiSr}%JAse#E_d%
znxEMfe<Yu__K)r2TeWY?4-sCS=7;VxR9}P<W%-=QSHu{nj=&wMxEhEv`FXHo%g;79
ziK!^%L8s#*FB42R9&LTiP<;7-N^U6)@+?J77guxG3P-f#%ujdif_)|)U9xeSQm;Ce
z|Bw~CHgu_~6+P4Q&fvWs;=07$C5=e6W=Qj~TIzN<q2D|Z)*AGhZ(ea0Ax)qN-j@D$
zZu&@LL<c&@{BYet#qz1x6(Pl>2e)R00LBQ^CC4$M`y7v*MfK@?udH?y=eL>)@Augr
zgt7K~cXScjKZvpjM#onhR4!WyF{0Ef@d%S=n^#^u{=^9RgL61+HBpT)ZhE!#MbPC9
z6*c9h5iY6Z@eRLgscJ{H!5MB&(=`Dh(C(?rW-g11#!e6J%M|72H*En4{Ul$(RJhH4
zIZ~D(LdR#%7^xhI(*-EL%7m97WRDxBDXM+5aYK*Q^Wy6*`41rH5Q3rmXRm9_c65|-
z&Vjq*zZ#gojoy`7!U@%RqqFr%0v*e>&akN1a&^-UFru#PJalWuvmNp#^sj7Z-^7u}
z2HDEyU0Q0VL&kGrHKuDXB14nSUP9YOhVakZN8-#YOS|u8n%)T;@F$x(bvq#c0_KFw
zPrvXw2F67b3Q4tOUm8YvzuL=CkRt>PeL^jkCl=uD41`R>%;EAFlzNpB=fuI4T$4K^
znrU6hKI&!Vt)@;oc`3Bok<7g+%4`kd2L44(w>xI7U)3!I&L1r_yYRb7k<@;!Z#y|K
zS9`5j?#B<e!}3X?dlamKYlA5|(cUnAS(X0buJ=k<XM^uItRsMy<>DLKA=ad!s_r}Y
z?3wyXgmtUc^$Hd3k(heCFzU41Z?0|Kox^dNIi9GV&yGb1@vcFRm8V!gLiH#+nHpW|
zafNT-^>?02p;Enn#&+3vTxy;3)_!~Y(4$<w`XR3l&uZuVs$nphDeBxitnPuo0crH2
zTdLWrpH8*8@*uh#cX@j{d0082-dr^BTrw^?X+KIe4xj|{IcO)f!$(sP7JN$Vp${B$
zQYi8>*F9_(r9t9uS_Fa1cWTp+U;3k&w!(*QxA_a)(TV#Ds0OM0@fnp}W?L_{fh7{6
zp|7|>`tL1ZUAw0G^%O`yS&OJHm>5^FKc|zoaa54tE)_5mDEXvP)Cos~b^Zl3X|gOZ
zMOMT{<g!8<+kky_Fmx(3g|UR;*8zHSZR+^|k(crnVlx0VMHQ)$czlMaNbt}`B;(Da
z)!rz<c~K{mLDc1<lGrXVjnOM1U%&w)n`?N~AR;Dt$=Os2pqOQ1WT`9cYJ5O2x!?pZ
zSpvlo2r=!JJOndKCeWrf`ezY}``Lx+2@==K3TZZi-~h9^gUc*Myo~xCK$40*lk-hV
z*BOu|xKHsCf*G47YnuK7Yh_6#OKgY*Ys1phv})#55S-3c8<{`r{CVZBb>dl6O0psZ
zUD5gODPsCaW$x;YHPf`Xa(TO-%53AV=Y%y;<@9LLQtLNjz!5QQp)Ovd)nj;N24;R2
z8iGj~mOe4>m!z$JmV8tnkJ1I#nXfD6F<#J`<>Iw!R4VVa-cCu!Rgf96vquk%?0|q(
zR{j^c0?uhG;Ft4WTeK(Qlfj)6OStVXzBwwt-P|=Y@m@EATWs*<=21nRGWd^fL)^<f
zMvkq^)h=KU`h8T5_m|?g<<chOS!p0-C}b$l@bl)xO_xd+u+uRHZ&vYai?QECZrza>
zls3JRoe-I@QcZt75Uu@QbcBRwY}Kt#)dpm%;)d~*vheK+2?>K^BIUW$B410~kDi@7
zeFw@ew5AK`7DBt<jdKomnd8s8ckQH<m`$yhKvoA!H1ylB5yu}314eEwvhgO*qyo~+
zQiR@xJs-JfH_cEL)XWg)<uY7uq1<&@3}Loce*FcmzMO;nIXU|mU~ApKHy@C~w|b|(
zdgH|(Dvh#GW3;TWhVQdxe_xnl><=&gXx5EySBMi86NOyfv&xXj$H&UF&s3P#zHQN<
zjSVhQX@ffp1T#LYe~Ns!IQ1^C_22!(FrM{`(*i>$4s1&=cv*XAXP)I)arA4c9g*p6
z{x@e)Xg7R7Mf@J)X0)OCuIyZyf%;xQ<uX*~k)iCvyJJo~QK9}&SsS9=eOBUGVqq=U
z^Q7kKx#{ieZs)>>4wyJU2;OD4{1=!Rj*-q9=&$L#T>+8KL@uA%@7RY@;eHOd%I!LL
zO)|4p?QG=&a6s`nYRUlf%`p4OxP{$m15%{nWA!eb2a!QOA=~Xk(n(})V3<$Zy!2%y
zzlC<f@^o^^gCF@)5s_+5UraOZwtBldo<8x}dZj|3O~NW=xAX*x5{!Rd+k?_jN^MWu
zrBj9aA!TlFA08Q{kZ5$UFS8{u@muca4itQ-g*vNS*cJ-w$!&@5;e`5S9#h4ZGN<Nk
z+R*WHqt&=C#gby!_j&T@Syr-!ZD4lU#o}=-iIe<qhL?7$Ea~*oG%GD|jb$<EPnbY^
z!m!B~z3eO+`fOPv8QTimbL}rcRcd)~jyi@=kgfJm-dRgHsh0WBe*XeZ|JTKqftNN6
zg2$0ZBtI`U(I4rf_r}!cFJS3Io{Da13**YzZjc_8B}<!#s@N$WejV8f=djzcgqFhE
z)%bRcm8xAs`7}fJx7yiL#Esy8wrf;^c9vEI!F>oi?*^LfH%GM{J@PX0Sp%CAF_Xf}
z>s>C<o0=}|%#g5*41X{55<n=i&|6`dT2D6bvRE$u(E>w<gDh-BNBq>7mVdJHmnau&
zkj+wn<Wjr7*)sA1T3T=R6S5sh<v=Lz1JP=wumUgV1Z*e-#hIdoiIKkut{OnF(~tvX
z=SFj=@=3_?0X9tpG=+$P3^nUAGMTB{zrX?)hsPt~A~sV5<XiUNz*(@-W<%sn17|XI
zhsd9(>2^>cB5aQ8MFCg<!KF7iQ%Lt-W&x=r5NgJ$bB=+fxk-SyNH%jLvCNF(@dcy6
zMFx55p~JRpL5H<p-tc*mYU}LL6b5Swk<O0r(C#HA^nKE;laLRg9O{Q6n&UVVYk!bH
z%#6z~Z^CF!<|tVj#aiaq>8pD=F-KSc+*8bzXLyU!wj342dzKWO;eE;~M3<M(7}&A5
zPJ*ve#8r;L5?jj^-Xm6L{70zj98YU`X3;`hyalZf{k=YZTTjY4Lo*F#Hb=*%`#_TN
zKl7#$5MIN=<*f%^uJ57u792n~3op=)KgXSa@aaGa--Y-tZ*Lp+4~Y6Abx~iyY@RV%
z2Sp}jm$rna(3Ue3mOL1U1o|Su3UNnME1xkq697w9{wL*&{E~lV&krKy%k^pA2;F?I
z29S6*QgV?E44uw8R<w6Sbx1OVStmLgZFFP_VPwhq@@8LPw%_MmhQi><o4(f64TF@7
zV{=3tAHR6;V@E4bkpElxON4ZPW@eWqtVcIB#B2ZYZW3)UX4Is`V$DDGdeOH*uh5#C
zrDgq3jb7dhQPwXe(@YN=#ZNvjH+aMC>ijqs$e6qmE?X3=OdJ*-Qj+W;bDeM5i8Nx7
zj<NgA+AL9jf?^S8-@W!}{B)yaAlu$)*G+KmGE@+>EmKsYCkM>5l-FZtUAIvd@!i}i
zciqBurOennb36Lo|08ZECJtR#Xj>5cvFjQB^VH#ReDv|DD9)(}6-hxjWX3Jnsa4$_
zk1<7Cw3*~gYw?;-(GKc#b`ylI?UV5;%DW)i%)y-i$a-qcFWufdSffKDgr4VLU!qd{
z;7BIZq|NneO($1**a_}?6uR(0=9~Wc;80sVK(8ogZb8_Et7+LPNO@e%$Jy(@yFPl0
zwAIh{PxA?yJ!~1iY<?I585<m&nG58Y7k(KWt9d~RVWhS{GLQ3RDM07c7H~H~<4(5M
zOnnuV<W14Sfg9FvCytF%aU@K)-VS3;p%Wg(f+8B{+&;`w=Eu%`PjLDea1rO8G>4Da
z87Z~%ve`k*`)$e6R(*2fiZfI3QIZSe^uYNOA9Z9Gmxk`bS}tcFWc1T8DjWKJDK9MM
zjvMGd-v03pDvN#ojL^R@W`>#VW@ieIUa9ch7+RKYR!u-eA9v}Dm<S28m}&DIKz@iH
zc=WPNLtr>wS@yf3o#<`c`TG_6S2^MK*qd!x2<o(}l{?R(#NcOJV6&az6v+2w0Ul3x
z2+kjDFDDKa!?99582ypX@_+X0sUJYH)yk~AZ}3X58wil!d2%?}ApMt_%__652REej
zP(_d-DxV^C@)c(vDQw0bQ)DRTq?tBP>SOTw0l`3$Pn6J!X+qZny{bp16t0PixR<>8
zIe?Kn!D&3F7g3x46;PRRVdl<_QW+#{h;9mIQ-77@+L^R9Rd3n=5L!|#Zrub0?P($o
zx>*mD)Yt{lh32)JVUPg3S|{r_(TTyV-A0kzy9>si=S)SjPJXJ|#SP$z)QFBmTG$pg
zYYu}9ZQy{J1At<{0!C%d5iP@658LuA*+!J_w9HDynb9B~B)~g=fIthgfK3I{^1p)q
zol2Ej9F$$UUb=<UHxQgMY{Ay10|CF~T$RX_6A!|48NEP!mzqb(Q0k@L_*o1vK^!Mj
zquCTss|8HT6Zf!gMOR*ii38*X6i8Bb|5EQn9<7>^XA*qW9=*;S;?TWuV|Qqv$<mO`
z?fBnO<wt+FL{}S{jOy0io!iAL7*mi6&15D|))s6yjJHFady*O;OAq#(cuk|)zU-`O
z$RfHowDeRtoKs}T%z6h<YqaHfwynkm3zW;R-6IWkM2e`1g`v6wK|!Yq@Nb$e?$H-b
z)MbU(vDApgHQx^=i-b=P@Yii)FzWeX!kat)0>ei<Z|5I|hGPRBMt(mx>hNUm$kZT>
zJ$~&oW<$@WvAU{6S*9qJ!D!?}s(gZh7rMOi=5I{H|3nAJXfyFtHZe$b!DKL?<WvI8
z0B`(k`^Qa@uNJBtp_1Je=Fa10+0wOF_;CLVN9{Y`O>+mId8*O$9ah_P2yJSO$}?k2
zQnuekE2U?Gq#R==%O7u#FqWx2>)wYf*;!K>8)Z#Webi{6V4vW#E7FM%emLV7f?%Ec
zlg;-_|JHlw+U4cbsV72??#NWQL+^W*WuQEz!0<y}JC(H-TB`hIDF0)sJ>y)e$1jD;
zll9Nlmlgg4pnWabT<Si>jYFRv{soxneF2$cwGnW`Q+%-G^u6H+7T*rrN>W2CiZ6|9
z>PnD>yWV<a0jYAR-5(hVn#Dc@HT)j09hTpzA#v6*ufy(|#aDFsDZ!YJv&^oW0(dCL
z1>u~EpD7{?YBE6jFmrUKq>-%k1BmkGk=Mx+OCI$o^P&??q5G2iQ&Hfm<E~1XJ`*T7
zr6FaZ+MUVG^N&0Y&z$KW&)c=CaM=BoQVJ6ijBgt8)sCrB%D^$YTDx9N5t!MC@xQ=O
zQQl)Sb<%}+a9!LZ+~ZN&t2hy|DdY;#83Xw+<I?(FO8d$b79gzg+G_Wyg^{Absm@ym
z&VO|ofe+kXA<uM~-{_okPt~T%eY_C-6Uk4UeO7!Jce@bI#51%|qKdvW!{>LoQrHMt
z?m5-8%qy7o@GYkzP$kN`C3ZMQ`|**Dxf5>+H<A5}WWqhvvky^ywTk!InWW4)o4L?L
ztTVYIA#egEFps4efSn`<NQXN(>)|9{W_f+09QxI}i?rY}5LI+P8E)d#JFoYX%eS*$
z;E`nqcz>V@jmXd{K%?i2dz;40VPM~|i2XzlGJZGr>P&ytK4@-hcNiZDG;&@0R<6O=
zFkK{&H=VWA<17o!?U<tg#wIDN{WUGnyy+C`bn*`J5Sh_Ox4EI23`NAVwa{hHMa`=$
zyWX`vy4Ny`l#T%qd7Ku0^RDH>gkA};nAz=tw~S(=CX;t8vKHf5LD8M}$&gFfsnBK}
z!kkM#9dH$-xXd{;Yrtb!Qa{Aamy!GBDxJ7ip@Vw91T>m8Z^4GCmBm3gfG*r?4O>tG
z4f#L;Oxob2zBR8QGDyHNvY0rNQ^;S%N+gzoY*mx27TkW8#1!fHKf7!sjg}Sqq-C%K
zbyhx^*D&#OZnrnEL+3w^%v`D6ru<x3j#_P)TB-PM6KKG2`aPyz6~W)tJxN=Ku0p>|
z?f%qp(=6R5!mj(WyzlS1&(;g8e#9+Sp~|gPztZ%<tFa}KX9G|Fu&Fcecq!5;tkZB?
zH%E8yS0^77%pcA6;A`G6WF*-?n!_wTBrR73$Onm5D(`*1wb040iih1vb-p_V-hH{f
zKI&!-Z1-7Jq>;oL{oCFUCCvRNZ@w=1M1DU>D|@RD_$Bp{Ph@^+JiPxgy~=DV%|oJj
zbP%dB74H+i)TJq_Ehjs%FyniFciz1^%Mhykbb)-LNkL(CzSBTy4)Ie=iTlRwCw<9<
z<sFjD+5wP{!br*V^ZQv)&HJg$GF|=suQfu)b95Jq;9!RkoSCV`POwTTMjN5u{po-P
zPtRf%(-je{TR41BHA9mRfSA83c0MW7fb)mwDPf3`4f^#T0s0dQ<4vTcM`)6#+1wc&
zw-*ESs;ze~{p^x|H^;^0o7N=1?TW8|W;q)&kOX;hDKxI39l7!s=u7YOT9*&LbdhAj
z{Ym@_eC_yJDQM8TGNr(tFILt*-R^*oiD5z@WypMoQZ-aHo(tC0z35FAdOeg(z2Im)
z@W2knbr<&!`tW%-oLSn9SXa<2)%Pah7p=iuf*GgwG_%V?!ED1Vs^0>y^ieU7(4*3g
zcexa_t=r1S|5QA?R5C)!@_o1T7DkeC`0weMmCZ-&&^K)Ag7rP~3$J^?Rm-+DaDQ|=
zlvS8ag_!(a2+TiFC>XG3m+f-U{W9k>-EyZzRHn^<y3PS4nyvE{C*R44N(G4P5-#eD
zKAw2ta-7q*%?GAYowGwlmz!QMbZK;>lj^2A@ubeL8Y(Rx>8{ayb?1PIZEY}4P~)~0
zPU`N%+Q};=uWh`z(7kWIy1z1^@>p<?<H(Uncm10`97kW=GOt=TbE?JLG33dVI(X&I
zFnj(Be9w(8l!}MIKV(VTBt@jYL7FY<Hc0=0x8L!`=uqef&d#jNloVR_@!i=W?E|&}
zl#|&vtP~O}PSFCfvSQ>z*cznPBUjZE?oQvM^u7<fs-{n9594z5pa8oB?;2XQkB`wB
zPrD{`5^-i`4jappmWw!iI4x`zBb``AVEzTNHQ3@M>C!SsanJv1ofrn7!~Xcl1)5+|
zED$1bt8>chPaI21D7v3oEryjA83;59?&T1811b|3$131JkXb-1k|k%d+Q;w&EzdgO
zY@I#hW-u~(8gxZ`pzSLpa3jU#6GxInbAwMHL_q9}vm;8SSX82qLUl=Op?D1?Cm?DS
zn!^Byn%=iCNS&Gt6e!8;meQDUN1L=Au=r+zxu&Mqy3DSJEOFK!W26afkOF6nDaq5W
zTMsnSZYkEfucRT`scXHvTBi7`eFZpI`DM-zDF9M$?Fk_`xQn?9VKiA`6(ttTqgaSA
zIEeyyIy8u9uVT?DbYYS_9b>r5><rYOC?ca@?TMC&HOS>8hlp5Rf18rhPpMJb7+Le(
zVU?G=HaPNP(8w~l#{K&oy%r1q6g64?q2%3cH<9cY-{X}^ax1iJx47?#4gU!}GfDs9
z{|x*#fI1WowvE*$`Edkmm6SKyRJFmWGn+oSiXtwK={&hO9we{SI$6?a<&7%c>oI3G
zY>w{KNWhk?OB)ol*(VUY?F~&uNx$g*k+QZu$~kdFy;0&^pl@^>Gh4Unwq?NHJ$Za!
z*dC&GI5gZiKITKJH_jO{)J)y19_n)Z{nX^QrGc2Q=J)VSldt%zsh!$e4F+GGH!m<e
zFNttkt~8T-_K&c|`$f}16YZ;Mi4_M&t%K-g5+W59o9r^xY>a}f0rhDrvT-UrwIXa$
zv0brluMY8phyzpp!9;~<v5FmIQg}rtnFh5ttfS2tAJZluw1*I8MdnBY))jxrpEF+V
z$@%QEIm#m_yhcS=RBh1I<DuwrEcFZYA!_o`#namSp<1I8Z&Mi{QKkRxv57y~lfedO
zLxxJWknPSf7Q8Lm!$Wp@o_@Mqe0S$ldD4(fA2Wa6@Q;I4&u@tBzuM8o7IwkTalW;%
z=RalXe!|Vqz{L6(N%bs|))YP4hMJmE>N1;FLA88!ODLhg-?``{nV^U}Ym1r+DGvV*
zSZGl$#G!<K)T!4hT(C`XF~(idImM!rPadi~)Tt4w+-ycKRPHfV$OFUsKdTwr+u~?~
zjZm$x_+v3(AiXW@xu*Kd@Yg6|+fgcEsQi##4<wWKK<f_U=WO7$y{Y>jd`XMUMJv|%
z(WMr1`I~9?D{Ip~U#iy~`B}b{IrSWE=wFj{%vGR1hp_4=FxklJJFg3Hri6ioz>u-!
zw5#%$odZisprJM|vf=P_$5R(%In;dCDKA~L6DRe@0u_5Kwa}!!yC7d_ePlBG=Av*L
zRkiO&XzvTa+V6^dROQGKd4fMbG6C*?T<iLy(;Ydns19ZAn?=&2Ag*Q}y!>HC@P(!W
zc(-qYe)LQf5!a^TeeUXIgNv{>C)CF0X?FYOusfN((h1(rYxAG>xq>M+*J%wL4Mh@0
ztp};Z6y;mA>toPjWQmd{4^eQyp?>u$IG>s2wdyG`zgZU=N*hoGPVguwR*2Y;lI^z8
z$x1?!yf6@T911O^SJY+<{mEV^T9eS5B2s|Z0p6*VHi;C>m7Ho=ky_aL3spehK}`WA
zVyg)4#2khp&s&&rqKywA24u`;9Ol>h+8`x?XeqD+O6ZiadEaNcLZp?agb3az;_@8^
z<lNb1tb^&P)pfurPemkw4xpfoYGr7%!@yq2B|8+SO+w*$RwyDXmaW0e0vcDiyi5o(
zR60kjXeUoGh|Ufct&?e~m~hPcSCBq|;>zfMx+KKNc1~o3b^OqS)IgO|`WIPJ?Fta*
zKsHB%&m3rex>DpKzeEi#|EBn8ta_!qj~h66ueAQ6Gj?Psqp6SazGC5WMZiLv7nleb
zh%QI?d082J*Pjv<q4v6~d5|s+_^NCP1WoxJwM`S^>O)s-7(@075rkCI!jj@01XFS1
z^lgvj`^8T?Iz{C_n>^?>#0->h&N*iuR{j@IhROnwq_x5AsqdP6!KwJC?ul+rr=>5*
z7b!k4ypC)x%COS)&e%(jD0TD+;n>a>o#5RwJbx(g<7&v)xS!KGW!RWK0!EU#)2FU9
zaIbIP3H;s8@;*be(E8>}%kh?(Hdm;=D9taGcz4W%??Ox0VTtpp>Da`xUyW<CEyEEy
znkBXOf(2hVvyL|TU(qJVH|Lr>z}H(nG+8!BawT$aPe*BKjW!y(w~InzY|LK;5ouyp
z5>bL`*}$7qXCZaF2U@kjCCdEa{PdaLYt-MuNXNY*0mt`R<VUkE^O2?-+Dd*WcWy&X
z4X5f8t@4FO&J{^%1hd~t!3o&?Dm0V&@xq)3VEL#vnb4AT8H<Iwxf84ZgA*r`XX@Ky
z^ThVXt^Z*xWz0#G>*jR;-R6*Okf0vYS#lT41=do$n6IuFezJbjes?S}DXZ7cq7~e{
z4=&!T?UwW`aJ6UJu%wU_@7Hl3G7OZKBKI%(X&$NvqJLJE<@%^ZkbTv)EV#&n%H57S
z8DFl?=T6Ac$Iji{cEyQrP6%Asnk0<eVrncEe)J!m##=HSdqBzuk$R=}rVi#c?Br<4
zke4OzF3Zi~91eBgeYC^-I&ALvNlY?4$j^6->8dTLhE;9KldLzI5bPlh*_V&_;-0Jq
zx%!*CsAxg7|M*-DO2CR#+QZg{nWRH@YrLi22z^ZF<ejD^Ou(&0%l^sVY^F`tdqA?E
z4+-nq-7x<8vmMr?%|7KJ`dh#?*R}o-l^_ND=s=h06if^7yBgQ#O|kiO=lE@vcEa(j
zC#dpoXCE2!c160&qE^bKd<uJDRmYuPz8`Ht8L$|tZ_;1HIIa_M*w|Zl4u=M(Yt(cd
zKsI->;X_|;jptM&5w)NmXtG!5R4>Hherh2L6E;odEnxsS7TXK4_LM+m1@TsjI(02J
z^r=A4&|PXQG$j)QEVE153~}>N1?a;m7*IzMM?jZ^vB5L;DB&9Kw_FgAP6x5XqG$;e
zNYuNZ>?R?<#LJ;3A+Po-)(bF@2G06lKu+;91|^0MNjNj?4<aj+c7-Oos(uZI4(q`i
zJ5J_qN@0e58&H5i=w`!1$)MJ$zWyq;nsF*%(FLdxy43#E24QJgK*E9p$vulbK$kQ^
z%{pE20KC$|<9bMd`wN^gAne)~xbD@-0ziy2)On(_t(@6+y)99ksnkDpx&hebHBSlo
ztx~8E-n~`q@>e|&kqhU6nc;RKq^E|kW4$cC+XH7el<e^rc#sCNh7Y;D|JXT0@6VdO
zIhCB?ce+Q<7=OB^S*q$y-<1GH@B@cGl|)}Q3^85hP_QSe)ZsAZqVs0+8=CnkjOo0*
zz@-iMv-=8HR;sMJPg)3%zKENT7i*rmm%>Ezm%-{6Q>_s<K5>pdZGY9H+v~Ic)e0kX
z)n_<<6L*Q@@=M;=mP-A|j<K!6AJZ8jq#2@(PpzgVjSZED1Wn$Rv#R0megtnyB~?VO
zqPii?M<cgvWBAG*b$3F~xSkJmzSP{&iWQV4wH^HvY;2D%Pl$VUz};%_6n4>!Kwanx
zALU-_Y>OXJHRAm9=}=$0uV*oDkHG}UrN2&><aNS6PK?)Fx;?T{qA<J0>%b}5<LMUi
zW1=~4dlumE*-P)IhHBl`jsDiQ_~>F1Qp0wqJu&@g?2;g*peiiDQOh-G(bk|Po0<_?
z&xvcG=PL$gowL#2of5s~^JTt4U~@e~W4ozG0KrwV-a9?u%&QaR?nJ!tCZ##&zd*uH
z8oF%$a0Uv(tn=~@CLzk^O^unxO&W@;kOtvjz)kCZ$uFJ4OUGlZHpKZ8(Wxjeob{s`
z<5&m!R5}xc5DlG7A6e@!YH8mI8KuVs7Nra|_rDF<KdbRuy*)D<1zYoUP~k7IbwLkJ
z<698fj(1&DX=eSr5_N;^J%I0}YXJ|D8J$|JofzDx{L8SQ&3j4)hNxcGR~<*+ei$l0
zR=iU?$(Jp6es!KmGbDKp2&xP<U*>avP#Vvh9XxjOcS|bA7XuPhxuO73Tda2cVo2&<
z=4I9PfufH_Xv3o)Ks1tEOXK;)43b~;M|Q|L<VC}DcyRg+wQv$muiJm9QK9#1+>En>
zz$vAdHxb2>In{wa?6Ska%&T)lf8l}#2wShet~E6pfi?)kj1hl%Z`bM3sycejBGB;k
z&c`Zm4^ACYdf*XQhu;D=!c0sJY@+gc#VQidG-_*F50v4<N5c<1L0_}8(z{6>pnJ8d
zwb@y$)-VnKsVbB`o+c8CJzYzz*aKC))uoTVrXh6c!5;*D3!7~N3tcc*p=WZQ>+1p2
zIUMke6O#=Eny_9>5>M<@uP<}f<Jkz&mdkQMYA@DAiF$lE(HR0yss*m(K=Y;bbpLH}
z=yt!by&$Sc{Qr~N!_88}Nf|X^qM4JpvuKu(pA!E(jcC_H!018&1rfnMJRw>-SzbPx
zMI0r!=!jjK9W>Dv0+kmt`>WUem}asZTHhnEot)Bb;wnKNF8B)^hd~=)D=bN_z-3tI
z;8CR}C9$o<+Z|G1=hmZDz{?_ZsvzaPzlU|UhfTme-APemVj{#$(XBj9Fv+P^`-Z4X
zLPtFiiMd%fNlLFh@vC*L*uIeuCZ~6)k>tG_*Y&of@Tef}jKjKgmVC6(Q3?Wv6=|(g
zOum`8@W{#+dVn*f?k_YduuoQx^{QS8%x%YONB8$811M$d%Q38rxV+1QJo`t=@gYJF
zRPnye<N3_6UD-dncj@vTy>I-@Ml6@a5R|yME_vz1#F_SYwl`Bfq~;&F*xeF0Sv3&~
z;}GS*k)+=#yvmQEp`XQsL&e;dN{RV>NI?BPL{H6%75%KNxKJXty79)K9@uipmG{@p
zq8uUwKLqsd{CQ&q;;{Ld&#$QjT3op`k_{mTChcc4K83u1xE-Yb=&Z^l?&ILgXJO?}
z`c^g!1nyUw1D@Z$X7#wIeNd2}rnk%~3S{sKII&}&Ro?-+=0~0^k-Kb&TuC3#GVSQ;
zM#FCIVZ8vRu~REbtDjyA)!7MyO&8wrd17pDaX(&?Fz?`jTRc0^yIk7R^P(XrCMDfh
z!?j+mY&TK+UU{5-+t}f_{v5N$ue(nfDyxzDVUn<}0~I0W@Tv@d#6ViBcf#N=t(W|I
zQq_4Cjjd+%=j=3y#IuJ!@d9FwvVVpyXI+`!wsLuSLL4<PwbW1A#Q61cZumF)_vL=a
zua!$Oi^KI9+Z6%^9>m`YZc4L96`${ppNK*>!6%l)_Q2~Unq9Te<Q9g2Dku&E@10xo
zqUEaTMS8;16!F2Tc3LxBWzst%>qbC>Rwq@y+IItjek!VXX<BYIB=UWKE%cOC2f)85
z!SSLQgcTjXZy`+_uXH#|t)G{hqc|>cVvJe;1n|@8ZY>H;-cy+g5+>vp#30xh$oxPb
zJQt$(&A++e6sl+MQLD$@_=Gaoj0<X(au3jJ!@G|znLWvZ2J3b)^(LwCUKubVJMUpR
zYR-jbhIxx%$eE=uJY8URANwgx^H%9X#p{CR<JYZe1Cw>opL^`D_`-gV%whK&v+UQB
zil6gmOPt%cv*Lj)oS3P3coz|?kR{y0T|^9|R9&FLCSo4o*<0T^&3QY&CeUxca5w0k
zczOeG^^-L(1)TcrtrvJDIiatfS*v~$10jiBmjo{wsaIm9NO%}3<Hf~0TX~|z3yAJM
z(AWdb7w@nI_`rdzTmiHN7pQNEn5M!B7y#7+1+2tFJSCX6FUkE?V9BYz@nopyW!0Sz
zi1tog4gg`X%Y=t_*@%EfP7$J*CVFj@sJDU)f%lrwR#^aFh-pEGA?3IA-~m$-Zz*-Y
z2>uhrS=R$>KGDL7y+F8CFUfNk!KKGJYyz9v23U>XW6;c8x}D%ejD<L%0xen+dq4u0
zZoMt?^&~4k-L92m4X5^kAIWxGVF_fXUOAkk?hwQ6z))83zgle@tPKofiz(7nFu4m%
z?m}D@V~3La3C=E|P~4boDWStZ%c4yjyoL%J&)Gw&bWjzK%D#Evt{;>UVg)q(GkDny
zb-?VA-bsPA&l`m?AFbY4^B{$n8AivXP${&5+}2LEibV(OU3K(p3-i0q)LFrJ-9Ck2
z>!Fis5I#9@f5-xRpk;l}-LXF_Wn~Xq4Imu<`p&FSYlJ~p&qs6Ur{7j`w^zQFNFPwI
z3QVurj*>1trhbpyb|k+A)^_?}$?pAUaRulj_nUf>BjRVhK9mFqbl5TS6Cm=8|9MS$
zVvjP{{$2(4-S-M}=lnj>?oF^BTr^xB&_65WeQ{E^)s2nl5KX7k`j{gAaw+38iI@3k
ztL7yeg2&-EG@#9%J<YcsESdn$c2%1_zY5WnJ7!HQeq3E5Ijd`vofNysw+_)NCQ@Ey
zQ&WeUtbN^Y)Yxx76zutW5n>)}ZyOc*jfA!5glJduy%vv6>ojz=(#&X%qGHLh7Dn&X
z_K66C!KcwEn7QZe%!l_}uwlIh$vd79z1vHuWFDQei9l7vrA3Q5=Gvv*QZhPmu=4K6
zFmY;cssJ`F?lg=P|I;NhCmMUGMt_0ti2v}x@O78%xcYtco)^D#b0$KIff;+t%mNa6
zo{-{|r|kG~fM(cd;jmrqMvMvNoD%Yr8EO6gRhmOusI=J(&dXk6A`$-?q8ogAw{n@6
zQk8m_*W!V3<x<)sjnf(_o|ZPC?ueuxmc7qUH*VGZa;%)siN+RBbmJalaodMW0pDLg
zC@q@SW#6Q{Zw=W^>vw=T`t7EQ!}K4{0&tVlacNoCkh(MD?;L)#wp&hCsjSy92XhDq
z@^*!c-!H1H^ws<LF>Q+fq0Y=^jF;I1?HBWg*H)SB`hbNHvjPo$9!`xF@UrC7$!+HG
z(p86HYXuzSgO1D^rTVd=Xq&8=c>1^<v`K+{=h%_O2DJ?<&%58>grr>v>>988c^-e$
zciYob9kKw`H}`s96Mw|-(&@?($lJpo27Cw891nzQh|K%kM4@~CSvj^{@>#ojb(QI1
znP*wkd18+>#7b-cOFVJxG^9>3-HcGID0V&WQ3?k!5R@415vT{ua&edhuMQzErw-7G
z=X63c9rfnKV4?@6=m9-=?^dCsEV_)eHk}OUyIYAfAYxny+N&|s1tp|<W3GvFxDq*~
zd=7ktB|#g=yHCER*TF8Gbr9z<rc?1|BK87H3IY$NxPJ_HfQ%;Z(2zSMVv+i2;Wr@{
z!i38lbhxc55V%gos^iTvUH;9&jZ>M^$@(NYz+Kdo7^d3*4V_=}1W{vHea_NxEDXWf
zk{5~&`x*vvn6X=1a`|Avnj}l9EVCQf7DyRsA{SYNSeJv0^C>3XW^};)qmbCyrC!MC
z5lgKE3?G@*Aka)!$esDcBd>beS^s2<Z&Avx=I{vFqHdeohMu9cYZD5VgD%(K@_ALE
zD!MFXyY7HYX1JO2S*(Te4y{a~=e9-lDmT<i2{eAsrK_RMXI3ovXC*IRT4*Vo_aJy_
zCf^tsVCLJ(g<;1$@F(!D#8ysA4^GzbIJF%ER?bVw<j&x7PJFv_M*YPAU-%!E42rQN
zV=U>{R=_-X>a>ThO<w8Vg=zBejGvLceS#e2M9WEA{{3q&B$)$`JM7(%#sL!xLf?|C
z8t#|Cfa2K@o|k{a*QC(S<*I}zkfF{V1(WWx!DD~ssHq&13U1{CY6<eA=vK1LFSeEn
zOTse6-X!q-l*vvq{kp$+!^*HnwHs`SBqjOw`1$?ou7=DEtK0eU0r@MA%1{DX94vC3
zH2-$C^R;`&aw(=Tao-yUZy!y+J*bJ5k~gt$nHZg-tMP=p)e4c*v1n9<M%pZFD%JVc
zJ^W9L5~Cv-?mj+|K@2gv!ftYUT!}cP(tqZ<{OYKP`_-D%iI{2!ki)3E0AX6Mz30aL
zwC1HbcNJY8RjH@S%GNwl)z8mby62x?d;bDj`GSp<Pk#aXe-pni)@lAX{xH=4dwZ$-
z?4S7!r5|7Z0<G2!i}uIF0gAiNBSWm0y$@~{giTjFs04&^NG5l>{qHwox!EQiGU;xC
z_MX3GUm?OD9ov3!zbTkT4d3-4;-APn8MLeZr}Y*Y*{7od#mN}dkMPenuF;Z&bRL6^
zr*6G02TM;$^JtENpWc4$e&)Md4@r~R7kpPPta=b;upXu%RItyHDR>g9G^^3s3%fP`
zHdA^B$M<Bn{tw6HHhYqw?xg++@38g`j7<PGXob@q&qg8Yq>|fEIu2-kK#)FEX^;%e
z9^4kAc`N2gJGZ8yL21z)C^D9Y(>y-@EMbjaYINWq^R_n&&(s@}Rt#JY(%GS2by#w@
z14Od~!YmOUPj}EBXUnnWx1hh3UYj`g(p@pcZ-lxw;QoHypwaKMEK-WrH{)nin>R^a
zlN*rw8rQ8awgiawdRvmR8jINQUO)zZh7u^s6QpB6@MZP_NBA!dFmjrtVq@6ir4FV9
z{JZn+2J~8lb~6~(a+`#FdY3*5u8LyUncSiu|CA%vTV^qkMOG9mYBHx80KAytiV)7e
zAu=S%7AJk#68#mnTnxmsusr!~TxhaQRxRU94r;~~h#=7eMfu@}CAKV$V3Q#vSJgn`
zP_kls4#izOf(}4zH}D=UJb@ZfY@5=7z^uGEJNR!;Y0KVSuS7*^iqKlI;RB$h<Jelw
zYTcHen<b#J0twn>IZ&sFO$WR(;wNdFkyu)@7)+9~niR5fIb!XB@Nd5YkkZ{mI{D&K
zt*XI1@tjywq>b>#pKX%2Q#mj`s#tucM8U*S+WA8;8f}oH9WC_!Xae)Z1NIi(;bw7$
zhUsn@X#L8Px9}y8v{11PR0*i`C`)&KHMf|EDPe@dO8c*uEVE$nGvr|kL~_cjb@q@F
zZhlgWtIY7Q-FFekYua_v+V3Rr#AoAd+dCU1sX_f(M(edK_#(cmy<g==VtL(*wLz}e
ztY2ubrWp32FOs>od@W61tLK3R6{nn0-3H%p-))a8r#a+x#haoJ*C6*U&09uS<yzbf
zu3-ycy7ZA`^}Uf!)gFew@&wa6H3=^L&-EeB4jKxi;hF@k&KmhUcLCKSImq_kBOCaz
zUtnu;fccpi?Df*T{nt8$M@O&z1@`wEj6K+DlN>r;b0+Jp?xA7j&y(dFnWKf946nL0
zKASGiezcz|p!VL>N{vzc;+45{p+iOV0L)S#^w=HL`KhaZ$aUW{blZ`7s(_&oY4CaH
zSDo3i;N2~1w<=`r*%fPacDX8sobb59Dzgh%UH1*eUT7VY^K2HPy7lc^TZP9<^uK<R
z`U^}&Jo^hgO!&`iWlwO$cu??D@xK_y;%fEpw<3pUIe*3BMif8#RSLbgJ~|r^6M#}v
zD6vcXZsncnwv`*c%HI#(!!fp%Rt0zLjO&rU>vB@(2=KsWCaU<5arVPkoBO4UPCjI8
zBX=7<F+uI#>$r8IP3QgU#lUvvl0r)ov~ugDS+j3WeVy0hrDCfi*=l$8k8X9kr9aL!
z-=w@r9G@u*xYCq}-`*)CAL$$$HF-EZwJ_s_K!3AWK~3>Or#pZlx15v7E7QsGLU&yz
zL`}G3+8T^GB2n|5=r?=w%&5P-74{znvCU=b;%d%yHT1X1o0)qI_*eA1U}+JJwr}oJ
z4!+P%kvI5?z=g)@@}3r|Dc~{&u3Frf%FO<L*cq<$Y>1u|WDntc=DsP&zKO{0+qPF5
zeUG{Mz&sm<th*1ivZ0=4qvF*?v0USk#f!^XuZOd**+jO$&Ov~g!%U}bN}qA+sbNL4
zn0i3BexwO49D?))W{0wfPP5KVGZ<Nh*Sav$GB}gPl9IS$!PZjKcThpfxLfglw!za=
z96jnxlGh3L#L?_H>9oZ#&}DdUqz6(Qyi}q~B5HG?4FV{0s#k&%I55UrE(STrv(aI2
z^(p`$x-fVE(P4>YH)pROC+gCDsKS!^Ms&X19d1k#ak|BQPV9FvRpIN}=IgbJ?OV{C
zJw%d@e(X&0)DSC=wJGB?t6qu8WO3Y6?ofx=*3{clQWBV`*DVfqb*yl{S`sia_F>j?
zruuQqtV6`Meb!=(B8a(9V@WjXo4z8dg(GHggkOo_iTW)0{_8}$J;0njiX+Yfr9Uip
z1H5v7r2Qtia_b;_Uau`VT*SG4!|hT4{VcX|Y_o0NrBbH9InY@D<H9K2-54z-cI~Qh
z6dw_q<E4R^W-cFKg*U6B9I~7$=dvQ>*8J`a8>ch;!Yn4_(`N#WPA;(jr3Ca(c^H8*
zx^sf;yVc$wLa8&^cyFzgihCng8hmZ<Y%{+nKuK2|So^L%;9IO>9b8^-wk4Jj7?A2@
zdSo7clH}L+Vy*C~p3TWln=5sNt3l#m*0<B$U5~rD-)}vtle}8M`Da+NlV*ScBS`*i
z1IjVD+;&NolRX#k{-ZY&QmZuOQy9O&o`J5KR4TupvSeZ&AKc@x+5I~^k+5zMH|L3C
zrQax=@eMp=eRaC_eD7g|2X211Q7CcP`OT{@L2Mw+QmUM1;`M=&eycO&m#-77_6B`R
zXCdg`=HZbcYLFE81->kdI-)HfTP2fa7P=^=0*Ay@V7r(KoO8Z?ZMr}V#qc$+PvVqo
z#o>^a3qK~KkqsTt#4uq;F@$|-$6p}*<@d||DgTQBVoq@2(qG^m`adPo|LvI<bNl)b
zKTfP~yK#fuXiuE=n;o!9oJ)(gsXIc8kSUvRIPy|JU8ydio=YvrcC#OAdDMa1Rr_<g
z+-R8*Us6-G)ueye+Slc}{0P^%V%t0ODYYFE70)9g>=VneAD;-6H$6Nz+hM+Kq~U_y
zt{zDyI=sM$2dLxH9z@3Jj^DsYJ55DDIMZEpGdE=Pe#lbnx<L%EPX&>!)OmqGtIL1$
z@M?8H!JBN5uEx@cxBUV6jWMxJ?6h=6!9C3VyXqsO!%83Oe?1$#>KY*(o<`lz?=(ND
zfU@>a)T=-whFjg%Rze=K*hhPw4Sd`I$zHCo@;Ee}K5$-mtTd0<oTm~!;(?m;`XP^k
z`&vEnrOCFc8FanaqQ4BCT&^kE&5m@|n{%NKU4_87q=OORkq*wb`G6WNtV<##^$_N&
zg|1pznAj_n?9yY8Ua{;2t(UTGvJ^>xegZa@qnRtqqlw@#FgAG(BWLk7tfvZ$s69g#
zTZOb*FU+Q1Y|N}37aBe58U%p`=h$SO`YD#~F0Xynyq7`he~ba~Iba5l)Hh6*R7>EA
zrqdEFI06+(Z`ggx`F-wTTb_T^Q?p$gNKp}Sbdq-<m3oLy_F-ETnwU~>9wV4W6hVPt
zvU5UA8zPSdN_CZ!dC5}{)dKs5a@2%Y(>dyQ^|my2bU}tk(-4Ve?-5ym!gVs)sb$vL
zCQHUb%o6mV3gUb^yO3S|*=e|RI>(0LDUm`6R3zDTav<mi7RFc+`dyCZu-IFpW`Jav
z0SP<>zroIqX?A`M!g8C3DQL|1=(M5^#Lg*O=1Ip3)xaB+3z$x6y7m~R&8_P@w*YrG
zhOLX@2s>HQig_JEckBK7tV^G8Nq~q|d_V<Fu!CF_y0pg&-E0c-b!4gu?{pqVyk6ig
zS6L;C&ycMRg|9Ja%ahaUs%Te*cbee17L~5!_ioNd*c;S6nzn05>B2RjunxQ$&bqX(
z$K>lb=PrCZjA@B)3YD%zeT$X%*?ebWia*r!9&troee*DLu(07K@Pjl6YY#vSp0yeS
z9UnPxmJ!E^xpvDwUd8-825e0^=e(b<vPNO(47P%W$1e>zSl$^)xz;T<OoQ<&>ic^M
zxFyu49-JUrtC2?f?SGqEI`y5@K)O`UNB(-3NtGC{t1_LHOJ*bt9)}slA_kKp<*zO}
z;3q688TmE&MQ~s3)uOe*Msf@ar7Y=uAVEO&Ez+|8XxzZX^&TF5Ce{g_lsk&gBc6*A
z($}b)cf05J6tw#i?<s67%-AbdlRPachd#iEqiJ?A6CqGU3zjUTyDFGD-4vZjQC~!T
zOhf(Y`FH<^UV?Qj+!^Une?Rx1((wF*`ClL|>E?>~^y>s85>PzocFY**$<>m-uA+=Z
z|9(oPJhNWehPkbIr?kQQgnww^(%$<uY4G%+vKrk|bzENNTPiKm?H^1?cVgMYLzV<a
z0iNQH`jc%mei?V?Ie{upY8a?Nhl(&kB;xp8_X)<sADiV1e|1h~Da2W{%mrjv1yg#i
zj7eZtN{?*ogsGMLzY(=3hO?6GBM%=6d3Y~|OfKNy$Q~D@{9To2x=Fqb4<qCXSWpLo
zc_H3p@wZ%^q?`WBGF>$Y2h$)vb5^@&-`2sR(1Rb+O4~@DzdVeJAMMhjQ%;g;c@<LW
zxtZLWa$cHKTNG^XyJzEW$DXJ+dT@N3U?G&obGDIrqO#QX=&nDr3R*07NtHf-#;HS8
z<&{hv^WtSz<HRR&YuRdF+jax{L~L|v4@u08oyJp1|8Aw3HUn8~SQ{XTFmb?(15OyJ
zed>2~1JQc$eo(y7-q@l@Yo09*G@>|sUPjhWmZX|xpEJp;r`cG3fy!Hy(&*tp0kFeE
z!FY;;njWAd4utBVSO-a1W-TL%Gy4ZAZ<D1^n>(4p%T1nAjVMkP=f|b@c{t--PkHKZ
z-G|c$l@Ktp_6~d(r#52=W6S>J&Z3n$N5vWOL<C|uS`%{)35Bd^b{(8R6)$L-iG5<J
z#a!yk%xh}#tb@z&1$%u+z%r+k>#hetD4u4Ho2{yVSE<f{S2A+y3t1VPo@j2hJmnX5
zFTDHgLD3%p{bhPGgg*7!BfXe5W^Hl*2>m-_V!Fb?Lf#!Ov1+XvydNZ>Ph`jMkG0Qm
z?Au|xZ>Z?nV~xs>uTg6FjS^D@L%eUmRHi8d>if3!k$CsFqj<8#=PctS{Ye&*l0Ohx
zKlqyT5=e<A<71dKQZ#*!`><qNzZes0bNi&YYge2mAIE~)4c&=1Qx_|TAaLsNoz!1_
z--4c;dNQ))q@9X?OsIzdOoOThM9{3?1wu;g5~Vw5{>Zn>Dk?q0@I({e&Ykl~a~xMp
zXY0Cw1dtYyXcBlX)n1#DXzBam@W)P+O8L#aleD}l$1Qpw2jTI!L<Rh}sT3KrXDR=O
zr?-D+`v3p`=X53U6bj8rk<*GfYr~x8H0S4y5DFuiIi1K^sx@;m#LP+A%()arB~&xY
zS;Leh=W8VA$yt3LulMITzJGzk54$~XCztEx&MJ9@N_&;6$D9(1XO~w6Mbt!~YDPkY
z^7Wredc!4jGHa9&k!t=56H}WtQsaF1<wnJbNN+}DNU#a@`OqPR>VD?uAf0>~CZ!*>
z4DXSwJEna);<%#3+-R`l>!~Q2Ev&J@vu?|JmlrePdhSnr))gHrZWzA`fNWL6wku7+
zd8)=nJ&ldDRrv+gTee`}7UndWGFF-&$i*uFn*GkiW9-MdBqUZ?L|&|H7ryMoH{w5#
z;s4t$maSsSB(5|q{RaOZn(2Fv^bhpf=wiZ`+pG5Hgk6Te>(oYm_#MNL=3=ka#o<3Q
zvK^in-9f%;_ngMT&&}g&HgZV2jDUqauQzE5yo3tEYd5<V&2L|OA|SD|5>-hhAurGh
zEc{JO@4l*Hr-TA7uM|4@_-1k1AGD{dUbP^X75jy0h`mioD|<XouoNqBQXw!xi`hCC
z^S*8#8!b;3NKRXXmVKZZD9Q6b9(1(3e&s$$Zn;xlx~Bh?A2;nqQj1#?J{R0>C$>gU
zz2?NQ-EceJU_18m$_BUPAa;aVs$1k^*V?t@sddHF|5Tu)_)WW48O}}3xHr_79=DWE
zPzTRb6xx?g%+I)_kx7l3vkUx{A^t&rPt}ASQ7S#Et&r^o3PxdAvw@*7+G;dHL)4Uf
zci*fn_y<}P<+#Y+FVXrdB|BjK7*C#Jx>w3!Y%Jm_6)hmp?x*D?3rn#eZIE*;hlF&X
zYMkI<5nCkb>Th7>ps4Z#W#FfuEa3fVJU3bB8z+8{%7dUwtk?q7!V57cV}1u47dwuP
z^&F7um(c#X#v&=Nu#$z+F_uW55coo&&<gz&&kMyA5|p70H2>3<Jni5oVxabF!?piS
z0bAv!&P?ZpLVg$(OtjmtHkUi`gz`A=cO}=?NxXl`7;rk2GqOSIkxaJA!7`u<BVBVP
z`+cXcz&Rt0pe$BKPY(IkL;^vHB;Rrh2#C~50?R+r;eMb8VY5;Il#|BG4B|PRHsr{Y
zC0)hoR?*wA0S>`j=wBh`iZIS4AVwnIcyC=;e9*?&neXNzcw0I#w1k+i!wx8^!@_ia
z<!|gbtH~s4+4)ce_n41*!i2Ww;WC-`UDu&Ito-CN+cDhF#ImOXaG#qx@4spJlFoWG
z=xbH5hqjXkvw$|K=y#*%#(P<8X`Do5AR&akWSu5quDwMQak8029<R=;YxszJ^`tlJ
zS7F)?>!#ckK^R_p^ppm9Tjwwvu0Z(GD0=ezbrQn%Y#2!)P0>yAbln732As{R8BbXd
zGC>IIpr(#>Ksmdg9R8eD1&TzX^|us`<8y<)EdU0He4m!)sEc&u4;={pW&YLb^An}Y
z1Xk%}5xZ5Kug=^Bk+?W0F?nbzwxRXBYrr|rJ5Q`2{#AW@-=%B%m^VxlYntJ)XOblv
zP){+pXm&auYtMR>gJiad4YJ>IayI*K(3nj+<+{*@I&(e;0raQ(WvE`5+ou`f(_4)C
zu%0`<!SK3FRr8B;tjgI_y@p>JrIa^U%5z2MMY0i1t~Yu_*VQbn1_tc;^;l5>+kZQ^
z>iyd{FaA9qW^B>r5+uDS0sh61sBR*JE>5pjEY#exh0$f5E`5cSr@0%KN5K}#q-K}w
z1gttG#TBkbg6&5&r4YhXi~m4$ubA5$`u~j#uHO%dWr=+|rjhg>I7&!4`JO9!H6#1j
zFpazZ;>=aQLp?qHUT<1cO+_SN0>F?VK>bg@4J;nX5vK@=xNdeX`}$ssy49ieO!Iu*
zjOJn28-^nRJpVxTE)x;_s%`#^(viz@uR^@>vr1o?g_zRUt`tJtp!ji{HT*x2%|cbQ
z(?sNIl4A_XvS$FqXi+Wsrss0R&re`B=lik4Hq$lSXfi=H<b>qOm!mP?TDf6^$i7FJ
z;ln+b;9o!UxSx9Vpg{=4);6|;OTss6a{@P)f2ckZo3BxfMCn1DS)d~5XuaNt<CDfN
zIp164^^&c906v7{V^*8ZA5#|QK^2Iw`E5`=;830SJL1`lrkT)4Qw1acy3&voQ`zk)
zXm=F;Q~^E^8b=SmHZYlSW6Y(rB~s{=6T^lYJu=f^k|KbesWcMREnEGhm{<*D;BME;
zt$0cBtH5M4&nd>2Urn<_`mU=O=7D&C^e8h(`+DJ#KaL0$edf?9C{Euov1$M~{A2ph
zs4Nh(VdW+k@fD4*^5{zLO^NadWe!kPPQc4$lpzqOAxEw;AXQl!EP+tr`VAyFA)kiD
zirA~vWn(^>Hp+fTNb;M~yyz9{eU8KF<o_aqIY7Z0;xZNhw<!6dG%@BH0zThV^qfjn
zK(BE;T;s`B3wR8x@Xjw~Y2`s}An0X6mxiyHD|fCKr!%zMf3UR$hk%}@|CBb5@e$$@
zlkj>-SUVbC&hrKU9`u;9SjR+Q`KUi!eV9%14v_3t=1OoHBW_X@Rxy`Iyvj=~eC`C!
zc7vHR$Vw4!?Ae3&V{)6uCpP(C>i^sU<JbzI?!T=%^ViS!V`VD&u1HQ|g=gq`hb@Hr
zC!amJl%x~w53SlnEOlmDTQ4RE2`IOw8`QKRLj60l>kv!FMv^uR{!>GBrKl&XjdXt4
z5)yRYK0?6{0ZUzD{^GIrgy0R{@>wMVXJYBdBxR^u9ZSU?{3q3F&(&L3TVy;jx97pH
z+jvGlR&O<LXYrW2?!H@Oo55(Ycj7(vim2N}Or!3bPx@6Wr&a?7-r_~vgWw?YsHf=m
zgj?;S{HbiH+oeCYH~`EJ5GCeZx+$}Bw?)u$gw!4?VGfqIw3$zjFB+M@=06t@3=%-^
zcr3B*^>!Z`2+4(+D~OVql)5{1-qn$NMUDZ84d?f-!~`*uwcVB07fR!60n)}opsc03
z|1-1&QDW#bJ0j?J{mIrF#}uz`VB}lYvw6}ch7TnOEI3)3KfR8=0J2!&U8$P<7*E}}
z30OnMcT~B;*nkTV$7zE-;HeTXK72ZWyg~PEg&pmoJEvd2H6?2^ZX|Wu_lU0FUIpRX
zqC<DZz05aT$`JoIk7Wf6QMX08QbXbZ0v0mc4);)!UhIVwGL*=p_lPi1WSowaAUg)O
zj4U`lV=*ukUx%{knaqP1eZQrAk1=y3)fNBch0?+1<A#0RdyGa0@@+=#?H?iLx1J*=
zp9OW?%{qHF9&f22lH(D6Qr`@cg`ypnK~2prxi@HN#3^j}UcZ%v(ThB^kK)MzzR9(s
z)l+521_v<NCEFOpCK9w9pC9h+(NP(&uKJwTEj;Tz8lzVoF6WYp%|a<iLZ-5?8hU<s
zS)}!$aSOdMu`JUwm%#|s@%d!f65T;*Ouk8n=Rf$$W&Evk&kQhRw<_#5e5>Y3MB<**
z3)yd+!TJ!pgzjkBmsgzH;NEC=AcT8trJD&`s6OQntRpXfO5>8thD4ukhiw|Xcy`Wc
zvP)jv=H^yLg9cv~Sll9<CjL@`uyF1B<mpCZsK6%2HT=z5?doigFZCMGTDTeV!Ztb9
zmrA>dlFMEa_u!}TXp6Z2o%5YHCh>dD{>dj=lmI<O#zO!s#yNEdivb4!!L^>p51&vF
z!CY|_Epk-t_ewr05td?Dr_x|9C~!C=5;iL~%XxAvweJFhd`2NSTp0*q38O%R)5iQp
zGRkzw43JfS^Sxdg!BLiJ?(}_2Q0|u~2TcKo4^~>Im?QTZ&UVcP*n;G9bM-4J44ou9
z11b)l#b5)HRv8uIDA!ZIu|=IB@@^O(A#;@mOYcx1r6HC8b+uhVqe?Q6{E-eQf5F*$
zSsl40o7(~aV3lIckmkhA0XCz9kZ+87AdOnpTh1rZJ6I37o*h6?anL^Gh#n`jtAKr)
zD~xP-c??I|cPJA3iJXMrVqD0*LI)})SFoD_n|Z0fvc;R=0av{Bd?%&Tz=K#6-Y)E-
z{<%9noD9<H57um8>R+!$&h?XHYd?O<>Ok)720c?S<Q9LMtznMxyn5vcXy)nkKaf{e
zct&$wq>|xG`&rSJi)jCct^L3*2`~t(SarA0_DEUITWAg8eCxF#*B^QbX3XQdJ=z2N
zj=U^4+=`j*&1RQx)u6dfoy&S1$3U$%MI)#_t_hx~q=7Q6^WBG^pRUQ@8L+#eHvcYJ
z&+P&`Ld-uu_u_QP*MQ}LK*mkvvq+7*!%J>gjb1y#YdtQDaDyOGHPn4wJBOLm={7P>
zWPuU<(N-l|i(AVBNNGzL7Fby3d8oEk#0DlWODulgugU!S>y!uSnc7aUeLO?lLM||`
zscY9mI{y1N%Nu8IT)xgHP{=?wSMZSTa4AvkdZcT|yPSSU{n|G0zUCXEFL%~R;4SNk
z)03m&5KRBoB~{z-kn2XB0i6IQE{VnNPl=L#1Wd=|(EUQDZZ@Q9#H8w##y1vIn^rzX
zs^#P>$V|BD2kiZnQC;pdw8t=>)Wp2kejfzL8`dh|x6XdKo9-y=bJQ9~5Lr()(#wlx
zi*K&}aoWKADXeI)6e|yUOx|VU=ll*93r?j*YGMT{f2QYu{v&_BQ)GZIsz750ooWHD
zL=nnD$Z#JZ%l`PeBj0%2GV}HB@SD5U8Pt!p`m%Rve^u48cDKTBPg$E^m<Ie^xYXOb
zTQ?7mDmRvO-xk|axuul<-og?))MnS}7!hG4MU~3%11oHDH~4US>K>ApRD3h?XYPeo
z5M1J?sv!RYt#vM--7Fa{S;-KI#bRTsysujKO8#|I-lGKNEIajR+_?+X7JHIcPWDMY
z2bA@R`A$itM^v=|3x~*HKkl?4(oD_|OaEH7WapGC7;P}iqho-tP~~?(JL>Weq5F+L
z&&{Pw)|=9cA2Fyd?qOG5rJ4>Gk|We?d`0s9irU3F&`#HfxWqTiCAZ4tmzKuzsQno|
zKwQH={||c847VlUv|xAYd+^ayS%UB-T)q0F&eazc`)lO1UjEwNi49~u-W{kj=LW@N
z&Y!Z~7PnyYW%_0vAP>}(_iZ`VtEU{OlGLdfN<Yd^I-a8Vkb0^Ts?XfqWkze$q^r0z
z?9@^E>j0j_oniymE?gnOfD$sE9Zgr4pez|5DTP`pQKc=cXNWXlr^y5|;PQmL?r4|P
zh(r~_m`pI>^TAvyOA7w4{l{Wt@LV*7(atSQRbH}$aV$cTW#Al3GrUuolL_3wk!w8L
znGjdLHkPam;wMyA>|ONBpU`qv^eSIA4G4J@&rQ^(LC}`dwk9}46@YTa($y<XD1+_1
zdqZ4*nD{*@eT>Qeo4iAMGJK%b5C<Dupd<=4w;xo)se{^}*mBZQb?~D~Ip9_U7=?ng
z1^tsj2?CCZAu#EX1i*$?uY~drqH!z$7XXMyvVwHj&EUC;Ybp$0ZUO`}g1hxMjCmyc
zK|InSi9foH=bQ*5hiVi4QV!HgZnu7sr$#-j*yi1nTKJxABIl7)^s8OiLmgV7uLMRc
znVm6%%(=&|ZT&z^gkQ0@T4KIQ684fAMjpR9W6mahdTP|MH2%zg=4#Gny_(^93*i8t
zjH7?oAfEZZv>b*>rdE=`wn#d@5?Jvo;nSC#`o5l4YQHp0cGIU#nC?c`sg2B~T_3qR
zsB<j+mj!>)b%bgHEY|S$9aQ7)mj|;c^iVIQhq63G9}6KNs!#0D7TQf*?^bQqmkfC$
zs-wI?${=>AZ2lg=TOy#y**6LSsb8}0-uIBD`sQf9URN_bcB_-Cp8Ne1$vVz0!RQlj
zP9LqsM{Ut$3%3M9jQe$ZT+b!j1v!mhxKP=mb_K2<Ae}HgV|>p-(}8Lt5prz;HFNaa
z%b13+Ge)6qT48PuLAF>yA(ifAV`(D+4eNo>AIzssQwYzp*hh6&f)sVZ)EikyI;-oD
z9eP2wGsx%2pPv5VC%$V_9>!#4Hi^CY_QJ*$-cSYt>Z@}p;CsQWQfFqH!S9;mvszQ`
z>1>fwOC8g%e+`8kn9sAi@$;+CuAfbp;JBy~u!62=w8U(SZQ<GSY_0B4&dkBct%)~^
z%4S~;qUw*RMGjmN6q&%dO*;oVLbvKa!ctG?!Uq+bYMnnY>}B%5eLTL#XDSRDS&Wxh
zb~-VjznkNHkxQZM-DIo6pp7cy+A0U#IFNY5>mSI>M%Cf&gUs;T4|#s}{{uZbCq5fs
zgo|<h<Dl~3F0T+an&T0^9>`Pbk@EwEm%GW!mLsSxFWeecf-#VLJ~YPW^+bk!YWalq
zU>K&~L0?c%AUQHZk0jG2(iyODw1-W)e}54;<&Bepns1+|LR-m)OL92>Yj1wwWuwr!
zlX+jDsrDFq9yG$zz$I{A??3c->z8lGD6eJWz^zr*a;sd@@M=%?0;7t4@iQU=>L{3Z
zw0ecma$WtQ<YrA3h$ri9{rk?G(omb*A|(##&tFevt2x+%CaQd_Ii!zSc$v{!>Ww|;
zphlfV_4M^?Ya)aB`DuaV4YzP;vmeI2A+96^(eGAv@<e;^bFDoK^D*J^#*4S3+OcjY
zb9#42|J?mG#&P<8UCwz2lu-#-vS0jBa{3gODVl=wDXALt-YWMO-2JpwjvmKLfnfdW
z($xTJ7(fPChC}5dU#W_5fZR)q<aa*4UlE9Z@`!=jw8_yG?Et_ey5k1_Q<T&aD{hl?
z&7uC{Z*5vzER{zluf$Tjeb=q%E>>A~&M_oe$dW3-TN+$Z4$R+L#!J>O@dT)`XRI7s
zM~ppZK*}yf!T*6qNhejp@vZkS$m8c&^9@4N%brl^3Arrf*XMp;v+VWUC1Ruco767C
z=7PlXAahI)>pt~aOAJosC`f-*Y;p_oG(MCp<r%1{Xhr9XeC17qS18?3gqrha#P=)9
zYZpBR=DQ&T$4JU)i^BcafEkIgL@9&BDsrsQpPfaSg`QU?n7?>P_~(ZCk`MVGWLnJa
zH4W{#_?So)D1n4pxblQhEe8W%Rjig?h?iJbb@h@=i}P|-y%!xn>=if~>tLDt#p#Ze
z_m=9o=?Bn<fRXD!J1yY2C2D;Y);5FE=LCGB58aVCryd!%GSybZRJouj6IYG-Gp1k3
zYj=HarK`8IKkDQQ!G(4~9p4b?ScBb7H+aG;p?>wGquMem=t1t6LXk(_-4lw8Ye?)m
z^$hP}68o2us>b!?!v2>fAH$%bEzONXQysFC3w2)!5&`59BYJndj{koe5k|N-F-9WG
z?GHo(`!qu>#{L?5kpJqGh{!~e0k$*gOOs}R_>XDX6%odLpIIFTdn3JIZORlRwo)CD
znRs}HqNWS9FV`mE3Qrat#A7&}S>ad~MtXy{>+O1IZy#!z7aJ!P^ZLt~x{FU6*~nyU
zRL$?4=_3L4NN=7iaW;knrS10KZa(qfqSPj2zdaXH(_Yu)cVIQM_wZ2q^<}PBN%3BS
z&$?d3O^dVe%O)$O`HAsx19k`1{e>L^eW1z|<k_mbO0iRDJoWyL1ejDEecoaSfR{Y;
zs{RL_xz3udpI`$>hu-?lZ~7|c=d2&ec>CQxfh{$(aNsYDb73T*T;<BU7G6CO+X;`D
zt?}uJF+aomyP|`Nt=ce$0Lnp@W<Y?KyyO(?d;>;wHS~e(K7aI72M)h{!7#{n<BEbG
zNcgr5TYDf-LP=*>jt?xc)mThxTIp%T{H@z#B|ara0Gq|&!4ER_d`>Nc;|{j&Ie$JK
z^I6h8#jA8=t9tgzfaX#2V;MfMU*^6~@Aid*wr8n{>N@3FCG)R8#ta?Di*|dZA!h}W
zx#;fEBJVriWrerst($BC!?3uu_h$9Gyok9eE?k?S!W4Q_++ACrfM(cCGV9*=LAV&m
zg<3<`sNu{ntT>sky>IdluF7vA)m+|1)OpyYq|M71iI~T=T<cdWxqsPn_1+<HCAhja
zw&N^C=yQ!@;uefE-sqzoQn;>#7k>L@Wm$eU>7&+p4IwUg6=(qcXJia4$R)3kq;psT
z5}{&sT05t?G;_bY&H|lNhD?BvgX*=w`ggGl)lFZ_5BJPP+%C~HmqT}P9KgBy%nM4K
z$<{C9Io7L<V}znAA(L(ku+DYwK(eb6gd9CJ;w_~BCV)|;6Vnl@tzA><;aez?;aEW0
z;qnK+s2<f^G)qNsEDuy}%g$f6O4JK#4-N6MW2Ty8Yo`nzu059ASjg4it{LN%=#<8|
zvrj69#|_%h3}Xa$SvjA3Z&}zez-zT@<cqDFH5cR;jF7Kn44O8pvfdBWlnKb%^)BID
z@XUbmW~fjyNq@+)<&=aND2Qag&-^P%=_>dCO`$G#QW(<8Tyem{rp(5Bje+!&V@w;*
zEf8KimBPyTmTXkOG^{OotDFz9nBOUb{k;GfApxYg(ILPIk*N~yL#e3Rte{>le6yL6
zGA8E8RT@GeGfVSW<spaq^j*w0Yy)uqZAv5$ZKt8uLqIXy4$~WI%wbiO8vi%NylG(@
zup;>+YcmD-LOP{R1mL>vKkxT)cb4QiP?Hjlx_RH8o>A#SI9!>lMUN&2!>Eq|8xfOB
zLSFlk=_bUf%*3RhN0=&>ym5&R0*n2p?=(jJA2i=Aj5O)3&_3j2X#=ASs0fP*y-l;S
zTC$tqgBCZacvJtweAjWltV?#yg)ik?zA#qH?}|}cZ@_N3%Ev@IQs#cz>5RV@Vt+jd
zRb6r2$bL)^maK8^S<k(EUq{5*3S35w6JHyy{`D?^Ma@W$PRRTV-D>y;vIWethdREA
zzdHn(n&p1EcjPm3Tw5Vf(0#{dp4>Ppab2zSNZx`DzgpFRYj$jDzJRay`$!^;(T@5S
z@)7Yq_v~i{Hr4&cvBb8_{Pt)4n9)b~Tq3hDkHte^)YD!!MXtOxet1m1JxUizuU||)
z8CdpBhdvl$0N&1d`d3^c#$E6*Z`A1$$U6~J_tGj{tEx`^Yz2b*N17~LI+O>moA`s-
z0&hskaLKOiLIfM|cf%X%uEdR1(nO1etv?k%fW8w|l4<cjyJMRutm7)!%c%FddvGZW
zyIR1m`>m9oy7*-m*B;(E(1ENtEaSIX`((<NBDEP&CIwrQ<*}#`!3*W7A7K*VN(Kk2
z@VWJA1&<*c@9O7qA1=hGOng9^TIdo+eZC!e^0N<PSD5-iYmDeomkoKY#ql{S`rcz?
zYwjTP<OwH`BbcgU@Tv6MkJ;)apGAO0z5c65X%DX_)$e@y?d}><RM(B5wd__uvhr<6
zV7&>oVfpCJt?B}Qer+E7X0>oHIjUUu=O!Q;%`6L6m`xcOGx)Bm=hs%`Gk;%>YrAGd
zBQHH@OWc|7g6KneLTdBnRGLp3^;!mXVCPF5>2=P$xdl9_Bj2XATlH1%hHLHVwI!c?
z@$2!UzM5wSeNm?G$-}q0O0DSHY+!|~H@Tpz;6e{voZAWimKl-?y^L%S41+Zo-0FxJ
zsFONaR0)A=uJh}U*;If)*yx6v)?LIg5~srZ_p-0PL%`&<gq-KPk_**HKnEyJjVM#`
zhwq|Ymt7Mpz!Ex?ByHO_$8UIDv|)dTxX<5dCCGWn?7OKcYl;)lUOe;8V4C>y2inV=
zdDDE#7x9m`N?U2Bhb7=W;(`opO3oPR6>nf>`P$_Rf#C(zS1>6{w=PC~3^wtxi9{z`
zytpD{FTnX7>BoOJBsv?FM7@f>NRK@F&=4BzyS5AXSNr~fpyub(jfQ3awv{a?Hz)=V
za;2Tjju}L@VJ()+-Mr96V3_2R`%2mQLmWcOc1Q4^!KZx*xl+@x&aNff9*F@gDR=(T
z2U%HV7u#LGjmbRR72Z?#meWc@2(7BnGPJ!C<Y0POdrV%n-7vr3afzZlOH3i!UfsTH
zigg*I@m{FftTeLSjcNca&~*o03~^tD3t>`EJ|9`)kQ#QD$2g9fK8N7&S^UVSC~3=f
z0O03#5-Hwe42?8-U&-S-WsKl-yJu66yl345olr8|s-^}kS0@Yew{4yX0yW3$RMQ^J
z<@LPr=%K8uji#^g^ppUt9ct?DLC@Uv>cLF15K1Nd{ChkSG_lcA6`G<NHtw2*96yKb
zK3{CVaHDspL#jh|m%8hAq^!e(c;I}X8nC8?EfbKjM{qRI%a>9tC3ULrO-@_~j10;4
z%5zfulCxqm&CYm$qD%O+VgaxC0kmeqD7_6P(O@B&tFvEO8wmHW;Xp`RXQm^7T-(r$
zb~krN-vJqW%<V?o-4TZX8?T3Gl8v`Wza;Q2z9-twO9Cl;8ms5#=P)b6V*0JP42G?i
zjECi}DU5g`P#@1b@D7{CR0oe*dnP}NsS2EAQ@z()Y4K)ohR*q;d6hYZO`09w>h&Ry
zkC_`-w9^d)h4Wl!4*5jqM$IP06_hR7O1S=ff;$6|Mioo{)K$)>U9<pP^#l(~SItVy
z5OIggK?_7Ozzvov{|J^S2_A$v^-EGTR!9N5lbc$8u0nq|i=V2h&XRnfr7cISQzKCq
zk|ONPUde6H{n?2^_lAdRZ&x3R#Az-(=?(FIb<A2Pz_IUPp+m6*Se$mX@($iwxfcPZ
z#$nvhZf)*8Tc@W@Nr|?fe_rXfl5<_U(R|fot-eG4E6IRjR&eUJ6o<eqf_zpoQw%jo
zr7eg*;x&uRKI$2N<HW<9kjmeEkrFwZwKV$@r8QAiV(u4wzK|U>5J;TaSnH_W+OM%Q
z-mYQH+q8L9KEEo333Wx$Rc&8g11v55&h0}L`Ip9X8^=Oc+?cEU5QxC&^O193j5R@t
zi^O*`C(c>^4b*Xeu#l2P@%nfpR<-92VD_sOekY^n-u_O$YTN{7fcp^6)v3d{S6=ll
zN1w#3S#&6>l}O%azvv&YGqt|oM800b-lpLrQ6maFXTb(z883pWE^#S3Y9{5=P{q^<
zOv>dP*%CB8Y`o#~K|i+j(1uo;q?+3C4F<9zLFwWkXm0eaF>h&V6RoIZK=^E;+9&$x
z{2jts9m5dsFtfhMNPBz!(Ca{Q*=hXQPk#Wf$*(4IT#~6DPh1!olXNMndejM-8}{6F
zxlg~y-fA>y7ZPjexppSMM_l|(qN)YVQaYsI^DJotDtk=7sxg|lVypp1(J(3smW1{@
zmoOS8WRPn8<DHFPKZV5?+{z4gM1Bl=XS1*8*M$m(=3F}U0onr@q4@D_R?Ts>aR{S}
z!?a$poVkGta`82OzD(t_QguJQqbff3^wc^A!#^E5ipvhb3&fcWw;L$eHVIu!NL*5K
zk!_PVDhcQPT~~4$dU9>N4f=6gkkj>XyK0bWx>KYip)>lnJlVn4Lyda7VI0kRrSB$~
zCiw&2NJh#}HX$Pf{7UuRLe&z-RQZnvU$I<YeeGXFGbwuEhbIr?+vko3N4YoMo9Y?>
zV~gXI(vo5QBH2}1#&&}M#G&^2!O(Q5lQe90wSHNu=VPh|VW;k6LV$ji+&cQo^OCSr
zDRI(j#iCvXx;hp1zvg=aL>{NOD0<FRC@~wnEQe-ZS8Fv%k@RkqWbJ`>aH@7%4>Dwb
z$}T9^4Ha$Fcbw<f#B|k;l}jGx0T#3c%NsNhWVD#o-vt4wt^ED8c15r^tDj&}^{0!o
z?CgD>V<to%hJ7UnGxKm}zN2wln^jMa-1>$<C03v%s(O0oHXBgI(s{A`-QORkELtiS
z?<;_yy;N8?rZj;BIo6)K=W$X$2WiqXOW4tIBfz8`#ILQQS+z1#N$n_pddlH*44oJ*
zGWTm-?UDbW?$aP{BfXcmMaX}TjW<fGj@AWQS;v5?AyPH12EX>zEQY}`KR1_rUi-Gj
zjT&n5-^=L6;HotareR&RPod{>lk#n@7AWnoN(5)yiZFn?OX_vm;uy#Eyy3P?OZnY7
zUuqCAz3Ui?sRJ{zfRTV6geep1A`)ld9Aw~3x@lsa3GR#2&U?)!DN97?Z&h$EF>IZq
zDnY_6>Sj0-ve0b-C=f#j@j4CDkit~}Ga-TCsF?F7^9<vt8vj664)s@-UD-w)l``c0
zpCOkb7lOB`yUqzx&onp;lu^D|UMGC%5}^C0X$v)j$Wpdk<0UvfnP!10PzCM~TTJ$0
zy9N(4B?SPbW%4?OpccV~Gs%b_pnl-!nv_Pe9pZV`uY|OJ(@Y+MG9)OAdY{M(0Q&%<
z^QX{x8nr=Wz)-`-n=?+b+FBq6SOvTgceWUmUJUW#kzTBY9E3_fdrZCvdM0owYcnA>
z5^={f1?=Lu2-2rZ`iYTCL#0Z8o@}d=W{0OmeLQ1zYYg;igIVVg%U5-(Q0sP-d-U(x
zJL~nW#?Y5dlp=DjgW(o?lwpw`uW~M-MB|-(T^p^5hN*o`mJ@jM4VC`Texg8W5mlY^
z-oMZjJND4y1pL>)kE^rdj}^57gWCDcCTo8!B#&mbgbn8$H+aV+_8~IOh!z;SKp5N!
zmeaKCaM?bo#Z%WvD#p&4c!quw>q_Z!Ege;xGsL(yU;hWXr0@?E)1V(2zjEb+_lP}Q
z%?)aQ>n(J${-Q%3@JxYMUHaZ=q3|#7z{t>kuabkqH!^~xm%`6-Enn7!re4ZHTE#S0
z@+H8;KQs(#9sl+7+{CNXplDQ|FDYD)%jJr_=PyL7xHKj3<y?>fDf-$n%2P!>=m@Fc
z)4dtcmX06VsS--aTeUF9HZ$?gFvVZLjK~RYkzWw1x2D{#57?{pem+$-oGRgpo;x4^
zSXW44AW|8Bi)NG`A9o*B^vyy)Pe=0Wfv^3S+HvRfdqFEAtg0*JA7+8g)tC%2nJ+#{
z=e_qzBlQ?(E(mTo^44B|I0cY_hqPnIhCZ)m%*v3RQ*zOh#PS95>uj#d?5?EWRvc&L
zMPmvNIkp-EJ6&==%nTpP|5V3KQB#;2#>ei^d049=(ji?-Jh^{73dn8a@g>Sh+mPs$
zEB)laZhlL})=UL1jh+EJtW18`6-$RljRjw1Eyb%LEc(zK#4Ysd)5P+>(H-%^4|yUq
zu{oZH-YvrzE{t}Or1g`Z$L;za5E4;Li#}udwW@Mc(BM2$cSieU;os<=DhV|47VWTe
zEbXIskt>4d1q87ePZ8Tk#xgA(*B={egbuvFknpUA)P$W>j6BRiDr-QU-bt8Ohh{jB
zd^r*I{m;(LZQ%_uXHLi3>i1tjA*;Msz#jNrp{b(8ac{i0X98o3J5NkAnih|GzJ%o$
zOUFqzcI;WwH?^+y=2+g6!V4EmgMp?@KEhceu|}>uplPsP<)|<~iy&0tU@!vXto$KD
z&ovN2Ue!wtB~>!6ok}j{|HL9@^T#3X)25$r%`K$1^(w3l>vRvyxe(>HfNSfkARgF$
zP2ZPy0gc!?1{~bMan#ilS)U~nC+pvWu7h$NP_@ExfkD#1SN1<oZYZ<iWR6k#>%#Cq
z3{-p2P-#+WOKCDlpLM5bV7fbIjkHy<Ds#>OPcV)&-db`6{=M4EJ5MYTi*<A0F!y$#
zoaIMEeC8puaOyp;H*kYx`p;H8#`H~=aUWzw^-#Bz(X%)+x*{Kc3sh*I2@$2A*R;f%
zEg8Sd87GcE<gl_(Ad?gp*#T`m<cuaX3%amUx+?H{j+kNXPBYfSj(SBE2Qg4`^ek{5
zl;%?m1{u}66c^|1j`oSTodJf;yaB!cHH8TU{VD@|(oIYP0@c?E*xHFUhZybPdW{p1
zXv%;xgehwSigh8Gs(7S~6Ad<u57{ZR#R3pVrTaC+q`alV(X5Bhga4ChE^W?hH`fq~
zRPI;Wp-al-30~<YDhz1=65&;SXHZXt!6s#pdMf-+`B@e1^c1?Hy$bb-HRX%7(7A3^
zB_kE;ImcJOmmTN41F9kQ!yL!70vf#kwBTk#Ji<P`?t#;^CG!1f1IxP8cG}Vx*;e)K
z(5cTfHi|u$_=OGNTx+^M14{14?tE_!xO{)7Mk#CxcVv5Cg~Ih+qEWyZ;o043Z&jY1
zAUJ#}F(m$L>F9~`UBuEjs&qV}y1aB&TNJq2mlx<81hMk`aKQ^?*b?6Dy{)%1epakR
zSg~Y`8sdMM_INEak=0<tyNX$MZT2_(l7)IbaV%1QEZS(=bEa(Vyg%r;sTEtX&g5_X
zn-*WnU7CygIm-|6E8d3_*a4qe1a;N_^q2*wgzZ(bKU~(ZQ|LS1j=N!@ClfY0=bpC`
z?Xsm4GjwB@L`ggAi?F+rzRss-B>uJ`rzzUb3Yz8QD8wJK(>aynLn<JV?T)c0YrLU6
zJk>C2!s9yQZj`+G3eVsCK@X85$c5$~AGVtm&^vx<9HO--&nvM{>V*sgmsvN3HJ|8s
z+G@#&9BcmM)P+j1(WOXkb#aT8dAX@Ik8^}MUmCo@R()*%@38uyD}k71WeF+kChG-A
zie(Ptc17RH8{h+|uo%VSEwL>L$hsW}Zok0Qk$)+p8#GfaHMRea<MQ}8Y{~rXJ2!g^
zBdHIgPyLDbH7}di9S2*MMV%2wF)n<oH}iH|kiAIKmZX%iVR&43y!awXP_}gf3#ds6
z_!O!va;yE=v2*eA5{<;FO~YI@XK5#>$RLk+KeGEHCT&Cp*6_;7^wV>$ZaojU*u^W^
zaKk(o?4#b`8{=P_A9QQNsv1V#eik0uWsTO?o~eq^KznX$*q!Zfvmf?phkt`a-Ya-&
zcec8BZg-3l;=U*691r~A<z|fOhZs>J$0v=V-z?zi-v-SL3BX!Zb*oq+gQ?P?1G?%V
z9c%0VSFI}SfZq?mUPk<H%td~_AAW23=7tq)5j$EteE*WjAk`yHZXT0uIqUMRK<k(T
zfaQ67Z@e!n`P=qO*RfQMI3r|m7i<s_GG;KKb-+BTWYH-dVif{9+YVDC&CSAkXmfbB
z0e}~iH6$9a#nMq$y;Ilo$oOdLcs$4U9I=Pdg0@<@kGyHpt?%X$ZV42mR<=C6<~=(3
ze;3?88w030H9Q1@9kuEOt&yc(2sr>4?>h{9|4b)8nCkmX?$;&{^I7+=NP9I)2T9?q
zUt_hh>1(vL92ge?-S14^XR{itgl2?oM=xao2uA482mK<KoL4CWsNI8s_FBW+uR&Y&
ze0vX4#-GvFv?^(D?;t|7IG6Ta@2=L{no*UUgFBZ^c84?!oG~VVEeo*5;Eb)s-i$;c
zfTX7im(d;d4kVNgQVga;95Fezd`e{JW0q9eOo`cgkZh)N@n6I2pmuM$lumJbvj=%w
z{Xs4P$b^U31ZFmdWIx#)@IvQNc88O-B}zYGm@6sI*%8A`K7sflme+9yBvz!<B75hY
zhR{CX=BP{oHhT@hiy^`gr$0knrHLHqB%!^koacEkSS%f55vP6E@0^tvA%rq~$&Y-U
zcuhg&CI%N^Br|g7l~Ddk4bJ5c=2e8Ve5U=S!RNYkjzIU94%?1HMT*JMv_}FLu+deq
zf`k_L-<zhdz-K4iMe81&P`oJ>?vO98Ubzu|B<QmnKkuGfeWm^7JXd=W=qshk*Q!i*
zxFyXlvR1r@T`#M=7}E9ojRzo1u86RfY|xE56@lOwD;yuUk`Ae9g-a(j|32eE;9AtO
zDtA-L<~wC7Ea%$Ai%O5MS}0uZp|uuvwoQpRAF_ZOd^%HmvFVlGboX=`GtZD;i^NhL
zbb%Ybn@taA!|L_*_2a3BdXp0h>gFCo{Hb2KaYwF<Ku&LYz-ut=nbFTuS!)JF^4>y4
z5>0MPNBZ##5+SbNTJ37n$`!3=4?;W_JQhYL-iMztK$D(vm)wQVt-0;?y^~)2p)973
z_6d|<k!HqRY$}+5+85o|$K-|tJODjWn8~pZ)C@?W$0`Lzw!}u7JC^e};PW?Ya%=;0
z@@D4^-14q-aN~KeBwZb@dkG$*WxSPYIEnYKD+dYP)>~x5cLe%#KUYG6IL>_*zl;Q~
zN)Nyq&r@20X!g2R@{;gc5w2b(9;yc(PY&X*zZl^efa^sZMJj(+-ie5-)eYTiN`>qA
zZ02%pb3D!_LxqHG;(TW%XKtro8IJ>PJ$fjObtYJS9jm4!Sr5+p8powuHkc!BbFJ9U
zk#bxE1<~g3dmSNyKt+F_E=Vrxu1JsJS=9-LrOw8H5jBv^fRj1-dyM1+mPLJ^UGkx=
zdbYELl_X+G-VJ}xGfAiS!R@x3(Yu*76>4T#Q9UQf9anumQoRh^{lsCXU%%^$S?k40
z?()zRv=3E6gpxga+)Jxv&FwGP6~0VYFem8U`c|uDH;jLH?L)Q}J!<TD(#>#v=GU(Z
z!ku*^<JZ=Icw2G5uU)pYGrVy7CA7?@$YKVr^C(p4go4LSeW&(;B)3S|W~(btbCO$<
za)C}K6#=#P8GS%ZD9FDXCDxqRBIh$~G&|ifVbtejQS=Wad+zV_Uw>Rn)3J%21tDo`
zr87;q((Qv#?np~yV>l=R(~asMR8NlEYJ9VJEA)?T@4Ija`gu|57lyRTm_Gi)$x4;7
z1Ovah4KrR<4Yh(EFcn&Ke-`|eMe&~EhE;W)d>N@XhA^usm<f!e%<|wYINcavaC$zw
z{S0RsKaSm|qkA?_yJt5k5G<*#rydmWbQq4JTvFp8QS5qmrL?8x$!99Lmd*T<Y*sye
zYoVG!&dDK;H+05zb|RK+5{ewA&o;sajF*weZ^4)8PR2CJ30N(w=E8rG76`SGyKjN%
z5}FGsShRC#+nXc0&-q`Ua=VmsU#jItkaS;d)@vbsR;p}vqH6kqC9AO^Mo?xn-{^jc
zxS^QJEXfpOLNO{ZLVoTMvZlx!{9rS)fLAfhK+2q+B@>ufYBI!H9=@+qPIf#@hwKe;
z&;6!L_H*O>R5*mZyA66n!L!U{uI#u9Mf}_b30}^-<VsoKATS<6<}Soy%I=8kXI8=d
zFA!TS2%)0;i8R#bXsL}J2RMCg(9ciS7V%5Arll5qys?y71E<{~?ge6tSP)?6kfxsz
z3mgV9koG5Jn%nhffIN^H=(d#YF77abPl=iQBxp=Kea)nj*su7(%EG`!$ic=ro^BDT
zKg)ddl*x@HY>7f)T^xIbzd9!)VReE1{ux?<u7SJJG$7;uHUi3gLe#Mu9H9i_Zz!lB
zYE|4S^Qw9ggiteA(;itgqRA<Q^WuC`>T4utphMkkm@*RLefMXh(BZ4U_^h0)dU;1S
z<aO=!1n%5lAAre?*c^Xp<`Ox9lRY=OEhxgQZR(=?rVjSupM(VtdpVrBJD|r>Kk8IV
z39g~*>pFsuruC}{VMR&p2gSM8X!4rf9`CE3p4|oNG^+6_vK~AViV+M#ymWQ;%SodL
zpGhm6ov?sc+m{JPILvyP@ws0)dwosA!s_bFhan3s1x#@x%!ZEg3w)FbX;R|w*7eBu
zjK`Wzm$S@V=pqI)%>t_HVglh^<gtqp6Lr0;Hf_YIo*!0~ttbEHU9`#*+^*~$t+lQf
z6dmc$&=?b(TxhtJocg#hXXo-@63X)-24vFN0PB*kbbfUvv6^2ae#LG6L)U!P%!+fz
zpzdUizFYidl8+|nhnjuCnQ*s5Lv7yV-87```=7mYqnGYX{D|MIbzckf7R*J3C`o!o
zBhlyIzAB5cWY(p<!f%kmpy~ILT23#AfO&<HoXDYWjW*|Nr=44u?ZSRfC5&ujD;N-+
zpzaW?hqxu?x#~NAr=Hs5fAllr=^l5_5CAB(PvX?eBpsZ#ny(<A0vXp9Qg+6Q!L0RB
z=W6;+^?53B_guI6jXQr;2ugo$98)$*psKsEIW}Ko1%n!q*m5H%Tj!VeTAi`6&;Cdg
zc`Bu|@@3{Xc=gqjPc#hkig_D8I#!=8kKU|p>b}Ay-GL+=>SP3PJj9NcJYzQH5n7Ft
zF9uFU^*fC@nuooUeaCts!o3Aw_QWn-KQU<Q-@2xGFhY0<wF#z9^K(x{$?7Dymp--v
zM%L-S5@&*pJH9u@eF~u0G%cFnq9%U&>GFlBeM%k<nR(_p6HdmBwRPI7Ns4`pFb1c2
z*7swj+_P8Sxffok#btcswg6*GUyd~3`Dp5>t3OmeZkB_Y|3IoY!}AtF?UlC~?{2r=
zE_|G+_1Ey^!MlCB_$B`{Z5#AgS9hc2*J>|>bp(eAq3Yo0p(6o0sFlO&9|1RT;<n4I
zVQ+q<Q38=@yNDH`8_pWWpBu0Yu;q%hRyv)btvncDcMB3Y$0lLfzqVJLUglm>f%ji^
z<j{uvCJrfuJ76WVOyhrxv3cbFfljPf=9&c|5Nd>=N76v(@H5YMQe!HO_%2%f>eo<i
zEsop$@Hhy|EMNwvL^weGRITIsC1mH4UMl1oz-llxQQ*EUlut$Uu~!SyM2FC<=Cj+!
z!-OVVN?X5@*HO#0(sLWhYNNE(QiR7!CgvgH)u?sPd6PLe+UyITotjwLTU+&5$#)pd
zTLnE^_2Nd#yY5k6&Xtl`$x6XfQFYb-2j!J7(IG)Nt?{(wG^FI=$z+FmNp^}gv6s$s
zB5kYuZ&c|f#7_z&WK5M-(IX+MxFWTzH~S@|>FO>dUdhKK?5E)t=w~!#umuvc2|Un8
z;g+iW2U=S%L%v$VQ5EgRv#_{gDVK@%F^F?Q01mJ?9aa#^e^iJDG->q^VH>XA1rpa`
zNx*#)vtsF^0wvgiV9^!iC<-{MUizRq`B!2HB6xOaNC<%AI#=lG-f7m~N%{*Z$@|KK
zW>%4wVu6m_Qf9-uLs(~-G8;+jLk?ohk&aA@gqcTAbNM->0EozB-nz<NUe*ngg7ym|
zWag_W%#wrl@MW!w7U(RF(+eL|z=~6ckprsRih0I*=Cb_w7rLHW6hWhdfHFO7Fx+bR
zx#4!u$;s}CUo3ffxI|CYc{$%x9~zEcHjq)yt8yru62ZBtR4a-Q?Zkg(+-Sc8K6#f#
zdBXE^Se?q36aZ+aLnq9w_kJ4dZPLQdPRKIzKoVHjHQ}-{n;-aav;2&dLWUT#wTo_5
z(V_y{s<j#{%(MiwDltMTpBDg|6TIe$_Z=b*k4L*-MjiJp1hjDjXw|b$CoNCs>fv#j
zPY2>xyrlAipCDgm?OfM$w^%93&~q1`?)fP;-(Mv@Q6#S|`qUs5{6@vG8V@}82$%G}
z!?U&QUH2{Q^nR81T+@oxf4WCc?tJ|^S^Ao5lI%!%d(m56S~WCEsB<I54i3a)fGzb?
z!(>snPyxfW^U$2ndoE9^(uu5MiEoNRXuDQ@wr4iGt*Th>^u0>SFp#;i!%4JDKk+-S
zD};;aO}t>*t@&lM78>D|Myi#VOBvKbeJ<&PRhbLEJegx@>X0;w{bC9LUyNzDUyiD2
zpEumgz3B|Ytxp+$`p~kV^+%Wj37Pz}M_#X5LKYrH?<B~+r40v6Wct)%y*C1+!!CZB
zv7g)ZuQQQBcPh1RQd;j>%!#IA{b?;`ujH$LB`_n0(05;7Nr~HQiGjtQhmKdIp3V8r
zY);pAy)iqc^ATRsM7RSNqa@`IhQ97(i~|oRM~q`UrFK)o{}$FkkF_h_IJDQ(v-%WR
zqutKZSwR{ac9&y4?!?)NG(3y}5Bh9VYl_`IM?!s}UQyWWFN9LWREne5*L%eVfvg7>
z+@mhZ`|jsLBUc{5I_dgy!(2Tahs_3RQ+8`7O(<_XqLQcDQc2rUh3mGhEa&L|^=aDg
z{$~H*EL!U&a&EBXMv0HxyR<<gn`bfa`ha(bTvz8uDK8Cv+b4g!q^Ajmq)W#)5NCAA
zQs}gwHBC^HlJ)_;v9Ff@k#j>6{(^gK(nhh6`~lvI(oxCiUfB;%-PhwU$HHL0Q2X-z
zwi%L$no-Zes~?CN^W^D4+6$!Vhs)1POPf=VcVB!!o)sGoW}o#AVm`iUh75U>IG_>o
z6n2&2Vz;NAj#ippb}E#{YS1ICmQx^<wL$4WRVNn)RO3bR5`S)S+zP9DdIr=^lC<^Y
z2aTZ~{t-f2U9;jPkULK+c-l3*?VjAY`5KLPv$)mh0=HP~`EL0UlvHNZ5jtRksLj8`
zkhIO+S-J8(?PuLqaKMEN=bxRpriuVHno1NZ`!+3%J~|)zOw(5MD|hukBttr6w{Pa{
z!Suaf=3(65P!A?{`naY@92dLbt5VJr)#&Yq!#b41<FIAsvv3m&$8Updq*?i{tIMCF
z7T-IE;uP_IQFJh%KTPR0V0EAN3n1|w9jiZ|c$7yJc(ATw=hLTPkh}zC7A{63TB1Pq
z4oDv`E2Z;Ca5<0RrVO7F778HBf7Yymr*K-vT(Hd=+uOq@3|k`B_1#XRV@lhqs+;Q1
zeLSc(67XJCo)Tnbm<-w&NtrOT|7T4C1FoQWy0jI=$R{K@NNGHU2|&%&=rR-t)Gq<A
zP{jG2+GUd2EaDi)BCZ@TO55vwG68Bajn<;QsxpV)tZb4`v(C#99d6N>iU?saNhrz3
z5))CCvbS7%z~jZuF^g)t$dfqJax%}(@Y|`<LJFhB%-s7bcZGbZs=rFH$<$WegpKXp
za4!UG$?6?BsybEBKO4B`K%&$O>)!Df$$8k-y~d98y)I2~br?o8;kqxGSv{qM{cif0
zF*Unh>(q0G>#hwh_`&#du)MhG<b3`7c<1t<&c|g$UT%Uk<PGy&eSh}rO&tUIW0*9$
zM<&Zy((82Hdy6%nJgHE#+*mWQNDL|72Tp;AZqZ6DFzz`=@ka<DUok@@F4{4$j=OkI
z&p(jjqlc1o`vEXI3t6lELl35tZ;`8=dZYM6(GA_tyMpdA!i8U?`ECrJzEpt}56j68
zmEaD9EwruObbTk-9Bd)uZ3FFHsK_FBOle*0>+1wy&mZNdoQ2HMN-@#Bk&o_gh?Wgh
zf<aPY*5nNWicxS8urA-ZDgFpw*i^Xyfw<8-eNM_hsq)`3?qQEtW_msubh`MFa$oGw
zv?kHXi{4^OtHoT3m<;?VPzqKe<qxhV^Q#^4=9pWb$YmIeoV5UppZ#)_z*Xh&fx<J^
z)DRMmN)<^(<F^22aSJx9gXAJ_^n11NMD$9doGuPOx(2~D-FO=gNMP?38uKV@R#)5&
zl;}Qs^DY30{WNsrK1-;q=U7>2Xj;|$q)z*2U<HOhU4_Xi&*FaNHN&q8$I-AUL2MrB
zMAb{Ky`XhfJL|)3-5^8=3w`Vl55ROy{@6*JMZT5uf=$JW$M?9&H`2rkejGOhC!ze?
zU|kAhV$_)EsvoY<QdsY<yV1Qc+!uW)kKAAJu`lB%h!~9Lq}KDBO&Sv8$Dh=@uLd(k
zM&@owR~`YxRDLP4FI;>$k4>A5tLi-cFg~JF2fDxiZeM%$H2FJJe1&BGVBA>za}&eG
z=je@3-;X|UQSZI{55&k~HPd{FxPD3D%k|y%G@SR}sMI_U)6adeOmg!uliaS7yvwH~
zR<UG!Vsr4%pZ~ivIQ{>vUVYfb7lzkYUu#+$k*=!dWZ&5fN7T0csS&q@MA^(WCsc2K
z(+xG_e)gK9UR0Wl&SE_`K-Xu+b)Rl2IQ<}1w$WyH+>w|k{ZeZI)l5C}BmVh1q-H%5
zbt(QlCOu%YvXGK7yM52S4rz1To{VMLZ0mVhAD=zJ2MRi!NA0$U>}|LQ<XcI0oxZQ=
zy<a<MQ*FKt2`n=$x^Suu!?0J?90Rdq!%+)=<GW<GAh`g8-4dYg5*XCC4bJ|iT5Qmn
zYk#=j($BhQUzPkp55V}&8P1Emy+%y$l~>ppFZnP3%7tsLtEygz+Nk%xUFcR|68DWT
z0uYbn8_Ae{>-%&T<`2A&zMLd$^DNZL?U01g2S88J^g1W}$OiGxSnSk;k4Iqje@FGY
zl=F!B%eb$Cb0dT>Z|A1_GhHv-vIG8P`cJ^E90{XsGrfMr?y=9&3g%A_)#*Pq93W?5
zH@#vyav0XZIU@N~=y5o_e#p=`vG%aldn4p`N%>*iuyAecaiu^l-c5>;4O&8iq9CMJ
zHE$;Dy*mV^p2t{s0(Ir;U<*j7wfxg|BD@?V<&9^`vhb;z${<d!cEXSa3?NsqApS(<
z?u1Xvmw=kaEwss#Um?%L4{;v@BPo`<{=(SSILT$#`$l2*`mAVOU5f8AU2+iR1L7ES
zkP`Q-dgw|>z0$m(cAgXE{b0$8@=jnl)_}m4O@P<Jf(OMq`L$SiQl<%xU~SNw&7x(T
zo|GA(95~YEkZ#JfQkVO+7l^z{PB^n6q2@O3Y+#zVrCcC|Mse&biKQ)PDbNg+R_)&$
z!bq}ffl@f1QaKee^YA9t{Yd6YvPyYCi#48Gf2dsW(+7Qg7g$1~!jHisdjL^NE{42z
zTey(92VRwkt5)v%O%Hi`tFrbINIvDV8?7><c>#AZ=|^LIke$%}l;1Av*?U)EWW{Oe
z_hTjZXtdYS%+eQHx$!r?3dC*JuA=@wp58PZ>i7NsAL}4XWz?v#6cI}HX6#FL#!i+b
zlr<S+9oa)^jC~t>jD1N6St84z7+E8P!B|4}to>i_&-Zuy@6H{^F^4&?^E$8d`FJGO
zmB`>yn1{f&>gq7P2J!IXh*1ls6ss4S`D4!du5bQ<>Wg+6+ShfC3+E+d#?i60Jf+2#
zPTJ~o$IIPZuKspe&39i*iWk!eP96!A<959H#y!LPZ&maRf5d)Sr@WbLO7)iZ8&$4L
zeENKz4*{{GIC(r$<5|zhU-QV18T^HkOU8A@NP@-F5(2!#_3_A(-^c;CnE}V8_y>cN
zbK5cFy8d&+F?lQdak8xcKm<Sgd|}U+R0;>9(4hWBJ`eY#y>em3LDvdl>Ky=DofMCW
zS?(;awK~30BUtHrN5|X8F8FEu*aJQG5qyBV=wQTfbAUSz>GmEwN7I1+P^f-g+c58I
z90l3<LiP!R((T2Cnv5|66<$LsU#Kr)nXtwhXgC9w2OhDX!`t&!dy5s^%`)ZwAklig
zQ>dvz-#*fA$q$E!xRQlNr>2ohH4TE{;!~BDSnY=5R<qY$m<02Rc1drtG+kzn(T>r_
z7;mz>qaBLG;jEVF=zbBiUo>5GHAgXp0N$cg&u5RntL7(Nlb<in%*x^<8&`v64IC#$
z_w0jM^?gi(SFsLTkopHVSAcEsnoy0<kH7IXCGBqmo0?gZyF%t44;SFKdG575eziE~
zwB~y1xy2h6hbeHD#G0Q~@RtY{i6mAuAzzm#{d~ZOefc@t?r$a4`<J*GH-b7dfGIP0
zGuM;;E%2`Apw)GLuU||K_X0dYg3HyeI|uJhVs`Gm(ovl7{n0UF+bt-pm_jiyfBr$Z
zUs26cRQyKwa~(xBKxqU|X{#6U>Z6mB9|7z5c;AFBxOB$2bOV0hf=W5acO;jP*gY4A
zvs?cgB<lYEg|<o#XiHP~GQ$Mk#iu@R-?`rEeHAW|6jzO?QtLcnEhEgT{+%i#^Thfz
zfDdD_4*25=JkpfwBv%1nSaymHLPD1u1(&D`8r=NJQ#Zl0l{PoEMd5>TqajXY?zU+Q
z^~boCm@A&6o{bUCUCP0bB7be#2ND>R)({AV3vyw0@Vu^};D$F&n1mAZIC=R5lq$vQ
zKWa}Bi-Z=$H0>3Hil`#ONO={R&q^;gTPGY^;0co5Ns*i!_6v8runt_V1sV){C3eKA
zJj6?C?ed)n$Q^RYD!$YslWGyYW%BFFa~Z>?8JzI54f-J!TXTDXym^D(Xxf8HE*S^K
zjX6)rZZD(myDhr>?pk~lY>rz<r*Qv=L?$66;iN2c#4~}y@{-5;>gnIZ^Ol|)Rcse<
zEAtJ-^tOC_O^W(bC2QWHpmJET{^M2R;&ykCg1Z0jm-~#;03Ikid_g)cRNVTuSHY^~
z<vi9FzlC~DCIytG(cg^kk00g}a|r_I9HIM8c)yvBs)#IANkBc~0N_7&wFhX}TcN#!
z&I&>jbTokFK283bN{{p4rZbg+LaE#^B}S6SnWu_76QbIeO7G^e0$H(DTY;I-+TpT>
zVh%)tk>Gu8EH`Fse9JWYG^o1B4Y4Op82y|(h&@?|_a1Z!T35Rvi*pIwE6mGDZU<^N
zx7>c-urI(9=8C0HI{JP@S=XZ@!(!-#BuNHelJ_?BXu&{^&tU0?vF{*CnJO<%O?9tO
zv8}}zIx>ut8{WmT4+zNN)z~YgMw*R%N*%5RCr85}zwMZi0eyM-Ei@B&8+1E?3qfcf
zxN;$uCbv=)-Xk<k!5hj33H`8uLXJ(-`S1{vXqwdlImVjU;R0TKE$V9OyaEVVB8rB>
z*SFN8GA^h>y*YHO?XQQ5n7q(=U9vaeWQ=ucDioG-Y+;!;F=p0l#f&#$uc<d&-?iE4
zDDtSe2KAcaPi*Ly#K+dnsdU_Ih%LF}Pmv<Ki^sY4Eqzaoy;AesM@ZeNS<|1fcb1{7
z#zlOQJ?RnimAuKX8v_q&KwyqKPpO<0;=1wpw^F)f)J_SV^`$wONjrkjBl0mDu3{x1
zQL?ztm;Szimn|9Jla{oVWNordMPIW>4i)M9cFfhtO)wplWo->|L$WopJR^pG79vWQ
z(#sQi3^<4p(?73%;P7PJFUl!sBslEa#h58S#MMv8cy&BVD&66g5Lf(?;oeN;i?};I
zBJkwSyIUu3!`1bOaA=S0I4Vw3)=BiieH15G9N`8(25)RIucgf?-HeNt$ev{W90Fg?
zM-8HL9gKA})UG}0<y2q^;JB~w(ESc?)<L;UXuyvZ?KR;Fevk50k@G}2m%rjz#=Gg?
z4%oL+?Si;^js?2cIc~Pl`!3tSFlfUP-^`FlEGg;i-+7i~W%Fj@{8lH;UgZmxpPzaw
z48Y^HcP=@7R5q~fn$Ru0S+SDondiVUW^Nv#VT5bA?dESyQo*^VG@}y@0BrmA<=l@E
zYqDl?>gFiy+3ko!+H<}TJ*+mbLi34*`n5<yFvr{CvQm(bAe^I#DKSW)JgRwgC91pJ
z|8HMK9E5x#V{qu^qruJ*wov80ijHfxai4@8eo=e-wH>p$VcXRiwpV@quU5#&3j|O=
zpT1~ROzA(o8$YPz8=L|_R@e1C49+XgL|9ejM@X2+rbmom9V30?5GG$YQ(Z0qbuTHk
zzpAIU+8Og))S3D`HDuWOzlkFR|M)bhL8%>>LjJE}CVR89uU`;M-%*s608#)MKZlqj
zI*3+Fr;1<n)qMvab7k3o3J9Ck^@hb9W7E!lEx$Z)JAIs>YWs{*0x6I~ks!6y0xU#i
zL@N_g!azaf<Ga!Rw?i`9Nm+Y?E=*o3r?tkcvh2A8TI#?}z6hIIIXeyIUZSdh;jNGC
z)7u8Z)Z0UW!=44<;x@l0Aw{!=+^Ff8vN<O>V$0&$-~uELQ`AWt2|L*<WcEgI9Um0`
zqL+0nE8OCXakooFK>1qluG}p`vdg`m8#Vn4T|L$6!A)IlVBOaK+<5n}9NqbZZ0T2i
zGxrl?AIAVg_9Q1?Ce7B<PiG=Ue<)vJp?vw^c#1%yMD8JB_nsuM3Kqg=`DV~d+)Ok8
zJz(vH8WbiF@1Pz#-Hl6)T6Sz_w5YZk;v_4k<laB-1`r6WxsgwF7o5xtBB}TkM`r<k
zm$8PpmK-n*`_W}vAQcU9j9~<%vdC#;Pfe-fYAzvGI-09|h&;T?a5xfUa^V8bx$oGR
z_4fJ%JP&O59Vdh!g}6!pymPRX8g^U9zkr5Ib2y&mx0h==@cds7ELR_D5vBFLL?^Nq
zYI9b`bBzx%YMM<2G2c03Tomho7w3_SuyY7i2RTMkI~QYj`&O$98(_S5&a?AhA5WW2
z#7WSJF_W=qbs>1+0O+nDQZ|P1*a*P7ssb2gNBgw=!a>RI8?OzJE^?UR?^^aW+CxA%
zCPRu@EaZ5v0Aioa3f7^$3*6;A6ju9%-o&udyIMbGLtj&xxg%-BoxJjs_FCZUOv8BH
zAj#WDes)1%4#WLbgO{}<fg?JdR3s}02Ok}b>9erB9&M72=Se3GfPEM0tQT_^kI=;l
zX&sfE-R7@(9`PJ5SZ}^uHOZ&YI*6b`l;zAQ*4^zM)v*%S-7uxS$^$TY2#!juD62yo
z&A;YyrN#k$=Vs*PAU0i^(P}7Mx|pi#22Mm)9t3_tv9P<lG#}kBH*tky@}swX$}s;k
z&Qhw2Uu<yo*J8KMT%JDR{|X%(Tby{1{VlJuBz67u*9K;!J`%&a7n<0@S`-fAXoXM0
z_MN_UlS&rwGmL{^+vGe)v<l1-Z6%$bYuu7W&Oa>qF_(4DH=NU1x-T^(yRkakBAd&u
zP!_^;N$k2Gy!<2IeODTu*5T53OP{ta+^J5y_SY?^$GA&hfMjhRu#SaQt6DqL&>rkp
zefX}lU~~oS+C9o=-gy1fLX+6=8Clk~+6Qvyc}uw`)GiLQ;$6Wx;tb!fsK>tNQr@e4
zgrJ@ggfBD;w=&z;OSU}tyh^4`1nUr>fiK0?B4$5IKOHO*Yg(ukbg{L|q~cETUfN6~
zmxky!CTgc>>P=WPZI~&J^{&=vC6?0>rGIobc1ha!XAhJnfdxN`uyy@LX7h6S;%7j1
zyAOkJ(VQq69O`>Xnxd7M9#-Z1=Ak~drYF4*66rpNP)^KuaSN@5XB~T0+8)mRySX#?
zcHbA$jnJy_ko{-xZ*eA%-tAY5_(%trG{({0emws10gEWgn2)<{G}5JCQV;xsuO2R5
zz&%L-*@xb9;m@2Po$dm!#kz%Ydms0I{I6tjenl_cWi+cdODNWU4E=(&voI2Aa+hJ?
z>2Hdqk}Q2=Nq*KN&gFACYmo{lSh+yKBIOP!#qLP{0v`2l_>P9!Wx-6{Ne9s&yGy?+
z^)A9_5`Gc<M#T!X@;C+qXkaEPG`LsCqhXDkSI6JkSD-qMC+>Woq?dZX$elcHXBrCU
zD%D9Og6nw&U5?!7W4{~Q$Y}MIMblsxkIk9_!2D)1P^H`aaaLg;w8ALzA+kYh3t#NL
zlz~U61jvU(4YplE>#kDmt(_hyD?`QFDRaq7ElRw49qiGiN8qT_fut9+^uhXPZaFv?
zu_pZUf~||P*H+}=8#nbVzcT-^t`Z^jE6t{TYx#OMc^dmc%z&>NQ?7KYtm9<1-aJ@)
zq3!$cmlgLVpYq6_xjpbD5u9`w64+Xu=P(BqE}Q?Q?5Gulnn*fuF73QyjCmBV0c^jJ
zM4wh&DQJUtxXRBe)UrJlib1Ii$_7K2S+xt`bKJMV_5Tq~x_Nt#jSqVywSpv-BUj@p
zL9m?Uh!FzkX;2A>YgZHLqQdK)w|9_7&z&u6CcUs>fOP%oRXFxQX;t?pelW1WHBe%U
z_F0VNs)owC6(`t+$z%ekEL<h)qru+oAi<w8Lb6P<CLqPSg2qBYFqpulsS*Pc@&~p7
zn}IkVN|`C3M@V5sAPqO;44Mnm{*~L0BjN$kHuG-BhPDo|7y(?XX=u6y(5spl=rGh%
zsKsMYsB<cwJ*SS@3_d`gB)?C9uKyYi<-p+MStaprFe7I|iJe*7I&wQgtSSTWKVpEQ
zPnA8!1L=ZkXcc_vljo3zckn5ua2^)fv5%+o7XJfXEDGB~&RtR#CvH8%H34ceq%#RR
zm!y}Zsokgho<79O4enh&rI%wfOv#UpUNw!LRkDiQ7PHf==hBA*R9P_*Bb)G*1<@ck
z=p2GlZT0h0-`gU$OFN7tzVViqU(Mq*Y4;q>|A7#o#a*jgzBz~ivl>02c<=JZ!8WX8
zM0Kx%vZ|`ihyYY=mIq&$ez?4l`_niR{ghX=cN`*Z+kkl;lr;YcQsDc<+}He~BU&dY
zPAY>0DH#7Wj8NZX;d27Q;uR9bL&mA?4ZOjvfT=d2xrjy4K<9~#AF1BoELb4W^c*51
znFbfAc3C`YRp>2q!6uDYt%gYNDLZVLTS!~yj6KU3zS+A*RiU8kYOu92;GKFQTUZGQ
zi&-<(vPWe3R>35JibbihKncq%Iv$&U%whVJv!C{iMzb*qKUS;Ms&`N|6{q0<Q4hYq
z<}wH`e{bE>^;AW%vFy-hjS<T<8X3R|J296?(khGw7LTTRIe?J5aGe7)yqu4NB<MBt
zCrI7iKR)jFD%D<P&C&S%H%g1#?ZDYx8wkN!&p+Y$dDV_v(st+<kb>xLyYdgzYrnO=
z8gr0zUJ)dcvgzC__zz?roD#`<wp}^-U&#GS(is{xo9`jMZm^-x1%}L_r#?P-n}Zn%
z9ROM=`5~H7lWr-r4i!C6k{)mG{og(wFocb3_<#F&E?n59rk%9tcYMYYJhxvKx~n}>
zi*27{`&0EoIfiZHS>nuyQ>qGR7r(ODPX4_9*eK~AsQKmO+_R9LBgjLJMh`jG`rG`x
z@=49(1zy2J8URTflavKW_C$sf2K3TaSfs*mdDqN<oQDGrsRBCaM(h0!9T|GrxW61v
z@eps9n$L2irn@nSu$6n(G&vN51_9DLfwK4jK3dFjWj`b0OwvqD1+iQUU8$Wu+(5R8
zO0D{OwxbgCUprDt4hXHj`ik}uS%Bd#nBGk34Qz*WV~04UlYcT$yE&mY-*-)m;FRPC
zXV#Dqfob}Gy+*H(Yf`%9zH*n3G1a&*irC*s-}1ZoZ1v@U<h{dZ?v0$Mu35kQfooe*
zqHr>iRhuGx5a+Pu(3E|<t9;W<4NH@hOK|Etf6s;)qIHPZe`?_CZ92)Au>RL*k2Lgs
zZ-A35ouAH1&scbTNqao42pGm;y$h!mlbz~$5Ay6OQ(<vCE(-AF@BpcHKS;*3e?dNw
z?E;yQ1aRR=f^j-Flp=MIs6V-wAOJ5sKKE`aq<I{<YC06*T{uSUFfkoDSDe6_qi3#-
zOr~kTmvLt<UP6-Hu8sndy0f@~Dz<t-J)a`6Q+2MO+oa*7Fy#yD<MAJ-7l)IG&~8W9
z`)#JZc`SL0`2Na=!*P<&>Plr3mo!QQL6jJ1B&XnZnV7AJ`e(lj-A0XLjFuc;LBuBy
z$9jy5S>5oR7Z6`lu2xAyu#s4g7ij&rhKeql9qzu;g8>u;%r4$*IwkqT;X+IGhWS$9
z!#%~kN(Vxa2K@YxKAUSUMUA~KNF*&_=18y-De9C$EtRg)12In+cyU+DpEfnx@Iw@g
zgKsJa86=V(WjQC8|GaZ(zx?2M`0{0++q1<4-|xhcoTTqr^<rLDL=*e?xx*520zasr
z6g-<FiQm*$z-d%;asik@+g2fQl9i3a#7+^l7vtW$<iO#B4hUV>V-J_JPj<#2No0?v
zv~wyT8<#hx#<12!(*_RRK=&4|IB#vK47!9C0^044bptZ@K2))e<+3V7FSBiP9v{@M
z=6U{jhISzz3fXMzzCtg&SL`!z0|cY#7TOyyx>YHCVaAU6kN<wzrr1M2`fNAP@e#(W
zC5J_hi3Y9w*<B!q@ifkY&%n+TIwqfE^B-t5A>m=PfPT}Ufr@pSr5N{E60Kc73CP%@
z)^;?5FHK53Bwy+RL63){E`A{m8qi2B=-P2-v#1W<O1~MG5|ZsjAmCDu<3hP50_5?T
z6ER*@vtWwOmu8nQz2vOT-flS1juVa-D%6r;fOJmmOG1+BAEAdvcV9IKBYIe=iYPIO
zDte$q`1%BOTX1z3$v5pwDEntzaEhPa@{t6?QKT7626QGo2*h5vRZhNqSaEGo81L3R
z&<jzq8EngKAxV#|mi_}>e%*Zfu4(I{K%cB{wH)(55M~hnc1E(|Cig>fJZ8L*`O3Ts
zFYwdM3_v+%v0-j}x_^Hyfu@dI-%qRWn#tVS1*@S1ECywXR2muOPT#9^4xmZucDNh!
zV9qXBTH=xsFOfqS7ifOxgB~!WyWV9N@~r8g61yY9)AfJ_@kh>7Aqr<Oj{@5?6DtEP
zPHQ<9a+w*<XPcoN1A&iEYk72*QkSt&|8;M<Zw5RD4%vp^6aIm008rdzRuqyty_HTI
zKXwsJP{5cN=$J{_IIMn2X8<_xS>Zjn<dEU%koQ2>mZSw#%a8xBTDs}a3YbhEy-*2%
z_<|u`GaT*+!>>5n<YdbpNQdQ-<bHjHwZAM+h*^O-UdnRdjXBOLIGcP)0!y6VpEh))
zwy-l8sZ@Y3hQ*=vJVaq+EbE!jNm_V;JPu|13g;RaM>`h}R#>ghKBA1QA_p~;X%t9O
z<IuIwNL0*n#spR26_Y{Kh87BIx2;Ts52_1+g68A$s(ig~7A}TmF((a|@nqEg9cv;o
z7kbKGE9uN(6l`;a61!xICo1pm%C3G$-;Gza-O~_Lv^jPdE^K<L%gNc>&XMvsERF3A
zjF>4&%ZL(TzTAFKXQf54V?Ox}=Qj3=%_YlD!#XXqh*0zo^N(*)9AEl}cIZV0`a^(T
zZbSk&yb_Aq%kAt~>y1NNG@<3OxRz(7gJNC#(g)T5tDFL~Z%M%^d0yhHmOKAI6+Byh
z<#XE;_@3*v?}~bjRuk3lg9RJvMP;dlsHXh60`cED8GA734Hfurmq4Q&7Mg1+gMgWv
zlf15cK-kiwr%d5mj2&DCU6dCWpM}y8c`BjM9t457q~!+y@oXbz<DC>rz~D+wzAQsf
zz?OE_HJjsM?*Y&aK9{nDxV`rVIv>4E$KZcI!Ipu0=v2<PR^k(tV<7)#Xu!Rn|Jtvc
zHuA};b~ALq=u?|k7zj&lD#_Lwu>cTONE2VJnmen|uVOT_B{r_Fc#>anpScOFofUdO
zbB$fgv^hg^a{@pME%F+!KkF6ZY;m@UEdw&6JMd&6eUy3YtG<k7EfM3sqyG8Ofo5ow
zIbd$r_PM*h4qnF3B%i_k?M>e};p-7UO!Y-z^EG<Y54ke{XK+~3c+*j)x%85j;Uv8K
z#(J-kl{&3mTqRuSUh1koXug-STP%`7BuKG#4bNRlN;1uUgGn{ELq!bdE;G_|sRg;l
zL&*fbZ~ZdWkFCC&*KmLP#1=oFp9WnNF|TZEzW!eOs*8ew>oQHPm+rH|IAMbqnDJCa
zf}sCzb-g<Rt!IOa7yF^GI3rC80GD}MDW$`gOr7V$QAuC=TvVopzU?g=uE6rHaZuc~
zsw)JUy`k15BJiGQ#1C9_yOge_JiLV8Fg9>VDQe(;msDEVOM*D&NSeO}DX`oV#LF6+
zfYzsQ6ugzn&=56tF+|6PbuXfn0BHx2;R|Ur!??GaR`wuJvBMPB8xjp+@KrcA((dsm
z7~$<5Lig7-5QU1#Ehy#JqCNJ|RZ|Yt9*lj}Y$L-}`J@38TAm~>mH_{rCfsj{mxU(U
zOAo$Dc)_JCyHuBO=)R(FU+*l44+>8^b6|FDewdL2MTy8;JL;N^1zXpQm9FXS>XNwJ
zhBPmx7xE?OPOR&|5&5C4Yz?iz^BV}B7Zx#FWKBI?aRmJT@fusCo(es6&q8TK?`TMN
zzg#kSlXIpN$tKcHq%Il>yY|W^<YLkN>j8s7Ymea1&P6@_SVbh&o3=g~0(x?r$AF%1
zTjCNgf(WxvF9dn_szBw`(X(Q6_iS=fmY)DYHJ`8Z2&a@KtlFjPZx+Wl-`c&Wg&#H7
zY*`+Qrf&%BFbaGkgKFyl2d_nt_Im$Qj?q3pun7|@%KDNMSIF_$z|{2hSkuNuCywDR
z_;PJYMbw-4OIf=ncQsl)g^myvoDPixj(;Q0<#}>YR_6;J<dr|Kux%FqDG6kO`E|nL
zF3zA5@CW4odeAOKPVs-BS1~I*woTP9{((|;_o`ert#4#*nnQBe<Hj3`PI4pd`p)al
z++_BJ*i5?Rxn154nS8$XU4iZig&?51Uz7$ik<4-+=q*cMel)#T%<6ip^y*#(;%yC~
z0C=$e35bOx|C{tFod$hALjxD+N6B1s=+VD%si*MG-2pxsn`%A}@kfwQ*+ptgO$_B!
zW}c88NyK~7YyGs|_?jYkp#xrB+5dUQ;@i=0;@_=B6OogHJMF1lk}((<YlKqDgZ7L}
zPLKobv0rI?IE1^P)lZL7+_?8u9L#H<@IhC|Rzhg9gV$$6s}ttSlMS@1VOO_-DAGmi
zYFDFOaW3$h5cqmcs6ngUz;|;)Er)o`;j+);m3l39>}&d_ybe&Mdzfzy1-wq#ZF}n*
z)kS(@23((pHL<9O0omPil@ASeO3{^07IRNc{wBO`xS|U&*6!r}S%<5y$)o!z_wGaa
z{p(R8%x9VX4+jbdyY~5(D`!CLkb=u4w4OjD{KJ3KKIw0tXENS@%?j<jS%wS_#+ZGe
zcg^ltoS1BlONm-ytXZxeulCp@>J;#vE$pvbbhOiiS*rPZ8_cWHGl@rNX8}%1okyLG
zg>#80D?V|m^@%tuAY~#Tw;iVgwlSohb4t?ERO(MA!<b$G3Tx^e3`L;?5TN62f6yc;
zcX4*hanj<E??RE7Yxc}o`?&rj#Uh*}0P1VSBxt#?${A_d-=8T<s6IBc@rbT8i91*9
z!32(@SA&=94tz!Twqi<AFH^}?5BI3cTxDOs6^@2)iZEGDY1}ce-CthVy`?)7Rk879
z?vVio!-rfqP8g)k)XZDAMC&|iUdXqX&>6XKIY4@Dyvwv~OCS)ks*0~Oblh8vQNv=5
znt|<chF*ahDP|9WggB(o5e>Ys7cK=F<)<MIXAh#YwujSbBk)eh`v8U&T)b*9XbRE@
z9Ht_o_X}u%SFRgg$^=>rAZEsRxd0vULfQNi#}JhPRmh?I5GxXiTGhdz{+fOiXCUfe
zyc*?AkY19rDHzkxg?8?YW7C*mkCt3D!^>y`^WQGT&%?^oD)HKkW|=O(8P_fBo0}T!
zK17M&-qny_W-UfoU8zm<q@Wbmn=jZJxmm;NR|V=d_FJdXC7rt~t_xYa4^hN$sGavg
z<wHi8*v+<L7IPEZ?fLPd)RJ8J@4waod^~c06#W*+;t`}~_nP{a0r{MZ7u$<3N!UHY
z+(8jwor<oPa@<Bza6+%ytZV{@odA*anagWWN&`2rEGlTlB7R|HLaM2qpKUNcaM$Qj
z)5G_zYl5N=n|xso--d6K1T*;Vw+YMm#0YroEr8(dd=t{Dev-QNNac;k_uqC|K5p84
z;(458^_0-Z6*!Iqb#UZ*SdcE2oU{hl=l|pwNp(~IEC~zQey}!!D1e<9b2sMsRcp;d
zP?~@MQ6r#R;D+hRNLq>@Ctp32*kre5jDUC|ytiU;Pnc;(V)?oa8mVlhlKag_I8Llo
z{@7$;O<{d`?WNu^gZmo+&~2^|CVhBF*OxmvSYfx&chV*9)c-)v>Tz493b9uxLl`Zd
zNyA(-jyDT|X!$=t?qoJzys-1v5@d2Cc+5BV9(7B)ZfZfo_}F*)*rE-?E@r<9(v`=r
ze^_gHiVt{CSX}yH{oI(UJK&&RL_eT4POu1LVa|mfr6j}}_^^C8IJV^M_IZzGvs(1_
zxCiIS_Sp`aP5H>@<&sDf?rMmEU9%6R(_-<$<G3U(We;TocX1-7upC))^G`|(w!rT%
zRSK2Mf|S?w0t8+Htt}zt900(U6~3)7bh!R^qLFRizG<oHg*|7Z!I$@rN^J--em0le
zl0>l6J#U;FHxZ@YBvNBxJ1&f50X&=4KyP6*Ya!a02@A6`3FC_6U`f`IjqxlQ-8GJ3
zzf|yFVI}7tKl`tp)dbqviGQFfr=u8=X0|`Dv0%QXe;^jFb&)i-cnMI?ul@$ph(vVX
zd41%3w8Vu_op=VSWC!UXSuEXJNOn-LMbR}SNlMM}M99tLSG8H(7&J1LRTCVc*KP^B
zl>71-!5BFUlAgTpaLvtV%{O8f6eLtg7K8y_q)-r_K>A{pmd&x<gcPnZ7A%j7*w9k$
z<z-TOTf``J*>^E3B+`B$!Ps7dkqcv{%DOvrp5pb=16brTN_M0u8M?`c8!kGzZf_Yh
z^Q>IHJo}Jnq=&Ve^A;?wRQz-A$F14VqOxo{gVpU{qq}gyYOG`NGyUD@ew>?M=cb+n
z*Psd?3-98D;+J2)=Wg2ERsg}w52Lf>FW*kCp=HY~sg@J^2MTyBsRxWFGl30!%6KU$
zltNv_e9<&3>)1>?l(~KG*uJgr_scpzN#Gt~mAhqj-bj+xcoL<IS+2r5z|N(U?>njM
z#~1Ff!V67CriVE$kX~YjS;1WE51t9}CFHm$F&hmEAt=RUWhM<zNo|tRfDo8#;QD{U
zmT@eZa35fRg#y`>)>X-$cok(T`Q;?V)*vCIxCTnOn+PaqLmj=}g)wMtx^W+`_b0jT
zP+~^2TN*RE?KGk`_fk*tCURp-Z#k>^`aR*zrrb?H&TGX7WaSi<^`86;2XUtW#w&~K
z{uSd;5Am3zPhV4?b8iS_nE=@zh1J4EyTd}hUyv5|jtUk!C?}Ls58aAUl?$#*KOUk9
zl|ME*g%3zkU^L1bVM)rYCZWiH!#r~7+(Kr=e~wQG=+uEed9N4J-p-t5pB;~i>v{Xy
zPXT4vt1Y$ckVq$$6aF?7<Y$jlx+WX0FTkpjXQ!b>paGqGqehR1ywIaD$~O>lr9>B)
zali{~BwTS!c1o}FrVQT%grTZ3!kjN9Y|Ul0xYu9KG^DOmDk#P9bVTqoqWrDf6Y1}n
zpL`Z2x=Q&#W0g=tMV*CShG1jNA9d%SYrE|c1wojJ&k+NBbYD$(YM`9DR!;g6x>>Al
zv~FJPyAKM3Tt{U`^+Q)IW?OGRgS#}_%%`%}nN3OcA(m6|xDW3>?G(4l#cU$iC?e**
zPlyC~u<7(J-e!!!jIggXoP;&zh78@r?&jX-TyazV#S(5{Ma+oH39hen^*7mgXq1$k
zQSUs(kU`|9(I%=2ZS)<F$XXbEi|lc2{l(C<UwR}sp4YN0p3~E`jT|jJjeWni@38i4
zdSL0n4_HnL9&4tTO;Ry_gb2_H^@P*s|H>E>^UWi#KV~;C$VwrVze1R3H94|PL7r1!
zxtP%&I@9pGv7GI+i};VkC62v}p!-bbPLZ+r6n*-CpertcBVhhHlPI^wC5PH>2<kl0
zIE?hy*q%GaW`l#kQuyk!#k(;P|I;2yaURFm>OtUh{`jOr|Ai*E(Is=)KXpyngICCJ
z6c7ZY7RdnP^XvGauZM9%8_a*XpwgfHZ^mz;{kN`w$Nl9$$S10I_NRr%hD4w@%U1!`
zf^(Mv=>59U-I%qY3k4y)qTIROX5&6l5)_!(-FrfX4>S~4N;e_(Z}xAtSV|B2dLv?0
z_cvcqo%0x2b&P3Wl`dNUu%6|!YWb;6znv_-HZ%hpqhDDJD!DY<43F-!v5f;Fc`s1|
zz9>)7z#ZMgXsu+b5f0&!Zk1M3@{vhb0oQt5HlMYOeoX&F^f8TR@M<L+-27RSs5=iR
zH+i(*CBH|I^Us#jpA;LGADq&gG>Q+a+5Y;1Pj6Y!`c-@KtVP<N-^}SU`3EXj(xEJY
zNeG}-7hqbbd2vxlI#zYg!U3?n9&G7@d7VB>wfa|xIx9uQ_;de?lmt0IyXBcc{@rk&
zq8R`64drWA|9@wz|2_Bq=I6a{xuZt5QP<}XuBV#cY+=4RLMh=XvF|GiDm@Z*Wk#|v
z_`V^v*IZ9y9Xfb?>s9E*8}bgS-+xt_$$NPq_jl*^;?XXugRh|;8AAio<^>`cn=ceb
z$)E*-vKoxF74^tOB79WLfOif(AT*QZ#CuSTtpbF#d&G7xIH{y6fD6TEFFC<IBSZkA
z)baOO(+fRJS=;ts#U>y<#gJfI*Bll86n@sp@-(RYWyKVOzi&ZGvftcO7@qd6>IOuP
z6rRni;OctYw>lI;3r8Qah}vsHD}c)%OPaxghP)g_@7DSv>$=rBH^Ytea><$(>F+xR
z93x!EhjQy8(?c#w*Us;&K)%&7GTJ>{XgU4AQS7brZv!~6+JJF#;^KaJH0MkQhp~GA
z7MOUp_2u5<>c7l0TRdJx&az7~EhOP{ty(4lyn6rjT9@BZsfcxTW{|Cm5|tI77<Ziy
zcim;sT0kNAqdtfRw5?^(dT;*ku)_!*B-zb-yo=mBPtI~ASJJTWNRhDs<GNB%ZDTKw
zPX2qHQ;c3tTb-9I9%Q~6qmpaIKyqd5<}MI^+=v@XkEcVw|J7R8WXOr`-7i0$S>ajf
zR~U4=z#BVxz_FWwyY=a7!tcOzVMgPZ>u3*)nB&PTPx4>wif7RNM9o%h4&rA224%e9
zj&|R2%Ty9&Y|~GbNw`<JkpjaEJ0O5t5j+2R@=&l%(!<mnkM+o(0q^&Z(^3_3{e1-k
z0u5w)GsxLkLVIr5F$YlqM&&6Zpj`Slrr~=<xVj~xnlim7!m#Ur03MEC%wnx8fC8A^
z>D?qGC@af8>y;e{0XduImI%5{EuaDKqgh8z)}0a+(~G_2wv~^AoT-fbuP5!7+rGRM
zm&lyu<Iru&5|$GLC&<TuY7SP>JFk#(cU4F9j_!1wOML^vOvc5<uJ+X0Px=lAq~h#^
zP~A7?d<LXwKJ70g!(a|^RxfA)A&OF@-0O6SMIe$MFWyUu)2U#~qtwGWNLGbiV~6+M
zeeUtn#z*i}6Q19BBTTPB%cDa!dJiv8wb)Uf9JKg!JW(4q0J|2cUc4Caqk=l^Gs|Em
zd`ou%C(Phsyrd??h2Ri76<L{w51`d&xTW4L{O*(U?v~mS(nRiYXQND2k`!qv>sG1h
zI}`Z+tbd?F4BBeEMWdJ}_K6z#*?t?XrGiT_LH@9ahX9~2t*ZSFAtz%gMAzzoL-2T0
zO>TQy{`bgpsUSTKnr|;E)h+_0BLyw4ZS%}1Pfsny6qv}#B%6ZU!d>+G+k!LuAX(EH
z|FZ3xU1i1WwO*LTm>pq2hcakCaaSXXt;L1N6D#G3beXBmny^sIhyim5Yk0BxACHJB
zbIO}#`Z(E@f8`##{Nr+4)W-z(>*(Gx1%>te3vVsO=w-%(uov8(@7g6|%yVcgzee=g
z&Xo68%Jm-n**mh2ll}yn)?%OtLJ5&b6@I7L?11i({gWA&8+|V+IYf?ST{PiJmGVwn
zPQ-Y*%jEfYtOwb@+|TVK8MJ6$`eW(E!iogBq%^hLM=^Q?ST4H6cA)++^IV>dtE?^i
zABflggO@K;&HYpV965`abIE#l)CAA=Zq{K%tHYUB!s=9=)AF7SBWV0tt8iDpu9qft
ztFZBsGbOQchKG6!LBla|r_=cYY2G%d$VO@^CKP&mJ!UgskmhF7womJNfsWXn|MHUw
znEmB^E?50d54VV1lR!2Pg>^}53eqDGZ5}x+w@~I<xojnY-H|gID3S6CVM|HtX2(s(
zyG?_S^KI4Unl;{9CmihJ_v>bsSY}h6pL8jN9h<9f&y80^$9!$(G_P2yF_H``#vuw7
z40v?F_2_Fj64_W()76gL3WwqCZyAF*iz(9Aa@t2ax~1qUfthyK0y1O?SOOkOjnThw
zuDTO4!Tvuo_^+sQ&aV~=ikM-;S5HO~e*GyQ2!BQS1w2fZJ<;lKFcun2SGwJCvyIH6
z`NPEU_scO%&bWuVz_Nus#-Z3MULx^23^N)Smi?#Ykbm?|`|51j6BZ%|uW#?FGH*5!
zr)1?xvezQX+b41P1DGeEOy7Jm%DyokQFoh?v-g~?M>1h`92fH1ZlUH`NwF9JZsn>q
z<B@v}qQN)GFx+Y^yEEg(z>z-5@6S1?Es*X1&W-cZUoIAYe*|fUTxq$}_5R3l{^5?g
z9(jO1bxCEi=o_Iv%;;)A_88zr8R)3L#gy4ymSysPuN-mbXcb>eD?&e4xOgayvrZc)
zyf(Y_vCv`LbV<8ILHi*cxhl|1NadOQT;LdGPy-pXZCb2gS}mAgO<3{2;PvViqsh8O
z0C>$6o4#wJSntR05O!p4IFo7MNEZ#<L^3-Nz&dw-7HivRbQp=_og{ToG$cAkyn`^e
zzd9AlY7p$wvJdgz9}s1gKq}UOd{+Msqau!tlZa0=VN}XswcZ6R1+Rx^>@A|o#egyJ
zn|NocE+9fH)$lb@LvA=MK|cX#k~5WV_idR7I!*}-$t3i;n!L><`mAP|X^@wSb-I@m
zny&~BXJE<F+dhs<GL!pK<gbu7)EhQQ9Yr#1R)I?vE+_TufDuPJ!!i2x@rd>fO%%YH
zvGSFR>yPht;$_qE2pC{#w;kgKHlTvZxs^9OFj@8hk?0018Rr5g(SDChlV8Xx$O2>x
zVMEI}5byU1aNYn-L_!=vj0)>iukg?Tu`!&^Y5?4qrU54C07wYB7;IVqC$8$7oDc0E
zk9<Jm#MD7FP<cZnU~T&uk!2r$4&<w7HWP+S-VDMww5&&sLqV&0s-9QD0`Uh#od7r&
z@Tt<BA!;un#VwjjA?{zXHvk_l$j}$pDCNXOAGA8zzDgqS(g3i!V<XS^bDr8X^$Nkt
zvZmIkxb%@uyFXq+(|2sbeZ%c~ks&%W4K2En;Lw>-3#kfBOb$X1$)ydRYGr0seCX%m
z#-7IhD%Q-WKsKCG{KCpT@kv10#|eA?4z9omV;QTqs_ciO(Nd2#{f!IfMYJIV_pkA;
zXBCN8%m$T9+P=0%!OK0Z(=!pA1f9#qjcZ8xkN04>y4kw0#znl*BPRy$5>cEPYTaDU
zEHEj>g!I^IsplVv+BRB){qOgEiTh8d$xZYboM*d{3TyVwZ`Q<IAuP*cV8#7yt>ba)
zhCYYWZF4wLnwbfB$<9HW>{pkxhtTmT#GXq+Wk<sLdR!V;2Xrq#9lF$E2c#?@ap_p|
z%~*G4LMSL~^~|;5$K;lbDDY}7ymI$$;<$JNZLaHLwRu0$<66XW)14Auz#M2+?wnDX
z3!=CzyyO4KU^^4(@-uj$V^$gY$8Dfggl{xl{@tF~r+98fhYjs35+F_`tDuuBt(k2$
z+cAzxfmoD{-uEk;Z>1RE?PaN&=K`0Upwq$wq>Et*VOtSq?!;5QcjUiO!ra|=N%?!9
zk7(6$nt@E0hZ4Dc&Ue*puO-A$JuEKSbb>!9lsw#`{Zi9OEvh;G)(>#j0WbmKg!E>{
zd9V>&X5;n-F`MfT+iu!Bs`LZ}i6H&nH|alSRlAya-Fe!-w<;SVN+td6uVcjXM)YZU
zk;zYKlDXfr1ap2mUFP#-WcTx*uoJ^~iHr7=e*(>KrBAuX-W{R&S?@Ba<k>k@yXON;
zHsX_hjn{i@FE&7C7x@14=d}sGKy(8)a0|xysux<_es(XzKZddMC52f|&_q~C1WgU*
z=D$;67e7C&2L<A_1JJ#&A;ey{SL=Xg6j5sX*aSSDQxtX?B#HNhFQl_*$(krX9Qq*r
zMrr;3it;0%C~xJoY5%W6?}>fx{I8D=x9U$6ZtUb^#$imqEhga%<oC<QhlotC9x%Oa
z=aA1rVI!v6_HCzf?`#AyS-;Lvg`CafWY48<mV$9X`Wo81PiJtg(XI&^NP5JIxRIol
zW4<=HR57P+)>9G)N)3mt(Qkqw(R|@3QYBhz?e(`OgXn#Mgsd7q;2@FT`D@;OP{`}i
z0VjHjTye*qU@xlhNgK{Ng`$Wsv-L=mq&{htFoz%4fJLk1=X~->z1=o%H>q2L#7zr~
z`!xc%#w&$<u*sYrouebxZ-eNPjKc0+{@!*(o3v#yn#!p_wLaByJ~zW+aTtBLbWHi|
zx><4BN&P16vcod>{#a<2EKYk5jv6(+E4sLaQ&~SY6AE~?e^?&vK{X|zP?q&Ms1XDx
z(T8@;ml(lY1qd$x^2}PGgcdF`rmb68^D<|hOK07eN$vF*$u1MuX+MB=3j_eMpb(m=
zI?3xvqd<8o+3F*lv^epNhthAdL85LzDM~te+t_pO;y9G{=<aYRAnT*YI<oiNRscg}
z08lR23JhuD-PQhy2U^8*o?*aiYK%SJ*3t;H4||j4$fPP!j6E^=bPWNhgB4z&s`+Bu
z>T-lK3bB#=bGVd8H|-|fC%i0fo4pUJ!S{d0{p^1s{m~9pXF;;x+0-4-I{5SBm-DC<
zg4hX*cNMKb3Vmy@ISS4wDiy?qFm00_*f?w%M<m5SFKQ{UT-PT4HKchgZ|qR7XXjbq
zDUy>>a%AWQh_UJSXx3FY5nQ)>G!VsXdb?V7;D4a9?7A%AIhxlnVR65t4}RthlE28p
zrO91qC*i=U;9}+_CVO7ju9B67-Yb5^7p_bu=+p#=G(`gmR0*|aFwIX0!xJ0kq$%uT
zToEu~3N1?EWltCYmOQT4YE`Bl6wacsCXKZ0v!T=$^l5Z&zy#=YP$^jcWQZmT)XR1I
zMeA_9&nmLL9a!d(*=|?Lmh%AqULGq_OmfiW$Fx7}IL3l1&!?ToN;xkls&ESG$#`s7
zItZ-Si_-Y_$n0uJl6Z9Dg?Q&+f!~)-=k`EGs936GGA>{ttBEp|23}Ke`P%7)6q;tN
zB<$F5z=1u^D0<5R)&kIk3>9C!s|y+uayPEuZKA)XD%-&6ZU%+?=kyN+w=!wg-mN7*
zl{uB$1Fx<g$=}5qX<$MkZ{3^MQ;SqV_bRg?O2ay~45!iWd2B31@Bh8LcmGSsHN_$q
zI=?yAR+kuY5ms!_ny*^Z85k2KP4CN}5NGwbV4ZvE_3Im2N}~GuKl29Ep$N+IF;gZN
zYO1Y(>J;+djkm&X-8@g#@h#_37OQZhO-^HFE7K2MuZqsd7lRGuq7SFPBqNsJc@*AG
zgq8G_+N2mFNcGx*udClfxFzxSLg;q6H+$8$`j2xK%!h_XhUeeiqrLIR(@R9dxvIG4
z=EINA!635@`pLY|sO673G%o~UcH6d3t<Lu=e7@v1qbYB9)PMgHWhLuH+=%itXk4yb
zSM#X$rruuW);E27{rodQZu+fd+C4-hXw~%j_4_p;Ey5c=Ufj~+pEDDA@%J=t!m}h0
zY_bvr16s>eo<lmzriJdd6l;xtpm=%te;|f)vu6~ZCmw+o(Slo&_1po$zg8n6`YK*r
zylBbF2prdLzdni*^(Zm@+u&~rp(;}9Ycj5Xos=9qpnJ=o)IrSn<x@CA9keRhDOCN5
z(MfmZo2&16taP)EF8e|Xw$Q_we*Zw+)p0su89?y<yP(3l`3l?Z?Y)ZFOSL|{s~gr=
zmD8<P%@3*MrIbdrp@VMC=TtUI(U4oqAkHfCUlC`{Z#aWy%i7#lE90Q4fwcIZH}01t
zVW)c$3Q;bON{TMBe)1C{(_?IgXrysKk#BJ|btrdn@op)dq`XP#>xO)EMQ_OJ|CMg3
zdq>Pb-L^3}e^qCZ|9}0o{I$!F>`q=_TVCsGL-3-h5zA!zLQ%Y@1`;*fc9biM-9G=I
z?4|9Ym?9BQzophrl;%cDMLV}E$tb1>Z`dLDCg^JtDlRSsl`)V8Mx?|^idlwK;F5Kf
zrI@6{az-xk>&;m;<O#?S75^X9ii_f-pSs=~>nh-???>ZzCOHJ*_D!S)g0Vc$dHthC
z&NYy<URFX6i}H{6sZ&Ad?niN85BjOXCL(lwzzUn?vqh9f3Fd#B3Ht|PyaqDmkqVLh
zJr9n&Bf(~5^N6H)lPhF`hBV&H?|~stn=NIMMi;-e^=^MgI|=5{2bv*j8~0Dkjudu>
zOTH<har&4UHpx;|Rp##pl<{hi>~_LbN#A*^9Cp9FaWH^3(A;PyQ`eCewj0)c-%k}Y
zoaIymG4_GC(@b#Wr^6(G2uqM+cocN+R7eBSo=3X}3W>dELgL=Dt1{Rv1m|e5@Lt>}
z<83HmDt&ouDtHGbW#9|YWSI^$=61dqY>#y)LTj+OlZV4KL1D@d<@O44v>@L{u-q<P
zb39hy6?Lgq+Pi!(kfcra#?MDO$gN~=4mXQdNj(P*xvL-D?xBc}hufSadSpK=#(jwk
zq>C~oe>=1b_Gmm6Qj8#oB7@sTvljPxtae!!9%NPXgE?2m%H4ci=cvnKS7Ul;DaG7%
z#rzZnmr~2f*nsa_PnCS^k*{*<RrMa6T%-ryOssHnrSEL`KK{}fey{uW^=lmM<n+d%
zb8<nmsF>FzXEmez-lj@PBZ=n6gt|b6Z|9vd`0x5`RFOWzy_=zJjnc5~r=KLP-xVnS
z4F#ck=pIzozlKuA>*~&gbtfNPHZ_EN#EgM|wtfJn(T2Hda?&L=n`WY*y}r`9Nc+b!
zDyd37sM$mg`nx-G!h1ZkrO#_ozG1yRfjKFvH|&2*_p2zl%3Q#OuvNPM`ob;t6$hAn
z#i3An^lTUlC}N1))#Rk!jOL?3y|nU503^Vz@jc&)GgU=s?BtoS*pJ_+^_cgiuNL0j
zM%;{NLO^>I7^Mn?o91@)D5b?wls0wH?T$qs0xUuY70<9vlKRsKJ+F)6rHM!sQ<9Cp
zF<&#DD%Hm`UW}8O`86_?WS4MJ6{-0+IC(BoYfv&LNSFjbQfRsNWjh+5CLeTbifco%
zwQhVm6XLvo(KAH&`-v!0(*q76J8OfsH}D8z|I^n$1xLnHOmUL&LF*>J^>OGhBG;Ny
zjW`0d{Uhe(3c^xP6_o>|dieF!9JhfsZt@73ZzINsuuXx6QsBh#GU>}>jKut6+8lSC
zvHQvxGiyULEnafH6=!u@huJ|LpX6eV=~=eLC1)vPzk{mI^bkx;$o%nW#(<1LON2bT
zP5Q4n-JxF>PMwdFA3DK_!|x_f7Jdy@ek&A*E|-_woPR?T17vK+CCrRLbL3W?f@&LM
zyUSVt*Th-NojbfO7xWM06_-O4+(_>&aN(cITK=>lLD!(QjrC-)Ull(;>z|u<^SVsB
zDNNa71?1sA4mMm;tqbR6pI7q$pH#Pgv1a0R{)<3*)u|SzjjffWgE2p=U2?u`b|N0n
z8XaP_+mvLkS?ng4Js2a&&Q5A|{<`z?^GQ+dOQqTqai$vn{Q(!<IN-dWktUD+9bEbS
z^00EzbwYs^fY-B3E>yY|a@nsu=UF!pDD4tk^Rv+Tu^gCo4|F0yjVO~@%>2=Vn3gqL
zZ?os*Q8T?8b<bobS}Ld0I`@I|=N)h~-(NbbM&ggm71ydLr3GEKlZYd;=CJcuzjU^5
zHOpP1Sj98|Jb{TK5v7NQm)IWn)Ymfy70WwGXP5UdV5to_u8uZev*l5~ljcm6Zp`yp
z->+z;5`X%`yuWl!GUkhQaws)J2eDpa{aoRvJnOy~Z3E`%kF(C*slsPhV#phbUPu;?
z>5KOA=2v1GKgTBwc(Y@>f`aQ`pjiI=?cRow$D2{-6&4(MSle^ysehoa;?^UQ8L(XM
z@s|bRZmPiHvFpilnIXd~h^+s(@=i-bv4RkU`Q+FFI5k+gT*!MRy9SRjAWT-4Z|T(>
zSMi9Lr2M@ix=PyIjQ|8`^S{Hwr0(7k(`Tg}KxDn5tB!%bn9r(j<D-1NkiJ<tZmJ~0
zOoo?ZRk(KGtK+ruim#jx=A*8IImxXqy`V?aJcs&0qx?&>le;F`+J%O++IKPsr)5Ai
z91`Ig3UcKAlKx!rPnWWm3+X;Zwx9c47Nz;1+#$%_laK-^s)K~kVd0E>L|2#VD!h)Y
zS^E|I-d)b}IN9%EgDP8tx0(E4G`UOKiBy6~mXfBXjkLH|Oz##W8Uz*Vz3f?$AOORz
z715j!?n;G=+wz|C;UD|4+jAPRCY;Q-giw%$*{5!5L?iK9e?42Sy&TtnBa-g*@#O=y
z$G<|Xev`o;w(+~+TU}vq?7a*yTiyYLTx7VV_A`;MMk!-R<2ZD#M8uM@=s(aUT7cf`
zDV#iwn3mk*2x#KRhQt~r38*skD9BmV5A7JKx8J|C-{ZO}2qzDh-ap=>WRIaa-JRse
zjb`v)9Xa6?C<&v%m*uG>?CBv6uxr|p5>%Cp%%^#&a{x0L>lDMPj5sZYllaeWU-Y7P
zKELSPM+?yS*k<P(ra~cPs34Edi{SR-;W!7~_CENcAvLi5t<M!03@H`_=YEAuhhu{4
zKn^rG7S4Ss?^V3o&>}$QvuEHiKcBO<sy#uO0|-07VVWq{Un2RQdAUhE<&o^&g5nGM
zre#Uu8E+FO5rR^k6ZwaQf;kIGO82aeuKe_K`d)s^@irV$h}HpfIuPqY4!GcYKK4@3
zK7ptp^y3Jf73BIb-h-~BalByT`MB;Yb52UVACrlGO$>C%<LR_Puv_ZLyUUMz3SbG3
zp4Nel$1EjeG<VL;25hYgMmp3qw2LPVykCyp0RgZwZKuFx%Ym?aiv7VUtrV9jpG<YB
zua}5M<Bgdal~2dtoxpzfdFWuxFFtS1uD=UOT6;QO*^`34{f0bKN5<?n{1}(N#0YK4
zxKv8{HPswsp^S4_P7TgLD2ODrge}-7Y+rksXWuNOFWFnIV-&0o7&|Cnnmm$<9t=hX
z4thAh({Mb@w-TqJSF4plm8p0dqnFmpr+6lmb5tz!lb3TL^i~uX#g&CPocutSLrD<6
zT-Xql=rIVcw03z=LO*s|8URVa`w2^2rXpFrF^h*CZam`p7=D=7`#qgZG+zs0`ZiiY
zhmE`tjvDfE%|_e`4*#rn-@|~0f7q_HcP=Ku|E=E*H1^uX^2?REr6p9~+ct~w8HS#4
z!I9zeI%Kqb%6{oWTKsjzWHI#;LkE7q{XDPNAkW&hSCZc;cI3Zb{{1#3V!vW>;4&AC
z6KW{CU;2uv1UZZvSvQE~@f21a{rh~9pECTxy)H^MLz#(umSk=WdK?b|S1R5<MAsdo
zEw0?uA}T9c4b(n}>UMp#(eChz!-Gpv=<1ya)JBf0R!Syp_vqU9k4CBT%-s8#L9v(B
zrT#1$mv}NzPU>&|wHEgvB6IdXKO_2cx1N}f8c~}WAWF^nO^VqE_w^x@Q*YjDz@=m0
z3L;}KEuC}!;E?TJWlG#`{cnyZW<B>c?}!)_IQ3BsjjAfgF5vzWPF<RMp$loe%zo7`
zx7&G)lppQ(<dN}LazQhG43sV3<Nvz?$%^F?<4QTYo*Hf+n<@W)G`(j$T#fg|I}8TV
zgD9i-mgtOLqW9iA(Zv|OmqbKlbO~V)y+<b^h%!p_8lAx?LG<pq^ZVa>U!Ko-fA-mH
zuk~Hg+UrTV{$h<$)DsFI+GFEB$;^(YcH|MHwQk|QPwC|XW8m>+Ey>$sW<k0tHi=8(
z(@%#0{-sOY%qOv=V6%yJ^xYT6=bU-_%Pwh5LQBzVv^9sE%i|$LPBK6BWK4CE=xb@}
z4{XF^3!is8VsXW&vYKj7lRhntUy(^;Fo{Ra<&k8&vv-N&D;$`47m_{|VcHZERH*Bz
z!!xm2Evx+cUcf$aQ8ty?<RC`x^W)xQd?tQB+sRXODY5;P0G|kY#s6rob`W(HU!fdp
zM%!JL^Ef+q)HdKOGb>4g#QBC^?Vv{TEw}r3_Z79B*T|CuTk04*PW&|$^8r*>)qfY;
zyO7B_&&RXht;B_Ga-xWddHNv?ukxf8&Dj|OlT2Fj$C{x{=auAe-Wi1u%s;iQ)yzJm
z<eOGDxL$_tgW1$1Gf5dcNqn<I!hqHClm{vRAvC}zZpgD+F83Ss+H!$V{IpB+_muq1
z`elu^z4M%Q{Trud72l#k=svHn<kpNC+XKVTJP(E5DdQ)5Qm3AQs0RbdJ@Z@h(WNaX
z&K94TQ_`u5BOFVD(UbGh!0!9Z9yg5Pxep2c=lR3v^O@C@aJkUqp{r)(C7+UAhlQWS
zm|Hr21_v-$bhRC6=MmoaLVKMlbX!abl^&<7;2wQ)UY0b4wNF~34k#rI7M*w|$}Hbp
zjM2ckZW4JGX)$ilYK)SF0n48IuJuAZ!_{IHDk+@`P$jZI4M}xF9ly{F0U|K{G?)Z+
znV<}c9X@*%L7L4?7LFXhYCNwXBkL{1xhiczi7*tqim}EGrzhRc8H&b&>G^hLW!;OZ
zj^~$ZB;j$1PWFC!8wchX;p)vT87_<K-V9@GG!jIEEGq#-%7o5oPg3sSqy=77YAZ^D
z@)gaVOEQp<mRG(cQ~WD!ObplF@~5fr5y;t}Qa4G=LP5&e)}gsi56p@n0BpU;AG0c4
zn6gX*y+`s9WjD4Se)%Mf^`vC!A#2orP&#-lSWNP+z$tF7_`NziD)$nvW7nXJG?dS1
zyw5nd$qPoM_Z_SH2EOA+f)_e_1%z%r=;&vJZ;=6Ni;^oe#(bO@8s};$B>X~6xFBr`
zx(c#7cKmu?n0;8fQNt@?OpQUYFlG$EMj6LdaGNyUPNVOK>!$EakM_Y$<`jUsC~;WM
z1!^Siq?psEw<S@88Vpjl_3TO+0+Zrm-P+9YQIepO;=TX5>X_lV58Sft_wLbgGM7bc
z2O7}@TXFeFQ9r2(0Eyap5z}L3d{}vn0YVw+aA48$eeN#aLUqRJG+%QdILCjdh^wNS
z+c;+@abn@}z`}A(`~fuAj0M6Wzo1e!O&*H_<dUeD4}{IQ`1Eh&Rq^H4)5tK&@)U$c
z`d`^p8@nbth5sO*`>AlNs6K9+K~e_5!tj41Wgocz!vLp<^d-TOVv$tz!jQ^@!Y|3&
zW}AxNutAI&+0d7_K4u0Vz~QUSi@Pq4E$!Kj>71m^Q1Q?4M-pKB`7n=f^cIDwmp5^K
zsR!1XtH_GDeJ4*tWxo3(^9WDzfqg#D{N>&(G|pw22UOP?0O$q-O*V`!2WvLBhi=B}
zn#oNQ(0qf7-+!bTFZz+eF2rJB&vI7$G}a0KzBu1ao3JN?j>3qjX=B)UNmO~umweus
znJpKuGR<(VZ2uWz9*b1Wsr4t;cYcVC8W8CZeIBzZ%cN89oMT2I;v7ROKUTdG+@Xk|
z{@~JAa27*@-I?$5uC*^XEugMgPw2zT8HVUP5v<2K&{>tnM%7L_1%I$?V2j>f&Yq9h
z2d|@sMj!$RkRPbjsM;4!A6Avc;<_<4>s70A36oLYO|@mh8^*iYK1DID*%w_v9(eme
zFQ+uz*G8ces(#25wp&xqVxJ`rH0&^Eu$yZKJ%i4XtJitq$9gID;<&MBCfxF@kt3JS
zC)(aVEz0s&+Sb?;jWmsY5003;ZoMzEpwKJ<;hmr;9ul>GIloFY^a9<!rZq5oz3FC-
z4c+<53tENXTpkz=xylf?xY-c=RT0HXsg}AbZxdemVf$(e)~+xX7InLquGqZvdSx81
zB>GLO8&Hra(kU@xi2^GjEkZ;iBNg|@C^?}XV{^SXYm<{Zgezx6Fg59HEwLWpHfC1V
z`7%*;*}F9eG%Y5a+8Qm=J?h%ei7|*=j9PzS!%2@Bll7!_`v9dVg2;xVOKcOe^kKP|
zVtLPgFN4vkargW8TG3K>F>{Tt5`H8CiNb$eR$Y#y5Xc)6yQ;3|#!G^sW`|F(2{DD!
zs;T1qF64vC5!2m+dsZ#K!}~x)YTBj@O;*U?at;$D7wsO=!W5yVHab!SC~<-ftyF~W
z+790!W`a)tWVQ(jB@&G9Ni#rxs}r*Jk!!vMkt!`{U3uLQ?VHv441$0;L2Vc>!x1Lf
zgNFBGDtrbIF&Eq*kihi6%4Ogf?<HKqQ@rS*2)SYX`S>d2mVrhOg`DZE?ulO~BXu%C
zO!htlpkHgQo#5b5-S`nuqU@izy3-ouTuc7G<4k<*&bl|Hvl4r<XX342txc2nN9J~3
zxl$P%s!K`chik7OMEm%)^PcEf{j}boX+(-rY4ZV<&P>I{Y+9O8PwWlK+E8A1hI_Qe
z6Fkl_pNb<0YEP$d0OEb)Q;q#|Ti$dI6)V=wuhjnh!^1<R=D?z=DNhOOhVf+Is%km=
z-&YN~hDcqCrlCf{Z;g!Qt*11thV4luE5hCxb^lNTU9S9D6u*ft?;Y3g4x|dQ!|@DK
zfQSF`$gt61hI>|c!DL5*Ag5-$(8W&ro}{P-Kpo^e<UQcPHhq0e6pDDv98J8|al2R3
z!ylf@`~hi!tu_|wLy%0CGqKv14XBb3w6ai3^yqkKocZ{|?a8r`2<R1CedX<7f5K*C
zs(M|~8Tpuy6}=y*#BmpS#a3REv;~fAPUpwNgH9FY3q19ft<+WM7dN=WOdQ(eG8U~l
z$bn_6-9Eu(CAGCp&P2z50R7$xgBexR7#^ufL-qTEN#n=e2)^G<TtFKd*@J1e9kMXT
z?=0<kiVYFNLzz$(F$@Yscq3j%`;t=gd8DJpt?|pNGRV*X&*xDXU12Y1Pj`S=lnHYj
zXFpRQv8$0W!c#cZXhTSr`HEr|!6*MGA)ZkhM>4S=Q26fv|L;7%yU`WzH+P-<gr?g%
z%=xit69XIN^@#3NkXvmkX(;xV{2MmEBAfh$TkVXx8@O|5SOKaZZ!iDql?ApJ+F}fy
z86Hi#J4ad$tEPa}k^CYPNz+z<OpIf(=~Q(Y9x)#3j@7Anj@kZRekkZ>e!4W3v4y6E
z6eS`4?4%bAV#>9Ka=vDC6J3mNn-FdxFewZ_zaXdS#R@_8t$^E^_sRMIX+5@_c4|Eu
z&hi3UaPn}SRT>Bg->H>OyL?{$>td%^Ny}+^wTOln0A$=L0Z`CXCi^z;87-Xc*SySZ
z1$+1G61!^qqH%!Bb8k9>o(oHx5a^!z5nNCejtdO)7wf)Tt&JiDJ73Cre1ZCY-U6<b
zSTS=C0_zkPOMD<+pdhYXl9@MI$H)?Czc@?<ZI3}J($PJ!H}s#vD6Kv$X7srTro(H?
ze8~+^&)_beGGoQg?piCNl=M%6LORsQP)U{0S8B6PnWI><q2(_;+j4x7j@L!PRF~b9
z_M$Yk37Yt-q+B{VoyIozOyenatEx}2v(a1g5k=i}c+t@CZ6uZH=_TLGWpire6O#*K
z18)&Jz!cL|`(AN~3;$so;-;40R@TTmbvDo3>uJTY)=Ld&5XbMgTL%j!UiW_>qbyu0
zVHm2h+f^MQEF)iJ`2t1LZ{g)>?oorsmU65&V>-R8$Wf6VxP`<3A_}+YnqJ{5#WV$>
z<7`Ch&)$GJDk1y!8xS4=d^E?_tH-AkuL=l|mf5LRxsk>p&KTnU+1AlfV6j?b!9@vq
zUO@$Nt`r|~)84NI4olc9%t}cq<QvnmQ6F3T6t~1i`K@$<9z0u)66TTt&p^yq$=Z#a
z26{Sf=haF@JZ!Dm5BbJCVp;|lD`nrydaULkb=yrH<$V4Otc4B~eV69m9ZM6S5p-LQ
zC!V=t(%i9AX`dEr?!g86MpV_cv|(eE0s9axS&t`OVrP7(1rg9=>&Y*c42`A5wI(yi
zK-Kz-UzfFhC&Ci;$r$$UzUhlI43;>fa!ktyyEV3c$Y6Q=&!D{sl7_PWm+Gc&*k<)N
zmVscl-08+M*K|Z|O(Xkz?C^G4oS9gmd*%oajvHvSx~z`XTP(;R+gh{otM}H!Gc2sa
z%MqT4*B4*32oGNfBxQ{$#UU+GD?%(FK%A9f=9u<N0TzXuce2v+P8%b5X;e>gTeQd*
z%(%b~E5^XK+%U5ew-&sqRWW>H;fJF?CANVtC&~iV{eAV{DFt`049Z>CMj8CeP0~_x
z{SjKwAH=k0@H>I+M(9kU#8O0uQdPZ0#Fg>7R(&?ZVwP7Zb!)UBMBr{NIN^~1bWz#e
zFzobJH`LjWZ{`)5hw!)dcfY@sN;y`$Bk-ru_Rd61=|AN$?s~cvN9o+DLhod`#wo>s
z5To?uPbE@!%3-jd)TT<2dy?{R1Eqc@-U|Fq;Xb2MUGEM6l|WBchb~XAQky<YE{2gT
zloqcRxBa1{B7|6z^){QU`Sw1U`rh@|Gs16aJl2>3D<*DyVqTh~dJZOPR8&-f)FqvQ
z$2d%AoZX{q-1`n%`Q9>&>Z`{9fxud*X&SX&cBHdBy5!Y}%HXuTU=L`j=};ffP7i7^
z*-&Wr`JYIVW78p+f<y|QnfsB|`%n6h4HbV={cMwv?!jteS(62)oCB{3e#K-O^qv9L
z@4v=*spvKGqh1f{InOCde!X_go!0DW4^_pc^jhn|ReJm|En(S&FCU*|-Sp|c9FiD6
zgo)r|#i8f0BC>{iYeM!TEn0r6L)TzA>DDy=-KVI8>gWRu@{)H1G+*NtZ0>U+3nw*`
zADn+K{V*5#KkLQGg%l<PY!%bEJ<i(1(a0NJ-m}nF)Hf0L%_$eIUZb_pVx_jmTSRrU
zJ>If!e^Aw^hNfMXp64L?Vp5-O^De>Ulgd_17TB@vdWKS7^1x0x>puW!Cq#05lkV}U
z@#BJ5{uc+C#N)$n0HzXOIZDUH9=2Q-+S>ie&K}6Ixl>nycl`B}zrmPoXeQ()D>Iq$
zS9fZvZOF{~`A+r^cb{(c^Mew-#wfjH)kP5~D+Fkh<v+mFj`}^8>g#y?^Ya=eiWIS>
z&dy@7F9cYPaN+;~xLLd3hLt@t-FX)t>2)d#DDg}>Jz*v;>%30;pF3tfW4*mIljGYE
zD{7za%?&fnFc4~n!Dqjab?@cuI_RCV9Py1x(GJ($PT>!b@O+;iaY0~Svll%)H+Y;?
zsV2V^N?)pZ`9VeC*@J;tgFM~f<RE##;00AR9$tvt><9ipk@*^-G2>(p{RPzRc_~`p
z0M4sW<w^cDJvuVe@%pd@mL5$Ep;F`g`qSystou-#L|*y(e}Kel&am@3$G44uTf%>%
z41*_44tluX&Dt<wI^?&*{(u0XtZwwS*a!a`n3ZtEa8LW|HF67MUL1jO#eC~2;Q6RL
zGl{$uj!PT(ZjM?M*YLL>ufI+u&tMxkiWe$({ujqfD97Vn<h7kgju?AdsNpxjiAr>H
z!N61Fl(T$H3!#vT{7cOFG8f~l9AU#01N`6YHN8#-+8G8j>>cMKx)~t{nm@``E_(_;
zJJ({}#*IdF$OR7g>KDeIWkCk_3;{oaMqft9L%T;1ASwq9-Vip1MvK8IZbJflXv};K
zr>~kdlg~_5tk7DC=vKs(uT+vLg+#)b6ttt0_zK@B8nQJJ7{3Lb-&0rELxc=fXIJR@
zs7f(;6ff5U9-Biq8q|?YQ{{rasN~Wx<2WkGZU7Nub0FRr1iL~N8~(&TUwiItopl<$
z{9EH7j=wfITlTI8m|B}gYz067N{kHPkgzvynGa>(?g*nhckd*X`#SUfpPnH}=q%T-
z`mIN?P-CMsbvAgjlEGOEzP#>imvZKjVe0!lnpZXJmuT6_veowF{SYzVb?~Xku|;3m
zH)nt{5&41k_}#+c>3NByz!?4&B{&nu7proYl@m%f#3kES4y0yBJkH`A9r~_!0UoLR
z=s6;4$23z1N1?+-8JKHyPLhunV38Dp<I6Mkn?>Jl2kB+Rk?q9E-SPmPDj!~8r|!8J
z<<TAPFJDQ@_>etGMKa~5DA{k5<91lI!i;5>3^OV4kA*x3e@qmVg&kUNU!1o#d~#F*
zp2keIZzmYruPwf+jH}}KgL^pny~7=B|FpaO8$Je`qMQ~Qmwv1yM~{O(uVXay3vw-?
zDX(HxYTuW<DrOEWOHYMMmSRiM#S1-)nTVvk9+Jy0!KV#of^!p^EnMvsyM4AtC42Z<
zgHu8-%2D=KX}sM?n(hjhLYbezpnS_TfsXpP{1P!ta89jLi((x<OEkyb{+fn8@ZQrB
zU$}^daW?<;Gr(r6fRoXgB!DCsoU>CtwkU)X^K^$V{hm!$NB>7sJwK957CP0;*$eRr
z^~K+_Xh=$Lo1xcIXq???U>3ef=){uc-TFR*$wCF=+8xDu(hlI$vf-7yPpqTGIT!V-
z88YE$9-+t^&CdWw@O(HUF^3(hqhnf6P$j&zq`LBg9w|Z%Nlwgh+6E~KfTyO|Su&Mp
zNW7e(=1yr}9&3Kqsx+xvlR>j5NZ`y<lT6r5F3C+*%jCO$ZN%Fi4>vVJji+p|R0L-G
zsV~-Y_ZuVo>yx|F@xiS=>9T5S@5DyQcz}Sd#+7h&bl=;IsIvF>nGUCzR4&#(yuaZ2
z`UOjlu`hH&?B2k*>BO@Yt={xMy3Yk>1VPbwI@Z(8cWw6Me1f37&Yt6I(@eW2vzQ@G
zlJurA#Eu176SiJ1*gjy?ZLj5%t$A8tFC&Q*-C#?6Q1B7ji|yPuG~eT|XgOtf(pu29
zV(lxpyNrQM#uMIh((_Rtg?jTv*}k#*Ub-XKQPYmjrnhJ8Llj&B<Ca?&E3dqRONuqU
z&u5u)5w9+9qdrRRJ5RfLw^TuEJz=)P*h`w>Z5wPcG<!D}m2@p1ac9pPlw``yACCkD
zM~?GrJ+?yar)zf{wHT?M%KJN&&Cf43dvBT~S!)(x{fZk6%kZ7>wMOQf7U?2i6z$Gi
z`qV!6VP|Ex#lDDKP9A7|F2LGldS~s{O9Ke7Y|+R_XI{tPevo?ZC2MipaW`{f|BmQM
zp8iBL1Z*rFP>LwhFDuUT%Gt{yW)4_Od_kO@wu^rplNrXHEOL_H@HZ3C1)DFfFrkvL
z>Gz344z(&Ks^Qc+5QYzRw&&N5z9`_%E}pb$-q_nJ_o#!K`(2DAXGOp-PgPQ%MYPWI
z0-?-vVBiz~{?mCMtx@AEdBVxL3xg83XHR_?ot_Wg9C=XXtWpZwXr}ZP@oU*X($>kI
zaQ?hqIa)Z)!btzOcR3dgxj%ywhjqfr&(4UP-KN~-Lq7MVr)jX~BElvI8Ji~OGQyn1
zZs{6K)do6k`hht{>Qa+?1DJHDEFbI_jU4|sAQNUVvY9KyOql)$h*J%>azK1ZJ{23n
zL}dc<3n$+^%0%d?pU`2OCFLg0{(M8j43detul$sdzO9|>$7gs?*3uEx@xXW1k?%eW
z{*<uw;jgW^%v+p9RQks|bz~`D%ZY63ry~B(y<lvG18Z%C6jcDgY|>?|N9Kp!39%i1
z{o_nHBOxPkkoY?Q){WVd4fz|wpCEdjAn|sZN0WF7lz4AAM+=SZ4<kH@Xm|4yZKJGF
zUk3H2TvsvO9sTE%q&8(qCdF)GdH!oBVs8S5#aL>_sZLl1I)e}h2ejB1a@=Tx^otsK
z3e;WTaop9Y3-T(Sk~G}RaAE6HpH<tY5Q0P~@q8R_Yq!!GOn3%)e>#8(81JnT1xT@y
zl(yH~5!5h@Wntrk@LFroqn`*SOo>3{gQK37;~!jYuj`}>Cw_CmIF^%whl*$QJK>-b
zQGja-h6Qc<8vBbuYGy^fM)voY9IU;7GP&l;r>m8J)cE7Bd~+GEYbYBslJkDu5f1fV
zKHshM6&6v7wIUQTMJ%gEI^@^z`+2WBQGvhj%e~>Fd=oK!W8%46e8(T>zBkt#-g7W&
z(v?n~7QuUCNWPupM0qmf5KrQ{Qu7}GwH$#PtP=x5rl$2C`_~0DV}hJ6D6r|@VJn=j
zz;8ZL^EqqjM|3^yOkHAmFC~fK3`njLOLA^7;ahyvw<?crqQL6EAH~?Xv3H6Tw46_N
zc}~SqF;nRPQje_oR4x^UN=}){HUzFD&%QhHGk?X8n6>&K6{AIq>fI1@J@{dw_?VQ^
zwJS$d(m(SV-X!nB=`QxroisUBiPW}03_!095P)vR%=OTL&;du+8+DHN>#(_!?jH6j
zsmFiY@9H^o3D|<VYFydW6N71;a&L`Df&|Cs6QNv^?Dhzxe2GMxwLgQ%+_%&QdISKq
z>qdl)%B7PCUl@QbO~Jc#^Movfhl7}S*l@yTxz@L8NlR>UlLWz+mHa}{pe-rm<bq04
zed*i8P9I<Fqphn-bqtKM!*k&*X79j^VJPgG>dNP#@fzI%uyc4(#d&!VmyZG)TTZsG
zxwCU}uh_29!bW*B9kLOMK#Hk``*{76Ho0;nTX*7W-?KQYJ0>7bJ+Ju=9;KaPXeIPi
zWJ#TXI5b^yHo5?opHCtscUqiYFRN;J7n?#|+N#KC!0T0|vW@)`gDFIx436Q=-tT$a
zxRR9>#&ybQP+~#Pcm<oEz$kl$m;}ecMp?Tx-_>Y`WOY3Tsz<hYyqp7Qcln+j{_BfA
z9sSEUTE#*5C2wYPo6;>}`RKueDJO*RXgz?d*;S`Xhz4KiAhG81kM1^mw3=jXh^gvi
z$#TBgjNwZybI3<hfqhQ_vQ|Rj2wW=y%Ax{5Bo((dX$EPjXWCa-kd%{K73=#%#c2KH
zfzSHzf;hA8v5;Frr8i(faOj*a-Y4FHKh{q9HGH+tFl(V6i-m?Qu>^gv!%(@K6Wj7~
z6tOgPOtM79UVTwVs134Hn3UoqLqTl*{!Lstk*r6dS87b6FS|d+>6~Tg(hZc*nRR3t
z6AUg^m$}B-E#}@xwx(<Lexkmil&ssFk@s=0s^KETYFXU3sBWq`vll=WY1IAXem}$h
zgwlz(vuEE^6UPMzxurvWk>xdLAgiUs-EwU7VPn<yN9WAh_gvXKbsBZ58s$1O&ZN(@
z3lO#7q!qvp4s~CmXh3_)<twS(WnBCsardKc4l}_fOYp~xb6iCf4orzCJ(uWgRQEGi
zQhM^QbeCcw!1x+ScARqF^hLC<>^sY5u;M2fXYlzb#A!I`dGLAl@<&R|AzG&<#)vkt
zLL4h~(;M@|czoaPbypwkm{E6yFRF({%qT=NMQVxUzEz9rA|5Hjf#nn{B?7VV;E_v~
zTU9SvV--AtP`KyI@;Xec=UZg2ir3d*vK;*MYXm0$xe{}pq4lh4X~AHW(oKt>VEf3B
zNg4n0v!XFJ$U@6gy~&!}q1MNu0XqW^4o&J_ye^3O8tpR39^wO$PZsmpztphCgyEq{
zlTNR*fn+44IE0g0Rgi6xgkRH59i63TrYYXmT^Tj`zprkM&MzM)XItA)GSH=5Q$&}z
zgO#Y4^m_f}dBr`XEMZmR&zT6eUYU$(qC%mw3Y0d&cKzG0cZ+x;$wr1p{C!#UAmFl5
zt(8xipPIs!>sqIdr;iW#wfu7^(#Xz0cQRInFrS`!Y_=>#NV#z$s5Wix4~xNDz%9wl
zl9mG@*1cUpRb{@B^{fZX&7Ee!uSUBFJZ(nUUMiC<&$W7SUJFs7{`~0~HuE1gwlqBl
zYsX-;qSVLbXM(E76zGE0H9gDulgx(vCpPM@iK_}$-vyDZd}27WeO6+TP?B!Y^{_pF
z+Af8TSB07B(ql=T>hkUmv^=LwHw?|g>#QBGvH9deZdJ%CnO?y7SlSSk2U#h873gTu
z4mr?1v<p(ra932~9lVih<}mazbgG}qFj5@4Dml2QN&4LB4jbi^<xykcNwC}vrxe*d
zAiYXHtquK7ii2VHZImTn{(qA;@c*B*CMWpxM*Dn*N1UmLN*7BOt1KYL2+s(>6LO?9
zZe(D@mx-+(ekUKFb7O7mu}RiReMlSjl^my94zB-Tsje}8Obiv=Y6M`)&s}cyZxB8l
zVY{>ca$+j9gYV)ythC=S@F2kdMmv*CuioaBW&3sK#@MjDh1^h*I#^5oc<EyBhe6aH
z#i0FO7*AJ0W=3H<20Yixn$iwD4mCcYpps`jm#zA=NKZ?Cv1f4=BGm+bu`KJU_HoN8
zX)a)rY4Mw%+}@tagePnuT))6`-a>xBlUK$c#~uTpraGxxA&R1{P8bA&!(Mf;)sF~_
z_?5C)pN3I*&V*C;-r*WUkuoq_3*N_Vvy;7?3sT^K?)&!7uHS0I4X<>#kNhXS@Arcj
zHoD8nPL2)x{KjOf#-xY_t^8|+BQI>*BC=2*5ChcMUWqgP;aIad1bZBt4WhUlXXNln
zbZ-IKd>V0}7Rx6-#*l!0S~PQJW|DZmr-PqTt16UJ!_FjbY*OMP6Q^th)qd($vfZp4
zLVaL{6Idhgwcv-rr7Pns3AGB3NAN>AGMSZj_u^<S|Kx9%=D(I-_X_V?EIY@3@61MK
z`mH==ak-2C_Pid=nE%nA;-T048RSl}-$|(3KbV=WF+FL9{Bl&Ud(X(}rCMv+jD0KA
zkUUjqH_TYnoYyeNcPBMog;}NZnfxM#m}8xcX>xbVru&k7>x|(sbo^WEl{~n2jr|&v
zLJBM|`N9TfED|k@){n|#|4|!?k#G(Uv)3tya0l%}b77iYL13c5Qq`r;-@sdNRq2_c
zqgaT%=9o$!eb#Oip;DfPOq3<m>s0dIy^P)rQ!+z1pgNf3y3@lT6*~2H7%kn|Q}#3o
zEom3(DOC$i^W=0(G=c{)(v`O;Lhe1bt|78&Wf;9UK!yo@i&>M6*TK#KRTHii_PmLh
zrt#aSNR-(I8&LA%suI3+{=80K1aWVCa>VR<DhA+-iJ1u!lR~kv+r!msZ(XT$1|+)|
z0d~EsjXNMHPR@jv{~^4sQiL@7S6s5!+~F=vtRkN?aw4;y>9%?B@S1QiosSohO;tRt
zhWjl|wHsJh<3h_3I7;y|AtU8kpaR3tp?T}#vhT-~=U3yahZc+R6&%y#v`f^%z|L2A
zOA8NtiM0avg3>$=S!bLG_oIa$W4|Lr`jx2ExR|u3TU~TPqN`Qb0xd^l#c7kI`0vV?
zblpysNdV)8<-=QOoJh*@u`;X%cOu_}3K<I0Jv~AN9Elb;jReU>f@4GWMDtidJrBJ2
z!{rdb-P8?pi{xgBH86?L*HF$OlkF$3r2y3`Q3c=JR}}!+&81jW<~k~0GkJ(Y9{6xv
z;>4Z9`d-P19Yys7K#JGQB}gsQhYxV#>U15!GBiKGthU6KBamx~i<`@>nX!kdE+-j(
zQ+eP#R}PGQdBzHBPPwXWxYD8vNqV_al;ZQeCO3>p+4^TD;XtFE{Bn$6k*xW7?WbRs
zX*NUR*<tKTkRb>5I1atmP;_NpEqs_lOH~g4m*3Z>0&5gb-ij`U00b><uHL52Oux3!
z!!cP3j@HTbldPpxKi~VxMxz|7s$%>j$-8@yp~`Al+9LGuyz*I9%=8ZE8x^5t&X5~y
z8X#Oip7_xm9h1fz@`+@Dt1c3BpzlWy%=ent43hlwiY@(blx7!UJTL4palC~qN`^^u
zs`aSDPu9cP9Xsj;rp+73nQ8>X!#R|tE;fC_IEThGzW|u@HBeOPul7ja0{qmtN_iie
zoMVuTpDQO+&cMJUs3mp9cb(`+NOke(*J|6AcVQok*rsb<|M_#MZ|;0i*+Rx!J{&FU
zsmVMg`Q$1TYCRPsFrswMqKINoe5d~&K@F_fGh<6qjfQEk#vyAg)g;8r_;Axj4hO7c
z=4MP2QmMThRCVkU`?X>L<F=Wj*JJk<3new3$WJnzzF{QIHN1uuNB!hdsaB1U!^ovd
zYJOeR^n{sOiOOS2G!ZwtY}>l)U2$8U#88t~N&)=c{CRE5+~(>sLp7t*8LsVWc1_W{
zoKJj;QuW)D*)Lpo_KmV+L~FXi2pu;?UV-5ywRq?}DCW@OHvX%?^3syGXS}3W6zNop
zsDQ}dz>OW8vHNz}s<n)?*c};NtD#0iQF^sb-Dhq?dkQv1<+n5ZJ4Vs!dUlp5ZnKmQ
z2UxO^2LIe`K<=kcaJG0s4fcy$qmr~IPc)v_7LzN|ZKXek&L;=A_BRH@j~%JuzeMgZ
zGH>URXDe=O7H{ApU!b4ki9sQ$usqduDXK4MWolG@R%QA`Z2al*Tn;H4Wl&vxk*4U^
zLR{zMoC-q|_HC9m1BGG+y|WTYWT($7$@BBV&YNOccZJQ*Z^6E}-0KnUxZI*cj_^*;
zf`4jqLf<Zy*9PYR10l6>-6%%EZy4@MS8A<w&|T95?a%+o%CdHS^3cey-*K2al9Sh&
zhQIw#@J)p7Sxuf%s<rgk<uSb)d(tocu{zq7(c#eArT$^#5Yy1-zS%7Al9GS3@0r+)
z`z3ds?&_a>x1<nLpIW1N)Sz5nD07usVPzoGDQUy`De|=H>ko~4?Z5CokhF2w4C?x4
zCix>%jb<nPo?-lN?Z=a!&6<0PGY)KbrL{~K$OGdeT`_#M`kJ}k{ot;|7`lrEjPhA6
z>&Yq%;)*-8V&ntfMgDb0ha8w!^um%t&HMu;x7&U6aaf{}&7rSj8oqP0N0V06i8%aZ
zK~7VJPMiO%|1cD5_+hW#)$&WOmofX-qcBbTq?nv6Tu1a&Rj{Tq?5hfU8H{R(vxS3@
z)e%s~YbniOChVeOcB3YyXYpCZ-n<3>e6w<GSrfbwU7cs>&hZ{t&zw5d`j)S0$ge@_
z1*u15IF`%4BuH!`MVf9y6k7=#SX;V!I8PYDcwRZJu}hv>2oK%NWdeb6)VDNL%^1%+
z_~^|$mTgAn3Od;Sj<3NpdGM-MdBlIqmWPo@BQ!+wPwcw=K%;Oevv!O8bK||KAJ1X`
z0jU0B1+(0mwf~7ienpi^7GEi)vgZeWdm%rMfLfhKEOvjV&7CuR&Q^$~a+1s-j1{CL
zj6CUp6i=!*wkA4g8rv_3@#uTd@dz^uY3Mp=voSUkeck!^AAp5c{{LM;U*8bO$)o?b
zjUM+#5uxf%5cuNXfXt}168?7p+`R)t)5ISWwv;GMFvUFzSk@WQC_@qZvK+aC=86rj
zz!1>f4s;eJuwo&H3V{My#K}+#^(nT5U+eZ{B*MX^TgiKgMhNIMV-sAG-cL5T+M<%K
z&u36RS=2$n2@wXH%V31UWufyI#aoyLXr{bZBizgDh|s&sO7>)1*~<GHh_vFkk#U0r
z)n94H0vgpax$MiTZ*r=NlE(;-w4`Vec<8ITU&Z#`H)`y&YJQ>5Py-+t#&=XgED4}8
zXyRL8@%2N7wo%PU{pt{8=uzpIW*j^Ch%wiMK<}79y6s5C1~x{YuV_x!@>QT$`3d%l
z#^a%<VX*`KAo>k>+bwlv6^X@8aZ0)Y6ibGMz+k`AoS6Lm`<2Gq-wUYsOCdmKb<`yx
zI!B>1y8{e(DSFaxB?#pc5kIYfaMBW)0<NigG1eQk6QWx}gE++M`SA+`q=Z+^;doTY
zTtNY2#mLS@GbNPLoQ9D+xVa6{9v-Uv>U&4D)~gGM6~agrU~)JfuZj;W4q5&crCy)Q
zsEU7etf$J@zEkFy>{C;(h*Z>1=(&4`bBpQ!dMC(#W02xLS&AMy?!lSDPefj|AIE7X
zQf}*Q=#Qv`eP)nz8521(ps%i`T(3X!R4F=RL&qcaEPrQ<3rap2-?k7nNq8=xsXofY
z)>gUx4I)|7!LE_}erP~Cz@sqA&Av_A_^nK|%Bu<UX10(}XEGv}@y~06Cg#q;9Hyo$
znD8QER$!L}Wi+8$G*tj5y6jiha#*t=HJ=RN4tQWO-7&T>#<3m<mTLz``qy}Qqj`8}
zjgnBbwZLA>4tJ?szu5hcy*QGrou1_T)P>IO8ZSA_%V1-|xFOAZr=6r`q?RW$Blge~
z$xDylT}h}?y>B(?PnC3<ikw0N<#j#fcF2=|07LE1tVdLXeBiJA36Y2gV&mXbG*{|E
zV2xJ!WxKQ@lcI@5P}qr$kSl*yF?mDzI=VHq!{_&cHHBJ<q0qN*jAgeTYiV%nqO||1
zri3I;#n8Qnm-DtB?V$;qi^J9YJe40dO=YwQ#-?-P(q`}l*#5v5I=n`do3~JzW!m1|
zExGSm(9|*riU$1U%PEp#9U=R5{07MQV|E~uzy7n$_*L|tsX!4Ho}in*;hKcpug2!z
z+s`+9L%>DsDA|t|$<9Awq54lGi&^kdcfB=I!8&QGz@wpEPfP!8F6Sg(O&%YcHkX#B
zS2#RufSi-p<R0>`XVC#b$NLZPYs@e0{MYMuMrp*X?jr977G@ZCehmD2A)#;LqXe$M
zh1uz4IXvWA?}X4)v|Dm7H?;;IvcA=wW9Aum48gd$KF?4L^H38JtZlF4xBbL4tPKu`
zzDUosExzC?adWd2@u0{qHT(uVnETG_SL6KBX5=T`RF0~|rze^6Ft*M>{6a-8?4tLk
zG{2(D6NQkPo{;ouw_RCGNLwz@l7OM~GI@F~cS^<8=gQ2GAFA5Ukqj{Upz<2HY^~1r
zlJ=EPv{_2<$bj&{ynv^7#`MH}0n^V2odElP>3w5EZg6W;UQxCki2=svU-~3eSBa4J
z@3ssuNp+ZYUF2GHF+WTT@dIY(q?*LtqYC;xi@|U2r2Gie58l(5@h{mI$yxYqy)|_L
zZ$jiI8jOSTHH$I-FO;sp#q>JSE=xzsR~Z3&IntAlFm2_m@1(%oYospfdi+#uoTPc;
zn(0xELAq=WbD!mue^`u6S|hj*zD2ZeVtt-#W&00c^6W0Q{)ggYx#^7E{#OjoIEwfF
z-`%tNp6eP*b)t~%5@s_nOPFT`i|ev6D)I1Mi8Py99^G|Ot7b5Mxji9Ue9yPoqjARv
z&Mc}KH=Q1O9IwatRvl~4IV;SgkRRXO#ny(-r^>(2<8$~pXjh|IOtz-^PM-UAreflO
zSN~5!U&zOc%7)t4Y;v(R61Q`=Gr~Z070GAJIF-@sk2)2!VY(a_gBMVc8itw9e|RSK
zFv$>f*6*mg&w+$69DJ8%gIi@`(W~zzs>zZNfc4wPAxKN;UYiq>rkDB^6K;w>cWA`o
zLYw6K1JWMM5^k@AF&i(mLrekl@6AxsPW6MfXF@&4#xGE>-YbC0oGhO$%aOnkKQm2F
zJ`LjJrrs-cRGbT^K2I!BlQG>-^CPwFn}q-C#X(QCQaY_MR2VO_)wBDFdg060xGM(|
z-rt+*j~#ucVt0<~cbpy8URX^MhLpcxh#XtKtSr35z_xgsx61w=kJFSxCyK{Ke)5Kg
zy>4ziBbhx4v^&}FQnbZB(t|Ve2d^F5-Z@|bnIF!na<5b<G_G{)SD4o3&h!1}<wGz~
zE2@lEUXBc8=COg~;$}(0<KI_B>F=ll8IVX$(r}Xtmb6C2?h1z#G|tIIMH-#+slBn)
zd&woE2BLs+b)@Dm^~q=cP|VSrS`x!*{Xdhj+Wi}*$9AS2?%KZ+|Hd#-1KM@%zOUP=
zAXM^jj#=$8-RCnVU~-Kz^Gy#gB^*@~Q6<Aix%7!w_1VqzDbP6$3q|?H<^4UJXC$wf
zvCDEmHB~7Ms~Z5HnL_%G361Oh2e9Fmh7HMF7NcaY4lx-R2{+lU<MgQ<z&HpKrHzsb
zq4Bz4h(6SQ{Y9Rq=h&iADQ|E<7a%Zd$ezXEvE7Z_*oRc=AR!e`aUcU~p`G~ba1o3`
zs6l{YcMY(MW4{2w@rcFRWuKhnVh*+u@_Cx~WM$x6|8fjpTM;8SmWyfap5NICMo%$)
zCl076uWCd<cLG%+tc<m|6IoV7`~hetOVn2S@6=-Uw6L6jzHz9Cbc^|^MmdBA<6o&7
z?Q`TXxnVGNtMs(#x2IKHRzqn^9vTv*_(_(g(5LVL4N81rhIm9B8kikBQ0gB~k*vZf
zUj`8^X|42hmeE8G&?%m_uu$6X9b)st+jmDecN6NUo7spZ4V?8`<E0+f4{zU7H4aFY
z@mBaWRXrQ(m~Z>aPpi-~DjloRHbZ8do)p3J){;k-(!coVdJx$RAsohT@sk2yl=zL1
zOZ}D{l>6Dt^1)YHp0~0iGnodm4Kov1k?9A?zu!!mxC<nB3r&U@S}*dags<QC#vdBW
zD7G{HfEp@n(5T31JEMFrDpEa-m^?Ao#NBtQk1V=ruAe;fYSp{Fpq6G?Yp$P<aEpB2
zHM>xH%k4wH(NX&#GShkIIA{NA3JZGGD`;ZaS6DIuR5PnMZfX9GLC-;udm(d7)QKm+
z?n{N@TqETt!^HcKsmQ5LrXGwX?C=rEr)~>wrLa%^4=`5;8PGsU?i1Tg9c|VBNc3k4
zh*vm1v@k9kt2W^|9lQc!uk=xy?})H|S~dr!MUYa(RVs>7+`uZ-9uNGW*QURpTG^Q^
z!^mPNOwQ<uld#UODmYp`7`0Fzv0D7IVQ|^oCGi}Gw(m_>IK4ptwvxzri&WS>509-H
z_s%SqMGb4gV1)Z-w|4gtfHBv&!b-XD*FIWw4{nuN4qB55@3Pz#vw;W{Qb->PbT9hq
z*lSACTMJ%L%@c}bgwzy{NTnvV`>3a7*%#ICG*?S#@OqDHyOuZ(5cn2g-0xPm;Q}Bm
zUu1f!`IxwP=~!j28x}s}n&ocI#>0ZiSlF3$=ZEz|ki6!>`8usK9?fI(kXS{BH|q=;
zrG8=Xtw|w1I42b4R>3Bnzf|~D$O=65W%+kl)7wGq#xN6NEn_(TkAqJ@AYtd|tAp<=
zEpTv(t)cE<M%X;%>)K|kajA{$_cDNB;MC6#1Tm(DZtHo0e_or<pgSH8Ts^>FNn#78
z*d#+1(#+qkM+T_g8akVwHLKAgZ_aC$w4$Cbax0~b0VElg>h^4lG=&-<B~@Zgonm!p
zLZnCBj<jp}p-mIHnm6Is%1Z8TsxM!aQZ1YAUnviSuKV)dLAW3{4}3#)215&zs)I10
z$f7QQaehb3TXgm>)q+N8f9w?e!%cUzZ)*97&@SK54{wy(T$v|5mve)1T-@Wg+qus&
z>?a}(3+TR0Cshe28Fv(q*wEtC#OJ@{ZNTgCirSaHq;uJbvLwU!6+5SQg@oi=@6Svs
z$Ew?lC7lXNhDJrfj2TB=dYa4qAK)S?oU$swx=x`dF>vA+Xf?DNWFJ>Qn$f*iwxVcH
z_wb@piPCTic&LT+z%axyyZ%Hl+y6%A!`b~uSa0*|Yd*}A#5CsPJE7y})U{H!JNoZ`
znVmzrlA=|z1O=p_$E|i{Lfc&dq3ZS$gCMWq|8AttevzC;^j6}kbm5Q9$bB}t?KQhD
zo3g|K!$H!Uzw&udOT=XDa`;-m?bwrbh^J5JSU%>fPt9~h*nVK_kNQH-q!U})8hToG
zB2wt3cF%TTh`hJcj0<}5cww%qcxzlU@Eg<pVvb2cSCsDuem6;9w*LOspnIHsw)FLC
z>&$$5xYEzei>StI(ySsD&&pg31^!C|Wc0PZjh=DNHf4DrSL#&bCMa0a`W7WdI|S=!
zmLq>p5`4}Mv&pJQhJ9iKcGZSWvMj?UTydOg2(_HjldTOkrhzAt1#XvJI1=~jj<jRA
z-oO2l_skjbXeYjIouAjnn)K<}GT0>@!jT-|#iMPPGA6|8`He{=q@kS=DQGsCIiF&U
zCR-t!^Y1i+%>@o|P<Yt9QW@2Fa9E0O==@6vn9xK597yCZSprU-PY%^SLo~U9?M+>t
zVr#CWsc`==Dr3lrnm_DQ^;e!=1|s!&1Z67iD^Q-1ZELm<Wf*r;4%4MdFmBHilyo?G
zG^%c{^GX+U78ON-&17{Zzb+v3+C1?N9_2hk9`~xB^xQo*f8pi$eAbG{q>MvXFlUGc
zbEWEJIM1Gw6k(dtz;XRg=397vlR%0u={OVh{{!$bdc3kMC?){SH3i!fJF&ZEJ896&
zVCHB34tJTm`CZumODm`P^X{6&@_(b$LC?A+3Ovm&fTX!iw5i5UQMla6L8YigmdSel
zMIaMQ!1W`Mt|bIl$uyV6gZ#RIm#7-<y`FK*Njx*-BP-9ZlcX?L(HLc>9}+=j5(a~E
zO;Z}6<ADFoQ8pJVBHh)6&ClILWFzASIq6IgP^VZ7AEuXe6tj?8W2HTtE-`pr8<`my
z-s%+*I*W(X==@KXSpD<XzI23+ZFH>SI=RJOD>&b$x$yN6fGEa<LWj7=k>d-1DBaq$
zs$A@08sf#gq1NmZ9DA<f#;iQ@@Hf<qQ&r9AFb7F)&;@;_%b>EX8fB@R1%M^$>q^}j
znZIQNijD4i@YolmL3KzZpreG#TL@z55lnk8Uv#{J6p4Gs9aJ$1KJX=0mdDzu7k+-i
zhBdHpJtJ);ucwKH-WmFes(0N^u|JK>q*qXsrk9(^?kU6L8)PT-c#iXJG^QD;n<<fD
zFl9nZi_ZBFDqNoO^f<8<Pvl`^Z=UI`P(gb_!P(Q?$7b_E$@OH9PL`W)5c912;UE`i
zHC|Z7$*;iY2{#xzmyJ6x6gVvYO_JHfejDs0_R8hXS?Q%@HptGv0Q$wWL4_N_MROtM
zUx{DeJs!H{eT)!)l2=VC*F3d2+{&F+N`gn@#{;o0|MZnWpuRQZmE7pVw8ea22e5~G
zhyj1kQcyi#_-*flh?z^Yt<_seit=HwlN`pjG{BiVLb4RnorZT;9rb2*<b(6a9P?xV
znb4B#{`WrY)TY>))Ks(W7#~qgQat~209UzKI-MnWyFVqz)I6FbKi!0)l#6><nWVk;
z%}Yx1<s?_|&eyC_j<*IASq$v9Uo!`{_u<Lii(>*D)6PK*Hi4)VDY$1fd?U`~wuSae
zW$7F0HpbS#8+;qE1*_w&nIXYHuTyOO0pAhL5l$*Yd#917g<|S`s-GYEPkm|5o|A2|
ztSNAuWbb}WZ-#R+)$r=A7fVh^YRfO-{bxDTlSiw}rm7inXL0}^KcPpMX>+<0>^1w-
z!PW3osvgvF7~znT%<#b@&C;T#P@rq-erWFZ%#G|AV=%94G;cw8;6SKrPS(z<mc~}R
zy+Qi63tQ5R0q5nfLx>OGVZ|@TQ56BwtO~=TiczkLBKr?)*xgB{ThPNrbz~V;zB`$D
z_Yz`Z)Lpf@2r{553#sFxihfhO8G7wy{55mb6E{lmB>{c1<=+~?)JpiWnMCnAPv$g?
z5v%6fhs;k^;TXY(KG@)TR=D5$lvco^k_I3&Gxs{7`MOD#XIW5!0=xbNQ`nxlCGsOn
z!>iV&BrSO*J;JV!zEW8w0p%;%wKjPjzzM>G?(F~$F{$q_cj^*jP2W@X_g#I`;Xkr9
zh4917HkZ7gae-(hE5)Pnmit^~xGQ{Crn!F$s)?Ns^ErnM>v;4x5(ia$1!r=x!`o^H
z2JqUuPE-B*VdHiG0m=!{KV*IAEM9q`87&`WqqOJ43Ky$=&fYwrNCbuA)^5$HIm-n8
z6jO~R%qUZ^qF5AYD!SqLh>!)=a?GCsp$U1<lTncbl&-~6K^@OY>qqw4Vo!Q%p+7u5
z%nz7up3PqlT<`O;`Zk3Gi|9xE<moWzwCtSW!HjyNq$}9I=Lc|{##q$tLV?-*#;(#E
zW7hB$kA|w}?j*Fp9R1+pJ*{IKJpRDQCc_s~pAwzxeL<SGGYE7ELojVAOX!K#%z5e6
zW?q_(Az3GW30Lm4R8puBQny(hD0`xbOH&X~%Cf>2))OAwrE_?ezvT&P+id+or*IPg
zCHWZh_=*1USYFi|1KE_-3vxP>n99xxxjQ^BCA>eVxKw+wnIhzf@uOrl_j%BFwH)2$
z-4mHXH*>LEa-(Xg`aE18xy-oSyVD`)oJ(JM?DkPB)zE=l`3e5UhaNL<K&_qjiLsw*
zikf%pND_%vjk`)!wn=so+pgzWg|4RV&ZK({F&5)SzOt!NQ3M~~ogN{+u3Ym|kMtHL
z2g(zR)6QX5W?DP0q<MI_()c|)@e*52=&cZY7FW=8O$ccpSp53}_z*2Ns|AzlA{caX
z2STn!wFvW2`Mw^wgED7{Ih<JatKZ><>%gqN;{)Z~)M$}o&5lGg*XvGUU3G{kG2`^Q
zws;)*Wi8y6CEN_ME`I}1N!HDr9M;R2-88u#!|*{u-%EettgtH=*9-(E57c^?KaXtI
z#fT{du_{4RyH2bTptoM|i0In4y1}EcTRd9x7tCf#ML?R0suL1vJQZ#RU3pDiv?!ye
z@O$|;Bp!VE*O#wLWYx#na$M%`!&=mwMu|u{J7`XFX~Ef8JDvXlbTESyqj3A1#n?eN
z?_OWM6Fbgv7)^}&&PVv=>j?1`G3@H*?E1h47}0Be@gG2hk&oK=<@-cb>ai(3@wi82
z9Coo9p>I^CTTD93&B<b!+u3xTM|By$lw)n(3S|zC>mXs*Syk#FA?dckvZ~(bp2=)B
zeUhoL=m+uh_?1YEOoU0%2&pI+4s{tg#61@O?;&905t!3D5Nu`7jbgHV|9)R8bhC8J
zNg(%vivF9S88hZn_SY7fWaM?kY)=;$=5wzx##8h7?IhXKpc_Nt`d@5~k_0*cn~EQD
zYRe5ZJQ_qYgcNtLOn#Gkg~4dLu09!n9%}Y&t&<}?v>jS8wa^8zCh!mpIq+-dm|x#5
z-FQm$4KqpxW@!eF#Zy3X(Nv@F)`T$2Dg!NqhAGoh;t6htZXa~vV$|egf&%_l&fv_k
z%*`A1g^yvzW8vk{kAH0U_qEy=Eod9ULQP;pTZtmEP<3-65&+V`+Q)2W$-y|NXMmSe
z23_!IyovGU^I(0)@V#QbpPh@YFX<|b*YcED1r-#d5%*JVPmhMtqMre-%`cf4zE4l-
z3hJR0kY1Qluc<GMvbvbAnMzg4QxEaAB-gS|fP_0JCS4CFbt*%n*-wG1Oj9D(FDei4
ze7y_+GqO}4MiCGF<z;q~NxwD32-=h^Id_UKV^|ku-w~=4zq0Y1-;jk=X=-5Nw%<)C
zlZFnjq7{%+RjQV&)-lOwD`5pRanJ26?O_~I?x%4oqCj3-#hrroceqG?UL7v|)9oHG
zf&^EXhmKZUT>Xfb{_|+@ui$tmpEd?wnSo6B00=8Hoe-9Kd_7lEb#qpZLyQsb#fBDE
zxe3zWUa)?D;=cWihh6edQZ%vlN5_$%xel)7=x9Bz`f_^?_GLVfZZ6%d`^U=}Cf_9A
z;87Ey2CW8bY!X3LPw`Ph9&5{3?W}#ZtF($Etjl@`V-eL)eVP2{W(<=3$}s0v5U!He
zpANbYaqsiJ@l$PrS-!_vSvp2!_G#sF3-XrXJhcc+8NoT_L&Z!_ADI2EWq1xZ3zEbu
zRitt%Z|Iyxm^QQbiYt8_Z$<oYYBtOIbJ$EO?J17ta9IvSt%<Rl3cf5g`=}+kg@9RD
z_7A?(He7XViu2%3-)57`*EWTIT*<CkgseEC4;MT8dT}ihK=r_+<XRs7!>fDDl?A4+
z^s?cN32v3&DqwO$ak*0^LV$3u|K-X4#>0_=qe0BL+)9<^7<J~9AT)igQ{O#J&{y%b
zPt)3=#aFl@IU#MZ?0*2MDcgT(+fvz>CJWJ!*R03DqZeW$9&(&N+S*?8n!=yQkgY$8
zeG;wy!{1lGuP6304L0*ATKMjb%_4mjSE0+!>QeL;A}q&zvRIOtF)Y!gnqsWSfTn&I
zH-L^h>1=3wAUoxsH9WIKV}P55dSR65W!k<H08RU97f}77k=|NUB$Hn$$yYU4Y%lb?
z^2YcRo$WKe+U~wnjXLqEzmH4h{m-ODvgD!z#NHAjCLx_E`@1tF9le+QS@kZe>Z=MD
z@(&I+v(-GVF5g`V6D6c26b~$<RMM0Q+S*vyn53z9i@x0hYMBOpihG;n{OZeSGE`){
zemH=Ox_+o~sW+(_c=JMF;CgAmyK-=jnj@=Umw;&?A~LfV#g#mks{vsTC{03_M2HcR
z6*8LV%bGUr4-G3utDTo1X?Nh5;u4uFs`i97OcI>nswid^-nH@nF!kQiY&UM)e~1ch
zqgq-tL`BV3tyHL4tvy3gwJKVxwJEVjQH|Ig5kZYmtBRs%X%X65F^gJ>5o&MB{e154
z^PKbh{VC3IPU7UcuFrM7-|v?(s34<*zXKdQx>3;h?(FOV5Tu=I@o5w9_EJznF_3Qf
z2S9^mNv!nnbugEL8lk`{*FeiaW$?UUhu49U#>PuJ=@btGI$-{3R@2O!#;nYs-umTJ
zokrg;Yuh`I#vG~IL;LZ)3qnKvNK)?S>9r)Ms$SyaFDUtiZ1u16ee0fa!}=;6KR}w-
z@vF^l9gm$J4BO#nTznNPq~9N=co~NVvz)Ffq&E#sZ*0G8j0{{%qQ9NhE%H;p80dKj
z>i)XLTKP#XORTyh>`|@#oQ-OUNOq5^<d}Nqw8#9T0xATG--0C~1r8y{EpqtX%}E#Q
z)W6#H<C}bZ6O>v~V~#xznXdkLuJC!{W5E00tF<dMEPAK8HS`$2q-<EaZ!!>tSx7i;
zW=BtF0G|1bluC^vj(A64F$fCPh>|;rd0m<Axa)1#_w8TMA&A^nNd$g!xaN&r!;vqR
z<W9-Y5b%9NPydmtCs^SMauE$wL@q|@{&l9LwW9v-cd9s7Swa>+ONVje6l{cGSF{8@
z!^0DMjE%{H37idZyn}LYB)4Wal)}r`DJ_TNUsNl7#doZ5<V<YrYAspQKl_Ce56N5>
zjr?lwJ-UvQbJ#D6-s2(f-w75gO*t^Uc7zV@2^|42r$XFEPk7_@@4R%3Lqvz?-bD0k
zOd_H&U%t>r!VR9EJFDYPu0U90Es|}yMO_zo^9VT1Fq4L?SY=riWF(%kq3azg4}u7Z
zf+Lt-jC@F!xmrC7ykS<o|K=F+ly-BI{&<A4EOHAF1X-KFW@IZig#-sIxAD(ns2@$$
zA}b7Zzw^03T{Fy;y*PE@#VVttHDt*f>$2Mf*E$V1j<m@@o;Zff%4!iyr97^pRg5(m
zG9u`C2*6pu?TpN9eaVr?i0<PVL4qXILWJrv5Vyi-`*A9GBap5?;LjkjhmoNe)P+tx
z3!uGy$gGGbhn??!ch%3opSX+h@9Klad&K?ZwMq3+7AvOJ`4z3U)z?e$d5b4?xOVTV
z*InspBU(963K52``o@koEStW`*12(BH21Xbve+x-MM`#)n##yS26Sr=!zX5*f+&?x
z%30PfMFwFF8TT8jUB%!&JIj*U2DNZEMsZCYxt-zwellZ)JQa_P;xY+W8DvQNI7rNr
z&D`QtvAim)!@(BeXt9&Wx>Z?-7TO7M+T}gB)1?tjl9m-E5*MO)Zp-@kCh_9c-xl6W
z-Oz_=Sv=n6SrtxVHgydsiphxabVi&p*hT!zbb<3$ql3O8u4TlI#2xXxSkgPR@uh2z
zGqx4biNU1&?Mpa@MTGM?^zOK>Ex$Wo{hlaTB$~KuJ8TswtG|CA%SJCwG-XPP0;kw6
zK76)X+0w@^ZPq#9;4|W+9V2)DRG@_e+OH&9X^nvHNk@`q(7onEfgbG?@lazuxL}cq
zia&~6Jw*TXY78Ntp5CuF2Jg4NS29jk^}O=lFOLz5;|SR+3@a<>`sOD$$oo53{;#7=
zUG3{@0;fz?{`STXL_{^@<3)4r?iN3@d*~MtQ$BT1H)@kt%0Kpm!z^hwKb!rHsix<7
zXU!%T(@ZQ^b936M2q~#eCO5!~yJi>z+bD$x2!BYoo<yy>@%4eBRa168?y`s{6>F*)
zJg-&HHY_w&ogJ^O4`us!kk2RRZ{JZ+xVQNO$F_*;Y(Bo<68zUx`P%oh1>zcu707Ga
z+EU#j^~x&>#DqGddZUc;=+BExmICRAN{((R|L_zjpVHT)_+Y+B;d%$pcM6`)cIHi?
zY%<+%$Kjc-(fg*pmV!gvX;{wADtA<Nwsf{Nn~luUNwQ1o&-weYD-It8ybLW8xc_;q
z3-^lPAx5eUP->-fOlU0DwB<f5gZ0jJ4*hpO7W51zQs&5FEdrG9(w8jj>z-?ZqX!kM
z`HIf`5d2v>;5ST|-cz+o6U#*l(P8V|lev)|D*;bruBm`tY^$sLnM9sge!O9LUP1O}
zPq&)ys+G)|)yO#&!g+GN?Y7k2EYpA$bMv8Db&+K;&+PCUN|(`R3e^F{kNJVF@jp+l
z&}e5;(Z0y9IMSiDLdleIg=domsB2QmN6qv-?0dPV`sKTI0#9OjKPKOje(H1cUr?^?
z9y;MwwPo78s!_<i(xCJ7i)Opg8T#JMmp@^zah1B5xo&aM&7Fb}KSRG?1y#Ju{RM1t
z<^cMyOzOizDk11Ey%TUE9F;KbBP)JBgF3NUkQE90eLNOt8(RyeqPvUM$MI+1tQ!su
zjKmV<J)#`G*xDWY8-sH_p02EGKBMydq0)_E6})a~{wB0RtyRNl%P2Fw{h~e(EkmPQ
zv7=x_)6DwerGV+9l@ksp>>_W|%$Dv8#kPr_)A&Z;-2bmj73}v>vT?|Fn7a0l1FxQK
z=<W2l-Ois)e(h&@-Z3Xo{RcXE^KJFujNm>|x^Gw=WoooXw_kigbHAqP%6E^Yl7o?|
znzrh&2R;zzgi{e=qH^!_ifXo?&P{qcG;j0qh7{Jbfgv}dlSx&!s|C(?-$x3NFaFi`
zfU!P|9F8_VTFCOR4MG;=er@PUofi%0l<qpc{N=BytRBDZZig^u9W9bugQlFSu(e-C
zYUGVLpUfl__b=#~K8uLaJdiRFOpk(igdweZAtRqSQ8V8dV&n{Tc(!lRc9ug?P;3yH
z=Ue`tX|8`kG$z90)Ta=2>gctN1GKh@XKBWohDfu)7ybzj+;tSNm~Hh@Qy3|kI{O%i
zyJ4{26#+M@W!Je*pWoAJTO4mH4N!PV8wZE|RG9jNfRk42MxwORaFJ4U5Vf?(dJX^$
zeq+bQ;8+V`63gx(JBU<rMA(qOlV<CYB{8@64N~Ny2+*@uKvhW<CMxwBIibD4IYs#3
zkm^>&JhG)~;bjt>8mY3M%(rNYr5<>)uD!VS<u@WavVFK2_y;b-R?5_iM0hl=E1otl
z6j-FHNs=iQEN^^q9>EiNYEqvT!IWJ5WA0#fcFxRED9qMH-b-k%7;(lf`;MK53~)cZ
z3iK$;Po{q(HU2M>ktgfz1M4|e?$$H<pcs`SOVk-A7a{?3H{MQaW{4wIZZdRqM4|hR
z(UYtC7JbF;?`*2Ue8?3&lf6g(^zSL|fWTu!KV*5K+q1i0cgSeGrz=cy=E!19vfIfA
zGpLUGhVQ{&E($7v@8+fZaB_W=7-yX!s%)BE*6I>R(#^grtVJ_?en5U~#aZefb=hJ&
zlDneiR$zU+J}WdpXtzsmK}Y7hJQ?v!|DKJzox8HCzcErUfvPpLldmaW4YQqB6fosi
z4Vrre@wyq5pC~AI=&L`LD(kEFpi_gWLWuzZ2w=3}F{M&&Gzp}=-^kA+xd`%I(cx5q
z^+xI1aea>xyN7IpY!r3QPK@V48dWW#$Nd`r_S}rVtQ})YH;=j)jY?qhlhhem(LB2Y
z<`rgW?CxvP_|eD5oFa_NWXF<xl#AGZEOXWA&nr1Z)DjJew{m-<GsyC(7w)j1u}|#O
z7G}^|Qowgh3PS)^bXS*7@P59mt|9tNCp?4UEre-gkjy=+*|rX3PM33tTUx5yk$_bC
zwEM>Vc1{TvUC1SgM*||7&N(q#Y8-c4YH)uJtKUzx=txn=doG{+Y+bBY?2`)B`5_Hn
zNs1}gCFwcO<TUIea_6o|76c4E8T}nq@lT?CswvCi{q<05y=zual(}2yLCT18X!FK4
zN0mNLo-R&Gi>G1R`0EcNBE3O!;~vQ!jg<8(H5sq39FwMMgk5WgK#P@<E#}fXq2KNm
zzBhPx)@eRc;H&+$qNc4a%yzWx)TL&nBSqArOo1n7UEve>y|}S9wL5+-g1ERfZ0`G8
zapX%kHkX47Yo0&Xko?spyi<0uy4jjx7{}$|sGP?ALDqyzF-hiEG~;2&AqEJ&Z?YY#
zsBG2>{@{G$+}RJ;0U8u0%=q(-32bx}W;8iC{=1<dW=&G%%|E5^>V?|kIuWnVKR){Y
zk4F4*$m{K`wDU{SJXc>1GJa#aAxGCQ^q|;uF>AMT8fd_m)zs?-f78vED>zPSqIudO
zCb&zV)jaJJF8Zm7@qg}rWnOyWkB<#8Vf^EHonOHNe<uC6Hphluo>gpnGIB$&;1DG@
zK`d^P2$&(-6>`kWdfEm~DzbjP(fo|E8h2quNEuA2gC__cQM4`$tFkW?rJJ)+`O&R>
zEB6eHn`$oRbDaDUcvxTvcarF?RA?Xn^O7jIEgLZiK+rI6Ln8u*JZvAf{3f2<LVaBN
zs_*BUs=~Hq%HxT)87XYgJX0Il6s@cIwrT6HO4-f2x05quXF;ha*QPp=Pm}A@wYkYH
zw|@ToC7PinTHS~8*R#PU9R;N1G_j*g6mt%WAZl*HYdtp4I>4KSuxHmdgNhlZGC9MS
zgbGpN?uib%whl@t&P-B~>_rhE8WW=EimPqEPB&1KJOi2;yd^kTClg$pvfab+HDkqO
z_K8mI@`pIYL)rVKyh)A<vFo-QP=Y0@v?t)MZP+_%;$mq*infVYLx<wi%2;l#MG~TM
zRw(R#apb7uk|%ovZ~ZKz#_To9AuvCG=^qtC{0pk-8_1ruUZ*aH>NKU)MDSL4=YF_D
zK)ddg=lH;C(m9b8o?+qmtAN_YdNJIzCKRglg87L}<e&vmrzFkvmOVdhI{poXy*jnU
z&yLRbDvJ{^qb*UVtZj)0KZxhLM!1~KHtomJ?ma%AFNk{bQ?n4iOZdd6syl%vC-rkq
z5oT(4#I^B0#|5N1alta|qz_zK&9gf~<Se36OWAg}XrVb{P7-d<H?z88ZR#f#CeGjR
zR29QuT5s1y@&Qxcs)f+$s8+~p9v9#pXEt*Qp98qpswq`=3mIR~e<TZ|iL&8tFzsLJ
zLWHFkeZ0f^`!Kp)?zgX;NowI`<*8vQ4hYBRIn`s-KoccSm60b47rM@}^5&PpUPqrS
z_ck4t>yCV)KgJd{iba2`7B8hH(c2c82-XU-C;5Gq7;C*eA~{KFjaw9qJ6P2Mt3|39
zrHxS*g?7`>(XcFCxt}sDi@Xx_)?(w7D>Za&PEw|4E9v=@R!9P@w`E#Kd2sH(Pc}9<
zj(g6~zi;}#7jG*MIs-3SAyjx?^Z;TO52zu2`oR{ybtrOV?!&|OXkC%426(D^ZL2&p
zmjOR3KRnmAw*8((nkfX!_5H1;k1}bCtKw#&U$stI+UHq(o{4FZK6|u@0*ZMg3(&(n
z0UQ*4fP=yvspRr6Xb?aJ^9~x$%9S?Ge5mFV{aZjn@Ql%8WBgHH?uZg~D{hT}ktd$Z
zZ|1XD4tq`csraYPB*;XXajP=)2us0YnT5H4gr7vKA4vZ3n<y6-_J9+~Nt_nbQ8YHm
zyGrZchyH|@ho8N}0*ZH3tA+iSB!9{S9W+ctxzD2~6X)4(t^CHxg5c-L{d`$#p=jue
z!eqCMscm$`I@3bKqI8X=*xIk9Pzp`56VvbCsUaY*xzf5<!f+{;f+eb$wR5LO9u390
zaQdS<C6F}d%o{qI)TvbJG~KXmkto4OQIB-kS<}tytGmp<q#<BVbWhZZ0bq*{QWmvV
zD6s&7I!cfjvSQePjm$9O7j*lb(dTFYYI$Ti$tkyPO{)Jr5X(lk8gHxVanthYZMf>c
zTO5DuZmger?c4#m=$_OiK+Jbg^6=v&|53$GgbONs)5I-{Tw(Q4%GU&EOv)HZC4)BJ
z!^Ky|>uZyZV-oMPf8NFNyO=3GO8-4RLU(+(m_gUiy71KStXq4Ukgh1_*Qz`6nJK+@
zogkQn)vD7Ue$3m|@mhVh^gK6j^rcIwY99QxhBajGJ)Yo!TLtmL>|w<fi0bFJWP%v7
z);nC7-OzIC1|M}117le&lo=lt8J2yhmC*q7X<}_!xbv~*dGVhl-o<?wk}G3D$ES6)
zdip+J)6;Igo{*}ffNgZ>UP<(p*zvTjZ#YY-5Xp069c5qP^;1tcj5O6$_hc)r9y=qj
zd7a(9u42fGWwv3V<=xj+?<X&BKOp!ql$4aO*((KH^gRS{6gZW;T-W!n_)iymx|Br3
zl<Esn#+Cu8_kg3JPuH^PWzVF8=;CN!Z;brJEA;s>+?}8s;3tC;8lfWZ4q{rT-L~&j
zuXD>l-oJ~jVZFu$(;cIJ^!%_fOfiMx!*cz!+Qjq!c&2@NmY-GdU^{d;S!I>_#y;X`
zw<n;6<)%XYVDp`jxAw1PhD-&ZXQ>N+IWRJ5Rqo@>1|pec3I1Q=%+2FlV;(R2m*sqX
zn7*q38Rm+KJ!PCg#Ig};{srQxYw68I^zT&vezqj!*H~5Bb^fc7an^4RUYHHn-cR(t
zDnmQlJ#6|j|CG4<DujCS=%{_XhxP}~^p1)c)xBP7C1qZhqW<v)Pa*YM&vpKTmO9BR
zA3i?$=oXaTVskXgW|y%_lypfWY#T32(<RK4`AXUkmxqh2fFzM7{z9J5Lp~f{&ftkO
z!=XiuXF@{}mLP$fzDb}0)w}s@;ni3(6)?_S!7$guNicyDbw;9#3N@cja*|<|lnepq
z7t&67SR9Q|G_d~AZl2H38Y5A~!tohkMYf1Wis6BK1eTa7d;d*x`!6zPtRBvWp#_vb
z68*7i3uMOxda^4FXIncgU!{r<@(?I^6M}VMuNME_^)I9f&tOD-@Hb;;-J_}8XU>MF
zb>V7d-fc~$SjB;;$dE~wovNIk>T^#?6mtD5v*gSp;_s@MCtZ6Lo)1o+a~;Qg2wdNV
zD9>0`)ZciYcGBi3k`n&MS4i?q1*hEU``t?6*$DGK-ihG6$hShi$KOU83R0ixi!-)N
za&6$G0A+yZ*WMo$Oy1g*rd9>~O!Kv^Wok+@mq^oULys%=phqH1v_xHNMQd3?yAe{s
z2W1zSy8%_%9BIy;0|FnPe<$pk+V1A3dv<?@voCjN^;!XYI9~Ph@m*J0*DbWtPo(5E
z#f29NpGQ0Wh8Uf<he!rKWp|C<$$!t#-MUA*3=*0QR2=EH+uq3w=W;v<_%#r<@QKdV
zb(%#EQxQLgp6>~g_e*v_cqjj_nK<wt``;U+9^X`BUAGm;n~=_p$TFZu_G5M{-+AA5
zy^QBnk_AIYP2#wU{Ek@KN${3{&7HT!bBWurSk8#rhJ{RM;EJwS-5YemRZjPsXj+|2
zq$<Vuv?NzcTR=6py*W5$+P$yu#PhczJV#zAGU{m++omwsKCa&WBvN4C7_?{<d(vhz
zw4{#h_lkcXczw67`S%LM9GPk*KUtD#$Q{KgS-$pLpvWX#nRJ7JnjZe{kKEb%QpEKh
zvaR1)h(RzQc&)e-r@f8Ar`_~5`M!|F@@OWYkhwE4lJYw8zplZ9zy3G!3vBD>|ISLN
z10$(0-FS6<BUj--goDu&<r&P-R#c%Y2-xWdcC{k+d!?7(EM(~)ZboVClbHGFZSW#l
zknT?~S}||UOl2lur`*MshvUta20?~mMy>f^GaoKY+UF&^Eftt;3XX^KUr^SgADaAH
zPMTe7H-`mnz2PRAv^6+%c#3BxV7-s`*_`{{#5cZPo9&*5N^UQ44w|MYf1*1xXcceO
z#+=5<tXV12G0xSqqBDsi_;EngUl+<1g17b+|M<2p;Pv^aN#@vq?wuZC&fg7%*HR@T
z2q?}5<veFvl8&k$E9tC!Xo`Us%c7u~8wgBrIj^Hkn<KCyX(*5!AYsV^!}DOt*V&r4
zjrkya3q&4QVx$0*5}$+Q^1L!Yua6{Vx@1umI~|h30MU(O(fxR{gFbItvhKG4u?p#$
zu<sZkDfZ#$a~nTdQzJIgRU62{A|3V3=X+4vRxaivyB|9kyL~6B>r6(es^ygH>n0np
z)j~Z4r*K#Fc>$958l&QrxmY%P{;8V@jBXv!a&N{*3Cd;AUh5<3W*3#7{6*U&MY>J+
ztgnUhI(lH$#gJw-Rn)|}TmN>FFFn*^zaTS%jCSxOd0c<o>P?*-buF~}Ci=)F%m^?R
zl_|sDo-?9X&1^r|h994tbO5o5QA1ZB)dXJZy2h_wH$G-Usif%4NZ-6Sm~;Vuxr@fN
zc#nkEsZ0?Z<gchADl<$bFoh=VR$MUNxPxdeas&(SRH<%qq>p<(_j!?6nF(-Q>g*lk
zWwa7yd}ELmSKcX*3aTgDe2mw+eVP(LLc4x8-zqid%Tk*^%XwHGINkWqf$*#Ic3RnD
z3`4nSIS`I={z3g`CeB@tC8p1bxx4-{gB|)Itj7lD2URV+sgL4r=AR5qvh0+Oab4eZ
zc=@Et#Ywhtr_%8{^xZe%^MfNT-W^u|Jbfg?9O1&z6Y}tnm?RrfgN+`$pmW}Ka#>Zf
z^eQU*-oKz>BQ^ql$pDelmV(7TQ6FBsV8QE~AoZ;U<M7G{5iWnD*XseFQ)p6IpcGfW
zx5Y<$?QcpFn(lB%dDRrtEzh6NySw<REUQIioxK|l`Hn`jJ*?u%s81ig*u6B5f==Wd
zM($b!hxJ`jBGsPWacG=-r543A5Iu%hIr03Zo7B-w#Re6%=EbNa8Eq1Lq~e&4%qQ@i
z{#uLtd1t85h+0>0vAfE)j=V?eKdD?Eb~7l>+E9zL1$gt-4l!AcEFclo>3W2lVk{2~
zNRCes?3>qwx5(lFZ}3v1)fEo1!Q;5cE5?(cxwlWhr%^I6Oz2WTzg6B<ao;N_O8QFM
zZ|iH&SNx(3HvK_q6*g01Z~Calf80b};i~;y2J6edXN@Amnu99(n5%`Z59-2JG>RVd
zH2riedUAlMnfrb7^wUn&OQ2S~xURkA_b+G`KCwF&(L231QdAky@n3h?oeU=&tyV~D
zpC)idHb^gUuLdBic+NfUWz}d_wH97_tFZkb5dyMyobxe$4hZK-yq(Ca@_L=Jp1)fG
z=+9ic*S(EWt#XMOD6F&T&&ir}U$e|?AkC;Av}u28s=83q@%Lf>fqq6NU*RH>x?Pl#
z#hiLFYxj68cn3iP0{?aY8V`cSU2S&*+dQ_a630$Qv@-TF0u&<6@__R^uHmp{+2->e
zPo)ArIdR!^7Ny;Ns4skEt@YC$TIt_&`M7-%&NG7noRLht^xPtb{@tnszEd*vY2|nG
ztvcUGj<(b9qJV~^N!f(=a1}V#{I5~esXm8Ag{*l1JGE;G%8Tz;tr6FArejBH)}E_)
zbF}U*d@B8erD<sMWp0_OtrR<uQ!1rj^<R=t_m7>lHY<dEP0Ehb58nG*0;wvJB`Qq4
zs#N&9BLB>M<hkxzFJ|tUDCf{G9klSa=D@tVxZ?qFA|v;+ioiaM%ZYCG^zcmZ)1)sn
zB^I(S@9OC#Ab-qKV=d`B>DDKK<o*%nx2CTZDD@Nh<$}5=Ph9o|#)@C74!$votYBmI
zIfFcz;ZOt*oAkRM@C<eFY#5^$Sd>ehp+X+&bH%2g{6{jty4ryL;ZS4c4d6Ko0{&w#
zK%w*BlZUnO^|-I3_Fy}bD4LR=kvog@%5r|pQIOa6*Q4zHLs369>E(NiBGrylLF8iJ
zTj?Qi@R)@@q{`$gA&xUCXpcAJ8iO4agCY1DiO)N6X&+f+^D93f>=ZD?w*G}6vL)Hg
zqZp8Tl@{#^kRi6~Qc-LxdiKrer|&DzoBJbn{+Rd;_uTt+@mzru?fgiZjy1{D!)P{f
zrM^x^AI#in$k<9{B!sNsZ-rtg=j5;q2mP|nrj!&dVr?VndQ}A+eHC*|VF;az2~BG)
zWD)`?x^OZqPDMv8>w5zl%&0pu$i*Zt9wo7;i&*Zd44909iSlZ9;fx=roF;3hp50(W
zF9$!LFu}q{ZbkE)7g_BS@Ko|HgzRfN#RadBJ?rDcK!QK`Kw>h-VrL?Fq8n!{7`xgo
zCot{K6<W1*^=M*SXJ%_g$B6~rW?T(<95B@xFS{s}q0e^ymsxS)Wy<%(-TO@HL=4RS
zl3L{QUFzKWlu^oHo)4r<x+LT=kUD02)=reXAFU6d7Rrs?(rusIy`-z$r&w;QV?)jI
zlD@Co5^O&z>Wl9>t0-IsRC8a`cx}P2fW>shveq&{4W>Wb*7=9IQ-ShnDQU|65WYax
za5UHo4T<xU=1dqZ3LKaD^dN9D;#P>maNLYHzg^#^*h{Zk@igoGmmj=MNf`3R<gZt*
zMx!DAG-CywJia27T4UuuccOkBq#Ih(bZF>0WK+AhzQFiUl;d}WoY#Ej_Vw`#PX`O0
zO#~!0RWC{RRl-&UCZo=88|i+rr7Ny<1Jb_>Errd}I#}ZC4oT@eT~AR@kr*AD0K_HT
zg^BM8`Am0H8QQ?O#^NY2uNsHby_kHjfOc!-xB)kIl&~^>FaF*|H$GLE$ByBH>Z;Y}
z$K`fFcMFBp>WJ~t{A~xbUKd>|=sr)&jq;xywVrL!FP9l;9Q%6%!)<dk|LT|PBtx6x
zgyjAChg3)&f>I}It1#l_#7dj|YSPmd?T~9QuNvYNvqjlG&+PV{@U#v1Bu8~;f3$@c
zp1jmf*JUE^T9aQoSj9dRrjcc)f5J8@vFwd<tbAx{U&7<<B4x2mEdB;=66NPl{JpZw
z_449W^fUp*0Q{Mv{XB3(p+>UATt+Fco_2yNICj~su#ay6H%12z5|JkXK*stf6J3iA
z{$j?NprU=nH$|;v9u^aSyb(KUE|v`0$>Zkl2BO}p9BQd;#q||u@-KbS$WihNAz>}E
zBOV_Ocs~1cyV|v6u2^pv!!F>%Q)ixZTlt2nk6P)kRzYJ0)o2rqr}(j+H2t4t*qw?m
z5XP{3#oK+^D>i;yQ!-p0lN)L94*Uc9@xV^iYoPo;hfn|b7ZjJ`H5y5sOz{}30cwPV
z=`mwX;Pk<s>fUKq(L>;FEE_p0=O{O{_X+CwT<f&YS^0!sDRx7d53F1{-9C2O<Hc}7
zU$MJw6!zgM)U_z|HP<Zk?x~13=UK!KytD^%mI^fI&zH;)w5!UZn=1}64a()4x#wgO
zzIMYOcWPwGDEIO06ee=SLQx-%_bYFBDf@7NV;!tFh0hF|EgpCd%lnTsSIy~Y)DASj
zT@eBMBBZZA;W|OPrFjp3$FP>PcI}aFtNW%(7tYII1HmctCXZ`f;``L-7rj`RQ1!ww
za?28&31xqgqV$|kdzHQBIg_Kj8^59l?}MW}KW3x@l%cY}k5?1E`U&7aE_P87Z~XHA
zaQfSRD#&t$jMRw1Hm{2wS>I7hBP7;BS$+F>hc5H2*nN)IC4}aB(EI%~)H5w7MGPlk
zy)hwq^#EWoEd+|SdWeJNh(^VUtChBfS^%pZt6)J1@b|F$oi)sBO&y`$@p>w^At%ue
zSLTL0tGR{4H+y{@e$A#FGTr|d)F3UnBk&8qm|uR)@WhpRzhY?QLeaM^Po+k^;`kgw
z8r}oP%qgkAL$`_soOF3k=LskYq)=ufnW-P7tR@w>bm6U7`E@qdLgskDbPQWl69K}m
zjQV>6CI7Gem|nE;+VUXfTm#eN6|C=FC@gzHqu672?M~+ibd@}7Dca@m2Al`RAK?;m
zhe~vNG7d46jVW?J%C9w5-oL8{dHu)N=!xy}dwO1aRKA4_!9M<Vyq!0d|46`y<Cki>
zvZ$qeYPLR#)92<W*iVmmt3`=0`tV)f-hEbDSMTI?!Ih+LxpWNCGreialS#*fQ>%yn
z_fUjl2l7ua-K2{Zz{l=OI3)1@^&i0%qDdpE+yv@>poed{bj^0aB&`TV69@yHe?ol?
zaW?_Ld!tlvk3_G&#+xGbJb!({W)jGvURh0&G&CdNvqEH5j1x-0gUq-fig96wWLvEi
z$FBqyBqRyMVm_gKA}I$HPvS|qvF;Bc;IZDZsc*%A)AR==#<z{HkZA^M2CO84s1-_(
zd>Up@OX{~uQ0YGb@Wx_B#=G0NGj^Bkm2~f_ZxI4ZuZePh=K8JXo_D29(Ea2Sb))D(
zFEiVqu7ipN8j8Ey;JspdW7O+K>{QKHUI%9Vy;Af0phW_PBB1nm<WgCR6pDFmq43K_
zNBdP<#!Fb-O)Eu{fz*jl0hLv{qhOJ5f$0VLJB2;yNB;f%mmOv9Nd1=m?Rjft-HEoN
zCjGXtCT3rr$Lbc+DTFr`z?eP6Gj9W^Ab*rSer#$Gfw)@oFGyaXs`B=OO(p@X#FS;y
z1s&Lw;0njRf=-Br?bKkPES>hVseePO$g4=)|E9Kgou|hlQhsqd!(JDc?<xIT!6HSN
z>$g(l>fPEF0cm^Nn=c+csuvI9GV=`Wyf8g3#QkRIVL|(M%uYG&WG?-Kl45p#DCwKT
zS^*-&(i=ez<}$l@fqAn2=b0d3T=<;_S00)7*++ZNF^N79vnQ<>RIfjqQ$92`vc&I%
zK1lNUqUgn;Vs!Xi>V(YjMZnE%8!+XMv1WZQy;^{$t;&nKJcb4VpUc~ym7KEQwyJJs
zsa9x3(Ol~SEylik-p@&iTl<^c#;2-eupH*0y3YDthgDZ+amC>&$>{Q@<gpo7#1g(N
zyuNL}$T#i6?1BG@v|DK1gX;<^?{-|8Q^diLI?1lK6|Gh(G)dl+^0@*g(%#3@NFB%d
zPGzWZRhT9Cu8h2j9)EL$+9WHUc_vO$#88Wb)r(&t7Zuz26&o2dlzHw7^SJn!&g$A4
zI2t(fpzE%QO(EwpacZSe-$s&xSXC)A0#`5csg(kc285lxBC2XcogUx%*O#dR=DY8N
zk*Cm2V26zNLUvK<1{~I!E~cjqXf<iquOaGEgDDy-x)^d8KhJSMMJ`)3Kx=f!>4z!$
zNG~X8%<1ia_-~}2tQ&aYzf-p7xH${?kEq5GkXr-Wk1TS#7fFr-N{=Jrzmo3yyi4W&
zUVFkv&jiPY4xjLlN@{y+vgGEJMUOA{r?*0<Ut5|X8@(#POs<h2A6W8({ao<6Lk!mx
z1hQGBx-n7XS<Q(d)-5Fkqwi7GMelOFUfO^=0LCP7QHuu)R~CpsXmrD`hL)4E9})19
z)1l`L$1P<;QHzNAFWkT(TAUji*0M}ryJPx{a2{k@iV(Hon20qJt_Je0)6W`33HjSY
z<Yjz9U5?GBZ}_QuFl+L`r{dK<S!iOazBy~u+~?~JnQIEUc_JNu;1Ssm0|U|V!5;q=
z^glpBw|ygo4hLjE>a98qM^?D9H28_9j1}wwI*shHRP;e1jXCiP-AGf=v(&tGebw&c
zi}#a)jh&t)b~hMSO^RpFX|;8eeAMV5KK{8(Fwo)G@4b}KEtafQ*8yVYNp>jZL%qGi
zHX#e@Ip%`1pxoDyDtozXgr$+i;WNQi*e^8rMeuskUJ5Jv_}nz);Eb#KGnwK+Uwr#e
za0cSzbcYQlce<QNeQs=mu}EBUPs24^ba%be7B>sp)PyJwBN+)EuQ|a?=dD;TNqvTZ
zd{JK}sgy$Q$Xkz>&w)q314UgwFS1MPzXOu)VUqOQl&}9?vC(FSVvEHCQ#IK@)vR;(
z5X~lPe3H9I$$58c2S9Uv&UqYiVsQJ}_b49?+l&Jcd2qad?^;7{{w}G~bOUe{NwTKO
zTc?In&cBqNfbdi#w`hR%b4bFx$WFO?AJTdbifM<w_XGNVM#MDEA7;jPQS0nRD^*Xd
zj9^(2=9Z&AfA9F1*ijz+a2A%*Wd3;`0K(@K#+tBe9uL26U1f4r4MovhW*%V|iF2tm
zA(r2(nw((pis6J%=1*FT4hzWz_YKk_%acY}c!R?XZiFNE@@As3zAKt6to+Q_^Fy0c
zsj;~u&r|^nDi#bR!%JB06?Ly9X)^08g8oo^Ti5kCxr`_{WwOu?=tb-|P5_V#kKqvH
z^4EJBz9zw-udGOGg`Qge-05P@<jN+Pfyw@<3jL@X;R<-W9XdXu|JzdoCqplz@)9ob
zJl=qg_h=><=4bM_61!a6%6%WD@fp~(P-eeK1FG;DeYcQ~MZ?pjzEyTI#dyd^mBN*G
z-aSk{2T12$)5dv9+jibfSwsm!X0@O$8Tjae;z5Kx?wmHTMOxammmP1rP=LN15Xi2n
zCf)ZoO{*JON!A*%(Yz*lIW2`>P0Hm7q#xfoBKRcH{KG?j@zE7?{o)>X8Jn=iWvRbG
zWRsBxpKHL~sjGpIwZ#fgkNel)ewN&XRRpIM5OUx80(JZkGqN+n+t+?LqoZW$i2$}R
zjTdm9wA!5^2<G9ABfr))Bg!tZcGSF=`zXs=WNvTA{bFW<G*~xU_h8>e?!9;evdRu5
zJ9#r{v&B8KCd^maJdx%rB1G0W2^%e=zhYc5iP!Y=?Qu1K{8e;+<cGhj=<V?N@)sf$
zy4>dWw@i&^-rIc@=n38VNyiD;`r-2(k-S3m%EraJK3vj7>7J??Ifnv<t$N$t9utwh
zcfsGc9e^X%{M7B(n$4XG`sWyY|4&`EAJOU3{k8fLzw+!R_T6mI8&ztVJQ-fh;lB2f
zv1`7;@6%<!F@7Tc_+cTF3{@WI!@2|&@6MHb$XyD*wE)kOl$OyDC|Bm)<@r7LX6r6*
zaet%Q8BpL{hAL4qG?M6f3#>XY`aX{{p^B=>!ve^el4X3mSM)Qq`j}s{VPLi@RQ^7U
z)^yQLXy7|dKK`C-!h(%Oy^@Iza+*c3MV=&MIZm<$1-nf)V4#j?D6bf^aH&BQ0l7OT
zhw#ze%Q#5sX=Y0`-VLdq`L^^NnbB0(-$1RD1jkZvneFo0#~r(5+p&!*A<02~)x&Q|
z9T_(Vg|ez={Zr1nPonpKbcFS~|JBC`0h%JW{U_e1YS|~_E$IK$G8!wdPwyJqE==a`
zdCVvLjdcRnFoD~Untqz9p2i&NkpE=fr;7yz0aKc)&Q<-@pAZNCtYi~m<3&Q$$|nAs
z`~9pBUVIi1UU6e3+gV362#+$%X7yIV(0x?<qg0-e;J)V<wP(?JuqHu3M`X&F4n4H|
z`>5g9`#h-it1vysgV*2E)mJfzD-MpEa1HOcMeq}Qjl?&9ug>JoA5RnAHvtB{MulvY
z{~)iZ_5%NjXUY7Xj#eNV%|x#Co0;;SP;HTk8~-wl<Ngg3uKk9dr|Ib2A|FQ%n`|Y)
z=*m4!&TwA`waDZgp92#^i{o`Nrt6ciO*P|3g!zvYZG2b5r9U`5;9BbP==%{vM_cz_
z>GHd6T_>Jd1DY2rrV+#Wz5XU8x6^drlOl<djfw?={x&afR;g!_X+ohEo1F^A$Z_Ap
zxoDy_RpXGQ9W$F?uxH8&U3z(<K2rtVED<|`=gzG-e4CjwNqCaG#`e9q%d@okH^&2y
zFk;rH-^LG?U8i|7pa%NH+KQyxbOTd_o6C>%GpbHPF>hebDi$@pZVbUpmLGCc*|{p@
zFiH2gJT#L9!KWJ2|Et_OF_4MLltUVjnfFQJuNZFxe6dB>_7Q<l+B$=ayUS4du<-@X
zAAlIr%-4-{qR<4k0!420i5_ic)A81<MPuhYXGidBy?pYmIw?@uOVJ^9Tj{g%koR=d
zDs@3P)MEGS6J!_7b+g2apzVFNk^gSjB0>&HgYI>p4`OE8id162dJ~>fxB*Eo-w$#j
z_a@TGiZksTV?uRjdv$aXN~R{By)8ZMPMYkxwoa-6rT%FtCUg11*CEP<jPY%|r1Jnw
zlkLS*B-7v!jhm2b07{kNs)OQk&d5T2DLGAQUj&>ls%DI;(KP`rUq-LHjy_qj^_Gtx
z#*BpzzDq*$7eDJF!xcfZF<(+D#FTG-vIvclb=RF*IWS{X`Y~N`-6)WBj)lyajSWx)
zHU2IA4_v0hy5w$Ry_p9}ew*D33{Gj?=D8Rze<E{uDJYMsIPZ&v^%l&=>x#GB%r%jW
zzD#rBlnT8c|1p(2{bo|MDc^}P2f=s9>~(J(PeWXD7}QTqipO}hRsv49e0*KKcTA0o
z$%>Mgd6?+Og?M=RG8X+~S?W^uV>x(*NhR0?3f(Uxnvo&V%We<hs?y?N_$GIsyDcY;
z#hJHmZ1!oJKmH}|9BL_7&@fP!mWg}p5_v&7(lMZsGHx^*)%U{z&C#vH_Ny}ehqb)s
z6Y=ikPWhWwe)h%%A~!FF@Y)dlM?U>?|59jkjB2Cicc2PAXnXX8HcpnSm!cL0a62i=
zG=4v!t{NCMyhLzu{U~>9D+bwp^<@V@gk@9gjgi$Y<<nQwHnjePOU=jDrs{k2JkwBt
z?v#v-jd{vVUjJTGIign2)?Gcebbo<~Q(>wmC~L$p$SsK|ZCK_LtU7$Z<kaPjsYJ+;
zCBvETg&%Qa{A9!;Q8e+ziro`X(#|9JRl<W0cYGWq;$D>e6UoY0SI}UHe%;KMnNuKC
zS2|nTZi_WeRrgV#-y4q-2?Bxu-DRw1S;W^FI-csHFE#|fm4hX&->6iQ^{&*^7^&X!
z@9_@)cB=iSH5ad_o>P4SXt#R8FYr%gI;L$M)Ok=GoOdA=;9?9Vl=4hffUex?TFTSN
z^QJ=rYQ``Ur4#P1uzoaPbZg692ZM^>sna_ns9%7bOBJduNNX*=thJZtJ6I&#E2*ir
zoXUnl*GZ^S*d!Az+KR{+lTZ|TY)}&!DE4ZjP^h+X|3AB5hXl<+m+=+<!keouxhu?m
zo{rzHYRrlcVj?ST$r<V%M^^Rm4VyAVAAN;N<bD;tN8>qs3aFv+DIp`zFD$0*d;E@%
ztodIFwg!$9DbC^VhH;#4AjetTf~KDN--ELk`X@+7y}NC<{$U4qh6Yrww>O@)XSn}o
z0{musX563PbQ-uiqXFdR9lRj&-4&q34xLY0Pmt1e#LR@L>Ww_$6WsD_v2%)Exi@zz
zzZ7=$S|_|SxRhC8kQd7I_(&k6(+^m)Dm*w`OxlJ$7e7&f6=B@?`4J0|z?@Cp1I{`@
zmAUP=PcMXQwkdb|c1rfs^a+8gsIv^~cuQs9CM;&u{HG%b_b*6W+X;6d$gs#0<<-gh
zSJH7PN`t*0QXHlzJpNgu#eRDivG^~D19YJZyZXBW!ya2@yIBppq%vFGz5H!IJv^j5
zB<h06MM~W+Y6=~V|Nc5MKh<>J-ZJR6UhHjQJO32SazBVwP&#wK@}Ccd{<(IemH?4=
zd5!zZn!;4(j0J|<0J389QYOLyS?J8RO`z=OZE#{ZYZ+C`I%(k_<Xa3e*6$A#l9?w)
zfACUIk#k$Bu9t!PC}uzA3yr~Z^d@ABmvF>8x#Za5>|yi!K2Bvss8|_+O*oh23fAb&
zdM+5UQ(RSt{HQX_PE=@JtkV#u6r>=bgAIAC7uPu@GAcv@SMa(s8G3HR{l0sPt&9In
z+B&iSZ)g6Wy}=k3w^+6*1PdF>lIJpb=VyXps}J4&kgo8ImSH*l?2@0Zo%K+F>RQob
zr$yz(k*waxEXmF_pPSpaaI`Jsha&xPVeOp3>vr`o#F^ck`1md*@(!QlZ94Ic9VMM#
z{*WGQQ5(VgBQYqt+-U63Ne)HLn#+diAm?&o2@4I$ce<b%Ju>|>F0iU1F=Q7{)Qq15
z1GdN{WU)nunYBzho=<pC6xdgz7)mglJEwkkwA15Yl)~TZZF#H^Wl+)`q^em1TqJ7D
z+mQs+cHH3+1+D6u1ojf-l+^uQe3=lvdPrHbFM#A??7~QRH*i@*CWyo&q%4%_Du_9e
zRNC%!Z>OPoKooMZ1Qoh%z_6aAFlojJT$g$N2sMYhb<JgN14l1SMaf=<zLD6ilkigC
z=w3<Iw$@cmwo2U%!eASO5bmBpY;k9Rt1U5V>g`rYd%nC2BBU7nSXoDX6B_{%!rYS;
z-WtjM9`HrI=6Me%3<=nw92ecLoKL^=q}*3iQ#IGl;_<Nbo9Rc+K>!BD{cA_>jp&R~
zeDii^xevslw#^^ANHX)dFV$5%0#Vb1Qz|OTbTl<F{yn1UvS9>J$jV6EYhdHz_ItoZ
z%Al7a<(SkGVCp&FDIOJ)nl^Y`N7h!h*^k{yq6Y}N=$<y8(kCvN8d>?>cmWFx*c;`R
zujc#1;eFpO(*2(PCG<}wd8mJyjk<Wv@vD!)!T#T?M9qt)UgvQlsR)jXp*bxz&xNhJ
zM3e5l+ILkwk*drJdUazq1JH3-MHLE#zvEXkT9^y&>ITh>!sdoqpPoC$j-n-goDIdM
zRQR3B#APRnGC9rF7B#5hlu$+ndNj^mp`2PfomN=O(Qpq+)f=h0`|buzaT$Vy=XN%|
z-I4c1En?*ZUBs)>3D$rLINbB?W+K=!F_!#mRD86;KRjH{Q7bO;lWq_C;(8&{{{XcE
zvo+Bqo9lR%(=NhjC|A70kPCw`i}s49>cXq)JT|v8z3%SF4)92c7A}|s?v!_L+3t{7
z?~uJ%Z|iX44gsWHIcMZRe<d*#F58=nJpHkUloJfapROzT>8`Ng4o?J6lu&I$cQ;U-
zcjzX?DQJ^oL%8o7Yl6VY#=6jz!T8zJmdG5J?hFxXTGHUg48Q?OF-0!+IxadQ@R8?q
zzq|sfj?iH_5R*|&-uLJw`WI{G9s<#lo*J7=lfdt622KAO3jYi8`;0FA6QJzK9TULn
zOJ0|b{V2T<);<$hdE6eN4tt$)NVj9U*S&;XXeozm{OWd`yYA*yRn<8_V+15LU)uh0
z2%P<!9CUT3&vwUdL(M}j_nb7>M)k*O-!D^$%R42jec!*OG`rKVGk%`QIZUwx>o;Kr
zc6P1dWrMOeI76xw57Jp0W0@8O{jE*sfL(Q;dLOdWw1V|V471+4A<<NOCoj;Vsq}9d
zFb?miriQ2w;Y=6={{<N^ObCIfEgaveCBUkf@|mAD(WNhl8O_(Q=%PD3-T0Xzqseut
zvFdh4RY^ziLCXIIW9z$sSpURR#Nvgkpw_zW5lOz`G%!W3qu{K@WqY2W+g&LJAbUWK
z`G!k_YWFd7n$Ewdd^BpzslhPvu5#`<T3HyivoA<jpbwenntrX82txMy<1!O2vCd_v
zNr*mC&U4#Zho;MzHyjVIM6f&=KT}`X=AcV`tGcuE+o5j8`I6?xzWqC{7WsyylzIyr
zOn!%#l7$Vv2z|M|FNK(+CP|a=P&^v!gQWDn?tVpT(PJq|MVBrV3S!I@^_pRM#r4-r
zOx*bdhvGe!pbr06j{m<>TS5N&0VuonmJ#RiRqer*#gOr{j68>Etd(cgk6eo$cMrm3
zF{_3!0>3Ds$JY_Aq20S|m5zW{=UbxrdT*N9$o2V}@O3$u3XeRl)rCtH$Wg&a#G=ym
z&vUvfFI7(w(;k%~gI=PovwBsky}_!ZoL839npxpcpXp~e=a(@l27V=5WY8cW{k!v`
zHgqo4i4Z7QV*=stGtfj*TNp1g0VyvKD4Q1-9H+MAz;QV_UDm{M+dNfQ8S%g;WZAu(
z6G%DG<X~r3bN><LKb3!&nRaCPZiXnqFnPXh;Z?oE9pOvK*PW+!T7B)XxSec$hyMl`
zf(mVCuNce)-YDK##HYU7@&^)JV)>T*C-6+j8@gudwFyIe#c6e+u2Tf{$BeSNpCuR!
zHao=bkH1ncfK|vq&^?!vnJz5JN=`D$>DNE~4L$0&r1CFBo!vLnJVIf21nCUQ8ncEC
zuA&R6&pHQs-BrRRgGI3Hen>_3>5aAOlWb|}GZIvY$fu3H`l1N)u4OKRZN<q#=)%W<
z6O_$GCPKje+s?Es9K{$WagRm$ojkp_(Fz;AYC*?SjG`2u*|AON!y6o5hmpTj7(N<T
z$hxs5Axwy#9)HRE^BKl>GO#k{i9*a~i8LMG{n@eRmL7jZW=y+Jr;OK~4^ExA3aQe1
z@|}$Dye7IP?$)kY$4vOiafx5mE%LNcYwD(T`H->rmv;KK73ME*ThUw#V3c~V+Oc)#
zYtAJZ5{GYl6?PCmmsK8r#9qPrlyiE%t+^<(Oy7!OxQ6<1`xKfs+uTr_AzZQqMCeoD
zu{I)WotNtH`qsUjNLBm<N<emH(nX+WP3)1qa?<?8^~+u5xjZ7-5_YuJ$Ii6~e)gv?
zh|DU(_7QUG&%UfX#o`;hEXHPbL*$!db3O8lWyCFryP=lHNt)l&x}bCKY$Ud+d{m!K
z=}#)~3w1Zbj9!FGea-tP@yT%O>DG4I-?Eey0=vIGEXmfBBck&}N5nG_yrBvhoPQ3l
zQY0yJ+=(*Gn>cbqmG$*15?u9hXUc?5WU<Q8z@TCzub98X2UTBPMIf2D*In&hl!Hn@
z(G1F!=V{)p*q-Z@j36$?SFuS>pxxbq@mO4Ki>_D&3uILBb7t)Pih;^*v6zhUHF0l@
z$?wv9PQg~5f|5c(1-!EAT~I@-DC)#mshX!?NitvVgoUnISmZ$58Gwr-({!OD#ORdO
zRn>r#qkyB4`?RhcY13O@SB`@J1r^f=R~!*<0D|8CE7iwkk>sk#CJXxX7F$B@ObNpA
zU>AA1YFq>`1;n`ar579)tNRziZn13av`2<Ts%($(t*fSU26te@6VtxTUTUBo)EtfG
z-r0Y_&{c(I_$$8b=d3PjnwN3%g++8D)cS3V+^WOV*)7fn0{csvb$;yDW-Cv1E_Z<X
zg)0r0`2GdedRT$^1wC#?q{H@-^|3UzxkuEfo7N-E6LTg;8|*;{y71rFA!|aIAz<e9
z3L+8+!-EHjr5iQ9hedY4*QX82#uN5S^k`K7r@iARh0&3$6ex9rXMUodDR3cM_)rr{
z9Aa1kIuFY)iT$cO8Q6v9>Dgk2S6F|Cl*=%jbXV18P4OjYWqBm#K=82q4esh|uJ0ca
z4lZFpIs^Ha9du;p<E=DPowUysEyhpnqHMGs^l3KbQ^V2lFpvJBFb4H8n2+3oh^SrY
zGia}t+uAgHpTX4WzgwDk=pmwKF$!<FOng9fRO&Sshd*U*v1k>0kUy~o_L|}dNlEU#
z;%KyAWxjDfvORv{WIQRCWn|IP&)9j{h31Q&KyM3l4juX1$dUb(Sz1ZwK)eF3>Y4j=
z%Xp(4dCX93rH3d?f|M3F^C(_X|6-&q-}d@#bd-DfG@wn_>HPl<!zefKiQJd}#Tu^^
zY(VQG;2nsYiMD^vq{+RH<bCw!?UIXWu`bWAofWjC^J_H^!uVt5!;4VNZdE}u?xHjL
zWybttfL=1=UwhpnNugGXnlg_9cTZp!E5um3H?K|vq({HMSDiFFtmQ>gt}N?FcSedp
z7P>_vrRJ%JDRxQQWlcYq;@jJ!<OWB1Vkbyw?K7PrM;7|3Xhb?+iwT#l9hDNj&4tk>
zaBH&Z{b49No{Y$Bx%nu&|CqwZl}X%LZN=SDtn??=<}kD5LFDtzG#B!uLctarnr+>A
zI0?qH2S~9(3!=&~+pSo4kvGXCktneT<mx=7yh1A`*CZ6g4AcXXP<CL+lbNKUuJg>b
z@6T8;u=cfpNx}nNe6a5s6VQHeb?@5SsHsVmD_A(NND$zjgLXSWQSzpWK7J5$Ei%d^
zGznx!*!^2ddI=XVQuUu!jAQf*W=!RP4_QRhv4f`K>a{aSz|sH;Mgnj<i`z3FskxnH
zSelcN`?8G?fisg)aW!Z7TLF5ce&^(o&1W68%?!Ja=2n~@hplh&tU)y1Sl~`=ps$B~
zUy6v)jS#D{ixT^0&+x(>CVrpmdVVQf9s3=7|Kon;^KCzjWzAjb><ixKG~-$i;rznp
zQf&%e7b^LL*phBH8V2`wkwjgYHt$<S*bO{qd^VSle@js4eQ@?9YhFBsFqBg4v2Xsz
zJ$>Y?`tokY#9ia;hMOTXR*$|^=#nNBDMA>LqoK8(OX2O59hR#L=bGPIuVnNDl9*&P
znjD_Y9#8Z{q8R2S*$7z<>b5JjKenHi*p-A2blxagjW#iC5F@r#7LUDs1)8nKM@9P<
z*y+}0%x5IkmCJ@QLxdSMa_$ahhneKO@$I9ekA-t`nPbaYn01Y!?_NE>Kd{z)_{_tj
zI+~d;0J%_8j%?HnQKq&8lGaj3ih+4^uy5eiV~>A9kM24HxUSfvxetmfyu-E94QOYV
z#E^l@%Ph+P@cYqW-1w`pBBbF9Etq&?FV|wykGe+t%YVFQQE>Q=oXGJdPXh!rLU3Qc
z!bIL!?W6K}ARF&4|6-c$DZIu|&Ac$qd206d0QVr#_i#j`KLW8c^oYbO8dhP0H10@J
zAZ9jGT&Q)58zB|gKN_X9{xf2CB*daP{bLPRSM-NYBy})@w>XFX&;pAWULkJrobSU}
z;D#pmig@+TfN_}xxS`l8RaESlz}Z+qx(=6_oL+M-21ypjzvp2m)~-!j`1hIAHumwb
zeci-6)DCnYornsSak`hk<#o6%8C`T3?2VkCy%{><PtzmSxw*x0__d;8pG_AXmEQdI
zQ=9y9;C2MDSQtHJK+zLUugLxjYBUGF)c^h;rryJw&HoSoj|M@l7PVp&t<@n$CB&{-
zTaBV9YOmOWT1BPARy0<PSfN_8C|ZQ7(O9*&*n8A`fAjgC@9&)7e~@$MKF`<vx}Mkd
zxB%_W=bjvr>epH0eXWCz1rdv^GYb{@p<%e7EfpYJJIUbG%J8ydZ)J$BmuIZy;I_mF
zhUUck^rC?@)>&I(|Aje?+mSCc_;b1bNi9*=I^3p#Tz$Q@*;}p1)+_6R$YX#0=FYt)
zat(z^DY5oVV_e*vAlq4afP7PxbW_uPZ|J&}-@ef8lYg%Wt+d<}LA#yFhf`M~WtUI&
z7926@0>^kal!h87hGo#)lq;55sE?LAeZ+@#j|z;^)C87YmTH5^x}Cgakous4O9{8E
z&w>5Or%|hL)9g#h3&QDY>%%kXNwpx;{~hV|rFxjNN@rHTmZ%%`$9l)r=O)j2CEZh#
zbC2sDCKWlX-;$Zx!LzTwG(Tcjh_;{Ns|?@MMRYkw4Hxtqt0SI%Y2?4_1Y7e#C2-c<
zFCs^dX&0!`9L{E&uE6-^%C!N=LnZcQl235eN>-oC|2*EbBt*Vr@2ZAphGq3y=4SKS
zOa(!n8~hJB2jmf|B!1zL8N2ANsk3gj&>I<hR4PHJNj8vRYLKiR<}a2Kqk|>(_V$a%
zeOi+_oGd|vQ>X$24viXqldkoJ;S_3f!F6)Tqayed>QbSxA@y^+ymN=ZOI2nk=!NV5
z2Lx1KfVo_%$7qRnE;|y+`jeB?cGpb>XxNq!W97e@OMxk(>+BuwS~heuf!DqZecZ4u
z;TutTA3<}3j|ic<+7yRta)H$IFs%XI$+QeC&!TK}o{<oY>dBa;2)z#>#nJg*5ZmQ%
zpFAHuZE|ibF33B;J%`#%4V<gMq3qM`Y~}|a4n_ltfD!n{VjG!&qMiXcCoqqt{tZ%m
z(ol2RzYzVsHk>i|T9VcPlR79loqU9~;b}Jt-0T)2yYzyLMXK#MOGF(r-x`q6u!Z&j
zZY63ZM37*YhBC{;W~9WDA}y`)*Z3=!m+eRR6$7wiwm$MYtqK@%mH;K2ES#l>E~c~5
z9w2lV1=xBPF^bH;Q@nK^>*lP7H{zF`4TbIwq+<RDgdmX{fOv%jVcuK0M>CDbMcqOC
zq&4IUa}kfZ6G?i}r<Rk^zi}N{%)U8-G_>Q*!LO^g0-(2&==9itsm9~%yLslx^wiz*
zwY2HackKw3N?v=PyEO)-ZbM(C2=`>YA=^~^LolakR8*9cFm)>$D5O=5Gekt0nTWGt
z4N_|{VmSW0H7#f>b1ApHf}%g4hQ>xcLT1!toeq0%zLfOdI@spt7orTRl9`Cc#{q$v
z!>2jHCOZ*=lRJ;9Et8~^>gYH+HvGkU`0A#*gU2%i+YDS2%t{uGseqK<LRDT^u$k31
zqoD?tY%xoQEkQJxuMRmv6EkmTj%2N4b@is?wUc>#MvU2a9&LNxdqU`?viqaQQnp~0
zr-kX!Um15c|C6fHFtQuJ>ceQ4Q-C!1-ITeQtwt`BTPSo((|e1W=;xQso96gC$%E7#
zVzSlp5UYL|x|F-xz&DKh1gNwVC4BPHvrYX1eSF)T)451xdWT1g_>i?P=jJ2v8Q0c*
zjPhzb+%?O_{fp3M!&u|{H?N~<mScce^RbUZ56t!jaGn+Bzlul}EtNASqh60M6E2X5
zM%EX@S7YqgexP{$^vI`H?+O)iUhZv0UZ{RdZdA5Yh!wqZN&TXnGS(gX7UKGbBW1wj
z(L){xY>O>#7+R%eHY;o{%v@2%OC0<5@V3&O)`x{$HPb+LVoC5d`KY@VL)}!%M&`GA
zJFXw6HqgO!t9sxqXYXeYLC{MD$)Kfg5Wr#@y>KgHosgCb>8*C>z88%zU`A;6Kh`3D
zgwX6QECysdsnnoAl3843E}cT$XN8hcIHAqwH_pL?VO5?42>pOF(q}e_KCM*;0<v<}
z>}Qj_MUudS5o6&(*N?~~>6cMXlnRepOk&~@Rc8AHd*XgM-EWkVRIny&%q=uz`P%O=
zC=bs+-FHnM3M%t)JvM(S3sigOcjo+<q#O^0HLGPq3iI)M|C{Ts1@CcmvmD=uIc;Mt
z*HbHQw1;D@OvZ{Ka{koU+$5aq;otp6BKbHjJgnLA(cR#lngYdMT!jsZ!ei=-9cyf*
z%G)-(N;|F^6;}%^WZ6$wU$C=TSOLOjjKq40I3>@B2W{p#cvuHZw+l30Xt8B;(WbY4
zO&y24|HhKZDtKSu#>3F^^-GPo%Lj)ai2Q^kTAB0$G?^ezG#{hJe3-~4?EQKQY*W{-
zUB0%H-C&TpGXJ&&<~W~0>7VO${j1$Bq|q^t)}ca7;|qIzNI%jJn5zq|7G>Jcd4A25
zIR@Hg^RJBd&e$C^pB#<d<;0lWpSI`$$!%&`&{(8zdAuJ`n<s7SKPfdbWcpU=>4LU%
zApL$d$+gJQk=x+sH(>o5nKTq?0S-k*-PDyR0rpK4=VY3Xx(gXMVySYQ$Le@3kG@x)
zr{UZ*H*oC^JCVIw<)3fZVorFliSZL*uBgx@v&rfi+=orG^HSNsN_*&zJ-T+a1IYZo
zhwlSmdFdek%Lx3D^Ngv~?fSo&%fl&(f9!9m;%%S8Ua5pG>AcSvw07|UH?b8-SSaJC
ztp6_>z4(7a{r@+~T|?BPEiuwup{hoih{lE+IE^XIL7Yh{4HYOp{(PJu5sn*BMk`fX
zGg)R<rc6tV=e~)o$3JM4lb9<;Slw-6+CY~oJwH?RUcA?LW4`M57bSt<k?<wJh*N+9
z%Uw_^x~|>hE<fCmNvkgrcNYk@jQ~Lh)R|XarRX6hvm&8bdPp`vrJJN@pX!aJ%i8a2
zc*(7?aYv?B&+>DXneBj)MtY!gec;z&cp}o$v4A<;#-3pyZ7H6<)tT0qA1c>ch84Jl
z7XC{F*6}mN#}jUdW3h%J662{|y5AemN3;Q?B_)QXXE75GLNToCbint!09uJdOoKQr
z2AnCEn7ZUK0<9;x!{-P0kQ0`OLb*JFZXU1e8s!$fVQz;$T;F|`gau_QgF+U=WsJxW
zb6`U-LQO}AZBvnc@(B@?tqVDIRtdq@3)#r;%Q=x1#ONu67Y~>g^Rh#4e1NhI)&Vqc
zeo5}Ket$3R<g{|d<8Aiv*Ru~(T%{b3Es`oQzSv$-HUYyKb-)M(sv4QF?B;ls|JCsa
zp>}*H;q)>Ccz}CJz3j@l$(-s|w4&GQa}9RXvAy2|SoX2d|8aso6h3QU!jFAYOBT@s
zCr?xDq-BA;U0u}=h;fnmv@jTZ<rPv-YQe33v5=poqQF8@{ShQd*jL!Y^9Q_m9Y0p<
zdnPRm1)DrQU|Zs~S@x~qc#312oTlk7G%9-VM<|(U5Mk=(k)f~HgU8wR`Q}rAQ%xkh
z&F)QaC*WCVZyrwE`<?rW%zETVYH;J4*)-|pM0h2=)!m^B)OwX!cXP-3GmmSRT@cDe
zhZ6tsU-{gdoX8?(r5D!pRnmF^F2oi40XcftwtcG{uCDmEGDUBF<v3b~I~=!i?=?n;
zTWNIQQd=}VwwXQdxw?m%-AeZgGaua-4YU1M=aKH?8p@W2#`CZ85XZj44LsbX(vrNY
z^bT?V0oW|UoC0}tS~u@~7n{XLkvx6RSDXul@mZ1s7KUFfL~%9sYxbOrZlNm*L>8lB
zrwNV8@8Nq8%GDlLYs0oqg$F!8z6SCOUS^-WNqIUmNDv{<Lor<gfklIILd3?^_~oOj
zG#?t6WD^l5$hH`<;rtE(g&Rz!VwoAti|&R2pQ%f>Y1NRnmf6ZaBZT-{q`nK<03}69
zLf~S!GwSCl*;xD`24kee)i3LnuM*>8j5d9_$&`M4vrC?E3*Ihv1`;@_O0S;U`oT<-
zO#ibr5LObbM{$ozwC5a*joq*-*uH;es*L`yAe*D-_C@>i-StKv^The)?MDY=JM6bt
z$<tq)9JBG|*p>A+Jzr7Rts7rARsBrevun-teo%CzeB~k2TBugf+QRxhF87h~5veQK
z-Gl5G((b!A!=hghq-0-g6{7g>+QweL5aTH=3#pN6*g5gwFN}{erYy;Rabt&|!RRIM
zepPRu#kZonphLv}&n=fj^{ey%dc923lHpBDa^aZu)Km<|(V6E1zY2D~`lg2D2`?%+
z(d@(@r~1>2W&s88FS(;z3nD_QB?B@w?uGnnmM%01G{efvK!7^>IEOoa>}%YO<OaBH
zwc6Prd}J*9<Ir7BQM!hn49gQftVdR9zIHzZwjuJP+wzrnXa(g(_TPAEZEn%<f5~}|
zW@1~BzDOsiI8VDNa9^1Kt$es_)Z_M?P|fX|q)XS8s}mU<e=(GQ=d78-=qK`gHF}|2
z0(C^sw~_moUoyqct7EXV*cez%)cOhIs+o-7+WqNpb=fLcF>JldplzBNA_Z;wfHgll
z;St*r{ndHt_*|X|GupjwflhyCcGKBEIeU7vF}cP}NiX?6gMm5Wui^CXVa(N6c2M>f
z<Bh0dZ;p_Ao*)&{fkBH7swfqB7J-%-j@;K^fcs1qu}$ror9FlMXso6elhqNVm;kSO
z?!UF$Ey(fEz2&HdHORUpD_ZH`a0<2aofG`;4NvjY6Jf53#OyCp1_vDDZ%S&8t((m>
z(}4oC#ALm-=2j7@4mpIOhO+wf(EA$k0#_>qR0^B6*JqNP@!l7kdQq;T#CYb+8Pl<;
zg)xMjmD;#DDeRNVK8{Jz0Ep@%Qc9V}6My;je=>aS8(>C5XCS;hAl~M%-#E=ah2gu%
zRIZ+qu>*K7*x`FJhSH7j;K_kTAepA%dcPNgU?%DQBar&?L)@dw1nEAb!)M)c74Ly`
z@uqok=___FuFq1Qib>lbpJ#2y=b1YJXn6=pHsGZQ%Py3nF??8&OO^%!1Rs%Z<*b$$
z`eb+)t9Fi80y|wW3yeNw^UxmHQ*;*NEkmfLJ1)SJ`zYQ_Vr5&+^rC}vGgRZG+0GIG
zydCmKg@AbiJydS3Tjy@dZ2;V_1as8?h@q7{8IJ=<Mong$!cVafUV3L->SPfm1(Esf
zHX9d(f?Oi=tV9&ri7cOZDNHFJgV7jd9!?#vyCLub(xpWYSgI~I-Okou3G9+2zvRa9
zp|KHNl1Oyz))J{_UWR8M>$l;Y1#pyeezUiM&;~6zk^5{LmNIZNSRR)uZKysvfRGNi
zcOCN#1F24UE(tyI`amLco|qsyGMr6KkHux;w+`mGR85mBMp(T4vi62l#>>8``;nS(
zbh<9Pn3|3*7-@ez;Pjx)X4ZloMDEM?O+q2vjx*)v=YF4z8rG?Xo!q+57G9kH05&uv
zt=!#K+VrNtmL8mDE~2Hu%8RVa=iO^(mPM%OWOYf&7v<Z=e2NqIi$5*)2lw`A=L6A;
zwYYo0RlT-&AG24NL?)(WbZGf+*5)E(quG+~1{t9jz*q;_{r00$hY{n)^Yx%d+r~vX
zyz#%fYiiGyoA;Sb-J5OY9_g>j&Ujxv++y`%9E?D<zT)dD5lDGu%5EDf3N(w~FzQ78
z;?pJK%$nmZo%`JH{dsEKF*RG#_v#1|qF$j{-BZuu=AbQ267xCi*2LENbu-j?+>$=q
z%EtTT5wf_k6t!&=liDGNO|i3{-Q_L;-d$zRS_JBF$AoU5x_4X~$67rvJ$&B4(&U!;
z^DSw~rnBeLsIS3Mr;*(gCmqbL->I_Cw_omDehvcrRqPh_F}!sgW<2|H=E2HE!Vqto
zSX+F`dpO!}avRr_GIZE~-;r>f?gbKnaJ}P~^0XM%iTU(`>_YNq|JxIhAp8QMayHP@
zSkztS#aEe9dP<3xTqT+3r_sfqv+qCKw9e&P;)z|i`hJsBmtk?}U_VnNC2H6x9G)!>
z>A-5lr!ae|2>%35G0&204554hrt*FjPF>2N8)-|VZ++Q1g9qCCT99spX0~CdNK!O&
z?QB||jSz5H5;*xmu$8&<kx)_BV}KE(-x0Pu*Djj<KLCwO1&k&?Loi$>dpks7A@BaZ
z>@^3K0aDcED`qnH2KxGNf_p$O;~A&PuExV(-*n>-c*OxVQMt(M+-tU_u!m5*%j~x#
zC3XN=gymNCYLn+j?oVyvx%d56iI1@BN5X0tX4}eS{r(lP=Pbi(4Q~0!aS6{`**?SQ
z+`1v>OwHdxtDmbz-y>RH4h&3QMxRzFOy2so6>@8uV^w~5#nSD5QDf#_`#9WXKvrTf
zmrhG92Oo3PxA?ljp)T|A8&e{o#^L)uC}x$t^+L5&A+SCSVyIav2`Mn`*ff^nj6(2a
zZZ|Q^njh_*B|Izr%92sCb0Uok@jl>t|2}Xo0LxN9UtOX#m3=26v7lP^LR<C(3qT%M
zB+bM#H6K?ijc5PmwopB)S+hOV^4?x`pNYz@W7)~Bc(=pIgFN(Wot;v;auN36ncFWr
z?_4Q_WW1m#Pu}3$`J0%rDDfZQMm79jA>We^^b^cES7enA&8Y$O-g29)of0jm=3a#a
zzlHT#XABf2KkzXC=3rx8BK#-G-l+esZ0!B$f&HlL<3ZXM$c}oe=yLoLsE)6+9f&bP
zTVRgzok+RQF#L4OcxhhiTyc=+Pj8*A7W&o%<a?$TTGRBne*>9rK9dbh+@j13GxB;1
z7Un-zeWp-9*>6EDZEK4^YhazIn`h8h6{WEyh>ofN9Zvguc=p9_LWzp%EPmv1vAW`P
z3gePkGHAZ<xrr+Eco`{wMwtd+7>gw1J_;vgEVvkwjua9Cc<4yhe6l-~AeY4u|DsOB
z=F1O1)dnJ1Yf8)Z61aX|ZS;&X^ja{SR`3{KV2&#9)#y+6ynWq{=dP2yWCXc9Gp0EF
zYp4~VF*{0~ow{@NWBAm8SLV6OmDZsyU3wSm&D&-3`kDi3!WF+lg@1@ELJPC#fBzjy
zJSSzJ#{UO1aB?x(CuPy#|I4TPfdavP=|zDOp@$vigrzE~!I051hW^x!@&NH7NNwUD
zC57}*QU8&J4TSu?rbEw8#YjG`R#z5EGvxDz+w8;?L+=-HCHRijmaOL9ufCO)axvay
zi>YjI42|V+Np-6tzCk;Fm@`Gf5F-1TP7K{L1mrAOQqb~(!q}H;if*KV5$M0G5h=hV
z&e<3nP+PIsZD_yjpBPmDubh%(!VrCJ<BkqL?fGgrQw@k@Kf^FZ3X9RptfH0H6>l#S
z<x1s{&tD}D&lVY>vHL|3IcF@ncMukVIVt(f&X!LpO-`fIzL={gfO42Va8XnWhcOQ|
zt?Nxv=RbyD`vNja;O;li56CDpgSbZk1&y!)5$*86er2SW4vY#O#sXm&>`xLC_8A}p
z|5;Dg;k7H6KP~|t0Knkk2)wxi0)Ib^!$vmHD7Q|eegR`Q_KEipWxSL+8-5=MKPmJq
zyA&diZZDJ*Vp}*^V!tf65B&||Nq^e7BpAQ1OTM!hQTS<CYa32Pr+a<21q^_YzX+LM
zz+R!E7D&Fd`G&EA9jE&HBrx-U(&Bq5=?4cI^4d!`DkeHTT6!%PSg}$bPaG8PPDa(s
z4jDeY*Ab^}b3-=%q~cCBd7hYZ%44O!qfQyZY-jQOKHb5_iTBN{UBg)~ekPw0gzpHT
zod+C!J|7vFx{unvOv)$WrfLECZsI+eE3R7o$*IA#LdQjYPd_XFnkw;t^bWdok4rVY
z4tBLwjyP;9=EyC+H}%oNE}AFkio)mX?#Ls`JR9+*v*qJ+0&3%SdfX*foBlqyYT(B`
zWwxWUP*;aB*JoEDp_x=iI0>H*$95xmzdrBor0RUV?j`g}{POP;IhOxX?Na|f|DURF
z<KLU_qvs?728%78V%^d8c;m2J8Xog$H~nPq@XC<jpPd>>opYhcVAT9~wpmzP#&Ax2
z7Tua_+o=E4Oc6@a{kzTSI%)m;qhIW@ttD=2r7>1&Yx(87NH6vK#riBiACYlsY#Q4t
zd?)8gk5MO-FvRw(xpo?*Oys1-^|@YCapWA%PHOQvgLWCw5}TGQgW+`=P0@v^BS6%#
zK~6zL38GCd(dE<$!Tluuxu<U;UzJ{T`839DkmNFXYxKfOzI);vrLqueL;La0(z;d8
zpHf)2b2Z18b5rEvme%aeeOTD&rNqX60AQEEpJTSTnb!(DTdNhCw12>wOxTM))X7mI
zU6jGhUnRcl1FB`vsB6gwwrAH?Mi*J}|2*>k=FJAa1C_0&-3IZajve;u6TEy*RB4gn
zi09QIWOfg<-Cr)enO-)nP(ke(bLj5F&s*f;BHbkirGa_oFx*8o$YrcbZA3JeP1-!7
z<zd<UD?9m)igC1iq|3&qivfl$jN|2ngS_TqDs)3sSC7FZ*{{}HVPZ8u^!~BZ9JTg-
z%=~ag)<W5^AM@}TI>tDz%-G1w_4`N8?~KE5$N7Q)(2MV*b3LD!@%dE}Kkj{+<Sdi=
zyP^G*R=xO*akee?eWy&S<J!Lvuvk(wo12e$ZHbylENYPYUDt!ESv#gpWtbOY(@b@O
z`&&YK>^h<>>u|8n=_wqiaf?v#w?LD6Bh=;S*QcjmL6zlNTOWM|M*bH65I@CAPAvf^
zQ?B5fPDN~s6_jgoqPLWVyBIB7QfA)j`<D_~a!Q|tihMDzpx_By%nOxU6zB(T8A@PG
z8Kt&W?R_oEKqMq*YX~L1ROrbG6!Gsg+6CPF@kDKZ=cJGJeYXU<?sKvhtE?GMu{UHh
zJJtKO9XcU<=<~RrrX?SLZ}#ylyGPb?<!~_?#kY@Hh&VTpYrmPZ#C715e(d~;Hp9J{
zJF`l8Z-a4T!Nbn};pKgdlbRkvk4K<h=B`(9?;QG{l*)?_zvID7UFvt1;-ijBk8fzJ
z0Opb7FQJnfOVuVuB|G+eMe%lWrQpxYHu@R^41$vxQY0UgYwdm?D#)m(3wC~+j(3Tz
zIAmKO_xnhe#?CbtRbhr>@(;{uwfcqjeH(IA7{}gC*WPW+yQ0^F#m?$D>&L$v9_JA)
zjZ0y_PGxwHYBo8FE3{UUc0hIZRe6ZIL!Kd1F3-h&-MgvxL$hnQFFgYqLGe7uXm)kw
zGtMWkK4)1%RK`n0NkyW(?ow}arF0YS$OTm-2lnX+t}f*+#`=R3I65@=Vf|Y9hsL)1
z_dg2pv}iSPS75(0WMeKy<bdfYRxG<DfeJK+yV=LeZel%<TkWv4n>bL=1Jje-?~qrq
z8_(X7XHW5!Bq!^C9oY9QW~aYX=a4>A3cGjVo{{mn=cku^op=gDG`+Cdv&B`^h+V~;
z0d9{GD>r?sK}9RdPA)CMYe)u^<P5MOIk77OLpSD9bA8NUlC?7Y%%>93&6$x)*+_FJ
zIQu*Qkz|R4x@2tM?JtVVK6-3mj?`BrTd-31Y*D`J|Al=M{~u6pZ9{eG|4Dx93koqo
zf2$X{K_c;cGp?Y{aUMs)GM-Z9^BXx=Z-=w*L^)`cU^lD9uHiJK(>3*2>c|h<r;{6E
zJkdWNGO;FN->x47cPv(>)ZE=PqWls5spWggd>}iXGU*YuT&s`(!4aL-j!YsMtGRWZ
zLGpi#@o)}+hdSJlWl*I{*l?O&m}VZOD6*%AOt#>kEo75y#A{J1lok;K%vod33FVRW
z!6c0dUj-}jP?QYVaUwQo0UW$2DPVyD{v}`b@#gyZOJfm<J<Hr#B}vkblTny>!y|#?
zBj#{VP;!@a8(&TXoJ2px@p3%32m3N}!-(8z-q7uBHRzgV5m4hYw5*kk9bcyzg>nW5
zFav(mh8>r+MBzPMf(G;?GnYtxFKY|o{qQ|mj@S}e2A9AG2()nc!mk4%@C^#`ll)8k
zWH|F}m}LH8l;&{V-2o_<(+yv^4aXaXMG>k4Hu}+58iRsZ90WxVX=lzyXXV#R3=za8
zfp&EO7iS~)<O8o@+uCOy1N3IcQc-To>4N-Yb$k!>KsbJlueLlh7F03xJ3i|sLlinQ
zB#?|!b85U{?QfJmcdN*Y*F@FVbh#YGb#1vrLGBlSzq!kmze}EYYU6w5GPz9)^j0jA
zbmc2T<Cxq*soR>R)_t`WQ^I)dQK_6ok^LmC!>GB*oJyA@l~=3X%-WX}+_fw|j}BJV
zlO?C5D4jWPi^;W$>?Yqy#!52g;1cJa%_+>VJbo)V6cgOncDxmx#7%u}+*|=&#>`kV
z*8jQey%QwAnsa>9**h<`_NY!_N_s<?;aKQr9?tGx_QinO+0W+hrnw_m7M(sb&8luu
zy-Ej2vdOPUveb3%+M0Z}Qf|q+dhVJY=Uj;qz8$WP{56vYXf}U2*AgcWznkwqC67AR
z3y8^avH2C%*IQV;PM`#UP0~cZYJ&5(vzQ}8Nzi{2R2eHfm!zPGx30hwU2_5){X9(}
zmPII)HZ;M}>F})nYdt+Vk$pSWB<o${Qf?5-e%*%$lk(}Jq*3U5S{nD$4pw3z-7~$E
z4JPgttrWyQEb4>wrgxO2){gonq3eWg`m$Y2nG!NDN%p%WJN~f>)-KuKOE{^!Q1Q=(
zse1^MpL+`FiU4P6S|jaZ2fWMMGaZiAhb(BbUr=)H?xt-cos^!e`9AgO0G5U}xA5~}
zY^uv;Uy?dsbry?O(Yn^A2mY~RDGRTM;HG)Qos4r_){E!B3B1d%ky;V}^ySTWu{(LC
zToo42WGiQoh-W!CgNc_)9nT{MJFtDldNob#zdo<2`m%aI$Z#PxcA4IOaE3C%+pU`v
z);ZJ$<|ToCIr$I+>~+I#W~>n(KO8NbZoCwgC+lVJ!BMkyNhlN7jR_A^E;uIS=tpZD
zrWt2o#}%EF)`lXr!oyMpG&fpky6tuTdh-T{mXu|lRCxKUZ<>F+p&VG5>hrPX@eEks
zQL}!EaSGo1wU10s-#KqDdP<M;8C{aUl`iQ1H+PvKU1m~*pljV?&Y`g;p3T@^rT4h{
z8HH}~ZYYBU*ZasnMH9=LpE_LcYF5SvD)_~Sn*3Viy!Fn#fbE!NE%9M7!M&xfJNV1k
z>%r)w=E}O-5<$7IUC0JchoJpV!-m$I;K_d}#$GX0pY@9ETx-<JUgEviSVj=_-=4Km
zT6eB2+NY~)Bg`5mUmrJKtu%+rm36OYW7RCoI#Px`rw66-O7UM9Cy2$KGWBD$Vly$K
zJZAh`KT$h{qP^hE(tA3XrLao4{czGkj2fLFiHhm#{7n%V>e{k@%TFHz_>msN3e2uy
zrkFq^w32A7W^mbizb?Ph61;0P!IvTDKqFpW;<>2?oB_%IsIpR|Inet6l90cIvt7-q
zr1hd22;$MI@gVb3Uon|`))apbCD&MbM;fJ5nUGif`o3>_FyCQ!=mwAnen{FKq^GII
zGX^i4_^^;;a-C33hPIdOHju$OI{2?9`Y@UIFu8pVv*buM*|C<AhZ#&p-z?p;@JlAF
z)+2n@8UDP%V^({u3|h`^Rb=p?#bzdd(k}mprvKc7gf{s)@43$LJD7YLjcv<;Js9W+
z8yVEQuD`%K6!LrP)qek9sDE#lMIzqt39xK%tWoSIF9{O23<esANX{u8ekI^8-EV<0
z9Br%#y!@*IrXQ-cqx5WLuIqSAN~E43zXbl6LY%dkH}IfvVEZ15z_yRPgAcyfu6)a4
z+$O=^Lk-Ecv$o3?IZfC37E4~bOw`0t1ZIwS+(?|o82$%vofQrF!bqVv^1<tbIAl(D
z6kz&AL`*<UZ$qeB_TRIzX{*4J4Pmn{?*%>a$gl*KO5qEsUp^xrB&!hK4H=pOOVtZj
z)@7DgSp8gOpAXP;(*jp%<w3n%Lxs2D47i}ekco#QhgP{F7W~;%X5aVS5QYdsGSt$M
zJwKki?w1p7AP}W(m*-*>Z^tDpkywxqa$JvkMhY@Yf{!nSy~Ui!D1%nBmEfyIU<mgJ
z0a^r9BO_7d7`vV-tsCA)#2+fslb<`}V5(#|9H4`e^iWuPzTJ6%K&TL?PLf+9{=z6$
zPeqYREl_f%C8`mjH$b(_;mMN&WW0qr)NNlz*TzN-7K<#S)54X)sRdR)z=_c7=c~Za
zMLYphv*8^6dAPeC;b6mgN3<&MMpzCnCHK*940tuYal=OgiO43G2Ep#54Az`A$N@rR
zt!Kp)q|%J?rrzR?oAJl_He`0WY5D$xk{B<EW2_egc$o2{Pdq6IJFo8@tgqM|JOqrj
z3d_+jTf#jpM5oOM_5<Lw=&Uj|MP9TB@0(YsWS?dfr562@#VYkDgvz4DGDm+(s?#zf
z5g0R_M3AR`$C`Sp3=>f!|5ys00(gSTy;*`*g+Yy!oO9q}?gGB;*ji=r7nvf-J(Y9Y
zUR&&e+-VaYEvJ2$s3D+XUlXF5k@hKv+8Us^{>!2L?U{vlu;)i5=FCv4LVnC5wyF7<
z-x9YSeH!gh?zOB9HPl94U-ZVs^W24cdHcj~Q3Eas3(b$%)8>ze#Se>HP7SwoGgk(+
zY*+1;B6jU9g8e3Or)U||7ml9pc22zS<5=G8ZDwQ15oU^a#BL%|Tv*d86Y3h6)-{_G
z_*LO50q)^1UMnJEHecS!swy6>-LZ9=gk~=Lu3LpdlC&zuN%Ic&)ZA}=@IED}2loTZ
zC@Z_{2e>p2xAOJJFY+jQsvQXnLjBY#xqp@552%ic?GhckHKExx`D4<|$#|b5v$0G=
z;`2~SYlDH0hSPOS?nWB+o9jAp2N3iqXU%F$?z=66X8Y#vq{nW_a9yVu8=tN7PtK_k
zI-RSVRibwBHA=%;SpV)Mp7|pcUU@@o=BPC9%E3i!8BC-s0wD&?rH4%F^AD2R-x$kv
zTaC|_Sz@4DBGZn3-(?pu!88VSS<39jKUIZ#;65gwBHR~JL8N~<PWkH_DWrAEFy`>7
zwTdRr@TGQutUb=vIj#Y|M`7RCcg*r;db=U))Jc1?)(8bTUZYCCZ!nHir+u|V7oR=W
zl;Ba>15bjMXFwP~n)z4=JKLH2oIdzLg@%}qWlV5Ei|T4=5vUruktco2ce!63;e?0N
zW@EYe8B=OZ&e9yDF6MrHb+0|Es!F$0)|5|geqHqb1A_#Hso&51b=sY^kjD1A@A~}=
z+jYHL(v$m*#Ib63uoaGvOD%efrt;PA4pH{|PP+a&sX6O>vI2ruR^Jgc1VLHqu$>gR
zrY$?3U#%!FeS%=LNnu{=U4o*tht>CV(8PAJw}2u#jAryeg_b^@d@Np_h7D=b(yGn;
zjU~EhUr6k?*15FQ&0g^phXz_XRSga&hMrEc%ZH|SHty5hYrp?KC_R|%wo>toy`D?>
z6~yv!;!*HTQS#hzpdhCz@^^;*FL7q@cy5T!XY`zU!jD|ANv%goq)`h8+&zvT2neXi
z4ng!iVjDHF{)jOuNdA=mLT0s9df5xF_Hu+63iE2>&ML2$x!O`cHTtqt=k!uCU~i$@
zdfG&j(9$Fxued|uSZz3EI<)3~=~J$Hz@8r4NSaAM>;ev1`BQV#Be;^LFx;}E#RRLB
za6rV1Up)kfr@ikOx8RH78^$DeLvhT@Cn2)D3enz3lXppt&U$rzUU(N2nS%LpnN%o!
zx|XI(eBQ0^xfz|^Vt<dS=s8meVpdV8qa58IKUQbr+80|ko+<F{D2kcZc`7@X#Bco2
z`knkDORqoC<>eO`m^-v=sCs~!9Jp<f;p*|^EZp{+3_F{GV{+`wEA&yMAb{u}jIb)h
zTKv_Dx>d+f>|wr!biJ$KknnX&G~4XGtXZ?=-c>w678xevLGMi|r&Mh>0)JfM=&krZ
zPw9o;f-GzAU$T>u3T$JOo;bka1B|~)U2A7IgoiPqr7{v}Du-C8SSu!@G@Z<=d%tnV
z!B-HF+f?=<;1L5D)%cC&fOr}zBD`Hpf;X8L(H>^I7`V}BHwtp+NNAH2$r0On0btDj
zkP)?^B6oVZgzfecFCyDD7q+>p0;XL~UeA8Dyv#i#(kpj!evtcdb36PmjO1`n{_||l
ziP+5=#dAQ4GM$Udh_dfIgX6m!l<d$WjGDH~7c`4ag23_Y@qMoG$-20+9+STc^r9kC
zvb}>^v!p8Mr<#ZeQn8{AI7%1pts^KJNdj@lP!0*Pa{-{m^L|~tZe9>Y5GeO(QQlfV
zm|*i*t{>{to=?sXoMZkWEiG6KLkAL3oD@FoML<ZTE{S7HjL?9wuWQNrDAL2oZNrsF
z?cssPC8sd9e2^VU8shL;+Ao>Ug|-(j4e3J=>)paw=u}jm`5StfVO<C*&Yr)V@+NH_
z05}{=Ds3mBT8Y*Cgos$OL>N~YgCIHLSyX(sG2om)2Ix2{IbSAx1<=bRn%nHohBFCD
z<}*6OW;XTk4NDr7cC8??w&KV9$^B67OQ1H@83=5M7N-wlzU2D5`7AsTmQQtld?kFv
zIvIa!3T3&!tr&9$2<8Z|#GqWG!WD~p*D?C!ISimwbpsTLU$Sx8eh5GX#K}Kd4l_^W
z9+{^>Iz(g)9TJMCArXUP`SDTcbSDb=G+M<b_!~a~8?q6?JbhsQeT{`iN!nB|Qf0OS
zTeh0MZ0;!d$*QhKJJ*%VrFSK#^5g!=;<WdV#m$uB9aPqbjDv&7haWV6An6xBOQonK
zEPHy|yu7=sU;KS*W0n(DlV4NqDRmePGgATzwmLtpnatPta1&h{zqC^!lD}&#MaD-#
zHBU@3ZRHh|*h%Jpy@4Ec%31uD5wJqmUglr4&QU$L=E7z6Zj?`%=CliVi%3&qG@3~2
zuCarr3@ih4#<njLyyI5`o_0Uk&z}0TL*rtl@_BMi-v}J=Akf1h(ID<)1cqbRBW!7H
zzZ)vmwdRlZv%5oeFqQl=bVB4O8i6{S-WKgV^~Pnn-1)(TPN&=+9MtlW{y>BEXa3XY
zJ8v33XdvqH3=Nt5bXTeDCR5i_;sZ*AW~9IXD_6Og*W7}kjbFd%1E1WqqUQ!;ubNx6
zu(@@{_WIsBx^I^r2q~v<dUwtnzjr(nLuOY9Q~bj|)tKi9eYzBwDrr&l>Fjfa&tx8T
zU;Icwdq%md+S8Y-@uM&MF(zq{>$P}47M9`y|LH)3-ZH~^PFxOa@pHS9nDl%7pVo|{
z_`SJZy6PHD9Bgl(H6=GAC`gra>2|tBsg`>0;AWou!Lk5D+J&N><E@n!Px!fHRbK?a
zTYgFvMwd(>Po(_XIFwv|4C-*(XZ_SdzG0z^mHc4JZI5f}?R{v;4S_#p>Ztk;@Y6}t
z5Dz1w&MO@(RDdiT&#Z|33pK|G&umYXq1urJDDFb>M(_1mrJSUlyT?@Mgu<NEa_2@?
z)MCEBBUgo|F8kN|{}lyDqrygy@ucG>44>0*5gENteR)5dUbqXom@M-=vY{plnO@wW
zNy$Y5Qm=bPz6wcH!+mNhVc|=CH!?}`d%X8wma%JdS(d+N)$)zp=`VlavT3OdC7TV^
zDQWA3wY%{zM604M3au)mHLTiHlE~;$6qT(g)}BNmN(_*bL1;j2803%FC6Za~1m^uK
z%Ci7bsM2u6NcPY>FOc=R{)9%=I~F{s8aY$bp~}{AT>fdsx=Jr(w2?0m-+O3!FVtY>
zZFYQ}B#=d$`)ZB0^2zf2b8gqL+e@2<{N4Cm>T0<X<bK-gng=MYG(o<aorf&N0>FPJ
z&3Q?fqjKFjX)Q002ZB_+Y|>sDQOkpbnn#cCzsu>0*nC;hnS%BbC85JLHSOTEw_c8H
z&Zz~B?#<ZxoP59gJ>n}@XB1b&V*U1|U&T~XuPl>Ub)k6A6Oy|(;KauZAU{9$eF@s+
z!e5w*pTrcgCL#XP_{z(F1NqF4!>;n~F0qwPX{TRDes};pjSX;Ks)0=LE!Fv&WOt?i
zh<PM2+wy%-HSJ5TmyVym47{fFteXM(qsaDs<OieADJO%@vf~F;(w*ZO#cXAuX_NO(
zr}WV(*Tzw}KqP|tUff`-jzC&9qSv|L_rrlzUa@YMKVB1pxw0mR+F<8;X*-klEeR5$
z1~z)0N=*;Z@D4N#+z`%BYW+s<EbgrblpM-hSD=iOhqMe{{!_S)N2Bzj1mzz!FFS5A
z<XxO`v80{e%Ow-tO{?jB;G?T}3&?%+iT9_#{1V(SHCL8qC~3Z-x{l=hBBUnC8lL>r
z2j~IY>OkC>At?8!)V$&wjPU@#`EV=<od!g=6$48FixDx?#B3`XJKo`M%ei!t;j;SV
z+OW;`;+q{Er&vbPS)zm?kSWe{*S5@`8$MDRG|=79=mLNPx*lnQ=d%?h)PnUP>Xx}_
z7!P6|(x{y~H|+)+8e}Cz#+e1GgFo{A+2#@-^4kI{C!#Mg84*K(T$WX89YD17YD&U=
zQsa?^WQD6RD6D8l^%2z?M5`hN){zeqBJ)Oac))h`dT&OC(Kx_%Nkk`!6lV<pv5vPx
zZe0yAAVda<Y9?Sf1GK0}AxlUXK!KkS4kA$;cFnDaHx=o;AVXKqnX=!m{rG9)mzRy`
zw~q43L4ZTUB>za#=B@qv*$H-sjh{=1>=%FwmXG$L<NOv1E&RSTa*|J>g4Y`>W<dKG
zgfWoQuwpIqv?yO3YFe&h>pf)_3<iG%meb5AvX`--l|Z1$aCH*bjl&JZ>)WM<uIhfg
z$iD&{t062J>)*6*&~-KJzwzL05+Qm(&n3hB(M0}j5|axs!%u%)zz-;31%e&E9=)Jq
z%H8fbH=eM9filDZT$){cf1Vj6+txuS&*I8Yy!)0j>{6iYr8}ePhrDi%z{WD0*Nhp)
z6iEF?#qVbFzlDbdKL`^k3=(d1ySw3{=>cdH|89I+VPs!_>cOih$nI1f@PR688j$5)
z4|am}1>I!gv6~n~n-qg~vB5&32V9kZ+`E7yQX2%C?#H@XHkM3G2ZkuFS`douy{JKB
zRf%(YjYMEJo>0X`#z>UAay5Su^6ngU<~CL>XJxeR_54iuJnliReG`wbKKMj#gEHxp
zcaVG<inuSeT#LLjRL`jpEs3dDRU*2B#-fw<drrIPd6PXA9*-6BB1hCb5SZbR=_GFo
z!8-zRVmEy^O?(a_2&HHL0pw*z-==z<B`&%YQvTHp;EK-`F<5`T()Oi(Fw2J{`FhlT
zHW07dV6@_qbH$8!`8VV%>&xq%oB^4Clg!2&n*1ekdrNTJ;zp<G$N^?#O;=FeV8Y{)
znPs&ahTo{3#!*jCh4C5LU`NzBX$~zq;+%!5TlNrO^_ZwufhoDi#{2%M#meprp0zq?
ze{PB6sz<wB4de7W-->Qd0q-|0G>rK4KL*WyZwCGR_dx1nti++b&#heB4eJccvXh4|
zU06S0ukJ5uhRsS@7p$gM2_w1la)Q0EG_DypRq#2QI<vZ4PM&jkJn~3^E}Vq{dDwo_
zQoViCDsiFaqLzqdIeanK8JuPMV^C@M!;Y7z%Lqd7V)cvU{sGQyik|1{&{~RVjC7_H
zU;Q~Z>HZku=%TQmSy|1ze@lL}4C~|U61JXMd=hibWM;G>wQgwA(}DhkqA=ipLAK@^
z{;wReK*F(kRV!DqE@lo!TVE~cD%|Ffe*=H~%eiTpN!Kfg*XC$bL!1GJe9+lUO-zB9
z>&M$Hu~+s`LjfjrjUB``-0QoAT5KKN3`(YUYL-m7q2;Zgd)UDo1hWPJtP3&Xus`I{
zmE`Dw*wnq#Gv}*cx@hU!yJ`9<779MDyk{3U;%XZ;DFMVU8FLI+-eHHIo2qktm2mWs
zqtiSwy*XTs>{BVQwQqo_MRx}XpQEbUqlPYMO>M^Fex)rVPs?|UsMVDQwVXd)*Mzd;
zzukByc3Cct(#Hrbev1o%tND{<4}Mf_RP8Yz)uI0N*pAhyXB*}0G_uW`zM0+dFuhaf
zw|$;DR-{LqUE_qWR(HAQE8XH#dhuXXD|anQQ6Z`Fh6Z>Eoi^%5s*Cp!&iwi{(Nd9Y
z&R}+9sGpi5Lh3g^ntpmYN!T9B*4|rGRuPw0&8#VUYc`)clI*C0?)2N~y0!;3;0?<-
z7kv=leKu&feA-M?H%F0Yi=LvBdn36Yj#>^hkLP~e!gbwFdfVIncMEV#WP7;>ItTs-
zSnFA<bZo*jz;ERN{N>hof>X6G2zLhc%)PeFQ`qFxoP&>gyY726N(K)Dh+us-Ln4T+
zUvOSNjml8XSzO|%2)3gjVi0lVOdGgPqM#y_QAXW#05xxuYz7d^T>vq)OTy!gjW8fC
zb<jLD1%i1V*a0M!WK-l*kY6(wCg(bBh6{^J+cDEB)2kz%wf8RZrR}T4^Rlg!lJQ%j
zK~kb%FOXyuO%#_CAfp$4PGF0L4g?il(ZQ3?MnWVUnE_dwXctxe<VZxSwjzUW8aQ>B
zFM`Hmm^r#lMiGP)8kD3}r1ydxVF6}K0E2jxr4139PYz6uAf$owkktJmONcJOWA^sT
zbul?Lr*?sJ!=x4tO0eA=0aMY;B|~suH&QMPJIueC!ST#m%RqM+Ew>>%b9<*hv*q=N
z5u~Z=LZ)6efj&H-D#l<n1sB;!MAxO24A*=qDdx;IGfuO^5a=~J);BF=MvD*|<h(ST
z`7FAdI*qk71K3wYKAhI7?n4$bP`wZl24DJIC|{C>UMx)xAS0wx(^C4Nom*^DM~uXk
z264bgg<GM-GPp@j0-<&QlA=cUD%NeO)oJ}eM5nboa9u^1i|bS66T@@`2>3Znynt3*
zJ<LFpZp8gZ!DO&u<xuUfk7l>MMBJS2wXW4A+kE?J(R8NCE^1OT{K8S*g!bvO?Wf#+
zk9!*S2_sSI@^#NSH#H_&#`NjMf(<`g`WJev*HN{5_@L`(enuqyHP|#P!9J)d`)D7b
zZYUJ0d}qOionMknl;TMd<=sSb)StKPPf{B3GpCg!jcBtcj3}QZG90JyQo_$Z-k$bu
z<hWdr6sx`8!XhTsZNs<o!0v@v2$7VpaY%cjd0D~Y_s&|@9^|zA&}Qaedlx_Ndmmy%
zu3QBX8;LUysM)>pVbGHKS|k4Yi<cso$dlG+YqIfRFJ_LzR%`3F4{S+T_Pe?w)v-Ip
zp|;Y=6HPm=<+-}EUz2-{U<un)xfzd*25<Q#?XgPfUc5yAP)s4pe)i8UyBXHG9kk(N
zb}c}b)&{)It-!GvW2)-$3O-O*E1Ovul#hCyWUGWZH|{8rCHrQX=<;K4h4`_kvvPtz
zoX+prqrbr0WZi)B^JwN1*6~fL;7pmV01l7Lag#iW!jOfg_Tws!C5yJ^{{Sz%7xZkr
zL`T#nQp}2a)hxx%$KSamAg~(&PYMN8@9Kv}RQrgc@1z98e2<OGHtrm8o%4SzOR~In
zB{ua7aaB;cr0#$nxm*Yv(a(1btghhhTp6*^GA!KZ+4l4L)Phnk9;K(gA?X5~8@G7n
z^a$U$kR<DTm*GeMnlQPtCFrKvvx>HC|0+{CQT>_nsk51P>$(|_(sq9_6+kCfs(+*x
zC%ic<y>un3qb8<0Y?lWv7B_yiZ#cZ?&G2f|;CR-4Mk<))*j2KmKNE|7_Li#SvnwIw
ziTrb3oAJc8w*8A<LDb1(+T;~1^6ZjOU8kj99ggkwMbe=)tXy5D3jYJNxN`hVYQ$B%
z3jYtV%duzIwEnwe-+U()>oPp7utXTYZbJ3%8+6hg;kX`O!?*RWB$z*RGAu}q7t0q~
zrSsx`vu#k^h*07iXV}+ZT7W^uy{Z-)6XTZTnLliZEPdmU5Ao|G-P(1mWJXe+Xq5gV
zkpw^4ST-!N;M~*{`M%)Pl{s0eJ>yC9v;Q>&*WV1M1^Y}**4e!5!;||}e!SN+soC#g
zfydk$milR&bL-Y!1t$Yc_Go?WgBi$<i_l#<uQp*^U!ZcNYlik8784fTPniT>5)#!m
z7rK+fQ~ZqNIgYP_RsIrUcu2z1oVf%+yVM`PuL`N}Dc^d;=+4i!tIQtA3r6Tbgg3}8
zMZQ(`59nx>iEV0At$c~Yi%1-mvvPpN4{qtY>bHbrs+>c9ACv1B4ebo*F8!oVQ4SBS
z5DBBxVVAd3Bav8GwUle1y*Pe@=s`%TcGEjYXXs{xaWU#S%xMaXu=*f}dE5<>Qhv$D
z3PO!ZHOGDJw}&1tF;6FVYz~e4Ar=}j9#lmRU#j5ZYKvLD+b<y%+^ZgfVsF;@%ZS-(
zP>;ejQS+C#7bS9<PRhOiY8SoM^_i?U)Q&+D=Lav*tZ&*Tw*LbZ@_#D&C(DFiylDNU
zehwu0wM&x!7|8uDZaO@8MCmh@=98SNhIp2wexsgO7qgT*5_?n#suDUO<=gK1;K9KJ
z+T-3r*rm|2jUkz?gc`lD>>jk(BhT8LQeJ}8&La?SWY?~s71S%A1{jjHPjq>;gpQIc
zJ0tFuEYam@DUvz}4DHEup_{X*PHRDuv}8YNpXaDKN8Ria<<SBdQxvhU2|EY|;<e1K
zEiq{4w>v(hWxrM-g1fL-cCY9n-|$NBe-aP~;E<^&D43nxD0rhlfVe~Yanliaq@tKE
ztWdHXgp~wD$3Ws~EQt*+miG1}BX^$L5CDKT54ab)4p|?IhLVOfGcC6svkiUDx*ByC
z*EiC713+ryqCYCc8YLqAAp<^&KmXFxnKkIk5YI<=0jgGY+TU{1a>MH!Ef&@gZod^z
za4+Jz6?yHjIF%x`KHC=WASubWk=}tvRSr7?Jr(?k`!sIfOiy<w>-2G}DG}ketT>~6
z0sHX3Y-PU0siN);iKr-ZUx|j6-<;cWdV`G1ek_U>mhKN~QUF_`*w**<Z|RNkY^6u_
zB7?w)esd(_e3cI;Cy#jYKO_H~X`+JGuJ1)~(Boe+{Ipkuy04)N2{M5!-v@4?gDBDV
z+`lfk&69W7x3^7RDaW%bvCOE>yPBBTXYDa#X!<|=eD8VxC#3xt`#UpOnE&?8_iyFI
zMa_R{V130eE2(fff<MO$%Ys-EtEIFy2(ogo7Za2}h5RI7{QNoJYi$u6QOdv3O-k)@
zqO8Uv51!tK-IG0a6dfzG>K=a4yOP4m*(lY!V?*@!nUgY#6{g3k=(?-;e&p9Fl?fi^
zSYI||UP6^!!V0WYC^V(1mJx!qBq+r~w#t*6+?e=LRRx%ULrKF~P7|K_M)I(e;q`&)
z;5{ANIg%`@sfd4Qa-^vpu+g;HrCL_~p(3i`+T1od;G4)yP2ckArlC{y%1q3T$jy=&
zQHCFR#f*=cZ>vj+8;$H%Uc0}h6fbYd9@xJf_Nf=|9cErvQse%5z*~&MbW|ZI-~rgK
z&sLpi=&SIyW<m3(GV4&(%Ra3;<o;{S*@xEDy>XY{y;`z&ay_5)eDb6FOeB1IW;lQJ
z_{9Kt2fhObT7@n#P|tBWIL{|(e663C@eVdM@bnfOy)D!>itn?VtUV55AtoSWl=0}y
z3am6JzkE1B)gdrpC3@xUHu;{oMytxh=YHvEcs>4eweBcis4ijWa966fOOMMGdsG$R
zvb}CKz(Z5<GfPg7fysC%Pt+Wo5|>7#J1YF;b4jW*T>SQ>0u8t<6N3!BF&_FdxXTtA
z+(X=cfQ3zUlTQA02Y}ktJ1Y>&A1}aSRAdk-C6-~$!g=5ExPE35wrMsv$?CnITVxVb
z0||{|{}nM=tEdk(I3ukJ(|OXJY5Ak2DIWG@+=Z1%)uev{o^)Umalx!H9YR^{)#8eu
zoCW~B8=}J@PulpvhiK8C{ldYLpO6zFXH$*^&eIgQiZ_YZ`<3ocFF98ivP6liB`an<
zEeBRq*a(<}*3Ja|#gTxtBsdpy{8Zkl%k@W6am16n<KKqXjMu%Dts+`+E=m^sWFs_6
zS|V{=mU^A@3~x)$QQPX~i`Vx_??s^k`?3+qIRGgn_L4B@20J@?TFK!9>OAH)0uY6P
zR{k5)!1^FLQL8z)V?4=ap6sU7(Zf>Xni?^+`9d2Z{g81b80=e>LV!nex!&mTVx(^y
z`1b5I)Dj$Q+j9PUEdoj2^<%%wnFyvSVC>vP4JmeAjEhRaTD6w8CX>A1SRI$S`qBQ0
ztfUOxWbFb7#G*${e>x7DCM2q$TZLSoMT|!r>?xg=VtjgvV<v`ZVSG3?vugMVEskB$
z%S%K*d>QSG^PJ-nmVa$UFVxt3N9r|^y>P2^&b)dxIr*|oeoX&xXt<HVl?4n?eL80E
z1=4ky4k&MTz|JPjhC^m2zNfR*zv{i;0566QbC9j8P69c5Urh--cK{QG``v?pghE%p
zK`j?0JL+vaTj__!AGA?=|A(k|4`=f6AOFX&l0#~0m_x|1gJU-5L*`J<rz}Y*XPF^}
z8j@Nw<`AtJaz4x{=ThWcIn6OtGRz_5ltc0Q-tW)#yRP4#`)Aj-YuEFB9v_bx!Iq0v
z7kdQ3H><QAN@~y-!cSOTyM1!nJdcy^{AgqDbseB+O>)T4+iC@hk88$Zwht2faoGZ!
zViAQeIA&~rTQSH_Tbac1JIPoox3!YyhW?7#1h|u35Z}F%znw$OZlQ)1%<KxSnBMtO
z34Mv^<Ve-$IAw(c1rr`cQ9bA=2x7%*?l&JspUq_(nm`CYhdREHIsK;(bgmV|Ad^!&
z&mmx4#xjUG0JgHm|I_rL$9Dc4;3SP1m&C&#uKn_0e+lbdG5@;R3-==0<;}T;=6JLr
zR?Rg-7GA9`O{Se57pH?zx8Xd8@<sE@$RZxq7dlO9XE+AWDeu`bbEJp%NIoc4qBYwp
zkzkGO8Zs}MB;}0&%^f)=)mmTLor2=WJwzT1vIp>v6N0Yu2t$D937iTCN~r66X}@^9
z)TU4OBa2w`T`GV{P8LELAAbE!VGizSFLin8=A`X<x-w1Se6<ZaE30ztr^7S~1%Xaw
zCu0a97G3<6(5c5iL{7JX>#$kTJQiUB=kvr=SL{Q^cykd*o`hoh^Ww3a5K&7-epK(Z
z#%Ls6^4^i;*pJ$YGSG?Qg_1cF3_R!On?7`P#;1FBLnLIO>&*)fzz>X4JDp{+URX?i
z`Vd0%qf<4~PtNeugN2Rm0Z<4pz;bm*p<<$K;9Ci~PWexKJwk$wRQJ3X1%3hF8f)<1
z<Lz0f*^&DV^JGq@TqG|=7zbN%RjUI|t7o;}X*Nd=Z|{=D__!1y9n#MhLRaPm#_IDn
zU}JkcKkJ-CTbYyv^+>%p(-9?~KFEre_U|5Ti0v1e(}E-JCgL3Au~#?Kuc@kI8=#CZ
zBEzkt^M)G%UNJrUZlOF>7GuCdme4<pH9S;k{{3!SwDg7<-!V}io))*g78LwW{OxhB
z%Z@hWl)BVFk;t0VP2yPH^v9!*$lt+dA-{9#suQ&q0O3k@VHIiRi<Fj?ISKPjM6zIb
zP`g5P3R&WrRY;nupgAs^uG{!VSP7tx!!Q6H(dacYWkW#IqhTzgBcJ}uw)k&RCDZIp
zUM^p(#rqF))pObX&HEKcpBhY|oA3DcD=d%QYaC<xdAhf01a=$U>LU>Y>pwr*LVzWL
z>Uy7cGV(TbEZ<!^Q((MC=jj8WK3R_gE^P8WpVEGWUOZ}l5ajaw-t?mNsUV0T?sR}J
zBpr5dDSpZEg>zxg#cGo~uEy8DKiHMTUAt`N>+yBb3Fn#}bT1akjP74dOzn&KUc%wn
z{P-DPR1H|6!G=tAszoOkPt3Orpf?@~H5U;sjd6PFn?RPPCf~;;V1-7@<gDrjAle^M
zYN@w`u5PSatV}!bUorZJO8b0HJp54cmrl*EsD_&8&->lTd<bo3R2;df3+Ti*`DT6o
z-iegC-NRyJXwSh3Ip<T~!fhiesVU)kQxzZopomce;)Q<0+A2ZMlhB*5OuQOzb*%RL
z0c+p8PU=7JZ7#ggp;kMq;bdq^oc?XSsfWxP2M@XFer==wfxcI=%ND7g?iBiq>~?YZ
zrloi14Qr3nenaD5q}L&(p)hG%#A=t*YEtnR<@50G5>8Z${A?YHCzL(emXLeG<$lM9
zeW=#~;a38hd363!PhL>8vZYpT9xDNuJr<tnhupDB22N4Ni<7W@I1{Z)t+>#Cet}=S
z@OtR>29c-QVv&F7Z?!#vtj*XW;dEY=?UlJhzk)grxh0p?n0`c0U&xEn@Jf~HA@*&L
z)5SaV8wolqD(Zb77wVWUK$X$oXKB@`JpXI}v1G4({v=j4U>*HX9?pUx)ScRxem%gA
zyKc<LiW|`%tfPPt>XY`PWZ7raz1*6PKYzfq(J725%eBIVO@^Jw+;VQPR(Lg)4v*^$
zq1~pV{w%iVyzZ2T_cPwtM(1XL9H*Oc^+C$cTRs*1pXB*=B`oyIKsbl|5y1qRn)!P2
z@$dO=BL>bQ$b2nP?(0M=b&1IcuBtOX$tLRVTGJjfF*ioM+wB8D#U5|P-Z?ye>Ebyo
zkoR-q&+;kp15W@PUN~5F|F-zn|6OZ7xN`)4QP~mY@vj8anlp0>YKz^j*pg^tkLg*W
z@Jm5?VqzG{T$uDuFbyB=6IQQDuuP!N;z1`s2x#U?AHoeD*Igh1gco=GX=(mSbod=|
zEyiN03wtdUU|_kd9Soc5zI%|DI<;BQU4hZ>!X+c}yQMhn-b@7PSX`DRPbTwnobEyv
zMO)3Ap8bG>AZEBh(nkX3SrPx_Rhx|%w0G8^&v8^cep%u|b|Z_HHVQePWT4+Io{mXP
zwE@s;l(7Fmui#h{&LrR}h6XXxU!ZXrpBwnOode;2OB{SBpbxhN5RSlnTPn`dCK<bg
zV(Yxb2?FtDMK86^Z0%W_p7<d)0`T<q7_grMt|M=QgY>}qpis5ARN^4V(-xRmLQBX2
z^!iY3Z|vuZaV_C_efH)6p8ZRFd<^9Q^Zv-QR@kubbEf(dUb%v5xnZXwn01a6&|@<(
zeciNc<Ur?a<m%E5(evSEk<JMCLUqVMhEvv+!+G_$A`wBW(@3%O_!GzK1`S}^7^hRx
z=JqF^*oN!nmR%HTsyqMWmez3KY5%^MWZ!E-njH}XxO}kM*k%RFQnBu3gRz(v9Wx-%
zK*hA5R8gd-Jt2u@PH-8^3+vZ;>)Y~Q4=dH+Fgq@_Q5Kf(w!PhV=i=uJHRpEp#vb3i
z)Wu#n1TfIr$CK5|D^$!&1glT5muq?GnYWLb9t~u(+Q3N<{d{i=E75<ek`yq5v(yB*
z8wHGw8HVOoHF4Z)No{X(U0_q<jd{o4|As(rgR=_!*=Pn_C9ZAw^KhOm!d!>#U(>}r
zyFB@13~5`+|4ttVuwZ8alYXH7F;w`BXT+}$-|ZZ?o1mTA{3&OX6%zCK)jXMTmct^4
za>T=#i2P3m;rx`nCF?1q^Ra%7Am1-#*|mHKU%K#W6Wr4?NM0l0Q{DF`wPzcIuU3C~
z95_?;r{amC*Z5sCsM7PqujNw~m$XV=%q|8zuMsP3wyLeQei{(g3HV{RFgNO3CITZ7
z7q}np+<GhG7=-p2iidfLf2<1)y!)#1#3HZTSLA+EuV~-xQ;)$q`<1k^KG_IyBThjP
zY5xl`Ve#VW-kq{*hbyPX?C@4APOA(3mMBFEnqzdR@;Hc%X5~BoFZ5@}Xu0F&5Zk-Q
zQLT@J$7V8VPYPYg11=l4VA?Lf>jX`8th59l$9p5J?uDP0>X>&q`6<W%8Yi(+X}eMM
zc<i9BPDCzt+T_dAymi9nW`0<kXxVo82XUT&OX2Gid)EW`!qL>4sm4JF8d(6^ST_xy
zN&3_RCc0qyMEAtAU;}Di6vGQQ;{MbEIQA7+Aqh#gA0_H@f5bQbP(#&MbcN@oK$}|Q
zWQu>1-Q{JRO!ls0T`v5?-_g{fq;%}aSgnrd!Fa;yA#&2J!K>SQyy)SGYGBPc2sl_G
zP6BCq*Z<P=Gl1P7yVmKedc3wBCxXiT6~+gBO)1hHIdB8hgT+tj&Dk^^IJx+x>;VS`
zlJP$nl%?fk`(y6;bNnAO&02fZrQ~_cIyI1pE{yB5el&hAHjg%2{|i42nZNOZwEzx8
z(m$)sMf=KD&4x_6wX%xUhtV-r7?%a=aquvs`KJ0udPI7ICV*}gUihhK;Y4=s?O2+2
zBpj~Q#pHh3%YPVNs(TXoB5-;v<5`CMo}<@ey>YX3s~jmH>nVGxkT0b@+5r=k^G}nL
z`c850M1&Qw)Wam_I0Pn>32*Q|iDz&&ZcSWr3j8)!-V=7mI!%W->YvHlIBzbQn@PCW
zt5W3EY*S5?ue_3E!3p_)HqUiSzCDw8v$&MuEcFLUcW)xy(2^BWzbDkYj>azOZws2$
zvW!}L3ePsZ{n_;3M-OlkdI6w<+v}c59CpYEl8BJ~4`hf|tWRhS9^FeyKF*wGU>kV`
zgG{^4ZTYa1Z?8XLjx1#8{s)Se3g}W&HjL>#vIlu?^cHYXNw4upQOt^Y&LF#|z`DV_
zeqJte$y}L)vu5`YON%3!pk34WM5IG=jt5^^c$xC`$UZ+_+lCSI46hF+a6J%1<l(W@
z7)u2Bd-4hDWiY|e1gXsp0;l*K7l9oa;sv0dJ4FFHsur&LM`^!20jN6YB$ibBN6VUB
z?&;kI&zZ1%EOA4>%k31R^U^RaZY$RSG2rVc6xf&pCeGa>0jOSwV5}(s`&_XG@e36!
z^Gfu|allDfeeNQTzl<5yAR{I&=~Eg{^x8Jy{d|<ARc|7h%p-mu&4&sK&j;}t^b{3O
zs_6G=2tl{oSQT3C_zQ*wnQ)qM2*rk%|Apl-ofTR_Txw_F<Q-3A+u(?qF|1n5;LR5a
zbIE7yY^(sCi>%x<z%V<pz{yKqGTm6yPaF{SJDroO8c#g4-swJ_blLt{4QN2Uq~xw!
z|8zk4+uVgVD6?3bQk>l9(|Wnvbri%yssz4Ti?f#ts(a9rV3LHZ=LeJR@l}w?*Cy7%
zTEdIs@^IN|uzE}ZeEQhaE?nf;zc_A!DF^rUF_AMln0~D!^M$O|=HwvMtj<a<eukZY
zWL!%#CgRf2KhFiKp>gLUa($>&PDLa-^N<`fQ{5TJ#r-&S3c2pmUp1BMz{=>y-hzcj
z<Yk{+waA=Uib?9CfH+tb8!}+kNY?Qi*LKt>lB76z+7_i3ogQ3>HFeG6cd=&peo6cF
zr9^6Tf^<}O9HA{1jX^)aL_BNcGtoo$hi|GjzbhS?K0k+3E9!rC$Gyg@q)Xl(CjGNU
z1)_dDIG+1(CRlzGR3jwy_eu4=&$iB@iPO2L2b8hu`fG;q_!R6Eqj(~RbcJSV`Ow<;
zFqIjy89IQQtCZQ+s@gF7MhVbJo6%as_UkB2WB0@NpFwDKj~OpAk=my_ea>*OBReCu
zo)po|OIkQOC1opor!O%Cfw6X-o3Yj}&`G{X$IjY`=an;x17()oxt8=k?|JT0)o%aM
zo&xQX)`0?Sw*QwY?C@mWYTy}t<>9f$WxM*Kt9PS$pFU$!H_%~y$!z7<BCgP2*>oQR
z2^eV0Wo{&Ks6^mg_XolG?33GS!|I;R_0I!ZKCLlx0%uzcg^>Neyk6$@;~@<-*<fv;
z5gz(h_>W4|qftMZ?@8E?Uw%IquqgAb*XEyM#0&^x?S=!@vdsOo(x;@o#5!<<Vw}@b
z5Y<ai?$<y96)w%Z*wM{G`2eGHHI1s$YR*>z&(kD$7Fs;oEt*b~vwb&jN?1(tVQ2s(
zTL}F5IuD!c6`vX%m$xO0j(Q=E@4yR>=$<#I#hrfbyK{hc_?;R~MOE7fh`mLJlNlC(
zFXDe0v&k&~-nQP_2<862aP*@_dA+C6ybeVK-{CTQ&+b9F96M?B+<VESz5KxcK;J6r
zo2;IC=n6D1?fTFM$5{PVDII|3W@>L|fyRXV7_kpjp1=a(*fnMo#9sd^LV_h2@2`pJ
zyzevT83=a_y`ms%SHwf5jSf3kg4~<3v{HvF6pLzMAi|cPsKDjQ(-L%!xv__;3ioQQ
z-3YC3z#Z*#JuA+xf<29?zv=f+QDtZRWIsNB_0m$=XhLApXh0Byb3iDkcDewOI60(<
zkchJ@Gd#{#bPs69HpU~=+F@!xuc7cx%5Dp(9HC_ZT`7lAwdSPePU|Jy8-o<cDD&|u
zb<ihi-cWqD*<+LNUy$Dd2Ly#%8b`V!hr|Cm1-}~2D3xr8pW2`qgGfH%+QR_m-#F|g
z0d#!iG=;4@iu-IaVm21?fvL|n08wi^MCKn1f&$-JvxjPXy2rJ4t1*wTDAjQSNClKv
zykbV&oh4%WB;e3r%lri}i3M^vf-8$C%*6rHU0O&BK{8i>Zbk2s0nj|a5E<|pzL#o6
z5cm;P{DVH9cx2pUJe)a}9L*$zxSd&I#H9Sri?cyW$0Cb77WPYE4<H2~83fcVm{)Gm
z06^b^sE>~2gATBkdWG_3jUh|=Cw?KJo~gu#_IV{DRu$gj{dh4=@eIV$HR7gzzQ_k|
z+<XL3Iy>mL$Oj)&8y+MI8!SU$>-zj4R*Y?jZo06?16O4`6jvCF!ghw<_8lQu36qz+
z0ujvc&*^EBb{lK&+ztCvOfJ{Zm`yW%+RjKZXfo~9O<)w?P$fUnb{ivrREG;Z{jJlU
z(dQB~Sn$w_Xz^zf*dA@i`H{es+UMCW_i8Txgu7f-;lJ(c{ZhC(Akx#Wx4S^{l<efq
zxXG7ArswN;+wM$~`+H4pyJjgoNjxFg_lZZeb%*|!_+&pVgh}bF6`>)WHah*R&bbRk
zuoqCSrkv@x_Cr>1U>feLst9NQrkL}%*g<S&wrM2+XipH^`nlGQ6^VYldUz)=p=zh%
z!HxSb)U{8U9XM{l452it6S7QsD?Lc%>~KryPlttI_pFjPO2m4kn&3I$q{foR!4%df
z$)b`XspF;LzpnGO=*VeRr;MD66w|b6g9B}+WLc32@k87|6Fx7{VgDwjWdzebmbNMd
zDQdavm{MHsV_6nA*tHg{Y+jB!`JimwyFBPP^hY(DggeeD`+~ah;Cf=XdZX4I!LwBh
z1wI&IU~q8ZlvH5g%l!TuI48~<h$X4_Sy!1MuJ^dBXF_b8q|!4%Ei314D-s$4=Pi#f
zt-I7o<$krqO-$hfz?il_^kYA~;dtJ=H_f&JC4zKtWB6nah$t@7Da%%qMwj<Cmll$~
zWW@l~k#cN0m>VMR-9OW`!00Qx;_}lL*pc|5Ve^8QgPlQPteoAlKN)PVB*w2aNL&KD
z*KRL0cnEfCIyz~lHKmg(WWGec>AS}9L9gCV_xMwg*v?%Tgu_W83<uwOvfxE}r=(6-
zzfVt&uHl^HXQDT{Y#-;bAJb;hqXjvdEG;6sJNUVu!j}Ko9Q^_$V+Q|Z$KFp#^f_kw
zwg5$&)EqXd<?ZN`Lo015f>mJJFRu^KXus8qxmz02HHdcrfqAErhxys4FG9WYtUPh2
z()oA)RrwU<Zo%1mZ>2^*H`5Y4hA`;g)Lz+<M+!Yv;&SSA{)4Z&dHYWBr-#W|m4NV}
z@*h_=&{sHNwJT4P0K(<%kJ*Lr3G~)Kwd@XY&vEF1`|ygrC&I=8`Z_bS?sJqu_diLe
zM{DDDE+2q{*g4yl|BI3)Sk_sH^b02AwT{_<m3jI`KmVM<#r!J<3oYR6lCYr|De&)#
z*v@MK{h$imxD*HTLEZg{3jKeHUUu%ULvg_@@gnu%$xSX!EG~!*>XF(7v>n7HDzB6b
zodPJ}E_L~Fi1MFDHJZZ)t>rc*db4+)9)y+OKF(aVb=z3F`CVGP`Jdv6kL>}!npVty
z9b3Iq=8;pH9Bgq@P+2|+df-+dm@CzJ$)~8`qB38fP~mVfn|FQ=1%xV!A=}ge;LrxP
zB*Cj55)P$CMC(DBOO#`c_jmb$ytCe%qa$hUKah=asP!I?Z<I*~kCmaNcQ;HLbFF_(
zUdgoIul9@USFTtU?D+Ro3A`MlpBDs{o+G17q}Wq+N`jRE^fcc#_w_k~E8EH>p4|Y}
ztp;ipOJmy`8i!NwC3lEMKTO*^u6wj2Zs}``6q1F47C>wypL{V@lqDjEri9f$c2?9x
zw0N$%6RZ`nWLOOMqJz%@E9II&{mK-Jx5i)^mH<ljWJ4+M<a7LyiG64TtdpMz_W2M#
z=V{mELaWW0!QI0PYi;%9&rpxj-bQa(!j@=0pfal1_gaBuHl$c>9HI|V`I)>&0D;<C
zwe6qBs*-IgwMl6k>HU~Ku;_S-l7&Wbx0KjOUd+Hx6yKT!NCyE{SMyN$jk!*Ai~LjK
zvF|B#WUu^snwuw^?pvPHHAV0YTX>V#wJ}+F-C2^jLBx&u4+)1^-iZAa-6I&zwvdA0
za15Zvd%D1-_|l`ACcnhyjQU>*wQk}~jwCxv%Z0@pt!%63_YVm4EKSy|?MWoHSb&8*
z(TraoyXUnXmNHoV$HaC7t~T9Z^^b$O3NL)O9Mijk%QkmMkrHEXMRTEWj%npEEUhjh
zKkE~-WNDzlyO)d~z3|ol+L`07nKD)PV{Vx{w00RBDhA8^fj=m}Xacs4!VV6TW@+th
zhZE8PD|kifNM_40b-Ob}=y3Q7A4u@abkw-Y6)hU})}AqaKo7QhiiZbGJM=l$rl+xl
zy25%NX&c(6qwGr1t`~wWr0ShxEv$E5LUtRF<n|-_vENHOT&~}ZX`R8@DK~DfTMnq5
z#0{HTJWE~b19?bnU7Jj0FYTB{-cQ>GSnlM^DT%wji&JB<xiO+oD_ksv9Fks+KIv$-
z-ITk`sAxs0k^n&PX942QzOSFxE{pLVS0{VcN9>TB{GxdDSv?IEUM6`z6~?N&r-m2z
zcX&F-W>To>#8I-NW9qPYQ)QKf5H0Pi-7|U%8gp+z%Bo-RH^TOmPYWh`*yK6NKhf_Q
z*rMOkjjrKQuDElzBYWfz{f0}9h|9saIvOV$Qo0-#mSNDZgh5xC3dILg0>)-E_;A9L
z^{KlrWywpf7U-z*Rlk=mi!;e!!V6DQI8EMOE$~W}Zu%>Zml6x~{TyyWDE!vAQEY+Y
zn{I8p-1_)(GZ4qrhrZJuM6pqV?rq%e^Fx`>x8D3!pT7B_ky%RF<UhH1R!n?kl5zhf
zzjEW^#}C(f--LU}7hf~0?AVJMzWhQg(C@~ZOFtw-2C#!pWqY1%!dS}YD@^_Tah;XX
zD7B!cnsFrGt$^gaEmlU=f1lqx`5&k}br}GBO)!1OzUZxp|2}e<$s2z8@_&J`1kieA
z7e4CI96p>3{Ll%+$wcK3gBKyubr=7({jo@2GM7JFpe0!HiXV3}Ma5f^D*x=c%Rmw;
zN;dLnK4i2nd@K7nK%Hu`2#gmUcy+7FRJZQr09e%5hh6O0+`$O!;|^R*ap)%e@Y+~M
z8E`sh<d#1($5nwF^x{a?ts7kW52VNwvs1q8Z*N&?0Vs=aU941W<7#Tr&Q5c>=Cg}Z
z>?>;;I<>peO&K;~yut4?YSTi>$*9XuP1ZhexBhOGJg_#wEovKm0qRWFyDK;UqFjTt
z>|0_)^JOW3pv#nP8td43-Q4qKjx9I3#$@L;h0n)WneTtE+%5{`zfL~(P2uXIg6xv5
ztbyUQCZC$HJg+YP1^^FodGzh|^UFKkhm(pGNv$3_0|`BC%kn7G*;Mifx3wv<qFp&B
za)=g$V^qzB<dL>P9%`N}Dd=PJ4`|tu1xOAy$Frf2T=qeVA2lCil4|iTzb)lWEHQmD
zh=V~cUNE0Qx33F3;?TPrnX^R$LTGSOTAcZ`91}XIzx4gd9V#<Uzf&)SrfC<>j4}V(
z%9ZqPq7#HT{Qfl`Jh)*#P2*J8UuWQ<aN$Q1UU4?mu-Sab31BB0Wg&y?(%Q+_K`dEX
zTj>;oBzQ=#GuD`3`nhk^jZS$fB6W~`yLXx2*SZOPJ?oo_g1!<&n*kd%++buB&r%{*
z%n9bi=w%R&2?Whl1~I@tRBU8h>QRLpyMq)v?QH{}ukKeg1+D>A&NICD&T|WW>hddh
zZfZK~cWIEMwg;lm8{HMBU^eM1RC?}e^4I+8<RF|EWw1JHj-wvbY2Sc))BJTzgQ<S8
z3|2Asl(Y{YIrF?Pu_73=<eV{dTFCQY^p9JO(tW1r^06aNg|AY%T#v6fR3-NwN8L&H
z-!AK)EBQpKdj&dk5OZDhN$sVlAhu)+WvOc@JJF^nwx*`CQy|Qf3z5SYYU+PRL)1u}
zz~x+Osu_j;Tp;l&u&-b*;VTOd(j0pYs8}M$91ERR+ZR<GIIjN@m^u@z6c|^4Rq;xh
zW>KAt!rMZ=isWiLX+Aj9ucx^k^c)qD*-#@wQtdVmR31RAu3Ii^vUEzIZXp%hNyuv5
zjiojK*^TW{V|J;?zho65SDf50iSk>@^ILLWLL!lBA%BYQT+vAFR$IdjrH(^?j?<4H
zuP&+&&l3`YX)~yEgP2YSyr0aD6ddQEt)@bRi*;4<<2;kg;~<rEjQj70lNu!A>PPn$
zBK@KbC<8OMP(bqk9ek{G{d5N(5<2oI^G;JYvNF5O(0)5bXW1c7$Gz|BoF_{xT@wjs
zhlnS7wOzWwHvXM1#Pu7+CfF?}I+*$A-n0m1tUe=3k*1_2+<r-9UKUX{hUI<5kM7F9
zlvrY4oA}qqT>cJudaScxMgmUV?ZZ}m{#*XA?!p6}d>-cacL!-{<Yl`OkH*^OPvCt=
zf*ys<&ZR3W3_Y#9dec!u|I?Xwy~FeO7>T3(Prhx$I6qYSy|}^kLc6eY1XTO*X!Lag
zOp<OaqlEq5TowNE=dyfzNCd2uyWHh&_13cC(D#U7d7i}BqB`88CpY}9+KG<0J9y71
z-a`GbZO|`6cEmhtSwZW<JRT1S{@J6tVC?g3b*w1uKj#gDpX*4ri=g~`rT&ip(@S>;
zWQie;)3;Y{0}*f`uMidZA-iS+h<oXAcYTk~UDUdbsFOXUJVz~beXAa^zcza@N@h_|
zqVTeLIGr4KCgz&4%{dnq>BF3T3v*8~zv6y3SQpyTy~}$d1hE!1HWxu9@{OK|8IRi=
zsfii5jZ4}?f&Mpvnttouf?U7Fnem0KTdb~siaFnH2f)7dxWnSM7ivnXZ8X2BorDIV
zI77zX$#r6dF_1t#__&QvE4W^<uQcT9`wtH_8J4kc^!HOK4A;>Vx$X`2g$p6GO+WbY
z>atVWQRBw5Y?;xB3T*q{5hIGFv!rC=!*7@B_@cCZybdiWAfLiF@|q&=+bhb5G1ZYD
zX|*$#ujS^@Od$X#83j7Ji^Ws9C8yU2XPAqcaVQ^N_6uJhRp_k^nRx<Qoo`342`jn3
zVFTD%u>=la@#lKv%phAEQ+@KDR_RP=;a{=ZwXFR@CQwvguFi|CebAPRX#j@qqG!pS
z+^Fy+^B@#okbDz&I9GCaT<QQ6zXSDJ=(`Nl=>w@{N7;2tJSg-c3RrbP5Ne=C+wg(L
zd~K!fWuNd?ZQvd~nICO*vg+~}?SsM-9SbGi?j+Z`b4v|+=588$HQ_lMtqaL~5!!>_
z3`C>lK>s3&E{ksZDEB~GwANxdLFeXcG((CW)((EqKo&jd;si+om+^8Z+H{O1Kw?>P
zJrWyx|3iVY%bWJ_QjBeN4oiZRYlC<tPD8vAMHRT1z7sKRaO-lE{?EukP!ONl0u3K1
zlPAPGuwr*rGgeO+<e)usdZ#2ExH{3@Ii_XWc_V2-{6T??n$O4lu4DZQgSO;TRx9?a
zZ9O)daeY1)%pn)a|CXIgCH<a+I&AiKTlqS7&7H+~eMwp;)Cu!!Dt9XE`<-L6`l6&?
za^b<NKl!9k80?o%{omc@IO;~9*Zx4kH~*lnGun}k`KAT$dZvQzP(WXrV9k)m6{p@)
z<+6bWr5VY!{<q;8=vP*mh(y(0OJ)6weS7BlZl{U%r{0T<@TpoNmFvx>rU=h!pqC-q
z3*>@cCgu%!4~T=0hBLtH5`Et1rn<1LJ*C2#oy%?;4T!SXk!QagM#RHt5U{kP6sAAe
z4-HJ(ZZyHGXKS+br9J<0?*x@iYrng>Tds8Xp|8c>fUA$`bod<ibr9r(t6#O$fWIXI
z)|M}>u&LT7w@!dS)}wuY=?`ajk%Hw0+z@#m3ba6RGFe25a;K0`k-O2pt$^jCiH;Ay
z<YT;^xr<HfZJaft-}l$Kw?<xq=$rnc?UZ`XONh4B8)NN;wE@!iO$0P87r!{leeL4C
zMG6?&M6R2iZ%oZ$6_-}O`Pg|w9Jl}O9(RcL&^F?_r*EZ7*J@=?&%x;1V2wEEFEiAg
zg$lz~-j0WLtWTPvzh4xVTGhrZE3DQekTt|RD4ir*2B+e9i!U1K3?*+8m}MuVhVpdp
zg{YXGYv6#p*Qv?B>*D>l!ZmC0JML{ge~Wi`*!^r#EvIz!l{l}mv(bDTBFFf!w)xZz
z`!RhfvD(<%uLRrAdXR@(dZL^P&C0yRo20(P|Lc#2pj&^pgA5OxFz}}r%}rI{f|4am
z&Gu|rrzFZ~$6%HBA(?VUU(IfBYnM(q$t+}*hiLk6@D~JhA60+gpTB_)lDk6gLC||h
zo`I3vJ2~qm3l`2VX%dLK|3LWR?R20)5|GPW8@+$J=hO(6q!2CG#<<Y`=t)7{7cE`8
z0GwS30i`+I08+6C2o3mht9!^sB-5#!peKy$6Nw&&Y~&Y-Rw!PpI$%ZJ2c|gm^}kP=
z&$;X-az$N?29l+|+x7y}`?TwU5>%S6HailgTX#<6W#d0z`73eTl@|Wkmd{~CBTr8!
z<04O`^>vrkhTr5{d^9A4D*UOU{n_|ZLd@pI>Mfm|9v8xV?Ju}{bD45HSUfSJ&N7oC
z5ll;u!q^*t&fj+N6z+t2`muKP;<1`+z;`Oc`xTFK-5IFE3iIjJi&K(Ke9nF^Gc4`g
zO>{=5*-3M~NUdWpC;J$vrM<>OZ5h_`_*xrd9<B!S6y4a@I=rUYLH6|aoGnuyA71M-
z7aol_{QWRuW1MsV?8QDfAShNOwBE79&ce40H@$lyMXYPde9C=cFJpl7YaeM^+R>iW
zP7X1QJ?0sp5H)0x5QW7Y2f{%xQ57H1<46KG4{jIu&!hf_{Q!H(rgmNyS~68$Cx}#Y
z;i0h+J<y-AP0;pM4sL5XwhjS`WyHdh{%OAGr99oH9FO6c-rhV&*z$F@?^IQQCVU*w
zstWX@!izjTn(_x=IiLfI^;ZB$=($_aD~0H;10g(FbTuBhSRN%v4L1nN)85iYB2V;j
zn@FZo#W!+1@m{H&axhs2P^?_p<O_%5L%gK<yj`zdLKMIZ`LG7!@AiQ~kpOX*Nxvp^
zj!T|!4P}C{bev(+@4j-w4P!f{3IXj3!lXBdc0UdIA`V8XP*mRuh<fPV3!t7E2N4rl
z5Obrf^n}-aJv8cRP0D@P>i2@jUHdZ|4(#N!=Z&v%VPZRowwLA_tflu8bebteg<r-p
z_`NhFlF}$mP}<#z6{36Y$m;W?D^h<ukWe;X87J~ga`YO?w>Ie2Ei*%^BCWPZ#`(L9
zUU<;A($22G&h^b_udg|7=d1ZPDP#@^6`x3M3${ea(1sO1mX{^(>DIQI^3nh*E@w*D
z&*rU|+Oe==lPm!T=6!451D?~=**814zr8a;&g_&Gw#>@@POIbU5WvLr_T3X>+pj^_
zs)N(wMUv11Zu$Q{g{%L%Gu|A&SG3N9kcdfEW>5es(xT7Y+M;e@GD{RuQA;}0^|N@!
zV=Mz)^(SYJ=K$m6j$%?5GDzF`I9m)r24!m#^#QS3F8kUnhpYVpeqo&LP7d2x39w}#
zKu$7uHL|5O?iAhOUDBUpkdr>fq^5AH;kh(N?DWsOBJQJKiOL7@n>)y(@?D&*i+`S%
z_B?5)&`urA%#4VBvr~5V<ngqFgHgDeMT4l~e08Jzo%zt}?M!WVy6A&T?GjsThl;N3
zJP}N;Dv79GU_pky62$pNV1#>P<?5f`HSY^*n`EvK9TO5N!oJ~y{9eT}dA>@E#Yt8!
zrpAvz*)cRfQr%??Em3%!qGRUy3Gi1GnrN)ImeRsa!D1g@S5ZGJ0|jZ^r~dyyUU^>E
z^Lrd{AcbiSHWBx*^&5lViaAn^mX)VU!u<I@po{CXhT1iG7ekLf;6C}~rxn(C;90;$
zXM$346|6HzL-<`rggwG_^w=d#s_SFSsE3&Coisx$ivRL`^`eoRyQS<TyuD&c-%0Ki
zL7PGFjp{R^;jhgMNp+tUMy2;(jVzP+D7&_rraNzGw8)2{fjVfP@QC9T7rw1ZEtCcM
zf-8I-&{;ht_=KxrCxRYhV|`YXAPS}j!V7sLC{;>&s5In7nL{B-BQ~1E7`B&V{~-A$
z>UMG0k?`AF^e^|S?~J533qSABxLbRI7R)Wii-Y-xOy@zSf0o6}NA-!xd~aMR)1Ac<
zYA3k)#jlS5pui6W(S(V8R@1#Nr+Y+K@~W1RdIl~#701Qu25-!ffw{=&1ZH}rwhiAn
zGw$Fu#b~;vk=P{D{MJ%mw{F2f)7|@zos+?Ai2y#fLKY@Skbg<}aggM@pmr|t&IY47
zG3ba%45{!iM2?9RNNAZJ9Xbm-=<c9_NlG*{_C>K#aXt|HC}?xG9M0DSqp>IK8s@m@
zNskb<y`#mFn@KrGBaayju{wX_SNuDxN9#LK+Z&H6@9#b;e%-tn#U-erD+%7;Es!`B
zv5=bEZD6)P?gJ(%nJ&Z{EJoyr@#`${mn^NCaxA5e40mD3Hl#?qwwYNx&#7)vZ>gdW
z=rFbc@py^W^*w8l5|=7j|4$Jo;B~h^0zlfww789eIlgzo5WU;JD2_smKKIRes63Kc
zD9?Y;Y%{FJ<2VznWT6mi%FISzKc&gvl{ElC<Zw#SUP8a%!-W90x|IuVXk~aS2b_JK
zTi>i-nL%n2l{aM4l=VRauG_!XL@;~9`u#!QN(^_Usn+a75E598_~-qV3ZJp5Jryw<
zljL5C&>ng_Ul@;A0?ZnhFjTB5B!xSPWtbZKzz%ewvCBum`7~q<FJlN!Z{3gAUY&U$
z$Olren(=+W?S#x>L;CZX)R{hJ!DsBwiI_^yiH#~o<pUjCg0bXi13%g6r=D^*t{>0-
z$q0V0Hs@1y$z4g*$HJkpf_i@~P^5iiLZ$&U`Tf`aA?m@Pv-^}7R@}h$P246ExngaS
zeZ`_tblC)E-MX`4dROFWC;gLYb|}g3-i*leP>Da=<u8S<W!~fvXwxYRYgPPOdb$Uu
z#w)mb>vjDxEiw7UiL?|ht--Lo8u?FglgR--O2@>}+*b*fYkVfIb=Mr*VM&2lCom@{
zuG><9mf!jm+piV!e+l2+@7X)yy&ref&E5wFsZLh9ZrY#j*TgxT>2>9U6j%Dj?%K?{
z-+tG%)gwzW3__~4oYl)M1o))Q<epYrQYMof-;%I`(i48o@lUSxpO3ya=#eHrEQbw4
z)3gQHopD8IM5+E|XjlQDq>EMV)H<g1+b4|0AY#WzCgwh%keMz0o}EtEY?_!-<ft@z
zd^b)R0Pp+T{HRcP46ab_G|(3FO;LS2S=6sJoFG|P02@uZ@Vv;@e*Oy)E7B$_L71v-
zbiP<W;{S9d&iW~u>x<WXCAHg=L0Bj#)lFi1W&GZGu_xtLhOq%tJ<{^k=aJ;pu88uo
zSjXsA`>{6x?-B>-;STbD>0+Y_&$HC0w{M~T1AVG;u-lD4PhTe&$@fbq&v3IsueD3v
zEGpErF99g65((1z9+XYplC_E5hqX<lx;5sTh98Ps#B92oD9Z0|%9>@{Aor)y9aM9+
zn>0%6Uf%HhWzDXfIVzuT-ea5RsZuKnw(};pJ?U3KODjt^1<IA(nm7n$e%zhhUFB@u
z>TVO|*_-1++m%;tW-)vxpP&DN*f%ZjT^o7N1}m%l`88Wck-V*L^G`WyI$|gZYpI;%
zC^wSdoJN^Dy=3TeXQP>(bYhz2`|X_ngPgtF_O8}lGhtj6LyLVnExI-0@FK78h0n4f
zz)072dBCRT7UO15<DZ^VS;x($phnS%B4LZw;*q7v-ND6QYZO>pGR*=#y4LPJEUzu7
z-YpJAr%!%r_hE{zm@gk_eG@2%ugP~y!Y$?|q?Dau23TG&DzH7}L-oW5Xxl4$h56co
z!O7vP*SYPVfWhD25BW!dr{CP)-Ri!LUi9a;tQ(l3_CV+%SA>{S+2({-d|Fw7FWz0|
zpsZXtS`_SEN?6;es2GO1{&RYH6I;j?gFNo!v_`j+QmDh=xO;i}#sKlu`0t9_S6j#U
z9~Fe6d$^{u&F5>0yxuc2IQL{x%1P5QDMp#>B}AFSF@GCInk~OMI_K=<i&r!sY@hOp
zYo-=ZP;CMo+63s31Jf3dR@E3+gG@`7Iks(W93}e_{=f84uIfLK>yQ7NorD3i6NSL2
ztEVrhni0j`*|MlJ4B*aSLjN(ls<~$Bgl)(GG%uBb=fNZUEo2^L<M?f@Tu10Mt$TRh
z2@l$KUNK8DRY=Es1}+T3^bewfB5j802>uMk)NZ;el}G?7VJEl^b@({t;oCV!;ZP9X
z7LRPpm-dH;=J0vL^0ca{!?9E`A2x91ZC}hHGKY&87sp5gX+DJJ(dB=7vr)Hb7RaD>
zKsh@un?yg+x|0JAR0;NRLe7Z!%!$S!I<KhrOj{W-l0h(OFFiC!2q1K)eAAJiYGzl_
zF$N37Y|r3qE48-^CQan9rp`~;tRXER1(pm|TIyVtv6A>Jf(wg*mlk+=5{d*DZx^wL
zCI5@G;c^V(=Z+j+;4ptssauN=8>}w#+_KFG<N_5I4xgFcvfBKuId?E<D;>Y}g9GQ7
z-sH|C!9pc#m=b5~Ms~}_hI?S_;Yao_O>1+Fu2@O6ToBqaHj$OHs=PitGp*}E6gECX
zHvhEOFHdqX1xrm2kKL-UvLPgHt{n$itGv$<nM-2_t!a&JH+j|@wu~2-re-MB%p77Z
zYdY#LWKU}o*v`D>IKB2&dxZD{*)yP1DmN0qBoYY^f$j006@#l&Y2-Kpz4UP6chdll
z40HRJa{y$h;A5}9ZBn;oYKzLBz32-4%2D*W=Qg@P7U{ynM|F7iA85=2IjKBWM*D|#
zoj>oL*WRHQeqFSsN<I&vw${Of##P!e8jvvj#yG`QkK3v%4d<~_cuvIx_!AWTQ%31<
z+JeAbM9%}8etAr%_3`1B%Z#)bf@Nlx{L?cTz!d-Q^ejN-8{~#?5#7Ah@=`m+<84oJ
zyMWEE4fy6ubVo6WJNZa>SP>ZbB&CLK$O5SbG_vz@Ag4n!_x!b2_m$4r^m$S9<B%M}
z)6#q`zQ^gO9(lN4(UWtCKDbHiI-weJIQfeA#p1hajU4FT$kz=jO|l54de((g9}WCh
zA#`b5GMQ!()#9REqU)?EZf12__&M#;d_r1kiivE2%kZV^PBDM^(lgC;-ePS(&MRFL
z({faa#Z=QZ6U|xo#fs+wxyo;@T)N4b7)*9aiKAj1C9|p<onBqI5GnQrlc6Ow%N5VO
z^&>onGOkG$U_Fv~*H$qxeXc)@1{9qoLLSydAnpZvd|i_zLH&-ydyj%6hTMa|{iFgv
z=Vc*o>{z2`)4-!~^=dEdX3{IlT-GIr+#yXHN{v?IC66p_^U_ZyhN`Z98>ia`Clr>i
z#CZl^8P^YojJ>sx?Qc%Ipm1YXy{vri`ika*uN9dJr}%+&U(4eTEZb{FofS-!rG_qs
zB^_&3cYAo<>nV)fV~DiuYPoYHaCK&1wPF6oWW&e5ePW+(_I$f#4V*vjF1_vfS>|}@
z(wCn}+8g6)34h-$JPFA2?lM+Fd>h$fwA`(p0gB_LCmb^kHiRF;`x3PGqcIS^yawOt
znpO$g<3GhERTuj|Ul+kkz<1S0zcRfKoa76lM_7VmXtr9M(<>)zA?JdG!syV%=$XG|
zJ7s05gkGM!GUC*c;HM>_qe+QzXTYTW-jB?vQSUc#+0BReX5-2)IvQ;`kQr}`lU^s=
zj;3@L0AlS0{F(nX2)%*9alc$22tskwa?PeB9{Re*8RLDh)?NFzaT)4n(=X8ff809*
z+5Nwi(J6o*|FMwO;oAt`-pvOHx+q{$A)X{Sp%0H+=G8HPAejtG5pt)1V+{#NHTe-m
zg43X-byK!JIo(*iNP{#ptF{H@?H@N>*}{&8o~+G}>G8iu$&;;AD~daU@~Ec6v<GLH
zbcBZxoB?N%GIO|6>^;Re<+@!MUcsx~<_Iug#p$+8^W-bUKeWt>v`yBu2C0q!JBmRn
z5SGbr(hu`M(;3fMyfku^%I)0)=n;x8yxYzr<(2H@Ku)K1+v(fItXkL%fV0tI!N=eX
z*i36&Q+ST-u9eu6S8)xZyb4q$DClR~+(Y}>Lk&4e%JIwHz;n!PdjJQ*Ne72SMG7b8
z-IY!+kZUKs28_h#jJ!k>LApBq(eXE(r9w6rdZcoTFIKqQel!>-RE_<%=&<9|eL^-3
z{<`g*ZyU+(Q`G;IEdA(d;o%EU4kGYS@f>*;8kD2B^~)G^O{DXm30JxF^_%lifB%%W
z4L!O0n0R1MmR31g{mGv6#Yg!yvk+v9bv*a?9iM$jDf@}XQY;?jLE$&|l`TDcc5-Ub
z_c+tD=h5*+xBdg2>)Gj(Pqs*V7OZ1&b<9p)S`Kcl;?%B61Pm}s*PcIfZ`+U8CtJSk
z?J~hS2K)yaTH|QBLB!}wej#U?5>vZz9<V8iCir&QLz}l4DFIlQ=7@!dfBA!36+c%D
z<s6!h<w$~KM*fsK{gS>hT`j9kX>_knNJU2d2Rc^zV6$7=Z!VXc_r6(VSE%UgyPxc{
zM$bxniPO!Ug0#ITNiZgROR;~rde%fg&PymC^4@1(w2N2Dtpe~FbAY@6*eJy+%ALq;
zu|4^C_{}(7ZY~t)fovB_h_!B+F)|?aKDbapQx35aJ}a~xaUmWolncto5-ij5#_%}q
zT+o_+0hGE8&4Vq_kGYUA*OJf%1Xq^YAh(X3_$Rz-t6H8EV9ary9_luigVVwb&*A<u
zj?}W_FAJI)YTmakXX9|x>EQbA3K1;>6tcdaJ?A0wyrfaq0t_~Lr>KMUi%<C{%j=DD
z(||8oB-vo0vb)Gg@7w)LmS5LbZEh`Pgh>mXCVeSFR;JP8%B;+!mX_R0Mx3r2XBPMK
zng+&j5c<e-4u2ne(0tjnlRok+G-Zjgu42v%i5yoc3zU8+QzV?@07jxqio7XL@)Y)M
z>iHW47d6G($(t=p(mRui$5D#dLcxXfq0dX3w{L$TPfoq9MsV;cGPe04mL6uIXIT}U
z>VrO%ixt_hlOM~HEbA&y2QYIgBJAQ8{j2M2Ydq^6tDPlo*f@!$7eHf}?cDi!uuf#Y
z{70%V;|ysEu73K}+v$3Hk^ytF`knRdBY~-YtAjV+>vA)dKs)6>prH5SZ&^tf#x_RF
zV3U)o3roj(2V8N4L?>zZk)Yb@i~H9{qkhJ)*n!Bm(DD^G9Xn0*c<=Yfaz?%lpgP?+
z^Fx`3GsKa@llR?!AcdE|PGBn-`zPMQR&U+P`B>Z+-0a3_0^FvQ4#b1TU;bb0`&;H@
zw^qq0LGA-&B3XkaXL^_Ys2+1%z1L^j@8xdATRWlprO74{c2w;#BnzmJ)#peGt%A<F
zJI<mC0v>Oz<)9DLuU7l`JSL6&jODVBfZ7fvS*E?r;p`JyNLBMv1Jyoem-o(1JQ?e8
z-?ygxSWht=W0M~*;<IG;(7Kvll>OuXx`r0RmR|niGr+)PTj@U#Tc6#m?)g3;9aXb#
z`X$T&vf?8Lf&*&_&t5TYlKn82{%mOs57poxE>H^I^dTQIakI(dMPqm_mJpP!+w#z7
zVAlYCr1m9X0S^zC@C?nPhAt#Wb!Bxa>3G9NwQg!PZI|S86q-CTf0iL7N#%1&C4laL
zG(=743e-*9Uz>i!GHy5m&Zf`btAi}M`>fl@G>$g13yb1$#|vBeGk91;JA#*5ya@p2
zG7-0;152md3FHBDoW%Mt^ogWf5I@rrEVR@o`w1#9%Bu|mEQC_hC$BJ`@b=69b;78{
z*n7!}qe0gHfi9aHqJSj;a~1r-EbTgQEeyQlYg;aZe+rSIW)lgwvqgPR_73ul5QLSa
zlTtJZAYuoU8i-K)o!JI=NGwxxb-yIiSd3?Kkxj$)Pu@3?8Y?oRb~)-F*Ew(q``!qa
z5Jy)Fmw`ltpqbonOyeH+>=p%VMR2q2lxf+wla6nf{)CwZDU(LJ%-~kUXGuRN%Z<|Q
zUU0T77uzN!;|}bXWX=vQqzbF$HW52c$caSD-%TC3UeXGWRYX4Yk`B=+{l!}gm1ava
z=N9M>d*jI>I+TT|^u*Orvwe%Fs`B{~ht&(tW^nj2VztM*#nN~MEMN7nE7#N73C{wU
zHjQvRvbXHP&8WVilFh&1CHrA^N9!wPJb0hiFC_zbuuGi|P0}W<fchYX&9My#5@jx;
zLvb`#LCB!%M!eTrS~jqA5B!$@fhuj4`q@NF5@chB-z$EN0nSD5u!{2!SkPIgk`=(P
z>gx`|5Un9h{UsCI@KSww4jdySCp0f^0CzIJ^_O>dB@Tj|vnBF1ma=Ivzh}UfBmd+O
zi8I!qbqmm15lvosZ)gu|!d^^9;qGO?t(B8Da&Q=XyybSIlv)UKHlyArM>O?2DJ|RF
zrl-?Z8m&{@kF!a&f2;+A^0h1;3?3KzSZ<V1=-md1Gh0-(gk$=>r7PvVZw99lcc25c
zpXScF+XKyl@=r0dQiQTV?k{XzZ2wlibPhdeTAW!qzn03Y5;=C`wc~y>`PRd@nX7D`
zO+W{yAxizeU&OtX4gx%gIXHfc<C-vD%c*yE8EvU-!mv(y8@A>!yzLjM=0G|R;vO}2
zxX#umNkeoZt?D9vEgNkOt84qhc8VdglsBjFs?Kk&Zp(f@>7hNWx#=sq?;dHt1bAH0
zA4}Rjh3S=zsqGE;oy~#GG7jO-8;TJR#oo5HP57BREub7O4C_W^Ji7s=`AYR$8VE{f
ze(z50L#aS#oa*bf6PkR#%#nZ;3j{mazEKhUg*+JTmp@z;w)rsq^h9yi!;~P<`XFUF
zfL|2r@;=i_{BqyQE#pdq0riDZjb{%HuUsChDEY+w`l~XLv=gekJZAd(JwVtMOIUJ=
zPx|*{<bblWqaB@msF+yuA1HZ}Og7~kvb^Dt%P1{W(ZM*z8@Lk;EiTG3O$-E@B#0Q3
zb>*>VXSENkQ<9a8t!z?ceg*p+E-TF^YCC|6=%S0SV>mBE8Qy(o*(?kfd9RJwh3D^x
ze%8G5Gi>?c`U~LnFQ4(`(vQP-U@Q9D6URcV!(I~M%3t@44>D;yyLqsF%ytD+$)k2Q
z6)DZ*B}trPY2$3;lI7T@IqpmkLm<UV4C+5Qp%sfsM?BnY^I%7f-yFl4?6zIVg6J%Q
zz~WhQT~<1pcG&M}9!LP3iiOJ^`iNWra1M{>>^`j;i`9ZYVp@Chx1}mE1}iB(D1%wN
zFyGpQ?v4Vr>Q5oiGmr0D21Sy`Ic&LHHTVnV+hTUuGYx4dIZ)4<!quot5M=S6oi?s?
zc&-qDePa7t!-wLPklrm36a2bR1hmD9W9R1PqUB&M;e8NTFMAqWmro}Ixquh2_XtBC
z49CHN!~(?G&sHMX!iC7;x|@I~S)Kn3^!Hm(edAK}V?}HU9-Sa7$=(2Dc)};#=+pD0
zm3Re`-s9cE^1|>QH<cEJcP~1Q{zyIflW%)r;I#i|cvb1*4Q2R|x=!66{`3&UQe$Yz
z-8zv6T~jacGIiuz`fe%;DC--7OFN~<gsg;g-;eqs4aUW4d6I9wk8tJ3(X{ld7f@Z1
z6q3+AhgOdyw61&b4I0k&E??@sN1=lc>(nB62a2xSUk9zG+Fi{HWHDFt&uuCt#)ZOG
z)*S;HTpk`hB<MN}n3o7kuL+T)>^>e)YCl1~Xo>;bH5{=j5wb0I?z)Wj2mXLS>*-Y5
zRs)#O*XU&C7{LXt*R8YRLT);2wGFVp&d@a^L9|CQ?DA870{C9?_Z;#Yv0D)`&A(T^
zBg;O7luuK=wu&1EzWu}6Hc5Df6#tze{E-Mx*ANCqw%?kG6rV-;Z++gL9c?*>gWiiK
z0D6+*Z5Y$7V<Fz3TE!$l&^bJRZ5K#iw+jl-aYd5Nxy*8KLz8&$RD}<YOg0-XQfq31
z6qoA5xve?R?G^}?o<1u!!iJB?OTE_W>e~T^6=5s@abXdxP)4q`Kx{j60N5$c$n8`+
zhc(w^fj9CC4n|K2bzaWNBNB%g<(x<9@MlR>?lgYa+Q%3hM2RBDU9XV)dp8~YL?+sm
zk4+2EcyVbe2~U-fygijXW<00mw=1vzrd2gKmVtwqYg@O^Q{AR-*FM{Bx+iZDi4+aK
z60u~L^h)ew@e`>cD;xzG93g$E$ol%L+jf!<hjBFMxL1n$9$PpaHv7i^>$yc_rzIbv
zUqQ?|P%qwa%S*jLA@E-4z1KH=^q0n}qs$+8J4LYO)FY$^Z2j~)Opc^A{`c~$Wy*7;
ztWE6zN7VhhC%$J|Y9`CCsh(>Uk6Cz)<k-~QR$mm0yySfMCinw-aeEd!4yy?Me7+g<
zux`j_rKv%nm#O~0uta*%UJ+428~m4ZuPHz=Y?MRXeEDKHnCsp0+bjXK%xuMMbc6Wx
z?E<?;JBAe|yZ^7HbAM#=|HJ<nCNb0;Gv{(DIgFgfRL<u)CP^lY2y+(ZTx-oaERAC3
zd?-Q@l2hf7bCNKpk({O^d4KQE_xt@1?jP>^b-$k1^ST}vyQdw;|4yZ-TFvpynpzv&
zjk1#T7lnt;r&+*mmeHdz2{RQ-aRR=fmE|Gts%yMmcFfFq&a(26Vk<O>J2oW*Cl(l*
zz#%V<7bG=41tv&kg~mqU8ig3e;;hbPd_1%RZVCU_bd1Kz{kzbyQE=?}|L;o9i~5S7
z|LGOQtKmTkW*@e-OU0n5;r8%?)VRdL;=)xiX8AU+9IR?8VXT7+GP`7}O7Q2+tI;01
zDOVJ2tzVYUg%^;_;$c^rW?U}BZJAFG3~R&7S@P!(3GVuBIExf6$d$`@1#Zh!4_*76
z0?k#uU@OCM$~T3b3dMiJ<;5H-iX{nKrp3^-x*B~{T>hpNSER%w9;%voi1xwZ(*43C
zdwoyth4&Y;10H7+I<u5**M?!@VFl90|Lxo_OK;z&_KA<Du`RJ0h@!5&e1f?Xq)BNl
zn|&{p7sU3AVauu#7iffaRcU*r^7axmc|<L7q2g=g1(Lc|sBfu!q<-VF_8+sZVo>k~
zW&DUlN6hkZaQ0InkY@wMkVIa#IK)y&Dd{=6MNtJBGe-2Pv*nRIe^q5Uaw&rLe*S4b
z!_l@rY+ws*mcQEB&n)&Dy)Ih<?{PMhdy!Y6uog2upf08~&!_8<Rad~`34!~HcnYTe
z;2{3Uetp`;AD76LdF|ae{>8f`F&{#EK!mD|qR;I(V1XlY-p=9;JlF|6iTe6#ztTES
zb>Z>CTOb1}XBQav`45>3ffhvbu9`PQ)f#$p=@hws+6~hbGu!XEmb|WludQ4MPF<sw
zS8U$uookJsZeQNZ3Qn^9sJYhtyfJ`cWWj$?eyxuf>w7^o&P#Cn4ah=qkI?;QPdTm7
zkUuG-#`$OF=hj<EU7Z`YY3$sxzZNUl2=`72%Y$L02>G87s#yZ}d9i(F`F#LYFFx@#
zZI)iQozY?6RX&6p-mN$>WKd%qzQ5&OZ6jK?7%p5KDmlX08%+lMdlMq{8>mBcQjxhD
z%dkPNZ88`@k>lCri@7{m`lxUlxbI?KE3=GcWY0X>!`{T)mIvStGAy<>X0o?Sw9Aqe
z5KwtIHuzxTKIDJWoZ<NBDqJz+<j5$&a7vnVG<KE{8-rfVz$94ARdDKvM(mXiP&b{V
zO!Rih5##no7m=yh2L$!W!r<>UmuPTo6i_lDBK`Ab^vKAT>xX5oX7(3;dA5G?=U5{w
zZzT-7?(J-&Y2M);-gMhvF}jU!nyxvd2O<650Y0&!1Kc&uF-|Ycax+AZ8f{g|xn2tI
z7TLJTLn!%Cy4mncIJ(l8JaIB}+Nm&DdVl4arQ|$R5jDLv+44$f|LkLa`HcjUlEMJn
zYO_G)i&YYjW9thxp|o`)0M3~`zEZ>S+0>v3JtaGof;(Q=aC)G7Uy>MJDf-pNsP(6&
z=oaCPws>D!huS4c++?xbc@x*hb+hw99M+0&SSVJZg}1BD{prYS3Y`?*gL%bT;WT{!
z^yJ)YD=j8nKz+LWXV~HOtWFSWe=zh{nx3-~jlXkMe}DW-^9S{TI-T0ptKo?B!^&1c
z&5N~)nFg&J&Oms>sr1n4EdRQkAdTT>=_0xq-+rU4G=5~@SFPYViLcnl!-GufICR<C
zMYOTWO4uv>NO6>+UH$Ov;01L(3}PM-w~z`tpHZMdW^3uDsg)9b&#cfMXNYiv_)r>0
zqsp=k5w+l#R)bPnumWl@S;z1{kVX9A3UF!4HZfoT<`=hNpjNab^;qO1aA;i^0MpD_
zWN|Y<{0p{dt<>@ftBq8>{O<>EAHgugj1E(dh_MAfsS}}3<~?5(S<G$dkqH47W1y=;
zC`p_(SgyIDjOUwrdUUpgG6d1dt4AkTRmMg~j{+}nNhBOt5#Zed=x{%aJ6WCfX6$O;
zQgooa=MwJ!Ef_XPQ6Z(V@movbC`Y4jh1j6upwGmmu~gVTcqTpXBM`E+H-mtJVy!@s
zLV5xUJcTGprz(S??4Wa|>mdp)U1DR236t5#P8g`=4=&02!JLRdFBT%<%3BNA?lk05
z?gl)*Dib79J=mcFN&4Y8_cXYHXoG*WuJC*E+4WC`2P5n<iCU`wPy1gyRpm5sRX{p3
zn}h{1SKlhycH@Km*gSY;YFwtHY0`L^ex6+lt#IN&Lryl4E&x`5Ke{FyV@Mh2PH#a%
znq2S?^rrur2wXE`jFvXWGv5X$ZHy*7ysP3kJ%5h|avWB><PH-QTPb%3_!wSvxk86u
zFLtYS#G$^T7oIn+brng53im3yeD$4<^Hit~cjL)t=}`2-N0nauwuKsS_qK05#XCv%
z%FOdu{TN!NFU(r9Q`UNil~-~^%`x-ce7%9|n_G{c1cTT_09~9VJBboi!wE|4nufY8
z=708j{i*!=bBZ7FljV~>`yoY_=_tsGHYQQ=(#&8XcWA$c-K>a^@-$Mna7?y0i1XwY
z`eU<ap$|k@;JShQu-H_fNKD^3slO#=bkO{v!@Y_X%52t2pSdTGN)ob1+g&K<I}^t3
zjbldXJcB?9o2xWPOjJj_!}W3}sc=MlRb<fiWaqFfnFEP6;4<hhW1UBn6j=IP-P1Vo
zle>ltMC|~#h<8SisWcw`$2%j8D$)hwtq~sB+;YI*?5+WmIE!P#OX@T{VJrX^smR>0
zpJ4&C#`AS7p%bi*aMt#Pr?Agm!UC~D>~a;<%F9AK)KYO~`_5do;qZbrUC*1W#-kNO
z@U^rbeVo0sn73ca_x4M5OvTK}Zt29J?&2EaU!05Uv-eq;B=VlRiJyV`OV&DvwL3pA
zRes?85KVNZ9yq(6?yT2+`f=otuoEEq_e0LR&0Rpr9|ZbHYO}8DCEe6@BG+-G$E7%%
zn^9)6I7Hw)re`#g%KR+C{KYCmgmJD6Ng0j3?1v9u>L&_jy*^)2k=c)2FV=68ej9(d
zF9a(I4&2N#ow@2}aL@Ttjl=<9-v;byR8IijL_cyg_=5PDIlaWitj}Hv*HTqkcGe47
zw8_UCh|<~~gP6$m7`#O`#p<f3X9>xFRIm5?%RpleV7jXh&XpK#eWF((nVIEJ9qXEx
z7=0cCY$Cl2J3TzIY_w~i54H%`+FQx;5A=jN`6vxW?MLWH`$_DJ^tdG-Gi;h{FXYE6
zE?u~v$8d3LAZPvux)K=U49YrPTNc@MwDD$qIyNQ!o-^eHXbK}vt6}viF5yn6UcVeX
z`O>a;c}ZMxy+x7z7S2L2!tQl3@0RtPe2dGIAXehIE+b;eE~r5nd&&Db?}kN-XYRZA
zPa4c#mwZpKQUlNB_IcizYfSz-Zp3)&F?6CwPHH-*S&WSOqBVH=wyk=L!`(1Zk{7Hs
z!)5j}^zO~$)}j^p$~kx|DZt#pX@LJU;CdT-r#q&tbkC$uCR`0w3i#akkU$vAu5&<d
zDk@_xT0AvJVOU})^FEzyM@bvSiy0#s9Jr};bM?%`D5~%f#1EwM6_B$|k0E}V0-?B4
z5EylGm<p+fkd24p?5Ac(S3EM}67d{jxN&lHp=PX+l-pbRJ^+^vhIjoce!8aKJI73B
zq0BLheS-RgkJdoL1M3Q)Va#Qos)U)mx^D<jfruPrhw5tGmuXsBXbYZZ1^(6<T8kM;
z>8@_~it+K{IiS<S=JrHxoQbZn?^<+R4!2=<@OVVc!)ud^Uoul&xcX;VIsyK9<H}s@
zy4LY|W+`XZ3K+b4U{?7tC6IUHy4v$$!APl8V_he=5skKd$-mwieYMcpgae0u)I9Td
zW$@cC05REF*aM7*>=gqfr+(?DcW`GEwoF^R*bdPs^L}ToVo&}(i5w#OYL^#JzsL#|
zlVvD!E?<a<LkUqh1D{Fp4m)hRl;legqetI;dX(W8lXF^nm`~sH-@Nu9`0SsdZ{NGe
zU`Ivjdd&Uu`J5rO*7G`qe1x}=oYZT+$YM{(2MkcnS&CL2wxMaLyuAO`o#7DU(BN{t
z;oI4nA544HhfEn8onnzgV6pmn7vo}WWcpjw3oQ8l&%^JN6^OExprKA5vM*-jh<2fi
zLH5tG4FMfHJV`9Xl+Uj`k?PcMT_sanRKn-^hug0@WHJaMeUH0En57~h46Qw4!HFiQ
zu%_BiC#8|^?uc6}xGZ6Wdk{X~HP%adA20fdji!^6_F<<F9Hp<68M0>J`gTipS0@uW
zSBv^;Y#~kZbW*&I(XhF@wUvsHu!uxD0;He@)mka!?6bx`<2=y|qHdZ|6pU^30M#B@
zZ$mfvpLn}pBC-Jx4}=dnxJJD)nZJuAqMrd$AZrc?tBZjZ$BbPT<7A3FCj(px8tvx0
z0_jy)@o4BKNg;--RLaB+JsOKO(W<-*^B7Bj?^%IJ;~lx^(?UQ*22nsAv`v9mopfCB
z5gyif&7ob5v=k_K`5idc9RH>ld`UP~$WN}Ag{nl>mRPk5sZ_|Vf;n36;Kuf=qGN|M
zLv;f5ME_KVEa#>N)bQGG57jN1{lW^TV0vRjnJ3LY$`3|<I`!hUTEqTe^vyI4n^&Ec
zgMWL3C8y3|(#B@4GG842{`XY}-?@iYVs=$NYh}XrGwsZ@`YJRQDQ_;yP-p`0BM(CZ
zG=5>m1S+Zy$V2Z0Z>k9OVch-e{72V=`8$EsS_Kd^o88?Blkt~<418QIe|{UTW1ss{
zL{1{bnd}}Z-7fR#?5l+X#`RxXT>5t;Tvs-QAJgSFZU{VBGx9;EHtT%T4Fc==2#n2$
z1Gx5($2@rTK4eu%Q>LS_3vX}RVe_R2^)8%)*GV?tYLQA$Urz=EJoDVG6QgTnUP}M5
zn06=18(b_>E#`#{4cE#35A>{AYq4$fd*BOUfLc%xMYs4k{mJ&-!L7;q+ka!<Ka{!m
zh(XDr3pStjsWb`2m$^ZamGk40jv|@3{kjWI9YL3Xg}T-TIxvG<;|p7uNcB^s#R?MP
z_o@|WTIzTzKM`OdW)5kJikMk^Fytc}z4AQIHAQ<awjLX!sf+<oV@(&*t{F+pylVLm
z<f7Dn^SvLW|Jr>GcN_kpxV3vR-s!ic_QXHUG}TLNIPaAgU2k?L8tClQZQd})>|Rm*
z55$$HGh4FsDo_6p?MGYplm2~dn-RDFo1jkS%FEk3L?!$g{ezyUB|*_&B}(s}W#%P0
z-`duEsrqke8Zw$qV}B!>{UdBQ@*VO`a~4wFA@H8hDVA5L*r@91w_@M4zMdWP*k7zQ
z+8&zaUol;Zp)_ey$1f_U*wb6`k|bBhYMiqBET$W@n6(e|#TW#YkJ(?()tJm9rJV2c
zk>7m2!H!k^&ZTEMGyG7w=0k?yz<0SXBk`_E<=f6_)uE5Pu{F1@hBwQb!kZP2bDZPg
zJ>B1?m#g9eY_f62(8v|MiQZ?t)_(1nYAML@p8}3FI~qI^PPJtj24WcSzlZkt8P!1q
z(5dvpryX?Z;3bJ&*+xbSmIeXC`1itrO>4{M=zY9e=ph+91WZUHmCyR@fq2^O7a=;M
z_h?l44<?06WNa@B9H@rx>e@1ePBM>tK`Ick=3Zwpgu@X6XSBL8``YC}P@{7!dL((_
z(lP)ZAB5|q+VZ00wYd$2i`f`ocM)sDpA5AjQ%&l+!I{HN1`s)*r<avuo70td`SO03
z!6UYXG+Fu#o~LzwDGt$H1Sn?(<9IDZuQd%gl}~Cqv&AicO&Xb~@VvIDl-&}ck);L1
zY^TZX+zUBk3uzlD0YNpfsvslx#xR4H!i6*V&QJ}puU>Z2*)8J1_C_EIv`A$s7&T&b
z()DBGF0BNh=&*M~<8l>;$_!rKNOKFl<6y&Gf3y~1w61Hb>gJV56SLLzIu3oPSg$3s
zM}to5kx@tx1L$TvC0xd)3ELMgtM(}#hOc*~JXIA<m0Th*xp6aXmM;yTKKl3BDXw=4
zA80QE1{THC*Cb8T7Dy{KZ<D)2uTMWQfu!SRSAkV_CaLH;n#u5+vUwH7yJk9o_fDDp
z#9n(vB$+MdbK521BlQz$A}nIuq+~*>n$X#Lo87ALpW@Owo2&2&BGmd_<jEn`$pV>F
z{qeVV2Z`G;_P0B`JxEa+b{tZ+4PGSm9wk;7pQ2{$It;4*XDlCYBZusX)-tN-dKk^0
zS(rUC8Y%;$AzzD+7ie$vO}1-MuFP_Z$U>POm`qb710_SXO`?i0i}!yQ$4p4_c9V6%
zc=^s@j)XOZ`)<IrZHO91W3}WmO#%TYCp^eXm|h2K`&GJ{?&{0lCquR;jf>~RI7)HG
zs#*-n_u>qhRiHyO$rrAQ`rG*aBCNf^R0pW}q%;l)HM`z?kM;>T(<vfdIj_tv{|kms
zvgi|Yls4irakU#GXzj0%Y|KlgP)u064#B2dBITl=Ck$i_G5<7itN*;U*8C*JK!>y_
zK;a-#+Bb>>EM`W75hZqG<jeuDRXMf@nsHq4?oN>_d3|D&I{oqBaNL|TwtesB8F_QH
z#@qs?T~<yYDc!nN`OTS10wXlQs3vf{!UK08x*(bR{7Iyo#)wfU>j|(2{oHH11QzOa
zR^RM~c=eoQW9rmk6pI#vyc`xUVxhlQlmGm13VwD&-<aO`YtY&AM=%AsL8jc`)O}f2
zc1ycT`p55G%lC~b5B4>9pR9<n6!kuLID<m^83~JQZe0JX@Az!^(;U51Hx@#5$ex}k
zHX{O_doRhQ#fD7Ntl@v&Axd$B_mS-{fmYK~n5ibelbL}9di*mlVgxW{5A7_jD(`|!
zZn+$$5xqmuU-fnftF?i&wv5VCr{7u$CZ2Kod1KH;>-qS@{=0XFHVUpe|1Hs|U}a4D
zKejc6yS^0E{Yw4h-vB`WK9Aj#3yxC3KExP2#psGErN>5}b-UX7OTe+|<k!dNwDQF}
z!R`em2Nu?;8cr!EdF`%e9z=JkT$R^P5=aW4ej{#!E!l|pz<E-%$aTbqZ9N2Z_O%^T
zVEr>=<f^_Ac)OzK1zi9N_!Xi;Z}P(P)NZKCm9y5GZ2$bMBI|u8n!rq8g^urV9XiDP
zKxp~i<EQl`EhQpNYdG6<X}wyB`UYPFCOLD6{FCKw*Ym$C^_S;(HHrFuO1F4<W%qsY
zKgG^h2{xSS%nF?y<KR96*WMo^BwZILdr2Y((pqN%k76x>;Rq<RH{{E+`(><Fhz#C#
zklCAh#J4Xi1r+Rw9wG4EZZEj8b^LNBeFx?cC#*eQx^Y|zP>GGArwtaw!j9GHKXpX4
z_hIbFLtD`AI@EhCI0BBf0fW3rW}7`)d^#hn(8AR{npZfm>>O0q>a%B9veAVXvn%MZ
zN^R}o1w%$BP<RAR3{EPlLDqxVyfclVrrNYq*HR68z#Kmye%2IbAX^5H)N-0$v@NI_
zw`p^GR!yPhW9TCF=9^Kxbf4j%0w_L3K^QZ5iGk`7<C~thAO6(ZKZpRQ*Xa7fAq*5h
zvGA94A%}@ORy}FR5J69bU{IW})fE|d`R#$F(arOb;F*jn)qzdaDcYwNx$PdAGM(d`
zo{;Jj^zDj|>gQ}&GXw}bQ;f@xAEfDx*Am+j^>fc$9L(+k=?MlNIedQ8+ci=MZE}=V
zoSVQ3KYq8_ReW;DlcL&DR~w}v7Gmc2$A&C3E?R!lP+1sGqY21+RNHJf`*A5hjEUKK
zed?6;nqP8*)t%|vl3Y&4#57_?jK{>92Is0B&kQ&78v#U8YU#KAm_%x+>Ng(TsUI%$
z%k4=Z{>hL~Q$8Ng5Kx7GS6~pXC^u3YvMxm@**(^MNv^dGJae<7=9=Tx8((*A{4k<s
zeS;K5y~nFsu<DZ?A5@TLR2d0{rDy_3bH6+6Xx;1KfW-Oa65h#Yw(xgh2ChYNvfP{Q
ziTVAcC>deuxBTsIiZ;1<XQH+&72Q;3rokk32cUOPO>;YPlbrd_55YpUn-$GjU0E~W
z+E?*6j+%aDg6EXWid9gZqU7ZF!P(`13#`d}@bsCgVPgWaz-acL34BQ%RhQ^fg8*Qc
z>Xs;D<V%a*=p9p=!GThGjq1bR=vW2AcVjUz_HT1K-RL3%C1NYtGIM!kHW9fblpeuu
zG=14ASp<2aq#Z)SI%o01BzcGOn#JtKKYtgC1I#T6ePFU1hI}_V2;6RWK3v`5XY!LS
zyWK<28r)dBuJ5pQtktP>HAS`M2r0Zad*R*>Rr|R3N06i<SG!>WJExHX-8X64D~0XY
z5^{Wl#3NU!hv|3h2-Y@;wo^J2obKbr1Vd6V*)}+n;OXV8`FZxeT^}-?>ZuQ88;={T
zkxI|jnu-h#>0J`$^S!sQ4!@V0bm}Koc}^?#_~*@<_EB9if7_p-+@i-ZNkf3a`cHgK
zkfLg8pYyBiS)(pcoogO38~7-U<5jJlgnNI+uHQaYB5j#44k%ZK#NaWwqEw+*(x0)^
z>tYzfYN2($X}IRIem#of%M2C>q5eme$oXmUl^4p&5t^_#$*CgeD`m>dMUB<hz>g6W
z|Bt^PvN$e0pn33{1x`$2#YM8vS#HFOR9rLWs@Iq4*&A9e4)ik9+B);?A3>l|llEb^
zz3WclCph_g+o3w~`&Dt1{n9@})O5Le(XFKzjLz^?C+$p4Pz;gl3qdxS&911Jb~?9H
zf~qZaVe*CV=*puaC{IA|vk{NU3ss;JWQ<d?x&YGuTodbRuGz9E`4XgXe8F(jBF9<b
zhfEW@m78kP4A~PxmE)hSNR$toYtir@D9h(jwkyL73gwt>+R-63cLoAQOl8PJWR5FI
zh0#+8Mx(#TY_&0@9YI<w)&GYr4Zfz9`m4|H);tjis*8oLB;j=dnBShI9Hns)Tk5ro
zWocT#{RcX&V6gGv*x%^VyVc`!S?PzK@yxT&+wVzilYn|Yk=+wW&VkY)8=(9;5k>6;
zYpjW!D0;$5Oz+Ls`#VYpCk+Rqpy1`L12jIG&q@QeK~f0P?$s^>1yh)<{ft3L5G9fp
z+-o4N07}vpUZg~eM+ukj>|taH1zO3ZsAA4tmQ|5bFooyRjuw;V#p=tlfSt!=M3yJ9
z;@q>hn>$~dJhDf}qSx2I1?bhMLLAv%nds&ma-FFc4-LXm%JON2{DjX_jeVarHvXx(
z{dqjrcn=Wkk`9QXTWuG&hq@gPg5wvFm)CzP<q&{N^rIXlMQEvj?4vJhM(28?9t>B|
zpic)8z@;Ek{3(x$@R4TJ5%%3>YYzR!(YHA)iDtJ@yo~-MEcI<*E35?Ev2nxa;gRa?
zg-xaIyzrMcGV9?tee=y7QUbNySo)BAC^3q4<T*-BVPfQOSkF2K_OF^RtFhHU(T42{
z%(K<eHwG*R(EmWaI%K&#Ssl+yTR(U3klzlJ>iB<QN!5(R?)OuNH(vb_JkxsN`FTTc
zmJdXF2dtJubzohUSta;_J)mx68(H<auI==E9nbLHvdAZH<EeGhN*{m8=k(ltQ+y}U
zX5o+XS-Jt2)dDXc9Jyj~pQ1sYTi{^JY`#M3eVE`lzh_&%uFW=qxX@a1d&yx^C{o`(
zY4iH)yQx3h%xY$^zu3-C@gxp@HbM8TsT*2gC@fPIi>bEGA^RF@-Q7jN!#8!*58vOv
zQhs+gZfZ&HOWP;9@ZafSks;)UfWE}~Bl@fD`cNUR18h9rgt&ExIZ|*_4hi~ZaY8cW
zZE9mcmQvTF1I&&0;@sQ%4dwbNrIBg2IxVve7Qv?;M$LwuB$-&39)}GdT<;Q!ZoXez
z?NjJ-g_f4}D?(&9*P0hTD8%*&`(rujY@VX-_=$78B6T)np*Pthv(^}*%1z~ut|l!#
znRYPI25SKl#G_kSeU9uKlVuIq$AbZvG-f~PyX0D*past^0~Br59tApaK2~YuP8)my
z8Gem9%<Hd{Ie~dZk%~HXzgBfznZtzces68jDW!}11ezCf8Pj^<MdD!Yuo$KtynHv$
zz&tBda5ABLZ_KxxZyOrpqk%%^?`oH$jSUM=>5h>iezNgzT1cnbMhe)S=2sazWevRI
zsviUTU>}`CvR4ql!6GZ|ccgzSM@2Soxp=GqE~5QnJO=~_A>;sD!2PNw@u1m4^eSM>
z8j2xXM$bFqOS8L5#I_@gCES@lg}=&J>p`Qq8PXB3i<kXf#=1&i8B$O~mV+T2c!?kK
zVzF3=ji0V}fy~Q3SivtCW;DSGZyR%*m@sTzP(rpN+Tz`HJad)~N4dh)2hp<DOxhoG
zF!{s)pr@R|;?i&SW;a(*f$VnWd*xUx3ii|lQH+~nmL<#gnY*##tia?rD4@M~l7QBG
z>GV}|t@#N~JA&QdrDoW?787xTfb@Gh@{ger(PY~yjLUYJI<TPb@Kp?1N%_HY>8v>b
zatG(ElRRYBFZ&N`Vr_%0Xkp_Yn}RL(j<PT|t~Fu>Ervz3pPL<(@4W%T8ILYLZk3aM
z5g0h*tjH_S<NiERSH3SlYh`megby?8_*BWH$S&u+$Ntj%7^3FFmXBRhvwrTntL77U
zj(lbQk<vho{^~R96FH4_JXdHr%Ebdy)KEL@mi!W5JHCeV!URe=#4rAm$Ba_Jhn1s>
zJI<-!ZuNrbGiBeh2|(;!FAjFjg;~L`0=awOuvRSIB!(ek1e9k_TfdV9NZ}fR3K6`n
zL&L4K>SS^C1hd`+T;Pdcl%@*qH>o_h%nu^bgpsC}ZWi(fyZXU4^kNAC)vf2yQkr~D
zzDFL`Li1=DENM4EoRrQma_KpP)%tEo!xXhN`#zY@t^CxH8=BQAdzrKP`WvT&mx)fT
zifDg~%b;2&8+XDWqR9OpcInYH!*L~`z;1Z7{>}u~^>buXJ*GIboVtq}lyX9c@JKz0
z6YBewQ?&p7Kaj@r>~|fzr}Jos*~3RCeCuvPj$~3hdhf;A4B}NSrb!@uU=)NiLexUE
z>aO-%Vz65%x!1>t(m)xJ;mPd6U;U-5zgNj<W8}Y-bHV$x*agyYV<(47<fcWI&7J5G
z8{txL(cNg2Fr=m8L-PHAHKVISYRa54?LhFaErNj(z{?Q1+@GqV`umR?sn#~y2oO&@
zfQ7r5nvHBu&<jRfcxAfzJnZh}OZ@IGEVI0K{g`)I{G6O9ke!<LiRHG_v#!s(#9mZ3
z(pDA>wK2nfHXdgWp3t7+oJKVM3jgMbo>RH}A80r@<<?P$;ufZbAh6?<;MX~`_Eual
z3C{h*4ELvKw6!D6UFtI=`IGDZ68~`VH;sK_NPp$n?K4ZZHU^ip#3yp+ks;rz+X8SE
zb6q@x|B_Sm7?%rfG>gg0We*#ga#2o9=yyGvJ(sXh&~)>(Udg|+n`}E>LVqPg&didI
zCuaP@MORw4$K2lRq$ULT#Ckovko)0sW`EQY9~5=;`md8g>b^zHR?7BTw8?`XN4ix#
zA){_hpH^nw6oynKSIdBG-V>qEp&e|IbrwZEuU=D{BK$;3)sKH{4)MeL=f2s9KTicq
zO-^-7aI_gzxK7VllsA3)eC5J>!=w6Z5BYfGKu7DZp2l+&%vWtm%rPDdxlTTd`4!`k
z#j@0$@R5x{;r%n{xe=Y4{2ijFfq`$n`PLn!ZV{MOk;!r)@nd1aewDt^I5Qxo)BZr$
zY20({oJD$*%QtI-Fv@ygb6o6Ny?};<__c#4-Ok|@snLZ1M^pbZU*!eWXs<hD(#zt_
zH;$YaI}VJFq~^bzXa3a=Q)rw&wX(u5mxaH`#S6;*KGPagBiAi{YWr;oe3Dk?Kl5##
zf2JloD)TFJtAiB#HdpBV^}kC0fp{Y|l`P)GJh;I8mMx2}%73!FfY+12poEV6&o)2M
z7hRiE%Icl`>JUR~YKe*bbpi!pOZc8}I8{K>W%=jd-qG>mZlb6Yr8#^vn*5~y*P`Q|
zK+tUN5bAd=Ckx)j(2ARR5fqv2)Ugwh8v5iR16t%C#HP8iTZhYn%<1iGS6juMd02Fx
zT<YXE96D3|?yUVlJc7PodJrGRUX<Q=y{dwqIH#L2e7=_7!DH8K-l17^T<7llzwMsq
z%oZLxWi6PiNE_{$^&_DsS5WC!c49jcmD`NGk5$Lznx`IXO&(vkbP<Z82P<U+6X}3s
z)Ge)NYxDGCzT9ilmpkHLI0}FLbk)R%E&-q0%#K7-fZokIn?)Yp_ph}Y+Hak&ioh)o
zu*j@%m&O-OHXKX(MLSi*ENnrs5f#X?Tu_t$$^tyU+*{%YG3;=>Sa09(P7v6qyf*Ff
zL~X!Xj=2^8sByj*-BQNjb?x#a`vv;KqbTP0S3QwcqNXq31HFXB#E@9O-wBO1>P|a1
z8eIqfwUa3LkLtr}@5OlM*)j(V%KQk%9m)4#zscGDhi%_6Bj;}pwY27?t0X;rxNi0z
zNV~S~oxAMK(?_Ts_tsM|utnaF57Cw7pg6s_rud#{OYsZ0o6>sSMP7|=9=v*)x*uK)
zKLM_&mFX68y2-0A^~8VBeDtq11$;Lc=lyp?iPS2dCQ>nbNgI%IEg5vUsDn&U`@_uR
zgPN`T&Jj8h?=SLq-;O}GMVw+Ukj|*==VHCWGVVobYAT7mXtw?RzVuYxkyWY1^DhIx
z?pq46EEkDY{(v9))LeQeF-?)*nXFkf;J@i|{oM<Z;#X}gE|Vs*n-IB-V(w$uPc;Lu
zZ{~qF=h59o?yq03SNvsfU9>3Rl;lHdZyYddiqfX|{pQ4X%1SET&P1++Wi6Wan)h0$
zvmY`m=VZ2jyj2{Z`E7fUw2<1ze>tz%<P-oPHo`<+M2{h2He<R)o0u4z@e<AN0r!7C
zx?#pO50H&k>qhaj-#%luO&%#jb8p>>D7*Q(`Ae<nd}|2A7|vlrTXka}dW`t8dhOCy
zs{I+(Xucr-*6r`9cl3B`;@_E69VA&$<|eMyJb&4;C%$lB(j$Ds?dr_?nWk^=v)S$S
z2Bqj_W(JdFQMI2DFYeA<&hFDA%XB&-@wA&}?OzPh5BuPZ2D%3v(vB7u1kFeMqRR4<
zR7p51Syp*Wqfb#W+;7pc5$;#|-Wr!}?d_qO@Xt3{pxKSowkwZm`6&l)a32!aB<K+>
z>!ftVd?bGZMW*ufpV=AOhiFW&UhoZ5`mM1H6GVIDVzwUtKY6w|$RuE`i2zJjjThm;
zX1&^sO-uG(Q(&XQq<0{KHwcj0$TAipj-X-&RPttzji8}`dzy8LNnIM{Qs1(?yh^Z}
z68?wP^$14Mvz?N)w&lels9+hyocbu4Z(+kEc#t(I!3xl)6-v_06*HxYpL?TVT&~Yf
zrhj+}kc&c$6qZ(jv6+cz?~!C`Q3Wo0F6L=(ngN<NaF4q0h9-))$BcRqY=c6u&$v`c
zCyv&i_8rc&76v=i2CqoC_VI7$*@Up#L}TyZ{wb^qGb{(AelSqHZxueiQx}gH^=0-~
z<~6hMRqj_S4qn##G?OFtG*jT)<f3CFY*2r&PR;?o{v50{ABOaQ{<*WE<x&6EVC3M3
zk`Sar&MDKM_jF55{Dt>q{xpn)*FFoE##a%YVv`pm1#%KOS89{z^tU9Q1~~*CK5e9z
zB|lWZ3(z)Q$&$OLgf^}Up6&lO+EjBP>pWB^tXk}In{RWg)vYiC6^O>Ayo3=iuC~t*
zIJ={V-G@x;Q>_9DyP4ua>iaY$FY$3AWNwIEQce#eP-%QV{?4z`UWk~eT@o6^Yuz|-
z=FE%5+A9~S4oZ~B;W&l0zp4!Tv%zHnGwvQKeqSDR*9m-(O)A%@!9;y_nGDnvd1+=!
zl*qK{#Y%w?-bAz~z%U@VOgcy=pwR&pv8gz6O4Zlp#3iT8vmDuC(21`fSwEz>u=3!3
z&&a2TW^(fyx@lBsR8BK!2&Q6B%4SjY3y*8|G!1J(k1iMf{TdAqf-a#;@Y?p$1!#q&
z<mRr;adM;MKVja+hMz#HLDeWm7|`rAj@1{t`fNVr;`?Y#AdkJt?23K^YV<i2ZYEn8
zJekAty@)C&w_VK66+V^|lWq0ephi1HXpAxrqOn+8D>P(Nrm6EpGE2X#cgCrU%GwOH
zX^^hHG^6zmvotdu<;(KKlr2kvm#1rm3R2^<j^#1ITL*uwDE5T%w$kK1Lu^ETVB1b<
zG0e5rqGN2?s?|7n1?07Ev<jD(oNb^ODb?zPA=g;0^DxL5%xG=`FR2YJD6{1u3JQcq
zJ2VtBW!899O)p%Y*Noag_2nvl`H8Kz#!bgK(Acu=bdJ6&Yya>C&6<I>k=U<6Av$B`
zr%A?GXT1@SOJ-v>Aqccf+bgAuU0lHy<4E6KLHXbf^3||wnIEbIBsT-orpJV2<gyfE
zytr-Izu7y!p4>O9tL;}CAPIz5;#CApJV2~fbPZu$(;u;E8mdFOd#1jAmcPazHhDzH
zFVBS@&)vf)>kvxkJ0x*v*Bcs*Me1-`5=tQ9&OFKQ{q1~leb?9@XM*)^u74eIu)8$2
zU3^l?6y%*j6pw^8)QgED8AB{|>HOY8_QQxC9nA|FI+W>B(C=Q=eJXM9qo{{$aV7DP
zPL6K)I$EH~vN}Zw37q%hM?o<OL+blwmp<u08}+05{O-xNa+x55T}Pd>qys;D{Rdj_
z6cz?2*iqE9jucH~DIJ$a3ktbGt^0K${4ey(v)*_{hpjf9v(kkhidqJ0)mWnVtPNM^
zQt3&iu?A1YxIMfpIJE~AN+_vG37usueegB8sq}ZGFI$GaSbXTJ-aiGizA~E{$&DU`
zUfr?Fr`vV)xVh1xj3KPyei`0!Z-5r(@~c#Qg}BeG<ZDYB-$Pv>0B~K~sFnPa*#vjh
zB3A=N-5^yfPLOoob}`PPkgL>G415gZ;sE*`noxaqU#W7EI~GOu<VMpt*nDgSu>KUa
zjbsq`ps-eksm_i$FWt$sB-0|jR-t8e!}_1^X`#{b8{12GK){(2FyFp?unEjwCxO{3
z{WT=opPvMj$D)RJ%P5dL&R`vWShXPXi!ihL+R~n^9AN}dJxKeP=hS68L-#e7JXcng
zuSQ2k0+Uup*~}``IA$_A$-homym2Fplc2DymX>rdNysAJ;R>|exTjQ}wE-?9B@vjy
ziR=)Pe{Um0T*&##$V$8Vm2snQ<f=<U?fwJ3Bf)N;k#6v-OdnJ-m;@OaZ)lY;FQv`m
z7*2e2ks+l4pYlhX61ePM#rF4@!Skw=oTXsl*~mV>`&yX~_G_^1mWu1Ct?c3R-X$ke
zmbk}v%loBER)slU+r67eC4xIEjFAfY$Of`QC#Gn!JhN{MkJYIMek{wjpN!02`t5IB
zVd1~8C0#A0l*p@bJy%0E(8g^X+WYU(%CaqhCWT11MwUvw&>_seYMD)naP65{-qm$$
zpCK5@z}CIkVRopKbL2I6kkN&+JU5NSQ#Ix&mCK!rC27Jl-PC~B5I4`4-c9mz&s&tx
z!4cQti1i!S@|d}-%lD5L0E0Aw_+VP%r^JeU-IWtZGLM0|%SkJ+FwP-Dq_j`_*r7un
zlVR8=uvP#Xnhnl2`(fgWrpfs(Vf4pCAqgnf`9i2XQnhd~VZ;vavXkD6XYT`S%io50
zAWc#r;%bfLg{vh4fAU#oo_k!0{wtcJ47)`0dz1hq{)M$f;IS27zIBxdbL5BU@P5Dx
z<W#U7+GPQz#Lb01#mN2AHC{2m-S}KKVzD}xJD;v$D|QKEpVdiffq`ny$Y1CxKZATn
zpRAQhv&7k|u+;mqN@eyVc7W1#VLF}%ajI(TJAyk}9jbLyA$+_OiFoqb>lmi)we8C?
z*ahzam+3~MNtp8xb3U)7uwu4Z!+9o63nJdguB{ClHKiY<-Lqv4;W)tnNSZ$)nbc06
zfuoAH!2V(gpNjgR)fpm2yWD|eX&X|b8zKcuwP^VX`GZyy9PZGN$alCECBB%Wo6th?
zW%ZBZ7-K7#u@T^IKsFv|%akKJ)C)76)K|Nk>aUr=I@9B}p+T{VmyJOTX1P=sns-h>
ztFup7d@+GEWE^8B2)w^BqLwMbaQTPYjPD)h9;V$fy!l{CB(<N1R5DYbZ|MFm^UTR9
zG9O!d<EpRre#PefRjuC|H-mwqi=KKJT)YmWyKYW~`%0sTl85*i@np1Sh)(9ZiR+0A
zS=aTB9q?X-s&xV4=byfp&4?QE<pONsY|J$zw*3S$#g2s-LvV{0XBUx*PC_j?N<r*<
zM6`>8$<{Q)`-{=;ZJA?p8ALuK;XzeAT`!DU3TqrmdZjx$%0dSG%9)13h+rZ?z0jVo
z4XXNQ^fzp*ul?eNCA(OWs~e^U0&I}gaAP}&krbFMlH@DWW1FTdKYRxbHA6s~e6O^?
zN+2U>53mL0pg4n0V$u>O6E+ApqZ?T%(}-3^h5|cS<LW~q6p5YXMgtfO)kN*$%YU~O
zpAKD`_;lz)MYn<m<{E1MjWT{->4z%_FP!+NV63w=E_C;m;AT(M#MzHRGL@<;S;kgl
zc?Fe2PoXZV0){WPzLRGgZImU|6Xx3d_*W~JqH}MaKXsu@TNw7G$m`-BpNU@(XzAF|
z9v$#%6;cyE8UD~4)+{%6m#v~ccQAD3T<M*k8IPrKgF&u=MxB!L&Nipv-Eu{K%N8^C
zze%}rC#uBX+*NbyeQ{BnS+!P-(VG%ji1iY?A`{BUyg@M4O#R`%S~Z%hfEbQ@WP}!y
z%~lQ`i9t(e;HEg9imMm7*55zDxYliG<6!g~KNQb};l_;CyePKZDXMWa(6m-1tUuIR
zNfNWi!`HYtwGb^@D~;-6G>%7o8<yI1F~W^f94bYOVg)9pbzqEjymR;|28xdn4}Yz5
zvh7z9mZ3&Imp3ze6%V@HoCQoOzOt8<QQH77!$dL8CDR;p51LEk?wYJUwRX$tX_FCI
zfraC7qbihXX9R*xqPk)0fmj5ED459D`SJSy;om2deghKEOQXBSimETv%YP2vM<EBL
z`iI2`>U*L<X!%Amfl7-0yNA-+Bv=!I4dr~?$3dZD8N6lKPF6LXrTv~m(K}z37Wjih
z&y3jlQa*L-|3Ht69wA~E_JRKnsQyfPwECOJj7>Cu%F+78KR&3=M?m;G-#MXAKq<se
z=D2>8r7hvB`1rD-Gknb;VyBEEyNH)aVxTK#X%(e5EjH1QdEb6_<uEz9c}LwLTk3n}
z2qE$2{tC_A5r^W>c^^A4X!1t#uOkzDUPZAS>>s2<2HiR{F3#k9FvMx_=u*SsD72A9
z%|yC(Hh7<ULcu_?AHJ?On6M`?RBdd%FEUR6-OuC6DkFQz?vUFrqIEqhGFTSz!Y782
ze@7tqit1cLn26+~=NY^%b2fRB$_6^|U;6b5@e12`i3FRX#9&nKV@{wy$(QT9zI<Sn
zm3v1D$eb^`5TuZ=YAP)Dcf9+bAz}dkjcCtuTm0Ioo+L^Ot@OFknRwBxSstQ_D#P&^
zaQBYOVNp^J@lEFWb2e?k>==Opn|={F98tT*8NS+FV@$jI0jiMp&ja3CA-x`#Gr}z+
zOM07M72fsglE{7~$yAPw&>C<|?GW8~r!=nJVDtNqJ+N_+Obk-D4pdKfwd9%Dl<DzQ
znBN~%;xmB|tck%rl7HVjo>GosAzS0V!?qSB9;qYcS!{qMFN8Jkh)2%P7cAz5K19oD
z59)R-IIyyq$W$2QDy%Eibd^a>FA|r~(D4OJwm!X4VkQu7Fo}Ox!3lBI4W%OGf9N;9
zms_@A^hi?S*kTw)44v+GCaDL~WSg>>*8~dkh4ZLgsneo)QJ9~{$KFgxdZq(8B8B57
zFA`jyVXn_8Bjt>wVPLHik0dv&ZxP4%QeIVPJh?EmDi?s2*!N*vQ^U*Nfll-hv+YLa
z60P3cKgTmuv3@EM@37=)M_R17$-D{hn>Nh4N+wFo6@Y|!R5lAqDNG<2q{kg5kXg1D
zHe3_v5h%vxa@O~ip8XrtBg&)f{pxnd11<y6X_RUq_vAU+@vFw3cy5>Y`*FE^KC{kR
zHShnZr}j}XKvzTXac*VlAE}qaHAVtIWz0J6jWo9Tn@!N?f3Ma=yQjxp46yylMt`QU
z9Q8MM`oL(qzqp|{)<0dPMC3~TW|w1**J3oA>QTuB8*i@Q*H0v7H3Y4HHZ2;7=X~){
z_0X1sZJk#s=K~#a)we4}7LLmJeu;)cqHitX5@Um%`pj$Ts~X-w;6sn#uKSxNUiJh9
z?TuzqLE)vyw~g~EvuMDj{8);OoBSfn!@=UW{am3^YRuCSS3&R+0El>UOFY*~$Nm8j
zBOSaPuF!)B?32G`?-ce-7cyB#SWjy0LTh5m5s8m0_|6KKZdn(fsNpyZ(10!ckAc|F
P8>3MB14~-#e_#F&Sscoy

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/images/image-17-Construction Site Progress.jpg b/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/images/image-17-Construction Site Progress.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..a40b6d1833d007b8ba1132171304d2625358adee
GIT binary patch
literal 210159
zcmbTdbzD?o*ETw|v@vw|3@I>xG^oVTGaw}j0wRN=bg6`dI?~-BFf<6#ph%ZAsDMa^
zNU3z6d+>Rm_dDmWa}NGs*n8i#*1FcUV&mD^*$m{OmO4@$LO=k45P*M>v+s}_kPD=w
zWTYe)$jHdZ$uCe)L8+-IDXEw)U!jGvF>|o9F|)FA@`?&@atrgYvchEG!dJx+2n2_K
ztl~8Z1yM<a1bz_$a&mGiN-9QbYDNhzRxXME&tGRvkV_XxCWuUl2)H4Hmk5Y15uCL_
zIKVkc2+qGC|M?;yBqAmuCA&aQK?w#_U4#%45D^g)6OoV*6NAyu!E*@lC6dcr;;N)q
zQ1{5VouLu|QExBsTrY2?Ll6Dtm9%zwK~6!>z{teR$1ebb3nHYXWv<D}-MFcyuAzz4
zGBmnnY+`C=Zex4j?twkV!PU*(!_&*#Com{D<mIc^*yxzpxcG#`q~xsZ99(W*enH{;
zipr|$n%cVhme#iRj?S*`p5c+vFJHfnjZe(Z%`Yr2E&p8k_2=)__Rj9!{=p$$E&>SA
zKe52ie}er#<hlgpA|xgzA|}JjML_5YzKJdolW>WXURFhs-E+ReEfH`5dOhlGc{4eW
zB>Fd<waX9%JuhOG?+;$IbIJbS3HIXumt_AH?0@B&fKU+;0OJu|f+$1QVeO(MjPKlj
zcg%$v=4ak;R)>#eB~rITE3N%6M~;-MK@b!c=($jolO_gg1+E$BLS}}r?obPhY-d&I
zFPM(3x^?VQ8dh9yevt_)uHTfy{pKZX(k|4nogY?Pr#__D&X_gZBa;jtwf0|RQIm(_
zKfv&I(l>!O>~UF1(wDIo=t1-iadr5%6}r|Xv>o~vF0R&ouhOtw9UdGq7fNA)!V<Pv
zp|BRHz!eo!M-fq2JHb6L-dT;{9uNT5PI$f|lq6^c3HHnM!0%%<NYA29A`eZ>6y{^Z
zWs?SwtI3nbKq0Z{IV?mA?yL@D3(AVe67xZ8m0}GDQCM?uqbVza6~7t&>SAJ60@-jV
z{*eVrg**ViA4EV4hC5#ae_vY-0%m7_gvdY*%V3$Lds%5}5NW(3N%87zhj3;?YoRt+
z75peD1gr<GMG(}@iXBjVK7&}$o(5H-_jPQH5>9J5PRQ-w2{9ZSerrC1T<C0P#I-ZN
z)7&D0#;&2Q6Uo&?;m#`LSaIz@b!vzV_*8>1=FG)|Ls&<rX+R+p;(9=;$FO#Jr~#2Z
zt{qBE-p&g22P3Ei;t~r$trM^?2rvZ@UCW)-kN_^Ohd)s^6fEz51)7*=9eO^IF_U->
z>j7(rNQcA6a_0OmhvL<xgVM&r2+lQ*m-T#ItKlK6s1PZvU4${y##tS1pGl0DFOzgA
z5S$KyC6Nn7Ih$(fxawsEgn`4n%4ugHxRwo!J?D=%7XX#BDJIjf9ElZ`CkHCVE3*;^
z6a)Pw-p+6_)*6T>4!?>S%X))Hfnk2u+<W{<QCLyde7vYwakbVs>UPFFYj7vqSp~qc
zmKOmw7*cELI@bltY4L`$Hn3%_%UfUp@Z9CCxS9w+<ULY2ts;C3*UrEe63~uE6vL&O
zS^WbFZD1JvbHf<<wGCSy&iQTgWql~N{6lL(ek{q2*Nu;i!gp#MuAT2zcNsYC8X6oL
z?7?yc8hebk4xr9T1^WAE^4QozM+lz?)PMl11KbD<48-G=fs%Svi{$(lyiu_ba3FC!
zbn%~R;J$ot$Uo1yS81Jw)iI#I0=16E!`2=F0gAywRA9I)e-<?n(QBE)(%?{?00ZV0
zz?Q&ZL+41rBLoLFBdE>!XWajo7zb?o&j{Muz<(;4fp>w0M-7ND7z_-O1#ptnE&_b%
z9D|v}0K)%}g1622;wrf8|2`JxhXcm&FPkt2Vi2~V(R1<O0zQgzVgYhw3PY_!!Sdor
zpdUPbFwQE};7rXp;FKc#aC=G?U-~mhWNOAv+Zp7iwwhS*rv(9l6KCba%R_hXitWEF
z2s&ko!{gnDER`RAArA%SGv=YxT3YZpfz_HmhPBIKMd?|vI)*><oXUF9BLF95lW06h
zYfT*iIO5*~zxtVn=diLK_<pt{P(BdtyZQu}h36xHE}&~sF#0}Y-X)|;5UyQ>&wyM_
z<ez__R6+(Zqp^7PqOhd=FyNS(nqXaUAq|L-=n51)7wvx?4g8%DP#KWc5xNGB3Ag}g
z7w8V`3;gT@@D{uk(~x-U=;bKFYCDF21)A`q@oa}41Silk2jF0)fMr81?g5GLzQK<_
z58%>b#;i~vcQX=u*FJ0hx(yVi#=wZuB4Ny$;bY7OV!RSp1LR7DMh_1;hXD$x%~}}K
zL0e}a)p}U4@Uct^QLf6$95eyg46XvC$eLFLkb_#_op&@gG3*`X8Kg^3{~zKLS~>n+
zjybK(SgJHh!k%)i%=(4g2RaPY#%}9h(?May0k?<)^||5=3b${E@Sig=z?M6Jq6K=`
z+Mhzp11_!txa)u2;oJuRnf%{x1N8tsk%Y_v{`fzjB?GhtM&hm2&WHdO4@J)m^>LOZ
z0^#r;;RvlnIsMNEVKm@gen4yO_=WHsEPOs6MoGmTYPcee^`tvr|J>fgMu~upD5<j2
zuy-mg@B<SZMFAd|{ud7{_O+(=nRs^x;{fD97{WhSCdA{YSqm=|17jlIwE&IbZ3xVJ
zZhn9&5JZ6ih57jYgRXz8oHG@EcE9~UG)|oJ&-v<L6{oV;L>#U;^9BZE510~<v#j|t
zu){k3sMOiXzWAfCurmUGi9PohaW%1!5GlCw>g!W$?3S}-o1%i)@7`V%)&uT*XYZP@
zBtR+P9C{{zq^?W~l6yeU$0#gOtR1Xf86St40@dOBIp0-W!g8AP*0UV}Uaixr!zw9S
zuVS3_{&`3sP)UQj9LlMj9oGEs+`X<~8sLOpW^sMs45Zcxq`*!9$^7u|VBU;$D0&^p
zPu$Lbt_RXVHBmqgqC@~^c)gIGA5d#X5^9}+)vet4?|oo3kYHS#1o0L<_s0MK_{0Y!
zypf;;YE1xpXmI&oxPfO^nXq>;U}*@@Xbzrw0ag7A&gZ|JqYbzaqzT{*JZFRg_?~lQ
zA8_$ZtoemZ;^u791n7SV4#YIpAx**<;6Z>+0Y9oW!J4u{4Iw}v5aqxs|D{4aNubnW
znS@wa4ryn|8DxP+;KW6_7p3uk{C?M0VE-j9_>?IF53dFqp?^p)1mpz=8svvjl4Ie{
zn)Vj~!2feFe6&Sk-9a>7M*{Tx!?G&C6rgScHF<xK#NZJF3|gBF4Za7M6`u>8e*n#Z
z(13qbc^)=^SoF+l5WGX+-2?IB-!tp;4>0?j=(C}NrhqHbz|uhN=b#6Ng#Ln`J4c!t
zo-_IJMz=6#(#FT?&U;|$8Y)1oz2~2s(V)PMU*dYRJ;1JbIJEu;W*{8|ki>)cd<foA
zShK-N_p@0+c*f_9_^^kcm4OBEIrQAu&@`w-09KItxP$?E8O!00ba{=vj%TrZ_zhFl
z7;`|##{-Jh0O(Vo<QfggknjwCt{6PgLpK2O|E-Qk{u;nkaENuN;U9cpICp_W5N^S#
zkI_JtK<wvGk}yje+Wo|CkOM?)K@C61DbL;eXV1I7JoAdIGQWEdEex+)rxKJ_gaR1=
z8rr$=Vd#H+8=u%@okJI|LxNgBFygvb&$ClTs5Fr?60Zm$f1nU=XkymPx$5wq1Hu%r
zCw^Quv<ZZ?f5b5todNF5mGz?VC^?UHz;E$V{KrJxkrd~wK$Vq&)d4*87<Rr6UKsrT
zZ1}*&Vvmn^;656JLp)Dmf<uOxeE}5aK%gGW>44ROSci`yP>@FvfEe<|AEgGh0FXYX
zp=@X=a3(B#k~k|KoRJFu4E!4X-%<FPfQYHk?B~P<@+&X^pf6E2hd@otK?@?T#s~lj
z=8?PrYZ6#x0g#)*vPnaM2f(rbZ&JY37!iOk@ynFq(;HEGsb}(M5H51%)hNJimb8AI
z#~C|aXJ9F(IVH(Yw7;PM<n`fK@!3if{s#_%M(<``2dN(fB)Kp~up2(R{jZ~{lZdby
zaQ!n`HWLn{q~GyT4=)MU6Oe6I<axl4MS-<4!6JN6^m&zl#9Dzs3;FMNY-KD2tbGBT
z8-oAVZ~5PR3s4fE1E70Q9+A%BvrgdG_5fpm%b^?i91(t=ykY!P(Rd-xvqpmdz=#o-
zl}L_-O_KRYDB9Dtgi_$A2Y_QkOXbM}kO2TzAWy-Xo1gROC{WZO+*w<V0R&+YKKbAm
zp%fCZ9DJ5Jq(cO}PZWeN9aOsrSJtc*p0Mov%Zq0JoTi^a{;83f?AY(qIa66&iwNCl
zJtm=mHD^<=-0@-cxQEnh-p;`RQ-H;;qnEHZ)S4{*Ac02h5)iQlghNQxIe&VrmN{Mn
zq<AvbB*f<fkgQOYjw%39Krj@g@*+Au+MfcJ_3s;;3o!0^k?=2%1)c+~%gH2+PCz7O
z5{9CeVh|AE15vB$_IQ=Jf?$5G&O~4!eEoq0`UY7}013z_4X)+@3zFku#ej$f*MwIz
zy#c~O1#|w>Rr5B!u1O~3PkQNaD>6MRX96xwVa0z2!Eq%(8%=Y@;E?HShZHtCKS%|w
z{daT3xlWleuS#mua})Y_G7FA_wsR91s^l}v8Ebi}6z&jx!6^7EVj2xLsF|rEEx2}|
ze+1KmZaKa_{kEv8Iu@m^BCus7WA2xnF-2#j@oRLGPyY|<o<+ryz+N!BwV&55Nk+Dn
zAcBcEBz=&k?WNGKUXR>(jf&tz@qMhtqPO{Dq>Os?pBcQj-N|Zp>3^OtvW_YaWQ|gd
z^ZTgwVt$W9>&{daM`~alqE$I-kU>C{M5d49hZIA)UtLB=puC6b!3brHci?a;tIsVP
zMB=PU{_)DwWMd|`Pno$%w0q=*zHS*)+5LW-hGh)IL1z$x9EnTE{Dn*wXAnC6t&{nK
zAuBmC8m0B?sx=(-Aa)senZ^`!4;+`{v+#3xy!}nVueUub;q%4f2>tu%*J_D6+uqm_
z?&QEf*?+QH_@)|Tg9_FJg^z|BR`hz!uiSf{-*Sizz4#o~GSWcFwQp&zBT%B=qx=yS
z*QuUuOwHXtx|8kT^M!kjb}C1*Y!l33sLm_lq8$6`UHimb)$M8WvtkqV5c@(7OsApV
zk-<)$9W#TZb~0|a(6Y)0E8K2t(Z^JnwTPLvH#ZNCvO(D1@~adpVfWgBl7K6_qJ!;5
z&nkIr+c@sWx`Fq0<8ubKC{b5+2Qj&X{@rYpX^cB@AnKrXIHA{^DAre_gkPfsQGbYj
zVyQ*gx<`vrpZz7s{pSqg5##0?Yw;|n;bnfd(@wrNAHPYJxJ%3id*!Dv<H@u>Cd*A`
z!uDjzTdlO4BSC>*158s8!%dzXY3gQ-t~%d2tnDeUc)wZINN%hmZ9hF>H$C0YrRU!=
zPGw}@x!of>+ng7~^O3V$iL8Vl9>^V)csNMUI|1tuq!q8w+p;{$3b=eJ`A%*Ahi|9r
z0_i`#2E@2(8+fmuOz2l~Yz%U@(_KjQK_7fpxjckA_?(R5RQyS>ZRkm1fxSVG)g7(N
z1UU?SQw|la7GcZWKc0g1ktGv0s|jdHs!*!&+xI~jaXEb=5I&||Tpu5v<_Lky1_Ylc
zI<mR(MEQtA*d>O<x}Sc6*H=aZ(KCj~yW1P|+>&a@rS?-b&1a=Ym>kt#@Sj4Y`w=*)
zc>c^+eji|M8v6yoA+NF&`^3iQPxn?;H6#A`Rt^X%Zw@(?<^Fgov#NUpKmDC;wa$kq
zReohSdi^A=`IoXBm8d*zf672XHuW#vtJk4^XOLT*v?n9_%WUx4$K%H^wvgl2a_F;;
zbYnfaWN8^E``Tgzsq$&PQ`ms>!SEwRj54zda^X|{@z1~d9?*e~gyj1)f4hFF!H7M~
zAM~wiC{+?P%w`;1=x*YuQ&h^rJ_+tV9f?ui`d559Su06azihh2SCEG|K0<SJ)YG^q
zND<5I6>J+2tFdl7V33Lqk3joE=ux7ZgO2XWym9{FNUdqn(X^pDpHh`8C6<On)M^oa
z;4;i;s~Bb>FcIU;R<K0|*Y1j`A7=5~E}Ft@XLdb@Z<V{`K1lJ%Ig&hN9^_3Qolee>
zr!g`(lHcv)s)>7g>kN`I5xL17?(C9u#OmHBO8e1*E5ac(+s`98u5Hc)x^|T8ePcyu
z;yL`MZX#)?t9HZWh?DCu7D1oAcQo{ADybdX6p7r_zY<{JxT(c$r+{V~w^=8QS*PO|
zU&#5(w~e!ve{ZOW=ywnk)Za)}s9_6}=N$EpkLg4F$QvAHJw#<zaV#_IUppMRsw+d9
z7FpU&^|DH)&jCX`?5MPDPjoyo6#*VfC+j>ld{6maUuG(%UulO8x)$t#T$Z|KamiqK
zej+YFT2B-+jZvz)O*Wj6p(PxWB0?FXTH9v?t;5~>5pyuZuB!{}=`2;M(#GoeFh9#T
zkqUYpZi?Or-J^@YN+yh%_1|#t)^Jrh@U3j&KHV|d>VSv1<9ZlG97DGq6e>>-3PT+9
z6$12{U4Dl7eM<I>Z>-8#PDaVHt+<rci+SH&%BTpnD|nN;;h<JG;G@Uo(nO4o)-Vs!
zX{?-=7#{Ux*N65(TqKc81-PlkN^06E`yV=!jg<`vUn4uc6LXWCCz9Kpzb0z!BD!rG
zF^c(H8n~MmcCrJf5??E9_@I_)wL)P#dEU0$h!Ev|_KXsNWJP$R*-nmldWSzR7|d>;
zUmf)|+30AH_|#>P-#pNU`3B3OVHy3i_8sVq>qv6et$?LCvxK)<O?LpFtqOTArSr43
z3lWGgNpU2@o7*{|84j2yyY?c<GFEQ6gu%v4?E>)`KcMOM+j&o*kZC?ecrNjF-lp;o
zL|xX}g~tBI+?ci2aw+K<IV=&;L|Rke+K1<x!!c`}N7Fd-Rgk*(8mmb@a^4H(cyRCd
zmeY3bmWDhf-LsdczjOYMxjWRTD;8|gw5zZv`=nLtZ&H+3`cO#IYRLv$mxp~+Bjohz
zDq=U?&iUK423w-M=*`Jq*=Wi-FC{&+q6J~gUm_$J_&wqeajB9f!$B=P5FeyXj?{Ii
zIAHk94LN%T**}B$9WMAKX4S4f)3{ITkBdS^+QXc`#ys?ps_U1kTi4+{G<th`6uqvv
zGI_zi0DFXflr^K)osE$aozN{&YYOE-uRqc9{knrAcxkBC6k%hi<7hb4$3R#YRz4g<
zY_#l&L(n>i5_><<((N41<2*$BHK{QWa%$idE<QCZ^J_qMt*bQ|WDh6UZ|4vLf=|nE
z5GA6Z)xx|o`V`ERHET^oI6__R@XZ|4^;X=pVAovf^QN(<O_hxIcHxqBx#e2pwl|;O
zE7}r0i|{X3@*@{3_6=*-WQlC@^OlKXu)!#!1^V2sfbY&Wnrcy9{h%<rWkV6xnq0<f
zY0gL^NNWJk<=uuhG_Pn{61~m5@13YVLo)x7GoIB&+%TSOlONMyqi9p8lS0m-()mJi
z)6m=AFUaWnHP<~S2UIYtTfw7?jpk<%H$$CEHNUZ53g{sZ`HL)?eTeZ6pIhmpv94F&
z3!a1;QrEGC-N_2~5Mo-QKV8Z0a=AwL7MVJ-e6PnYk=5N$V|@B3xAG8;>TmCP@H}b2
z!DT|6^~<4N8Vrm;Nk`Kp9<St1seW-dgDAyHZ)!bTlSS!@AQvmJk>mW=_;dI^VsMFm
zm$H+>+xWX*szYD&MHtg5E%B6y?y<p^tQXb%$~iU-&HEA}o4&l03RplN1P+JWvF77;
z&EUQRVz@iNH(-%I%(7!HvCj%Lj1ZZc$|0pmkTp!BonJ`8RhPJsW4CtL4`Ug>a`nw!
zSUuY-{~g?1o<ZI|MoSDQ6k5`p4Y?H|%s%S<a79Cc@}jK)Bdu2I&Bj>9Z^Ic^i*Ga_
z^7VX}V?JAIsnjY`3t?M9MKwq*_a?lB!y&YS<_qX=zWUI5GNCYSgPw~aeDhL>3!^-q
zYs;QhJmX_vz&>grt2Hfv<N9t)^>78bSfX^#EYe^3qn;Vm6R~x19l6MXQX6zokf`yw
zE64$FK(F~AC?zZthEwV=4R^yzRy4^8$Ucfnq6(uXa+tO=J*ZF}&RC1#VYVPv^pK{c
zim5qVa#I^rK{>cSd_e?bdx3>h6P6VQ_d}Lq+l;pKL)27UM@JHiJo6nVhty2p1x$om
zzovj4_>59>4VYIIP_s00bbg;ct>ajN<$sXjU%#$)2FcYpzzQY5Yja2KYl5Xq^uW@R
zpnH*xh_xUAyVR2Kf#Qr5^w~gR1m1B_gN_;8J~xqE6W`&CMGqUCS5(>D_;!w#4y_ib
z^xL=$Fb(i+loQWiz&(QITB7tke>*d?t=NK*pgl?C4C*LmPl8&gl@G}AsktLx_%J_*
zT3o2E(d|f=49Dn#t_2j84EL{`4448fefld-ID9=)2D1J0j$NM|mar95T>OO(dM6lr
ziX3pTgdL7<qde$&jCg7hYlaPIP`YANb^o>_)vlKH1r8@T%7K?1aE}PkE(I?&K(Rpz
zDiPItaHS`z;BAAc4l{|UeIHR78edhk<JC(^0=0`lNYjI=1++9oSka)8AqmckLD(hY
z(;(8wHDWY{r#T$kg2Fe&VOgOgY%gLw9V~{y*5vb8RW2e>pvASRlZy=J@V%O$&{G6k
z)OJ{3e@fx<k}O6$nILOMO!jR>2ds|^VL`&Qso9hs;%^U#Ng|wDo_1BQ52)n0T2WX0
zt<6+kA4@?lJwid|lCHYCz^Q4}Ay&|mw))A!8Km@oEQsFMibbQ$Et<^XuuPJyXe`7W
z4#)VTk|otKz?LxxPytq=QF^mh2y0+iay9Ud0ellO%Maq;#Nf+Id<|@X!8fPi=Y9R!
zVrU``l#xN;sV5~h!mxmvfi5T~4>j>7ywx6;1N!D*3f@|v-$Md^wlu3TWg{#+C}4d|
z;33iZ)wwYz!9DQAm_jxSYXYzf17&6w=n)uGTo>0yYT++nwQEp2a0`_6_;x+eD`#1(
z9Tui))d$5N8>F3}n{)+X7rspak-)gvXT1q;t_OL!E9lPzK4<v}T8l(}RV?lJhQyQI
zY`-c-s3Rz*Ww3Wz!YUoXIaz{Pf?)<EjO?)%9#^<Shv)p^Bth9YIe;-{+OJ`w_*YwH
zN!f^5HF<2StC}3>;L0<nvxEL=;2Go_&v83+lXiZ6^Ix;aL{b0MPu%a=d|Xb6=zaY8
z>3~?^1qMom8#FJpqp(_{SO1v-mdRL`18RS`t8O1trZAiz3(FNE5#d(@7f_VCJtdig
zmIYQ4)Vn&&cSck4fiCNE5F{_KlIj3k_<Ehd3K3h$3|=#ys~e3<7NuvX;sfb8!986*
zQ4HV*Ex0QZuYb_Iqlrzz<+NWdv%}tngSS0En*>(C9#~=~kg`K*T85BdRr?&!VgYyn
zSv>#(QtLl&a)1~Y!HK}Sa11#>$1n<+41feGDNs!#>_Bavjet}pW`%-xH0rP)>h_R!
z;HwZgrY_G8l-j6dP~Jy@iu@@`w+{wJ0s}(u?ZwNWyFmcA@5)9H6lMB#9{oq3_8fms
z|EI%Xqu7u2BM;kcJN=E5c|}9sTxwzIxD1j;-NSU9m+5g|)`t2#+$|j=j;7OKA41O{
z7fa2a+zQu7R1>-r&^4u8B6^eIf#EJ_`h0*fM4dsrOoYXdKN+86mUdVc!)_}rBV0)H
z^d66lqIPpSR2fUH?p9A_|0xKbh531o{k@yO>ENd9ppVj+7#TGY+wF#i?rl`gdv8%y
zpt=|y=<nv7{?0wY$!(Nk#74zM+agrF^KTnOR?tNfq`!oY5_GL94RL@h$sQy@iyb+H
z$8C>y`jiyayr+=!q0+M1<1Zd)FX!zA3#5aZzt7J;QXQ$hk&KkOYAJ|gV5Lw@v{?DD
z4Jw><%3ne$%mF-gd4Bd!GkU^R;gVTL*L?;bU-?@1X`R)bKUJ(lE?Jh$!%f*<-&|=h
zJ-4p4!1-_L@EOFuj5QLrK$*q>wm^7)UbQ&<#nXT_e6~ro$VeY9u^R9V>S8J-bG*&=
zb1QONYCtrH(Y8x6G!;#)>Ble|put(%AJMPBiCPxeE6QMg$(oiuiq&5yNPXO$9qB2@
zA+D$<mfV<C_a~orlR~*tV=sS!xIeJh5(SFYth%lI@MSFO*@gaJ7J+qx-mgz)H9&Wx
z^x1U4v0KIjd@@;<aQVhk-d=&i&ofA)5al}7BW-2ilNS3rS|#23%9>Yp9Lab+AJCox
z06?)!?U;A8^n78J<T@6JOSm>AA@Hv^VodPSJZ1omow9wlJHQ>T(jff-<i_|7P1R>L
zG{{zTkI<eDvLqf)yx)LBBsON1`3}F#cGcdE15jJl;B=LI>I2Y$`snvTDC0=$4B{J6
zCAK%PtWiN@=O&*pimIiVtDAL`1h-V{$@V{)`}WF)zjQgoUhk2|F89uJcny2cL^S%z
z$r2_0^nAA$%<^s2M1kMJrBkU6x5dEvY4wJ`tE8U`*u&TDF~<}~n(Lg=+JeD-3%}wM
z``vr}Pc|(#Y5OC@{XQtmEkA1?IP6jQvdO1x7u?(bvQK|gY#9mk^lhv3DY!s;=PP3)
z>_k1seufsD>>LBj`7xim4|u=Qm^#5wmG3$D_L0fUaVRMt{QQ(gIwywzaGkRC>Yr6j
zlHAMRwU-?qJjoK<#43$2?6td2x!LTuv%8rc%|$$5pY88|xi0QEpmw~X^o8Mgn<LH2
z`;{LyQZs2)qe8X6-~R_l5fteY*2Osv?1hMWBN`0M6zzANf3o)e#G}1)S@W?qn=P2O
zsVBRt#T!wFTN^ycdHlST<KQP;X`FU%m7zBx58)kkG}L|ZLs&+2^U0yociO#(MblGj
zTHG~Vc6q}ERS$=gY7WB#^z(YLO^%)lWA|-n?kw5w;YC#sdvMQC<9qhDL;uzY)O#hc
zPsvEALSudCP>RDbf|ay*T2aFW%*07{XLU&-PA4;dIOx}Ojx$#P&&U}*SQ$x{HE_T@
z|EOF$`pJ<j=fPHSg#^*$@avH()_k92_3hn=o!pc1ian^WlxDBLJJ}eT++Yv2KV-|C
zpu6C|ZLai1RPyf^9tj!=xWZ1Sxo{wQa{{*m{p65RPNy+oenSFfD<p9SnOIWFh(k<%
zKH2Okc%JDq8si;l)Bk#YK(`fYFE24Lfm><V#xb}AhMvaVSf|w9jr8Iq((5w5zvU@#
zr}c04dRX`;+=GMFRqbVfC;A(sA9p)g;|FH7cWVSfnhFWscR1n%Qa?>)$C2jx*FT>W
z&yk_gr*e3eNVFF$mM(h`EX0)%x_Ppt`Iv>n>kF5}a*2E|pNk9Ga9kwV9J~Phtd6@}
z?Q*9uDbD9Hlxfh-Z#XSdDE@OQ=;e**G<f~!{91VO)@S1cPSvyrT??4}r69n6VvLIR
za{{jNq0)$*+G^rMt(BjX7ug9etM1`5_3g$h{@yaI$7|2OK?ff&HpS+z_dR5RDF-J$
zSL3j~#ldM~vOcF@ZufZig0^?lq2t_(&sADTf!h0<=G-I-3c5Q>Q6){vyc%11>w_n+
z)3(xmA01&$E%$<1<!Cp3z6OM-D6Mc9YKpv;wWZQOGJ5L9-W`Xf6-F*y84x;|_A#o8
zdf^?-9l}JCl3(Q9HY6)_k%{rz<H~{e9kw*(TE%&xGIUClzFk;(Av;wbi&Sx*3pooB
zJ~iwaIlS5;eZ9?=8w!uE(!TA&nd<#LRk1l80^Y<xdTWwANP3eOluE|~%jjP(awN1B
z1u)Kht=y?kE{FR4l%m~r&zrD5gJ@Awrk06pajtfE8n&B1WPDToS;KTIGFN9b(p<fO
z`?Fms%SPC~(Eh2>N!e2#iKUJS`dhc#qLRw@>S=w<5MxF&)8C^;7J0!+?+=m0a@>cG
z!d^uf$ICZwjD3$+?u<D_oV*7!MYcb?PvjX@ci;K$8R?rQH$;<$5h|?CkFwoyzeZQ_
zh^t1OOs^{H^-&wUa!XWjOpm#)qLW4s-G$EisfZ_5yXr>O1dLgh2S<98f~mf&qw2#3
z4fAp1uHif#x{rGhE0<!96b<Gty$|UbVG@aE9G?0y@1(xFyu_i`5m8JzmLy`!<7T$O
z6u2W^Chz;<R$^sBZ3wbt!i)#C7m8KBE@^U?1+GncJIG?u<D%?dA6j}S&f?`flOl2{
zrC3VSdR#bK*!NMFM`(p(vvPvgkUr%AUqNj+hELB4N);)OeI27Gshq^uR`%Y%NPy+J
zGrBqdjaM&{QFCM?$d2i73;E^Ay{8f{Fn=WDu4ppSghTx#O=gCJi)F5`eD)L}qQ;&<
zt{xW(#CN#4MQfHccSv_I9{u$$jE~~0{6@4+DTvT1oTSm*&RrUFF*OMxuD_Hd{6j00
zKr%9KG<mRQ#IbS0ap56%v+rK|cRyO6_KQtCd|foMi_M*@?J7@pp&a*VK6eYc)-EfI
zEZL4tYinzyJcxbQKixRb5rMmvpeMaW=Vn05^QdmFVDcBWr=;9?H@*7$>uAYs=x4?2
zlgLZl4^l6+5>(Q7$>!!ZcPzXQrh&W`&)9TD>ptX$^<`&Yii-B;2)k7mCbop6<JZj-
zaO#QqDc+~67+XW5u>8E&SO4n!`7yhq39hH&L(NXO>NdLafLi#ecL^>3m)L|64!``!
zfSq=<oK4QP=!*l*mznftR}V&YNk;i}8{}*5@^-b~$Pm|}7f!L?J%e;+$7Ix-o<V{o
zH0csaUUkUt6@8sYJ$2@-cc1!tl*<$O{GdP~C18t%rJB{r$Sy(tr_xPSK=Q?=?>7X~
zQ(}_i<%RAv)MyoZH}i1xR3+$7N-lOuj^Q-;a-7Oclx}lu+S*mPGihDO+%;a}5vuF@
z$vCexM)($sFd@;gyw<F)r*fD)82uyG$@ircS=`lm&z0+iG)a`>tz4>1m*NIwTYUvS
zs#pJR{cO>;T<>^VW!o|1!tl-w@#cg3rHr@S8C6yV*%J0<IehmyePDCRf!0x6$Ij-7
z!ux+|zi1*Z8d>GkvQ-lu7k(`J7^Tq_n!6aqq9`}2&K>l^#czDYJOlH$?Cq}Khaf+#
zIMD?GA?L^X$7G17z)4`Nw$e(u!C{lfuQtPJzVKJ4Eje#p_<jn3GymOCfb!bp4pk>q
z(c0R)!truqb$>v{Tpa91#BRw{<@^dPf=ZQ2HS7?1tPz|(H8e4a%b6OM=h)boR}N<X
z^0MNplXGeu(I~TnYYVCCX;1V+oUWZyQ)NoO@?ws6{(6-_WjfL(jUaNNNR({0UD=_1
zt@r->kN2W5O5&*pc9|mOyJhkfp`NArt1ex?{(eBy5mTj7<PY-(RS#Y`h%J?DSiN2}
z>D$M2QB|t<QCFTr>a+Elzd4OBkCb#PG>aQ<Jh7Nrs^Y(*pcM%xdA0RM8p-}8MJlXs
zG(^@)$?P$sa$oqQVVL%YfPT4do<5upNz?JuBbB2g?*0@xan$-99p>k;)lQ}%_Qrho
z`n6JbmZzn-$1(ND;5|v{mc~2vo2bn`0aJ&hZYEQ4bm;}&izdS{>slW+IG<uy-HWu@
z^t)Z1ffwp`F(_;ee6-QHpR4~UzS~(|%U0xLWC0JWD5fx9FDY3xkv7)ldH#_e8Rug~
zuXZ<seSX{4ZXcUaev4%f+I_U{%+5GV80z{b!TuE2?VarJH}Cc?^=&dyXdW7d4Y3|P
zh%g_i|GiL6kn^;phh>9tT;@5AI5H12WZCnRwKL!=67}cjHQC%>?kWY71KK;Bfsbeu
zk$GWA70O*+3qN|@M>Rq3SjlSQ_?VU-(g<d+MBI-{o*?gVvK4kt-R6%ee7S}l`gPIK
z;Ohnbz4sbB1?t&(p?+;2IPR2cEcTh5cGf=iqNmh0PW=5H*LgQ-`FCM`2Nto(vkrO9
zr?dXL2BKkMR9ODFb=UD?WA@|da!pFEpG@9FzojT0u4+xgY?T6hEeH6EGB`7*m!5FA
zZ9r^R%;nUAKkjB#M@_WL#fd)amgaC0H(tsv;xlY)6Y{)dLEk-q8cye9rHXhIuFU*3
zqlF>b;t^I}(}wj`TTYZoshcU{h+H5=w<@Ja{lUp>zhWUfw<3j+S$}0)bZ;Tq5f2?l
zvaG!84u7eJD-N-?LRS|QZY|u3+3xqwn^Gli;tQ(?xrJfNW{Kh0v@5tpYxjWZz3Nfj
zHe&PIA=b3=sFUaO``8z9QF@L%MpmY#wM-qZ`V(9(mzX-OU00CHS2r9ml|?^!daK)L
zRa!E&<)Z^m2jJJ8V=YFOuP<;crOO_#bfBty?KnhfZp$M0;%38AC%VMPLzL4DUA>aF
zL~ytIB?Bu@5w5iH9d9OE1`A8-UvA7sC<kA+h}te3e66QyY%SXo`bQ6ABpdd=Bs9_s
z5gQnp;QK}SDs&-TvNK6QPm`#`*giEgN@Y3M)R6AWxUUnb?@z=*d)M8t5vM83Cr8)1
zbCcq3$6r$*Br%9zv`OUO*}3-kMfx}U4|QaU5blhtuoO+VZ_2(u=gXVszh;XOcCb&(
z#56o4wQycFUH4{WWvknP?xZ6^gH4v}-_gkkb~I`08EfwthG$93o?xPp_D0_5GM)m?
z<LQ$7-aTZS<YZH+6>ww6CW1lsZ3|=d$mlOIRK)`)>zy2Nio7Gc$LkU`9%P))No*0n
zNQuOhliudGc`*toKwy&|a*{=+!kij;DjQ_eUT2WImETXi?yfx%<l?lDObp-|^Py-G
zUgf+~*R?#6jod9$zmYz+iB#{O`zw|bd{t1CF7UGLM(c34WaP9Yp<qF*6O(hlAB777
zEw|}{{p6M3U9`jix3X|=n(@pNZm#IZBoO|vv8+&t4&D0be5<BxzDMw5xyDtOtmR}M
zyJP|42To19`AmP<mk%_yaOhgzcf;XUi^434cdou#?ELe1{%>B=TL`^38SD03g>ACL
z7>5`8ivUg!F6T(^xi>Eb#ggVN?saeDjx-cxW|NDFZ-#ZI&&3T(^E@OWdWWcc*<*Tz
z>ThSVtIR;K0Auk1$7f|pF`mUk!{f1*$K9NNQb%g*w4c7Hnd+R?UgB5!vsVa*%VVXH
zGeqbYN8Sdvzm;bv%IdW?6|>w<N%!sj0aA2xL1hSxd34$Ct90KP<gEzZfZ?3fi}$j*
zG6Kb+v{tf+^!pQM5O&|n+^3<-pE;jnhNk*&FWx`2HCE{OkWIg|>J3R(W=1)?_TL(4
zoT%ANnSG&9(l}#y`oksj@lz+-GF(3^jz?jCaevP|X8ke=Q<UkUV-dS!w|r1!)ag3Q
z=GbxhTlOqD(J{K?6?vQA=05uJv^zlrr|mjL1r;_&@?Ja5bavOOB>n4c;D@Mud(;)J
z&J!#4MQZLz<cD{OzPZvR_b>&L)Vow<M=iyr8NM2aRhFg79bwmhb{NNQ$Elt{oX#L&
z2&UuKB#p;ohhMvgrD*)TIp$Gkkb8H^xfTLfqa9*xMQu@>JVDVvJ1o+2enSR)DlU%9
znUQ=s#<hf43gwODnZI`v3K8scr7@|y?tJr<4ZFaDbZJq!+HT~i{L-P+c<-jH=#nH-
zESC2M{cuD1GHc8TW9Qu+Xw3k7Gq?5y&gkz+?-fJH{Ct4YgIu62x}UFZ^I+ZTNpL-F
z35JM*i!Fg;KE{QDUj;H6#ItIJ%gK@=KaoYM>?wSCa|8PAvWBy7Ik&V-_Op_}ehJx<
z_#wCWs@opHAF3Q%X#)>Ninqh$dfeg}CxdtkB_E@r0y{ryRE(%@Ws8|qy|1_#-HEQP
z7oPsLm#ebVKhYKP%Ztw>O!T;2*4WGtyJ=RE5>eiM26;wN`e)_f^TcgmPKx~8`1}N+
zwSFhB=#}*a?6SUhXwv5j7|%+0T!hp{ONAnCx;vO`pzFA(B3hA_L$NB6W0T<4T@EUm
zPY-nb+*fa|55`ZsCRF{Qu9T2RvaLQSi!vqJ<}Oiw^JwaO54Pu4lur+nS@|zj#uB*S
zEc11bJC7JoFX~Gr5AI_mbWetCMss+M1>-VQ@9f;?{UfN}Pvz3%+~t)`{PZ}}D6nnl
z)!rL5#)Ubl<rOoNnu({DmC~nHuc3jGV!fS%^HrubWk*J0+!Dnog1S5cGClER(fELe
z36Gzd2njplv>Yc{6XN-Jea&$C(8)eXO?@(x#mVkd=Pe(rx$;VF_b*R4mILm+S&Eb(
zY1w97E^&W1lVZoxzQ7{cN)UDM^>NM>_;vN?xjDPTm4m9bykUVFsWT_utH!e*>k~|5
z9=hMR&603g`Dhw5z%(;F?RB?RSJT*RLFusyMbN?tnO5=>GOgD{Lajo`fU=t2%G9h4
zbDaY3=S&|l>U+XRcW*jfQL0_RT35%}AfhKap~1E-FQgOhE?3=oLgqjdXp4I7W0el|
zbzA%$pLL(g`lTJggp1zulS0v#c1ZVkp9?YNW1pcO0T=E`YIm}g$(DNk$dwRVT=myT
zI;9)bpIt}3(`_~To;s^ZT=?5{qy~4%%j0ATV-Dly3m+Sc&U|WJ8Ky?}R+M3~t(KuW
zzGD^_W2Yi-$Gg?lH30oA^m_Ot?91l^maCBG`_~5E&6>MnT!q)(Ip>y5$_PzbT~<^>
zC+H>gTSwWiv%6eb&xZJ!>pj-wA+A!}=Y3d|zkb}Y#pIcIT+OFp(|Nb`PnLegO{zC?
zGi;?EWfRXYtQy_ci`&T3-)6MMWQ#c^ICyl(&1c|lfBL-}y1=ns<Ysl0^7+2?xNLKA
z^oH5xhxAh()6?w!w8E*WuHTNg3~?<#ZvO3jBG^%=>CGi?8s1cJ8XKrSY@N14_UY&*
z8G++m%;JEa=E{I_ut<Mh!B6@Y7Bi9I=9Go&GVdSDcHYIvJonFiV#ne)B)wctbs@jM
z)H*CJfJKvqfH!$1qs<3*q&{J8riuOZ(ZuQY-%bv#<tL6$)*UAvzOptmztMB`F>;3B
z7Jd30W}CnIt92rzxT}rmH8f(m{q~UxDu&V8$67qbj6v>hkwZCUT+I*eja$<rY#O6>
z=?aR@S0%Z-os8&6Wv&_SQy9K5pUkgzcwV6A=gK{QlI$}{NZRJ>H%5oU%#42>=S?tn
z(Rwi+>fBj!%?rIQBj`}rqfTJEU~EzI%The`u8u29L=(m9DRkb&D?2O4MQX<^1=pIs
zSp4~-rZQodXN&$}>}}@4>|D7yF!~4Upk(c$cBL|)@gnUrj}thKOJE~vweL>4e34bw
z;t!f@4{kCYBbTzxOuT5FITZUReM5?(Z*FDfMKLMZa)7^o3KNLLy|;aILQopOqJ2ly
zhWE8dPl#2I7kk`w#wVgBXwx;Bj>!<}(4)b({4~z$PA}ALs=Av7I6<9{+Kp4@>UbK8
zosRAodivCHcNkG|^UjNFEPhHK9SU2*RYFKP{}MzYxx>x2DYHc;4lJn!L!DHaI+t}N
zCNJL5O8>z3<VH?$c|-jpCnut)zMJ)mO_AO38cn0WM7B`}Mh$Upy>DLShITYs8UOu~
z!s#w`Avk4Iu4cZ^Ax+Y7RO9=-`0qW5gxF(=i0jmnM`U+`k|Iql=nShRhr%e(^uafc
z^`d2tNevAV#Y0(L&)W2B-%HQDEGNuxeCzNynx*S)h&o3-g-gT70i515$s&UG_7}e;
zyw^1mLMa1s7E^vXTvqM3Wsi@H-rpJHjw>6<t`r&VfXE(`*f73hyf>R7d&<ah>~Q-w
zWx*Yu$UB`MW}WH%t_*19k(*vo53NsB;nha+#XkQkaZy?D(P8^!pmVhQfKlip)bY={
z!60$bqxjfQUU3o2eK&S*<1R#MU!k%h_ar)TMe-|>1m61i3ih<&HAI$g(0P5pJbBOL
zVS{6t1vCozh*5RYPl-f@>x=9y`cM@zKHJXa>bLHrt<;^mhO4iY_meMs)^3-xGMje`
zR`m{D)Kl-;C;L+x|E2g*9M27Ft(_>7_?-c^hl%Q=6E@79j+}R0nUMhp0cb`kk8b+k
zz7*qmN}jdRSm~)Hu}Y?yBax3SLd0>`sXMD(`;5Mp8lTK;HGY;4Hu4y2iwR9P3KvqW
zTsKxDiM}cyK(5@MDecp1CN5R~?kEuvABd6EmAXV&Y&>we!{3o`;N6l#Rq&7C^lYim
zpFQ~F`9m{cg`!WbOl0yceo60f+)pvQnX(agRI8M<V%VN*Azy4B_N9NtsPcvrLHX#;
zQsqjK<hF)x-l~Uvcme~%B|2r!he<BJ+1H?VEPf6w>-Y}w<}E=iWMo$Z>g&c8l&Mr2
zimsADD)U5ceb=fd+mkbQTwl_E;T!9cH)@{7@v^Gnf)vt9nw#>0EJjp7;!=c)EB04u
zRT$G-w<<4ltKjU(Y`fW!67T4VsaEI3lncaTKPt75oh3@QkBYpQHEKcyom^O$jxpa+
zMLTkEDfzNf>(0lZH|ebLx5&6YzDT4+xa-AaU~O9$tM4-tsa%Js>6_{;(PGn_fA%RV
z#T@U+r$2C4u%f~yptZHBRUeOkt%?f`NY=f(9r)SzSX8l=?%wRk#EPUh*MwwQzZUz4
z)ScDiqL|yC&E6VEkVMGZg!<C4=&^Gxa>tAWB!5n-&@&33V04>Xyx3y<lNQ?Twrcbw
zY0+B!dOWXhT(d4;uLHTTeils}%MS~Qv>46ko$n1Xoj64L9$$`Ijq&P3A&cN}1|He1
zgv>LDf3p81kvof-s*T5e$5Zq7k3HBtpH&`#zmD?KeX#XKCo)9Ab+}H1QtzR59iLfT
zj%`!(g6r3+uyqevb!J}oJ)i1#!b&<y?DXrkt{0gO-3sGf^xgd)C+y0^s5iY7V(i&k
z|2~zrd`I<?XS50#nmL2*M|T9*0)*iBZth#-huY+ZbvU*U20ce^`cdRO*F5fxeN|kG
zzR9Ndn)kB&vo%I>;@_m=CxWi-9?|y<;ybVPV`#tUISbvq@nBQ_lJ-PZN#J<4XuFt*
zZJN{_ImPJXf+bj2XW3FE6@6hHeSGE)lb+w<&ZF^$u)Rmx?DH9;qi9T#^M&t99yL9T
z59nx0#<h|)i$&ILh3SV$9?>5dEq*c|i0|W#{6KtDL&bafPmzpCSf0}At1*&m5}aKe
zmRjx~+pE^NP4%{$S30O4GKUF8&V-mv2uJlKWFht0O=6o>l=8wcdmhZU8ZKBGCZ(o(
zG&ko$w4ux3wF-@oQ49M0yTm+seUa&O64sH%*`DId80nu_k$2I~0saicMxVz12y(^m
zK-0^EWRHJksZ#eI9S561mtXcPx8yb6ZtALb<W9Y)&DOfLexpDD*BW*C407N6L!z!a
zw~v39I(X^$xN`NWCNt&<_t-~|w*uRR@!w1wh+S`2^w5e8G7sNj-&jwc6Dsn`zV`i!
zO<;Hu;){Bv^+LUDf#{>f1p9C#r8L3!%F8|`Y78N}s&N+a*LuC4ED6Fv1Rc6NYi0B(
z_&#S$cvS)Jw)fW(-sG$nlL%quD%mg3Nf<?OZoiXXd-M)4^k`bEHgTxx2DZ{Kntt|v
z!b6k7+jQ);giF^R+I?kWM9QmE<^pm4DU|#M9qkc)?UL2&3m)>$Bh?r<GOV3PYgw=I
z#ewj6<`qd2CJ)Y|qgzASZA0G9D}VX~T;3~@xV{H0;wc|`9SJ#j6G=n%EIl{xO<TFy
zCb`1U!px<>sDm$!zClGiW(e(DF*e<cdSn#6wF9}5#>!>$7YVmo_&Q<3_bOIWzsb$I
zW9}Y3jW@UkBk=1f7T%NSTxd*fS81{iyvDvGy6S-lpKkGhKPf~CY7m<RBslcnY5cnt
zp(P~WWNo^WG*lcaXk|CqWSjQ6!#<O_e98IFs!-UsE{%F3lakFHh|8Yzf{!<MzIRmQ
zRhupa7Y8pJGpJ)S3EwNFdrd@Naq&qjcd0*xuIy1dE0*08Ltd5a{8|qWPL2O7p<$;t
zd_#0t&8tn1i_0UYc0L?La2^XzQ3!nXWrwnP8o@80E4nUhTGvajUcC`;B5334lYOdq
zTe1A=JLTIWjK+74JpeMa%A~>?%w<dInos#j{LE#GMGfm@5}wx9M0Msz`k7nS+_gzD
zJA-WE&LGV5x7#k)T1p_<Uhestr%5@!wY^;syUgPxEU7<1#v?aSJsHB&oz@{&Dz32`
zG`+R%dO)$r_bo35VgVzne^I$FRbY)0`mt#>$@%Ei&GpTAicfXLuD0R(MfzE%c2lZg
z#Z`vW%WpOh_Fv7+vyd2l{9;od^<#02(aOJ-h>j3}J|3!kH@(=*U3u&BWQN@#{f;v8
z6yFQ&2fNNZY{mOO0=ElBI%IUI9;}ruWb!V2lXuShUP(zg;Lb>8sbor*A)R4g5?J_|
zaXy47<7;)8gB=<tS?WhW9kb^+=y9OGKPur>W3cSr3-7#7Sf{*pbh-BES;UV1=|_(7
zdRG$g2lIJ$uf8@8CuLM54Sk*~8u?qDLsvViNw!U=r+=mQSQ;mJDRs8*-sgw5FW-zR
zof;bH?=p6^PpyGJtmDzBd@-h&+UNN#@VH}cN$+XA^4Cnqy9$InNq-duW9_=bl}4of
z#{HAy?gcmhU93~S?W+G>MKQKpxhlb#^3j5ySMrnH;x^XXoQm(iFn@25rF`Nu<6-Iy
zXfM~|fE(q|&2+7|*Mw{udv}Up&F;Fp(0ldEd^-bDml{7<J9E=qJMb|M7~Hv7cO>k!
zni_NBkYYB)BSBiFVfca^712AiKF8j3^Qy&<c1g|an!U2uib4*(ul7BRmfrwxaRgsi
zuHQFw7I;!<!-3<*n2gLnZ=E^pHtTV+iwcUeV^d$eplsvx{MGVyNuvA1_&~{SVpuk(
zHjHs^LeAK|Cg9!U>I~TnyiVUBtQ;k7r!0e&jE@HInyTyxE+8sc!}C~Uur27k!EyEH
zI+PjE+l8+dKbnC5_#JQdXm9nVl0wM1(G6CA*hER?m57d-oj0Z;cHY7wi1H`>&5KWj
zRl0xD&YDR~{wiyWU{AAZPVnqz^}Z`P@OBqxUn$@HNSNc&(wmdJ+U&F&1OmTYjo<$H
zxV;7A?9iv65`O!9E4k-s7-%6p6^VP#UN=#M^*H(#M?H}6n$&=PCZM^gAeKS3K(esr
zPki1(r+A!Aqcy2kqsMbS*vCI<XOPrCoeOHUPDb>C&r{AIB^JjIy`3^O8m}d;lV0oK
zRZ4YN`ofp=1fF@@)GozCM$5V8dx=KHeOK-Ub|ziV-qF0qXxaNwZ-QQio~RZL?Mq(}
zUJ61!gvS(bHMI|(LEcLS=+=DQ-0qNb!`M;TM%(zsE<6@c)=J#(U$oK?{~j1k$uO{D
z4%hlB`5rD1;Fyefb?0qDYVGuvi+J;lk&Mz6UFlzJH7>$kM1=mVsmlV~m7QVfLLTW}
zHeN1Q1lz3AljaJiyb38l$KJ1r*dXZ5od1*OeIc(@u{t&DcEf9?WlBk56inEgNwM+6
zEtcnonvEXu_NCPw&1ILAA@Tu6?&EV`MQ5UAFDr{G23e&qEagwMiM)-9H?kUQn$ReD
zazT9}3a<TjLg3Z0!mqX!PYJn>@!n$S@;l=BsftHCn>5;79KXXZ1qnFSyR>~%JdKgw
zPhQlVCl*`QjnIo8J9vSSkbkwGJFAm2@OD(GDyuKnk#r{9$+p2)Li~hmQ9IMC->>HT
zN_@Q2#KdRW$;;{@1BNlCS67l#i-*;jW;;|}<UEcKP43tz7}Go7APtnc@p3ki1MPfV
zBwLR$t?kJElEUEm%^Sm87wO2Q@+h)(lIRv`l~;z#>9wXct~1CLQ?dNj&$fR)ZQQzG
zBT1VWq1E#-#iZITa<Vu|ncYet*#K3B)Lb8FV~C;`@@8it4oh7A8nKUbhb;DO+p=fo
zok7e$e0a0E`kGnx@luLHN0>jELd=2DO5Rj^!@5jGYbaa#J^s?cn}550Z78@u8!kME
zU;C-4ALGms0{?6I%d<SAN~Om#^PoCnpJo=j<fePUK`s>Iz<xU_`Vy{V?!!Xzy6B^0
zYi={{VU5(hjhBWQUtgkyY$;NH*{PjmzOK6dJ*-p7h#)ZHc}LzQ2joSyFQs&lCY2z9
zeY;X^j@NTF*C%vJB=dQ*2%(4WC9;N(oa42(y_Fu^s<u|`R3UTdcOU*~VZZgLAA_r}
ziX&PL;CK-*-^`(tEHJu^9bZf_tgaQzJ2kzZ@`ujn*A)5k#UCr*97$bw6Kbr^AS!b6
ze+$F%_O0?kkcq!6xfk``k05!-=#AuJ5_N8#VtbAY-)?$lxaymz!%-RY$jb-l0U9SI
zTTy~zNo>@y<ZO97bH2LL8u>9SrRC7EQpwh*Cu&qkSvf!Vz>^vM%g$n2F+4fJ@39@t
z{w4KZeajNLY18WDuQJ~AG;6JwyZL=B-<ELAyb*e1D^#eqWxLS(!S$y@s_(^-M>}sc
z`94OQ@kV(R&epidhbv-aar8Zlo<xO~C+Ujy3)R271rnHr-Y=ZW&b@!){=;s{+gkhc
zYlY?zF?orI%sz})#+r%T`dW!lT)4-D7Yc&&;j+6W+G3<PO2%+~=>=B`SOb|z^z+QS
zM}us72Tx*C%KMt<9Mu`QuP~L0*QEo_(9cwsRu=55{iF0&PVG%Yoc;bIoyqi*L$}hG
zroUhO)P<TPM~%x>kFa`o2+@epYBk#wbkX>3CUno0N?Ctt7km_VZ00*CH1Qb$Ve9X>
z!9PFt><5Y7^hI~>*3UK7ssRzPsT}4NPi9_klr+_B*<FA8JM&85U@ALY!(TLVi#176
z#%3q4?~;o|`Ton2t43iq#=MK+^V2m7#;LwCqdEiiHz}Zwtjo#<80+76*30f+x|HhF
z#IcHWo+;6CiYBdjlZMqUJS7eH5_u%5F7@nTejQVW^~OP?O}nE^=-Md!c2UBB#pAiU
zn%~mzXqF_$3zwNBLyZRal}$rmEhIO`h2QX=U)<E~5!Mo2T=C`9!nL9Fxrv%3$_8dl
zlM}G+$c=@kPgAlfS+gp8A#_7O_JzafnKUh{H%}HqW{8FQ#aAp=_aE;q8HbIJ{x*#3
z97VC~wPH%M%vZmb<sGU=JaN<Pj&?J)o<_?VeQSh`@?vEwG~Pd{4^{X8JN<QBM`z4I
z<sd}(VK*YdI^QT<|1DEj5rZ$)x0|+|*8dj(sX$i0ihzK8$ybB)&$T;4u-7+pE^TL5
zxSBaG@1&iTu*lMpk?F^;O1^Y$M&*N~>;`hGGTSrQ9M#Py!jr^b`&Q60@vuc8>+k7W
za9LXE@yQy^e**)(UvjtTDSJrAOAC@ushUQwVQMYkR+a{g{H3Gif$Ve84%n=#rn!;)
ztDC8=Q-;WF4E;Nr>ZLZ92@KQ6GZrAbvCiR4mfK763#cKD!m4Ncgpb#)3cWt4UdpBS
zF!a+D1=*!$$`$gYk8mfk=Zau^iD8AWB?1LvxQzz<4tjbXmFN*g;bU(ac?+Gmc4avS
z-m)gJ(nPYdkWfZS_Q}cr0P9q`w3{{dbrR6$e%*By+?SBtmA5bQ#jpp*rZ8w<5bEzJ
z4JyK;JozK~3WIIwX<2O=RVsYFi^x8vsOY+Or>pBrV<I{<sz@?|0LMSltM@NcJJnB9
zV&_`84%;VHiwb<kfCh8l2Ne_RH=32s-#uV~GSPz`FmcGp9M*jBYL^%CMFeJeEq5vC
z2OWQvZP;s(u9;~C#*3&sLZw4T835$x(x*hP6l+a$KYw9m*RH0shfX)KGLf~*M~$Pl
zIOenMwU~6da~ytjhi*$Y#qXY+p44AKsA^h?n@-WMBT}Jo@f`jpnmjYBx)R!1iH~=6
zAI#H=T()G*``Q)%0JN_gQj+ZIfj8t7Vp(?o0Cxwdt54z^$cK>y;F);lIDiB3?^9`h
z9=L;4xBk+PWu||6QPGdL0Q1ds@@W1VFgDLIK2x*z3_0!8Ru!tooRoQ6Dw=IwvzI!(
z<dNm|2}VaCC<e6j-A_-DZMVCUN7y$RixOMYgTSmK;k{x)KXrlYy?@50vha=a&$?LV
zR2^O{6a4E}PWsrNX=7nxmK%{Jw9+7R^A9kQ_$dTc#MN$K0VI(#^cX*otaR}9tg<(k
zBgUB_Ooh20fT<ft)gj1xr6)ghLm~eF*+pjP+_==z<fiI*FU*q>aS`ht`~p2Gl6jC@
z#P%9;Ln(63A&{{EbOe*uuIQ7S6rMYaNp59k81muV0Qbq_j}YHUex6O1oc77M66H3r
z!01Ivgt@tFQ<}BNVZOS1){^2ME+Pgw!w<r)U0zy<q;)d9$h(4*w0m>(u54*njWjOT
zuz;+tRirs1JdTxf#uj&)=DjW6opWxMuNokY<_LHk<W`ECxtpGZvFq^850RFUSZ_PN
z=<m;Znf2w6n31N)9R@l4O>(xr6x9|+BI?aS>xsuT((1ZO&u?xl76g?sy}Z@ujB(9q
z>BpdynRX8ls0kI+3>g0ab%FgeR-0I`mfhl&W{nR<924|4&E05vn6!mqjxFGpm5cIE
zVN+V@x9SMFwlW^sU_km-PKv$FIqZw#NK(>hm6?QvvRLvLw<faZwrSZG+{UOlBuU<)
zmqgT~W*B*5+kgSUKb=xKKCFzZ6{P7NaN9eIr5h0Ca_eYUbAcjU+a9<+cQvamy~|l8
zmF3mG(lDh6+;Lp<Sn8JBOg6Jex0X2TTXxH<+}Yyx$tH9;jbz6|*XU|x%(|4URc!+p
zR=Twe-4)ydO+9=qJD>Ho-1Pn6Ijg$OoEO&6#U7ScWgvO1u6FwN=~(yAb75^7pR&f$
zJ_AG>IQIk!YEyeLH50AUbnDGN-Ie5qNcv-@4`G_U9J4c(S)${pjAZ`+I`eCdcTl=3
z8p;4ul2vh^dS;&`>>8T2qe}8J;gxyLYdKPKcQjQJJ-@=G&Z!}Hc0NJmjDHf*T*t#b
zPU`E$H<p(YIWbx>Wn<9qLH;yTj9gWjGL_xV9jvuLyM>gYPpK7Nd1kefWaw0mcH|N(
zt?=!>sjF(D+WN-g#@rz$Q5y^%z~;B^J{?$GyGqxW1)HuwG?n^;X!C1(@p4L}FC!;k
zpBSq$Pb_&6>BdZV4Vvsv!<%g}X1b2@M)`haW&Z%{)<y1+H1tP;-g~5PzUj)ZJOhtf
zcIqWGa}sMp2?v>I3ZL&DLG;a8iulf<*1?KDDty8?uTnk}@a4>HD`{u~u?KRT<a!TE
zbh>YcbX#a*YdChzAdVP<?q_4!f6o-1k{#X8Ff+q%8F`>}$3@+o{Wz;}wT!VW(MH7>
zaD2mx^vQfHqg<l>qfEDE85sbIjvom4e%IxW(GYb3T;LA%Hol|gvpmXW4l;-_{?RnW
zja9caP61w#kaPKp^yA@86V42=${AQT1c!rBw}Uixk)$Ggu_TW$Vw#Bg(dOb?WQQ$d
zdd-o^ag2Ud8fsoljAOK#1#kBGKc#ie9*qOCCAHYva08X%wXL;<7KpJ~TA1S-2b@ND
zA4-=Q?_qPtxx+5Fu@910jQ7ju^dh7>yIqruD|?I&;!W84@m<Zvr)Kd4lSZ?X)Om_O
zn5b@2+HWFFGWy?5+N4PtK-oNFIOC>hQFqum*K>syF48Qq=r)VoI1HeEm38B5WjpO*
zjNlSHvT>30tvji;ZO<EO>m)-e3IG*{(>zsB*YT?l?RHSZ2j&<*ty_x{nM3<_3tk;#
z$Ec4K<nbMw<(FZ{Uz0RXYL^iRu60Ft)Z{5;z%^ZT?KUideyR^$rD^*h_K6yh>**lE
zMnLsct0P(~jH?d*oK_E)rNf+RWPKm}D_$=ZSlhsn8>?psyFqc2ieAJ$sdY8Gck4SZ
zvs0$J)2`z&T!^QS`?7LBBUzI8qf3w-&1Tv3hN`}~q(}(z;{O1E!&2xm`($a)r0BP3
zGYBd=EOL||mT^`80O1_b@`fvSMpMD_j~}f%((l7>6m2B)M&uIX$bLOBTQFMbcQM+@
zZzlAaSi9|I5##I6TFOzJO(Q7CWwx0VdrHjySZ&2i{qE!+V_2<ga5ZCYm+@Rgg|dPG
zqptuEIssev7S_loRSPPjjine5Gd+OKGS^SESpba|7iHb^@Id!DsrHhIe5sU1lXRCb
zymG{24Ve*_^aqng+!~adBZ*-#>=_ctpPw9%G19e+5r-qqjN{WM`qHdX1;Gq|;3lWr
zG5a+4W)wPY<VeTPP2^!fQGjvl^{bY#$Re38<1Hs1Q>23=<DB*bHK3NUG==g`eL<<d
z#R=@=(*}o#VeC>l+r2*HdKjjTbu064ZJ74p8c6h+Bf5@5a9$T+ZXuTp8`O*e&TFI=
zsH_+l80=U70If+aoD!d$ew5ZFrY~ffg4Q#@%_W!;fW)n|m=TQe$M;S<imh#-F?Vad
zHffhC=)QOy<K_j2Y}ZQ_gfOx4!!CN^YEu+yFwG(Q=7)-s*gb?!V&_1*k{OmOI7gVk
z7LetY2RH{kLGRwC{>-_GI4$5p;4w2X<m0dmIsGeoNFrs%`B&Xr6x6kaU1SDUb>}R4
z)cs~d_Ay2rz8&*#6bR7TZsZ*K*!16@T50fwxO~YWL<Hk4xRKjAu8Hm8no~3H+<7}#
z<MO0yJ4gHI&HnMD>k{rB$|eln9@1^2!zhsLIo~hd{4-US%Sm}8W?>MJE?`!|anpg`
zx98F9WxzJdKsgyT6KJ+WlV=tv_V247vPKk8SPSKXCP>m;g4^&o8Ry%I?d&`;V|S-P
zG>s^C8=GXD6Y4musPwHp8!^BXbRaEjMSF7uOB`|qMHp4U=}p%cvK)LJZ^>Kxu*6|W
zDt3(Ljy<X+@O{J+dDi;f%u;&!N&Xch>X*t!CRNGlv=dgwp?0>3D7m+ko~w>W<Y{x=
zY!+)ni}7ZMd!yPzJL=NhdC%qTF)HJX_WD;EV?J)}%uaKLIp)1LU5Z_P+88Hs62&K&
z8a}6jJN;{ve+$NBkp`vnM~%z3Bxk2e>ZMi<Sju$W%s8j=B{HlLZ^jAvfj^O}@arm*
zB#oz9yQ2mhi*@|#p_jv&LMn!}xfwv))^53~(s+AAM3I_JN-%?SaIJw=^@?vndnsDw
znEZcsvk4bZw+uh&qa4<(9})mn7j}_{V}Z5$*F7DFgfI*0cZ;`z9ySF2LZF#EEorJm
z@vO5+11zY_vK*&l(;aAaBKAV$Yje;b@ll@M-f!%w_S_HMbj$rIAH-^xK4WQD&ihI-
zM4|Tc+yh*F=Z;{S8&npCNgyH9<;K<n85LSD9m{0%Noi;UOmiS`P8-ykR+NJ2Y<gT8
z-L>7s7OJu&w-)|-hFon^>+fD(;Uv^9V}##KV|Md)@Dr2o^yJoh_@;R;ZLX#W3^16N
z%T^g)--xNK{8la5rZS+GR>OmCLX|yp>UveiO+ATlQd^L-D;C%!DmvxPbB=rZgH^uK
z0U>^TAL8VIDdOWogH;zPe=BT4CRK^bZY)j?M@$h@{{U(Db}cUA&I|tlGazgPl2nY5
zjyiK!D(_^496H^|+LubvG>vK-YwL!%w~`?)cN~&)#~k2bbMIG4@S@9abEHd)sAX2c
zm53P5cs=`896lrP#4}k=w{f(QTP#I_liLTV`kedJ5crG3P)j2%$RWlytYml3Q{J$g
z<o8C=qLRJL8^Dfy;VWEujN6?#87Djs{=a(Y^bJBy4&pXQuEf&duJi#JK*kE^och*u
zn)im|(Bgr2?@7xpQ1CeHK9wc6ihMsE$C_igmN1AEliXytdX*-lYY*A0?sXdU_Ff@2
z^IasX6j7B$M%u)l{{YIcCDU}&jUX^8vZz?cn}Scj<NWHR{v)uG!6AwnKGMuGOZ=g8
z&|vyg#;Ip>d1#t#n>5Qh;LQ0MBy}S^R3|jH2N<?!H`{cnOg3+K92j4nWgCaDRVM?S
z3SYP03CH|QZcGXazTt*-Cy+SfjMt@^HIP1S8p-~bIR0r-J;tCu{{V(j@%_or{{S#5
z)a9|BhdjD@yVfjaxf2+!U{yzVQbt#fG25<dM(^R}h2w{k`txujo&KFGMCz9b<-DF6
zz1+Mm#)*oL`|71WBN4XQbe&c*JuSBn{B)YD-*GdB*7OY<MY~IPSCe{qnQ2&a^vzkc
z@dlmcI*T}-NP>m=Mle17ab04zkFQ;yHo|t96RpLo$H$;7F<yCew&{Cu<tS7xzyZe@
z=~9)!*%t3Lh;ALkkfOnnvMAeTG449nY?n4>=2?<9RAGS_nTFrTtwix#xeQPi2P2vy
zks2~s4h}1L=w{W)zqPD<v}K4Rsay^0LjlyDXp>a5xVYT#LaQUM$$}7L9Q}ILIp&RV
zg;DraHunL1#cu8C?N%*~Xtg*zrHlJM%&Hs=#@YPyQLuZ$ZS2H$Z*V-Up=@){b5vgK
zK~uPqRF1iB*Ntr$S7aG1&$NCYol9C=YDZsb;OpBNBJ(d5zG3qh7*X^Fwk~uHJ+k*Y
zyb8pFg#Z9YPW8q3g7Qg{%-B7IQG_6}&*ta(V!3<C??NW)%Vq@Q5vb4eHJhi*u2Pn#
zeS2}?{Wf=5wHv%4!6<;K`cm0z{uz!^6x>}qt}!G^MswTJxW<+niH*8NzEl9=*f4Ki
zD%^JS$!60<YcoWd21ubh20HVPTFp~dHF9m8r2Zk$nlQiFvicH=s(%`%7P)6?URa^N
zblN~ZVBDUVBC+&c6Hvbia5TG_6Fb8=!oE9mT^e|H`toTA(-H+vs73+LraqMxvjZ-}
zUejT<yu?zpDyVJH6C9hzT#$WhM@;cuozgN*X>}a2eAsNrtPfls{{TwpEIctSv&SqZ
z(5B($CzH>(=Cr2Ml`Z_Xc%w`Vo}Ec2`HIpqvL&1h`pwkt&;6BT(KDUCWvR&?{L{>u
z{?%yoD|LVakhbi<jyG3n7l*_W$vWN~mEdIjqwzf|8=Wgw`$Mg!rHI&;2_oc<2N@@&
zQ;|HUD`z;5O1P6yvX&X+-1&_#zSyhUjn<oOW*Q+ht+5XZ2mtgaBigk;v9<X_V&>P8
zhW*(6MO3-)zP~K3C)zEFunNIb?*Y(b&`_k_>`fd+?cS*)CC!Dii*=J}9#}iQdR3_P
zYqh>BJ-?M|#kQG2Vm-0PHPy@EjbrSwq%0NHPIk7?PI~@TXZ{i0O5;!aJ>tMfU{*-S
z&5RzkeBNPWk^bLOQYjk&zEujO{sNnQt=rqk3|4pR7-FMif?W1EJwBDx*mzdv-%z!Z
zRaq7pS@#~xf(LHA(={z3>Q56}+(gks3{4o5bBr>m894nv3ViHVM<E`$d2GgbtY;v|
z0R-#}z4L*e#;mrxtZFxsT|uYa#R7DUOw51*l1@cwYw+qKOCf7_ZX;B0IegX6E>1f7
zRY7@n6|Ll%R^7U&lymtSnMz#{)Fa%@9yRd_UE&)>@|Wdc(C!)f)vJFO_=;P&zS(G^
z1>7VMTLF{XB<7zMsIjO?QbbJPHVMzYJl(*|N7}A^wvaPf%DdZ?xYAw8wGC$G?#2eS
ziIU(-3kHRF03UArS3MJJ^WQ}!?UeTrB>rPYs;jwu0UfKMTkBAsUL<De^K~@OJ~dyv
zBR^tW6`I6NbT8P%%GF@iroA)ix^vn<0_=$3;EuWVt(_-PlHMWq{VErf<oST7B=q3)
zsJ!c~iZB%CBQj!`7V*v>?BRWO7NgtAtwY%&wZ^HgG}0JuZ7tEW@~S2WwsBP!O>NR>
z<-CefD&szB80R?v3eh&C^STxv?p1|13d%PrEyfB8e%;t!#SuXcqP9{CIGQ=I0GVej
zI`fc4Xj|UuNg5^WZ7iU2!#O{tIDMfMf1}7q?4SO+qPo<Q+{+A1cf@fZEsTD(o2xk$
z?Ba@g)|05}cP%^z>~IAD#JkV@2=msnAHuigBMB_bMhlY{0Q*-^mr^mrf?xOv{{ZXN
zq`8IH2IgdM?zJ_DnpO{G9nMjFDKgunrblal=gdchV6U<Dtvx5hT3X$SbsszI><cte
z<Yec7aoVlRsBDx)6T2Ty4H4>dyRw`Byq0l_e%_#aIGw+T?X-Axe>Y2q$!RT)^ihQ$
zGXAtx4+dSEjap?aq<IAK{_@dV(wmfS%%+ldMJtaMX%Sp`R~mijY-fMjn1NA$!e8N)
zC0yJ>eGE=2%=)j2W0eB<ehFjSmv1-?r}L;^TGm|yKZOj0{{VHt<LX6K;!2BRH;Viy
z%dz!Mfd2psvjO=UY1X_gJ|mA+fb)<GjAz%Ht#hr#60_g<GUa0(WGIAxN~krj4ZYc0
zuMQYv36(8sGCvT1&T3^=3qh)KX6*X4mA;=P*w)KJqdQ||B>PlWmTRb^-Ct@@J<RA7
z0O0ux)CD=<^d$RNIbkP+ZVc1vHq9JvN+q}1-^+{+{0>jOX*QYQDWP6gBs_z;(xofv
zDN5QMWHMhoWBo1$VZr%FKb1o@mHd%3Ydk|Mu(GctX1QUYcrAAM8nZ>8?%y!}boB79
zj2nHoiLRHPF?y~2YPBZ!I>q~XDvv5A002H?pXEoLcn3Cv@OtNe;TE{bHr^}0Ur*jE
zQ`^IyA{aLQDwhMZ!W%V8><qsYrR}xIxl3%B&kK>p2d#4rajZP6BHD!mv2o3G9wO5G
zM{f<dz1Cy71)FIQ?8g;__Diy)NqL<2>0MA-YGEd>P4?|vt`f=>J<Ch~0M?|2O;x5}
zv@9za>$SP6ve-L-4y04)`2MuT(~)}WZh!5dKh~|JM>UOEV;2$mcNmd#oHG&ph^*_K
zI>HzlW{Uv^NDjyP(-zj*Tbt%)^xP_DTXY}0aL?FhwMv0r(d=h8_Dp#F$YJgYp(N9r
znCw-E{{UnBYeR9*+#i)GXB`xNRb*VKB)0>NHAf@(1wHP3tAh+WX>pIfr~=f|8-mN_
zmG|9B1;*ZSp8I-d@~2?C9UQJ#K0s6Hij+wEPs-WH099vOf-tfLKIWqG?)e7pA^iUU
zogBIcF!6VO#|voSgVd4!HP`4uchId~;3~)qZUY$m#~-FEl8z(%R~zxk`KsJfO$tJ$
zM_3t250Fn@!@Y81>E0S0SZVvmYz%vH8YT71=AxeF-Z+bIje_z*;<*!d56z3Kj=q2j
z(9;%6xMrH!q>*F7v5|%WJvjU;&h}5K-0CBvLRtlt6MpfLfO)8zW{pcrYdV3{_WpHp
z-cpt^G?70G$xtz$&Z_Ef=IN8hsNu-rS#VF%x+8^)IptlgiZW|9gnX8>KWvfz0N18l
z>v6lX8#&MefxsV^HH%?9%MeSAHUS}H^W3?Q=rBcf+GdM<WrkP#98o4XjdwBj=O3L!
z=vmsvk*u1%%Fn6@`dZ7M_RT<b$u|Z2GW5wi{{W?S60E|};*Kd^a!w>FFfxCYSeD8&
zG*Y5QBLJ6DqjB`5>=1iXi(P1}T*mBZO=P&wkWaoU?}*{Ol^Po>IT;y&46zZld*s$7
zzLBa4W49?QF*pRN0H3L(@Xv9osFLf%k7!hwFc{<R`qUD5lI^ZUP*|5>H#j|1cH*|;
z@a5)qUf#t7naU)ASRe2-!KGT*EX_2LTwXAc`Pk(0IQmsn!>Mj5)=?=#tlZ0;w#+ay
z!t|_*j~Go2;a7}#XnD_C>-6so*~<wr+^m8{%XuyX0BWWG0D?3N3t4V&o<)y1Ei}I<
zW78+C3WQVCJ*C!%J7?oIyGJGxti7^19@Q%No>^qu9BH`vxD~T+@c#fxjzJ^au!N?6
zbt8lA&T4=7SH2s#lW1$iZ%;J;09vnO5caRB&uSX(qXZ$ONaN?R$*lVi6WtqvmpEYE
z2sPLL0K&Ysn3cWMrZJ!bEvz$-dJn^0Di=u>_UCe)%h9PSYTFIexsLjrgqYSqGC9he
z8q8}we^R=V9Uj@Dv?QUCR4V7W&3CspS9=%>i3lE+0RFX0NdD2184}Z0iVQysHMm{J
zxdSyWEp!u-XA(RW;+u3ncA&9D#2mEzXZ&jHz8BUmqJ?MIEmlMr%1n74`0rkc<$bjy
zx7DSvol){|cISiGpL(f%Yol9C0MOcA!QxSlJ$b8#dl3Ch-80D3w3|z5@8)UYh(^X6
zkClk-0q<IIL349+BwO#33-_d0*+<jmsI=tMX1qHzDIft086?I49-j5k+dzqjj%je+
znaRaVrjxrvQ+Bd2Zglpw-1A8sxyCnIBOLVS7_6J^776a!a&-vZkyNd+1&o2ykH)&!
z(yilXm`O5{a(20@>2W2k%#hzn8bnwu5(08b=nweS#iS<L#Y^EWF}6RKs(kKC4?7G8
zZ1x=U#b!z2dl;pYH@b{SPsohqlkJ_g=z7J%!dBill3SO<Mu&tWIL_{sb{#!pi1~y{
zagewJC(^A|XonPVmVN|@?BTq{%;_Nq$ukg2_vemtRW&~gXsvnnTWv~PJFVdiWO<n<
z9DLte?6qxj^G30W*2xGzDMo%&`<@0X%(X3fFLgO?of<i0V%bLMdUdTK%_3fixW5b*
z?IfN(XLe>N`{N0m93F?-tiQrLcMQW&g^9-}kLy(6@omMt3X#Nw58`DV{{R{fi|?Is
z5kMRqARRarPBOTZk*jI&$4k@5p8D$9k~L!@E_2g^*ZNgW1Hn2Dpz88SBxIb((!zyu
zpaK^MfHU6}PS04MS=J(k;hA1%3P|gMaC=vE7lPuq3?S5QA`RDSulQDTn~sdNcd-3J
z-$m1*oEsQrj&?HMGeo4gW<Pl2oDz7hU3?d%PpQvyCX*||&U~~-5y!K!0CQXNco`&M
z&8bYsq1*xE(zGu0n`=!y?kAFWFh|lkO7Z9gN3>S3+*{R{S3V!nWOth9!-J3pQTBiU
z0CelpnG5MwN~>+*t2GIXIUhDha&gz*m;MrqOJ`vM-e)Ipdw@oIbmp?PFBjd%X*8C%
zEgK-u?>5Lkm0V)p=!YvCZQ}P~wg{z#fyP==f1O>@b&X?IlI;+@LfJQlbw4>hze?r2
zA9**4FR#+>X;h-CVE|5h@rvp7TL-n%Wt}w(;$vP1oO$Rle>$g6pp^8vTI0o<in17G
zNeSw^PxPm0+UB8u1?-c%+Q}KrK*Ysc+plw6HmRvkX)0UV!7k}nA){tvf!KO_=iZBJ
zpAm&gW74%ZK%2IdC0pj<j!&&ONiD>t_dNnRyh7;gH$vkW+?Wgx91PSAp=%P(84}7@
z9FX`wp%|=PH^v&hrP{8i9?s=<f>a)aVD+xAO+%|d(p&1+iN_~s3!gx7%}*~brSn{h
zFABB&x&G6)5lkN{_JTBAegdjrcoH><md&SE+mQ0erw8d<OQPxvEN%U-aUv<pM#{Kh
z=x}Pby<@4&cWJSeDx3)cD$Sp-9A>8W*b2|#FAfMLc~*7``1vF`;B+6(sNeWMMIajk
zah6T{S=*30_3y~14-fdxDBVT%mL0OiLl*ohc&z+WZDzL@GFz!d0INtdx18jjI^gHp
zo!GQ{obvc)&QQwMmy$4Gg;q>*M@s1Q4~Kd^h2Nhpog257K}nZ-f_|j))3r9!#2TBl
z@tZemhWVl1peuC77?2O)R#(KjyGT&!S7C|Ug9`u;)YVE%6jCPEJRzsa3pJ*Jrso`n
zfig$s*0~$M25E9alK%i=819&z`wqoXo(LYb-5(V)M9(&ps3QgFASaqgyl18|6FgT?
z?ZExy2mFeN$&I9W<&T2&t6P&a_cxKg0p*nB_s$1TYV-(Vir2v*A(JRuh9ezcIpVp!
zV)8v-Ums;SNkXc#jiWg0U0dmQOW`>5^f9#R27YWQ=RI*&*pUhGC6O$TEXu3EWbf}<
zHoA;0W@nD|B|xNr<O5tk{35#6;yj4(IVa8-`co6bde0l|8b04Muk<w>sH?NDJ}8Bf
zIX23n^Rx)b4fxhA?z0x88VE(SA;<dX+?e`euIoBn@#*%kTR`s6!ba$qKQZf6G`|RW
z)<v(3_T_j)P&1Ez@a;yMF*}*oH+Py%)Q<(^54dLl<z)KjrFE8GE7RmGE?hw&=aZ57
zipU-ivXBkBo5pZXBtS7xzk}gaW?fn*RT(%yc>E0sL@v?QpAhK_&)Z@A>IuA4rK@5)
zg_GsU+s-+zHMFfI6sf;+BM=dS<a!Z-@7}t59|@(C-MY=aZX@#4Z3Abx^`|Js1=)H(
z5b1Itf3z-Gaw#P7CYT2^=eI*yY2lkoC|PBcmMMT_a4>y9s9!<1WLHVDst)b4DbKw^
zQ61T|o*~l@{I)!IBCvIMG@V-RSrj31rT3--94~)fMNe+JY;d9ww+g2$e6oKIC^G0i
zVF_;#UYnIq<5gs~7pdpMGrO4A@}*?*)Uj0u)C%n<Zx6T1mc%jsAgA)hWM1jIEbK9<
z+{6d)h(-_RTPm@&h;V%lS>|@gEXV3<yXsd0<ivmy2OC$lZQSWPdZ{+rh0Cz$9smdP
zt}&BRZCdb0A&xkX)!+@sr77~XR4$Dfb!(&}AOc7PkA9Ujm$C!%INW;Xxf$-YR=-0e
zC7A$F6-iU?(z@>s=~|AiZ)Khd43I!1i4k~_i(?r+)su>`s+nrq@t5V_l79?SrPWd)
zmXXIi?KrG$THju?vX)77tC%CnD=(CI_9S+!Q?IPf9n}%hR00PF0Ar4o3Yuee5<6wp
zV3H!~=3xH-eDZ1-_0t=G8O}f2HOOiD#8;Y}M&UO`q-7U^dF@>_j++hSjXSJD5bPBt
zVjM0`Ip7o8o1~DHOPez5Pa5K9U`JIvewB?K{+;KuGT^z-85uP(v{5OOdX&cz4uk9O
zNhppk7{;rPK3}^~qL#(;HeHucSfei%0LR@2Ca6QG`R+*G$2cK)toW`iuCAtscy){u
z^5kTC=e1o(j8?ntEu?ile6%O^#XBXSl!;jE4B1?qb?5oi?W)RR8}^kPVMZ$sZ?wBH
z`#r`xpDDQgDo8FLVOB;B&;lvApt<QE4Q@=@?Z9YuH`!S3&uz&?Q}|sZ&*F=%`}Tc}
zuvtz%`gg?@q!xx#+|+F+#wdVA;#+9|AIEGt{HTW0#}@0i?b=-GybaM1YdSp>!fv^>
z@f5N1+W!FjYVE&=;&sKRi?2Y>@Z2L(yL%C-EcaeEf;KN>rp*`xvk6H2aa?89roXC6
zhwM^JE*!kRTLoghi1j14(z?AvM%JwDWVlZh&onANXr47Yy|bEz4KKvX(7vCj+QLE&
zqFA>KV4b{l13hag!<pF960o+OD%LHn<FwQ~IdgS%qXpA$To2+S*Vd(%#Wr&x7rqp|
z0Cf*+tx(UW_|7Z1?_c{O;&cT!08s5cs#MkdXrmw4)-&^rq~K)!Cbf!dLS&QFs@ms-
zXTscQGDbi>Y;ljus2jhA(qK(yu^jMBawqkz!>{<NGCtAZ;_7?FaIIBk@jcmfH+}=u
zGQGrM#y=|6B7F?TviM_iz>CF+zuCBPQzwVK6Cn+4;v1OHZI{2|DtUZO;pYeKei6Tn
zcQ0ZwQGaT93PKFpSCDq+=d~b@%8QESO>aljtZm^o`t<im%t2Wv^EUC+dRI3+hLt3W
z^55XEqYBv8@B9t+NaWK>#@q1fsN;{ux%bulHaIc7o`=iN^EJ^2c$iOe>e*?e3{K1s
zOd6RiwEn7$PpK!G$^PEammXDw?T(m?e~ml-5?BU&tt#Z7_i_CzM2y=s{L2eTN^B_D
z&PXRejTb+>v@K?;CSmeB42<`xaBDMMNUAh>&>!PvI3J}uQ+cMe@?8uT@&o2f4m`2!
zPrnqbA{2*L-TT|PK=cb&6=qcZ<;NbqE1O$A9^JP|t;k5@{b@hQRI*%XzFAh(Cvoh|
zf29c(V{YWfBs+fGB4N(p^+n#?{{XDlP#)nzipoat(I*LUCI>kO{AufP;h1)9(r10#
zf@A*x>(j7U(-Ub+9vfC>^&tNM^{LSvCPg^ZBsdv4muVuZ+v-|Cd`F^ODC|Tzt%%=F
zk`l>pI=DDhlTUw`b~zm>H(*h@PTt!`d`%lWmhRG$e=OIe_)|r(yYSVe%GjfcH;~Vq
z{o+5RauyIlG<mo&TM^M(2Op_g*wVa1uj#saTU*cJ_K687B)KTS6Pyr770*{yWN%6~
zmZxmGC8TSSr$z`L-KdrbS9*w04D<`_ST=qw@pap>TWGpv;Zc_RJ@PgO=Ud4m9G60_
z+_LBHk~trpd05%XFwpF$8;p1%8vuzgP8egiwQ&aic5S|EkCYLE*Ql=XzzRK2AEkN2
z3>c61SCi^Ft#aAQQGCqD5UkaUe`%D1``J1F0BF-q)S&0hlRxj8u3n;fFe}pBz|^tU
zZmsTHZN!8g#fh$-*Iq6Fkg}gpYtLer_otfKx0`{@LygK(JIL=IMa*+CAMaGFbuhs5
zTl20$3zv-LSc=rQ)Z2k7=iF9K4QyT0HlArDaLps+b_WCUu47u)7TV$BXgtPfpBP{W
z=C`AnBm-+#3*t6U?Z@+j2KzLaDggjz-<;7F(;Krj^bZle&Be5DZEYL*WU&LDoy~P`
za<}&8E30^Biz6uGE0M^rHSo9#b7U4KczlzWBLp7YSD{*M*xNw^J?NU&;Ege<N~?f_
z0Cde}YFgM^DW<u$^AT5~o__<{tP#U~E1lP75$N||$07aRa;uTnojq8j+StyE#Wr@)
zIzgpx4025J`G@EU=qjDph$Fd`*&@1#IpHI?0axk4u3X;|KwCSr?o==JspF8lF6h~L
z95Md@3hZ>_V;*@nch(lHw_aV=qkJQ76dQth$FSnG=J1W2mfl>qm!=N8O!)-*;}wl(
zrlhFy#IDZ~QVvNO`Oi<l3evK_zLMat+RCbqQv;?enpRsHChjCY1JU9lMS-SZz^P_l
zE1>f4(r{62ngB3Vt_eR{%QBSI<K9`AM$XI*Gk|+nKK?1axRGHF0Dbvgyns3DQkOC*
zwzoGg^u1LfnsnAAQ@bl3&;TUxGwID=(=Tp~ll`p6EU~`L>M&1in&vePM&{d27cfiv
z&$URSEu4kP0~LVYBGeahiBNAOunIkSp+T_cvDTj&S;K$!NuySjs~jmK1Pq?FRvG8l
zEpK1#j`q(H@`CMF4cLG6>n?ZGTTIgy<?Y4nn_Zm!{4+LxN_^MWR?%yQ-GTzjkojQX
z9(W#{)hJj_cOiLo*e9CN=DeDFVyNv2;eq?D*Zkt02lnKX1~FZLpEvL4Dmd*}n&kI#
z$!&FI9o&*fZyHEd8|V23<@fcZw{2=BVz6JL$eeFNxd-c7do=nJ&UF`&>l)^jZDr+K
zTB<lNBU}b50PYVbwOWV6u-WO#ZlZ?bLX5%VxNs!>IQ%OMM76nw;%TlSAei>Y=1PEu
z;DSLsjw<Z>oz1|G*6E5S@B)GtsplOkB~85p+98oarptP<OW~ii24FnMu3fS_5DDvw
z>4%3rJsQRT01`MrXWD*k`%j_CtZ9-fOM>=yf=Qyr<y7mm425j+agVKCgla|yl*0g5
zB1ntQ2R^5oiBoY}6&a>T{tD8e)T6(#idZB<7$UGL2szIu@U6SeQY|(mn)YE7ZSsM$
zB(+wv@dcdGkF?xD1la>)NDn^Pte+pVCW!$~Tg}MFJnc2l%H=P3+V+jne#^ynx7SN=
z9GG@p#hoy@@6A6`y<5u*iyt=)G8I-u-Glur%j_?%Y|K|G%C{SN+%t^+6`>ZltWPmW
zZdf}4epL(g=C}3=_cC=ZXkB=2Te~>zB=Yt|8HDiwk`@PrCyeH(TId?gY~ih^h{J%4
zt_v~jaw?DZ&E@LluVs~U>)w&3nDS<jlm6M}x)YKzYAo*jCvU7n=bc%l+*AOr+2<#r
z`eL-aLUEwoeHZ@#LKT7F8Cq1-9h{IE2h7>WTHWy*DA1=Hf#nAW{h?W2^DQM~m9$%O
z>e5=<&fuJRyFnkAt*E?1<%4c6ETNBP8BAoa`@9<B?&JdKsqCY#)YVCD7Bxe-09`>R
zjB`~e+?4EgGwK>S4&uti=Pk}6Wdvi}rCqV{Rg^KLO>AOR9C>_>D~u$jGbC68w1cH0
z%g?XVnuiXCoX2?nI9;d8w9lb96-m5Ve<aZ=`Bu>v`P}^2UthwxI0UmoT@|*f7bj^W
z6&qd{Y^1yLXE7k<j4Y$m86y=w&d52A@pa2Wj?#FVPm~S7KmZx7Tb(lI=FCZNdbc6e
zkS=2ktUpTgJ1-R<vmj)|QOS&m4hrWzhc(<Eh@Kxv&?M4r#yEw6Urs9)rO?vx9GYAg
zIkmW+TNw)D%Gv_w7|O84Jv<+M97PVU*8q+dWo@JCH*-~H@!pd>QY^NUI%nnI8DHiq
zwTF%^;hZR!7P-fk?~=blaA~e^yiK*xwIzegj_ptZkKMB_4{|Bf=~}uvrJdLis*qMj
z^EdJ^es1{B=~|k8x2Ng|&u?`b<EoYchv8P>oJ(&Ujnsg8depYZq0S306ULw|<Z1#F
zv>?WN53N4g{6i8Uyh!e2$PW*cHxNnZJvw9auAH){$v>E=;F)eC-hsf$18~7Vg%|D?
zMQ4`Xq1tTOeYW5a%Cq%NI@eIOAS~}F!9dJ-HM_y+b4YMMr5wRyjr%>k7LBLNsNJ)`
za_k9KU!nBLtrH9u`f^*ztz5&n{H-hD`QQxxbng^lv`g%cs-xeME6lY$N<BRlrzTk#
ze5%JhXP&gzyeFeQ3R$7Ivo=!rfJn?q5<Uxa(z0~jM^Li0dt1X}a2@g|^Ar_dOacCL
zT=Wt}b8eHxf{rpXRy6gEwOciG42EUM#&SB<sH9EqEQ-r=f;r$)W>U|*V`lDa)1%d_
zZs3>fw<#}_puW?cqx_2J#<AgRh;3ziFpGC^ZK4eZ32<?OI|`mv@V&mNE|}{SS7Hye
zJZh{zchAgEPR5gW8b#+8m+_G*u;-O_!K!Ivq3M(EjHEJ3yGd5h8K?!Hg(uTv)P&KC
zDL7e-%&LDARduTk4^GprrGahU;t2P&Zy{o!^dx72%_S9k17z~)nj%~+%ikE^di0wB
zp4kGD>eEQMkRR<NiSxmUf}H*p!%5;eMWcY0DFcFql{ype>rlUnL~=%<tkOpSrXd8j
zdSbWsEu$wh(B@k!TXnFXRr$}%1da2zzct8f@n1o4Etw8&lLS1DieJ8ZWDehjbN8D3
zclwK6Pjs?fK)kj9*rVE@z40tJs&6jt%)>rj^10`eiX%o>)H#uP66#f!Xy8yHBYA0w
zAAn!!SM0Pqy=4C3Y+^i+&Ae{s)Ymy4xo-^7K@^g!%m&bajDzb>kHkUVbVG7XDobM{
zI6b{;{fcOnRO?^Cz9WYs81&*jcaQ5tdS{Mo<8*{tq-=LENfVP?iSZ1^*=AU7+!oug
z1D~lB{{Zbfqdai^n&6`<lOQB0$nQ(oGf!-3>K2|al?q(P<{-!_vnCFEb*@8FuxqD_
zPq~6SY0Q}p5D(N=sJ*|EIat^@btB7GZ@<l8YV+zZe-TS}Nkn|A4cHktJXOYzDl?Tt
zHrv9Nw%VfG#UyKV56bR-PtT=lh_xv08pbU_B$d8gpxA`^9OI>C+iBh=)D@(T8TKzz
zBYAoHZX-X1QJYQH*+Uykz6MD#w_1FShqa1FRRy&AeDO<tc8PAxV}C8TxcPEeC_Ied
zel=a}udl6<WR6H>XB$^{1%3P1KWAsI#Oljsa7ywwMsfVBqO`u(B2+S4OuqX$$7;%S
zo%Aj>Q(Kexcf-uu;yX$<Ce|RS2_X&!)9O$3uTs76o!Xa{E2~vr(fLdO9)kwBDRpb3
z65TMK&gv#mu@+Vj{?Qev{yWx9vaHdjcK-mZbt|8LO6Hs;dz!{kYePy4310P}mG;EE
zmWUqwdhu1YZv)BV86G_<<i#|2FD(3IdU07$c*^bxBtBKNf&TZ+f^q)<>pz`tXul95
zv6ff3v1T#=GaQ5KO-0{Oy6ASE6Vo+4CKzn*V~fg$*dUQ4&gKMm#T1?!@rAdDbtx@j
zwVEbKOoYBMfI#eh=&ceZoZZa+7m*kZ1_o?@aYZCvAMh>QUSyC%3!bBUDe3HM$REeI
z%-<!2s2=-`HN11EV+n5(H~X0t(D3o-VeMJ!x7rtmAsMi}Xx#P=%rHK+9fq4>b*aH^
zZ>!&=vJ$Jc+ZhYjHRn+Hqfwm!EQ^zjssW1YG*1xe_Ij?HcX4|F^1f%wW0Ej<$Gvkn
zE9i75?wyR@4%HT6ZwHC*)sAEe*kO;xsoeN`#TFz+y7*%wY>Y`5`Iz!L4`a=1f5Lm=
z=G2no`$pSp#!~`8+={rKDbcmN+e>>Z*rlF1eBG+RoB%=oVxv$^7-?hU*b6giT6~HI
za`5Bz6(~MDi|^ZMvoEnLn&`DHLEg?tVz-pY!;VyXdYT5kJ46a-_b=Gt(~rp2B_<}3
z&7E7tw#Q@WFw5K+=j%*w6YB^7x$vFS4*MBf`PRICAiT4;5jKlEGLk_#JxM)<M<0pr
zi#sNg{{TB@4hY8>$3aa-Rwn4;d{g2pNwnD7UkzM9>n|Q;3O8}nHOT(}!by+yS_3Hc
zDhKqhPuJ4x#8AT(-IB)~O}HvZ7boAE$NvC?Vmxzdq<^(OYo?Zw)W&=0aO>hdMp9NC
zD+kb?l<)0t5IMr>=!4v!@viC*4vTp_$SmMT>A1<0in=t5rYrJW@q^br{*|viiBax(
z^|<j}?%@TzOjKlqUE69ypm?(O2a4f$M%+3iTTicg_6-B~H<un`lgA~X^73=pvxcq5
zniAU#iMfVACa`s#>}sha=VtJ={3qwq3;Mf63mS%P7WtRU{>znDz99?x*SdI_(j5tz
zN{KVU13Zv@E00}wP`*@4s049?xRhSME-}aFRT*5D8y;&9gmqh~0JhWTGIayiv~4^o
z;)vw(;!=;CZ8HEzwR&xZ?ww<Dw-5;)Rp2WEI@UdotFvE@c@+_wUH<^Ql|er-Cj-}<
zQ*|utIL7Mc6doAyPQm9&r#y3UO@9XKa^<F-6?=a0n(OsDu`Z$JqPn1R+fTh$`*2a6
zjDCRCrtC$P&O#3hTnUcdN*C-@0@$mu_%b(Q^GPg+(IO+7)9~c4XQ*AvaU9IA_W_In
z*R~CH>wgmfLa+z6+L`uXjw%lci)m6zXm1G&3!=F}BKi}amD;t`5X}ryx}(h7V^iGV
z98|*KZOA7Ti>+x8YL@RjlFqLZv0o}pyn*zuCoqg!NbI3<{5qAEtqg|F;7V<zD%*4N
zupKLcmO>o~{v;mw>yOfp0>O5gb?x1}r<sDX5!a5ttz~L=n_vM$0#F<ty-jI>r^$3h
zd0it#<`qtRrBU~Q{A)8w`!(#R?Xcg;`_Q?7{GoBvuUd7&Llx|Bu9{jFpJ8W>%PME7
z8S7q)b}>n^E3Iv8)JPP*PB0B?S!?^FR`Ny&=o+lw>G~DDukH&>!d;>_fXBzKNc}0+
zdLDx{oO6Ay*4{=0v{FcS3}>fqX>-ImSnF>V+BL|xG0Wy>1CI5pCx|Sp$}Ph*MTZ&g
zI)6&z2B)Mfb4wM3%45%4gOmDJeEuUd{IFQEzIY}^lkn;9PVr%8dX2uhX)7R#VhjDu
zjvMi;EoSNNHBtmVVu+j;Am=`r70GF{YA<sXv#hGA$}g9+R=n5I%X}n~@5ur-<7;3O
z(~;J*l3fZ{>Tmd2*=Dsx3m@)D5sset&3D$hDA^q5xGxMx=lz}3JccOFWI#yg^{(#F
z;y!XRd+}Jzv|2xO{VSZ;<dJl1y^(GkI_}4M=?M7={{UpyHLr<3u`bHK2GPbn>Zxui
zo_dD*X;mY&Ld-w|eo6c*P-wcU0VK9;s0caq6rLE4Vd7mly~{Wf<8IIgLtcfgkh(mB
z+zx)dYpznWvCNhAGqn5oAVLXmE!A_hbC6p-eTb?T6Svx!TgSE|+_xsE38quEATQ{7
zsY7133vNfgKl=4v&L|w)E=MybJLL>iuHe}_dJ)Z2gHE=JRb`S;MnEh_0QLTK;cuw7
z@CEz;{<QDx{XzP$U&McfK3Ji1F)no5dFK)?r84FBvJ}daeX3h~3kYo|c^mBxr#L79
zYDCfQ&l1o2)b{!##^J=cZ>2{n=u&N&a@|PMkFr?H5~6?shj8!T@v2R4b0lvZrfrVF
z*eVst{{SYt>m|E@ZjNRuJ8i4yS1Rg`ke6(LHu`m_ZpGOiSo(AiaMQ>n^INMHJa*$X
zY2DodJ<QG&U~ZI}^xw6!fLg{j1Y~@jYPHqftQPMy`dm8`86`bP9-j2M*m5R$x<-JR
z5IHM?TX8u3X>z5@5%YD)<kxE^v7tLGU)j-xbNj&2?Hhf0s_%Q@MR^3)mgDC6e50N|
zql#)xi<KNz^v@hh(U-_zPR!>SsL8o~u9mkF2H;{cPx7wz-^4y2vA1-vvzHC?f2!Ow
z`ubK>y5-iVdaG?Su2iv6@`P3DNEJ&`9g%}=rs}he@#)tAeOY$Z+s!w`x}}^}iJ#rc
zxmH<+A4-Z(5wgbd`P0aZ*gI65k?B?8@e{#1%@k7aLy*h>$L4CKO$k(Go1Y5mHlzv7
zv^g0H({qYVKTNrT@!gg;MTSAS7%<6F0Q~A3{{R%-UVif7qh<pbXBh+Vtj5=8F_u#r
zuHe5YCz5@@p+#G9^E>P#=vvLJD3NKGL;^|5lh(HM-8S{SEvmKNp6hVZsDv_n<N?kq
zy{5FuZr*f8X&C2!n#r_!U>fV~=Mi{z8Dw|N&ZmhR<<A3>cp2+i&Dhc;o(_v;lQFiA
z2J&K7R86>G2tSXlUhyXyB%L{Q{&g3H<r3IA5{UpmcsA_vd(*s7f8tC>tczJMjIXkB
zXTz6Tp4+ITWJ1R{AaFS6*P6`Ld@p{{N{~Y|lVkT`Kp~ITtWBui+s`W7-ANwa6a&D>
z=BfRz`Oam#d~^3n&2P%gu3*KYUf5g()h#4I$Am4{@~)0cSmA;M2`#%SjmTGb^{AP|
zhvqUC?o0Kh4T(2}&#^faoJY)U=>AgavwrjESbkt~FfuBI>my49V(hv|$K@Ge{(Dt7
zy_FlwU8=J1!A3GE@ai#X?vAh>t0q)r6OwXz_Nbg%S1uZ{l4<hVTbab~4Y8AE)1IY>
z=st$0YbI?)ot>swimE)ooO9TE=AJb&);9iZ@i18onA|gx%z6CkYn?>RIGJuO)SsQ*
z93Pt`_x3%#YoDJ}ZbEmO`Y8eXQ9ryn$4rjAn&EYAUVEGQWD>HF<lujMHQDNV!)m%?
zTko`im~$j$nDhg;(z#XA6k<QNK`f7--W;gUp~$CuiA3qGbx`_zSB(v+FB#yd%9R*C
z{MO!`;tSuhTD)lj+dd;w>OkF$kT7~z3t?+;EFLvwEJJQZCy&S+iqN&ZnQdTz$!?LR
zb|YXMp1hOP^yx{(JqDGI?%&2fb53JO{{VDCHs&jX_|?ll6c<;CL`gT80WT&pG2GXi
z%zz}2MxZpz3+8cvMM?HMtEnBD>?>q30|aLt)h-L6Nwe0IRlV~GHsPZ=+ldsf9rH%1
z;%M}N8M%VvGUp124@`HjG+V3vHV$=FNSCO0AW}=>3yplGx7%%QWQY<5{{Sy&$2^>7
zquJbTo8BYwW8GR@+CgUSvWVMya#y|%JJ*%!T7=WNX-o0KgUJH4B)>2du#{FivK)c$
zQ(P^iQ!=!c^UOB?0IJI_3g<h$dJ57ou@6$Whc#Qs-Jz7Rg|UpUO6;_InLptr(uUM{
z<dI);bF_Llq2jn%HNWiXhmjgKcyLGZttIgV+?LAL`yvm>WZ{Rm6-_%?0<rGnQ?-`w
z$@3y|pD`RAwV!jUSgq93&1DP7KXPPc8<}u2GwIJt@;&;U$CEQ^HvVBug466_j>q1a
zCC0CCcgZu!w<Nawf=49Qe#zT%xsmNc!%V)@E$te@AF=P;APa>U=x{41#yVD;7LBOh
z{h0;D!Xy&Ola^e8j=t5vThHQ~Ke64ylRo47n3v`<1J?uT-j`F<d`EY4BVK72h>ohe
zT@FBAN&1}ndQ*g5^%G`1uxXLS_Hk+qVfSq$oF19$Rqm$K;Y6G4k(Y=CLft?eG4!b9
zoSTiaM6eQejm^;gI@S0*BYUb^xw2-P=H%n$AB}Z$SjojQtk)J$+KZ^IqG={x2Hv^r
zpK5N8c$c=5JdnVP8{=xI#xd9HTFu}+RwyHiIZ{uTpD=B~^aCd}k$4XJ+TLfEQ?a$r
z-V<e4+nz-=P@Y{ZSB_<t1(5*385FWy#S~$rl@&*F)q@R@eOf&y`$8x4B@p?s5>#a4
zBc^M9{{X=EmNP7Nal>_PgDmYbWc~z<RjP`_s4^wKfr%nP?M*s`x{?f-{3^V*7id_?
zXuC&Hq;dMy69jh?e(7CU4t{)R>r?HuDbrRqKHm<|-eyN^4z*ez5MAjSth3tMiQ<(N
zPDvQYrYkmU3!vN1+ztQ^4McY#AAj?u?X?F@Sn89<dW*`YT`X+f&H*PCuWREJd!`o}
zd&drVmyD0XxM-zu&f-DsobysN?jtHr4}NJntX{<(vv`fJW-;4<per*FF|+`A{#COU
zx2Bkt{?i!+M<n2y^X)1|jqavHkhaniPa~%SsCmxr8QbR`qk?HE+i-M~J#rmGPiI*?
z$VeRLaLrrQwS5}y*%jU=d|(FW72~4hu)_h@w-n;Y!yJ$J6=OBd?r8|}s~z34S#6b?
zD{ze249Yz^R^E+q;r%|+>9qr9a>Hl}t&v_;B&d<)iDevMnxqod<Sq*@uxwGvR>!`0
zX7|JQ8q|rV2tL>Lc4qRT3-WGXPjV=(AK?s9uZk}uRxHhC+>@W<N+?RebC=%+wN#M(
zivHSl>>K4Zi#Nj`6hJq<m}Fi{BZFRvsd%L((1q2mqQ7YKn8pFx+i}K4O``b97x4Q>
z;tfU!?u#(a?W8YmpIWF@sVAVNPA8KMK6@DAietE|7QpGyRU7ChDZVszUF=Q=LE61-
zEqpa}!7RK`%72AqD<B@&II6dP4NIs5@LlN_5sax~8YU;V-QuM=MqJGr+AcOs@~b%K
zWd8t<c43U4Q(fP~2;~0&gsv%kvw;Ml@$LTr)~mKY9Mf$tB!ck@NXS|fZF(db9G;wy
z#+G<(JSlwz^@aTAR#TYd+C~mCJ0AX(uQxlgMjX7Gv!;W`FLQkrr2ZY$AZaA>{KiwX
zcFkz&o-Nb-J*oYU@nu#h9I#x13FDt$D=$p=i)v+t&hiNi%)tbax|JvKAl9z6tpMXd
z9KYJz;iI=nj==4?bF>_eJ${+2+ScZaV^DaDO&S_&O*vZ^=_4<`I#OxgAky_&%yt)P
zaB;bUbGN5oPPNU&;~g$Y4W0I$vRjkNZ2@!J<*1*;z7)`zr?S)5+Ii5%ObDt^ah{#&
zEmneh9e?(=nC{Vw+hXY3SQi-w(x;Q`=s=Lfq>PQ&8Ll5p)4UbpDGk~{A-s8ax|zz7
z+0J_NTV5>CH2q;Mq`sQ&FS7;+_V2d=v7G)wo4OJ=Ob|Hxibwl2*0X^1LOzwx=$cKf
zu8Vo3+FxAAlLo}nuxDJ1arCPCCxtJxy-Ev@_(^VVZR2dUyvdFH9^m@((v`sJ8pb2j
zeh0rwVbfyI-flbbT<*JJ;%W7Umq^zjw}I3JhE3lo9Zy0k?Zle=9u$pj=C+$!K%v~Q
z2>$>#%y}M^TxNv!9$XCTAv;u_Mstei7g)lLkOB2>^)`!p;=74%W7jP0W3&)HC5e=h
z*yEx8mBiiLc$8l{*;&BWYTqlnsN6p~+M6P1>9tQ1J(iPoa$-d>#&O@~JPOLu;`<Jp
zWV2g9_c7*UBc@1^$tU^NSBQSqeztm5w#A-L^oh4O%AtCG8LKu4szYZiSJ!b(IX}CR
zN4N2D%@FscaX)of>FqTM<-dY5S8KQg1ssa$n%)=d8lS?v=Sq)KU24g$Z_-G_qcNm7
z2l1~-Q(4w+I~7SLLG~+rU_=EqtRX!Ni~j3kt!9p*vF2sj9R9g<bXXuTAdtBrnF&1w
zXtMdXtr+8cKxf>j&187Mk0Q{2wEX@Rm*LH0P)`!wXu6XtZj4QC`5iDg9=vn-S2iXN
zQMt7%CTn<mKsqIq_KiBqB_+dSAH$4SF{yZAS~BxWB!v`5h|bfVpq%|{w}#>5o@n;+
zv9VG+5Gxm3AuL#k$lmL?j@TR;yd-56d37SHSF$*bH^G|I#wW13NWpW$%eUxyQeSv$
zRne5*-7#kK6KbrP+{E%uE4}da!rw<pSZ)EaimBrJp)QjgiWx_rAM>uhXLBxHE_3Ss
zDb=Fd(VJTk<&41RVIH{Til+vzsaVYRii>b#EfEG1O9S8W?Oo1{$Nmwk#u@6~p0&za
zNuLu>{{UU0{vY;fr+HX*(C2jP8EhxGmhVownY^YjBS3bEGr@0M0C@GObkjV#eeKQS
zu$fs_6)CY-J#sPaUe)jT({>>rGN~Q+4zznsLzM9(i&>s^+jR?VU_$xo0U79O)xU=I
zIWr~ni2@UaB4EY6fUjDX9XLtlO>YTurLbZgkIJF@CW$YW&2MaWjmebh?kTyUa<h-{
zpwx7eGJTGD!+-$`o(6Hx<6U*;xRwydJodK=jKN&_XXN)ao3F<dH&DxNc9%j+BN4i=
zH5=QR?B%wS=3^9#wU>G1P@&9Am5qh*q<5O4+t@TxTf3@d!B+SEYeU2hw?VrgXKMC2
z&o$<dY1Wp~hat`gJji&*zu{S;_?DC_N<Kzp#I23M=L8dq(lo5}CR4gQj|-@MX2J1>
zG9Uc}*Ke<X$R+;(-XG4mPYKA<YnpQzav6#8`2OKJuIpa^0FX<6zO{0G@e$bbeREm9
z(#n`-D;PKmiZhZqC)b+E{{V!?R&#`Tj(h9_`c{UqvRy&qkOHa!!S@vu7O+Kvv48-_
zt!&u`L*cD?n%d-Qw+b0ue605bbI?}7*Yx}yuFd}H*BXxbaKb!pJ9dm<cBh#_MA96P
zI|`k^-nsEB`GIZWJ3UFoBKV4BAhPbqY}R&}WpS%WBDI8<Y@8E-2dS>I*TJ^1CU0eF
z<R8L^YLDt@a$5~Wy-dXMq}JnNTcU>NB-JT=Q99hLspO%_B(iSn>0J%ZiKe1qZB%^?
zb9cTSvw0b#dE#v6<dEa?=|YXrH(_Si@2+Gn(=i93Rx8KhRj>R<dlj#g8I(xM0p3nI
z2Rzjah-cDyl$mW${Infc>s2q?&W74VR@l;j8yt0{<J=SMYQCd!a2*{>glq|08OAzd
zsYtOQ^PB}a&T;EcN!2{<=<KFUf(|=VFQAs{5SEda-GlS68-AvmLTs{^Q;2_eaVSDK
z0kKhAUQFL-CES*gkeu_3delPJ_6rmfFioq@$l3n@r8iC*f0yK&(Id#f?Rhp3-$J~8
zbkuCb*%UE()=}+GnQ|L<%S!1Lx0WswY>$#Qjld7BNhE7&D=G$ls_EwBkLgIRtRqIY
zhs%s%e8()pizW%QRK1tTnGr|;_3xT|cCt-v62}?eHNpi`?rQ5?oRS119S*^on#rY~
zRJ4!G`OL_m_8B9!CZds7cQh>gIM<qyxAQl=NIb(AAv<F}yjIEZ#CEpr6Wz>Iw%|A8
z71}PJX<-msc$F9+Qp2lvKdo~*!TFd9$}gFkIN2BcD`b`$eDNfWBKf(?b?Hy>Nye0e
z)@A-ilfxPQ&YS+bALJ>XD?jlsfqiEm$kuIp<u8QuYs-{fRjtT7*k{|N85JGeNOgC(
zcPqE$#xqazZ8nVE1@|a1{Oh2|g5`*G$EIpgBLGg(jAo&hYfm#jZA@d2kpBQmg|98i
z3l-!$j~_C!{{Tv2vn85PE+aV3IUo$wqGpm+32s@r0F}-%IjT}X&f{&=JCFS|0|W7>
zr?$L#pUaj#yZ9?`0mUW?<6*a&<~W^Za{Ev2gn0#e=Z|WAo~0aD5?h#%`FPzSP7O(G
z2B#V#d2bj~fL2u_Z>1KN_m=*6lT2w9pMLWnUO?+vG>tCJI~(0f>K3qDYb3TMfS5uH
z4*Z&}7u!-PnoFpsaQG3bg4p(_D^Im!k4b0U9wcR$FDKZVEp$aA@5yc)h=^%HE0Q_R
zJq1chvAJkAJ%3oWM{8*%gf|QU+mTpNgFLMyrL(k%_P#>5Vm}_$yLI7G!2bZm>e><)
zE51zddm6)*(Jcp(kG;{dBpKRB9N^WcE`#=+4HVR`)(lTHaxvj#ah4R*s$NGQ4&|5w
zoZ!?3+FO{R5JtsI62<t(1NzjLT7BZ9v~U+vyK(P~b*PjIQ!}q`?(P%!=<*LklUea^
zwbU);5Xx1sT|hi$x;s5S@=IZHEv#__00wEo?jx@N9%|%zRi)g?B+^~0F(K6o;c?3H
zdi&AKVLF#NTdSq}WP(QdRNxGCr<sd3)sGk*bN+oRqZ%!@+5G3Zog^=lln3SY9RC11
zgZnDtdDvUQH1YBCAO~OrspI<4(*-1R^I5#ouK*0^C+Sk!kFuuJVsLVO1!>$`NgTVK
zNF#B<$6#u;sz)j`On@_EJ7dW>Iqg!lD?~oqRhAZ3L55b(C*HQLd{<#?870zLiQuv~
zU<g0w-m&7-))$UPjt1P{DzY%h>G{@y8eV?UZELzUL%v3k=Wy$QI(l<YlH~IiHNO<4
z<aSbN5>IauMo3NNO1DGP+Oc26dcT<-{X*sO@`L8KMtY3r=~cwGGu#DZ<wJ~(ppXw?
z{{YviBWrb>H<Da#zyY(0Y8KFU(64i-e)-x(%Z{h5TD0*U{+d3~VDB4m+wz=#o$E^G
z_QO_4ZS8cMdwCF&@<Oaw@%%&5s*5{cDtTin&_Yx^tV;aN*e)_a^`~IDxu^K|U6Iup
zM3Ttk=-$};DlZv$gHpPIZ6zv@$OMd`c?1*1SG8{ru9j|^Nm})AR?(4wI6RHO^dq6|
zP|4waYW_Ipj>&wfQ_PHgran~UgN)|0<+B~mK}#&?<8UC15ymT_X^TLt(gMf1&VM@9
z{{Vy@{{ZY{vY6g9-0QKMKSBY`O$Li;D2@pj#XAsyI!L)ciqmsU6j{v~r74~KXBZu6
zw)W2V>5HEwSmBzr@9Zoz%gL;!xSP(2%C^We&$dXUdkYWj$gfP-Zyb^`1lX!UP!4*Z
zS~Lq5#+J(qIJ}9rjNrFg%$_$!U`&35gI08{J5JOt<&Bo{1aL_<=9CQV83U(tilg>z
z$(7P&!5Pe#C;AGV2WQxp8+VaW5H3$S2Ag{qlE?|=t4CC^dksNj)3n8wF&Z}g&i?>0
zT#=mm(nu$hOLbj7CDgp&Razo{caBdv?}`*|$F9~Nqe>&wwPNYIF$yaHdXnP<^sHiJ
zW0ANhJpk!lkB1D&V>)V4LmnhjL5vN{wYbOEZDg&Eyzw?<kyxGxC_h0}V6lm|ak~i2
z0MAVEOwHpTlG;)|b`f25%o?_*H=Az+wy~^B5kgPQQ~*x{zgi;Dbw<);wP@#Q9&r1P
z>;(YvoO;ts$W3{iqKVzaEgl%2ndX{86Y`eG_O6upPgp`8IEMbtTb0dPkHK1+s9-Jg
z+_azJM=ZMz%d0lN4!Ca=+~cR%AO8SGM@4M>G4RdCi>ysO#F4RkRzMRx0_cCG6%91?
z7M%>m@Q#wp^XSoJ_sf5cT!X^eMWGukBT`OwmSR66T_P^lIm3@aD)7Bg6CsI7#sFcF
zp4D@kUkNc^%yI_S!qP_(X^08x$e_|J4Ibo6DbZU5gogv4rA*)2SC$0c>G9iM5<|2n
z<s&>CbDlnx)#*19M!RN`Ho}3y!8jPtJwH0iS8LuhT&rWtt@P;r-1jb~+CmxfQve2H
zF@ied6+W+^+-h=LG*>Acv5?5k8RrCc>Ds+=acgk9B!wS7stBr=UKr8um^7B#8wU*&
zlp{TU>7o*F*iuSco_5wV+)iZF#`lr3B#t0(eY#bbmeK_lzh!3f{!=Q*RhU-prSRUy
zbpHTG)io<@o(G-056}E+H}D<wP^gOjDcMvm=~Ss~eKS`XDL;58qW4Z#Sdw*QW@e8(
z2{2ARwO&mo&VMXP3}i-07zKZku8v;|>lXRlXk2>6!K*$?OPC20Tg@N)$VF`!)97O7
zGo6#c+H98|bW&WzbGvH3Mr%u5jty4gFShH`+9XJ^tT1v%e6?Lt0qQG_*Tu*DBr|Qc
zSt0p;ZTm_2MO32}iHw=IV=bPaZE<BDsXffH254_Q!lfG=40==a$#v^3Le@*45T(VY
z?9Ce^DaY3p%KeotUKq?1ZE{u7B@9o~fm^b@=9vN?u}dH;(9WBbd)5slv8uZ_wJk$l
zpHUB?&8NMn0}C{OHsRN;X<gpx>*0%gxKb%KQol92NC<DA1deOZ;qe{K-P*vm*6@};
zdgA0NkFEuDdM2K_+sz&8!TyTm#MX1<{M||P94<O^scOX*v~Lh<)6X@gucr$oXc>}6
z$lOO5{c8r_Q@^^_Ud1h9jud^Kd!J%@eihrD84PHK=2rl1%z!mvc$&&RCrWvt5jEYz
zc`)HH#hZ=~<3}=4xi-78%-c;Z<=yV16~abcgfSLejf?0r>si0s+K9A~%#g_|WFo4N
zROE{E8$S$OSlL5vkl7O&0823>p8dUQaid=;;9AB%*<9Attd^|KrQ6W+j}BdHZ{kfo
zuH~Lcy!FWukf3|<Uf1@!bk1f$&-bg9`y{eSv-?E@e{oO`=T>0QeAEpk<;WQ9p#K0W
zDnc@MY#}K}p}g9aqUZPP_*6};Sua^LSdnP)I^tBAx1rrrT<Q92K?=tVQOJ##B>mx0
z>|#G?#%nhaYGTQvb=tDv?(fLrs>-&P7pNe_6534~2}<XH$K|Ve)54@<%L<L1tJ5_2
z?(Co>j4@-lfHRZtP1236VJeR0h>40vxk)1<&+-cAlaq}7IjJ=r3sAbWmN?8$mQsW_
zPyqh`3c{XP8CWWica{epq#x;4W7ejL0)g_c0|ywX_C1RBh3hR7QMS_ji7oRWY~ffM
z&e!yvMqM5_qp_9b6QgYdJXGhzR|=a}D9^i+f5MpFB)=pW+((b@l7E?_*)aBm`enVu
z9vr-mTX`dpmOEKbHObq<B6yZ!ZKXhFj|8E|O6Z%!+NmG$^Z6*M((77;+`ZhNo+wnB
zcMoWe$aECFtB8Zdcb1Ishz#m}VC3hmYgu@OWoS}jree#zS8%{1k<%HebYxPfjceKL
zt(Z%6Ra<EQp18r!=~>^}Ix9evD}LpM(80P4)g4MveIWDWkixe+KnLd8o<R4-WnJ27
zqRthHIiR#@#8_ZUs^_i`dZkOaokI4tsMy>~1Xi=F2+)jYJ?jC4ms1F%#!n=ZfIZDz
zv(j{dd}g+mcY_WAk%8aW9k}MM3l)aR?-E^`r1H^HA?OZCHL`~)Gjh8ii^8$USlnvX
z;aduxUQSq^pU$DV@C~enPqXTlu`%fx2LrdRYPp_cf@P3nt_WU#0Zf&=)&;kJ-)w)a
zQcV)tHT*r{`82(2PV+A;=439oh0aLWdskQD1C1rW-&*86Ib$+wdTrm4i*{%I=T*+q
zFi&HjTvu1(G8akf)<H{o4SXk>>atu7P1ZOeAd!b|y(*EK?PXImiUx4Xpkoy#v8viy
z>I{;|!I8mW7d@*r^>}W;Fstp|jm?41D%(UW*te=)%Wjc*PmSBRU}w|(Yf(p;YPcli
z4A!ll&+JQ9Wn2`?ai3nbm2V<*wYbUjpbpEy3Kvk3eJ$Jn074biUK|5l*Mmy`0BTA@
zb+;q`03H?6Uj5drC-IuEgynSye=z*)KN`$pPw^A=HGffTIV6Gj)@f|F^{$w`3}v}r
zRaSj2aILhEIs8R)vc2YE-+dzkB7g@2y>4rAOCE`G(2yj+3P{d56~i&qrf9^s%oU&b
zKo~eQO^zp8w^tGECTSU!O5~rt&r?m3@H3eu^0#`vE0t|NNk`9nJ0JJy-(a`N3`_Cd
zs%|?Pm)g07;x=~?2P}7NlOM{e8SW%@kdRs1B!W4t+q-z8HvUp5BXK`3(v!`7;Z!Le
zxW!9%8b-8jbuHQ!c{y%N9MrcbRSL$~roq|c!9T5KTFm}xwg~!GkK3FpZ4OQ;+%2g|
zpIecLHvkW00=2v*x69()E6<tTOzXH7_pH^P^_QSSj)e5B&k41|_@_!)CfugrWMB_^
znLP%P?pG(};<+tb{b8=I=k6NiHBMx#scu~MHGDELrMdN)zol03Yk#5IkNRp)=~p~B
zKjKmbdGi?JsQ9z}Rha((ZNHGA{9*PFF}t$AxYX{pMmC8FP|gPj@vL^y^%uB!md@a~
z^ihw%lUjaZI`*V@AN9DXC%Tz@LkbC8F5a8HvsUEqVI)?QPQDQN0>*zZFU|7w=dC|W
zvXK3tPYah-%BDHZN2uyIG3r|c?}EX8@${$9s$IaFgzt>wuWF>k$tR9o@hMG*aNG#0
zbH?XTk+*PP7{zK>zn>A3ONhgk=`K$dIJAI`#qHg?=XnN`kR)54<XS;*9C%?YKyAm}
z12sWslH%#+7*!Gf00_rHRwT7D$q@}12!|Mcl;yUT-XaB<kRCEvU=P65+$_m$u4JE3
z`zaVA5c~V*8K%Q_vt*ealOu2=1apd+;f*h*b+(bD+5sw93}A7^S4g1@LA03$J;!=3
z78YBSi9;sl0xaQ<es1*ZJL`$``EI1zkgIGV(01>S#}!^kZHNjD!m|u<(0*W4-dqW#
z$zpD23d|e*TAX+Ol<qqYpHc`T3k+=S!8>^C)}(pkSscqGam11k%-et;m1mf+SIKpe
zM<lt&<OMo=C%d+p4EE?=OsID}bL=W^BWO(8bWI!<X|aavh9nY4y=48p67U0VBPH8_
z$C6k70Iym)q-}em*;&CXLG9c#lK9R&D=gbeZ(>p-+*#it#sJ_C<y4p!blbaIiFTs9
z9)9x<pO1RKm~AYsz%C4hK`nw!W*Z43VdX+gq=Oqs>}p+Qrg>9rax5+CIub`*ccFnK
zmNx1UhW1uGmOiwJXCL;hl-Ny%H)5*3gB47r%0_aMkQkA<c<V*H^Nm(1pUm>ZGJsIv
z0v9;{06nP;xgy0R#e>?2mpfu9mIv$Gnu7i)yrPi#A`pRCMlqH=6Zz8WQo@(d3_%22
zaxl0j-!+#p1_Bj`3{^P)0DCm<D;i($kLi;~v1E~4oDq=!0LWC4XcktGms#3J+5(2a
z!S~HGL%+CN=CXMdKr&a2xIJ=BKT+7ajIbOri;%?i2cDG4GVVM*HNC^jX?HMVlhiLC
zP<m8xcyi=rq>%xCmva(LX@6;AMJ7Bb{_1rZ%~!m>N%7^pi-HInM>!^>w8`!KC8nf7
zt}l#bL1`GF=l=k$T}Gkd?K@D8&BW+@t2kkg%oxB6ka~6btB02IYl~T73ADUrOCGiA
zR~CUW2xzdO7X`pPBCkSyswX7$E*Flb9ln6}=_E;e8u^$R5}e?3#c0i@UY$}~wAFUT
zW!|y*nFAe&C#6U%<T{0;EJ2k^WQJ4e=xMr;kz=?XTXGzZ4?TazvQgC6+O}!fM;6P2
zdmy=zS1hEekiSoAt8=GAc4N+;Z?FN!lDW<XdRAVV;4QKhY^n|lH&D6iMk_MT7?%3u
z%eOx&MfXtfO61eno^z&;NwI-s+or^>RIXKVk=#>a(say+7BZ&coCjggrDluUh@?bR
zl|c=-vA_T$5x_pxLsZqZHMp_1ib+tJ*UoP@83&;Jd;KY=aOXO7vC^Z6k!2^#mH@Fm
zvVR)6CX1!CJL7m`kgj)a1(!cw^~*(lsuYQY?p3X&FZ1UN235HobHzsu?z0u_k;$o<
z6(U#p;Zkx*_8yentS#BMq-pS2!z3o^Yn5g!4Df<i*9Nq182y%0WMMZrI~D#>pL*w_
z)-^M($7Iu^L~P!6{lbHhkUy0&?_0dJyRn2vZsOs}xoG(S0((<cEK5fAo%Zoyhf_Af
z=jPsGY$^03@T;2(cLzN=6@_7|Pj_V;vRl9z<1K-^9SQaJsyauA<J3*cNu`MX%_o$`
zJBB-tsN$>Ii<0M5U~ldkLWCYcAAzoJ9Yac!S6w_uewPFW$!+KX&%d=;xYTs(3w54N
zVW5eh0KV*G_TsDBi`kuzhTT84BtXM|l1|?E%F$K4BO#Mjl>NFph4Kjst&{hcnky;G
zncTRmD;)!Ac8~u6EcTyOII7R0r#mHK_2#tzrKq_^1e#6KDKV5|>~T=Ft<)rw3xS@i
z&2*Thr*JuQaU$@<kEq31O+|-c_!`}4qj85tZ>Xx$X?AjsV%zSlMH&G_YGC6e_3u{G
zQA3a3FXAy(+d_?V<=jd=pXLMl)GedjkGk==`r?ZP%`tx&AY>C#eWn*1Sbakb)&p5x
z#&XfP$8{N|31&tZkc00<g674>pQYUl$!iM})a}9jD;rYq27#&Nib)iQ_@j{j09t?B
zE(cZ(_*AQ?y7RPy?ae228XU}@3N6wHOHEEia@&?iKv{l-RY^V`>aZe5_O`qX<g+sX
zz+<=6*KV4(A2vp6)Hm^!$CwZN3lt{Cd6d2qTOGT!=|c2o5r#jQ6zeD<(dTEfw<;wA
z%nk@F2Tl*UHR@1bK_Z+;rw5!=thUn(vZH-*SImjCI2(OK&yi5UDtF0VKRU*{&a?3X
z*4M4Jl@Hn^^z$3;kFP(ab)GEy9-ke%TgH()x!hNd-Rp_AHnvw6Q`<2~Zdf$UyCsPF
z{b?w3F>`XAuE!-nQdy1w9qQWX_bfLO5xXhm{x!|`a`s8}`$+uKS8*g{bHT4nRUOAQ
zGLI`9UD4<BctZS0Bw3-rB;kn_G&Wb3k)O0D$h>X`BD;Aa4z1a-!LBCy{$^tg%t=y1
z0C7z_l%h<8IR#EZ^sYYcMH9#}av10Ht(Kn={F1U~vbHM%Yp9k+54o5gep=d^GN`OW
z9J`!_H9tS()i=J0TjjQ!uU()I=S^)^AaEl;iLG=pvn`TABag?mGbElfjCI8=ifR|P
zakaebX&4~nrtsd_{{Z#ZV;_fa<$ye6Pne#&k)tQ*MMUZ-ZfP2P%R`RZ#Bdn?6nQS+
z!haK8EZ!T`BHYHpbvej3^COSRg=1XW%N&f4e{}<o;F{YUdgLGJQ}u`y>?hEuY~^k?
z0r=9JHUs8mU#$(L-pi8>>^B3x*-D?uu~p>Kbr{dhX)6)bsop;^ny+gHL!~vjIwVjW
z{h<f1BAcn|7Yt(i6wrlM8DrFO)P6av^Ao8nA~HAkSP*}eJIe3))pIAYDmE<7e=)m5
zZ+9xhO0y^c9o_MtdfB$|C782?F7)KNo-@16z!^P{*16Fi7^al<Kcy>zHZQe{3*Fna
zcz$D&OpH1FDvI74iAAEt6|J}+sor+y9m)DtTmg@-rDbcfyjBX)zS3L|!hx5exwlKV
zS>{0(RdCrE9^QtbpHPZBXJw2{FICx`f%L9Z?MxH*n>p*WkZR4Aq#~Cq8R%5*=Yz#j
zJhwX?D^Ypo(BsP@Op>!GC$KopZeKhN6mV^yc*7FM3VxNr+3K-FJTpe>3<QN-U;uj8
zaV7A*(X`1!4nrJ|_l*kI2eHKJnk~Ml*H`a+sIWF2Km?5R`ql3UXqr@!YApW%=}iX0
zo??&}C+k?o%tX^-;n`$zN{I7=_&4;fufkS>(%)ERn8}|g5wVnxd*-3NN{Z0CBD(Ll
zwY6gvylP)(0XJs@pQT~Nb7yls(ikL<Z^-D)j1%6vyL_&dtI4=w<$!VQzx{gP@2wo)
z+!$kak)+=ElN@&Rs&7G9?|c~-**sf+3~7shv2Iq*a^7GBXX%bBsJgp}<CLrLhYi~X
zxlaOHOJ{p5(}rI@9e_H3+k<!K&{m9+AME?1yN^4e6^nY@rPzmDv4tf_TjvsBki(8@
zh4z@5TZnwXSPbn|z!j&jO0Rht2cn=gTg5B}s_no5Mo*=02dSKu^)nLI+WZ@9#@hpZ
z<GXLaT6*|1Lt+^>zBvcZ&+@FPr?9$#;JBO^nDe(8<Lg+Lx<qkEl38C3k`StrsT~e@
z+f_LVHtKe5;H^2=2qsT;V_H!7dd?`4A!!3`7~ISAAFX-ZabDZ}pKF0#c)+@m2(4I;
zh$D?Wx$c~df2-63XV>ov&B(r6n|I?zvb%d(wBXXlp^ugc;QMu~*q_7K*U{Rhn{cv7
zcqIq}9ZATpV_CMmxzuHze=%p=7D;EhT#z^e3&lxgs*O5CX1zrmf)+yD9Dju=IVGYl
z5lz{%xW4dyodj1!B9I6o-mXByA5X6p!#pTsR}d834o{{k{-fflwFWUks7jEQkdU&K
zC0Oy=u-eWiea$@2{{U_O0Q%K1n`=~EN@+bAJXqnEBXQ){L*a41#adYF`|OTAjdQlr
z+gQkiFgqJ?Sr{<SxbIz8g+#65O)~aLP(vh#AV#18gZWV3a!**hI78`N-PO6CNk}*d
zyN}YO@kXU}0!Q`<2y)m8gK=SsuVXdM=8<ssPJHHogT@Hw(uioTDIC4dwIz<D46&0K
zc+`+d>^p($nz?i0$Thg)Ndm(p406QqK?9NbRo}2%$)qgp68YH!aQdJAwP9;|a!C|L
z0ao(cB~)^HVAH+Wo`~jc=8jEUP+)QzazPbZMpyAPe>O(L&-@0eTaj+=OmeT!jAUY?
zS@&yeFYtss{uG|!eFW6lHn6<$yniZ^`z8$k0JJKV<CfK9KkehCdR_K`Wo6;JIrjOJ
z70WYpC+SBufh(MSv}L@po*43aV~V+MsIdhO8-+Lr)Ml*xx)`lZw8<JLP}srFJJm?F
z8yFOCb!OV5<Qb-v=dv4=A@MTm03Z{N9bAEt=~0=Q;mb%y<GVa{;<FoC3lm1Mu?5K)
z80%3kwJIYhg$XBu)zKU+Mvi%6X|AUI^OV1r=f-jW0HBJ9Tu6{L!%oV8?fczMas2BF
zZEE&=hMD96*yN48R*su2x9jD$r)zB{;e@!1fZUF91_v}x4LB>Y!xIT;jTO4Ma4{=m
z9<&?Fgq=~GVYANM^a8Js3V4O1Sz?z?xL$#g@DJ%wKZiU>E@LgHK_dXnHcUET4_~Eo
zbvNmu3f!~uL}ftda^j*}kieNOp<#ed)xqykNgc#en@h;j7ZMY*etGocG@z}y%d!AS
z$s^P7q}G=jwaZdmLmF`qT#WHdf=KSBSd1k}MwfFpQMd}PGmNhs7C*y`aZnfi{CwjO
z;Cq7Nl3>?kK!Nkg<QU00<o5pnIH+YTU;}w1%AAw_*Z%-m)vY&vp?*^47Lh_0z-_s}
z_NtoQ-KCA(5kaTAnMO%zvO4zStq{us;O|_{+%Y%@tx4z09L3(|Pr5+d2nupP!m}fl
zN~7_+1+mYqPpImK_TlG|Q3IUq29?KamsrIlXU&xzh&+*0r?r8S5P?^8$_Z1BI@OIQ
zOuE-xi%6BW91>0kJ&EmFlK3-MQI@n&poaNhb}{s*bu4WPS4K&KC@$UY+&q0(aR>9w
zKrD{ub&DoJwTN!jeE4=%CwrKf9zlu8{*^G%LZB^mDFFWf3I+aosZwmOWS3JQ*kkUi
z0qMG+Hm;K?Wo@92bM>x_=+@c)0FSxHsU%jVrk7-G0>>mmK;@oEM)Knv40Zz)<;<1X
z)FRo(z^OFRMpW%-Q5&}fg?b*V3~hHLg;9^5<B^_+AJVb3oi9$kx(xE76q9js30#Ao
z1#R8i-AM8nO`XVj8bOPohn6ID6m=qT>@o-=O=i>uUKcnDKfEeA?pbW6DKjb9akY;W
zmR9=9YcNYDkjoGuOpA3Jg&dsV9M>l+c*@$w=_k<cB@DY&*)gzl=sBfza#UH@Lp<UP
z`SOw?E%&p?QfjhaPA+dZY>+D=uH;kvApZb5#nL3#qe)u+7W+Fu`%B=mFkS`)a=MiI
z#rc-v5{l)4a;ipK82LthDpZqpG<4*Z+354$Bv#ENmhg`*IV5~84mRNQ_03bcniu;d
zli0>3d4!C<VHm(T$IyRT<?O6(Y;CUOeMsENHkep}9t<wdqX(W%Wnb#k+psg<TwSzs
z0&~C_>yN<GBFCdb_R?6e5Xl)f<Z&Q41cBe{S#7T9KiV=Zx3a@Csw*QPAxO^|A6m(?
zu$I?C)$eW^Z?e6hRFKQNhIQ@O;<(6cA-}wLT$t6q=mfJ=-sQMiT=d;G>dO0Fx}L`H
zPbyfLyrR1Z8;{MBed-NZU7c3h&7H|u1fMcQSY)pl#%qu8<(Y~dd=z-U(01}U`K3Ww
z@yDnkmu2PDEUa;XgU7aTDzxfHD?KMhyGOT<(M+OswS30$vT_jjJass%jU8_^&+P`d
z({Hmi%SeVOw~QS68mXZ+rzeMXfqi`~#9|+i%EX1pIQ>ZctCrIzyVIhc_3ma7qZNn=
zNZ#L1PV^w<vD;hAa6E5lMU~t_K&DofA_oZEXYs6W7+oaV4Y-SO2{IN^G0i)|n&zoL
zh?OP1xG{Z}SxOm6UL$VbTvQf5IMwc<jyt&(k(@@(@goeLgn~G#OjbQ7;byIIsQ8ZI
zWVVVl7EE_6n~ry&#we`MgZ?17)O>5GSX|pf6UAigSuN5tks=PN2e0WxCQ<C-iU&$6
zKq#V@6ad<GDLpA@0V#1s6abi{Xwk+ULl1FIqJSz%rdmjI<b^-%@l{_$jQ;?umDlPr
zD^`jIV9BFg54vN2(yKj%%zQKqeb<`mD5BtUTg+o=VxR1{6yYJq-Z=I()U;^B450l*
zSCdV%e3Jr$>bz69j$T_kd4Uo~yFcC})PLDlB!9=c{<YFRjR_wluD_0I2hrwJgpnKT
z!KS5QINZz9w97a(NM(uzR|MdXrFCfBk?mO)wpS2cERsisUg5J^OLCkBZKaOUyMk(E
zE3%YqEVAqk&qOA;ePRGF=VQo|4nBleWp=rOVmkRv{Hv1GTur81T=fRu1pBQ``WF+N
zkr1}k94}K_T27H=ab_oy9nx+gvTKt!DLP>o<epA>uA9SptZ|8Lu4D_69T@Nruk@{w
zWKEk3quCCY$@x+?jbhw2q)a`~8n!O&k4u#N#XW8yJPFYM0KlrXGP*NcMzyv_p32TO
zx&!3FDhd24A=EX<T!zyjanp(GSUhdgKz|x`6#oDh>rl~L#8PT(iWXVpf%@%v2j$I8
z4y6p=yD~!TbBs7_(;6t>8_`=HqcqWL0C3_Y3_FDxrN}iR)7fd)N&D+NcK-l?fPYG%
zHi4tS>mtI*w0*$m2B&C4W0n}_h9ZLzIKwu5`K;v@YZ>{In=vMy7DynNj1^W;+<r9_
z{v6Qmm*%mBNIx-5u0JY{(mR`EAl^wXSdr!^7#@QHrItwq4H#Eo=O<wUnx)K<7fqSB
z9s|-O<|!wGjPThXt!Bya=)X4Fnzx{I{{RZ<BDtF-WVhU>yWr#Xt5)|V4%gZScnB~k
z=8!cLfS<s6y}NFRTioCumv+-!cDLcJUTbr0C6uV~wocqJ{DH4<y1EOJj7CS)8t3l3
zJ7uiut95j;LLLyMQeCZ|UwUe!uV7T*_dF8sL%6YB*AYy=??%86(x?KY<P)DzYv`%G
z9#%i}4Q}QZ9X!l1{6`hbYF-f}JXh0c(=4jM&bG_GJPhX`41OkuT5EJ%D8=m0C4(50
zvEXy{K9$&5>JX=gZASGC60j;yPEA;c!CG?KnG)(rNnC<d0BaWO!?)4TDn|%-gK!am
zE%;Wdv=>u1hp74)F}z69NJC_?=~{Ysh{cRI5v#cKnMUF`1XL1O%NAC9E0xbY4F3R)
zLeN+$W?wiie~owssY){0km*i4qqxv@C%^E$>5+p-*FzwGyIh{3B>SbhTnLP&EzCR9
zAh@=H7wprGirb2X{KXeni+3DxmkS!?g-Eb6d-bgylGM)4vC-<6_9&qzDsjD74snxD
z9w^kvjxRXva;3|68RXS#d7!s-X+)O_4=TeM9-LDyp2}&SMTEqR0NInr;%g;qmt&%X
z#Ix!bl6mT(7X=u95e<*!Tb?Sp7ao1U8$(5&YtGT3fMzK+^T#}Yo@w)H7dH_!Qr!oQ
zhA_m|i_p!b+=SdPB(1B+*`}=bii)g+sOTAbRC@xG`_82F?M>fs4kLa&%}cpyA!RP_
z<}v_y85~rxJ@8VHwD>)fCb#?-WRq)gz5T>YqlJZ|-R5WX;=9=j%XDpEuwaPzX(Ay2
zU+;9OQbTE@%Pq7GS5#(-7~}<1xi68>XZlk|hqb5%*3+kK^OjI+)vhf(t9X2aaU)zl
z+=NyU{{Xb!-7B5CzSgw+cALwNcvYDU`-mln_eDFRbvf-1!}j;k-CXK%v=PCDMNzcK
z-Nt>ZY8?;5w&d=&^8o5)n1DY@z`yZ5-P)p0GsaMs+E;E*Zl{{2HI}=XZTGj%+d~Wt
zd*i)Q)K_Ou99k;s0c`Y`B#}qTOoW5^^{rbAGjS#4myw%vw}{**Py&(&;10s7TljlT
zx3v3p=Bs}^XyzgNu&M|+AOoH=R_&U>zS9MPoud&SH_aml&|rNkCd=4s>T=s#iSE{H
z$VrYvj*LCJRMs9SvrBuMd0Ey;6KWo#@u)&WHlGx8CiRav1du;5UVX3Xa#?ti;?C7p
zI8}$KJw43}$b--mR7tGXG-(D7N$t?n?q-c*h&%FqPtv$84^VrnNsa#ioa|q0QOEM`
zAD8kquC`^N`%TX1BIF3AcPzg{f^kmPU}eE(A5e(P^DL8`L)foepK8+=qU&7KgnDEU
zY4(0*RR(<40OYoL&mW~N)y18$ic4uw+@g*VKvFsO&rDTFuc26(t<gk-Io+Ozw^Av2
zjLx#rX1>4k2~eT3xH<1$i{eSbXg077q@vahmZxiNCBL7Qk79-+rhf{ruIg(&(gbtm
zgaLS>?ouf(RApVdOKotn0hL^X?_Buv2UD8VmUVQUOMK6_1M#OSg3NF$YE>moyBO7{
z8Ldp*kxwKOmCilIU$^pI$C<FHJzA4cwvH>7SRGa^p^grIwc8AAdYp2>OLS2O-lkir
zBer{R$g#N$*-?{^ezjfVjX)*X{S8Y8*_oI!WbHU7)|<x1q7uQ$Yja0T@iw8QFc!D0
z5P!=v^AF0pD}RU=ZFL;7TQhBmk(EvXC4tXBO5@_r__n5YuQ(m*!`sdnPV0!DI7aFJ
z0PC(glZ^TubfGA9AFS#(+K#0y<Z!e=xn;@D+Q+n#@_9>%C3NR4p7p4QAfQ+VcpyLj
z0A8#_#uyBN6=PltEQAdI0FY}3syB_(GsWH8ZQm8a1o8<KwzIr<PV+}|wDbUd+LC*T
zr<EEjuPiU{^{sCW>A%`qsE1R#V{8$di2`JdWBJxj$lG!H4z}85=$+w`Wf=+^j000^
zH&E+3f?b4YnHK>F&MJL+#@5GBHujOBj3_x{oaf%Kt|x-uB3M*^x=m7%EgDfNF)FUy
z?Z#LdnJmk2!V~odvTgG)4z}_b{{X!dy#7^iKu6q`=?`tjrLeK+o&~n@ZSG$RLr4Y`
zalroo>(^SO?HuwenfQIigD5On#Lbd^g1TmGNZx}V%At&sHg7LIIigfqqbn*agVZvE
zLNREw??`fc^rQtw(e&nAHG~-UOjUO9-jyqi+Y}f)Baxca-^Bsc_n@UFwlY(~+H4~*
zdC_F&<$7W8g{wr%4c*LPzuL`hGcoDXoR5SD9jLH#vze2^cVZTXJx>Z(ZhX8S%vEUg
z4OSQXD(X)ok+^P^xE__)Z!X6@Dy8kxK&`rC5j=vY2Naqbo9u9UsF&@ML3ue77V_i^
zA;(Ns2A8TPmwM1zK^@Lt0v285uX^ZpdoiimUfk{k2HaW3TPLOsQ-eo~P1HfMKwn_X
z0rL!wMN}e!Q#Bt_f=l?2XmUemf+yV({pWCa?U7Jjf5I;`pS{v#k3Ym6m-*(qjXqX;
zG%ual$2DyV$skgQ!_cUyaj-cidD(}<x0*%HoQCo%dxZ$ZOs#+$BN@lit!cg+()8^c
z$kMeow%*@7(nJ}U{XwqQeLqi}{`*e0Vte^ws5gdmJCeZZ=(y+PW?$<?th5Wn<cEfT
z(X}X!w`V-pNg560t}!5EpUSCRcu&NFIODavv1rr~584KBe-3{d?GJ<Wl~-7v<`Ca|
zY?;s3HCkT=MB@-&N~6|A-TbLpy~lKNw*D2@ZM-w7*~xAmS;o{cxFGU6^YyN3Zw_j{
zN=9_~)gv2KN)mDX<BwYO=(Igr&O|oXcBCQsO9Bt*Dzw^9iBj>dV7VdK1wK@Rp!PVY
z%+`U*pHt8LJ!K>srl%y)Ng0n%nMU}^;G8cR`qn<7V->x$P@n+3pyNK(>gI10z;NDs
zk~t<I+5U9NukV<z+Vq$%G2Uw-!TbeP$>d~z3$))S#b;0;Z@AMPT!Z{eBw*+2Fn>BL
zqwqz{6Khi<X*Sk!3w9<*l!AU`;~hW!R8XD7)sE0NxTUIVcyas4i2O1tM7V{zKGW%+
z=xJOFG*n@;(ZTxDw;tp2=8K4R6u{t~wBU12;5bo9MF1@nl(Ya*MHB$EQc}<`r5!0L
zM@j%Gam6JR0Ajf>h&NJLXpr7Qp{0W58C0BP^u=|x$NWhE_*<X(_>cM09Cs^dz9-c#
ztd*|x+2VbtD#IZ2)EaD;wzFAFZ!8l;i0!lmIp_ZX*IC-l^Xb}kgD%150>3#UoyWal
zzm5)@Ft^k#t|L|)Fd{^8_}4s~le#+K>9uB!nfy87>w=zSvw}|1gN|xN@V1PNwmYk!
zah;*FNoB9t>e^iQ$k3RrWKw=Yn8+uSnwC96)>*`;&5gT%cHzfSPwO&{;p{2TVH-fx
zRE$Y*bLa;Y9S+q#<kQsl?;gVpbE`;q6;=cvT6vOHvqBE$3Zo+go(5}GjP7FaN&GCU
z{g$Kd&oARjEM*-gfBWjKGm&-WxFBsU$oHjI4D5rd;PdaF@U501KBh9lNo<P0WxG-G
z&VLp(p*0oha6c9`XM17DBML|)(>&XODF!8I@HUm}nx#_v8M;n8qA+z~(q#Nt()s$>
z=_Duq1y%!+IgE;5GatZd^NW<N_Pum;Xb<B`FZIxV?YT8OTx0kt7U>&;tUjWSV6hO?
zb*_yRC+KRzUtc)+!9(fRfh1>*;8TFkFw6PWwo)7RtCD$<sfKBbZZf`lW~_N;kj4*D
zNDAgj91zmE2dE~ZHn7Nz8=z!yhEveh&md=|1`kFwY1BOkHb!F+v`ESZ0+byp17Tv)
zZ#JP@{gxuH`7POrq}ao+H4>*6(AqWX$7vKFO|?HV`HD!!NCy>4PY)!B!_9_8J)}%l
z-%hJZ^7?+Yo1q?ts~1zPnaSMvBGO<t>9D(hdKLiH3y%rgMUo)7gs20)G5J?`7y-u=
zt1E$x)h>ljk}f#9Z{mUGl6ZWmQ5?&k_SZkksA?V&)oxu?CAHa)Tvx0}kxJQ?7^MFI
zc>$=+m5VM7upjO_EeqSh-8+s_!p&K$9yK?DwYc-OEuW6k{{Z!>tN347jGx>=kbmd8
z*RwW}Y`~c2xI^!?{{Wz<hKlj2*>@bLuGdnz_U~FOZFuh!AE@D_@XYafv`tdpBP_P+
zBVJ2+=yCXGH2X;+g-+<hao3vk+rJ9Uc?_akP~i0PnMOrp$>57f;r->E%q%;rH}%M;
zEOL^xm5PpAXYMp|k!o8uJV@$L<g$$8wOo(HH!#c@<&_#h4=3+|{VRO<e66#kyv1V1
z3d<iS@dx@=E~VjX>3q3h7V@wgM%OEW_|jO4PpC@=S#&gD@n!0>DxAc?;yiG<^go4C
z)OAbyy*OJ*fPk?@Bb=VKn-qGTyR=eRF(@<gu5dpJmOI3acHP=cq;)K{N~9b2S%j%h
zKN28}TU+VRZFy-lvpWK^XLv;P1J<j@rQ4fveG@zYOR;zQ{VQ5IG|Q(TiB;J9=BGAx
zh%mP^C;ST|^{qLXnu;|oJX;o@p~nU7l1b(Cl?Y&WF*z!E?rCpz%P8*3+wB5)Fq;%9
zRwE;DsH}9GYnxk%FEtliXaJYVV4%(D0qyBov1l=0`N5>O4;XEW)qw*z3=cT`YnrAe
zoh@X|qegRANWXEbMQ>pPL}YEp1TX^_#(1t*Rw|cIsO*i}>A{Q=2~pFKI#r8y7jEY2
za110Mjk|%+lSz5~mPs;QBDO;u4E|U(wK|ttna-L|LJblLwGCLtw=Dz1oJhPJdJ5Ln
zQe7%?6IHvBoSne6V@IgzmXkD=%{K4vC_K|{HH%BheA#2Tcj^e@w&zcwmn*ru2BoJ<
zZiebx(D>zqYgGQ(rcJ3rjc+8eD~-}Q#^LBiWG<;}7=?m!^&+NyUezG;KFJ}$<x66f
z$I5iqdd{0{Z5qzj50LYf>G{-J{{V;})DkGIp}-)A1~5M_*14D0qa*ivT816oMsM(_
z8&<euxpdobKiogm(^B#dQq)n$<~e(Ea=21YPkNbPLga=B4{X&1)U_Eg<=Wez^zuaw
zd#Xe*?-CF8Pz+Jcaj2SWq(v$6)_(cMDs|Aelaspx9+imK_veSdbza*$)k$uo3`1Q`
z{{ZkKQ>j)uN6~&$xep$Km9(fCW7#Be6&OBe1e)ffzGeAD^LqXBQzhGy2JGbWOH{j!
zSnKrr5pN8JDeaczkCsH7a6Jg`TCp4DiBe5M$N`K7w?m)*09|?TgtG!j$FZv$93f~|
z=jqopwYc4yv7>*cY3n&M>OViEP+(PyeLG5m!Q_(V?lMN$(N0IXtQHr4X#tUsvYO~L
z%|0uIyqw+7Y%Q&xP+WpphA@ga&UvKeVRD(U*;z?(<jFj+J941LO<fvIiVzLt#Gm?Q
zRHTmLVjXVga({`C3?EF@2_}|Ll+7tIoPB9?DHqD(uFdgjWT)kt;!=3PQBlvPhagL*
zULD5+a{-ZD;QK<kDDI;<z&&YXxYVvCU83pTcw8|Upp&IdGTPQQac?cNb}cq3@ak5v
ze(bqv2Lu_o&2zJ9`n!}#?XFp*AP<{%N$FKhq>#?>v@9k<K^Wv7;+@b~_umGBo*qeE
zRa$muP^UQ^Gg~U(XhviV25@%_RzHE@E2P`Rc}Oi$2i3k~{OhE+^3pIijN>PYOhiy4
z2r@|Ioxe&MwjZ0JAPQ}zx04>$nnuq%Sd1=v3<`0AL3AcoQ5hK^uO+*EDFF5YqH-7X
zrEw=*s2`0HDSw!ca5L6`9mYK=(SNF6r4O8Pq!UC^AyB6(aoiC|1TVCX+~Tu!xGiV4
z{p4z7=#7k!Yer;7026_@bDGE1#pF{7P)63{7$!^*ewd&U&t2SGM`JCv3QLt;quZ@$
zX;B+_S*9vkfE)W0Sn=M7?yp{BxUm~mMsNpw)~$<+!026-70Dl8@+pnzb%?5BQaWaq
z1uH+-HCEKRTPQ4FY3uma%VIv%;PxC)A<_a3G7ZDbH2EYMVV)_G{nFUZXaS|1laY#e
zBqnpsA!PuU7(J;N?Lu+Sr2s}d)Uf~oKGg_vbMoS+i2Q@s9MA(<`PvOR9|NySX$lEF
z={AkMde8=*j=`@SkM1AlD5mJj7U}SF@*n0Xrhr|*_NKb4{pAftLG(0ZJp~p41VDYq
zWcnH+mgyyvETwWb=eWoC)3ALgq~bLuJ@p2KH%$>?{=nRSDxEH&U<nMF_2R2$mv^WJ
zi!ix)Uw7SbMK1OoS3g5p+Z2KUARfC;DdIHFK*9AN=QL^s?=?HN)9x`(2O}b~=f0BE
zs_ZhU?nZG-_LXV&EM*vVIUs&`>q_IXsY_JtOvOKaGO^DD4CGazyB&|v)3~fUif-?0
zeQDXI0?|oJKm{!&6aclz{6`=0OB3llf6ltv<h~;-$>CO5)tQXZ;Z$UvX)s3@@eF6e
zmMjSbOTis;lU#nCsoUx{pV_*e2qO{7dm8I}e#QJDW}zeuWX{$?4^nv;uPG{X!RI;a
zO4mbb$E4`C5^3HM@hmbO%kr|g?lzj^wCi^=`Ma5LGNDcY9;Ul52+cjugEe%!JCo%A
zo~3YWjn|&y&LxH*1+17pYV*Gxjb~)^9ojmt2J2ThJ~FbkTZemWNDkwj-yx;G@g2^d
z*KW}yqA51x?vg(W$M|%^{u5m^f7eg_0Mj+*jQ;>>30amgKg?A@AYzG9i&n8wsU@ms
zMGuc4#krO{g)=Y6REHgLj(zK?xV*QrHq%JR4b8N26DCGaKAkJd^cZa<w=zd~lYNw#
zArdalt&aV%-n;wvo;@!_nL<9zC0;;q%HJ=4TFFvNL~5(csjm&qz0I`377gZZ<~c+4
z<E2j{ESAzNa}da&uw^TNG0uG}$}a36)$JzLygu&~@e}r&MSfG<dsffGty=o{>hRBZ
zEUO)%Dz0~JJH=PCYi3uszUQI4$b7FXq=U==lpy4D#UosKbBN@Os_f6qG0kw7z9G2N
z{6;kPwvIsW<*yiE$ACXPR*Zfom`*LF^I*7G%Sjn=AczjTiLB*1i(^R2o829Hn5B`F
z0m6p*=QQ6cH!h(M$-yJ@tm}<d+RobE>uhCiAxAAI%f~&(N=toe&O+=GKqNWLax3=7
zerrWuYeqw(N>1pyU_vvKgUF`&Abrw*I!G?<<b`dcxGggw0SXXF0MnsoZ8;bPX#_(c
z5J)(!79m?xH-%TxfDXMKszs7OIeh(TuEipWiV#_p5=W`UE3zV~&T>NW?^LTrknr<c
z4;Ku2flm^H*wkbwbxe)ToMYRqDMF_J@_SZ_Y3yYxa$BL&+{F+D-)SQw-j(K9+#xNJ
zco^$dF6>R#!elYB@D9*MI`jEdGTG{DF?)F|<m>_5hxN#;Dps5xk-6DR4@PNTR%U}-
z#)!;vKn1#bQRl~j@|wq;wP>PYC73GQZjTLF)9PA=4jrLAhQY_?D<7{esiS}F?r(*o
zrW3?>aCjth?M->nO8lpjj<v(dFNhgk?e%p8x7~QL$@(AZRS*0n?+mhiy(BS@ltqD`
zz}3eW8Enkufs{9i=we}yyPu|M5`FQ8+D1pEc?9~8jgS#6(kTA`bbl}_Kl?|-628eb
z85NIgky@&a^)Qts9o3I*7a&U_usB>`;CfS9`2@QIs9m|`z^@B8+Or>@QJ4eYngzAp
z&RMl-2^@^Es%}h#ppR<2)-A1kqb<THW&<E+kHVh1{i1)%`h~}-{{RZ{-6F-x-N`(U
zGDjBVE>3gp&1QdQOxDYAW-N{~xKubZMOGaV?UHztOfdzz)F341JG%9(`8CfB0VHjC
z2nQG;jd?0*(Ub*=C$HYcUc1m?5yJMW%qC2rE!=(Otp2W~wMfxo+;(T6PvSoet07%c
zzFg!1obgz?&b6f9+n=#aW@yghq7#BK+yKl#Gr#t(F?4BK;6h^g&%SZ>tvx!)A^y;c
z)HHxVQzJh!Qm2DamoVp!l%V3ufv35T&k?~KT;LOeaZyM1sU1;AB;x?&W}%U9ZO|hI
zjDd_YVAkh_?B+6?xeGGDOC~wX<EZ)$ez>lg%|bUg;SOn7-MWkHI$Smk@yRIwI<Vcj
z&r|dr2h-lN^-IZgtzOD#_9SqO#*5r^B#(dPS`a$PdoAp!L{{iSWMeFQXRomK6^pIS
z88PSPnnAhq&@b?)uM!aU_1s^~^<^(*O6ZHk+FD0C>K4a!o#68jj)9LmYYsa^TsR?=
z{{VPbNn@*}&W`$Pz#16b609=Yf7$dP^ZC_F`v$a*Nh2YVP6jwW-<^6GNlF)|Q>NaB
z6?jHTP902^mUz@EBzpk+pj2;jgvQwy*J!0{jO02E-r1&k>C=&2_c;hW>veG04Bqu_
zIbpcU1YEE@Q&nS^p;Ps#646A8(cmyV9+bpE75@O1`(ua!(<F4L=G3m5V#^`h(119r
zQpCS%Sd1mh5CQFzO0n6jr6q-l2OJZQzO?#WSJuQZ>XK|LD8c-yobpc~WnIJ{eAi1I
zm950i(Zah^I5IKlD2^q03~|LC{{X}K)blRITe;0!$2S4N0D9E2TRBn?WHoj%S@}pB
zcZof+DJL3qN(h=MN#_XIKgyRlSsY{<Mdb2qjQ}UR99HI=;Je$KxR&DP-Uyqlr0xsp
zkU2U2wW||b9#iB$?~1h=7XueDsPsJMldEon<RX8E`jlXpH4Qr8D9!|>82$uxsAKS#
zh$OWaQ0bG&8C}4}!HN6<&2={(AH37!hD(d2jLXWl@CQuOe9O3-DSc>h(3x95proDk
z2D%)CT3!4%s+Ta!ZI8X@qb||w$gQZfcul{USj)Snc*o&aKjA3UY%WdAh~8lyU!1I1
zmGtY=+N8Vj^V~(`&tV<XHg^^a8xNttKdnrn*yAe^OQzbJb+eKt2oC%yz|XBy{{V!0
zPr(Zt4EmC4){m>lb3W}r!4yiaO0>Ut{{RRCRohK-Mti%2)Hhqk0{J4?jCTh)2S1%l
zqT;V|-Ck`BVW8S7<u@)pDGr_@0IRV2n(E8=dUgHQujPA75I_0}s&eUeGD-!$y{E7|
z;oPV52BOj(;$o`G69wDzsA9BBXK7L*to>M=pVqns(5}j6Ic+BX@0D<eKbZ!z@2%#x
zV;tdQBdH8NQ$?f~Nc6u9q%rAW!i=gy<hN7DTDKz^uF+3+!1`5h4QKlT+>^MJ0H0ne
z<Z3?GlhIV-wnk0ejz-@r@;cP6Ga7;3s#(kCM)G!MIIAUw&}j(I)aNkUwhuVK`kp`f
z^>!bUD98OX6_a}YY{X}U>7JRbf4Hg-WdfKH%O(dNhxt^t(q`E*ezjg#L?~MvoDY5}
z@G#gAcA!L#Rq_Z2Cm6+HYZo_3b0l%w2Z^``a2e}cs-Ql3;MO(#@Ul2(QS%Xj!Ot|A
zNZ|E7F7hd)k~u_Wae#7j-xWhe*7fw%jiSR0hjvEfzyNjUy>?PVdpMP(XwAOk!~Xyn
z3+O+sa~4;AM~IR=!H1Ly?Se-ln$ZqU=b-6xY7)S%(Au`<#ub=zS8OG?xSm<0fI<k`
z2JqR(dV@{eAd9Ztw7-Gr{c2q@Q!7fq{EPB0zB-@If=e$Hjxml8TADP%;~1nZz!fZH
z2=hPzL_xTWnyVo5Nyd8TH8hgvjPp$(D)2hf0uY;3uydN3IF5w_X(x{SQo;d+dgC4G
z0T~B5#}xEjoO;xbK2ioV+ceO2<EKt&xEJ(=#mt!K6pz$VNu#?PnE^~L(m~yv@+hhT
zxR6tXo|vdK*;4l8#6bWqcr_-fgG;iK?7sNafwvs;aaC<>O4yh&^rr@{Xn3jx{{WT_
ze<4?wS=@nyBL|!kf5L|r3P{&H_Ne8ML{}rNW`Asv(lq^Q3!Cq>$s4dClO%0sAD%kW
zvl?jL!StmWtZ}PLj;r{oKh~ACOO7$O{`mg@>(O9r*~!fXRl0y{7yC}&p5OPyJNrg_
z^e6rTDRQBvYzUBYydSMdtn1Oq`qn7aXY^tDe}yR2WzR<Z$M{sZj^^smDC)WTQ~dbz
z^9&zxSYuIc{{YN?g*<9l>QnJFt_I+dF_9nx+|&8?HNk7(TwYq-+Mp$I=9O`i&!>9m
zEw!6zQ{{Gujxi=E=N*mgp5ly;TE@8X1+|<$Y_g*-`wTNohsAnSu<v_;5Iv;pM=}mp
z&8Kjxa(VQxGVunbJpKs3mRa4JEASDI1y^vzbl3hT)6qA=WVunEBP5Q0n6Et5W@F(U
zV$uHqa6HwT42-m=IVu3@ip9QZuEw#AqV8<?m&AA4M}=)Jt>#uHO{}u0aKk<GT-Kkj
z>H6UR0EwT5Y~&>2WP|r?$ME8l#M2wk2<g$1*=Y_&IXLUjrEyxGymaefXQy*;$`(nK
zaD)4+{Y`5dSk70u>h`VStGyRmx3syrv4ujc?!(Mj_&CNt8t3i2AlG)L-%r-`%~si$
zh|Hc_kHFS1ftqIUM~Y0O?()=(oc3z-sKx6zF}q}cv}tnlUcldT*E}uZ4R6E#J=5j9
z)8`hMd`tjk0HNweaa`Yst`<Y9BA=P17#+_T=~|x+HSKJ8p2JPK)Fyj*8M7IXkZ`1o
z=jmGdpN?-9{{Guh(kyjoEuRc#w_K>e#z_8nqgcBGYR8`ay>yAJY|{*}FloU4GT(T9
zU&_5xQ&o>j(UDtnu8MY_QL?!asr)_Gq$1};ywhiIy!MwHfcy_1rFZulRgLbIrVD*$
zIHMY0mkQjWQpi^UiTZZMJ1dQBcs`%3Ug)~RUD?P|RFLu1Fei{labCCJ$u!MMT~Aii
z)LYFhrrVoS{4cqFVd@QX_n!)N!M<BjZG9Oz-EAmr{v03Dx^D#dV(UP&)ULHa(A->F
zl#T{oLIxbSzIX%Do3NG3der_O(7ZzWh3)G{eQ?YYRRTe34@U$0$MmT+p9{e+hU1?~
zzqL!fNGi)c(-^$K2k?W?p5n1Jj}7U1hl%5p&U0^JE^eVCB(G7^)QnaHTCK;6C)VsP
zhTlK;_DV(sY=iEPPnNN>Wu|t1Ft&Ry3fjRo&o(Pq(Cj;bJ6oae(!7=(MWJl0jT!Y;
zHR^sVCO-q|<m3@+5I^_BSC46S^UJH-M>JcaX#il}m8CVi2|ZEh{{Rm)yW6iB>9*3{
zNhC~U%ARxkwyoQXtGQl(v3WDx+bWlbC0}khBi6ZZ0Nbn|67-~wFsrf70q^BKJH;|j
zr0Ov0_H#5>Nzj4YfrIKg@kFV{QP@guFLP?!;xrM)B9$(obbpy#?+Qn;_Z8P^ej>Bh
z^vk=$<g!|_XXPu5<mCQU=lZUj4~gv#rKYM!szQp_HsgT#P;$SYTD{;^Bf;JzR$Ya5
z0;jhPP^d?_e%eQ7nzfb8u}c<8AUX1+57c6;3(IDnHv2}+ppV`u73O{q@RZuCL3wo{
zx3!W_F5Pz(Y2Vw?Mh-~l(wVMmy2g{@3%f+QjTQ&lwlS2)wrX7`eHpT^rl+fd?=`uF
z)>!^<-dln?3YfV|!yBnlvpkG*n!vl%A5HjsX{eZ1Sq@(eF`dM6KRUpV$B<j?W_!4@
zxz6qDk4|biY9hU?CAvKYWJ5QU4ltXu_~M6kX%-h%W@RJ>0OVIY7l_m}63g~?Gp1u%
zBiQA6J*!S>)+nv-=0b|dz@j$dK5TcV&8DbJlKMLn%coeosFKz^o<`m?Q5_=3%5_03
zMf%~g2j@|)rD-M1QhldjMPZ3lt}~2sbLm#0kWF>EDI;|9`#3!2v%N0H-@RI?8FFY_
z8H9I>$2fH(^{TC)T|P;I3Hact2l>}T;zYYtbYQ+)F$8zW{{R|CWDgqi^BfcD#V=(~
z?7J21>aEge2Xo=8Y#%zpNJu9nDFU*`hHWKX(ah?7I5@9VBu6Solb6mgeJUxfZJY&`
z2u|aHlo=+eQ>e942U?W0oDVdy@bvIOc%pQZa$^h%;<7FDZBETLeV9*f+>ne8e+u=X
zq}dJIBa%JC2Wd4;ygLvXiskY+0ni`iRnJ~NWIA|RZ0vb8&Yd-!-fJYQ2^?=yG3<To
zO2Rn)&Mod`62{865#Zwoqc67==u4wtMC_{Zv}AM#{{XF7dhMikRu>OEVjq{}VxuL1
z;A9V4am7h3VnncX-@!C+TD6S2UWsYsxs9%itge1$U8jY}^{9M5GQp-^%jPy?##nH8
z&q~?Sq=Q_J-aSIbRg1}Ijgbim#fU48hdAAyywY3SX?G2KX=mm|8Neiuz0N;M>-Ldb
zoU0Euz0)WD6AP4fP2zZu$QI#4lUvcwL@~#w!x@l_h|uGoTp#n&vX6vsVYpUPZz|(B
zQ-k`{?z)w++}8I|U}N`ugZWpVh?<(UHjcVfXHDK{vwM1NmK#}7io~W_x@Dw20s0JA
zH#<pnaMH+QQr!VK0CwiAUAj*co_)lj_U<Z1IUNOai+Qthv{JD@#11K8C~|w<SvZ=U
z-tR+d!sax*-m^kT&QKiWcdf(-(a8qT&ciFa_}Bb>E0MOomJ}eMVtE_D$o8$RGgkAV
z8_$;{M;lkV`u-KuS`Pg2GNmPMR!MVdYXpe0$CZ4L+5UA-TRTKxc5vN24R0{E)fL9l
z75O}81o91YSBLBqNRINUgz~O9Be&;QN~boDb2_y7OABpgGnjCFn-yx_#>z$OBA-Iw
z)_k(0@g&x5F5QEE^~TmchbJP3Nx%i8-nr^lw=gtCghJvrNmwe7PT^GIwsAB>vf#dU
z_r`NoqPT38U`IS-BBnR<$!j7BpOJ+m^ry{e@{*%@^8~TnZex;Fi8u|Or!`!e0qDSv
z<YJz>gt5UAw%x#d#dDKVN2pvnkV7)`8RnrHG&U&2r<0TQtG4zr&ddXy!>Z>8@T#9^
zS8PoH82%&}H19M99$OLzKQZJ`#Ep2gi)KyDHUR6*Zs_{;o{y$ar$ZES8CbcI*X9QU
z1bYmAwah`PPYF`d+qnmV@hfBT#dba#)%-lxF1my^aZb{)+9KdD9nVbtYFe_r%jPBV
zCyDKKXst!GQmaG`;NuxM?OfAexXxlx^=j@vvAi>=$L1h`Lk#}zVu$huvM)4m4{40f
zx}ixnk+F!A`C#Yqr4<<HL)DzU)Vhn?Bd(u6lbneHF;n=8ps`&~9_E%a{=*ZIT?U)0
z-D%e4E!WJ5@>WLqL8o1Kre=tV;?sh$=<%69om+YWM=tTp1`EORlhhp6m6|~;19VHA
z(p_ry*CT0Bk4Pa1wNUDiz@=libRMimDLb@14L>3#AS@t~anhDZBZQQAlacGvuq4+f
zCkRyrIsubWHm>dhNzdVdM=Kj>(Y~JE0-_k!W8Z5YDhRHoC*`$553YHr;JrYl+yVy!
z0=DekB)3zKn;iV7r8i`WJvzef>f6H>cQ%fzZV(4unLP(T&ab4`&`uqhE@G7kRYk*d
z-#sx=ct&U?@am*^aEwC+`f@77r)-IB0tnTPFb;4#)?G%d5luC<q;a*Z?YB8(0F3^1
zWoBo$Rw6~?A3Ah3ZPa|IIv~Iq;+rb~i<64d#F(><p_?U$=rDTL<AP3oM@p)nG=Q+<
zJZ7z20K|`8X@!b&TeQ=`&k?a~dhkc}s{-ATRfkOCqcQ&R8CjQT>Pa~soSL;H%$#Q<
z(vtxKm5k@}u3uEs?LO5U;Yoe_+-^N9a^mWCM)Lfyai5yG{{S-nOO%RRbp-MbMh<B)
z#Sv<gD;8^ci3T@zLO8%3tBbeMC%Ew<&SVP^lrB8L3EBWWb?aTGu5InDjk;TfmAEcc
zWwY0xO2yD-hW`LmxR5T_iHd^5oy^_80YV0MY9x*+^YRdj7+iGYntquPiV~Q?1E;@V
z{<q;$N{br19I?)Jj^qvn7AuBu&zAshBf08-QfLuus*p2EtGX^dX@uYoc+Dcn7AzjQ
zIG_W{8}dy&#94+2z^0>ZQfcbl$s;rX*&}6%jyoEBN<=C#*iiof>f7e+Qbyk>0QRN?
zGVrv|>r!3FBSP$~cJsi={Hut+_=z2+vGz~wshK0lec&tS)DKU_hSJrIE1r#|3|tZE
z8UA95t>NuL-%=@cY~iDlB1g9)Ap43bp&oZ<;>~gyLr13DhUuR({{XL6b&nHkdWMlL
zy~Ulhal0;EA0%Ld)9|eI3!ap+uJ}rGf^%K(4IA9z_VTfZBkCmlld6w&6=fe@0BzI&
zA5Z?ZTo5SjQ-Gj!t8`)|Rz)E<h(-_goL~3H{{UK^_dX=q`@Kp4-liPY(7nbfcGC7y
zAGBpiE;ap_n^QvGsU8JS=4$7zsQ&<h3Y1`+aZ&(1s$D3Qsxk%s)ID`sKku4;%hvn%
z(>Ku6!yc6?{VH8JjZKverNec<pXs`gSV`XMWA$pj2emzTJ;hHfQA$kBeJ$L4mvW)}
z>7Uq=k@IRZ{t7E(Zl?}AR5(PgW@9dh!~S2c2>d_7r;A337#F&^U^<4zKS5f!2dzAC
zK3+bwoMKlqAco4`Cs`2)WjPI+(p$sjva}Gf#{|YWswd4DI~B*EI5hQ@N$ODgHD>8W
zmZs3xyVPStws>$m3w5ebt6m8AG?DYi5UBo@puvjp%5zwHk~Cpd<CC5$78y1-S(aqH
zdx+FYbgFj^s?jFVo~NZ{%cjLVrbb{{TmE<^8wc2Qrc7T7196U(61yqr59w9)R<<YG
z_cY>)&d*HLqFY=WvVp`%R1whocdl{tD<|A7x7(|6C!FIf0OJG>D|#!(j@aWPE$c`%
z0^Bk=_XHZv)0!zwGPi?t#<%e$iFj@JkbxpFCmT&;>$-B>YB!CDqY{<QTO0W5O?B26
zD7Q-@yphN{F^O~e;<B|XOZS%D>@U_$r1`Bf1unQ490QzUv-guNr6psHhe(PLv8A*!
zuU|13IVb8XwebsC!=QM4UB@q$Y@$)+whH{GIrgSDoMtTY+S@|zd6L>jjOXzfsk}oZ
zV%JBE+r9Ez+s3lQ8#{>41pZX-ap;OVZkMKLu*I&Mo27*FZER%Q=Qm<N{t$mU-|&Zu
zH62ken(3BLDh6;fy*i5IbuaCmW@B*nV<ZKRHJNc3_8qw5xBMMrdu=wNZf#lwHf%RE
zfbMO>pdBftcc>HH_|HdM`GxL?cSuP|t?;cTI%k@vZD-({%|$OEySdYE7550`Acglh
z?eARm_lNanpXW?Q8+!Rm^B=~q9ZLCE$+@=&Z_0jEC#RvPad)~JcRM|Q!v|Tmvb2Wk
z)=NMaA!XXkyIYm~{{TwnPs6KA3F4MZT}5^<AgJ>Oeyf_3#<p@#r09tOm3Bg{`?G=u
zD+13}*K8gKw%0FHbA@Q+lY0JC(y;XEbiNwUwA)V^>Gv>PxwwyT5x!KB<*?{Ls=CgD
zVXE7r-Cmf9=&SYmR^NyGSFGOnj?TwXir#o8XC7&Qf}}>rgZN^mZD+&qIf~;=mcs+(
zXk2aQzA5uK$5AL<=yJ!yFxX24%o?oL@~eW6jPeu=5ssLys>068`x8~TP#e!=TZN5w
zh9f!0)K!6Nrt1JrXRO8LMnQi%EbY!a=K%3n+TQfoUPWk;O9*uPGF!;30LjTd=c%Nf
z!K)lB_h<WR&rpX`OJ%aax3v(lL>R_DBl_1ns#wRU>Nhuys#+PQV(l9pxX-3*xWCh+
ziHx&A_UbZaRz_`{br>TcpUSc=EiH9BRhZk`zU=<()Rta*joccCE>~c?x!G$PO5J!*
zNz%o{C>}7PNk&tE4>&cAW$@zb?K^MQ)WZvIji62>AKf7T06N(5Ja2d5Ej~D;`#g-F
zBOuPwHuUG(u^^uJM>e+K+7izq1NN7ZiQF6bRA+(*db_lO#vR6=;t4hLJ?52h1-H$!
z<j7HsD9Fw$r14e9_J4;hCz2mCWUj1)<2iB<HEzdM)*!w%uRXWfAX3TZFYh+vDl?w>
z#WTfU*=I+9>jH6S=E=CgaNzGa?M*b(xLVsBR-`WDv5#2MF65TMv*twKGe*OxBh-GQ
zkw%TH-0Bi4%8`GsNVlrs;EuJapxbzM+WF+s{6@(X{{SSmchL|e1KeYg*y6P;d@~h~
zh^^kmqL$U}M5L>YpanVndFfNj2hhHGEt#Vo=(F(Mt>*a^+F2tmACh-qXYn;c+r@C*
z$kF+z@<4LyEM<1~<cga2O1i)BO|6}~M6$f{OTT~0iX;TKeT7G;XvWge>K|qi*g(76
z3PapW#u$(8=cQ*>l9tS<R&m_XU0Nw6M|*5CWa2qJN1>}}G*@VoL?u*)PngJ^G7qO(
z@@*DtjZ?-pO(|hCw*a!S#yjKbUEYmzI%r-YkW9g#lo<KW)3lx_RA(NyFWdPY4DyL>
zW&1qwNOtkH@Ot`GmxgGdW-%4zer$HguPwItgMDcUisn0c)wm^w(^__)5bURT;%j*$
zXJDhta7IZKxoX9i&l_rY@<@vtuss35ALr{>Z{d4O%O=I$+9k%<b@O)uM?L-Odre_=
z9cTLzd(YmoHe+NPumR|Q15-z+LvD#~B3BWpP*Q9+<C=W)O6*C&=x12?QX5EosC7+1
zLX5-95&*f!CZe+NHkGHjmIHAlnfbR%_m967wFTS=Br+LObC=~a!S|`Hr;USzo+d2h
zfx8@jG@WbdA;yY}ykuq%4#T*QK2^^{fI#-BTf>v9?uPCYj?4(p;wyGGV{<Rdxk4^6
z$j>>Yc~xE&7#rVdAAzi$Dl+mq6>LOwPUj<cqF)GpdpPFF8QN92&pmNjSDqfQ*jnRC
z2-)R=GX6Og=(0LTw;4N_FQ;B9>@ciJ&N|cfDSR>;#XtFZ1IT6YevvwEj!B_nIxB}C
ztyTX3gdD?%w!My4=tPQBBh$Tm16$ilGS<+zVVsm5Di_mjT>PlffyUH06!|N~Sv!;M
zu+!c)Jf2M_Td>;J_N^uqV8bA6j@)&uPZL9^+}rNDw4EhF3p>U@e@gbZ(5=ehWaGBw
z=~X1rZlX*>E<yBi4Pw2mIdgKFI(TZavXSCCO@^rU?CTEOU^f<Xjt8-;l6a<8wURXg
z;B+zpkJ7zjO)~AEm2ND2!Hu~ooUeXIHH!L9odiN5V-!lG3$;Ka^BMhXrZ~^%M<nn+
z$j>oNO$!ESSTN$JlHwN;hG3))<F$G$+76XGo@8nEXCs2K0;BrY2BYA~WsI9ki&xvo
z2P((g(zIBbY{pnxk?3H>_7t}y$i8NH4NusC4*2jm&N%m}<M6%xozxReXl9Bw49Wm-
zz;@!TYX-tiLfTmL`BDc5?RLmad-?wW^;P>+-I1H8B(*YbAu%j_2xBP9g>c6n;B-G)
zujNeVJg?MLDz{eVCR8h)enHdPpqEzFfG~xO0CT&_8?)=2R{Xcr%Jwu~JBZP6GJ5A7
z1u-R^KpRlx`c~efqs5}yLh@coB$C3iWxxx#j-1v?O{_Q(L1koeG8t8Je;o5iD6T6^
z;GD<D`v(;&UD>iMQ?$wf$;C-w7NFMq?rnFmIXf_GHtN#yOQtDlJ_-3iOw>58rC!GL
zH(F!I<->O>vFIcj2CCmY0yFXnJ+b_&J{><$F^JzzxMHU&e4-6aa?Pc{!c7w6%+3|r
zhzfi0j%lb1n9o~~=WKA6=czo3A-w`!v%;(azz3WkdeWav*RP;UsD+9|$}p%=SP#Gh
znvJy8g>mIGNXxaDFe5&-cR^z==43Y@pcn&_*whzN?_fXx^sSqH6&MDVMZ)q>FX@_O
z8YBjCZXMbjlB*K#1oj4(Ivazv%*$I>ypdH&!0XQfx~m&V?NLg+jM(+!t=YALM;d*N
ze6TP|=O^{1-AiVK8+CZ_FctW%{eqghk~8LU-5pMi;*CE@g)OZuCTS&X$tBF74EM*S
zU;hAv=H2zU1KTWi>6VeBedM+{$4)(KfLT&db1Hrm@T4d^ROirvS-dQwHBmFxU&VSj
zht6xv@sS#?=KO_TvA>H|v5xK(nInAQN}F2%k<;+67~M2Ply*+XV^p#0nzgY}7NKyV
zdIIE+$kcK)GulA{K-?;*_5DpsWDbbx%F0Is9D*y!Ec|V*0#w~aD8?}|0xMSA$9MLT
z1pdym*bZ?I$UiEOvFOnf^KK*%ql{4PmLsp$xK#Lr7>1iqmM~5j#^8*5WLAt{5HxIK
zWzfLKE1&B{#?jNs8hJ-}191fY6^nUzw--`ueXgHy<Du_Z@9_@STcuTv;em$NW=yi@
z__LmVl@*?$q1)Y=AR(}ui<ZtZY8go){meIyYO~(55cxYgk&5N~Ejq)i-8f}2$#$we
zyVpZLqiwGK=FaR!kitx!VFZy}?}2Wu4xsk)?ep4GDi&eLI2a!EAaQ4@%*r;A%P|E<
zzxY)vMgrztq>xi1-<q0v9f{b7Bx5<~DjQpNj^Rl^c}T@JMXp^=am_J_{{RY=RF(^z
zeiYI<0MkKWh`YAYk9^a~!($aZDybVV$4aOPcVArMfF^dt5+6bRDPVq3ciIjqZb(~l
z2d6Ybxp=|n3C?H%m$L}s+{_df3Nm_<c&x2cN=y5Br9@w}0LmL~NmJBS`{Y>)Mp1UF
z1^|vSInU>VP-t3>wyR<GyM6vxcT!z&a;FBObot}T%7nRPa}VKkQrPR-os&tJj9zLf
zJr3mu`HCxh!`82F<0(jue3!CkSv!onas23|hm&yBs;MbxaUqm-G^NyzxvI%B@E;&!
zu&Dzh5Eay)V_xaxB2O_rKT2?wJwHl~mmNVLS_kDomB~bcm&|I9zgjW{D;08Ol#Z*-
zI8FY|Ly&vYsYBI`4k2=HJ@dk@Dn+<s{35Gif4@nP4_cm4+`1<xr~;lPZ16>A?pEM~
zPu?nd3g<Kgu01I8n>;uMsCkRn{<Nzyk<;_3_GNRLUUOrXU#%#(AM@Mrtnn(7PYwX+
z4JS<vOun}%{{TG&JWmtnEI%G=J!A*4sRW0%KPr!AS2=TZOOm+B>sb1R9mlm^^A0M7
z+Y=|PIKxp&PQ@vKBx5xeGt^YmH$5>>?<24^vWXWbKk6}173qUccW)?r)IMW$G@MX#
zvhA3}gyf7VsG4R6hH6Mj+Q%lNVtEylqZVlzjI$1*G-Pd&@;YanX0#@nIF%P_5D|GR
zlUWFI<2@?H!)|Pb>?;}JmGm@KdzOUuui7#G^hf$t+bJYSZhV6X4;I2yk=Guzh4U|R
zD&@S*95Ni|w<58X2DU9!xee}}dw9$xxpxEr6U_<-<%*>ykEz8Bk7BH|<K;;9GL!F~
zYe-+RkO=&7nv`C~cyx`w3|4LuMx4l@<C$e$J4oElw-Las;U8fHj`*%fHN<L$Q!*=@
zjqsNz-A*gfF6Dr_f~+vO;i-@aMm)19^byDh=}^&1MhAkO<?)uEwtI$+T0+SoAP?O?
zIH_l`)HQ8jC9+yDLJX5mx$@&sIXL43pRIJ30xK<6E16BnHtgGjV2qU`86EkqUr>Wy
zxrS&hFJpqzVjY!1+(`8%o3xPmnq+<`@dcD{Hjim1+3l3?W)T(hU#Vm4dsY7c30<M^
zmbq~a;bvbf<N~`64RbG{>H<X*h-3@iK<p3Uo-3x%pqk6Vn$k%MME-0;XhNgEKC~#s
zY%8`>vhhcXEtWBDsIBrh{Ig&m1K+S8jcG;W-5Tx0I*y%Y(ka_BNAeu{f;!e*mX}Qd
zF*Sxt=PxVgBhxHuf?FguI2P6u$r}$b%zrV-^~D>Fv(zTkv>T5OX_}0;QrcO?kr^W@
zt&q5HTpH!3@csSe(7N#FinRNozs&NcVVwHopXEs+t9&)ENi5$IPbn}%$^QUa4hQL6
zwa$#EV?hs)GB*N+TOU*2lZ}|JcUHPaza52?x~7z7y|$alEfWS3L|72~dUH?ljkMSL
zG&YvW8(bHWm1H=^Bs|s?o~wPLUdGyO+|$GcC5A(VBd-J;XYj7CSMf#Nr-$sXWVM3i
z+yc)O$`1vO2jDSHX!I*{&Z6)?h$Uqv`Ws@o`@Md+uEWDR4x^?+6@-^5Dob=_o<qYG
z+m1a5Jm#ae@fU|L=8oFuNqcLFhyYqS87KXomA$80=(f6qx@;QEhVpN{4CHPI2izNR
zk9sArl4xbcyraYVeZ7Rr97`t0ZUF*8oci>uLtMR`WQ06Y7{{2Sfbxaw^7b5cs3y{{
zVesvg7MAepB0n@YmndARe1fF+12x0m=oh{izmHO}(xx&i2?H}Wa8D{g<J%QHt)aG$
zL$%ekoBP;SOAA=<a9LSd2}8&n^~u3ChokATN#UJT`G}uxp9))|@JBV7XQ8dX#7kX5
z1q*9%tvFtrSfS4!QCD<Tka#y%aLk*gB^eJR<vf8}DA<l;j=cD1sd?U1P}|-%()+FE
z9X^K~)>r%?ciL{LV7FFxHsVW|)E8W@-W|nj8_j;&^K4hGJYewda&hms@vfUq@dlzU
zwBbCmPO{vrcm>%<Ky#e>_omggxu>+c*fcFVSNN%Qd%hzTvPl!J@w+%Y?d#r|b8j`)
zrFCbjX_qNsJ7(JYIEe}V@g1|@wP<*GQ~nkfp)Zvun*RW3%)i5cZ~&|sb)9O@SkzX>
zRGDLpjga87uOqkTQ1#HAPHRy<B=F9rZ3WcE5z09^4f*%xx-Cz{7dmE@rQA%h$oCP3
zlgv!y<2mBAqSoWTHa7bFHrF>75i_Gr2ng7AP^>#}1{>b0_`=rXQoGab^s9G9f)G5Y
zzvZ4dz|AJ2?3y1ums5XM*J0B9Go)%y1FBDKg}jr71mNeIuOEsn1-us*7jj#x{Kzij
z<kg*RE$sX^qRFb;$s<|XBa3!i?vMe1-ou_ftIDqR+pFv8E+pE;n}le_2e72D>Tbxj
zUzKWl{93G6in|)tbyf|!7utBM>muGWK@>MC?xZdNBd4u-=Z8{BJU6ON_KOhnqe2iB
z-_+Kh!^y7G#F5+08^;-qilc5g81I^yP)WT@jb_$|SrqY<jv*?EHYg}g52t#b*<>@^
z4Wx{&G0$OMdw;8Hvv{fW=q=J@%BsABAyWYIeFjZdxbe21XRDh8^BvX1eq=6J=04wA
z%aWpYM&8mAj>o03A8T}QLWuK&+nOcVhCDalaHk}3n&s|1O!`Inw7AsWB>;iuF5!TE
zYimx_Keg-)=$hJOwwVAB<#Jn(nCIS_oVueo7@C47PEuCKwMKSaFYhB+M<DJ1)NQHS
zl24Z~9OSMW{{XK^Yj<ho>^BOhaX&c6Q%P5Y-2<lgOpaYT%4Wf{hz^;Il{Hzk8&?Bk
z%>nczHE6*S$t3Ko2rdfkY~*be+12Bo*>`OW&ATht3V+6(sLyaxtsR+=-XD<{_fy3A
zJs1@=UQH_bS086G4*M8Cdg<06dEB2sX(7y!2kDY}RJsuREY)IaeW={x?kyBA`c<4n
zfx(g;r}M1m(e#_hg1w$e>QVWxNZkHmj5b+7CzH~klG@%uiEScm`o=jwT0Nar@W@`)
zllY){o}=M-FJi#DotZ!j9nZ|89lBN|-W~A`rth%DY|)$#+_=d4WDHlXog&473mma$
z`>(+K4;2KO3Khh61o8+HAV12NJ|;VdE*eLQ3tfLtl)U<F%M9hec3FS%+Ckzu;+>lh
zYFqdtQls^+WNjAWGJK|ujz8s_;QqBveJbWiv2|u-QQ6`SKUzMuQG7@~t4aJaJjPEJ
zT{J;O^}qywd$mzI#q7rl^2(<tYh{72M3=*QLrP27!yBIKls}hG(yHnjXtA{u+RS3Z
zs%<I==iao2E)CkmO9wsEIJKH{7nwbqMx8fpz(1WnNFb2l+1wI42#NmyKmB^`G|P*P
zI%c_!`XeNZw3du91JjdR5%{H(%r9-Y$&&7a@AT{V40~3eSc)OxrqSir@j~*+4ZMi5
zul%xiSlh3o5n3lo)L~CE$hs?x?umTCkE-UjwLLdOy@SZN(-I;<W|6l$=N*`up`++=
z=;38XX(b$nb~y(ea1C0-QMR|aKUA#V=_3s4P})Ann5pipgb_+-hWCi>7DhkAwCDL(
zV{#;#@#fmHKLaFtRl9L<6cY<uG=<%8S!3n76%wr%tWz~uclMe%Ni-YC;z>+jEApTm
zlh379Ya7U)%V;DGo_<>Np<$`c%6z#v@3*Bt`wLTP=amtFmQwtjb^K~wdaq<sp+#>a
zfQLrZTOYb)$m4Tjt|o`6s*=o@1N+&o>3lbS@487N>(KL$)}(I?T}sDv@hCst1l0RX
zNq)}?x|}?ECE3GykmK1+CH1_PfGm@i-GVj&-#mVm-;W6r05=cE_fr&);D{xWUTJ21
zzjSZ_tB1C}rga`2FLdGI(-K$<OLD<@12{bX6*B2IiM$D!i0QZyUGn%=&*k47j7M`J
zAEiv57t@sF+JpY{vHrDAH6K!atp(8GMwevP=*<_-M<5!7Y^@S<v8-xw&RBnqdO~PA
zYGZAcu*dx~2CSx?Zi5IBeU$*I_7d(NT7udqoN3xpkuyO8Je`#XIO~u*)roZI(Zsi!
zTSCB$N^O~Nez>nh7LkwQIH#hte{tM<1~o4X`Y`(1>l2HD_GJNKx_#S*5EK1sxl7c#
zE|*s!i7ddJitme)jq#(8_S7HgP)lWFaNDG?hj%|R4X5<1XNRlNn^VS8kJ&iJ)OF}%
zEp2g@?dBhsA4=&gHF!S93tZf0ZMb|!M>Q+xRxX=V+{g5MiiLbP8b^e<M&~$q@%q$L
zjcQw~l~!~s`4{fBduZ*lj!a~I;D`05>9=cpE12+OPW|&)R~lBPkvukyZc`t?_&=>w
zTODQ+WO%1m$0jxeewDY@T2^T1`mA2kI?JY4FCKp49p1$BrL~bs&m@8AT#dcO+#X`e
zTMl{Nq-6bRtsT|Kku2_KkGb0>?laSxYZV^B^(l8c$q$(-umk`|<a<*jiW@CFTEMEC
z&d>nqlagzlmV4KPBohVNFn5gPfr_f%+J*NUn`U9iA2;~cixExrBkHqHQ?2mz<6L;I
z>MtpkA%T%!BMtK<6_?;kUoXTLGt1^J#E?Ez58dN(au2N)ttWWg%Cvc9V~6N^Qg!Xk
zNEVl9uXOOlNu`hOIme;oREFT-hEOxzPAQv38$}iivHoB^CFJ%aAFVrNg+rBnr=iCm
zokj=c=}M%b$}wM|{{SM8?mG>P{{UJ5Y-9S<g!udDukJWB@gz(#xd;2L{xn=^T#sW@
z)G+6*Jhl`Nx%J01-#L3J{AjsJ3I=}g{Hb=H$28F}Jq0L`{{VK73$*$QP#dT;o7>P*
z?|!%xhCe49&;thh#1Bf3b8hR3aLGS=G@2<gV9$=U^=8K=pbC9yLg%5WXla&1k;X~<
zYOTS`_ooCKc+E#D;~h;(MO=byq+>M*+nxxi<xSZ6T!ZOR8%NK|8{2hgh+^&mdemjq
zp2DRTb8YB9I$^Vu{h!XBgpWo*KKQ7Zf_l@|*~fAD(@ZQ6YE~-ZBLKi0)RMaH>-kX}
zWH`??BgUnUMkzI@?p9gC<a5PYN%0XF;L}CCd$}!Bh$9hXZpBQZQf#VcQp9a+dsDzt
zMlfmS-V@Fn>zaB)7VrT4b5h`jq%!G?Nu9XBsF#7l1NhacQC35WXb7hzLHe4{*(Pc2
z8YZ;4WoI8TQl#zA0R1XhH5QI#ayR3gIN;QAd4Dn56yvow<OhitrDG}!p=znN`rwyu
zl?vOqQZliEIq&r!)}hsa)B?+EIf%a#2FVTwKu5J^hu8t$G3qKtx?dmzDEvin*1)Qg
z=4SD)WKdlOQ891$m$J4ptqCLW^sAC-Z6qxi5I_jQYk3NgK8;LU&8&7ZbpHT7X(QAQ
zMkI~Bv5J1ltq^nF>Pf6iY5xES{*PfEs~jI@cik+@$RMduRZltftXX_Nb*Nd*GV9V$
z6pysa6|1ox*y;!2TX(T(_r6fMw1!*_+~AOXsnOY6Me|$7BnSSPNKpQinr#&sMLkR%
zGeuo8DIjU)VdiDn1D4~33QrlXvs!{7qv@94+0AyIRzyBwLccNOoMw<oDqFM3x=5qt
zyyOpz{{T9zu3X;S3suv|wwl^KyPL7jdRA&PPjhL`l$MIcHiFZ`*57K6O^)AJl}L;$
zG@oZf-H-Rb4l0GFpvGwPcM`}C`u_m4l_&lMij+RDZyILzGBa+Gnjk?f)RWZJfubEj
z#FI}8PN1j?2>zorSC#c4@>@o2UI{F`9i^?D(<uT^-bAI&3*_)Sd)GT@<2&6dKu)JE
z;t_(6legTSMRdBAwD$fU(ru#HW>j!D4iC-9=dE(B<-AP;v{AO~{_L3X?T(dq<=m8;
z*y%L?0El{Apnqzuxn%{Tl@Rg>>5j+Ru4$LP8`XR*bv3A-#>zQ=deQvA93Fe*eiegn
ze|2OYIOn%Td>xWTL2lVBzt5V}wz`eH6MpR!KP<#JhyWbpo`6)TTy8eq6^@T-eH3Fx
z@olR)8C92RoM+mu*l1d{rQNZ;wU+Hx;aFT-%A_dcsOm@ITqE7B#7x%uP0FwxBT<f>
z>vK-I@eZEw+}p(*mhq7CEK-13ag)a!)!ORJo1>`G9yt72br;zufSBfe(*mH9NhD{2
z4s%#CK9{IVbR{z4J{hCW%yGv+anI7aT?YRE#4oBCH7PCRw`dwthXs(Hfcp0pn{lt`
zuw7g&)`lT`eA3&ErH84<YKD|cioVC4>K-1tjgofMCJb@qi-I<lJm3+>QhzG+Jxbim
z3=Je3JeZ*oT!{eQ<P46y{YTQFv(Wq{tC{7qo=D<QJmi)z$Ok?99!+WLnne1MNbRqo
zYj_YPym82+fsf)2Flo7SA#x(WjC@ObplP~o@Qpm#qD7S*IOGyWE0zBMg!e+!BUm+E
z9@0q;S+>KEpaoA_?KSNx=JwLcH?=afHp!Clf~?rVA6oMrPfxSAxdk-2qmbmtB2uIO
z0IgLPku5ZKcGp@go)Ns8O|ZCz-|b1}#`2t!27Xi2S3}`hG#k5!=diq=?I9S8dE_LX
zJq>bNWNSBoC59#c09$wvDC#~@)~|RAK)bNkp5kE9Tck`Q4nZu$bA#wHNj~ANv^Os_
zMVrI^c9ku)zN2`n8_hdocc>o!07~=8z8`D$x|OOmoxG{`i1*2E!HSK;lbjmpEuQ*q
zV*db6a>fgX&Agexg}@jpYPOf+txgXS*y);t_hx6fSjOj22+lbe$sdhMx_3og+SfV%
z038VjiKYOLlX8-Jed_AG0=s-2t1}PzY=`B?IKiqqqiHYVjYYK!AGXM|u?Q8i6fx*U
zby^|OPlfN>OSYQI+|0gmxh=Hd5=MQiR@04|GfPvChs*I6jBd1Bx3<+S*D}DaaDB(B
zpU~2HQ&QD#<kVo*A1!GTuu?e$wmIUj!Qq(guj8LV@fD$-APUEFyBm?5A7VRu*GVme
zwt9Wt>shMLc@jq_mf@8dPI~$p#ljtnQkQd#)4X1{I)Js7(NGs<Nm5P;2hzK1E8B1Q
zM`hHcdE)y#%&yJJPzOAESD4G-9}>jo<}ESb4ZT_?R_~tG>RNTHw}YTrEgC8ACCsqQ
zG4pLX&*hp^p$O`VRi^Z1SheXkE3vm>fy=JX)YY49S}3DbYiR)L3~m~{pT#=D>UY0p
zw|&--HWaWwy>IV-g>UGqCAY(w?#Af<0DCD%2a$#M`c@xQsFl=>zOe_SqIwKkos--<
zo0Ash04%6S>(Zx@{OMpZO$^E;1o>_bI6Z$#@ymY`YH_YU*0TZs06h>N<z9v1Jx#SA
z32HY}TfiDA)O>>*v9#dTdkV4mh3%mJ6RK_4`QmT;=AesXyuk5^Fue5OR{>+=%NgY!
zT-R`O_i##&=UrSH>~dNgsBU9;OAuaF;IP0v)Va<*3+0P73aOo990pR{^rv|)fU?L2
zIpV3M{BFW?8ny=9!qqvNJH&V`o<TdI+6rfHxvGt8lIfyWg{DPm6iTFIZcuov?MFbd
z)NQ<pVrao&+oC&3#ay$LEvzxL@flSDl`W1(6+D7tJ+a%k207cv`?UGtd$b8jY|e0a
zGfi9#_at@&>Q(TTn;84DF!yq6cH&bVyv?@^s&U79cnUxzuur$rv{Hv+B&v5YV({*p
z8R8ZEMrzV&c8D+{jC+I?cXIut!IE2M{PxCiPH0pDPat*Xv`!ripS0>#7SOLkzkn3s
z6hQYsjZ7j!0|gj82%}~@Vy^3<513}ik6}t9kFt--ov@EeFh^hKO%ri8j(~oYVTXUx
zmmqhedXDtKGHF3Ho?!Gpl{g&q29O3prP`;hLH5gWb@o#t3Hpf3a%y4-?!S!}8%+n6
zrjyHF-=!EQ_=n&raO3!m0u#y}hK;!GN)-3pMJ^Z8fE$l$G6zyA;15AY(dk9Nk9zw4
zl!3vKunERL3V8r@{Y@kqhMwA!+R1N=g-}k{>z`_uElNwN42`lx0utNK-1h6=^QK?9
zx6|ebrE<GRUJ2l4wvuf#%~;ByeCKPAZ1<~Stt7?_NAMLbCN$bPu`TI9k;4p|c>U&7
z9C6nKR(-akvhw0RLroE#{{SP#g@G6y!1b=^M;op-sb8R|hM#UEE~&JhxZqZ5i@okz
zs`?yrL8J-bFo_Z5ml;-XmkLi$sQqeL?DWSB^R&oF{{UK4ARkfx0M@RK^G3J13U|5{
z&pG3fkLy_Scvk5Yi(OHI<Ar$DhJPA~P+bwCuKSmCKPFq4Wwn+kgj*57!<?1D`f>Wv
zQTTsIz0>cSOOG$h@=RlC>T<Z_@HAINDDuX}H6_g}o>RTODZuBc+wV@;eR!qv$Eo(k
zd#8woeA(&^8;?UuQ1;C|Lw5lEXdaA*pIThik18e^-cb5=6wf7xOgH<cmBq@)y7r~#
z(w)fa2&LrH8qp0>>Olt>^ry7W-+5KLXBa=7Cc{8qaYcieom$nv1W6gkKg114w&9m_
zOeG!mHc0$9s<@*AIp;pUl(|_-NU~!9;DQgKrP>GZ{<R8CBCgzqAMNw{(}apZ1Tq28
zuOL#h8fcej{^<Pa$`p12m?JIzu2p|w!ToAB-mF995!W<^TUP+^MMxzX<yY_(L>%-c
zoB{Wx$_h;v3!&fvP)@-)!2C@xAw8)bT9QNNxW~94ae+`7n4i6$rApD0+M#6UsQgW6
zk|D~&ywi@S^QMVTeW`q=10;S`9y#ZydMtwE%RgQzyUFe|=}iGo0H4Z&gVfPrxS~f=
zI3w_(<zjM0HB{%RCY;KBGe(0M=E>|o8h@K9OlOKbwLNkv!XKCAAkuakBl92EigGb6
zoZ^t79YGZ2Q<2x+ld#hpHsa^z{b~}DcLe^mVpJsk+KeL(nav19(1!9`8P9ryV|Br+
z5xayTx>HK2=L8y?7jh&FtOzIbt5*oE7%Zw!y+)COe)|4(G{trSpU70SG|JJ(8o6Q>
zaz3<z-AfEIpKgYnF-n=<G3(N$!4{;+Cx{K3zyJ<8>r9P;oGios`>Qib#l|-b3<`)!
zd#G>HvUHJZqeRfNs|-xQA9}karKT=q8^{2+b5tYR#D44p>zvZeA9hra<ygv*qNr%3
znET96)0&xCSb!OG{?gViW?xF3E@diI?L1<lRIE~!%}e_^FGZ-8$@?$O4#vjPf1Or?
zN?2I2iDhENndCWU_9lsLq(Fmb0eI$|x{Go9v-#E&qs+B6r&>^Vizb%JIX`*iOo1aI
znRc>;>Q5)@RvE0%hvi0zL=#-#rqdqpm;CckEy!ig2tL&-BrgJ%Y=hZ`MRP1SEUuZ+
zEL)nik;m$m;@QNOiy(zmf@8VgwXwh;4D}xMk^QG}<VywHO(cq^oI3IEk^HOBR@M|H
zqivb~;J~Y2Yn4@0-REh@5-vq_E2LuNq|7e>Uai)za7?iY7TQ7O2WDUfFnI%xz3VR9
zQNPzUjYCSdvW5O|hT)_tu|%gNu<kv7D(`Kz7|||TPb(%CRr0~)oOU(He`#v$%V8Fn
zk;Lpb%Gh1tc49dr+r2lc)Jgl=4A(EMZd3aYL6!?kSmgctBI7=-{{Ysk!J^#eX(RC%
zmPSIjjH(bZ$KEvkXYFvnk;?jXZ!l#Jk>P<K#klehN~3Jk7>ZrlB=NG~OC-NH)}|`!
zLYi@Uo{_HKU+FfQU)gS%0ziU6ybai2Q<2uGCyd$c);X-!>S9PfY#;~YI1D~q{{T9h
z#jSN5ntIuY$w<+NW&q#=(3<0<)Bw9O$Q~=K?RR-MWqtGQOQ<8ReP6=bo{#o<;%h~g
zZN@8kFxki6#~fCkjcKP1M%}dCV|qhq=$5h$Msf48^{+IKL9v%mGZ3zuiD;3DT>1h0
z>!a`_8gxD-)D5nkEvu!Y?j*L-K8K;ITi9I-_kJDmSD)uuURh5PIAjs+3_0na{=F^s
zhmRELdY#3CEV9iRf8CNJkREbIFgy3IKJw>Lv()b;vS$nDzXNjj>{QoT;jb9#QQM<x
zX|gU4`p+@I`eQhx^cLm~<Z?^mEBlLovNQdnP<Na^-ag}xp{}1vX<xxwnVrKs%F1{n
zA1_XSo@<}J_=BNc%-`A`9**cVjfYrvw#=LodgRwrrM88r_%c~7e%E1PEUmb1$p;5N
zg<Zj(T{Ie!xs@)3+qewvEI0$V-pS4dcODLV%RK{FmU&i21}rWP+!M(8y^TQM4(u+i
z{{Z4utuuq#b|W>vp!h!XPSLNdCzIrwSl@b_{G+Zt_~M+cVIsDjtz4?w>N<Sx)>369
zvLF(#{oI~|J^d@D^XEE!ypqVRGhDac`>IGF52i>J%-!9ln_$-?OmPH2!)s@-?knAo
zx$BynR6cjZ)NMb_63pgE!5=ts*~iox$z6?)OV0`42DH|6$nEZ<`5d%3QhSiYpr|$N
zKS}=pggPq?4q^5?i6ljJZP;Qkai4Qs{{V>e*VUub^}n9lNfbwTqbfrWYO||ZO$Wnk
zODN=jIsDc~Y^nR|N7Jo4^th~ZFYv2hg!!-&GK2JQ(3<VMF{a(<z5&$XzKxP&a83xp
zBMaKR=<9m+k2#ICIasRTH=f!0b+1a$^{cy&hZ1VHGMVR!R(;a}&cH|qA4=X*cC#TQ
zc=@)HB>=6&0Q(Q>Kdp80q|kgUjJ8Y3B#sU-pWZDk-;VS>UJ$yMhwWu^{82GdJxy-w
zaA~(b2GO8`N$qTA3_}s-G6Kqf9z`ii_CU1Q^J`s7?gsMXnn>HIQ0Bc4;f|}S-uQ-C
zuPz<oTX$>`p5q;>A}@x?c@LYX_>Rs;Jr+<=kLz7uf&3Y&cw=9lOS2rd&1h6ihmG74
zKc6(`8hsGdrM1Z~FE0b!J-jeo3xAcP4TcA(2h%;Ou8-m?eNM{e?O>kFTSyXJ&B(~l
zZ%kJ`b9Hy3__FU)Mw&R8g0e`b%b7NekN&-M^TB6z;p^M2HY_Hihu_oY3PDyKk3WrY
z)WXAe)aZ^PNmyHN80q&#pod$wlw*~bkLQZogH>sx3?a9fal=IYYsOo_^C~Dew!m;O
zXTTqoXla@xaNWeP>TK5xcA`L8x%3qNq}H*J{<NF3iS1BWywfbCd0u3HD(58Blj-*h
z3x)ZKQ^qSJS=6WSuZJwI9m~rC1#^wWn$OUFCXH)ShRH0!-WxBw7{JNmuh}bVN40l1
z<AUNiBSuyQP-K1;8@mh0RFXbNI6eAQGW<f(t?u61=_QTV89O%)ed}FyZ4%`onA|`F
zi<sGt+=J;)*)*=0)l~Fos03_&@7J1S4;+!Rl>-jT`5ac1ma)vCtt5$uxz2wouWzR2
zDUg4xM>zqwB=h}he|nvY=A`-+{MeKdP5>D^cBd}c5HREso|Tn%YvLH=aJp<VAp~V6
z$^5ZYW7Rc#Roi!`Ne(apR3r+!)LOBqQl5#OAWB__{EFt=T#@CA7a>R|DpzUg?^3<|
z&M?!QdmK{s>#8g2P5dm_mcj|863GN?>(R*Mel&*G-abh&{{X=8{cD_1_X^wYCkH2^
zo}Wsobz|izeZ`b>owZS`7u3#pda+kJzqVMz!`}e)KnlM?KC%jp_02Xuw`kw)DR1N}
zjxjRlY@`uQktfCrWOhEazbZNQI_L2wo(IZif23r8I*GhV2k_cT-sO~kTI4y;EB$CL
zndBOFk8xd{B;F*S&L%5p7CaA@N9R5IR88VLqBvMo{{XUuzpZ1!%JDn-fi{elX2Cy7
zV@jX^M?T`7j5ReMUcHfiOO;-K=a?0Vd3AC%f3}&5oyil(4<jRk_#9OJVz=-C$6AU=
z1<V)9>%qVrah;%wiP+K?E{#HIUIOmIWioky_8<ZMb6S!%rEx98!3?`prqZ$U>&8gW
zZnelH?Q-^aETu_|q@zE0WDVH%Kc#v)B#jlpFM1ThNGj?^JqMt!XJbuF5ACb_1cr9F
zl^|@BxL|wr_UG{T6{MahzY+wBb(0@?m<^zPd)3E+8~q;E-sa-q!y>K_!Z(ACFnfCR
z?M#P6iJ*15l1Z*zwyQ?FHUZxQj+Jp}huo9?6DCPo8Dfoyf#u4#_j`SN)*X+GwOvXn
zl-$Q@G)=YQ5M`6onvYo1tn3WlQ(p-d2UXt~D#fq~&u-Pt>dhsM^6GFVT|aj^V+KU^
z$Ed4{zfn6bhoksX_WI{lm2R~OE>p>36_hB><>v$Z^F?F)KiNNsCA(JNzRZPSc)?^i
z9^ELbTM;eJRGb5Wlj%aXS0oU9DZ?50hDATijfcr5-)8>+8upJO*VK<ZQe=7xS6#n&
z)MTzf7-jBg8cca*Jp8l+=uI%lgVWnIdBeBzrF1(oVC{??W870n9r&h+m>h-e=}g?m
z_-R}@NkW$Uzc;Wn(!d^g{3)L~^c3*&alMNScO7ZmIZ$pMl$*T;Cdk<2?^F6yysz%y
z{S6mkWQOnhQM~7={3!CydE%TBfEan|4N8|2#Jgj10qUoae>y^-QOCV5Q0B2ZUdR6c
zE#UtEfyQ>9$njHy1LMk^5`Tr%sr)-1&ZvR`<Bz2n$@Qa@In4|(eT=1Bw(cpi9>k2*
zINnH(QOf-)adNCNEC|Q@$?~7@q|+ZVV_k+ikHVli=B_eZNC}O~pYFJ(J-LlliQJ@T
zDb7B=^wSfIWCMXq*RBmAk}jK#D#)Is)3_yJHYq%1bM2Z`iGeu59`x@uNAS=m1NdnV
zL2$$P20pYDbJ>3iU$wC4qaNar+-~3~{3&WNn;3dh1R-z_0MX{ZK)`)PF8Kx+;Qc$$
z1BUhB6N-4j>bO7b^{7nDI)Ol!J@9B5BgP2GcJu&`>rFA^zJD4+A=`}c*Bz+=J#Z-?
z8~~&$DR(jAnUu~s&(?qxD(5E^Az%jvqr&6w56+xd3z9hX6q+1FC0mB(o`NMjvjgeD
z6%i^&T+p}&rAY2rV;c~6Qhx8;)I^NZZpT4IiY%c{fMTB`D=@$Sf!n=RSq^^gX<9-$
z3?F))P`N(gQbfU6ouKEAMN{7?A1PXJdBOYOeiWQ;H7ggT+UyBM9D33S)bJY>pYtI*
zWp9||^PXuk<Y3DG0G&^>MRS_T6r^D$KS5H+^T!g8FcI!66;$Ut-#*P#w9+D|FP}i%
z)^3U|R5aqbb--YUJ@bm6&tuceKU^Bc5-0J-LH0PQQKBasvFzMbN{LEl*xPU>mRN_H
z$P_Y;pGsmvh@fqDBe^FvMMzi)9D&yy(^7D!h9K51n?{`Due4n{{{U#avGbKlBa_B@
z)kW~GhCb!3+*u>;$Uyv!X(iduGLOVnh_BEv4C;BQaA<t(^&-~g{?ocw7O}Kz7)4o_
zj1WD(wa;GZ7ncx(TjW_Y@}%&2k*LQ25zpscYhJ@7q?scm`r?Ah{T4Dlf}y}_OyDKc
z^&3lfkt4R2c6AH(NBMU5;Na)!U2lTE{rj}c&bE!_D=r8p*OTd2<cb-1duU(kl=!o6
zWpM?)xP>J`j8Gnjt_Q6vSgvD(o;$fN<-8H%1(AtqcPcvP*B{EOO|08M%!_PHtIlGP
z*kiA8oL6omx-u%ua?-@TVrZ9<^~Gjg_;$+jPclg-jlnnysz4r`0ZFo!yBvA(1ISlq
zoT#%BcgVzs{V`sFU>0wNZm1!L&S^&n3Z$zHpGwY$LSelUXk}dEY_3-$@ve$%Z?X6?
z7#<~$_s#Ms7(5y|lh|8sdB%;VU0+;V*=gF;!Dn2wa0X!#j_ghV`qy1|tbby`7M-KL
z?7l+{(uHPeNk1_xc=`&Rui}ExS=h@PyrVPDqX7Q^u)f2+R#s$C4#F|pj8S`mWjueW
z#F&>xmgmulUVjd?y*{sFFNJM2O;1f=t(NlPIB3ZraqrKqb4fB|Brn#t^&c$wQp0+y
zAzp-W_k}p<A!3U|y@{4RMsT-^JgBDml^Ar#q5NtO5_nrv*8DkbV;$|a%&1S9CVZ{K
za6EO#0~O5`5v-yZ<Bxdb=Qsz}tK8gcax`o&;vz6YZY)U8y$U+qcPUNaDRlSqZ?vsK
zXYRu?ujZB4**&G7!+8gmu*N2EV`U(oykPTKaCno&7MKy-q=Uax{Oh!jSh#-%jYm?p
zx4D;dlN%_(13%DKo}^gwfi{H0YeN_(v4Gb_uUlJ>3h3}kuNAt&#Nkd?<{0T$ZS@}u
z>XEs+)7rs<V{}c%YoV6H-Q%@OJyBF7Ayp+meRG_j<<f~t;F0CgY4EbD!z^W3<L8S6
z4_?HI?mQ`XE!T<lg=Cw_iU6x2QmFXA8$tRSW})FL+1hF0Yiok}!1O$HHDkiMUG9w9
zqu#^ig97X$oZ~tEblXh=x-q8lw6-_0*+}uqkv71x!;lBp6|gn<4}@1y`z^e7?Q~L9
ziB1ZDa!0=v!fJAd)UFQE^GHYq@t?xCZZ@aGOLPgH_cCR74tPE3O-Gi%o4J+ZKM%wZ
zYTA6^?B*MTAUOK;;QET(Z8F2bcC%ljnXl(XTTth7L<)?z)SS~a3pq5O56N|O>b4W$
z#|t({W7UVI2j^LSBh&R5uVcA}<)*Zd22xu)M`ArerOw~G&{nb0`07HQ5U^P?S>ud0
zc_$;9=6)V&@gEc{q9kQVBq5iv$LMRS@$e%?)6*F^PM=E2_<glCo1&sc+iLBCc+N*P
zrTxYxz3ZHgzZkgHt|i>t8;($pgWkH!Z9Y9$!*-ftFc&FkCxiX2PE>wWi{k6;I`(*e
z($d7O_Z~H1I34=d>{_Z^YZ`R3Xz^`Zb)3%_*kT7gaoZiMDbL+VwHr3mF+2;VYBK6^
z+({(ST0r0s<gWJg0M?I;d{L=rI`EFlY%7AsHW?YtE3Cef#`9OwKhmV#<}{HkLn$E(
z{6@IX7-+HUI`eGREnvD;Dz@_-rH13kKZP|eXLc)DXlujcd&s;k4y|!-6pY}OP<Hen
zaaOdSh<bjf6pbyU@cC)I^M(LdH?C=O>7E9&v0xs3pD;$;3EVmw=JY7;ptjW3Xo_Y9
zWy$9|u}=CuL)7(XwZ9ANBq5U7-0_KH!Tm)?FNZX%>^7fvA>)AyhEjcTURR}QmoVO~
z%+3{8H~^mY(0C(Ek}nb2+zHHynKO}$U=h>mD0I}f9BR0~b)8apM|llzs7NG_DE?xC
z8}J69xbW7jsLF;3f#(6rpU8@R&Gg4zn$q6#SZ5=AYy1!DIp}F`yj^u*@h_B;BVlmE
z2Ox7??huxZ9WljKOGakg*j~g5yway({p3ym0IJqxqSe|pS!IW*A%{=<>lNBtc(xf_
zM<uxu82rE#=OfycJX4_Gkqqp)W!<u9_{Akk-vq2TiBkCDnZ~8MoPVa4UqcxG02+GP
zM$-jsuqm9c9Ok;YbWaWH%bQ=bBPr#eU^(}yC&2cNJHofuNa~@Ll<)!VikU{e^k%BI
z8rsCbeHJHttg<iFL8_~xv&J1JPoc>Em9u@}OWip{iK~sE=Mp(mYLe-mA%-C;!{<c9
za`||1gZk9-SG}Vvux||2>`;9^?lmWF;0N%Ke@fAV!<v-xZjKH1?I?eiWd(*5at}_O
zD!jKEibnC=+PZ?LIgF0gEvJa?E#?~|1oYZJ{dG!JukWKdLXEw~KUT9}_(+^bai&??
zq+v=*;B7hNHhYuM3cYA-6G*>}uAy@rXJcAS%&eT@eeu$<o=a=%=_b0<ttEL0++~C@
z>FRl<4`#Y*+Qp|q0)fLsxFbK$=}vNX*ink^bg*g={esdsu5Xlp6;Z|r=rT`UGn{9d
zzV~Zq9CF8WC2juzz1%QZfAzYG=k0E^rG_}tCxTqA=`)Z>=OuIP`qtzo(6E&+BY8>A
zWsGnu1u3n~9AegnABm<wvdUw+FC=T1hET}LWFNzxryN#hwRQ^Zn)+#rx#CCy7}x4L
z)}F6?`f3%L!rJEDC5_SJUKkeTIOpZge+sPAXgYv%sz#AWazjHa=RJlEZwaR@S)8G0
z>^I?|`zMMn>|rJB-qEIn=RR59fsp=SkH(7G@I9W14zD!2b=Aa^m>4ojFgEU9e=sPn
z*KUU%y-pN1dbTP1MmpxHtcc(JdYCx_gI?1|keM(AdT~nIB|D@5k-#A16&R4?o@v39
z_o=Y?g!0!vBaDBvFlpOLj(7*YDRzo-?i_~vDOj#+k*b^>_$2fzPYNmdQ`BSKY2Hv`
zc1fSF29U^t{VB&J08T*YJt^-N(Sl01Y>HJ-0LaPiXt-IB?H-h1^vB~?epAr}1xZ|B
zW9dVXSb<f@$W|-<>F4yN*^|gC^r?c70M7%U^rr+;I%0<)NQ3O|-**f>sjU-6aM=gY
z@mB(E#~pjod485Q&eFp26a|ReoB_cfT-I}`%8FFnv_&wASAoxR4LC-60a4g%HadiI
zGuq8;=s*LgHJ}m+BMlU&+3lPWRT<q}hYM&`F_1E8LIeC&Avipodt#G{tBaIrh-a-d
zDMtAT2iVh&J?Q7!n42HCzY@fff4sc@Vvt(f$lFlK6MwaaU(9kTpk|jDq}O7Ugc^L?
z_J&7ZyP|F1rv|E@m5PzgTU>*XaZ?M1==)^@w17AN0IHRmDKyOSgU}jMt^L~231cuN
zvu^(Y>~cRNQ5!w$`>UAT=Y?am<JX!whhmry{n}lx*kYuTIbk@F89C}l6v2Wr3866w
zvHO*!^7-Y0`}L;*M$zp+Ts*QqWt3!k8jPlTx%_HPqtH-A10xF<{vu5-)buqcPvHmL
z8eDo4_=-S6sF>ji2BZO(?kOKk)AvfC4ehja8RC@4$Bddx2DyGWKpQ8n)1S<Aqsj+3
z4up0jF#iA=aom6XRM4-_9Y0D%CMkjT<P<pTgU{tmF|vK*k76-SVV>rkoA7Y_4$c1n
z*P~Fm7*BdqgFR{JIx_)`;{f2(*--u0+y3<dp$5TDQ@5Uel`oL^%7DOkQ<`oDa8Evz
ztTC*^81lwFM--ngZa%#K04k88=b_Ce06i$M4OPoiq)>5@)1@ka8>Kz-jwv)3A^mAr
z=}sK*R8zuoFxaJGrZ{d@`9U7ym>j=cNsge5;-_Uh0M34u5g6d+r<AT?zEo#|xcV`t
zM-R*b<E}a5AN^_os}O;nl`bVIG8Txdo&o2owrR;HmUxku=xNQv5;*!&;n!&(Hb!~o
zvvkT*94^=q`_uVVxbH}Xzj%47TR}Xp<x_;p1yj_HNa;~3WvLbg{&@3o^#oL&bejoT
z{{SWisCf<j+@ESqp?yL6)_jF?7t(3nfHJP!^<>T}9a1}sy)eOWkM?NT<w;fDo-zPA
zJ$))QlqNd<b!6Nl1RKa0^sL-kWvQ6<noKrvy2Ym}BaU~eZhf+N{3*|)*uFDocM1OV
z5;6Y($4*D<TH&L91izg*qBzRRN4m8`h0Bdbj1<wCf7IUqa(+vQ-Esc_0vR95x?OJG
zRPdgiZLrBIpvuMb6M{NbGWTfZA(C8rmH<;P?Qic)OE6YcO`x>7Ir>zj)`N0SQ=0wL
zvHRl${{Z^BRH7Kz4X!(IR2tg1(`K`VNTIfkVs_lgfI&Y)Op{20cOGt%0Uci5iXY23
zrFkxZl4f$-s*VOvs9Nf${m+0P4!O?aN3S^kwTJ%z2=V*yNpy|<$q=yo!L9vXH@5JN
zjh^LcikuDGcMwOdK5K_9j!M@>p5k)JYR?|c;KJ&~dFocQe%EYPb9;I)u`Rmqwc5~}
z<Q(Uk#)@y=F^sxAXAaT1`A@kOX|*}-RaRS+xK%k-okV~i#-dK>sH;1P_Uns%QsOv1
z)sV+)qIK*rGoRACKMP*!@@e<d-}(5B2a?k!19i?nO5?2OxrY6xk&NZf%nAIl=m({B
zeioMTv@K2>sYAyX`m7E>IXFJFsjD)lE2AD?9O>_KEw-zr+R9PL%O=x+ah`KqR?Fet
zcSDFr1lHD2$kGtMbRL9fkaL>krqeIHPpK`mml2{XHs(kG+N0Fe`t*ppT4)+Nn5<%5
ztm<%GySKh;S1asf(YdT?k$8cTbnSY<V2whhys_}Vkrf@6hc%l^L#N)sZ*yYVG0AS*
zniJpUJyiM%^O2!mMn88f!|K_sZ7chF(&8nK{$)bIGKmQ9=xVfT!aE-yD>OEi=$P`r
z%QCj!2d!uL9Sk=bq>RxWwuBEaKECF<?RQ>%D(V|@p}gP~cP>{xhtoBmW3Oq<x90Co
ziq=I!kL8Rso}-GFE|&`)b2gQ6t7^?}ZX#)AY$zqNJ<bOJS5x9^$!+x1(DaEQj$}kj
znX$$IA1Le39RC3N>t@Y-J!)n)w=&vX+$IA_^O*DLSq<PxZV8slUW(z5CvX9Y^`YI3
zXiMN3Z$8%@jq^hwjF}>2>NvryZyQf4c!uL{oR=WRxR9{m<o2$Y!yX;gbbWp%ybSP!
zZ=7Qp{3|2HR<jwGQARPxF=TNfatJ3MfgI7KMQf9Io>OVzEhSV4+(3i^+d|~#v9ycn
z&xdunr}8Aoi4}v4jFahG-YyK*I&wx=BHcdn<X0fcblOGcof)@{F5O+ESg^`hrYdfb
z?Qx5$>kA=cVQBGZAS|RG*1F$^w=+$u#}&n-ki2N_Ng#qrB;b#&aF+TWqX;`SW+Tvy
zitm0NTU|q}$@YoTP#`$kxbIr~OX!(Aw$zJOxJL24v?Z|F80WchT_=ci<<w=m^6mD^
z1_&f@*&ldgxIJr?xwe+$;svXQi^~@YkXPp8p0#hrQ|d7IiWxNfvjZ%IxX%ywMi2S#
zQ8^}oBQogS>9-blO$_8k8h-LP*rOi&;-uDmD}AWn+u!ILn%3no#~^tmo<XjsQoO&@
zp_u5`5g8-e(?KHTQHamf16r}_7Z%!Wy}i?0jY?iN!S_M#f6rP;q1m2ms#<D38@r27
zv7EOmcPYqbJ(y#zb6VP$jc2#Lfu?}RI-uOq++iOX?bP?+)w_8-Ien}`moVQ$fA)m{
z$&wxSai7Mg*Ss-fs`#-dlIGgn#>uuO7&4xx>s&Q3^&GjOEjt}itrV>&oQALCIW?Pd
zkj@fEAdwk4Uc?;rJ@~GpNBD&mm93?mmV4L97%13mf%9Y@`OSIv#H|H%O?pe+JQRpY
zyUQH`?geGbs;#x8T9k1a6~^I)z*aqJ;pzJtx4rHaW~xI)vF;Xs5j;P9qs@6CC$y+P
zp*5ni_-9rhE7;ASLb<P)qVX70vtUv?^{e*!%efewE`9M{o7m(>(6@dO(Y&cHBlF`_
zQpd`a`g&Dad=|xXYka|QFta9qQCR-~4<vW+ex)>$v+j`Kmd-v=(yXSxsp<M%yw594
zS=_LGP66qj)tsc0)M>tgPvI?HKjodYz;bp-a)0ljDukMK-KZP%`>6ZnV<Zp699K(o
z;;F2qMw%GpwUtYxsCog^A48r$TC=5iw%bv-`#W1t1ip?q<F7QW22zyP%;DaBu7Jww
z!HL@79C417C)(sAYZxE><tl$rMS3;K((X_jxb56@%&0%DQGX0*mrJ@RRWs1U<WQ+n
z-o^c5rMEHs7TfiSiGfkR&VFShpP79qt^FUv*7`;4lfg8s9SZDx9C8kG_)%KLSs2P(
z&g}6l5yx7QH-a#6RwuEzv&WwSjCMUi{AvKeo(+4-QI@HmJgLqO(nRXn`^WOB(Ny#z
zsb`KU424EdAB_zXY2Xg@^<?i^D|lCoXWJDzUZLQEDjZnTHB?4=3SFRfsv_W#^3scm
zM|y`7M9l@6(Duip43Em3THa6K@|)2)2k<>Aho8IeaB0eO(v^pD@06{Lk}H$^DtY{k
zHf0Df7^C_)?fO+(luaWy&Ub(?H*@;Zu<k$1Obl{;Xbw9HP;H!Zx+e7d%l<Tsn9kpv
z4l<n8FELzGBV+GWau$$aoYP&HC&_^S0PPMbe8j*w!N)&ZGz<1*YaR_hVCzoaJ1sAo
z!yqWZ>r9(!Dy*3KLlN}NIF$Y+!S+AWklf736tUVk0+>eb)g=!Q@8&00Ki%kmBT>F%
zICLt1+TxI>9<=p&LVy8f^kI=qO<ah|KmAmjv)r1PwZ4CO5kh;R{*(w~Z}n26dmoh1
zadMF0o^klm%_$`hD8ia#$>~*bHDK#WuoKW4UEb7T&p>GPB{E2+njiIUz;_wQKZi<s
z%N&H6ZPVPw+X?=M@~Aeqr6^K*<W#hai)7{q8Fxi=gCp)t2ye_}emN91qa;erk)FI|
zN8{e23Ha2IyTWpXlh+irFG4ViPc52oR0juf{Bc%I!aou~ukNF1{V4L_kPwc@K;d7%
z<4c>kSgI93=zkh^2c=qlK6Q;=J+i48K3T~hQBV~i;G7>$l+#RHtdAe;(vSB+`qQun
zr5MjbDS((${A|C5MInigBj)-VcwbXNQR_;>xf2gsOb<$*8SBs1lVTpL`5ItEG3iQi
zfl~<3V{boNc@6+lGNU*haYzwVdv*4whma`Xu=iZlxftn68_<eF6K6Ov<J}MRp`blh
zMLxu0o&z^deu9mU{8{{H0x<)xEz_kbjC$082<J5Y!+2I5X*30YD0=3eBLmi@A~V6t
zpVE!1*@3AkAvSSH0A8Y=Kvm|W+z(D^3|*<*RH%{TgZNZCkEK0W`ci0Vk7dV2{Aqym
zf+!{P!NneAgM)_lVVW#4!1GdP<*1kDU|DvL_7C{f%!#xGl%My84NQ<GL|iB*JPJ30
z2SN|6DTT*4$oA%$^5+C#(y|{hGOTB}C(@PGG68H1b;o~7NPzUI9CMr;dek@;q%jk5
z`8oV4K}9$@2hx;acB!+%v1R0Xipo^WQwU{Na5Db@l}|OoEPxQ*I|`0Bk3TRUg%dPx
z*-&%S2C{VZEl5!^6WvF+%`U*_iIeci{V5tPtagQQ{ovH!ER&xvKaER;gF;apgQTtp
zwrSVao_azZgKbhiX7!>pZh+u@YH3l<127<aRC1JO+u4W<`6!56me{~&>+AT^zL=K-
z6589#?#Q|P#tm3_RP-#T^A!tPziASpRMTZC$q;|SKMOMzx0WJL9$SYWk-`0IZ%?;f
zD?rqmNiYcnmQuLjb<gyym9>?B<)QoyO?7I|X&g~ZSV+UnX&Z$(^zJHDd0vG%^D7vT
zc#_A;mrk+5%Ir+;56>sEj=1%zk9(&psN9Hgk(MBn^v!Ioq}KPF;@IsO8(iZD=z7$;
zh`ZD#CTnYU1$N_VpT{S?D?Wowbukv^)2c|GoH73Z8o6TdHS7UdNir`+C%q`pVJd^{
z45WSLM!_|APtZhn_U?vd3hHqre0B8{uVy|~(7EGRPq)Sxf$mLmGuztSZjxzOvvu1m
zb?MvMx}O=h`g_Tk_C&uv=Kznwxx|$g-DTOfHyKytD}4`oCe_52hF#vBZ+6PhJ;-Gn
zRguUz{HhP^i<sYawyAb8&^agd6}W~u23B5Aqf~*uY!-4yqvEMagG|==eJ-eVX(PP7
zo@i1MLc5Z=`VcEp-^9|*;tQQ7?h!0t4=k7t0on=49AlbK2S~>5<dR8PyS8fwQkGx0
z+-zwV=f}##dQ~~LgptsAhf(nV0NUcU)h(Hy$^<+tM$zanL99m6d^M<p_8$=5S+VGo
zatHnNKdoSDI&x}vB3t1k@+$2N?06MIUkqBf`2^8=ZF7oz>FyRfd3*t^h23MU!FZiU
zA7dZG1b(%x;LR^q(zRR9?MNm?7UyF&)>FvH$gT?CNxakB%(c0f*YC3b04nrv1nL@%
zz`grh$b6{Az|Xj6C;TW*H_#pIbN070-1zndRgq%z!NVW}f%MHMjc(d65CDuvEOHbc
zatC_ptbADw&xn&wxP}uh@}bILf(CdsY8BD7d-<*!#zm6d*qL+kwi_Az=y6YBCdwK;
zgtky#_={Mdb;Zmfe70Sx6b=Cct#cRgPc5yky`$bp$b>T@pz1oQ1n_<PitP2vTVD}G
zkX!3ZZmawQ11IsUn-2?W`aI6@OfT%^7?wTbk=T!MQsVDnrbb}?*Vgn6de%ZAxRq9P
z13O(o{JMUXABbdmek5r&>Ig$HW0mW`>025ljn<2;wXBgy)>jR^GQ39k&V9O8Wz5TS
z@jlT|<zpmt9crT5M6(OW$Zz%2ViHLV>n0Hpwn#m4I%5XB(@9=0G;5A=mWZB}>3$}-
zzPIse-PlN}Bqi`l?&?VXM!fUHc9Ln=w)&)9&R+wJ=byr{s}$nW+}4}renmKRi)Uht
zHy*$aN9V`tDJ9bFA<2qYEI);l2lOVipG}WYm|VqiBueNX3V0*G<ysJUdP{SJzJ9pL
zj2!+oq$;UK?3uyFO&*WnD1OE8;`1k;HHh`<D$VjwX{G6M+oYarMqBP~8Dc%D`W!85
z@Y`cayt}b1Ml+VJd9CMJbfmQxD6t~$+QVi$gX(IfW<*mnwB1hT=IO0&Ahi1!k=9lq
z#^~H_AOV6pgUG6L#U-w-n`?KqG5+b&-2=$naKI39KBuK<M*7Xw`^^})SW-vb6p;|_
z0XV}BoKw~Bl2*Lcnkb-E+Mxy+i97&LBNdywMvF(O!0Y#VvDB{NOZiQz%Y|7!Qh4M5
z25>nf)*h&JdsMb-TeVhpExIedF^>5>eJiWh^&M)`?(4`iM+*Gw_K5N_P5=kexf}f!
z^Hzol+1t!g`B+pR(~qT1K4mMjSxyc%NcUd{HN$vYOnbQ+ONX}%?9I56ao&oP!;u?Z
z7fQBl<t+d?>&D;lqPtVRsN*>sn@J*(QfP?l!5kXQyU?tsUFfX~`p47quK9>`+UOjA
zwN$6l?dC#bK2!dc%^zz^;Af`m(X6djCz@Pn7jX>4R(1aXWZ?crvl$vT+Ui4h4PKKy
zjFA@`N!!6-I@JcZhImzFfn)?@=U#t0>!+GEr9@#@D5q22qRtGJ9FdQDF_DmSTT*Do
zO-snO3X9~4KY7^a7^-&`Hx`oYopzs5(EH}SN?4k8SGvy<z7Dk?iD*(*V180_RuXv!
z-du`}!wDeRa!jCL_Z;z7B{6P6w8rlH2<kc$_3SHWYn;|;5-S$!K&eO9@~Y1Zpw2Qg
z_mt+N5*5eI^rF`vGc;B4+MXXi)j@7Y0P|9;!1OgdgXS(80V;Ah`c+{e6!9rMVEu7R
zlrCBGw-M&5$=fVB{QA*|nEb9#`Y_}36&fd*{9Ass;~8H3depR9V~kF`>?D7Ac?a^Q
zZU7u(BcMD`xkK`^FZ;Yy>*XK3ne{orrKs$g2#{?AsomcMVvjM;L|?>JhJqG3h?DHY
z6yLK-oa{LD?M2Y+$V<zNGbr{6K{7h3ypl4Y!h(1m>cEahATV5do++#4GcuB6E5{=s
z{V3)^%F6yoIlwufKy%WpZ9&nqNE`#x^E6$DDi8-$+rKN^9z{J;FYbZ<;Qof3w*)ps
zVDXF*kx(7P^u;B18WM|L<oQx2djdkA*NTmxnm$=df!y&;3fazTWsre}W+S?ul=VSm
z$U*gWrvj~xSo_qi_Gbqu(VTw=_*6bdPs=cGW5J;@TEd<?erA(-2dE!~9#LMQzZzT)
z)WAad9ZC98pKs2WAW^&1ngB(46|$|gk3))|?NXJ*rDX^HdJV_(>-y9gIio)Gtb**E
zHM0znBuCXo;rSDv)}$7#BxXpSIglPowg~(WKhCM`$@|ANo>*hZ2kS+La>$IBi{uO(
zZ6^$W14)llO^$h?;UDGx>kN;|r1PP2e8@JR??&I!maA~npqzT<lOT3AD2_J(MKUq|
z>wKsDC~J9RVvQ39192G62d^Ee^B}V#&#|Wij)49Yql#0CTY%8`KQeFn{{W9#a){f5
zx<9YXKgOGo4@yx(K#5EeoNQ%~bsG;)!>vZagB|6wp7ex_=QQCv^e1riZfLN^<IvNB
z@y#^8dZs>tlw_#GW9lf>1t1R8Z5XEQa;Ge5WM-C4%s@PS(Si9=8rYCA{{Z#U7C^xn
z7jtyM+D%8ZBh>w9D0*{B!E$UtoO#<Dp$<Q&rP^`wki*pu>Z}lYVxFUE$UoAPL%9C{
zF##cg$NQ)JX$z=7ChU9hPV-3X^Zx+7%^{X7eCSs_3ZArCj6lac3UfA2Fe!E@C3oyU
z-E}HyOl}i)+^_eCB8#Eehb4M8K7ynZOZ;uTf3~@(yvV`9VV_D-Dt14mD+sj|u`&78
z*VoH`=s}_4E>D#-f9|;;{{Spib(Cj;Nb_Lgro*{0jzvE*{#?^?GI+&8E*W`JLH0D|
zym8f0hq$7{x-G^)p`YfcmU!eGM9SXBBlW0UyEn?}J&i{#*>|yQIQ7j-9mmh*uTU~l
zvdENm&*4InPu?W{w44K+-imO??l0j}J;Ha&@%5~0US#Jq`D6j{jy-E9OH$O$VInXD
z6geD>;EFb>87sl>Sxaym2aJlamo1EM$n-qca-_;rMbMER1e<>vk>iib1I^F2GgYFw
zUIC2{zA;w~#CrhyqtmTs;LB1f`7!5!{{V(+w3f0n{EZT?`)YIgR-(-o(eo)8#Usyb
ztV0IK?iY{Fp{oqb7FTP?xIjPH6+9MqMpZv)Vl&9yinYGhL-Ot>l~GG@c>e%;fHH41
z$>+L}@w;))-v*U!uWjv?6odC;qA9@qvsYdX&Q1qj%|wx^r(c^LDkT*6DM_u2_OKG|
zHyTuKJK`;*{whcEq&hvboQQ5BBY~9;G3m$$^{as=E11B?`}C@B*QCKmwL^zu`Prl4
z%MY-dxqQgV7=OA{kEk`x>e4DOjzka#m7F`^i8GIS+(x^5Im68Dxpw_)74&O+hXUfz
zNCt2nGe=7cn96&r2-LKfFde51N6H8OJZeAf3jzRzq>!GTTuj;gc&%5_Y(Oe3LIK?)
z!KkCqqcW+D$WVUkDIMxsD(I#z9JyGu`OY{c<p@8SuD8M;Xg2zclSLeVB83X&y?UDG
z<<o9qXJH=jNjw_rJTk2wkEpYuLy$0jl~7vhDLoEcY5JAcvfpI8c%7v?JhV_pzD|2q
zrlv-frGH}S?<B3sxVR_gb|)vF#+DsQ*G`ImA@^U(#4~@-HTL(cvvVHVA9HZSIc}t!
zQf;k)9IT!kCCfuK+-=t-w+fQgb*(Y;4cz5N{PUfV{#DSm@+jqr{{Vqg9`|c9hGih&
zf_u_aW3jW~&l75wn$p-_nVu$%oA<#^++(2wn(0QbVEU(*G<M50Y)Fx?4&Fc@_vu_M
zwx(@jy|~8rj@9rNgN`%LZZlb$p_b#s5|J*;WQ}8oVaLmikLO3WytzyEEyJAabqG8q
zs@%xZTwU2tPt5VT8UA9h^{)k4%c9-2uDZ9e?c5@iF5&cHkL6sX+AI@D&Ti%`PhU2x
zK8Y$YXf+m6ImC~V{Od%~n@t!xRm|4%No3M6k`~Hmxb&{#D=l6Kl1Ux>rclUTFd0b5
zKX$mE5?ei<qZRTIhrn`&jQ6hV!ru_JD|;BN9LI44C=esBJ9~3YQdVsQrrw8hV<2CL
zFtm=jazH15PEYt%{Z2haRwHQw`O1nTc%|L>p&xhGoYd`gV>gAZuC)s&#k_z>VvKO4
z`hImK#5!!c+PYq}7jY_$yYQ^OobYIrFVs<+Ov<sJT(yMHa<WS2A#I5qlh-A=!0nEr
zv9%3H#O--&Do)TrD~-_kDnJDH+&CEYHQPm}Ttzu(?u@Xv9$beY4Cf=?`c`G;i>cb&
z$v&TS8r_tG44Egn$UoATBZ?`??DMPZ4-qNUB$e*=6Z@~+`GG)e<Pp~c`PL29?xk-W
z2-k>YD%-OT(s}g7b~=5IrDJn4-6i-gKX$g`VN>gl{8b%B=j|Gx5?sl+luTSiL-ied
zQcd2?3G8~#n#4Yz8SC~oC-aVqbPJ7Y05OEJBlBhd017LnI~g*+82Zv4n66Vn*7X}L
zDIxJATMN`XT1B`|oOUF7)#mYbmaG&rzJKSMmLHg_<zl(4tU;I4e}BTEOK7KrhC&YJ
z0I$}$w$>I+X7bf_381-(K;k`tlr9Gh4Q*NYg`#E>*gTPWn_7E+m;>rps2uy(G@}=~
zIw3j3;bm{^IhOV3iGO$Hl*T%cYNny#olf%LJ-bH|s_Z1c2k_^=wRP5aFkM9N49M%e
zkX66VDPb5{0AupVd;T?aY5OU2CRKbys>9jH;jTOZdo)PjYPA!jfy%0pyN*VB56Zdi
zV@|%)L}uzD6=oc|=ZqfxKO<hP49z1>tTGZ^py#$TPmvZ_*<=dncq;fK9^>+^=;9=|
zJm*3$W5wr-=ZqOzCK3!~cpZC>@TX6{D2q!7e7cV?4#a`faDOWFC-AnLsp;@I-EAP}
z<vAG@&FbC|)a@ZHZJUMMxG^4hAoTirX1ZZsEW&ge*yrBg2=Xk&<582qQa=i480ngl
z{hAmqVwMFHY~YNk>(r0_wLoSGoDp3Soy;W*7E*Ro&>Ed5QgBY%&k_Q82lA(aq;btv
zu4Za020R?pisesSk9x~jDtI`lmgN5c5zR}9N>()lv1jJ}Do-^C`9S=uH6~UazZ#T3
z98@@#rE=Mjo|qJ?JgL#nJu}DURYaKer>vQ!Vv}XhwJVLU0s?=Hdj4H1HjFpiaQW;;
z2>z83VMthKtxb|D<JvNvK?mGZPfYPjv&@_-mKf-H6shx{-b1i@tA9#d!?7Dkv99NB
zqtu*J{%rC(jMR+~1PGisBR?_02kBAd1BPV>zcoqRn+6-{Mgasf9QMT~^#1^!f|o0t
zWarpslNjd_5;iGO#|6uC>r6QGA6!$m;Nu7Dij&D;f%qW$8hQ(rvOhJ)133E9`KCje
z5M*(cIH!oo9Y0D8KoBxH>+ME^NsJMzeb)!sxHOF$q2*XquMkEdPT)EaI{VV2w0Xx*
zLrUVY1~NJtP`<{kd9XJP2?y0b!ky#>$CUXevv6qUA1PB|^rLCbSa_sEhDINTf0agf
zJw-Ic(A}Q2zFPWIw-3gbsG{Q<BT?8Iu@%J7Ht6PcY-5A^eLp&fpGsVMnoTAPLczI;
zL5b~=zuJ%YXY}LrrujCK6Xo3)&-W%D`!M75s0d!>f#r_XEe`i2Ye|)NY%aZ-4&nM#
zV;woqrAQ|cp%Lzh$^QUYt&h^2*G5DOI1=N#3?Ix==8)`&dYW8Qi$G%t8c5V~0Qrab
z(^l4b0rFWT9*ErjMyldyD98h@KN^L@qik?dy%=E95OK*MRa{#W?gNl{`qRAe{6IBT
z$NNT<1Mf+Qn9UjJ8BHHMk`Qm>KPjm8uTm)5I}gT{hATM$t4D+W)^aIYZ!yUcBw+SI
zz^8eVbSzkUH#DkMk19v|yisA168_YU<}&SKHu@38Ov<P3zI}+rH)Ebcu^zamVG)w<
zL1|p}<o=ZIN8NV^)ErZS^HK#|Hc99<;C1!-RI#g(tgIA<Reb*dd2)X`Mi9R{WkcNL
zGXDS|N9Ru<dQb|C<umo7!Ei{2@Gx)C{<M=O8<jteJ~mWBpb|Rexg+tX`K&(g_|)oF
zg=`L(pdroxHDt`B{P3yze6-W$Ir&(i{{U;613-unc^p$@MJ#hu2xP$8$tU}VpUR<-
z5X2mUJ02*o*u_#04oA?`o6kp7aqhp?qXUn6QJm3XT(xiIXZV-!$o#32t2~)kQhf;{
z`Oz82r8UpZ-}0%prQB;Hr`}c`^ajYmJbnlIP#xFq?jJ)>4$b$Y4emxLu#qez<O0V7
zp!BOu$`={tt3<1wjHlS<rf5qJ9e)nBn~E(+Q0v#dPPZ87<a<?5D1**veo@|{P)wyZ
zU0t$1cJ3$BKjTwJ6l4;-eNPpg!N<(Yj_Pq&QcN!Z52t#{RJ#_YIL1NYkkVnuVo``s
zym8a(O)`x0jMIe2X#kuay!HCjdp1&%6U&Xc0FR-i`!u-BQZYXC?=wD!>rPh5;Nqdc
zu3^ay^1#8PR?p#3`EvpQS6ubvarp|mvd9zVf2L}6UFnvUHy)sjR&7|MV@Va(eo09`
z?^JvB7{7^#`c}KysRWb9s*rI}8wm)^GUwYgg2rjQ)dJyL2iIsdID6;OE_~a710S1n
zbNN)J8>BcWO-jZ^w!@(W)U^5yd7N|THgW-TKAZQC-wesS^~dQ*+D@F-&ltCOcd#r*
zduOLU_0>GA@daXz7oxD>R8m~e8OPbs{S*;W?#jPolpY>d$CB#afShKM>rZvPnn^8~
zt2-Ua{9`{#>BZx>A7y}_b>^deM1n!Kgb~zj>Gh((nIDAgEiP|v<DL!CHLEO$!>XPL
z{Ighbi(O5=){0qNVPlQI)hHw?kVZ3#>$J^SMfRDYwuUxXi7cSzxn{LVt(s9Z&=7J=
zKn(sAr3CECjM`0fBNk9G#D6IOk{U6eT0^I9&e)=VqONLNd3pZ;kJ+1SOry<FjzJ&R
zo3c<2*&>(IXUb_b#;nYpYe`GpDrii52wbQL1`Tl91?yN|ZJBfB<sDCP>t3YtOtw*m
z5-BCa9h>;zcCR(@HJH=2k#isVnR=XJwxut!$eQYV<?%z{+XZZ@7?hK<aRZLs`qw3W
z3_7LrGWdqcrfgvdYj#|5j&sdT;r{>@$$jBVFD6j8mP{a!vg81M>BqPjt9RG7db)`9
zOB)-t9D-D%55!c>r7H?1uZOhDxa^uYy_qC^%epy3g~0h+Amj9^_t#qPmif2TM2Q(x
zWtEifIOKwQ4AypuX=7z^a~v^TMFg_%jUkhN7yzl~rys3qz3r{-!dobgIKvSnbEXR@
z?hPkW+Z2|%m0|Ji>`oH$#UulUXvcrTrXC{j#;-Cgwm?koxMTn}?D5i}kHsDzvW9z6
zWpJ*H%Z0b~Jnc1;6xu!i0EsM(mXRpkAPp>lCwzhc`csUXdX84;dQFj>>ntZ!43@wG
zj7a6Z{*+R}#CVa{92;|=z_0k4E2cXbGsytAi-b_8{gfZ!Py0y&jmM8#thZ4U!sFbU
zn6N3iih=mopwc+gcPi^;tvpeEs79(pGRMES$jAX7$ky6kn`OC~nSnu+0N|fMKD{cI
zp=@Nm)nc07Mpsys<phwqPW`GqF6!e^vR}5uCR;Vzx1$yZ9OIm0^{xchExMhm_e`E0
zUI{g?vR_%t_KXQu_6I1++d&`^{HvzZ_3cVFbcx~AV^`!k5zn{R(U0X`bE?U=Tl-uW
zL4M9sQEcGmL?{CgeMh}$>n3<EtnQ<X$1DTPQ0E3kas~nVWY%z|t#tJ?o7T+qSo}w%
zKyIGq@h#hUW{OdV9CgKJ-h4*zy{UX%ncJKQqbHH?{Ec~rxo+Bqu-ciGWiZD9F`&qs
zJaB63#bJ4O3PWQQ3uwk$k1;lsAaI0t&nNJ$Y3j8zm6JL&_^WAeXc7$?;#@HRwgBtL
z<5k<@X1RMLk?GnLXz1Hp%p{fi^!n63A&<(^p?5fp%@d<0HaE;T1aVoKqZ>U{E+dP1
zy+aN&kKV5!{V;i}adyy@*J2MB_>0ACw$N%u#Chr;ZM<sEgFNK&NAjs|rgXPyWPm;}
z42i+(j&a9+;<AOM;%Rr9l#&;cMHpu46cLPmTvuCjt-*U_R{qX0HW&A+^0DL|qx$Bq
zm08pHh^tC7MoEbr{^5%Z{nuTs`FE(ADHVVbocr-zQ|VT>%4D&fB+oc+l#j%5`Qox<
zw!46s+=I!)at^%qCxiGJ?}j2W*_;!hD4E-5?ic?0q%R_lc8|yZ0IgF#&$cu(D?-YF
zy?Xm~rE5=@dg0Ui%5(YF>D<Mu6-4qkNXhr<QZ3Em;|U%;3xD;ge7tm|C`VdN1<3{F
z!)JKMvakODUadmz<L@>PV~V6QIULi}wt8ZhDN1IVp&evyJ;(S|gWS0v?_#r~npMVm
zt7$T~UJXlwElo1e2toVbixWyCLxHey>&-@_9zhi#Y}9g<%sFBo-5$psDnYmma7SQ9
zX`)PUMLk(sm4|S`kOtkS^A##v%G}1g{)hTgG3lBHLC7S14JHU+DzkZkm^Y^5w12>J
zijiHHIL|+ZYE-x&{_zq;?ih3V)7)D)1~Tyz)IZF>ok>eVr<A09-hIhG&ZT4r<^+;@
zf(8fDhKbN;f;$k|6wpRS;z0US3yc|4_j&&Sd;b8fQm95hGX*~5`qXPKOZk8i`~?s5
z&q{9p0IfYmbV}+|9Ch#5{xpFke1ME_GI7{bR#Kp=a)+p<$Q>IVVZj^_cr<wq%W_1T
zL^)R@^QAIC!{>!Ve|bJ%(xCj!9Dntx@}XRpEBp*U;9OE2>M~aY)|r9^K>S4tSw>Xj
z=|`ZwMJ`C|_)(no6rsUjT><sS6q^;BiB$)qjDECS0OQt^aHV)&KfI^vIUks&udt>9
z`I!Fz^-^vpwJ02P%{T%6MFJ!F{ebtR*xkwefT;+giv`IN=HUjy`_ucf4deCxl%(6c
zr|wLA{N^*y;hvQrS`R0!ClnmTfoBwr{*7{v&)t*cZ}6m+)?0t|v9ga|-<?)I<07Ss
z;&?_QnUs2GBl4wYhMHmWW2GEp?*165{@9K&HL|z+ar}q;DHvKGyK&_=Wto4dqng`|
ztL#IZbQq-s^{FO;SPo^0!si=++&@Z3Q5yx^t&yCm%?e42m954d)B?cpPG~0{)R^|B
zB2hDA4vNFnj%f))(<}OlW`8O&PiibXjuA2YtQh(O%|zfS!vYVzI|tUBvPi$hk?2Ng
zY6AcRx9LiE?c5aO@TmjF$LEX#>ZcUGS~fPw2m92nI}CW`Mk;n3f486INC#q6eJFU{
zIUtePjzu$YCyr0G3sBg3;CzqsdJ%#7)TVL(Q0~Lg@J4C@&q`dA&`{9%hwq4=ni2I=
zkJ6PyB=FmR-l)2F=hHMVerOAqQYPxFxO;O=C$&I<v+|M;w-qUxXtstMgLK?8{Hj?&
z%_!%!NWf<g8n3#xMKGe|ZIuc1JWv9rJ!(eJbNSSJB?Nq@@EM`oX~PqrLsG_&?6Bx)
z^AGU_Kcz%nJCmPtOfEgm77La)$Ld%0rz1NYB&vRkRRa#YO-`(K@G<y`P9sc|tjcoR
zi2755kK*I&RlLcR<Uc=JB$7!;X*LoErYd<ya>$-B{6q4o7U?oJu+P%7@~8Mn{b}iq
z!wiSpp{aDnq-(s%w<s77b5V)8$Rr<XsVlfaki+XyES#Km^sN1oG*dN%vH}kEI61)`
zX?)Og!vaozMmQgVthJSa?^DNeLF@UES-M53nuzXj7Dhh1s?k&AkC%01#dVXxADvt`
z`(otd9AJ)qze>r$rc#y5K1#A+9iLDtyID$lGBEczq+8}?<DaOd7jkihLC#M~hY_YQ
zTFVzE*;smQsHgJX6iI81r-A8OD}Gm?!1OJebeF1B8Dj-<2Tby6c}gf-M{X_V&AMTR
z2<e)r_I9QczhqJm_gvP>{hnky6}jvON`>qh)cH}9_~NG40|4pP3LE_nKym*7JxHqG
zVA9m(p`Cx-lvd=nH=~1W><_OsMeSN9`R$Z`6j&}-ShS@oqHCd#_LZ^ugIwp0v}+sP
zAjxR+G^_WwsQfxtQNG{!nUwzkyGmiTx>kVPF4+dt>&-Ozbq&uH@YbMhFN89&Slo!E
z%Mp+EkI>-$73#K@n#_vAYkNtt@|F#|pI(6T*1XGG&@U|fO(ng(ypuCA1tL<}{HxM@
z5vyNF8plv%Mu8OwCoFpm<GoEu!cNKRTw^7=EW2D=mHz-nWGW8`=ehUiwN#PikOjaa
z`?3yyTJ0J*pE;2}hN1f{iNf!Mf^u-+b6GWF(@f*u7xUdx&vL2ZmOu~XS~?B68r_aj
z(D|c=!R=b|Xjamk#WZSidE6?_lcY;+s$0tU5j1FX{<9~gTob;e$*UXixBOKuKk3=O
zno(6OFC(AER}mm)*>3rKe52-0GwVfmLt_ScJ6oqz+#9*c#YA%$!Rk5@*YvB%V<Q`S
z)Pgi80SDqMs#Pptsoc<lNg}$sxbrb{b8iYo8f1cYbw2+9fveGIsi*jYD6Qs_1AA&+
zBv!~0r{3eC$RPd(lS#F-l2&N0E&l+t#A~t}ha(u^w$to8Roks=Pg@j{YwIS|ZCptj
zTQ>dJ$RG~9sbP<L@@pwJ+C2(wC1z%gD$4U()J~xXnCY<%!W<O^FnIp}>sCgaZ6KL+
z_qu74(Va|JE5l%&ow*pn>}#SjS~cdYc^&FIE2AJs8z1H2Pvcn^5S=r{7A<jXZe!F?
zBg~DEvW%VH+!8+u#)U@*X|r0eQ&&b6(rMP(h1HC%)-pOk(8kKlqYQpfc_TlKXljsM
z353AHvz267UuhFZj#0fvI(HR%?p;zZ5Z=wA>DHI<go}F2zcTgvnXY>C#&<W2wsIxB
zPHyD4d_o4?F5%CvYr2%<EmJvaLR(mnYE5mYEuFNIK+wjEwtQra<dQlt?V4t%6xypq
zpJP&Ga8*@ytZKOb0KQ2zm*N{s>%#@u2<Z$VR#k2=4+q|~v@5%bOL@~W-H;vA_*nqp
zu01);YZ*noSfv>#>^kkz<HPgJ%lnsrpOk^L_8)<(q9ZI3m)Jf*$t3fN=cT$9_WGTH
zB&k-G9CRw(e_GPF)Gl5K_CR-S9J2vku!Y&jQhcSwv+`ejbFgnkB!0QgG5pBoW@9+q
za9B3}K8;NN(!9nQV~qa*c=A6n#U5?jjL9ztvVba{89hi?hPO5?Ak%dVosqlSxP%P2
zERNakr;+~v0Y8ODd*S<=ba`Wo%u&_gZR&obsQhac;4O}1-Rrun+v?iBp2N#6B4hZf
zZCV>@hk8@oqi)R|mAG?~6SpU?dYNQLk(2^TfO>l8{3}Wge%|8V7<CH}T{tr$oy2`b
zXI$LrtEsX<a&sasM8GcA8;R$qdfuKXJsL5ohHF@hw{gH2r3-_cif!V_Z)qct$V@Eg
zNXB?LBi4xI{n8fdQBOZg=}k6sxU`8m9`v~N;-fNx`xNE2?#4S)iDGaE<|(UOmYO6|
zQ|_^;R_aCj+={F>3?I^$Bpzt8V4FqtxmNE|i8IjRvjcNaSsWfSkEKh2YG#<7hoPs7
zp^vyLHEuvSY*d0}VZ&$esN^e{yk;%XiVL=S_3xUb8wY?!eX3C-1J4wkMx;y~m9m7X
z^&A>|%4T3@QzkeYn1lWm8a8^=t>v<Uh(Y?~RI^2>6^M+7DtiY5`HDwUi@C@Hu{gyh
z&N0%JS8EJsBfS;^E$-MTyn3-9egdRWZ~-N~2S7f8rOKR_LP`E0aB1rZZ}oC6eH(*F
z2%`c*z#J6^(2#zWJ*?2hk3P|5_YOzsc&M5w6PJvyzB<q{Pj9FdE-8<i$dRQcS7^~u
z4*>w;q1p}!<maEKx1~SpnmG2RqL#qq-r(wt?8-KRau+$r<4Lz1g(jQ^KA%cm*ga{8
zM0rr=FjStSI29uE{<<j7y8Nf~rf#91<jEtB+2)G@A%YeKl2f=25xSH0=}@$Cs^rE%
z_0E5lEW2YPG9zRI@*IJme_v{1+?dW$jz^^k1P3%{+MM@|BW00KxEM6dEP!TKQ|QAZ
z^Azu4SX_Gl06I=RX@)rgASrbp#DgN6yJ^Noea#mO5*Gv1(s{V{sP_}s6uo+XDh5Bz
z2dOxuGLksXM@$-S(tRikkN*H&AQc_Z<r$Frp(FLH0`_7@ow8s*=c4oZj2f>>22Vpu
z$b8JS9@0)TBq!hJU-1<0v$+|FtfT#g{*_Fxy*?OPSwcoYe#Exl)X?sMG|5{kaLPd*
zyi#Rx&lO(hRZB~QXK>9dnHfwLBOo55075~%zPBTs)z!SToksgotU9!Oeuu3}lN*T+
zeJIJRAt8_h1n9^6jyAXEct4#sNacWLNSOiXNXY!h6<pUQ#9x7+h9jjvb1>kKz~+;m
zTCKwN0ImlZ6r*?X>|yFhKb<GjG;`lSh^1h-_YoG#mO<&(k<bD1xPQ`_f&T#OrNH$4
zDOd%`3RIvu_0Rayv$ON%qTplXP$&+=p(3B=1NWm-?mEyhnQvTBbL;t3fFb*>kN1T%
zu1^Fo?pK;XM~)~M9DiCu(dUO0h0qMCIr?INCPvsnRw{ql;-xa=e90VxzTwa3)~h^-
zrxEXEz~z7((ixASscPd)ocRPCBSw7#WPgn`N03UgpT?kRSg9BT+;ySnl0Y{w1Po+w
zO%`LiCn(Fo1b!7fU=+b%Ydg$!{{WVU^QqG0;|+%VDKt2=SSo<>MKFcW9V#c4SOS5Q
z*SMio++|oW_N0(DNO7Ji0l~>{!k9q^4ae4;6mgn%1XyMv1`a8UaO>9udJ+B<rB`PH
zm{*R~Hbq=(IAfjC562>$xhEmB_|jl{P!sD)!E)8U0|G~SwQ(*81A*;SA%88oY!9fZ
zWw=AjFh7lE;i;mTGDvaH>zb3z+BoOwS>J1ff6GFr+nNNyvQXsyRSua-W}umY=OftW
zt7|v1MQLg+SpA{yQFd+JmCjG;nyL1dUN*PlDc@-iG)~GlBNC@PgO0V7=(cGJi0MSJ
zgvrmfHD*9^9|!ALliik#D?SHaI@U$+iR84L!}eLE3yi*SznxFAVa|5%c-uzln;wn-
z0N181^lVj0SKM#`Imxd$pT?juL2r^fVU02`6y3<c#ivN)x5z-F*s*&=dL+qa?#TA2
zt(*`Rku)oL*fpy@dhI*`T$P5atll~Q07qL`*Br>C?)r0GZHB9H3ohkX<G&RWr)|no
zFnnictJ&%D%MeC}NSZeVJN7vTHRk>ozc5|FB&Qo&$(x*TdLPcc-tPX}Qn8xObY&8z
z-1QaUH_(4&_=)3?VkyZ-9WZlTbHhfO=BAFARdV-bvFv8VOA7qVGuNE+S=Ty6=5qw9
z-o)V6=Ywu7^-mAPu6Iud?xiQxfAz3yUgJcK#_02t)0|gIO{C0Ztn7Kz_PUk27M3^K
zI-KMRyP(HA->bSd#RTUDx_LCI?a48*T#Oz#HA!vevsTFC*Ey(n15d-caEDTw_B(?j
zNQ|Tu+k#jh=|w}~iMQ&Krbxt0ah#95v{v-K5@osO8ytP-1L;ykLNGhn`(}-c{qy{&
zXhFt95%sRwQn}3;ms09D=UGviBm;)&imIL(@U88u!Et3QGMC;i;gI=&{{SL0&MAU8
zk+@aQ)K$oN8$fJhur<vp523tjuA*tyFQ#4G+H7q`DDA_*%NY+L9^=0~4Rr|x#s2_@
zo@k;mT__Sj9e7qwK*8yrpN(N#UmH0xjLJv26}xHTxWNl_p|i)Br{=Cn;V$*u=#C??
ziD>@-Y1i*%SqS?@yiyg903aabFdg$)vuQS-c}OgQ%M#L}6Xp}tdSlf0rs_8r+D5r_
zG%w#la~Ct54TP~Id-bfD7hAlHBVA6a4+{!~1NEg#4=dQ#b>m}uP?p}t0MOctd?*BY
zON01SYpdzHov)R1G&b!RERI|TM#cjv01;f&x-`YNT*+}E{{W`4fkJ5(%DMX>X7s^h
zR~!T8PUK4)8(PIJc0*-^mS|pJm|0?MtjOQUir%u41%f4Oi1V~{JoKu6*sCA_TOd)`
zr%JTCTB?J!KDj)809Ug~H1#~1vgTGS8Da-Max(e=O-J^Ka6)iTUN9;#V!7^5qN)D1
zDq66{A`C}k{{Yq%z052p+av^(h!Q%s_B7u*X$Rg_`c&Rr!2bZtBp*!DG;ZfC=snhz
z!o_#AN!KznlhY*PppwEe-!|s}V;k|u&{e^0j-?oSwna)J3&2QE{0^p3i`=-%Q8S}k
zTX?69KGhER*><GAD;ykTHEi1pIV|B{JS@UB+(P`hz~JVfXye*<M2C-G@v6q!)Ql`j
zr#bZ>mTM;oM_4mnbw7y{>|gCS3d;D0s`LC+G>#*TmO{sH8-c;(;<LP~c&-DO-vDE9
z$o{ozZBog!=^?|kxddfNY-XCoHKdT81t)m2``aj$qmFfE2OC@EKjBckZyCda51|!J
z{6nW3wt{$`HQj`E9G^_$uZU%i{gx@f-wN$n1~(1Ir(;`2vVBY?MfF5wPtv1g9Ob`3
zQqMFI1Lwx+ARu8u$0QD)k7}35d=mnRfbN|~)OD@7u4T(&rZ6}R&F!32k(pINDTC^y
zQ;(X%A1eEIq(o(IWZZiUaX@TJlCU{A&$#FHt8vb|dE&F#WiQJn!|lkV5Ci`JEgSQt
zYlY2ht}+NC=}II6p+8E?1);&(S$#pN()23;z>NBemlD*C1(!d=`P6~I?TV<gqkkSg
zy(!*c$6v~&#H*J1KS~chbNSU#akt;}r+ujZ0C)7H(C%D{c_RCV1Jk$UY0WHB9Loqs
z?$I26hN%6cBd_I2xRJ@J<sUJ7%R`?kK<Ci#YBptz;nails%MevK9wTeN}~b69*xMN
z%y%X;{NS$LqmrzollbIfnA7EnQH9R}njRvp<|Y{QU~mWFNU^gMwUz$>-3LFF2nF2D
z-}+NqufMG$0=;rS3{W$H=}ZR>Iio*HFnaUTJv(~SmNs~rMH{12g2S92d~~AVG<zTE
zNI^cIl{;u1@kj{uqyho8g91Yigd7o4iJXJxD!BDwgZYYT%^JEB9`HFTPg+Jh+_Iom
zCm?!J)CUBKzUgE>jmZ4zO}v18-NV&RX#$?-6yUgQ?<44HLgaWkrN^yU62=#6uKxhT
zpU#*(hCNz8V}dE%WI$5m9qHyNiye`cPRzXj04{1QoZyft-3r5q{3$mMx##Okw~UiW
z6lbL?fNv+%`twQi9>$-6>q(G3b3le1p7k^mO#%JX&ZE#C58+Uk1oWledk@Z)hjQ?^
z4&T1FMnB#|u>Syu=}t(YnTUc(74eX=j1T+jsAamAG=!HtlHSF$NvF_vT}=<NN+beR
z!grAmm<Q!hxeFsGA%N&W>rf$*BbeBs^;3$RT|0lR3n>2pXmk0{n_G`YCh_h0QM>8+
zQ-|3Y{plk<{{S%m02+{5?@iFilOOJ<2l6!TD-dtTdN=$2LV~*v)?KaK9t|IbRna<z
zbJ(A)CpiQzJ@ZcM-jg22fr+`v`LO>0@ALZgrzBS79p%*a+w%|Cnm`RMG1`j-$b>Q$
zJ9ZJ<7!-vZee8;xicujP1Nc(ZE>_v@X?71x)Xc%U$Iqx3sM$03WZUdT05l*SIH^~G
zz|JYF42-0P3<sw)_~x1!H=)|acIR(uOlb#RhJXfojQX03{`#W_{{YuThjds;AIvCa
zD!BW{l{Dp=G1L?8yj4)H4-NTJl`Z#)G+1et-r+U?o3q?KFf`6Gh@^WQ)EftKX;pTd
zsr;!}cOSl8*e4%_AyVC3{*>=A&kS?*r(iJu09JnrRst~?_0QsI+dw#}7BxHvT>2g<
z{{Uxo<d5r8G7uN0Iirkp6+e<sQ9y_T&fm^}BJ(5z3QiAdNXPGiDnFG^w{N96IF}#{
zW74IRg_TsO;|KGoe1duae;ie_lhjjwUqPCSmQpaHocU;{{lQZxC#Fx(pXFB}QzL{N
zlfV^mV`$`LRRpQQtlZKmM9T``WFzO-ZCteyV4j5f@mdQU&D8+<b5<JB7T<H^u{>dG
zDa~~)M9XhEaKU#R@&Uoe<6J+)JrqozYk(41XLd335B|6EuKb`m5t)7S#a6!4j-hEK
ztBCU7bnfRpt2s24*>`;pJMdqKq_n%Yl+4k`D+p%*@U8qTN3s5O>(Fb?syxLnlb(Bf
zSI<{bK98=?YWYa#%HWQN{{Yusso|YYO-o5ecRq4{?m_<0{{RuqVM#b$bb6ZAe91G=
zQ(B3mS9sk+9CJ}z-|4c!DUd`;gN*exiE<S!t<lINWS^L0H4#X{XA6qbGICmw(nZe;
z%F=4@@+ebo#~`2YFBDY%8uG@YF49YRN4FTrqOO<1Ot;YU0d)}QuHQ^8FP_c!EeZEx
zO;%gRPmzj6j>UjKkjbf1RGGGke8PXYtbbfrs&JF}w>at}9>fY^B%HM6zglsOCj_WJ
z?JyswT0lYQqwvY7aT;Su8RK#NDM2Lsst>VZe@a&>4=fkzKtGi_c<(>6qiAD^pn1`x
zc69|1XXXbv9SA&ktY;+zu3S~bMv)H;Q~l5fH1;A)d5#+$_j6DN+@ORfJoOaiIq0K5
zLsp`?1@#*=Bn-v0uc#O`U&&%{SmgH2S!o>xOJI7OD5%Bc8NhUB{{Ud_KczBQM{Try
z+yU!WEz0@vMpQ^&cGL$Oh*ELw(wK^8l@Pl?hwn)y6c6fuD$mt4=_RzDDCJhzcO>w$
zHz09?#xv52l4=i>aEfwQA7^-FEd=aVc$Ig82XUIZS~cp#pL1N^gJkPu(lg5>g~(<t
zlY#iw%wd(jW#ioB{*`p4Ck4&96(W?Ki-4>0KU#1qqwg(5tb}pMsT7XirD#aG9FSY^
z6xIQ~e-@|XpHFkeG~@nyDEbW00t8%iQSJvcZTI4o;DN-4+zbjqBz-cu_iUfikO{B@
zkO2HCB#C4Iv}L`>sexn4t9}dqG}bP9ujb;DR~pgWg<<mBazhqJP2+d;tt&lcZKU$<
zV2Q1aVlxiFVi+XnZ$a0#Dxb_p-XDOb`DC1z0<xVYx-^YOjeSBrCgVzZZKe^B$V5MV
zKJe^$AAzW@G&y6;kqycZ--z!6>N<+YlF=Car03WgyKky$R&s|Yc0Y-Z4N9F_Z@MYM
z6CjPG-*M)ro~tG|1IXjle_B)II~|hjKi!j$)}N{Ph6a`sb!f$;l|h={<#C*FPkfJB
zf+bt2Jego3W^xoi%EWg0hZ*|T)bVhWv(U<>5>Z!Li6i+eLmr)R%|g?HPSii0NNjGb
zH5-^l=;S*;b1(|TW8Z`LQZuKSvf>7X{bT9)kMORTO+8aNWd|3j7n>*hBAQ)@Am<-i
zm0~XP2uPF5IBXmd-=|uP`-~CSHKo%dR7ME?0!2!b%!j5&tu&kt0Y6GZk^oRZ?n%WK
z9m`30q~V(fxv3U-U9crx-hkq$HM&X50!P&1o`@6y7y})JLq(>IF~H#dwBW=a{<UYv
zJgfJ>$G0_ME}~<OL8)kWE$;{GPXi;VKaD^eJ%vcFLE{xA5(GV$A3;mA>BTe8Y-0q|
zgL`A^#Yse=$l;Fl^kGg@YTO;sA9J{Wh^T<vfBj~Spd1tV@k0V<hG@=hh?NM&<vo6*
zy;s?=?KoU^98`nlIa7n`Dqpn{yJb|Bf7%&8nCVMV*)qNda!oiY{{VA8T9`)!qvVmH
zKkbdn`HpHgwwf?oX7&F3XK?*GQOttEa5`Xp1t(sAT20@DE*Y2Q!9JUS{&X=1PyYa2
zC@Y?6^F<mgWh4&7e96zr`1Cax9DkAg=`BI43%N-EbM&bdB{95;zbbv>o|M6X)A`WF
z&m8{%DgiMAVD4Ol>MB8W=ZO_$9*@`a9MoYr=k%k?9e<qxb~wC5e4&v0az8qJcCy?C
zXt2S0{M`Os>L4-xG#<GfeMV?#6Yey1Ach1S5O}2v%{$I;eqtDUHV6LzUX+-dsAX?s
zkw&4Q&^YTx2l?WhVq(~hmHm|S`BZ1+I6NOi!JsTD#yA}QbZ;ZS>rLO2fC;7fvC^1@
z4o~oL>r0H%Y$G`t_r)PznK}Gu0ofh0C^_^WQ_Uw%$MU7!p7e)uRk^v@u(tId-Z|sj
zJu1z=+5DDSpgYeiAbvsmbRwx42<SQYG{WuNew3U>q+JjfAG@A5_9tnmr413os}Fs-
zs>QhGq>AELff2~VJwQBD)dR4;Z)_7tTz61C^HTk>AN_O@oOLL0e@b1pvi;eNXVPWk
z^AzvgL?OxO%lXp$-Pr!MBU`*l=513S_t5TN%yg!cv5JsYhgBm7@~6y#%x2vG0QIRt
zFQNSEL6S3yHs`1EpauoUPQOZ(W|2lSk?3im53fI3cb0pf(w2kNHz)BX54SV~Rs^d6
zJ@}^tP&;O_{8I;&Wn&z76I<Uk(v>K?fl|B%9+|A_R8ZK~l|FZ=e4_)<((PmXG+P^$
zhzqYM$~Y|^Kw;~H(yl-}&E%mg8W$ltwmS+O)ML!W7&$&vRS~leG4v*v%3zAZMI`c6
z54-iHx44et+BraYgP?3U85#AbvH+o#yw6>^;*M^i%KD96!1Biwn{a+?Ha%-XII*P8
z#Rl!bWx9@PkXQczXYe%<sm$My+-xK#%HP&N-Jc&X(*mqX43MmB$_JP?E;^A>h-71c
ztaIBHp{pXKu*Aoehy%zS>p4`k)KO85;@c=?yZ*Ie#wEGASlE?PGsm@6byYC|mEL-u
zcpYm`PB2@_(mr@n2h05VqO6*WX=)Kl>g5Jp%2i0)oDW(>iOZblr74xNNN_TG1E2oA
zG+p^pv1t`fG07hOw9;-W;ioaDaS<AIs00k;ny4Wpbq1R*pk|394j*X13xY@GNFuu=
zFtM8+tTz7u=tNXgg_BZcO{?f%)1gs$8Da(wc{QU7z|%P(XD6D$idRP5&1i&ihPhHl
z-~p?HR9Ju_NOS(gEZ?ajv79~rWX%)M-}53-!vKFuf_sFKLWb$z0=YT-Lu+n)r@dec
z5_0j!j{fGeZ@g=vSdr)4$Cev_cX!DB1x%@_GL)IvZdJKr&Z;(l6MNDv<Vke+nKu9c
z+H!wN^ZQ>KY5J_QE|!DMROO6V7|uA!^)*)i0LL@iUagc631<LrecMJ)PM(!gifY15
zraR(Bjpm=XK#Vv1z=g-n+<#ib@E*R_dZ@RR$CYw6o#%yN)BGuB@yyry;%T#_ZE3q~
zugM^uIM2Q-o78QeO4a0uWmKK$ed=P8(5Bswd3&gWhBq-N{{Un&e}z(?Q??QX^KKv1
zss$geYs$PUsLXszA-SGuQ|#<eGZMRxO77&ow|jX}K@v1%bmKUxvs)8$uJBH?r|KHi
z(Al=<7VO0No45?4&<^xh8Sr{o{{Z1Ny0?$+$EU~-x$`3b0PE2}$^s4sS7_`oqx@+?
zvA|)H2Sy~-@d+LA_)-`_KQRWqPE*h3E5{<^X*)>%=m1hYsh)Dj>P=7fWEm=hKH$?l
zr_T?8{ng3-RSqn*Btl+O!b7xsjDI@jJX>u&-PV-6x0Ki`yMPM;)A6pf+c`XM2i$*+
z62TXjwn(Bf5x328xPg#H2W$`yYbn99;UrTLG)Sm!rG29r3Nn8a%}5lL!x<QVw<-RW
zH;{mHIb;6l=75;!hw4_eP$AE;TkPoVkrZV5?A(7dQ!FxL8=Xg>IQ=S6CqH##A6|cz
zC`+&6mNohzs^qY_!7cD|%B}SoH850MGqRAUJ6okOBA2|ozu+d6#NZwi@u9&mQ)O#w
zOKW(_M9qTRj~luF01A-8a!A}%4srk$G(@1mWcmz|QwL%9LHq%xtdT9Y?q?OaUKA)E
zyEFXg@}@a2Hb<vV<yVWZPnRdQYRp<i)b@{Z5F)2OTew#v9YFN`Xu4XkNxh7fiN__A
z>Qg86r{MnpeEm8P(xhnLoG1g;m{Urq;IPlK=8j^lGY32*ZS`FL06KY?!Vt=Kp>3g1
zVVL>=JJN1YIbsL90aC$c_rh50q-d_hPSDDrovZ=t>yeT8)-~s7HjOF9^3*1{)907X
z)7hHchsq`U!1o55l5vDTfW=VKA)X5_-zi6v4(fQ?{p#)s>R0FoH0ieDt`bQ-2V*@{
zXWgkrK*s~<w9uu0iLvfLqk?ga{Q+vCMzcri%zxhh018d{`?l+!Qa{G0^4tz0U_Ejc
zm&@btuh6kS%9Bs9?yhq>^@Nuiwx4lt9@(*njGTr5^4RIq`By=2HSMGBhGW=g*ZgY3
zqOgnzz-1>djAVKo_NDUMrd3bpSi*!|?rS>DY+bkU6A7hVMirhZl>tc*GK>#H{VK=U
zbnQtS?6Y}%@fZ5UAA#h42C>b#bMrX=0KNq=t))|#qzZdvfA#4)GK;(&fmDRFlDOG)
zJBxd(=ZYy9#VE@_cLDN)^%W8Ghz4Xymyei?u>5-db$ZWHztg984HK+{7sw!<0M2v8
zSi03?zJ%h|1f594k?t~mK3>0#R53Ln?$p>)!^T>~#n}lsS++KQ?1PWanIumT-0DL1
zZV3DhOlGl`Rz}(gZW+eH-s7?SX(qLj*{zID>ApoMl8u{(ws>#Cx}%7TS~HqdB%Y{%
zXB-Mq&))qi!^pd~+}kv5{p1+@!KN5gjKwr^k4)je@1O7{wo=f=#>`<{;IFSrX^(OF
zu|s^ULk0wO1YrI~kW9n)az3=}aW)EpGq8|qc<x<r3Kl-1pz|~T04$k)r;2e8kG#D0
z19cV}W`(WHEW}*KcAlFbkype~Tt%|o)udC93WX$nd)GWs*-GwVQbcEsMjQ}35m?Hb
z=*?qMTFlmHZX!EmhDAPwO(16&%8)(yr`l`g3uz&`hFOURVOg*j(9oCS;!+ig<M^at
z2j^MyO8TQ!1lHg%-EsL+h0kxy)ag4Y%DT7*k@tZ)?Z+acA&YLn89lH+AS#o&E;eI!
z<onXAG<YglW6;yQwhNLQ9=J5$l=Wf$ew6fL6|T`+_pq#<`*43cY*?M!=h!<3<bHIx
zJ-Sj8np~lFNhQ3n^1u~68Av1asJJ};07_B0c~VExmwxZQfxX9H@S@fh;%@2vX?J^L
z=qhM!7USiPWLNC6oxk|^O0HK7S0J!BIOdXR=oVx5XRkDchE4_rCIM2Rwzpz%-==BH
zk0dJ~GG~_q86M+5tpl*!=hBqMz;7$^o`#cdPf_&FX--EOIP}c`kmQ7&xsg#zV3KeL
zxukehJ1CGkgVc01gZ%MJyB%7Vqp|@C54?Y+P8Aq)&OaK1aP6PKQ-k32ACEKvGut$(
zJe`Vr_2>1bJ(bK$mW_z@QBoxCqwipQ3{;}<58~W^I-9brnVLuk2d}*wjw?!O;*@;x
zuj7GK-Wc5e?TGdq)hTx&$FTunMt{y}%?l~{xE|({<p;Za0Z!;v5ChLo!jozG{b~MU
zo(d@Za(_xpa!&FGxy3L5xE(;G$o0?bNx=UA^-|-U5y!cr;31P71^oD<b7Qdj4Aq$I
z+3jVxE%GM;RB})B9`z2;58dbeqf)9x=!eS0ig_V&(Y_e<$PHIpQNEfbH#nLga6HAp
z&t3?sz&C!L!xg1?6zG;bj#&Hp)-$VSk+dn@HrZ59Zo>s+jQRt(REZNx$I5h*9*u+f
z8mYP<exA6cSB;4K{=^UQrrfMbwashWKPCuO6qam~Pkxn5Lnr+6KZRM;H4}(_%OfhP
z;G}~&`uf&fw^Oo6$8HGdtAW$>tmrwoU7Afs`Wg^hv(FlZZN<m)skN&Vxx0{Vk1FAY
z?#!w%e>~M2U04~GG?iLh;4E*v{*-E0PYvE~Q}>O}-ck?i%|z366TXEexf(*M#^jK2
zGme#=;%kX){68sy)r+tMZOP-G^Yp8B?#~$CED;_~3zt285Pw>!sMzWE7V8Z9oy?a-
zu^g)zR6*!LIU}BF)~OdBR60>{pEDh!Ni14iB6Zr}WbPQwdH%JcCQ?Bv2>Sm3g-b4v
zcW#R?x1RPApoX`QZ9hP(y0GW*4x4R$mMv(DcI~xdnkfm-{0kLIv@K#KPNR2cK>DO&
z%k2LEx>20x{Bu<N#&-D?*q)md<M~w&wcW_a%!1u=cncU9{VNMt@uk+8eJzqlyv7Du
zr8wjR(0ytnI703ysX|iSoqET1PyBnjk5?f_>S{;x<b2B{5r8rC${YD+yt027YIm_r
z;KLrll^|#N)3htE5bIZxM<${|#~$<LkC(3lk6Im8-Nvce9+NYKQJcte8$2T%kEzEr
zklxtHBnRzer$F0O6P$6ydAyotur;egaI?Lzol8h0$OAq7E4iBf-2oxFZ0$Qv4=1fl
zsV?Pmp|}1i(6q^nR|u;3&dDTqI6mA8$-nr8YhmS^YhNqO8CH(jR5z{*R}JEuhQ0A_
z&;p58HOmeMZ_2OuqEQd_azQYf7@{c+yr@ZyiNj~VQJ=@!vXw@fUCm)i@p9~MN#oo7
zKuL7|X;_fqUHHf0ReV3=8{ZIXi)SoQ#|aF?fJwmjCb`JtFz8p{512*=uO!tU30=*n
zYca~ut8Y^t3u7C*)gv?5b87-`+z135172~eU))>UUfi_vNYYB_3bULA$>$ZXeX6~^
z)C%YfL}iXS#~ghtH^mxpmPiaO{*L%%Z)yPNG}~fO&oL~=)b%uY!0ptn)p*1UPidF?
zQX5E)QY9sisl_jfBWtZ|WHG#@VpYN}d89ss-UR*Trzq|af9OKD^+-jX{r$v$e}#`e
zyGJ!&z+M~HqrJGD^o!Jul|r+^R33BG;8#(o_(NH|yLlyBOIS1Vn~S7h&=P21k>(PQ
z?AtQL=H_FA^*v2=x2knt55sguZY|dgf4n_wQun~Re8E25;#(ND9FcDuN`9Fbt#{M>
zJ*DYvmX}x8FDVMIBC4VMF`8FHIK2x|hS$z{fyb0e;AHL{zZ%qnSsTOi-A^a)N6ZH7
z;FHC3^V^*_RFW3P-P@Nv2(L@C@fDb|^DV73?LOFmaL5kU9YH6)YVOIgFTv|TzBahM
ziYHj+(`4LmcB}cZarpJ3x_^hhAd6J-6!xj8Eahz({Ipys!=TUW`q4;c0dJd)pn3uR
zG=PF>zyLcBts!Og{DpewnYftGVMa*faTFE+fypPJ@A*`>5Km~~ZXtM!45(q$e<M?L
zG?@WS-B_Q-m|#(Y7YE<}0IyPRC#HXu1$Pc{`kDr=H0@9_RDLv}xZ@;y3{m9)$OrNQ
zj7B=+KIb&9I}I!e`@fl`1cS%uDMXQu2Il_&b!khF;Y0OfiY_1lv(Wx06a*)-AFf(~
z<{p3#pv^8D_=%+03Ktw?kDv=d2tM}Q{{XaeKt(6i)3z$|Kp$Qy3}|&;falm!tB~1L
z!Syr(orpg{novmSjrs}zCNkXZ^GW%Cx@n$51;Iey?;3tjs{IMgC?2eT0g9edxr*Z6
zHSMr_DL>AvK<REt+{7LU2NVzq#|P?jO*mZjAB9YynzJr4v(SNJBm#bKQlOms^GX%L
z<^pm3=>Q*)sl3JVyx*9{4mW^G=hGvKXt)l4brVUR>a|fxD<WlnqXz!bApZb#ZvJ%g
z(&Oe?i1gePQ-HW({;O~M?g!~Wj!yC-pFjye(yWWJFhJy6f%=+v+87*pQUUBhr};zp
zq;vG*ltmana1+y$nsyOc?gsw=^(;^4QmoQ44Y0WU0I9+p{Hu(53{XZ7%yIQJtTGSY
zws$B}M{}BxN0H2j=mtMpacJ|&C+H|Fzuj-d;+=xzW*EWC0)DMZu|^K$MN{gd2lJ<V
z*~+M+=EuzV9r?v46!$|?lG%{FXN}0NfaC{IN99&dr!!mI!0Q`B9LW0!+@ub?9+e*0
z+o#NZhH0%BY+^D$AzahLC#pIji0LCrOFb^`G2|b!o~3`*MgIVNo>%a!eM>}@E&S9_
z@djMU18+gkarcEw<g$=ez%=K&xe)ngPB$w87YBoykKa?#YKyfgyOdwgMZ@g5h<g0Q
z53f;70^U)SE`)UwbRUg%PkE>6I5!a>l%KvocK-l_4iDp0@AR8<3m7hAlO%rbTty)s
z&G$`h98%g^GYR3Pyml~Tww5utpac8BZXcahXykL2n2h=iR)bkxT1&MgXjuK!n<`J!
z_)q6hysh@OitYlZU~HfWdj3Yb)kM~ZH?w_6V;)!|b3fEnZ3{?AGqw-#jw<5YB$)d=
zsV0AczE=ML1Nc*3Hi@>f6h4GvuR=8|q+&ifKU$Op2Rl@sQZq_^ZlB7Nf!>{h<mq=J
zaCsi*in6zA-@*a*6`ExVGlB<SyG$25zUt(A)bgRJv~NdoCs^bo=*Rk0qUu6EaE?FP
zQT+PXJhRRGEw-#haUlE0cfCV_q-u9Ikijlgg^AB_+lS-nN+2Ol_fW&4hR%MKLOJ1e
z#uZ!C^{WA6Vi+C7axg0w8FXgxlr5^b@bNL*5AU1%tNn9RNeqh;IbFHxF`QHw8TUVp
zI5T4bn{T%jHk#@-;Pyi{ZXjnrK}cdka95|Psdq6@G64sSb)#t<oyXkOA{t!=#zHF%
zyNT#}VwunJ5Pp>)KA)h?1p5BCrXheF^yA-(U9Ii-Q-cig$@UaGh2?->c5G4syE(xp
z^Qjiu*kuvO>_XEbmN_2=WI^4VKc*{B#F}2DE$pVS)vh47nN~fKARAi*hAr3=$Kzah
zy7Q!$BGl-iNmSjL=GI_8)W}D=nz3)B-Oe1UvTfuB8+Uyxjn-lD2AAQBeO62R+2*-@
zzFd->iVpym91p~dRtA;gy<<stj%$DI2Uo^g;JExYn&4R6OyhKs*08jb)t;LAZPaL5
zNLfJYNve$^0fOugzf4y%q4>V%b(OZHvdY3uht8D)08Rk)Z^peRNt;cI10>cl?m|?_
zjO6F(T0<Q*E?S6*VPk8>ob$^F3FJiC+w-%G<ogc7u3AMs>~knrk<>2KR=~!2Cmm~V
zQGc|AI(#;_NzVTOHdTwu{=cPR+UgK#lf1I)8f<f83k9KR+vspVrE4rqryE5I6k`cq
zPUU;67P4vHZ<;tr-eddcwnliV^xZ7#k;yfz>*XonvB^CD06L#kyZ+wNr1O-b?Akz5
zj6prYsr1XOF3QF`SfZNU5O%=?_dUASFs+KS>Rh2g*|M$movn#cGfp>Tsb828QpKi1
z`gGGI(7d<-a{Mkx#(nCJvp@EfxC}s6J6%U5eJHYm-W@tiCwX?xNi0U=#yG})m1)<E
z6O%G(la-=J<zbl_fMqx<xOJxpuz1JTsm%m-*FxQxi8p=R9l&+x8KjO$gi7xchB9pn
zzaTHJf2DUR#jVUa9qf_Nh4S<lW-FF{o3nxaD<E7p&y-|TSJ$!W)@v=!S}6}6Smd1G
zWM-xj3<D&vC!+2y-;(F`HJt?*xjXePyd;!F`$H4=SD#UnR&H;kxU)!R!BxmoS8fNT
zRx{bB%3fJma#Rq5`kIgJR|aVQ&ut1IJzQ=l@j3pLbCeyOwjwc_LdPGO#7J2G0J5b1
zwJO_423(?hv;P1=T$J89ySb8BZQ;Ws70bCGka5$B=jZVrt9uKVxG_359U~iYM6321
zqK`^@yBPN@*IRb*PB1?+P{(_xY656&e|*ZIy9o)vKc{N(%j?gyVH$UNGrQ&{yZ-<K
z6pU&v#44<C<er1?RuZV*hKdOqULcm_L;#ealMA&zUv6>My3Y@4@Y$i$^&#flg#;E|
z!9maXS1GRm?`i?aXIy?_u1j$pwcPvI0zxW+ag)i#M5Cc-?XLVU;q7)jT3$(SBMv^#
zHs8{?eNW*IvklR?velaDSCv^<hWzWF@fGBcC9Kx-G-SkZ$Z@r^(xdR##P1Q=+#5TY
z+D|L4{{WjK@u+cSqkB)+JZIqBvlaE5&uN?mkx2vS!n(_Eh<+Z{Z<kNh>~_!9e8dh1
z86+OnQ%v};VW`RWZAQgOCvN0CAHl!IwhfPhyg_uPF>e*;Ko|FNWd8s<k?2Zv4F_0>
zpH03oGcWKsAbtkC{{Y562{pUR*)QxTg5{eTT<v3k1$5fK!s~{aC(^ZfVKJP9VsL$l
zrZMrRg%m1o?OU;Fr5;-!PI;p5pjh$y-wx{<Hkor4p{LIakO$0!gU_u&;gfT1C<!#N
ztfX%W#0J2xpmhHL7J16BYhz72hgfB2U&kwf`PMeB-V3{toph%%f`5B%yE*!br6<&z
z9yxE~-C8|F+ZhsAOuGi*^8uV!OM9+GrwEPGu}KdEE^&`v%CxP#HQ{Kc`$Sqr)ba=1
z8herkev4ZRsYMi#SjDB;Bu>P(V&9AmgOl%7%qtwEx^|zeELWl@E~n&@Gsy4Ksp>u(
zdG!e|Rhl`UkdmqE-2Nw;?C!ircW--Z8eYc=7Qj?RQS`<+tZi$=R+h67bu7(0e88B=
z1mxzJU$M_c;p_RdtE)ipiKN;$G=L7ZHkI)F*xo~Pcdgi|jO522=QUzq5XQD`c46Fs
zg5ziz&*M$gJVO?w`+mnPIOxj2<WM7_xzY4ngNZM$<RNySDgeA^I0V&)ywG(0F=LBF
zYo$|#H*%6jc<3twTD`g-Ww6q2o$u$6Mdbzgjz<TPS{m(%OQyGp{MH3G1PA5D22a$2
zX)rE%x^=3728pD?3C`&t4ng|0Lw(}+hF>i;OIt6LDUQ}4Kl=5XtRu;Y{I&|%B0zX5
zKdx(&Z7|&H(@yFF7S2K7deD&0u-@Kkaw|5acPh6{(j0zO%is8h($?}@XNlS3VwrZ}
z;<j{2{?UCa#@UHjA_3R|T&|%lnZ2Jja!Ai366cUPHC(7yG_?Ec?Oyuc$4`kGS==fr
zjoJSI>sM*0>8_XGXSNbe6|9IPJ5CgUGERDA<ozoD0K=^U+rt_Z{w=$KMZ~M+*~EJD
z+z(Uyvt2fV%_oL$?xlUw&m^xSb;&9}m1Q?&p-WTCyi=lF%COwQZu^_&O`|)PIPF;1
znr-#2nIsp;Vu65vEzitbvByzeJ%^01;lI1lN~#od_DL`s1aeUO5#G7zuVlW}udQ!z
z9%d{$<LEor3#*BYz2#`5rVyn1>U6&WgMY$#d6IB6$p$~|tW;IMf;w#Wemm48cFab?
zMNoSG0IZMvD6dI7q|wUNotdk%o}~R2i~-m6YD{)!&%S9yYn*|fd{?k}SI}}z<ebLA
zf87-+pU>iBB$yZlo2SyD;dtPEO*FXU2R}e*a;83JhZr0K<);4t_D5Qe=Epf5jYzUT
zqkbn9CIsK>0*^wye>$5qQfZZn`kc|VbJC`3SHWc_L?40tsvw|nNX~IX7`uQNBvNPl
zs>J&Ye>!$Pr|2mQ1sNoMCXfK%kGco3Y|-<2kHKj?-|nvOa19}8SbU%_`^J!1cGHea
zAFES<QQ1f9QH6Yb(xCqUbxEfPz&|re{{UZ<Qvv(H>PY=5reyU8^`zSnJrnUc{{R|#
zu^a_&!Eir10AQ7m-Hp%TiVv7hFpKWZPb8jO1M1oSRGW|=zt6Cuz&FZf>n|RPw2KlW
zhWXnEqaHshe&BjW$K0MM$?Oz;25MSGBGPJCNdw!(CdixbA^;Trl+!Nwz%jDma!Y4F
z;ZOk~<d*(a(i1;3f_|l_NiBi9?oE^*#Gi#5&<=Mu&{S(4<MJc@LgV?=>ja^B+4#0k
z<SOn>h>MUgu;=~bif}EC%0Jm0RL0$kWH}zdVxl(VKQSljXb{#oKY#xK9;Ss}qvk%s
zotWePBwwW{kr-qwjqi+5FdMpU<Nc<j!OsK__eB}UWnZby49q*9r%&fV3%9x4bLwcq
zgV1O5s9DoJN6>Rh82<nYG5T>u!*WtbsXt0-bN$u)O(~8;)m4AqIi&KAaAf=xP!<pt
zBd7z|Qyq{D7X5$1rC3uxHc9^gXw!nC<PD#Iq&xO0G6wmh4bQjrsN{u@GDM{JC#l70
zZ5ZU^>%gWGorpN=fNLpHjE!SjNP|z1TgswI<$GXv8+Q4lC$|Q)Qr}Lz)EX;!4Y=|%
zvm4{i??cn@szxxwg(K_5Gi0&8<RB0_=bGnqCl`3Lbyl3!rMY77L6$JYMZE_mOLpGB
ziuDzhF}jRIqCqr1Xbiu2ckA3%oLcSOiA}7{nH2~e9!@%nw{vx8sZVAlfyCZ=?~o{0
z0|%iUe;UzZXB{St-Wo4hm|)vVI3^bE9PVGwwMTIj*5q)zNXR~-x=XJP#UUSOoh}O=
z5>^pQ_!088bDE8VSnBri;#l(&{E{gJc^`rLit2@U%Vu*<jH9bYd)(cfyDYb%>Putv
zs|t@I24(Ww(>*F+Sx3yIk5NhpAmEDVvoLKkJTi5`{{VNbFPINrJ&CC?>-zCcWe2c7
zhG-Dn<Z++Ep0l!dJbTncV0Fj)&5DQ4K-gy=P&lOQ$99cGz99U^@~a6vWB{zW{LN)3
zR~ZZ&=yOskg&9ym{Hk0LN^IB+*x;YQ;*_x;d5{mL<5?o$$JNL4sfF5+)cs9n;*p}M
za{mCF2T<+!?WUQV_*Dn%RebN83b{VLX~m8*NI~vubPKX(V#5Tt;Mo3E4#ZaZvJ~~l
zS{Gp>Eba7OKRTU=Oah<`e-Y2=S<d?-ND)V9tVfU@L!Pd^KN{>Uyg_kkWej(gAR^#?
z>9_DZ;Qn>X3E@@!<gx`E{HcHiX+^2nh)~A)z~HizTo{@)8QDgpI_NKtF70&>0?8Jf
z(FSQ0tYtvQIXqX7L8f_)C-#i@Zok1DxdB_(CxKqWtlip6r9|<RbL+H>8s>*QZHpel
zu)^WxQ9J2oU25t&BZSj5DB{0KKFe^34&d(~;Dg5ky$&rze`n1IkuuMmG5-J`rAHhe
zFm0I`@6xS^RztKxj^Eu0ll8_czBqVB-bXB|%0_duOt@klNaPR*{b|s=k*SRWBA@OJ
zzsj_YxnK2*6hpV0AXE8u{VA^{lqgxJbAkT=ETapL#lOJUPdzxRnR3*ZQlN@?6z!5_
z@A7~3>R8pr7X_Q#<o=bBKa2F6IpiBx1Mal4nVG)<f%;W{_)Zz@=9)1eiav5wMh~_H
zVyeMC5vQ_~(VbLQ@}HVW*;lX3!GE7L#=5tP<|dL7AOW|sxg>PPJ$bJ^w(*VTrKnrQ
z8$^-GB8CggV4r&JT5DBV36KDfu(R+9_VuhMQOjd!K}T`A_N%4G1T)EfCA!O;qqjRj
z#@u`LtU0_-6In%ZW0{ATVq5{9obZ1N$novPyiH_UFEbm!_UT!AZ;5oP3oBr3-do2m
zrAP$=o&oFkg>qEpOWZr?N*vz#qpoY$qffE8yk>R|+tr3i^!+OnQ1Lze+9#KFG;tOK
zU~GRX*wwCW?(~~0d12auOvky-=RG+mu<R?2x3Iam)KWx7Fr=g(Y<EAMJU=%p=I%x+
zP?Y`6k3sOI(6>pMzGrZN20o{gT{zU--aII(6ch@1%VxPtXd2f~X?E@Yv`uj|`gPRr
zDH19M+`JKh!;ebpINs+o1@fJ0;V`3Y&(pZvYVM;Lw7ZJv4BN~Ea*p1{xeGQ(ZobgW
z%yXQB*1ZDIN2zHBB0~@`54U6feJe7~I(sQ0)zU6XIm$8Titltrds{oVWBa+9JbIFV
z{+VG}a9Xo6#>fnd^71QY^d+60q(F}`+yr0teScH>Q%k8Vy?c9XZmgjDOma)TOMr8O
zoYg-N_@_;_)Gll#5;WV>YbfDP2Q|#whi??!9!L_P6-&i7bKdx-^ur6V3<msrQ)4?R
zA{SO|la*tYKizLi##?Zb7AQCLC%stk!%rQj*e?j&-*E2edsFo`dt@^N1pfdR)}Ur3
zl$r4>#5x9C4&6m{J`uzGR=4?%KF|SP-*&mJEW<9SlOp0qa9HNMp9EUmN#ZGWVG4_D
zImlKE^GzWiDi2fZ=qhB8(eE>2NaTrJ2W2Dap7rGV^@Z(&r`j$&%XXRBK_q~|06lBF
z(^}*0Zm7v4Zryh|9B%Cz{VS08hd75y-OtJ{U#F%8N_S;!ju%q#9M&=_i&WZwh@903
zd_{MCHqh#+w2~Dtc&5yWt>__vB1KX24#%;qts2gFBb(0u09Y~<_Qoq~BRi1UYxg&r
zyigmNz%PxtAQ4`>VFj1`BCyT>053}$64~Uo@7Id*9X{45bvVo2MDqqDA`G6Mwd|>5
z3|<Shxf_Ir5XT(}X8kKVnj}<px#nIXg7n7Pf<{?llQ~oOl=UK@*Pt5KlW%_jEi7Ye
z0qI)46S$LC)TGeKg%&{O4>67l_fhr!m0H@?Z6j2<vA9CE<+k(DPoer%`3acv+et2l
zkPaQBAB}10u_c>D2mG~=ZXk97wEoD8g;X4L9+i)v+FojYHI_V<k0cI0>W=kRCg-Gh
zQ%$$ie%a#N<W?}Cj?_1H#tHm-esxE}_h-Z!j<Kl7Lw@r+h|cen^Zp*yL&kcMkrzeM
z9nHLJj5`63?;ppdMc~w*MYFp`WhO#+_S=u^Shb;Pm%KTx+sCWk>6(ZSV{`kr3^TX3
zexTM5iu9SZF?(tV;AJGo`o!!-V_e;=TGZ_rZ!u;klfm^B&|KVqYFH!^NX_zo;IYXA
zu0J}p7MQMJ_(B73Z7ABqa~2u;Q#>`{>)lhtkil`Z+L;WJp5Xz>tNKry408!`SqZ>B
z{VSo;nCV^}Rr3StSN{MstiSTjKf70Js}ZrQ;{N~;Th3N1b`k0JYqBBGG3lCThc&JK
z8o7+%tFwSdz6E)YiM3fJzgu`<ceaa+so=GC9u-z!41!Ru;Ku}dnui2ZeNJxgRDo{U
zqPEP&USE#6sJulBTirpaLNGzg0s7Wc*xXxcslMdmNegWlBd@J>l8CSE9@vAsY3<UK
z;GAsAjIAr3r@}W${82s3V<|0z9Qqyc{{TPfMP+;ond0$gqo>K%J2z$ed6CgsVdCQs
zSJ2X{PFF^b3GROZN)Y$leyv7ZKQTof=QMARI4_g_!sfl+WO&LWz){&(=qVcm{{XCM
zfxqdS5$eYjZejlbJeT#Qa=CA~;74FGX~3}l5<a|CZS#&xXV_p;7{ZK|!1ZR$7Y<a3
zJkn1LpNY*$43^()N$!$a!h$@oLaF1}W~*ffMjwLG=Q!G~e+riyl%-<K*0#<ixP%De
z{ur5yF#6S0c!<gc<I!pA%m^R=M||^A64QUIIU~9*)A;(-+QW8aMVyZR0Lq$I-AC(E
zygpdoU0r*S-9Dn23b)-1ev4J0tN@YSkI+&a54#pm`$nCH{^$Ml)D<}U>Ob5WG*|>*
zHyFSK_EA9u{r5TdU@6-UK5gy(@x>y?3Vgw1L-fh~=mD6Fo(_J1wLEUdJhsQVz@+;`
zdBApa=z^Eb$5`+^WNHG!{N2hAr!=4z;IyCc5w@5m2kyAfq-tCF3LLOMFk}Awfqzc4
zT@6Hklz?QS=hfRZo?@?c&-)8eb?9Rs?x}z0igph}B&YETKTdyIk?2YrJb+2{YCh8A
zg>)Z5pXE`MUi$~(nt0@JSp6uw9gxSGXZy_|`h2x!#9Fkwubx8?=^T8Yu7A%;gJX~2
z$GZ?H+v>m%_C*#A2Tto9!H(5skw1lq3&*`RqLIf{Q}4|w3b@XGq~e1pA9X?fYL}TW
z$QCypW@Gf?oFIvRgFjPBvKAZ+{S5>$Jdi1h-Ng#4_f!MyDM`TOpTy#$^7$uwlTO$-
zecmzNi-m>WI|2OZ46Tlb`BEP(e)FjI6w@Sl;5qy#&}!oOpE@ZaOOvz=o`W>(F&$X_
zDx}hrd1!Wp!IP=~0ASSSN91ll@Da!6YB`cCl#^ie=iZ@~O_x@qegiXZ1Ha2gGxHpu
zuQfvVP_wkUgU-2)LY6IqoxFDfqE%IkjVE(kdSf6H`cq5sz+8Kp=k9!4qg#Rv(U)&!
zTz;n&m2>eD(FVvYyus@1PxKWMu9n7;p?%J>^^3;}vvs(LbjR^hO>UtJhWc-E2lTHs
z)I4>l+_HHnAw_JcUd%ci;<BgKbvxgdYsnmw({^hKRZW|!c3YmPbw#owF?j@BX9&P&
z+dXQu{wee4iJ-fNXk!em69VTas2Q&`he*_~xrWx_Uwx+o@io|ZYfGNXQjIPx)*>K1
z7&cGg(zE1~*J1O;X!SRauVr@Xmim3%Y)A$|KXwOxyowo@xfJO~?@sN^2LtB7AB7^i
zXMh3vb6&j|xW!$bO=g_kke*{><WheM3p*d13H3E6%ty>{J?SzC>JQLXj#e{D<YwI;
zmS#Wh@lIG^UIb(DIiZ&)g(KaK8>Ah2cPc2ji9E2~K_5;k306WzB>)cC%|FkK962E4
zKRLxZIU|&AiNh~UtwL$L7W7vmP=l`g`t%ht5Ex`A2l1sUN#`GpFv5i7jGsVpO~u$0
zwI*k5=Piu(IG`{mI2rXEnuQ_}v1L<}*DOs;vAYcOk5j;@R!dR4x1hdj4%r#xXBnnl
zTuSmlQGyRO0aYaXaZ-68a$Fw&053IG?nnm6&DzB$n5?5JNg(vaV^UDjn$wL<iRCQz
z^8CbthpG0bTY}c{0C?EEkELeMti=_D&CIa}i4-tI9F->+<kvbpa`zix)9g|(Fsr=h
z1Je~U#3M-1d!6f$&<NT3A6(U6KGrOjlWsjoTJybI#dp!nVe^ZyA236-XYi+KWu}Go
zEAm88jpQ?aRfDej8!A`a?`QEgpQq$}jV3?2y#BmZxHUVyLdrRkXO0OMa-cgv9+(&v
z;xDO7sp>9Q%nvhQDxb=|BHnp4>o_2JTw)O(ah?w!&Y?-Y#^RB$sX}cuyUC)FmPL%P
zDtp%eFC`BIw{yuO%1#yAIUVb!xYXV~J?)+{{%j#KPB1^Ma9WJ0*Q+z!s`+Q+QOV+_
zPqA?(xzprbWZJ1M8DR18*z~J@Cb%}%k!f(`l^dob*0t=XgX}+Tb<5kwl=oB9@-@NT
z%Xe{mB<@QzjoX@=4BGIOoVPlv$}_efn>g>-S9I4qqLv+`m6b4a)0(TJT1TO1K6K$k
z#dk^m@#rc&FLcc;kJYDAe<N37RE}%L7qU-%1*Dr*VGO{IxhMYstyMfbrkm^4VahK6
zk@=s%RQ@i7rSTgg0!c+2R?IOrk>SZ670t}c<;U&nf6t{uMcl#HH9<bOi2%$t<VK&%
zHPL9WG@6yt5yF+uJNEwo3gvBdIo?H>%8P~#joBu*;=g?hU6xtM4<ho1?&AQ1PAgJm
zZtAxIuF}pwxe^v^cQoCY@b;qE<i(G#4Ovz<X7*>eBpu3dYjQ_0cy{hVjDe9&?k$fn
zk4U_JVu`@@BLcd=49z{0ELS9Qb`hT4za#wWh2E`v%ZNlH*Mn5-FR$d(VS-3^yp6Yk
zikoUzL(*WiU$z!+yVZ}NtU2$ORM*x>$YhCv40aj+06&#<44zJ&$Vn|C>?giDS2LpM
za%opr5BH&zjfXktO<P(Joy+=2isxQs*ajv6kF9h5B-PT>#Ttw%?-*H#80lRWfo%5r
z`)-wFFDPt!aCok7#53tHuHK}~&pDm9ZXYP;){|Nmw<_D}Q~k0li0;V>*(>W^#mAR_
zW+uSdGU3OgR~-cK!4LW^wXS<M+}7uY^$D(g`&+PqpOx4!J*ik328*TKMX5M=hR}Xi
z>~Y-Je`R{U8nlKe-1+WV)k*uL{pZK`jZ(9TY~VAv4CMTXe~teD!ns2{*Pbw$rI5IU
z5C(m@KbbT%gr8&6{4?WwxcozHp&N8)t{)+@gBZqt8fV1040>`fARn_#dUrAk<20FW
z?Y<}J*DAa1!z!HdjtzCc5gj!fC?iG~dsFyj>pojdzHJXR(Dg_AYezB4I^dqzt?wYm
zyDh-T1Jb#ru!l)=D3{D;UAtS34Qm_8=h3|Dcf`?vAB^M=^ZHh{Am;Qr<)2&&Bn2>7
zhwWa|CHhO?xUEOaBygf**BP%S((jGc>}XUb0nP?1yz>g_H%*h3iy-=ZrlL_!z@4sn
zoH~8ZpL-n5sI(+D^kp2W>zvnjb$HtCtKCU5OF2*_Wf<JRb;Ws=)S8Tvd4lM<9RrLC
z(eU20cW0`{70tVOQv9q}kbUaxw;l94iEn3pHEtpKnlrXk^{%H*Pwagd+{lWTmr4M~
zR2}OFPq!X?(-bQkoT_7jJxv$a7xP{uD;%#BY4V(BKHtuZ63$atn&|5{EU|`<Z~=qh
zit9Wg?)p@ZA#K~+?;M`hohOHGZf7$ab|r|(cM7BW*7lKVG|LyZc_T8hECM%7<NPT!
zJDzc<*j~P^bv>-Eq{>?dk(}2@q}`ce2u>tJxMSD2tJ2))NX}m3Ylg`sBI%#66x%Ig
z+FPM(VWdYMK|7s>e@cA<=7qhqi6gu1227H<>GY{u)>#%;M^t89D?de`-#3#qn?Wna
z7mxFbz|}vrFJwU!W#cQ$5-{HM(JZkhk)=T%%l%at=OjcqCbu-}n^9uc_P%G4<?a$c
zVfC&tG<Rpjv&9+oQIq{EvbDF4+eVTy*;POb9^(|4%sVR&4z8&Z#U!@?<v<$07jDEa
zU7*)TJ+x55T*ALEBaBxqYdy45gKgyRUWGc3rFC+L)3i{R3|{K%<{{2XFJbkkVs2=B
zE3{SkfpvC(ZIexq9D4bY(N;ba<anatK*Ea`{62J|v$c&Ax+`H+f&v5inhc6FmTrH#
zDWJv=2PgfNr{wmDkGmXKsCnaee{~r9lS&znKmqpVow(zyXnvcGCdOgQ%6@<-paj_G
z?=i=}6lDO~SYY)Xb4#&Ts2KHPNu={)90wWy0AvbaJ0Shlf6D@zOAp~u^*N>7Tcl3k
zT4|BNBQY=Illo8tfOFN)`~_$!>y!TTQU!Jg=8?XOxAioE7a2PN{{U&rAJU5e@gk|=
zlpJ*w84;HNIdAVM>qsL5p(p*+1Nr8hP@bdy`(l5>r<L>_`-BNK#NrEh8Ra88LZANt
zRW+n!k&%*BbvR|&jDB@u8RmoiT<n1L2r)||nM=Hh=FI(Mm5D#$O42LcD(-Xt04(r-
z+I)V3n$hk&ga`eV&-1Aa7YGZtlo0gVNfgkz#$2EGMF8{@X(Izai(~myOk;L(fcq%^
zwJ1d&!hhgRPTT<Mzwi;0K#<Ha1N~tFfga!CRr;E7nU4sey?3`y%9*x9(Sn}f0YF%j
zZ*Bho_sFCwz4`ZMrjWp3mo*Bre`pv$8+?y51Y@1p>p&BS1MY<$;AV~NPZ|8_`A&t$
z(MD+6F_4Vj<n14>D8F&?_9BvRCNl4Z83U$yBmw;C!3z_T+4QQ~gp2l40gwG`LkdeD
z^@~<oMkIhGZhe%0T8Ax4QDXUFPb-gdXvkBI%lLChsWDvnNV(`-ll<xlZ>=rHZZDya
zZv+M$egdV`iYZfKY3KJ6V<-3Wdw&&J67A=Y=Um$Ot4Xx;qj!<dnCvlt2q!!fS+`#h
zErx#2W?17OxzFiP>n?_hi)U}=XSw_-j!ObTZZZiS2l!W={{X^ks^88n?PH1-bCASz
z$3Krs)mGJSd^d3=&Z^Pd?#o3KVL>W*B=zrE{bAoyy^2RmE%mLa%-4}GuI2>ReEuua
zAm6&<d0*kjTJtZmUfxK;2<M*!@~TK4<kXh_9@H*2;w4ST1AAjXhg?#1B;Ao}5bAZ;
z-w+@Z#P+ZQ<rcty;>g8j-26e*C1d5s9AmZye>~K1cqD=v;`12lB250I)|6fx(Jhbf
zJlUK5xBi0_YK2FuGj-{$5zAe8msPxW&CGxkouP@x(yE9xOSZ_0;z8eoiu7w}EMZah
zYbcZ4M^3pe(aH}T4k=Wi;;z_35T&9=8*SkYPFxulC_(Qd^Z8b!J`II=xV|UaHU9t_
z=~^+InHXoVr3eQ;Sw8jC3^Xlvb59dH=*)<`Go!>o@*ZRU+t!pekz0Tuwu&MC;Lqn)
z0+QL_4%nv%@;PFE8rl$#Lm5t8MBkC~k@%d{mS7!B5!1;(&X7c)Z~&>Sml}>w{PX^`
z731!gLAN2YAKtbVdi6A$S-P<!*kYPQqGuA6DqH0W4tn>f?Ig{lIShV4GwWMH=#1y_
z13#3^HszE8LFXCHKarv-<&&SYzQf&3E>e5Dh=)6&LO?v@=Kla1eU+Np+D8hZ0Y}{}
zyBYVa<kj~nCYHpw1Fix5=|)e@$OEb91vY08A!g*`fIrXltW8&1(xL!KJZ(7YtV!GL
zj+vrZh{s{ZjG4FyVU;LB^f}EuA;-)}9{dX8C-MEQlp;H87kqcl#Xo?p4+;2+<HWZY
zi9AUZaG+&WKBlsGp2*kg@2S)wjIQA7MOL}hbo(Q=dzjI&orLm#3YueYWeYJ;xDF6w
zB-fmHsxzy2ty<r5#IUAG<0sm&m1!DAj8WL#_^Qs{)u)MFqXRp@#dFqvGQ8BTe47YD
zf<WH?05Qp`EoyFUE_C%ExE^GGQPfnrba7}pEVt5NI}Ne+%OCUn>lac?*+MIzo+R-F
z+FX5(3!}XTBp~<nu4dNu`}=0m*~wut;Qlnz97ac;;U$(<JC4@sY4&%qwxw$tS_r|J
zIVYZ?rthguBf8e%WYHukljcUNw12#7oztxbpKAARKY6s32iChw<v(G740IiT8smIZ
z9D>dTM#fx&&N#&kQ8BD7Wxv1N<dR!)$9mrJHPm)iacL-dBYfXqN}I!WV@%UuQMv~)
zu5sM9I3L&XtRriEt>3hdYT>1Cyu+ZSVvTPE=^lN<UdWgVcBj|B<y)GC^4?xLLP1M;
z6#*aK?^fqk(6kRC(;jBhh)?R(&S^0Vbn<-PG2Tt>k%A3d(?d0`r$MMhzht%J_(t!_
zy!yt`H4Re%2_gC8sm~v-E4=Xq&)MxQ25?<}psHG2aoSqTs7irWF@*z+vHt+;8kSNd
zc;UCZOG2c^V)Eu;(<l5ZGeYp}>8`ih3bZgW!1X`FRVUVOq`6QnkjBgb+Hz~PmhE(%
z9&7uLzL9~`mTrQoE2yQW#&3zH4kNco2H4J7eNVkfp@P=x$E!-e%DD8G?bjyZH%TkD
zP64j>PDYL^b!93+83)$_mF~jUMt$smYSx|=hmo{2gnN3|J+5oE?Wr}gvk0IbTCnNI
zTI+RNgtCTdOp6JSU^(n@*1Y!Vbk}u`IZecja8BAxXx{MUl3!nmmA6A5Ja;{+FC5Jq
zYSyA4GZJiO_2#-QKH5JHcy*j85&^rO?0Q$6-%WbbGhKY!pMFQJT2@3}?CNw7MYCrg
zbpHT4=`WZ5DSNSyGNY6ATIM`IFqYZfhSGaiN2(lnPG9!6kJM5r?s3LABa18~k^Kis
z=)5gvmjv8-Awr#@i03`)0vk!@by(5z#{iC>t#+3LX+9rVk<}%YL~2jJQ~c;ls5j7#
z9aS&&Y2Z>kq5HJ<KDBf}%1CdQ=E)w0xl27cG}md(z-_~gr>DJcUTZQnubUPlaHDfK
zJB=|D=peU=<pglEU?2DmayqSm)HRFZZ5^{a;j!1|HPL8Vl#O&QwlA0o&mB*#WgTMf
z8;QKRM$+WqjE=OJ7_H%Jhyj%*Xh7_FuBXE~Ab^X@nc2WzrE!5(EFsi&i_P=hV$lv+
zLhaq{^rOWdAr^&n`#719f2?KW9>SG}b9YwMrW$+RTQDkv00F{*Sz1l`ySdB97?9ze
zlygvce)*-emM4jo8-T7mo}cI5tZCXb*0+-0D<8AUcA#b%2RX(+Kgx>;(6GIk{Bds@
zqIn6p@6S03Yg@*%ym~%Sh+zy%k?wO@8bzm(;&Ch7ZjqvP^6}H<HKF6VV~a~sD+N#7
zf=H%<=b2pDwbYx5n}4Wm*5`*B=E00tTZ}Rs0^NC~j`^AbEgk@SI6&B};B{xzpfb)S
zLm(VrV<*y(&HH^iOMOM|Bf*O#40biytZzPva~cf1senGJKgP3Qu`wYM61Z-7``GDM
zFP+!JcdZa${Ds@swFKPfPlbeDTU=g2ZM1yDInU=xZL}C}qThJ)Oc(_bi~?&5>>8W=
z>kJ3}yJbJEbb20xw$^Pz{m?}iAp}|Fy@{%@?rj^CSY5{+irvjV+EZ}|c-SZ-1TQB&
z>ztC~7R6?|3mI>^TmTJShFOlD8rnjPyf{)h_u_zT=k?3YZMB<-V@W2pSHg|h#dLZV
zyA3&HmN2tyBLwr3O=iz9Z}|Ag$>p$3Z`c4du<CR24s-RXkRy(N3&58qQuC>1B&r+?
z*I%INwwhj_Cama7V5DAWB%bEE$ow-dwW`9g-`&Q=vgdx~3Od%ei#18&jw@X*-_DBM
zd1$2YK;WOPF<i*G*KK0Eak@y$9(N`MXj$Dya}ii2Mj&NM_WUavEB3gICGMGV53W<p
zQ&w#3ts=Qwi%g`Q!ej&W6vjm%z7w%ah}e(ek#^Tu&E@!dMv-~h^8ho>1!YSdMa<q-
z@<w)N`ez@VYE3tlqVG^a-N468kSbUdd_SYu-Q9m^%?8+QzH^n^y}Jxk^;@Ygui4s6
z7U;OESNHJ6X&#>x$^jX6-Gb-Zup_Z}<=+j{Z|t*k`u_m+si7VB!ecn`b<#@^1MDt$
zgU9;F=&OGUyyLH2G{~yL(SgASKRR*<qNZDy9gP0~G#;#T{>Y&2#zbxPYEX^;08I$`
zg&&}$5%c$B9^`I6u4~dbP{7Q3I)A`^Z{<o=vzFd|q$sHfB>d7j`f*9IbN;XKV@w$t
zMD8QUzFYqQtxCBc>e0ym0AvLe{E^V0_X8%36Ui=5(u)e?LNUp8LH_Y1)4|8xY=5{h
zNJ_6=qw0C1cqirFN3!CW2F2=EC)KHU5sYmZrV?^+p#K28)MbxwKiygYlx2o;%qgva
zc`81pniR1a+`#(Oc9Jyq>mvkCSaIyce@ZR{yT?Gxeu98oKXhaLqf7F4a^Fe`0B6f%
z?oKIP0IhOjXu)lz+i2Ro`u_k*dqT5v11a_#6Y6S>)8cC`6dymgKf-EnF^};#UVs5m
zUgOLxolt#qnrYde^_==GJsgfs2=BX}{<TMOaS|yz)m(oBWOMj&Q7V=$Fl?!(?NN7x
zC;cV+<I=AAqyfZh`kKj0=rs5xmgKPWt{kc_E(QlAXNt(a@x_I-g%Z`-$52=wrDyG;
zY3y4%(=#3mIUkU!Vksom{zXte%bYhq$6O`HkM${3t+X*i=s+LWHHmlPElTq5bhDIl
zI)l)9R66~NR992i9#~-*n(-s=fZ%^B%e(O=hiq9*$(fYnBcc53%#kjyWK|D5&Q1Va
zoc#q_xbW_!Xk#~462Py~<{MY@HH@pbp{!{r>U7$dk1ZsN%D1;ad0Tn^0A+#xm7PD2
zby?Ji)nf;tRmLi^cv4xEdDk%_o}OM@{{V$<N8sH)8#{SgTZxO32qY-u+Z5%`6?P>!
zH)EB$*R@-rnXcV={_(0=xw&F@O)C@50j|0HKNX~gTP&oV#F%9x@u5$U`{ax4um1o&
zqWPn5!nTeYPgcyOiAzLtc3K9da?FC?YcEpmj04iPBJgzhK6L0kqg?*Avuk-OT+cPc
zVWX2~C4gjbG05sa3e<{drd{zmx_X0M5yDew=awp>dKh+I8q=e3=NZg|@JnDC+_!-s
z@Z_+n{DGJNdGA%?0&9!VSe!}%`hC!AKrj4ACQu1KHv{Wj^=a~GZ%%yrocg;wb3_SP
zOXbS<{{UoGt+ly@Hx&WM;C0wNDy@t`e90S?jD-U@13gVzX<Q~%4EuVlWDn<B(50s{
zF|AWxR6LaaEyVg`G{!|?pDzcoBAI1$*9^%etnjco`PVD?`qjf0eLo8Bin=*n(;y|4
za#=v{&MLI586+c>AY-3;yDhvj$FfM($DyinM6j&U#xS4^4o)kR6Bev=VcB~F&}Nr!
zUcZGga~gc|?mc>RsZqnOQFET`*cH5LK}B52!cDTP*^f7RO(bX7=B=pp$^0rA?`>@q
zH1|-#59?Is@dloN1ZR}DLOL4D+rll_wMJ~y11GTkY4)G-`g!Rca&}%R7aFwIhBksh
z!tXf*{VSr-p5{qpYqkw4u>gUOmpoP#F&yg1-klyzStZoaLAj;5NJe>PVb?VTG2D4^
zt-tRh2O-=JLFT-#UW!?@tCG_*12bS2&M<4$E%i99EUjZ`%QD+WbDR!9tld`2RFW<j
zo;akHBaK`kISa|hIQmxst$3qUNNxP7ig~&FgQax07xUjv!X_J$O6`fbWIb{3T>O?>
zimL;K;AC{Dl$oN6DOz0ITf(=qO(e4J$_6>lui;YogG^i7X!T1YfZyu}p{y?uU0oZ$
zA|T5QU<@y>de-o^tdTF+?%OcTHl5v%tz=q9G8sI^M}6zlBDyaLY6)j^cWoNBZX+0N
z*xR(`t84lYvD6BxH<u^OjK9j4L9n@pQb{C6^1_jm#WW^%_a)d(xP0-xQO{C7wH4i*
zbK1joY(7)+mF}m#TE9CM<&Qf+{<WE<YY?r`ib6y)aKQfn3GCHEM=_+&Gha_~ps<cY
zPreQfP2(1t;%j?&SN$CmdH^^%u9D))-$A#zAu?obs)MjSdH1Rhb+<uz);~5&LyULW
zd;S$8IICL?Mn~HeOn#=ftUNz>E?}DBQ3P(RK;-aiJa~mAn6t#u^T7u=tvfsRyt}pw
zcI9`Bu5pn<T7lSVll`Afg~-neKRnhXrVU48Dj8(l0x2EMX?U11(e1(xa)*yh8mXgM
z&0}V6=U+15FYeTLWBvlI?j^BH#5%>MoMO^JE#-{JRDTs|_+ei1BXC^2CxpnXIkX4V
zZg*XnmPrmt-SbydboTl_j~%M+P3f^hec-+S0MES%brhdOavm(yuWt1>Hjn;|7s!E6
zTz9BEH+6A!sR-s$HYse8ihahbrq}|JY126z29)4duZC`7)NSu>79EV6Q~}#Lqjno3
zQ(Uk*g!*#h3W!*@rvkI}ysUQi5jaSr8FSYrx~7kEq3#q8p4H{oPpYn^E2il@$xa7c
z^T*PL2<fyPE;+A+fs3qM<cti~-Q@6U7gOnYQoD9!_LHjqyi!I#u=FD%DQU>$Ap6d1
zp0KpKTgJLrWm5dR6W^#mojr-&kjJTAMKVAZILL5}0swQG?NJKOnLS@M&1#kr%c?_u
zC0L`M4nbez2j&&MZFp|46+)<00D=y4oc{oYD60*#C&m&(4TL6Pm3eS@&p}xJ9no#?
zH6*%3AtL$l*tcrb)-U|q@d;Fu%3=b#<Yu<K<<qo>x_FRDv|$(J1&?pc)3%`5gW~nO
zyp{_~X%;w8<(RfI)rouI`?z#j?rtt(kVc`fywqBch&34`%=T)joRQD-%|JD1uC3&N
z?~KU1cISgfP)kEX!bq)bqcJcg<5oHBbIo>>+(mDqtdb`5<K^`{V!Z23iKUJahGrRD
z4*b_|s9N6M*e#ukW?#Sa94-L^ui$7%Om>koYIg;VxrQV-8Sm<AA79lL_fnDot|Eiv
zPn6*M=C)baPOuijc;F>4^D|?f`1=0<O6Dbo3Fp~msY*@`Sz810G%#D0wjbeqj=Ng5
zY_lb)icSL!x%4=!dF*v$<~xOy5ASemTSZC!$bQ(klX)1&<Y+@|(9<oR+D)am0ysa7
zW`AQymw-IX6`Ya>*18A~c`E0Y1k`s4E8H`<`IUEZ*im9`8jb9FKA9E0vgSwNW2ha?
za?f=f%76`w8z-?fVZ8gv%#9Sp9v5dI3Y+^PX-?S^H3z%44Hg<M=tf;a{{ZaID-`nB
zf$!S7n_CAl#_mcJhGfU_V;QUs6Hi?d_w7$1l}Z)z&~(pyn%$RMVh@oVc|YFCG}04h
zb*n%8CzlYF%xP$F*zbza@wKVEwh(z+!D#Zi_B3ger1$eXC=#?-ZZX_d?S58{VnEz?
zfOz(xE_thXMaS<Vl-oCPoYuyjqX=F$mi47{IRS<`QK`PMHh#x<0x$Ordr#-hV>YX-
z*$_1gGRxW5kJNBzdJOBYwa6iTl3hZMNck6&n%;H^p~y%lB!WL0^Jq0I8~I~Ph>)>y
z_tTu`*1NrW7MH@3MkO&bIK%pU)h}_RW6K_`dwmV9j8Fx40J+XocQt#(THU6OmfCuT
zFh(#+FMm^0cz)XBL(!V%^6SsKm|`P?@-MG7fqk!Oi0qQMa!wc!SZ0`tPacb{@*NDP
z`>nOA_KT-Wqg=n2JIQL}43Z9?O0lPZW=|M<G`3eGpDPM~5mj|7ZF85in%&p3?b_d&
zCqJD4O{`wNl_YE}nrmq}F2BQD_LmXOp_zdwjDYj}BNc<BUtLXSCAIytLva}aK?DcQ
zY`|9MPq>52z~B|>jQ0I0F{15?e`IMc`-@!MkC#0{RuP!zGQ`X7zc9z)Ox7*+Td@$f
zyZbxG!h)yf9k~@=#Q2#d^6zXd<WbgBC|v&lPtt}YjTqHuLL-!)U8nq!Ri@Kt<)OW}
zjQWP&KO<TXZE3VT%%R6PLAZ~h;+7kjfNw4tWB~o?q|fsI02(i0q|DnZeMMGCt|wWQ
zm=Pdc75a+RguL2h(VnX=-kmC2E1_}c1}F$P*%%ncJJF_<7Lqnb9(EZ&l_A*9{{Vz~
z+UTpyq4w|}CpC84LA67O&B0YacYhVi>Rvp%vbvVi(#{1Dv0pKU;&E7Wc&}Hz%DwE7
zq3RRmACRUNK7;sm6fpRLbWbcl*;^nmEsg2cir~Hi<@|Yk?<+|E0NIjq&7b*e6%`M1
zk<(0Dg^d6h<gq6|;ZcSi3n$^tBy5sKk{tZ%7-zOdY2+v$d=H?nOyCoCdTyxNR9O`n
zkUIiEW0Qf@{<Pz>zT@~+8C?GWZd;I_^6e*I_m-8%V(DX^82$^2U5x(#!b$fu(<F<~
zs{Im>lHY&KZ}=7kJJ>l}BoVTns-mg1sr{=8i9-*wzCs-HxjPD*$wpv&lpd!AznxUL
zxPsqQht9Z2$Jyi@uwUX%KhLEvX%X^B&?IAspX%IGOu%CW0sjDGWY%2T-j!}XY4?%o
z&VQHlth=uqY1W_WlX>n#57Y{YRf_6bqS@4|Gq5Ll=jbY(g16Zh11HRrw?BN>5p(et
zT(^?~N9nMCj%xwDTdA}~Be<1gEL$F7>VBVE##n`OWrx#K*V<HoW?7Ois{zGQxbX&&
zXh)fH7~?quJbg`g^WWaw@MV#?=rTn|<y}gD)yPTX=Hjt++t|@kjCVa3RPoh_mLY7L
znit);^lmZJ@vMu#h*wfzK@vtk-R8M7rd%-v$}h1wsn<+EM){cgD8&j>WA_nq@5Oqx
z$zs<G2SNeGJ4?J521mNOV>o40QgTS|R&?zS+Ubg{UoJUj$>OJbOItl^#@5!{Dx__h
zd$~Tpl}n52!A(69I)4$^$7`cRZLNWk*bL+Y%KDn)ZFC8)WKi=(2x0~XSl6KVlmVqe
zPxsgV070&57f~tzafTcLTSAmvZeu!<PQ+4pUe?m-;*x1)3N!uCYRo!Do`h_+P1*a+
z&0N&v15l9l$REn0fxvGyfWrQ?LzXal1e>|59O<StzuD15sq;1mW6&D2ZLM6!hB;Lx
zw_$?}zcS*mMZtGwW@1UrSq;1lbrlYRj8vE^t+tIe(sbM7ze>6~ZPS0t2~Ox({{TwA
zC5_F#o2SKf8YJP^Fhh~l@(pvMQoncu^cB;+#_bPGkg;MNxj$1zCYy?lo`FhNz0u6w
zNhC5p=*BbaNgU|$;GrP(;;hUSq<rJA<4CZE>RXRW^y$BK95dX?dsxy!_Oi9Rbu0V_
z@T$^Wv{LW61{VYUd>pUhD|^d9o#79;>rh-l8No%3hqyUE(usSj;TyJA({5*3X5M3+
zW^l<W9CpVe@UDQfN8$M$Mo1_B079&2?UDp_wndHDV3ioh)B4u6%XxkpnVGhQ2P_70
z&syN9<t_F*Ad=Y43@$CDNR9y@I^(z?@mFQKia8+QZJt8Avw*x4&0<>b5wnS!NQ-aX
zZrJ@RLv%8{F8)}XKf5j5_xx)}Rh2YEp&7F9nm7BdU;V&O>ruVXR}t*NJp9dE-mR+Z
z7S}>12^3`fu7LCGYaa6M<mwiz^GZWHsoHQmQkE`HVXQQFZ0;^E;I)j&J;;p*U5i!X
zo-5cIcwDq^fEf4Yu&%W$dA0l9BIJCmenQ<dfyHa-_WuB6(^dn6u=XDH&nl9h?AcRM
zS{Ah1rPVDSS#c5xnjB{x4nJD7@><$kIRr3|f-}y2E0EIlXdcpSH8*{sZw%S&0Ac-U
zH4S0m)Z&5SId*T}=bpVWQsh#NhxoeQEk@=EBMite$_IWcD)r5+oN^JAOatwj=`JkM
zppHm}Vd???6Wo0(6IOw4tR4u6W+ZW%Ta;(&;bZ$gqP%bUNgv)EkIuaZ!Z$|x#wpn3
zk&KS`HN@K48?7!~I^n)%P*I0CBD%i|V@A^BfUC*Z2OCFR(~1++^6hL-2Df%eV0`BN
zO?G}6XS~o^rX;Xaf_m_HtqpfZ5?aZswWr89eZ!IdKU!{p=_Zpjkzk-+F~I9X3k}lC
zMW!U(B#urG;mE7^Dwhzg)C-k=yg#~qD<0zJSbQyWaTo$!`2+H-uM2pch3i^sEWS+r
z@zBz^?pe9g?V93Ci;IxE&UWV*ss!n=PNEk=%6pvFkBIb0qPh9eys189Wk2VN<)_dm
zLzo+KpYL#K0pID@BT%w7t%Gq2<}!bYeZG~6VW{0tuA4iE1bYF<^{QG%ovK((9l^SV
z6;5`u*H&YK?szpAfXjT07qQJ!LS>zC#CBSQgx~-<J-XK|py|nXda|sHVmzFlFglv-
zui*3i_}LZ1whFgHjMf&hcA5r~?QIf?<sc{nfGU`x^fV)Ab;~LA=iIWwPm;~lsOkAu
zHkllj7sd<Cra1wMKo9Vq{{Ysx`!5vF4dTr({o;^!ryqf?!&J1l)h%JxZ1bJCaK8OP
z`cgp7Ur^EP?QdQQf7T;>z;T~Sy{9IfZ*>AgVTl=l-di}UI_z(CYip>*7o6LCsem{+
z9UJi&tnDHRjr=mCb1Z84ZNq^;T<>IsC5jbg-UMscrg7G}&l26Ov)kLWrZkaD3>;^i
zS4#I#!R4f{wTdYN@D<JLHa5EEuWTe)Hpd<?2<e``O1l!6{{RbV5!?Bf(la*kkj`_3
z70v7Vwx@Tj%QP{$gdMS{T#Q$HcP*Bgrz{r^kj7MQT;q>Q<Zt{zq$(J#eZFK|ccJL4
zDC+K3wTk}z0?nqr4|W_@_KBze0A$<Uqs9>271{yx&1c#8f@Y6wHz^>;0mmYnX?Lhk
zti*0*jo~|w$_U2>l1Qf6*w1?nyo(dasKo&rzL>20Ejv$X_u7?q4U+lD2iCECS9K(M
zwVW}=&hHo-LGPO0kNzb(CSpR<u)?SvSoO_Pu@30Y)jULrsx`H|(T^kLWp3@?@~Rj5
z{-p6@*<b|rJ?lQ_PLW8KTT5_Vv6&N+eR$@qC55a|Z@9aP6&;gt{$`}DjXO7eQ$lE_
z0VhMh2m8aX<|%wTAX}S-IU5N4K2mC~n|olg6tbF0dHI=!25V-*#7S@FL4wk>y$3)B
zKlW;9lQP!8-T01chTLQG3jlf(+O2Ez{kGw4A(cc>{p_BmwXSVtj@nsb9$GA9g20{t
z<o-3n$25y032!YVB>I(a)_^33$(5a1w{1AU@Ay+8iU{XtYiRSHGQFx-j@D8<!5(`&
zP0!{kSgdZ?g|>4#_DL6?`{+?%xfg|IWz}GTcKo-8CmoG?5?D+l!2uYl4o`8rIIlnO
z?X1xFoy?Ju<V=!CGxtF_{<Z2YaD~}b7?nKk;8RE&IL{bCYZaxWcOi2lvwYvBaj&Ap
z?Yh=>N9;cE{VUS7WYX_ujkRNJs}6SgkDk8Stm%A7;axd4K*CmDHo+J5qz5BqW8x^>
zBE{yXtDFzkx;t$fQDw}5B7a3Ws#kvyV-LE^P5_PpmHz;stXsbu>z98hoI<DgVO)N_
zX>1m3?V?FwkztWbx2PDaN#&0)>?+5o$6uv+In*!OQ8Qglyd3T>Nv+Et8sA%mj_^lz
zgZunAA5l)=(WR^Sh6`5m1+~ma)t7BUW2(V=f;X5q`^O9`S`QFtI=Xo`2g)t{7YmX2
z8moKYSS|;hr(Ahp@-g!d%u-`kEGjuozGme;6~D%s%x&8e2^Bhmeqs66ESf)vbZ}lW
zW`%m~JBQ`gme<8XGv(dD>DZCm@TG9E+vul!k`Psii~!5%SXJK<$0XB!>Q60$lajdy
ziq7!m%okhdg9TWq4UBj8tD5SGCR4N$7?JZ8Jw0iN$R>3dp4>>I_@ep0PPFKZ6J=tP
z4c!m;9%=E<GByhzr0e{ce_Yg#*7qS+<{TcxfZ%-?az9FUxHVy`YzqQlfxtg_Mlvf?
zP+&B8RHC{G0btzZa%zdNnj*4AG@e-Gtlv1tvm6on*0Q8`dUQ?q)9(T~$moBqA)J4R
zJVPvV#s#c~*eLnceo^$Q5$c*=rHJkXOn>R3^ZD0SAm1|xt(c)dC@sc4z^LN0vbT}s
zoh+=|x!9ooe9|h%G`<(Ho?Z6Oa|feG%Kmk+XQk?P=VW@aTp;SQCjS7`Rg13>_-@n%
zmgVl4e{>U?$(P~<t+-*QX^Oe;D--$;@u3NwOg6cRgvbkyayS6{Qdt3;(t3$N{VOxW
zy6x7rYjHi%0feDdBVD)^atWF{JIMoMb;beo;*$uC)HQ1zIY^%H2}t{(5<u--rO%73
zU@Rj^WpaAwXso{$T^r45q$|e7RmtIi9cuxXBbCNGP|91K1;>l;B_u-xagS5U{cART
zX8vWwmrsNIAmCPU_RU+<tRGRliq!!!O5sK-N;@A2Ox9XtvdY-|L*+^I9Dj{%J<+w%
z;3pZDXUFGM^_91<lTXs^z}y%q$8ZNGt9Z6wvuQeLQbATN`c*O(rzfx4J+`MHlOVa@
zpRHwtVeWlvvhf5XRnTp<2!3fI7=NX5Dt3MG(vwVSo~`>mu|7S&2mXPQf9Tk#r+&|+
zTgSJ|I{yG>N&f(&Vxp58H|+>}8)MY@DbM@_RO%08{Q0jr{{V#g{Vk)0-Y5V?2p?v6
z0|1Pg&bjesvvr-<Y@qN|a6chk4-*?1tTValvdt7D_tQro`^*Owp7+)#UAAFy8pN=&
zJdDF?<(Hp&@+ogFBw^-UI|6^aYq{{0c6YaP2*8#&;RSaLfOF0>Sh~(z8haFt+y4L*
zY1VVk98)BbCU#761eo+4Yn8kBi9T5^qD493v7hHrc(U4iy=r?~TTny*J061sdJ4f!
z0_><~RvG6Q#%g`6nOu=Y+m9OR)0V`=LG<Za6KXfNjuoV5B=LYxTE4m~DbLxYbMMW1
zAA@X!UKW|!1&zj`7zCgVf(2(L(zw%GSn`H~@<LR{FVVA7CYx|^xT^j&)OdwTc#i!+
zI1?OkS=j`1HF1h+?3XrCk4TKK?<Hb?*%drmeWZOOEPc&dRp9id@(&eUsFx;n+6}x*
z;j-xpD|y6cXwORKZ;_4c-2VU>uDip)zlI+@t`G9AYWNSgTmnCg{{TA97gA%EsLV0?
zu&Y{jmo}kw<*x`n@$~koE$o`=WsLy`J$nl43tRYqOB{aikCk)DHPV@linq5G`VEhh
z4%WDFkEj0tTDk2cn~haBw&FozPp&E{<eKhxnpfQ;9#3FBD&B)1{7s_B9UJ)?Phq32
z@nPGez;piqEf@J$BLv5K0(*+<d|)%9z(47#{{SlD<H|CTlZ+fzkak2#UPjKM;A+l;
z8NlQ4sHAbT%2IZYq<YnJbrt5XEScD@i-P{3Re2<3Vhn_g^aF~RE3&5aG$Q$NxE3Cy
z;;y8KI1DrCSddNgXUYWnxvQx&k-<^!tIc#hV`gHVq-c<P0#CJV&mmm~#c|Qe=jv+&
zNtm}BoDW=9oX$V7Z3xHSC$GI>Q&^<UVWVbr?;x3qup>XhIj6-a$IPzB+|wkUFiu|{
z!jUJ0pOsjjT-RhJWOGejmQB*2-Gxv)nrg_>VphuMl^%oC)oY1a*Jl_bfJX+O8wMC3
zHhPoZqD|D5x)mRBU#WFAuW`4xJm$1zQgjJIkO>E$#<7;&Sd6j^A9~o759}sF+j0mT
z@_Fq_ve^!k(VW<@j3)JFhU2?Oz&}yY)p=c&)ZW|qflhqrGsn3Ve%{*RB2SvEx!^Dv
z6=(e^@D~k_OxE17wx)d2PeKTpFD<sSEyNw99F_Wtz}9rBqL$6=#`u<XVn;X?(|=%G
z-N<E*)>~<h{I-mQ&(w53jcG%o&lCsyLh{u=yu*z9k(_7gT$O3Zq0vrq>UqY!X>mV^
zF62lK(BQ0}m2|pn*C$S2v;`-DxE%NITgj*RedXNuM(Nw1m5B%P;-zgvNwHEbtOISw
z-oOI6`7CbbbBNNsJ0yCPw-F@L7jK*8<Ce{DP2oGs>(4o0RXHRx^&HjMJX<y518p2I
z;kG*M$x~e3xvT3pI>(Z_jl#fy7LGHuPvubTnOd`~O${ug#pU!7BPdd=K*=4(YMs@G
zg|xLd7cC^mt`HW@a(*GxrqvCqr0Wqy%QKUckSjw=mM6AdBJTDn-x!U@W9VwGD;Hq#
zzlWljMW^Xwe?VLSYo^onTa7@Cs~j<f1Z^Dtb>>=yg|(gNSBNZw?w0Re$AvewqLpAi
zQ`BcX^!B3RYaH@;gHwG%Wz;5?dnRI~SYRm67_FO4J_|n&-FYMhX^t3l0F2k3-D*B;
z@<Q`GWI5oT3C(tT6H3}%$w|RgJ4xfO_*ClH%8eRBptN@ke7(f8D9%O!u6`4yO>ySi
zByWS9H(KoV3vjwk&;&2;oD2>IMk~wPNxqIj<)b!wG8|PjBzi`fc)E?VSkJX(Uz!%q
zasJJ5I;NqjX}X+{U68>~$_T(C+O#x{Kg0;}v5No^hIYXf)M|QMI_;M0h=93^i80se
z52YcTI_kD}iRI3_N$gE^ejkq-YHV!AvxOf@#<J3MSm$)Pw~*~^pq9wux*JQKIVOtA
z!)oEf?NuOkrjVJsS|IElkP^p(*0D9q8E<8W?BO=3JBwCdiD#8H-<O4rc_8AVO>X9B
zJh-me52yi%{OYbw#5cYffnzdFfZ+6xjMlD&b!Dc+Ey0mtf0jgkMm<N;xvT4Yx$`8N
zr1E#=dVW;}w390Y`($%_GLUHv>UZyMEbnBt3OuRCP<9MC70cLa$u_KQ^6|SdQis~Q
z9VX$mEj(G=DNBfXfxSTNK9z-crii>%72>f`CS8{tZUdTVlS{=LjMlqbX%Xk2psQXT
zwlG;W?dBH)b7b%U>Haio7SLZ^##p&9VRnJRI34PziFKGPtfSMT-I*8njGTq%_5T3t
zRV~5247=S;^()CPHkXZ$$}!Pun`rRgruB<qKg13(S0dCJYgURG)GG{R0g?DsK$n*B
zmDnyK$5{AmeJBx9%Rq`r32U~ELBPWET_%@hXu^N9+&uC@AIw-DH+-WXiL6+rjO0Th
zjk=iMwROG@jc*$LCQ?9H&j+u~k@|`f2FWDTk?+Oa%uLEy2=@Ke^)-{MY8r!FJ-xib
z22Kduk^cbJuR)U907)vSN%@HCe;V_>Q^T6A-no5$1o6jg(v}3aMn04RIg6P!s3!B}
zc_mT&K<-+W-^2*RZPY{1vh@6`xYGPE@>{Ia-eewzF^ZY=&koq#Z@l{wkhw1-0(11G
zVBF;`4XnStv`}-@C^g&YtZlR?LHQfZV}dyYG}v|R1r)848Gz6Fw7~sqn%4Ys(cHWi
z`gDIG!7{ly`~@2h$9HrV?#gHsHtAz4ybR+t&p(80;<qh&!bQhf2o=NJc-vgL8y4%x
zLD6DRxcqw7CC%;4({7&PSsT^dnl2VSMI`W!l@Ki@w(;2p^Hr{XAn4YkWu26=o`9Sv
zuQ1+61m>ki1c8o8qTr&Axav>;00|A$@r8)pTJ9^?1boB!Q)Th>?6H8Bv3Z#4Nk64z
zYO;NkR*CVIXfcn&6_N=flGyYVt~(;d<<z&=4>Y?Ko2Xs~<yA_rbDB)x)4v|Hhj9Tu
zgA}`n?g!GELkctf?kE9%_kY%d!0krC{p?TyQ^zy_fb-Cby<@6hY0e(j>Ep*>+<sM1
zH)Bh&PaxufHFLGo{Cy&YO-9uwAKy=vzrwenx$w7$R4(WQjr<c0jrrG>Y+=p`{3>LP
z$j&fnipQ_%x-1$ID+yr)(kTF(fPJZNY^S=u59jQOMi~Ik<6P%~nrUE_B$eG(bpRG5
zFMcWBEb%S&pQ#&r3B0u{mLW!S^)v|`Od4bmA#W_7Qs;_>O;1a)go$rpjr|aUe@gP3
ztyfXI$(rU_KCVycRF^$jixba0P|C6Da(KT?XIpD@nrR>91pK4?Yg)!-x6$ntv-1KE
z8S2OUYs&N$-K*P-XOe$IUWcn)t(Cr+8Q@A7WS-m~>p+q?O;^MkiM_amE*?08kOG`=
z4PwbWvbN`unEI1i-Xqi6%TjFp$v$NxrDJSi&Um0>2m!OseQ8rU<CEHy9Go?7_)|(<
zM_5OZPubx4<oEOxBo{Z}vXjI51X8nYnqnA%)RWLvomO_U@SmHWO~}dhtltu9O?~1E
zTS)Qc#Uhpf_s{edbH$`Dh3(@90jDSV(qf5~uUf~bX%K2Kj1}SW>FZpfRtFf}itD^B
za~;L3`eer{>O$tZ+siraFD8JDZDY<mP*G3}bxc=h;Clf8pH`4?gJfCt?rWEZ(e5Qk
zh8f+0f!{UU>yDZqhoZ26WrFM^cVpDk<t4KME7sJ!T$1us6SwFAtsfhl+t@~<I94^0
z;k4bXMs{EYW7f2Ma7ekdT;K?a<LgQ8II*4=lt~QweE8cUkO4lm&R<%kjqH~1oyf-?
z;-9D78(XB2N!}Q8Pip8j%`LT?h$pm7^D_Lyu@u-Hm+bp&?c&`=@F7^z#i9iFCP>fp
zqPky$mVeorn^}-N!({R~2l%(3qM}=s9gioA!Scp&b9)+Nf~cqY){I^o)8L56L7#6Y
zbK?W)TB|j_;R{ZZ7v&_3<eFKmwyM0&zz|3Wg$LCC0G_p!V#{pLeJ;@hO%;@E>W5->
zKJ_<%!v~l$ZEdUy<DuPFBf5ifr=J#bK5{`M`_{gYsBff^N*tldLBZrzSRAf%`m9n%
z;@hjBNQ^3|!Ta1+t+l<C{isOWZNMCZ){Ryuj-x4%AmDXucB=7M!t5G5$m4O)sN{Y$
zY)f|`xwg2pZLhqqW);<VbZ5d>ZovGSghZeF=A*W?xVVJJF3Ipd@}5uBRr`6P(!4dO
zX@Un6OK_7%#~c;N_WQM*^;ShkLy7SfoOA1UtfccH#?j4llUU0UB&o-#uA=h#8Sm$j
zq}t5cC=M}I*xO2nB?#_W#}%wDkrLIM$l!A8^aC{IMm+6odXb9OxUpZo6sW#|0Ib<y
z^3Tj&oAj+nJ5LTKd@&|J=jZxYHG2cktj!D{v$UiIA6n}?D8KPbN^ybqq3_zA9jqF2
z+}=oYB#c;-{41US{{R}!3*Kcnp;p?`+eEVSWx;-=_b1R-FR0zgeR5@))DCv9Tne$N
z-p#387H^giepM&+BB=QwV=s~Z$gPa-Mlc87tsMjdt4G26r}<O~0{;LC7XJWv;<U7A
zg6c?cqX6(elr^Bu?-v4ec(MNgJy-cx6tS~)IIio(5s5T-#t#xN@~%hh>@siw_v=*@
z#Ozc1GVc53y_8hu-L{XHX!kTUY;%G^_UlNZL>#Fj+;deO881*6i;x#Sy=r*w7=e&+
z?ZrYa8=*`OVOC*+OOgaJ%IDopXqlT=EJWi6oCY4Xq|8Q<Y=^OKpHom;_;*p2w=KIb
zvz{w$bQ!+M6jw9D5JE{iy=w{XZ4;K3E%K7V$UcLLmN?LKK&m>N<kv>_T0OFZad`6f
z+ZaF6nI5B~!yawy0RWW-Q_exb>zdZ>t0O*D)W}GlW*7`dV5)elv1peP5K`Jf?%Y+T
z@f6^Z3{b+HV`67H{{TLfLgQM#mhmGu5`-w(0PP0^Vy-;NSeMFZu7e@~XPOv?x#?A|
z^ouZFS#=rYQOOY?;CmXN(zf8lr{+ohYhvv{@b$qNA1idM>Zx5^(w(iKmUmi0TSnIQ
z%^+n2Jk81a)W=#X2!c3}bomoC$!W!fg}X9?h{rp>rCw{fA%*0~V2W7!*F<2gsf?!6
zHKe`0xK<A&gmxg~`BrTDY%_pnlb=Gw(3ioZS7nil4C0#Cfw=Ov{d(2%#D^&klFxi1
z2&IxeqlQi~R9R-W`EIQY=s)GGUwiQtr5x^hNKf;n0K0PE_tSGy=_WNcQGy#;r8gFn
z25zpWgWIiVm>T0%o%cx|Hjpv*xUIRg%V~&^{F4Ln%L&@U^6OE9cWby!Z}!N)ycZ5W
zqoMwFl<@I-qexb17=9u#+F8dm>%nzQ{{X;Ea|Yhst|6ArPcA~)3=c}~uk0)}+hvJv
zI9CiJZWu7_>(a2UY&5+d;@rs=#2dF{XPj|dv!f`T5U8YImNfAukYS$-dlKg(t9y^@
zT?c|-mfuK7r~d$0fP>FblUz%9iq<*N?J}hg7+ijJ-uQn0(py<B1d53w<N|*>lv6nC
z-w!PBDV30o#|IqawQXta648MBu_CU0g<*J_d&bgWyR?zjLzw0Z*VyK)_<7yDEi17l
zyt3Imp7d-3bsc=eI;pus8)Ot=RBv?;v_hsR#xv0?I@;)8FO@B;H*dR<PoG13XnxUe
zBf-u#I5?%a_Ac7%*GUsXmjn^O4l+d=cDJcn>dQUMg5nnWTy*(r6Q`iG^KU1Qfu05q
zX*AWelHYqP%12=I1<fxM*h_2^R?~@++EJHWe!pK|!mIdd;!B-EH<Aa8f&e9WJk{+7
zSyI#K_c1hZwn~CBQnVt9cDq;Hg;mrnDxWYTo!h&L5))<@i)<vj)C`_ymYgWZIXJBA
zZx7hoC!cky7{{WDvEv1})35B<Nharnvj^#&>^gk_tm|!dGxA)<0RHe9AC*%QG-cJa
zOJu};b;Axf9tAF$sK7?(UOne0X#*mwNvG-8>%JeAk2y}Cl~X<x)S6Ijk)+Q;yni|@
z2GP3I#-R+qXb%W{?L`2J>#cP8FP3>+B9_Yh<CxpNKEKwvoh!nc>N5SJR1ty>);Trk
z7Zb8XNl>Z>b4?*!sJdixN4hCkg2#+wn&Gd+@2K2C1hN8-RADy`J!`LrTC}x+h1J|}
z1w3JfTfa)ox$(AzXkW-jnX{5nF_ZN)#9%?CYx7JO?DovPcd`XPms;Gj@U8ou)6E*^
zs6{o6aq$jQDSJyOk+FbeB%jDuP3Mg@>%5P*ylef~KwN%Y(z*k?xbW445pTU@lLwD6
zfW=P+qoHZ!!Dn>}$ioL?V?T{~B)3;Hv1#U#O!JmvO+}JMbHx`9Q`YYMNn>RbD_z^P
zfN%?zKSPS+Zv1ztGCVfR3`j}N7diavmHB_VO(6_=U{Ki7FI;$oRJi$PyO(F8w$W6Y
zLnkc7y~)i+RA&st)545kAI7Irj-$gP{TaQ<{#B2wzx+*ZK3x3W&2D&NJXv$kEzMwR
z(ka!hLE{n{1XL{8z#x4EG^TlOX?6zWesrHO`cN^4ApPDdNQh@#V>zQa>-yA@MjBM<
z)Kddz#W3wlDZuIq6ZFMkhQRi&yTy@z#FE+n0J|~#v0THVtT8&|7aaX)0yD6WT0)uo
zwD}?0<Q}7(gPKpeIesV*)0G00C~i8RK~ke3>I({gn2~(RA3d0wLm@G3C2&Iy#+-=Q
z<bhH=ts&f7uUrmkr_11+vG=9|6pRtMvV8|MFx$dLaq8xzQco(_6xRguSRbcK1SpZ)
z3S<B;1ByaGW0o!W(5D=2rvM)#fj}MSfJQB)IR5~a!2Xqy<J>2R06;P24CCutJ_n4h
zn}B&~^O5KUVR+g?JWVj_0xmQ3s<AgY-O5Kw3}o`WQfGHyDMV)+H}$C~)$rnxt;4&V
z20VQ$rSaUx8*LUp;#jwSfLA@?bSGF%!2GDkCbztQ7VC{QahzLV{&d0aMSO!_@T%M=
z{Crz;$5JbdJJj>@eJiE#wd&a3eVRuGDR?WItFCFQrs`6lLQ&4-3&&p60gkwD;UxN3
zplPr!f#GvI0JBcMVfudvu4_QkTT;~`jiU<+{PJM)w08V@R;P^hF)hMbA^BIA3UTxw
zl`>we!>|uFvka0r^Bz#x{A;H1a39!~N&#)s5(nX2=7<rsdu_4c<dRR)x*r)nEOg}E
zfOj9|Q`Dq#wsW<e+;R*i*5qfkZupMXE+B&a3EIF1#d9S?ADTi>y>)scJ;sdC&Nm`-
z2b|#1uqSfAge_tkk-m{YNCDVS_q}Sbh&4GcwHY=)?vU+X`8~~a&u<U*Rm4`SvDPx<
zVDHWVu5RDL+Kl{|%wYF(kJ71XiFz>bsvqr+og+WYRnHqR8l(zT9k7q*S{g=${f{}8
zTewTM0R(_?{QFgndizGS)c*j|?V950P+(vX2X3`C)E37H9h|d#(JLN0j%(92%|1JO
zTX3v$BT`R%<B?pv{xFmkipItW6FA9T#B<xVb+O)&4&Yaa!Nc*+GHKWj@8Q~k;z@YH
z7H`+7`QxIqJ{R3dbK^+>1Ib-JQV)EYBBHaN=8@Rs?DTsbHtK1kpU!|W5lZWV>+6bq
z@jk5zOKmm>{PQFY{{Z4Wy442who<TCzmo))GAYLGqizRbp4F#kr)YjQfwc_^6tmP*
znQSJJf;YMz#;|pHbY`lZ^+qh(J)fMLW=mFLLCG6(2X9Ztx4b(7TbD$W%o|(gKT+ve
z_h5_2bo;25E12A@fS}$mI0XLy7uLEhCf#kw+0dbH)OzNwF6f7&v4!G2J!jRVl+O%A
zs{a72VV<6qjx6C)K-CcYAm+M_R>3YcIaomhvZ9jGC^#KDfAy-W+s5j#pD6%1{mfYX
zIIFoPOa<+TDSS|lL1xGK{HuBmUS_jtX1|JGEPz2$NnZTbb7LH5i#28JNx(ml6>0#{
z#OejKK;!PH&-wgmXbR*v7CL8$VlN8?oDN7F*C~0U-B?SuR9(HF1cO~+KxGmu%<ee_
zc*par>oQzMQtB{2+9x^sinxiMevmuhFPPu%tymTk<0jrrdcH+<OAniJVTNL$AD1`)
z)yKD69giV0%Et=4^{XL<i4@jaBH6l($uF1{dgSmc3tqXFOX)1#WM3t=umh_P>0OSR
z_GxSO+v}*->1PTf&qeA^J!=P9iq`j1x|RtY(n(pDYJZ5OABw|!9Jq~v<pBDe)3R~~
z{CfdgQFwmhWAZ^G4_B=?d@m?L=NO_N?Hbis&0OTXz31f)TC_Cn@LdL#HXsCN9@Wwd
z4KB?`oqn8lKr{Vm%YUOQ`Ec7j?T)Y0^`!PGT+Y^Yduz)m;*2;2f!uI1dUVce3tbNS
za0**C)7`kOZ9?Jn+f})<w6nGV?NG4{jQ$mkKEJC@F!wS5Pel2DS|HolB$1}R7?=&$
z6T=Goo@w7;(Cs*$`^{n5IW^5a%*@|8$^QUpiKP>uz<EwR5Mr*vx;im`qQbeiuriU}
zObTqCCXrWc5y2KZZC%E>=XjW56^ZMTYC$}JbVc_R)KNUop>Fq9)Gh`E^}^?}jiRba
zb9mNC6TEWB7?SMgr@aha_%6nnU>(2*xu?i3W{Fni_No~epJ7e2W_XzFRz7R;-|re>
zwnkD5IL~!#RY75QYayP-=!eNBH|0%Jyj9S?CuV3ovceC{zREh9jt6_wZ*Y-04G}o{
zpZ>KZUL!~j%ga*?%g@R(8nZ0CP2}mY#<uP9CeTUa{PS2!th$=UoO&G!*viZaSl9J6
zr>T}67P(~P;Pm>}D=wvdJ(-#rKt75qvM7^iP8@DV9S_#Bb8l8?qLI%>rcDjBMl|0L
zQNZd4(wizp_DR?u`DWb)F~@pXwa2oUK`8Sh?8N-TpI-I15!3Zp$v7-V2^=;LtzA4r
zj*N-XPg5@2Z`q>Uj7OHIBc9c1VO^lBAYWYOt^WXIvISV%C<X>QRd=_R2I4ZU({}3Y
zr&2OUEa1~40v3^?+{MBNAP&bp{{RY!?RNv^$B*`zu}+E`megjK<O<QEt0yOdN#K2I
z@7Se3G=a$Vb_zdQw={&IB8QbMcp_oxfz3klPxiP-k((j7{5>m4q_l*7^5)!o4bl<#
zbf~`HZ6u2vHrKZ#gOa1mU;K9_q1Hu4lQXU@n)nuLV6ED0n8^H2DQq;&RpeBjXzwk@
z@U%tP52&qFYxb9HHa51$84WfI55(lu=EnBq;_p<DkM2d1KT-$jS<0==6)PCmJ{8i8
z;ipJ#$>hfKDwF>J0U0$lwYHJF?DlsD5e`<|5J%LtXs?HK&oO0^)XyLo4I^XpTvO~Z
z4gKsfK@2g(s#nX51Jl;Ir7N>|#>QTvmd4BMF+kxQZc@*k--oSY>C$<6d&ZFyxq^hp
zCnVLKKFaEQNPN=m4AL=;vz>=I-R<A<t*C7yj{Z31V=FcZa&e4wsj%BP`R{KR<+k!+
z!61(>BvwR{-`q>M>h{v@KXKb{KT5N27OgGhs<v+N`Hg}`ILWP6@T9lV?z(|hvG;+)
z3KC%27SC3Ztp3Y;Yi%rNsa94WS^)n*0Kdz9774`j>GK#KKbU}cBDQqT0a!8#WS(bI
zaCzHSuQcr!O=MJ(-#^E`LU1Yaisc^(+DU(?%NC-F!WfIBi^lGQ`qy!6mev-?rbQtK
zE=EZe$lZ9iM6+}jq1YkGSl0mlHC4VL!z`s*)#8t~+%f%WrC~PCgIdv7UAvCsa4?8M
zZ7ZDePDkfi_MQ>ZEzrwwihvW$&yVL^{r8R%Xj(WSxWO0<(-p_%T#WY;+%b7%cO>;@
zC;8K2)b%&kJT0WDSmcSAc8N3k)=l@1?F7iymM+^58=C;vo`%7}Y>#?=SKR$7ZaW=K
z*TgMa<02m_-GA6#e_F%4)^!W)`S)`_{0gaV$3;=~rnoF}N&F~mX$@wP4==cTns{z9
zK&Z$};Dh+on*$7X_M|-o$tQ)!)|8gVP(KQ9mg;^(_!?0zIFU#`y{HQeY-a?MP8@n-
zpS2_$5NW0yebQ-wgt6pOhXj1X29qU58E6<Iv7iSP$n0sG2>Yk-qXZreI5#*WngHwk
zG6>VgeOkG_PZDZZIl&%bu8%{NZS?;D-VmoG^YyNF;9Iry&ne-Vv5#Kg(uO2b@<=&C
zLG-5y8GqI<9-^G{MxS(+=b@%~%-nPak{KWgAo+QzZQ~1b5Z%?s8TX`wZR&S@MOc9u
z?_nVa`oYj+y)j(syiE_8;kV=NHva(DxbRD9(K3Kawkx>Thx}8Q1O1=tTs@kJEFB5^
zt(pO9L{*q_e=2D}y->AGAaxsqWqy?9BcmZ0?r7X(D9TRJfPE?0Bz@|b2+juKpJ7ot
zIFOjmK|KusG-Y|fr>k!HNdxqz7sCzfkEKb4JvsNFR};z$+~S1}3Hf-ZZDEWaJ?cbP
zZg&8EDS;S#@Ob?x%Bh|h=A`>9Te9+nJ@Lt*Bf-J~<NdBE9ghD1!0C-TGJD9!`By*U
z_}Whr-EB~Dw14BGx}OIwG{|xQB)Q}3TyKhB{wizsIUq@lXV3vmgBZaI9K5PMx|)$h
zNAAYw-0@1Avy_H1J%=?Mf<W0P@Fsv#vC#Nu=hWMT07iHRC#bDIhz_Gywv2=F+l~SC
zCbN7Z18OdMoq%-r6?4bo-^3}i8CVng&^w&OWX9o=JTUvLrn<ZMM!lxmc|aSC3?EM1
z{{SlF#1}Gu%QpW2fc389NPyb-dIm8uxRfz*w<L4YlhFr|%`(DY4(ZcPI38yuw)22H
zR~I|Wb8_>y%+7Lq*P$7F>lxv_kzq$dyPS>ztY0(3ntEj;lJV4IBw=&)KjBF`hQ>#S
z(ax(AZTUuWdvva+#5yh3u59CjX%VRmN$FKAyifMY&AqLKya87`m~S;-#<%yD@>;<R
z(gkP(FbqIr>%|>Lh7SwbS-1Ljq=>_ki&{3RZ4I(VYVRuZhugO`#6|Xr0NtK?<kwuX
z9TQ85rv-={Wb>2ShOQ-{HRb%4R+7sO#dHI1dChZk>pGRu$J(SB?57p4Xj52@byX3$
z1(iEyuvpFuA$Z~{a6+y~rx201;do`1?pB+gR~h=$UMn!Ry>MiFU?|6am3zViGD<{@
z`C*d6vphj5{{V!F^+3VjjDeoQjo6d2AK~j2)GxvqSVIur?!&b%y>q(o#FOkr>w%n_
z+O^J&;ii^T{*gG`bJPyPxW<*d)@d?J9G`ljT=q|b7fUw1cOL!hmTk}c4Kw{HtiOQL
z2JyA}sw%Jcdy|h}GCC_6?rR;78%S;?7>)-g>49B0hA%ZO15=9g%LNqt@rLD>xT_OI
zBrHP%kII=GQ%u;7CUgGE6I`_*rxzBD;Zep(qtQG*x_^naJIjmfQetoQb15O>KF8Ly
z6GWFpk>Go?brB__mAaKZkG*rg6Q5VIyN=#y*({`C<}{=3dye(m>sq#-28z2SNv0ER
zTpSWUr`ou%>lH?~vy%5Z9TlZUaORGZIV=AFH~tbF!FLog`AR^Sjl(@EJG+qUE5~&l
zGax0?04rnD)4fGB5bK(P$ktQ&h`UKf$`RX~aayUNmkJsvmulb_Ae?#{_0nC=2Y$v$
zYuJv~fh5mQ-V7R%Cb?C^TEdy_yb>#MG@E$SbeAJ&?1QB$CYX+jsPem#7bNq6pXpWZ
zq7spcQJubN9AltdRI%yz56auSlim0gsQQnUm9~Q3BmUR_09aF@lTwvD`<cX6;AaUQ
z-TuQg+e=~DvIumGqNvh{qh;viV-+m6meBzBcl|pL{<UY!mzOsUI?THV2qZiYdT*0;
zA{3tFNT;e}kHV=pVLn@%5!h)<qrRyg*<wjNznJn#`qTqfwT$h7AWv+9PvKE5m!D?A
zquCn#xCgah&!S6g$H@xOu_vCR{Ay!+>JHrwi0X38r(?Sh_5c{HyXY=1FvZCK0C~y%
zD=64r{{YV^Hu{QBuwC`?Tl39qqhcFmaw&+gmS4s(Q|V$ize1|VAmNGjsLiFwKXt+O
zt9nI)rllN)DF!o=M;$7q@Ul~PHhe*q(${W2`t|x(DtEUGTj|oe-w-Zz&@u<kIXya8
zG?Abj%lIh8Dr-U1+^gg`<ORokngnS5!SxGQ#A~1ROyBPx@y#DD?X1y8-9|ZT(#Cfw
z{gs$u5vj>$>&YR0rmb#no1~O`Qm8Vf<%kS)E^|#FxkccYa47qavhh;+lSY6v1n1tJ
zc4bRh-_Hum8xgQ`oK%2C<*9UcBo0`U+KUOYHM>KFk#>3xrjT9RH_EwVp5q_Rr5hAx
zF&by6ZvOy<M$yLalGz<LsKqeYgus{LNaaZOBj66C{{WoUWZDFgM~g{A;Bylk<LGNf
zJvu3*xI0{*Ft6Un7!;D(J+ge4!XP^{)JiF>N>XcMFHM*1(;Hd$BRBBB8UFwp>fcvn
zw)+Z2mH-j}EW{r`IIc?a@-4e(yN-T(D9PjAuG{OHfoGFPww<Pv3i1qrfzuw9$t07q
zI%3=CXiec8y;bA6Ej$1N#?En^^PVd8mW!uYxhGJKr2a48ZX@tod_EkS{{Usir+aYn
z5D%BU;d9%qY};s-R_pRZpQ)s_8z`Md(LPZn)VMgpF46uqaw)Bd4<4H|z5f7t$Leb7
z7WS*jiXrYmtogh}q(>->-YkyC03h8@R4oYQORKq@rOcL5o;;KQ<LE{zFYJp`AQCmj
z!yoUy0sN}8{wPSUB#zq6=5;v9I0XI__0=w}ZI(tuZutWk>GY$Sg^{Hmp9BN<cCg3p
zS10wQxV^Nqi*?QF#)HuR0EJXpfKj=gR`ny3RP{RnsQFDM<XE%cu4vzIy^8nVGSMui
zLK;b!1AvRxptteyyp$vwOzNFC5KTc0IxVS@?#;RtI9=otX(jP~iDovytsxyYE(JRv
z<}7Mgy6x(@wYiekKXn{_HLc;;CXU8Lx|q!~Mgz&5?#^q8zwz9&p-X!>)Oxwic3v2{
zmhVDqnQ$a{N#nN%r65Gn6w>S?w|j`=NS6S+08L?Dc#6Us#ecUW1wS^yxZ=F_=1J$3
z{Kt|0W6Lo$RKygP+y}O4+()6@{6VpcBGSp6`nkaTg<)QJ`&OST7>*P_++KfL<-=tC
z(~qr5xUWS6>qWxF*>#OZ>xa3Sl=cj9RHTXA?qiQ~Xx!v|^N(t2Dx)ECeMq1M*no2;
zPqip3j07j#(-DJ@yea%`BPM~7kXZEqdI3qbdx}sUdJL^NFg$nkqQW9pT;Ya43XlLt
z27-b3Jc?<FkmYkg2vvdL=j%r7@P1QE<`ICy2iBjo5ziukxP=A=d8TaJlBX2&8B_8S
zKD488Jd7Fuja;bthvQNVIOqte3}+uP1M5f<B{}5%DcCQm50lPN?KJlDZKU$%Kylqp
zY0tPHm3sP`3cLO0Bl*%D?n$&d<QxxiOff>IImz~^Vts=H=K9hZr9yJ5!1e<a(1^$!
zVl$s}ibjoxB!To5D!g)Wovr=Wp`qiIG+36$B#x07)<?njs<J{Ew{lzFrr7EZI(yOv
z9T?*sjUtgyKucqGJ&jo~sRJXWKWeb#esqCkA9ts{2@d37Ngv!Kk3(0q*$ZDpAA`7m
zF;#bg!(<=Mu4$}>{uT9bC=*9ru9g14lpcf(es#lXoTSU1alkz*v+)pb><ysc<$3&T
zi_?KysZjC9PkI^>WvsHmOYlMG9+b~5U3UYxdsK#4(Csa_`T<EAmXH*;Ax~0HC`!S5
zkQgz_WD!!w48R@WW7P3h-ysgbazDF_)pYV?KRYp#(nE@N7NkzGjv2Z3rHy#~+-K@)
z$CSbTRRDb|Ig76(uhNT+D-GD;uw7T^DK<hM4CRlxrAgF)8BTrbPm*Q8UO&%z3S*Fb
z*^PPnQzQ+XumJlS1TsdaY=9{2dQlv>KR9p0r32jbe+G~El-h&bH}kG1#7E8X4xj-4
z0G8}CUGIeye`ng@40(UnxGh>T`nCH8JkI=oz>P9Fbu$Q-G4rqpJLZ)oLNM7r-KYo^
zxGnf|K|%>-i$3C-WZ3Dv9u(imRW|+6!S}9*#8-MXwy`5#Tgh>9sH14W0Aqol{<UEE
zD|g#paKS9Rbf$R0w)nPZ-tpm-G>Cd|GfMUxQ(-@gRab46n+z&B4p(>ctvIjlFRY=K
zd7KAal^-b2J*%Ixxsy}brmIOLMY<3%f!{Tuu1GBw3us+Yg5c-UiE1?YUZXEelUmHN
zkC==T*17X<8e??fSoY3qZ%Dhu?QJ_3Spfu*fz4-M+YLJP(PB(>3`R*6F$rs_q2bu!
zYxXFukeDsEj-ssi&f#L!VnXV>U{T1)sQfI(Ti0WrKmZ@DGsbEkU3M#yv8V$c)LT$a
z#2y^Ak5SYFtX+~HoQB{N+N}7KQI=cwf+P(T95L<~^{rhk6GQOnxswR;e8)YB917=}
z2_})HwYp?>Id3iU82gU3OF>@jk4(Cf-t{DDFsG`>d8xcjXt3R-+++81jGTJa8DpJf
zEqN4jW4f*lZ^JZNu7vR(8ZW!QoEij8;M_2fsK#3y{VI{O{?hSm`?IlUC6BN*ui=Y(
zi&Cj`5JK$CyGH~8O_NW3B5SL^F<i+ZV#AHT)Ry38_^R;S%C_)^DIZXy@UD4Gf;?<e
zM_tD_sjepm>7|wBVopxpD2>C%CddKfw^K>BQb(kG1z>z}d^pecY=q;d`pBrK{0M?%
z@xAP_AyqnSfDiq2ii*x#nj>`hUr&r~`$D-N-Ge`?Re5F8EHWn5VU0)dhg|+bxLN#H
z6~Q7&XL0Jpk@;0Qd_!smBepJmP6a}#ZiV|cckpZaE!FfEP&|`KG=ep4m;jU1=DJJW
zF>N&a*$}Cc+J7hlg9oQ1el_BYug?_1TWBGH)Z{o^kbQGro#7k%ok!vA{l(nPJk5QQ
z@7MThB{s`c(n7<n!KU0x7NW?pIrA1~Wl%k~)tUTt;ODYyO+w*kiT?nG7>?oY4SBDR
z@VewjILr(D&2i4)@VuPlV!56jdtYhH%~e~|vq!ev*vV&VH7zpm-|0>=lEyOek4GNW
zRm$Bxl#vw6N>1QT)BCpktDg96;z!c%j-Pt2mX{=Lb{s2z_3PAQ@U4!ecDJh`wT1~i
z$@Y(uL4rDVJoOc-ukZ3nYG&za%$Z+7(Eii9_fhiVv4G{9yo7eorDu4LTRNTEd2toC
zjBSM#a53*zwf%l8!j@LfuvkUJYECzM*F5C4<(mzxPnnz!56TZU)fLs4J8XeuE<o6e
z?#7<dg>9_r53%c0wWM!`iVktgvFd%QFD_K!mN?e6xsz5VhG#G`>@2y?NyR&Jl6NYE
z@7|$B`AH8W9>IU5Mq-e$Wq`Ro42}LYz_QSZ22qPB><vU?JB}kb9;T8ziKA>f#~Abj
zHF_fq;~jY9fr^{hX<Vo>ylzGMRhvKGT`DPNBoV;lrB`ulZ*j3u2^*m~=CpKc+dEBC
zIWJ~G5{4fyCpa|aFLV@jD(aU10BE=JwyF8LKNZf&X)U%!^i=d6N7A$&{{HU$+w9Vt
zR*|^a5N*!~J?g_m&VP3p1O1_zx>L}ak<`K45y&P-KIb3(YKW%YLIAOa{nL;e@T>ZV
zl>jd#<-BYM_kcCcO|Mu%e7R<sQZ@yLLQX%zwRIwl)Fk>FzGJT&*C(Q_M<G(gq;eJq
zw<q%JSQB`<JP~hZKj3Dw?mSPbPDoi6B<v7$sg-yl)fuy>yt&(Bapnln1R#^gZ+c0!
z3m6eZxAEfx<wKs{)xq9hT}->Bo#Y_r4968*vp58tlisp;uE@2AeNN5%MWvuVTyH4=
z_2RPbyinzF1-wa)SE<EeMuo@#7CzNxEi(4yu@$U@pHW%7M4L2JB8H7~P-Jx%GKF@_
zVB(;8rJp8A9glpR*7c8pb!&_>Mk7<)j-Q=uL*P3|arW&-G5*MG{{Sk@%1^0jMRYk`
z5uzHZ`OcvNF(tSiJ?qpwKMW&7NygE+i6ovn)e9XPLeths5Im(o9L5IY=rReej>aTS
zJy0U;%Y3A9)}}8|ZsmEkM+aq~5|9o`ChlsBuDNu%mPLVBalN+V@D%M^Q+Q?&!y^E{
zc|gEodsiu}_@?hooWd-Ak0Ct$D&r=}aW>@Bt?k#$yuW!#Kfntd{xxB2blX(l<R(33
za5G+WbK<Q^@L<cZdMeg**LOEO%PfzcxoW*k&rg%Y8cl+*YpY<u@USjOtB-J(b`V|0
zSfrSB-PHd8oL7zruzvOjrfb$T_RofF2VoHYw3$aCedDc6%IO4A#GsH0jGD)~*EK88
z_1AKcdv3*5m9aFKQJu$=^{7f5?q<zUfz-+O@_qA2ii^WI{3t4_Gs&kR1aJr8Kn`7*
z`4G3(y?4Tg9vM<bKX8AMuOk@)<<Gr(=Y@tmEWh>cf03X`o=G-dXURCp?@==<oB{dN
ztia0sj!#-?K;1?~05p%6t|_hw1LizZnAs1@oO&8xFad(NKJ>thF&}szsHqh09CJ_m
z!>Fbhz~xB?+JF$mtaH%&QUdAM<{wIQdx`m%KH{eVN-kUH&m+)Nun{Q|bU&R2H76L!
zsSFYB+|Iv+Jd{=W5V7~-iwUy6#|H_>^ffBQBMuabka?`R$WiS{v~o)^KUyp_#uxz^
zk(GY5jV>WrAzjKFc5&XNRZtuEdGx4rhQT{ey%q&61XYln3<^SnJh>;@rP{gYKT%P&
zzD`#o=}yFRFbFaT83Wdpq#*s=4{B-iV_%(czN=4HMjdiJsfcnI-@fDA4%DVJaCVH5
z`HE?TGVWf!)PT;NL1iDE8-?s9$rrXqzXp^@r@jxNsbi5Ge9h0H9Mg<(o;K&}MTdKl
z6h;^;lls!COCQ`~NB3HsuuKlr&fh~)m|iiLU<Z8BVG)U=Y%GJzZ_<_EQZtN?QPQ2h
z5;31M{g5+DZ5yPl!X{Mhmj0AjcPkrb2lrr)*EKrY$+L0cz3R;6kSlLxQ`D%<F=2_m
zaD3mX%@zeBqsI>ItmL<%ik``htm0I+1Ovf-qNG^eNo7PM*kYlZa<+K-1JaIAayMqx
zV!DgVm=aGICxKgIOSNwSO>-O(dFVHJyMANy4D<A^ATkliB>UH*cy||m2fl+D{oAM?
zf&Tys#<kK-7fs(o&-RsUrU$ST$&y^|$mgJ?e>3l79E{?clc@wYLG(4fv@^Y!B+7#l
zZ)Ws7RKyFV3S#IxkLyjyBbCN|vrQ06pp|A&efXtfl&(sa(!!rCz<;v*kItCE6~EFT
zXusNCRMS=28!pEK`@Dlzg~|oUjD>H@@}VGXuE`okT~Ri6W#*%ZE0Ph)p82a^WJy>u
zA&rmmN7L~Xh9eZgWLVsuj1CPJ1tf~(v`>S`^;(%FUZOmYTAl4xP`HiX*dCO`HyeIP
z5;XN=O2g+zq<CC^pxTUo%OU*h&ou!M)NZAgWnI%b9P{^$dPj!=TUayBB3knsuPtun
zV2DYPi6m#e78G|Q`$Sz9CY8N<3JkM=0(nr3^e38da>E(gKT3__ByQXfu;z;nTBEJ-
zY;N~#UQOi4qd4@ej~Gl}#M*+!#0~f$cfb|3;808QFnr(XSz6LH--|D8(SB#RE5~0-
zI+C_8cv{=+))Q(o9A$Q<eLI@w^*f2KuU_GX<zs+XoL5t>$SpMJ^xJj=<->g|ln7E>
zl{obrW{aR|<aXCW5(ouY9D-}2)I#c7WLHQI<rp~N)+v)Gq(>e5)~1;|BvV2`lXoFc
zQAx3+>{#%WUR}(eFm6}y>r(1)3(p%&j;G6yZtNdnT6$iY6@a&zH-9#1lscY*wDlWk
zq*<9^0$sT-1_?OzrGBAfmhnyh0GRRG!oVbBC*1a~Wnm%1D?ajjaawmPCB&qxY*_P>
zG7U9sB*8Z_s;6)cDAko@hJB{!l#WLpSnIo!`PKgb3qrTIH!8U(qj^!@v-Vh8I4I94
zC)bMJ@TAtzU0u0kiZK}EoOh|#<94ypM#~<dXs;ruNSyrKU}B@!gioT%#ls_!^C`&d
z>sjT~Rlbr{kTQdSa1Jm#WK-`guP!ap%{GVt$z#_wX$hm364=`eM-xnXWzPbb`h=un
zIMy}vRjz{H!m$IJiMO2Rg{^pWt2hAJ03>&6Z3|;l;D6d5#&>edyrI*a0)2eQ=&q;X
zqJ{AlzyJaEM&Jy88c|tKa^tb{_1(PIQkdq9gPaO|uA8V{b8TUBDDGA>f%x>VXSuSn
z)*MS7%S}Z->ktaR*VeFawLNP~xL7V?P)2c)!w+L#d@8wV)a{&XuN_W9Pw;lJdwC7J
zh;97W2n>&sGwd^7r=jRF_<O<HzL_n;%<x`~%&UR?J*yv0@syU*#@8BDM1nTD4X29f
zG`&RY8YhVF3|?BxcpNXF+O?v)YUWqEJnP09dR*$MJErVJ2PclEup@;dASx>Mz*^~i
zTXAs?p#sK0Qx_*3bu|Zuyg#V;r&U{Men{8mnr*lduYbn2YV69)wc#%d-1w6GM}rll
zUp>U^epDaJHR$?<<La?KpQh#=9>rJAnT`wgA6}WPuMul{Z-;b+(KM_rs&LE?%{%ub
z_ozG-cK3c6@f%F)vdmCMtaj&)0L?_!?H3nkVm}s5V`FDxvs$abNkCNLlzM~Q)>G+P
zgIil_x=qQvv|N{xA(w|E7-i4${HkvdcyjYq)Y;!ww1Ur%Ena>2IOhtvt)C0W2Zn9s
ziYe~zWtF#lkojwzW2rec6y;K!b=1;o6L(q|Fw1dvIhtMLA2I?|{c+Nk2(H?B)I{<y
znX-EJUO4C0y1(9E-xF)1*~2V{tnNt9uF>-5sOlQrnnlFc+K!}b3N|)D62!0Wq;h{c
z=vAWjFm#&SirY!noi`+YLLcInY-96mAJU?eOxWbl;u~GW^BuAo&;C2bW8L_}!;rCN
zTZ`F$y(<>a=4&qJ;&hRMnthBAf%i!nG&+x<C>^vGmNBkU%Kq$*tvOg1^vR-adM!9&
zD|<_FKe-W+zwf5NuP4+zd9B@_n(dGtK0%7ZxYRE0oV526NKbZRX>&KY)DKkDJY8iv
zmb$nSoSZAlG5-L3tzo~68wGUxBcE8I{->J9@GZPoTExpdNg}K{0meW%uRyy<qO){O
zqvhdO{{XF4n`oAi%1x+vnXSIkmYzbl0p@(3eXEqa*R^Y=B5TRLFb)UlUY)EVUk}C+
zRI%6wP6tm~<+QJdg8qEm>lUgB1(gm-&!%c8QN*aIoLu41g3}2Zy5Qv1NhBU<+H!mI
zUazS52gBNCy?1N&i6?^E806f}GQ{>6tg9PcCNB~^H*g3cwgfaWpd`Ox&!FQqJl9t#
z*=%|HJ4T?gkPkw8)}E22UF#9gCA-8Ugk{UOBk-=a{{TkQFD2cwLW7VbZl9HC=rCGX
z+^WM8Br`6<f!8#f&`F+rbRAmac_50>oGHfsihc5H(Dcs<Y1Y0Q({3&-(XS+C60vQ-
z;E+0T(-fMM#bqR)X?2V%ZRdeq1Tw7t7Sg4OvW)IQ_2kml+5<7;w9u^?w%SQ6gUA3X
zgI12H6?WR$!vgjsZa?8%<a(*Qy}gYi+2lDJyPi#Rdd9VX9m$3}f{U~hj=a{27i6|~
z6Wqxm-Enep-*aGoRZ=V4N$y3xysI>%WQh5|`q!S@E#9womg>?^Bb;(;&~2fx@P3YE
za;-ae$1dL9)lMXqwRxb@Y*FQqEY3hwKjG`|>0LAy^W0dxcE@ai8NofVl553pbz7ZZ
zRaxhAmT|R5Kr>#-^Sl~-l19Z}1Y~*>%?dUdz-oHrmN%%^1*KUsa!z)TYi21l{{RqL
z1Z|Q7{5{myAL6l_m@(+X^{hxPu56`QE#)!D4tVcX$)<w7r$emxQsT*4OEKm~KJpRs
zEprVU1|mX6I)h!#ljF$l6=2ok+WiE}{c7&1p=sK!vAczof3$~#Nj9`%X&!8aN%?zM
zq1j0&@a?MZKf(v=Sg?33UtAL%;-U^oAnwP~x}>s8Jv}XhZxIj!A5aZjR~64MxZGxD
zAA2W*Oj$OZ5rgkr7Wy8ieKUQY%4P+RC2%Wl)8W3ccY`^OB>w<wlT?!vXC|X}Y*QKm
z_qT06)#$PK3q#XacBiY1j;p*6{=H1PpMo@ui+g6fkayX;^)&fKc6r^UjrG&*hR$h;
zJQ&cL^?emCtaK!`n!@Z#U?A;?kh~tJwPQ{35s^yix?E7NW`FP%&}sUO=B1)Zb8{{j
z!p*e?(f3Ua0ps&Ux>gO>c0XE+=8W(+uj^KY#@QK%C4p0)ezdztJG`(x*wV1s8ipVo
zU>?St*3Rq513%t46)L=gkmILC6%%YKOKxND%@z}5Rv2SAX$E~4no>|4Buw7z#W7?A
zfH0@HBAh`Dkl3b#+Y!u#O5`Wdb5N{XN6pW@Nc;C>G2Q5C7C<;*u>OXfhs~hoWQ+oe
zK<+@zJzZp6hRFA&#~CMzVS!J~2?y0_lN$~wtU9$uJjEm^EIm8Y`I1NXhT;9-Drn^r
zbSg)+F>Enp1eGUgAHv*Hn9+_7MLpq18O~}VvLX30$~uRj2Kj7_`?5!|?@r#zaQRQ=
zRwGGd8?Zq1sSU9I0G5OgVrT-f3!E_rJ;gRlWjv~!`h!;Ej@<zZxzD1E)VK@&t^t$%
z<BBXZJ}9To&;cI3>PCgY{ow$6oK>kMnL$=<p2#s(nG#N1d58U@nk*(owhWD|WMSDx
zYITu-<{-Z9#Wl<A9#njH#Uyg0aLfm&Va*6ctt5dm@_;|Of}#x*3^J14x15S`iWUcq
zp1|~|HcJ5|K2hj-6+&#Zl1i#^5XZ2<s6@qN`N>~#%_7Xo!+9!CbI7UlZo{1Wl^jwF
zj~5CCa7g~}pxebT-nl}5i8%c#CWM2!5C(gxrDvHyE~Ek7f5M9aF<Xd%-hyNu*Qop`
zK?TS-Y@hD84MbC^P{qUjI*NP!p5zU~EIagX&YggYTVaeMjN`w0?mPp#>{phq4>`tb
zjgC8*`HlS5{^Ru@jdh*{oPTP`8CFus_gnF-tFLgne-Xycq6>*3l$B&+Fh{*bu@7U<
zax0?oEH=?=GkKeV$@x@u=CT>f03)^v2X{4e-QtBkBve=@4f~?p_5(F(EM!F8B%(I%
z38^FA>9wu`4&pk6S_N<QTgd3nb4H?C5&>%5VdW#K0+2~Lz>Wlsf9av?QpEE!hX-_h
z!VDUvJaR0q<c*}{E`Dkj_G2V>%aJ9?9;%}h)8r%WL=HzeCz@)_6Ce$_&!OPc%10>M
z8U<t6_5A9zB$*uCAzh~)jq?7qsT{E=+bZ<?l5#%-P@8$xHn|%I_nMX`MJ0DI9*2-=
zI|1rC5F*hsF^Jbcm3hpNyQ{QnrC5?#IX!!d^nEq9SjgYqhyMU&uQgj#FXkgWP5tQ4
z2kI(YNUh4>VRa{!<C1gzDjo#5RxCf+<Mgdok;4tptiXR7oEnYff<b_HH}_8jQfzvi
zKZ1E+Z~@*==}fuPX4CbX%~Ik#Z;_fZ2t7{+ikrcsk%5n$xcn=j)hz>BT)Vmd09H>u
zy(xK)_B`hK+U{9rk-^Ep+uE~y==SXqGoF}ZR*S`Kk}R^Tqho=|s_lDe5`N+w`?X3=
z`j?>_12EYf8yo4xZumytNi~TDzylFBD;N7lb{kja{{VDW&xhr_x4n|(EzFyvDl&0S
z*A>p2Q@dMByJP?`jl_&PXSG>|_)VwX%OZ%_D|I>J99CLGdo9_yxkONS!unLwT0?kI
zW(2C_;+2Qc;@bM+Orkl+;|h9I_WEu8;mX3q9^`+Gb*p1*1>L!h6$FOljQUm52VC*#
zRb(wrQa=lB!ML0$^j=MC+i2F7>OMm!9bUBa&PPGom}KDO5ziF#9fpYGjIWf6r;>Jx
zwYO@8>IG73fez;@xP`z`)Z~Fy5_0Gc(g_*Ir6Dp@BY9j9K+Qe4Jf3P0WX3@YOpF;B
z!yMq^ni1RlF(dvGORt+bv}4z&&XiNW8K_?o-1_~Izw|VsvYzF~W1bPZrd~vEKnL}!
zKWSO*{>^_0xwppwhtD6lJ?k-USq}sQ?NhAtPb6^Ro<}=S4hbjHxZG5?Iux2Ap24it
zO>ZyTELh-3qb{DzD}K&zuy`j}c4SFQ2^Cm%UzBGV`qpT$HaAE2!Fl=DzJIM$)ov}B
z77Lknz|1%DMtRLtX|=gBnq?)MQM|d_mh#+0!v=34Cf}xcuByXVpG(pn$XHrK5$1U$
zknfQDg~|LY5)09FIa_%eL_j`fCm)4W@h$Dvo1o8i3#f2aN60bB=Cw$hm#*)uXKaWe
z4URs|Y!v=%N&PC1_O6j{6~kU4MC!k}63kn3f3z?$US8Uj?aH#vdnjI{Zood(Nar~u
z=j%!KDMa)wL&kQVZ~7(Nu|<FccJTqverqIn#iF<qTfrffdPzLRkK`+sNM)GfIGxGt
zs!dyuNxdWHi^~W5#}u4ytUIL6g5%;Jh-CyN@0XqrmY^Tctzh5ygHzTcg)i>j<H#+s
zpOQCq=kTf5L<b&h;Qs)-S~i+CpB4*1()0XnL}?|kI+xt$&@&7GPqr%UwvDM>oLkt=
z=NbFBADORf@TH}acpp`g-qHx&WkI=6XQ=N`YSJjxCs`e_^6}fCH8*##H=*Uwco$W;
z!Ihx5UcWo%AC+s{cm~veuGAhz^o>RZb&YXsyq$y8vu3YdX;<IbUuc>^XB2>K$obfR
zvO81O_9bd^mUfo9Nb+q58}lRgKGoE^EY^jVGNFb>M>Wn)(8Dr|c!3d&F5|#HzUSVr
z=xcka>(<bjLvAFHJpj#auM}syv3FRDevFBgQVMd%70SFR3j!{q3_C}XYp(GuOf=b0
z4n(Rk^sY)Mm=L&B{b@^3L{rHulKFtUHyo3Wohvd_km_<@$lIoN+{ZlTw;J5B=W`!L
z6u;RM%yO3dea%jm3$mowQD57#+s?LkAaWdK8;{btYq@n>Cy8%7*q4TnIRK8tWBl`7
zsqoouWt1uZ0AzDrUx#$NMYek#SPRPuR3J&$geUu_vHDh1osD9ybK1O7_>003T|`4X
zkmq(fNWDkpn&_aO)&3axVpL=dnMnxh4><?%sjoa3JUypRE}3v{G`5gPBW_+6Jboj$
z<6P|8e6}7Rf&~iD`Q*X3ISN>wf0yAzWUpXrLyyuJwy&%V<awu$#MUmQYc1xqu)!I5
z8B_o(Z$-D2bqz{G8vxF7#9(zbv19fPC1<{zgD60|&s+||w$(ExJ58{%@TQXU+?6wx
z`QOy~3gI<<Ze3>irJafZaFL$F+N^6@#M;f#bCCl5#2%GWJu-Wu7At3RdK^{87Sx_%
z8*VOR>y6|2*S1{@X)+)4oY$J^ehJp4nIFk2fP?dKUH#>by3Xp8MQ;H(QtmN>>M>48
z5$9eg{{WA;jtLuB@IC7eHF-!8qf4IZxvyHc(L6qqg}b{KmufP>PDfsUopf4Fj*{f1
zyl`5v;diJRqv1hg#qE48tZD=Zboq9k?l#v~qWnJBEr|24qlOZGXpUR|0Igk4tADF$
zn$y@!BZ)*FU??-6n;8bM^_%;Kv3Gf$$mbioQ@mcNc4*#%Ow;tp%Flj*zl(1q`*E75
zb+72Ue29?QOK~f=%FaTrey98^8XJIZpi&OzKtQTfMkNg+V{$$Rw-h-7j=Gk$KOE~(
zZcAGWdu8lYZ~p-6ewEAJ_?KF~$hp*|+ucKLACRp*GgY^iSz(+mT>ZxHz!dBM01sNp
z8%=CNahxCNOPPg{%Dn3NV)9DZ<o^Km=>&{G*or;PNq28F5x6^80n{FqQDgvs<8PyO
zHAI#RGq=px_7&=y2n*py$7^%X`~=sP0i0lG-n|=0ypeo0G-v|@4&HlwhN+=5&K(t-
z47`KVi5g9zL*Nf;V+mp>_{V=yPmV->0m<|<SeuPm!u|Bab|;~!!x;d={vw)DTObdp
zsJy3$<sWW)6Tzl}<KEwYEWn>$^$AyvxFytjj2fCbS9k9LL)eZ%s~H6I9!IS^Aic_~
zB0nqF)4e>!zk}1z)Q@P>;Nv5)0~o1N&DB49E<HCKP$H3yqc}o-howFyEOz;9t?P`6
zvHP|8a$NgTg24Q-1@~h>A&9Kw1QJJ}rky#N_q!?&QgK#1$x3Z9Z6EB^PGLX^Ib+?a
zg~<T7QI9iw4#+c35<c9EaG-Z%nu%SReo!&$IHe6B44d!|r6F8VGdbd5G1*2b6U!22
zNXrcMCp8Z!*eT{Gs_<%9<t}ica65OVJAu0(?fIh_;2sC(PGA{#IojQbIi)cMAG|ov
zW~j^_SKMxU0yw4@5?F%*+nkfpvrR`}Hkk51yrQK^l`snVZ{IwFQw+#9{L%jaw1<O8
zk|>nOq=r(XsRyMu?D0y+EF6x*ig~dsml6+hoSKPb+b_<W!05w+`BMTWMv3s5KkT<B
z^P_QZ-LWW7XX3PfdT>@esrKfEu##oT10U_v0-{^Q7i^O*Phm`!*u-~48AtcCkZRi7
zTEI5EfS*8fP8*P73wJB(MggP+cn!p-VyItnz%^i7$o~NA_Ne~$>T7wU{bZ{adnnB{
z;*5Y;G}!J<I|u=?f%0TBFzlkFOO$iED?y&c_^6D6H3As%>$FnGD3}mRupL1-BA6Dl
zE2ih1BL4t(70IoS2Tue#{2@Hh%t$59Nv?K9g;BOi{{R8TD&~PJTkAG*ZsT|cv#anj
z;Pp4WWdw_@7m56~JdCdgisogJkb`v-L{I#*kLFWdpO0J0o(WNcI}ZH~a!V@2r+kSS
zZmPd9KZQ*Pcp=qRkkJHk#vOlnI_5v{s3n7T3@Q#fl|MJ-Mdrwia#|q_?SklVKPsBe
z`J_T-B5ZNKG0jtw*h($xSH;N$kmL`-nIpSJ@@<j-0JulYD^*q-v<5KJW3-0^R8ia9
z31>(0;{iTY1LjlfN>i{X+{}$;RX%m8KkYf&im?Pzf%382=oFvG(_SE;Eb8w60PS!M
zO&yfd#tpy8=nphqvAc9196My%#y~&X<WiM^S$6=Wo}g8@EGAfpxR|RE!7ZAuBek%R
zeAM%fes15DN^bUJ<yJis)P&ORi8#b3J^uiN*PcTh(_0n*$Bu*w>g;v6WYTUF30z2p
zdJL{cI@c?3W&322L%gb-F5}vXD}o%ha*_<vk77F1cQL?;xx+J#hoP-YZ948)*S0%>
z{Y_8(ffN4#$IQErf0&b0&|HH;o?|+#uqsFUdvnEfH(HFA`c#$=3(GXf%NdU(FVvIo
zS-O3_ot^Tnw)_Hj7B#CQWwHiZr7a42vx|$vSF<@+j9`wS@%}ZpW#DEQX+a7*<7oWP
zU&6QKzrBj|+S+M__QZdFM^@X%C$?$?TkDI48kVaX`G*S(Saa9Va4SX2eMM$hw9#~E
z3pBDu+cT1@yBO+o(yR@0Mz?i}+S*%*2?{VUGoSO?rjpj$+!b|emter|n`)>&!jUdT
zxFX$Rgr3kx&*H|LX=sNOGU$PGDI5Y%AJU+SkD3lRBBGvWmS#l+O5mLOQ|)b~jX-%r
z9CZS+-H$<KVs7HYV+zOlRL5~V0%?gJ>%r`Y`HH=bqXM0Ua;S~*>Gh{9Jbc`mvJL>v
zMqGiCK{@SC!E-tYwrUfM=OhZeyLT`=Fz262qa3)qn1o`%>dToMjN^A)b)+KDASovp
z9qI*|KbvM-B>mBvX3R2^laEtQCx9t|*?cf|Zxvm9pfA|lJmlwkQA_Z=W5oAI*3rN8
zG@`Md<;P>jZhUKU<coM#HSM_n0EJSEU)1KfM>i~m4&YGjAm_2F@aT8*kVHg(z1Q-s
z?GwTccd0`Z(-5SFmkGk4<dRQ71!2mK?vCff^UZys+T718%`@b)xyd}!uVF{Nv_??C
z%g8lfO?d5?*<i&23`D)i_56J+N$oRn44@oF+lj4GR<V=Sj%|?26e;P^MP_Ts2BTuy
zeC6UvNNvO0pTf2z1WVAKI|{+nA-!oDPrOF}soKC`_M=1xH>db>LxNxUm_791XXHSs
zkJOs&Bed{skA^iSwX;T?#G)fIZj*L->zq{?H0EnyBVg~hs|=dV{>r>%kre?9FiCE;
z4mZ@LCW<YsJaTM;-ZVuR!mm00RRp?+o_=dUPhwc{{VLn&H+#5f*W4Ov_<rLAml8L%
zQb`cmpXVP`Uu8exPEVNps_cD-_*Rl=w;*tlFVxb$n>=a^jt{b$y(}ZR@H3Y1cDDgs
zFp@UM;wzl-YnAaW$lkzhP6zv<x*rBSR{k5-Rzg*>ho3=GYCawNZlynnCuBNc*s-pD
zX-?2M_RV4c052?P{u3+1dQw3YdfniOqKZM~+sbmzM|^ryd`sdv^=qcxCNMUIUWh#a
zs5OmX%^`{`l0IA@;YX!oBoe>fhz@$Ou7wV!T>1=F0Gx(@b>|h+_%>MK@hzOJM$@<q
zbJb5@O2PXa{rMh(w6q&(Bi5~7WSlYOfyYX6*iqc*b;#nF&*whK%)5ydkqx$<rAmc!
z+k5{2jw?@G8MK$@3-b(<&{sI9g#Q4?z;9r2Nh_djrf-81AC>LUj>8B40Iy0Xf>k(|
zemd<u3dQ>yz6zqBc5z48r)J>%-L?$UbddSkwjyAs%Sga(12tHWd&HL0$b69d!mbB6
z$5U9)==ZXmva+92*e0xvDjRkE{qRB5s+xyEF{!k6dOf^o!B$xsC&-c`^9C6I06&#x
z_{&eVu+!}%vqmp0#hEjlWD~&2$2qQl`$Edma}d0ok8%Z5pTx2vW(z?P^<kP&!??()
zRk|Zh65`?!8pR+TL1V|`P+a&f+GStuEA);r{2PGJ=T&Fd?`J=~zHA@hPnRE+WKDGo
zYLKy*zsPb)<kwA-+{wG_Z%3#2M@qn0jP5_WxgVLp{c6wrBoIJ0*lCfV?94~<6@};T
z1!IJ<_5_+>vD6v9MDoz%A&vn2Dc&N~)|bRugpIYI%2IKN#tmuezqrz6nZr8++~>Vw
zTIekI5Ulqcw2CmJ-n#D<+NHENkPcJ<iq3LZNT{c4o^5G#=TVzr#&<A3@F7>8X(S&!
zjx*^+owRa+wCs=!W~~?{hCn1mRXhm*$Te}4UW}P3EsU8(?6=HP@>Xc#QTxN5GH^f6
zYbQ}M$XrbFB%?W8{HO5EbbwmNs!#TtfUD#t2*+HSyCsY>TW*Rqc$*`52ORxs{hDh)
zQ)%jR)>mRsvKI@G6FmqX)p*4_tC;PiXqfH{%d~!HiqN%?Tcof>6lk!Jg@ORbfODV5
zrVf%ZCCeYysx%YanO1!cV$(_%mqnc;j27X-d55QO@vW7P$RQIn^9*H!9ityXkLOw$
zUO+%TqN8mpdDV@)Y%&gVFtw_u2$;Fakw*oC+m%ar6&-%=0VE&S`PLo(0EMEIGudoC
z$`h6U0PB90(nq31u&BGZg$PgxR^9xm!W|~e24gJ5bS~RKr6&TT&UvJoZRMrMmSJ^s
z(Kh4}?Oo1~Bx6S~?khM#WKFDg;d|g<el@U~tH{`}vS&HKWQ?)=&0t^ax~s``ZuWN!
z@q@h=ki2(2E1FFwp}I}(aV@mDB%J51M<fdU2S45hoeZ0#ZSnl4k&e}2UQ7`jYM$q<
zJKU1AP|n9|9FE4OFa#sbbziMGmnZj<vG!gmtQA-tnfE6qn3%YQvE{6ixBDwrBQhZQ
zqK-Z|GB@<9^Ia9j7DbQ!nwmKyk|1PtX#M#jfE-MQBJFYtkNM}tR}wDll+XJ|nwY^9
zh<ua0{{V5g&(f<b62|$6VE+JdxfH}q48Vp#mGs61K`YFRSb)lUs`V7|>?GMP=$!um
zd#C48krv<_<-Jr<U?Pr4<X#^nbqA=Yg#;V{NjwP4m5U>@spL}-&Wp;IQQsWUAP_nd
zVmp7?Jq;1EhyCzq+qZQ;jY|}ZAS5ur?0VFtBVa~zp2nSqGt5PN6+HAkX&%_j>PAa;
zE5W81o+kz(NBbmXR*kRPl&r~xaC3&~Lj+e%D*k8v-LuYr+56R@X`$*f+sh;tbIKv&
zRU?@GtJGG)c$4h#gqAoXll#$R6HZ?nT}EH*vB>VjX<^)bYb(go(K+|i?pra4wzqX*
zoc=XbX_KR442zyYJXYn_yQ$7FW{wbfBOsd1pUgirv&k-dDZs52`jFD-M)vVQL$$$Q
zU_qnJNe*GOd7JyhU{g{^@rdI@fA)rIUq0zUMnK$k#}!r(pxw9LF~l+VN6bg%O+>YK
z#M4N}{k|9S>s5hOm<D4R?#uHEu`5EGOU7gw{{UH#DTrv8$07SXaI%idIsIx)l1>bZ
zB#^M}A^A_x(<Mc?Pu(i82R|so55|$9l*gH{R1P<`8h|6Zv}OJ5*I0AYYUNMV^s4JA
zhyv&V{`N@~e%0edA!Lz{{P7@Q)T`wHNQG_Nv3^J8O5tLHNYZh$ApZao3Ts*JVsbJ+
z+WCcC{?1`0;7Bd}N%u`7!uId}swE%a2PA$KE@*tLq#}?%$fjlQk%L$5BzWhK9#ZXW
z?ao?}t}WPM<au$|98{L_LoC4{jX}XYj(<9dyTz3l>UG{PwoA=2#^I4!wqu&&nkgVV
zLPm+#cUtdtSk32!E!(Ev54CX~L{Mdo&&%9(tZ?t$E~eyGzC@A}x6F_O^9=3$sbCLo
z7B#op2i+(+6sdn}Y{p0w?;{-XRZg*R%zUr_K9!>Qu1>8Q6WH9{Mh@Y-sCLLS#E$k9
z@{F<1k;vyY4xfKL)c!#&y!UM4w&BsPjD}WVdUO~SO(uam6fGdSasL1wjL11V`U-m8
zmpF}BpG90_@vg2lG3m^Q?`%1&DYY#pOHhu;NbJXP&(fOF2JET!YrBTRfs^mJihKBG
zNq~EajCkj9Abyof^T$enrL-)=vHPR+td;RDqkkhV<&81XNA;<?E0vvfwWM}dazz~e
zaAEg~;;G+i)*43BG<&Wbm-$nYKBk>zDVt441mqp8PpxtuB)fZ!YGgP95@TFY-(X18
zyYbZRmA1E382i#3n#+$})UWR2Nv@w^KXrH?rD7hnb4(e(h<nss+^ZwdG<ghhy0!=(
zHcf9sC}>sJk&eE#&uI37d1XS!U|vA_*G3^om`57zRRXHOEYq8*!F7><Tm>>6zmTAp
zjZW1FJrrV|7w5)!r?<>7X@N}@jw;!QY-4sk>OJwMH#p$%2U>KqdA};D#(VKXC9<Sk
z>V)H>8oXEr$DkFQH^qGCJe9%Xuc{9$lgoP3iW6ig-|3{}pOcJzYT;%lpcPsq{{TxP
z(m(50HjHPzP>7ih-cD$U?Hw^rbAi()qTh(YZZpZv0x3e-xVUdwDs*v@bI{c|CQQuP
z&SX6)$nAna9G<j_E;EqB-k9>JJdsf0nZ9C81~H#n0PX%1+$`QIyHyRvo1CBb(u!xo
zWh>&lt_S>iKmLZ4Rx{kV>~i+^_V-dOFk8&-?X>|z$^1C3#{S<)(6kq|W=ow)QY3wc
z3l=#5;PO3>TAE!t*TWVoJ=+O2c@rTQ1VSr@yVc>jXIWLG$>)DV&1K4&dlOi^X)%&n
zg!e9Y5)VxJ4@&K{JWHVKB!Rh55KlPZ*PIs8WPH4)A^yVPS8w36Xmo9LZ5~%oDKqBv
z{w|cJ2&r=?mQ)wpkxY!mHaDb??s|WPRMpG*kZrqLe1pjyYdl;?3I70zyi&jSaaQ5X
zE7<5fl?nm`LG>U0swS{zO~Y$rsa~~<72VGmNaXY^*w5g9!nCdKu9X<LiB2*UK5BUy
z7cwI9{Ikj~f4oL%-d5q3myh;E2UfO|?}ug`c8t_=%&BiB#B5Y3=)$VZS3qr)@~G|Z
za!2%|V`Bv)LH>WwT8_(5mg&+t5&8Zk8Lb<L6=7o-Q!YMJA;`^KV{tcNu$tD=*6Q9z
z%$EQhV~h`4rK)OoGTX%hhVoD!DFDK#Jx>)v+R{s_i3FDlJh8oiZe-^GXZlv{)w1dm
zBQqWlE);aY#R@4(<Gtc?Os}2BMNIb`=7f<H{N7_8fc8J<>0Ltje$@ea0SoHv6jNk6
zC7=4qqAWWo+-p-i8Fsf50u>=pJ;rOK(E_dfGhLSQkdnXyo|TU$h;3mX=#~#5>|ct}
z@W!cetN4P}+IZqicVZa_UKE^rR8447+^cxnwbk?Nw+RzD+Lr-Qa66n5-^!)?6|_nk
z>gEvG$w-uS{&i!-3mv5QE(0)*Tqw!lS2%CwVtlxjN2^f;+6gq7xU*@{{{XADc@L`&
zKU$7$VbMsB%7AttWRK}w?6cfCEYtJpQ7H_=a<OkiS|~F<V*SpdWn;fkxNiGK0RI3A
zsxIb3x;^X<{PgO6l<y`?V`9b+dT6&?;JY#OO0H12@qIkJdAof;>-y6Q2IY%6`kJ0S
zE@^+&z*qgItK&<V5P8!m`V7%@gL4(FRfasJ+wcDX*8czs&$-cU<&kAvq^f>Wy+8W@
z0Ht;dVQ!-&yr<k^pDRUc155UGP>Y<A%_k)K0!<luDo--W1;*H<L73$u5y{6we}wuT
znXY?P@obio7)G5kxH!zG9S>|*Y)mcyc2k@ZxUDNFG@10{rr+4C_HEF=R6eSDipFWj
zRBHyF=aa9AwM&+YMU`Oz$I64AwcTnut=0OmoPrxU!1Q7VHD6lzXFa^}Ug#1V+c4^U
zzK<WwI{J@#ZmuM@)~C~8w|DYD4t}JZ{=cPT7k9a>jw4yr<<qrDo+l}gc<kKwu8TtP
zb*0`duQ3y!?|sun?}V*yU1z_)SkMo-7|(q5=}Tv(_+L+Ouv)#;p034)euB1fRx?ji
zq#7NK%X!flqnUu(&N8R*?NOzr+%gqaknQfcEBWUb{OU7(aw1f+vmg%0paJ>jw5>=u
zYppy>$NaXCx8yogjNClL;-$Hn9fVO&JhEIwo@)jufVl?%bRSBQEbRx(A$R`(ZdVbh
z{02>2n##iE_eT}XE)UG2T&sVDO%<$BoTMlZW^b7OX0O{eh3w)}CPZKKSfeC#5JFG>
zJb3*@Q=ZFNyaYAGHo551w(>s#pXXZ-<{N|z>{J8Bc%o~ITSd(G5k>y<4ASOoERm50
zf&s<d<o6^2f}lnT?~~M4gc@a>A2fDRDgN^U?fII{y77jQZIF#5&FG8A=Unyg#AyVc
zTo#EIdOMu|04g<Ox;v|dac3{iKnU2{aoV~4E;Ap7^+tS#D&*(=+T(9LO{!kxOLqH7
z=$s1l23&Yz@4ju0e-sp&4r9p)ECA;oqLD)=`}})TJelLqmy*5J%@I6qak!)RLMqXn
zn2hfeay;1o045bOOp*`X;Ev<Cp+XbL!SyuRZJn4fQ=ZJcQzqo43n}V8wF$Nh^COgR
z_D2SsWRfw7hT;9?>OP{SU5tdQ?_X}z#bPM#jBANvP~DtzKPtNv(#)hV4yU?tkH)L6
z+<dADrlq92^A70q)MJDAQELpeY?4A(%nUm0Zb<(C8mS~gHpC9nW2#8F{JkqhY>^Z*
z$`Fo8r8icLHtl)bcTrWK6ya(1H<J-UI*e!asl2zj7?Bz$9T;>!QBw)-NW?br#Hah`
z`c!feEQ9SAg?Rg@Fenih*dmR?O)OyhH9d{6<|y7q^ijv>L-`Q6Sduqxxnq+~6SV&T
zyBm=I0J1ouz#;orRfafM)y_>YFlNk`E&w1w-@fP3Mg>i^);3vNYIk62BsSs5pDewk
zPwFXH0y*JHGS<Kk?`I~PE!O5FG?A`&&jO@pP;(eoPhPbfLeqj(+i&+<fj|=MMo?#E
zT#gtVllTe@F!_6s$u2vCw{P{RMZA$@2?w%cBBq0CuIVH4q#X%t14Yp6$YXgF^xyb=
z)bx2|eX8N})g(Cl!K-3X%DBNj3__8tS(rGCzkSY5MJt7fe2ZerzG|bMs;47AT1U2)
zJ`oug`|LqeR<;F>P3(=ebMlTwF)kxSBHbEH^;iD@3S9S)+OXAd%ZHUy1D`E;{W?^!
zMkgP<Q0dS<@w@Q<0PE8Q&)P7EJg4b^GPPpT%IrzHU%8BYo&Nv|nKxm^!&VrEcDerm
zu44fHl~?UvOr!-Zj)Gp_PW5_7bj<mUBkmnhPkKkyV2BSU++=Z?Ii{^;aoAX5ynIN{
z<;KH2^q^_KYbVTPj!#(5bNE$RwR@>Dt0@`is4-G$@m@(eI~$SIa%xw_al4Ywqua#+
z5*H-#oZ_Lf(Qbp{0){c`*1AU0jOe~&HhS`L`c$@-pJsPOef$Q`rgOzqmGlU*-Ly|H
zgXV$9?;|7}*8y*&-`!kE3tP$nI1ZzO&%JtHpN6!&ht+fZ>ar37kZ^e7xv4Hz(WJFF
z)bQoCpa%Nx2!QO(xxXP&lc2`IQr=6ZQIKT)+W!EFt;3+&%QTWtBgwssZ5Uitw6U|c
z1If3IJ@J$In%44U`>4*+t|XpEDQOH4s{FenBcG|{)%G$zDstI8a5K$8HN<hI<~vk+
zRV_CW9m@!zXLItRl5yXP@;l3qwO-9W-M(X%1Jb=8Q@WAuu4GJzgiLUI@m^%7=IKgK
z<sn>rrl->vGB@E+Nz$$9LozqvP=UP;=R+CNX9Ry2ADwV|vw51$<9f>9&bz%FKlV(x
zI95G<^IQ$@I<?U~<$vaDNo**Tj|Q*l13HX;+|?7*)|P{x?IG9ho|Ox7p2vBiI7udM
z%mr;15=dK|epQ8`BucK*9s-Q#*EPP*GEqPZxW~O}XK~79X*2Q#$GJ3<a=fwp=u?>w
zJ*gyR+G!0UIFu`r2TW9?<dP|fdiqmY`T_Y0NGwGWX1SD;oM2XrN0#)gt8#q#aHlz|
z(J{mFMh{A;u{1t6#oUFkK3+bVtA28lamlRcz&9=r_XqPeX#f=NA!Q_-o+>#NSvlnU
z(Ib8o$s`J&g(fpL1N)}+ENa{e0IEqUA}BA(CyKEgn8;91x#>XJGyU)d84A0J0-`03
za@hJ)LMU92PJ6M<0z1Ei&A-JLN2&W0^N;q@ieH5v@-y830N0cM0O)B&V?E1`#y$9b
zLE1~X_m@90IV^vbP#Q*_+ys(S?8o|6s>B!WLC<pLoYAlxx~TLOAZ9L$Y(Lf8d0yqf
zKc6PIbQnIv75b#5jIo6yk~q(Dd8&b9ZqiBHj+K7fY!-KO7|KTy0^|-yS^&w_Y$LsB
zw<9?~LgS$Rl~z3vpOF|uJxIy?h6P$(UI}LrGdu;jML1?}z;vwywKDaI*m}9eQt|^Q
z`wAh$UpYRCxc*uFD%G}%u>-T_<EspRUDc@^5!<FWBx9+?NFD*vw|n)YP|(9|3gTDH
za>khNw;!)syJMlebE92dD@C|(L{i0vrcN<e%-P~JIrrkBxt3Th9^jJ7ylqAA?r3Zh
z2{ik7C6L;&f+juiPv=$5wThg}B$GFw$*f%}ON+bdoj-gFeD24Et?6wZSeZi@$r#)_
zQF|fSr5>qhlDrm{O0p@yGGGFK4)q1p+WVi~$dJd~Vgo;!=k==NL6vUDn8HNsxp+CP
zAYLK1Mct15#Wf;XhW3|Ix%1k2o4#0|&Xsiela;h1-2VWd>096zUCPP_wIFpLDc;}8
zv{EIb2*oOJ=V!8y^ZcuC!Ei=ASz_zBwp)|m<uvmMb;yZ8Jqe}LH`r?y_g-N67@QBK
z6V^5bqeT8HAieL*2k*M(xdN&DQWrh8kMsH(+tsdPx{~AfJj(l+=c&Ly*0L5UU{>W8
zF~|+q9-q#tlC)739oUEnI9M=!SpNX}kMp79XBc?`9{WZ=UcaSD6w2HgLofGKX05c4
zn^^#aaEAr4k;Q2AB+X31PYp8nBy|3N%CALzI>ro15-+J4&*RhiRoE38))K*S<*&_;
zZ(2sRv>>odvFcAX9LRjEqjjs?M{g{iYBMSl0**f){{UF2f3@Yo#B0CRxF6^7H0$eV
z{{XXYu@ZnHZk%?hB)8MyP}dTqc^T!gnq1Kui%6+1qjtcQomIURf6w)*7gyI3SxmAy
z-Lt=c<@~Bkty{ykp@5a-Vg1g3opZXUiQ%|~p|pjRAL4V9k8etsR+=eOn>vW(oS@~8
z1Dx<bm>-a*eXKxB%XG`ePUZ(6PNVr(11`O(T&Mhe1OOEQMhU76&oRuiGoMyDtY=;w
z5wtM!J%dZ})`h0a9_xvOihge?%Ld0x^(UWvQ@lumeOmicwUQWCR9~J#SnxOiV~X;f
zAtL*8ZVCsM#1meR5^wOFSR<Z#{{XjH(@DFcrkquY>@+bMS?=W*6A_%01P@`H*25yU
zG64gp1CPqHCGifO56T^#fae2&_}43c@gbxC0FO&7A<xeI<M6J8k&|tm@~9mE6%_Y&
z*2r3Wh~oqM%qz<7ykDwauH$w>9?=X6%93}wCA`LW{{U^WYOGDqOPj^|J*&3KOy@uH
z$Y!ivYm*C4Is{b87G1+9rfbQfv$&RB(MIaWt_KI}UH+#%v{5Cj7Yi!+KzV>*ZYzv_
z2BKS)9Z|~aUMbbC$p-F7&u=UNipYEEoc{T?zx?z+Fh5-Mt5bt);wj-d9oza;PYX(<
zM0X+T0OVGQ8H*W~NdEwMH^-i&fCuABEny*wxMdwc88uO%dt}PE3Qyc))YOo?ME&NC
z$MB9b_|v!y3Q|Gj1_)0m{SA8d@A#x{pFi^MdH(=_it^RCiKN3vf_M$yy-{OB;Y*Z$
zP{4El0DOv;37%FzdbyVhdp>`dsN}Rlo0u0KqqSOtPGE#fAz$u>qyh_9!(47|>a}E<
z>*qq)QRb=j`@{Td;-$tx!Q^y3s#7|-{mr2{>dnP6SuPoH@+4|c@Qj)OSGH60J1l>V
zBrRtNZ!a=2{^-pSMQEs6LS$k6@@Z1>m;Fp=6a9feiGs>lc@}|3te-FGO^{qifj!RA
z=@R4hq%p}i&Wy_5k{{(!%#IK5Zb*=S2^kc|8HIn<p_RIw?UPbPctRBN04Jt6#Z*aE
zQx6)Xnc<1bnvqPe@-iNOyG#V$M8HT)PEQ;D@8D|7m<Zc8S--r4AFV_znYb<pJmHTt
z&ncIScV__LtF9D&G+ac}LX8$;g(O~^ha`W6Lm%1#>;dJEsU64TS0jEx#IeODIRxaN
z#-(5Mk>#{fu^+^v1Mw8OmqECcpnb&obA<qW$l&h$yVU6gyzRIv=N^PF{{UL0dnZh>
zXpvX=fXN@$t2D7I{PI1*4?&OCrN|NzYf_kZ9!Vc`$C6L@)4^h)nh6+x&qnF_RP*X0
z5P~3qcION^rj6Q&;hA6ir|#6n^DCCsorDr7UDDhym;Kn+C;tGgQb-~4*UFE~Jyb~8
z<NDLB^kWklr)3B^AZDeN?Pgqt46%+EZaAdk?lkl>(p#9H_evut_*Hl{Z|pZSD#|1x
zL;NJ1QZ}iD8zWTXjPq5R=I-IRG7x)o6<P|$tQI0fl_!}VMqC|-1XNM!G1*4aJg*}Y
zz+=MFY1)13+#Rqs#{M8Hp&B5SSIsSv$SmFdltvod8G~=3%QW6(7ducKvbg59S~+5f
zLWM~H0?ojyR`%&-B#{Or6$BD7-lkmVI2}6Tl6GZVO%7RnKYuLl2wjIiFl+<<6`^n8
zcvG8+NBgQbAJ3(1<%<uSKGiY|pL#BVCQ*+}vV-nhZ(+_{=B)-QH~~kX7^RzV`?$~Z
zrn?OM;|Co5X#!UQbKaVa7FkXPcBl2EBo2K~1KzTvmRpl5#H0mqq@Lt;qUAH9(Pxfb
zM&clTWsC<OUWTa_DgqKl80YZfqVW3|d`T=$d24n2aB)vrl3VNeK*PZ?2k3bfgkSGk
z9>|x>B=8CRC@js_6bcE!;<^!-)=`YHHA7HrTQCEPy3%$7KGjO{Cl-v`PS8g!){8Q(
ztWwm0O&aX_Ku76bW(Gex^zC9f6GFUWv=1lNywzbj&T1rqF(j+nGOJ42=~WD5_32l%
z<iLD-(3OFmwwOGvD;(gr^{+a)`Sl5(A9_N6GhUUY#tw-IZgO+_*PF~g(p&xW{OY7k
zN~8>$)X)I_&_2j(J;%&zLq=cpi3sWwiiNpPW4h9#4FuruK3de0P^7pk*F2ia(N<Gz
z*~SY1N%~f@#;e;WJ?g}eB%7F(8RPJza__;~G3m`HBYDLS%dw!LVO;LX$jHSyUI_yo
zDbakZnrzIxwm=x>fi23`e9t3xEsC<O^GWV&IvbBKa71TjV~lpIh_aO2!)|Cokdeqf
z(IbDdD$2-l)~djvrgD1mR)E08P=+%x2Z2m$c9kD<;{!ZYrvOwpG8K)mNXnW7XWODJ
zx)MHYb*s?@+N6r10Y7A1)u@k{qi#++iU6?Xa(K_ZMsm%J91iB5$jXI@98jx~>p;%i
z;X(fZil*d$)06)I=xIes@T_CR_dE~y^KbnPD6D6>aoBojT8k#>Bl6e&nlMU@w9yj}
znj(Ec-Tr?%#<<q?3C?#a1JIsN=4!E;{o5^ZAt$vfKBKy4L{bQc%_02%0K%+W+a{%F
zcN!wRF-9Ip+>jgt>G{_%t8}CtlQ|v8;=11o%RH9ay2_hXZHCc|XRT*8(9$vOfr;6z
z?V*G)0|=v!(w_cnf2^F3WvcfQIwF+MBc3x*rNz>w1ZwVkk^L&w#Pu!&i~FqS)s0A|
zME(_36+`W}CxT;Kbqmk(tz8b*<5<1&Vo#B9WRUQvKEAYSC8=vm(x=ug3M-U_d6Gl-
zRDX?D)~<x$={j~k#|b;+=wv>m)z1;@@Y&g&D@OrfL5U<%0e@QM6IF>2CJx@<bu>mT
z>cPn)TFMl$g(8VoC0<84C)}Rqt}M{!lF~Pz=~zpvL`eStM}KX{tvmZ*DE|Ogv;Cj{
z09{*!#mscEm?TUrL37yu0Gxi6T5BIMix*4}?(%;+&x2BmL<EO!dnu|gc!ED5dF1DF
z0&&L-K>Y<rD?_<zYkw`tjk)$8<Wy~Si3C!zM$ORn{{ZWLCZ4+Gql~oJUr@DP;%yr3
zGV_4sU@*@f-%6{r7EH6T6YomyeHV}Zzw1+5h~9A?5m}Bh-Lfl~5}4*9-gXMS1E0Jq
z^xA}W_D6dllLtFGRi|`KtVunjziN2KaJ+9`hk?-58SVVGAhzN3&VIhXl{QZn>9)2J
ziKpKnQIt+jYZBwe(9O77*@YdNQ<GGxMmw=MN_!fn76Wukf;|rh>IWaCRJ_!Di)n<X
zW)$;~7e3q{>0Hg<h;Qx*{{ToTzKAhc)7?n&VVJkOoYYGb9)-sbE~kALiY)Enk9_`S
z6b-SdC#SFf0A8!y`1z4YwX{Sh_?@zUAzULohmzcS)VB6FH&O(G86<W%0Ti6qJgc{{
zym0AmYib@W)Ni77lH(D#R6(>K%Ce-qnp4ZM9eFvaKeDc5c8QnEbvR{y2tP{Sw(zPA
zIvc63cL@Q)s`SCfTFtq#{ls%Qc0EtyPXr+938>_eW4?IU<pC>8HlFG{=m~V|$0Sqs
zP3|7mEr(mfET;>Bli#&X9g%k`?}N$u)HZ%|%(#uR2;>iX*@oJAiwB7GIAK~SN2!yj
z`VF#<(cacIfkeJ)hkkkX#d<Z)ExaZ2sQFX?2LtaK;BBm?g67>_hx+tAIqUxb*RMpo
zR6ZTsAQ&JIm~r>3SVdn$DYo}G8<)&%5sZ@dRqlN&pSQF!>_(MU+o*0Zb6s`eRlBrR
z+5ndyAmf!a4aSEh;RRwKo_9Y7^6Oi2HL;qJO4GthTs)U7x$3FV*4?&;r`vKO1di-$
z7Dv@IXv}5z#n*Tl+x``kd3||wgw1m7htT4srU~5bC%dw=Qa8ky>@ZDd>XAF5$^ZZj
z!}6|L&dO;RAuh^(=*CGk++148EvhLhgf24Y0C7pC%1t98-bgPY*u`d#`>oV{Jt~Fv
zm2nYiZ5^5*c^Kt?#<eYUOL&|!T)V$<0{;M7*!wJk297jH)wnGqZa?8vp(OMn$~M&C
z?jVv;8%mgOF;uwYKVQm}Lu(5Ll0Zo9*1IdM5A7E5B$uQz$Qg2=DeIm)n&)ry`;9HZ
zHmDGctKgiE#;w8b#H5H)bdY8{W_BGIt^lt}oyqWp<L=sglgJ%9SDF6$=qo5-Kf9g}
z(!0sED`Vk%yE85&F#bo1LpTLnRydYPWh0-Q;b~3Bkl-6=)qPZQe;TjmD!CU4y*oO8
zQB#YDh%VUB$Jh>Y_|qkkT+HQ+o=b>8>b#NlrG)Q~f0~64Y-Xl0Nphx0w~l#N<MOCl
z$I2v`Rw+NayyxmD1c!*=!PupbqZ|sZ@sTiS^9+OggOAI-Nd|I6_UApAAD90Ctyb1T
zt~c$$9BdgsfuiUv%5NltA85>MdOk9({uOO@tUyfua3g?=oP7;VC7ZSyG%{zBWG9M=
z(V<V0<|xSi1sqiK_8o}@vY5e!C1OWDZ(qx$K$fo%a}zOB!HILWh;FTsfbyHpJ=mNd
zp{sG<w2-i1S1bll;L>s`D5VrH9H#(Vx2&Jg)tO%3XcrPRt~;WUN_4rV!3?gA(7#%?
zENtL}M{>h=<5aa4sHFsv8N9e)k7-l$^=gVFyOsQ)>|^eZI(-PK-txxHu?4$1?8MX(
z>ay(pz*x(FbY`PO$E!ue(<g=ZB&rv?fBNdwT1~yc^Ghkm1g9MS6^$I1Q)hW*KkXXX
z(k$;8aPdfs>O0nnuB6(;8m*)a<;2-MagL&_>Dnae<=lDev#NqR)`MuNBW6Ym+d16T
zb~N&0NP#R6U>styX(yqgZK9Rb6Wm1bphZ*i<n#JgY#tW9l1B4(ggy6d1br*1f<hx*
zpbj}b>QRz1Pd{F@r!r`j7jqul!!~dX%OPSrAi%9CZ0#+;^6k*$yZpwaa#RD6%_uou
zPBT*ET8QoJR~f}fxW;{IyojbUuH*xbL80!DbmWRx3lYo#xoqHJ26IRXhQ>hvR(np@
z_Ywsg5iqAblZv$jTTb1?k9u84u{Ox0C|SPY$j5q+mOQ3&LZAkv;15b<+-AmX5=KDn
zNT>-U{<S7^(wL2d^W#3$!s1AP;BYyt%{@VibL((xO^dkUPhO{r$kWWtZt9>6$j#4s
zOfF4tAh+>Fw4dIMlj}=%w=wv#Q5<dLO9H&O1BV$3bNE(2iY9$JD=Vl7^U=;p=xQws
zSh%>?<x7{0ncy3Iw%h?zpYi<bE?4a?UG9#cD>HI-{<PwtXE{GwRml}1MeAE5A*!GZ
z;~z?+sWXdJPB~$d_|}UMI%7Wdm8iH8#k_z^41j6eWLo$m!}nu3`2hVzd8k|tE75#O
zJZ+&|BDc&yA5Lq}R?<@0$i+(pCIPE<V`yq-#b1@UBBp=<7!GM6wstym<3@;kR{&u$
zO5Z6wn)Dl3)qFn-W9Hla4RF$v48eTz0U6q(np1YN6m==hWiZJJk(#@r#kS%=agww;
zys7e}jqlQ?(xZ51lX7j~b*YW|l<bk)XzPn6{{Vih8Hj9P_3N6?v1!`ZY#=I<OEIh8
zW_^q19OP$;&`A%8fo9}poXw5gb)=0#ouC2qrEmbCp}#X=ZX?)J(kT4j-VQpFO(M7r
z^rk$an2vbwK`o4dR5O$uZaAw6Fp?~j(~7HV%CPPv1Czlt`&i^?00RRjlirxFNdXNk
zgda+<#~#L@w}>pP7@TpCDs!-$D5fGQGQ(&DiiYeTvq(t;3)-#_7OLKl^jQzJ0dgoU
z&{?57nYNAz;8lcD6jTV?Vgvn=Q<*?Pp1#xpAsAjwMY~}=$E5-HbRV5ERT$h!{{VpT
zOb++qTW;|^&lvvzLT*3cX+<;PLMnKg;3)q9mnQ!J(9(*=dzwdMAZdt--dQeBKX)|y
zTRX^44HPJUhmwCx57MniH=B{YP><m~YHXn!NoQ|tpXE;E>_xUf51BF?c3h9wpXFQL
z8etrIp6meD{9`=wM{`*Vl0HbVK<d@0rSI}J2P~{a1E){DS<NO|F>@mU<e13=oSuT4
z=E$vw86M4?{{Ww@R?y>C-@hb?m%n_P(<%UFC1HsMUPkOcsrIL^5@~jq8m-E~1-3KG
zJDi0cr~E5JS=C~)w;C>vzz_LvI`O>ss?+$E3w<SQG=!2VWd8tNEQAOBD;6QJU;;_%
zNaWLsZ*ezmhXsX5Un)r$bs=&3{{Z!>mBOOx7P}zwRn}d=uiha+2Oo`Tmy_<5+wGs}
zS@+i#*4mYcxVVlm1fcJ15tSJ0S}hFqY+PHMtej)`Q3xmNj=zl{TOGkx4t+3j`3@?j
z=ZW--R3E%7SY&qnO<-O8K#m|*(kRLN={Y1mR(Dp56o^#{?dyVY0Qz*Sn_GJou=6e_
zjX;(`lEeG$>+M_>&yDpfq-8QX1KCc|kHWBJzLr)bo~L(Ga!*>%pHo##^t+u)!`6g>
zD@uRa`H$!S0N1X2Q1M-k87-{6fpgF2*Y&O{X_%<o{rj2~w=c>IWOfxUWh!S`rp>8%
zg5=u3(7+IH+(%ERdfa~p28_M-p>uM<bF>hvRD2H<mg3`5k}|gG6Du<uV;qxRTsnZ%
z^x<(D`Ekk{Vz|RF9mlm)bwtZUEwoKG%fr5GR&gtkq`M8rlj>{EUO66CR8o070bZ-C
zrtb%lw6+xq1M6ONn!+u_al>vDZvd0qn#!bZX--yG8UFwX{-U_^plGr)`_4G2?Yum)
z+{YZV{Oo?>4sl(tkJv+VbkPvM=%_|Je4{nZ_#)JSKBsa^a8);ZfA#+WtwpSga&4L<
zcxS@XLoT7GwbnjHR(z6ACBFfIk6NK~s6D2Ob0(Y!UzS*jTyfaobT~E2_?uE~OH`Uo
z*+t5)zrA#x9Fa9Y3;AwF_z#fh{g%!@&$TrL6>)Pth0(lMqwC6TJWj1|ba;zWw-_t!
zAnrZur`2r^i=gRtu}GIW+!9#MRzO&gN8yU`tC$V7<ghkDjmZ3~*j3g12jK<{xuHoN
zfc4yI$y-!P)Z){_CgS2&no^{>C3+F{t*bp2*4iL9JNklfD}Q#Gu0!X?FiDq<%hVr2
zJJ%WFO(S2ixBElOGg!CXnl(F5vGl4_?n{ZYBU(biP@=HxIjAl*K@@GaHX#(Z91bgr
zvUUou8_3dmyqxvvT@I0Ow-+TZ)zSg-xB&7gw_&K<v!~oieR*jk0~nHY`F^IoF5=cZ
zoh7YgK+3}(GnK)~=OVaexl5b)9w?)?fo|b3#s@eD8Lp?qQnGkrXHr$Nq!HKeQ-f@o
zs~qm9YjL3JHnGi#ph<%)$a*da?bEGj2;-7H(cKn9{oG^o=lWM1b>^036S-nW+?vz2
zk;wBcPCwaU@}Kan>B+4boZ_CS)Z9hn%fzS=Fs;bXJr7}68n%|L6H93h(nd;y#&g(q
z{c8GZN9{LFEM;9GR$vZC8SnVjwvavo0Ds(E{<YB3k}y|H%+u{6ZzbC8%b@$QF5k?a
zPvu(PLgzdlI=S9|!}(OuX_r?Gy)D?c_l;~p;oHKQxRy9ncO$3gNhF5#Ik;^ly3Dbu
z7$gF@Imh|+sXoth8zPxo%sm1=arlm(opg|C`Zb(*Yo@u{NyKMx=dVsG!r#Rb{{W$B
z>$HCx{{Z#4ADugkl;<PTHG76b3@d=j+t_u%&(zlV(PR*xw@(aU{p{fWoC>LTsp|5y
z9#J?lk1=iVcBj|>0Iyb-(d8kXN%wP;Nz~|9Aw-V~=?$Hx;!r<@3uo!tr_^M!yzu4a
z+%_;oJfflY0>ET+J*w%_;$$X4yCbL{*R5pAo=<`A)BrKR0RI5ID;YA<I0dzdl)Pc&
z$M7BvRx$Z=7md;b-3QDM)KK%=Ks?E$nVfVAc>L<h>M%P3&;=xY@-jsn&4sPGAImZM
zo<%)=ZUOpLl-w5=3lLB~Q=gmjq}x2@hC{9f)6i3`^y0|gd$v0QbBdU@-G^bmOa?OH
zq_`c%?g!yiBa~aYHmC+qD#VfadREMOTvqO`WNiI=Re&Olmk}<1ywz<8%eWIwA~bGu
zh52*P;-)rDA`x=x7=I9MMO-(Lh9Oy4;9~-+xtc=3W5#_>XtlNmkxENZWhjv@WMDD!
z>>SjVmUHS85o|#RlB9I2heW!)QpJjb2e7S82TN@-b`LVhT?okf)U;f5CAYVp%Fz+R
zyX5`TSvrk{?bO@jjTn)Qs&YkjZLyGL0mn?#W=2tkAxEN&Q&LG-O*YPE9}3MY2bipW
z?%&e2ZG1mt2j7w8J;IHn^Q*^ma(VYO;BYZh&OT9NirU$61-xi|ag+Jb(#Y84<I}Y#
z1k)Jd!6bmAr>#qEl#)ZqBBTIwp8Ydb<-17GwitjrRZLBHBvT`77z8Qiga)i?L`d1d
zE0IihjFk*GZ8;qDH5@UQQMs6b#YqfkuEDwHsR#=f=Nt}{;v`@(Pj^teLeQ>u&;$<?
z1<4~h?rCOFsgOCOn|B{J4_a#mkxy@}Fu7As17*Vz$&`w`30Vd(7d+?EscG=c$u7cx
z2~J7oulY)(hCAd3lT24a`GY?wBzshY%<Hr-`^PlU*gZI<&mHI`jtCFlW<J#-s6mjR
zQxns@2<ra;GMx3MA<ZFRdsbGOacsV&h|OrtBBC9~2NjQFa~j!1OMKgoDKN0Q%uzm%
zawZx1P6-+2xSt2YW$^-)VuB@SBzM5ZE3Mb=ifDI7BawhUwaxe%GS^p=;BgpH^(X%T
ztx?ppk3#d~MfsR#&<xTw({1?_4|0E{QUI~^`c;M6Bf;xea#+`qq#rXA>^fB|<pe^Q
z9I(w>VydL@F;y;DGs4;9a5<%LEBKl<T>{}kb!8lPt_>xcAGoTk?rXc(=Zfb}lHCbr
zF1&$Uo9QvA21zlI!8I*kVXX=`8)dgvExC#9QrRmAn{dIaA7@345-?aP>P7`i4x4=}
zgu`ymhmvuC1vsX+6KLu_WYC}h@(`2xS2^ZDhjzq~fWaVFN_NR%Z)`yu*J;OIl*Y2s
zG_(e0Oo73bhw>FtOGYHjHG8Xx0$Rhg9{X}?%w8J3l=;%kA!Exly>avvCC7~P>o8K;
zT2ubO+A5TODY?{%0yT;(<Bm=~wC;nIohF>A3{3%lGXUX-0P|Kn=4=e{jAE(V6=>sl
z@<9h2Rpfx2Zei0n6o6)MPANz%3F}j&F@`)6ed+Df017NSl|{VF**j2s@@hc>0OaJH
zbu~Km6&#WQ83Bes=h}+{E5QVRXWkSNd!E%gzSy!l0ZoG+VPB?dy6<@KfRXD>2$5z2
zSINoZp3)3(di6C{IFFj{#~7;%9`!ua5T<eEfw=H<#Z$bQ+9nGg0qR)Q#ft-;^;Y}k
zjE_<%3yXpy6*3GiaZ&CD5Pj-TH5Gnh06w%JxZ#mak-$%z=}c>d1At9KB&7GoeJO$H
ze+o`~Q*-|SUQPc1p`{gD;StY^uDQ?p1OEW%$mpypZfhNdmeMEBlOQB>hBzbWdejR%
zu_0Z-hpq;H!lUzld9i2nIs2%avr9a8bD*`7Ygmlzs06GP!1gB}pr~@?8jZ;!)omwo
z725#d2Ew24{IOd$I;0wU&AK4MXuPwNpT@lY>r&J7d)Z;Ro;hA3R5Bge!St;ApBBw~
zg|f1qRNb6~z|Yp6l2;2fc1WwIsM#ZBzEX48XZ%fM>Q_7GS!K9V6!5v^R$TVJDAdaN
z!W%U0xw7Aor9KP)07ja7%|haN7B*n3@{E9SRm_qXD`lv>N2KXc5*g*4`F79go+~Qv
z;u&0vXcQ7Ul1_gtXYnSu+0d%1Gh`8ylT}t3uA~cZ43e^f#bZ*$0pE_*KGeQMj)LpP
zI<?kU?JkOcg$Pmk3dff6X-;L7o_(p-`bMR2K#tg|pW<_YSBHisRs!bW0)K`vl4~hc
z?p>EdAAU(Yi8Pk6PdtpU!z6_C3Z&P2;qM5K?K^oS(`A|f!^~@i!tMNVn)E?=p;^da
zhI=b*ryExaMPn-V*%qL9)Ls$Sq=-t^FBE6^rTKrIbXp(7U+o)ZxxLgvF5<f(OrAZ>
zclx}x_Zn{ddx+*x4oWt0OX03`V4)b1GmL@mI?|O#%W<S;*!(^4<)1%cYnT4??oa42
zD_ZlzT5a8`+x?YdMLAy~LJ)rrwW>GcYbZnO*10beUc=#CHRns~xo;;0VvXhD2SUVq
zbQOeLrtNatNnGGOS$w*6-1;7!dn~qLftV0Ee@u@`>^v!>T+gL7<@cPDMQ&CfH4Y<;
z4DDZY{IOV{5Bw^1Yp?CyNlU<wm{tD(<*WB&><{Z+uXIn?ZUJoOHvU!7Dy}w)Gf=(T
zIqN$p^(`qaWRS!j5<_+b4*u2Wn&*b*vA>L6#pTPmVrcnEN8w(fpoC#=k}l<Fijkjc
zv3sSmuaeOVt0rN&9eGdcE0-5qbgC!N?ZLtmrsB>w#=3i6YSUX=Ng6_yDDGJFUIE9c
zu5Vhti%0O-iq%3qiWD#RbJOv`&-@Cy-xAr{+W4+}XoR0<TP1y<9JUU2^IQjwwCl@r
zX}^^6gsh{gvl32!m332^m9BBh7HuPrY?W;Ob=G`3xKpUz>Cg9WVLN}`UPW@v{;d5f
zeFpWk&2rB1bNjgg{4>pTNnIE%%ib=u7W&DM3@pkU@#t&NEJT0sf@m8Zi+OVI1av!%
zWBAiZlTisRjAlj;kU!ZYHMM1LCAWjLcx1qIR|Er|=B0cndmd|RsNLz>q>@`oQG=6?
z-D}nSHSq>3>qOIU762S!)>Yga`d0)rTVZn~jvhuVPt0%yUy9Z!RBVY;AKe_)xG4*o
z$3@~V2x-awnW4x@X57}SGTHwCWRAZ|=537eLp`q%ZNOkgU5;~IzMCYPR)-zc<fk*Y
z?x7=+o!FXu)|z*Tklb6y7GR@n@%`X=;fH#JwXs~<9EFXY#F~Y>I8Z#*8Doy)psvTn
zGC?MX_D64?QVOW*Ks{?4$)8HpAcpqXD>Q&4!<Bw}9>?0Jo_IAaT_cxc+rkKR^8hk?
z4{GU2EsR@zOiOJq%XM2lC(e+Z@7uVKe4K&#S4C&xtw!cB*HNTHvhK(gul=bdyel28
zyjI8u%bri`kL6Wd-rcrknrB1Meb7(o{Hs)E(AV(pjcFUUp*%+m^8h&``PHF&r&-`y
zY3(z1VgUYmHBwCkTtO^O<{>b{>?d_;C5$jfmMwrfxy3GP2PqVqo}nn(g)M>Xi}QYG
zKl%+-lEUWeEb`3csQ}7yp!)Nl<SIwi^vygGCBg%qh%@}FGVjI_tYq3-?mX=>9;fL?
zGaZqCPtso2DBzOdNK_x0V*vH{&OZ!Q*?z}rH{8n_<D*RZBl9)px4tdbFBzBZCfuHa
zHO4BBk$HI^n=G53)tH>r++K&FU--L7wNj}hleeTx$L4DS@8S*G@nvHgAme+T%s&d}
zqq6eH`b6=n`V&mwr$XSMX<M)quDTSJ%lBIDxqQg;UChz3;aB7xx`AE2<VCy{cNoAV
ze^Fd4S2D`MmIE5(47b+1?MZXs`-BH>c+Pr!)HiXZW6jdX$dpL)4Wsx--A-28cSUL&
zxGhgITEO^ZGPkRo{#9-(ly)xx3;_QCRks9GG}fcKdKKikb&X4^g(nyTr3pJ8BaMjn
z;8g2x9nljavf;T?-lcs~%EWA$1Z01Ca!qKGwaC9gOm~+lAC?O3;~{$fH007rIi66>
z=t(t|dE*5|#1NPFbAUez!MgD#qjQnxd1`w`F+-9cD?6On*eEv!FhJ<c0Q{<r&x^F%
zT!?;hKZYd7>T7_KSCzL&#gC~ure>p^mCALJc*f%5aInC!f^oT<aju&{x;HTwc{j=d
z$j44=%&qcn6CFve-^0%~ZbA$`)fxP0U9s5gLCO!(nVr0vrvpr}0VxHtPDgKQoOa#G
zp^S8Ggeq9JNj%bw_8*-Y9e|`P+2B&J4*|N82jNX4oYS*`OfR>RN79{ut$adSNJ!)Z
z-i<Z$YXNV)wxPa_<kRI?)rbmm$AMDYE5{5<pa4*F_*En$LI=PH9CJ+s`K&`0&p-!C
zd~u<Vpd@!SENTH93ab-wq9?|2kFQ#CK+H~9;;aA<CZlFx*j`0D3gZk)garfgrpX(2
z=~5TQG7fW&DY8hz0MZtvJvp}9%j#xt=Ta97I|A4ys@YE(+7iq+8CkL4txAaV%4Fd|
z&t9|*7Eyup{AtZ1j^Lj`%_6{n43flp)Prc~0HzFwbcAQi$NSt=s*b>Jkl^+~igq$O
zQs-#R0xMiXvBF3hI5{Vp%CP`h#(VSp>r&~<LjM3m{HrR|sIiNlw3$&dyj0>n8HRrI
zR2~OFx^2{*+E713{xuJa=Kladi3d{Itq%xWvgmQ+fg`gM`cxHjp%@*h8bRA9*i(cm
zKJhK}sX+?3QMc(-Ln{!+k^+zRs;%s7t!@kDSn>xIdPY;8D>~{%dzciQsOdl=Ek{jx
zZPF`c0oj2kb~yUgYkv+P!`w@g(+QG)Ggh@5`7CTFxLu^8@ECDiEysv;E7ru9EUEp}
z;8Dzw?Q^-3eH%#`a|$^A`QG1^R30UQ>9$*|upofXz#l<gdvN97aU`F5y{6o4DIPoZ
zp-${>IvviTFWIa_xj0C(`d6DtG?PeLM`kCx9M__2nEuC@=d3u#<z8?)(wIbENX2hx
zN<4>RKZ>w3#dLZW1&jLcKgyJM26y^mh0@@_!76IP9F9jdQp!-47U2H?bDwH@w>dyb
z?hR-`Y;eYzBY-oSjF)0TU_FIKSB`n6B5yMTD!DaL%#4z5z{2+LR(9|yml#-EJ#j$D
zZR2BZjU%xhm7^CBf!e5(w%Gvmp{^wIf&-2zp)p?{Xf-&I6?2h_&1YdDJoKv97e!aD
z1p+Tms05H;@Ta9^-)bg8G0!w<_UBTbMKgJ5fEI6GYTt`VwzUD411pc>et#;fTvxG(
z)6E^XnCjs%l0uVJ?X`<5l2A#BJs*neV}eN>=afHncHoa%t8?LfKK}qMaSDUklY{xu
z%h+m2%4cFY=e}tqkN^nl=~i`Q()4XEB)4z*X@c9g9tTS0C)Z07AdCJ4Y9#qauPu*Y
z_&Xtg7~Sx3_6Pp}(UH+u-vRFKE_`=;=D8#LGC~LawTg<uPVCw$$l)%$WvSejjV@j^
zAHg5UKk?jFOWxc_*)p&vo;_;3Hg|G4Ww(4cLO}!dts8wQw{E(d%2Cr|Z#9E=TANuT
zw(xF~Wj>0xa@oZs=2ivdUB?5rHM^-SYia_p&f&m5_08XEmU>2=W2b3%>d$h(w7L0W
z2dN|1+P6N@1?8OP-3vtvgcD-|QZbS}vs=c=BPl&io2}85^5foj9tH(vORA$^Hkoi1
z)XJDy9DJ{y2nV%kYQb98L~F0JZs1M04W}OU<en+Iy?fE--1+z$M2LPy1EB-fl$e&J
zI_;EetX)THj`pbAV>s)I?miD&I$U^!vK2qsje<r$h;*(?Mbymkm?vOlA9S9iSEc+p
zW9RF<f6O_*opQ~yXrs-%O5{sxhL9#(cFc-`*HkvLZnV6f7WGn8{(b9e={(GFoDw;s
z%!zcjwEG-8i-`pI`Gz`!?Lv^6Go|rfueWH`?%0q=Gcl|m?F;o{R^j>TJ!{ddJQJv1
zTgP%Dw}v?e;AA}G=mm6^J`u3fqEj`rH;hJPkf$nh*m_cRB0g4e-UGOr=TFtl?pTFR
zdVeY>*EKC4S<Q{c#PUYuVYyh6dBu14Ha1rJUCUZq!w_W|F|IR%-neV)Sz(qPL7+y8
zOvbGs1zCZ~82o5WOQ7vx!^gVXDc|-+AMHXbkJa@{zY=SWJn|PD2FD5%bOX?JtG*-D
zVYo;jx3P{3j-R<deEN}FI#srfr|EX_OQt;61b+TwDI1TV80}WMV6R~-$kMd&{neGM
zR`F@JX#_|W6?Y5)S1rCH$*B=;EMdf_%Pg`UGsjAUPq6Urt8%vX_BShVazZ?xDPH{6
z()c4wwg%$gdNhA9T=yQeo#5oIi+4zFp>r*dhUA_GD=HwtQ-jwPhoSsKHc{L`cWX7m
z%7sG7A^8dJ52bY9U`<m^7E&`RNTVfs@y%mueh7-v-3_GjJdWZpBphVXiuQN+&`@%=
zhbVRHrtt)KlHFWf9wSpf@TllB-nDf`ZF^I+j?zVrV;DfP`sAE@_55mtnq(3EqTcdm
zit0An6s}Rf9@Q_0>>#t&A^Ua9d1LOfkGgwj+PUgUDDy<<p{)JkpYV<85Zp*LOADX1
zDE|PDWROOVeRGaJl=akLvkexRp=p*NalN7Qr2hcEpZqJ)ZZz2MmME`OO$(4BxR0pM
zPJ54P;QUG9yZZ)jFqy3#u^r3@=3is$Q-#HI=_7nj6)j>}x>dUH{k_J1W>Sxj?=3kb
zM)1CrRE?xa20e)tm7r-_%yx2Em|kdvzG6A=k<NWM71P7vxyF%aX*9_McER%7harhS
zh5@fmF?O-!$=gHAF8o0-xRD@<7i$r@xvQQZhVxg{Qd`3#+CoD-V}R%TzskDhv+zEZ
zakZyg%e<0SFkI*PQ?(x&*=bfq>~z@B^o+S2{#B|;A}+&J(>2Y0LFFKY8HVOO1ws5O
zJt_K6gdy<s&v$jLm<c4Zi2{#ahpln1<E?*GoCz-s5C$1oM%?q$HC8z;F7M@;8RYxG
ztMkvUPf<d$*erU)8s3F-CzLMQ=!O7p7*=lB=rdNDIA?$~HqqPpq!xHrYd6%4SDDyY
zT^&Z(&E2p|85_F&?{1xcO7tB{H<QEei6@lA51%9fgWnw~whdgKTfHw#Lh{XT3C2%9
zG5mU(p+AYNUK1s=8TPOQ9y9Osu0r0~Q6+g|EwwVP%sy7neEN)vW}9aOw}}{I9Bx98
zyt3zk_2!|}eFmwT_dX}rB$<*JA-9Au!wyLq^);0w7k6@*FLf#AB>m0j0<6t(C6H@t
zwG#wm7y#g-XB?i@&fjWRe`m_EjI-?<Mk>=2iMC?1w2yIB80gMx8uIt;H!=AHuv7da
zip88ef@N~Y)s04vD+Pw#WOhHopp*JjY?P7IK`KajRS(&U<kWJ<dP6j~NgP?=j^pW7
zbp1P0SkzrcuqS4ffMNJ`tut;|tWo)wVEz99DR>kl*l3J)OE$cPOwvj|V#T-zihP$s
z2lDL}5x1$^&1l@{Hx063YKatJ<ZsD2^*se+&21aW<%r%X2OEj`s<~{5Pobr0H`>$*
z*ohT}KRWMq<BtYhVB<Ld0MM(=pnI5ZA%=XE^ArbB*Piw1I`JdI65}05U-znFmF_uS
z$Ct9SL-$e%l=Y4O0HLc^*NGd4wTV%{`J-%;`qSDAX%7+r-NKr!GDdzw6RQr4Pd|ld
z<9!IZqYcyEF<FFxf%#q_a=(RJcnikS->gzZI1&!EhL@Aa7nLNXqa7U&%s!&6S$(XM
z_RbkUh?X0F8l;u1E0lFF4!DfXV%~IpcK-knu63hiVhWJMs3WC!(KWxEyDm~W58g=5
zRG;Zk>K3+F(s@@<JQJQ4Om+9qdWll%RBCiMLJa^K*VME-tv!n}`H_FmMIX#|tiX)N
z3JV`$n#HD#u0GIzrAPIy@54AUTz27Wg|^DwCPzckyKfCjKYnm>Lf~SYM09L$6!#;o
z5wT_5!yMz9TX<UHGRG(vrhC-M5&@iMn?oZ9JPv-9Dx;o9A6k$QH~<Pl*zZol6UzSc
z6G??1bwH<Y`3b1EWM>q>hf$oRi^e;HlTyS~K@sn;e=4D<F?(WgK_j8-R^xS8QzQ?R
zccZ9_@e}0^{8QBDBo2oa9AZaM0$^i;$E`S{6Z5eodQ}oU$N<J^M4WLMG|?Cxu~K9K
z$)+L_S(}m+dM!2MUcBTUq|~l@6%`b%iW&lzl(CC7J4WK{dVAH>Q@oLmwL?s0OGwKw
z9I@x?RuX0NcL_2%!hzPM47N@&%_e_3u4Q&01t5C8IIeNM&(Lv92T3Sg<*~&zUD*Hu
zn;p*-n>Mk=IjIK&2bu&{xsFDHRxAJrdVMQ0))i}Li{zYEmF$eRbAWg%YK@uy07Zu<
zKP@ISj$6jEC!KE+5rDPR=xgL?c1Q<4P(O*ya2_CcZEAI9ETO(pUWs52*sak}jj^c5
z;ZnCKwo4K@`qDE1IXI>AWG9wY9^9IhV2N-_??3HxR7p_&_-$2VpYGLp?d3PHuFwuT
z6I$fs*n3qsAnH(o{nBW#T;)7wC4)|ZOK{Q<K<|NEQuPMA&mVusm6-nkZH;iDaap|!
zTMED)wQo*~_sB@^RafS3ZuP0BF6je$kOesI4d``VA^|iOJ<8+xSDlWv-}sx%O%$tO
z4w(FFf&&dzGGVaXaBHH`p)Fzv?&i7QTIw`L#-5ArX-9CL$6sx1JcvsYaGlLwjX>no
zD9W~|3BlMYt3UAW2R@ad1+F(_lTo=*(xMFSoC-Dor*j^(0P{DeYKG@NQ??HyxvE!s
z)vcp!U!8%$0-1Suj~cqRQOD&)z_%H9BXIduM>+3PISM(z6<SHsC<$p5Mh7I;ZQij8
zi~`Ox*ma`z3l?r?{pi|q0Ib`&y-q7O=T>sfj4n<_4oy>QyOsslpZBU<$I5ly8IT6O
zcN>5~jEdj2xI-!`%HbIDkMj?}_OB^R``degG;_3X(Br4$TiS1or?r&*ssx)O8`pzX
z8icxMezVOyH!{g@D2X%W0>BAB0a8t<TG>Im=2-2(A1q|@2c|2`Ch;Dldm(wQoJ5?e
zDZ+}Ub$2Aw26rzbbGV%1uiB(9X4${ujb_hKh8tTz{!&O^Bw!vfT>7sZ3Sf^1F4<#J
zd50VfS2X2zZxv-@);<8_`0n(R&-P@W`Zg*lzq9`U{ExTUJpTY@N&f(&Vxpj<DQs_V
z;*BlrM$mEQs%_kT*!8FDo*j!t(d4|m)KR7%DnO~7&FP<}PvKgT{6?`B%(psYOck=C
zIXZo7&-_#3dyRVOLmjZjNQyDe(0zSPa>6oiQ&(du)ZAQM7K~+wEXTEaO||96+H}o5
zaUHwa2}&sbFIwU3bxk_X*hC|jcUEn^O?Ng|5ZvnePQcmz&-CqEUEajBtZR78fu+Pq
zAM5`BrEsz=PNi8Csp<`PUNeMErNE6ZmcDq)V?1Nhs%e%!5D}=lxSB`r<`O@ZDz{7^
zdF9@m1Bq>ZMjY)Q(z{=UdZoRlt*kDgbg@fur@V3buYk>vaqY!*cDCLKhz*9*csy?`
zPwQBIIMVz*e`aoM?<0=#7`{m1j{(Mih}Is{TQpxUQxeL?^HK8!ox9J6=V<A`?_G9_
z;KsJNitkfs*eA@e4sv^L`g&KC*?5Ol(betkZ)Am8zHN=v`_-564y_myz5UKW$UDi$
z)~VBNjY%Wi=DQtpyB&6q^NPZ~@m+<UK#)l&{uMjFm-yF?%i`T`{D>#iW@x&FCyJsq
zyVPuN1bd2KS7P>v_iZavU0=dl<-@`wXx#$hyxYWDqFCI-xbqkd#WVMM{{Z!>{{V$N
zTNS5*_2jyeF)WQAmVk`0`d1ld2DPk{b#ok1l3C=JI6mA1>MK~r+mhLHPKDk_)NY39
zWaR<u4|?k~ohJKQz_yDC$dYE^SD#T+*=YJCxHp>ZvatRL<N#x~39i#gywR*I<FmBC
zv=F9onb#*hNvx*Z*tppa&^$X1hZ{&+&AV}immLS7_N_~m&8(TucAkF<Lw{xE@B3Z3
z1GtnLhD|~_BXqZhSxYIyZQ7$g=COn(<g^=V#Vs^^(4Ic-D^_VChRKZJ1ZGuc$KCh+
z1#ur>)U793?zIbRY%#;`FST*~(}7xM{@!gq>SUH}QLKPzqE-sn$KMKZk@T(c6r)o~
zF;bI?(BkztueA+c=gNc6R&oQN;EeUnXzAV))EYH61V#r;o|SJ@@jdR7Wovf2d<&-B
zjHS)Hd4M18pGNkq8;x%A?Ln66=0$&*K^VY2uqoP<BV?{M&fe#5Win`%jcod`2uMCy
z0g9jYeJfJl&MTcgFQ9+4D-v5SNeA3ll}B=ci*8^?s5Q{|dt8#sQA24VAe=lSkmJ7<
z&r)_?;<3FnzT3IqN2fleV|Vr$WR7T}%0>XlVb9~5;5<-8rk$rle)1c%EVHD*f~<K1
z--0XDbp1jbU0r5ZhA1YFY5B9c$>Tni!u&wL(e>?L%aAMEw1PjhMIbvEj!ztLXu{T;
zR-3yg5g2n`3q#IYc-2bUTdD)eWlg!Pzp=IR6FtFI+<sN$_4lr-PX}stsk+u^?_&*(
zs&GP{{PnC@?WB*)O`pAvMnW@yPER%I#inrBY&unys;(ju?O<^s@AzW0qLo^B!{A^x
z6kuTB{{Wt9takGfcgUdj3(gHoZ>BZW<>QWNk0%H?0;pCt>~HNRyt0dIYdYM=y`tbS
z<P46P=culyQN8}p(ah_DI6|kRDd39X?a<ijmWa`*GEE);?axzPSBWGM_+6Ns08^9O
znom*e(al`WVYz3wC<?FM94}7!toe0GEgnG<0@C5tQGQXHf+uM*p@fl<)N@lZNFY#W
zSjb`(RC2?xtm710ZIZW{c#%BHisP1(9FK2L!m{;v-b9PbjrRF~DB5~gMF!Zc$c-Zt
zZTZ1C4gP(zQpQ6P$e|lxEQf=~*B{EdR1u4l+{3oevNszRZg_dy3y-H-(6`aetH|p*
z#lNV9a4Pf@`GFZkuBCH;GQ;#g%C1|iGY!!wZ(Q<6^T+90#t6m9nQ3GY<zrdD-y5;{
z)s?uF8Dn9Qf_ASM{(sW6h>bwsIskfn!}=V4wFHrWrrY^osby>)o4S5~hHFHUAcyVC
z8w|qA-`~M3K7{1{L{$seEN@Vd%93|%{{S=p0PC&BP$XEUO|0C3x9@%jpVF$%x_dcY
zhFLmojdI_R$sdrSR%*bmo`)YDy!KbIrgy|yaz{clUDt?}pTTl0Y8i_z2mA`M<?!|7
z=gf-Lts)DMXMLw5obBYA)09NI3}*J_?k&I{yNP!0C$>#;@}$k%Z60k2h|A?L@?-~<
zZuMYXLJyYVoCDO3l*iMixS5BN`%4nJ>Ic@fVbUXLmMIyF<EdehS|&w`Bsd%Gl{R<4
z=Bq~o`PqOnG5f#_srriOE%f_)DNevkbCOM3X%ScMs^dJIb)m53xscj3I969xJxIqN
zg<XmWqJYD3FP@!-GmoW9_N8*jj9llE2NeK<;zl6?sLx)sxtRG<BfGhZ(jpNUrrZt9
zkyUi);=GJBN+6MPa)YjGMoj`+k^9-$4xI5)T4?cUZ~M87na)8Ko7}Zy8(h*YqqF;B
z<W8)hu;|(2Caw5seoKt?8-JZotq^pUQ_#qt&W!;;j^O_QyGXlO-B&1~K_erYcx==J
z^w098RtmdONgnjU6O)sQV{y)L^`?UD{8%6C(s^S!I6sbQg~czp5H}O-IQ;2$xEaV%
z>73Jm#{=@G9-Sx^${K`uvU1ExKBk);x@?V@WrB{TpQuPa#Bw{1De8Vj9>SMUxvw5J
z4tT``_Qgb!2;vOvqmJhl8q6?4hmez;k;ms&L14+p6v9b7oDX`8GoMBJb5WG}zG6?-
zkgQ82$T76;W#|P#Jd!#cqiEapr>cN@;Af>rbmlnNf!cwYwh#%eVtHMT2SLSaM5!78
zpbE{?N&757_Zh2@lZ>93=RK(*lOLBHk_V}!R}4CSbrCG83l-0x=9PDm_i^q{DS)B=
zax!u$<;Q-M&7}S2{HjDn10ZwnK#Di+TFzjq*xGqKR2Jyw)-#QuDC<{s0se_0{{Uv9
z+y$v`?xufAO${DxdH$8+Eu)>%f%?~~0kyEB01ERRB|g#On0x;FC-ARM5@Z(00~IkF
z9oy23;EZ&rjKJdnpQRx(KTII15a}c;cmVqoRMutw(+unY3TneB-Onf1si+40f;b9j
z5rN}*#LH$EI2!;YLEFBMO5;xhHP`sa{_@p-*=ppRWx|e?GFK^VDB(JCYhOx_4-o8K
zf1PFHn$^=u62t!Zp)ExwbY3yR(#8)Z>wyY$UAK!5`Vx-6H%jD$VDr+ddx{T2nHA9K
zOcK&D->qY`1oW$EE5j5>xCD%3_WIIWjq9=3$$Kn}sgM)^02Q14y*tWQ9f%Z_E$^Dh
z`(r@+<ezkkdIrcfmStlpZ&R9XVHkHk2TjyvoRK3d`>$%Xb#t~NH-5Fn>6iZiX2^GC
zQ~lnxJo>qQB2uH(j!hiGv0C~`1@n={Pv=+ebwm-QVolpX%BcRel<d>K=W@oSmN=eb
zQFgBwAB9gbe78d<yPo1r<<DP~dQuTA$8)hK-ltg93XxNqmd23+!Ut|?-cip=pKmm$
zH4JtuHM+M@DzjLp@SUgHv<Ty^SCF2<gxJc0+sj5=<xMys9X~pIXSt+Ln}ODy!ox@v
zJTQ5KEOAJYFg){CBaFEKoKgeSz5+&(_~Q2*pX}K={{Xg;QB!;ggh%6B(hh&(T;u-$
zB1c64b6z!%N75lWcAaSwNuS<G2`pH42DQ8;;A>d4f3@n?;%lpb7$#0*Urc(}E2&+#
ziabMetTan+2K+-19-S*f4O>@%fJ?{Nr#K|yu(RdR*F?=dU&3+NZkpO4W9zi8NT|Ft
zh;?K@pFYRhM_>m^)*dxkEzEP+t4LQ2=)h<2seB<FuBqbq%0TfEZ!6<G6OaDAN^)C?
zr1my-4KfW{+`&7tsBO!)o@<ZP{5dwCA!Xe0^aR&etZEIV+pWOC3oaY!&2oCz#H)L#
z4Xvys0;hD&nIq^b=gi)MjjS@(+eg`(y<kBnbXf95SH04#^&5#&%JAJRc8=t<WiUY=
z{PA2(#l$94BvL-(&PeNBAA~h5UR?<o0rn||PksmZRJgRRG{x}ug{^Py<hHvqNF51B
zgn(i`yH8O-wzcr({JLJW67Nm8{{UBcX!&^Y-B0sVNe%2KMG(y1W-tN+yQVu<jn9X#
zwJkMZZ7O(<e|0;+WBd+rkwS8BQM*{-rPA5H({*4>_HeoRh{FZX1di1m-k#Qr2^SE|
zvc@FLZJoJ251|#>S$s6rADQlwB|msZNyzujX&(!CQ$$_bo~08w<fBQr{zAHW9_^Vn
zdBvry*OSKux|1WE4mx|+ZhS3p;@S%+H!N`lX)%npNhkSL_VJ&FwAI_CX;NGfz;;lJ
z{Y_=w{6yBKQm{vFVuWOEOtwCzhsqXa)vthESAFfuM4eAT{OVW#0E9C`7?O0lnSX^p
zcx!}ftNmU~-0Bm|533SCEaI=*XtrB`mhLn?%VhqFDkV}VY6kts#7k>&vq{m^V}SB;
z`U=LA#r`JMF5-!9%pu$bjuqGm_dRP)9XmsS27CEjdO>J^nWtOYTDGlg_B)9sQ!4Q+
z1qkQysP?xjklWRvoOl{xASUR>p~{|1Zm&4DO-WVuw5r@~C5XlidqlHEV{B!fHjyLb
zqOM8ju&O7-+HO8g7Vb=X+l*Aymf95*d7dVf0y}{&eq{sXlj=Qv>5^O}sz(fSviU=4
zRcxI4XWG3QU3$Xg6gmaN1Jo_J&1aLRoQS+7K2Jho{{RZc=9jU`+G@=Z1q^IK{{WVV
z82+NRtvqF_S+3h>f+7CJx(xn8tg>4dReuXi3FtOsHOuQ)Q>EKNniJW^8|C>(Y<*2%
zy2;fYd>;`tczG`aFz9@)mB{#mRF_w~YpJcG^W2t_MHmcyNE~P0sQJ!{u9mVe2j)_1
zV%JZfQIB=5ojD)ugU9DWj3UL&CMSnHT|S)g+Fyet1mF|NTJ$sF-8;lqFwJEoe`%Et
zSa%~B2hzOa_rsUA(D~OEQpX=pnNMG8=zJ#n--c~dR)QC}wKD~H+#JL^mmRu}dQz0s
zbxfrWVzsu7b*6ZpD@&i6R5{w?<@U}x*6s9<5Gy6XY@q@;#?kp#YvKpcFKy<#lIB0{
z4=oIK;ema`Z~z>f=D2NE#`{lUJ;jW%D=tRm`BWa9<E?K_vXn*awK=ONSMd#ku2BrJ
zsRM!5x?dM#{t;P21C7bh_RVrye26u>O{9`0Q^>}7>MO7DMh}J<msJ@~TcGBy4)+yg
zlSiK00?qrZC+^AlhDS=a9He37Idh$W9x>}wE#(tkc`5tARNyaqy)W+hxVwT91~wrM
z-;mBfIuc~IkocZRRFwe~j-=wXtR6XFlq|rIhwgMdcNL2SOLF0DY_6|Zo~|%IAzQF`
zYgC;>G*MZQKIk|j@c#fB+M8+WWj35_i@IXFX|}2r3Ty;!=eMUL^r@~Qhz~MZ0-m`i
z{{YwhD&4k-q9l!{oJNWOL<5|Ew0eCid12D@q~9pFg_LA8@4dexTe_(n{EhBq!@5#h
z*4}5EX&d7QkN6Si^{IcdbxAJcnoGECV@1Zzq206BBz62vRJ`%#n{OeG5p{U|kr!g;
z@vM2gU9a99wziPjMtw%+BC~ZH*tG<8!%DV>+_mQU`Q$t7jPut6uj5eM_@6}5W7saC
zTz|_uWXbwuR~IF&sj5g8dFHrd{2-J13fZvmCDecyfglIGr=Q4V{&bsfQL7Q%c<=2b
zrJai`ZNZXr&OL=)xYRA=@Pro8GRbkfK3AtEwHLyAO@v{!8?Zp<ZbV}r%++gnt)o)V
zMyi=RFgtdsEag7bRhcAWj1CHpy#-BeER5<>CTw8tHL3lXZ1<B~%;zrT?N!PA>S1-K
z+hrA0Fdfe3{HsM`9m+psySQdx#|N&_)A6e@=%}2`Rge2eajN>CiPF(gVYhi%xEbIN
z!muXRwL79um|+L_V;HRGRxm@1TRP`UOH>|fA^<;)fFG4-+<2Euv`wnUQaT8i`qv#O
zl2Tepixbyz$*2rSr|%9uYZr*V#+-)L&x@`nm<S+P(41wC<67Ev!(Bkk@4iu-=hC>a
ziX=>Aoc<NmXrC;tpYHzvTBym$maIQn8PXfqdj9}AheCON&pNAPmFFDR!`Pio;<Qv|
zGC1LS)E4?&x=r2Hw7`NGV<VhZDK2Xc&etzm?qxfevGp}!R|7rjwYzN%#(tGLNtNVd
z*wvEsCLIPv3`eC#WzPeX?Mbp%=(|U$rcK9&6xk&hz&WQR7(X%HM2ojL`A=>sfth%$
zwwM6mW0O)Pobs~B^6g$QF;eOhqS$OXEyp;k&GOqZ9g{z$7C~|Zj3EGwk=)eELX0sL
z3`|UFPdOARS5inI=e+<<C0>G<Skpi(epM&vDgH}zau?gJ0weQCV4+FRQ|VA$I559C
z`AOof{hBg&9Fy*93zP!g`eSL}P%@2)VQUW2&fdMNLL>!#Vo$efio^kBZ^!Uepa6`K
zf@rXrCI&uHif%dSP7TtS&H%|Gs6y}oC;8Kqf!?5Z1$Y_HttR)|jDhKj1T#``_Blpz
zk<Mz3^x`cxX2|~lRZrCa0OQU1J-Pg8w@^ntgTd3xLOA+XQ+iyu>T#YDjLWa@&)rsP
z^Z={RQ;%BbbWIU7%fld$vlTec99Ku%iYc_!$1T7&P6jE(y=jDxQSV632;(NSAah8g
z9P)ZqILJDK^ZYzits5}pfGVQG9`(Rx04T}LCNl%Z4gQsH?HT@c%f<=IV!9s}U|zu#
zeKvFX)^)w0WeeZEODSlIJBDjgz>x7A^k8TjV#wLXDqph601Tsrp%V2jYcrdbR0L<P
zJ!+5H9w%g#3Kcjx9V;^C<(}&#pOo?KQ%QY1(lZx!Ey>S0HKo%;+Qq{PsmVCUy=PuX
z8bt`ekU6VKr)n2#<}_@n{pk+D_-Cz827rvf$n7VnjB)wac5Jw`nT87<Kb2dy(ys0Z
zVII}~^PCFmA+Ul4#Bs$RxWPY}Kh}uuty=NzSxZV6_h6jvZqztia+JB5oIE=INGULR
zf4T+-=T#-KxU_wf#zr{LV_j@TBMauf=kAC>H0#t$%QJ7Z#2XyrBv!7PYeOYbr>V$B
zp$_3waC=sT?u`|-w3Ej(uEC$5_^Oqjov7c9(Az(k{r34(ekQSSX1waeV6JLp%bX}A
z`VMPe%foT*4Lt2TFI9u?kE@<5p|#SYK!zw5IL9Z;9e%EQ{uN4-WIC}&3dOk?!4(rT
z16!Ubh8sn<jwDrLSey>L*EzZU4P_-}X&GFba}}X&<ddMyM214cHGT}K$T&465hbe=
z^I&4FC8T)GN});56)$Q4tSuB0d8d7uamVXZ`qKzKk2DPQzk(S50EEu)asL1y_x}LV
zk<m=}9IQNTcus%h9Q}Xmq;yas<bDCLjwD67oFHBTfGMr;{?PK5)34P*tT_CAtU@`C
z-IvqLtJeNH)$UwJ4xbFpdMs$!C-AOLN{HI=GPUmr>Q+;T?0o4V+n+c`l24`wO4ayj
zquyC~xn;TYn0=a6CDe=(1_w3L>GwV&yTe@A>Gnu^neH&(_sAsHtamcnOTHN*nsTh5
z#}i{Dd-7_nHmt<CcSj%MC=R1+_IA=n(}_zI&Q1Y6aa=qe9DBRdZx))bI5;C1=j&Zv
z^}U9T3tj40_bnQ+-}YtMmM5l1U(T{8_>FA}?9%kEItREs{$Kri=ub^d>|eI{U<nO<
zEsd{op^T0B3fhOmJ{Hl_b;~`$1O8e#g+C$9dHu(Vd_$=*RFR`o&LU8PsaxC0dwI70
zd7@w9kdH9u>6*>5l06yxcj5gCGaiuy5fR7wBqJy4=bGoPz9DNmtmQQ867nD7e9GUK
zL0MN?Plv7J0!?b++dP467aysu9}IY-NYHo1Y$TCS&h5A6<EBqx){b`-bTpGWJzvCH
zz4Y%D<@LY;ikMZlh4#R#d?K9SXVmqpTC}m;YO~27%JWFh%FXuyIqO?GMuVc<1pd<3
zqlYJ$;)t>Q&lH@ryBf9ZR`9LGoLbiXLPSInw$Cwl24lb;)!e3?px#_XKC3dB6ct#D
zVM^zN$Kza&i98y%43lWr@oF}%n~u-D7qeDcYx2VsVB5y>MFE6~2174A{dw!`D7P}u
zE_+RzY0C+Y#ciX71^@v@KR&fu<5;qZj_Zq3>Tm!marsw=rlebojokFw*sCH-O@W!N
z5l?*aOW6yZ9>9D@r^g_9Zq#Ff6AV8=SG0Y5O25`^ZKIXh<dswI;2vwmjFH4Ycd0NR
z?J2I4z;`a*G}2JrtgH5v;17DvQL-sZQ_^+&rqYe%(4b=r0IGhVS0^uyuSgqg-~;`p
zEnA*Bkfolk%hg<eF<w%-&mc<*o_ecQ$~Q@potf<(9`OaXv1jv?x4B*(9Q5}dqP5x4
znlZh9cncs0s2y?ZULbX}wYrYt5b?^GD!}yr0P9z3mlxh3@b#9xXM7-=PibO!yt0Z(
z<N<-)4n=a+e$Q6yjp?|(4&FspU9EySAQRUfl?;Q7He^tGk&-Kv(=PR`M_9AeZ(&<#
zBen!Y8+dTQ<%g#uy>zyhu-;0MT2B;`HwuWsiTtV*le<pk%AJ}|sJ~#fnSqkp2RY!F
z#Z4W>pp?QcVGOOb#;h_A(yArIORG(39mtwUm0j0x*g@-zbRgB+cx<CDBr!sct@Dzg
z6+ZdtLXwgvmd?e+>$ySCzZs}51dVkAJ`7lJz+~sxj)Z#}WV)raW95|2$2ePY<{mwE
z^!#y9e`?>jBGSOd6cS!ySmW1fXZg}gxoRyKw*F3?;@M`?G~x_rm`4~SbGJXruWFjr
z#=idmVU?Z;E!TU?2;S)V<9NsCip{sQp8o(`yJo&n%;8-~@|lj$;Rk?6y)}wj-!WZT
zLwO|@;@!7xP(O$chu)e_4(918D>Dw~!*}uC!++%@in9hXL($X`laETj;ypfnOT(XJ
zw*jPPLC>aY?v>*E7qp7fNu!c;i)iD?%a%KL4m)Qj=}*=52()_^x|tc#94^@Ul76+_
zgOieNqmLUNR+2d#H{tO`R=c_?*v2CrKN{(5JSU`C0Ly5yFzWK0*E2tkbt|UXr)jGK
z_IXa?e+tf;U1L#f-s%#!{WDXvenPvFI9s{jU2A$yl%-|5g)#pCEaT+<La=Upbd8m;
z)80=<kl=n*n_=NAxv<G({Qm$PzbO38bXL9%5dha$NPu+_5B-?`0EG<*<*s#oe^3k!
z(Y1}btV18IL2cprr#s5cI}`Ieau4HO=(o^x{B1!zgV!=2@TX0!F-?$LA}?*&IQ$0{
zHbY3lvhYpFAj;9gJM*~yLbf8&G+j7m;$Jzxx=sh=DzvwES4a1=IUb9EKT3q4KU#Mk
zjdQEpTQ18RMM3NWkJGJEpH;n>W6tu__KaexwiYtP9y<X@Mn?m$tst>R?E}KZoy>Zc
z<n^m@e6XfC;;LUu91u45P)0Z>ntI<``C&tu8v_d(mOtP>Izu^s7hX#Xq%h9vNF|gv
zOq$2=^B*>5B$9EGd8P3aw3?;ckU`#h(>y)POZZXLMvkYvtYsV~58fiFr_4s_3vtOk
zD(0dK1PkhGJ)?~q=XY>A04tWP9GR?Lkt3{a&i&s`X`Wt5AqmG!_o-mGjn33iG3!<c
zmnU*%Jw;lgk|&vze5tpBQ58Yt0b6=oY?PDJZBuV7L%EI#;Ag#F(ueO!{{UvTjBF;&
zIrS-YdzddGP+A!khrV-L9x3rXmx&U_?!qFsI||OBc?Y#}`s{Mt*ofd(X)-=l9G+^&
zhHWRdf_UztXygPEt=ANCE^CXK^4Pg&6~jhMi?p1anza;a!zGJ;6nVQczN03Da0ddk
zCgqg?bBqDlQ;GJd#DI!yk{lkHrXpR#sWk-Bs08gTj>4nb>;?zxic<;TmgIU+1uabe
z<xVlUjw?!8qF9<T<9jXu&o!H<#-<cg$t*qU%y!8fgq~SJ0gWUDq_-tTSOJcLo#i56
z<0syT-)iyA4B6{cOB^2q0OFT;#yiwtf<+GKGtV^aA?8H{42+)DTJ^xRkduM1{{Sje
zATAgt2;(NI-;MTi<(uv|Po*KD_Rgtg0W1L6F;XPTN!qM)#!2F!f+ZGlWM||Zew6sT
zPz1Y}_s7zdFF8N0JBnj49137LxD?&g$s_@O_TPL|EpQ0=a(_wyZl>Vak?KJGX~XXi
zrDxyB?us*vu;6`a++?G$ExYP5T=lerG^e>Tj6OpA*y~ad*yPk+W*G6vq=I<vQ+#e2
zaz_WDtD=&E6!$CufO`FD8HPQoCy`_6f@-{%Bn+_%wWB7*hnr~ak6iSu(RztJ#F@wd
z0nJpt)a;rvjVnlfBjfd~v#4zaZQw}r#^&VIIU%IQ)yTfN6DpN(FuZVo8m|S+aggkU
zFyVlvNhGs#BeQ!{YN9icIW-)`@|GplnUC&c3+`&1lS?_wk~0I_wJRXbd(#wcVofe!
z<tDSXx0dZAnQ<BG&2-k*P)4BJ#|&BSK4$#Qa)HS`fgO((YTHwm1A<F0OnQ6PkeXYO
zQZ4LtOKyz)8d*D&%}mf@Jj)`+gZO&?0QIXa{7nlKh6wz%AOh?&&(Kt=0G?>C95l%x
zMcjIfXCPL-(mNTdQ*m-8c~OSjSXx8<_WuALm7o2V?|Jrz!D87ZcmwgRmA90xcE=oJ
z_~&q{K8iW~>UFYKkIa4Zul)3w`7sZm>T2zCH7gnR>KXP$8%n_RPwHymf=&Bf)erph
zjBaYUkh4d@-503+)L)t8)RCh7$dt%`xf1MA`2FMcsz_HVEuwD2L>b5Y^!eNV`5X_%
zteBAP^O(C1ivIvP{1k90(@h1Uf2G_<3jYAlIPuTcqHRVrRTk)|2*}6I<b4NE#*3gY
z#(`8ks;H~TX^u$x4uZM;bHo?0-HU4lCn!I7S0w!^{>PK|mk;GHtc)4IE`p&=LfSSz
zWVd^{bAjdakE>M4-4vg5jk}iaYmD8zhC$RnZ^D?P)Qag(hV>m+QI_K664@kdk)7x8
z0-)Eln@uq-qPA}`W1ll~f=A)nxuplW(HSEhR}`#ILDrLLP8bkRsHT9#^{kBxP>kTQ
zIq8bBHsIxez~kPjF7D)03$b<t<NLG$qq%Xx7^5JLD<r&%ak!eAJD1=df{-4y@JIef
zJJ0(Ezy6Glii_ZMt0#?b06hNyXF13Hw2q2kZtA+%hi%Y_zRrYtva$Stu3mo|X*Pj{
zm6OTnP7oU8?L0X&H=#9B(MAu=v4c7MdRL|B{u=P~P^`9=vC7;X^8D@k@GA#CU5&X@
z+~ni&Ux;-=Q%$e~JOdOZi2P3#e?##90F7=nxb98Kww+aq$vf{DBaj!M$gc22VPD;0
zf7u)Z_;#!ML#&tak<_bX9=#7*#nx@;Qi?e_w0m7=b)KNCV%%MVwlc%t(xSQWmxc7(
zcDS0`$ccE~7@YeGcD1NarNeP?Y^r7RN-p7$GJPwEzQ5FU06y7wETD8&Z<q2FrA}=K
zfNF22O*#I}ifEx6W=F|CLE56xv}mQ&*gUS`qLbxz&pS>k4a$mC0lU_uw3b_Ykt|~k
zf;06PsJlg2$)Cf}g;x7R7H*gv*8ZcWSa>tRrVE>NxYspprZsWRynTrG{(psQXf{@s
zcC&bkSL08z<}`2lZ6{?F&c!{)h&6fqMX5LsDL-e7jO<^hr=>n-_Z^NZOBrBtBm^<)
zO-~JrN&#6^9@W<BHgU@t+A>cWu2Myo%5030S}9!_wPSMANS5bEzIWPWiBoF_BdO=>
zSkIx{_Em4jx^EBPEyjzg`l?6&0HIR(iHweOQl%t2CUI9DU_os(YK2c+VE%P0+1||>
zAWX&8c@?{;T19xcZWwf6IUnO#@m$ZQP2}7HV(fiA#cLXl+7jcb66x1qV8Tswo&vO*
z4;$#^qh%jzOy}!TLo`yttriY>+zoE{SsVTmy(=dqT_+!nWhpnKE-^X}A1P}MYyeNp
zI(<cWgTWwjb~oi-`Qs$aTA&@+e=%GM)1?fm@h~i*mmnOe86T!9=TSl`;R;fl(Hu0p
z_Y5lmf!ezLH(AuJd<i9`oa~4%0g*z2eq}%WO=yh~oP#J-Tyen7YOaxQZKA8B3nMkj
z2c5b34l9PfDvMmQ)b62|Rc`wiZuQTycv{-kC5!DZZjpJ4zcG!6%zqA*OTiZjVXn_|
zmahJCm|#%Da+dFt><{Nm)oq~rJZ3K_EISX#K2mtdBz5{#pATL)+u~Skt&&EW0br+U
zp2Pxco)U!NE>*eNTMcPO6V%AP*6wuc%ll{oskmZXAp5<KKD9<oO8#=DSqN1l0P;Ut
z+P}ZG)32GYY*OfNU@+lua&l^nx|W@A<iVjxNjU}ODl4jl5|6r$I*?T5xwO6_x?M5_
zjzbfGcaWo;o<AX3bNH`RDneZ{vCk?1JoOxQsHSV1sH0I}(4veo#HF_k`t~@fp@T&~
zEVeiMyOT2i04xgWjTZMZsfmV(7;;=sayJ4?u_2g}bM>ig<-4+PGB;fF!>;8&fvw5n
z(t>TZx48}LD}(&M#<Lm2Hprvg*~a72x)mtfQ<7Dr-i1AvBK>s;wl%`IkYxZ;e-4$m
zbN!{QK(O7sF~ObKQOP}xWXf)tB^!8DVs`W#S5AwzGz0sfRmLf7XC~g{dQOX^rKz6!
z;O<!&HgDUI4l~C**2H>_mteTCvl;bN#(xvdV2A@s?m)?El~<mplUH_4jVX1zxk=a(
zAbmMCN=amyvn-Dx{{U#yBO#QxIL<j3r{Dp&{Hy)qa45SAArU|y(wtNtY6Eo}5+U6&
zAM?y)etjuN+N2z!M84;7qy*rAxi|oKJu181#I3YBcJxIirAuLf<`$8?`c&wmF@;dS
zK}`Wr{i%n`5+-}O{(^|@UUl6p?!)`2HjnYEB}tf!e+d3&oe0EA2fy>DVtI_)>sTXz
zd2y=Y$30CtFiHWAKT4YXf1{lG(_=V~oD7Pa6nVFZSe;V!KpaTi(c$xhFRv8`h+K_o
z^CV!(YE2A~lQ70Osp>bevv8r@0xF4Xb$q;sj)N6q>fUWb%3Dy!ZcA-AAB{-{gt4FW
zo0!o50ChfNS|mlx*%}sb(MDOi=kAJ@6u-I3#v5tugZkFNhflIi#w5W0Ioy7Nsa*J`
z&Hzy)X-NJUmumiWv_Y#JG<l<o&bXCBDB)SRAEjvM>-)wB8QWaa_>z0elz}3SD45`m
zr2aM0>0~U<0sb0k+;*`&{p@;lW@5x-?c?68Y4h&$rsQu5aqGonc%5-$5GSm;{&i==
zO(d2Q6Cofz2d_#1)R5)){^;vZg-!qf;CCjMX3}}*-kbp(lS~Jkj{g9aHF3Lv%^RrC
zdSsH9$4paMxTbEVJ1z+72<H?5R_(VmVE+Joe>&2T1z8EKi@p1zDmt*oHKUnbb0YvV
z_eVd@k_J3FjtS~JQYhMiSLFhvRSdiUDLkRv)!3HCjjA$Pi9LlFBycb&W<>3pPc)yU
zF%DRUIW<>M0c@uA2x?O)56&@+9D3CaQgF62?HMI;`ie{mkiV4}2aSXIQ<g#j+&~?$
zY6X$Jl^g&NW||#w){;ZHaL#&;Y6qC-?_hgXX(w35N#?Tdb!3gOL1XPtVH&br1yV`P
zLidRrW=1$3_0L>tlDPR)DE04I{{U;ax?>wTDo+YK(sM|t#^%lLu#C!y^K;l%&YyG)
zB1vOrXTbnC82syqIgFHGK?fK;tD>6OXOB&di5YHidjXSN)gLmktW|?r)V4(4UO;ET
z=aE%3T}^GQ<&2ZK%eVpbtl8shsh`U~F7ik<3?ZSBm8zoN$Q_Q3O<Li>3PR_<Q(3dk
zETkDEX8M|lIl!j|2dxdTvJq8J)|^f$Fc*<c9Ga1a<49!x0QJ*|9gQ%6PdpD=0C*V`
z#zF0xP*iXUqX#)W&;v?mlSou{r>M)}n`k}FNbxjdB}O|iIR=0#y5r`_80U(WwL6=J
zMwQDl5%Xu9QZnuZaZ_077gw#a(%MN${_5~Prm8W!x)Ym9#<rcTlQVqScV!9>Est+X
z=&f&(;$DHL+(43Fn;7mhz^+qJ@b%u61an-pK(WC@e6oFNoELXitXe5Lf(CnLwo`F>
zm^dkHdLNr=b0f;vPB=d{)nCS=Yw0dC6dbSjVH;F^O>(+svauOF>wUohDH4K9pIYb=
zOUuYsbun1L<2lCX$MmgKu0){L;!Ok*p*PdUiPvKHKU2x5t>(I)G3k~pvHt+iSw2zt
zR+8yjZkj&Tbs&+tnP+U(Sv*SjE@08@WV<7c+jgM;06z2y5=Wp3{{VTZ+`Qy+QBKq!
zT3NO2D@-3|vWQP0;74va{7qDoNxr;aH(S(%arH1lZ~*krPv=%`p324|nsuT9{{TH)
zV?U2m_)@s-)MEbtZffzjosB--x&%04J^R$wT3(rD{-QR$xbE-D{{V$VW|Hn@LS(v=
zv`8>NPTyL%Ae2Y`lPao@`FFP<er^5~uDXuR>_@4=9-|+XHrBc5f+fjM#<HaFw6R&w
zaXje0TJG4RC-JRB)vaLLZ4*Y4F*}tx+x2hr^sK#B=T_L!&J0$~)5+yreSgOloZL-d
zrPSxua5?06sF?iO8T@MUA`#Q`qDxg_k&#$8si{edu&7uzc&jE7oO8`Fp(l>?0qLIr
z)c*j&b$m+`{{RxnKlE%=RG$Hqr;aZ{>;0Q2{)~!>0O~cZ7T-~bvW=2~och-#XQ)k~
z-k6MvP#>9hkJ7m-?;7ig5VW~>XaL~t*vvisYX<9BH)InI)7<Adu6WaXGe;zS31@!=
z>;grVIUTvH`ea}6IJcPt9BvH6;1RU;{Hy1EBgA@+lQ4Trmr<OR&U5%zr}!7gSK8l;
zH2Vpa6&++RwE*3S*!tFTq~gj`E%>7gWp+<EpZ@@6HNrj7e5gMyc78LRA<{3UlRHHG
z;Ai-~E0@xKAi<}i!8NouF@b<y5UvNN;ab#Bp)hEms*KzmpRH|pdrOm8)uXkIw#F2^
zvUZIIGEHw?YCah81(b2e<->C}0%qOID;~pdTFUW7>i9cF{{VzzOq5Bh>Hr(tfyT)D
zC$|TY?^#*B3rxuIUauF3^;FWd<K^gjcgnkX^G~Vz)n;w0wMG<hJ%v)Wdn+4Z0Jw{A
zKQSkgd(@)p2kAUV{st+u)`84*8XcF1-XSijsj!o&iE^NO6W+4?Q9hBVl!Hps(hGR=
zx<U@=5BPst%o0V{%#8gUQ^Tu#s5gJR%`00`?ut5mPiJYWAU}R3Bk(m|-uyEJd;?t#
zwUo0*BAAMYTxEtcRHX34LQgVToM8Rf$MvNu&|8|r4OV+19jfC!ewAM8-Z|kY>$~5$
zt?R2RYh4=BSRqi&E1@UmEsS+Fmh4FRi5|dWrWI4zw}xwTl8eu@y8<%G!10>&{{RVH
zTBD`J@jB`dk2M*|Do6L0q0;m#O;<*iNl-;{CO%xls^E9__N^I~OD#R#X`^OH$R;$}
zymuY(U1?oh<Cc!b-R<GO)1|wglPZGTb?4HvE}eYXe3*z|v&Em`A8>Z61H?9V{vL)i
zCi{kr1&LU0CpqWRq?UWVR^}sVb*I`Vl^PXkR!K(H3VPsn;<$0Nr&3Fl^zap_(~acG
zh&bFpQI1bx_|s<8ETPfMd7gZN<N}CypSpW?sm6<>TLC7mb8~j%ow7`r{{X%fs&?13
zdj#_I`w*ZH?gby0Cb{F6xqL@N^H{HeYGOKSy0k?ihC66qkn_0CKAmdCpNDQOu<fm~
zI-TDy$~dbJt6txx=)9<7KiyHBRb;hHmywy+obz6V93&~ORF6LqkE>c-(q(Z7({7qu
zIc?^dj#=I<#Gk3Hi1p1~;{l9W?piQM<y8bu7bq1#KAozZ`jw5d6D`VQe+vA@y3}H}
zI9!|Dv2fB{Nxo?VK5_CWP(Lb;J428H=O4s+n#H>DOiRV3t1%zNDgJ`7ZoEOL+~gU|
zXn%%3mYu|Q7jj!#uxYL%j~zyNtb30Y>97JJfu(W$T|ZjnWR;|Bu`GQ}P?#_|VsL#a
zHVE$Q^&zR+PcTs!Wg~5L=s{Hf0CaV(3&Zh|r)5qFBx1V3EyT#7NQH5X4owO|WtWj7
zExtrSo^pAn8=ctlVU|z!v9x})TSAIU?FIAqm}J$>q>j9McC8kmR`RZ<A2hMTzLBm^
z=Tfbd1v25JZ|_KRRuwjk0Zvr;2+j{Q2!=HQKu`b~7!@D~7&NF+69cYKT7M)^0(2Cr
z4s%SFXrPR|@+vQ@AL&(7R7t*DNMxCT#^(7~@a}&Kpe@O{U5eq3(Sh&HME8(dM50+$
zTl=}mKZQvKo2p#4=^x5Y>IT92oRj)hnRLB6ESt&Io4Q6Z{w9J>UsTnBV;oROc9Fc1
zjkRfRC6~%ohYCRXiS1W!?)2+m(%NZJJd4rh924~BoT_Az8L$g3<AH!P=qoEbm2=N8
zY%S!}t|pNSxsa2S?^2{Gk1R%tzwFbs0{;MSxe5RRRv)cb5|!q(NfUiZq4R8nn?7ug
zGg()f)}$SjVi0)B4o~A+QCt}xYclQn)8(~}bRoxHl^sWPjzZ#DC2i6>G4&@kUbS@%
zCTnB34awJz)s}dvDKgHV{{SEG{{X#R=8^}T<obVF;WY2~{{V>p0JUA_lE1xwpsgT?
zmgHV37_x)?@%?Jgg)#k{`Tqc(pVF#$rbG5f0p|`stxMs#(k(Hvz!N7K=ATice2`ha
zyL!_DhFtU`s6DD7Gf0ie9lBzb5CNV^KD5Nx^52irnn}+C6!DyN;+jFGAmhI@5tTg!
zCrs2*NWn6rE$KiI+zibJrtw#%U?V@3Wz8r0L?EBz6?#jR3_#?ALK7@B?5XmO)gRgm
z09%YyZpHW~w`ym~J*v?p+xHxS`O-HXTkxhcWN><Rs#8vU=+N`Iusygm>;=ur3GG?B
zw7=+#2RR^qwJW=W$rv5IYadv;F^ncTImtAouq{nixL+-ZJr@;OWnwbIuoG2fQVN!1
z(xQ^?dA{_Gk4*7d^Q2!RHLkBALU+lZ_E(z6p5#bQ)xf40$prDAQ_`lA+S#Iv+sz})
zN6i^dhtv^J<#DLks7t>Cucbn!Q6Rt}f#VeE1d%_X6vH!ea&l@JrHP8j*9qozb{zgS
z(A-{qpHi}pOazS!6Z%&_9i`03B?AgM1fI0}tM$6S4&w{3Mt`kN`xVO4)fOhXj9kcI
zT%kM~u2*vwJZ7vlvH<UFOpvL-ZvOy{MtK;fn3~g3;~_!C1p8A#z@_7<qj3%#_32Mg
zhpj{oP5>wAPVL12Ba9v?f-@<=BO{PA)}Bo;s3$o&pan$(f=E7;@;KtPwBHWjYF6K9
zXM!tmd6roK{VR6Q!}>%3F<XsBQPhu;A@wJ<TxqsLsFBE9+fQ`iAc^H;*%v0ato$o^
z84_O26`W+`tDLd?E2fTFHW=-K#ELmf6zTPIz^KtPA@Y<NJNZM-f5nf=D`?V7a~D;;
zim>SVRj~6Sw0o8u`IiS`51^~YX__1f3P3-C1rf$S;79sYt7ju0GG|Ef)tLFO`JM$e
zrm==V0DGCc7dwyP*nU-_Ng1};0EApdVo0~EaCR<u_jdl2zwnRR8&eFa1Th}ISj&Ik
zNBUK)YWEHMt8oe+;+3|6{(hA#T2h7*UtTn=-BX49`~H;LOljES_1i?#F5?<nG9XY`
z<dDZb>sw6mJ(RHvd+TMk9X?gcH`l#uYPL{nb}eb9KwjloZ7~m*+%t3^opYLxhpsfM
z4?6Ph)XG>7As;V;-msFCUD2$0WUR<rT9PZ-Owh-7X}Ij%pp_lD?ki^A`dO_|S+d6)
z{{XT9{1jIszsk<eSGu=KV7MW~mh(I^4#49d<4~$TrMhXY4!%ey7YL#`E+r!?xbyx3
ztS+86ZoZ!+4Eb>!55>R2x!WHQPaMnk^3sJ;s_Vf6-`0~<y*GPW8^$pa%y_{cTBlOz
zN}08Fu3K6!+3hxuSmNLxsqa{KcXyY=Yf0s%e&T<PX2w=F`~Lu?S&C7d>|%YZ7ba+;
zkt7fplmm~-t_kK5G-6f}w*_;-s@Ro)ZX;jJ)RC|NXY;AJ$jgK{+HgD5gpsh}{{RY=
zkzEMS<yn#tvK7J3deOKRrC<g{S2ASqKN=iuATj41GfX(`PQZG9z=NM0Uhs4Mn<xH^
zii$o2f5`EB{{Udu{{YdEQA`eM{d6s2>|R+$N1C~K9G%e~<LOjn(d-BOup{Wz(s-}o
z<obKIrQ!YU3i9xO5`8^Ib2@&cZ>3vlBO>UW1pfa3)84sm-l*EcKe25a?uK7{=DMGU
z+Ef-^H`67KM`p}}o}9+jkm5*~qejZZf*4?r@UDZvu3N@hXeU22{{ZN>sFb8qiZncJ
zZj<Qu(K~HZH(Yf2tA?=neW>5;dw69LlaVBgwNK|>rGGW8t>lv5MdrY>ayIVo!N;{8
zE%8J;4v?>HA~og5$pZfXcaB>fuq$awT3Ce?V=kX<;0-M6dXb8I<x-ZB1>nE0zAKy4
zyfZ$xYjLhkeGSg1ahX~Ga_SFnV^DZX*H!UGvlZ3aOL<{oor2<ACjP*aoQ(5|?JvAJ
zb7gq?&47*>`ST#Q1O@j5_4?pe6)Pxc-lt7GJE)H}lffFy^2khEHl9qFP(L~?ejaNV
zGVL1*jAfMM4Eyx2R<gU%<hEOh-1*>T!;>rIcgOz#T8qyUM+*q;EG1x7NNJCjI(5M3
z`BpC$+R*5Z3eriOJbw+1j7>GfEpk_qJirI!D&~)1miMeu-aBFB$^nev{lkuW)}8LH
zeQ=HTi-d+Q>Yph5&oxs^)O7QytZ2`2*lpfaW==|wI(v~^&a~yR-l)P5e907Tt>$Za
zTWpSSIaAW3F-|%}`0w7etnEBObgZ%2CY=)i8e80!$F9&nom&3G(Bj&4U3%wHkpBS7
z3t@#m*k9^tEHzoZM)A~X`JBePD2v0EXUxQ(X>e3FPB1aWbCJiW%14!NIRyRUxE1R{
z3xBg1G~W%{!wV0;d5oX<2<P)O-|U#x7wuOHh@*($Q4%lpuTF*=m06xed}lnHM+;?r
zeW%&UYQ#sqw+2<*$BvaJ_IAB`jMie|5UCP8#|p@LjC<E)ZuD(29j%}eGK`-sGEe*n
z))uSc%lQMrZ*3G2xC&X$_QM=|3hU)a;c~mVlLeHjP<gT2ql1;Uj431i?zI#a62{Uj
zOT7cOB#`9raaz(SR)_(>>G@V|{<Q{)Y932>l)S7HYhZfwOjj&LVIe!@otPd1fq_q5
zG7D|eO(KOo*y6bBuNvwyg0|}&x}WZhx93=M-`w3fdFPTwJ=wEHz<NV#x@DROW0TFt
zWvWwnmUlR}g(DuV$*vX)j4%iDt%#-tMrvDNNq4H=U0oEK;zwS~yN}ANw1A#I_kJn@
zbEs$DtP_c7Ktx%KVDU^K3VC2zzO@@N(*dnfumo}`%)_lPx3v}#(r8Kl021u4O~$(L
zV^sqg$gW?*<bP&ldbM=LFo2%osaOX>ptBEpxS%NHRxEnGtWy{RGtHcAQQogwNq2cK
z?&4)kXXRbT{3_ztK{C*MAa`Av9E|j)G{XlB3G@|lG+Eqlo<)s)T<#<A=qb^~q*)*V
zn&p?LIUnIvE18kK!#GHw-JYyYarsrabe&3YP0WHQ`v7(feidc4SvF$Y-Z&Gtb5y00
zS)8=9JLj=HPzAGVrdq^SY0TK_iB4TcJ9XP<XB<QO#<Q6Rl*$KDPXrEzfizDo-PGCN
zF~RIOAEiLSKm&}^ivXpVfCqNss=dT=a~y9u8OFiK=hB7*H={5x{`Ftrc_Y7;Gx-Y0
zyla;mN=Fzx^(=oHvl869r=1`ppi~$ipIVer#ody13!Tb;*0BfInn0@K47DxNGG1Ia
zEIh{fe;SEiNb>QIGA!VZ>ra^z%0VrJiu>RL2dz&FDjlVXY;r1ex`BudG6U&JbsMx`
z!MA>M$j=m8su!s!`IMul%11+3x`u?ZW=nhq^cACNZ+2L;o3MROYV=mq1M?h#(-fkw
zqZ@Ww995OPk!o=yh(X<5zK}nAC(@{2t)fhf#RRB$1Des&7&n;1xT;FRZsk7|f%bcL
zUWESuLson;F{QB>$$qA)c$|;3zz0t-{{Skppf=4XfO1^Y>OO|MADyytJ5!ah!R=L^
zc*C+YVUKR~sFIxY0Ce1QOhuM)ijAZLy*J8c#$-6}fle4+02IJ!c6@DIcIKEPCnfTJ
zl<8a`+;PFGvfhM3LCN%>2F@4laV`hnTE8-{Yz}Llmg++^Z;#^6D7)3&RA4D@Owvst
zvo~H$uglFqCWL&lN&|m%a%-F#sbX4k@*c>iXcY{aq|8s077_l)$^7a2L@ri!GTlQO
zbJrbM;8#0&seyEl6NlN8fGaXdB$Sfw%ze!>nwL|tN*&9S>bFy1DF~y|sXH^aUCR^d
zXsFq_sBN;6NY~Qz33V%JE_1R3J4^f4oA?^^u5IOpLQfgvHCI8`H5e6i`+3n}a&VF;
zAZNXF5_qELONuKyn_GOk5VE5Yfzvg-RC!Ef-Od_#9@6dMlnwE=*1^cBQb^-rExd&#
zUYX*mO>w?=b~)U{<oBj-2e%c2+}U}PNh?Vqc}QkGa5$()2e77|IVXxYdQ`oNHW826
zQal_o<0G|m_Ykylusw}$Sh$wadC60QQEGN9>eHaw6>>r9YXvS@*`3pbs?t(j2sCTI
zD&$7T<dk5KdY=9tBI5(@w<56-iV(x7IR?5`2LAv~NfmP@GCvNrQuk$ZC@*OT9;nY*
z0`hBTOz{22q=MzhhTXa`<e#NskVwT_u+}ehpvx0)jQ;=uJXb_5eNH*v+8v#xgcc3u
z*;{=5?j~Kt{VJBJq}a-0L=G+{WAh^XhMj5RdjSWW_cFrAhJ$WNKA_cG-xu7uKVh{<
z2WcGcWAEuzHy(y6GHj`<=@z<Ov_W29IlB?T9r>&>4mby;Te`fO^~96Bl1bdL$RA3C
zsmE&0O+Ai?rk1Bo;k%V+%6{#c7bO^U_vWs_shRFBnoXAiFfgZ;UVS=O8IE`)eGMva
zj2|t^<brT|)kdX=l{=o6(_1PjmvqgH`DgBrqK+y1^$Vzi+S`cZJY~2afUXsFy<TG+
z7LjI7KH}uIE70xRRKK;2%rM!j09mDN-1owce=}VXmobFn%0V8FpPKgIzxxT&q!QTL
zxsKM`%#?PGH#g^2f3xkQZP!;a-7x+ZI}jiDNA;^qa=~_6#fAR>WpF=A)XwEJO-|*&
ze=gAvIdi%3^c6B$SzEW6Bgt_u_oQw=A;nAN+(>fouz$1Go-JTbT<87cMu0K(0k_ME
z3jjXq3d+@VIW^fLl5_TP9(e~WLG4$r^{q2bjF~5mPoTwfm!A-zQpsrs@;jadM5P;Q
zR3j&`N5p;?I%FwvX}U-N#GT5YTI9@Nw?Bcci_a8l*Ws0<5yadTUgEQQE-)}_l5KQ4
z;+k5GR6Pq*ihyxU*ueW#nOqF#BA}rHfO#D%{1d={U~OuOD|0I3bTu5%`F+M{0_3-d
z6oH0nrt`dnasU+xUUDhBPVZ_g1)n+N!3|B3%!hMzsKVfJOF#>>ZO$+#2Q?&7G=zXg
zDoAjTu&84|9+U7VKk%F0@&5oY*Z%;~kx^6p5mjFs-T+7ZgP)K4X&n>+=ne@v$*u>+
z{tB|awwqP8WwX15OR*d*nEprHS7gblTrbUY4XExQP3%A5P5u>=abu=iwr{Q)=3r0y
z=Q1(+FaH2qyyZJ=cRDYr<Mtjb)J56;)J4>wC?a)~4Z%l3t=Rk5ap8$H%W0QavAB`$
zE%L%ScroM=$nU{C)IKEemAhXH{W{e$!Cmc~ZCL^5BhdR)_la+3VLaj(;+3Ks_V)HB
zyJHmArzD$3#m(Z~FPK2xAQKhs$*wC`(QfrS!E<!wuI8J|w}L)VBOS^1>st+|Lk5Qw
z(z>B&VhT$Pk&1o3xoaFD_cW)d^2Z<d(c-jLBh2aiKVc@Fqr+oqExZvUb1Mw9G3s&Z
zYTe}eKAnfvbs-}!RFY5AX#Q2ezPTQ+aV4DBvsqj22QgvJK=mJ9m9eMVTUzaHGe-Ml
zz3y*gF@x`xZ2m&L>X=zdZ1katj9`q}yxZ+T-$u5(o;G4Z5&3EK&!uSIXj<LV$34x(
zwwnM&M;pO&fC0fgR@wg8xF5d1hR#3v=Vca8(|dnGRNZuoR^L3neBIh-^H|o9!9{K=
znEAboyKO7OsW{(deXGnribpJ&{#CZux~;8@gH6+IELBIz5-4V4_;FOF@f2zD+gg%4
z7duDfD?WW%`r&iu6wmO+HjnZBYo;`yjycwp-Py4vy0j|#&Y>i-5togn+JO3P6%Y2k
zg`nAGY!A9F(fQXug2ye-)}#Pq6{<;WX4`w3Q)`!Uj3(HD{^-g4%}|x4oxx`<{_)K;
z;2h8i-JD>4RKzUG3~Ze;F<Cl~3cPc@KOSoA_i-u1Ib-O9Cb6|yWeEUC_U@Epb9Kcg
z2E6V2$bn!pk}HMrh5N~VEHDB?htI1p&2`rT>+Kf#bU=T&y(@(ALT&L4&&<SOPdxS%
zfXT_F8KG(TpakkF%oi;m%6VF^N+_@wpqq8rC)TFAm7>c5&T5shRhd|}0IN5-^7D{J
zdghkHTCxbHJ5EnI%_)$YWxcHTEwTunM*je1Nv?-a@K&>WMqu((_kO>XX%yI`t+CJU
z%I7pk8_L^JS<j-3*MAp*w5=^fy3VB<<B}PG{VGQBSA}#%DW=&y)PtjAV*bD3PnN`8
zvm-~a)E3SgacgiSB$X=}JbTwfu*}DF(=jKi^b74(2aB~WTEl#0EhAz;SbF2?YfvZ1
zz4#f;N=00wWn*I$-gMDTG~z<ROJNrWis%lpJA9F<LZhHj&1I-LIrXPTOEY||G3(x(
zRi1$LEXwUGZk5@Oxy>;)g~IVnc>=Cklpe!0k;v@7yM@pDP4bG+lERQun(UEtBdYyQ
zDXR^`U^L4bcM&fq{sd`K$_U)DCS3J*JBg$hBNr<wpCKAd^dw<_Is)BECf1Q780e!X
z^{X)t-6=oHoD=t({jp6UT(9;xz$L+u`nk<I1pUGRzyhaiVB(`v6%}zzS1I2B27SP*
z`xGJ&Il!#_K;kZ)#X93ufi}jZv#0=pQipSoyiJ!Aum!$$&*w~n11JobQ|dXZ7Z;Y%
z&mob=EOMih)~o*jXeb!BwF(dMIp^{eDC!*A7M8*d+l)ZBcEu^Ww1<{--O~%rR*uh5
z)Ib3wW&Z$VU{(8n3~k5SCqy6JkLGXitMnkI+OuGYA;<enX_3LG>J5SBu>SyLU{^;S
zmYHCM%yED}j&{%K(zEZpVWwJwi7QS=@Io-Zoh#dM+T>99TRHng$h*3Q`I@aQgc^Lt
z3vI<buukL7Yn^WyUR_*lwSg_;JZ{eB{Ofkg;LMxZ%ehgKX<aa}kK%4Et;hRq{Hkpf
zO4?!tZJ@E|6&H#K@@-CeEZ@qe(XJ9bDm}yllfg8)mC)5#!u<VPrs6p@BTNu>`qpK}
zqZm_}6a(8l)j73AF@OOicPA8FNgD5bs;3;EYR~@GQ7$H6i&zuh%I%Lefb<+yT;%1l
zN%f@US1Gr9t@*NTfqqfO=BS$bBmlIpGkO8ER#9x4P59>~r<isv++Muwa5k@??Nv$1
z=9#^_3SLO&mCCRy>^TEI)h1(<e{lYl2J9Ms?mA|Whcr?rIOEiFP4fs8_~w!`lsF!Q
zaYn;&HUfn$*?Ld}1&(RS8_M4z6I#&eQK-zPB!39$RvluBJZ@ASu}lm`jKXl;X>#*0
zQc1_XEzurp5OO_f)&Ng<k%P(Uo+_m)Mc5$=%^HyDT6OiXjy7m60O5(qV_6rPeEM{o
zCyySCIvTlg=37ayqmNt;m8W5-!*da}zr!IIQsbxiS0pMs>UYl$rSP1K$%BBPd-~D|
zSb{(tS6hGKt8*EW&|t46bC7<OjL|?NXvMPol0IdwnAx0FAmO=A%IU+D7{hg~w@a3^
zXIO(rwB`4Tz>))RAd)^;Jt{Z5c9EE6LH-a;V>(>Yxz$G!;Z4O5e;2lErLvY=eK2v1
zD{_6ou5B^AZs}bF`kYr5%M@^VU@iy;gYQbLT#`swYO#ZDnX7m>1Y(wXOl3&HRvF@=
zlHEzl@tTCj-*>fbbCvFDL*?9CmjevFMKv%w6U|q(S6q>vYRbpQAm)HVyRwXcNbibz
zNUedMPh(0mjAoF=uGt(KKsyIG#wpu<X}bqd#aqyHsbi2i+acMH;>JY)Byvdvf=HaB
zj*KgJ!OU(om0PVwWMl`)LU?1`b6EaE0&}&KvnkGLe7&r!t+mwT5!4!}%axNTb0gQq
zv@s3OfJa@%sNVR8P1D9CodF$zuRXif^(*0tZk#SLgyS`q&;m|LC)AwQ&k(v9Djm+&
z{{Y7a%O=L$xIe^enY`EaO+eyHl8S$YKgOvd6#Im!^#-Jnt^jz~fA^5!AHuVB8!j}`
zE3%B`*tzaW%_swD0CDJQMn!L$CN7}zr>L!6C&PC-tRHA;;er6$OEYtypr}`R7VL~b
zrZJtv9*3c;+I6(LgY37pmD@P^SBmTHyfviS;hHDBk$Ra<)gOSVu66qjIx`WvjxpLB
zbp)TvwN$&Z9Ztr4J`#PKuH}l@cTjgX=~ea3Cr+@_W0u_}G8e&-j|cFmE__`xxfWJ|
z2lwSWoA3jHS>`QET5v;8D|c7nf5L{Km60o&_hnR-<2Y0F#W{qs@==aEfn6q_;JcX}
zKGh*rJe5pw_}5`$qFCwZ76c29OE*7>%}i-GxlW?!d0Qh!#a&9bTrk0=>@ULA?P}uU
zU25m;E+mmyuHlRjI&`RGnQ#F`9`&2imbNN+QbySz)tDkOH{HnhsXXX`<w-t<gL>O=
zh!&AZnbjdokQeD$(m&6X<2~wqvdT9x%|j+e0ihsgr+f%Iylr|<U+mZa0MU_AOYkXi
z<9pm6`G&v#jEah4H}A%)68V?+AtN8cWC*AHYY$NIgj!tf9fCtM4oOAMey6=-zMU=8
zx9(@Zn4iAPSbls8*R$}=)QX~b?JX343NH5l00H^e6fliy+33{9C!$1phlwP)hBipg
zoY5(evA_o%2YTjiZ?3P4+Yly-LGy%Dl=l_gHjAR!F6+rmnd&Bd5Bue6rS7|?+gQs0
z7D4I0X=7^pWnU~9)5}4gGw)rASsW5~cR2LYa2IW=ucKT!bNO@?tD*RFO_B-jHA{oG
zIZSGW_OC#Cel=i$(DU0hMpzZE%P`0t0qN42DC%Il&~)X+mAV!k<4m8-)N}ZX;r9q3
zRQ~{J&P`z1s9R{pF@aW22&R}1p7Q4BK6LKD_Ra_CP=&zYQA@o*<$yE=#rwRPUE{A@
z_Nbh<_dhd=VM$ovNECmvIiLw-eXGv{--?YV1bm9m^c1UZfaK-R`&`t+k|;n#49}1@
zr@k_29stB{XLIg&{Hn-aPZXtnYOE`iq>M+{4l0hTAMW5`+EuN4r47%uX6lD+yl4KJ
zC-W4V8D`~3ojovXf$>UbU!RZRPyGZ}q0NHXJ*$E7K>q-Wf_#5<KRu$00fpt_jkv4!
z+Fkwe3vX*9=e`IP(rMogH5-r~>Q#X|<EZ@Vlt|`h6iztBPj6#&cECXdk`w5^*1Z$^
z55gJ<-F<kIOh1Ht&7YvCC-{S>*)Nx)=_o+pNk1Q;s^v&InUAJ;1690bX#j;!uO_-7
z;eQS2k?+-Sqh?>=Et8+1u2WI*p1r9nESIeuXRL61gY@RGUPpE%j#&3Jv|9;Xo`Z4Y
zofAw`9+9T`q<<Uyt6c7*<K1rm0OebOZyEj=Mn7J)&g^1&Ii%T+wGK?tCDf8>=ADbn
zBRig~$0zfuyp9D(Uz$dbdgLFNR(E|(8oAf#CptocFhMohw5pMU#X^8NCl$r`coC$i
zBb=Y-U3jsLm`LM$5Dr}DA4<{&QX!7&Nu*%}1;9Uj&ei__>(%78cZ)Mg$sHpYADu^R
z0GWYff;i@`mjbjzwlWK7P=blispQpyGo95M$^z%UDV}LHM3QAjK<iBe=aWm0{p!11
z$G>7QcJ34AGyyDM>c(n9*j)Ci!|h}MvBwDYm9la46+BkYF*p+3G3|^2M&h{y)4=FZ
z?tK3M0t}zhg7R$2$FL6VS}CQpag#KV+b6ID{{WxDqkF9;)SamJQV!>l`u_kyLkpaR
z?aj@_%SM5u+SuAUk?aL;#RO;pSi-RYo;j$s9dhnO+W<>t>4?WaomfJ4sm~=q%|uqE
zH=)eO;mF!|n&x~5Vs@t|^Q~B{wEGm^u%e#NDao#1#2z8Ov7N2$+9>*R7cI}$voy=O
z?-}H{ndN=od5&tih01k$pNcGOh>Ww!#BiuEE113UmGr=^vLp-aGHQ;pgxthJ<ZU^u
zj1Vw-)^d|ABu#O5b9Vc#CwUM1M>wdJ18`0#9ce{K>{zn}ZUXRrmDy<d^5m{Q&xzMP
zE3wgs$ss4bTu6~e#PJzmhvy5ii5c(3Va0zcLa_n?9qVhwi~GBE&vJi3T*8bRO^zz)
zyXOLT5=(m0G@FNW^{UF)sR0<Nxk(F}6-&5XzysXUg~-hVAOq5ijGyeP2hB3lc`y(8
zZ}|#@@;zwT#Q;vi%@ZNro7h!cli1>)v+Gkw6hX(DTW_M$0=mW2l25Ryt>O|(w75m?
zO=(2vRIRnY{0X_LvfFJX$poID4wS%k#iU6PXr$lIJk(Lg##D-G!sPw(2hyiSiXqEx
zY5<Jg%!*JmV0Gr2_Zz?pfFAC7G?JBfB}eB>+l4fMWQ~)-$@iz(NRY@~fXL}l?a34>
z12U$1=M<W_;_U8d&36sL1Y?K(83Dl*=C+OE1!OtkWOL19u{#-Cf-6HxluMZ8ataKB
zJBr41&Z>2;>|cW7=FNcIM{Z9BuE`Citf80-d!jgD(W->egp+iO=0x0QJg>b)9lORp
zS$x>LamcAxj;Wf>sVg*9zp%Qpa+4+$^kLA}OT+=e71&$qV2`t1pqeal4^^tVj)JWb
zxYOIrj~u6QTSlig=QQXvu8wLL;w}qk9@T1CS}9bF6mgXzsk*dph6Pv}(S@2wl^As7
zR+lm5eMC@CZYjbXoPa9Q!R=2F<E0@H#EQMSsfk|dDSV(#dQ-N5I?@6bjXHtNL{x*%
zO1czco8_)~6kH0N0uO4G+yI|&6WXWp*QP0rZU;j}z^aVJxfrV|jB(9G@s&9Srh-iT
ztY~9I%7&lhhv)`rKslvpk|CA{K7yoe5VQ`t82oAniI<a)!mNw<*yCnL)}xix+bPJZ
zOhs%ELj!_4*2Ra2-%qph64@E|XUr%1R#Tkxz^mG1`ZcU#eL<#qgWyC4Mm=ic>_oL0
zb9<`lu0u^Dq3Dr}57Mq!cvkj&gCCdm>s@z;H60&PwwmVN2<=2ow5yOf>}mJ@G|}uc
z94>AoAHfLVA9GtMrmoqQ-RzMDmEjb#B3TNoo}YNuyGy3%=+a!z3{C#g8T<gQA5-y`
zvv!1AY_x&6CO%v7YUkY~nf%!#GZXx7#F||3j>F`Xw>zyv$JX)XH2Y?mhaO~~D(C53
z-Tt|KtPD+l@sIiDyeX`(oe4jsIHpcG!S|?jTPift93#d<91uF^HC?5YTr4r*haGn3
z@D;0JqTb!)#8xYH`|`=c0sU(5ywfzNFlnJ?ydwtcUI0Jrj?|QTvZXG^KPLDk^5sWI
z9YGX%qaL-<jaJt3C5K+H%K?SExBJ8E>rl6agy?0_?_<4>ua<sU2jNM?6pUqY&=W{V
zVZ}aZB({*pG;JG$_gG-lc7Q5MJvZP%{{V{K_x{1J{{W*RqMh(5K=Hlq5B$Sl{{Tis
zMF43};uVQ8Z*QD^-NzrGtXqw5Qn}%$5vf0RA&Q1lp>R4=W3>fAC$DM-M+ylgc4AqF
zIXu&Dlje^<-W6wJ#W4c_Z5?W*&D4HuYrG$uprMGks!26of0pO+{#7Zt+rmb~o|)iP
zQ4`H}T3^T-U`Udn0e58jD9NWZ&$R78xIe~u{HTg8yS9L%*i@o1j(G-vDyfy_JKT^D
z0Y(K#30^?P<5R~F-^W^6&?=zE@l&u22w3w@M)}ACrAQQd)1yF)&D5G{3gD_k9w|2b
z$LUhB020Ro--?IMLz0<qalrh|U4?Q^0jS-!;IRN6=9V~bu3r%YxBi)?e==(9dIORq
zyO9ue`OfqD@F|7NnXaN6wicA*A1_bOrE_|X-R0ri62=i&Vm;fPh(3eqUEBWvVp<=V
zJ>;YD1NsWczt`?!Ngq$NwzKK;1PsTYr9{UO6=!(S<Y2i2Dx(Im<o^JKcGFgx?^l{;
zxQ)k`Zi}7EwQx!L=kl$x<i@12Vn#_l&2T;{0k!FSe2M=6po&Nt(cOGRNI{QB(<6y{
zJcB3lu4hp3KC`Ko`$g=55AY${KT62iigq}vAZcCvl1cTY2r)_lpz%mz9x06A9+czr
zQ%Ymrm@USa!QzeCH9U4V6O6|h!0N}PSY0{@`JUtc0~pDy+eWd2W_A^YNgNYD+>MC-
z_BgG0l0KHUVB`4T=0D*}I?OnlVgBGbKb2<P&6I4lH8c~p!()BrZ|hyCJSg_BKhfn?
zfssxQ?AK)`rwR-rmtoqqhQ~D4rHF>vNvjSBQ<IK3HH!wLG}nR^5yD$JE%OohR<v4c
zOu*u6w>{g0AArECizZqTi-cXMjMG1&4cVuGJH}Y3gmx@JHL99(Mu6N+6biq>IsSCt
zwdt1a`>2}cLHtf~KQmWi8#AKQn&p9z&2oJ@C2GZ{G!cU%#cdeuFfmnT)-PNU5RL@&
zLC@z|@;k`H$s;lKW14yauJ<}+s^wMgTRl#3pT?_AtzAf^VpWBEVyI_<>(`2kNmey1
z$LJ|sEI#5!U|v^eBOOjnLV5bo4Du1S0s;Of;C@|dc&!2ES7-L<w6__Vb2M?XhF}<+
zW3DRmUnT-amSK)S;+d$TBBH9O1&0bTRAso4XN?gC4^l_+q&?3()aH`oQn-=HC(Li>
zS9Es~$0p_rgWjuMrY<MPQs$=9m@Udi!wPzzdd912H%5`Oc4f=w1w-SEbUYfwkZ*E8
z>Uvi0tr440^APSE6bv3ZR$axjMxn<Z!jxN-Q)6n+LbGIm0)b5md(^79>r2N>QxPSQ
z4LXYJ^ngHbd}H#iQqe%UQ|Vn^n}Zqj1Xi#!nVsUy0|q-Y56BAUlDa<?j%`P-<M^8A
zR~YG0Ez4UE3OiA>)07-^r)@PO8W@3!a9p0IoFWABaZ;$+*iZnF0y^TIh}2_n{3*%{
zFeOP&;2au9kjKPuq7PHapan%PencnUhQw#)BX`!TmzDnWx6?SGKm(^Iy#QK{a}O%p
zO+@m%kGYObLA0}Ba!=BvFuZ3Ba8GQ|1B;ws(@CRt1p^JwN&rmur6&td5tir;D?q?!
z2NVGY2^7at8zA6{v(a!miiw6z09BaDBNE+BBoj$$``77@TCl^`m{1YxLstviQsZjz
zwXqmwbK09@sC@k7e_GFYdy1Mkh_x~*l0oMksvHrtYDu$Od~W$os!8UqM?aE`!bXlz
zIBf8KwUuFW8Dfs3bAJ_Glq3-5LLCXl4Pz>IXGCf#M1okJ_Cc`$kn%~zFWJm8nA~BP
ztvUy^-aLXq9dlCNwk{S-WHRR>oi^00#aTtenjou7#%eg^SqJXOKaWb2ZgJ~f2M}Wv
z)7F&6%h2YNJoDCo9om<JP2d_(YCv|~#)jIXr!=393^?mR$Q^<7rBp(5O=#7IK_JtS
zO7MD95j;%FdgOc6f~hhPMoub`CpiY5w;14z5lX|k9F}EHP~iGhN(%6JK9!`78FRs?
z<&SvJ6w|O3x1n5Z!5!)|5;(!4SlTju>4D1i1MsFIds`)PR1y^R0QIY9Pl;0q2&gS3
zB2Y(4)@e&8APzsfQzpk`%#jqZljXKS>N{0nl0}__gIW?u6z$qFeLB{J8WEBab*M<T
zcHMGM&g0mBjX0*sc19!%ad|4i3`R*$@TVrWlTNYH6icegvs`r+u^i+5<5I=q8*MUV
zi%YOivM=A>etCV#tqAS>IpP+~68(bpx!UJ~e;U;!wkGVMZ{pWhXm0GHlFXhXUN(<v
zoBJn4*1>%;=gFA!<VnH*0PEFFSHhaElo_Oi$qDHsT!UCxD#UHW4*dwE+v+<mhNSvU
z_LD9yQPv*p23E7<mPjV^VsjbK1x_nc$Hh90nh2&Td2jv6#!fwtTGfhA59@$M6B{|(
z{#idNPqCuO>?Yq*ls+XhCy}dKrR04#k%<@asfLHA>an!iMboJtdKs7Q{xxFX!O7>D
zE@sWTa#k~({ZFMwsd$Mr`2NMCTX{eXdCb3e>HalV?k4*kufe@0=S%V3+RV9D(_DvM
zpX(#yijUxKr+snayUR<9mzFQEyt`Wm4dzBV{w9je?piUNiAnO+iu&TGEEX|^ErHsn
znmk96PfBLcv5!r(kjn1}o?qSqFr$pr5?iEYLa6Ik1cU7%M_siY$>nqFOa~E?4|<A1
z672hmm=S?h=5_l>Cj{V71c3af-lPNw#(ApEH_TO>eKVRvaB+l8p4sA>0(EjE$Q2#T
zsD*sT0Ox_+)8Nu??;J5{uz3nUcBA^5(~HCK+kW=$>NvmLA2;TCrXws!a0rdD{?`>|
z8(Z6h`?$^z8Bu}xn!GPGt4=NL+IRl@e~GAP*6(HFGLSE#44=-cL@h~|L)e~W<-$Ze
zoc{n*OXukpe8n4FIQ}Eh{&kYf^0w(&o&8wk&_Ktf7YiB^>$fhYVOZf_*cmmQB+^XV
zrjgv|x#F1T9MX~kf>;6WYHl<R6<6^!n|KG5eaHUHD$Lhgf%2nyoBf`jonq=&7lPj<
zV~_Z7GEY<A@TAzzj1ADCAKk7G#TfqGm;J^5Lb}La?r0!qlV~fQs4<GEtmyh|&eFZ|
zCD8+PZ2bFm_N8<yHgKaSwLMe4Xf=y0g+>VV6oT3{BXeZu?uvZKY7C>a=L0n?c5_H_
z7X#GsT9Dhbf2g+~?;r6zQ>3<xVBK8;f4ZMB{{R6}=2E5H&K7X0=1B=YiB{pZX9Mik
zojSSa^{1rKL;j`(bNnVzxR1l7E4|F@1G`{<4{yq*?V4IBj!1_h;_Ep682)Th2Z=WA
zfnD$cEtC3HxU};9Lm#gdVk<;Zf~228O;c}iI*Dv&JKanOC4lUsflW;{+;lnjt+*}n
z`vQ#h<F!t0g164<2m3slwMiMut7Z%uY_{*1{d0=#;<t)DrZvGh=ehN)NyH)-2(7yZ
z<|em+3d$<&ZHU#CZK1P@V>IzeG^-;pR&A&`<Lg@T>sNARQ)DVf3WJ~4vXpL>&JW%+
zvr808e8*J;a=E1yVLeHjMwzoCGoMyDry%E#!n0wxcV><YcG#d{nC<;K)$wmEi~HG`
zSNoCipU16HFG12v9DFl?$D-#g`BXuqbNjekAKsAT^r^&A#r~}oPq63nr{rzGr(s;K
zwz4_>?B{RyP-Fi9uU2A#WBaH9^~W^$)VE`boB$T8!np&d9`w?<6zLd+$}Ubv6%4l#
zL~$d5>685^0-mHei=KDWLV)Tq*i~E0{{Xa=@?m|7+`Dnl(x01$nLg^N9foRINZ}_?
zZe>61pXXA|EK)3fTuOxo2_4NxFg|>o{{RuBk-lSrjCQCfcyoX%o#f0LYMc)BGO;~I
zDFj(=gYo8*L%EzwbtaG&&$VhBXqbG%C)87Xu%~H>O8SnqJfX}*XhD^E=DMvU{_VZF
zu4*VmcLCI4ao)O3DT2aD?s%;sp%T<j8AWQ4LFKk?7E-t;ox4VO`sTS<f_F8w;z7Q6
zus|3luvvEZsh;J>V%aKJ2~8@%WQu||Vcw_n7>>E9C~_S2t1*F!su<_BNV4OmMJ5H3
zrx;OCI=YNw@u^mDI)Z6hZ1fy^&@!4MOD4tp$EJEz#@;A@)=9m;x+z{fo!fCt*@49|
z3HE}cY9LYA)C93PJk-2r6kt#S4o6B+j2d6YiU5)a+TPW1ipZGFX9I#NPc?^5C;{d!
zwE;{MPcyfzFtI0-Kn!Ix)c^`4l~Ca4G{GpRU>sL8&?JbKjq#C#QYi#xmlUiCm7-Tk
zgOQwd#Y;Soa^ReW9R)ubrBGM379TUP$Yfh*5@(QlQ)Rl6=5ZgHwjIQ%^c3l0ECB-?
z^H2LGK4l?+^!~K0gPHQ!exDko%)=!>`A@BD2LuicQMW>%D-5XUdy2LJ10#{^OhfVp
zeJO+jX}BcQf^kR$#Tdmq7^4}aF}b8CBa=$YQJy-}5gTt)@}4~^Wo)RXf(<Af98&^7
z6pYgud*dRStjKeUu^g(y1YptvDCB65OpilWQdF0x27?+mVVY42hNZX-byL9^6;<uN
zY^_{nz!>XH50it%2xV0*8(<D;=4q6D^UYXfNBa9yRwl+Vkxt??^c{B3PL-DW!DdG}
z5-;9QahmIAw$Z#(W}+#C^F}^bM%gNlMpMDA32hX0JfC`c#BJshM9i`dj1DnPNg+7C
zh5bXq_qK(M1MLVoDx(fR;5CdbnaLQ#4!Pip>g_yJcM7a`s<)9Z@gJ5!^ltwEjcFM)
zZFz9}45z1=@=8D8LxWYL*jH<F2S@QXucKl=FkIVoFwOH1!nP#1@UMu5E)lf5!~93?
z6ZQW98q3r?CwUCJtYv9|=#TQh_!^$m!*+UfA8OYoTmk;5x5_@gzl91cO`@&Wg03T&
z2rl8420S=C<NDO?CXwNF+7r*c#twS^eT7uM@oeSN9U>tN2*8Jta##+)dR4X8^qo~a
zt!qzMB|q}<2*~`pilovOtjUYS+Ol7@+Q<|hJe|KTJu7ZM5NO)43#r<hS&s%-#!&rx
zimyL})>zE?P10RNM?i8#Va*iwOk=o#lONs`oTOEkL)g9(XfarLw(9=U?m6wA#p4?e
za7>Y(=|y7v4Rt;=y$O&%v)to6f2@v*mNXY5l0oAYogpP~N$FQ*od_zd82T?b{Hlf;
zL$)<%Z$%lVkTytw`HDd8RIjgMjnQ631h5#*YQ>^z7fZ_dDU4;0_*GZXEG*;MeSZjF
z?!g!?{{U7!C~Ck|mr%Ej!tXA}qQ*0y=~Y_7`&GUo2xlTN0aPF;&rQsJwSGvK%Y*;`
z5)2<|SCVL?WR7Q!IWW$u*vaYqszz#BXtvgnBkEUCq=a)EXZ)J6{iUbb@nvKkzrOzf
z=QWEOC|$$7IQ6PhX#swHV)kAHf;9AuWA&;`OC8R|zNa(+o+-{zcy<f@XaR!;osrU+
zxD)%dE$@s9HcIE_eS^_D{&c{3AqM7PJ;}vHWfFg?R+HQe56+}pc-6OT+~3}QPv&Xt
zPZ^*^W{OrHJM12cGHKC45-=>K&#UuO00_yU_{B5=P1tty6@{z;_5g9oe14|4Uy)e)
zuwSuqdOaxteiaLA2pvKS<@NYxeR5wWJdKH#BLIA(y>&_csX6Eca$X}>msxdLNKlEu
zKGhOeMZ(wAqGE|p`bE$u`?37ruSz`Fl!b;OdEl|hq)R;G89!g}tFYNI1C0I@C`s;9
zsF7Wb#KRIxwS7PO)adO8b!M$N?G$x5BeIN|wH#=;#AE&D>-h@NQ%KF#lQUtm-JP+M
z>sMm2J&4DBy{dMM$k}-r&~!}gU&j>$`h~Ty3SEEPU+}BZ5q8N^GOjR~9rqemhb&7-
zN{`_j0a)|+faHiG!1a2|xWBo%KfIZU^aqMp6^@Q=LeAUo%DMjPb6Iy@BN!su5s&Xb
z_*O(}C7C1XxZ@+WR=SQ$cL0D;@)&ffyC~{(%g4Nh-f{uk>BV%dc#PX(4<YqY#c~=B
z8pTQHCc2sLe$P5V913@5B>w;n3gF2W2`6G?k-}~`RO9nCYCA|`&e(?Rbv&9&L-LY(
z=B?l;B=qZ6kqwb54!udKRAEgb$fW^O!4(9TDH$c*R1Z_lRf#6s&T&cr2P9QBzG;XN
zTgb?Njn2{dcc>(|x_ji0%n1oXNKOuZv<%de<~R_vt+i?g)HlcejSF+pq#H;0)FLsQ
z<B`TsCZCQC0w4)2-|_J~5I==JQBN@<gSAIbsi{<PnrS$o49Qant?I(AlgKq*;f6xs
z{ozuU01WiSA>8xnST)3h{i<|>E>9H;$F_MGbuF5Cc4>$UfmxO{k+YC#$Osu~m?`?x
zSOV&q3K-*Y=qZ68IrgblgD(d)pL=aGPT^b4iGPhc8fCgn6uKNPa87uoA9;h*Q$&y)
zR?eEo$v%MAS_KeCh}U?|_g~^QZYz|A5w-BgsHd~DC99$@5ba3dmwsg2K~F*JSrSPT
z+C;#gFq6AIF<Mu%EbtOGHsS#Ub6Lh1_NdM=+OwAC)=3er4Nn?wtz8pBZCJ`go>Wo)
z01;f|`c!(JmvyDe5@f=+-F4_`@;h9PWqTBMV}sU=dKyHHor;Dz@0y)#-1TK2jY&jH
zxO0k9&7Ma}uq_ow%`hKINAjaa0JFDlIHhnR5_=j_`547Be@xN1eJOy`$>~Nh)YO4P
zbRv+hJ5U2QlhTx~J*XgOt|{u|br}=^6DxM4=M^)sJq9WwMhyS}fr@i3S#jQ>BoR$#
zI0w+s0ecf8p(7kr4EaR`a7Xc0k`a4oUB+H9il^l?&cR`RI_(*&i7f&-kPa|F!TM9d
z=9?b)Nj_P}t|%XSJ&h?14^z!afr^arPC#*!QZeV!oS!c%$F6Ar%}5s_fF)TM8O9Av
zuaW6hlweisRoq5LN-h=vpp29GP)5!=)vb$+Vx#*o2O*73$6~(HPg-15{y`o1p&$c0
zxiqdj70CCdl*p@s1Y?SEw?zQrpD?Uvi1AL_fGX#fqo}4ziW7_vtuA1-irYb@AYc#H
zpR|?kMIlf<Gw)0U0Q&wktt^Ug)WFQAoKyFP>Ic?<6<;HoLW3CwoE34$CYV9aDTqas
zgWHO+=Kwxaf!tM4fF1{0UPly~0@;yWanm%_XCEsa>O1$U<F6q86*6;*Rv7k>bAwgd
zM#$igdazIf^8xj!Bu+`rMF7o99~0^p1wfO{jDG~2{zkfM4NFAv3X6NUNF-yBmprCV
zqjs-9Z1x=0>v`<tg<_r+jmPn>dHVLM=V=R(Gq}`#8BVeJwo<HM@}fhS&(X(E#<<N>
zL)7$nJiS8BNI~fM$~VxCE2GeSPpW7?Esgk+4)*hW%HKeGei*Li&&JvwsR6gtt^UI!
z@aoIvK>q+y+v~+=?H$VGXz^Glp2}e@tj`OM=t#|P+W5tte4Sd-JEZ7cR0bc=*JrMH
z7e~B^-06%hiR3gb=EC2HRjx4TcG_FKn#9Nv56c`!nLql~v|D5}k4X4OZKO%!o2&gQ
zS1Q&{j~gi)NpwF>)Knh`HFJIA8=H6{NNnTN+{YRYKh{Uj>qQcJf+71Zmt;SGKbpg;
zFF&B-pqE`pQ*Di+s2v&l{z9OenB+tl$mvv15vb{rRd&L}(rOpCQhxe(+D3M%z^WH2
zyHkPp>T!_cp4A21h>D|d&g|5-GRx!3P6yr<UUolf1O1Uiw~?Z+IpiKHoQ&6(B!`kT
zUzci}AI^{$!>WDv3y#OH<w(;p{{U4B9RC0l{Gy9Hc%dLi8maZ`{OZ#uQcYEWtfFQg
zypRBUAjM9W>$nhuBe~|B0Knp$q=wJ605@(s&^Q#}+<Vd=)|x^Ba4D_Unq*W2y8s8R
zMs5|jKws&=rVMz_DKbBZfIaDiu}rgs2hydsv7S%$HtxiqzTAGMs>HTMES!9imiq83
znAWZ*m~4nMByE`)6zxuXn(muN3IpEVq$|{gJpOf!cRqz@xuSx5?Wa3lL*;^c<JX#*
z6o$a1;Eb6|f}o6dtZVC4msEDgWf%k6w>k`k3Jy*OZaP+Op?w8`X)YgV;0`mMC_-du
zr=lOcK7*RG9C1XrRLSm5b5~w2z$<G8f7*ZWtUIk<`s@)c!|gx9rvvg7ISC`Syw&Wi
z!QXI!yQ*@3O2NAEPI$G4AMHQ*S2c{9LJdokD#pU<cNcR3B(0C`^rUjlAUWU~%Z@`E
zhVCmv?J<=No_#4Hjz1|ms3e_MqMCCd8*(bM4DwEC+?yAzE(2d%so)s^ttqxiWp%iG
z-dQ_w#(is@$x;Y7KBKj3CZ!zKlO@2#!HlS3(f+=Mnqbw9e-Dh<Mm_%kt#+c^Gw#68
zUPW<U9|d&i&UoF==Uq|NOV1n;!ozssk4kYAi+1lCZ!$Phxc%x`FJdDItl;}#R$P&J
zh(iyUy7TGt3cjkUc^r-_M9Cbi(y;`DQT!`PmhnZFNQQsBc{B+EZgYhPxj3f9a}CDf
z6sr4v_TGZ1M8NvhRv+o8NB2!y$OD?L#f#<ey+(7|ffJ5bG;~o=hgFOs?tFe!($XF?
zx7bnwXK<sFROY!Og^i!-z^Qz!9&&!CH5BA8d{6~RT4^Le?5WQIYS)vvhLM=#oM(!r
zTp80RzA9<10&qwafa4uNl0%G*$BKF)zbY_2>C8qPoOhz$SmJLj%X;S(7Sy!#CP;EA
z{{UtO?*M5U@;J!~GHR@s(mBfD3LS=v@y8r0!IR`}qd3h%7RDe-rzHK{RapGVpK7bf
z$Fk(st-pqK3!FPfw#ohJP7nCha<=pvl3SE!o-zW*7(rEjX(SQGh1~QCGEH_C-Wjrw
z9$}X4{Rhgms|Ad9s#QFzW&Z3VpU<sosJ^CdvgmPE-Wt?r!%nMghyHsUAIq(D7G4vu
zk84ZjT{!E;)vNRBdVPsJsgvCAWB64!)b$I#AcV$;qszzSqP0}wjNIhSc%g#Q4Uvf8
zjB|*`^EFQL=F0ZkTU0|Zae`Nzemw<OO)cg9<=l+@{{VUNuiyn-L1zd7KYB++1B3Wg
z>1!GFxre9tN*(*|q<JyXBk7NGR5h3^Ev|}NWH>lz&+z^=)ZgCCXKE*w2ML_2Aj$kk
zrEr&Xi@VuwLhat!!8xodsHJ3dQ*G+RX_umoY6&vOIp@-pf~S=u>M04$bDInt^`nlI
zq-0=Id*Xltk<y%udE`=U-O`PRIiLxn!>P#t`_eLP^!kdA8)?asG1$-p7}Icj)TMB6
zMKixj0D~0M+*O8JFr;!Q0<=>+EJAc)f-7d)Wr&=!M=1lRPkh!(CKxd6X>Vs~Ts&Z@
z@9#}9GhyU_pk4g;;<9cLQGi_IJXKBeGi0&+>f;kJR^(t}ozNskyR)2TtVfbEX;nw1
zNCJWHQZc`Fr-Cmz@Ce04jMVnZT0w)ywI&6@YaRd`nwlt<F~=0(Fu0^WYA#wsvNKQ5
z%TbDWq*50=Qvs#gXvF|3<8?k!z@$(=8d*C~Oo+(HraA^+o25Uk2c-eZRxvt#)5S4?
z-Il9;O%k9hO)zmOl?UrllqzaoITX8r7$XL%<dG>pwIDg_GeL|R0x<efa0~)Cpsq7P
zVmncs&;vmL((gUFqi-|>2c-Z4LfjgVMh*x((?ou?DvWR_0j4m0kJ6Z641R8Ez+BPP
z(jAIrUIyJ06=BXQ?0S;y9)48koOGrY^`s~maw&3;n7a<YC6uA9E?PFv-HDD5)O4q6
z+SHn}#U;(WEg~)h0m=H-c!d*?gEapDkc?ug_9XOQf-*b!+VC6&{?2>=Kk1}&Q@#j=
z{{V#2^pE-nzy6GlifBYv2g}ZQXC3=ibL1c$v08%4I8s3rYNfk@$^3fN7KEG%v;}pK
z%)lh{^`x5CHBdqW$m>(06`5530CzPd$izqLDKIl;vj!o@LP-4RNP=88JMw<Dc5n4&
ztG^c`=qUkeFcf4`yJn&c6nw-1?^Ra*Ipt{JS8}~hFbCsSfV>-^11H*sWlR=ep!%Aq
z?<O+L6WMzHbn9yyo2dbc-J74j-{NW5o01!q<VJ;$so+&xk3L*)pUO{2_|M~8tD^a9
zzV78>9m1Satolun%n%vm{`vm^6IEec$+gqxpB_!SIR5*b57xBPLoqJ<+sNWiML7Lx
z8=Z3UL$)%IDe1S9`POSQ$ou4GcK-7m(R3DO(7e*Dc(#S7kbe>X025G8tlda<saTWI
zdj55tkO-)zd>rHfMaGc%{{VQ!or{y|b6HobvI&PlyNrEBTxm<-DiiP0v-LHZt(z@?
zantKi#%-}1N7JowUNF2yk~>BDm|{jgnH?*jxLD(OjIuKx+nXPyavmsf+S6mFl%L9g
zF*}~WjV&FiIiv%rz*8yN;(!+bQi3r|&S^0~5@b^iCMdz61fXM(bJL7ckx7bH8Q175
z{{RxG&Tw*nopj<Lx3=x*8oA982+<>K`tkVJQpfl4k40+ID2Xxy$sis>gZUc3)_hAn
zjr^8Y@UHa0-p00!h#9lFu-z88j}aDaYT>blY-c^V6y)p?)T?`|Uf#>LYlm^%X9Bw)
z4N0=e#tura0=)dFQ;g@mdKZUr_7HQ7qSV2*!fMFd4I>V4quY~6sK0oOpMGg_d+|}1
z0P=XPjK>KMPDj#=k;$r(U&C$*l0nJhsLiW+pX!kPT9v}aoU?=#nRlp00m<BZ0nJyp
zS@k=S8%jcd5mCa_x4J~OY39NfWbRaQD0jAlNTVgxuPVB((5F0_tt8S&OGxDVW}73k
z6V#u2r*N{eH#i_xJldLBSdM8%<|Rl_*w0Z&*Bg%<<YB6ql25bA6K4(1J^gCJNLmji
zSH4LDns;VWZ4L8qFnZ>?T@OyvuV4&TTZ@n4h;SGDYm|^+kb2dfHu~dExmoSo85k;h
zF!VK1c6VcG$~qpKZ)f&(3X27(9aR_R{AttNT3R8JQtn4mz_;itGyW2*F{HfEfgJlW
z<l~*+UrK{Oztt}+_g%DN5O61B^L;Vix>Tdk!Krl}KZ$3Z%r-W1Kl@HLD5&GG)io2F
zi-y_VA>e*>s`pmtepPAP`_4{3DtDKAdBOu6UZ;R4+(@eynPXxy%%Q)#A1Co+Q^j#4
zj8e|upYMP5>1Be(!Gqm8NC4!q<MOQAuNX6tZKd0^jnP65DA=vdbEh6;zPZ{zx~H$y
z)f=A?X?jR8+NgPb6lB#D(KUThgu1oo*`hr8N`7KKm9J~3=~^UyWHCn;I?px>e!V{m
zR|^*GXM5{7?j?d)H;z_ugZX+@WzsaedEVt<kA8AYhvi?xwPWf&FoH76W{q(v{x;!%
z`t{EXiFIinDFm-0oQ;IzKT3&CB}Oc{;ybvmb$4hbNn=z16ge66tb#WmO5d^Yo!e~}
zJ1xgyoU!^2)zfMI9JH|;gaPFK{M`Ql<Gm|2N>X<;byQL3sSC(<Mx~FnOZHq3-pH%%
z)Ynbo_#m}NrGYk0Gm|5$V|N~%E0kQ5llj(Dk1Mfomom9BJP`BbnF#*z;-iw|&2O3|
zLD($>aZD>xSj=PTLj0^c)3S4hq{nIil#t;1)Fo<6Z4`YvQUWY`&{n0uJ*e6E(*go0
zDUs5qDM_?|IG_jwBQ++#pi|j#NKSD;2&WX_K@@c0QfCTBU!?#%RqG6GVcw{t0y9%Y
z?x!e!3QP@5d(l<a;BXt|KJ_}fo`*G=qGN|zT1?W=JB|jDfs9eb06IRjvi1}wT3J5z
z0b(BXq*Jg-r2t}pBjI@`0-~DjakV~U>S`Og9a{wCRbAwsDwIib99g#$P7)F8Of8<Y
znX4e2PCJZLf@MAGo<S630ZPDM45zI%fX@c1DROWDspGeu&jax^tONGbfW<07C^*JW
zdsF1Lc;hb22dK>h6CfV6?aPiw<4}wa*{M}ox*_I(98Ly%QNig>5J*Q#1+<y%O6aR-
zFp^FO>qjawc=}V#yAMp$3=j39;<Fp(uX1P%t;ohH8V4W4ND<enns*WDp9Hi2012(&
z+kyR@{Qm&kNa&{g5zqW4mxl)*+0Xv~qa&i45pbReAFXEN<p;T|uPVj~b_45FqIEFt
z&lxzaHx<g{?YmysPUqg4cRH#K%m633s@GF5+W=WgkhnWfBC((C7f#6pZ6ogCd1r2a
zN|&I~zckSx!>~E%7n51Hw=TD1Y*PWVJTEx@m3?DXRl@B($3hJet)kvMmykT`u|#o(
z!sncm>)MbBVQlwm8rt4TLv?f0^EIm%hrF%RUCk5<*vK4b@if)drx1wYM7BZEV_agX
zO6FEABQvq}Ijt|Ct#eFEq*(C;CV4-+M_<I$HyYK{fUJ8VPxc2jo4*4b(<E@C=U}7U
z(zsZa*vi4Ac5~Mx=8>ILd!Cr8ZFYsW#u`J@j+Bg&xdE7<^jdci>EuMiJB0(*qmJoZ
ze(f2t(<1_;TX@ruxo=a+ry^&cPg-C!31kGbZT18D)8mO(lBAzg%}7p0DnM|!rY1(}
z2po2-+wcvs81(*iszB;ZXI||v6P`c%^qLwgUfX%Hp>x1F70CFYV_C=jGEe1Q)xv=5
zmH>O#5#p9s)`?zm5)aao0}m9qG_+=tL2<OX;*@*RW1f`kD}coq%`PcI`q5yx%wnCo
zoK#an5^x4h77MXK6ss9$3I`{pPaTY`HxLzlSmLHwB8`FE&e`q26%C@|n>RF4>0n~W
z+^3b#y>FMEX%w*$rVcxr=CptH?UA(O^X9s=P}@lN{5h+MGD1RxWFEgxwZr(2{zI1>
z`gHmV>}9=6WOC(0WbvN0%-u)!?NVu#2}Z^n9CW87n4_b)&lF;E5aSiuXjiEgoJ*0p
zLW~noLv3#xD4BOBa68f{f)&C?_!>(_T>a&9VfAg<^3b*ha(Du(&ugep8%o=RKxFMb
zs~+Oz+vO+aI2aYz$~=u4;GPP_kJ7b=yo@LAoc^0=Z?4q&ZXy^i?bMFguA*Hw-gLvk
zAGTKnS2L~u0HfGx=&n_Y=PGbV6++WpzO--M+{uqdJHMSLB^RhDxhtclzLpIN2*wU%
zZ<a7YEIXP;*R<ueG9-`Yjznd7C;3+=ad|D}(@!*o-1^jQF5`j4ORdowMiyF{21|`j
z^t^BumADbcxxn}T02-@t9H}9R(4>IvDthL+Zw~m9);Jc$(mQEafa)+L`uo<q#~<2F
z)yI-Jz-9wKoi$BQTafBF=+WnK>1}y-w#&qX;EWzB&F6;o8yO`QkxOv`C@mtc2fcQa
zO=^iYs;eKE6Jp4C4#%MVI@CI3mtw&sxs?>;{OWQTdg87$>_eT;JP^qt`IiILy41n|
zh!Apm*7t~Evq_fb-Nxxp&VU?e)K*9U;|96sbj{<cBZ@g5K@zDhP6GEPyPYFLxwo)b
zuFAl75?48I%e8UhOt5F=f#HW*xpk{*65Dxeag@djFW)~}s&Y$mXBO6nX>8hbcVgDu
ztd|>0e8(q>&(|f_e8CN@JJI+@jA!s8wPAQY)N71z&i+$!Pc_tP8r8Lmk#RbM{{TGG
zmNn7Nnz}J?Y1qTJ@T}7~n_0bPZ~5aH$@&w}R>6HYL$@1N8&m_1?%&kcJtv88Z{%pS
z`)7?mz6R$X;ZR%nV^F=9&c2h&4bJ&nB>e>?F2c8R)!&Oug_gz~ddVjz@~rf;)OEKk
z5_^yKj|jhyO6s)#01H{$1!D=B{{ZKu$K4-A{{R}?SYkk-^CsSkI8pQhpR<&=VCI&`
zCu89Funp7s&7Zpu3O=n}HMX5?V;EFO;U1B%C-Lh=-lG+om$;rgc);Ov$^0vtzVVVS
zQ%|=p-}BO6U!_;M0VO#dcI1XK;4E?Xk<JI_SeM=?vA0Jy!S7u<`Ftw<O>sAOnue)1
zZYGjuCxjh8D%I1xJA3lX?w09{k<{bqS<0h&M72#V%>7qXn^&D?xLD92+NmF5RW|!q
zb!DPi+c1;t>g+nnH&4N7b-xcqsl;w<!lls0Na0*oZku|VDv4-tl;EJ8(l}`4F~|sY
zBoRxR$74}S0zK+7n|jmv^rh`U5RpLi?NT!FOz%JjF-kMo&}n;61C?{d1y0PKw86(x
zY3q~Uia;=ouQbiRhNoD`Jkl6Q1d3omgPL?>ntJ5tBc(Y&L7!Rxjn@YXKPqaH4<{8d
zlLxgmu_rj@fC0$l=B13483zWKh(H+>tfg=VIiLxJ#Dn;=?N1kHxH<N!oiKaTl$_FP
z;d4c2LOSA}uC37Ksj{xY^K(&S2ZM^9Qn`&(IW*@zD>gfc5b$&LsnX!F`Gqb~^A>k{
z)G|(hk-M5xBCz7BNfMKg#F`QlWKxEA`Hp=BG_DUylqWgQN*XfXHgY|2S`tOKE1V2c
zqN^X6wmpSRtMXtfpL(9zR0Ez(3<%cE2?Wd6{hE7Q!i=B^AJ+pFb#QxA&Osbha}~-*
z65B#SNMvR|-#sbp&UnBc)a||L#d*o2oN6RLHZhV1wKPE+a#x>vl&_^ITw<ZI@{AFI
z{3GzEst|nz0OLGTuQZ2Y*yoB>QcWlnstz(J0g@*oniHRDv5ez1m;;(%Mi5lKT5TUM
zG>SX)6ywDJcmDtflrM`eus`L+{{Zx4bW;2vBmNTGq5l9*FaH3eBcim9#&X=kiVKUM
z^)O2*^<jbenz?P^`;iuJZ&Db?C1W69eMzU!u3X4AK&uM$7#TI4=1Fl5Wp|N*Jh{zl
z&Df4o`u_l6>8yN+4aC3R13djrQN7k~*(4AwcFKR}nE8*?)CN7Qna5gfz*R$%06mRF
zoytRy{EAN`jGBgX{*bsB`DwD=Lv9p10>p5u$*lX^nQkQ>L1^&3NamOt-fE)mk(EI1
z#}xzJqkpRm{{TUO`PC?5WkH;?e|Yk0!Y2nmT3|7xneqdK_ED2aEmV+Ob2fUhs|bS`
z#Yh+0orFY@g~mN<P`rvk_lMS;NEic?MSwyn1}PduLGv&bADU0xQhm<?tq7Cekk1@{
zent8NlTfmjA3Og5z(qAuBsf^W&wNlOEVmBIe5F5D;8hEOBfvw*T<5nKtI{3W&+Ans
zIZh~J9ri(#X<emZ(6O#l#YzUY;Zy<Tr%$DJQl3<L3gmoFxz-8)0H$mFsW33MW|L)3
zsBxNH3P?l&4I2nGZ6J9%FCP3<qS7`009g6<S{q2E7Rmrr$!#p108#4PRpp2({_YX}
z@fkD_G7OE|r9+oul|JM#+S@1k)_D*2RA7E}F3b_-!m+J6S&76kociLXTMLN@X%0E*
znpSMTb|qqC8D}iV(viH!+9Hnwz6EN<V2UzE=Boh_SDX)^s#N=s>h?3V)SlXM@*y!W
z!6Tejq}qk#nb^Ks^aOVm8IYXq;*pg^YV6>)dRCUPpEcP{p?RccxMJRwVPx{usvWCU
zZZ7j73Ne$-L|OfK9Vsv_NRj{<2Jd=BiM+hG2Agel&@tkzAD9Li!K~S7>0*h9HN-jL
zM1Zw*H}{ZFrb`4;g7RT-E1xP46$`+i?#2l8tBm<blsTCFd*qtlHITSeIL|o$0646m
zyzqIhi%ZfP_T@g&Z#zKBaO0=vTSLQIcq9D^Qawx4<dpS7=TXq%HWAp<l^uv&WS#~)
z*JpdAY4#46GTSfN0+o;sNIgOQE003+OnjAMOJx)coM(!c2N$T+)6~{a4J^$Y3zt^N
zERsUQ@;xheSFoDmc#0wNPzb?efIUyWI!n1$2vTt+waTioX&2=u>(Z{=>zZrWt6$0$
z)aMbM**?|N8$`lQ$jR1h<<un8^t)vu*<?Orj)Mb|YCV5chQQm}+Ni`sX!Ha8YQt+f
zYWbH?$`z$es-u=C)Q;82-QL|^9g|315su7(Q96k&3WOVai#_c3Lu<a|2O&V>x9xPx
zIW3`c9}*yJ=egtg*D<-25T}aiw3*DhTqws5rI3Fy`ijn*ytOo`bhIs<2G%$NfL)w2
z?me3s7_Le<=LC!#uLS$oq95MdGYoOILH%ok)Z;dqwZwTK6SxmhYU@QMbVVs$*^Cp*
z6M2x645Sq<hXjg&B6;o>Fn38KV{;$pNt2pX4w5X1!zlzB!tB|j(liTbZ7o_698t=F
ze8x<j$MNU-R-xJE7D&Nteex^Mw4V@5rwgekN4cI|yLTJ`ih}!H)U_<6w*?~4`l!B9
z{{Yvng;6D;gQVNLJ4@|<PqcFrPv_5!h+#QDpGxHKykV$ZmX6sL);{4zUmselWuabO
z6?9)EdijsQ&2-RsZrq@j=ND2Ar=TC>L!70cS}{2IAiLCNK3d5;{{VZaA5&Xaej6<7
z_NOJk=bT^E*FzzK);tlFUWpjMAC+B%NXhczB|Vp|3YzK;r(%_+nH{2SRgMp3<&Wc6
z<A8)Ji?vVQXYWy5-&t8X20+YuDEXM5rBssZQ@t3sgj+^>Jl}gC?$*g9W6aG7p4Qhg
zOu+k-fIm9TI^Wv^{{UwrTohn9`BdlM+MzlvyPq=lSuS7JM&t6PtW%&dSr*zb0d7DP
ziX)doZ9?c=>Q@W63<#hY{0XYM#)S&RX4BLw#y)6wXCu^B#H|IA7QVbuj-z)qNi`vT
zc%w_Tn~n?Z`B;0@N(q#t(Z?%^JM-V#pBffzpfO@_0*sSgwV#1}`?t8da;oi}h%t)k
zAhFVPH42f%9EY$Ob6Ki4dYU@cS{_e4Zw!SbMn_)EFlr(*)N@{kt?3D`Y7ty<Zm7Fi
zvzKx7?Oe9Kpth1e(6XyQ#03QW-<3@1xRnZuMkZ+IGy|GYImxU|1Y?2+YI3&HJt-Ma
zdT9q3$21JHyrTl35PH<cZrcS_Ozh{aO^gAWKroE4;*r#P;-(4@6v-3i%`^pb2~*aj
zjz7wnnRcnN2LRI$E*Z&lg&io8QH&t`X{|3H04Y4eeJKGJNj&pUQI1D6;1!Ppnpp^5
z1uzht@=r9IzZ!07zym-A;(dQQk#d71(5eaPig8TwjwoO!oLNZ~8IbntQ{h0y+HeXw
zfGHp#M0pNyK=-T7Br9wqP<P|-s90rkIjDasU^!!VYz6#k^bqVDiRO~sHbu`<Q>Z<K
zXDMr9(i{ait}%)geQEs$DoPIBDOiEllf4beGyvS5)Zt73=A~8QkP+b1)oH|SrBP16
zC>W<xbIk?EdH_;!O=Cz{w?Rq=JktTexWe_LX(yU+`cj<I1HSk`G2+Xw`tg7L866bA
z2o8K%b^icfFaH3eBcim9#&X=|$qUImdi1FvIe=jBNja-#${6`8y~puCH9-o6$DuVs
z66ls_!klx?DwWJZly1v?O<iIbjB!<`Ub)QxXWVUoD+L6Wz^5-Vs}YUDtlU~7<99jc
znJNUH6<_Z0O#wQn0R3qjjwu<yILHE+Wy!(<$JlXHgvnL#F^YRg6+vPE`qg42Z@j@r
zwHQIp2|lKnhnbK3vrXRp1vB@|K6e0mB|Nb`=?7Y1L=i{bLQkpYoC_anc_e!Zh%qD@
zVr+jsC?qJR?l{dfxE`dQ!<uNDkxe1U08}#&s4{WSJW|YN19WN>`nM*aF&2ThxpqBC
z{3spG8AuGIkOn)~DX+Jmscw&vu|;(&8ltCCK<aCr*A-5#*yHzWS<hmlt1@G^8*=CJ
zsg^K5)yMdeP7JI3IW;QBaXtcq2jy9-vu|}G4mtB1A3;u68N^X;KBt<w4wQF(@Z@?`
z^nxfyKr!uBpxF+pTNwh<>f<?WqtdOzrlNpl`H1wb06{ojYAxiRP6le!5;Juh1&JdV
z3Nh_XXU7UDLoQpBRm_Kf$~*L`*p11Uumd~;Or6w~!N|vIiI19a?}1KZ3`>%8ieNBq
zAk{m$_Hd^xdgHY%#rmJ!#nktzWP&~WnwG|pBNBP%KD9cq9A`BLMW-pqsVx=)AH2Og
z)s?#of&42~)Z#KZ%`k(>#}y1_tYIci%Sxa}D!V9PJ5^grb`hS3wNG*+c*l@Nd(tUd
z`jgx0m$p#|V{l^(N~;sVJ*sc*?M0Xff-4@ISFg2DM3G|xQVVy*0C{sqBK1}ckEK**
z(zVHyV(!v5ZXvzY?a*Fa%M<NCBE$gi@7D&U(yZaMUnbreBDg(XXvin&?MQXoV8oc^
zIXSHxEk-N-o?OehTbQK#z<PsS38$%pPQ`6QQ-(_mt9cx<Mx`b#*}vHb-nfX+Y{C4i
zt+{<3Tic5(xn#DL*yOT&ukI?Oz82IY%h~xCG2=hGZ=3Qp6;;ZoD<huT2TDSWdsUgB
zn%-TP5j<pebs~+wE(Kw+u+u)+7C*AWcK-ktIW?uFO&^gzndQRKm69@e4TH!PKp_jr
z{AtRn%Yr{TYF5<=tDTmcbp_pwa>jplLr3#*j-#K*S2eBP+pXMwQrk}9O1WjpQYxyv
zi43;!F$*u=QQovP&kD&tCA*Nr8R(#8jcnxS8zUtJ7tC|q9GnhMVNO;n%GXnU;agi<
zd1W__qz%ZdyyM=v1#)<-r57E|BPA_~9rtqB71j7kD;u~S7TkTZFPWrl5J#}CM5#X1
z=p~-g;b(!$NT(wm=!>%)mDP_=F(5eu%yHbF1wVGhCD<Qc%Urs6y+wk%z+UU28To#-
zv!%&ztyznJ`{rI9WH<<Zo$IMiEah==Aiud;p^+`3dAK07Yx1wu@kB{9_K5S{GN#}4
zP>-3ur?qHZxeyql4JpO|QH2$mWRbycP3(doIx7qwDv3`*%tF%3<q!zuZgvlzL-jqs
zI+r&yf>l-&$1Lm%e}z>0X}Jt6EM39i%O}bQ(uL6PwIxXAd3?3%706RX!6CEidUc`L
z(>>+KWQb;)ANJ;^e7ksKv4s0&@$X$0pW&N31l-{lZ(MK(;(4hh)~xNpj>aQ$!;G&8
zKj2kX5uIV+yJaF<#%qZWB)Q1X@~vmP({!QaLIjeJ`C|awN7t~dxvn)WM3s_K6aIO_
zm0WwCrjSQ(WSeG@2XPcby)d|4>UyQ%+ZHX*{{RGBx8nZ*;aTdfrpp+*fAxgtoWJAi
zS`R(c(USygYX&)$&NE!i_NAp-IV$gcbKI%<N8?c@kx@<Pbjy0u{I+lt>hIdQKNPLB
zkLES^op>+=NOvgptm*Z8+t`FlD@6}@)c*jS)iqU4pN(Tut<{aAPR`_N4^K)7;-%o4
zV|A`$aZ!VCX$a@un7kT&ARd(`J?bd)x~IUR;54?xC)Su7df=1AB)Hv*bU-(+;Xn>V
z3Yh3=l5joh#@;#a(yL9w<I;d=j*3EkGn$e$+-ig>j11EV&tA17=ZbDQ%>XnCUP-{E
z#XVG-0AIR2>FKzN7Ba`T6(J!704FAz<dJ|We9?{uX@s+$IHZ73%%cLO5jN1}c=gRR
zDIEag)~!bvl05QHzd=k1V<C`dBBc%KQEezTo_>_<)-Q8ZO1UPSMk$f-YF?&`0MX4T
z9Oj*hZ~}l301vUHJPHpK%<(`A%Nlo1rlSDhKp(#Z_7v^C%`gn-f!38**R3cRG~#&0
z05Fbe_yU@vxu;M9@}vSf^!KY)%8e7T=dVA7MHyKT#Ua9<y5HS2*zOE*ynAz#){_I!
zJ`gH@!b^19hW`Muw;tQlii_a+&x`K)=j;#v0HY(Kw1&h>au+~U_O5(<#Nct0T?4QR
zdE*s=xC_^zt0YMV)=}TRM={K2+r2EsgRTe}?nP9&Qo{_)!`$Ff0>ttns+VvEI@Jm0
z`$fcN5_W-%k&nur(2Qh^<JOce){p5;AQm`Oa@l70s|9{uI#W(FN?(e!gfy-?(h@1e
z(-^Aq%m?F6!UDk34Cb4^KXD6t_M{?LI4yzbw9uOs$j(`@?cSOhn0%4odbLW3h&UN<
zdPX4Au`QALdxy@%k3q#hXhi`=K9r=W9`zeP%hsKQL#R29%2z?ku4<UL0>U<S0hj`F
z^c7!P)S-^fSiHbph5!dO$xVMe%8R`1PyiJURw*l<iMu6z2o=w2(KPzIFgQ($Gw5p*
z`$Fl^DVe~>V?;t(+=XT%zD-M#V_F-KrL;rlbU5_pv|t`;?u`ipzAGZfP258<&2NS&
z8CAd;Kb2fjE!?Lx&Kqd?Y7CZc=hmewzG6;rJJU?j#>_L`tV6)S2P6?ux)cmaUQS1~
zSD#S|2GR%Cvn13ckl}wbQ*brL-N!CYDk<(GkAOh;tk|Nyx@;hAr@7*vHj!|MNOfle
zBy-ZSm3nE~<#I4<v@CXH`<|6vW}aNAk~9bXs-({4zGKIwND8l~(ysRl3N7S_Wy5pd
zsHqjW;*eYrrB#RrwJ?yJ8W_pJIONmS!qgcV;L?UYg%=rNu1Gk=O#$<MZiBT@AhQm{
z*1Sm+b}N8<?c9%Qi8~b(*rAmPW+QGX#^|72U=F~ZwE=tskyT`b$tRf4k~#rXaoE>M
z#LJEYQnO^70gjcO9ED=fOn0ksD3UO8bKK^Er(`{_KN_*6NU>_LJFrv@$u(bQDWv0!
zQ%=M?Sk}1Jt#2lh-%_?&?e}3MkB5)wYV?*u;=(`d-9$-nfS4UyYp@@}%j@r4(m^XQ
z#6^cEKgynp%PNTX2@l=b)YYnu=qE|7OYr!oQdrD4(L;8Ma8`KoMQ0MS&hmvwgPe%h
zx6-z4JTG%9eWLN!(k`UPdBtj4Ti9D2nq7<D&;I~Dq#r2yRj4^`M><D89gLD-%lnwy
zp>;VwK~*&fRvV!WtF*@);dutSyV&LuDbz0$c;#*386(=7pKFC0V6j^v{w6`c@Xz(C
z_DG*<?q>LQ&gv5_#l@^*A;B|n;EzvA-Jb4bw%==Q<)P)SCgD_i<Go|Zw>Kz>rolVR
z&%SA<e4~Ne6^*Rxx~0tDXPK1}Cfey2-C{nKT0s-6*(RXV>N0JHXA0++bMwjWM`7(+
zv3MpGj0rC!^D+D=F`BQV_=8Newgz}zZgb1yc7C3f2D##SZwg1J%QR77?{0*eo5yx(
z%GQX^)pWV^o3AEftQ(YNJx9~EQqF#~z;_bN#hCRha%tn*uzToegN$>}tzFTz1ElI7
zXvXNukjqrSrRmay?Cyc9t23g#@pOy|*jsEJ-OX0fZZ6*WuP!26xW^1zqJ0Ho9t}-z
zd2wp{;e2|7(ABE0<oh_=W79P2h_7wT<pg3k+EzoxJw;uURv}2Rw+=da()_4CgQ>4N
zv++gEv=1G`OD=xn4&Q}zx(=ZCw(T#TvomrcKY1}*!lGsprqM0z7x%0l;^E~{&z5kB
z`G1Wv8~aFOUo~1uK_En(2jfoFC5j{`QN0nTXpr)M3dOh7E$$@|>9LsPQ<Z5?E%c`4
zZG{-Oxw|dZ!^7rW%$63tw{TDOHH&fLTN`4_rP{U3z2=x<e*sumkldTr{?K=lQgfDU
z(;71uBbvr_-pLxmlImEvxW3h-FMV?5NAPC~KMKxx(m4oTKs;2YR@`uDj7#!GVB2p~
zWRlp7<35Mhj!KNF-JiS<T2e7aL8LKzb5WDcIJO5pDTAJ906Z|K9w{-BDeO6*2Sh;~
zIjOUPGgZQzf-1uSkxIZ;kRLGd-lmM~?gc4Pmg6R)JT46|CT7MvimLf{EmMSGK^%`t
zhj|=hy#u%^996i{V~ms5p+?Bb;*s33$7*DVPkL)H>@!J&^c3V^qmF*Gz!NNfZYq8i
zat>-R3mwLSGe8HKfu5AR%XOw;_7w1x0NnFaC*eq_z3Ie-98d(Pn}{rUtDa~JvLz~>
zpmJ+HWh>5V%okX0bIl+n46NK7)T*H3njSWgGdTWLD0mBevJfg<N>UD-3V7gBFpP2~
zEPXLeCHOl|JwU0kT*Jxj-krN0Dj-gBY2y@GhcW}Xf$S+M#f1yNr(otBwBRU2E<jQ<
z+db*XNs(6=A+U2vjWA>>jQ6QoRy%RH0`Jq>q`E4zA#Q*i)p;cnIbbjVz|ABBK)}Tu
z3TbL#J$cPABrFFtA6Db?qyU~N#B5xeKzIKD2T%M~7i0dMAO8SGM@1*Wpihgg+y0zi
z{{TiuMQI&~mgY^=PJh-*B!?L!@CVUFXQu-gz!|NnWsIgVn#g_+PBLnV8sxJkPfCK|
zbvdcY%K`^_f_&^IfE0og9<>aFE64Pyo<&v55TJK8Mrl0xQ_E}sFit9viy?^_Cjy|F
z{UZm<j!6hTK*03sYIx#N*DQVLo-yQ;j)ZaeinJoV(Yh$4IE-WhsyY1X!a%4=Ib-VG
zXprx>JC_{i^{E;`oYf>ow-Dp8rW40pR8w4}c`o4;dYZ?&@eQ<D3A$70y(qdsZDmlB
zNhYA0?kIt2Bvc-mu2$n-yPOcDM2FL@XMLr^mo8b)b4!^Il<BUu^-;FoGUxlvz^v<?
zT1jIe*~#gFz#o9BR!}v~*^SONuIzU;VB4zAC@Y_wVwLVAJ?-99E~rS)Q&d6{PoS=>
z`Dt$JfCo4qg>$Nd?9;Y75s%iPmYF0mjfzS6OKm2$G}t4G>Ok$0<$^x7i45wID!Jf3
z;ws{5kXy>qATC&A6-!OYmD$jl(j*6<9nD4kq&EOi?Edp`E0~*Bxww8lQP=@bSnn>B
zD2>mj6grVxu_&`v?^(=+B0O~9)@$9!#OIEEYQ$b2yI`e?AwH(Gtvovl;M_Y(f4Vpy
zopV&i(vMQrHe*_&-cE_Nis$Adu&$B~64_gLLf-6Z+!mJhfQaJ&p2DRpP6<4ESC@##
zPNtC28Ym<RsS@Ep;+ZBM-dz6xbdgPW$j7f0B#VnS&-V!ZD~>-BxpvU=&CDe^=bCuu
zEKlK383<+`^o85jzMd|~#>JB3Z)_THZTLCOR8@C4P*1g8hR$Umz7%!lpD?UA9x>9N
z61%n(5<TkFHnFeH<gxx#v&fO)ugW_LR|^xvW=RGA03lM%56Gf6!5ynPuUTN+uZPbZ
z(FUm}K4&ENBBD`j(lfDeBanQ?`U;Oc5HaacJ<GhA;~i>cT(11}qSh040KX|5gGmL$
zM&&sK_w7#%8L)a%Np7kZV8GH5r5iIS-Z4+wy@09@c6JY!oKit{S=2br4I7N#x7Dq5
z>rXE4Xpvot0;G~S^!#ehm40B;Otvsv8SqIm{p@F`{{RZ-^~lz1>r{}eD#%n4conxE
zoo{apaK|XTa6WG@J3+0fQc-smYVL7SG)3*Kq%%i8rFD#u=j2oL=}x%5pUcI~!dpeq
zL2bw8f5M=KDWzX1OAV|m_qK9qGHI4_V%itHx$Mu+>0LLu$6&RR=2AwTZRM|d<R9Zs
zEoTJ3=`Sv!aoHE{ijHx4aDngV7SMK#9DbD8-(cHg50;~>(*FQTO_rifa<49Dya{U#
zIE_hMk56C9sz`$OO%~SiTH8S*b1aMVAE$rDuG+#p-#u6DQjfhf-*JAGA{gH6v}$i|
zbN5hUHTu&^`;zq7=C!Rp!%dDDt)-f2&Ue1glOD(a0M}T-l%Cb-voeUMTgXg~h)<R<
zGI7vXn=uAgAZ-PX7t*<^$CTcjn;cKhc>Jkz=uUkoT5umVVrT%Ibfw&SflH7m7(FNf
zGCR_Nlf@XN08l#)37<-u+2pjF&4NabPwy$kLL3e;OS_sDfnrB}?#|@1o}`?bjU;HL
z62?lf>54ZGOj7Qu<`swCT+4XM(qnKK-QJiPz`-QcWaBhsgHk&VJ#$9kif(h(lLtHs
z1}Qld(73056rS`5V;r1PfrX?!dQ-m&06Gy*J!ztxIWz#^-SNc*`kzWefxzTYde9+q
zLw#sv40t@!o<=Glhj2L~6b!b6gdM88q26jh#P#V&#~gqt0iYaWo-wzD=hV|juTw@%
zG$9IP@@Y2Y(wvjeT2aL?91aF4x#pPeeJM8|N&tU)dV!qtOkC!loO3`6yO1e_<j@XJ
zG{1!aCTYsqA4)JW(wo|l6K*HH1+XeF;o$xhXNmxwWpFW^)bMIe5go^InxWd8)KVF>
z{i_#fx%V|P-9qb-s7dXd8t1^rT6(cwl*MCp<=O@z0DASLSphxA*0WOaiiK*k8>1)8
zd7{8w1cTJ`Qp+aovSShqWP#SHqmhnysS6yDnwE=9mF0PPbDCy-O#pB*IHzqw2hESI
zO^3`kmZt;*y$6AiLHblLI0w?2L2_`zIL;~wCIyO-$4t{*!CZrp+*Mg!RCS`n-1Pqd
zgE9v3b=nSs!T$jCWOP+ef-)EJwczdjoc{p&GCC^O!ejwPHxpUpEWD1y)sPDuI~E>;
zii2_obU+3VK}`vfxGA(QGw)TVg`HT*D>44+@INZD<YZ*jQn1-oVG)?4$Sk3-JJeH!
zSz^Wj!Rf_Kl0uQ`Sz6Ac9h*bA@^i=KO$gLi9ci;n0v<pfrmz!Lo>e|nKo9RZrk9dZ
z46M(d-33sav7>jYMxlbYnBIshI(<s^W3m8<bI^RpA70fcwRVk2Ko>mbtVM4c09f<v
zF+dnMFkMNxrD95q<)1a2u=$Y9C_n0lVb?X%Ou3G1VEm@BEh8ev?VF*%sbGxW^(1N<
zR9xheIH+HV7!JmtZz4r-j{O12#Y$R~*{g1LYO;31)so7fyWkA<te3qhcJjiR+%e5J
z%e=pnA~s>$uoX^miqxAnUb@w7QCrJ9+n}svmU*{F5)-)c0IlmE4CRB|z7&55t>`Rb
zfPoS$XgdMP`kLUYkAyTu#s?v9;p^FsWW+=Ls?vwTv4fdrcJ<mZT{ZyD&;>Vn>BV{T
z$JLg_sG0WKEuFCiAq4urCa<cZj2r>zD9O)CYcL&gT+*pIy;(^My9WxOk6K)w=N{Dq
zT&j);s#0G_&QV4Otu;-^cQjg5Q;d#k8Rt~TBzNMdEK*EKVnX*mzQUyrit5v2BkreC
zezmM<_S9acjj2Hw+GiVA_(AXPYco{TmK$gJf|eLm9cs(z`mVDwLu~|+M0yqk16vk<
z4x@(>Y7?`+qJN35{5D@XK4}@wtWvS&F<H+s8&Kr;Cl#+BhOQ&EH+L~h<b%rvIOpEI
zV@mMunPTL}Zl+G#{$eXa=FJ*6Nf0zn2r7DD*RrVSbNgLS9ax~YjQJ=O{${JqnL)?i
z_pQGYX^EiU1V-N!gL-;_=xZfMnFGv)K1^jv!&fs+J2R=-tD+S$M-J1;JuysZ*`wTf
zB;b!qe&He#4l(@dM9X#Lp0!HE*_Bq!W5eTkrTaISq~mGN0<ZaaUus>Q1t%d`sRgSH
z?>#Euj0ngapGuK%IK?X>{{RW(R5x+hsv;nB`BS4u!9&P3VPhv598`tXMlqUVDM|p3
zZ+^7IOei2_k3c)sxdOIZjAIo8fT%N!_QfCt0j{Hxapn{~8@+T^nw)|;C40CnZO6(Y
zRQaozRwcRVQ!Ii;NXR^#a58I1&cwK;bf!0+)LvZNfdjYh;*EysKf<=GEhD$K4(%PP
zk&;uF{7-Mjs$19~fnv0a$qF#j%fb8yY}IF)2xd0W?z)gSOcF`{mDIL5t*LHk?dG^L
zTEh1XKjoyE+P~-8ndU(3s05ey9ifb26x6X<-0Bh-?q>3%9GGDk{LNdsztc1eWyaWh
zZB9#?MGQ?E=3uR;OsN<A`$E{q)YGputuIDZw~K1I;bKF{KIXYCPsO*|foSbV+2TF=
zv8+F{mL=pRn4FSNH4>?9i;X+(Y3f?N<<<10p|{`nfaIUY(~8d#j>npFvpWZNEWl$X
zjn#vbmgcG{Y%t+Y4_Z-?O29L7N~0b4s3>CtjEWHU;-1Gm3XgwmPz0x@1~E<N9eAV}
z#VDX*v=fod2ZNkY4JpB(1PzX9cM@?;0~DjD6bM=dJ!vUP#RC^7(-d*o)MfM6r3J=%
zP$B&&IO3WZvEWnj>p+OuP@_LuaU(nmPcVkyQ?SP@eB|*@+Iv$~z#PyUapN=yHuKV-
zx7MUciR9*_Si?6%$E_CvC5ShEYE*z{jGB{aUNOZuJ7XWxrsJ^-LCEP$WD0TKq;&-3
zl4+R6bInjPJ()aFfIHIX9cVu=;8PIJC@d%{XvTOVfE!J0a7{lLrjgGy0Of4b=9)1`
z#Dj_enl;|o{*@zus6ZK}Lh8Kk#ZHbK^x#q%QylfDWk9FQ>RSph1x5H$0Ngz(L8krc
ze#Qf(Fc?M-XzS9Ko|I!0fKa=;;CG{G9R_JvC9o8e=m#~aXQ1j=q<L1QLH;=o(fZR#
zy@c8_ut&8#NJnh@)|RoM-DtuyaM3c!(8k&P>nsWyw&1laM{~Cumm;l4cL_K<vHYtz
z4@zE#-jK~-H2m9sW$j3=%g#ymHJY->ry%iDt=8-YKaCdx*>)!&h5TwJl}q59noluE
z!8ksZR$P<8pk;#N*A)zjo<Zl@p~(k1KaD7q=b8ZYzk#5S8(!pp%sKx6^kj5Xz6UTq
zHN40D1E2o@Mn^?aB{pD;YdFZiYLsLTn<wc|T<YM+{z91#uRtpfYx{`gc}`4?*(%Z{
zo3mX+gXdrXHJx#(yOOXYA9gsb*oF1s+}J>W6IbJ~#!QTIJCjUAHy5|B5Kzk)$0d0+
zMk`q-oICE2`n762Q7Pk`QZ94A+9?cbS*Rm_KEkaajyT9jz&`Z>xB!8gR=HA#Y3aeL
zM6u5^02hwD(uPu;_NsRmD2L`@?OC(yK|v7=o`ld2<;%OJjyW^53>w8-)LS1Z7j%UD
z#PkB46n8i6xaVQxByn4odJHixWdYdplU%j2ROxQ@DM7Q9OF3s^RUOIn6@Cp8;!vtn
zVxGOtb+OyU2->Ou^zBk^z~E!)UTsXqPvJ(221T}kZ5RcUa}Mrv`gE-r?c$69`VJ}O
z&S^7~TvM%5e-kRhn1viuS&tMk<35!HmkA#vf-5x}>@s3V?@VV4RGRIZBycJrbmZfy
zC$C}n*3qLT1?esr4i_HvRL!{X`ESyi66Wq-CfYZd$>|#Ax(zqLmr_ihY>{D7xjPQ#
z9@X7P13C1u4rv_!0L;hb00MfktJWGN?fK2Uvr04f+vP!B+#VaT(ueL~4&U?AL6e%*
zvv}hMFrf}l7{z)N^5niIV=Da-#>3#>l}*;5-suu;AD(NXvhdcGVw<h4P)puN`HB2a
zYHR&M$_YvdL&@DE1(<$aKN`u8#nw|!Ei7a$E9VTuYOfxqyQ$HoPvJ&RQfAN18~x&O
z>UvXeH9JdqN0>=w`>F;_aT@NtQp|{T64#}$L~X|2bJLGX=WRSmb7CAmCi7S`GxFRH
z)ox1QpxN7Mo-L0{m18!NnOJX8xB-LTj+LEv;)^y|?rv^not;A)bQxI5?0?CwF5>#;
z{mhpV7i{oPZ)&IZr&#5Leb*x-^{MunmY|C_vpwa>ke)J1hUXsD2azE>Ctpf=kyQaB
zwMMrGB&i~~X5TT<3v!S0-4q7M1GXvgV1vy$F6Jl~c6rY{)bsf+vH2imu4MK(H5P2u
zIP4&7fr^n&6#fRA5aW1}yLRIh5MY#%6NQ-m`2f<WAn}a*)CO=mQ%%Wk06$uyOQaAD
zXURJuJMoH_%yPUQDxAt$j(Mg?<hXfqpnxh>Z|^p7RN_Wg2Q@naDKH-L0@xJTE@Za4
zj%fIFJB2eiZ1c?~%$(+s>~Gua=Mvmrq?Z?9{^$nUiajw>czaQu^|@}YE@QS$gp>=x
z6^0LLb1xyQMNy)85xJ=NisR0jJw8X;?VmBg{Rj1|n``T+(sa1na+3qOX6Fs+4`Wdl
zIN;Evka(o#*eE0-F4gUtm0XdG0%@7|p+WViWsWP_m{%1jJag8Xc^uLKo|NvR6e#AA
zl;(?ofpOn7m;lqhv}Afwa1NrHPCm5m^iY@#B;u4F=QOyZ8Kwc6U!kV(53MLP0ENE_
zXe9HVDUzHXwB`G>2oDt11&^SmZ%SD3qa8@5gh~cJ=%?e<;-lQuoae1DAB6gva;W2q
zY-yJ0YSO63N=ycbg8C49RLK`jqL5;zjNtJ}l!p0kI;|-MMo6mx_b)xYYAMb@#xd<t
za3ap?UA%H}O)L>`deko|KPuG#=VT3nO$@moE&!-@7CCO7l`7#^0+@)3<E<$;#W<bE
z6om;LDTr+?Fp{l;IH^!>Jn>8jnBtk&nz;7hsUw3_`3-|fFc?^cI24Ero<=HNqpdg$
zbf&;=!VOCsjk`{N3Sl{=0~I49Ve=dkY08e=RG%p4tu)F<-NgVjp;OII8%;6U8nd58
zT-NV~Ep4y9(AQRiVHOx2-93mMt7a`m5hKHDAhlS=cWvbTD&rfIDOlzp@ZP64&hV@W
z{pm;_rD(z7{XQZ-(Q@|^ca9bR01DBb`qa11)7?mVhT(r9PL5qlVYb@O%0tkV#b~0D
zpF1V9iR{QWRuNn0jq?%wxj)LRNPsYs?^DS=QV<s(%+(jMxj*sse2M<b^Hyy%%Pw(m
zHPoK694%5nHu&h1SW1avWt(Bz<?_J&YtK?llh{|Q277o+Y}VH6kGP5ra3;>e+UjZU
zr4oGPtT7C3`ubGO4h+i&y*sZbtvYS5E6Au26P<&grViDMMyR)Er(Rz;TX-3}=b-%S
zq_FUQ(Yp2b9>|9S^R9nP)-H6*lw@Mj54{;ZMR#_(&7}51=j{<i7jq->zSym)C^e~#
zM<nz-`%<-=PP}-hjibXIq>c#ns=?2#clVQ7_=ehRL=7S;<lM4tNWJoFk-hNs&8kgv
z56@<VZIVxvzo`SbrBa=?DigluesU=ak<B8U4z)eG&BQ~?Sw3O%F~DzX#M0-ad<=|_
z8Q#7Q-|Y7p?VmC_E3o)*SZj|QdU>>kY?~t(8@Hz({rRG;s}h~hA7we%IOiQIQDq+Q
zpSM~~hwm28ImJ1p%M54Unh>OfI7Q-_C(OTl@TR<jJhfJm?IX`13ac?UVb6spu=O=s
zTY>jeo;fuH*Ah<0%0g6s6L6xjudZbuyGhlH9AYz?9hRit=ERqF@&5oA+&Sx17WB<I
zja)=JmOPX6s`i>q#m~)xs(Y~Jwr%`B3Z2ZQkE>TLTxBYKO=A{w=GOA=;Dl1(9B(Iz
z+py4(VWt3)*jB<?tSi)G&<s?;N~T45b+Pi6ku~J*EO5mdDue+CKm|Tek%yraz}fm#
za!vAKk4oUyPV9RQVretQRi5xdncB^s_~NNO)RLy*HZ$p3#*Cy(W}7xT<W(uP1WbhL
zJ!*s9G7p|o-j!6{t_hC}=hwA$(!w^yb7WnIi*$r3^s4gSS_K=5wmVhbE5h2Yu_CJ{
z*`i<@%#a>e)K_C+;EgXwkUPWnsdJt3ebe+6-$yP_Su;7+vp7o|En8S}x^|v?zVbTo
zzm0VocYz}SNvPjE(-Zd-gdX0t-Pj}%z$1kgH2&z~t6yAN+sn7i22Syy+}ZjH^l4$K
z(=l_DiLJD&OKVkz(iDgeg-2hhsJMzlpO+jGc&r&bV`$ex%Gz?Ffekx+s)rSc;v4TK
z&|0{a?qyx#L)QbYYip|sLG?Pzt#i(drHUlV4%d{Ns*&`rH(l{wp>KTFmbX!PY6fJD
z26-HhO5^0exl4buq|PDE?SZffsF3bZbKKN(b}2;Y?z~=Cci62GH+93wC(KDB1mmak
zu65a!ScW}@bJnVs8@l(Yrf_2XYFw^6AtFD#91LT%He<A?_Nd};A10demvMkjIH|bo
z`W7O8-IJd6RJSMVQZDi_kOe(pP(695az$87nG^xY6(n%;$f*%=#~7)jjFK_Zvt=Q>
z3a=arNH?tAFs7`sk=vSP@fgo~X^fV4RX}if9V(HTiO+9CPkCBEamT$NjBLxCnud*|
zHES`Ul#iGZ?kPea;lUL3k9flK?NTgTPbVJKA+(tY51vjb84GfGt2>5pITWFnrrcAx
z4w*_YM29soRXk&w4g`m%T97se80L$T;L%^oV0owQ;+4rKJ?Sz?qT;g+tN789!vdR*
zJxu}1@K%5wu#Uaya6mLG=dDN>cNCfdih!@ZI|WTUa1I4NM0|`X$I^fyB+=TPvAro9
z<vfZ22dxCst`8!ew<n4KjPphfKW!P~+JG5~4;1l_T1}*$v;iN@oKk_Bdnpv%r`DJa
z*@MZY$fp!+WM-St@+bk4AZ+5AgBb><!nGk<1Tf$)9chb@$C{8R292EO6vR1s>S^F|
zF-+QX#XRH+U{1N)#XWt_YAClis1+a$yBMhiN&pmYP<`nNobyY^dI}}U$F(t=1C9rJ
z2To7rOm|%2hZL*>SZ+NDrZ>yz2c=j{5%Tn?=YxMB;+PPZz|IXYxjpesZOU+YpaM@$
zC=m50s65r!0DOOZc0DSZkULbO-~s>`9<%{{?BShv1}grYs)iccVy*KnPA;%FanqlA
ztvvBc!v`jSCs`4={IgJ8s<Q$QIOd`w(~7Zar`+E^?xS`<erE%PrLbD%TzuW}S{Axh
z#msFY4hK7XpTez4q_v{&+!z7}G_lI?Fm+<AJA+Be`wc{*(WGZ+kEe4`G34=D7q>op
ztCUbrQaGxzY}=3GK9nXlilq7q6?Zi%sV!5g?L3OIL{RbMtc-+=92{|0bcc>B*rSz0
z#9xr@{c0~P%DDiLDj&1R*}~@>kPd09i$;1ytdTTKZPMP^0mewnf1l2oE875k%Zcs}
zp!rs~n|)&QPPOt0grVh2o=4+V3>vns#H_Q*3E)N!1!|qloNRUX8t$894jKrE^*fDF
zm&Fs^{I-_YHy`e<7x`5yF9BZtq9@cAI4$=A=2<`_cjCKtywfaW*%iqVAizjdu=lD+
zmU;cgv8<N~_I0)y=*UU^YDlzMuGUM0XEL5jZOK1OS7LP-XO35kPiF{)ft|8j@Tw8s
zc#2)C94l&#(IY@Vl^m^)n8A<3daR=+*{#?6)392(4~6ZQ2K!Y&z19RQf5Nup)8tYg
zQq&SL)b4G~`BFu3r(2TI+cm%(i6%Q&@~TwOx!D!2jiO{NwwrT){{Y^dj^D{~SUTQ?
zbEdo8T-(PDq>}uRq??&P4@&5t#F9?W1+<&l5W7QYqkt=zyS}{F$hNc7Cww>G!DF9#
zQjBe&;@$N+JtI-wYLKM1@}iBZzFEqV>UtmNRJDy4QPv~|H@lEymX$)N`U>Che}nFH
z<@2>$m4*g8jlTmY+||qL%WWxG&vdODNrWrN1F$rsE9k;X&gk=-zYFSGe0!u#;AF6m
zouCZl)^sjbMRj1L9PY+{8uat1Eb2&(Nd`Vp7a98JwQ|#VE^!o+!#3#&EV1pt`eveZ
zx}xJgjP>7#dWpK#ys7mFF7E!sS(+r;NZg!}>&+F#d=Ob9@x|<Np;sDnf(ZWrrjgNE
zmunnsmkNOV-TA6FTAWbu8=q>*lJ%!y6|_w&o~+#kTD9=(w;#N@e|@XPXIB$Wm&C-P
z<W`eYdE9N>LF|LAO&zuD%r?R!^k+FE@U7czAuaK-LJv$;-zj4pV>Ra1%{oA}Np&&f
z(gcZ%xn!948QQ;)tB_bhYl9RKsU5=e`PI?}GHSav?Bjv!UVO1NYCTzMDGq5A4hPLq
z`Hp?5ts=%bJ*uRaq>=!@>}f^~lw2+sJBTzhs9nz74#TxjNdOG<Fxom2YJV~{UBe(_
zqj8$AWbPLoEyJWHL{ix8RiK?(4>8CGxb7;g&ZYrq;eJT!M-`CfNqI7LJ-8L$M+GTH
z^3aDPLgM`rQz2%MV*zu3D=5zGoFNPCPM7TQU@<P<-KchU2W|kz1J=D7bYlf$JKT)J
zDQrkefsBe7{I8QAH*aB6L2WyaF_i88@#$7A;D%o~G2J35We2@$VWZhREps*IhiYbg
zlvPDz*mef4>YAmkt}V7S*9VarbziCNT(5_&q>D*`6^IWQ3_lv=M!R{Z&v)dwGEUz#
zkIM`b(z&o$&uHZbx;pW=MM*||8PICJG`_XDmeLzop^*;OedX&i<HjN&t!Zuz!y<`g
zkl+@_BmwVS`%5j;G_tvQ8NOycO;C{G$OpZ89L=-OOG4e$ts!|x0h<SpT8LdwJ;|0?
zo#bG0%-J}kxR3}jpGu~ZZG4l8n~uZo82OxWj?}3p*!?OA3p)}A6y%Tl#N*PFV2I1}
zz|TFZOgyRwN|Z)FgkqOr2dzt)Rw58>IXu*;fPV-TAkWs52N|T@#)K#V;-v$Ql--9M
z0%_U8k>9l-963KIsTx9<`MK-`M47?QA4+Q}&T~iy86De(BzLBj<0h3s9qHf$)_@UE
zk(^K$pHoi<0~Ga;E^s-dF@QKY$;B?_2iNOP^8qw&Q`8CuhUcDBpK4s-;E&Fo#&QlR
zt<NClix#J11_ya0QU@yDl<lM%3~WY8rDD0z)^bjIP*{LD>p@eFO)Q)s?rB(RNLa`&
zHw=N-iq_XHG-wjp^sA{SSram=kGOGIdB-FX^fdC>Py=V{Pf;d`RR<VgX(Zrq3Hnn2
zVbX_V$JV8{Vw4j#w96G~)=4fREILMct=o$~v_@2?CxXL_S1BCN9og6jImkULqO#RV
z{mhD`@(y!eU3u0{>76j88yP0p<IGTYbjcMcv<$!N7ae&Nnr5lwPd&WAG+tv64?XJq
zuctca%xH+`9jnrWv{yNOjJg@d*J=3~7<(FgR&q>|vVr@w+<pF(`{^zJ0JUa@(NV3#
z0+MH_ARqp<MI_PO+}hiTe$IpBcT?LvYVHxD+p{Xlj1D$1{3<2{u5ds;)vAeebY}Y`
z>Larlk=v}9Yy<WG01D15%^F7Ml_cluO)^|8R>z^K5S;LOQ(bnq9Vwvqre;|LKU!lR
zc%}o7#+(YC3BaHRd4v<zg4^+fL#RA0G!4BvPy&;*)5jvCA2H{pJ0uPT04_Z#+ra8G
zNCz1-gc@Xvk<@Wc7$cKJX}y5XDoG<%I0y2g;5|O)%hsHrsmo^-5-*{t2q0jZLncO6
zK7-uRg(To~?^X7e<20cdcfg<tvR43_Q2U15jQiDhLI>a7^rnshGy!0f7(0g^)aa&-
zfKqz*s-|PN86;F>gVLB>wLD748T_id4V+Q9frCg+>{0;>WOSo6@SqHuV`Q+!061r+
zc%>GtAl#y+NO#Aa^HQlX<w+R+RKTjRm0V=!-nwlIP&Rg~h{8Ai?^S=O^{fKmxCnAj
zVaYY24wI-{g?n2olHc{rkJQx4E$B5Qi~6O?n2s22Bopn$W63I<fyu6h4+rZvEBo|@
z6+L{%=k%=$e*uX3xYRxI8h=wnDM(VNk;S4(DdT`T=82<7*CB&8Ytmrwo{bI}<C0_k
z+j06-*SZdsb!PV8WR4KSi4c6sdmPrD#gXk%<k=%F-jvA2Mr)zD@K&pBZ*g(D2aX_H
z0r_F;T*+~f*P2aRa+6GuxnYA{Cx`SsF8ava-W#`I`+TUd0sMN`G1CV%ax44jEn3<O
znInXpl~dHyj)IbH9oxyKSwfM=r&>m_{nol7MjxGKYCbKF7_e^}Vc;dYZ6Bpz==vlY
zypp~3`^1spoT+l(O6sia^t(94y@rz|<Mj=2Gx+Tlyj|9a#iiAp<Ttmv#G7pF<{+J-
zNdZ5tX@9~z@GxubRwxv8LG!oZ1$2$2c!y9xuBmBn{oIJueibFRg6vT<f2+H`c@QV*
zlTC>k5#IqAOAA}8@;DO9@}T?$Z0Oo$<@9Ynsks3lBru($>PW3SC^S6<8EmYiV%=Ke
zQbGJGo}uFb6NvoS;f$Y{#sMID(!X-7S)aq2Q9{jW9AEU%IZ{6pT)ppwG#PG*pIf|<
zJHoBF{sy|_@bJ|lOQUfm%yJFN#j>P*Dpl~qM8CU-XSo;^4zgMeQ#o53PY-ChlEY0t
zU>NhRBqZbM(w{eq(FsWBNXh7sCO=VI*H#*I3$pt9CfqP#Kp2{%9j1w-#pc@SWaIu@
z+;fk@t}{<$Orc{Y8>{_A{{Ydfrj-8xeoDJ8fpd2km#SSs6eNOUQMl6G_>m)A7m%k<
z-KNwZh@}(BDhK&vQZv@9R<UvjwEZf?!)_;;R2JPMf0J2X+g95fH<73uZA1PwUsu0|
z*G-wEowqWSTnzF@73Ws>W($UtF5r6Z88s81E``E3)c22t_j)bYh^~#Sk0zz|RxWe$
zi1(&{Tv1%V!1q`2z1c|P0O_(8Y+-@(V&myWVBO75at%J((Qy=NG2azAz&QewcetqD
zUA*SLJ-JEUodb!;#YS9oBymx+<24M3<qV8=uX1};#uoy_lMH&*R@~e#8Rwd<aer%S
z-d<W~&InO}57v^|bzMqAEp3QF)P>*=c0DVymKJjICjE&;ub6*$+lc2Gz^E_qiWEFq
z>4oHqku+^e@@XT26FVXKh;Ntkt8sW6TA3bc#85*T?ssVbR34|-@UGfeXs4{MOXfK_
zWIMTL<I}B3vE5t%!*ZzTT=Q11g|3@&V}ew<T!1B2I6k}{XfRzoa!el)0rKab{Rh2z
zDltTAQ!5k<OCL4=07{SNlQ|nxHGbPmo$X}18w7EX2zJ9UK7y{m+FELsK`rhsRP7VS
z{{Sd2{?0kY9NmiKeN0F+*={BXiGar&n}PY&gB87)Ab$E~VhR2M{xzxMnG5Teku14_
z2{y*6FaR8IJ61YC?m8S*-?*%ngD1L{;N{zZFrakD(u+u%N0ouWRU`AOHu`fm8=$Qu
z(vXe7;E~NsoK}FM+0f_@oj%YLk{4;_xXn;)yl_2R`PSZ-b^Vockjs+^Beza^iow;V
z4XI1B=J|;j`q!U>qUl$hp3L+yl~r00iro;$Ce$aVHA+c-bKjbjB#oTpdjU>cOydH*
zK6@T#D<C`OTy&s7Mtjxev?J+KhyddUk6MmvvDl)Bamc6a6>P_W(xPF8<Yt|~h#^yo
z0+ZV{AsiBE74UdcC;;1q^rUB1#yK>*gJ(3tnf4R_p_rb76r`QF0+Ve!2NbRVxf#cL
zdag!k2N<VrBwz|d6yOSH<4z!vk|_utlmOiGON>&|f+!eq=|Lb-fkpwK13V5Xedq&<
zOwa*}Qh1~p%`Zv-Z(h`d15W@`a6!!gCdDVG6nQ{&18>rlbHzU=7@#gj@!(`<@T773
zwHVHMKGi5Ry|GEFl%&xgpDDl+kO068DoCZ3NI3+K;8H57VVal8T>QVKL!}mKt29?=
zlrenek0jG&$T%!|XBBOs<K`QMLht}`2^2V3+7(rZj6}3-SnbEngMvnRt<7%ZNNMfY
zNVaIvAqyig<(t;AghY;CAaoe1L`=hwdH1H5LAr^%qRp`>r_QmGH#(~ir!`7NP}oTr
zu=T62aE8ro{EdtbO9sYIOw~02ll=W?NGi_i)*4ip@t>Nb2;-=$cJizj2`j|1s+^eE
zaDKHN%;_z|$sB7EF~~&dJ*uvAa-uQvjz=`ypGtVi>q~$E7^33j5De42yz@W;o<`Gy
zl_&edAO5;7E<!N8(avexPEIK>b57#qXfehqq;pbqrjwD3P)MMj)Y3?$913e11Uq@h
zT9Mf89Oj_|H6wM$wE!rPuR~7{k<T>_Gfq4$06%aU!NK;Z$-vHXX;gx_rsSFc4<je7
zC(@L2Km<@BP%{o`*uXS_uzJuwVtJqh>M=@A1u@jGAkzaA+JTcKtsh3kO>HB|c@QC3
zmmet{8m*2pO<K~zHm_<W1fh^*1A~vP9Ydk()=6&!2w}5|B1a)(0E78evm>7552bR~
z`pwSeOIhY5u)qj;{A;Cy&A5eGqIGfxM%*0NOj@zeE1~@7KhK&>AHton;o?oGJzeRh
zXcsw`c0ag3tyPH)q#mZ6c8*SJyXr6|NKE6qu&R>yi4<)~BOb`RjXMFOcV`{-l(y0)
zW06QaboZ|~)jSn@rfHJiHPySAxiN#uUtVjclU<f_LV2x&&h9If@kY4I5wMaVM9a9b
z&*@Vnn$)PbbC?ggbDY$n+XEF^5}<|ZK9yi|^saMq<*n_-p5t!ltizI2AIF;3@ZPB{
zuDu=A-SopMQ*b2XJYyBl1|y7ChLT9s;BBbDI3zbi^`~})WY0^JP+Wc2bJ?8L8E<cH
ze|2n)yQU*jO<`)9>f19b%N$MAs`HBObS-A)-@_IS6xP5=9^oPZy9cp8qO?=FnvJ(G
z?fen0U6U=urrtK{Ze-^lO0u30(Ja_K?fkc{KjoZ2Dpkvi`7Q}*W|mXxdVaOf>K8XF
zcN@gsY((LsR^)r;n9h|o!KB&?O)A+Th#Z9(Y<tz@OU+{0Wt#R`qHp0w+P_R!4|%9E
zFo{zx-3IQp9fqZQW4I`A3C`4zj%Zc}k4Ur8H24l#27BOO{&k~uE|sQf^32f0LaE_~
zOM6$Gf5J<tk@8PC_9Lg`T-S;3u79(Pvt7)yGkk+_=hmMq+)1sC4M$Vk9JsoI-#m!G
z&ONIXc)rpow#ggIFykQbYmUUtCiY_IIXOLPUL`C@UAe6Nr(*e0y{UMTZB8E}?CBg?
z&mD76Y4)+)%0oB@A9U7iapM?0D$H^eU_m+02hyd=`;?WBV)!v<6}OA7_Akx$2L+E`
z^^wt0d=kEEj}_fS<18#4w|f5aIw=9gOEF`^epIPxaXMstv3HTq0It5<NYdhqY!=4)
zRr}W$Okso{V0mh-s@~{U_nR+g7cCGCvH}EY&~*0vO?=H7a;W{)WOedec5_lgwNgDk
z(p$-x{{XB2?D`L1t!XEPHLXhAKBqmtoo&>sADaW)y=ho@hS2I>ToOws9$aGHJ*a~`
z@@r2~aWoiIRmu6KmHz1T8R~1kG}Ic?Ug5}}Qx4Zg(d-w@wuVhkL|_Pz;2wJ~arLcP
zro4Nh6w_JT+V0sLDu94<_jdHo2U@1Olp@?Um=EQ*l&HBTPI*53)+Nl6Y7uOT30~qG
z%%D{#a5*f0Fe|3gm&7E}*&QY3w=8nW9kO9jh6^8-u<j&%PV!SU^UV~2Qdkj+qaJz3
zps3}wkjPU0Mg$B-izp>eToce$xTJy|KH@PLj#8=QN|^*U>>bVNf_e6<RMOc4cihAt
z7PdfMW|A&`RV~lu*R5N(cyybX=CO#n#0K`b<Q~Th)4Au9PewNk@+)POXFj<8eJW{e
z%(q;jc9Z59<S(vIYN=175?0u!ahtn`Cxamml{f$skT~znX=vUYH`>C<BKaD8Ib$@Z
z<~ZjV_pKXU5Sce^3gG9SgFcnkK>~<8w^59aE1GzYT@j+C&AG;EP)Gj&2?+ZRlDDci
z8JPUblG(`Ow&T<E*y9a#rKl~{MYqbQ&~aT76^#UOC<7g;tnTcLo3f;RE1r0XNY*rz
zOtEdD{o`Q{ec>beQ;ZrLxB}kOJ^ox`v=!CjDi0XOGgK~2ZcJlpfI6T4zj~D0-IUVY
zqj{m|_n;F5TXBG^CNcWe6X6XY<%Pc;cx=_{iEZOkvfs}tGFd=8RdW*Eu#zaihD`AB
zlq!8IROGsmXugI^cyC4C>VxKA`DU_VkLOR1!WOciWr}-#2l~Pr`Bv4vzMl&Q5ImDd
z!6cG%^{Z_)!&^uYtWHP?yPOXH0F6_tCDdGzXEk-;>qysX+_{tcxD`g@!aGqsyP=l;
z^7O8X;_0ld%BfRuPE?<m{c+x^H21PbWtfP-90ERL^c8WdKIFP^IqQ!L7$VG<s1Kl1
zSw}&+k%)r~0sGCxc9BC3!^{CQ&+VK>KN@tl{{UwQn|EN~<F~zEw~`~-MBy95x`E+U
zT>CXfbR9$x3?$>w*KE<qdE*DBDdI$qEMbm6x+$zgh3sN*ZKU3(TWLDur8Mbxi=Fn;
z4^Ni6`)Ne#WY|@KzzzK9lsv2v9|t*O*wgyU>>j}$cGk108HL7raY^=hvU3{`!o4LR
zjR7a-VZbC(GDc29FFv$=XUJZ_^N%IEl_T(=M%|LV3TUE+GE7QI^%U5wV7rfafk&ud
z0jKql_6Gs5_oleO;=LH?wq-HoE_?A++d#2U34wX)DEiDq=rhlL@TBtFIqhD7{{RT~
zpC>C8G3imihHQ!Bc&GJ<hp~~um0|RwoY!dH7_}T1kbNo#@U_42+%WozwO#^rWO96p
zX&F4%O#T=j!Eg`ZRiyCL$~P?Ok9x0b7Duy@hzB$gT5X_Su1b_|p{Rz9d_U!$e;TfM
zha`#sepDU}TWvD*AN606sNYY!ToV&f%!SIx2qujB)TY{W`|&XRDTXKh;}58&n5;K6
zxun{C4Fmz4=AFY)_ykgnuS1HAA45+8jTZspRvz^6I3wm-i*GczGyyo0Gt-K8@OY}g
zds6K5Gz~iz41*XTVAXaCye%fzq$t_xKyxvfW6+uaIL{R(*2hX|1P+v}K4v0qJTUxe
zWlt>aCkLtGkOPy&D-!1<<n*DT^Nh!QgH~tMFD@<Nx0-n*iXJ0IY=!z%J2EmT^6||g
zl+b{hH)5A*9qIB$b}u71?L~`HRvJhmp7yiF8cQr}kxBO%hYe9}IHxp{vIJ*lRp_Mf
zC?`fU9QCG^JF!Z453L)>Z$nPu$e41c7&P)}1D{$@$JUoHy_ygMN_iB!&S^==B8!XJ
zjp^2qkVi^#;Nq0+#x{yBFJ>`F?MaiLYH}#gdU=d>$)|91nIGXwgy$HgW%M;FA>%)#
z7ee-J5wYfgLE{)THq~Q;P`VUgPvK0PFbb#d8hmWF<VuW0s&b@t6xRw!!RC;CKRQec
zwi@Kt*UK#K&W#{>8IE7@CcPl*>w5r_)>&po9Ao7b=T;Eu4{3Gw^D<m2lL<qBPp3mt
z+T3e4I&^T_Nf?TBX;XksM^F#19V<vm#7Z|i8LzH@BrI!>R>`VzYLF~pu5W_3akvWO
z=G7&;(`1U~Szh3uk(A(KsoH4MT%7q*J0DPMPid(h&qJ%9#Tqmxg3~v!EmUXme6F~)
zv%voVX|eiKZM-XT<x9e<GyG>2YCjL8hUHQA%N|O`dLQyAbA16p7{^-FrkPln(0XnE
z02-@t9M>{=ml8W3qbGsvE71HRbW6yZ!fRMf!;%r4a@p#c?0qW}T+#l^a@O8zx)Ht^
zbN7aEgXlrv)VA$%k})*RB3(x1ZLP3mJo0b=uHMhWHWrB+I-93Ie>?&BR|#!#Ev3+C
z*vB+&$y3u6=-M8#HETI0c+59Y@x4Cd@thIZnow%`gp;<0R=MFjR<)Ay#Ink~`9N@M
zhgkx%D*~(z3Yzpg-xF!p!Gp@G_{$(Wh(AGGCby_q>UUmsqz@ba023Yo{3`0kEnO2$
zzM@%MK|Z4b$qLG?DBOqmhjE(kZZ#_%HYG$6TB0t{q~wlk&LVbPZtK{JvhdnY0h`Ve
zW2rgKWf@q}tD72^j4Yj90!eX^j<~FOHQhlhRcs$>551m9s)pV)B;$_96b16~S36G}
zccIh{Qj1S}aU#t35;TDB2R#jK!Q#zY5r;@6{{Vd}I7j7n;+v4?0CPt>L*-pf=JB2L
zMnraYvA_56oPKqOd3SfHP9?dMdkzO|eFZnkW$*aXtP&IG4GyDwi9vK26tC8wv`dZ-
z>YQ5^WyV|B3bFPXLtrM)_l-w7xvXf(^fTJtKnc%Evumc_O+B<}6Ej@4$bkMMTZcx4
z{5AI7!_JE5%afj<jz6t#SqY|_!?8sc8r4~qlw^#tIW@^s7Z@G%viVIm&98zM^1<Vs
zMI~LY6@#NG?0m@o0K$ssJ``zl#o}E{QkEjCJT9uo__H8C(u(MzQ`$qA<Hb@`s&c1u
z$=-cOT9h^A)S+7evcv=J{{Ysl+g}c8)~d#6nU#V8fs=xI<n-pBH1_XpAMVk%pD|HJ
z)r|UknsE}`W<zu#g;7TL7##9OPh4X>de%0!+6^o2HtI`FJyy=$WAl#;v3KV=C-UN;
zwQ2P|L1LCNEu|Qhr0k&QuWsM1PaoMLkStcqbu5d-j0jc7bzZ0O#YyJ1<g8?2lwJ5z
z0;++GW3@h(A6u51-%hl#HtRf>Gs%tH7i4M&O}+Y63AG!KA#4&twz0R%8mK!?59T?^
z&!tUc1>N5N046=LmiZlqIP~Y5(T_oH9(K?7hd?Shly_xWy^J@5<rZUkm3d|ywtl^<
zNBb#mw05|XLRDRNLcC|@T$BFR2NkIWjl2r%sLsUXvvoAX2bja<$n+eFO0}MW?60|z
zq{9MSNU~bV1S-UbDp-~F^sc7PI}O{xamNNw-20D8xo!kv7}W+_sP?O_&_bo#8_zi>
zrE^rM<nC<<B#igDvy30!BKmPn7jYR^WUI6t+#GXLw8+Gbs>jzIKDAOshGt+^ITQj(
zRp4=1q`H<}Td3n_WPdQ8Iqgub!%C(pQFDxiQ=U6jHj7Mw2cBb%y+Sq*<BHkv_JyWv
z&v<2(k~o5Gk_Xy;Y~&O83b<0|c0@{is^$^AXlD_su1-Kz<&9OAKQ+vca6Eu;%W)q=
z>^suj==U&d6Tv3pE#xX5SIOg{9qXslyd!CKpwFq^O)JW((nf)RR@yp{N3CfZPWD8(
z*<GBB7S@8{jh&uAA2XbUC+SyJm&{*2KwZW{g}?w*a^D#cLuR4dp}^o%?JXsdx7<i`
z*)dZq^%(`#@*CDjV`(LB3uNORs$&Ji1W6bmBPCa;t0LAIS)X7T<nw|*8lx4<-Af|C
zxJ>-hKVeh8!x!x8B_2dzxg4{0_ol-anIR~|Di4}Y#QRh7E*RTe6Xh>5%l#{JQPH8W
zvD2lA<oi6f{$zp3z&v!OuG4*mbhI$lkdl$1!Q_$NtIFHkXc@;v6z7pfRvpEd^2#a~
zx!MT8Ob?iYpTd$wTrdJ;09kn>uoX?_kIZ0zo_^~3*6)XWKX>9=ff}R3VV~a4IKcD=
zyHy$NKEtftSweS59L*GY>%qVz`kK>`rOZb%Zp8r!FTL`)=%c+^M#7wJ9)#CZaiMs7
zNS-SlS5UnBb0{z5ASo7lZqFz1tUYhT&7*3*MAsg4Yy^?G;5wd%6y*smSd^34ppiVS
zlatPK+NX}$RN<SiH6WHakZxc-vybOfX^NV@s|KHHLrpVd*+)`O;aRR`?2Ecvm0eL(
zhWUj<kU1I8sIHbvPYO$ZbfK$Wi=y6N+7=b^L-hLf{5|Uj{t=yCPZb>jt^t@gGUE!V
zjPCkkwe~VI_K1xoQ<J#o(=^#GLK4`m$aD`4YB$ZL>H5v#)W9l|O&Ac$!?4FA{PnD@
z4?(%rb$gpB<QB17ZfmI=XUkRK{Y^h)!`dS_-74kO;P(`tZ%16N;C%?ibddOS!usvY
zS!r6G^mq6^QMrvoa*^0$k@(gYjp3`UQ(2bD<Xd#M+}AR{NR@h%>s9Q9?Fy}TBPqcO
zed-T3Q}>S}ob}Ch)_NC(^~q(h(RDkv)KLpYE@J^E$6dJOel^L+zFQcjO^gl?v7y4i
zrE!IfZVJBP>7JD*nyfio<kS);mNI^2_UlMa4o5VsJC~y|f%kTrV~xay!5y(x7FGuU
zkPl;4qmU~6>%{?bCxCOeH5TUkxZ}1(U3OG(SLQgTxbs(#0X^su3Z6b}6+N*?BZqzh
z1L_FrNI!ByAG&!4tVE@V82O)pigycKqb;N?%_2adM{IQ-wDG4|%Am9(k(#&xRyoGd
z#9-2|ma0%3lgK`lb1>yyN+(CM=+OQmqB<3;ebpkhnbo7g7(Ue2WC{tuAaxWfk{2ui
z%ON!0Ok?5LnXp;M(vbLRKZbA4x52<%cO7Xs1k+Vy9EiXk7-D#rA6iE6&B*(*BUeca
zZ(<HcDpqZ*2YMZ8p?f%-gLr!Qe*iy2Q8tTsKjoRO%+8UJSmUuY;UL?%jy-9r@(*Pb
zhdNc_@?dI=*jx^<x8+^<mNrq(KT1ucsUrvKDg9zW>`~{&(f<I7Cj6-dr~4#VexfEM
zOCCq6jM9CU)bp?qdC6R2tLp^&BhT90gYEB8G)@L_k@c@c8g-jz_j#c-O+CXji?zEC
zT0XHJ!uBllVy&K({{SJe$<24|qG_y1@{iP1Kk$#(@52Y@rYZY)hq014CPFblMq|>u
zNxUy<E<#Gnjx$vo!z~M8XUNBTrB)*3k;=M|-RVx|AaH$%u7+O^&Z-!E#Ps5$It|Qf
zcLguldQ<k11f+~n1Chi){uLVyx#G8Gw7y7$djR9LXa4|ZUo+ui%{3+5e(^~nX%0ke
zM|@MnV3IS6x%OMgl%b7)?kc<6&bTHv2iQ~QUBz}+A1*~as-8ilcqQsl@_nhH9FMwx
zDlUVVlRTb4rOr4!(?z=!$p`VL`9O?Pb{d#~Wb;VOGt#9<03nGu6wr*$%-?sg#Rc=|
z3RvQu<$^aiAJU`>rx-Xid2ZS7%@-bxYB6oR&zdJvJt+)lcF=_F>zc6)3XDO>KT5N9
z%^j?0hZ!KZxy4JHOuu0XMak)7G^S1%a(EdW*JEL(LH&&g6Fm0vA2v241~%?LF<h$3
z+2ovx-|+6Fk;>LLLv(V!P?8iW@6BkXXQ_*%n$WXrYiVyW-ESFUcqC^gwd3>T06`0F
z?XfXSE}?5|H(TlQvkr{Sf%?{T-YvUaqTX9VKtCjF<~Q=jYgHtS{fwK?*^f)Vl;xvD
z9n6iIA5XBhnP$1vB1c}yjMpo9;^;1M7>4#@1{-|EK|S~tQXO&!Vy&Y<jDL*C#E;IK
znnr%gTNivo9+zx}^GT9qpMG7yB~R0^tj#|`z1C(@Wpf*`+{O9#;+-a;9l<f&+cPLU
zFP=dBt7}KqEMbu%HmMeIi43jz)N|@rvXMQvf;9DFS>}+A4p<7Is9D^2QH9l&;<QtO
zj|=q~>BqONYHEHa(~5&2XPr;UEF^&A(C4q#xlK<|x7BuUwq<2(@7>Av#aBF9*cBOW
z*{7#?7yC-a8|m(Lq^wB@GD!FLrM>W1_GC>tb2YI3B;c>qRGLqUPM2dON~Gm}RVTl%
zwPM})g68rkifJS<vB}BDG?dd;VCczfb2{$bt)>gXQ}<YRsS+~7<~=I0K-~Gx$FOcO
zSGKAs8_V&Mdsc2ms%?!aj+r3S3}kiVH1i-FFHd?;Fm$DIln{$)zp1G{z^X?*X{#e=
z13c8xw1nV}2dztNwHS^27*UqVQR!A=wF|Yj<Wtene*A+Tf~H%Dy94;tHp)#R{-19X
zZ_0s%2S1J}@R-QKKy%!R&o}-;w!kt*F;v?5&)#$N2BVR)Z>-r_9mRwiYw5QsdeJN{
z=zPB9uYYc}UhBoWZjW>l$7G5SM$v#l1D=MtC7hM{QMvV`iUa25AV5!jxv5xq-t12m
zHncr!;YPG|9}!<fJjIEvnpBMP7v@37e)LrjgYazeWz*-AV&fS90H%@AU3Ah>vN&qV
z%2#JAZFaE*j@~uF8<gjBV<+;f%_P&=3n}9cvdQKNWjx?7Dh564p|#O0tz`4eVo8Sp
z6M#L<XKOp{CbqeX*jyE7Q5u{Kk;Xgqu2{|zX7W--Y+6*`Zx~F*r~z#CZs+M*x_5`-
zNP)O-G24JoVd;vu1<ROXYnv;morX$?^Mm=+vTC;W{K&Hmb}<^pbCb~;D8&}ywph$+
zAs8J7I(yTmTXc~(AZa<;4{FDk#P;VZBypaH%Q>dStl3DT%$V-=*x3C=Wyvn3-5L{&
zfC{2}fyt;u@y1t?(`n+V9a_>xD6@uP%8U_IFK^>9h;8JL&Bz!G6am!oPq3;`eMNL?
zL3jR;z{o-m;vMO-U)rO;n(RyC<s`NTV~*9BjL95(rBb=U@`!KiQ{35H3$L@o9AZ~e
zSsaev?PiA+a96Rb_Lv=kch4ExwO&11)W%^J%#pA=a@~HlTGvLN1!uUKVrFcJqRHd=
zRn}`uSeg94HeBP5N9R)PidQq%-H2$TcM8WU9m!E$kA{&fJUy*Cvld8|*q>fabCX@Q
z#4$u72=hob91oWO=dE-aG+tMSwWPS16EsMRyyGO3!1e20RO4wQ3Xk1ot#!WBf2V2)
zfvxXi8<QD3@r-_=w4;_1+Lo0O+?G0bl*81V<o;m(Rhyye`dzK8*7}w0tWw#{=UXI_
zs+Y?B(UZ?Um7AjLmN04>?AKRt#phWmPclUX+bl>N@^X4tM=D!&F~3Gh;k)Z`Y{yQ~
z!|D<{e(@mQk*GaAjdWLb_g8)&yq8t9jwxaRqL3(7_vu{5m8@y=_(}A;KM-5#I)ryG
zA$g?oe9%~t&!GekDrfOGhV8VyYRK#M*B8xh9m$w%Y-i<0Y;Qey6_>Mi*RgJCyO-`Y
zL8SOH%I*l_l5aKDUPax3lbn0;RcvMvXqO%#n$p@!>zVwxw<pOE1Fk)K*FSx)=+~YG
z(qaD8xARtc3q&Lvz~>oWqO9qjBG9!x0kjLPQVTgZ`L^=Ae1!K5dww-GmF?yDm8Gxd
zT)FWjrlY6NZ+~j7aHJR}hA_PM-R)Z%&bD-|8%8m~3tUNVF!CntqmF{POR2O!59pUE
zCZS`g>X#rS3u`9zi~X(D7mKwBZgk%dM-9|XBHC?~M&XQY#|Iq^B&L&ZaJ*Yq*xJ{w
zAk@4qXRR1wg5joUWifyRfM?U`UVVLWvfYpn#fSiP$GNVK{_@a#G_kaf>L#5pS(-58
zcpo<<dg8drBqRnak4$%^DBav~mX<qT32V2r>sk(&_b%4Z$^ynXUgtO+Pu8-vCc2x(
zcd<gp%s27~!0WrrI29LzWk@_%rcFDnaU{UAy9HGkJxQsgzJkxk7aE$#vd12v@~+d6
z!+AU(rCpPbqSZ@7xYwre(`yhezjY*9phXu;XbVOTILRY}k4opfdUY4qW0GGfEgBX3
zBS6KKqV3PET-CfkY2qDLO<zmabl<Yvx0xWGeUA}6K^0HM8l{ER#+9U4T&%EI#2{;<
z_emrIeuEU|v}DJ0a>fykNhF@9nzL&2*~})lo>(Rv2aU>+_==Zav6n^FUc_8Qa5gI}
zs6J8{WD!$%V$Rc3*CK~hy@uM%W#nlj2pA9H1p3xWGQEu)m9A=dYs0I1Db=ssL8e<a
z`DT7MkaL0Rb6p0BtVgVPt6bER3Pp?gL%30ZKOQPC5$VHQl_8JCIt{L!2M}7N$O@o$
zKBlm=DJ}db;^P$emiKmY#A2FzcHEm-b<eTJYh<}vT@2giS2DCI;a?GH?HgiGw8zu^
z;a7ZRc{P`eb(n2umKB-6kVfT0f}oJVb?SQ7ww>X9KStJ*SG(6V`83;i^P}>m4J4T5
zM&DXb4=$6g_@_|Tb&H!wkU5elZe~;t$EI`C00ku*D+7{l<USMAmqUSkQLK{$5d-#E
zPYpYf#s{Tn_)NvB=-w&2zm&j}5Ys$k<_VI_2iK)TuIO@W_vY&J#rhTp5yUQr*vFt1
zo8g=59Xjh)(6tM+`yJ{Se$^SuD-3|y^yjTo(WTH&RdUXkW8q&A+#NE`!skxCWj|-R
zHzrNw4vabs`&Sil6qdIV!2GmMQHP-i2D{xCM6>X&qy4j}>h==FZW*AC+HLPMV1a@7
z*AICtw^!5N6xwEyq$BEc{c0t)yOkaEB1waG<KB^94Ujm`Oi=OUZY6ShVABaI+%O~S
zP*EeFoHB4dxu@q02^~*7)M`^X&tH0e+$nCplnj%8+?}dNr+Smj4g%u@AI_`qZ~~O~
zqkH5P<DQ0<fOLhOz%k>T4{CZ$z>ihwQL8pdW7P6HQh~L%XOq^81<66lC66bQO%9-y
z=zT>rl275yCJuTHv{(l#0H-AN#SBm>0~~&|gFNm7)}$K<8OIa=K{CEW5(<m~Qkf9(
zlY>x3tMdXmCyZ2tpvOV&NMy0diz&k#k%Le3S9Uqi)~g0X=|OY@B;fneVcfGKB<N9?
zfr^pa2&ub(F;rGSdC0-0w4gR}NyagnRtuIlvbQHA6!e@9cMwk)s?tgbA23h{H0G8s
zD06~)=AD4HB~i#dY0DuElE48}{{VIh{OSfX*F4g!m;@FCk<T=&7cZlX22e0L;Pt2K
z7bup#Y<*AZRBdEfq9~YddLBhB@q29=Qjv*dbN78dl{VCO(7poOSch^qFvt}hxeQr}
z=NwgKStZlr`%TPGDyS*2@${kYRwhx^-;O#8b_<qcjS(4{hDpxasXMWL=Ogl{<&gQn
zmf(BRnZ%CFK*vrE3L<QfTs{J#{myu(-d10o(Qtc_Q$uo*5_tUShDCKdh$GO`0A$|>
zm=lxf-k%H$3}u@hVeQ_lIp^eJ0QabgkRD5Wcculo#4Lv_0qa%dSY5vA@Ok2+Q7aRi
zQmQzUBymc>E5egVp+aoOr9JGR^2f-#v)E9mnaIdA{1P~Stvj%>U2LK)gBlh3Q%;+1
zCBcbDwOYd}e2vds(^R=6u>^zZMc7#tn@hK1PnG~R7xq1&atOigiqR(wPhLH0HfCd;
zyK&x*X$6s4G%G;B?jU#Oqmw~^%koG-JdB=|c)rzDJ^JF83!hI<dO74YkwtWgV{Nfc
z7<xDiKU%G->F+bdZO}56#~gG39D8QALxIO{tuEvzc0Gn@_L8{zSmoBjWH^$}L+-6e
z)~cr_3zZ|d=DL=YW3DMx)<#dqKb2p#eTn7J=3tc|yIJL$cgAv(DLDp}qqMu!n&uFS
ze3BgiJe6Kg<6R5+Oh{!1(~6JEfkP^)g33W5c@+J(kdkX-l51leK6d!RZrj(IMGC+X
zBuBWzS5&%fiBhi=Z_abJp?x1t;Q1<_?vg6Kvg|{PXE@OrClWlV(*x$I$CR+KYm^Q;
zC^^sLTJvdkrs00hg)Pc}Rh*U$>(ZfpBGjLjR|Dt|^s4reVP<4qE)g*6oB|Gb=Bui)
zA9;S6t$U3HBq|o{l>;~_ny%g&V!4j!XWcPYszipQP}w2rkItH6ko8>tHEpyTl+VnK
z{{RBTA<-{KMN&HPAg9e9;`fTtK_{3pqzbbl06AqC^)!EC>Nvut5BuVnG+jV{%Mi!w
znlBgBr70o?^7G7@`U+>A8t@RexixU<7wS2-AfEKAq+VwYY=7^ePV2c3nUqb-kGK?m
z6wfwhIoy9b(f-J~AM))cJ%}`?OPGJl35Wa!j%bOg6joUWT9eLl0ILnBNC(`L@k(P_
zIO7C<6#1e~q(V<zns|{r{*=>gAm}qm<V}-=az2#qgHp_QTSfzBrCmghl|;oV@M9zE
zOv4Q1QDnxX&sz91d~SSSc89ftpZtj(6;I%I{El~=ANdDA{)~=_aaKf0-JOAqo<=<f
z6&beqnYv^3H8f`FLl?79M;y=p0M?+-K0a$wtJJWN99M~Z9-W&a4H?Q6BRzd<Ggz`W
zaU!EKHgX6!$nRQ4b>2$DDLn~L2lG9D3MAVyg3uLT;xdpp_N1yb?uW_IoV(e)OMn9a
zeKKoCD+$U6m4Yc=6yOt99_(bsvMVq5P<5(tsaXofb}>7TRv>;gr?ixioFbYn!)pw2
zGi`0ae8+DhvF|Re<hb(U)5Ova3rom9fUQNl{?D|zR*<)uw6T7q1I<8XGP6f(ZUH=*
z8;T(-H>q=nx}=cHy*|-wVcrBlOZOrhLCEd}MIFtxnzVM17h%C8oPITJ^m~W2d8K{B
za_|Om&nBR=)U?R=h%V#GIa9yo$sKyuva*V2I+JbO3>WuANi!JG^if(6*juV8D09~g
zb5+i*YNP%>p+EM}Qx2_e-*#ne`Y^0pY|}$h^4{7TI4+AOV|<wN&M<#k$vW-L#*^ev
zr%4hp&el-CbC7Uqw7P>a8{JfP8ObK9T*&@Y%6V?g?VkOI(zQ+Kh;dgb&kmI#4KAB?
zJb>eK9zRYhw5z6+UGYm2gU8<MSBbfpFWJs_4s*sTwZhw4#vb-xG5-LCLgZGeQYO(e
zZf&e?<SbHY1~3`3ilTI_DL^kF&wLzJ`<+fn!HV3Fr}zr({D?IITfRd)g$W$5U;hAA
zXr(T!iz1NHY-N)oLXnPuzb1y#bmffgX^fwkttGdJ94d9{dgiB46f&xW1GYNR%=!zJ
z8J5}<PMh2|+<oBq$Kglzd{L&;BeBmIJc`iX3hWJm-xS|0F~}U!=40hXdsyxtB-0P0
zb5q;eNPusaMjnLK<cn=dwBxlL+E{5=jX?t=Bep3-OSBF!DaV1&7^XbIcmNuahn4|2
z1e%sL+aO}9cAVk58m9LWvH4#gPSoUP?!~h}8W;Dn>Q}FKaOz}y0u^we0e}GX0Ai~b
z9AI<anxyt0oi{I>{{SikJZ?Ql9qB>OM&MLrlB9H|;NT46ivcJgXE~t1KX!~Mqkwv1
zivYmSp4g>1Bb*PV1&AjYA6jF~0Q>&{r7$Gt=|hvVEX4jb1aG|X+z!6gBMfnq_)@S6
zsHf(~Z(2THyG=AUF^+#4W=S|8&;;9uKQ1`n(s_fS6&O||uG2t_=caz9m=k%p>^~Yj
z)3-bfR9;cf7#~wgBLnz_06fi}xWJ&#^8N49nXqL40EH+)=uhE53+Il+=jlP6@r=`g
zjE|7gd1Y9gryVe90UJxlInUOSWhVn^{OV?lamZ2m(;5~85WPM6&@s;=E;gtq>r821
z`=j%z(lSu|ywT*p_eMQ^DS=s8@s<NP>}f=V;OyhltSoK`$QY*xm<-?_Y5=NbWhV+K
z^A8^&+-ly_oM2JqvByp*0=Z@*?hN;&JOPDYO12R6;+M*9;A0f71x@)G^4Bz^oNm}N
z(ygjtx{6YnJx3H=EL4rQau5?wF6^Wg<Lgt1)lUpE1u0w{GmKGm1tbd_<j3?msic);
zA-0_Mr2$=t-ZDB0a)8Q4@HwCel&Co&v+ild<NoO%N^%4sjrn2gPE`XLKa~JAT>#@a
z`ct>AIURke>65r;81|)8*qT6yw<dWM?aR1uMN7fz;8KP`{6VP>#3h2aLr>hjGTyvX
z_a-r(bKFqdSDcClKxQ6>pXT83aoVH~gmfQFQWGCtzghrcm;yj-{uBv8>(|zvUNh8m
zptNT{E`JIDV3XGvq$~pPMN7Ir?tXNDp*Y#cdH{$W%sB@<kw$j60Zx7C>##p7@{XA6
zOS&?C<p41Ao`)Xv&`4|o05vzt2^&9JGNFFp<Bqfe7+kMhnn0v<IH`B8MgSD9;9%fT
z1Y1dAf^$o-jzKi=;d%k@NxhHf=|HYS<(3%9>rdLna61|u<U9}1QW+S5!Tcy4z`}5O
zG=>v_%{)6cI{VUsSY(5o&>|BF0~pOHjzJ&+M$^u7Qk*YbQ&^rmW}U<~NWS5~B%hln
zwLi;ICIJ`&s1(-c__+3@R{4kk;(#Btah5c0=bqFBVmf!G72_u#ogojvB$`a%cJ`)a
zM+A?;lrjOy{c46hH&0KcAvhm-vrY3;9CADJP4oHy59LS)Fej+|%^?FA0~w~79l<KR
zdzxtyah;%#dSV``8;&#VC^qPR@Xa7b2Rp#}3N|S`xh9K@jqTviDn6APTiX+~sOjle
zl@rsSS~?y8p*9vrU+|6ui^aD^20zeTbjSR(j*7MLsQ&=PPjWNT&A;?CqPpn2#OA5-
z8m4C`tXWbs(><!J_qMTP%#gDN9k?9VCoZ$7Pjj`fBVKcl(yr-^Z0~bD`C!NkC-G$V
z$FI`7s&p+Y$nTX){3Fv_mEl=_Uot|@N2W>bPTzNN^SfYm1fDAj(eFOeUfWNM+k{j`
zm>BX$R>wVR>YYkv#mXwCcu1rR$JC0_af*5o89QoU4;%nx!_CoCjD2Ziife(nF%aZ#
z?s`;lPAy07><B$e2^5p~(E8Aff5)W!dNSkr)^=}V@1dm~t%_RA*9`Jb!)lVb{VOgj
zjZPsXlgDfjx$=;l5IYK`apD$MIkuHC><{&-FRLWMPnUHgDd2fr4|=5s)ExA+_B8G_
z+vP@pz>OQ65gVGNE#&t3Lum>H{s7}6za!qNzM~Ka%y)#7_l##h;Z>)(ft!49B#guF
z95#QIYNOE2veCJgbCIV9UZiAJP1dfEPRk{NjCLvpC}p{nWv3`Jz)zNyZDK4L^C2I^
z{ML#oZcA)Pbto<y<<oXAc2Sy=V`!mv!sk47BNZ^(h&Hd#cA)30VB?_dKgN~NYFBYM
zj|)7}j>@b@=TVp>cIH<r>g}4i?9I>frZ=JOPs~;s3^BrTfRo&skS<?$dIzwj&PU1)
zX<T*%CkLDi(mN7(=}IA$vyp*QrK!N^2Yk}zL1L6(2PE~W2Lyb)9xC72)lbZEOq9hG
zMUOj1Y1}MVWo+SkQ^Jxk#-)x(+7uuhk(!C_HlCCq0|_c~nmm!f<MF1o!9T=#sKF%i
zdeZ_>ia5xn0Y_7iDlDFH{HX%52ZPN3O}Pg&#*_n$8c!*YKhBk6AoAH1SVDQE5<-LZ
zsN#}Fb}leGRKhSaGHJm_ZUq2Fa!A7(2xHGDnv@Q6jMKCDPz7d-E;u~%NG-6ymN*@S
zS!2gq3oba$C<_rKx*#D3403s=2=X}~8c_IdhJ*Cu-hdnvZ7D!UQ%DK){OB&(`@)b0
z(VUFZgc;5%J?9zRe=2Ey`82?sqR<s^c&hv!nfy&D8599NRCNQbF7(e~Re~G=gG;v~
zBvD{2`KUjNnr4h1zokG?c<o9RM^iu&{h>P(N+t)OH69Zf6pMg+(y+-4<nS}}r4t_C
zsiu6VpfrSY?kKPW+!a2f(wp{{^dE&k<UNLc>7|uMMltlKWFdU!BoJ}<Q^OKDW15d}
z?s%ycmjaN(Esms824mHUr)MNlz~~A3Py=z3-h!YG3D4G~QIYpeDO3I5(txoLAx2FY
zC#^}a`hJw54&3C>1RxK*F`94$js;4qmFRlW^K<~v1S*FlkZM&^oDgyAPX*2arC|M(
z(is^Cx}SP52V+WBLO$W8*ue&PGzb6#_$ffa>CdGzWTbqf0-O?12hEB@96=qqq#%Ls
zNK#(R2jQAcl62lbDgZEl3RBx4Vwz%*U~i$KkYf&crXk$(%_z@2nrD>w`{tSD$=Qz-
z1<6m;(f~2v6xEJQZ6_zSBO_xOBj{)y$vDUuIit(T&q{<u%-G9*bpHS$fFC(N#Lz2}
z<OAA*RG!se$R)n_>ryNnb>r(w!?__Vo_5lCh&qvqji3be{b@XfQZhlN7bNpjIVTj2
za~=ubif5FnIl-Z!h^9yxpa})SYzHTwYGJrQx##ku91qBGLk#1A`B7jPE>(F7aX`Ax
z50=<8t%Jc7p?**gPSornqH~Y+M14&+?GqNlAjlOV$Wj}he9|igKX`t00K28$0RyE+
zx?R9-sTx2z&S^)?G6DRk0w(i9ug}TrNTJC&H9DpTCZEPW?Epg1F3?X?O)&*r;;d%?
zX9Q9g7{SIpDO`3UiZ*8@hAFc|*xDPp`G<O!%^eH=l-6!Dl4+(Pk=v93xi}p?YIcM)
zV;~Is(*)p*V3F==cQ!uik4)0I4hX7%1{oC40X<LUNr^L^pnWNDbAm_UXb`wxf6kXE
zIO3V*5=qYorAoHs^#uMDu2M&7@U4{iqUaC#@^0Vlr4=W__=0$v<bnSHE^Yq+p`{hs
zL*O~8{6-DD2#!o{J0F>c%U1+ZLgCwMzfIl0TF>$!`%n6){`dDqW8D(B8jAu!P}n24
z73V*A?bzujy+~BFi~!nLC>-P1R&?693K}?zw(K3l9D0i4QfW*|=0`7&y}0MCFWM$&
zlQT$g2Ub4yqNc1vk<?A7%HPI7AYc(tu$JN`5=yLx835v_>9WYgZgxF7n!9#LL4rj)
zBrCD3$p|}JZaQQGQOPNl2=df>fr@M(ZDWC-T3ESaed>}G#y6QF>}GAFu{oqz)B+0y
z9@K@H%0}bY)|`Xp6kG!z-CUe?rtCYpJu2B4L5hXC(3l9g1J~YzlftP#g;|M4(ZK6g
z4;?tEY<4KEypBdj(e7$rvnu2gNj`$CEhL11aA{qPj6jNcT%S`zJW!0BeFamvX52nw
z`OpB{(u-Y+<)5|kLa8+yUAZTqH4KD>TvS7r=B~(BBx!f>T%6QXs~C!)<ndB~IO3e$
zzO=!NMP-RsJqAA-Lm0+bl1&HhpREhY6apNmr1a*7`@nP*{)}l)-V^|xum|Hy$T=TM
zLV8nIr2-#<X!ND^q$i31I`fW{yzp~PB<vj2PELBz1gzKtnrLy_qW&RH{{WU}>qUT&
zxa=tmowzi>I29-Z(tsJciO3Wnez?f@r8F@+I?w})uwH_ba3E)c=}11{`qR)4n~DHn
z+sGL-n}NUxYGoW!4zvK(41a?ZH<+i4Q?hp+Y8EHV>)L=Gt06sUOl(hDRi@<g&w4;8
zk2xi}Qu%0lnus1vAt#<_0%ilC$>N#-1m`~7(hs<5C!h-es2mPya=lv_`qfd=r$8~#
zPy?`qvIypf3ReRhQ%?tuDcL!o2=@$gjQuIXU_M{h6us&*)YAgTouA=9TvD{8a2FK|
zQl5)Q352ITaq1~N;(h78&(fTLWN}EOJWR*XQW;3+JpC!Yw5kT$06fwUUV8MWd8FWs
z(hjvS98d!zkl^Dq?=+R_X#NpMzjlzt^H?6I6&uLjzV!C!DzksAZ>0iciE>?7=ZxZ{
zjkw+GRp0<ezyq4lAZ=a+F(yI0l5^IW9gcC@tT-6xI@16if{@t>kmj6S%j1v$q#$qU
z-lf3vX8!<iP$bC9oM${#YQ(lj9P>|;?o?~{TA0ZT5PI`X+)2+`grAzE9R)FtKZvIi
z!>tZZ!Ob+1LCG|L0Qss#A1?x<kEo^+bJw*D3Br-vwMNRpFgx-pBxc>z{&gEM*m*yC
zgbfyXU<p%7P?3--yOX=Ap-DOBfg)3oGEEz|0m!I5XaG|N$+9upnp~5Oz*85kIDwvn
zr2??v>(Pkjl!WV&e+p>>Xy8-FYF7&YD}jvT(-iP<G6Pe;ilkA(Qn>6wcOF9Id()2Y
zm=!1kXyewN0Lc2E<weJ0qbn21!0Sj8-zKGRyGXxvf8L_vu)z-QLY}oKx5?>K+x^q^
zr?=l~o@P4`i*SpaXWFQ)`&X9TOp`wRfZ&a}{*|J{`A^S9CbMCY<nb1$UD>{5>T~=e
zsyd=%wH9fv1d?DYDjXQV>&LBTXvSf$-I>s`x{-sBQ#^x;+l&uBeh2!&{Dos$$nWE8
zo$k$$Gn1axae4{vbV`{VjB`?u0^*eb^2Zev#DHrCjZW9$o<HFtxWNAamqzFQ29#BA
ag^W*%u7M<vu{VGA(u(iH{0ALxi2vDoQKg3f

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/images/image-18-Micron Executive Portrait.jpg b/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/images/image-18-Micron Executive Portrait.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..8fcaec72acf52fc097837ad163fed4913def86db
GIT binary patch
literal 132945
zcmeFZbyQnX`z9LPolqobXmN@K2rfm76!#VgZY2b#IK>I>!JXhvDJ>Ltid!j8fda(~
zh4%J0bJxA=-fw1&tnWAXyEC)1-u!dU$~w<J+0Wkld7pRxS^Bd9AXisbQwCsQ000<&
zKY%~007U>kE-oG}4n7_p9svP9Au%-xF%c0l9VHbRH6uMU6C*tc#KO+c!NSH127x%m
zxOfEwMMOlHIiS+wLQ?#~B0~T6BNzk(1jIzdv?L_7LaZQGq5tOgrw2fRkF$ae$HHI(
zU{YXUQDFS(2QdGAP8^K?&;b8u!@$JC#=*tICm<yHdqXQZ022cX3lkd)2L~Jb@7;la
zuLH0ta41;?<#DNWtnk?2)Iy=jMfhNa#$KTA=O66C)*fL5gfx$6>F6In;o#)r7J-P0
zi9;n6pD8J;sH&;!=^Gdt8Jn2GY;5i99UPqyo?hNQzJC7U5pN@-qGMuHQq$5iGPAOC
zic3n%$}1|Xs+*cyTHD$?I^TWj>mL{#8Xg&)nVp+oSX^3O+1%RR+1=a!c5rxhesOtq
zee?77?%!}>0I>cetiRv?5!n9=7sX#(nAq4@*m(bj3j@>VZ(vbi<FE?iQp)S#S;48;
zghKJD6_Se@dkMh8x<7!{9-j$m*hMxUpZy!O|A6ej4p`WK7qb5g*#C`d1wf32@%QCn
zQ2=BCmt+Ya&sDv?{_^<)_<XiF47~aS82oz6E^+$M^#}0n=g|%!fU`LEf5(5O5AOZ|
zwqM_;F#7!d@&|DF#_Jp>F!-$fw;Ji+-gEl{xRa5%#S9_jEdJl|pXmdck3U!c0NA4}
z{s7v8AD9{6guZ%p@A?OjqFDC_u=??LBJzV=A!aP+zff?&<p`9d+3YQ;J)DbX-%!;$
z=_<#$z(|E^pUAPLrkJG_uMh7HnVK6_nA|_^iu9Ct`=yQS2mkh6sD-Bt&W{~(5uI<T
zn(l%bDauNB`_epIhOweZ`qzkF%$*GnC*$w?X<Opii8I}MU;9@0-v9hP(4d5OTBECu
z_=z%{_>kqw@IW&<Vlc%2!v#CY>nVB0aO>MZlZ)nWImOS|U1j#iWQTT91{|@^*d>IL
zm%?}s%G&2B(n*@e2yK3EDU=4G7F@0k{lgpIotq$fvjM3G$qQxH0mb=L%`%<?{5)$<
ze!Psf^W$^1dh@WG)Qol7Q}e3;%kfAeY8H$XrK41m1O$a_)mpQS|E>iOH7fZ-hC*PD
zX2WZGpOLC}OzC9zJkArVZ6mt^w_3QTW8JS>V@M-D?_U~u`~i?$VMnK!*!<oG+a#KA
z0~4x#s=SyPw0|LuO9Ij5%~XGmC@9YV@!lqqw%odA{C_0x{Qqbi7ZRfg0bIlJ`<N{v
z$4{Ow3k+E!JAw1dOU5h8*bYtOz94s*R?76a1kp*i#lFlN!P_|ch%3I>x!HRzP~AtT
zt^^G6mD2r-x&&}~kI7TkI3!pv+)!6iQyM#h&Q5k+ig02gm)oJU;%BgGL%ei%?fa%{
zM|O^!4=crrM7)`BG|L{fF8U`a;%cjN<mp~=_WLg(S9C*v0CknO$DpzjBeI7LzslXc
zxp}P>aB-q3*VA0=03s0Jc10!|jo#8!VsqHf9gk1$yTn@Q<oKn5E@=6nA_*d%;TuY4
zl8UsuO1_<VY8QK5b7Z^7HwspQ3soap+Uf4OOMgF(5cDnW;D4~lbklCQth0plA-zLL
zRWVT<4zr%4>fUQhCCi1^@!y`D=??%&`p@b-3`GZnS~j<!hK$$OT}i~RJFJ6Q%_~;G
z+!IX4U*cexg>7B$)JA)D+nM~fa>BqXkg8>~pRo>obY%=ShmAw+S4Tz}=X(cHNnO3)
z=t5=sQqB8Rf9bE8m%g5Uf&tLmIRjnWl9X_9ibkHR$ZW@|<G(r1d#}#NX3(8upP{88
zsI01UFd(ycy<(F9i>}mrYt-{wg{|{}!z6##)a<$=N_J>)@Gi1eQrt7fHo3MH?OW<5
z`hn`4qg&CC|HhQ!%h82gmvUhPMQ_3l@SaELqMu^TtOjPJ!s3yy8=`%CRpq5k{8ka+
zu_&y963g&`9}U<r;`L=>Q+MUP0zJ*Zcr{gPy4y%HT#u-_FXlNSax6Jy9%Yn4zmSJ*
zqPLdY1V@nM>I%Q{?w!WpfmS~)t7l??c;1vIYS53qYl~K8^|fj1d^y#7&-KOAMr7ez
zxbcsHcOSDW2vV4SJMF66;|H7W+J_#mmBdpV%yc=}8^?kz#vI|x!;)kV7diQV02<xS
zR*!c}joMNIS99OE2Ne<rk~q>qI&;GUm;#jCEWRmO`dM0gGk2^}@=&Bzv4r6tk~rnq
z@$(TVQR|WGC{Y9c9RuSZ7d!vR0|06rrT>pZ9aoha5JKrLv9MlHKG15@!EWEi%_yra
zr1n80dhurz!gR)Bd}OycA+Dz~)h@|2L+QL9TcFbT&eB~|i(ME{LOz(M1%)WjV=|tH
z<|LndR+AJ5vFRHx?6$pA9WhqM^L9i00W4OO&CPI9s&ogcUziZ_rhr_>ytWI`6e@7&
zP!9YX35~qBgPIg?ZvLho2*${jAc6^0EwYo^4LQ<X{bn1M+}Pbb@rwRA4_S-t3vYHl
zt>~8QB!1YdG$_fMC^y@UUP|(lxhvV3R`%9L6VhSCX_v^N1Dj5?R=|C~UPsM%pOqK#
zS=2Z2@?iTl*{_tA!2ys)my0Q|a#Q!ad^uRMVQ|yQ-e_Bq+t}ef;%b0{heS!3*c5AU
z!H)4!E0h(*wKEv_*3*0ak+=H<9D{Lm!ZhPIa|Yh+Ug$RM;0-oeRh1WodYm{{ExW;*
z9Zq7M(?I(Bkk=f(j5n6QfrrdXKU^^PJ`LJpNiJBH&OW1mqk8r@f`RtDt3T^Lz%Xca
z__I#nBomLL7q9ZUMx*^6aUY~9pXwF6Q0aN4)LWMDQwxxy%G+$3c`9iEaY&IXqFkZR
zhBCAut7>>?redYNvA8&6kC@(M_LB&eg-O0p{l&AdZ!KJzRpye-zbH3(rf^YlYgeA|
z=qg&WU-0oOphdr{69DEsn!1kXYBz1(e9xi5`!Qsi?+6^B;wHnIa`m;DeY%w*I2^k4
z+euSQ|MO{u6>f9Is>Q(U1Tn?z*&&YtM6|HB_If(#aE%nNK}0P2l+T7M5JaV{athqu
zjH;AAsA^LzPo7wRBgG`|%yX3|8%bcIm}u!w|EXP5v2V|KCk#&5#%}&*I54Q7%m*D%
z?DQC!bwDyGG~JvI{R6P^*FS385D|K^M|6P(rF4Av-(G3ivypK2bRTr4`|X00BA?Xb
zYA6#yO1+>}Uu@>=3>kRWOI?ZkyD&xit*0q6idrDX(*1`pIXm<D*z%Cmp4-XkrP-Nu
z*D*hocCAiY$^1?HPX74ziHPJkR>z1Zs%e|qP^=?ldWJI3wC#u11-X9b*OjmbC&t`|
zXj<Ti6TRn|xjMUErymCZZZ@dGyOA+yL0zUQE|P9%r9}M#<KHRp7XJVkf_IXRK3<>x
z0hDalC-EHp0sKGrRsXI$_Fu)3KIo*?H+|A%aGgF{Y{?+ZmW}@Bot;USc&$%HRlE0c
zeX#{YTijKuibdkjwN#Ig;VbAEgGmflJYCt?QnNnF^cOU;Ck;m?Ee<kj?aY}!D(U7?
zpbVM0S&5FP>?|tZ;W<_vF(CvDoOd&v?Vz|0exibt+LuJ^zK(Fp{8%2Dg#*6QFVwDk
zOkzy)jwd>UwqwxWywf5t#VWys?B3Uyc^}jUMMn}%%RnWsM}c@%pt+ALWNt;)nb>!_
zbEQsZOYiFT?T3ny&gu+lp$6baAMmfMF-CPmmobrwRS~rJ4h;1xN0X)uh7Qy{QF|7H
z(_)4zb1Ya_k@;K3C;W(xSeAP?yB{TJDY-Gtah^-_eN-jbH2;|q^z-ANq~GW+@@oY3
z^0W+Dq<Yifu|3b*zI2w2G40jyjh9OmD)jwq;PPOt5_W`$cnZEBg#7*Y*Z<U4zUNn2
zUCyi^iC<7(Q+x6(G&#|ulX_EhmwPx$wjYKad{ym7Q6UU@vdCdTksEW3jISZPs6KP9
zciXvb2KeXWI`bQs5M=XB%6_B}7wLaH+%FV4rR48~pRKO^%Qs0?QEKCZU^^hF<ZfQ4
zW-`S_vy<RgXPw=lEb26&I9nUsSg9!d@VnJK8tIKZzG_dQ*pqbq#?XMKSfBhnnDS0F
zVN@9Qdf!|~<cJBzj@)=y076=3u^*NnmJcfmMNs4cDv08)NTO`y@$_WWZn8Vs^!zVI
zYlnVk=}%+quMVeJqZ;dkq_tG*yw%t2i)0t-Mz}ZGW3E-d(4sH{xt8(+wN3(tPuV2$
z!dc!}Z?V(en*{RET=Nip+g{I#-l5hF_6}6CS#o|vqj{Y*s=|GrQb|iJJz()ZtyJYj
z1HP4;O`K#1$LtEyFxEq3|B8h2x%0=hz}@}&yD9g8nN^I(pXdzU0X<hUfVIH+?r}?x
z2;yxi`#XIjyqhqO@9`B6)`?jGvh@oEf~hfMPC3NMlYd`}j*!<Ue$^TRD~GH|T5zQl
z#ml73V_R0=5@uO!cY>*I!;iBr^{%`5C+kY-ohIZbwbbLgMEPDy4o;^2CQVs&lr~nV
zdY!A9yM-G;r{2Ge!BQN{3HT=m)<5vWznbpCH7cYeS{g${aUl2E4hL{5jVJ%$6gYmO
zDt<T9N0uk_DO((rKhN8ca@=xX5~id%K?xLnJMt_1s<KaHhH{NeTV46F-Y#~m_n@lW
zQCCjni})jONY8ghK-Ij#BRB(MC8sf6qbX@Uo#9dLN30KAB$Nbd*vcr<TEk7drH@a{
zs>CNmS8#n)=ZNq819IAKbzzFh1q0P)d{2hwv*!|iVl_}VD(>x6he!v^ZimBp_la_v
z41jVwp~rgT4uuB4I2FWUIUQ}$)wC%=X`FBD;WDvKJ5DtKU)39G1a+Z~7gjYDGHus4
zDe=-}f2P&Cg?Aad>2B_zEQVmIgJ+IDie0ySIg9W6zT`ORdv7;q<yj5o_~_l&Hzpp=
z>Z{76q7nNGt*#<PRPp@ZktMB)m9F&s`?557+@lzhnR5oAWwg6iv{DzXNQ}C&%L;1&
z$sGaELWH+K*az#BzQt}8Nm2dezF?biAuBD3bdK1nC-F8o#k%zc*@83Oyi3oNugqa9
z=(Pj+l8a<{_u!~*ib|-CN|w1}Q*(_GOEQuHv|uoq&C6aV#`!I{*8h8shEE7rM40c?
zjWhkPzVUAws%jvCp)zOs=ui5RO!mw<$?3hr(q#Ug2oWvyOQ{Vb3q(;8zG~+|7ckYQ
z%nH{C1vkAYM~ucP^IZ~N+$WqjMVZnHJ5JE<X6}Q6yh`8|qr^HclGh$&RywyPLN;$g
zT(NyB5Mo#|gMJ!4R7pm7(nqhJzyHNO8h4>Egu_t1pxT}yCh4K<E0YfC5?X)0_oFUr
ze<3clvFV!0goHR5Fmxhm8UNrrAmo#?RFzK!iV9m3@gVE#rYLAxrTx<I<GxgIr|J)Y
zuxNk6mB$R787D5#Y!gIXBdX@BL6?K$(`Jb^aMO4~^1O8Yar2g)iL3dWD%N3{&~EPZ
z%L#i4O*~G0yhISii_S1Z%9Reeujk_rv&Y{Zi=SEtYHPL?cxG`ikTRdL6=)#S2PWuZ
z4He{j4<+c2t!8(-h+R&I5y8}2?&9B7D#{Rd0};~&g2(H^C^3*-OZeO*d}a?qO%cnZ
z_`fDK80^&!&~4y6p0Zj&50*9zI4E%}r`@XTgK?%V3ms{`m#olH#}|Bf_>eAAExP&0
z>6+S9rRnPge6{S!1q**47BEw<$VE5R;qg0+p#@Zmt-<hiajiUiz7-)J_Ew9juq)+#
zi64mS9(?cMV#vy{<B=Qv`=;UUZayu+opc?K@Z;Q!X%8WpR_P6-1e>7%{;d^N>PWlh
zG_<2MOS+x<P4@2cr|S)%e<OcAtU~a0(EcLOi6Iz8g`%GrUKe0fRZWmP(5C5%e&MXe
zV9<*PV%n<dt-##aKup-}yr%czRI=`kq8kEMIalnEE?w91IMbL@mL`@t^}3<s>rJD;
z4l|AEu4Q&wc>(iRvnBu+;>5{T)^-DqUC`XR)-J2cAAo7`9x8*!bQR}N;tzm^`?~;(
z+cKk*@8)Yh1r*94%W5Y~ASf*|J$8vrNH9dgx>k`qgQbbgUEAMdWhWGcg_<vm(YN$I
z)nI5O2n}Hf=6)89#+2_pLe9H*T@F0o4Ic(ylqd7s($*T#Hr4NI{SvW_18(GWutCA0
zy7-|7z0~A;$e?W{6Rae_mq}-dV4|9=<PoO0V~db@vaS7@Vu!d+OYL&5_5Lryk-@}8
zd_DYqA-+8|=tKe$cym0t_Sm4zN7KuJP#6bMhE#?~lM=(g#rApizJsPxz92_bc^m>2
zQc*(6!}PoNCV80U;U4~SQznyoq=lFjbT(3FebYy{ktW~bfBC?juE0orEw!~q)@nA=
z#e1uUO9pPN7P@`$C7hGjk0BAZ(iNA06TZW#@NrN`HqT1CL|giZiq^Mza$WVN7A!K(
zp;S`v;hoxb$*0gBtZ_!|%bKr^nuNKPpIY#un7`Cz8cvs8(5Qy2PJ7W_L-^xL%4XGY
zCc0DwTSH%E2VNZCEsUUM!n=_#8AiY;^^GL)jg4dr$V9*ChorX+kDp=KFb6P2_*CnD
z<0JlUII*cEH9X?lcc9m6d5WdthJKovH=Wvgb|}0a7dr(D{n$>k$RFB{=*0r+wt01A
zKVFSuVIsO_N{?4^X@l<6e2V2P|7TOezxYbQl<OO`kcgsgel1|Wi&Jy_^QWrLyauu|
zqZI|>y;e`*-L>a3xZwDZz=<c0l*iMG9(-&%t-jkIyY0W4V=$=Df<$NF3oSEXtO?1g
zuMIeNIb*St&QXKwVochHP88^l;oA8pluY`7VEU#XEp_av%z~5LY9%jv^)VkIB@0X&
ziIvi5{s68FJ(5eU)rfs9@sE10YbnSw3AcYv24fg(#%Ie7O)s>k{_2rr8L(ddObgtM
z5QNe}%19bFFv6eXbb#`?kDEx1iIa~^+B}unGp=uGS4f-`U7JCcWKKxx4a@BhI4|W$
z1@M8n_Rp-1-|91>zvi^Wq`n1^c3xF~j<m!KUraTsg>iS<;^p&5<}Brirw#pHoT<Sd
zoa*r4X6a1I`<QNwokDP=^yyQvyMW)3p^nz^7k6&)Ii_@>R1~RW36v@{c>*eTU5Zui
zTfy&xF>PQx&}bm<md?#xFLEg#esrX&QV+4yG6Js%AL+VD!ef;{XA3BK1+^+F7$L0O
zkpSEBOx=fSG1d)(_Ec9$bnrXVhw>zNFWmq%sva{N#Z(xZo5Nbx@a0UyvNlP@H1(8p
zo^*?hP(`FOR*9!p0%{OLJG?#9$)}>`KxA$fy2qhQ%G1qDHtH<)q78@0m7S@_0Fjt+
z$K;W6+kBdowS$-OYc#0ZadwQa<y;F*Y0iB?7+*6QP<3@0uDwvp-qdkXoKz@v3<jT7
zQ;jYrN4)wnMY~?4Wzap~sbB=<Rvw(p4X&^lj2;jD;!Z^RVfm_t&UG@o`c|)c%1wJr
z#{C-^On)~E>phrf+cR2xs^dzgRs22j8Ah8#`sT$5^DEP3aCQrSMPV;`NTO>8`zg^j
zN%B44Z|S4aI_q;ghl?aK(@TOYGxYO<bkq(tu^EV2eXsQwZSytS?lCELOuVbx)q4@>
zArI<`8b)mx$@)*$1^%`508*!Zz-#RIt)iDs{c`nyjT}H;lTqs2IgjqJ%jZ&CW?_vI
znbxfSlt)lVXSvFrV`T)!uPNaIc|DGzQk@ERv+xXAer2^g1CFHh^KB{8?e3TFG9XGC
zySd4SPAv{lLJ6OmTnR9x_$FTJBGBrECFikvOmYvJfU<I5YJo40BIa>%Rkm2*`g_B7
zgLF%E9-8(_^k}Tu_wh#JzYU02a5|E(!L(SdrtPwv*p{gVFbtqPl%o;-0wbjdwf|AW
z(B)f9;oBz6ODTilN#!++@Ckzu8ulb*$#7GaZ4?Y#Yd4|eL5>3U1#(X(VT2BHr(p|i
zs&TXf-N@BADrEE2c~Q1O*Fu3#?n0viP#{HwI))3eLDn=|<%%W^l}#>@Csu44D@XX0
z|1*_A0YO7HU9)`d8Nsv~{3xlMY`lrf^8LM4WI9{?-<h0NZ7q#og*kymXO;~W&PbxR
z1KNQ>ygTF4qY1amah^_e_)KVh-gQ^mR%?i&Wqw-AZ^&;WpF(h}%!TaOA#HUTL>%d;
zM#-e*fNTsoKbpSX9vML^!Bdnq<$g-50aKMf+bD*QlsCUwpWDZ(mzkSHOeiH}l(28#
z>6vImE0S}`GelEIL5IrNkj`c^3ucbgf!}TDFJO{OuWo&y=i%;S_rPN#ftW2R#7l#%
z2i{&`bt>tB*J_6_Q?X}{7PdSuN(@-e>7aCf09fYt{iQ>MFpg7<p<Po6=^3Elsm(qP
zV)*7x&rTi=2G@^QU~gA`SMml=r3kG+vcuKDE^fjPvnD={aO`%0(I5p}GMEM4a&N-%
zD)?9J60`bP_uqw)@y@5`bSv6&Do&q;3BbrCtJPVN(fku(U|$vOJ>rGo;6GcG`&S-(
z+|yXo`e*U<3Aj#cEO<Ck0K25=C|bU+;&r)dOv-ueH3aLTT#Qlvy$;Pg%F1-ey?cM7
z=i(Hm?1CFOpLRc*X1h2u4lfT*>}L#8=YJ||SKQs%e$u=mcYchW2D0&jlo2MOQQHkQ
zHlDL<S><y8uL<>%qSXQMhu#6UYmRn=2_t?UEyhjtoC&topx~N;C9Z_c1NS&~zA^m8
z1lvocbzI|}d|Zh@?lm+0G<L81!+4uuvT@->h}{|uB7TR-w`TdhNfp5-%)%XaIn$01
zNn&#Nk-=w%5gfC6^+tk?6kHVzePMkExvY(gOQ1KKa6BOJFt1ZG=m+){+QG!Xovw<v
zi?V7+A+UPf#vZTMFfNj|YK#*K#gZ}rb3Fpvu!K2&2MhwH>bUVc-AW*mf<qbs3o&c^
zDa{~SH$t)lU7VebIe0zYiIYAp^hu7gW(E*f5=+;W8)F!}p2C}in5nSDOw=}A<|B1{
zu1g-6xT(SYMgE>dJ?L7zba_&f2WQaDaxFO)*0!xn(J`w4@WAgq)~ix0ZV9<FaCGl>
zmM_^s!42#ZrEzS<8D?`jwcY9HXv^J(p+Me3?sHl7#J99BuVQ8?A0^P;2=<n8IQBp<
zsrO!JLq!sYfKQ^`wt6gm>Ru0cD+J)V7LrTG9?<4>GA76eQkt6rUC7s4b=EYQ7#SP<
z)&=&UQEOJ8yQ?P}9f9<&J(MtONr=hfcc#S`_8}<TU#0pQw5tSj<jgp;()gz@6U03I
zybMaE*oK)nMv~PGd$y$$3^SHFjGm`S4i9e5N+({TH|Og%yk4LsHu5*4Ud?19us;Q!
ziPDR%vQf=3MHqayhmAw<S9m%p-c=3g*QE}$mGK*H4-1~$8i)2e?H$=Rj`9850#@~(
zm~Z<R&aYikkLFWPiG=uCbfBmE?K)KDcB8R>87SyKA8<Ty&djiLaRD*=YqU5xE}Uum
zNss*jpyOBqY2vC@OrYOz<!+=M(rS^YN`kfhf;aOfsB9DCAA%i!0NfcS(oH+KJpj*I
zRS*+ngEK#-@s4|;JNG@WcSs>df%>S5rm&*-&ZI28@i}}ZryEx*Fr?7NleQ+|vlDoP
zrNB*iz&O55cu`u6FzibxofK0#{1NRArZhKQshXA7tIRO%*XlDZ@ky%I9f!gT&8(W|
zsdo!$EN?$0;houcKNpKBOvM4<g5u#ut|P1GRqR(=&4s;+v(jjVFFyPWu>8^mm-$EA
z3LE4d_fFsOReN8+Cxs1QD~*;<rI7&!m9)tz0+RYP7KsQTJ8Y(cS=4uu8>0ubpVK(`
z38OrIM}|%8gt2;zv2Q+*yD20D$Wfr4Ezc-1-~Y)pl>^|3SyP?x{)bcbS&ulH08DJN
zvk;S|DWq@hJD}e6ASBcJ%3E9S$dE?PU4GK}**JS>yXPbqbpt4$td)mm`&O4Jn*%eH
zP)HbsSV_gg_N2zu3nMi;P?ZD4$~`MeCfz>Yk7Xbhmzphj+sjrWX#{}bmMcfs3mlRd
z*n;B?I=$OeCk#><j|dn=)+4a3Zp+(`bji(7`mUeyp*7jlkv8Yr@~X=$m00C|MFbpk
z^g+Hu?WPW{`4-!>`HL?uGWQIbh4O!2B@#(pTW#u`r!;YR<8^z#e5#bPCQJ-E=9uaD
zxh;B~qKXcs4n+kw&qBUFhfUUWZ<#rms?t&0PQTU)K$e`NbE;w@jN~wL1zCo~ziaBX
zXO7MR;YoD@(uwN%o(b%~B*U-$#JF58YikhY9v^tmUumy`-O}Y8_H<Q~1BYtez2<(#
zl(k1JtNQq9DKs*oGiqUt6ViXjW;M${(-HHJneKlP=NdKfd`AcKTZ5Oa&dJQ3r6S~Y
z2U`B5SFIJ#FeOp~HEmYv$NTG4fSnZr$OS*!!*KvLb#yDP@GEwf4VC!V&>Kw;9hsAp
z4<9a(#w|_zdv;a4X$dpI6u0oJDqFUDS|t`F-jN~On}XbmGF^MRrIMAhi0_{+okns8
zaz4xG!|Kb_@!Z9$e+aA)Q5}RDk}CWlfTT)Lh!8(IL!Wu{ScW3!6{wPDA^yS__CG4^
zKJ)cw!BQ$dsF=PFp>1d4jujtN1KK0RM~kpp?Ixo$YgHz`t2oU?DjBe#yg`PV#UmGW
z(-=FV&RY08zH@@Qfl;QB&XiY;*hy1Uwa%+5SwH##(r7l|Qi%^o+sb^a9Rcd^v{oh}
zTA(nMHo6;&B5hGVeIFtuaiN>NRu2HpxV~8ZlrXoP{#93Q=k2(SU722cHR_kXx=;yQ
zO+77J6`fj$RdW1X{Mru^)e?__i&!=Nv!sf9r#spUiwF(15g@<2P<J)ZP}e`mi{(rH
z*F2FChh#G_<F_xVNu*o_@)NZC?o$4GoitAj2Yt(%5y-UAP-ag(RXh}odX-XcVhPC&
zB}@ve>faZy%nKDCP!x%!)lzx&snCN|4YMrBpYUyCc+NoX00}J!Lq`^Hv5=O6S0)mV
zM3^+&#NPJMQlI;0T$VRTdPx5jx4BaYm|AsAk=lx=Gi)_TBU1kS<C%R?9sid%MN(9h
ziiv!Q6=mKlk+um%R&U+C@6Z7OMo&S6KOd7?n2Lc@@OS8sD~kH`3_Z?o+unt!xBxK_
zmj@P%7kq=+?1gFB?i-{Ji3i4aEqKRmwW!m0#9Fc`l~##b;%MCdig$hqxDqn$;WEkb
zip^JQQDKSM_iCutgM&_dYWrn)^?N>-)x^6?%8H`zqk%l3>E7ynNHRBPRn*0rEwzrm
z-2W02=X2T}gYbv-bP!L$r+oP}N0LXn<meFbZPWrPHfR8|kVUd!*wEPHk(;|akLox+
z^6}A)O6wC-a2jVDKi=a8nXuBP-Zn>!p$Vl)(r;0)g|aX<5frfpLe=4|Hcs<jhQuEM
zOFOXxLP!Ci2dDWin~Z~1AS$6au8|T5UzD29Or<?2P>;nL*-JxknvSX{@UK3sos$@=
z*tysh=}I*kQWFF4=`L%QTb?JA7usK;Kg+080#Vt&`RBc9c0|V)Tvm8zV?rz?>{_f@
z1P1-Bn>S3d<-XE0&6l|n367*~`12`>#qmEA3^96AC)d?@fyhtS6{l?%4v3HKbc+Zc
zQ^JEDm}IQKU7CK|!?92fIvdnfq3^hDf66ga#_h`&Y5=1d0l&nT3YZ%k@=thSlYB?-
zJF-<XkOF4Pram`_6ySc0%~YKKo;0gGJNH@kC%ddtbdtYrczgKs2o{vjv3|_sovUGL
z0DSR41LTF9PkU!TPK%XewI<veeK(gd{LM+|7^(C`<k@$3U)i^cdp^vyTFcclfLCQU
ztB`~UeqrS0_{Boja9=w6{z9P|yW?p3-$c?)&GNfg4r{+D^@LnH=1*LkF)n&G7GtyG
zRa`veZtV6T`bg(QJ`AGdHTtY!1t6m{|M4|Nl6rxn5y=2w{A#-iXu}O~@(ONzF?222
zpreMgC+_$jkT}|6@eu(IqwOCmaGQU*r{h=FQr+R@`Zc<47=&=xKjrfYEW$j)$}kVc
zhh$5Av}rZQ=WB9ZW9m0jCx1m-vfjIoO*08)L}xE-3R!6GCa$yl!V9!`ia@E*dh$MY
zQ5_!W67tOl!F0%o;0R>R$<o~SbwIz5vM}mleZJ49R%ha`-pZBo&va=0<0Sau9~{bZ
zIMh1-V*{&}x+GPO#(LP?TiR*<9f7Gr0AUzwi1?A-r)SS411xoEbFWbsU4`hg`?^}x
z2FA|?7fy|AX7l-PO_|Rbn1pDjb)V$^mQhFTzlONDnLSHTJ-R<EP2Bt143l=6woawU
z$3)5!M(WUE?6GPAwrcz0k9Crd^gp-t?{=`yqjfPaAETiRJ<|z|16m=LOzHYE(h0`8
ze?4Wn5>$Le8yKcEheH)#7!M<8Ii9p^=!7Qu?$;_RC-br6Iql;ls<%=mt*T;Qi!ANx
zinEYj)=N1E6;d5?Lrt0-=|$I)BtSm3*jfSvp#9jvutR~+tosLv`MJ5IVStN$qG=T6
z+~=kgOd*B}W&t#XS_5X^86$W6Bf_yHc_6pyM<0i&a&CGNU5({fi!qevvEhP7r8sV5
zhP69GVpY{<*ETT$V{{Rrj>fFch1(>zyWDoIzM6a-lnup<#TtEGt<hU<yhd>7xV=j&
zUHvgTV{%>F-<Jb~IMT?7N~!Y&p!Cv{<-b8I&2}Zb9s+c!!Uzj$38J|C6!H=3%uQE7
z6Hq;GuzI=;fGMnQPfH?ED0C5^Z`+3z=4k4|<VXFQR}w>cBR%@ZmyvtNE`6-O!cs#g
z-SG?6PL6yhb9HT98m4q&bSFHCtW`C5!Ii~2QfHEfCSl>N<y)iF99aB@e*Jk0H=S@7
zR;_$BYf^grJ}n3EZLlc7{4L9wStd;I%@-y3-P&k%|IId}hNe{W8!u&yT^f*(op$P%
z0(xaIjA&Q@i#VzOraI%1j0+FdeIhFSP|4)|GUMK^q~R|9Yiph+&du~FV^vnAClLGS
zH+7F9Wz`24SeLiH?2z$0sP!-v*ZYm%y;%)10ekgu<fo?wNUm9|oTlC+FbRKib|}f$
z*t-(pvGOBKs*bsUB`JIGL`cI?vBzFtW!5JT;(|_enwNeVQJI$H2fU@$(Fpk`nkoJ@
z(<59XV|tE%bsj)RsSC5I8vDaC-EH<;HIV)ANcGeh;;K}~j!En;1aDujzqfvJJMnj`
zZX05cQ<`AnWw?{MDm(>4HV;cFS12I};|dMS%>G4TP_vESdp7w=Q>&0xNQ(e^H`g>h
zWI5G)E8m08SRzE|Z!^T<e0P?|eYD<`{2B9wu>jr1?{q6U&=tf)OQoADTOU4CJec`(
zfE#Vw@!PY>iMs~sjn%Y(GqC(kSbxP&g-wCGQ;(|h^ZXxxQ#{g}cz;i7cGWDZ)TPG<
zv*XiwGo^8k-79H)NYDh`yCzABni9|Spr~4HrcO3;(UTJ#IDrf)yT#bifl=}MB#KB5
zMiQn80>k7lN_CA&hn-OILmtz<e&TUMLu~*3oC`&7{YYh7ywj&Y4Whm9Ov35N%9RvL
z6JRe@8dnZEFYuQ?{J7QfH|XzF5bmm=yQ+WMGXEt^qLYN~D8F^a_%QTG2TR8qS+|vh
z_tMc@n<<4hk4KVCg0nL<Q9UD4M$%TkuN-*Qu-g6SzkU#I45{-enohADNa6&yJ9&)z
zUqj@Hp6Uj*3VProCV0YQ`RL>s{q_3Dg#=AbSuAPA=IEQ6>IBG~iv6Br+%P$orD0_-
zILmBZbE=GQnv)JT@ZT%ZquxiuKZ{uw)S7B$cY$jjQB*Cxij{3)Q*3D<l&r#izZXn1
z%z+76sR&Wq{sXAjWMb#+WfI>_x)a>KGpKf%nB*v}y_-~xNo4e`c&NqNjCv{LJpO8s
za&Q&%uWV4%Q3X3QzmS<8_5D?|T=9LG8!pW;o)9U2Un%t00rhJ!Kanyo_ODzA9i~HH
z|K@)r2?MCgAI+4_c#G(%nC~!2{xa~>mgbRIG>APgkL<%5J~E=$?4b%HD?^NmifTk2
zWR-A%D2~jZbUm>dVh`kLd7makrfp?z6ccLP2T;RpEssC!CNxZ8oB^_YU+FO%?|R(c
z<xVR_*i`k~x6Vfm-ekm!fkl#hI^an&6W!{_>M_6`0frB1db7K?=}@Mjq9*yxSn{)m
zAS32qYBHPBK)hM^XlI@5W40I*tzX_;L(sjB+g$qi(N1pLHT;{}Vk;p=?=8<}hwKrg
z9?E}Xk;lR(hOeigC5ee$*ImVbCtw~-aPoJW7gG2qRsxaL{}%lN7-3xuKK}X#pfdD|
z#poZLod0y|7vR6depS|VE_xKtI}GSJ;*HcQ4m7DvJQ=1CdR*)YT(bx}o%P0jM=bFJ
zo#6_*?|~=j?OxUfS`x_lMBg$KdB!TGwRdT^s(h1=*ZesrOk1EPYw<glK~JjpU2I^f
zMnz2K#zWX{5RHjPl-kL+M-iAcAYNYIVTdLMXSKu$^}#D|YA<OgI%khBv5eyZ^j-OQ
zWk${M(F4YVI5v~f-#NkgPI=>{@LPkBe&Wjs{j5{Oq=P(PY^fjzvZZmQD_@IyN5Jj3
z0FOG6?YeMewFeGScH;q3Sq`_RE*T6Ey{bd5tOMn~B09F&+K%~Hk`+}O8>Dvq=Pq(T
z#oD7Libn~!-^Z4_oUmHULB4~vntN`6M(dSd4n&`JevmIX)x9qKaVAyPU*xe}3wiE#
z;@sZ-neSX(HTye84N*5||1Ic&d+r3rZOGH>(NjOp<30K?pIXqBUKcRD<ROnXocUXR
z30GG{MwJ}2PY&1TQv>|!KCJBKLkx*#i)0~w-kJX2d+c`(aeVwWKc_nK5=g65%yd+%
z=zT!dA&c4hyM4j6lpY^_Bfr6?=N6op9*>3@l{>a4?_e}gEFPGEwVb=?sJ^%;e_7i2
zTl<IRzc4noFv*Q~C6vsuEAh3oo7~V={3~|B7jF{SmxyuKJ3xdBTtc=y^o#zD85|=_
z#<Kmw1y1`<y~Hp|G&^7!e^c9YWbUK&VWRo-%6{xgR?2vCJmp;A6gLf{F8<xMlc3&2
zw&<s#>4xuC7$nmJ3=ylN+N1bWx{m1b(fyO=Kpcl0!QD*j(^U$S8{rNqtaq8mT5_vg
zSnn$LFUosM%w?ZhN~<sAeT=FjJfV1>bu=lf4lM?yz^w8&p5YRK_9frVSGq0ZW2=5V
zY32UbTrsiR@mkJt$_jxQ<y+cw8q1$G$DR;JVm`zj2_Vzh$vHZP2(ohz3m;1JOo+Zq
zm>4Q|ey#Q)MF!)s@NkWj!r|WB-fZLQbGC*T{#O%-mrvpY(`4nec<hMYX3|O}?&?cD
zr$|-ZK;*Z^8rsdwg95{&+3|00k!ysj1x_zj3-iuhS-Wvy#!vH&iBsuesS7Rpu8Yl}
z;3_4(uZ$yg{qD^S{YD8~@7}mlj6~kJ7(s2RzL<}%ey}dAx-)EDI70h{t~NA}{4{Xo
z2k5}lVK>?rz-s7Dowal36AS(|O6^QA#?M7D3z}B4RO&P6ZTM@fBlBZZp`^cid&>X0
zcNv(moLH}(wW^h+I6_q;;isle7M+3B{TSaI-$B~bi{F<LkNVybqBF>5I`>Yd6w>&x
zofXCp6-75x6ipVdA3uK{k1<of0>Vhv?yyaAnG#8D)H5I6xo@%|{DLqg&5A+#N(Et7
z{9;)PdX+2f$R8Rz#W-eIZ3G4JiVoxQKBQ}rC{oecP3h#AnP^xowygxFoCFS)Q7(Zy
zn*pClCG@+UL`MF)vRLR2jLi>JVancKTWDI3uMhq+=OZuEsh%Nnd~hRs3PIK_z#05@
z)j~4!c}n;92_2^<nI2PuoSon@h@HW$!9-Q-j}jX|19QLjn28t@%bbsu8=a9f^{lJs
zL2_?4LEHx(T{9x1d`k3NDcDSX2ABD$*ON==uUfZ<8#_Osw)I|%r!48usD6Q%mYtMM
zBH&PV_>k%F{9mVgq@iL9RTz(6?+2lUH;?_zw3c~=nDg;=&F*<rE3?!Qdkk><U`Nj%
z!zsMUC<&Sa!;OwyJ4yxBBZdnLgY}QHv8_iY9F46lmRZY~u(Ky<=Xd1o!7XNk24@*M
zdLr-WXHz?;=(ajX)0a8iof`W+U~CyXF^k-C$^O=bPv5^8iv(uujenilA>!WHV7fY>
ze>Bm6!|uQJeoTqi);vB@{Yn~F=!gM#5Kny{U9_mE*V+WAQ_s(X>zWUx$vzdota3^6
zgGnDgk9Qq_x#CQm<|DSmKT&pIBN6#LQTYNU9SkG&%4ftFtN9pp+zz5@NWshMI8jGB
z%z*+F;*k4QLq9s3@c2sPS8m1IHsy%a8y`~cw9m~P**=2M!;%mlgR0ynGpc6CGfO)1
z?KWpK?OcuYG~VQWM&WRCrL}RP29^Z8Hy+NEYWB{hNWph1mVldDpp09ENFz5RnSWz@
zbJBg8OyR<)V?+9ODDu;L>X9vJO4sJHaaOVyVw_VQwZ~#xPih@o?J<3aHk=+SsLs%K
zs9yDzDd292F(dTrE-Q^w8c)R!`^0NpnYT!gg$kqV8r`BFf%8MM`Gtc9p(nV`G;3PX
z9m87?MjC^)L-NYwctc(tNK5rdx=i-L%eTP}P0IV$_Eoq3i(CksvbI5daEj#b)>3-}
zSI^w%I_wRQE3YJJRJZ9O<{tn|RX??5pK0DqJ*2-U9w|X#1aV<}q8B>A(eZm^@Z09I
zc0z#{<;vQ%+Mw6&?Lv}356lqgFjlQ%g)8^DTMyKtqF&vrY%_&%v}EV8@n2KnLF5oM
z(gQM4HhYnd^GM34iubrlPOkUU$t#6``It>(KDVIY?l4@*`CKy}HgLx&gIVH2OLu&y
z#U+%CW;N}6|0N9m2k_>X5!cJ^?WaVC9M6PT{d@%3QVvl<$inSzKZ=cwD|DPTjJpBu
zAEQKVK=;p-Ihg;Us=NLlmS6vF6*~V(lYu&vC16GuN$P<0jvRZIRe$6~c+PlokUP)I
zQAN>Y1_3&*do))hKec_ghgj87*$LaQMI(HnN)7xPPgVeeZgyWa$eAN>_b236R4g?g
z`Y4rCR>hr_tRjanEi6sigrA?8_)t9ZAo!~{ye#*kiBvxm>^V9xHFOTosi1e)^2Kf8
zoozfgGF8jcGtF@x4dYfS=RONHglWSPoq7(QAfIt#xjR8=gw&MxYD!gASb`uzW|7Bw
z9>)lJ<LuBe*eat#Tg%!u$naa^t&hvCzh|kc5y$RoEHtu^52b`RUb;Qo{i<W8#%=4B
zV1$;kem`g1^3b^a)m1I0%eMHN6vUw9iwf8)yBw%lJ>H?)Qp`r@*UxkfbF11|M}iGD
z4Kd8(Bk)j*l4Uw~><V|uQ0W9mQ#J2ci<20a4R=ymiH{EP>r8v1p_^(V%P#|_={GwV
zl$~5nm-EHsLXroeQ@dtraFE+e6`wZ`$3q1N2K5kj=n~MVopvv`k}ymq&zasJBvbUW
zHfjHD_Q+U!5Kqq1Cv)+mxvg%t>piGgSnPi1C1mug{0Dc@P^52>`i{Cp{AXBy;U560
z^WqyxeDWgk{R+sQsf*-exkplq<v+buJYoSuvt@|+xx?a`T*)}wei(9YEGL7tO%UZ)
zozls#^sGf$&?tS}RSQFK7xB|bu-Y+6ks!xgS{!g+@}q7=wLjXZ+twm5ubHvm4{H@#
zsoS`aJ|&c~;#_#@=w?hB?_1rr;?lGR?BZ4x=k#BEv*HyA>gyC9#PX^}mn-5!pLq-+
z1@9JqqzLDUUaDYKEe}FCi)oFQ1*os<81&mRW?#5t;Fxhcub#dav#J6hHH64+9V!69
z305!fW#4t#s$LO6(;f!BSQ}*0-`m=Iy3ZFL+j)5Z0gy|{`;`3w*bZk*mReN^2K_ig
zYHQ`s9W!e_DmJja)%Sp}zjOG_xIS1ofUv`(<BZpIli!@1^*ntdraL1_ugs|FupelW
z#@Rd$A(45mM*1}y55Cgc@|5Cm#nRvrrP}L<8AM{4x3I6Kox-G#eVxCd!;kiK3NP*s
zaTa^p8V>Pp(hi+8FG&*ctEd-ICrLXV1XYhiUt0GBEa0ZPEu2U1=yZxtwL2ZoJOM+u
zZ;g2DHDeFR<v<|>TWF^yin3AtUt29EeuMIuO|83N^)zHjvH^v3_NZgnQ;9t;nHL!D
zJ--dK<?}MOc8zVlQ-_adS}qm%%V9}$$r;TxB?3?vs}P&ua_1(z0(Lu9#cZ}o{kp%x
zaoKdCkIkE)69}Em-)i#-`ZKFxJ4-}?dOHI6X(i6t<8vP>uiNZMN7wF>%VO>Lk<RSq
zz{dhmZlnNyJ?_~_DrxdoT=a1W%|*}|;5(VqiB)Tg7zVuH$lRx2p3RwNL^u)-m}-ZJ
zI|l4^Mm%cL*sd&&J&}_8FYV#}8?OIrDp)6;bl5q(uy?yokL0h*0Hm$VZ*3-O8Y%K>
z4eRvz4v~eIb&fp33#F%;G|T`RU^d*{2;z@u10NfU>F%I(RkOR;Ci6TsH<e|1$QEjb
zp9>D@lGrSj<c1vGOD&|Tbp?n*s{^uMo^i^M<6ODqe00HV!0NVd7ZSv4b5>qVHx$`#
z%#)s=KKeQT^9MD`(5Vf7uYNGdU<8sp6DPQVqMr#xv|J9EPDV*~e@I6=2`mrFe+%Rh
zov@5kqZ$eS96%{S_-4gPeKoG23l(m7e4O2wDfxFZR2E@Q_sD(9kPZkMQsJ94;msaC
zKf&8Jq+EaSHN+;9^Q%K0z)x_fobs23r!K2-vqlE7{DCg?(4<>a=y0kIh?DjP{hZ`i
z;D*Xfd&+zXEe{)VKdiGVV<HpJi97(w^#!*azZJCs<(BEFv}<xBFtqfyYPJwtW?xZT
zk^iQo*AZ^H)&n1O*u$;!@M)7L!1nORfh0&*CPcGSUDc)Pycspl2mG237vt6DkglE;
zOjBxj_0{v>W!&b#CoYynvT_B2N$CWC(#Vn#02k9$TDxf2jma$fJ|uAzJ+A5!o32HT
z^+LVROC!FxmBR0JtwC4&Ft0T~*$avJx8e|6<=r8tu+`nU?WeqMd^;Cxh7=UZQ`#{7
zpcx->E$xLaKbKT10}ZSZ+9TtecS4h;5prLmwH)RdluJzoGY(9J;tM00T6x_~Mt`*l
z+5f7YK~I%h$afSYNd-{`N@6d<JK6E(_??wRNx5>5%9hiy5WwFjo8d;*Eyxwfc@oac
zkc-~Bm(mK)f<MUp0XP_<=&RV>+(&(n6f3oxm7A602nGQhl7WX!W>3@BkOBH<?=`Y5
zI&X?;b=I1iE!_jT89Fsh=wjSzMJ-^Y5>de7eCx`;cCkx{&-a6e>3J%J5ciTJ^_`{4
zZDi*i;qc-k3H?Jnx2ukW_QIM8HKL`-Zmo6h?M@Ph$w$h8v58%PvDU7O^=x8~C$(^L
zY_!|zWp$&QD#wc;i_PAf2^WWh>pW!+&eBef@}Sm*FX@x`b&kdhpIbU^+K1Jf_Bm2>
z<~wKQZEoEGkTS*=?<D1F46HD@BaQ6FWMo*UJx_j_gtrP0Fh0uIIC}VyXZ!;PN9H!&
z3(#?b^U`<nk(!+_-=mk(XX^4CNd9zxw(8&MZI8C0&C*=#aD5#mpZtI3@dy8cRxCo!
zLXuOWN!XmaeU#o%_v@Ej&co_Akl_R2zyjSc#aVBj=Bz(}3Z<!9D?P+?pZZyY#eLg`
zyOwiqwhvT%@15jq8fHV;t9AP5X7$Qud)M8S9i(ZDN=AHOqbXsb*;DDa`dtdF;w4oi
z4mL?+$gEmP7ofS<fR5+G4=m|M!;N8UA{b-!ZeyAce+3@ng(-P{9uJh%toBvJeW9Vt
z7kY}F^!-*RvlQ>E?em&3cavN5*rj%cB+sE*TW~S{Qi}`mk4IREri<<HX>#~Vvn%Y`
ziWWY&)lr_ZT%ihpTHrl;u4qVJBM_`L&)rW(JGox!Qwh7(Cl?BcO}5B_C2^}*yYSDZ
z%cf&Iq9v52()1=4PT>+u$C{lLnXaMw5#@;4__X3h1yZ{DVZ0X+ALKQDXf#4=Ny<=W
zs^AZ1`|WO?(2waX0l8oweu?*iE7K<*hGG&lbOld-o`mPj!XBZ;TH?HT1(X4&6F&4F
z)e0paTRn0hUAGSYpfiiVR9FeFueC)dH#ddCFIs}RYgum_lpLQERueOSYA!ctHq}c&
z`s;R*yZ)`oggi^Zg&Xp%?g2!3#G6f%r>AL$fK)1}DA-EK1{1WRCXSUo+00?mSwuH~
zPJCr7$tmKUspT<o=cSb4=~(<z*#yWm#gW=jBfR<!)t|%NK90|^c3E9t1l1La`Zx*&
z&PxSo6ZIY`^y6VDX(j|#jhlUIW+BeR_D3U3DSBKZ7rwM6vU}EYvEsylDAwRQOcJoK
z5aKe)<T_kQlpb?ku!P@H3iP^iWHQj{dE-kLjQkH*c>%3O?y7WprefIDHrp39x$SyX
zl<uPWSEW9z-~G<{$DS9iHBGf+UrX~mS4;h#>2B#ECJ4Q%CcyCH$0F4z3YC5JqZXg9
z?T}PuP1?6EyX)C*38`b=eCw*V8$KOS>P3tg&2NgFsOL(8Bqi<Y@1qT&nI%j#ox0Kl
zk`A_xw%~UeiV6Ms=^HZA?;ZsSeoO*|{6bvT`!3}0F{pHPvp-FzlTCQ@*~k6HM|W~3
zBRP(F@ZFE(`R2*-L*-G<uvpHz?V*3>(P96RM{VJ;uJqi|A7h88Im-S>XCCdyIlL_9
zZ*i~jQw%kkGi4NaG&L06H%Q$b0;X4*@j9l1=2yAmW1@C5!*$2Q3|Ov!k>lU}OC&zQ
zAVqp(Tm$L{A6Up>nqkb%eo=+6nKGR;krVCYY;SrlEdQBR%>EQIh}{+>HItF6k?Vy!
z*H=Y;3$-m;_>@y8k!5UY7RiKJ1l8<C8SI&hX_6m!57_Kd+hQ4-)7NH|zRg0o8ajvv
z&KXrPc;YJ0g^wAcy0O*D8k`xmgG`TmJ-NnQ>!`$q#kaW7Xm9FI-zb$!jr^hvt;*5P
zWDS92xp~)}Xp+1s(w3H_&n2F5j83fH@v5|ar$f%Ybni^FZxYMS;VnzQU-w?Y=8Y0Z
z<ALV07&UOwoEI)2q%V2Sh_1?sjMWy(w-h_qB4knJ0cXC6InwTEX~z3&-#&DHR%5s7
zv@hsPH6@WTVz86*%@w?M`<rSur`$$|RsY4K*@YID*mt4Rd)3PDwZoR^(X=V<;5=_{
zo|{*dgFMJt3C^APMH6QZEWA)1k_o5sEr*X9^E@FE28A9Gv1nnN94}F5)rqbxC^pJ3
zk)seOOz|!~8RQ|c2wlpH4qAZUR2!eTOWNF2BTU3`N`knfR#rF&gwj}U%Dm%tA~K@1
zLCfHr77#fUvw`mvc*ooasUYbQ?|pD~P~V5BYto=7p@UpqzE@0hn=Dp0PIA=q5Cl<+
zKJ3D?atZT2VZ-Pu(nuzqinNoqW<?~9s|^E6J75UAurEXl*=RP?8PZKCauSNB-#ZHz
z3Co--HiY?2Sbf#7Zp%I=0H4=7FYH_lsqbG^J@a=Na{JD|W|(A}s(USTFO0dq4)gxj
zm-6MDr|`q9=7*v^1=7g~gV)#xgDb-mEWK$~^51!?GX%Lf@wBcC9(zkkxwL|3iY=+F
zYoo}#zsW{?wksFKM7NH6XWX=>FlR^=jFxlnrKIOA@BIPLzE@~mQ7QQ}^d`#l{WT+c
zKyqO!#>)@V?R|Ky;6AR9C?{bk?eAGMMzwzigzhcrC;^K?{-<}60Y7f8<|XiQ{OkmV
z8n)cNk6ZfM=8jNT|JLz5LoF|Y5SFhzgsuPUgUj7b8Le+q#|UVvM2Q6^O@a`fwHVY8
zo+%C;v5qXwgqWDQ6izELKP7fVPeIuGa-0&?31D*uX!pQi!kYIeFLZKU|A_d04hB7W
zqV`NH9}-t(djdANjD>9&;Zh19RXsKt{#HJb_4x0BXg?rD)O`s<SaUgju?p2{0R25(
zJcYt@QehM0L*3~`=fa4vjnF|Q+pmX2AbXPY2d9LA=@&!duY-6f)pj~l8GgTTtc*3_
zmDoBrD`#P>x<9PaVdnThsC&zxHrwytH@K8y1&RbIP#lUA+={zfptuALF2#$5;2tPa
z9E!UYE3U=8KyWKgp|m~x_L)8Ve_ot9v*$ef?B~45<bH8y&E%e3S=Y7J_xo8j)JL=O
zL_TQ09YqddJXHOxkL)@K?SKaNjVD%xvXHqqNyED=5NE<*+mfqWt_hI)@Q0pDlklg>
z;TBpCndkr&hWBeMPWy;1yRy$td=CbwVoE|;F`SFk=W5O??~3PC7*#zEpCoD}r{$^a
zB~!Yy0)*cZvRedZj5i)b_T#%8NBB?WzJ+k~wP&jtR-?ESUVR1{ixvnl`f~_X=sbTs
zNZwK$abZtT0~Z-h2^g!nD}b=VwP$VIdm-NRHnu$sSLJhIAc5W|nk6>%+vLHJt8^#*
z)F6&J-DkIDvHq^4_;|u8M_wk);ggPO7bI{}7%I<j`S#)rau>dv9Xe&)P`+Ha^4LRx
zy+gE-9Ls71OiPHizCsnX$S4z-H->z&dEUxO-LTM!1kY|PASYt!ZhE#q7DJ|nCZ;Y}
zZz`cP2PE?+Qx+{<@=|&s5`)!65mB5&`PH<lbC{Th9&-VUvd;bl6igXBd_}osD_lhn
zv%oL{P(`@}@`tP{0csS(YxO<}5Vi8P07gF$c$K8XXYQfv^5m8ou$!BwFo@b`Ua5B}
zG#V|uq-eOQqADGBqKP6kr0*Qbd0$dZ580c5Tau^wv%P_|;Qua;5{-xC;E#V2INC=n
z!MLO4c|x^E)rYOkow$|&2HB6Qi})E^8uc>DV*#(w{{k9Jn+}Cu#DcOyJdzd8Vdvjr
zh=Q&Q6=U`@*f$w`-w96(q#v-gJ)Y#p+7<zSs+L*I_CHy2{ZFiaU)l9PW=mzzUNQ`D
z(kS}9$(Ypk_qMrvfZif#gnR-@mZ9M&(*EL1T+Un2hsd<&b2y?8y09NeS)n}c6dHq`
z%cExv+G{jIIn-m;tZ;ks2$RNN%Md{H$}EIKmBcS}%I@7AvWVq{C)q~r?CA?)sW1tQ
zo5=gFCYW@UlIpQQm0E(+ypZHbZz^@sg%4UO@os^Rg03WEtaP*iiGji;DsBuw#Zd+R
z^<pV==ovfLZmtglW4_oggc5j0+urHUeQj7%kl`#4@>a8pKz%M2CoWX2TUp!48(Atw
zGhdLlI-lTi^gWWD_W&;i)_&rVEJ<0#isA4|$b$#DK2mlWbPP}MZ`8d62$$g|xMSGE
zv%o8TQyJ3X+Ev*miRZLK{Cm>()AdRO>x{6HEK2ZFV;<Y*?{W5lrMB2iwOgGG2^_%r
zaJNYbz2E-&;F60xE9aY<hCUTyr2{@gp~Z*hr}}7HRzboykw0FxAbqQmk!#3IbCY5Z
zh+O<a!?I|XA^jZzSY1W=ayYni67oAQ!d2g<&+7(qdir^A06i}13%mZx{JB^)^e#@d
zq>uko6Vv%*Cc+wW`FM#G&HMPJuf@zD(M9UBlGs@fsS;ii%lfcDAcagA&VC*FZ+0BM
z3QFKvRY`{ah&;Moh&p>%S5tBya@;KBl4qq${n(L}Su_E<(#EOZKOWZ$@EL+Y=XB1r
zX9d(k)h`vQycS;mu?NtIzA$@7Qf1|C<&L@!JMvteeo3)kt)`l<%SICl9DgBhq#>!?
zn&K+;6?q80NgJ)DG7+Xe)?-}bHlfq!SUJov?ZJA!P!8q>gr=No5Lb|@Uiwp3x-Dbn
zIuMWFkC8FNi|V>vaRYQOH*4t&TfiGEgS?J!?L6ey5yH=S(0~d44O|6`A!X!%_Y;3e
z4xN@HWWo^&5lMpiRI8P`l=j1nUbEL(KZ=~VWtPR|+4rcmFKU`Zvr8Ep>&d3(7CYZ7
z&r3GEr)GRrdzrxD@xAN)t>0c39=~VX4szf76G^I;sY32Q*-idWtbeC&^*=gUaP8dd
z`ry=E0=)`PZ3t4W)YFT0)onN&Px|b+Zk{1ECY3;h+*AFhhDg-#(DOJ?;(G};bC&}P
z$CsPX!jWHX3<n;FjgWnEVSv87zU_3{49DA|G|Z~{Ed`1pf7q*Grc&!68EB5a(*}!I
z_jkY_ff|y4sZs2^&ttFJhQ$^9zc*`Flg2ApAx7=w_yq&BsB@B$SkzD>{R<Rw4hfe(
zH}mTz_Ybyx8bOZPzJh~C9*0S96|^97ZdR8q7_5_^3T@sqbo_uB@Z@y$pzxn2rBaF>
z$tp-vxXs6&g2UbcnQxC>ywAB6dAa?6&8^n+<jfOGeRDA@Jk}JiJDt?<?`S~-+K~?x
zv!YR{aW{>BuWtaNq~B1Nkum02FCco1Vu?bJ4d_BnfkB>NaO7J-jy0m$n@SbSr?2NG
zUg^v!7-DEOi~6~^OpZebUqeP@rqw;GSx~DPMN)N9#il4mUN<)rje?>=b2a3&p2Kr9
z+>|<pSb+!xuv#clUErZ|wmuMSkJS48ZKR5PdN8kDBj+I=gD6IDlRly6N?*$z^ECfq
z!D)f*Yi+f<B5j^OBQ7~GQKM`E<n%1j`&ax8m0~?J=oYh~X>5<(^sQ<@{8KN;a4~)B
zn-V(f@qkOll_3@yTB(27!F^=|9q{Jx$z^%wR~p^8z3izo<Uc;+y8N1OWX_X$ri=2d
ze+u^2t;i0s`6ykOE%@Rqch5eoizZV2!bfDC>k$iAo#d(2A@FU8$GWctw7G~<0RCNI
zz#%QLx?D)qlr6l2vDdcqc`{S^XfGMa!hxyq)F7)rl0SRSnDBGc6E$<(SiI-S@Sz!N
z&1Yea#yETO(z_@hex;fw1x=Z)(kObuu|SfMaHu}~VeKF-1pUR&nTj`WwCeW7V=7vN
zg6$N7LQoZNivyLLrl@~Tm1WFTHQu-oQjptqLoVA_FKj<QEJmN5E$ynLz03cse8Z}c
zjzfb_|NaK}bXc##llcd=X{b-J{+;@?PyYjlMiihd+`giYVtnKrW$8ycwA{SfI#pg>
zKesJ|@5mOVMjdAuvepKosN~9T#u6|lXea10##3N4cj<Z1X9mj~cc)3}g!z$n;pMM6
z)A|U6#?^1`Q%u-Pb8~bH(VasW<F**%Cl`1)Yqf^=kBx-%zo?G;^&Z2ziotf|PJaQ)
z4P{I_uVn)E>X)-em=YuwtHkQMP`=NFg9E<byXb`j2q4$T2lLZ5@*33a(R0^7<z@ke
z6o;mSj^zW|Zwj)>YA}QB7>*6B=BkEiK@44*+42O*QKT}aOxp~Jpqnbatc))$3aSFn
zg6|LVb<+Q=N*<$#S7s<yOReZgL`IsV{Xx@6ZPFP&A^x+*f++{85>+`Ci!=aUn0Y3v
zcj^AogW&87zmi@FW>aUXt)e>e|7_rW2H@hksbnl_)e0#*Tg>VYqyw0jSE0}CgY<pG
z+}MB=?Wq)p&9lbxtsHF!@{mW7kNNlS=WNYD0=ujM>=?@wQ%H@(^&H9NCl$toM#Gz2
z?3=t(a$tm7RJ>nF)`!nBA(;MWHH_=!%xu;9!A&|Q?;w9nRDke`+^U5H+mZcnafd8)
zlh6@yMFG9trB*Iv%RT9yD^gs3dfQ^!r!4BLj~&YC7|QRJr<>E118A~1M`9`NI{;l@
znkY9y#)X;*#DI%fFXJ{d&yrbn#Dl=|m4W^nTVY>M7eQiLwk=G@1<Mr6sr5YXy|(L{
zK*YDGILz@sN!^FE!ffsb$?>muG!F$ya&icYWz)g~@nzrEAz0Dgj0zDFbQk+GWz%M(
z5_9)hv>og6ufHZ+j@^8}n%?|M1}-J6&4=hy-+xOQsfd;71}Z_)C547gh@xaO?&tC;
zkJVb^LvZObQ9CjO#vN%G5~LBVCVz}2zL|1FIoZ`Phnq=X(C=iOnx7RTS_(0QY&{Ih
z4u>+YS6wNW$FRK<?I?!#+6X8grJvj1dTV4^qw~=Av5)HSS(6(X5?E=Gakwin&moTE
zDOkZ<<?*S7)=x)1=JJwna-KQ=G(6-#QiXpr!{Gk}nI5b<!8Sfno^WPLaC;;^hc?YQ
z)Z=g<=`PttVr3z3bi7}LeF>{6V|KQE`x7lU@K}a<4fDCV_mIU53uE3aiTu(%G#&}_
zjAHEu&f%&^c+55_*(nu+ANv_ys4GkCh*x(F7;20+otb#rKQ0Y;wR`p=$r&j}Awz0H
zUY1omHnBGH?CFT<&iJKC4b+Zje*qi9!kX*cju<`oJ)yaS<)SZMmrs#5r(*;;-IY|7
zgS>zN`g03rt_)Ps6LxAY7db?5y>g1yC5U1FtI27c(vNgxz|gnER{3-U#@$qjyh8_$
zD)oh<quooR6OnM<xv~773LccTKtPp>5gJO4)!f487xF!*_#0UyZCUjnD5jVrw|dqx
zr>g7;@HocENOi^zhqO%5JxpkTkClU4$Hs07u8oR}!v}l{d<0g{C(Wo)=npFMicOtG
z)N$o-Bamt9h{J`A?}dsInTPtx*rY=2ERU=nJR({kovr<J2_@V$LQFP+^9pH-7;8oX
zGsn(kMus1uxj{`-a%3|Aid&MLWk_lO5bq0SU90&lM|_Wu3)}C!FwbFK6i3?W8i9p-
z=qEdBky+9Y72bA$?FJ8<Um&hX=hCR_rEr4UKB*fi$2Z{fFWK(p{B9iDXdzbjzSZ^Q
z-skR0ciYKl->l8><wbC(K5lI1=qRw;6v;W_CUjz5&^Rh%GxU%Hf9dSO<ulE&A1h2W
zc~PF6<0;nitS>F&tU}BQ1}kD-N^-f2pv;u!N>g5?+>mN=J0W+b{6p9DEwO+pQzU!(
zuBj=<DXQq!0DrGy-tzZ$dkmq<1EfC~b!C$k^~BlxI$hoE7IEF*Hv;w-y1v|G(Z5er
zE*H3(taDp5ZW^x{u@hL1Na*xi+CMAO`~+ifyzKjjQ}KV&@&7MUGN9@srN#K$&3J__
zEB*BNj%s!6P0wP^*plDKvbfvO+~=k-SMVSKL>mZQFSDq(+BSY}!tgup@cMIkDdHS_
z9<9MOfI388G@A|%OEC%K(dhu<Zp_w1GuX@c=PZKGu(1lz!(q9jn`n(K45c$Akb_p`
z@e`&*<&NQ%RevO6D2s|QbkJ|4Sf!s)k+1a{OMso}+T}Os^GsdwnQWuKcTX9Yb9nVO
zzKDKETzv2{FjQ4{<Bx$pnt)=7Wh3fK1}ucaYm;h^)s5zHz@SkiuJ<71O<hq@tu{$+
z7uy^h;gD#ugVG9Ih-fTAt3}fGX}t3frF#pdGDj8JhvgWLyuf6^4W0AXTPs?2kp><q
zf6k5yY?b`&pFY=4X!Rs?TOSal3ZY^ge&5>&5P^N9u+qow;TChzl)fohp>%3YA>I1U
zVGu$f;5~EXK*F|pN^T<{O_;i2Nzm#hGnd!^Z5IS?<{8Ikj60ifGlu2hx0X}t;VPn|
z^z4;OP5Q6_0(sf2BeK~h61x<NWoy@#ncjc9Ozs!kD+%Mwe?xwpB%N><+|h$>6`xtD
z_349lr@6j1zp7N5X(J(~JD<AMEX7?(Oa1=Zf~?bUdxVuYh>mA!CKJfY(}3?W)n(GE
zJsM<jnW786cXIb*sI6d>`BiHaxhZ0s#h)$JJ9&Z&7bO$BE;8Uix{fP=wJg9{#dJ<9
z>JGW~_(PTWIJYGpdkx8cn{SGByD~;(RDww6Tv!!{F3gH*9r$XU1ZU$N`^nQShsyW5
zum&IEPsQZJpD{cQW1+n2U+6fH|0b4Ws_tO;L?Kw)`6nAw|25XXvPt#dm;ZlzZ@ji%
zf8t>orIi<cVT2yB+0=RdVF(gLV)36F3I-mvCUUt$b!u9kI5CUvJKDsB@fyl46nKha
zLRGedJ2ct)RqPS{#Oe@b)y#ynP_UlbcyfT<Ox2UB?QGu64T#D!lwb6%c<fvw62ODj
zz0h=8jGu+)gZ6!)t&Guz4X0<yf4ynBH8=md%zlQrt;2<{1DG<&l1mtuN-GRR*c9an
zPWu8ev8wF%1i>P^(LJ9h?&NhCTx4@lzAvP72#rI>V6(}~xAo3oD_BKcg`kO>&DNJR
zCD?%PvRJco#~kgK(zIIv2Y`88Ex+hFkG3D(=HSmY?q##}irtTyJeT=o)FS4vjugxM
zn8L*NQf3g=Mp2WT9bFjUv?a;7((zYq1OY=8FNkE==Ty7%eIa^+F_!^nG%}X<Xbvgv
z0ZVf>f%ZTDZGh;kwJ~vI)zHr$*e$Ts7(1NSB{dIw!>NH4B)qQAkfe@#75`k`!1Gz6
zqQ`u|+~Ldg5R6v}RZM+fBSwbk0IWxf@MPbTI@96|nnz8OxXxTreWyl6+TD9-p1(et
zxtM1WZY8-s2LYtUZGZ&sOw+bAxAduNeDnP}fo%Lu-0RUF!Y&%`=R0ELy~C7-{6D?0
zY{S|cQq`2T^!xf)fIU^E@>J$OBiPrQuCH6e)YvFTyuFMzcpZ?;7R`{ptEE1J^0bGZ
zga~Pal{JCoKMcIsYcb~m)gt<0s7BR#+`0|;A0r&eGbdg4KmPpmXbO=~4L-`JGN7LF
z@2z@Al%MeR<tQc~6*gM^^Tba;g6XM-!~1{vnf-$q>|cM71XOX7+n)agbQm=i6y=x(
zo&bT`=>xLc@@Kq5P0B??h*-wZq>)nA6~~+t4wMuPd8bVpHk4yTB9D#~xD(#19>^w4
zRsICk`OvnhIbIZs$R>4vVsheR9~<A+W2$rWivH54*=}PfJ2r5#oy7Oo{HB#&s%6DA
zr>STLooP0I6>SHIKnhF@uv%S)Pod*3G^LCZm7~On-I1n<GB7}NF4Mtvlb}=G5<Srt
zRFNP7js_Gobe)uu0sWY}d`TX(I&nGrEDkB_h8!U)W4Avyk=%g<$`iUgHD@uJ-!o<!
zIZIf{Ir4arpe+aZ7a#ha7fFj^@CTjn%J%9YTLAEmq;Dr*eiPp(IN(qP1r87r8kYdW
zEV%|K0*{BE4Kc&A$9QT+eV+i4Buk;XtF1dX<t^;h6JL=v#Z0_JWLoO#KPHP&P(z?_
zPkv_(-%Wp9)RT8PI|)H)c=mBgwx(ST$r!9uPtG8K|LhKOZ`1Bq6A4_my2poBN5?WM
zJl+t_^7&Vr&(4lDtc5>Rnw-vu&g*k*R$bpdr`(5S!bv4^&ecP$b{r34v_y~4X`OFU
z+E0t4+CC#8gV6`sy%0;d^o=kk#&f-;n=~uHy_;u}8+2D`V8A2ylA}M~%@NVo=CC@J
z;DL9cM}B0*Do{s}I62foYt~d;Z0x7DpDSgKLOnqyDCfQNe%xKn)d@UU*7-(SkJ&<A
zWbM2gC`ET+b6G}5w#N4ZeCqWVKx{z6nTkaJTGEDlR`LVgPp><=55`i-_h0kKKY9J{
z&q>vXb}!3+=vHjxO>Aoi;ENU(NFejH)Mb;Vo}Ta6lrfwjJHBbsJDD9CuDxUKKL<b!
zN~3S_P{i?p&SZ#ogsKhGr<x<<Q+u>NmL}!QZdp;G`j%Mb>?0&;?1{Z?CnAP9M^-ds
zO}y_YpsjY)>VDNS!qnKJwd~ppC*>HKd&OT5N;Qw<daRN<@UeSK`u>=J_Qi*aZCAg`
z8$RwNf=D6EQZ()_8Q+iOLO88FCjuOZLY;R)L}+em>{<uOk!VdGNyBGvlQ6JqFdM5%
zlPQEE*_7|ZwCliwyF=I&nQQoN{<Ou?R77`zAKREJspgX~y+h%6xsl}@yDFq^<T=iq
zQXXDHR@q^M1X&Hn7rd$ZoJ~=9pW0Y#8H%E5fzQ{EEuWS0;N{@`KD*`|ylpFG9Hp{H
z0%7KE{S556ZgSipDRT43Bc+loqR>~NSl8wDW%YW1aCkC=nd3VffWY58<?byX;QLH|
z>qq+jtN0LDEZNfXJ}qb;jpDPzK9|yZN^TS9O%KaN&WqnG!@O`SM!S$FvKEfw^b4|A
z3R1$58jk=Ht-Q<(adxhNrfA+ss`jT(WW63wAtsF(BAHVy7JnvWz@!ZjW~z2rKqpDo
zRI<or`|{D+F3|-GE!nZWq1jp!*DAr--FuoYdp=nX5YJ(bY%9>c4>|pzk0&j!o2Tw@
zOk5-<{Ujxs{NS4~K)(E5lhG9kw`}#leizFV{B>pqn$pf&dR`+^qnyx_K-S(Q|CDv?
zE&tO#_+Rn*_qHVdJH7)viy~AWng=O0rc~zX*vL-|XG&Ruu2bVV4d4t4mn|hRsXb@n
z){vFmK~}S8o&x=zjP1`ZTf|u_p7!d0h@@Ur;t^?Jq0f6+;zQheLgX<3qSWOc;R8ZY
z5OY~6ep?Azz2Qtb8!HMjZ!&{oFY||`;aR=g4%}1t*ubLeJrXq4Wh0V^1tMA6^>P=X
zHC6)`Yo0oB@z4^xFi>DNbH29I`7o>w7_P=#Ia4$>6!KqboDbu9lTPh>Q@$&pM>I27
zZEM~qhWsF2DZbucX9KVU`jiY+vJ?C2i-kRx<tnn?5Jb)Q$np9#ApDY(Yk@T^C;UKO
zxXQjJGp;lTAI6^ivbA?hqZ$(2(q6qKNcB5qf|;ni$P1}&5h2FK)4HA09%4g>XIF4j
zt>hK=^NRfAN3`jO?BQOmcyW~N;;%Ij&mU!j?uFezSoPu`3o0QDv!X=_S5%v<RqD1w
z-7^8pvp$CSWs=ml$A<GAUwl#{Bw3y+xr;)@x@EM&Kh^^DUWr<N5N0k>lVDN#;^P8+
zl!&Ze;Bj|?e_lj)q1$h=H(tIsT;o<#A$dmQ5r+KXVVq8gV@&~kcrlY=1^41SZ0<0K
z5c8^vbyGiGrnn)gl_w-!y-ZNQ;WC2G)>s)TeI$}0md7_hc(3Q1pF5x?o~)5R5u^>Q
zozQ6WKd&CxH>zGr#@3w*a<+8XRE{}rJUVW*dHp8dwFDtn_{7X_%)1nJ&2T+_n5AKz
zF$@o~>sdZ2bm~U`S1gzR#Qc{p8J$!zI+Wx9P1J!G%3B6))rGQ65%lfvx-a3h{uA*e
zjUS#yo*J(QMio2%40c>KrSaReOp#R|kJr6Eg0R#Z4&DzR>QlJ$gkgjBDu?qV6tuuU
zJnEdpBftA=jfT!7TFgByll<Ev?)Apm@DtDpgvp$Wjdgt(4F+h$%>!%y1rUfs$d^JR
zg=v**KM*a!Fj*Nxhm_^4a<((_)Y$|rOIJde7{vLm`3JQ=7SZ;l0smkjygg(r>&Q2E
zXjqTg^EY*!S_P;S-Gw)GS`ELc^t_~&XuRnZvlteyGYayh_E5P^Megp!#_x5n5KV4>
zr46zVi1^Vf&S#|JnGJ0XRVS{*$9DkxBV@Mpq?2OA{R)~;xf#$AQ+QoRzDXY=xq}+3
zDO33Che<kK<c5_*k~yLDT;EiBFGyK2Fdyqj)B$P-H+{8P1&s~pBbR0D(4jX11;h%J
zAM|u3tFVEDCO@o7c=WY71PyJ}F-7-^>yv4Lfv90hw^d`JUW)aF9(E~eb&Y_y{zT9O
zq#qlM_rC4(s(=<1Fo4%o5e<=Qz8lFM9GNs5tnDjloM(UUCUSFX)S&xWKxgkj@pz;t
z?NadcbwaT!5<L;B*3z;+^=59)4`IC9MgPr3Krew!b8xihnl4`MeFu^ncwojk*Z62*
znbrIk(C$Zi(;SLT2~YOH+33VVE~MSQ0ah&mIM-gqV?oW*X*b2dCcn3Kb+usZ9-03n
zrtrVU`qv^0|J!Es+w9h}tQ;Ug$4y1^!l_ukc?4F9v3r`_GA*tME~cy)e5X$A!9Zb4
zmH!3aru7xLp~d*HlO_1u4)W&^|8y2p3FQWqX~s&7><M>nRJ%MRYbsdk#N2Fu4!rHz
z#6^-BG<~ev(Z)VBoW#7|pKfkd4f8D}pIq-R=H`YTYs8K2Dxp&jui4e*1BHwe2MHKR
z2Fb+(uJf_Z012-CS&V3i5U)dh1^}GsIv=N@&10od+})k^I8nrEAxD>Jwiv+67td-K
zLQsX<X_thsdWD4NHb%;SO<JVSxAf?(#K5uSc95&Hf&+26$XH1kuV!*;Q@+E##g8$Q
zi~UJ+VMiNgAO3+54o~0HHco~PsN6E?t+D%ygV@U5`o9D9mOi608KV8vy&}tZ|JL^_
zgpStbrp^jNBc(Jbs-KE5)8#d<`SnCh9NDJzeDP-*sO`@B7O^s|Dy@#yTA6GJw@|{v
zFl>q*3TM^1uB?~d3u91M&=%1J&%YgOYVkHVbfxAFbd=`gd3A8Qc1x?AWG=r7G^fA2
znJ|r%WMM0KjiryqpG_J4%lC`rJKR7%{aH)Y0ws%CAj}ZfzGHs1NX@!grdA5@9NsQy
zPyqnon=Ci^BcV;|>JF7xJW>Sjx-=qrFA2MF_L+;-U`w*;PUcCuil_R8V}zLA@u|gH
zm^}&_RU9rc_@-@W{D=by=jSy9Y=NIP;}v_3!32X<07uQ`Pc;wnPgc1b;C2TA>UfKH
zhER6Bbymn<fF}@l=x6d77YAw%p;3syu~tHB(zbz5*;MN5n1ZzJB<1!TqC>4kpNnTQ
zmo5edEzzHKE?BOE-wn1Z7ZQH@9}U_6N4UuU#J&GcW7>cI4%pVyJ}f3&;<5Z1_s7jp
zpEWzZ1F;hxZ8Wu>0*SEcP&9)Ydn&9{?BDWSW2LP9nr9^tuoz*klBU~BBz@QAxj{@f
z#Le6-4W5M^biU46%R5U_bHQ@3RY)c;>m7EwxvjSPim(z1EFr(ty-H9%u<RR!QSDmf
zvde7BakjpD!w4sxQg#MAEa#fK3J($>4fLh93+Fv=XPaKi6l=vB(0__KXGbU=!efut
zHr++1N0oZYlIpZE%Q&PFS@=*yEFB_Ap%?&`f&N&UY3W94z3PJ}A<}|e3Ym`;JFqL^
z{@Nkr$$U4ZM2(?Kx8;DI!6$O5g$0ok$O2YJLf0ZZ!OI;OHN6ng`Tlu-_(qCN5eE;D
zkSG4el6)j13^2v?x!2wY`dBIRj9(u;SD``|JewK`!lH_ij4*+rJK>?7&R$hwyy(vO
zG5K6M@p*q-e{+BM)A-M_woftSF&bmPx_@IL5+C>P%%7BG`m1AjFZYJ-xP^4<+6Pj0
zHXpi;xqyYQqMfl&WNy}1swiGUKEHoc`g7hdM-jyVUljdadP#`uR*24;=cir6OjdGo
za>=g{`%gWSCoKDDRdl*^7Om7$!h3lgknm)zyXL)uwMu#$a%v?SB;vJ~7?9YXMF5v4
zZx?KSBVfz^dbw@q9z|S%Da5sQiDYt@ThXj_AJM7%He1%+13pW(BTF7HfNVQd95wv$
zTH}|vy_3T;8gFNiWQ66<JndhYNrDR~na<A;3%pJ;s~Pc4y~kIAZPmty3&-indOGp_
z{D)i)hKTyzxGDW}rrh@6h^i+6%4h41wL7uJHy6aRf(1?>w%DX3vnU%!>bO*Bd5;`w
z=kZ|8{t;1wo1aejN*4ku#yWc0Hr!OzwOch%HN~U)0eCA>xY6nHRfKdX>PDzB$427X
z9i_j<l6_fSD}<c=bWYcJA;w|bl<Fjf6t;!$ycbjvNU#v2phZI@XF7L1Rz?3{B07u^
zPQ1iE5{IPyFCh*73w5ES1*Hdf?J2>9eFFh)o49}}KuW0bN>H*5YCvfHt6|!WDn))n
z{yPG(N{-3{2`%+>@1%Icq$PiyS^~dsuZRXwYs^J)KmADG&OPluFS}R>g$q2J8=}wL
zoW@YXs&e_MkmX`9ho{f+sriv%V5b#?tU?vJ8N-94(LN2*zJtlO>$J8otWrA)2WkIm
zxB^yb;Mix%0Cx7u4b_qFl}Z#U9Co+geODL;{brvcbapSLi+>&<P}mQ^oy4|SyQzLQ
zNJ&>Whq2yniF3c{DSj+GRNf>Mh#$m@J9qFhQDaL}zKF6u{P}E^hoEPXurBH000^~9
zxEvKz6VO}gr-~w`-KI~O0Eg<JtpO=(!j#q^x`ExSdm$W{f1WC%$8$+3DYG<LWrctn
z$vE}8iy_HkSr%Ool0zb`z{!W`s+>9=5-H?Om*6xXYp{Z(Qo<@A$tv;@F_CR`3M_iK
zt74h=4sCP8qSz;mab$~^HV=rPU8sq90Z1gFIpH%B^kj^qO=~{m5jHC&<$j$d&2vJ1
zm0kgDU>R41o^TWF>u<#g?po38GWL{P)d_30h_?MX0M1g(`i!?dJkC|N#b63&@qKHh
zee%%BNO(p_?q?G^;6()ptzV%&c%q$G@_alF^Egr(gmi3Ryw)5xIUadrb9A%a8vStG
zh<EmYa8k_jcy+mDZRy*)*GM<}TC=Dv7A;2*Qt4M0af#a@1a<>d!Wfrmoj$~KGty~6
zS9U{*D=VV(%{<~8DNu$9k|kpTbfxP?EDKB3^OWJrM$z~b{?>5YqW4AlyI*XEZ#cCv
zMg6A4QN#m}o-ctI%V?HSD<?d)>Cxy}&U~ku$XdS{7`5}P`q|5`d5i70eeRC(_e6BV
zO6Mp%NL%}AcdQqJI^Lf|3JiUGg-aTEJolbxYwAP|m3+<8hid0^q<W20+{MlE$ib>G
zo9y;P9XE7XV2_5A#%7N3T=^w>0OFe3)+_#7;a@;{+-1#8jlcze)_hpHxmC1f7x{^w
zg5;~7&G-G`z2*6-<x{T}pD@ZFserj{)b=r{VMW0B{$jx>Xzr_Nj`teowc}(|Wl?7?
zf`6jsg4r&dbyVAD-t0DX#uTRW#VcqXv9Iffe?R|x8Z6y-K^h%qNqqS7jt`j_NKp1i
zFI$d=TJGIEfA$2;#i^@>{f=1{`I@*wSp_NTKUp#TPpp4Y)ijyqbynCQd}yVa^F5y*
z_jq2%yP!stDE(9Z<LsfYS~<bK@fe=dKZ8bBG3B}Xo7wu+>&oA%vK$VG;txFI#2sBE
z@S)3kItAr~8rQF<Mk|ox5FV8GR8;Z|Uh*7>KsA+^g*WY*L;)$vhMRelm30(1r9#a7
zlRh3WfGsx*tuYjBBL(1{k9jF4P%mm*OwK-3EJSg<62hj)-6dS5@eBwC!>vy-8`j;Q
z+xwbF%<by;;B_4kEenfU4q{4n9BQ~C^b!R(yC!&1pGl6I0Bt{_Ffn66a*-5FnUwm$
z-4?Zgm|=7S`Gs`<!K~MD<9-{Rgq@ZCiwrhG$=#yO(!&&kjsc3nTwB(OFFHym=5&+~
z-Z*RU&GWZi2g<9MMD(NeQe)qcQr=25ok+Yn-=Sfc(chkCTmK3|fp%QfFc6MV@rqa=
zw^DDWy4-amvR2i7-bQmvF<>2Pr#T6-mS2@f3sXbZTRF1C7UWm6F6E_$w+rJ{b9nX|
znWJxd2J9N0YI1a#6k9Wyso93Ld3q_tA&oZbphw7~HBkt8fOlD&gZ<ls9-GviS(JXy
z$4c3;RJ1zHhj1-kyByM~f;9{bMu~+VBjz}GJk$FLqfK<(a=XTa1kU>puwkj;;Q6;b
zKImu<^T)#HGWCz8KaIJ2{s=s0P;7ua8(wv=g$G1Vn7)u>qVhqAS_p2J%N!G4eTtuZ
zqe`eW;n43p6_+fHX7%wiK7_*oI-ER3ZePfObs_8`iR;jiF5PnKcca#1LoM;}<9)7*
z;C%VBVQZFCm%{2xY{@jvs5T`hOL%ga0&_*(3fsV!b8h&w!YrMQLKExTq`v?^MqZTZ
z;G6P8Mo2#)f7I{ddz9OJ2THP?PvP|}SL^Q>e<9Mcc6L|jx?%-q@AdtYH$P@$x|@K8
zwsb!Awt}SDgM;LTc8|4r*Ob-O_iTVKrh`a|t<XZw{MqnRr#NHL=<75k3>TBMMua9B
zl~|YO=#V6zUlJQJhI%*m0FbVtj(J_}!2$?*@6}P4P3wiYfnob)`rjLVNqN=c?AgJh
z+MV%z-;8#%YDqk4Zi*~d>vD=ms~vsW`>z}~=tLrh9{pEZ$bWtQ3-}GW)s;o}T~kDZ
zjhvr-Xs1bfULiDI$fa;Wvsd#D9PRvZ3~9eZG>5oh?He76GcFaYwmjmEjngMjyQ~};
zIdcrZzzcm;@*+<3cBbmaJvs3a-*GvP#5Ij`GyYI1*cQy9)l>pHJvGIAjT4Gqi5m1_
z-qWq<eZMy}nQfp4G^wF8WL$DD3`~^wkc)gL+ZynI>wn!3)Ke@1y78>#Dc9w2xogZ6
z6vTb0o%PC0f37~_g1UqAwCzHIU7F6D!ub)ew?{={{RS5v31lA(T;e5vdkH^d>6Mf{
z)EedM72u@RoMGbrzM_H_+}KH5aH#8eptPp;!uXvm>3p|La`lffarU%%2^#y1-J;so
z^gi{`QBz6vyeg)!q2zC-wx#D+;97lOOO++*U$+yjf7ln={PNQ`<m2r(gn*=O(j*@g
z{-G&j|GUM3!VG>?*hL6{Gij5}R`#!|;@J_|>2Ci6j!r%cyDL-7ths9j7$)?#J#b?6
z6via+vl=$r7hO?rs%)6IsRcKX-XFqEgR?P#^Z>YpoU^r{!^7Ov8Pu=bMk{ZL$t_Jg
zU*tk?s#k%EyrQ@zGlF~_%xx2I4R@@%{k@+hE4lB`Ks5{e!08~Z1%xbrC^Q+eBu$A9
z@XCMd9`Wan6daoCua^!Mke4^%?}=zNW6ilK&+<r8!&OHq2}y8Zhg<PSfR443=3XeG
z?juw&F;=jPR|KIjUo^3~EUXqJ3{cFLV-B}1oqjhmAMbbXudUdIm7-UbH#%2Hce5QL
zy8XU&zJIgZ?E0QNj;06ty-5z|>Kl=+3tCEx0KeTNv!CATAkLr~KxE&|nhijAGo@uP
zvpWxX-Ydz~JMFJ0>P<|>nZDX{@39b#qtZ;}0Y@@ZltdI9n7!<bwU77X#U7gUrB&X4
z4A|0*{%Aa*lM<8sYR=pB;`7fpdy(7R5rjL$IFrx)y)*cY)6>J9v?Ub?F5y}%<@8$;
z`o1L493Ze<GEF^++y=uJtL(12Wsv5DGv$2^$DBZF>Av3nnB*3CI?DfiN#ZxbOe<54
zX@dN7C9u(^egZ4phbAq_E!&!IU%c+nB*X>o1@=O>Z8+nc&xUXAI}B++Qpb{~Yw+G~
zrPfjZmIH&s&}a+M5+?H-<2rkr)D^&#ott6!Gx%;ElMaF`32`C6dVVRUISsyZVDDyN
z8+B9Ttd|uUWxQO=g?F=-Bj%C2mTJhKQet_KSOlYO8%i{L+mNl<cVl`qZ><@QtIPcd
zy~@;NxmAAGu0WD7$-(qd-cf~YT8(>q-`@^kZ!&^Lg)1y?ZS_r<##I%SD^DabHhyqS
zdqQ9K^Fj>mKPEMwRMH<SMpswL40MTjezYe11(-68DP^3-tY>j;PpQQks6qi)>Aa$q
zE*3u*{8vA2k~6dp58Dp{s>nI1z0aU2->~R(1&!azEB2Ab$t2COSrfRcDSr~Wk5!#m
zYcLNYuOi@NlqtsFdQ@g(048uPsJ@Y@=m@<lc885LW!t+?Eb;Wg^8BQ)>d&FANe|j8
zFX%1CZ4{`;-6e6OO{_5`xoN#9pnufJP)_;k6Hh)#jL>cfpl7J&7x5P1{GMINVz=5g
z?4gNw$3hym@HT^SH2(tXG5BLr>Yp8_Nzyk=yaF+kgZ~0_O#cExA73%$5!}YzW1iV;
zd0$a3xQ4x_V%!xlRr03Wd*%-M3-DbmB)gQ*?qN9|@F!t4(f2ciJx-<JJK(-D?FaQt
zco@t!4eW%3S;-xB;ruXYQduO|+ln=J7Ow=c5T|OpA78yNjWOJI;((oIjk#MPmkhEC
zIi^GjS65_|&^9^(WgZP37E|Jj#R@{_a&LNj`%c%~{D7X7gd?OeTYl6-#>KB}M5oBF
z@2V)i)m?`13XdE)ieLI*Am=o-7}b~PFnSJQjd97Cm{_WmC2^@JwcJodCTi&q0;^*k
zb52+Dpm#(3<;)ZCb3fEdJ{rJOHzWzny+as4R&230E&U>{{*z=O_u+M!*(Ap<b>dS=
z?PLE<S+a9s26DAYqkF=voBKdP_*2hYV#Vwo#-w#6+R+LK;qnn{gJxscjuma^yUaiW
zEuCz5n0F2ud@re3yEDY&c!HU*?dwr6{;7+QQqlVTo5hnm@}bS|NU(SL*2i~>duO9^
z35~H=tdDX5WOGv#wCZf{8kJ)s-j{DiKDp7OX;9_yMSp!W8z}d+lAjN!sM24sl{_}5
zQj{q2lq_~P&glQByp}Or4Ew_ojDm|imz*iWXM;8Pl&&v*8LRZOa8&^7IsLza;{ESP
z7Q%WtTe^A0072MX!?df*q_@*M9h2K!lIGaw&^MV1dL$=UuYkO&J@W9c5Bgm-k*=i_
zUYA3^^p<2D9bCHG<ut`#A`;iwO4)o5p9KC<j#~kS_o)rFN7&oVRnAqP7a`J=@n2yM
z9cI6I76r8ScP^oMs<X9c4kMmr+~jsE<s;tYxst{uS3nx9cgoSVz#Jm=zBa~q!{ox7
ziZdW0W%mSYSM6|;g@}v_!~nBm(Mc9A&%vL7y$YX5f&K;Pf9aY4NNmu@bfvs*r<K+w
z1gyt5(aCtkWAMZbW1S<L&=`iWp2Olohoo;vMcrD5%Q7#9F;h@6^>2y*VeSq)o1vlM
z$BMt|5}&5)QQE&%<rblYnnlsZv0^OQHG%MGx{J|>bZM_9ByIinGF%jbST90E5r8nm
z^GvL(&mB2K^xQ}Ij?O(6BYX9(Nb=#EqOV^5YP|^VlZmj-&ATd4-q^_M$KUK3({}XV
zQqXF2Oj%xUC*Y~$`;tr>wzo9_cAoclDPDXU1an^j*7}#O%VethF~Amn!jd1=XJ2ZO
zed}oZk)RAvk=Kta4jf{9^DH;e(N1>WrfE)}o5~z?AJ5HBakrd{FHP+MOQ)^~lN#Hj
z@xMXq5-9m(S09+WsNd*o1~?y~eHgR|KaFqNrThzs3a)!|t8leE@-g8ckYJ|W72EL*
z6ng8EHp;Ty;TXp|W?Tp5>|i-~8&1_VAZHA*--t7l_l=233o?@zGEbPS7z5CqNOB3G
znCdre9r8OyFu#GA+_`(9EiJrWZ(c95W86$|ncr6eb@0u`>KMp#IMy|+xjg~why`-R
z6gyx@JS<HJEejv9TQxp5smS2PR_JO{KkLwzQrxR)Bi^w_CmSpb!#@hJwdNK&qFeKx
zo2QYNloJuLsETV+<ZN#JkB-V4NXBp|owj5Qf$>B$B>7n-5&f=aD^?ow-n+s2l^J`+
z(Vk@HyO^i(v;GI+BXj`yWYBS#bXk#{?dx!<{hA2`A;0zN_*n-HqudcTgIkrOK};f6
z=ZElFx)-`k4c3Xgs}uy<N>2qn`{cD+#!Ja43i`-UJ~Lqw9wPO&vtpSr$hfi;lMMY6
zxck@$`#j4Bi=+RnR@LgV${uIAjS<<F`hKt=-9+onI&rzyHyPX9!#5dOuW?`g>Lk+I
z(iR`I)s^fEe?-)9oY!HEJ1^}FmlV~_xWx4XfZV@MWcAoH04^4xzc+>R^PSSX;dkOF
zf0~Rz>5j#b8^T;%RG;cVmC6qkqsk%;5|_3t(j3wfor_vq8fXGz)diId*h4%r>%WJq
zeh~bW5EcAomQQ99Ux6}O`WNtSqg~h(Y0=2V1IPVQD6`Tq_SMp_F&Z8;E~V-@C<4{J
zq58xC(yri^#lJ6iW$Y8&0ilV;X~L;8@A$*1u^^|4Td#2OEPb43+}17z1i>y>ML_PJ
z0i(qGX+LSdcg9t2(wBPJgMR4q#FLU=XWETcd;Gq0U8Nj?H`WV-aC-mHY%WZ}o=6)p
zaH22rq}j(tM9uOZaBqq0QCgvNO9n>ss|l?nLel-GX_zLd<{@hd+ECp+@ug}4q#|}A
zsa3qk)Hs{r?tKU&!Kb}XuTyIz(<Jwdcy*D~4tVvYlJEChfY6nkLNwbeL^#MIVo;pT
z+XlMlPH<s8joQ4?(KB+oQ4}|cyAvkjq1C)_+-U74T{bBTz&*Pj0I2Y}Y9GcS!`Ry1
z!wIpk1?Web>Pubx=RAtcGh{DYTxC@;@RSZ`Yxi<%j%O-_0pUqg3#nhE>5>vuXQrQJ
zFXj*Mv!zes|A2%>(^2m;FU?4JT(%s_rBIJ;6<RMtfkHfaTdi^6pr+6=U!neocq8Y%
zh9~%bNLcsX)KC57^wqzBg>tmKp_ziO{xreC=ijyA9fu8a0Z%IyTa@<Cz2r=r=(@<2
zdg_3mGY2ohme)W)R90w<STLLQDfPHKd$hj&lwPVUZIuQ)S|3Y|@t1S;xUxv@uTFb|
z(lM8%e^5OhD0iA90gwfgm1Vg#l}D}f?{_16B@09&TH0#p&1c$%D}q469$0+H|7>yT
z|HI-Dg39QO9Q%_k^R)hM#)s;C;hgA<>6=n>;b|NYssEy4SLa`V9ty)8?DXWlWT_#*
zn1{itl5+lqETtvCR)X|K9t$uo;e!%YwaIzaQsWraYbtuFz^8MGgR6=)DXHODN=FXD
z0b?Zg6PFYqkWH`^eJ4e;Ava3w*Bm43d%~sLirQ*Jzuzddac^f{^k7}^uZI9nUDUXG
zaPCdw=K$mB)RM;X=;v6p#@YD?9^Ya1gTBCkSyU!85Z!hd3eo{|sL{(gvK=W79pcB1
zE@e!X<F5fth?Sqp*3toZhv1snu@=c{FyAxC$|pt(5}$Iq=F7rfEaqgW`ifBto>eoe
zp%p&2GzfH47LAL7T4JdHw3?p7KzZGc;6Nh~=hG6z-nqnQGXPPP0I=lpF;l6fnGaPZ
z)fK7~`{CiIFpHC}L%=j>N-}~4YkKza3m_jYCmDkqC0TS1)&}suQnPAw=liK^b0=h4
zd3Y>^pVhPFN8fN}$;JD1{+xTg?oc&N8XT-lNoZdln_u|af73t@>tPQ?iu?!oHZvD|
z^!=-Eby^~QJ|La>`2ZbL9cZIOJ4+ZHKg7F~a1c3(yYvKPVuDA@&(Zz%PcUx6A{z}-
zNBN#K)x=Ggq-{$y*rl$q*rk|!qCxj&VwzASK$qLa=$+>W7bL^|^pWxY1V$#>T%Iyu
zsnNF9CRvcCjTyM8{6#RnU;fXxF2-TZxfqWt#C8(dnc}IXPP_d6G|f#KvLnOfC;!*U
z;g?Xr9sdK$>R~t0iR*5XK!*p3HX+ZSI-cJ=#xMVno7CEVvxYs)n8}Y|UOy5TUqo}=
zo+@a19Gg5i&n3RNb<8SA^ji8F%r;uYpaqF5e`+Gy$p)0J8JlZ7lSl6U-nL@CD0v%-
zTq@7Gp*WCpu;1XD*W`bht6%sGk6#GHOf%GtG#;_pT8B22u1RG3YCHz0KAAlJ0&W)h
z&rdn=M}3F8qxWVw08%Uc?YZ;j6p5rtAy^b^ZREG*HH`sPBJY?kOlg_Nf(oMQ4mF2p
zdQ-FGg)otbU8ti+J+HQb+>&xw;pE1Lz^z1x5rh1z<_1=B%loN?f+#d*YCm)?$l?l)
zre4D!E~OkPF8MHx108K@WI0iBQjbkc)Lkp1UfQ69{Um{#h>r1Vbh0>#;N>34G=LI~
zo|_pd;P=)-(F>;(wn3}45Z{M6wpByY1ou$5Wr@m%XDy7}lAd_DVbvzm3<TVC<_a6k
zp_*f&@*qjcyDm0T3n)uGrl0jbQ9d(mn#1Z(_hsx1y)F~C??Q>C9Kls!mQmOBx9Xj&
zRYqy3&87a$pSJmvrZ#Lhe`EMFB^8)Bs5G;*2=dO>VZ{6e;9hjoLIf8OaDu{qj~7fr
ze9hAvIh3cJILML(&h*KHgvJ_NrC&=Yj^9e7w9M?%Oo)#h>P43sJzd+OryJR<GWixQ
zL^;SNu~ZxFaZF@rf^npho2seCLbC#oX2aSpU*BEXAcGDCp!@tnTX5L)15CnVcA>JT
zxO#cSBB{qEt$@ClHo4w9&879GLaoi2I+`lxbfHSsSf%M*C(j7bdfqRKdV^cJj4Jw?
zA7!70D{b*>3?+t_A_`ry$h@e-HXTRB!3Nxo0I9NVQsA{6TLPf2D4%N5#p{sS#LIPa
z2=)7F$JQID;9ny+)O(_!$qHLF{17DB?ptnUK?kx(T9n+98if^A;%&xf{m`I2y7Nd{
z<o_%<l17KNh?;0CEOCqGJ@6`-mD<FOBqT!AJFkj9EIHm?crRT+SXfx{Y#J?c?Zf_M
zDQ^uOZWM^k|3N$X+3o&!gryU9|2{0u`|W_?^QuLdEeUE7UY^cInoLq%?+A6r3`z>7
zJPsUgV~BvL^sW^iBJ!d%m^3;i4uQy(iaNd5N+Z;Diq>_tZt5uP2M)<~Soy;@Wu5aB
z!VFk5MYcvSe}DF*&m>BB?dp*zZl8&X5gs;&2)P)zq81wrujKD|X|kY7voHg9X0MWx
z^j4!ruyT<PGpI_vXf$ob=55Z_>?;|Q6vMBTt|=;F!)ZJc391yO*ni~CA!OSG2C5=U
za!qd<`Etzp%W!Dp+}msV9RqT{Bzf$r<eF!~gRmauJPSex368ZZ@6i8vaiMq&dA%cm
zw6mvmH>AIwB7m1aP>u}*9BmLrvPvb>b8AZ{-Rt9*Z%$z8y+*#P)qrPwu+eyYLIla`
zj84-?%Xzhz_OCl?#Fd7<?rcJnaKZx7Y+kabTH7yGmg@rv<$1Kx?4Ohm|5Xh2e|P=A
zRwTtbLN)9bZTJiKTg!A!X)h1?+}%@?W4x4}FNZBTu(G)Md|Wm=CPs2y3$fBLTU7<!
z{mL8MDO{3x;=W)8?CPLPyPUgYCY@gK)t_9~+jl-85W6rQm=8!42bASH(Exg$5-(Gn
zMbkEkoY@jdmG7z_`X5roadqjbeYLe7III$5M6EwJ@1wkpIkc6vWZ(74^W-uyj&pph
zMl6<7B1Gd?asu|xy?Lc`@EnAJ1$Y|chOPX#c2nS{&Zdn*(bKb?i3-1v!iFwg7czT$
z+~ax!(0(=MqoUcNhA{jgbT3_+CcxSSd-aq)cJ3gX?ac*4sQ6KE7{uT-bA;|MofWN2
zmq(G^BtrnSp?xVLMdh7D|8ut8kLg&5`zukDl{zk0j1KrEp9vXd@_20I^W3bWp7!Bk
ze7}b|I}CYgNm+d#G64SCg=QN1xkOtDIvxr$T7q)K9NTqor8ev1gZaFJ?^DA%up`sj
zV<jnSqPJX;jb|p)fTm6S0F`Wru>}>8?=mSx`bsRoHZDJOnDLi3N`wL<G(`bt%<9oT
zvBI12m#%{FB*8)=u{)B(?^Nnt>8?6Bf*dtRbO(8;ioVnd48A#V<4KtS)l$DCKXdrb
z$7RscgvvBaLLsyXAOOG)t^NWOHF)ZhrtPYr>38(3qdEJa0nddDR^TfNdH))UL3@e<
zXEtT^+ciQv@+lJaRUpQQJ|KRcMEQb1ARy;l@}uGhaD!MBASh}k<aOInQiM9m^P=3g
zBS~E6Y}$t07r(m?HTkx+P#7o%S<)6LF#Eh;%!E>|pz(`*xVpGh=qDO<{4mdz`@^WU
z)spuTxL@o~-PPytg}AfJ8tw=4b`=(Fhl0_A<TlxPor4NOkCj!+D$_RB6b}qiPL120
zBj!&>`(KVVK8~w#JE$`lw4}ZJ^4zqpHJ#b{ke=r#z&6q7BVG_ycZ&@|7%j(B{OKqN
z^RxayUXy}f>fXRbArbl6A(x@GIgul3JfW4j*cGDWSg{n<!wjT7Lntko;D7V_S>1S5
z4EcVjC2ILBtl#~&ht@Hr*aJuY2vPESo02q^r16$m9rdwH&3C-#-p2SHoJA@nM^n_3
zh<(d1?v~;e5N$o8E}(45V;EV&D1K${aqeIdZ@%{DLSJDliV4GoMhZ_aAs#-kk%VCD
zCj0@`m+pYGViZD?W7&B)3-z|E!i7N&zB$ei#(hRPQFt0;9*IZJeF~d0DO!;o{%-I?
zBjo<EVZ8akZM^UrGdVn^o@DP+^#qkQ;>?1yet0r~nfzhltA4Y$cJvRs<n8^YPBFY+
zO)`k&A?u{K6IQ7BQdHKdzjB+>Jhlny2Wh+w8P-Fr88fPneC><9{cfP{=}Ak+R9a-y
z6Qr%pwYq>LLcE<k9m6PaOZ1pq7=tjCPm8el@8i6-`H6>?WlpXda(DL<(9m3N(<J2T
zsQ!J!5OtBlE<MfnbG9RW6QEj~xZ<Nxjhv6CnFA&kTA7%>cX*YWMY*isvlC5e(%67f
z{&Az_rC`5FH4*Z0Xy_w*i1?9f+0<vxE;G>yiDx0w#Q9F~A$LW|a#su5+~STO&gFVr
zrwioqafS3GC)>yFZ_6TpqQoM%q~0>rV!6&U^gJsf`#H1wN#D}^TPi#&8u;?%^n|g(
zo`Y@P%5y9y`AOu=5)*GNaBz>fxhdULq~vk%(HIRv;d3(`;IFUg(7{k6|F!K^jrMlg
zI&G$vzzeCYUDZ9Lc1J67WL7QD5>$I|$b*|fA`LUI;{>LJk)7-xFrP%u_QH)qc*k9m
z(uN*v4lk#EG9G%c-~tJ&*TQFM=4tvqq%vQKJNzHCz4<%T@%#S$8iPUh&<ta1CVOQN
zGuA<kA^RQ@#$IH}9t}b?_BDpcE^AqnBD=C=OGv|5LdYJf_jlgEeUJOTkNc<3=ZE<R
z=9puy=XIUu`8aRVZNB9O4u=8VG%9R%X643p<0^OqGT@qAbR>~IWOF<Z9<%Hs;?fGI
z-K(Zc=$)A{_vj$%jiN}luh1RbaN@p0((l7k=m;fv3)|)MczJC?;jyCmPs#z@4BqUY
zq;^AsFoyE#0P!$okYwpO1tvO>4b5TPXw`i~alhyjK(eZ}vumv!T}GGqm=U>sP-b|&
zG9~(xpzgM$7EyCnr?SseKYd>UCNxvhXR4;PrQI4~en1|W=N+JsO+OXbaswi#r;~_U
zbvvQfEiCx_+r)3-l`pWu`CsAi%X+))?QKF)#mwnls$<}!Z#8@M{dJ){6bDJf=6G~k
zIR4PaJlSVJ%^lQU%0_%E^tI?&<{MVw(2UCEZD^USo%dkBSvr={x_*w|55xFajuGq)
z`cugxN}(ahV4DUq(FJi8uyyQH&~u`(+jPM*w6|te-dO#h`tQoepDSiT0?9=R)fX;T
zkN3CVZBdUceD``Hz}&IYx>rSrK2l5R?*XPzudUCf)GP&!SV)hz!mt@FHk#pFKi4rw
zlraxbXJr31b$cq`_?M1JIGV-ZX<q#D<L(@9LLCG=o-bp0oYH9Zx#UM^JP-VlO&q5x
zd&1#mv&G&-ikycMBlDY_QjAgOA#eA_JHBZJ%ieE!kGC%V8G6L^*AwV{krcP^|3Bpa
zmxg<7w&t(pAgQYXV!>O=Rae=>f3wIi;_^!Fc<zT-D%Qyd&7y_PZp;0?)VMybW{7{5
zA0&~uC;!7pZ{u=pA%1#cmOg6!K`bh{=k$4Kx;d_G;#qbUDNYL_@}T#Q1T1jYtEsB;
zI*ZOdmR!s0m|0kux1bcH)hgbalTkTI-s0KFe0r*3mtRm$7CmX#AS8bP-Fa|ORTbgX
zljbqQ8Zz&@Wxz0av+aIISH(;k2a-fps8ZrK3>+I$VrS>*K-sz50ZdMi!b&dPlXv$X
z^s3woRtu)WO7#7d3;uj|;LQdXttNKF2Co~TsP~K3YNX1C46U6{$LJkYd<~5$aMq=Q
z_%B)gp583W`$_qdkwVi*-$S0IQXMt*3{V;%F4$VmH2{MZ(j&c~CF0<MjK2xPU2E(3
zA9Sf?VNa}1D|g9*qf*CKDgr#6X}k>~5h}}a21jJ&{GZzZENmSRiYLqo=}$Wyx!%d)
z>_F3-Dhqw;%w_bqDQ&+$Ans+_*q%0y9SYu-E`QU=T?7;79r^aP@jAuQ>sI9C`f1c4
z_pA4JLML?T$$<Rk!rRm7?VGwvbiVUeHyx{xonDV}4tYJb6icB<D)gU)Eqxk(fafr0
zaK4sZc`09!<6Lyo+ebDImMqK9v#;^woJ+!?DHe$($r<UtC)sV}M`3^6=`I;-!v0h#
zrr+g!`+P-D*H7zLag&g>AYObtjqY+xtZq4b4tTem_3DD)8?(?~-ynK`A6ZC4Su^dM
zj(WypR>C;BL)|37Nr>lB81&CN#dm0JKG*t<Uz<j$9%lgrG8>r_1k|izcWf2Eu<ll6
z4UP)yjlB7Ao9!d{xYy>j@VW?fWyj2+?Q^ekqXx=hE^sgOujkE&U4zD-ThP@fH)H5Y
z-2VORR>hALzu!es9Fom8u^$E4x;!%ANx{4@4fpVxJ~a-7IoG|3d!#P^R`_uVSHpKH
zR-$|^{Yb*bh{kWtE4NC;Iq6;&kiTRXrkZmVWUjwy>b^nABH_-5Ufj21MJbG?P~G7q
z^HIMSAC+-MNUw&zWmSJ$W(g~2hd|ji!Ivz2w||>;9&FiKR=--jbdNxDa_OaQ>t6oE
zvYFWF;Ah}&yXkw&=1unZ)V&J9jmBvcxi_`HjQ3a$NA*V9nyo(!rnd@~I8`ziW@)Qr
zJ3Fkc4)A)OYf;=QWC;Sb{v4%Rh&)UE(@Z#=vs@yaOG_jNKznbc&IFtFMrh?L**qC#
z|CY*!8Bj~qT)M4nAhjqSLpN*a&%Ks;H0;0a63C4xB#gN+HXjTdZB3i5hn774ptC*y
z{F!yAWkBVAzrpaY!wz!O%t%8^*j)X&oUy&RBn_z_)ipo2x2G4hS9Cc3ycQQ2t>aA=
zEQ&TT*-J$%=BZM`rk+r*+f}EbMg`6zBNQsejptFk^9!**Q@XvlEcf_v_oC!{R4mzF
z7wd$}Sc$nMxo1oMD4#Ak21Yn_P<M`6OP`yjdsrkUJkOxRp>FeGYB?8fB1OeaWT@K>
zXL0jORhu5(g97T~dIx4Pj5#g(2><3wkm$BvC;R!vS1IEa#=bEyx^ziT*Ns?o>{P#@
zj+u4QC{yc6qWipU_2*R`DZfx(i|WNE-#;WU27%HSUcW1~893rNSI7_76#`w3`g%5R
zWx4w|cZTmy4i!@4zW@t(dffzhi76%J6Z%o<gE8rEF_{A=J{I9GZ8;5iq!^D<cHs4=
z6Kg>oPn|vXB8P7?U2!_saxwE_5>vu*rCC9Td+Vn*Ueg(=G$`#?-^LMd^@#B6g>6)O
zS%5JFvd|9I{VuskR1IU<-HFd_eKU1gCYp>$(%={RaKqZkBK8_)5!-86+l>~emz6j9
zFpv5+z^m}+fi!@7#7_{4iB)o-R`8UsIs{V13p}dh8+qM63dQB#m5ZI}>NGiy5kcOg
zWJ(FB4db=mFu*oPq^_}?`LziqqJ6g8078u{KjmkaIPl9u@l_kEe`;$OzfT_z-_?aU
zjqWt_(4-q8oaf1WYLXz)H_-)~nlc)3LE7Z;^X)Ph;72^5i{ve-HbkAmsz6+!>I6Yp
zLPnN@K5SwTyi7wV(oyvtK>KcI^W)My{*wih(=t#8hcGj-%!`T7<{x(4<Oedz^{Cdf
z`6(@0u|b!P-ixa)?=yaaM1*@npO@MWNHLk}5U_S3v;7(vVH<h}w-psNe>|~LmD7NM
z=L+62`eY190BL+slh?EIMr*GRqs%zSvi<ia_Q;3*#~#Giliis0K1n(N)d&}2msCDW
z?Hnw7RYt*MPR9Wk*3N^q)^%;F@WXH)j}mcFEm{aoKk2==o&(y8a)0osWMA>u*KeD-
zbQRrRSQKfM6e}E}b67%Oc?Cy_*r{A9O}fr{2mCxjs>0a<Ev3QYEAw8qYt$%<c%`H$
zz6*AmkO{MPSbg2|m^Bti>XI^lhCk7Ad(Ts?lAY@F%||2OF3E|PsH()EyLs!S6os+#
z-#TNNrIwHI;jmbozku~GTxxaNbp5sbu746wW{p~DH>dq?ce`?%6F!Z4kIx-tp;D6{
z=^Y+kGJ;-nyz-pET3YhweDY9H4@dqCr;jFm;Kj6#rL*qbD=+!xUNU{&{nsqo_$B{$
za;LvXtnNK;z9rt1W^QogUr(EQ_-&pNuCC3oant{=B*_0xqNB-?W!SI%-;d?Gx~4!*
zLpupqv}O!&P<z)Pj+EMOdN=eUBd~s07VG(81J21zpaD(9DU3r&&j^!N%7U*`jCe~u
z5PW@D@IvGDj2VR>?yeY+9Yt6hk7Mroa5j}_0(z_4+I@wiq3SnBCon-LTSALa_;hx`
z)(yWBagYfGk{-ojjQ)vVj^IfN<nrEXeiY+Rj*-ZewqbytyQ5(|Kk<Eca$i(AiPLw(
zqZ7{h{2`0OwV|jW$q`g8voV^U9c4HYqDJ$q*u`oj0t%@lA&!SEcfF+8eTP*5MV;{s
z(p7s&pjUwWQ-l_Oe3&L-tVpwQnxFY^VL3oaOPb=7LK)+4e{p<K2)XW3&u(OQRN`{d
z$^(?E=oaa+75G3(uf+k}Jz=Jmo6*s83P4^wg0wbi{An&Jj5S<BWimOBY<fW@1U3xF
zlB3kZrfhSvu6M1$Es7=+iB72rnH0A7dNL4Hh+AWprn$*-OZX7};+wBd>~A9z2H(7*
zPh-%2GI;RU1JA6eeY)EG;+gZ)5ZXJWjbWnp(nH*1>U+=m#;CjQ*ZmanTk8f&lejpt
zttd{7?YiL-bS1}^Jdvttm?0@1$mkIXlfe%lW`at@$G8s5x8}nuBOgft1ZPq-$+)`+
zNnI$BqB|7d)c4PX^8@aphU|tO)JwrIUM|?hG7?umtdJQY!XCX)K4bmx?b)OU6po>}
zZvZn=n#yVptYrv;(?`L~cGe9i^xjZtAq%iLZ><c&AG01{pKiyfqS~pGCl&WqzWE02
z%-QCydJJrf_?y`w0QS!65Gf-)m*$y8op0pBwW6B4=q&f)9^!y}3lPy*EjA>bMWi!#
z@b3>zn|X~Bbwz|l{`B<Hn;Xigl2+ufql!KEV7}Y#yf+ogynOtkYpiLhVue4vBR9n9
zqEccx@~?rP@}uo5vy!ds=xZ~#ZFDd7XVo{%wjK|gz5O-tCP7K|6~1F~?6Yq1<;J6Z
zW|D;VB%wpC(A`1mJxb`W)Zx3B3hjOGz$gD@+j<z%K<S_HGIDq|1088e>vH-DT~9_M
zFs#ao5nIjdz#%AYFQ|S5%n=^KBY5UshP-e@R&{@iftO+s&-@XDtodMgsKt}qKoamt
zN81t}<!mO>_p_qE#)#h23D7f-9p!Z&&fHqbw-v~PL|Ro(-mKK*T~1~-RTS*!>2B~2
zx{m}W+-x}qW4wK$>TKd`eem)=i*0yDQ%z5vj+UV|OYZj%RTX=>7h^`X&DHrfZ$6k<
zS7Nm*{3aBx@}>CN6UYO@A1Xy~{#qv+^wa08SC;auz@@l<d?ZPW;6Gz+b4l+G=M6lh
zD=tl-DGw^>&9=MZ&w+@(WDY$~Y)Heep9>*9sUpB~=CFUusZF($#WQEi(Hs4kI?K1s
zxstj7c#>=-U2FSVYq$YxYN!m>vnh<8+`l>Jk_ZZ6w5Isp;)@=fTypw4`|WP!JC4_k
z*O2gJN4x4BWYA5CKFU|2sRWxmHIr@o3&eSMS>-g4_;-!P+xJ9mK>URVssYyqe+%7j
z{QU?(1^VZ|J*xdMB!+*+HPo<nd6p)%@-;PFe#2vF@QD<zVi{2+sf3T;Xa7x^%KHix
z&W4m3)evsagM#=ax}TfqUMYq>3T=)T4U{O7`&tKlDNoz!S<+>8m2=)73#@b4RrqI7
zJn&uie%iIsh5NsFms=FKgi3|1<oG^5H@luANH1V>>2{&>(T3-saj|=+<E8~-nNh8E
z*znoDI&QS8;1C;s3ragpABarA@L0t)HIGH23J%z2kg%XQMsp<@0N85nY}!TbYb9@H
zHsP0lfn=E+^7dP<FYi1)by;ugmx^$5-V}m3?wF#CTNiDG^R*{Hew}`5Ro71jR5>ck
z_&AH~nEpA0NE@282QmVJ%sYmQ{?XCvvoR8P5X+B@gG&@pb|kj1o$GqtQb9gFV|P9}
zeDX~T^=)5xwS5?KD_6yZdzj<~ze>gO?bKatiStiSk>&JFzZHwAE7`A&Fo#z=?3&un
zW~Fakka5l_$d7Sn`(!Oey6WIw|AcyDb}m@xMdtY|&}&+4c?$#zaOk;7EpMH2x<f~0
zxF(&$J(i0l)<jNoePxv37uTA%Jygel8S~R!EZ4iwM5b~gyX;KS*I%tB?cy~^Kizgw
zKyAdGbDFC{<@IQJs1|2cV)@E?ZVpV5oMfc%VI&CXrD^z~W3mo6!$0S`j`3{$2qm%j
z&YQ#clW-eau&6zDo#P75X{cu8!13sRfT|Q?$*;B}g%!AP4kPU>>#d`jY<K{YnAK&-
z7L3TqvBzt~mvPrjvI;@qW5T~JtW&ooK)tWYe<%8UZ|?2s!nS&GTYDtQW0lvMt};A?
z6Iw>6BnM3JR*&(#9z5f~`SuuEbw}BmLEmgDiIH%}PXcUk$!v1@xn8P^g$$;;)D3px
zBj2m{x+SaI+sKgZruManF<N2ld7+t?oHcK`RNm^!bllFD(<v01O7+~5`2jNozDId}
z`!v)*YJjNe(5AtKrAJJ*cjB)cOj>)#%Y2sjpmA2*P^Xy7e0kNq)U>vop8u$=bZ(GU
z=XOV;uaIp0nYo7d4HM);v>^VlA_M13Lk;}DQf2@1i7>rl8HP)`-Z5*&YVKg~K^9y&
zZ%Kl0Zu$LIuWut#8%gB)Qwxw>`Y7g)=R8MK=<&L_310oZrlq6*-=D5E+@5&ur7vvc
zIvlSy8n{YWsOkBHWgDp4s~yyfe5{&KG%vSSsTRg^uP}wtNW8FI(gI405z1?JQ3Wem
zx|tCxFd(p!lN(hKk;#WaBabT)XvczrjLr}Y{CO_XN4A_~rdQGB;NxkmZs}yruFL{)
zEG!_dsZW*;dIO@N#+6Ze4PA#k!!ePn<TGP%=1eo){&dt$x`z#irF|h?&|+`R!4VH8
z@4j<;k)sMk!s;xx{6vZwx=iShG;4<ql+kfx>3#b>Jw&1h2g_fz+MS;$AJ1E9TYOT;
zC}e#Iu!3%q7kz&lFGd5{164DkUCT$ZZ!ehNyh28|f3HL(4}e#!8_s1e`szEIjG%sx
zgR0vo0S9F%onh1(N#lO$b;G@=BtuG=@kMysX!$r<lr_hv{O>GT94Zd&=XquyNIM{+
zcqC>oz;+BUgL7Y|3x4<8rRw*qlC}$(CWZA)DOng;KhGMp53*+9Dm@Z%T*%M~7G5@Y
zV_=3;JFcucvHRnclS;;+pSZt{dS^u9p{iz`Lj>q?;UZ`U%ef`p9;83<IZ|V~cr8dx
zQd`l7Ls$=ZEwrjij?&<70_OTLRjF=Gw<C3Z(|Z*dcj9E<EIU2{WfJG*Z@s%RKK|iI
zdQjhMEe)>IIZCj+_dcKkOCh%Ri?zJHU2<(CX=bKdAQDnO9t*kPdN!lQ$g~k|R1*;D
zoXG7(?^aYRZJ3h5hTzm0nE6Y)ursv1A*U2p9j-NTomVIr7eBYkd2Ux&?QHU&@C56d
z$7yhA|3LZV<gsY_$ArrTck>&z|MCBL@YL)s5_K^KmHe#ZY=W!7qtMzGt&<`U&q!_W
zP&W|c5@j%^7V?%Jz0k|DK(eFPEfTvMOZ6(%8pad#xGxJ`Cce7JEl-*h{<=}K2Ur(G
zHL+F_mw5K+w&;(Js^Wd0Y0j2Ia<6fg>lsPDI**t<s17&Mj$InUe~3<<7;kZI!y;Yc
zwK2;DhxGo8guUAD5slUy?2`}5n%|}&y5U=EwUW(QqmA1xEU3ZS_I~BiZn@hsp6rH?
z_?Ik?2|U5w((L|tm#;Nnh11%Eg9K3)+ckI`Xd-YvRrm6?*7K|G;3m;GtnDP-b||$*
zOu_3RM)!R0uQv@+2{)ZOK5y%l>Hc90iR-=z@=n{}PI-0n18ZRIzq?s8PZ0=pBWVj~
z-51$<L+1eB@fQ~wPFj)4o-e+jE@ntyTnxIPCU;k1;ktlWfIivbP%MT=>}x}i9Ftba
zJ4eB}8p4LJ%=CCI?-ww1>sC;9^%nt7lH~GgmHqcYdXV6&P?B(lnLBH^kwJpWE$i;K
z<VQA?0Q7Y;R3f7hY&h^uY+(ym25x?>md!VN<<HVBmM!nUn@U9`wr(X4CDY8@d>Id|
z>||+^;NWJq)PDdGDrR8E9znU!seO0pNs*P)r4#7ou&l`k!m@Hy+P7j}kS)4x{x%Iw
z@#<fld+Yq5nt8=qXSR$`PkKb;Z3vgvg`^cH{W+{sQucjQp!l^};tNsZ$>|hRPnd44
z>zUV=)TWfjI1QgLtGtbYXzLyqALhQ<!w$o57n@9w4Wjomb!tK`9k`u&I`sJXFqQNf
zaRENiG<4;QdEV9$&ub9T2&Z?e1;OZ#lBeMt4)MQG(Q_R*`6<T5O+z;U+{)VP%cw{T
z`0h+3_8j~fM6LCtQt!xAb0eG$XI@2NB?a(|-EozL3foH(f3g)fhk@`YTE7kDGM-}q
zJ1B_RGH@!@(LXZ=CB94v5lqD3Rozkz0MPqY4MUH-jORIQ3&qiR<||)DTh1^){>|4I
zKQ)S-l8sx1klC9G>)sjE!~#CylD*ndvP^|64OMGdDn_L$!MJ<dYZIl&)GBU6qwyD)
z{M0Rn0X=vuD`wPCBFIIMd2l&FGtTamMG(jA&^=2;TH;_L=|3?Q-C{8F^FMD$iHJwd
z92S2BkzdR5bZX64tnE=ueUw(LQEO_6k~b_wwh;|QRt0{j2?e6{q<>0R@_QRCx&gZA
z!PVT3k$LB(I71!qejy~akwOx-ahC!R?sh3Sk3bSd3F)@3n^cX5ZX3}4Kszt_{!pHD
zCYCrSJ!&^{^D1$JGze2o<QowF58%e&BrZ)LP3?xpDl!TWT|S$<jNloOe;yjxhji4@
zC$RwOcf$dy$b^MfWEPP0IDxKynbe|ho`<k-s*pb{WIUCZ?K4vG6eE25eZ(uCB|zlP
zyBIL?-S9#Jph|i46gb{AWj^oAGSdA{vXFN+h^Xu%DV9C-bj8O=Q~#VL>AMPvJs4ao
zxi`{7P46$g!DJru@Lg+P_y+7%e=TZmI>pZU6;~FruAzExUT?)-HJ-6wy|3nzTuF3n
zKhi=cH6wu5K`<=V2p+j6jcb?`YjI3WBn2#0eKA=2tuZe0#^UxXv2m+5-cQr4h5rw%
z!~guEFV&m2YIkZ8+EEVfXu$IC%C4ze^dh357Raub=SUVsuR7IhPN#B`i>e~)A-~N(
zA9npw&%B<S(hQ(C$0lmIoS)$H%_)DSpvXl{jhvSaG0sw7E!FeaBlFuE=&9SeS|Fjn
z>&wt(m(h#GYr(5Tcuf+m`6bvp81U7HsL85libLAybAj8-vIAQrvtOtWlb%*-)`xwP
zR2V&ZH^BkjBD~Sh6WK<8<wBi}hwARA0>yuTCeSl|g7VExPE6L~Xf6&BSaKSqNy;&l
z7?A-CclsE;zep|$^7}JkIQ|nudC;roBcBOTHKya6l@&DfkS!Lx(Cp5jOyB>`qgWv6
zQ7On#R{LPIt@zP`OxUSeiiDHm1L!a<(bCEgS1KJ7b@#CeiIjU?YXkP~zKPvYQSfI&
z*--w4h7>znX}7A$LYG)5K-5(D#cYynH({b_$Egc$V$u}|SB^Fpg~e5f^YrzB#Dys4
zIV}C+;MroglZ1+4K(Gxh)Yv_N5Qm$R)?`9TA(u&<92beAh&n%`J9?I+7;#`SaUUgO
z%44xiPM;-;LJ;NP8Vvx@g(&2m%&Hr^i-3|cKmu+N@?Bf{n89IXeRd<{gHux!Es`ez
zgJISU0k`O01}r`QjkEWXe<VS!tn`@8x$(LlTm<1a%V?Z{Pw-KVM7@dcD0~8IZ>(DV
zB=Yo&OYp8isa8XGvxW?7^w?7C4@@V7h$1<)<3*Bgb59%Pte}#nEO|%e(iocGWwHjd
z2lLMTzI-mR_b7+9T>b8Kx~u%qSMRl#AFQEs-Nxo(Uv{dDe<OE8PhK3WTBYc_HCq?Y
ztK!)vu565d>uWKPj)2?;AY=K8LDl6c6}N=#B^B$!fCL3dgu3Om$|I|J*<z8uvoG%1
z-QJRkTzaDOM}}j+s*)R~=%wQS*+AX;Qlg<YSJITB$Rbg+J`^;YCNUL&O%sh{LB$e|
ztKLfGonFBX%zI>WeIi`SNG<qVnRWCEB~AhzS8ypLu=HI*JyTA}*I+?_ontkmKm9nD
zn-mO}i@E@WZ#>|uH47XoJU%RR@7r~G>$g76#jXFNSTxisdn1sm$cjsf4>rpd+T3<m
z`s)y6pi@XEbU$C~gPk<$Qp0ibeNW3vuX6)g%%6cwy00itG!9IkncTc?cM>NkwLDEf
z_Y7X`$u3{e)JEwLE$qlTjH>_fZ0RZcTA}s&Q!htW)K38`Qb4c8TRG;a{(Zu`yPDp-
zPXdxtP;VLn&c)ms-5yL?^MI6^T#~NQ+SA#a2<f|FnsxdslD}4u>^+y;%C+2y-|Md&
z)ti`T{E@?Gm68(SfTkatL7KiAtJ@~v+`HKJoomEOU)a6y^WD5X^=c5VC)=G+99kMp
z&(iaVxzw*Zq_(I$@21nwYU=`MV4d<V+j6Q3uI9^h$0M6&F+~-;$$)X_myFG6m;9NE
zKb~SXvI=4Sucy4Wc_=TVpZC418NWaMAK+$7>Z2rCqm?`2y+TOXIs3oA-kYB3#C;YH
zk!_aa@HCnIknR8SuEp8)1WJ@_u$pIBJl%^$MpTmWREE|*h80dl1ns?8F~7)-utJde
zUnca6*WQ8tOgczRAScNu>}hCh@ju@C#e84ykb}=IB-H=Ow4&E{*~`%hdp~5)aWb)f
z9e|ZjDql#E=t8c+m&%?9&f)Z^Xu_W=p6)`6d&dY~k=x}foqs$ZOJdewT|eAaVj+MV
zx?I{h=AoOQ2a8~7ytp{5P)5|)95B>fU&rI7PeQNy8+kn~umw*vUCi9;{LuVJ8LO0H
zp5E`t45j#Q8Lm0HNCh69j*HTqaJdc&sM(Km_2od_WRl7_S1XO<$Bq?TuU4$8TQFOn
zPO;|Ym%SarNNN!AVZ(%hj(xw3$4Yglrm@R!V!4aia$IPgw-^G0wxrkB(Iy49$B}7l
zx-g`}Rq74m%P2A*g2r~yyK|{wpId5@97E4h>j~qEl~uokm8j>s@$V%VepC`jX!0q!
z+5t5Cga%T~a^5Yl<2;BH^Nip*1x5t%<Ck3DTk;>T3ckkk$jizwV#SC+X)BVjj_=(5
zHmD|_Aj^n#?C+3z?EVD|{09h4VQ%zh?R<V*X--It6O=VTm(9dOH-C7rgMQ#bI(dNk
zMeJ<(%%pRJofmXe-@GS)r6zU5Q|=kW4|rEH1`eX_Z21j_3q5-`;rj{N$4>xGj*kg`
zDIA}4Av<6!6V|@?9nNDTq%SmqH+DXH;0Fq~w3+&meWnnkbZ;mPvp)X9NiXG7_inkf
zw>lN+^bB?~I^??{LFZ$Xb|Fy5rrd9CoAAU(bD^(RDv_c%4h^hs4?J&wQ<`0gkbu31
zvy|oJ8aSOaU2YCDdk!)JBYl&axCU?k7C9JH=&arjG5$~`I~%c$^HZ_-$_}ECj(PR`
z@{awOj!Q0}-Wox(wdoPA7w8>)qwQ{lvh7~rzdg_3Gb+F<K9{?{ote=hK{M{9{NHx?
z|9Pu><AW8nINbI1ODiM&8)RdKLl~8=%$}X8_j*Mr^_tY0P^PxnfOt}qjDF$6p4CEt
zA`}|5ZYsG}ryf<woV}>lbuB_T$0bt42h;0{*xo={IXY<-4jae3$8jU*=u$TqiVz|+
z25;NTFQ{i;)~w$4Aywx-tO3#M`uOVz`pP~w^sCp-aG|BV??~z#4+*C-CTHAAX;RIc
zW&9<@mDH760I)FHs<jqE$gHfSz)Bo&*1cO{BuV1Dp#p=DpRZv#9E!I|`<uO>=IH3?
ziGs<_XJ_SfQTfNhLqs7|BY}RE%;}|Z6**z57R^J11EFJdneZf!R+BW}$p;F&0YBP!
z#^H~c4hyx1+{8UblwDs0T<$dM9L7T<=Qb1c^UoT-)W7J)bl8k#UXIQUimUCs3@*?y
z^0hhs98b`=ir%p+&zV+Qy77a}?KQa7Ufo{tuVhK>&ny0$78J4(%SUpoVAaT!h_eG>
zyip5rk6IAslxuNB_TMt{<8c5Cu9-&`WB_BOZ&*_o$bf2knglZD!xnfp=@!0E0wl0a
zb|`2PVg^#lhcvts0B~H)s9hw=CruJ-hm;-`9&UK_%1`d*rchXe6h?kaF&8pDGt`P1
z_;;uTr4JgB@(#KG1_G^!pY@SH>;+__{7t|O4Y~elcwhp`t2z#I^z-pgm}r(lP(?d5
zt1I?JfL$BDa)7};V~oE(Bqpi?{O!HXrb7HBFA*G+GYR)y(~b=L7M<MJewF#+fa~K-
zn8*~jo2TNjT=(O7YDH(6dzNWPl34u6Hkh!@f0!4p%w(I{vZoaUUt4(c(@VdT*5%@1
zSFCcgA?q7&uJ%O2mn6GZC<K03`N{1#VHd|4K5e-nS%1BjDrKnbFh+M1DKS2r%|N7H
zGo1~d_T3lq{PekB8UL9Z#;)#|P<Q`sHuBwPQghf?HEY@}LXsTMpxEk&^+9R;Vj2vQ
zcG03$m8$U7DHi|v^Pu*epvSHZ7j_&IPNahT6X+E^itVI|r7AuYyfsVdl99Odgjm!1
zaHhh0$sz~ni5`F?)IVjt%iZ4QAs<D1#}`+O3TR7+)M`R&`A>>(Ubo;*QBDgHw)t6?
z60$0Llau-Mi+l*&X&6SGSyMfqZXkkjVEb58|5!G)o_S}-KGm_jH2<-t19v^Z_BP_$
z#~*L*&tB1A7t#`H8+r7hJ@2ju7Y?@|PdX?Qt?^i?BsBR?f(I%@C%^-*<@?M7U54)@
zEa<Kwy+&(n@1BP{69v>WYWXDRJf5~TcWwTjs_1dwY^8Sy;rU$@Ffglo$e80qK&kSL
zh8jf5wb@p}M{c1$M2^3-D=H9oUk1HN(=jo7>cg*(FYPy3H$loNqmThxy4J<1lb5@2
z`ofO?czf>_Txdh7z7$$Upm*#m|K`67lrgetQGCwY?49;zv6V-KVKm2W!XDGmQn@qR
zaba=un@81|*+^pEs_}e6Q$?^Js#13E=AW<BrUy2RnY>ZxSU{;+_pp@L)okYHgWq4N
z--uPX5C!}GJfDG$j~i_2BM*JJ0;!Bun-@HIpV5i%1oT>&h6)j=N|}y6#pep%H4V;I
za#nnsm~Q%G^)UTap`0{i)Skbg*wsSC@TMuGAykBEetwOVkhcSD$UzLI=pSArM`TJ!
zm9t>0I17PuUiXB)u4dk%I%y6q#fm5yLVVnzGkEH+RU#Ogni31!2K8-t7{7Ax3s-)0
zx*o(SXE=Z0fG(xyoa<0YaCDNCV-^mmEW7<O&a~&CS5H$s30v`DD@E?%h&tsb<b8)2
z(B9+xk`8)mR-DqJ7Uv|f_vv%qOP3Y)OHbgb|E6$>0%Cf9`rl(E=<XGr)cYQmy>Y9w
zOKL46YD)|{@8p`r3wZwOPop{6It8PVtcQbZJSEPH{$DB!S?M^S>kGN>B}a_F$u$7x
zooVnXp@SVODr-cSn<T#vV5!p?O!;{b*cSOez-a{t*)kK;DHw8UCK#z5Bf{RKn&h>3
zi717;kW1?TDPH+VD6at|9daC#OL1`61vr<fRIEuK^G^naqN^$8;EG;A;L9c7Q3o{-
z)e%`N&o5%LHG|Oa5-A?4PcOjr?!blBFQk|CCvNHzPB|S%d9@|@mq9iKiu%aDd{hWo
z^AXlS28hvEaRTr8uY*0H;*2S~$C{_EL^@d|c~BB%ypo=)J>XiT)c|bNP!ez*TB#4A
zJSb$IRFq%!oj@Lx3<6O-&Vf4yeZcZRg@oe3V4BoA=JJt)>~>hzI3vZcf0}Cr4*sd3
zd>0p=Um`h*F66R5a^x+}RHdH7WpnG?Q)(F|QCP|=-)&aZn6G)vPZi%&H!cSe3(tX>
zmKmx070x4nvIl=MV1_bPDU+;U9gNARV_<>HDWKD(qD<c6*-!FYMj6d3YwAUwh%ej8
zJ>w1*`?A&N1WUX`Uyh0!UGX^ossa3~POF{n+P4;ZVZ--&)N4Of6YcMXf0f;U6jd)P
zxYEeK;Q!sh-Rxy9gI9Yg3c3Pp-}Qt30;$DHlIq{mbcA5lz_J(~%3E-Y0!UPKmwYyv
z0D&ZhteY^<mD#zGX&(6-G1{3xOC4_@o$5r^zf41QLlCCdhV-gd&hzoG1Uu#HAU%OM
zjRrAFEnbgZZLAp;0p-?J;!F=@7wz0ijZ<&O&n3}}6I#}5<zQ$jde-`I)blRyPE`0h
zYpV6ZJg6^p;usE2(LJs(E~BG_OBq!46a6Q0fry{=tlg2DhG;Z$KiS4Jv4&<WvQ#C|
zR4j~jWXf-08xQn>$l1iiHkk-o$62W+IKWh1;RmTTm;sp!FvLPG&-wfgBOVg)kQ=q0
z0QiDo?0%3s8-hw*nVPTBY>9*UJ&Y;za2?AXH;;Oqq9LV}*0%ZE4CaIOpU(EM82Jy7
zr$#$;&tNc`Csvs1S#XvK$-lEU<-W_%p1;M_LXPv?XtgTmT1MCC2mI&HIlnp(ntGd8
z((gFib`Hi?PyrgSMAw$yL5rukWA%JA;bfsH?&#J%^-K{M25z!aV5=te7$G^!tPum!
zg`O2pOqZJKIY?-11(l_eol~)Fj?sH{f|aGr7|PmonFu&_qODi<RhiDhs2*L9t16i*
zO3mYO;);%msk(J60!{#T;QZp$)KGYLM|z>wKb}e_Z&;T~fi)S_j{bx1V`KDkLg3^w
zDRDFctznZM)f04Bkq7w6<C$L!szJsqK05L4VMgywKky>CMOwY+`oRRrb!Th$zyjOL
zR)j^yt5ve%D%p{CH=db|FdrS%zW(qkC*aAGezmHUWa~54r?5-%eW=_hD13nN)0x}$
zRE&GZ&5QB3mit+Il0OtDxN!fSULRFpO|xD$cfu{syFO#zmB7#-%j20sP!XxTP6FAx
za;q$P)kp~f4`snB-i>E<zA!ghZsUCZP1`cN`nJ?9#lQKMRyr8UR+-N6?ewAVNlM1_
zN=n?QJ2?!(-3j3xJyp+x;YSBY<#tyB`Iz6|R|$2^htes`3_NbOC9VCDd{XZ3v+6h?
z{vSZ|rOEtI1tTSV*W{Cvhb~rm4`u21<ov1yNpgr`R6&inw)61o4l~RZ_|x6wH=Fsk
zhCB9T&xfP*L3Vb-rNwh(p$*^U8aMap7aLA1wjUGYVQPM%V~l;#p7pl4f?MkgEvq6_
zCtyRC-BVBwY07Kv^;5ToJMV=UJ`?ZV-{P5d$ou57Fe@{b5hGTukYd~0gu9@+KmKyS
zDM2YGPBi!fY0_-=Bt{_2t52_hjs4TL8|eY(i)NOEdMsSp)bC3`*M3zxw(NbV)s`Gx
zG?CF=_3ARoRp1wsd+{=7jP9FJ%?;Qso|hG>QIZ=~n-`x9X#TNp{CxpbpU}e&Ha>#c
zSke;BvSF^}NyeW+G=LNaZtgF>(=A8z9plgQ#5E*Kj_i}_Jb{7dh6zjizLtX+YK?u=
z__bT+a~UiVmf|~RaCB?uyp<}KrM{`0U}ya{8;aYuuYJD}&W@=z;!KfIdTVd%-*?yK
zVyb`F<(cU5HsK4mKk_i>ipKh=Rct7PM7+{`Pp?Q#@8TJlx*4U}U%_jmyRfu-oHDax
zNm=x5idBiu<$NahryL=G3q7oa&|0bIes~ON#QWfvBd4>0C{z??`9T>U>nma@PR-*)
z#jgs#K73s;R%zvR?-f`+mcs6z>mW^(EiNxA`gdI*^qBE6;eE>_KfH1=Mg*FKYLD(^
zs#?rRY85%=`5Gh&Y-0{q^M%xZAgN7&I^HGidhWs<u@#-6%}&R43sR!Yob!z&DjE#E
zrO`Qg7W=af3We`$r|h1XUilAj6la2Gl3y7Z`rhu_H%-aS0Dj);5{%^eawWmI{5eOV
zhTJ~|q^E;?=jcjQ1g_IrV>%bK&BOwR@H`dKxVogdnp@I5-a|SyPh0%e8+uHW>Vijb
z=ncuweV}hd^B{#z>lU`>1hZbEQustt$R_q;&17k*b>x7sl0sxc>V&YKQ^c>galey2
z?dYnMd=u!=taQvmg=4*gms{6LmFOdr3jUZn0Ji8;WALka_%bb0*XAS#4O=Z@Wunmj
z(8YWrcD&mP87cQ*)P;<nGCrN=ULrspz1icOfPR{A$ZIDLKTxIANIPF)M=!I6PH5|`
zz5l{fU@K2oxWBm&$(&N`bJk57e|8ST0vwB_F3J$|`ymZHv2rZS<ZyR7EZ(u*9ld3;
z#+DvEsxQ2z)z`T*2vKz&GrO7#q~^q;??wKel%Yto5|s<2tPDy}T}X@Dnwc^#5&kXb
zNX7`Msob!2S8q8V=GA7ZDf>A%hvqG1Q?IAx3v0<XGnec|y8U*?jE!HBogX%t`B*~e
zPu)rl5K-VL`O_)O`#EVrj7Npo@n2ncR*ovbU{L~%;o<vjWUG*0lSB|M1yIkl>GV=`
z{Oz*imxLZ(IG0%49xRkOWfTQwfI>PPf2Z;p$SIzS7N8KuUuSjeh~MC`B>b-qYi6(P
z2OmdJwoh8Y$$hWxf%chs8-$F|=u<P8*fe^u{6z}$@I?~)e}F`Mv7ipm7?G{Vt<JMP
zL1hxL!;Xh;nbC3hg;dc!5RACT-@vB>8@4cV?Y;FRa@(Wus#a(CPEMFf1!eBWmH7-6
zUGYMNhR^^SFf(WR?yXo^JY=tmD|^7?`HBHj39B4x9!z=I={so}-N>oCHk-n&RUU}%
zliXku7i!%!DO)UHN8w35J{%J~AOd1#0J+x0$}B>Bq@09`rBIeimuta<-9ly#5l#?K
zcho%T{N}oz8BvKao|+x>2~cY*WYCT~>mek0DEX)K646V^&p&k{l0CHmFk}<UA^!KR
z|3VBX&lg?hcGouzdr)3gpbInz_5z5<uHZB&tyWW6KL{`1M0@1cKsjD_S;<fWWDIm`
zBq}a4q6OWxf(RJ&x?vEKK+~eFh58XM=W<H9uhPS(zdhbmYcw35beObxYk%+Z-oa57
zKW``NFHGM=s;)N&q0Fpn)<@ZN>m-EM^_95S2IsId4vaksL0T}~5HOTuqLF+v0#@D}
zmcb8YbPvnrA1oWw!O8onGhyML3bd#yb-&V(!~Rf!rj|p>(Jwkt1It{UWfC%|@#jQ#
zUEz`3P%2cYkw}0$6J%7(pmDHk2mrvGyfMF=)&UeUIkR$%7rXSybqiL7K)jo{><;0{
zo{ZO+A+-j!kBPpMQ?gw~cgCx``W1-NEmsN|7CQ_cyiv*7@mi6i1CuCUE_;8%BX`$r
zv-C}(8J4-CEgy$9N~OIlPoXeCBZd!35*8GFWV?kjbqw1>4hG1t8JuDLH8wHJ+<+~l
zo(57L(@n!5TyX)jGb&kmta_=h2c@bBZRNM;bzgg9*TiWRY?A)x5q;I~a>~HlBBCHm
zOSA8_l9wrd<&iCCUwak9Qk%?0nACQYOVweiMJ{O<wZjgJ=9yMwdU9ln1)0<$nl64w
zeKM`fsj_x%)5O64nQs%eA979ENNkK91g_vwBN9KH?WY)qny263zy1`NC!`-E)Wn&;
zhr{_FH&}|lacN$bb_nPNTF@#{E>rejk(VO-!I;`S{AU+@rirywz+m59$cLe8!aN(?
zdSK`XUGkbeiEm*DgJdA~i#*pen6Z@B^jJ<Qgh!^1>Qx3XmceG|2GoDx;0d2&y~a+8
z)BgMutRlB`UEI%i{`%exTy$JL-^71C%L|EO%|cRAzI9aYjr1n@1TPg_as_)&jA9Nd
zo)%>iHIwxZtDd$#fbU_j9Q0RB%(FaryDX_+rW^Al`q`jQ#6?c0+!YlHn@8R{TZn*>
z$*^w)Mx`=$#dLx6q$c^-NYjv4V)C7I&jjM)GhHO+{Ujg2ESCLI06D40;z?;hGALQ_
zhf^W~7{YJ%>c7Bp5%z}GR%y%MOhToi*q~FtMz>{G0tzA3cKOTdFt+}sT|t%qZ1on7
zTS7<ceUA=g-K_Al-F%-CTMt}F$8&!NcKdO&^`|8ra9XGH7vBK>C-Wx>2@p)3<Zhdb
zI0GIb8o8N!k87X@EU(@xLN4(96NaaU`;YODyfUqT2&&!1O8dwPzz@n;8|q&&nnKMo
zJ2f=ymv?oAl-OqMPWgoilt2CTj`~)}4@7HDXoR_>sr+XeZ->i?GuF<n6)s$ZXGRD`
zlM(<NYe|N<U@wkQnGzm0F-Pw}=9>5Mh>IMV*v1qxxSotGnLjt_#Uy7vmvhW365K%Q
zC#O&zJs971^NUl_aSASk0OnEtB!9f!;R+2ofRk;z9Q%{MfXU#SMZ;v$`$Rw_z<*Ub
z!*>Es+t!%~$NwJw2MA*EXxHsijxgs8iu#0JBDPY>WkMro4uz@ua<z;5+}M7-2#OW7
zOOV48M=RotK(7*onJov!_jo=w)5+!SzMX8RxzEKXr^CB~$hF^w-W{-Jc$s&JVvjfR
zic#jRU6`euDnoV6=iZa0)=I3XKNZMyROH@k-!BM-$Y|%QcYN`0y&1X~Qxcy``T++#
ztT#^ZL)^;bgVI}EAJ0PvRN>>&6%YBGI3A9#UULFAcd&FVpVV&*!uRz?JH6UOsHNA)
zZ0*>AKa$#4ppoQ*QBQ!i_733HxurD(0BgUB>pv`pt9hJ@z1<$>N`$R4&inL)9hLK$
zkwiDYDBP!Km^E4)Ps6Fn&K$#y>F(25I+)YdSl9k<2=x~kwSKlOS`3O>KSA>}S{9&(
zpO;fkw&|NLa}bTef#DSX$$e%E5OaU%hg^bhWjj|s8KfKY@u)#oGd0piOf5e4A^TkG
zYGr?ZWVB0Is;R~hBa}v9g-uFIX{vuHoHu&N?-ylFT01q<TT8<qD=@j!8mv}R>p6DK
zpX9*Ms%C<=0vV=s%szgMQ2yabgp#t?BvxW3CUS1wMn6IK`(#pV)ldoMMvB;Ol8%j$
zV==Lp_i~S`bUZ@iLyx&dyypMK#QdK|m4VZ-{5B8WKF;&_&(rAF#}2F!7KWcAZrBCB
ztY}>~U`-L45;-f5HmMEr)1jI+%j#&vm~tM9PZzYI*H6r)+O|C?sePU?PD4x8{V7xk
z+yaS4V7gwS912Rzz*-lL?uAXwyt`LPd*cqfX^V>&90n=^hh2rN9-2wFIFsM_NS5ZQ
z?piiUynWd*6k!Fcx}#{wfhlB;_Wd~a>~e}Bw&Dave^`E%KB^zRh2`U1b`yt|Cjlpq
z;Ql5O^ls$i@>(q-?OCQHLUF8Dt5`ATY&#v7bM~9(h-kbg5}8FCW+Zs(>1s*?RYH?4
zC9&-!4|zKNQ<dCeM6-%iZFHuUaM+pjb!v94>yji+>UF5S5@s!lzmImXkC%n~LUy!u
zztq{7kRxeiGI>{OTf91XjJ{$6zD(Hgcog(rO)iYzlhwDC`l~SVeZw6?dF;TIX~pF7
zO}mD<yOq&oN!2g6F6MU-`+e<3>bSnGg2oQ%UT7=dbe&JYQa7iodDn=Vys4#jA<Y$<
zgJ9m;1a@Yph_Xs%5?Xw6e2aduRj~5b5xGz(W0KIC7M>*e#9qEr{8yPXxl-c}!RSPD
zy&x?2uH@D9%u#<V*L{GR7JftQ)?~rg9itgd%JN_3vH8=mF+RlC=n3ScL8}n$^!X}#
zQ5M+Ie<UfVd8uQajg!aKj!cSZV&4vn2vE09dYd|4=)<T3rP=JG>PV56A~4n5I5-`a
zuEfYO0qZfBU)~<-+Vpc?wrfD>L&Ig-5=RcdYdD8y8_?LYh!^_2DBYahy}tU2Snf%!
zdBC@#UC)}g+j+6oh#qg>=k5oUcHZ5*P3GJ7!=aKp@Xq74KM>~??n`XH1s{~-@|;qq
zF9m^%(8HPvh9z|BapU={eqOFDoyX!G91hp5OvFt7ydvp{kP{x5$oRgLxw1lI{S;4E
z%{RXDh24uJnNM$`9(&1o9V+ywQB72&Du4nUEh0DFKW{elbl~fkAk4w3rCZi2?vj9a
z2(Rx_%5}e*7I1<-J<IzbPwJR?c32j7)K`7=TOW7&I7-c!MZkf2r$MEYJ(Z=OI%PrZ
z>KSUpl|LNbbuT@+D^dTB!Q|cBy&IRO$RBxP>RD3MUMBnwM&8sd{UKzDOdYJ<Di>um
z2Rvj&CR{G?-wR`!zaadis{I<eW=65!HNyM>-Ro=2bqCBsM<bJ?_txaDm(zzOWPR@)
z3|fhqxUb#fst@`-ecvz9C$VLP9`#dN6%lWj*yX<;HeD^zHNCj%a$-mToQhnv#rDN8
zn+dHyw6(d#gO^2_93VqRHaEipp&z2c)ub$(89kIv+9(dR@MTk~f0m`t!CW9TeXi9W
zhx2f1nd7@jWbRa0w?`LA<&D^?dGJz$&2>5NDdNIRYGMZpzNMt@{S(}9FG@9rbM@=#
ziVY4LGor7_y>%{$)xE%ioBt1>EHK8Bn$2<i3>Pjn|7sw$WjMJ;QSyAS7nS}{ZGGRH
zOLtY(TYis3pi6;T9Y_D%W9AZ)Lp2`PA$K!3bbU;CMEV#)lj_$6tJ9$NW)sVTcL!AU
z5@wsH24MsA4jiRQ^+U!CP*$Tly|LuNx%B6TO_nkajGgocy>{l>i9`OI1(TnV@xsr@
zDgF~`9w8PEp`osMX*JIm1xIcC{IqE!WJez$)t@A(p>Shu-Ru~t8vv1(iJG_-Ej#~S
zVkei8A##8=2p{Jcg3}8+H1yKxEBt&QqE#ZFMsE3qSAcFs4)jfI7Bqfq_hEt*JnI#8
z8t3F(4$%1PnZ>!;7CDy-cq}$Y2?%P!|2>G(Z1?1f*?^8`bzaJVoCcIp9Hc7-X<b5^
z3=z1l?ZokCF#w|g^a1_u$+$Pt(H1dwNPB_HN47&${d?&IL=gi0;JN6X+=qC<Uyt2t
zu4_W~<`A_LV-r;9y?ud0u&Qt$5t%xKz=J?KnhUR|WzE|mCvCk(Au{cjVrM;TLf@xz
zpfMY*aDOZt_#9bDt%V<FJ|JM!CPo%mA>?$Ztv^$@2E_^g9HZmZe|QzxH{H2M2mJ9+
zYF4*&2&bEvbybN7A|%BUFV3F~7^=mnW{In4==u8Sr7Q!eT#Y~`4JAQCcTnQ0EYKHR
z{4sbaKN|8o5zW+vSQR24R&+=CcWP{113Bt@8?w|wI%JtK5XjhCsX^bwC%1)Sw%A!7
z@MbiP_kMEDVe8yssmxq>rPA`NS|yIk66|uzrC8;&G4Q`%gCge*Ku_)!Kq44aT;*>1
zZtAgXf^@zp5MwQw&tWhYuoDBvnTHcuYSwA;R)-#+_`KUAzejdmGczJF(C7Cr5EVJO
z_|QwaKl@}*=uvQ!y5d0J{1s)>CxZhjSnp>FomJI6WLdj2QzqRF4#5sjuj<4Bh+wbU
z9%B#zkpMiYuzzcQl_+N<lyQ8Lp617fd19fG^N)^3qL<%i>Ytoa$rjZV4Ly4KDy17v
zou9h(RsS9ngoj9NYCZDwD~NCq*stFBp{mQ}%P=Y|JL9`$_t)w8zlt{YzwLGZ{rt~1
z*y+;kWa@P2SpH0xJCEi644fC4tTI4dSP@}~04+~w3n?c(&)41eLWWKNu=U(Ws=mFl
z3_H))j7D@G4W*#^HG40frD3+r9~%i=4Q+s#2Gdp5A%d>SDcMWV{dC}Hw{jd*WzGGR
z*ak)Hzx2h2I_EZUZzLErdZRMX*HV!5=Tm8`8!_#J#oPdpu=aV-US}P9{(K6%&NNwm
z4zukki|dY2K==;TLzhzc2qS(Wyb@~6_6AnTetVj|_>#opGDCN|dn*Z)<h~46J`F|5
z_k9sqNrI}9a3UZ+OtjD)mZS&u!?xYgoep{hf5v%PQH{+KAZzpw4I3<e6f(0)R*Y&z
zl$&~#L(m8fn=9a{Um+v-)3L-jjAiF~XHkk&WRq_1HSByS&1i?^==KW%j^}b67jyRf
zlNT#56bdGaO=IB6c{FuMQ3uJoeK0cHKPAcm>lzjGwKb)CnVgd}g<F-~4H{-;RpayL
z?bh79ZRZ&15M_v2ZGFbv{El7i?#t%v;lx|EJN|kiU;Tq!1gy|UI|fp>{2STBCW=jO
zvKxjBOT&Ho>nf`_Ka>#O*Q$B=82XcscnUdDQINK>%&vifgUjpKo^Gy*g7S;GUA%*5
z-xF1{zYS2Qiyc$jtS%QE0BM2)vcabhs+OG#POcFI2j;^f$8)+TNgSbA?fR%kHCoFY
zfu|O+^rQ#9TEAI9s{8;k&8V^*=jWRg?h&Io00D$Yved03k3B%e_r=&D;?s>=hRSOv
zme&!_Gl-B5kGXow!Am)3Qz9xm^xw{f<NH4KI@>S2=(vJ$3ch`b^h);6=76faMtarU
z?qeB<&0&u<Et4aY+(!IR`(MUJS?9xa982E?&q$(fC7<<5%emE$LIN1G!3x*->#eYJ
zNpX>;GQNfJF3+?vqB{OJu>$@`Bh<;eor?YyGjD@b+5Aj%c&+-OWf~mc{RsjA3Z|s5
zKR&S!4QUVJJv=UCS$G)Xy7h?`18yD1B_d-(3@PfSG!A%43MwPwm-p!6Z}Tmvq<GeU
z0693EWKu|XQ)qYpctd&0i2L^C=IkK(d6XF!ohmCw=xZ<Uu6T$Pqfw1t0oo<}`~$E5
zL))9iL)re}|JN91kcg<648~H{WN!w;APm{}EjPv<GL$u%Au5frMbc!+E<zEK8j-Cm
z*|Xh~!Gxr&w^H}-x___N|Jm>1_y53?@tOxSb6wYYe$L}K-iOq;gQ(n24Oi~D@3?2O
zx4bgn<teyC4PAbm<@oVPw{3>wuzC0QCQDdGSdof10@l2gyH6Lg9xGSWxn;05JNy31
zUeHA!TN<Y3MS;1y+6Mhm*{<y{%bBZ-3^QQW8QvFo_0*9TSK#Cw;gs$=FXXrYpWpmv
z!XWH(&j<+pdGb1Z>Gl*!EVzMw1!2LeZ`KS)a@yus{H4@0F!$4*m4;yj_)D5rRoQu5
z_$<?>WDROiWoZEpq0@TfuGCA7{oLUwzN}QSpwB+(L{6-7xC*Aqx6trWOto|Yo_unU
ze~(j*K+dG(<k;OzpX+{>_`@0F?MVG5fleN_cb0zC;8K%q8mGx2Luny3y@(w&x*=Mo
zAFX!_rx3W(%@EdOH`Gjx83~ID=7;$t65kyO$BNmlxh!Vhy3WoScfPk~-_i5**Bsq9
zBY5|0*lK#^w@Rw_pU|$VdZm|s3Fgs`cIq@-U_7-zT$P?da%N>_WhKS$)kLwTP*<_5
zP7?$hJYSrULYCwk{c9BDO8Kw;k?LLHx231Sq<kd7H9zEf&hJg|UWbh{x=tL{sHs)z
z?&*!!Wj>7D`Zek|^{YLhnoQMtR_iOU89z30Pfq6Rp2j;bD;CWP^Cjpj^u?q-Wh@QA
zbIXKr7BY6qB1|w|I&}Y=PU&}(QcQuUGBbz_sOND|QjJs&C_7@N;J2I9O^s~-yPS(6
z8{R2fL$!~}%A+Q!55aDj1D8tjz0)>8y1H7?Lq1%jWxr9;XYv0lKp(h-Iq92wX@-lL
zzzlGfZv2SlTrw`*8GxP6*{Sg8bJUW)-dka9ZYb%mHm9Bva@E%E=<;n@B(n3J@hO3G
zT+d8B?BCWrqYKW~0XP%b$)HX0IJ3SrXG~1t?E6<qq$$*H*<3YU0Xi$I0etmq7)Z#w
z&s%($hW&GH)j}DIvu>6$Ln>)yR15RP118}-gPN{tOkXg#{yLbR+_LrV{LtG+<a3~`
z2H!M<bG>0|fMYa7_KV!Mdu#u{K-6PC0}L;}T7>-VeAT1-?nM?3iI+L1l^{5?VuF#J
zg1~1>AIIBl@%2e^NF1#9?7=9PC|*}$v9l^7f|L=Gb|e4mt$Oh!@`c(ojvXbPfC6Lt
zzWM(i3wQWqWRB_3nl>0)T_8lVa|-qF_UC@g(hn!4do}W`dJ9L<x3Uv-mSha8VEhG_
z^D<mwpzH`aX<Bx>oT;PGfMC;hL}rr`?G(<V)poHp5H~xc8}XHH>19WI7CPQ3DzICg
z@>D239kL=6!`PycLow?n7nM~hhK;f*L;QhTMS-%EsX}>(r?Fj8{JLYgO;yy>m?wTP
zYpm>O@x9}R8jzGHayjOtWqJvpz^X@c)P2IgfPb3}Tz<6m8CGxNUK)5tUdE9oSNz|f
zK>Z)Be}R6<sT&)A{|lJ*{)Kj)`WFzrv6Q*~W^eOfpp;dgDfj<Mmj6Frt5f9azD|2J
z85-(V>@tM|ijSC2e<j()3tHH~&7*WC_+olNG#P@$Id+mHhN*^<c504Q7T9PNk_gzn
zP4lwC@S|s-ozR6c@R(_T)wUY(CCF5apzn6<xMT<=Q(?DFq3g|LH5y>U#UDR41ZMMO
z3!0=&)VH2xWin`&=}OTrS*2jACR<G<(ern^GcHcc(*nYn&oTm(yJ-5_F+(w$uI^ZN
zhZTY-ts7Owxn=^35NIao?U`XjP&clIyC-kk@8^1H1<+zEPKdZf%#E?GOZFJ-RzP!?
zV|OYQMeNEVL7wT^kqApUugLct@Nx}3xOCxo`yTTv`(T74b!Uey-66Le*}IJQPP$$g
ziT7LL{(h9B;bF%2LQ^;OJSD8I51p4n?)bA8bVRNPCWqKgf(gfsh*EmA3!6B~LVHBT
zo2bsxh#om0N=KNF|8OGqA(b>7;;`V=tMTcS*6wV^mYm@GwXE%SsivzsbtAE%pi48(
zwpvPC?D4am2Y-eWg})=1r*7_wn)>pfkC8Ukt)dWoc=($-EiC}h7H^g_%66ziEM*mZ
z<PLrT;NWlmu{(C;`w@Dga2cRRxDo*ppa@^O*5n|y{L$in=c=PQ4B+r)T&KkO^#USg
z<mjhj*cHqGResZ;XV?zYzhNYl_=8EJjQyx+LBsUTVaAyl*}`NI(Wgu^*)PFPc4my;
z4ihufwKA@VHY^*Q_pAGcj%pJdx73HrRSxGPU^;dj<LABtbvltbUoM|f3jf3qDTQXj
zp+73fUqWP#%^9IRM9@3ygYlNRAF|y{KHqTyrf#{@xp0vi@8X?r`33EWo-~uj!%!;g
z8RnG@c}o@1+b&Bjy6k4pi+R)S6D~B+Tm6cbp)R)81#)m2v!seCx{r$Dqrs<N*_5&$
z+Y7rsQ!Dyd&!@UQOq~{d`oeb7BCc#lHsfvWi|@~47fkOLWeTk0g;|eYb>8gU-?SUl
zNImz;S(c_fwqbry6bo+Ws`+<YY;`l69@11=5oMewM*9$3(Zp|yZ2~9{GpSkpaORer
zLj3lnZkdCK*u=j;=BhK2MW9Z_`4FVGPdN^a{XLU%`EJSV>W{3-?#zK?fZy0PlY=d3
z{duyaA!T#|Hd4&bB~$fl2%hLXdEf3X{6@ja_Zj`O`*%9wV<P+$f2SuSS1m~j^}GZq
zqK46$g`eLUl(~6{U(7>SiHw5&{%nR)eGYA@>~PLq;(d~{Q(2PPFce7xD!oL-$3&M!
zxDyMTewU+_GE;rx{GVk0u|ehJY{%I<#~2E0MS@KJfE5+_JWLn65wwBW)ctCBjH7=W
zc6<EewJ;`Rulg~~vUCYeEI*UPdRuBql}CQjcKCHMmhu@8c<J~&>$f6K@USx%Gt5y-
z7?l$1rYzh&%H7zTJy&d-Ln#=T;4tH8ihzpp?JP~+w11f$p-T1IudVa^PKLdkmM=j$
zy+OV4p9A^4bmzkEc0V73eq!O}=ReNQoeO?U2p{-_+Ieayb>3HtN273A>Z=9NixkTr
z`}puFd`e@&hA?moS}kU5PCoy$g&AJFUvnW_dHH%OYJZkG_6efX5IJvF)rtP56gieA
zbLE~le%LD(EbTJUqVi9d`#AGqdXXArewQDGYq1)FjqUO5ascZ<nJ~TX|M1Q4oMa>A
zMIfOzKC0|j**6a^7J9cBu9MMPS{ZT`Bn;jS^y}fi@>G6SIQ>8`Uw6#a)x-eQ&lq7D
zPZ4p|D}{v~$#S2(#{&wyNKF9nPDp_XCZrcBLTyfvOL5y>UgN<fe=YTl9sF_lTlFKU
zE1*Nk55x40x8Z!qPukCoCzjh@x7J5Gc;@;q`V#~!b~vxqe6Jq>jQ4$FHGr)<Ey(u?
zq=KNg@90&Xs|7KJwa(D(G6nZ#>7X^96|!JaW)!vX7A&`6IQK}lzME52h;P6Q_4Vi{
zz@L0dtPk6X!?;DXp4~TNJsUG`@bE1vR|@>~%(W5x0MFr0^4SSoqI0{PB<f<J0bKI+
zUy+u944)2b+vFKCSJeCnt0GvvOUO+6z@gQv?0_CHnSBABeOmu~y#_E^_LyGy`d*4w
zw#nBbbE_(maw48LDo4IgnA<^MNObL}j;Id{Bb#M;srX-@4!g=I4L)S3^VvW>*j)KV
z!Ku#O7EEQ~Xia&7Ve+dVV;og$*|)!5y8i`R%-3!?s`JKfkWQOuK6ctLMTRmyX;S!5
z_?SBQ0)G@VIj6^1GADparSrcn!O9%Nz&p&6gp-yMHKA&hq(!n|8#>2O;(iHYbF@?-
z55>l*nxh^uP;nzN&}dm1f#7(7dwv;D)eCOP(A=@Ri}zl9`KQ+$Aog!xPlirua+cHP
z#1pF783wx=y$p+`Kf;g;4}|=$XGiXnJg)UgtzGJZlUU_ZRMrioeM`0GK=449O;-QV
z=0i<-YMKU^&wl&=$D$1R$Tv{B(6Y#Bl04e5aR451UgPmnr)LBc#d(JG%P+P=5y+no
z=KOI#?ATCY-o@(8ce+2Re>6U}AkW-`&`xR+xVVvb7=7io$>RxfGX~$_lXQ&OjZ=uD
zjx*s2!3I-V1!30VM{(FS?#+Tg9)~Jaa{rU?2L30nc4~r}0>bo9wFr0!wy#?9JUir{
z?dZT=mT<ur+!b#pOEoh+v<z6NQv*|uH~W^ZA!;~n)3-B&KM+*=zbGVW=|n$ixWAqh
z#Mb~8;=0R@mS2;JUd&Hk-r1Ne>iJBe;exo~N3!Un)!wu=jhih1Q7lEr-*mu012|>^
zK~x676}pSeugK7V;SRYBrSJi41;_HkC-z;tjG+V_2VY3h!|Wi&^|m>EUJll4Uk?#Z
zV%o76u}H*DS*LF&Rw~zswCxqOLKbFYp&8|zxx)hl%o6{-uZ^sQN9|%T{`ikoF4Q)~
zeXQ=5ygr5E+1lG-*1FXyD?HbT7?!XYfnEFHo%Ia!(^);7@1)NC#;0$+%(o&)g}H-k
zHW6;+C67)NVG1WCNJH3_CZllefXOyX*b-Nud)1P&<?-L6+N^@AuV?fFhj^TzZDoEu
zG#-y@I60O~1D~nKsK&$0tC%m`8x}AWW{p3#N8!BJd&ZE0#gl;G?F|Bho%Pd(Q!*7V
zF_7c)FK|+04~XhznaLzeoP%W^^`6p=JL`PqVNtss9rWsKTX;8T;Non!e6;rAV^XD1
zG15-;-*4c0&HQG_#cU43UeRKg<3GHaJWhJMbb4#A`5UN^3VgBv>NA&p@@jr>$V$iM
z&I@yak2R#1WRaRnT7M^)L}smf-en%ipR&t_`-255t|oC4kWZq~+gND0epH=?I;Xz0
zxHi<5r&K6x|BFJ`d!bj)c}`=2kYR}w4!K^wbhIds_|4xl&1YXd2CoC(pMRR($KO28
zk9<>ZKFE1Yt>?7lL(*I%bu=21H#r(64Q5c9ty^1ie3ruFB+SpQP&b{NI}tKk@*lpx
z<0PTOpNupPvrUSVW_Y+m&K(|^1c^+?OHCKg%4xs2zVNu6upnQzpf-xejWhp<^v9$u
zK78lqAep~G+?*+ZH_o}|FCgwJ%6sBr*=9K(hO9mBeQ}bTl$$YhO*It@%7C2fI{dV5
zS4T?y^06%Z+iZqm<bj>xn&0Q7oH3~^)}^{<HZJ19n8!MIl#2PwJ{BK;aUp0$TgP{M
zv<TIhiq_&+I7w-!Z2ZC;E4{_rn|KnH=H$d7HIOMsOmZ1>Gmw!awoXU(bL4-#LP@-F
zk1agW{CnX*%z>ZF=1y6b)SY7=KH%5lN6WIB8v9rJ-)6OdIzH!!3OdXqN~$vLlgK?J
zyucY#YH*jY>NK2$)L0dLf2V7>J@QA^*i4B_(FYc?au_1`z2x<y>T7^UE&qGoJ|-A=
zzI@!Brb3y~6?&Bv>E`Wg>~)@v%JLX`qg&;^d2)8FSrb%=(=5z{mi^vqsl_|%^Rksq
z;=x{s`l!ut>A822IlDCt$?3%?V(XxCu^S$MuXuKeHxn-dCFH)fVD5b`RxxvbrJNsh
zK3hlNg30kht)?E^>2C`@w1fDQ4*7TB3@2b0ms-J(neFvBrG)lP_<S3P8vbW2RqQ8<
zRSsSG)tfwGuloY^n>Dt~TqL6~?6A+PX`X3OOTGcHEJHS@pJ{lwF@O8khxSwz)!u)B
zr)2o2Trh+sJZaK@E;}IzA`4Vq`)eq7t{CBCT2c%<c4=rd9BxGT)^&v1(zt4F;fI%o
z6-?WMY}Fnz2b0O)@oStCxqZDXG6}|A^+FNj$Nup+h)Vj3REj}eEk4G$evt8@-8s1+
zv8zcy)g=nBGeS`LqLEVcPfnl7?0?*aQx&TCga=69n!;?lR>E`^(_3?%kjB{(e_n=x
zfI2JElt#Cndal>df%vB~evnh2JVr4?NQdjk*PCD9Z0nOq0pJMzm|y-mOYqzIIe#XD
z;4)-kuWM4|cj0Pnh+mJ%ZPGp(2bo!5a3txlN_wK*{=rrmq_?%AY9KjxI85%8aA?1%
zsd#F^G!DUQL-0c&cfm}r06KU0$JJu)p|2{EG3+$Ft6?U-k}%{UMiv~QDX4Vkw1aD)
zlyQ_(KROP@Yugchoh`E`7A%QYj)CIjKgnWw7d{npoxa2Hhc)iDL^Y>LA6nB3Ca*5#
zNM%^ia);N>tt^;I<a67O+j&`gwTfLPl4#0sYa`c5dGh<ox`CzY15>>wuI@tP`E0yQ
z+=Q#lr8SOktemvSqnp%vt1e7MJ|hICKR|{^9vxDhogpLW-#~9J?AwEC)p52iSi5pQ
zs5j)-*o3=83_r+SXdjc_Dv9MSE_x~_h@7r9SlV4Bd}t?hqIe^L-lsvY9<hL5BV4BX
zSbvWU1CPzyBIn(o5x-@cCcgO{x9X4Pm_|cq8a2Os$h)lYf?1b0+;L$~9yKp)>q`Cq
z2<-n;DC=1l<#md?0?f+2rQ9#*$##z06A+$;b3k2Nwdaejx{n;PByj6~8&u`z<7TWb
z6n2CMourRahOL4#k5H(I_li}Pc(0&$!C>#fKzapP<awdGVFukVTu$ftkTuJ&LFbN)
z4QCo*7`OHz#DEC|*QhW9UI&j8V~0b=4E?_R)ut=qR#Gqaz2~1Vq^a^tcn2aU@mI6E
z%cYrku~$j_L5<Q7cd=)YZYRFFL}s~W5kXpM+=2lOJ1C=WV1l@M7}QH5GVBYv3~4dz
z_KMqck$B#|<r{Cwh|o1~n}E8uNf67JM=g?NaL)g^t9E<AiFw?A4uWC{Z}du7jWg8S
z1Tf+|H8)wX{9avRy~dY)!6bc@4d+daC%}3w-}yS6$BwjW^V$q5!#~bM>|w;mx#RM-
z)r3#Q%510i)|pVoQ{M-Oap}`DUcq#DVMr{z7}rREVc@%!FdZH?bliqVR%Wl5yHAF`
zBv42E3vb?7*P?sOz0S7vZbVW3DT@HrE7ESBPxv2nicGl?WQ@aJ1<bUC8j7VCOnm&7
zY@B*<n+Y{nGWjQT37W0CKn?W<Q>iNjG{p7p47~hu8vxnisO9udZW8P*mkdG0+0&0F
zg_p(ghJ7BZe8B}6c1|C56Mtt7p63;=`Hp)z_PzXBG1Z>8%FD_ns`!GJkbp);QpwA#
zneqTxX@rQt2djx8fo91pLK_kx0_jIhWTp5UTA3oNTnQKkV8a<at-G^Rcf<#7qY|9Y
zKte_Q{{~pt{W4e+3PM-bZ=ZZQe8i*n)N=h`({tg|9qU;)GYzB>EX}&g_sbrpa#05^
zD$*^Qfu_ye>MFmPb5=aKqlAxd*A;rh%S$mKQJQuG2Nh{pTW2MRUT&~^D)%p2hr-H9
zGV%(?{r(6Tb~rAxRvrJ$NL9fM+51;;+URo2H&J}AwOd~Nt*ulJvViWjVy-l~()6WR
z-pACU;Hw`^zEHD;sA@0)y`9<kTacHb`dt?zBiL7tv{cALWP(sOSMsho_5p<p6TO$c
zAOCnkhr%SZ{&xE+-Ks}$B|3?jm|Uj4%%A_~=O<U#gb_`9gz`0xQ@thc0WU!;_)M!_
z7$8b{!rks_W3Uzai@BqhE0}_O3(lLtZm`nRMZB|)4mpFSsDZVCk1+f3xbbHuwW6wO
z8zFoJ7YMBMGSzk#Rj$;4mhC`rBznl9?CqEbS8};XR)v}fH2vC4OfmYzmUeI355|zX
zNgl_O;TNYbk>#qRdr!aUFSf%S)ml9L_Jko16u0`du`A>O&7}X(m_w?-yF=s{IM%rx
z7c0JJ*GZx~2Km^kpc;0h>JZ~A`llzNe*Z8@RxDdzi72`s9Iv5z!7%mGV0Pp}ww(02
zY!}Gtg(s-YJJOL&g*QRFjh~Ra`CXk0{{jop@`%JUZTRx*j1MOZd)F_?d=Y|2=Q^71
zKS}=K_EIr@y#)!c*2ITLkKTP!(Um%DnI8VCQMM(nmi}A_@QHKmb4*$~*MXM3wQPY3
z=pd-PqE)0Q%AZc<{^@f+j2j)WK3Zj&E>jJyzY&)y*x5f^Qq?=S9l^6oizz!8K6{80
zr~}L-xnA4%eGRIa+hhF`1XUC(6WlD!l}Fe-G`i7(7ff!9RzVjH-Fy93E19ud_8)Gn
zzGT&QX%C#oY@jXGSbtzoc*4$1$4I~}w%6v3N17L07X)Q!0NS^Z0CBg1i@5KR6!$dP
z^I~L1RRts|?wGYO&`!quYDEbtG|rRG|5E&Wvf|OeyOe|NkEGGkB$y*A+ZsFU1~bc@
z6AtU!sZ^t63m}#wlP#uOWscKFi1^sgubX&EqLm@1?|g$)9Ba=2_J-pwrAdFzfE5z)
z9T`spIaF*=sEnS>+&(N8-i-O|2XSZw(S=t<e-gtFt00w|nT_>U_)UU2*U$uK)FAfp
z>6i4yQePlWaAOi|63dm5lStP<(HsP>xLvSq$|<ZAmX}?gHZgSrVnd6C1P-|x38n=P
zJOxVPsLAa?c3@kyiGo#+_&p%(S0%deR)H7B1grD9iA$!M`_s3`$;|E#y-QwAfG_iy
zb%(CHBpU(7tV{f4_)b7|$EZd}-b<|F1+p*n4}HuktY~|*7;0x{J;0CEY>aYI6sjX@
z7xa#?1YTM_kgdB2jTq<dXRw7ox!gZ+ATAWm<A1%fyJr{Kl&HbDW8hhd6{}vhf<iK?
z)~%1W6hm=xS$BSBxOr(PiYzy75c<kcEzr?2W>WY0UuXwoLO<V0u{$ed4x(oiyWZYb
zBfp26QA|`q<osi!l?R1l$~awhhCcRh;!V%C=2$7uaft>A=RsFM_O^QUbPV$6q*EnS
zOpQe$LrH^|Kiup&%*H8dzHhQCMqjZ5^ha~1`L)xWI91`3*^U3H%>TCl<$t=|YF>T!
z`y*!UvO%K9ckKyx5spuhPMu;wB^i!q2eHn`bwU{=DdwjG#gu4abRYQ+^P?xB8a|py
zq!*NN&>`9JBcd{p9(e*lDOANHc8fVZ)xcB|3GxgAo(7ZX;!TeLaGPchhW}73x?_H)
z6EvDV^CYROFjwIP_t`9mo1XSk-^&`{)ny$Y^6Zx)TSl`amj9yjW1c|wGhd!ZSC<x}
zd_(h?i%pU}YTdj;qE1m(`94PjO`HQ6gXYL<$mf}sE=NIDe}}<wX)P6lpA*z7XvUuo
zRes`Dy)0s-fR|ORvB>l`-!|J~SH^kC%~Wz`^iY!`Orfo%((%`elh@6|BM4B5A@WIN
zug7A6@a7tRXSckcncddw707#jiD|>pz<^^{as@uj2kADrWBN-(w1f;mv6(3Z)x?N>
z;sj&zcpGiM$anI9YG+Tp4Yco!o-4W1^uNIVp2i0<RzFt`3Z^IkwLFW+smbC8Dthz)
zTyPWvF=V!G;d_AZk%Jz$zZLOaC(g<LA@)Vv42Vr>&xpcn4$Yf*7lp&?jGK>$QQ_gD
zLle>|B3>$;zy`L~QjI-)$I9xnyC_-mdH-IWvgA-ostG}pe}soGcBlF;5>p<kTaZC!
zq`=50SNt$65%Gxp_4NYMT-=M9fJE&P4lg!ma$5Q`Q%(*AKacA9gT=?aAGE-G{uqW$
z(*0?t6_+(NTJE<*$%wQ`&cy3Kf+84sGsdnr<-D`?-<B+)u2yzOAHxr8K<bYGFdqLW
zACLBCU*v!LjELiAi#$0VCOwxZJd*L(_q*kLcLTp35f-%)Ai2{h8~yP_aZyUv!PIf)
zk)+8ScUb7h*A4=4U&C~}#8EAt@(rh3sNQpiPno2=o?tWSGjj7xo-<g09qQO(cK!u4
ztXJRsdgpueK}*!&>DH%KS-CCIv^m1TYI~j159Q@6N=c^r=T~hRGQ6`F1N60UL1(sg
zhmIW2C`f7jM(9V`pnvJ6cQp21sSBr(uNz%@I8Yma-uvks^NfIocr=ISS-CGBfBv3s
zIyF{sIsA&z$IRBd)e`68p89609NZSmsJmo2``~awb>lN()#B1?uc5KR2i2`E)w<at
z$a(sYO{*klM`A0xwHno6_e|IK8)gPudGwFzw^tprsb7EE>`B;leAv<gr1c8#^;uNN
zD%85Cf2vkid48T3M>1P^clzPEnNzwAqIpGzanuLCK@N{*$-C9rX4lJsMren&nM14S
z77Pv!wV1!}%}Q}e#E7iheKK)>uXG=t?Qrd#hgvH&{R3>FBL5QSQmT#mOl>1^<%F*)
zGnCVj`w8baRK$N*cYE6nrSR6@!GR8_%rpYZzogC1%QX9JJq?eO4^%(1wru(2j*qj+
z*9o?s>bSvaM-^^{bp2@iudU2a{jymyx6t14zozcTyfWTnJZaCNi;pibBKumQKt@;H
zrMnO~MnBj7_LUsYABDebm^K*2p14uGl|Ub6Ev`<7WKT&QF4uJV7l7&AgY&tj8X!<4
z2k30jYN3w3sm0a3(u~}=!b%NwLF)H}z++N*SjRpwW1RYP#li$r^WZ9jPMr)Hn*7)3
z%q}Pg`MB(|(NwEOiir`QS2&kCDFh|QsuS((#{f1QkZc3QPRV!`<By|^UpW6FVWmXL
zNL``OnvLh>fr`=+bWYuXn4zo1lhcA5WMzP0`LeA=rSQnv4#})`jr+KWll5)Y!rpkV
z2%Lf_sS!3(d8TY$A?!eyZw&G;pr{pY{n<K#httGhw+d=Tzw%c(Jd&?^NT-hDjOcCe
z^zjF{RPe~XTe-18>BcD)Zpp||vRF>0W8&(!AW>2{fi<OTAAL;kI!j}_*^vHS4x*F5
zgo|<U;}3GT{{<jrXY=4;rq`p3!?0@*EU16kz2n9l24g<m4c+DuyIrm4)oymEYI{Wz
z6k+#@dCoU@)_seqc#?yBf1DO!%p0NRatbyV+BXP@l5L0P_TQlujIJc~u3pTcqI|`{
z_bnxzEL<c@v>7hZe>vD;wmLiE4V7B>FNlOln?44>!xEF{9v&|{5(c)ddt9q|q0s5z
zRaCBHr!aVm3rj4jb8B+q)fT9OYDit<GP5X(%e@ylj2Qx|w3zjS**cJdq9EsAWzgR%
z?^L86;Yg3j@q!pxFUXB!>gKKnL(3AWf&O-)**ExXIK#|auzKC&sMk^T`sVSizy`1W
zqw|rCP!hPypgttEzo|RFbbyzk?`p8^)C-*#3eqslh#=r*5+N9VmK<~`+ysuT_%5K!
z%c*9Ydys*seO7rx0KEO`T<<Hq&jt&HM_Ykkdu2T|lZ~iLA70aLJTh`_4xGW6U+UTv
zn=ong;}W+0zbMfE9sbiCMi9=Gk-l1kTZOc9aNWVLr{$8?2USn<Dj0i4rZr|OR71~{
zIrf_SFW@^X>*2W?+==`P+EEpu(#b>eONXzM3M%PreYZ07+4g_p?5=uZgj3pd?Un@l
zhDXVOn)Y6KS11BKDgxJu`8k^VGw~`!jx)X}IM?MHlm?F@OXL?OXpeQh{wkz@s*G!T
zAX`1H<<t_Lk3ZL3GTW?Ed_p(oXxl|zVEG(THQ1h*GCx^)hiqetsaU^lZ^Os$m>P`X
z|2$b*HHgVS0e|E6tS)cJ8d(!gc~j?VQ+ym;_qkGZud&5~q9cIyovMlZx?s&^xRI9+
zg`blhwZ`Kkpqn5EiND%gr~I)=bw2Bhv5IIC_xt0NRrCDL&D~03^<U#@jzgmW6O1%-
zs}}NOirIm)Bcqh5dSNO8tylnfMitov9S?^qsacr{YcYkBdpnfHNLx#%fT+aKGKcmS
zKt)ACO`Qhm6;U3+^uj2D13=FRcFAk6Lbd<bD~BOGn!l7I|DX9DoE!)J%SA7N$;M{x
zh?^TdiY1}t&rFwHTe51?@PAF_K+h3cRfm_4Qw!E?dxq^7TB{wp^nUalz53$#1ELeO
zYPT%^Q+3+|gCQNC0=#atFc+>zzYf8xU+$91!U*U0LhH0G*eeK*hp!a2$3`=chFN3J
zWQ}{BDDOu>-l0$54-4dwg(EqM3y(=X>ch?Ej;0>$nFna>A{jY5wQ$qEFb4K8Yc9uX
zvmLuL2zVxk85YLW=|qXDV7*<<my=rHX&n&TR9TtAdn0210$sCj6y0L(atgi6=yom-
zlNwjLFHStZ-#Gb-*tOlHy-X*Q&oi?VE>DX~FDc49+0TjJV>AkWutPt5fBl+R^=Rvn
zQ?ca_#R$J9JQ3!l>e>ndi)YI6gtXF`^&T`!w9=D<7r*RooK2310)^>eU4I`aP5Z}a
zDec4-#ou5E-r<}*|DjSRM)&H<&D_q8qe{=qERXj-f5f0!kG3Lww)LbgE-Q#N{tF09
zwr5Bg-zqE%04ey#jl*>lqRa)G0nl0$FMeB+B!Q1vEuau{!r$invs2xhooXhm#fD02
zbQh?~A(wtel|7Y0mRz&V9g6>HD}1FX#RFm;ou<jnvu5S;!@S%NFBD+?P=>ZMJMy$#
ze(`jE<ev#WjLa{U)0w_h&}F^l%V+hKy8G_Jv)U|^6s<qsj|E0IYJ23CMBR%x&zoD)
zb<^L*I%MqBjlVzV(8un+Z4nR1%^O|_8-Fx#LEk_0_g(+W?D<LcOo0Z?V|1j70~^O>
zHOzZQ%m@||P$0&r=f%h(WyOpg-b8bHz4$z~>c%6brd?JpDu!n|C6=oQK8~HGpCf_L
zfV%EIEQlQ=FmpoEr@&w3ee>OFWldB6kc~B*;>X?gHa*5$<YQ;P^S)6#^=fZ!sQonI
zE4h0OTE}<UtHlK5BtOaO>$}+~lSLU8aXsS2f7CT2B)w@%_-gTmhk!@TK?siDplZob
z&r_IYFzl9D4Obk1BtcdQOQACncy^kXN%1$)hkrQbyH8+|jAC&J(wp{}oM`i(F%cs5
zturEKiDZQ8%Cw54fzcc3_q{BO+?M{7kf`2rs4x-HJ4S1w!2w?_`FFRuqJA9yUWE*q
zE{Kuvso&%&^y6RTKY@WR>53WQlE~Dag+asQq+TTM9f08kgDo8-hfCMjGmqc1r#kFg
z_}rC#G{FleJkRML3OtgH=wx#W&e`Q!G$=*xl)VpS%tbC_?Oy}2@vl?RV#|3lzLeFp
za4Odlg~oKa@OlE>fc&$oYr6GZJzW2k7s2tyYxg-mdrqS~C)UEl%wyg|IzKGeT;wsE
zS$Lt?knW9;tSMNL)VbW&^NDJ~r$eAQJ5qGytDL+Q3KZZ5xpFE&2)Rx^i2jCsG)l0Q
zG|d~f=lfppt16*{$w7LvvODN3_c+YebbS1762JC-Uj<)mv5>wX{^ktMp@?YBZJ3qQ
z6rXJAN6ks%5g)HnrH1NWMHV9#@_WozlBOf3-{zR@x67}TTyu)d`n#C}|G`=}KzH0u
zzn?D7b+IXz$&uL1R})v*g(&vFkpB8mQQ)Pv(+7wlYninza!cs`>#Pn@WL*`(0XzH|
zfBe<^mar9lbI#HmJlQ%qX3g5mw{g!ejzg2+b$|{%GhB6;qo7ymqN?=F14Zu!;om&#
zRtHJdLm$(CbjsPS@9;Xg1M_eC7QFh)#r=KaO?&gt6?8_V&MkWK4A<c>vwiEc&89st
z7t-$;hZ$kI_#1HHV!&`b>wOjKVTnoi$iJT@RCR)C15l^R%o%;|2PD1rSBY6{3IH{%
z$i5mOFKLyvm@>G|Q;u^E*;Y2!Y6qsK5bB*h65ewOv9)Ra-|RqhRpx&S?Eh|Yb*i;b
zVC;!F)vp%cIl|urd0O4X=lfgU`Kg*Qn)oH5dca-(YT`AcGdoEAM;2;2;<=Yx@=&}j
z2zX8M=BmR@&Hfp^qNvBrU#A{ynHu$fRZx;g=+^-nXW|QkJgz769fk4|kj%Z}r{AzY
z<7@!+5lUJl*RZs3a^=5(=OfyKp?C<s7NN`hVJFvvc=~nBPR*47=}5srgakK@-*#6G
zs9D|MZHAu1L=IQg{9wxhjyF%!uD|**?ub@-Ws)CQw2W)5{YQpT_b67RwjT+{)`~`n
znphgm`PcGeS897$>kdR2{#<{lc)7#i%)9Ol2EB-#YN%JWG&Nj7IYNz8kSRZ-raD7D
zV@FlNOW0ndPyy}@iiOK}9I3~w@(hG6k)m>P*#_3tTYk<$p&q#w#1HgfHU_bYn-*!n
z6@bp)^ePl(AAthfo9qlW@Gv#Jm}v*W8E2x}W3X<^^kpw&E13b%Rs5|a0~=M^;rNqm
zo;8DCpQ;=(BN?p9IzlN~MPJuO_1(iL+-f=HhS91~lDq8IpnCOu3+U?BNN#<hZe!K<
zRdv&zW{ng<-8K>&<iO6GOtWGna?gMTvTyRN_+#o6+Y|Z{5)^@z1$Ls&xaWr`9m0~5
zYGJ%XYac6T({)e%Nw+A@*wd*eW+-l@mLPE&BO-91sVK*%o>OFQVwh-wx>oFK*+0kA
z&q}jXF&NfMrI+1P0Q&YSP@xEqUq5XmWsthx-wfryODg1-XNiUz5GPA*TT$7#FG!xx
z&+SZLqX@89;MP$F@|_$ydKHw2f1m<%c|SJK=|H|&>!$?Bdc;rOR1)U<-j(JR#E5$N
zMy3Q_7mrJsGria%*e$4)yra4JF_Q<1(92z0KnAXi)IC%pT&j$=Nb@<*dLVwn%*(_s
z;(T=VnO3fQ+~13%P-Au)sa$?7*@lBd+G*F8cwVU-?fVjEhq$X@_qaAQx%rv;;p!=-
zM%}MhsPDKynw->DH|<@Su9w{b&&n~Lp~U?-AkXP$%7d0Cj|IsSo&WfyOwsC>T&?G!
zvg?-y7mb%+DV~uL%<JNRy~|!W8f|?lSa$g=WvrY#FODXCLsjUn2N>^Fn=%QlXeRN|
z1UCO(XiafJst(PJm%A5R_Vg5AHhQ4km+QtOJ;m^vBZM|0qpG|p$VSAFRc?u@=}RSy
z=Ym6j$y}YXUF)s={BX!lwIs!`$0+;aRjDVQ^CI^S^O3p^FQ$-NH;Y>aw{kZe1AMNw
z1sc8%Q)95}<M7_`8S>Gpod=DKcc$#tdzs<5grLOn6~j2vs`&?>TKN?()%E?`E9F;B
zO<k6eM#)*DHMOHWdf#<-HGMATscLcT_G{=QH69~xV7!DQhuyj-y|YyK=fsV8Cxcko
zC(Wc_S`v@EF5l0pAE<FO9J98$Y?L-N<Jf#9CvZ5Jl@*N=Z*E@{?F&ek?k-Lpg4D`b
z&_A~wR$oK<XwIl+-r&uROm4od_c&jgm^Du8DUA9qz-3}Rna}Ua{Z<tq*2meHp&?Tx
z8VuA{xOKS#o1{3h3!?~$i*knMOn(nH_QW!yq#ol_Vlbe?^bu7VA|oC?4)lY7xjBiU
z6q!_6ee-a1HY^-7yHH@la1e6X*8r+>hq)-iSi3e(#h?65`4VrZWoyO=d~C(Bs$$sh
zk4Yx(b>_FcJ3RtAc+XS4y!NXqiNY6XhhQXd=)yi)@%o*avQH_}k&$B}C>1WN+2?~7
zmy?RF1M)!6G|zjjaP6_#_uTx8pZ1CcGMV+#Q*|Z|YENB!@?j=JHwA1IyuKU&THMUV
z5*=Z|_8+^IM<43#U$MFeaBx&9m};=l{cjWD!XqCyuy!VKBjzV`1I9-<4k#w7NeL+&
z{?iB0az2}^!$#YR`3J;*pm-O)Hcv9j!S7SVG<3F(f8b=ar#$}B!-nbJI>59wQEw;Z
zUV|=iq0A1UrCwz1b~oZa2HDT_Aq%&OsV9F4`q5@fwifQyu?B(3X%K)6MuX`#K;-tu
z-iBpB2osg4@u0^fNQR}GW_W5?cHT~X)A5^s%x6#{S}E_9<&2+9EL)UA6%`lr{)~74
zi7d)5<htB@LKrmeU9H_X8`aY$zFXxH`sD@$-w!ZE)%dZ!8mJKLE-uK-QxuJg)|j}q
zBquw^3z#rwOy)8|M!T)%vMB4L`CED;c;tRbM1K-Qk8A_&_ng*GQS-zv6&SV4@Nop0
z6RW`t7%UeZZVZtA1|6T#f@Jyk?K1qNnfw&R24=vIGJUyzPEcD=r^V{!9&h0!u4dr}
zwoN<5NDlt^l2-WiME`?3l6lqEj~?*B64vltlW+4wrzP!kc52<GCZ6vF{)tE=ZWZ*^
z7A}KJDdB(XQ?3iu1n!=Bb~)mm;oBxga}NenStV+6RD}r{Ewk@|9fgV~XN{ya3l%=J
zhBsCT;u(xVcb=xJ=snHHg2&lV>NVYhRKr<_Sk2hE&|bt!aprMGXEArQ5Ek`obW7j{
zWAyk4#T=@tLtr(QNix92hiUcoXZ$E6Q@>m`#GjJ=)Cw{zyo|)kZdI6OYX3-!JNy@T
zs{(iPIpgHbV2JN(L{PR~B;3|?H6gC)-CGJRg*=m|@YkN7QAPbuxLoi8XMA=4#;X=@
zkDBW_FMo{_0>^Lva9Wh6=Qt3<xLi!G^YI=#c?;9S+OVVK6q>Re9dCOlsjfOfkC_O3
zw&3|_W}`}3pmZw4$J<|^asylP26NWBW5>!0)AUge6i4UOD~SqHpAzRt^igI_fNV|y
zOa~BG?~U^`lji(2CcMOwEmwBo`!29mY{-(%)qjM67OGn=X^on)&DC2X=<#D57sL$a
z`@hOFy>IJ)7Of{u0<Tr9-3-f;B4C)FK*#__x*$sHyDLRZ&ha27Bx5MIbF=SH6Sq&i
zRuJlh#P7HmyIWX&BO~$mw1g^-oA0+;>b(B$8fTI&>E3A-BJ}Tw<i^96rN!hm?Bs$@
zp7!1P)ObnZuun7^N_9S&6B@z2`?O+|q~R4ulQ+IoAa;yc?_q!Bxi7nLT$0gaRvM+x
zTOxS)`5EC*zLErAnYH$c!7$3bx?xNKH<(ejcI1YomvgrKP<Wyvh%rMhErGg4*m)E^
zK_1eJ0sFB0ykb{pO3^vAK#l>G-Mz(HJUeQXwBbM;zA;eOo9(a!S;wFHE|J4UL9!=1
z1UjRy?43w)$*iP&y*zaG_5!!eUjNhK&YT11uhdU{LkS9*;yGcX+zh^+@&acsej{Sz
zhMi>A<cYMaj>8{#w~Wns34;SIxF8Q>l15r`)Tn73*;+CO^6U3kryP^x?``3I2B)7h
zG+iAnS{1m5gO$%1-MH$sVB*Wy$<3L@JcMx#-_<-5_>)MP={WI|vq0WE(D%sllKz#q
zuh@)_v7Yi19I5~YD)wbAw6L;?KszNw0k6)5s+$Dp3k373XDWS^K<pv>X@**@@yye-
zeX{Y2H5k)r6X%l3jdZ?1Vr086g;7%{-Oj-?gnefrn<XWIl@<#O46M`*ejdPQw&{dU
zKlZjJA1<@)>U^9qrpjjp$2^I8q8=jdt_DIoYAzeb-5*yp*INeyZw&@XTvx4)!C7k(
zOeHg~*W%#i7IqFMN_Eu8G>gYBrB3-AWaf_W>dEUCqlPxA%z!%kTj5y|R`EU+g{ItU
z-N$0~OTNiC7xkqsn0e@Zq@;)p#N3u*^S>kXc^Zg}nng>QbVc3Z{rt+hTF*V6LzPj%
zy?D)zZ<g9#)6x1K?EcYBOADHbH4E*C=gn263wS1vmiaOpeY%z5Z2RY>N8iMc6ARMq
z;UGOG&hi6xe)!E!4J1k{TA4Hk3Wli>TDh37fd*sXwPHn>i=*)rb6s$fL8S^WcE$LM
z=_FfX9XsJUvmMfpswr88JKWA)e$Q#MDd3Ms2#?vc;-1CZ4~GZ7&Et*W*BMcnF@z!g
zaNIa9!Pm>ug>j%s*i~?=><43|C^=(6o^yYL0Of^h5oE`zYMy;7u(_GtNK*)+bt|he
z!nrqW9xIg0eL!tn7?DL2*@J~3X#YxRZ7FU1V|v@%Maacm8C544UVvi>#f2gj*l#gz
zOe{r7J#6*;YyfiIpoyDYq}^gKynMFv58=D?j0YfE=meo(?D<rh9Y2h_U)K(zB}95f
zi?_Ehx*>#Gp&K9|4GSv;o%zQ;{e(_Z_!UP|^_aXqQd9~^7#5RL>WpZ`RMgTUwAfRy
ze2*|;<yh|xD@Rdo&h5WN#G_5$GJgk|g_6B&fLZ*I8JIbmA$VlvjE_ElS^we2&+(C{
ztZV^N0T5X{7jbYHBw`O;(NCAZ@=6pwlIFh^J4;!`^QuJNHyXAHK93H_?QN_;8uT5Q
zezpj(ixaT$$$?yqV@_ICF>8wdoDqqg=K7-j)9KP!?ES0~D5U@&G~JuRg3?y%6@0xK
zYF>oEu+Z;MeDLb26`V<$KKS{uh6*lka$Ni<8`EPjY(#hP(qrY&<7_z7$*pt3*LKVP
zCTou&Lh<gq8WUd5)$kdzSZg--TXx$@Zi6$O&i{M0Zu}@!U%Y9)TSfFmwJ=a+GDpcU
z50@!?lVVs4!*doCD7ye^|CuIuQmu6eRgW5IYGAW5M_~;6MNqapUu>sd5?TI3G_=3w
zJRq_Zj$1c0Ud=Q~2(D#tTMLsrC&m-<y-lDAUnj+`&fN1_eU{mQ?FT8gu6<xhgaZCQ
z4fTJfp9)_Sc@z4l+62>E=XGvD!tDzhksh_vtHF0~%b3tMn{0tZ@n%8Ju7ed?JS@(P
zKh16cGfCZ6K|CMz(;<!bb9mhD?vo2tuai$myETK4roR}w_=6xR=_0o}Mdb+Y!z#qp
zRl*U#5-qc<!Blx=2kCRzwWZsq^02n5dI(_0PPK?Zg_NUbEb!}N(wnatf4TWv!35r0
zJ9}w+`Gch-ES=sl;Xes5b(`2%UMzT_F@aiZax6eBh}>^w#BbUhc~bG&ZpYx&$Q;_?
z&ncZmRg7M0g*(JwId~~xsVA7K6pm9EAgvM}&xG>p9G|JYl#eB@I>Hw?Pd#wi?q9d$
zZp!GJFMJei>;;ef$1(h?>H__ussz}0lK*wSC(;^X_QjA@RA+RHq4P4{f!r!)g)`<5
zFNr3trm1Ia`s5!;P@fy+uy)eh0e-Z6U<~St%$VxboR;)hzTMlbt0KJ#-7V(X0zu-v
zRmCFGEqW6ttT17}S3j5`dhLte<_lH8_f1(w;=DgL3hsI@QSG1SBvXIOaTvc>)~;`s
zhX*kW0)eMmG%f`NS_kPJpn0oB?`@5TX?x{ZL90zlKm2=@4DToAZ@C84P$`T@y0LQg
z`~`oZgmv@1c~_k&T_bmoO=M57mRFQ&qnBvae)TjosZ_kJc9y5BN3~Cv;+&h&CU&dY
zg_j|IGZQCIEzZa<h`~4=?JeG|Q0<iH!l!O@@zMEgz()mS)1W_um~5%nc7)*dK4sWo
z^f8KFZ?RJuK$4-42?t<>xl#^V!Xpb>AV)!I+!+8q{rnx=ZFT(}21S#DnoL)BV&S;U
z#Uo3zHC;_PL)fQbSgov#o)=9IIJIvI>El1Wa|8F>8~!SiXbw}uAZgl#du)Y;q`aAn
zK~6`~Z++nD5ioarWKncA$=aNAPpOdzteI###Yro2M03f0`{~q}vkysrI>LR$trAuB
zEa@+#Mkd$NXgU3X4DiU3B*FjJhpFa(0L}-Bt>dTudVc9do>uyO-qux*fUaLo=L_!D
zkXL-vR}G;bflTSxdQq{zl|Rnpf3Z;0AU!c_Sw{9)O21tz7R;J0%oTT2!(S<y(v(u0
zb)Y_e!u@CD72$Sd)A(kr?nq_MQgVCdpTg<dJBMn1t?IEqZUrcH!8uPo{catg|0x$C
zw`@(^G>jJYZ|;7w(lYeWw0PBtS$Iwt(@MPk<N4G=!@E~c4?ZOq7B<(1UQugv+Uhxu
zrY%f_y)}Lxn={lO#U3rny;C05mPG+sNvV?@zMt>Kt$>oPbKt!D6;220wf6dl=}g~n
z?#B`D!ydazNALE^IB4y$NxYE#3eQfoao=$3hSf}x{DOL2Z8|4O_W_dc@{q1K+Dw9{
zso|jQ>CE?wOKpzfk^N$WvCemvGZ%#CqK|L;r>aY73;~SI<Utp_?K5GBjU*PG)w}LQ
zye?<`(ozOGm5tX=Rlp~P=u3~=bK5+;OBzGlg={et%xZ*`R2e{K3<GT^#|~P_&%Qnj
zI`pOO<u0|S8pWM568zClrSe7E=Jq-=quopp(lTkW14#y0oO`pXiXH20GM!`zmv0+}
z&fF`Sr-s47Dr0V>BT8<Q_GgFBQO6;dm=t@|`~#0PaIRdna}Kcs2Pp5fVnrPCI&Hut
z+DS!?S?9-F)0*cUdSa^3TtG-pd$zH;nG#kfv5BEdWkn@6DQMgs1Mve8WXP8KdfFux
z=XrEt8Hl3~{aYEr7~)s3Ry?xJ7qIZ;+d;$07LTzOjQ33@-_i(LG#r8y-%&*{JbZuJ
zK_xMLLqP-|>mf6cTHJWbH;>gIJmuGirtkNag%^K!kuXo+fBNzMaEKjnZWGj$6kfY9
z1sL{_X#4j|(StxELZ(m-@G)%M1!wPqrTiX)!|K{!)(cp6xn@~buWm*pUO>swy8fvg
zzZM_!kC=SgMq9%tjjvhYz?Znp7fr0}xZom!Q!NPhSFi$$RQ=t<2a-4Of~r=XV26GB
zZCv<`Q}LNGXosUI645^fflr)eTsm>=$>%5c@6&pzB)9XNHL8fiwUj&W)qm0pECini
z_1WH%o~iTRe(MFg@ofw~#!)6KoFuox;cu`NoVRrF%5Cr#4MrFG*x+tO&izg-n`)=C
zOi&Q02!y<QOMdMl@m&Gmos-IH;3$aErEJi~OUIQ10UtPaxL!kOei+wUkvS~}3sx>8
zQKN-{f3^_W9OJ*Da&aU_7FRwHjtibaf6BI=0{=A>k&s}i=9KgFD{od@Rw11_c6zoC
zaR{1zc}zq_+xBXnAAT$>U8tM)Jufj(^O`T<#(c4V=**KDb3Q8UL&~n^hbc!ra}iEz
z5^$)PC!MX6Hee)_CRhDm==Fcsv~>Nib?0^WkJO6TpH8Q%2H$4HE!a~)OjX41Z@Ib#
zcOf&ywob*Yq-jJA-aSJ)scCOU8=5uqP+}gZS3!@6FcZ(ckVSxAMaOwfm;y8ty<ES{
zs{SQMf3V1kMdcg8ts3-IP<J#^&8gf&3K#r{+az1GsA`ryzxLH0Y^ApVZzUj@Gpw;#
z-$K1sp@Is3<1s2E%&(4znNtO+qty(?;)7Nici+#^O|M?*@SS4LM-QnDs~&&K_`m)O
zC@chcpmt>oddJ6!Xb=!{yKY(-sY%jeRepBeOV9t|d>>OS_u?sJ)m|~)QG=LO__kIt
z8w=GKxoggX5X982;b;-tRmXAqH?%{tUQ(6wX(!3sjGz8RIoa_O*NAVB)kcNM;AX0|
z!el9YJPd(=u3FA@7lO@YR$qTJ^&bHQQ8t>)rSL*j5|8{6l)UMi9b^>6zS02lwp2qt
z$F5p0uz{4my+OnLKE2nE3qR0_Sn;HMAq}d;w`$pOyQa#F`_yY9Coa%abZv)7Q_~|{
zNr@g@&~-c#!3&Wp<-;#qDxB!VXmsmV0rE?W55O^f0X&x8x^djLfrUQ)RgR-}y)6c}
z4z+EOmerjypY}uYVF&HoZxSjM{~2#A6*Yf3V-XS;^)wGY_lgSjxXzfF4+E$YLod(j
zEvfMzh$!F(Pae&B{sVLc*F^h*>~fD+0ih@^M`;<y+jkRLw4?|9`sdD6cugaLxX}Rk
z5!wxH;4VT!Q<^`~Q=TA6fa|+i7H@aLM=7^qi*N%w1^RCV%^4H*qH@Bko&L>1;IA}m
zRgM%!?`XX%R+)D@*>%KAaEM1dH%hi^sTx}We-Y#PO>|yM?$g5$JcV%cNtcsR=Oc?=
z8I#@!?7~ir8nhQ5SYBIIzoYkkzNo|Gv2v`kWC$OToDfXc8eXAuNw+(;v~{0NQTlXv
z)HyY9=zE`eroowXeEkz+si3X%e7uE`qiyxK)X{1G=rP^=*_va)Y6d6rd}z3;W1zUw
zmI0W^Tx4|^^4!sY%*TE-2;sOd8GF#CpKjFgddOF|4GEnrEl@rC5a9=MEJ4}?ZRqOj
z#_kBNaNeRl%L^2dg0=Nuy7P4p{GDcqM?ta2Q?9+i&p&V=ea!$QS-)MI`BZwbV^rO@
zoxf?dK~hz{Dq1vlF<Vs5<!|FNR${ktqV&lo=VJ-g3#Wf?=0RYMp=X_B6<7Ga^{mac
z+;MX)MK>5Dyc93-7~fSSd%PIZ8C!5+nSSEtq7j5&d^CaRAed3>wk^3z7ONfHx=VI)
zSC31|sL=%{AHU4wt{c_h6TT|5Q`yN!Je^-d$yRlIded&UtkEog_J#I{jQ3i!>U%$_
zgvW&M26K=8<Sy%>Tiw%Llloj_>*AD~pXp#9tvDKtMF(%aAN%uAnGj~et)WV#La0gb
z4i7xX_cpx=PQjeNMO4nH;Q<N95^g)FmOYxrT@BG!L1)ydLZXJPaPnsJDNCTQRNn8v
z^pNwEC$r`INTU5VKkm)jqDKSgqc`y$BF|e@=2T4`nb$jpf*u<DAJ*P99LmT2`@hBv
zgX~MqWH1^TMvJkIY(rs)u`fv_WGl;1)@YED&t%`yV9GKmq9~FYm9;F{lC7!1WY3m}
zKKJ$g9moIC?|<A6?&JHw;fZI1>pIW#{eHcAM-bRzw=h`-U5+kDL{HD~D~6+NMa1q2
zz<w=}ox6eEJ-Ft;`*d~!904j0oGe30Xb^BIXPr`7G4pKT@yG833-{DbXK8{Du5BEo
zM8IBE)p)wcQcR}tM-mlR6I2}UHtowax3rxQs*nQS9(KAC|C#E)kDb9{W_G_X3MEXQ
zq%Q+u;N2GCJ@(;l%bd_nPDWbg_jI;4`G%zN5yLCoRmKs`W+3F9?xH|R4DIgM`~{Qj
z!*}dWwS4Zrz}=FfUd`k=LEFP=;FjKnz&%ui80BngQBnOr$Gb`A4U_>1?*yrgB^!sv
zpCk@L3&?o=`&;Ey2$cFo_6KBFy5s1Am7d8i>n~qHkc_+<caC(d<I=7&k2{ZubiBbc
zBJBn9d4Oct*I+}cV_*p5ZmIYL*hQ#&#@jSEQec^+i!K_ikXynx<a_^;T2+j5#mO))
z7VvP$qCGFGNQPG4aZX+ztxMw*C&Zn+(Fqp1OGK$)q`idBRauqimy<sOLpod;$7@P8
zU#hlGQc!}qnto=$rMH_~m7$?0AcJEM&4>rM1~Eg-V5iyqchktj$yYX*2PO!xPw@#v
zB;$b5q||#QM7wsPWr^w#Wre(b{aN18jXAqz&!&CU$R0qO+#*n3(b+0h-PEKzZcR3H
z7}SKESWUAm(3kx%R&r|NLR`S5lUYUZItFa4`L=BA+{c?D#rTC3`;r7vxuGqj)v+lN
za1#Ic@<?=In-i`TAx__T6oIsl*-5ElE%q6c1od8DI~+^>RpYa4gj@FJ-ahowCx_VT
z{=I35B!1(#fwix~!!jv5d$s@Slk}OVMksGkRUit?y&M4~r#Gr|g2{!Iv>bDTszt$Q
z4z|Ib7#ca}g7!gn4-(Isc3{z5sYY~dpTnHVb8{Om*+@HDZg(U(v%VyeE@tiEji!qR
zG^+^mBX+Cq*P*-`l+=$Iw=SLjOe@fl9lA?ZqmbZ?*7ilg!bq4`gqBk%vCp!Q#DP7D
z_B?zz;#Y@<sWOY3vJVBQ8_%ZGGnuvEzWmntQk^GKldR`qt(%Ng!l4q+(JljnihU{X
zQS8))yf~;&jsDG|gvv=-)_{jygMQA27DGM8*&Tc3y>o&bPTaKYWNKnc)^lEBDQA4D
z+<_jVlH7oNOaGn|8SEC|<tJlGP=7>8@P8oUep_EKlF-R1xGUni!Q|U+YR6HdIPoll
zs0VjE)C}#~RhkriG1bR*C0RxTR1`#UeLXhXp$h@?I`lwDW3V9Zr=thh)-l&><w&jl
z3lOH`u1VmJ=*4&zzY*>QnP#x~=g-Z)ZIpz?r-OBBETY{&C1Uy~!Qh#d08~Pku*E#C
zIP=uhtkfd}zsY<cYsr;uWt?13uwe25a)r7RdP5iMnpJ;Gnth{R=`t#VqBzfZdkt_{
zlSn}RZFz)3ZKTv-YU#fKE6kM2y>`|nF9dK3JQjZESJu>v<%cftKd*B>o--TyjHVJR
zMt#r1Qd}Ul2J@aY8FXAu-o=o+{H<UX4!xuR_-a{97-P{M>pyU6E#}By(zqJLG-tJ<
za5bH=IcLR3s$xj!mdoddB^G_K2{N|=<M0~4ZJ{PPe@dj$f`n4Nv~I)tAGMFc;lhvS
z<EhmN!Tvi#3F_u?4TZTul(j4ug}3ajonH)*!PbMx&xbQE+)NMLel+wwQw0?`+Rc=`
z+!}byx@E$?vM;x_No!#&=z-!V6=F%ajFvO>VXkH-_OK;;HRTrJ!Cg6X&#Dqd2e<EL
zFW5^v5zMhZ+@qlJjnbonV|3D33@O#}sW*>sn2~7V!#|<lEVnxpKifQZ*BPbP+BQ>C
zT7N1k*PbWa<==Dt2G$Mcx#|2vibUmw)Q3%H{{))#E}v~V4(KRp|CoKbMVh{)YtniD
zR(S2-Ycl4+!p#;+yS@lJ%dQ6jl<44Oebb8OcS@NG${}YnRT<w2B@*we3Db34z8ZcB
znLO1@{$-Vegjc__It#3~53jOz2JJ|J&%`ff1c`P(=$b#_oKrUNL33U<ksWj)`but{
zKuYrcpp|A9PYd3Olt7O76`6B3MklTB9CCF#6?7V!n%!07t?Xn&{###X^_CbPM$+ld
z-2OFx|LnBh%QUx>GQ1xu^(*9Z9PFF3y4$6IxQh!e48f1&HboHut>Oy4%ZD>bJS2fm
z;emY2?a!Nso@c4zG<_LREpD*VpM-IjBD#zJcYoWn-Pd1bwJ&~_JV?*g_xfCr*Z3iT
z-~CoA{LLYz)l~v=*_0Sh?Bp2W?E&NIOQvdaj$Tmcc!P#7rl|0ljYC$w#~;C%hfinV
zn5qI#gb3Wd*lISts;Qd>9kQ=frG6+<CrVXS33!Bb)Rp4<(kJ!?2(5qXFS(|gLtp&1
zl^s@(3!br7P}j~Bz19no-rzFLsW<J3G|5?ynAMSd*6lG1SR4}MMdZ-=jW6~9j!juT
zxI`e8ER1^%w;On9f8KM^;pm`JHZStSF@qnCw;w&%MN{m94;hB<1;|hG{R^C-N2`=K
zAEFv#=apdwjqRU7O-y+cvVE6!we+yDeN|iX3RU?SRr0C+)^-Kr9!eTbizqwBkL)mf
zSb$2~z9eT@k3?j$(3r7!v|jv?M#4&pabpoVmRcT_iN|7owkfDfrn~+T1k&GIUbH}N
zpgzqQIUm8#<0Mdx*eJQ|w-ATVhPO2#9?H6t>L9O)UFWMbLykl&ISo68cgn_i-e246
zKOommJ**<q59{sN%dqAVdw-m6!^RmNU|?3ux;RN4pc?LYuHglhQF#YzIs3YC9^bD@
zwB0sp-$?q5g$JGp9PM)D>@3ZZMX@=}9|Jr7RPQMZwVwUc61QpAvzA4R(*y?fvrJmQ
zoHL$}y6B|Xu7(h-egDt34&>jTRaq+SIzq83c;pLT9r4Q69p{`nVxm!!SH{bqTWtZX
zM33n`Qw!5c7WE|Lw`1d2X?$kPkX?mcf`zmakQGl$>#Z<((5Y*bbR4M{x56bMRH;>z
zlQ*i7;H!ZZo-CMfV)lL)iZdVWaOX%z(uIJFU47P5LvO!}=Pdj#xPFDf(d}!{2r^Rx
z>y@sllC1`M{m?`?jlsPVo5=)zwj7~yKc8sETX0Le^8<g3aIx6EA7*+dRDjz+pglqK
z4U{Q3r3n|?^2+?f2O(mb!-&WT4<7Z%s_M@60rMK%Fh_PW)F8>u)9kcl(NMnh#6^TC
zxx8u8>PA@>n7n%sw~)~E_^7kCMcxrtuS#i&QNKQLG0gX0MK|t$d}E}zEKr#pN?E?F
zdivY|zMV4G@Kh(vS|QWyrX1eoyS<n<#gWsBsrFOou<5Q8c<MdH4<X5I=s<H&F@r-t
zDQkZ<tD789H_}>MQ!>+yJB7bWo1Lrfe6;Qzj;so;FnX6_bt$AYL>Nv0smJX73n^rE
zQN;oi>A2-6Y5l+ib=+aL7opO&#+dLuUy^UC;}D(1YBjP~IpD7tzB72!9Hj=GqAFaZ
z(`j23?kI{gLb{89U9csUQsHY1!5WchCyV>&lox1>t^tnre!WLYJvF>nw6Yq8^_zWG
z_J=+E<7{+Fd~Vj^xL>*(m7Ix~*+&mL0&+miZ1U6QJE&iql};AA6%J4A>{X!1xg|$x
zrrI`v#Y}n!1x2D-V=`}~*3{MaQ>AK#vHHF>eu(LxvFjvbbkN)ep~SDN_5ADX_k@U6
z7Pi2y$z6G4DJ4j~l<klMo*Suhk9wnvPg+8Q^l1)G=JqPU7<Z-vOv|NfwDZet{1jo2
zqEd6*_t?m1D=E=GnJ`epWe&&6-&Hx9(GVgU?a2Xy1u+912@^VVR=ln4QTpoz;Sj7Y
zwyqSLwB5lyozMik4i>l-xy$rDe@FUNBTN6@m6orAWhB`zweBd9#yMj0mk7L!sQi+%
zA=6Khmi{VbtV_5#WXCCnDx2@ypj4w77Ja2hs$Gfjt0q$*RJRvgwd?$BXkld-L$#_e
zhA7g+qE;-xC!cG4CSkUqn@>i6DC1jgqkZ(Wy$9+Srp5MF4GD}&JVev3?Fimq<^sM`
z`A*|#FHNBT<HB7qP=R9r5+N#5xUA-^1u{bTmb@j9Lp}j1YJY4NlNmNrrO>tT;^!lL
zIwEIUZUb_iZ&ZW`N~Smd1>h5h|EAuHZ~bRq^PkZtN0XHiL19zPH(--5%X-S!Qusq4
zivc&IqbsyoPixGrhB6dfWjRT5WL8mwrB=q0ZMw|^El;UzK9=sXzuMW1%cM6K!|GL~
zxp2Z`QNHGPsBae@73U4qHx#R#?H=_o+5J*wDC`q^%wK_2VA2tsPx;!SRa?Y8P0`Q4
zaG&t^;1!q9n*{KNJZIl)=;$jb4?P@J!OHM-fQ9Toz8+*y>3?xkWzt3^z3|Jg4ogoP
zg44UKl?CVJUw3Ty!HrzuAp!kSS|HE6#KwqSl?RA5(#-hQ-DmpgxX9u?obgNII3GJ&
ze8EBQ`2EKE$iAs1XUFd2ioQjX@LX-`t7>6dpU_{=<)hTN^U*_D8p)lp<6%2Pj}G05
zKc=fMIhFU(kCXo){7K$+oUL}6C6J($71<g3n<Jf5{qaMP&i=liiD$(=N++w|RHVea
zzervg`)c*&Ft=cuuHCP$ETPXm_ey>8>3+|z?*+a;d)SE<@js??`OcSrLToHu`DBoW
zIXX?wM{bXuh!v&S2#El_dMN>%!uMi&2kixH-yxS(lEXwIu<~x|?`vZ0ioT$a`!Kz|
z=z*Y&j&AYp!45}r)^069N9Y<)2~3%zzs4^$Gx6$C*ccUM{-KcdC%#7q;2`0$aH*tt
zLaVcU<o8_T=EFbDYm|8u!}Xu>fR!>mB;D-hdXca-W}A}vM*D_frBvXN#}kQZ*#&^J
z%blU!(O<K)#^bq|V#}}+RpF1ugbk+j;X4y#8#kWm!^u$SYMUm$bvo^$&Bf8I-zi86
z-3vVAXp8WzZfItdtm!Bi+%@RuJ%7J$+g=^eo}~(DtF`(+9z{JAA4~*uv|d;+V?%)G
zZE{n9+g?ZlG>bK9rs%A%ylaZ%1{wT`x4!ftG-|U4(9}?s=qipTvgx&G-;u(shJ26I
z!T^mI0=*hbL{W*V=V5&#1@1wett&ki^?_{eM%B`|t~_~zKP+1>1m465RP7hqDiwsF
zf=VG#hc$>@(iRv|S_Cr`ayX4^<>Vd&MJ$l{AMhD>Eee1+o(V%|(1ZqF8eKaPhQn&7
zoM1t6uZAR^&#*iVG>F3Y^y^Lc^-lE^^fh8%@I9FfLg&m7IZ)}GNK3Phu`HgOkOJo$
z*PY)3HD+X0?aoW)=P#4h2=Z;DeIDLIT)Fn*7qc>_eFq9OXkw79fVc~h=qLJD=d9dP
zM^6gH)q~={sjiK39^<hK>HZ`=b6wD-g9(I#z`EB_<w15iNZnr@3nWZX><-1oxJ!rx
z&LyVq>ol+OfWVF!G+pj(lA{wqk0^uj>Z_+u)dPD?wjqwbEd+(w`A`8_|3~O6RGEwc
zdPFc%#^#T?=37>C_^l%c(%ih3p!=HQ5v)on=vMx9=F`E$_-Kv&E8u7g?iNG_VgnMr
zSLxsDgW*#iB`FVGXo<x)EYopnI05;J$LFl@r#!=Yf=Fg@7hlC*#yD89EZhS%%W6NR
zfeNCN|4|VA*95=9vPV#L&;>UJ=-vA;*m(DKLnV?0)os&MAM%<-iT2i*Fe#l?6z>d{
zyj$~rZEA#E%<u#CPfjc(u%~k09D}K$ERcl<aT+@VSB{)WyD}`{k^|B0z>HNH>7xE#
zqijji1k1F)Wu%-u1-m{q)Gtct_;yl^pRm-XOX>RSc<a!{TwjZ|c$dC%c~*zl*8;~s
z%+S@1@<SgzauvnfNO3Frj&^}iUJ|^F>_X%DV8xHjE4LY8gd;0wX!Ot%5mjrIKeSgZ
z;?GUwC`Rv$T<<UlSWIcXv9oF7K18cjM)ufT`C{cL;VZS^^G@7e!}x4!dAW;zXuwN3
z+@&iObJqM%Yi_)X#SvX=*_?q#B834?KtbuDYgZ&ed2QK5WNTGtoG0F%3ln`yJ?s-$
z7|GB9Wx~~F9cXW!7>9OUEKmNvX4Snxl8k?ESW$hc<b;E<{u2&S0+TrOi`h=ZmcuLC
z%xV~bzhf{q<8upedJUDcQ0x}6_ICYi*(nDhHFIn=Oe~CgLy%|s1ND{1!N}J0QA@U0
z5c7gX8xKN2kAs8<#r}FD*pe|ZS)BL(AytVQ6#EMqi~Ln7Rvv;#4S1$Z*on|W!~N#*
z#IEdH*X92Hu9$J%k}MucKPF?O!}fP6x_5}GuBCb{LqycFd(an8_B0T+{83}8HdkC7
zrc<YRK##Rja8GES;bD7yG@!6B4T;n9YPsb9`H-WtaN<<M%@U|!Y;u)}%uL|S?_aY1
zXPMn^jyH(r&b<6nU_$O^N<n0JG}_G@84@2FMa;`oA@La**3Q#ONca8&isa_vEQby{
zg;jAN?S^Ic^-)E3jEEo4gq6lkBX<`Y_MZ&@@B9(s&o7Neh;}!*CTg2N(mF>9AK#k%
zp64fbmT$p{BDaK^ldXDyHEgLe#(mg_BX@=xUOY2`Xso+sJ&mcjBKZ9IM@QLtzSyWT
zhP2jPM*RY{hCHM@Io9+Bns@ntvV2yTfvDD-nzOZoL7~P9!eLYU^1{=9?ki7PFYM+s
zH{9r#y*}lC@trCsw=_x7uYEW~qi>{8f38WgXToH?-}h^Z9qzQy#h^m%*W{_{MgNwh
zA!bObcW}<_nwUM@sTbK*Id^ZPgf<?|&uXa3Yfz*5g3ENV2^OCDeTSCpd6wCGenY22
z6Hj9AWg!=~a0BBR;WpW)iY_Q##SA=%X*`wmqKUiu$nzWTht5k!%8i<ej2YsmJHvFu
zm%&EsT;PoOvp`rxMbGr<6Vn<(zYJ8$FT0}i+iN0T&u-u8+GKc1APoZ>F(`U`3fOZz
zXrV}wV&7URSen{7>>`59$%Ccl%>2bR#WPc<V1ais)h#+S^FQ56Hd8YT=)UNs_|qIw
zwfdx2EyA}}7RQ!p)iamNfyy5I7YIqS4=~g1H4`1kAOd)f;cq65>bRcD)FNtyEYN}g
zTOARouY8$`t>N5m#rY@?{w)Sv!<+V8jxK-_BW{9?r0o5h!0Nop{GYQyU`X`NNr_Um
z381r0%@@b|j~M`AIu;@TzD<4hcyNaRc!(3Fmk&!AwkgWHQ^@uy3_fIszLV>P>$l87
zG@DRT>VSn|IaNu|?P9M%hh|yiws~}t<+6Udsr+%cqTCn8F~Z|SfEp6_rVw+WoeVc{
zzLzTmm5U`ZVJ<UZIwS>1zdfFq32&UuZ_6<TP=ERl0l9i{_YS2iA8j>?2T{18Yxv)r
z<<G?98>kySmItOW+XWXdHm4dL1pFrmGH-BRVrL1um1f~}lPNx~95mfmiHdw90JcR-
z_r0NQGMjlyW{lh}iwV*sJIVm%slxE0i4^~d_rE%-_0^y-l*6fb$T=o-9o&3IFYQrC
z2WE~OfbK00{*%BAT6!}n)p{Fc(eZ!*gX(UdO&rux^oH)9*^qia#n*2fTunIsA(8gy
zARsdsA$PmLJ2CyyXli!mr31^p<C;{>rxjyFgOq7o*nuNGm}zZ|iP^eM`1XkqvifE6
zVv=w|h~Cx5r{5HK+ig~Q9zCm#feC)PvyHSXjxO`dcjz;6dn4sdpN5*qet?A_0FAHJ
zLS|-QshN@7iqtcw7~?AtKKirN0{|rfvMJT%q@Q4zU6zM3r*CPlO(&S~6fnef_RBcs
z?>Hqt(CY-(9RXrz##el0lZ+yLdPU5osI~XK-1V+4iYOl`x%=w)6D@(bSfgrF)$3m-
zAP?D~AIU6kZbMqqO7w8*jFttLINIwPGh`O7$VqGeC;ssZR1JXO82x=2X1GkFfVo6V
z(qzP1z_faM*SvXyrn=tK(8%EHf)CF^nIBeMj=M_FoA*0Mg%F@=(SZLvKF#gpYZo;V
zg6385$*ZW*l6kfC9rh!CM|3Wx@Yln{&r;5&|J61P-|PGF5CdU9C4rUSPO7{-ljOHH
zTUBe|aZ#uVV6R!9`v?2n{K~L0kp+swo8+XzGTaVXbZ2$hhMbtq2apqpSe3B9pSWYR
zbWz=1|9B`bMt8Tz(fb4Hg^}gUkCgRe=HHwY9Ss=+JlXMy9u6nH^m5DMWD@-EvQU4e
zsL|=>utXvowf_72!-?0~(-5$lN&HY(IDQt3*ctvv5BXX!a@}h5TatTP<jJHy!}|9U
zJSXBE%YiIb&pFSq#sp#KY^uc%Kd7Nye4kqxmfR2>_sYYw(#l^=#S&i>pnU&I!;$>i
zM|&eZ#%2!zqL#LHywi7GI|pd|e-`~*lu$v&>1f}Pht7!UxcZ;0t1t&~wLcxx-;0>C
zRY!Z8X@l?Zn^nZqO=$rcqE!hRbGCe#2EEL%uJS{kd=|Jjmc%c;YAOsGeLy*I0`!IM
zlThhmvA>sgjS<{;hAaWp9-hqK#9A4MAEkK8FDJy+Z%&+`YFK@_1>;ofAqg-K)Ir{h
z5wz<pASNXQBdcMBhISsxMkT17=!X?L$`#)wB#?NcBg(xf4lIK?oBrYl3|>zIiyep0
zK5Abo@@n|Zuh^Gds?{it2C{*gsD)mQ)2~DlGHm|^uBL@q8m{2f^!j1Pvsyt883}qU
zeB_H`pFL!@^1K<+=A;Gf?VzvUEIuo#rfACJ6U}SA#_*b-Z|CCW80)5W@t8DAJE$*^
z`bBf#L0EjV+@@lTtM7v)5_ew_x7s!NwX;EThvCreR4U|ekFuh-h_K#_AR?={4A|GJ
zP4lX(EP+Ih*}M*T&1NQm1J6ARERrBw!82qZ7<@l5^&!)I9ir$<_Z~haZ)jsv?PfL>
zXP0FSS$Hin^!L-Zg{#3Wa<;VfrE|xAl-`AX5_%Nm?n1v#X!2=!*)Sm!di!1Y<`ZkN
zcPPrE%zbnqW-weltJ>YyrtzbP1QYSMq5HQXJjP_k&H)Qwt$B3zg>m@=Rc5)kI`q7R
zng!F~)#`ra@@Su?g2to9_#vuEV2AKXY0Bh#kLE*(tgQ-eW16zGU<E>$K5!?n?2i8U
z^~FGz<lt1%Lv&+;4Pgbx|HHZLw5O%&>4TlDbOx=s%%$n2Grd?j&F0segSo2tIvtp^
z@rP7^&2j6g*0S!|F&n*m2jXJm+@7MJ{|P&#$TQ;!%Z${rnk?2_x*0S%*x;_y`vNkI
z!F}S$ww7wzN3N^M1r3lz4g66j6(tZswu^z)^=k%IueKh)P{`H78fp70y?!r(xpM%k
zDE>E!As9h>sH1cR?T~)?qn573<$><Mo<*DE0WT|4RrsC8U%b{he|>S?(gF%k$GLve
zM^|*BYe4e#5s#pELh{ZPP9<pX>+eRYPo3kFnT6NQ5j!+$rbvj5*&OnsP(n#%d3sqR
z#8KpC|Erz#(ba!}1;)uOX{4Z8tje~PSLH&R$-SeU1ZL>K{_)f=<vjFoS&$V<ym8+j
zmR6?qDaTPF)EbRN=*Pqp;gf7SIGyE%k``^n%mW%!w*$<G&@$ig;7k{vj%S|f`#nYS
z*>bwfm1%k?q14vQ@Dia6;gCT1#ei*(?)BEw$V4ZPn1dJcu)3(L<;xH%EMo#n-1mmd
zA{(9XeEH%qk=vkqFKWAUL$fVc@vl)kRnD?%vumRbpZo*Ay-~VeGKN?36JaKakQSx-
z@ogP>sm416hzCgCrzhCo<Fnqr!`xsAYcUG@_AmXW-*5vw@M2-jKQ$?|-43uXnmff#
z&^9xgqF6o;E8h0!`4iN`Q%ie?6pD_h=tBPaL;6+e*3&xn87~yAqWRC|-0@$JSBH+G
zB^8hFv=KI?rjqxmYu~V>yhy{S>xqA!<w-jvzV+$;{057bGsa5N?D@I=7MkYvbpM3N
z(Y#f~!B?Xhh9t~|*aT|b>At(RH%)B*C?#dQ+?Fifax7^0RSr*lQPizc9gBu@<&znL
z(|V|6?|*@Klmq8-@{G_SqOSaPp9hx{exu^9!3*p6w=($7t0#o@4b)kzA2&Qd91gme
zQw?8@#4>k!-i?&SR|4pm;oq!fVdvZBB<NI)(qioL4M8Bv)?s;17+0Ky;52ClZL2Bn
zYLJ*A+letK2LOA#-%B>kM)>BUVPckTj+4QvWep#|NdfN3QYO;K*=dKSmpVJDO}tzC
zw4?^u34nYx^yq0rv7q3$l^;S*u=h?l260iDF<fb=kpW>#GhIYN<GD*(nSoROYS!=B
z`+_S*I&RIVfLC5%?ZD3T?}$y=*(6J`=+z;g(mRIsYWU9xCL^STm%0*f&HpHZN>6m`
z8Vh?-(0uLh<KsOUj)K$I%Ap8+*O)<5l?yKXx%t$_qnol*UoETgBBfA}dr_<V{9ET%
zDU*c9h(-r`cmMZh)%cN=s~$)xc{f<_c+JtlC(x0{?IeQ$e#<0iQGR7VHD*{kbWt@m
zQg_Lv1br;_&%rXjUPi{8OU3~|AZx|>j(pemf`yw%6N5TSF=*lMzKXI81aG^D-fX^f
zX<9(gd830B-=2Mbq7{8^oHSju>r?gSqwb=C3V+$5!b!a_D_p4dj^i|YYuEpABxl<m
zdG4v6#{eIPFk4D#x4BS_Pp1kH7y_KEBfywpL#W2r?Snm5JOa}P8;}lkR6p;`pO$T~
z%Hzwx{H(MmN+y1uN}s0vjm6!heaV)a*i$vU))6p#A1LU%r>mJisG%q~e5O$=+>SP^
z%j=`Q`OF9J>>%4_UvH#jF#mnekH;G`PzqHPas()CmW*rqgFIK*+?4R|0L)RZmM^Rz
zTl{miz1YtV{~vzNhoc=xaKr4%)Ow+8xf?qhiBF7r)8pw&oCQ*&0er!fm90G$8#`z0
z)h_U>T)0FvfzRJqcit4R)J`147^rYyav}zhs_pTNOmY;nodq`It9cY<EY}3e5GeYd
z3ZuemJ$2)a)h2ro^6f1(4E$Zg4`ub0X)duqNRxr~i&gQ&Ibsq9u27Iel3oAZ@5qPZ
zE|A35%*mq+Z)#}V75gP*Z`|vR6b2rP64_`LXhpy_%MW01ufH>13L3-L+g#m2ycbKB
z_asFO^E<f|Zg4}a3(fsmQU4(g7ks>K&P}Iw+F2%1>I;}_{bydI{+9K;2xN&ioOa~f
zv*PZ$`f=(HroQuANty(H`SK|x9fECmf;r#4gbDedZI+|(<-|UO=G&5zHC`U%P$I1$
zUk7Q>>|oA7*|vlL9bw>y^_5|Odrx-tNH++ZV%W7)GBzqbzx@r`<5PxK{=C*%zbf5y
zfx|0G&{|yWemi>OfB~i8r>x=h*ac%X!YKQ1!^+6uUQPGZ*@&c^+Or0D>qS1LXNvzY
z$q~5(eXp`GLn&7?`e2WC8;m<%uz20<pS?nY?VGC`3+}fQgOEpsVx(%waE`S=q5iMc
z8H&<0MuB26(<=N@^C?{;&|NThHZ(kw@1vLOoPE@OG`~Y?_T=KxW4;q-+p!*JBlIcV
zL;uLWJS}83a3I41?hm?CqBM)56e}mUVyjGF<?w_GAiJ0qs_r!-t5KyvL2qJELw&-<
z;~(SP7u5dIs||TKQql6UJ@~bb@5*px@DpVA0b1L$C#z7B-^T(?9R<th8sj@)+D&4t
z`;<hx-D>ATnoYnHt)Vx5*f_Ol5Ghyr_3OvL2_(L2X~!0B@TB+tS%qh*ldAV_iYJa9
zd{#B7|M~2hy42zG+K7GBFx&1Uun97;&)u=^kqU2A=bV*sS{`B7-}pmlsq&H)T=~3?
z1V1;?MsW)%o2pXflFE;L0@|V3vAlrNQi-5Woc;i>Pn<@_5nhF{j_3Yni@cN%*BB=g
z1rXHmy(q@h4e&4tEyDnO-_{|vJxZM)pk1@nCZV?T7Z0xKrDPt?<hMF~OfuX|QnQnw
z_ly2Q%S(|8dYOxq^zY}kE@GtK0T=T6(zpIRES+rV)aCRK<n6ILb=x4Jcp;<6d!j?%
z>4#pRXJx-SYjQnBEUw(Z`DYb{s{27q&L$z^H5O=~|L@!?j?+yv$i3H68|4WyEfiS1
zHsGn{@t;VWe*4(U)F{Hv(BU);i1~rmucrX{6FOU<kE-0~(oByDR4l5zhGc|i2>k6Q
zqIKJG8hTzUz6)ao7Gq?a?<&Pth2+2q+5gP5T=^VLJ-(S%sZZ<LqEZh;$il$!{0{l6
zbWo#5=k03|1mSZF=DDwa@}e6DEM%X?sx(~*FH>&5Q>H8>!db97X7;fIzB3>}#Lx!E
zw6KWXyISd2Jwic<H#pG|HY%pO%l8Qt2Ru{s5Y3kFt#rRW^~xS<_<Jd-Y4*{WXdamT
zV2lEQSyWjaP(!MSNznSH%EHi{-s3D#V3+M-E1F&0Uh}|S*J)>~3alIC2nw6ux<bbr
z=3wauW(4^++jL?wiBj)nM4>M(p1z5k_FAwG?0IJhOw)#}>*ZXpf@^BS3)qMmr|EPr
zLETNw&sRYqgjEMhXwOf!<C#Q^J<Q&?-C83Tqf~7wenkSGdb1z;J(=?P2acPUxJBxy
zsNgu+TU_T<lY0daT|0s>T^qxeMybEVok6F@KTNre=E7{M3-q~4yz|fE<KU_@fGV#d
zdqc1(TqamC&WUuZT}7?2-Gj6pz3Q}F;<PW7Ly*?<5T6)2AQ3lbBbASun6Lu1NS97i
zJ}$@p8FI?{AJQOrf8_-4X39qV1w}s_*RQSd{%^A#^*>L{|La$-=;p#^MOBQN)fd?c
zC?&$ftIXB5?bcKSj~77McqE>1A?3l-4M9=|X3jZ_(duFDRxLuI#ivEr)5b$|wfr(z
zAtL664{s~?#D5;kiID6y|Lq{s;fddIg2*hxW$wr|Ky?s=_L$*22Qay4`IAoP!c%3|
zOIbH_jo#`S_{;dSX+R_sxBI1!yy2BKl#+hvnrtLy!ZA=zjq*FuVQDU1BvvK$pZH-@
zwI)}ZmH`Un;}0a@GltRvjEgOKn<$EUAi+9a4a?{osA~Uxo<6kNl{*bGQ>a~zLDNu2
zA6qzTcuufR_q?8y|8ov)PX&L^J{6Z;c-icVSBq`7BR;kMhw1tAjgJ?+ZevF3r3QE|
z&DrxEdT_pQ-gr=xb%TIlCLp}7;VHB*`x<<jO?0V(Mj|bP%uAd%#Udy7{Pb)tejdq}
zsF`ZgOa!hP6{54~fl_SadAx;?Z3v`mckbJZu+-O^2aCYAcVgj$$85Z)VlAdo>rkc(
zY6vNN+sG{x&nW;hELsspcP;4Ucq=$eyj7FkQ@ff~;9+Tu@?Z~U)ybNgc^`RmENWh*
zn{1fPAE66YXp6F|qF5I?q>}EqCrw)Jqx3BhyKKEBLdvs)+D|0TS=%FgnVTh<W}*DD
z&#d6br*`!m?T^daDA5I`_z)>!Tr4Ctst54xy$4U+cII6)J<FUsr=PL^<Yyzdw%5-w
z1-EWF3?9?349}uQyVyZ<?doY)wc6D1Z~8x*m!G?3s@qqw@$iUQzf%Xi*v)Id>RZVb
z8(OeCttjlY!g!94T%(qUrh@){E=n*83ruq#w3*%PVxiJ3GvH1^%yLk*T?y6C`aRTy
zl?mXTaOLadG@KzH2of={i3SSo?iu>PQiqoeg<r<32)kt@e7bx4=M$+r-9H78e~-9S
z?h;<UxNp(;%*Ue(eIt9#yhW!rHSG-TAAwdY*_&Lgu1ErIv`a0)0wMXf=+)=I#|Y+N
zP3_}wh3Vn|_I0FY0^b;SMLdlhko)$^a{1lRR1A(Z?OR4br|^0=_@5?p_8BiY9WF4L
zkH{ST({MzcbV%Xc%k|9%ceFzFD(rl(n1#gd48pEtwjOkYBH=On|1|Kv>%Qc<FKnx&
z;w#!|wAayB>Rlx)ol%(81&O%ISBNwJHCaCHzZMzzRYkfG)8zZk@Z-AayK~b%?(b&S
zZiX7D2upd71{0MV;k1Ge!;0x{r)S&vJvxF0$Nsq$rZ(9OCOI0CYAoljOnC$`ft>-b
zrk;tHU7_!HHkqeNU_WDdo$t67MfIHznD&TYOEo2aQs1qJ;=It@Y(-0^p7>SHO()4v
z2BlI?&OCK2Hg<%yg-%Sz{L)-%Gh;Pv1>6ylr&9x*z&|5|{F1H0ZSIv28w!aZ_M9Ko
z<NgZ_n^d4T54Wgnuf4W~%hdz>!QoqkO&_^5U2gIAxN+Ab7s)GR{>cf!zEhs36DB}_
zQMmdj9QMb);&78JPR)`-&ziG8#*Pc>D1aURKxg~P{`k@xzB!j7qgU4|m(O5xD%zkt
z)vR9(1%O*dNT6g=#--Zf1g;d&L-oG8)88#kGBB+F_V$`l4u*q$@r@{SiJQcg4I?=Q
z{;(!Zb`Qo}<&IGgnm<t8ER~7>^L|f-D|<(Zp2}pF0SXuE*S?gqweiL6^ze$-CCe6~
zFi{`@?sh&AG)8JPLy`zTUwQQ789A&;YhO_IwVFX+pR-2)3rNF~rQf{5leg<=RKx6>
zyRUe;V~M#ypcLS-@>jm%d;WIkpEre&v$MQr8rGf=#VU>zM5sDz==eZ|6{YBVb?2A9
zPW+j*=Yu^;n%+~5{>idcm*tzCupR?=xrWep@q0M2FVzxk9tX5j#XnVh6LHdK<OS7l
z2-Y=9%ebc0E1u5%!QVQ!WJk}NX$6aB)JfKSz!B{mH~V?&5L>@0k~xatm6=8GN-Hy&
z0orXiMB!rsowHf~`tcUCm!3W>v+X4+LWujMPSdlB=UnVH?RCNJz>ta@;b>pOnM=6n
z2!_`)1hx!TfeYJlu+aPMPFXNH9z<Vn1FS?y9!zE!8OC0+l6Qkc69@9BOsxD!eoBN8
zrBnW{13EJb`XgYn6O3ClnA+GvN?9JNjY8|TlgB(|DMiB<Z^;zTSY>C4^EPg@DZ!5$
z?aZP!SL}wisQZ|#3RNXrJ5wnLSOseTx~+I(Wv}^P;K%QUX~F;fNc$gS>;GqN{r~$e
z9bqG{=Y$&^w7q$}8P(61c@5!^y6JiB?1Q#br9r)-S~%ZuQ`;}$N58<J1@$uVO`>&&
zs@ln4vpt4OJ7uoF)f;{&;A}i39{*L=zs2=wt^2=#h@bNqz6<)bOfA8T#KI2bi+8Qj
z)b?-!z~ZZ4vt^gIi*<MBCHOnAPs;reBm5dm<5Hh8Pq6!cqjrj7?2oAt3CL1t9=uwC
zcy>j!o6elM;>{V$=DnCP7B4-iuF=&)?3R+BaUN9_y-{ZJ={Z5aAAdh3J|ofokq8qV
zi#sB>P!Q+(01ZY7U{QQ#{1x6IHg5Ykze9P=1}??@*sbtzET+#^oOUTkXSLa9uiLhp
zN_yJ4Sz1Wv7ccPoE3kdiC2qBH5tVsCdX5mACvF*$7{vk)(uqxGDw(YNtK1`;=^bwc
zrwRE=l{KP0{z@e(gc<jmX_$B@qc=NdY`|Osvq8;k*Z*D7t-`l&Y1|6tu?V>vI1e}h
z7+7yyor)LLyQ5cWW{d=HFIeydo{*{INmb&#1=rt_Vl)z9+^LdYU^egW7g?}`_ViwB
z=lA%G&&2`BVzFT(^v9N5I1=oQ62}M8G5umsJPhXGJ(*IR1+v{59s0S(pUUpY$ZT4%
zv2T674o$5e>N=W)P5Z7Xl=mYN!8n<dPf|IT?|p4HU!d=!l-JPU(-YsRwe3d7Cug74
z4CimKQwBs^Ibej2$9S$yNu!`CO(@`;Hv66SVE@LW10kCR3(C8xy6wWIi>xJfF^;KQ
znIfTXb{S*!a{VG4E#A5_@{w?~vp2@K%#Z4)dqsp-U*)_7XU@{GQhymUR`AY%(q~Mp
zG5Y;9ajeWakj=pk4eiUd3YW!^z5>@kX#b^#2;p|aQkOIA)1NMXM{s=JlC>oV3#J{o
zM!Iuj4Vw37YKN+W%qTJmp?VI`FW0W&=RW&>^!oFhC2z^OF8FchG-9_{lPmMLWudnD
z)d4qy!OS=Mice&dYp|{R*JASoZ`StOJkk7gWMvjAp38s1ulJJ;kBx$UUK06V;65e+
zN6Y9&8pE`812PHT_@6h0);G(4iJccy3cg1^vD(40tIGi6g5MRy;L%HehMnhCu8(x5
z$E2;;?>lquz?GO#b$A(GtoH*~W4q!&#8mnD6G!{<-67LITO+HUjvE!&<c2jbJ4WPw
z#<^}kpjvGkZrq|Fm!*T&yjfWAU+S#ZhlHbJ8lmoa1j3%G{k+b4r_=N%{P*SjVW*oV
zijb^<EETDTpl{oGh?|EDdhe(f<RPN5;w+}nE<*Wy2;|k!WFSxZyZQngx8u=2dExX;
z_*e$fxtB1P)vgk+j7)=Ts?z`lZFM9I{TyzvPC^77Ee<#a9mI_nD@2Q0Qgp2!n@znM
z2)w#4gBmki`PChEE}7&r&x=+_zccfnpD55AdlON8GDwY2fba3L9tpcqu25zUJN~V}
zsSD*1D@<q(gw}qiTCl~81OcK29PJBs;lCc^HOP~HuR&sLC|+G5?n_rA^~TOM!H*`W
ztQ0}o@V5*Mvw=yLh`Mok)AmdG-s}qCYWa(=Mn?gK8~I>vWa$fv?lqE?W;I9_G3KL6
zWzcw3Y|}x}B!(8wq(V>|3|=2}SiQYuVv&)cJ@L<*YH+HS0@!N!lrU|8C!ZhL8%?pa
ztVI=fQ&FxviB>*ndi?1|XqWB=Lw*0u8$rMx0;eitn>wWK*$W8o*phAF>kPhS^jZmg
ztR$U=TH38VL)9OS@`esj6(W#Wz&Y^4T^boTl-7zKiTxw}&wRjHn2(O-8*hF=iX+0O
z{))|qKFgch0a$XFGb{xI2`k#<zmSa@swxQ%jmz=7pW<F{aoT&Ml20upg&b3G+4~8R
z@<SzF@)(I*5S&Yb%Nop|Yeec1w=@~D@4bqKZkg5X_%L0gWX)nL#Zc4fMuK!XbEW)!
z&jP46ahnQ3U}e6%X1F&Byx(5x04?V%+O&?5mHjQYm!faMO#+-@<W}g;)#C?)beX!^
znI?Zt3R|9@4Kg!ONnS)y8+ZNB+)sP~M=XrwOV<!F5jNHKoqecPXC~}FO+y=b9d~;V
zOzJkzgY@9LO)~-ZGVsQVd#<Wp^wjKp)Y6ZC0gHeq&cSBbb_>Hzx2ONZoc-@0@!WFv
z{YfWljE_78BO`wevTb>XI+p{yp_N((sgSNpuNf*F<s|e%d|QvZ;9TNPPu!5^QT_!J
z@-BEL!OnDzgKGIDoV!_R_<9pzCJtz{F8Xu)-6a@tW*IMHhr6H+YUo%_1h$~&+tc@Q
z@CLW=O9-s)lC1@%$czu99so{PGP<_PP+o@FNw2R5E|A-e;o$raIVAal7I(EO<aUUW
zTR>GR<iRbzDL=%e5VBb;v7&A{z>1yT9qWHPqgS-Xk4MR1hhprB+4r>tP9XGwHl8pV
z9i*Y+?|+p(Z$?;Xv!aYK!a6k7a9y2k_IdFxhcR0A<V_)OaayOU1s|_(+ux`4k|`vC
z?45P{CvVm&T*~yrTbHa(F*Z8ob1VheB7cW@=v$SE*GryAv2I{1SLUp+@JeP-XF1)s
zz|S+mz=Fx<-IDtBmL?bi<`V2YAPaB!@<M)u`pJX>rGeDc5I?b18dq_ZEYcPtI%j>@
z{QBUhArVLM6`~;WSr?PWW~T%#^|bQjMHr`ekeYAX8|EDP7kJdUWOv(EgI??w-N}!p
z5P35BbmFpqlC})ys=5jKK1K1m+)4&SHW5X!&%2V!&nYlfR=4Q-0WTxGyp1}BpBMxj
zyLL~^W}1#hq5nvd?FF!cd@2aYE?N*s!_d{(S1a6OHBuTHNCcjeOMxx$x(+v>tC<)H
zlYd(m<TdvGvw29WxiM|TV8R@$CE+G?+p2Nx7*E~Xf`y~ALQSyMozLQ1q606F;(l0*
zO~hS1<&C)!w<rd1%9IQ}_^eMrn&8&2H)zh<tzDQ}Ef3{yFF`2KjqXyh5WH=!`t{!g
zlvkOdKD{bovQ-m;BPg<c9xHUU{(xK7ltR->Ur^?3j`lZoJRKy)>`y#26=|ps$)P<8
z`=P4ZI?#4FyY|j>a%L2{q~M=#OW#|PmLA_$rBz^=sKHkUf?tpL2tCxwsJ(IU;hFId
zM`G+?Wyy9Q>{n9HUX#0C;k3S1)Bt<_ktf0BB2q}DE9ex?`>HJn(&^dX?}EGF{*G(Z
zH&}C{?9{QNV}45N-GV&8Wb4jQ#IHp~bS+^nad)1Uo`#p2K<C7xp}UpTxnQ*VvrDhH
zCi{AvjxPtE8aO@E)d&)h$ij{ayZ-{4AKrlGluH|e`b&A;ZH|)iTh>Z~+~ZLZ61``+
zn9+@z^Glz~-$H3wU7OX-@A=I3W;MFDYNCD)XbUWiJjnh>pnU+`k?ndFF&m|M=pts3
zo0YfSr;7+YH}MN=KTBWk3{h3=>bVA0idcg?(n?O9U1KWL5wfc?)BsZI=)O)D`Ccl-
z+8IbduytW;#ti=QybmUeWZ_HCeX^U{^#qINFK7p=>c<?sPHO3sZDhbwHE8U(YsVeB
z_jH+5(SL!eENYZ|86Xo1*>2oo0{GtLmb(b<P_zTF>sxd`EWeB3vuk5{S*#?}oMYWC
zz>#Wf<2mTPoo3KX8wi4fOF&B<e9&)bizc`nv<6hr8=Ae<<Ev$YqCXS-4dU#G`%=w6
zf&(LG_?cBZ9Md4nPw0>W?h9~2+6c#WVe;(-0<dUX^Pa+bDg}8c5Bj+vt#WP~bnU4L
z14hi~%idchuxoCRccH=n7Fdf5F!*VNBj~aR<R*TV^MFhJ6aks0zm5kwqAwdEu$zpN
zXZ?ExcB@|Hk0+*em-o2~rku<gpyIkZh^jJnVJ*(j%YKYLK4*SUa?auCt(2THpT;(y
zCyLI6FS;SUxI;R1RS;G?h`W3&3iJL`a7)+4Z#xucJBoz<Y&&ykJIVaR*RlKv@m}Jl
zCW>49FW>}Rit{3}iZn7!1>axo+_6hKuQ!kotvs7A>g3s+4F5S>-cIaZwL8Uquxn}=
zO|@v(C;$-0$dr_etpu1*c$uf5kevVRuf-sKKnSuhIQCezT-{j98X?*G$PZ$*)B{*P
zRYvaXsK$`^yV-)a2zKE2jA1Ggj4ygP=B!T)V--oHM}yuHgf`ps-93M`g93!56}vZ9
zUb<UME`<|s<#iAE!$g2Pyv^n76XGe=E?SW1!LKZ;uKhQccw@B}HYoIwqd{jfkM?^}
zRcQ5qL72m#1k+QcMZ=mN(<nhd)6wTyiO%BLa_oX9A}&H7GMwR+DCcCWV*UdwUPUUe
zezn2N!}_8xqLqj%tt-U%rgq3eudtKPLMLiVTEi>O>3&9*(?sEyNqRVg|EykPhZ{dE
z0p$0W=jqP<j&>N{MtP=pRJ2E-ZIO4_znH;#HW<T=foN1}Q8q9l+?cMW7iRZ-si{jo
z>2$x&??GfQSSA${IRH)Yf6`=wDy}BI|4&Bpp)U5hGURqhuLal`zR6+iR<%0JwSkZt
zODn-p9%08Ut<VdW%)`XaZ}P9SqTrTgqElK?;76Lyqw)?@;3u_8ci1PwS7xSn@><0$
zYuzw#fp;IS%X2@mL*DIt_-2Ws$GSDJNTJ)`!i=P6vHIK~m}(wWbz;#*X=dn+91RRJ
z+I<}yP6XJL-`{WQucvk2@73+~?=)9<Dh!Z#xF7=G)@&lE<B7D482|KOHeGVhe?lPS
zfpMo%67E}A-vwi<$&AnOp9?Olfkj~O+H=Xo!!V5OZ2k4dJZ0)pDzi~82Y1lJ?QYJU
z5AmQyfFYg<Eh@_4As}V$M>L$4+0QvTsLMF@NqX8lE6vgc{lwle#=+}toy=>81@aLH
zI|JlgRWX}=(&K439q34Q-IxvUU71nQ>z-8fJ@c!3mvQq)mRZtI6eek#9T%N^iRQ?%
zei6^ePNmYpW$TtsgS%&5-lXj|<iEST+2%XsO9?dGK<x#LOH3qoJXmsHz7zSlSvL95
zOVYGZDKukI^%QA%^p(y>8!P*Sw<miK>=g(ubxsTVEt(mLY`o<pez&>`FXwej(+dq-
zSq_jGH#a_=dp%lwAYV2jA;>H3>{`BWuSxz^+tn!vSI&!<&vPfFC2G-Iv#+@1rp&j?
zGRb5`8n-&yC<&Xg+#X2w^peo^F`ZWF(ZoC|xC)WR;2xOqm*4xAskk0EloR;Qz`W&1
z?J1KSPbVrGm2$aMtklFTbU=G}o2-)jv88!Z<GUP_syD0><SCM=RkfW`>N_~+QWNO-
zaUt`aL5EG5eUZ%7##FdOuJ_UA;Pvu@`N3DObCQWyrsD^tFW3%AZv8njtawTORmayy
zUoYOWAZ{m54vAdGI+D&DGwD(|btSOFlFZ7|l^K6??|Fq``7<~c3vdUREtl3KIfK#?
z5ITo2JrW$6L6~@jTJOc#HgaK(eljb31TbkI0cph;Wt8K;-HJlMTU0zB(R{Hja6v|@
zC|Pd+rI$94f4c(4H(|U{5mY8_@_vu=DZswfk)FUDdFq`}qx2&@HD42`<><C{tvGW$
z4n8!M<%4W#;VNMqkOVAwjQ@u)TE_hR9-hQV>Wdaog!cOJn26x%cKz4*GEVOQ;g5KZ
zC-RfctW}J3g6IzC8sSLBGm$S0*p<}p1>|p;6k|o-1eM1WT53H|QdHd^?GUP66!zPm
zCJ{|@h=R5N1QEiXA13t`c-(fqu`?Gs9yixFLKP{YQ;0ih-Bb~Nqu!)mf_ya(goVYd
zl^z{Gl)cP_ZkA`Vy`+R934P>jKI9Lh6CP7BVa7sww$Qh!A#lSD-d>`7wOUpx-61TC
z#emm#vE#I4M5qJP(Ek4S-fUZ#hsTDN%=B}-eH}c$xQzIoCprbVWi_3^>ph>b#DCcx
zoDUbyjJ-?*Hu=gH`9CCI->eQ`Y(8$jn7iZr7&?ROv6TI%i+b;hU{*B!$&4-I93AA{
zar}aeB%M`7j;7n#8~9iEXR_>fmbgDl{LwRYBxm9HEQ2{m@m{@XhwNkc%((2`i&WOG
z|6QI+#nly?_Wn>68=<(M*V&~>cBvreRcBSm!59TDxy^3mCxH03(P39wXlxQ-b@RBw
zjf3^K!FT1&s>Zie(=)WYudZqW&C%%^Srh%=BH5A~b2c8t3H;zdNrpR{i)5Ha0h{nq
zC+xp~Ylx`ywW0VAf@RpLg|B72;x90Y9*(}@>LCUO^JXaekahdi2LJn^XTNe4BdVNY
z>{<7z<|7p&HlgX@W{vv4_h|nQry*%GSJCJn9(}nGHYA00)8~@hW<OR?w+){KlF4ii
zNV|%eJ2+!7fLDRvzKkU!?eFjgcbbQ<E+|rsr`<xXI7<rvLf|7N(?VM#tgk_H39+!z
zV>IhUU+#EN(Yt0gArw8xgLyIA2cKeGdz;0Q_Hj}S$2{SC)QC%ra3eZ+m?Otjx@8ER
zrI)yJ+1FWni-JVut{`&`88bUAUTo>q8)|gIj&{|^4frP*^+q$5pByz?G%4awBep|&
z0F%(zxzg)X!zyDMV<jqC=@g<6mM#`>KvxbtrO`79N3(1@1vW}qmB*u**yv_lQI4fu
zqAk8QmgD@n%pq|_E?}O6>W8-KJ673LR5UIIm_k7=8~e0ZLF8eJ*?hbu(B}r^<5}DW
zq1c$g1CU6~GGjLnJ^fIB<5tW_KA@W5Z+@Pc;&+P5tt~YO19wqd7EI+<B!hP%l9Liz
z+jp|KT0wR_#g_40Y8}kwCydT!XT9NdjIm|x&~`pG+|MEc-;7bdZ>sflZMFXrN(I(Z
zZx@6h6;oS&K-5J6aI<I_oPCV4WNjOM4PK->XU{p-<h99{zwhp&LHQ)z)49+fkrQ^$
zghr2Aet}(|rV#Jp5{zzdmcbUc%`7&{+~XU$3zn_|1nyXV$KA#FNSM8}N>-zwU7uH)
zrK}VvhZt-C%*@|>v+Fvbh{{OCnYkPCW2f#P`j(7ofP@{I$J1`OwKdXiX$_F?$v!)y
zW9Lm5%+)wC<`sORarg4mr^UUdXtsC{<yf=pNc-J5yH|Ne%R}W#sg2YU-O>qG4kyFz
z?O#vtjDmdF+n>gp)u$4)FyKP_U*I0F*wQlBOf@m?XweA~NX+Cg82gmB-9?JsHoih9
zUi!7#J_1M`RxWvFcj@T{NztP3#<Ql+k3W{XN_|x2i;5_}**kl-@=UxQsbjLz@Dq;J
z1Y|gLp)R8@%7Fz`f9%VYFJ5;Q>^l^vHy$)YK1|F%)EjZRHrWjIn|2N_snM(Ro1j9F
z`o2>QvxEPKvNsJ&a{t?YFF?iFEGkGGQdbI14rJnpS&HNgHkg^IIju6$a-dYuv|=IR
zR7Ql9B5GMyn!3ytR*G5<%PC7M6O_!<a>z2Z=UVsP_p|^1`?>FZ?ET_8dW&>${l35N
zd7huMy5-L+A95DkV+YR%^=o*xZFrl~p&m;>WNIujN=i52>lUuP^WH6m-&?$Ga;Q%j
zT7;2JpUhkN)ca^~PW{#iFO>aOwS$G#YfqcXh%s?J*A?Q}V=}xPtXG2;11$b60c?>z
z_ua1m6_e!XpL=;-q@*K#Xcrc*RwsqCC<at<TbEtm?VKrh6+erHoG1R#htwC*Vb`Ak
z{6Z;if6N9mq5`8CIQY13#6@&vlF9rHk}@Hwbl!x^y}z}S)?eVOqmyb$xF`rDz-L7a
zaf{`0xsnaws7hwnfzF@3YI(ViHmbL!r4H3&F-ltQ35e64W~n4#T_gY#FP2#AYM36c
zTl2ONW1({o2VB$fx>sXfcwZQ8S>zv<)Ybu*MuXv=9KIK>CzgPkbh33-%Oj{B(rzmL
zPEGd+vrSaWlEBgls-^k79g$W`O#7+`K!g7bERYCVH%+#dv}>4xKVP-;PtK4%6A@E%
z-kfuYQG8Mf?19xhssxmcd&X#Kk!Vd%qCi2$1})5%@AWHj9Ob6TNhjSh$a4mpxEz^L
zC;Li#ky)zO_?4h~1ie`HM<|-zI5ERoS45(xML;ayW;^<K_IsZCF7fY9DU|HGT2VAC
zeV6}8vEK7<r%C_&r{2JK-G~sFng}EJ0=k-*y(b?P!sw2hs3+CwjhG4~HJz&oTJ%$N
zF_+?<kS3EPyxm#7Y9^q7UWpX{oFi!ZCTCegpX;TnZoD!Q4erBpKn3X)POSP1*r1tg
z>0x3307kuBYMXu3MiVskySMW1mP#i_QvKHt^6^XYWp2;(qKJp6bjuk+TTUk)g<7~x
zH50c+-9~MO$o2Zec3bQ3NVX*8n59&#bNCLvJCnQxv`q)Lr?(_^`G?Xuo}Q@%IEA(H
z+GCZz94oih+rF@_J=oietqA&sSy#Kh*jOqzrw&cl&u<%Npf-uN7^Sx_-1*equk!8&
zm7V!;(xg5D<ZcrF&qLy`C*OyD0mc`P{sL-KSM+tyGybEB=^u~#|MYCwmKlAZb`6BT
zRmbb-EB%a9)K8e3xlrJ?c0s3G^T7i{>8y0}b1^Ty=p>mCkd^;+)x-bjV*njoar;}V
zY`k(`^;iDydlVHDb~_e|ZakhcLR_L;F%H7CL|{da_5rSj8{}{Xi&-&Z@W%3c|CK={
z#OQ6J=d{WMp}nKw5r%TbgzieCo|KtOCp>`Ngk%>CaQjuM`TlzN*EOanf(6mOEF_11
zFn!p2gZ5?o<|=#psI@8*lP@Bk-XLf+;{YS8XB0C>Mr519tnQJn#)W=eqJZIJJDN94
zA6`RviFJvEN8NpSZj^4w>Bm#KwVP4R<m=^SAx0OL$M2SpmNh@~Yc@g9^EagmU2Mp7
zd8OGF^d?OVo#EMPB%0VKPMnx6!+mi&M!E!Q;XWOJ+kCV2d~36d(h;7wt9>M6i?jiG
zvlgzaTzc2CO{D0%a;X_-=*&yj!1B!>;!6y6z>zrFi9nXqO!G!H)r$(tyfERMMO}*q
z&SE4kofM!R9Y`f;4qIhkH3Dscvumgx?T(O3-<nOgrm5JS1FMxqFHoeIcHVqfjmvsc
z=0O9k6zo1s?YPMo`$+niSc!f4&mn3PuKx`3ZNqxQ{NdqU0Jh=GslG9plnO#V4rXQl
z_5>TNV67^F;lxRH*@baaUH~JHO{03W8Y`M)M^}I4JcB3vWeO<?<$+t>2SM7b-r=;^
z!^z)EtB@n%A0xE=i4U$nVs_PCyjK%xvBs=3)#f&i<ch~}QJn$KnY)f6B?ia)Hue2^
zA@s}d7JJ_eQ|zIV!@~F5zCx4iHGaQqrlyrYe^<w&!KxN!qWb%TnnD}dtQV<gr&GjX
zO0sNSlRha{VUGpGexl)8)my@7{tjv0VmbZWNpue5=*IMW{8xdOFq=>4XgZSQz^T{g
z*Bv;u!~fkU6{+>COv6J}@=)jMP9x}R;L5i<KhIs^Z^@$?%VhnRP6yYYdb;;nX^d^?
zf%SX==hzET`^SKF;09(5u2f}R;k#r9aFP7`p1ktkbkI9%_US$^k1pTF53%@Ac*c$r
z`;nHAw=FRaeUYjczAJF_$hkv3Z_%b|8K^ekKs?4WXDu$l0xSE_>eYFFVPpQor1FQ`
z^JZp_cx|H&TjB&tCcLwE<G=ZA%Q!$b4E=U{tzlN;HqGRUR_B()u3f5BI@Twb0AGa>
z+Bj7PQaoZbX$0!!9~P6S02%DN9_xms#q8S%0aRmSw_1&Q*_?!k?J0hLG^Aawg5|xd
zXt|>a53Gh*Y_a4dS3JEfGwYJOQ$o_5%Hws1Lr&8G6{89szh0<o@2DDiRGcocx7?3<
z6ZcAQUYxHL$2|?ka<3cRbj;eD5^OElE67>A?~~>kW4lC7g6A>zNMGG+1hDlIG?U;I
zcoDIVG3k!dMRr5^=g>Y^bTP$t%YAglGKHS<S=IM7SfgbVbey9ie9D^_z@fHU13Zde
zVcDx_X{)t>ZL=VNhw#Xam!VuFgGKdt+f^C?bxv=ANE>l1HWOGZy@FgK({(9az(x-k
z=hT931~-M-NXzVF&%L4g$9u8{byL-S_=O7sd3Op0cp95jvdwmm-B<rjzhL(h7)T9_
zRkjP#k4mT8kcavGYBIj3DMVic1~jZ%eewosbTU5uz6Bgn5a)WXJUf!>e{Z@u;?|f8
zHluC?GH~yC$z5k(f){J$J<0QN-uE*CsOkvVh5}uFZ9QKBA=pD@XGH=K&E}UMv$4oO
z56=3siJ|!iFxA#c3+BZfqbp%9tv`~hC3MSZv-R>KDQOuPhohJL+zz2x{h20dMnH0u
z%AvekqmPQf!INo3@nX5*Nh-TB%4%3AZ}yvzRg}^=0ihY1r)T@uu8WCjPp;r4VI|;c
zvV&Z{M20kHdezog?RohGJ0dSbeDgyq881;zs<gHJ0#p@)t1H^$I=!MqCYrI1&?s4j
zi&dJ(fitZ?GEJdS(8|3_N9!t&ayOP1N{O~ywl{?tQM~OQfVZz2VR^ag<20CF!S%!T
z?N0j;zW*I_a`FF>`X}~+UNvAlBEK2{FDw7k13Bjoe;K^>s2dQP)qhpUTKlf1LhA{l
zg?O*Nib|Hy2Vs?al(&>---B|YeS2Z;t2NX;@>lkAlwwd_EN)VyfqX0v0S38>4KS16
zt2Csq2~EM(dp};lsb~|4+v3Z+;@;eLEAoT~_?4@Lu=E4^BemeMKfe;D4<-yrtPMFq
zx{|y>@@04h?`ID>Q{w!FzGj2HD=vDNmK$L}Pfn@MaEW!r(IcC17v`FZVRk$+?NN`#
zK45c@S0LsN5vGuWn~m$E>`b2|Xt(jcjSEhbZe+TWoA<ai8TSMoOj+;^T%fi|qC`9W
z863&tr#E~oSD#<Gd6fPeXgSlWH1|S`;UI=NJaV>Yb(2>YLhK#sB(KDwHLHsi>m_4^
zwMz0l5)sY}BM8G<!C1&x{K9yKqs<bnH%_A8o^Rgb8p2d)8$!)2bXeC9y<#2@srKEd
zh{sp#F?Ri7vx(E%a8BNH(|I<=!!e!=WVg@}bBwC=NiHQMFT(_Pi6El`y5)a`xye9g
zv$tmFHAxf)JzI=k>QifL0$pu%6T6@#GW6w<OGZ3-5h>Bu?FFQRz*Yq@n>YaFrK<su
zR03m_ar4v$(JmylD&~owsD!C<H1o!D_fS7zxrAA8Osx|v)Ohq+J)>*AX$Xr4BdpB@
zq()!Cxw^?7vr#Zv6h*F{`pq*rLQT7Bo2T;fCyXJ4#*aGa{7hXs0m6`sy)A7<4W7#e
z_Pr#Wsr(U)|M~3eouN9$r#N46^T*$BcF#Q9nfs%4;t<)jntRgXvBl*z9~fos;kTYU
zo64cWb{4(#!TgK<`iw(nP3V>1DT<-n4gqjdzX}V@zqU$2!>XT*Xqp;_j2VYC8nNh!
z!BHIDmP<Xu6KgzBV@`YA=5KGhOMla+-R_zb`*>^l<YB&AgBSMG-<?{T#Y2r}Ez}~7
zGK80#vKCF>vh@8$6(;5K^wqVdGbgHko*62(Zn2<F`KP<pS3gQR5wg7vmAdP%<3&-u
zMHJ?cUu2H*_GhUzhyT1={`+``#q)$#!8*Q2SaBFRO0qL)Jc$Lsmkto$)?bF*i>ggZ
z)%mMGu#qw0_hFAGwRy8)1k+5OP0Pn@^K{(w2TwZ-^eyy={A7@#s1S7V__UjlAIj8k
zWYK!-V7XpVZH+uHtL9+JS%+$%`LxYZ32*M8(bMdPTrdALgN+JM*Pc?1IdIfAg`Sjt
zC+PcAn|xE9eAu4d9(JKInyC<XMLUpoMXK-ooJTw|E^aXmtZxFlRe{gEBGPFCxk=>?
zClgR-zk-}3Fs|E;<hXC6PPjGjiMWz9e6+nOq=D@k;2VyY_1vgyl1N>3A^LQI(p>d8
zM~e_CJ5I}P=dhMmDL~^&WMXGb9I;q~<e~{uc;kj<afM=e`hu_(24!D-M^{%ri|c8}
z8)VZ`T=0&Zk`P|dI<WG3hd`!;tB``$T(T#Hh4y93D-94FCv?vSF{r$cXcCsoj3I+z
z^feZ|_5XY%yQSbl0W@i1#_81i)jxqfz=Rtom6=|P2G6F`?O<fjbA+NU?t7r!a8K^D
zu5VGG+$BAnaQ<ys<sQkO+!ws)M*K3yyz<2wnL6XZ2a{+uh@YV|JFT+iB7dJUYRA-|
ztVp;s<ri>cOaF0RPtXXDN7ml5Up*AE+T|br&Sk`_ua}}HLCiuVV85)&8Xys|XstjA
znhMD&YAM?Mn~SGc4}EWF)?@h_K|VShsaLagUEU;<ad|6UMat_zp?n7a-iTM=D!05d
z_qwcg0DdnDsMS=}uIARNv0?@BlYSrkVD%0Q7K-8#tx5O2rS1s<KQ~<-8(EfoDc8}V
z#Z7sy4@i*mx)pryk3ffi_Pe>QPB@Yegi7j{{KD|TW{Cpjl#^#huWb#YWPI<8^J&Pc
zlOyQueO8x-j5Kl%7nG;Y?Ky%DZ#*$@vIODlL)5Bru=)kGZGM$H_5K&&Dmi9w@YQ>r
zR2gUT$+wwbfKdBYD*~wY_3ei2LwNsBj}o6NxVcbirew2@a;9I;B|bOmi$ot&nt2((
zBNdXP_9?7|hxo9<$2#}zM|~oK?X2oG%0}q0yL%ga7GaDD%B@q+&$ig~*F6o&CEnh<
zZsfE3DTBFYq`gWrEJ8f|jO{A4V_`?qyvj=z<9*UIyX?*VN{wTZbZz|VA%HA2eZud=
z2rmT(@i}xmoaK9MBMQH48oZk-o|^Kmy^B%j*zkdtq;al3tgOSeZdU8~{sM6qiQqO4
zxM*zo5;xODiU8&jb&@E+vp6?0i_Po%<CR`t3-Yrm6m9~CIc9(_a2aK$x7I&n?jfUj
zi(;gi61Jq#<4B&Uk-`bt1vAi3xpQ;0B6a;?(EUO;@lS-_LQ^V|%jsXe0?zd+!9A-%
z7bpOz%ekq@5noN~CSfNYq`FAUghqp-S<f0Vb_vaZLCR}f{m2(DTqhjedlha-H|ZR~
z<3Yd3n!D10Vs$e(DR8~#=h@^a&Sm&8oEsAaG2m%plvIPF;WfZ{QJ=m);M4b&>FYAA
z<XEs7EYd>vAk?jK0o#a`-5aE()cqU@`m4{#IXURotoc(t=M$JN`k;3FB5od&=H^(i
zS96`d&|z065&n*DOhy`wt1XB^*R??A%jod$f29clNZyUt9k%o-F)O`kv}AaL-3)5V
zC(XR=bXkc-^oN*~Y6#{8IFdw87-l+}g|PVrlzJ0;ubcK*Vm{zz-C<^O01e|;TXjoN
zlan6KjDh@6mMV}TRVcc;P+<wiF}XddWae$GoVUZF#>nihp%{JO{2%E@7R~Q=6PiQ2
zkn6WYLR_9$)f!q^yX+b|(ysirsmp&Z<k`W4g7=rD%F|9x>>6*5uAWSCd}h)EP-o-i
z-1roq*;%{@Z8Pn7uDd@s;(OSL^F6}d_r|ZigtUNxZ(k*A+hTSThbTdFfrQ)@?kFbj
z%0Z2sz<Q<9UjIFx@AK&5(Q;+k!a3c%`n9t3S3UKWB<q65PjE9^d82<$`OB(18luO4
zihAmg`i^_XZY<SQ++vht&M>#lI(jkqE@kvK>uOlAN|)1tkY^_Do6=rr(_iB!CwvX_
zX6sQilkWRQraM#eUze_V-bpkpTytz#Ilp2p`itcRMUbtq;nTT3C)VuM5MKYsDnN%I
zQ1MIp5tFLw)3kktU{Z(nE#}bDs1pRuKz{WvAfKh(VTOn2YM64?4NVXj1w?6#!@Q{&
zJvT!nn$+pFWPraoIy$k-Wuf%M{a%piwRP_NaNqGvy!HHOq1u&k-tG_u%zWtzQD{qO
zJ^tMrQqyn>AuyX{y3;MZKJ0HK{(M~mICWVsW9m#M7X((Ch_5amBzE#jU`KC5PD`W}
zJE>Xcl8K39#^xB}63A8mqG^pU!Ny6BRc=1c3S)c%okNTv?w;q`3}^k+o;-t``6+h=
z<0pYF{J2NO0UKMp5G&$Eum(|Q)_nQnw)ii_v&DJ>Un__d%2B)WCQ&ys<H>9N0t}#8
zh#MI5LICU70<x}zQ2Z5ffliAfN|6HPL9nCY@{nG^){yStTShRWAKnTcxthOY*wMp$
zLgfL+opuBMBQL=%^ELJQ4d$!6PAGSNK2v6>bMTFb+?(cf6Id`_$6KW=Pk;16h`p+g
z`<lkvNh`fobHM(_E?Pmz(Ylb%xP_8I(e2Qm<Q%0#>DiS~C<Q&z`vR!jN(_ic;@-Zf
z&UN%x+S|c*o0#+_$ys{0N+S{K4DSY+ra4h5K{1Lbp5)QSZ^5ZhQI?CA{ZDVh;p2p{
zrmh+foig&=rc7gTmp%3b;TZDg(?YEsfG${}zA;}9dlE9O)wmCn1t&OeQaZ@VZK&%Y
zhk><v{jXwxrz4u5uy?Y%z^_!W7asZ1k#v&BTKHD3vH-od`IDKW4dKMQd($fD<lnK6
zcD!2DB<Y77>c5Ur`;QC3OxBZG;@S5<6Mg|bm;Mi@?=71j(Eo_3Y+#c7fqyDs{+mbP
z<e=;bT`Q1!kO9oEC%qiq%xJ-m80h8yy_Y_cGwJK{oE4r;x<o1G6w0|JTMk{m9Bs*e
zPpZ>IL@SlGi0(d(8r=vSKh%G7gIgO6CJHz!;vh_oA|yhm#q0PLER_$zx>z@xA>&vw
z>6;37WZv>I|GI;$ob1IY6qFMyQ(x*f+SM1X7_|Ypu#BDO0HWVv+_H}Z2)%jpAj{m(
zSkB$eS8}u=OBARB9J&_>z8jH!on57T;NT@6d>$$P?5hLL>K6dEv1g6beIE4|af`C^
z<qCbF@kTYk-cQO?J`QjrHZ~l+j*V?7hgsibC}dXb@9V!Z!@a#_H^sc5%b#o1Y+PnF
zUd$TlfsRagLW`Zn<q!~`r^K_sI;LRSlRrZJ>}h`wT<2qABk8L&m{Y56s(<9t-$Qm}
z$ZO<izW#N6p&3}|XV%sXkRF?kmZG+{Av*}g(eYK2UK&kJK)1pt32K|^Fhy#dO$yc{
zh(*&cVAW`92X3<tH8x?5`QMQ+G;8|XXqwmoDs{-rf3PI$hSgf|lpLgpu~wh13HLDD
zI&?Q0#Az{=+!HRCfUK|lvX^UOJodhfPp3o5*X(#_1Hw6DtFN`TmBZHhxk{V&-tOG3
z{*(Ng*c1*PFiG3l7ai_kEHiXCnly-;WRIyvPQk>CyK|fOy9?Bw8}<9oXNgCPQBB6I
zasHDXE;Cm_1$47di;LG{6hVU4EYKTueK9*CMK-H7lxm?$foFIL@Uzb=jo8{uays5U
zRn}ha^(P3#zhB-(ee>|{W~s>0|5f79X_5%%dfEWw17^ncv`~6p4>t;*wu(glwP!a5
z;_r;>c!bTv{yx(-5aHLCsgB3rj<raC2>-I{d4&Jf*JHEBr{C6+K2z>odJwLAn=*Z&
zrCq7F)<Amy?&LFCt^*_D)?49;WVX{-a!1UZsgVKO(dPQzzTavsn{+JF5>8dPUpc#!
z|M#{|<^^aHYBFF|WE_P3<GgFt@^krmm)ReS_3vKW@of&+cgS)-B$y*dXx)RxdoLti
z$YJoUZ|7u9rLDhML%D2L*Xechc8(wrXj-D=ljPypAG$5H1KZy=)fJk4ILHbseNzAC
zoiD#J>ap?>{yZdDxo+vFU*k=JjPV(3T^kdt6y^Ooy0lRBk`5!!(@#9K=e~@;I$sa&
zwY~^o!0xgo=FvL5EL&(;0DnK})YgRqdMr``Q#V0pEqOFD9oc%khz7wUjYLrjTmDYx
zM_LtmV)k$Hyr}yT0KRSEB~afLqZV*q+&)?ofiHL^7Bpo7C$etR7viq8SY``>E${ts
zfQ5B4W?NF5Af3hb8lbPMg)InSgG}Y*#|Z+h51^F;2#6C;x~SM+9AK|#Aub{%AO^=E
z??$m+HCm4u8RMx$1nI42HhCZ*EeKuv!n4JNFq%W-zjpLb`uUy&oc{2`SFtm3*A5qO
z^kJTESDj;>^M(;YK`Mt|Uw(8W{w=RB(Ys#38>TFU;|7`n;y`aTgRH{_&5(vAdXQ$9
zXMAvacNar=T*enmf_7_)m;cL4Cob#89h9Gb>lk$tUS84?$l`_eeS8Mvq5I5(zIC`4
zBLN7=Ykm==o}M#EsnC4?CxXU}*cOuz-WOZ~q0Cl`a|jEPI-z)2iMTl7vr%pv_nq9&
zj;l_e7wq9ES%Y8O@cHILdiIJKyA4J~&hG6Sf?i8%ahZF^;?uje$ljJ1$$Yu7wZbV!
z{|m{}gl52A#Y9aa1#ww%ED#U79W3Fhcv}9(X4SB8gLkeuyKl^xSAeu{-W75(4Zdpc
zdvfzdm{DIhAdmQ@^?~?29Ium{fq{X@$K^<NVIWdENY;jx%h5T0CFnVx-xcp0N9^bP
zN}lcB1L{SWq<T+pr4$%p0=|{W@ZOpj^{#ry`e2ni>|a3Esen+IbIHFW7C;%sSrubi
z{_hK-|F;7{)t_VviTH001PtK?#LY8nKS@CAR{Cskhh&vQ))LV|BbwkZqmI_u)!@9p
z@-2Po=H7Ih%yRFw;JU?_Z^xQe(7Pt_f4E`H&-QC4R(aNTapAUGu8aArp0ZpYBi8aT
ztxq=HbP}yaVkDfPdwV8hgMR@g!@3v&6auNDr1~EZ@}52krG-@5Y1cB+C8Ps0;$yLq
z49|d55>!QWF{iDotRuok#tK?pA9$#3s$s&{;<{o;%ZF@d_owMR+0VWfL&O(Xsn2Jz
zE|oPeP-gG`3SMt><9gCFR=54^)xu8@)*48SHTl&UPGxN^<`ett^G{p^4SV=WZs?^w
zvr+pDU`^vUub1vqSACFmtGw-i4CK!h=QKMbMbn!q9KPJ%zIvzMhp6Vm&EIrSdsIXw
ztc7{PC)^Pu@Jcg1{0uk2J{H3qM0VJMQZx!7STJV!q8S5euMxm!R=8nW{D_RaG2Lq?
zyD<W~Pi~U%!PO}1ea0@8uJ(wx=}qJG-vZP4Xmv`|p#8&nk$T?yFBN-~PV=Ut8<jA_
zYb^O#2Pcs4=~HVwZLs7GQxSip@_OrnwQ!$lJb5=c#@gG4))Qo_#*(d``EryY8@)bO
z)}pek;i-N8e%o@SV1rdKz6&wdxhfL6+|L^9#CjAP-FQmhsQ#F(LAu#~*Hy}7nVN7O
zQ#&!uW-gizjTn0UX|Ly0uQr+1KrtcZbRi4u>HVyC%~}A@v<9R@-1t$;be}Jflk}AQ
zir2=Prcf7DK&nj$LK%X)ojW+hw(WM-?wT!y9f^iCNd^R0b<L71+C1@~)|hEA%mmv0
z%ua~E^T(ws+QI!e*k7Lqj=rsZHCrB`?oBc?D!cpY+0w-~g4y>v`LX9->0l8d<U>by
z3ETgC1gE(To}5P!j<Z5)*L$`f4(bmcGGLj%iLLKAoauA+6q*NC7(6(uVpp%-&GBm(
zxWHYyBkDY9y$mNwc8<52y@tIJJ=wDNU<+)At9?}CpKBnU81=gAMOh^b-=m&J7acJM
zF&f%gmky2SwLILhWnF8m8<ex=uKX$$tPcoeTbPUW$v%6Tgprk~&q4AkFnJAWZ!ptx
zB*jC1E5|EHQA@s8On6j~WyyFSQ93m=to}Dkv#{70tV{4!CO`eV4F-hN;zIAnVs?j2
z5*3D>K+Zdqwon@04UK$;?=)Q#Ewl)kaLXy8MSIdl7DpM`?^Mvi`G1Zql#cy5jdbYy
zr;AvYlN-_2g)ix<op8eIXF;oY=pI&F9@A5awuxL9js(s8Kvx{s8-6>CQ>D??vEu_z
zsy7c5jx38D=K0r_%S`YxE=(_J!W{^)k4#O!M+=+l`tCb>uo0$!c&xfl&LaOA%u$W&
z^w^yvcD!K<3SLEJIA!NtytvuY?yNAHHqIGQhY>X1&hn)Cq_EiGU_NnXxjf?u7RdVZ
zYsVfpxR4|(67}4QZw4q0v4$u66XA%T;|_-cZF)EBVo5s;6y(<B`SBflE0QZhefUI$
zb7bR!7{o}Nm#-jinCiY)(Gyui6zD<a;LYPT99{JEDiBIvNy%p{aR{(Cd=&%UIK8U-
z$Q78LtQYwxhWHDhGs$!dm9~X4H<XFv4cOl3=XvQX7)DHzVWwRbTKX;r@=Y>8-`*mM
z7%v3@KA;gYaXKoISzrJP$BLJp%3x`(2HR~_Ls4DF{DW^aP>Wiw{&wBgCLS!UQguav
zC&yKBOTU~S+3X3~O!cvfi4`-Zdgw;HaG07zNa0B9^-1*@8UL{#-jW`lN4V7Xw(D4>
ztEm`tXC+N^pJSe6)ENYGP>a|hG{4{yjXTt^Edly$;*hBP&R}=G@887m|GK<c|8GgY
z|7*SfuUWnA|5Yyb3ahUtrBxo<GO?Nuc?fQ}o8VwET9oGeszkrQTLRR{czxy7$6bZa
zJWcqdZwp?UH_44~uhD<O7JZCrU#kp+^A~)~YocDd=H>9QfB$xAE?0Ra%Imu5*!e!?
zw`NgI27tp!&>0kDo%<q9q?=eWQU=q%G~xMPeDt|?FD{EuO$V7=AmuC<3rpj%&-LFD
zNbSD;@NmK&Ct?!?C-wk(g^Oi}v~xZ89SZ&7YONc!!KDdUt)|}<hwFfCZh-uBV85l3
z!i|QC4cm%q43I<A1|hC&u^AK6VA4~(?X^Mp7Xe()ChS&<YhaZ7*WL+k7Mn^~U*Zjs
zbIUikVEYD}$yaB<@Hur>Ur4!q<KX&($Sox*A$EQl_E_alXG<06>8^-t%{!<dG1#1&
z1O`3AD{Z$FYD!4X**-3ANGNzIpCPC$Q`SkGNY8_Uye$*~SSEa+1ZJY3-WMR<W$;@T
zVDF^Be^z6EB!`jX-f9A__zTR6&T)fmVbrn9_7wyRI7*@$wadufy1c5c6^`px$NMbC
zV45g5z!&O}B-ZO>ug(}+(<Yd)c1?qm?!>zzYuvyZr!3WJybtqwj6~O#3~@N08qkvw
zUF<Nggd8y+=d02!E~qN(9`8)hp5lVe!<M8H>tN+AeAQ`??_vtU54(I|a?;=$yj}v#
zc+OMj(nqfbZ`j7o_q(KI;F%8FH7d)g>m9V@r$ixj;UjX)(Oe<BCGFYi0QGMrlAn%3
z1K5oZ4{W^^E@T1=`lQoe&R1sN4$e1I>5Q9jL6}0k<nGF$pHf1;`{C)K_8k$AdjIws
z^Ra+hX7}W2zdZUZo#zLe<xcEUi?%S^TEw-ulTyRWadi?z5jH=%S~T6?=(hi+@n}8q
zL`2x(H6!UqjbGiGerc6*G8UV+Zmmwv_6H^|fm`<&zoGA-9^$5)ACQhI)n0K%pSXma
zqFmS)x20dX<gTmHz->c~VLs+{B&skiuEQQO)T&P=tZT{Q*d|jCY#g(HI30z&=+5Bg
z#ls2q6KQ%Kc`cR`gdGBQ`h<7x5q|ZE@)!t;R3fSvl`oe~zGC%ix*?b6+|s;EL_(;Z
z7_thzUbi%!XRI+)F6QOE0+p#yzNt*_+ETa5v?IxPI3zj(sdYmBwb+Dh7P&hpxpzO0
z!HIyl*h=R_065D}_F74Ko1B_HCJFZP&@3$w;lujsVGtD4hh>4u9^3Rc9LA!HrHk0s
zw?Hg_Br4@Ol*EBWkyAf<juSyHXDGyt1IWlRW*7^tCm#r^M8h<(me0hVsjXdOOqU@(
z1bng6>P#3+a#y86lP(B<Z=r#$f$43_<xttea)cdhfD71l1B6zEgh_5Bm`(tBN6Y2H
z_i&b$oS-a@o@7RhfQ&+aDjq&2pY*wJ{qxDr0nl*4;;r-EEhiI`D;{4fv9$W}(7<P~
z_ogluGi2F!|IGTWF*{lY(U9+b0??1ifJpqWvtzLrJn?&q4NH8@9LPEEZn<;;n)xFt
zftIgo%zo>{xA#nUp-QEq_P9xxm+Ns5?HCo~b=kB(QuionkiN@vqt*^iaS6NXb>}>@
z%xuEBVQ!1%A&Ut0Dmq)mXoCD)=#`QjW!#yF+=W#d0YUy50U8}SMgHd$c4*@D7LcR6
zq>YZqE|P-n)>_mG)+9*Fp!c$(c{=M`>0e22bM4EZDxMZ`%*vgZzD@VdHJaeairJtu
z2neJJ-5UyvR*L*#e71x-yYfjXd{_{AI$w5fz-VQ5YqV@E2BJ55-+0tzX&@Gv@3W7n
zf9(9JUqG(&-Cw}alhu6Je|GG@fd9H=|4+Tu8^nTuyOw_+t+A_xj)~91tt-}xgsiRR
z9YACnp-qr%Ni-)Fn>2b$;IKZ*WqL~ES9gl2Li!7M<)M<h`C0m_q4i-__JkE|6`9pv
zmY1fPO!K?79}C`V?s;O*vx0bf;)IH(BV$PG+p0Rzy`A>uj4deyqU2<Vwcvs-h!fk5
z%r;Wk<ai+_j-Xb%O&Hh9>OC>+YK@=qR0rVv<np@?U@>wfY-=6%@lL59FI+Hw_YqWz
zU&dM;2r}C^zzFEzpwG<stf{k)n$LNZfIv1ACfQaCB^$9pS~tsDQIiKyP^~|c%8-B-
z7|Jd&(W`EOrYX<#WPd=P6{zO2v?(VXcSU%md2Y1{tWghbjRXG^)bZuF@J{YLbtY$n
z&5gtvZ&zPtkQ?_HDM%C!j+SBhn@)cqY1Npawd^BI-sL&;g&+Va?~4cUZ9Ml19Y{1R
zVWrg>a&6{?&T0DqqDq%SZ<9lHXO<W*QkMl6sveR)ik#SNq{EI78^}TshEVgBNP%(I
zgLB>O0{TnP1|&9}V#WjRQirE>K#-<lphsn1O{?>zcK5=dHqc~@m`!c!fa=k2Ely@v
z;^fh8E!HAzv_iBTKS@+max{~Ic0FL@xQR7xtSRmV<jt+kY|R<*rUK{nonBJ+9e6jC
z-GT_Jlly!XO-6tj^q%51)B=>Q7VS9oqdXBM>mAGpwn#|ET#~1l4>jV4Wz)VfiJ(P0
z>B1L>uirW_c&Q2eO`%Gd?!_t*)HC+`5;%vs^h-?MBP!}XsZ4p=?Xk*D-4tPhe4*7+
zsHLDze|)Cd<ugKEJq0mU`6=;Z<P=I338KtwGc<49p9h^SYwpBsEiZ7>jhkW@WS!eU
z;rT}Fh?8VCAFk%z^`0*)4OrJ~rMTT9n|ycy)f34XH6(nB<AOCMn|CYuyhoL`D0rLd
z6*ep1QIS?gT-d)!;~JcO1M>oD4*|;<$_G=bR|>@@U_0U#Bvn#g5`T0Mos3ZnDUF1f
ze2;)ovVH+OBE`V491Nj;UZT{QJi!6O>8!A;wpDT50KM<a6Lm&+9c=(ApicGpajrXQ
zs@aSKa!OJNXm2mXaB>o;B9_uOI_?B|8SpY3)ABuHI{Vc>5@@;tn(9V3@35ZB)Zn_y
zK!63X17kr8F}%vL9cA=#0cRF{AF?Y@5v2h7rzXLDN`uSa*<((}uA-JRfOJp0GXkYk
zc!@uuV6%N@+<Y<oQ3OO7Yh7A^{}d_P?Ouy`f8FGti`;xklM)ZI99eH)2GO#Qa;`QN
zk8>?NvF;(@8eJ*c=kHXTaBmO0^ac?r%(Iu(4f}0-EnC`Cd|uNFj`*R{<@}>>n}o$%
z#X)q|csSw3TSP%xAl}wfr9|8j9l*Vhn(*t|BDx5!Hg6)1WGm46ImNY;expeJm8dGA
zmru@t%f>K;Q1W7xHIRbqKL+lPuLk{my~J==P{`|=^w^Oc$DW^#RZ5(1-t|=e#9wLO
zmXxRqISt4Tw;hnyN$+TbkW&W6$MR`EDSxZ;a+n#G6TT9$9hkMgzI{heBGRD%J8Qle
zg-|GaLtE-A6a16zbXQYtU7ute-l)jg4RA~;tqLI%T(s^;3|;_VTa1)cx_s6mSboOH
z%sm6pw7#89Ev_Wsa#u&*az!y~zRN!GwmQDGVj9@v1{xeJT-|#^J3BGIfSoascQ!`H
z5fGwbSP*Z(xPA`#b6~8=&`LMsc*kn}Up2hUOrL%0jU4{^S8t>#`!B-1d#nGVbCQhi
zaZLZIVEx~ZumprL`Txs?d+RZ;1G7rDbBEX0h8H~)_0YG2DUT7V2e2^X2}6yS-F(0E
z9&U|gpD(0$3y&a$3vv66vsocO`s?m@nY^oT0qk-PAhef5xHmWS|7dlrbkACS1r>O_
zf3H_yu|XE9X9M~(+W(?V8EBEbU$?{;RqnlBzdf_-{F!q2+aRK~5y)Azjn}UJa_&s&
znhO@`d>h|2W-)P{w4P{rIu~$X@7$tk>5ZQl$|hBz9?ioiJVN-&V!?@xok=iJ%7Tt2
z?d<%nQw2^VKPkQ@A_HG2@0xCGV#Vic3UdcbF0G%MFGaQt2h%MBLQtR=Gidy-$401t
zdSN6qzC_%`QLhPi8>rsmh`~4Q;;(!{N}i_ppOok9-#A?Av6w;BVhi>C8J51~r3$>>
z%yYev@q9h-iY0`ztKS4Lf%qg586pZFDAYtwM^b-~Ej_zxfE^Ce)wc`s(mOGhy@--E
z&zQjV1l=SdoUh^fzBKX$T?-{pq2#@S^5|j3<fc`MAQvJbl_&}gRz9y%Eawf>m-?a-
zCrK(>=*CFcZ%(+8*Cq`214ww0*!%FgIS`*s(gJr1_xxQ6PMgp5hWyB;PLQQWtglmq
zO9cdb@Uz0cyL~G`>s1R_piyn3;#FCbZc;JrqS0|Vzj^?xY+GJ(du@9QeT&8B(|<Y%
zcT~{U!q4~V{9&dLEkR01`PN`>x;q(4IbNNHFZt|Ztv5e7oYSD2IN=3qo=UD!9_q9P
z#U|sT;~wfS&743SUg2v1i1D!B7%_HH?g30m&`XPm5lN(%vrk={zL_LC;>}Q^0a!If
z60_Dg)Z93u^sXjpxuXu<ug3XqoZXXYq&b!n;@R`zeY}1Btr2x@qwx9KEgW{~!~H&7
zPlp(w1^X0Z4L7{)VzDe!t%JtEHvJ8ZrlWb?1Tc8p4aR;v_7c0CnE=%|G<;S_=2N>G
zT~Zpc`;fpmUGMQ(ut~_N*G~UtS&Mz-TgVb<`71I-^xkO1cq%KPeIe-s3=n;Q8~z6L
zRuMXtOl2{#S_2H$TZu0w?)_O?(Jvs7qy1{h8z@nl^n&vTh2EmF<qT7adr_(B8hV-y
z<GZgVT542j4dFV!$^b<@1y;;Hq!fi%<6^%wdZUWbEuA1}fI@(<>02qg^hR}1=;8zy
z@ROnS_<goi2A9l^7}3n6>s%3c?!!#>t)3Y$vV-p1d|cdwQ>PB`p9~b1%sKt$^bxcE
zFK-)f1)lV-{Y0V3a-65eEWhq%KnPN>2f|}lj|vn)%c;lke1}50L5%ebLEQ*dcEnoN
zC(9Bc%XlNRHb1=;ERv@Op*Iuf+If^tmzl3+I_%=?DB$?8sM7cGNf`IhVYi=>uTzH?
z!8Yx2;b(>YbB-T;2}5q{Rad@x!PfS%x-WnK5Or!<lj?VC;ya~S!B4Oa)}lsT5UD`U
z=jAc!+G5G1@5PS<0A#{$ZrJquT4gEAmscCWwo%Oz8?pbIhoD9Fht^H_z}lMa*@>fh
zK&}=zrOSaY*yn_?i}PiEu6nobY=-6Z-V~^4Q<mhj<$ecGAF!VE@F|$+uv@QE^Z|UE
zoXQDWBf?MaWnTYlQj^ww)GE100~7On87vf6M2{uTceuQ06F0#IggXmDx)i8Bs6@LI
z3PjC3__hAEiXIsIZB(~$F4gat!CK2#RRZN9q!eGO&0yvEsxN7KaB>LDgTP7Jv+H`l
zANV}xrvo!V|2%+rjw+<5ZtC2(`Tzf%`=9f!Zx5J*{=dy7fX%>4)pMfO@k3i*KxU47
z*)iBclY+X}&rFOnIwrD003>w~_jx}{K%O20@2GOFSC<gTG!92}U&AI(7rzo7Cd9-X
ztR(wEF7C2BL2%rSdmeD$ElW{ab0{Fztj2SPauaIFF9Q<SD(g4cZpd-)Z8QUL>kL=M
zemkfA?v~F-Kl;e%#fe%ts8MV<oDyIaH%KG<`g~H6kkS&`ev7rC`lP*JodHW6KM{qO
zq>~e##=G?~6~t$Jg1nK0*6stB144&DN$q-cjuf6Z<=IKlxl|H;j*|?c8Uo`ceJtj<
zHy&osHShTaBs>C3;_=X&NlLUX#Yz+Vva*YOxK`teYEnsyZxMr8@_M|oGxoV^*|WK_
zAe)_krc}R9S+UW}S}3_X!{jK6m|0OiZwl4+^FVVBRNiQcFYRFhi5=EtILSK#BK?S=
zeM5+oL|{cwypyhJh@^*G$<Cj3^Tp7|+Gf0fIiH(duzR$^b+0M`oO(>u-tC-7o1eXO
z{kQT-cX+KQ+@vQ1{xDv)j-+IH1!gyk`QRLSMW0?uCk&dXraI(Ly?f4$T9KwRk6pC~
zmw@gCZri9FhZ>BGHpjdS7?q6*eF{c?E(n~`bgTuna073@hc^W2Gag{8Cx{LUAD2-{
z_iC}qpq;Dm?TyDPkwcuh8ZacH`Hqs!LH91M%gcURyrXhRt%#HmWaf!SsM9tW<(jW{
z*y20AQpT^LRO^GEy_zH;lg@)<HCXwOQ?;nejxxI7nDC_o`#=_(5SB@;uN$W$PJLEX
zys9zVjROCcBB3$MAt(_cKFPAHkurt0xmw#<epel_vg}HqI{TQu!j}^dIv9Q2L54yM
z7D@x#?Az(58=OA=9+P2ks>Oo@Jrr!K=;<xXbH7Z{Jfh)gy9ad89X9A-X$*F_yi_y8
z5r1AX2thPc7teKD>{DPD-5^1RdUJesjz$H5#5X`DMl)kzRi)5+a3r+kp~3u392+R*
zvCT=bwyV`5Fpsa3+X22DW>rLSJSpym+bDe<TAfLLH9g{8x6llv*{oO#oFBxA1z-Ck
zpD)c#G;cPL)(aGVi&R0Ogslo+iK^gukbu@|&ypZlFd3IY-fuQd$(onbg3;>bx-Zu^
zbtp`WVM4%~I=LUbhQ9L24#F=8_({!BwAi#u|HhUWSHtUc+9-QjFCVz`?E9tVGDX68
z;URQb5rh30+!MKIc@3~{@eqI}K~OgIOcjXkp^=e6>A8-odC2I#mq0=oeN)`)hYMw|
zujdl%`q&WJnX>Onbi>n+iCejsuVsI^H&Ajuj(Z`834{tS{h;4@!9G!GVqk*0)23r_
zzx>Lxz57=m2v1)jI8FM5Z}*CCFJCNo-YMyh8xVQ}_%45@l9Krpnd2JWAK_djfYIY7
zJ>RDH&Xznog&O(UTSfd)2B^DzioEwMe5t3ZO@6P&jIOB)esGpcBI1u%cTMe+#LE%r
zd3#Wh*KI48B7e966ymwyQm49bfC=13!c2_6vK4KC2P5XCx6KSfA@k*U{pXS|rLgNa
zvDd)wYDnulxl1`NuZV`c`;O8La|qIU(Gq3YRV|GWr9t@)yxyY^p2Vb_fk1Y=wv~MF
z8<rOPrD+8~7RnAY0sspyA$0S}T)d>`y1@y&9WxIfumQj7r(=$9GoCL|bc3|Djxe8H
zzjmZ|SEFH?`62Qz;BNGda};6(n`v5(TKKPa?SGF3`TUPTpzQ`i0hDPffV)^4X45_z
zeTdQA3e{hDu}~>P1;)8Y<ilz!?asDDZDVPA5DV?X=S%5v7-SnF-DrC=2L0t+4}Et?
zjqf^WjFVxBd+3*>vPXHjz@*ncy!FI;E>N!>?BET|?+SH^X9*;g6vA-0fj;e8Y@K4Z
z!vb+%Rbk-4yf<m0)9vOyn4n_*<FJxFM^Gs1QpLzMYtMnn;<X4U*qPU>A^18Mb}O}k
z1zI``&4yh46N}j1F;t)3Xicoyd-F;5JpFMl#wS;Cs|{Z=$-QL^FV(8qd1IIkzF|M)
zfMm!MRNnZ_-_!a0m8j~gsE#cy+j@ieQH-l`8*o2PY|mkh-#T4DSizVX<kb4b&yfF$
zQYuGQEtceuO>{4o@y4BrAy@dAKYZf_d&aNi=7-S{XNqy)3ziKYaAq5L8kUF;41y-e
zDaNHM@j!hOb_-wb^i=Mc;ZkgYP8cs$YnmXaYI)IUEcWBRb19j8I$IehP9S%$*hjvQ
zcslCkH*eD!lSqA8V5<0=0GL8a7fKY;9DLlhnsg_e+6=kcC$x-Y9VAaL0=7;z$4z>Z
z3J#@UyTQ$`wX8m8qwiUE>AXxicnN;)+tI#yX7&kwWOe-}UbuqXzQg*8397|5jNYB&
zt-k!ki5s(EgzM<2&5e`bh4@al0BJc+ynC(&EJBJlLD|uIO2<1rQ!)!`)wS|NQxE`M
zPuaxbY2i!MgG2HOPX)St98p~R+kG&3aWF8}1M?<nTh#W)vEZ;MNoOUSLUOBsHSaUL
zueEmBNA-O+?_Gbx95q8Ccm-V-hMO?N9U%MboBf~t`<1^&Bl(BMD-HC*)%f!R;y_pI
zW7AHX@#652wa;)Z*L;Yr`u_Az^oZGL;h~gKx6a6q_0yP&zkUIgM1fY6g5-joUjLT&
z*B#zf|Gj`4EjiP)9Dz)yniv*kPRC#%6ZFXDA0OjDB_4=taxAc3$BX+xPDjs+)&gL%
zw)N*(5oWSgw3V8x6qzUnqhVe4m|+MhUb@s16apTOGgr~QZYZ?Y)2pY^tJUiRVyy*0
ztR|>Wv>B5#ZPFsm2g4Zfm&Ey!lPi%2hkbdlR<Kf`Ap~~;bjFccG1cARt=`4!{NL4j
zPbzmCgOWPtI1{kem@kf*TAt8R@CKU1`Zr+ONpa02JY2Z9k*3NCrGfdDI`FsMw0b6d
z&^MIdr|hUr^rZDXvMQ?F((Nj`hf@!C;_TaZW!R?g!46lrNVwO<G8cqGDj(vznS3ex
zW9Rw4j;#9CvjOxK!m{ZaNs9{VPRq~dKL`HE@Q!C4h@0<f+?#nRm02Qv;c)BLDz-q=
z36Xj9;rSNDKp+=lEfJnL?C=`(`;knbNPggg&Sm)ao*X8RJ^wlFV!BT*FcM7P$Vsvz
z9|BeMea2vmyAa1Gb^yB`rKb~BrC<-GPNV5@)+XS}?kVOCl_814!cotZf?%_aLcpJ8
z3su==5VA6z|J>fZC9&Mh$@*jwDF}a^9`{4_paI~vY`&khBLTgrl<8BebAR$(;id0E
zRK9(M)!TGd?_lT}i^v8Yxc1y6S8304(3U<OrPQgs&89#14zZo;-KuHM7~rgtvu!Cm
zV%(a_FNJi{Xq0f2tVjERd)>!<!NaV8Cj*a$f!FqNhvMdJe*ur9LUFEOn_kHOm!$xP
z{-0y%zyABboeo#tuh3S0KkG29^!wVEVIRDNr&ug93JYN{yimXhB?MR)=ih;X9Fs9A
z=%5!spQn;Mt+M5wx-?$@S_q-beg#7bTI1A3gTQL>#oN=UAPVAyL4rN@DfaW^lHb{r
zES~HeR0QTe26ZpbxU2Nht!DJ<n%(r<%_^JbD@Mu|MK^W8_POUC2HS2pCr91B04p$J
z_Xk_SSz+9f^~Uia<#bPgw#2?d=?BgHc5Dl1ls@*p64={GfT2nos(#+e>03aRxfxk+
z;V9&R?O*0%e7S0F9MPM>J6mF55W8YS)_p)z<!u>U={OjjnTJ{zEQnsPq`2NJ1O8|<
z2P?41Qe6)VuP0z`SQuEK+Sld|56(X$Y~EoCdEAW|{3e7kfoM!5)s+S~?cWDO3E=TU
zau><G897czo9UIp?auYtWB1w3{j=kTy~|gUC|%FVVaa>=)c4#Vg%QnbqI(YcMGc=)
zv5C(#HC4vBkee}%OY>#m`rs5<e|vX#{q|>Zgv*SeI{h1t+cw^t7~s<NN8tkn7wtI7
za|G1{$g3~Kzcq~Xgly$_0Gp*~W{`uK&770da8WzAtYe62Wfp8p3u9Q>-J1IO+9AL0
zN8<Vo!#s46XXNwU&N(w6r#W8ZG1c8j{fRlE>w5Hl{Z5{k?r@w7#A(K=(d71#PcUe?
z(br=A9nNutE^;0}0(k+d3A)BzkDVmHZbdUMUuQ|d8sOPQ`IqK!kGAHcH?n+9&a|7^
z^xfAvP<A`ovUff5Pqi)2H=lc`*T1zjq<Y&{bt^geMjxs&jtV&1X1vcpZBs%#Dq->4
zdS08M9#Ynq8T6z%-RGKawsSVw+b6zdPSYqqynE?DRZfh<ai$ysNl&OOJPmoIa2T$u
z24)7gUElbex$#QdQg1<bxx6v#ZV5f-o0(UsMnFv+^MKlK#bqWHa%PnYY`pVx$}R&C
zth!O|aScjpQgWKeCixj_ITJ2I(kJ&<%k5Urbh~xf#n^y!LrwaKHVGmHQb0941_Y3l
z+kwYpE(nTk&*NL8dupA!<Sw6S$q|qnN~CT)vc;T4l;;r5S7rtnS)a6EdewionIM+g
za>EQq%(JiH^&c3KG9x>PHu~IaLnwr@=5+qsdy`&b=yl#%6E0xZoaA^zhk(xc;j14)
zjByQ&fW#F4m8u#c4#+U#`n1}0yS-+0n-^P~AjeA%0I?coYd5~a&48gmPt6#NlboNH
zC-TO`^_@Z}2gv57?>Jv<VI&n@gx1q*SGIQmMzV7GdNsMmm0ep4&ZiOE%8qV~-i`K#
zX#%LusD{w+^z5h`IfPIBYUL6r-Jswv=ar~GW}jpoDZ<*PZYoV;ef8OV>&e$mG`%Rx
zCY)fjB=l0VNo(cx_=8#JHa*MBRH_^ro@()e4V0T(9%sV?qc$4ZG3jqHh-aquaJlD*
z`>_ch+u3uy>O8s7B~*^OC9N8LUORBDE`6Zz2ydKIrK`A=*_;ouY6CLT)zJg~Pddco
zcbZH(I&eyTc2!_z=+3Oy+qR1MDPHiMv^dW0UEY@ypd}AN5bQX9Vd;&V4krwl77cDK
z$@krrUtUZZPRZwoK%a5RjJ))DT<_`xcmQ*>Wz&*l!aX11bLB7M=mKuWB7_%A-~3V2
zwr}t8Y<&4Ox<W$5=aiE@P?bklY_p|@$f@^I%PZSd9KmAhJ4XbHFTS#)jB(EU5ERzZ
z&woMQ|Kl3|_kj98OW6MyKmQp)|LwVw%LM!}m<VVy2XtnW-oV%e*~eF(e5s^6*=>r5
z$Z@r|r7#8Tf=wKqp+>t@o1iu`V1jhh%X*4vMwE@0C}>tvE+eq%b74G!LhL?6UJR1e
zTcvdX*J8KDb3cVy0=WoKjL$Tga5-lb^j6FXm-nz{UyDVGIu~&-tKb@v6wHb$qYF)j
zOn_9~qG~;6swyiyuSo*KRe%wL?p|#Wv5~mk?3=qS+<vQfts;%*7r8E8OV<?kTlcq)
zz3r~(0~d1ExWJ?C8Hb={n+RlJG&4lJP=1(bvL0sc3(hm@CubqEOMbp_o<T3&?9cV8
z7Ll&NbcAMXtoOANDuWnG)x_fA9lj#c$r^*bjZu_c>+QX8;s<vuyGVXU6|BC^bxXbJ
zA-YtMf5j;u`4UN5+GT$9vbvXE{)}0bjPts~Y@>n?tM}r|$J#|g<QBS4E!V2|YqKR1
z0R*$+Jg4>-MFCoGMHq#UdzG6{iiB9b<OuD}Q!Eg+g<38fwql#MgLq*Ionzf5QtHIw
zjO_HE3XRedm&+iX%bJ$iQEO!P4bIG$rU{c;M|l_4+ksxBL{(S7dyibGR$X-3KLuh`
z1lmC(kR#-$ENNH-5DL`<X^dqbRhA=%x1lwe`?ieenBYFMuh%aKSZLWwMBN?S?h0Nv
zDTh(u=pVR0^nMA}c7CaQ!$#GOAmf|VChl^YA|jx)B2vJZvVndjuo)(b9`32&*r@wT
z)w)y8Ok1(G!;DU#jG0V=`J%>QAVw=%+~*s@v2fgkL_MrRvzVpnyRr6@dnQ~PebSX=
z6vjQ8=qHYMCh&KdXzb|rmnZI!vZojCp4>4Cr#55M34|YSgptPiT7^M=V@J+BG(}uH
zG*{4yEc;yD&`6Rw|GuuxNbecoTeUv*Lc(2cbNGH_&H)4Et}QqF9`8I`GTfvfbW1H9
znVaz^JiwNHRI>5gr;>GO{7sBu0GpV-3t7u)y*u|P?r#@t)Ak(R{M5U`$M>wIef^g>
zm~F9MfuhPSfQfx1^omfW3n@_a19$!Zi?nkOXZnx-{%1CZFxAvBhmaW^FtlNea?D|d
z4(cnSm?X1un6Q!5TFj{&)=UmViHdI|H5H?B2<ap(WJxNg9Fp(-`Tp*Ie)sRX@9X;g
zuKN$y<<cKrm(6GI_v`h1J{~N7p+zymmQ6+(fhzg~jw&vAVHk}5u3$GUU1||?2va1N
zew5BPb60T*2tm*M!9w(zMv%9if*e_k4PKB@rb@gVR~|LJ(l6s!<eOvd>*b)X6|UO6
zOz)r;wtZFJp^45kng(wyhm1`VeH{quYkonjE+{+ZHyBAUV-?voG-=_MDd~slB^^xl
z%*qT9{Jt9DfjK30eedGa4pq+t!1_uEFYB|n2$PoP*(UZO$;^!8sX99l%HUc~yK+06
zjUdz49%27b)0o8YQ+Xj4&7ebtbm4heRpl-dCJ1G!xcF-o%kjQtuPF1>OOX?#(;+a(
z?F$*XNr)U*dX=#5JEravNo|Lw?l{Chas56FMyp0RldQHuL*Le{9A2dP!-rxv{yAaF
zV_#c^92b1@vyAdsd!=SyBlNS~NE?^WEeh<3Uja`7NZs<H?*&s26<XmCPtWyjRkX~!
zd7FTu^^M0x^`f!CA*M)wo7url+qq?}C!7yt?k{S9-C3WNmzor=<N#Dn4i$VASL^<v
zJ5bEsbgs$B;ghc=O=j?_Eo#9*b3bDqO@<v<u1ERF-p^#rS3i@4>hzbMQSXBF!4R1d
zxWS)h^VM%S+4mZqUN3n9`-&BB#^6C&=hE^i#&E$;N2Xn4Mtnt-imSc*MP*fRi&fBD
z_wc{$tW2iB`^Ep+)(HB~X|DhL{lCesP4hE_nv(%<!77#i`Q2t(Q~rK4Md6{$v#r>#
z^f$h-t4+ND$?`G<8#rO5t5{J?{Mg`N@PT>T!3;bwi!D9iZ=eJzijMr%ZE6BuWT~Iz
zd-iVh+w%D;`pmpAjn$x<RAVmxE;=Tu#-~M>)!ScyP%bo0G0u)TWaH^{zRMu48WO2(
z_Jfr1ogy@L(zVU5&-PRw`>ej=(-`d)lVnEPV4@<YOk@%>#>iL*3o*zTWTK@6Eh8EA
zvSkqPCpaxyxDmN7X~5$Q8G>3A><BBkC*>ro1-d$b&B~hF<I>E0XvZ#9vv%Ov15&iC
z%jaW^eV3fe$3eKG8FbS93C`odG#Caoar9gF5Ad~SBOko?YZ((5gJl&in1C0de%Fgf
zc-G)n=R+z<IFq?L8=-~=PbkfTb<hw18kB^6dbx~~RpHEO`ilGEtv<yfecQWn$FQ9E
z)80mBmw@1|;5ik3-kOW8whj9zA}?hVw%K>p?{k-r__LQi#$V@xKu!`;YuWUJvY-=}
z>uJIU!nzxz6$FxK#iwJS8zs?tGs;qdVgN~8wTzWxW`rqnJ<so}W4`Xpl-J`(|8pv<
z?D&1;LvhK}FKkgd1~bCnye?HdS9$)zuMLEV7@+KPukFB9#k6h1zX$FhgUk$y0L}(4
zs>oEkslurA;&!eJ_@DWSh)GqDHa9Z8i00eYE0>D_LdPa4o6d&NU^EZ;w}(nR`W$R?
zRH)-)r(n`%<aD!SCd*-nx#e8~3QgY3%B9q++v{3HdP=HbWLUh-9r=}hqmaSD3J7;G
zK;1QRyK<JJE=svsC^1DH6U`&X218fHRf3Y_ye;yZ!wuA`#^K?*+xK=PR2?G|KD0yV
zc2lt<u9l8(a${u!@3(c`{7qlGVjjU@y^^0p!C7q4gL{cKxyD#yuXweW*Q?K+nRGK)
z|6Cn0M;ocWA!z1Y9lB#Q2kg^|F{$jgjlS=7?bit{yIoBNYYSI_<iAd=Z>ZWOV>7o;
zzu~+r%*a07AoX)e!|=#3@$>k3x8d;|MxtMN&XdxGcIQlH2z5m<+V-dQ3O_%5_gvbK
zcj=wuiwo+ds2YysXzm%nwZi3WR)y}d4@<uL;W^G&7gz`qVk}9UW1E`VB~xqQ^fYI9
z>HB%XQ9SI=SC9HHpm$9QMSa0ddW=;GU}5;_B99ybx*rEncPY1Gfzw}9!ZA=@pG>2^
z?6@L;fTH{9!!-9K8_HNFqfbU<^OaScv%(kZdzMzU9FC-XY>d+%6vmD4pbxMeHxqh4
zk<I~#0N*TkkFiQK_XM!v;r%yNVQYt{4d}h`T(eaKVn^|T;al#e!iRD*&&@bQ;boXg
z_xgO@KpWnH%*UL2hY`=1nk^U}1+5BpLWUV*Kg*yf*m33-UFd*ef#^0cUtOTRY=7CQ
zXB1uwIIl*_?vJ+0**{zTIb=BGO9UKtivUWG$;DddjhlZzzS;X^^hTWe%{MQhe^#)E
zmFMHi%}77I*UcdqB%HS{taHi(TvQSZZn#6M#-&KLw(FvO>%7*noBsZNK9L+Ob4mVI
z+27cuU&6>Xe6<YSt1V`G;TUp82d>}hD%dERs8~N9D}cW>!IEu;YBnFHE!0?bo%emf
zzJC*%^eyp~U@O;5HyZ>rw#~}LBw^Ll)Sho-+wE)X>PaMTanI%DVDXAEkJIil-R#d(
z?HpA$&kN+jGBvJmOOUb)Bw5~%uP2rBvbzD2Sig0TS&v-A{?1M<<85b_n*{O(>TpH3
z=>zv__N5f-xWD60OJPHnUzWKm?2F23VC{ib@;{1o{pWeYe|*2!2{>G@q+YOt7Es2;
zwI4qKId5};P-}`Uy-td;QB2tqZ~KSJyxeFgc>=99MTXXk564<8#2Wl`HYPqY1*Dcn
zcr9@8S@U9ls>AfWP%dgW-NVsTj?Q<h_QRq?_=OveA#)rVd2vMiQMm3J^24)4L<hg7
z`HKRmm6szXtbX-;E5;CMuFfN|{P5+t7=#Q{tr!nQa!6oU!);bty*g<n1af;Buq}A~
zk|)T~C3TTuK@9rxu*y7eKw=LzyQIceKV7@^L(t%=5EeWaVln+zyOMPoL->M-^dnGS
zlq)UtL^ubTnhjmIIXfV>0M2bWvYTwp(QaB9T<)?H*7_HGgZ6XPFkoc27<cUU{;;#s
zfktw2KqYBc|Mi^8X>#*~AoQ=v$HgO8m}rE>%vNV>x;IDw^iar+GAFIpoC)r+H%^bH
zaZXn|`<)SlJUJ~wO?v+>yYe*wDH5IR?Cf^6iiPKjEuMmCj-OCK{)>@5YWe;zuwNKd
z($7+U&vzIt^3$&5%YR6fOQLy+V5?1)o433d|4lS{%e5mrx%y=$`rQ_T@0&<_qYgP^
zQX#p~#N_OwUEc0Ar5I=^!pBqge0f;T+igTyS2q3QjL^{ir(4&wW9otG1(0u`UuU0*
zeU_#@c#dgyO*}l1e?aA64A^LrANKkfKznDs0c)0)<4kvt5Bc-Wcbz<>XE&OifB~Vc
zKGJBoEl8n+eTQ2BpPt7kpeFdu;(f?h<NUOr-L5V7Vn|?;6SZMD8qNsUEU52V7|q*2
zztTG|oMlY+f`Wlkf=Kr_h3g>pac7R_z(0A1WS^g!2W6*{dE~<|{4pq+lG}WL#-j~G
zuq8w9ftO*;JOU_s!sm*;pA~M=GH-apdEWu?c7Jh?&~n86WviHIVvbl^IZ_)oSayel
zFv6YDzg>zjkboUngP?-PzZnC4LDM76^X=gm4SadQiD5+SP4Ov*p>luECPQzLug8go
zpC2z)!brDMu0kztK1G}T!9IY9bS?_=-w}M4DC@F@n?GH&4~T~S`LtXV<#71?YWmI>
z4v$No_CW^#I%;)t_t_73r(JJ|P24qkOf1WA4Fo&3rdS^z(&gH_r+6i_1Nt2Bs=c5I
zEy`X=QSG)Y_=zid%<UZJCfFBN*4xB`<8qgj&(298p+yPOgjpWAfKk^=jj^6c<NZu=
zhnd|W8cAERAH0@Z`e2D(1Yu3k0_NR$c<YW47YiVRI)*HO&9VOyXv?K29)`Y00=-u;
z;2%bM21(f_l`-H&bOH>&)#C{Qz87S5(s3@=`Q?>10ibBcmo=Iie3|MJ00c|G(Xu(+
z%NV?U>*}X|WC~=p?o&22f2KzNxw|x=_~`I>pA4El>0x&eBSbbua#jZZ(%ep3Zy#v0
zG8l#$hc5X(y9YNc_{3_91mip3H%o0f48^Js5%Ut6Xu98_T5#-p<VPRYz?LoRD!w8T
zn#`R4;n9u56Dnn^P^T?MMGtZQeb?Srhp1=MJR#L6$o{M=Iiv^cDNi3TDEC?7S>!jp
zLKHzCTsg{=8?}6qaLw32Q1^jLs9r{xF30a>X%`477u{Cv`FNG}t`aqD=fD}*LXj6$
zr-H;kBAukn1>m|$3*Ck@Igs8V{(iz2Pm5b_#BNg!H{G*K>ff+Zlq3gaj5MZBmw!tD
zeQCkJTN4(mit+Y4r+m>1CfOeJOvN!aa4wTUU#R&e-|IlRd+fG&sBD{p?n1e2f<mv{
zot-RAuo1*~lkH^<D2IIHfaNAnkMr!)K2D_n)}i_T)?xmSpJBtVGj~odgQ}T=9&5$!
zdOYXP2{#)sU(h$xca&fDZ?F~;jR;71=S}xOmBz$ZpnuYrDbe0CJR1K2!&kLN5JJOi
zU$59*(p&44{^5CONG5eEb4gbte9st{(7ks!IKw^t0M~5U??Q7hkN$C}N}*$v8DjgZ
zLQ#Sq*I{HCM1${~ujO?F(V{@^lNjWn7|S^ulU<|C`ir+5#fij7$i@&D)4rpaU+g*$
zLP9}~A<^2`vD&r|CSb}*o`NvB4uS}CD?;~1TaPSOq_32s2(wL>q$Uy6G(+80a9@G)
z<6YobPkgecpd+zQrUgj;ZdX}#*zFDP=&gtQc{2+)pWo%jmv{IU-ixdG@HGtlMAZIc
zjB0Nu{rMVgU6kGtLCQi>M%h7tZ_Am={>%nu5iYIUwKj7BXp;=S`K!skr%2|QbO0nE
z+phTejGKxiD$Ugn+Coc`?G~6~u|C11BqH6-T*f|tJM*$?y<YaDm!c*Lsx`^X@=5}O
z2z>acCt$T_na0khYs?GgI9au>t@1i+HQ`6Gx~zNp%YKF6W2N}+Ho|Dd8?PAWaMhM)
zEGB|brg;&sUg~~#hnEHq8G2hZJ;c=4hXE=sfp|gGJ1=L2d7(u}a-1()3Rr<MfY%ec
z=(uV3+ROx@{8}(SFB;#uSZQYNCPMQ)p~i7R*$z;~HPC$ooU~<4lQN9!$7d$pJqitW
zxK6c0kR5i1OKR~(y1eXp3qX%+PFv99Eq8W8^)9rHE3H}F{D=*tgV7302e{z<>g2d2
zNNM8_Pv!h^`a;FyvD^BUMly1T|DJAInBbA2ytTYrA|<XfwI$yRV#q}9OnOohasKGJ
zF_teN*0CZ+U=PH|;l5H?xn~I-4mX=XyX0q=R_aI?2Cr7AvwF4;KXEsa^>$Cw#ds(?
z-%k}sc6edJkG}yS>89KM9=foH2jFtW$PSZxk6MZJ)Ywd-le3#Nrp`iiV*2g12OEb6
zOe?&fnHAAPAq~ln*%z@KC<zYCi2M95HKoSpBsXqyBU>j$IJ&3xes)!GFo?Fd_NSO}
zpd|rE(>S@=-d-;1oxdt!O^V*OeF;4WG)O{BqtW3sR&On!4+t0oF$$tysdtbSADV2@
z0nOqjpO)=>HaFOB+F|3{Gw`NQ6oSXh2;_iW^dkKHD&1Qvw!R$S3+~m@>2LaH<)W$n
z^<K)TtsqGvfMhuEu>w$yU!8Mz7^^@_uY=(RC9eea$_=zs>>I+uD%K`WAjioC^TAQp
z>}ayX_&9kzX&4l*p7WRR2H?OP1*YjHQ{09^msCK402aS&ggZ<9DmU`B^3L1{6F>;1
zB-k8BgW`?v07=^pi%39~00NS%2Hp&05>==fU&0~fkSzD$cZ`XWOu2n!N9A=4!)0*1
z)1cd>E63Syur@X2l~gTocMoZ7nJk;gS;W^MQW-_}Og7;BhUXTlL-tV4l<Nc>#I;-a
zDRE=4l|1Dw?WP77y(jl=A2SRH-3{nOG)BpN8zB94Ir(s$fWx1!q7Bkq-x4O-aqBm0
zUaVv?vb%SBfyv6a4e`sZASxD4xUv4Wx>P6K5$qGcDtPnli@gSrui=G=JS}s1x+Qmo
z((%-8#4Izfcr7yOeK&annxpD%H`u=}#w)41tvDqzqzYNQw{Gk0A{az-OG{!A1^#-b
zGJUHH1*>>+@^wEG2|82IDhm);j{K2`+~A(?`I@P_Hn>Phs<^Xn!3|xM%GYcWk>(Q`
zr2MuVMzKQj{+JlfqvbF+_T6Nz?_2XPK5JSa(y;^|(%_8Z|MMaJ@30u^EWU8}ULE6M
z#=Gi+N+N6jS6cPh(p+I+Nrk;F*I~8B033MFYQA2m-14P4C^|vS&}_=bh4=eUM3fkA
z3352JsH<U>313{?qjesT9Y*u+LRkZRBZv#0d}E>A<6MYfvFc@EG-2GY>^uL#oZmTD
z^%%2zs0xUyEz5I6e$)zd^;CZzs2u)1%G9_C9n-H+iu*I9UJ<#mPvxyech?tXz|bzG
zb$1ZpqH|eR&w%gngH1hrI>@C-Aa{3HNN?lLf<wB0(>%hKqvfka7~7dC(uPf#Rtxjx
z8!gS1w}aavoPbWScy!SaNE;yBoMM{s{NIv*>^Gy;9?6081?sct+@cJ;<#8|1eZjo}
z-FZ4s$oJd}n*hJ<BV48HS2(_amJwX;DzZrcXmE9+jIFbin*{4jZ+Es$vkP56^tgN?
zJG;$;=2%rOL6<h^2NM`3FGi3zbF4g_3&ltJuRY5at@J_PM}v}8IlOLeTDPt`zDviQ
z@yXd-&V>=a`{>E;)P(7Mj`^r6Zd~Apubpjy4F}}7F_l;C6H(oG$U?<3BV>fRktR8b
z+>p3)jFRqXt>L&4tS>-H%*4+i!t=qa`m+`A98=d7pUy9MF#{kC|CBX6zzHJ%l`t&S
zy6vfZhCIAb4$TKE{-3&cD11dGVIN^nws>0r?BP&mVjpxR)vP3HzIHL%ddB&4ucFIP
z-u?V_pLyWDso?BP4!ji)3eGSi`PcmZJccZm@6>jAMklHGbU;miIGzu_EJYrZnQ59?
zrl>f_JOxi2&V<0$FUqXf7G(y&@)Xz1Gw4QNwis^#l-JoFz0u9;QcO`Sj>(5b5o&Uf
z#GWK<`iu8>RH98RQtFP>QV*xA-+YpVPl`Zkl`H?w>q3bGuF-pS*DNW0SXK-!f2!z?
z>KGoK_^S4tYc1#ndK93k^Fe>O$m4R;Hd3#TbM#XaZ5O(S+)3Mw-6l$s1!z`<h1KUa
zOcui#$UM(fO~<6BSjWL(;0ZA9WH8gNoT8wK5q<*QO}Qd?Rz&>vju@4sh^<iw`&wdb
z<~oGbLxGXjDQ*@j{nESsOj>QRdP_wCoaaw3S|daQiArO0lY1BUquTYZJ%ei{l4VqJ
zouIDWooQ+xkSGhTsGN~i<KQ|5$l{FGO}RC#@1642J*mqMf-r5RpmQKQm(^|fEgI-H
zd|U>#80&$+m&r1r(j~g{#M;kxWiCE2uQ&!LLIN)r{!kG*M`~R+uj`Wh_LWB~&5>kg
zy*>V5V@Q%Ds$X!^=v6I75kQXr4%(ee8Hft}7Tr(uKSpGcs(=Df&=P<400n%puREws
zQ8;lwbF=)5lv?NKIac#T>NlZbuF__3P7x1Qh^+_DC1!OLIgFK#GSx-!3DH6&S5D50
zNPS@!IM`j$OSa2{XhQhSTFX^i)q4+zw0il;xJE@-9Zt(h$p^xoHL2Hle=K@L<Ahi`
zv<!BJpAVF;gi<`3ND*7e=H&PaVnStg#o89qCHaI78~>(uzpNictr|?hn5C<Ni2Ojp
z_99Gsq4c@l$nSu}R|Y=W>%Ql6v=ia|1i?OCHxSI_UE3&huV=ElP*o(UaG)sLuMUGA
zs4vDG-aLj@gglqjL#I5I_AtjG?l<>xbY7651<Fs9vnuc^h~x-d&g$RxirJe@+Av?S
zObM>!YF31^y1G{NL9g~6mxokE^Ew;SyfSIM>8ZniBCM1fRv%rkG(?`(x7=96S+HwR
zy7eS&{(FR~t4w9C`VXGp)~ra7m=;Lck3kvUJ#}%GyODpwX9gq*P8ly%llR-lFII7%
z`GF7X|5<(Qzs@-*{gghrYy3TmvEv#K%CiS#s@~~*(4B1m3l6VC_H_;B_H%fN17s$n
zC|T21<ER=+rFnAFTg6(=_E%K~w01{=7K7oxW#i3~=ly&YXZnhtVzO@z;uB>H0e&6@
zw)!$en)H%@d|Z8c<eFB*!*44|#s_{P`Q}MRGN+1BZQx&N0!V#|t<;6W^cKEHcq!l~
z`O#D+i-}?N24bOzU#>zma`F$Y>IxF{Gf0xw(*x|yd5Ib)bmvc%Rs)o`P?SZ+mgY&4
zsyRo3rko_w*~PiplWy;S&`GK@!!zu7Xbj(8BR-JEDN+jS20dcukI+5}YRp*y6ldUf
z8N0hcNkR!R?j(%fP<uXlvsth7$U`q<RA)KLz|XKEnVPSQLkfIvyUUttvdz5PQ3AQ6
zJUFtc0zBy(93VRzKdaZ7rVZ5?wN0^aYoaA{p7QnQO7g(5vc004dezJPW_{jZGs-|Q
zM8(^ozk=eQ0Pimqy>GI@QBqW1@)j$Z`3QBj9i(wT_t=>co=(YCP-4TnL;b{r0|PRD
z=<aS%+X0AVJS~kKZ+DI};0vSk^FqIi@d7C3g(Pf77)2li1pSt#hNHF5^+8&;*2A?M
zJ{B`K@!a6Af0ollTHd$7jk}w=xSu28M$0iK3g<R*6)Z+gAy9ZL;MxqM^Rzqo!-$7)
zVz*=6oGg@0)3=ZN*Q%&|xvq1*{P>zSi2G7n-=xofO2L8Gnc)G*rw+4Du@=q~(ZmbM
zilF>%Nk;Y^kP5U1<r8T9G$Lb^TXGfDLuPloT<aY?{ez+ur_bK4F`ZShKlgi%@so5Q
z$6M-uOc6O79u#(%Z`W9e*`WBcY0LST6V~33$fBwFZ;f|O1`m9H_1G>-;gs*em0+FF
z!yy%c8#re$Ure0p(~se8!GK%JMQ395+4e4sMcRp&1HO=oq(^363i)u_%4y{Am;p0k
z-oo@K&;##hs^!{l>b+fga?GOq*m+HRcRvd1JJbN2|B$_Xm;BhRxXgyf<r`ckU7Lw+
z<*?s=VYia=1R<@CW<M6H*Vmi%fsg^CHlp_<WQ*Jgga9Tly=(2$K7zr!whmKj)7EAK
zHn(cqE}f24Chtn`**<7I5$E~@s;0|Pji#DfEvSQ>%M1g02R8oq)2wPC@~`3gvY=tt
zsB7R6`aF%Bc)ASLk&?e-yocUfFFZ5F4~OtVe^a31R$E;na%{MNEc|o40Ok)(#kU*R
zVQP&Ge!}}pJ~rw96u=I1z35pH5!}7U0?PmDZXrziq&0S88o?~siU##75i8a@PrXLV
zCdtPx$`yPtcMxs>&%@M=+(l~&WLK_8eU<uvU$#(fwWvFAB-|Ff?5OVz`CMt9&DrQ>
zt_s%&?dLh9w!3WL@+Fl5%grOxZ5F?bk+Y2(cWG70T<eK5)oygnD(0Iwo{_zs8Bqqt
z9}Hy==B^L*r|mzkbN|>RTbOBLo>7OK8T3W^vCRh|76#IazzbX_pG*1=jmMM!&H0D^
zfLfHFBs2UXTzm&6y^f<#`m(PF=+iTL6sjQxOt{u0TVYLAp_*%I8!{^h&nH2NUrC?#
zGaXiZ)e4)o*&AQondznQgAI_r$r}?^D3{xcKObd`7MB!+@`<;LVkFH^bOeGuod*_t
zOB}<Y1b77ht))h_Zx{HRtr_EirXA?8R>5(vh7ly9coxZ#2h^aL{@mQ$RsDBN%_fyy
zI?t{jr^pX`x+kf)2-P;ycxw%igISpKRd?rjm7jk2nl0C8C;S5tKno2?-aKLc=5tXg
zM2jA9OQ>aU{j3!h!ZdfQI(GdU(uWNHp8_EM^U4s}aFh+aY9Md%<t6$zOmaex-UvW^
z*x6qzu=@u{CyQ?YALEL0Z8AQzn_~YY4zgTfs`l2fT{euMWQ+7Hp@lY`-`c$cPV8lr
zZ}DH!Rm`!{d1@0PS4M_M4So(B4nd0Yti!Ia`CI3k@B!_GBlbqi5%EibDckyBH}0j<
z?lsz;9Bant7aau<#yEDqGpX|r^+IF@{QF}0G1NP`Bt!*PK2#kJnulvSoN<u)Z}-JM
zAne%-H?;38gb<W`Jy#!%M*_iK(QlAUET&|rTp_=+VqMF>!xVX@cF<QU2VTfms4hg=
zkF1*c+)poQNeWk2I+r6q`L5dg+Q>q}Piszyel3}o)~;*pHaJ>pyMsO?JR{-1I@lxY
zao$l}s|yzGx{dk9Bw7Vj2&Ty`Rsb_+qYCiw3Uu2bFAeeSB7$(?)v6HZj{#()QXlL&
zJBI0n`0TO!i?KgJ%gh6wjv0VvMg*xqgN|N@PN07e7PO(jMw;$8->zX{>NQfi^n$)R
zavXX}rbzXtSPKkq^!=f3#!D0#(%;va=qBh5^kP|*idVRLue;+eD_Vbn{3DBVl9w!A
z&_q6IIJ!_Ee4!ACa9{%`!Z4Y6=RnnNNj>ukcs?4)<t8otASritMHW$<p^)5>t3m2`
z$w0K~ECEz~__v9mS+)4FINg3(8y3;b**y8X6JVR)3-sf#=+g`BCWi7TLc5Ve6HVN@
z8Bzud3M+|l(lIl*vohnYyCHrR=drCO8V)`i^gdPK30h6lUPRaJSsgqz_iHcg@?hv$
zu*w<Jw9Qx{4@};v9UEXVjUR}zUxo)A8_op#-6|)%K1DN*-aW2kRuy#G+T-#sA0}fT
zcloN&z5Attl|U(R0$dy8IQz2Sc(|TV0N8N`T*yj)jnqESDCn)Ihsx48Px#>uwSq#}
zKu?Tw5-9rBO8Nq6iv~&8X<Hs1U&SIm+J+%-ut~7-u%&Pc(P$f(o`d7HsvuwA8h~pj
z-bV3fPXKzYgKrf^!&m?kF)_Z{I#%3Nb!o>pX;Jo}TSP2V5E?_DX4BfVtQmg6OJZre
z(eZJWN>(OtrPm?@DiCY{-j^^u?s<gG2%u4}B8!tEqLaE^Ni9m6Jut*le7-Poxk>EZ
zQxxB0)1Q_NCMpGRC1?-U6ahjB+eD!EN8z10_-e$y%#=%*uXvV|eE8)eYtos}whGo7
z1oLX^{yrj84wH!?*5H~<$5>M&r8a>oF1Ou8r?|*0`yF#5O4Oyty)3Moa&@o`MN~l8
zyq{E{Uj#<#LI4NhT`;RyupAFMV(Up${bjl;g5Q3ROvkZf?5v$RPj^X-Aem*F%r3P+
zvKfCZ_2w?9j#YC0x*D!|08=korqnXfr{P$_jSV}$_Z~i8)A`0j+k5D|tc&gsc%|{3
zoptVKU+mU6aNhZZIad}XNLt}#U1j;m>W=rpssu3+{p(k4{S?jEg<gsNx)>#RGId=T
zn`CY_@W=v^1D=s(3`lNL!NLuBc%ZUl8Vow9V*EJkm$&;-bb0RUnRfi$P^AH|-57?H
z0Jb|p7*T1AIW29<%b%bh4WcGzB@#c@9hYa1@}Wwq;%)yjhu|=TkGsM)9IIP>oC}`%
zhGn(zzmTEXi+G_#tt-T>k<>#63!-iK$(6xV>C=BAl3M4o9+&3E#acl2InvW*1YNKo
zzy5JPqH%Ys-#FM5%z<Ej-fSiDbn&$=!w&CE41cFy!+}Y_f1ka$ssAQQQxQZw{GVSH
zTK`c+hEj%gw#!ekAAm(%#p)AHg01z&ZzN&06m|3QGcaGVae~fez2<k#Xg^ld@6>7q
zjzQHIMr>tjOf;w@Na(`o&rkY{W5KDxetsoS{sa5s5!iTgzOnUO2Z#p`Ln{{Up0-tK
zHQpNB?#bJ^j^hh)Fj>{NG@Nx+EVEP%vYz0Z9-4@<%M<O23TZk`tjf;v8kuhoLd~`O
zERX$>X{0*prUfa->l<)<TDC=7Z^xV3a>49{?i=rbTwwfryTx=bM!iDD_GhyIs6yF*
z#Lub?9PI~#x0-`9Q#3BE1z<(C+Tg*QfRqZv9!0%P9@@;I;#s_0Rd<dzQmIsTnc+_`
zW4G*5j8}8|y)QC!yDRnuwy7M-5~lgEqXls3yQ>!Oj&u}cq_Ly%m5R||SQpo==ww0L
zTLdI0)%e?<u40T4Bb<68$$Fl{EJ|8)UKop9x-~<l0=6t<`K7i$CG74=`s(L}Yv02}
zj{AXgzz(wxEc09P=}*iUY8hAVn@=u}Yb4`HYU}N14v*ohE*Nk|%R4b6Otd)yA!Z<K
zQ$Gg4Vf}ob3L+5f6dk-u?UfFd8SmFu2FKLW@iw1jUkB}y3IId$wpH@=+u+cJ|ASr9
z`aM6&MA;Lq$udTmr7RtHkI~&%?628y-L=hJ)97c1i(HSQ$06ds83Tj$=y6HNP<9`B
zuAj+NIaCB3HUp#<Y01;AE{#S$nR3)UK}sB`$8J~qr-kKXr=T;!TYU)7gwg?q@-7bE
zOR1_d1cDUnMVmlh^Fqxmi=PK6iH3afGO+?DMXz|!q8GfgZ>qT6t#InSlOJwSW7qfK
zejLzP|AL~lrq+t`;mmg!4?PZLI^za@T5Kpp|N2g~GSYd{02<kpOY#r_rOI>qZSMqQ
z@3KroAWll6&`qdOuC|-h0)Rgc#a6)8mt&HzVIj-y_RwT=u-G7n&gD^R=6Jd8$z?hL
z49FWc;K|(B)@=k{$TO-yRVM&uhNIyQ-nNVqLDd_2JCS7op1$KkC18b?-V+_MEe7E+
zFqc2I;)`14#g>0^fy?EXKh*}K5B~tW&XPeqB%vHnP`7B3@J2KLgsYbS1mNIrcxKW2
zlUL6tFrYn|)($AzMY-w(9G*s>v@lZtLU(rvyg^b_(B*@O{K)a7ujFWgzjUPN2o#KM
z=t_BOXVia>>Bb4Kv`sCHmPNKGfsb?e+!BQsQfrFd*{a#pVFc_D^FIb$zI3uj4!c*P
zE$i}tH*2p*+GU`U%6$8kRCz^T`;q(ciEe;+pJ(a(@rUp8%e-F;RU=LyEo_3RvC7%t
zJ?Q7j$xZ_etFxz{pRQ`w<z@9Sk)QI?#9BA3oyW9f|Jo)qjj=2tfCz;kpW<5YsCc!&
zkfF*(+kMA2b@p1M0|28aT8yULmK{v=2LKfn9K}c+g@u4MgiF0=HDJVOIjVEqJYJaI
zDQW}Fc}!)12>BP4&*d4lRqFliJ;aNHb`4`$7z|p&v+iSaxiqa;y0_`xk-@$#&u${R
zOM1#X-Ua<`9_6C{OiZwH(odPj5S?t$*Sc5y4*vBa`BbnM>Nsd<s)W|d#C#xD`$oO&
zs>}xfS-mmc^(D1{jSwh0zYo$3Mv0wq_w3%(%&P7>+W-l4c>;>N&V}Z@vdGGjgKNKn
zU>Xhe)D>Xa;=v)OwX;vb9*uHD6CPtb<oVO?XpS}eiiQ7mwy|7N(#*XzH<gxufT(|f
zm4CZ#M~<xi7r4&<6H_nq(g_K<9U%<D=(GP8EE-n7=Ll?Wv)F&1Q<^IhY(<HEMM6nP
zb!DBGx0;do(U{*k%weT@E$q$YNI#AX**Q6{VC+Yfy}O*VCT!MvQ3$54!3-G6V5Z1F
zxTHYE69}N}Rf$fDc>L=fZp#0vW(L}yi=1gFsW6jsj*iB<f4=xl)<z$l>NdGIyBD5K
zQk4O<IbMhK>#H}X0)pJ8Yt3ThQ!|o2!0Z1dtw8nS%V^4dV^bvgUh&U4ae)6eS3sMn
zY;mu<6G-e|X6_=%0y_wjjgy{)kq2|DRU?|{(-wu=(H%+QD7Ti%G2Y56x7VM0z{2D`
z6D<)`Tv~INAP-X7uhCY9=*?ZV>oS&4ShgSU(5y!2T_1K3!WYY7OiE@e6-wKiO;YIw
z=G?lG@=5rxp)xJ3-$X$d#9$yJu%XTC1K2ahSo|FJOT2?)lZQ262Rt^b*=uGQguJWS
z^Zt;5POaBL@NL1m5|aJkQT`e)R>%QkAT@S?y6_@IUw6h6a+1y)EHP`-OwqW>K{#2O
z|D^lrktIL<LbV4=f1e~K`nlg2<d7LkIt-8!5vkL`6qOVgT|P3oG?3qhW|e?ix?{At
zWMqkv_Q-rxuRbyZBUm+pB>TMMF~i`<J_x$jLSou03;<~FJ}^M_^Ip{k8SA-jf{Ta7
zZq*wm(TICQr!A9nAkmncO2P;OoZB$Kfa=Err424)?ogF-ez*$!837p;MC!qH%WTy7
zSCZ-cJoowBl=rp|7j%3)dp*`KAb}S_(iAl%cA}*hgI`#MR+{xxI_8!}@0~iB8^%B3
z6&W;US-i`aEb8myWt@?_k0ju`;A%bLk+K7F-%ZN*d%5-`neEp~qkRQ8=6^hu0DY})
zXH64khJ65iL%d>DQaAbB81WI*{U+``a)8HbrnCK(>@O#PV+GO2oP=N1E)>7PJ*o^T
ze{l6A@gKl=cT;&*$Pe~LfQzpLDw=<I`814&X*U3?i{pLexzCDh7A&B>vQ-eT#OhV*
z6Mf{9rdbe6;}*<f!|ZLmF$<-KC37qfxE2#x;}%#5a_)X6Xi?*WW1jkMjJA){yOz3{
z1yXYF$s|~87B^Q;A9acN>rMzrbdlT2$eu^uV6k$018J_v#ebuJKyAa0kHvH4cvx@>
z&eZ{G@RO=Qwg#K(@G4{m-gYf7of|`4H+{H{0jSWr?5{cR-#L&~YimYyTgBdd56Y;A
zm@+PPpIi@s(dH96wa(&+uT+qtQL!c2j(@(0{+hO0H8v=nB%Q<SZuE$ho%A-gl5St}
zMJdtlGc^at*)E;IOj%3T_D;LO$M7xSmJq9p9-CED;>1Mb9DH)S@Y5a!J3Tg%4xDH<
zmLrYz-vx1Y6SwTatAE}HH;V$~=SfNc7pR(;bgHg0p2(@k6oIquX?CjBcwBY%9l9Uv
zlY>O#nyOM%Ri6}Km*}Hx`?iPx9H{F~oO6GF5ef&6b8*;8nahH>_g-7AqW?_?<P4Ye
z^W()!WSLZ}TZCU0EomXTXDZV~KwPhT^tjT-WipfnoYv!A?sag>DpsPqvzw<J^q=s?
zSo0Na_^ydOXKUX4>SQ~~?s{rk_`7EP<$lOV@Nq0}mAg7=YVPcu+#pZY6+jJM#RWJ0
zOjx{u*Yt|Go4yaFJ2S#G?tBs_6k2XP`*ig0)0Y*cf1Pys)+<xI4tuJ?e1rK#PP)i`
zmu(ny<hB<*A56rJ%g~CRx7wSl#B6Fb0NG~#lYhR>dO!cy3_s}Obo{?_)-CwIdI+~~
zMFNz?>#RYtTzCBuBl`P_gMNo)WcU5O#gF!`wraA!S}9t+1Fqe8%r9FcwcKz+#btLt
zAGP@7U6lvj=nG@O6;M*7DIMa{`+WbFoNkxVHMv6QNu&TV3cYGLLqc1*N#|Hygq-mP
zdRO-WPIhL*9itJFeL$o3X8lJY(;j<RcZX-G&tlVZOR6f3P;FXCGhX<04Tvd{;<?aI
zBCWaI4-qhJDqCJ3I9++=XmW5?g{k(zxb^qICC`?3D*X=zpeG{}S15O_z5^D(C|qaf
zl$+?NDWg9}0cBW%>cU{MB492Jn>+Cp`Uu{@E7zmZwE2qP{j&RHnEGeB;Dnlc&_x&B
zGdDb&Xs`LN0>0q3NDWy9i@?#l#rnL^ed%I-xtjW4H{U!fua?X>6OH$Ac11;)b6Sl_
z9@*|1xv|!4pN32$$k)Md6J_s71{z1VB0u$C-zQ8XiPOA$oJ=X14G<$KvZ>drQQOSh
zSt3IK<8tI_&`ex>^>|8!qe3q*aFzDu$!ny1zIuVQ(Osx+n|ww_3J%5_&2v=Dvi+Dv
zyF$7>G&xFPQ~tB?2=00?Mr>->rRA+P`TimiUzL9WgZu};8G!aFNZi>!G_Q^%XDTyQ
zSV<q@L)P_xBbcDN0LMf37}TgjfbAdLq6_9y6~|Q?lBCa-G<G4rOa4$5dcCMXb1zJh
zOz*T9-W3o%F5#yZsKCMEY}%?t({f5aT)j(%smbB+X2b!GD#R8#xRKwVZqf5W0i2O*
z^BS>VghDN&HW<yF-mm~h4R$Tj$<5125k4&-HnG-mxrg4aq?ik3A_95}6KvW2SG895
zoqp3bUln5b^8Lw01IW~0?p*uN!pXx|uC!aq&t!GnZ+rZGM6km0*E%N#<bMpPY1Z6A
zY^R_Xb{3uBaG!>;OXd8OIEtHdXbm8UU`!Z8eM5f0RWX7zEweu4e#0s};U_YDI=qt;
zeSdMr;M(&_Q8v8!(gRW%UNnv~<A4`G?_~hd$8F8p3Hu*XnfyOg$w>gD`E9}AN3Wte
z*-JjNb3<26(mUK11&*xxpzLXPROb1@>`dODa5N?Yh>rcxCj8tQ0d{I9y_H<_kpQS?
zvJW69^iVZ1+G~Rkrh7qnM;M6GBgbQO(lswkipsYgY&K-7-3EgiuE}3I|AZ5X$=9k&
ztgL592<bi4LZ$Y2_D})6<N;PeY|saNbGrk_4p9ZB77UAeSqoKfvQm=6WhhSwpbLSQ
zTSSc<4-G|h6t*Z2CR;F*UAxe8Qy$w~h)LC@_nGtsWbqv^)vx#>c8+VTw<^&doCxN7
z?wQWz@ED2!g<!vH%Hy4jLDthE$FW=<xa-;h-wl$7vN^e#4MTYK%7%iT#6gOk9H{--
z6zE6yH|!YeJ{{naX6rd>LbJ=g{^2mmdt;E^u9qNmMp0P1gnN2_J>0)PYP(M+j015@
z+NH!<v)rZ<71C}syxMX9JtBS0bZGmgui`z;S2n5dkGXwbyDULn$NkCRs?E)%sD+aY
zm#rqAIm3j!b8ww+{EVMf>o(1Mno9#-)t-Luw6D22KO_sZ{C@YYIP=hAiCz`2zTKdu
zDRp99j(=!|{s|RV-L>=0T3SDX2B)_U1UNlB$bDb1wpf^bPkXsN*3M>dHLR-j!c62w
zhsHzSW*+ESVlF?049?d;uW+XIWq3zyl@=-*QcqM<P<jc5^hW*5dvQ7>c)-`(PggnG
z5YxV}_ph&zJ}!2F1`OtBb2q)K6Z-trn@6aNjALW(M&7%fj4okdxi=7^p(~d@{T26A
zUc9$o+DwWLg~}r;$5<tieR9^-ZNzBWP^ue{eMsYVdgCLN3mvt>)~Y-%=c($OsZ<4I
zx5<;0hpk((_72?I(fPYu<Lr%vsI(b@(ueP)4zt}dhiL7mU$4o`c;!Y#?PxfWe$n}0
z?gm+HAr-IIBjNfpkw6=FJhRbwJT#}A|B86NIH5YQwl)31JzV`Lo_u>{=H30xOSI81
zLFNxHM(?ldeAfLBa5fE$-l8Ap@>7&3cX&!X-*?#HruYejX6d_UW3t|*$d2y_{aRB4
zdHfGo-@a_GFA#kWo2tuE0|9+o6v5=uyBn?>>lk-PJ&fvU|Ih2*Cam;BZ!9tP$6ccR
z12}$=dN0XFm)DhA4zJpx?6wm?CuG#zKS1a$9sPdpvpXSh_KSz&f|Bn;Hy@p8e*fd(
zu18b*|BN&gJOe-2{(rZfnGHT9P1BTWE!@a0mrS^t^ZMB>`e^_0ucpS_uJdE;T=?Jc
zh&|{`S@+FEVD;-o_48xQ1fdLMJe1*^YW_%<_Ji{4A7Gzdvq0Xp7sQASRi0e5#G}5^
zGoz`oi-8a44<Czej+B-#t`Xx-BiSlHTC*702daV}>7-kjC<+w`$nu<cy*w4T_cI=?
z4Fgi_FPZ8*M?QXfKegFXzaCH;_cdSlYqUU~u%=D-9!8)hiZ&A`9mlK10WjP39R4f4
zX?rt${OEPDfEe*uZw%H4Y^>BQ3gNgaXniGtXlwS98flT-(>$&UVQlEG^b~i|^2~eq
zca5@WQO9udY5C6P$fGq^s=q7jT=EYYx_fLL@8wWoQM4@uqFBcWaT)e&Aj434d3M(9
z?2J~^IwT;YaqV7z;on!eMvx_o(hE}_N=~-c(rgmqV>{6ltmUrx_UD1C4{&JQYs(m{
z8Vld*U@4>h);6}<pUz2zEL7?R`DX}|8x2BF_P&VFEj#7Y?#?rUf&-z6>5>ZLd$!|>
zyR4k!d;9a5k+j}h5!?--km-dA9bB}rX_;W{^t@!ukd>1P>1EJBc76&LO>-YZr+L8D
zr0HFi^Mv=L<F;!J%?3(JFM}0PyBgKS1P}r4MPt)CiEyoMsLZg`V&Pb?m*;N2%QF}7
zpkf5poe>xes}p&0`v9_V-|pPBB3!!IfutgD)-up&S)X{O{J7{VwdKO$T$18@)+C$s
z!iC}Z6fy_NcAHrL5gda??lXW4UC+gLdQ9+-8O#h+S9Y0zUS&D<9VVE5y(?5J+g5SM
zwPxeriIk8ncWqAT+bz77iLHA9j~J8S?>nYEFsZxzC|00~-Q&SE(wdns{gp1s!J5ZB
zrHvGstF8wdhcS8Uo=GzYYd$^(Co+zjQH*|0B!~hA3^IYKN%tPNG1jE3yn4r>8Q}(K
zSQP$WOl8Q&Ib<^i)(`i24Wopa3~+u46mYpi`S)j2a2^nc9!-mhch*=CrmO<T7*IB~
zNqn;FPp>*DIe=?f0LTUVS3;RLzg8${8Yg!_5Q1g{<iv^mL#YYnFoy5#FQ!yx*cn@G
zdHY(I=RsLV+$jh`r$7P8W6D=VO4*lqS;fe5=@M%-9FhQV(u%0TcZ;(0?GqQuw+YD5
zOzZD@1y45_dr@z#hGct=d~oO#0QFP#MIly>oDkc-ryPy+!aH7W<<Lv?7GU)1i!IjM
z_wR6+D4GjFO>j3|%>%0+dR}gll89Tcwae5r4+ov;1_C<8L~8mgZ-*Z~?ONS!e_reu
z`6GMil2c3mqxk1KQzW%OKQZ7Zx9|94!?7>d?|pi?JwM~xLr2`8#DCEBq{E&)m(84*
zQo+E^9nPcIE$v69{@QiUcJry5@nzoi4??!ZxZAeF)yeBjS6MZ<h@smurJT!OQtzKi
zXK)rDZD?pX6muJb!)Xf=y#LUgI}z?n8Dq_7HBO$cHM9vo?1;W=xX+?T&EExD3i33-
z@qp^8W5b|DYrx1*!gQ<+Q0PYHEBNvqbgJqsmcEp(o^3uVI@n<)Wj*)*2Y5RNefmxW
zAm%Oq0s7i^2Oz4$M)!Bro^qTy*>hRoass_+kHMYi+P|{F3>6*-(|(|RqH174Glg?R
zerITFL;B9K4Tc-Pi=!_!AEbA})K(SLBq<v@!4+ZFsLsk-?(*xqYrXcfUJF?(|NQ&H
zJGoGB9jkgNqqTjae}IxD`}w1<YuEZhFJ&P@bYjPr#eus&ZAkgFv#-^@Vf#M-_^)-z
zeP@T`6aT!=l4>0xTRdF<<(CFLHR?fd5(;PS{%IzME9N@>&Jj+v$1EN}+wL{I-v560
zG3AHJt{Qs7iGRm<52(FcayOiTi}u&wUB2bi@H0{??)>p}OR0~p#X~z@Hap86K%3gC
zhP#hiSrXlUv<G5yW~JfH4-5B0ZT92I@OqTm_YuO3&Z<e4B6Y}mo9fNFg5bH$ThvIy
zZ@$0PpD}pN3MXAo^dge(UwZW0v6Vh10qu!>-oJgb`mIl$hC{02GY&3g)K2aTIQO#9
zw(ZpBE5)Q8q75#em-pAjKY4oPqmnH_ILX+~b54L9$QM5=r8U1tZM~>J)mv%u)K)W2
zD}!TkqOkt<*6~9H^U!G6n%ZQFR>S*TtK1sBP51obwV0nY3F<3z%ap`7u%B`5f4t_N
zZn__PPwT;zMT-2D0|Oz>FQRch^4+0lgMN13x>V<o5~k6va{cBDwkeG5JW9kh>D)Sz
z`7^Vaeq%|vx8dI9!lF;=7u4SgQePx7VXrG!;~r$hUJ7eUsM(sIas8SgIo>{B)6~jV
zS-B*2ZPW8n_2B(YML64x7NzOSxHqR)54<)Jo(+4w+28HdSVK-bPeCu!ykfI0$igMg
z{bf~^GNz+Xba^ukzPu6p(`#n3!G>18=-1B646XZ>C3U2l9CvWBQ+RbPfYyw74LP4=
zHW_Gl=yRJy<-~{N9oUqNq7z02+XuI~ezO(o4DL@~9Uh<YvH||Q|C=+`*RKNqpc4?E
z#hM%{ZU9FZB|SIg-)!(gCab|}=p{ar`^@FsFltJ-%)}AdTHa4YZZqKExcYye3D)-l
z=!IKTpFVZX#QnJxSMqyn^f?fWfIo~L@|={Tb;!L8n7$_DCn<;gh3<);sNB8B0z4)B
zw^|1Ok818-k}NXzI@4<V?a!G>#-jkj<JAGeWxM>7Ix6vmcC%c;7@(2wQa4+r#+oX+
zX3&9*)ou*Wah>5iblb{yeOO)@&<`><Tc}o`kfiEh`jn&vpK^BvL+7VeX*q8Vi{#()
zihu}d>A3H!Xcce`N`<SpO-@sc@aTyG6`Pi1zfH&1uIFVkg4h@DM*)b4Abr=}WB3(z
zxRjWpsF?FspIGfrG=e;ni*^u}l3g%Dcc;VEHiv#%%<s;0)A1ptdscX%#_p+^OF|G!
zeh~uBcl*U|HxA-q*-wEiIJoUS99uOWncWlNv5DxH+0X%ptv>STld)fUNFU&vSdZCg
z)*gv3m?si%SdSww-`x$}bgGrCQAFA6hp7!c&@<nVQEN0wO25u>hg$$al%qTb<tS4%
z6KmGbm)$`Ohm<B!&(>4ljFu~c<<+w{PnW46)I!i?>p7BYbyR`6-K$Wgp!FpYBql$9
z3+(jazAa79vN?){E}gs1K#^=eiK=LnuQ>OFZ02*jFKnnJcaZkOQzC@_YzKqh1Y!;M
zqT2a^4>e9vxXi{)vj||I84XqtufSG{;@i+b#Ma+WYCRs@qBF6~0?^p<qu6f#MHHb|
zucT}8S_2?~gmjyP>0o=X7oVu4UYnqE#=r~C*^eV#LZ!v_U7#J5A1gtFAE%Nlc%j-i
zTDzeG9GzGcO8^gAP^)8;e-X53Y#Uy>ZU2?C65Um!bxKma9=B8r`vSE~kIR?auMg@%
z#D9DDmqqf%5zi`irim(XGfaeZH_1Qu7S8WD9Mg28-&Fr$1n<Mw1J8C}%v;g;cJkwC
z<LC#hZd&bA=I_@B!$t4Q&?-iml7O)||8~p!tdjm~Ic5#KkXzVVzF@<v&`bcb>N3-=
zHx1+3<2-x5ZGhl^kdE3U`^k#W;MZjddZ>F%B}S{&EyX&CNb{CxH;}r1tR<DI5cQQ>
zM)dklmB$P*w^HaMdFkj7LvXY#nR6a%A%JH%1$9j)8`>DpFXT1GVhsTX$5vTG`3_%|
zap={CrpNTDDU!;QFoOvm<o#l2)!^9=R1v+)LiU{4_BOclg|GAjO_GvlS3gTNGd_99
zDwe57{-&rFPPw3dxW2*Yfq4RJ(-mI@&n8SOOyx~^P%IeezGDu^DVv(hj&BH$?q=fn
zOv*pNvA}1}?k*(^$J@wU=7S*rea(QCX9NOa6m-1#r0~|ueflrI9fg`j5xzd1+wGxp
z8rS_a{QC&=_)T&75ibX`3*z5r_q*I*ckE4zDrCN9Zpw;#`)P6S^*P5mb$1;Vp|Ztz
zmeY;flYhs4jM>^rJP>BdUwJi<T7O73u$ghQH_`0r>urL$^iig@`i_&eq8Hhv!~~hU
z6GM{WJ&tY%Qlf*B&lGLH?wk9&W5IUd*Y#NdCD_xQlo0b#_rS)%*@y;ip{DtZS?y(8
zzYAX>mgpQat=lB6t51HcUrKqhc~@O6wKf6$vgYX~WG)pZ{gIvZxaIat?qlniF2np!
z?+d=mi&dTEgTEYfv#*E`;VH#LD35E~3^vk=9vaQazP@PrzIESx&2t;*ZM&~kfUFKl
z_T<@}GecJ;C&S1O1|=;;HWy&w+p`a(YTAAeZl~phso$LR4nS#Wo4%5~esHMf>)+LS
z4skKF9e0>0nHXHEbBe}1BK-)m!5g*|_z&PVSbIhxtht$*U0dc%Ry3YH*w*9st8ObJ
z^2ii?ND$^C7!g-at(=^HHm%k;=!++<Q@yFskvJ2`nz0ub9mzb_|K9W7gL452yZ=<E
z(OaU-8nYHX6F7UD()g(j`sDH?W3E;S(>5tVa-*7b;RAJ!d;A`T+PSusm^HV0VLl;Q
ze|6V`;_1bJ^@#&r<_DbnH!k!jEOy5SfocrBJf<d;9lO!`)cO-E$Ax1l)3tWb4xQM&
zEyluQbL@U~T@^Xn0P#fJXjs<iIt>S*;kA>A8v`2B*ZSDa!<$j>#QhJxrGpV*fYyP1
zv)g6lyUFVZW;5sCTAb^D;D2<HRwKVU@1Og^r_XxVk-8N3SyP8KbpLvO8M;4WjQD(Q
zlQ8wPX2PK-EBXq<r`d0H_t{VHI-D%`;OdbX*&i1h3mb_JgU>OFHx_+doU|X`aYS@5
zAri?SBX<$wjPxl{Tly(x>93#%n{U8;3Ke%=%|8>;^X=Ds9bumz0d#7NTvvy!_>Kno
zRabJg8$Ug|6no`9(mL>wkT@9Kp})bYak1))`T-W-dLs9!j_O&>n)u|EXJW^qb=B9g
z$jTnIcO%Wp*-QKLvFcwCW8SDqmU|~$hIdwM?;aJ6%UxneM`qneL{OJAA{qYj!TPXl
z|A{Db+>+w$S8ko1)9hO8R&UHQ8SeXY@}l;RPW##IBPrkVpFlbs#6vB08HsmChe1`*
zx&Qs4tTy-yYN<<_;(8^hWzp7Jn|m$mj7@!V4{jVEwxhjn^f-Uv%XN14|6c=}^3n;2
ze1Gpd`JM;EKTmu#;aAO--)Hl?ruY3S3c>iiE{YHCFpaQ8hqT({|6n)h#dm5p^;-N)
z<e>+R-2PW%cmK}h{=fnJ#%4I0(p=$qjLu9)$U_@u<QV2*Hj2<WiHhaaHqSb;sZJ+n
zc^Z+kX393hPPx*B<EU|BbXr?T@=&tnp&bulIYj4sf4|rFr|(bS|KYx_&wYRH_xtsp
z3lblQEgt3RuhWCp>YqT7rXbsqu&%Q#bhB9bw|R5a0s$vRk@4er^xirnmdd<r-!pKA
z@g&1uRZb+FlReQ_dbsC|zCo#v8sheD32P~dbY7svP$m5Nl_mAjFh7x$NQ($&CM?3N
zhK>DpgEk)9N7wHBNlN0bq+)$x+Hpyl`~h^=4hdB`L0;M8les4Hq!Mx0>TSQt)$`v}
z*j{#J7y2!fk)FElA#qkH`5k8apJ6Hbu*LpJBDkg^ui{3aCC%y^-;3Gf9by=G>!3H5
zGZ%hZUTRvlVGi_F{n#KUa7paQvZDUmjwC{=gI2B(Uh$j&{>4#_+^ER7V<ylx9DFYI
zj{p?f4MJs6$~4Ew9UwDnzO+o$4FoWBxMSc+Y@<tvrATrHImk3tI+sRx4;7WdjoRE_
zq<tWtqPn<+K@!U3$a!)Du>44j&zS=(=jVjHUU!IOC9fu;wucsOmLy#jI%6Y1__kYT
zjMJ#S9PXkeCDTGX+o!9gjI5bUe}Cc(C$lAcE9o#9N1-#kIa69F)Ghr%JiJP@E2M_I
z7+PdXl@TgKy4zA%!rFjlp5PB_;6dfsImoPU>xrb68P=ABtVPdGK7cYS{_A^T8(ONf
zsfaP8J7`<>6Kxby>x2w`Lb8e${1;<|ik+X(`(<Cpmgr``PmSU79!G2BSS1rIlZ)C-
z>L*~Z8W9TJRGh1ho&g2YgB7>ZkAKV68I`UkF%vi(^Y`xM=1&gBw;fI?o=VZx@5Tsj
zfHu!|N?KkCD8)O|js`PUylBDpz?wT_br^j8DQPF%1>;U1zVhF2lNl~>tG7~%jzyPx
zS*0GoHqi4q12}cRkoQ6AUSEo*qIBa0sEAkwO)Azw971l8I)4qcfmqS}VcbH7)tAME
z+`KhNbbN%ra#iF~Fu)4{M?!Qp2nqb+^45Gr)<=-)2Z?2<gGTokx!57?5~$@v?7^XO
zOcH2o+S;$l%#h%E+}aZ8Nl(&>zUv$voVA!rdR@Isb*Wp~Wp{$zy){pV2_LwYAVD%t
z`;*qfd|cs2kL!5l{sn7#i-2~Ivzr-H`RuWQu4j>7@XKt&_MMFvItvIQn+{r4mrZtT
zpCdl0^<9fBpf&L!@o^3C>&NAmiM|khb^D+_siB9_{!vsyHI0fnk3;&l0#9kfoK142
zL5_MUw7t@289jZo60-A)NI+I0@vxS2VOAPfr+a10d6_>)Ndq%Idl(^3wWP4JYjd6@
zaTfu5IEr=ff&!AW(Sd1*U($9YW2|26{;*I3+;#O?jpnOkzLHpEH<B|OlJ;Zjf8IX9
zzu0<@1^NX{@j2hhT!f158ZCawWEUxZf@7w|z?zRay_|^SV`$vl9O|RT5B$EtsK>5P
z?5-&V;=$tXEil|<7&KT~EeS@?uJHfd_2vWO-6<sIyhxZxJWNe7EqdgDmSNa7Tf)5@
zIKpI-d|>+epOFx)JdF%P_qNDS9jCrBn2P!_R<*b_XKad_6l$lhr@EGqmTDsJFm#EX
znY`qi{To!*fDB*WAeBmhW9MHTf0Sdycd;|YfH#Lthls+i_zi8<&hR5uraXh@{BFTJ
z+G}nvK4(kB0>9AVD80LOCJ@$%qju$kuIu7!9Wm!BS#NT-LF#QEf<*p*{{8(=zU{wx
zH_~8vMaF;hH@vug(m;uIRGnoVIqR$mU26&*5h22=eTIdc)n5E95tw?Vl-ZTRdjj2;
zNJAQ7iRSQ~lQ}aCJHzOq-$yp?tHbR#2TwE0bA>POx_@x~q8v-ndR<Ta4Rx)mu2wJ9
z>Xz<)e|so3mc4K+a)k9mP_H*L2_v^Ri1g%~heU;1&axF`m5Q?(2HlrkTU-2iUAR*p
z_O5%21}+K82)x`gOh3K!PMiH?trgXkwAD4fWEE#%v7^g7()Q{$&xjvW^`&Y0AfL1{
z?5t2gPs9G~gAJQMyBT2=H^g52Y=STNEmiv<()tkLa<OCX!)-rJS%99VzSpZJPXR!k
z5ZOE^;xAe_A0cs#AO(p*m03$8%nwIW;sDRp5Ei`k^Khg#yy9)|-u(A8wI2XmZE{`H
z(NQ0{N~kVq#Kl2ET3x*#c|{xCVb)MGL_w3dxO(jqSJW^0*qo_B`0Y}K&ONXf<M!iN
zuFzVOG#_S}%4iH4@^COT`qt574h6#Ki)-7c?44MnyfBW2KQKPR*pqE4e;Z(Z6wGZN
z1I8xctw7PN1soO-(r$HO=;{QHKw-A=cu=_6RhbO_YI8f4ikU8ZILFgF_BbWf!bqGn
zIT_;iHpdbg*M&nhYd$IGqioAW8Kt+R9(89$K3_u^UfH_$$F~#txUAcfwC{4^O|)~b
z@KeR_&-(iLN$P*9we3r_Ui^$um?XnIp3hy%<a$kabbvF5ih-5jfj-KO>C@{2Z31lS
z^?R2X=sEyd>P1HPv<)`s?l*=HI~DV?1i95P11YwJ^yFzFwmC@gqP@Q0KD+CFaYtQC
z>}CCgoh_IxRPVlTeQwAFj=v9uwp)8_7UaA*bt3@vlvQ9J<Jh}hrSmz~<)g5o>dET?
zW~apqeanYE;&$*hNR~2gJeF|NeoHBK2VA+gS?S$~=ffZhd{-G3(C6Y3h#TVLQ9Vp!
z)rH9T;<Z24uOA?a0kmg`ce-C%Chp2!s~vV3JgC!4vBUWQQq-r<?g0O9DMoOA)*^}n
zM>XpXfhqFDbB`Pv{@~K@d{z7U4m}-gu-E!VY2!g$8C(BL^INn%vxFbr0iM+b=K0rf
z$tBzwhI2YwYAWz_n^0v4k{8v%V3+Rt=!yx&<Lh9lE?2o;dj)ND^I-+>VrrH3N#UoX
z9woh5<}E`3q|Ihj$P}%H_GwrF9zQ_Z=2UbVBNMX})kY9I#{ngU6lDK<XxL<6;2{bi
zIuIVk7B#Um8i|p8Me-5Bm5Yg_wm7cQ?~ZtiUzh&2qbjF=x~Y3i>|o}TCEoRQg^66J
z25q+uKA&5u+hYv>Zp>J|C_%JAlbQLXkFnc%C(wObrovx?OzV8N9l&1o=#=rHbZ|tx
z$~OJdSRL;DKVWq=e})HH)z9ij)NctFSFm|e#DMU_SzNHNcm~^-GD{sWtG6sLpya>x
z+btryvX_dE=wS8D1iQaE!v_fdeKh%lsM-P_^VZ27XP!hX3K*v2KU;u<kKRKid8yV;
l+Ngxe$Pjy0Rx@{FA^wm}u9K9~xAgZ&8t--yO6#9j{{qT0L;L^$

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/images/image-19-Abstract Digital Background.jpg b/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/images/image-19-Abstract Digital Background.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..57ff2d92b3f5abb42842a0c6f34102472b54777e
GIT binary patch
literal 92050
zcmbTdd00~W_crX1V^OK#fL4wqnC1Wusg(nY2r7f9q@A1y$ULcOWy8rK2SO9Y3C$Fl
z6;o5wrehYSCZ!BkW}Py#(uPxMojOAg=lgx$-+Nu}U+?p5E?{rqg1z|MYpr|TYwaHo
ze>~ILhz^Sg)6&+~($d!4w0=C+3ehsu*Ei7DGc+(TFfuYUUIzrMTf26hm8sbV;3n{v
z&6~hBHnxs#TW#&PIoQ}Z`#`t3d%)rFEnEEpeLVx*yx^Yyeu=h`k<q%f>ns5POHVr+
zJJ0{)?Z>c|iJ{)CZoICxy_SxNwyufxkK0;XH0P<O{hv+ie{b44x@+|G4GfKp*J?h{
zzfns^TUS?Sjjo>Fnl+kFpVYjswZ=rx)XpPF-wc;*V4nr_EMT=6It2IJ1mUNDcl1ih
zE;KSWx3IJVJ3+QOLt$`)w~w#ij*w7fSU4&IO(4dS;^Gs?scGqy{Ztw~=WuS`k)y}*
zi;B;bl$Mn<s%zM_b@dI69Bw<0FA$2vlHN;w{R5W=hpvp=x-A>MGd4b<P^#234<0_6
zeLnwU;pO71*Kd|Se)_z!`sM2%-@gBAm$sJff6dZ7{@1Yok6k7jyL8s9(OqNkuU*<Y
zM>Ka`lQnvF9{Q$1ID_OYGkebhLtrqgt>>nZgBSjHP)hc+vAHAsxzopgP5X~!|Njgt
z{J*m7e+>J7?V8nEr>m`5JY5s5U0Mss9aYBU)eT8{u1>C=XSfXL=@hmx6lvj1hC*oq
z9md|3(|ATl*&!i=Dr5}yl7R#noX`<}2~tXF>AM*Pl2BYti}0?&hQcDUtZI6PQi4F(
zN{P&c(xRxneK%)#<aY0JJxnR*3>GESFS4?q<<ycp#NvY1SJh7Xb(|e|M%cl%NMMYM
z5rdqF-`uAYjEls|^>}uo*%oZ*D62E(PC#rNz438BDTjDi84|JBpyDYb#QQNZCGC)A
ztan?Jqm%1a9Y&n%+Ax|kPrh+TV+Hs&*#immCIgKV@y3Th08ZOO{vDuplrF-RBQvUm
zdf@lrQ`*L6JggWPVlm->x7-wrbZ1m4vDmvkX2z+m7`2r+V;d=57CIvJoo`LXKjhdt
za6+Qtw_?WoOTg&?N`QU5f>tW^Rbtn8J9$+2aw;lx4#v|0lo72Qnt<}KSeb*4f)=YC
zpr|l}iLgf`$NRl<serS=AwfmSoM4)BYtvay2o_S4Yxl&M)@K$*UE2nLD=XYNn0h-e
zOdu^nP=gPt0%soMLmKD_fU?mB+9-!+)g1^GH0KlOp+FoG0xx8EMB?Ek^L2I1nAj3d
zFjUpRT^MX>|9#CbvSTNIXzd%{wUR+3+|XtoUHbE%o7KO(ekkgq|7yanZM=`4X2iHm
z1rnWHExC=s(@34u7I1D2@R_sQO$Ir}moL*!))E?P3H2mvwS){E<;YAK)=<yY*VWAh
zbqQ*x=ZjBi)}t~xK;xsp*+Wt@FDeU*0&_P(hiA&G#tVccAVc`u`98cSwOh~vh$D$X
z5~UZlucT9#sO}-SaKcQ>(-6)9DsA!Oq1Kz+F?hcr{V05+KctQWW^;_Y1?}*+O3Nv7
zh$V-~IgSW^C)1xUUsoZIOXVEDjIe^gKRjYjz*-4vVjf)!h0l`UlPd3w(wOx$J!f%7
zU(-6JXl)B^m^k-n_d(#_eHrZyGwxO#=%3JF)d2bQX@U#_9VQM?xxU7^x_s9V%5)hX
zOs0t`A}=gopz^FLR$?`)8-Yp|a0plkpLu{71tVbSXDekCQG@E9ziI>O9x53=aZG^F
z$AsWGS#X7_i!xe+>yZamgkk-wMmfns&6!iM55q+A0L>mR9cqa6W-DSXJxZ$CiWrJ!
zJ^h5>^fev;ANW$Rvt2m~3l%6pw;h#6LU6L!sap=`>{ZPM>!R}U3NWieZU^im_GWlj
zpJ#aB?<DsP@@3AzlBzlU{CNh{BF&qLpRWfttg|nKK5S(K_q_R`rM+t*|N0ND?u-lH
zy<yN(I?SVsU;nw;`!5VSVSj}OMwh+nL89(rM_s0dmOk|i^0^E*cbPBVIM+f;=4%`)
z)W%#bf$kP+e20?<^=PBrq&>r{<1Ob1Jz-G#^g1#QrROX)OpXGwxne8$j>;AGTT+?4
z63DH>Gy2A;N8f1Nc{`mqIcu{4VM{O070yfjt@<z*@ud=OeI88dUhURSERa-3;5%!>
z*7bq;02yHerz+5XTLK{JN$f3!m9uMTH@SVkEM!p|L(}Hx#G1TaU3(qT!gb{&j=g3E
zRnonpAPv|^)|KEGtQ}lIx2eGE(1v)B8jZKx4J!*opQH2zi&L1R@Mm<7D1H7VuH)&?
zQSvZ=8!d6h;ik}-Ni5`FiUs=jI|DV*!j<D(2Bl?15VF68!iyCwEaWV^s`w*T?&^iG
zg~An7NW&<<!VnARV3d)@b^eTKkTuv+X*7Rn)2QDw)dm70c$8&onNQ51-BzV3-D@@~
z0Z{ndbc*#x6{Uq%Qsn&~V9;!0t;Q28N@&G7cqK}}B-_&uqQd*(%-DuLFQ7770ABY{
z0UZ<@3g!#rC-LB8z!6vknAZ0KE3<HF6L4q?1Qag>lMaFY!IMR5H}GV;fb7CsD9y7~
zJ80WBxUol+%u<|gH`oq*i$lM3^Z}-vXTUObv%;V%e5y6WBZ@E6MXh`|{o)^&v%meR
z|LZ?Y2II&u>xUNT`iH-Ze)^#mhD0XE&HEiVL9qfpxuJ$e(YzlVdkYVaV`R=YOMTMe
zL6+o0<WsYUY^L{tEoPf7fX|>01toC8>2~0tBq$5%+=}1NY0FvP4s7Jh$xb~;R|r*3
zw(FrGz3UNi8<!H5Ibrk~uhcu5m2syHt05s<IEN7C$Am?s#&t)Rqval0X9Q~eoPa~t
z!&5SSHfBX{U>vlR;5`pHnG)20FRddKNQMG<|LnhRSKTJJgEv7#+2a^bV!HT@#2U_U
z`fZ8UG$gu9IHDS$mq!vJiRo|F5(j=ZSy1L+f5W=sCNoOSA~?x(AAB~Pw1tzTHlZh}
z*N06*^y?9ZKj-KDqZ+Efxzmp#wCMSq#L+2LGx*>ADnumf8qQtFC@1sQ5dEx?8w85Q
zD#arFrH%%Sa0M;Lz*&ibf5!Fum)}nI6?hSvRokd`1@I9Kc;tB5Ay<s+2Nc$wQxffN
zF7V*pM_Av0MX-xgaf_@A@DVlY=3U%vWj2j3j%Y0z<|Ok!1o7;Ie7iSM0v0jS3Pt-v
zz{1Fx5YDmXX!|OLnOC(#G6n$!j*>eX;bAoB0zTzz)x0}H11R8=z9tLj5e<-x6)C(Z
z$56Zp-Xwxy^wQp*No=Bdps*$^tPF*;1D0Dc5;ZHQQ=_dx%wKpD^zeTWlSmw_eBluW
zeaP1lvQs_6W=}zH<{(STMilQ5&gi@e5(2eyt{`=@_rGB#=ZDtovDf0A23-NPW18&q
z>W9`eYdUfDlmp|}(Ue-jJ8_v{{<`(%OKC_Nk9eDaR-)?0KBDykT&<}+KGu<u3^L8Y
zeHNM(L1eiFue3AJ=)SV-O<}a5_FQwPu~RfJxfeXPEyr|`sXEr48<SWA*Tu-KTH~Db
zn*kwLn!y~W-o($*`mJ(b1fG)73_gS~q{pafRpXb?03;`d-i0kkZhF(IcrR$+Y=+WW
z73##g(=`}B`1fGv!6B3!t|}&=#2JIPnMyzaBUzlGwmT!X5~Bp}qKs+VClOZ~G=5(v
zH*s6Ss?9ZbR}QkeuKmdMU~+{T(1ffmmHX$x0ID|09&b#q^bVOt?r<TfC7C~)lL7dS
zSY$pM5lQ)&ep+pdhzHk_Yvn29H~I1~YerrU{?V09oaA<RlQ?lrAk15AG~b?#_3+#(
zA`3F<=F3rw*&%>1+B;bob*KqUE73%fOJ)wKF@EC5{J5+j<|8YCQVhWRy>|i*@>}(%
zXf)@wXYBaxK;su45sXvLlF;6rfl%KS;XE@Y!bHHrv*d7w5w%RjdrSZcOc<eX<UkdJ
z&7ifC9At3KP9`+5u8g5D!Lu;%%t$M&kb}XcLPkxn_B^;U2*8wCe$jjvE+x~Ok!#7{
zH#h~wx<QfVYb$Q@HJKv@8qXUoh*}$^!_zqnY?y*R)+CPkdZ=VS_b*e+kLO?gUG$qK
z!h|CuekZ1m#$EWb;g`RyHi7OWki$3q!W?zMK8|iRUU{2;kj28fXikt7J3(1MGCZQ~
zYk=9TNewjXf$aE}WPrPhJtILyh0vfV0f%d?i-i;+bq4qA)a0&FMhMCmEsns4M4!WG
zXB+C_lr~p1xFN?ZvlS73g$+)<K7Iroa|dBg)h{qB5$ne0B5dLB%^`AUdTFk6CQSf2
zt1TW@!B*a>Y2`IVQTlCwXh3Xsco7ngaH9_Dxoe!Bqkq1HCG!G)#v;}!wlNv0##M}D
zP;&*&2xNlrH!d#)t?TuqL2u(`c_OBUA<RR0#7jh(<|i_pb@-gH&^F0#wU&+QG~Sz8
zewkPx-wg{wk4}W%Ttenw<YYJFd$^5hfhe$~L~I@fBYRf_k5WZyP5O%Htxgq}UU#Ee
zPWiLCMGZtL4q;fnkwejtl;o&IEYrR{fXE|Q(c(+S$gNo<w9=Sz)+%C7JWyDBV4n;!
zK{+AnG%xJmpRT{-$a;KtG~N4nY()d_F;bQm)cqZw(P7DZyqn|lt{vn-rjd`>akt?Z
zRSYdbg!wEDv=b_5+*Yiy)B~t+wqvDmNPJBo%7ZM#3s?j&&5ApEu!@Cak&KmSVsFyK
zVzt1dX0{=wQk5tdgwgswK?N-K`C=|3n7XyW8Q91z$XU<VX=;HYwI_Xz^BMaPw%lQ!
zuW^+zGY2nPEGDPSH|sekstRZi)m~FK)-sQde)#9wmj3`~*R!cRXW#$OTE6*1YbEV)
z+=a3~?&bexQl{tjFK^j<C45hVQqjn00v?pS^vtof=OE)<FfP&T%4{0~dS2jybqRNF
z9_zsd((%yZ9Ap7T<N7Got=-<<O;G}lUKZ~&7QUH1_c7u%L<XNzm<uxbS?eJc4+RwF
z;@JxOn2{E6$BIy&pFO>EDJCbTMCd{oqL~#%t)p*LU9E7borvTls*a1E5P4fo_o;qY
z$0GvCQZMhbLE`6<Zu(JrpDbmVo=4Zh`sc>pp8BL}5}y%!A;%q`py&abb%x+mlvp>K
z7pDmf2^(o35-YI0X&TD}<AP^l5drOsJ)38}37^A`@h5yI&!)RgT%f`ainDz1c59<`
zc#qzp&Fi6DmL>4}Ax*AM6i8Av1;e}fioWdHd*Nunu5@Q~y(#;lNbT$=8cAu<*9$4=
zgTZ%Hags9#nA(7nr;mdsX(cr$?dX0+Uqr#sVnR93HQdfrRPryoJs1Z)+h_%BqGNCj
zzlcSvfhv9^Bc`v@=C(D>IJSaY$c{fD!w(8rBs9TT(cKlq0HBaQHn`+OrV@)r!lnME
zkF0=CSM6+wX*ofFG8&H{cUL<`rVz0Hz5-Kd<A9x@g%;5cw;J#P790~+Vgp<wQ<;0x
zPVJ?I=DI(_#XP!F7<wvR7B;O*Fq660pr1WsD1zR^@|aTUX8P8oM{Qn4(^tIS2s+0%
zv`XHVBI107`X!2w*Z@4G==|%Q?BlBA;t)#1P&qOn2L~0C#CBpcTXF3%QMGVy-z=P2
zDiZIWZ{YIDB=56<2G3soRq^1L)n`AnzI*O~{?IbG^H*&BPpk9)Id-{s`vfI-r^6aT
zDZH>*?>HS&UDZnH*=?ijiJM4S@H(i!gYD`z+i&W}Slp2cfsGSzy&v)OHZlsCDNRWK
zB8tbq1hbM#5mpEnM!6&ry*Q|#d(tN9UYydlh$1kPlSeCQ>%IhzhR=NtT8==!Kmjy$
zJ64{$k#`Szlm{PTyaZ~%)pj4A>2Tfu%vqS~FE!3?(-O`Jph;6T5uD7o3bQxp#R|JW
zd(fL(w^28c!@>h<8#4k?QsS-8GyJ%YMW>FsqT`AW^O6tz&w)!yyE-35shsrNee%)#
zj>ezxC+8IJWxF?@zfoA@^jiey+>z_nBG`ha*hN{xi>L5af(A|9x>)6BNafbRjqV0b
zJQRoMz<S_q=cH~iv1Hd=p?2);h7ZvR)Sk`*M<AL+!3+%C1CLiAN(<2DRp6s=jyLnY
zmhmB-0!A)nT2i&q0~N<eRMaF~Utbnzm_UbEif7xhP>x|yP@k+2<78inM|SsHO{A|u
zVa@F(^QanvFeFSq9$Bf0Cs9A;V*#i`nuG`x2xOn_2Kl4Z`DTx(kwr^<170YzBa_yr
zbU3+7_ds!$Z{qzJZ=uD+$zoy#Ktndl{$&8ESy8u#+WJP}JXHp@r>3D;Y1G;e=j3_j
z>dAFEnY1`5z|1PCnyYFM2+_w7HU7{uaD{@xQ+ze$&_*>?i8cUU5EL-Y(LEgY0)bQN
zOM4`ra5<b#w2W4q!p~=_1&5+^oo&EI?TCnG1<8>h$CR{^8&Mr$N4D94cC1P!=tsvT
zP)swp3S4X!O+Z$>@KWsD@XOev+#gzdxBt*;ci=Yte)xx$EaAxiyl`zY?xX&bM`bXi
z4H5lF{D8IhQ!rb$7Vpf%;bAj%UKv^%Ipkg6ReEQH3CP-26A#n*`(V8)Oh2uzJ)Ji-
z5!IihdZvE07iJK`kaO(I4d5g6Tm0Q&fOLn@5|bJY1(4Z+YJ3<&Mu|$4EP9{;8F8Zc
zFk4W~uW-@RXTTyuP_j@mpI&~2Fvu~>4cyzhRTJbFG7?RVPyNMcO{`pb+01amH`2;Q
zU+3GsGDUaQ5X{0^`d_NHj)2Gy`0^-NSNgqbxA$KK9~L`~^<7;KolN(yJEAO7$E>`}
z?;9IBga`mjE=F%4HoT9QyDgm#bX!VYgaFXkU~5j^k})QaDp+Jr`B(DVHMrCPqmA0(
z;~8F2`i&f~APdO49DKVv@iV@IkXn5HE<<hWCy~q%Zr9fAPjgJrKhNpZAe?{RgSC?i
zY5VNFJ)tjCV!D~`y&Q3agT*pl4UX?1I;yI7ff6qxP$StP<vhV+4Sce>l#xhG7C#c8
zS+>F=O(rOk*$<Tm35jU>Zff_pQapn~8#!w<d5Wqj2RU{41~V*AZkHU4%rP7W7t{$H
ziBZ%%vuc+?+3wL!Kgp+<WIq!xV(4P+6#@XBvx6CeqH;B~ct7yvKCJtcJ7C>lBz}T(
z3}FneYH>00nkw!C_WNi`R*K-IQ1n8<p=#uVy1N^d5i%%z6yD`p(j)qbQN>||1l3~8
zY&5lLvl7O-<%p=TZ4<Yu1zD=OMp$y})Mr8w*+CyI;71rDwBVUHJ1}SKS)b@J^ujS@
zd?iK=9^EfIVdMAl;BS8)-SrQ%lCl40%>|33A6gHJ{zLySZnyX=<mlCQs~xIkoIR(J
zbfeJD*E3B_;^Od(sr$(q9#}<KI-Lo%r0`^rS(45WxxAh;a5u(RgS^guvx}hgGod5B
z)!qf@&}ZuX=&9T>N!PU*yblx2yrv*_UQ=2f>rCiO@#Y|R*$}X4a&B4UQPD?6_bq#F
zx)?gFF%j>9g`0Jo$-?H8mt^jokhCb6r`n4Mkm=)t%>{Mb2CP2jCm-Nw6XyW9OzmJb
z#*V~yj*2PGHVj&WU*fc>^43f~I)`9%0BL8Tt5h$wR=0G~Ypk;N@_&=z6JRl`v@>_L
z-#lL$q#w$pcUf%H*KaYD+#C|?W(Cn|^xJba;sO=+;wwIrC-*_1;<j9=(NKp>LF5*W
zPZq9@FJI%6ymU;=Rv+3ejveBSn5r%W;5d|{?Fa+1;|7MV3Muw!Rv?(=U#D-hJ_-9?
zLT*ewX_sG`3%{;`pW~4+$y-(BBG--9h)!#(u&xLiRFr&etxVac@ml?*L;3r7QD6-%
zDG}-~7P8N34+%@;aR9ta41D~iP#32!ELmi6<F;@x3e)5G9Q;qte2J&ZlvZ-O+YFN$
zgs=vOR;0#UN6B#r>{zv3y5OB7@map&j847Z&XMo6w+{<!7(I*_*fF_7Dbl-4d13(c
z3$^|3X0~eL`xU5!bIgYLPy9;zUHSg4In-cTs>}}IHF}(w(I8qxWOYv}Blz~5W4uvB
z1-u1HZpg<wm5p|csa?QbuOJ+E(TYPVRt{a{(7Up(kM?N9n^a6kxD$5#1;QPX0Ej26
zZF)BYoR?A1aB{oHag}I+c=$Q7@RjHU=;TxPt6Nt8TS!>kG}8zf=QWvHbo{@l^wOZR
z>+DzbYgjJ%%#K*zyS)nuuXm)J5$YjeB82^&J)>cGZm`A7g#m$yvN-pM=i#zojyJd|
z-Hse*(QE61^HlftTe~5(-%hyouXRm4EcxUbViVgK&nTGb{5N(oSxTK6sYWp#yiYHf
z>888^eMHd~8xuTd3T+6MSy4O$04zmW60sypqT3C285@O#E6Zf=Q<PC~xg?nG{U)fn
ztU*QLA=ZNT2P`1uVdPp47gEH*4-WC<5Skb2-ird6Z$#y)IrT$q)?9Bd@vJLh4I^ez
z?2!XryY)Jz_xMc87#-Q5h8lPXdXKBl+IGI=@Dn7eqK2vU(C3osyLh9MbR`ruu$k?H
zh(|%^gQ8yM)al~Qa6j|5W8Ggt?gO8ww=~J%ccT`r6hFQc_B(8dZA{~wZ5*2GzrqW*
zS|*<OEg$C%fXJ-q^pdgGeq7}XUn}un!*px^WEU=8HKMl4r+klt4|#vbt{UZs(d$OL
z;y)Wm?W$6x#NV)<FRr^(OpJAZ+CVPg-CT}cXxb_brucDR1qicWHSMkwHOh5T!#!*!
zr#D2Krd%ps<R!dGRCvPI6gF?+@Oo7pP8JAEpEW1{229u(Wr~|5r%yYfx?rcP`KGEN
zYh?Wq#m|zbKLbn1m8qF$3RiA9#nEUbWWO^h*{jyqk&A>#O1+2ch9@;qA7aFd8sWta
zIcfp?6CZ=s<uq}e*P?eQ3m03=fQkJk?C(i^SFslBaqKk0fD+A$df?PytOcJb18dti
zThH)sD-ag=tFm`7o+%fr4MjG(go#+Cb1$djO03udL<*WIW<uV^<-{N`^IRCcGwWU`
zrD3#Xq@BJk2OWA4E8N`IFfO&POt@MZLW)u6CK4GB5nT85)4oD&EP;hj5jT26pd*_8
z49}&d{`c^I!u{|6X`m75DjCs*2LHJH&(UX(UvB$5pU^w{m~q+aS*+pX{=|xohi3!t
znErKAk_#evzail+?SX_toymvL$N*xiI<a26B?*3qK&hIZ+)mk@Dr!8|5!SvB))grr
z=1O|E?uGp+-92BEcHGNvicxm4|0n8aTtkPI7ZsmwUZ&b$0TK{q8>S0)kWBYus0|9F
zJUC9LpI5wDjYs(gkm78_aGZS;{t9ap<{*QFP0}>QsYXl>2^mU~#if$w(qiKhb1<XS
z@`|w0mPew;e1m{SYa8M^+Izag%=yZQu>%A^fD)^}?jR6PIcpdafu^?Vf7K`%F)k&v
z?31)U!eF`Xi|c{uvY<!~tso-`iE;zr=BQ6k(&hjrS<x1V#%tdd<r}1NzFqXS7xI7V
z`*Y?e&PnR$4bq)iiON5*@VS{IoPQ5DPetS3v^2d^V_(fw+?hE?b+HI|5#B-<eD|q&
zTJLMWl(;cp{V+4cST=_Y+zQK|mgi83J=YRVWbVHr&TpDAa3yS83Mbdy8zUmCS7v_6
zFP;dbNuBSI!@B6Vnd)`tP9GCJrFVU*Yh4t_uy~?Lw#Gd&sTnf=>Tm30wMKNWm<2M#
zlrV#b4bX!4lVrE@b5e9YsAY4DBmCQ0%(U5`s=}Z0Cryc5x*M5NR>w~`;6eE+RwQ!V
zXhw9Zk@I#LDei^Tx1X|*7dFYh4(|^o*W`wKkQ|?cEuDi?D)+sFgvimbD?W&1+5l~h
zrnVN)+NJ1zA4GAuHeMS`t}=GZXmuw4<ksA83w$4Er(MZCY^#1ZB;uW83|@k<Ck%>E
z^dsju74@@yzAq04lN-n_x2A|`DYa#I%WpDLRcuKBal7KI)xGo-7=(O&P&9kStS;Nd
zQ-!&vt^-+-`^~CzT-dFy7!n5=2fg=X>`gfEEk32OVf6%YVs&q`Q7fj`5^S{C3aDJU
z`WkdD=8w%eFCsNi|1Y%|zIDNR?+>kqe*Z1*n;8GtJqmdSb;yZxpx+N+Tr$hq+njcC
z3sh`&xC5m=53Hp*&R=Gp8QV*m=aVD{w(1A~WJpMP>dqBY*rqw$jh4cfj*zPP#v2tY
z@6AolgpT9Q1vNM*$a16Sd>j4zef^G}&L#vi=9Wgj#Rh6v)lrtal_*IYlq~Ud@tpM%
zlp-SLZ8;BFIYj<B4li3(z`0w5rC)N)O&WFXnS4?fufllYyG3$)YnQS9z0vf(zv&j_
zbugE=csf&E8WQ7KMQ7cDkAg#@?HiCTRvvw`r~G*K=gS9Y(Wjt>+~J24&@8!rt>zd?
z<#{;sWtIY6sxYMnsCNsFL%Qom1aWI`yHVvnaLU=!?^LZyFEqeH`?m_`e>vq5Q0ZcI
z6DLWPxXs@YUmj2J!fpkY=9T}oxXSa|LN3bUxgsYPGuUI%`9C+}%v)Qae%f~VSoP*-
z{?k|5dZ!_@AW;#a2oLo{dtm_RXn4iOzZ6BdR}Ae|ZldD7Mn|I#PP^x`Aezu!0B@Z?
zKiYW8@7pqIW_LJwbi)UN<H8Z%bRX=Y(lz2rhtqJfJOCXi$v7+#*HD<MJu>S%QgZ{G
zxyeumDkovw_CC2Ec;2s#`$na@qKB$AwNbrExOAnZT}2!w((qD8xu*CA(Il`K7z2gL
z34tJY0k6`heCIl+_xB?m{XmDM?ow(cZTRj{^cRs83e+{uk`t@#?t{3#!l=<yM)@63
zcDy|9u*~149}aUDHN<lJ*Glo_GCawpTad!HuQ`Yh2lBJ+HJTis#;4jZ?4fxt@?9bZ
zY6~^Hw3jqKO-u8yCgQ>R`A3E?eB1Qlm$%@5YkipW9~ye$Ap4&_$+5wU^P3KzGDDDs
z6%uYgrXne8zbbyZLNXD!zx^Y@Vdi61Hph9@bNoZX-Tx+PN$6nxwFw_}wAa)6$*&Up
zR(Ai5`rKI4<BD%BtBE7M+url;gG_(D4$XA&L(O=Y%(kXR=PkBUIv=k!CUc^J3YuT%
zV^_Nffl1`kLazi4FZ2;&%~=vQctmWeDn}|gT_1~PFM6(u5?qLf?(JZ2hIM|N@3->8
z!EL8g&6xsnnUoe`&`&y=HCsufOh>SZ8!Y<wev)`c)0-@@R+GixWb&1de-hV~20Huk
zb#6cn#f`KxC&lgOUypr^D5NLdP&LsW#yLF3+6x|Ip~zw+1BUG@PVM*C8^uN4>9^!f
zB_8zQoPv6whcybZ9WQot8VPIw!2hihPvaM>tE)^YOr=*CZO#DyYPKno<EEqOp~O%J
z^=X14ETqboCtst?2}0#+m`?;g=B-Av$5RRfXmE2BeIqRd4@EVAW9YW3XR1b8^)yz#
zW{NhYDgS-oF{rnSlEwD>aEjP7!R_r4zS%~)&2-Ij)bo4O`|rbzD&p2C3%K)Nn0>uA
zs~uGl_sNs^ppKYd<ufG}A{DKvd*^Yr>`P}^+VFDRi-xS4gz?RC@D&Sl0lBjh5GCN=
zq0{P2`8sVOgza$i(gL|Z(0Q?$#w{BYfHj&YXJ%_a*=$=ffraayA1J>YBZleDN+LE<
zuY8PMz>yt~tujZW@`-M>CzYH6MIY)jte1tx*6zQ{dlYrY8pak)s0TFFO0BDDoC{VK
zMQSP_?6dz@kQWQw`N>>+Xa$}n^EhKSxAJSjmQMjsHL(%#Z)_yues}yumZc%P`yTw;
zb;0eWxcpIia7*#1rty#>Hlib&^sj*K3%-<1hrhv>dnAan<na*&Qv2=HD;9O=hQOEv
zJ#??}G-{fj^wjw?T~vktfS?Cc`yBb7^<sYuZzS@f&b+L?u$YxFpGfTRKH!H^n1)XN
zr9v)wYZ#w=?5h1iRi@|&g$=H^<7qTcr7nK4_C0wD5c&lAZJwJGX9i}LUsa`PdY}Mm
zr5}Ba@e$)f04IaOup8mWL`i{?N1(OF>lPRXLA$48UxAFs+man|)W0R>%oa7504dN%
z5|eYP+k0vkOlg3j73t5m#y?kkktN~lgyPySDKtO_X)f=@pcvcB`8AEQnDguYWDGSv
zZuggtB1YGjVd9k#g2#z=28}s$Y0sZT*PjyxA1Zb<p2@<x#LXI)KbP%KnL}Tt4T`@I
zjHgpF#u!SJ7_CSV3?mttutfYp-qf@Sko`#$E8sB`UTCBb@U+)%I6KCCON+BcbfOgS
zcEO945j?qea)hS&3}*vuxeRoOu``dSMddQIpk9#?C~BgjL@<rw?q2zwZZl;$ox(1^
z6v-(Ibo*{F8PK8;ukvU)80=Y246U&pKH20b_XRUILx-m<91S>)*7~jb%|d;VXkv1v
z;FBJi<Oix<Hz=cqebW(y3&Z#;+Z~Hz*)5mUlGsdSNcaiL^hMy1jLcl@nXl2mi1dbm
zcf8R^@eB?3-fAiQHau1Fm;_Xk3+Jn<4p5svr2;&}3-esc;^p!?xUyS_wL)?gClx%i
z^+H1JCb~JfZ&ll7rnHfOH|={;>kah?x}TztP7NpJDLg+S%c;C^9J_;mRFvRMZSoXr
zWF?KL)|b29mcb)t_;zfoH9^;v<ogU?{I+@f{}V+u3aYMtz|a3;_P?FNy?g(~?1t0N
zNv~CBbL12QVYy51*oW8)IY|(C0wZ}jzI>N$Z1Lco{A~w~N0%^wC?`<)CRswlXNBNS
znhS@Ei~4+Wd0RB&r#`g{d)Xmc{#DR7M>;Zl@=eK$r_#iU-0JO3mHDck#0}&-UZ0~P
z3k|urA@_^otJmC@v2uLLf{7}YW$VCrRabff!YdDQxE{F2zD>UcTq`GNn!>puR|=mU
zk%SIa*Uh(4<Q@wvh|O<jdcxsLKLzj339=Fth0!N7p}<=*fA}p-2|`>_Tj4&P1NErD
znaI(!e(Fey<1qwuH~0J&ble;A?Pnd??W@AkM&2kk;Y?u1;X^2$<1r+mO9750r!vdF
z7?;0T6Wfdjz2NBYzmn3HHs3W-n<!0nZs)EOeEb}9<#_BD^hNu)fZEE2r5Ngx_c_M3
zam=T`JN(a8ztmxm^z#>Vu?LbFx(_e;O5Ka%p3Zh$!}x0&GEjT5eghIiR2uT80T0U<
zw0VJjyGzW}G-wm;HXd&|>kN;9J2|-m*N?>L)1F7X!*}Moa>AO@>;Rh+I{c|J7mg%p
zf)9Wf!lr>Um`ZkHBVHNY5B$^+2ptqKIo)iwrh~k@WI9R))S7kXR_R%B83tKMS8qm2
z#!29`CS`>)4hf78wHg#fw$Qls*JI2aQZ5Ghc23cjA<op<+HmvCcKuOU?vh8s#>7+`
z_3Kv#gPo6-6&;gjUmv26_=18Q*StdP(7g88$i*VG)|Rcd{bnUBZ3FvRtPxyTRBv4Q
z;5ksvZbA-JH|*h*o}z`2ruT1KKw&*9on1fRE|GfngNPopjX?nlQoXO!#@1<$C#);&
znRnG^P20zfGVlJKfF^2M;fa2R#>9;Nbcs38%qit6gbqo}>u>~@*VQr~z5ZoQSOD$l
zFH4*M(*b}*7Zz>yyteCqYY+>mAj$c`Urv9LXmc4$L(1fw=(xpp85T^bVI4Y~)^j}}
z+*ee)8~8D1Aurg~TsJMZ{TI+i_z;groACWr3Lg*h6V3MFJ;eHMpIiEFB(I7#0Gs6G
zBYuy24(^AA0TL?zs1)>m#cA3Ei&awRrjL7zRI2%RCl53yFk1R|MA7}$H_R_&{@ua(
z`9e*C*aP8t9Z$0ETu59Woqu%aYD^&NB4gV4>$alEE3F%%HtbH+%%Z`cj8t{ETI<6{
zXtx;@s=d7InBc1roCy`AI`_r~WQAlyMc9B9>9c#_o~g3!h-}b&$9e#{>_KSs&PaUl
zH6jL<5(RURCr!4z*uBW^Lh4+YZ2+b3h4t*Ezr79<+o(`8YmoG7XXShB+o?CZj?wc7
zFd#qvhnDe$eZb?|iSIT|l@#yscv{s(KiJnqvv#hX-9;~dZqT3f7}q;xDrl^Cy6jjG
zn^s(@)<}jC8v{jt^yEoAFHZoHLS2`dSs?gjzjOoB4r2-|yHC;A8Ds=(5F1YgiLFe4
zZO}iD2_>pa@h*j3dI82U0L#wV{b{jPxJX7KUe)&Rs0^N<V}UO20_?GGWu1gJt8I~t
zVCbJT58^%_powOprZvur5e&m<(7jGG<-)BpLb?KnHG_w4)Qx?uid;TW>v!sX_;l1A
zMDXB{P#4?I_n2$(BC*CKSuON21YncODMf(^&+i9}1%U4ZU;2uA9vD|xN7%D&inU)!
z(~vu77Syj70r%+J-sgo$(xsYV0^3KxXY?9)UJpd0?VW`;^*kLYm;0N25O^(ex6AD^
zIBJ_3RSmpR@V*^!#BWZI&#h8JD9>CsQCrv3-={m5ILrKjsqo20YvW=u;y}7x<#}d$
zb|V4%X}lvHnz}nai^xrPUH|pj+@65A!w-LG)mv=&X1W9RY9#jY{P7FlKmGDI!1>~q
z&A*<=Oa7(gXulm#t}8u|b5Xo4vPMph)#;FtfFJRX9-*C2K{cZq2#XyVJI-VEnbTPh
z^JoBFJ`jSbE5<-;U5qL22jZJ+ZQ(h)*L)G1yN*g7ZP!zCy5CG?!#cO!;bR8g`m0+F
z=!ZK07C*4D54AI9<X8I>`<^ulB<$b+E`dV$B>UnrA{WLdMxEX0A=HhIrxP#B<NCn2
z2107Wj5^L9L?6@)oc*M3jQ$ze2D`Nz>2ufq9DP@6N?>FAxHx!`AEUROzCAhn%1Dla
z=iYo+T(Bs>^A2~M$pH_BPIEqXiyeGBq#HA9b$1gNuhM3Q7E;{tl_D>hyYe*uQBvZA
zfJgZ1xqZO*s;j8BOANP=v!SNoF8UEsPYn)oFv`dJGW-l|L_o)F>^kP9XfI9Q;K&Iv
zdBaeexI)jIbkV;b49B!v0W%<dvky0C;reet6V*7cFJKKVDP^JdabLn9sbO@8hVyhD
z9Nz?k4D4i^z#t)8H^Hv;=*|voe)v81*ugOgYQ7`%R`sT#`PQ^A((>dNe8N#Izy<_;
zc;7`c*U|g2S!s;#DK{juNcHJ~F{-|U*fR4P5JVY7mbVXV58j4Xjwqg~9;O}D%=+LM
z+dKmZRyhO~_A#=&dMKW6NA4yy^)?n2#EW^d1Sl4YwVLp@y`ym?G$C*PJoAycvkXP5
z0mkd6R55CRCdf0{0Wn(tj)Np8W;zQ~n1t>wEj$AhA^ev1MbK(<i@J<AJjZt%@sG`3
z+dw}=pWs~VW3bl4Y@!&s8RWg}e$#$5EF%w^l!(JSGOt4$gt#<(4YJ|Ap^a)jYdPUB
zMd7V}8$rvX_VD|g`+oC5gl7r${W{RMcU*S+SwoUK1v~)OWADN<&A4BI+&4CnwDn0C
z?X<F#%nO-1D%A56NTbe@k(Lo<J&PA!zUYrS%h&+wEx&IM=$jGmfwa?a5VoEw#zvaH
zyo7gjwR;x(=Sk0yd$VypxLZ+ekN$H0p~Y%>_0P4YA6g-3*l)M|Lw=rjDRGdtZ}{t^
z^F@m-j>}1#fNyq0*0vaHq-l)YIrBis;Z;|eLIB$9Juft1jGtfmvWY{c(1sP>A!l6S
z;6&x1Om4-~)bg@GsAPzar~S@sR_DaaLmF#F2SLs@`1S0ePMg(0!{9MzV6FW+P7}K=
zFA&Hgz~+l%^iX=5c}IaQxyp@-lSh@o*hP<$=1?l*^G5~ip(Fe;1^g`<py7`AFZ@aB
zJZd-mHy8Uei$a_%Qk+ujQhTCPGv5(vTybVQeQW6HE@xdERWUxd<IEnbi8Hb=S>)F<
zp<;q$UtDZJa5w_v!ZIlXXO9{H7oQO~xa|PH6P95<b?nQ)zI20GrP>~X7Us0{+p@cF
zO4WOs%|?KajNpZyfFzS5bn38RDG~boSVEGS&IQJ)S?`%6Lys*VQh}=kv?)JUGsYc6
zDk%fkB2ng-_G3&?BhY|W*mE?K?|?M@wO;1Iwd`<A;UGQJSjgv~r013h-rd>Oqkl+K
zD$zZtyBarCTS@;2ASuIVI>ya|=A{mDDRBD!xB*D}^vvz<)%lLT*hFDHf<h^aq9e=H
zzrxtz@~zszr1YO)oRp5Iv0G~suI$IqfdP_$OK})tOYC+ERbpRXNBy+)`gD!V|E;uz
zeH^lj&d}e5P7Wb+$Iqo=s^z89&EwTex9@r=^HTYHj~agwO@`H9>K=N(0y_vd9Df%_
znyVq<A5^l3u&L`)x4)eXN7DuzMA9~W1N4EAcj3_N*3J~f(29uZm?u?gt%&wMB;fp(
z@Vy>i2<RDR-9nxSvs3kLefWF!fZ}b(sfZQ+#+um+y_8I3U`t7JPfy46tVJN~?T%xC
z9jK{{Qv4|KkOzWxuxxn`j`l<AtxB3&ptxM23yt;Ic|Yj#SE<i{?F-<ojW#KzXc??N
zY!8`J{J2|s!R?&G5qc@6A3y3gvH_i6xB>m(PxJSxlHp2qQ|qHX4{xtC0niTa<SV}K
zp49&6?)|~HJAfm~+v$?|$A88)NVAWDvRa`jIL^T26Y=PD$H9Zco1Cd(J4h|V=%J#Q
zo}1Ypm7JOCInWzo`ej&zRp(ap9psMNw#u8LfhszZ5W}6m*mng&W+B5)7ZIRR2a6oP
zs0C5Kr*TRpEFD8yGJwB4St{b&p8>S6{}v9)=*%&O!f{W-J|Z8xr@QFzEv9Px5g1q4
ztbiZ>+as^UzF(mx9)j(mj)dvO>w<3X=z2Ai{QFdl_cgPPSW3#SS5JOjapDSpKl($f
zyzkf5VNGKw5_xQ}^jOQzR1o+}(zynW9MRZ{INTgj$IV107%*DT6_H*XBDJ*-R7AeU
z0CqG0+~`&_nqJ**8g2bZQ6xsL*A1<fL4-wo{BLsd<rCAcrO2lww@NmpYBSU;esfVs
zDY?!=9=rho-_IgI63zMjZ=yip7U;8?{n$RIb2X&X!;<OTj;(x`dQfZDZowiO?1nG5
z<p)Arr(0-=U3h8<easTHW@rB{`Y7I~_^<<=`H3DT(B_~r9pVWda`c=rGq(d%Z<-c^
zi~^=`%d$vX^B24ZojX7ai44BI`pr?vJ-s|!&Ct!V!gTjR1k4z(Pb0>)8EwYAc~ld2
zOk6f5nos2PIy{>xuYS=M^AYJc3T`4dTo$cbiFYq@35@fG2v_h;26V}<RXYmQ6rSj4
zDeznsL#61^2UA@mO;1}?6Ew^5vhe&=Mt#3WDd-yRE*a^A<5aZYN1w0fWX>w?H2NL(
z5;7$4T;UFNSk!^gbCAC4%b*j#(!FB~*-d`JRNz=J{#&m1bmV|QChq;U_TBDMi12ZA
z=;9gEC*k`T4;VdP4r#sMv^ZIU+;>N#XFb9^C1dUVYYvOvyY5b$@8_N?ka;fJbx+MR
zuXp$zFUy+kFzn4I@oyia7uYZMuyK#kp;?d5q3b8^(EC_f=+rNriP0%dQ-V}rOHiQX
z)2$jsr|dwBY6!bo5YxYtJv!jfE&XswTSYV-@lbTIC#bI|mwf|b9n1lT3Bm41JBPTp
zQbD-zrm_mg&b|4>o;~jaVQHn1i;qVP=ubTYzC{Q7x&m`Sr(AM3NkW;ad@{o$$%BD<
z#eVqk8SqO{Wo@?a9X=}ciy&p;QH7IeD?g^?0d1_Sg8Pae%h7&Am}ty8&(t=82rJj;
z$KKMn=Es+;4+jN^F8f!>GW;2hoewgz$R<JW@BzEsJfemLlLnV{nS@jF7PaK}!Y9x-
z85`(+CVQtFU1;wJ{2TtH-dW~h;mM}iN<900dPA9Lk}`0nyy^wWdHUhGtM~=h19USl
zC!<(}4>Mlrs>a%#4glX9>OOi0J&N^`;@P<S5$mn_@bF6Ysra%?WN51R<&uqjqn_9y
z<SO6)=l-912e#X;i4C*xtPPF~3={?wy5v0w0aO}EUA=F{YP%!>Dq0=$ad>VajIp?X
z*Ot;6tH<Aogg;K0jIfec@`|VeEJgFfyE>Qhcg0~h@5$u_tofa)d;xV{lar)=fBxDQ
zcAQTZ)pc=A?3L!RnG%b-BioT*krBAvM{E(kps}wzE4^Qa{m?4jwcxt_??b!3n@&eQ
zH~FDuM*C&C;D^>!9pm}Mj~4<Pe`sx4I9FEzp*h>c;a+Xf7cwxh8H)GzHOSFCO0{p`
z5{5AuVHilyy#QLj?cJGN)fL0`ovZQDD2n(J;>*YP<gJzc*1nR(eC9ZjRe}Ecuwh&t
zKTyNDKbJEjD8cxU9s7(C2OYAakgh@N3aSP2?7LydV=lPAFX2}ViHwAHH<x4N4nwVj
zLL%w~@GliTSBeY3Xm?nRNzjMrW0^3leE=t$Qwm>&GeRE;-Y?c5tnu4^U7JOC#o+5Q
z`mZv^IkMLdU@H6peP1SZH|h>tSrE3A><6FnH|GY#GCvaMGr+y^2PJzL3j{>0E2o+w
z`Lm<9dOv`22L2p#k2ZgG--@qe|F&S*(z)tOFEYRbz08z>^5W@rcS}UsFj{3kxD$Ig
z^m*MvqtIpF$C&s0C)hUV!#+(%S+cxLJThP4t(<9Vr;>Ww2lE8}v4@+%q$+UJCYXe3
z#QT7C<zPNX4KGAa5i?a+|B!{gBi~+-+EqkoO7A9yGUu+?#S_|1?*X|qbCN;5;kBf=
zs<|u$CvNtFX3Bixg||X8z8Fz}WMIyL98)<S(R-ay)~><69nOA|-#M2p7p0cty>qFI
z^pU^%15z1jFYHUwF1x#J%zP8WeJ*)7@|T*po}O0u-E*5g^DzJMeYE`oQF3j@b@RKe
zM~iW3D^f$Qc0SQ$J$?T7{vFo#7HFY!$9u0>N2}IG`{LGAe)^nHt{8CI;+meAt;Pk+
zk;)34zLkRb#_N40SsR)V?S}VU1co0M$7Azj%LtqbWVD6;z;Vmox3o{HtG<F;V`51{
zqY+vP&&{m}f<W!s1KVHmqk)HKY*ZhOJE*ap2^H?pG>vAm@+R8BfsbPT(Aw@wN-5$T
zW$x!EFn0KL;zQO15MG@2(k87r5!)1hvnng$9-q~3xtC`4=*_Z<F=bBmk8J?L4vVc%
zAGlXbdbHX=H^GHv42U0+qS}NVqlelNQz#=))ZsaRue|;8(#Pt6r~jyAP)mvbdKbye
zyWy1KxSbB;U1fJe?%a-fSzBgm(|;I@741)C+-GcQ^6fes8N<ukljC@9C*LRa)Qpxy
zOZunfQ5zESSI0PH+RmW86iCL>tuWcSZQ8giX|bK_h}#*@v2)9KT4TKjGtOW1IIV`U
z<mORXTai~#&~+taMdaUbXmqzM%7W9~JzsP8rqH>ikk#|tu7dQ__h-LovNG@Y-WSCB
ze+Do7ZA87e^Ge@+1CJvYKkXzzajYT|O7!SJn^)~^Mh$!(YKRDn@-}6A@MJ*ack4A>
z-y;{u=}zYBDZ6qZFR<LRYa1({(#HM};MezM&(RNhMLm6C2@+I8aq=9-LhM*(9%F*o
zl~44jn{G;I^#<T7-)>&rJ`4QXnFPr{V1`|Vr&h&QJ)3bKT6>S4c5Uxsn}X6KyEP>E
ziIX3B&jp@X^t5@a)~e`mWAE*otKPbYg)=AOBAIEb`R7>5{PeW(^vTFQ;!e7*uRKi2
zNR-ws-5E-E`t%r)>!xdboAx?VE}bcjC{MBP8yeUHpHk!f`N=aEUTq+k>K_F6oQ%{H
z^Lt{fN~N0O_PX&pC%lU|7XnJAtRcB1X-_HZz6LHMv5f(tq>|!`oYDXl%{@P9<ceLJ
z-0!n#Q8Xc@5c+tyt88op)pSUw=H8wBf|t72iPafC<foo~F8<(CN8!u^Ti%6kxsG>w
zb^T{68|<9oNdeY#1DTt7N4op#=_67glMk=(W^2#19$R+3c<E`o&#9I7l{7W&^#SS3
z26A`3^_iUCXs@KvpfC4U{4JtQXI|~T$VpnQ-SoYCK~?hYB;9n!UZ?mQX^Wh_qQ84k
z%RyHRt{*U~6WDn^-l-S-DK>9#Y#C?ew@h}pcahlK4_PXj6dLIFVdjsdedEhREeV(2
zM9p7vlv@gPs81M2)_VL64U&c4$9OX0HZ|t^+yv!sT_AbNHCIY?x#z0|q1?BJO$LW~
zwIwb){BJHtRljy$jy;^leIJw^MrYacIs4S{*CT1?-LK!px!;2=q&gs~rG>D!7M9OA
z_fV_utMA(3T+qICj1FLHWq-O&sx)Q#%}CZhl4P9G_coAz=C-8u*;IK4&XG8D0@_*c
zM{k)=xjipQTkK;5oIpnHPoe&SIAyRvq7T4s<Daccx%aHXLlUCs)TQE_PktQ{+XG0C
z+c!|2j`Fq>_9M<)59oW50!H-AkubBjn9&Z*Fd^;2rlk&f4b~2JFw^%kA^=M)${~y%
z<35|G2WPtk&#DE8@Mz}bv$&u3(@lV!mr??I#r>$;k-YtP_}>{-ZyqifKQ;_>PP2TI
zn0c)!u(Vz|P#W-Mai`j;cOFM3j2Lt7-LG+_3nwe1CCB~d9+lr9gIfz@rkUVl^j8N6
zb8VfWr)o(*U7_b?_LC^aUcqxqm8H9+`vfi*P&e%daud|ejJsh;!!xfxcMML1ev~Qt
zr0Zv_d?hB`pdC@#9hiAB7M^Q<X}isX$W(V{m;2HWBQ5>Yv{_D-1){{hRy_@mJzv>3
z;jMDDz1jIZ&+-rr{EWqXV9Zncw}*YNz7IiCFvHD+SIz5JYqRnt!)8evi*`H*0jYYH
zJP#(3^mQ%lG$7HWPN%uH!tX)$53N$O%yzpUT7vLz4A@D1&-$+DzdrAp#O=*<coD!%
zy}swd*7<*xiDJ@7kCEo`g$4#q5*o3wR!~JhL8+4JXFBRLH9g;ALRfZ)M<g0bFSFjQ
zku74h^nBOF==mDwS?X4n)Mu@>y82VOw+K}1yXCMitHL#M-|)y<pv0rYt8x|gq<e{W
z11D&}Ze1f!B}a<We=d7ZPgk8>_Gq_n2r-@@vih<JN!W|;wtNxoDE%|Gv~IQCb(!#%
zC7gLV_vpZf{B!Sa1s>Syx*P<#aLH-D@$%-jqOX$qCEIh?6K{NiE+4veJ(63IT6sXM
zT03=Ifp~a_yeLzyU->ZLlM~*HjC9YKt^Pe<>2Td@IbNRCvU1<|yZX47MMdpBf%V%B
z*GYQM0+-p5Tmy2?rbnyokIn->KDo!wEZL!GYFkeHzW2C_`<gX#j`H&=PoCg*a;f8f
z%PQu6%SsF7KzzG#t>0OFdcdva*dqMTQnwt>`<(E6MugD^oP{jxgAC8A2wGRXx$ju%
zOvfe7wRCYgtoLNiM2$21yE<v*nd-d@J<$w&wE4Sw<DHpi%jrqa-v=G8quipU```1|
z(LPtd$O(<gnQ4LC&%d{h_WbW9bqEwc^o#s{e)c#~J-8fALhPNokal-@E6DyjF7B%s
z^zo?}6L{9m0B!~Au76tb?E_J;p5>9BjL=B$`N2<Da_EtQ@gs`zL-{JJ&3%oF9M*ch
zo0@;n|DC~%SYN0w!8@=A(%?@<+W?$AtOYpqv3O$Ph{!7nz;L6PzCE(8KhvdGj{=GR
z80Wy8@2&BFE$+RQ<N-p*QI<()@B!qz2-MTVFC8hK&76V){l2H}{;|+F13sB`lT=aW
z13q*rUuh`w*|Z$leC_&O*2KvJKSvE5dzdBL_h>Y&k#t=*{E`v4+8=*DlbAoa&bYbj
z%NBi(&fl}uSUBj<{;r<WP?>gDbmzpYp;d6+!xtA1e?8|E)LF8wGpOsId393Mfoj#e
z6JjHstIlzY(=Fb+bXql6y00a*<5<hF8`Xo+_E&z(xtTR{2gwcdS$L4Naiq(oO0i{8
zmRofrm9UrMkn_fKVQB3p0HTQzthV+((6GV|t$KODEN16V@~8bte;|q^lin={xYd3i
zaeZ#)SE>ko9ChU<A1gqjO+BX9hRCA-yyYYK>EX=2fbYH!qQj239y)Et8CN0Jga*v4
z;XE!5m~mPZeKPg>Uo^dURMP+d{;!pmrj;h;&Ri*|IlyhDxp2!;apYETq>{U3j*M_`
zG$){-xOZAs;?@*V)6B|&scE_D)qH(<y+6O-e;m$%bKpE5kLUgQxUTDVxzJGh0fp}Z
z(Y??16)!<tLet}B;fv>jr?cH=(1VgeT~?px&j-vB=R!)wTk@|P<KVdJTY=<#<zF*V
zuU%qRC5h`qEANr(k>DQ<U5N!CBgIh<3ofmFr+>NH90*?kY$10|Y0;UoZLz3?9#({0
zj8Aa-(sw80soLV68JG8o&U+qDBeC`V-f`1};4#{YtAYDz_&X(3=;6Eh=Am+SPY%@o
zEbsB&INsuz7w1crYOS`eXZ*6yn}5=tU+&g^wewzKCGC@wbmZI1f3z+gia0$=wY3|Y
zh2;57WaRF0X4EP`*E?@bpr#(x8GeFhY8fKpXk5tTL<c%4;%8+|of#Yz0a>U{K5}2V
z4`%}C;|~+@F6BXA<Ho!Q{4Wl7(i2&oT&+}{ux-b<_*7|r8^$Bg+6c8rKZ459o?Md6
zdK`^SqYrPRmlyd3jv9eVkt)&CFLk=`vx8DV-h_wPPdwC6)<>_>%9d|KbDM%CQ;(iM
zwcRU>1WZ3MMBJ=yD6eob?di4vBhpz5^JVsZx^?sP5$U`-tYVnc%ZV}*emmvxL^GFR
z+8L&QKHl?9*8y1oH(P9Wj0(2P=6E8M)@N&YUr@9DeA35^J!M}&huuTdB$i0;%*J;{
zx&LfL&v2yv@0BZ;0>;g^9SgqKkaE&nr!{KJwf3RUsyIjk_X%wq@lrwK?otW7nx-da
zzUFBBbfRO#qXdq8ZCssb)5>{u)bXetZ_=yWMheHN^$8nE>mqqt3UUYnM@WwLh0pzU
z#XSN~+MVR&rYvuQarSSw&EI2d3rC8i10|<l3dbR8g%0T6#d-k}XOh8RDdfGOZR^&b
zDB2~1Ku?ajGK6sv?0mgtKzXD~27W#Vwf#}$W!99H<QQ@3h`kjPzqoQAyHr$N6sF;B
zMtPVg1|X2Kb|x!xBlRu@_urXz80Nl#K9H+WTjKg%tNF{cPhLT3SjTI|O6jAoofg91
zhWM#L1uYxVmi<+74xzlby9-eJ>{nQnu5qmmx6q;bIXbGg)|2a3+wFG#TY6JDqy_Ia
zDB#mMP-@?iuF)Vz$?^pJ#`e{jL^tQ$sRL&qR=p|gvIxn6l1p5ER_$_@Fn5)1V%Yqq
zKDo(Re-Yo<I3DS6cXv1)I;Cgy2HPT#7*;n>7<v^=RQ?(?6a3G{ZwqUm2)QuaQukZy
z%-vH#uRXiC(t|=r5qn?x>f<K6jof%5rNrh7mMby3b)AQ%eqvs>1&#!@+kK#91|@!q
zdeUR9i_M>w<CfoWSC4D@&^;WbNn3#oFM1R`8dmJyFdxiHXShf7mqH)Ov#a(q=m<?=
z<)^RdH^*W+f=gW{G>BCyts6J=*wm--voJqpO?%Cf>>1eKgX7;hhPtFSaK07%GQdoJ
zok|r*oULeSLQLk7D96|7*O&s+*Y{2Qwerbp*(H87JZpQ#i8G@ZSYfZ~9H*PUc09)}
zQnT4;b-4~D%*A@DKOT>b%8T;s7Bdt-paVbpKC+9O?U>x#g)VO2R>##q|K)PC-xq<!
zxF!Doubq+!f0Z}a-uL||(+mM8As84!+jHg5dYM8tvJ{YGmKkBO-hvZ|XB=~wIxpea
zNDa4@O-fcxwN+GJ#X<4@Dm+SC*T_<s%H!T8%Ezt3YOfjcXJH<Yq_A~TP!a#?bj^3v
zM#?fT$OL?%SFdgzB-fsNDj+=TMMn-iS>zOEv#Kp@BBXRpT$!)EG;?R$>O90>>7RPc
zaA`8oNi;KIq11=^(mO|T&LH?R;xoRkaNAK6-??1d`JzJGG!Nf!MrJm0yxh|c<cUu)
zJtjU|LevX#gj-w+=X2U{05C$A-X7}K71*5hNYlf~v75kpVy+^2K7QcpHf(rjCi4~*
z?_G#`AZa<S=ZxoHCI%|FYredKg)JgwEU8B`l_Q=A)j5w#FpSwSF+PzW){$9Sx-~A%
zte5>n1OF0l9E&<;0QN8D#HR_NhMY*XG^TG7Jj|mD=U&bg7joiQQ*y=cBg%IX2;ZyV
z-EqwlU@&IPUdkDcT!EviOt3856?r2p0v7L`cTpwih8>gC6~;AGl|P6C-e%tpYq<r`
zZOyrGYcA63Bbi@EhJN<rr}nJ&yw6d0+@1FolNuZ?W%V}P8Q&jjQ~ho*yMEM(pMSyI
zLH;5cg9idXjalkZlbo07D!PBgai&}w?z;&eX0vP<&^6=>QScWfA97%Mco)_mD$R4v
ziO9;oh^Ki=P<2mfveHGZ#TS~}f6U=)v5Cx%;4?Sv>3$I3xENdCNO6S+$;U$?9ni^+
z42P-ZBWJ>0ckgp8_uvo31L&~Zw4qejdSLH(cC$3dT4c_RS|2kLt+%ElcYn6^gUAP`
ziz=d-5A>ZVL1!{lTRiT?R9p&<o9jxd9hZ<sT}1nAdvRL;d?}hh11AY=6r{Do=(f1s
zG1qW(RQ7`ej_)PE!e2wGZ_dbhU;2si-jgGZgJ{?xf!K;wUnlx@_gs@y|Gkws|FpP!
z5)bh&;^fIzAb*UZo~O60sX-qu@-NOQMBn-@d`^B2spJYD7+g8)Rs+9ckIv?JH4zc4
zrz3~;54AJOI<zS--F*I`g~vGcdXat~Qj_MtSQt$?_C#r?&^Gn|wxRE!VV&<>(k}Hn
z#p-Q2EcpLjLM=8y-WvF}nKqXk(ijtgypO-B=R6}%sq)&#(N4yR2N|43tBp;o7$y>_
za_O-(<jkKlIAzEw^VH(8^+YS_T3&XEc;%YBi?Da@I5IkZ>S=nLYA$I?qd@VA#2T%_
zkd>t~ZmS;ARoVJ+wvw>QU+7I2TQsk+=VaxbE{|(7A`lUT6GkBF<l*zn*p^%0>n*~-
z)Jyrs@I+gy0i-7-quh|MhR&t}d56!f{>!y8Y8L*Uw?X>exp(H{nJSY1a;;i^YPcjh
zU0X5#;GqIY+8<Roj3O#ZnSsfX^G~vK%uGrU@p`o>S~eQuBCc{z0Q_((WXpv%@PLuh
zs@JxV109?W9L`v%^6evi7{-~w^hneqL3N69M00GGw6d8l-UilU+VrwSxg4Gh0}SHx
z^p`6EvVT6$8~_c7QMG$)dH@79^USJ|Cma!1`d3WNach`*|G&IxP__lx?qxZfKA=n6
zJcVU>E_bmrOtPgo1_Tb{!^el*tOz)XZ|p<ZwS_+-6uIFs0A+OOQV{a&xv^iQ5oypV
zKmLJk*E|V9Pq&6~_ct+5rKPV7=ccj?MD`vsbIt9so2vnY)p`>raH+eq&;_d-YB`DG
zEx;d$lndA%*{Tt;Ki;9M#2Y*<#?fNh)L)*)0*0O#32ajy07v`HOks3T33D=)U&H?7
zH8}A$sXDxnd~~7O*`=F56aAblN#6Sbct8w;qi&~oRF=rn9JTVMoE0pa_EG09W1|aD
z)SL;Y`9wQ@Y#(8|9}yvFlcY=)*6Iw0$wy*En_uCX;GKcZH_ob~rFm4I1etL7yz8yy
zj*#sXE=J_5Q>i}(D9C3e91*wvi!n1x_E-ZX$1hm$<)5IQY1Iei^|!4YEZP!lcNX&{
zY?QdMgY$^=yf|H69_zJur^3z6AVce}M@HFsav>4jv)No~=X!aThYV5L)uG~YS+0)M
zFCsMDz+eHC&q)q&@-lXwRk63`&Eu>4O8nc#)BYd7-9j!V@M0ZG;1&QGIY7m_(a7Ea
zkbu9A$|20S$PH6{&>A7>8m>_S$ME)a&*~u@8a4faIvxPI6(@?NsT>N5U-NSF?#S=7
zJq_am=GVVmSo3wjc_=Ct_r7)+xA*=oLWlwP&DXGtV466$EZe7I!>(`%*US^er8DaV
z4Zo({J)Yh^AtSzAUxv#eeh&)^x7=-lT$XhWN~5Re-5&0WsgEraEFqQ}?3HMYM~>((
zZogR3yXD^$+C`fl5sI5}dhQkgDT=RopiXzunl4pScIVmN6$lG=fh~<D?z7I0xis4%
zV>N@6o%eyu3bN)!B*T*FDULBeH5ALlU(Izqn@+Z1C64IU_?dvrs+MbQI^lMf6Ixm>
zcw(HTeVp%axEv&9Y~j0E_MwEhM{7!hx%Je83fz4?`XA7%J@=1K?11f$0=_+M6J74L
zx0z-tIUN-_uqb}que))!;Ks>;vpc9O)Q=y9n;hbtY7CEx){Xu$yCsv(V&zPJtWG7y
zl`6!BPFf<^)U0$+<E}z#TG4$*gn}L;0OGS)1t-dx34{U7(z8}%P`4>_7vEb+S9uy&
z=7=d`koZRMi=pZS>u?Xo5M{ZJFNUT;m0YgB9=i9zbGFfD0%jfFJc2FO8xPVhR%BX2
ztX$pGCNLu^d9cgg-Cblg+sg$VV4qSfMCIT$M@rb!Te|oE1rp%TPH-9e{f9dF{y)@-
zhsWjr85q}hRIdBt%O|~>@S7fztKKc_HtrVup_g>X#8|Kh#9Y1o-2&NF>Rqk3fu{z;
z#rc{Phz3Sx2uHq~h;3yb(3mdGk$@S|-efa{^3Y1^lqv1=>X`J*Sra2r9D5q03ox-f
z6$8j2-Duac;k@no3)L|Hc5>>Q&!YH4OKe5D=QoPzomzMLADUv~LQ5X#98Jt$Zo{Hr
z+ldJDO0UWvC;)!0R$^E;7leS$6?xAz0zYjKCzA1P7_$d$<1q2kXTsfWg|)NQ*Bz6o
zXK-#z%4=Ajsa;Cl0Ja%1MO=TP9VddV97JQtBI1KtPwq|$bpXza7ZRqUW(Ig+MW?ik
zB@u6x2^y|1&+Ba>9i5aG|GaYEGjZug^$v(N*;pPY$92Z(U$|W8-C!W6r?S65ItQtd
zJKARCaKY*`!f{o9hppvYg1F}o45|>~r9gv?fPPT<n|Aau4L+&Bz2rdXDGnb+W6rQV
z>ZOwzXS33%T&^$Npi7xNvMp*jL2JJL+G;j%lTQ|ay(ES57wx6RsGiJXI135B19`k;
zosj_80sAL2z;#X?)Au=?ie&r>8IyYd=#dh+Z#7NZCWMft421_-%$ngqhlBdufz#Lq
zqfWmM$QSN!)))?M9p)!eN>%q4>P4eUbHA3{sxQ6%DwJ`Ni@e9<KEG}L!aDP;@`>FA
z`r84WQ_5C2W_6O_OB%>g2Zx?g=LPu-CG$3`x|Y)e->x0$uJjuBzcKyw(y^a&_sH9U
zX0a^ckX-Q{a8S9ABWLNacrO_Bh<rIpHhpaj`+(4}Ji$wT$B2PV6<d85ec5zqqvGF2
z3KJo+4~xr>3Vf?4sJKyrthV5UnF;sWBNi{{?slFo=|QEPoTIe^hbd{4>XI+pc*{=s
zG<sBr^Q?Df_-QXJYrV7Jm4DWKh;W<Q&st$QrJAI%v~7Du>f)6ptZ%E@Wq8D(L*S6i
zoKyAITf}kf{$p1{iGN!~r%Ys>yY6co6_p!hq^TMwd*u+uf*kUjbk>W!yXp@S=&*?+
zPUt#cisz>&+KLw}B-%m8{S1pPLAVQ|<Fc<3yP3_+y1s9teNHG=`VH8+ztM28;)0vM
zO>*rj4jU`qcZq<O9!C9j=&JKCJUiP(vl_IKP>348wmsOZ+c}7CkV{-@3~qfKm9|fq
zW!<>tq$<GHnFtDH?z(ZIX~L!xijQy6rY{53b2+|VmmL6N54a}po6}Vsoq(Jgh-2v#
zNR)h}_2ACL*2fyz6;}JWIQxi%a?O|)3K8!WTNm1?KDn9fi|i5mP@1=Ou5(XhE_s6!
zvk&M*O@L;>f}wgJkO6?I@A(hY2$ih*Tfw}V8b~!jl<>7$MdzU*Pcz@mI6_$eT`xyF
zwRPc^Dap%^-2tNEZnE{xyROeJv2OpEN2X{wt3Qh)GHu<yeQm^w=Oi6(lg}a`Y8E3&
znY*w<oo5u^QG9A-t&=Fk`Bcz3Y?16`0FaX#RQ?d5OtN_#6*Yi4G8aJp^fU_!c=+*C
z-cE{n&~&hjS(2xB_Xc?sH^x9jH|6}nR~icabTX(5T=H;1^@`<1eXC2edncdVeXIIH
z%vv(ktkfE8Ci(!_GzjUS8?O%8dY=1{TIXN)IbLLKTx4qF{V|Cv;GPSIr~ZfOxzP9i
zhg8G8&zy0J1Hu3eGXCW{a}ao&XW%irMj=UkJaDKA;$e0y+~b|-W;EOW9g8X%!>|%2
zIsa3=UH>N|H;0vKDtIx~yN;)ve$j2b^qu7fLVC=<L&|u$A|^%IMNmuhE%!ps@C~b}
zn7*2*=`}ND5#o$%8;Us1^#RrC#ss@af%N)jHCgN8@1<x@U*g=4wf~)Q{2;dBwwEw-
zZb1XB0@wC#D_ukeJOmUcI4OHmQcPOETqYi2{nGr1WGpskvuc%S<=#(-1!h{6y2F*5
zHbCDzXkDKr`0FadP+xz;$G<}x`9ccIx%PZJ{TQz4-;Z>yr5IVcJj7ie<;_q*-s(Nx
z3;jmkAim!Gy!mrA*oehVB;%C0rrBL1CE{awqdDU@?b6Z(P@22Vl2@X~U66gW$;jGT
zX0MfF^A(Stw|Q?C9gcGn-AaG}4R8=F_ZY%53>X=Vw{@F6+hh{+)fVYT7aPDK#e&34
z52)5AR5Zq_(ad}%L%Ax;Ww!Pzy6v)6&A^jvJ)otjTVwr$7Z$moGWb6K()2117g?@~
z$4}MzP2~fOmP_e^mrXdsAX3wb+g7*NCdm3-wAR`MBN@uDqDQ7tWOc<p^6tg{eKYgd
zw(sp$-AZ6ocI7DzD4Q#e*(sjCci#fiaBM}AxHcQoyEzt3ivAPiJoND76a5i=b~||7
zX~dJ<<Yu)g8Cfl8nsQ8Asl-RYKhmM*!)x!BnW@~{%dIKp#kd})boACl((U*3z=lU9
z^*Y24rTm(4(z)Rp@ug|;wF5PGvCD^?C%zJhmwV8*Y*}ez{h{`~<?#@!Bn&<#IY@SG
z`>XeRi1+L8(nF6Riu^uO8WulecPCw}J|N;v;VLS*wS2kJ^iAy<ch5s=njKr~5wrG)
zvNh^X+d?U&?#J*PWVRZ2QaGOx-~lDDrrj#j+cKh~J3pXsHEy!jBEO{DRYSQQbKDw;
zcd)GUX&2%q0IFS8k7oJK&(dDY@V1<XiLNyvcP{Up5^sw{5`I|IV`~0jx5;}taJSq7
z`F5PCQ}DwtD37;}-Ppm%^$L!l-=PDf1r>?c@(kQVr-WFUOWi|<Hgh7gtYU|!iv!Js
zLGZADz$L|U`JZzt>$pmF%eHlKA8TS_I3*wQILk`@>5uBch@lvW>y_3b^29VK{}apB
z?EV*r(KzO*HVaOgF9$i%U;fZQ7^;|g6+CSYR2ywpQR#s_f*N7D0>@8X%O|%LQt5OZ
zxBSVB!oQK@DV(btX<nP&kEjyciIexx$h1gX->;+F_cLGT3B=ah*u3i1AYY;fZ6D~#
zB_#Pp#6NyWG#SI{vOx(BXNe|3(ovC0@^x5?$U$&JgocavbxY=1<b-{TDpbkGL|u{k
z1-zP@2p@w;hzAj1iQ~xhV0^A6Fh`;P{bYTT4i?$~pAOA-4ZH62=#^et;!*dgv}L(t
zUM|nkTh;P2MeEB{_jl4nXCJ!Xrp}4Xc6;pL6{W|czg|HmuuHQ0(ZG%^w0sqHP#l)i
zM)(uA;hUM@j7?6*G*3*AK=s)4w}V;47tb((ap4&)X&Gk!$QIuYhzb9fOa1?*Gt@JI
z!4Ae;z~7SpLr2Bx&S0y_DbW<D;eF(-Og)-Y!QDfTg{|);#P8JF(-%_L%{M*q?v)iO
z$S`$m*n6uD!*g8xCda|&L<Yj~$5Nzi<+$;w!>`dd)B)v{V%Nq|vXs1TmKdc7bNZSV
zEcrFo*9U?*kAEa#t^oC3ZXvmyMSnlW1IhhIe%5BYT8e+oSPCd6cPs!9oPbaMDL$T5
z<zrNJq^N_p4!TrsgmHecw9IXdSGGs1AVL-Os$npHGLbU*c`C=211MA*G?kDyhbUd*
z06+?*f#O}0q+hA8j5akNl-lZmWwJYK)Uixy9{A9>kw4dAJs#Jz?nD{AvteeU0ADJR
zmu_pD8uSi}B@27kirtsO9`8O%VBR#Qk2c5{ZSu0If68<0_dD6mq3doy7va*wv(l|8
zj`#=An3}+9)GAI#3R@+fZ7~dSDPC&vhedNvfu0B8)*9K(k2(Gj17;UluhZa3uoL$j
z-LMyT=Dmm!_6@6Z%VBC0#;C=Hh?%5g(`Mdq-4D{YwUDDb=C73;Rs;sz5GK_<E(=un
z$*R?n3X&U_Ijp9?;B8H_mUhc~H*TI|w81%Yg#EIhUs}NaDetmg3OrJ@jzgd$0)^QH
zx)BAxcl0MO$x>r;E3Mo<j@)p0^PPHZd=647U;RkXsnt*Z#@WW|JEVl~w1muMq8}L7
zJlzzz1C_$|<oK6s5;5LbcXK2oTApRY&U#c+I2&pl{%gauu!du0b5f`+5MIk&6))KS
zlHOL<oi-Cro03fJQh0kcu5Qowu%^QiI^5XyNJre^vp&LfQiAxnxz3(l0=FSppgm=#
z7HW&$xK+8(j9BcNVJiEA(jV6BZG33pCA@9=E1a$3156T28+OfB5yQs`eyS2U02}}N
zc3AVgLH~5jhV*8^a3z~o#9alEt3YRnxY=p*Ynk(iigaZ;KK90kfhSMjp6;WNPL*^g
zgQs_GIRv;6XD<$k(s{W`F>ko>Gt<9#As5#9AQv`e*5|MapLtEUur7hyKB{~<if=AZ
zh!X}GL@Ap-gpho%J3+3z`RCU_?XZ@{7V=fL@(SIx_@c3*wU{0~-a_<9v)mSHIU+AC
zN|AK4Y3up%rhmEkkW&}-|Br$NY<K}BlwN)cyT_L1gt}xcI0nnPxM~jox@c@v!)LfA
z+q)X#PLi3{DVgggg^eyPF19}FTb<2~#)s#)(ewa*0iFgk1LO{kJkCV6Sg+60bm!8a
z745!>z8+>D_Z*u<6<58b1E2jQ^u1PSU5|3IS<sqRk0#v&-~Uc|DBV^B_#l^qO8R7u
zLr@+Ld;bpkf-)_MtRr_iGD|}n^;sj93ujc^Y)%78UJqBg?BR$H@AxQ7eXXvz7^=^L
z=^Q8e3@6Oi_Vh&7tc!e*PjlE|7czYhDL2{axV#sOCE}4zr|sS|)Nszz(zf7s<>U;y
z29Z40;BU?5wvrd4g(wQj6cF8BVh6GzRucG$^zbbd$|10;PTmfkBU`DOW9fR7ejdy=
zCA<NkTr3r{q2WmR0zGz_MjEQfE3{C$?b5=8{w(I6)eX(ER^3IxqY=)LlpXm)+Efk-
zPHY3^jM(J<Wz8&?bw3%kOzQ-=FVtPNsyQe=Yic*+o@T`^$GNDZ1ywLQaOZv7akEir
zUlK={HMbS1H+q==I*ywH!*js`7tM}M$1%BYzYJW$w8DZhr#YFRusDK)GDYz0L-Kov
zL{2U@o7vH8MMpZ){2)+5Zku}BMMJot_KVZ+?2h9(_B4o&D7!`y(ZA~mu?F@d95{dy
zPMnaB>|>+&IGF<oKV@brXsPcw2I8iy6Jc0w4xLpN3EsmtcR-ZD%12GwOa=iUb%qlT
z+Gwc*%dbgbKN+TWeipzQPNzb|mLC(MFq+C7jxS}Uk+f^~IG<fr-G434riN~NVj7@}
z#%oOzi)HvNf<wG}Hr25eujwwGVa9A)LRTNaaMrXFXEl_sL`1!0cLd+oQ+SyI3`gG;
zn=;(1-}1=vAq`4i3;6>Y>-SNuG+I>T7s>!<XcWAxZ^}t@KHn~k*5k~s8&^t8T|@yd
zW6G?|P@X{be`eSGZ{FauyY(Ju_(?}fxsKK1uP1g#@Y)T?XJxk^=-eNEUT!Rx>TUl|
z%3@-1c-x{*u!1hX@wj0)!vAHCZh4lCyo3D19g$>eZ{U&4&#Hz3)7RK!V?>rpL<2zf
zYoI7YP7+Ch>T3(youEnk3tF{=&(c;~;|BXyI4m1F2bo#+KjPu_uL|E|mJaT*{xA6J
zREEFTqhIs;xN`OY8Bw$1M(h=zdk(;j=QPd`gp6&FnXMGVnKvUpbBpELOno5{&P@pa
zA;n6ofh=FUbqJEgE|WWpESyy>mW?b-KU8|^wM0G23Gj~9o=@I7bqHL_Ne@zKlZjBq
zf!$nM)pTG#mJT!4v#dhxfRaUXe4j9ezwdlRtd%WMdtb<wYv#bmg!4w9g<`I=seF1=
zl(BVTQk&}W>f^MLfwJxbjVaL_Epb8<X;E1R##ScDi6@k#=gC2?joV7j9Itx_F^oQj
zG-QU>c0KSfTfo@{;U|{<$L=@}Dr}SQC#JUBVO3w|M1nHs70tNzZQflooVJI#glaL+
z*BP)hT4X2)F{}#0!Fb0JoaFNdq#IKyZ-{}+>9v~BK>B6!+nEGD`iVHrEPXw0x(+G!
zb@qYB!=|BiBbI_9Fc>$+3=CrvJ(Wq@P@>j#&-<JRI=HCDFP*mlJjP74Jt{?XW5Q-s
zEhXs_KxQd0%aHX*QPAK`l<K+VDxYhaLXJ<TI}`5;8bXnek+qh;hj|ogRfTy1#ExWD
zdTQb4Qr?6BKnq8d;-rMiSL<;hd7H`=wdQ-T#blccJ+t5umuz2!k8#$@4r^e;!JnIE
zhNTnpF0_Ht`yVP+`QT$Oi41Iv3;1vX8~2Hc71b%E`vs7rrI@wO8t2J3bxMY;+VN|G
zRwPf@b?H&Ywcm(-mKvt_m<7?Jb>dJ{fF*lyHWZTtz&4-9<Bb`}q#}8(?M<u?&V|v=
z1f5+X6RE9_HAg!SsdeY?FcX<HU=E7zI@)Ox=igFOraYYzv`||*`q9<z%*CSwC(N;H
zs$tJWo)P-+r*-R>43dGG;WxBWLu?m+VzWZ|OkI;CP6HS*B{B&u8}1=9Oj0n;BV_rH
z`|Wmz#i<lKI7;${g3eg%yZzH`SB$Vq7xyKIDNw`VlL1sZ=){W`4V3h(D<KP!u9s3+
zJ_)9?KA0hP>qkNe#Z8GHa|0eb<yNf${BaW>x&w^=eEc^ye}&m<vqv*$%KO+(V31-|
zexcc7*_BDemMFvQoF<Q}C>PR9NcKo4n4@h=&P0V`9!G>L$n`ocnJIby2l`oSu_|X)
zvg_m{p(lN&pK-7MJzKoUaSm(S|B(OyF7+k7U3onHFPFpI|MK;2x*3E|<gX=bo$LnL
zU6=Mfu2{O#gxMW|)3SlN{0<mCk))Z-gdcTVS#yBMG<abmal*eztH{=53*Y&sM)C-V
zPr|g8r~~VKQM2!|I1_9Do*oyge4PHuaxl(Iv6RDx8F3PYf|qhvY#}Pl7sQA*&HGsA
z=_WsqvTj;p`oRZwqM1XpGxOYXxu)au^j7C;xbf$ia~M9wVq)NWaVO`NpF^~&EyBl=
z$mLUEXF0jj%EIJvB}1lk?y1)P;i_Q7=AnalOdKY)UA~$RSXON5_q}=y=GRexuiHUa
zX|DGwa<=Akg|-IZ0diR5BAei7X6<9iX@(Fy+6eQ{&d+=K!t#If${Xep&gO5cVC};}
zG3Hl|8`*=Ghkg6tsTFZB&RPC3UpODblJkS+Ep;xSb>L76vva$qYZySU7HF&s4RW$B
z<mDn_qqHe)`p)n*fSwH=zhveI@NBGG*N$(!C=FLTyn<Tps!eFyBC`~@C5Y@xAxwv&
z^%dbyTHrzQI3!Iw_S;1x3?dUF%DgDi%@jAw8Y;(gi*A`?+%RW`9lz*N<slsB2?Lab
zoR>`rW&O(~bI7JMgg+pboCmF(^nJ|P*QszzdLnAa=Sa(_S1PH9@X_B{Gu*Moch?5y
z_5npMEn^F02If8{TRbUxDq6Bkx{=@UFINlVk{ogLY1`hg48p|!Ff3i^KEy%}F1E`t
zETX$4RbAe2&W$bmAgAN<wG!bGj{~a!id;t*3JDssC4=~C8c-Os`018W^yg4Ox`umi
z2Yy9^(D{37@ZCtM^2<HskLxAz;`_B9J~}RbtMR|x)M9iUxr<G;o4b%4J4>ZP@8}tH
z(kQ5V&-$lDqmQ&!B@?vuc3l#wm9n3L;P$x!{w<<$%t2+sI)t?xHvQzuM7Lg!KMonX
zgHUESIXPU!@->Lt0ad9}hPE?F-34Qr(-#R%HPBJyFLf>SAnrlLGjdJHUyt18g*6=h
zxiD95cFkLKXUXCOTOe^XOnDjW+Q<E!=2xrzIk?S?QUKu#CK80PrebpVGj&FCs!WoQ
z<V=mv4>Oyo1hl-hpTfsREK>;Ip!CYWSn`eTxQ2AcSEY=9Y&l$&{~aX(ftT+$AKxAS
zbm2fShjXuEn1y*?(V}F3w=<GV$Ntta<g)ckw0H7i_NES3akQ%L7G<eGj(2s)HARH7
z-5Z32U%%`dIIKRQg;*;fK76gZROot%SYVJ_;bqOP^k2^9)O7gISEddcB6zx}g#?5k
z$BAH?JTA6eOa!W-Q@bd{NbS54NAZ_MoHmef%P3Ak2z*>o=}az+gU#mVM18q(7s4q-
zzDEBXup|E1q(6b_XvXjy=VHRXQ3{>irih_|;|BOw31kiuB7mrNP7+<{%p_v|Bhx#u
z*1#j&<nX<0HgTXhXUh^=xx6MYMYQ4p<yMM;{qr*qDnE{J2>BwpZc!Z054dQVoXlY)
zEAu=k?ZxEsGIT#Faw19LhRAS*t7CLTsv|2LA_QK^)};VsTO!O$C)`sw6jZ@O3h{D<
zc98k8>5sYn^W&zN(^e1ar>0ysosX(ImBHKsA|s#|JyOUz0v1c)`8fesd{b5Yy{Ec*
zb@_!&ip14Yoa1*AZXz_e_zt9)^Ek<24?D@6jGv?@LKCbL%=(^q<o>s3as*#BjfsP6
z|AZ3>`<9v~$Wgja4T>`xWe|1O>fWfC+y}a-rRY!V=eb_&uu~6G&KO5sDvRx-^@qc7
z6Hb0_McygZH&2{7<H^4U{(e$sJhB}|O>ZvR{16+LKhG@%I_sEb(nO~!n7OgL{@86;
zdV+M_J~QkLDaZPcGql7i-o{VQfNo`!mah8Q>d1>XqAJ1@5m2CYg1shZY&vTF6zmoy
z&GavNO4MM8GHg>^2&)8EH2`_xINkbrdK(6Bas}9B$f{p1mlwBvAXV~Jc~p%2C<41|
z#vzVZx+)hAQDt(g_Tj^#N6CorL=%+acOBVo_vdksLY;1+U%9y5B4Y~E+iw3kv8vFO
zsizBZ2b6q(og4RPNiyJvx)(IdSqB(VZ&R)_J1Sc_azB7k!*2(&gI|fr6~3>Ib;|T^
zA>l-lV8svOne0!B_0|RtfLWYsli{q{Duh}LIX*vY>uSr#OM@NrSNBi;-)gx0`Ip3{
zjLVPy<tq36uh9d<!Rp@>Og9yeim6Fp7-|R2bd8T3TZKcfw64sF3@mfza8T9~2jGGt
zFPf=&?d9Z;n-3KAOk4XuyjY_l%Cg9@Q_SJ?<0z#ln`5q(=UBE034&Q$C$FdjuY0cs
z08U{f1_kx7aBxbU(bH;dLc(h>D@W^zvS~mZTEiM2t;qpBv^s`0=E9hc;oysu=``&J
zrVQTv%*k`Y*@<S{o+L7f0^&2{#jBkY;NXAUq68)bE6GhHkxr6G>qAcx_=6HdGh5W`
zNQs3AH$0*)iDaZaK#b#j<${)R<>N=3N*sJRCC6C%tO)GvH85W~sT`)k;10saP|H)h
z#+|NrCZNBCr*%<t>mom5aO&1~^<mIp4Q4CSd?Ba-ka4BDK?NMrlmL#$A-|*2_U@ko
zsS6P2jZU8xvYVa^uOuOsbE`$%(oN3JrnBm_iT*eaI^E^5Etv#PX%!C?5w}t~!Y2GT
z1Kx*Q^4cnHMo3O78liIQ^`~d^3h>N@vk^@zy^726)AO<A7O<&kxsya#o2LZ>GL6?W
zC7FqoB8upb-A!fpf`n3(pBCP#BX&*M)us$uT%qxQop~G{=68vhdgMU#pGu7;BxuCP
zSg-a(4DBC=B^^)l3MKWYx4BPXO%@Thriqgoy_U7aYe0lZwxF5Nv>0~iC_wVQH?<<K
z(YPwSqMPXhk@XHG8Nwfk!*c76wXYv1_S9*(c;ShSIlp^msLl_mm<cmj?!G;yS(mof
z9GIIdB2s?V?vYNLhqX<8AR+V=O35=_g9AlAn!qqqXrHvbR_~oD-ubHmcB7|Nzuyyq
z&^dKPa@Gd@kn61J_k;p^;A)-E(2iq|r>`z;{z{vCHO?1q8XR=)mW3(5jwI?`^25U8
zqb`mYoy6*2Ss?dV%k5-|9WPYWn}Z7v+OPWW-dQXhxb^)%)&L0p@!H^{oqJou9GDTf
zvU3+ZV@ELPIV~-V&n2r<1fv0-$0cEBi6=;$JyPK!2a84x#>xfCa++|U`I&vKA=S&d
zoIV!}7OaMiQ6;47k}Q7!nyO8-N)W69pg|)mch&l)H?2GiE)hAQJ+t=sNWsV#4_tBZ
zPhAIm8X=a>eS8h@C^}><Cjq}zdO3I3xjRV?qf7rZvCgY=8X$ElCJ~wl*DsmYCT?}@
z?`ZqRRF;@29D9SQ#A}!_MmVe#MWrsoN*FhXc%ldrU?@QGULrdnK6538t{P?$tMeZ<
z0+!2cQ_aY#Xm$MWL!OnKzMdR$6K?wjTYjKJD-)EPfg!!knXNlE?%dIgS>=D6WBaK-
zgg?}7Al8Eg7_|CKzkNxC#wYSCgRcjZHQV(rP_EZg!6#J)E{baVTcA)|a!|M21;Ii;
zM<6Rdd>*<_k|lvG9i}zcCJA_qB!YwQ;@>q^GqMaH7p=}pv<1s)cc&>5ZFTV&5x3j~
zJMs2l5-gF}KM3*W8?(`JRKPWyhUYzz%^U26ES@?vzMR|O=wKWF;zeDTy<JSrUe=A#
zd>QfTb9@x*i&>9I=D;A|m>D3>ZmmyA27c^*dTW{@&pH2+k$#+a1#i9+r*a33vyMPx
z%Ee7E*$PsDWHi?iCV+aa9Ipb(1d!p0c3vigHW1Hn1y8Y5kjI>5cI2WlwN+4OTZ<Qz
z<xx!jbaG7%;Z$XgU+c*L0SIAH7KN|NhaNq})OD$%&%FR_e~;rAO&19Ry}oThJ{cu1
zfMiukxC>nuS^cw;Ziujnfyh@2+`&G5j{cDUuoiH~a&fuJILGR<t;%ij{&_lB)lAyV
z%Bzp`=po(4Iiwb))n#t_cHC^KIyaG+jA-GJvNdg0Qyw*Tba~6K<y6TGl?=eJyRV*#
zxi_(}Lt;Pu6><bX@Z*V{35Ob7xSllXy%H;}qg@P^Y@YFY@dB_FH<5TD*V35T^9s=(
z6rau2Hy(8T48<$04~YFl?_4h2X6VS@Q6>b@hxSx-{-F+afmMQEB||jLM`B?>ME%IE
zwV*c<WVu1q83DNO0LV8hQAvLryvS-6PudI8@t*9eyiX#An<zWmR?d{_pqja0jUNg|
zvD4|RfGt<!Hv`z!0xoVBcqw*uf1NPHCz_3!7*i$)+`-IWdWN}w*51)Yaa`?@P&6d)
z?R<epp4EHqAN3EW1JMgYnk8i>#c#IVej<CX{2KZpx&i>N25&h#*#I6L2Q;_Z5ZOl0
zKWu;K-1TD~EphJpmuraA`|`byZ^2&b{YAZjB2HFgsL9cTL(-a2i=50*QNc+VQS0-r
z=u(8n;{;}8Yn4UD5T7+MWUPxD$+;>7+We$B^M_^B6u#JtgAyi5l60$S)8F{x6a$-}
zM=r~@AAHcQ%e6s0$qA8duB90XNVJZV-SF<YS-M^fTLOOHmG#rI&AT;`YgT~+ZE$S~
z1D!eufb<GZNcuOalkAD*evClq1u@zespv8zrA?%4p*i-2mH&u&sJuih`M-68N^nla
zhghMC+aI9CIPAfY^8A!2PH_sS0i{UwL=`a)R#-)RVy5UO3$Djrazo~%&j{qEq0MeP
z;$ubbJNQo)k{O&1ieZXmC5<)G+6TM^2v;?YP>eaOfBOo3O+!Atr!;TqZT-g7ovoSQ
zMn~%S`uYIFkEz2)SudEISoE99@(;JF-CX1@j_^+<^YR9k2uM1;p6DrBqCw;)3@ykF
z`3!`A&t}XwOD8G8c*P#PSEzwg_NEoj3ip;r{i&*O*60OmA}4tNxu}}lntf+Ru?<Xz
ze33tv*a2Bsh>24$9@IUc2YJtE0Yy)R_{O&8!)n$zqNB`*x!QMuj-r3R=pNKxa%Bp(
zoO5K@N_tbvy*1YWW9fke4jQe{tI0<8>CK82T~`xXPNUumIJi9BM7WjXuEpwzQj%7@
zl1c}Pa)@v!G;6G%L&|xA7rvNw4DX{yJyBB#Kjp8!hcV-V->07O&m=}Icr6$5b;2hJ
z2*YXC2bj%Cu1Q;y3kwBzko|g8IM4l>QC}wY)lpj`WBO_6*IUZ1M?J{Fk0q_~yA3Bd
zYeTR3cs%i|>)*{N6h8#4@%XH3goRV1f)~%oLD+vai@0<L!rkqv>j$#5C69WzE~~mN
zj`T@R)ye*Nm`quRePRdPetO1W2G?1drztn`FBcpwgkjuY?kO7CS!cmswfl(Nw8EB1
z2Zg#D(hlm1DwPIEk;<JJ(C~#)zu&<6aC2xS8z^7@;d`yVH=o+14&8A8%PtuJ<@&g=
zLI*=nUG1@GiSZvd>n@1`%#vjIS9?_B=-BeCNhkCr2^{f9iG_~Am1gK(tymmQDQO+B
zBCXWd<7pH$3;6@RnDEG}53>A|F}KjL>KQX0rz>h56~+dfZ*I~08a_*Z^QL#PTuB}o
zI2R90Km2s}EK`K0bvbUQAF*nYm+&gy#XYai5IA-}uX^bpzpB(mxJOw~b)~s_Wzjuv
zI-ltFhKK!}c)(P=xN3we{Ds=bAQ%2d20YuYviteD`8rJvskHFAh<p6sKB3qY((QJG
z)1NozPYfz%M#PXAdgqCAQQ^Uls*LeCnd(bN^3pIqpiN|^=dPu^99iE4D9I)_Go^hM
zt2;Vk7rAsH&XM)Suf9D9ut`58pXhojips8*$a+!!l#r)OasRY^V)!`z@Q#*A+IEK!
zB63{toba`6_X$F9tmD9I;@F;mDES3lBB<}Y$UD^A;gSTG2PVCsbdMDyX9!Hke6_%n
z?&oeP)>%Us#}k?^5n)dbfa*<K7h2|iXMA7(TM_YJ>mBuKK<DmC@%rHJSMnEroCAVV
znz867XQIu8&?aqq84Ee1kPVMPbaezZV<B^J8`bknX)nzxP)ZwLskLDzL~L361^aR9
zXU>Sz-ai{QN@nhS#OvH3Vu-T}Y;O;X%)m?V*}FLP28^Z2*{#f8!7f^w3u;dCm7orv
z756kqioYaHy)((}Fg-W48qR5lYPrmn<9;sfV^o&|Bkb7<J#uzQq9a9}pD<UZjMM5`
zsernaIz?h+Zal@W?<~ud;J>*CShc6{%5yVfuha{vNnW<<hNv0{veII3a=fOZw9qO@
z1nO88;w?Lv{~+gC>K+h|d6y+JZn0J}dzhcEka4?^aXzZ?l~`YWvfWhI&}xHE+1_h#
z@@evoz3;cAFlH_4AA@v+=r%7?idxz2SDV*EZ@2%Z)y>jRFNuQdQkF+_zmb60ffv?m
zXZtEZMZ>NrB#2`~jsDzx_PhO>LyuV;zT>3mK2?)Pk~M1kcHFWSHib2Tn7o4MiBSOL
z5zNH(*2(h=loPfFBjAXfh-V97=;F~UxyP>L$~*J{eMKf8LKK-i=ad7XCqs%{mwN4A
z6<nk{>>P)zIqTMUyb`ZTJ7)K0kRI+s)q8b)rjG^fd{$jUD(6nL$%bz+d|uUn)S~aU
zN&d_<lW!cHeTK^p*?V(%?t*J>k8wmThh|zkvcuQetGg3K+0|~A9}Aorb5Rc(`YwIA
z?M3Z`g%mCW&DxH|oqh=31vKBTg3Os=)lccw(S?u|u;ZeDX%pJH9yc=!WrHUGzoBe1
zK6-NxJ$y;7iTAiX|G~*jZU4^K!j_fu`y2Lx+LUB5+zU#q!pqN`3Ci?LSKk(V@#BtU
z26}GtR#mi;caPK5L}m4{*TN!3baTS55Jk+7H{qx<lRWrNX3(?>Sa*eR`w4A)Ah%d!
zZQlboSlSvUGW!s}=-MOLHUKPn@bq6UA&d;D(M@REO>zX8YE;Xta7R2^_W8Or{K<)-
zUG@*mb9T;f)GfpiZaIimUbI_DGda8n9$-H(=Y}aQ7uoS<bK9EEC{xraN002oNwM2D
z#@WDy%OXmd^G8k1u5IBby^tJMq=Fa4iF}-B<)Dc@spjg|BbcYyLBD-n9+dVk7ahlS
zCT{xi8BpbuSkrZ?nLVz&cW$-F{<X7~8#p6-=A;HC5&{X*1K8my^=WBp8gc@2a30#{
z@d&irM|rNf8$2Vi*NGpC1ExGn^wdV?qBce5Ks7Qb2<wL1{c7GWgN=^ofI8`iY8sRS
z<!JKJXsHe048bG#gLle-ZiO^PsX*mcd)e`j;D(3uPEqff-Gb-sZzxApb{`Eab(9E7
zC%XsV2|aoF!GmY(7b%-s7}ciNqnknHH_w|k-lL2CoV}1L<Gdoz1xg{J1i}_k)~6^t
zJ_LsKsUMD0L4W154+^I`zd=TtROZ1?oA21#<xl*xqQ{xUSVA9XYW0~cSHqLZR}MdW
z2&Z|>pE_=}cQN>DceY^Mjl?!CPtISr+_^gys$)UVkEiw@bmns78)80~&L7mwZbt<e
z`p~_$(9N!W{hb?I9`atwR<lMYrq^yW4fh9Hs96QGotj}m0XJB8-$uPL^lugk^#pxt
z{JM(2f>Wo_kdwC^#ZJ&g>rO^dgF_NMoy;))oksyrqqM4wp^~e_c-kueM9wYWTBmpj
z@khW~y@B(6c~SztW^AHej6*`5z+Pc}X6JmRyqgHb7Y)_Vy(HbVJC0tS!+!!Byt=8m
zztpY1Gq%=0@YQJ4#_wEj{4HACO2d4i=dC&;EqBKgqfv*nh1t$#(-*EC^f*V`D?Ts6
zbMi8->>f>wdQ&G1x(+KI@ACgn1FU<?FTTE;gusvnCOe0y+3!|A2^uayrTGBFL^Khn
zP-&F$K^|-97`4*yEk5J-BPqazJ~6)Ckkx?p(*F~Xam&v%YbaIJGN~NPaHo(1?V?6r
zoV)g;3dqt0N%2or%<PxQfTMu*nK9S63y6<a`58FQb(y4nvsujQ12>VarfQ?5dEq1E
z^Fk?^r@izaukUeAIg5$maf845m%G(F(=k}T&rd8ng2b>-JE_@Ig|koEixayZuE2X6
z?RerHF;zL6&8+pc8%o;oNO;)bnnzwmO~r{Y5adYBc*HXBz@*ybwZmRVDK^|&46F2>
zJ?@_F#=pO~8VBBZ6(sD^C+8>E7TK+_|HYGVpxA}TjHEvi-yeGR!2Nw>R~=CM=aZhS
zG@X%ncLMYnKc1J18c^g#XhGd+uM%r@;TDyHB+!F6<guu<ZI_8=tDzrnyaG`5<kLdf
zl$E&JFwj^ev_<*tc+~fA%@R<B*THj_y(n#ClmPAmBS8^`5SIf7GLL<>qGXho9j^8M
z9UAl&?u@{=d(Oh3@F}hXz{6S_VY!8;n3+(t7_v(A)sof~rYAvm^&4%%!-e-l)H*Rm
zqDlUZm($~bYOBMGmqJ|j^KxSk)U0NMf@yf2<&GYmss(FoKw184t~r$~UauUFCm(H(
zExlD?W;d=JmD&<8a}7-U1n0Ck`58PGz1_hlzPsUe<+(4SfG^`^Z~OYS2L|SQKWn~l
z1~Wa8o=h%vO4o|}(qM=#ysk{SFSYol)f6+NGU$FlpY#D6iQI6IUHiw-DMW8G_D#1S
zND4WP(Lk#sVgJ<2ey!5u94ZIK+I>v9n^y+5tBX(vQ9{>qPDB`uj1)oi-?n@$FC)ud
zR71wk(PFG$Y42@(9aq7QU)HN*LOo1p>o(}8Re}OM#4LZ}1M(8_hhNUcpl3mH@>U`>
z!;IKO*T4JtDKn^tEID<3k&@+mK+S(|MEgU}8CRS^`Fv`dT8OdxixB+g&-HUUoDdyg
z^<)A<Pp$bo5!A>6^U=A4%@MPfO)76>4l7>VxbEDm=5wcnSs12QPm}_ziXr6x01fEU
zmM<2Q?gG?^XKCra^~zMx%U_er4dbDROl<KW2h8;l=ZtKz6%UJfU^#utF5KZ=(B4od
z3Q{=i2w+6?fc5I*ga++qJBP^_UxhBkY+0Wo*U3pUiP$Z~M!l<??#%7qV}}<6H@UZ~
z#5kVw^mVDN!B%(oI!W{OHOPYTvZxEMq_j~`AH#EPV$nYINgy(#C$i(boR|E!2EE;=
zny2m}`-ipYvPTb0M;hFC{_HP}IhWvj)J{Q{%p<o3N<xI2e}Bo2BOa9Txn!sc#@1N~
z3w(oY-W7Uc1LXvw%=I_*#XN)GW-sn+Z|BNT-t}`>RU)sXu%My@kG2mT(Z07VipExN
z8;4SkLsp|doTPFcHlTJPdyEj7p)Vd55r2L6bf^u{TxH6m#I}*FQ;Vg*{wPK_UbSjz
zx&1@?2d63>pV3zi>rNU=(<hlVqhi<H5$!7>URa?dtYhXbLIg1O6H^TnB2H<IwJjyx
z*)Znt0COe;)gM%oL7VVu`TD`gisYjrbY@L@BA{`GQzt;xU>q?~R+Qa`GLS|4wwmX_
zFZn2I;lWyltSNkIA~8!sB+F^C_@)S_Q)>|sd@!${MdVR{^6x+-n)6d{#hM>O<?82{
z7ed^<hiXVRN0CErz!7~#>*$)+`}gB!al+%-m>YD>7N3Zl;n=_VAJv?$w3#7FXH;C$
zUO7xR-J(><&u_(ns$A(o*6OB4px5A#_>qhtNg<~%zpX0e+M2`NV5FTp?kX>Zs-wG{
z`oF)*Jx&j|>2CrAI6RN<f?jE}E}1jaoxgCE(BIwCt>*I5uON#N86}QwrZRBd)@px)
zI+|}e&k^A{2I}gByj4`0)eV(w9^V)7Y8jDxWd+P`*CN({1z=zcmNp0w%D6&!E93~9
zJ?>VjnKArp@Jilj&|SIg?@EMg_0i)#csok!$K@vz;$3Ob!Caecs39@?is;!b6AI>6
z7>J^7*k!lFUMk(l)2q*)HI<P*eED_}th$YE+>$u1>ZsHn?a;4ORomHVMp&IYTQ}CM
zcZAeE>+*tsCPRhdGz`%|`OeW_H_pHY0Z|g#cL(xE-o_tw*DmvwXvZ#Q1H?~R=qZ-I
zfO7ps9t)iuehqlvo=-pjuHM3>c~7!YYLm)hITJ3cSfA^z9hBCx>0ymMz8`eL%6RKK
zC&KbM^1W&XXmgj{xt@a)#<~XfY>31W>-A^T3r!ZOa=kvb`_^!bs!HTfkNeHCB^<Wb
zmseQXkMVJ+^@n-lGL}*x><)PE^wBJ&M>kr!{<zwDhL+}CesuAT)bm?!fBm11-0-zs
zz4U62%)K$A|Le5ialu)!0iS*;cS=1>@sO)FAH^5+>u4|nW5pospI1}a(;pY0Km%mQ
ztl|u5GwP>P+UM%?KA)-*aP*0#2O|N`3uSy-cR9E1FFaKy3b%I{)*r{!p<!YV?PBXU
zguHF5$^r8xr}SGSLv^zD;D)bJP2$)eA=6Fum^BnG$Ngr8+KMpnh?Yl8Xzp|L0R|bR
z1~6hMV(kNSOu~Zlx^5_%+r1*+r2ib~RBXISa;bj?M~{?{8hrTkd?tNEh>b-IgzDPi
zHq0!H``DZT>6h5c-crh1drq|K^M!L-jRHi=VR(8HKdXILR;^IA?<fJKH6fZWWotv-
zX!^wLH`}=tbyuMjbhV{vLYEc*4=8L3{R85o^j&G2ig7j8Z^SGaH;RvlMqZ);W4aNj
z<R6hm3Qc<^5wFB*z&}j2DcXH{kf!>;_MefddGZnuu`7zt-e#Wy1*9~ksoWBuobN30
zVas-1IO7re1KF|-?_KPOAOR!B!ax;eA15l*N<xV-uYfzspY*56#-?liD|)?eOJjX4
z3lzHzkdLO<4QB<W?&OD*uO=p<QG2WDadX~LlY84#YLifkI_JSSgKtzKFf(aD1m__m
zzhDu!abSBl{)Cl<_IW8m-0b6<*PD#(Bs+|*-kAB=IKAp0p4}5amx|S)8@`r1{S1en
znu82Cka#gCxhMU*9<B3q|AkDH|49F>qC8p6)^>>qN2!)y=npSLyG!e?b^qBpQF}$E
zbZJ4}`P$+g!8noG>Y~RrYfTF=_pGMSukWl-{^i2CNQ0)qfj*Z5BAyN!;AT60StPYH
z2GaWe*#Q{4<^G&6?wBAP<JQ~w?Edm0OTdPQ@b0mEl(kg9z*NIK8K-=eFTCoYrpepb
zU{%z+?X0d%>}t;cW9q%%*=+bfZf%XyqEytby@J+=P1W98f}r+D>`hyj7A>)A#E88|
zBm}W3CH5#Hw$`rI+TGXv<a^)Ga~#hfaQ<@saGuBKJzj6H5{{*Eb}q7HNb_IeH|wTr
z&O4CX8O%TYf#pPeB3>n3S&@~gore49#`=rlLC^LYw&B~h(c$DuHrI+@wjXHunZgq(
zo$&XoK^;S4C5GqR%7?mL`VdYysYkX7sL?zwvoMehM$VL$nHGv&=%@WQd1<-U@@Ohe
z5o^<<e)dVwH;-}=BLS<6tpH3NH3F*EEYD)2u+fV7zGP=7Ygfw0o*sj5-V>5cGXPNI
zH@o5J2=DD1XBmk3mW76|0#rgydYaKzUqN>ww>*6wygIVGu-WhYu*>!}QoXb0WzOcu
zM&1jD%chID?h+Ogz;Ky>$hvUnKLXF)sCy$noS7g1bJE6obLgHIiyrXJ=c^0rfEMHx
z!JMe765{o5o3O(##Mtm7PZ&;g*YLuShFko&EtUO=q}DD|A!6Jdx5$wT0cI2v-x#pC
z*rrz*kCMsXMW#S@9a$T&kt<Dj$OSWu`Nm$Qe|5!)B{C_Db1gs%b=V_|zAbor3bAV<
zE-UcH3NhR(WMTVd(AAN>c-gPMLRUR7vbHfSa$7UvvQesi(d!k(nu%TnW=2sUXrNKj
z;~F{RvS)o#7BGaG?aHVCk4^>eTv!_9x=u#bjy75%K_+%Qtm55hVDoMgkMmThIY1nk
z{YHy(5AV{qLT#cnyw?$ZNH^SbTpz#JnW}5@jo?5IH)p@HJy*XTE0-2|U}ti77_K=z
zP&GiXX)}{?2DZ!{FHW%CL>in|7{8~h*B^HjJo$~+y)ZjpRK#v#`kj#J^%|7gTTQ9D
z%ST&Hk5gq6-Isn;N?JKmG;`DscQuxs;|0c7m{#Tby_Mw3Onu%dQQOzh67<*x&=e_F
z+HIO+ugtmPz$H~S(L8aQU&)afVVM553=fr-n|@k@M)*9Tz_lV0C2RePkPFseEkh1a
zqmy6?S!&{iV@4JYQDxNj1*jYe|Au+VV+X`NJ-KGBG^7L@K_cbxOQ1V4F}gfXTI*dP
zOc+^ECwGwNUmH!bZ1Jo&9c-d!<DH+Cwan|-#(<a|KIY8jRZ=eM!Rr%J+%K^ni?=ok
zdb6ED+NFM4_eF~&NsUO=D{Rcyoyos2=HtOEV>K9yuZ`hc@m5;)?ywJqTqt^J&m;T5
z)Ylc=kiB)~llf7pzc#<4Dg>3dS8d#?j5Oh8uVWGu3Tk(AGaIJBR+xI+r3wn4ZxsaZ
zR#&25L#bN|*}rV!=zvxo3}{xyDzXM4I*S`c(_<4-UiYU!Wb0v1d|XS3^Kr%vHj(4X
z?4hN<ttt{nmjGq-Z}be;hevXdlmGVCPxVwQ0a`v1=WUy%G!*MKPG<1dj(ID%!x+wm
z`{U-&LWow-i()e=Wk~u#7aIC_AAkwklJ~y;szh+JEXc+_SM&|8G99V^BhqE}FW)oq
z!dEp)|5g8OAKs9%-`=AC>HmH?^WmRl03c<dC|wy30s9+I7roBBfk|gr<9&zb*xf6U
zFpZvDK78aCSOpU?S+#x%lF)oFIRl>$qrwlqCR60ptF}hBTU|?{JMQ>B3kAN}=bHCV
zSYNL&U@`8G0L1fIe9?g^#`s6csyth$?CbP#d{4LU>LXkN3pS|xI+<vwUj^MLs+!_b
zpqqM?hCkRmsQnt%F=_e3Cnsh=ripn6j7g8*CI;@AV@_;9k`}_w_hV`7$=XAR`_ax=
zhEsVqGj7|)rUqBn@I&qRWW}~pvekX@VNvDlr~^l;|4<+rrCh!9hvyy#IsC8!y3_5}
z`8){~QyTn{g7ZB#U7*aeH>lZY^&s@bM{l*Ma(dLXZg|XE{%wwIG=84SzcTaJU6tW=
z)@vinzHTYF_8Dz^srWKYhg$tt<dzXeFgu}7i<G|wuk~7}h6mmxXO8Sx5nlOjUq=9`
zopuZ2X>hBG_h%B{58Ctuc^2NP?a>03)2Rf*pDzFFnt$NHQ}z%E99cINue=0^T|e}T
z`M9AY{&F`^Cp@}wsNg77&2Kx&D%#hR`!}S7zfDHmoSMRo;Ku4u5fQF$kl(zIYPof+
zNP{Q?I>*xP<xY7IKh_mrAKP=J@7TMmHx=hp=eAjJW0Q~(>%*hAiXMzvv%VsPvi2!1
z@Zsc>rKR22)e`Js!~T|Lx;k}A(4=?r;kcW%!u#yQK_s+Uq~lND9KkH`acs7<2nF36
z<aC1L`4VMHVFglsq2#$lvy#-#FYtO1YTY3!s=n)Qp?n8j6uLJp$|yg7B}R3v*Ef-O
zwfi6Y{`M>%Hgw#S$0!Y;SIJ@6Leh!trVAr~OU_P`1`poVwhe1AP*3TqVTSPu&o7a@
zRMzp?SmiBrMeBYW_1$Z|+%xb)N)v5DI3y?HR=Sk1a5@8EPOF_NMpMBbc@oXqNEwb`
z@89Z?SIT%8sEYXFcclY&KAY5VqTBCvbINUt=B6vRXi@XO7`i@7tqq1}k?_y()K`Sy
zwqLnLyc=s?q(&!wG{b5CYq6JhmJsa^Jsi!l+wVKxXyKR02a+7B;cJIa$wmFgDgT|<
zgL1!<ohQ0vfb|9OIU^Z~aeJMnQ7@(q_F7-4c<0(Ti2e{a@h}RI!EV)@qwS^2CGeuv
z@3wvFQ9braGYa0tM_zCibBUng2e+EAA;US3<x%dU3Xh_fn@E!WlC0YKw}Fdlz|6C@
z?mN(*O!{oa9gUofbj7Qdhs3z*><HEIYeAWN(j>H=a|=(Q)rR9a^GkT?>2=;p<pj&i
zUyJP)n$q3MkH>?XJ@rppOxV0D?~atCCWxv}LOeTjgsqO!fE$<J=vG#AyWh#46)s@h
zG+X-SH`w`&PgG2SW5vSE$V@e#^V((q7kJgXDX=;=Y@^*g>CUq2!~R`(aq-PcGN)GY
zN-662N{mNL1_n;c1Go5OSLV%|$o;K;7k6MdxF?_{E+hW3W)3xRqLU!3p)019VY+I7
z2p5u0Tdqy4v$ggJGAIj?S6}|qnY|cRv8FrA0FNW1l)%I1Mu9Y-R6~Egir8UsiEn~P
zO&)jw=@AQ`Ijps7;%8(7aAG(+)69Nc4&@d8NXCZG-MZuDv?+|v(%{HY{VG(b?Bc7#
zN_v{w0$=jYq6YwZT@{<9*ZEXFT4!eO(qK5%x#$}LPXM$^a;GUL1k*O=c3x{Gsp^jv
zV!ntD43tevRI#2J+M~Az2p;~-M}d-Sdy|n4Y|UtDJA6>(`AM6FNBln&E4lt5b_$Eo
zW?7vnam7_Fxhwv6V*Ifokdx9iDp1|<xRaH|>*_Z8#)-Mw8P<95wyQN(M&)&@L9hw<
zn}OBj_^xJ)zg#kzhh(`8P+p4wOK9tuWmwOi!mLCIaMqNS4t*W4+m!wZDiJXqfC~gu
z1jBTUiEbEZlB~AP2TM2Y&|zb`4y)Z-_gjDp1P+zeX`NyjPz6f|#D&Y_36ciHSwpc$
z(lWNB8XLCSd&JESjGL?AUBy}>q~aRP(*@D6j}o+ItJYIxl^d9_AQj$Nqc^r$w#<2x
z8V^kb&Dq)gOt41uH)VizrouU(QoAAmOS#I0q?%bIrU`=D1i_y)uYC>$9Y)+QZQuDn
z>4B?k|3);T&pP9NW`NcmHl?Z!pPpZ{s~fmIB3LctI+{%AzyAI2z<*7i%D=_`?8Nl_
zhoZ^hzbPrY_xHAORu(O<6<=xIXwczZV~Do6KKSZret~-T!R4JS_O=pW)neF8t1G*T
z3cIgUX-{TrM|C8mM_=8!^H+XuVqB8Vu?KNBks9uqU_l=Ks6DVtuXm7Esq%k$(5Iho
zoobj44(of=jq4!ZZWBm1+}Uw`$a|_(%W8R^2^C@aS>PIHX9!v9&|Kl{5-$Fgg+n&Q
zdZK^4;WT284?lPR&URq!vf$BXwKLWVI6zHy6=4M>PIA-^l)SAv`6oI%L0_EcJ|5%m
zC<%9%FDdTzOg)3&aD=?+F$`^uOj4o6G+iGCZu76boDU&zz`Pf48p*cF9|QApt+G?A
zX7<5XWS@ZBK=amzMH$bv7`#p8FPX=ee^*C4=6931thVz8WxBZT1&f7F1cilWlx*=r
zD*yS=idT+AexsYV3YR8$BEN%*Y`7WxpK%{jj~tKqYi@_bGg05BvRevUxKJ@Q{(c@g
zT)P>GGkAA){g~b(r4|@Wbe-b%IU_8~pbffiFDj^L8P(9ysBX;AQH9u@a}o5_O53WI
z)LBPaBe%;AyGGv14U`$qYV&7OO<(-6*<<biqFSQ1)O61oTV{f%7^D$nQg$zUfd&Sk
zvMEZ^4l_=YAg<p}LHp;R(UCQwd?eyw-X9{bpFl|j?<wqW(WbuPJ~bA;Vz>-&|6Sdb
zwDOc?BS9A;?@SbW?R>aIkhSiGPf9mT?Oe&J6m=XJIHr#A!@aCT*)j25w5$~DSYIXG
z(IW`!e()KoEiQ=v0F|r2Z^NzFFy`Q%u_%XYnOtJ|$tSMC-?kSl>*qkk^?7gJ;tev(
z1iL;HB+u{^bIi?K5-Z{_XF$h3pNk&*?B3OiQC<jH4Kl>Hsy=oEgcBU_*{!i+15;0i
zlwk*5l}(Q{;OZLz!sc-O={cdXF>YeC{%`&@0q&)-a@%CPjE+6@Dm)|giHl378Vn7W
zuGBG${&Jn1jj(`uYK=)K{6o$a<mz`xjqP!zTsXY=?g}kT%f~zizOfx<1Z9g0hk~mn
z)9q73$0V{J8*lY|8sgvhWEmD4Tl^Xo#tv4EdV7HlvFP&3&&xD{o7AclTh~swVdq4;
zBg034@iWGAp9aM&+0!nLY=7}!1vH9|!naPo3Q+QmatA?w+p^6KSnqe+v(Xk!a^j<(
z3_{+XNYMV>cZN@4g?ZeZozu!&<<vZl*eP*1FimX(oUo9Parn_xYDVkJaoRTML*&HJ
ze<+scZ<q4EyRAyP|3b6F$YRDKW$`{5Hur4wd~{iIDk`)ojkzZ+NiHWrWi=}#@LXv^
zT5#b>Gkcz>!(JIPF0(7(&IhS5(RZ(2KVP)2Sm1eSkAZ>T_S@qZ+Do{xR<&3%HdHTX
z9Gs>tei-<)vCg+tA0zNImL>G6k?%(ZeNS{3i#dC4Aw*5=xxx7ox2b-eLdf`C?NF9f
z+GC)_XSPwm{130e(<5g7=F1~OsL|bR&gQCQ3q>v3RaC+@FQk3_k5s~E;rkb^J*&@7
z*M8}Yy|Ec78?h(osO4!fS6=A}TN6D@oV@jgD;}eASz8s}TU&X^P1>}_6Ll014AA~6
z$#<cN=wwEK6Eh2<r}?fGn8V{vd_R9n<u-!Y85m-h8Em2*zszWF-m_O}J!N~YyOEtK
zfLggHuvP5fnrVx;tTo_&g*bT!15h^A+$X3rC6T2>8PC?a&i55QPBF9&i{>anSl;UD
zT<Ix!<Y)I0FBinnPBR8D0QUd&5E@rzw!F59PnCAn)c6a`c$c>$P!0SD`uUEp@kxjC
zg)}!XS`uHky$2I_`tsiUMObZKjw;HAU9paIm-MG5Lk!Tth5@qEL{|ywJh#*n&>cj<
z*WG(9`W(Zr8oEEo1p2)9?I+meSngr1y7;AiGWLs+u53mNL1Ta_&j-E6%pT(h^uN^~
zfb6{!G2wI+^$*DN7#@@!>@tZgrObh%SC}GB69voH5dP*W6CyGr3^rWoKZ$S8=o|rX
z4v($$s(<?6Y4q}gY7Af+ZqL^ydA`lFuq+|cT{dFI&2E&vJp)j+^sAm=*Hx;0wGSG6
z6jpTI^(g--nIb`iPCYLCc<4y0!8X60(hf^ufSXR;x}j||BI4TF<}7Qj3;^|<(c=q3
zcw}I^lo@mp9stEU1)_Th;vVzTw*%Xa;het2s2B5QbL0`IU1Ug{#hTBz+hcWBCQFBr
zh6q)XczvL_NAk@A9!46BSuAT8Z<<)Q3X{Kg-s2PdHv8GPZ=PU0jQZ=}HnP-|eh!21
z@Q=HN|HHA5#q#V~?(Co%#HV_mkJefGF{~uhmxX{$QL8dEpc)Tf8Aa;$O&s{`S8HzR
znoz%(8C>f>_Z|&0{!AbTDJxvd+hXq8-}&d^r^js5MZEuams!|a|42D;n+Z)SfBn-*
zgAReKa}pxVia%BZazlMaOGiUct9h51W+6@>ts9bQ$aLVJ9ftfG&h{lMT&--D<<1fc
z%E94o6c+ie#gFnF4jE$2Aw8wk6HMV4Y#n_k|F=U8=4cusS0R(zU+*}H!WopHJjsKI
z*<rN{P0y(n$qYJ-L(BY5Z(v=l3W})yQ2#w?TKdQ_wCMz0ky&M1Gd@WZJc!X~(Aoz1
z|74~eFB?z0DrA6yQoiO_#&FYjEB&bh3_7O;1MAckh~UxH{HIiboPEG}14D8nMw$jg
zSCxbmlAMV6F7dl4&F+XV&Atjb!DFJcQT|=bTR%0H$`&Ce%v;_Tl2&MAGrj2)=SG$7
z#3>}tetW&+in^_aN^-K^ELS_^finHy9#=>Tayas`VQ*X2wQK2*HM)8tfd5S{XRsb@
zNATrtNwtacJ0opv!HtH*b`YlOD7~i6sUFUT@*!6^gCr}bPN4R`U${uy30|_*KA<G_
zpPkt74Ue(<NumySU7u#cJ6lg5l=yXLE|J}E?hp2d7Na}PkfsCszlC6l2(13+MMrVi
zNPZGpkxXg_^|CsO?`C9^%*Rn*RXysSJ{K8#J*Wg4G>n1SCe{|X94bi~kz^ZuL%`KV
zPztcNJ2Bs%QPo=0a%DKPd7+?-rzsSptMvQURP^YNR1cxF<IS_V9=1-wz3Q|trTuat
z5wh7*UjyK%G9rlG>&XzD&*7VzPg8s0+6Cm_NxGf8Hcui+%6Ab4&uH01maM;Xy!?_J
zmD)cX4IX(T>6-ahJC+AN-+0+AUG1D8n1+M_bB2TKw}HiUDFde=#aG?V*h7jbb7F<j
zOG6I|XKBn!sjbJgkqu>c^gpe1@{hLUzl%c=h`f=4d@YU*5rKXu4l{{fsc8_vvWjTF
zuG3Zi^AFLX5zKF5q8bey#c#l4ljnNSgB(O~=1B%_D#B!I!uv%3Q(@Y|(Au}MOF2g&
zGpoEaLFv_vT?#S+ecnQfE+rPP^^8PyH3odA!cpfEJ=-*J;Fx`=IATR07)k|XANgaL
zAJgsoxvn#@3x;0SeX@=cxHBf)(#S>D`XRnMdvGnym1WOFeQ8un&9k<GXd$QiXmCv7
zMGlkp9o7>FHk96gIJH}>VpG{wh_Cv1*`Y3|AwiV$n!JVj9G0qspK_QIaF+fMw*&!7
zEZ)<%G`Hv#KS>xqm`x9`&$Egbiu~$!+-kaS6SDawHRnfx1XcKdC>SqY7z%}hF77*E
zdVXU9ISYe<A63~yxVn@R1cG^VVL@40H9<N~5am`KrtRLSnV~6pCAt4lwARNSZFGO{
zu>IIA51di`r+!2|?;|?I$)E0im{jOuwqphN3|FSQ89=D2e6+v)nc<g9KiV(~?$iK<
zxc>C$yG%}9H9UTXA-R$nqf?uIPjhUr;nxEvX}25omnCtJjo)k8u8=7LiDc4C5ljqN
zUOR0TGBYafqg@#Uu6cz_)3NdXi4|c@LuZWMA*vfOeJB}k4}Ga}lAFx*&FK|QoJ%J0
zUYsJP!tn5T2krQD>0C~;7Z#KPG1y{c<b2>7M*)!<!f2Pd9!!}y_;&Eub?i0Z1g!-_
z?Bx9OS;fwVr*+rnUQPKPfRp)7479OuR=J5~Kj{uGy7gRpaI(r7!Mb?xp4Y9a;P1`K
z`c^?(Ek#tFpNt+VVxc*pmj*RL5uQzT$Akjm0(?PfWrbgwJ+exEEs1~l*Lx-ha4=fz
zz)B*XqobQmCh8QHwG9G}p<X2lXXh;p?F*CR;sg`Q=S$#vJ8GxwO=^NzrOP%=mD$}@
z2Jxu{><9Q0a#Ctb?q^1+f3Wg`o%<S0ZMcB+R(^yHrW9xkDf^+h;BLK*1x^p&z<&Sm
z;DEJ%>cG)fzFkpPw4E{Z`p)ynZM;QmC{}>b_JwJb5cU{;ufRN57P0vUTCd07WT}K*
zs$uz=&W!Lc$L&Q_d>=Woo?%BTNal)cpgGQg(EJiB!$0L=UqqR3CtyGR3n7A^RAII1
z_bR#wTGPpW>2|ywKCkQuB6V!&zSW#4K4d;0D_n!a`oD7UtXnh5K%hH&eb}-{Z&gao
ziKacIoK*OA0ah0-#{jH6UAD;%opL9=^<=NI5Du5`aupO17cXwC5^I-W?Sk75YW5No
zEZgW|pA7dF^L`!tR(Pu#?Qve?F=9wrj8|_cd$h)AUuyenk$gy>*|>JD2qG_RE~dox
z63op&QV@5caq&8k|9TsWKhd@D3u~)Iv(SW9&D{9CUiwg+Ov6j`G$vqW{jDn9A`kCP
zRnM}D$c1Ly(Lc2LjA@PX+y6fOM*iywlsElL_3UrU7S)gGf41!Y7d>{kis9|OQe9(K
zo`+_c^6nMhTi~fkqNe>quPDY13r)=Fr!0Z3;ZLVdCi!g=<FEL!ENja%;PThRe$7ap
zUU3B)H6`qk{weTK_NSkyCXFB|0HF$0c>7hrK+sMg=)4IdqC?<1CFlkqx$>$+N^6==
zK%8831K!hUM@|mkVeTQG+XMs2pWa1Wmj|}45n2f_-`u;O?2q3F<ghA<XkK)*Gv_-L
zUYJ`D$f9pV2pp=ZBT}UZEZLNM7a|@v4<bRwe7x&8bQ|`wy64)ej0*SBR@po5y1Iim
z>2-q~rFw-h1C!DTz7RPd>vSNO&}7_e@s($WxOfK5Z8qw9I#~k)%xeqd>^{@4mnnJz
z|Hn;-8SiEJA;x&k9X54M$Uo&N!W?-(M^w1+NB9Q2r@H48j!z^B{&xI*-Tucru3ava
z$Vm}?m2Y?Kp-bOV&o_hNsV=)MV#jdkZ~u@R2tAQ@P^v^hVd1`<sX^I?FB#8h)DG98
zE6=b4e5+Rt{Xb4L)<!5SQw{XAnd3b={h`&_yLnmWH);2>p%d*YK81Ay0GW{AS}AV#
zpAW7;uB*Nzre}vW8YFKXGp{fw6)P`NeV)=)QPcSOmSVAe2_F7_dB9SG6R^nRK{bKf
zaXmCDo^cy|VX(P3S2dm@6%^+%ASm5vcD7eWd4vyy(x5JAP4!3o@qn!g+(JU_q3&@p
z$u$k=DAlhiOCl$V2u7V}c7ty9U}zClbv-G9mY?UwURS58r$_T@cYE~3Bc*|=-$tKP
z7V6v9#^$V~oYv&p8HI!Glb?4AaB)<p_k3RXQA&?Uh04u|6RL<_F0m#yT{(894q5iB
zIfyyuh2#RoA?<AxX?i#UB7J;+rqg;P`UKM&B<LU&i4|V&n}}{ugU?->7~c0)_TnOC
z&mDS!L%vK~LFQh>>L02=)YyTKxs?df)V+e1+LIk3fc=oMw$B+$^R<{-OaGCVRX($0
zbh38~t*%}QgWg6r3ZO=2uhui_aR>I0Ut1<O94-(f8EBq?b!R|-+w4@G`hO^T7%3JT
zK=Ed<<(oYZ^+_ehL{gZd!=HtN>pta{j<$!r=K4GLZHbmyANT94i<YM%S2YoQ*NMcN
zDu_*2*Gy{46pj;Bn=Q5gH)+k)76+Ds!D2k-q^ylwg<R)Fky!^>qg)H$7$b}QL@b^t
zJ(eB=3~7b%r+6V+o7?oF+laY9xoffG=W_qb;ENfN18yrF51Gt_mVH<<JEwsR?9X_~
z=&5-fx;6W_l)?~0F{>Y@2sWrn^D|0^hUO@<VMfEN-zLf;?Uc1Ukeo;@Q=^wQDJ7xg
zlq^&OL$RVr2z0BS?^0IF>>T`&tZBRMt~1*39K$Er#w&W@gsijui(PBf1itG{!T^v2
zo4Z<t)^@YH@%E~4hk5mhz(FpsBF;zgX7>#9hvtcq=$O><%29RWGe>MDZX_{gTu-1<
zx``;@#l}7iUu<1n;#mSXKLv~&ZSb69CK@6I3KzwEFdIHQgdQZ#%>*{QXOvB6^|$*?
zXDRR0TH~3zdNQ5w#DL}xQ4Qb6UNg{#_*Zf<O}ROdT1`&h?Lso1dHQhhQ^V$TvaD2Z
zd4$*=TguqFw#rS+2%W-uW}UgnNTTSAr}k=gB%?auK<YX=r`PpD8Vydo=tzwc#(x@o
zV8U?T+hYG)M09O9tc=}u=k*@G;aEE<%SNhUr!}v#FvMOtY&3-ml;Y+C^AU4WNX%9C
zCchz{3h6c_EEb-)p}Ze(>abPcU}?`}&~_z?@;NXgDDh_ew3!MCZVPRDcjUFQ4eF*G
zX9;omshis85@#he@RWp)?=-IAaWg&FagJ=Tqh>>)jNSy9-=C4IH;}0#lqt_Wx6aV@
z2&D2(l}7llT5$O5blQ#+yltI8-FKPA8%}#3y%v`yB`R6D8;X|`j|I*IlX%wmtK1Gb
z3f3}>?%S!%VB`wFV-e&rQhD9SA3n%*U?VIk-9B2s<IOb3%yq#{gq-f#ggBhW74OZJ
zh|Sow=gOM_<_A>$?lq+9_OJG75X=$h`f0NEjX{TALetpP)ei}bpvg7H4V%sYyG8bT
z!JP{Wuura`JTrpE!6wfSW%{}$B`VdSL4zz~{4Qyk<W#&_0ato}hd7&W1775OL|V>u
zskv#B_%oNpTu|M08$)d=5ezy}fVK+BmKP}+==(<zRzv2U{JDar-&0E-iBZ?^=3MI@
zn^?%nvWgUD85EM|b4U6bOt1I@qv|jxDM**&d_6-5&S|PuUWCGOd=Nlw?8R2ylaJ}V
zRQl;VT2!xE7*-=)c`M>3ZXLyg|E;q9FDu!J`um#9Jf6i_nEfqw6Wd<h`sd37k$+PW
zh~e_q<m4{Jsr))Xkfk1vjxn#GwNm9wWh(2edeU7#^lDPfW(<6z;rK*1i*HFm{LG1#
zu2n`NuD)=w-1}dNb#I*h4`=B`Ot>W~6Suh+X_y(26kruG>v6ID`)wiQ&epekMNayQ
zTte_4ElzeHO9e`_oc<9kSjvKK!LT+gA)f<tzE^cR&H(OMH$>I0^!#2gt^jL`VC1gQ
zOdsa@SgiL=17)B97=7V%bpBoz7conBR-Pl@08RZXJ?ZtR>>OTwjxKhcCVHeMs)1UW
z)Pzj&;LQ1o1-y9x(k}c?pd?EpCSDXBoz?-}1{3*dByAUifq`EO6KcvvIoF_%-0C-|
z*Grwl>%$kt;C$(6KpWHPJ->C9fYxw)a&TWDP@w+m*P>4CA>CQ~JYXto?8wTJ^ig0r
z2lL2j+V4vwdeQzk*ZdfiTr8%ZosH5~L}#|<%Y7iO%@z_BB5JR-KlWd6@d}e6ta<(v
z8HyNgX3?JFWps3k#c;u!8`s#5r$QmZt6ZlaX8$Bl1B>6M=>Ftdz}5L$<{#PR=JI&m
zx~Q>0(|XIZuZY~O;aYs^x22M}y&|XvMAG1mF|VvlTM#&qn5OY;FHxvF*l`R{Y-%DR
z7%DeAP*=ECG#)PiaEE`1{^vS@^g*#vtL@Zq%&&u21VH$qd#D)jcqkaYa(R@OirRc@
zcw9M`wCh?U^_=HPV`RWF6oI{sRU=ja)KZ^6L9DPd{kVlVJNomo>TDjQSPxs2A6Uq4
zb>nsB!Ee5!pm(`>V;f^{H(m>vVCRX`9bf<XsF0WiQz7n<ZcR>YpgertKs7435`JHt
zYG+m;<_<T^mW3CT=uj+ndaffnQ@cwUunucBjrYVAW)iwlv#*z$#@M%tgi0p*(SD=Z
z*@pKfM<YR1v_33cBnMpH20rw=C54=xhHI;@ECRDP#(4#5n=Nyawu9gjrh)$Ppy20V
znP5}cL6eu`LT-)Wtyq(=3{^jWC2sN3kHLk%SMyfcFc=Zj-v*Rv;=L=Slxg_J&F+o`
z4cA+AvrC^CvWlylBV#}g8EN8$X(R@kQ_rsOF1_Sh;ZC(^54tFBn8hI}UVyWr?6mhX
z_)rB}2Ra5rb(&8u8w*<LHC8_fkl8pZm(Q3!kjB|Z%<Q*@H7%ER!KjZ%k-U4I4_S`&
z4L;i(y=R7M@w_1XIhyIw*`n?fR!q~wcqNos7#`07mm4E@u8dB;>&W&iVt)^u3cf29
zQ1$HjaJT_}*GYqk=(|fKi6RwVOe}&9NLJ<_&v4B>jUSId6Ks_&z;-T<Gj1cZ)%qT{
z>cj6U6RpJy&3cCCQ@RUP3q~XC;+$CV$B5Y%`**VZ&$PpxIGFos9WsFr9Zxsgtau$<
zd-ZhmH>fCFV)sFiA&y9tFlQvFMkWh)udwu+zz|8TCS$aYjn$M2_ROcxWIH7YH8<C)
z-NCC6{Z@AbIy5};Ah6O)0AnRa4%r>WaI(&RTfOA(7%P>Ygs>4pY^q7M2UQj(wsWUF
zK7XrIg%ywC%g(LyyK_m-3K>p(ZuEo3^c{Ymud#h<5O7oLs@z=&w@H|lp#|~$tp1|a
zIDlh?0Qk6!*m(+^@;OqNcUsFAoR*zy9*}@1Gl|TQG5z`-^WT%`C$`Y~_F7W`OWpy|
zr5L?B@B4OQt}<eZ@~HsrO4k9_pVklUPeRv)l}=(Qf`Q2t=(th-E=gG^JhFd1#j3)u
z(&TxstE|Hun7*GuC-|7I5MqXgz4xJ^QQ}&ZU-A^L?ndM!%<k<HJt*Dj94jxYq!o8w
zQ@LhEqt?SDeTF2qL5t9zj~E5;foG#`e*L6EjtX%%5MFE<=3%KyNCgXy@q!<madd}7
zdVI6)6cKL50DJFLHpG{bmB!Jfn>EixEXbUe0@$un`R!*D?-Z)S?8B>*7)4M!iQ@Wl
zKXyaEm?(z?3J2{es~MgM+wTi0MTbm(eQcs_7HuOQ@;F{e<CmoyH(d9_$O(<0O?R(g
zxmN(JcCM>KIZ5{RzQ9~tC`q>;l=;QYl@XS?5pri=)w1SmuO>X-J4}*JhT{W~@3tuw
zG~I$))wAWB)Qb(OQ0vTH=^EC2?K#WOS+B^cUBnjgaBcuB$tycf0ieEtO&$ysm{f3+
za~f_fuK~(Dhu*q3X5ZyETQL)T=+=~gnU*Gt=+Up&N4bH*UuS$Q<9UOBAv<&h!4{yF
zy2(b{YJBqCNV1)f+O0m=ZsAP>SsOqwIYwkAISe<1TcIjGUNgQ5-+IL1^!Qti;(xOw
zmM<8xpQK>>pIrQpKbs@+Bf&i4O${Ga@)HX1RP`&l?VS|dHDE6CpTX29e)_`uW0z#o
zq#WE&{T?Dt@$$$?p%rQHyx<`uaafBnG?M#kDhS6{A+A^3U}rQm!cK#K-k8=pYFcz1
z+wBm8-%?JzF%6Ffd9VjJ*L7_9T;wfU_M~3m>UFw9z+NEhD=c34yOM|L<0UPVD&b6&
z(jL}nK2JbeEr?(|b>4Qo*HVtmXcn6@oxVL|e`v#;n#OJ!!P}{_^UIpLO5n8*rN<}*
zm=O%CaMzU8e|m{g^nFWJZ{^1(=!)O*V{1!sAd*_56zDFGI<);VY@((NzuO7_=_(t3
zdSYj$Bw<@@0+CuC_Nhw32w845eMgpb5_CH~SH$8A&%nq17rHQh>?rcsfT!?SCK7Fa
z;6@Wcjj23*&?Yt(9xE+U6|T#K8{hfr^2z=u4H<2LUWq492r%03p&$y$AG^I?3ZVmo
z#i2zudk$QrXfcskn2Z0U>=d1!w|(WtXyWL)iF96Z>rVl9xqeyQh9sa0142HdgOZeh
zDUC2+fSb0b#G2W+X$}Z$uwgb?+{EZYiK`#3k8HoU9o^vqZ*RmFGLgIWn*+mQQ$R{i
zV>CR_Z<nEly8ER9p_xEe=f8p9@Bd9a0E!;zDEGuKRB*g?X^4zp*X?h&aCp(!J2qpb
ze}11huY93nk9E;S)HIde{Y^@!E)klbFI`~kU!#wRVQWoutYNRwB#-?pu(*YA{>!w#
z+D+XY5c<<Eonou^1HBA&d>q?UaE#Eb#jVHYRAGh)@6DQ|T=|-ukYd>LkR&QeVvNJ2
zcvl|-JmJfX!Sh+=Zec2oYqbA8Oi0f6?#HqahBD+4v<}Fw*q!lAloDCrw&(=?j5112
z{d{4a%tbP_M~N2kKa-*X*&lw^XQ1~Onv7&eJ6Sb-fm^R?tMFxzKNSl&zd9EUVO%k*
z#m89+iO=Q*+_UYVvzRvp@Rve8Wkj-!h*kr+n+#Xy8qsy$f$GY5!Z1Y>bz2I+)b;w-
z_D9jtSy^@ptW&gKfnHDJO=RBewWdI4QPx9!mg~j&!dlLx{^G+~nT90*@nFTl<o0-q
zwQ^elS72s&qh5uQTVlqrLH&$sfjbg+g(f{yI?A$DSbDRcri4-BI54gVs;{2=cwD5X
zh;9jn-x9O~+CeMlYu4F;Y4AEbx5zF;|3X`);a00<-@a<DY>Psu(NU3e;wqn>)sZ8z
z@vY1GxjENwh~($I*mMz6ul(KHxd%>QsqW;Dmvt_ix1B~Fg;gelWcsDkO2I-4p9(wF
zx)5K#Svaw>9RjBxjby}(EungZOg+M*^3xu!@97$SVLp`2L8xZF6xaP2#x3#ljdW8q
zq$)Cc{82OTgc7yX(S-0GZ@wvw5Z|85l}uO8p|-4<%>Ud)IG$k`u|jMHy!|!->G)AG
zC|xFzJaFA8L<;@HuScc7*JWKnu8(F5iK>I)KW+jey8nIw`+jePF0?-9#7Lw|s(&*F
z?xQ(ZQ>Au{?l8qU*8ey^gmS0sxVx6k`=MpUiM#BMVT$kXEn#{uagFPDgB%Vto1HJQ
zZ>>8OtmNX|v+U?Oa;C*$gI05cO2KwTdT&5%l1maJ5ABI(JQW@w>^<xj@U8i{Oy?i5
zM!^(y*T}2N$~k<3xX<`^@$nns{f9mR2?ep_DWWXL#X$`JjOD_te=M;0O|u20lk7~~
zkIUJx{ynby5{51Vk3|2<ay;cpkE$F^zNx!u00vyVX>_~h{CRR#BAH0DQf??q;;*vl
zWkX3K9H+@h@Mj^Lp{y~krNh9)=C0?^gfK;NCGR03&OUGL8uO*Yesa3GL~Sdmt0;Hb
zOOb-ER2H>B{QB>rv>N(}XEa1eyYugSbAi8dMnnb1n9ns(<{vuv@Y8`A00TX2gkAX9
z+sDZ^YY)&H#6r&y$psN&8D<^DFrKh_w`DoX)$8S2(Pi&Wm0A80vSXOHQLFc<lHnrS
z?seA7ZM@Y6<dnNxyn<j_zZV6gQBt8l`Pg~quT2*p;8TyE&3>&&@$<*`%AKiFFs*ci
zhNtX=V_1l61U%Z?x-Dh6N~OD8Qimd(zr|D^9bx(H8wzb}1N+4}Z^EZ_PZ}kQ@>8_#
z1eC$%7^OQ8z<aor{F|k?YyoFdN4}vOVx!PX_dc@tt@0NO++4%b2B>o2m12!k?S_86
z;Dzm!-O`u%;x8wdKZbo8j%!;jkFGp&1r<Qk{sLu{5@ylUqw9+WVE3$P4>yZO;R4h2
z+IsNgEQ#Sfr8=cs7=AaF>tUb=E?Ld$`X6M$Nbb1VE#v?3ePpj=9-cjW_Ro^kf01)z
z&@K5lBlsWo1Cp1UQq=q3pp!=&JKHx~<P0)elRYh^)8G#Y>byok&s5HR{vKO!s-m5L
z#BZ@JU<>02$5L)s*W)GS&x`Lqjr|_R^tzGPd6Rsz92SNO#z56Pl6^i8^-NJ!CQsQf
zf?+LUQ}*vJjG5%p@lS=jXGav*k%=QPKX3H{@sZBAo7VY;g-kZj*{1W!)pRm^g}-Pr
z>QOmo8f>>mi=DsJV#ctA^MnnZOym}E_4;Xvmiru5V<Zd#m~>+PR%MKd+oyECyfUvt
zONcLEa=zu)iFUToC1+194eiqa*r~|lg%4YJ*$7@6s|l7mKH~Da;t{eTh)gB<!o702
zHIl_FQW7u4nbqzOlMU2kuU{^`Zy(YkWfSz3P>^K_g|>c6Tc8S6=SlE*=TGpk1VfZh
zvpe_4?QkEL-!bD$Ly@V05Y&+*#!cIz9S<fV`Ar4^<7froL&H<^c&X`I;1;Hv8Vy|U
z;1wi)g%&Azf!hVd-hX6ri@&!5SK|}aL=jEQRe1h(qak*Phh8ikHfuV<iRg4*mzVA!
zGAqTjPChi$G*J*9&g>|)iP!A6HkaBX_&)WO-)GrsER#VZ?)chnRmyu<fiPU+HHtO*
z4}7@5^+kzc>@!WGAG#Xp56hQ{{@Cy{Yc9lVGI@m##iwABrC5){eU)F?F}bb84ZJm^
z+-#aci{;^lX{Y;d+k6A*<_C2w2H?}B_U{HZ=GDY(R=bL45R^WJgjMtCH>yXs%psba
zu3%9ay*>gd?S_R=g(_N=Td>{Wp*gw^N!u&H-6ob3O=GF#l@}_bSQNdSj5}hlweI!!
zjbnI6E0TkWT-S00%AzVfbx0^cFqJD?PeDe;E7Z|fcP)0TnT4~UqS^t`;6AN<n6i7K
zn}ai{A(`Dt+QBrxo~@~pG!Gkxd}DyyhuI_+a*u{NmvY%Sa+<R)8f9&u4<Bs!2kLkL
zA3N(&*R1>|C`TlHUD3td%{f$H$nGN79@|_pQ0Gu?|E*<>yFpg#kqDo6*lkn<q;tB?
z@Yh|E)c5s5o-1zTZ!J+Zv|P)YNfrr9@E*Y%b9G|Fz01QMAK97pz^bMz=Q8Wf@E(<>
z6>Om3m9^1zC2U@`nT+XvX(a!Z{o|Ct551b~#19>6XhLgf=CDWD=LqcHr=fQZys{^}
z5!k!B+@n`wkoe8<W#XrGi9p;8?1J0%ugTAq;1KXt$pc-BOog!nhlrKRu9BEw6TkSf
zalGQ$mFuP(>5l*!IK=C@6M-F498hWmp0*m(^_jx^5I#4Zix&oy%K$1BlVxc;rh*&?
zc6<V$9UhTZGKlR;($ZW&C^c#tlib}X%0t_zb&D~4<PLTpl6TRL50HyHg8mB6V0q_p
z3NIx$TphU;+(cGt9nc5=bgu+CN+bL#aKz4uBl$c2BQ9IG7tOXoj!F2J25t4s1{lFp
zISlK0B{-xqYaz)sJJgtPx{<{FCtjVARCT78P=Sjzy7N-UTgxk?)NGGekmq(i$92c|
zx~7zHf|$j;W*sCXnoB^8GH#`{6$9QjF7jv(POITXyw-15>i=f>w8kv(N1BWoKKL9K
z)>g%B`t=z?VUbmrR>8|(_Q>h^%fRosjIt>$9K}bbovkAUoTA?W7BOVF=JzuE1l$(k
z^GqYzsIy2x?@rT<i}?g)le7Wg-7hAmvs02E^S<G^@V&pKVGPP72;mu{59t~m0b_C~
z)~HR%RS=i6;htdz=E(hs-H@Ft{7j=*9f$Zp%9x+mT6n><X{6>UbO8v~0iP`nUd~ly
z9<KdKCenR4tx1uRW4CSuLW@PtzFiNaPV3)ID@{u~O1FG+n+mG0cjSTc16<Wqh*A6)
zlQ$x1j3DYkhhY0|o<b*7N@-Y)pBjOW2QS}N<)2ogi2|kEq;gn@nf_Slrie8q9efs{
zu15Xcad2OBfJs>)=Uyy|nLe0OJh1RA9udxaiq-u(O+Eot=bYzb6|0V{{C8_g`)L&k
zifD#~nkqX<Vm}Y^qr;ED+qC8kFM;K9oRG)JFm}5_7!EuIg*H>uYlZoe&a>6(J3s~g
zce}+7&E&eLG`uSt)(VsD=|q=aiZ5i}^r669%?`Zfdx~+<8J(`OVGYjPN7*QX%AUKs
zgbV`}R7qBGaZ-=+S!Y`|DuwGRm@I$hW9|zLUA<qv+#gx|bp8KA=VY&+E1i)eg#Vwm
z=&;ZyVCx(3B}OUd!w|G{t>g0^4(}KAt*~23>0l~oc3tLs4QJ*^mJ@ssxc2K;NELgC
zAhd%V6kMPcoc7^yiY7|!kPhW(i5gJU@~otG<*2S1?8B#-P3SNB72N{cb0t8p+O&sI
zNbugqla_ZA)4=5J6xub0g@sSBJG;ftAtJzU8L0rtmo&opG`Xfs*0?ee?)n}1-%EEr
zo3n`)=C5-ILa|v^7<4qmr230VU_a%NqfUFAVC2P4;Y(ne?NW`~KOTm_4X>ODe?1H9
zb@{zsM(F8st1jnl{*LDz#{Rm%@;73}<5(Wmo>|dy|1b<l9HEZPGaWSh4dJ;um_w#B
zGU<1n*V3RSdrDNTgQp2CEA`#}pvrnj+imj}wgvVY4u2ris3?nTW`168B*u^V+wpgC
z+WskbPb60bH8;!?n_6oVx>uR*g6~Vyx8BElz)^?>k6_?C{GvPJac6z|N@cD{maQ(b
zXeJoz!EW{O&GpXcaY*3;Lo0SQ%?JOnO+6+!7&#*7fx?WyBGDW#IQv1^9CTWCV_mN@
z*ZA@9Z$)wsQ6xFQ@DobNMis0>Qo?kxTfYU04Xv_qd}<4HqXA9dj{}!>ib|Wx;HE^^
zIh&1Xl<G4b?=o3ec1eh%$4y}SWhDYao!RQJ=8sUhdRbffRe6MdV93!^kvXLKJi^(=
zF{xafM$j_jl?e?BLi8l0aK;i~RkalE;P3+RQ(5Tv4Rd%ktz3vn>-g5Xnt19}S8O2A
zVo8)dM5f5QU?BKfvd!h~<B5{!)fQ4XFM9)f+J5yd1i^Hb!;rS3x&*vd6iosVM#zi6
zbv^qmx2BkDmnuy7Cyk%mAU)NlY+^moPu(c3;=Bd3_y*jj9NO`pNGKeIj_*?W=euAW
z#M3fd{AK+1D}rV5efAxQ?P&MyRon06c~o#KpMF)1u3!mu*Q%o`%NSO3+JdTo4ExEX
z!%l!~y`h%!+vK5CHlr-|x@ZypR-p{}Vr06|3PHi?YCbdt?`6ib9`_zlP{*Yk7-asm
zPI%HEVEOM4nRoQ`)d-VnHxpoh0Qrs*i_@<FB@5)d_)RL#*>woApz$;b3#&VF;?c3q
z1<VJmRCjRSw>qydpF*r=IX-2-fzIq@H;vHC5L5gT=h#Ji>tdzn;2SRN{one9#jt?Z
z`y72C4y*Q)`+?NmU!H0T&A-X@Dm}2zmh``qG1v4$ch+?Inf(XE^8)o7iq-g?tjYQ*
z;=*uda<KUHFYc1K(1aI;M;T7()Tm+z5Vim30o~sW*+sw_1&cEzA$7>8c=YRl^S0bt
z`ja!M*A4kLTRmBJbE!Qez>U7NK0Gur@9_*^S6yPBRf+SCV<eYWZKquVEP&C<BwaLf
z4Sk7i8Gx{YbH@Y1Da<zf7mC#KqaM>lr$H4`+&K=B_r0w0ZI5336INy7sneJ<vrP7O
zg$lm8hhgA@e3Z;49zD<GLu|)_z2Q2xnREX>x4Wfz-0|<h06OB=?#Um1rLR2J+)4F7
zCK1G3(=7H;CDTyCa@SoixeCCUtesqb>~`Tc%OnJXjx;i#t1$4#@UZwNB!pzGHshRX
zl(2SleRTyN%9k_f2Ya7njbNZS`~%ra_if?sogYDRD*-DNye~Qd<~3CXGIch(dii<N
z<bLSsV*FQCEwS@AOp&0X2w%UNOn&vvk!{C+VqfU-B!$n82eHK8H_*`*H#JpA;=!Me
zSj_uw><I7NQfgEyrcS-ic&)s+0ErQq^O{@k*>QK@4LNxRihT9Cz@{TIQgh$?x(*!l
zVl+j~K*7`HoSthwKdSoGRLD6V_vz)WLQ)R0hVys&BT}vCk^L|F&#muMmp*&8mgmY>
zhe3BgF7=(hz(HvN(RUXGR3#}VQy%L9F2RUv`{DE!SnevR=lzH}7prCdY&7Z%+Q7s+
zcy`F{e02MA^?i#W!}G;}0IVjdLy_zu>+u%DtUEIzsc|)sjNq1XjFg|z%H){b@i<Tb
z095*?SKEU984NLAu^-JbvZifY0l@rC70Gz-(y&}AElrbRi4*|@Bej<$vp=xE!p;r<
zQsTRnh8zf{)^Wu5dFKK!bZu+ncy+(jb!R<ceXOa@%2i!Zw1*QOwI4L46D6ibS6OJ2
z&t5flGv&UXDIU>@pFJvR>6}S#{13(P|J*CH<xl?_{{P%9TjE+3Zt&+@Qo7uN-^OKW
ziGAFPP0<98pWJ%@^H;Z5Q^tOKcZ%M!{4K<U8VzCIJosig7&t3$y#O9nRP&~;a%3#=
zOcm*lBKOVXvTSUU>MEXqgyHNC?<oMpFQ~v`8@5r<#0t}Uz(MhycDou)U0t21rR5F`
zqh?{JSf_0J>G!v+iZ<)&$i=F1L8xY$XuD1tfKHLZdV2GzFs|Zl&GFjai#>t+%2~MK
zAMM6T4LdI=0^tMr#0Ael6^`rooNxo~?jbh!9oHT`>#P?IgS`^`-~Y~kd5kb({FWz^
zW@4jiQx}bDSorp|*ohCOxegN`Rl-uPFpNq`Da6^8mb)1SH{ayla-@|1V*cD_z+v2Y
zgf*V-we4-nt#+?eb9V-y)SiZn_%6T=*qt9)StHFZH*c3C6|_;1Rov={xTV2T{m$Iy
z=EvoEp<x<8TRI^ae8IM=gpniOcDS#p=b?O{OZYuTL4(@=%GJUHBTOyFTos?7S}&FA
z&GO&cNAszP@mYSQg6a7`7L!-B3>Lc$1#o5DqxX|+=N6~^e8YrJcfQQs^>V8w$tO#S
zROjMPWvPggpkzr=tXek-->S`|0nn0>+zdW4$>4S#EAmpcq%qYk(A3p|rI^b`y^ME~
z?%wgQL>E$vP?v-m$hL)PN~UglE5%opym6o}i}1Y_1Zekyzo+4{O7S<Ya+9;qGKPmc
zEzIk=-afFHa=jUf;iA2MtHdq}*A=1CH34_Oors~*$U@dGVWz-AX?WP&nMJHHE@l?>
zREa*rUTkUV!@g_#_{8^m<obsuRnqOAK(S26ZU$J9QF)YvkzigfFA4JoEvRubvVmoy
zUG2#9wgHPy-z&k?MN%B!&osF3-rvd>uYHDBcMojbV;k*f$F&7vOXLS{ppA|*--FDw
z;#FQbB70HCfS&u_`*kX^NO>vF3}`gC7+MR8hJt7mF(%>wt_AxM)kDYIZ44PZH-Qf=
zP?0xoBm!0eoYD^1?%TKbS#))!Q#Y!4iZMY!xk_W-98<A*sT_asqu$f3`!u9pPUDrc
zG!+|DFa+Q}X|&F#dA}vjp|x%6PQUya>ax3%ld&qWtNB%+J~zFiSSOlY*OB4qLvFd;
z(~P<9(He-uYv6Dw^n!J^8?dwjFSt*Io+3D}B4?N15W1j6mFM-tQP^8U8F!ld!>%#l
z1(ZuGPwNs!o%C1s$j)W+%4>3T$kj1CQ?E!WXY7%9^rBuxWc0>aVup3*^F?P>(EXHR
zp!$VLuHoNHy<MkB%znx>O1nz8QtiMucth-zlGb}3dROLkpvq!~(+Zogy8x9b1AOJ`
z8QTrlFJn0afF1j?-`X>ezNf*<Q$!}Ba!niM8d556-9lV4zU?BsLDv1ujdgi*L!c@U
z$`Bn|XR#irXK0yH!vpp96BF%a3_k1YF8>q>^UjH^3YLit1AJD{XCL4S!^ldDKOOr6
zd(^Btvg=Ty0R%m@N*CvXsjTO>?Tqlc5JN#r&>t)Relmt@975RGj~sToLQn4*`_gpO
zAIEbbIr&#ouDsLsz{TMiEjdac3fJ`FXxG-(-xguPxcje%Za9)%d0G%F?t!#^JaT>a
zd+m3tg{4^oA-Ac2KPjerp_YD;d~2SQimPf2YSs(__>rN4Om<|G5d53N(qf%Y-u*M=
zX+@;+e<<uNNw^#eFqaoS>MH#Wk8pES$8XT^gMTPciOV9T;9&cT8BoBTLuJMFkX!ZN
z6&qyFOUw*^6%3awM-;PnO1TJDo2Pj8J?l1a<_hJqKJs^eovNqCKKmnp5aJ^U%xZ3o
z%q2*}a>}S>;BTf?=A>uHi!+JMEu4co6M4RGC5>xNW}-9rJU@px%qC|yq!oJ*lL4^t
zr`+Q?2l}Ke(J{>@bn&lKZP>;cj+5)q!qGNys}8mgy9-0HX3y}cg08VPKu54qSicD3
z&H2x-1`_Z(VoF_Jy`TP+0GDM%O-3Q=X4Xdtvsu}~b4lHuxiH0VX2T5ha)BWRecK0R
z_?iRiO)b}gS|574tTZHg^RFi829%Q2SI$?=A4$UvY-8CL<??UHZh-weLkHPnEoJ<B
z^M8Q|NDQU6z>nlwrvFfAj6J#ZwT2XcRhx0EG+`m*gCSs-q+MU}tjl^nT-@4qqvq+$
zs>+YIcr8PwSPhDYS$Src#y(zt{H|dvowd;oJYk)cXr_BZ(AiRfzEl?MXy;XMpxgd`
zh<fj+r2qGi+cd3AD+lE)Q*+?R0q)AZae$!W$gSW=968ELO*0(12aX(wAj7><D>G-}
z1T3{a=D?MjrM5of=KH(vbM8Mm{=@OS2e0dTJ|B;WzwM$`19dO!O@_XxSgG-!9CoTe
zf6!KeJ@xDLY3PR|b|F<k#ikQc5KRaM^05-MHruAk1G_rVxTy_OKBg==;G!A*C(Av+
zTbEBU>abfp8i4ijpL*2F>rkCmGPem|Hzvk&wPp*NU+C$61fZ_iaQUo?QNkbI&Y3*L
z|Cf%+<QJnb=%TOx9IF}JByxlC_>SU1lR9Yo-O@cN##f=NU*&QKd@a|$>`i<SKcbm#
zd(oj@US(qW90tu;ano%<3m8(mh%8UZSYuZ!p${YX*;U8OF-;DYH_r3-d$e6;q|!|-
z1w-r~1rfUkVTECsCA6klZ-1D_?WSU$%NRF8dA@;!>=!%m-u@2-QI<=AcI>|M+V5Er
zmye^(&Nfx;jb~k|FDNTKU&nO;TJ-ctFQ<}SY857CAH&Y`(Z((V>zY8gW;OGvMCYqV
zgjv6Q<!5RTg?wxns3l@F$QTl%Vcu&p6y4d>F?7d+UIY->8w4ShxVBu>zlt(P%FnvH
zMvLHtgP3ee(2`V#xm2n{?s~Qs^)gJ+J-!CNQcag)dgi&eK{)fvdQ85Bc(kj3hkOj-
z15s7QPyTXBJ65YOtF!%P5!4MUu^C`7Vmr~B9U0$PXp=>QcKTf5Y*E&HPIzJ~vprrU
zZQ2JgP0c5D4eI$tBY|i0xvPrYyh+Zf@Q9|UCsm=LoBlyTXuYLSIX!Y*iDWkPc3BTa
zk!;{Y>5vx(9hsu7eV5QH9#S!cqPGhc8tH{^t;s8YNt1@9?lxLig%;L$T356FX%sl8
zBGjCXn{VzxyawaFGKz_F-wK;->tiJzVOX@X5`gKRZ>onOC|L4~+YIew9G8gK$I3S#
zFN*|oS4-s|JfB{K3i_n+fSoGaHOUSefzeuz^<=ACnZnB4ZOLxJ+hL;#l!Se$n<hh{
zlUdR#RaM~liG*`1=Urb4a~|{tH-gM1ZEjV1Vh{G>{fCs=k3~@+NVq0;RgTpgt_c5S
zT1?Y1yuZx(ex|LM5pXS2oQ0Hbo%o@WwgGn7FhRWxLe9@rUv|@@&Ycb%pxMkHN3|M#
z^qBr`SgF5zZv7N@%_T}j1b7k6vUPf-*K~_<VR4BAMfEbM*kolj)frHM%iW&1-I$VW
zhjUt?Qy^44a)-)Z<b>rgE7j{YRQ*5tOJ4@LYg>=<)5ncJ?r3a(H}5`m3pvJ!O&~xi
zONp)kRn=c}H~8Nl=|$la{>qREc;Rzq!G^*UCYj~xO4S-aqxaGCSUi5{-i*USMa-gy
z#EVlYd$DhWvbe|$=0C2V>BrAQ=DAdAbBxKCFC56@<k|XsKd%s_$$gCb&i=9Z@vHAj
zJj0s|+IQa6=TGlsk-mNUU3CWBmH)RuG(GM=F2NY`*^Qn*&WJ*x_A76C!V&cR=psEu
zFmKxKWMwpaVSJ|bXn@wps30v!md=tBysB17@w&Dz+v9Nn#K`#T81QFrmFa+Ku)f+~
zc}zzljrG?GqDJ(p;%$vpT4>&ZL$AUs-RDX?A#ajBT}bfM9~}lswNb75@d_HAs@O;q
zdSXQRf#3F`qeo~4d`TVf5Bc3hKud#|)VXCLI1ud!vz$@yCv}pD?_!qu@}BBZ^e?Fm
z-7Z#;j!fF-ZnWVFU}@)c>JnzNXI!{}Z?*dbC=|2vwwp1xPyMyC{U4X_6O4DmEIHKs
zBBNbj=hN$%)akr|TGq5aqf4g5ySI30_=hmSC|u25AZ?N76;)Z%<7Ctgpquqy`Dci)
zJ^(eHUCr$pMpv(%`N3V2f6DB;GT<<HaQD*SkC)O<aboQ5TMzG^p{cAirGEkS5^1Wr
zGP(Ch4JCvhb5>b!uP+JegB9$~zl~%HoOASFFC>LtE4kwdTP~`J+_v_eW|(@m>Q*Ft
zuG#zgQx3w2(FE>(vhwx5v63XP`8(D8lyqqA^h+6U6l>*_>dt!+&;PhGI(lNu+f<(U
zdKt}N;)3}u1Fphg6~5_oU8+6jccReme|RzI;~O^v89tsBuC6ulm^+_2M=33lP*=$3
z{R<C+SM+ag8X<nhG@-;+^k0r$?El>6clJb<s}fAwf|J^9vLYIb`aic_z4o|wSzxZo
zMmHo)BHwma#YDwKCeR=GuCdK3#R22K>#s#ymGqwnxD|7lFW*yIntF9O{pQ!o_OCA7
znfk{}{{JF=P7kJTf4lY9e_a3HvS`G)OQkJ@EcfmoZB|EnlAo7>(+R^+IZ$v%$ZB+J
zkvlZbfa>}-=(luQ+lbUWXurEEk#R$53JlzA?9l)CL21Z3v-_}dd8KJlC>hs1{N-I~
zm7ZSBd>~SQ8?MaeYcB%jMOM|F%|)9RHYE}R>JdL^?h1EJ+bmnX_3Q%}P|sq0d8W)p
z{Z)Txb+4q6nLJ9l@k1m~0qyrvo+_J1H=vdmf8ky!w&IEfm_(Q+JB`Ia?wZ=jO;vu7
z|DsR%;7Es#X(}}K29lL~b05tKUYB2Kus*ZK81j@y$jnN-I>vBj%^3K2a1?0^wwTon
z5b~6W3GW!F5%`#9>{u@xe%7U~=S?0iti&8UqlG+Edbd$n3YWM3(P=}WzQuwsqyZQK
z)*6K7MQ{k+2&5{1^1SF5l_iUCDkp}v!NpIncRyVtTc;@EyZ6Am!!*H0p+;N8UQwYc
zBO=1sA!OGQ12Z|1dtfs@Aokr*2w32#*}Us<@i!{)6d<s@u1k-&VR(@n;<<5Jj)<qK
z^vX%F+bV4<;3TOIWj#YJW<|0GUuRuzIOktaaZUy#s`PPbyNXwQdrJBCNHExQYzRz?
zIuC~0#KCPoiVqv)>967LL$#^|HC<ZBn1KomOvG|V>tna`7%{Ln=#&B_sdTj-j^oxI
z@(4={Evhoz0IS~8cHzB?E50<y_zU`Jm`?GRZHMb^xwG=KuyY*JQmvuXtbM3DP+v1^
zu5w@>9#rVh#S{_d_%&<O*WP|awf5)}In!o^FZBHBc`q}$eHRh0JNqtt7~`8Ao?mR`
zU$1du0<9Vm9aWD-T&V{*wE37srW|0$iJq^G6aBkA|4MOZ|4eq#c*LT$KD8fcY)uij
z0!Kq$e8UgaYB8d0N20l)DYV7hR-S#g;<)PSF>-c%;|T!sBE~^#;c`i>166o=-dO5_
z%0xRP+)q#K_q_kPHWABn2Xm|*m6@nGE8KirxE8zCBn$VA(`dKl9XVBhSE92sMS(*@
z&S@hi%q#MB;VUlI`>xXEh|^6sHx>KuHrtAy7;RFRJ-VXy2>gBly*fU*&!S;sFQzk5
z?v=btYs$NxN4p2m2k4ydu6)|`=(tN%)yh!YNDM+&wCt`sWH1U%&v~Z9F<`x^?)gW>
zfU$Ou^=}E$hTwH=!n4BX8S+IA>K@_1)-aoKUpoQska<(*)qz_0R<TEsiSwLj*Gt&~
z_cJ1IN$ne~7t&f&_icwPt#>`6sCsk%u-O37Ylg;yj6O~21@3siMC|aZukM{s?)%?-
zd9*$A;i^dwy8j<s=~JoY7@BST2j!^Bhlt4RDQ*U6<MH#7h96`;#}a+T9OhP)G8R;r
z=5$7CzWfv6nvcp{FQ$8|B}~p{Z^k1l&zo5nf5pZ_X}#<sB4+Hk>1>YW(;qykJ6@2I
zXR&s6&gaW|9&FN(%@xI2v#6G;TQj?${*a;IWO1+e(&WdH2yd<dcE?dTG|6_CUHML5
zk1~R_+%&*AUu)?&xhn0j@%cZlEZMKSb5<JvynU6}dtTz_;Nb7!#|L$)t^VtyYZ3?7
zaax!~R-wHIO+}G+>MrWbBJ;xNSxw(LoZq^Gu|m_pg}f2Kmcf-bLo850|D~(qzql(3
z{q|gMsXyVV-*J86FA{FpAbp~q*=H6@=88}V9--cPd-KY3Q^w^<pSa;DNe1G~4^p_A
zDQH!3LNnd%IWh#c1x?1ag`TQ3u-I|8yu{c%t{|Hd#H|uNgK5#;Bl!DrmwqSGue~-M
ztjBmOe|`L~WS^$)ME5AVL+neJJ~JBE+M?^KEODgB0Wv&%Gu44wfnA>*G;)2uRU$ik
ztncyD1AJ(e3Vx?%=a`K!KgTsn*gd_p{&pPSDF5u_f#PG@p>jsCj^=+{XIFZP$8`jg
ztX7i@7XBD_3p6^+njAKj-KiCF7&lOseTFp}-5g}btp^6)9bG%vaXp-Wwrj)o7vBI^
z&Q_e$Fc~0b+ud*|Ga3CM8Ggm8Z+h^Acv8`7;y;CVUp%h8{^GnCxzk&=w<F_iYh~#X
zC3B~wyRcWPnA)J%U2#aV6=57Ueb{_B^zh+-Ts}SjJNZEWo$`5h<^O+itTA5cG}KFT
zz=tRd9Tad#K0fYch#+-h=ALN6d_lt}5#&W)fNAUk>gxDK8EIgA{UWEarPSy!Y?<nH
zpCce$TS8xeNVb?&j^{j1BbgB6gwYmk!u<7$7O}Bq#v75WIqE7G58^o&2B{Qc*BCfj
z3O=C+j)*z|w#k7gN}jD+ecUZZXfGV3gN~|;htzPs`qf9Zc_(veY^q-F3HMwbiS}9y
zmc<9X76?GXdBBF&z`}3QNR(d~yo5v~ebXSsuC(TvK9NmXn|-WM@~*~QT?-5CCd`VX
z<(DN|tKsn;asZ#pDsBtI5HxrgNU1~*cEInB;fFJ_)f7Vb+EkHBL!#(QC&p;0b{!wv
zSzLeKyyzEV7Fi_@*R|eIeZe0K*4d?+@;86wCJ>$)Bcr)a&>WH+X~)j%`gF^WcX8|L
zh4SgW5c@~z-S39^U|xllGvCE4g!68LQb8vQ5OR<5Rb2AcqPkjyQxfMod0g|SSL;<g
z{5!nTzO0#?Oh7YIu5P)koRH!{<^f)V8<Ar6s4TxmPfH!#OjvlMt9+OqVf5)!y+IeB
zWh^e5ZhVIB_e00xUBYn%BIRRlf2erWISX5{->jCRjQk$_ym?NC`-Wn_t7=k+6prQ_
zRWMxTyMxGIT*%Z*6&ga1a7mNulkDqNv^72yOajlSVOa;6JoWJI46gXb5Yat90W!Sw
zc2$SyHlUlx%+M$GXD+eaF`sbXn7rkmQkB6rxhvM+0*R((0Wi^v`sB{zp;8Q@=<SzG
zL`g)dI63_n_K282?O%WX1W$cfyT;wHDrr;e=aFbu>g}RS`>qClzK#~M<kImNIYm;-
zJ*thy@b=p{lq3c$r=CCv+qL2FYlPC@HtWM!9lm`r&gqoydFjS+EU{%0h%CAGBH<Kg
z<si>ETfzJjKo7kbuo~diF$#!(1wdSTO-iQLP6TA%P`dQO{`Wi))xE%>4OSZXOTU)?
z(PTQi&#3+GsrO#DWsEN7u;G)X^Dn^m=s+@hp*CkHDixQqZMqpcnypJGZMqIyx_o)2
zabRnAZLw%l)01A6b!UIIGdlI^FeEYd-=gCuisE#ir7cI4Vx<spJL+^(B3QJV)2h`e
zx@Rc%dt=bO{m-3t6Xg;f`9#;}o(p~9%~=-`njnn70~?d_sL~}78V>rj%Lm1AABP<k
zYAY1QUPjNRnICC9eyBHP#OiaZ8yw{(gI`Tp*SkyH)Z*~tLML7NyLj{(Wo1>IzbhiG
zsrFf18x=u?Bq|+XC%QbYCm+1ff9cJCTo>5WUmlFfCS=^)Jfz+J!@X%5@a^`UA1&^#
z7shyej<-XVEwyF@+v$#?JFTI(!Y*j8c(=1>8^Pfovu?iXK}XQ+{O&m-Ip2YcwB~3!
zw{Gbs21c`-MaTaw`k*_Q9Y{fL8sE(;5?h;BNgzxGs*K1M1sbI;6v~CC*H2QWyuOaS
z?WP_wx?Wr{I0uRPq<a7jjplv?km6sSMZi)L5jiE{|I`r|7h7KEz1g_j5xJJV&KP$&
z()u`6YW;enAB9R>XO~5`dDzb6?GH2|SU1ltSmBM1<IY6@bc=5646Dn8CP--A4Af({
zW?PT4oL)YOjy@1^>TM3amvY883%k7M_D)44#f@FoS1=Dc|5E$Y^Y)y<G_gS!kG2{0
zea0`1wi8SI<a>mr_hYRqTG@Lliw^+aTj4&exyFQlGGQ;3w~(P*>1>&l+vsO^p)EIO
zF~tqZQmLu7m%#FkJVMT-0ZKTk^4{=9^WQuzA%DByyZd0PIp%*+<>y-#c3&?ZzRK9!
z)qLH;IRTF5J=?K}UQwH>iD}|wH)oQ*syujqy-?e8Q%|327doNDSM<y@>r3Wb5f{ti
z9XB(G{Y68M@*`;kG%M{+u#5+7-$8bThXsh^KV-?QeaV1}zu>ooavCu0Z@zNMQp>@j
z1-eC-M4jsq1ESf3(3nOm!|9pyNG`hl_bdc-)Ix8<nkt&LWTQ}kX<Ykm;)iOlszaU=
z?bUBEFXtF}m9X6v*dXnyB1r-GhA|MI%J*FPlAK^pk(RwxVoHI+<1dP&zy|qPqSqK9
zV9o*coi}X<W?ly7KZic#*ED4mkH{;|R`?y0`T3M&g4)eJYvkj1;TZ$eGsbM<OKq4u
z)K4xPe7$ntDQ(I&t{8RoH+D9--yC9i2UH#sCwRgISLSzIdyP$#_ZMBgTpQN3_6H`R
z3jdZ0;CXbS!B@dqP7t{O`Kw5VuT6dkES;Bnj+th?v^|J8j_%pgnMWUB^X+m)E3hln
z*r04a<Z~U`#Oagsx-E>~V4PX*E3!8U%Hw)ndoL;p_1)75zsBI%@zU^Y97)4A?czN;
zpJ1dA{rwFN!1@#(?52$I1!z>uTzbs}ZS>-jf4zyS-V}h;g(d6l(7_zxgT|JeuyaS7
zBX&m`rTzj})1B%ilz3S%1c?A6H)Kgum|P2lmTtfKgd?)Il$f2@C1GwloGZ}bnPSvT
zneB0Hw&IMY?K}J6qcvMYZWoqgsKQ!NTHcG?<e~*;m%Qg?6@&PL0&CP#Z$mD|BcqxY
zTH4nAt%Ap6+KbP-gCbtYs?X;GR*tSTB%~WKB}v1;MRWXK;K!srAQhs$=kLr5F3`;=
ztgURG&7hwSFIE$Y=HH~MeLFGa`#wvL9;@>RAVzCM=rwjlnLmOBBx78;A90QYSk`cy
zw)_)mpjs(8zX~m^g>u7>c4B?G>%mCN0X$UE7#M~bg5}ubIvZp&ww3uD&_|S)N7ker
z(;l-tq?*8oY0F;#jgzd{!aqO3T_+8HQCFhrc>_gZ^Ck^{X<axo<dn0xKp8siDvB@c
z(g#}HaF~3v_ToAie_`yI?b}(`HNcE%AOFG59}3oqeOF9vBodhR54JC088IdWH_UOt
zPG(z{b)aoEr@vhn-s%nX&q`7$%NeU|!5-2R8MgEa#7T(|SY^lVz<1NNSyG^1diiIS
zN;_`Aq`_RrZJyij%>(1dOt$E8pQK)8LU^x<P2ESZ8_1|{Zll>iozJs<zl+eoVmq^!
zTAA5Xm9%hgMY)F0h{IG--RUudJ&Ro78|2%b=~rW~J}bIel#$mQp?^%9^bUD1ce7#U
zqOO5X4S|%kSX#yfj6A*4XE>Y~Z~@(QHq6Z2t%wt$>{vUnTBqbZH-mw~WA19GJ4Smp
z4;nx^Crig+GjbXEe3qN&Pi6WYFLEF~3$IsRB-~d?0A9-0JETZbZ?3%YYaM>KZv}MN
z+>Qw-CjRDm^YU6N3)DTl<}PHc1WD+6yVer!2JRe^zyEVD^l2v}uroISY82cs{+_tM
zkMCKU_%hPNfyupjrrJ}WU%Bsp+2nfx%*_j2KM{TP#7ru85-H_UbT_vJAIoBm1PDim
zR6QZw8p`|?)7c&aS--o_wE<wqLB;EX73IJGoV%MF84WYJke5=$hn52fuXOa7b5I*n
zsopc6AEqxLs5L_gMr(bkkNU}Z2VE)W(+P;Qu0ch!eWxXlR#4BV8#?Zy$Qha3y7RXE
z#Gh4vppS-(($f516h)vl5-59fB9A?K`2^N}5V3jh=Pf=jhTf}m5R2eCO;33{PYAs!
zI3sBtoD3Hix!T4ee;}ci;p=xTZ@rd%_}Q@k)W6C3{}cR>Z}Zd$#d9pp{84<BGFN^a
za}+;)3Bmr2<$V$HM9|lt0BLbTXy;(o;~#jwa$DuJktT(%FS3`d!BgDP9y+>u#%D<A
z4a8*|P-y9E<h#B%Byv*}{}F{e))hynjzKh1oT7^fvn}j$#+=cgkLlW$f^IodtJvJd
zV|-atTj1rx4%NI}g=$4y5EP*{FytvV6f~qTM|Ts+LgeLTn&)2-gchzbT5a{g@aLGC
z7Wr$}06>LpM7O7p=d=^EK2w@>+2DRHTjd0{<19Q_tlmb`R0K5h6OZBp=2py#N2%E5
z1=*;U0l2(|3+_UYozD`uGq%6zd`U}x->CuIMy);TMRs14A+B_;%)NBF%kJI!%*^5M
z&eYB<ag<3~m?{<#-}2g}KjM$-;E2Y1#d1{)+V$<~ZkLWfOLe_);PPw~?W`6RUc;J)
z&S^BZ-a<+sY5S}K35ns-kV(i57+9&LS|Wk3-fe3L*kcm~%#F6ml4u@tY90!jaV~3U
z7)$4xH{;3f56w;Sm&^%8e>(Ju{>^gGy^(b-77!G!%~4TGmT~dbhR$R~Q2vznF9lUx
zCDG)Bd%`kko^6rnYgq-e_^0++=aI~m(dH{^iK3gG_dh0nI+}RZmam+BCwcb8RUgc3
z4Q_PT2=T2ZAiD8)#oS0o<9hY4G_?syN87;OwEM2tdb}H~z%xC<7-+8MEO|gf2A)3{
z4%OU7lq9>)<)ylAL|$y&lLx4F6X0siY|3Cfg4n_?P^h<_FJ$R*uE2n9^+e_c2ZOo7
zilav8CH2QYm(Xw%Y=AMm$k`<$EF??fVWB3JSG>W;k1Fdmx_Z-t$K&`CHd5R3&+JH~
ze^@Hg<o%>`&%)E9C&(tFZBdp$VjfS^j(xfFwL})JR_oZl1Cx--%Aj?f<1EI8%_^9g
zQSaIHw(C*u5`Vq{+Zl)QR26kp%LS84W&?MDlgVkd*>?ZT5HeQQ{!U4rbDt-?zd>~P
zikdqQ#ZsR8#iBefFXpSw`nX{1LcjpiGSs@QsurAY1k2#JF!DLqadP&=PbeoqJJVl3
z!N(WckT&4#oe-L|Zq2EBkHD-fevzMu*!0_fR=1I??{0Lxo(6h_hW3Z*?CqqSprKtp
zjv$+~TD4-OtVgh9K(icJezv$^9@oaFIomJ4<nM0~Lb}$o=<XVl0GM?kcX78w)cwlg
z_0p+-q0?*4X18nUd&W{v|9w94IAz_9Cu<cTXC4<rOLbtW-!JM~P9B29T?@*Y&|=@G
ztoTjS>_2(GIjyJgB1wBNMT_$5qZgnbcTvl~fQ~YY@OacQhUg82ZGG)_gFVyMo}H0>
zCMGsgAH|`buN2Re5|<35T<bW=@tb}Bs9+Dgvff-2)1#nX2G<#=j2k`4w&5G`&55>^
z8y#5b;wzJ%H#FtY&G(HoF`|aY0j|M7FURK<%rPTz|N4*HcG8E~#=b|165B=z{<X->
z%;Wf4_wv0$E-6=>*4Q1HVR%V5fo}BUgn4Uk@`rM8d1n8ZYoPdagiOqibB)p<cE{+(
z=LQxbaQUQEMGz(a$r~%XuJ5Ph=IfOcBu%YT2S0%rAPY@1b^j6m1n!yxE9_pMv7d0)
z>6@F&t{Mlex=@V}C&#EzP(Ij6rkLXk;8dOhZ>S*kQZHNFm3WvOap&-;M*u4oXtK{i
zw}lg{9*RCY%Lhw2XAycU<4#cLH{^<G>9DQ@#MS=Z*(WI$CyHA}7tkJ<lXYs2&Oe2R
z`eN@V#cciGP~iS44ndRs<KF>J?50k(w(oDVzP&qufcPG~=ocqmP{=jWT|#b(a@sJv
zAw9fuy9d8ztiU49{_%FDB8tPAe4N_Z9_1WlPyGw7>ir!wmBB36d0R^P0ldhze5)Z?
zy;7-ae6C1UQAxknRT6UMasg&tOWl<kTt#SC_t0-V8APh1SI~ypl?Apf1<=!uNIO#(
zN%NBx->t2s8(p)onPQ;*D9<n@Hq{hJT%o-E2?$Bgl)*sm`{j;m+N1Ou<<p&j=NP{v
z73u(jMZPBW1WsTa<jE@?>IiX~yxCD|z)G+96Ug(avvyvG0KVhjH>Wm`9hztuc>!@T
zPwN-@3@uyUE4BWfb7<iK(3>5*#Dk)lAu><S2gk{#g{^e&BAsj~JNFgZZ^{*Ri-Gx8
zVN1_(<oRd1q%RgB%KnfYI~(_2oC+`UX%sJ98oj1Ky6{0G%daROf6_1S0L!2kRVD$+
z8(`ET06qx`qF<QsVPtA66X}49>S{DR`*Vvm&68mqFjx1vu`b|Ebhz8%T&=($b~{|n
zga^A3L%9fe|3PV`zt0HvbY(?;4iGl{sR*$>ciKTE+{KUlvHBZ5T!|1h?64t79Owe4
zkA$*cguDDte{}9l6R<CA3Yi*y(YJRYk=c@{`6Ju!l<e~ji4CZ3WKSJ<^7BBWFh_<R
zeibxrLyD3>T+-*5nR!58+hx;NDhy^<vf%Q(8P;?!lc6B854K0D?;Pj(BL22Dp3vqJ
z<Y2%E`}e3eq+D|k%?GM~N;o31r5}GvLY>9w%nD&W2U}FFFauPNkk;Ck&*3zcM0(+~
zHywltLZ-?kX=U5x@35wiE2XR0_XA6AZu~RZ$$*S+MO(1Jq~sJ7K^+l>!KQm(B&#jU
zQFZLHaymGrqtH>4Q4Vem{Sx+QxH&Td^r&zXHH;Ab96htl$YVs?<2E()z(dIG^Wt0`
zVP<jcWI9S*A=&^U!MFBgnN^=dJjm5{OG=C-$*B_B^C4mmr%;y(Zb{prOC^BG#mV>`
zWbR80-Df#(a(U0zEfv=$Fv3mVowDskh255NR*?tS=uRxVh#*U*03Cufu9bS7RGP~3
zMWvRH6*a99QOaum8XvO`!Awa&1lj#Zv82PHH1MAn`E3TxbL+UE;pgW|8x2-EYdeLK
zhXO+KQ^igZsYgCm$Zw%K_5M2m?|5}*9e#EnoVz2n;x4VM^aQJCO2nSG;5xBB{Z+dx
z{<%U!zM1ZaBd%ouKK2Vks>6bZmI+thY|lF)cATDbWQtl+S6RY1y2Q^i3&9r%cYRcD
z)ZH-Na>er@^r<S>&wF{9$~zBGaJnheL8(-mx+!+@H;qC5o|W@Lg0@rR(mM*j$L;hb
z6vbqTv0*~)+99x)cs{|8mZ&#x^K$jb$Ib2e{!*?s4L>8k{fa($EzN>6_Ao7y2J5j>
z-vOwomCQeqCgD;)v(7yZ2E-v|>f2SNb*%ecayrH*(>ymob6x_CGYq>wW7n^t<ijWK
zvF>@a#gIk^NY1ZC@wA|t@x)WFM<uRHdbe;y=h6S?1dChlIW;sNeC6Bne_X${3{)oH
zjuh8t%e5>ou?g1S?M;fwdCUA5i&pK6r);0janp1(;q_o@9<Qa;9L6!CePJwTMHq$B
zKw+Sl`0qP7e_tpwCM3t{RKJis1!|qtIieI5Qk4sF^QIqz@>H8D7)rg_nx#xKe96Kr
zV9s-*1@O{%g>v>by6X;?N(KCtd?G^Ks>4p8$6lY>Ql+BfG60_Sw0IPHZYvVv8LNi@
z723KizlB2K-V>kmlya*Mvo=_Dwa@h^%4@Jl6ywl41eq!X1IuJ3x)6&L7TPm<TnNh3
zJyv}6fh*)LQC7|hdc&EpeS(XZT$2gE?DnhIwQ|Vtsu-E{;B_qRx7*|527o8{!~93I
zZ{gp}iS0`s-{~&*SYh8?)+@S@@Rm!{G0lI|)}mVcanD5esY-y?M{$PN!}<JDlz-x7
zi=IRo`PVy2=6$Lik`_FZdY#f2i$}%pz<FlxG_n;7^Zxo&V>E4}@K_v#l@f_Hvf}Ip
zhpaE+%sWliSIV=bn6-LDPbX%Fa1fzLXCCmu-BaLP=;SV2vzvyUa(*oi-uz6a=15s6
z%C&o>@lfHtJ(AY+0QH)0|7=sE@9R{BcEaH~dNXlAbX1CiV05$&B*beeLZ01Pu{K}i
z9e2Z4sChxDw#VVo5D!%}2E=pCw#dRfy&j3TCg4zvITvnNYHs4JUp9UQbHnE3%fmZ#
za|@*%$5MnU4=!HH1x2?7(yU7fdPk%)hs5{4r?re8MI&|M4CCoRnmcxqyK(^MyMFmE
z47wXm!ajcM$i5R9Pkw-seIeSeUlDuJPXnFGnMRTAKQzwDkit-B0gJ&WnVSKBeQJ#~
zAs=VYrYW2=kl@E-F`oP}!B{a?iDsM3EoFMhdoQkK5%<>1Kq1ZSRza7*pmVxbcTOhH
z>yySjV`<(~u-9BThTYe}d=-MWJ-bj9^)%&j2U^;g`viIe-#caItTywJRn8c8nKErD
zwYO9uwLUs|N^1V>=drHcu_n{@E4_e`jJta4{h78EFziYZ%F*`wezbYJxRa++2;BjK
zDEoS&v9|Ipd$k3z0K21jio0{A-_rSewC7S5kAzQmpp*nFM*rxBfR4XX$Yhlrlm7vl
zee|xQ(pF^1HUDrqWw=e978f8fn{%lIMj-g^0`gMhP9&VR&)af$y-2IxgL$!@h2Dv>
z(-hywO*4#coXp*~IO%FmR(c7&dY6`9+!?;+kKH@;g3iu6!V7&16A=NwoztN@-=QP*
z+G(piRD+7XuAVL5uir^6Q#-By^g1QLAHZf?p>rGiUTe4uigza=&d;qit9YZM6%wZh
z^i*1lQyWz0TP(6lWMY~k=3?H1{(y48T&uWm*%!`2Y|lv6c2CXr=O_xB(;BWmlI_+E
zr)KTgP=$u$cPw)}u5`*i8vD`RB+5`T?a^y`cu=|Ev6)ZySJ%XTB_AUc^E`aZBYS!G
ztzcC+)u2Wx62}Kw0ax@+M0|M@a`-Am?YWp&)_+|8pQs7;;Iu$I>-)b0Q~$@9>-*w(
zaK<V_d4PQO8lvtl5Y|#>QCxyeey)J?z@pHzKNMakR4brPOrqb~4V{g0%RDbiy~vA%
zujI{R=Zb`)Qq`3!fp6=uv``%i)Gw$6R4Czk_Qcq}YgoA;i{z54GmmG|m2E640~?g|
z$zfc8Y*ds^4*H-xr^Be^Mz`N3r4o6c`CIXpkWf$hJZ`A6OOq-ZmQaf8TZh@$qLj6B
zm1?nOT<G`_*&1$w8C*zf9Gd_T#udl`T0<u1CH?`DkH`X+z+M4%TY=iuR8Y@N4isug
zrTwC4i}Y3>&J&t!v8PxKd%co}r~u}b`la;29yO$mHd?#NC=XdK!E4j&;x|Lk7WZdx
z(E_kgg^<!Z>dl)S()xO!IT3Y&CiKLRnPisBBP>%~(<2$a^c~vkM>Y&9Ocqc}A0@4H
z13#iWxC;Zrvn3!B<iyvpM2;5uQ`@h4cE>So*qiQ|?{4RE0|k+xRM3!!i^Vw%mz>Wg
zwb;8S#xYQ3qA}<Ihd)_P8nAOo+I}l14|hv9(2Hg@TySY=0BCsf<1^Sw9sR~LyI|tG
zJUIRtR#j>U9_BKR?#(6?1>iwX#|W2EJV8}_sA`!&JX{|T{0?+_5>=z)7||fx)QEBN
zu*!2aUg@w@eMAE)B3rG%BG@pSLcAErOy6q9?iRqQ3#{96x964M@Ml)N)_LS>Y*a%k
zg7;k_3u_s1?N<Q6c@ZpL*p&z$Yq*z!xb}3ss^fw3BDVJFC+gd7a%O-nXERX1U|^T9
zPxTve&V|OmB%D(W{#^Dbmjiw{bzXQrYqKj|d?+zJlX%AOb}7OwLx=WEixMtJ@GjJ~
z&CwO8!$oUI@6g-q3CxV8&!Gm}Vdpw-(8p_^<9Zeszn({K*FoA&-91#y53A}pQ-XW<
zC&GhjxGVF6_WpGTpGVvz8ow<T3>xm?=C~C{s7QNOMc8;|!p-NHm)hTcb9ACBYcEVB
z<@f+oOTQwX;HUuz$z*rLV`TrcU|!L+0z=VfyHUR$M}{KjA=e*~admh<i?QKQ>Rc9v
zc23tdGlMeMa-`+`=4_s*hecA^$Y;0t-*+ccI+nC)XO>hdm;{@^tEU_YZ4J&#Sa5^$
zg4LO%OCRu~V$z|mHU~W|T^f^T&Q3EVC<$4(m8L6Uk6rKkOJFB7HLRBoZarONPBP`M
zMg9=r)L7B(@szFGIF^Pp!b-9z@8nYkF6{2CLnPM5h>KTFle`f4<Ncn0sgmClJ<yjZ
z29Yz9KMi_UeqPK={Bw+;&(9#SseQTH7uTPBQu=r4K%hCPQtm?#y(g*c)KP8U#O;Gq
zHeHf!>tA3Px;3wnRTUGcXeJ{kx&$w{h*p4fAX?;j9fgR3`W~Xf?*?9r&PM=GD2lQQ
zz>SF)rma74{*bLpq%5AiCPorEvkOglz>wD&|5-173asgf&dP!{*N!b$kO23+?)QgY
z(F1+mVBzvrs_aY;=PvHMtcA_F|L-#GiZ;}FJqw*hgiUKYaOc8a<B`U^`j$$f%St`A
zx|a!fX`sgWdTS!&X0-K8_b`#}{>`JA(5|X4+fX{Uy&D5uDG9fQRTVatHRcdRvNMYG
zNhf0sMs^*ASTj$@6yV>!D)(X#A2fh`00(&m*(}Crhj1i%)*ldQK9;5I+=@Z;x;V}@
zIxDEw0R3^P^&aJ7jf5ToCB`B{InmkpBtvve=m2^K2sYcYYi2#&Gy~x2<_@SKYXUUP
zhD&Ph&2*gt!FiYSOw+w1nudX`-XQVMHPaBjkRkhJzZ!H(T5Y)l-jG)xrtsJk*CXo9
zv`!yo31Dx_(kPy=tot$K7NcQQ7PbxDBa08&lKmxtyVhn3TB$;molOBEWSAF>Eld=-
zDPTkiNKjOPm`tjNqSYR|l*`7aV-Tyh)bqYbp{92b@pqUsJv@&%DPyJ17h4;5E%_^Y
zrCYZ3$1X{DLmC1N=*FFVhHO&iuKD9|j}bMg+-dt%a4;vKv9@Br8z*O<2kRlcX<TEB
zKW4NHRxy3$UT-1t1aqw}fqng6lZ1HPT#m`+I>vmwc9PMyTh5%$Xh{B{J<!q@TQAkU
z0~I%s4z+GYs#)k~5AeO9Uh?|ZnerDklI?(Y+Y`5zVPWH@*;Er7&*Mx-p<$=MUu5CX
zt*-s~Jdf=t8BT#e8)|hWe)c#r>~nlj&R<UR-z#*H8|od1yW63%b|nQQqMfGx7*!bi
zenB(=GOGSAj!cfkc>dG(Sb~|cj;4jIJSFsiZ|@2?BIQldGI$A9P+o|&2UW9_oGwjt
zQ1%eRGnqL!5lqn}*_gp6syXNy9<c-DK7Vt#56k*oU8q%c^fBc3>p&+D+(C<*>%HfW
zX2Olb6Wi7gzF=JTuKu#&Yp{D8OLysenJs68T}@Mrjt5_gE@x%rDC~Mayr-}wx#Q)U
z0ls=Q5UP?>qW<=%37IA-S8(a6qba`32>$R|S<lXFQ^Ngkzz|K*t*geSoft3MqA7KF
zxuyAW{?Ly)-y?t*qk4J%;X|_fCwI|5O2Ym$73_<QtiQYI=A`$foj(kpr_4qi6miZ7
z#C!j7ZH{gd?u$ZSg8MlpkpK5{)1^y)o6(-XiN~V~5C}~y_GU*Q#6?&);Lc?}G==Qy
znI+MnOc+(U+`bTf8P!cUQMJcuTP{GA7$6CVzJ-GFI0ka2Sk4>h)8}IS5g2xWtQD73
zLtqdU917J(bO6Z0#zJY!$*HitFzC@mtkRG|dTCw#jU;7J&P^K%zzm>1M_boY7T*N;
zaItHlHl9267GvadDIf6R)gm4&390<#LaN|-3oVTx<euu`+q6^TD&uec)oO42ee;}<
zYu?E9C&ssX7Kooh?4RZqZ9NR|Oj;nt`iP$&SIHOq;JF)vvT-|DB<o^LPY=1m2Zrt@
z?v=N<@zN~j{a5;z)B-{G_x#h29X6wyM7wJsdWTIm+8gW+xkyd8{0e0>e#d1EU8V&U
z^1!u8{twfOy&tvOuQWLkl|54{mdJ=0<f{=rut%YnCVug8n1pUe4Q=c)H=FVyE^$(k
zw)1slXDaprfxlFAx5DKS#u`C;>q#4P0t}F|`rvWiXr!_xQJ-uLY^;#rq?%DrYwh__
z^;3x`(4LBrjT5ejZkB3O*v@a_u!!T9C>Q+z;!$Y-{0vJ^O{d1|b5rG%wJe@tEs+%`
zu%S7?44}aQymW<TGfSioqeP$jJx2|I10zoCyZ!kWU99g&1)Wo<$(6|Z?lioHZ9WCC
zt`s_JE@<gD<go~m<4y<dnMmyV4tZx~!4YEYqH6<dv!)^KXdV1_D=N6cpK6$v5vT`n
z$2ZUw!JYv)S7lkq#tqa`RkTBn5#tT;<oNbuT$g~+G*KJjCw0iV?XB}xDzSwESbzTZ
zK#b@ze|t9kl<0cNDJpVWSGC`GrGzdW?cDx|8O@unEoA@Qran5)sbT}`dRCa6kA5TK
zWd4|0&vEW_+ULugr6NA-%Ql_^P6(esDvR4lC{-${Bs*rLJ39o5QPl&iga)Xgal94*
z|IEP#Z!X~947Z3&qqVq*ywi*GI8^uOj>F2jqB^hn9G3R|9urZxK~;E%ZK+m}ZakuX
zH+`KFdM5A)tYtTagecY-)WAplTT{Jb9o!hYiHw4)C&)OP{%xnVoDN+5*~%-($|s(-
zvz<1L1BnMPe>Ggoov@%>E)@@@I{A+_ZYh$wrC)ofcHw8<|NW-x@S~b+)<qsLQ3k%r
z8$I6ZXtp@$Bg<TiJ_yl#6s2P5{Pnk}A);4PTFVZ)Dn>k}?!_5NUy~Gj$RERQJ1ANe
zdKBjQaLsy?Mjkj;SbQromc<h`_#fA0q{{fPA#?iM_S|vQ`b`94$X0%Z%+4OJu^s9z
z(B9~G%_FL!dd3<Z*bui6uVK89U!`yW^KB-W;u|e)O<KR_az`5V%LtwzCxh!cdw~!v
zgtf(441mv2kS(0o0AdUJtH>4Sgd%Bz>}OpBY(OG5HqC7(9Juo=Y{@uP!R*B$NwiNp
zp1(tyH>zhPzv@kyv+VQ{Nz^5j;ZoZcY@ucDId4|`KH(c_1dzt{4!i%i8rM|^mCQ@9
ze1pq-UJ%{8vA-=+Muh*a)1$uMjp|ocmEpCLCP$q0?R<%(dZV;o^v6mIJn4{$X>2p)
zP|zXQn$Nh$IfwJLWla$0*}=R`9&E*xzBwo3{N|Cwqojx2m)Lzxa5?%NYSKk_MPIhE
zZE?NKduf#20X#F$9u@i*^rmh74V!=hEJ<!{wpSRa`rRzAL`lNH*_PK<toneJdQ^Yb
zu9KKA!pfQ(pTj`Mr7F>Do-4#;I`Zl3A-w{SClA(C(>h1fc0$uNT1%1BYBOR!mBbQ9
z6bb^(?<D5k21s+`J2S6tQC3-X;&n}Ebx4{KE|Cxdp9D@|nDWXYma^3&h`yJ~wpp+i
zT_Epbs;f_d7*Wc_6!HZ0HuUKU(R2ru8xfYukk><(08cA_e|M=5!%2jXU_->g&aM*E
z8RyIE?WBUiTILXllpEQJQD&cix|{5GQ@Qy%)q~5gJUgp`<`Ot${t?I#Myztz6kRmC
z`U_px149HF!NnmK^y0d={~n6x=n+rdXteM=u3eor9U>hFbSPzl{ls3PLm+sFgv+9F
z13rdQ!Ndowlg=krU1Zm&q#B14NM~?{>Ac{cM)D1#DTlRhIp`+2m5SM;#(eAZqKgt4
z|8eOZ(r?HsH0Ge=891Akb_mW%AKwrRK;^!RRFb8Ht&oj>k~6>avsA}jWo6S0AvX%K
z8BF02k0l>}T<5iuu@ud#Fo#R=`!0Az9`|(skAulFQ{?XH9VgJQea8xYalHEEem{&l
zb7MzVuABLGR9gAF21c#y>Av%mF=8vmx+&FRUET|Zi`N4S1cUX&36F{-C~~V*II;+s
z>)DxghPo^5(k#!v;V;Ev=dK5cHmaSgP@R3=cNgPBTxoFYl1QIp+s<OIj)2!Ex1M|O
zKQ(c)rbaK&>NDi_7{>=(ydg499a9FK?^nrQOH=}qaw%&$%IO)y*|mCcLn?OBB5KmX
z;mZn19p&|0NW!)}klUa`1O><m83AisB|GP(B8ti$zq@c9{6KRk*z|Aa&#D)`{`mnE
zO?c2g%#dk=2jHt7D-~Vi1XEzvQD~`X&soMN16~ErOVV=Cb^y~3EgHIJXV(20re=H|
z4D149L=?Dj7LsXT95pW((==N*0-_8jk5N9<0xWE6ado&NL`_{{)U`*SpRoEx-sB4q
zn+!}+z2egEAe3D(Ly@bbPZF1pJ)Fa)f|}+04m|P<l0Azn<7wEq7-~^3hdj0hG@T8$
zRLCr(q2B>_!I?=~%iqm^R9|=Y{Fg+cgnaOwtu%<Rr|5`N-KTyQADKt=G-<x#G<cJC
zYUht`=`ZnkR%CbMepm3STbBj_ih7*Sx&&1*#hYwAfBovs1`V>RQ2il{QJ{q<)`v9P
zkz80>6E9i~8#)Pp|JZcLsl#EV8eQySImc{96}l+;TV|eBR~`<-QgPbw2`go}n`mvi
z^yUai$IuN9MF(WEp7RG$Rs9GX76$i+9;#p+RRD2!IzSB_m(*k0WwJHU<7!}6K7zA{
z6)e5B8L)!0<h5HU9mIxB&{nYxSBE@vmpS)|orJkXPxUCOUBXqhm~*9V`qN>L0@Ff0
zMm%OM!O~Agu897}bsb<p<SwMfyk|$Op@tmfS88NSZ*vo@L!qudz`iV<BO?C!C(>AC
zf;bHoa!2f0*}*4bZy+(>l)+dhYlphw<W<otRwH03e&C84$h?&P2(~JQ#)wX)Q!gA{
zR}fTb0weV`VdC2GDAi#thOhvCWd+<OV8^C4UltXKdWiyyhvDvr7T9P}{fymanhOeG
z`1poGHp#PibTx-Mas?nE0MGah7yclr05pOVyn)>M1Z%l)a_+b$wt6_NfRALz;|dl?
z1xRW%ri5W{YlA)Ce#<Fj`VABQFy@5hI@Eo0f29|Br<-<M)(GjQOZuImhg6ROGVdtN
zb9dB68dGIQ^RKDc%i<O4^uYC_<}ICqNGq{Mnbmsh)@YYft>52avfnh}ay}U3#jS4a
zjJVDF76FTANM>7B9e?`5xoGTMimK2M3@K(Xsns*HmBpXz#oNjqTH0(V7^Bmc%<Ahi
zmp;5vp%c9Kp$*Ol^m-34{#g5ipi|v#G=Hfzyu|g&B?hB4Y2N<U`&$#vF72Vu44p9l
zaoLakV*$tx`8GZ@P2TmLxSt{XyltW4Vr3Sh*{VjXt*HZ%7l~dxYHZ_J2+U2I(Xr*6
zk?akWt^{#>^o_H+<g>&k`5vO31WKN%uk+No8NW6+6YY#GGhpBa^G}M^FAm)>maQ-z
zLYgnp-Z?c7kk#OeBw`3EtNs+u76?<qpwGfW8X}u}8mif4uv+G|$nGO4Ml}qMHU{>X
zYPAVOBf|C|eXlpNn9;9^@BCUwykP&X^ImUUtr|jbo0@5=2ClZa7lqp@L%VlA@qNyq
zW_0{GoArFM&)`?m$C<-IO#52VlvyvU$m#Dl-Mju?>TW!oXV;wGElo-S%|6QpOuND>
zw&x&s<s?<;hpPfYo(WCB2aQ!r%{PcCeTfGHd)_&p#xFV!sV^|)%5t^lPLtldsF_*X
zhmi6bC89c&si)EFk5D#5v)Mgz&&5;Vv#>H!dQFj#Qf&!<w?)&=Qcw~CwJ(2?7?rdg
z0>edpWek_qaIMz6pM@{WB)jqf#W!bc2d!Tdx@>b9PzfRYteA)BdM+Gw8^BLb^)RV|
z2a@X90x<EPjSrIK9P?O>?2A`aj@YE0`h@6DwPRql!dy;Tor`Ww=0s|z1%!~tNBI>J
z(_IB(G@SjLS`aG*2#T~YdIgw^iPq8`7KE046?89l5Dc191XQe{AQvEtH_$EmpdVp#
zI_w@rIhv-VW7d7fQ3fOPqCU~S$Gj^7_)TdD+9ikWBecJ0d0b#7<^maV^L6T8NwLoK
z$Dt}xS$UJdw*E^J=2Ox8@K4Z@RA=F6TVBY!^%hwv+^drb(!j_5Y^ojR8*>n<@WomL
zD`<ZSn_b+l)gvbFf?b1Y(!u4To+!^YHn+i?7&BU3Ia|j<<ym1K-P{o@X>C()-v(u$
z6{evB@z%d#$19C1{)H>`ToR8lj+Tw)niDCFqnfy`-c%>+69kZP10T)griQl5`0`wd
z%mKvkY_xCS$=K@dBMP%9&9+qpfmam%)`>Eqn?A-Bg}MaGuJ^{UUr683J>kjh`85=a
zbUUebM<ky@2{YkrgnA^F=lq?Mp)sII@v&CUda`5XfdNZY*q4kD=Tj+e3?ON}r8p)w
z&R$4l&{n0<6*=0h+6q%>(q!u3^<HSfzunK-N<<@t&mHcT57(19*s5YIhf>UR#J{`s
zah`nB`_w6%rLT>mpi>(QQ+5crisETzH;zU-2Gh-lpMxjeLo7qyqqgzP(q&Zx#B|!s
znEv~Qb$0GZGV*rN>n-OoKHktT3ziRNzf8(t6D95uw4H+i1qk&YYRW5>Rlw!~(U-nM
z&_v!Ry)J@d^{NnlZCJM;Kg7r!;+As--Cq1_7dc!svF<EqIKEL2E|4a>En+I*3BGa_
z&Oih&T-%6S(9OZZawpZ6iX96<-K(9Q+Xh4^FOoert=UE{_94LlA@sQYr*nfpqU~Nu
zZ_A*Vm9&UPw+CP5;_*YEnQ=Q3#->3XD2p0TsC~m$RZ|`ULr&$nJRZJf`}hxoYA>fK
zDn!03H=HQp^!N~v$Qm8D0<?wK<@327QUcxOUZ!)y0h4#e9w<|CIzBw~KflK`tW*q9
z3^#q-P%~rH=<KTRZ;k%QBxOGXII+f-zBNDwK4d75pTPsP_}haOWRP(s(6stRq<qka
zGxo6419UePTy~m5vX)&OdGzmCN=G=M!6s>2!Vm>-y<WUho!7nNTo%9MG^Qwxl1CYA
z)wJETaHXI7fN#{p?@3PCo~b{Bi_a;O5PBf$SO38n=^JTrL^6G5YXOh}Sf^iuNR?Z&
z>j;NrXp6e;_4;AMIr@}zsBWwz9kna)PZ`?g+c`lP=hc?hW<M0Hyu=c+Hr7JN*oL9#
z?#?;POamX9%x!c$GE%ggr0ewJ<QrUTzF*@Hyt)hGX~mIpi9nIaOI{b$Bv7XU7pLD7
zt59tGzq@z1K%ppcCW`87I@jXBT_Vc+)<L43y5!gP1Yo4KOU`T&b_Fw13}!VBiL#|a
zEW8%RHTtr1mZp;pw66&2I)?vXBXF0n_IoZ77b!;SsdkzEXZs02K3EVUJX0q&+Q1Q?
zqz&`B4O=1cL8GS$+!ppbP8Ce9-NRvYXi%*p=)_h12BnqK6ujs(FGT29i_?#W20@p{
z?+&nq{5f*Ca=;4>|JBdwDumfUE)F3*d4Oto=GeNA)f{}oZE63i527j*IJv1I#lnt?
zAv%qISrk~l2S=%7#Zg#cal~xar=O%qw)T3^qNiX#8b8k!M@fjiP$x+?NOHY31c9~G
zrcIfBHD7_;jXhQ0cIEGc5Q<~^rH3I0kns(@Hvj*)p49`E*|$c1U9l>$WT>&@1sd3m
zU(l$VN2V50)bq8C`y>&GXC#uCOK>WpOD`x>XY56XPijt4d61<=_+oNrzl5^ecNJaC
zgUQp41+TdesrDFn!xd%fy0n1ok%qe5aHvrh82#~FN4X5U8?ENhZJ33h0{LYjbagH^
zJPN=z<)G<Zs=(!p;&f`CVapI|Buqn(s9FM4L4sEL4V)pDW8DD~@BQn8Kbk#?r_MX5
z+&p*ybHIZD`sipF0Z7u5ZTc7suKE~CCsL*?%U{T!w+$eMkl3J>tM_MvL9bD-ze9N#
zF3Bi4WF?|KE5fca<9N=NS=m194eU9y0c;+U0n1@CaFfnphqW3~9Q^)w2SF&-yaCq|
zda7Khu`vpACxrE9jnf*X{PK(QA^x$ci?*NRW9m`gcDOj{FglC>`11fFO)=irY^iNu
zh|bx1_+XG+6_CREoIK9%lrVBRe+fAWHo$c&P%sAl8C<y???!uX12z{bxZW@a{!;jW
z>#yLLt-k%L<h>LF<8H`uF^+~&?^36DYvIGni}5vyFtXXjjQ4)k7=#4*RU)LYDC4|n
za&rheJa_^r&HjI=de5jP)2MBfA}A;*k|0E|fJPEPDG5>?S|9`hq|hRufI<?AAVt73
z^zzUlAcSHFNl0i?l_CxZL5e|00)nE0s3`V=ZFHRPnR(CqopXNVM}DvtS!>_-z4x`R
z0&^G>6L61%5iiZ~f<_9*@f1)?uJ;pK?gGlSy*Zc(^E5mXdA3)JvdP&>Qpt=_*&mGG
zR>q_aX2I!M!GC7KO=(kRBsQ_{%YHTS>lRI31<Q9gjQoQpNF&K0VOIP>wI>i*GE{4o
z^>T;wFx?p)ct1m{)bdFirdF~XRt=o9yf3@Zgv(T}RzW!)lm~*O^1>tZo-mZ;Tu3b~
zJ8iN0kOA=`2YjT%%2D4l7+sRu1pd!EQgVxn@!86q+y{g)`fa*G$W9a2T5<u>RKG8e
zeVKWq%;%(q;7J?>?wH3quG<()X!+ne(3*CYkmeaCvQ)&&Z0Y$)=J%LN<m4>5o7bAu
z@Vv~WFs;N|@3C@VYV+nckM3g1f~i?7>f9;v+;nGJ>$6(Y&vz+vxN&0POwm1pe#%0R
z73;xd`@R6RpWdcHr9Zv9n8xu%^S$WXl)HWNib?31-D}a=O!45k=I5_*oI=+G#n6#v
zUSjA%Ge68`J}dVLS6ftEp*Q<$$Ic7B30J;<`2BA!9mpSBe9r*Uf4ma@BeQ{G-_XAO
z?H?Jv#o>QsHoafdLWwJ^3TDZF`I_2(H>l7;b{D{ItO}+V_)qyc53taIg@-prscZd1
zBc7BYg_-$RfsF7_QQOwK&9x?8qC=aRtm^>@{AYc~dS_o!<Hl?Hbw=fxcQ4`b2dZu9
z#%2NC=RivYCk=2t0e(CY_!2eZgSs|*%1LWV?u+dtPDjZ}pRs6T%XS~}bDH+TouhQS
zwIP@{v`D$<p~xJh%*@;f?)l_#o@H=sZN&oh+*V<W)^&>m^NQN@{T@%eGA-Mc2D`5*
zPvp=VK{A`mZQQmC@vYytt|6ZQXN%~d?_jtiZnQt-aK&l6=D9t{Ddr<ZqP89XPp&Jo
z@GdAP(!Eg;0Mz3$7fg@lYvB|i>~2hQu}5F~AEOgnjbhhF+OLk5%jy<<Z4dAqzIz4{
zQ5UdbkTgQ@aZiF$=0B#+XB>il5)UnX21)ejtvqC6EHm3#bA}2Wh9BenF@S#l7i-V?
zkij9Jn9if<;YS_G$C+O`n0mt^*y(*pjEz`9gzf0wqi{~(f5k>%`5N0)#CRJk<`jt?
zj;#w+YFQU0F1^lw5G$@BP0;e-YvnXuV&8n%leuQbdNN?p!CU2kD;C9_h1nqmqz}&b
z6Lp`E&mxy2#4TCRfo`o9Y@P-*sYwkW+mJv!b-yj$d>rY+_xsG+a-xVXNB6aDmM1RJ
zw)U-Y99;P>6sB>U!^vrakw1apV9}zCyz|x!l1a`?A$d?`Gcr6?KyzJZKfqnQv(qw|
z&@F|ZNGas;!yN<-2DWy$QMbOcw8iRmw@I-cTn;>Yl@W`9Oi(K*b%Q`oqW+)c>KdoP
zAzG&N^g6e{p`#N{vlF2`=yr$z#Z|^Ol7N?=W_TvUC*zb)N-eD3()MNf!Ag%<ciq&V
zgc5q5`VcO?F{qc0nrL?Fbiq+dT!g5ry<nP=2x+c@2#~}Aa?kh=P(S6py+05Q>pwf}
znI@Ea9&tZ}YL~|!P4hrW$W?wew^a7Tg;lwrs+yhp%JN(fp;7*!;+C;$`chBtvTR$!
z?y4ErZGfU}VIVM9Oz?g4#u)k2=Sh(P*J-WJ@tDEkZ<YcPZ!>NYSOQJTdpEP1J2OhV
z-}6lCkput8Ts;J~jbdQv{r$a1#=ai<RlE56lXXmzR`G{lE`yi<Sgx1J45=uF23acD
za-erg-wAlxIC^ak+NRjs@9BJF87FsQlDq7488S#O@4P!5^Qr0_hvxduo)WCt{QTg^
zetQuvodqV@p(Oj+c8FM^%&aH$RB8R^tqFoEDd_Ra$T`5pA9w4rf;HM5fW_80Fw{}M
z7O+pH+b#Ef@;<khf_&&!BH*|yg%a6hwa+c3fF9q?PD!X>A$V_s*KHmPXkK4vu^15r
z#x69w%}Vhw``lun<0_eMzaNV9L5x2WZQQ13y5VVN-ZO^@fr2W|Ary-o?K8X!wbJt}
zh_*rq{<KZm1>M3~PBs%98VV1oEg)oUr;Kwf8$-Ldo>&r@Nez$4k6X6M8tb*iP<-0G
zq7Hp-2Xrw0vZAEk4iWZ;%`v2Ux^#)Am@@DB)**xZ=x^-I%Lysk*c2je%89yse3x?U
zY=-~MWo2M(@7e)o{n|6$Sz6R%(>}Q&EXLu`j1T{nv`Z%<?3A8-TYSo;^b?!fPRyY$
zl-&7)n^;+?oco9V&z8GmPr!Xkq`4~ONn+f!UwiS527i&oR6^#DKe!3HGDCtr+wRqT
z?!Vr@P+>OHtFt|NwI!h9S&hR}wV=^ts*XoQ&b|0I4OPk;9euoq)zbwd<6didqg~=i
z!P9~kHT;7hDO&m+IrlVCcgcB~{D7vs(0oWQr6kRhl!3z-*Ajw*o>i0sv6qmStAP{N
zkII8XMt>W!yX$Vcla|$udpw1(L_O?zw#M1|25*p&sJWAiSz{<uxH|*#ca+w8mmq7y
z6<b^8cid)15G$d(`vfPme^YG1E(#8S`Q!dDZnsnRW!_Fa>NC5cn{17G#v?6MjN|k<
zik0alBs>BoaR(PX(Rf57M9XBeEe$lI7eZtWFVZh~pSD0-&_i^9;HGdUjTK6}RStPg
zatQsZO?=0Hfp%J~KEa$#eX2a^Gt#y-d_ow2EkjkD)i-$KruCif9^F=y_}UjiF!jDw
z#h)UaBqBP5X0a`*b@c9bq(57Fu8R7JE=M~`UcSIB{LbABXDM<?<f`qu%+07@TUgtx
zd^*ie*I=(3uMQkH_?;2!_t%Bw;6Oa*#J<%*8YjlL8Wo#rMSj5|rx_0+T1}2?&-fZS
zI3vepo7HZr1h{M>ckQ;iBD3$r4iA@~e_j8T$spa3i@WOik4%v0ADIRt=%?@h9>m$x
ze++-Wa-=nrbf-5!5(muO=Dsn+iNlzxcr#SXLS61!|30mzO$}D$RFaVzl>ewH*bA+D
zAa{Lg5hYmw)Xk{1wuort&6k0<q37VE)8z1SH>QG&CRfRWz$`zlv9;t4n`hu|;4xg~
zvT)TYsd?Xu^n)wVH>idRoIz+xFNL{K9DaKL>1eG|@`3yeJp9bo=Ww>iT8WPyn*qqF
z-R}%r*x`k@-Xp!gNnfyo>}~3;>%R}Of>5yV$y7vS3C2DU&~AsVU)mnfU)l_9P~^On
zdFb!oBoBuFg<mvuYV1b;NxsODCvyjqJ>e}+#aH2MW9&jw-rYoO<00tmi%JJq$ZAJ$
zKu7zlQS+5I@DAa0C2UVoARfnS3g-G}7ACd5V10LisxbV#S9@3Uf$#LsyTe;3+#W<#
z(mJ6hXr4b83-WC;`~;fgZA-;AmWurs6PGnTrvqzSMnrKG@sX1G2ig4ZJ=Q0`v)(4#
zzCM2#*7Bz1FVN5$OK)KQwQP3d@ZF-@<MV!R`uL0FY92b_Me^0N@KtuG5cd$Nu}&OO
zGkJw?+Ou(A)HNH<4C+ZGrE;pa+mo85RAfRMyMQwascI^91qQY9#0*PFcB2t-s&}%W
zVz+DkXEk~-ygRa2Ht=790v-iqQydc6Ahn1Ad4>X4wg(mKn3=G^@v662yqS$StiTIC
zEM84>vzH^_X!<);d)~*;O=<RP{8KAyl~p|->|~lkQt9>p$4yU&l5*+hkYQ?zm${0M
zT&t61v(tnm-NUjaVxKT<|331q6Djj%^<Mq)*Un2L7n^^b8QNd|sBVmf^Pu0zXC_68
zkK!stJ3GBELzd%+9iS7aZl)Z_z0Tr}BiMfLmq`^jgS|9_%Kyk1x2f;1Q>=A<9GFlw
zrTqBy!TZyqM637}cEP=bqYck}i+CLY1tfn(<mnLz*B;tziOVt(b6gA-ct{g(jwbII
zsq<Unj~k9LX8*_>ZUd{I3qAh0@%h+Sy<fEt{*iIS89e`V<jK#{chCL=4+A=+1h@<-
zK={2H*oSJ4q3YI@W7Q1}$Z5?T(TI_CQ)!-`)G!Wr95v<CA3$SYrXAuQseHu9nOfQl
zb_OP;_e%h3Wvh;0+I_9IiFvB)7H|oXOShkBBUCMuw8=R@Vc|A4r6z+ArgT}lJT$!(
zj-Uh~uhHU|7e=ORZpLAA10=f+toFV(+Iq6oe<sm+Lw}&GOE-Jsnkw?%m!#Xcg`#DB
zZF07;weRlcyNUIR=F;KHVOeo^Q|j%&(A%Zru6IUVO2PnSz?v`^l4xw%)F3nz^iJ?p
zRTA`Wmo1E~NYcLYkHWleFSJz6jNO^vjYjnzMb#kopO*-Y$$%LtqOvYa9!M#oZuOLh
zoMp19Nx?yBkBJ<k<c$mH#ABKR<QUF9MRS$muO9_mBTwJ1k*$;up;0Fn-Ia|ZZXbbu
z^wzi*9+-6PzEQ^}Z-0#I^KIVATy3dPQ<CrA7!%8UhF+Qvj;@#u3W(aQ*mq>-iPTos
zy@m|lGcz%s)RY*T!f1F4<101=xUS*w4##>w$NL&aUbtj>VScyM13{LcUufLf_Pywk
zh5;HZYBv(i9Mig=GfrD<l6A0;O`{EyI^96p9GT2!Z`MIPZo!t!p;1hS4e_#fK)yVz
z;4?RDwIt4evW8T+SVMh4ly$q-6}e8Hz>#p?b&b&7s<Z%)gJGIHX*<%8XcmmoY=pdq
z>vMHzh!qli^&D4@p`3^SR%PAXu+#&Nc+@J5mzL*2p*HDrOja+WLLnsCVJR@LVgch!
zo_bP>#pqs#^h|c|P^I4q1=>|rD7hcVnRELzA>vrimxxy6<n94xz%0hRWT##!@yrC@
z3^=-)X`bhal0oVn)K3ZNv=Xb~eVf8jle)p8qYX{hDZw-Jl2*#Kk{0Ec@q?{U(9ZeD
z5amlb<hHE=k5NSL=>K!%tk!w&27SHWvz6BugYYMge|YuRJ>oeF9rNm*k22QYu4|fa
z{6Es=b?A(HD__}P5cc&M@B2rSx?Y6;3b^v`p+M%`Qo3`~ba3y+|3g6^zN7Oh;HxoC
z+M0wx=Rm4?-LYg*_EARyX_7~TX{2A&XNeVMo&)vzTT6xJTik}CDfhF2FsCgSUylaY
zIeQn~3FW$d@mOp-n5!z~ngslsyO#25Go+x}NYMg%#kQaFqS{m?JkYTu!Vmj&EVzuK
zS!cn89>~i<@5Mc=ccd&<z&I*G-_4LWpK(qooS#H1%j_bYw(KfTBrv^@xSc=@h1m0Y
z*Ou&4dnqpsNos9zYO(t5&68<a5zL!8ZIw$C0}7kl^w(V<^(}3{)H*~yeRkw|-YYNM
zD6Kg|I^IK~)DFFjV$8eG|Lv5qzj>c;!{)eWua4K6F$qlfkjm=9)U`CGe#4d&paSDu
zM?c+yJ*>YWAd^p$KH=GnoT6SX=i%<;kwXOwe)O}GJx^h`dcan1?$*MWIQK7sy9hgP
z<s`(r#tpCC_}y`#Kvll8ef2J-2%94kT^K*K>3e%|Q)YvIppJhZxYO(#`0j}=g!2cJ
zQf^Dp!XmTmwT`B&XrCixsL!X{PLTXcZ_+>2QNFjsqgQ$J=yP?8(W{;F6yK}oRkF!X
z5|gX$`2N<v(<rN0j^}2smquBjT(UDX@HU)xdD!+m_nC2H>T}=HJO9Xpcj_P!k^U}@
zfxj<FcnXe2%}^WV+|_8BuK_^Ob}D7q0L3;7ZyUl3Dxld@-tQx>G5U+Ij6Hq`w;&Dk
zjBI??wF~nBT%x{iT~=&QW~u#Z)p-6QEg<nP{AX~QPU7CN)^)FyPFOTg*CVB&X<kb`
zYWpC4T)E3o!<TOMeXCU%ER9#HLbY3E1&jQmKL-v-T&$OI`s`{wX;{4iI)$9-eZX;t
zasY9bw&+MR!_lfa!%94L9R4U;g;Bzi=1ua2wpJ2{Q;Y0cMT{nIf0alcxMbqaQc%1c
z%Tour$>+B2JhRq@*|*yLHI9Ti1k!b#*|k8d(5EOGdGdRkx><-CGZ+ewV}=qVouY(J
zcQClm^320tH6mG&3o~FYcCn)@j?@^&&ldU>xs%*0^Ia6HFtRTuM3hsDW&4mDj$6rW
z-K&`N-XSvt`_{x1(z8d+>j~fty>61D3qNWE<h@lwt4;7=9`5ulAkn&baQxhrFWdiv
zBmPYP?W0xD?~9<?ZR1qDZ(+eN#QNi#@}uYG25Owme9yKT!4WCMBC1NJT&iVL8m{G&
z_i_8%zM;;ywtYHY>Z}mHzW!03GMBa<bTRNQcUaOBy_;6hd+G>eoHA)P8#913eNQi(
z`kCFcd=fT&BSse5gAP|bcu>dP|JP?bI<22xfUs3aSn~V6WH7mST3=8(|A2*hLS2bR
z^|Q12QxBjo1Tc6|&(vV!QH|>|;1!6$f-n76zya}XwH)f8HJ8@*#&iWD3|0e}3oFCF
z<_rBE>Qvz#O}PYV?m%QU7aYxfVY$XNYfJu^f2>S1cQT;*0nik87$V`+f_ygQM^JFt
zl4Ty8JBB$FQYd-HkjfCt{JTBn(GQ`gE^Pd1tp%76qqq;S0UQgCz%Q1-R5Ma;Vpik9
z6}fINO(Sg10@cqSB`~83w~OGke%@PtO3g@Dd{x8BLff^ghIT5qKegI?V#b8};h5o3
z+GJMznf3|a-G$)+bRxcl(*0H4Rpdm~@1|6JpY$u~44brU3pD@pyu9BFkC*H572jo>
zjz7%vJMhxu^+J(xJ~5F8C|x}ox6WpGr#Hrx0>pW(Xet1AZ%W?t%*NN~{GKJ1gikx{
z+ari}n#>Jjapy`{{Lq7HAPIB|a)G>`U#|Yt=EvAWg;&AS=g+}!sS|oFnN`XB=x6);
z8X+%{hQ=N${sr?fNa|mJVZa`4sT+PXK=H9+RAj=d#%pN>v6#Ht+*;|TPekie(nD>w
zMPYA+EFz(v9<8HvnQN24mwxb6?8)C>%t3{f^m<Ri=;o*|XmwcS)D9*>MP{v`tJQ`i
zX)`9JjqvhLSAf$-^JBrwd4~h2QTvo&x~57fp<HBe6g5gjDc0A~>S!-b>@-3zcvmpI
z)jU;zo=NK98bB*+{+@mLqPK9${Wy9zEc&GqH`XuA68r%Ol`V*oPP_;*Yno72f1r7Z
zyL^!@f##P^im3Mb!>!(zz!0TA-QLWCwL;bs*A{u>OfC8Q>VUdseE|)s1>Mgx5yHod
zoxkaUupIaK-x=U*<m`euG@^b5_UQLT%l|nh<@vu5FM@x`kH%t-M?|Jbk7!tt+#iu^
zv4Uy5O{@on+mOE(IQt%hf(6WPXb0AbrZ@k+*oI~H|3G~B$eb@qdEBzKdp#!M-oe6s
zk2Z3kULN`pX+^y`di{UCDYLh!+6>K0Hupe^=4WP|BMvSOer|7$>FR$H@=8F>IpFMb
z3s~wFAC<v2QNJ7uThJZoGb+{7_JO|o_#*z<Hz-=9r)zYO92#Z0!FV9Po~Zu@>lM=X
z_h9t%?$0<H<@WCL+&7b31Ae~OTn0AIw<ILk`0j6^e2>IJALO)&8f^kb71`|thd=8|
z!!tY-2j@N&?tBiIxjz){?rZLA9Vv9aDDXrvvU?5!k0nEt<G(DMAwJRi3usP0@sU}4
zbHSbG2WF|f60Q$%c~_eUyFnXPP3uT~9cK^e$>vBymGhc?(7O|wLJ`}zn;{GmWrqzK
zaVDi06_yW-emy@oP;JMdM3%sk_(H4|iO?6<d8?9%pncrjqusRDe#JHTnewy2g)gPX
zdk;rkQQtlG`Rr7l`wKICsPoFS5M7v@=l56QJHD8fIg2-`fvkqz*V^Bz;@QyFe?q4A
zo+W>}f1>?{mGomAf~(^G$*!@MAUdbF#=OaX3OI}xNf~b^w~58XG>1(f-CM3!!FY$V
zR}2-!kTo5$8S;6E+x@7N9$D4vEPChuXQ?|pEzbB5Gx(Jo6M0-^j9m%TY?Bqp^4I5G
z7b|n#e&rb5rG$Y1O{`xmSfxZ-6W8tZ0j<@F6bWsbXg(>!WyN!$rxa=DU^ql-KZgt9
z5M?t-IB6dT1^Q2}cqv$<kYpg$sMiGGoNPa;A0_LC8I~t?yEj^}S3BNQ;nf3$(p#gS
zFvi-FEZJb1C6`?{Z2zb!uk#V>F4|O?-*w<bb_jA+<PXFkJ&l1E1qIq}YlK(sG}(9L
zpAy%#a?h%Orj`pTk>4JHTIByx+OWQ<E`1Qa`#a+VSos)Ca#GWe(Q7%w$q$BANcF0!
z1_Aty=57`;Lf_;0+ybjM-uPf~l#>~=Kc<$+cUFmS9BJ9(uPV|)-A61>-Gdhe<^Xfq
z&vm;n?qzCtp;?MIS3bb=oqJg<a914$bHLy@@i&gsM{EWQoie_rrzf+`evFWxP`m55
zGuh#BY-fdm6`z$LgWZlXQ47}<lAv#&UYt?kVz!|kN!NJca$VRLnolg-&-fQa9fHnT
z$NE`KZ#TT>qxIvqqHR!(#geZotq*FG8#tq2YgqSP=H69N)ZOCv(+DcC$Z7dUW~nQ*
zf&XYk(%D!ie@hyuTqi*K6o5K46LQ^5GNy^2N&u25#9klxQzrsY0tBzj8f4j08d0p(
zawF3VADAGudpup5zXmOI#%pm{*|!Q{3KrYMnzNw6=gwloSzm;XeiKBuW_H%iF$-r!
z4t$A0vkw*tjUe8BHDD*#eL5zj+*ZMx9vwR?^{|<`bHC8n!`J0>RD9RI5yAD0NBwTc
z7aS~Cd|FddgBNampS|b!;{CUcd5*|Afv+=eHSaS-w3>H)m#PU>&VL<6(%P#2aCwuX
zC>RT)ZHJm+B{xkY9PZzdQG!a@tm4B_tK6sIw@;3plFVEI9{9;XcqT>ZjSuMb4ioJ2
z1KkGV7Ms)f_^w;q>C*$(M-KRuw#4PDWj&kM3T?CS8r??K_IdG%scj`$Pkk!MYu@LG
zrFo*nv5vAlKwqFqgi%Z!HAgWP04`r;Gu_@(9`&XNQZXJ<04t|9M(NgK*G)Y2n2sJ#
z?~lc2GXO`TEN~Wxvc;H!kV+p!IT0L1Ts?(weOUzy2@Nj;r^1<3lnhIfWt<?;s8W?j
z^>HCRTfz`qn#3@fU=9~0u^WRIh+(+H@>0nsf^v)qHCzeUB{ibP^tGjvUKt`>cJqO*
zTN^AUy&mx}!a<Q4jkl2CWm2vTdw$<@_4n7i|BGw)O#S_%Ef@o6`d<v-Nba{8<_RSs
zsM2Hn<Z;8-n%#fG#+7eN7MO%Cv*$YWa#i}P^d<hCP50dWA4_>prx@Oi(HOfI&PmM!
zme25G)Fz-HUZBwqKl~!WTAQfK=w-E!m%7e%d%&wwq;4S%aBkey+32)F@;$HJshH$z
zHOXI+$@Q7{BEm0q@j>lraUSbk+-uX<r%vxS!(PLi6gr>Qd`0M42Ufk#b-s!d8Y~|;
z2`LX)6Cf(_`IKGvnptVyhHdye>5hSnhKcsORyY1`dFG^H<@2Nx+OJv$3@K2LKWL>}
zv;?~Z6NrP+6Zf{KXL>&kQ?WFe^-kUxJ8dC%ZG!*stieGa-{nVsDN&KJu%arct6YbU
z@-c(it1GHG!0Kns3;n8_Q#Ly0lY5TEp>F9%?93G@mh3UHM?XrkmD%8nZ0Zr!f{>l%
zC|K0~hO^YQa!5#8{=X!C{Y|#&Xe*ZRK!gxyMLe46C1PKuHW9E7D%84w_EE*wUWe7p
z(<oz-&}_&WB$J(-eNS`c$>Z>WlO357S1yWCqglPtl&5uGLKSpKIoI}tUr6A+4SR>h
z$PlLTN#zfjRu}9aFqbhhAzeK)745x3|L%t)_WJq4{ahY%c*8K;xVd{w6V^jN`Xa*5
z)`LDvbblVL9s#>b+10o$;@IHT_~M$@HuI7pgkx9@(^6zzwNxb9-}r&cG74r_X1D^1
zMvy8l%K_$25?IgPjwO>*iAKj7m?PAq5SR)iABI5z$vozkQ_dy8?<o%Y`*Yd#3Ls91
z6z}i6bp;RU8K#(Et;B1oFfbmZ)Lpo5x0@SaVy6VeSa5_#a3?Kb0TMH3>W-h1I4mAc
zm38HyylC5^AOyQDh}9~DbT~1I1&h*RuV7UyPbfBs^lj$h@ci6mGV6o4UP>LM&CEOx
z!7C}nA0YL$rZoLm-G98+`megr469$!`SX9Pd-UJx{$1($T?@YEWgBm&lEF}P10;Y%
z(_1KX@h<S|Z_;d@&4)l*zZX?F3pKzE3HF<fPx(QgG8<*F;aVHsZ!+ON80u0L=M@f}
z+tu(?>Qj*y=S)lEi>%9o$0U{_1d1W^%;K+wEbh;eC-nwa44<<=<=RHXz;QD!KEhy{
zOrn2Zfemje+UU20mW>MOa}WP+FmH?V(PF-gQL<<s^++{zOS|9q_rB<=ixC68vY~r%
zPe3y=wb#%7xbe06wDV?4BCUV5g!zec-aQsIj#4LddzI|)Fy-~zh8=blCY0@E+(Wmi
z_1ufrSg-dvy=nd0j9;y~Gi`4rN*r;|)A7lvUP!Nb!JJ)s0l^LH5CVY25#BB>9Q!gv
zSutPfE8U*3UsIp}Pax?4xF8d}$hBohf%FKm+&$U_r8T*u-0rjB$#vTHDdbNpr!v`*
zwaZra+iYG&o(5DSQfw9OhI(97N#8&X-8j?#hZLD;`IctcrnIqEP`@3DNh4)Y5QxaL
z-i^pJ1S?4@M}{=uT@~O?C?En`cqrO>alOIm6p){D^fKIll{b1A6SI)_ZUuR0tEmGm
zQ(TTmi_X_qPSE(ZABZM0-pQxHSwy^*RL^OxzMNtoN>={l3%7pM)GN6&V}ZVRhh3~h
zOrS48La&{(QSM>J7g)j8qvE+<rUv$rrRSB`>XCOo(@y*PhHJ)OACIB$>MXT}y)9&?
zD5sy_va}u22=tStyn8I13oo}F?Tz}=KXOJPWZ+GRLZSoR&GFWlSA~{;p0hr?$8wAf
zAmsM+{FMt!LK{9ZRN0T>l}HOal{hGZ$C&w1h=RzfR)Odom8($)B+1oXYt!AWD^#q<
zpfUiwib+5C*V}%lyA#6-X607Fo#tBVHlmsvM&>Al(Z><W><2q583clckYNxoGBQLl
zaaPvV&DBmp4nX9ld>|_7vLP%cEi3Q3IGP9Y2;OQpwOzXV{Fu#6P>OWw%3tP4#Fg&#
ze`J6!KYoq;=Udf|`%|se+-7|4sBs%V^cFDFSrBTm*84;g>g^e-pb$~CB-A^kgN!U7
zxwa?XCERwa@Ta$qww;Jw;0NrGZQFO&*HsVsBpdC=WQI+{GNAK1#d6oj^ilo14KDB0
zVJe56X7Wm02Vk^G!!35NQOZOsQm3;%mDcsE>__;CwsV!DDliq<x~s&+iutzZM@1QQ
z<V{eRDeMY?v4HoJiqM5e4`~xMK3_Fye4$`O=vLlJjvQrj(q6cjrDpdBh6R)<oB<Ps
zRU;TTFN><~CGI(tU+w)hG7Nf%>8RCWznQCWv1PXZQ$Ut!Ch;V2jf9qOLIuo#d{PfN
zrh*lJEPwz|5UCO@0)J2j+eT7s9$u~8Q_&uw<<|+`B4Jf~9~CZ(pP`@6#-a^(pgw|#
zZ0ZG3THxX0(7HBYs<odmpT&MTseyW9&|n~p-?6B>Z-w09#AnGU_-o4D0D4b-Io6!5
zvBS+lEt-|cyRpTE-hp=>?<9u1vj#OUFDOsN^tZcsb({1*fxaNB3}*x^T#Z!j6rOwB
zJh=GLY?~=#x61*A!-&AdPKa;EwPVh)-5sfMSkR8ZF3qn|&VV9*AEVS7w@?vS@)R}|
z+b_v!1wH7D8GANR>75}rPAcMYXSxI47Bva9&mOtKI@i3*?D;-edIb9+vNOa3PlF{|
zwyZ91U<RoLV&G+@kp_Aan$NkVH6o0k+qTUYuA8#7r~SD7@#^wzs*Km*-5gPP?L6&3
zP9<bK`k_FH*U5p0|LLH)$AEDof10u48)~tv5@*#M6%sLbYvTKBaZ&BKHzbTXK3M%J
z6@L&CRx%q_t73W?eGvXz0*Df@D{}5w0a2FpvV#*b;GiKx8g7HQKY(I>(<T~OqkRt0
zD8ZC6rj)s9B3Fo#+^?c*QQgJr_B^Je&Ooa4J|aNL%tKph_lc<5Gn|Mpabud<spytN
zo?uhF<njCe?TnP%m^g$?k2228PL&Pl?+8iNZ&E(J4@8f>5W~t_37RQl(gd#*Gd2e%
z3v@sKS$zHfMo{kUe)r$kZT}OKe0KgDP;|TAzvBUgy6mIV&A8yx>{?2hPg`Gk`GY&O
zku}WUDxr87)D3Uc9oKc;YuP$2NC7$x`=He}gH;PXtI6L6{_;zG%Eb3P29Lyxr9H>L
z)=hkwbw&n|{D|s#I)_qXH95Sn+dzV|%5P|@BcHdHPU|?H8q%aYptF~-locBA7=7TZ
z=ES}QG(ymLeQWL)v;OrR%Q->4`y;=$o8R@O4sTj$1|x9GgCgHAgiB`cG*~Pzp1YmW
zg1*&!rAm3a#+Pt~*>(6cyre|MDk;Q7i=o?NbmGzFsSN*|@^Zqv!^x=6?TaIJACMtB
z;jyuRJE<7wG4I=7bqje&n>^kaJi^LbZ1qrqSbP_lQS^$a2}Wk9uxdGG6atlAE+YiB
z|2y6urnzi}*8l+^Kvvm$@4||299MYl;A)@9P(H?Bs7o^|LNxB?xNcfyv~<x~!Galb
zg`#<{a{eyIp^~SLH*#g}R5b7j;=+31Jyi=)KQ298*oZH^o9jB#m~{i+eVyxA>s|AY
z%;z`WU)F{uevAKh!Rfc8*D`A*;>=?VDB9QLY3LTwe#lElkFU_opEUbM2)nK%^PR`u
zB%+t9iW|}>PLC&6SIamK7^u5k7&nOYEzkW{+%eqydiIGc(_P})YIts$NaKh#c%AIA
zWmlDx^yV$_Yfqz9;{IwZifGx^diRKFM9CNjMN|u_xXb8B<TOIasRRr}hQQQkDL_8+
zR4a57nw`2ZO=)<7XB%Ogg3&=ZEjN}|j>Q`@D^aPR+(D_AmuRQ5qla*RfV60o+7#6Y
z$sCg(`VGbK-V!j!#JSJPk2IoYX;fJnha^yuF)gbD9Q0-XHCK=YE82b5U_0b9e}O|e
zOoP}E#mW@t%AI8lF-hH}<<i~JJ+}YvjsJW2yYG9?{BIYu*78AVPe9{PKzhJ7SSy<=
zH&`2e+JnOiIBXSG^)79JHL3IRXy_}ib-!1CJ?X8Qd<JjUe$K4)z&lf)b>2nR-Z?9+
z*eR{%1`E@8uvpYB>h4fj83S<l3cJOCxfASi!U`lbT53owqQ6Oblf^00f{T0x5Qd<)
zq7CFtZ1D#*S>lfGi%&taUn{SPM4TJ4+!@BCawc0}$HNbr6hl@)ob2^!xZOiqQ=3f@
z&3s;46mZ(e`t)u@o>LSA#O9Q50SG&8Gj<cmpVLRp=BJ#0(+7RDXqn{8{KVJf4Bv}m
zFK^D>27LNZ5=FhZhu|G4x+xVWHJ*cHuHC5d-|NZB2CXtwjO!5`{OfJ=)q-Pst5>a0
z`oyn)$&*ul!ESv!L;rXqnIP(IT*k$y1YMug>8wCYX@5EJC!xJi22~N_(`!;YpjT9R
zd{=9ciOp~Q$&|>Odxw8iJj{it%J842Vb}c(BivskC%}sj-w-o*Vxd(pyjF+Iyd<U4
z#}WDShVF(~=!?f6v~TAXPybzZ!#!AZ7-9ERd@p$g9cEr4>BOT3(mETbbG9<q3Hi#a
zMyE~OYF7tp40<bE(9c6?*WMO$rXwENv<}sh+=!ofvGu*<65GK<IjLBx{*GY1T1z@O
zc~GD&4#vk_{-~v$MmcwVKRGqIHT07ue2{P7<|)6|-*st6u4s?H;DfV4^YhEEC$?Q6
zDSNXKSu}Nhzh+-Zm0*dkYYEOE3`QRd&@8FYmBz2cIw<BVCpD3A8}F0aNc$V4VsJLa
zTbG{%-A8&iNl!`5X%K50aT@dFCh3dbny}8oMTMrQrZi{d;rJg1gKH36I>iB5ZdPHc
zeUcc$(PPq}VXEeOx<IV9gt`wgETMAbyX`p~k@1c>dk!lY10l)|t%HmYc3Oko8b_OC
z*Q8wTlq2uPjDo--tx?q+4m^FgZTOc<zkLY$-^ms7=hDVMGQ#s0LF@U+e_iH$pqKXR
z&6wa2v6z%YMq~U(9R8zxg^9gw7?Q;rTepE-5>_B4k{9PpmN;y{(E8dYFOB*ZW+{;q
zo2NR3?>)&waH&U1GWn4E)s>BU%rH>yDS&|g3&3#<?Q{hapxBy1lmw)6VL4-v&yldA
z0%^A&PFVQ8@f=j<0<luid9_Dd<UT{=3ViZ+Jd1T$s|Q88+QijTg0B`}F8SaJY>wLE
zPpcAo++yo7spD9C4~|g3#Yq8#3hPomY8MvDe}867@{=~dF3{8_dmss&b2;rVCQ&Jv
z-l?h7wN{OG<fymFNsYD_34Tvc3<Y5V%x>l^1b4#{G<c0@rx_WWc`dZ&ZEIop^2;e%
z<$06QX+fKNl*MOMc>fc6EpxDmaz@t~n$`4nfMH_e8y>#HZ+M;Le;yt3zU#}~s!oW#
zvy5PPgIA<reGWQuC{BEhy}>hK^&0o$a~ifa8%I<vw8@X(hDv`!mkV45G}>>V?w3vi
z=?tB_7R=uc6A?qrYmJ(28RS<lSP$~v`{n9OsWhIX5Vg@rQY)-m_MSdIo(Zbp?fHyo
znnz1!d$sfdow}kJO}}^F>r-jK*@@{{X7w5E-__dBW%s`#-g#P4EgrhR?UVmK-xc|u
z1-HP#aAs!zC0=dJ%LCqbP8+F(xfZmQ(PUQH_9W1h^rOYwr*9#BEae0}`^;Fp?iDN*
zQmU>BT2BNIN<rfr?QTbe3W9^Gu1_bfl>v$tup}Gu$+-c6Ddm7@lSGy)Iu`8bK--Lh
z?P_y8tY4wvZUGT$gKBfHrF&Z%q=fq=(wePUDz6-`c0iFS<w#uH)Gc}0%+nT3T%$%N
zI|H*{$@LLKoXC@9nz>^3H^gBM%B3w*6d)OG`xhDUO(X>@0_KFnT|#VOUCUkruhi&d
zmZ-k_$Fbihe*9a>{}ZBc>F$+}zk!8*_&<my>qM^Fa|TS7#oQ=zD@5-mGe+&I)wfBM
z!+ZU=GGmI$?eCC2icA;)s9`=@#1kSQ$y}(Ji^%K@iis-7Iq1$I>w%*;pZdu30K6QM
zx>kpsGc||qCf_k581o8v*~&3I@fv@mSag_H-Izc;wFJ<z8NH}laU>^u4g=Ne0I@Dd
zcZH@l)A}Z+veT_PcgjWkxg9(v#St4BL3ZZQgQ2e4A48NW_RJU}U2GPmgrz;eo7Xsi
ze#lyE&LD6jULbxfJ*n;mPz-^B<wW?=oqJko4f)qpj7jA=Y=Y}9SlJrxdEnz0pRNt+
zClLaE&#4WL=qTnU`H4<l96xay?{@_yruB2+eUxrn$Xf*gXATcfRV#)%{HQ7n4E6uo
zYQt;e|8z#TuFj}?pZN1iTX@NNpP~8g<$xXFLM+3v^t<lRgbyL_!+Zy+h0s%=tMmqs
zylBvRV!O#NSW%$N)%SCst8TJ?P4g>n!|g?yZO282v0V-ep$JmC0ai*}TxrXxIP`A+
zkbYyEW}D$jkfXq^NG-*?4<QGbb)HZo9n{i6NP0RQ-@cz$jsrUY1vq+83g>|<U8oDH
zVq&5ZvfA^e*Qk5~%(*-0PGn9Ccd7cAmQ@yz4%oZ7I#Xr1K|KuCia50BS=Kr+kuPDE
zkj=WPdI%UeeH10J=fKO%%6Bjem~q-96>9ZeV|F>J_nc`5*pet@m%7js5h`+^wHeAw
zLs_3)A_i|&FOw;{9mWAMyjlS`^>cah9wNnDXI@A>jWg?B?ECkX-=1Fjw}S}ycV^W8
z|9>@5{zFawQ;bxD)xfJjuP@coSPwmd@GdiSGQ>{{30yM6HUcHehIY&3aAp-~On_I}
zVfs{xL5@JRga#Vb8uv{=X3t4j4Q$*=_cD4vr9j$OgOIf$<2_KLm^?<iu{f-jW`ex~
z0zpDe)+P}|%?=_Hav9uK3rzx|5hk9(O<udSfEbQ$5d%_<WG2!N(qp1&exMlc6V?-Q
zOB$BHi3d?Q#MReA+t4Vt4%w_Zcfu+_xA?6)p!<SuT`N$_<dHu%n*&#?zVYi6Rd%L2
zheaG#k@3#k5yBFNJPA#jT1~^qRq})Z`kQOTUda&KR*ON@%;nKf!P2ln{%(Dh<jTvj
z&)hAqI!NC7P<_|l1esga)!pryiV)a4&7zh+*hd018{f)>rfXH|cz6jj_yP%gP7!@2
zaa#uUoe!s6u6pOY3#+~95hTQq`?_ts%Eq-|5q*>f+dfEgl6gaXkC<smQHPlnaY7Er
zzm*alGWS-thB21`k!w5eM(4$C2Cp{7T%tTdAD36(sgQzN7sfG%`0)pn-`-j{*ZC~;
z{cP=S>|-l!0x3ZFYy#tu;@ed>e>cCZn+kF+Iat<;w0T~^^0;DYY(>7^EZ%9)<%{@2
z>3oj5dnlH|q@)M5Ta`oPnK2ESP7geU`s)~1HrAb_Nm^Igk2|mpk;8Sj;~BTO*i_`c
z0CNplrTUE!LU80{BfSd7Z&GYEcp6gfg0Wnz1n|pVo=^>|<dW<v{H9O%F!uP_GBtrd
zc&9oWE#oLSL|3Gdk$Ek$#1DkC2?cYp+_Sd*ji=o^!=Wi#cRp_rFkVNwsjl65taGH|
zP2e^w``;h8$UFV^ur)|m|83E6^Rwf6KtTg^{$}AX5%CHRsj5JZRXatV4%aDA&8}>{
zOP||=@wI`8P1kI`iy3=ZD%Pm`$lSqQC=v+Pl|8VH_;LYsp#2NPL(cx|<IVZI{vVnD
zPwg8pua1!uEzI-pH&VZ~X%ydQC%syVwRxt8x-GKZjJ9?ukT|SJdx#~^ULaPPh^1BD
z=ne_2o^HPGnzlQRpdH2u721i26dk54sC7F^uFN|}(v+MdDY1Hl@S24p+6c|hSMN5e
zPvDRuehp!6E!jb{Y*9cIRIx|S8o~ldofrd|^jbvE3N0@mkLu^3lvGd*URnBVjK1ig
z(f({2O<yt1Hjf=JFAX?3pM(h{2op#Y?Ox673RRU&u;`cwl7adjjDriMdW$Y|k)>Q_
z<gKRy4DDML^nGtpsu?L@0|sV3+C+j#OAzW<3YcROV2Am7$kzEOX(w)CCBtul&Fi&(
zUv=HVxBsPAAV*Lu72eZ{$mm?yvrjf8BFHvj%hOLmcy~zo00?!2dqg}6x0_+Nh+_Dh
zwa$b0)a=)~q7%-Q=57WMC!bw(xJJX%)EjqQifkY+^md)x_PISA^Y@x|eMC!ci~;gh
z#ga~v{}1ePEkRuH0gI3A6)aR_8R5Z1P9~);^%Q8E^p31K@uh8-CDh^Rg&g$IA)21@
zhZ|ZWF9p{^Fk#H41#)tBXQ$}A^v{9fEaCY4zv~!Ba%>(GfiMGPF44}B%$#YePp%Vc
zC2@8vS{Xv1;9Q|E2z$Rs(dUTtf>LR`x&<ai*H4Vd=IS=0spF@TzzZ6Is4C=gSzdBp
zN+QHMo^>ST<i?;7gLUQ1HS=+PBqiR{Ii`<#-7qY{ycV&j4&Jos?GTm(Z<V^MjP55%
zaBgIZJFb~ptg<<+MYXoalKnbELr(2m9dL8ogwcXrGiReVLs>F93dt4C*S;QW+M3}-
zY1j!R3^!#$UVm^MgigKvY^&<sxtrBoc591`_ktz=coW(yvfAG4${$@m#Ml7Q9r#h3
z*uaNl=NZ7-XM-rvd(dS&sbOW!;&cS(<ebOp`-`Y$U)rZO)a(5q##@C72x$F$W$E27
zmsjt8C`^L(f+6hUrPsd;FaF<t!`Id`mqv{<tk`;}H{f5{?$DQF9W3Y7J)m_|@haA$
znWQ|)+%Hdj%QqA4eq}Bqn4z7<tAeWD5pSOi^)i`kQU^QygPeo^c3wW3j8N2TQUw(j
zDhDgosMo09nJ(^o*b^x*0o&gxXCLM?u@rBBwZtleQt2hSX%i~5{8T*YXBYM31953U
z!RgIh>rhoT6SL`KC$HvF?OB?M-8E%>-2$RMf*e*3&fR&XXCEfFZ7S9k94|4Ubd=b&
zPhnU26L&xabI@UUqb-J21d<oGbI(kj;+)Pjz+z4$<)FPK8D399%KLrnKh7W3o?o)^
z1|y;}OK$|`ny(e|nv~w))bBSkZl3KVVVxEH5pM`q#8_DMjwWS06F2`#W@v`mqq;S7
z3wSj~<K{C#k43+&E2y;M5wnGdy=VFO<yRMuT_OZVUQk}O`7Jgb!hEA^X%{gv-hz9+
z{H)xgV$RZr1j57Oh`dHIg$1v=4G@z+R2#o9(wW|v^sQh%hc5b~YD+HsI(PTPv$5&Q
z8cSR6{5ugxr!CtMJ0=a(U*S5o<GzF%=sh(cCcu~Ko|fNd&UU<^Jo17R?r3_W^jCYf
zNns8>c%m&V6UMbUjwja5q%gE`Qeylo3_%o3RV)K!Dz>AIo2O#vr_qM@x0MwTiPD;Q
z<p^Rqq1@hRNf~c?8I|3piF3q52<~@q|3V!wcjBDg78*jDow~Cu10#<$b7P)KiD8B2
zp!ztFm&)$$Ah1fnHhehzTyEeZeE9+gc;1$Mn(}I6{=tsbev_SDw#)5h(XS;Qiby+J
z^|~AL<AeT<$rm<z5K3$1AUv{7X|-w@0CAWV61JukYth>B;@p1lH=sQppF^|*9(SIN
zjWQ4Ijng==?)}AQNNO2Ma0v?lt)=h>E(qPN<L0z(>82<rr9R<Cjq=J;ygA~b7E2%O
zBdrTe>+Pu~j1Lb#jQ_Uk|KDn8>D!T0MmItezrAYe`!_phjvx{>Tf~wtR(OyygT1iG
zM1F19&FaRrazuYKsnqvrP_GC1z=COB>nUP1B6I$-<GNSZUYu}j37g5Jp}tTYdQ~)X
zKY(i5Xhba0IuD?D=?mrimdUvYnI;yCuWN_+9fTiaNpU<A80Mf2;7&N(ugJ7Re47+J
zzJ7QV@bEzwsz#~#IR$+1(UVmFBa^xCu(G;#rvZKICNB%<q_0}&{OGeAQ?H+`&Q+&=
z{~gzb@;LTxJ&<yo^~TfW2=}ZFxtM4fWgQvYMa=;PBwl@DEwill?+qt#E$HSB8*dlL
zJ3&Q2mx}eC2=t)Sn3|WbzhHe>ao?qiJJU*q9|AX;W{R1@;ES2LeBojJH<a3=JBt_u
zyRU{0-@rB5k62M?Mh59XZ?EOzt(g8B*Y$L0|Hx4H^cKLsHYGoY4m6)!XL?#Ri`}<0
z^Fo2(5~lWBv>Z`7D{G5rDJLm#BN!VpY=$xdqX8Y;mqK>G0jrfpT5uLJ@)1@mlGy*o
z@{R}+bx0lpE;$Thc%>dZrYv>(ufV(I7HdPBJ^OavQjM6dxX}*=IldTR$$Hm(zIs&4
z;pKD5Y0de)v31q!gkBfOI#N!>z&2^dJX|{N+QNc2Bx-V#WuO#ShCGum>^hBxCYsaa
zww3$AvTj%Xz<6G~)K;O`b@$HMh}lM$iU81Wt|)ve&5M){B#l5q1`fyabxnJ+k_1~g
zLi|)LCXCXCI-eB;7KlYlzU9jiP08T}epbMMJDS{f7sl=e-+=0>UR^W>r;1Rq)^H3f
zoZmuEeCc!48@0!SR){?g){0*qZgmZW%;*JG;IY~Q;(IdxepKL8l$a`mB7*xmmCY$J
zJc*#di?%W1#tiA}d1fOq!}a)arYm#4PF;M}1^QK!P1XbOEg|-w+wXeBJ}o-$tEm5%
zdoymW<c%ACbDDF+%(3*<asV$C)66jGPd>RPa*PO_%~(8ucSJsgmB0e~n}>3l1D#;j
z&!3ttCH`4&d@A=3qOE}I-ix;^;_D`!WFDbclkPL(xuTE<;l#qC=a21f|Eu2w-wjZ|
zS)8@`7qaH+Umt(}TSdQpV6W`Q>f1jg8!pvv;N{cDDq{Dc50$<-5ju6j#j<ktd9U4<
zr8mceoX?YB%c{~kYeuuCC;cLF@VMIj0mY2_tcVL=`0<5M$J#Qv?YOkdIxQ&?XXrEa
zIzuh>@vq|@&gq8~kPA%ktrWC-v_6*uhPh>7tN4Qw>1zHiMSn^_SXCPlvDzIT9|^y2
zF6s7=hjZ?m3~K0KR})4r`n??ylDjg_s~R-*r0S{~6b%IhZjX@7zR4+hkb6&t{7O@<
zwy(*z24QKoTmbRTP6M_y5n=hz*i3SCFWQ8^Sx|mn@!S2rHr)2Zj>2<a<)5J^BVrT4
z$5zRjdf``;!-sy+-2IB|-H?j)z53&GZjZ`JlyE!{B26pH<}TCHD|<Y~qqcANBr#LT
za|IHQ*Ra`6O_BR9Na-PH==4N;Rhuf!7WcdjYUXeeX{H{QZ``*m@r(6D01@$=`5X<O
z=+8>8NJDlJO3`O@(g7TD>&_C8Qn<fiJNkfGk7p@?DDC65MkwKG2CS@AV#{R<BjLTf
zkHGu9VkZPP&-V%gx^CIOO<}}QN_?!fdUJ<oFrg1$zA@0rk?V9XdPpf%TGlUunJgm1
z5|C7?v+#jo%6u<0=ua+%a*&rTJ@C{*8DS?h3J+~F0gbW8s~=SWeG;z;WGDek;{+3`
z@41zdFGk>2PI;^EwKYiUzTKvSrJ0bDgQQ!Exn_G@)#iwrxx5OY?WWan@mdX&vT0)%
zDy$6HWCZT{a|o{B4o3k(3`_0kkvP+oSTtD_gMdv04^tYT&*Ad0Y|ylrBpc^ekLY<R
zbHTGW?Q44zu5X(RydNo*MBnI_fp?6N)+l@GPvn9q(F4KEF$QP;xNBx<x{AMT#AL1E
z#fw$|eFcwVlJIE#xk7k}c!db#xT!;RfiMhK#r$CK3MtDN7K7e4dx@sR5ovJ@>Ym?<
z`$q<fzxQ|YZ@;n`#0zk6YG{7->&Aa1eS>So!x!pfe{KA&cDoe}sw8G{bZ<((k)1Fm
z<!BR#SYK|?1;{G#=0R?;03V$@-$O-V%cCU`(N3%UWtWlGW~YVPrJ0EuSE!O^%U880
zaQ=15DzkG*!&poLA+pv&((YGo7)ZW*>29b#y;TKwRpjR41b5%ftl#739l6%_VB5gL
z**Tpaou@?^?in`?SOvj$ts-<xoq>0X@<)TgiN9VOLV{T@DY!&~x;h7f8{jD1r(7sl
z;xVbp-P;-WY+Lu~U#gg!GUaukgFnJvjb8Avc|CGSzMv$;ng4h5*m`BC*K3Qb-g}|M
z?KSpw2&JYS=fxrEu!~NOij@p6{ID`bpSK_BSA^V|42o(5*2>3Wv&O?MEgAk^lWD#?
z>8~<3EW>r&((HMRJ@cC2ws@^)%{e7c*PEs&D+mghr-AFTHIZ)a9u}Mv$IREhXTAKQ
zC|AE}6KW6{X<Z6)Btm$lfX`{T8HCi|2sKBpD*wB>4cS?dM8{c6kVi-!%jvzbnDG18
zq3nuD0{y%njcNrLpC@Ga*9rbD)MvB;6KrIGlt^x+o3AlV_*3ouye%(hhG~g$K6OPd
z9zQBBG!u69`swR0VQ#;k;#n20uC_z9coh)1)4JY4iDI=VsD969cVKSMMeI@@20}9X
zuWs!i;4&UUaJ3s_fsDyWDh@$YF(}X%K?pGrl7L-@H+2B?n`OY|qb$aCcU0sWTd^{y
zlW^IvJ)Rl$WfsyKAA3i~StWVH40S3FbmP2YhmX0}c#*K-r#*7P)QW_+r8fr|6!n1C
zZ+kuqU*BK;(wJND*=bC&HH1xb`PzKr`o42bn&t=}VEK9<IrmoAv4yRn=#<UNvds)b
zywzOI>;Nc&36Z?gC}Mycc@do2G4tc`k)MUWCq6#~a}8hw*Y_nLVD6m&$`X(KC(OF%
z^7t6(=sz;amvYwxt(HwhwG;FUFg@KGphSXKP%Fi+Gs{6)f&R%{?O1PkK!$H_vjh~G
z6H}^=()@{sH5cB9!@9Wc>H!IAOPd=!3dmfV`GSVIdoifo=F+%$4I@(<F9mB5GY}~A
zu2PP^Q}B{&JFbm2u)O`y+IZgfY2pCwPDrnMZ|M3NhTJuBj7n0%y&D&2cG4t{gOYVd
zf2(1FGOg!rPZdjXmH80ybhQeP?yC+8s+f71V+sAk`rpOJbHj+Ms=fWsLr?Wbo}AY3
zlR6{&o~-fIg7U*>aLQj1n$6}#SE2lB%z-=MSoX9?j$4t;FQoRmY@4qlxMDPPS7;zB
z09H_XK<H7vm(t|1jV^6<YCQX`R{Z@o6l>C?h^C)9tKL)1pAM@YC;^#XecvOkwI%6m
zsmOQ=6<?a!6uH{8s1J&m11o@70;A<Lt)QpYx!RKksro-%eS0|5{r|rXI*9IK%UMog
z8wy(?x^oyah8-~~A=yMZ6*}A{$2nw9Y0k5aIfe<H?$8n$n$aCP7%7KBrRa43Uiats
z``zEeAG_>*UF^EHy}X~#=i~V})XKN+gqCC~sREjy8==X8_8T@vXXbJTN>D^?ojk?p
zauCc2!rl(5HpDY+HB3Uo=~;Q?m_oom>_cqc6~A1&D+T2!K_;+iu<GU$<PAhjC32E+
zw&^<Rku-z&jzdrdWlOBK$s)|@34>J`VW%jmHD4wf_^C-Egr4mhBf?^+lp@??&BEb@
z{@`rNfQ17We3}_VeuQw>x;$d${#*w|h97}&bLgKDS|lqo>xwY~{Bo)V+5n!=UCq%T
z4C$baIFMG1Z~EsdXFbFClT<U@^Q^u3FVsAbHGi$;*T_ePZsw|I2G62PNXz-!nO`JV
zR7FJAYEzx4XEfuxIMayD&E)I;@Y3%cy^Yvvew8)7v#)scLs7&~aC4&vZu`QYJLBjB
zCF`V|YTd9tEB+NxTp0bL&7NqGplb`eH@gcMYj6F1I`ki@yE2fvPqA|+4S!^wJGLSP
zM_VJ>>%`u~HJkCDZ@%djvGc@UW4kvcY7;?4*9tK{smihW%++J<Gg_|;zgt^8(n6ko
zNB1`Azmueb$~TYlRmy6;4*wX+Vq4EPGpV>%i@nGftx1^;&J3E?h$)OiXmVjfdC(c2
z&6i5(9=3L?ZjhxmzKs>hFuADUzjkEcx^q#6(h*~4I3i{Etr^BVw6UcalP-$$uAxZ2
z{b<`MQdf>}GSZ|)`6+mRiEBt?C(t;Ozi6pI?b#pUiTNJorSc+?$8Lomxexi|w=x_~
zm)t9}q1gOsCW=S$pKBSw8!Zr))foO?QFx}W_a}WcBhUo98JXzWKTXJwt*NR%%A^-%
z;ru)fHLIfmk+iO>OAQOa`QxrHFT?&4$?UNt5U!9C7a%K;%funiwml1&O4dzwr5)jl
z@DwvWu$rq0gQvCUtMb9S)qLzt@~+(zh5L9<)<bW%*|9Jk=;_CSW7k@=+AFiU=B2Ob
zG(YlUOBpt^;!s}k<^hs!iTZow7yE<6{nD0*4>Z-*8WYZnQ6c3L#)gohO^U2!Tc#<q
zj>7eTk=Xr@X!UE54!LjL9T8hm$DN@R-7|3MM+6L^DG8ds3JEA<xRJc)9LzAZX(EQ*
z9Z1XcK#tC$(}GOldGo?!;rZ^DXhMycTSiP5MqVQ_3BGU!>CAwAhwYc9%XJ^-3J*d8
z(q$(8k<_jeB$v{7m(|B|uD2S-djw<?2x3xR0_ZQ+gS7@`eL*&1$Q6tp8=UCbNdQd`
zzPth8@FE$A;6^3VFEGhhP}pNg<-yUfuR2yn`x#8?KYi})mx343t_mZ@E<SgXVa=H|
zIHvbPXGSZ-Joud;W;ECrl2UKfsYz3ajBFWk-{0}_2hdh9n?Vx+80HRH439+TL&pDg
zj&ILiFzlNdSiSx(>l`vKFS=21NX5bBWkK#e867YVBwwlE)mjO?>9w%xQ#3lEc%|<7
zosro=YNgJ+H|eC?&UFwmY=(vQkCxXhq&v8wi~~csgRPqMQ-tFTFnkeB6m=dcgwvjl
z@7r1johLpN`dZb&(JtOA`&wVvX1!F;&z4tfRte}pgg&#ks>j3_ub?_@P=giSQ_^R5
zPbn?pCd@`##yttv65NF?4^XV~57Bo|;V-!yhT6|e*(y-Zv(Jy5%x<cmbk3WuO`lOc
zcp8OE@(HKkfr+B^<38m-Rv|e?QB+7l#HK+52e2n7f{a4EMa{JguF;I(2)($rw+1s+
z(^m*|pTJ0@Y2dGZ0`NNa3(jsp%AJ)pHR2f<$eI9^CmPebLkjj!7ahMC?{TvxZK3<e
z*5kA1j5v!V*X^HcI^JV9(ffB4*utmOa}5KKZ7;^^dT2e^I|^;BN3+JYkB7#%^^xUU
zTc)@N7cNBCw+bw0J-%y$MDma)V;XBMU#j(6zBDlFH*@V!H#c1IoGsu*woqS3*LY|l
zI32+0i5and>`m<kwo(VH8}gKJvlH3xWt)`<xPa~g<w%L4K6x5-L$woHu~Q?;hvdvn
zVKw=S32%`AryMIBb6^m0$PIxwrx6_<)6OKD)d-)dYlCiEPiGDi3AYC6H0n+CfiMf%
z^_qak(0T|aH^b6-Bn*HlxIMv}7Z01|sDV1A!w*o$&}a(UO0CG@Ygji=<evQ{E(|nJ
zh0A78K=T1B|EGiAhBlx@xlt4uM(jy{4pI=1d)%KZgm@+j@g6-`^sEPzz3$!FQUqb(
zZ<+9QsQg#R@+mIN4s)B##l6r>y0_%N4i(~NJ=6ZK;rW(%FR3JTE;J|hQcsHmGR&t`
zxD@v__V(hhySx7*7CL$1x4X(($h&sq?x1;Q>akniycwE$L?+We>Dj3LMoqP<N?vJf
z>{#yRE2u&e8G$z^hPTeU>yx&>%q!ZqW$+4#ms@|xWjj4j%<6L!ZzI4;Ypg`Z%|WbG
zjb}C`1A@y>#|nU!UWJxO;<3=$dNYg&NMZy!8LU<h&lCExrX-|3I0|ac=ySekj+Ryt
zvsM(rYAUzEI5yC|7ukm&P1kb|#%zxT8!(ZL8U;yELp#nBwFEuvP6Nsb-g_xemxabB
z-q<uoqZVcmal61SwV~A=JrBZTeR{xZGe#eea1oFe1YH8}u4&&8p$o$dSo>(fVAF)1
z=*wY1$r1pjzbcl)VN3Rd-Yfk4nw#`kdaJI6s}EO$m39mTj|?UCPvaD)M_UE9mNgW9
z4kCPXUj#t$uMt^w3qEaauOp~t5B9-Krq<9$(e(rF0qeG`a6cybj02MtwzLD!t{F!6
zV4os9F?ZF_Fcq(TOR;sX?eWh%B5x4Aucvj^!5_W@Rqn>V5!s{dekkH`QG|=;a=g4A
z%M44&h`@&y=oYKp*^od_do4*_rQbl5AglU9H@K23ifl;bjGnyD6?n5pESd{wvJlGs
zNyu(2n4OGWZ>URxNSQd@l8mAbRSoe@k3}3^_GTB%QUq?ai6?aprzOVlUg%D0u%hEe
zB8Jak9nQO9Q<nlsBwsUS1@d>doQQHE3NDaNwU=Mtm0Ddz4A}?)sN#n`CXhV&|BHm=
zWD5c3)one43b;>Pc6w5ZiA^-m1Y=D}%NA+^HMmjzRyhkHB>D2aTeio(T(Vkz^Y!Od
z{l8_NHsPHYegf^<e_i{Le_42+BKWir;#zZZzf0KC`}uB5FDyJn<$Y#8uR=HnAZxvz
zCq|3vDRDJ-{9<av9;_6zYPu`(<%*L})XO5{8;j(^nWnr<iLq6YK@v)f))#uP0K1(Q
zf!kDOucnv_nS<pa88i(rv`H>^!AJy26Yo5!1$!opk<KdKV;n)wXEdMWV@ngUc}s~T
z=^@xlvWvLftCOQ!w-(DY-;LcUb#ULrOonyva0@OhFz;_lh-G(0s?pk|c`Vv-My*Pp
z0|u&2?5!T->ur6U`Hg%QYBf_xsp-++cp-#NlzL#dhj4K8s{?*Q{JtnL>j}}nV=F`q
zw})*3D<xeRkAqU>2dC0F<-<_~Gs)|bU9<;7h2A$aMLwx-YI0U;&+IOw3{CX8Is}WN
z81IayUPpKr=v_Ior~I{7g-4*MZpE~#%*2;0WnbgE{RXWVFoh|YpfWKEsEs9X0$q9W
zux{QIJapGe1Z$!&!bdrcl~!BH&Xv41Rn8@qgi@q7rTKXFmj<hcA2I|+`8=kV+o2J4
zG?2lwVBXbe%}+$+NiiV7B&QSFKj&_$GtT$mS}L)wE3u(e)5Xe*<d?K_%LFOC_Llbx
z4DPTNm&n2?t6hgMXjMu=q_~OuXc%WRtbma1$|=ZU8ruWP(P0bsaXYNC&T~8J^)MZ2
z%PBEZtT&FK08NC~-uxXmrECzVq)(I^b{p`7S$0-0Q%)SEZ{kJt`lK<yigK&mKUnur
z9v;0x&J1m$t(Zq3Fx&#3{-+_p1GHj06<CmLAi!$V<YT!U$fPI)lSgcFVfe>4{;wnG
z`u%r+FR%T}O!9*Mkuj>Sk$T}=Rb0wwg-8eW9%dm5DH=E=NG8sEij~OyrUW9a`biF8
zI1D1AHk%|jA-g@0U2v^R#bQ`{)jG^(epPUxC3xsOuS8Bfi&>iQWSvaEjt|4m&B)&R
z_(et4>0D4${-Fe3l;<@IQ?tmk&T=^9Cofcq^^x7wyTjap?=+UV$C=+YFGD9{qb64h
zs$L&_ap{|M=3ru$kBKxh4*}oK+2P^$S(g{12R%#D9&dW!lsM8}`Gvzcv>8fAaSh@j
zux%OvRb&W579$%xXb*n?A-v}bqqVe$>IEggJGCdc_$-Fqo!yXq*e3dcMwH9Dg#)H3
zmJ}A+<5qTc57t;2hAFIhFFbolc`4~t+Tzo*cPa2!_uC)IXr-6d`+aGwO2@^2@@Siw
zhd$}n`oP%)w^+2N-O(7?!!Np@@WU(S+~hI25G9AI`ESBiNePtmU7sF!)%HM8&@X8J
zYHjy$Y@pBnz2<{T<prvF{+N`C9{QP_+-9pcghzI##NpLnqo~wf*P<Hd_m7=u*w}LG
zzyY+T%kOr+K6}pk&-s;mK!!!<{#?2itNh*dyT<(3_3^f~W3-Q63%^df1vXeLUW<S1
zAxk%zvY4zZZ}*xxHn}xp@mm0wlvdmjB}?PRH9DqrmF^hXTjnHQc`{s+Q5Wf<m}(I5
zS0HovZ<%M_hjuR|J!)w<;_cUWE5f_hc6z|#4ZK+EAdAkShTX8dQ`}-=mW+6M>c`&K
zi#z=87gfw#C(zLzIj42;kcaZG{ev!{20{)g-Wgqa{&`m4*HIw<EVuV@66tkWye%i@
ze!+H1ls+lQi$jfd?mDEKbMavJZPD6Dpi^wp1Xj09)BZJhfwz%PPcct#Pv+%of6>ih
zWfxPm!EHjl-Z3OVZA7(-l_61cba1Ou!@5=Q^6(6p%p04LCsCi|c-AAeQOVFc%^SsE
ztPd)EWW1~Q*ybn9T|%&1bKgMU4UcG%LnoePNFI!Y6zTFdGe#=c1BxwBh+AMbqSQZE
zSw!LQc*@2(L$60$Pzi0&k_b=H@hAiDPJ`M);gRe}`Y!yew;-Aibvryv)yc{ay27xx
ztd20j4Cd^mSLymMQ$al@$$YMR0|`@wV1#=xQ;=?NRABT&z*!QIvZgxup39ya2#5#=
z6tA}hgVVOb`?S;_tWelrOygzCZUBtm0xk>f=LwVKk#2?O*x~e8#KW_M^}v7z3`(28
zFcHU-UJg<;LXn?sYP1xQ^XbeU%AR;5B++UClAIwP+7QCd`YcZc+!|ScU=9Hs-z*7&
z#{gQCGr@!q(4-A`z(?~yw4dJ<h9B`Vx2m6TW$u`alg+t*Zv=!N>p_P!_pdC&df*cb
zp>Zfg1nAZGaz*V6;$0jOl66i=IYwp}5Mxd`0KZl7Rjllmv+4}IyU+k8n~041XR@(s
zbX@%d(fRsMRh&9B=U~Wl%z~2?F)-h;6!x>E@v6-+S>ePEk!`cFS+6!F`^SWlq2W?p
zEu!bck3QZ{>FLy6&OVaQxX4~})ScMQ4ZqII!*=)GNj1#UlbR^LxY8z$wmW4ubbo8q
z+TSwpw-?sczx!KeDSeG9>NgXyCyJgRnGeiQc=VO8taUv2QgdH^<oLeW=JVg%14=)N
z`qr9d&8;TRSV%q%dD-N)?LGYo6zJxh`}ZELy07}oD)N{Wu75NLu6|t%o8g#!kKf&O
z`_8y6k-X$o8zIH%ZaZIl!pEe_dqm^YW9>gmLoMw7OqhQVL8FG>31iQh4GbRifTav<
zwp{C(Tq7497&f*sYy9hpRAq1L!PE^FYk%rII#VtBdhKYw(x}&`gFDbQ3cpR>x^`Z+
z{_gd9B(q1qDfusR7wz~ZS@g+s&}+#J7kr}vLnHV{Cf4>L9BtZfTKV6<tJW`BGznUb
zV2^S8O(HZOCP}?yB^s}p64IFFmy()Q!m;i218IS9+}p7U%pte06x%z$qSvDTEPH+I
zhQeD$ee1nl(pO$LGhSt=`xb@dZ&^_o#J+14#l9=mT$&oE`ntq^2~@&q{Vij1Si{IB
zsB|S|e_6#lHBG6<`4csB=VbKPKX2pc-3edeEQgJ>jxr}D2~yZm1o%F~RVt>gW+j&y
z`%<WXJWx<Sl73V_wzX{2?Cnou-3p)Fhp<Dur`oF1*Sgw^gKy6l6$P(`28NjG9@rM&
zKa`^W;BAhzw8Nh*;MK8A)iw7fp)#G`KD6FdW-?r4X|UeXdE3PF70J)gvS&J_r`29@
zYYN)K?Cn%EUE@-A*V9%hn6SHEAe5R9aoK15p_A;~VGF<alB;<wD_Al$j*OuHw$I3J
z`<>p`-x>7%Ma}Py6P;qTj8eJ|sJ*CN<$Vc3T~2Ld{`E%sSR;H-<aS#`?rQno@rT)>
zGuhh=+wcKHW<ep&?jD!o>dSVlQpO*C>mM7)ZJZ4dzrWinJJM6Ilq=ck{cFDj`NICK
z!;oNJSTK%D^hHgb$#{6#_njHhMStq_Y9OQXY4PD&%DFa*^0tVRQK-8QcIYSd?OT~9
z4=TPZTgsaMt?Fk3;^t1x;M5CsDnWstYLChfBVYJF^t7ve*+~ny+=~zyW$fGCwN)?o
z7iy%xBks0J=y|o$?MvNsug!iV`rr3whWtA9RZ$}@QRDqFg2$RD=8)R6&8ar0rALC1
zuuN+YZLNyKGM8*F2^Jx<G$|}+%iX}qS{(e<n_Dee%l74(TYHFpuTmNoen6-GFnH_P
zdhaGnY2(*j*Y53apJ%>{V7)y(X7Fu1;McC}4x78pk(c1&5|;^6>Dyl$5rIAD&h6K-
zeiqQu!P@fnOmm$(2_u)_uuc*gKRS><X>!2sS>@>B1qbdE4)xEnt;uJ^qAc>+Z=XfZ
zlYy17xsRx&_Zp9Sk3VcyJ>GVwBv8@JFvQB{vW&==H4{bUq~g!MIX{u!dD}iV61tpq
z+illS!l`l_+lPt%{_%f&`$h)Ntv}1Wm;RQ?SX@yZ8#|cO7@;3%%r6MuwlYn$aVU3{
z9zi$m{Sh<SlBJh+S_X6dDLQb~nJ_G<6`k&8aTfx*Ju}9CHtXF+oxykwesz!kiLg4q
z964X%`hpg1{O(riw&f#JA!C<{&U5J7GrxfB-k?t^@{`ZXAAkNaKM?+YT5yLoc0BDk
zvohktc7^zJDR&Q^cwO%oo8t9M&{6*$${Its{OD;9*rK9&`x%R_jQgW{;-%%fs{A+F
zXN_HcwVqimxn*!3@c~ay9m#1`GVyiXvC|Dfkt1ToH-`~BLWFJ<79|(W-zn!u>;s-F
z`!yedOibKWyj*0l8pj~)xvTiLx=Spym-<A&cqJ(I_lkkNi(9GWi|yB-AqSwj8-Kz-
zy0Ydi7kpk|MEKKECP#V&3Cyz=S)neY<+OcpZ?U46wAy_I*}P2RTo{cE9&&Vxq+7Tn
z#|CB|)4+r!1fp#NypsHgkJmll@cg477yD_11($kx<VF$&HK@lnrU5m$IMiGyvfK~1
zws0^t6<&T`6<oVXXk!~ZklJ6!3Of*E5LZ52cnS8J<Uib59Xu3r5h6!TSE~>Zq#5{t
zM5GvG^$HO(V{XJIJIKPuAd;d1y%+MxZ|H>O1lw~a_laRE6?T{!eCToQ8<u>`=@1Uw
zXm>N(LKDgLg)5k4d!B@!g+FDSH&rk&G7kwisv_cKAbEo1E9G1c_dT|IT`!+fNzEge
z!l#~bv2Y#tO(h~l$BuHKn&ucX&S_rrTHP2mb!YMWCYS$El5Q-?faOHozopU(bu2Y4
z9OQ>1lXLD>_O^#}48gNpHD#pW<!6D+B*DZ9Hb>8HIF$XF%Rweg;gCQsY74~lCfZ=)
zUN0<EG7#udt4@y!fLBPQt&KHBV-wuYg>i;&Evy1E{1AusH&AWf_Pk}XfBUb`f`sb~
zV`mHd11Ji)){&8LG#OZZ7bKJBM{7?$iMd#DEBkDl!vcN!1wAkSWXS=(DWC5*_bsul
z4ei!=B}s)W<1ceiMh5Dswgm{m^9vIFV(CXDoudi#TqTFEgp;iBIg7*D3&S{7cJ?Et
z8yxNGWPwhKT(6)*Eeql0bNxHkQEB*D%6<loYJ4!iKcKLevV{XTBRsm{$)G_kOq>}B
z!@5GFs+}$jx3e8c55ZMx!SH2tplK9EH;)e$><NT*z4bU9wMaGdTORH34#()R?q9#O
z@=Ps7pMTbRw_tgc_3Y?MhUw}&Cj95z+S9U@;99?xnc91gKtlGB^TQk0Z0T`Nu|=i=
z&e!T2E%?nMQ=IFG$aI#QI5>yHxsqvttjCr6dq6klTg`g9_&gSP76;d`TFoASw8rVv
zJCgx&z#9!t+iF)n>{8A#rP=Ysq~?a+1D@(E|4OcI#|`r~6#N#wrj#BOPN$-h>>qP^
z6{6pv`w#km0J>K;(+)$6;~-Na1X1qn%MNE~Ktw`gcQ<VX{}F_pq5}}cp?(5Dhr@JZ
z)X+{(h-w)_23|4MskNr?%__Vo5)f27V6DY!^5J_RYDQ{uvOwN!6)$0fLr5w*j28o)
zt=QNzM6?GYI|!)HgFn2kzxwk3G=GK*e}mKa-#`R!(rRkKTR?oGA;vnU!A}n?c2hzg
z3u~mV0qZIR5*Ej6ToF>uLL{TZc@F|{_t_J#FA~mG?WKlrj<jjceT%MJ-7W*IP?5GU
zXD7ex_Q2zWHlz}Vo3w65h>fJMLWa%3gU|>Qs!|}J-r$9n%jCfQk9LyZyjByOktN?~
zN4aQ>oTw-<5)or+#Tp}&qpjhFB``V#PUC1u7Fq!m^Tx0+D|<MV$HaCM0Mu6=0?3X%
z*b}xOMd1|oj4D?KMCu;*3x>%JKjzrd{_@g8;1C40Faw5LM!nN{$u#K%-Oo9)CF65-
zYG*Clil;K?=XApl!0$8GHuvEgt^{pqRz8fu@?;nb&nG<Y;`t`P@0;OJexl9r6R%o#
zQxAzR(hEWc@1gMNOl8?l!+N*epsY}&7X4wQJcD~MP3S$E`4Qw8lGyRh^{f#KRb4Es
zgDb)tIpC@Q1=%HY9Y{@6AwFM%3!3FAktaCh8!hBCzWyl*dC(xb^B>+>KzT)S5hFKD
zJ!BhGOiUFTz)z7M0$O80y6nT5(iB#h%qKJ>qwYx)tC(#0ib)x|N_hGLdrs5EU8uqj
zd8axA{s_=`61wnLT^Uq4;C{x6<1r7LCH`}iPE(CB6aPG+LA*CHSs8qO1O|;z3Rn+U
z-2@*tvD2NoDwo;_AO|M+4UJKikXaz)gKY1np-sm;jn+{(n+joFxu~m}t}bH*oTlHX
zSgMiIKll`A@<0CnCcpB3Ue>`cINlpj1{+dA3irGrOPWekuv`IV3V#8BMW?(Wff0iw
z)-dJqt}Hw8)x+y-2%hoyvE+3g)DyNLuw50Fx`IF(x&HL}5aAH1<<IR;))&Lr#qjNu
zT_rfkoD4IbC?P6yZRt$oYy!&;OJ^3TjS$XC>rtdKE=?)9!$o92qBpESkNb&9t$xhM
z?UOXIbpZ#qTBHk>zEx^rF7}diH^{QRk`_$z)Rlx$!U1u+cpYG2gvo$igCzM%#yD#~
zG0DV0*S1s=cY!#2o@Abi4Jagz)v09+`;%km*6*WFMWgWdSAw6UKH?3tiabwg&N-ga
zkT?|!q^?Na>rCL)(GoaMnQBOFDMdfkMxL(TRpu3C_J*JJIhlQ_)%=7)j++|a_y#{{
zp6pv6^jzTC6@?Q*<Q_|aoR=VXrrhot-5&Ni`LYf`Zn2VXm&~0^5fFnCJoC=68UD7w
z)ho*#UXRUFC+4C@&d{FMEK9loQ%GMZ)B%;sh1-=O_6*sUganA=wlqe#RTT>>Lxbea
zg>6uRB$wcjg{fne$65LOWX=HktXmWg@t)9%910lapf6UB13xIa?kzkfK`XD@PF~iM
sNb5@8sR5(Onz-Cd&K3i^mX$xAfBoe={%>`=_CGH><}Nr|{Qdm@0BzX_l>h($

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/images/image-2-Micron Executive Portrait.jpg b/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/images/image-2-Micron Executive Portrait.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..ea1991cef0073aa15d62e688c6bbd2e623cd160c
GIT binary patch
literal 249370
zcmeFZWmH_z)-6~BDV(6eArx-Gz0lz98UhsVg-h@Nfgk~bdvGZ%Xz)NN+}#2c?!h6*
z<9n}1_vpUwNB8^2yZ7rc?y0frPo1i9=HBP*wdY)O)zkdb8sMdpoT3~62?+o|dVT?(
zmH;vUbTl*|8Y(&v2*kiZ$HXSW!N$VECL<ukBcdXwp{63Iq@<<iWTK^G2T@Wo3$n0t
zar5!<(J%>vg?Pj`dHHz$<42G%Ffg#Out{-nNO@jUzUKM=d^~jl@X=8hQIU|5=m0P9
zk&y9`o_YZ^&)12H^xqG_|8XF_Kt@4D1EOPKVm+VG@DlI>2^skX3Nk7x3d-}@0neWU
zQ1DR+UUN&K5o($P>7YbBAqn~DAnDp}Vy%f&dR_~+Pz+3xSEOX*42(?7EUbL|0)j%q
zA~J7f<>VC<m9%wq_4Ex4jUbj*);6|w_U;~@Ufw>weqkTOBO*UVMJFbGO-@NoOV9XL
zP*_x4Qd(AC_r1QMv8lP`$IqVLUw!cYfx*eC>6zKN`Gv*x4aDZw_Rj9!{-3k+i_5F)
zo7=npz=Z@r{vWWO-~R`&{|7GoXIw8(P>@l8|A7nXh4*tH<D;Oy=0+os(gd1A3F&x3
z(21lI@@u;>K)hO~#1?K7m?ZRk>kNPX1KNK__Wur8=>HP3{}b5%g=-Ojjg0g>dC2$x
z3Bb-1!1m;p*)QlJwBQLaQ8yPqR}(n#`%L5F3Gf$H{s~ZERZWxkBAWT%@t+t2JhO*_
z&dvP2C%_eE{1ZTK$W+3#`>%Y^fXvhr;E<T+F*c<wFc_2h+rQ&KF$UnUtGFjXVr0n^
zV4hXtfr7*5!5?@;^#owRQ-1=~=mgyf82z~eFn^2wcl;;D;0kY1^ihdA_X%KD`UJRe
zY(QKd($st3e+5fCc56NXb{8DryMS-e%>R!6^)W!6m-zR({J%Zt{Ci#gXXKp!->l0q
z8c4E4d4!X}1kpL7Z0XRgZqQEg3===omDSmIkdaDN0fQmB&>cCTOx8GFwJq73p?<if
zZ%bO%HXhvp=IH!wsw8JceT1H^)nyu2egl;)JVs3O9XK_#!FZP;k-~1YJB!}`3BZLb
zziIFAK63HbA^QX?d!D82>&3BydT$UFkndQOGMRXyGt~1FogpX3umXZRr^Eb$^yCn#
zS^d$|Cj1>odfgV8Ja$PfEg~!jPf1@2@*;XE?B`v~lrpmXrpdQ0^E4tGM}+P5#VD_)
zM5HHQOl^Hy-NPE8s2p^F3fGMbDmz|jIbkf&K{`_{$WHRB5NIpi#VsD9IJRe)v}j_i
zG@*|5i!O^t<cribRoM#aC)=W5jQ^$A^8d<fC5z+;fPr&L?}%^da~~b)LgU$zP8R0=
z^X?jNe(A^O=5M@6NjpREwTglJUF3LWLn?1<r%~P<RL8wQ^2hP@YKz$TxATYUo80em
zl5o;f6c&lYxwC#6y3Ya0gu(vTFc$Xv`J5e(E*8|cqrZGc-CFpF5=P$i3_&T#_%%v|
zP%Zk$&dUjJIQy8JsyeYK-Dwh+LN2Pxf6KMEvNWD8$554zbWsHZqpNagW?=m*F54(u
zKP{=nbJw+@XIb~ASar-~m+@&Ax=r?z-%mX&KmQ#l2?)ObY}@tVr#p~n?1iH2?+A?%
zf!@a1TQyAc`z(<7uIF(7t*Kl!>CBb6BlpJDY<zq*>G)HOw|^MdyM~+RQK)K1Z5pHl
zJR<m&@K|f5xAJ&Kcuq6hmR&gQ#5w$m;VLXLPNx15Fx&nmWjG?v+rW}G;_siPzg>TF
zVPLd)y$DfZEOtNHkL7Aug~q~tesLEHSBI;1p&NZ$n59<99acNdLSPYnto)le1(%<t
z22CIG3)XB_{DN}0jju(fy?JiEp~^)j<tOJLEyx$YglYe)OSGcCp7H%Ji*L0I84XR=
zh&@F+3gd!A8m#Q7?lva(oI%>nw~4p;6kwe!#Gfj)SBh3=v$mPTq|_!K*%HOIck!m2
zw43WYr#L&NAi{Cd-X!s~%@^HkF_(FMRLyNa<jnoakSHtq6Ugx6-FnJ%Kj^l;6JJ!M
zv!&;W#2!?mLKhyah_7DZ@594iTKzPoOStgv@aKwbS3g)y)L;7v(C7){m^I*Zs)qe0
zOW^VjYL5vl;5#G{eRVpU2|Y7e%>7=<IzHH%1O$fNgFq!p4!d{sYI)xxcIhow;wS5#
z?>15@xi_y<lpT7R(4PRFk+ovyd$~V92NBe#Mu>hA{4{|5YTNulems=LE#Ix)PJNw1
zxs~+j51E2*R8qNj*W<~$A;ArUCo?tMr=#N?IXYqb?k|jPJbu?;ziSw}-stw`veBq{
zQiU{W1oBc&#|*T=BT7fDj;o7eaQ*w<{G+E>nJ2~c9|`;q+$6EQs;IvT621CMv2CV6
zLdeVH8!lpm<+6aB5!8F3p-h)F_@!xQywY8o!<qOxHshMpK-3*#{(?W5qdL+h&Ezvl
zO$R9(y&1>`JXa8?t8aOh%LJ~Rc-WnXgu#_QQ(s<EU56d=vxVRc>%Fo}{4gFN94rp|
z{b$5YWUL!QI=#N<s#N4?l|+^rp3mn_u;HUhJm+AF+&M*$88Uwzr!d$bIsVKeG&8og
zn-YO6tY4w?PXLjML>XD4|Hu#jr2_bmWWD+yxuzs4k>)=+%8TLvBX-8SQ%d{vY%e8N
z`H-@r+Ji^gYQ|w6nFdWJd*{o`)Uj-U&lj3=fA|gA&ElApU-s?c&dQm-^G}G&imwvU
zY5ex^CvB5V7_%ZbXf&jt+|Xl>-Zn4Phrkhet2|VJv`@}e6hRbA9ciyKLY_k7Kbrix
zX+17C+%lJkQl9<5`JFt)qlL&$v3=qAN87DNpHBc6YiBngQ?8Mftq1pk7ca7lL-EhT
z3IeaJwHL~`+27T}blI%vYuQ4+l$VF?jFnW=>I>A35GC?eoYU1?1>dGq5)0jvr;u$o
zgy(%B<A9GAdR>S;*kWaz-^8n>H!km8v$%>3P#l5wOZbD-=ISdx#i*Ujxr#L6-9RoY
z(eqRG4HgXxGT84c5gc*%o{u?~&O5TT-V1i_?1iq~Ty+HCma#QeHoUaGYh!wAV^xDv
z#HZyg^_?;3VksGeVDu|p%}(S%K`Zw$DxWGHTPy2ceL}YQbrhR;4F!oJ(>P(6)8ka*
z+XVUrx_SsHh&IQ6?c$<v{5CFCGrpHgx>yJ?%@I5}__+=LBqvvzjb~B49?m#Kh@B6m
zB^}!kKiSjc@bv9gbh7ejMqso;pbN(Ncb-@L`7Y%~%kb^@2HS3G+n>?lU~gRaTg*(P
z!L)C$oI&Y%kg=3OrG!JN{s)JKNilVoa^ufbavQH&J~>9{BD+J!!{*|+yTm`vD6g<7
z%;d)@J8VYV#!U-?hUonWcuEco$Ri_5QskBh>cf(K(zr<PydGQ1)te3WPVRY`f2hjz
zc!w8iw;V;H8b5pqO4#(D7EJX{Si}IG<uxY^wrR0wCtRljw+_aXy6dOk94<h9tnkXl
zCbAu-3nPHdC%;dtB_}T{Bna$=oLoU2+2}m7td7}VJ<a#!{0VP#7r>e#St!@ntVQ43
zzKE+)<mRtDuon8QT-H~!OAAqSrYPC$<I3;7>!?@<v!3m3hZl!xhkDZ_hwLij?Zm^(
zS8pJ?HJJA%MhU?X*IuOCu={<An(1iujop*crBV_yJUSmW;p_LUw@5}mf<6&wBq@QK
z6;iP)T@@~Y!ZacGI95Ss4a1<J`le=33c7#-xHjQ#T6##eVY$gmKV>o`>`TdQh_ZCc
z=oJlq4_!@bmh{kL^${sk3B^0fu?^sC^~!-D8-()DlB_Rg*6l=7TAuew^8Kf3@dQQ(
z{>0U@QGc#h9d(STx%ne{yei*Pi}d;#y_Cs~B`@3q;}l8x4N`LZZucpV0NZzPc8zXA
zPM!*ivimqLyjo(srS<e;L**p}*r4#@$?cZ<o(b2ileO8HKfO1o5QZ)f8m~*r{kzc+
zKHeHjNcTwF#xBXrRJM>6U%GU`cjVeKt0?Y%MM@_%Zbr-+5Vs+rG*dGz=S5L~own3s
zKr{RVxD0pI3@9>--Wa_7sF{eVm`;=^j{+d|JO(z}Ib9wo7LZ(jgVI%f=nu4_yaWUX
zacfjVS9oV&KTSV0aS$zRT1mmD8r)auPl4h0GRW<l3?__X{izPGFV_OI!4+|We)WbT
zCZD}2AdHlh@vgX1FbZ}2{XddTghs0IKaMB>M7UXNkMhKJjLK2l9iSVj(!D;#i?WUt
zTM<h0$XfUlz?gqWpJZ}z5RxGvPbGt`Kl4LAiqFYemwV8u0rfBZwHp`?y`+hi+Q5tS
zv-t!`SX|`y6#XojcYKKm#j9aDFS7n*d#e_GAwhJ{JX3Gjw#3z>7lXxC*0<_MdHn<s
zn<MluerI?1Z5u6yYp~I+5-dfDueSNMH1G1ijuQA^kiD@;4)ifoIaEyYc{O}K;*rDY
zb0vn~<@pgl&NTq^YbOJ{@fKZz4b$C;s0?;mE@+IFrs~hdWIk}iTiGXvQr{c`Vf-+&
zIu2-=dUJ;{ireo<m%h@WN)we;*<jn=bTX7<=&oHd#Luv@zWGHRS;_nLMUg8~8g1RS
z0h@GZXQDT0o$UTC{l}6=w|WG8ULU#eIL7xCMyK?qP3qd>sVBl2<sAv2durFn(uN7r
z%k=_>^IiHH3NCqIRGq(;`dYaHge@Jq=3Q{AfO3knn1OT(*1YV3xr`*$*81>dvdy$6
zuP)Yr?+U=N0Hm*ync6neKFdMWGvp~+@!#D$WYCVm66A62*i8&5oV_t8W5{#So(;>!
z3-loX2BqWv!WU{JN9i1!%nE;FylOyAU|B`SCUkEFE5%o@lLz2y+#@EwPR<}6Y%(Cl
zkIeuHn3L@_$r~3+o=W$ZTi+>L$^3$_T<sP<4K_Pu+E~Y}+kCcVt!zQ2rM%cQo7N+5
zQwGtew1k>z$*RP}>oPU>$$F_eLFg^WlE0}CP!>-X%s=1R2eYPS#f2mZNe+~ahf3U$
zReqIW=LNdW!~XM}M{WnL{WN0wn0Xa<1QOW>O@A<dX7XcM+>jBx^@W!nDZ4-!3OlX8
ziZwnzDo7EOp44rg#PmPjwU7L`)nfeF$(Gl}6!Suq((Aqqb;!ZD*q)2cSe2rdj9X~_
zciP(H*Bh(m@7al>Q6Ovh@g_<Yu=L>8x`ny^uLD>Lc4C+xTL=0gi0&^Suc=QCHX6wp
z8X?Hvbm^%;9=}UCW*)D|zIXIAmeaIy@Y)r(?fKA)h%M<fjRa2CIE{o?<uTb+@eSlT
z_Pv$8dVr4YMgNRGG**6<1#@sMd40XfeF<#Z(a+RQ=v_4vMD4gu6^;CBcyd{^%jYL1
zPFpj}x3?AXxL|^pp+k{uaLwww7$B=tKV8MaxFC>aksQKkkjXvVcHi$ulYdc#IV)tM
z>|T6(bzb0NrI`@QB@dPwqiZ<g%r-N2;WmpJML0-|IG#N0F5Tdb&)AN~6{;5RuNq@D
ze@n{3KNCWfQDNL^trm@>`DFIDHMj~yrP@l!^pDLEhp_z$aA)V8_Z5`+5+e@TmmDSa
z56ej8(AKD<Ta>v<o2TsSjqIX1^1P!NERb!!CZF7kC;G-AvcWQ#y+@6XSn6EY1$ES`
z*7o=!QOKv`^a_zZ0UUrdU&^YArcQ_%xf<HC)-zerz(Q=f&TQi6@@<`>>#0Y|(?FBv
zldOE9ds%M006h8W4j<D+VctlAYn=L^E`uN=*qiW;#_YCOwLz^k+JI{F`%jfNHO)d$
zlnBW{J^kgN{EC`@Mp+hbi}TlOZG+x{ICHm?R3n)#N6do=%{nAuYNy3U;LIm}zYW8!
z_>oNQDU*=1a7;;wcW~mNAuC6U4=x^R%cwq48tPQ?M%6?UOUv6E5PIdaHVF@*3kify
zR7(l8nxn9GfTMi5yn2MAY7_7`r2E7;!@AR)ogETqXZH2+61L>e4A)b65d^xd^v7e<
zoFUns;~>aW*!)b}*W5Qi6oj{@I^(f)M4_wj%~mr#J@_n{>?JjZ(Aq@NCD!-AV=B%&
zz5qe(FzBrTWJhKxZ!`$A)~f0ztf%vU6LlFv`=Z;J^iT~qpvEEonGI*WN-<17=B*>s
z?eu1Ig*FGw!kr^2_1FWMI~vSgJjt4)gv^D8@XY)J`KCj6e(dFdYG+n-`YU`|0(z_D
zzXM$5Z#U}N6xU#)Iw>0t#y+UMX)d%cYx|)C+6TXB#-h($j$X52wd%bbBJHvrUB>&M
z|8D&^MeJ!$X#zcVzCvK|)!5CH9XD^}TpMbDRfn;I7p+-ZycSr0E+0|d0IjBw+j^%|
zvya}#w)-G0O0m089J69<=9F-oNbB~Zc3(bUn7X53dzIl-wKsaou8Q*tFoFRZ#`JSK
z37MjvhM60j+q0a>K`hY0{#V6XFEwR}0RQ4Z`iD}+!9OVR<Nq`ksDu_!+I<1bW*lXQ
z{ThrwPS&2<w?(=W&%{zEIyW&7dqEc~$bElP6`8hSTe*>F`1yOn+z`q&7^z(P?}x4R
zsQ0vhVSx~MUa_jDPcEB6Gnk8u_o7&%uJQ|26G1nx@G=}}FjpnRVvyJv^K&QDYdLwu
zY*}0I@==b-+J|La@wAdpPU#rF^v<qa(tjieKxSLrnK7<J2!3W;&LeVs_HC<8rqT<t
z@>G)A@`!K^$Zw|GsY+^vomCB<OLhe5orVG*oq=Q=<GBXJfv~^a${F&75Fb@RnD&n`
zTjes`m1eNP>ZBcsUN`C_#Wv6qlXQ*e4e)GJ)0!uNS14jb=q$Yl+YJw@-8RJ@y3$zw
zBbkO->>-G?D)H0kZZ<9jgFz!YjkZy~6DMg+x(42@_43+Z>du{ZfF+zSx=@kG2AEht
zGn?bANmdA@V_6IK#_QoPcnIYr%fL#rg7$q_%T0560_eW|K@?KUW`6CapSzFx3Ms)M
zmf%~_aw|G~ne>k4eP3hc<)<ap-`OWvR-tiWRg%|a)Y)uIe?=yR1^TPh0<D$-5;9?7
z+CNif-Ck*leZy?r8h{68@3ul}%UntqS1|B~AxvJg5^b^V?eepQ4hQYrJ<btQ^Yvyf
z)REKvdW7s(-m*u9F<)O#EQ!VUHOSS~$*Cmt&;z6BT+)H-(*aUMkr1h>`Vp%S6=`~t
z?n8_cUg{PScMs<yp!uS2Sfc%_3((KLlhV69er~Qh=Ws~>Nmgncd=zaYM%a`@radq?
z?ze{hV|uB&En`DAD3Pit=hf|od3|pA)t(BbmXWEEGQGNOoo^6tzVu$x92MaDMbT)s
zJM|2K-BiF@Oz-nP7|FTfg1-z6RyasLU)YH48-5+B<Dz<>T{6CNr)4Tbd=W~e#>1%I
z3a$@xfAa%@0~dqvi(+RCsU;5N=Xn2YnV$k#QBnhkg;6M>8N)M`)P4I3&S8DZAFAtL
zBIZD35B9@!2o-F;)^&EJ`4q-jgPLQ3+?`PH{?TahTxO-S7IPJ`r0SrGb{{k>EK$Vk
z<U%;`V_kUr-EabPt6Vm4*=mIXkq_9cc;2GqR=EfMe&-~~&H{A=+^T4!ct}Xf={&G;
z8e<7+zy*%EN4@31--lS%?jBGT1wNix7_v_~J`7Bnk&PAmQgjpm=f{6bE$`})iA70H
zS*9@2h@9ByiH{7>m^|{QHNNb5oru-K!AMD31$rI$u^PB9$v;$|5gW5}c<n;S@;5HW
z7&}0yOg-j<y0x)j<x;#>ep4X5PK5_VWZ~k#Np{xIxkwq7M^I@hAl`e5S6eys8+X<C
z=jbHo<t~i8Pl0;P{f4}(*ylvo&Agq3ydSzvZvfwVL~GFh)$~G<-IL6uw}<(dxJ!Ik
zUcFQzQsY(z!bk<uY|%Zt&ubyWV!C~>{{{bOX(BrEcMh3V2m9}N%*^R;2UN3Gl2Kf7
z&049Wv#hY^2{pf{Jm_yw+_V%)z^vUACvy{x%ejDU)A_(WI<ds`adVs|OwgE;UD14~
zBeKhU;*K|%k6rW@*TllT4^iqo$;=}VA)yYahX@}9hg)ikoo%Gd_@QdGhq9~a9OHR4
zBcW|l?D>^#Xaq<M7qC&r#~2r;JWG7E{k`#feVUSlzXNN{s*v!2*kAWwT7T3dk1o-*
z5NbF$8>}hOdOcjUYtAQAfSiV82<27kAF&F0w<Q4#FsYw^SQcg{W4=3z_lv`H_M+DU
z9+sN~Qpj7Bu0b+#G4eE+4ejd@mzGh}0b42pV7Ol!-_ic$-W-c3K4p1sw)zyzgFuG(
zAuAQDZhr*>jb;4g)72(rDcB8{4WqNp@px4y@o}X^(PF+z>TWA2nWJm&bi38_1-LS%
z8;-7cFh_g$EVx@I?pXEZG824D+=V04L|Q;^5aW>OmQKT}f*h(PUAcE%sPo>mda$^{
z#E5iDl5>z*Qa^3nM@X?<EQLr>O6taE!>TtQT5+`a2fm!*qH#TTns#ir4QWhmPaR`x
zBOU5&l3%oJ7=N>F3k$opZZZ?P5W~+ceHJfAk{cFN>k>#50u}KGQ2P-e`mh_C)4UY7
zmC_QP<h4*7fslW`&i8-U6{-Kh)YATso(uqyrtJUzSc_RkWlSRWV}55&Act;AW_{TC
z;0I6u>BOYV8RFfwnLYA<c$dBe1q9UrU*wsio7KLx{Nf3@m#g~a$ncq``m4HDmKmPO
zA1Ud~OlGeqKqb4p7=jpkN|wzU*LbG$!P8z;NJV{Xd9kkgJ+JT+0P|b_sS-vaUE~k5
zCx8(kRMK$N^;hR7++>SIA!VGAtQ@3Kdj%WJ7#))L*RtXyx^#*lL>?2R2I>umA_e4Y
zDHt8_{5_`H7}+RJvax{Rq>G*C1jdgWQgjj8VKhvC_S8h`Sd+-R)ZDOkB#OA0AHLSo
zp;LfA<BzTJs<HlAss>gMw@bX4Ec)xOgc+Q7Nk@+bM`+(Bph8%W^h}7~B&tspA=jpJ
zB-R~A#V1dH%c^?_>dVByz~`+%g*3>C`p+aeyv|l_5&hl;MA2Q!bSPS&Oc_?n+c6(i
zl|6jVF<2|(+6k`Te0?al{>bkkhOl4md&eWE^CgH|CHNg9H5&`O@u&W+UdB@UK<rjc
z3gg(Sq+Ag41M@ZwO9ErI<M1$327z#IS=J-yE<_9N1SJJ16Xx|e3Y!J7u6Rauhg5yE
zjBlsIZ`v2GJjld=rJ?!I<7J8e8R0ZPs~s<D=yh_m<mTmknU#z!)z3usqShw*c+e5B
z)ZLBZby1;WZ3v}F=xn4165AW6q!1ZOdYFgm#N-#G<9!{zHKLoa^1b~A=@(yJoyoWH
zIk#r|B1&o~Wqyt;gz`x9_@na9m>5DCQoBqYM9y(k6tOL6#omix^~Mg6Cu-?QNM0VU
z`|=UEj4r?9J-*R6v1QBAb8Il-YOUGayW;Z%u>A9j!nrW!OJ*j80>JZbx-leY-(b6b
z1v{89VpkGTG8t#KX<O~<;x3Y}$L8_M!!a@{vJ}kw=u>_rPOBU1cu9Ny4N4T#DF&Rs
zgqK!G6TY;y@XX;+MxTEy53m<r6GT@XG{5tm?-n}j>70X6Ud^j99DHobCXoNS1bn};
zjP{$TkVdor4*yn1ph+Yp2g|r0T_&r-Ikux>T2F_?*V0nQOIHj*rcaG1QaG>ZgAZDo
zU-xpv1R#}fzhY_YpsR0-h0L%EC?M^WCp->N#*bDk7kv+%JyUKXW9<~W{}Df1<LgN$
z8sRBSFVqch=XQ>fAG+njqkqGg-1BwvO>shm*3rWxCgN<nxGC-Jhh|9pU@GRpb)>2I
zwVDI>vH6ELS-bG!^@JzDY#EHfwhH7TL{&wa5EEGZIg+K;yiAt*t+&Ob*!{#{s6m!L
zBH@-ib)>E-)YsgFRSUDiXc>uY>@UvPmdSdn!op`drCr{!%hIj(oNakLZmE!90CLXs
zv1(ijjx+%Y<Ma*)z~!TXeRtZsk?rfvn9h^(1kmZVx?*!=Dh@2jy1r+Nu_IrV*NSa#
z9>Rqh-&x&epfshAH>-c?d>!d2F_}Gu7WWOTM<wsnn9nP}Q*yk8!ikQE*MvI;urXA|
z#`Z{`$BuQaV#t&2liK`2!7O0M@Fb9o9sr;ugWfpbpYQ9>HaPMlLkaBek~_1Lk*JIl
zfn?fK_kJ3ZJ+@BAB<HFv6f<P$5R`4Pzj3RPO)wjKz1g`M3;}jQmHB|S3jcVQ^WSkr
z7XH*ug^GFVmys@@q@HJ^)p+EN%Cw^s=SM-k{Vz(0lD9$dJn<*MV5;VY*bHo>Xh=pR
zyImhxdQ~Pqs;6U>tj8oq0tUx=h|ESCiVcUjMiP{13H<#_old<L6a6#ECut}VlyDts
z60a%S>ueX#F8uz86tu`w;_J9`qX77GS#C5<Lby@^N7;{Aa(;ybfZW>)!<&mjm*qkg
zIjn5^_e*SlxyX?yL+uYJ-8!({gi%TnWbA%HtQ2IuD>t4W3iw`?gT&r)qK)xB*AXO4
z^hN%(srB#ceq9S&Y$t9Lb&dODvKUb0-ttp{TKCz7%IGEs=Dn<PF`6(pFgj6gHvViy
z-=Ep(`$~u+@;y8krh6<k`fqahTz*tSv;Adj=k?9k*o}m>H5Euod&w9~1+if*ZRR?8
zzdk0jSh?JTZ;3-oiI>8iTcxhFTLsJa)b^001dM*XkEDupwSDXkNp;Gu3l$k*#Fd|F
zKqbA}PdLZ;$n_pU5r2az<?Az2_f~NlFBKGWqZcw6m*wtG$OR^4K~zg+yl$&e^jel@
zJ=&Fy$uQGIS$?>I9&EvLZ2!Kt!iFUBK2AbzX9uPWG6+(xELmt%I8yFa>G$yKDClIE
z4~JJI#DmC5Nh6hG$NNW#L)MT&0~-j86`emUmwkZ#fDJ(1iIh7Bb-*al_#pcjS#a;*
z5NW!)9GqB?<!xo9B}KM@NY*hhzv53JPmS9I+YUqY+DsaRnUtMvcfqv&w$kE*BB|E8
zBq$Fpm0Jlk*}W;z@*}oJ#0BI2k5UH1goh2q=ZlApCxEtwybC>qK$0kT<GGqw36OpL
z^N^|YnfLT1lt5oer-MWv2P;-`Jm>@8W@Nl$oybyTSg_y{=<QhHf$ELKcw-A3!zKIu
z0)WI;9v@@zcSv<_y?D;#JN?Geo$U?>zn~M9#!&^wk<}>Ez>5SFZ+wov#VRs!7E~ib
zj6OR#u>xIx$t&~`1-{##G!#9AP-^7APu7(m6uCT@YlI$YZ99;A3)fF#%3)DWDe&Nm
zJOD5Gk$X5QD!D>`-Q|<vTvk;X8^9iArLWbevO>BxbNAFm3|}Zrc&qeW$HzdH=KV1T
zW~_4t9NpePh+tcMQpRKn1;WVZW%-jNgdbC{IVQY3ulZ*d_iSsEb=VE=kNq0#7&C|o
zJ<PZ-OaY~ypLOv2a43_~3V&llwvK(uB)<1{HU6@uQd^b3Bwly|SkYUN^WaC8ToNrf
zZ2&*~v5J)Y<bD%(DLxZBA^-Y{>l2x#!G$&AymUK)o6a(qUu`S!cl^zqGSqGxkDIv3
zh7=hk9;%ZvDzx;5vNmZ(+LC58x52_AA&T|a7LRDTqtif3fM1vneTKrZQoo>lRzeQo
z3RaOVzN$LrXeo{Bb$D{YuNkG7?re^m-fu~%SDPMFHb3?iNb>`WUL|lH43;d1k-wGc
zD?-1#fXVxOj4{Vz^eb>x)or#kh3Lgx%Y;h7h+?uF^^AqKxd$kiZxyVVrm1DMNv7QE
z8+mWY6M8$$twhx|pdqRWJ2;_!IYWJc^~Z`v%8EQ#HKgD@Okd5U=7f3NOP-$#45!at
ztnHjHy@jb9Ije=*+r(9G>9DIoNX?*E$fZIE;&%n-pmW_8p`SCgWOVY~?`~w_(?Q|#
z^uId*<y4)_2%5q2O}Au-FV$NUA;`}rm(vPWdMvuC_sq@xd(Yh4G_72inb^3Q3Q(%!
z@*`G#g=3&Njn7$WaLk3BM`VTWMGWq8j>67#U_+7B2A05lMtB~6BUuJ-1kUfv%~^(C
z7cm|p%5rBDPg3E>`T=B9Be;jeY_OiL>CSh|30^kpR0xVu!IEmx{tM&MTa^ULa6d>+
z$+R1eqiXSr6dCvYVK!-f!mU64pWiN$K`Yhlr;p#9=&|AjNGMs>9s@cW_DD?WJI(;n
zvaKeRGPJ-E(;MwBXg_V>*TXct0KWZb`snGRNfxwKPgdwMr(cX$)f=PJ!$zgwwzhh|
znaG^r)hmd6;ys!r?)UQ?KMlKi-t=Q@l-jCE{E$b1)Q)JSzH11<CQlA;-$aw>2ubdL
z&J^6Vh(GWK^*82*Id*2JhGZx#EzmD#HQi%*j}7w+dtUB)RjKAOLO3Xua+dTv4%Cr3
z8>Rasi>z{UeqQmYGaWoHeKQNF0?pfkSY0AMDB=wG8@C#m#e3=GgNBZ>64ep1!Ml|o
zz#g;F5sPGWa!f;p0PeqK$h33Z2ni&P3!DH5t@0L)up=H9v>UFsQysX`PNUS8vdlUp
z!jtma(7-CP0I3^6d0BE3ftE4D>9i?H_KLQTVi=TNi0C8*{W((W&1D`#NtvwID$~~v
z#gTmn?|mo2(4nff${1y1k(j^97BYVaxg}rU`}D6gtN-hb-bF-TZ@zvHMq(PrwS8gB
z!H_<OFRUdw%2pcDzo7id9DbSt>~!udyDxA5IJIbuK8#u3Qx=qlcYdJ7KEg}YVVvmZ
zy(thF`2?tzQY23)9$b~-pBawl6hHj%fTm7dbTwcTKM+c~9wz*=(I8ikDWgxpun47V
zQ1XCw5wC+y5?uNzpcvr;q@XiZxEOO8Od~AH`}&dEa*{A6?Ci~kdy?)kAE2Bu#~_ua
zr<LgmF!u|mY=q5XP#~I^lrk|$%(L{0>@(Z2t2iW1`nlRYg4?42PXs3=$H_2_LoUju
zu0fon+($8w$raellR*WvebD{^33Ypmy*`HsHyPw{<g<7;KZ`o|+Ddb`LT6_TI(|oJ
zVp#lSWpC!!Z)n;pl6&unixV3W*vLaM-)Pr`_X8f-^p<*Lm{pwGvbNHal8(7^lE<|1
z2R){GmJxw)ZmZ#6oeR3Oj}5kVS|Ke3TzAgET$uOio+=4~PI7^iiIlD=UWHx19+LHX
zKZqQDfW2a#&;@rczsZu&;K>WQ-(TdYw>2I-e|6)kY*SM9n7ouN#=ZC&s}FarSpp`#
zNU64Y%Z(Jj{tQ;@>S6GTM7T6@Ll?kCZ|Pe5qBC3RhkaDthDu|A@4dgiGIfN&x)z_%
zL1Ivmm~B~BYuF|5UY1FhCz*|u4TWU$II9I@%UYP*<xxg3yKnujla8kCu($S^Y3~+H
znMZK}wa2k_B6?8(FT)ynHTGZi58Kw?m`m%sF?l;1?5tMG+aG$t|2DT~w>-~G^@$O5
zZ#S2hTYSdxtpJ|deC2YLZK5ptk>tBF>fhJp+W7C=2OjL#S;In9g!V;pjWWXr>&lUW
zG5C#?-`WsZc_W%(G;cVv+a^h0Rd|9+o5|iU{B5D##O3nSrXE5r15J54Bs9?zhRo*s
z%qL=Op5eSQvlu7=MZC#^ls>Dv-#OVo6BxTQatTs96nU_7wdLHDyEwFb0*R-WYn!d5
z4=5L5xQF5fv=CJk!0R!va95fi8z$Nl0Nb=+T>JVIM;_l1qtf9Odbd;~t%`d4ElIG*
ztmB>MC}u^3_Ow~Z{XvbtT#x5iyH+AjoMA*@gM9^WGKyQ@;2Fv7lx?4s4bAK~+oAz$
zPtbJ2)G6%qr{$I{1@NcJKh9%WYc?Sv#^sTsg&OSL(xoVtW-+G$cH+b2;M;D~&IkKR
z+ZW~e+C7$t&IT!_yODdOIZ_1CbU(B<Q)E4}3QxUAhSKmWPa@#Js7YXm9!t#ZXr&?K
zkw*RCR`+epiTPr^7O!oK9qlU$%h9>Dc*iHeU3q=<l}OUkho!(>&;|VVMDIf#r9!l_
zTo?XsWXxmGXh~=M(MuWECjjUA7RiOx<vq7ivE_u(GW{GLrn!v-Pqh@&)WM$qA-{e@
z?qCbY=0H!A&r%+A@8qJgb;!oSGuwc^rU`{QcXKwuYMLXj1D!-W`73@8^+%d&G#HQJ
zqMhGE>pNv9*Plb$v93%sUYdPakZP)ZO>fAD$)$bG0h~U$$*eNx%*gedAT{c<RVn8<
z!R+X_S|R;cO!pTsDyCk?8gx%|t$k+r>#vc>#am!EW?RLSYQBnA4885~0fz4cdJ1FQ
zIs08654KKHtF}*oNotlC*e~-cbMoTX`6pz_8Ge`=nGVl3VYC;W^$}g%1~WZNNWzt|
z(%o<99;Oq1(I)LswBY=v&Xt*)EpjGd-!rAnSiyc($-wMYK}=ajN%J8nCwWr7QfiYU
z?8QXgad1p%*IL5kDXm4@odNYAFm#u7fWk^C;x=+Rj&-G@G;vwZ*dtTl{%A8)6mfA~
z@v=iaVoB$8Dl_2GO@)TuZ5WBdc%r8FFXH@9%DdwBA7^)v%nHfMNkEe1riJ#vCM2Q{
z`Y7w0)0$7uo%xsQ#Co~jQQQXuj8}T`>_xz^5tL<t+bf~`Q<S~`iF)`yY4iHW<aP1C
zwYG>kH!1yk%b<T{#y#Zn$neYCa|L2FqsCsrGR%tQJ_v1@47Zr)-px24kDk0!xnUIP
zveD-cVP{Ej6Xe9eWDZz<LVt==*%#iJ=#{uZVhr4?K#bQyBdA0i;xk<u5UL@<`&ip5
zE!t7Tu6;keKYTZb+rQJWUGp5#l49_jcTOuh-qovSpS@Etc30WKEE&f{B1SZ%DD<Q)
zK>Cgjxp4gete%N0PJsiY))wB1AxoV%m=PNgW*d}bE!X+ofcE{-WJ~fzZ`pGiH<p!o
z$|pcLM0kF;1S^G|!)Oy#79hNn1$`uLqU4exQmCzP0S)R=b_gx6e%@te-ijDp*)W(G
zT=%1Dx#SO0YE0Q0nf`r1lP^3fo;)PHU~*WZcGzNNEjB)iL>sCmlJm2192GSJV=p6u
z!YT$YEh#P-L2SXN(Tq$J?%E=7DVnHgh{w*IC|}I7YJos;lUG-Yg^jK$BC5Fc%%i-m
zy344;G%-xwGZG-8ioz9kcvfVLg=Yo`Hr;`ues_gDkf@u~RoO=w8>Q?G>IWerM+A_M
zp3?%5=?1vB`_ree8NjmtIp)l6fVyumBuv-b<l}3c{u05V0Z??J)TrW~2G{aDQQ8!t
z^O@pyb`4=%mUkIAB48I24|tJJ+d>9%rT+G<n_a%h5WUiebWF`n_3ebXAb!8l2nlij
zJaVXTX^{q;wEIO-!Y4E7N5&+(FV5INM-45Oqj_~;M%08sC<djwJ`HV+aM#hEZpR-n
zkGyZ+FE9h_1vKPQs9Bd2PEdn)h2cfg6Qyvnu_A!=0PfN9+H62C$c1+2cD8rjJ#21@
zKgkU{Mrw=-m9KARII>Z7tI?U*NZDy5tR8t+MDJ&@fk){o9pw?(b%hp>tMKiNg*)j0
zcu3bP%ykEOwZVnMu)`5&XflsGo*gIa4g#|+G~2NLsRyLfP*D^3@$7v*$%r<#ZWutp
zXA}?+345@=Z``!}aRiy4lG3gDDiTFFY*G#F-V97`qjw)=bmx_<VEJ3AB!K4}`Dau@
zsp;48Uwuz)R+rd#)t=7VqYOouyX89W7IeGUf79$`0B`(csr0i%IjGb7H{lZ)PxAuy
zZJ0h53s8q|<CSA*zLhBdyo1;;<y#PkdxFEqX$foLuJS=YVIP%0^=2w$%MWAx9Xhx?
zw8ya?JHnTDC!^cuLUO-{<gFZY$6Uh_k~pQlHV24XGkjWkwm3at{{5@>ZrIIuIYOTa
zOz9Vw_eh4AElS8a`vr2-+gK*~h{*M<Ai18{e`&F&C^UcA>BF@L4-_hYowT<YK2on)
zRM2RWf<Zyt|0q`_Q*N|B4sP$Y5dHLcthRjB=R-5KTIXCDo5do+qimf;5}!plO>>+x
z&Caz_z@I#kJWsGE5|i)<qVk_GYhH+!-~Q!EYj}P}Re}rV@q204=sreXS$khs0<ej=
zroJq~De5RNGyj@=_9$m4e(xv*oQ{XtC_4ETXVt2X3*jn-oi)kbQ3m=HMmQRdrfQ>e
zbbGrugQ(R@sSz3d)0Lc{jvqQMoJS$jF-64PG+eaTCwEhg17Zoy%=Ap6-+L%`gfB<g
ztoYgfW|9!lYu{oeQ2mTRlIkP6q=KWRGbOCNJzeHeq)AyjYu?kC-LA15{>)5Z6&57`
zcs9!#ScgjgCwid&Gd<-0>OQ?9Dmgz5)D@utsy=OJrL_pkmkxP}GuuulOzDh18eHY=
zzQ1%Q9XGSza-%A`k_uC`>?}>z_YEnMwwy~2mWTBD*({Iq2}%B0k4B@nX?(R>iFHmH
zL1AX3jxZA{C;ZJP!L}(%9q62Fv7q&?yzofuJJQ@@NXG1Mn<o97y_M`#Rw8GngQJ`o
zB5wzupUf~6*UQ&gYq*;TDplPmYKO4qTMg`Bz(Aic+&**UJxAXJIW;I;-7yINSbgV$
zn8!=@*SieYC5DS{s0v!E$l-wRgeP;IH+p9SP9=uE0;inY&@Lt>GGVdD<jf)?rN;cU
zN_#nI9B}9PA*^^qXrh!dZZ#8V&GZ-Ea#=;5OtMp?mJ?zFTztQSEh8Q<KL>Gf+LEh;
zHlOv}=>^24ZZ%?|3W0%2vr%5O$X^O5ud7%FzSrR^Bp6Cxbnmh%OgXqu=YaP>8pEyO
zMv|4ouk!j>F&%Yc-vh3;3-Pmmzfp&wmrw!!zV*}DtrUr|$(kvYF?aU5@BISU)31>Z
zeqY@ng&9KDkCKyYS?eMRByRH(-ahW9X3uhVG0nN?i$R`guhr8KeAh!IXKN<B1Eb6z
z)&m?0k%GUkhHEK|0X)jQT+xyD4wPQn<P98TWa4g88+(FEilhfZF--iTe@sxGqJc4r
zziM}*P+pEO;g`Lvlrit_^P5c5r*s3`4F@y2sj<q$fq7MF9Y4t=1EBzF$vw>x5;Uou
z>e=eI<wQ<vI)q3m$D-O$24!uLpj1+noo0T6&cva%?>03RXT4s~QDI^Oc*-dE(w-qd
z#N(KttC*wfba^Mg@~j*<=zktPr6?%7MU756qUCeu+qIKHIt6m?144C8D7i<u7ps!>
zXl=I3>o`e6WTRPapv!Uru{Nrt?8602VwAIGdTgyR<Ynw;r$TuJU<f+g^&nb4RuG>W
z3C>ulj0F%T<$uBXv-gV>(RjMF=TdyC&_Rf<qOR!lDURt6VeMbmgC)+s#I}P95gTv#
zqb|2A*bTq8YEGj<Zz%C^$$#u)OIA>`@-fr1$|0BO-BDi_8pa^pMHZqymTu+?0h`U_
zccHhl#z~YLw%H%w^qddwz#NQ;A~oVi0I!|mFPLZ^{C+jBKz!L9d5ELyE=JkDv2P}_
z8?Lmee@80Pa+T=d9(<&0{FXxzj&GJ}Cx0B}c;7w|9|W0(nw*ETr*gA?=fsd36FTNT
zx{02vZLa$fRisEgEBz}&kRsvzG=4vD7y1t0nn0#NC-ii|gg#s*aKm}upJmK6cU|`w
z78~B1+Vv{7pMW*~$BH2S63nh9?rLH)PC?NWcMb*l+4v3;k320^ap!Y1OrMmhUGWPQ
zp*a|9w~bj89;o81U+QdF7*xYM(KxFr`P+3WbzO0SE!an~0v3xhMk$qGJlPHSq1RBH
z=@h_boW5b$#n#XvXZ}0XHK0a*@>^ujVpTeb-Tu3A?XVUtMaM_#P7{lCG>>CTR%gXf
zU2)_7t}{{OI4M%lvsb=p`qw!}(dJJ(dbBq}EXzY7F*{Xwft|(d_FPiX;zFa3I5r+5
zEeyI0G{`rRx}!l4(lrc|o@~BaQpn#i#Pwn<xh_!xSpDKQ>oC|0S<!BghHH_tg6dgk
z8Y`fXnztJcib6WcGR1hNc<QCw`P11jejC&vFG8Wa^Z3!U(=akC1`fup>o?2dJ)P?+
z7@q#N{5axvFj#>i<r?$Y*uKam@Vr_ihcUuB_G<-8H;M=U?yPtCF}V<kV99AL`OPq?
zx3e(H-Q1fhd8WmZa}J9`%`P)Zu<&tUOCe*NSG4wA5d-(X!mseJ^(YWKsE2UA!KZgB
zo6fR1EpM>z7Bq>e(FJVg76Cl;RIJ;0Whs)#mXgJ|uEgsHk_*k*28p=oS%9v@>~#Z9
zFWwT#)*y$2g&sdl*JP%~k0#Gq<bJJ1N!mL&keo0Tf^EDPfNm@KzPlB=XWeSQD9T08
zyD+G6&)w5rTDN+^Pauk&0y>UYFROqWpr*+U3!2r(wYv(Bpwdw#4Lo+JFq4S_5b<3)
zvlg$irTY|2m3b|vT+&xojA&z7Aob7t$-M_Qh~kt$92Rnn;ANH3d0p*7WQn)C-0Z9N
zY!LnJ2TMfw$<3U+l>;T|YoE=q`w`g^V_!{_ScOX%I(#nP=)CaQuQoQSpxg952ctsN
zr;Ci=lm{yUzOFYbQ-5tgT+D8(-Wa5m!siH$YqzCP91vp4FPkFm1_^C^{N!jb(?pH7
zyj_Bq(oKmcrJ|NceOu-QSpR;b_i3bd;AgOVqHhIlFf@)8{RelMpU1w#+u;lb<W`R{
zqWDnm1nJs7ZWS}N^^A(dh(<+V$y~coz@ZkW`<&3xo;tFv@W9CHPq<R-ejddHH2H9F
zsfl^irVWh}I)y7U3U>?ec{(UrG;o1RT3&ss(mfs@@#BJwQif`s#CP}6>=LtLvY>m~
zZ+|ldvXTK9PKC<-37Tk!2*;3#P2HnJsC~+!*vJONXP&PF1DPql$a+N6<U?M~=Cgke
zn`>E^Nx0-k%zaDuPP7WbW#~Xl)6~->2dZPmKCD1WS2fz2_0sQ8G>ldQ$z(??151{L
z)C?)>ul9??1^TtCi?VHvk!JjOrSKY{sXQN%<h*<LnkO+zG!j;fb@7)q51Md&-x?&b
zQ(I{((Ky_dhMakZuV;8Fvsu4|P`pX`l@w~`O)gRHFzeq&mlg_>-WuPi+gFH$yL{b}
zeV@XEvGhBSIMsDikQOluBU30Twd5Hth(dD}#h<&kFK#7o`?K<fg*6u5c<8Rry-lAo
z>>HFL?k8BX1>e$r|3LT4f^7he`|)%Wua{C^ML=lZ8Pdb~6T%Vh965f)_XKD_KSn!!
z84^KjDLAe3*77;w($|tv08d_bU&E%jtbetk<`~kUDHsY0rVg0;KN?mndKEhz_iBs2
z7Q^_{^Tw&C-F?=Zz+mMU&%>kwXxfGp#?;a*mx9vFo=|H$a2vfDFqH%6FSll2ou>QY
z+xyAeJ5Kk-x5t^5NJo7wWh6ah`z$9HEijI9!2zBai-Rk4+Z7qR?4nQN!J|p!gJ@RP
zwwQD5=oZ^PY>xB}!8aj5A91ahykLbT&gG4Q(=-+T*rXJ3u0MC5UAx>LVvK*Q^rH5d
z3s?ffpz3%D5Bzj6o<b#ZB+Ry0&9JFK!-LRVeFxntWAe^l%gJ^>Qe0-&=uF&NVFJ7@
zf2p8iW+SwB--!ovfANs3m4Q{}R(a2Tl#})Z5UL6@3boF_Dp?#CTCPez+6O-YU{Jq$
zX|`msqrHIxwY`w>UrwGy@9`t$<yLaC{DVSZ4i9QW`b{ew8U0;Oc7~YY7o)<@yk6wj
z#J$|c_`-YEcW+-gIx(%r@2*7FR(yHk{Gzax9!TNd<4-f190AQ3DHOOyf*~^a9gpKo
z2qF*q<V%Q?SKCE4;F2@!*5}R)Q#&$Ix@UuELVJ(C)uJ7Z#>P!i42Bvs$<uN2)hJVM
z>tN4ar=kC3#_%s@3hhN8@IG;@Nm;+15Lr2YenCZJUI@}Cp30pDP?aeG8H2v@g$@0h
z@=Ux|kP$MQNGg5`))^{&_?@n0W8${O`)$Z|{I$Fp_&|C{CAnDP3E*YWXz*$?ewUef
zX2LPioI*LRhpStRrg{!$+k-4R;#$k9P-G$}yp;GN><+5;E#5M7(0UQS{*ISA53&^B
zSJ2r^a_6zCsSWONL$uJYJpe`+byTckIr+KPhny^;-LnuCfxcB$gACG0Cnm>nwS15E
zrI-M8?wF9}2fsO8yR1YXAxiyBQ+*p)L~Mb(>9Qq62;f1fgP;usi|D*uD;{r!4(z~G
ziE_ELn!zJ(yp`#=q}&4#?YvvzesCE;Ly+)RXRrlMsfDIcjt+=7*C%$(tc@-s|FTT|
zV80)>6?Z@Lc2wrHg}ONVT8?{^<zrGXnsAX8I+c4)ab;+)B`VoLh7Zk847gDQPteDt
zQF}ej9E=eoUW?;VIm9nU%uvNqVKJ?Itbwk=m6jigA{WK4@x9Koj)jZfEQyWFi`Mz+
zSZ;lv;!B%s4w+G)i7GjhLi~owxi@>BXfyW)wt44aj<wpoH*&O9f&EU3&N`1v2bV<)
zY@X-j{hegJBPe^VrhuZuBXmye<|<D#=dA1rte*W^OaB*_cQJ&Xj`6Up>z9rP6I&O!
zd?&3{x~BWGd@NDTFNcNCh^@*Cpa$*cTX;!y0Cyw@B){u(6U8&~f{y>$wa3Ai9pC`~
zLHR@ju6dRLQ0;yhTscx*U&E~M%?E!CO_b=ousFOuU9yl(&kF67cx0MbO@d%Js2!QW
z#8d42Ru?1C%vHUq-84`ER1#<(6J{sWMKhQoZOOcejX&3}y2UxmME{b@eKw;UV~6ar
z3|dFkEath97E>lS6-j2gI+N-F%{tGCq}*=g^cDSqcYdeGaQxh-5|?*z&!&*BGLjmB
zLf{_{QB5M0J8To~@sA+ee6HKresJzWM2B1XFyV6fZsJ}}At%~z34amhi9<fW0Phnh
z4bqRvZ$8*R^dd<ajP7nyAeiQwD-mJ%rkl^=Rq1vjQ(H{P>lmtp(WR(I$}<U=h_xjK
zGbEXU)Gt{6Cc43jqV4*%+Bv(utDKahU(j#qLY+7V+p90wgIuu-(+JQswLHT3?XS-e
zS2E(yPKu;#Uxe^-a3x?KHKsBm!RG@wgE>T@GDz2v=Xd%<C|~47(gt2fF$ZZH4eOn#
zMi^}0PTyAwi7!0rI%paCYu46a&go5|>Cv=(9s-ex;XhJUuu>_l4&PQFtGS8W;l99s
z91H48S>3k7HH`6QUf#Khzdd+%VVw&%f7eXeT8DJs`D=6?)DIo;>ePGjq*ZO2w|r0A
z97QAbLUa=A>zoejWAUZ%R9%stS@wQ9n#WzcvpKI4SoQvHxYNY&YHPJHV5-@Zc*1Cv
zvk2qt-M4lXO61rzcR1uiOs9scXsQxcZ0mw(p4y>=P&-;)U&Fv6Y;p-skPhV(WH*K2
zGGs8ic=C6&TJRwT@xg+rd?%`NKKkJ5&YdMLo6r;BC)gZ{diR_gw{||v&LMrtNn0F(
zk7p3Ph^ug%T$J~HiQ`Vn#{78t1fbMs@rRHbM<EhOsinjEsk-m1TSLl><h@i2U9Rlr
z!kf+3+c5yx)CKX{Ce@$V^@g<QxH?omZ_93F#g>#ldUR*45W#vV{U$XO{>dJ#e{I8#
z{zVh_vMAd}QS`9}jS2xN({+e*e1aqup*%x&n=ymqK#m_2E`A>*vN(R#W3#O~@Fh0O
zEof9i=D<)N_gYYs-9Me^Rv0dXOtW(ebHMH>AuoSfTcXzW{5X<h%3C|NwG*&N4acc(
z1daY4Y{~YM4K;vm^!z|TN99C=a{cxi>;gw@9Bd7Ef03Mg^)`RxhrjRL(MwS+h}49u
z1mm4|6@foTeJ^611~6}~J^PDykBH-bXO<qA9OtGr_TCFoAys880Q>#S%;NpdDxCd^
z#0jNI8wJ*Qn*kX7<^XJpiaT;gTd@WUTy+2>BZa{#;d@wa>ygRf?%P409;O35w`coF
zU;|)VJ1JOJ?Q=3xCUr9H5G&wdYPLjWjnn5q6F;1^`&bpM*ww#DJ!3nPh@1irK2Ue9
z%)^e+QOU8C6>%2JRT2dJ^6B$={wERkzMdiNez3?C-1;`;n&0phbkh~g3LQ7^6e;Yt
z)iMS-#H*><t#?s=2_lb2S;G}CfN{5=oN_N?a*{Ck@?eI|McWCJjrs?$w5F|vBxz+O
z18`ZKv7|}Jc9_D(bw85DKo=`wc+K6z^k=x94dGDfB!%+*9(EBw-1?Og?_oKN5v8^B
z2iCUWYg+70jq&jXfr^AIWF_3k+{pH~hl(6?bI~5o$}fe)AM9Pq^ytmVFcYR=+6mE~
zx2XpM6+Fn-P41Wfjl8!CYO`zKzC&?}Lnsn76fZ>zB|y;PF2U)I7I!O9+}acZ!6gKD
zf)$ryMT=YUBEbt3Ym1cU<Najjn|b%|=bicQWv<E0+PLOg>s;q~9KWM-hR61P`c$o<
zFjgEF7rn|Dk^9l@RR2E!I--Y@<oIav5z?`i?-Q@R1mskg+B6Uxa8=eAl>|AF6T@v!
z=HY=`b5ONne-9Y=<78=zF4sVYM~)XN+am`$Ko^>Jf;~KwW$L9H4z=9bXc(I}4&i#$
zXHN`TG)go5Wx%Q2271G9KpWd=g~-GjlJwfGzkOQAXK^}0&xTM@$AgR3!IndRa#98_
z0QaAvDOfWxM@=MUh$69sz?i4u!xLl{q`NkwLriDL73NApNDuV7ikd9uTdkN$B%$<n
zmoGT&M9hJQ5h5?#BJF2z$kWzhnSRbrTH8w9C7O5Nr6}qP?q*eYHP%L(Jzq1%vcx^?
zLnI5_(qHSw>IMY9_7C=V7a?TNwsl%to;`ja&JRMnI{ZzR-#$>Igl{dMDI8CNyCJlu
zt8PNEZhwYB{v7R8lkBgmz$46kPm<p4D_YfE{sylj^(ELHx4nP1OyGdxZw;>Kr9Y_C
z)Op&Zh7oVX-|D}3F8vrx7MHYfR`(lsrL~eRp;%aJ&z6Vi^nqFkbL4GAuf->F274;v
zlLDk2%1=#ohk;-8>yYL<6T*puWuFKb?BuiZty><?(X8Cv=;EE5W$J|sYjt8N1MOLc
zYRw{_i65I-9Q-IQvg4JopLC^}DRX>7>A{44@Yyt@Wzwpw%b~@Uk-h?*iH(XYhdASO
zkBE-NpvoLkT466}&Lx?nZ_cLf{qRq6y-H0df9*uaGG#BB5IjSasDPRAeO<~sXCj|J
zqZSEN%9aRc$z02u$)6j{_@!p|xwXY4NWd)6*a3>e%`N+(#7Y9g@@q0sBXf7rB$cNh
zd`JX2zL{<MlJLVSn@ug&qGIo_DU|3qYG_;cF<tQL)7DQd*5}u!Bik3;`%=@KmFWkR
z-bb8p)~Rrxd)72|ROdc*Agu!qf=tO+OepeRH=2@MGRVvDAo<@O?f#cXy0G!*k8VWN
zKv&F_xla2eOt5%lQX3~r=4m$IfHQhgLpr}M?c5lV6F!1Tpvs0QN|29jsxoU6{s&+&
zPmufk1pJJgD1$RZB-nogc1sMbk(r97Vm&oMe@y&mpgT>t$oqU>`!{tJzeK8XxS$%8
zVyEK@7{j0bUVVt|lg#X(+Oc`FsIu7%n6VnJK@M4KY}WbgzX1Am|GMM_{@}1q8N=}n
zQtxF!ae%m0d>_)|c5l!7EgSm#XuFiX04=$3mz9}t`*(h7jb^#an#iv^az!b#z#YQ?
zhfiu|Pyf`ZaZ5;(v_~bY$ng=S08&OKyo@67gofCxNP2S$l!-U|x5XrDNro`5ihkQv
zf60;#S^sXPs+q(hgs(0_v{&o=LFKi#l6s!VE{36gQ;pd(2&Icm%$aTCi%OPY0CM5r
zO5+|ZS4Ys6(*yQE20erfcwXus+vN9!_1*Sy*n;48s~_oyjaYNp$*a|dx6p>M+!&Qf
zQVKIgvZX;!nN$qdl!;K!4<}47?NtBhzRK&%8d&7wvEMepA!V}bpNqao@r%2|cv}+T
z-m3~j)LysGdZoYz<sZSLreR4y(vGYi`jzi2jdv(dZ3;7(K_iV)uOo~NpRXrsoG$_y
zb%A4GMR$O@nZfIkVD3)if8te}T*i$TH1FSg-QX=n(r^|FhWacQS|cMVK>ChOY4jU=
z^lWF@vHJ28G8VspE>^vh7Qf2T0x2VxB{nIdyK*Wc-<R{xqkJyjG)CJKOZ+M~CE_NG
zx-sC}Ayf#ppoThESH+Wm&ce{?25mi<%VS7|Cl&C8EsB!b)`lyc<ASM1(O$+Vg6$SB
zm>s=!<6Zx4;}<zeN=b(qR6^6l+wHuwg4B)p5GT{#Xj{lXV<9|`a!)Ajd?zSMY_*pR
z(5l<aXXa0+*)6C=`qQs!LO0>*cn&C^<wm$j`PlWj33Adlai;2+RRqyGZklRK2x4iX
z;pImn(i$L3>b|Q*oR6I2a|*52T$J7OS=PGv8tW2@S(=JXQE6YZ?Ya+Uz<FucxJxnM
zd#qK>yN1z~5KkAG@i_}N+u!mAlg?A!Ja0@>xFChAfGcK~!sm*~=Gnh7?DAl_7&9>|
z$^QU|AoooQQoCtSM4sRRyy8iGYwTt**qAy!^?Qp2g}bv9L{TZ<*iuoLJ)42Fx&ex2
z!Z7jRRI^1bW<TYax}V+y)h$(jd<~N_U#ZfVn$qlp5RSENY}eCbe8|Rr^!Z0BLl)JR
zLu12V*4BVKcyNSP^7+cORXH65LXJ3gHQuN40eUE|;DLXgReygBWEi!766=1KIFakY
zDf%vDux7(^2^*FGP;{$4%wZaDjd|9)_s((X=f=$VmZiG6xQQT%LOd-#OyBVLhC|cq
z5NfqdX_9l&P380OP+K5rHte`A<@hCCGfwL|lh3ac5vM}}x!ALkTf>6$p(>hWF9WgK
zT$*FDU4Z)8cZ?#b_c%W%={U8pjP*%~^IGmu>L34W+;=@JP(A|h7Smges5xQ6i*o1S
zy3l#9uud;s1I~Y20{XuzXZ}sTFXkVLh6Gi2X&_V^=a*QT8KZb_`QUl{U>Rr76rt}k
zo7e*dH}*n-6-m2@K`AetX1K72#Io{5p92FRp5n`c!|2`YCR{n)WrUV*xFgknNE`Zx
z6+1UG3T}*U2saJFnPk|z;3{{Fg_I<}NfKX>j%EHJd#9}=-*wW&up)7B^4MWoMIB*Y
z?~+VBipWcsMHV;fdW`5Qyua5w(fMNp6Bm!&Kk{8PF+b(Bj~j)$1TC=B8?3?yXQmpd
zfYLn6kh^gYLFq<!;(g)Q7A?^Cn8)>djzfAzg?dvLGgX7Fx)jo|R`qhw9^P)f;|#Wg
z2)9jUjc?3Zd`_d!j%s8`Oyq2p)Jx%MB)5K$VYyK2Yo|6&+h*SBIxxe49%p%H#6rm;
z$()z?f=sbtPgJ5=<Eu<;B2<OG0;~Yw#_;rP=wr#6lmn=W@Nkxk95Y(zcdN<Gar0^W
zzxvGN$YsG&m_Lmxd_CVFcac*;q9Mn+L{U139z%)rQegu&ocIvlJ{I{s=0mF@_f^BQ
zQd-=D?AD$Pkw;OFr!L?&Lvcd|16q9eAU|oi`;M%T#Bf0sO>n&3YO!yS4UhGZS9S(C
zxp9t_pETSD-S`4FY^e%x06lDn5xV}{Xy<9}GKR|Y%7&}m(t%RBC%ZQns5#d%ANM`h
z5*g)X6^TbhfqG1NTZc|hyoFOa(WyPaKUW8uXoJyT&_hh)ULfc*Qxo0ek0Qx`nEBGa
zfo&haH`9T!KYP4Y)F;utY`Oj1U~XEIcLUEkkB8mAIEZN>FLsjE2vdyhT1|@jchsbD
zW(tC1kZHq@d$BByKLl-xH{qTlOB<J!7pmX{?;+go2gryq4(C6}41j0IVZuyHx|(&$
zv36gZcHqk_0-*XY!t(zBpjFh$f-|+AIKUz=;o(UbYp(4$+pYY&v+pcT)q3$*vBZ&K
ziSkdq%rR>0-;+D{mb3Cww;wdSk-9~oJ>Y9sa>;FYBh0%P8-JlYCPa@|<INXUzxE-P
zBWo#lPxCu_*68&`1Y);`!eVU??kb550P$F%O2jFxvpjn$mdcVcJr1gxV^nRnGP+iW
zO7faz#m@5^3O0QC5=pKCnzik4qEZal%QLI9=i3<?tp<1!Djp5E_z=K1)xod+Jneq(
z4>TNNcupI)``TyqcDGbOuQ-uCoULYa&fpC!3lC0V!J<Mt0*<`dUBRkI;oP?3v6hSZ
ziP0l8mwib^C&z}vNI{`#SzHScU+^lUWl3*8g|%D))5jy1CRprJKCbNfe2#3cI8@#6
z<EY5zCo!C8zQR+bP4lxdpfdkw0Yq`!psaep;|$F6WS99j$r~Dns@B)Ak2$b}8cq1r
zNW$IU8K?{IYw=bBP!SL7K;A+-oy*5HVYFR<0Yiet)uaW*>s&rl)on2o#>dw<D@_Pv
zrwNr!L%xN4*;)HRuhy%|M(Y1*)oK?c&3#sOopqwpaG^tKl#Y$`T#JZ8FWsa}0KVCf
z|5H4MB|Ipg`s>Kukm|S69~5O4p?MgSPo0sw6P}e!gfcGvfRO2HpZhC4&${(jW5q!H
zaNIwM@^_V)q*<TDP31}D-^gT+t2uG)G6mh`g93*B1E{H3|JqqCT){2f(spbnuJ?Rd
z4{+P?e0#v!*tRse6S;EW(y(UiA<_F_nqM?HsS%Pgl0iSQiQjnUItcKJdhG(W`-((?
zwmH2Ps(EpA9_U&$03<3|G~(KDrL$GdJ*qi)?!}9*8a=B+QOoH};j=Hn=(O~2uTm!P
zg$1o!ta+2%CUry4E(>0P60YBzXI$OP7PZPp0yr8%*E95a0JibTLHD$!8@$V^Ea85S
z@_3(!TV-kBqApfSEY)ZNzQ%u(%;58i^hf;JzNolg{*W+3xgM3wTg>J0K_mzs03zq7
zdnT`~#?5kN{oD{mz#7L<p2L_k4ASR!A7(q76f?1?Sr_eCPqXhGlx3{?nA&VXiX0d6
zH2Hm?NeX?-I+4wZ-wGL`73ZfpS1G87SdOO34o4xFaIa@`&y^*EXEkGM#Qm+Qz_HAH
z)jAhRDi5EQt#(@~9ybH@3}&RM9(d;h>C&=hejHIJ9u6f_u5FBe&`$4vPZE-x58S1)
zN@sFf^=COxbKM5&n+{9pA%F04b->=&v*DOz1ogdIjNj?{1DaLe^wD=Z`%21t!j~}r
z!*r#U8cNQO>Rzy0yBMa7ni3kWhFtxu2^bznE90A$c{9I4^l9mfUyB6z-WYJSsb;=J
zbtJNXT4-euOSb3yyg3Un2y03e#+fW&=9}lzs6?Eb|IkRkmSfgYFY|j_x#$xgU-4sp
zR1wo|{ceC=hgH4qrc;z_Py$>byO$k0mgoFB!{EZSD3P?Nf>26J{@45~4y_?h7THPl
z!OnJuQ6T3P{}7PmbqAn<a&10hXb<*d<X4%>uLxR{%q&{u?QWLXh~1)ayhH6j7e^+E
z+zfb`?;qM)zJGZu{8y=ak^&hju&j;TZEoe}vUz61&--h;fd!ns-#7s}3c(91+0wfQ
zs7o;?8r~<k>G1@8C`0>H(kK-9>b%XSJ%2~7nJV^6bur5SLCN{`Em`BQhjU>^O#*vi
zr2OcFfo<MAd6De`aT#mmdbcM0(2zN`frcp>#7Plz<hu*W9~os)7%Hq3*b#;+69gMY
z>q~LXMjA^@dIrHOIASf(K1X`RyAaq*0Dw6dz9fp)t1q5bk=EeU1mIz5MzgCLmsjiU
zJ)Ta2S?07P`+m@Fyp#%|Xd<w&l>*Tnig<?M8pXfgjk9$J6<~w5ie$N^DFexlj7blm
z_3@whx%t%S2RPM7OJBxIyRH5zWv{PjgW-&-9W2fjGPJa!g@|647E*q}v_lv|I!GF4
zk@U(LL01rhaDMaUBAwgLX2}h!d)Oz^Uf&D%Q!d~+ZH-VcrH^6tUbE<~QR+}UD{r$9
zMx*Kv_p6qs_Ks{IAB-CpvaeDbWW><tEE3pK%k|>~%UEVq`^{}G?-b-U$cK6KZ=mJ>
z|7-l0L4~~2@x%GKZO{<j#;V`txKo#ptz4gNC((ey8=|+t(kUli*EYqU?LEX_S+?Lu
z`C@&BwqchYiToNLMy_o>I>$&8fF&j|mhja~jn?aPdLMLD;@(|FBrlV&Ym&v9_`(}<
zmEVbG8T~n>{Z#1!CVOWk^QJrE={uqNI1tEja+tvU>Eo4a8_kHhja!F1{_IbUrb}_g
z$&yDL52K_<kHVqjPQ)_awAi2g;`5yimY&2C09Z*#MRFkbSq<~_0o~X*ZSjU@+qiD~
z9M;fi5STbx)CHS!zl#*{Y7O@}HaRHAtmfQ(PX$?_aNs46Q+Ul4^HtK{2;2tPvYTLe
zuEh8(21`tBMICnVNbSPpO$qMTmuNZbI}xF-d)G$3H+fR>3G&z$BiRr1LrrE8sl^`O
zoiXHdBBV6;H5{s}iD7;99B0HXDNM}(cW)Pt5Di?aDi7(sF#tskzWqbdPCDK@sfWB-
zfM<)OX)yOJ6g*4I0C=_5>Wmq5Z-U=b#fi8bYJfsv{aq*fAFL*XLQlf-2(QYE+Tf}m
z-e!`Ecn97E!Mp8Zj!pN4{}ij5+D{O=Vnds%JgTqv@%WkCegGI)=678D7%2-v|50{Z
z4RLwhugfd)eocXVaROTBV>*$o)Q6eWZeCCnUsx{oCh*ibFc)5D*Oi}KXyxI)C^8<Q
z$6oZ_TuNXbyX?jEp#ZD3WixeNk~Sv+!WLCL2Ln2f$-DP}<4cygC~<l0UiKWqYfuW&
zlsmZPT%G%8D-Z2$Vg)atUC9CMT~=8fGcd54HJ&IYymtrj0c6u08Vl^`p@czA5C3|(
z??Sh0Q>}WC{lVP{SWxFq(9`o%>CNgI0L#x3#M)Q%gxwfG(N}+Z>fZ(~g$%iOZyQGT
zIltU7<dP@d6d7t3ammg;^+o&Gx~rEDsk@hiWa*4aSj68f=(hjeWV6E=TKHcVE4}Q5
z+sHMey3&rciB->FI!r)=%Lj5rQC2ey*9U&_wJgq^)_s|#MmuD50oRz5LsB?yq|bzu
zJ~5~3o)dK3O|jssIISE^MKkK|Nd0@?OfoLm=Qo0a)vVhQ$ug+9LmHu8&t^OS$>`m|
z+oZvc?wFVW%C{VJB$JKto`eh~VT4aRt*5AiXxC67q6Wu$>d^?IEbPXxPT}^8%jPc4
zKoh-hr&gh`rICD&=R5_UB2KmM`&AXv*@nZGCc^s4mJ=66)AW4lMQtDyXS~B6<t55?
zA<1PKtvAMMKGt~UBLeK|<W=8q7VJ;b%d`FwP6dU_kNzbi37{#R&Jl=DXx#Rf02fro
z$8^6{ft0By4|RZQyPf4UY8EDfZ7L{-_j<1D#}%2V18zK>jWmn+L*y&rWATb1v%f#5
zS>n08+L1HbR8g<>4E0$rB45;3lh`eGRV_)hxGJwV=9gW)R^}7Kbz(lW5g{kTe^d^h
z$?d5CZ^V>yS&kBKKgxsjvYI(b6|te43WbsH_@KG1R42A=CZRBx_{L!9zO+M=d0ocu
zvpyC6@83c5Djz-yZERd&kP}0V1i0tta#cpo<J7f;yO*WPrPdsj0f5#Qw^A|YZ?;`3
zT*W1?N;&w`_%@VPS>mn@f5nP_{C#%v&lbZF*6Aj7T1|4e634Y}XjY<B;ksEWeBuYI
zrY@fFwb5@u-6YX8qX+J>d0jHEyPAV;F-=r2Aqe!>%M`JtHJz+jt8NY%=!~%gvFhbv
zaCwi6L>AXyh(xr~4DYKn*)I%!KK$lVM^@s~E4=_^|F_kD|6S!DEqSA!9J6t(TG#s}
z=?+8j&1++mUUThirHu|C9?RF3{{Y~uX`Z2=4i}d#+KtZu$i9!|QbJ7XPit5qz(J-n
z4_lZyo#O{?S{>+)k!}K`9B?l&lN4419rd{Iek81OvzJ6xF#4NDvHAPvy&a$A{#j^M
z2G!5pOpgzY{aEEI=)nOy-=j#i7uDUZJ_kMJ$C;UnVbs4Sw=H=0gEU9GRI>l33fq$e
zp|R&-^4IgB{?&>jqwgxa9^In+#HxIeLmh8_ytJ(iyYD_Qt;>9WZVGD&*@%)3UZ_ux
z6){W0QyJq04ce|2UdrZb(WRcVey<XS_AqsWExB^bI#nAuiID#E7RbA!ARePvIGAs&
zCvawEl4Oa2pLb7{pZY?R4LMm0wlLjMMQO?#6^Wa!X|nHkJ9rxZOiF3v92^*>4^UD!
zNuTTlzX%-o7M_*#zIf=C^FILay;#D_$Wu0(<QE<CJ#KA;=MVFytKDY3+)8EHjsfH3
zXPccvcr0tqT~!LdgdLLd$VQ9#HYmeBc<Suki<Nk6_Or|!s<fZoi>;41#s@rt3VDqy
zKg+-NF2ilOEIw=&lLu$PCp5yYoWGzYZK|t%@NnH{h`_R=?JwYBcrhc~*Z$?dUa2w}
zLm)l4@R3h2CaT3z|KokNeMyqJn29a<)0u{;YF8m;ikYV4L6w>iKKgMf&$rO}>@F5g
z3#-4vFt*o#0mn*fMI2*XzF4h;J_kHos0;eDH~lfzkD(^{%DcMrY!>+SP#c^Sk5Gmb
z{}w|Gm<qnv!X|k|;``j>UOW$tYcg$Z?XhEkTtfNLU8u+<X#}7O&fz}n3|`ZT>X9kC
zF;*$r7ydl6KlF2}!IwyBEC)qaQ~^Dj!mt_Y0=6(Iz>-m0)da81Ik#U&1_^=^J%5*P
z@7gd=`6C_*S7lh@`gO2=2TyUf9Rr~i%VL$@%ByMydB7PwiINHL5=&v0IZTzBT+~eb
zt2D*hD{@KvuC<q0cqTvng+V%N(m0K?(LrwUr%Rl$zkb>-7riMU-(e1fuJ(@0`vTi^
z7^eesy(x_nWr_rQ&o<tLv3nEV>%7{ap|;P;P<7!6DR>TPjlCXcM6YXnxC-QE9`g8Z
ztnIag@xk?j(YV6C_4;E}G9g$@dH0fT#P%W216GwaI>1{*9ZyZIxOge6K1rlU1n#!g
zLBj+)T3^p0RXAd8Rx(<o7lwC&l7?8b{gFu2%~qub6+&Ma9SrZLVdH)l9%SH78yF>x
z7y_y#Pb)D|p*?Z-ogLe(9u^`+)=he$=LJmg;zKzi*asepdQmibE?IEV(~}sakIZv6
zN2vDD<D#8t?MKT1d4u^zz09(VO|lZlhLZ%1$~1yb=M+tC5CIXDJvGtP&q-nA@*Fuf
z#pCQJbQp`ll<H(&ruxZ)d$9({;!&V5XEM(QXnTeJzKOYtqx!wP0DThlZF%)7@e=)}
z`bOTxA45t45slUhR$U5D*_(NVXPQU9q74?kp=72Cj0RLvzz=s4!_^}@eVn-(fH0QJ
z&F9&bz0LLRp_#OR-^!xGgnJ5Mj3EsIGxulVLkiBooUu07&&1b0S2b0AH{=<iueDSx
zqjY?}IG>5eUSWMpd@XF2`knbkf;oi1*2@Gw0|qtU213cQ2Tf~zZ@+3Ok3$@qQ|aUn
zN9HKr*|c`*Y8X*Jr~u{v#psOx17b0#SJZYUs?{FnJt!iM+VyMlZ($!_)n$Mj*vi3Y
z!@%vY3tfr58~->>Yrh?nF@b^h+=Z_ht>XE86W-*0e3!Yt{%61F&?SGi<zpN0!&-OQ
zWwi(Ya4UNCIaT?DvUkr<nOs@EwxTShOZ(UjF81q5?k=A#aVeq6b;+G;>o;J|W+CU?
zngA)_2sgY{&d;0R3HPHa^BS&A&(^KZo%(}D<M|D{CbuGiqrMw-*v(S$)YdIXIO}C&
z11V6i2a}Wj;hDVch-^Ryi7P+dEL*%Sh`cZQk~{s!OiR`<Q?EXuc9YG^5zfmW`1VbU
z+{s?EaD%{l;?;85&N(G<M~?yTN&;0}DBnLVX54Bx9!d<d>HHI7I`oSsJCuJby?S7K
z+&9Kj!DlpPa{5e;1+T+_SfjJjr5N?PM1w_a7oM=tuyRlf0A^Y<pF^C22-WMka~aNi
zeTJE%{JN7TXun273yPSFU(hbAe4FJu){>#mClDX6uW28rD|d+rtsV<)q78o4qL(jF
zUA?$ZaaH-<$r#5p4s><;8f;%<iEJuOt^Jg}UO(p!Dk}N$ai1xB)X>$1RNbLmY%;Z&
z?%;wF>V&r+-Ow_jEO)|>{M0qCr{)c!`ijp07Q>LuA&5opzBue&dzrQ_uBnMS*&!?l
zT*W2u_JAcNU%Q1<VqY&FTNG!M5It^eRyYOa^|knZOXeTWjHPPdMqiPU9&Y{<G(##~
zYj9xtYcGbIneSHUyv^eFAuYh(z=!YZrz!~feWs1sw60hbK^|mm5Eh<rPWlaqS>@xU
zXUR*@F@V*NudlIqO8lzvKiTs^qMMxWl?COw(LD>#`j2~F$HWHKWWL&|0C)Xdd}WA-
zwQ`v0AQIH{i1k}Rhy;DZDblv(pCZe@v1#@Yqwh=?w&4Fd>m1$_jM^>LFi;)w&iTE(
zhUwJ$ux;772O01&`1AREqptA-3HM#2YdOo+D>KpB<*UGdM(LLr*eGsyKh1M}^B6O_
zO`kS-)cY2<MZJ7*C55-c(L{!Ap|(b;sc}*uvBxA<NhzT0PmR?6@rj_l>7HACVYkoG
z!Ry?OZc=$`cP}ba;#G?)nal6*B?FcUnp$=9W7%3ZEe$ua28@bpi=>-RRt9dg6TLz`
zniX-rAhSe{CLpW{4u>q9XEN}qXV{}#EOqG*YWaigBafobXNhr5#D2NXhUTD#p7N?)
zKpO+}#uzcol^VV?F&)vmhda}p%5KZ*q$g!@WOFvYJ*;`A!WGsoY%JU2c4CWdRBG#|
zNN>yK7%0n37Rk41?+5{jm0M=fb0X%WqP4b->}~xO=@M>#?JG&YCM2~CJdQAZ;_tnz
z`7YKbR~<3WxY|J;YJDgPpG=)syLz_Tyosimx~!s`aR=BVpoht|SuBS4%!k4Hwo;~V
z%dDwKJM6LE!L!@{i20z7x6<V>ci<J;Dkl74&|EVe-z3%Y8eu*Vpig^~-OWL_JyU4M
z6h}Kt^NNJ<%z(8P7oIjpj!y0CoPCtr^Xw1lLU7c#66et@*PsR8uaUtdt(oI=zOx_0
zDFA!tCF`HxjiBzzZo*;=WB(B-;Evx*EKyEu-pNTxtBLjz`rf|1)LIhptFuUARqAFB
z9#7Wbey1dErMCjrCdyYTg(cG}v@YYnstmxx-5u0Y0}U(@^+1_^Rut;~_TZY18U}Z1
z<|1_y7VFHmrQ#$irc!Na-_0GAkbLiWP@nVpRYrb)$%%H!9m$=BYY)G){1Q+klIQO7
zMEAqX50q})ak?@GHKTaf&?*Y!CX=nqil-(HxC^<G8UDZ^@kHTqJtg3b=f8Pz_%B}?
z^wcG%0HWDf-EkSJ&2_ZgB=IIxcj|-(@u9H6w>nz&t(lXdA4O6cBtEdw{M}NqwoF5e
zb9r#Ba&+$b_sHnB?aOq8nW<}J55jYHcI~ySOFn)veyzT_Yy@!lEYDiQuhD-tL_2`9
z{siK2%5sIQTxD&PZnY2Vd`yMfF26har@y%IF|Tg%FJ{28iA^X?+2b>2@(1Pf`?)OQ
zA$KUBRYwuPz&}+gaTd5+G;5>X({7iTfrgZ8jn*joa;F^VkL7h>{Vr<)^e*g`U)faM
zX}+z3KkcAvVx?YQR<?}}Y`{smcvsj4E<gPI@c3-_D}%)F2F_n++al;?AD$1$%KpQi
z#1DQKrCGaKOHHqo?_i`Qm6!4}?O-OemyxcRY339kWb$5x*x1`{m0RXbsRzQ!{Qd%C
zB?F*UmzI>&A9AX7CX+_qR3^P}XqxJ6jCQG{NkB-Z?mem4y$3SZG<h#GI?tGyS8E^K
zHhD|h2?nx8)JT2tSJ7NJxg4&+w!yh~5}9%sCipRtqlb^LZl8bkj*c`$T^zyfPvdHL
zI;k~WBl0-wm~}oowJ(?<f3)RJPwd~g>wZG0Vi`{`oifQz{E}s-wD|NVd|erF9*=la
zTs2V4`6>6n85LXasbXOWZULULbS1cwmeE1h<wdh7ek($e{+`RirrpuCuq$43CJRSa
zC^5W$<z|MA<1kp3cb7{XvJxKT^$@~WMaCB*A~zEIk&uK5-lxT^mk=kIN)02&L<V8e
z{LZ!v=rwkIAOQsUtZAwh7O5(ZoV&d>u#eF{rlj_oP^-3_HqQ~F)C=4&Y)}WjrQgbb
zf1JoLpdwI7L+UfBo)cxv`_HH`ciFauV2kht(S%Bg-?xj>1+w+lXa2gJ!(zH-2s1G1
z^RB1d_L1o~y>#AFGm)0ehbq*_@gt8tgrmKvVCbn&+0?OZYh%1lW5X49RHFLw=Q-<^
z4{Wm-I%R2UN*45PeWzrphHg)!&Zzt))TO3zcKXRl5)=E|1N2;0p&3YTM$8Qs|4qJG
z_*!ls+HS0rzi6?aGqv(%Bi{N`qz`JtR%})UR2Qq15Q#h&8uU60HY|wUp#j@*iF|EL
zQ9lNbHa}Z@TghayW&ZIWo^1w-_<KArW3dnowKIa$Uo%qS+c@tDovyY%*-&cABf;Ek
zZlP5}IzjMY-3A=mVAWNL+t#5A4A@LVk$38&gw$V--`XPY9aL6HusD&jjM%3?|IRg3
z2vLten7xi(raOV`zI>4}OjZ^?>OC^7$wEmMvqzCCkLD774l5xqvSuXOYWz#GOG*3X
zy%hFAcK>B6B%R_p>07KXux6n@wjT=+x}&&nvbPvuv#H0%9%hZJG`^`!R)K`l@>|8|
ziwFt-@vU)JwWFbXbsdy_ygOZ*l!1yFdWBnJ>?Wp=^yGnd1Y=;B$Z_4B3Un@hBs#7g
zHzvV`YbLr}t<!=V0ZV8G34wxP785;5qNK>ns%i6tGG6VL7ON<0PQTtNK9C>oKEL=l
zHJ@04uJ$_Axibl$0Rv$`(3Wk(O5^Kp{Ajtj;<LUvR(=6p7(38Q!%Nq^W*U_>V+NgL
z2Fd>M8PLn}`Llo&O&`Fw?Y4r}8#uu^+m`2v^jpAl=*G(XR|9isiYv_Y$g{ywxuoBK
ztt|f2C3F#J#^GJ`U#CH?>k#$b%(xykQz>tJM>+rg5r{>27-Nwukv@fw8C^XCEB&?n
zxV^Zq{s&GyI{hyf2J(qgp!uv>J2?O$vvWz?-~F2f3fmgKvHfE(J~8CLRC2ymOFR(v
z9*mW~U06rA#UvJ<4cH!@6U@4AtxTM>9>53l2K|gQmO#&F^<E=4{|6l}B)lqSfKy+7
z!1A-s4uq;S&WX-d)lB2B{S2u(upeygTlw*Q(A+&$jJq_{^$=$e*40)O^fQ?ZTA)NI
zQZu8X37otD4iGO_wH;36?sL;*&p!>$>>R}1!Mi$|Y4;#c`9-vd`pb_<nRwM6jUrnD
zUG~<jC|p-Rbc$*67HTO^X-N5gBhsZey@Tdv5*BfvR=@#rI@S-Z@^`tiG_PG8Dr_1@
z=|oHxG?u^m!~FC3xg*SH<abHyxR*aljJ>KDB%Yk9A<Y6yl2KLy|LK~AXF72`5^W0y
z;ZKg=13Lh^#0PomjWqx!T2Roug+FBYnYtzO;jQ8Mqhzn}w^dUn#W5eBeu3=6v|a29
zrQCT4XVB^UMN)Yz;ae4|SzzMJlI9O6_BY<RA{8Ut^)C|bpDZyj#N|xjunOHQVC&^p
zg+AgUyQ=s+*gsnT283cYdS$M(1D+c2%8ARdBjwpnIQ>R;s|DU0J_5OIdP*ALiKqtP
zdC2JiZTMgQla>gS9vq=SNMNN*S8HC<0<8%M<a&MxCx!JDEb3Y-tN$K)go5uh=XHkg
zT4>QIR3?952(;MH@6RereskiqD`a4GJi<}@K|H)trnFEq)eI&m5=MgYN*R{^%ja)p
zKqBcU_IgWaO$aw)J-^uM(BpkhheN4L+`Jt{hphUcpOHXyKijt_{-zGD8<8%~&No?e
z{=D9*L+a@gEozPDMCCe6^?zVF{;M*mg|WT*VC7VkwT-Bq7D7bYnz;qg;$&F5_Oga?
zhK4g!+MxhAeekJK-u4|O1>Q}NVY3UZpKkNcYC<H%ra_iv{T{n3qRKS=9EqY<`|F}E
zqf)8@!s_q7(4+ZH8pTEjt%u7@$TM--54jhXnM8m+j}fU%erz~Htzyp_s^RC$lf0~5
zgz;82eAUej%8xQ|St1)XwYxy~V#Fe%*6$^*Xlt$Nvz~T7`+^w%5oAaKA|lM7r$51W
zmKYhFhM~pwqTt5N@oI%4GV0lr>CbY0lahM!=O+tC8hvuNS&zn9$hJv_NTEd0-3cln
zsc+yWr!{lbF;Qr1nTpd+Ie;bTb^)#;6<gvW2WB_fJ~Ap+8uWTq$BT>bS|}pzafNJ!
zJASyqMUcUARRI-y*YkNVK~(Tqe;n^1gQr;;00)UmYF`L2)E~FRVfZaZFCKnEW{7el
zT&V8wf;sFqD!Z0(co<ptKNrKF#G{&;PX)VX?ZK;Fjx#{}am>N#cIy5+9lMPHWt0#-
zlQ4WzuQkHhr=GBGfNKbkIC6tLZTjHXy=9wC=k0=chPz!V&6KewgZ^sb%mbvYLa@|r
zg}RKT$!wM&lyAIOfa&39Pgt=K)J3+z{WGVZk$e4e$4h|EfUUDu0<~%Iuy)Ad#pkaI
zdFxxB#1^=<5dyZvDMQ^49Gc+4tM9E7e95U-FVgnW^#7vM=fCUnQRn5M#X0y+CirUE
zekb1}`{jikv={e|zk#m)yQ0V_gk-?$sF!uLvt@JVbm^TA$Sx^`R{>|x<(t)eB_9qM
zIceMF&M^gSh0j{=h;{<v$rni#B(VP+S7zhOuW`419{hMkW?CQpx7jPdwLmf9j*B4>
z`g`T#>8<l)8{E89pFc3|cT>uGWncAjcseU&)BZt-aoWL%<es7CH@RjY<KB(FDeV>e
zl7@iLvrkjxX@ZI%>=YPqau~v6h9jT~z=aZu+3^GMC<}8KZDhUibyyhQ(ht#+Z!3%}
z-uq6wo+n!_CdwNbM<p(xL?|9rkn9-Ea(FX+J(xo~ZH-fUR?9MWv_2qLh1wW~tEO_A
zjm3{p;gUXjl=4F!L0J>q5s7`-^`9c;Cfka!`mab#@&v314i~qo@u=*Lr8=_HYz_5#
z9GFAON#6CMqwN#8`n_N3BCXX%j`WoaXdvTa6T3ssXd!w-QiZk$kz+ekkpw;G!sot<
zaEa>MB=vBbU3Vd#I`GGZta;E`xM-gG_DP+^w%D=@u0uA+-W-<&-85)Pv0nEBTJ@HL
zk0Yn_N&X~8k^txZiISk)YhEC^8X@lYE=OB8E&ew|{azzAk<+9@UL)HWA1`mic-El(
z#v#53lVr0CFOw2u^N(p6OT|Y}m)Fa3GIpFarf1Qf1W)qZ)80tLyT!PIu0V4ZGlQKz
z?vTlaVi5<ts}mPt%lX(1FU0)wym;%@Q=LqUk^?(=95HPO@*6HjtOl5}O9-U?%1DZ(
zaMfMp)O?uyRv(9}9v!G(q|0(REEoErwc$AThB=IUs;UAeky0>YqEUhcn>8VR;~yIR
zYHbt2C=xv)gT6dxV}?lIU;d=WjsCQ?1an|V$O*sGpfO~axk}s$hx_3z*e#9<BU`D?
z7u-gHvaenI{um5j?S2xpHI-lKy%Z~aBciO?`EFj@DL|0#^5|1Qi}P^Sx#&zYye&HS
z{nOBSwH0`}F|-|~Y&+AaI#6E|>K+6Or1*MO0m9Cadw*9iR^)eZl0JjwB>8+3dl8q+
z$15bajYrBFG!Hsg#C&^>^5j!_n!{Ydam}&aMMNweASO_bAsc^bqYRJ`D<`5#)?sPN
zu&1Ma(_~CPC{b<aZ?ITny;>a<@982b+Hftry4AG8hnXNOv0p7vp(YRCE&g2EA*IGQ
zwDeXiW6Nn+SqUm*;ZTQR7LjvsLeVtRvFx^W1-bp`L<d5c_lvtWzNk;VVW!oyEKB`2
z6@dR`ugb$dj8jx#5t3o?DMMm~@8Zw5&tn@Jv>RBV%i3HH4?&oR0$B*5d*AQAW@GgL
z>TsHUFAIsqHLjpG*B{FawJN*UfVzG#*_WXI0P+?p50(&kgn($Q;ct;=189(y!1I)Y
zS=JgpOavaAYhJ2d-a=c^PfkBAGuMSguMO683=d8N)VWxCFxc+Q7_&W07QYct;pmv9
zEqv%atVfSOZ1(CSp~NJREm7nlRog7Gnom-yjWFsvLFxObG{QVHJ#zW|?gWmWp2!-a
zUj#{XG=B?H3<M$UYCwyjm!nmkxN}>@Jd_lfd1jbs{+G-YJ9<~lj2SKj+ibxX`o&gg
zWyf9S_qxpAedjvNIdPht?c;HKc8eE%W^zaDJv&rrhk#BQxSX&z`Z}+9X|o>1Q-?UO
zx{c5eff#FO_n0f^Y}pK`c;8SRyO(}?E;LqFggdm*#6X`vGT>l2xS}R}GE_newoP3q
z5-dSz`y|QcdbOmNzVyhnx~$nVT=^BME#e7H@O~nnx}{wWg&vvUO~a2GkB_s{B_gnS
z`B&wFoQr#C(U}NA@f`%edn~gS4|o~o*~VQHWOQ6e_jqydtePosKFb({b}6XS-Di+|
zu-6Q#t`qE3+X1&_W1K2^dvR;?D~<Hpa~D^e%F9i>OhpyM{>gFFmpIaYY~_P;ST9jU
zoCI>@{ni#$CE1!+4tf*iNX+mE!$$|1;O((PB69cJo?3gHClSb!SVvRn9T-jgU?Je6
zjpy1>a~qOX2UHv5;pSmD;Q-bzA(dZxj+Z52M%R=C!w<Zyh*WN<vN!Ru>8HB2sYt@0
znYIyksRh@{$0Ao?%nQ=;iJG`MAJc|#=DI+c*cx?pIzDoI!z5nIehAdd3=Cl~#vZff
zR!c2B?PVjqn%pz{-P3IDC2=(9LjLAyto9S>U}H^k$(*z|u6t<bPplbSx%{j`$eE&~
z4aRwTab*)+MBu3&ODW16pf9v4!uugfBnkybJn&TgtBZlq+qoK|n>SUhY%if&W+Has
zp+89KJ?JhsyvbB3nT%>p6EBnUJ$1yW?FSgetD58noH!y?7^?Rt`Vm*&y!757lJN1|
z#|moJII5?oroW4X_GY8ZY6?}a-Mvr?N(YZb^1XG;Qq7;4Mld6h5f9X?Q5TU9&rLSA
zTcmB;&9mYeb@51DcUvo%i@nEu%%%}7LIXNVRH=GOz99DhS+gz@{?&K5-p{4!e~MyD
ziGB^?8OM=aJ|IN1k*tml{!H={GeJ=cZD)F&g8m!!&gqiHu;96bHnJpd=f|8fw#rLV
zmZ|r^07IktxlQ)B-d`tY7b<(y4}Hoc)>SWiYh{>Na*Zo$={E9h;q#5S9-Iyg92Igo
z9H8_0P^z8yJvOvjg=_IgJs$sGRaB8(ZO}@hCt=dtbyrnq2p@#j8{JkeAzJ$`-q8pe
z0pZIsgd{16Hv*z}RjC>)HXjyElNV&G6#jOkqK|YJO*6&lPvZ|(twYt2NvlMlb!N&8
zCH7?*VVY>1`!sbfcUw9E)a(~dmLS6emf4iM1BSTr${kgN|B}8h{l1qWr&lY+QM=#i
zI>EkW{CVrC?n3F*B9b;q*l3F|3LeWd%<PO+HPLM$mSX>N9r%EEYkN)nkS3_}b=0~`
zVnDw&-s(K?FPTMpw1OF`>u+`@JP3U?c!(rgMNu36syV+AQFK3^1r8ip)sxd=S&9k@
zxn>r(1!I>e#@CC;IuP3>rd@Iqs`MiV2TCRN{a8EXwXyo*&Y^;xV<x#afAMs!vZ1I|
zupcn%*@rg@oetl!V+ma#imdIJ*#q7AajRvA>ZRi}0wGzJv~pzVDZ(Xo<|>J#J}t9#
zpBw-k@TYrn#A&;W{iy@|_yMyr{{-(<X&8x7I2Fq9?4kvQxUMk8C0AiM)<{L$6e|0p
zyk*n)z9>><H-JIMvI#;%2qjSA?p#Ds&%tby(kI8^DorMOP8z*UFO-k^z-kGPJ&5N)
zyivik8jaR+92q4KsYD&N_D(>Z)kTV52X6RRin7V+d=@oJt^i;hEZi9$|AAZCt;R>L
z5rj#O=fbO8Ss!Rl1sJ9@*H~QsJB3dt|A5`!4mr<o83@;mEbBaIj)p9LW1LnX+Hb3?
z!UHH(WX<+JjEG9=SpS*#dC)l+jHw>MZm>5CUu|;}PF3ai@t;BLcsZIyqlRVBsUvoz
z-&>)g*>TQo%Q^<ef_PfacJJL>k5_J@u3=vE6XfzMDewmROWm3$Q(LtPg;LQElkpb7
zSf*5ii~fFPKFEFR)0?`*rt>HyJm}^4NTuo+p%~vw2$YYZ;f1X|Pj9<T!>NoDSkq4|
z&>n~AiXNE5AK^>C{WxWu*urhGr1tfW(UN)E?P4|gJm)!sLm<T&BfR}Vk`j2ug+1wm
z^Hj3^n^v*^u1%~E&I7>IK0b_7U)ah-Deu|-C9|2SC6q}muBkTU+~%CVRIb!o&te{S
zP3w<3{(dQz^4NV|5-SokFB^Ar=pt$0)S}7gnBu{mEc+MsZiQY<6>N_eW4AVY@*uK5
z8uP@uv8-gH43X1d>R!2PU4WJ)tDo9!@w_TI7WxsC-P{FczOXodX-<d9j5G{=(@6L@
z$r;5zv2A4d`zTx0wVqyL1bm=h`G|scIO1kL8sv+i7EY<Fc+#Ye42RHGB(xpt+u>sj
z^`c7`1+4sN%ZQ{xeG>#BV%ouVLPj}G9EKKIFOtg-Wil(hE&Ko*^HNpk;TJOvdHRDI
zc5mvvJ0y$LhgSm6OXMdv*9#NmEw;Oq>~DwrQDmzZ2S$@rn@Tv=XWi^xe-`2aRHl>;
z{%Z6X{G`fwMlX(H_m5bzR>BBF_f)G}(z!_Y>vD$_F!xNO+Y5W5#<9oyUkhBX_W2X%
zzkPk}6*YqQ%_WR&u|EQRHQ=I|*y_+c#mC_%8;#xhkgXv8Q(OL5m3V!iUAjfV9?Rv&
zdZMe>IAR>5K-KM(WEWeYOS+6b)1y7<=S>FPu9*{0INvQE8{r-8*!@*@F6kGD7WKQ#
z$B^6yB!?;vN?`snS=xtG56IQn_|r=q8|+_%6(i&GO1NrB{2gjcoIeUE?vA@EdV_F~
zQ5L{V#{%+%iz_}Hv97X1l0}20rMn|$1F;6jL$GI2vz8iK*mP=@-xla)Pd{#!HdgYO
z#E@zx-<PB8&C|D)KZYdS=Q8<|)WQJ|fwyBt*==0(53;Kg1EiV}=dEw~oALr7{l9_L
z2ZQt%kuLJRcqx%kXB3t+w?EHWwTSMBEon?uCN0KaCkwT(v*ibUyW4jAS;O{ZJJQ7@
z(@?ZV+YZdV@abf-OnSa0WPD_|vQE%vwjMZ5ldNo5l^o16Z-VB#>Z1(2JA(e<1Z_2I
z_NlsS*fIL>>elv?Z)J9Qt>>~sY0)USU359#A?2?4ZVnsIB2;c=q2`rs^3(Wo3-9Wn
zzp}adNY2143bMI3Spw-_2{v`gURYYZXi+l!UB2b<Z1Le{7AhuI%@n%}LOYv!EhcGh
z`fnrGF^X;BBjXANq?l6#-;Cs|==z~1Mdga66b6M?Z?QoO0uxG|4Gzf?K<U}6oSn_!
z?4t6?dg=TJ#;74(F)Te+>*0Py_-|)5|92Ze|8F@*&>iQO<qI{EYMsQ5qn|Lmsx|Lu
zH~&s`U?BHcVd363NrI{Vo}*KOg@0C>>P4a(aO}INj!>jbAdc}R>!yiOq|>J|3Rr1j
zP)I#4{Q<m%NMI#m8(JAtz-C)M;P}d`@sa^ca-MZuxWOE!y<4Ujvz=IC?EUJW=lW8H
z%|HChp<3)2+stGpM)XH8aH>^pi8_6fq|y69^__aQ*HQ-dDG`V?0Cc3>F2zYg`UZC4
zs2*FKyh_=bJ=WfVD*@%r2#}`K^7&?LP9Qp26EyeIr;t)L<i6~@Zd|_sp)t||3fFn<
zoDE*LIA#s_-sE=!ixxKjSs5a6q{fez<xKpFl4yjLht)v)*4MRlLRfcQfpc)IIv3X#
zzICT4SnI&V$2B9H5IC-HERr7Q+=6e{BW)BN0JuO)8YdsfaCJmlGoM|^F5{N?F9a2i
zMr^r_uKsmuHBq-1(r$rp*B$GPdlKOZZDZ^blwYn2$um1Mob>fAZp);m@TW!@bv+X4
za*3O({aA0=f5&fN&~EcEP{lc2Z?!as5wn}rO@yg0pxl*Ai$BsF>YBxmZcyy~F|zy2
z*BGBvemu!sMX(F8Ll$R!Z0S-Y$i5hfBpUY{q%udptJL|C3(flgZgVT-CY1h-k!=*^
zxz>?M`{+<s(h&b#`|6!mqw9PBYHZr2cyx)ILLexii_Fo4Xsh>LnquM8mPN9;!1ipH
zY4pVSZ4)jbo*^`W<7)25v7kDhuH+eVvcwtBI#zCM=?6dKFp3wK+>;0@JSnTqA2df9
z#jw&NapIDD;x}aIxcD997M2$0{0$M(59Vsi38&Jik$?TRD*ffdf!0I7tSZf@=r3uQ
z!;ioRU!)8zR1C3sMa09xd#+?-q*i0AU+r<ST<N<eskqKp(7SKvAH$xyt6@p!QsK$u
zi{lR308Lv?qv#*1J<j9pu6_&ybUecyu2t`r2CP=w>)0p^%#Go8&xcqd>uSDz1^HnL
zt#yY|@sp6csLifJr;E<|LBbMcxk-zM+6Z}~+itPpkUg1c(^Pu92nMG45)DEFF&wrW
zEoTO^0$vCoxW}2{2+J;L;{oCpaVBWP_aDIe@iDB&zTI7o?PmUZ^Zed_G<I31)azc$
zV9_c`CV*g4rjhtPAo;kRHHVw|2!`jxDuIW<w>#MW{e$Sh>{)I<Jx8f>YM(3q@bS1|
zzj~-oj993C4AGEYPvtaqe$<@467ZxLK~EBu4yFf2{xCULyIDvt^RC``LJ#t-ZeJ!D
z-l^iRD}?in{SRXj@)U;u-!`e^J3=oizX()yg=}Wg9B{x3IQv%Fv7q}EQ}m2v<Q|iu
zLq79}M0t5Fo#jiXqE%}vLgvu4P&$6(xAjl?+ySfs`F9dkg2y}J>*V->WGr{DV=JkN
zMreOVjZw6sNXneCm2o3temD;fcr7*in7%#e!R;v39K5!>RK+Z1Y#TkVnnT^#p{!O(
zv+AvV5`~d*3RMsuuv^nqNPcS(Q07%EALz~GuVZ1;cH8!INT#(a!{C8X!tv?ZcJS9a
z|KyI=-vt~w^`8otGT0ZXb!6rj`^gvQ?8ukIG&E+%cnDj2FvPZ^_4?|A=&pYr=$M+L
z`h1p}<tDsryn`3BKY@voAIrViU~A|3hm)sf?a^Lp?)yNs$1y|tL*Wv4E{syemNxv3
zzyPx0F%^9wZP`gN^(Ugg(p4ZKC1xuloC7f6Th1%4lEyc20@24X1{)!nG>l+cpxD5`
z{Awh1_aTgM{N`R3YvB8xu&J==q)dwLU0Py>Y;EW&j+wVFc)6gWJT6{*HR{f$puL+#
zkEznAqw$H&5<7cteO<UVVg7?axWvzv^pl9PDQn$?lLTFvPvRL}tssycBIuPTZ&J5h
z5iZKU8pwGiHviqx79v#dVYzmnmL{0TH>lYB1-JH{QGI%x^sM`j-quEWE|W+Kwr9|n
zud2?ILbP1^ODp0f@XvZ>)+&`}IVH%NQX?gp2VhG%Mk04J;A{BZ7l6+?W_i$i-<Y&W
z;sGu?;Y>IiJA$)0sQLB^lsC)$6Vt&_xD-7d=lJV=CWz8o>Lv`$Q^zIm=J@j~`*o5?
z;78<lXvNRJ7)BL41zfU?cmn!M)?8njKI$dgr)fhZ|0@ek@^|lFewl^&sK69zx8iHu
zJj<cHQu(_94Wk$OVwcFaXFKn{660;xtYX82&8L+aRkuxXl~0JEL{LagusYmaOAll7
zqa!lqd{}tp?spA*sWTJ%oQ8jJB^(zyyvKZoM#nAJ?aUn*G*G|9nP=o!QfxEt#)!Bf
zzjT<S4+dF9Btz~hX4ZMfriL3hwGu_!DU?~zmw)m_hm+mUx9tam5V;gBW)Ma6e){NH
zKGGIBG)9c~SM@%vv0)FDVi9wvztob(lfo;=@wDL)@>_scQg^PCiL+MsNKQP?1?!I5
z7qC>$*cSw9K0qqzENb6rOKX(g0SKxQzW;_%tI$^>(GFTL+(Ey=SBCnSiO4Fj?mYCJ
zwB-*5gja{UkOsuL#i$UMN0&SA-Sf}j-#SvpQ%KwRyzy<<guMgET}+D5MIzV{o1%iN
z@<DHT&~vj!-9WhNwb%8W2(l6N09Uj(ZBYK<DQTqn^*jY#+Jw6+I{rp$n4^YEpD#en
zd(|_a6m@y^tFp2qb34W0)V^6_pWIstmX(<ITL+sV!jYJI6P5BejMM-ePRAKP7(_E?
znEZKr_c}OswL4Vx=np!KF^21WBLijs_GVVW{;l~F0Uv~m8Y@@Bag=oR(2-Hgv2&KY
z1xrlULqgH-%9f|`@y4wq1KQd@i6zPfy_;)bhz+RZG_ZWHK8l|pX<Onr+nx{uobviN
z1sDI{TK{cb-~SVV4y@m718do=j8R$1$R`~GwjY?%LlqAR;wJeh(u-rYs=~q_)0g&D
zrvToGK-L6H1y$Gv+J#9qQwztFDUHcnC`@p^w448D=&AGh)3y`&{RE;lMVzVmc?rGj
z$%F<Cs{f0<w|r_V`uBx{6fYEOp#%>uMT)z-6P%Vpu;Rg?c%eXpySo$IrNtAx1&Tv)
zcWLq7oICf-+`r&=&&>0@+WS>jCX>CtYkf3)f_(}}DCuYgSBTN$tk;z$3y+<iB!7{@
zBfT}_#D<SV{>g`ss%lC)5}z8sYFt<5#6^5;bv?l4npkzn?QEli`ikuT01rMJNt<rx
zAn~*mrq=Mx#7agoE_ZqnSczcI%rWH;IXBO*%A#L3<u21mpB}%9bD&L4FfEoRAtaIp
z9Nzu9NEcb20<#B7d&Ls9Hj@-~h}+F4iPvqhov@~QwCLdp^M#`Amd&l^+kd#FCn+cB
zY)KlXJdAVCEWu#mQf-j835djrW&9pgu@yx3F$E@N)0VoYNSVsRph#^T#d2p*15$E(
zX-d~l=o;NdDe~}LG<QST>Fw{P6+wW-isVT^mC?YEF56N+)A(){dp7g><qKi#8Y#GL
zN36qPs}6tRP!VSXQL+UQ$_*-h(BYf?Qjce1Y;Eo8DMiO*@wa9wCwW{r1+dNxmUIex
z641E)>@tIF{9zTkup99fChYPCgKIerba(#?t0`iTIzz=*dQtKc8K82+|4?QBriRIG
zJy8cw83V|IhDCIZarSoHgmo){7$g%ftdA<AV0pMM-pFJ>79%UDQz@dv;27R|-TUjU
zX`CdOFoH!S<ovHu5biZr2huWnnN{Dl%a$eE_7<G=RlDJPc6+M_k|kvYmAfZzP@=Kt
z`wO1MspxOls@UZ#zm>gqbt08ew%>Bzyc`_2ynIT0qL<7rc{&61tjVNhUi5sN=N<19
zq2`?f#CGX(SXNa`I?5Q?+CZSfs}d6Dj}D%NBCFM#CPVVJX~V1Ww~;+w&)z@3Le+=C
z@m;vCzN8JyY>%{4YcA*QX6`R=aUJcd<j5(PB-aXKMC^VKnk|>J-5z3q4UG*{Ya~Qy
z%e=qb*A+9)(5?KPWxc`~3Gct`3xQ!=VLa^AV7}D3C6=~rY8Q{7^~g@d76-yMR}-nq
znmUZ8mT?v}_Uqgj5*DkwH->a6%y3DxU%#T<Ltsm^32?T-2D`IN&D48sFf5TWy@<2C
z{<8Ib!;{)l(j~JcQaWJj<OJD20Pc}5kmgbJmk%WNM8wil+xV+u;#ntx5xYe($fVL`
zO3Yi3<QW*Rx`Eq^p9YO4LwF@lm84C?sQIh?X=x1Ak+-CQiI7xhie&e<FJ<cnS5$`%
zb|zE1k@F2luHK6Mp<RR`ds=X-VYg4Z9PQr_pSXU``lO+2r1wf4vrg(vl{I7@Y%pgy
zktik#coBbEs_#KX_#Wn|I^&RQ?rcR+eHF_xHiyJAktneZ8(=3)Cm?k6xkHuM&6d!O
zf?xCWrh);eV}qj9qbI?o{NF0hS2&57dJHeDxU#q14iTEk3r0;?ti~ox))%ENYb+q!
z>9)yr9fy}W<7!kbt9vRqIBcC2*k$B}{cihnXHT9J=t<Qrq-IU8te)o-pX|ek_kuFu
z8iHq&wy!(cl4u2q4x^(6ot-pYY`FSv-5%#qp+7d7W4&Jqi2UX}gvC*@zZtG%yDVi^
z<1+POg41nrvi!zE#yFHdB0ZbT9k_)fosNBv{sA1X*Ofs4D1Q%}Vax{B(!+>RzAM>m
zaQfGdigI{}-To#=kA*r$E+G6Ap<_~%sXo4P=~$U&WtBpcQS~D4cO&U=<s6=grKYR@
z9~64_E!=0=fS~*1vU7uo<U6vsbd2A#RYJ(60ADP)^agJ#@P*smG!tRiU-gm(E5|B-
zxZWZ$NE=For&R{G=a;qmkQB!O&D}&<2Cu6m6{UZMiq^jUk-nrZ-l+tpkh}(+9}gq^
z-d<y!pF#1qz@3rx^SRf2%WaN&iW0c{;F_Jsv0zp@m~C4Ha}c*Kk-AMIw>3dKrgbM_
zUk!&YyP9mlp#o}{RgC>7iRb@b>;F9g{lB~Q3?g8(_XhKYipSqWSXO9uQGd4TJ3kT}
z$wvu0O#jv|HD4DH94}13MDbbDlTxf#yKxpAu634#gs1OSw?4h`b3S57AE{A7%Epoc
zNU&RsHh;L8o3s;PgM`Sp!3J3p9o%Q?o%nz@2?aG!O~pmNWb->3s$AdQRrork7Htf~
zIf}tzq!>oJn4hZYcBh{;?^>0J?H3gy3oQ!dN4N}S;%Ceebp{?eA*dXZe{FkPN3ZzY
zm(lLd&mLbRTi<Yod0i;ebT=BkR%oB`oCbzOJ6eS*Q{y~+hudqIXXxi7{Pa<sZ*KGT
zi55|}TR~#e(W1^3D@$Pn3NxXuMq-3i-?z<L;_y2}`$nP&G7=&e^F4P_T&L#2^>(gN
z5#uP1;wI{qw<+;OeWSH`!Xd>|LSrN2_&6a?ywhuVD`(}vRKkF*7JUiuV`;EM1!t}P
zNaFGFnNBunAdS{OQDO1)N2nOx9$@o|ra6rIc%`&3bvD@7X@d8uK9(@x4sEj39xg=R
zdF1y=g#e0co<1u4EKTHa`5slsF7Y_yEf@t_NKsh<27J?1VYwjJc~dF~Cu<<(n!;&~
zT@e2V;J*b2wNRCYz-2>m^%8yn-8A-ymE=EU+F4J$RwNkV?Th`bS|QG7V*gE-daSm2
z;Y*Dl;qv*7F5=Vqq$?Wdb~@c2o-OT2_3BuoX+GQKF!u?e&xC?TLZM@UJ!YV+x#l=;
zpng3FEm%|Pbxm5l`N1K9-IJNR+t4(lA1ap~aue%c@9RjSaW>=?X{8AOcuL%2UzXbW
zWi+eUbSj!7>{(99g@L)nTU&WD2ATCFUzhjHtrNY4RO<&}!QF@(JmuHmp5%J27bApa
z?L7}w3{I}&9*Lq2OO2nYItcmDt|$jT%1Df*GkH@$ILnG&D7jcolCuw|PTNg_<8&Ij
znsUHjW6n8pVmh&d1G59kpTnExOgy`w5x+@d5(RPB^0qHAO!W2*7Q-t^zUif10=CEk
zZxEUvl}Q}%Atd~~n1lg*C<#UG%(f2R+tpoxpfCI;D<XW!2Dh=Yu*-)p>zTz&nNxxx
z6j7vD-0n>&B6>IF4+pEYl>XnB>#?0FVn;)HB)f<Ts%;v)zB*2k3^vRI^W?NE8CIB)
zO<9Ev(l+!PjxgfHVj8@^z|3xO^d;R)cb3d*vO2xL#$hDiBiLWI5Jx1l8enYq97qin
z2)X0rO)#Z-vx<^V?uRN!Le#>PyDL@)pQT&t+f#ksC4`A!dryndeD?okDuzrtYItkI
zwsrg7mM(0_cP&;^Y2By;ew3!CSQSfXWCgpx-j6QxciUc!d=<!_!g8b4Y?sNKXe;OI
zSFqEP@gbF*U=KfF2t$N&%cjcs-LiE$zeH^+{?I&&{b8tR^pM)2N>@sbi2lXG`4W)y
zN~#28cs`%=Lmfv~Mead$#Z7;a-faK%#R`|shc<hpR7Yf7Hn*?Yogd)<Ugqi@s#))?
zjhb<a*$IX41phVW+Wkfy=Nrcn%1`-ZA9BTm!5t8PTCMjb4%|iLR}L?HX4yo=JeRvM
zXh(%l$foRy7vKI=%`zQMS3_^ew_L7FY6aaHe2GYuBP)UEVd}E8SdGA<$Lc%vFpN})
z&3JBug5z=5a)Xce4`JYc00QxKme6&d%bzI`itEGTK_(GR+<Yj}vhvq(x0qs^h7+#f
z<pBcPch_B(R3^`ctZb;=dc*@$R5#|W&<LrrV|PoSjU8{~&@Jn0DSkiD5ulmv6wnh)
zv^__%NI1Z|Vn_($4W(EyDz0m^3>dfdDL9s|{#1qJC_yZgO((fEy|y0N;rnbv<D(XV
z<V9YLe2fZ-a2k|B@L{9TggO1?QakWyx4tH_C_<M%?0HXi0&LBzbf|)9gu`~!yNB|D
z-IRB0Wa+*_uX8mWIQqvYKJbi0F2Em^|K(sMmaw{X%kslk{E@96+JkpFAN{Fj>Cf2b
zwG>O0t-D7BVRAK28dEPmQOl45vQIG~soFl*G|kdjZ5)j`?LDW_9dOpKcArFRk%+LX
zaf1lMSizvIaYK;M<v5Od?373BdU{TYpC8S~<MD@g#<xQ%n^=vt^u8hK>*jNeK*&FU
zD#FImQ@|{ZWf7WsT4SL240jm#i`(vPN}&O-Qw!FA*fosye_;Oq0q)`deM;qGB11cr
zd=~!UEIlKdGtn$3TJq0ISKa{1Mt5Wx|JETaUQvZQ#&@z`(Kz#fav_w#8HSQ5{U93Z
z##E#SLA%eN0-JjyV@lj-`c%*A%Lsz`;x#qdr!H=Ufm@fxsn7@u;c<td5%(0(BS-wP
z+zMU=Q<mh{sr&?9nl<vM11)!h>`?yLfP+r;L{Cd1z2l>2Zwa<N8~=O~0}ki3Glm=<
zqZ}W(MbAoey8E+|zd{){IX{h$n0^x;lE8s?Lx*F!^0+m(=gYF)egs0E1ilt2iC+>E
z_@6TIA{g6{F}{7Z)P6zi`$Z79xlSRc6J`zmSA+&k>{I2#_QlRY^!wTx)Hl!FKrqW?
zU>J;e!7$f9DekG8Yt2**y}ClYRF^U%a&?7Af`3{vLjcvUZYWb${NBzO^r0RsOd&i;
z-L^*L_jBb4Wv6}}Fq2>^9FwEb4>0wn_X~<!!-gB>dNh6`QSEJ^?+Xb@#Cj$9d(&+E
zsg1GI?KO<Oz{?pXjk%e-%iLIcuF*YEtkO#XAaoVkygXINFi`S#@tP|BxF<rORjTQ#
zROV8{uKXJ3&k#(mIyiCu_Dj&^v6*#Qlodz4(QfU#6i2h}rI)g!c^l)9+t^IEnAnZy
zGK`RfW!x7Zf?1|B6Pj;yrn8Ut9KzkbiI~17%uGMON&ak2cZc_tAB=3Wh2F(v|9v)u
zrMOJmOZn7Z#qsAQL_SrDqXu`F`usM;3|*Oz92OkZ@o|fPsJJ|#2V(~O5m;yYUINBJ
zmx%cahr%T)D3ajr3B5+6+;~xR82|Z^2<FuTM_Tg?6U^!IS29g;ywbMOUCGZ}-Qk$6
zi=~QsMVtecbAbl4_Te58b|O9FS5F*?W|bspk^?Y9p7&gdYP17W0?h;P`%Ygf2_DvM
zIcU^Jr@+lIZe<qAM>jBGr)!>=Fjq{z?(>(|J5eBw@Cocsf#miNOddF+HBu{YO_((c
zWVK!_Kf{k#dY59{97VVx-Ftj!!gFJvdHo?JJyf)Or`eMh+jMaimFQ%};EGTC!GyK6
z24-zAF}6jeZ@JV}$KE~u5Zn3CKnBh_ly9DS$$1_Y{1JcmeS_#`wn0J&?7)LB^G@70
zZz6uYo3ERw8*Iu}wpdy0zHiPPv%blg|KTPR>K09ACGzSmwLonF*h1u*cKRHyQ>f<T
zj($AesnWJ)Yd1s~#5*_DVNOHg$T^aJaq#p`J5WhL@pjwJx_M#&b5I#Of?{QEkAsPM
zp}L|taw9L`ye`4JBj;d#ZOvIbh(_Yl{N3mK(^`P+MRBP3pLM@`(hws_>glaW8L`s+
zevaqMBxsYMKY-|?CP;`Jh&QCWm7j3M{YffDWK`B3vC7%kn<|3$FjW~(WVQyTx{qsY
zXb|r0LyPNh8w#S`)%1tATDa|Sgc?ea?NU5oIWSyEJD<o<xrJi+QU~4r&av=_KY+c&
z4Ut~5Bq7MnZwR|fGV5*%J!isNDG9Ekw|3-n!rUSu+VT;otzM<DG%ajj!41PMK<+-=
z&%Ooi|5zz3I?h~F&e6-uF0ghPX(=Pkt<C@#8B-Q=pNXNRX%|BYl`+p}>(g}Nv}PE?
zoNv6*w<X*sBtHi#)+)Vq0Sa2NZez$UtPg3*NbQzbwxO$_nU58#v{Iw(3bY{jy*VFK
zh5REXWO;=VXSx3X?>@r3`ozkEd@oMcBRBK@0gU0Kq*Nq7Th<QbtiA<}JlRwrzj@^v
z(PqBDKc8lawyb}5rrgM<i8m7X;WW229fP9l+vf|VGLwYgV=*r^1`40Ud^g*QZEUP9
z08ZUOU3TacS-$Lg&=df{S_Q%+6nh?y51<Xwo42g)`U<Q(K(Cd>-JheKs-TF3x~KK7
zgw0!Kl7eQq$m~ZM8=VypG#MN1I}{+A=ATrNH5>XFKtZq2FQH|JtM$$JKJXer1(9U$
z<#0-^0_^WUGTSmV$WeNnLiGP|1J-}9_y4#F>%Uni)KxSN^T2Jtqc4wJDc4bfX1WJ-
z=Uof!2!ZKhX-wfrOJng)=LM=fRP9oW?pL3F$l##_()batehY1wd3~tvu-#5dr(7gm
z6^tH_dq;vxGgJ>Jv??PK6C)26gmPjNY*L8a?cU8kV2r(!ku(KJOCYPMI&E@d2BuxS
zlEX!IDK;g837$NgA$v@2uc<3T9e1nT{sHD{MD!$Zz^L3dk{1h`vFz1e6La4_=JYAC
zP;SD`uPWYwq^XCNZ9!KQyONKU<6XUukW~4LCxd?PMF3)RxVoLPDwD3eg~U=?X}tIE
z)e~5C<Us6Yx|~z+5h9Q;P`V1y&iULtbVsBJGaJx}JncbT(mjzi4oOZVGXDZYaWQgL
z6NBiUIbe^BRdPdoSHHV+KADN(nRfLFBc=NIXYQ_94i$2vO|X*N2nb&RA9~I>Tnt)b
zpR+5EeJG1kk9rz)Mg_v8lm>1rBh5=PL~s{OGk=X7%8^s?GwMz`Gs6V?gu;d-gsWek
zE!B^-iVXU#z%$LOb;Y*I@qC}?5m%)LqA%=vV$c(^vkg8LDajTW`*NB%t>y@&pYyXG
z7-mQBe-f*<H#DiVpCgKhcTxn^P)#42lL=zBri3)z{i*bR!f%*~O#5IQLXpTA`rP4l
zf*+r4go6=(Wy{%&3%#K|rIIuP?ikc3g1U>wlo^tyK76J0?R$M!xXU(oeNCTNNS6m@
z?oP*O(PI%sQ*%P{@Wj=o9dI@~!EQTwCnv+13lEo$m%_>-&{=w;q4X>u`7hx(-qrq8
zhl5(%)C;BraJ)s5j$HYmV5z0LueGp?p6>oY`b?hO3!hiYiEpmei~j*ye5#`!C~c|8
zjbtzw1@`1?rz$6iL;n0J-Y*!co^Y2v`<2XT4&QL38`{RIHnZcweg837hy*~5jcTc#
zZ%(BJz1T+%$sESAO>0n4u69e<cevGMZ;wG6_FoLTV<hj*KipJ#i+*CIV823d6gP+C
zyj@_d5BM7sLJ^lps3f556TM@K^R)09G#Kdg?Yrg-6Il!y3v;!5Aj7QFmDs&+27W{m
z#k;m^ILEjy)uEfXRy%|$!bg1eT>(>5;$uO+aWVB$wt+|EZJ0*@Hki7Ct+?8`4t_93
zZL8#P*zW-WDM}vDDCox`>ruheu39F0slcMTwcsG&lnnZ_WkmqhmmB?#%-8;8(SFYH
zlYEUBy$4FFCmvN4>)-(^x5GWD;Yx#-1@Qm?O9gyX`1xQvz=Akf%iU<i&?bttuzQiI
zdXIoY$?3r@Z2qaVZmU@>Mi;`=$3wz8p-e9${2)XA>z#bzk5Ul~nzr44fM2(B5(3Hb
zBXb`xq*9F^7kno-a33oA6v>H$)Z0VX9;@r^rxyB3S4C-p&VQOK#48`Cyjahob3-0E
zB%W<yaeZW6d1W8mWDDeBl=@-#aj%Yft=}I82+%@}hDygsE`sN(w2g<vtD<a*+HHG2
zYe6xFzpP^5CGl}N%y{k(W_aIyBDpOiba{-PExY%;lj1jP>Gb*Y_XUY-?8umwtXFUl
zaZ6-XtR_;!Ge37{Vo(K~%)zZ>u&hVZPd;)mCuATReo(Mx!}lsz@c03VB8ByI+7q1=
z7nRj0bxdt3*)=tT2=b7>oZgRiH^<5^+VBDP0+d+JL~0_d7!x&*5O46r=nV%{0oDh_
zA$fBG)KjcoiOP}s&+CY%r^)@+XFZd6j{_zs?!0%eD=n8PsPSINNbwvgV9qz&-e-wL
z3SKZ?qKQK#_4FBIm|Pm!7*qny-Z0XU-qJ|D&Kpl6;ee$?)=hrHeGsmkEr2u|led`3
zF6atRmTK+l$46hB7%?KZUK+f6<b600NtS3?8{k<&Y<x6r`fbq&IqlgzFC8M0&yL%q
z>^+)CfuPg#hU~&}*r#ayP}w`n!o^N3EL^jips%yl;j!l2{510A3*y)Be%D@BPK-53
zV^LwS7JE)IXOfa-$vE#}3>;wqMpN8!SD&uKJ>x{`J8RE9Yf^W$n<EF}Y|NF$Mi#L6
z56Z3|I5Ilim<D1g)A>o;JM!SV{7LjE2}b1qo!k1Ky#Ifk5&M7ZbG6-~|7d;b=rG^Y
zU77&dT<RxkZYWN5ONC1Vhzcb8hpL)x0)oi9SAG=-SDDkr*gk)%&C|R^lJgrXOs5q4
zIUP6mws!iM@g~SnY=&wEX&suh%vF^xF1a`zbf!wXO(@+y9N<#caCH?+lln|rHTykL
zN=;OK)o%|aYO>{CGRL`XLG|;xJH}31uIFB==wMNvLFXsOr*GX=6Gl0C2c!XVu)Fi@
zCz~95F{N}X^_RM4*#UomXjdzD`e|-z1n3;D{M*k~a#ipEPl^qRg0RRVc#;3t&r5yz
z7!qjMcWdBba+o4-4vaF3_Ur}r=H$M%-HvX;*Kj;?AIWZ4tsV9s8`ni%1DYivhoStB
zZnp;Na~>9lsg9|7d_lEojvsIC%jmY^R7a+pwm%Q4Do!=|OIwIILXr-bE@~n!_&M16
zqcY7DaW|=b|A-lsHaE2j;d}YU6iX^|MC_@cDzfH|G6D)_TZVyZgv)Q-g0TWz*)BqW
zaAK_#CCur~$gU{YwJ;d_CIzjQU%-IaMbRnGE_So~cm7gl@jv<2$uZwTvxqWYl2u-a
z&SuFc6sTJVpYDT;TURx4c4MF8W-9z;-~`=f5h#^crDk^S?~MsR^U7KImYbrm4$;mJ
znP7)RnSZ9oOxGQZ6NX#q<fjOaLI+#g8jy1GM-*EYfu1%Scc|P=h1QT>3`|<McFQyb
z)rgKRla$%eVLlUGt!%V(l4mlvDEQ&XzNWZH`+EWz6+$jf$2iS((raM(W141;cs(=O
z6FF3a;gf}x>oF{_$<(gT->%pmPmEhpQE79W+h$aMzZfEz16fl%WDMrvd1U*!v}j6Q
zFRM(w5CxC)xc4d6<F^#Ll~deJiWMF-%=w`4bD&fv!mJGg(|zvj(XNx7{rO%rGuUVz
zQ-S&qHwWR#+7~9jSXYJjnYv@@K||?_V$}VpzzJhr)7DHrTm%TE84z@VMBC_awD1XC
z9r0^}h`#jDS?%n=M;Joi8WJFG{M`@l^qu%RFklrT_@{?grPgePEMOSxFt?J{$5wkP
z{&+0%tb#`=lMu&6T|&b3q!bbSo7tGqPFTtW5gko;z3$j;jiaf&{s(C~!klrZfh<N=
zGJqDQ2YFtZ(vB>71TKr@uj1bf!e%5`0f+QoNf<lXMv%97?mzwkvh}_HJXynL>mNG*
z0er^DY;BhBJSJ&VK&;1{oa4PgnxBIb3?ZJE+ZS7jLh7HzWDKt`B%V7xZ|14;-_xzD
zkLC~)?&r;<O$S1GB!l{afz1W3pO8SLYu4Y0Non?`v*zaHH0={zRiO_}C(pjL${An2
zd)f4|KG9^0M-j1N*%g?)S{=S+bMV)c8^_EyA>Jr<9zh$yd-J+?u7<{*F&Csq&~}Ld
z#UNP@G!m$&SXO$LxvWBw(A5_gHfoERH*g{q13Az}IPZYcySqxJ<gz0(yc(XwLri4e
z>xm{d)az+w0P&ML1Ijrl-zg^rt|Qz+R|42V|8R5;54XmyvdMgCdO_aa`)5MTqvFWX
z+EfQx3<@8E<?jOG`R|f$qE)zNRi+%QZK8_2C{NsbHp@_xx0%;`L^K;~RzX`js`bSI
z{~+_VzcJ&Q$m;Qd(OO)8^v@1cYp;4+N&P*-UCIk2h(zi%Z`W9hVQE<rXytQB)+$?u
z=KH{kW!vvsyPJBOsDK9*IpTi`uuq-B4{DO%<N$Huqa7GBUeJM;kZ{g*dw9vS^k*0E
zPuULKuX^t8!NvxZ_{ATC{K#i$3fh<}UJU3n%yL-$18_lxkw;>`Si(N(k&hg?8r>0q
z=OL>vjR8woP@*80fnRny#jU>DsRXLR;?68d8uh5`w$-;0f|xIXqz{#Ls64|KjAu@r
z6j1n7(;J>T1liAuC73eN>YDq_^@D??5u<ggtkE;nR(P|UmoEYi%yaVSCwM~%++3~4
zp__#-aB!9dKCV#E6joqPxXod&R#2iUk6-`)!>uqHz<!eE!|6%opNbioEk*N7HAI@`
za_#=MxsyXJg9)947__nyVkv!>DB0y_a0Pv<*UvH3H9}>Js>Ko5p(VUdU#q{zO>#mk
zSwaW{b&G@b{S*0b42xax_NmZ11nD*t8l|2J%r0Zgtl7+86LD~m=y*rT2eV48_Eg4|
zk4#t@g~q=hrKvQP2+$H>SDvcPBe5XARi@^1&+BnlBO?xRoUmfSGqR;ObjIQkdoO2N
zd}997ogo84PaJq|H3XmwEV?SI3MhjDxsS?O>gfIf<cxTiH7DKeAm+6U6)fK<)&hi|
zz|LY(?=~dzZ|&&_u_eDgG#aT;6Q>Ne<*>|Igk)qe?BYK_tT6VI?&hRZ_y43~hA|Y}
z_U^e2)9!Y=7cPpt;kH^9A6za-wmK!$x_ERbo?cfB8>fpe8-3;vvl1xws?R!+qy3%W
zZA&784U9KRxYLVHwbaDfzba9)<lat)8i!isbv9YuqUjzDTZ$~Znf-cM29~hYONT^Y
z+$f6(C~V788YdGUNYiHYJUW0k>0_~}53zOhLlEgg{G^|OsR-dmHU;xo69!{um~wri
zwK7ti_VT)HA%r&bK340Z`u>(?f|gJF_4d<7(vaKlA86w;rOT9-_vQniA*6NCG3?fL
z6IRL3mB{`4P9roDR(5^b%TwLb>PU2_TT;N~(!N>1;8VdLUWTE{$uaxoH^8K+$n8{>
z&6Zd!`xPNq(fdbKCjBXXE|GiP{YT_l;chkz<`!MtdfwNIyWbf*&%&5F(3Q9Y3hHhV
zcfbBqZ942MkIxqKRV}Az8Wb}773u7zCRd)Ot*9^8<V2k%K}3rLQ;n;Vk7R(eK<i?*
zwCiS94&FgPo0Tngq-%id0O>KZTmkmyF8XWCfc%(Q!c6&uRtrvP;ezA}R}7mAqqe+%
zV{m}*xS>O7_lEE!sB*K^Rhjbdpplwqx7|alk#}MNqzB2EKWT;vacoK2`t1u%EDqSE
z#0bl#b<>bxp!OPzEWTGiXh;Q%lg`<T+wSX*leJX${*n#CeIBn=PhRa|I+NUVUT~?x
z(JYOPjp>HCnR!LTod-(wE`VS*MX>=dXNafEheXf8Be3=ygo*r=DX6Ncz^Pg&7=<)b
zyPcYfnzzNICl9-4ztI*A62}{zk{2=%MA*gJQ5Ny$y8jNlx%x{!wZsO#OcX#%b5=Ts
z81O5ec`K9`EZ{p)2(#o~+XzRwWOExzDHhkSy!AH~-`v^E^ocSP?P|OASvw10CvzU>
zPJBH_yfhBt0LFEDKhwFSzZ&wT+dV5&BBo+Yg`SVTL@v0;^e@%8YN<b^<l2P4$u}*<
z1C7uSg2QOEZchzrYrgst7neMgt#nJ8#b(^?Qr1Kc8f}+fzx_piRrZ_JBLKNZ2##92
zoYci;jNX1jBHJR=G8&54ZgzFzW?G#3a&w&Es9;GLZ3YI}yrXFj@%(g1_Op-w?FR^+
z$SRTBlm9Q_<rEHz%;Wah)gX}IY}>_Lyw4<UDLcM#ah$G$gpBxrqf?4scF4^OsOW6T
z$dX#+Fd2z+6S1N+#~hRp8W`GOndMQpu*|`sfI~t9<54ldm`5`xvSO38?8&5PI&F9+
z$BsnKALtiYxF4a>rpO-uaWJ@ux_I7h@q6X)hu;a~MY+@5_;<c|YPt2VgsL=zs0x!V
zy01ru$O)aCWP-~crmQ%v<R|^pnh*y@64URk)g<FD`^XqmfUwk|APlg8CD)AUExa3G
zU<kCZr3xa@Pg=?{h$VMC1tj{p%|C&DIcZ{F{M;V4*al(OPq^P~J?V1|`;nW_Hp?cy
z>}Pk1e|8LW{s*9)D3WeKHgNDYSaHC-dZfl?<`QsDQh^E0uDpmb9-=kH=ZZ%l15Y}Q
z9ml1G;QeuP*a`TymzS^gl<Hb!Yo<^r0$bP#CS*I0GVJ2{A$AmBYr47;l}oK>hL>@B
z@iG!;?@m8tN|Qb;LNEd$itI{dE3`jmo_jxsch6{wBTIA{A>tK>VaJJV(f7n;EwuF6
z#Pe5A&Ch?WWGxJnnj}bWMm!IeIM@F?W>2V1^eNWg;BUCcz_;%V`eP2GR@7qW%LZsv
z#dt+5`FC>x`KC%G#whJJiWyA*KxVCGTQj9dRAQz>mHtlfEb2#D^q)D8Oi$!;EZMrI
zFFA7KTS$A|7qcIRD(Ti+vZ|W|@L^r0>%X;_oh_+T2Wq}Wc3Uyg4RyVkt{*e&pZ}L-
z>GOXpX8x1c{~_v}{}b1PW;239SsB`7Qe(o<u4-M*9)B-&Nl-6~75hh_S!&7Rj6Cvj
z^d5Gf2}RLQ|1dIFm-ePn5$A*?C8AoWNhH_=pzGWQev5rhj6OOcDoP`((c?b?DJzpE
zy~ST{Q1%TGlOrjY`!Oyk;Fyr^Pzn;Tc4bw(s5K6DW(0a&x$?A6Q<@EL4+Zk>y2h*8
zv%;(j$iLj{!iyipY|D-f)^>aN2hdSB-E?|;`Aj<(;$!xg^2wJr#eTqi4OYOO@Qm<V
zjgr;}n1M5#RE@(l={_a>Q!fuNBo*<^Rcg3;8GQ1wq@eu+fsScYY)^OZvUw!(2nFPP
z<Od2C_X(cf>S!6zeET)ASPW}WK4(R@9KrB@--)~$7HD>23_cCz%RiBbSS|YDKB&43
zIe!@|{8va@1x)dPeS?Y_%WBz_gl7gfW$6=jz1Xxr36L5}Bmk9Ap%wMAYw{=LA<BoV
ztzV9>O>rJ^68_p;t>eDB|AI;ikY1oV%L*RJM%P+5CtlVQwvk$XXsf>6^lc>x*RQ9R
z8CMUOgZ}QShM3`Uv&8P_q*A_e#+ksT+`5*KV)smm4hU5%qAHdrmqu`|VPx-?G2ZI8
z&SEJ>wg+)3>bU28fBLqQ+xp7!N8kBSJ<Awb`TmmkzUfe*^A2HB{ktV~UR9bsp;Kc3
z0slqiR{5V@iYxLW2Zx6Dt>#J@Lud81RKpk;d;E95az@D#IELF7U}2JNj{g8s+j1IN
z``qy=*{JMX9VBhedtRFHhM4BOJDJuF5#5p!=MXJz?5WD%`*kW#T+?~&6v{|o>*##o
zd$_qEw`GE~*90MD980%J=JPX#jtH~b9aIzaYmxXBLA`0mji%N%7jE8RFw35#%dWD=
zRt`5;eR~b9Z_<5t{mtbqxLSM)LcHZ-bL&r{JSehqoB{^vi&%3?U~5W|g2&WKPuyQF
znwl;TJEB>)W^GBW5XzpT!r)`<Ru@ZVQZHHOy@zTL`HUiWTR?F62FOf#;=Jj=7}?uz
zTRR;x$k7LB_AppBm$^b7=DGX>m}~JCmTJ!o&MjDxI2$DcYbgz>p+Stdv;MEz!o_EZ
z*iX>ksq_K};`*A%%U&)G6sJ<yEkOB^!`J(&b+=x9B7z)ib(XxBeneKr!`~t*UoP)l
zb$W+Bun8|v0b}K?^3H08CPyO+*L>aIh`EIv8y#eU=o3EeO^)FVtttHjn9_!SG^W^T
zjZv+ONB7E=xT)}F9~s=Edyy)uFZ%!>(t2M8mvi4yNpEZmH8vL(_v}UelDR9CfrgIR
z0Y}H6K<ab-To8<DT7AU5$#EAoFQjsaO%gbaDynYz9uq|v4G7eHN0e5Dk52#(GUcmk
z-qA*@#&m7VofG_tq9l@GwXGjbzqYR@m&|1z^hR%J`(Nn$yY<kngKax9w~N_3i(w21
z#_W2^E#A%VK$xMd32@3UaY?=B$RP!+D^0fzeh<UAri)z|wEXyIPS>1Go#CaOd0Ia9
zjvnIdGV?p8VB@G8^-p5;pCne0r5&_O&m);##_58}7U(eWxf7dpy7Ei$O(rcy?EO3h
zO^Q9Gprw(To1f(?0)t~~2Yd6IK(wVvC~w?*`1_Zp48E%9=dzfNzROTKBDdctCP&NP
zsOB2C=0o~hD3W>k3$`1z+k8^nJ*kPeL2tfnd7(u#h*ema03!fri1&0~RfhC6!h=V7
z?6)AfP8>!m@afChIClxC?_?dHw#`}@!R~{CvZ+B&<Sv@cBpKDqB1UsQ7Jl1Mv_F#~
ze-M7oWzYMHUC?V6xxCSa)K1nQe&myfdSoL>$_1563S7-4GlYyF0IHR2ls{=)uQQRd
zI+wp^5jRO>(Jj7g-aTx8Q1rmgoLG;UO^d+a858Z{J4%DLhA4#&G)*}Lexb%ayb`}R
zC?8P|wI?w!{uPx%r+4X|Ize<%NkT7_(7=n+s|N53(?eW#)VO}7u;4ujnnacHl{NAz
z_;zUYaTSnRN&cQK5A7sp^QdFPxp30<V;x3~c1kNgTr!SVijJgv_T1)liOPljO8qX>
zgNA9m@&iz?4ETg!wV!plp?V6N?gSgtFKp0eGCnv}L_E(gSH5?pGc1BOvK-UNU09l;
zTzuVK6NF4t58EZ>XLVM^U|xQGa8<r->$?@ZCENZFpp?qb{sjp0H_(V_U4p1-pNTul
zjsi!wlQ%=D;ErUg2{MjpFH+wxPdbPs$XVr#o|+chc)z3VG_EbmB;7&Kn6jm62MFdG
zqEPex2hAS<)JJ{}oyTg;d1zP7jm5@3ryXgo7SL}<u;7;y7^{Te?-AI@#kxLy`!d@}
zS-n2<Ab6)<dDJ@E#vib4$%lJ@yQe~NI8~`kgP1@`bZwp{9Pszy&cumE*+o?ZFBA-_
zqyCc^^nb7QKM0HdFI<{UW;a@u6=SgrccZb=ep3sIIr}4tGv>ipSmy?HAX<Diy=kA*
z_)6~w62}ZkJG%c~)XpSh>YBBLTb^ld8~`1m5X9bocfPJgVtNxw)vZMTf({>_XQX{1
z2<`BM9a7_foA$S)q-#qER2?oovBL=PXGQF)xgJZTL*&9OZn+X&UtwH2+8*l4-Omh-
zBkwaty|vK*egy4O;UZ>Yvb^=FBsV&J7d#RZDE2mhNVRtep$|!45i;VFwzT__37V&+
zke#QL>_JUglSIu`AHwhLdP8J@9zq_`L<deKJNj1;=UWO+;R9DF?$st%ttn@`0$EZ5
z({d%>Q6N}&*QNHN;^SU<=c|oSSMjBW&JwCw`Wck00nF=MdL)Sx?-ndfv+$H+r$OJm
zx+mX|9kZNm1wgxddb_04V4(Y(R~Q5(+nk$i$ebFgbMbnIXTnpwNz044zMJ7IEUd=}
z<`F5eSp`|%==}^3K_Q^A21b-VW(1joRavD!6^*TuM=E<d0#0kmO?HG5H~4VmErb$g
zY;)O$X2tAF+YE;-pr0SU$CqR7Z2t|dh)edu-m`z1#5FVw8d46!puj=Xd)QA}_EjC(
z`kX}J=t}5k3zrn0daK0Usq`1>{v-g5w1!f?=<6q-y1ksL+1!@@>NiA(?&2!lPxC##
zB24*&JZbyLkmB*<^Lo=otZ-cYp1ZrJltAH>S8jy8+3^&>IJj;*NqxfW=7x@8&T#Pe
zxYnCl=n`^{lf;JJ)Gu*G<Vs3wdbLAkhE|Y2?hQ6qqeykz+e_*Oaw&00LRUz_kkq68
z^|KEKzLvI(l=!_!#LSO3nHwKMKYd%aimTC(_hwyUVCK!f|AEKt6;qIgfnB1oP#Dd;
zMCQ(~EVJ^%_JO^tkSarmb{lUgIaC=HC4YU8z3Psf0%awo(&c_Bea2PyfdjeFFZ2#~
zi1(3=rNXSDNYh{9?5&ONh46-!%uP^kN|qhXsti?jg&0_w#r_(2HEHtmRsFNY;uFnw
z*xkK;IdY=0vS!<CjYb6(8uORu;~-0SLQau-#G)pVF7Mn``3X3`Q3%h9J^a(Jz+l_F
zvnPG?k@y3=L-s0BpbC8tflu!r+NtuEf;Wq0myW-Tm5DIW`HHPD>QP@7tSFj3VPa?4
zJ~d^mYSJ{!&Y^*IB6mS3b7xii{nIok(f;aJ-nfkmKUX8IXu@AjvDhH`CFYzU53Hrg
z&*Ox$a!JkW2NeDnA}BCzaYsXZ<f0m?2twZxFvFl+Qwhnoh$j>yHpc}vI69w7ei~#y
z3Hb-`B`5=71j}6O;y!^*ls{9+^02*16BQ$I?QZ-XD^q!wsRaGd(F8;6e2S&m&93>a
z9u_irU6Es*V`GT#LLVis-t~ESOK2lV4{RkCh4SL4Xp~roo85id&knji)F^v@bQqsR
zVztA#l29LVMfs><V@jv-TKi#`_@Y?by_Hkh#Vt-#7|tQD6tOn?Q`!tAD)39V1vs#o
ztq52y^RO%|u26hUYY|!W)y7?P-(NbfK5bPAC^J6LBT2)0&n%P8VHJ;{L3O6CB^YL_
zP!9;ztHS7GtfbCB)>1dOCL<lGv#bTp+XniUXq0&W0B-KL*LUE-x3)s={MyoQNCW^%
zR1L>l1YQq~cLr!)nOMy!S|r%3qB*~JZ)b-J_{QJdi2|lc@S$Ei6;>Zxv@w8cof6P~
zj)#LI$bt$3<O4q|{tlT=Zm=h9D$%AErqZwl)(QXe$?*;Fi5vuFNKrB?9p9os0Q0tu
zFA})7J_W<5RsN#(&2Z-4=WQt<pFXthay-ObW|_q3FtZ=^!sawJ8zhMp{S1e(!~hCd
z!!vA`=R2_qr?e49hnpBD^K#aiy~&iVt`~G&UDG?N<_77p_Y)kw3QDv_tIzF+dvrKu
zzYZum&^7&-I?BKp9)+gg4{Xu8kZk^mL#eU?`zolz)$o4s&pw%j+2S#wjIcT4VV5>M
zyvbk8u**p}DjSzsO{}LF9Y<Iu+xELjZVy7dZ{rYL-_~SI4iEq1%`F20dLXtw`Ui0D
z?A&O%7l}g`hnubI;~B<qSlaie6Xs`&DbE;8dx3L?aITJIABB}Fe#Nqxdw*A-8dSx}
zg~aST;YAA9VR1nE)`Y8SQi|lw=2RW#slP`A{^+Q3k#*<}{`_by26cp(6;OYcv~OC@
zr3~IQ(q>@l$vaNGtn89S`4{+uUuom}m*CjR0b)7Qe!j>P8M6;}5o_L*4^<OOYEvf+
zW-cw3L9+x6v65vKcb<puWd~h|qPnC!ONJ8@<r!{&RB-@Ym8C*zbBh}~raaq^tZ%oY
z{=5xP!pa7^jQos|pDizPU$2^H<Qu9Ix5(9g_#J&s9w~zv%A=(1Fm+tgX&5v0hC!qO
z10%5vyAE?BquSm}6rR;pMcw=lkk)SYeMHM`8m@o#XlaZ0d(5|)T;f;ttl=BXJ>;G*
zre%JORX%E(O8=+uh5uRD!vA&w5jOw4F&u~~{K%W(Em5#s6TBHQq_xM9o$r}XROWOo
zW;$vV)5ti`E1Tjh<G4k9J*WoATo)o3+BQ;N3cy)Z+Hn5|KqFtL!9C}<^DAX?`{Nt=
zyUP}nrm%Zj>wE0UEK{^~7GJV2Z*I@|{(}Ht%=ibs<#4Bz7Yz~F^#+Xe*zeCD+;mO&
z8WEg{$4W58udw*SDs$e<i=Xo(_2?tgN6MH%svmfaRn3BTIF;shCdK2XFRS4d-vz%Y
zq_1aH_y&t9@=rp8`Wl&D5i6(uth<CzO05DCp4^|v-MATZR<fYUy*4yCUp9h7vwNc6
zwsI~(Ja4fBv4#Kc6uNO|BR9h7qR4<WP%Y-de))WWSt=+A^~TJD^U}zUbCfF2M@ty}
z1IX+feCiu#bTsb?2^RS;BxIs|R73qfW7DD30G5g{SR<N9FklTWMFV5hLX|Kc?sU9H
z^dOb5Wm<{L-kT6J!P2+1vRh8yU~Iozkcv@@8P`9G<l4HVvEMO>QFBs2uq@-XdxpLC
z{Rnb{F$%p4kP=nnaA{OMr<hUv&VxVnyZ<mV6=&d8(ir900v*sQfB4b9m{1<&dtc&M
zA*K&}W%m?O&49ocv7uLDf=KY68ZhW51nLq_;G&#~0=Sf$sRA)Zb#%ZBBDg8PNfJeV
zQ%kZlmC+Vtm$_<)YV_9WSCQK#<XS3*xXNrka{1U}JrAQ6sDn?&XYz31wQedhTo7Yt
zJ<e>I-XFrAw^AT%z6|pRlRam?rBq3%J1UC}OlfGz%6AdwK<@{6Ah&31K7Nx<N%?~J
zU4(Ia60WA0kRVfHBr^e)VTxp=-mf=nm~V0&9wh;Hod1^E?bdRCjs5}5(RH6URMqda
zUHtRd!Z_grz_lk>Eih;zez`NT-!;v(t5Z<&TGz<m;;Bd~M)DAi39bG+UlGPd`7`%y
zkN;B0B-2G7NRuhyaJ9~?ou5vyc4^m}6tX-7+<tA!#pOMwjnJ^CSjoO-DUASM%`vE@
zUJUCiE_y{^Q%u%xc?dk;()Asg%&^R)JLI(WQXC7F-U}Mat59J-&^BXi%ui5HsKwsy
z5ur7E^33I~fxBQn7fMek9bb!AMF)I{Rm74qSzyc<PO<z2YUa`4wTacIND;xHWdr$L
zNj-JIq0aQ}TsZb5$~pLoK7{QeG#Pp@|4b(s_sNd&udFeamN~s;!W_ToGG8~Y`V{iN
z2wYYrTTC92t0NBOB1+|MZz!tbwSo2G54NJ&!zP{887L6^+N?7SSX}26p4ax5Hpc*_
z&e+<TFu&A^rTxewgBc*zmpUbsNS7bE%FVOVD@>cfkew4w%daQjVOPsyjD(1V7%*ZI
zC&W3UcHq3K-h<wapJWvYU&M9k0iTQ?K8DX&t}rKp7JFeFlL`xnEgW(^^-Ig?cgxv|
zCu0wnLqGFSJ;4qE8r;UDDiTR1#RIpAY{L|b7^uCTfRql{#pYhVoN1-*I~NQXu#Q5j
z5A|bDZ5VTKnPvqRvELa9{jdmPFRMisoYJeHaewbzKuV)gPC^wG>>{mM(wByDKLLiA
zX^&tQPvUyqJG72VxQ}DuMpny^z|tIFx^}xnNPj|IYsG~7T_&=<Q_7yRoksVe*n1Q3
zWK`)q;5^XYPF!xll!xj3XAgVd_>^Dsz*HPS7&O_;S!3&1kBwe6%=$h#FKxDQC9P0)
zoK=2U81U;WK2~S4`qW}%SWGS||4cDx;^R<GiNH~xGB-SP{O9Kg_uzEudlX?K7$-hO
zEpheL`1l?5utXVWxRUhBg!}cl(`y@O${)IE58L)OWA3*qVT;OG_l$A;ba_wT6pWj4
z@vD$0^fNWp8<Dq$JS*r2^Lj8ZiJ|9$w@&g1)d&eC&0KP0Mq95B!TFGoX-4s1w{L2q
zC0Y_H`z88DJM4;E!F-TsoGOP8XBy54=t6lF$1TA|zwMoH3HCxsadi+Z1rxl7nXym9
z&dg3Adqb}&PG)86mgErtxOdI%fRJrYux?(yUZK#~9Pt(oj9As3s76qC5a!!{7Z80+
zl9`^<YD+S0HVxeaTG=txPcMZbOf2~BwO@|CT{73bn>u1|kQkG}On+CrDIWXzYS1=}
zjGp;kGtIwJ4Lucuu6{y#Qe(gy?r%R1vuo{mta@*w5N%(;{WH|<ZyeNjx5V&enjsF$
zoYhoDK{C8kd0oiD{jU;7HjVGN@&uxH4r*GgBJM7G*~TnFw$3BuguUb@EWwd-lTq0J
zDw_Tm9l^6P>BKKFJ;6a*szDL9sf)L@+??a3Q`(i=o6yd{KrIT)%Tx7po35mfZt|oP
zu`BMOt^f(>?{yQs@NM_k<E+`&m6|kUnJXX6zga-<)vRu`Dg?ajl8%n76#5kBeT{gv
zefvES0<xz@KJ@<bGF!vHW;JEK!E~E>vK;6dsw&Rz-yzOE(pa*w19Ng-!n5VI8-j^j
zMd~qs%Jo5?iPCJart^l{7mst-eh+eme74kvM9XCt92iQeZbD*;Yz!#aT@~DBV{#@s
zG!F(mbQCP@{y)6!_%C`Rf1_g()2CrmW|mGVB_=uXSpx2wb%c@sxmgOUn6hL<unDcs
z0Es!DP)xeBSCS9VE%$egL}l{qxOl$Go8(yi2q15NEZX&2^kop5&vuet#GH2g*H2{n
znA!D=&Qd5DCh7^TzGii@j_O4+Mf3D+?(|5dsKx2oA?NFo1@3(@I5=~yg8iORDeVRa
zRK43FNkfN@4Jn&)Er`&jP1V7Fdh9`x<5@CL0mj%;Z?L6Q7h*lzTZ~#s<lL9U*JyWj
z912gS>04sgPl;D~$-At*Vvi?5arw+8-FC+*CV~|7akcwb$C@**4Imeze28B%Lzgh8
zyMW&l`Ozy|#%lF85DJb5#?qi1YhkMCoNLOuNyZh0m`xDr1a|9pa=b>_%et*XLch(K
zCziKq8eVl@l|Rs!lt1IYbem+Ei<>Qt#!7v~c>v*Pj=KMRfjF!7)ePtOsGoQ|-l%xr
zwYnQBy^DRTKdZ~9S&!68edV7tar6%mA*xS877I>D<!A2cBoe_8`3Ly%Wm`w3e2^?b
z8bUQWo=x*gJV=!jF&^-owOQC;!r=2a1~ESi6f!STqxSnP&o@PPI$-WYV2a+D8lp#0
z`bggvkaTKtzNFy7ert<O+YQAzhCMOoga_)RPPgVU)vGhqK>c>%X4!n{w0KmZTYvTT
z!M>LmiryRyRV@;VSQ7p-Ne!cQ%Ke|@T*SQ|eaS#99P#**d@GrtK6<e*4~&{1RT|Qr
zj3p8!)-_U8e1drs8~K1T*qfnrst1xN6!>|@-5h~V?%u{w;R&Ek-j#|Y%Y2>oL4e%a
z&g>1<u-;sp+%1@ultG0t*L);HEKYO4eY#Z@G6(l`2WpPAtjkCD?84SgBq}>K_bDis
zs2b>j7Tb!Fow4>z<;zVoaDIj(n93||6RXWgE6Dxo^yU|MhM;sgg3fp>i+rw-gsRmg
z8F)uD$t>qDUV+)p<=B~IH;msFT$PI>GAWs2rQ-{#OVVk<Ykh^gm8=~I?mNF?$E}Hk
z6B>_MKdy9eBg1Yvg?wQ=OT*7$e~wVV%jkVn?yBihvQq9do+2x;$Xlb<+f#i3<5hba
zVXI5rGy<w{1nn4_ikm0DaRXnf3Wh3FWLeYa0YP4<$gK#KSJ>il_8C&kUy0|FUJOhZ
zfLbzz+6~iu@WQmXI-Ha`np&o)VX^PeDW!q($WZKFGG~$fRO|4Rjp@R^I#Rh?%WRaG
z@8`X=@^Tz1w$5s0$9ae`Ciod48$3eThkKfL{sabtGhVLB%`{~o02qfifhm?qiNofB
zs8BPO_Zw?T{{RL0d_P@uXE43p%c+u)6wVR=v#?vMi*gX-gzt1xBb_IeGUX%14F4eG
zM{m<J<T%A>PzV2AU^7Wugj&OCQ$JpB!n7Nv`;)(}>SlL>U7H(qn`LhiUr-lWuEhPU
zdYbIPK8aRxK8yrgCn0W<IZeAQaf-uNsK#Q1d3w_QA>F`w`)T2wa_DW1%zh6g@}aVY
z#qBQVmV|*3c%+L!aY{Dh9B-vxj<!n4<mOF8nSLq{pL1s&wu)})kWa$)r<Pq+YjeL3
z$K<!F;qM(3ctzKt2w`{Ly|6@W%>ZiID59e|`~oK;i>c(|HdKUBez>0o_iB<+pkdMc
zB&BrH`!TI-QbakXho~(iEMBkvzIY?M<&TN{n=13YxpVkrs+s%}36Jls@--s`V*z{<
zGtzm}y7`Oz3)9K<ww=%o#W=sw?gm7BvA@T-di}l$xX?av<)8)5uN*2%sSn)5v~5A#
zoGqPJ%qsRx3tCF-C2Ob}q>?rp0-!jmwaZ`y4ady%fW?@nEN=pS4wLTXu-#3uv~MDm
zSk>}^rFZzk8(&T9lXQHR89Giry+mrST*w?Ao@!m3JoR%|p=f=x)$Wdr*fSyS&57Qh
zk<^_w;Z1EbTgJ__L<s`PV`PgdFlFgs<Rqi`mftT2>$=WFYCW4Oi`4Zgd1>q4O>WH{
z1P~a_48Y_cz{Y5hyJo+_m<y3A?{$kVo~VM|hU}Syn@%B{R@?=<U6`UWXck<^hGTbO
z55+`d(=WH)jZMV_@)vhe5g1ksopzup?D2;sOp`+p?&T^H-OGOFLy58!Aj21-e(Y7A
z6MQ^&^SD+KcXtL)D^8*p;}C-gdl2y}mh1>>p97*2rg7L}b*sT*M7TxEd0nblmOZ9v
zD{Y#C2VMD)MB{96;zWRfDO}QpXdxi+EfM*6Qvp<zc~%@4E9$Q8(CX#qb<Foy=EXwO
z2aC4oT{n7}UhD$L-M6#(s}X|jD1>J>+2ea%WS++x7ZFcSVG4`_BnHU4M$Dk=e=+x#
zL2ZTMzHcZLC|ZgXO3)xhi@QUE6?bcKin|vt+7L)^cX#&|4-Um8IDz66EmC^fXU?9v
zv*&!e=bn4_hs?XOKCa2T=FRgwzyFW8m4zFIy@U7rIBb0_x3e|1&3p$e^xk?Hy=A7#
zM%0u#u(;6;WeBYQGL|su(hmt1-moC$8#pCQtM!eY#G(=}FL#E8rci(&)9pegOAG|t
zP1Z%U^#XM77=J8nC-^f@K(J(dXy?7U9Qg#58Gedc%V9(wsER!D+p9h^5G&pLoYvhV
zKC~0S=65}O%9qx7KacNAy_BDnz^TnLLTJ1bsN=+`!Nh}tb!%uU<Mx5T+ju1y)N@pB
zRR3S4;s1Bxwn;Rk{xfClKUV^%eDvH@l9e!q7yqyCXuq|X${njg&x_qwX1B`#ajIy{
zXEj142+-il&zP3dT-(JvOJhVpJxZg1pd?<HQW5I{v9BACeD4w!=3#LP#B)M??6e?%
zI2?aK-|~G2+h`Yi|5Duu28-K^xx{WlcY}%1rSn9|)|eul9xcu)*CKw-QIS?{sc;$-
za??1Ye}8JB)L&hfWh-zL`rKk<Ei$7mUQ#?}UyT}lQs4~jAct8FVVp}3;ot5y&!6za
zNmFm3d1@cBMQH+`zbI*4{v31etEXl=_8#>L#tKD43M2OJG%;QA%s{L=v7=9s1DU%u
z`s2IH3~p%c^zN;HPh~H6>vXra9^W?wgrw1@f1cXOJ^u3&?IGZhWoCAspIwPA#^1vV
z{rIKC3uf31=)!qA!`+!AVX1vkx$?X2>zt(P>>!Y~rcvq%VQL)Nt;FmT9AIBdo1>Da
za6>ANTI2k(hs?HPqmLNH#CU4G((RASbHoatd@x+#joJZY%ie}%zEm)~0;JDDxMOye
zd&^5pkHcn7L+)aFXJ{>BG$;}E8x*fWV)57yw-thK!sMMD%GH(zm0OHUK+bJ6(^=sx
z#@W-pML)j|60*3E>Ogt3mc;G|W;g1hi5MqeQlMcmB+*`+LWADqJK<+#^<wwue^90-
z5Xjl0`4AFzs*-$(tkjcY*JLr!_OfDw&;%~td@?Lj-MUWZvu=@xPwOnvC5`36g+ORh
zSNDiGyPmEv&s<#BBxgPa?yR97k9C@#)){|(Hl@~Ss>2I<MGznl2;en1AF)!FUr#*O
zVRTaz0_{C0Jj*Cq{5U<3(aX0Y*wpX8M2d~YUKBME5W%Z%Y&_Utn|!1k?I_LayWAaG
zayE=;W=%RYLE6R9evLi_>14QU5@3x<bjBp8$Ka}1apHwI9v}B>pxV|%9$Smc3T4Ze
zU=?=I24q)y{CR)8)8LD}6vTJJJr(%5^-O4Qhrt%suEYu&^*@0BMd7_;ZT6O;z_8>9
z`ZGd{xQkQm-DF>e7@@_yVJxhZQqi`D_nL~YR?OA>DfAR(DGc<Vp3~x^P*H2T`p;-1
z&VDn2jo7}L{X1O?q_6k;UK=M3%z&qGm2hK42w<H1?*=-4c6U&uWGrxNXR3uNf7HIO
z`kM6<68KD#pI={aDcdaA!T=peU6T8k_jc}U5~r@9x^z-Yun5tkid414ByW8g4}Jla
zn`<0OIUV&j+O_kwje7Ys)6ZXpNs<%A%}E8Z#(67^6J9MhK{bZZBgYwY-TV9Iof|;H
z-?yP!1aMfcgk@Qq&uItHU%ds>C`2xXvrytAc#6;hvX}kC|FYW4e%=#~tj0LrwLp?l
zNCubKwG3FwMOa(nhfPjh+@_BR;`6~PjXtDqvtwfVTj%6a7pAoA3qh!(hxg*tcJj*+
z!1kQf<a#+99d?jK=;F>ce~V+Ds#(fWi|%VZ<%oMB$Faqo(&PPcCq&`6BibA%ADe;G
z{QA3BLs+wkhgpT`^L%%8!d|R~zx0*^v)B)vi;>2+Z>QxZD25L7oM#eZTAN|GX4UIH
zZbAH2H$srFaW#a{au+|X<iWMK#Gi6xf3)CY%E<J;rC6pEmnT`=X^60zPruL(UDL-j
z_u!NkHr{zCG_`J4q~`?J?Z=Pt&%Q}Y)RZ1$qvXb0=RDpE#ipqE#`n?VM#~2hWP_9|
zuSFJLBUjTz(ORCGSnrnS6>XB8iTal<r%Iueg_G<eBvjmum)B)QMt|jx)juj0A#MHj
zj!u*Y$<MS|4zMZPugAHG!~_>k-QJyebi}@UJC))I;X3RALf(qe6mi+Y58Wp1y>kbn
zF-9!lKj#GFq!jz`TXzENjIso__0kV|g9xQbh<JRx$@-t@7%nyZbDQ(>X@ix68m7$l
zz#`LYcUCf8TdCne?iE^esUex3N+IXE14G}29EWTTU$9>y^;c8#A{B*?Y9#Y-E|cf$
zcp3Y>O+8SpfG?|vDm94`>Rff(_P^s9vI17Gh13$y{5(O<vWKd+)tqk_rky-iD#(%^
zXWzUGafcf;%z!|kwP1>u?VU>)Hi~UO(=k_>#ELY9RuYCp>*D;98kd}wO+b%Ce*z~s
zZV;}HZ^f}jBPCfx>%|YA&$NuS8;g*34J1z0-OCX_Nh=vr_T#0*rdI{B3b8#ZRz)=$
z!#6dq!-S24$d20(Shrf|M4ZL*UTBRO<FC%wrlfGjn2|CeS&I|M6K2p^4bP8RRC|bH
zm=bLi>Sf*OI#sOUyytvt3?-X#MnqGj>lh@^i#Y*07xnb!A|Na+se_aRyzE{va^0Cp
zmvin~ui}nkcLPj{X?50*W@R*AmLapS74}dS*b_Xlnbb|_Y?fhtp8P!d-;vzc`E>NC
zlBI_^SLO+k3fDhjM#E)d&CQdZY#m@XV}KIg@9fB@5UupKr~DyMP1C2)BR)59A=44i
za}_$+{53_3<^9Pw3HqOf=PTNf#yW+i3zBDqszy`<0Tn4A()q<hf?p0bB&l&P7=nD=
ze5tpW%X}i=hyENN|CZe7o`@9|_o>*Pwf0_NIkTNNJ3kSksV7|eKj$L<NAKeQ(Di?d
z^!opdxB0K@^JC6CW!!$apcPgGqR1aBlK;hgFSb=CwtlU+gxnxl^c-<{Q$sb=czY$<
zTIHC?2X*0bVVfmL_J{^W<Aer-4|u$UG_t>U`FUSg9(-<#{bhILT^Lq!`@3J7lLY8m
zr)u<j`>Fy)hOs&n<V(*QoNMMjo0D5@qdW&;B1gssZ>CMSln8Gxl%Up{3T6e{v5O{C
z65v9n+Q;O_`ehtHJBsH~b?*N5WEMf0-<8mUv2FtHty7Ne7MQl=Sm<>09NP#8eD0oM
z?dxzrYV3h=$xLF^GhtyfHMJ9JRj-vf9yBWL3De%Z^{q?N1^w{{x-W>$XYM*NC5Z7Z
zDpSUf$qefFY&OI#NM@Pa=}wR4g`SWp$VF+1)xX5#zA}z;RoqeP(Bv38+suJ9d!t`c
zwNF{Kw)=;D=WEv4*~pG$&Uqr>7E}*QE9VDLt*uQly|2*UQ#!&X861rxR{sPxF^>9v
zccAB*$8Q6<1nv)0HXJ|H8GLt~S*p!sU8((hD(Qb--h7uh`FW~0+t_uR@a^_<ALeWy
z&_z*h*S0Hzt>e+yM0d!=OL-irNvHlt{mRnHw3?Hzsru_Uxx_6fpzC4pV^bO<axuYk
z5TITcFY1?rh>2l~YXmdBQh)_345R)5BCmQ%JQ&itIP>tUGK&q!l%p?Nsoh+_5~=)f
zeucGJxvv;8>awMS*b`iVP1-cVa*pKAqOPAT2ZK`ibyf+6a=||8q1!-W$aW2%J7H4&
z*z#C?V`Xp|TZ5OHjQmxl=wVw?Yr;6Y@{sD<c4lC}(|}^btF85kj6Z<owh6@@4KZA{
zJcndfu0H69+OHtP6#7}5I-}>Ws#ULD^nh@H<a~90C3zU@F)bZb9P4&m<Yj|0-p>j;
z4f+=0M*_(zdCr~Bt1@Xu0OFMzzDRotHoN%?;+srM2(-Ad`siVjTmFojG9^#^V5C<r
zZ{@VosxB^%A7h68=)A{@4gTT~awf?=t`bA`Hl0!*)~$z8AMXoDk7ZD_h%{X^S6{pt
z-gzW1b+-DPw43;N;i{4gA%+H_{k3PQNf#@A0;3Uu@|fjsla0E*Tev~So<RWE+kkD!
zIDVOXO)CY9h!5nWZxL2lv|;K-E8}IzaQRqbjK+Ea610W%mFAyL+szRH4EqbGt)O_p
zdbp1y*M@l$#E2&mLhf;&rHH#Ujt6%!!F^a1vq?YP`1ude;8<NWbL>&E(p9$izH?*|
zeGg5|Vf)8)BSY=uP{i&5LU#J}jjo#T)6mds2vx-cC}`ol#AH9-mge(ZwU{7?uZ-Mh
zI}>}GUBaz($35iO2rNL?5u2ha5Y1HMxw+!Ysk`V~C(ngbn8}STj7Jhz?5;j)YvuH<
zMy1$JH^vleG$aZ)v-)^1bE_nIRBfg>#kjR;?ij9+@^TRS{9EXYH9rVJ_7%Cmc58xq
zhT->!5g&m{%|T036D3s0M#vL2tV_=TUlR?h5U47Xc4SABQHlURk63f>At!Y)R&=>g
zl#FuRncj>3QtG4!^+7isL^>X;zETrPH9nk&@AJxi|DeYftoTbHt^-1CXKOag|GKlW
zqj83DhJ+<lVaW`c(^J<bgqtnVmW!!K^_YL-weYQ2rTF<LdMRDn+a8t38UQs5d>^6f
zzbfKP(1#<Vju0<Hi=zd+*bFhwna^TM_w?nwy!|57yzijrIFL3<4gQ(XGm<cKsG;m^
zQ~6#ztLuA7Nmu0%ZbxHz8@+fd6~S5%_jGCm(#X(`Ixvk2`gB@IppPV&F5me&C~67Z
zEy})fMhjD1s5y3`g=vH@jBwusp6!WwKcQl;ho(N?T^)D+Rw`Y$Lqo%GxbK6@e;O=;
zU*E}0<{rH9oIT~a-H{^72u2q;y21D@)t`QSV(~++YsN_#8PTc*(A@!0G^~fs6x+S7
zJ-3O#6~|KRYUxPphs)iM5I-)QJ(PrKjp8MrJJn5Hj{fxYyx+!)_(1#wyVetqx$5jT
z*PZ>+XPD-vP0><JvuGO>UVe?*h%J%0#E#gdq#;~J6eIWBA?n5jgpCY41V#+;LPFi!
zT`nTKt<x((*3#bM1L+F-e35i<rC3D<3;eElYDI=0jg{@{8+e5WPYOa-V)l$iHo)I^
zvh9v6L{fg@<CTMdor@-@Y8G`<NFUB;a*R?F1UBKK0?&Gwa>`%~$u&Um2bAJoOt>X2
zkfv+7Fo^4|W<Q(vvHDxa?-~i&tTvXHKxfDI=~5%yeIAlZa_nH#VRmRCd|5S6c9IFs
z|K5#Z@{jfsvT!a63I7KW)S8`*DaYoBf3Xvyb}v$2Cp&U3T}ImmBULZ80&c{(Li63G
zJYEkl>bxwLwd8vGcNp%G>@A@*$T$N(wKpq>r}m~^957eL(3>uep<#0P@<)<0AfQ5C
zr7nB6a|X%Us4(`e#m9*kO87_jO!sHnh)K*-87d-uT=RN1GIXN>JCSN?BPa1MTN((n
zi)YQpEPZJ=&CE7&?DtT_duxU(pyw5q*t~AjCTW`i=VjCy7{fW*kH#eTVnNKSvV5w!
zj;}<oK**2fB$hJKleK#zR78s{5&3^l3iv;9{r|tc>pu)$|Eo_CdJJIPD;xW)Xt0RK
zPHQQRJt>C8SC{eK%5EUxOuDTxyYnAe*~h+_&RdjGfbIcbGG;mx3r<20d+vDvAvr%;
zg)e?YIeaMoTl7D`ys{&=<(HgJ?YNX;*HaU4QTacBRUcy$q<)N}m}rv0TkTz<z_u6m
zj!hZR(sjA>T3_ylN0IML;WyeYg?qDEHa4w`@5y`NqEU<d?DT?au#*rTp+sLy8+vU(
zN0wi;-_>@=WhE7smU4wVnM|XN#XBMDNdAV*T2o(|iO#Z*?3eVjN#oI1UhOUCCNh|}
zUW3?_eovl4KhKRIhTIifhfKCB?;`-!(_~SXxh1dVHim1A+Y5`uLl(*xY|ypVe14Ow
z7aF=#%jw%+@;E{9ZH|wcZscLd*=Rz;r^{6piX35;^M}B=`$<MZBvoRjzvt<`zF)wh
z!CG_{I!iY>@b}8Y-EQ?ifF1J+W1IG(*A5f1K@h#h6f<bJYEEv9N+4FzH2Ro6JY77h
zqD_6L!6KdwSA&B+7EhFnaSW=Xc1nnXcn>%%E3yZVjnvSr;`M!=ETuY=gq5B+Qg2Nd
z04T}N<y(xm%dYk)?sS~%GG^RaKbr|mL{(05<NV+Z)Hv`N^!v-Lfi%MYic`^H2ftSY
zynUn@ZTW83H{5<Mq-&OfL5CG?9B>iml%sX57Q=5#G*Z9(o+u$`jeW^ta=}RwO=?7o
zc_{LWt31&sK^z|nlsuKH>v2qtOWm@e0`OJw2j!5k84SX{BBLyew$DopQ4~gix@~l<
zI}7T^Ias-In)9y1#_LUkx=^eS0j}C>p|!VWvV`#JN^|3+Nv~lVDE3x)^Q~iEFW`j^
zhBrFyQ@7y@Owsn4QQuBlqRmJO!<7)tcDmI>A#<x&xDt!0hCe4SVj<qnDI$S+Yxo5i
zi4iJ0i6?VOjffjb(#f?lST$6S4qJ3_<Gs@%aygJCTkXO6&N~>CB%qjhvNq<rFmqP6
z`z|qH{GP$a44gLjg6%+Zk~D+;h+N=A!z=9JS5gW?DDR<4bA5((B6d;48lz*e0SdeD
z>WN6*o-Su;mP>z6`K^eD2=veo=UwLyQa(Fg%L|}f9k!v)H0KeU6k2I?UCF$piS<aA
z|LXLip{LZ)*4dnH{kl2zd4iW0>6d%+X4M=|(&Owjn#jie%Uil-rtmO8YTvGEa2Qmr
z$x|i?!pN4UVeo138>J&tpF(HTu*^?FE;dicF(d@~m}G5)p3CXbDeUZ(@>-1iL~PA3
zmmD3v#xRWoGn}zFS&W-+-Oi$^^LT7&q=nVB_bJ)UP+@cCfk}7G9^c;M2BU&yQFSJ`
zfXYYQ-V!oYQa|&+cd`0CysTx}3Wu9Z2V%;l!>S7Qzt`-1;}t8udi8YJ<W_6a1QGq6
z|J@nE95zW_MsH7upOJdfWbz@Rb?N23a4&{1;FQYuShF$|tMg4w^k(`5826b{wo_0X
zyJTd|-Un>4Mbq}qj<(;x9P>7*y7zow*%XRCmJKv$exY;Is<KCl;aZjej8966lPfPR
zazvnp70kNwxA|<Xuhh;^WiWYDcX47QA1ukU4J<<!4@?~WhP$e;wuJnZ%wb&@_I#j$
z-Ty~h-Q?P~nEG@745MRJ<qE|kz9o-=_x8SdW@LJQWLmTaPns~ASt=&IixoHbt8|y*
z8Ri{~H(UzfXd~GLhg!%*`SM}!LK;Hk$~W~4>n01jK`AVXK1<@EQm3_b^;fpZ=LhK?
z%><?6oO|k6qd%p4KsidL+~dg=z~<y_-I?rZIbGONk-EeQmk1DG=hgZ87qQH5(te%+
zk!amxIbRIN)p!YW?wR#j?W(|=`0%Mt8S`Y}?o8wSUK0h})|{<D<fEivR#AszLEp^2
zUcMq?`Aci9n`@-wYO6R4V5y`Fru@h4;zOq|C!lqOU>+HGC~ySDW{!dGvanMbsZL$4
ztT!UfW$}uQ6Q<%$2)hQ<T<z|Z`<K1K%=}senSDdGn1Gl2H{chC>XY`4o0`g>MS_*T
z!O;u<AZ~P&u7K(6&y7+YzOdse=YM+Mn$^IH495`#XrBv<`z=sa*oRKwR)}*xdbcF2
z_bO6i0bY_2_)|A&natzye6(#3K%VP21_xfogV(~Smj><ASHiKT{<<16THqv!&>4`I
z3T^yeVCH)|UJuosoDW|WO0xh;7%qBtL-?ZUXiqHGt6g>SV*5srco~B~A&`xb={#n3
zKa1QG)-m=tx(n?(=1><FppjXq6XAmpNv3lt3wB-qncEm;Ci>K@mQ>lBPB+Zq9d8l{
zz*N@KLu_NK(B1&UKbb<Hg)S!3JYgZ1*;+s#J|Th@n%Ka`J=WQF__Wt``XXr70O*F#
zR77;?@;oPjH0^fqc4Du^3TNl*LbEr5qZib6vQz^d71#>+Lwd##99eYsdTfF-E;Pg0
z(A|@#S^cGv9}GOPxqdrO)NCoDjZ<csGs~6yf^+%x7vCt0`#y0@e8b1y&&<)sOyO&~
zL$T))nnD;aB|pshI#uQh#q^E4_KyE(J?yR;wN3XAYAiZ#bU19-OL31=$8r)eZ&DP8
z4AjjSsmr%^)N+G!6$bQyAu}i;p{-;J3d?7`KD(T#*v`V-Wh8#3i<`uc=nB^*avhcG
zJW2|Hm0k`jF*%4z`fxx$4lGhwCy-adZY9M%iFfd|bV5Q?zT}Hm?S%cn8fBC|#}3g@
z3amcb!WF(5Lc7N-v;qy|-zzDrG3{8M-+iVCRg@`Rl*Rbyo)E9*#1=j$#`Xo)glcN<
z6dGl)*;VzgG2E$AT>JH_NW*Y!_if2A<=|00hz&iI+%(3@E$hG5JpSMO{@=Fkq_qw9
z!YN=^1(2XsY>q#L?9Y*n%+vn^Am}D>3gAJk*FzqM{`P7|f9c;Y_sU6K7#f#k5^7?q
zDp1{dRIWe&6DUq8$3YBk8G|f`BqK*ixo^ZVMK_>-?M{BU!8(%#yykz0v(VGj7uvg|
z?ywOccigk>^$j>wOrg$(StadIT$LL^gk3bL*N8SG_HX6}fj#j@*d^+Xu`{<q$c0><
zs`Or{I6~<c2gh+^7x$GS*}ScR(lUETOFJYi6KH8eh3|3`IhmA6P+0%aHgv)hz{b*G
zSsB$RdRlL{zbkycb4zX$XYnx-P3Wx={^GVUDT??3{!ADFLh2RRzTQ3QeKCWw25@7w
z9vk~aUGev+ebjZ9YkQ9cf%32pq1CqTcy@2h2^Ff7(5OvRA({-pepfyF#wt|5U>tKl
z{7Aw<)j^X*+y!|3te5+z$9kkZ0DuKmfNz<cT@-mZ{sEz3#-djnTrM}%(rrnoFDK=R
zTsBlrD}k@(*{UT<MlzR}vLb)CYMo!5#*{B<8f04Lq!Jmj3`NT@X%;qbB$-Z(Lb4Ta
zNcsXik`DoyvHi(C!?e!;l4+8$`mG=JPXIKV=#oX+=V`&F<*f%&6`Izn*j4Q=ZAiCr
zusG(??5jF-4~Q~cRgK^6(`v~W&*D`%-iJu6k}gAsWH>S7kZG%Uq+e~Vsp&Z);V-vB
zJuA!KHP>}uI?PHxF^%986<W6;CC0aBe4#wX)vixnIO7`w);u@;O(|f4ruC_2n?9|c
zjYYT)1w$s<la?xf>VY~X;)K3E<I_s@KDAJ9DFq7CclansX*o%d$wo6D{PEi+m8>yO
zTGd{}+Z`#5p{OB6l(f^I-S*T*EpJ!%0>w>xt7r?JqJEw|&>x((jU7|}`G~@1!=%e)
z%3sTwf^5{kb}q8PCKcz+$eVqgA{G8*8bV*g{#O|;prqAcX38+~iy1NVj_v2fu^r#s
z&4A0nQw(Pf0~rqT>}qY-Xz^=bPbLCeOP@Ez7ACI&Q{?Af8JN=w#h=g(Dm!2SNlDFF
zJQj}~J<!VzaXrqC6#=YY+g4|)r=)0NC6;$_?e+Pte~T|45I{oJ-m#^Kqr+O!T5_sB
zvymJX&s=`4YAi`HG^iG|ey`caiDSvK7iZ_0bd?=z7ys!Gbh8?7APIsgmEo4@v_pNB
z=jd_P^X%#V&nu}(RA=pNg!uYfv<~;lCRrzEhG>GWQd>25{GQLx*T}1Xh6WnjWV(E2
z>VG+M&k$+&n=HqzOz0eAbk`+k0P!JIh+hn5r}xu%phmH9+zDRVV&fS%=G@iFbzFOM
zUG{25ea<4~-fvPlh-m|RRHS#B>;4#a6M|tgpP$~l-Ou6c9JJY*D{%hq^w^lidVlZ)
zdlBp6RBBMs!n2D1Z|r(xWj|Lqi+G*>DAA2T-TnGI=fN`LCHc~(6KFdrs$vC9Eo|nM
zQi6_p(p!tODz|cYdUZ{2PkZ9BuwU20h2N+PY)Y-1l$1W9P^-&GqtT*8JHxJ`@pPy)
z1Ji4$>(Is&8|kS{OB*zRbN)iNp|x%~ugF{v9ku5S60Xp+(^UGd8o5QwnQy76GNw#@
zhS{r3-Nif3IDXlS6$bu|)0~HsuV57nQfxs9TP)O2T$V8;pA)+Zq>;r1`7%UtdNJ)<
zcT>h>1CWID!3;JXw<~gQz`530DpOD~xB`IJCU;0&+>Y&=+EIjV{n>HV0TOAJ&eAzv
zlaq+wg~icR#_33`XuwH(wpz8f%=AgnYVdC)I-1ORMTa-_Y@EIQ=I7nC%PJjB`)~$?
zz)xyn9ZEGZIIk2wd}6&<<J6HxYel>VZ9C^_t4g<&?krGkiJMCj{%ug6cCKDUx#&O5
z!f6)7i)8yAuqpSysrnJ&cv@A(k1v0m!uUZ$LE&60;<h0(Tg5jo%R8Ft3&I_4^glw6
zEvPF8i<Cb{WrMA4U};NGMdtKm(c-AL+A3WORJIr~KG8}xHImbXKJ<7mQYhOaB==(c
zE`={&k{2g<1j_~6Jj>Lad*X?(fIuy=qD5EwO!vkc8bh7nHftyoI~TzWOwE<9f*jpV
z;m11+L6YB2GvJRx`rMP_9T07Lrnu)l`<dwt&h88hv~FNws(RbEC9MMU1G=&KlqN2I
zcyoo{vxSzqWa$Z${L$5sqYMKrj@t>asacnT#$1+_12xspU0LzRo~8Gr#qIPeAyV6@
zlfc9wl95Nv3f?<{CfB3X5z?J+z95K;&xu_F!#wX>hr(c|jjO_$u0=L}O9><U(gM&B
zOhW`NVpDAA|6;QV*}}zFfQ})+<*q4PZbw7{XTF^>1=>LNfHQ_ir|<Y&mCnslpZ8!^
zy&502zsEGiOdRVcqLA;=^w|l@Zk%jfH0Y%E{F?0%#A4FzD17t8Z^^24wD?ju16L5R
z$8uW#8`2W1%6%^gecKGE4c$BWsGr*X;w7Q6?x+Q?iq#Z9`LfZs*oM?=fPQGIxHNTB
zAe*R)m~V6d>)<(y!j3hi-bzWA`M|Y8Dz3P&w}Q*p@e8!oCjjqi&QYtM4ZryhHcu({
zGyS@|O9V<5u5{$pQUBUtuIinq&vvL(GzE9)giAs7NmKjzE!pq1z13i^b}|nThG|%~
z_+if3c*|1Hj~^=(iCBv3SinnGzpxyo1Kq7Pu403&uktr&&b&6QL)(&SBgKSicCU1;
z9hP;f%ZPpVowP4A0<Rw$;zbwUmHlBGbz62kFs6H+M1k!P;2JmI(Rz8+@u_i`#C_$Z
z9_I7tRKm>(9_|6K`S}w{XVnNX%VX3-XQujob5X>~4b!N2n=S2W;cmtD-W3=8gwP5-
z9N+<MfO@s#`HPC!Dqztx(${0>&o*Uk;MhRdkUs%z@Yx3zhhz5ipv>|YbjFrwliS&B
z$v(Cm8l7w<Z37yHdUqVF!SXQa*vCVb$E*smD)+|u-QkkjWfp}2M!N9-#SqPZ4%7TU
zS^s<J{{HKD_FIbTn@#UXa9K6wu$BJf6Ua}!S@7=rCu46Mf};So@KAwtt5~ct#Ix_v
zv+u#n;7G^({E1Um1YLWBjx@EZs==9?i-_fRi(hF)U6C8|{BJdgM3B4FwW4U`WA}>9
z?T^lK0QCl*{{p`|VD^gi=My!-!^UTBZJ99!<r2Qd4VW2lKJd%vN=%*?e8u1S`M1ef
ziW&n9_)uaCsNHUHxG<i`)l!&BRhWO;&#x|mE0qvXDzzV)tVMM{NvHaMf2_JbTxY_}
z7S$(A!E>t}`yh#^**4DHAitQR_8orvU>V4tM|)widfpSL$C{aRbSqI@{&9ylg4Gzn
z&}S3$feTUO-r{992b)~QQ-nA=ZIkz0-szcb42!K$RGrJG&^k}FvCKBqp@N@$Cu=Pa
zl%n$GodFg;lMJo{Dmp&AtekTM=SWLSxHK@Pv#bYTN$6w;Q5tbmT~lS<ag6Wq26|H2
zkJ(hc+FKKqMGGcCJ5)tR5t=NDU6%)%YPAM)4*_<zN?zIQ^;qrYO-L3g%0i&OC@B?$
z_tJ~F=%N@Q5k={mAnOT|Gc*uW1sQ9lLEYRpm#3^0dILjs*dPh-7vzR}dY)LY<ukB9
z`g}=SD&z<q!<6`Vtzk!0nzI{d3b8<cipSK2q%P%1vY9q>XZ{0-l<fv9ib3Bq%tTNE
z%!bg{3Uu+$OBok8Nx@qx4zPsye*o^J#2w=OM}Dt9h3|9vRqdO4)RqwBTjsI{duRDG
zldECqu4M~Lo9uhWZke=4W-8a?`Hs@#V-Aj|xL4i^gB}mcG48_mg3rm#+TyAej!pP}
z37m}C=&q2r2PPCR54e`>`&C_i&n>ltt2HF)E_3Nb-PX-Qk(X7XqaC=t?H}H(l~L`>
zo$tV0DMj#mpqMUxfu#91iSj5TpP12mvpoGm=eJJYST2-*xnb!sEbkyM#g@M(P`94d
z)4|YS$}})(EUKtUhnOQp4rstwYc+@N+PYF)e~W#YBDOR=;+%}xh4Oc%P26CPqmS+g
zw)Jm0<w^xe`I^2PZf5v}L_toKNd$+XM@#$n6!14al`SF{m&5GWAw4@l>nwZwvULW%
z<sxWe`qx+OE9{e~cq|H5AxXiSDh>7$XU2m*ha11$q`ytkcq$^!9=bvRE+JrCA768y
zmQ_>7T=7$Xt+62K0p{Ary8U^>CGd-Rar4YclW9tNWMt)bYh&xmo63CJKNCk`H^ELm
zSLMUS{{X$Rpkd$51dL{H9PDP8*4XfE;t5FTZ~(wA&~gWZ9_mdu4z#tj($k(}qvHYL
zSZgNzG=pi>83LWLOck4@Ab+EH><H->2_1XlV3(jO-lO<GaNF&izJ+A?@`ng;vm>g$
zn<rkaM9gE*wk5~xH^u^4{*3O-2}dD5-L5)Ge4!&2l<V`e&Sb?c=Jw{+Gt@xhd;>aY
zIctew10v{vHl60je%0Jj8;a1b%bvmbkvbjHveTow{ub*{w~6A2-^|^@DyV!3xnh=z
z+;bj12ObX(ql-<OtQVfC*cAE1_?&LyCa2TA8b-wyo*quP@$P@XY4J{O=o5!#RM;h_
zB=;Eq%{9Z8Zh>RExn~C^vA5JC9C<#s|LwfXRQT?k=0u9Z;d0w6-IEMgV;rC58fyo4
zl&sqIGF<45prMws`g}L8u+~YbX1$w#ss-RT#|D&&v2t#MIZ^U!w<3O)F&MI5&Q%ua
zyK{UdvKp-4JV+?0V$R&UM7A0Hw49D!D-a)G^|>IGMVT|}kSL9)z0bx(7oLZjCQJVS
zmW6j?*;E&dSz5=qRNX5?Vwul(fFaqvA@=t9O%qiDX_eBz--Bz0LK-g|;DR>U@-A=D
zax5Co#=N~RYz^BP`=8vR>iI9VxzQrEI^yicX8FHSJ);8aUr|YOIu*z|+rN9LpBzu-
z$PD(`&bB+gnrntRdY1=%KKQhsyjkT?EMw%Kv&D>}B|Q+Y7``&P@6x<B%DBxo$b1-+
zmo=0TH;7d{|Mhjw>Ero{QO9V5t0$*^rVaC<PT=T|=OzL-6oWJSD$v)7DD9R!pu56U
zCg&b2@31)A6DNWArpvxTDzt;Q7h@KAliR$pIKiEhTm16ZPN@}oob0%ov#69ox8}O1
z;#FBYz6QG7%DJ*90+dVYG{2?b<!kwBJXw<$QH1Yv%4Yp?C1lX&A3*%z?HX+%Fk%Az
z?V*ani)O^ICyOnJwZjNb;Y)t3GaDJu=XJWt*4<rEhH>$}Q>oAro(q}tt%7i2>Eaav
zTxZ_^KW?OR@P`eP!>Yq7T;n?-cXLJ+x=p?C7w$dOiTw$piSWW;Oh1b*{=UMXPNdPF
z*WT!B3C+K3CGra>q?Z>Rc5n>(ztO)SZ*1#hc?5bD=YHZB`+4pJ2<B2TN!}XAJk*aV
z9a^D}_-o6sgTGi~PwzW2)9_@s-#J`s{66!!Ji*A2X+w(juvKtF)h<7kBwD48b;D8R
zuh8CE*|AfzVDj1HVcAO0FTZ(M{Z!WI;k9{O7ag90*@T|!5tv0T*&-;*KC95-1uca{
zmN2Ou7F1c@S}sng-%OVH@B*k=mDR@HTsO)z*kcP?*1i!}Q<`24&t1CW5E&egjK}Y$
zREL&}^TvI$+nyaQGhu~fwoveU_ZvoLd^zjY8~v1mq6*kgXXk8S$c{y*9rhd=pMSZi
z=ae|&oM>KGoohV&oSy=Cg%kafCS{6R8t5UW8~r3?L48ez59R?xhj6y3xTJ?B=^HTg
zB$qbn+gKzsE}l#B6cc_*y{V8{z9auIGo&e~j*gEIuYZBz^blZQWMskN{chB=v9a9(
zTt%zC&!qg)52}bRd<gBb>$kQqg?P>D9u-T74SH<^>Vt|!x5Errt_7{(289tD#h8nT
z4{qe>kihS=_cm<}^ww>}70=!Xu;<3<U=VcK9#N*dF3MuRen$6v(WE~l{JPs=@9eML
zi#-2t5pYW%fGRcLni16*+IDteV}D0eyGL8LP7EV$WuaLgS{Oo89$;xfYAw9^Lq3V~
zM3o$%fAmSscv}KVEYIb3P492dY~2DKd|?f;XHU~jSb<IMis~}%eRX6ENa#;a7!Ji?
zcnJIDBN@R~)Y=v2(ul`sJ!D|W&iOi%Y_fLnInT+-a1iR6E&k7WkM*s*Yqw;UTpoo}
zL<SU*au7(~QQs%?zTX%0mOy^it5P>MaWe!9sn?PW=T|3VljFvock7w!2$oj&y{R-Y
zlCI4x^!~xO4M^4gf+)ej3wz>yjc5AoPcjC7xQ}ovnm~&-%D#1`f6+{x=Rz@nyu^e4
z8dRI__U=xoq`Vxa^z36H9T#zn__fBXxmfXDD8^A*`hUvA{&y>l|1GPFTAQ&&X&@<O
z-sb>sreJZbO}$8!-7=;&SM22Jp5XKA2p-{IB*eos^IiG7%cueYm*oQ<_JexLRs*A9
zQ7EaK*A0-RG6;MB-R3_4p|qnzq4A0UQ`|UFWj!}Wo$wAGA!@$L&K#c}M8ehM9N<fR
z)tY9qy++Br>x3rJy49>SH2t=M@7bw7bn11oe&VRu<SPWz&&)j6bNJ$*ifcB@EcN4^
zJUEe+7hF3^i%(85vf&QVdoP$$^vBIN8~aUw^u@Is3OXe%DhW*A;>7mP3u~h@$@d^<
z*rO1><d0SKkXI49Vy*m)6BT7m!7b1$E%tb{H{IZ@x_H*6{sNmkSm#GnfH>PnDM>#X
zhp#znU|?q5-k5QKJ+4+jUgUFa(|U;0rQHal_9DW8c$Dbxv^>^w%^$a4JvCB+Cl3{P
z{<{885yt+^iQ@8IOj&esTFs`u1|(sB=7#-C_)H4pK0@L%l2p;|5k-nQX^|KNtFh7)
zNRqHokLxl+`lrSsWFhfJ+^6e>HxC@_6_U+zAK$!+Sk<j4rl|K_7P+D*LqBGxfa(+P
zXL{^wYM5)0M^$)l3r#)+m9#4@qBB4?0Fr+_T8JgKVO<wJpqkwBD%YEOEx$X0??^2L
z6&TX#!q<36)rU%W+|pQ~`bhtwqjl0<b5)UHLIDFHaqu5jL;@e{z5a#oGGp}bWwcqJ
zeDO9V(kB7-K3dKe+3pHs(|jGP?m96eBOs6{akf_}VvV`BM)BtZrF+4!ExV!d>l@Xc
zHwH||+9zVH1S)zzKUbaRSZK8PYkkpMGkRgvSNi-W0@ctmv%Xf`7O~!YUGe6Z`y@$1
z!mh$!W0%yGqo6mJEI&02Gu<*AJd)jic|C<j^h(+kPgF5o09AI|v>-q)v<6KR!;c2?
z5(StkC8L37WodF5(9>-+QCG<Je7TyH)#g=uyW^YNt(4EElZ|qfJW{4^E<WSj4h|01
z)U+ZW^U0LmK{AC8Uo*KmGPi+S&AiNEYOOGiriin@xj*!QQJv$t)B=I0v$5+*dJWU-
zdNC_H5|lB*d9cn_SijODMwyj(pc6~2!J^5yea*^>-M2SvEr~p+F$<LFy^9)3<8O}Y
z!r1FNDqWHoS76&Jo!KaaXa*|=0H0A)2^#H8>3fH}jC5QgcDN8po;U?RdKx%XJ;*b}
zNrVJoG$(|;4XHOsMJ0y%?B&?id2+->fm#I?467RBoA+@eOwnH!Nqu~<PSNgYnX}BE
zp46M8Z3`yrFPC`;W|_eB1zvo>@n*5wQamwxV_jy;Ul18zy|1*hnL^c$etV}?lRjza
z|Bd`dGy937q>nddLP$91^NuCnBR?bRh^KMhOM<o|Qa$#yyCU^K{9r3%2E`8X!gR5t
zg5$kJ)|P%mvALAd2>Q4sM&@^smr{2zraH5y9GnB=;mH-{hHEQ%@f5S+rr#naB%Jh^
zi(Y%5H9DJ_Z5b5Intye&i8CM4@V)(=Exo<3_iAgWx5~NNcCu>p*<hf$!I0?n$^Ovx
zdWhod>qr>sW`bgX??#Vq59~f1A)^%bzF#-_+%kMd?KeIoeY*FX;1F73>G16&hAGs4
zEBXDbMW|7RV&k`Q+dQ3YE_5Z7uNh?HOpn2HK!nX`iDO1TM{(wpuDzRBifLhWphm-j
zll-Pm^7t~}LgCrqN*H<=hI5@124KZ6ti|PlR|Q-7n{tM|t!Ff!@{^&x`BS4zeW=vq
zyVYw^rS$T7Wh<w<%SXyAT^|w^pq7LF9F#odCS*`j#8P+O7WF65RwR?#7bA7kqVd&=
zp!4BOW{?uC0MW$VY)X0~nY&Tupmy8nm#=Ui5IJAB{#N}=evYxfqct|?Cir}cs_sNA
z3sEEGdsRlCJk6F7s~PY~+eBjb9XD+<ra3N<YKc;T{K2QBXy=`mC+2Swgfg6Lj2O|H
ze4pb^sqo7_=XXx@37i{0x$QcGEw#Cko-0J^R$*n)6{gC)Yo6GqGhsAH&6c1yTcqrt
zh6<r15-WU$3D_XOQra2i#t$A7*|?iMh;l+pU@d{8?GXAIB$NLPEuiqv4om2{sk-&2
z_D@>EgMTnUC!^G(3lPc|1}g6c{H<s`+1Gj=W_}yfQ#VT7p2ob?_b$1<))Y&k(I9#e
zuA;a?J3zq>*fB5fU`+s)q7wvaW%}!Udyn~>h+(;-)x6_}tR~VHRsh?3K-?oJb|W(0
z)Fvkn9-@e!PXJ_xyD#${d53JQlBhxxT7p%yOf^;&9J{ZuYKy)otw4~T!a^2`1}AT#
zB1c#eF6ckL{AKy@;!U!xMtnje+Xd`E<fe35({h*@V_SIdSxx1<vJ*Etdw)EQxKy5f
zu7mnFj4y}hZ;=6ZKjCv6y@i$vxnx5Vr*@X`9tQR@%z3Po4cAi*6bYv0KwY+fARnVy
zGn)!7j2^5F%@w2xR|LY!mh+Mn55TUv`9^{*TEgZBSU3O@$;EyK1aVeLsae=%xdvms
zmZv4X2F3?VV^pf8phV(6=eNuO42{=nIbrAbb8<Phn$f7T!0(;AjrpC(y`d&1tw9Am
z%Iw>X`6sl;(u;eIf5=+S8aEaW@BuZM%<@w>aumG`hguuIUJtn>FQs07lvzr#Zx5>%
zL(A#gH@HzFZK~>RTtPl$N!(O19h2eennFf>+wM;Ge(+B_uN2En^~Rt^;9sFGB9ESN
zB`c*?NlQ4{nG3S^KB?*z;dp>sw}J)eUX9_%SHBz1hK@QCTu*xn^`4ey8Pcc7c>K^H
z4ZQ}B`DywR_zC8kD<UZ6>`?R5!RKp;SyQ;26KQ9?c73+|=*;iR4tLR!lY4T>(XV}?
zHnpe7`4v%$Diyh@J@o|R=&!z-1Mxd?8m&QwO-}R0o07h?>S?S|<PiwrJ*oz65d4gB
z8hnHMY|v{EctoRamv1<{!_b1u?RxRdh_XxQ$vr4=M`+=Dd^vg_31bSyk`7-_9rfC1
z!4jL*k`FLH^n7-E{WG=_8x$9aIMmM5T_sB2SI|m~6OFp+%|?LEOZ4}{3zNZZG6%Aj
z!x49AkA9jzq&oO%+s7nyvZBrZm>TbioorJLO0-sZ>D3XvO)|UJ7IuRbqoJ2kVdWvT
z_O-FUIlZ&?1P5J(NbE_+BQ3J+#&lhulmgD)V`7C+H4u$w^B(Qp9Qr$XzJx>#V)4e9
zLM~xpP_W_<0P<IKS^%W+=DjPyqoHCFSFZn+80=1m6mp=#Sg;n3b{)=H)=_JGvkjbW
zzDrr0R(^r;_8@Y2lvJ0Z2dRoxqc$J=f{GJH7bELgDuB4f2o4tYq}cCyDCahFn9rws
zHa<AJhx!7{CID<u^Jd$vHeG6b$7^;|3REY*E&tvJ+{hV?GyI}q{0z6gs%6yx#6b_a
z9BB>+OyXc}y%xq->m$4ImUcX{4AmSd(g?wbf6+}LL=*0|+#KRvq((oKuP_y|ix|0>
zk;sYrROHt`KSh80nrDO}ik%R&fZ-*P6zA=1YGrBWV!ccWJYfe52@L~Xc&BU2q{U<N
z45}ts*kY7UI3Gl9O3Rzdhk-{cvd?=J+(fCrTGD)30Qs7UCl)cuV7gEOY4WNSrxOK5
zKpF}a?@4s6{&!2r|NTnFq`yAlei5cFsm!=<^){3~rxWf;iX6T5tj1h>!RcfX%E-Y0
zA=UO|xFo$qeC-ss{g2c2lI=OosxdvqXtQKc4=vFtA~46Wm94Juv#2jVal15A5l(6I
z{fF|R#11D{Soma%q*4iEU5tjU(+v^Qq&+zp$<hC%Zj=;M@}qT9>4&G+vMyd6-f{!D
z$c%_V-c$^~|CJ9FHfh97kad0g9K%1rhjjH}XT0;TN!~PR1R}vM@=DD|u?57;1Irm{
zW87kgj#lIvG^3PszbadAR*eG@P$^jul5Cj48Tk(|igg>)#-%(uR48v9N<TC5rGApk
zkIklZ!mjY7KDHYB{YO~=frQy$aYD&hH<dMcV;z{uZy-^vFMvWHSZk6SfO75!>IwSD
zDj4XYfDppXr<nnK=k@0PM8c$0LT(*^W^R17q|%->$d#k}K;gDI=ZtU5N+Xe(0ieiO
z7u<b)Q@qG|*e~>}d-}spvN&$QhDac(K=zLxPvM&5zuX5t%9rg|GS<b>Mxs;s&GntX
zo5%n^L5WI;Db&iFGG>aN>M-k_om^%H*N?_G;(q?5*uw`STm)*Dr3|YbsMUC%17593
zJQ%lQUaeo)lVu`yLgPl%P4yGxA0S6ohUJ$uox)rafFs8}ZvN>PeDewn!}NWzEO2#M
z)j>%3(N2xH{MJ=?nPG>)2O~4#DTKl#JR--oWJ%?3Sou<8-)^!2Xw=s-SXc~?+68Od
zgzvMGVMBJ66><7hCmmkB(#PvH<zEY9M81x!rBvP)KXR*4)$DMEMqlPx-2;6%I=d^o
zbkA*=DZpn?BBB_6K+Mp*9N0qQmylmjZ&ZE@r)7Zm)$RY$)-WM$ZdT5Dxm;aJ)D7Dr
z=o=fHqFIca@51hp+f2-CVH*gr$X^<;@%Jw0t3GD>(*sCI?4A@KzMFo}UmZd^vS$A#
zEIFRtN<Ax&tM3$jcwd)euT7t*smem_wd>?}8WC=$?oI(Nd1k(W$C)(Ft%W8k{;EMT
zbeE8%l~c@Zj3>(voYAM!vaO?i;beKl2LUg_t$p>%Z3HaD$MMSqO!fXjUUWZ>QW@3$
zFa~~E_QB#uk%4`z>dEz%=xCLQ3AO$xh$mbgzZY#iEXM77*>#7%_8W`O-#=0$p~dP*
z5wtOjyMMsRx3z9<$R6#lZpK;D&drs=dDi_L9fL^G)z#H4<WlXGEYP0Tz=Eh!DIdJq
zHDNb@{BeZR$b@s@1AGb|i=x^DX6_^$G_EvtPH$w~zv=q``)D#zSC<6!0n=Whl~O#v
zx;#o@mR)cd=$3FO1Iq9+Va_vTLOW;U_<J$Q{MNEPa~S05^doK!gh8&`PjgZwO>MQ%
z-RlK~8Ox3&5@bonkCusN7IA?=BCkdc#M>vY8PjH$kqz>DrcYLgYM;%hNk2fyo4<6>
zosYIW_HITF0o@ej2}z%1ymoA;lYlIxKVap`7Ddf<J3`uCILO+Sa{^pPytmDDA`so>
znLloC_hJ|2pDBU#q$FfU0{(238|n8|3==#Fp|G#UJC;9a51_kpqKWNglM~2Wd@y{?
zQRP%)9;TP^zRpC6F<zeRNzbH;HKgP%JVa_ZF?1jSuK&VApT5{$$W^NyP=I2f_Hnp8
zRPS*%tDeL^tDQa8oero+P}qJMd$x!b+xa_Pky7<H-tUh_CU(u%FS=8OZN%V<#vZf~
z&1aPU${b(?&%~+I<K&-9crWYB=rmx%JEmuL<SS~k)?r31A_JXX)#gd)e2{x-vxr|J
z@j*B(5_y<4u2d5l)$7ZZT93EP<Tz9f;Q)7tMLPb`f_o3sw=I6?oHhNHFui_gg!$64
z#7$l~kuGkA|F@wgp{Bz>9%uFJbsy5KS#uq6FsHGd_q2>YDJ^g-Wiy1T5Si0|E{+29
zfN^dEdWI@qcn2_!cfJuQE1E36En<eq5UF#&OCBB`*>T;M<v3!RpHXi7>Etm3lBbQ^
zU9NQV=H9Ui5Pyp<skh+V*g;;@^kaszv2^?G6awe#5IIZOh5JWYkYcIQ3|gZf^)qNL
zVQ-6=o-h9KpXsA%N`Fe<jOR2y3_0KRua5P>+T8432MFiUHZ|sE`{GOosK}gf7VLw;
zn2in$8~Flz6`@ooCZQBelBNc*Dduv2*dO#%DVnmX>srtB6c^Q88Mz_$oo)aNX>%6?
zZm#!rD^2MQSa5mkNxb^LEcV=8mu4@^N6W~KzNGy!K6@AQ!-aIy*9hdLy3vYZA+F{Y
zP$4pZphX@+9_(l7eJrbNhR>x!KngoY1EE*($c>cqrY^~g{vFqEOZSq2kJFtGt`=OB
zkFq)I2?b>Y%VQm|8a0P0gvz3Z3`79FlWWJi4%P4LhYU%-K)vxUR!E&xWR|7m;<uY$
zKP&yvj2hNSlJ%HWO#)Vl7V8Y}v^JR^nBJ~{gm>PQ=aH(7^&}qSF7S(|4}-$#>46qs
zzU7RrmAtWqI`|GloG`MwY?o@khZ^-z^^(HP$eD9B_NAH|bpl#wiKZMUPDk>fK&R)4
zNjs*y#Vz&z$sRFWihI6+fS#x1xxgf^`l)X)-hKkqni~&T<U)6gEMn;mnA((vHGKOw
zf~g`_411LFtFFe4{>CH8`FvfirTe?wmEa(PS^2RvUt-_p*f+OaW(#%hp}xPkHOAR<
znN$UVjvA+$-PhwUk(I_4&L9+`nMI{Ltxx_HxG#hS!{+P`U6)=b`D6>fwU6LsHumX4
zwLQonl{*$kFlTOc5k6Pk!f5r%iFHWAI2-M%^4QIteZSpI7(mE%Rax<cDY40-@z4@3
zq(4-S{$*?xjsK^KK4Uo>``H-bZ@KP`izDpQ+j(mEM?pnmh8ndDnu+QUmf0&qiu5LM
zGLW;-q|D;ra}&Nc50Xc^>jgG3Yj!z-=8X&j0<=M+7UQj^lJ5=hW$k+aR6)wyhlx=H
zVx}e@a6ovpm^@^H6xdkrqecrVV7a4yuVGV{N%{|<({b8Z|7>wWK^^O&qAR-IQezDX
zB#V37N0$lLqeA>Bw$~iF+vRQIwEFy|-o!W>P3Uk^$w9*amr2(k+4IAhAX~AxG)5r5
z!fIz8HJ^7>LhzzG;Rf$R*=m%uqpMhuo#Tj`A~tvToo7X}xn4F|CtQ+4Rp-+l#+^m!
zV-h2@z-1pLFG`+C>hn;$Ep#}vq3b|n+n(5<FnmGUORLdnk=6G^smsKEZj5W31kovC
zJ9bmJbW>-j+78jxcD`?IOTh@(`6&Ohb&#-150`E5YofMR2akZ%)ewl8?{XSrp?*uD
zaMVd>H5_<NfuXgiXI)U7z%J=#3ghx+;DBdZ{P97D&h|K%Dq6Q>t_=?11S89sGl^$t
z@qRy)7c56Pbw+=Mu>i877=(_0x!=x?(YCjK#qy=*Ct}IS1gMP%6Pjb<bMw#UsLbZ-
zQ!zzXWiy!i#bc3EAkdj57PqRGKVmSktFS9ouG1lnW-T*!JO?yXB-23LMaO0T0NFgp
zT8G)GV$|I86@r<C-+WO-U|IQRwS=%)GKqre;I=0Ge&?4hF~a|$w`Tu5<bJpg$oa@>
z;CS*vf43d_g8Qq_xlZ?8LR{&9R?F<01Hy(|JzU}CIO=nmphiWCo(C44F+qH1kijq$
zSFxUG3^h`KN5n<Me=0)O(~bd+sU2MmEfml_*(x4{Gn^pT0_QjS)~b(53m!$NBG3Gu
zP#wpr&U!+6xd<$4$24bd%CLk`-b~j%@4Go$$1l12yDMqGM{a$v4%}R){x9a<Dk!ct
z3fF9cdw`JO))0cbOMnD-cY?b$?hq_M(8k?ef<q(08<*hHXyfjLApi8KxtTgOr{-d6
z<f1QnUw^gtx7K>s^MD@7l$o&g@{DVJK)0Kl(#)#JR9F;=VkcPL&JQY`?5=E9(!fab
zk}Z!>C`<A}7q#bGJKFF}G|V^*VBXgMNKM0Qe>8QeRB8Vzi5HIn>#Z_=I@bQ)hhkn_
zr}=*i=KKFMIIqS-NnJu;9%=TF34QZis*%(+63_Ps-O7VQT!0rf=JTfqUAS=;&Fhzh
z#{NCoto4!UQa`i?c$A0UZVa|V_(qwcb=F(GoZLZx8$@XL#eWg6yVmgVAAf?=Jt1RD
z((EUT0Lrk4DLlWM&TikMJjE9MuWe<zBg<}UKOCvg?`jvL7U&a{FWX}BjhC{|gykG)
z$umh3IK$Pi<5k=+PUiR1HFG)6my}!leT#pJTS0z~nsru(`Vl|+JuPrVtOl@9HMyex
zfwUPxxTAVcQu$P{%fO`PR2Ur2#>3~ZWbQ&og6~T?ZX!CKRFU&(#T+ZxooL7ht4g&`
z%MDW`cvyM)aTaNgZ;NqMrKA9=jt?l7Iw>_MUyBtk%g@u4P{a?{|KZ_UpWVC#b=A|>
zL+HIp#r}@e*;EVrkuH7lz;42U2=+20Gm2n}L+ja>ZLs_<F`bKNUOgcdQ)HY1=XTtE
zZ8ol_7?dPf2hK*jV85HAb}zmX4_Q7L4aX0?hr-(9)TuWY+G;j=uPt7GKw&YNjZC#F
zb247rTG#%;5uRRW`*oO)|K7^d#O&~9a&gD|!ecI2Yl9Z(o#UhQLe7AW>iHVMFP?pZ
zt)~eJDPV&%r67Bp0&6iD&S0!2hwaJqv`K#(7Fltxvqvp_FELJTpW7j$$SdCQzo$EM
z=X~VDQYWnBCW7^HBggn(7Hijzb+4nd?0EHOt+^#Wg1QL$9#vI@Z|l0maew*Qh&d{6
zvMM$h!u0J%or;dh{4qAUt=isVn;C+ra^9jUy1U(T8wFb!+j)OrMOMc8iVQKKrhxwv
zEHgH2O-yfG)w6q$JFKO5V86-VLGs7hNjR+pCOjGW1fh3=H@SQ1dyVe;EkdQeR);_S
zYg}64SR0?$SyKu$Jbkhxf86XtcIL`$q0nhFi1pHa5EcWQ6gS9isB#c&oiTu>C%->x
zQ;Jh__U#}Sz@S(nB(#p~x)F|^eWcG-stwCN-)ZLQ8s;tJtO*h`-RWMor+oV0R|QCH
z&MhOx7q{d-C2hG1XNh0G?NeF1&s${a7vvkHt2K07?t(HjndsRGe&Tl^Q{hQ}adUiD
zCZ17rQrIxG=zhKZu`i<U^&%2z_duj~3|20c;xqKGwtOUQ<Hy3oRG<F5t%OeUI#&^g
zriu$qq&L)1XJnxgr0uZrq|t6Lq@+^C8KslUz?%&nY}*t<Cp~%$Wa_b<BNGY47_Y9G
zd>hTcJl^Szz~MuKYq>XGr{(5~n!CFeEVJ~<WWc;uqoW#V=c?{<U%|4}KUf!+4?k!Q
z^X@)^N6?HYXvpQy@)h)JY6CtKuOI#4u!=OVddfi}Bgnxa47x|9=UzP|Fv>prqLFEx
zs;vMWFg4=b>&(mXpOv}q2uSyCBdaS~On)1aM6%q7iLaRyFQSGL+P^xqyY#t{?@i-C
zcOmS}aQk+=dtMHl*kpBT_U!C#+2chUD6t%Y_ws~3w$?OEK^-ukv@XF>xQN!~=lG_n
znZ2YbwU-77D)eFx6xDUH6VKlff;Y8+-c{433L4d~0{Y-Fez7&C4NGa1Qfp5-7-xF~
zBR#wkeGGqrh3GLc`#a-?8utRLwb_OvzwNT!>z2$C`44b&Ja4O;HnA6Q3w`3)`jwO#
zMnc~fPPqy0h7AetAMZ$K{Pi|&^6i@D*GuCfHI>j9%)`U~994j|)Yf3nyt%wV3u((E
zMM`qk9XGD&lOLgUpOg>u7Ck)KzIeO#SY$Lw8Y?9ur!kl`4ZN$Y+wEwM-#4bakk40N
zraGciGf^(a?-Sg*`K#$%)YaIWc8`tw@j~5ap>A7)a+IQN^lznLfl0XchYx-9uf6ll
zozZz}OPKE@^^zml-TctdZ^~e$cd>4iRC6+&gsQ)-ejYd`exRoc;WSeOnX#ujh?j^8
zIf*t6lf$44I6!)<R4q55zRw0O_kKtG$;Sf&n$*p`39JsB*d&as@9?u5^Bw2jrt^D~
zv32#BU*3i9$cHILKkw@Ru|v?ukS%pMVpj37Y?CFa(kZw%A*)c=Jq(i=bR|MxJ_u^8
zpH=r%C)Ll2Bv0qME7ndO2DUVsu+DlhmN8N3s<mTb*h5sFbjNRC+?p?rs)^rXO0l;)
zbK_q0w9$}YaK2kHavG4&dKEXSggHdq)Q|A<^i4&Y7wgyF4yGr_$y$zQ;jfjfPZqr-
z<T0Ug|3f2O)zK`Ad#)_j#T_>_*!Z%LfFtaRA3R$cPeO>2YRUX)JR<zG3sRTnk)~@O
zbt?Vx39w5L`x<ymdSRU+N}xcx9_4)&BDpo!Xz<hZaStb63aau3CuF#s!s4d7+JZuz
z3(Os*Vm^Wzbv7hZ@rD;e-;xGEvZo46S}o{+fJrZ7R#3vFf=opy9*SNDldzRpV-`0I
zCqkSbeNF!k!_}0X|9rd@mkPRkH5sloZVKZ{cRe@6nGj@N9w}QFpZ9VU-pdw3cHIi{
zt+4->`s<4bs>%vb7X=jmnK^G~%KD9JQ?o4^F-gv!wh3&ucGGuA(}Mr}cJf^63_fZH
zuBXQyT$WmrC31I+ekX+yRqa}AgpsC6Z%lPLL170}DPTo`Tylt~bGCnsy~2k1h&(+9
z#Y}Cz{<%=?{!ME}4uxy`nMN-ohEkAuh0w<m1Uq2Ib}Up6P;A3z=-HQ=YW!UgCi|<F
z95ox3#iIW)7mNzl2Z7rUMRNA@So3(X&a+4QbZ$#p<M(Jcu@W)2`^tvs?U)EZ;0*xM
z0RH>gtvkP4SxXiZt4Yl5s7c3TkuEeDdi7e31=eZe3fxpBSm^CJdrM?Gvys#8?yFQ;
zm)zb@Q;(G{G&Ztn1}Zzm$!xGhi&nIvDG@OW-JLoJZ+vLal{!N-A~<()og5Q9VpO&y
z*^*;sR_+BG)l(3xpkQeEMqVwx+^HcX6}LuQNo{a8pd4qoJit8Pya~FkOZ3TEs=^dB
zzqR$xix0JEXnzREtf2KDpn5$%$CGl3`L$H^n^nAnp)VabW!D5I<Kx|=V`rwbG`&Vk
zO*S19t>Z`hi4Q%LKPc@kikmr0;*i4wEBBG0KGT9g@l@1CRp&-vRfF|o%=WlNa;Wgr
z{IoZSIOhtQK$1)@1#TBQ?Z&UwNl?d={>nZ0Xvc5C>dFN}+9+#r_)IU&)_meBh(oH+
z_1AswL_1loD}LE%6eXrp#&Y-J?yiXGEX^fj@BSU^tl5TSgz`q&=*!MLj%Btc3sgQX
z-Fbnk_ki)X+N+~vu|BHUX**$xACpt$3<ZZ8S~j;+|0(MJn!X0RFk-;sr3hcO%ukz?
zqXcZU%Jd}M3UxeNe*q2O6v2Us(^U#%q!w}HjR;RcsouxsqaGj8bTM?u6s{15_4kxD
z7S@Q?GivVobN;-R_k|2YLxXA6SmEkPE#g<hW_e8dY*G)bV&QG+Nf>0@+7cMxZEWwS
zL7O%O#aeL(%)-!Z9O?~Le9ga>_rpu8QG-u;Xxff41<g@N>W2b=U^2rsk?c)cnq;nD
zsOE`H?sLC@g*&;m6#{N{LDPI-!{)&x+O-Jg-*DHHX~AkYJFp}M6GPX}9+6_RrFxQ!
zJ0l$>Kk0>($}m=*_c)|e7`F$tdU-<&43oQbyA<HKo2&Wr0{N^+a*u>j{UXB3lTnf>
zS9kSbn@I<zo`~)KfVJ9Q^UquKS6ahA=o=!~W8{EI68cCmo_OD*fAfD>WVY*UV%r$U
z6S-VD1@HTcgTm%J(aP;u-;O@*wx-6w$E}xNrsv}a;&biKA_koeHpoXeIDhQh`o&(l
zs`v<=@@SVeM@k1b@hVaNw$Z`CM(SOLh<CxM6-q_No$9BeQK7R9Bkdlz=k7Vwv-y&q
z!ZbfyG|qPzZAb|pCFtTa5XU}b(%RTIJms3QYeR-istW#+=lcv=t!5bLbbg{q5jW1X
zWOVmd$?f>3Q`!v|?Pprmt8>LM{UCx!{`L)<q(uH1vj3;V9r+}kJLoOgKQg9}e5|?^
zOl<(?VBKxX8K$A|usYn>>5eOF%+tPMa4SfGJ)hs<9=fR>=&!a$v&PmByn#u)bJR5+
z#G%suaeaT#;;vITSp{3o)k)3VP0?9wDPjAW$p#xmb9HOC6c5+o$K)IO)ZWQcDbMG@
z@J?NW^Z$&@@PF|PdHJ*L#p5Tx;Fr+i{{Vj)mlBrhgZ^w@t07Y7PpGp00gA1DQ5U?4
z`Skzrk4fTV2w}<_Ipk!6_Xc9?r`B3ZQo<vC9+P%MsI@H}CF;(Q;b|bn&DoIwG}$kS
zsYH8@7duyGUqla{bZ%){iB%>q{+f&H&#h<ZgFJBGX!wObosQ8$_^SZsGJrpM896NJ
z#OOajs7G}!|Aw*7g>vTNF{XKpp1da6_Zv>}?%$D37tY)5$#2&-j?UMCI_xE;PEc8|
zYIV6q0w?24HjjUi6`qtT{(pEUf=s(`Jnnn%D^{fYquHI=7uQvks(#oWBy!Ewn)r5Q
zf7w0e5v{}E%J5|@`*Ze6Y@-@NElgV>D<a6ACcvyBbu;~2nr^CR`xY$T0<xd0UC143
zzh04Y=7<|i6_Z1M)KMuXH`r8IdZPvmrV}crrJ{ia^m>x^J}XO>Y{K-9?*-Zn?E641
zsadE<SoO&6NHByYYu=}dG;bgOt)ssg9jfo3S$Z(?KIIQm(*36D4-VNHUN(##KgRY7
z!O9stGT4|IchiL=Qx4*KbF9D8zVxB&rQit;y9O(CyYGK}r_{;#xhqxi^=z#HOFRR(
zQDKyulnhCyK%@SMu|))XK!XV9is2|rx#`0$EgwgXK6z5&H`I_P-=LE0-Vy)ug5_34
zVN!hBLV{6$(L48^K<K2L-L&3v*mpZZw%kwDz7QmZR*W*f=@wq=cm3-ktAFQ{ux70V
z-jK%W=TILe|J|Ho)GSGf@hrA|f*Q}{>7>Jg*c$87IROvHV|%Ho{^IMVSX!NmxMx{z
zegrl?{vIb?VSh(7?+LHfYiyZsp_IZ^RO$&m05S2b5B_X(CiX@~oNC_m+H%I2b89E@
zSM1Kn8xvbSq&Ekskw_zsM8<DRNluBfE!Yfbi)+$)Y-c{&5iB=-PPwWO0?s&pj<+}V
z2)1L3n7E&=Rq+1uZgEOW4xJ$bX=%Tb_pmgN{KP-kTue6z&X!ZxyB!pq^6x4vo(Z{h
zBkreG^1vJqkZ8X{>MHh}#_xb?znKT(qL3^XR|?^O_}~p1cr7F;c7#&oWe$rmzvi?)
z2)H_A^JxV6iWZQzr9PE=&&3QoNx_wS=I%b#ChI}=N$QG{+PJ?br&7G}w#b4J8YNr!
z+SS3N5>q3O$-|ND)WOBrVK5DdE?MM~RvNCtu-ZaF%%a)5!toI!JQ=RxHa=T>mTC!d
z`K7Y&G>P=%+$g<X@PY&MnE3PKV~2o4;ag59#l)4b;#;l6P)xC_9L=(M#x|bO0(&y8
z*-T{E*ZK$>8iag8aQnNc-|U;cm+K8_!CB7>=6#OM#*9JJ2on0d*Ji$*snDtML9SrC
zM@8xkI^+q@19C*iCeNkWfMF7v?ovALO`|C+<IS@b0C!n>oMo%sH=j?NRw5gakbphO
zIT!C9<!BJ-%s%tgmalp~X;wBnwSHq2Qu`0!;rws^r{cbz-bq$>Hf-2cNjg!^Vy#cq
zW16JgU<gz(;Nn|xwCbS?l2cN+*bB&kvuvU-<|LUMCr))hbIpjp&|F_{=sX-hKcKiv
z|2QTvf+hREZ>n8Ubc&EeiK#{00)!~rOI~L>(_Ui#4TX0A2PeF%LdJrOJN+*0CORU^
zy*<q;?9#B!>0pdsnh=|Ux(L4%*W(=iTEtylhKC_0?+S2v_Kl&X&*N*bnrko?D{YVc
zJlKJ+d4YFn?yX}6Dpu6HfZnia-lb%X)=-izA@?#qNIG5vQaH@5#{Eq05A5jueJj5K
zYU(_<oE8^|38pHN;8-i|i7?(`+?7C=2I`Ib7@!wfE(j(<!}n$6EI{C&j=9>pZ&E+y
z+HV*L72kapp#q?z7vMf0aX8t`(R6jT{AoVP&P-LFFdN9RI6xB1rq0#vK%mMn>VEwP
z*ro()=W4o<2I+mlsV6yzq^^}|)mioX{d<+|uYB!y{;S^$KS8u3rtWh&{&R2SJ>YgY
z9e*x&RYhC3rqMI_%iMb~=PBF&Sr;k`lN3?WxZuIU*dQD@s^Mxu8XJ&RyM`ef+<u=J
z5hs09PM()sdC`P)k!eSYIj6kIi(1bSPc|ccXl;j(fQXO;I(ivK0Xe0WgYA>3EOBI2
zG(ER932ZkhV!cPGkK#pI-jc13eQuEdK!-CW$$%iud<^ik&MA8=RuO9E&rrLU5ao&5
z+?r&b%Ag{rCbwE(k(4yaFja{=5$rhkEbHmwWIKLP3?=YtvUCENCe7tFFD&yUUwQS|
zI~C<Cb<NY|DU~EnGhTj=+l<=jg5a-O%OvI?NA!(;{$5u+xH`URKW7AW?_OrE$BsDV
zL=!tfsw<8w&dtnI;g$*k+}5=ZNmKAuxr@+Ahtr+H^kWXn6t0#M6yg^r3EhBc+}dt(
zj?UA3nCWLinHDSYy|=gG2Pc}NZaNG=^YATH$)#Vw6J3ufuZ+lG1~>`EuZJA)2MRy!
zDAOoG(>fpx*z39UcaK6@XQt?AWIrqvAK>Tj{lYAh>7?yeBa045#8;EJ9VrhgzW$nw
z&)Y?SyPLC(uy8V?u8t+8Wy((OQ<fkgzXqYm^zoCN8-|!I*@@i<#UNKOjE4nXqL?<G
zlq)aAWOq4lUk@H_6`{`wSf76*YoS&2g;r!nPX8ZOSdYqr32~MkEk}RlmIW>3ocW21
zcGHc9A;<^%2P#1>YcD`P;~U8<6R9Ojf56-eN{UzYE2o^`{=p61?lZ0VLEarF3%XCY
z0yxPSIS=Db`BZL46tpaRe-b(t_;jS`rM(aiUZ8K#*IypN!<KvOr9ir^imfCk#_eIb
zq5h)77-vP1V|mH*2tZ{_LeXWTi1<$L6ibmmRa*GA_ga>5Y~o$+&=(87Kz5}fP9?8D
z5sXX&HhJ#)OX)Mkf_h`4BU3&nus{|%#c2Ai1{%;}nYI=$`#V^ie2dMao(PZosIza)
z9DOpso1N2Ho-d~m$+5Csjk>|deWeD$K9>W%I=}2JJ`%qavsRr{Nt!r_D4e+BJ&Olc
z^#Gt)6b^Z@yTVZaLSwtaEsr}c;JiSQ{8DvB58Zip0Agf({-;x4R%F8j`M~xZMURvH
zCy^rg`Rl(hD6>fRuQsDzQvF_$Wva5`z<TD$D0GYX7m+Jnnl$cSr~#UKB0~1}^c2Wq
zd`ovv$K2}wHJ`a$Jw!#dRGtu1UGK~k@9cZX`bqmOC9}v$lP_Dx$n2QJV8pcGw1OM6
zL4^$oGD91{{p>`wqH7XY^6dT684LE;F|S=Gn!H|u%~~}=1)MnMSc-r_8vtVWwUUsb
zqYat$G4Ki5w9|varq<SoKQGN}=O%nSL{X-T=yicovZz}0@(Z^#dB^}kI0BrUoKUK0
zS8R-UQ*V4=`I93knr~430pVHpZHSwI(8LWjT_Dg&Cfi-v(X`<Opa=qR6}}1*;&olN
z`$)JZZ$pk#=_amC*cSAcI9MgL7doS8Cn7hY<V1i@{r#MUo0544TPw5B6=OJ~050aH
zI-A89HAYZ`Dk10_jY5H7RImOFx$np<8H#cz{JmZ|yd|=bf!MZUb$W<KzeL0Urz9!z
z{qj|t>-A7vhzI0>K^Nn;qxX+;Q^92Ao?be>;$!q|n0tt7isvHvQFEE3BL(qYMq-fG
z0^q*tBbWJ@%%|O-C9s8#x40qWSbR<|r%JWQ)v(<q3a-xi=!$oGu;e53no4=Mey|Gs
zIhqh~lx~5y4w;q^M2}advM@K24l<2F$#NHT!@%z(J^H?!mvTS%>$HT0Ggq=t{iBS;
ze*p0uEs*}Y%oXd9rQqYcUjS-n!TU3v62*&#k#V4J%vM3tz}Yt|F)=ab)HeDgLZ5&=
z?y`q3Z5DWe{qgvF+H`ZCXg?;C*s&72_Tupird<jvOPYGxq7*qZGC8r@`@w!sLFT1T
z3<DxlbFz49;GZ;69wZ`K?n>-Zt&K`arGr;rlM>YhQJeZmkp=%PMl`OEk<HRI6&OJa
zKhS$q3Qz<a-Pcsy)+!vb&M95f<$Q>}EIt%^^)x3ptSm?Z0<i`|_hid;dPNV2fvlps
zQ>Tkd8dYDBY?Ti7`;J0={!uG@FP-P$!b!X76OBvMAJNc_&%vR#59nFt@HuiE9IAhN
z7^*W}cFnW&sM$IRvaeFjgyOh)k{k<>QvM_OtMR_%aysDKgQ|016hUs4Lh^zN%-w(=
zN}5yB=-7@6$^7gM0ga4^zI-O@$M!9w8%etfOa{gCOD5z~UajRD=$(4O*ye}Wi~<f0
zpqR()Lbp?P&IWwWv(PKB$Os}*v3v{@jz0}1n)}ra${G&Wf4_6wH!Ei`4x(}D#ZyJ3
zGCD#%-8Olzlrfy(7~!Cqv!hd=GRb>^1mC83A)sa?*RAt#9oJtS&9agjElYUA-kc;W
z;kz_`nOnNzAwT1OeG?I}seJn>B0?7tB*CX%yv(g#?=z#;;_d9HV*T3Uq|_-CORIz+
zu6bShLj@5^uByBPA!)H<OL|V4_<}hWWVQc`3hsaA@%{gyqEq8RRB_Ui%QqO;XMISe
zX1!IhM!AXEif$<&(K>>6O++DpQNAXsaHlQ8^_&qE6zrvARr|%3Q0Nf9q$_grc=*eK
z%5V#}e-tn(DkTl>z+<^&EXv)oGAaCTg=md@yjpI@JCwwN(OK8!Te(3`(c%4r@L6|#
z_9W{TcTsMk`w~JAgKVT!g9Ty5r+zUr$-NwxcA<MxTLG>MUT=#G26NH0G0p@F&w9l=
zDu4Eq`SH`-n0tkn3E2HpQ9wrTAnMJK#OF`<(*Z9IDQR*Bd;G_ZeeX2P`LBa6kwaC3
z-3|Pp<<$4hHv^S0==m<a44pq5F&lk=P^y+%z`g}WB4TlaD>ktrxW83)kSX5soJ}u6
zrj>1LzBZ2g(>E9%JKVPy;}T)?v&-+f1@a8Tb=gf*^MnpsTITmTw=ZZ@z<^r{_Yvv{
zRr)4<*569^0%QSyKD=C4$pfj&<bYxhXxH~s8&gJXCGJJ22!357XjmoZt{}|@w!s$b
zES2g3eJ?LhpD)4EbLkzU8s*^-M|UJX;{}*OZthX8!Nc>q1s*z#>qvT6vo0lKY9*5K
zKKk4b`<>l#U@4ZJ+_$AgN;)p53GFfjecRChJoOj7U}*C(w6}su$CNQ6G6zJRt}9M4
zEM^F@MmwD9KLDz)wW<!#Ddj(#ILrmeI%l1Q>)zL^ik3<1#hCRMn8-}r{#(jA{@fW}
z9fDz$c+q};i0U>)0T$V2x6SE>111wv)ts;ly#x=a7BZ<YNAIfJc8A_dVG14qNvHYp
zKTN>I+`laEryYQ{@bT8||21uVp>TSiSG1$b<&D<24T9zQ-2YPgGrM^2zZU&VdI;VX
z@5l~kP9Q<8FJ{D%BOdn&WaHgL($93Rb6QjHet}EkPe#B|4$ec|Lxd*1yx&joY5Ve4
zTsW>1I>br6vt8!U@DU4nDz5d=h)ZJ2@CJ`o*iL)b*wvb5Cl!OoDBj0<XeJMv;C`Ds
z<8Tol;7_U%tIZ1A{|QAZMyijI)xbD<e5l~nYBW|jUllX=<;ZFB70@{tcgAMsbPfk)
zRqy<ab3gU^q1W8jN+|e^>&=g`cx<E*5>Y(y)S`!GG9zfq-Beu32^4#heShlpgs=rB
z00?Id{y~8%deCD(Aw0Au>+evpiK{Z}ZK>!3BL%?lwp>B|mtx9_4rThIE>55dn7pWJ
z)DAvfL@xkdC%5}5)56iR&N6UcwYWIrThU7#=gRMQE;xLmwx%*lR^@8g7_Q^jl~%^a
zJZ4NqM=Wy!MnWuAk&ccW#B@5<ZrTyC#Z5=m9%OAt@4W5jKLPvW_cxq7K1=?xZ}m>w
zA%Bt&GJD5OKo&B<JOPSn&I<m~Y;3OhUF<wxtk;Esv1JSjSqsG!X`15F`MA?8tLVwQ
z3W6j{lPPbvuK}SDi#AHB<lYUvyK}*^b-l^5pS22<c>Vs-TdK{B`R(|RhgBh<HNG4T
zWno+m`DXf#!CJCOaz~jTFCjwHDuG9>X*0`B4&Hv&CD~i7Y;aK;dKNBo_nEL*FQGHJ
zpSHFuYYZ{`&99Uhq-<e)je^SvfHLy0^**SW{X%U-%ag$g=V5w`8V_4X`=>qeBgU{v
ztJR<Co_4=v#cL^xfDLWTvpnwruIrqVFU-&Q4nd1cX&vj&UKKk+C^6n(wCy(A;o6V1
ze^&H;LJ7P&*kIT=+j7x;+;7}^cjF_$K3j;r@U&kA>xR=9c(Y%hGUc{#DDbpA5O=NF
z4Wrc)JDz3xw)+cmUoa+6gjjDY1ReBZ_aLAn9Q&($_1G`gTj4u0cW!C%G+VsyYYIlZ
zq@8y#Rro*Rc~dA*e<Gi|;IR$SasT&F@$EEA%gaw`mH4?|ht|@UpNA($U`+6~x4iT`
zr$MrGw9;N`J9&(V?rm)kdhGL><eO~NySyY@+Ii2P50INYi9a$b7-MIsKLTD;0K@Oa
ziCWT_n%7mfEpzHq*TzxP&p!>TPcbzbEdO;m)5XWDpHZo7(Pi4Le5^O5C&U;M$By#I
zIM>uzI%hyw?%oU<6(wYF;RxrYzU_!-ft<T^Da_iXbG?ty7iie<FB61*RscAfk4<?k
z>_Qe6$9C}fXt9QpeFv-(P;ihRgIM0(|E!R$X@vywuF%<umP=V$Q`1s%#UjiKo^&Q%
z=|>>OXp7{pSpse!CDWMSq+DN}<5M;7b#{Sw{y4U*iyKoAyjzK-E1OYdpBo*yy)Cd*
z+d%)_{JZr^tZ#NEiCHCst=`5~4L}p~trZ5tRy}ng7`P{a$qIL|kQE5IbZ*9f#scN5
za~Vn(m>g;9MSICL6llkSRSdlafnka)Mg~KIm-DN<$5uCFpL$u5dT|s%A?_P_q4jgV
zBK;PZ`z_`T^bxz!rq`h?Z791rNizw4+pqLK`J?UWa&yj3dyz8w&bVFTCPz{sZtf!^
z({ST&(Vm~4g>1YQ%Vl_Ai68YOz19=*kqb!oyWGw_I$XFV>+?t~_CKrIucnC437x1a
z($x^~LRfpZtTHMQaAX7hGo>w+Um0_NN<pE2ey(=^0i1u1bIQbZ+TkoC_mGg@6}`7Y
zGFH3_X|$lpS8*s-j%VCw`d%Q-p6x!iyLELm^tFi8LdV*I2IZ3x70gnTYP+uPJ@@06
z@y0TR*A`wS8mlB#rR^Dt@AGdylNrVg#U)ArHEBg6jlG`yEU_v=1%fkNG#LrDLWK^{
z%TLslLG*FEEEI&^t>+k%2HMz9jWyJ+jy$Gs#c)NAb*0>i*t))_u9~}P0c7jk|7z>e
ze-nhDe&2fAYaw>&H;;GI6-RcJ<IL<!3a7fWlz@K3iaD;HLL&`o{?;JotRLfnqnPm@
zzz5B(95bfow2_O8|8J2fCq=$ynEEtnp7O}#F3$6spXDulqlEti38M<;%={PXL)mTH
ziEd_K^){c^nRE;u0Ta%_@6UMH@GCK+_G{JOkm^m4;8NTjaL2<5eS?R#{qUpk_DHp*
zg`h}I0kDhn9+~v6ytXgSFtSyh&df?ZZqRi&Uvfy@#sQLgpWKZ1oUHq0fOVP(%@!~`
z=4yD91)k!K<xS?Kpe%qdrb0538%z|DJdw!5<BQ!njU1`&Pz;!(!t>0<?^lHm9W>;F
z#*p;ZtdYovHAG&8_zc!dI|9RdG(brk<tsyDr=|Rfhfd;C0f)tc(p#4N@R!d9)r=Q)
zL8fj6Tl~I^i>(?DW4UwA=e^u#&y&o&s05Z@SPLOwc6`;vUrCP9ZVgc@k-*&Y`YHM6
zD!Dug)@Z85*z;+cSMde*Qrnq{Ci-Yz5@4`qPF``X&PKhITZYXRXoMJF);w)6sktMf
zxBpEa1_>!!Rukywr-gu$jZOCT;_tT=TM+W_NP3)*5C8@8rqF(Bz*F_SEu7Il5e*ho
zTEyt37tvoe5_=^`$}Y?HihQJfN50~cMV$1|>P!3PN*%`3EI}VdE9!A{vQgG*JN`q;
z?2|iW3FIOfBQWDtpD4R$b=9KDuE?Pc2P8etzv|`jX~D)ONKi-Y$i=>kYWc-IDZ3Cl
zYnyv<7XcKW=G7{Gx_@#l{<{LYPB@W1Jr(;??9W!>6%-(&ldFOO=0m<A*7=x(+}b;$
zTk!}HYf>Z8*(14N<w;b<c@0AlUkuK9OB=i~efK$7OLc9<gr77QlFW;`s>wywQ#IN#
z*Fe*>LAghZ|E$K=WO>#E01c_Bh`5g^6{<#C-VXg{Lr9W08jwCjZtK1l!@16!jUFUd
zpTcNsUMv<bf;dXD6?aPEa)}espMtn<<X~?^Zl@fiCTmR7blbo0$&<T`GoOzNP0e=2
z6x)>>8%tSd(u1WGEx@3;wjN#uwk;Z^uW=8qdhpL_AZ3yBk4C>!R^<7*A+B;b)qAL7
zB8i~<g6Aq0#Anmfv<^(MUF=07{x}sl^u9^I-$cJK-e-i8o+kNN@MtYxL2<l4S(M+E
zS3_VzN0##CDM!7vq;-wmc)Y?$8p%VSKA<T*!5Yu!sdk$3xLGG%?KEC5GqGJn!RcZ?
zY;AeYiJhIuG}~u=&JKvU^`ZYFeW-R{|7K)}W@mllZ5HrMIZ!5XqAHcl@x{vP3Wn*@
zRk5Hb6a7(}#B1f~?*jdtr*yP4*^aI>AYhDZuHe4vzSSU0ZW`FG*>@wZp1)Yf4Bl#4
z<vv{=scp7t=zZo%lJ1QD-9O+!|C2i7ssv+`e;9L^6gA}Fy5hWseI<9>(rW7Vx>)l%
z&+m>>jQLY@H8d)}g{3}#vIc-m+WR6hKaM+Si#1Z;>gu*EH0+*lF_UHH8qd<6QbW&M
za>MkQQ+xmrAJh_b#1Sjc1EnnamZxvIfuNLxz-jJ|<lW!4gK#TbeM(4i^K&>U67rv!
zQ~2BNXHm$rw2jO6HQv1nqF?gTe;loKu49{LDfu3?dbJz3-jpZuL=7$Mn5CVk6+kRT
ztbPa3(OS6%<Jde4Yd;b`jO%8}VFPU(li5!#M3JTtix+1vl^Awf9p|ni1t}<gZmz0=
z7mqWusO)=&4%rW(JD4N`yr#5-lwspyvWz+ZkhOan4-_N(?dbYYwOmLA#e8>lD!7l+
zz_K9Qq!A<*S`9;Be28g$H|TL5x4b1birs0#EwPe-E4M~sE9YAHM&03q8^+>uq(JKx
z??<u5>cX)nzq?^g4W)X0=mhd8x#>%;Hw6-mV6If<L3fFe*Y?WlZ?f6i4M&0K!R<4P
zQ1gon5m1q6LJ}5hd0=-aiJsq|OgU0_8^@^G=ACfH!nD?^CJ=(>7ms;%d$8EPE~}WX
znp6DtC_i<nux@c<axY1pE^QQU?)`!EpaS6LXOop>NUqcB0ZB^pPQW@N>&Ssq3R89M
zLyk2x49NP64R|I;dQ0kl=w4p7tuv%d@-n+>&s2vBU%>)#-S-p_(xT!2eHtnjUKGPD
z^FL#|{#XD1zs!5eFx#?~w!0<)d8j3oX&}U^E;eFwr=g7Qo5<yh9V{FeP5o^jc;5W@
zYc2#lIWo|7A1YnueXkz1(C+B{!1qTLZ=;bb)uUO)h>YQP+IzzthJ2(ng1IZY^4|-V
z9olV5^bWn!Bmf<E-kaPp{fy`0cY{>w)`1&l)SphWHuxixWJR;nYP|NMGpdOWW$iy?
zX33a>{z#U@n&x~|)y!M)TP66oNG_=fUOr~NGoMLTX-=xMFfD;NBmFXNNE4%$-niFQ
z?=J8m+YzNq7MhZR3qesquXr=mCW`^>yUPS*#>HY1M~_R2zm9|L7gK{<ZJH9fhxreq
zzR-mT-VImQREarynHAMeSdtex6V!T^=thL1r4e+JFn)&}gdO5)wY3|rSlON@+M|j6
zF@Q<Dk@MRn+7vr_5WwYpe-`NQ?(lq+S%#AvUFYGhYPI&IJ2g?#-OOu4B6hky-I3z^
zbWgCt#IX~bT$iL@HD}u4(S<jKh5Nt{eZBkMqorRhu4ECnOAm3Z+g}1_2waOPJgRjC
zCcRn4xitFT6lnLViC|4gb5EfO=h@raHVZw%GG~31`aMxTaPqJ`H+;4V+Eh2mulhT!
zVBI!b=PW*ZisHg+;phq%Toq25W^DiUd4`pBKUSGGNrw=)IXyM}S6dde^s&kFMf`YJ
zHw`nAB6k_ejVpKRXPsK7XjS(DmR~0c`E6+-t~WwKFi-G^l$8KAz|v=GuWxRTnU!9T
zBvGHXc^LjO>Gsbk-8;*}PB1B)Sw_okeC=}5&$xTgdsWNpUsiK9a)^@KE{zyDB|iKs
zd?If9W0okjj#?wd+hOmXo2vT;G(>j|WcbQ7H>R{i(E9fwQT6Vh|DsrETGw}^KJHKG
z8xS%(#73%N-lQEc<Fuw(mdD8MXT2dzro<VzZ^@W&NnBWiktU+}6XNWltMu4oE#tH6
zEi}gY=pNtlKKmYFz>$I;)tqmGIoOG1B$?6SEOR8oz{*J;)j*+BXO9yiR&c-m;+k5l
zusri+`$5<!lK+yq0qOe%KJw0t-G;eSK63y0O}-iB!dFLt{9%y#uwTUKZMCwqowGCh
z={bjhC}M!|{;Q5tyV;a{A3}(zSSxH;OEF%pUt5y&Ih$<=94V-dfFB`sXf+sT-X7L@
z=<O_&v{^;~JAZimDI^trI1s&m=Z6K?fUT{=)_#XB-h0*bi=0TCwb6tGuk9jQ>A$lb
zAJV`_>14I7)xi9$S&gyYG9xEP%bUKl)v}JpC%(PX^`S{<q!S#Q`IC2S6JgMoxukim
zwpoJ#PpTr`(s_p8-1sf}3TsI}s6U;8!X(E2NOhFOj4g5$@o-}tNCz|Zzfnb=anIY;
z{?$yMWd~_!Z(Ay9)Ly%f(wit~n~;0ua4yfvJU_4X9BNM(l)^S*{Kp2*T?@UA6~Wik
zt_3RMs$eU+;A5J5C`Lk>Ge-e;wB6`tXA<^byq#&|hc!Fex@R`lEx})7K3ZB@!_kWx
zriF$~^7hwVES6Y3t0BCPY`Yr?*vdC`#3@%H!c>7`$EAgB_28YU3&Sy3C5xR`{0ECR
zhNcnszG^bQ`v#}VTqfQTN00V><_j__D<umO(H;u$=Tc5~!*!#sG+iAN`Z$k)>oEpx
ziB2>*OxRn0txY=!0o|eSdIFeXpr{J^R%k2dPOL{Ep6UFQ(($%@j=k1II}V6B=qNvR
zdM&^Nl`SN;_OY2Wg$S$Uml=P(cJ|b{QNdpqJVlyRL{W72q<Q*wk5+DKv%W71s?g}g
z;Tnb4slJQ9*r)laKewc3`&DHd$tH*dcU}B~6mfH}(ePhmV}>e1%&9!YZ5;*li8Wgo
zTH*%FHg#X2O^W{kn0h=cu^_K#YsWHnsQu(WxFp3(YwfO%74(yGwa0)s0F3_t4*B*W
zias>yuY_!>DiiKZtv4y3nQpiq1EuA0laKGKy*&%{*W^*)=7e;3kjIBNLV%lBUx(Fo
z2h~8QibMYTE{BZ$1cLPBdK_7ycLN|WrPQ(Fa!Z`9a-h&0r)aiRlK@QAjY~36X8(2=
z<XI*jdYRniq}LyU_6KG<vzY#&<EQNd6;*Tm$d_xFjH^1}5ya@8e}Gul<s~}$_r=F#
z{j5YeW-pAB@x_c)a4I+zAooF+P;X`RONnx+#aPk~QgH$)J4v1-Fe_5-m&cP2+ik9Z
ze0M9)+pmn1p9Y_6hFf(LpkT$|Qx-wi4+FvWk@9N?cF6DDT!sBA;k-t676Up<8p8#O
z?k=q3-6h#YvBUt5VvAp;fDil{cJChu?F>|MeIkvoi$3QKBp@(aVb<W+S$zBz<73ql
zyT4$11lMxw6wY4N-ASg4AQ00+7QPKUuu%@R-<aQUHn0R<a!pePR!@i;S1o_rXk0NI
zMU%0PD`ge%JE(-C)xF)fRMF8DdQsHM)?L`|z-lNS8KO-HDag4LW5zr+(I$|+8SOkr
zLr0FcRg9{gmk}V{q_K#_hZcv@EaQUR<kft855jKiI@#heMUG`rGf}9pB9CD<SJkCR
z>{awmF>ZsF<$LG$Oc#VCnQD}=gD4v^_!LPS1*T`OiCa9LFyTsyIeE6&6^53I8~k);
zE;Vs0G52ZBuV4%vwuENx8z6G1u-E;YT(*;8XQBsxG~FmD$*ZwFiq+bFM=Gm4^(W-Z
z`yrM!Q-gDZm<`6%fc6|2q>Wx@qk~`VL$bnEA|;loj5)4@UMI7~nc)P9V-n~EQ<&4v
zet(>o(1fC;2u5^pxaCf{?KTUIO16t#J11=EL=s5d&+=9M*h_THThFMDBw53NF5+dy
zJ~<MH#H$)etFoeqq(uyiHK{M>seAhYN#Vvl!wTWhUR=NOX||iL;Bdomd&LIAmJ-$d
zR8PO<{q6yi^;&8gq9PyEe(_ajlp<VWt7r=oO~T^#`P1S(b~SEXK&4Vi-HgC{sQ*=#
zWn0t4>@c}akR&~xj2~75t<O4gD9}o%ck5L=vm&4!o=A#S#g8GeGQ=+uujp$X^^OFq
z3nvyV#@ra)wI_?)9t@y}&FW-KV%j80c12*zgZM}~o<s`_ujs&~Q83xxb_~|?ro3sh
zDXCx1O(Y)^_}+O}Td~Hq7|47}<haaoR7a*d+TVJa#k`2kLhX|Gz<ZXFA5U6at=#nZ
zzz|0kFfNoN|FleLXCVil_?~H@!A+j9m~NXC+Ur&v;`dfe+2)%{Rqfkk*5O1w_=$pQ
zs&O>qM@j#R?CdhOvG2_ulp+U^s;g=G#>i1Yl7lQoJz!FX9AzS&g4Z+C;vZBm!6`IZ
zK4>YE!hvQ?%uG){n>L!f#UB+UYJ>KsvTfkUMeUbm6th5K&no^`r-_re33aasl4tv&
z>3`hJjsuXsEi2t4V`f!%Y#gxe?+)2dgB2pndyV#9l6Dxr-*LK7>0`luTlYiaEATHJ
zVwb0+sB)w5$}?>jc4gS*V`kDYyHU;yuFlwtbSG;sjkmn$$g1SL;26^M|CsFuReKVA
z*P)NV7RN}a6C08!ki<-Ez(Nwl?VG-Qx_ft6Oym^UFv<lC`y=C@r8~oqLS+;_h(QYX
z%Slq=;u|BPfXI*}+f9LHEV}jQ+3EOkfD!L1m-Y2-?yA(1NsPf%T(NCCK7}sURMwE@
zwoq7?`{%3}Y?&*9HmaUfwU)en#S|~vu>8a^yv>0YhJkU{^ZMW3u|n%f3EyfBT3W+b
z%hNpy`{Aanq%WWg<%@#!jA#&<T<E8%cjrmkSM44rCuiy_`bNgh>EEoA(tSTOw;}(=
zs6ybJri|-*DLz^Ee%`S^HX&(Z>umOqzQIwE*+w+}3-#j;h4y1suIP$Ko*R)PC?PL+
z%(w1C1Jfi~3<<2}H2%1d6Fn=kYhUNjzRlDrH#()@Pr3mi&$}24pk@4nJiD?X^M$=r
z&PVGFp<-^Nhz)MPe;yQbY`d92!0@w?Y2xs)<dM2T1rJM?i6yguqlVycT~LeI^P)o3
z;vYo{<^D7^p^I4asu$^*9v6m*R-!YzuNJ5Rt+G91z7>lshr1te?<2+t5*5(y&-7hk
zDiqlf=12ovC`peVN2@J(rS5y<q~I;Xs@$ZS!J>Q>f3lJ}Dcda6Xv+|oN=?NIW-~<0
zjcct`&rq<AvgAV~jc@Ff-X~H~<X9|d%;MSEPM#0rb)?>&oJ4m$R|2%gIaFE;ELGoR
zTD5!nd81Eo+HqD@($O}`Eas#BxlvzdVmzslpCyIXOrI6q*M^O;5FEm~3KE;jgImNH
zz(8KKjpu!wREXvE1M|VME6<mg&{d_(_qM&O0$ik2?Z@_sVv1L5vP5T*C(M{uNzqvO
z4~xw6x;sqtad(`L3FF4$g6Mg!c$|LbjZVK#cQ?uwlvExcqk)3MD*1~wE&KUoN|)78
zqFwjYfUr5h&E$teR5-FiA6v^uYe&j*+GzAxSFxwr63u2o!Zn3<nub1eeDwVCyPCU&
zvz=66XkRwP;~?=UkRtY<-=B9Ko+H|vRglC_*Y#BrcjEB5WQlR`(Ey(K^t&zh=FuLO
z{1h{p;QpLT!!`MX3Pt~(lximi6;M(yji1G8Md@AMC~?sIQ~{JePEOls3kMI?B(<o$
z6(^lgnxdVYQ7vYfMEszIg+{rEDf}T(Ii#NZ9GjgB(mpK&6}qc=TB9&z{h&5UYqjx<
zym~9X*Aw~kVk^A>m7z>>1;LwMLqTnnSb}ra+sgP-R)wSyLMBVv_r@hS2M8!~LaB1%
zV~fxqn_xCb)~YraDpH!(@)#x*jXUr}MCWp39(c3GDed+RFaEDfhu|;*n!eL9z6?)x
z=bPu60DR*NAypCP6g$o<EdIjsctIa|lqkNHtv&pkEAM$xo2I13j&x1S*YiFXR6b?a
zE>R;=jiz}E4AW+r<7jsHS#4OtUly3LjO;v40dVy_l!uEsB)4D2R}x2c>tRby$sG#;
zNluc(hCo^+@P-Af7)8zeqMY8aP_7s!bKCz_75#sF{{MDGt?+3Gz(8!j2;Dhr9U?II
zhkrLl&Hv%#RQ~fxZk*Qk;ZY68Vs5{dR>5uM?S9f^p9{l4cnrUnD4?j-^s;t0dS5|<
zmomsP=`Yry+1x6s2M%gixH%8W^ggc1^-jxIxj9lwJQ;_oJmSD&%%wma+W@BWwTVdo
zXhvgL1o;=N#WvOY)qHkAI_$(w@hilO7_Ko%)+HqgeiWo_KicG*UN=!Vucr@{6~ghy
zH#26=p>5=JPibRsfi(gNw<L;lf9bJK`}zcjQ-!V82zNI-CN!~yN{BJzHVT>oNH1o~
zik<L;aYev^-&eGV^3_$ADQ^fEQu6!}l>Fa17JBp6syq96`JJMiSif^sA19@h$N}LA
z>1ob}lvR5fpWxr8BoLBOix`qW*4B<a+SAB0nn?&Ek(u$t1lkPe|42CevQ+3yItjvT
zHWug~&=_z=Snxckxuww6*5l=l^qNdg<3$?05lsE=+`4TlOMO9R^t<63zS2Okn)fVD
z7F7!AZvCO0CynnUIJF@sIj^bHC#w_pO~drpN8kw}vs@yPkkKh&ob%7AZqCyN1iN29
zkcF;(-Mr#zv0ZT8rh(@?haG_(!WKAoyE64t=n7~pw4vyJ*&2u%DivoELGLQ`IfKgf
z)LQY7(lf?qeynYdWme5xag=1Sn!*#&S^QBp$ti%j_haj;)uG|CH($D)qYDR^)pasd
z#T9+qB&^`*vU9D=E4j1qS}jqlewco18!+vdZ1glzQHz%>A8JT$$IkvS!b~sNmv&qf
z3=r2n*n`4*hwTS5&pfda@b!y;n~^d%RdIs|F%=<%xg0UObKGDqGCaC(-I8@4_J{NV
za)*VE#m%N&4v4$Fi&nX>`^kNoTj5^I_2}n60(L{8)fR?0^)1mUqwW3iHCQs3o{l!&
zFE@GUO8<5`UZ~ib!oyU#zVMpcQ7&%_c#<;aapkK3DsI<=#Q%^D*rsiDh{z|Bqoa;_
zA3;?ix3zj`YoA{KuzC~npy@e95`TyGVjgxsQZ^~${M4J<x)KYs^LAzE`g=o{B7^9g
zKN=#}_x@XoG&yWMGNCnO!c_Z+MNcVwH|ZagA5`fLVkOIlWmv+ljcl+opfiKaVWVOv
zlL4N5lhe^)ccGN8gmT#w6kG5D^jIBFnl>hZhNb9JXy<)f{p(C>s)b@Usi7P3SR|I<
zdZO@aOWl&dl|87$T_1Mj8{4egN8ENPcPJk4uwQ@rYqt&3-I6yeChlvdt$&(t2OH#m
zE_hy<7JIBFM47iS{-8M@wBQA%Y#g`WChou8APMNgN!E!lmn&|Vby)`n%8+ts)&CqN
z9BgPZtpw!4yeC!S+?F&Ar)^5b^GQA1IL#URNFLGr9)vFR$-cIwuR1NXOsJY$NHR1h
z?u({=c12ziIyy1Lwp`NbH|+lCuoeX{^x<esRvH8k5(_c|j^c06Lx&8tnp$qUKD$>K
z$({d+rt6N)Xn2T(QB>Xu4ar+E3?O_d*}QWmlDmd5y|DpSJ&Ro&H+-)XU1ul0ugz`3
zR^f{eXFQ5*+4bq>7Jyr74w5$o3(ahb8l7|JXN8!-IP&+Ibp0raM17P<P$nb0Z*E<)
z1HrcUy1ES~0{o@xv{?c%Qpa2&vg+{=sJ(w2k7md03^r+V<)U=(tzG5}^DmF-(Ycs~
zu6qATwU*jumU5-7Z^ob0uHocRzxW^L^CvdB(&x@>X`5dy`v$wl!>$`%+3k!BZiR*+
zk^ceY(*9x6b<eY!p$4rxny9i;$qTIx=LwDwr#Wfr&B7O)*_=)J-5!;RGp`p0+yE%M
z6v@ex-cZB&jx@M-eGIv$niE@U$V85lQM`(;p!n|v@V}`_C*t`fGElO%%zuEd-|Itp
zO}_{shoU3r-5QmQowzOjrf$ozO>5)uX2DGs;!gVpnKlutn&3~%qiSu>3#8g!3}7kG
zO<?EdmY_Kh+G#ND?&|DN?EIPW&>v!~*j^|PpeLFEbW6p{pBO0OWumTcKpZOUiPlIm
zA|knWxSzRLeP}$(KJZ!8x5en)-Tt}omd94S*D@zI6r6I;lTp@bYiL-AXf1Uqw?~NL
zH}vBub4IH0=D==32q9q}OZ87>6E?3?y|$@8zrEA6DR2-zwA_EQM#}H2Ndq~)b;X&x
zGUz8(V4dZs+a6;Mi>E}?uh2GLF|LYsvMFph=xz-AD|Uh&(^0PeYD}e(4Na^H+x?4c
z8RP;t`o^yD<ENxf2~~1%)V9!yl6gVAad(2AFO+{?*Uf<eLV_Q|f*rVr%7%AXntN;)
zX*p8fbS7jFE>DSQ5RfJ-)6Gewjq613#(u3c{{9GI)fJ1=)pz7I7GG28O3?GlTyCxg
zLa~XOLwKftb?b#`w6!&avit`iP~n(*mZy-sj}+`R=jq$e$K5%)Qpno>J*$*X8V#nU
zH7=fy$3y`sVE_%kVXqktd%o0)x+wvYuw~wTLY19ApioP@_hah*oq6Zg28n)y0xP2r
zl4pa3GRu`cF|Nj!?&zk?YN<Buiyh#2qcOY3n$8Ot)GQ_|R*di9Hy`1mfNNMon)3(R
zY$Qi1W|EzIH+9^ocozuA1UZ^dPG&h4ex!>Kjz6=iR`4AV8BQI_q3)U`me)Es2t#^$
z3_FiR2S_mA*|(FN7I+aS&?ocOtxaKjK)K@GF#qW~niti$>g4kP6?G)0w8rDHgCkTa
zKoE770}zQ(K(EE4N5O_H7B^!C9ej__GAH&XN$m%BebR_hY%wi#TGd^<h-*I4ZlY-~
z@`07q5{L7H;D3P63Q6-)HO5hENvS7bu1VhM-F|?!>GDJ!z7TcciB|0F#9ELZ+!@~}
z(9WcfO_8WbKH3ty#{~l&<v)O?<|BhSk|oef5_<+;ika5}%StM2c%7QvkGfP_Km&#n
zt4NEIzysRax-a(#9ZVt=e>RseIzy)cUF5acI>o$?TjjS%PF(Ig%QuMREYdNL@Lg{c
zq695guS;^}7HXqPkRwVt+z-beP~A3pI00KXOLH{$|Fl;=wzcZ2ZXm_GF2e$cgY18;
zN5nio>5}W&P&Q@BvpwGt1r)BG5Ar0Re^O3vmr)Ag0)i+G8m3(oJSX?&iF}#pW3)i=
zf_FpW9zIUdxQWBaIS&X#&P*M6P@p2V{E8TM8i?P5V@FV}c<-#Dts-C}=9jQHo5@Ou
z`Tdc<(@H`V;jGn|=5GAyv&2Gr22~B7ElQIOKh<`uKNotoHLX+HK2yLzR4_p%?WNu!
z#AbvQ$J%a+c#lF`^8}%v{aptS$RlA_n!aj?t1-4|B0rvM&;Q2TTST?lhwr*Uic7KL
z8r<ETB7x%W6n8J~Rx}XYp}4zC(GuL<DelD!1-_j<-Dm#?XRWi&;2k7`OtO;q{XNfp
zUze%rU}QxbokLU?qSI}W4m_>cchMlxg|97Ju2O6ro*UDQDPu0_)FD|Lu)mGd6k~Ko
z{ULM5%YM;V(zbo2oUeS!+8Qete;74_ZZHdKJ-|nDQ@~EvpjK8K7e`3wwUK6S6;B<P
zn)F6-cSuR-t6b~8YO`T_|5gXwEjVu)Q`L#Q#A{XCOlor`8J%K?JQ7#sZnIG8N$YBp
z+dVMQ!O!y|o>{p~#Pdtxvm&wX0nv!q7`Z*>?WQqHO#sz^ap(V52gPV#e%=11>G45C
z%jWjY-ioss$?|qiZWnnR1S6{(tVU?1lKMQQ0a9A5T*aovm>oQD(`;cu=I*B3P0xXf
zI$8mDSz<GV34u%%se9gi!nJ*y0CTQ*XIhHC@20gZ-6x+KE~QWFG#ICqt`Fq^2=h6&
zfJuQ5Um7%uDHT0kOXiWlvfPlnPgGSH6yhzWDio{CC2nnAPO?D3^K7<7N^|@+JW9?h
zw*rXjhqJ@6NLCWPdA0rT7|#RmWz~aWgrt^~Oe4S1a?zqoGUy(KU|ONWAIRac9EDx0
zddUi2NakllepUChFHe=n-4Ik}q$5(V4=jm6V$4HQ7?os=lRvWLR)^(9u?klB@-Uj%
zh9+`9(IOq#tPt%6@j6D$TU8s2f3<eTKa^9-8+z6TmC{^{;B#ZRBC~-d3|gLS%LH!a
zrfcuqw~xinNDX~$Fd5dKkQ@`Yj{hLVa2(=#Z}vI3v6Zkp9i?+CV3OPdUdUjx3Bs#(
zl5or!=8AtqWCf+dAk1c(@@<#Q&e4J6+(5xs=B4Imlv~3df2l)DwO@&1H_GRQucJ~Q
zWt0BtzIX03tR#*{h8R_K6XINrM*5CjhuHp1HJU+tj`_FkLFR*AAoW)rLqoFAZDw+#
ziM#XN^IJnJ+jv{i>KMkf;%z^)9eMHnoAf$J^lhf2`gJ3dEcA@&3geF>)}ZL&ny(Q!
zlb~eTi)(}FpF7V7N+yjOWMqi;S6k4BizJytDY5Zk)oant-VO%QkG{Vv<!!!I0KeQ!
z95M;6h5*Dv%!}^IAVbX0Nj8U@@Zs-#PJF0TTG`7-KC2!K8T9VGt5{s8VB6lY)(DOR
zmR~Fl{R5J)ooV#z*(79$_eNzqXqE88*!F<bZZb9?(19DYq1Kr$?`5Vsin=k=cWChG
z<=f<$#+qtIdw7V{bw1ZvSx7pF%{(I0hLCAdbjS{wVI}vCxwiJSbL-Qr-?6zx{0rEp
z)@ni99E^S*eJJ}3L7E>IL-5yR$8a0ATu@gxNAyi*Cr>;-^R4p6L}vc+eYB~$3+n*$
zu&MT*0TJtdhebW?k&7-Ktr~2=XT{KduFdu;^UZ}R**Du<BBW60amN1JN(^hA@t5>l
z!E2(x5YFp-ySCbj^s?ObfPBpf*Wbjnj=AHaO*>KxurLnvLwoWd2yupTi;bzDqK`v;
zqu^AJ!9Xp1a>8*}4i+%=zk(9v_*d97aUorqNrZ$+zIau*tIIOBc@`V=wyMoI#tonx
z!pxc9#orVzb@pz^GuuBvigL*y+}F~oYDhkB4%y1qBHh+uhlhB0Juu_n3t7RT{=y8x
zG(2nJ0pPX)c>CU2dPxwTqS<NeHD``URKniv3TY>Md?@Ky+5>-*<p#kY6H}#H?4&$@
z+kL7-`hAg0AgkQFm>VqISaNo>{^xmm3NN1EOaiERseNI}pyloNZK?OQ&`_0zQ#JdO
zd5M2mIq`8J<(qFB?$O(CB+oQSXbN{YHEc5x3K<)N-qzuoww8=I=xk8zN6C-K0?)h~
z!$oFTZQ>oB<(CV1O%6(?RPlVQH#`>%H%6P?-fJgAQa1m2y*fm9H*_>+Lf!Cy0Bo^e
z--?G_L}@s<+Bqg`+p&|xz+9TJl(H{A#I(m9mW6R(6naJ3KVw0ii(mTfMA8)3EXd5_
zp*~AOjG#Ztu2!c<B_y+{!vX{nSiwT;;Iv<ig8#dgEEY8<O8`V;EDHIbF0t@O@PB~h
z?=aTHDzn5JDVxvR|7CgrU@VIL|KO@wTbuIbAI%UiZ+KY%wOi6()Q$d#IZCsLx60f_
zJENW}Trk(ouw029Uv;)XSlC>=biztOZIO+Yx76W=%dl8{6aHP{!lR(UJAK8KINuFJ
z+5c@9s?z>BvMF4X%#h)NMsUZykA`{~!t7I=&$MxgHo+3lFF!8Uz?_iQwUH8`4|>*1
z2`OuVlp#zc6gXo^0>jUZ)#EtbWl9Q|Ep(%KJZY1BUU{;ke1n_!MOH^IxF=yQ9XM^1
z8%>UnES!k&fSEmgcU6v^ys@NQ!0WE2dn1cFokPw<-Vd++dI`_qNYQb&0Uy^-?B9uL
zU*4FTptMi+)txwhH+>L;Bb8YPxy_^DV_oHf9<1}8*zP|AvW|RdzjoL2k+ki1yP=8M
zE#OgEq^albOOy&GtiqwFi80G5-L^Q<T#rG459O>XUQPALkux63A&~f6p26763jLq%
zKR|nNo}$`7u0MZBBsf^*0OvEc-*&KD#_Ar<?MOH$@Tx(*Vd0|y>y8JfTi+0b@EK8y
z^<Lnh3FBPNE1!q+3ZDMf_<lfKJelXge5JoWshVzj+4tCQ<orzEU^qmOqb^E=dkL3F
z44KEBrG+TkZJx^Qz8XY8zKu?UKpHMIS>Y9%xR%^St#g@!HY?Vb!h`#9tK%Toy7PQY
zK7Wh?H0=T7pE5E+HT_zx7{;T^oh6-NH5)JTs!9=}gJV(61EC}==yv&n<NM0DmSXM-
z+R*KWltpTaDA;5{xL;2ZqPQ#Ecu`=wcfPn%p=TIuqo?do+h6?Jcx7Bw$Z>;pT+SE1
zx5Y5+CORiYCa%7D#Z3eb0T1hHS7bRq(8-35*Szc71^rb+h7)-_rg*>+*7+{psBhE`
z5l!jd8fj{B2977leAEk_1xx!M<U6>4!h{arXWNquM#gdCBQnf*8X`}s^a5wygHlhZ
z7nf2019&@-%F{$^8|z7D3YqPUKq<Z3#M64696=luDYVm}&fa4qrXgr4t5|(TXkLs_
z=njNhu<5*h{%$5wHNo_}{wB_xoX|r*K_wy^TeY%TqVqz<^OjrwK<A08AbAtBRh)VP
zg91%^H2WN~*dLH9@{J#zewIK>91jc3H?Zi8h8J(MQm2f9Wq!m|Z<Vc%*$X?<rhJUy
zZ>bSi&qzUVg{m)Co_&<BJ#AZF@xn&D=5md>yVTl0cDW|QY4IoN45Ub&AU}M_O}{Zv
zXq0R!ZsxAICfW;ZUasxWNP4b*JXtH(`bW#d7|kAJ9?*ImyazgqYN5|iwR2`2m%+?W
zssTi49*%LsP~a)28e?Wt)iP|uoX}#7-z!P;RLF=ULFOK@*0pwgGs$zO^;KIHs@ysm
zw&8F2*xT1%GO+7qeDMVc=_rquh@ojXCn~}Kky-9VH+$3d<e4C|v@N){mM?v&f1ma0
z|0HUzXIW-|-b!eHws&-Gdv8{5w`Fa0c*NT@n5x>xP76krdN8(k#bVQ5_ht31yo7*8
zNZZ9uS%=jPw{!A{FIk~n>z5*RoqH;NkQMl}kiaaRSq8mtp^t$FQx!y`teg^Fa3ak+
zz*wcxy<qGO-<RTFW`&N)yc3(bZ@+uxgtcw2*mOT<AFIvBtNjvEsL|mj$gQBB_C1A`
z$_H1Rx}JRU)=eL@;M{PqE{Tlsh#Cq`;5@V4p&9#DZft6jW4&2m)l4avK}2=nite_u
zoNSqn{ZT&H!}E5VfW6Dic)H3RJ`9yCSaGI18~V?Ddfi&UV1nQ_)(RMo;LZZx#Xi)x
z{tuvHta$c5eXC#BmfDeP`NM`R`n%DKO{i>0Cu>(i!ut>2^}ODt{lYju_;VKqB37;t
zS1u@Dh=F#KW9!o00E=%Ne9AG`!KZy{d4%&^n`Bx;{;+Lz#KzA}<Cr}ujj25m9~D@h
zGA;g$Ro`u#ajDwU^(hGwj@#{F1TE2k(K*T5gG8(|@#*4}TASNjdRmizD;1NCjIYJg
zI!Ym49i%LT8<*ujcCr2XnIrzg1?Pz9Vo#IFYTEUf(&v~UljNOT=HiLO($6_Lh8EH^
zQgbmxr-=7zxgT3@=V9UIFWz7l$j4@kU_4zjuc&AC+ABced#NE}v}AX6e_GtW@GZxt
zF>+XgI)Wk9-4DD^j7<JZza#x@o%s9rR!j-%$tEe>4^HLr$*LCF#pRoQuRwESpmI!+
zoubpv^{dMflo=!IvUFnJ;1-20<%rv9!f91r@ojNS^p!dZVe>{W5Pd?41E%H|lAgvQ
z1p;w9S`&q7w^6~WKg!ff4mndwpg6tN@miX&iSCFIEL7y@#o5y)(1HDFkpbPE<nZTt
zK-KfJYsZ;fFmts-d9cGTg3ImicJ_Z}(h>^Bv5M>VHj#e8uj*NL=JRC?^PH+}8E!g%
zpN7H(-8`!T1^IyNm458C50x!Lj_{duDWsMuRSg5vC=XTt0n7^Y|5*zBq-YP*Bl~#M
zo^Ivt3&<~w1;6w4_T_+bhScOy6Q8`f1SzQ~sWE3~5!(g2B32Syg4t7Fc<1o&cL6oM
z1X^Hs?1y^Mn~`SLLOY%0A-2}8LJ!9R<_6?Qu@TkZ4kb6@Mfn5^77bD3P@d1yqgS-H
z{{entn|YYXyH)s3MVEfiWdjGfm_qyZjPZ+|^do%@KWnT3#jP}Z+&_}x%+wm%LNr<b
zNfH4PbL#I(4AbQ8Xl>m4onh1S({}<m3wAoRZN<hRgsAi7_SwDV-#Pr&Iubn^{699a
z#nZmB?M!O?m6rQ0Cv1}&tAHkhCmJ3QyLRU;xx0H$aX;ovunA4v&Mj`{mqaMTMC+ez
zHiWWDvV0I58^wm9zeCHRj$cTVD&Raqd}b)wnR|aq8Mz{hfM{`rkn-pj6S!~~?^M(P
zJ^uk-PER8AyrP7@7$&i!C3^#QzGz4x{n`dvMTY<!ZFc(V?7Nv5Cbl<1#;)_>DvrT6
zDdTH*03X4AibZ&KWm;+O*wGMvROHZUx!{*2yuREo8qSi%KpUAvkA+z9`m$8&bMpj+
z;3=#=S*-6aTAwBdVqMh{U2MA$v8QV>H{~?sLcwOEN8T0t4=|F0pwt9H%UqKqY!rQC
zo~o)HZ@Ccd7<lH-^*9S2sS{~Tut-B}h_{-BmtSsH(d9i<Cc2s6oi5!tB+tpW_od?L
z$Dx%qb6*o&7vs?tA64^(fO^&9L*xz0hEes3Qj!1a-9SBFbRc&;c10{c5_7aRqzY8j
zVl%4el35W%nVyaXk3WB=&eC;vp`eO~d&#e?*VM4I?x%fBxvdoA_CM~0w{j8O>JV|m
zeeW~K9F~;9&*@u5AbPqlM^2QmiA1p6%l-GF5tn(f&#FfV%!QHiO;BDL=b0}IdLufs
zMHt5`Sg8M%cI=b?@^BxWzD&u7`H!|*hw}jH{qTkBNMfL0?%I{p7vL(bXSKgn+#Ms_
zfqv$#K%B}*^F&tFNfFAs>n}~=Y#mAP5BsloQzqa!Tr0~AhU$RM{>#71se4xL%&O|T
zPj0+TNN_5%=r$>uEK)qU1Pk#Ao1ZKadoQ)?=s_j~2nPr4QU!m?9dYDrTv1FjJ~XGi
z`_{gkSagy0T@tDzG2`H;(^9Vdw3o&uLdTDXL=uUq1`n3Bf6OaFP3KwK5gLO^Vw>1y
z%n$GwM&6M%4n2~&_2WBLlUyh{;9G0kZXwus{Pe~y<5KBi5lAv+ojf$)gpc>!N9NN5
z!liQqkl-xI5@E1jR<9kw+~kYDC=nms&ah#d9%H`M&qdtd3j|P;K`KM-4;8qGnI#*c
z0ekAH3CG~S)!rQVI@5p1zmuZzST@4OLBR%<&NVp-q&x9Jch}xfSi~Ssf0ZLpX~o3o
zqexK~r-_Upl}-Cf_H=u~GFQHK)Gjwb!t|ybbPVdk-&D_G3(o})@Bd`p)S2rsx3-O!
zAqMOv?)_D-Hmi~HrfvNB;F2}6EhqdED6F;IhKK$QB6qJQ^KlhgPx(cgksjTRT20(s
zx>2zIu{z2#mdZTw@ZZ(iS)kh+6McS-7xShf$)8FgStxnt(qi6jyB$sPXKM*=dROFD
zZB_15tF+%lz5?Ngxs+eQscQ<+P*R0L0oGMPX#EO4!&hEj=FP3~QJDI#O9|(%&2r6`
z2>>hi#;6v`dw%DMhYs7(M|t2nCr*gmGT>TBbO}8xXvqVuxjBk1T74u?@>N1n6xwM%
z&8xpGiz*s{J1|Wk9~5Y>EIYfAmCQxbK8oK+TVOgwU?Q<qry@7&Z7pi)zyJDBG3?+P
zuoo7R2vKDZ%5S+Y3laX1&%a*6zfH(C;`feJ0L$sB(hLtbTPd7F>j}K9qGkT2b@-||
zyV2~E-|1%uB-3VT(tKw)l62qR)Ud0Cf8yBCQ*09%Zp;kZr&0eK@3*8NJ2iYnq?RNR
zDQ{}9-M%olWoe1#*2cSw(0_2;tKFA%*)9)|O9-<2#FbZm{vTka`fxUGbH1tNeMZ`{
zGfZG3Jtq2D3=5l~R(p|;v|Vr5HYq0K&AhH(P9)J_DEZ9O`woa^ig^dFR<!vH$(P&a
zMls&{S+J)(=82^t*PR-UpDZykB7gUyAzM-67MQO*jFSMR&+<B_z2?T1qN+5JtorUj
zO@-N?%<0RAn?n-)?|Z+FthNf0jE(r;3Tuo>VtrB@BUfeVlJLeDA_-20T7wpxDuo&?
zh5ifL7q6OnFFOYUZ&ons=!E6c#6-o_*LWmG-LOKhUpBkYmV>*6^*mQKCq^#V)`HzD
zMW(G7(wtP7R8F;MVqy8ml{C?wV0DzALT{m-a3YgQJxK`I*K56D+fp;}X`g@ID&*_*
z!r~HZ+eK%;^8@E-0<pXBLH2hquQoroSmg^GgV_1xs_vML*`U7V{JJN&(6MzM^)U(y
zT$_4(L*Fmlp8#nmJBmirk5>8yC-w>&l9I>k^%KDunJ$c#{gfQ`Gb#4t`eHthWqspA
zWF+>^BB%pO9=bE1<Hv~asmP9>HR&?#-;La#?P%gr-4g$u$7dI#w?tGhlq=e%4p9Mx
z@HbQJcZ<g_qOUFvo3n~iF~GYAIOp2ch2PadwUgc-pF`g@hArzC_%i%0myi9dev1)d
z<u4^DdM!EHq3+0O7R9mvCI5#u`Tt+7ai(!}PV_M`Kp`qyZAnLlITIB|BSPVoLmBw@
zjB0dUz7>Y<5u{6EZ@t1GqOp}ayyi+yL97>39!RL;io`RkYsKhp@1d2F(nxzJn$TB#
z+*nJ_jgvebZ<L!sw!hx&RLpud4QpV^IXG?Ys^gMp2?b!a&M6yj<=%Pe$j))fqaQOn
z6A=^f>DbM0#dAVG9UtVT{9V##kjlbH=;9ebA6)j>nsQ^G3o+~<3)N*R`C<_WRd)4G
z>P=LCJ*^=I;!dRdN+`yxSp+8?BUe`A$nqUor>!{q*$}_zux&2UCN*}~=H?L6KG5D%
z4E~5wJS-7?c&en>w`2UCwtsqGCX6fPPIR24Y7mGRRY=K`54TUiQYR;6B{N`Z&re9&
zc9{@puaL<!87|UAFN|h~+N3-|`UyFmNJ9>bncg}#dQN55ht_f-PuGKfncYXlPb<9&
zF-#+J4hzel(x7&X(miO(v4K0BH&6PJKyP%m?w6Xj!o<f;0=lUQ(kKYTJ7p0|wNw^S
zme6z9rqOa5wbI2H9UO5gkkptNHLv+0lz67%vF2a<^MFOhL7SWqpXgMxLs3G<G*>*f
z;!M(abJZXRp$R2Ig4&Tf;|64gP~(g!&yZ{9suUq#uR|oHK#vW|`OZuFxjN^xcIKLZ
z<Uq0NHBpX|IG@+!oGF_u_+iL?n4m^*cuKPW3jeW@deHiy7>A0U)1#rnjUYA?#x7W8
z*UzF-La`2a`sxcb&<pEFG}Y|}7ElK|F@rjAa2qT<n>$Ldjmek`I*4(W^BPf6QbaxQ
z=!c3a8$^+I9Ca$(Czb6Sw&H%k<=hN1U)_^frBt+C9`c+J^p;_3sio1cPwuoh7)BD{
zhE)h(3hGN8X?&?*kv<4I4?%(yybfkVg_r_4;SPOR1EXFYjen%2HRm8ecHLd?133s_
zu^4De-R`8!;L4R#Q-PS}3c$&qnqjqdv<S#i2>a2Om%qd5BzG`DFDC^9w&%VRd{uC;
zR3h)z^0i|r=oz9`?E{Mc2S`A9vaH+U<~9KGAP!cKjS#3>oNd`Fh12|Sh>I9xZY~Na
zu{dH#G_qJvhOZs=h_Om*CHTiF11~qJZt#T}0>skq{iV)1;auq<p5we8?jmhY!`66g
zwmEz)CjRHBcC^bA*?vu72UcO?=EV4A3|3@3*}m}5PT$^U32E3c-q<vy$tsPN{vwku
z(d+mxpbD9ns^iUkeuPa}#O^3ic#whgYl1iLb-rP~0!3MdhE|5=f-{GUzV&9<_Bbc8
zvCqi0^7ezy?bY;*Y|JHFj&`mUmwTCP9CA9<ExP61rP4QF^X%z78@h(>#d0o!yxXuH
zK}LM+9{fk~+*u8_-?lJl7QcVJ`0lWxT`bRG;vNwt)5aS!i(94s8DTx!*3aUKjt#WH
z!zii6hLc=)5uE@561Qdc9o5XSfJVwT6A=5xx1FIha;X_9{Ts2?vN*p-l9opOZ3P6A
z$qp~8-3s*yg!~pgT|OF^7g|K=`$xX_jv8H&r%Wm<L`s=Eo9(KxDr4tnm!^^l*VD)I
z=Oj^3K3biR5#I9>Ds=~V9IC3cN5;P&u-yL})bAcJA~D#r3vVwWEZ?1MQN<Ei;_DS9
zC`a@By#77BUqZlHS<R^7$=N!C#8Cb*z*l1`vLo{@dD@R1S*2AefZIsQv0H1as+z6v
zHiYaj<`n$%Kyx?D+8;k|Dk;28&YUQ6YXW68aR1Ct>oKNM#0ZBxx1j>l30^U1GD3j$
z680TL%&x{h;@UMEzm<Kmoz6l-2xONA2(CB2+y+xP$jcg{h%Z&2X5enfQYCL)bC7+K
z30ad`ih1KvA{eQp$Yr-|dS6-s+TqF}c<M|*TD`!e!2G|J&Ib+H4i?^K-%uGCw?CV9
zhHb3|Z16uYfLmEhVtCJ4Ry|MaE;*<>vh|boTG8jCN2G|9w<sBE_2qh67c@LugzHKw
z=2Sh{t@Pd<FE?gkrFB1@0$&fL+^0mkO%x3g2fj%uU0NoFzg>5RPUII|lNw__;v*py
zO(7v#X?sM8<(dlKJXeJa*^ijqrxXrhGSQbe_+BM-dhxFE0ZWK;o;z*I6;f7W|D<p*
z4?(x0nPWqEDFd|y0%~ESE$M2BY=g37dN_mKk`o2LP5jg{?6aE<HuMAY1$96qN0REm
zUCTl;Ct5u4!9qv8nD{!>kiRQ?!(QBy`_e~-=M#Ef374oRV82xSYJOt)W{Y!ykI1Ig
zX?kNavYm6YgJB^%{g&FZ=vry1Zn58uWAck5cuUuoEPOSwmhJI}Q`K`@oABXV>t9Uf
zVk%jzSgA4ed{<>oCR5PYsx!Qk^Rlz_6)x&EhU}?kv%$PhD6m&Pn6LeNOSPesl6<#M
zKtt@c5CGvRM9mfD{`8B$qYi)iMD>=v3vdv}G6p`N<XDW`?bL`P=371UypobbrE|}k
zQrjaCp%CCDURIYYl*N-A;q0D$cxSrvrQzyUfV}Wl@<O~7e)t!EGkL5K$2oY3Gi4^t
zM2>EVk_io-YbCp0w7`~wx$P4_VgvbG<Tv*<3eU2GD{OmqG;W2FRo9+dR57l1Kdm_D
z8(b-_<VZO6+&8<i!{|~N!#j;Sptp)!7*~Xh#Iw037Qpcs{|X5K9Kd*sylK&vDhc11
zz@L~eK#ZpGBnnQ$<OGro&Uy&B-_94Zqv(<Zqub^>aIxTK%&`sH+191eLOCT7K3Wb4
z@h*h`!2%ndQC#^d{#r_Qc!GNFW4WWh#P{xbk^d=DTPCCkqUML64@}F~%G2IL+X&d<
z4k86FU*?_ACi8MG8e_O?R(E+kz<EqRU9#(sldF&?VSyEjkso2GN;tXc`$xpD%)fqx
z+>S$8zmCyGUBC;SW(NWi>MfX)Mj|*z&0PgwMII_<pFazcF+GR7V~e_}w6*Qvpee*d
z^7<)N?5%By(}=%B_aKf4c+AiwIC){F9(AQ3>Z^a`$-UZ$x0tUtB>vrMT!l;ij0grj
z^8O0jqD{HPX#7B|-hGv*YII-LJDKmt`{e{MSO@c6#Da~Tq3)X*YQ6nRalv%`TRj$n
zR36aaTE#iq<)3D0)`^Hw=uxzO`_IcFn;qg>dY@-#LsWt~s&NJz42!>9{74)x^m{6I
zXnGzr908FqKEePEZT|lLi${pja`b7FO>no2V+gPIjhq9n|7ci+BdkvX15Yo3ADcFV
zQOG<IZOYG;ZCiQ#8t;luA601~g<glc@%5s3r$$r1CMJi|X|-M=H>Q}LClEH~E1k@J
zh^O3jDkouQW!FPpvXHBNA-+<i{0sC0oFo8px_DSoQ?oV2*O6J&*J?#L=Fgd|L&Q=c
za-et5Q_ZunO3fllVYVLo$SkF#nv#P=1HIoGv~*gCWM&rP+xO5gbt>15k-bK#!vv7m
zD1_GHkiB2nhBk<Au}x@Dkmj={9#T@kJRzWhA~k~$E}yZVj=brn;#ozk@+%!-IwD5Y
zGZ*yv6hsE<yClX=htn-KdwN;eG3(m&!%JrfMsu&}4eYCx$2TmPb_C^qP>D!1(ps^v
z#K>2p!imq{IWCya!p=btd$-#N9YqYHNX@G^lc`&xX=BbZ+5=h49D>jlNs}+B_Puka
zMc$a2N>WtRld6Qa4_6?Gem!j{u_^fRKpRAc!=3h8OnzRQOlNwVcpem~J4&+n_`7HA
z%7Fx6UcP{s+!AvBlF7C-7Ftz&@~{wM{TDxrKb2S4CL972mReS;)kI`&3#U_jUqvo-
z!u0uhkhHCzLy0xqHqCamv+A}9aOr=cg_8orLXek>5=uVSUn`~&p*M%-%Zr_Y&Gp+R
zD<jW32N>p)XW8rMy0{X&$sU}#r49;i?d89LhB2Zo5Pac;EWlZ0`@M!BM70=Ps|^;M
z!w-n%zx|g`!jxFADw)%$Dm6z<_IFx8H8qi68G=uSK3U|T9Agrn6vR}yQ~9q+>THIi
zw?;`liZOe-!uW7{lfxmAQiv3NirLHCES7Y0Hjw~s0cNdtvD39))ZSLAO&W|z!={@s
z)iUH-S}z4U?zC;tMEMr8@Iytt#q%6@MLY-{EGtgG-VgbRXmdylFKlz3&D*J}#dbzx
z*gc#X^9Ro6D0#^y2AXl#^+()QO3amKJ4&~cF_ug^w__^}bMsw0K(9SBG1@?2WCVfe
z{uET*{ljFml1Jf4VI?E0!MkwaUZ^^1spkG|ZfI1pbaXddyQs6hEqPZ|kl|_{{4;;a
ztreAo#RDjMPDC1!5SlFF1>Mt0K2z$<&A9E7M=ar$JV-YwOP#)fuk7M=yw*T|zAw)l
z!{d}{Y12lB8+#S1dQxlRxBLKi;&->5(k1nSr6|XiQcxPiu3}&2%_Ln?CxVs#fZ`>u
zHy3?OJVm>LG0#KA;M;$&?5t4wiF0~_1J(;7Lkn#3ZDzhggQ30c4S%iSQ-v7ab@<QO
zht5kS*WjC3?9>JNyxHR|F0W&BVz84zriDfe_iANa(eekA^)0jIbzMn2A4;O>(GD)Z
zf_u+Qez!%ChBNLTk)dVHC1iKk5$2UIS6|*9Sed(*QyMg~I3->jstB?`pZ^2U{BWFb
z(2~J2O36(s?-lm8Gd-ddG$L_S0j3;kNbN(uq{U=4_?zK?deP350oF0IWXaq}%w6}Q
zcMAkwW5BO0B2H$VCiZ1SoT9tA_eDyd2b{-_AeL=<(WEIMfmJ;|#N-~^CAnel#l&KE
z;l~i^5Te{~B~K`|ND|`*HhdguT`N-z@%!K<{1b}|a;B3*_0+d{BzwQrx(r~#nu3+!
zFQMGrTnxM^E)X)nET5@U2$-GR6>Ic^%DcL40oC00;A{99kG7TiA=9+Sau#~3<Ku~4
zrJ)>sT|_=|<RAHQKa#L^nsoFWZ>&yct}s6xr^{kP1y}D8y@(_%Qsmk%drtDirgGY_
z<1qK&{{?J~ZT42&cktu%KfogzY>Xy1VIpBN@J~K?OlILfzy$&2dqR3o(Eqs6{+~A8
z|Bv^3zdBBv1a9cClI>SkNm~AH(U6UzWaf8ln7A8pP;~2QrE%Jjva}=71U7n!fy$|T
ziM22=j>TI}2Ax<h3+#K%{|w-Lk$V<ls;j7O&emvR>+c4xHh!miW9rr*I!w3IH;Vs&
zOzWqm(b5zjCXjEK`=Lrx!4!>%lg!flsV+vD&Vpz-U>?=NjY5ZOY|}40N(eq7I?GD}
zR;g*2OG`{OQSzIYVII1J>)Z&zG}~HhlGH|sf8D%ACUCd2OkVp6X8p`5{UG$RWZCX`
z?UL%hm>?+f+45%Kmv#$Xe1d4xuN*{oci}fCwW8N)kCcA=<LHm%nOH%m_a%r5le>V}
zAT?XXK{{zTc;!JFcX<P%#tEeLnSSJdEr&^t!=-T+BJxDA3X3&&cn5YWj&>97BIJ8k
zMB<U#rkhUPnp5raH0MSG`tfp(O)5k$WL(^u=)_-BtuSv}y`z~7u(^OpQ^Qqf{qMvb
zzYTj&Q;F$Thh})BzX45%Vt7e;QnA_jxoPw6Ha21HOLX1Z*mF*)@`Z6-biDv)eERt1
zeybFb9TD?E?moanW4qBVwt`eEiOWFvLyFN>H6hN(ceeZzOV8I|9$MazUcnPD3hX}@
z&1n*Ahv^FK$p--k6!>_v2jK;y*1g&^U0^&6@5kjbv!r2j>4S-UcaesEXt_HJgH%(~
z{6+f&>jE!!NUZ!do$IPm{9Zq_>1MmtqkLWEnxLf4a~6kO%G%o8JyzstVv!t#!5P8f
z`c0EW_G5b@*LO}(X#V%7y1*`LSh4{nn-Oy}g;e9@hC}3#4*a|S0s3e6@}XSD1yO`5
zQ9d=!3a>tcLUGjVwbAl*`(P<LwzdJpZ_sl_z6|%26-pa^Im+-8wTv6)K6xq&L(!1_
zr*?M`?@{0mb)!@@i22IVqFjYM9Cqf4XX|s@9lWIuF8CE2YO0(SqNHD{)UvsT5$yd*
zx&e7HJo0*RF^;WwXfW9h3-c74|DIa?W8;U!r@#MNGI0lsIFo0pyW#%>*t?sr9m#RE
zi@p~6c~|O=>L~1jXw3#pbdP;C2=C4dN@Xw_H_NlLMZwm{Z{`4FH7gm9kl}c^zl-y9
zn~hf;*^CGwcs6u;iCMi3s;AO$AMI-&ty9Jm;%kqiH`uEoZM+Xg7W7574~fkxqmK!$
zmO9bj=~+AnOq2ct1XJDoUHIZ<@4}w&3Zdmfx1)3&7F555zU@OL5@f#FVdlp;iDrLa
zt96V{$1ga#8{#y(s2)Ao|5NI=SzotxR%wHFT6_38RCep2fVM_gX!lmPKt?~sR3&46
zO}<>!rL@L{7LL=VGaw9&i&(?&AKFaM;*b2l=iFz67*_f;?L0IYh`G+OoW5j`F#`Re
z61+9ps>V)?c_S{CK4-}xP+p^-8E$Zz<{U~h+l8q`x<&Da?B8;#jq((W>nQ6sLeu^?
zv9SslCAs=>LR+j)Jszw!DBcKdv@_G(evRdP^S#jgj2m>{Q1DVfO{HV#;IU`l^+)8}
z3dD=_v!*j#(4#MQzM9LOQ6sfCyyS_vdOx``KoOV_wwb_NwEZ6d3eEnNCU<c-Cd4-4
z%2^DY&-zKHpAMpF125PKn)1?G?lQSetEeK}lg&SK!-8Wjd_x4dS6RbfSIs_P_OGL!
z`G_Ie&Ab)0xz3RHwm4D!2T<yC|6vaIj8*^*P0U2dHk0Ao&cm$9@W@$upH=$=M{n~D
z!&SxtrSD=nVI<9rs(qH?#r8<|D?wiUHR?1Gsw$;`i<E}^hk?cHb)`?u^JpS(RSH82
zua@{0vnla#&)Nyh{w)70A5hqq`}HI2IF3IYnEMDJBtY~1wVEJeo0>mMZQ1!yoE-OX
zy6s#$xkozCr|0f$V7@{XoXXnGN?&{4HzpbnGM$s|%y3A{-JM6lVDr79l0y2q##~u8
zQ633HZ;ur`Rs;dLp+u>zzW(;wX;W{_oUyU!h}1V0@@}+mabl{X`<og_!t3WMdS#1K
z<*UHW8-y_Hjt{<%I@3Z&C7;^dHk8T@jV2Jfd}k=L1umf=!@u$ie6Fp~d~<)DbOZ$P
zN9vL;vqH?`s@p&@=E$jgo#n`D-rFb5L**t6_)a2Rijvt6qx-&B*4<47m-at?M~M1U
zg~Yq61UYlf_!WyCJf^#kRaNh7vkuqRxLW}=dYlpds*3uVm-IEaa6wC2pWEFp4>t_q
z|Bg<tJV>Oe3ZEq@S+hOr>A?}D_)|f&FoN##K^I822of`istx)U9pRw-OWe<G5udCr
zAa^!JyEa6-u+H9s;VQ1xO0C(V3CvI&r##aqgxFp#$Up!T%e&lcjKe|GADPeDnD>^G
zaf5z44t=Ofku4u%TW(`l9+p%n^H1Ujh7QP{?Tf-`wIf?~j`*}2FMFOd0hj8iJN4UP
zT54B?k$dq>QM5b3WQR&rM-k8{b(iP6c5A);?ccCl{R3-AN`$vlRi^08d=vc^BGcj9
zk>>QS-?vlaq(tV$-CEtORj|J=5g^%09vS_K>sq0KXiW-^Qx0oh1~0$3RmmQ`Io&m`
zIbBk547LHOEK40Da~G|U27s8g6U$97`Rn4ns6X5KJ}+yAX;S(pF4RgP$`W<RnPZ`t
z1(~YYX|J2|g?)d0qB-z5)tx-0P|X3N;uE^CTs7?8C{y!GHYPUL{D_*1ROJcd^nEBz
zp91mpgbs*kVn4|nksTGLUQ>3H?#cB-RIvQBMUUDwjvct3y&I<89v*pDjk+<U@j18z
z<Kf}RRXo(Dn2nhjD~Z3}iIkxQ3LR*%@ZLEw&~x(_8ew1^<DWV@D`G;Loh6uWq4-8R
z^mqe~12_>)oK$T@UjzNMEx&<Kzjj#AndW+|dcCN-I5U`)hUaZ4b%?^<PZ?)9nM3xi
z>^u^7+m<DyK&BOsjBJzh?^oR2h95%Uyn`eXRN7`}rHyN1Rb^&#y~<?(cOJ~q`^bmv
z(tGmtL8%*Y`@n=!#ShQi$Wo`L%KFYq%)A=BQ9|LLgy=-Tg4IEmULBiYz3|0<=GAN~
z8Nw|RydjBM&#;dLLiYa2E(GK>5Eb;DC)%sGOF?3aK;gb<lYVl2-ZwKs<q+QE$&3i%
zgFncvQdCi>p~ln2l`g+uv}5Rf&FL+1iuUcH3kyW=Ew8J|9gQ3Pv>KMInRJ_V@a=^U
z1POsb^CE>rMt@-Y?$OeoK6gY5qI-h8WJ5RNI)f#@&!^?8)dVtJv=1|U=7<v>@t#MS
zaXaMa8Y9cPLRyZE<MIBk4#KX^vWsa+#~g=6a&U-FR2+9t)n0Qn&|bx)SRdr0-Jsm3
zvMHvvE*8>T0BPnv@~b@)ZPHLHA@#_%NP*wQ>cM6*6P*X~_9Zw+FG%pIl#{3~;7FYr
zY5aqP&p+((0{bd_P$~;aZiLX+(3SP%PZ>De8IJCyZUg@TNP>P;vR#C1;6h+`=ZdWn
zu30SwT8uL7%rvsx@V|*Fo9evo6ZA7|Jxv?ny%AxA*E0|Mua;i2veqJcxN!YM<<;i1
z<+Q4Fvk_s0B4ch~<iDZ1KgTUhg=J-BP7aP2?yHtpREWc(gv^Q3K1hzBJe+FIFw3CV
zxK)iHeH<;hJH4=@<?ihn#%3eY93vgVlArw#Ae?oD*_U<T5=GOkh0~p~!SJHx_I~mi
zJK4PlSL_VbMvV3>lpqO--bZLSUeE50c$&2&)+^R=Mn?1vhRmG)UC0?VY)X+O{!F|+
z)y^O$Y`N57`ssoe<&#C`G`b)K?1p17W7ce}#M}vJ!%scFA&(SGa-M)Xx)rs=Rx%03
zGn)6@&wTl}M6^h32_ccCu%7+p0l8MO^&V<ttAk#_er5NSwQM2u#8$V_%0rdY@~!CG
z=!P0hL6)dTyFaDVjWF<bPQx{&TwF-2xSPx7{;j@$O&0Gni25_x{;~4k0M9KXxo>|;
zi0e@b#}3hVOeE0%O&<RnRt8OntV8tg$WXL$34RIq;My-m3YU3kd6_dW+d^dq!`7+Y
zzF!Xn)pYA!-djQ5A7dHf0HZ`00OY+D-r1ZJSq%0C--Qf?_X|fAR}l|QqY61!l~;D}
z3PcX_nLYz0yGIq&TOzmys%f4RDe}P6`7G*4wNWjhJ@0q|F^^M_!7uy^@_nBrxp~l`
z;jz&Ek9~sPpG14!oY#oE%x#}({r>IevwS++*20+}*4Su^G6`8Iv{BO@HR31Yard}B
z|7^<0wW4#%w{8w1N*nB>6mUEiW6~mICf9VM<dK*f-ET+KLZwv~A`N@(^I?Looz@Vs
z?U%&f(qC$-3$&g6j7c5IppT&kd*-AF$~;|;QH(La&1%qP2wQy^@q1aYYSR_b-Uu*D
zA5T)2iGmOw9*zh<P~AV4JW)z^KG&jhB^|^I?gLM?rSSw40_Fc4x2u*Kb!9%wA#1jx
z4Egz+SB}>oTUKi9aEG4iPqCz7M)8aheNMXlekgVt>qbqlnLmt$t(bg;JIap78V(2M
zn$n3!vO*Rl+b4+gN=wk_>R6HK=nyh`Pjj9fsrmdvdbCu)qP%Z8E-oT%6z9UYkh|Wm
zE?%)g+X&0I^iRVkh|r@a;`LXeV%EVO4iRQI9HM~g-8-L};=cPqh_ZgG<iBhX{H`T6
zF@3V%YFP^nSk{Jk_b3KF;|!T>f4M}{Ia)6R*ZJ9JAAjv5kMrmNuP32~2YhP>L=S5i
zZ@w}a0M`uBu|Vv<0f!%nFMWZZ3g7%43w}iT#^8#9wgos53p`D#v}Wa0I92f#kOoQ&
z`jicB7&anmJuo@aUiLm&AeS-KLtxAaIdi>~_-ua`S~L}`{bwzceFIv40uGumpNEnp
zIIc^T826HcBMA7nVSIKVa-dw>F507L>{lX_Ks!qYgo2SYLU*Anp-S5yU)^g%w`;ls
zi#V9ND(O%j#Day(BBDl#E45d={QQ1rFX<;Qx6AqhZ8wYKId@~NY_~<daj0dfXUz)K
z&-F)&)EnKrrDXB7;{VU|^&|GW$h#s%0W2j}@gLycv3399g0jW?HC0UFeL(#`z{#2e
z^yL4<lK;Pb4ZoCYIY|nrIM41plpo#t&S%0;vt@2%nK!&xq{`NyVt7|qWk=_Mme8i?
zm}mJpX-^f%&}!%qiZvXG4_N^A%GFhqj85HAc9plv_GW7oS5y2<>uNF}5}9zDo&jDU
z3!X`pDcv<iQgTR1YFtN-B816u%fXv)OYVAAx^&E62uov_3yw%Xh?k{rbIND_auo!;
z%npr35(=8T%loCTp}25Ma`q(IeIxb5$`=Y~CB+tk*2?16sAUPjgZgLG>;#(o94U$!
zvQwdLYIpHr?yi2?y~e|BBvn-*%{FeQXUw06z7jtc<t`vxc~GmC_hNJ=9_{V}xAQLK
ze)L5_bnA&P6~}+|3?*!TFBmD-u_Kl;s|at0)!g}lxy@Y<UPCYr9)I```C(@b_BV{^
zDGrO~^<j_aJSz9Irc{mPhCu881DNDFeax1=y6ni;@3J{pn>zB17x)<O+H*kSVkW&g
zVj-fUbWasj5UG(hL=&FuHXUehXYFf@kDZBGg^Wz_VUE;7L)?thfvMFYTh`%gMfZlY
zyqMIbNzQH{J(Iy!`meG({B}TY+BDb60T{WQZ}23Y$7mA)-~O6t^G9#+jQ!&d=4l4~
zR??PSzDHFdf)Ik&gUO%_SoP~Kv*`|CX^XMcr_Dex<8Pn5I?i3Bl%wIG?aLhkUSuu$
z*(qKN#MS}KFhbf$3dsG0wr}#bi<sr2A)ya~H6adFKzS3E`_>r~sd5iCaq^LB8@5my
z*&)nrdiqKcx0s@^m`!x0ZpO1C2XNsURt&O4IK+A3KnPtf!P&BzY;97zs`w28OskTH
zJfO!X8u-x<J&u|gy71OCfvBG!Lzm?1IJq|X5TmwsCh}i&A;iDm=FkvwlXYjSb}6Nx
z24?!HrsKaQS_exHCmo2#xI)v{-d7kH3QxbJTuzZsKz*GJ^a-32Uz-8W(=*qg5&IGk
zyJlW1i`3TNIeHnsND3>qtP&la$mikGs-+OJn=I5seolPz?lB`Aq6;~BhUF6U@<}_C
z^oLKM%r5f<Xe@jf3WY=q`nA+2%6}l)m8C7l7|0QgL9<55{|E;%MzR|H!vDm<t*~Rc
zxfgAznXKAyOu5Y`Y;4bCc-7XZl{LV{5<(g*%l1A?Rxq9opPa+r5XQuNGG{I0`ZXyn
z77;P*Vr^OhO7OknZ|DPhT31U?OM7#h-d?uCEW5mMk=*$`eA&u_S8vKc36+jkeW$g<
zY)QmOu&b%tvli^&3rBM1s}F3+Q5m{x;kQH+WF4}{TVX~PI#;H`30S6Z7_&SVpJ}WP
z>y9z^IeXq;^-$$BMuzcVHe#%q*<)lkxuNfRiEpUAzP}`YEE(zuYqnmfSio;^b5|Gz
zT=@`>4yZ$0<shpgRtpx%dKhQ)9sIYrKsa}q(V#!ag;)Nwh`XCt*$Nj_I?+dSqDvOx
zDM|a`?`I2$=PvXI9kGlh^dHl2;(LbBf=m*^{N2v8?a-X|vPJX{BPv?q#`KC!;Ap=Y
zy<3;IwL;kI*k~36*t(hxKSu@}J^$l8;sd}?nLE6IILy}J0&~IyrY20cZ=KN*4M9!0
zmId7lp(D)Oc^|tMom+F1#>$zKC0D$O^lCxG7{wBtBd&mJwK4AX)1qs&c?*Z4d7$3<
z2ri#`!cQNQav_+C^$L@ooPQgthAWwJ(E%Qu^uXh!YUcTN`3s;oS9|>%eB|Jsy>&jG
z@{1>oMtzj_Q~y@3n{M{4zcC-BR(p!Z;_WG|J|>wD5MHte@ARSK+Osl$a6_IX-m9^{
zHjZeud%7@v(+k!JzORKmJ}d*Hc)=Sg>u!jMs8%9^*x-nl#irPlb-N~o?9XRks{ie~
zVCjfhGo`aa>+4$$cC6`1l6qa(;KEpUE1U|g3EnxrEbI$}tpuzGFrIUyR=DbX=%?&)
zJiLPpJeK+vfeq91Ck@uu5++3Y1(4XF>B4X;FSFDcoJu5YVWyMxh*P|_=*pa%LgRmg
zJ*V{3u7C9Avy><qi$O*e6u7^vUT(Gr4^~OhMR+Bjxpgk2UkGQRU#GqfrM?^&4CayN
zy@B(0)+))`v4MhJod6#A9{ibL10?=&f2A0@#iBMP4(dVDm@#X|dLi=lEDNh9;#PFx
zpNk7}qTSVd5gMe3WKXByO|6v4CpH_5^kjQ?qaxoF5p#eqZJjXA`K5Li@4ut?xB_lA
zQS2PA30DC!dTiSLK0iS2Sb!syfArM-<P=%+mtZ#>RwS;G3%~n%#+&0<<>~6Tw6acq
z{(}RWeYS#3xKrc41irfxyJRJT=k%)=&c>E-B%&DFJ%1Z2>mGAN3Xf@+UR5(4S@gx`
z^|3CS^K9CFiM1xW6lBq6PUyTBqGtwqvlm?Y=}QSOPi(H`^y07G(vj}l&ph1xRXvIz
zW0s;vtCq9}*WmeUopvT~OnAP3_Rj2qm2|f^vlE=uGrDEqe*l+SxsaBQ6cM~gZP9(9
z{x_zS>87cKTY`9ZIR(mt<-8_t#O&V$;^t=Jaz4&Q*`GyHmkIN7!uIVZu=fB6iHb^@
z6he5kRa_%~GN)Czzz=+rmn5B|nB73Pv5o$NMGz0Z8;|g3$??ifB5)?dxpHYk>!t!V
z#`vautGi;ptKCAJzN;4hl^0of$_9`(E})1Dt<XfsTKy@oqw3jK245sl;ly?pz3qms
z$J{P9B%H`u=(xPzz(R3Gh^ndXChU6}%vVd#Plu9d?PqCS-`Z9BlSH|RfOx$emSH5E
zMI=dz#&1cSz@_Z#NG=u&tP)&0q+0^tBnKH;BpO(9GLL(`h6-V=4Z&&jP5@Iw8!3?B
zEJm+<c+<PTYoxD0zz@jCZl=FaV`q_Acrng<WA;#{rwbOImo)upjIwa0=kw9K@$y9$
zlSa@`>-0mAVL-J{fw1vV=7=6Ji*n*QIF@s5>p`qa;dlDc&QxZT45bRUc-W7e@hEj>
z@^L>fcToP~K5u;N0?uJ2kyO8dDM~x7p3|Q?RHl^P11dK#Cku;4@6-e{1_QuiK5hzh
zC@tW&11@KHb>N_zcE~O@iQY~VuW=JPH~=qJ2(<AGlrtYE8Z0!m$Kx<JzzH4aF1vo`
z;mv(kJJ+*Fv{2{~dcX3xjGY7h{%nVceZ+`H;9iWdvRysF>b~`UsT4}7P356uX-j?k
zXR~o#iQk7@b*0uzj(_#YsaIdyN<e^nTn6_#3H}(^cVBtX>2oYA)s7l}HSlu0T*@tT
znDuoOC!q>Bx`}$Gy7#j5EoG|14xk+miD&o4pJTObf}m&v<c4h5{R%V!?WcMGvg4oh
zzEAewAGa^OXeE!E+org2;fttC3c)<@`=tVx@U&R{S>$m-0|={^WSVVVaT;`x?BALw
zj?QC1BEaK7HSTD`$XvwRs8NMmUdexe#QUm-@jAWC*(>*diIhe`X)LTC_T>_T_R<-H
zPVQf9vh5$?8QBuk$YLSMa17jLkX&~WEVsXlb%l+Q>5?JvUa!M`Xx+H|Y-`(WH~hH#
z&fGrFzV|hqKiI^H=N=hHbw{p8azNDEM<M8sx(p7$Tv;Z;(HD|(?&pjTPoHlp(8!wv
zD3IiPK~0uw1C|JYYAoNUd+`>7k-KKpRF|Z5$2y<mQqnlHp{8W7T<q)JTu<=>jR6dZ
zQ%qK|H|aB#vv~gfc?wD0U@WanN@%-y2uTd3nfY9l%dYW8n*aT^%3v?lq^bI|hUBUs
zZG3#N|8_cYzKD*(L4rJHHxZDbzI{F&M3-&6{gpjd01#p!7D5>*ME+IB#>%O@(#R6>
zW@l&^=11_`w1sEpu#vQFSHJ}JoS&?7`*rhQXUYc|cTS0V0$w;BZO$h8d8l98#UE}i
zb%jCS-yWn~LKb1%TYVVXrczg}bZt2vJiICw;W$4AQ1g#Bh|7d<g@I9Wk>1>yP(+Kw
zfccI7*i6pdeKG+-@ziKsrEnsbZ4on;;0Z}Az!bK*Q^nz6dv;x>nIRn~rw=i-&py(c
zb@g`k@_8_F?1CHlT+^PAa|{<s@j$Au4tj=V5S^2G72zipBs<jOlYE|D?fp(PalNxa
zh>A56Np3A>|G+#da6w)?%x$}q;GTb2d16%}SzlD~SOg}LB$EzOR$tWEOS4xdGFd}s
z#=Q^X{YW^R2G=pV!N<%+gc`a>$aTn_6*AQ$A<g?q?!l@zeC|lTQXN6D9h4l1{;@yC
z<;W^vMn3ZBN<aO?(QKj5T%dM%M_5@9?gH~OkcFfwVOqqZ;Jue_FV50EQYH;}xQn$j
zpL5&@<})LPPEKM^$}-Tot)CbU@W$5Zl71Hy&u=wu&?10-!3x&Y-KRWB9_^=f{vLUp
zza*>v+mf4}n_D~b^Gc7#Y@<7bE=QL1Fg&3D>8a{t11M%7$s4|`m#gAg0oX{UB{XJa
z;UzS1<{+GY#7v1fddy0HqUBZn$qkiGD{Z`zJn-fh$lLj54GP>%7xhcDuZ2&ShNF%W
zUNo3r?A`{_OEU!53O1#ZyMFk5*$XyIxmKb6@|nZARm_vc0Yi;E)$C6o(`_{iShbIw
zv7L%6_qCXhZ-PbXh-o)O;oXz&Dx#p*%&0`fy<b3x&(zk4>@GjeX^UbCS>(HEsTKnj
znaAttWM)KtKlJ#szKw{y;Mgy=Nh`D~0RIOZu4rWPyX=fk2Xn5;OoYlxBTiFR@G}9?
ze*pb7qJb%4^MIM0aK)jsP@dM1exi!rUS<7A;<OwIPfINnfr&&vCr5I<=LPdJEGYt#
z<YM5DQga{VR+#6q`e3oWVkI*?%nnYdAOCL>4_W@=(wGo_<{S+_*3NX!H?&{$YKPc<
za#Z>Mi?+84YWt76euKM9k>J6lSaElEw*m=J+@ZKriUbHw(*VV_xI^*a?oP2%3T=^6
ztpAf|<~=j-%(*)=&qeN&pM10T+H0?m)Y9N&{san%A?0oAz)x$IY-Uu6Q_l{uKxMxG
z{;v<(|EFU;|NoGX=h0Lt4gP<BjFb@In5{l_vx@_EWomr78lE3UL8?{qemV)*U*!zK
z@N=Sbx)kUcT;F?4;N|?afw=U6{3z(f*${XQo!{za&1)IU2z%g&WS&=!bw1eoQCg(Y
z+Ts#tS_vUI%nwV}xERzC#rurJ(hF={*=PgU34SrDV3-doY`rW~@Viud$k(i8cQtJw
zBwc9CFAU+jrVE1E$3;sW0!;>T-i7@_skYyE<b_e!=kk;jquv#gx)cniRr-`JNWT5l
zTHEULLz`@=o=Xv!x(FvbJJ-m^cXAq+#lm1Lp5o#7MW%<XN7Bc7QLwAVXNZH*&jpio
zrf;P5yd6OQMDEC*rbwtiQ?!^B`d#$BigWPD8!-ef@=N{eUNBCcCmIv;@b4#6lOk5Z
zbLRWErbxRtDKFW25zgAwjy#_(N?sbh7E@|U;K4N#6At2hDy)^sAFvBb>ymwT3oBUV
zFQ-Wy^It<0P1fj54$_eHilp9r(i_&y%)LtP*Hc9OJkULiVm@oHjqmV{zLG@krfOzi
zpT@M;`Pwn9Ola5|-%)^?tlscYcYxT!*!A|fSdkD+P+aUF;X%Ck$$d4THbQC<w=@y2
zGAw+vl-h%QG=&=(^&#(Wpuv6U!FD56t1zPby>akQ)b?2q;VsT`dU3;7)M&D3lXUn*
z^>}3bLyCsnZ-;@y6O1aFiLwBs1FHz<6m}kvr-2_Foa#gYY;lo%o$nAuQJ5Xk5=sAK
zUXA_UIOuEjdaP8gYy^&0#ZT|HyhkN4{nkaQ>Z+*mb$iITBZ|g(L*<Mc%p|ork!yV1
z8M5_kPP1KnJMfPwsvd*&n*aE<^p897#gItngRzVHLB*x4EGXP%u{`fl(NP}K-WIcC
znv*CQ1nA-V?mNdY$5Ey)<yc|8PA&Y;d0f$cp{SGc_n0rDK*m(n9W$`tGiPwx<_4qK
zYlNDlb1FFZ6!V5Dfh89dp&YTUu^(t^j4u++&|%-x9(jjxe0Zjh(hKaVcU4G_sCg<}
z^%mytgb;wSi0=)ee`T7zoi^;XNI_VHbrwgy*V^0ASa{LKpNYh-&g{*pt{D4W$Y(gl
zITyyaR>IapBL{BlDf?q1E^Uf9?(Z5*$Zyi7L~bFX-%i>$J6;&&k9KcMrYXfl3*+)_
z0H0l>zFNCxL+Q5)E{v2(vh`;;m4x5&iTjOpS%1`2skB_aI8HvJ83no#W(g9cfA|ZQ
z74-dU5HAD^p+=EL+cO)K>X%{BnH<&<S9zG3>xJMgi|KUlS7ocY?QDKiL1Us5QQd5>
zd;9O_`t*tF`%1)u@?aa^UsQ;hjCXb_c1YX&q71vetz_M^rni18;Gv#d%`hc&eF@-)
zX#i4zH?%bhj2^)hX|`<?{Dtqq?*%f{3B99*Damcaz>EbIRJ~+0&R^cmnF-9?$#ixy
zb^nNtOD!78Jtpj+V4qFrQGL@7q0iQqX4o6RrhMr?II1+kmwCVN?OWvL@CAv0)$Yrp
zy7(&#mu0jw1$-|@)hxp-Gnhn!q6P@cCrq^cL+9wU;_zYl`pwc{#c(N+t;Z4H(db=y
zHz;x2_fAhxsA#NGqy93`d8u^COghXdbM@baxG<I^){B^qd4IE;s(|wgXIpihM3?S%
z`)fN}Epl=GVL4n7@F->}*@}o7WNRl`uUey6aVD8ok$qul>l+K9o%jirPNq8OTt056
z)3UO(9=T3A?@Vp31|}MXUa8@{;>dwG_Vj#d{X*AzHL?J@9y8-YZQUNhr0nrqi?+xt
zwD}g&l%6>}>lQH>s(1$hztkm1nVH)oK&=luJ(^xLnv{9MO)mw^bJN1aB0^2`Z@!V!
z@;USraO6?w*!;Uv8Mudd97wIaHw$sf#aY_a04MeTDh-&6mJjH>50RXcYhCqcPSq~2
zwRtT`Ua_rK+w*s;+8*aWKurdDNB%kgkriB<K8~st8m&rAPXl;991{n(fl_L=EVf$d
zL3voty>O@Ky>YZ|PDVryx!8x00Jh{;4wY4`Umd|QYKIA1d(d}Z>g85RT5Y$#2j$I#
zPeU{NCaIFCY4#C^SuyEj(aRoVQwGb{`mn(Y6Z5PKb3RirQqthdFx+>PkK47%?YxS8
zJI{F|FBI%S*1lV#|0~sHHRtl>eshS|L4?)?yYI15R50n*LesMU;wK0D%R-Y3@U)@m
z?=5GEVirG5@2}??kVcfdf<C08&>|39T1Ti1VFMt%l7jqR{Iv3NHm~y4ZYid)LdH9U
zV=1|~ZOuotqi|%K97j`TJ-g*40oN7(irNZDfMBe$_<Sm|?Kp}|Mwjv$S>n1zuIrBH
zj4%V;FAB}-S2KRG<JC}YcagLNw)fQPHn@|!iC`=FclgW#zRBk}j?G9@IeYU7ZWA0>
z7cMZGc!04mSTC9TcQ$^=hAk?4V{iC(3q>z@?+5$~X&8axO&QTFx5iM4c*)CHTq=Ik
zU(9#OuUI~4M6H?N|BjWYx^z;cQ!6Vgd;UW+Foz@Sc0>K=GojaGV<os7!89MIZe-1+
zl)MP}VMe1@K(g$AZ!$ef<yUZ@$jY1J0o{c!rvrmpviD8^y<9d8p?7jOiZ2o4)$K0e
zv|=iV#39fgwbRSfno&SLF!<|{2F`89&;qTfdzCY?igW`^qiqeo0{JGbq)t<+UXzc6
zqN1K^vh#FBKbTzVmC8n8=#6JKs)Y}b*>JH~^WLu%2;}l+QIe{y1BkxkN}Lvj*8Z7L
zaPUqbj<hd@JC{-aWTj>INj+qNUn7AJCa)VqlJdv~PINz%Io~VpWBj8WV$Ufw9lNN+
z0d^cL7PxyXYVAqI+gaxSj#<O5gk33%jT5tOC1BK~+brpB8GbWj)wI4VX(rY%j^#PH
zD(2CamYi_@cNsNzZW_5bIFS^6%G^V;_R7JYY=kj*T`=e<3%>lBMW|U5kS&ochrOCC
za|nGWc~scgbJ}t3g{NYd{Nl5nJbpP#tfV%VGw0*(mjmM|(bSqXrT`!h3xJqJbgA(o
zKz^ztWimf}A&UCsaZhoxsf}P2;VMSj<Z_IjGBwOR4u(ets&G4>bh(@MXG(D^Z8k}I
zeM!*Dc-ry9v2r!gg02K@0+6W0J;=4in7GrdnIa`V#FTbc*w@NOtweYvX8x&DKKk}T
zlPEKZ59;50K|ni&#nvE?pZiS8_lD;91FaXy8r24_U!{McZqveMnZ+i?g>*TgP>gO@
zp$MO%F|J8FDbS@I@BFp`**1as3F@b&e|TH=$i`Q$sHrK#gHXE8y08i*e_zTu;p{gi
z#-i0?kN6KzS^tWTCjD|JhXPvCQD~h-&L?#FIFn~r9CWU$p%a}OgxA5hC4@ZOO{ks6
zkw)?#C}AeE-D`M}7{lE3c_cBYjmjEL4Oi0ZRjE2HY1y_!geHu9e79b`x^bBtVKL7T
z>h$9Lq90ltOre_OS&AB-E-F!+5DhBn+a0zUcO}Wxk_PZ}fm~uH_7696_okuPsx)fy
z0h&dXqM1n1J3Wi%0V>RQGS@LbweFPL-Y5QSxpxo;2xIy&N*7)6@V<4<wLeyFElY<7
zGQA6J3Z~38oT3N48TDiG!et=2zpJpYsY}MJl}tl>Gr*j&z8|-Brk2-2U1pxy)-B_u
zrAhC!%qUm7TiKEC>6|@v73*+Flm#sd61ACyDaER!mAg!Zmx<x%P%Il+Q?X5IKy*Ze
zQ!i0T<aZdqMvb@KhGZ(7ZRe5E!8B{krxn^1h?^B;e$B#YtRPhg#uKV4e@oVpKjC}b
zZm0rh6#7R68L4R!R#Br$0fK!t!w%OFAJas&RUHWZr1EoC)g={%k0oT$W-M1&6Y9XO
z3hG=`=q|*<e*O=UR9ZAzG{>828f<s@oKIM~GHb%P9}AV~Vh5Tq!yMl=vZB$w9~u>m
z)EIi{tsfq`^aKmv=ul?{5Y^r_WsWn{xWAorboR})iB?xe@#kJY3u<?vBVl4C<ENj$
zoT?=ecu+WgfG}gRY#@(t`V87#a~;?;Sv`(LVr82Uw*j49A!sJfktQ%j98@BNpc_G~
zfWXtJ0GSV-Vg^aMPTQL@<~B=(T>EK;J|9KSrH7Ty25M?wN`!?8AdzP)=|<u(8TxgP
zRMbty9hpmCi-=FXPOiylWgdg13Ia$|mi^b(c8iL0M?Qm$LM+lOeoBtBzrXv&Q@sue
zy!Qd_|3L0X)GYgbY81F8<VIq!&6BvPy`5=pRCQ9)*6f7pOQ0NATDo{*?L5-D*boX~
zCm&^~MpfE~H$Ym0GcEo&iV$_!<!T#pI3`=t#B_S=_L_=<_62tu56^G!>dHC&HOlVz
zV=#N>i-iO<e9B0Dm+DR1v+{p!1(7R*CH^NU&~#2p+FGpR?cQBVrx1;ORJ}5@O1rA5
zfda}SUZ3Ir?E0$8CSvScPKM@VyMcw^R?+ZkF-+q~XxvXZiU6h*v$b089@H7lDlM9X
zC&{4RW@5@$a2k^ug}BkX!`&Pid)3+D%$;C!VK0bBWkjk?tR^g#+;z%F{nP9BkpzzH
z@`^KIU1~A&A&!iRw%=ixCAp2pw^&Z^tf0umnrO23JMcT~BA>c_4ZVH2-wf5PPUP=o
zVrEo69+{YaQk8L}MUTa0X5<OTi5&X{cS*!y&=tFeWYMAl$lxSa@5hDE``pBw>J9#i
z@sfs&S0qm5umR{a`duk`j`M$~TUjn6C3PI$8HCY^C$U#c@xiuQ$R2z55jd~x01W*F
z)lYK*)G3(g@>Yq|S4WrvzRRIYLESIZUJ$>2<1m@(TuP`Crtx4jJu;~$G$W~gN!!O`
zcg#;ZLf<GdBX@{4bjNVki1O^M=Bf#3GDCb-TM52v_+_$jU&M_n$^G%asgzT(hu9lC
zqQSk!X-^9oi+fVDr03j16qpH#^+G6N{{iaRmXgh}6d4q&H*z{hCl6xEa2O<JfIrw|
z3{cst+=NPDMnyR><pEsle`eT#nJ7{oebyW)OkPNR8rvGNqH$Y2d=P!HTOjHzjs(vy
z=61&i%tMp8s<{5|LGb_j5ExBiV$>#9@QRC%>P0nYy?J_S`}RsFDUc9yH|nYBrm~ai
z9K1VHJw%KpgvVw6*Sx5@Jj3bt+|<NexgfPeWAM@M)o%Lb6Kni9P}XK%`b)>S&PB8Y
zKL0sIZF-(+a4K3fH-F+Q^s%D}*bCHcZz6B<7EFbS#F%Dk`VgbT&0?IKK|Bo$TYVC|
zeVQM5$D5m^V+i1=Vl2zmM14Z$h_Q_&S5wmjRC9A!u2y1CJR9jd?^qA}?5IX2I3>wH
z50!dcqJn&k#yB=yHyVlg6tW>g_vdFJcpPtslotVD(z_88edpzp&C@XjeOGy?d0e9*
zCg^;_maKwDDZLZ3Gk{UANf#gIBjGIj&W+!<4{w#r?3J)E!ar8yNnWajYTALeBWYn)
zCqe<I->v3EIi48Po@i2%v5gJe!g9j*0xDOeY}U##I~uk`L5>2S4^_!HR<|O+X~X#R
z@>+;L`hvBm$N1>`zNR8c_vb}gV}5sOtgQs;i2ay5#jibIaLx(@X+ftmw5q_KAcH7l
zgsgk|Vm+j%&mfal>^j}*?j_L~g|#)cCcozr%g8%;mAnYXJk!#-g{<vt_nXZ{e&$$$
zC=T8aA7{ro><5_|Y#w8xr4iev>!09B^p7lTn<qPj@m|S%{=F_RZ6BON-OkR0(V?kY
zDQxs0X3s5R38EcMO#kIY@%8Df@#~!)8CN#e&oh(}X2LiMew7URp|mA_R9z`kx~r=x
z^!8QKA7A`^0WC?AA2$tQZ!Ws?-_@0Tvo4;OL1ms7h%_8ve8$qrbof}Zv_9R;7d^Qb
zm=6vjF$IwQg_|@z_wWKeJ-reQM^u~~X{KI!`T4IK(V|NwIU&}xa!vy+S6)X84PCtj
z5@tx@M|vFwTih&XI=+V_jhX5!I`|ns)~=lwLK^DAA5(77sf9gK!)tq)_@X0!pH}+$
zYcvjfbQT$c|G3h*e_Cf*Z`!nZfR1yaJ3VTWRWFuC?Svqm=RsMtBjLZ)LcHB9yl~${
z?g6QP>3m2LASrn1WaFP9GH0A>r0UUdPS{=Ab6+bnr1avg1TM*)0+L|2F;M%k%0{zf
z!~F%httd>Suhqd1{RS0oFL|bfp4$-~IPlf=CqKVu@;h;i9}9BU3B0izNFQk<{*k;F
z!n<3qRXOsS1~k|N)hr0nKxt18i*uB}Z8x@tHeEJQH||;k;eb>F9^IaqT5ZxVyxig|
zoLwA<qu)Jwbzj61^wKc77?NmR)(pEji}LD(s-@N!OS38T;$+eKL`_u0H@4=q_5|nd
z{&^Z(RIL0wL+?3D&~zN~jpqp6*4QXQiynmvo2E5T8yLkGlZGEUxiGvr>vvsw%Fe|x
z?PzOJogFG;f=8k42hQOCApc<*JE`=iJE9&{Yp$<}H3FOHyIzVDOfY8__BlDdnz>k+
z7WZ+}0KfgTMQd#xgaevDNHCB{*7)|nbNR%(y#+G(E?8GFwgJ5x{xv$MxR$)$xx{zT
z+S$6+7a_OnvI8U&f~oJ~kfUuaW--LK{aZ>9K-|-t^lPd#ZVq!CsW7LlGpKun86&>#
z^3#d0TxiXO#<!*QMq2pQC-A8&Uzl?=FY}8|NlS<2-<(@e;u+@i&Ba{{A`K#V&Qsc!
z8QGhyBP6HBEe^^$9fk2vGmwng(KB637mT>AuR7o21--qf-}41jan5p98vl*p+0Xzx
z1O#$e7>Rg$(+QXY4<c3niTqqdd}fQ0c2#6ARHnAE|1p3$z0;DR@Kbq)QZ4{?_R}2;
zx(B+qpVa&DRNDOb_-KUo+d^srt8h>2N}2P6FZng7z`NI40%J=Si!91jWJfDJ<tcjg
zm-UxRg`Ek`n9SRWnhISZ77GM7^9KVb?-uK(Ye`N*i$AC3`m!}$9ZQb=^55bqoV>58
z(YkYQZz<8JW)9im*#DMycD9{Bu`KQE(v28oPs%qZAA-Fde13hK5UuA^QzNy09tDyE
zi+n<A5l)Y<w^ekEtg|za?vO))VE?XnYNuI+wV*{@<*D*GU!OSwRdNR<a%^_r`QL@4
z)P&9SbFFDg6s}$ku~hfqv_JcNY1;v3ySePkMwFVBZNyB%nTxo8nOG6)mn$a9j#Xf~
zz=8Ir4AHl0_i%W|i_XKJj69m2tT|pr+O!24mgRi+>^=4fT6NjCC3yL}g1<oz)G0El
zf2sq0_P#BsUjr&X9`=VE-Q0Y}DZJ=?O4t#SxPL#Ze|^&Zg~pxt^WWH$14B%_E6!X^
z!kzIMe*zRq;OeYzJu_?au%j(ViHHqauX3Xd%;N&$WGb4Q(`!nMKh<ddL{CSkvzXMN
z!Q+;R!~As%&_&+K3-4pV8RG-1XuO7J_rB10#Ns0LcJ#HDj0v{EnY^v3__KS0jsP3S
zI=(b-%%%z|O-UtW<}#UHcN_Ip&3kH<3?JkdrgAZE-9h`26i45*ft-E9!v=0^Ta_`|
z{uN16^1kjSFTf5wiYHtsW5cF>KGNxNm<APjE!X<DI4zEfnKGg#LcOZoJzc<%adqf3
zyN_Rlu94Yx?xg|qWQbAC$U)P@dFpEH)-WOdQcp<w$J&7>HxUr84`<hKf^kl2c-bK|
zva^cOtT&UvJmD0hxS}o^28yw1Ei2;^E`I(RnZ3cN*&sefYwoS@eQrRRYYwQTmf4Rh
zoQIdEa?|m&zRUCa_hl7kPH-pUcP&ViWAqmA&&Krh>c^UUwX;vK;6E}$g7OZ3VTVe&
z()7tB`;g%&?t2rb4#uvs9%jcEv20%)n+C82<*W+1W`@e{Kx!$=jRTSl@>(^GV|mhr
zN?@iijH01B*?}Bk3g^{(N~q8r<x2Ov;@?=U<mxQDV3vY{Xr!Kyh4~r+a!J7=GBCq`
z`>1^d0msG6NAN^X`P<~U?P+|Ztll!iVDGxACS_E>sXW&);Tulw&z;W9bwGp#)s<k+
zl!FqtHal64uuOgt^E$c*wzq?X`@g>M0b;CCj=y#*ZLS3JTu1;>O!1$ZK3DQNggwb|
zU*Kt_2qD{y<YY<EcK+W@jdIKv&W4FH;7W-<C#9s@ULg=A@H-gpoLtdlJs-A&m2Ps)
zzy-^DT9o+USdw@Y!o@D{b5#!2)3@reBrtMTX814-1#Or5VqBV<TpvpKa_svlvfcbV
zLjja#IP+j8*L(PYA3Q@o^*)q-#7jLVbM^FDVXP!AdIj(jA&j;l#J|1I$7U7j)O_at
zEStibG~jvvwMu!d*xlFMhe5cudJ4QtPf_Kd21t?n!N($Bul)0+&1y?#NE6#2_jdD<
z&qWXXf0U8x29U5anNdw#<QmgyoKcx4i#dy#?C`08k6eEn(7c{J-~2MGF^*AfH*5it
zVcWdiUO`m1(15g~K}S1;%Fn&RO37-2SlR*BH;~hz`=O@qLGdz~FK5Wn9VuKGQDeAg
zx0>8<HTWa+eor$eBz8r!DX$$kbc4CYetd4^W>Gtm7n}os=aDGo(ynRH#NpZ4`gvQP
zt$aGxES-Q6ERQ12z0?2Krgy^askYuCMpNrUm5BP<4`-Jzcz8-}+95*SK2)=Q5ol-0
zjn!A`Al%Ex_WYKj>Kc*vs!MpJHC}+UUW#<Pq0bY3+G76!GVB`$w5X8`IKDqMh3iY~
zFkLTqU*vzz9nDdKxO{o_YFO-4g!J)uv`MV|CPte&4L;?+Yff10_*2ApOLo(AfBRg_
z6TNpR__VITC+}ihTr~%B4;^gJXIYV_GsY8xW<IAs(1gfuucKyRWbnf*$$<omh@Vkl
zJ=n&5LCHigC)Zn4`oVfetSX_3#sb&uVQW^=<zsNk*hWtHcIK?YV`azTW;t%|uXowK
znu7rN>2|u!a;6$n<j|GYcPlaDVeb8BS#Fd;ezLhhB}39)9aMu3K!VScS-&{JICV4c
zql9QdMaIxXctfyfX91q6lPYJlPiO?!>s+qr%n&<Vn<k|G)M8ebHU4_$ig@gEh+fwv
zs+wk~TceQTINrF*0NktFq)*lsY)ac3G=X6Bz)-k}&>k(DbB<0!{?(qBAdbzWzv|+)
z=C<Yn%E+2pSASgn`s+g^ZB6|&Ph4mNYVObW>!+35mCTr?NxK5k5<%uNxZK&Eck&yt
zcm{C@V_DepOb}3;^Z=YW**x<^08^7<bbFrw+i)U|A0OFgG(Z1qvKXRC2SX?JZ)!1}
z{~4Xmb)W1*-}zc6_`-6co<cxs2bvpVC7OXQMpW9TPUxtiFhxot7kwCG?)f#>5(L4o
zC8bY%ItpE(DFR;nW5v?8DmHH_&J;Df(%ORgE-*=Ms=C}q8nF=8X>9vMX|;qJAn6Hl
zC-<>D4u99wa{OI7zQ3OG`Jcv_uKJaaX49PxA?{z6q(PdWrrF*mG$6F|wI`mx_MR0v
zYj-X@HP-C9MjcyFb-B~3x|4<l-yoHr<OCRv$5$BPJ8m`Msiu#=1bM8R$<}Klz6#<*
zx?y4XN?W8m>{eK(*^T&#t&VY-xTMW4wW)J1=AH$0(hLXKhtZjUDP3e4^xWktQV!TU
z*lijQy+b3W5djrSa^R=4O!Ci5pWR$RT7L5QA9{#)e~UJZy&~*nwqGJkk%B&p7$eET
zT-iPBgQ{4L+NEMf>9#ej%dd{O^fZ2+D^B}fFC=nvxMU=Hbs|OO4oN5Wjp^1|#=QpU
zz(mbt6Qi2m*W)F#FG`u*1SnH-ZH_Po8MCc-NLn?(OyHMAA5ee3Riu$Wij<9Jt`Y`m
zyf&)xc=Sj_HNTVTjX-ie3IhtpPx7(#cr>HOkvhHx1~KZ{)-tDsZa0<WroQV-ip->3
zm@@reNs33+^d(1mu$}R_g=TTAXcg3Goa<VhO*V1oJeEnW?GeP>RE^84h2*!($*{5<
zF>yPRR}9W81;L%D!Ep5d+uZ)|Hn!zu<%TdW^l2W1C86Hoyy-VmK99E?Rl{Vi(vPMC
zWgNhL?)~6~nqVvVE#oH_7I>`4)siw8=)VY;3u4dThx`+r7ps<Wu8J9O&<@)-8ly`7
z1Ar{X&J7-rh2lfpARYmj4@<N%Ea79BP=&KmwZ)$BWL#RT78EFIWnDBZnsP0}(+I4X
z3Xi!<?=!7a3U(Cf<?6AFkwNf?LzViSv1RefQ|^{3o)GXbqsEs$N)+jz-GVzG;^fDh
zI6}UY)N8V}>agG|jL`&FsA08Ea2$sN_n~-|N>-K#GsER3*(x1<6+CxPOM?l~Ow2eH
zDEUh7SBV4$&76&ivr<#f7rv1MRQ-_y;xgLQv<Sba_uoSa7P>6bx11d*9`<@CVq=P&
z)&FuBrg{a1lm6*E#Y0;O-l;fmGtFR%)1%C7_zvJdE;&hD*z<s~x94WNh3I?6GF_X>
z!0STI7~GQXti@;o3TRZhWg;pIC(}@zELP#B!P3K%s(S4$lU8ELC*hE?Nm`B63<V7K
z7{+L_^E11JiVfDy5em&+P#m!n?RNE0G|7&~^*1SmJN#Er4*SPXty!v`_}$~9)<nlQ
zd}RTgpfF<inj!C&z-jlgQ-(To?wb|#+M{DOHW==YzQ@&Isjph~L5u3VTUIKIyrR?i
z&{H?@FBqrt3Cys+WsFYC2BIP6idk*5K_#~aVu%pgP*Y2}35s#hi!~C;TE61;iz}d~
z`oJLbk?+8$g@ua1xp#RJx7hsEapNWSSIzIG4EmfBKzt`M(RNsNtgcpYa8lJ(K6-Ri
zU6$NCFOjo>G7SAra-PwEb6<dGaaKF%n*zgo<ka%Y=fC+J2MoQ`-$A5flqEvy(ASmI
zkzOx~e;SS5C4Ik|@+RbE2|^_bBn7a%13#&M$71F^VV&LEFp5|RP!iC{lJT6|br|y>
zD8qsb^+N$Ua!VW|<JY(#%zxKU!;**fG6YGBY+@w<+<yVzYZNwOS_Skc;e=4UvbL7)
z!Z)7f%c;#GcrJJ}x@Thp@}2!V`l4uT?;@lQzRoYY7aUq9j~9<=fR~HD0-j}g3wl-=
z3CQG{h`mmQ2R!Q?O`P?!Ju;DO%Oq}XwKTU=-!2@NFTE-{6i>D`l#@Ox7e$gZxa!bl
zEH^|h&W~2ol)t&~u++(tz#u^A?F(gH=)9SOPHt{;F7kQLB<zfQ=&kbSdw2W@Ro_8M
zj9Mb-dq|p8J<F|o{nUZNJKs6O{QQ)8nesO4Ei^GN9|oJ-7nL;TBP!IuBIxi8DeuF2
z&$q!tX1VQGZsO+rL0JiJ3Qy$oxsH6o9+$h^I3D4i*Jm#l<kBfSQtd@FDp1!uPLlbv
z?>G0X?!f*+^*E>cUI$jP27LqJksFRacaz1|dOccl<M8Q){M|qvs0sWq;k4W@SdNq~
z@TADMd@G`2Omi@bw~J|)2+k-652|+nC080r(|3E2tNJ@tY@QiZ<f@DNkDhoRO2^0t
zuZJ!FnyTFUo(?j5JZ(|reZ3<Itp3Li3^*IrboC6q>+nOlvA(O$C-FOGk>wc?;{plo
zO)4&*`9X#M7A-HeyX$MX)+wXa^8pi#Ia&7nt!DBbJu9AG$DS1`?kTZiBgl_a=Qq{l
ziwDe)63d$1UD?x4_QBm`PfR=KYsnz!!uzJ&37t0xf86<`63^00w7Xef4Mw~Q%@2AR
z6Jgn&KL%(9AE%?@_ahb*`ErBuLCqB<_<WDxc4u0{M9F*KT>tbw9i~mQ8Azs1lALO1
zXC9Hy24^Y|PX4xL!oO1MBJ4PSb=Z-A`!P@Ec_qEV7arNV^%k7?qN{zGvpwuNR<gn8
z3ZXwq888QYFc?;v?<&OO469{o8TC?Ds)@DSI{A(_i)94W#;rG?u^aPL^<j?Ls9+1m
zq?iw`b;Y{qYHo`?W>(?-llvbaFOR<GcBt^R)P4B9*_fD#y+Z;!=5<zA(b99q8(K@x
z`q9qDcZNd4Ze!X>hs-!r2-^n?q`uY%5&6QYD(lE+#kSWk$!Z`?o<+NdKk107oT*{1
zKCSvRupo_rv~_`~pgwKLEsBRdO0V&Iax(ze2~`2H*!*A$B!0Vd1$~Pl<D8#ZR$#C9
zc`!O@!gd7wQ~LBLKm<B0W6p9oNBU7-J(gbk%<|Ht!eT!`_Vw~<21%u&Z8*$kpq4Lo
zbzKdw(_UHB5E>LPh$$e>WG7@t^7W(9xy{N+@71(V+<@x1>JNFk)oiaz7b7>W>0DIe
z9WS~wUuvw+bQnU)*i7TFjSPsjO(1F5Ng9OcUyj{a0oz7%1KR~7{52K`s#Ey}*)V@(
zG!Xd1ox2Mq=uaSo^V3@z1awY{fP>k$bN3g<o9QiD`$`x&_tA!_j1qHeuR!fOx!R&m
zj2u&*n1{drrz%RYP@5ykW%4;{K1D6JtKWak`FP2jvkTz?n@))-I!Y=KX%iZbe1B9X
zd}=0{g8!*5ZQ=Pr_@$Rg>{#ad>_R1Tr~#N`H0_hTWkUG7NUQd>8E@wH>$%fRAd-{b
z_f9P$g1i0CXEwk13tDHQG3ml4o}uGZt$nZOOAUK{iA`5;(4&mnDy?6nkya)`y{bf@
z&b&XV($|w!tK>hx`+f!7)50!Z*@R}beDW`QMnYR%HT@pZ4Suvp{_VprZBnb$Jupp|
zY_hcJQ`npH;s@L{ec<%>)9HWI;jk|G$+EWg+<nokadb6d?eGoGHf0&Z)~ym}NdP>R
zI7f6%!!w~5Cp6|-h~|9j>A~2FK#7|l=R<b31n21?eFTxEnRXl%oclyzAMdg2_Q6yV
zCGE4lv55{vA=|ejZOak!LcW}p(u!w=)TyLP<umk&zE>1E?48VkbtorAetzbA)w7;9
zi!aM`FLz+HgVO0=^j4BIgC?GN3;Rr4b<d3Z>-2j=B&*TkV9J`}eb0efG?GaaKOw!`
zpWWY8Yh?A!Csl!(Vfg^W-`dpK6A2865T@q<O*Q{TOzLm=Dbq{Nr`yV5)^XZY#r*Kn
zV+q4cMVf|jwee%W9{x{Si@B~KW|*JGQPl0I8T6}J!oBnM7Q_*a=H|9GYlf1n&M?mb
z7^0R1f~5DvJW!a}TTBb}sFQi1#f~t38Apw=7VgRALX38~b0wnHY-@sI{gJPS<;ykQ
zmPU`U*@JSv#bF@iA8yh`$tGB5DAn!n(Z(m9q*9F+-*_$ri)b<BrUy|*%4K7Xr!8<D
zP-O>zz__wFQC1#zs#ISSFb%sChGMdouflHsnPR&4Gf!uJoc6J}l8ddY8Kf89_SlXl
zEf~`;e&W95Wf`XpZ|a&*kQf+X>|Z9xq8b=aOYWFV&x+YYEdMQJd68?8DHc?9oVO*3
zd_`$zrQw7cvW1lb)TAkHYQik|>o@$wlSQFq-4Mgxv;l6Ugyea0En!#&Q%l!9RPU15
z&7gUXaq+v&1x6@XKFtEJz>IqXA9uj0PgWYdm^NH(nQ3Yun)*pGmg%wd%W6d|y(`0&
zI2Daj%CPUbf!;MiJeRGxE9l}rX*<-VtFlyM+%s-p1bb|Vr0d~fzOd6;sV-CNs>{iV
z1^YHNrbuTcfrR@#LyE*>$r3cG<jhdbNMAZUoFc)*13l_<1GkH-3VG3P;teNi6Vz?<
zU4|D4T`K9Al1UW)KZa*+nB11L(-dq_Tk!siyz$bn>K`tyEo4_6L+>(EB`!(&6#mq|
z>doRXne=J8kl24%zUgL2F?(c3sA&WxU}}~9Ds93!*MV~!8?vI)G=a#A!O%9WPko&*
zVKf<DDv!g=rL}G2laSDHAP-5lMk!<GgR$N>eKk3WmE;_**RH$+z=z-W$@!b(phRwQ
z=B@ZC2R%IO4=jba>4l2BaC`7|&94cL36gAF?*i<LEmU118?Wmx8bgZBRZ?JXKhCzc
zeQnSMlZM2%FF$T6j0wv|MAWPsGTwuP(TzckG&uc2TP1ZznU~H`xu#mbkwDI_a(?U-
zv&Pm1sY_M<yZ3sCIN6%OjlN}}4Avhb;hxA)xi>0F+UO=^IW$ZMrbb_bGRt1do!A!F
zL`TLgJAQ_+PJOC4Ayz1giOB#QX6=5`Xh$umz?9&%E%v9&VW=fnOmZpakaq4_aUUdS
zF_MZ-$;A~V1v6CDJ@@z;tqc+;`x6TEo0-nic+LLQU#*UfL|%<0fH{K>V)0P+vq=uI
z%NbI1&U-CF2;$ZVMA)Ne4$qynmRk|dSmbyV^?M1U%4poK+xZVLR6EMJXdctl1nqn<
z{gw+#^k*G|n%sxO@Q^YqCNba+T0f9?ekzzT|F$YSP+4D1OXtt;;&?7|8XkI<^ft3_
z+2o8#D&n0^w3fC13HsK3(~02+0Z9BawR?q4Dpn=kb31o`Zp=-Yn=sOm7#5roxu)1l
z?uUC*V|ax#SqTg)@-DZH9t2WgGixdG?DWT0#~jC-40j!&=)!)>tWy+IGNd0|^mjaI
zUhDk_SgqBlP*?Jy8rbScUHZvrmZptOL+{qBd2(S;DvKlQE_U1G?w(~cKvXkZDXq7P
zc~`}3U;(FSb)j-RCnEIam{;6fKYV4k(JqN2A>-rbR5sR@wADo&5<cYPJGYvzXFnzt
zJSvo5K##FS<w!Lt#C!D;waZU+v=PSIE4hnvuvpQXI?81`*z{!A#?Z(wfOdPXm$NZ$
zHf9`iQ|=w${S{a;<e)JuK%~->lP*z7v_*1NWzL?cd9K+sivJkrKWYIL`lCrx1P}Tn
znl~AfHN~EtntJ<SOss@`iUUQxSa{zPhq|_VPu@v#o}Av#zjMFjzc<zp>c`z*>@r&p
zNXdVM8+uSoV<D#&D?B1n(A0h}KP(GzIWhkVP4@QXH&`szQukQ0mV7XRXTjcN*vFk4
z8KlkoYv5c?Im0Ij0npNVQIb5y)<j&bM$umH8FAS+Ho550l<m4KG;T^hk=ZBA`*+1y
z*|6fEDjp~LajUdEcd|2Mfdj_jH=mMWvHvF>>wh^B%P;Wgka81&8xKwCp_PFLP%d_U
zXmVTQD*L=A*Cu*}&DBMVl&Ba5m^#n;xXQg2{9+SkZq;oj`4Qg0dMfclSDJ|%<8vf;
zZ%n#ZMD^r=+TN}#cao|L>YTI+cYiOINb~Oxch!NO#sm;ePgTNUPqs<{i6;mx&Eo{b
z86UHC5RTI}D;}0B&D+QI5c|fQohxf*G*!{7`Og_!@r!fLgQC7Fwl<9^jB(G`;M!hc
z3j%IuG-g={;-!D1j0oF;K~KdP7ixoDqP}V@!sAiF2!O0>>LXf`_@s{p(HhG2q7^0)
z2;Gsys74x_m0Y1h^FgjVT@&T*jaFW&qCP4?LffP2X#HoGt_zY`1mkJ+zUZY&0+%u2
z2{Hk-st1;G7Ry3xuDf`cV3;h=;&<&I=7YjK$IuWNf77!3__tr;;W0P0BJF3E>j!Z@
z<|TEfgs?8QjF74i?W2Qkw3`H>Q1|j*UfJH>t7<RfdZf{|DT(`}&E>s4*_S8q1+>Ys
zzVU88p_H$Wy&|IXTc5f@gsufs?Y%I4V>Kt{8c$HCpGUw_+HAwnpl4k!*G&OCHdRjV
z+*jTqEY9c+55zFyHvGe#89x?05@H8-Hbpz)MAO4o6S?coGNl<tN3x$(SlUOm>coiE
zV%$lbVnAP1|4dd3qZcLOyAz)B<hWOqbjis(HUpr#d%dZ1jos0`zxkI_uQyA$#2M-|
zbGn8FqzHdWA#N!y*bUoUgFOY+o3QtvLf&Ov2TFRS%#|y}&hGrN-qaV(h2@WFi#bL0
z;>r5XzTQfPv!rHH!wjs8IQSPX1{_E8Ps<_^{jG%V?S%(Qb~cm<5yD8DXb;oDVB-zq
zy@GU3ApU2zGk<l~5DH2dlWYn#3mG<L%r?0i#U96J9=j5BX)b%yya_eG0*(7A#*o>A
zgp1u=@jjPyakJkq5!&&7T1vQ&oxr#!-Fe77mL;gA2WGnonK^yA>2$B1A^&b8|0ui{
z&6t)|CD*d`ecWu3+j@b~1<X`A@MT=qy1!o19u`#d=Ya{K^M@&-gcMqO{ksT#<IOSz
zzq72+XlqkSDGS(Nf~>UqUI_`mkTJk!__)(H`yr&t7U^B8D4Op65{6r70~mPe0sYr|
zQ!8dBo@>Vl`SpnHk}>Wr046J-%8Q}ptU|uh`*S7XS<nBozR0XQhs-(ngAkJA1WRof
z11e$`=&nsr`@vT3(9j{!ON>9QMl@Loo`Agjr7ucp-4UjpvLiKgCHb<!3;(@yW`{~z
zT#uK0N-EvuEpEA#)6ixOeGCPS^7B0E;2j$lXkqO0vZA>VO)ppwtGT7cAFlHF50GW6
za%J^4PAM?i74rpm>_m>!+;<*Y_$=$!(^2xxvvyyrP0ea;7Wdro^(vAzrkub$IvvAr
z;_c=6prmQ7{{Y155>Kkm={Q^6XTKCff=T{_y(28kV&;^P&*h1tInVsIiFwYO861GG
zj88N(KBn+9W}-4eXY~Qt9z)N774R6g<grFP&1k~tG{8HKU&)*9KjVcV>d&hh?3HWw
zD@QPo`R4`_t_}$P?*4K9Q}XO2{cxqthppoIF=FNJ%npCX%+rTZvwXV1W}4Bykqpae
z{2WZw%E1!OPcY7jj43@GS<2F}GW!iLpP%;!XGN%7H0LM#K)IX6&CIsKw~*F?ot)zP
zqy%+NZn&4niXubK@T=_AE50=z0fFpEg_KyoxhLCD{7mAaK%eg9*)d+`%=heaHq7z=
z0dn7jfI{h%8LjSST9d5b!z`9AUMxM04`XK3p8s5HQ|joBB)Z<3q1)8RMEVMQ!IWoB
znD>46I?4&KrVV78+_c$ewn`Oc7s<Mmvf}l6-ZjYboScsznYmt!_8K~x7wSk)bR3hz
z9VF%LTw_#O8a15b>GK)Czm$sF3t!;E{P#QQKu;Y&VN{l@528>Fl(4PX-4#m31`sW9
zNHYF#^DNA#{uViPA`|1}Sl-(TBE)1n0Y)5VYSc#lbDna43o*yW@}tes1U0frcRw#6
z>siQ@|3FL>gJnj&Xhe9iua7{8&hOaU{{e8%W`r*JVC;T*d5kuv4xp2-dX;SRM5VrG
z>!uar!Xjnj)J^xDZ!p0urAPs(@NMF^hM5yJRyo%jR(5Xu)nojd6h|an86$ywQY{Wr
zH<j*jm%jZnYd4S5mZD+uf|A+2S0M%WO?SePe@LPhd;7fb9GBoDipX5wzpvPze{{E3
z@^4>>NTb$xXZ`0Gv!#R#lE|FGJ#mK-eeUgK&GY-U(oGy)u2kUkP-*-0A|5m*)Iyug
zhj>&K(ecneh5e5?qM3-t@`oK93YycoqpW9DrExV8^l+eg8dN&`d}zvBz>n9!nMQD*
zG$g1&R*B|^2Moq}Fy+e0>}Y8gA-u#nejwXR&al+wA3&XgJ$e1=`ePsI80svVIU*ym
z@x~-R&7ho;q6=eSMNHoWJ3R}pCsnf$tl`#Vsu#gi^yEG$PkTdoS1fBS&*AZakdSm=
znw-#4LWl-4S|fxE4leW*wlq2bC4d3;LLkE5YySaOj5fAJ-$^(Ewugfmi`H(d|IJ_a
z2;ikz>ivk;#u(o^D}3*z0#YWwkl+ma6?9lh8AyORK`-}Bxy2u<h_P(kzsP@4h@1Fz
zy9<+4qN+S8$s#81$>LDnDzMejJ);<X#Lt8xT0Td*m6x=U=L{tcGP@j)S~s>?%1rFp
zL*)ya{SmF*Y3so-^b|U5`2cizd8=sAC3T{*D4xJAgyvm&gaXvM{evT^5d6@4?Tg(_
zmej_`?4lPq6CR9Y%CUj%ZVFRv!wRsLZzR5UZ9R5$`jkD@E=2J1v>d5rA5NRYl=<Qj
zr=p1A23ImYRlD{Ma>08)eE`PX8r4|V2Px}gMNbdguEC#h({l%!qfg$TnzVH!4g%5k
z311m6W@vn&+T+v3v!0Z%$;Bb|tB7W?rz0#(rt5Rt%y$Av(TXGM-Kq+1hO+gt23!Ll
zsgvTEpv`v{PDiBHK1Yuvi<K;x{fc{eW}LhTp~0_+SSmstjrr&0JZVLVpSx{scWe-I
zE)HK{8uJk35RSH4KbVxAd3;YiqGTHx)qv%qm$XLM@0ODWI3nw=9BPf~4Mfw#U+4Vw
z?5`=Skks6I1-oJ>!*YZ_lT_+2)+JFxt~SaD2lmP4s-Jiym@U@X98C^Be)8DAPW@A9
z6C-*?{cRo#6#JHO1l3z@MgRQ>&hjx4EXJ)+Y)wQK-&H}J#EpfgjxW#@xu=NVv9*zn
z*s)DRyv8@5h31aJOd1DySovnhuO+91&Icr({J2_P7)B=$<fem2Ys}Lt|I&3362GVP
zQh{8KS)+B0$y-&2{?od5!^n1;g8th>JrQMiGUF@xS8+iK9)ED^>EEF5_M`h)ehLpi
zW&Zul)t;HV6R%HvI2+0|%ocNRav|EVFea9(*!ym5`{v@pP<hH_CMh<U+#K^7$&_EC
zAt0l%M!ZkW2PaK^E$bh5W~4F)^wV*6Xu*WoKSULktCe|b93~+_mCTp-nm8qYs=ZSE
z*a)j4;vFb6XbvSM{(M>^_@?SOq@82%OKn^{q+tAPAwld?B%s1`_Cw-yOy=5km7~U5
z94on;Va_3E$Kiv?IbCZqo6e8>tKQiD)73P)R59*R^7kMUhnNIfnz@d(-MVAe1mz}L
zk9eDp0|8#BL@Dl;k#hoDif&1Z3mHZn$1qb#PLxIf1K&lx1jQkSx9U~z)!O*giYNL^
zc&I_7p=f(sd+RGHwe4vmk#GHk37s@;JCQcVw8I<9gq|an{$qXMhpcr}b{1ImaeiNl
z_=O85JaB?adt7Y0pv*jV3(3<-gSPz#<WtI^`U>okEyQIU7rXt8N@Y=vDI}lh!N&-n
zN-o6oxo%OX_0h)Sgh|En)Ttu%kF&Ln^Cu*L4}NaVy6(VFuS{?)UU+;wpEKP0qE%4A
z9q8pGAEE*k3pk%!toeaI(u(v*)mwQz%(<A@VDzT@&XrZjm<6pVHvYbJ`_F^1S5!#&
zW84Ik*5HCkAuPg8IzWMD;sncZr|Y$&tn2u<&*E8V<HxJUsRE&KH^n(eYL=`q1!$HS
z2L-P|BsRt@-KL2ao8kqem+#>KbHqR7V!6Caz5}_!5?TQs0OKtEcg+;zno#lB7$@lY
zNAMGmH644x(e+&w-&UkYySnVag((|*ZjgzY&2J=I=F)DxigU;IZ`O>z<2ce^hDsBi
zlf`)3l;Eu%lAO;)R*Z)#!p-@Hxy<9Gs5&*W4YyFeg{&R-<rU;g)+d5j(TMtaI*AH&
z-&miE13al3YKr|1VKHq4Fht<AxqvQBJRL`4#qI?#NR#?Z<$jIHYn90id`O~)I4UAv
z`Ke#UD{-qaXgF`RqD~D1JjzYpJmaSJr1!ILzsu9<@(bV}dObCHQq<xQ62BcIGE;Ya
z-<f&~x<!6zd&7sK5m6fy+YU77k(AVkA*B^~e4<h+4~<{_e8G?c<WFr8G+>f82NJ&>
zHEL(pD#?ftNp6vRTc|N6(-N!j?Tc1)3C!LfrltTi(bgpLQ1?>_rolvn8jb7;niz!~
zCTn;8wNxfAJN#W9-5mJ~0||ukL@tE-eN*>I%A-kz5tFc$>)j`^M2j^8eEcL&ia)qd
z&Y~UtHqw}0Ehf7QOV(B!>?0#|%2gO9IQywO$f`W+zx#m}6peRN{W;U%Q-u~P*r?Q+
z`X9@m%+k8li^Q!Q#)?`lY`c$c`uC7{pub@%IdQ1*$5wJ`od!}wTryQKGWC?9nq4`1
zC%s<VyOsA6*tox3e~bORgX=KhGc#`Io1A-7{lPC{c)V)qJ@LUBl)FB9T|VK(ork$K
zG&>rb1QTBs(82VPu%r|-sJz1-hOU6rvQ;jjCjJq&+!8&R+K1F~7uaY)pp|E%Mbqyl
z6no9D(%22ZqUB`L3Zc)oU*y8F2riq%qE(9EQZgsf=mH>ixPT4PMu0JEQO4Gn99g9X
zLX*DCpA39aN<{_SYeo{@oS|76f#s=zYM!Ty{|{;Df0wL;g~3rjMjQmdxcORxmSsiV
zln*htC-{T;ymW45Y?UbvdBdyzrUcgo<SB7mv!uqF6C>;6_MOM3-!}0F1ak9A$-7WL
ze9Z<55#7&f^-<SidtD^?joUi)rH2vgDb8PiBZDT-qsF=A<#spSO#vL6XC8I~l$y)P
ztxfGPhWE9QV!2@KOz>mq<(w5A1vMJ;DW94YKEH`)X7>e7AzMPlwm2b}lcWB7gT6Js
zWrLRq)gd#$)yWSc6#rNn&E0v$ey^vmI$o*VsmhiIh#6$#l*{&_CwgzSX*-SP0U^Ar
z#Dw|PQ2vSpr}`&rTvf4W96{qMbag?gnMfK(ktr0C=d{q3MZD@UK-Fd<GiEGgZr;Rl
zlg3FCBY5X1=*i8ZG}p|wq=P*2CoqcipDEQiJ;CMq0M26d5B4rft$t?<2tWbzZqy`5
zSj%=64|G!5nW@EMg8}ssGAN#-+4+X$zwA7(^Ie9m5*gzAcrosD4`!>v$dwyr&<#`j
zK%K|lXxf&m(yJ)q!byhgAwvE-3a_<siM_f16#rZ}K!IOV+iU-Pc+Kd4MI2et$G>KJ
zwJYHQCE1Nn3!m$ZW|%Gx1S39D;tzhzG*dx6M`ef3ndz-@(wFJ5N#X$l-xDUi6_BtS
zx!>xaUv-%+6W8&CBl`mCI>BDg)mbRxt8|)@Ec73kC*Tcbw3@z7)-~$2>dob{`~LNx
zYmTkgG00wU|5Nj05YtED6zJVPEoj-%+#=7{$q}>84}<H6$Q85?uL>b%-1KuR{0%dX
zmxZ1J2!);%2NEltl<+%vb50OVw^&K!bVxd1+Ys`CYaef@K)$0G_ht`<92-wnQ(glu
z6OsDAe&6-nP+DMK)#b|8R%ul&i2D9u4sq)g7G(RYiNU{DTy>hKnd7|c%q`05JOxyz
zd!ARn(_|yqdlf<*xY45D(QcYO*i~v^#Ihz=d>Z|hL6=Y1P4OVa3Kxu3@Mj_m7@>4J
ze{tO7k_@O%vChl-$G!#{H#$);&9D9k5E_)*!3lk5+0nf6@>A^BEA_6l{14Km0`aw3
zaYbLx%?hQ<Iv9h>kDm(&VMq^>4@Czmvp&5M`k|j4{J{~vfz_K<qxMNBk^-QNSmjv1
z+NB5#mF9}N!cOxXzSda!yPzLc!@L<~fxEsBE4pHr1Up7yThgK}VG8|DE6b_$L|3rk
zo=_uKvm%#Ar``Nvvz|Qg=&NZJo&*nI)>DMg4Ex3T#+lH>*OyXPA;V)HV=Jko0}WSw
zG(n<->AG$4x*@&}pu*85o_t7G(hoJYS<5+Eq@FA2!$`MZ-&t2+Kf*ps#XOWXTF~O9
zUSC8_SPyPg^Vg*`R6M<nvDi1yMWqwneV}Ig(yMUwFej?`AiqJd^CuyZMm&)V2@tf5
zanA}vS={tD^b6KDbx<w7E|=ofkanZJ&wvXcBIIk;maBPicYLrEwBmCZG2^$y`-Nb#
z;ZwKNARL)Br6KpQ_u8)Ygh3l`h!@yL3c%ye6N7VdIhba-_1;(o3j^X?5QOM<Qw4$F
zv?M3f@I0N$RmtzR?OM@K545Ticy9QD30<Ir&>r9A-)4s1bbo+$+)$c{k2?98aBhj5
zcRM!!Oie4BqSG|CCTKcPh|fRGt#J<HDl#v<^lz&+_w;-Mk|2eW7NU!)z-W*AsN-rj
z#%02mlkW>>my?+`6ZGLVFwa=bt-<dYzvp~acCB^VMJ(_RxSFSYkG}$c9F5>$!k4Un
zz_vdsUpSPs>GP8%@?UIu(?|8n#g>u1200Ly0y~W43m1itVKQ9P%AW`s^(oOPJw2}3
z|2B70OzMykL(f|Uerh1)XG@%y_z(72C)?Zo(^BtQEk$5r2#aVb1kX*nKOgxN(MpqM
z67>eraTDkWars2z7W(Q&gj-yQhMd27{Gxz8q7(P@ubOr7;L}-*$_FJc7IHgvncweS
zSk+uvX~xa$rB5%Rp-VfS6+5JjJy*K`El+tKlJ06~WeJbOZ7qj&zNwY_Ive%(@I`T=
zwAq!z|A)4>e2eOR-*5+pZV-^J8KjXChHe<T8<Z|-lx_q8Vdzfj?hYknhHj9~0i-1a
z0pYXfyI<~?`#63t)_<^$wVwNauIoJi1_Yus6Ic|AJ>O}+2G3WA2^Myi%=$4hov2yT
z%-|xGQdRVBM@DixIf=)<l{J>^(-9B$HtZ6|?)847`5>GChz)9|jp4-xkU;<ec&EMZ
z>j{BF*I?5Um5>Qvb{P>H01-r^D0uedEq}LKm#Nc6skM?OG4(+=hkVtvX;3$T5lM~U
zNKFzH?Ve$)j%aS=^ivf98Z(@T_`A*A=UC0lLwAcUCLqS;B$O2Cq(&YT^y8aAFYKWE
z4dh(&j+DbbVFja-#_I<qc2{l7cjkG{!jD7(#D|99Xp?<Kxk(bj#?(dc9Ow=i6p9xw
z_T$Idc6joU$~vxPG7I!NoX@3dT{vk&hS5}|TreY!$V@anH@r|*BV$v=h6^Jq8SAGa
zl6_r+wXf@*!bX=q8dazH33IN$C5$}N{UOn>M$)Bw$ld$lpy;K*h+Oo9vsX1=Z^54s
zg=X32UtLJ|Wu=RyuMzyDPHs@N03s=OE0uCEyzT4z4+>1;#OZ2i@X$ih@>Mf_dqrJ+
zVOq$E!c}j>D@}?Rg7~73=hCK*`RN7XcE(8eOeTWxtsLG|Lbds~<J9ai#ZqzlNZ?a|
zfnAp$jZr(0Fi8anxg|e&FOs27VTp~A@k?yM^<^p~N}|i6Fq#l?qz_$c7ue5kkM}wq
zqVp}Dw&iBaHc!G)XY5tJIrtw>W2EB?YZA$J0dBRtEvcv_E*pU1Aa!>AMVFawkKHC}
zXAW`wo>l8n2GdaUew{BIEXiS&80Zmdx?OpX^pW-YQLy>b1Dt{ve@I=24+VVo6-6!R
zutG<_^3c_jB=RNhNcKD_Ix3R~B4f~n30NXDpa0pMSm+-u4|;cD42nmQa4F#)O1%~H
zo$k{h(R;y`A?NzE#zj&W?|FZ1P)}*~!OxB}l11dXO;mvPqtT`j1VCEY@biIYW+K8a
zX}z6Z7DvQ2mG<*e#qwJ|*czXgh?LkzNwEbIxw%yEutDBsp9juJ)oT|1K`-ym&u9Z>
zZYAGkLDBl2JmUhr2()$E+lnpOX2^uDoBXRq$yi{4BnMOeZqir}MV3tz$ems(G+*ZI
zP`wB4!>fke?-P60ziI5w0KuFn?a-z!uL%f{0lUQtR>HU1pdE^AKG6%qlBl}b?D?_H
z&-QzTA^!mmbK*AbO-LF2W1-v$Yy^R}dMnNv2y<MP@C8imEs^ubIM|$37iwU(31`@g
zlKjrVsa&99HtJDL-v~%hR?RzAp(5sTbgk}O^}sg&aPjj*;}{+}`Gap5v`>|>Jl3Ox
zHsraLs`16=lr3%a`(I@cJ^x?S&g4tbJEx?M^V_7Ns*!1Lqd`H_FcwdbQm^&svx49R
zaWoCPc6-<FUDoCN10cwshsELkD2wP(gJ*jmDhSoyPwBaq7Lh6XGSbfw^XJoGWz`g$
zLy5VuiK}$f4l$0nUGVHo!R(mOhnk{AC~B<!*5#ZhLb>ziu4)rkM+umo+&N^+M<0Vy
zTCE;PZ`5>}Gk7Dkr9lt+9lHJ;)Vf~3d~n24FD?*5JU|^9EY1n3T{;^}INCv##h9<1
zd6(T7`QX2A+XjD8D_#4j0u|Bp+u&`nZK7{~2#>iWU`YxG5==~%q^qe{nBR(3IQ^5K
z7ESoB&Z&&1FD-qlMRY(1cGh3{!d`=ZUe$1GTczbAFbd!O#?XVl0OQideX|_0-J^O{
zR#UX{i}F{!tYsnlxy<%Q;LrL{ybjjZxXa=U_WuCF-U~Joix6ajU5Y3LKBj9ILl#0c
zW%kE}e(M2!PegcO9#L_Q&y2h7`qZVutW97v;4}3$>?Y%?RcDxvSv~H@XU&SAmD>(|
z++_C?${QGzD^n^LDZ$ko#<H|3Eah0L)i>BPp@Iens?1LI@5_nin&bzLJ;XyOtie9G
zC}9p)2e02=LB)Ky_Da&11G4oFDmviFpR$)PguYpki6L>(MD>26C-NPe=FEO2W1@vm
z?q3%KOLLYGXpHcOS*V3vX_ow4UZ}mt#=nY8m-%ZTin209ak)GykJH(vkMc~v(>c@p
ziEn1DW@cQzKG{ejmND*7*mp53Ptmx=1zjU3^eB)=)A0WyH&CKv>(Y20QeLcLVwLHT
z@pWVn9r{i^fF{$Hvhz-5jspb7nA*nPw3%_ZuAY_eevu}7jlp!KBKi4ijp1eC8`Wk?
z*^Ce`@uc9VW1;IZlYMh?`=gF%#>2i>^<$<ij)c8VT%$}zbiA9WU4*1_rEy8S#mXka
zlL^Up_8;K5LUNu;2ad8s`&Ry|?zMZK(y>L!yo@>++IS+2UJ1K<y7;K3sP-oJfQbXD
z6CM*PiaWF}7~acarIMKkJ=$pWKoRu(iSSC!ktTPSaOQOZ$Qv><@`C+vF=Yo9ckU~K
z^LK9tYy3Tno;Kxqv8a42*2i-dEz$O{S*mMcHZstAuK*oU@F}Ex5n=H%nIiUaoxz!0
zo*6)ZYWk~oun0Jn%X!(lP^=}E8MUsmqWu=^XX~KIeS42$bzWe&G}WpLC#SAq6}P8V
zw`$~xn5u=vdKd)wmUS2kpwW<NLf`4=J~Kb1@E}|E!n9O-2o!hx$139qJ5T*k%-1+d
z9|QPiXN`bRlN@?Hh<${fIA|`>Eb_>@t>Pt~q?WUaEEzdla(@}{{nxjGBg4XW%y%EL
zzt^dS99hWPaA#4E{*pWfGfK^gPI2xR!|5l!Bq@<U&{TULk_9`xDYnrvj6GMCVAuQQ
zEYXnsJhPjkQ90o2xs<`*nNB5o`}G{xgtUsbIh4jk&uJQTq9OaZ@$Ju>9}xzI7x8op
zb<uYud{@-ChY_4YkDtgSos3_nNjj0lZxbA@X7NOyAH*u*h)OMxU}ROX-Y07+Ig#T(
zmo@~%5D+ZHhsbzOtHu)?E~PF*HGTGkzKnua^Rl+4=W^pk-lj$4=OMMRO-0eeRCdE-
z&opIIBQ>xKy;UomCIS4>OQ1Pa_PT?_1ADHd$_8acO2Q=9kzpA4{|c7+B5z^;0a89!
z{0CU(lzyV+@p}T0>nQ&JdbFGpCDjNjMc;VQWe34AU>XK7oJEjPwws!m3f~DF?4tTO
zM|cTqI`|VVmd6I6?5NA#!$Ql*RD>h~;33HodA|3iWqs6z8N${z%y}sO616N><pYaK
z5+BK0W&9GHCJzg8MsNLG^h<EF&a}Ez&ODMUcxEX4LO+S@Q$aqa$)-j(iZlb_Id$Gu
zqdq|Q=qEVz2U3@9o3^0#qt1z@-Z(p-JZewH_R8e*5Uok*Pcx2dGOWfnq~JNx(Wymx
zXX#!ARVZzD;KI*W0*wlJP1<JkEvp%uLN8waO3upw)$!wcN1c;5&^j@PBf0lQ4)b0l
zI%_A7f7?}0=b14m>r&XfM8~&u(e+RgmFl{!R<n?|`-(9avxpu!cG<dzRaBs@N``eg
z3PCj`?ufwgEiT)Dx(<4TbGg^)J2$z)tT;Wl2O=&x(ch#h+k53)YO<~V7o=%~aYO!W
zK#E+iK@~Nk^q+r~Riiy0k2Zq(^{Xvyy4cp}JyFT)?|w(6iMqch^O6SK?nHK|Bi)RD
z`cD0bx&05&4A>4p-ca-)j~c+LDdrPCxe5lU`@aa{O9>v%MK6Y5<-72lPPBLHiC3DW
zm(tTmzr?sf^9OZkcGWZ!D!hynZVRiaMqCp?SdrRd1zB%5G*spc6GyU>%2T`8Eb6+b
z&S6rr1ClCq><@X1S;*cT$n<h?j4Jg$BWE7FxKYIxWWOg+UyGoF!6Q{W@h<TS$7{Hl
zG1Lii5A%0hBq+2K&;sYAs-}od7@(v_;rDv<GSXVPe~R##+k}VImqtw9d9@(jz@Oq#
z3;V4aU6DeToj;03{HIFzd7TI9hn@FfrzM+7!G+Vf`{w4VywoZV5=~StN&Hu^J=oAv
z3gjx8J3t=8)=zIjosq|%3He*i0eC5dMnB{<NxpV*fHzW$@StU(8Wf?Y>R7Dmx%t(L
z@ceLGpGj8JzANSuABN>OMNUUlUZ-?7F-zIf5wAik5gB0De&`Z(ca$L=#VJ)j@m(_O
z6{Y<<5!%Ay5)#N;Wl5DHwC7pOJcRN*`4;wTj$H0p!PoX|2ckE-Ew3Bu&TdW&eu4^~
zk9XgAJBKO7tVryKCerCY%$ZwEx^#4J^fhEQl{YJc>*piJjH;y4E?*VDdDW^RB`FQn
z0Y}*21i`)zNIvd{ml`eHoE|N$`rgJl%?|gn=8Tw+bP;BN{@x$m8{|JkY_6^@JN+Ig
zn`V0L@f$gU7iQ8j+j)DY<J5eVlhJ(lU|05|gYRt1n>!rjI)phQ`EYrri*RYEe5-QX
z`6sr3^~#DYPY^`VblSNGL*bwK#>=;kzwSn;G;pV>y4SxOS6WrxL{+}C=&RRBO>@UL
zRDbHGC=VfSYochGT@K^_-1e8H+#b{On&s=lm9w+=9=UY@wfu<e@Vo#$`{+S;HjO}?
zzRc+>JuhYVD`bZBunZY%-DI!u?=LqdrZ(WKGk0NaW5$iUwYj|i0ILcX%}?pss!tgd
zq3duUUDF}$_1YWk!t#+j)2yy822bGwMN9m4?1!X4pF=wRXT_-R$+&sp70;K+WeleK
zBkPBZq2HwOWTb=^q!wLzhUB!V_j$|BGVwe*r9XHs*o664Uv0iqb`Y97I^*7MegB?{
zAg0Ijap`#I@}T(rd;b#0orUvH4`19(@D5DKIqsp)6n9m5$_La54?MM`St*RKIq0Hf
z&_<+tC2otbrU}2@wxw!rkpnccN(MpO1WHB!{@qD<>Le4iL}jX5uZC@jom*CRv2kxB
zlcYacdK;#2q}akVpe-_L8xfss^#Ut{Z1mWWGadLFtj|F0cK>p_z#uM8Zod<<y^M1W
zfI`bkDq(+XR`0uC?fbq}X|4mSeI)2xevflijcth^d|D)YywN{JyI#FW0ZfA}gAT)w
z^tyWO^GkYLId~U4)=>ut4>h`=>8NcY>}#(#_uqCOHg=<598@J;_^x^$BuN=eg=Pj=
z%FQm<WJTw#bVxgTiF_L+;=|Iqz?GZ^(sRo9VO)jUg~^zGrUnWyc-01?Ehg^7<$!#u
zaJs)oF{ZP;VZ%sF)~B;me)rtwfB1u#WWd#iA>S^TyMyTS#Qis2EhD}4!tuFk{+=cQ
zA7$#je5*eVq*aOuIs$RbXa>2`{D`hU2hHHZ)27-$ix}_-Hr=ySx@<j8dKfoMNtt?d
z@4FknR+RoLbG}sOq4SL?sC1c+teJxUA4b70XHhz9e~FSVXur71VM9}OhZnTgn&BN-
zkaTbx_GwOa4nBLvb-;i|n54u%QV#!Asn@MAz?=6P0zvF+WY>*T)+)Gvlcy%2w!zcV
zlD`q^@NSKVTH1NG!sEPWyu4321prY~l-ht1mvhF~&JjH0ukMo0LD70+m+(+L-dj#&
zqc^fe7zC(tjHU{RJXz5D573IiAG2rz579W~tB@Kjr3~CL!G}k|$s<RpfcJ}vZ5j9t
z9N|vTXF9q_r5?QPEPu3qp1Tg)2uc4ZXA0CXoelB?Io&sNX?iW$S(BcNj@!^iDNNIf
zsl7V1)9F--q++O8%9ZP3q_bi+N+0zNVz(xyyK*K4yx^2kV+Mai?)#&FGJ5LplUkd4
z3Ki<LL{*n!$1$aKq%FGN-A##%-C7kWn%@<_MaoMx^m9PveEaXRrmKGwk*R<F_2_3@
zVxzxdm2v4I!=^%DrTCp8S3%sg5>3yfPfmTYnmaab@e-q6+IF$nY*Oi3roG(DX!@a8
z^9AAutu#szi-So`Hdq=xDi49)<`Wl(>p@*CO$}U1Bde%Hyh8Pa5}N2<+^-LHA_Ved
zG0K}5+lf;xXDnA`x-wJJF-h2cF5u>;{1P3S5n3K*H>f1`eB4w#*<!k(?<{FXb_1@=
zJpi;L%P9#s(ktX=GH#Zu+DK+R`B_mXOC~vSHMyVAaP`R$uC-L?HA(LEmG+(Q-ITIB
zlB;x7sFfu`xIoFZsUmAlE;Y>Q4s<$80U-$3PF?W18<rAXvTW*gS=ytOwHt9E5k0%9
zbVv_}@#JMpTT=y#(-_TIsLUy+1&wvCeR?Mdl6w9_o+1HfAF>PIN`p(kHq8JNc*1cJ
zq}$I7dkuYZnU210q?w}HrF7wcJ+;b<jE%>I?})@w=;DLLK1lX)_UgrwqOyxB_aib&
zl7dU+DF^JCqh#4S<mvVhddZ$e$KnZR1sQ&9&ujj|!Ott`*W4DG(V}ER{7m;oOzq0$
zD%*2R>%UA``d4d#UZD>+wMqA5&80nnO`m`3J|k6&3$?jc>-AdcT#e=gA6RmN2Y-OZ
zuYsymF;gZp4&VZ<eIu4}GtTa_v}?Nf<&oz*sqEVOq7)SxixZX_fQcF1!{fpzD54HD
zQXk1_ARqsSJ}@*2ojFI8;aFMxmPjBUmwviUa}v}-8!Lj734jVF!?5YAg&gd3kB2+x
zyyFA+zHywM-RkyJ`ZL-u(R&{UJ6a4rp&8vlkDDn6Km@3YrR1?EGc=sA3E!@FFF7$Z
zr0YS?I_Z9nA_^_WYN3%+DUe~2Zr>J*9f>irw&Js+Zxhd0r%kqIuGA!PK3he_V6H0V
zR^l-gN@F{#%!LWf^M8M*6KNOheUTF<8D)@T=Zb)=j7oL>t2XT5k50p2e=`061WAMl
zg}XudvF0$Afvm}04F3T>%NvwAR-`(5HJ)QOUAz9{Tr2KJGGEWzP&$q>1^#)!8*l4M
zp-mJgE#%Ndd&?Ib(yFpdiOj@2vrVC2OGdDYVsEh><&?OC?e_@kkb4J!2(7+%FqK?s
z5E*jYmSKb6V1kSACPvT00ErfF)AbzkC#_+o@*WmB&e2)whLHB7+oL)`vB4rBZw>CB
z)gAJlrL{~uT-v``N1U$>?7-2JM1c!*^PqOSwv3&8c`o|#DOm(HL%Nf>dJd*VO(s6b
zqk5xLBAAn{`5LtqWvRR`jJzUUurA5ZuG_Py#E2=)&`SpuVU>3mPAOa^mt=p_rMNQQ
z!&tmwC62>%)c=NI`+Sym^;Z&r8ZCcTUzwHaeECFR{QVL#m{{Sxlx&&AZ1m+*|LRrf
z%kO^|yK0f7GPxk2_*g;U^?XAe*9OrrWXxKAf6zofxs!poUD`B*ws31iK?i;=g8q&R
zHniZa<w&W#MG)7BZm<z8`ao03Q^0}t5&CZ;t$$QhQmc{NIV?>J$e~?XZuqqK;+nDO
zl(V=ZojWd`2#dc1GVT7{XWp(2-uVyUQ^c5!OLsRV=35RYO&G#Oa1)(+!o25`r#MYJ
zBQbgQQqKUu!GC!~{;1G0&pA4LqDMbWzmm<Ruz^BCyKcC&ks6U@=EY78EJtY|)k$Qj
zIhAF@LcT5J`f{*ZkDWP5q*U8TG#bE{fD3<WZ$P$Tc_e>PZ^%36?o@o}KFlB~^Q|ud
zNua)CcpV6z3N7}P#n$VY%cWG)h#Bfzd7`6iug@1Ym(>LxDVQ#2OxsLT^A~#lEYP=@
zUeiP9N}R<UD^t7u{{af&#jfj>rDh*htURXFEp16U2X1Ol><0i{K*)64yX1dgM44QY
z{zZfG7FDeAWE5Az&_<{C^>`M?q9<Qi+$Zm=g`Bo~U~%>g$6_<3h&Tv6MmgE22pBV=
zCGZ;secz;4VMr(Y`vn$bH-lx66ud+QcYg0gv(bw*M^*jW1TItj<zJ!iRrHanZ>lND
z{=rI_llS$c*;btzE9AFUmaJCkXv-q#PiOK7uBKYvX&mBNqi|z4RWq^Y_KJjw!P2;T
zB4@r*v6Tl4=ClOUy{EHg@r-|#JjVAR=;!MPduw(6a3hyezN&nOPrDAHZf6VAUkr-q
zKfFdYB42{}Pi7VreV}6-JqvxwYCckm>){KQdS|v*S?vO1G|4Nb^W)nB43fi&7`ZwN
zd51;SD_;z21xr`3<L6Y3eCaug{;dp*+*C}|QW(eEmli1qFazk&M#~kuMMW(4gPk4A
zu1c5^dkN+0uIUQ;ywx<YK0}A5HpOU^rTO>btROb`^GLn@8V2?)o!Gk)3C|M+u-idi
zyhMiiN9uB3KG`BUw9!(8P#0~_%+UL|<gZ0R%Ow)?rPQwd2f3ru<OG@vJ|%QIt4TP@
z=((C~9Eqx~ulS1NIQ~b${=cJNt72)eN-<{x?#k1b1t!>m5#Gb5Mo#ouh27Ge^~UV0
zsH+UhNM3+>gpyalPj!)|X-NZwIZFu$>tv|}o3<w>Wgo9oVowNePH>oN`lc#pSw;YL
zj<0Z|#d%v1=Ug>1rKEMFB#TDwdjhpd%OiN2U0xiHhMs+Kl_(%`uCg=+U=dT-ybz~u
z|2<#?u&(35wbnG~ZPnI%dBC=Ct&yKB2XDHn06)wD^v18r_e4(?v}-MpS?v8sIWF?n
z7{X7b(!V1&Gq(9?DKwS05OpdpIC<*J;{Kqed<c(^b*wBsJa8tnTdJ6gF9D=6vF82v
zQGcY4ECcO&fDKd_dZaVp_KTu|O53wwv(2g`ohdy<U>rvEXUe}i&SxR>{V%=l6w#Ou
z>i{aLIOp=+ru2W_Il8Akv5!BlS99)3;{Uw)VqZnv7F&;k<Hu&5V^mU{KI6}^MeAhQ
zbdZYDB9DvWQ`fiie4gG<1@TxNv`FW?n9!w&c`Wr(x$XbQwc7eV@I4pL<=XmsGtSCO
zY~W+H=ko6#kH{t3<BzhA@52Cb9DiP2XY!qWB4U-wK52vQb?8khn5lWwd5%iJZH1FD
zlM?zVHjh0A|BU+%px2f9;?(op{7?*UhnpyGdS44`iA(E2&GeKzVXs?cn!0PbIz2?W
z|I&M|U~Ascu+%lSX4{ZD&5hIlum=b?5t4ZqEKkix9S1D7s^x#S%daKSQFXJ*02S>?
zgb@Q9v;tgOcHi+@$aBvnH4Tqi!Eo6w?Qd^S3^Yn-Sp0o`aenjrj@vjM|MSjZBG$Vp
zvKuw^QTAE1(YGuW@Qn#RoCYw4M79~_tqBU6J8M#yYo3IajP|b*X;E|gNec$ETLB{&
zm68n|F;alE^f5)B%tHeKL4BAIK@Fy<c-hXxGqQ;6U&fWx$A3}yjvX1&jK&y|!a#9<
zU7q27aixEI*22;;t~<(mnlM@=6Xc`$Y%cbr!n`=8HZlU3xN8-TkR8^X-AwU4YP5vA
z(SEu|!m;K8NP9AbGVji8%JI{i&DMHFvXZW8DBt2&9!vFk%8<8~&L1wk{zyne`w6T<
zm#N3MLb<JZS)ir9n=)g*I^-!n@n(E-*ReQ4_xNR!dE$}I#%TF}09&(x>a>oRvaeuE
zQ``dld!DDtnw<NK(Pa*$W+uiP<@p%0k+|mIX26O7fsdr;g{*?^x@moU%86=5O+Zva
zek~^b%DZT`4ywJlyp`ZW#YC;P9x)f)9+wwMwq5IJbgwsVs$SXWYRAEO#LxKD_n+53
zl*{N>-lyGCV<%o#7Nx3vTgW+rrtFUDl=URHD-R&>|I!6>;B+$g!H$Pn@?B3g2YAg~
zu7&x4z-hKJg_h$gcm80=ee#ZFYeHmm6^5I&fJsQ7GrL60S$%`mLcR5)4o-(2!HCE5
zYRxEUYpx<<w5Y448HQw8t3R^DQ-FDeIDr0oFW(kn{)m9?24XEI<J#u4+{?St$uH;K
zReotHReOS|y%QCv`QgJE4dGQb+Rh7{D}CAEFnlAvv7j_twb~Q~XJ+WUsj^io7s2BC
zr7s?H2FGW2{ZV*VI&!ia#`HdVXuUjv_uo?v$xPB|5A<p0850>m1AuKTze*HTwB9M<
z0J`yNqNrOJjD8FCso>P)P}1-hBY4}5*P4q@7kASgLb2|i^y}`t#q>NSJYJ<qYDvr2
zw9?*dH|3ZPY7Q)eu8`_({M`I%1yA8QKbL)!Oh@K@VD{|ufM@p^K~OYaG6&ETbZ*Nl
zm+0JtK@%3eN&ULmh_LULcZ-(^OQLC3xk?COcH88i^1K#w&aj-uEPS=1D3Lij`YN0v
z<4`N=rS^OOJs5%M8j{Z`L@&SQ9|&~?aH6M-l}o^5uWM(#bw&n<O<vPk*-HOVIlEt+
z`FZ)))r7Qe_4TG(>Rl>CHf-gwu#9um7YX!~poBxWJazKu=zs-9yqa1S2TWYYg8u>R
zO||@Pzn~9;1hqVdP@sH7YKmw-RRh*S{hHY#Z=1?=M*VQIKIW<zK(fiA@W+OiAkFgX
zBv-b9Nr9$MgC+L&cOhJpldCHDGBL_`&7P?@^*Q|Qhi{yYEK@e6->isW+oPq$pD}dZ
zlqD$wRjz9=fsT5~1%7uI_w%|wEhZS6HcB>ERRaLV=dSX+aq1k6Ng7*T54<a4>B1AU
zI+!?NwDg;|?7Lnb#?iDU0d$Y?J~aaOGT?Ds16_RA$C~gNQf;&-Lus)}s*lu=DdJzw
zERUm%oW+MeM8G}BNNHJl5$F2%+(TD8(ZLMScV8#pUd^#s`de-ye72YSB?AK%9c>&s
zS+z@2?|cs9Z(r4n)X%l5_fRO|NFmyAn^Hza?a}D!A=uP}aSjEf!b}E1w!#A5f6j)D
z<A{?ovorX*FyTsQ5+SXl#j+E4`^!ZA5#moAJu%Tj*`pf~{?=<fIccjSXz2rvB~;v>
zziWnaW|xwf)k22?uVjw@cg$U?q|{0p)3L+j!{WaWmucgX#V45bq$R8A2YsiK*5shM
zbPG!yS8t}^KI(9%m%W%tgjeI1=i<bbGkIUdqeH7STCdp7XIGT*Xz3j22%bXoanN`%
zgp1irUV}e>UV~x3VeKnzZeo_VwT<5U?i{hX>CQLIk}^KzCMoWz=PXjbw8*3+YCDRw
z(+YU)YCPA|Eb!4RrQ);_st>U_4jrj<Vb<N1!>0?Y?mKSek=Ub4J(_y&vqXx)+BhtW
z_RYofuP;`YWxk5}riPL*dFSJYD6_CUE9tM#ZPrE^kf43*PB(2{@qhrm4EEv__T4nD
z6yqk#A*yri0JScgluc!WS8@Xaom2>yz@NIRaKc#nb+7dJc(9ERGQNt9aV$IJGS@c2
zM<}Wp3Qqky*PlR_t@la*@60p#uih8X_pB4KRz?oc!NBN+T9Gk~U0%evL-2#H3Mzs>
zDaDLss!`J`JWSiqwh;bjSnCC}ip~vP%J;%N!wS}GfYaLo%Bym4v8?wy`K#wVxZd4-
z@A;ISZzp^GTP_u$u{GE7RpZ!f+!{;Gaxpud0j$T4r4E>+LIJu6^p`vadd5Cn>*xnv
zqI74X<%@&23RvXHdoZO;Pn{XJ`{1WxRbhmO1&IXX@$9nAG4Y{6J;=V>a;|E*3x0|&
ziCa~YP-anC$i*P=?~qzDxLen3Iha>jtn^NS`UOsjD61@rv}N$cvGm@f)+eu>F$r7p
zah?fgBd9ub;ImBdB{>y!`BvH)2h~+f#&GZOnATBU@}+nnQ_iL;jhUE}#)uDj8=dPl
zjoJI<<(MYgkSz%+NXLCBkd(;%g{)pDE-(HAT-?62GrS(Oc`EBe+TxCl4c<;%%0F+V
zkCy*1PuelQMH%9mU&|-J|5w-CEY@Z{F%lIZn*#u6avJE~zYxQ+7+D^D`)z1zvu=M5
zs$Geud5Xo;Gn3=FV7LII@&VN^PYp$AKln0~mm6dVQxkw<y|BD`6HnCkM;j+d{1sA@
zgu^8LDoeB0%*B*J=qSp_y$oC$&)w3gU9;E#dM+3<1@J0*@l5AwKxuXRm3LuKn9mI3
z@S7y0#@(A5m+%`NalXQ*9l<HUO{FPS7))nBK5_Rr^kJc(2c69ytUXcUTs4N`#EC!2
z(jT{tQ+#ttB7aT$8Q}A<aEx9|sSlB8CddoW*SK{DcSrapx66(I>8j`xQ1sr_+2ZsW
z&K?IJFVCFX^RKI}E56`LNxWO>w{3K1DB{Lj$ucuhP`!U;v3;Np4mI-^ht9KmLpMVo
z9<G{H+N_*OeBOH?iC5@!!;z`s<e|Jf&DU#2@%5zP&*jon&XJfoY!eDmqqLoeDE<@y
zjMP+u%kn_F*K?jxwQ_Sey;jYWJ$fZo>iyT%6oDJ6O714H8;?<HE|gus83q5fDV6y^
zB>VR7q$;x-qyy*Q;m1+TPT+rlh4;!`I504@uGs(r@?`UwEkt@3R+evNh~Qr<CIPuJ
z;n?(&#}k>_?FDhCQL1MKZ&3)(#MQ5b;~7BVzv*dv(nIs}|Nc~QBHa!Sbmt^28{r!j
zwBHfmoK=?ZXXKg9i;&4Fo)@e6<X>$KQAtqG{!zqV#<^nHP2b?TU;i)SOZGp-yVkK5
z5+er7=N4POfbh+#A&CTuh9s);IZ`Yw6nR6-v#%6ipnVGXNxJtTK;P?o{)YlHa>Q?V
z=fIzbxs*;8GYT6{MAv{i1wFv!wlYQ3LC`$!>8XNoK`)cD-e^L9WHXduXsJe-*HELh
zGx5L>Kf?dwZ1SbN+$iWNZ6ro%36Y(Tnrahd!dDj;GU2Crm*L0CORcV@X=*fu{Ka_q
z=t^5MiuReWRI-re&jQZ2Ut*nC`DVts;|HOL^Tk9kDqtQBH#QiBUm24)|0wg}rTPTK
zh@KKOSXB(P1vByqV*v&j_w;zf+VHC;GDf`DP^JPLm=8JvPq6>l;3G8o-Tpm#9u@+t
zYRx7fVWMlBM9k2uCxurS+I<X~_vK2lrL_otNIcZ9Gtt#({w+!k%E`FN%8Pi?gdUw4
z{LcL=-ZxtII>vJuY{`ov3!f9q>zX3K^&my@Dd>G?e`SRXy)EPL^5VEs3hT8_h!re!
zS~aU?#LFl4?KV8qP2b9I+aMcj+<3+KDqF%vRJviQ##|&DG(sM9nCDX-&b5}lZkEs=
zS_seaaWU*>VS^k-9xbIfj_SPf;-3nnaptg8ekW_hYd|@{?Ep@~xueK2rIDm2Y{F&o
zjwceOAP>8r7{UPRuAOntc3|98;?ib0RLIN!l@m`{C+F((dsPzeW=YNvXkFMS0Zx*k
zzl1wwoZBQpyT-27&bVL?;<zlIavet}Rk)*e_1*Ap%BKbndHaZkR^CA%M{0eazwJh2
zk@4sGR?hqz0;XQ*Dn-kzf2f=xL9AxVeqo_V#qiclz9!LIo>L#l<9pl~CTkqr_EzfW
zRZc~iCh%!uiptu$%c{I^b(sMwkKNx?j7Oj{ACXU1H|5_qOZhw_HKvG7y@}Au+wmee
zm9VQyZ_0#hgaDt<b6g?MX{+j1isZTgRIK~|Fw$KXiLPD{rmz3^5q22&-c$06RnV|M
z1W{(*sx5;c>_jCj%7w$J{yF<y$$&c4jSM8uy{F&fdO*_+V!6fb^Yp1A8N|`l^W!^M
z+oQ1CAauwM=bDXX(^))RiCZ9g&X~wfF#q4VCTnuE@VRL9MuU@oliE?Kj&{p_y5jmX
zB|>#Qv@zU}BL&YYH1ja>?Sh-1HgqYRltZ@OnoAVtf@G>tdyI!i-5(wU{8zwK*bT)X
zT7jR<O_l4SDU$TgGq3Q#i3bskVgKG|gxacr*g0c<KU#$<f6dQYjP79$N=hs6e3{Ft
zokv_Hv>wf%>fk`%<=mH*GgBbCE`0lu8&~hjhWh!#?_p~Jf|xLfrKqGA?!}~1Q*-0G
zG35!W7+CO!;>QJ9EA<#35PLzdFDaw8DAb>s`eL&b2J+<AA!wn*!{nE`JtaLc3!!d$
z|D`=`tWue)P{v>M%)Hq_!Nw=xWkjpZH(@m@eZXjU(1()<S|;1=4-G0Ln+i?fj!SkJ
zef?)ov}wFr>27QQgBkUk$l^7p48sGJgZ$o<OyV9iPx!DMQ1l!tc+y3lwbmA+sWZbb
z+YN8zbn*Z~We7r5Y$%J4o0v(fSthF{?D3K4)gri4_<WL6v<z_^$);wiVMFwjV>k*>
zf=?{*@r}}F3>8%ji*6Wxv5L(R7!h)@;5Z<<mw7z$Oag8F+Q2r0dLT|i$<AJm#B2wh
zoy~ugZGX@0LNhN_W}KhrC<$!8v@Wzx4&v;i?gyrL!~U0@ejh5)SlAAyG>PSU(X_&#
z{P4ZOr<z-6yo{gwXU**}gSLr*4;&TExI)1Fk#mKo<H=mgJj*Y)y5&;Xne{5w6Emd5
z3RTU*-PjvUA>&($G(tVsFN8rcfKZ>{>uZrdzVld#@j5wHnP;0%N~=w0Xz0LMm8sBP
zZv!<a5!LeuADCkp00oSL^Y;U#-YPFFT(v49(;TmaXF6VY@-sJm!cT>LPM!^(1V~Zs
zBrK@-b5Et5XW{g}26;u+`>pat9y@hM93Oex^E4RFjR*)GC>s<~4+%a*UKpMYDg7k8
z6@RbaVV5_~zS^@!&FK&6mnf)MZRX}a-Ct<n6?%+q!+pzPBkxUoUJ}yfBVhyMh+q|z
z_pQ#QnDfOCzWTCuXWh>+<x8acfR{6ekAFcbRpR978R(Iasax1>XmuAZJt!$zRpnW^
zW@c{wp6AV4Z5V4=4~In*R6J~Y^eiW#y!o>Nq0g7{va48$FWmRF1C2P-Xj<j$Twar{
z0g)QM;5+;(jkdS=X8vPvpLPMc-~8dj;7p_40mI{AcXv0c(xjNoF?BvfHcXAUPTA8s
zd3nuAdsDJ#{XUG{-+`Ji#pwLckr55Y<V{Q_$(w3rCfFiXB~NQ;J&0aX<wPdNE@jaj
z`d$&Jf$}H|2$U)a%T*K6_Q^GrP2-(L>=0GF9;X@42Hz)6sO-778T+>-+h3((bf}+3
z%d*@Xjv^F)`5or%UDgn@p86UAPj%Be4oDHX;%>)8Qu?>#VU=@7V<!R<wX?-5MRA(A
zTys)l52@<ct(6q4P^72Bb4-+Z{^?qCwRGP!cd+xSRB^6?kK-7VNfxt#379FU>S;#2
z;O6&3hTa6_eo(~Ob@hESX;KBFr&7QlNI53c>c?EyM^H@b0jAkO=%%<=Q7Gx&g-?H(
z@U7hJ8LVKO2JItD(mClAAMxF^q}azAl5fQlpEHc1?54XK+YYpGMfB*0)GiM6M@P4d
zfmW<Yj{WwNu=s(9KX}BBf2r9DTG34A#?G?Y=Iu9pzB_gbNMt3*fGI_hsJsd1i;tzq
z<6*nR(f<I-F!`i+xQQEVzms({7BaO26yKD#L~qa{Yx$YqHbsQkEL`Wbu&pVsd>*;x
z`Jp%wR+X_6k=WS>I+WzV9Q$tH6h&BKVeSyR>R_1GqLyETYxYwD^WuKtE|YY5dD@3(
zYWYW0S@*!b41s>+NkYjlNlY!bpS3k2D|L07cC6zc)^S(s*1vhEdHxc8a}Y`zq-3An
znpKYvudVaskPPiE=tL=&Ce1-U3T1ZQ(;rP<f26H??XdCqlN&+3+Ga?l1~`3bllNll
zve;zbzxj&sHLE-uc7bR`>=&iVa`R4FUr0awNf$U#O1FnhA-0rr%m8<=lU`FYU}2B~
zHhxCT{({UKR&;~-h3aO~_$y0a&G2K8cJdw5Hjp3Ho1d$f--eJ>Nc&bImhxwXPv0Cs
z&*_wA!<0qAFEI{*lE*)UXHJvz>2)&MwPXv#3?MsOU51jA5$25p7+%up8gG7%(_~r~
zkpPlXAba%KrYc2_e%*KxkUcwIWIDZ!WVDmSk1p!;MQuKbis_@sxG&z*+4V02rCHOz
zS^W)G6!Wtqt-%!KNqOquEkK@%nN`O1db|>-@O245E4-dG@Z6V=(zzz-5koG1fhf#X
zdQbuHE=Q3D*}N=dt)B9XW7|8aOpgbtUmSfohe%ZD2>UaD9PuCNk0+Y?XR@+O3B!9F
z`*o!XO`}-bTN1w6CBgKIBpw3{90<X+6KEIdXAiR<qRk_~E`udLxOh9z>2FRybr1G+
zaWzMNV$&hxN>~>s8lrrGQLMy_hZOc>o5~OZS)eZnR`}%XwDF7WtCd5b-yC=qoBI=I
z*GBSseB9w5jvv=idR-`**pr6iaX`E_{I?lA2Jtt|yWo%97+jul6-*^Zv?O^#lX4Ig
zGncb(K2b2P`5`gzE4UHhkZS7to@}*K87<_OW)#f-!MdnDdERPD^=W$J`p<O0yJjuH
zYWCDIpY@Qp6+bU)baYHfHa3<UYh4=!0Y!;D41Q7-omC-IsiU<1N1xz^vK>`N7ka~P
zb@-|+O`dZS|N0BI)bWZz>AbAkcKX<a9R-073kIem`QvycqgwoO&=5=2F#dwB3j<q&
z_gzS-cbNy4?ACxAmf8{4kL&VX30~jXnTRXOl-*rff}%qGw)0%4L((K=9oaH0h~~Zy
z{`&;=M&0rMsTjZs--|P0kmeUG=#u3BcPw6hPacJtp-xBO=EiB}A6HsRPS}_-Qp!N=
zawGJS#*}ob8C=yUmZV}N?H8^E6Yb4NP|x)fm!W1mfob(A$MW*}it3WeI1tE4{Ren*
z&StXJr4dZ%#Adtt_sgkICIaj(Wy6OIim~u67<$9q$o)#uGR{<T3~*N(?Q0h&a=psO
zch3|VIf8Jn6H`W`S8%SJY(>vE0!0KX3eDtzT7A;VI0&M*9($Ulc{iM$-g1<Xj<@A+
z82PNbkw;^i;F7@6m;_4b_O`alIbM-wFWSB)k`>QFzBoCP>vRgn;G;5+Qci$K2mZg#
z99_OGb{zQ;K93hpj5=qAadMm9nNP=p40(KK5n_w@$<6wZ)Ja<mvLTO$%W3q)Pj=yM
zTMmyZOmHt;COar7LRst3Aji}FBS%6yRn#gvl0o)g=acgzCKl5=^$Wp^5dsy7FwVU8
z5e6lho$FTrph{r9RvGaK=zXS-GMyYB9fF<UGI~{nVMVIVr1+hH${>^?S6u(M=*3M{
z@<K}_XL4eG>A85+bK0-%5B##s26`DAJ&9%fB2{F{UF~*z7`}IZ{&iM_yHN*?0*70x
zo7usP0Y+FrPpYAq7_>XLQRxiS{p6YnRcUf<oT&>Ii&Wp`*`JEWWQw1KbU<ozk<nJK
zmzy=9i3}xzgID5l$)+KuoWHA58J0e9dj*H|)rbmb!Ko_P4nhhO)RX4PYlH+;S+ux$
z=R3{|`mZ-zb_jH|z08V$1>X;^YMR$o$W)w>R9Tq1Vnp}V-V`wCztSC<vBGx^Wi~wH
zu;G2XjFmG|pYJ)smGm-ni=(!by2>qN90R(a84nrKlZ6h?nv$vXI{83MOKH6G>zyV9
zj+!zuv>;K5#X%z<T&30IA@+iQ5j!u7Q#|J?x;{^K#Q47l_hy{T1U%@!+H;a8xATc-
zvXnBM)-hzUp&2tSv9*JpM!U5Y`zi%Pt?%VV>hQLchy)WuJq=6a-gFpGBy+=*sQ`4o
zM}I13RFiO_@+7V+3QwUAixelRf*g*wDv@13!8VNuRbhFy0?5|;nl#eFJSZRFhM~<A
znn5X0TeT0N8bqcZooV_ek^5wNEA@mfMz%f#CI$pAxKl-wr*#H-k^7c)@+a-sL7b@0
zCH}0-T$~+geS-g-jHNDxFD9n59Zhklww3UT2uhEA4Jk;6ir2v<5Mv+u`{}1q64epP
zvUvjbNzRsYklReJQlNb$z5`jWsDo5N=S_`_$SQ$L^PcCX$YG*9tYS02sk|>q@D!h6
zlUQd9wHRm{aO5UK9eJqa3k8|K0DOZvQ%GDjDO5`c5nriKgPr{qw!|oylmw`VDwZmh
z$hr2R;P?zTqlITSA(hpkxW02u*GM_b@e<4K3_22J=PDdleG;$IO3^1SrA^2xb%9J3
zh(Jjo(6^cp2PWjYll^Rsc7(!ryNp}JmU?5hm}RwB(L<^K4IBE6yWsVR<neAsmv*P9
z@Yvi7hr=;tvMsaLePDdfZ*S=WVciKiXiTD9VJq~U?5MAY)&dbRMZib>`7rtHcd`D{
zqPtaQL7B94d!j&=a@9FS<sER>ieODNz;%@BLa`>DkTEl5Xy0mi!HXml1RyPV!l|+%
znqw&%YP#19&@SvH-r>ro-iTySIXN=oVd5cZ&a~7H%9d0PJv2CvsQU?Y2TH-qE#b5D
z#yk3ZpoQnw;x^g<^4-BHT=V!tjNS4cJQ%gs7y|XPmgf$OXYeP#FSen!l)ZXbXoyO?
zlLxI*ZKDe!`UL!bc%v=HUtZ|0#W$ta4|Kw^hhIk77EZ`tB@szVR-4}GymQpg9Pe;k
z_Sln7FiJ$r0%(z6trbzzHK-;~Wng?fQt6A}^28k?QJyR1KacdM^AWO8-WPb-O_N%V
zOCCV#s+nQlbkpKz-P8XS8s53{nJyE>q0MZnyhkz1)xOFca{E;@+cP1^Q@$DwNX%!Q
z$$hSHmJJzH@@W7?pQxK#MLUftXDFAwk#)c;sRPQ9d8;uo-(NucYqM@Dplc)U&H$<d
z{$ox74+sUw@`g^&Gkw}wgTOu1Sxjfq@#Ie_TKuJY75Tq~r4yB~Ra91d5Je>WKctZr
z&;c~Xd@DKqmUoPrPU0%h*_tF9ukFwtd~2#}W{Cb)Pbla%zWsbtLwQUu*BaMl74g2h
z&?e_A(9L9-Vp}hEeTAN5E*1kxL(7rlWYQ$kh=3q{N?46ayaMJsNMD&1zUA1vXj~ij
zjuWxu9F4+x>CHb1s;n5RqA7BP%XQsHv&WHAZSm?SL8m>{guXfQmN08BPMaH~ex-By
z?u#AbIr58B{ztCCWdZJO@rrVR8tJi;ld2l1)stEJ&6~!8UDe&)AhiDbm-GnLR+|X6
z0qmJ{>G?i+3~?1+JWNXwhRDsF0rhGmlJZy?LVuhQx9e_3>0V0o9{_@<Z+mYOzhp6M
zCAyIk5NT+mJr#a$F;o~(=Qn(Se{>ZW*C4O@UMHr334m@g4KS+w%c$f8?vP%oV;PAz
ziF1g;2tzwQqzf>@E?Sn{f51rM9U2_~!~XU+IL~~DiHad}HuLSsQDvt63QWR<&yJ4M
zIdps%6f5e^S8Q=s;__J1R<b9UCmUS=wo3(c?eWNud(?CXE8&10*LY|$nEQxbFfUN!
z@M0a|kjmk>_kntCa&?p;#=ltD(D!3!%M_*D;#L@G+pU_9$Hg=Nrm1rH6QKKseh7`e
zEn#^2!jNx1!XQL;;HV$tdYX-T%3}onl@5R335}|&9lC-AN(AySBQ*WqV%L!=g1`BT
zHEyNH36r!~Yl;xx7D@shTkG6x{7pV$!XVb15&FzFX`iUm{sX*tAPQBbnrRsisS+P9
z6}?&;i2}!CdB|cG!azt*gl6mA`@dy=mh%f#r6j|kN}cG(N!aK#{?<|nY}JmL;Yr2V
zr_nDfRnSA^;pzP4y1t$=amJ>71)mdW)fj-+c%TF>9FoMAououRI9X&1U8%Ds`b*5Y
z|Dqj5!SYL<4}(yU-49vyEa*4aa1Ypkxj&1eO^eIG$-Vr*-UdNu{Pd+)6?{K*?bbC(
zZ0>Z<fK?bI;vXgE?%RC^EtXu{=iar7lbE^GlDl9_3wkI8+K{8Yd77+GFGH~2WYUCX
z(}3KHFdXPo{(@mzR7Y_Q5|pteJgq-DO3kJWjdv3!>W9Oz{Z2aOPYjVXaqFwYrAM=<
zHZgZ1cmU`C!uE5^I&5e&eAGy|Ew_fPoxLz&PHu3^wWKBX=yg3plrfiTvDQ~uRjeT@
zgbb75=+hF*FvEfU#;rk4wL~$q+YU-rmtA7^zHWIA2$K94|1Z(Xy1nM!rPpt$-0ZtZ
zYrh<<b7onA9emlqx@*DRYFuApUh`Zu;78K+jKROO#+Q3^o%A2Y0b<>65byIX&Jw!a
z`KT>&C-Tz4XTT^)(a|!>3`XnEsv92(GKuU-6xn?(^`1>r!?2{<oM`^G)tV{XUb6_@
zHM@SaAGo){4*waszVPbU*gE4OnA7-{FB<IlJ&=#xyLT_@Xyic;z~g+a@u54$n8(U-
z0jGtch5{%$JrxpBq2|uMHq3eh(^V?)xZEi<N0O=B>wO(Kfu-wAhTG1UHb<%Rw=Lw#
zUY$MbTx3Xcz~6IK;nUinUM@E7u~RP{@9Pc^$YX0*Iw;CYDOaDHI%?w64{a4H!0XWT
zVC;ZIyGX3)z|oET=M`pqoj&w>iK!lJOKEs%9Q3tBxdqRP+q1H7%$_v>NFv67gU1P-
zxE^DC<Yp^4U=v`+w%(&1cos$g=gIq{4d=6_t~5N>zf{r44pyKU4F19Bz>_LRc`i;e
zQx=P|+LlEG?o*oYRmqbqn&zL9=id}JRCaZ|qAI#(z1kn=V9%yf4}IYwdX^KtYoRKx
z!g_T!n;b)n#I#iZX!9>v1trq0cl)sN>UqJb{-v8`%x`i&ZE26ssegAf$J%2}SK35F
zy}2}eI}@fe7=y2)juJ}dmujb8gSs;WE9}|PQkZ%qMsq=Fz;hx&9Rx;mbM2~bMmLs8
zL?vkibqw|Slhmgixz4qdaWx)+-2)S3Cr7rLz?r6Am{Dc_C~)1E<(q%s_gvk+i~|**
zU=ufE_}RTtMUdJhdD0r9q)A_ZJ;gSvX$oTaKhsd}w^hI?GQ)T<zl&l0PkpyeGvs92
zjK!e!m52|MAi-ClsQYzJ1p#qHxqz?-@;cE<Plao}hg;SJXMhTc?tz0)&02SpgR9^{
z2oONgBQv_mWPvD|{SZTg<<AErKy2(d#ZQ#PFKV!+aJJ(uZT?hNq-W14nJ_bQyAbcB
z-s>k}#sbL+yl_LHqI(T)id>(w_W3~)sgMZ=uO|4eCrmkXu9%Q;FuCnhTy_lmMxptG
zZ)w(NaS=|UvRF3H>3Ydy==a%y?3bfK!Dy0~ih~=YHVL|5uYPu9WTB?uu)_QpUA-~k
zkI#Ce3{im}-{56tF*~U-M1j4dL2-@kCrzbJAh}@TO~|oiw}D%vRiR@FByLrSgb%^y
z{W|E;K1JN#$5Pi`^0)ZIymjJ>QqGYIH{Z|Och7Ah$0lbKq%;D?FWSsf#II3v5KxrK
z;hr`Emzfws;ZFHm9^6uCZHCSYIsAE~@q*7*z(4+1=agsE*}vmvT;6hjbdpd1N*d<A
zFbmj{s@m}PHx=`<5qPa27(c6i(fdX^^cZ1ae%(qM?{ipZEWArKz+2*#p-U|3UyGmp
zJTIzkTztcpmort{Wze0eDKT{l1HX?I;RiRNELO<odmUQGwBklQECH1p=_ltJ8#LqW
zG0W!U6c23orB=LE1Sb-3zn_OnhH`SquAWv+oe#>ooyG|Zl4JXV_voI}nl%SibUZ3O
z$h(->|A{eh8Xp+%@W$+vdkxE_#C>0?xla^Il~P&?hRZT|!^A&Oe3us*eO@|Xm9a*X
z#cr7V8F?IFxnMZk0+_(RFLg}}p#{v3k7A&^<O#as=_Q(nK2(i=Xz&UfZ_*}fpvi-Y
z5s&4{b<rb6fe>+vfFjAhs--(JiQ0KAm;H3#2!YTBO-`;aQC*nJSYDdvn!CZrb})7%
z4uL4))SMS_$M-(A`u^ULO(#?1NNgiUehl=IUsCB}UwxMoUm4pXT@U9Uo;Y6$A5V=_
zu}PWOS$1t-VK3F*N3birZZ?uVu;LQ{Om9xRwVKsXTbvJZs1TSXj*T~-!-JKncQXQ`
zR&5f-ITNbqUZe=Zuw`{hLu_4Nfvs1jrg9TeF<9s&qD4Tcl8D;mK^U7c0dE^F^JOOH
z*%nY~HIH%~9i5;+>)dfu^w1#(@s__K243LiWaN6!kg$#8&j|jJhlfS3^n4l?k#ocZ
z=$JeY5KJgZM)~l9zM0aCpcdif^0tKG`*U@fm)#4N<}8!c16l#VS-7Db1?ksJ>&WEZ
zprR1Q%Cn_1addGv$7lC@TM@dzkk+?5O$331^0b_ZJk190oTSzg8CBV2!Ct62m_VW<
z6>!FQcvA*hpZxSeXYl+4HW(9>8&><{>qcfG!yyK-`mEdTI(3N>_&%9;(?ZGn&qJh+
zGA<7pt^t|h2y4^y*Wv?NH@h$U?)-vj5=8$V7XpG}=szX9C8T~LAZ`!oJS6XGYrOx!
zZEj7GLY?g!1;@fcEETn7Nx*gm#+1jxuTiMB>Jj7pC|M7Ye-->mTAq;)`XoxRpo+}4
zU|)yJhX+01ZxO#tRWLO0q4XW?a!JBTf{{8s%@R@e7;Ye1RQb5zdEx1|47AHP>h@_)
zFtXs=X6preFCoKQ6)3AYV|us*T|r@jFplfw|3lkb{Wbl7fB%Eg(j_r+qXsA?-8s4&
zm6Q+$qq|!eFhW4OyBk!HZUqFS8)+paKli=|zoYN(<UY6$_She=_a57IU9Z>kd6t2K
zRMgT#3w`@~cgUR*7kTNJ4HKg1@kB|^wB~Gr{tn4GGmk2q?{`iIUs3jE$r<s;ezS#7
zmq}ruxn?s;?+<qElmZ_P@ugeoGrW!9z62y%Yw1!uj2f^yIS3};<Pa+1n{8wrflylE
zrq1U__$ZVolr&@s)QMUh#CL+0El%`iVn<|)LxW^$<<h&8$GQ0oU!ya{@ZK4D)Wji$
zM2wri;o$p1-i#s@0oU`s6~POT?SBAmr<R!(w<5(9eqewry&M(mw`B2>4%zJ(u$y%8
zMb*V}bCeEck8L>9KUpav=N4t>hL31=^x1QpO%1F+;yHI)MJc+4>1$pW2BA%yBM&kJ
zb=?Hq)f<(!-kj*?`k%qMI@6+&j93Kh*D9;a{zLx!hZP&k%nEsig*{yF6~vRD(CGf;
zkou5X4$TOd0lgrGmSk-4WUfgHW{KO>Gnv&(%2Phql@Q|XgMRhB1ATvpsQ3@iy1Qet
zo15y;e=`1(@e$W~jsnv<G}7{6o8k5_<mG&sy3RS^xQ~8sEal-*s?wH^{u0vm<3@zA
zS_Gtb^~@Wr&DqFHLljO)D<1r&6;ngx7#|XUbisYOejHS_Q%E!|yzj}}7|Y0?r#fkf
zA}zJU`zA)L$~*i$U?x~LDrP$0lEC!F&V!u~S2yX%aL+K{D6y)57|}f&-}b5Sovq=T
zXs`3ro1#KhI@LOy#cg|uv4-tGrAxaU?oxlB1yXI;qKLJnWa#SmPCw9V9dDZC$zE34
zEc(1y&wvZ&1gB#v>Y0L{HmBe2o|#UrAe1^rG2d|#2EaJPfNRYxcZ>l9KQ79mm#ynh
zSGC9I0)7g={++o&7S(&`sI4q|EdIyOS?d^n+m_dA{%p@)(uPC2Rcg-p2Ny0I4h>^x
znWE&dT=!S8t!7l<yij6|u)!@#D{CWSskT>5eyYHA#L)R-Vdg`nO_#$bEULHpm<8?c
z2<7YKej_H0CPZR?t(Mulhf<6JTcJ37P4>(Q6$ja&6nhQULC})~^%v(8{gz|4S5i)_
zr$nZdU<Rbb-vhH3DTzWwp=@tDH<F!@2tj@tY%~-1WgDUR_8vo*E_N}f)ggK{(zQ)1
z(z?idAPO-krItG6?>X#mUU7Yr>Zqs9JSP)bYR9W$UOZNZxx+bHHNwx1>(uPZ6{T*u
zfucV!99d>psaIqBPJQfoPAh+U-ybjgF9AnC>_9VlxA{nKkQRkcf8SE?J>0|^^J2q|
ztA?K+IG;-_CweHZb86-?V1N#zBOunx9&>~`QyNZy1K2)M{+qdzl3sJE19-ocHT^gt
z0_m9impzEfn&&Iu{(OoSWQ4NU6eKhlI;8n3c2(0RJRm!u5-qh300MV`@ea;~`s<}K
z2!3ZN!E7tAs~QavFrI%6xuS=Rp^RoO%WK)-*L2drDvF0H|4#=y0QZF9KL8tv_J4o|
zgOEF6v%h!$+nROxKSA^V>sL|Dvdw$`C$d2!Dl2uG`Bzi^KULiA8rf-)$A7e6`Ogag
zF%oisCx$=6m!Tl|l)pj4*of~A#iW;hlfC5CcZfvk$V0Q-uTCFEi5XZ&&UU+#Yli8y
z=T+60okhx+k65{#J9h?u3wYj&0X8UfA<8P>+{Eb=GTcHR3XqS#Wv?IzNbKuRNoFQb
zR^v9iy=BQ!oot4_8#m?41#5B;+n>B9dEdBWWB0)zgOeWf0_EG4Q)Vx4!K5))pY@_t
zOe-vGb)Y*F_-(uO)#s>2&bWUxmIi-Y5ZUG*0Suv0x-CHgv*WR~L!xY5#9B_(Ba*Gw
z1!5!9YM;p)p(lyS^~n|h;$t_zt*Xakl(M#3-nLa@uB?tWfG$<NEo1NSB@aoDfVSK}
zpBm`M@3K1YH$*c9IZB|mNp6cmeUvhpmO9Au4GF{FH{E4}pznSu4ud`aVD5*?zh_U8
zS{Q7;ZwD5nHWP*avaDWbp7bU=KOV4<l4K2u@{U~VzBW;^4u5~aC$K*j3t!_;qlJgW
zAg&JI18cb{@Y!XjA=lTjhqatZwBUquiLg+q5NI{q&$JiElL*O5ZWfH|jPyPX0MkG*
zvd3esB$`XIaK|wb>?i;FBGgR2e76stIHfwwWR@-bv!D4FeRQPOmax)=t>lR;?ih|A
zynH@9MNQ1}gB}VGKxdZO)4LNob#nf)+CLlqNcYo-J!<xt<T{4YiiLJ;(>y6_3Xd^8
zP`Dbpj87>zO)ohSB^-_25X+yq2%r`dTHO7){%)sTft40A&Y=S{I6!$MwC}=f$#~m8
zG5xAxM_GyWB{x1E)k|dB6oB(qv9$>WsA82$hBE&7ew<L!BlGK9UCGPODq9I^{rMkY
z%aJClp+b2ZC2h~_$s-&}B6pOkt4h=}Sd^-3L(u_kEVwPyAK}g0uV(yQ8QVyBS5i%y
z4eOskonZ#rV1+TNlu5sPbQ(;Ys-;tMpC*i$u#$}4#>X4^_R?mV<IkkMDt7K1JVK|-
z{&NT)whm#6yZp8cl-N(`#OZW?Xibh)yRy$yxa8RYKcE+S3W^5Zlwf&h6dmqeTLnBe
zOh4m+`czTt=VxASw@V%Rxz=wtqk`0MyK>Q`W(btl(EINmTCyWLDCcAE)Rz1^{N&g)
z_j=h}P|bD)V<1=TWUcmt-{zO5aPErZ8iV0I^8s&-6`TF#(b4T?A;Ma|*@y1e?5966
zRCC$X)h&{^GQD_yP0zNf*)(^5ZjN2``)X;h`kq#wzy$*5@y|E&9}jU6`s&#7Uj4lx
z5f(pmR4C^n+Bq*K)iA^SZKERlj1kA2x$EK<VM*ve!pY^Y48JkuC`PF!&ky+~B}>WI
zPE8tOfn=>X(l;GcLOK?YWmAyu#}UPg^9hdhhDDN9gVgmfo!ceV4pmr^cUpWRr^hbG
zlv@D^wRpBNOU+H|@?{dVfEcZWH32(lOK4obCIE8Yg?745{VZ<qBO1VGwx+PnLjDp)
z8Yks!OSiK1I~AS|xDV5iyF>~tC%IYNwHIApS4AEFocy+?RtXBRi)F`)8v&9fZNdHH
z0S#^3G@aevNy3|8tBmxdiLrq8$`je=?D5w|9hgrqvj)6(_^ra`?nj3=b;nYs5}B^U
z*pGH&ERSebObG8bcBjqaY-TkaDXCEw7*BE35SRMY3^4}r^VLZ%Qus^i%yaiP1PX+!
z+4Dzxq!^r6o{jaYsI|kJ--!bJI*gE>N)GlNHTEU0cibSL#>)E(^3LQ3`2JNhHkQ&@
zIQZ?>e*phlp(K#TcSp{^CYNmi#p2y1xfj}s`(blipM=V2cUH?Vi1G;ap4kc5`@quN
zp4YR7vW8ExIGpHRMk5t?H#Sr`rf+h?Hf%j7^?qKll>VkzRSh9T0odZGgbOu@s;Yv|
z-d5fjR@BzADG+waC7=zCnsixsvH}X!(;SZ}$ksg>vOu+u3#xW5<im6x{7YJUOi-l1
zC2>U9KclowZ%tMA;-tA(&vMPq)w8Z|k-ylG+ET-XRa}kv<S%q`s7E15+B0=v-WI$m
zG9R1wWazkIx%?N~IBwbTDcVp`Tq(qQtvAH)+=u&?oYWW;Lj7|{+&W7V-W+2M;0P~1
z^El8~=SZiAvj1Xe>g??u4w?A`<kOt;j<jkMp#?Vrm$QrcD{5{Olc|ybHsAygy=kW@
zZ*UA$xIur;UQ*xZ*p(kb{7^Rty2Q;!ilisJ(@%?w`&MCuTS<F1_#D%Q0)mCtmyi%?
zDf-+0iSm|i9-9v@JyyRvhg!<_&OrY)4x`z?YYY~-z>RGr|Cvsty-}Zv_bzfx?k+Dk
zK=-%AN-Jg*BEzn2``t0gL@?!Y<<ra<i*;;-Q&$2o>>=ruF>O{#G@4kml8jsC^s}~O
zWnxBPAUCN@TSK>kDnqZXg18rVO>W8~8%5JIohE!v@3SU0U8^dtv@hDWW^ytO*bVZ%
zsZ^|VeOB=9qU3EF=l;5oiIQV6*Tt=`T;g`9ipQD0eB&_PxEltcV29-fG7G2hgQq*#
znK$9&<;awjI9+|^T6eGRqBAoU29+D)L`_r40%7dUJa?ti)xj#vBHO!Ps$^xw^Un_2
zv%TkR81T%vCkGnt{vPhYxS~XtLy8AP!lvHm;m-vgFKMT{7df14snYKzZp!krZ{W_p
zBFQv+XW$2ul|I-j@$?Ie#hJ#CKe2d3%-zqhRjXXA6!Te&v~9r{zNUM^t*j=p;%?yh
zC|_{ukufvPc_C7OK|~rdG%qick5kkgW*zo}30%jY&=w-ys>@2Y(WOiS(4Ih#!OH&G
z<pro0uUoXA<<?##R~cBLxh7l1ntz08%jw;8GarBCgse-?MGvXcg0T3v#T5FE7S<~Y
znUzU$;&2d*s$w?}6|KWfR6Us`ach3Smw(dli&FTkjnj1{;^KO(@>&U>Y*xDJGpi_Z
z3<8PsYq^k{!cEjfq%3YK8dvBux8CQxu=j;g6w@hL->Zdx@?hK|a+1{CTGgY@w`_T2
zhm2_tJ@QuhwZla)UwK2{LTuek5b6k?AK&6>)m2`O4Pp=m?4x<?wJNfV4e|u?7cNB9
zhG8SppQY15Gp`}Z9qaUUZoRfC>k(^Nl*iUNb|#}2)CPSrTHnfz#~T$bCF|5WC6e3)
z|LL2Xh$pVUL|GHB=?ianx`lvzhF$%03H<cx@DdvglwqrjS2xT*5%fb5JVz+u{rvv`
zrc7fsnh=c&lsuWq#>m$-Fj6LeQ`4Jb#WFE@c<LLm@~OYq!!1tkp5O1z#G4&~eU`Vl
z$y{)%*ToKF%MF2ItKa>D(_d4eHXCN@C(qlR?HjI22zF)%W+;UC+cQSg;Xr0@rYM8P
z)Nv2UCyOd7f}>Det6{T-Pk!F$@I^Nyx7SB1;JdG%`GgVr;2gC6w(>-^Ivp{qLZ{dO
zU+>xZ`%@M74>QuK1rdcZ{MCwq6$v8te^k;aRNTVVDG6WByb?+xMN+4z8Y@er?F6oh
z?$5@1lYbsnY^<q#reSEj&*-WXBpo?RM`;oVd}IbSVed;d9%WDWbO?;~6LfzMdO-1C
zRVS;R3-Ntfd_dyR!&P^}9k~v_-+Fd3?4ZE?^xTTH7?wEN<(H4p=}%w?e@o@=karmC
zuJHl#%jH6pnV5i`;q=(RZrerJ9bHf-rlLV|cqa{aP5{Z@t3qC{XK}$F80tVA>)3|A
zM~~t^VT;dFqoIppG-uQ3+4hF#q7PIR^PV9J9Y*(Os#lx5uoWp8AP^L$#n?~1@z7_F
zjxEV8L5kYy3<<!d^>vrkAv`CH-h9y2L#{oaZXXUp{9Xo(>+)WUkKADi8N-L%c{lIc
zn#gI9cB1+nHrc;sK_!~3Icm5TMz6Z4)5EvVe{);^Brx}TPj{Qe;U*b1{I-nS%-B3@
z>YIw&y`3#Sx>9Tei8%SKY0^gjGm|EkKr!^?+xq(Xtk9$mNj3hd&5p}qv4<#)c6L#M
zAsu10#NPmh#<K*k+LY(?&$HNCP~?Neu-@M7g#$zQ-UUDOPg4Tvcuo*>^7DD*OE9O#
zX6;;H(y(s+fqV~IyYdkThK^;P-&^Xf;tbk4YNubwoK8_f&!zLOoc@}a)FjL>3GS^B
z^93Y1)zZV0Bz6e#R>p^KZL~W+aooUrD>3Bg+x=4?ew*Pp!dbmgd>D=bly#!h6&1Tk
zlhd9!$!$8&1_)cy_I`G4^P-KPBV)X?sbBhD^*3iubR&+E^<eaO`i!&Ge;}P18#9d1
zu_<939_7^;rZlE4#>=DF*%O`ND3c%VuRR_)b;;EvM|uMhpGVQr^n1g1xte1Fx1YLT
zrAWNX!r#%_bYq|zIYQT*ujOS#c0KQCM;!i`kc)VvoEbw9JV;DV`5lN=$D5Ft1<K`S
z$VWcqg65)!{{Sx)kRb$9W<|xt;I=rQ>aMz8;eE+)|96>VrFPzy79D-ZvWH3<&F^Tf
zmOd@#QF`N|*O--{b)GQ*p0cdu#*XKuq@MQ=62y5+8962BB_J#z!eI6^0XY2G(Uiqc
zhj~}oWMAU*SDtylXM10s@A4pYMb{=Ox~Xjqs1=d6Q}i5pPW1NouVymXR20IpgEkG9
zHu5tGBXqU|nMZqvRKZeJb|o<kItL}^r?OfAsUU}#y%aygcg_(9XIfo}8f0VArh?%u
z<{7t(WSz$0Bx=TRo7ptGQ|yu6eoOe>+!n_@xmr{MK32Y2w2|YlU!iNV(+n!LJa}f$
zl{_vy8Ox%&ahq7)VXH{V#K_c24nQJ9m5n)S<*O8^M7QcsO^y>3Fs{!=nMyTYeI9<1
z!DSvgRTu`Ayq{ZeXZu!s$!wY6kI+@r5U94z+aXXbdE8(|TL(2y=!vQu5~tI~k+&ej
zpn)Bma@Jb&Vs&Q2DQ!{qf)v@@G-5&3dhcD{VT}^y8vnesMnT0-F)U$drJPGQy(j}0
zSzJN^gTs<STNo{?!myc5YR|<?BnLPfwdp<5b3Li`J4ksXQZd2rrqCo33?fq?r*Pb1
zR1$%d;mRrZbu^;TyGacOHz~&-b|tzqF|V7FefL7~jfq7EiPt&bs_C<nOobu&1T~}*
zS)(8u{sa#9k=Ny3v8kH+QIZH4M!-xxCGdPJMcWLE3p7h#t5)nyBp?@|U`8Yb`(4~h
z1w=E{LZ$vUE$#njNC*6Xj_d!McU&~#!5j7#WJ6^@nBDSA(LhS&mD_986jt&<kLgmg
zc-E$efgNNz7K~gsb%DxK45g={b`XB*p?M8X<$UlG`jL|?2ELt3WHwbmglQPl$Jr!Y
z#Fw>_F9vFi4G_0Nn&1i8^1}Ndl7YSA6*75}9zTwm5(M)=(DO=keX^k|HirLC1af~q
za$Fe4M<hgz#hIBU`cxL+eN`sLOfKr`WZhO$s2A|jS|HQ|$!}zNJ|lOL8(*GBtX)v`
zM_}0bSQcx;<})6iRm95nvv@>MSkcOwM)e-0g^k$y==H12;oaVi?ayyIY|jauHg<NW
zppkH_EcSF|17pjM<Q{&`1LV&+Ulr|eQxS>LFS0t$z?}_p<)H5CIx{LqI2BlL0!IIS
zv4^b0q93FQa$By_(9KiPG4xMG_UzcqR@ONR|C&`3RxvDIGO6uYwnDf;+Kezhkfzij
zS_p%-aL4Daq{P-R-^iK=P}!5P7~S?VyIQI+Z-h;21y!*L*5G{<k92Y$wuQc>y$_`b
zOZq6izi23b=N$hhb3f}1)2kh8w~8!@hR;62(r+Gvxad(~jEi|k23x`+6xcCNX@|N0
zbVI$boNT>+Z_zO6<}TSkCkGPKIXqbar%&gIhccAgI=$mAOK^VEXA!0}nxxD1i%7Pi
z31zsoVlR&CRrBxp+u!a=TQ28P(0UKA0%?{64`2nhZC>^tjjWs6bCzAut%7|#v0G);
z{eR7J)YgXj*WHzQ`UwrP6XRju8M*<}ZO2!ySb^fS)<2XvWQQj-J7H*Q*&lpxxvZF2
zCEL>iWAG1$dQ#;?jjDoXrfdadKOAtj7Di?L9zX9Thvu4{QBxATEQ7lU(={dG1)8x;
z-!J+WtQMECQH#Dg@Q4&`WWa+B8DfI35Yd%1o#&^u&2)tyf`-?fcSic#wWy=$QsHE4
z=997HFhx}Uy0qMjM?NWRfSik$tK^x4<M613*)DI=C(-4xP+}_CyX>s(IjgxZlY4#d
zONs7To9&3T1fDz6uK)8YuN}xRbNHzHRXN@_Uelwe1$paS;=5r}7Vy)YTj71_q;NW?
zN{4N>#Ag_E2NYU8cX~7IkJFvd`nmmmmKS%T6i-w&>!<4EA>$Q1Ffjb-v63faY+0+L
zyQQn6$-I^R<%_ZIaQdQ(oroiSS}(=MHa_$J01lH-tn5>j3sybQF5=|zP<3hSNatx%
z_=9A|*ztlOkW#1W;(O5U^jCj?V@pr-EKB^<HK#3G&rw_xs%c+L>mFg8>xKQLBMGfi
zRZy~zrpkQY>711HNg}2m4$U4d8~5|8QSlJgea(2NC#>v!mFS;(G6-Gdil$fkn%Q&y
zDH`YH+A3GyQGQBrOK6U2Wu}XIAH7t+^_CHVb(Bwjs>4RZm2}H=%L>F}B^N4>{=Q+h
zSWa``vQ69GVH_yPzEQ94xH1?hP;zC7Ayc}@Pgf3pH|-`<3YFUxvOUDG4u84M6YsI-
zEb6G`OUnT~kR|T#d+~E7qO>Z`U=R=2k9*+l@ztnUCFOciL;TdL@Bo{E9+_?O#;(T?
zm0-WCiXV)tIx9|oq<im^R+C|UONd{hATQAaUCOp*gL}<~y7}Xo@$;ya3F6tLw~9p@
zCTWMVV-?r6ZIH#Of2OwI9*%Kk#lFRRh99?NehuB?`;a@(Q^LvCd)S{_Z5Z0n#w@uY
zpy~>K&S;IA5fh!ly_<$d%omX#c*mEr<|#N#;`KMKbEAJOnF1Kz78E=q2lJrRyf`EI
z<*gH7Sq5oQSfh`7`(cx$eO{op<XlCf8pbpF$a8mXj(_^+6(WuqO*Cetapft3BkFvK
zzhXv{w&CKJ2eL_8oga?BX#DtmOVQ*v>|cR(nv$e+U529_+j{i*S^vz6)BuhjU&aC4
zWSA~xoTGB*;td1aT<V%@@@<pgSwA_3bnD!|3!@mbzjVvLzPPx6P13mSL_z5X!=F9$
zO?$NW3RIq*Z)&e{#2=N@D{j^cuSR$GoHo${thIDrU?yzS%0$V}oGcdD{}f^L-_QS6
zGnDw*uvZdg+GP`=$%7i*J=Uxt$@q~wEG1i8Ym;xJsP7&-&J7GTaW|$tQOome5Oi59
zfQyNOk>5(QDf!v^J3j%Ckv4VcCX%T8-{w$h11W=h3YY`fTGf5RA^`_C{X~D5_B>)_
zyx9$V_>FO`CQob}YjhhC3rXm3LfF$QlPS4)(K6RnVXQEBe96nZ{{Z6t_ysTmSTRCC
z1bP(CCzG$%nAEI1(*(|OVNTed`zgqrh?3V2-tvRXsJ#{2XUq4wm(ZW>xY<HEZKSaE
zv;7dLPphioXU2kG4@#@fE1z!ySl)h;;hb&{G<+AY^o#Y6AWDVGn$2j*1pESqmE^Jh
zx2)AauBoJc7n4lw6wFy3q1~!?@<mqmccK5jl+$YeGCx@#-jKABwSQh&aWaI@QmsA;
zEtgBZDy#<DoR%TSM);XWOsI@;q1-tc%3YbwWC?#y)P1~O?fgm^_Xvf~k@C2?f-8aL
zYP)HVB{hjNI>rGXosBs8hIsFv?+zK~>+4C*NR2h!erO1MY}*$DE~S8p$0%jMv>Yhu
zymZct#SBA59PRWlo0O5AApY0*reONjHg(VoW>@sNV&f=JO1o7N)ig>A!O^hUfo!j%
zN6dQtagPr^;jEk9lzPD~+h1os(WM!v8W{lGsN7^^_6;857GqmbqOUhjQxVoBWdH7e
zW)|2hXOT%3M&Z&P%%_~@;Xh5^554ZtA*J5A1U_7r@qWV_-(2!eK26}lzxBT=FT!34
z-`kydkbK7h0Q839)?useiN*^#l45Np$?!=f)vB=5`9YNJ31ruIw}Fg#MKwbN{g5&}
zx>qCLg7X#TOR2tBVg)<ce+!)+2tY#n2;*3|cROxlB-_89mqdG}|73*O;Nniwj?vi-
zths0Y5int~c7F&_bNbfs+s+RZozUpq<1m4zr~S5`flEQMDKd?GI3>Z7Ne8!;AdUve
zzk@2^c#}WjKl@>rFq7ZL5>q*noRU#c=`?&PTn?G^k^{K&7~C=&KuqYaI1x3qZvo%&
z_pFAG@zUX*Z?XBh5u5so0U6#)oeVFj@4e*eFydhP_?h0>@IzNbfl>@UVPjN(^hN?P
zV$qO3gZ*;CG{F*M&%W|3Obg?N+9252v2SW!-s9+Csk93ziozQ)3j8BD@}}UaC9h}^
zZf2VG*2*yr+f>>nZ{=F*z|MMsyQgh;7+k=7&DfHHnP(|VukTAVBJ=34)P;1UbF{Hb
z4%!`F(_hj5MX<nO-h#v>uGz7ZKbeAR$T4SaCpR#6aeHGC=U!w_b)=P?k~Y<^X$8!l
z>^^=s%oCL*6hX`KE*~7ZqM}zc_oC$})zm^wQqS*swb)&SDMAAaFc$AsuW+UAX5j>Q
z=^w({aUE&JI8y)3zTvA*ci53Klic__%ar?kt~RD?$SN&aA8~6NY|eQ39nWigpif!2
z<L2P%rqDv;do_-u;76@b(f(XlmDjjgbTq@s{&8v%3HnU|<g8N=GR2VtW-+lHm^+_L
zF2&a@uP#<zLscWfl}G-6hQ7?nYHt)hollMId+&nLc34hZRl}ws?H-MQ&P$Gkyp}h2
zd`*Ip=y9N#OJ{#~pSG+(+9Ao0KK326CwetAA6--k2Wv)>F^b>Yl)jtz+Vw6;4B!bO
z8EQhoT22i+>ERYKSe8t+>XgxIucQ<zSFa9qEY$ZTB$6_(26>vBO_if$nYTJmQ{T;Z
z3AtFEpRgm?XOm09ru;U7)1Bz8H7xf%V;si4rVFZ!toGVq|CUPH|IMe->-(H8dtg#!
z?nIwlUe<Lud#Jlx#x^&LDa!Q*_r+NJ2e_-k4NZkO8}kG!;<nef3R64ej1*DYI+LMR
zB~tWc%T(K{pKc_Oq^Kajo1+uMfZve#znCAOaM}@U144=eG!Cs=EMCHTrh7L=4{uu%
zDMLVJ>u873j(rQj102kvi|ob%V=m)%Y2VbCK1w;(lHO$$w?^^q5W1JTrP}WXBd*S7
zsvmRI2~pf*l{8C>OoB{m(fmB~haxbWH#vxde-uU#)tM<(T0882{S^5_A65yL(nn3(
zMA8NriSg-^E_<ted`S1!*rR^h+)s(^x5~Th#M3O2t^k`M`=!R+dJ7t7^i2BsT_LsV
zKS=6INAtbD-G;GEnP9n8X*=H;a+eVQn4)mB@89fvfEt88UEq`P@B!UO+V6j|4X8>c
ze~a0%Xm+8Ge^eq`C3&X=?+$Za<)(r#mIM$W=@S=h$95Tpex|^-A2$#5N}St86Bow7
z#ETn-47Egygw@ev`UyD(Qe?1nI|3hU1$H-@8-_pFa^iUQuOqRN?ek<PjOGZ#o9bUr
zlvuXO#D>JQ3h$5Py-W35tWLjm2l~^|^}z9e{Z^J7DY&p<<`>(z`1e!UdQ6qsg~M$a
zEHhOjw@2y8<cXASRi!+&eAKqMswuP3<3O?S*nuHw`+Jua1^uupEpft>{B!7I2T~Mb
zO39NT!g6N_D0^;<UcCJAH)w69`&AUsi3;IWOKE1_?w}$h9J@Cls^N2dk$)3f0pK4I
zQt2$Y_0HV^1WBjK#5x8PGh}KlH>qyb9sK2)6=>`wa8o^7Oqwb9q5#?w?z0;iIXlx+
z{8amai#Zzd&_7!%S`E|tr*@8`x*ETO86uv&KhDSVAr$r-N^Lpjz7jDj6?AY!lR_Af
z<^^U_OS>VSK#I^3g^P~%R=%*7u{V9~wqnV+RTw45;+;AzTK!QU@|{OBd1S}Za}ZL`
zpcX=Aw9<r=jxk2+#I-)r;plCHm{f%inuhOG9u3M)1@`Bg#WcQ0yyF?GK@69QuM#FD
zpmj}WTKs!+oy_+JZqewrnNV%TSwZMKYh2LGn1z)IVa2e}jJlZB+z)=XFnEdHmk9It
zUk(@F31G&4@DLI+6rbcrDeY3_$bIhl4_?nsqYEUaM1^hwzrglBrGE9nOu6V5JDPk>
z19SHY&?CEVaGc2RB%04cJ;yCK(;zKKF7Yl-%w+I@`Rj=3X|jagmqkgE!Nkdw-8eB}
z%Rnkn4Q&Tyap|jJf5twm7F{LT|F`LLPy`S3JADa9(@%$35)|ytFzs7^&c2V+3>GXs
zKVZL1w9?wGSQNd12L;<|+-~SMo`;Ih|Lu&73D2_{5iOUaK`EpnZ(q?B`tcEI(5R3B
z0;lf`QGH{Cd^>k{*$i$#Ol^6@k*2fqC-2?N;J1(do{ChzMwkYIG$ky|S#XTx1ptyL
zw0om_z_F)(l0#m?K!6LJKrYH5bR8nC+X4s$;BHR7Dlo}l^U3{CObO&bMzosow*;_x
z<K|%FavTkUHNJN%M@37Vo?Mpu-3BTbVtm`g1KmA&)#xe0Cw}d+Z{z_$2FyqpZmG!}
z4SfP4S&Z=tvsl1+`9cg}L>_!09RGdc&s1LfN5!5p$)xnp{B!wE*C*^m?A&_VOEjwF
zV{VJTNI3wZ(nq9x;(4t@|0t9?ydvJ^L<(m9DotSeSUDm!ZS`-V!d$wPp~WiinPqRK
zPH#E^W>s!+PP*jv6t>52ZzU5?#E9PqEt6F{;|q2f#HuVuUI9i@W$$k%*@d%R&hEAt
z&n>A&byP|?4k^Y3MV_|vPu1dR50KuWzR-C^ybLGd%>}VXuLL5m*V3o3boT9pgX@c8
z5eyf!a~4&=hi${O%0cTyYddjQ7=8#ltI1FdYK+QBYqwy^4Dq|=ptAOw!@8)L10&gz
zq4`41&P+j5xNF<xPK9(PLw|XUKR(-0x^}=!HWI_T%?hCIgXGN(qQ04Xk_~!DYPxoO
zd<S;QGY5EdHecQ8R#3B_7h%`6vWwaXLeb(EFp#4YYr9fR3d)y3J;Rc5?ri$PZnfDV
zy?rz3rsO|>eLLmZt2b}+VRoX=n^Ni9GZsgH_Y-m;Ps;dlP9)Bcd4A}pQNd?aF&OBg
zqGJ+B4*)v`ceKT;SB89FJ`t?$I>E|gRQT1o8C1njlsiCu{neo-YZu{ZCE+vGLu&i<
zyZ1~F@@KWh>5dauFB21)Ac8G(1iHIoHmv0@=*cao)5i{!H6Ldw0}#VF2tIRSwAYJV
zN1FLIxG1mf>3rL=n}C*c;3ENm?OFrw^26*%z6jpk$r2lB7(NaadK+Jc8+=<$+E&mm
znDr9e!^(dhfCl|>Ev-cq052-+zLGjNtsYV1KeNaJ3;*eFEYnSZ!&ml?WXH++t|!d`
z!Yb>EBs*D=E8KV~U7I7@42UDu>qIjN)6$Npy3?P(^yV?^Qn<99h2_*2yds>xRxej5
z#oujwE`SST4LX;;`n{b%qW!H#>D@t)jSJD%@=|~EMDqu3ZjjAB_hNo9CnkrlnS<w1
ztr)|@S84s-llYb6QD$`6DSP2sgkNf-k*)62@sE1w4Gn-iqzmKnvhw@kk6-G$p9?cU
z&wPtMk;!+%rULSvnr5Be3%camM#_WUxs+}G>1n^gZD*<l*gux5Cr;#P>8syjeaP(|
z7a6Hu*=7>i)?6)%dT+}6iyQ#ox8A97mJh9cyoOxXvPhSFBN09Ycd@^Zz7XDd7+|JB
z2c9R_85~nq4!=oQF7V^{;iV7cAEvs|=%`H2o`J6JzGJ_>Zl)zTI8PDyG^$?co_U|+
z!y(D5-nr)!a_mFI`st%#WNP<6`P83X_A{kPC+DhU0l(8|RfC$y^>~mJi`yADWkp)!
z_}Nd)&uG`j^>9)AiC;b(2F#NFn<_96cWewlxQ+%otnEWMrDCz{y0@a9W>U6|_%}BN
zgnwb)PPd;XomNc0`FCe%7f;A-@it@hxj<;4VKIhxNLO*wO~qts$=BaA>sk}%L3M6B
zKvuw~!2SnjPvB>Oxk43FlPij$S=6+AjqfY}H`W`eW{a<hfhr!w4uT2@y5*HA4brk*
zM`{5)o&m2Zf202ZAD`XMu$Q{Oc=@MsJZz6<Xv^S5u;F&CuYJN*`_I;QhDl?sZHyWO
zcq6)JXOoU<A{k{~cH{I}m2I4*e!E26N!`gLT23wS>OG<UiS6hq3@R|TUY^NPf4KL}
z_Gi(4Ftlx>^dtJB9D=?InjI}}xQHN{M2E)|19RFQ5)gyDO|P1HD*I@y2LL6&g*;7V
zvQ)Tkia4o?{>i`WPviQe?$2O;_;biCnNq16(wSNDFAG7%EMMSw?8RZ;V<wnA+v8ww
zz7S~ssCuWc3TurC$G9Zu{(d%34$D11Yfco;BUwOf`@Gz4?uGHvD2oQR4xaNy#FX!&
zjJOGly?Z=N?!v`tHswJ3V(E}WiT`A*Atic-f6nIUAqvJ3%WP<Q>K<nBM{0Weq2k9O
zuQx5imDDI1)+7+FX7Bn2<6-2XO5K)p=p#!q7A<I>W2V}#mXzdkCNu|kr_NXCmo`&R
zst<j*2vD?Fw4^p5dLVqyw9nq&0+Z%+1bpXNrVj2v()?VIOq|SySrhi+;-Ig>AdhvS
z-&7W<QLjTQZ@cmq%UBI#1xYcL$2#5jBfcYU=id~&qghT!6;b9t7}er=#UN@l95HhD
zYg}{wSVPmqFAhljw^sFliltmB_~?ml&rfdDT4wFY2^(4A^r>Kn-9L^tr`)JiZ0wXz
zUm2<%S8Cq*nmc>|0kVe6q&Q18*$@WltI0=7j0)P!oCe#x(+lgha<l?g;UoB~9h^s(
zr3SfU0?*f;y8_%uE(gubZOM5A&WI9w8Rc;6_|MGQJh&G<g~tUsGH05TO(_|*a1V@F
zddz*&$0G1WZ8&e!WA}ld4SJ&5h7#NT^oLGE8J}{iIExZf3<=dtFfu%bLJBXdzO>1v
z`X?pJUpSkT-986$VBIlU#lu_%;^V2>ZFr-1FphpJ%aA(BIcV_o6~8+)G%o@oxt{cL
zQRXO{z*GBE8OBTV3TOTdVc2#Y8}R^@HSvPWaMJj#!AG1|iN<h<A@oO`_T-_qmBEZy
zV1r2;{#ZWWhE2in!e=$stUI1?VHxR#QPF*zQvPK5NSbpCOm~_(F{zNdE5F*U_GO`_
zB0d_j?G)Llk`YG&0m5UC1e>Mmsq>+~p>_(aL?bynHm!O_#_V^CISNdR>*RqOn@pkQ
zwEHq@wUR_VeAWkvh5eTNrw;KdtC$@;jXPCMm;jlX5=bT;QS5{{XUEB?%uK2=O>#f9
zgBdpPVq?tRz(42uigG_LGWlC*v)EX;co0`60mKjUaz)zN63svxHZ$maDNgy(!xEb#
zv4q$yIPF?tC0>lmmStoGV~Rc$ahIyy-iZ?H&#iAEkGx2*uisQ_RPqz$$@HT<?)T{K
zl%7i+iv7_~YHT&iQ70vxzpbt-Wc2wR53L3Eat_xaky%5md|}U^U#VuH$hDQKbIK@J
zXbMU&>J2{SYgn8gtw6<+tmt6@V@vHEbr;o6IG2hZ>Lt)&nqzJ*M(w>XOV&fbP|U8S
zudcq?P|eZASN@%SjF`%sqHAwc)<lzzSaQ{qd^3w`Z#`#-oUKOUMK!7EYj*_Fsm5J?
zDM8hxohUhk$t<p11aHI^M7}Bp7ynT%|Keq4W`}Mlkkn&w?yaG9yVh>~i`SbMFGtq7
zh5(FT_4Un@#Cn>a+7$ZiMvvz52J}Xor>ExM8BDD_6l~`&2wlD0`>3krW=@oIw|}(M
zx;r;@P&gYU$mtt>tyS<OOEO{T)&wC2ui%MF=c1v~e=6sVP}h3%VWnte@%KW&{*ey!
z8%I{pkJg199go?Ec=&Q!u{(91D&!NCut<P-v(Lhd@hZDUp>2LFB|_iNB3XIiRB#zx
zkg#pGk@S2uExZI3=7O^&O=f%84q-@deF}fu{wD2@IL<cweLCDz5I#oKmKV@A03aIh
zx-%Rh%Mdb7@~r7AdiG$$;Bm6>r((;8nlwe|!vk;2{dI*rkUg+DbOqPh=IG!}xREL-
z=$B)GdC1H045=FFC-;G?-pbm26I+2Z!skRe=ov}z`aQj}`8YleOYBj^Eby{$o}Xh0
zE8ZG$UMJ?wAo|pDVkLlg+6XD0RDuTIdBU}^^tV#%b>3nMJ3AZvUKEwQntrA4m^d$z
zoUvp5>b~Iq=FV_grxJvmktVeR63dXxL{(fu!{}lbPgpD>Qj&%bmR|{>qN1p<3d6$-
z#l&tZH&NJ0*gd@=yX96xZo%mq%Y)*0?ZRL^b<g#K_yA|=0y`i6<f^0u2{=&l=JIZK
zHN}O&l(bL=io1PrH*533lVA|XKXCOkZpZLN^>f$V0y&aVc)#BpVHE%Hu2NKxv%*(L
z?N>Is(~}E6=+AHVzz~v80WOO2vR20#QkkjO6wMVL-4%wptpbj2V$YT;*NR#~9O;40
z?#~PE3`VFElz9<u%M&(!y+DZV^|j;=KYF1*y_8v`E;h&xDaY%htOabKHxCAbU{Wo|
z(recYRT?f!!`Fy>jciRv>#q1jkj4*wLYS!N(G!ze0mrg0ty?G|-*M2SHf74to(7m|
z!~Wlwv`LuCb?lgxPaO=%l&hHEU9i<k{=;l*lZB_^br>&F_Nt;@X8RTi=%qcGG-*%Z
zOG#gFM~aF)Kzr&=r(!Vfcf5wLDn9nRr{2`4d8^u%?-J&?`CV1T8>UMubaQabAqLec
z13q@Ff4f*KFysPrd*P;@=(Ar!p#$gjSq>KA!uiQ5OT}&2>tI?yvg(j@I{HIuIwx=$
z!D76vAWIO4VAO`Iw6eEiH$!-4M=uhmlyOwdcw=}w()Ihc!x6I=6?JkKca~nD%SqFw
zI7o+KN<;3b=;f0EubrhoYnG9!T0`G->DzYxVW%H$)BI0%&VLQhz@A;H;3x^l8Sz&Q
zlC}VG>!@NI{}N-`xU_wadYpVOc9^XmRp&#%tOE7o0O)S7G(+Ip8XaxQt<B4u<34XZ
z@Khju$-3>Zg1EdXTT|JcZZAC3ZXcJy0!C<dc&9vBp>T-aJ&}JL5JJVextIFulQwVw
zY0DdV@!qN-!Cgug8}CX_^=N#ZJ@m#3<YR7U?e&^deg|<`G{}~h`RlYfxSHc(7!VR;
z(3G*TH0BlMPW5XhypzS>77A798&u_EG$R`sHe=IaAM%}i)!g#Jw`l&^ik^3!lw&07
z%Umrg>#~TyTSiU8K~|tV+v&0#pu+lTafT*qD`~UzBpY{ikQrlkDgDctPz=2z{#Gcx
z5~V@H|D2=$cYyrrn5o6*Ax%o=sZaMm!0%u0hkySMeC_}Cg)t(~Yg7BiV3j!mNon}r
z3;Tv5wC88hI{Sw7yEC&s2YZo<ip7M2qiiEksQ8?NbZ{=NSrZ?FX$<a6yRyKKIJ$%l
zMt81VEcfcsa4B3XeWgall9Y(#PKLwo!sQHSj1k<t_gaxCG#1)TKvis5PBS)kF?`tR
zp<n8^MHhL0hUgoAef6OE<tY8N)F35z<QM%><|sY^0rj9D$0OSIU`7!gWs<8q1JenO
zsa{$V+DdZ3h^l3kxX+P6`nSV@(8iz{XNk<5cGptolug47=C53b68`bo3Uq}mHwjkS
zH!6rEeM1fk73bb<D>$CmiIy2YRUL$UYD$#HBfhiL?DN%K5sYjh8DTo+gFvRQ`~zz|
zrx*wx+;7<#zBpY*iclaUXb(mYEG~S+9c#5!{#@tV5q%gJE@U>=ZA<|SC`9j^3nI<G
z%DrYGJ@rP;Z0%;-EkPgvQ(p~Y%nFW!d_5;_nzDOJ7vfZ^t`>=qz^VjYUqi7Gto#xG
zJg0H`>v8E)hfmfPuJ8KQdYN*FL*ch7!Gfm8o{P@z;{=k)4vk?L)PF;YL#ObZ_ocwJ
zcX>`K*?X%yc0abcYz?iroC`Bi!TWY{Q`&EwWLUlvEtN1@xOwbV2hNh+lx~Mj11}2(
zA?8?JRe}(EKmKM4!JyUt@9<5BLtRew5ljW_^b#Bnll~f5e9boD7@w-{qL+-C;YYpn
z@AMs8`iKVTBq}AqrW&-3r1Ttu77sdW4b7bf{sOco7RSQLQ6gkhs?wh+^;*naUlKh|
zIPS9LyfHC4|MV<f`;1~GX(|y*tMSmeG-?HJQdAM2pOwZtRNnG@KPOL<_!U3H_@D=z
zQN*BKTQV&QX89JfSt5Bg#jmri731+?Jk8u!sescU)}n&ro%BWCzpFy4+1j0UeIGZO
z=I^vDL8Ug<CiwKY*ykQ$lR#eTxgyjqIFA~Z@`frP=_;u+*pDVB!P_F#W9Cx;f}swT
za@anlGzU{3*e&(J%^`Flkm}kh2%i~He-B(+X;hV7;BkjO{exRb#>jBef*6CU-p6FT
zM;ACAQzxPU=k)i#+qZ!dsaS~LTzIu!_EK%B)Sv7E+rT^~nn~ipk$lS|y(jBbKI3yX
zUtzps<_9yR=Tj!Ckl}HFeK5=hiEY%{F>`iBd*zF=b$C*Jv6Jd#mwE<e^!VMfETP$E
zERrFz=6TU1>C^r<O$P%E6dOk@9LNqURVZJK2KiXGHU9FmIr)gl7aNs8oNw6E?zdA>
zbvag}J74zi$02jMiUD@3g1G~3xJpt}POks52kjlNJ@1`oDpb!PsS}CP=v&G*uv>p(
z*_Bbjav}pj)!~bgHT55$n}!Ahk>`fU`5s{fXlO@~FSzsg2l_e;&7=s=-!}iqyd#kO
zz)7mYd(!WxeO;Zr@0yiEbwOf*W@Kq35|3<&3qVKmol>Ylk)j*y+LIjMdMa_L$)Rs|
z*5yn6<Ioz}s6Gj~Y10r{k3l|eAtODZWK9pxN$$rg>kEK4wgrCB^Bio-my0jh@)W#$
zH4iaqMkq@-O;VmF0!ixC+M3o?cd~>=+Fv)CJ}clN#{`f(?r+=?`|GEzr)$5M)M?4L
zr~meJDvk4YF6U1%W+*qUP<J8wrkj!PLw^>`AP!?#D^^SN(6<ugcoQ)0c+S^@V+wq}
zCA1-oafT!>4>=K`H?)orxDEJFOk=aXH~g1>8dy*^`dFEzrcP*8{tY`75iNOcoS&6+
za3V`~rn)mS^XJ8lDwpqvzz?}Kzn)%*zR8*4*>mrl0Sml=*+|<0o{q^b)B+fZDG@WJ
znNGy*Jm^@bMych}vEuuTQ3fAXtrS=Fm0O>-63%Cs-Hkf;(WX-}^N5*b(DVnd#g<i^
zL!-8H_?}U7n=2<z(~A{y#J7r(At`L%foQz9qYe@IX`Pbff=gX58Q<3iY~h@@PqoRa
zbXjZdfv9B?-4D8KKDwz&HvNrw-BN@St=2jnC|b9C+$J4t?8&)2GtA6_3s<g*LbuOe
z7E*qov9sQlW#V%e8$Hoip|OV>LoTA2Z6apt{eKi^y>eHrV|5$vGLl#DoFY-U+<&EI
zJtI&FQMoZDO6>7}qO#r+q+W0-pg2FKSrN<&a*TT>^dCUrBxP9XV9w)2LEGw}lgAj_
zDgj8RoEX88LGsq(5h~`xXPh<y&><~~vbej~-)W7N$$&6gjspGzkb<^85eT^0ulUjG
zxRJC<5L~l(vC(O8gD%2yc7SRraU7d?9NcN5ec)14)I+m#qA;aoVrb>Cjc!TuHwc&l
zFz_b^TqbsKq%PYidGem9`<r12M(8_`i}aT(EZu^aymL{cwiQ-6+YJ>2S(%*x86)_H
z&-P3<ESJpuea?Oze&J_N5<S%%3(YRRUJz1ScU|bV{G9hZSRN0`->26KNkzlEAT_0K
z!G>1J!+BRz7ORr~=rgzHn=5sd{L=BnWLQ}PNAX9G%)EsWq;!EN!*$Ta5_VMsiWZST
zqn!hg?l6F+Pt013F+Gvy^#yFHrnZQ&NrhIh&~o79JUvdY<LK<N;%7<5!R|XAh9(+9
zdnyPi{_Cvv6W!GA-Ra%6{8$laG0ogdq7J@;S%&ILc8{bC1){DhFn6_GJL3u{2+CQS
zf)yXm%=R|xV=~|v|3KC4$x07NfWz^gP#6t58Z?a%#7eZa>TFW016)3+oR?QyDhk&f
zcq^}&g-UC<-X#sy@CYnRx**7-IB4*2IojJVD>yniOUb&(`J25x`bI0WH#G{$><o^w
zp8FB1Xn0fptmDoa(woc~0)ZaaGtrVao~D)<&!}gjBUnrm#B=)}#`&wdv3r@Rb`Voe
zhAFbRIL0KoiOa|qln(}>#skgIu~7V#fa~pcnNkXEh*6=kcWT2$yHw|^SIwjQ4NKP6
zV&|bOpKmL6<5g0g+XkETEqA*;Xrr%xH9|^+^({7gsgh!dyj-Y4W9_KKC*D2?{4PWs
zsr*(-zPI#kGXDtUzcaPhW+o?_usPDgUtv>-(NcE{I6<L6AN>USnR~t_qkW)Xx>OT?
zj%6O%r?h;&LueCU@197wS?pz%Ta3&<@i(AZ|7=*ohI1~r!Q>w}|BSe^gTxIrA{^Ea
zO-PXoI>&{LB<yB#$@qM~I6yDujNLnJQZul2yF9L{|11i*t9))`6wo^R{`g*K`Nb$v
z+lsvbUe#X|2Jfus7Rr%LeZiW4kEpOYR7H(B=7}AWSO{2Am6FbD88yIP-?6Yg_80{|
zaCI-{75!3Y)tD*I00kCHCQGEiHqg<hlGuTU{+)y;G}=uq`#V-9&G!Zi@?u)74g0?p
z<1Y?&*L+!Qb}WM&Wny$|$Bm-F@FBh9icSE@N9naIc{DjcM4*|42ZOLSx5u+c81I}L
zB_N7BUvVZNwxYZ}pSD{hhj+O6+@#bP=*Aq1Un|9s!K^M$7|{pHTVY(BwClpA{VhSt
zZALXfeL_!oUYmmvwm7Hvug+pE`+2rW*<7B&vrvQ7)6XMSXLO&!4^qgqJG40t=8L0!
z$j=gY5@Ima5<+py0`3jw|K7$b+gwoW-}mId2`Tktx3jL%?IxEWVTh64zd#%8uKx-p
zHKc}ihb;kY7LkHTF5({uX?$8sL>{_dS(PkiZUt4-h~p4rkOH8ksdQ<rbav0$i9A^F
z08{+yU(Kqa?HP3?siUu?2BNk?&IEUd_*;Hz^VK#-TzKO))cLh~I26@weq}Zoy&uoX
z6Rq0F?IkX%H>naBJI4$lMod~^``9@Cu6w^&pJOOFzfLNFm==XRfei9wq36mFw+Nps
z4#edtm(ag&6Xufyn9o<Lb4a1)j)5&H1NpyCavCj~$feMp1mi-g!lBa<I6J$iC8e~-
z9$fNbn6fb2G^bfn-K|r9;W1w!n;i2;77a6edHUJ#Rb?7Ui*nf;DqrYl{>A&7@`_Xi
z+MSGj;4Z)}lop)Va?7xVv@>QYcH0cyNSy^=6v7oou$l{uZ-+A?yFzkwKH_ZIB^NT2
zb^xQN-GhQEv<o#~L>Z_CPi+U*l1WS{W8ART47+fogVT}|yA1>*5-yS*OOnrzO=;84
zRX0G_48yIE65ghPswuo7-NuY*N>sxqHss1PmWF~XeHI*b9GRrst;*Gbfeg`*wC55X
zxUCY?Dbx@a!%&u-{LDw~awoknnmNcmg3-__QT-?1lGX223*I7JvT7%z47gvvmYQ@&
zOT-n%(L=@D(Er4;84BZ>Ww9)GkWb~yGlgB5E&F(#_kA~(VF#+eSdQE$s_0~0R*m@9
z1L)nbb-I&WzPkxz-D=+?n&v5I>kSrz0GO41(wSE`rE{zq7*tjKHVJjOI)3P+NX2_)
z74ph_B4)5e91#0IKtJV2dD?nL#TBsPw8qB$Y{927#GWYa{^<?{GF?wq?R6y{22%jX
zna^I4CTHU7#_MU;@u(q^BSRVrL15ma(+YtdyI{j}#1zSxluE0>y^PbM+aS&iVu6b2
zjR==14D|!Nrd|~VBpC2HF|^bFn96L|80xoGC;y{0HJXNbpZVM=*3K@lnxQ=D=`(pd
zv|-!(7f(|hZ@Ue|YqX3fW>l7nSp4eI$s}!@{>6+j5V3rtY5XC2$xT*tKR#o1mQI!Z
zgNSO=4D&-<2$P#b3*G_i=0(_g0s;GlrRxjrE_yd9r&oF?)G#isgyUnumx$LlBYlgh
z3u2F4KOio&Zv<9QGSLMo1S6`O<|#+UE@dXb=kyVY<%=PAhel0vu8R6v-FVZYTQ$@C
z=ZP&5085}Dj9?)8)XDtg1q(53Kf$NyTEo>SHaW9&%%1Ub)U;<dk8_-wR{E#)6ARPF
z3_{qU#GKh*=rsx)F9;!*J~b|=Iuy{Z)kqj6^}3l<u2T*GuBFcOzgA4i>>M2h>B%sY
zYdO*|>`NV5ez?|8`ka%U?k#+*0w5d~J3!a5pTAJTBmS<U<1or2-9iXLtz2)V#LyOY
zc<52SZN|aPyChW9{2?|CZdJ~4=Q_&G!d;xj@w+J*h{T$CX{IBvD5*yly_F)jlq%FI
zo#tJF$*AmzNRd5I(Mn^cbL7&J(EEQpUt<n1-#V+fW2^mI0f301H2;UTvxsV|4cm2a
zheCnkmK2BLBsj&TI23D(TX85_T#5uqaEg}TQrsz85}YE%r4XQaix&M({xdzJGx!G?
zWssG%_S$<t&wJn3m1v7oZr<3-&nh(dG<Th$gol>VeV$ne-^oCdtb@%Ee^-S@On=WW
zh<k*lb8g@zhgf5kT?|3xqi;<@>4-eHv|2I3aWt6_sU2i+Vu1Z(A_4=sY_5;nmS%<Q
zv2p`{mgj=Bn>3-_00JL9h;6It_6$OSxg^ee5bi8Ecn;KKin#z|H~WcL@Wx2D{Q>Nx
zd}OFIW6;0*@`NcOrRO*|pDFbWvWcxaJFHt&9h;?$s&22MOp6R8Tljlj2H}`P>G;Ei
zXX*A;{lPjudSj_wQqbKmx-a2fRFj;UzQ#ZwChYgCA6dWX(lmG+(`}h}K6L^eF+qOg
zp9Jlt)CPt{`(AYPCgs2B9<YJ(^z(b=G5HaEb-5N`Ssq_jp=r$m{g@)3_)fntrsHqB
znoQvHv!l*Wk=Cw#7Q1P6U1y*E&SaIB8wwq62j!g)6lkF5f}0Q3)_+WH*n~+rgZw~U
zf2hOd9Jg5#lUv-L>A|9yg`ZBT!UlOG{r*%>scm!JHS-<7OTYahxP2)Gr_R8)q#bfT
z5sq9RjxwkW;hfhT^Wa>8g#LJO%G}zOL0pTR+#^`Tx-5@(t?l=%_Y2lgMo>*^Pu&9w
zYQw#e<t{Ds^Pm8krC-<|{Il$~A&hZJs#2aJ>%)bNF3QXNZ9mZ(9S9Q0SSllBvfSp$
z`W%)q3!_NbmTA-x$vJgI<C{)IpezJptHA^_%Px5wSN{$d7(5Cu<Zs=8L2goH(q?Kb
z!kkb7BnKvFnNkN~ZH?i8Bw00W*y)4>=NweueXjP&=a~5J>ZAd1A1f$q-FD-vxe|w}
z5#>wYc9`wER+PbNM%!pq%*ajN--5YCM8Yo<`J;-o<MJtAAvmQ`!}=aX;CByZ=lZ6F
z-Gi^L*pc!nuC}GURf@;+u<pGA$i8mQ>EQa!>(-o4j!W|=<WKpRU{lvq_7C7<Hqfl2
z7BYA54y@|#kN1KAw~n~G9IT%jK!Z!=0$X_n3AmJQ@%*9WCTN?a3G2cEq`0IRgz;%<
z320s^n=LUA2`qNc{*6=z-?(6|JB8ekY8O6RH;?9?VsK8lyTuNM<$0<=;sr^T)_V1F
zXl-pR+Lm}2m>>bVX8oSrtH~lOar;ODqFP;DQj214Ai}Qd*vvdVP%-7J>JOALcsaeK
z%v^h1i+D4ezqDQLn3r2EQG8`V<niH^EZd!-jD|C{#ak7ee^dHXdkQ1nrCoD^Utb#}
zoV$AStN$Ls<tMz`D+9;`&84>7G0IEoM<C!Y9Y4U@j@IQ&hviPS+pI#Wx>lTbf0FTk
ziWv!foMKwS@~h-D@Jey#nc~d%JZqc~zVkns-CH)MhJOzM0z$z>$_?Lr#NNpjQ=Go@
zKaqUGPKSd2MOGWo#h{#en*%$-#Faf$S(x_FBR6U?4Z}X`MH}Uoyxeieorz92amKO2
zV-zaer5tO^x;uM1Cc&F*D!i{hIyXOa57qDA4AR4$8Rl}fPc-s-U!&$?fQ>(G+E_I8
z7UF~KH4jXXbPN#Zd7{y}41hV>VoP%G?Q${oDkis3tknDw1lE%(-chsi7z!=>Z0zX6
zrvA+iT}_|DSG3M)=N@vY;zIr0R#JTiBIbMc!~bN)EZCzDcVn8{gfqt7VC|eicP&z)
z<*IQbUY=DI0zgXja*AQ)uyvU;=K;r75$YMc4^1~VOISDg5u;!4SdV>v=HIR8H;5rU
zn((aA1A#u!xPNy&-cFPj<1<CZX~$F<O}b5FaBPy)FbrNG@IkjnZ^6UWH{^Nl3ki!P
zS(0c`vWO)V<COnt^5UU+h2W5v3THl4Rq(mf@i0!t<l?a0HIQp%xw~!aSscdR9BDoP
zQ~ui}c2Gqy(H>58qHqvmUX|y;;jkP(pbJWoiOzI{T}x9U<sW<uUt~P#$IAbs8i0W%
zQ;0eN_+$FK@x8)Bdy~Y`&O$NIoWK~0%<*ikU#*19jdWT=!Y}yCn(oF70yb82<@`-G
zn|7`f%6@C87jh<>zT{Or&{~(54(E438On}_cvMS>G0>yyQL%g%^G#mpc_2@?1R@6{
zbaDS1?o{Fdv48ymgli;|cBqd~W=$830sK+8D(g&V^rubp)0v&gUyDd&O4;R4j+xil
z{CakAfX5S9_WH(FTW|*ZSMS?P8KIP>Ot@Y{s&O(z=0gRG&;l0akHO7I3Xm_PM4vq2
zX;g#VdcaM`{%{yW1bvAa&_=Rhcy^kU_3-t{^Y`j-w&Y3GEzv`xSCc~MCe$-`H5`_7
zvCJrbBC7Qj9;z&_Sm5+5JJj}=YiG}SIY+-hp4g7q4wF?mk?Zwu(;3Vyt$4@lk<2;5
zh1a8AnVxRE_$4ntLGl`|^Y}JY`9`6_23nB5SPb_cV0VxO9GaV4`D3YafHJ0-HiH(Z
zx_A6OXjD{lSQzd|HQ}MH?Dhy24o&E^^_pvTY$1%F&L4OLtXD<oc<85?3Tw5pI${)E
zkHLxs2ydS^sY$T$9X~UCa7}@FnMfvqcjGo}8mAzPxD@BhBxy9aOlsoP_P?Luv)ctg
zQ0$v35^nvuAdCh~%u0D!9J61U@-msF`61>-WG)AqBu?t1u!PS2sk`IBMJZJpgHi#k
zmX{dAyfi}h8;3$4X};{g)7+;I?2Fn;WJSlMp$`86SpSse(jq*FoYkMp;xl&a8z4!2
zGM4R9{Q3PqAg%w+tPRugNilB%LPMi~Z8O!nK4>L=bqxnFz1Zg_2IYzr&_vt#;h^xO
zuC+oJY<}DRrQS~BMc<KgW|MelTaH-Vice(w+VRCT!ihmu<@FjP_8oD?-p0MNC4W4_
zCfM|<xF1~&i$2_+702JCL1x@FF42J~CTk!!C;@s1LBz0E%43U6I^{8C3D~vXuit&p
zV=p(<)q;9Wo4n=#3xI})ks4aXjh^yVI_pj({R1wNUslR=<rqIs@VH8~dX^+7ogN#n
z;1i;;Bq1a0jcTq~TA8;g+3`Oir2+R}fWT|buLZgWnCP9@@Q+a&)Kfb<oVgI`2VS4{
zsa<y{?%s4kcf_q>Ne*I8xr+vr;q_E<?P72Ca5<6qnk@o&&NyLAinUC4{U3lL$T;;g
zEUp7uDEVR#>p+(0)v&|4w!Sbc5C1CZHS>XN5;Mx=>=PJN@M-SOz-3JFlF@@M)8tir
z$Bpji7?v;aH#2M8bXfQlOvEiNPXaf@Y#o6OQ~!dD{hXE4zPA{!p02e&QP}@CeWBPz
zJM$`58MT(uNg!@2w`Bi;yO787!^o{+v0HgSz+d)d4VkaMj6d%<E^o7Km%nwfdsrdo
zGnjJ*p`HeE3hC;6nw33BMLBv45e=)?;u2libEA8WL2k%@KYigi#P@xqXQFerbGph2
z$yW@udzMvKG61=j>27@ysn!J(9P1Hnp$q0i5^bgDi&ig>_dr{nU`_Ge?Ro%Yt)Fg6
z_g#>0%UtD(O&8@}@!$&-o!f8O$8QCf4$A>w;3hY5CZko!I>CDzU$^yTel||=N95~K
zW}qpj$Sx}0%GUBHFC{7PQkZbvzE(N1LaLy%*K&Dqp)WgODKBOZC}@mJ>|!@_Qe*mw
z$t{-CbCm6k^FRqiBX^6ZX)9uDN&NUqF(lErf+7%1BHYM_8j7TUTP^?}l$C42jk>0%
zzpi}ezA&;s%lh-P$c;w0D!rQch?uW(1=iudIfHMglXU^XI6<wRNguGG_6^Gm5lA3g
zL<|xGpHSQ4{W{=c(ZQ`@Y`pv$eIPu^%bdiK!#K`8c24EhRj}R+t5@&-6w2H|f7j!a
zTR4KR?d>Uq1-7)k*)AODYJ*6Cg#QDSFn^Jq^sXRRM3(<jT;UB2k1<^lVF@SSKEJP`
zpF}I$(lP?1?c9)t>LAX2nS~@x(vXQkx$U{z+1=knPEy*4&p899u2py=$geHB?-`=_
zV+x7eEw@?Y9<RmvggI1p8!)dF*s@JZsAuEx$&!M{cTr3fUMdj{KW78eG(bXu7442M
zU`@;ilJWKi)!oB%otccv(YJPUgbXTvYkaXxX=e|iMaJ316Wz&i|5VuQ&@3A<p#DWD
z`&pJ}yk8y$nq45jDcAhwM18>8%n0AA8*36=uIBJ%NcAL9l4}&W_f9eSrb2Mj+T#h>
z88B9NQfMB`cA)FU1Ak)A`)iH{a8?u+JX2*^<do}7d{gBWgAVltY0@xqcUvpnUCYhO
zqThog{uE=K;qWGZ+bZ`piHC(7!=ePiI8fMc`8wycDc;dWN%l|$#eT!Xgv_0%6Y}<{
zLT@44IO~-gY*dj5DSxl&G<|_50@G;j##VC)d)!#tei`42uh==j997c%uv&iSj$vki
zU%%Y9d55DxuMaFlM*5jJc}%wA0+Ljj&;&eKP97c#_b$at+nIUCHKHdAnoNk<&A4?#
z)6iBWRD>8-t;5#-Ico2#X6C~RnVJP$L86kY<YSB3YrC4-yr|a#C5oJTdinvkyG6Mo
zcA45xo?$G+LTC2RqXK#ZZaStyA!g+CRn=!>1)!I^23=*QJ*~awPDaFDd)41Ax=2#1
zyqUbrsDz+2OR-qCiM&1P#hYP#pWi{j^XW>@yPGoK#KbMi<xv_RKRU*%_i-_M<w_ke
z6S>=(<R}LaMS8yy6KU2)#Pa&|m94VHT<ui?Sqk^WP*<Nu_GAo#gv`H)r|s}1OFuPf
z&5FMk1ma##l9^y=<Hv^I%}j(=aC!YY(R+uQ%<d591_R1Y1rc(JAm7PJ?1GmUWvsB+
z)hK232|+o1g?~ecJ4b_X_CM_6J@8(wuKO2_P#ZPYTGj1qG^=@Lok7rINFSgKf)_Mn
z9UVxI)YKqaesWdhLyINrli=Yc5G!~RvR@M0kKw?mWfxtPXM7*lz^I;z^6`y7u_dVD
z0jF$&48Xj8X|pr1M%z;bQ`sg30|YHD&P*nAX`EPiTDmL`>3fPo>ge-RO^vk)v4@ja
zoI=!5&}j_TFx+xC^`fM{q@oDxlhUhFS-j`}*N^?b<HlCN9C5d}Bf`BEFuDbzb5@L~
zh6k2fe|aEfG(AMC-*r;(J|KG}h3#*%(eRrD;7hgZ3GU^yk0r!X29c=^cCJy^jXm#u
zYpjEl{eX7rLWJn;+z4+()x+^3CZ4^nj}VCEO2G8i?k)ESs8<-2lcn;|k^p^oZK_i%
zZ|dW{Z@f+k$6+sUmGhpi=Gu8_NG#m=T_dsc!+~$mv?T4YDWBJZ%+{%#L&_*F4+Dim
z4JNIIepD(`EVJn4souKsH~-J=)DF_>G-1RY5?y?)A6K((QXtqxHXBatfwDY@ZR1!S
zOa){XKWa@54Henhm2AONvhAmq=b5q7$>rt$7&X4NwVYdN1+2?{vuMy$ggo!cBMten
z&`a~%8|ecoFm&k-?BgLHx=}i%asQkg=)T5BqBwhT7aWkP>pS_E(dcZ==;jmNQqVaR
zeML`GgP#vh2G_8B=u`x(iAFR)1YpyiArp3fAdVGt&4bxD1ZHm>_^1{2R`%HJwn@^`
z3VU>fmsX#=)5}kqjkmj@`G^9b45!BErb1glZg`VFABS<@ZawX=)B91xD(!QY4A$S*
zNmhicc1lX>v<`mM{^r74v3h@BMFF7D#8)<${ADS=Guv_zshvtaLL7S|b>EO2c&e1h
zc-qXn@utf~1n}7i2js-ajUP6jVrcMCf(|rP(U1%)R%KYhw@&sC^Aqxdekg^bhtftn
z4N$GUzfmf6q)R5F6emTO2Vo2fYSK%qW730Rz6?8=%Q#e#M&zVk&@&A2AHg~FESK*v
z-6%mC{INzdebKVUQC|2`TvVsE#`O1rT%QoB$?A!F1M+dovhcBmqszS6E6i^A%RKF`
z?rO`p?3huNhwVIcK|0oxU@(i!TT7716GF{mJR3g(*wh3&`tPA`Q%lR8TSobEot7C4
zID91W$q@{j41H7wqpylV4njk>Vw8dLS8XfrGor)2l0%&dR~8}+SGu2hjm|pj*JL@J
zfeciQAW9j|j9`LOCQqq5JzO_Wxeb270=wKGdJBVYRl4ORCW>yzw%Cfq%ur`+sl)6t
ze}Rqc>ZF`O;3zqwP-kxYL$z92&-WqK+e<rN+Q0Qq)&@e7ybr&U!ynVLC{;vN%GR8J
z2vO#2xO@%}NM23LxI>otXycQ~X}w|lR_IUdGX+#%Xu}x`R1yqTm3asWtPc1_1u|&}
z8|wV<I``_`dJal)lCgL@WuV$(to$G-*Tri@tk9m2dBnKYu#H|Xux~H<qP1aa=j}U-
z^}&iantDi?B7_sZs;Z}?Cq6+b$ET3m(wLL&8P9WR3p_Y$t})-3dceRQjc6$v+nK!~
zR-WrxABC!JA(YPPU1ZK$POlw}b?i+t0F&=!<g|?&tM035laHN%%R=&t#v2a;?qmeo
zo6UGcan4(V3QxYucIt6hREqoFy-OdXkN*$g%U~rW<imb>^|oN{=AD7ri2-DrJAnZd
z_{Tmh>pD5?)5E&d{5#&Cv(}l9idWD5QnUM4fbI{!_I5o~ih<3oXG04M1V^R2*+RIY
zv|vmo?0wm@T7VfwM^v7>u@4g=R1$Xn<B(eQ@E_m=D=h+f_=+UxyY@8<d`6Vo9PROu
ziSIwa2YekV$G=qvnZmec?kCy9yC)$h`1i-lGr`G1&C|I)yeeV~j^rK)k<ng}@b>e7
z{Yd~dVV=O8E@keGP=i>ST|FrLyHc1R`~G^|R(@$S#Ye1{cG<j*t$m?-@?ESrv*K?i
zvqZ$m7q}+L0v>%A2O|2@a87QqbW-=9y|oGSp`D{IWiK6cv%H^(7zozGd!uvmMpOyD
z(?X{l?vaR<@v**$cSt^(=}gW1k5()ERKH;N<yZbXjpvPlkgcxMxNpGb_6~{MAWF8S
zU6cjyB92SN;}c;^yhb51pb!X(PWBG0tJ0e_%<R#LGuws}runK>qE0c*x^m7NQ{dNA
zCK_V7cR_ZdqT{c}7l~7~TD^m!j&<NpYtXWn<JC~!ybc-vx)|GxM#tE79tI%=e=b|w
z@Sx4yYThGGzf@7m$T8%vTSLkw!F#w*yXw#}S4Cg7favIN;}Tq9w^+Fx=D>TWPApJI
zKo*L?k(HY-?@>Nq7KY=_LnVP@2POd1=;N=#_?V))AS*CTou4CJp;n@wZWw|Zmj0`u
zZlaPHA5O%eeUlQoiME?}+VQ2o(K%|}>S_%7TYy!`rV5MpqGihqSEF9ZD}O$yt~L%}
zCOS6W<%`=j%ZIM4zw{hx^E$pUa#-4i+2WZY<ku%<le8EE^+xD;XHY#)&?&<Oa1m9%
ziYXIsELmA8ze<k^kVtUDdwU@>ZFk+wm%@YOqL#~1V)>{E^PcwLt|GHUE3DTwTk2cR
z+GegaJ30j0hn6!v8m7NZqCbut*KVt)9wW!Gq=PR{b-MytRPmLG%Xvit<kqUh(v?e}
za;x#8seFE8K=u@OaentP-yClO31oc!?ftFYwyS}PyB}pd8~4c9%S$Q}-h7bVuPYh1
z-r0$4-O|;O#&p}ve#Ky1jDx%UsuBf4SWL4e`I6m;<B@?%h?OoqLBzk@Ik>!>6)jy<
z(h}KD-uVJ__NRCJ&P}pEygcY{%DWv64)l>}J@zKAywc<K45GR1xst0dlE1$bN8R4Z
z6bn?dIr7xagarA^uy6dxds7hq=oSz*wXJCr?_f>h&KPCuv5xB<hNCixvU@#@r5(d{
zO4*0H=QbyT9|y;mz{wEl%QcqRp3)IehJ?e>_B<^nZ7o5PJ*MPd^9b9?ahWhlI&RS^
zk6Kd;JvT|gnG$Hp6P<v)^-opIm+T=&62&msvwxq%Wg{?}7iS41sf`Bno5hoJRn1Ba
zn3cgrwb#xW%bIg-=-HGk1`#LW#UZ1NQAYIW=HZO6>gxXa^7Ca-!&%@fyC0d-!;;VF
zSdg;+Dp=ox6^xWa^)dI-29|uDzWM@@@u8|?oH2sl1KE8?5hRDw&dwDqsRMOEoz}@*
zqlQV47^w5>0C=t&R#pxTMk!BO6pU>Y&(kJ}Fq74cSd+?!9cU9603evypW4?~-h~X6
zTCcJAXL9XcTR&2t+R?UODZl^D`^$#yWTfwwV&IFBK2QTagay{qQF~jyi1qTN10Jr+
ztne!Nb~?ZpscmFS^(GT5pbs)B&!B50UMybYl{1i<jdp#jfqFD%U~?#V{o!uKxL!zC
z^P`9;k9uUh?gzSMxfas+Mh#NWFFbwAj6nHqjU^C?fjZWBq>aQ2_8?lh#}*^9l_-v=
zS>R2G%gdw%UNcqtu3Q@lNs$WUVX6Niy3L(DYj9ZRp7U_E+EEq8fCY!EM0l4o$2?MD
zDW?>+uZ{D!u;@wO=l3yL1s9H12-znqV=2*Yen8HoUnnIm7&z@YHl>b!&kyq7ZDP*o
z9|08fd6}4Rg2wx}acxPa@8(~U-0wjqtR+LpY-%f8$}MjEDna&U*^z_5<o2x^G5ClV
zlNE1j`Bz4@uk!gy)V=ntNeZ#5?&|IVtmbfV)D1l2gB^r8Y6r*!y_9*aEv5nFs%EB{
zi|3O{|H!Vm%c<~ou~axe@*_S>hdB{_J}Y<8=eOprG4GW})=e%9=e28BKPoeMRYFJH
z<8x{hZ|~bLLhZ0Lr9W~dx8A(81AC$gRkvqLYM=UbV|cA95G`z<XrGw;X}L;$hC~K6
zls`o39UK;;-K@~YqniYaVPf%?o|7aWrdeMC?o={Krc=YQNij$I1ueLv%IX?ZZKYl#
z`T8n8a8dJH&5{+(It5F+-A3WzV3WFRl<+Ra8XW7(ry;2gB5#r~5o2RwNngNKwf?4M
zB)ReHG`39&J?R8fTa)(1j()@Q55N@j2zEjLkK>S?!h?YO>MplriTFRvI-b82&*uIR
zPI`OYSN@5(E7yY7v*mZwT;4)wYUJ!wS9Yo)ee?&ia?R(&;;nPmogyS3yZmkoqzw;1
zYChi2J6U|=^xJ`~Qrj}q=ZT;6=vUcR;39VPzjZxIMGTvpOSg?evC~JaR|qQh#4*vK
z1qJol!1r(qX5HSsm+m{V35%R(>T8yQf%?<I6hWyX&#QqYwjfm1B1Tq{u7Svqv@B43
z8>4oKfGMYGk!sSH9&CCReE?jD5q;_QS;c9NrAo;PmK?`AzOl&%Iq;dS@>^>F+#t9Q
zA!jb!^XdVkB1dw)k~iW4{kHBf)dVH79iu;C1Enqr!7#Rf+LF5>*3aO*{{ZvHuev@W
zd-1ZN)lUa5_f72DC7*mPz)Hd8W(}}iSXuwl(Kb$6XG^7atpL%Z2zupQ^tE=0ab))i
z@o<D8Y*IA&@nYo{hlLs;dq%bh){1Q9H0pEz!$$FXal=8#L*@0PfiifFK~g~hIFtFi
z`T)ixaOJF!iq#f7dQnlghrgrAMkgC&XPiYOR@bP>pma`Pi^Q-Gs{9q-Qnzo)9hbV;
zT{JSi_9`W<3sCF`*CXn?H9WQD@nYgH>JBuy?ysgD3?^Ixx<*P}fRFWZ?1H}#u~@&U
zQb)O1RxR*I2IErl!(?KN+z!vZLnEuGpp$v^Ov#YSFA9yB(yb4($@91kH%~i-CIh$1
zf@zpX1Qz^umNhfRyq1drYCu)OK5=h~)#99fD<nZ1CeO<YgXJ}OI)m5Pxg4~Q_MfN#
zir*?=d~FEECG};a@amYIZ_WFljAI4VfT!?Wl=0SYQ8<C?Whqz1R`Xou78h@$&sl!$
z0U1BPf7INIiR4Qgb(m`aBum<qX)iZ&2}(ti27<Lwi#rp^`)a|c)4D5$u(5`v7?jhl
z`LQop(v!Gjf2DKtsuFS*y83^kAwu2625@A(w(hALjYFm=PHE3wKgnoN<C5<DJ3Ysb
ztvxCX-G<GSw+k?2pw1>V&80KfD{2Y(%L^2@veC^sQ(~Js+mpPKjPGzDHK)bSF8tAX
zR6YiMSV@>iK{7WC5YAHG+ahjsV@3c|9k=)b&H_bUmfGmPRhM<fV(**@qm}1XA>l|>
zygb!WkjZ5I{u7Z#0zl6Gt!QYKUHfent(dB-^fT2Ff_U4UJ!mz<s^`%&L5{B~J&RzK
zXXZiJ{y_|j?IsVWe?Xi#1AG+s6~!0;6pF9PDPg&8|BJJ>3N?8%mIHW<yays~D~(|D
zN=Og^#&?X!7)?hSf)C#aThOUD0+MCWJHvqQs)lH`JXURkq+{Ma@Gt@OK8<!Xw))%4
zmO5xFJ&7o)7{#3<Gqb(R`1--|r3-`*WM!@Pu2hGq*|pD#A|o`tcAB1c*J!c*Zgs1!
z_3wMCNPsIk0v<+OWyM}UbdxhuY3p{}D-bS39hPL|J8f`cnv@Sz>WDC5^dw-p#4j5E
zy5q<mc(q%@$!z(tZxgPSvST*W?uH`w3~;?F=W<%)I2pF$*Sw+U`q||HSZc_dbbU3b
zYK%l_jDP{&1U_k#fI42fk2kh)wwMh|#M`CK5Ki@4+sya>Y*nJW!|`2N{2W>PGyVfa
zFzmn<bhzxXT_jqQ1!~yiYf+0runGbA)Z=fY_B|4EQCSz(%C1$&v-yrY`jhX0aQ_;g
z)#b(8d7SSaE)nH(r4K_Ytk*K}d7eX0&m|~GR=)9c%<?}v3)cBKF-Y_)-R<Gpg@x(_
z`LZ-8jXis}EIi`N(HV8EXo8pNjUx#_-9MbF94iSN$ZWn{=|nPQM>h$bgV;sR?rtf(
zjQ%2)>P2+DT9HAhb(i{c)3);Uv<vDAv1&ysO?QID>{Z=wda9;>G1S?#GHT!N?3wC4
zCWG%*y5D0th-mgr@aRWzT^reLhR8Y_dqlS$T-SfI717Z?Vt7rwWAq=uPySB@m4N7&
zmj8QbJlRF1*x<=8uRSKOqY^P>qIRbl$GHdnDf+z6IbHNibqHnzQd?NP)#F$db|L*4
z>UIx?8#p*2tTa<P<D|K?bM5rj$4FTmN?f65RSmHw>>L1Vj_tf_ai*kFOPOJM54r<#
z_LMPC`g*Tu0z_!}a`u@sBO?EK`!a`?*qH+<O>0Uf3*=giG}Gx6PQUb`W;;v>WbxcB
z6?yLH$kc&>2@My;9LqPJ2o@~9lCXLb#kb1y)}IvZlXtbhuct_!bydMmrCIh}CMsT0
zeJLj#$%G1&3A!`#yYBobAiku#wtpuuaa1v^(UfYea0)&DH;e7x25aGFkbOzWf1D=Z
zRHHu^H+75gt%3JAKeJvnoBL?skKJW>)0kK)VITJ`Bku40cB@E2gpUhG!FEu(iPb~U
z5v@20GWQ>v>4N^yuzXS6Er@5UtEbb{^y|`n8k%PXIWBkLwO$%Nc2}()(-T|l@f>~q
zlGCXcW~06u1+S6&yH{Mf=p4RWy)LHj{DV)!sgC){i7O;Dri00*LEPflVOFOrQUA%}
ziW+g^ha~FArQe@q{HMgV6rHS^^AQnT79C&WzH^-D3;Mtne-rG!aw;wz+qri49Tgj*
zMDi~P{t)i<;g2eNhObBP))P=_b}>-=s)?Kdli2O*fRZbLANjA$ecr9|^g4;1zkrY6
z21ao@utiRVdzZMYV&0(Z#Esv##11$H`x>>4D_z(0MXo`NQQM0~sV1U}tBvflu+SOv
zqs-MuJ<CGjj+=NS$%@!7A2*-T{T~&*8ED?Wv;!rq>uvJEU&l<w4yw*;{F2v=6pPUm
za)!|D2Uyy$*LU8r>Jv+qJ-l$C@lo7s0ATIkvf_3*ekx5#msU}oSo_LxQ##|XyV26H
zfX4?<DWhKJOvUsW)&1Q&sT^xM?$WS8uGu_tJPo?}Pnq<vjN-AZ{ID58ucU64#I_4D
ze)FzC4(B3!p^mJN9p{ey1FiDWp_Y0$b{*YBK$Y^2kVoZESKIWHGp}hsW_jKyqxte5
zN0%h~u86am2-9nBGVT$^6jq;9!2V2mGGhl>=Y+o-+v2Xh2$e$`0pRarP0+<w_uZC6
z>(5)|AibXC;Ob0~H)5|+6(NA9_j1`)(H<OjM|FYum*~!zqXl@~b66skDvskyTdgSZ
zbfp9Ae1vrIxBTreLOEU^onDWVUs5<8;@ob+|2++T@p#HC*Rp0i`T6HIskZUQ_6VGR
zq0#<Rvd#etwjo1#ZhBtLI0h}F793R_(E7=HM*=2;s-|CPs5`Hc5PRUgGkilIW+B0x
zmZ95|7Ig#D$>mr50vIP+YG>6w<Ap5!`ea*A!M+AXlin7jTXa?ka7gS~jXpW1KZQP0
zJJ+|d5~^osdiMidX+~t#{u$^>E)Ujd3Ox~_asMQ<m)ycAlWj*?V;{ddxr9P*ivvvb
zjD+5-e(c6sDHT3?6Ufn`#MrQkKb>=+J5z~o4|uvkZ>6&yOq^a6aK*;$w;3*Xg}I{;
z`&cA>H$yuf^nkZ}1XPNtg}Gs??l}Iqq@<zZuU~fnT{Vg8S%s&>y?;L>jw<xU;<j6P
zcKg=QBhF9gDsdeXhHH*G^h?2Ot1YF&5xE+`7cClezbRbrOumR}J+%k$113G?KHa<Y
z)J6|ak7qB_+4($%@Q!=_2PkcpCUIkawp&%o2zq6*!XE<XgsLy%g<4^bvwmXGq#_<z
zApV9}+|Eaw73#xQDiq8;*;tRR=?{^-CVLy{Z%RFNB4FA<00z3IxltGU-ljuox4Xh_
z0QwaNlaM?%9AtE#%Kd?6YDi)8f`*Vgn>nbPNUDxK&6IK52Fn*7YRUL0)G~ZC#_n*v
zxZeli*hY=00D#zwR#JQCTjemIx;?vz5H(d0+-DY;9GYP+u;IL}iEqEyR|b%6O4&0I
zb1=qB=<=3~J>8!qFt=qS8JAEmaOuSMwvh4NP6jYn4Jel?f$a?={jnBsy^bfth@(Xa
zRwc<rbbJcG&X#J)Ud=xl8U^T|V|Ax3M_5|Lm#Z!+0{ko~!Z1CiF^{ta#*9uH&*;J(
z!@8olUeS*;jvuvBOCIV(Zw<|~5wuTGqY~ldPkh<V)fAU3V_%3~o5tP1u}iN7)$fB?
zYc=@Ut=}9<h$!~&+)}R0MD2(nC<J14Lc(<Z1L(~2S*m#PJFSc-CPkCep?7rm)D)&`
zpi~Nj0S4tjS%QCtuV%G88^tzp2Eyf>9>}yXzhZ6k^%)m$r~}$-wpB%?xrzCEtcBk^
zt3UJOx5&&dJxG#x=H(A?j=wwx6aBzBEIp}{kK8FZd3k#WF7w@HtNxh+^Xh$&>&x#7
zRWt>!4pbFzVc}}EeAqUF@)<qpoI6O5&%I&$`a@?3?+QJ*D86k!F2#R<H&Wbh>^MyH
ziJ=w0O$%JONE(#*T_)xni!jRsUF+Hrnm=O<;lR{$uD?uSymjA=SGiU7gxiC{k~E<e
zrnGo|_q7Gjrb9m(2TCAZel<=K_A%L%=_)AyfEIbAruIDhm!croLJhYe?4#miANt(o
zkVBnC<z{EeYn91_^=~e6p7}~9CcCg}iuK)O#>KRs#)09pG9eV!7}KAiSq3u_vIe~U
z6qhdSl@;d30g`9GrizaB-?)o*Z97<;B+q|NY_0iuSZr40C@(h;dYGOEo8o@AWh<h`
zS9)aLZ!`G1EKENNTm2yZyol^WQ>Mw?5cw-jty~nN-&|93XU%sUDk3@=?#(c%`L=>p
zS}iD&Q;6<iTE25*N<PMbyKx=W5W`*F3*BzO?A(e|1KaS$0QmH%gOc;QXd6q6xKMAv
z?(Uyqs%nst!jTAtczSiJkWU`Q5lM$0&@2XigeH~K0o$3UT69dLy@2g7#E0z(985YN
z&YL>i;2kT@HMVYfqF2tcceYhADctc>C}9ccJjM1iN_*-_m^f3DUFJ6AM6KMVGQik+
zS>5XRto}DIs2TT?+w(`A2LHrlFok*SFH);mrl)6f=k-*f`+hM;E{ywH=~DzArQV}I
zC6i7Jj}v~*Zks(<KF)i(+%P4x+uHmSDx;%-RAt`R|CdnR;3SzL6Rs7xsEq+t6pkd*
z@>YWCgp)RW@GB9{{D+Y=TE0l};-S}JK>U^d*K~Bu=Nr%kZ-}Y(fK!?`BIX|%(3M!N
zR>C5OGZ~zyOo_j?ijJ7|ufSY9!EAXQ`rl|kbtjSq{{bd*=tWh{P%jy=Y~PKsEN*=Y
zPBLR_2PY85&LE4IgIINU3_IWilvx5jkdMAd_a0tI9j>Hw8<1_A)N}JTLi74PsLLc|
ztiX;h)B54ZJ_Zv);@vnRJ!-#x%(Zp{unYnO87G3()p$YU?_p^%0vr3UvcE3B9&;Sy
zUZJC7E&S@@>P=X?;<v>d4n9o&4-i+W<f_hLjV17eq8oi)`1PV<C;od;AaD$_NiNiZ
zpz6&;(W)8min3#cV+_DgN-E&i^<-V|1lseWqLSx2odgVds&;8SpWw=12V?%8VnXIV
z-4ZV}FnY5Q7CUlmT#RJ}syY@}fNZba&MiD8VpAa`j)39=+_|6z7A|s#w3qb*g^sE2
z#yE8Sq(O7f4*sSN)%0@Xoez60r;kpiMm0rzl0~t6o6{i;3Vi<BwVW?Gs^RdTL9mk?
zLWnD;`7}vmTVR+#hSkT!y(AtH`yBjcLk=S2U-pH>kO=njV^RJfS0!S;T!~xw>s0?L
zg|16}X35%bW%})|H6qfEKKH!fxu^E-bCmht9(4a1mG=92Hyra_D{f<!-WnnFF*Zq&
z@mR<E29K1rbeUD(yv3q~dBz;&GbB!g7Ti$^3SjyJUQ-$gbs-Y0NsG3ks{Vy>UT>p_
zX&;Rv@eY2GrkA#ENRM%mFwL5}A@!0HrfnKAmAndNn}0y3w<SHok%PXY<vZI6IRXhP
zpY=frCj^vrU>)I8BSVP8%5bppeYY0^rcVEvJ)Fj}NsQ#2tQuq2WT+H~&OU6|$zM7s
zx||HGP{hzFmkFnU%Vhx{$Gl6Vr_a-ttG}PqV3rqTO1(n!H5wnDEW;xrgQC{UT1Qo9
z%CK-h$P^AF#w(97xm%z?w#&uQ_59)X7Li^Pl8DIbq*!ewckgV_Uh>?CmJF{hxU9j8
zuTuW|&l)7X#K{c=xyvg#U0#~t6>j%tX{Er~9e=4J9N&gqv45C5%kKekvDNh3c@A`=
z_O{14eiksBO%;Cmo%SD<{U>Ig4`eWgJTR*Axuv@B^tlFyjR8fi_{iim5<4kYc33#7
zzoP$uLTr~lrE>e?3%}iNEY4HL;a|hf<GtNTYxU|(4%oLVA9br$mgY|~L3)G5rLNTP
zT$C7-KZ&K=CN~o+Fju~M&ior7%hP;o|Gzk2YxV{h7!(iUyu_Xfy`1+-F01R0XvQ>2
z3@z~{A)CaFh?tcE-LtwXN0}wwOixb;7>9KfRz@h{#=A5u%X7w_APzjWrNMfW)YAZc
zm^JVEBKh3zIkxY%z^lX;yqw<D7yCD}4c}yk^2hIemb1;Uz)Z<>w=)Oq2a(PrmOEWG
zb%Vr$i+!9gH#kF2Tv|S3fro`}8GOQ@JLuv2OzNIp)B@d5LBDl*d8|83cM_g1ni!4j
zX#OVm^m?6o9IzG{G0RmDasZ7%<mBJMU#Yw<E){e6E#dX%-Ed<bFJP}gBDv%1habsV
zZZ^qoi}ml?I{f*KtZ-2$Iswep6OSzW&wM7+o+rrdzZ6vuk2aiZ4fg3feLF$<(>C@w
zsX+D=x^TVD28xG{xX!-1pc$WB<m2dEQ+Te|sg8{+S)*(}?z-antiW`ySJNo)nis>b
zX$+4&Znbc<Wl6|6*h?vWmGoxLqc@pj_UML--zLshTD}|EvBxq`I=#{D<2qLa%}FTF
zJX$vjfSmmY=tet&d=zc7j%WGxzhwfS@~w`WEK<^nw!8*r$@u7Mh!er7ZcR;kV7bQc
z-8nEku75j!)23=gw$}gB-hU5sg~BO4KH0!XTP@b#VsNb^ZUIfJm@M=J!<TH6*Witq
zaX7|b7%?1DX^Nk7NyH&impbu$Xc&;<E?n<6IEIwjW9G3hIHuYSxX7VXN(_i-y(t^5
zmu~+L@OrlN#ge<(vElI#Es~e!DuJfr<E83&H<()baevuB){dKbhz_mE=LbRcU5Gsy
zj443gpP;Q42ejeu<~evLp5yw3qEp%$j)o#WdUod()~ZpgnDD(16zlo?<xV?RT8|bO
z6{7<V&3Azm&4*5S(%$|g${2EP^~UQq{rw5N>NN@3Duu8Av0Nj0Uu|#v=E_S9NtBib
zycH(Z(e+UYH+|j#7Z*T0-l8@5J+mY6xRLJLDc@8>z!OrU)sjom4T-Ti{+7~GBKQUy
zU5XDU-+Kp23h>jkECOF(_lqL4=wT<TWOX9JJHq?nvd(ROKhGZ!;&;P>&n<kHo<Q{5
z195%_6&4kd$#N3atw^qGXH${H&8P?u2}xAjo=OI_xbrs;TrE3fCo$D_Ai4Zqy58Ff
z`kH=eYrEr>#^RtM?pHv9Prv&x#8jF6tJCTcHHFo=)y4&j=zQO<JU-RD7IACR();rh
zR%hOmml?Kn&5z(yZNKk&{j7NLAc)T;=v8Oefxd{^8F)-p{ds-R9|F0{87GG;Sz@ij
z9=8t~TzTp-6l0VpC9_{OOSk4EStN+?#%YhPC=n-1YmvuiP=5$(jMy?SRWPkR!)oI@
zMz3ZOgbCLqlgfVp0Xm<foQY==ozcUGM{Tq};;EmP1P-}Ihn!K^=q%eUtHVw;H<S~-
zKzewl9Y*vI)7z2W6s&8z<pn?2_a@1LruNoKZk&n;&W1nMwfC)z>?_*33)Gc8OCme2
z;o;WD5_~-xjX8DskgV2G{$_bhdZY1eKlT`tGp!<vwqt?XpN6TqnU<DjxSWSW`b2=k
z6hK>VkD!3Y3p#5eAmONXr+pT9?dDxGNsw)ns&S#1Oa_qJLTO#iK73(YqxP)hkZ-q)
zs>cMUS3WTZmbN!)zjL1hy*gz6W+G<;fU2EX1ni&cD|f20v+t%&<bTyiq*c=6t)z6F
zd1=RAe2~}$XWNc{OIm;Vv4w7|Rcen8JDk<GRbMd-v~aFkVBWXml^wZx^ZxL3|1Hs1
z7meye!woRykj~;3<i?1UVx~uOi@eg&@t1OIORH&Fw+|?g-&~vvbUxRL7swBe4s2r4
zyaW~wbUM|QiwCYKa;92Ji98<JRdDTK3}>j1`~k@#D{A8%lcJB*FC$-4iCc|>1xEG{
zS4y?`9fZg_*8h$9<adA{TV`OxC_k|@_l+?o2+#$V_u)3dTH#Ih_rk0b%5WWFB<87W
z3-beZjQPo6;ImzGGh;*~RCd4)y!1VSwnHTimlqsq)`hP2GW7s3%f>?xoX>~bfvgX!
z1Kq~bYaTR2Dom&(u?4^lb;t>X<Scsk3sr4C%*Yb_(lF&8O4+@6#v2t*co2B{Z*JXH
zsBTAD<Y-a@5XzdbIzzx;LHY?89u*!aGq16R9@DHs_`W+ya9iXbG0XhP&bHCzw}S!V
z7MdGnB;K64F+aZ3_N{;m{5|o=8JUt>MD)N+2>9xs5RlA0eGE2gooN?%1MM0s56s57
zj+Kkd9LApEVMAYR<=B!~T8886TC!Z$V?iT-#VKZBwG+rJh=U<=4jvHiIwQ-Dr%KrD
z22}*(h%n7s*3WHLAXUb)*{K^$&P+s$di+F#`E}JDafiDZMedAdO;iB#tggAvXDtIb
zINa!2^fU&i%w<GGB^paB!+=CkNd9(hKW&vym#S+xF<b;|+;QW)Xxu&tp=P;l?I<r1
z625;~R#0ps%o9k&o=q8xuZ`Z0n$qDhap3>rdE*`@97%9l@dLX89M{0Khk12oy1c5~
zD!|jzRzw)Ea*Or>D~c_#&?wNTpATmBEH}7ZgB0l<mFTM5$XVn(ee4C7>QlCOwP)B%
zn-(ykQ+<{zo7~hRqdzd+K)a%RnWg91UEW~Xv^mRssh2Ym8P(!@dL1&!n-;!83(C<C
z7#13WI+UuXjzphLs$l@Fg?b^nUb-Dg*6OwjM`?Mmt~nodzqwi_w_Q~w%)84m>TqFy
zxz6$>oI24Pk8UHPJz`ewl5DQfI^Ps7StmlF!;3Hobl?H{ir|yMg#xcHO2<>pvUXbN
zp~^};cN4#59}eoyCU%CWc7~Ts9+~!TZ)XL|@W{8DydKsUZqzViNJbrdyKV;2qA*hB
zQs%?fClGSfv_-YO1NLS#3uW_<WpU&bRW{ap{2Z7O_fnE6tiYuvi&UufFKPz7EsK41
z@7#KI4X<=W87RvBn|c?dsnNx5Q3+gCr>;oNUwt}FVQEm)02<#Sj1<8z2LM5i({nsF
z?q=&6+e&b1$+0}+9JeAHs%d=2NO+$o0VdpAO#;$)wtH@;Zngtx61r)ZO(_M(KPvG{
z`&U{Q7VlxYS8lE)qp=eF_-5&U2&+nWUjIUqrDV-LO%6>r%kX7ye)xG8pTU6xboahD
zOi8OpxRh}H`-B;|2*21$#kAmfrJ}J#^;JK9PA9E|0z@}3boSF%X2R|k?OEfo>uYkx
zY<ym6;X(66<Vz95Xaairez{)r%v}@FO7@|u#Z`(w7Y~7D9frGALwfiFR?sM<;i^G;
z%e0iG+e+)lB4i#FV5_=4RefCRRIVI$<UETW7tKd|%kKXiB|+)@p;4E+OwV6SOpc2U
z80lQj;lspX=54<BwR;VlGBNq+3tBr!$C}BRY+S3AswbO(5rzYBtVu#pkiie>^sDEI
z*uPq32EFr+nb71Lnns|;*5icjJ&XvY<GMm1%Xg@;0U{HWJDt?m_<7tX*3u3Gs6Wn~
zVaP$%De~%kCoX!J9fe|`{<&t)j(!aJRg2m&-Ts}B<9jDKUe9Y;DZ>(V@6xTzOEw_B
zN+`VmEO?wRJ<?J>t9kF*Z^okHT5xmEn}5*AW=6Pvm`BQF+hVRvC4ywLlIhJGUd{6z
zsgeZ0e8yD=IZV!Y8br=r%g*m@;knYs_p_)IPcxP+@55E~$fqng(Xtn^&85_L+?3#M
zlrK|DEB{GQ2AT7U)yjZ;BG*~XPx%)uuKUNkOG=dP$w3$T-+84_RlP)h&#^;b+*8)j
zTqTMe9u*P!iJ0f@x1nM`S3G<~`3DJNc!TzO_YE5{Cu#1E7dU0_J6w|0dPW3nSZ)0D
zWA)qc+R^_3<hT>W5`Jv=X{9r93Mm$GTX;4q+tc5q`OOyO<whW~Muk5n*8fUAN;}f^
z(%G8R%3j!onG1bZa5$W5>oIFV!?|R(Jy-JnPH(prmrV&<IO!V*O@>;MLcM1HPDmM8
z@$Hs*3l))LAptXO`f+3QU8%zpKyFkbv)Wr8Xwjstj$Mvdv#;T)UhR0I2soWj*_*g%
z`|o9C&9w#}r`?F#s;3BKH{2<5U5L}k4CJq;POvZ+!aMzeAy^egcE*x8c@(j5R>2XM
z!wLW3ueV4{cdm(gbRGYmC`eon=8}DE7Kmv0+n6M)dEZcGe14sg(iWOQ@)8t2@FVW0
zIDhxqhItL9^twD01^1bnHa=(aTGCuha+H<GgHjsQP2Xm?DFpa`EQ%^n4MWj9Us11D
zjTTkydIzv|+W)TFz-x|dVoWgx=FJMG-cUBj(f8flOzrJ!*)cY1#lH<SQeTPMcGnS-
zec&ZQpS#^p(|l}dBM#DkVzTU+v(oRrVV?V!T|xs}Vu6$<oHcl3z4RcVCx^M_J$t_~
zTQZhw=-UeonG_%TRKY)8MzGXXFMXl2=R?X=6m*#FQdj2Q`vTECoW2Q8jA!ai{gcM=
zp-K+<Z`6(+E|GRTVAs@Il<Z#vghG8Ec+w(o)2OM>p~EPtU&UZ7DrKO_<#%Zb?Wm%=
zxhGxvFxIs=W45XGCiBrCt{?NhTiwT6j66vVr!^$B#Z*(Noeq#xo=|pyn?FYRDd3GH
z6@koE)eq9hu0Vpn)vfwDj>hEA#&93j9}6x`v_r~F0LN={n9N0UZjg`)3W!ZF(#1qJ
zN>LtE!q6;Ov(&#^J4#v00rM<p41iSq7@;-J@n_j)(wD~c)Di>P&gU1P+qg`#lF!mS
z2}L}G0%-VuH<|}V1B|>P<_ratMD1+Zp5|>8mya8n?=S`wGY4QbL?!4U`amYXAzz%e
zp_0&cOP^OSC!SLLk{>q=uK$UO`WG=ZOT9GA%7$im)ego`(=CU;&@D-^d>d|PjqOq8
z#$Rhl8mtw0LT|x^>yv8$h!&C?GJFcSysz*uB5~l{vVctTd`(&^Zmjd>Im3$KmG&_(
zU=ng$wB0RJ#iyv1*;IoKJ12<tp=Vu{e5TA*>13`;@^4NJG-9n(K*Ehr^u5#v0l_n^
zSY?<d4t1>9ok4+fP#J-XrULb+T7puXS^)lMow6BQj8H3;rT<PXY(#1HKfn<U>tj-8
zcWBT5tJnhkj|}_&>r*AtXJEKBc^^)WC*Dq5WN=d4{`Qrn!RM$ap_Ul_Td4@GUP(C#
zs*;8vW4C@ZbC|D=avJ^FEs?2g%Xd|%LR7zgeR3!t@ppoBla?~6I96(QlwE!ME!|m2
z)sTn;wsylWtUhrudlQLvAc%z;no_GU)O4)piMXoNUqKP#dk21DLw*XxVe&rmXR=Lz
z&AM*_1~5oW&P3mVERdCLLhxuKl6^fv5yfUD-zHv_lv(EAHU0HP)|G86W5oWWxCyQ^
z+H^kL0X(vAP)`*vMe40yEk)|t`UU=~9RU))qOS{TocoQa3%ZWH$Y^aAAyWk}*%~EY
zt0bTn(UA~WUuMj*(REH@O>;*<(U~HPZrtGG=kUEu_v4kH4Ptn+zFl~nqpHEeSFsy>
zqBtCNSO9>X+$uNH(0uECuwjdDhS4lCSF;-O+PjwneWnWuUC%S&axo|ODp!VguD<1s
zi%EBouq<)cj(af8v%5lg9E~|<D#^~hcf@LQFf*!AuEdO{ND-#cvV!Ml^c)P9UJsd1
z{ml77)(x54)z1QLyx?J_9NL^`Zl5(Gfu0Qe5pAOu7y*yW{bay)xmY-ieYVzJph(oR
zWD%(O`;5nEHT3RkV+v<q5Ba`a<GlxA$G6m}7b`TD74IV=#%{Th^rezN*20l$FF(-x
z@rx)c$q|lYsP+Dv1}&GJ4_}U)69xPD=c8R~J^i*_p!W$FVdbF$35HO$A0~3}I^Y}3
z=3F0NgY2;u-~09M0eB0+W6#uNNv0a`y{Dn|#)$HL#zDDE2U2lLZl18cu`L~^OmI!I
z<Vy$P_{PDHusF<=6C$ckip|yP#!jOb(x^bQsJyuO0h0i~*d%vi{vq2_3VrJQm$4(h
zX?%jD0;|z$w_|EF)OGXxy9up{sIv`D<%ZT(hw{2DC(CcFY3Luhx8(^<oqX|3VK&Ei
zVW$r3jKm2Vt3ym_NJ4ojyTEq%vhI<|hM3K~%n(mB4sI`4aRFdgXpU>v{aM$|VTsH8
zI+ai3iH1-r5|crZ|3)+{jdf`3_D&1Fr>$jSbN#M6cU()7utcEa??Hd3AB{|w@Ss;v
zb$O<idTUND;O(zAH)6<LcHd<mqNO9}q{ixwEdtT%Y@g3YAMS=qmRFo(!dQ?aemnj1
ze>-c{o%JgDWNTA2M>|=hLWhX4M>Nl&GrFN6eZ*6s=!NI!w<`KshNo|X@pf9qrIJ=N
z^_`c!-I8tU+dlIO-*vN)2PdG#a|BCc`SJxWrA<M$EK8hp{L+Fv-WxW7f)}!U7QKI_
zqAvRB)YFHD)sJl;{Qm*+J>?j!Yh7mkl^aIx)a`zDRWJ0H#ST}~6Q0s3xWq5~m1to`
zwq98w*5;}C#mX?yAcz}uw%$i2TV3OvN%QfbrkZqcl5!YeEQ8A`JoqPo-aVgZd2pve
zjKq<!?aZ|f!F@_CogaJcdg2-`6v!%kj|b9nzH7jTpM<^#`-_E(w2^gj?Jzx@l;wyO
zLx0~6#f@-uPc#^TlsCB{0}|fB4c}$QlR-q)8M%tP$j6kn(Kw&!!i)}9(XDKXa}Fa;
zGN7OC68ma&V1iGo+8<26x(p$y;-7ty@ge?kf-=}sGE(>5$*}09IHTrq_sW6O#|`)o
zZS5tTYRdV~J9k4i1-trPWAhwNKZU6sj2$+(F>5-o!(;&cZa9m(Bc`>ZrLC$`W4BVV
zN@SyP5$6@L!8E(mK4+`3yuQF<NNBT~AVLU%eYz&F--jLR6C!Zk=Q)<BEr>h=v!VZo
zwzCL`vVX%h4bmOb%+MhvGIR-ybT=XloiivYEg&@v-QC>{0un<b-AE%XEhv0v{_C?k
zi?eul@Ai$~^W67!JzvXSc=Wz2sTg~7%XmHalkd#gZIaKWn1b7|-*Xw}(W@!(BW3xG
z&G<8`^LVvS@*0LlPp}Zz2s_;O^$033?WpU;f{AV%gm)OGCUqrs#+M$eI`k93w<6OU
zr%2w^Hsu5ST>R<r(deT=O1zBQ`QEHB8_3A2yYhPa;Y54TNLWoMDBTrDD0m%We^o(0
zZvMc_v<1_?!qpY}qg(Rrse%q=RRh%R&pjAeWF!`Mki1G(W5KThcnFI>E{J=uUt^xZ
zV0368X_dLmk0UypTzvpZxXOpwvd{%f;qx8RcDfH;oT%7|7~wAwzKp+pG!H0G28e%@
z@4Mi)5YYYJT!x|HYL+(6s!pVzUu1|y8v_d(;|gwc{(O~0w+PNhvP+~C*_6oR{I_@X
zb{z?12qr53yc(lKJz>P(I}r@B_{nt$bhgyak+z7Zkb8_pCbzU0_aR}x?V8pGkPGw7
z8}3-CRsX8}bT*h|_*yO4mQ4itnGnAO%XZz0!hFGQt?^A6R?132DS5)gSg*`FuIzVd
zXWdO|AY(yB<fdLy(y_>V{2uqmk%E?18x|7LBK+KpbH~55N&CY#_Z#uoKd#Mm4VCr0
z6YM@>yk7k&vQ=is@`?6;`Pv@>)>k!q3MklfBxv+h=(c(}ZeqH@LjMvK;C}!4uBwoZ
zk}t7aqZ^GdrrG<DWpT!v_19ZqdU8$wCq8f2kp~o=+IrK>z<gX{5A$lvirI|^lNQ0#
z?aDf(#(G#L?WmE`$(rVWrD|Y%FJ9OW9dFs?oQ}tGML|hmB0uY1D}Y!NItXXoo~eh8
z+V849SgAq<W+5n6*3aKJ6}s&91}$*$1B0=8D@78;UrwertkKHhMG!|=^gE)i#(*Af
z@^hHMKg0|6r3pq^bR&z2!RmM4Rr;^Rw)KgN<`+2PB9tN4;=r)@|IiHHe8lsM@@hij
zHx;>}M;)U4LY0N|9gM}!!L%Rg+jr}ZOlPe5rQTgrgyQkx9pXmU;^P%#k0!YtSoHLZ
zBT-`kjwE?lUb4x|e#Y;fzKsWiHGeZt3gsQKjgf@q;DLsJJoE_wFdb-J-xeVL@9V!~
zN@2HH5F-C?frpmmyd<0T@<B9SsUv?MS4{APaBo7{_gHZ_rL7dUO~`azj|L21xQpyM
zSYP;=5x2eA*O1yMl?6I1^yBYe)b^h*V#RugrE32zEzg!4(g1nIFi&GxI_KP_iYc}@
z0L?2ugD=ozP94bEn<W23vT$pu``wggMGm|rkl@M1<S>JtI<CKFguyIdt>*@6%WuTj
zImPYy?ggAM4by5DIdBG}6sZ&WE>@UyH2m#X569T5aPrU0{24yDphs6^nV-emAJJaM
z{5x^UQJ4&8QV@zoL}T@KO0gkQ{y0FZgkn9SQ#ko=(H@~N!_8|7o`(j>-qaU#D5=5y
zORR()pVEhSVJ)!r2o!1+Mneqwt_F0y77Mg&UW<|%^-7V$-MB^8J)CHS3PPa4W5k-c
z?+0cZT{nkTM@&kDH!gy*ykwmG!uUE?1*6f>JfwRcZ}F90n!FG<Ub>XJDSV+Y-lBgF
zC<jrdK8Be(fHK9}Q%Woie9(4@wB-)CqrAjf5=Ar;-{0hn1^xoCd=f8Faumy#Djyvw
z|JKH{iZRmbATU<E_phu(i!5#<Z~Uzuq7oOgy)w*Ga<mWko9w#|Vy5|5W5hw>FuCXE
zw-(3bGY&G8Y%7QT^yzh$PZgtpai&8(Hr9S(BrZH#UvP|^g#g5}W}w;!*en)M(!i(s
zcr0TMc{EJ$BfsZ}*;kz#9dNT<mvNKs9gff;8H**R-}j{{A9}5M*0tNmKST0My3#lE
zg<FAs&?~2qNS5ao=ZRFMkT#Y+Dby4~_VJdoMBvp6&#Ur>NcBs-je+MP=1)x{(jnz5
zX|OlxdEBd*W%4HpOGkPvQKn)EZZvi>Ze^IiD`~1V1~6dyS58}m<^n$;8(04}cw!HQ
z8*WdG_5Wyobu(hw1umAR)GL{4%7KRLI#cBQUv^o0qQ6&WnAe$oYp}=>ise0aW?<Jx
z4;!w1SMEk-W5Z%ehu+UtNLDReiH+&aI*KYdIDJHpCzHu+|C7YkvUF~7fTcpds)3@2
zDIz7cG$jI@%2G|zU6fYWUwOz*n<lPuIP41{g=|4|&);rZ?|ydLd><1@0rBU(M?J9G
zQFiTem$o)OMT{cNp#j{D7F`ulwsCnNazQli8`=v4JHkObQ7dALc=`X(j*G*h<_N>Y
z_v+-AQF1b=4cyt?T8t=bB_KJ-+@AkJH|)*}@pS}ZF0dOa^X=wu7~KK^u?LP03LK|B
zLE$$!Mf*Yj(__Nh!C|D3vcvc^(1$}<oaOdk#SAY9eqextM0!$O?TSy=C?vRM_lsT0
zk1~D>ty@cu22CdqCXDjO#;XT7@~af&kw+vN5q#M=8M#IFyqg{5|33P%-pU(G959FS
zA-krA59*wu52(^^m9^iM@{x^%lHwOZGPEwAxSHe)uHTR1&1?_2{>)1!dDqr9-kK{<
zj<;?TF+wQ${8|_LRqy`j`#?F=TYDj@Sk_iZNjQD<?Jt?U9J19@jT7r^G$ez|ub%12
zKcDUj_v$v+nsZ82r6n^n?HqUG+KAv70;(HGYuOqxlq-dvC)#T3L&)^Qkk$%s&GOL0
zf%z~VQdUglR=T`fA(e{}&DxvSo)ahLlZgq9gX=ouWb9*Rs;>!qtZFaN_3E4s%}=+n
z{=&|vF%Fpa!JOj9`O%rqgsx;<k36#=V};3!&MACSZ_=W+@=|l<Q9%Sl)yLOaZmX23
zMcW5jDJFR=0yJT_rIRm*K4RFyB*<n<o3SC}a1$A;FAU7%Jrtu1bK_#OwB^H+%q5ck
zZ6D?VSVP~W^CQmYNfb}Co8gz8=a@ttk-eH+;XeuUw^ffa!}T-hG;u+)PwsxYsi_Qx
zC8!*&E4AhU%8#+WpsyRNtjcTJ%1SdqNM`Z;OZw~m{b==l^jr2(hNR7iW{pt)Bn`H#
z4{n}UySTp(s)oKEJb*Cg^_SdU3bDl=!u{s)2d@O>7$5DD+Z3Za$@hA*UtrniO%*rG
zixyZ!mmh|0=J*r5CA9tO+DFA!)MhdBjR1#s7+cNq(&%2*9^1_fv|SHX^T4;2m(;2e
zQ?|3o)q;XK)aCpPUC(uY2{KezHY2jZNh6GoKhV@LkHEA~2Y4rX%e6ZbLPF9Nw2*L0
zYW&04-NguLyqh78*Y)UEDJRh^;s_xI{EsU5<M1NUgpkCS=~ywXZbevgkiO4erMX(~
zOC;p4LM3!*zl1T#9jUf+$v;MWxUZ)mdqe})XVHa1R2}`H;8n!;khh$QaxcLDpU>Za
zMoET*^T_EKcy3GEaLl4$SrM8VW}J8lp<vXjxG*YtIGABKK`(eD5<OUo;+J#dONJzG
zYsRm^RD19q|9PmO3h*!lNhNk6W7Xbg4hu}7z)grri2Wp8nV!H+@7g^C;Pa3_iB>HN
zs6jINikA<DrwZL0_$_qBCqm=`70}n<5fvs;M+HEQm)~IwsBy%nf5%O6RiSEJ;^WZF
zHcDNQhjeSz(djnv>c0^HER?@<7xbvZng7;FG;clm;+V)w2BW?s^_&AfnE?r?11Qn*
z+)hgy-_=T}OBUA3SP6prCjH{WK4yG*)%eIYom@r1IN7pR!9t9>#VKB|H2T=jHSew)
zA!kbF21$dAO@$O15VVk}cYPW?-KaE>82807OSgU{sUpKk7Y=KW^Uwq%Idf5vN%ovh
zq({TCoooVs0RgqTYxsKit=BGR8|p!>-c8)z>B&)KX$l^UR)<iHDU1A1o8{(PuJVpg
z#Hqr){im72unm3Vy8Y?p=WfpX^k-3v(JIch41pT5?IcoVH|6CBdI8`4r}%vXqf^$w
z1WU~>w!e(+F*d$1#{91j4_Wg!bY+}(pJg=1JEjpYSJ^en?oT~Tg1Y}*`P&8auTPe*
zO?vgZx2)m6N@edrX0QxfYH8+q-xT}S?Rx1|n4zr17xoz;sk%6rmsccNA@d6c5*C%p
zKOJ)AohH%OSR~7=ecxZmO8eozb>*1PIk0)kHl7%^7(Wns(>BS;sD;TiPuQAh$;&%g
z+23OQbWOf{pQG@GneE>IX2rAS(?2_aXXQ4FBKs5oT5pAT@l5%k!t8?@mWa-=<t{GF
z%JVn)50ijc(O13SL9fLmh!;#W<6md%1mtcfUi}v3vVYpEOYBPD4L^GLf&J$!*Qhz#
zLeo3dX!EkB3jk)48@s;ZtdL5`49uf^)oF5Tn@f|-tG3q+?aYqne<2O?Wvd($9d&Er
zW+x8cB?u5!S15Si`wWBS8}tY-uAB6;SB|??5ybd1h6n-n9^gHlR@xi@&aYBkjRtT3
z@bL4`+71fsI*UK_AT1wCWLIUKG_f*GIrcw@GdpB&#bzH${;9q!Gs~f4i`Qin>kyXi
z59ytaI&|_DU%Q!n|CiOmZO8cBpq7b5VD;xH=V|f3F>_){LZ*OUw1ci6jkP>I-T5A?
zM1WrV{bb7W4|l}vEY`WQ&5MjOpz2)5b4K+ED<+Hjjj&)G%3WNJ@)*glH-^zfh8qlH
zKOMRSj3!3MDo20zV$`;D_c}GlxqZ-({t@Ed@g+@|YAuaXl~3YP8}r)?6c|h-rdz|?
zs?M-Y`JpNP+u&^pT;pvjbpVgnrqU95cqFY$z5e^ONGZteo}SpTYs*1Lo7c6)IY~~+
zde8#PEyGPQb!J{7sioNq!}(zX^`PB7gvqxqEz6aBK3Ug)`Rv1~Ly-9CJQvIhqCvJ;
z*uU6ZEk^NDUn7x5{$bRQJ+t$-qfByz!o6_W%|Kk{lGg=YY`bIg{1hL#@2qWQyW|r9
zc?zCOz1y1Y5qs<_VcN~=Uq~+y@!WU-=#6I={NImYrE4Hr!wj8W=liDGKO+RRTN$(g
zn~}lT3Q21$q55;#)dE&67U8A}E5MLE#OHwnkZhcpPi;sisf8ID*~<-EL~xFbugJ_a
zEpDcETmJ}6>ooI<jqNoD%h+F|!?aF#J1%8k)m@I*rVKyrkd2r@vKW)0duP!fIPRvj
zw2*n)Afv(}Bh6p7P4YAmb-N73r2XG7u=2WLvc%3Uj<0q|H3SOimG~!;gb<M_!8Wlr
z`<i~2*+!8*1LkQKi>n7<HMDQW3eXmRo9h}!<<qI+L}gwu0B3#3z^LG$gq+|5>sxX`
zhG0K^C>e*YcrlcfJ{`Imh0*kaN!0R-%U=0op!7)%Q^5H<errWw0?46%m*t8?bMuCV
zR4zfvO)YfDdONK(DCf;oBKv4^7$U!bVR!9FM}6pkPo5J*XolKiTXHv0ths3CLN3GC
z<`P$MrMC3RCF)-=xcvPVgdls+Lx}2R=-~1Az?5+<=d<YqLp7>~w}0&Z&R2tyO~@g_
zkyuUK)-oNXQj=Fj)DBljyaE-@pQ~lY3TtU8p>g?~ZYs1-JUy9NS%}FN9cXrLux`_`
zYm(WjaNtux@^JUR0j$f_!k!Li$ofxi_fDZu5ySm%D7UA;^1@XyQ%^i|oM&d-?nXP`
z-><Y&JUr8>VmxFAeu$3iQqH7F=jE?w8^rnyp%%sr#Q*#jc)1h`5LbV;12o=iqZD_X
z0Cc$vcuES_Ee~vQ<nvrWq4sVdrkLE{^~XHZUdRdgsMxTsAVxiq?B=%8n+$6;hU3mX
zJy__ET{T@dVw4=xSh}5kc9N)NV<BWXKN_c2ZWtuACS$TLCNR7E%Rky*`J8IKLL0TA
z8ezGfG)gcq+YcDSWslTCt~S$>G=?T9pO1HyBOi`5@SKX?&ETLnU6V%Q{`~iM&iwne
zD;N?`1ZB7aO_8*SGhjjVtygdvn>H(}68Fhfm`vDFI=`dy050oelMW>-1|js_2O9uZ
zZU%C;&@3PlcO1VeDI^j7DBD}Q!gXd=IW00l^MKtKGxqvsk|zYv5C`zch7hAR!tZBu
zf?M2b?mQ0nS66V8a#tSb)hN^(1^N2{&P>V@_TRYSl>H1&U=`d6he+AyPDO7SMRoYx
zUI9$}Uw|f;7q?K8rhSMlqEaO|3qto#QzoKt(|}r(i%ex=O!WaZ1=A|gU{E$zqamu_
zW*kPtmG1f|o1%orAu3!YaJs(~l6P6sMN`3Qpo%AiKnJq5g0Vi{mjjs8qgXgzPZN@`
z#Q(0MA+HXhR&r<8TuhXaldhCpjLYUrpafxu-ttHbDarvhBR_o-dT{dch2$*XGEe1r
znCdlmdt+<<tFjWjnXYRw$Wf@b)vjWBFhWa|)L(3H&&JTc*}F$IqY;=$&dfOhRof{=
zqN>~5VMjK6PORb(?Fgi{>}H9>OSP78JbkpB!7bt&_yH*KRYv#pT_bIfso}hUght{9
zm{<I&2$whE>hR&mrN~6-+PP|nwZFdhrNo6`gn}aV^lsN`p|-7D7gZ@yGJS7kdEZgA
zrUmZ!yrFyEJ%>eoJ$?ZAro3imKYQ4CJ8B)g6@OVGX}X=_4S`<elC&+B1}pzizhX`k
zw@m*hEj``xt~>o_XY_=rS~YP@Fqk=^tY2m*3CrEB&r=~Z&Xb<f(3X%si1sADM!8sN
zd!C!5Z`~KC^v<Sbc#O)9M{0Pz1Nv*@n2N8uwxAImXoE=^V%$}M9d91?xRAbmb*3~Z
zwxfmhiT0RCxzVL2K`Ei<*(M~L%!o{ce5CAEHc8q|`MXz%!LTcGO%kV%0@S$n*6*HX
zGIeH-^;=BQ`1nJ!gBwwFrTGR-s_vPs;<$DAf&mT6FqgEBLbT!M47<)>cQa`<l-7<~
zE9-#>2c$2P;xCVk1Y~_(DV=)7PH&I>7rd04S7{OYhcYRwPp8U8hM>P+m{cliSPL73
zH}|v3F%(Mq>PHwpPM5IdB%}`y?+LAUA4&z!FVGo=zp3?D!2~uO{n2;wD8QLWxW=4c
z=rLiB47ZI|VN=2%9457uR-HDjWVC#rvf$xIHuv*)RfCk^L!s(3ba=}LS$|W0CY2J~
zo&lS_3Y%w&hzJh1b}fC&g(uS;Ut>EN5x34Y{>EmcMwu{%4MEK=>qD$z_wLkWx$Wnn
z_=)kt>d0)?d>w#<6U&CmT@yIi=h+cFWblazEQP8EHzNpSJfNZI($~gwe<qzi<77u$
zw{IE;7wwPkJ@MGbkC0WvizZmwG5G?%rC2(6Pwb-&%UNqF9vRx<PgB&Py;{di<ZYG6
zE~LInNl+T_7ABW*@!QE@Jgpx*w)Pal98ZALp$^JqdLuhv1tkK}5scJh=whYB_9nX_
zJD5{i{9Ia)%ljp;ou2P2enZ765+r_@NkGfLWsSCWEg*~Rb@DuLR-IuZT;cyBW%X%@
zT%Cz(quFg+`IJ<p{D$%c*}7_fXsUrrq<SswVg95VK}Ky1m{;W88dxV-MKkDefnk?4
ziU}f|$}>4{vsx@HEVjqr6&o%sEsGB3m;V(>%j9YekxX;CoHmDQ_#BXr#nx7$@j)N-
z2&)d`g_S=cZ0AWbv=)o6KkopAI^u{aiE-QA1D#UBt9S$syztns&0YK5$`)%^<z8+a
zFsO!cr;f@-y4_;>+Gw*Vz1t!ufc|;ZZLVa)8xz)=ZuX4#Q<Gnh-du8RQa8tJ|J|K%
zp^?IA1_c1P_N+XDrnqM`S~vPtJn5d+$nNED8UMT%cTdPb^p3m{X@&j@DF5~5Tj@vV
z6ykj7Pid`ND#!20vXQT7S$`r_KsV+5!#eTFD0aTqFYYB6_g7Lh+L5*8d4B35|K+$H
zRUN5Ta$99($w%GyYOKa9!*9?~bER!=yVzj0H-sv5#VPp94G?jgt5ncafD;qy%-jay
z0osk7a~7QRp(bee9_K=Q5LX+dl&*2@gMnBB(4J-YvUK_x{uhk3SD`n`bj!QVeNLV9
z086%hmy0ZQq5!auN@2!+tRO4GeprijW%r!&^Vj(p4FuD$v~5n?D0Y42r#;bk1gZ*G
zie#T%z(J+!ZZz=;_dY0LoD_E_xxDTGR*+xO=HVpaknxr0kLb^>(HxKQ?tG@Us$;nx
z;NhSe{cEbCJ;q&l&Rfld3dP``vKu#?CHh>}$wl@o^OKE*2@rHX;$l+tlUPrKv+t?s
zty^uNBg3!<!!x>HyC6XJf<_6@q6o!7noaIBhaMYeEVIOYWg*u`A+P`<;Bjo=E@OpT
zPSyu09L#74NVqV2w|6!v@Dl9smPN)9OaF+;)i}Oe;)%Ph$Yo7MPFxfuW7?RzT;7t!
zbFUi8g5T<yJ0HB===Y;Lx5p8WwLZX!fLcCc+Q}dB0}YqA|Gx0EZ~^A>oH07B%bXut
zRT#BDoI7UT^Ii6yck%n4kt0<s_ukD?7!&rX{19;M^A8n8r9BLcU8Z>#-pv8ou*FOq
z&)B&XuwKY)W+X|HYVn{hj{Ff=lf_MRRfCZ0>@7PBzN<tQ_<y=BIe*+U6e)zAL<?mA
z(hqtRGrfHLzYSbBXgY5x|DP`X#X(@!=+SIJ1z@e+ZAxT{r>H%5xCS9Cgo@;bXxb)B
zrxwL}pp~;Fn;{2C2R(CB>^2lt0MsnyW0_|$oeiVx_Ry~vFA!Gl+|8tZ+AGxK5yPmC
z&rLtYNQ8n%)o_4=d6zN)17_HnLclODaz9wjDp&QULivcX*m}YkvXf4#<*@~+)l|Ky
zf>tUU*)WcdPV+bw(I;^L8`(_qEyf-s8`j|1+KF=eY60gtyb506lr%U@jbaM=<Izxi
z%E?Jmk~p&iHvBsAk%IMm0il+a$ox{{9~pk0vDHoAiNUp?k|aP#+yHvI&4uSx{BU>E
zKz%@wwi5LTC}WYowzv)mTb9Q5ul@2$W|S;m>uS~n>+R|aRVxd#BqU%rmg|@FNk&&w
zV`d`<JV0!suqH{U-s14kdIZu>fHVT_-631F4&@y_x6F(aNyTO9tdX$p(@6V~o3$9L
zEV5sHL&aqbZ8JVE;0U6vF>9K1rXGt7^DrFGvA5+wU-C|TKT13~=aS`93tJ~k1Rd4@
z^o2n(6AYzrO2<>YH8-$5BDT`L&Adeh1Z+XPx>JYNBrDiCxD0zIcBuZj2T9G_F`8_7
zxD~*+CR?|MR{ld%4r2+|$_n+$zTe3KzU+4QS)8O<#c-+rYM#?D6iOKE_IDYOv>6f#
zhBd6LF$#;vmb;}R?eJH($i;$MJwUH5KG7r&9lm4$oV~H*I$Qlgg+}^$X%~1EMD8^E
zHjpDkkuOze(3qq-?<S^Jr2UZd5DPkl<{Yv3N=#P(lJq3=UN+sD@Ll;K8mU$fH38mI
zgyfmrxD_Km+Y6~Y2>k`I*O_#yJ@fsfFnwCkX_ouxAM)cv^5LI$5BxNFostM;-zvH#
zvhxY;;LFO|Ec7gZ8-CaAAsW1AQbPPz%!ehV*x4{D*PeoCNrdV@G((c#SCaleuxS?f
z4W}OW9A>%|v|f#0c`T8W<($E@&yP-wS{z+nMI$VfUz1W9kjkgP#?TG)epE(C-B%=9
zK;xRm#tEinR`xcF<+9r4dW8M#>qN(++zi#|jZas7ZONjTcJF7_Y(mjxhmOH}KR7E)
zmNZ`0d?6tqQka$97-Xjh#07r3CYCq@?G(VJ+31PhIh$pbpB@A>nWxdm2r%&3Fr1H0
zInBO5@94~F-rYCNH)?m*w(9_`D*Iuhz)75$07qMQjwH;MUETqw)_p)2pMHll7|_PZ
zMZ4J60-3F$t0hpmHe1CI;$jxGKh40cE0GlA_pID3t@0pvmBxM$wBXt0Vh?iH<gx8+
zexB`U7u%(VR%-d~iyaBCdGXj|0%B2_qZqmxz8W(PCFhkl0}hQ6UmrtHS4Ou2R&h)s
z#<<Gnw%}K)8a-WKx4F<2JTtWJ{SI*osl|2{v0rBQ6D1AMqsJCVX1eu&kl$7zX`P}2
z+P#UgLdJZ0;|y^bKOI<<%YxAv|KjIv-=srwLA$K^O=McFdS7>^$HKl{37w7RD~YU`
zc3ND_yHT-+(wU=7FGiI9t?=GKEsRnJevQ$T3ju<fQ%_NG+|On7Hd5EI#Qt`L?a#x!
zUYxBg1U`EmPe<D@sb=Q0Jq|5RN2WuyXfR_<@<<x#_;W``yNe65UT1nXm_zJNtpWS=
zI^pyCwnwF+oU+_7M#qTNl^u`Q1X*G1=R3>HM*<!65>GSm9uRHG*Q0v#w~Q@~8Gs%K
zD}E6KJK)gsY>kSjcvW012-1p<)mT#Dn76NUzy7#qgON@bD9{0)8<42Jd;Aj5KL7Wn
ziukn<!p72<U`blSC=y9aXrkZbd5xKrSL2l{b4f@uH&E(W|CR3yGdMhkd;&Ij(4qEG
zkURN|T`w#*?{K#BNMT$ry1Vui_#;cap9_;ASVa-#*bx1?$E8hIU*^zvbGTR%wdx4u
z+YdaUN~_G?y&4h)<I^NfO)acap&v^7*3{VK6e=4t3-#?zU<MUt6FZ5vp)6^jgoY0P
z%jh^u`In>w;TvDq;<~p&*5@14c$8MIS}URb>%_jpj+{_Y=~@Qip({k}oA2`UO8``w
z^Bvfd%b?&Yf%vS0C{$X*kj`o=iACpoHfoeDD}gA6vhmH>I3*gxVVbhTF@z!KI?GLD
z-2K}~y<=|IgbDVX*07YddwE7*(Z2+ra^Fg}R{QW76EbD%TGF2FZhnzs9hrWg9wgA*
zx)AY5`3c<Jg7*b&0MWbqv&D8eLWOoONvW~<Iu&@kQ)j$JuHSl!nVT|lq3g%^Qi1(M
z96z)X2T%DuTdfHa@cf$`=hUVQC#u#`*eVi6ib+)DrDcioEQuM!^4NM_ONDC@O=GTh
zkvELpdcV8^ACM6y)*E8K%cZ>GT%N!4s2@pgEWpkJEX5;h6fn^D&l5tE8nkV``QBDB
z!H_PMN!UQx6(PJw!ob|R_J9c{;u;qrnA6jnBD~G)V{1Sd=40&<n0}%0SFV3~KQ<;V
zqt6ic!CyZdjA6tD34|G6-Y_)}4$&`|Q`vrnk#o>{e>&OBgcz?%*FF$@&;KRK?5Q`1
z1ru@@*0<T0A_n!{plX-V>wU8?faFx-8dV7GAM72X-dO;hgziKfWehlu$kAp71!q#X
zurlDYAW3%8x=nfc3eM4z2S0*L9;>_*3rr<{Ws)9?-Z#B8w-^)0rp4<oQQ7PuGULng
z=%+^;I%Z;r_QCJpm}DSZX)Z@wxIMl>I+az;_a`1Yo77doLoYd^P?+4YER!P@B*rtv
zA(3>Oncn!#rT5`x)f8o|RYF^p6%=Xdd8GYrLJfn|H!?Oh+ux7eaq^ozhaN?^x$7_5
z|IjWiWO)SGaOLiakK_7Atvt~G7ZlL1Wa4fl>>3M2a|^38HPP9PV@Vaerb!5kFPILT
zuc9O0YW@mczLN$&KI$s?6Nq$*x0q*Bgi7p!m<vkj!>Hzd=h_grBlnL~8}pj^zQOFw
zLwzSc-%gjX59T@nf`PWXfpW~+T<vD^Yy!5jeAN(a3s1yPtwROLVkU^2PNTl9FW^K&
ze{e!@_o>hW=I?J1V~hU=d$SVE+7v9^i;pFT9&H#!C$`6&et#>oz+Z(;KJpV#8))S#
zGZ;ukh)%7NlYNGZr;5uto8Fa^L4XxbY}O!JXPq*P4CdevyMD1}a~}VGF@u=gP$h{6
zmtYDHSDZ2qFmXj{i#@!lB_|!kqg^=@+l5a15HKC|y$Lp7WgMb;wzt)=b-6ZM5+NPt
zyQ&{c=!r7#sE{M#SS5`RBz0}5(O9(#&r=LDw>0t04_!ldZP(@U1ZMUU&I<<D=^)cg
zIs%2CTrcQGM<?YP&*JGgoj=GkSSNQ7u>D)p0>F2gdRqCbVmCchS%}u)l=z;Q^%Lu;
zK@qWZML7;7&0a2!h~9cBW#v=<eX>^pKRrE!EV%HsYZ)iP2i2Iao*E1C`GVFij>IX<
z_<S}6{w4Mb#tlrSj5A{Od(se{RY>HcqxPkhjPQ&gTt`3C6s8js33tK3sOV#03X*Z+
zvf+P2>`gYpnPez4W!J;izFY*%6&f;KAiZaH)0Hf-qqTf7t%Y1neGT`oC|0(}KXl(+
zEy%!2R?gsTIMXzW*;k1Wd+=f`b9`*;(e)ytO{^6#M#F&noayqOk&Bac$L5E{lCGRe
zzg6KmQ!U|8zhMc9_IOB3HQcS!ME@n5Lo=`BE$8N_Y$heNksIJFo~R%DTkFtt$?C0>
z(H?8Vy&ryoM}ew7CK`q+XwqJX3P&DF76lV(>6%@BGqzi>6>ZjNx+!KeT53YAi>&pj
zE-IdBTEv+s6eY82jve5X#_^joZXkOa;vMnK{)-OgAe^BbuVWB=;xUn3kUEZDkrg<{
zh}Y(=bA@ZSeOb2{i4w#@?Hw3FrKSo?<nN}8Q^Y~CDH5R77t~e{Np_fA!{W$Y4MpNR
zFx@^bf|7L1Z+A1xf#T(*@bGpLki5XpK34-o%B@gA+rRfl93>{?9x*|zi+l0mLvn@I
zm{U|}aaKkQFac<-TH8;Kp9s?2ZA@gQ3LW}~Jygb#H$xQc%?Qk%!YfrmTC0#>(oRjn
zJ-z9M!o>O_p@JTM*5RpO6JVkNy8M9aDD!(gg8;eDGtK^t`;r{{6tuJq7(w`n>p&yL
zeQO-Kjb-l<)I<H!cHYG<VqJt(q&Zl^o-Ls;Q!=<$L^LEAh<T)7XvJUJ51gjtFp{Dj
z*{f@-5wZb-TZCu-bw$3FNqN~6$qvk$P+miLNDG!N{VrP@ykOC-*3T`z%u~DoOE&c2
zkpmd&2rv|`KzshrR1ju?!Bb5Voi5Py)or=!S@%(C!dF^xg1p5jvM-*Yk$8WmVUGNy
zs^%e9Vq3#y&d><lx*Z-m>kX$FvL;NQ!=wwHwP8kM8#Jp#Ex^%jRk#U1`v!y4=?h(4
z7k$g)ft6&}yJjmY&ZTUK{rN&x8#lR9AKvh6{&jTSUV4$`my~tivm?#UT;(=HPONeT
zp(C&(+4;ypT;>*0mfCiT{wJpSwG?Yz2%)wg{Dy1W`~@)uF40s#Pvy{LTN)OaLWHId
znv1FL7Gp{_6qy2>g2CjU`Sjc3i6(Zm^3Y-9zno|}#M;!l+r~URB<Acr1W3z~pi$|!
zlB+Bi6Ef?)>1Zq!pxuznU~cC~T^vo-4L!M+iu?aE5+cP%nRa5fG-hkjtpuSzGMO64
zXO&uo1{>2d<l^1d^8!(?5T4>+KOMY~==D4sor>(uUF{!2K_~h#6~xtG<OZsXl3|wY
zbkCj&Nu0qUAe%qTtd2*Ngd)E69Iwlp(9wG66KzAID`>~5c7eM|(YoK#c*HnUrA*GP
z1lQwrrr*IAJ|kDb`x?fbUK%q(6aEpxo^YOS8<(!g@%8AJ%^{M5kiLsmP1P;`IkB|Z
z@}ncA@m8&@Jik<IY-Z2~oL6#Fy(f`pP%Z(?fT@`R1p!Jul~{ax1sNV^!SRBzH_}cL
zH1j52p?DYS$KUexvTa3_Y!w8hhZyA@LaFiB?{~t#k1j<6Fr{`WH{ZbgbkWV@kZ?)u
z6``<bAR|eQxS(K)dwD5_@|r$;IGy-KSuGZXNy{nDmqph`K3A@o6DMpS`%{UF9b!0B
zXf`zwf#=Ar@&A!0j<JxgD;@mJn_|e2(P>^$m<!kGF*n6yJ>#Xqsw~hq>PL`&je_QK
zD7QF(Q@YYWN=BYoWdkd>85sqL#ho%M^{HJEXaK#M`4aOS^)fHHVT7rLBAz=KH(@FB
zvvKNyP&>*XE0cUjraJddo~H)`e$#AoEYlyFK_W+ae{!a79_1lMtfG1IHPD0R0Jj{Y
zmcWsGeYDN#Bd)tSlT+&8=0te00T{iXxR)EVtVLTZRSrf%OJ#kvH;(ZH^Y=8^WwPNp
zr0>CT=1H7iB&b;T5&nLEMm9?Ey;8sPp>f*;sj>VEm-8oWomJ@6wu|cXQcG-%l~SS`
zJA{+)RCTxg{cQK)cT<a|?}{7h2PQfOfS3%t(W}U|ieKV&s;Sca|Aw#6Yh~tq=)^{P
zzaf~&0&M6`X6x-Cr2nBcRlBoTXxLzkD*5Mgo>n#6uI1J=@Aitmb;dVet~L$hWpCo|
zmbC?$|10&J#$;jg?V}tID^$ZNh4@FYb#xe{DkW0@SEfdu^xdSPvpL+e)Ym$h+r?m+
zi3ZE|bgHjR7@SqMa>yR+*tWTvqQ<%Fism1RUbY|ZY@RbX)IRv45U)NbU}#yDN|nOu
zEN-f;b4=Ka)tI^Q={nxNn~Dz-5N|(6ND4<&a3^3wY>4E3@5V()oN0kU>`^JT)hmI0
zT!n9vzp=UKWBc)}ALsZ|4Vs0s%lqcbV_r-Gi`GjihBf%rn^F(0U4#6&9~@}}PGqBm
zZc{T~*WPI4tfj?g$ax3{5Q*6oThO<Xd}2GMz%l}(JDPbb;r_w#`>UIAQv`keUG%K;
zb<+fF4|f@7#OE*{>vA)=e%BFTV$Qu#=qMl%=)1`Fc^<%|ANXJiJ=4{4@!sh6%PjCx
zbzQOI9Ho<G3t5=*1(dx;OH*reC^p`AZ{%Fju8uXxj(E_6o8_A2PhuRtYkHXAkCVKY
zi?n{z?w;bg@ML_cqRmdG5I%Ms0gNNxB)0-8{1j03yawH3M(3LOu4%`Ah>&J2lC^6!
z;<2+cuf07Py)88!vb~#cYnj7JIvSYdvE^wHLXIa2s_rG7=^))*89GbmC7Nqb@zp+$
zUiF9N6lG`M>;xaHb-fq6C;uFeO0PM+NRIJI|D@B!fKZW1v3lw`-}#F9lsPuEZxV5m
zfgekF7@rjqU7YEs;##^^vlohG=ic;`{g9UKx)wYIox*W)Z<-SLMAzG5buH!!#(Lk?
zgx`no$LUA2*$l=MXy@n1J4K%DkExJa8LkTBPN)Q`1o>s;UJ67Pzaes_475s=qV7zB
zlkTzvNa_nMCu@iSd`!hROm@iLWWW>yw%1XCV%pL2z1AM;Hdm%9+q(#aGRL}-M=gG`
zVl2)b!{ytd0?{{brc!lea>>og)*rt3dX2q6(*9jWa;_Gp>Dh(uc$PMCr?~EbKVX+i
z%D;M54>~&2OYU^esUOGe`#^4H*8D}ZF5LABo_~LM1g2XA!k0&(6c|IVYRNwg(<Z!p
zCY11-fv&@yubJ<HoyoXbjpq)6gNjwXNwS{8S(rdu`g+HKI-P4)z(mZKL_cD|yg_7l
z+IY;StrvB^?qBq~uHS8G7Mq!6doFe8O<NKH|3h0dX{R2Il_+WDc%O<nK05B1P5iAH
zow9AJNlM5xq4mr))$l7t(tvu<Dk@|zYjBBi)XBeyLKcg{y`#ndA;frMlb)|37=BPw
zSdQ^SD3F)pUBaN!z<x9C0dyL=*+CNZvgWKb4C?yvJLnbr3gw43lBQrmmHCkA9({uq
zVK0?<^Nmq&U%p+IDesTBWs-shM%RqK?rHnXT8B!ixEH48T)1^LQhm>M_qG7w=d!kk
z*K3r%vwmN+ec{14pSH5aW@RZRiT5N04g@^Fn7=CwZ6jW@8xX*OZo!W)*{lvkfLaIj
z4_OQzPD3!!uOmTAR$<rTGDS;0ysXzI)(<Ibsd~f8lFuB8Z-w$nc=*EadG65eU38Uy
zMII;{@u%Q>6z7u2hVu&ue91=JbP%vHPgHrhscbSA?GIV@4*5HL5-eezA=OCQw+$MP
zTj50UPBFybD*I@BnnHiHdv+|t<~b2MWWUW4HHC~b<JLz0zPK5^6(4eVZ^48635~}3
z?T78+fXQ4f)9>9&-{Z=WReY;vFYxR~QSQr{7<mTW=4v_ZVr%(-#=B_x)IU^+s@z<s
z`wSR+j(t85u{>>prFeQRd5#oQ9F+FGWKa=<5iqG2X5EgHgN^b!@ty%b9&qb%&i>Vx
z_u2MIzeuz-_!>kp)X}J*&5?IUrbS{v)rccT0%5Xi;w%!)puAm;^)50@vX?^aOQiul
zPVCni?+;VLf{Eo0nP+Q8O0>m%#aFISf#krvoENP^2)tEW4CVe2ChNT?>2_%+-x^x2
zmlfLSeK61F+cWLw>q#9USwY@xo6OqyeT{F%DIt<3-oI}w2U^Bq!-in($_FbPdQG9+
z(0mL-`V^GDR%{DTHXgdRm@73(X8$Q6ozN9?AMhVqjlwDHFS{2SV~4r-luX`Ya7$!0
zU%~~xRAGs)y8kt*U?)Q^*bTX1ey)4(*CbWz8mj!=dc5a8rz<(g)OjRgJyK_XB>gSs
zfy~cvnL^%)Q+f<AWhuUkdF<cW3|(E&hYooeD<JE0uPNlqD7iS?APxtExHm`oB_{#`
zp0*OEecYXmIc7wk(gydaSF2j@G7!d+xN*CNI2SXstV_a!NTBO;7uI06sbTY16DPxR
zr8@?;f{j!F!p$&7&xgymVFj|Qs1KGrkbRH&c$_d&9M#%5GAJW$LLShu@gl~G_((LJ
z>Y2MaL=mXW^*M6;EYEVmPMoprJ7X~7^Mt1S-O-eIaSOed5*uf<MeUf-jEVs=XkfN9
zRP?VrA#Tc1NOr={Icdj|l2l)GT;6dM5%1(-<}M#G5gn{5hlW1Nc&#RH9?fNHQo5GY
za4Xqm&pa`wKOXr7hn9|ijkdIO!9=jhb*;yU@p|b<m+zwgTE;}?F<hJ}xfbjFn~QhF
zO2TJo43NioKQF9AKqai|?{~8c$USPjaiVAQ85fNM$M^Xc>iCez0co+O<N^RGa#o(3
z3CmLLVK4elrhKX-4YqU=i9P6sae}@V>CrVC&woBedNK)}I+Cj{j>#WTr!!y!f_bPq
z<Ej#Z#-(e=Fobl`M`d=ttTt#c^|yyi`3J=*2Ywhaz`8rT(0zy2YBK_Z1zLj2*BhH{
zJg_28V&nJqrZ5yJvY9e=Go$9eSJn(zy}@neF)879PhE?A&}aI2_&8r&J$&mB?ZO-Q
z3qk4O`LhR%g7S50?9o84t!~OO#kPE;tO!4qd}3j{0v~1OxM=UkHC=^d+pv}Rcw6wH
z?(LbLLzyFiM!*pqwCDR40D_a`5DhZoCUd3>PovRQN-r+vrQVq19j&0!)(jb3u~G`B
zWnA~OiLNbXF-e$D5$`_^cuxKm@&-%TecI*ru7-joIq^qzp>FrtN?5kvK`KTy-g3J6
zZ!J*1Dm5Je<eV0lAwZ=>%NhU6_jWrgXmhAsm08k9g?H=)#9oO$7Aru%1ifOimM)@S
z6BK{fpHV4wuFoCBJNaSjb~RP!#@fo2IEtjpK>x!sKZ*{1QiftBk?m}&>mPpBl@bm3
zYwecADs(7cTSn9fR{1n;4NsNGaP@fjmVJDmKG=L#U^w6hZ;K|eFYVcxo@2v99or+f
z)U0L+v$NH1f<}W!qxdfqRk~{3=1I$XQGC%az8_XXL*=BUkH`CFO_gZ~H#{_<@mjM*
zq{9ecjm(cH0~OAHD4c*o^(7ZsqDTwuPk(L6LiR<0)XdPH3THaLvYc!0ID&^wSzEG+
zPR1%`K2WB){J_zAlay@1a~{5@S3*7+*bwv)&8x0#Hl;Rnpg<$llegCUgWNQTX@QU3
zaA_~*9vXH)y`9EcEBUBTgZE?NXBSt2yf_H-IM2!$<7R@&76|-@=Fb@PWMGEDPX(^o
zFz3Njw$@bv%s*zrxoL;t7Alk3uiSNIQ+e#dEhq2NXJTBZ&XJ4R{CcO8cnIHPVH-?_
zCx<5W)E{eEjrK+xWZGg6E;26u{yT}z@q!Oz>VL&$oVkI}xwSUwV~#i_WrJkAVEoCS
zGGU9UM7d6>j)Krc9N(Mi63LA?7h&rdJ~gI&LfkPw|4bi*(tGqa8?*+Ny6qF)vyfW_
zgXarYl1qPl#l5!@le~gsR@{~-zjlS0j&yXn0p#Nva70+!2KTkFpl#fQoAK3P8`j68
zlP8|00<%#1S6z8^^;OV>m+$@@(xSffG{BE%VBTMPcAwRvAV5M4U(T}jio?WLO@(Kx
z=>2P>75u|45bl?ayl$U=k7->~k;}1174Az-XNv@iw#v`f9A31VSJBC@zL)M1GNi?1
z7@8v(q0bV3ZHi6MV@wghb5jLNBFcy>veg^KZ74T#*4^LJYqi3N*cA3en)~UeO|a%&
zcw>bfJ0`KPxS|`OVUXY?ZY!=;M-N5+9-KceL>5_-k)}W2!$NX~{2zmEkM5%x0qNV|
ztymjM#2GADTz45OcXzg|)5ncT6j=T~rCy}(Na@qp&0T(zRE6ziL9D$`(=9mmj%%#m
zRKv6$-wWe1+$hUOIB&{}*WJYO%u&#$E~}P3Fg^@owWc-Rw|k^5Y6p5J=67G^HN*Xp
z<Q|<JuE|4REaP1Nw;XM{Mjf>exowal2YTcTMYpr$y~`h?iaPe&si_`W>@pz`hPN2J
zfW~zk#+&MSgNb=26D=gA-l-1z>pQ5C3d4M=%wDR2fLvlYES@8;u?wrFD#3Iz8O4ij
z3|{qZBc$aPLr{cP$!m&$Z~G$v>0ene!Ki6Ksbd33-wN#zo+7Y5u#_BZ1HHd5PIhHE
ztYO)Ippr&Tl#jL39%-k>ek*t146cK!>yI&Ye<~CE$;EV#UahQ<sc42Llxc(o!tM2Q
zVyu<iDNe4iGK&2n1YzB=9P%mNF1Qg@RYs>&!rUY4qbp^NN?fMgRJ>fx?iLaaqIR+z
zAWi5MFP8O-y;dC{QvEQ~pe&xB>nMRQ$68z>?Z_<@PN}0xV)aziyH{}ZAKD#0DsHJf
zZYgW|e>Jp&QN`{5r;E~HnQH827zek-AWBVDP{h<w$v5_0gOxaD*{+#x+-B(~rc4sv
zdX7^!P}znmM+PawnRW-m93(AJB)k0R0{miyCxa6H=HuUm1%C%Pq^|1azOEdVrcqr*
z$<N01{Nu9`q?4B?L(<uyl;><#Lv$i#b~a&V+P82T{#fYH0Yz9gvGChhs}P6j33;2)
zGM0eAX0lf7IC)}CuwFLFW#wLQyA_xY1?D=st+7aWVGiFtXd5R+e*n`?O1^`O_)<s`
z<zIlFNhOlBCjzx&g~E<jo14*WIuZ?9uP2<pyKHplqRDJb&vrOTYeuUT9On|gv~63_
zLQsrEorjGKb(ez&DB#sFxyL0NdtXRIKiiyj_##I~tc$hl&Pi^s2!r=6Rl@e&g6kPO
zb*tvAnL;6-63vts?pm@sTpHEN4G84OV2yT^DmN%#@4Mau@clfm_4~M!f2>+Uw9#E}
z0+i6#d8$;&<oegBgbvnYm0k`OFL{$-&hhKU*2W)Z{nm%%LM%nb`O(JHrtP(3$-*L7
zjDii%P&GyqcNM~u;rXj57ni|*PUS8+6!?a8l7212xMf&oPHd(hsYENYu1h=W76m`v
z{^*td9~!doyp3fF`p@z!9y6j$YHqE2mLm~DT{LRZIw)EkmhxVSskx!F1lW3@)@}}_
zXzuNm{f6NEKrEpQ0v!#J4SoI(&6eW5Jjd??_f5fTGh8P^CN}02G;DYNJ=++t;a@hQ
z2yp{%q2X;hX^L76{MWQOg&G24LTpptOxYq4;nQiqa6LB*q8GP%^6~<(3c<8fG{Es6
zm9L(J86d>mQ4V&|WE@45g=(==hJe4nF}4A_=V&<o_M(05aaH6EPbqYS%I1SQpO3ua
zQ)SgXlTIB+IT`?Rb@+u751koat}&^DHcy4Bbhm63U`Jr;(xzpJ8;7GIh?5LaMU8h=
zv>S%-jCaa9)nh-Mrdp^x4JP2C6Rf{t_J@ZAV}<%>%9%v?E~)2UqnuAl!3W%~Ij{ra
z_I^MW^ZOdxj@i=L>aEP7BDEu>)Vqce#l4)8l^zMG;Yi0^v+CxInQkwau2$BB#)fzO
z@wx}eVsWbPR25a@8ZMc#t^a^qP18OuM1>Z!KHrPgaE`c2dM54u$9L-E58PJ>vieFw
zdntWh;^al@R;zWqb35|2LH4J;@DTdE)}Lv&Wm#J;99_@ISQV)Qt~2absaZ6hE2eIS
z=hvWi)m!SezxcR~A;tc6jj_Y%+W<!KDQq+`uxS75+m&4NY7T-ZLrVZQc#Wpw0jd?s
zixnWlf5qL(>|k7sz+P3A+>_2aKy`wUP^`PVnIP-Im;mVCE>AlAbf9mn%4en=9=cn4
z5u*KZW8b|5Oa|esvfbwgI>w#~v?}cCN3}{Pqqw^Vc@sP)*D2vH=n})H`zj4e4S%TT
z-8H>g|2{0ZBvqfOX9`DrT68J*`{rL8#h2f*n3$~0T-36$baKrS-!R?kay9#&@tqMR
z@tU`HM39K?t4zG<kR7<XDa9VS*@`cfa|grOZ2!JWNo%)4-sheF+xV+*y)YPP<3u_Z
zacSwL#5uJpPsUmCpoO`barkTKmI$mK!w~Iy*lvUgto0fc%G*XtSDHCgTX)yT*=GQo
zl@qK5#0r@R;r?RG;&=I29Zity`(sjUn&@j+Tzbk_CF$QXXFi96lC9q^1Loafj8;K>
z34KgOj16<Y>&)!tPDQ(%6FfbE9!(o^jX~pHXo(Y&HViL+zc_SW8+EJIy!YmV`6X&<
zxPqNMbGxg*GA8FVwC;2>D<aEoD|8J6Mb*f0`gBb?Q3$USb!{dEs&wvSJi3#ko7c7l
zkk+*{?_(O!u<VmU=gi;;BzbDAD~)cruNxgqk4dZhCS380OE%M?tf>bDAG$?T`x)9}
zg5G&Jt5Cij{gUTlso$mMcV5~hAJq&zG(zvAY1zXP@ip)sm>bhxPAEH<h)+8>x>AjC
znT}Ca=1D@ICQ<b&XOD{cBd45$(+IyuV_V|RwxvZsb1)R)1y8ZN+V?^!iwx=IenI=o
zcZk^x#g*2DX;P8QyC$nSOSU$_;?q}8PLO#v@iGqWj*MD?7v395ODz%`B<VQlNLtP?
z?e8)kgOIx#NnY5X``Y}|?qUZk4aoc`Yu`{n0rS-bWm7``^anV$aSOUFIiK23T2Md3
zoNW{!L|@>ld!#P}E^GS6*A_r_{>gepZy8SPkAG&$(AqvNqsVnVvqJD8jU_aoVg^%!
zr%O1vo2XYn+VPt_tzF#L^X1{du-i%X#38CELqrsTO|8#u0jm&T75Qx1#zKxn@r85e
zPr3@*6?UBxv*>(Twvrxo8UW3Fga3l5JbVDPs3;`kV51htJ*=T|oAUnRkLRRNyySi?
zkpG~Qd~N(P>`47DZ}q0-#<^z>vIgvqKXMv9Vti|}gi^}9WAl$mO}MK)SC)-|_o~n0
zI#aV|@;U(Rh&txsvhhDcv{%nqgS|emCDNk)sX7Cx2t<Ik_rhQbDkH;-6OD(vQ@ig%
z#ENzAJul8QV)CzYA@VpY8@^tg!IF>}LX~MP{uj_WB2<Lnu@kigo3V*)OQ8kh@laa%
z1zP-XxeX$N#BH*8teiaP<a3PHTKlB)H023}Y~8=6oRh9siOnWSZp?j7zqu>z9_K}^
zA^Pj}+_3{ZHB-$8_J+6|5TT)OL7Ydcslg*7A3JnfWrZ~5aS#3{1J?UucQPR<xAt7^
zz8kNlqmF4KXkGn2adQ4Q2~%W=X>hSs29+Y$@r%)E0Mk5sZPB-IJ3|_LF=|?E96$Tm
zKxyd;ok5;i7pt<;^GFoGOLuT=cIrPgdw$lv0$O^{`5>OJE@~BKsUu??!o|^kZsD~9
ziMlUsDHK#6+78Qi;f`O2!bU#)hi2CI`3C8tj~|&FP!h>N60}%t#`f=o#k}!fIs?S!
zwxSEiaBZAp@d!bp2>%Z)+!*UE#3XrpSmwhIzvu`_UpiAuZ%8?P?=)=*(YK#a>@Thn
zL_b%<^QE<aa_eHlU{l}+Kbxf!HG1Lx14<zt<}}=j+wwG_zR`Ldl73uq#><m;6PT(i
zu3tP;r`bxVtT{%naSr>f2793w7n%tw$+HZ5p?EUc)|p{K`!S!k9!V~b^wtNyMiF(i
zp1WKQtNfW~&);~Y5~SWB8Bg3Gc{tMBc*ov0jJDb_1}|$-e04!5xi6>fKL_-@vwcg8
zwl{xmLgn17jP%D)WE@W&dDc&&7Aid#`oSFNsYXuoNj}f?^H)nHBYLk;Ri+ebmmUH3
zcB3pp`93LcDZORdL#)`uGB*`Hoxwr%5=|<&uw!Grug@<MI#HK!R~4*>|3lkXg|*Se
zZw7alLJ1n&iWL$x1xj#tXp38MmlpSi06~hoTX89r;=$dm6fNGOrO3D0z1^GLi~q&k
z&XdVJ=gfJ3ugxm`A|+r<kSQU701KwD9&StGFy!&20;!Hwt63d6AcW=gS7JA@KK#&v
zN^4|wa?}ZrOQEdZ#2J)%b33-gQQ#rfxsW9diw+%%yvP$f`du6t>CCAKy?I#{X{KZ4
zTrC>bq6I*7FYs<5DUA3Z_3v*Oqh7OxqS76PcR;|~a%<iiYr_#{?`yfA>W1?wG*+2C
zG6A|M^v<P;udig0p{s(zI(}kKVE?JU_{*4e$W!aG(#>Uo1(q-$y3B5!gI)$zwJs6!
zHq|bI1;rB>0AdwJCxTly`5NIItYt!?0tN*>XN!Qh-Cc9G3_BK3c8OvAEsPT$bF}tr
z->PabRHk#@w<m672uj^3c<4VVJZ&%`qnIPyhYa%61lNF=9G|z1VFtvBr*BC}KNKJ9
zCGUsE3Kc4yFg>N2YU^mC?gHMzUP@~ZFM0{t3ncf_am`)V<>ta^OB~bj-79+A0p9;x
znK6f6nx&n}J@6f@b7H><+G*y-F?y^?KyKuR9)wB-yLx$s4TkV-!!7#wUKdqFTJopk
ztCXDo82Jvu?E3^-6RzCl%ex}&Y8|Tee?~kt8?5c5CnquISQGptgaH$jqIosn80b%r
zNTeJDRw&%9m$g-zlVIxmDdVYq$&8;OLcNBW^0sSA)TGb%qK)(SUmU@H$Ja!}=_>->
zLN_#8`xZIURX|Png*w1J=v(}o2Xx&c$4}$jF>>(XY_1eu3w)cOb>v-VzPa9;d7Rg&
z;!64w4^47QrI<}DX*O!1^gZsL0A_@jR;Y@=$ViF^Q26Gye6s&!CJ8n1B8DTtZ783>
zAZ>&{Sl3+>!i)~`<zRf(X2sEle4_}WRQ;m<coL|mmBFMqgx|}4J@L{8K3ORiRUDGp
zT0UOhN@9Gkpn>3UDZh0BYfBx>=QS72XgJs_%_^grv@xFp=69oCR(le7*zfFJbutdv
z{i=|mOP)y>bWcne=UN6N`22+T2V8mA!s`svaaL?ttQIEAw}*)Rm~3%=D9Ew*JVoP@
zx@Rohgp{HO#dOWDQ_Y8Kw5%tP10V$tYRvea>BOcd2$}7nxt7CoBim2UL$bS?l$GV)
zF6d%4yR1V=!VJ%n*jy936~gs%>}iDF{@VLPE`RFc9<IcVhlhC0F<u2srDOl?wVIa6
zp5oPdx(u<tMWb#c1`EJt`}2w;SzXaxrkzEV7wX-f?z=u6D<drborrm#spHqpw(Blf
zVL1obX#9OKc_FPPNbste_CR+2^z29=FWfYewRcL(JebBHK9k-ArGD^FKa4CFNf-ro
zCQZYx(%n4($)HNr^S{Pm*J)4@@9gzs;-BHXN<cOu0tStvy1E*6NzpYC1mdCN1YBTd
z)y#l2#uH=D-|`eO!y`$&MM!oWe^g-Fu5YM~%Nh!^z>q5^2~ebE6GPK}|83L43QuN`
zwpSvzA4Io%TPaB8(s-GJRxJ?PHpV10^#ZRe_ipQ6zVHsM<ANMydGA=e;Dz%<eG-<-
z<u6GpxjZ-dAwR(E9;Ol3`n@eMolU$Qd>5q@Y7;TYi09s8Lgt|m)|uFsJ@oN#vK*sR
z#{<dxEDEi>+RS92xobcv=(1--B{#K1!5DDxxWpWkXA-VvH61;@)Odf!)CxwCc!bLg
zV*i$T%?GTQ(ox<>V2#_1mzUJtPa;7BXDw4zb<5Y(x>(C{4(E5=fgz9K#s2|j8kZ86
z>Vs!~Txg@$**y;0SygQNg}DGTp8NmnBGPsjf`M}4+id%X0aDAB0fV}2Z+b4!to>tc
z^(fZ4LGKRNH}6@YiZR;bm=TsFg5EPH%nQ}Ko!}5+y^-bFQ;W53ZCIccvh@T?&s9--
z?!{U-Iq^+I(<wkbj*SI~k&FrqEml$h25y%Dn)B@W8A>@kWC(T)6Kqo0;epqjRa3Ej
zbp$;ly^p*TBWvWVlI|iN;gSnH=AXB`*8gQyb~=#Ht7WPwm(%S4m{pIuUb=<sHH1a#
zQWmPDxGpDdT6jW!$x)dX7Y68y!u=+EpBU$6Hd$Y8<2=J3uci`5w?GYnkB2;FJ4!ni
zG#moUa$P=HXArIV7hhUaJY6-Ixsu{Rh?oCm&8Lsw)!EK(@!d>62NzFTzw0FYvxI;?
zyq8jKX^uNZ_xel;b=lLwdB-?61Gqv%nVbeo0-a>DT=Fiq6~yA4O>N#uLC8RUbO(6f
zRHl>JTRkM#GktXTz5r52W8!=tig1P`T~1M|-Zx2f*I1mDB6o8oo|1z-C`^oqr{zNw
zjVgh+vCCHaimMInZ7ofCrsTe3++D`bU)Wg0nd5})CpUZPO4r%7<xMjF$AUBD&xVwz
zEv)a-&lLnW){Gk#q$hOuXcnYzC=P~oh9kWuz1F5@*A*-e-hqC+=?NY#(y0$AQj#P-
z$Xy=7tJUkse;xNy5jn0#QmAqkKE8t7`W*(|vZ;sMl&koZjL3|1G{aj4>%Vo&TK`P)
zj4fsiFwe_%!0a<SJe$dH*%+F#At$c5umk|^PK*H_PYbW?#9Af225$<~U*J?Y>Id&)
zeKp*PNDsN+)nn<JJ1eVyJ@=E+iQF<<aE(P1lVYR3#Kw;X`*~?({cEx3-W1$l?@8*p
zwLUZ0Gy$(SQc#NteS2dbr9>au<!@cBGZRvkUQeJ{J_m#8vF%sW%|5a(A3=}&)Ud{h
zZ((>|-WT&8?H^Vic%|NdgOoOr8=Ij-)x^Y46fm%L4j{|}D(pLtg(@^dVIGzawWSd*
zFGmoQ*vV~8Hn^UF)(rjyBxcLI!p61mKdZ(A!-BvRU}NlGPy@*AvJC$kd~V-ob`k}x
zZ#Ef*V*Fh3bN9`Anm>rA?@}Wf_)PV3UFBjWYO}Q<q4U#$E1uqF6LOTN*)d(frNIY$
zDY%Nu6d>*V)>9KEhVhZKjIDXYy_AFH-A2HjbF|wA!d*BCTweXYl5s8r^o)Xr)_2p7
zLXciPCNJ>zT&Jb&L6i8CKY0mV_(suxfJF6*yWJB>s^b)cS=944%`k(69miFbO#QR2
zT_K9R60(CV%)t{U^$|J}fokaFS>x7*R$C-q6+GhBV>7SG>CB~T%lgt*?tP}}HqOX^
zg*6}toqk$1XSz;R(Z1lKYqVN*g0E&fNtgoX%k2sFK5x`aDTx2KeCNAnfzVh71IJj_
zdPb21HwE%7L(Tkqsm5Q`+F{rtmXX4z^a0>8Z|VF%uZ{IVFZZ{T)^1MULHP4y?t=*V
zyu7!hLXw1EXlf_N#NOWrSZz)~HrMLRkx-y#gggDA!s}{*k~6_tjUDw5BkATu{;FY-
zGNKn$gILp^;}^9F&0p2|Z*6TIx+k&4`}c9asqHMyW(qvUwse0>(ITN@2Bq2twGIV5
z9qk(Y_?uZfe@yLgb4=^Pa@ix=y)~qCAngM|nJRuZuy0h+&VL!RCaAz;&@0!e1IL=S
zuTw6NfRM#LPe_aY<lzXUcx)dM=&u%{Ky({3{+3!wAUCBT*9NdROi6uxGFbhfyvXr=
z5xG&Dhvh=2M_rya3E}FHZRsoY681~tYx_eAow}?W)oBEKP<1xEcm2U`KPII{iH@{n
zp3Pu4$P(u&fPCgkgV2GF<C$na`9i#!ZKv?y`3D*+eZOfMMKs-Epz`2_%E`F#h6?pK
z8{_%LT?<P5gLw2$8&mE!%iF?)T^+}#Zw2s!K2~=Dpp(;5^BUyBq4Gnj>BmDd9`iF5
zB&nIK_UR@H7x(%P#d42<0;j~Cc7g?Dnt<(0uSQ3Gg^LPiuucy;f2u}#NSNA@Mb=oV
z5my8T!pv&jGW?!g`%`-sAVdeyV#zw#^<vM-<6U?}Wvv-SF=Ct===gb=8`$lhAgVlc
zj09HAq$e@q)*UauP_s|cgx4t<#7@4}Z;AY5XuE|7ys4Zu!E78Nr;65PK0BzOnNjf^
zq|-DXZ*Y(0z%R5}?Kns6XtuVoE=R4dd0ez%q1#ZT-vfCST}egTE{}q4#Hv&%CAkgN
znHcbx7QUDzd#KwT{RtI_=pkP2sj!XML#Rjy{=C)00<B#Yz8iZpM&$}Dv_^h6{cIJB
zKHn>=9GL{W6;R7S5!^q#%~s+o*)a=hO;SF%e(Iv9qx7HB+QpYE6<H2`)F+Vq2)lb~
zK9}<uvonTe;FC<3Gm?IEpriFfmK({5Yhf`T-09<wCg;eDhK^#n5~1&YQ{JQ|9r+NZ
zd@(}DDCzObu}}K*D**iT=hvKr%BOb;tj4+#lgar3E}d~c*jQIr`$&Oai8#@45o7eE
zW45Nrtlx1Uf$0p8f-L^QSoO@jm*44R>Y^12p8B%)cR`rQ!(%^^<aw7+4&`@2GV6Hc
zNp=7IaF`EkDBK6@dwtbKiDd+DNd(=CJkcYvS{0m*P0vt!z*Y|Tkk`@2U+rvMTh;Bn
zHGo%ZYaUnSb<g*VpE0=mLiW1L7jq?PlU+XhP7~~u@0?D^PySY)=@hbi_gQ-9$kB(v
zW{`IKZmi3ZkP;VtH+QYOLmds$u}b-NhtY_nKuWSJ8lX*eaeLbkJptDjM$>dLO6=sM
z=1_Qp>!&;=9>RXsgikc9Tarn^&c4T2OnD0eCG1IS+4!Q-C{Q=v&MQ(^jy^dEu&rG0
zuTS|o59Y(3$&>aw#`}9h57Wq279%@KNdUFYi?MLLa?R#*8FjwrRb)Ry_$nXJnPmx*
zQaNS`o5p~o<pbGB1A~P4@j`r$5!b)6;c0#S52qCvBEkvvRXaeYfyACCYWU>7Vt~Pt
z>o%YVT*jM3pZTr~aw0cW>cPA`j6T>Oqc`vtYg+@WQHF5vFm8=`1Y>!+KASz(@zS4)
zk^~F=o{cD+2vX6*L2(o2lbO!k!Z3if+(C<~?|M*+rM++z5gCS#=2l>ir(=rbC;#P+
zwBg<<p#J*~6VfND21ePu=EJ42Ft2DdJKkHd|JAxB6GKz!85huNF;^@=xaha>)+3Di
zuREtkF8~Xvr4^{M&VPTQKq_fhw0Y<^A4hMUWA8zaGW~EK_gTu%$4*A8MG>5oI>Oq%
zQ_F`Glt|y}c7+9|ZqyjGv@6j^&$W3#rb@*~E+w$SrktAae^9vexE$&LjD>p4+s2g-
zH43?WwFoO)-E=*Wf%kLRofg997zQ0!)w7DvUnW^6&pkMSyDe0t4}Sk!kSIVdq=4=m
z*#Ht?X4y078P5zkxezg_N6Ms3Oh;*^wwZlR$?jF}aA`WojT}4NBR};<rn2O`B9Lmm
zZka8DRRw~5{qH$)dzHO)gCPcT*I+P=LzYpcMhrlex8GJK4V|ozQBq^4-gR3DPn9~(
zM=D|oZas7or-I5Py;e(&b?rV>8sGe;_z&=j=?PslRS4^qlbc9EZkVmsDzLqFf3ql@
zHY~e*A~&T<o~Z?S6M>bO5fX$ZhE)T@I{q@B+kZiG#Oe6kc}8x+uciq755#U05(dJC
z2D$iqbmr;NJ}{dayvd2EUUaJT31TEq7}dgFV-|$RENAiUkab9bN%<7f67QBV^T3(b
z#Wi}bpwe7y=`|%Y!7w@i4WP&Gr}!m9BCPj_--<4vA-Fz#bn+kiRs347+dN$E-@=@Y
zrLW>#y%HhPb!r6EHcovb+kA|isnL#Iu(qK0y7Z}7p_UHQ&h4_v@svz{s0v`W##W^j
z0jd8)%>C6hBdb{1@wQ3i$Yuy6`#eWOFXBebo;K+oL{=6ei7p87QC`(nBkye(_1TH%
z@Rp$9w@tN9J(03Mo{*@Y<*HYqBd=I18VjFV_hFvQB<ZY7W`AwyJA^;-?^4~9Vugl|
zs`t%`<#jnnj}BXnu5zargR;`@EpA?4I|}Ad9LaL2Clv-H4xD3y^T!S!xF5F7%^Os-
z4Z2>$Du5!s<zA*g$W+m+*Arl1J<bftBwm%IZS)>CxLysi|3Lv`?gu3)1B1O+7U?n7
z&)J=FC=xScN_8_wa|a3pCRK9~8T&bN8tg@m9M0$rSGh@<qmCBJH^w8UyW#pcPq4et
zQ}j5&Ko$t1?av{$$gv1y{-C$H>F5S(kyn9!9Fm;j_aw?^!D_F=utpYt0arAtJI51H
z-5w?3t$V(@A4P}wi*x9zn5QRgN!Y$5Pi@(uwPz2{=c3=PF;h$k1IdnmeAuE|V^&o)
zns#x}G0wDg7-p~BLLaJH%uEb7=PQ)@4}6aztDDq#Wd4K(6p!1r*$t`Yc};#iqDdR=
zoQ_*i)Tw&GVw=H4@^ZeVzW<C@8C7ts4zr7db?x|W2@jgZG1l(23#1?-fQjV?+ARXr
z)Z05G$$2Zkcps<XYp*Fu>V)X>zL)B}`GX@^jBVoz{OB~eTVbq1&(RJ78t`#9s2M5&
z`{m9?Tfx{b-UX^n^zCA`leU+N>_y-Y38zHBb9~C*fC7Xw@y6Zt4_dftyh$>Fs)N6K
z5oXDqZQs;_p8b;#fN)oL*12;x5u!=z?n6LGg8VE^>d=Oy{nvO6Q*oa6Y|3_eXbJo!
zlMy1#xb;I%F=BJ!WyLE_-}By|ADwuth0V!@L@$ZwRirT2kr<u6M!eLn*av^AM)9(g
z+(kEQl}xGE$&*wjgBJX-m|1SQ#8jNY-`>P=8NyGk)1>Dqa)d`vwX#;HgstEqlGo2B
zSV(Sz_6u8gO-(7jQ<6J5ia+KmA4$%+0!$uZwUobM>ddMMb%r-odqTUUugZ8Bq9y0!
zhFPq^6+2SqRI5n?(vYdZbR{y%um@>9Tb7YD^sHB&6u-O?Lw}!5DjxpvPpFF6-;2=)
zZ<^=3LMR<&@|t!}o>}oddSE;|OFJ7<FNY~rut4mBM>ykhDa+iB|9%!zK3Ta?bcp-R
zL5BOP05?ljZxLC5M%UVS|2LNY@_&=nP#kKV|M!cVo<&zbx$1E{kSTSVHc3pipKb@Y
zdE4?aOPQT!l1zQk6>WOtvXacow6$bTFHfBOdf4ggrSXO`K+`Bdn$U_?O5Yo=PI7)W
zwDnKkE9v;Cq&m{`Y>4ziBL%mX<j=G~=C^4gMJV1VJ34wUP=2X`gLJDeh=pfL?ANp?
zfIir@fH)sr3aR@>ab(|8py`Y#>=G+4<oN`9x1@a?@6`a27scd_^q+adK=5T7#_`~5
zSf#cpl_K_MZcQU>pmpUJh2I0T?_V~M@u$@8Tj2B<reJx1pJ)KVJ_n0r%&S<EXRM#y
zz;{ik>n|$5CngHgH$W{3HbMPB&r|k7tOHjqy);0OA(>Yd{@K;%nHhd0ohTEhkks%%
ztk8!c%P^$U7T#>R+Wkw7m#5BF(c6y1hPGjH_PXxI|1JXcvtG|PDcIfo3toQ9!^y|k
z{)leLr9_fSSmQ1EyfJA>Z)#n!WcOU3h!a<&Hd7)6)7`1yL2fD~loXB(#cx(q)(+kA
zo9`AZ<BH_OO198ai?6UfL-qL266uF!afYkQ<|?1OK2`qdeUPxhI5(vnt0T(pV2QQ{
zQrsB=M!$Ev8U=^MrrlL0m(`VP-J7K~x4_3fTxiNI<!6&jp=SobX&eW^7aU)k;x#x{
z1O>9T_qrz%U-s~WxPYX9e_?8lvgL9&4*44C5?x8P<N3C|@xq~0*zR4#2MuCBn%=v;
zXZ$uXPQtg&kiE48-XMh<OqGcUpYRCoEC?2V7j`oI?l8~JZ0jZyMoyd)(g;33heoMQ
zxW32WbrkItYm4R}a2Y2LEFU`yw$$wWXz}*Q^Odt9e#&UWh&EDIem5i_@tt*6w1aE;
z*DmDj(*j#Zl=F#>t#jp@!q)qcW|_(-)0nxl;1#zU4cQkQi!TMgxcBqxH32WLC$QRo
zl`U9*H4g3<PS{6)SYm|{LNNi8vNt=?GWEO@QG2KTrgvF^z0w!MBl~OHQU*|EXA2<m
z*>U`shV1^_Bk-;KJ`KfGr?*8D+GClo`)O+0_ho~v%!82ml;?93+{0b701461esor;
zKS(Z3%7HI+a5F}rwbHk~(Pa2Thb{l;Epe~~x%J)%9;A}OdoM*joLk?#FYg0|7|KRC
zN7iQN3;Q3<ps_EFP@7rpi2(5#j20$ywNA8^zfLM&HTitota>TP@WOd%6zN6E-VWhw
zliL8z)t5-oeBajOZy``@!=2rB6DYmJ%M^=$g@Jb)Y~|@RuU6h)*?XDV-rRbJ%8{=2
zztdHDdSWQAq<LcpFUxjvX1)9(Ecv=VvQ@8hpQ$|5-H}<ZL40XxXpmTdD@mb}#D{a^
zhlCtAHWsP{fH|fXWX9mZu~yPV@3JjYcOS9zVv6Wu>-on%#}ruQ_q94jJylw>C?AOP
zpXVX|AAXcdzco>)z~9`&Ngu`Ho1}i)6Or>Rmd+8Tmzfafs?YkN*%m(pewyP60;|Y<
z9r8T!n%V$rW2dZ{3S5sdtP~&_gn^+JpA>r-VY<F(qv<baf$eOSh>48HT%vv_>&Yjr
z^NcI=Gd#RJ-lnOd^+D0c)Dbs7UkZH)Zh#8*_r?cQJkmsLs`)5IHLA6*;q7D{)Kf`Z
zNf^Zkzt;x1NG!K&m<)Gx+|>n7dU+&=J@?yjyg4+?g2=7}i240~hLDEVl)xOr%Wq=}
zf-|Nd6_%egqc7$N4TID?x5QSIS*Hxa_kTTM?KNc7Z;cQ02-=aG``co<ai7NB^6aE-
zV{V~%)U%zOnxhBl{#AFbFRKe&iGPTc-R#QFgul9)u<5a)<Wug#>M^IvLu;esBPBDX
zM>5+Xklm|FtaGhvoBXbEFlug&W`i+N+%3z9d5_~HY`oJioxu$8QI214M}TnrC^YQC
zCjT-k9>OU?>Mmm3PCpd#sDEfOG+YwEt}TSZ!jc<n(XN3AO3>Qd^tg3OVB1G1yIRAg
zlu9!v2VFV{@l@-Cm_g~UM(F5d559>A-AcR;z6#EK43RXViE|NX>ppl>6=Yuu`{@0N
zfj1PqLxi{+(lE)jM1bf&q{%DfVPOp6eK$RDbH$!b`qY9)D7v;;Rx@vH^M?CUM5x=E
z8J(k6o<NhS1Q<EaipGXasoz%ruGoks#E=>E?30+^bRGO<>4>|aS6?^#>VBM8d7JmB
z)LOd)vpnTTt?aD$vg%Oe3v8-z$9lNp1xYnqau_1uc+ihKr;RhGq-hBBDeR(}De|Ab
zMP`Y6!B&MKHyC&!daTaPmGKjdN4yq$Ah+#g=D$InN-8g|1;LXJ$uFhtq&eYA!j?9Z
zCEKtApX*Lq3&RM96*F1<xYpPT3Fj0qkSJzxt+(A9Jgy)w5bUdZ<8H;Hs8)gN2;Q*3
z#*;2xC2_#b`E|tx=}x!uLQ^NUH(t2PzdvfuDQci*g!GVhaiBfj(;FTeKdNSnAy1_p
zM3*1BpgM~04TeA!Yg9%7tE`1lD`Y>T^>VmT3U-QA>HQCIt#6j25UQN$%TDO7j1E8H
z^_<!*Q`DvJUAesM{YCaoAf|nUfd|+*$_KX~K3Gbu<=oy>_S5(@w5SU^T>7WqNr_*A
zsh+XylAMC}Cxc7lBFk79HMQiwVf+VRYCf&No~{wD5Z>KQlk>({`hIt)MzO+UO|O@D
zZk=fEH^JXX+pgrGR?%0TvJhjfJw79<cvi=*>sNv1c2upHkZoBtuJN=-g!w7c_j4Rc
z%~6q+ta?pBOlI?mPC;Gqf05>1?NLt@M>1rk0?8(7HAq_}74yK`sanBO6Jx77IvnAv
zsc}y)gxBe#lX0o?=>}A9i00K@+?Cicg`$_Ra24$xk@fy{)lb56!Cs00y=iovvCJXi
zV1{jMc+s;lFy%95_xvxH6%WIUJlinRLBt#aAbU-Ody#?M0%M1-Fb4fwsQv!yRJt^R
zd#&ML*j1r;Z(}v@$mLIbu7uFAd^gq1ZHF!7Yk=hM9#VX8#iGXVhog2z@Q~b8p!1Lj
z9UpnNpWwpQ<wM0KZ5snyvkvQB8~}VCrg&L0N?;z%%snaV^nQflYrW_A*yXOfRImX(
z>(4QqJ2HSrR_<a1H7%!*e$w%!3xu6)Pe)u4;`}>UH*h<TMva%;9cFO+ckX~qr8w@l
zc#eg~;Opj2-Wy-GPmb=4eOtlZscNZdM6Nc(q9}z!4UzgJX=8dR7-MA{rOjOcWYX+d
z^*Ggc-nvrI<X`j{#wzk>oB8c(V9?BS3>K^J+z{zMXWTw=4k%WtoUmy_Eo;RV{JzIM
zSECj_a{9e@U%&Ito$P8OZF2jQN(}6{f^Zl={#wB_viU6);K_4eoDv_WCS~jS(bEBo
z*MIBdHcvwxHAS8#&o^fVC*w(w->MpEhgjTw#at2r<SvFeSHp|WxcvkJvhxxMpBov$
zZiE9o!VWbTZEAI-*UA#dS>ub~G<3aX;n|-bE!ML$V<%<PfGMuZ(f9@@<(1c!g|CzQ
zDDU`&QSZLAyt$@aw(5*F-)duVeKK&uA>kI`8pUH4M~g$A#}z8gi#H|2%esE7yhz-v
zh_y$oZ&#Y96YR?DoPUh{26J`%3>DiglnTm6L*uF(4(Q=UF)y64pZ;Iom6&P+Kb*mz
zwe<kxrukZq6_BJ{a0>fa3g!FJD!iD!CA`LJNZK!A8}qK*Ng|-iEL=S4nJake)stA0
zn4GOuwt@tPQS#kvYp9MD`@3$kR$*O!8%fLgh_GZ`$)dH$ginkG4X62+@d+8RKmB%c
z2vw*zZn!@1HdZBm21Nh*c%(*~d^R7=?@KfMHay$y*(!$*J7cCVWC+b=)ulsxyZ-|S
zk$g)HPAgi{lUhz+l@s3$$2HzL09UN?C*`x+S|cBE!TVW=FD#Gija0+nA+i=_WLhhl
z9bUJ?;}6(R=-W_||Ik5R(?P!~j@T@|uJ(-GnfI64@btwBb!zEyzB$>c`mk*9__6X<
z6AGutXI0=P%DMkH-3&!FR{BuXF}-RDrCTNg&JkOmGHEN>VL9^qvj+z1t|`r;nXpln
z-Q5t$tkrQ9|6{f!O^?omzN#fIJC>A3g2H%#y=;#IEUd+hv+wrU7<+kyRF^zY#hXYq
zZ#@qN9?wP>tkpt_8YjQld4$LO6SL;dX7q{n4TgZ)Gx#W(wkP`4a>h1w%Vlg4Q_L|x
zS{n)`$#khs#!o~{DT!$&OJk#0b*PAUy{S#d@w2uBevRFQD_ruzMIOm&Rgd=G7zirs
zT~Nkwp^=Ay%6#GvdVmpF=lD?9>^wjr_^K-KhUqHhwx;(R?r=TIZ&cWtp5Yamr;RT@
zne9yPIs5ogSWA!oYnD!o^A_uU|9X%<I~jO5hUKAMCn>l^yag3hgu!lW7n^PiHKB*;
zouBF|Oj5_uQKVzI3k5Ql8W{+U&q$2Jz>JSoyCQTnyJ*cxC0?0K6{vc?!vrK}w_;<S
zgfS$!keO6tr5MsxVgt9Qp$;>A31ZDbnn8BjX47s*928{t^^!^ssM8}p;&zzOh}>bj
z5Nd7wn|ni3Y-?^O>xl-8ufwa6#dz)K=ch&t7LCGtA9_T4w$Nj`1(IK*(>y6wH34$w
z%(YtlHOiC~Kcgi`H`7RGs08W6h0p~BOHz{)Khw-{vHs0z4x2TI*XIW?nc;5qa3%h(
zI7_Yh*^9wYh*irYu<vT<mW}xKy|2c6pciC7Pwd$aDOuQ-T1j4&_$;Da8=eoQUaL=(
zMtr&0*+bLG0=p|9K1za}QW)Q9ZmQtk6=!NUxymJJydi~T+A#2{ssQN@IiIat3qPp>
zY>Yr$i)X7<i=;lk-AofP<<vLrkVu`dWsho<s*^LVbuC;k93CDt&1m+hX1y~(o52@^
z@SPJUQ=1(sj>7dVL7bjO@z#&MC<Vm_wdB9g14CWb?)&p=?QUNbQEsG)+PC+V2}*2T
zl`9s6mq#pS_)E_+>zG9k^6ZJ`r7qpCaFz~V(39!RMiMI<*L@_z%@Atz(2PuglZfSD
zpx8pq>OH+?lf#6g#TqMhMSBNX**RyyV$m#My<ZLoj>U4UB|0haS&PUW+$8S;yY!?1
zCl^R%b4Fi0cgg<%n#L$ESnmm(a|-fa{|}&<rn3<DjfgwK;obIxgZXP>ZI@N`cKY5!
zeJVcQv#tG_b%{*K6r`8kuddzMbIg-Xy^&=E45q)TG={NXsKJ$Tq31f2RmcD*SzGCY
zZx{<KKIX`AT$ze?A}T)RVhcho7K2|4vs@V;s^M_bf)LZ_4INhEaRqTG-PCN}9N7!B
zAG_f2E^x8I(8xySiucE)jqM$j4ll1o8`!E<?$qL|2JP&=@gx8y8(8Z#w?d==Qj0W<
zE6udgc^NiJ$wiT(g44JY>nTgW_rEFhH#xa*w;&*q0`3(jB`o9>ciH8h0WS|s&HV;k
zKJ8g#TaQ@_hSU*!fzF%?D!U5`?BI<WkAXop0gn2Y(@BtXxL*w-Huo`XVgJIW9m?51
z{$~V&S|xZKrO1mw@a(TXtU?>#t?k+3X{VKQtYamGH4U%jr&q3;w*D=7j^q;^t+G~V
z@9H^mjY!iaxWX)NZE7TU<Z!DK#OX@7@z>=i>X4wF;!0G{QW|dIh#Gsl-nd~38X@~!
zUN-)iC0nJ88oThTN?ztCcN8JI_i(fo;!hq3nYBAk1K%NLpUEzO%nqx3oR5sO7`EQ5
zhZm2XQE2_KFK0?c+qe%$JW3=>*Vg+AOkV955LaK~r6hia$b}Z*n`xjW&hw|73q453
z*L(9}q-;>pmd8oh<E7r$SK@{H2}%c(^8(!y#7^zJId)L5zH8?|yMl{mj+TYAgt1jx
z!>?&&@A6)y8zdqEh7Vdam~R~Cy?->WS?lEqwD#^>HK6LZhVeWlybDaJi{kqhiTGl#
ziOLf-?V7@%0L>FEqNy=>Sm&X}dkx9ejnjj9!QB{G_GEyN=)Npz4*}#r`rm%c*WZub
z$^5N1m>S}<AJ&HEhM80}WnDI+@e~Z%C7m`mP1WqN(jra+!x;XE<@@s@e)t0)9pPWR
zaKhiLE4p$;JL<okEbQlh-3u))^J=&M)l%x_#_y}wnlI4xH4;g`jeM6@q{Lv-7${+R
zT_xc2-ktx$qa-Kt35&nfipxgrmJLrjKM9Tw{KWSC7ZU^f?D@~9JcBr)xjr)vz#^lG
z|L8zrW46(>rZmUXkS^2a$|ZGHx~g9(qr4F|Nb0lLnx${>Ja4<Il7;6z1tavASHxn@
zi08kB!2zRggZU&Y?mW4_7kZbj!5fLPWfir>B!WXP=UMNmsh(w|O4SWp_1n{f>FG*D
zwInmT2nff$_YD1))h^#EyZ;EPIFKe4;x^0m8x2>%{^TK@Etv0l+5#7c4hazu2S{%b
zez{TG>-z52w(_YQ&JS`VatgJ_gY&FHC)8+iW<u=oI@*H33(0dN*>Qi`0_euLr9L)5
z&5b%2DH$?pM?GgGKEEd-AM7P2PTYu5NHo{&y0tpA3i9>;89TwzH&mMYTNDVZpHz}<
zF*ZGVXKRamTJJP>{gwy8XBEL$l!N}@t}NFuu<3M=ooX-Rw=`+3;Tiq`|GjLvv=~N#
z5}RcJ+sqY(o9L7!FV4HP0(b0zkRC4Ch3A_k=~G-c(pG%gU)ZGlT6<C$v@*FW=~;Y_
z4dvzx_u018ERxCi9zmG<Xgyp`N;|VF_p55^HmVpZ)q{H_1umfhx>KkmH%m(L1lBzI
z%x{Z7|JIBqnS}`Z%bxT5R*N4zsMidy9&iHA2OYO<=J==YT;skKC9<%!;=k2m_nP_^
zsJ@i7>)T|`0nc|7$*A2Sq<f8v@dEx~y-wug`~DC1m5f>gw}b4-Gr$6S>E9j?$4+Wy
z8H;H})@y9J=Wyq<kQixgTT#lNbX*ps!8yTVr5n_WWF+Ce-_gCn=)b?pKr=wszvp<+
zhuz(kyG=R8JCdM;nJxVqs}{=Uv%y{+4QP;owOy2}_XU_&f7XNlL4L%S`Kogh69mD8
zeU%esAKpZ}M9caHyhbB#l`|PPIyR1VP4F!N;cuZL;$PGe*Kg6tnPH!!_g8^6XgbiK
z8eKh3mw8L>UR925y%>4r{KnblNG}an1QQu-A;pxIUYVcWBDt-{Uy_0hoaNLcao5z;
zm11QwPDgL*2>dD4g($*CAS@-^??U+8p!x5-%C|;L_`)B~Lz9Ia!=Wwc2CDG3E=xyM
z0&>9DNy=|ZO!tW`M<l&>MA}P-?XIRF)HjcA7qiE=vW|IDfX9$RG+moaAa5VJVl>IH
zqfVTID>paW+FBMwrS%*a9>p*U=LYMbUXp)y)_mq2)P2b^0-R5|(_Me2===hDP%)()
zLZzNGG{#oIA=;jYE~XJP?QI`Eu+UT?zB6K{1YBb+mVH=@POy{8<~_lCaeY%!NYn)!
zFZOdSez>hR!eR1$#m(?c1OP!@pUPuWXAA%{iFUDuA0Xu@_HLW_B8vRXSZQ?L4~1ru
z60)RsNZdYu8*(N6<YP8!Z!io80t5eDo*(L8EgNxOJgf)<U4ViL&p_#iIi%P0u{ifg
zUY;K7DaMeuMdfOq0&3(6EW?1yh`-kr#ZePANXD_5%TA7lr9Y(>9q8pm+j?`%JM<U(
z&sfOy5dmu-meYZ^>#O0RAHPdHIT@A*irz-QX0Ma9_?IRB;dV{TBMqIQl~kv^!!<wS
z0VlYGyMlYyYdp}(SG{;7UG8qOSzxs=>DqUNBZrh-V+A)OZ6#{7b`3=R>OvK*G$Tri
z%=4I((`+`zQ?*G~V7j>jU|WZwmC=jE>oa2YlqPXtx}9Uynn~4`QR0NrmHRGlu>}6w
zmTB&di)UQ>g;Jr;#^YhEt0k@gW&Cxrw;^dDs07-)2(gg$RPM{MA(!$NgV#W{I9?eX
zm8Ua$e$-IC;1BeGD`BKCq!F-h&9Aka*Z9^u5;akcJcLZq@Ynge7!JWmUYL^(%+)SF
z(<o#fTlO?7gULm`>cUslNs`acTqm?*N9yql7Z@1W^hHUBp^a@zFM*9;6~j6G7ezcn
zK7p|wo@fX!fdK~K$(iXLbPj#zD@s=Ns3dOil)2YpdBNr`m|rJt*}7Zy@QT?Kxy3h#
z{+?MZ^9CipJ5Y~Tz^V?&*2g3O$^K>D(b*Wj7;a4J2^V^WqTyK~t3Zkr@8F~|ZJ2Fl
zdj55R<8G}S)JnqE&njv{nLoqx2j=|<6^bQrVkVL&oy?{k-&aI+p+5GiNnj!Jw)8mP
z{it%mX+ZD}2nT#(CGH|E|FT$25|hHK)@bP|iRgIbHJxt%23rf2?m6;j@W{i_ch|}F
zdjWzxrLkj|+<$V{Pe$o!r`!42-49&qan|UXBIOMsq|*>=(m*{5O|6b0C*|J_4MU!i
z+ZnLWl%51~!o!EBDhagq5yP!`i5V7kUIrzWIV>1Zdemj5ZBk278==-%n6~#?xF;U7
zDd%+~HEmW(OMk2$KTu+GN-SKIXBe=H5h_V&Gi+_3GYNHSaOmY4S@nez-^$J}{)<?H
zUZ{Uoc}^~RX+x;T^;sOldKqgoJGTuZOCBpCPc*Sq!kxd76ITd-H|5;OGmt9s%`f>v
z%iG2c^kkt%&YSr*{?(m65YPg|+6P&9oo#MBRt=aLKC_pXHTM~LsWYE`0%J%|N^TDI
zYW{Mpdl#F2hDk0-PU?kz<>hAlN;s^IXQ(gE^Zbp_`{h&mJO8O)POXYECZ5>wYS2$C
z{QB2Bi0^4S=7UHSvA;AHDwx+|Yg<Go`l-OhLh4?h$_3$T+=ia+sO-k;F28qoG%rd_
zVlfAj6x;)Ss#0ut!@*A!heq{8f*-!`Ap!}%c!${$F0)W2hB(D>S?vg@)O2L_*{4b~
zU9*AvD_x)EV9XQ7Vo`exi_rh0SX<4ayG)2D19Ne0R=rS+bJ~lEGgK78V?dl1m&qJC
zT(BZ#LXn>2`O~xJnZy-elDaGqc|W446w`MRMX%QjfIEL`1u7*tR7TB^$F$?v!tD%U
z2XwOest9d;VG-Vuq?(c8^PWdu3Ic|Heh1}YJg&ljzcsXYapM?E^sT_!!o#OeAGyt(
zh#joh<!kOxIA0SBOW-Lilmw+Qa(?K_k|y1zSGzR{xx>r6FtBX?Q=y7XhY_I!y8YH3
zK&JKdO}vxJLV;_-eGB;?KyVwTnaj)Zi9!nJRl1yMCw6kb3)o*Vg*j!NVr@3tjjc))
zhX^q2?M_7ePp^J-w!yvQBKn%k3xO+}d#@|gKRkVh_}-~*KQ_XYZ<=Z3t@(zWh7Mh@
zUBP}^QMf8Emw`c+1VHVm)XLugXEgK7gX#&6@V<b{8`VFXF$dA(N(dj&9p*dPEa?&`
z9mq2iYQvLcUY+VT#~Tk)jmCe!m`O#V)_tiL>d36Zr39uX_%Oi?FqWX8`J0($B)jG;
z|A)_@u)LMqLyayA`%mEs>(=qwfN&*--*~zqazn+ZG#@FjldX>IoI{I&A*!Iyw{Enu
zAI=U+MaM}mluq!EfTY2xe@n12364C&JU!5};<-T5jZxLzp(Ff$2`KLa{>8v--MS*?
zj;rXgK}j5ICsO*Md#B<!zLhu}Cyo7Wr{^>JDW_NgA3+V{f|9CeTeRLA=Jvbt%miDF
z-T#-6QA5Q>*K!!YdzZ!aREspM8#mHY^`Sp!A8|vTXPIuiW<S23lH-a7yXh8V4n&o`
z_cfaSS5-G#t+LPoxHUS;W1sV77-|%bc~J0ghEe-vC1X>VCtM-OBY!sC(G)^`J~9RH
zh>zDb)zzlH!fKn%_CXr_#s^{F&wfjqo!6zYg;?zRO_{2tY9I6N9Gq&#VS!nr2}X7p
zdDUt^Q{fR8P#}e8)4t7qaU==L#2S5;grmSssus1Eo#^B(LbIM7{QKCTKX>ZLQKATF
zSW=p?RzI>+E>qRGyJd5|lhsKajIMa~EJpAaSx+(@#AgcV=p0Gz!A7B5iHliK3S7J+
zo+Uz^8{CS2Wf%~~DyBV{CB^sWbbFVfkkY8u;gYLEO_qR!DF7NvbM&8DE`1|48lyYj
zL~7GC94li8Bc=Qb0SyREJX2S)%+`D&8kY^2g7QE>CN-WRe{C1$2DB{w4zGn0-3X4E
zrr)gY&!XK+{Cd){I3igS3InwOf%B<i7Y;`xTz_;nlQ0f7N@aNdr_9sTUW2BwTe&$N
z@l|LOdN-}efX{Ywd57q7?kg)H4O5n4SXXjH1gaEfhc()h__L??m*eGUPyL5M|6!UX
zn$k)8cBHaxp2|Ea>1!c=c-<NS9{OXSU&|w9Eu7YWw%0VotI~+%JqVSwE-bZJP71d|
z2r)1ke*qWjr_$?<Ze5O?{?$W53<Y{9^6su*Qlnj6P(O>UB(JQQU-Gs=DR7X_TOJmi
z4ISlmfAbr$wGJY5ja7T)35ar?ms07PCHVo=@xYhmrdLFyP&8Z1_!jq>a5zPwc0m(8
z{$5O-2&8UIsiD~?{MkG^oAUEPVh;-;Y|(ZuIsoZoK%Jgi{DMYGoUOg#g@BQ}4kx<)
zm?<L1?&~AHckIt*<6;q<j`wPY0c2>&r>KQz7o4<f(czc!QS)V4cnaQEKRXy)I=-Me
zVpIp=-^1C=Z#P?n>~-GK5fN)xRbj7DRVq361$gDT<5kpD2Th2B(V<@yr}}6#XUJXy
zIKfLss5swXw$yxiQ^yj`XU?YqeCzD{P}OXii86QP%3Cg5vWk`6D6LBoU31j=R=u84
z&}M7B-;PBo3}&&oswI;NX(48t6E$6H()!Sfo|CTiDAM<C?PNI{1<p?ge6oL8J>jWf
zi)}^Z!*W1}VoC1o=AHD35UbuRSf;ucf7VXtUUC*ps)<V`?WJt{u9f#NK{}8(GTqRa
zf3RCW8Lq<R5tfXqHTfZTQ$wrbWW^?Mu^EeN&EQEXI)}*lH}C3W(9&i*Z>g>NAHd-a
z{m_<vPQ^8VX@PU>M@yH;%Z5<adz|w8-1FQ~W1riCz_jO2k0*j|EHk<E*|seOZP+YB
zevLaRYcjlRBf)LIdjtfZFLJ{hCr9yeSsB7zQ2^%8Ov_d0v@HVgV>E)8-&8nIb;Ua?
zmafp7t9Z%R4|=;gDd-~CsAG2W%NByvTmPbWKb{3hU@*-ZnqY6u(2(9c4<NLRr39=c
zrc(TPOi}S}y%Y$Y2eAbRhD`qq*BP<9pOkbN1}2(Ti|1D`O1?LmKQTO>ygV-xWh|0@
zsQylO+_`sK-L{lI`~JC0OP7b57kI->^mSsBl4y9b^aa6wC>u!A?bJ(PV7R9Ebhf4#
z12xgef4xf)q4m1e<SH)Bm1NwZXlQygU()60?$aSl{wTWj^}WM|vD34Vl|L;=b!sJy
z4e0?JVY&Vvm(?mhb}t$5(>LUrpRc^Jfe^Wou2&^LC<-clbif|U7I?|;;}Bix$>NC7
z*$D>Q{t6AD^$fVF)^cMw(ot^n6W(}PsC-&awz9**^BK~!ljBp<BoXsNr6c8JRxp=l
zL|;qjJj>i2{RN!$f9a7BwjgMg4EP!(ury16uNV_*pd{Mqy6M1Fyw%bgPa-t<Q7oz7
z-E@<Rlw>z2CoE4!#EGv~ZoGMc)x`nxl5c&znaj!dVhX}luFCdN;)z2-2;IPTpH80n
z^@W^R{_hv6)nb7dvuCJ$_pcvBZHC!#_LBZY;Z>l-@Rx)%{~f;(SS7HJaVgD~_gh1Z
zk1hKgY*q@C#JN~7=(iw=AggL^V^&)YR#oM0lhENo69*SWr_jCPkJZmfDPr$MPFoe=
zxf?J#@NLy6($9~X<zF|=KO!crZ+yYH+lHR1r#CzKHx)#w4+>rtj!Zywe&xR(r>^^k
z4(n&i-R9g|E>f{~!7V>kFGWXZDzF((P9$%Kq?RfkRQ$b9aSt>lJhgm+{F{_(gsl7W
zKg$i?#%N}I5uQqME#v4%k_IMEzAsCCgHSy;qo5~_39x#&fMHEre^U!1b~vM^6#b4S
zL(wEl6ha6;Ep#n3pjWJstXbXgP45y0^p}!k{4eEQy8Acc=j&SPh|Gh62gfCPgjf`T
za}E*@l&>{f=Fk;7?oNaIOh%=G6{#XPknN{7VxSl5FC(Ywi+jZxl`hhlZnV0r19!Q7
znNmF|fwSK2tL)x|=(1RZUuM4#*~CWyzuYE%SP}*`jZA7-#^$Caw{X8%e~p818uuXg
zNKRRv*G|l*dpP<nFXJBg$9#UrOBLA=xB)_dbK|fNSZ;61($?Jvc=qa*G=p1YvR)3H
zv>T>WtP8_+N4U;6KnA^&P-e8qeK&cOFY>*uOQ;atYB|~=tH^g>u=4t@HHX=GUU!G+
zB3)Ogq;(S($i@eXvSkyF=9S8_BHvqf(F@CAT;BQeccEE<v6#k=j*-s(N1|!C4Xz(P
zQK(d4V2EkZ1iMg?t7TZ1g=_DL+;f@;56fU$qs@`;DF{djQh_?`!=Rnv#;u&J<Dp2S
zi2R>KQL^Ys>VIUWIxV0?$^uda@tqO5pGv>fJX(L28GTG{E;)Zo3Pn?-mH1;xvH3i^
zyVp-?Vn&>^j?A85Vt2sS!Qbxa^!2HZzO|x*eRs`Q?@a3=8f`sT9O~cPT(+Zbo6hg%
z@^)iG?LIyfS7Tz_%0A7fu#Jh{IcW=Tw0|L%vi?&hT4`lyV&I2+7p?g*xJ44~9S>!-
zQL)k5{#6iU|L{jMPX9!(u&M8IIwY}F);+<6Y5ke2P{^mvY<~6DZRJs9dBJ}Gxu+_d
z^|X>`$Fxlz5i*jMNlE6A-xVB4>h}0IgF;<@Ms5aQcO+*T<lx94U>%@~{j%2ASuhnM
zJ9VTP^VAaf@by2^{#Qt&@kF3KJ3OrCx>{VD9X>krl0g|?F46}(t8Oh}a{=nR!~O+C
zJ-m`u66-l|g_ZJmrrtb@2-Yt}f%Ju2Jjn#=gN3Ut8lAbY-O0dHd+PrIbicGp7!3Vt
z><N34zA5MS@$og{qL=<H^XK(HoJbN@c$w`=J97r<qlk=Ftt@oJ^^!OzN64~AHfFO(
zD~|x(&%A|%F~9p=S+_@GzX$8wW5^CM*DqkPtXCRf-Sm_qtGxQBca|+uQ!{)-N=SQ;
z>Y%=hLlRF$x@l{(>?WGliYD~D7^5%;z&KN8$SP2Y<9_%GX;KJH494%zxj2;!!Svby
zMryqUxqwd3?<_W?TGPSQ=9O6wX@nKBA6{7Mxd<9uHvn~le<#K84Ku!GFHqwfU+F_Y
zK@qxZll9{Rm|9@^9U4;=y!=}|7K{5V4HL|TNG-Ne9Zi~O68Xuut|Cx6;7z493FrmA
z&t76%`Jr|LlT8>5v&f9L*`~he3}SteFp6=;+aVDB!5tOf+>jm#OoQymmQ|(WzSQ-I
zn3HibZRBw>*-UV#?!~I4(TA|OV((hUU6mtg@e-hu=t&>D%C{M)^nB+paJ4x*jwL;v
zG|fSa<homqeZlS@U1coQIJSgpWRQn?tmM~j_mV44#Mh`Rrjj@SU%w#r9LQX`&Z`Z~
z?kk3LaU9l`M`Tw{4>1t>zny=Yu0gif?44<DFHgB{W>o%^w{(29j)!ecR{=r`vEo>O
z6`;i$`61;Gjmz4eD_a-_j3em-t@Q<=qh}%mRSDld4l2TXM6U=#C>^VOc~+jMuM_63
z>@4f>-l6GEY%e4}-gnj6qk(44#(G^0`SISyXO3uxL$>%}c3|D0w9mTe>2a2#udu5{
zLi!QRT)$03evB|&6OS{?h{{@xJZu>D29+|O<Ae6krf;(hRJ`2^;mtcAdv9<71Pbqb
ze`&~ruRw1BV6BH8XSrNazERVIUCPhUtol#-qpiw><6o_2aquEX<V@Q~_ED@>CDC`X
z&cX5(vg(n*tNo(l>Gm@-m|ZjnKjGFxdBbfbF(njWs|_=h(F`K2d`6hbzPsNnXbh9&
zu~5RBTB_CeF=8`Y)@l|u9;kVvO<ah5b~EM5GxL=m3f<@K^;z$39@5$riE-H08)NFa
z*P&hBMQGHF!t{PT#CI3{g5V>qMngSDxF9>|fq?R?SVQhvbwu-?-$$)IJ(D<`p}+Hd
z2xyW8_~wBpW;8FrRvu)&N7H_QHt8_th3$(xvr8AaNNEF|*|U`<sm`H*2m@%3^>m`C
z;u@>`?Bl@*C=C6~C0Pb`8~59E4<l`RDD;@M`BewU#P>Az3S~lo#jB}z3Y*n*u{yDf
z(%j&UC3IUKZ{O36!i6#jeyV=M6tkHT_Z7Apu{Xlr7Wlk_XC<YX<HQd)j)+`H>R*V?
z-&twi-vL${b)V9Qw*oIUtUgrqUSx`I-Q{}=Usu?8TE>ftxaiH3T_!8_Z{W-@bnSWU
zwF0DqZ)B<*m~TIQRUsgjpg~jOCoPQqsshDIAL2+~Vdl5guJT8u-xmfkYn9T@`%N2i
z|0_Y#yr^g1XxluH!3!~s&471X16k;n(M+=T7<;vEVVntQ*EZlFD-Zj!)WX&+XRon+
zYH73F&$6X-RM!;&Z4@R(fpw;zr?0>X&EfSZI%&J~Z32?B*^&UYbUDqd<<ey)5wr49
zUP_gO&LW7o%D!6k`Z#9Z4^^kn{woBNc%z~dN*uhi*gYG)=Y|55CdSyPv(H>u<uW9K
zrDA$<ez>~DEW4Le!D&9&R;y5D6NEBWslIh4V^7aUeB&wg46AiLZ<1<!M(xnbJNwis
z43e}F)J6Gv6Fxfhlo*2Y(ohkhPL+!5W$~$|#NcR->W{?Z$?G_br(GqhG%;_&9b>FU
zzs$v(%DUwA1x%ztBFkljc2B=ML^hXqaKztc9X86qjx`(kZALCOepO4*f=*EKLw~7=
z5!~FJ-~d~D&18g&-*X^EqXVis+J)&6pZ<e;c1dT(wxmzV(~M~9P{$nbnH})zjCX*U
zPb|Ki7rX<m*t6tM<Q&fdc&L2w_6YvN`Qu85O=41X4J}AXdbM2x>%yhK-g&7XPH>!+
z*;%4bTVoQ(VzZwPr13x~Z_SlJ1$uS8@-y_PF(_Ok_1AR&Ij}42vsOx2GhM~I_Z)m9
z8P8A9xZ>?=$9nJ0l*aG;-QHW8sVJM3G+s#*;Yh$_r1=_OOFJw)on+lZooq_;s&b5^
z7*fI)gZf5haU^SSN0X=vF2HP{6b=`1@Z%IJZ{ZB_ehr8&1c4T_AH07xPU40<S29<I
zeN+CI;7T`3+FYBnb6s+-Z1r4KPvw8C3~TSrIH0<|jO}eq<)A+Nl(qApLE(^$#(Qjg
z?L0hTDT=T(7UsTEB@e24ceC<Z7*J|%Jeb<=T5Rusv36ErQT<=M9zupL0YTasq>=9K
z?go`EsTsN(0byW<#-Y0fNdcw1q$Gxt0i>lxkl&gA^|?70=VIUP=b3o+cdxZR>wQti
ztc;|=X4<~|_H=ZFpBVy%xxDgsot${gFSWV%Q2dJidHI6rG^X3YbJ7U1;4=1Q#O^wU
zsIxdOIV7o)r)yUlpbND2IWldapK5pIFU}xlxClE;cq@?brX*vnW4np5_urPGf((g^
ztH!fc2#cKe*?wd`CJ{94WO$#j*VY0J{f#TtR_xCzVY?z5-?`h_O>!b?r9fKneT_^|
zL)$;sPTQW{hxv{A&oBS@{*>2Ut{gNKavfXsf51DI*e&1xN|n?*&un<lTQlVTYkn;E
zhQ*{kff5t5)*{uoq5iR&;%@-8GfUb%CrQdZZzFBky1lO*yRLRwXJqUduKN+;q@`is
zZnf|sSd~1-jJ|B96P@?&KR~|%#0j^POjud4rI%#tC1k`d24}UlC*@&GP$9sJ!Eg|6
z8K0A1^-VZ`TF@AMJESAhoa@vfcFq%Sk5YTCG@4wUNCo*JK2k53SeA4ckf-s=16S~M
zP+2a)%N5eu0u(HNOoS&3cL0OJEvZF$AS`HJT~j>SCaX~RCD&zKFpN@Mx^(k_P_7Cn
zZ{4wnP|PSGDUJ-~Zj{*WQUA&jj!74geSir}+2xycffPiY=!h7{Y~JCrBFH8tR5VZ@
zWbMJH>n(X&#iC^uCTEc8XI03#dD}h}IcXN1B$STagO|_CwRkEi*1lTNdOP|$S6MmI
z-r(P{$NrK2zec_1Du}W2;d5(^kMHEqE)Z)LANG;wQSxIB&CT~TnYK3{GxgQd-KaGR
z^ZRmeF81MOnJk5aVo%G_&9Cv>+UB}E48E;S%Ua)5WrcX1WT~H&h-Il;zB}WM)JJ+4
z&&a)EwruqBDJPM=Iq?1dBu3NLL2Bg`pU&XNE+ZLJ%ac)b^LzwGR<paXPs8oA*E+m;
zjd6W?qAsJcW_ny&vQq*)-r*O>h{T92&g2LZ7%Ij;GLQpzl4c6_b!eW4b^mqi(rVMv
zQVGDLh6d2MUm}3i&^?;xu}{@+#!CCTbv$Jagg@#YSDrsC%gFq~rdjZ7Yw7CB){JPS
zlkR$_M9Wnb#AEiSX<qi4Kkr6sja$f-#q9l5N0$Kh_@Jji^~gAoJE<BS7{$_K)*08D
zi^(e>_h=#6t3Lmu5n#S)!D%|p2nYGdLq72K-dZ;AjPw>dc=n0&!h)+=d-JbftT2zP
zn~EPq2yuA45R%w<%8&4H(*dz8V5KCoK9VM;$xlCV)kn)5M<kXYU3=8&fjTs7o05^9
z>7s`Ysf7Y6^P1?s-m8?6;4~Bxd+^TZ2G67{+b@tWZ$YL22CWOM`M$$i9CLezMhw95
zpNm){6NgZrDJ9Y3(t23gjz+?Y)$|K>(&GtM=0N0muLzVgR0*w!7!vR5?3kM8q%VzR
z007;igP7N=H}w~(HYeLI1QiQj#|Axdn4!new8iPaN#ZEtH@cTCf)a~k-@LY>J8i&s
z=W$e6Nxr;*6uQ-U`TEZpqAlH9;(v{}Vs{cdjPl&~@T)N``g7N-YVfe+ZP+rv=^9^h
zi2*U(D4YKP_&c;$B08-hmGhpjm^D<>)@eOXp3kFIdOdbSkdQok>5-ql-`f)l7QIuR
z#|Qv-`A`U%Z~YykXu_y)k4dx50Fl<8se<=!zUJ+j<{1eLpJnVwKPq82^ZvZ_%;GQh
z78-Fojyn!oeA})2gL0U-X^;Yy$<_paq<&60SxuBd+>3-n9f#ajymuZ?BhVLA-xnXN
zR0De_GJ9&^@`cH~Q=%ExrA`{{`j|C*nf?e#D%haGWVBs4u)zGoBqsMl&){vl##@k>
zJL7C9=Cr*~L^3!_y|;d<a^gSq?lZf=7x)@k8szF{)i43tue?A{)D9B09Bh=f%`X$w
zKrm6D=4M@$#TrxibH>QhKviIm<{ssHWWsCj1Zly*zM$}!R!>rj0BRgWFhdx3u)*9O
zHCr`r_lXy1s{3rjQ2cGMgBY`O$K`YNe1qogAhN3|COcJhwNro!i}P7XUSyHKQ^YH8
zI_Z%A0Fu9))FFv0R2j6#W#=)|I+7~}d{}8DHCSvqdeRC!-=kScu~>D1%#U9Zw@ebP
zpDd3Div~Z}R#F<dNg2{W^@={?AN@7LBmBzj?xxNsbQ#7aV#cNGfR&N5GL2z;d7oM-
zWo>uhI0?io#Z@bLXi&bK+ZU&`9p*yy)A8YN)KY29-*=)TEUQ8XlSIep#KFlvXIgX@
z&Ze0!pc1UjVx;#yD#FLQ=+Da45~1(gm+9F%hXZSBiIa=7UQl0%kN(YTWeE2TfA?|^
z*L~o3?Lqrojzq?(nLW}zpj~gz^{ncKy*;6Y8{~y8!cz>>0Cqe^#2G7R{tWBNxdwb<
z6w=yn?rRdFwSOPp$<%V)jqyckH&bLftja=`uYShUaJCW4z8j`9_b?oxm2GA54^_oV
z7JR(4Wfpiu8pkg#3$|wsNf;YlL>UAH*$}dCNc5dO1{+^vp{b2kUnLh%`Tc!VEH@R<
zr4M09PKJH6)Yt%aCQGn;;hr2FyL#dpsv@!jfB(5lwS73uiEZyh>MG`pr7_m6_oTLp
zYJg4onn(uFPREt2MFE%0X#8g^ETFS+Y90eTHqxoG%g@z+Ln7i-u4xC=41rmJ;?v>h
zBg|>l--}^WUv&vDR>nMo7gQ;3O5X0t<B@ukuxC8lu9Ef!c+NyzCb`fnos>n&H$Cy^
zBlC<enG~=Zf8i8Fn7_~PTmjT=2zZ?wliuP`fXTGW3?f$U8oQ~jSwYDWacs*TxB`5}
zG^_lAE4_6453cFO_m=%d9Y%LazMdX~g6c7l4{^Zjig*b4W1G;)Xz10=ix0nO7HAY0
z;$U+-tbzOO2l@|9ou-0}-w{W!9JFzby~dJ!@}VmA7vg*4C%JomY|BWb^S3|76Q7p;
zMt5LY=&{#ent5(71cYoF=|r4RPwWOMC4fkqfU4&r=Izm1QsjbC##hf#aD(mllZGAA
zzkTi={fxIuvE*?P8kjk~cr5|zz3316(9dZT!x5x=HI&m5PP@$!7}{-85;J|Q8avY2
z<?3gVb>_^Si2b9vaPnY*svNw^9w5j~F5{zr<_BG@8#BkD>E-YHvV&1Zt9f_cW6X2a
zr_8oG-P960OSSP6Z8*--A%($g=jH}o%I(_3rF(Z@3M7po#aZ$nzZA5rK<A<rfDCzg
zxOmtPo<QM(x)9|Q*qw&Vdx=^Kn?4v8?@|#;libQ>J!^``LdDPEl6emKI;X7ReQhH=
z-jlim5O((VK#%0U^C|ZwA5<>WYy?!mHQAII%Q^~$3jGRREL&w;2EF~_Pwe1;V}!yr
z&%^;}U0+dCeGfyr-w%e&m)%j79`kK6<*uEa7}senq6%y(o;I~}U5*}x9STFEN=e$i
z`%cO3uFFj=5(POp+aoI(FgwW!LbWBN;u1LDnrgh7IBBrKQOQM;8C#_ucVF`lsjPpK
zu9qTH_f2V(HIxJ^!qnd6SG5O9|M2%$N>kiPss$*2AK7!ZV+!{yd!&~4Ae=7UbLwTv
zbn;yRIn!f}O6<!7-&UwkPOw}izKR(||8rwohM?l{*XMNmS-TF5XdIXK-`PMqu5enx
zaxB@n05b-%9zz~Ma)y_`zMe`F&uJ`s9BRL`bvRT+%pig<_3ouwJJJzfE0bg9iZyas
zr?21m-1@)-lnp@~DO!<eysb2uA-CN8*uZQ=RgkpkPNbyonUNZ$$OnXhgDDPd=iByN
zzEAsfin2%RGr$#2rEqhccGPa${P=#d{he>gy21@Ttr1SGv$u5v9+2?>rd=f9ygHB^
zFhVE0(2wSPFW}Bc`-JZA*5445-27sgupz+q;?tXr1$JL4b1h{GYuf=_E?t6yVJ>xp
z?%~xGy0>{cThYMK;3W67Adjb^{dCXL3&Jo1%D5dn4VU#{O>}1;J3Og2kq=!>P#{kc
zu0L3zw=v_R!@VoI{yobG$uasepNeJmbHxys{|-Bt`RyQ~c`1qKZ=5!FXBWmHY`ZbR
zn)rVcEOL+zJ3UB}S{FeRsBjXrM@fOmJxPK&EKf9*aFpUH3JRs}YdueYLB>xC05J#r
z%X<}MPLq(dyO^w&e;f`SIEzR(9A;1-Z&<c{zXSN^dI2_cBc$svxa5!tgBVQrm8CrV
zzyY`Uq%ViLT24Ow!nzS}#DJ(aV-9u57*a-5Pefu`g#mQzFgGzWl3DjipG@(CGo!U_
zhf4x5yZGa+%sb&Vrxb8fdd-NhvYN|Ly6KDc8|e60r~0%cMjs|vsv#T$b|zHwve!xY
z`XhOZ75KZlHCJbycuYV5g=IRyc{Eeb1EGsi?RXM@+G;6~?Fc$5=uy)P{^p*P%R?i$
zyefZH{h?>vUq$?L3^Gz~X5VyI)}%dc;sVJ4AC<k<vsK>E)neigHc31cTW#<uc!o(p
z{R{n0(@NFqHsENx7ygT?KMHwOVI4h+@T2V$UY;Np{VCma7sj=4-r`R<h;TTRApxJp
zUpX4nuelJVkKEnXK1*t_UzG>g>^G<=kYAu*_bD)MFmm4VG)-gx=?+eGLWy-B23R9_
z&)X$_mN>m|lEJ^K)=zF*1f@L#MrlCfz=qH|jVYx?s&-}%`te?z{(V}Emb6;z>8Je|
zGu9cznz<(~b8sy;4b)rAnLR1@l^?0xQyM?6nt@WnIBzq&3cIgr(1E3r_ntdlw9>>2
zG83@Dcagn+jW)6M)pT1T?X;QlQ%ItI)NAtiMB<MGyX@jq$r6$UhkC@?sBKUU3cfHt
zy{c62D@PGfDJr&0pX;#ipPb42(I{o&Wr0!u^P7ug+{qW@SKFhWK?~v|mF($rqLiL?
z6|``&Hj9^e2RsM39;vHM<@sPz^M=nqQVGu)=4oc}mn3mw9W%ECJY>koJ@y&=2l%z}
zZsh3yqJ+(2Vb+`fAFmbwdN;CmVuIoqR||)zr;JZ;tvQ3k<y?F8?6`Z!WT|dqNY?1s
ziOF(YFW3{9o~KOTR!fdC-%Sq(vDv5tix}U9bkSZjyOHz6e%f}WP;dt_1QR+0uD64L
z?6R#+!d|>czJ;SS$)DAfSB#R?v8r!*n0Wxhs*+1k3CdkHT)VnAqZaUZV1$ne72>{Q
zq*ZyNyw63LhEFkC&-OJRoN+WuCW$ca->lPi`AB#O!#%|Mn9Cx;lu+X^#LT49g8NMF
z-Nk^Sg!$OT(=O&l8JTy$&iN<B-yGlh>{=$C7EzQHH|BiZgI_Eg{5#8T7g<!O)ck!2
zpQ>3^k-mSuYb@ol4Tw&Ox<C+~pIDz}d$@gefqm8k!yPQwo)GQZ^EkQ}W-xC4Iq^09
z<Wj1!pfnT08`VJ~{OAVEbEG9;zKy3vgjGKW6{qS&?^!eII^64|#p$cX5G&D_O@|+h
z=*nJ$v;G?YLePI)(x^Ad%*@13q8NaQgKsK}=SWMzMuT4=pZ^1Bdx_-Qx6_APV@>RM
zY4Y;5-0Fyzmq9)xpkCOFeqU?Q;?u?AQTXeWt1NYu$+L$&Ct!gT9wGdJ8%+Aq8?p@7
zP1T<_6ut1pct{7h1^JyxKiL|P1|w5ej^>vNy{d)VvS#pd$Ub_3`%JM~m7U!o=>0GI
zg_dE+zcu6V@{9@c5J%J~o|(Py`^pBfaHfnW6Nw?-p7>gn8?Q@H5-{?LpGwK9dVW}+
zVc&T5h}`<6sC|8(+MZQP$wvh}F}6qV<kh<SHGh|e4>vOKm^dPB);sT@LcM)E%L{4p
zM>k|GZ{(MLdp<MZbbgnZ07@n+jQ*ynfC2B;*Im-_;;S1I(K}_}a56Z4tc8rt1gGr%
zFzs`QW)-dJtsmp*;vGJ297}d+APt_Eo$}2JM$FW&h1In=cNxDFm#5csZjxXiHuhO-
zgjZCqvBB`$8dn|=Y~8+x6R2qXVOP@K_H6xo2LZMFd>(}3S7%c`bLU-fXc0qHs%88I
z$MEOML&|mQMEh~eWl6_!R`pS-PejhrNqWude<x3Go2)f<gETzTc6kM%^(?;t`{z|>
z1=Ec0^s;Qyk0>Sar91IcBypX0r1zzbNZYv8%4z3~=YN=GS$&LTI*j1?Nlt}e*iQ?F
zC@H^enX7yrO+-&)z98)EF(1)%81cT~3ata)Jd}iX=zl+5@O*Cn2>|Vvy(7V3T`Kcm
z=#Vb`HS%GMLza8!YgRa?`|qJ-4{$)mMULCH;n}Mn7!`5CLL-OibpMd2{-h6on;jkI
zO1WfSIuCw#Wbf!0o9nH&%EofKHZlWG9W)vwCvo~o(~<9|qlj}8YhmX2<takRZxl!T
zN(8$iD=#c={*CnqMp=)xNpF(Dk1&NdYr1%02a$VC3k7qhKkjvZoTO{=y$s!%NVbV%
zXXcz1zZJ1lZyYWcK^v{z39_eGD2-mMoyM=NeUsCy_o*;1JkbjBIt966qc+=iWp#1L
zOYiU4Y5$sJP+%Yx=dYZ_%tZHAr^$;DALTEF9^^Lqu8Pd)JV;A%Mft7Qhj`1oaz*Gu
zk8_3ci;xe?0B;$thT59LFQVyHZrRiD_0d5^<<5&D7G^jma>*FxYNYo$X`EWeA_bQ3
ztJT>q<&+IV<4DW^3)H5p-wqyiUj1R(aGm^o==hT3Jk!OPl<M*aF194ZgxX(w*9CQ1
z`yuyLD}e)i%o#cY`HS$;zRMDbG<bVP4h{dN885^g9Xd(Ufl}3DuWZ$PG|x2721z5J
zGDpqq`7#zB&M7vNb+H*JfrSF(&(9m`xjQNP`9;KA$>~Q%s&O9qH`}Q`o6ANvvBJH`
zJD9qJ_}<5!@6TyMJ1wQhKraQ?sFLj&Yl#dxaPQuw0jsCn59fKv!}9S_X2fb0K10w8
z0sp;EgU0P&QmO{5qLT}cOhHBkLP;=@gCQ410Va8NX~@#2SWgcL^Sp6Rd}o#WQgHgL
zN!I8`iY~6xQQ8@qgEShP2}6pq?cD6BR3%f#I6KZn69vE)1M+_7sIb4wre_|ZXZ6A3
z>9I3$Y%+QW*MZ_L;DNJfn{8E}g|7Dv@_w%z_Lgt)_qe5^@v|*b$-UYkjsYQJyeIyR
z>;agP!HR$gI``0^k0dSz!hq6-gGyh25QCID*ctVDR9=k!N_l~dij0ZusAe%q$t_c*
z(+|F!pYP#D(UvQYZfn2yRMQnd!H9aaphLKBedN&MY=2#W)TLaa(oxzoj;WXv_;f^p
z%SF2~v94&TEmBOcvfgx!$k6oTbh2VI$eCEIfC|PR<|dR*`E`@Oz`WhdR@urV`?l&?
zg+=gRQW>|YLBd;c;%HI&55(tZT97iqbqukYXpjmAq2%)?#L&vRM2jcIb8=>SPBNH6
zJ0t+MEsx`#SRiGrKy(b6JjDTS_rwPq%u+67)X=dxm}0+)+^0R8!buBIukRht+`9bx
zv#bqI%aJal&Y8=q@++5k_kqbx6^n!Sx70gf{!SNFKHfXO4F%k4X8xl;#!oHqJ*H95
zupB_NnA!cCjhqKJ0m0@D(4-2jO}I8w#u>k;Xukq8_b3CU8fMb|ChAlXB(-S%)q%dP
z=pm80a92;wDWe5ufwbR~*Fru<$GsGe$em?^nehPcrlh9u&k@rd)3OF5MGt>x+n*`$
zJsn%YK9S?3PeA{ZA>o())ZxEc9v{f4D{0)k(T%9<qApH`b)d-XfWb*lnaiMly2bXb
z;D|WVA4Gm2W%FGlE?wmqL5^PZ)sT2rV7^89phuiOfH}1XT)#KA*Y<B(in;4i_)pv2
z3I%@xaikuh+~2Egn|E69XxiTn{X4r1HcTD2!X*J(0jhMQ_$-*ZSa+dXnE4&l1cp&s
z@2{4022OltsP@DM0VV!%dQ?#c!K)G{J?9dl8`LK9s)|4IY+IxnZ5~`-)tc#k@1t8a
zbBm<9nNq`j+rjh4a4^Is_}+NJ%(ilYQn0xB84Gsl!RC>{ai*QCMqjo#wUZIO+HQ0;
z69Fnl{IT`zBykfB&!k|HJ$8KSC-yM4+C<)PL-SX>9aw)L##xFnyZW-8f<95Ebh*X8
zs4k!c4qa7rmN;Q|K_sTT#^u-$r;<RGHaU^-*tu8ohCJ*nXDdu@xL$`MiM$S47tFNy
z21@+i1xvn{<$SI}b4Udh)*lo&$_5o9zD$bxeLBc+izD+y1H!@;$vD7}zEnb#J@eMu
zSYv&;s+QHsF0@(pRNz{;so06lXGqffxppOrS%juJbh2mJAy^-=x8SusYhPdy57h<A
zaL#t({|Yh~y{Sr+LJ|iX?EpO8_c4T_;FL!H0X#BsYJvWKbsYZ?WAz?VJc1#M&gEkN
z8yxBDnxxrW8P%Opjt0$7?9#rs)t+EiS_xvSrYeGzTkI8|ONXn!hTX}EO#rkFnPxdJ
z?o!!tUzrV5e2fL1o@B!wXgH*cFM-+r93T(iQ5A(PkNj_Omo2fuA&AyiP0z?Ua}HGX
zN0DvX$`%I*I#?}>I$6CjOM_qJmohNdt8f)c;ie>G-RW5dTYET+8R8iOUk@<Hx%#%V
zdw0e1+&5!02n;y?57O&~lBGSJ8C5&O3%n_FX&+{Y>cnR!K_)+Dd_ru0^{l}pJ~jWQ
zItbcSQAFEBT{^a7y9!Q6wd3tD^B)*$fpq|;SPGsslB5~?<`41Yo#FuGtsHuGXW=Oe
zoN&9DUscvJ)A2umJVAOpq?c;=rC`k<4TeFxWmF*WygAastbv56Bd1D9IjMf|J#Mg3
zQk?S(H78Sa)ZL|)>#H+$&iooxq1mfy)+aj>AVP5y+W+m?^D2*d`fK=>li3KatVS>m
zC)x{5*PytnC>d<HgTpgT-MMU@Ee}X3?8yGC#JC<D)z3Rf?p__}NOb{oW_Y6iaO8rp
zg4q8@pP!L6F(}hkEhcQf*jby)$F(XP3#$g<Ao(;-xv-^&-e6K#`?ND#QuA&T3VvYt
zj`ycpM3VH>pNXgcP&ZTu_<2VJJ&`ydaf6d7-fne7Kl<xb(I;uh$suR`?p-sj$t}*f
z*tkr>b?E}_k~i;oCaSo(m$4J`9O6Ev$XpGu_kWbXx~+C(@)=Dd#V4LxgY}nCq{Wg~
zxA+3VA>Zr!+$HtxTM3l|q4=kz1v;{?XTf}Gw7ol(?2SL_Wh&O5vqW=JnC*?>NL&@4
zs+%N?BhsV0))F4SUb%XsD#g=hOq_IjPZ?~`_w!k*L1btC80cN>QQ=!nt2Am**ss^A
z7zmeo?h9|)EL?IEvqna;c^MVmcE-g7K6`kBDS%*A^4@SnoPLL$2jwkisR91?2)2!<
zS9&^btPtsBGu9dGEGNQS5YzgdAR}=T%h)DnBOljGsDv0Y<__g-XQgy-S)<PeGYyxg
zLVGRfl&~fJsF6l{0ldd`W*HG>V;5IPMteelySB^&nCr)tIYmg96q4dVC!TTNhBy1Z
z>`IuI9<QMlbcw?b;t>b7aZL~UW>AO46m#J{uP$0u2csFB8q|N%Lug5rh!F!o5dkw5
zt!D0iER%^H;C$tu#o8<fl%OUy!AVk0F9((?{#)z)jY240k?FKm@xJg*iCu6DPs|LG
zaxMSv>SW`iZ&Zl}6-<0M=)o0UoQ7Q^1j9PJt`(ywZdd=F4Z=#*b@ig?dCuBS$8rpY
zsRA{9=ZF$xM!VxAaFXo4rHhY_;=;O}mp)2=bd(2-&ImVjDxKgy!B};^pltH0Rw%_h
z-4?j!I#NM=m<UqHLV*2K<TaxkTMeHizY4Q6H2n9Y39&r6TDiG{th(Q{=w)7AWnM0~
zu(9gt9&&&0@4WiJe7OXdnr5u|fx62NM)|&C$gc0+`?X}W{T$reIQeolC)VgPU<%a0
zEPZ*T=pZ+rhj23WSnexX1?sO~P<!>~<*v$?!xNL8lg#mMheHe&Bq?5jeROkdN6K0D
zbXuAn7=rb2$N+?7Ze|jDd3u^z`tusP>`5M4v<50vkvC+kQjeNU80?h|CU1G=-nw)B
zf0f9;03}Hr|4&z?TFO>IG$I3{gXJVT@nj@)G3UjmAcBByuU0WfD)GehXSO|()Sq19
z>^0THbkH3oiptqI!CRo0VZrKCGDg`=qFJ8xGHoY7Aukq`;R;|29DCX3WhBz%$(W|l
z5w{VNIn6o2t~yNc$k-jG_DA30U%&Fl3j$tP>+{HMg$)f_@gw6a8g#(a7ZLm0RJvgT
zX3fgyh`9TOTi%YyiE-j^YJj`^KtZ>uk=tI=vM)FNXh4?9S$n--R(<7=SHS-848`h8
z4A4JZx7ZA)=*+slU{eO#m1vuc^vOG}dzn5O(Yy?f)qb&RixPr4xIfBi4ph%(!sia=
zR+Vb;Q@#*=)Uun`YfXTO7{r>K`kxmXS^2jwL4GaGtCjT|9{O8pDbaD2@sofU&`1Wt
z+RA(rPqqtpv~L_%3oggIYM}|5!vS2RGXvo-9>*mbdb?ZVq{;UtotMTzAy8r)Qs8({
z@0oUsi$V~~LL=Or$^3XBs2LyczI{EVZ0Gbom@seUTEj@k;<zlu6AN*$^orM30m-q0
zp27X+nl@4wluh_%ojpaMQr>wq5lFm0dje|o(NkwLa=2XYV=HO%QqTBotph7O+2Njp
zE7^s4hBaIF+u`k26iBcUHIvH)42Pd;Jk)%&bOZAkZCIB6%P$F=zuX^1$Bfie(H#pJ
z@s@2niG7LX1qXa{{jyv>;7ddk<}<w+Y{9F{gZm|RdUjn(bZG6XMI;ufp1#D)z47cw
zc`Z>#gX|_9wgw?s-TbrWM}0C#OJPx^Ri6iL-kY^fr+04!H`brwv%B*L?4QQrUW9Sg
zy|eY$MM<ZBLwpyc@fPEMDgNimwxdv9=3oha@M+4C`b(hzJ7VcOIxW8gIO){O;0Fkq
z1rNFin_sC#&IItLb#gVo*S~%0O$vl;%3g;}Rh<JeQvc+tPzV+Z--#X;VFT%=QOwmf
z{F?`76>CH?lB~GxUrp*91Xe~TWA_{Iduzx1H$A?-7(!c__fK%NF*)wUulAnb>Ix09
zW@KKuv`pMBOt%SX?0#;koXVZwlSg{X+G)rx@~$to1ZU-XFg8zw2o0Mas@&BtetPOD
znK=W|4SKaRSHHo_B-YVk7d~@iuxk~$8Q6H6s~4f!8St{0da9=Z3G+P@r(Y{eBUiZJ
zk?RM{=w{$$b12DV<n68_*0=^dh<ecXLTtTnzm_@EdbX<FYw3AlA6|F}GB*#2Wj{eg
zKMi^mm6-NFA9}}={n?E!i_=K8JyrDGUgYQTZ$5j6TFlcq>F)|&udffaj2Js}yLxJ-
zz|+TwzBi4$j7n>1dsS!IyL8@G8RE6C<F7ynvh9!BMAJtQ);Z0p!fu)Ec`MhfbLv_7
z*7A%lg*=bT)szk_rLH+1hn$);r(~H8I>A!%$FdI0s1e|KRYc2KXujr8UdFz5o2;x&
zr=N<bXCP(?`e4{_6mjlVdev(y>%sE8%@fJwfq*kAa(R>MF{Q$KHL5JZwp<_TlKOwE
zccyOB%W(ki_d5k;;V&B0AkbI5#Ubqc_}aHZ(l(C0o4cPQ2+!MrOI0&fhuozf`bufO
zx{eP4SLAlqpXHBtjLPnG6giOQ0hb#~5}jU4>E(zjmvzq-;Gtm1=a+H`!9@$*@{T+J
z!gBxJrc7Y<uOPbHso=q8p6A^+GZoeIyjy}A-ZpQqDotjlmq);lep|sQecg-BonSDu
z(~&W<zUs`Ukb+xv6egmC*SnJYK@9ARlk`r06bp?Vd^04%7;ySVpK<wAT;}lgMFQN&
zhNp;_0sh(<2XvV`|Bm{iKfkm=;_SdoSsk8zFR%Y09)RAjH%Y<~qG5?#;pz4LpMB(c
z%Aj|zy$a!}PjBy#RyJ4HbL;8RnFUX=Nn;yttdZbq%F~y*6HPBGBW<4MZ9$=#(}SHR
z?_;0Di`P>P4D$m_q}wDH@qZwrQiFd)3othPtTRr=DY*WwV!dB8Vl{X_>ygH%C!5K0
zq1vwf!p1<C^!v1oYZBN&ZDyhihrPg!b#M4S{j{39%lU0%z3;~81T?_p-%rM&v0esm
zuCL@`Yy@Kmy)%DIKC%(QrmOZ{QF?EJ=pJhL@8RLfCd3jZ`<G?c*zXcXDXIxge(+xU
zicrCYt)To3x#$al4TLF#J;zk3eUqgg-yYsZ10i-u>p=g#RGFoy?NU}0vdtz{$7PDh
z*6f)3V)<F<<vdIvIW2fGtd=3UMAusZ0GY=m3ysPLgqid~u6GIWPvR%nmE<o1(zvEN
zm_OpyoL^TweQ!8+X+s&X11(st#q3O?22I6;005(Dg-5=ynyy-D+cH(T{%{-YsF8j3
z=bt_j*NriFQd{ln_omMD$f~mbfR3vJp5Oq8{{slEA~+CInL*EN0Q}a!doDHhtVGbs
zM=$Z&aoR&u4NgpEl@R-5FcsV;+%4wq67CrEr%R84;edU)2*%DsR|nB^oePbN?x0mQ
zqqW~t3MmiWP4O)IQJBxr;L5KwuEBbj?f|9iMLXO(FO}L*=#9Y?R_Tkb9zqtE^+i6?
zP=JcID&LN5ZWKjNl_#8T_lgfggN~H2ZoSA`b%}$v_@MH)LxNtP$J{0u-tW@A-sr&m
ze@v`D>64;&oN*duuQ}3~xx~EfQobchMHp%RjT};V(SRX)rHmBaPN^2f>l<UMZUjF3
zJ2WF?f%jL;K>-ZmCiJOkG=vK7O>}*jn;F<5ro31PS_3$xzC;vUy|$ddFur+X+ADof
zMs%x&jh(&vqV79+0TZk#)D;FVPVMkCK(qeTeCv2^&ugsj<iGCHKPsdNEIeW-!q<G<
z{c(dL<t}AgCZ%nS?~q7u2`>zqQ=&|Ys@e%m88PFAQw+XHWKpFDXk*j<yF5^D&~W*a
zHY#o+(R(!|s_M`lW$~WNm`@1vX7k21{^?$%D9tj}4YMAUQ_P>pwppWtEA!&J#yG43
zsoBhxt7oXjNah}4X|es%d^>>|xj)a|1JXdN$Hf4|cPheUGyE3FC*pXj$?tTJ?HiYh
z(s-bJi^No0&OLg8T8wDV@Qosq0JhxbqF3%rLWf+A=hP%0o<TDV2?o>!+P??ZM96MO
zt4&1Z`EI2oY#srDd0DGi!pU?=9)>}T;jNU5%dI7yZ*0i%e}J#6k7J#n4Q5dzGOjRx
zy^B+3KJs(}wN^G$Fno65c({$8n*&U|1<N_mqU$5=#<+QYaW<a{wFQpN%vGr1i$$v2
z_{<2my4O>3M+7?em<O)BKuHiw8Iy|EY%yF*P=gUoQ3}%gtrV_rw!v4QR`Arh=W&>>
z?wD^4qEb50JJnSgPyzVJTg}{^F%@0ohlQ+xkQ5bEFbpqD$Q0Mk^#e_RiKoP)aTW}B
zQYbySY7IG0faf$S&T>k(BjU<N$+YwHA9}JWQV4U1-}O#i9CH;FjbrM6H@3Sr1nIHQ
zRSBQPbhtsm!ab4V#GZMd<2nnvEog{bf;a6CV9S$^QOdB`I5rN@<tVRvEz-D>%t>?7
zEP8wjyr_3~hRDu-a5>+?1C`wV2Y71A62D%L4^u^rL+K!A7Kibyd#CiD;{aE+Z(XD`
z)p2b910>j_zHw1>sixb{UM=%U)kJnk8OJ)TT*lo6o#eT%*>`Xi4bd}Bz|^U(2=-rI
zCr1mwALR5R&dbtH4UjqGkYrK3Fs_wXJeA{&kTg7>AyM=Y+Zwf0<}*35U@J~+UBON^
zGMs}Y#P?+{<6NGX>bakap=F}MTl1!Vh9i?tI`7ohF@a@u^y}#@G%++dPgPN#olq3b
zf!^7ui=J1a#dvJWFouBBh`$R7by1nmJdHiab}q{^GZD0d$+RiUGBeuY8E7(rBx>4>
zWB~^FOz^x`VrJ~=3rBk6Hp0+5(6UJ`SfE!l=N#TrG|lx4Pv+<oAfjjCks7p~V*vWM
z0YFnvAOD@Rd^xQ7U0SnQeJXzZl?+*Mg_aiAsjJnetG_s_m6sp{I9e=R_1`2J(`Kb5
zV&|Q1mqn^a?dadR;6xWuDoz?j*^T1Ft(zB!4JJA;J)49$d%8ibI|+T`IN8)R{)5X?
zVTfd%^3&+#sY{L;4}zD&-R^4&MBi#pPuB8`DNcx=3nWLXqeC8r&#wI&GqfoXKFGp)
zX$|xmxX&zj%UjC-K|rN-!ET07%ZJvCKFF^2V3R7H>fd}KA&a<^Ellq3aur+J8E(dg
z_x;Bz*@c_jitbme$)|VfE5qT1OX+S~S#hogS-%7Z@T4Kh^NaSEVlAEMrqSUC!*$g&
z9{ne5?-@u-;?nNwngs?hRH&rs)$A~Qrwep$zCthE4w5<8UD3uLMm-#K_UNPSsvUsj
zz;%}D#4NVjl5q3bd%pf#Q2HOB-Y8776>fz%<&SvY{_c5})Tq($<UWQX?3dZucLal&
zQgK_ovMWQTpBOxGu0mgNW%xNk)p$p#g+FJ<nUj4Hy*$uAGb9b-3KTyw8t#fw_4!Q4
z?xm!-I{JKR*U!%28E98xm}~XbUvPSQ{$RA|`E?E4`4mmegjH+wOg({KlbUV~WfVPc
zFm}Zf8MjKODwJNR88%-t)fthcQ10!h3`UEu7Wq}^5V+hDM<dByTGPH9;@JB4+T@G^
zobx=!k=&oS(6{9Y+))=z*G&Hbw)F}Wq+T?K%|`;u^;VcB9lvCwl;T(e#rH+1rl-;H
z%bmG=B1wt0{MfBj0|RZV8TW#)8mn7PtqlM)xyA>sua?U1yj0i!@dG8KZ%v>5Z-2$-
zFrwFr3W>TBRES7Ytm4NTp}D+&DH`ggyH8|a0D<4AzQ>SC^8a(yPl;t}ndMJ7@i~~w
z`wtL`Hhi@KM9!DfdQ}zKC&=nT`Y?TPQn6S1F1)c9Gn%Yy=35XoL#tV*h(H~1CvTx8
zX=uO9!6n~p2buz|rf>}c3E-fZT;t2^FN{dEI9w&l%7rs|{{LH`o>Z1R8@s9?Rj1~^
zg97JjIJ8^h{IOt*!U6(=v9@LfZY>zR*HXi{H~d8tNqZWJpTf%qp9wWPQ8<#S7YAGz
z96H6GS3Qh}-@7kD@j8|qwGY?RfBoe%jSP^kUThW-sGLa0g%5n#%jMt~ET-?kjSOCB
z{>;@dyVA=N^CPKII0~i+@142d+^0exYpe5Z-mb7CeMNAX*H5J{4c8sSaUYiVN(#}b
zUiCg&{!`l}Dk&m4)7UKFYfSLr^=ZK?wE5(mt#scW_qY}<o@mMCbkNW4)4q>0$|RAx
zq`KmbO0)HsKAsn^k#&>f2?Cut0Wx@td!Ijusp&b}iltZQ`q8UbLTl!a$E{ScjL5~u
zn^2`Vvp;lPZ3z#**e8yPeoCj#&cL!xiFcCC9q^ga+`C!}d#NM4G(Xv0K<7oY`gm^8
zz~+v}BXNhf*mnqhR|L~xKpkcyI9OQT8+@FGHhwGQV@;0fRAX;*OH#@4@Ywl&*8VOV
zkF#QG==TRE$bC6rTF?4?$fZR+uRi{$HnxCPRLM0GSF_YL4Y{o=>t#8qP_E%vW;s^j
zd9PL7+V+eR(-4ji@O%%SXXH9tZCPmzxkIOfj@k_u2i;Gq6D*G=7D$r%s5j#m&x4xM
z#R39oes5-35CNPz?o?3>XnUaSmG#$L50O1vd$!hb9j-f6SoI$)Z%F{N#1++_%H~w<
zrcB?KH9vuS-p`&9yzL&YbX~unrMeZI-m!RSzeJ{Mxamt5Ix-&^F%CfJepRxkT4H55
zcFnWE{GPiD;%6yc3XyATQ_Iij<xYfPCABlIh!IhVCUkbIOD~`FV(6XVq8s~yuM4}K
z->iDzD-*5GDO$}~o&G{u2eV&Mh4N1npIIYT^aox{a4E)ie-sC|Y~+YD!z%_q5Cqk&
zTb^nK@eck_aWuxl741z%+QSI$dTO-Y>Tcaj#7|`nDplC}UWoUuPD>mmGZb3Jt9zb4
zSIs+J63^T96zF(ZDy65gmr<2{b627z1h#CpcB_4=X=qWd4rBe`H9^N<lct6<mo|IJ
zc%@~(w_dqI9^dmqRnU68l$1<Pe0U?{{+G(oV*Vghi8RIYPIT8_co{TF56PaEV_1k|
zNi}QDcg{Vf#MxbKqqa+RQ4QS(z%T8qD^R_S^~>uMJdIUFQ(uv^3@40QzSdC%`BmhD
zZ5=v}XO$sFUuCjr`lWMn{sYvq0q!8En=0PpYg+qnA5Ki?4%>+bt)0CS<#vlU9~gr}
zjN7uB`04}O{wB|F=rBzrdQ(|(`*it-yZiQ5c^uabrv_1ft(99Y%NUcnnRI;r`^mJG
z#Iy^C(Yx>)|E#5U{SPjLn62%OjLL$+0IwZ-fji^4R-rIIUt(;r)bTk1*3~-i8pZwH
z@%_B`pTip-uXF_68a*7{^{vi6eE59Z{sg#twU=d%nMTECpPU6A$xQMx&=BV22}=NA
z172^7ij-t0LhYK`v-Xw;Jh!i3&!3B0m9}}`;S^t05QvE8T^yW&#3U0gt}e8^Qs_Q~
zzulr`fNzwfYd3}QooQg+AU)jC?>^L4?GU{`{-|-6D8T}|qEC^P`at5Z;kgk6Xm5@y
zvsM@Q?33)MAOq1RW~Q~?T>c|dU-U&SBy22j_Gu#6Y1pExP4Y+DU=ogW+0*1IPkA}?
zkCIT8kT9loVJW(@bl+&LMnU<3NxD%WV2d*NM<I>TZnc!WzLNc!nF+@)h*|!6BB-5m
zv=kGzij;&H2-R8(QZA!ZgU_`jE_Rn`abWoSd11|wZ*<B&z0qvrC)jUnb@#DO({0Pz
zUEWRFq1}QlPOfV^<>s8H&(F1pXtmnCNVa_zW${{1WXQ67lS|T7aTUS!P*P?hZC|;R
zLkfZAbFJ6#9k)R?N(8!^pqX$Ut(auuzt3kil2nW7;Fx{7L&#j|XNvk>K`ts{B0Pzm
z-_;H{HeBW$_VIw|pp!pl?jQ%~*m{bY#xr+k8{3}58C-wn9bIB9?!6~(@LzY1jYM2-
zB#^Fv=xoY-GPgp)IJ{m>zuM=U_2!qkUj%D{FD<zvIB^|Decs~~?f=yWV=oL-*(pRm
zYf!@!5-?@LGg|#SaR&dRzw?Axd^@|R>!U`=5!co2RTkz5o5=~DqyT%um_Go_xCR0E
zAmM0g9yvW14ABZ=T1<}AeGuR8tU|ZDl&P?s*hc%zr9|2ZN_X7~C_bQ_nL4ZW<)(<S
zf<i@4<uSj=InG5*-B}vlt+&FH5YoaQc^w}flU^J06K>z6XGz=3{+Zd;GNn<sZD;*~
zM}toNf+uwL(8Dz}$Yh&5oQr}&C4k>_$?A<#|5-`l5|%Mx^;UzNUv+1L$>8v&7OaDf
zJb%1XEkAo6fj+@c={{7_`^faX28Uca2sfPI3A8Bc=+9o|9XMz3o2&YY(nHbHj@!Q>
z#!w(ke6|y(K=c}ez0uQW^m?kT?a-Jrh0N#!9z6^RSWFIK7qdh|2_F8bwW_Dn?o$GN
zT09M4j}-_BXVh*M&v+-WA!O^jH;ctv*JL!-f-@Zk_avGKf;MS%s{ZP;QT!L?ittPq
z%vi0z$i9;8hm(gEsii6O%|yJd#|HbFaA^s7GV}W~bKX>xHYtYgqy;$B-pp*TR+=P<
zGa$w~y%n%vVG3o@-2Sbp`*)ixS<_?~Oq+wS8hBVmeU1&Da|#0d584tscNP`#y}x3U
zS9Pb4A)I}q*1i7|uKFDdAebyTu{qqP2CBA>Nxbr=u)gM36!w&ECgKZnzpbP;j6Jcv
zwD&wMyJCJXJ$DyU9KcTUZ+kWgA?5VWwnNk+Oz(d|S9o!|7SnPsPq4#v$&N#H!h&iJ
zt&CuBn2x}6<-zy2w(-vx&J8BxN_WdpJwo4oj;<@&mo+HQ5UvY8^QZ8U{nawk5<5k;
z&Oo}cnOS24&0(R-N{}2sIwWLvQmL;0<thqimXN&F{*CJ8;>xHKt>Xy5DP@Z+GbYyE
zapbL~3;X1NkVAp4&|S!UvEhFJ0oG`r)XODAm;Lt_-F23)r(!yAFlq=RHF^OaDr|y2
z=Kiqv<#^P*JaO@Zn7lu4dr%y;{OI(K(M^(<4z^WX-ZmN`^5iLDX>y@uBawK1@CB)Y
zj4PYn<*rs}sf+j_N0Q)FI})HSewMuO=7MjP1RjfMqcE!)aeJXcOhlFihaH$l3T%o<
zOUce401`(?^ql6IzUOGeeY1l!@s|B+1!d!M0;5k%L8iqrxiK;=aHn2e?37W82~*w0
zuJ$Ck-LU?``dRMF=}AP^GkQ~@j3Y=YQC*HFNd1>I|A5VRd2OlR>OVjoh%NAt1UKb@
z3I8<M7;?@5<uAHalFJ3{6^fJ=SsDE9fT_SC1@G53GVDWc_j@D-nxOJhQFLW1&AgMn
z*)vQTi{HgM?QPVFkpMNtpkf*U&xFX_w>-LmLoYN#BT;-Cc&b4arR`ZsbpExJ-g5PC
zVvEnS<-t6m(~*t(ZvCT*b&l~<_stVAsr6>z1dur1=;Dyzg@z$JqmJt>{!!+inAP}q
zik{##<xUuH!Uz}D<sYYPHbvxa(007Hq){_Mk|s%s(t9YVul9NBN*>#VHBJ{jBpTRb
z@}-y}JIN|%_4U#7WKRPPKT0Xk+9xivLWLxjv|%OUZS~>p&Ir&F!iWkk{ZTG#kCIRn
zPj3B09*&F1H1Fr{cK{eOV_Gd5v@gJLerBn_BLfi4BM-+6Zor6Jdia_Oma4`MW-+`K
zZ#^z5A@iB->QwyQd)Y;)&jb%0(J;)gd;j5QO@9T@;<XsR#D38!R}ddXWAZP54t6YE
zf}5KfZGRdI`hZs~C<zt0OdSVA;@V!=Al}`_s;XR&=!UI#`NzH9u@M_idmdJJq*MZ7
zr}PeTvHnzvkq|F;z~f1j_@TL9aT!li)jf9OB-**rEmHIQuyk=di2KqpyWKJ$MWjy*
zVP)hOB<rD1wS6&m(LV-a0H`wpi>|3TINI4t1NzhBMkaw(RfC2UPZ9p<?XZP0hx~HF
zm+)j~LclMX)P2<|jn`Rh0(XPT-;S_%n=nl&rj?p0TBoq4?QHh+=`i_|t7?xD!Doby
z9z|Wwkzs+=y!988U_!9{urAq;hrJKh^w=gg3XIL)=#kDi%qhatUo9Wt&7%N9y-9(8
zI|kkCqx$0x{@~0pMwu`!wq)#Ne@;`D{WQJCj^Z}LB{1?SL4HzD(Fu<P<{>kkB{~2K
ziV-Kovfg6a{1==R;sZ7a@=<*~!_fhNC&6~f;{@91^rU~6_K-nPu`|0U(9^@3-tCOP
z^EiOx&J;{{Wah1{P60cr!9)>r!@}~H^LvFK*`@yjwEhP;tUIgL;3j`<KW*_0vCo^A
zx9M#LS2x9p2Ldt5dkqelMHHV2fH&DW55~@Mx0V+2vsBlvF)%jS(V0yFD#`Tt^MkLH
zwc}S$ejsqQcJ$auVpM#D+HOUxgIHGpwdGVUHR@r>=7?$*Y+|Pl##7(2xwF}!@7$p_
z`QH7*juZ$?YGQ~xX+t*Y8LTF_Ebm>huo@V-NF_`-UsX=diL{v$r)Df@fdoBzd)=c<
zcNE9Kv7B!da4KY6M@($8V7umzHnAMyG6YAajDTkG;r{?Xsr}CeZY{mu`-ZvsN1gb2
zNy{hf2jA&6#W>hF6!7aYWojPdvi@+v#Rf<)Yra^_DQgAMpOg(y^7G5fxMq_IV#72>
z+3Rsj1>2>Q3*9Ut1C`&izGpT#(l{3Be8#u3)dXVx=N9%;P!O-r-H$2b-cL{*fUUOu
zhY)7w#G)=ZE^uA<mpUR)zPyN(;7((&wt>hYFOy&Z;7wxs_-eSk=R*?8LiWaWCY8g+
zXLi2Qpw%LbGnq=2%twF1iU1zzBM&NniPtZcWPaY2XNL9c%y~X9v`h+{M1&NKK3C$u
zBrE4<I>})0EsuQ`>P!{;lr)%ZUs?Wyr>Evi`mA>NL(GwK=i6-I<Nyh|dT=H9>D0@S
zWu=ss@j$x79)$|y=J-60lK=k-Cw<A;$TU95`6!komoX7Zj+Ie~DHk~Ja)x)|8@E9D
zpp15|APE`HCJw03JQYmdHWI+#V0z%{livkPdL<jmd8fxNQ`65iB)VlqaXpIu$0cR*
zmdly12rH`Ks%htbA~N`?WrcQP1M&+E7vK#5h<TlUQ^Vo!&L>D3B;xjypPUusufZA|
zPObTJO`sQ-iObo)pPqa?K%Bi%Gk*K4jgX<hWPPe-Bj-fkUi$1o5{1<}oU=FS+tu!l
zR;~`jr_&ld>w@280Z08i=Z(S*YrU3vR;YhD!*mnal`iabXyU8C_Y2D3nTkubs77?-
zH+mI6gEX7L7WZJAPgoi=lY>vw54qhoc8o$K_TOtjq+#FtJkZ3L!#qn~ZPF(Vg9BbB
zv2>}A8`Mnm2*`8{D{in#Sj_MR;Lqs&to^?HW~{Ooap-;eF4}W9WkO~Elcc0$4gnMZ
zgJ)Z&!rChiSMg#z3qRf6=2~}A_ZrI$TzU%_)P0#u^pnoB(fazN9)=z@<j0JzyRk;z
z>=k7FkXsE95<yAu!*O4LnrFj)Pxnwo%1Kr%8BP@m8yu-uSZE-w;Z34DX$kAz_$TTm
zb6@MyR^#LYG9^<sb3WSIri}tsdWY4^b6aoj-==%*s#6>3BsNe{cCc<{p?82U<J+7T
z-PiZ9*K7i>wy`MN<PE2LE>tySYPt?S(~3Y|Ha*pO_4g<<IU|b7HeDtW)lJ$TN%Y~}
zfx%A;8=c=^3aKgND6Mqwj`%1^`h1kZl&eT@rfxaKWi0$<uX&8nLnYHVX~fDHwb1e%
zVz@R4>>-kFsYDxFZ34#2VVdakf*9Ypeo`Y@>F#tXG3ms$RpJ5Jh#y@t3F!W0TXTFd
z0pTkZLriA#88Q}u#jTSIl=#INt8cZ+hiIz2luzq-QR~A_bQbhd_KK1_?2Sb=iFj}V
z*tq%x#qMgS;Hgn}P_p=;6j{C8y^<b6NOHL>1>*9<Gfv}DQ$ShisND-395O3-I8~W%
zx~t8(KjO}GW7`?S*?SRPXz&?s$g@;AXsF^2k8m4#D*eMTXNZD<e`VpJ+j-&py8s9z
zu*kBxpV!b!T=m&hX2PA8eHxDUx8vFDW{o;jZyR*rNjDh?m7w;~TR%B^xsOEi=b=ec
z82;MZ*48eog9POO($nL4Sj{t>U8yD=#J+0k0Nfg7aq`LEDSA>fbbv+5;=|Q2FhUc-
zYq))NRJ->bl1S`rQT~;>nSgYM;pDNErnuJH+?8fdHjB@*fxIKGh{+frKuZK8IMQw?
zkDweYQ>a+^@MopMMc+cfi<5*w*-<OKPhv(S&en%x>BKpH$FHx$d_Z?a0p8wd4Gp_H
zcmsbHoAtQ#vd3l5Uq5uro<7aS))*2=`i^F2JH$f$ho#ExS^N7HNo*k)<X6ai^4u(>
zn#oEK$-G=25>alcNV7!yaKF!5I75NVB=lCL{~BT}aOiKZ_-u2<yVD}H*2;*ElZjO8
zDf03kmsOZf<vHMcTt<^szd%^f?h~lD70;G;S){~~nN9anxz&ei_msL67K(T*Wqv=W
z5v6&$au1EK?_r_p5ccHLo#YAbp;&ls5RU{qv*oUdrl-8>@z#EO&)da@)sXvK@Pu@8
zHoNrY%yr$bGW9$~waI6MGM7{Sd?O!atn7w`{HF?q+NGbj`m}8<G)YWDA|-bUclFmA
zmb+&qo9GzG-P)Q0z6y}1hm%6dG(D<@npAwGXfM9rvM<FA@f%kG!(02hByW@kJum~u
zo1<1Seja>jyP^@@Kv0i$%Y-IfBx^8sgycqsAAdD>@c|h_q@d(Ju+g#uJ>*HM2f|6-
zp{CW3+d;7L9u>GcWp=j`b&`h-5~PI%HMG<vOD1U5al=gdtP4gSFgvy>%vr2E+$m-5
zy*F}}-rnbRQp4Zlc~InJZlUlx-72t7$9U9CD|?kYj{q}kA<?g?E<^|hFv77ql*R?1
zk161CDd+UsE#dAe0O}&=pDQqSH6j4sW+-O8>4IpKhQr3%@)#0w@z8NfB2ngV6SZ!S
zsid;g;dv?E-|tep9c=ae9^9;;xN8=vQ_1JZxz~}5CbVQC@^XI0ehlcm&;a+gHDkV?
zEA+!ahRc&77WMGi!T(d+SwywfhV44I6faOH-r!bTio3gODNx*kyL%y6p}4!dQ=DK0
zin|7aQ{4GZ{_z?7lXC`pzO&ZOyWZ!y<(kBV_XkI{9oh-fT$N>#pTnS(%kU|TVsTKW
zou0{QP8i=ukn>D;!kRMYt;M+X{e4oZ_b8>I$KG#S+Hj<9lI2>2cQ<dQ&5yhED<*ho
zBA%_TA{ABj76=m+_`f9t;fowt-A!5d-#=fR6XU!0YTt(Zv>j0fjDD?phP21s@j$$E
zbjD1!L^nEME%aykX(bckEgq4UNkzxiV9s1@ZJTVq7wX5xO7Stc1a+b{yFJFq)q1wg
z#9AcM`?-b>8j%4UIqSCkr}9plPY_Yrkh{%{!fouHa^A3Sb`tik*=?zYv)J1*5gtn9
zLah5*mR}rAoyY{1j30z=0)~%q?Z^;HnKZ5CNYJH-Z!g{g;pJPb7C%1>jCTA7&=oWb
z@Wb`BPoYuZ7vjI9CjV$R(FuL~S9#M%k?>6cOBYp~PP0P>umgg>+S9xSlg$=pH2^5k
zPxb2i)7UY*O3+FJyi6JFrzvi^!fFrw$IqwligsJ16nh#&VL8M$4$H~5NYK)p93#<|
z;@j^-84(cOcxyrW5Pt<knuPMVJrXk6;&}3@jiZaa2DW^lh{5DhNz|`1U*Enhr+2+O
zmAw-H9MsZpH4=>XQ9@y2i{%?!KQ#6UL>=mZ$XY2gp!M`{%yz*63uLd01Uug$+BmSN
zMzEg1w5eJRCapKt8iuT?5{{VY{7sS}TdWJNW>|g!wL|O%M*M+eU#P6yTtW#x-lrrf
zJaJf@R`)&_?Hy||FgU-K8*-^-oGtvVU)LClliR!)Y6oQ<|ESUcuQ77E2@`d4@%4uY
z>_!Nh4C|G0^}=eD_B$ml8Hwbf9xqiQ<10j}{lGI;xf&I6>j@kZs3(y0EH*lvc=W>s
zc^dHXqxy17z@PT8t60U+vPz&8JvljU)<K!9w1zx~5`N!X3%YTfi^PQ%5hAg}x6ZxQ
zq5wrt`PwKEx6E9LXl3iLT#@5X!iD)T5fwGxH*@+go(whkij%Isg>6qA2&$5q9&m>c
z!jvpXneF;A6qmG6hXsz;V*Xt4)ka^#P@Lp4*TzMv$!xDoF>?h;@^qc(NIeZj-Xe}t
z)^E;kRAHlWfUBhudYLO<uG6S)L4CQ@!U#N_CP9L)FhlqoD@f3KTlm&&X$)8z&Qil+
zE~Zr%nsUu!AG^v;;kW~V+Y;}-cCcXJ;YosG4D^!>qf2|=bcycJ=Kh!`Pq`-*Bl-J_
zBh?NTrg6Su>|k8GSOw2BFh^g(`k!O976notx+G9XG*sZ|#L)B<tO0b59*wvQ#$fin
z67s5udC&7a0<-A*4%IRG*164uMt!R>DyEoG#+iYaD0?36_4KqrPoF-TvmSvpNP+}6
zB;3yJW%3vhrLgxU{1TpDj3HOu_23khW4q8H!#Czz9L4U}%H-1{PLLdcptos|N0gX(
zLnL$tlF+UCV6pWk<LL9XQYmxT3BJ)o6dUhQkPbAm?}XKfsdz&6)s09YreU$c!B+%)
zm0_Vn9#2}`)0-8{3P?zZH9xH3q!t>k2}T4B*<A&Z;A5M0;xLm$!y+`Ygo%)|x$C!7
zdXj2T1SLq51b_TWkaxCjkm{p?6@v=uA=7c0nL|*g>cwomV{?Fw-JjC`0M?rUy%BsP
zzyoq}c&qS*c5&{ct}R^85dRO5MuRHo>cg<~r1K*Nairq8DI^qQ#O=sL@ZsAYM*`0(
z_Q;=NC|4Jyz@r3%ScI#WhOjh*D>YM;{L6O1p(`%+Oy(iB(6Of}=0Ey^JwN+|`i(&>
z-8DC!6#<L9M1-xllyjDx#hasM71IFrolD;82-<j53F_PF0%UxnAY2bIl4TVic+o|*
z<~j>=K%u}60pm$?qAz9lB43%v-U<KJ#^~%<(rn`xwCP?k4&ce7`A_5QoXrR!x&j$m
zeAXiS?Y#7gL4?f=iaFW*N2l4(Pi_9+<x~UgtrcckL_BS`XL%-mK)xf4GqI5T2e9o#
z4ESR>FG}HErxdC5qXzYiTHK&m)_^Z$%%V9Pz|=u|24ZZjvjFfdZ<Iv*23-@lrMxmD
zLskYI#nGs(X#+%h><0Z?O9`X9I<Rz9-EL|N=XR!loL3WgcME~`xy+ou$3tFFqQy%1
zY1_<F{K);c8zZ$fsZdl;9g*PXABpttFi?VxX*fAm`7N)t`s}&GK^obF7SV7O`X-u~
zdxGKCoG8UZm3ABWcupdFAn-d^a0sMsQdX{%*|_?A`K&aG*PpK+(V8tg!PzcOAog1t
zk^q(0O-+E8<f6Zb$A`PpEH{S_i6$<^{{b3($^CSt$2UEfY&IpXZ@1x}^P!_tjNVGB
zC5UJ>@RZzxbSFa6q<9*D-3Kq}E^#+>4t<f^^>{W-DmGq+<dpPbW_zwLlfKwKm4$Sx
z?Hs<%RUXc*Nfu=U<HY(Qj>{9J*iMa9$!9OjB4<cYi3+ZrXb#2Bh|yBE7s`DWN_*Gq
z1Q2;kC8sVv>4+xnFI-GCJtQg6lYH6c3s5UjKmrhHhqQkSy(PadCnRhawH_DEsa)s^
z4|p`Tu!dzSJP&#{=;zCMOi$tnRMF)Mx#OR$>K$O(krL@ps_cOr0tspB?#wawoT>K+
zmpYeo%g<i4^Izy50`>AgCWzfF>*4%84-ba8=7w7!b~zKIiD3j%;U{vJCkLIi*GkgT
zuRsMqAF2tIhjudi5&<87)p9=RRBX_OeCx-F0)XL66`Rns(P?08+O7^`b;m98?H|p*
z80V7u5Jt}I?aN`hP5*s{IPiSQ1c#6;=QK|nqb}j5pa_n=Xhh9S+F|WBC$&Xgk6xl<
z_N$$Zp1&iwC^J&hU`)hs)?Qk3BYe;nK>1}(&~i72noi=Tw15n~!tZA*F$ZS7u-{C2
z|MZRuvISvP+<cs~S`7<s)``m7=Mn{)^}ZRb#8w(ci4pHVe0<CDXw<Q^j^m}tbgavF
zrSN!Ab{eEcfeY{h>|LyC1yQyAPNup((~47si*LP{p~?XLl%Y8;Wm6a%5&_2`Q}#d0
z1&v9;4PB>1RB!QV-GMz}cW_)oauj@)U1k=0C1dk`1rTb;{O?a;a;k5v4Td=h_1twD
z#4bUQ<fZ~BzJ5nkNOR9Ftt|`l`qQTYZsEt5Y;+W~0><gM$M<cu?Vo6IX8@(CJmdsx
z(@)LLT;js$(NW}I?R2opzaq$?mF=jiBo4LrTahBi-Ivu2pa*Zv`;ViF-#}`N-PfaP
zhn32PDqRR~Uzj_Sr;|c9t4$kLv#~dp!7ch&lHaHOK?d4^m&G4CWfD!YO26n>37XqU
zDv)DFFR^CKgx1;eH|pDQs*n-&_xF!T95cr=7Doo)7GacK?Wf(aAC~BFVkLeb`<$nv
z-T})eYO}x&ZvQ*!Ho-f@@!lq`U%fC?IpK93n%Ae7_afBO{QGZV?74!eO-3O`B4VVD
zYLBYk)!Kz=SedEq^A5++@kb#bsMj`W5h3^!>2{iNXuyfIEq?7P>qnWB$2Lv<3BE<Q
z&le0yexFI!rc~{`qEz8U`6^AE^7sGB`ToVYG%%9Qk3qf~tEZS`kxAgB0{97_(vH8z
zTM`7=!d|4^QjYYHws=pUtM`q(wNKM4AMYJ-0is{<mvMd)>a=Dl_`RxLk<zZ}eeiN-
z7)QGD|IM8Z?+99wRl^-f2`GV+=*OH%5`7wfdvXFvR#C;i<XHFoP|37)7kF99NM-%h
zrk({#^+D4Lm7iWL{yF`7;P1_Zk4c7dN>5|DV;GJu=Nddq4xlyRZShG{&T470>=Ly;
z-w8J3ILcWQd|I$KaIZ)kM?d{F(fJu!(zpp-V!iK<E_!c{*NG*CZUg!sU<E3LY~h#n
z{rwh!i*{~=nx+V#B-Bx+riRE-85IuYn2lq^cQl{E`TIf(Rwx{3$j<zsg8YH6)AD<1
zs6nC+X}>b7eaaz+oNqnDg6JG3#F1I%E*e3-KrQXl`WARs$-KJjc+QwO7niYTb@Z}3
z3*?aV#Uk$7;L2c2q^V|jlG0v|(MQmVUbB=t@5168xJ$egrR%*P>*Cg`a<1m%+&XGX
z@)U^d79!IJQT~`MTIx(`G^*pipYTTak5p7H9e>{sx`2NA*D1WoGzR$>URf%65DO2+
zFUYfS-bk&Cvkz*Q$mFjH_5u$Fi%{eQSQLniB9a4fTb*a<-R@`RJ>P`04E;x$;>V&e
zK_NenVbi(q9W5Cg>dm02`C>h~O&3uekxpM->5tMdwfW}57X4fU<1sJySjA7}LaFWB
zx!u0Hi$9o*j4bVc`k|ZS`GkLCNX#WwfZp^^`=W@%lwIoFMwB$y+s<y0?ypLc``Dj6
z>0~(*nVNcMG><lq@Y#}n_UMXmu*5C(uKpt>yLiF+)?aE8WIf*aGMh9AnUeWB*G(5x
za`Mkqrb_<K9GBhClj?+w1Z}S3k5WTS#-4UdLwn;q%oe2~=TnFD5i_Mrp9cxrb*=Mo
zTbrR=)Ms{f_C5X&IO7dKPatO1A)z&Ju{97lX?QI^Ta$NRy6;3cXjWOPs@7(B^&cRX
zYv323VL)?JZ(?3gvQ{2PG8~hz#9Je<5tgDM0PmR0b+79Z&fUz`;w#HGB{I`1pm;sD
zNhD0oX2B~;7Mhh*J@9z$!x8b-Gw6e|-m5s1j7^Vku>f3rVZ2l02MQPrwD(oMaTl~h
z@9%@2wsy2r6%IOBrp_Tcj4Q^;bYrj*c|NF_rWCjsq?T}C9;7(MQlOHCkD(5IWs#j^
zCYVCP87$*fm(`>tcl%?49Ub`XfQ3;A6t@?9Rz^nN<V6=>WFWj2J;i+;3KvfSLa7*Z
z>R4DfYPC%9XcIYc?dqyVbv;Ijjgs-#Nd1pdz!qD-LXrs=ti$SBjXo?~coD>6@jzA~
zR|o=<=qpq9g{Cpg2}9UoHLI7bJ}I()`r9dJd3Kq&IE7ZRiJC6UlMsJ;F<-{z5p!a6
z1ef$o*IWmqN9#T=Pl$M9n(7y6`GUM`;)tq?stSv7&5sYvV<awLx$s=STqi8%Te{<q
zj>`j`XJ%FSRT_!<27)oLn5Ecn@dp{9&bqFFT8CmImB)AVLlP@=r1<;Z&+Y3X$M!Pn
z#1{3xU52t#a`S4%zBm-%F~$|>B7oKY<gUN*EL*OSRXLLGMZi){#6^PR$De`fLT1;>
zKD0>|I-9EAE6WR23X)=cFth&vM$;RVy=r#mAuUBZEF^So94F^YoK?{bu9yhao<d)N
zKwz!NQFY~yDA!uD4D`nYwIliQGBhq%w{tY-A-G!Uzr$C_eJa#WJCn%wsazK@aRozq
zmp6E%`6JS(Ky-8kF9O!Kb0pn5Y9XqfaW%S52CTa&Cq-%yQZHR67RG{0wx?t%CZqd(
zS0S91d2EeEyr$CH=6uAos0_juFHDzf4GuqzImTdRb8v9j8h?^(e1uM)83??acIY_|
zrv9rq_-&nw%*)wMz9f`sV<QGajSEu}=92kTA6M_9qX0Wm2Fu3pO_nG#1Z$Jy)~KAa
z*a0C}UNUJC&GE~E&?jxbu%V8tK~#|rSVx6+Q{Ugn*FDj|bHGc09ZeFAoD40_UdqGF
zI5DB_)V@jkz!TV;=L9adOnL*$VRa%*B`;AfeAcaB;F2|FY;8!gG68>Z(2up*)EPVZ
zv?WTvz6^|PL9{llmr88$n2^<}ah$)IP1la2T&Po%IH+hEk2*?W-ECVAE;xSbv-=-?
zf3a<tw@Tx{`?K4&7OT3$aakD?$ngaKeB$67A^I5?g!kMFBQ%zjqxK*X=^%8fj<GkY
z$8PtZdSvK*gwEe1ERG6pB(HOO2$pgwI1;2;v{QzWyF+HK7jtL}y`!=VMg%k;V2crj
z^Oo<WpwhuyzgW^J(2J(OedK;A2s{pX(vq?;TlFC^S5-iI)K(jkBZH$6aMUU)n1{Zn
zkLZEcdWFHb@I8BpLovNB5&@P4$%}0)XN$tOhoD?L`*0d`q&P%5wUH8*f;Owzau-x>
zj|*M)*6>kkoR;@tEFtqrS8>l;R{p~z6llnqKTjhUR!JtwuQ-$b&`z3Yi4Bf0>WuYG
z1?33db+K>DqJ1hW@S3L%pWK&1=;r~iuq9oi^uhZ%^-06SnE?FA&)TZP#exiAW_NkN
zMtL0JJ~enRJJFbMlID=8rmGiD>PMIDwpyD2JTLn1lg#14ZV3a?>2d-B>j)L>8B&Po
z<X9H71;W|X$AN}rMRayCFjrd4A!1}IL-YNNNF)Mp(VvUv-?4Bf#c7|k?=BPAvRsh0
zOmD((q<~~l5{8g5B6HI2Mrf$^W!TKzx0DG3QDu2Z-mm;pRGp-lei6jGrv-LskJ2Jk
zn%1jr;(dFo1i-3t%AA`s?)=7BlTp+_B)XqDsLV~R!vX!x7@5pPj@Qc(F7+9ZONx6A
zB6Pn`eNo}s+fQ-DuH2)plTt(-<thl-4w=_{ER>BmAv5=2X6_`oN8CPRCwdf-75nH$
z^sL1EvaIP{W<2~Zdbm4-d{0ETDh<=6n4sgaAvEZtS8Hg??MI!B5b7i_r|Ho@GKm&%
z4_tiXPtEo9tr1yypZC|Hz67K`H`6uV-YKtSVIe8Azat-5NkvJHYfqZVI?@RQfMapi
z*JxMO_O{sXN~&)KjV{23H<?8nwwEjPnaPQ1SJDO<T;i-N+j$OpwPMjcE&pOJ`<f(S
zY6M{+2aY5DHCq>;+qx8lHQS%mmZ=PY0G6!{lU}P9WB-FOIkDS$?S(R;3G<_Qr+Yz1
zmc82E*N*qcy6`NX{4s6Jd)s&gXvLJO$hBb}rMr*~N@NEzXAFZIGOY9pRpWO%7WW}q
ziFe_U4oP%h-}BHO+OpnE9^6p@m75b4A3Xb!3xcHG8dvfHznP5V9DMEjG@{~6=Xn}M
zLUDC_;5*zhQgX@ntQwJI)v-ty$@M;|Q?rAi*YIXK*sNr#Gg5pTf`pXl!nKz--tOi`
znRS`IuEwGN-k3`O^2#U3aEMXb8^iMMR2Ej}-SoBP!DJ_1OmU`q*FFXbT?YbS=O10}
zXH}rm3}`U@=5}c@^i&%YP`cGpJ5j>XRBc3|eLI39NJ<XAUG(>zI}e`q&<{)3G2N8a
zNDNPu5YtF{(2Fjv?8?+&jgYlq7sHV&<I#vCce=++PEJia%0q5u^!QBFa|X48r#8bU
z2-?J<!DW<#pr_rI7yHX7<2ip5pVGr4o3vKVbo~j+gCxl2v@jMFbR^ej>XBomX~{;{
z{r$(&xrj*BRJTj8_tuaY4aqzMb?z2iF~nxl@%oq&&uh{Bpt5t=t+H$X$4^`T919!P
zNU2liNy~XVLh=gIeQ~@@(Q8_&ZT=5{TT&@u&lEoK$=Q~KobmxqgubunwSJZ4H*p%>
zG4|1fZ++USM)$7kSS~$tJW9N4{{yIXwlQ9=%PUz^+Bwk~<pzgx-j;l4PRPpVn|~j3
zAxgAV6Ug-NRpamNiGa+IV&S(B8#GO=(qpuE5>Mp5yWM2U|0aKZ#Vh=`Fft=^zhY&^
zc~!L&ecwmlqqj|*>PB$fnKJZuwXv8ZWz-^B71tm1xWtsdJ{)xU=uBg2Q!)>;{I(J3
zPc>fR*O+XCeO$P581&xXk3X1tjz<M?b&;tgLC}4?A8*@H16)k`JNHHEU+=EUG?=}v
znZk2(RUr-OQzt#K%@tAV&&#}Y_p{91UK_rv7ss;BCbW;PIA1I#lPmmD;pu~SloIj1
zhnm4++e&XldCbsWEv4TU373oD-xQa3WhFy!rXMFK7Bt+9R5mb<1rvq+S@raNGPlX}
zNc)|?#sWoZ<OOvC2%10oB0&`a(w#W?AhV7mhPjw|VA~{kSRH-N-!itUe`f5qtW}U?
zK&pRL6mq6a9pf^EdU@Y8<2Pr)-0p-i_2pX4)<&f^+<^N4P(;z_8^EmZ`X@LzxZ_)H
z3xXQ6rhp*SO?THS#;Xt^Wm=e{gsca`0&Kig{jj4pcqPz3-|!zGXc***{g+7>`0hov
z%b5s!3&S5JqHn4&Ft3+r0A-T3pwV}aQ107=3mpaCIrN{Nh{(}-^uI6u9a4#UMcVic
z)BsR36!f%^CgeCN{Q^0-<JDNeG$i`=*r$wTRnl%nW04pzH)0!sm`DhVn{%Sb(7yR2
zJ6f}xNNgZKO1d3p;uV@Q(5k!I+OkVSbb4opl9qO^cZTDar!KH}V(f3(1Xi2$xv!va
z%R_~oUJ2tTQi_+^+%e==Zw(j*ULNZ*75K~ktBa<3!|$T_pfOvcGOtGrD0V;%lrzoV
ztMMU5odhqO|0Z67XX>I2aSFEA9JxN@j`5({<f+o=nirjqb0&*X+7FUqX$m{u|4a-l
zEUE}VpAQ8ocJqsH%a>s*iay>HBW`2hmH;XJc2k0F1gClW{M^t<ASHras5`5PNlmC}
zeAJWz|Fbmcc)UlrP~sE{5xy_Ay!oTR(Qmp(u1+Cq=HqyxL7B=80HO(JM&DF?r)k!Z
z5g&+U%*Qo*E$W39z~{0%%!K~{vJ<9arvKM6AsCaf@PB;}RFMc*U3g~FZ=ta3Dve-r
z6ys-YPX8j2c%}D5G*QNvhQoH&Tzi6J8q;+pyhYzJi;>a}aRthZ=vP8JuhyZNRz{Pw
z1OXx}WdV}}4VGtDAqXLWtKU5h8gVX)ltWKJPn9xy#3LfzT`1UHC0tVb^1;_rxV)}(
zMCaKGZJ~VS$hd};7p(*tdx910Wba!+I+nuLiyc<C*3!hGOnvkjO1bm-mWx7}@rBug
zna;i{SSN3k$Ml0=`^6_d?IByE0nvyqbU%E_E{|l9{3M_AR~6qdU^zwrLT*h8;k|~1
z70J%$%BB`EM<v~ii3O9^fo5ns=GoZJf!$y_PWkBX{=FHW%4Ju%M_1MAkryE5e;cs$
z>{_usKvX|#a-{CVyRY2eh2#vPcvIfU;pG1aoU`Mja?<3R?6|7Y#^RXbsF|ZUerF_)
zd`CcEc>b?%3=w&`fU^a*?hC*<_uZ{(`JM6_%eH!cv--zX@e7wv8y5lLOYa68o@twA
zl=iN9_6+z#E0m6kZg_&2U>(ov8xB_=5~Rk!+X<((d~PjAm<ey0#!SDL*-{xahMb~4
zaYw&YGpKw~zA8&H2>ZNpHsIgR>Vu4s%(++vcd=Q?*q3j}l$*XYNFNkAP0n|nxJHTd
za7Zu)#j<iifjTR0tiRG+kA;2=9Y~tDCZHJE!u{tYWz}wV%enUHAOGM!>9KzAbm3UH
zfKi~$mS-s;mFORxiEQ+AHy)r%6{H<@j9P2li&Nv+{d*?Qylnr#^;${d*&XQmsB06b
zDRuvCnz9+a#=}}T?boHL-QDG=r2@NkJipw>TC_AZi)<G(JNE5XqpXT^XD96@x|ec7
zB!F?aR!ZbF5=A{TzH<?KY(sOKrlFc!=O@drd_EX!GoWUVKT1CA33u_*>wU=rab$N`
z&!#d$(srClk?*Dz0kI@EC-%W5RzB6m2KClQJp1Ar;69qEpc;K6@0u4GY6XU01|1PY
z4RCUobj<|dVM-j0DuS*DO6ByOSmT24$c>xX+VA~y3q!m5vD-1WKu_jFs)M60-y)Uo
zw7*Vh(HY%u)ko7W_xZ$7VozVK!Jx9$jrA;|lz{#DM&_irJu9?7DG*+R6#4dl(DxH;
zr-mlA&@h6!JUD`W&{_3Mn3n$fq1$u-QBC985yz*VK}Re5@X<b`2bTrH51sy<$ZcL9
z9n8m>FbB<J^?8Z|b~oDd9m(V%7UHutW%K6OMeTz|v}zgM*)G%BSWkOBnq3dQ_8?l_
zOx-M=UnzK1ccGP4xi17NnjPIy&mX4_RQQClew1H2I?WsiSxRb`3r-7voSb{%Ve6Km
zDC+;5_QC&`Mk#>C%gh=`QBhu2z97)mYTT3w59H}|%%3lv=`j+MmSGK(g7qtz$WhQ$
z1A^;-m#Xz1dHBZ4L(Ca`;Yj;BaP{@}E8$7J#rAW@+t?jdvtTS8{u#AJ+~qx3P3$!D
zA8cy&xZMiyK65j+u>%tA*+|>|J!f3%iWwXgcMaddmu@KCsek0Y#{Ee|eY5@dqoc}D
zvK%sk0l!uT#fSp(O;v@c_BZrvu5Pf&*hz}2&Z7i{ZBktB0zYd}!a)1|{GqQ61GPmh
z^AHkF(e*GN9eFahR^O&^$Uh7UA>DezjIks0HOq>T{&nlH8zQ@9CO2SM#Ev$3u+V=1
z#dvd%c!O5r@6eQiYb|mACK`9mUUvs!C|GQyi$E}To#2%JrDyETgXb3-0#{`;XV{p-
zEn*IOH0NfCg_)AGK>sP6<)Lmxz2B#7mMm8CaoLm3q*fcq)W5Eu3#q>+{E`kG2wx36
z;iqeY>?_Anr$e({(ASp0K7{)*GJ^z1&6c66+~9e4qSG%-;p*-97^EYJ;0~(A=<b^A
zA`}-{P)_lk!@L?+()e}*iu`w)p1_}rdRJp~eYBR=Vp0!(LFXitns}2*brgaO%bEk2
zQ{jTxA-UX-+SkN*r2XdlFdRYhdE{<7T2~hVh$QzhqdBY6{)9WS1Ccm23|_+JHq@}r
zcUJSBeP@flus{4NDdPinSa$ZEScGD%$(T)}Mq|5+B=~_c{X*uPxB<_i9z`=B#|Q+=
zZGTI(lzRiy(}Yp)c)7~e=ni}^*Ga!}%WXz=W|%<fnA$DkK^c?g$9C=sj{q%+W>dYj
zl}Lj7(r5vDPNZ%l%zd5j@J0PTP_fUJVd1*H5s|U4U${&L6FQh#%m!1y&TYc0Fyu#Y
zNw9Arh6+luu~-UCG(Y*pu@S{fFfzHr=4<7as7ge=Ha}R3np00~?_K4q-qWlTnVZK7
z0#oMJpJzj*9^rN;cwY=a!uY<T*7CaP_ZHck``XLb2tA7f|KsW}fc%@i7h57%$49*g
zh9n|Em5Jn`r|S@P)W;78%>M!WNJhmB-8G_;#Bon@H(}RhRJ2>Njq=(-__ud2w&><=
z+$=(k9%ED$#YR!j8tyuP<bni;%RizT<k597^xqD6ZrPrH^b#2z^MN>%-V9WGnJO!U
zE%YgsZ7U0zoKgLIqAi$I>1n!-FHmwkrqQe|gd$Qg_iUsy#l^{`*jNCpK+N+8mM?%k
zIFZQs273Tjf1*BhS<wzay4n-6Q;LpGBzg?l6M)06a%31OwLYD*qN)j7MK%*`?(KRJ
zUn**d3nS|BJQ@Wa@e|@-Q!bonR!^}3)!4pE3pEy7pjM8~3bDo~b4c#Bh!m2IChhB4
zsqyUhnOjmEqj{#O|7pn*fJkVuS}90|LR`r4r}xg3c*ri&c%3V5O03N~mBSg$D}eyV
zlU%iq`;u&WXmlItNu0%rrV0jFW;MS~Vk^%Oyl3NDsd@mtoO@w165ohxcW7X`3K!Cz
zH4z)n-^mCbL(4B_9g!u)P9*&9`$jmnWTQQ5j*IL?gmYMB7k!r|43LMbgrYZ%ScS+C
z2GrshP66y@3$z-7L~w~XG${^_H~Q+izh#8K)>&L6*uR@4h^Q`$a3Sfq&KK5BDR82k
zNc;-~q%VBZFYehfC(A<u+?G$X4tZAWN$SBNE46mO(2o1DVTO8!3c+}p@&E{^a!SGp
zmt=3Xc;kmTcdi`|90K{Q{)BA{n#~y_J&V)YmE4b>l2c`(8%$m68v&^{J8(0SC#l#C
zZFS{GIg$28XCtUZA<(iz9mz4nTMx|2>RJ@5(kD{pz&Ubuw#T^NBsR%}LZ}hlGIRch
zf09Mpf0WEC(Mw>?=%4WQtifO~s2Ku<lW7yP!ubT{EJ<wW1YB$r0!VO+#*W(NDPry7
z+8FXe4Akq#w`lB9%y3x9)@lU}S$#gre*lO38p?2|uemlVO|rZ4d4O6u)Jj<cuT$(c
z($NbwvW(Ei2FHB2(U+qnqywU9i8xpZAFZf*0@?4aJWp?dy(1lSx{WBAsy_^)2XbWn
zK!9stiz$(`3{Af$L)=Y4RlVxyof?k6;y?EIop>SDdHB_Kc%z#+MX^;~z>`8%2{Gtn
zQ0#B+mCXlpN0vcDqZNot{5u5!?W>uDEITG3gNU0cC#YjN<ka?2%B~`tLoAX-%$m|Z
z^^DG3a?{u^3|Cc~e5qXSl0`mchx%XU>M@lwaUnNNJhB09SMBM|T^;*XTtPOUe?2NT
zD*+d0l7cxQI9nGi{D*%g{82Y-_v;tW=riPsev7%^_H(~!{pJ65+wQEf@vF6TgYEqy
zGBS_wwGc>st0-OV$J5Ni8(C1vBSm_j7CxsH3Rhm|?E-7~er5)Q@Dnb%&HN_v-c$Ui
zGg7=7$ItbyImY6d#}3ro>h(QJjMvro75XtM`j$-=QBlo}Ha3o9o12)FvTyHS^#b;X
zpYllc)b6}g8MNFqn_WLs61(@7HuIQ&9DLwTZaAYPdl<8z%pgwKwg1o)HGy9}T1E5y
zC<ebC;~plObFA_e(u<QK+dFsDi_@Fsh9qtHj&XM_X$b@a_uwjC`bkcbur!!?Z8P@w
zQ@q;AhmE<M4ktJT^|`5+4|iqyDbQJTJXr6=v-IonH*Fbij<aiM=q|Hlhh@J^3e<Xi
zU8rf9#<Tkpt}&YSOOH!2QmSR1lK~5!L%6NRz^ltx@N6Xv+xl0^!-W{AhagY;J{jT7
zql{Ve;M4iy7dBjzo`1i4h^tBv69B6-V+orT$7B>>G3C2D!>_TMD3^4_Tn|y=^gDqj
zO-8gkYK3ja0pfL7NhYiz;!@d6kiE^wHVoVDPsymD<N$$+96AP1fqBqh%C0@!IQUX=
z`K<WCa6n0)!oRhhv0}gA7+){s_Uvf0duyN*`sG7>^O@lRM&{<G7ElfyW!VuJEKl)j
zkGW5aUXVIbPm1YHnM&%|>jrYl3B2!ZkqlKzC7N985~7OT{M>L^+iP86TfZTL#aD>f
zhFQ55)-XK|Nl4eljkulY#d?UH)~i?l9ul+sQpJSKAv*Nl;8*>bwhSy0*MZz^G5xVM
z3k_ZY`s<S+ZbpmSX5OAx=q+_ZwYSx=QYy(~%}(~`dMmRa#p|HxH`W<pweq9u2S4Q$
zwOI5Gdc9DAHclWKltC;W#IF)1j(&TjLh2=Gah;ofVo+W_A^DgEE}}!RqK?A}Ee+A;
zU^p+I5_+|D+I{@{o}r!Av!oT&vykBu(7Bj)AJf~Fzha^5Lq5up?+7=;Npp$LX2}Ak
zK${r{AuNoV666&kueO&TTr11H$g^R9SiL0)BNf%TVfH`&@^;{`fsNOayyv$T$l8b{
zyH|Gpp2$hlrCr2>(Z3g0v=`;}{{XEg#tt^7c;gU+&dkgJIgM1*+ld?GC+#Hy;84wk
ze~+)5vNb9zcfg_;)48p<Z1e~^EZOdt5z_f+Sd#;tsvmr*%*@$>wTwjWrwzJV10||*
zp6EKE4smjYjP~E$Rp{9`t`zn(l49rp1x8W3KBGR2L*(aLKI1$@PTBY1Y9dWup%V=4
z71er+^wQkavL+`dXQ+#%a&6;(-ZAKn9Im>i%(30=MSY+gdHRY5sr+jHL4!o|_*I8s
zL(QbXH}5)kVL#eSAq~cmY^Sfy=Qa;!7U<h*sdUhvZFj}BP?&k+;olU#&wt&~9LN8C
zS;jer1&6wICbd7QBdtTRFo9#!<T%ZXXlA^$J~Fr`i<#@WVL*i95?6^;KlSjcP$pVI
zR~sXwb$hB`J^U@g2`QpC0|LeWKjeFg3cVUSX1Iig5wf?u7+=l#Bj9S!R&2aUe7z6z
zH`%?-kDRSxquG}8NxRMQp}4-*ZFwwE$dOtoJT>hF|2UpzrSL2_Xx`ZJi6OkKfrcHR
zJ_e`tH|rx4mdXA@E+4h@5{#3zQqffMGB-{cX6`=9=Epai!3a_`XVij0LWa`K&=fBV
z@UUM99O`@jM<*q6SU-J#5U1FxO7Nh=x?_%zUwHmUn8seVR>-hbEPleI?Uxx<TWuFx
z&YYmIw7(W!?V5&i%RQj@;x>wh(HHx_{=DTzf83C16$q`irq`$dI2Jl%q6xRP-2JLr
zYB9R&Vi|(E0U0#DDY+}#NVm0(3=6c;JZTOt5ksnyNP@t92+10}kHBtLh#0)NY4Q<+
z^e3@|)vm3<57aiTHWG3t=dX&6*^5h3@@+rVVi>yUwow#_D^f-Uq5E!sh(DHI(Y4m=
zeIrbc01Kx9o!)!7C=tl{W40$$D6;K##>ZDdejj#45E$d}4T<l&Nd9B`DMK;PbqwbU
zb3HQRE9m29cpF_f-LWNulr!Z_KK=bFeNEp<vp6ZfsZGVHdA0>I_PD7q@i<~Dqqp~1
zz^auJ-h2H>j6|j;?#lU~J?SLfdLWdprR+&yEb#O3mr8K8{ILWzSRfx2zt@QPKY&FL
z-z>lF=S`$5hkaenY;t$f%D<Z{uPN%iZ(}w!xoWI3`wf1{vfE!7_DNx}Ettoko`I>w
z1Q0;Cq1m9<184A>^M)FKsfS~%CP#qGuf2F4Rde@ZiZtG>omvE!^hj}!>Z8!_UpAdC
z*R}YTThQdR*g-L-+iBtZ;%CP>wwFtrIgTi^80@xbmmxfZ5m5&!IQTtthdxCev+l#4
zaJeCR_gq$mF=F*#9ovJpj7Nr9C)fH~kZl^B@w$KOC4N{l3;>HoAYeKEqy(Z>rjeg$
zYC^$wT^{f=OXiy^wU1i(rDkMMI5*FwR{oQ03y?El3|iLKl;gI;8&8&Gdr59>0C-(E
zI3@j>b7Am!&w3VwJjdJV?aJ0qqbHEW0s48o#V5uLaNzgS`=B-LR;+|lOk>&Brr*jl
zDS)Xe>VE}Nj=j(%zTPlCx@s-!NM4;`U#EHFrWA#r-?7OXyyYzzPM`mD|57D1kT@Wg
zhn|JMQNi7Vy8n({jMgRYvV1&jm8hC|x?ajb*MR>3gMR=^hYIgctoq-p#j2etMBCqC
zRhsob%Ff-pcF)HxecI)BW)c=8=xiX^|L%&r2@~^QAZ24`ceh~^U2!Ck?Au&V263m+
zar_5>gbbTp?Z0ib&adv#N*~#qe;O)4XG!Fo6BK^ZdRH_R$Yg9vSJF~jnQtl_&mBT9
zZW`O|>-M;m*+8QI(?M{G^HFyx-U*g6bpLl<k=A>kamp`A{|9wU+*z_7_0vslxlMv-
z(}9IEm18UVV^+?}ZvFIUEn|88H^Fi}u^cy@JZ|1H9BmQelB-d&rnsj$b&J?v<!EJg
z8hT{D$wvOM#;-e&78P9Klxt6t@^4!0UVTTgomKmj{h<Cc6T-du0f!d1=$&{DQ8RK_
zoAV(PC7u3*nH2rSul#A!Qce(1p3fNwWSe3#|H_f(@~pQ{0>l)1^_a2Zw~S363Q=O}
z7qRmzH7jy?-J|4U0=vddbSDRzs~K91uSLR4ekA+^i{F(rq6$=xYLP{Mo52b9EQKU>
z#L`UZJl>oK2$pr9kCs!AlueNVg9Bb|mUSSbHK7<*!g<amY(s7M+FxRD(=EStD{Nzd
z;G;F>2%m?ZAmCi&%YT5+aO2x(z0yx;9Q&7p9EY@Lg+%!e+1UYe;M^@kn*g|L-+~3k
z#q2)1j=}TWO`cd_UyjwaYYH(>&DZ?%xfe^SjFVb#TSW;Oe<=wyjMOx&4W`vT<W7SG
z<>nw86TuY@{P|GEp?DU7X8YXpAK+<$Zr;X9y~G>PDl1=VY~+x}HjM5;8}ZzHhu44|
zH+;6C@R&7^t8u18^^0z@kSf)PEt!ibumvm7Jc8xmI(5{QOKhN8^1#SrLhSqzkc&H`
zCFx1Sg&n6W%g7lC4E2LOX*cl%eM5lKHjo*rV#^V7E7w*|x6!6rEc8?gWJFz%F!inK
z^i${g8X?JqA={%8Yuh5iY>w61Y9z;{7}ZI^ToQdxA9V%aQJs&&9@L!c?roEcZQ@1|
zi-ORduQNY`ipi9C{Ip@I$YYCn9>_^ovHfzJz@^@Yd54O6A$kPiVDCFBML!|I^-^&>
zT-GvmHM{qXI0au6a3}kc+mYc+UM4yRnfk<c6x)ttC0uC(kw01DA;QUWnkeFD)aqwI
zD5#5kd$#>lk$z}I2jNFKiRE72k@~oBVO4~aFQtqM=?=*Re6X{-p$yI55C3f*y<#Cq
z(~ibaUt<5mN(x9q!4+Nn8IE<z^qPG9<q&Dw6=t#jq<ziVo`Tcx7#{^7$D;JPDMu%G
zd6obI&9hMoYKOnJbHz^<nDQWbq0xd)UYSX!Q=P%Ets12(ZboLwXL2tp{>7|{FJpw?
zBu1%xQ+m?rD!AlAtHQ~G1*p7Z<Joe~V-XUAuMe3{fJ6OqlS8OfpTGM5t!I%PoTRiK
zf2O*iym`W04fFXSAdQ{u3O_i+6fG-(8AvF$2#>98&WikFP$vS8wW~8=vS@FFY$bUr
z3fw%<Rky^Gg&f5f=oqcd@{O+z?z|7*<`4qkk-h{R&vO<xQmhf8(&BB1hRqhn7rq}q
zO9{D3FjV`tr5=TKg$S{QzVrmVR)n;wqGJV`l#k>jr(8W?aY=~S5i@TmqNxL>MeHo$
z%qj6A-;^1Cfism(*Ev^?F90E}M63wVm36M~>=%Ml$a#K$#WNk-=pG4t3U;K;@*3^?
z_eFcAeRULV(r+GTa5A7MY>k(VHr6O1I61BdKo(Q^$d;>$twyQOF-`K=b4+wBj#i^I
zUs6O_g!f@eO-h>TM4LR2mvtQ2Pk~NEP)|Ux#XlPvB2+N@%^19aJ`B&%j&mkT+!2oD
zxpz<qX*X1{$}0Ppg{gVvw@PF3y+6h_N_UWXH%jd^toN-MAUMsCnYwn5kpA+g4>8+a
znF6Ae0T2SH=i>+pdz4`SB8WJ1eZjvM2*2NBmxLfu_+n|T@^e*#_Q%F<D^-sV(^?qX
z^fpqFgg}YQkcT-6QYX(nU`H7XdN$$*YS6Hfa|fNS0bz46lz*b_vIaj-qjvX$?7R4U
zP%g9Ir=;-_@2L^e^(Y|;VfS(;+D+j>GMv6W>bx3Oc!J_F9kCd%tZp&q_9KC=e(l82
z-o6;qTk{gAJ5j=MJ*S=LB&V`(AfL(D$v8<NeoeTKEZ3+1XfyKmgM{{{4MqlF51)A+
zSJ@=Li~K?A?goo|8QB-j)o{O@+VHUKgn#)zzaTUUMzgekmRR>H9SL&Rv)!EJ+kX3L
zhBvO-m%sZ%U3ye1XJ{`;Suz^)dOvvudZ+p2QkR@5mgnlKU%`QLqmtj5Ylo=wX2hFt
zrmK{3ymmXchx?T|Et;~V!^%2Bonks?EF@wL+=5(;Y*O>Fq8~`!Kp~b<DxGT-C2ES$
zj|?kOJq+Cot!!tQps+osEA2}W#sD&zqo1^q9%R8PE9A19v-$Q%M})L$DHI|D`6<yg
z`hg|lm-V0n#kDI19V&OK>)FWF<&pzc`e&)vA{^2X6di9Q%AR9JJ<id;RoSlGFOUbV
z-S5Q7Xl`-ttDJdu9>s~p23M2OMywl{uWm1g^=+TH8d~-HT%z5sD7~yA(z}?xn_XNr
z<-(q*d}R@KU4nz71R<Mfv*|$HxK=Vjq&jD~&7=)<${L4EP)lwZ%C*JIiN{=!M21#@
zMisTAwL$VWO~AKZ1ol}|aH(Pjyq_QwCpiol#>N&(+?409Lfu!}5I!ihpu9powE#I-
zXKU4hEhID0dlbl1E|m4}>(&2^j)+fhGt>3N8ew-n{<Wli%o!sYJyUH{pDoAY28Vl8
zH~~_|Vt!$jA>-`kJ26Zui{A=swxnOUixe}Tz-jOiW}wB4kKyJp?1m0l-E4+S&@7jW
z59~x$ACivF>@x=JolS8ZwPn{xVSJXo91Rq|t=QH@DAq{kgs;d8z0(vz(Ci#(t$SOz
zHXXqhK%o&PI$JyX^Ki%NS<%h1HVp*~pfBer42hT2^LjZf@~E$(CUJt9T7cR*WW=Ut
zzd(0RvlDe9>>;*;L?_HG=@)XGMT->sMf2zy=mg@M%BMss@HJIc{6Bz*O>7fk&R^{c
z?X5(GDbQ+3uH@bLav%Kfjpur~hg>g!wp#4a?U?8Z&bTc%l`-ltCUz|XilB%dbAK$%
z^$Sx#+e8B9ncmXw2jjO12y2wFkOf{fd}OrYXAe})tjo)yoo~qIMBc`qEdb)!Gc**g
z%RSGRC1Z=Ka}~RPDsn<E9>KDK%ckqQKNH38iX(*t)p6}yQ}&Zq(;+3yuOp+o=^<S5
z6y<^Bv3QnLh9oIq(PjW_pcKvbM~ldmwifp=Jr7qbWBLE|SO34`IVs}c*fN#|Hz8i6
zW9^9?Z--gQVR>1EEf&p*bHi(8I;aszma(V|k4t;jvTrF{KlV#Y^2)BO)xk}1$u!_c
z(e&N4<viZU3r*Rez`S^;7EWKREQ@mCx3e#P3;J6ZSQc^fjX{tJ@S55cFMt7e`ro44
z-%J@By^VH@9!Wc$w^aOEUH1a+%~)JTW>h+P(VbH5qVtb{n><Xm?Z1wxh!O1k=ZW!S
zFF?S(<I0on3*Y-OB(&cl+)f%<DUq94@!9SUL}*(?)3!K&57SuVw9niUL9>)%88zMp
znRE7>z{$B0jI&m$gsB!IVlYItYo2IGeVvq;-)b<q>b;|RRorz;tnW>Y5sOfCT}|)o
z&b8)pUkIv!<(_}>9u~sIH1E(+vOsS=&9c>j@%7UEgdqk`<j7GRSbpv+a>E`s`OLVS
z^xYyvX|86fjC&A9#Y*e*Y@fD~+l>(4A#$xNT%2Ou)omj2XI$DM@kWU-P?k)LlY|-p
ztYW60^4hfnS~d(td%;o6Qj6vL%bTwuZ(rr&`X#QRSm;A8i_E{hk=2?>;$PfR*OQiG
z?y3?f{MOE-W5Np+jvCI@pOSrYmDFp9Gb_;@^M>RFG<~nvVjcIp+2~_yu)a%c1Y^b_
z9O(F&iS5uWZBg;Bus>eR{va~H(LHqb5Gwb`u=GL|bh-nyZd3Gq7JkCgMxFZGtYi<W
zP))OPJRT5rCIySX%MRuQ+v5fQMl?so=z+pr`)vB=sx3R;84?=AK^N^a#C)shstsN=
zT|d_+99!MZ`BsPIxA|P;f$;sdT^_4uT@2f;;Q9CD?W&g6thW0Q#ri%Nxn<r!Lp33n
zcVa#AMMARJQHj#K_m_;8DKVu;NBbW!8k`_1-n?XoG>dQzn?Xn69N)$9am?K90i@jA
z81;;KFtw$d>d2qL{yEh%E+jPEY3z^LAvB)Kz)W?|E<<Gc0)>Y_m{43e$c9pEn`hi+
zy}h|9MWX3h=H;)gXBqJ+5baDRD{Uq37h1wdihk~rLPwsqRcgyOd)nXPE*gYPrmEaI
z-MbC9uBs6`rfQsg0dF9c%g##p59%z(hTo%L$ZjfZ8eD(5htDx`PsixFbJnvD3VtV2
zb0)QAV>WL4OrO1>Hr9@@E6`@&*JgtM&Rl=HP|_^2?3h+e<LTQ_Pw3Ht-0SO+>r7SH
zC{XfeCkjk2t^WE2NaVmp%tWL5_tE#puKnC{#c2)mU9R_=#}_VXexzhnoVgMC-Gb(~
zs7LL|9|r+{@87r0b`~|tV&mFC`&>F0lKnonEyZS%eu^bsC>rG7VD|kOyPZ^zC=Q2m
zhG<(R!OKd)_D1@llT1hyHCI(Mk9l$MdXEP(orU_a&`GfpQ9d>@L<Q6x?!1v2LJhZO
zMo78<q(#z;>~HFsrkIE;VJL?yM_`_YctmcX<f&FOm9chMaJY+q39lxXeCOC3UXbBm
zHb72NQVD@e)iom;Derq{vM>c|94;lVdtT1Ry1!~bYbhNiV(etKDLK*f>b3U2fm*Fw
zLD{Oe2)~V8nTZvMKl9TDZ%FRd`T8TbR2#(zrjWlftG2Q|;10k`5=M1M^--+ExCqw4
zkZT^O%|6@j_Ypw5sBNkfbuoU&T$iG{+2Uwik-#4>m5$|`1LwG|URB^Bq_r7M)-FOw
z)R?eaQeKHDHTE79Y5KOjcOROk3_r&_>)Tl6T>r^#Z+sp{7zpNnc7L^FQa#WD(n#_%
zN+t9?&uJ%rU=UPiwn8!oy#OCITr5?t+0TB&_vQNC!4s$RV1s!X5(4h*9kr`JT)bbI
zervpyQ|4T2wBa>SNM?UbI~5|fY~Lc@Vz6XwSN9n^dVF56<sL}&(4U^{fbp7;oNJ_v
zoZkXDsasV&Jzi{75BX>ri`k{KlglX7N<}jc^1NdkK5@PaMMEO`>gIsPAS7|JS!-0;
zy~Tn3T<Al3A#<AkR49nAx(}8t<P4UR%I#gsbf_${ks{CfZDlS{C7~S<?MNax3Nf61
zLlkm8l8%^1M-C<y`&A&qp{4~_ws1bhoeff=Qyf)RT1te3LM<rgJ7a+3{Xml9)($m4
z0^>fNcNVN11`5-U!%|;-JfR9#P4F<?SuAOmdv;#eiTe0(K5eop8hunDdd-jDp38*}
zBYpYm>rjtjT_m@&RsFD#>92NOpXyTX<u-2as}COxa06|eC2A%T8L#-;9o&TykhMKe
zh#{#Z)4+GfKBaJSaH1vbsw#QpNBL-F><23sG(z<1Pl@uEm;3j2&gq-x&1%%!<=d1Z
zC^Fm}?ZSCeIq&&IFL&AxQV^=}lf<W~2?7nR+yo!xC{&E2&i|Zx-yP(u^Qk~CG1Hpc
zWet}D8f4;EesbdnW9z0MY<Ll%Z_E|kl*!y@7AEF#T=~wyUz92uXjUvB{6GDP<c_X5
z%zt`6Q;S4M7O{PvZAcr54#botcc%_zMn!tp)?TGF6cnNRwc~N7pYuB#v{X%mDH`CA
zx~&Dzoam^v0=g`%_lp-x9HI}@Nm55<I2TJ5+^j~$qH65~0qg5Qc*SDJmW6i?{PJ<{
zA<8(m=jb~3M`sFDn`$+R{{g&%x^3hgProdrexJhOJkesUp%{5s(Mk6&6Ry$xdK-44
z)wU%j^-@vcSIm1s(1fR}4tLN}`RZHJ{WG>CP~Az=fjnj3qdm<p_MYTjzUdVDCND;0
z5Uoy^W9EcR^DO^-=V_idAP)q)J<X8?iyuYo)@>lXX5)y3JuRlu{PbV=S;*%ZcFhMj
z6ch3&s(UzK#tt2r<4Vo@&i~q`duEQ$$M4$>zriV#-X~2AcI^>47Vs+W&k{I`)fCke
zIbKA&^OqxkjLIZvZ>5Rl7UXmiv{+hAl}Ok}<3dFfO)p&wf{gwL@GZ{UPv1)@(TTAr
zP70h+81p~h03)10S`_KOIh{{*luq#ZB^f}I*YkF&;0@woQ)CI_*&d!`B<=VY+L%ag
z;KJ166}Z2CJCYi<jHG3R`;cZ#br)2l8;k^^28NIdyfF1dP>k)Sp0g`Ct4v?PtRIJY
z9#c$izXM5cDQ`}kumsLg10JeA$l*2NkjM{;T*lgKhy2{fCXWN7Lj+4nEmJLDuj{`<
z9ZzoWs@kB9(vu42-6`|)Dp%v%pipthx6BweNnkO~U9J<%JZ$1IQs87*3i@Rw26ej_
zG!@wV3OUsy&m}>aR;06lRYJGxfTHuKEU6nAW@v8t-$FT8!+=pSY1XV^)J!{pKX={8
zS70P?u%#-ZMI-FC;yYUmds5mufk9jpZOYbSA<9{f>tvUlkRKe0x)q4Oe8x-Bhc-F-
zMx#>at&x_-ydf$pPsKS(pH9oF#5Z@fjpbr{zg``5K9{e<>{|4ye|DjN!9qrN9^*wS
z9S=Ikt-%ve03<T)_1eK@E8d0L^FV($?b@Ivs{21i_a<Y8RTwOcIi3wd36t$-(#mV~
z1#M1`;_$mOVcrScD3d$+AE0>fruxF?gZ(GL6w5v2NU?${yeOL(-F?u=7cFPB7Ztd_
zT(^1|loIE=U^q*6g5TF1DPu(q1KkrQ6())!J5w=D`$m4wRN$VT*sK;uK%x#<P4AIi
zNYb;F`z``zo=ad}vqfgX+K=SanSKcn(RVdma8-cbmZ7vm?^y6OemO}{#D8E_1p0<N
z&P8#^<oP=E9?MwI{2p>C_d<wSQ%>^yli=$gKz5`Y*n(}Nb4#GJ3R2#qY=#{&iS6eo
zF`>(|4AUSX5mI$2tR_M%f^8)PAQp1}w0idwpJu{`Bqan&q1m%_Tg6nq={PQkwM<bZ
Xg1`4UW=8m88LLMK;rYd&|5pAF^eA1~

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/images/image-20-Abstract Digital Wave.jpg b/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/images/image-20-Abstract Digital Wave.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..25b99026ead211a7870d833ef7d9683aad39069c
GIT binary patch
literal 87124
zcmbTdd0Z3M7d9T2fP_Vn2?C<B2xdT#z_2MOTObJuWMMO63qdhSg^IYMwJd@f0a=1V
zL>fa92#YHqxK+>~sHu>kRkT)7u`ambT5Wyr1hwt=kKgC_zP6*8$;{k)&UwyrmV5K*
z+Nax?Dbz?xBt}mUgV6*3VLsi!gkvTd85tX4Cm9<Xo0v?(nL*}erlw}LQ>`XLGwf!~
zoMC5g?=ahQj)T)&XM1~sKRnlqh#<(UIf20e-a(!|h&TEYJrffXGgC7gb8{PSM|(%_
z|LZ@W&R{GjVTTQp4D_5Z`j&bImU^GgVP=7OV)b-?FrWYE=^Gegjf^Lm;7q{{?Nc!N
zdIkpih6Y%yp&_{Y2k<?{&=Nb<kr--Z#Y{DJ%7VP}%J)xl4m;e9XAM4|?ZaK2Z-TR)
zW@BsT;yQ-_yCJ@Q{sDpW!y`zMQDh309T%UFn6#LawrqL&3LamOy=LvY^&2+k6l^Ul
z+O~a%u%c2_wR=x>jaXVQlPek;l}$&EwzYR0>+Cw-bM~C7_k3Uf1&wy-%GF=5T_3(P
za`)c-(FcD#eDvbw_^a1%-oAVPCn}d7#$ZA$@b`pZ|09<rkW1gt(7@0bl}k^5Jva<3
z4Y7_yqp6`x<J2rGC-1yTP+0l?!`&v%KCI_>?&?9D^=#yh%L`OAon-(21k3+_lI*Ks
z|Hw6rF*DEu#xt<QEW*5OqH?H{=MtpC6o^T}fWrYtkmjPtR3Sm4|M^HIK@2@gG$jNJ
zF+;E}5E~;E5^R_x7mN#f;q%d>yBj8a{u08l?9f-h1RDlH!q68}*%L3&lgSZL(ZqNZ
z+Ltj5rF$R|hDm}jMP;l(-Ahf-VLu-jK0%sS_<1Ds3k)BoyLf$>t?pkS3kHayJ79AU
zNFS8}ox5@K-<N-Xx$xT`uX)G*H60Ia`OjI+VC<csXNZUy`ryj|KqT@%6BFu0`YKj>
z1-MX;h`wk6!sxEZ<P%CujpQLBOdC+A%NNBI5AY{mfru0pU!}l8EW7Xt0c46Va_asi
z^TGY~h}~y#)SnfDDn~ceg!Ul}Q>@c=_*W%P%z45D=zKpPR6Q`(01?&A>mRRw_&e(2
zvkyj;PndeHbk~1RE9b)>=j;Om&D?;F29De>8YM_8binwm^1M9Mj2PAgY>0&r3pMc<
z%uGxHKm?#*;tl{VN{9+*S!Y^+fqKY{3TNpcLDnxDBpKicG8A$DR>cG$?9kVOJ5YS;
z4x<W@Mu!Y9xeTB+d}5|&VDo?Q0`xfX@Mke}$PzJiu+_<>_vjPm=-ZFG_Wb_Ftnw2k
zQbn5c<gZT{=drhc70mvG89dCS?1TQc`sEL)aB>jPLCBZEQ8@rU{&lbzUarN16Hrb?
z@%q1dn1IfNu_oMu#riD37bB@%AQmt=YeFnU)FwLfMe#n7{0X%h=(J}mnRpaMikDRQ
z59A4-adL*BHu|@zbXxuD%M%bGNO(RJRBd2VdfDKUP94ua?mG5W9kY)9=hSr#`(5k;
zFx{Z%QX#BUCrSXHwE~QX(gql+LI~#qotsU}{>wbjIZz3De1cqMfcuORpeo=etO-r_
z2q$F3Xjo!u2n6KUy#aM&jEG6nIl2Kl;|Wp$H&-Ie5F_4%yBnd?m~b}$LyeAiCV+(U
zh7Pv6hyM+R&!5d;^oGw60&nMphs-?qVc{oC--jPQVN&`Ry;>Q^{GW5y3euvj;};0h
z@&|=FButnMwa8bim`Dr0;)JFXbz(rB$_xNA0Z~RLtY-wJgL_TCpa$Ihh4w@`??Wy1
zZ+%u9>4fspsULk1-0)vROngPc7**^>Eg)0qj}~i~{|qsKr2l{zn86j$&Wu7Cs?vW`
z4sc+D;BVgmZIr+H@OO8`kAGZitpD$+>=)sWCJ%s}oPR-q@V~J`A4LkRd$ClA+RE$8
z9fm0W0ou8Fg)aX{ZN}DN^YcSS9-p~IhAJ2EK2L?}PlxEw&nqgbv5s;X^4ZJ(M;qbM
zWS))*WdJh3b!ob%(2*xb|F<uL&n^%bMNFOqbuLag$tV{GgVFMU5jcRcLQKFc(1`N$
z%Z0!H6H)$sri&;qg#_8g?*Gz|i@`Jm1-y&Le>|reeWhL`-(1H`X8-kH5Y<qX8JKB4
zv!4e_6`yCXV_2Yfo%vA*&;?h(gdUEc^|QNd096}ciV1N6(SV^qh??M+e;fKsZ29tX
z47eAEfqBxr{irv?Fo;Srq^$^OM=k+6#2Vm|2T_o-7{)DI{zo4_>9pgii?<W{0L(CR
z)fcb(5={&!RPa_XIaHD}I$uQn5l}=bsuNUwii*!uNALP9D*!<97pL=ZarnYM+%G<)
z5Ag9HZ2Sw9Xz=)~4jp->OoS5<bj`nb5pbN(5eC)WKZlDB0)WT<8)+C`Uyy~4yW;-~
z8~C}m>dx;QBtg3ZKJ&Yg&PmM%!PLL%;fr?u?M$ivmTf}5-4$g$p97{ow;0Wu0I(bj
zQNMQaK*KBjE6jB4H~|iVbOI8nSh_4qN8Voy0q5GGc@)YypGkfKN$7|Z2W*b<<N;`)
zUz_PbA^n$uKIbH8{=#D0v=spY3Ql{o`7?Q}o*<9^oGQ~_y$O2y*;^*^Odu67-yVpY
zw}S++F|rAk$9&cphC0FNc{_w0f=a)W840}doUDOc31S6nq?n=4j3lTWI>G#UU7*gd
z@lW=@+yOGqi6{e4m>$s5XH)^kLgjP$sv0;~7a9P2==@&?2{LaYv`nB6jUp37L)GsF
zs{QJ5Ks$N_x$Fy|Q8=+}(0Q^9u6)9*xcq+B_dh?GHs|jWp>WZP-*soUx-;5;paR1@
z36~j-#<|XVsAq)5J{(Cf-9hq1RUqQ-fjT9g{t){xMW{c*j203@k~0aa1we&2GYJir
z=vD9pMTh|uMnc_(88V3v_f`P1<`DGET>><yvH>pvID(r1NKhku9#El+<7mnU{HRQ$
zu|rLfV*AA|s6BM}(K)d>%5D?i{W}r)LfQH#kU+XL5sjwUp=AL&l<xY(cagvofbnxX
zhv94W5biFofm_TrEs^d+rOH6X-<Eyl=l|&H+v{)tj=J$Rtp$1PW;Bl_fJ7GP#$Kb*
z15f=)3_0KfaeqQzlMaV8aD~_`aQP9zv_xgoFo>Q>Md+76pz34-n1eYHRlBE7<rtCZ
z35%P50HxXFOqdVMVMk>VR9{>RB(z{|GKnF=8q{fUB1QfjxrO1V0#eYb1p^gLu<`^4
zo4ddh5KYmAbpRrME($-C>b~$0TNfn%39MzBL9&kDq(Xur8Xa&nCY3OyS`N}`OtoBp
zpAe%kFHw2I*Q9yoKsIK`#NTG0KSQWRX@D`F<{W$SanZ=h)1NShmi_dnpBv$?pFUyk
zZT@=hwpbf|C+N{`A(K3Qz?C4E=J`QjDEv8{dzz3uAndt%qusmz!4c}hBn*0M?(|3$
zv^r`s0T+oogfw=E3;LbxS;zp3H5eMs)0IsC1Lpv^Kp+IVFqERi24HA}sv3(Xyug`s
zQE)<aI@Z#0^#pf<$cQG0c|{X>QRsv^b*bdPIini&-h4nbIvxOKd%_gz-{o~T0Ozr|
zn?=QX!Xc6{t_ZgZU~g(J46YDOghZV%Dv*a(gL&mzL0n)wgRDq+h?`fUQ^HK;bAx}^
zRC{h?K4FAUzvN2F74fsSj@Pn;93pw#6KdlYGaO{VG&~fN0DFa~ke`o9ynpH<7Z00>
z7&cKW0ai|31<Z}QJWQ~|Q8_e5{1+|J40Wyv5XJ>sC38_~{!(3qpr#T{FtsjxPf-2m
zNIp?|{wqz6jzsB7g|a>xktV8g8;K_b%$P^>be$j-a}@!4!pbA%rV~_)pp?Os=|W;m
zw_K%{RV_zZC%5w^D=$W6BhzV$q0fMU#&TI)6etz@gkicdfP6A!f?EK5l9`}9jm=&3
zGWcs+wOJ3ujsH>P1uP^jxCq1t$%qa+9KsY4Kr-fWG$lF&D5L^#Q8dY6s*cA1{?d4W
zd;z;C^qHWAp^JfL@B+<X$bg8!QxJ93j3U-gh-O-%HiiLs08KH$gmk1CNtn?)7~@n4
z<pT;;0s};oAaipNZ;Ba25hz!TP_hGAgf7=c6AeJ9K!YH|ABNAd0F*#f$qO-;?&~ON
z!-%RI#_BV?Y=z0}jzOWJKO|uvreZPvP^VnwNzl{%tzT^d9vKYTs<HtRqKFgD)dhG`
z5$ZZJUFwDs6G{PKDB$y2N{q_!Yxo0-mrQ2A!-9JDx3BeV^mDTxRcpT%HE~CqcJ*xh
z4PuQHT$sAM_#X^{d~PIHcf|w*R+0f~S-Hx=mO>@z8ZKofXw1Pl%H&SPY&{shrc;(K
zRtRYfeLI+3kH%f#RAy9^9}U6)BvJQv0+AX0IPts#kXXMUq<5rDBc`HJi4t-~1DMmu
z#j$~ldKj5BUuaasEfa2mCrQ$Xk?=bp=OqSd5kQx%kQjR-60ndyh<o+WlWAa*u__yB
z_XM9G0!#%w7JCj=V0AK$DO~$SH(-QhT}I~spv|4gywMy_*K+~t#MDC!7<(4zprj4k
zJ5tPkGuV;ad5J09GVC`nZDQPE{kz0Sw|JVk#&J%&`?VO-(zcA|9=%)Tk{Qb6<n#5L
z4FPON-~Qcw1Wk98r?F8-d*3$vz5gI+xj0EH7w{IG8Rx(^_+g{v_itv{D6g7n&$$sy
ztFlNOFQsDdYGVlZ$3Y6Kx-Uqx5;6lG1{?~^6xBMAOTU&#PRoiGZcrKPmswUR%2{@N
ze28~NEy<Oj*M{aljv$-^rqzSZ=T}0IqYMrIK*J!AfzK?E5m15AobnX@NP007C>$s$
z?`Ak9MyAqR1!w^{Z$Ybv4eHFW`2wg~vfdUQTQ93k1Q^p81W7ayKlKx?gF&q1%Noil
z;3^C(Lbc8vbynFZ{eaHE2Lkk$C_}XXcb6Cq?#&_<X6@&x$XHjnu<u2r8@(+<F%8_^
zFeYiWHZ87)#@e`5`FHtf%m<zW{_X`s=*DdWHpZR<!-f$sYTJ60o^^BqPy^TsC2CIs
zzE^|Vs>pz!6=NFRQFg$~f`5a5COcZl?YzXgi;T5N*oTtShyAoKBH<)YAE;?>iKp9!
zw980c{>n93SX<?M_Vx$DFt?eqn;EX?@VT!J=6%Avod3;_*8)FbUM*Y0`Z#6Q3(nV5
zMvl$*x#P==4?kqjT_Q-yT_e9Co;>qj3Ty0*GCo*&1FN_C^i9^7vO`O~JuuCQFd1)F
zHqx3hkhp3z@1`W7IPS7#!W#v*`h5{zc7w$&X**lJ3!nigFK-+T)MNEf3s8_F9vEG3
zb#PmuAep^x0O@<9u~bJ3!`dwFMX<PX_sHQCQb#4;a~L;Zm;}%;Qr3zg35l!>V9u=S
zdg!mV3}8Xs1@{owDBvi7%97A4z+)OxZvuQRGAg#4YkzJ-J>E6A@kU6t<%kHkWtcb?
zl8w%TTb!QDvK5BG?-1}N)M5Z*3yPg8(TN#!%_OKOfZ4EpFJeq%Zcz15CzRkSGp6$n
z2c0EG4sU_iX)U<HZ5a)D(H(i<-NkWxdFUW{(ZVthLk2o-1_j_X^iotuNxQ4L=kPiU
zu2b7y0k>^0?@+d722v<UDJrkX8+S5e3io8VVhvc%!#tp}V%7{4Ni;N$qXZ$pLGwff
z1aSvNmXZiE<noa{&_|H5@i<u!4*ZYaculS%2AYE`iP3f&zP7s;a1}uIT$Dv((4;AG
zLODQ^-1yEtCh=!R4>-KXM(obZB1Q&)biqj41H^XvNl0%?^2}M(ZTSg<-}m6Jg5N<S
zF^aU{cJ=w<XN#W9{Dk?_dp_)=>G^~)yZs^-M~u0lUXbB@wzDTdro?G7q-Q&a!+c`h
zDMFz9<yjPA86Z&mbDrMqMs9b$-Q8R@+UkJ%6B;oV7!$4GEI@k03A4P^K$&B5Q?<24
z>RvwX_E5`dk*4j5{kbJTDH)^1%#=~b8<B3Tw%^*4<W4~ID5k2mT|!X-V3xG`Tv9zx
zxo+@Co^nc+>;_w;7?W&1w*Y;(9<sQ%0iZFXK0|M{Q`<^#SBKcN>`8q_w9dvo<Ix>I
zb?gCOdYm3QA)ucg+W$l2q2!$zuEReqN95Mv);IMRl^r9w!6a}ZQaou6fC|CKs*b^q
zhBGqvn6v2Ih5<bI*8+>cZ2oH7j~aQb0o#z#fR%P%^2u=I?8(6L4jmwYffi*DICH1j
zcGOz$>kxSWo&XO6H8E4VtcP(!CkWR``S+Ia*L{d9%nC8qC>{O0Ts+aYgU2J|SQ&Vj
zgW4!^3WFs#jXoxviz9LChBS3ombD^EsVaNQN*O$s;KyK96;!uOs}qg2`(4o29D2Wf
z^KrlUeWI0;K%v~+b-0Z!PQPGK-P%zccOO0hUlT+m0gW7~Ty8zf>x@r~`&ew8YEg#u
zoa$}gw|lw)t(+hnN-nm5!?bTSdGV>AX@_v=Kok&SQ3gObz89!?5p)8TJ#QS>QE<QM
z&PL_Ho5l)b$2)++REBX$b=)8jcL*wL)4Cnc<9<{v-v~OAZ$Wdqd@$ynC-Ls|pFbG?
z{C9Dwa7SiNXY3vOg_DryU3hp`ooK(sd}ek}mkEd7o|gKm{$jvGQqO&^qD**%@h6+M
zWhmJ*!JTTYc=?yoZ)9g--{K98)bWHGfm1s<aC--v8ux+kcg2{fN2OP#wECmQ7G?N)
z4%6GtuZc{k5gtm|d!%g2NJ+c@p3vd}_p%Itp_NFXIZ*+KD1*k(WJsFJvGN<SIQ|EI
zl4ry;F|ZULH<;383H7*Tv}xLs1Q96Q@G_M(Ox~3-T>ydsFntuz?_Qn?DUwAA{f59N
zfO<eLi=a+v&!{tCml%xZw)W8bq6|qZ$~j4a+o>9^0;ZtojuO)1<b1!u3-;$od>Ie{
z$Gm`x2&hjNq=@zhD`o!Pm<Ek#|Ep%FMS@k^>xTLtxNSvV%vfw`$HeRX5)YH7w%RBa
zbD1d*9IjKRDlE0<)|m7iJR)*g{Ic<7<22%ulvgr0w_mHqXuKE0dD&A?(yo$tnBaBO
zK0()WYnh<3BYT!xTX5$xJLK0X9Xo*p!+?zIGptR^$7JrTG1(1j_v#?<?Ts-?F$<U<
zlDN<yae1oi?w(QiC-UnFs$-B=58~lSVIoac%6?-x(rWEqoh$cW9t&t6=nfko@t`J%
zJQhr@-tOY*mdwg%NEvm$K>_asBVzmB40gy=)A=&@@-bkA8_`0EGvEUni@OsufMyd+
zkgl(OL4sNgo31#d2u=k|bxZb)j`*0v6mHvCztJ~nf12jB8R&uES^o+1&18_aI7{o_
zx&QQzcJK?Wx!X4T{M!8qGwFfZM#-G^#n%Dod<GKM2bor_+r-Y#(zMvTe@H$2fw`(H
z`OKs~#d~9W++Y%gQ+W}yMmd`19aK;!>Mbyqf9I_?EL~>Y&f<2JyIJ<SbtNa9EL+i@
zuxWGg6~zuhUUVM2`Y??UB{(6xH=C8A#0_>ddg|f?nvdBeR4%7YLrw%ME$%tZ|JGAs
zIu^<?sLnl4d-<rJ!{?-px{G8t#uC=8Xm{BDKyEPVJ~mU7Hr%o?Np7j16_Snb*~D7;
zrn%^*Hb^>|nrK>e@@Iir@|tEtZoUuAGoDx+m+sbfaaf$NuZBu)WJ4LvSXd5UL&@?w
zdu4+mz-)L&$>}Q#FZi(!9SA)(T+$9c0&@Cxd4LD~$S%+7Y)inMH0Oqul9=Tno(V4R
z2`SBe;J#8lGk%FB``kA}$-(=h`|JCg|E3rqzts&Te={I+R3=zHWIvhHPIhuw0VU4}
z`?+c?W>T=*(xNI>Syx|&*&0Q)DruSG31aNyWLZGxsW{|^wnSR;rH1?3p18gIko~)A
zGrP$wP{y&zG0T<^)zkIHScS-b!nD9R)fnaehxiT_EYG6Jy_K<orFB;pVr^ztk%3sj
zO5CRSVw@Mjf_wN|0S$L3j*VmZI(dMZXMkuti)g|@!Mxm{^Ac|L`4jEIY}c0A8*G)C
z=ejKC20U_$D`p>#F~Cn|CdYb;B&r3-HaYoe$n$&?{ifqnHsXKug)WxY#ygHf9U8oH
zoyM#A&{I-JSt~_Iq-{R8Nf&`Kh&Q(bS3bd)ajUgx^s}UdQg)zqxIriAi4Z}T%0}Tx
z0C74*HUOGjARYtXLOVEPz{&8JN$=bijT}A+8XB8EVgBg*qha$jn-_(@|FvNeN|pDU
zU(D<<eHS^Ke*O5+qbgiu&``6(H|E^I@n50y>R8C2)yccVZKUyrDtsVoy`!nh^_Jkr
zdBPoMjD_S=+h=nMGR+rv&k>hgReIZ6CJ(JFkjG%14{VBe%4BZXmf3C^_JiAtm>iau
zK|5#JQDXfAx&OuUp&X+rIdK`5267I!i@aX~7-c+aPyDJb3oR8IQe}}Lad?;Y?*hLM
z@w?^;4U^Z%v#Ks=srnn07uX@M71Qh*jRR!Mm047)V7|ru9~4!Ib%L<Y2B&*kZf6tL
znIsk|=CgmTGbd{aLH4g?FW<Eq(MqdKqe`z(!(kg`iS3N0hu;e51sbInVeE}UbY5`c
zKDT_oVfsGRIyNqt030MD3AtUM*;#l!@uKU#L#0=E4h<PIMcLTvu`AkLFAGjGEH#xE
z-!xpB20xKquS~d**6!N<kfd6zH)Fv?We;1(&2`^i7!c-`()N6^+$<u@0UP8B2xl2C
z%sG|zGVd|VsxpRjlV>|+*9^E@kRCpO3+a4Jz3Xs2@<MenQ;24;d?gVS!pIz`*WQvn
z`M6-}M#S-E?m=Wf|6Vo~-k$jj;W~>oV7Q4Nraeq@ICPb>qsT3rNfGiU@ub2-p#PJL
z<D=D$!V%KIqhemy`iaWbF@K&fKMHS{Hrnhg4_{X7l-u@^H6lyX*HnQ-mSt**R~-4+
z?g!&a6k>zmUb}i{*B0_Z!LH>3VHZl>AV^`NK)HUHid|5gKAeWDex<M^_12g`8jxc3
zz`Lt2F@;&O(du(5S9plA0EH@AbX0>DfPSqJC`?8~9`kqSC5NCrkTWcozE_J1od0(F
z@bjO~fBegK2K1~TZKmgmPnd(oy3n57zQuX?%#VgW92@OB{rXJ$vd!AErj4yO)$h~r
zwe_cXVWFi8QfQ??Ipf$ZB`M<Us1jL8%%i862bIF}EqJc?0#sN5{iIg7xwF~w+w@Iw
zp7p*PxdBbjrm0EiF5KBDCrnbFTLILZolxWApX?6}SDjZg{mm2dim(_QA8Fzr8l7Vx
zq-Dj#h_ZzFPeU%!Zm45Oj?6fUb$}d_F^rMSY0jzYK#bZ9W@Lv?U4~wIl0~&HPsF~J
zM)au(k7I&Cg&5~PM%g9!$sj;6Hmbz-6|a$FID0Xz#9Y<vo_h<IdL3+!*`O#FOHk}5
zv%BOoU*SgdqJ?Yi2d3Gvg~bQlwn*!<!t|i@z4M?~3c98>(;)s)s0036G3`oc<?3vI
zxmQ1vWko$Z$JjS$Ez`ucrFWHpV_G@0Z7b{T{^N1NyLNj^VKrT{-s%(qS}#{DD9OZz
z<!Jgoj_eil%_s4Ugv4;81wl-)uKkP@xo&8j9;hVy+BTCTHb_Mp-4+kss?1g`pYGyR
z2Hv452#pwAeI?DPIdWA`tAY5Jh#kP(M3$Faf=gzA5`wl_@sseoL#DJuxW8oR7g#-R
zMd3JtCPW8lJktV;GC&f*Ei2`LG`_R(x?nY2On|-h;jMA9xMlH9S{stCc=rH}DP2dW
z4KyTE^!HJy1S=ee0XmfGL;AG@(^yl=_E)nC>i>4T@ehv9&YXK3;Aq-c9Nh#sI_p$c
z>c)`nNvEe@uBMet5g#=f=Hpid$giuTVeemp;Zk_;XThchIlaU)9Mr!lwX0z{Pj5TO
z?#jgx-;C5Q(chQ1z_Ko&F=^S5Y_$Fv-7#=dv)XT&A^W^hJvW*icDgWX7e0YB+O{nD
z;3;O==9^a=i^7GgOZhjv;YZcJv?)(g7?Y8YS&=uh8S%ZAWb2=VlT-$d&SF|zb-&`!
zc`A>VIUH{zV8$4T71Y@V2)?1$Cw4hz2nz40&0)XME`b~zdZ#1u4GkG`j756_zIP4Y
zGLye-rGfCkEDtqnN8;=`Vjuctq%A3|ln?94rDve@N`&DBEpif4r(zgz#dCP5e~GZI
zUEf(#2|b-m^%EbmA-RH*7K==RvJ=uCxy=q2?~9xt*SGtk-fACOppjy`eRg<M<>J!&
ztKp&so;u>pJdSLd?Q2Ef88cQ;y`(WZeP7X5*Id3_dE((U>CzsNW&GRmn90wmXK8zp
z^!neQg=9q$k}Hw)noj2NQby-fOye#NYe*w#aWr>@`FsheGGoyG9)m9vlN_YQ8rEFu
zWT;IWa^4-xD22qvJDrA+aMJTg(mZ?|rS8?~)YpyoP1`sR$w_+go6kNbe~Zla<fd1z
zX<Syh9_raB3l?ZhZ*qtvf}{+@L*PpoP~8Ur*iAXhY$x-#GI-mE>wRIUhd?R^U7L+i
zbrVbkJ%W!+;rbc90BP&sb%R-8bt6Qs3cz`~p3|?j7U4EP$-5mm8#tJTJaW-5pD=eO
zofkg+`LPN#MFK#0bq3w8rpJGu{Pq(joa!z<cy3eI`sWMN9UAoLGx)b(u+#2~3VY!*
z+EBULlXW1-k~LRmABPdHa@qq^Nr#>8ic{TU@yUlI{=xj!C70Uj^~=vgs!HLOCvO{4
zv!|4kqwqeSQASc{eURCzqqMD5esN$!N|)74x0aoin$|-j&3z%hyhJBPR&3vSyzS;!
zGTSE8N?cZOlfyM+nmqMprSQ9KW(}-};U@*|AQ`6DPgVy7AWs(Dq_MYgzJUYOdaEM>
zeCOS2Bzb;hrrzA-H$QH<(louE3pegK#NXIhEYl_pZR%=fPPL94kz7XJ`r1B@W6tj&
zc|;b;l$#3AsXZUjn53eumys^T+j^vh7>)aGA#5|UKV8iU3Ap%>d9?EC-dknjwr#18
z-uZf8AgUAOYU}BwGZ#n!1T{P1t+MKuDC9{rsqe1g7135)vwgMl+{ZYCv@<jW+Qxev
ze@<4~Rycl3diKzJ`!rz#an3__g*nOL%!t^Ml83kT<%X*gGTX^*NV`Asgk?$NvI-(W
zx6lLZ$YFrJAA<l0;S{y5jaWd5RZZvVwWWhHe!1&3Cq&C$sSwGKzKxPNIedb5IB`0e
z6eOgv-0o)4m3|sL=z>T__8qT;xcdsSZZ!S|y0tRb0^|-w$bh9JxeRLaj%r<`Uk#rb
z%I$=DZ5k?RNUzsx#S}p}9f4|Q!jl?CDj_`RCS)kdBYTCONH4b%G<=A(^)}PQOWU5X
zM)J%-#||tFVA>=sAptbJ>)`xaxa@N1yC~4Yj{o(qjf?&+5;30_f5NEZ*MgE{-Y3j{
zIbNMO68z-YyIFo|8A!EL!}ZWz!kk(5ip0^fQ3YH&q>=7~6r@UV`Ia%)Tl_m4_De;%
zOkrp=*)w=U!@Z#t&1mkZJ>@*7<l3LwKehIZvLWG^v&Ac|bB?A{fp0qW)Nyr=xUk=~
z!GSAHjVpT^ft{DL4r?>I)125K<Rhbvzwob3pCS$=K}m@-#0<Wu?FrH!zg=#8Rcfg1
zmZyx)Hricnj%_@gI5UTB0h@_>H*1+zX|rq_Dcubn6oq9%*}yh&COm}0O|cN9M7lX^
za<eG=E7Op@{QWA=7wmKvl#3-Qql@F{F4i``X1Y1?7k4Y{2F)G7wvF_fglR~+nC|+B
zk57HCbPjCvXYZ!2vm(7pW#zk7P}p-tV(+=>wbS(_w|ru5nukYJ6e+s;6fZ&-RyjE?
ze;j`;J7E{+z$Z+O659TP0y^Z7KQJ*sN+v-yUx?8k6mnL9b{Xh2bCSX8>kZJ|1A)io
z@ClMlgT_w(-ZGYDtU_#5y_G#lwFuE<hiIJ<mN>(y2VEdGI^ZbXT`43vNSGn=)Sb~3
zK+jgG*^zu7N~quL->5U|rMZV){|w{T)FXxIFap?GWbWz#fm5h(jE<aA$_7|C*e4X}
z1)B{(qdIqn$|Fj=bO`ft@OaJf;sIB(d4S!vb#Qkhepkf1u<Vf&2mgHW<6jo@;h&9v
z*}NF7TLDNw-P-l&W7LT~&CK^@pgaI=#`vUnnOyH&Ve$C{BF$ZGz;g3a8OWoZxb?jR
z4|2K}pZ_77?k=3WFa^3(K$k-;_Giy1`iL?1>>1-KgjH_p;dMK1>kFoxEYYjCQBB>b
zsA@<79cD{4IiWHGo4mc0Unt<hG6r(t156Yi&Jz}w@{3FNfcAD8bVh$Dj}HmUSToPA
zdqGZ+>lZVoIlwgc1Y3b0o;-=FB`e8_a@u+)H@H(p1`U0fC@QKYc@>0)(;a8C4yz)U
zAQvEUDq=-<%`YpeY=s|ELZzYNFn-r)nKm3cq^Km*T?J(pzs0b{DYnWHYO2RJY3-H5
z@T=u<2JC~>qD$4k)j%2UEa8>`zHL|1L9su#_F*2QlI7bt(%XDu^U#~kxZGMXuWeg;
zvDPP&H)GrAo>h(Gkv!9>6BkUUj*9Gdt_`psaNU7j;5(Bas&Jp0F0y2%?^&zQt3)*X
z6H0%EiG>;wXFduW!e3Z`+|;gTN3-AvHifR9-slmr))mA|f5w8zvsvl&YFnAXACP)z
zf1}<jHW<)!vb09*6K*<L?aG&FmT6|et~^D0@qm5(!)#`O+7sNMcJW8LBy(Y;hvzD$
z>!pBK$dI11M<Y=*S)A>vM{W+#^-{0bBbNrn`e(<fcJ<)78M`9i&CeeBnlAlbuwvo7
zf2G~8w>aMb>5?cPCbGSSsWz>XFZWu~on*mqQJFv24{v4RwhnLm4FM@|vS*c<!^vzL
z#?o`{kr+j-CL1)5@q3GLyDFne2rCWPkOer7Sk5hJcjT-pE)QAiG(#ayXnDV7s02^^
z4Nuilhn{R@;|Agun{fEw2$m}HMb<SIuq;l+FXRE(xWy}Ov#;>1(hf&Qt6j|vK}c?K
zOJ*lASj(pKaYHh8R@}DLMx0DHZkM8}3HF`}<Aw_PlMw5grMsn0EyrIlEkpU`Trr8#
zAr6JCt9#(ihBAJqq}{O^otv11O)eH<7iH)P4j9zi58V}VJ+TXSmb(T|H)?U$cWZ>6
z_g4BWmkiyGZA~y2uCIB<PED#k<kZ}+TJVE+c$M@_`QjVM1@_g7g5`(MEk6Vn-v_L_
z&qa3zxd7ES7|^77Nqbhw&6%vx>Mn{YD^roaJNN#K(<MU}2zKGeSXOiyV$lQO>WGMh
z`Ws|mk=9VA_Ata@!oaJ*5)gwREmHy0O7l#?01_-%oU>_T0VL>aM)!(+LM+s_iqYZ$
z2el)hL9%4sG-RvBitZ6|KE13Rse`)^^U1%5=A@h3NYZw)GG$;%6l=5x5ixuQPn*qp
z*W&pJ^BDB6&}E&?HXwuPefIasS-Spx_LX<LR$xCmlbU>lo5b7210UZ_rt(#W+HAEx
z*De(q+0fXpM7Gb$NmaSebn_m%IAuhf6^e+S&W5-`n%1VX-hKdn<UM30ZF<nC3=<mL
zv-6-ybZJRF)Rvy>xZx-R;U0Lw?30)c1a#~Zx)8}$!rDAKhVk8MeUaw$m1TK!H^M9*
z_riw4Hw}fz^EQho>AwpYU1Kb4g9X9T;zF7yHt7bfj2%*wXj`8_w%(I25ROK;@a2Nu
zOYC(8aSOSJsU`Kk*~`7;SU6d6ky+K8nZMs%Xl~^`rl?X1$H@r=5q&s-!TbCZJWzbJ
zY1#uheEodU_Co|ykS0hN@%{1MZF@=70+{YBHrqRtuG>R|p^1|RNEn7euKfEGWOL`4
z1UvU*oD4W<FjP8K2wzj{Wf8?oPp*-JbWe!A)F=GFCi@1PbxHVD<D|eMxJJgAK>}o6
zZBdW>HdNTCcU`WII$knlwuNuXj%G(Q48|!mln}-v`CB#VxwFJHZFVSvY3o86fcRbp
z46e}|>QapE&YgzT$kY%9IJ=0|X~fSK)0jd}{XsEU^8u$|bu~nK+Z$b?x<NX#3(~ZE
z4o^~ednmvH6Iiu02dfBc9VPoa!Fs=jXBUcwC)cW8u#}SxmU2pd|FV=br#tOG=c(+G
z;Noe|OZ2bfEs;W{k1GE1<tJyveDGO*>JPiHO2!H9wjXnL>_tk9r;UhX_+3)4Ti1so
zCcqKNgW`0a+FL|f5clF$(~YJLd!4qbT=x6tzyvk3I$cPlgiMBh{m>>AKhV#UC1%1k
zBUS21p6`;$Mtgj1T=%TScm&~gt&%J{W#DoiV*BsnnC9Kev+$s&iBogv*A=-NY#Xr9
z8UFfs%m~~m2X3KCZ8;ei5hv5y<&T8)NV3$6w^SKy()!Yh#QX=X-UZ~t<_PFqNMwC|
zit<=Q8yc~p-d_6x&Dv(u^MvI^^h9=nxaM2LDs_@{U%yPHZv}xZMx%MTzX;&@L#1bM
z#rnVT>>Lr$)~r$yb_O@P*En@@D!<2j<?p%Rl)q8<AuGB=P83Im3-!F+I4qgn(ru@(
z$%Vawsa^uDqbe~~ZB%Z<SJY-x3cwBl<fMk1YlX1D!Y8H(UC-8ny({Rh2{W+B4Ep9|
zqkEccu*y7bIM+53{_uk`Y``$ZF4>B;6?&dub|4J;li4=(?oIv7A#9%?^N2!a$mk^<
zDXAi`&STQ$AAIfx$WsGn$KRl0se|5Huy&mZhk?x+Hq2W>+JJstTT$^inT~OMNQo9_
z@^9)FYphgAyJKm9Vzf+58;H*Zb_Q{G-vzRXOl>5lJ5>Zb-#+-UH1Vf5lXZ=p-}6^2
z^!capcp&E|%g47rVYYJS!YxCZq24WouIC?j>%X?5(9;7O`x~-Wm(Hcs`_AP3rdm*S
zAwW#O^-6Qaij19R!CHDv=ILet;$(^UQ1tX|t)9<vT5SH*JVPv0CAVJB{=Oh?Yn2l@
zn{MT@zj3;7Ra4f*a$)VF8T{&NyDLw*KJw3|g*OFGZgme1xm+1?^={H=HJ_pw;OUq0
zY~>0Ax?e3{kvDE4o{a2!$TPi3({?MkGA4Zz^XfifJZBx8`wKrS7UbmB2f`A>XT(R3
zlr>5c;X{r4vJ>u63wPJFEMqTMdAA&ib6LgnWjQ%$vshI!cXGSaRCp3->q3$PTqh9B
z?qj`Li8r@FD`vQbwe2OCmL@c0LV55yhW;|P?O(8Jqs&BX<Zt^pHePPRYI;GV?>JVx
zzM+Yg$8s7c?O2Va+7a1qT48ZEsd!@zqj%Cs<pp(2h_c+s2jpj)pwpKtE8xv}i8Yb8
zs;n@^i0QB&n^)x4e53eY{9C7b2fN6@y*`U41*rTpzOC@u6rYf6XR&?A;YMUPx*lWD
zscu`TTgonfQoo!GHhY2#84XPG`so02kHB6WNP;tW<>{@0L!g_WSg^;=gKiFr!_rDz
z9FZDH*k~1WBJFBT-FH#cZR)O>LxvCfr|)T5^P2pz-#EBw<9^mjy~O3yBZ<ZFVL1=v
ztf)P<7c%-T)Xfsq&n5-7_On+#jJvnZ;RW^l()q>x$Z$L2vMFwQplmIiyc~MoR!B(e
zn#nhjJ40GBceJ9+F6RLMn$c~LA$In{G8|^>3%WY^s?=eClS<~_;jd$ID;<$4cUO2T
z3-%e@Vggog9{jUj7}Xv7-u~;Fw0m8{xtw>4?wH@?sr`hNcUL-(Gwb+cv}bYEEr@2F
zTqeCsPAhH=iSk`uL<+f!r<9(f@lPC%Nu@dEmu1#(fddud<x`FO8@Ab~68j}qVtv)n
zo{X4d_&O6MR7P;@_I_8*dfzoeu$%6A_c7h_$rBEr?w{p5DJ}XmNCwt3#XEl>2(a9h
zgSA=%oHtwuTuYwzkgg^sabPs*EX2Fn<F?x6v?H!NR6%i$@0IwYw1nAUx6i=PN3F|#
zB0aF7QWbd~GI0u=A7{?$yWU8Vv=xbW6baZg<mq=%M1nXHR(C6`Lf2WHava^gSBxVs
z!tv!E&uFgs8hdO2j@uqIlVIdn4=E}U6GvhU_(6$eAbwlMNE!O`2dmV(cyC;x;1ZAA
z6q!A+A(@datg$NPx0pzJ|EvPr`xN1M^c$r-SzNpQx%d@<u8J+##B4P-)Y4Mz*Z^3f
zAl`C=iY-blN%F{xU%pZtSst-bS|K#Y%D|=@D^2dHe6fIOS~p}fO9S>bOy&E;@UE?E
z><j+G?d}fQZ*-X?tzQN*;4X=AX8l_4-MKT4i+rP~uvwY!bY+dSQt!;m?|uwnEI+Ve
z=67k4T~lsia_o5LEvIXF59fU2wlm*{lX*hxyuYc{<TADXVuL%6g`+5tWbx1U%7^oe
z?rL`0eTXPldc1{4j>@+2osLsduTM`u)G*3|lZFc;ud`R+r#m(WD9TBt)qPDDd)<s|
ze6#l8zhSZl+m`n2X{9g^aw?(o4qy|UI8=J3$WpvrsZKf%{o+FshKJo|jfh@L^R{O(
zkGxPt(*;JQpD?!@fzo~%|GWE{t}5GeyYpXrBy>%qq(yh8Jf|Cp?MiMA&2n&jNLP`)
zhVYU}1Xb)I%cv?95&weO+3Z4O&ew({q%zAB7Q=-BO)$PsQ6^a3rV*JH7!_x;A(@Gq
zSTe&c1T4PeR@q3%#t5r%RBkyC4VIErltX|BZ|*g#UnsJq(AL@8?OE$xt0&pL4b-32
zh?Ov<tV^y)--8&0=Yb3sq>Eash#KhmyT+p`0`k<|s##dMHo+JgyUp(Mu+C<l!0l2)
zn!8uUT(Yfl>u5fI>j1B8s+%9;gWFNf@-Udm-}lg;WfjLOla13|E7y9pV`qb^g>Ry$
z4C#l)Sw%KY-O5Kp*d0gdu6sdIyTIZ%a+20W<`L4rxjXXXmDNMHZwd`WC#J6up0YgC
zGL-3dZuOfcFQv5_Gc?mYad9E}+h9WA`;eDe^o2v|;`5L&d~spKHTh~cr!xZ?kfXks
zH=A3(LS-bJyK<X;(=lJ9RTWyRLBhb!Xj{pCrfCOusqh-%9`kz}6Y-I@CuxDFik{e>
zkrTlh;*9`l?`D<%R!faiZ82HD-Bw_dHnP*MCv!CXfL`Nx!u{fVf5xxwL`qxx)M&?=
z5hG=amnuN8Ca68NA=J4<?EJdJZyO3hcf_Wd9Wm-}xK85YdBNZZi-zbS>kU1Dt>3~i
z7E!)E=f+HzQ}E43huv~bZnJ|fbT0np`TQSUNZzCf+klqu$BuS1UsNKs>5bi~kG^H~
z?%&WrXfM4zl|Dbxb2Z)Jq1tu5cH7a2B-w~8P*F}kVvSGO9DnS#-F|odp`<?)MewNH
zNb(CD4kk~XeO~V1x_2~-yd1-Fadr37uV+^>Pgs$QLnYchVOw6Mi%aV0@XA*bI`O)q
zf=D^3$2eJ6lwT1%>-OQxCG);4e!I=fr=RHE^EvM0FM>W)?X2fQMJ8|DC+_2goc_z4
zowMd#NKQO6Do-$Ke0DjfeD+%jecFZwy>dq6*)C-P+nf8Of3*6Ak<velI!RG|Ada`a
z@k0D4<BILhUt6&-BxK|4PTbE{c`4>=!$(OVe1aTH9MrTP_U^P%PIWpjr<QO2&Fv!*
zn>@0!5_XcUyCs!<w|PzT{*W;;-&S$yYRNW1K1n4wWZc;DVXL!Pb|L1eicKljh?%qo
zNp%ATHW?|i<KEn&r#QkYl3zx8t~v(U`9#nA#?500YIilNmDE+?rk*!w{f@&~GZ&V+
zAi^D{#{@MQ_HSBwBcw4_(}5gzpxp0Pk!9h~>dwZ?_<{E0oh>&`&?RMr!_1$ukq)@9
zDQv5~U21sf@k5$(Y}29QlW`Ueh*O2#Wspm4P0`qEJsg2EP)Udu3A57Gf)J<&J7vTC
z+*_}@!1fG6X|A2U=9#3IgecVp`mZ#vEDLCexzVHYSSP6}Fh@K6TAM=7X3V4RGlp!v
z<6Y&6PSS7M3Hmjn7P6iAoc1`&o)PBeGnHQ~pcn_mEo1qIo2ZC8kiSl9spFyKl5Kcv
zw{?)Z4Zk`luG|ysJfh(AKMwf4@{IIy3pqJZAgp544GmtnC4t^FGzLF>bh=k=S>_{b
zwxuSxSN8&^u)p#W8`fX0smk~DCEnW^*wj1M?rO!tlkw@rE5r%&@3O;oi3l%AONd%q
z!eMDmTrc5e(fs(5(?c0h(&qaaqOmH!VT|<bs1w*eDH}$A%`pIen~=h~tH~pF$_&Im
zI6_ZMc8dMk-hA1;0na774NBUK)QNLu!2NR|gPjrgw6=%o<3?`NL=2q2^S*v#JnhBR
zR-c0S`wpdq`6(?C95F{scl32VUiurEvsX;hz>YVRVD*x3j<pykYASzm+Dms3V^h_h
z{JlpbwISglPj*q?&HQns9nEDyK?D}j>u={*y^!Bo^vVLwbajYNp7Z>d&4I6#hIOwK
z*CVe5>lQ9;w!U(?m3)NT)I21-F6TyP^@To8h<NW?I~{smS=W}dgXBY|$4<SvYD>=0
zPRG~M-b~m0Q=ZRru2=@D$+Oi?fs0pWAS>DNS00hF=q8GQb3~OtAMdb=WD60OZlyd<
zOjxu>n71lHp6HMQ8VIFs*~M&IvT{)L8qpSj9Zu=Sc+MTYn5vDrP2+hTV!NCgGp~)3
z=WZ*Ct!T?fTJ4^O&|Ud-SGdG6oPCT9mNV1_yxF$NS7Jw+S+hh}nEgoiv{&!e_gA>D
zjU2wLow9Lbt5xVl=7*kE@?^Z7w!2~VN?PmrQ?p-e+x|lB8|xdGEMHL5Hh4L?cS>da
zE~@4<v%)=KAj4>Qdal5q$<mV5ldgCljTAU_HWv!4Iq6LihMU;9(FTxh=T|zyv|hJv
z=<2Rh-daa}S-c_Zi7Jrf)wvhGkp()fi9*ABVUhe3ZY;P{0&TZ-^RBzXQ!1c^B5PUv
z@DGIZzA5`(DMX5Iea}Tcz%QSSUt*(V9uD0*_aLW6aQr8Z$cvdr>y40UqvMv8^0Px>
z^8iGHT?DrC4tjgTCBpJ1A97o78C=L8%>$Ltu-La-kyk0aa`edi&HW%%vYIa>6cP4y
z>9@4Zb<<SEV45wf7Hvpqnq#UQQk0LgUKGdIINDrz)l{LcsA{1tztk;S*I1px9Oc$m
zq;~AImOc%2NnB>zue|ouR^jDZRl5D*emzcVGU#2=-R)jExeHS{N2Vd*SJ)rB8dBcu
zfVPk9P55T&{J6PW*UGs=2fQou$V-g&juND*mxu2{2I>gS1G(p;1Pj&{*aWYaR@Zh@
zoO*%Uvp>DNp}3uR_qB`_zFyP(f>{Mvfw45VPvFNDpjC(6VLjLCNWrfn*o<3FO(4v_
ztzAV=-tbq`qIttR?XvN2?EK<?nl~(p8Y30dslJ{2C)ky9Wd+#mu>E1uHv`IhA6VPB
z$&)QVusb#}<_VZnc2U<?7z>Ww*JQkr&Eu{A$tdl{$cLl5-mlVm#-i>QyR4V~`0Gxc
z+Z^EhY&n*)^pBgjyZe=*EXF}jyG>u~#@M~rF*XhPqy^tY)zIpiV_A30>A;uC=Y@7t
zpXevEKmP5e3>q*GCw20Y7Z*}1?!9jL_(6L$%-r4Eo=)^!puH-%y!a@qrQqtm8c&z|
zdwmIe2CnA(d}_g^^R~*vLB|l*k2(A7e-3PsZ?0?4w9N;*dsndhkVIdHw@v-?>s~w7
zTD)pWQ_ik7UHsNNPet+2j0Ig?dTDFzsM6_<^|d!;7O&1aI5pMqgD&Tsm|<U7N>GKk
zoX;s=W|Vt$hLHJ;ZU)CX3;9!{9A{v|S>ElDp+-$-YPu9;Tt;iqvP9n%t5eI;j|a?N
zoMvc8x4&XVTXzc%Q7xFEe1vtMT78f9R#}aWX&btGkg8n2u5oL6&HR4Ryqne|NBjF5
z=!>e~Hx^`vo@A3ZA~!XefwJFdvO>io&eB)C0$y8@m&&`A?&5u}mp@-44ySn{8f|v8
z7<a;zsWN22(BH56Dwi!o_eG28ZD7wVK^5Im34wibt-h7wI&lbS_&X2>kKz3SWY@<?
z!cm*arvhf>FlyH{7`|yp4V<KR8I-?w0v<+p?3{8hBAY&Y=$hilV5$<|k7!wVr24f~
zr8Eb1NT>Wf*hKBpw)0Y_{xR9N9+;U`m5Rm>)X@&l)stSS_~xbaKVfW>?c;<uh1(vp
zJeV~(eugPmqE)6svFG*1gV!dF$G!0u{xw?ko&TxG7=ho9IhkNBrt<iu>NIFqF;_aC
zb*rpzat>{?l-M}_3w-I~V{)|zS-UKDYGZPx+MP07eO<Ad=ScFSblM45;^jELYJ)8P
z$)&Ez0eBO`E04G0Hp~!o1jyF(CPswVRYm4#^M&Pc48JE{9$?GPRpQlsM~4ewS{{RO
zo7;j_95G|W`pJ#H$)+2K+ZZ|Q&4(7S{MiFsJ>jZib}r_XQcrCdXt^<k1sT-F=VN_~
zqM#Pfb?gmq*+GZgt~1=cYZT?unq-OG-Yl*#L;*IiW+xNX0cLD|HmR`jZ>fk27Q{od
z9#i&TKYUM<B`)rNMjt1+Pp+!l^?c{7=exhUOyd@d{-0I9ru|(z(T!c5@NU<7Ol!oQ
zKkaH}Wx6$Y*wr3McyKvjshvKp)vG<hDutWps5TOqPn%*8Q|38*ph8H=G$OLDbuH~B
zj^+wx+^!w1JxIQ)c1qUfjWLQ0hjv_T*&TGxf?ziE5&Y6zrEfo@iL_c^eodY@D&HTl
z`|kHShbru(yHw<gI3z;)?bHtgnpvC!vyd)dSGqx<+B>#3JKR#ZnTVV<4H+pO%@(hy
zdGsCo12Oczvf^Q5l(BeoZ-4!QOUkL?6yN4^w}za=?WrfMn(g-a{3OWtUHPgRlh(>2
zR?;>yNQrAlS`6yk{Gq<<RWVWFYEH+`o3gw6ntpLJTA3B@dygFzYjJS;!Cy8u8?bj?
z?Y!(&z}m572HoBEq|^M3?S;57abM>te$x2j595(^Yd47HVX{HK_=iUaM&Q$Yqn&p1
zmygdw&ceR2m*wNxA*X6mE`>ghsyW^?mGU^cQ<(bX;xbLTWSlq7-{$DYmlsAXm(3HW
zF=qG4jil;8y8dB8reJwid|rc*BAQe(BJygwj@$-6X=1wes}1I~n@sOpC8-c-9%>JL
zP&8fILpUF%2ySei%ITkVi_J*80WHoKC5h7aKxxDIZJ2<DJRwg$$Ee0^gKB}k^tV{H
z*u+R*>gygCnYW{OXt{t%j^ufG2eG(6b(EFztFi|A2C36;9Xs3dJilQM9{gCs<G`@d
zy%%vcC7g^8eFLjPUp4HPE$K|3<<Bu2kT0kfygJN}G4`!${B12m5M2@)Hl@A9y{(vn
zJmpiX_Fbz33C=iEt8(ARy*F4H39qZ9-u9^-8eFwe7KapeWQWu>sT9fDtTBq&oo&AU
z#^OZptACc~#W<IWo=e8*6(Ly6)9ciG%dV_UiQh3jtMNj5xpvwzFI+i^z=9)rMo($g
zD$2_tz3q?5%M4B#WqLfJor}v1fi5Fy;zEV(<4|V7vf8zZ-T0*qn2~C&#_!F_!=22Z
z#mx^`CXKU>dQKZD`54a(o|(zNwz+U$Po<M&JourRXkfKPdDqDPIgn2_ExpN&2%SRu
z_%ba;a)pFT)<*xt38y&>rpn639$c-=l1<9db_^xe4{kA?x;gEi_D}TlrCE1PKW`Mm
zpa1r5@aAdHOZDy>obvgl(L{~kf46ZrRz*H4ltH_jnZt*>=LjcNkT)e;^w#@WKN6(3
zC$AEmEVp@x3u;-vZ@BKLUcAWzB=fE0n7KK&@|I$8)~%z4vbdd#TAc&gT}?+;oLaCd
z`0?E2v{PWM{f`qqZ&seBM=rr9UY>JmW+v~1MI>jc7H~lQC}XzDEV$;d{h88srwfvo
z-`S=+?{9d2zEnW_%}PLg5D@>swLO3CBz%-_)t$Q!mSQ#~h6V{tvljPXzecSq+SDF4
zb}fGQ&b0}=H?^#YHs7@Ih3s3k9sKFbt~4ikhaw+D!#!=q#R9($_w9qR)Q!iYjD?v|
z)ST0kUbV6V_wF9uTwZ<cUfk3^qVVd;;vmu~ccb;gIag*tr(PMpxZ3<PGVOBC_rdVB
zhs7(AwMxuLMZiU0TAI_oykfAsCS?F?J%>qDMc&0P9A4I3B}1+!ExWRHmqU7u{YGD&
z8P4#Ao(<T`WK=B1dasOp@n;-qiF}ETD%QN?MJ;3Dn%#2f*owROdDrc6S4uHPZp)7u
z?JHi+=`{_z5U411m->a~*|eOvXuS1-Ju|iE$a1fZ4Y(B!+B_Lg_11SwkLo}zCg3th
zvGY{VuPbE3Eq;%#-MiwFU3cmm5?5VRX?{fiY*z4Ny5rX3l}-2iY@qVKP2xdhqmZ@x
z$m~w7V~vICz$V5Z?MH8qwT%7>Bf*kt(HY7NY_QtuySP=+4LL&%v4&>xH)`<7W3L-W
zYK=#$%Ij-yW(utys;2phA0NwiSEeT>C;07OIc=0l64u8bOHaSY9ujA2wzRztCqGOT
zhrwi(1B5L~6NB*I4Z;)nvC;Nc<RE@wu+k5gFr$z9g6`(l9ZK#WBL}vG_esWCkfKUu
zz&gEkZa|~(-j!Om*_x;PE$0^SLsXO_C87hw`c|?9?57#Y<C(qYge48#W8>CKWMM4{
z4bcU{R3;@CzGg?OzUeQ>e3>(}<PhI<WT*a)IUEM2ar5svu|Bu*yB06JL!0-EVM`p)
z`d8k{A2KQ4c2&xs-0IbNnUm)0G_=xev_2iN0&T*5YG+H+Y`O=TzYVcV%F4+EEu6h#
zBiihSZL{N7YKojs>2dqE5Ppw;`(bc&(}1<B2j#f*cdA|E+#qz>Dg?o9OD|h1lS5|Z
zqyU4k^1Rqy0j2AYMMhxNaqH=?tBv!zyLV0d?GxtLf{BdL4WtcEQhwaJv4}KJuyZ}~
z{3dSr{GKD89M!3#4-=PQQsS4m-oBz3mDe84xNvrZ;&@TmWX?CD6+a8eRckKQgeExE
zt0}9_T)5U~(vWs!URX$Pt)0X?W^w^lh3wR?osOS+YQYcIj?#>w%*H&|JxEd=i#~Ls
zB#a~SwVnkBWXDeKQzw|mn5!4Ek~7!L$MzMySiQ>RKyUoz;9b6>j7x)^DLIMX%f4H6
z^UR@3*K&GVW{zgMbPYUxpA)}s=hZfjQBZw)*%F^0o+Q9E$JbB2>UeCpX=$0JY%*26
z>BA-$_mkGIT7GWZc;tKI0?wKHt)^2)>T+koRz`9-ubiXEqAoQ`p5h=FowK<QY})EF
zwH{3VxXpv(e9&};k#baSa4MoHo6T)`xclzi3`Ohn3+7Daoys6PvwPd-XP=Q>iw)&W
z>9J>T)r*aB>!O`H;?rZVosE~ifP>aHRh%z~f|)=0IPZY()93q+HoWYX_SCjqkke-@
zh(GAAsb98G)Z*eD(3@<qgmKO=If3@w4!zb5GHi&Vyl~SghSD;9<ly<0P4&V2mGx$(
z+=GS>0$QgAJYXK<>P_m+ihJge$Ucuh(l}{Ud5iRNMjJxtS7g0SxRLavX&FAi_vm~}
zN28;ejCoE+d9NMaukDFFyVUiE?~ZTV9vN^z|H9HexUACey4ou*<&gtNnvAXeBdJRZ
z7)O>roXoMb;Mblq9jNv46+B{iR9g)<kzVF<j<o+kb`r7UEKjV9jClF?`>tn<jU^|X
zs?*J~ACsRDRpBevu!ToGyZzPqf+fX48+`Xpzg@bq*(Z6jyTJjs-HO!>{6D}B?N_f=
zq|VyP*zlO%H;0gKq|#m!^%5K3|3lPUxHZAPf7pbGv~(j4qa;R*Q0d%Y#Au}?Mo2f0
z(lAE%2+0iw1L;<fMsjpMNH;17Vm<G^$M1OG_m8;m>%Ok*{G9i5XhIdm2`@>>0AZ)N
z^Tt`P8ber<kakXA_XI#zA*4(UtMux6&SQ0KOo=2ZR0X*G`C!VDq+zWo1WZyv?o*Yx
z;eol=?>Q&Dmy8aX^cVnbBjH{#4iQrnU}KsW(wdn9BB1x-j&P%St3|6haT>Q_9V-+Y
z;gF?p2*!_BZF$I@f(1?8gGv5g7mZyS5!ef0VTD%xbrDwLt&N;sWF=uhu1MJV1Ne+>
zJeW>2pN&mPqcRYVOw?q2gdOsfG&SCZU`BY?Reitc8Ib5VeqLL-WQfqg=>htozC4(%
zs(axJ&&<B+<q^OTCEedb%c1`fz5PE18~g((v-AG~+RVd*dWod_Vk}X{XoygT9rHM<
zG8C+EEa<anv#Boe0V{%^Co%!GK2Lh@rh#EyomQ2+Jf2FM`beJ|_D@{drkV7Wj`q#^
z-_ZxL`bNi40=HE*?_LHIB%DeD9T5%G@5Nu%5QqqK7U6&O-&YV=m3L=GJjFcagaP!K
zq1LZIV&)~guQK1k(H`3e*;?O<g8%aM#zynW1K$hu6#CjlTM^B7L@Y!ArA)6jdU2gy
z!u128Uo)>@CjMgD0pJ0v3G<5}X}FjfDz}YSN4z)zvRaqqFBazIXH3U*Vbz^sw2G~-
zz>p%S!_)xf=*lL0GgO!vBHx{y4MQX|W%8od3NU38ql!{}2VZP<SQIomEQc$svT}Q*
zO6^`6iWTpfJ3_*6^pjZ|Ml!0Vtpw&SgKs9hKqolB@{@0Xp|dKVPF-f>_>|7q43GYd
z)_RcriE0hkf)9B(`1h4jZU?owtW(m)Zl;;-M&y8PwYg8hlstsaMsM-s(dpUCkEs~M
zd)crC(?O_A3C?!*<iUirwtL~>LbYfgjZi-`^+Y{Jo_tMdT%LMafNe^aAw=#l-g;dC
zG1Jvf{Xr7mxj7AQNmE{EK{L1?u5u_mS)4suLyeH=h1TC~kE>en<2e0F#pHF(bHoMS
z>!vw&aS|FO5y9&Q{&iE-zm*)VKNs*)a=LO#)p51+&H>QHJTd_LL06ZLAWFmPP@Ylm
zTf4q6+UlEV-_$YQe7WEazU$-s4Vm47EaU003Tx+LHjQzJ;DXwfX(K;MGpn=AwHi9i
zkI0}EOY-tZ5<~5rm6%1xY_Mn6wJ{qO_A9j(GDgVV*rn?G(S5pP+(*O00qVjr&oan(
z{kAIowRPOz;YDOAQ>&(QQJx$Urj`zuCi&a5qgxfgGjErSozbNV*C(yWMNUS;9J~zE
zxX~4;W(9?8V*&0<hP|O}W7Lx~$s;gX@2uWN$*dz>PdvG9%WBF)pxuSKz*MhzNw5g;
zq5GN#kb}Sq(Zfhg!(3CC0}(&UDBtk|69h_g2&p>|hD^}><0E(ppFo?jXf+UFYh2AK
zx7L_6Z~{n>`mvKjVcuo@3EgZ_QMynRg*7}BZQgB@j<rNd#1223b3y?O_9IOxi--K6
zcV2+}Km`JLJP~R@7N|p}Ldc9WmuWu3)Km?F)XTtWB*m3Lv4biq!nk4e=qdSq)ffMN
zCavU4=<8wI;Md3hLy=tqEm;J1)rtuRRb*4=Bt3|;E}}FjF*_4XxFlRlMlxDU0CL*T
zh=Hyd1oy-LxDnUr6+8UA9OV8RcN-{}>1UN*K^4XfEX~9b3|Ga+8gU3ti7Ne%Jkggr
z@s%fpD?O}=7)Vi>U@aOwbWL80OflEu%HHvmTlr4Cz(NbV)||D{DU9E-7&UEqTRS&)
zY3AZTEmW&J1vU|TDz}vTyrkY>j*+sIb<n~g3a-s-!7o&c?({>IZjECysQt{#3!Ir3
zJu(|t7Zc5F)rEbRiZJwfKkfW>#ZgVdg^a=^h*nzV1#IY)dzMmmHYiFH?5^_}-;CI{
z4Dw?D(`(3z=l8VHPng$^!XY9SVz+aJFV(OjY&i0E2U(__x?Zi|`VC0Ig0WL9snMvs
zs}@_00@uRInk*wT(5%<37EJ~$rvTElE}`Q>CN~&i)I-tMUomag$N+?!YFS=QGuu0i
z1MyfD($Dw-_`Y&R!5~lWy*#YHr#8PtxY-sp(y5>iSDN_bW>D2kHAWdWnU`29)?=IH
zhbZD4=_rJWVxu~1hr6Ko{4up*6^4VNg?b$wK&jp|d^tZBpZ}?1;G98jANd&WR2)=?
z*NQ-R1@Cnj&Fdg4+N(U~<wXUU6<4j3DBDDCB3JG*cCaH5zm2Mka7w4)8G{cutRmI+
z9rF|e0;tIP!X>29Ti%}mx;cYQ4QNS9OS`k3vbPX-2#1`mXo-hVa9Wh}lblQOCyR|Y
zCghtn&v}(bM4NavCPJ|S^f-~kK8>%Y@~N6?`P^7xyTt?KZuK)q$5K%RWbT9!AkJdY
zXXv_00jJ&w3~y1(Un@|@J#A`9W5NrUep3RYQ<&;LE_Y=>)1P@z)2diTREN5PC@ENR
zK_)+BCtOHB5jkfg3c<SmN3fuE^SPY_#lOdBZ&0KA`yT->g?c!H#d*0bOHO#WOP4~B
zjiP=A^3Ia<^VS9kyQ6~}4sb>Lhb9bfWNT{0^y`@VVJF`1f^}^&<7ywxa--kgxIZET
zjQ@5BP%5Jm&KgF!v|dVColHM+^SLfptDF7)G%=s$U2Bad7Kz%2q&_Wd)d^K9*Ee*+
zj^lq^%QB0pQ;59rbaz)|A2Xsny{4nm`AYH9sKaZK>)Q~nyiRrZ?Cfdc6`Gk_nd3Xy
zb`W++FV04nCi6Tj0y9qbNnFY|6yq~&HWc8#h}x(~0_=y?vamiHG=TPrHbJyF!^)6S
zVw%I+0uJWQ*<R@mK>VAzUVQcloNAF?HWz(Q@SE5~>caLLv)RZ=tRwnPt;sSNVWD1{
zgJ*4hsog$yth<_6?JkyXKuOzrrh&b1?InhDC$#RXBkD~|-Ph#VEk9LLA>MimZ@KF=
z_#t{1qWvJ0fQk52Q&yR+--KaOX7m4r6bKQ0<1cxVrJ`L=ulEQUeGaG{+uI$UExSw2
zgV1*ODPhq|%K&5uaJ#FD>5HEwy^I3l0TZJh#N$Z(fjfayG}WLd$Z+-kPxQJ?pwUcY
z%?nVEN=2tc-~hw`LC1&?^HHIlVJe%CFhztgY7%I+RyUNCI3u8z82cG(0hiL$+MbVn
z7+Mo+7Hh^g)ZCH@t0<5@Xz4J|d=FrUP@uwYG2$Fm&A%4vL`Q*aovfM**x#_w?5!$m
zcqVNjhV=85eM0`zLL&ACde>1+Thwzjp97Vj&8TJ~vu2^)8Iy}M>Rkaz&ANS64ee)`
z>RhpFtLjW#iTT7jxlMultjxxsq@mN-Jk={3xQyv$8kWht&D9HKq(#Ki)TTyb!M@97
zX(MAY#TF>Q#bIDSg>_u8*bWOC?$TM)hJAzhAx`8yALg@@v<!Dj;!_x~;_RjBM1E%L
ztEw|?>QnA1QA5<Qiz26_H__uK?ofV<HJFYT2Mg1yQ+<WBulrfu*U^6XEO+J%q=hy6
zw}p+JEb5?hm_Ul}@zjgnjtBn{i4JSC4F*;_D?;1+`Dnutq3IvsT^(w*r)(H!5&qub
zf$3d*ap0nluQ+6lXcxom?P$T)U#amK;=jnXyCVA^5gpS=J5NDF$+juz*xIa&))zpg
zXTVwb!kO(DT4cnNTOA92N&a3`&dk-Z?US>&F<FccDYLW3w2s(R#al&`dqbF)H3HA}
z&~FMtLVrsJ+T8$5^g8U+N8<YQ);<Cjnj2>jLGcB2`OnRF8lGt+%v1~2Bk)Sx0oLs|
z%DXyT<N3MIh=@%#Z6z|L#myc=TC+MS1FY&cu1|D$X3VlW6F+4%h_$E>47+a{B>0D7
zM?wcwmu{c<o8~JdRd`eEAv~H@(wV&*=2hvzzih%0+5zTg7A#C((P@iM*PTeS#JUzt
zp2!W8{yAOA@W|Z704pKLAe+Qr(6GBV*nEx&4Ch^0%{)%P$a+YHQt!MX%|VablkEF!
z@x?)T)N2uyTGS{7403i|^cWyOjyO8AcS(sIYh;fdcFBnT2|G_u{W~@oK+Q3MdlFQB
zvh8U|qXJRpsR?~yY_lEt%==%{j7F$M5M7e(xq;@JN#%pilypWQzWwk}%~K3m%)Po?
z==4tq86*eNNFO}|+?;bGC+Vzh8?O{N+@5E($?_X4Ue@20xOW~LGS{lc%Di#J|FlVX
zGGeEf|Ix!%x$O^afx$eWA_!8|l%#KADTsfsKJAQ*-4T8z9~dFOHShB|!IJxQy1}*G
zaD;M@T@^;yA~8q>nJa83Equ{q9zO}6L+p}hL|vKb6eS!&od2%eIn{@2jMH<y8xen@
zx8SI`pHIYb#m(`(QIZ?w++UN1{bFQp6sqP~J%0#O4QJDLJbBJpx%{2;lOwCthZ4W5
zfmeRMR&T-@U?(>hTC~DKQ32Ld4F(Ml^+G6_K+KtQwsf%Gg`KnMz2l{Nx{H2nW0g&o
zZ^b)?pFajagpqQe<aBTDkjRFAFE9QwVCmnSIoF=Z=tc;yZE<X1N+V$AJVIT(qTrPi
zIQ~ahM&x)lw7j*}>2p<(Fkw_+{kwSxiNOBlDIf`l#r$aFA^8iF(JPf|6;BpW>8sh-
z!XOcSNEp81;Wi)e-?Lw7XgPc7rL$+SND>`ixO-cavPJ*P@#+c1lp&!@tvztdAtzWQ
zZ+yVa9#zEZwGYB@id!B&P`}hjDwVG)(q-=F280d=O;xPv^{3-2I=}2e^pcytV<v1y
zO<$R%7JTlk8N1(2l}-cU^5RXmsTNKQV+>#ySTJ=zP2kVzF0?vGEjc+o?w~Jqii{E?
z*G*5*AQa9@$-;-wQuvUQbiXsslIt2*!V1oYc3UlQxn-Lt7wxC6uKbp`7g~CVelqkg
z;YPN99T&(MC3d`z{O8M%$y=}3KcbB)43{Ri&6r5pf4uHem<kSxJ;<!5g~KX^V+YU&
zsQ(29{J;lU1!pRRGzpUlX)VD}W<m-U`d^mGK>^8yFKs2&J|iJmzHC5oOimeQZ_v?4
zBJk%qon>i&WR(ODIvauvSsmkpHYG$GNKwAQ%q$)g3qxmCmftZx{FNqP6#@j_!%+XR
zieZsouMAXHYW`^_(kyQ4yB4ULR@;;@1{in94G+CAD2}xj2i(V`*`em-0Q2^cta<Y+
zzCqNieK6s*ou&Uk)gq@j6JN7i$|7;CMry*a;rK5u=va35-g4T?iKI8L!^X0+<BruH
zrH~g#$ooVxJxEF~<g*n|fKg_@X@He}!#eL+4*jwDtKWLa`X=dN7LNLTDqa8Ss$;>b
zuhG_x9N(FBf9dI|i{SKchJ|Bu=QG2(0_B^WeuYj2P`&0T1zV+CYO8WoHE7jNsZ=(T
zhiGcPTM4&Rq3w>Xqclu^IAZ=rn^L)`yV)~uXc-TPbaBPj5;x0O<6lrDtJE^=>wdMc
z8vdwnwWhlPcbFiz8UE#NF(wZTM|kgDnYtWL{@a@4L#k?V6{EZ?$5PhC#@{G~enX9-
zabL^<y4GirJ#WibjYeTN;d9Zqb$s6g$M0(1fgvs3@}FW$J<wW5VfE}mzU1UMSd<-Y
zV%l|qE|o%HDu3fwDD#Onui#g^D%AVWgBBk0!fG6Go?J|;M@?|Qr(fwts((dwvP-q?
z|3|czE#*5>k!?|ceD$=%x?=$=H`}PH$sjK1{bP~yHG?2s=ex!y5x1aEj8IOD+KFA}
z>^qv(jqk%><1u-%&(uyuOuvQ(zD(|vKlqQx!$}$}0C{$5eU$o7ok*pd&0juO?l7$E
zX~XJWlih7`z*2$!-kksEn3%;P8r+2bAlGd7B<4q|lVgzxQ_*@E)@c3Y%Ta1rkaZ6T
zJ5xLTI_aRrzW5QUn0duDrD9h@+?K=ewG_x1+PBa^<)(yHFZn@Qt>YF*n5Ze18{|YV
z{;ALvk;G?WqGGeBp8fT506nLnI)DW0bjhoZ6eqo7&(x$osFIUwkeh;L>6fc;>+uuj
z$Jy+K&Pv=zoz?epSMD&Of6Ypxj$?zT_P&WVg<-Pq1sDd<O!~!~Xw1G4gXx8485WX!
z^D{NDnIj_4Hdz@}O@rN&fUCrHra83$$hUGQ{0!_qy!lQez#@Wjy`xIH+Crz{FG4$p
z>HE3i70J#;9xvXaMR`(vJnDtF<V62@R)1_`m`w3M+Pa8FV{22mRQSOk8p~uClsXrE
zUcfQTh~xQJwT5!FVjZ9tqoq?aYO}#DGK6T!>xLB;(70Caa+$4l%gP$3$+AP#PX#s@
zON7XV2xgmi<wmypKZL@w<tWCc>B7;DogHK@x-V+V8+@p3A7)gPPaiZChXu}0;uqxC
z6NaE)$jO;Lsf;h*W&vJa*KeG~2Ba6<mOVGzk0*~dn{hBVwQFCP>s;8Aa}}bmJ-3AY
zGFCuj#eVpaO5k3+U$Qx1){1YFh2<XX#6w9d_g-`^(A!Q#rxRAmcqI{?;Lg>KGPP65
z>ee7mM;EmznX05W0;gMP4ma?1R-eaPVH)}U&xvt=o{Z^Z*y%qR9?=BUy<`*%3#k2P
z`v$$fVSMkSD0)SI<m{{VcrAF`nnST8-$Y?_1F3cr0XF!#vl{1h-cie(9O^39l=Xs8
z<-&1Ro;nl4+HndObbZ>h7<DBf7a!XnvCuTGO2!VHZS&W>O2KWft-defX^O@NDu5NX
zy#~*@_dM|D?DOZ<c{k?2Y$HEBks&l7)#b={=KEC{r;SW^esu*9nXz-&^#?{9IDOOl
z{uviyeF^>L<v|gDN}Y=rLyz9L{2oh(hRU(`dG(+5tjet%G5zB2vfZkAYO;?XdW6V@
zsV}tqO&Loz6#B1Zf7*yTowz*TpZCdq=~RW>GyfUd+b4t%Su451x85K>TAThTSK)~d
z`2308yr9UDwC&XoV?#sk^#Ykw)VI1+pWCy_iOiz0r!w5b@E<RRZ?jL}%|<NJa<N;9
zvMh{@53ck#1-4q-&HO(btI%CBS#oY0Ge2qB`P4&GCK!z46<AQFJJt4G`Y}`ciK~<w
zB>w1WvvUo4DefyxpBPHZZl~K$Vwzbz^GpQg^O43{%vlLj?>J@I@<<urgtSQZUZvAS
zBq7Z^TR)i^`H22cIuvd2v9rImPfVSWu^$tar^7z{1PT(=G}IIqa7-kW8%<3=l)`+x
z3YV#Sh=2gXXs2`#kra!9aX3d$=_#8F#G1x}8Tp^ZA?(~@A(lIt-@;)D9+~G%rPfpI
zn2Vj5k=%atd=g=PnU@fcd2Hhjk_UPY0~-J=0?ZD){B?je^*Z9Ktu~~QpeE4H#ljoi
znyVR7b0aE955}JmaOF3IK=k4+W%Cy?@)U1PFjIA~hKyNRKQk@p+^m+%+&;}F3-Lnk
zr6STL2;H?)t2Z$ev;A}7Q?Pl|uJyiN^@gYU1ue=o|0eED)Gi`VO}z&-CK2VKnYo4I
zk3uLeUGIWwwSPI|93=MqP&o$1;U0wsaXy~okpTk-b?s%_e@-gwO4}H}V>=fgpgycU
zPVWQ%oqKf&gIpOF&rMq{?s%iChW${5LHEZFy8a`Qdu5O-r3RLAR!lHDdfiI(*v7ac
zm)rB9apnLfQKYs~$L)J)r2`y7PGc1H@@6;4ZO@xP8PPFW`IVFWM%6X_8mW6<@$Xjs
zt%R7Y{;76a(rlupdShYY7Wz-k+nxIJAu~f%o_kHDiCx5e+})-1lK|T5iakU|VCtK@
zYVqDL;(*6$@D0`pI$@NnDSF4o(-9F}=6GEjkMH@W12_k|y@A&k0>)*dH9({&X90`$
zTxHre`k?xKCU2Hi^LEZ`y?Hm}LKc&=N&CQ*t0$-Ii&mmO4}RWuI4O^g$E@?@h<n?>
zh=NGIkB)~{O&u!j=#4a;ynRl6M2r5A0CQ8Vv#O@w)9|{@Ug2}Az)SP;d&pR5hD(u$
zeDyU)<)vJ>VV!HsOEte}3t(M*nkk(@<&%}2^&ZsR{8^=^Gr+Hh8}P5$Q`gG-J(=)Z
z4+$)jzql=A!SNTd4%=GWR6)tbdWe9$(~kDDnkqN8o%qU5NRFMkr3SFmxrY6r+kt$e
zzw7&C$25tigQh%?gR!azbAZ9p7XIADm(8ub4l-aWH9i>Vb!-!~gtR$0P}R`|)o<FG
zfi=!87*%)BUmqnMd|1gOY1+-Sf`z<r>#}AKaX4g_g2`1H_&;B&xJ|>_s|QZWSpKzn
zcWiei*LwTjlY09C{d~jD&iE!-fR7HMRKeM<dndq|w2n`6wlXnE>jQ6^4b_G?-k7Jq
zv+3E6(2hu!5+sEOWUqB4@sgNI1+c3wwOT4>+KiLsi|S5V;@sQ2QsFWtH@<UnhNH?Q
zeY?6$)a<jrhhQP`J_7TXy>~m4F1}#LyYr@n5gUzvoWc>#8=I=mHQLuTn;T1|>^kX9
z%Jv~9e^>jyIV4ijnTS`uplDD2JQ#U%>Tm5orn|{J>Tc6Ek{vAU=_qxf@ovf+{vXjp
zc@JE5n`l#gT?gB__1O3vYQG{c@lg%@DLezK)r1ZuX<R>nDJXj&*D0i4#EiB%QQ5|9
z7mN$;M@<<9cm^GaePUTAEoZA$BZo*@<xSx24Zb?XkbINrx4`{Nf1DQ%oYlC&Yb)ka
zM|U$K=X<$pr#_!so(oTcM+Itsi#4W28vPYn{AbqjTb@iS;MCBG;~-1_%!QyF4HCQe
z3?VIUXwy3Hb={-bo*y*%_B5*Q{sW<s_K#Jiy%A<E*2ycMQ^I*F5>`7}z&OJuL#7z{
zd$GkbH#lxv!&u`ylI%o;Ho5o$<$&HkSG<F^+Fs@|?GSBAxXFH5$<v4(iA_6g&Tbny
zwiSnLv-SQI*ADokK`BzH{u`yz*jSxsP>4|MdW|p{$VV9(LF)^f)!#UwzGAfycvIPD
z>`DBKyI<xJ(4S(Lq(+dDZE~#3YDR+2AnW92=UO!L7U)bAJzmR^(jHR}=H;tqBUN)x
z*v!own&|xk&lpp}DK+4-_477APYpOg{{V2r=!_-A&dIr{^#jRU>u!#$kKeqXT#9b^
z?CXYCNNpC2gS>l*A}q!S|CEZqi)P|ZBrl%TjNhHG>Uv+QSduSOze=6hd1@Ic`KJIs
zesdGJE8gC8>GS-H#MySPNzb!U$n_r(ZcZrA<74}zr~s%uQlmr#zpwV<GuMs(kH0@`
z$X9@OPh2m5jUCm`L`%`7zRKq!nA|}#e_9EGsfJ6r*^jz;S-PAcGI*6W9TYe@iUU(2
zm(5C6cdK1&zOg_{uODcrN%(K?V8r`EEbTzgM;QFs{SgjRE>CUnrQoJq`GUi2>&5nw
zYabGHg4$H9383y_J4dq~KEmB5^_c*F;}ENluUMYaJ@bz*t<qIzuR%QZ<ux@7E|itU
z7N6R;)Uht+&kya@_?74(GtA_?^SQOMYl3CM7ctQ=2dIXY{<mDDOK=(GT&N~B0w-wa
z2dmA(3ab~>0#2elItK>Iu6Oc=ZENC4LeYn%fc^kzDUEn4BQH5lmv>+%_tE`i0<l&P
zln-Al_-Uc7B=6{QP)wp%e7#db!u}|`zx<z<I}O&)gkToG7Axmr0aL41vn|btpf$_^
z+Ro#goi|O}dfxj0vF8_ynp>E7bvg~g0nEWGR~vg(0g{{};TB<ZI1gj~H`=axnv96<
zOxwza>@IpPGtF~gCqL@cZd!P+^flAb%9tOb{yq(uF;_k}y4q>LM0x(f_^~nh>*uY@
z_bdQbF~avNLAA|#HDe$g6GG$uK<%y<;te9w?Eq^eXiFJdOC9OVHD5j`X+*?@@-F_C
z-BtSaTn$iIhp+Kj)G*GfT9P{QJgAV+4G(w%R{$1C(pg(sbT$y%xuIr2=)FczttntY
z&haJabQrWkZ!PXWxP>vy(4F+NA*{Y_@~qXF>5cGVJ@1dJt))Sj$(Sknf@Jia)=eGd
zZZO>H%Q-$Jb-Ysb<5tcf{clgJA(sp?E{jt&f%ANsVYa)1?Kw~J=BQ@K<Uu5cI~hYJ
zzOvlr@gEUQ{rhQ}e!j6&yJbW#b+-n4`FL8hSxPW42W8oG=vYE1c?~K{$Z(G$0j@=r
z6p;5y0<(`K+@SXU87%CPS{VBBpELN2=JC|gYMG3h8rN~DSW-nhd=JZW4*}B|1UKYQ
z-xNQgM<b|s)d0*Z+#jp6=62J=j?Ju&=bww`a8W++kF%5uXQookqCUVB{V^fOXH;qi
z?7zEfL1cZ~vdXm{ozP_p;JeZ-WIq4*9_>PNCg%lP9mmVK{P}YT>r&l`45vy*e3HEC
z;334W?!Y2*&9W|Ia*lT|P3)amWz>Ve0mv_X$LLG{ea>O4&isk8ED-jwz|@m3PsOsn
zDa|(K&-Z~{#wk^r4+Ri)8~QrR>7K_nbOPL=SYZX7yY2<7p>Z#*oW5$@RF<-t7xcx1
z!EwQCQ^j_FebG}!{log?7H%>#lM3~oi){V(!`kwJtBoPGVz#>XT)g|ohs~|C!<BZ)
z1?NIu`F!SB=krx`TWYNbUU^d4*;(~wG;i~)Vte@K5OUwS)f)s&?@LS5=vSZ09-sYs
zrZOT6?;CpkbVE!oLyhdYzT^dPu`Om^ku&*Uix6M96o9#O|H(AI?(bh65OfVaACz=f
zp2zNJt(hjbvgBDQSm2;ZIyUTOx2_w685Al>kbV-vJ>|N0>0ecrFVQAz3(cRR>tR!k
zFq3*E)aiSfnQjBuYqGm9O1rcVhM&mVZms^Q*K8VL-9I*)ikjkbX6c((lUGUoDyOi^
zP8NzeQN~SI1{@mvj($T9$GIu5Z;T4?`eHI7mf|NG$|Z*ve3Rygyi?ZOIOB3&`S+!j
z%NOssk4uq<dk>$2Ri^lBH)kMXq!KQ_u{xf5$A>0~(@kyu??!)Js$Xia!s0KTBvs69
zRrU(RQi~7U2s2oy?1}$InZ@P|Hwdfg)Gix*Ti1~%P4DHke^sh|m;DQ!k|@a3mBPYN
zIp~WVu=P9i-Kjm1(+L8(fa~MO$F?m@Q@N_Sm>pJrn$NF3dZM)J$LH6xf2`lsS#|L#
zL^&R}+3fvB0zou!TjL!>Az9Ix{7hW-9FFh!65J#o`&_7wEjxSIWi!S~cv$E8gXh-@
ztMvQXt@;wAlOF|m_0mX5!WZ%deyNze64ric7q6BEN7@b|NsOymjU}2df{5OJ<_567
z3SYi&dG*A{x@)J^IMdUYdhWtBRxI?8+fzZ_VHL!EcYX<LqY$9s6bMUgbwNp%ZDzOd
zrK*?c*>CJgy4$VHNHmO7@sduy6v5n0xoVsV)6An57pqb3yd}N;GOco@q3HTKhJ%Ay
zoMb^qN7|9Hvdj_Z+mWK1vEQ@W*mG6-QZe+lAc^iq{S&W1W*LQ;RRf=^pO1`8ucVeX
zu4kepUW|5(x~u;w5@ve6Y(-FwliL?Ha%|jxz@a9kO&pOfD<+=RI23I1gHAbU(6u^d
z&6<v+Dw)O2;v991JB!ijv^hp{wX0IDq-g~tuqMA#uf-oa3<t6*hxfHS0WnXEDU6wy
z2H4p6E==cY+dAf_P5X;AF10diA~|Y-+O&k=tB53|Mqlzl?MEXs2mqZg2i$1Q*OCI@
z<P`DPZ-5DZKNQ@OwZ+gh#QW1F)cX?E#P#$saNLrc%#<OkFO&3fHSaz1Slm6AInR7Q
z;@a|nVsop}rCiSYD6R1T4uCW%(@xo<)e7m9kqg`Q(rkVJ3feN8;2walc(5M4)5u3H
z4cCry4hBrHF4C>pY6@PM#X>VJFDegtVG)d|{j3&cKu@|lDw~a&%k4f|6|v|==P#U&
zfAfI(rIRGS*qKsB!#+8Hohh-}>v%~~cC1<JLA`}(njF55Q9Da`o;aQJO<iK|*)*58
zwORa}sbz0VT=v7`1sJHL+Mj@QG~msx&y)U9YM{J&xTRdX&4D2!FCUG^o=O_Z>ZG%O
zuh*B&%3NzD_~0d>C9xb`hMMnlY=YTj7e!y#)Hj&#)HgtAw7jPFP@IBFoQVc;Ts)qd
zM5%42R)}`E8x>sZ<y@LRld0;jpXT=~$L}{aHHvLCW70fA<?R&v3~*Cw6z*Z{$Le5=
zaITfvH_ljCL9+J>?m1nj3(Ph68hHKIaRlDr`q_Wo4a6<hT9ZcD9v^6mIr^F085Ig=
zRF;<xdeVby_n_Hnt%KZ#x>`2xqIE=N?z2~BLXJT4Fb$*VO8%l&M3LGr=&)h3NAtsJ
zz?LToVA$Uy&M7z6@4z3f)g^A?y!NKLwk{R{-@oo14th_~m)ur$74F)pN<Rbda*VuT
zHRLaLIKUa4OpXMaS*9H>WS+U_#Kw;@&-|Dw=b%0?B4S1Cw7yL?BrDTT_(m4+MD%O*
zNH;YgH~m*dQ#?zx|9-Ls-`P1<4%hZzZpv)o6&^+egXhs8a?f3m6zmY1AOlO7j!gN3
z*7b!v!<8W`H9zyXqN~!J_f{Es=V0@@rc!Y#Zc2c73g^9W4(MURr~#B+mIyGvekaQI
z9Vj?@arTKdq^Ye_`$StG4L^O!C@!Ur&9EN#M@~F}PHFHzao3Q^M$WhJjTAxX%JMD2
ze!=r({UV6GD`?h^yip)q-N-PE%lUvOmwM?w7Yi4Cro~x<yeTV8Tio#YY@@)I{nXUX
zb_4RkGsib#shC5{-<mVep(nf%r_mz+N$9=8a1Tkm!FtNtaEIvc$xcT_hI-A^QIghI
z!2Ed=@eD)igZh*9yl}tNvQ8Qiv$T==VLz5~$CSjixiouhC1hx#wa64PJKQ{9{XR2G
zCXc(8XYTWBDfJjSgQdCehHA3Eo9-5FnQ=Q5fv4+&JstMA`Aj6r0Koo<UdaO5jvTXp
zJU!20CGZI&X~C)I5jYse>5riX{Ipm&_xFz5k^U_sg6ONY`$Q;8i1^T%$w@LrX2<ab
z<Q?q5C;6pdN0KSAR6x9%vV|vMl@=ieW?A0wE&FOu7vDyuXFqh2`8Bhr&k>$4y$KI6
zND97CIt0~v1OhQ2WqcRL^B%Zb=c-@hlI`WsE7W)K5@*f)k58R+?57?QGX)e|X0Cej
z(|~XqHTU)oaYm{d=@O2&^#;;f&P)+NW5JOZc0=RLtzVew-43{1%x%<uD{xeW$Y@L=
zAgpR|-0(?JdlvUFo$KDh+zVR`0SBSY^rHWWaIlKhE|=X;j@|nkiXE50;4P?NmfFch
zcI~j6qnKK8datvuyw1+ev<ACCw%=(NcC(?2DLgWRInz4*9v9O5TOGp0heaBb%JCWL
zK7lD_v{AIl?d`Tx@bH>o%pxptid*VHPa+;hX+KXlZBEzCTO0^0Y;I72`2aZey#rlD
zayt`Jua<DbuW5Sy1^twydh~^{VVM^qem|G0t~|V}hq)r&&;8ay=rc=F$LUR`42p#x
zw7oS+8<km6sei?@N~{J?kc|GdM^|lKY(;211W1hblR#WfDWvX`^mPt(JQ1+MuBNmR
zB|NKP?k_xLSu=4=C;2h#v!TAEVAuh_$-iRGmr%!!fG3*oHP(~weF59IylUFelvD6s
zy@T_A;k|QauXS7xlYpN+3>@bcg>se59q0W^?~tgM^{~`a`F!PL@77M#T4ASNZio!u
zgJWBqH`@I)xgmb&>`euR=pXs1jh;;d`xgSB-8PHNc(&C|*4ERS`p2dh&YTRZqVIEU
zE#D(<P4hfMe|K)|o8i&fgB>hCT|&M!CsiF0A7I0pgnD$EVh&SB+e8@6EA}Uoa;dnG
znddNhvNyH^`wF}1MQW+)uc*JhUm0YGpqwoN>v>bz>9;?haNqBy&<|kGREg)4y$`||
zGaal7@%5Gu%eaUdl$}}%L=;Mt%9}c!7*`v?@_^YbUEB>RVIlBkD7L`-b4ia`c`23E
zK5|GXn2qMx=$H0hu#WU3uSf<RGk1NHu79KS1ntKZKJmU8gC7s*ev5=)2<D(<m*Us!
zgxdR;Trcal#sZK0S|T_*{g)>*^Qi5P%F%Cf8lS&*6TUL2^VZX(z4!p+GR4605^f+2
zNEw`Me~sSly0Su1R?MEZ8IFB!56Dn)>QpS~t^RZ3S(JQ1K0V58PED_EQ+zg0m3Si~
z!LH9{Q%K};*R!a$PGgjv&*#aMTFps6MX#a9&P>65YIMFDYyL9b#~9ARCA1L-0LFPc
zBEk`-7$%#M<c;QLaox0Qqy|O}UgK&Oe`@e6=^!qy(pC5$xbJjm%}=w%+A~`lyCQe-
zODKKo{6g^@-#v@kD%aAo`Ukc2qd0RXb&NO*7u3I)YGRv5>`XSMQ@GjU>i~v=&e=u>
z*D772a`d88Jl0z3i8G>8Xl#&>4w8in39kCyG9!+}g2=0-okN&0&TwJ&y11}JQ@GfE
z=-^|U0A3Nn#ba+uB%+*;_q?vwIOh;~7ne;l-)8KF-SC*n5qVW@NlkvgP|7L*|L*xk
zbtj;~`YaH<Gwx&diIS;Qtk*X=*^OPKcv<ByZh)t4-r6W%;iPtO5dh*^6csbLz7e;#
zW?SgKuJ2`mpP?3=-#I@PVV)dixSNb{Ev=XS-nC<qwb>nQl%|2X-`YW@G|K!ov`qRX
zCW4zja_FlbAuS^wJAfr|<uY*vD(Az1H^Cu-8P3%@x}UO5M+@1U>h)ds?~}O<ObNTi
zfb}paq2zKU{sIh2J5n#Fi6qzM66L7sl$jAf#Y#h=iigOVVP9dzHWrii`%fWz6G9o6
zoWwAyJqJ{(wKcI%>qpLiA}mI9zzju>sf*UL2_s^7BfT|`3+8u32iRpH$Qn~*6B6Z-
z^zH^n>Td8=ca@!70O+4;p<|t#b6x$dh<(^SDf%3dF;W(7oYM$L=E7!p=dB^(uz`3#
ze0eC-_gX(XFXTsLU#dPA^`JaDL;SH?1eE$2h<zttwB+T4o35u|z2&>_1Ub93OzC1X
zJxo1%sVEStP`rx*1@SF;|Eg9;7i>!nT~ArzTN{<`>U~u##`j+|?QwmD%u9V-YgeJ%
zq6m`7wMmm)nar9Lu3+VIZEJ%Py|Y^8Oggt3**{qDCl(0;*GxJUYLXIoV~d@<*qZ<!
z#SOO`^Cqi8gx?a@R*T2J%s<>x^GPN1LGJ!YqOYBwMWh-v$*m%n^Tk1n!CB2xv7?CO
zT&YBLjQux0D%dn?*`yUKi;&gFMZphv4Uk;d*mOVNZfFAY$OXDq(4`LI2S(0iDZt`&
zMfmGZI9yn0x~j;Mx6LFf3WZlmA4z{7*2mgJmFRbcsm_nxGi#OtV0(^y+}oGD(QQMM
zxIg0brCX;~CU|0>N43{jy!|Lym9MtAbbh`Fk|WX7R#dgIX`{Ex#EO3Qwz7aP5f0uw
zv0t{?uxDz`zvT_CZIz$@J02u?TIOP$889yY0-~(2py;nRxjL-^i(25{`7-KM4^3k>
zHZxuA^=OQBOz{fh)|}|D|JD3Vt<HXH-Vndn*4aVlzp1ZEIg;>k?*;DtcD5TE`Td4X
z4^vwk`ANLauwAX`DsXWXr&l*D>@w)?BYdYEH05dkV)#a{9v7`bYa4oLj^kscT(1uO
z*zgQmyy)-Nem@9CRZM=Yf0UACmYc6(<tiR_FvEE^4VlP?E>cbWN94MN{S@;k8<C*q
z`o%_{L@ZY|UjUW1rIO5|pXAH~QWG=l@<Ev%o+uA{Ka({U@PU>jf#7fK-gR%)G*BqP
z*oXB!0==tT5eiNb9l+zgQkjEhGP(`QVDT^&7Ea@^hckZrL!DzpyYe(xU5OM9+q=|t
z;S@&Z&3?m@smyOz$7aG6UYOS{LkRVLLDyD<oR3k!Iz1?v*ZvT@Q^;MPA3)`er3~T>
zkAh#ktpNwTX4Jz{yef>r>qmHaM}$+h+huS?!Pj72`KmcxUb=!Try}_h<4MaU70p5p
z_IT27QDWyvmVnK;uD4!pd;uGahD9$sJfN<exk;o8FjMy<bVc8C*FBk!d*a~MTj20Y
zv$We77p?NVc8@X%w|_+VLaMVMElbe173B6UbBaRn`#on*nL%Pio~M0=_#Jk=>(1C9
zM$7zF_6InV%p*t}D`yV}>FdzlHZXT<i@2gmr3fm%_?k3YV|trQhVTcN@4~%uB@4o>
zDySBHGpy)9Q`*X|7c}aOvV4>+xTElA&&92#X0LPW&U{UcOgSQ<Gdsf9FGftdvbN$Z
z{J|t%dOG-LaP2=<T{@q3Q8~tJZ8C9pGvPH4FSr7>N-H*5z?(yJ4+;xv{xZO&Pv`{y
zh?_woLQ{aXJpzcyF46fWi;vkBf@fNSIXH$0uxSK9@tJRw9%f_1IHV8_a^9+8V6C>M
zyd?JCpe*R{<eQc;E=b#)^I@7$l=5^lUzGf3oVzb33{E~71rFFx3pd4HoKI0!wnfi_
zw=^d&PTzH{AKU!98eCUZgeeG1tUwHjjxU(?jykpoHdYJqO-T09nf|!{dZ+9Cqwh5T
z_c!<Be)-X~SH^!dT?lIHCa7I*$zBNb2Q5Fd)Mrm?iFT=|I-a#>S)}&&LfpSb|I2)A
zf^=ykyukLkk+y9zO<3!L_Dcr_sgto#c6~uu5TNy15hJ)GUnIaxdw{&SkEY1XhCUS`
za%~FdKo=_8u|ASB)tCC3)@D^nyMm65UCJsM%w&;^H8$(?TdGvg%&U!TuJl#4u*)yI
zlpxMtDoh|>i&^DD+3zyh!JL#y#7HPn@91#yvrjc4w*Z4d7NdpaDN7f?y1bz2Lopjp
z#3qH<XRNfIyh`BssY&T?sBg-J6u}0wi_nwY>&(&S$a7w?_?1d!+8hV=^ZHuOzM;)E
z#%|Q6WSGH%s<CoYU2tKBw_bo#D&&cr^W+;{3`EyJ^%45S(`POgr(p)~t$w%RKr070
zmZe0EOo1Ub|0r?UQ}DPO6~aY1lOfJ{qQhBVBsPGL%hIzB;%PRWoy+Q+p2d$;NBis0
zz&A9zkC3p`js(FTq~3!UIKNKeYvp|ek|6-3&wm$Sc&~YA)l}R2#WBO0e$%kq3~OE|
zxBHDZr$(y?C;#jRlvTT2wh7UQQKL-*^K1<KH?KD}4M)XGW*X?dEV7d@ETf*wEBIVz
zyObjF6!az40M~+o2Sl&l9OWZ6Q9b}Hg+U_Bivsu!r9)u7)a*@GP5Xj^uDDUq_W>;E
zWVE0ug5#o}YbioEHnlD4(d4~sJ!k6G%B;^6{yA|*ApVjTU!0NyI}vg*rB5D4&!3@m
z3^o(mVO2{D)@%Pp>mk6aDDTm4s$LV>+wM24ncN-DkWAr)&-ZyI&!&M%%azrz@8UAa
zl&r23(C4NTKxC;@F+`43S%qXDiREM*Xj)9pX2qozh`=%wF2p>lIn$?x9V?8=yoE~y
zTgur%=mWR!5o7aYw&iGMzC?KqKuM~;#B?|<nPCPYgqq4r!G3JwwJEYyQ&G5QkDvg)
zQ=wqDb7lhQpBYOgqcff<$v;=g?#zM@<(2v@lgFBFc$8|Xch@$=L%?=+UtmU+lAkpm
z$lDz3W1t)6{}DNR_%ks=!LKBH!vNoIy-a<xb>{ZEUE^^%w+htz?+{9L-Mn#{VlC9$
zc=f>4vVx%$&KsV#lIo$9fTF_4nqS4=%iRM$MCnWG^R+I1+w<B)&3(O>*Firj2%*>|
zbZycJDE*4NauMQGD-`(gFA4r0`TpNE{_?)yk&5>T2Prik8P++4IZyqpjU(KD);bLH
zZ!W-m3M94;|H#7hau}l*iv2Wn-2@4gy{XKEl=3g=q|$7hn~3;HAZx8>07X~YHW@eZ
zDO91{Q!QpKY-rM${n$F>v7=C?467~jjesg5xpk1ymbH^onEmhvpo^9*aB=-wP44qe
zy64SO#7DIGzTZ|iU6Kt={8oWa$SC#rZNP7fp-|<K6T`2PZM*W_-0vN@!L~mVX)6gp
z?enlE7n(QQ>5(uW$?0tj+pqM1Ol1y23&r`NP2}fPy_)!wpC6T8nR12=4fGE@FWV_c
zo&2!6Blf%hXSiuxUPC+?w{K0~{y_<}2WwWu7(`q}rbhhX2g~nValZ(qCOS3t9ti|1
zJv{4FQr%mO(zFco_O=k*1UgIX`HQvXwFJ<XW#5e`Y+gw-D?Td+X^&s%Eh*}UI|aT{
z2@zlp1}mJN;krR|YDCAz@0ZYTE#$O*XWTzI2G&{cwP$&zBr9azrh6?BWX}`9;A3Y}
z!}dkz)>0)WO5_taKP2Tu#_B+y4@x)k3-PXeN6kq)EWy)Q*1F}^N`bh34EW2oMA-IU
z=?fS^q=z<aGB5gp+IX2(*}Qe~K$4UqhqTl$2J}blKH{&f(*@_a*(sz+3c0goVLEsZ
z(F{!4^_jeiN0uro$m#3ABqzk5&HM0ov}Ea8AwPV4a8Qv)Rib^bTF{G&=spu29CrhN
zHobeQw7vK#GlDnn!Io0fo7ifF%QE>-;@QLZl$~M^=vtLN(p@Zu@#a>Kmp(2kKB)AT
z+MQmPDA)zb%eUnaZ>D4=$wHnQEP8<#ZzZiHGVBHV79yCw$)RQzC50nag|s%(hNGYV
zo_C0w0R?>1eA^pA3HCIzc0o`%X+foCqu_#z^`mURelp{Btu89Aa*_r~M!E1O53;r<
zZ`P4Q$)?(7)(sGf%+3q=3Eckyr4LsGj5W1>IvF7HPjwKzPEX-X0f>}o9jD=mzOTFS
zte=^y!_>h4KcX@mx8U*7%+0lk|L-1%w5Qthq*t4kuEvv_miJq|8`ic)+*bf}rxpz^
z;C*K$_S)+{wII%+_$sRG#ah8p5%()K1i#&G^gOfE<_<$bAu-faUi?AedPlsSen)5h
z%IC1EwaQB_%92+#03B#I%g#%Wl@aN#oyuoiY2r4&20N6ax{Vb#9cWzg9t77^i#V0b
z3!c})-JP|_L*&hyrpe&yWpKsdgnj-eHn;M{PSRbQi^lv#TYDPN+_MWqnyRewY&4+g
zjg!h^63x^sfP{<Az?}dBd=(W~25uEmy|sT{xdak~cGP0=>z^1iKH|n@KYlj3KD9XL
z^04(ghS-vHM~-3Dh0$jGBRWb|>6b2x`Gt{voy-(gc<^^^_gT5fg`HC>Upc5t?dcLa
z+5FqJow2!Po*CbsAJ~+*PLan7ioh~8^<SFId6YJNq3;O&|31sC{y{~myBo2jcD?-Q
zjzLVkv~ehC?uW7RX44xVanr4rYb3=>Q9BRiGT<r^S+UHE?7)jKhIC~DwLZ{)?~7Ph
zi8VZBaym@aj4dO4S-0(#hJelxKBymOPp%pD{41aOZMtyNuBt2HmyG)-<Cqf)f%IHs
z`585B>xqZG&?6Y(KdbsDgI8ll!vXl-^r82Uq8^#$ZIm)C&mQlb(lv*rh>CEFk3@O|
z2hr#lB7MPb4^$AL*bt;+T|_aPe?76PMPdOnWgnn<1XKM?-3&IJ_S{>)m>ywnR|=Q+
z-h{jG${R9vYt?!Kdv)U9=gd=Qj3=8kF7?dZgLBxoB0Aiw-d@7qrUTEFZ^nHjNs^5p
zNs5kd?1mN@=2lJ_kaIr6X4$Ih@>esc)mICi+t815jZe9^DIWMP2Re)Ie_1#j(NVVO
zsgoB84AK<xr-PT8S+z-~>;JGo+iZD0f7x$pnL!hNnOyI6IO_v*pA{<~(QS)7|NO^4
zif7M|>Y-=(@;`iVo3_Fh$+iaryx;3_m+aUy))ZZ#fOeHp(u)|l0*TqT1#5}PX^&*#
zC6#bXtq7)ytr|aS+$ht3M9SK1=SF#um{N9YkE6u)19Y-j6i%}Sq~`gdJ5SsjI6k`B
z5YfNI5aoXup|Fyj<!QNdKV2%7T4ogBZrkRvA5wm>^JThzK4o^FY{eFxT{G?3i4U?8
zZej25Z<PF{e-E&INYee5<`Z?cI@Jg2mGGlfA1$}EkAQi-<HxP1Q&#N!9j@AcdBw99
zB-S{iIcuqv1{y0{e@Ip|A(V21y}1xy|4kxU{>zZf#Wqc>^u3zeQngJPM&WpDFPDL$
z#x^M9)#{#gox#uN=*QXk-_{WCjp&9Sc>@E)(oXjENDWE=`3idPveOF|kCv3?)KyVk
zejY_8o7$Rs`St_F&Feh72)C?XNklt6U=e-W8$AnkSEWXy_Aj&<c~o2(7ul~Qt)>k`
zyvfC;Y9!O&B11(4nEDe#n72aHKfZAM5S0GM>e$-kNAQltgb1^Z9LVW-R9_9^$LXqG
zCo|r{eraQ=Og7}5{uouYW<M#JETF^;HTq|%xEs~&kQyCAig=toX=;*vZsGNN?AC8Y
z%u49BO!HHYx{Y1G+l_op?rp)WP=Td#G2JhyHEFp#p@2)MWYMA0OdD58TIUi(Q8rPK
z)(;lv&;LdFr^OL4F%tz&BxzXlz^Rr8KQe$938Td*kH%i)$wiN2H55F;xWU1&HPW_K
z-REk6W#xM?%ceYDfa*cA#;EehN7_*-30GpsJfir>G8_GwecgU|cXiE%CCHR$ml+t+
zB$XpYd9I;U0~Y}{E#jsgT=)g^Jj&DMt=+}hM$zAUZ%ZU+6E4-`Ej0D9hipKQ@z{E~
z8w*$7(|^TF4>%FyuD2=WH_Khj(xO3^$ol>w*4!!*Mm;{TjDGWI*etZsOh%i#*OX=j
zyCm0_mxa%>$W72xG!TFaSm{)vv5N19(w%|J;;%@lb!2U7Ui_=D->Q4XiQ#G86el3G
zhiTRYgtSuHVVj#l-VG{m9w1Aav0KsR{#DuPq*}vn%CNllHTPD!+oJ-D=YGX*8EPl>
zAH0jSuk>A0LcqO`!Yjk`J3@Mdoh5qwX#<9BI~Rjez|7uhrt25i)#tXl8t6aE3)Pi;
zT?-5XycW~?KCw)mtYnuiCgV+zS<7;)!hDh|EK^a~e-I4^8|>gc+Z2u*liz>)K1`5a
zoD^9|rI=|m9@h$nu#4Yj6#rvB1(I+{GmBEuQTQFLYX-LU)c0+_wazJ)y2yR*Ep@Q&
zsn0{7Oq{5xk^5az<5P~6ck1wfo*j`gtI|%xi+<fqYLha`w{mrEB1>fpIF>2z-|s$G
z8NClTe{i$2+8OX96tshK*y;ef#Mp96&J;3I=qZs)h-K>oKWq0pVWq2RbFI01hc^z{
z*@x}A7r2EfsE6m-_5v}1gE@=%UhRmAwM<Wi%?+obdIC*iMgIpweI(81hZ>igy!p^e
zIY!52UY6UIrjsDY6FO?s#vjJt%{W>s)R1@lu5B`X<nlAK{;M%3dj<^<mqlV6Tmr}a
zA%`h)QmhuSN;@dfPOEGoQnORBNC2?UU6O^n-n{a8qo9OE-u!A|BIoX^ZItxh{Whsc
zInnQ;2sKfwe-q0-@u&yEJ(9b+;l3tZy40S}I>w;utE=kN_xL#n@Cj=cP&CQ8Uwon1
zGTvq;REjSxfNyP((wO<o%n;p}VBwP^7Zx^Jj^3S|8??bRM>a1VCe1iY4iBaJ)Q{2n
z!nv25be6WeM@EI@25P^nU~E?-6GY?Q=9nueR%`_bp7sc&j$jN+<IKArwx{vuM<~B}
zn$X_xz2-ZWc1H$L6Eda}HH7;5GCRD#%(bmowS74}Ddwex{(Z%8SX1_^T((6-hsu#_
zz1KHK`-Cty`Oa=6Y)vM1#<hDh!_V|&)?>{p-J53IgFMpD?l()zzxEFth*#6^C%$ao
z(=ovI)hAb#?B5-Bi<@ynD7?TeO~epQ;_;u0YA^J<<}nW;vOlKebmuPQBlg<TFV);8
zFPl09L1A5qtxHopvlpP_wGQATI%{}_(KkEhAa)A@9PAaXT76d7ZwXzRALd{jrxJ>j
z?IY=c^HOWG;g)pHpNjp8@8Tyn$zDbp`-ZgA;wr}PB7RlH$QpL_*X%PGgWUF-rr;hn
z#Wvb|0YJz00K{SNtFhzOV|??H2K*=4bi#m??hFz!LZbf&j?6o^eJ}h~;B?u^JDP|<
ziFqm-^w`>Ku)BaKFoH1umf65+v(+t6D9+K(C;A{chbIn^IOATxqy#z<Z~khTjFT5v
z+HOzQVRB<0E~D)y&@>|G!E%6kY=A~yo{p40NDZu)PeWQqTeb)58FxqduH8Sgd@|LQ
zzJ$IJE6&ND|9=3CKy$xCS5VikwFrbVx5%Rcv!TFX&(02OPfycfnj-Gqvs7+XR%S@?
zfkv!U?5`MgJ4-(q+gj*m%tklk6~tUjXSjFixwA#RubBS;HA^&W2;_Y!w%HV@)1@zS
zc67cEyR)~MmgEecgwf*r+bJbcW=4OD707wdpOoNKo=lFriO8oJI}q@T+WS`ZE$NUg
z=Aj&NAC-;`dR^CrG_}&$tY9!q?yo9ITHZkDa7Apti!}*te1jp|j8lt^wKK)x>r|SQ
z9g&xGf*IWtqLM1^o1{JRmnREZZy{n>oReF+Ua*$X`D}54Q>D%7`$bJC?oiY$O^mx3
z@l-=Q9jXZ@(zG>u{{Xj42pj=cd^>Lx*XU#eiaBoVfz)uP%`MEv)2_A$c$hD(M62bt
z4^dvLsKame76d38Ys@bI`%CN@8RDvRxfzxd7xjzidVj!)clhG<bN>J^*FX6ZDk^V*
z7A7ASUEDF{wD({9i68h;Ty@ju)b+5<IB0pCj3i#Us)s6iVysUSTS{YYzO<$_c={aH
z*EkbN5iExsRI9o}g&fs<Y<wP-qichYEplq3dx~tR8IiDfs}NkgM37BSduHtyo40B7
ztk75-9MwxhIJHq&-?P?ci{&m#`c|R1j_NEPNv=bA>MKW0zE~s%PC%hFbJoM8uN}*;
zq)K--IINlC*u-N5S6^*^=C*eJ>(;5?>Cs9Wcz$EtR*ou5L!Oo*P?e@~>ZcuP20^Qj
zXD&%Aw0c!%g~7;EQS91Bqt6$p_~w!Z4;x^L(M@`H!cO^7Stl!iN9RuYSYs8Ni87@L
z>diZcg7^L7(AIRY&1`a{kSYMr6J!&`T!#5rZI+rBBc|@P8y)c~0}g6<>_yr$=aW?0
zBRjLkIHk3^lGaiE-ubIuVKrs$?lxFuwtcQY8c#4gaBE^)yIa&$A9=X0^Go<)Yj>n9
z%_9k1WD(Mb1-dhqB|%ziQ_JQUkL5g6NL2<;TD`7mlW97P)^Z%|JXTXF@6w^@&Y1Ge
zT{1^~?V4zjgJ(3U6O=3z;(|b26~UxbZL!+;SH^9isoVI~?N7xk;;8_*V5*;Xyypb)
z1xT_qL}2YTDOl&JhElzmdsBr!w0x^`k?m5(XRwt+4W##~);CdG%jU`pusl`CZeLlu
zL<kggs^&pHXr!9Z>ObK*)vPSzf(yqv_pWZ^Rhn%_&z?f=+>&Z7Pfa#28CTv<rDid7
zxEqt^J*py-6e+1kdz+H#ziGKZ2Li9peH_9VgJkEWa@i?1N6LGOnPwrw1A;ml*-4^h
zhFVzdHElJl^yscP5s{i$H3e-UgLMmv<}SQJcYKk-JeiGq3g|Cx^yqv#k*^c7=kcoM
zY~r3CaOH&6-OGLs)nrXfF+3w@74BAAhuUnGR71$Gp8Pummhee@FjNk;?S2*U4UOK1
z7U`o$L55t`6<a!R%|^8OC1i4bD!*5}a>oQ7mABySK0Dh#v`K=aj8_rk3)@{o#4;_Z
zVx(|ap*2rH@rCY%F|~k~8RZyvr_U!H4p?F7#;-Kh(dhmyw6wJHN+O42T*c#C#~3oG
z+C_6(zl-m+TfZ{slvvLQ1xI_SHm9a}@&4>Z)DxW6l;-&?_c`&HRZ_Z~bcxW5ODDGl
zRa7@aQ^lp(?7&4Q`PVJs$GyDs00rX51dat(pH$Q|%|b*D*v|mgv8d9y&-FREx^bD?
zOKD?kY)h)B$29v}OD48iFuNP2aS5u=s6{j1Ox{Wi;eC5l)>_2(Hgek}WJ0P>m_LTJ
zRc=Ges`9UUTk3VtNvD)?5mEslij6L8?9xk~2GhsZxSbHqE#!eWN}v)#o`$pT?=D_;
zj#n|pSoP_ena$fnqB&ajuiia7PP<uc<-WRg0|ciPfoG|~t$2jRE9Db`SvMN3;PC8e
zGwg)?s#Irp<5l!6H4&EV-GHo&*i-XlX1VP*xwJ5Fj3p^=(7)pO0_ri@z)xSgKZ>qj
zYc~G?@QnEiKY9~uE;&<N$h*0HYAeQx<yC9~S3N6c`dF>>X#>Zy=3|~msik(2Q=*`$
z#jS30)|zF_)x6Uqg$lVDJhd&9qe_BH!6JFUg%O_hcf)pHYQHi{`=E?&a5{nXtn15o
z?{)c7!9fM^s@!MZr*pqa)RZN$3A>Y4)X?3qUF-&N#w%;YchSXb6^*x&=%53Rr25rO
zR?_7gK1^XE19rpKvF`1-S<*v?Yy>?=<3iAJqZv3$WV#(Lfn#kZgLgYhs~|slheKF4
z7IR(d$f#A$?1B$&^?U6T&!L+;D{`^N^Gru`RP<O?bu=?fB19p{2b^~mq6kJ_{Ml~u
z_~|;F?QRlBd=5|C;;AJ60BW|H=I&rhw+P)Dqtz!_FYYC^G8l_}^0j5rZhShd_{>ei
ze@YEvtr*{_pLaC(qB0>>jRqHB{Ast**@)u%I}-bH`Rr;<C8lfGkrCuv{oLa<7NgDl
zs__WeAGi-{n`mynK2%1!b;yWJHti#D=9uqvaE-qMp!cgQBy!pLNdZ}t?yx)>iaBPU
zR#%jvTyWh#3KIp?SuU<2WLa|C213Yq6*_AQ%mkK^Fe98(?<I-|1Tw`O@-WDkJc^3e
z+6huwBxZpW00<e$s!TMs#U=}kEH=!nda&pR(yk@Gjy55@V9Y*aj)tpR#$$?0n`@OU
zfPx6YHAvcBNJAAT%s#bhL|Hzjy{?;QJ@l}Pz#~;9T#W8G=~QR5xIkOUZJ^_)98v*u
zrQNTXr*e#ddQ>+zGs!DCbMu_w8m?f9d##IbKBIJ=OiIk4bF@_f7+Z~#v0NXU*01S0
zoSJ;ED3Grh+v`<tFU8}QcvLYtBn)PUC18S@m93z`aT;8fi2+6EAH7Cql1X=CCA)f7
z*M?h7I*1q1?}+4c+ln<*)2%P%Hd1d~{J9+|rRFbf?{e6yHS$~AM;uAEVaa-1U3Twq
z4>4r)K9wDYl{T$=<-*EYj{ur>ucJPbH`$5ZDErv$S}Kx4wI=yxxaeR@r;_q=q69hH
z>r^i!`&GeYK#05rrs7pW7zZAeACWJ0VV>r)ZtU7IP<L##YhgXiPE?dZ&QD4}WVQRh
zD|Fr|MclDMZI#Jh<F!G(n1I<U`ct~KgI%Sw5<@KCG0F8cJ(rmjq1Cp9?^-%$qi<^r
zvC9&=u;U`LF0KrWL~FH4;0mPF706Cf_bp^<U+Z(ok&WV9ar08>n)H^MoHHB^t<Tc4
zwEI+>ai8ue<C>{(sT8Nm&NEW$JKYIUrsCj_OYy$DWi5nDV#;KhLrITX^IS<JqjBJx
zNQ~3CMav(0l2G=|wbu+PXI02pdJ&|YW7O_q&}={98(Xu1GOkPd`&R*S-gVOz7zE%|
zmeuas53`96m(y)iMLWYDD<>|)p-ND@lRE1^2}drG_NS2fj4}ms*Ac8TGGyc&R`gyd
zmfpbHuOk=-(z(}jEQUrsPHHtL4y$uZ+CM_YzMnnBO(KJ|R1ztKZ9E$4G_6M3D>g>J
zz^-ooMV{^12g*+sOuBU^DcPbp;+k`^Fj}0}%>l%N2D+~a$84y^KsO&+sp69g&OEGs
z6)VhziEg*ENW@FoVvM9m0;>|mw;oS=zouCWxxQ|dcT=&B-U3u~;;Wd|)Ql&~)X0Y5
z#MvEaxVbZ9H55@avjtJtrD;i|%8>5c+MU^RaE#UWGZO`>=$bJe+Nw~YBNQYK{D5dr
zpyg(-a9|5mu|%bEY7-Gt&lsRcRA5rmsB6%4vE!vgB4bZ1Saqo*U<WjE+;{FUM!;2@
zS){j=JbgtAhRr<`X0%XOx*}4#vqp^C&D8OEY}pvBmN}CxR~0}Rsy9D>BD9}#I!Q%x
z#U9J>O6oa0Lva$Hm{__00LSB^vAzK@J~_Sw@%@`8{*8)?;KWa!cRTR3)jD=ZC2?$;
zhMnfe%!93BBeFKuJdP^Po2j*tAdIVas4o{2dB9_LII2wZX~o6zOJR~Jcc(#e*3xil
zNTi4_C+0OgS~bPxw3kreqIIg~v83e`tv!vaJD4ujQyF9HRCTQyNI!iSE8i8936=-o
zkjq<kn$S3o>*hn&wC7SsD}?D!nwG`@l&C64<3J2K&*fV8nnPW=n!+;Cp0$lMGTX6^
zKton-*y@Ey&0DFZZK%s0*!N*8q_?<P6&4H}kC@jR5m|mvagSP^FJ`tOB7Xfv3AL<F
zdf0U>QPa;PW>O!FRJPXXa5roitkt@<ytc*Ef;j-~+|*y%7gmsf2ky^CuDV#2w2nzp
zoxR=0>eg~aCi0*u=xZdg9kE?3dX!i2tP^8-`^<V(ZC^x7Ye75`Z_jEf#YyucdNp}{
z%A1&F!QfCJl2e32ew9>~R|6QX$H4Xps_Ky1%=;DF3~QS9J0{#!(akH(ZJr4A6?h9)
zvS%b24SP3<J{@S#_<G`dbSpGyTY2wZ2PRTN2RNk}Tuv9&?oJ_=AS3{VJqWK!&^{zd
zW2B2&V-hrD3Q4a%vD8DlLq0sQ*EDJoLesNZ<cxEQ((86*Qk$yzDjmF9dU&%@d+WCV
zG0p{ZekRi*u)gx3LJ*D#9cq@3uUu)<sN8mc6>Z*Yi?2%!vMQ-#w|VVaUJg1OYL#kL
zZvF(0aw+DBZQJtqsqW2_+m9s~X6|uXTGoto!5S^X%v+KNYQ=kLkZv(B9=NQT+Zigp
z{7FuaewM=P$YU4xs*JnA1(vnnT)$fpYG(b{_iAe^O)lcXS#Iw3%rmtqJww`5g7?mR
zN=|aMD&0r`*b1=jDYC|)&z9K)(r=Ll(6~Oen^rn47pbMD$t~5$GfFU={Klody@uxO
zZHO0Nlo44C4Dm4Y35*`~BFPoJh~h%b4{Amdq_514v*A5nc)rxI6B!w-_JSx`R(8hU
zy^ht?TlnSIP4ZF_c8q5=%i2pF-lgYVgXM4B`#TCzZsruHUEkVliqm;bIcRgUJ!)Ik
zbyO#D1bn-=tqobUyPKq4Ha0<!Fl(%v;f}L)qeFcZf=`ohkJ_!u$4xfmlUi8ibiGdM
z-okYOnhawgcddU9>sD|>Bv(;6FWpUZM%v=qX>DhAgeg0ejEZ%X_O`M)l^#w$LZ=jS
zT*jsyNYT5LolKiz$gF-qdey(NTxt5860(V8m*xt`1M#c~uHFlev<4`^<#%&erMs5&
zEyczDWCs8qswt^0iJdt|ZHC|7&o%s>X9S!SUe%?kO=fgEacbKn{xr`ft4k)A_Cm0`
zwaFvqJ<VCV)1CAPW)@{+1m*t#y-bgG@#r2LxYS{kJPOSSIb>7Xr_{9@E6rLtWrfif
zh6k=|J4PN<7gMdnM=WWTR;JlcH2043z-}0f9y(R2*$L22q@;CG>H2;Ci9Os_%^D_7
zcXh>c{!Pp}OUWFJu(NU#y<3ufJXkfPV&QIc_W}86V|;YD;E=I|o<=YfR*q3Igj_nA
z_PgP>4GeO_aLt|I;4r3198y`9o>rFQcgqOp@inWcPp5>mi!w;DW6YO!56}wEyG=Uo
z_$(fDQ5E?~<d&&v9T1)D+9SVc;?phC8`g4u{3LLPH8rD0VWd0HY|S*M<aKNSD#Y4t
z)|+9nSRx``71-svRTsCK-BQv-+Yum>oStZJLHm}o?mj85EpDyU-fc!;=f29jt7<lP
zvk0W#&bU!1{x5o?2oP%Vi#hz_4gr*L^fe+nNqa2UeqQk)$|pmQO3klyB^287IxRO$
zHd-X}%WlvHLaR31?*_TO5-WeV87_Rm<q}jU1&^hAF1zB*D&xW_Zxn_(Hig&*NcFEh
zySbXu&Kqs$Vw>j-2Q;FIQF^Ydk?rESyo{qvo^-!7PB_Q0uTnl4({AkGhFdg9BZRk^
zj1qBNUV){p<^G>+ZdP!9ZNvUqSFK*?3q633?M}N;u6;!u)?_$Jr^C?j3;89nntKaJ
z{lt=E3VA&7S+_cK*j??sR!^643)h~Ru7dh2du?{+2^;~OA@94f{#Bo>*xlPmH{FTa
zVe<v&w*s|mL#CY5X&Ccc%LFSaBguY3=RN8>tFN>wq-Y~RI92FRt!axJab*;7Gf8;P
z2#j<Bqng%zKUGwg1X)Q1SGPUQCmR~MrrPXRg)U;W`*)bCfZ=d(L8&k9XSugYCbdz#
z3`ve!rM<I~Z9(Hjjiyn(!k?53Re6;Ss(+>u;lI_Mi%CRkOX4(iJE)R5?PZ2I*v3zo
z-Fj9$i42js`$GAOP6G^NW}6a;rGMgLI_8~ir?tvT$to#`ZVFFYJcgo{rly@|A<`zE
zdt_^M<T)IZo`SO8;0XMvw=8T)D_0j)lGjZZcJl^DKRT7p51^=R(&VX(+b76(?RDoA
ztV~t4V=iKr&czval$>XGU-QzaM|CPngtK8tBPP0CQu@m0OorT*TZqT-^!imT6?FEv
z#pFgpepCao^)%cWF{^5BQi)FMP`K3YP@Dtzd8ut;wTA4i()pwPlU95~r5!SO#6xM2
zZp~({pK`Otj)XM4ue~Rsag-$mB<v;V23GQvA_KtdQ)${m-z!M%vNaiF-k`s?p3YGm
zszddphUVZ#$r}(4Q9^yoZcaYyBbmf9vfHr;4g+_lLj<=DNDN2u8fcZ{VhA6NZCL6y
z*4kvK=nS%qWOk#O1l*&oig8Xf`BmbO`HRRP^rl?ucNdo}Gr49xYNKr=;CHTzO|-T;
zOxOx$Z@Ze+d)pb!#u~I{*xbqXsNPitLk_jk_^SI)oLaS_D#_)5>b)~ul=8^0v!PxM
zT+?it>vPE5FF7@&C-z9G1$9#P@+Q(Op}N0`Zcf<QuxqdJZjGl{Xvp@ls*!<_-`==u
zi@z#tMtD=frMcB_wFnj&WGsj{r71yZ_cEzMrAo1=rSA41w6v1;?O=<m917jkd@(+e
z2b(qs_BpIwHuTtEM>aWAT^EQvSh}5nfk!79tQD=Pb=`kzls*%cmUawPScRyIH&VQM
z)V8X!-5`EJJl9RC+1baYgBpOqQf%IJl{qEc=B=(i&o1%Si@T<{kg+*66fl|Q5vNjd
zTQ|NPlGfBnI^!mzn$E>eaE!Iw%Y{=JG|Pz>qSR{4I2@X>{hxAE%w+j#+_w33BDaUl
z?}6z~xC(;;m>k4N98_%O%>aQ5vBHu)YDQhOu)3pjQcCK2Pz}4?47a?R-#%LrNj%cd
z*^rWH@Sx8$>6Lm4Voh^i!>sO_)=j|iQ)(KMT*tI@?^IO@>rOF&O2jxvo13XFn<~X}
zuHB7w65c}g%y$pFTxn7d6)1U1fJwoti%5#p6<H?PKGmA!4#d}Qr|7opWUNpzBbwkh
zG)xHU4Rm%sCwMKyZP-?jw>GCXGL2b9auE27PmbO|W5Ca9t)ysgeA}3Ow9QLWYw36P
zuA9Rbkc)k+z#5sP<)Et0tt>y8pQw0TLjiQp0=Z^Vj#T!qPSr0U7SHp8#d*x-Ug4N`
zJW_G6^7{2EL*F4%%lOpD<aMjontzx#KT3Vwio}^(YUt~gc**jVjN>@XMIjAPzCj|D
zH<QIadzy0C^)G;_x5qc9{-Lse=-8;I{0KksTwad<0NJnq0HY$JxU2kUZ3lQBSA)sq
z8ql(m(o0z)xEYZB%Br$P%IxfSb`=aQB1j}qcsU-`cQ_ilxnf&KjrPc;JvR<bY3Tan
zX~^+x^CRvm#A$Ql7+z@|Lqfc9*09UVZeBfrA52kmD@Lm2nPT=?FRo;|jxCAkwMb@6
zb~S3<%vP?(P@tS_2AegZSiaE#EePt~^sZ?OMRJ-NcDZw78GtwL$>y{*4L;8P6q?R`
z^FQ7Pt#c8Qa;NU~Cls*W$!j;619CgiWh^>#y*<M2)$J!}&UowZQZ?LuT6uBdg<5;>
z?Ins62v#QrsoJ)OCZFZ7b#WlzDdbYQqME&@xmFmOaMQD@f!eg~ua2c9y_Lj)AqNGI
zTEJ37n@Pa*&q~moSw{j09K792dQotx1=O>t+O4I`k=r{=i~K^XTIw<^v8>KoAVFY#
zD#fkk&7GWp!<gk54#Sg8yV1qInwJeCnI%7T9@V0gAzIwB>TF)a4!%(|yKZ6`KJ}Ah
zHO`fM6furOZ~Nw}Szq00jL!t7HzNcJ*U)XPwMp(9P??m0xW0H4UgUE77_{|9p1I?V
zX7<nQ2Jp!X3?KHZieSjca5+7y?2t(J4wmO~r#pcAqN-d*>f4Kk<2j)-cts^)qCM^M
z4|=g@c5NMjA1SKFIZ;FBhUtS&P(b;ae;T5t9WM4SZHG|0Rf`b=)r}+CJ*DErTY_`B
zJt_x<Bae7+PoS$hZSKi7Z4A%yf_cR|SkI=L8{Qa_)_)UQrQ3Os77LfJSMi;OntV3p
z3=tLkq+|524!N>xE3g*hb03&sbf|B2d)bv?o@pdS=&X36*D-XtrJ-QyPdZCKof^ic
zjon(Px?udIk`F^#I&83;W*17Oe}|rH*1R*|-3wB(ic*5$x_sC_bk(@UM?+Z3SF`AN
z_LZrPHfEKr)>a^aznX9QMz4H!Al~Qhfq*Nr_>bVYygf8h+9qL>rh6LVjkMZ&M>`cI
z#{o|wvP~7pz9jWzx}KKy4uW~oMkAF6aayG$cFKy;Z)4oB#Vof^JC-8^aCzj_{X*=e
zgjTI#6ge5*2h3?ZFpo5C8E#TryOx9O(1WxLkOx|`V<eDT+!hETWx+$#)Vf8Cx`eD&
z?l^XicN}K3?k&np>SPVHoUl2~D-B8#Z7s{1TUxc$erx$-ci%m$(Hr8e?Vgw{;DsEh
z*s~K}XpzHfIvIhMKjKVdHDNE`?GqbIMFE!qSZ8RWP>#aYYK@IP=I2qoyt|Uv-AKwy
z5O^F`WEyi`>I)B=5#7G?4XU+LE6qY8@y9Dh8}9+dOqWYxBF?u>B*UB!TC1&*pCprS
zxp!Q(xw4sT<(?^m4m`0{bm-z(=Mxy$<=~a(ujzWkvdcBpu*Wk2$(Ne5;mfElwRzs?
zL=nbuj)H`*v6Sl0Fn8!?=??(9jtOE`SzHe=@<%<Z-e%D(tvoFM0AuprQ4Uwk;Ab7{
z!}Vr{+gUPc;3|WaAa|~w=le?Q!=8P{q*xKmVD+qIrExm6xnn6Wi07^Er#G_M<~YQJ
zi4S2<)35C`i>cL_oc+~!&lQnxZ#B)y5X58v{L7BCY7&n#$Xj)ZleKE3#_7URY9~+O
zYedz2LbFQyQJj7L_3VBj(ro0=Bv|1>V_%m7ye{7E=vi91Q4*tl<>3Bxy{mZ3QZd16
zYjDjT-hEHjlTPMtR*xmFV{1?LJz-|KwNRrNj~q2WN_cLsroEELc_3%y=#?I~dv$mA
zf3!z~x15UEwYaxm4ZJYJnOtG9+}4U#(U?xHsK)D8q0e1NZ|+GK1?`o&EPn6Ox=18j
zO&w;0M>H|F-+r};py_RKt0<Zxk%P$WYg@)}#b~faY;hZMQBMHYmq?nfGpQO2V+!>B
zy7SK#!X%M~)?O>4y3(z*?I8>yUgv_2Mlfn$3}~%?XtG|hD1$MrH^s*0G!Z&t-;Ia3
zqh)gm;ytZ+(1f%`6cJr&QKgbvp>&Y5N!0t)n$CwFkcqxh)5-G;^a8fLA7yb0O)r!{
zVfT-E%h%?YQPj*gA0nXueJMEmw`D9#sfqS+m%6tgv(*0pv)&txJ~swF9gj-iy!eZ(
zy}m#T7TgjCTDjr<HqPHqAgZ`yle?Pc^-nRbE+L3)gLez+eW>NWp-UAS)ny2+w<+4l
zFSQ7t3n7vBK6<IE9w3I%^@Ii~5x!l-AHD7?bHjQRmeD=az$B5^<PF-X&Eb7=^8DV*
z6Dp%*XP_R{dL(SI6rD*ZJ&LVpC)aI+Q9O~vpzI5Vtf}ng)O<xGQV9|w{ZCXC*J;pC
z75w*iahZUOfKM2}tZg##$#o04WMZ3%!so3FQLg^RuEsUimlEoN*4ka^kPMyb?}&Ui
zYo}U6HN3l<jp)adTmBW$E%jYWOR1X(t&l3$#9K=UZEeIjGju;nPhl)X-DMQdI*8iG
zB1qQcsch`*YFXioE6+3!9BdDk0OGW*V@YnTqLoxer=aS7wXx#TvcYX@0053Lib)+6
zF={m<1dbt~NZJNz6z|4%{{Rm?>dvcoD?CxbaptI8WD4lC%>vHiSm2RNWDL6l$*MY)
zf@ylWhRAumU@7Mma@f&gsm`Ul9K<%QB<QXf0!B&nt$ltA9XajBpCd8Y3+J;^!KGhZ
zO66cAuUe;cs~y2f!vZ)XH3_3{X&RGC_eg|Gd#TEbS*3Bpf!eHE-$`ewA-c)(jy9TI
zHtXzn>ohBjR2S<d-lHUhV7bm|^0tB6QgLfS?z^kQs$2$G_yV<jE1}q5hkJ$q<ApVa
zXAE}tL1a+*r%QD-S4_6V$DTN)$kH;MH_7bjI}F$CVztyHjsh41#yeANG#k6uQ5qga
zSvpMZ0lSt=p1k*~R-PekJjbzlQO#Unx|HfvRQX`;%)7lFYdQR>1{`;-1@QK)mOpD2
z@_8M10a}_h;_IF!wKqTr%Z|P4=-BKn4xTMUN#yLtF~>^guUSG?M@0zAalFrwo(Fe1
zIr{dcg5p>MDz{z@be=S_gHQ2I)xEQPo4O9w(C8i$vug#K>37K>$gY}c%T#k>u{7}U
zypJ)H=3;ZrU$BxWp=_U+inZcRDKza`NK=8-3ZrkPPdF@!cGR^b&6QY6nwH6wW;vAO
z)}@Bn$r)xf70gcz#av*DdQ8DKgHoBgyN%*QxWy;Raf4P`?rCG%TOzA4B=gp;!VzQV
z8KezdhRT1k-K2za4Rl(LzZ~{vHR@Lt%gh0j<)@?stt(xb)TJ4<C%G<}u-_+{(>2*%
zO>UNKPBDxM;K?yKBZ4YdyPj0q%t)l-O>953l9SmIBqr|cqK*r3TW{h204m>pdBtJa
zT#I{!bL(5zI_kB)0pyHRS`k~?xg`Sw?C#TfYBF<L2Su4--bZRQnULRxd~$26xRxb|
zv0=9zDv~p=h^YxAjs`-}xl_g{8{3={S0+`tzaVg=*5n#|QN%X^(v_@qPP(R(XD`S+
zij#OEv~?RbjmFW|ool2SS92Uw4{r`$X&GzD=B60ND%Iwk*6X=>1FdG4BCamQMXHOM
zB#gPHc~qf}YCzbhVzp!rFe%Vo%Wm02PJ9}V%gM;3_a2f~kz#F1d4?IPy2t|pdeZq=
z9Eyd329s=Yj3c5tYb%v#0M9iY{Ojcr-ms#b<LGJ4E68%jmod(;_MOW%R)*?*pmnaM
z*TY1`l7!Yjhvh`M8?n~CF5dpxEr8>tCnlbUotR>3(rG|{!TmezUOK&PxXzyA{{SLK
zMQeOFxQ<^O-H7^qfzSR#j*8~3@gC+|IZqCyEzb#(Ie;;kfNuGwfh>QxEUUY{Zd==4
zc#iganG`#P%eO!)9#|t15YG5o*2W5a&y;*qG%|=*Z{3nN5Pw?JzqYiwo*`izlQ3VM
zhkC_TRRz@@ly&2+Z0S0U-`iN)MF?h1xIGk9*onugIr)=pg-F_Z8oc+B{{UvCoGXpo
zyOUZlXtx@qv&xH>h?6Vs;l7oYi*0WsZ;hL>jQ6DUElp2OqFlsmm_{U5EWF~Xe4bwl
zOLf7mJuO=2R8?3}%kj0(0;}paFJq`QSXO1^?CnizQj${T>Q_NE%Qn&%XFYLR7FVLi
zQFAj1T}Bo%b6I7XK41vXT0m9EBr){@hKrO_H6;UB)DdlM(ifAegTbgSttHbgS~*oi
zuTk2e^ApTZvw4BN_~xxyJ*mE5?GYhN{P{UGHYKMWR;#dix4N|IrAzJL0l*bCxQfeA
zjW69~Me3omij2f=H5Y?P^DxKd0P|Je!sTzi%^)i-aM`Avh_ae%V`o)uHtO*uvWbiU
z4>3TjiKiw;`#Q97Hvs|dPy0mLbd7HefcoTjt2Z!Qi#u!g2(2O7fj;s4DYi@^pp<t(
zWhKs@%J(K%ZKdJ!{6eLJPm58O<LqIIAj+$CHJ5uW+e^0SzUAnx)K!}_OC%Rl%vMgZ
z#=Thk(Q=#}xuR2&5Tv6PS5txqK~cKKxeCR|^sOstPN}KH1-xXFji6&cT1{5iL4ISJ
z*<#vpu}@mG%8cyn%1~UY95f-vrfSiRCne&6qabmE-l|-WCS&Cz#DsCUQxfLo21BqO
z^=enqjm5oDGPIH1ERzS@k(2FOw=&q?-$J&qmKYni99C}kn&0P?9QLZk84l=+0y~PY
zLR?d3rPYv%>9ZmQ$3;2Cc771?)97-f4x6n&<S69(*Ab!17`uP8L?yx#l4{+)op*9t
z=F%__lR}!=nM+4!_nnuFJZL;eJaCmMY`=67&px%0u4tB)nr*c9(+$!NLFTy`R&#gd
zO8ZzGeJR&hlSbk%v>8<gbNs2wakY@8hn%LGm5HR1NjGjqR?ps5sIE**6E5v1M#$-1
zHifHMS@?G0XM!i3{l+|+%hL3Vje71!gmmPRI(t?e+JdgRr75c<QnZ!fSq-!TKnE_v
zr8e5)SG`%lj1@WLaZbCmds!w=G^t(+j)tPJXkn40xQ&}5fI13kn&~LH$EkNxy%+Pm
z>=S-5fxs1R8*3lzH<mfEb~!mX$gEi77gr1;AStFuyBNp6q5SFdEy?ybNhhgt#>Ved
zn8R-yJ7b<|8{0S2?o1QMwZQ0V-jMo*mB-pGLm?pN=~eHqCA__9XKn6y$?ZucxRal>
zv~@^~B)&-@NRPV#OcEqV_iRJ=JuAA8SkuphOeQFnU@?L@HG|=;BHL8d8_!@PPDrC(
zhB3shS;}#>iW}ZbH6CJy&vVU9Yjbeu*5-Ct@yO~b$BDG~?6or#0|-FdLC~*Y(~aA3
zti01niB6QM#!s%qnr^!$n3AMO8JmFE=BV9#*8+L6#m?pit6SP!Oyoj^$n>bLeAJU<
znFV+t(QPhhsmGb}y;;<1I=!XFixsuKzm`|2rg%bYCe;tySZ)3t)qt#~%bvAf*teU*
zZK}DO!v5{SGrjSh^^Edc$8J=zkDG5w?fe&`>967OaW2wW9Fy9-O6j)93byQZtCsra
zp>1qoig^}4Ow>zOX0VPF;{~ca+p!nhWQyJKv5pv5G2$2|x0*M3ONRCBSr&S|)HCni
zSd-3bZBJF6@?`TDg`-`JY2j*9t$vL3F9nOwu!AZ6*F~)TcImG*_^litEHJ>SbT1Rz
zMWrG;1Z3@5minYuo+e3{fV;Rg)1|pjDl}@U)hbFhw#TDe!jV9V0Kfvg&&866^~Wf1
zK?fD+^Ib(9v5>eZ26J9heJA#wvowR1EyZbC+^HiBnlIZ*tkKtaUCg$|R>>Wd)Vj^B
zytfv>U^_4*53OO_-N~mye4;=Dy;6qu^HIM^1AW6uNhsN!KUbWp%A$5hv3PRIH`tCo
z=;`ZSTiU|W71{vDO7i<J5lLbZvyunQYg~LofW%c-E-MPKlX@LlWqMSo$`vDb+{p2r
zyIMgkP__&G&?|*s56=ygNXgfbPg?0@)aKT8o%1Ou4;8g1mSfn!ZN@QOFoKfQ;;V^x
zS#rg0aau9IvX2(*z#i1MT2{5IUwNfVoQ^%Kt+aw6D2)K*@m_<XXwlomC2%(pT=kq`
z)at>yxSIE-j~^N;+RNr$L}M|Gjw=d#hrQN+bTR?LgUx%di!`WibjcV-Hv!aFm+4v(
z!Fp#SJn>aS-!Btv9G|pzeGB?#hAkrdOwtCFu1Lp9=j4f7Q=aWdBc*p2k+HL7POP}D
za@$Lo$WV?CCbykE4<`*>u4<JYuc0P^zF4GUp?Uo4mGKUl8|vlA`B>!OSEAe5i)cty
zz^-pvgiUf1HTlV|Nm6m^sje3i{;=h;W^^7K)85a_2zQm>*BmtanXlxwfk`2{*Q?p-
zuWw`n@^<vDb{LY&QIXX$S*VhfQado%`Cg^9vCAC`P_X^{iI6+h0dbp#W?Y>5SFX)&
zw{{GrP6+Q@Vt8o%waHLYn&z>t8#9eaw^K_TwcYfSCzc5d=}|`nL;}a0R;P$`cd~VK
zA1SO~v&pk?CZ99vdbFnrLz+7>__`K~j}Z#!atN-fABtMyX@=Dt7Av$ra4XMP$W9GO
z6O=tTtfdIfS7ypCF}zu$aSh$nvR_XrXJfdNT^^a^acN{Al{YdB16;(~ffn9gdXANq
zl3PBex^AKHob$sf>eWqMPf~41P<iD3BVE>w_EDwBfVtbwYs{E;6=FS3>KJ^qkcFte
zw<i;X_K{GFwTr$YSf$knhX*GWuci1+8qd#|{KRAm<sy~7)Urr(&U0Pdej&F@00VLt
z6`t%^rCO8}De7^WwWryynl&5>ZN8m#GHzIysI3@^>YBpu`>fUKwwi6Ny^^9L@S{9d
zl<B$ZV~fmwtpu9X@d=@5CfMT!rAa_sS4ZOeNRv~<LmBH?w)!(XJDaKLOWDfyM{O)j
zB?UQkG8+#4Ds_!EWKnf$*79Pa1@TF%J2Q3fYMz4{KbYc_!rOC8le;FR^9I~zm61)@
ztgO+tM+U65{O+4e98^T9G~l2Ls|m$1B9x?x{)aWtMXSVO8@hp9^DQ-1fIgHYMM^QL
zxv4$hpKu$nJXb+#%Frno>0DqewRYQ7mJTzKOvbhy$yz4vq~q+Zlhjr<j+$<qoMcop
z-^p;_G2*wpJv4uGoEn=MT68F~33O#x&KH`%xQ(HdraD)pOXLVkWN<5oyo^tL;d&EI
zYq1zSOsDY~ATg;|fz5QbS|S+1VO2FvEL$OU>0KXJnvXHiu~3xx5sX_j#!zX8aXeGP
zIONwmX`Na{2qGSo;+P#N;jzJ|76zw5U9u?Tc$_kv8q|+koF>x8rDhNhN;Xi4ojA{Q
zddI;Vx4H4n;d7t(mcRatj*5feK*x>mf9x9n0Qxd2E0(v!cj2O=PRQdP-%-<TnLcRa
zm~ub8Qb#3>dOVAUYsq*6`?cQqlS_NFSOyi;<a<_hJ`J~PC)~%+BZjS>j?DRZW;Ewd
z+EjLt!%wH*T4~84ZLm-CZ3mN&{{UT9RwmI`&5c5w;0|l3y3lT8l0P#t#~J&*v02)U
zq}SJ|k=lrRDglhrx_cglEJP<A#M1Q}do3#PdD07shSfpS9`xDZ(j?KzLm|BS@tSSd
zhwrUi$Zd-va@%<Zs+;MAk+e4IhAeQS`O>#?mn{A2Y^`x()^Q}J;1^+?qk^?(MVC)&
z?CNa(RzHWWYRjm9!a*WQcW4Z8t{I~ktbgp-=eUsDkddhVDt3Jf_KH!o^pYXJv@Ehs
zYZHBwf6C4(t*N>4<c=t}=dMLxmip@6Cb5d-yeFIvhMfk9bvBnJ{4*-5{pIgS)-&Z^
z^D|>>mAM5tkvSL`#X9mS#H#l$3rWdfbBeCfusJ`)-lml;#7pJM%^?^di~&+>Zl&ux
zjXuKSIrmK~AkWG+jMOi1+McE)$wKX&*~tQ-TX+m0w)J9pW73H34Wq~*J$T$jD-hzI
zt8(V2X%rVBAh;9pmM8gDdyA?3$lbRA82JbHew73gt4yX`mCw!ZT6+EMrQDDuq-v^*
z*i&NJsIa<AS@iU~YpEr@eq0)%bEjR$3S7vHBYuo)O6N@b7LNtcmoG0-o|RdzX1Rtq
zCXu|9Kb030X4-B$5m~~q#McctiP!Fq<kClS(_SR^U%fzi-Ogz*;)l;aWZuXJ%uPPh
z8+%lHncob&EO_LacOSar&D7G@;+|lW$Me~;e5Y^SA4<!f!sTpIO~Bi+!r<W5X1kf)
zzj(kNFguFb)Gln_NrpJ%G0qPo9ewGisGFTTF6JSF$s^2=4?wjvcZmnwUBvp;xO5x4
zs|UM{07dHAtk9_(fH=rrPCM1y(KyQdy0l7N<U+|710TF8=HlwrLKz)Y^MGnMy~fpv
zLdH4@WRErDg2N`4Fk1fr5wWC4Wp*W7$rv#Nf=_y@9e`<F_X7eRTiU4s_I?lEp(k}E
zRgS~eM@ml2jz*o+7UjT@`8g5Ru7|B&=~nX_Z@S|LHCdkC>S)j=z<%+oSFa7EUuJ*@
zRv9GJkx|A=k;dfOF^5*xk#z|$j(H}vd{bj#4a_iUs->TT7P&iUm`S;bP&yitE6HKM
zS&@snoP$lKWjY_d=Y!ELjcbnz>NZve@>K|+XBE$LzbEU>cG|a$mh($nSA?vrxMEKf
z%`3z9S6W}%C2yR9bDor1=5+Bhrxz;G)$Cy3YLm?zF_*%s<BE~(tro;fzxRf#Nntei
zO%=KsFmaGOR9BGAXhc$i2<=ThY;KfYqZeQb@}b+(onrIFbfFlb&nBzEGoyez)UsS)
zkh~hEYbajvE$SDJ*Gf!<%5$3Dm&7t$Xx>nVA1(`43<BMtEiWxoMRVsw(8u?BRjZtn
zrwJ&h9TBbJjat^!$sFV%W1Ysc^|>Lw)yatbgz|lBE^9}GhCM1l3+)UuN$p^b2*$6q
zi`3{Q(ruSc%42ri=CE}8DK2jIDClXecRtOYVaKId(zOq<+!97}){;Y1=Lkz($+bN(
z?S|}NRX8G&WMz#DU{;Q+tF6-cYAZuZFs+}<faG#&t#dV2q$&H`m~cboPy4~N`Wj2J
zWRL|FcTm}Jc8M7o&nC1Eo{I?iMse1ahbq3!sXff=D|6(No=;k&WN5BPL(uiBk$H`D
z(8hYy$48YzNXMr%#H6C%JKR}yd$xc?Wn#GLRqU?}6B17ctw61r3Xo1Ij!2U`a4ELf
z<4!SLu|}Qlq$Go4j8wWM+Q*e<!6vegDU->lm6=;B!KZz0CqfPmCs})`qD8beO>Fot
zLmHf)Xpm%XuRR6X#^YX(;4N}1Fkp57_NknlnaNt3qeaCn8R^mZYTY3$BLRr*UR&bR
zcctnss^wR;dWrEg3vO7j9CfcB@s_xnmY~~CKsc=9DIz8Hc}hOTU%5ulTAn+|<ar4S
zL9b`fyjyEMq+#VyLi*Rw=1dZ5dt3Ptu#zzP8qTdBXzz2X)1@zINuJl@-xk_OYxaA2
z1diW(2C%fdi044Sj+N(6Gcnv)lkZln^{Fjb1v#$FJ5<$~=jIeAj9lGO>BYFmYTD6s
zMVtv``G=)(x+7m|p**<B$*)n<VS8&dM;llUX<~6YS|)i$S<hFVs=bPOu9FYgq}ZSp
zQbl>ijhT}1<dBk8k6P~hRjs9+vs=f^&N0Vo;_M~}>>ToIEH}R^$k#hm={r$cnvS5x
zcKTKnIzvsUnH+JN)@#VaDh3;g#dUf<l^>L{NHXV|>#sDC<mK2pwOfQVxrrW^JH@qQ
zIH=?B#O%cF1M6M-M2au~sBRZxf}*(nzcz=^$A@V`H<Yj3@vjzXFB<u7nZ<K9+DH-P
zsIOk}6mi_RLZF`Y%FU&OQ?ypRj@LYiV!p38MlWN_H9b5n(elMmHZB-uyPZ=@Z?y~#
zzSUA)9!<Fmnk;&-$H$djoMe`5yV|R|lx_z~><*7VJEQ$7sqpl<EYZ`mXIjQn{$rOe
zPf<<VTQ|C6Kze?ao-Ns%fzpdJq7_t?%H=qrLFrZ`w`J|cMpTa3rDSNQeTUl2*0ZdO
z*yg)9d~6cbDI9@ZM$@>QQtbI_NXf%QVTi+1uJ2JAbLuUqY6f{v-aRXzj%fUW$mv{S
zou@TvC7p&8u@$W<oUc<l*mUBO=vvfD%{~{NYSp%wr7}lRS&A7Y4B-AXvla3zU3*ni
zN=>;6s*;LOGIbk8i=eF3w~|bND_ZhlG??vIEhCK(916-*)0ety?OY*tbI)$^bq1Ti
z6~Cw=7>NU#$cD}4ZUto|<GG|Nrmo7t@_JOtK^)boG{=oIR9qA|^r1^bMAWt(R2pH6
z6xDN@mvAGRdNGg{BB!;vdv?m2LID(;1xrJfnzJ;UR+-}3TdhNHI9r8gJ?fsqDiTOE
z)VX#uRO4$TdK5DwM5P#X=CgH~)9m{)2{p~Zs7(;SYDsRMQ<iMkZ1HMT`A!&Mxo6I3
z>6&`ZOEBWLWYb~tc7?@I(k_$A+D<E7rCpgV#d)o2MQKl+Smf{RzRxiWRhBkxaatGh
z39fkcr9=v&iY(6P&8TW;kjvCk2CLJev}EG5yWn-8xJ#K_^*@0JJ~+Mq0I+NS0O-i5
zrT7sWFO9EBAM*`={TUq<%~#?*96P)Yj^)JnMC0+L48R4>25OD8qZ_wot~9FKaBAfF
znfaun%Wk$h{S!v8xVI8YitKqgtnU<fXH9fRg%&vh?Nn^F8Evo;%}+hyxqP|F9ja)-
zxgML$VGK93j6LHuEPR_5fpS!j&bTSOEppeB75Np9YV@+h9OPALkPM${>zpik_)KkD
zNvJ)~Exyrp4JHPST=_C}#a7(*`b3bMQmp6wV-D5oWg(a<Oo6~X>csXImoOM)iZdAP
zicp6$JJxdJZg}3uibrn<vXzWmrYGe-f`zfvQo-a4Ah+m!E4jGvi5I0I1Vl}5+-Z=*
zqP4c%fVli>y^YTLnYBN5E2})aNwTrHNd?R7VbJ!h%g7;)`O-NFi?Od-9vrbcF^s^X
zK%|!Mn&PZHI^$OV07<tmZVhERe6Gg$e8!bYPFL9E=6<Q?F--KO@{v@!hLC!Zz^#3D
z*34WwTH6#k=qjAH*A}oY^<|9n$gGb_HI$;7>QfV>aI|J2mgrAvjV+y{X_RmUERy-o
z6and0r;bZobwY3&gIyz|+^T1uP$Fkyqo6&jVmsSgZ5i#}Fw?hue_F_jDIYEmBBY8q
z%bzsoG;)(TsXH!)jiX$ypDV`@5S|MW%|j)O_x}LtPU<^U4{;(yV2(!ev&z=&I;EAa
ziRCJWmAz>+VJS`;!*ibUQp)LBoH$NG)OS~HbuRZ9JqA51qSEx6d%J0F?oR-5Sc__Y
z(IklxXwkALOwyfbN#Ck2rmK5rqZ>E*VwC<hYr?)9gI<-|dw~+C=4+q3x{~R^eBpQl
z(yds}HJnW(a+EFUPR)vRnu}E3n=NZveWss%BoVgoy$xk7uMarDt9CQ2nv%WG&V{)q
zw!A`g>8;T$_W7ja0+M#zUeZ+gX-{7>npP6AE^|^Puo+-#<h~!eir7qe<2bC-Gp<ze
zinS!o)RWdCjP4+D=xWa47zRU=Rns`lG?sV4r?^?OVWp0HK^$v`J?fOUlG<&M^G->`
zC@?t{cG6*}%&^JARog=cdVYpWvs_7*9M$i)%>}=dlCV!q)%{ycg4Q7<M1$#BEoX4?
z@ACdyEn&i>DkaUazu~Q33sWl0c9!VImsghCRlkiPIRmM#XYTai)r(T`x0((y=}VT(
z%6MfNx{-RCSK4HDv2R1jtn{$Bn=&kIw0Ff!*Y9y6$0yy*c9!i3w2UYLK<2cJZevoc
z=qpQhdGzYgj1WPoZ0Fg?txZPH?RTzFe3hR)lUt4|ZDw@Fq$aG!+}$&{T=7<f-?#`p
zD?7@QJBsmB2g2flxg*e?7}c1Tq?r|ZaZrg0)NLtt#%YN~r+$RO0^@dR@y#SzRbn$v
zj$AG&PzNX0ng;dQf+=1p!;_wKTC(ee$ARft?t`W&qStUI6qe*lF_Y$zrK8S|d%ce}
z(B0id9lH|1<YKsR8s1E)#Xd=<kPXa8qnO5~7Bwn+M$O9zW0l?e=A^y1QoDA5O=oG>
z>i{6trqohdR8qa!oT=1|@6evlNG!Xbr9*#cwxe>4*FkMGW&wlRvh`<IO`^7O(&s!X
zP1Lj4!r$g#inD7xmhM~<4J=TAy($}pZi`tocfMJBtkIiayJ-BgG28X5volEhi6qiT
zWh{dvQ)NbkV-&0?Q>RW=r(yC+cHo+h3y&^L)nd%&6(Xn<8uBYx(re&SrP7>S>M_Po
z1oW(D&Nwx5Oq|-?$0#`3K_;7e5js|;?0qTW3n-w|kgAO0x`F`3dH(=|d`S$p=$pag
zn(W_FfnzVYU<%}v8h2*7ekzn`T2EASJ~y^akxjrOsr9cqp6tUZE5&r)E%7WDQiv8n
zaBGg9Sl{N|U07(?@NtrjY(tvZwPQS!UMsmc2Q}+jCZ!y<@u?$l7_S$%yI9=d*F&T0
z#7GgCsqAZ7iAzRj8r3lJRUouIh|G$+ivTMlP}X5kQ8LE4*)^AId^Egctz&;{#U;Ru
zHco3gczCCFZHmvT*N-g-*>z^im${Lcj!jyJNqOVTf<Fqiq1uVab{{Qt%8C>!fr_fw
zj#p@tmgOH=kG8AS^L<lDSY-tB^%Ym_QMMNq-|E_6x`dS<FzH<TXm=4uzau@xI8}>R
zXErx2uSTPcV{~R|z90L1`*z_Mt5-nY3$SG2K5TWZjUL$`wNRr3^{p!Bsaf-Ad-;A<
zNnzJIyJwO3kHLir5yV^50=R3B4oz(Bx)vXWeI(GMoU()Us+T%VmC`cF5|VudIAU6Q
zol?uJtruhFrqj2#mJpWdz^;!<_+vJsYv(!IPas#IT=-tn%TnABVU9(1I&?`LvVaEy
zw5wHG=-|V9S=MxAqDRdhB=CjSgFe?owDdL2nAi+rzLN3In;rF<hEQ8I=I!AaFwL`?
z)|=-+TOS-exh8qUFc~FO$5UR3q-Yj#TO&vTBxL5XC(tIhyB<_z^Tl)##c|{=<tu?*
zxO#ED<Zxyfk7)($rE8TuL7>|$p`H*kT!dOx-0ij~*w<$)?<remVpN*ybe%3Z<6J1|
z=|xCI%R?oNo)(%?cW02?==YYNG_jB>IPU@tr?q<?v!=r>yM|HHyk}Rp7T2zzak{dS
zaMd07EN9l0q$SnhkYH8aIhV`EIjkZ$=BI+?p*$Mqe(~Qre(jOa%Z;4YD_VK?1SsN_
zwG!ZiR`jVAoaE%1Qd${BPLx1stFzw~nR#Yy&mAkS!K|H9Fk?J(P?<C_GIFyy#V5T;
z8m+@+xB|n9S*-$(mX2e$+9p&lO&}T>2s8w8IHKiV!*BqkIi(<uv|@{theb4z9I2}<
zsZ7bYJXJbF$f>z5oLjpl5}n(L=B~#&vVcuxQida?G{R6)Rz{Tb0E7cfvy42P;;0rU
zsjGIg1Ytog9I(*!&w{~M##exU&^`YE^kj5XJ_)dI8D0_p06_Qu0MU`rT-BGnc3|)9
zwKDB5_9izPc)wuzCyM9dk+*Qi6>Q21;B~DzPm`7&D?@3urd7adzo%-2xh-6Lo3WZ?
zT8xmLqcycDD2d?XDCl}bcb;Q?>XvCTgB`1l)Ad~7vBhi+Q8A3?H0L|B%c+Bu9)+o0
zkd_9YXLjuSSk_(6psY9|ppNxdoZ_(OX_|WnC|K(j<wY`i(qt=|=Ht}Njf~WvZTXKp
z)vAoc>WxU*XJ=JR@GC|uWb#xM2D!Lz0py-*X4g}TU`KvyT2oF|k(GK?EYwWxL&COq
z7m0EgX<kpgWq6ZAmh#<gts&gRZ~(5JeM%kc7;t@SrtsW0_bk%w1(%L%D%`8#JsiGO
zs?>y8;p5@Xv1(Rnt;(lf1#|kylkFzmmzenGzP6g)DIzhj1xUqt4zb}&Ce>$VKwCA0
zWPKJkqrtU0j_C1_9vJbA3W1!t=DkN$@Xfro<q-fNaf;wCv}vrT*y=*|HFvmSG4$)N
zGK6a($UP}tQ3e{MmO&WV+;^x|eAfA?oxY^jv)q(;qjnLVqPn|l-98N{LI@Ht!)LB*
zl}SF%qz<N{0i=E8(&g%NRidZ4(b#A<_ZK1D<w?#dd{3Y)q-!m@{_h;tUB0h0Ge!e^
zsau+_h+?|4NK|C7`KfZ8v--p<C(z{J{o0mciiu}qIA!V%MQurK9n4Cr@{?5M)0)}0
zuOL-4cSfuwtc^RJd5x09Q|HDrQR!MVS5cdZzHFYAhbH+L=OVA$>T=pa<)Nvuoasss
z{nt>|EY{BBY)7wQS>hQJ=42pNjkLdLx$`IahrMXtye(=~K+ZU;Lsex?(0iQZjk|$U
zTgqW=%hr(D$Oi9PiHT5Gy=a-!c+1`BU0p@yx=%UDKzr8gm#`QJQaK!Axg|n+)X2=F
zbHJ)Zy=PF9Z5K6)BA_5BO6Z_;NDwKBbQLg^&_f6i5Tz%fNU!=x5tI;+06_>vN&*B3
z(n3=dkPblz0TdCD5}KkkmB;d)yze>Z`~GC+n#^SG%-nnST6?c+ExSR8=H^!B$%A()
z%4U7*;O*o_<vvY|_$DE$<om?<BpdppTNBJ{7b5}6z+l5SzWz6Ktw=BKs6hF}lQvzx
zs#jPFm}|}y$mJ!%q~m96YFO1Si~f|%QStPMedqVFa^1zeYtV=_+%AbUfAr;Pcq!IH
z!_VoAO1)6U_r5cVW!HH@c?l9m-x1RM%wROE+}_D$8U3A?D_p<Evag70wydB2h5W!T
z)p=cC{yE=t>UZIUnUqgj(kBRvOM>@X)hw(+!f;31@XBB+{gVFYszD)OVMIFsRT7q`
zB2{5_RS^*9_vh`!S@Sq{so!l)L8VI;z`*ht0fqH$n9pe~#Ki)T?<{Wo0W#b_!d4sK
z6z5;*b}}dhx%TJN@>7}G2V;)m-IV;w<ry;0xU&ZJ*UInaU=HGX#{gn)BHno)C$bb`
zCcm^lThxgPI;>Ao%=jqs%RO1~C=)y!S>KTLIG!8_Fx@zHc9~-RXkPuiL+hgjZo73O
z1;w3!lW%2tz&m^tjC_{4nk3f{Md3b%YOci7N%a7(0K9_ISDjE(PxL9{vQxU=fr8%a
zcDa$-*`T=Jw`v#O=j~5uc{Ep~q}VSayljof*UfYD$?am(Mx{QTAFj_RD}<~dit~-*
zs!zvM1%9R;TsFBU|LT(aS**3JbUS1WoMg|N1k#lNON^a4wG(syTXr3^wR6*k8S?vs
zt+m!*V1{|nx-#wkmhz(WZ96F6W!AX|l|t3bmr_K*My~G-56*&K8|kl*lK{$heY#_2
z{{gp<G?C8NoE+iA4^wU2l8xUGwY02Ji(_${ZtV^Hd!h7E&z}?53{NhtEVgL;z9W`r
zv3n0&ZbBQtF`S)Mr!9g5>)xCHweH|+3%tIC9K(-x{5zM<cy=_$YrA^>tI4jy@vC>I
zfSPyA`1P}tOTeA>ky(+1a2mmWK`XcCnfBCgTe$~8x%+hnPjFS5dFPUbuuto(K1U8+
zO-541#yP07gRnRx;;Lj1(I7r+zM->!2DbmB_`}UR0So<y5EiC!8SFSyn<o-USX$nt
z6P;0#RwNSf=vBx+4j`lc;|B~5CG`*XTxH$&S($q1<4#qjagq?UAbxM0J%(?BN0jfj
zFi^pA{fY(Y;tdb&^5qh@beL`ZYVu2}gCKox)Z}-~ci_OjEmW!TAKZPq?un3>#Dz^s
zjHMMJENQX52$t?TjMGh+R=NXx*UNPq{(T2FyzzH5@?&ei;d`It-AjEa@<Tl?$z4Iz
z%A0P&{=#y%&!ALw`u9@$noHMR+<MmGl>P@rKVl6PX6{zSV!!JhiZ==QlSdk9S$I__
zXdkSfb{%T?IsEg2!(V3!(-(*ZDO<Oqu&u50>}|x(o$)VOGf#1M<O#)S6T?bRF)2Q9
z1A<!rc8CA;dHcXpJ*s!)yx((oxrnQrw<8o2TAyIbZf;HQ;k1l$D-#bA#V6yu{=i1W
zd|LilQB<F=LdyJeK~v|Guje~w9vF)Ls9*g&Q4ev`+u{U+(v`JP6`H(U0Oa!NyM0yb
zFzP*ibNplilj|OkP~pwajTRKi+tHbMd3@M?NUW^%TFd`y*=qBX=RaHuAAbBv;oL3%
zuZ8Q(KMKu{dm=>lZZDC#s*OSFYMHeMXQm;wtfQ^TuFhz^u`H~_lCx1%oxCkI$<~$R
z#5lQ@66j={F~F=hxf`zQym`rG?0r_CLEtSATSUil0>H`FNe|Jz$Hbi20}KR6e5bpn
z1&>`f@Tg(7X7jOW;8zge<Go3MO0G-EXp2jhlv>4vH!6w1GhcZ5XwazqC&z0o8w{O^
z{0{y(A6tfv?*+DhTkM*(Ikjew+DD%{t#eZ_@0XKAO`x@~n?W#4s&Xdeu6sz^5niT0
z%tLACrQq1}(=D=rSKRlmnjuPVWOgtew5iA{rN11}Zh6|CRR6kw+dLyr>}+@$f!X}}
zMR2FpfYGA0%IF8RJ=Z?4v`VZrWic5AcPank_T);Ye<<?#0s8$j6g94TDAI~EQG0{T
zGO)J#oW%vQe5YS`%l`>_{=s^8Bw<6Y;Y!U`;M@z9C6Ks!PQvgF{6ZqsW_>gsTvt22
zmb9csSrGD6=4Rn)KX!G#jszTLeoZ}i{`^YH=cWepW88#WdOwF=M_>#VCe;Jb`T$Mp
zc+^bwNPQuG?wGjtL0$BZz|i-WUzp9ZDv!KU4FJJC4KeXZ+WUxnM8&7bTP!BT0l{TY
z@q1L*$%v5@ONzR6R<+Pa{+g2m2Y$!=y)b4gy!U38KNYUqM9~{j$U67=X4$@d7E=9`
zBCgw~Vywo-bQk%x_0+-JAB_uIsKHBh1mHnjrxdGfj^82RnU@o4GyU2dmHV)9^&7=m
z#L7E0N0vN#6}6^TC@K7_MoXt3Q6$I2Rml%&elLPb^V&7d&vTugeaV<#b*f!H@{RaA
z6FvBa=DI?$?263HZNa5kM+mPvY>pbV2CJE(q>xWC5)A571l-RJoEwal3e3ndPx_%&
zSLsYlL>j>}ItOkEswl2BK?bP#K5H60&ZV=K=B|>P;2AdsA*ima<-D|pj%RJpKVM4<
zUyHE*6po0#j$(6s@2te%7biL1%ko#OSuT$y$;X^_DbfQ!HvjgtYhwHLlU>-cyT0*r
zF5e3%k5aNgL$saMHhptQ%b9fLV~B%>IA~Rz_zU`k$M7ay#`v<Iy2bIPJCP!;87h>Z
zcej*S$5O&EbC){#*<A?ZX?|y*(-V-<9vUA`T*q<53DhUBEH?qIZMT^DTklxSdmvrz
zx7D8NBR{IsEoCqzLTavIZs5orTj`$)kXVn04m`f=%wk2qukev#kxZGQ$I4_s=Rv3=
z?o;~e%;b#}nt}wh3JOeq!C$x57{Y^vp8X2j7T-{-Qi9J*D6QHZqXx6(23MTyd3O-b
zP6Ao1X^7n=H`1m&AsY(I;r;6B893BicV)k1ffO`|K)L8D6k4EyCK{>%Zi?btK=eCT
zS*%cqwPE2Gsjtc;$A_qnKbBt{8&4n!gs#F{+|S~DxGcKWpC>IB=3pDJk6h1UHh#t9
z{#oNAWxkco6YFaHUX%qqcSP<j;|vni+~miF5WdpRtuIS>PdvCM7*H21PDLbxtP4kl
z6DmzEufyHP75`wK)r`iMV#^c&=Vh@CrWAqCx7^vohjos&`8);eCS4LCz-uuBhmfCr
zi1E9>W|0_X*TE7vQ0_Q*Nw7ebL~$=n!vhq0w<9Xry1fj-<L4?j&+lZNFO7w)5I%ZC
zgAO1YS1-&0J~^CRp#>-~#x-e5ifzVNP{CcIw*~CYtIo_~5$VUUq2xoqM`~ENo#o6>
zcaj`WCoyQ$*=r<FY&j3SMCDjq)zE_m^}l%DeS(d1dK^FBG-m@l@sQ$&6npzoecbCI
zv9=^amM47iBI|?{(e}!Z{!eF98?HIb2=-GJI0I*=l#J(wI_k`l*sjQ^PV+yg9aH-c
zU);nbO*?+QnEmafSa4W(iobKDf!?tG<`>54?MlVBy%z=V=Wt)|8h+b*J>nL!eA>O(
zDVXNtHkqxb|ID<}S5tYx2S5xKeb|ya6UAng4ngjJ`(f4bpx)tu-tvnl1D?marZptW
z@CE5xppD*%gju`JK$(GzG_GtAsrbX^d%QrSyb{Zu$Hbk;qM|#m&Yy`dn<DDTcQe1*
zq`Bg(&U#H#;ugEhDBZ8cEo6x^s_&ipdi|%Kshq0Q$pG07f*d~=M4_H3H35nOT5F-7
zp?5;P?xqZ2s~V5*yYZgibo`<~w;e9gV{D;sZYf73O-|nqYS2MkXH&9FA3`p}iQxRS
zG%ZKF9y!L1kU`)nC5?ME)^H!u0v7%}Dc1R*?7|aVOgB1{f3Hj$m*M5j<C?wB84Vpj
zlrPVMH*LH+=H<IPuq{0FJt&2vXdQr}?}~86j_z~+_4>-W=A}^4$=;b52X|5z`sO0d
z+j7I70dRGVbI*T1?3;Sy|K;qe(BVoKF^S%R9^MG7v}oFooI%~mX+o-*TtpU|aS6K)
z@XLZs7flhTCx@S%SyRd}Ra_<o+tgZZB7G7q-!a^Rn=V6Cq^JStV#->j`D)E_?SNe7
zQA65FP<@!|kLXl=ltw&aeVitb-Vts>A@@Ui0B_WK2X3}>s$FE$_-Wvk^6u}U=F7m=
zU5+`S)$5_z^6Y@(8EN6Xicwx=>FJ8XsXw)DLNgFIsW^@XyM&+V;<q1qa-Aj^_MiuF
zs--Z|&k1Lg?%>D5!ERi&TP3t~Y&#l#5s;=EjW-Tu9m3$g5KNX<!ht$%*l2~sYJBl<
z49J-tS(+qb_56K(atDwpr80J>zaG@cC!~hz@pfYeBNN2?Er@{SdGoSIWg!iNuiav=
zYmE(61?n^5`rkS>mug#Qmg9wUu^}N^jJWDYsSVY&Fow8XES3I7)Ur*zG(<|A%jJ~N
zb1)~XZDb4Ecu*<!RVMbg?=Ip<^|SLXGUJZOaaR}KPMXGu=l6@RfgZldzqEQO*52@P
zGwuCYHemY;%3DFSd-64mW^g6psdel>CoeKDF?qOx0QQ4d9B%#$-wbf<6TN`?bQiKB
z!SO9p%laJ2fUaDYVBGT#4jvSKx%<@<l@T(0@TqW`s4Ld_<kP)V4y`+{<cyHtDP*%4
z^tU{Yf$z1xu2vm4b@d+0ZfKMtA?<S(Xn`U^-MZ@+<FqYgTPje8-bdZClASoV+(d>~
z%V>FisC7jx*nMr3&a#cmZ}F4qUa67x?~Dwe{5MF*cn*heH&;K`YKChOd~I#;5CXgN
zp^Zlo4hWiUyjy=jv9-NfLN=8<xfEGn_x7C2@N&x_<)Urbbk66-)wxQ8Z+SssrVmz>
z-|>vArr;*LO@`~{BGhECX(rFEP@a{4v>Lf&TO{K?oPnXfclhQ0nc)TW4F&eAPIY9v
zAheuTSN+eG3+!K-sF>%fIR$uH^A^nbMQ3xIi|>|O(Tbwah<?+yjY=T;_@quC)}q7q
zF)e+%0KM9>+xxT6Kb;#T8?ZYWPS$8&jf_3gYF%2G=jM!=)cBDba@sL}I#nM~&D*#?
zUc2Dmc$5D$;W0KSJTJ7b(}SED@bE#y)Vq;<38&e*1yj^<$>uMInYG-`&)OyCaQYJf
z^H6`^Hh~=MgI$q-k<&7ak=mAlSGa+e<`Rn*ZL~6t{;UeyGKgRru+oxJNQD7@n~vOB
zt<nKFQ!G1^KJh8V>CXxtY1(N<K%V>3tWWmclsa`%c#T?MMsQT>C1{Z%Ev;`mD@N$;
zb;Dvb!$X0!RJ)mOFqS$2%<b<`5n+_OSZhC=mq?h&2&{Z{f~DQVq2mq?>wqiZFnoU6
zV9e>sx?Dzp()7iFYhV1R;$3#DE!h`vk5dLLUd6;azwtbD0n;C`c`Kx6dWyPmr-26i
z<WV>@XgL>rbT(xGtaeaq)^S<6%5lKF5^xb>^(fFcvZe^4RpYU5gE=WEQ3X$ejy7Gy
z3OK3$I|(|o__~}XbIp~+xeeW-V?{7ij%3XgesufUU(>4s@%>rif2VMJB1L!smks;4
zSgw=i7Nyc`EH4v#+3+VITqfd;(Mv5)&vtDgJa#-DUlY->i||r!zA|~x8Fl(`H;H1r
zOeo&>@D8+#y=;FI`o82q!h&mgCpvmQxe5dW{mzc?xJ3WS$H|?>{PQ@eD<%Ksna=t7
zMLs>+dt2{7_^~w*zNHI)AAq4PXLDg~RXW)g^A0s@HebDWWg2=svKNUZHQU#)Jn|EZ
z?9MRFK{x8)M$OV;{fanrVe47p3drd@d`e8|PTr4(00jNqS`$a^g89%3L9GWi@Bn}+
z6?&@seJ%kPAh;MnQA8E@q{}U(E?GJ<!B^pUW6*cCWpb8QYo8rg?N<&uoeymIb!Bcf
z?56I+7aAmTIr-LyAC&W5;v@R14b}O|nTm;LtID6k@-KgSR{84FS!P)~ux<OfOv0Sl
z@);rM>ae$s_AKGCcGqQLJk=CqO<g$?G%{blH{4LWZev&wyuqOdn$_YIpSFA@Tdc2;
zAkWtJ`=nAJ_bC}_Wt3j?E5(^#5j}ugqt{YxMc0h@?HdvF$MB!3CwGbL`x~<Vm9ZJ9
z{#5Ds+4q^K@K@>oYdGtj?^6B>?+5`{DU(^mRZlRJ2^#X_E)AU73Gqoj_qiv`(`uRF
z^hH-gWHo*^Z`$ZCn|yCZa6%sa&DKIn#K^hut@Mn=(yqH+vEz&zX?E{-p~$nY(ChWX
zA^d0Qbl+q8^37;=O?MIdoFKSy?6~okjG4XswOrB%D<VQ@#xr^`lutx~1YuW&=JxsI
zo<P8U2_?*#)V^KO;E8BfJ29i2fB*s?G22*LsXhaqzq||f2_7RH1M(WOl0LTXL5=cQ
zdraXd?dH^qo8sv|AhA1&q*no<@_faJF@&vaLVo&&XhukF<=Vj2zsyB<|DIbl4OgVz
ziDxzhUSE9kJv=F$x3R_M+xmk%KZdB+&F1vNQ>%#M4u(w6x}$+^Y|VX7`efmb6E0Nc
z&Z4ezauL*=_7zSpT$(8hrlo(O<mmJ+w>mi%$T{?1@R$KeNIRv)d$(Ekh2h)H3fcKK
z<NbfZ9$bWAN2}*D8|FNJL-OVu+uqiADd|c!@D5IZP~Oj@X%50VS}UZqonX64dcmbt
z-1QUF4GkYE1(Izwy)Lk&Sv8ImmUXGBO?m^cJrp3gp&?j$L<#_z-24Yrte^Gi=cem)
znb9$4#dcNQNSYta7JZ%qYwxe0_;NUWBTh&tuHg*og_tg-cWDOWM=*I!dZXPkGSYzV
z9Ym45LSgvMikt1zq}{!E=O5pG3Ws>CA{){rt<DMQxKEo&a@>BlC;NK)J`V{$E(V5|
z`a}r4w`!fauhlf$P9M(ely8)<WW>!-J7B|yHTI=qzINmG%Gr`qw2Oc@)M-kFL*sB=
zZz8u0Nc*ZF%8g5&rXw-XysTjlnA&`TCOo+7qI0^lP7CJpQYa7>B`q=HnM-1AdoIg|
z7K|KJwHo$n=p5EtgNi+r_emS`uB&*SgJ-bJ*s+LFsx9-M%?WH57VK|1^vPqof5Xn?
zc=x$AdG~OwT#q#t|57G>Al+)rter1Cx-|>ED%rx*Yj?0ovs4r!x(+%VG?<f&4F_TD
zr}MdYx)rQm_#%<6F?FHCTFF?6B1*8;o>k2%Jx1a^lE%p;hQxL$iy#U{>#`miDz)PN
z`2xj9HQ;VGR5fYj`bY|Q1GC(T3>BD;HGaCO3G9?7J+mD+^|JX<xp<wglRSczIhQxQ
zI0K<~7XBON)_C*su{yZGOls&E<y?IgULwJm(W;fGse>q;kvJudc&3)OO7gclg2Lhn
z0M$z6*fuS8*@%<7fB$fVl`?T}7fE0?3B$(6TpSn4nZ0_9E6Y>MTY5D<w`nO%LhTPi
z`7}k&$3{qNK&r)7d=GbBxl{qJmbYZJ<b1}Fc7b9(IvS6B5axe1o>{<p9Pc9M+|pFg
zpX59;LX%iN{Q?=7Nyd>U9$oc<>Uo!cfSszfd%dQ-On3~Dy|=-*>Q$4ag0o@z<MR7n
zCsq4bG9)TKd3#JJU8Rd|h122QN)BgGW^zdKha|^*hG7O#w6Y7tY%u%BMLZ<%qGT-C
zqY$34uoWED+`&`l|K8nvh`|Wu@0V<md94zU?0oIQeJUv4CcZyJ(-pDeXmRTmZvWBO
z4+%4m4lSg8Czr#<F5eUS>8TO%lJG2UY1QRySLOOwNn(__@mAdFMbC+vg*1KTO3aYQ
zoF2r~9#wh?>hUSlEYV1Y@JcFOoSWG#);B#Q*x|_=I4b{KV%Qi&ouZTRz!vY~+Y#2K
z_`Icfa;}1kqeoTa)UwlCTq=DSAE&)^FR*lm-k%LHAEqhDA_6i8?8RB~bS;hBPN3Ui
zq@EXv>eaYKF{_Ki9M&9=KpMDY*CjnUb)dD#We<CH=_Ma*MwP3E{8)kFob{9CZ_wk8
zcd;#xMSpB=xjg1(efC@cWb>~`k|a~UJB)$wp}xuLw=2FRRBgXxf5wdLIbxtJQKt4Z
zc=SF6z(jAhKK*gO54TF&E&c8+CawL-DT@__Q8q2x^*~Z2f*GjfXq8gB;P^kj0rJn|
z;8*1#K(&3_;>faeEr$-8`+M`#mH^U5&vLFs3oI<B(>;0)(23C#o)y74%oG`BUq#lF
zadkYZCDIWg4%nH_H+-b=HlkZx9aVc!*S`h5hkflXZ)>M`g+Z7AJ?OMw)Sd0R2m9Rt
ztj4YT!>yDb)W_@Jl@_gvXpjOY4MP-@%Lg1cD{imSG%eo^s0RozAcYav872Bn$sa&&
zJ46vA4}R%)RYP8mS<i3{M&S+3O8-L+3>l+Wzx~|1c)7jxi*}sH1$BaXyO+9X|B=NW
zWdgtAIOx%&pSOx@u50zDf&d}Vt5$Al$7ttSUqWNRas?p+c3-lfe!bc6AYo+j<L!7n
z#qNzsZwAEDZvN3(UTl54IJUt{wGCbVakivO?~QSwnuc`zGTD?_>`)mR*%{@_Oj0=4
zO1PUsY9^el9NBg*K4%+5d^k?7Z@c7P``mY$-MVkiRqG(8%>}A%Zx=Y}tsPi(-rkJV
z`lo1ey=rRYQL&3|7}h&488kI<Qob|TpT(zML5$aeZG7azM-U62RBt`@eai^C_ULre
z7e>T6<ufpB6SBTMy;w}`y^DZdB^w;FuJba%*&;<jk6Q7Xzm?FSU)~VxX0^A0*S`&n
zN5uBfs8gZlAnn+1;UE(E5_S622e)jRO(pI@07RP(>$J@&fA4gv>9F?KrhtQ)%jF>r
z%b)|AB1<Av$78*~rQ0>@-fM|k{E<z7iB6UEP=~m3;S~{I(oov|m`ofw=S%V7GHpcX
z>09tfz{PXeN}e!=jW16e#QA9{=*q++^8w5g%yPl=hdwAxRNO}$=Qa9+a^4nnrweXM
z0@+Lqn*bp`Webng>WY@SjMGJ2QuTb8RsFE5)2<}fqc~1T>NW6k!5x8OexlVjtfx}-
ztdyo`t+lWd%F_!x+mhqe>9AZnNT3FfH=r4AITJUw$j;GlgGp?$XU`cU=SS7=XY0I+
zRRtNb4PtjtEg@T+C1Qh1c^&e{2|e}$JQj}ZoT^W`bG(EdKzB*v5LNOmn$DXrE8<rl
z7d&bGW+=N0RNc4SRD66LXIs+Y&jf**W2%pay7g)x0{BR3=cJp(@U~Nb_-jakG|eVA
z8{1%09vSqa$bk#{a)n{qd`AXz)Wgmw40n6H$W?nj+jS;Cln>(Y_wZZmG&s493?m;<
zjh@gzfi|k@z_+O<2YC!}&RKWM`3M%UcO5Noa+2FQIdl1vu?I)l3(WJDXt1aTnxPB!
zPs(Db>TTLcPd^mtx!KP=sAA(Mxm)abD;au{nDiWK^-c}9cS#q?x7F1w*WRbqzs$V+
zqw(fK5%$_R)=@|3@T8CREU~wurx+L7aq+OWa6qbi%Uw*~pNvYWx{B=-tsOO42z<(0
zDxET$qUMld@L<+gL5iV8=gsYo=rc{2p7l1I^lzMUmyy=}6{}qO1NLFN)NL=GHKs4K
zp_6~XomAy{2K-v3J0Rn6{4FC=Yj!s=^MroToZqKR`(b(IAQv9#-}|WOC+5lvv=m!(
z_;SsD-<yb!FCcN>GpetLSIFOYgogcxOW^QS2>oa|W|XsZy5BSX8{MF8F__>6RyhsC
z|9Gx#iVpxU_5Y?HALiodP2w8z-aN#7Mm*0bPIA+Ee>?)W@H8jz3X<DsrY#DdYdO%>
z)>q8`hTpjxR33Fsh-kh%ZOr38wFz%%^NXcKZOrI(5S~cX255c5TCRB>UIOUdLcm_%
zSFYi>pt2jR!*Lw|VuTu@76q;pO}pI)5y-5jxMu7uF<~h(7#S;Kk{%g|we6@B8Kl&-
zG1_1Uw@#ur>pg%My7(aM+Gu*hwLb61r)kBFfHybib(I{y6NA1RZl5{h`p*3L4V|y{
z-IGC=KcU&FaVvT>Q9~DSw+m#n)wsZGbKtH@($DqYYSRuK(`(^FxKAcW+Z)%?Jzah)
z;F(;mk<UtO3jD9qXH0D?AD=&2y^}v)1l3aUo;ltWLI+;lzKLG3a&7a-TVkmRSpJ?S
z4w)d^d2Etw7%!0*Q%zTlSUvUD9nLq`GVSU*L$RMg5>^nFVwd)5eyrAqT;}7JrC*4U
zWrI!TYpbA)K>5n!bb8=FGRMz*^u1h}rM=g8;WOTrjS-9VLE%US1F3hL`{%CJ483Tq
z8$2XktYlJOt}Bw19)(X8=g9%@I2Ar`*J_t<d32N+CDyoOdXnAQIqgGmOekf`R%@Tg
zF8^NFXeWiA_0q4d{QT8fG9QwsfzeyQN|Yl#_%lP|sDLraHrAt-8z8KfO>Eouy4q8E
z6|vu|&}))ZAN5^x%-&^)#Bwus@cn1G$}rEog{fjz9^qm{F>6~>fkY)aTHnTKPwV;g
zQZlWKoc%%tU9)a;!p4WubE(H3%LwY3_RPk6CVs$v{GR+^+iqipsPA!EQ+_DE-&N8=
zPuh8N=PvtwDcuNm&M3(a_<2?=S(R4#45F$SijBDJ<1lKzfD6yW!NV`TeSd0=8@F-7
z(L`LpWAVw=clMAj=|<kBt<dH3>?Y|pOgKl-{<qR^RcpARMCfAyQlmwAf3`5zYOM5)
zPpN_ke`Ef{m+aQ>Em0EkC2y=tb(>thiSC%;@+X)|1rgD)Z=QKQ5cC%JY*P!AS0m4}
zD({KEne&L^OjHD^;0jip1%G=IJi>Ln)YeQPnvAo2umUa|P$Sn~Iya<`D*B?ojo4ru
zUsK5mUqF1v3M6A6W9h*fvmygZJ4KZ{iE5`5D2gHc+}7D>J<sIaz2aG8w$TL0&gwX~
zTf@tsVrK;u%CNbCxp2&G&s_!t7w~h?2KJ=7H`ZEC&9Zt_O;()*gYAPfLqR~-Q7zuI
zOgV_WW|%ofm3%Xmp$f<FL4e;>&v%^sg9f!diB_|hPZIWj0?xD|@ym+iLLssklj?Ak
zte~M@O}kUOgK~o!xUeesIz+)T6#RJ_YEYnM=9E<BV5gSr?eLSbpLrdXx!`aW-cvv#
zDnTqEMq0cX*~{1-vnU9f(@LfmM2xXcv6k$TaTVLP__^NB-*3cjHpIK?|A%XsFy;1<
z+i%|}IR4s}^#ABDD673czCdq}*_f^e@z#%>h^<%bkZ(}@!xPeaRf8fRd0EvMNG|ZX
zo(uMsY#qS|K^*vzk2I^p&%g-(?3}Ed4BzoxaKoSD39vfmv3nCVcm_o=ZY1BaKl?qv
zSibn6Hmh23b~S%R1y>2?IzM1$aSxbY_#*4Tm&Fj~qkspo>XB#*%Xp_YlBp_SO4z9s
zME@rC=zim~-n_q?|ISHeVL!B)g}EUff`eR)Dr>J6H_g^ZodhfuieHE?y=OW*ugx5-
zeaU_q^3dT$tK;{$Qln@mhlTB~lEEA8+M55)U27z~h&VMr<hQFbsJZ3ZLJyvzZh^+a
zQvaPP%y{nCStG^lqM8w18LZ+DtNL157>V~~o3<i{rtwJf{Ohuy3-Pm$)E{XFYB^l8
z$@%=%q{Ol_$Wv4OE)J8;?O^;Gu<g*AnhLiWd)M9>?>6x!zvW%Vc@kYDXlivP?ra@$
z3k3iGDumqu+HbOe<tpIAp%q633xN`$(lG<C#}IEnM7>mCt^i(gI)7!{q^+^7ng?ZH
z`sZYWG{@!f@Ux<p-nRSQougU-qKk)jo8#nWxdt+#Lp~eV5+*wcafe)TJ*WhgYeVft
z%A#rnbrdCCn(TDVUxYuCo>qR6a2pvvY!Tmrju}f~((%vA@zlL7TbT^Tgqj9;M8Wng
zZ8%huOT6wc$|%;W6x1fpffYMpZ_cY49_Wd}$;n#R0hGGy@*R5O^$W`#DzfHNo2DMS
zHmVFcFfmtM#~fogiQ#z|0Js?RqedGOVb|A$Ie9{Qw*J}+Jb%C0J~t}5C0GUu{_KO&
zg*F8);HcrxO#ps79oq<U_HbM+TZ<xb3;se|+?Nsj9&6po3(3hJbOD3~JBPi27*UW8
zgn#Z?0fa!8PCb9h-X!G&-pS9Ix!X>j62|*T(HO45%Qpr;4n9?S5z<lB5Peup1;N8%
zc0V-fQgWh}^)HE&*qk%!b5~6imkT!?UTIXEA5g~pbteoj7nsPHR0WZ+%PDqea9KFp
zV+z&;9KLwk7NB6MV~!pW8Rb_cm#JR@mQ;i1)l#58FGnv)HeXINm^Ie0r}2i93(Fyk
zySRI03xVJZs8@a$kppn~P?&*a$9!vwF{UR(gkr7<x)FAGT>Hf=bc-tj^*Q<(gb=$_
zjA)5JS&j=eO+b7z^?asOAcM7CcT~`nlc7SfQYHv?VtH8s3+^k@SyhY^;4+v*D@cZ*
zeM<9+moxAlQ>5$nYO0R2@l5|*aAGv3hZVVm=Cu?wsN^jb6g#^msEj#P@ySaNOoC$!
zroz(DA8gB}LYpqe-#iq&BqpFR^Ow8rZWt$X<o4Wu1$vH-zfb&!i?H?MZ}0yM_8L&H
zgx^^#X`S=Lu14&E<b3t(PRTLuM6d&3?1gZ4)d#oGh1<@QB9ca!T}k2H9K>xz#ymAW
zcH7B9c?G}kJnp09J<NqmpDX2ol^Ac1KfuotSR;ly8tCf~nCmgc*?wGjytA9a1loW)
zgC5A?iWkB@FO#YB`ed|=SZmiaLbOJkHx+F0T<?4KLfmL3PGJx$X`rBp<W_FIB)?Kh
zw>d`YJl$buz-nU6h{0++B<s{+m_Abr6b@;us=p#y2>W!UR1mJuKwH1zt!eD7weY<n
zUdE;kzS6Ko2&N#N_c}yG`@Lhr%<U=m((Vr-nBZd`%fxYt<Bc-$6#y{R(-!vqy*U(-
zeI<_Oy`y-Pk-Q|FWWCooQi}%ubDg%F9@Zj9h+8gvj-g7?OjiIp=1nn*Zd~i#x9G(e
zy4?unJ_8=9R}LY<nZr~O#wl@KkmHfE8MEHKzo8T0OUw*xC^?@#qOw!`<xi!m9su7{
zcNQ8o-T1_K`}n_Sb0TXvM&^~T&bW0e1~7#gGO7(K<qIkh^>cZ-kPBEFS=I`OAGU6d
z(QcBSC3M`t=X|Kk!mX_sV`E;#c!)wi+KX0XNp@JM@lvim4G&|se6Xxjuhs|8+RP~)
z#u&;~G<ihW4T)%fshSO934*7oRoOhMB8g5tWjxXds+^1<G)r~WL8T$JNjaVr>gB8p
zf5=Xb15dtd>w9L5nGpJoqXu4C;&%R~lMI43jew`m9=CvanhP7FjJR{%V(jxTO4^=K
zh(IoWaSJ2eZMUqO?L3I#OR<X~q?$eYlSck=Uh3hzKAR5y!c)yfT&7|~{|1ll$ZSv2
z<XtNq_^|UOhC2~HS{ga4>1m4+CbC+Lh^{K!_jhu!fQ|P_dSBiCrF2<w`y!huk)d9@
zbOkumh?Ym~tztK9Ii73~KZC0D!2b)oQ|O^ufy>GE$1@$T_u*8_yr3d!1p-jjiX<Lu
zk>}!)xLk1m6rE>dPzQN+wxHpzzGvQ7NRzGQz|_ks%E0;wZiH^!V}^^mJC%A{;htD$
zMKW%3t{o5L#^p7=338GPs#05(6uPo=D5l5~6WGgj5&{Z5JQC#2Vj~Ja4p;-~M&l9R
zXBUGKf6ZB7ZVMj+-9%_klt+c}lQdVD9{6SAL4`=M3$n2`D>*IQasxE^?*o(`(!fQ}
zingeO=QxAidRwP<(M2ojO#Z6N(?_opbjv@Q34h_dN>IRXA#0L@1elW`A>Lv^b3qL>
zAU(p;R>#PZ#05t)ltfOdouZJzr(uo*N(M=#)!)wiwW#~}i+6;xNcFCGvUKr3T)5@`
zQ|{PT!gCg%^w0Lo(v8A}*fl%rG$Y+^Y^<Gf&ZxE~HnQkMgd28UfmCwActbl+BXCIb
zVuXu4funFer;lB5iZB^7Fz>VKS;uvrKXds6X%H90QL0-V^+3osvw(T;{7rJOozkR6
zY0Xtu5FdoH6Tmy=#**bCYxzbESdPZyZcFc*&_^TsG{fAOy`?kl@_zBox^{6?1I$bl
zekvG?5U*=7D<(MGkHM#ADUrYwGc~Y!a;d8@^udAZC>;jfc44ci036fM25QaS_9q!P
zTu7xCMbkVA;{_{e81pG&eWC@n{Y1gGo0T-NGQ7X>SWY+SimwDs^a&mrHFi1&ST+xk
zB4pM;t=5lgA>K7dnC5%{Rp}T=gFB8~xgB&?ckN5uLu_5D)jVcTxjyH<?O%FJxwijj
z9e)I}WU45us^kHgn{>DS^AK;1iJTb<S>JrsHp(fdU2P1!e3ZO6^EAI!l9nM%q)h|O
zHG!>oMZGU5D>d^$L~X~!y2x(codWLyPy(X)Sd41Dwr1cMRS20Nf>j$_cC=2ha+7?-
zWBIUnT5Zgf*S7T)EU?_s&Z4(!bS(>b)Fm7Yo6z63eQUK52p_W#Oj`|e7v88#Vz#D=
zU9wqE&orK}Y`EH5uuj^%6B&$y;nvxYhUA=_3_^JGYWu4D%sG&>T4X?aCJz9DuMVEv
zH^J2dmzdc=mSv}9vYM9Da7Rs@zJ=3`AqzDaUFHZ?VO3SkeEa0Y*xpASJpZ$tAqdwp
z*<7NkAOW1gAF8@-`-Wo7i>fbr?-XE$Ka~Voyk5qUS$Oc|y)@yYL?R7FpPf#a{T6Lx
z6s2$HG5le#@m;MXxld30{CtV>God~c!02{-J4pgDo!6@0_%@D3jg$UfeKBW)$gWk_
z_`q{BnHya6Sf8f%MVL>%6V-X}&vcGam4Le?A1pnI?}Uq8F!4DuYAxHr9bi<M`cLpU
z4i+Iu!v!lxs)SbHU}pTB`cK1P)X--gp&}PKr-Ednoe)NKfO`Yu?%`!_d((|$XPjK`
zQclfZdl-LO3C3=L@x@nz%ZnsxX`%M<nXdWll0I;KB+2G_4P=r__&$Fx^TMk1?2kp0
zTPDfY?>@+yUwVb{H}@poBAIql5L`bRh|#w{t8dBbcr;Y=ij%g;dS)JMa!;;D>~^?}
ztMbwK@oI39Wt|dK&SoyP>9Yq7YPkWmSj+{5G9<_qiDE`fc9HdUk_<`5mclsZ6=7vX
z(z)*HXz$1{2Ra)~UypC^N%{{Lfd2JQ%B}x!nM0wMdmbOj+`0ex{{!|UPS~r%Pa$rj
z=_H6aRkXEp1#Brvv8XYePVr8b)KDydc=`6$ul<Ad%_E`HG8GH(&NTtABivx@DmNia
zfgLG9itr{EY4XOC_)z-iSJc@F{=>S?*YF}}yG$w+9{~sPdStaOTA;`~zHO&NJfSyc
zw`R0QlCtO*xgNuOy7B2tgVz}WFI*Xs+Jh$*y8XvOtn|oH%({h9PzsaGokcW+X0blx
zDMm(kP=LM%watTkcJ!KEyt72*#mOm}zR2i4TtmwQ#YOf13U^+v$|`ff`sx9$=oH>w
zm#Eb#E_R;H2GqjCSvPPl7X_TmaWAF~9HdJ@HyGq1#V4mbAhydxu$FvdDt|7^dGV8I
zWs}3*DzaOXSq*Q+2Ku>qo6XY+eH!SLP#gq*hT`7dvG>-$wfYJr0@(UhN-E0=OK^dp
z=KXSM?%MLSXp5WnS1~mHxsB6`E?VmD9IhkCdY<ZMQ~ppUFu&`$VQ4!}$DJD&0=3*d
zYkM(0GhFZG!~5C_+jhJqjY&3x222dC7d)`Q2maZ(cWm3CE#B!<aPuW$dY`o!tvS;t
z$x?dev1Zy=XZ0PxCr46;m`WCLi<z@Fxm$PB?sMMXJq5yi#}}k#OPg_E9VrT@FagT%
z7BpH%Gt8B$x~GFAu`W7Kl7Zs^I80l1I5OK$NH9#bHQr++A0ue4#07uCaQAhG>kDCl
z1^8)xq|Fo>YBivTcLKVZN**g?@}E6dUqD^X=B@S5(>mb<Z&7yaY;N`oBgIC0rnPuI
zEyYe2+6KOf5Ig>^BlHE`-)?P<>RTMFSBra3Ca;C{oeBzc9U8>0q&U}qFr9gkMkb6o
z(m{A6L}qy00^)-P!1iv|K+kxYxuI__;H?~RB>%+&MfDFn0Y1|iR#-Er+b`*Y37|@P
z?pJ=~1?>dkDX2)Hr6H3E_s<rpC?Yx9@KoSbJCbp#6)WdS`jm>q^CX9`Ihshx#`VC>
zC!X$HwozB+<R&9LPKRqtr=Z$M1WrEBL1@9#fJ!|r*MIIgzB?``MT~<ak~)S^L0xT#
zr8)9$Xw!PV`VMCCCXZ8!$A^W11*UyGQ<m<o#1V(YlKxKnOqN@`+fe~mF5=8QR2;Ij
z1zkeu`bG%B+2rhbwJ<2pDQl>R<~jTn6qE?(JZeVPYwB<)rjRlrD0be0_M1<Cm&Pg2
zr~fNY=r_TZm5izXa5=oYb`XR>0<J35;#!3+D(R_-?BZgN*RH3nn#MaaDQbj)8zy`t
zOtLpK#fG6ASCzIBK6(vS=&??N3*v~k77L4zmlcW+>l{W+1_Sk_O6gwG{QgeK=nu)B
zd=Rg1@w4Fb5worE&@l$ziBF>=`;TeBmi*U}k7HFx{}|4u7itIbKLfh~41^a6gBBv=
z(=9rF8OFfpYMUsbs<POh6Z&-)9{x^yKWkge2q>spj@jPiR6WqG;F-9{Bt6`<$$9iP
z3mk18W0rGOO(G0F#7y%jB`WS?%`9EQs4rR;v!7MN%-Ek1#FIvFsHmN--IC<>=!06Q
zep`KpfMgbn#=l(Y7Pgq8Hh}Vnt*L$Lg&?W~Z{>+H;JIl73bp4tCB&;lFYekaPKQAm
zj^Xo5RlxTi=ji#>ybWd#JpxFx5Q$7nd1UBsb_LoxvQEqNRlgqfl=Bk*j7IQy9IZk}
zDY0hLA(3kU3*(Ne)gHhToK)Y=m)HfLge3#T9%lg~;kK5;9C=&EzU02^#2!P+vd#~2
zP}Pjo5WQsIk$uyMkLG#PIZ=AwO+!tAFSc4TCo7pKKH~8{ef4=nX<DmSiwPc2dT0j~
z=ElAFn#B|2WL4L~s8dOhlbujD8-k?NxE+~Y40GRYvq#lYYtVuopF|syGu_nQ6;~TR
zqCQD-yvkkdM663*uRoNwl~~SZ`X|ZN0~Kb;(KYGp^85#63YjYIXs#A!cC2i<SbDk0
z%92k^`Kd6wyjrfe)+QQUkw<gS`YIEs=5D<CYnL?>Ar8y&fBqq}J5Xb5sdJm-xExix
zx?_y)?i0z2QcmUuAz7j@k#oSR(qezQdGwMKPK#z7WPWLy;2cuVqRKaLMa-s~`_wk!
z6{i>0)*t(@PR#r|e2u*4qrj@#No9z5<KgNk9wiO**;csYbpfc-B`y(1tLr=>j@Nlq
z^~e=TkI(7SE*C7)WhAPjL1*9*PIWUL%f<CjIY{`Vd^U-*DAJaUQMy5REQ8gk%2hGO
zK*hvc)AF;Y!Z^QS86$;*MGIm3HFu0vdB0FS<cz6{jt4Z?FCw>>$-fNP#PJe@w}?Vb
z6=^R2t#D8M(UKZNd&OC2`XyKK&z)a?dvpHl5l{Ykj3bL*`@gdI!>bBiPy52Trjyu}
zyu}97M#>qMJQlzJ3ecZCh$V=%sA<-`;iZj;0?*69!5Io7OPFZyth}L0S<ZaHqBe1w
z$k6tP1TW_TqSZL`-{=l<`5yzgezo1dq!A5!<@)+U=~>h@d75JJjB+@P=i5TqY-wc-
zs!nRA;Jq?cr!=f_4lhI$Xh?7#LZv<-wGN0PRkfHY;_}sRF*gG4z*?OMPt>`xco4By
z4rx@MzJvPB0p&<$&8U}VUwxbz&Yu_R3Kujp&w05jC_Z4i#kEWu76KL*GGNjgqd!N;
zk@I2pMsRTAVeOT7cxNi{n8;LH$qW8tI4=+6y@8if@~wA!anC@<F+|>}0tZ|Okd-Le
zU;)k|%DsY-RDcVJ1avP7^H#QsG?KSM(}`oaWKIBkJn$sCj*5uU@7E$$C$)Y}M`Rt)
zRKyvm8Yr#FK4jGQajBr?61&2WG9E&Z#n{6P;5y!AQ&^X5zm94P;RQk1Bk@&^88Z-<
zbrTkjag!uPWG3073wqb-x6Q)VWPuy3#^kO|R&&$3Gv&$-nrA-3EuPZ%Xf&-R1af6V
z&|jx}JTYp70;e6A=b`mpVu;Cw7qYN@^DqnkKnm07syJWN_D#k38>)%HBIRj!9FgOg
z*Eizo`Zn~%YpjM)2Z9#R)X6X0kO8b{=7|Twj_{1Ms-Hm!ERA0st7E59>|}d;qF=-j
zYB@kDgC|)f_Ni5sT2_&`{8TP-XmN6O`J?K%v_dPpm1bF2lE~7u4opx?KuYx73U2O%
zrg(#=gqx5F&GmAkBWX$}jV_izN(ytdzlbnm@g7AV){5ztC$VeU4&?VB&#UZOFI}gS
zF*>U4fh@hqC7`UEWtzX5MO1kwWPrq(m-zrLa#sP5Y-Et$tvm^c8^N^Bi|}gPc*o-q
ztdf)h+P)Cb0tJ(F9Iy}nM`_<~c{r${6>Xes^`_A$IRAm?e-+57!g>i#gOo`w7QB*(
zK7XSkS*<+PFm&L=DX20==Q@*>4_05Mmp?ec2Pg_0!_ArO!GqRmD$U1#E;;E+PY#j1
z!1x^5YJG-T*jZojp&s~0FDgd1DIn|{Ao}O`pZ8hX_J5=R0NtKOzQ=bS|1tZ2uc5di
z77l9+dp_|P$4~QOUFVcZ7MaR6iL4?!Rc?MQ`wbvdGbr$wWApBSWk14qh74B#+4xbZ
zWG4yU1$ZPxhyM{CuJJ>fmf|9pn?>h<4D`pvY;psJTzcr`S3i@D82%kq#wHq)YJLkH
zhNy*FU<a+D4<I3G>0c3r3?!jJ@kA7P3rG(C#VX&QoT-WkcYSg~GF!+1A$7FM!u>t8
zA}IFGL5jkJKcEuXb>p4eNL;mslhU+E4INBPtNB;b=5qwwtS}r{PdGahb%qA2g4#ZM
zFdtudP6Jpe4Z(P*pcrBMjy`QgwjS5}rw8pt`aQ9ITxzaV^l^C>n3p0rUo7oluk{oR
zg(4J4v&FoejO#ZjK`&7Dy2vyq=!AR`CwTVfQ{D!JRb-4Aaw!~B;hQeKH2F}ubmV!i
zX@lTtM&n+Lvs(rF-^jYH_qNbT-AlIfCv6voF`-x;Wm{WyMOmU-n&8#IlBpKx@X2>}
zw{1<%`{3G6Ui7Bw=td4FUYvfPTHP!(BRvk#GBIo>GdeSaH$;zPxP=#+!txv1UsJ@6
z*WzB_cO$|mzERP;>RPJYWo1qN1N{HtQkAF%=0teXb5IvFR-Su<d7kigUOv0Ib+%D@
z4n1_dlM$72BOZZx3=WE1Qf9p|%$Ki+nwkq@7L;8{<?^5EhVz2%A(X}mG91EE*3`pf
z7h02Sc($!@C{y%xxhl!9Dw2;WhjHP!t*p&ek8umb)gK@t9Sl9PM=iH)G;G0Bb}MUU
z)A@k9kgKQ>{HG*ZU<?n`!!0#1{}lNIyCe~Pyj8zQOcD3yxu+m{{dh~mQ<_biMsAFb
zB|BH-a|lG+T_=mjC$ObyM2X6C{Fwls0!8cdhXhA&<9gUpC0HAv2cG@{#Z8xWV^k}W
zIq0$MI1Z+IjC08TZ{1wvl#I9|Nz3ZG0LcN<>L7Z_y=@NAbe<R0WAU1Qy8UUQj#crD
z&pqoPZPo*)6mC2`TTp@T-lLxK3DM$y)!HZLKgCZz6nSr~u;g@p<^9+Hf7DX(^W?AJ
zarZcr){*}~J!f5GEdQilzcgzDsKoiutFuT|wiJ}Z+P<yQnW;1s^08&;Mq_krnvTGQ
z%0--KNtDbSu(Z{p3Ms1K08N&xg-NuVMcpYC8EkUnfZekpk$N-e!2NiVe)Nx8xh+H}
zR7c;G-O8zhO|{Q~YDz!q9LEO06IRn;=luyR^iF(PP6WfQ8P_@yXFkw#@NAzy$@c{7
z9a8oXQwVk@nACnwlzi#KaLG54^k=cJcgIrWagXj+6)Tbv#9_)K>Di#kY>qai2;zxY
zFmMR8vqk&!RG+~TSSiD0s$Wc|!pbD01udzhn>ZkJ{1Gms#y11K>4Hc=L}(xr@%0XG
zPj1?3aXV=ai4>573Z2W@iTtv_5f5DI5LkY?(_7)iZPucz0I5#EE7fxl!C!d_J<5bY
z#}E@QnDU8l$z!%>tz=#F>N~R^(l(<%4>;tX9VBxA9s9PTWQmeOw}Exg=^5{nV2{Nu
z=u@Mt!}IzP40CPFC$xZ~F%-KwXU;3GS5JFeU0+}vXgNmQ2!KoPwis?3t`Ws9q0$XL
zi$m7)+Zh*jk&Lzm{#51Xn{zkqMPKqPZfpj0@mG`94g+6le&Kx@MqRTL^s!bWr2E)W
zY{B5ZPjL{x7?0$@tA0myRtr4!n_24(Kmu~|yV@<PyNEX#WYyNFt3XyRMUtQ(t~^OK
zK`xO3N<~t-CG?UUSxc1y&J#QZ)ld`UK05`&aK43vEZ(ET6D=W*-gzOx<Q`n^xGWvt
z()^?P4|#=#nTY5zAnDj~ZM(Htb=K+@7ImweMc|p?o#fjUsMhvH3qU&$sWwZ$re4k=
zak<s4?br>+*QmOXVZ3QdP1Q)Slu#aJ(|PmlYs8N4&3DIgczi93TyfhP3PPO?(f?km
z4|7tC@v4nLkGfUlBspaDVsu~_)&F*xV`YvEkwUT|FPb6Z@ZSvt2Lh5{s%2bEIMYE3
zYOLsIgm9}=PWG@pxidUyYyW*Ji%#fZe!bdSAMlw_t~6_bqAEUr&NA%Ym_RpGBwN(q
z<>Krf{x5L*!{JD)2`@Q@N4`)0y#fSD7L|bio_}m1vF#L>C`8Y1j+m`iFOH(YjWE|+
z-;hGK@K-ReNfklq$0$`b)!q-x_)!k316rqS{>j_73CVkSj<+g+lz<4J@m8#hEFDUa
z8OOXwyDgh9plYN<4)4dGLch#euFk@~aiJ1=$|Yc`(^lpNth&qH0g7~kYu%0ysFhZV
zz2bGS!$Rp4BT2fH?;bW+zuM--vs}w1VMm1}L~oL`v-I~S_>BRxwuY`9z|FiQn|U2^
zUNwH-=@c$~@<#@D42W?-21xagg<=eLWVW9754B;W`Y<6DvL`9NB0zw#pnj4<w=$?|
z@R9-^=SY}O<YYi~jOLhQFI7YCO$ra8l5)BA%9z@n$2@_2(lcp#HNy<vCSU240k<q9
zH$Vb~UJ!))8CtfKu(OL1=yeFlEA<4b|MWZXL{+I1>AF7EKOZ^iqa1;tWSp3-am*qj
zWA}%tetpsYp{P?m)RL1ml7uO-u=;+I4GCqcs?qxbN6?UnmrP`GGf>%XIwm1j(#)e3
zX=f#D7<L9BH?15OuH_)h&SX{c=Elg>Ti~?p=P~^I4u%B6fL4B$v0A28UZId`wWOJ4
zxteN423MY=73{Ssht1cEox^#+9k|ip4l-DzAddt6nKJ#9iYFpx!hi|)50lHN^7o#R
z(1k%!$P;l<;Nsb+2S<*mfOXWY3c)daV)cYmVzmgkJX9N#-Z~I;g5Agoq}HR=rC&D%
z34LmRMOUGA^Nj8|xQ@vZwcRCKq_0Qd3b=qPJU&zwPzsg0B;UFRyyC#Q9ja{KiXQQk
zFC=vvxqd+udpG8xbRRS*qZwE7%UDq&d95coD+DezK@o>zR#1`CYJ!*KIBmnm5y$O_
z<}?l2XTPpJ{rT+jtIrbu%Tv7;@b&1z|2c6k@j|aX*zbv>R));D*}|&3L*jDM!vt-*
zf#hIP+e6%GNhMV5@k-tj(rGtk9y!iVl2X(0K$-MGRhcw|bJ0*uuhoH{cck;SiQ9td
zC#FxalbIK~ifIn)Vw#P#HE;$<M<S_!8tt%4b%^0ZM^xzrk*VDDdx~F4?b0s~^O|oX
zMl`}~CJ;M8<isCTq<#FDmEJbeC)+0%Q8;AapBVI`>J=<qTB!9;53a6YemrT2qVCwz
z#>FNJi{0jll=LSRnRV3H+7o$DTg4%W7G}vHs@2Kt@y|Lpu3LGx;eR3hTO+05U7eyA
zHV-Gg6mS!rlO;k<lqlnx;s2+rcaLX+{r|`39GQ|$jLJEi$YB#jISrdRZ8I!&=h!xq
zbJB_Av?OziB{^(kV@^%zOgX2RQAs7F=&0y$*L~l=OZWTp{(L{bKgMI4M;_bjdL5pJ
z*JXdS%8wS?BguPxd5Wr$BO40$sgu8c!rMDAzgYW`exgFjD{scTT3`2-=Evt5%-0$-
zRk3{--RYUqUlUh%Q8ISG)fq!ob@-V}=Om)_A*?KIqF4=k+ERjrqa@_%$CZ4g*>a@_
zbNbIKo^Nq^GnqQ%L&J7sp3ZWe``xdM_~G<~_MLD2=FjVhF=tk+m^1m3ybcUp0e=M1
zUB=8GbFXYE(@X8mA3+sL{lMsvLoOtt3e{YeGppBmJ!2m+h)k?IhiB+daEmh8coNRN
z1v0>W%8qOF49c8RE%ev0c4lKYo%zZ!c4ItJzbh{NTA5c|+md8R@wcRbtAm@z<IE%F
zg;l~2u+{KB09rsE8>?%K7G<73!>wjIJNc+UP0=H%*CXRXbt0|`Kc>kTb*8%WYc3T6
z`BPp>N1~}$!@li8H^av=!uXk$mWk3wQFn#AL*+7#Y@d4e;Q`c9>oCUczQJou+~e`C
zXBT%K&u$+f?I1nny6v@B9_i%DU&I>|qHr*H!$Oe^HFr1lL210N-$rclu~A3u(V*8p
zB44cTTDBDq3xP#2oqrGT-T7iM0s?~m07&(al-uwA`ae^&+yC!*5SXf~FLxj9!055F
z5v<72hi|;HSQMY~JVy0qMj~2cKs`O80_soU%ZNMEbIcZ<B*T)6{GcFk7h?;@i0vuI
z(dA)m*uj+|*KsYf&==#&ah)$h9MY`3u7>3M37Ro_ZC17}t%!=v^_jKv=|*Rz7O|&N
z>Ja5yDntXZoz(@)^Fo7kc)@B_=(FfShog>QHjvn@tzi_RM@3uoGk{&C=$9k_IVk;V
zcL+3LRL8x0rdbr68`6G$AqdX>xWzuF@O5)1S6dP$P7f$w*r4s(i!9^5b$GW2(g=-b
zj~C=N!$+F%O?CGS+U=AkiW>S{Yq&nsY&#2BcX86ZeJi^mQsVXIPvgNi8MFNYu^aP-
zs~bi(haJ(9WNhAJ1P!nlOCm<(Of|+KE9bchbxTawmIF3?h%6bf_AT2fHjT)RVfR{l
z#(ir`F9$zNdBau=bTGMYE@<Kl%_{p#UZm0dWPo<P@ZkN@g^4p2^I@zFs2U?E17?sg
zQ+3SEUaB@B(KTuDpeg|q;c>(%4s~7m1U={tk&rD``a=k(7uopGs#BFf{)KLo@^p0{
zR{lkfDDA0KX5-^3Xwt(sLNQ0(9my}FlrEnHG<2(*-T0HOWnRy&RRMC58umEvrMy*O
zp1CK35Z87|?{j2D<GiGwk9<lq2?&rJ(&ch6rm!>BOk^$y90x<gU9ilwDjt(+;cyT9
z5Y+7GC!ZL#DFr(wlLfgAJ(vVWItzETI@8Bhk)JNJm&b`ik6ffXaM2SnZB*UBmQAVh
zS6)T2*>tPt0*m=pzR5*#MrH+#!)@^FW+G!9&VWjhnX2TB)n;!q=XBMEl&@!DbFOJ(
z_Y9#guBklYY}{k^o9^{ds6YAeAIRt3f1G;!duoOK->2}0q?w(_Ut8JC;+<rZ0scgr
z-M1<|iGX3qS5G%`=W*m~sL2aNhj*iefO3(Q6{|UN&|QjbJQN1Q2(00{b<gWMSO_cU
z1YShC<BwVy-*hke)E09_G6rJ9hs~E2RRhz5r~C!9=HuijGT#h!i|!o4SFHXO_jA0?
z=&4Ra#_=QdirejJ(Qh93+{&tYV`YMREliO86q!D<{a5FDwS9v&2?{On*AtY3L$myA
ziDtSCDPBA5&NzEqJ13|d5rcs+Sn-5I0c9y9vw$^TDWsD6KL%PiAnyj!!ndU0^h<9+
z?k6!HhQHPm@qRpJ3twsb*KZ6vw#+H=8_Zq9L0JrYjY<eN{CJ0sy(8x<OTv^|M_;pZ
zYun^UQ{ej;8#?OGX)f38w_@TDJc?c({gpeI>5`DU)T4B)rUXjw-wE|ko10rb?>w|d
zYPUD_t!mD+zoEy}=cOx$K3`zL|0el;{AJgk^s4)d|N9U*H(^4FxlGj4&c?upg&{Fy
z?G?M6<)Tbt!%oDhCsi_9*u#-a*&klWXivb-%*}{$8}st$JL*k_cv!sx1x#8U-BcxD
zD}1c?o*(~x$+44IVj*GT(os^9-JlEVagXKImB{TzP7Vzb8g>&)lCQxSgVHkK>=V<i
z$N}$00>*%%r}@qb2mQ_m3)#w$noq|$sJVWxU%M3!uH|H|aKZ*&Ved$$$H_R48|+cC
zeo@(+yr6l$95;++m+dNs2bY4L-KY>#Rym<fj^HqIC9U~IAc<xG*ir_a33BKN7;%;H
zNMl&9sWj7ARj;4I!}WjkbL0+VjLyuI#Y`QOcv~MEKR!CVJITz&ww!$!?duU&l7@we
zN`J#Q;4oD}68QSroeM7R0TXS)CJ2knx`byM3*i;9J$pS2`|u-qIyVJg3XD;#Hc@D_
zY~`7~To--?5@Yg*ju<X~k-4GXAU^IX+#YoWxv9RY;zf)dh487^sI}-&%OkvSFrnyk
z2T!s|v7-Lx9v}q#@!#Q;`1k)gEbt8P>^HTaDk3g166@52UTyr>t&ZN*1GPeV&kabv
zRGlMVim#JI<G@6a%z~1FR3`+zcC$!KuR3Q`Dw*|dnW+<HgLjTd=cPORCNd47UQl19
zWFAyaz83K0wK9$>2G{vJNI*Zv^T_@rSvi@Ek*6uh^A$|X>gh?N%{sI2XS9@lmTdI+
zyx_5L?XKCiVb;)aBD=uGA{k5BDoi!d%ED~!UWb2`a9j0I_x0F)%G5Sd`mUas!3{ZI
z+G5&}H_skWBN;>D$+ty^`gZj=TenCnA7oPs&A<8?wqg)|Sc6A<_%DuT9l&^f3;d#@
z+R@Nkem$%rQc!HR@4?h=XkXw)yD@gM&bZ6T_~*5*nvLm#*wzu&2&>0QZ+CGD+H|r(
z*zuNW`!4+bQNpP!m+{bxtbCKGy-iLiZ$qbP-}j1N-@QIL==dtu$K%lZeI|SP?|pC)
z>of#@Ycq`=l8V?61sS$rko*W2A9^~*1d(jrG9&VOU4<90w{WMj%^dAbTH6y@&PWAJ
zm#SzYqol>KebANC%9p>tgw|eh;{?<n@W*NMH{DXy>^Vx_Z<^evD88ET4`lt#r7j!H
zUFw-Eg_V>ePLbaW-j~J)ec5hrQghQAJ>SZHT!Qf#)wXC#BA>H#gYyrs`;eDHj(vJa
zXMFm!4Gz5{jv=`|GJD*4P0%A<z2j5<`<nV2=VXFzq_f}DwtSqv{Ncl(3(1}T%)*yN
zy);C$BZ^0v&M+c^>g)jJ)P}HWkXj{Lt#1qrkwh2y#x(!w?10YXn>TMR8k;EhM2}eT
zO0gbHx^$tlOF;EyrV}#Yh!&9Oa5$&)N3k+8py7rTDXpF)7;z?bm9}3!Ac|O1LvtnS
zDslsb5u4?VH9569Lm_8nwm-Ss!JN#r7ntns+DWO^jivT%PNeUrsFp^Q?q_>i*A1Ag
zdj`T!%v6XhFrTsr{1&UMtu(qH>)+{k^{mRpS3slso^e)te5goEpt{*JZ1fGEmXh`E
z?>#fu|2vGLPNlMnmToTm1F4JpJ)E)yqP%NfOLn4IBC;;6mM_%o9!TTEBsyc`d`-(>
zuVGiHF?#&~IR9?!81$K)dCOB`CL}Tu*kMv~&Y_7;7Ilx8oH6EYz5;|dIy3hRRz_Lu
z>p_qMh1aqO0m%m$UIPuZeY=^_v|;IH5h>o4K7}xV5>3dEFJ8}>VSy#$2<QCX#-39;
zb}bG0<2os}zPbFK59eCy+})Jv-S3~4L`QB4>q}`aI0lrTH*@`+ap4b7GJKK4K5m-)
z@eD1^4ikjM?UdWJ>(5*DPC5)n2Q->T+79+l3qRE04V6%y<7&G%GJ^}Q5IbK_zH8Q&
zVawhaCm8}rdDr=(mfN@JKeUqH`Z+7V)+X0Y{q(EC>uw8i*$PiTA%7=8=}o&ds(8+^
zD3{XAN-&x=(dOg~I}I&RNp~FW{H(SFP2B&giw15A!TXGXtL1UAeov4b<#}$8`ypg+
zUwq^-?Kkot82#t8%9$^9ZX|20kHlfxpH6hvIxgD{mLmUf7IbelVBVKtWZfUjH{cR4
zgzKmU`tLZ5)Z?KMQ`a;!k^8YHoK9I2;{%)6qUl+q>L=_cW?7w{#`StvlqG~)<M9J%
z4aN85>fsaI+;>F3PSbw4RBjVB2~8yA<uj9PE5*jaoLYpOk+h0v5i(z{p08ZZK@v=u
z5Gx#;4ywzTl%%MP%PU>$POBW#$h-(}l2B()^RZ#e%F+KsEDS;<jykL|#1K#)em_=^
z2?3M{FiwI8=ln;dyz*LQWcuT&W_uHta%Nv^k&4N_HDSV#qs13)xkx69OKSSi>rWT?
z$k`~#+q=Qxeb4w=()B?*G<e1zA_!$E2{GxD+(}JAqJx~xy@jG@=iR<<+5AxR`KibM
zZe=82mVNk(awPrls(;PR9W8tA*(-1V^iXRP{Rxj5G_HNOt2V30nH?l<R(GDSfKo_A
z69mO7b}NWQ7eqPYG{O+-$T*uQSJzw+TGmk)$PZjpXVApPPE+Ctwx<pTd)}y^5G{iE
zf{DU(Rk*Tc6-rft6rv-_fM8|auqJTpj7dG=4qKt4d8hBCj&;=mJ$q$lPC6K0$rw9~
zY{vyLwMDypA_SK{(ZH#hD6}d{z`XC@22D^8lY<XV4t!CGthth}(G%?Rxg~!@eAK3n
zAnJ?WDKT6Myfd5Yv8#`oa*I(JC1HMF@Q;Z#&4exKd^jo)OedoMx-%Y>wL#qZmd(1A
zD5x9X*$&5*wS`(QuGg3d0<vz#QfEWi&cb~$DVszF?}*8Z>Op>2HS6{<^0+`}6oHBp
z4HvP|x!L&nQc44i_s*!QW`Eo|V|L2jK74D-81n$h$8a3=BZN&RH`vxaVZ09+>*!|A
zvW2EsQ~Yifh3aKuOsv!c2H6ewCT`w$mYun>DW<ozVCTYvxdf?UZLu(7wDJ?OyMPHv
zqOU{yy06*CFe?u3ldrE3jf_-^nTKrrl=m+qkj5QnerHz%f}UAH=a5@Rii+M5i5f*6
zwNf5T=~)X8W{@udmxJB35WCud1Jtfa6q1&Mg^?gVAcM+jaC<Z=WqV}Oy?Ts{rSGp3
ztq3pDyC4yruc8obu%Bz@1!jFfO1e`!9VbFmK_B0l7n*jnsJyc7mj;COO8biyJA%mG
z2@t!{O5=e-oSD=-A7?h-%g~ID^Tuqjjd(zt->Hv(dO@F$yHgi}F`=9Wpm@&1bKCd4
z``2fWye+$DF5w11_~KVrn!jn<qqbC0vhn-DymSwOe8o;b?e}uVXwtZq!<tUMKYA{Y
z7qGZjkLYqB)=QeF%1m~|&qrgUh?`MyMZI1~o+>MlT@^~YCV_VGq8fD3r<sIt<&!jC
zL^)Ktc@f#kg{`4lIdUrHYS2@oY{<X=BD2Yr-dTg8NIj_rvFQo<M2{!PU$7g|a{&FH
zI^CHF2SEvFBM8Gs5^xb={W<?m#I<9Jw;a|{XY~ssW%gc6e6Afffzf|F)8k8YbA63b
z+-m33dKi{v+o1QpYTodWf{7|oepaut)+9;L0j@1v;lr={#j=ZcjtAwKsE@Xyf~Lu;
z%bWtAYIaKb$H4Xb+A$SV^Sp|E!#)w$>F<(A=kljWny4V6Y6WW8j1u;h2dgI(Yi)-O
z<~I62#n)L8;XOLq;+D!e0@ICJX5qq=^Sw;W@nTq0uaXftB`i^305gc35lhfZ_n68|
z7@QysoQ{kj^_rOZ4Iy&0M#D`-Qp_UZjzeJ&>T|HB8r%aNzHB5iAY=zVEeo?Nq3%4o
z*UiHVTr!v`13I*)^fer5HQYox4%>T%qgTQtv{-np#j9V+_3;RG63>({<zg*7!+UmT
zYF5%&zU*~We7Fvn)K){!3`}kN&aFNv4Z>3`uu?#ZCuiOPlmw#=K?LF#kQ7%~8Tj^X
z3e+YX`^eT}^}ofj6E*b567A7K?A_vZ&%LQ^`T6<?Zca0uhZI8H&k@Fn3Ja7h%#B1h
z0}%+YRG?@TfBCx$w6I`R(1q#j|2+Rsva{Huxe&Z3Gx-{u<>`WQdBDi!c;&F0`8_UK
z(mV=3s@t=mPMQOVbp*hH2$P02Nho_s#yNGPdl^?e-xG$-Xqz%y=j#WH8SLrJ<G7Mb
zxnDIn{BQ!<kM<-A$R7xyS6o4t6Ra|9MlTWt$PF8#C*{;ZbQP4GT?5`dBr<h|4xknb
z;9o>f`Z}n9Z@;5)(MK{!Rcz5=v>&oPC&;5OJ_dYNHL&@=+wRO0M>?2CXLbx7E7X#P
z9-3T)q!k8T;eAXvTHO4XZ=*ju?lfvmqwfP;y$LEb6JB`DrhMOkS}g|kt4*rR;jORz
zw2Y8?eQR<5tuZ-G!N!e&c7C=^@fD1!@)jZgZoPGF*5XhmfgQuBYZ~?v?!&S1){k3l
zxjhz}D?I(~2dEOB_Tb7#He&qY@BG7f@X6$Q><NLomZz2b;B+Y*8N|#@<QI4JScbiG
z81T7qP~7yce^~b{ItcD;&O=!T`F%ShGfXZ$wBSBzMX22cu?T#aTj+mqZrt?`M$V?9
zWs_oFF`qf+-tc5JZUd4-?xAyyH}(G{l1f#@HMab1T3oaeH3kM57QGj}BhF;XD2?GI
z9FjZ7Qo4hOxRl!CL_=sz7Q3N|P1J4HeKWZvK2$Fn%_NYP0L55I9FgMcrRoI_qmf3u
zNgRK}b_RVN``%hjzHCIpn!or@O<b~HA3>E4oA)y2C!MM<qqf+3L>u#;Tlh5VRaK8|
zU>b9Lz<6h_gp74XrWO%ra($#h{Z7S$=f+Y<U=oLsG$Rya7{3lztQ6F;TeR;T5$ftI
z<#)clEqi+|ZZ*RJj|IqZbtmNpZueeD-}6P~_oWR3+20@BN3~h?X5dd(!|g)&rTt~}
zS#*~-T;4g2`w$JTq<wx`<J~CRxbosELWehAUpaP-8E%YL&hwK+@b1btwVRN+8VpgS
zyc-tgrw-6M^JZW0@@=Ld#Rpiq&0=A4XMU}6H0tV1JXPu}8wo*A^GeSQ!~V+JWW0v9
zz6cnt2q_~{ljSzN*PuLasE=i`ZJ8Bq0i+D0GvbIM|GZt}qT4Y$Cs0>W;qj!wvNL>_
zM?d3%LL|EE`a}$aMa?7U{#EXK`2N<L_WK2yd_TTWk)B{?5=$}}$3&yTqF8?Mnl9Ib
z?4liTzrFHY3LIDdIVTK}JYO%*hYJd=Xcz4TJA&At-eLUZs`b0%E0A6B9#=1QEoLEs
z-z~+Lg=^gg_z*7osC?rUvR9QLn*4`}MMU<zpfz56H6n}6HIO~XG&?fJkGE^wMM^r@
zwwJbW5f#{Ou{T`Tn{lO;O=01&p<Cc<T~DAEq}e3#S#{1q)%4RySJY77u)|QgyXamI
z7%;+(<k|FIHeESa5=I6B1s_G$Ofg7X4m_X5AmS|32ZhsOA|G?~QW3~lu*$;E7UQmE
zfF1TyfIZH@$H>vDBc9hBBdRfp^epy)-^|{*@L_+}3DkroGPj70V0mcIT!5QwML)}|
z6wf8s!2S}2!un!=2h}c+ePMF<IJHEdHF&^BcY~HN7!Nhn<O<ZY>W|AreV<=GC9z(W
zUBF(XZvETjI-r+vzm@!*i@)4F4L?-)?365s>zk;p>CDk`u>ow!Q@TP9m#>s)Xk1yc
z6A;~oXR$CJ9WLzB0&R=qUM}&%M?^;-vv&J)46TC&3<a*)0J{qXQ`YLF^)D0wD<4bc
zNQa_Voajrnb^LJ$&Jz`vNVvP6bU9!H=carreMQ6wV83qW<@Z7%V^<s+9Y$u^=jrl|
zu>{(eNp^5tn=v<BXN<wzybb`wXAmiD+0kGs2kHaR15UVcAqbh@2(P@S`nbR^MbP98
zWv-!JYx+oRD8}vQ1j?bqje|N2`09A>{IRhTyy*Va+Qk(eTLEn)Vh8L)sPW@wWN$Up
z`vI-9G$Nl3wN85+G-5GPP>?TU_JPsBI*5sHb9u{h^erwcT~f-ewMYG|>%*U^e9Kg+
zlXUv#lkiHd6t=@MhsGhJkX**l);4pYo`l(B2~;5QR5^yC+D&;D%Y_ds<qwYGQ+ya@
zDj-jt3AyMl>QyD^v-8Jd+0L3wAJIEf3obR4I0`Boj}5dAkaPUe6;3d|98s4Ry<76d
zx0m587P;EHs^YxRnPpByKvIfQeMFY?6>><}JA4wVm3TC4{PdZMqE}3?E#-mV=fCPK
zQk1Ugeyu$k@ZLLr|ET6U)#W;->SP-gkbaH^^4xn|Us!C9bptw}E-;ojT3rxo%+<>m
zqh8`XuyR4GNeT%#H>_0r_-??k_J8|doadMH|I4^G0{h3f$4k4il=0FZa9?jsgg(`(
z#Jw5W&E84Mz~zgo0WQcas}0dwPs|v`w~*`M>Q-?k@6l11C>P}MX5;40QE&QkjYfTh
zg(t19IlgFaTH9}{tx?n9jd5H3w-nY5L<<zgjdewxTMzyqnSY~<!;>Dxc{s><AP%w*
zXktPzclc3d7SjiSdREON9*sm#jd<=r!*-#8#mz^iYjtR-9ML1Nljo}+!d@|CyIuOH
z{gSji_b#Foyq3ohVYan01Uq6n*)klXSApulpxR_bUdTHVhGd#%Nh{ic{<N|N-B~%z
z3*11ucWZ@|s8t6qOTZDg6;~KwP{Rb^cJTmgDs>3APF`qmgL%Z_l9kJzn|6C{lKqF>
z5$uCj8D*h~T7vb<(dYr%h2KMsJH_w;9lFD&CK2L#hoqE7+(D&lR(1^bB<(-J=b|1=
z+TB_X81;l}qKx)4-eQMcLf+zgnKa%|kJBvk+9=EKQgU@~3yaXyw&O6|R=yOgZcQ|4
z{Z^M<zs<_Gm_sWIVnS+J!#iMS2?XNI1(*n6Buoph9u01AP`EB^kzRe55DZIC2SHUj
zP>tE+>!;ex=q_h=v?8`J>99WuevdDn>#@aZZ~^P8EoY-F-i|>@QCJrbs8tl}ac!i$
zq(!Z+Ud~R;7(7_efYP-W>}@IMhS%$_pG)A`cl6NQqCYr53g7!zjeLw&_%I#+onk3q
zDUnVobq;wPdc@=!*w~v~>G-trPJes!-A@f37dJWqtm^p{zfjY>Y)R2cgZTHFn*^2?
z)VQatNr9aUqJEP(Kd#ZZ$BsX&1=Wwtt>%9IUNcnPbsr15)r)IjQ@+7dD_c_k_-y~;
ze^C3|Ab#gk{)@txlmI`&=yz{@0609xtVd7BL{frHJ^G*UA;W$-fBHSnj3tFCK2vf3
zLeW1feF>pb&66%0LSEJ5?t&0!rI}&Yrm$FdPiYz7eg{~?w9;vu6o+^=EIQuDGJ<P#
zapKbOY_%>;px}gB&?ZNTK2TZijZj0cg<)5UVE%$8R@T>Hgb0f5rqe}4A``-r_Y6>w
zuF58lZyRQMqS=Z(@me5>03Dx*NE`t{j)mAEVt7h1Xr+5hx<(jL#_K(HVB(dl2D+?v
zz&ApO(0$485}<-c)VG;P(iZDNkT2gD-fKl%IN`5C@4Dj9iEH;|pGQZWK8ia+N+;WL
zp#)EL3c;_GD^NOGuc}r-i--faT9X&&#@&mW>sj|6bK?t=obMuH&@UBxb`AFI4hxxb
zHQkk{OGI``Um9rZ`!Ii6a(~Q&<T&W=X*^#IWfvpUoxA5NHWbG)Ps&+ps<{zpOBCz*
z{6@NT_(sQcKXBtAXMx>hkf7xh5!sjK1H+tjk*>cMk<PR1^bwj1sTN>y58;WsV1S*?
zLwzfX?dNF-@I>THF8QOX3`TuTC8)C+++kRzIg<`IL^HRc`}+Z`LhuPFT8SdXV%HGL
z?QLv&9FTF0qMR0FumdBrNX@&Hg6(+VNd?r@TmKDL)6Vpbr4FOx7|DgPcUG#2Ef1~5
zTa>Z=GPd^hS3iABYh1Bxd_&w$G;zLDq53o7Y+}siYoy*|j~bso<=*hnX29LF{Vx))
z6t?bc{*E#6I=G9Myv3v0@4n-+6!wero^9EX{8WXuKr>hh+317e;!G#!5hbO?hu0v|
zz3kq0$=xC^GGl2+YBk%|u$^GN%fEVC-Ct|CEEgs@uMPFICy)G+xbw0pBPHmnm59if
z-Gc8eQMuuN^ZV;=eth&dRh=pM<R*>IHd<I%>=&7RB2+vrd8P8r;9tr{S(9u%p`!lR
zI?dR9Ni8w_1pm(qN#sj>Bs(a#k3d`OwW$=EsJyN|uCVXc&YOEypoPFk(1Z2<WDz@i
zYz+7aUa#7CM}rb?>EBlQDATJzO++Ww9uX>+Z99RbImHeLe7EDTl`GLTBxd?E+;tzx
zcUAEQXmq^I#v`#4=bo>ShS5hwIdi5PrEBQm3c_$Bb^zPice9ure#O&Zw0y*`!3-$n
z(lWGtu@==kH0uKVGPTLuj0vNb*NLRZBq$XP#C?WxXYokUONX3Ue!Q<65m6GRi!NGa
zM#`!SN|kns$7sWloxc&H%CQXa_bEBpkh*3{k&+Glh8RUVNx^2ow~MgC3;<ea{N}Hr
z;N&DTvOyrPDZ=c+tj^_XE}h&>u>^TuhVuC|=Oo=XjW`(LHB)j`^dk;yDs1)}fFFlr
z8@Ri(p!f?ZYvCQf;s!xRkDnULtsK{|VjC1TEN9}al+|`H=N!I}ZFc{aXUTrZT_)ea
z5!F2v!g_2Y)HR#I^(-Fj>~Xu!X3tovFj{OdBbOc&3k*qx6xfV_&mR{I&{~DW?U+C+
zk5V}}S*R35f{pd)xfajV_ZLT3Ck#t_-LEn@Ilga3s0foNmsMR_U*^&`EN3w()L3XJ
zI#)EvwU<LzVh(W8jVL_Hq|^~k2{2EF*DynQZg{A^l{R02jk-Uo>Nhx(p70@a%+rQR
zujCjSt@fZSf1sc7WkT>sI@ElX)isvB=LQ5N>>90j%8cE_$U%ED)tCKb1pTFs;d3|l
z^wfl1a+C9SI<0k4sIUBfAz<d<kXEVqyuC}=+dn;XQ%;=msm_B%2(P~nnlE;R`9=2X
zsWCrumUpL7O`I<;soaPPJ#g+zDD$P^qr=?%_HsAOj+}_27-`NY6Iia&hpLQoot)#*
z2hY~MjpHTmbYq$c=dqWD__LTd6C2MSQMy)9eZ$LIXWfIFYrBpdHqcV+mv3%zE`GMD
z%+)&XvO!+spK=xBqnU9gUB7~PXYH~5LDHTlr0=Z99$j}YK>B`w(u2Zp<L3`=lwG)b
zG%B6R)e$PX!Cm*8OuRWtX7&jUkslo@-@Y-fO=HvGdQ90T3#Vk|?dagLrvv{U3y)83
zf4l8^_*3Ec)y1<-OBHzlY|2p)eX`}LwCN=ZRWCknTfacb@XwAxog8<wYu|{DC}6Ub
zpk{QDND*|-M4eS;8w^>%>3}s~FCi)wNe(;4nl#VU=<yh5D(E$|bJgiMLJQrEddL*w
ztvSyFOMclclbk_!yt9WpZGBk{x~S+*EcjBLs-6by9QbM2OPpxz^k|H>6+VTSfqpcs
zm|d^?gJ1Mbd(47T=1xUg(uU>MdawcTFBLou6t!STYrwI680PdlBkD%`-QmJ;1y@X2
z^z~B8%C+~7fy0mIg=QJWy7Y6p52@!aZd%lPzEYg$l5<w=dC?YX)9vS%Za*)LE0HN*
zA}X%==;u6^K4L~(>_5TqE4gxa_9mgJkE&W;z4y3{z*3h2Skar-qz;PYRY(Y1N1j80
z%g5rkOtg1;y}POr!c~r)5SSd32%azZgOkuh5cc>HQ9e^X5i<eL+&x`37q#ha!~Cer
z<|}e~<P4mKdR&Jn?()^aIQG_%>!#+yK$F$>hU0)mGmA?~v2uJk@4N|FQ^hmV@>ea!
z$?*#!VtI~i;%P!E=E19b7hPOPu|!oIv!K!ZKl6Plw`Uiu2r}i1$Ldywq^DDKW7z`w
zXgPvjXqXV?G`{d+EywSAV(35<GVM?Q$mvUjfVZmZQ6}Y-<l<!Q<(q>8SKc`G3%(gs
z^%STDli_T5qOGhFEA!=k#<ybDhu&uow=Q{J>^e5TJ|>0zy8odwYya&ATFZ-j<h*B*
z86BUB=i<$C;%d1`FPAKQUzL4+QW5AUdChB#k1Rhw;$QRKXkeyI&8BzpzSwS~mDl+M
z^O|!16NeZj&Dpa-C~;Gu$IG3TH?DEFzCYNB)JA;Xll=wy)A2Rt?MBN6%7?jG=^I=6
zsM(zoJilLo{fcu@z<M7tSA&1ONq44h$lq{}DKY<1%g7Qx+Mg?(itJ`he1(xRbYP2X
z4sw5io0nJ*02cNy_I3XBp3k=br2+gmoyuKqzI@lteKW)5tuKiG&5<r{PVd~(Na;P4
z?C~^l*+bKwRk}7mAF-NS)U=H`FrW>96?JfXq_wbSz$&|%e;l9~EjCNA6+Nuy)LR`b
z`f4X3&@bwsi$JIkfdd4(c6DvxaG;xPh+w(4emz~)AP}9Iaj3h9=^AR`PVX%Q{9bh`
z3L7-?ILHAxO)92;m*&kx(f(kZoHTyM^w+(f*DL4LhkjisUG>aU#l%-h#<z4aXmp}(
zq;U{y-H;D;c{@xD*V~DN8qqXF@xT;|?cIf*X4r|-u>%p83Ql9AGP{{Qt@bAVM+U6|
zy-9gj8#F(sjIAXF<c@ieYfRP+8v{PWm~mj#oDsuFPqe}427;kf=I6MNWO{kSXly{m
zimol(cQX&l^0dcY<;3Mftr9Jdbk&_H9#i*6#{Th~=k_qAx{0Je9&|zabDO&sQy?TN
z)W&b!(2wT!INr)1a@20$I=r3QXfVKMU2$MHf41Qj5AQ;EYH&RC^h&V=tSeS;OeY*5
zVeT9gM|$y#j4r{3?M5O)Z9k+OI>DhSjiASU>P{(Z4U<DEjh_=eE4DUuZ@OBj!5<`P
zB30(l0OIxRk%Rs_chWiXMPeoSp`;JV!bsfxI0I%3d5*G8L0+U6rIa*JIfx1PYCm-6
zZ!?eU;q901Btqi%XXdpUhug~EqF%XG@F3X0%ULD4$?H?!J&d3GVU66_@<$hlMRkL3
zLwT8&s1ep%n@tN!+lf+`vhb!S`+7Iqj;GaMj&9fAeSq&rpM2D^!0%-&l$b-biB_`2
zfN7=S8;_zIW=#$5o=^GmQ0=&@=Xq#N*m6I{tm(<=&T~O7NMT_6>>l{tgHa>*{()F%
z%-q0#egC16?Pfbr<0GlPReIwA&Tf3uFaMM4ps2$Y-lU<X?8FP(9mDJr1#z1hfm@gj
z-k4{mJzi$rLK_mL0_CZt67SWcQ%h<tTlhov)Li`k!f>4LdhxR!pb+d?y~BP66oL}9
z?+3G)EHBi~7_fn-e=nCxVv+TuLg8^c`UPM`#bz2T5#}?x28lH^<`@~*GHI}vL}%DC
zhx;BY4FJMQGa&CPrKSlT&pFI<B4#R+cnlV}_P`qbwQkso3@h?=4EDge(o;Jt5qPAO
z<?b<JL+W^tI1`;68-9gJi1%qI)`{_y#f12@>E)8hOT;iK;{B(aaL)^4cx904dz`-L
z`O*h&DZwe{@@Op#{jw{b!-jC|Z<9hq+WBDx_5t*}k<^?XEJa%yCDX;Ds;$;8B_L>%
zzu2Q$iP-++mIkHnxG>o1r@Js<ZtC=v0$Wrckx1u^c@QHw5AL@6UIUedunmtmH?F>z
zL~9P*kO|ZoSUZGb>{iMg`FcNmAJlfPdsK3!P5073beqZ-AiV?fyF1TUZg~DkFx_@0
zkuUZo%aEDhKl;T5LD7ZJIU9~m#0?V_Z!Szd@WK8A*}?R-!ua4SmOn|xtmaG=zVSyF
z3)n52<l}N;J#l`sp==S;z52D)=sA$_DK1B=s`#CDZ#Y=jC(?~*n|F*GEH)=7f=RT-
zQi9pn4U*scJ+T$+tXwvM4RD@Pti@5%tm-f=3r{`X0fwb<3l2z-b)_#eoxl5r6oRt_
zua^aLTmzLQ1%%S&U|ccT7`M%rS=1<J&Xn)d?Fq{HjLHVCa!=7%OL_6oBEv7g2`?y+
zA--nT$44KSof2Oi|7hy|`E_{x?N23);H1C!^_RDQps%G^b`zsN=oEgSKa2Fg;PB&u
z^7HWuvHILf-Pwr3M7mdQaI1pKp+5EbnuB-j#`b-Jk_$*9h^y~gILPxykrx*?JYSBk
z>l_`b3a3^e>cQ~0kW+m^lF^GYovAr8yira~a#H@*N3G}Q|IGRwvS+6qALea8^$xMR
zunPqicJ-!cB+@qT0E#29>c%BImQu~&)v}AXz%&PUB9!8gj2m%D{H}gMXGWHk7i=<y
z;{hXzm8dQvO)g0A4X}vQ^fM#s+TL(AgzHI^Q3_OleNtW7700MCI@>^(S0P%YzjdS?
zf)PpEKnE0}Ucf{`i1P(Zd1D*?`Y*oZmJttZQ3&#tz`~Ugcosi<mV_IY9it(d53-?#
zM)ceypwjSJ_0~YRU?~ZN>}5fe#3fYLeZacXj0(!?Ize0HqvsL=-JiK1GJG(C>(&Kh
z>%|fz%IhXBBvSGSGh79X!Vc4{`TW&BNV@qQkWt(hr#m#@p*9FG7#!FsmOk*fj(cHk
zuH>-sCX}e41cOsCm&8Vmva>*HAGO-6CgTnD0U=!*Yg4!y*)pW@x=t0tVn!KNP){B$
zAL}g4IfR;X#!yt*;!JZ0+B!~>WWY50UQdI-5i^&s!!NRWwk8oQycG26v(O(c*%8MZ
zis~?Gz4pkiH>PZ^&J`>&_@Sd80x_<ySCxEaQfL(*p$&$0@j@DLTQD+aP^x6{%m)Vt
zzzQc(a~o+GLMjNt0N{Y*5W@_Js@{6JKKuIdW7d*a^y_q}`x&7tr2+Ik93m@#sQ^df
zgEcs`(&ghv_%5{*^}gjtc$}@Up^5|c3u~FRw@1bZ=id6=H*<P<0j}lo(eK7xPlJl(
za;A?#0r8l`pn&da=s66FG6!A_77qUkvK9SFGAJb=l;rFn;W)$crDA)x=^ek$@3{T-
zKXc_4soQf$Zvyt>Uy(~e`@N)*@9Q>IGg18j#hBb*q*$mw(_nB@kdM*ZjjY+Bh7C|9
zN~4%VA4%J8Eq@3%E{S(#=*&)B0M}c`@3IVHI$>SIG~N;{eJ~qbgMF{e)X<R`IhAdy
z_kYxt)futr>iH4*qgcy^Rju?08Z9QW@k&ZaW1bY)oL4C~3@eIA)!r!?l|Uq;Y=U=4
z|AHs_CLgN5xyn6d)SU(adp#h=;8n^&0BkW|<vSc?gx2^(H(j312d9(~sBU$-Z#>oz
zb|;DMOrlk8^C}2wa5HnGRzvOgKIc{&YO$rRJiq+trcdCBMPF+L>b8)DlG})&*_(b}
z{#sC84%mOc{r09s>!OtLP-Gu9x6}TOJC|^YJHS(8pG~wuR5#cFjZ+y{KGi_J90Bab
z$n1Ooc4uR35N1XJ6#mQ}3>iv!-y7ibBzK%u&$vNhrYgYkQ^AapXcOy)mW>VN7-J(K
zwq1AAq%5wWqy~L|K6l*6WJ4ww>Kkz((E{yp?R32FhZ>AK1+l>9y*<tNVGF1DO|!+@
z#1~sUGt8OA8Ln7b0?!qT7P<qXmKr8Um!9G2U1Tc6nTj$PK}0xbqplvC!qY1RSYjik
zCcJ(d${NNtwQQjVYt$>Ftf|`=Wm2#y@+!eb)C3a>Ru0+&n-zmLZHgFDPDjGfOy?e(
zF(^ce?^w6s*t09IPw-0~w3_q(vq*^dOV)O29IQF`*Ap7l_WLTb<iCM*SGYzg2v~(O
zU@r-<cO$Z?V|U3qV_iV{afH2Zz8cW0M)$4{8-4Kw>s(D#1^`q4sOp!+C$qv?tmLWR
z_3Q0>y|)LajmHJB9)PRC3zLv;WluIAV>|n=+_c=cao?>mqX$0&*?QhF>lBtWFwegq
zd@0PV|FrlI<X%d~u*4q;6F<eO8B@rc0^kO}p1i?A&tY$_vjTB*z>LlTlK0T{Y&x2E
z?Y2hp{-L{nx@B!Qjp#Uv*|l9nFg)PYu5AXHt@u$r>pu5oH6Ufs5!e2KNF~eoEH&06
z&J;jRHBMB2)PS5y#7(#SwQEA<3Qu@Grwxjd+&C*YS2B87=Zaihjm^iNjT3j<N$3is
zW#ri5<M8Rr%HD^$-!JczWH#xU3~s9?L2rFXYgOEn^(yFc?l0t?^p*Lsxl7T($rF)B
zB?oX?2{!L&p60J?mq@Nh>#X)})*Sh8!=s5xS3l<R2zqXK6f)QHCxjN(#><Em=Rd01
zo_T9C)c@zYzc<+XENcC_-1bB9>tQRK-kq~{iG4SNn^N1{mR^3U3fqYK2ZDZaN5A*T
zUlvb4@jEZ;cMggpZlYdvJzq1vqKP)uzqjLcfMx)<BL{oq!A`*}YwXdN#v^z4D_whZ
z-0^7bKEhRSUFOFVyK;Y^Y8CS4i|?|^ThL`q?#-Vrr2X<p_|rdY<(VhOiF4<0l`m{g
zdHR6#o-O^4cD%eT|2*=!ZpWBm@wVAkm2d4E;+j$A7T?exv~%abxJHV%-O!qTv0)&V
z_dPO5ve!S)Iyqwwuh;QZVkYl4`@_E+r-e1?UGy6%K5$Ic>A-BTF^9|3sq}TIl&j-l
zbQgTw>3PP%ww!7vbmv*HrNH9ss-$qWdO>2iQ>(`{E#Ty=N5`rxc<s7j*lJnHBBj-R
z@sdwN??Ee%Io3v;2Fo~Y5V?q;5f7KtvG$M}pyggurs7GX{`E32J0{X=tPZnnu)RB~
zuUk?%p0LN%9dYGg$u}dghR+E|rp|b{JgG^<c8H@f?j<?x#Q7>9L8O>$02YUAj2+_0
z+6@4MwnW|;3mP}VQ;RO<N?asYv=Ql;)}7TN^;{qXtg^sez09<5H^W{%jUwJ4;l*q7
zi+L;(oL9^thR50R%<JWV;sdH?!XoJLf_+)en6o<I8;L~-=Z3oUyQ9m2Up3azU&B+A
z3(kI;1z7lY4m}c(SxUb*=BcBF19~;&X8!L5VgIES3#T{!I)CKFSLJ_k#(2N)dDr$R
z&H?a)=0F6;Sf#pvDGNYtbe9)wL!XR?C#(|?)c_}1-?ngD#pu{6>ExN@(gxO3*TuUn
zTG>q&O%9)|YeMPMe<1cwJ>PrRzDKZ4bpTb5KN$^ED>zwH(c>I<Do0%*XdJy|eL!DF
z<izOdjej4@HCgv+pX7)I=pYp-X^cCQZ*FZ-ui2!05f}gCvbghh)_&cQe;_Y6SVXqR
zxb03)cr;-#q*w1zbeQF6_iJkU7{xm+aVS1=_Shw_Kc8!zeXFRX$n~@Af10;(YvDsj
z_fgETZzkVO$m$5~r8m0~7s*Q|gL}mL#~$Xbx&36*`OYna*Ef;8CsrP2UVHT-7ri#p
z<EcSlR3j0V=loD7HU9iiQ(IW_Ve-}6--A`MILQ?c?_Rs%Z)!Lc^x#lWclqqM^or7j
z1xi%-Xu?C;?@ffuJy)+)v>jn+a;*M-_x^$ErvB&8yf;^8Vp_DRi{C@1Uu3PA?A5|0
zZtP?mM^xzi9k8t@Tj4h3Wa1y*x6=uq_I<mzcG$A}W1wXF$%l+q2fI>p+XI)Zy8eOK
zHtaj%+j?>OW9GY%8|}yX4;#@BP54>r7&hZy>zrWxq0C_KzB!HjrPaXjT`25}|5~rr
znf0Ol2*v*TmycduaaU_+hqkLFM|>W;x07sIkA#LEJ1FhyKmG^n^Iukf`u{O=8Gd=~
z_g!7Bf%LD$MdHHH)%kf{-5f|zhC(Xt<NKhtiNcqs6qEP*=Dj72VcthCxg^zx&AY$P
zI`ZP}`{la7^%&Ovw>E!@qFgBXwqftWbt8AKzr~KByO8AFy=QeKw`b|5zi^)(VVA;6
ztS2UGp4kiUKJ8tPhu9dX{91SaQK|o_Q*}@FbU{tL_YNi9^z?E&7K<u_$4nJJaQN1=
zN8rSIvuE8ekNOwMce^L;zKJ*OoS0rCeDumuGM6U#BAIVK?g+pC4`c%-ph40$wm7!N
zFXh4)uRYXLcc0cD+n$Xu9iCcpls%$b5g3H3>zXUPQ@bzHmwp=--ByPWa#U$D>@Iz*
zs&|w#w>e9{s-`Z%UcYyJGUDyMq{FlJPRC9hcS9_yE_5cxDQM*crRN^p@>j~-?(OHW
zzx-vt;i9)~9+xklctEvIO_=-k`m!)G`9fFHNsA@9zU+kUYHzxGf1D8uUp*=|?9`uE
z=A61b(Rxycam}mt$jcWhbpHkWibCm0%+Hv-`(&$iUtM?p#RwhY9bE}*k!(i~aj!LB
zub6o0C>>y6d}s5Gyhyj6lbd&MeDnw5XOzF7g>%+U|5ePOhU&md{eD?7S{T_wnfP<Q
z>Tr0ij^+I?_gfTXzRPT|-MT!yZ@JU@O?2|Q?(>2N#~m9yzIw_J{Cawp?`0=eN!rfe
z`fL8Wx6=2t<DRo0;gK!6=Mh1-50b|H9AuVeS9r;H-Ou-IRDIetds{J(Hu1ugd&Ykd
z4vSIjqx|i6|NH*0eRuZn`Dy>WmR?66yL0G+S;OV~=Ognf^EzxE&IaDZwVUkAJKP;-
zx8Guv<K%qyapymfH0IRzoMVZ+UoJ~9>mBh=dt!A03y?}VQV#A1cIFmNv@f5Mqo34X
zf>Hna2a+SoN!V+<dsOlCwB41^VxRQegq6DEx_@QNG;Lx$*I(N7K11YzWUt-(G$R*3
zcd2sjGfe7o_t_Og?Bu=uvZMN+ZmgZXyuR>oB*dtDYROP?X1%$+?c49m!apD<F7EyG
zA}?{1*Gpk&XZW$Q5Y6!1lBBgObL8DdpQfIhj3d7Je$RLrnx~g>IMw~aPr<HJ)ZR~C
zd>-u^Xb>`1j(yL(#CM%|5uN?v+&-MrkG~fl{=wC%zHm+aX5Wa=Ztd*aiIL@JW<Ome
z`?TI&IF}^;kt-jwn5?<^@};9~&qP;`T$#LYvCR@4y=PKE;fFszIr6UcX4#3X9L(kQ
z3sz49>oE-!e`%bV_Gx*A;Nhd0RY{YX+{BdGb+J~1capZ@{uYgHc)D*;;_JbzmWA<h
ziB<r1#$05k<$2mp)(Fr{KptS_Ky8HGp(2rV$ZBfO`0do#h!&M{yLh@-q_#K%eVx{P
zrbnYTgZmVl5i5!)rxd~h9Dz<a6ga@sy@o9>pw&Xc?U>_N^z~XKU#OJxr)@d+BTb=g
zdrZw3HjiPo5v^cV6DN(|wWvIL?Tm@~4)KR!2T&jRO7}Xs&wMkv@`Aa~1@g80Ix8>v
z(uP1HvQaV~O*aT`$M_nW;;)!L^Z77;(dw1Jd<9g-2JdS{h%-Pg?1Ls)cmU(!NxI_s
zUb>Q)&+U=T)njAbvFKbMbiaGuV{)HSjUKByJPFo~ilF8)p&|Y5^QGNfy;2(5#So}x
zLAT2{n+pS9*KnRXBXrT3T)m6!=muh#3kff|PJ4pQijxMKk5_W8l(Vq1#VwGmU;h7F
z8Fx+V^yM|(ey8=@|NE+bX;aZjwZ6J)=13|SdZlRc1tqB)(UoI#n&Ekv=nnk}$Nf(v
z7<v`+{_{4M0js5<Cda4{4U^9otKrz8zqyB13#L4f6*|c6-0^wNAJrsEZ@ac7)U!Hu
zJLAu`iFW?bspP?kLYXz!{m9C4zK<agxGVVo9DCf)rw?NtY$|P|gVt3ne`xa!N+)e=
zGxCz<5Pi0wLA5<l1B-@5q*YcI9zg>LR^@J)U~4ozBZoK7#u}#q^me|aEUEeTT>h^<
z1L(<qn?$A6f%e?qA1&@MUrR)Z1!O@n!zkKWdhFM=Q_`my?{c4pIuYM-hc#;)JhLfm
zBB%PCMm&6Q%)MUDk!LAE6IoDWu0Cv%bzWZhbT^bJ&&l~jN4v}>BqV(fPZ`f$3bekG
zD@DaW@rg7#znc@)r{)Q^OHYZdTFe&rjjJr~@RPCuC~e~wb}~cykrC8ez7k55A(xq|
zA$cBKhdf^}>(Red{ZySch7osDYoLVfU~&4jot?OJ(p@rSEZuLz=mCs76gZ}xiMrL@
z?2}jrM1>Z5{iu<r?l;b`?9UMcG&30X`NRV6^o-LGJENpQ)tBX19Uf=HgYzG&PL@)D
zc+3H7h^LfNiq8^q0gLm!=8!sS?pVC*;DtjPwFl;PpWs9wq}EX>NJ~9YcN>z&-bQ3C
zT$bv!`+v4Adwo{}uG*Xb-PRa8@%_P{Tcl<IT1e3WxJ;^gNkNg14os9TG?hMpJSHZN
z=>EG=MRo*e0)O*CPgX;wta6(fU6I2<_pWaI(fHR}VEB6*R}bjWAjYeo9XQ>PP5=gi
zCU?W(JGDp4$@}Q^wMD1O+)5d{jVobMdyane+=?y=NqcMzc-r5u|IcDC7-SI-+zCZQ
zQc=WN#XMh9^_VK7J5`RxDk`lExd0q*HRj+mDgt{TE}$okfwEuzA{K&kzl%;COXKMo
z?MLaMhLo9U86H?8H{b=Zz&f5-Yd+`?7aoo+)}Bx*_bZJ+rAW}h#7m<iANx6P$-3A2
z0n_i(T~(8pFsY3-+@&K{b<(@<=nb19rW2^=NyKPKVx8T{PRWKKm7@Z8uKWP6<0+ZF
zZ<w8l^VmV9rHFTKTAz{A4s;T_{H}VJ!B`_;I$MQ*1f41dT|j5CUNTLe$|H8)bl)t<
ztj(;vu%SOC>2FjsW8boB$RWu=j7Bulk(U+RdohpRo$F(1Y0GPs0Pi-$A7GQiUKBRv
z?8dlFnMH<p^$Qx+T_8J@@=Hl;YC{TF@qG7qPm>-GG$9wr9CTq9JppUaJ+7p&wEAhU
zF8_1G?wMxH_O@sJUG=Y0xugEq!J5qP>(l_ca>uxG#CW|(1ZWW{51@@Y4FG0GU=4&6
zf!!KXK-L8Tw9Nmg^f>5MBZ)H56#v&%q71UeYUWsd{AMf7R#yQ-I>9gf&yNp)9v-5(
z3dXIWvJ}vR1-nI~mRlW(qzxRQZ@L=b>mAa;2MX}I|NKr8-I4c|3xm8H(~k9qO)Pkx
zHfiRKJr$Zy5XR+f1DJ<ksh5mQC?VJNZ~DS&geI!SyeQMxH{H$pgrR)&CvTw{`M`q9
z#Ls}0y2+0t6GyjhqIcFFAkPFHEAXbKaR=rk<Vg;d>2e)>G`ik!=idklY>`&tt_2Qy
zHfiG00IdiS!#KbdxPYyt0A2wQLS~K>FxxT{Ej4wbfx;`K!q^}g{Yw&Z343S%aw*rI
z21eix*dcBu$>DCa96Ar>CCTDi7&*+8y1`9W>K>**_4>b#xzBUndt#IyRc)TMCS3=T
rgwwA%zf^;g2S5D-k^GNoMsCks?DhW&c^mEUZO-EEU1NLxdGh}O(LEgO

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/images/image-21-Micron Presentation Slide.jpg b/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/images/image-21-Micron Presentation Slide.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..13375433476a5bddd961144c9b123b6f5060a29a
GIT binary patch
literal 121261
zcmbrl30xD`7C#<VAwmV5AfhOXU?vC!47gXeU<d)pDn_&tfhMW+2`+W%0tg5LB1=Gw
zs2Gw!f+%QEY;7M>;)3$ZY87ptMWxkBUv1Ub&H6ic0&4r-`>*Y1B*|oE?mf%*e9!mZ
zJiq?@HpPh(6B|RZu%J*Z;D5^Vo0KSuovrO8TN}GclP1~Q+ff}bM~BIi9j3cXoq~C|
z&z|MsK69q$oWQxB-t&BB&ZIBE=LH2bnatU97cE;DvNUi$GX&kl!rtEAVX}jpqoZ4h
z*G#XF|JVOL@1Qu_*$mrQSXp>eES)W^oGqSrQD(z9Z7j(DDC7TGSXx=z*iN#ur%r}1
zv^h~MEv&38t*vZqtgYeO@56bDwX=<jS8#;wR9?y??@TNtr~Ig$Ph{(P8o%#{IrF7i
zx%O1oX>QZqef{RraRxIqY{9}si=(1hF)P@y9Dz_IUX`?3vLQ7s{VkbXv3bkZZSQX1
zv2%A`e!-r?BBG*FSyjEi=736FuhHrn8uf;gr;Kf<&$OTYsPnTf(}jzdE_e423=UoU
z;`)u@uSf3Oy*K*JxAz}B`thg7PoDn!=U;wB^Rl2=nWqK+nkV*`c{#(pEUm4rtS6y)
zSy;Xchn2InjaRU(O9XFHO6FAWkQ_TKvixZ4d3&Gv{2yr2tUjvi9Ol=)kI>Y}nf*VT
zSnmI)nZ20U%Xtk`9IPzBc~;Jp<&@56>gSZZb=N<<&RG6zM!*i*&VP+fdrtAS{p^qP
zyyui}Z@hh}Y5T*dTXZ#X)K1RA5-s~!80FA?nL3+FSJ&8JyzrL?Khc7P@hNHor|{rg
z|Lc$v^g7E|4hp}ogvYg1^7#W!=o%wGJzJh_<gq9ij}-)uL67=hN5S|b=@yQdJNaBo
zsw2jCQ}S4z{}-2`krNb~01OQ|(Nj&((Xg}m1V=)FxvqyNQ|9j6y5N(=<UDg<9d19t
z!LyBge((5Y=u-3L<1@~NJD|J#*8|7p<OOc<<?JU%hF|}K<GANpZvAsg-^nk^R~`SO
z@53JxH!gojoBhY$>T|@YQqw1$1ioaz$;j`Uur>Ep^H~!36b^;1!Hg5n4M(GYaVU-C
z9ML@g^9aB??A2xcrOFN%4zhz}y_<P9l5I{(c%nTk0Hgf37yZ%+myj+%)1kO?Bsc{u
zj~?#XuH^T-+oD(h-4AsFiq>o+n@ukbNUyUV{}lPa^0miCB^h%af3fF!j64yp&UqPs
zWGo`vX#R7eFD74*?OH+5$>IKY51jbmPaY^h9x&BoJmFv5J>hoJ^%P~IY$B-t$J5>F
zAthqyCNK_!i$-e-pm=KQvGoHKt>(N|=LdG54-S@APh=J0lv`bi8UH%-|A;DxsNg7y
zx`aoBqg#`KH6CSTLO3APap>x@aZ5p5)?>(fCbv2pi2D3ah;A<W65J?`8}Tww1mlrS
zpYRm&35@?gjv!Zp+o!S)zz(RhT?r1|LRQaApNNnD@>kPi^-55X1Dn<M8|%Z%5iQRt
zEy53f4U_!Hc=FF-|34*%IP?0Mb{>lsX}-3;4TduOA6XXerLKng;<7qx@&(;wn@z>>
z!EE?QXUU6WQGBr%DNzF!fN#U#CHQso%>D2|N=-dxgvnQ8>Y7|af;?<P!N_cQ5l8<e
znO->;1Bhi68^`jqL_vnbV5Gb_whV4$#zrYYS9koykN|aB^O(UG(pT&Q!yli_coO_C
zH~fcd{LGLY%c2Be%0w^O3rs5OrNA4MoqxJ!=NJEh{$G43JMjxWZ1z*?zUP#fE9+RR
zFG>%8O$5iW67x)MT6OkR2w7siAKesyWpjC8EsJ0hGn6{yh3gtJEmB?v6`w+0<}PdC
z5z-lPL^3bj9^H;Y-hxtN_TKe+tRo{3&ty>$9-+G6Ne$-EbuThIT&*O-(+NVp&I$vA
z!hK<WXb3pzz{KEjbNxrgz~@|Rxb1j&;|^S2T<iq6j{j}1$FeyvtRM&UfC%sxnU}U`
zp61(IO7~;@UQ1~u_5ioz(AAAnet$oN1--5pdHsLZzyBZSEWZ2DxaxQ1j48j_tawhT
zPdnj#V(l~a-(M}@Z+Q^A@?W4;bp;wV+Y+YmzYmnJng-r_7vwy0e%bs!2n;@-*hT?&
z%tKk@YC+eki|rtZP~gULZPXP6MS=oTi=x&1q5|bQJdw;VKBW%s5>`#x8K>|ef4W{8
zeZu(k78~CH>=-<P^uT`^DjF2TnM*Z+Ux#8RYe6+BDS{Q?yM)3E*Xqj9dnOvAKdMw*
zYe?Qi^w!fnAu>j5wCbE9xEK<wqWUEwO(YgfYaA}d%kvB5`!6G&IA?Y3Ipr_OvF_u)
zqFCX3^ae9%1&3=%Cs?bMC`>Rag>DL@*IB>JA~JX(e`3&R$dAn^pfyo^U!<D(O9)A_
z$0Ny(jB^t}&Q#3!3L$f=8)sB}X?5u!MQNnIxFj20f<t&i)@e0N^w!oFYya<&8${*u
z``E7}3`#Z9st6KQydF2eE%Fl=C67oJIKlH!?q|l}+0qj9omcal^v+*D2INplxL_5x
zaX_JPxC8p&@J<Na2?M=4HSFay!TWCDyBFE~BCsahH1U^o*O6c7t}n1`#k#Y<ML(xp
z4u4s77QghDnRHH6<M3R<T)UGKtzcq<FaAZLWBJ$os>Iq!EUzT7;sM=al0@=fQ&4BY
z0XLwVo1rZ(mXJicz@vimF=<JnMQj2@J^>K{EE!cUso8B_drcVJl`P~={eniwLJbfK
z48j}*H%ZALYfOG%4Il;-gk%(;OvWw*`9MXC0&|!}5E5QLoCh)h#gW(w<Ar=C83N24
zo<>)f0HsIwm|zX4p2>qrnCwLJt^k&j4JQ+W)C310fsR<ke|kX!BZOiT8*U2`hh7or
z9%zm%7|&nP5+U8n-<6YJAf3;N<Y(#+@75(vv??ClX&)8*8zyV$q|z~ClDXQW%+bCQ
z9pg`+08j%Wye$1tn_s?pS)5Q_zH+!}bzV?)z^3Ee!4e`o9NayDN#++oq^!Y2$Ruo3
z=_bGo!Z(@EH>1~IE>RaFtYRTjqVDhwq+9OCk|L#qB$yi!L$|ChrbsKQO9TLQPy@sB
z)cY|hc|k%4d@;8=+X2v&yto0OHjr+ToRCy~gouLpL1<P21Bp<R@aSL$IMR(Km?88z
z=8L+_<u)^x^zX~5$2TO(P<X*7memk};}f323h??<v`<+x;gvwLf%Jd|aw;^Cme4?E
znj6RmDL)*&0u-N-XQmruYy<;O59ZjI!@!=kn4n~!fHp!X+xC-Xlne^s%bp}rg>T1<
z$MQrR0)PH4?$33$18~e5!u%|Z5po8~7z9~vP7IEGM&1BD96V)iYs?{Neg_tk2SfFN
zZ@Ep-bTE<f0S8h5r2!;~L?WSZILZ703!~8}&9TE};CZ-&B+b%n7vu$q0Yu)=iHiN0
zk&;_Y#yK>&;}`*sfqap0kVQ!z&XG8J6^(}-Nf!|qzhGw2zFDI2c;){osv+2*Y=Ym(
zK8zg3OMIC?Lkmb=a3EmnvdvG6o>MAvQl3-Rw?C&m-q?0`>vu;cGVCJBC4BUII`;&0
z61XCdWXNQS1YiQE#6KY%4sn6X@kB_#izu>cqsaer`n-5=q$sJ$iIbRJ2ze4MN%RMn
zAaGI|dC+WANs29@yaRj>kN^xt=^qbh#K9mo0iOa;zCvS9o^S&M2>`S+c@>~4W=WDz
zvN8rkwUGd#A`f?fk?SHLfNSjI2(DlcM+$>QRR+TC9b6vo`$Ao?h-2e2rvmd?63He2
z%*@x7?kJ;_{d}@<EXV;;|0gd2sDj6UqQdy4W&Kd{;PJ0!CHe&X;M6ycJC=z%VIo}`
zrZLgWY)*O|GT@}<Kl*0>m^g3w!)c@du#X0AT44r4vzz9SZt5}xU?OwjH#ZA4lPAm{
zgW3o<J>d+b$dI!^#N5}bh(n%tBMUex)Lb)ZH<OM);BU5cb#;!JU=UyxGb8845hQzn
z0s?#yYz`BJ?v!-qD7uMxV#)&24kQ;bvjCYUcs`)m_z2)B8q)t<^AKa>;s|SC9$Hh-
zj2Qen6oPEHQ?NaJ{DQ1>k!5Y%#rzQh631NTP^klWd*QEfUx6d6VmWeildm)j5IO&m
zK7UOojHiMU$AprLA{)>HDv1fOgse<86Pyx=7$5<ft>?10pBDZlr>dZ8{fD!N>aST?
zTWS#*5hzfg40qs;5FZftsCCI9>p$uKi6VuH2H820VgeM_iEu=%P(YAN4p<uuO}31P
z6N6Nc6UVjInkU7L2qz7M;=qga5s+{Y$Pkpou>fpPY??!sOe$p095V#@1_0iY^$t}K
zgk*3NEg5239V#2a;Uw(oJmD;GJXu}jMDNsz0Is6?U^qk~jK8igyt5j51jv(c7%Dsn
z`j85szA&2?D$%Pl0P?2!m=D2~PH=ePlTjb-K+;Kbl%l)Zyy7|Jd^6_wBH@t7M)hbp
z$r8-<XqNvM%VqmW(l^=Mz{U!u<iED22%OwR%8h2SDgpi#N2-6|^NGAdW4Fbovb^eS
zY>9|Cvc993NPjixkY{)=2^?gfj$-4c#S*=OAxS!trN}G<&I%q+LmLXD9+(c!29Yrx
z4ip^WX|h>AbxV{@a9}iN=w;Q_WM7q&??)yN3eWkRMG%o4q*0s@oN^;kH#z`_Pf*Zv
zyD%fr1oHk;bLN1rm=t9VJZe0Xkl*ZNb-jwDE^okal51Ozi)T=WY|$jmcsCv^$XR9)
z38p82pkbPmgU9mtmQqJu(%)-#h1n$(Ih056x{e%tHb5gFxGlsXFrEolA3_SK&mSBc
zP(bgH3TVZuzW`u`dNy_D8F+GIgxS}q>$d^$2b)*FXyr6@ls*>bfV2E?`KweCp)~R$
zI@Y5ogagDX@CcIDke}D1J3&Zs!;$($z5*lE*^Ir2tceICrEPN_0@ub0e9hqC3uB==
zdQyS+O8dg=F*`a4A}~RKGHEt0GdNAK2?;pD$OC;1F&hAs2c%NshZn*qqNp5m`va%=
z{1Ipyptpl3NJ%E(34~5#5rLuxJYXlQH~YmQDqL&wg(*RIz>DS3DfL+U3)3PKgLp;8
z9`yI>60lndV)5p53?fSvut*}@7fJ<C3|yXl3pD^hgfhdwgDMI=j?WNuxPQ)`b!UEy
z{?ObpC6hWG2RbJGJ7CwuT*8Jd(#kH3ip$7w*Y-eOo~>sp6D>z4WLG1J$n{JLPsO2I
zY-agF-@=Dne`#>!V$k8SM7k4vIf#lw9-*2<7F95e*~2Q_k+PVG=zr19PfT|L;Yg-1
zcPFXnN0IY|YZ2pyd_;DEJc3w6a)p3I0wgAQp-;?aLj(;0AGw?WhC;^A20w8qj$pC^
zU--w;g%HHDr6BE@qfUvY2GrVtLuVqKL(zg$q~z1k6U|MYr}+dAG^lEztK&e7krbo4
ztT#wq#z&ci>NZmL$;dSm8Z_~aCm;UbrOc^4olta8D|vJrEGJZ5X|@&1nvC~9rTeRS
zi(ZqfJfxvfSilQA2}F}k000mS3VIZDZ#1$O2h=k_Ne^5;$-IIxF)gGF_xHm^=4y;g
z0qhhfHEFuKl9?^R=R?++*@^(9aHNsonG@p$EukM2@m$h^-2PHIN)`%^Z;rhN0d8jB
zK-kHY0nf5E8jDzfwO$x9nLXi{(pZD4(r%<*aQodLo&b}ikZ{PE<^v)CmYmQ)dp$K;
zD0AjWl;%M5_;QAHCJ*$h@h;C26;!&W2UU%Uc>J%fIsQTKbIOm)VS&wDk9^;nl1~GY
zO$S^+7skclg^+M0Fi~Kzkcog}FiEmzzKD&97~z|VfD?o&vJ)!^2rU2zRCXA&vE$X!
z_~Nw}K)yv>EW)-!_jiq#OIYmD0_a)33{4FgudvV&Zi^_jC#faDK<g}XSe9TNTwcf_
z=`<3qw4@q}=mB(x=$r9~wnMYbGSlAJY?7zPCTQwxRd_sB;D<XduE;5r;}<H*?Ah|c
z0u5wMETYL!X9%P(!FzBGBo)d~R5+wLFyaZF!ps)GB9`<)XrPW1$%+~#oCaW+Xhy*M
z;JP4_8PVD38d4)h;Rgqv^WALY^56G8o&9uz3jmr$J*QlHPI;v<s;Yeh6Ot9D4B!>O
z=`X90U~)$oo>^5*L9v2}gEgQ!n2v5TmkUdNe;;XG8yF4b3w&ceV$KvaxZH88lNYlv
zB`_EM=J3gJu^cml<@fUk#>b2hP(=<tn-?QP5b{?>NM6!G$M_JcwiA^x2Vx6CJqYzR
z=A7a1dIGTC8boA8NX6Ama{!O2&u4;46i9DL&TwlG$ddy7kp64arBiLi4n)aJ`2ARv
zI7lHUBpeVH02Fly^DMy=>=Ysxo&!B7f+|GUr^5i}L-Cjl)8#;LAoA7+01j)jFOY&n
z4X~0W_!||rI#4u}#tA+;K?rMRwf+{h@8=T_CmNwj8gT1BIWKPYXJ518Hi58Egan`t
z1ndY=DdR6l-Z8Q0g$g?y6EaXBU8A!^)tUnMqTGV)s<RwHxdiC_vca8L0!2lZH9j<^
z5-^KSnwJa>l1;!gA~-k>Y0P)$ajh`2^q3b!%zd2&iW4|2-GRTO>nIr2ER>NrKn4B@
zV}SZ&12NkIaW6fT*QJH3-MRq$l*}KgDHz$0+N34aJDFsoloYrCt7!o4*OHuqNe>ZG
z{NChua9D8h))>2(N)3;gC%VuV2P(_?%wXu{y$kvhOnzobBYf^oFqUoKi)NqznGLeu
zya>}pj_*a-lS<}<S<L`69-ZcJMGL*K0Bu&cA*KaZ*OtpZ{AKnF-&KF|x2FZqDdm5>
z5QQ#h^5S<jX5B&}F{8*L1|i@C4dzWq(Jy%a_<D|6HvnP+e%6BC4BZXtVj(DlxqzfB
zOK4Wi;0=P0x+brlX_NxCw}Y3Jz>Z01MavLCdB#~O0Mh&fjmdK=6I4!Ab0L?*$+`g7
zA%cl2arjG;h(s4Jlz_&GB_Jekchxi9fnw=Km1N<xgCztA4=a{u-6TXQJfWx=A`$-$
z4#W5(B_j123Z5B9B;wbryG((2hak7NJfP%e+-Z${g1xXjFnSIBhM@5Ndmp{0`HA+l
zpVqVlclcniHiByqtHj5YI;B1{fPI1p=F@cL0_nhXg0l^`)60w((jidXtC?Mp<HBm>
zZZ9nR9hA@o%n}~Vld=G<)seG@#SpW*VF}s}wDwjIS-Aauu>MaXfVs0kUbdJY7Xvv8
z0d8JbA+;O3?e)xdQp5!YhgxL~Dq9rNVdJd8cIW3~)a4_eB5B=B6gRGF{-F2BkIR#u
zQ^t#7DC6xfBLcdR7aJp`;6}tc&D$d=F!l#@i*_|ApMUPQOl|=9WN{)>I>0v|*p_ak
zLeYxQ2*B6|x*zbjz)6bG1x1Io#<T>Myl1ciK~Hq4#2)gIkOa~h>bgjM#LX;%Krv5R
z1;hd&B8p8UHJD&x(2TyQl@a5qO!l$lv=igUDJil6Kp#n6Eo2C7`dEPs=*6Uji*G){
zXiZVOMS{t)y4mHrw6-an#t2k2XU#0g_tPdlQwaABH?W@>?o728dL^~rU+FBWTB+C`
zabJ>E^HDx;cH8Uw#iyrm*5;P-XLc7XSIA3`W3!a`_>X(J8fl}7(TnqpTLXPB993On
zMPKfbE#10yKy|t6tND0&ymv!dWB0X;85g2c1(|&3SfW5ybCpL3A{yx#w$&9{WghZE
z*@g00v<7gCFFgdnZ-Rm66tU%iDPXB!NHDXw|3aDRc%_%ire-WQ_bq064z@tX0UaAf
z93)`}!0!lnPSDC)VgZ$S_V4>nFQ2HyD+%ZX?LIW^+5ieA)MKPj-W3k~?DWl}U~qw3
z6X+-4Jb#A_OvASTB!?SjXMiJ}fkVIvD9GrO7d}IZJcJH%Ff=_VL`h8y=z@p*dOc>!
zTnK^RuAAmkUBVwxMYbyit$?b5Vbw@!r{0k@NXv+MOVBeBOcKFtYfS^_U9if4zTf~@
zNl>)wp_AT^)$!K1D*=Eh4JiP?nF%JhhV?Uu-~`KDdW$2xK@jbzRuXnlY|ruFUaZ^^
z^alzn2})++3|6bPX8vO7j%U8I8Xe$kPCpy125m>E1*XlXnY0)+S>zSw)&STUZio)D
zthJ#C21VBk7|p8*pZnas^H+`R)4pw2`^0yB>Cz3}4fbORLVcvTd+v;?OPzw;UBVps
zO~ymkrCk0)z2yk3KCJS(5s!<5<NZ13vn-9BRqLCX&3**e(D$22?)|jcR#G$&da&qN
zYU-t$G0}CYQM<2FcsF@gRbJnXgjN0!QM;&Iali~+49i+js5Pa_3LnKV;t$l#4V`CX
z5y66unj8EZ>^-vvkL0gBsp404cD<SJ$B1m#m9siObM%G$Jk*ilyAYO;K#50;hmNW*
z*&~7SPTF9CnVTyqaA!!*I<vfPuI=gY22$`568x>O+jOuBKYRfuc*I&l{l@S|@A4nt
zxDMzOLM~Or_(PeR{mblmA3mH;YOOl;k&ZnJ{uK;?^nlT|08>5)X4^t9{wtRc3lps@
zs~HinXCXX<*oJ}v7UpJvkQ^R{5@r}J2*Qqra7XnaSn~$qUl2JJ<M$8QLFjd6Gb*M6
zS4uDiGAf*)$^L+j$~c_)Sz~gYyceMEcm4)ul6)`J=evA<%Y~5&<rB5W8g(0;1l?qj
ziGzX~uI`)xtE(tZtxXgd4>J$2dNI*NA^Y~E@uA9WRb0WNSWX8_;8%{=0?h`;3PwuM
z(#i<bD>jVX<fgHb<BydEXn7tebR`p#)eXRs3yXo!>!Dpd5-H$SM88tNo&-Q@l0=_g
z$nU3aGO!CQ592lqMH+UUu<+bK_-Mmk#YoBB$MYf&Eo^FSpke+UO@-%HMLU1SU$wr8
zZ^3arY$M-rsFk8MEu?P4E3=mJh)S$RGtCEz-_P|}?%g$V>LA2H_<(0x;|;}Stg|gF
za9%xQC-rEEv*aHK3<BNeq#h4pn!e`B826^wBa=H>b+3BQmaX15R@#s84Z?$OyKXGB
z+{J(RRR1VuxIk7IwkuIEth>o(Md3~vPc`_MU_{08FFAgBjCXRENR8*q+G$i3S5zP=
z+K&y;3io<qKjLlCd)2!^duBlo!-whs9N^{hWQ=+BHyFx5@LyM=kl|i_sMSL3)g|H`
zqB)*qT4pyPD1Cre>^w3?Sw3>E6-r_%sh!lWI`-ZN(;t1g@7Zo2QvRwMJ0^e6PX9Z1
zA12k_j2Z5YPO7H`4u|!xkAiw%g&mYT?89pG!EAAv1Hu`=ws-JgK0wU$S#;BK0KDl$
z@Ji^5ZKWj;1aKBY4OKoAeefwnL2E2wfr>wo$f)qU18@ZlL^Q|mLQaCEGGJkVBsy#X
zb{o&+xHfyXn`70Lb^&1SA%Emh?%h<r^aw(*yQu=U-cDD}?~5&gsD(gg?a2g6upFyV
zcX(n_SnuHhJk}-J1TvJ7uwN*_5^mwY7Y1#?v2mSTV)p$*{}T9Qqy!-JDqo7$t6ThH
zSPN)4*2$1~T!7^Jokxg0F2HOG>#<|g%<}*sg{XcA3>Q9##IM&8Vls<hh^2{V!4ONK
zqrB&F0YIq|>&KJcB?~{SnFpBHAz&46tM6h}q(y%YXK|v<+B{POH5^$Xih_6WEmm6U
zy@8_LMz5N^*U)x^Drlp1Jn`4FgPOhDf)Dn7?D9xlmYEpI=%#)f7xnqU!A)SDoH(N1
z6DC>5AIU+mZvp58qx``rEpzZzvEpE$4tap7Tvl*(Zr|$t&BCgk*LJ^d+r&QS-p&51
zGDO2!&uQ}>u>8U!s$Un=lyH-85#w*QWyR?d!KKj>VMw1dmM7H8?euBh0meLGjmEn!
zl_l41*RvsYoT?hvD*CWaqeW~1UegrVX5nVw#ygkCuJo>?$;yr9hQv+hH4d0B1ADyu
zSOS5DB5DMd909c&<V!QN2DyJQ_fTXcM%{#2Bv={=iaDm6T>#1WQevLZ&>PDfejdH@
z$9afr*f4x$8}a1LeO7NQJPBd0`0(4yZ(n(o)Q<{zNI-r6-ZsFj#KNb2Bm{H=8`(D4
z#g}TDoW_96j%jX&C+)_hx|^{lbC^&y_`htqt*n_7ae8mthPT>gt@W>xemWd14%@}Y
zw3}MrgjDF>C7=$pAB$o6G5E$?iFp@z5a>EDgx4Ui1J_zeZLA=Jo4QHT=k1owhd{5j
zkwouB0m&mYh#^Db9Li27{}x+#KtMw2b}r|7YrV^ec!xY9gTrDH#SUrX#oQ9ID2|X*
zdhyI2I(D1UZ$V-kY?-~qA80hWBELf{7Tb;A(gAXGr3p*2y95aXT&ybh?)G{BoM3+M
z_d$Kc4#*jZX!RkKSa;}<4$#x3*&ZRdkQUttB9j7x`oZBQ|JUwr0ngVF2Vc9JR7ZS(
z+i6CYlxUdGj5YceL_XpO$-E^criJ`IVbR9Kg@8hxdg^U_5IhHw4F6_Bm}{b@VPA*C
zxGQ}3@l0#7vlu6dGgBP=+25xKq`yZV^KA5LvhzQ>ans7oky=zkZP(k-A+CvSi0j{m
ziBYZs7!YfX*(F3IBg2?4PfDF5pbp-X=gWiD9|x=|-yXW98U5?Bg5?v&YJ57RcU9j^
z7CGM+q;9XL`3;XV1z$F}%{?F_1lI^P04OrerAP7J8WWQ!C<r1_00#OQ9B=O$7Kar?
zghzHZwKQ#9X!zdPdm#CVhWQlxOyX?~eJ8o>LCOtOU<wxW7j+oeTzj1@f8ccgnEGB)
z8uq(;yspZWVicTK1t)x+9-`!r5P|;CM?|`TZ6Gl8E*Bx`%UMgQ!}LhVXlT5TL)FC}
zgB1S8k|{qoKm7Yc_ancCNPcoy)%g3?*^k!T`0)Co<&RUVMi(C6`KBe~!>QAWcq4#T
ztJgu<&6OtKINb4O>}kMEeqxVtqdu%ZUvr`GG{5k{dga*Rp#_XC@5MZi1fPb&XNF{g
z=f7ji*EEUqE@AF$#bN1L&N`7-@vzbQjlmtvvwJS3*Sv2C%llQ_nk~$r=rnOfWqsvb
zTvD;-H_^MhJq!c$GwBaCKD3nj^E#}_t6Z9Ed}gE>BHdgMyDF)hXd0eFxbe2JPLSOc
z-D=sNkB}Jh0Ln}mHEgJE`suxB;M*+7fzOb&IFHq5EYGm!rIgb&{(K<B@fP;$<fNw>
zTP{I$*@0!$D{XV)&Jf#%p_{eM*WO$SS=CRw09P)-G7K%r@kWb;n*jK<3s8C<#k^p|
zPG1@i${)j~mL6k&n-?k?G2%*^7j{c{eS@7D+pRLqItN*_V(=u}3>Xe3t;$Xx4jX`{
z&$EIrJ~L)O?i`f)uY_W6b#~TpWSbvur%lmCLu5tbA1mC+DgucPRRmSP7+m9DXtR(?
zX|NEN&x0z>mjX%jZ4Ga*V8h48IBCvG%Y(#rL-groyF`tj{$S`{)a3mB17q5<y>2^2
zN<*3Z>8f*ES6E-u)MX}EmdkI8uK%OMW@!K*et333AQ%El$Wi%Cc?T+i(@&Q*!`=h1
zAqIW>C7p9@9c$Y<M=|6^<{nA2=Xa|wdoYRD+MFdVBlX_xqsMm!^%iH?DB_J7$Brou
zxDLNFT+_TDBaWquhUQ=AAMbs%OLGYjU*H_?zuG8)ykqM*1DwI@P36wK7JXr3cYn+G
z(VcafrqwB?$U8)=i!g=jt;^(<i)(7GCbE`bH99YZHC$dM+Ls56(xP1pUXwy=CMEM_
z1d2Ck5_a!=g+~r_4&+j+yIVRSc5{E@of)pW!Y)pm!N~Y@FypEEPU~yka><duwRyd%
z2=sTN=|&pxv3UQ_Ie~tKVCmoF!Q#T5cBHj)B+=E&Ag@^15B{=3$_VP4h>z{K0N0q^
zlQ&B@{Nexh>%UE!`$tK|xh~@Ib4qE{AO35WkAHHJ))V)$Z1c}Gz(}@10rArCrH8@8
ztJx&zB{Eja?Z5~0bqbc`A6#RBVK4`OP!*z$N+;&T%~FU6Ei^yEFqt|MGVQ@8<quWU
z@aXInE2_kiypzRM-J&1w>w?AI0uC=LnUmr6xN%P2PVw#)yv3rJ=!MfmqQ*prL;O?j
z+#ZVcZm##S@4D)PNgKADzt0;v9pjJ=5>6|})fn9ZSjlK!8lWh*iiGsafzQ~s8?g3<
zG3`wgKhg(DJd@*28#<y+mk3QPzdlw$)agpvB8glw&)OF<%LIqf8o87hU~5y#%46`m
zz;e7`qstQ1XCnUp2qM@kI0ijal!8d$NH*k#v_x0~bpp}8Rx-;-PUbq*owZ=*AW(&>
z{LF%bE4>dA2W>8t#|(oFT|LZMDlLBPPG&6Bl3*4pg-bwWggzF%_*e#64n3R^<s5E@
zXj)1+zyM@8o)m}@jE`&h5N%@e;b$Z70$GLfZcn`v*$?toxS_=s???pqYl_z6on-()
zau<_jElz335lNHo%^d7|_MlLxzjmykxJ7k#`lVw(_pB{^B<Z?ayEOpUv!V|f(wc&0
z+p!;TOklFU4iE##AZSSnH<A&%Cj}>2?K~#2fx1Hn%2#2MXf<PS4{_}GLH4&A;`rId
z?x9>`Puu5nwwcPt>S@7X>Fx{ry}=IqGyI0D32q^Q63mY=lf%sha+V;j%!n(JS9K3i
zhYBPql07cRS9#Z`HQ6Y_;B}?{$-zLz05vy4kWw{Mm@54K+yJ%Lk44z&!}?C^?TWF3
ziVXE$V^Z`QnJEt7^r1DP?|m_S2^}nAZChaXCeA!-FZtJ*d~3bsF5$@v@5u@F0_!{4
zg}zat?7~2N+u+Btn`3-_k!yE++ZzM1XNJpuVQ=ft(1Q$Ew}^93u4SBuIlOC2m~d^T
zm@}BRqp3JVR!Gfi4jkT2JI1Xs;J1;*znW8s@9NKqD}6iK3rScHeTF_=Sn~5fKL6wV
zW!UXC=R~k+=bj7qJ})`;`Ln12*x4VuPRiQMfAiyr1^+s^bThz0BA$DT3#wSMFr*iV
z4##F0D~d_jtW%^(6emI#2c-5$^M(38+)4PLtup;lAwx(g?@5#aQE8eOm&2}_n;h4w
z?$%kuVZ!!$?6|A<&3J#oNLlleeB$ca#siESlD*ZcRHh)+(7)pFP~GLk#lMM*4qTqj
zH(hHA8EH%1=dF+P_?vCkKWq~5^YWXU<mcbk%{$-ZXsMYTPV**)T$llLNf|UOihOC1
z@phZ1Bw1949yi#oy%`zR`Wn2tDZ43J-<sU)H{8NMc(V94Q<m|9<Rri53cok$#2Mfh
z>rc?8OT?3%%3}#-GgQ374n$5M5!Oq{M7v%NdIHqMd0y>gWV>1}MZK%E*be$LvJbkG
z$!0;%qwy~vsigVgnneF{xLFy&6_%m~9|AUM)p*nL8EU6c;!Q3YK@xzg8+s3xg-#vh
zBb0t9$v}4st^uAXEo=6-a0Z6U){RtU7h_TlD4(DCpo9k<DheDDh_jg4T-10#E9aXH
zdIzS~dj+FPhIbk|XX1C7gM`@vc7?1bId6zI(j1d1E_rK)%30OI(8TvQdo@oD%AD(g
z-xj{jC*JkyLR}1XyL#jv1((%h$@4l@a=At|sXKIU%!S$u>J72`-5fS2&XPZrSJjsH
z*<F`IwN};~tBo(8h4>p^sy3B7$D+*oN-<C3?GFwgtJBVPzIEa>=++s!D*Zi=?w_G_
zRp~+o+pDrZrj`&b;`)@t5q{b#$?-eH>5-<tb0EzaLAnv0cV)&(`lZu-r!}U);YH!a
z8G*z5GiJyeb6ml*H6}MhOCg*DX|N&1;YNaR^a!ytP$9v+)Qih}IePxaV>iz6D4fKq
zg`Blj4t>#kplH2s%xDbob~GMTystb+pN(5UDz!ja&A#V}23w_bjtFoH8Qj>mo=A}x
z)8>S;=-7|Os&m{q+0gw^H#PUwK!p?-deIt$&ga?(p$<QPI`GH&`(#GFp1Dr@sO~M(
zwIfe%14ZQgG)>Y;JR1%<`0S2<Ie2T4x<Hl(saPl8*hj&hVA;ZK@x~#q?zY9$y*5d#
zW10+WcCkP`;H=mxF&%P_s!}8xi8i{V=Tvmw<b=s9CnwwxWF2Fj-k-*CIdpP=&@b$;
zM1F&P+^OM1rfy-XE<|*VsF&&WE+dJljUN6H>c&}%`{pl-{(Os};^LU3VudJmUvq|i
z(l@nRLT&`fEr%NRsrFqtf4qH3?dHOcHt*)ZuM{lK{UTR);ES~`wXVj9l%w)(15f+&
zn<62z*0%X|udQNl^Y)J!-k&xD&o3l^cXSEZb=$oBxoP_Df$6fzv;*>d#b*IAVvQXY
zyyG8xI)@qKx*zehx^f_vd?0a_Em!$t4Hi9tcp+J5>Jr&kK@`J-+3{vIATf3p^hRTv
z;rDU-lk)_b0vfZwpejGh8$MMs4=Pq<E#+q*$gN369ae@P-3=6L$j5Lq#iP^Bh0LsX
zKsiKZQVP`zNfmeb(#r4{aTz43913QJ#uN)`0jhNPZ!+&gdGlda4TxgPaoFqtMX)!|
z@=!R|-o%b1HeuO<Y@MfvA|l?hR-H3N(mGp_zan%o)mS8Jo3W)yHk9zjP?{t2txFPt
zz)I9R*fBKuMx|APt=jgmqwAFP*cFP1{?fror=+v+5_#9)M%nC>J{uBSN3}bP8qacE
zeU{1bc;C3d&OR2+5i83>B79<>RH_U>P3FcWdv8Wapyku9KRX>tlai3r0&Fg=R)jFp
zX)~w=1UElFva=zjC;Cf;B!G5H^e#<q3hxBE*sa}BpTXrHJl&vF2N;hk5|ta(9V<@n
z&xnO%iOnUVpEjcNk3D%PFADnX!0s@9i^F8W1?3Q@)m=D0$)70VTR&|u2(Ngg{-Z|i
zp*+a=V!vtb{?(_ViQjOl2=??<`D#|(WQ!Z{cs%@JIAl~qnvPZ%4}`Eve?y)x^Hraf
zq|lZ?STs+Mg-@M(62u2ipDFr$4iggVsQl}<Q&W4d@^kps4I7^}amC&yT3|Qhxc{u?
zM+g6i`EKQ}KdgK<-FJs_x9agfOaA%eg5eLp$OUD=zh_oU{qJ*9mXCy-qQ1jep-b#h
z`vK#?Z;Llx^R!{xFsWtK9#vQQBydu`qEqa$ASXnWN3-14G&$*%dX9l1!n$aSsXeEJ
z`6$0cdfM9yyp=K54S7%XH2K$xz&CN%?l9qRvYV{WlqXIR8|Jo2{CO?Vda=SdIRnEd
zLIz)JJGQ#EJmSt%!;dR2a{5yZKhC9{Tb-v)y*#@uJaN=`x3nol`qBMUrI~}rpe!CK
zm3OR4U0obyiJ0|3?zP71f{ccY256ncHAyAZZNuA!lSO_@9H1+MLesd-+gl~pf_`Kn
zb-_zWPuoacY0fi;av32wwaZr?%!h(wy#g9cPyv0%6DTeUiVui#Au+%XuWL=#AZp7R
zMydpUxihAp8dgTfOW2!x5?cB;;KJ7E@b~erBAP86mv^f#@D1s1_RNB>+TJ^&aPa9b
zo;p@iaArg;V>j2^J#JL}b9g__(U)#8F^~Jlk9}g8w0n})Z?A9w&!}ro3MwD20om20
zL##GzI9`bzm<217Vg1e#?@lMBYe-bG1_r^RC6qwQd@N6JUzf8N2$`9HBB2CCKnIhx
z;1Qd(#4a6a8qh~=K!5lndavYg#6>_zp97L&i6FaSy%V*Z<q4EPPPzA{;($#ki<{f*
zrD5;ZCPnbP2fxKNGc^WA3a^=C6QZ2d*pL%1*^W(7t{Xh0zg|Bx(RDiTfPf$(0$G)|
z1WFP&o_1-pj8GCK{j@xFu3XbEb2{5V-N*bv5wnoGT}Ry%8bHyh<gpq*U5A&hGJ@GD
zXIh3vj~?#f1?yX*H!8wL4-eiFw(kvbVT7RqBVaC69$51??8~aRu3!flJ2+=;0ZGHU
z6O~ydyVC;ysW_50gMM$iZFhXthBUu_D%>p{l^YiU=gS*CRe^gI&2CF58sq52KAa0H
zqMf{V2_GCDY^(}tPVYO%b6TmO?h^i%86ml>@@`$JkaJqZWzDg&V}jwD%VGjBdAhI}
z@-AeMYqYPb5pV{t;(3Wto+-R?K{>CbDJIL)pY5W%nP9&r`n=kArJ`(Z8^`6aOB=UG
z?OD5}K5gY0V6`BTpWemekEsutHuQfmAGXYVDSu8`XHOPB=FZ0_N?@1M%d}jl-uFZK
zW!?vm%0uU4qq_d|RtyYRs=VzV_O^3}Ft=v$fGNEv@rk}{&?krQFOHuPZQP?xiW2r2
zx-ybtJ)8r5S4W68EEO3?Tgv+|u3E?A)r~apl1|IY48|Xf*@BClgH<WPvBdk#zD+IH
z0RPG!ahEaFQPFdRT*d}oo1##5yz}VRp4BP5pl0b+4e?Ix&|92OJPlX<k5?{IL>pGA
z65G6H_DesO{zIHMnd4dur1{IKQ1CzzcWa7BA;}w!ttlXRot?p>5Sn*BXoA_T&hWSc
z`N8>?vOJ=MsM^Eqr2DEvAacDcv8gG*c0p~hlR*hW#4ygCMYdv)f!fKcZC@#(OAk0i
z?+Z;|7_*aqaW>~<aYWCe>#UNU!lM)qyhE6yC|w;}GI@;SqJ^R#QJK01-zGdS-_{$I
zmbJTIwV}yZ9@ZP`CzO3+aNRvu`zAnctolw^+U37p<Q(t4)3%Yh!GrO!X-u#|O`ERV
zaQ=RL@X*s@;JJjhetY-5<$)^c)22^FvqV18SAUv?hYkH?!#w{jzCb!a2OMc%|Fp3r
z`Eh-Xk@y)@#w#Xf^ODl8g|Mdtl!qL$j8@WMMGZEdfU-Un6ayfxq7+B81OQZ*n+{-O
zxu3Spq7EsfiKtT@&r*z9E-rgbA;S8tm$^2ube{S_(HseooGlVXDI*QL!p<UUUXv4y
z_4I&f%fakSRB!imQ~0!ooH(}F3q(L}XMIZeS$2|eBSYNS<2O^oWrXQfbvvWm%T;pi
z25yhT!O1Ia>w6Zum$mxIH*;-E`dgARnRx@Tx=POZ6q6xD=BI*G4c4U}W-Y*u1#8mx
z8gHK)Xk}%WH2Zaf1X5K{$l;yT0RpwAuA$q*W(|HTdtcfNn>Zq@zs2dH1{Z*`6&J<c
zoyPWo5}^=Dy4iis$37Th=<u)Q5By#Csu=+s*K!uyCcW>Z)S1nSEycBOhwYu}0}!W#
zX0zD!fU_jBEo?YanN@l(t8J?98oDAZYWE8NX~C>7R7Ls8+aDz^7Vvyeo}v~Khw|tD
zEmYwbUox3*t)0xb5SI+QPXoLDJd)k^u6L&tT1>&|q2zfhP7{?G*k<a*_aD{&v10N>
z!E9Qkc~8FlQIh1t>&r-yva4^!&+NOZe_y|#8&Rqv;;WoHYjJh0f0$wqbt_X~a1RLX
zc-l~k=hpf!@<}?G7Ag%hWIqykoj;Z~RqfDQbW-s+TAUovBa0lm!k;Ug{yrnk@aQmO
z)7yvYQ#p&_7dGp?YZnVc@-++Vz|y^T7wYF?BZ{z4S<l|k8G<66`;d3iXS`7M&{X$p
zethqp$A^}<7d0I}&=X?0NYl`wbN?>q${c88%G|dD*@o7J;~yOy1Y1~q`R)#UcS)2e
ztM@Z*sF!Y*GC4K9X2?gF!G={1Q0kdiH*<SX?^Ov+!hzFJ4_Drdp?kF!9OOI4o4k{T
zd6%^&`pn+Ane~1Rtj0b?XTbdFE_EiZx}IlZ8~b{g9JPkWl~l<V-Q5FXFvvID^F^ok
z!_w?nT|u;XFQ}9mI_o8{RC!abm1Bj}N4$_-qLao>rMpS#{>C|B`f|mmmrXGn^y!bv
zS6+Eqf8}Y@2Ww}&*%lSbZMydx@7@&7nN!1+X;DmWW6GubiJ$!4!#^s`t5kC>BxIH)
z!?uLDQQ@RG*7BsIVKZw^dPpX(YUH?aMgP&%j-w$D53It54^^vuXzEmB7;MEe#-X18
z3X5Ebt+Yrf+CJt93pRLX<M^_7(5z1&*Gw}94Ge;<3cjT86|xyyFn5y+U9S`>7+W#-
zIm;kQgQ#UwBji&o4-v8k{^ZxN_7RoilBL4dBspy=RXG^Xo)`HUZMuGzdc*FB00%`*
z59dPN=7<1i_rGDfgPgn9C7X2o-JGveeyL{;)7z6AeQ}M(%Mqw^o!AAWD3--~*nlIk
z2305kBiI>mx~}CSvkoo7l*c;WjDv<)b1?-L4&NwAKdLMvfRPc5#I};Xe6$po!|@L*
zj?7t!<sMpXl-0l{iim{9%z)tbI$!oQ<_~R4cYhPTg#P1$ZtYUmn7A&gQTU^N@3cw8
zxedCS2WRcJI$ZXiRV8LWYg)&CplQwQKjJm3_u|&`jgMB{C64}h_I_;Fdw0F!mt)UB
z&D6K9YVQSAEn90@bIencX#Amyp`C_9yC^!O<Yiv}?$gi@FWrHvw;sgFzKT_<ww)_4
zocLvC#`1@=$aYV#YQ@j8+p2%p48(GF_TsHaSqu3fc^za%mKwiC+VXVvCL}U1r4}TI
z3yb3|58I^nedM>db=A=i7`epZFi+|?jisur*5(;MFuL2)FZxlM<i1(49<lqQ_}?2I
z{4UsiErXWDAM78RzEiG{+gzM4u-BauOcob8nfz3eGF3__=xgbXMGdZvHP>2W`0f`~
zB?C2s8{gL1jn-Ui>{+TRQ9anb=(_r_BkQod<BQ1oscJ~q2>p3O@18zxPoRPbmuvb|
zk#eQ=z-IUbmB$5D3N~7YD^kx$Ll)JiCHRc)tr7=idENlB4=ppRaO0i~CUGz$h?p1a
z401r8Ad@}Aoy8!6d+6Uq%&TIgB%Y8c1;OPZhZ&+!OI20;w4jQ)k{Z$0(8Y)8XY<M#
zkM%-ftbqE~(ml{xQzhvexry*AwV;+;eCGspS?`yyxb#?>+h@U%b83nBwt3g)%z)i-
zfWlE>(KB%1=JK$?{aGH+gP;v7KGEIx=JU=aZ)r+{wWuUT%$BlL(IU@|<^oPG`;*4j
zW9ib%vuwmE#23{TME#sOBK0rFiPh@ES4szOi5shZF<!hKY$$Go9lP)wngH0;NLyvm
zsiC>)ZJ10pL)ggTRK*mz@*6nE3L2s!jJy;@+DM&1fY%LqC(3URt{=!5Ef@RR9y-hj
zlHaJ?Hp?+kv9wQB?LWm&y&<6|SZ`k*+^Et5DXA+6zi@Q3AVgKPf4J(BEU#afkLNQ2
zXQ~tNZM@yFE%&A|(@Wfgq3^(TN@9uNY?wPP$K^z4A8aY~pQKnfs7%jpF&5;?&*}rb
zR&s3oWEd@_^Dv;fqj!aCMM-bG-x3?TZnR`Dq{4Sy8@*BZ6MuKoX~`Vz%*||^6&p!x
zlN+hUw9MNBU#Lo`<&&6MyURnU2lxlwA2+cN4=HS28bf^=e%Z=sUY_xWU~b6Y_j6N6
zn`w<V<k$CvR5nPC-8ab=1F3pX{muM!feN2#%NRd3FgvRPeQ~Aabw!Hg)4ss~kGJM*
ziAhU5H_-W0|B+LwO$o45qlP%3ucAlmhjwUg$cocwZwxbH{`TJ6P^X3`>Xh!2xp&_D
zy;S_+(<x-<*Ls{-{@DtL{pT)}t84-&iRZmwDIpw`tB`)sW!&nh+pz<3B&yixMG9C8
zKnjL_OfYZj!SqK_G({?B=fyF>98unlb54bfE!reQ8gcf^y}i8`YV8{e_3xcpeJXNk
z|5UzPPmq?Gy;pTmwK;%UBAOHD9?w(>xS?{VF28!e+M(&8MqWwH0M`%6VQZaZTr3qK
zJL*&^ORqf&Dtp-L7$Z@-e>puQQGVXwF?iI_TXcp$s&<U~=-AX*@qTixem?izS#ZaQ
zYJGk2-16|+hsQ&m+PJNE;JCe|!Mce(TJ?6>*hPhWo#MRYo#FI^v@Bz1TPpDPY`%Xv
zEa6ZGH_~SZ+c#bURnVD#F|(%5f!`Nt@jwx-a9-KtP+gRx#|Ehi7V~(tI!PdQdL*nm
z+hjMG+?g5Zr56sRE)_mdlwVm`NtMW$=?97<M=OCIZRRR`it3qH`*(-`5<8zYpQ+BR
zaLr-S_31^nbkjl}0sV0Sx%k$upSKV4eLt4Jy-pJeYvMJ{L4<9gn=r5~l_<(*+N?-m
z)V4Z^i(&Cs(LZ~Bh;K1%^?sT@M1)UOwO1by5}fk=D!H33@fPe0hhNB)^a=CmTJ($d
znT!bD=;0}tXLPP+63q^pt>cPfyP?IQq9}n6Z?mj=$dINmGz+}6o3|8u4xImYqm?kH
z@vPis_rKy)C82>20++a?mkjRGcl2+Jf31hvr%IeJ$a0^4hFP$<HX!hG#U5{WhMT^?
zYSp=OgT=PH#Qa0Wyt4<MZn)3RSgG9@@b|Xm55F49Yf8GtESbM?g(BsQ_Zijoox=FH
z$5y|;e&Bk&Q`ZVbN!R=Sa_D-`RsX)lAiBK8K@HoMR%u}E_2Y}gSE28uFvR{N#ExY5
z425>{+!?TmEmASy*9lfWpz%BOnR4ym0klh)xra|A3|d8qXUB1SmN56EY-Y!MG5h5q
z6&|Vuu+3?Kdyld_WsT}Ul8B`^;3np3V8%I(Q4Ry=^&UkLfYYAxj{cT|zUvfS8&tW$
zwW9WFV+psxyX)=#X754g(keMiRJxj-)w~3Q-=~z^Du7N;AKQ4n7d96MGA2n5J@BK+
zokl@4q%}D(LKbOy2QRH&p^g5oXSJtPz1|=9(bW>BMGcJ2eA;N$D%Cd?OT5nuXmreA
zeAad_jGI1;|Ew;4ZS>5A&wrVD>^Wt;0!khq*}LZt|0S?$*MQdXZiZ^7{btN+Yc#4=
zjtfO$%sr5&eJg2>%Cg&w^uqKSpkkuNjcv{%#ukpVqAPRsR909?gwKeMy}jY0$C}cm
zL??ei3A=tzY1QJ0F|kiEakA`-rMe7E%wA?l+dbSoFL{f;dfv8UGxs_tMvTSXox(Zi
z^HdZ3oA4*>E#|DM$>$||Jt7|s=`ECxq(@Vmai3XFB<%0lA6I(s4v6`TmL7fHFt)}t
z{iJKC^FqDbpu^BPUS7>LMbSZG`Y(+KzS~}Zn9IK<Sg@HbsgazH2`K$C?jv>2^k&|n
z%kTCVH2%c#XRFuvImUc1-_3lIJk(g!;}sLXj8`*Q-Wl7(`^+SX2{Dvis%!F}g+FN5
zQyMm?M1QO6fwhFd;YhkqO<^-+5U7xr<rb2X<^<T|Ks~!QKl+N;O}LTH<Q}^M8Sf_K
z;$eJG?+OiwK=C~RnHCLJ@mkt~*Lb%FJ`+aPI?n9e<mcGK-6zUvXmXBB&uYl}F_t)4
z`kH^}x`x=yuMDG8)jb{~xg!SqoPVu2^e^Fo?r%?iwru|U;c5TY{Dc?ZFs}Y5$K9}}
zVNczA`PqZFhbTKY?Q|Qo|F>Xp(89n{6kOr?YIRn8D!jm8$t8<WdNywS81+Kpu$%}^
zvT2SWjoI0jQLWx`H0U0qoEHQk<=Q04C%$KVOg;Hz?RTkBjPAulu`b8|zVp~fvzNNE
zIr575OICEJ;X+Z>C6n*6{Gfh1hhG1Q71X>6BGBr5gB7=j&isCf%WmlBY-=5tD9agV
zLPOfbwi>bKhB1zFYw*EPyhOK3{Y~`hjmy~Xh9+Uox1&t%k@uHujdbG|jFzrH8>HBz
z$aCL$Sdm;*>4!aOyr$zN-hC_cwxDxV#Ymk_E77iJ3rm|<O!J@@Ef!ts-Js1HJkV!X
zJ}=5r^CK%kKR_r~Bv%|Ta$=nC^Nd#g#`g?wN3C9@st>sRv~iY0Y1Q%G--Iz!6dXOr
zZ|3P69*o-4*N+#CJu@7uu6^8`vhFIsVY8}Ys_OWvN!q{l$aai0#wu1QzRyqn$Lij}
z9)`TVX|FwPGHY$H>aC^v5C^o5zkYz-EIM$oIEoItoCWO<11t}!)($4mTh7dT6#pe#
zQqaxLRHP^(p%5M1z}}&Ve=<wf6P1=!wjea*6S3`K_oJ=qkx$?rGyuz}dA53Nw5fm=
z;x2dglN8rAm5UaBL_GuB!9EX5-q+ZKUo%|TDbg^1Nr+|dpP4AL-5np@&399T!N$HS
zzvk%6S94A(LL66Lmj#VBDSHN4-nyDg3ius|N`B_4W@Oe4pM@vdVy=uyVy^!xOdmWv
zR9nAUv0a&7-m_>$XlC=8{xV5<66fF&`H0W0z2d_xw&!{}eTAem@vT(G+`(c@c<}vi
z^`~C1Is53$A1hvf#_%Vz@9em^cOIb1Op;fxmuY|SmdwIC>unD+YP?0E-b9fi?buBw
z&o81UiPgAa=1^mSVor~=XoIB9UC1NaoQ}=ux#J?MB+g>*34>p!ZSx&D+u*a+`O!tw
z>S&!hQ|u%8M!DC8#@9~1$iXsKTAplw$fQQ%ur|fH9Rq>c;H}Q=kysjwM82GJcPd4x
zv~$*dM;Jr6?R-f{sUq*Q=B?q~Y|S^c)i+hGb0zw@k_ROTt3$#<XM`@=8y%m4rFc!|
zzr|D@`YyU8HBg3GsLI8siI6Pkh|mz-E<wfOLsJ`Qh8TWhsQ1$*`)O^<&?4&59=z3M
z@gV_5*JFa9tamA}dk5`GO6GzF0!oClGuF?L!V)7Nw#i->RRd($s80pNuvX(-oHI(?
zi;<LQ*U0V{EH3D|Gedb}J1l-*D6QFW>{e-Ehu+v%B056<m3Q}>w)Af{u-Mtu#IsG7
zvlW~2N{8O)J+UE+VjOE*UKPQig>PZ+<hy!n{dp&^5vhyW5%?4BPb-_FI}cQ@G3hpQ
zDgx}6-S3n%y7m8Sw0Zu5=+ko=?3X<_{OhKQ-3y{Wn*Eh#%D;rx#zz5uQ97Bw&@dE{
zroU6^ceL_~^jG(m+9CQswQHhGQSPjKS`f_=wFQ+-HY|&JGSkZ*deNpfb9V~d68A{!
zwW2cViS`kF_o8O+u0Gy_kB5pFlkTr|4v`&yvi8B1!PoqwUHum}7V2*a=RuR3pC8Ri
z0N+*8O9m8?j1UGVLdESLsVFmnAe2UDCOdmFZ!3c29etalIgZQXBjK3FjD9fWsW|Sq
zG&H_P5a2HuGPEeRD*`2HWlua6$J{jn*2S!DRn^MS)$v?iRo4}UBK5wgZ190%hUcM4
z&61+cCUJt|;pEEXpLV*NTu0W~tl7IndNhBh=-Ywv<oVSN(W0CU_e~t19=5(Gq4kTU
z2iV8GNA_Q8Dt=9omV5Tz5_iA!8Sg#Sgw^-Anf~7P`i)PTrV0DzW5ZU%>Rrnf|NJfJ
zvF?+W#~Q-}$y={4+dql8a`^M<BOgz1K6TiiG5W;`+83Nt9>=q?hI57uvF|MNS0Dao
zrRl9JuPs@nO{fp9Vy0ZST_SpyyRErM`qWSv^-tOj``R}AK%O&qsi;UmTYYNH+|7rY
z?BW+}W!@FUHf(D3djQy?kSq3kSIm;A;)B}!6f->bjFt?{k5SBEeD;|jXH*S%?Af}w
zjdMa2p?4Z!vyAU3u4V{%XPcbcguL1ww|%sC<_o>wu}Lm@v__K^zn^F54&}u(*$pK(
z%(-Hak2KW_A8cN!{HAt~RO!1g5O(ZnHgi%_Y!<Rq2ZVwj@ET64r6=yNq5s&J8~kP<
z^=|i9iI25E+DPp1^EQ4f+hp3Oe^YEXey%vzN*vhmR6qB-fcebTQ#eHY@?}k1ecbLR
z1X&HAQVJF{)O61q{rjnBjmIk=*7p;i->9$uZFTLt7pLxXzX87jFmKyCa3c2SZ=O?p
z+V(%&T}kePNcS%|_;2SYMJ{^a(w>8a;yAOIs@P(<FLpV#vCsSJ`-)pz`N2Jsl4~L9
zkBa1sTTxnJ$<XzW#V+vn9j{f=nIg8~;rss88;88RHV`ejbtR9)PS;#Eu*;}hJ@3b<
zic6y6{geaoOv|Z>t$O=Lm9a3X=yRGlN<8zCXwF9Q4_;N;Wr~td9^Bp2EGYXXbjS)<
zru|Darzz`+;rOECmu7DE4{E$Fyt+u|yoNRN$J8Y4WLN}Uv`Y0A{Q_5^<u+a9WHod2
zVAjjIuhSM2tOSNgVodSsW~9;Fi32QN@f^u^UGq|E>TB2o8TKgrm@oDqNN!Vb2lgoc
zT<@mg!<I|2jyVvkiq1RH=EXVkj{N4rW3{D*O=pD-Z9x~uV5ii!^j76RF7eZRrnOl*
zJZ<WnH&`^OErqd1C|8PaE;F#&o;LdeFXlNtKE6Zr7FRw!{ic;R==_+Z$Ei`}bzd+x
zU9Bn66{uzH%`t^Lg;P9|({aK4)xo?F(Kno&>eD4x)3}=Zi7lhYPY%7c?rojRq6Tgr
zfv+Lt$MdevWcB#TaeKqrrRwiT_rD+1pPoB&>b!ZMK9MfkF>}aapzl&>K;^^oHcWl|
zqUX(|vMa0V4-(znJ<&t4HtZ9t?*}BUwn?AWqyAR0?R$pd^8J-lIA347T%-#gIrync
zqI!+zHndui9_mn)IkhN(b9_h&$Iw*2Ldnsc2Mlv*>S?$Yv^xo%YVR7@BoJKP09)+J
z9<Bn7I)N3_sjZTF<85A=^Nk(_ut1d;%4ledI#itKWv2+QqI0%$dIp(^o;OW_!Geb)
zWk(-t$0jHGU=RC@Km|9KUfmA8kNbA!W`{!(tw5w4G|0Z0E(iEA=oFoTZ>Fcjubgi9
zc43oqb6nXmN#T}ew@KcO(Tl~0+V3Yn@jYsE{=jDB#DznQwvT@BkC}5ndH&9W+Pb^@
zR42;^>LC#C6kj`==B0@#7v&dd*@ms9XVbg=3-w=#R{wZ^o7nLIKkZGwn%<!?<%QCU
zG{3YfQ*2MYv%dL;&+Q@mJ0l<ASNL~)4z{29&Xo4~q;>w9!-40-YrB@t^6%G%9M)O)
zZ5C=0{L{C$>=eIu`TX%;vw|vuVVA*C#_elYuMk%c?Fb#RpE*#(df=z81<<}3(sFAc
zR?8d)UK16oa`a=&@W}6(4jWzc?GKl_Z(_pl%i4o)4=4v<^ASIl$!SoXavn9DkhD}C
z<Bk@$h9(yo^0vM+e@%V0>|8;EK;$%(AF5uI=F%T3DH)mr;`Qi(o`us^sSYXBp$R7<
zt}Jw&#NqMwV7FuNnf>C~30SYZv%F-F1>a(f3mcng^Ex+_2_N7DBb7Gqo2-_{G|!m>
zLcv8zLF!#h(5OGV^y1;)w*Ue93U<3+CfB~^+kW!;9sP3(@$#eKo*jdKSbxw!J4z4r
zR^`OAn}vLqHZ*;{u-wqS0Q5j2@WPI!;KK@KMvr7~)ASjpY0{-b*Y|Ng-)p!V-+xxK
zv0Uri)Oy%|vEThw8x*4l46JW|73F^?@_C2Rt?J~?i&x=wz44sM)c7D3UtXffj#Pv(
zM-+aF_8e>v(SSFFETAO_);f8Wu@(P^sW*X#dT+!3OHq`{GPbDfW-M7|gsALe7|U!J
z!^v*OQr4nP3uP=}jAblYW;dfOQ&i4T*)y`tXp>WtLgff`s?&M?AJ6mp|9-z$r3o3!
z%>Dh`_kCUOtELtv$>k&CTjZ2ss7$_CBKfk;|7acGvRAuQFI=pvI&0sQn5Y(R06(a@
zPTVxhbPjQ^98ze;!Z0ShF+znU<#qEX3~Z7P$}~&gSV?BGhjWGVk<E;H-EYF7+RoO<
zhK@`p$kZaC5)xqpGk|(?oC)tJvn567s%{pW!`21wO!q#l?c3q|638h6;qzIlJjLgz
z)=5bW%dI7I<Wr7SzB(9y;HY5Unu?0W9rw`x%1Pio#C#Og6k=d)IG;-`)~Ny3tDcrY
z+(`bidKm1dx!dDDyW2(ucdk?U3&c{kBDN&6<yyP_vHB%^6!HGjC5qs(Fx|z|aTc2_
zwv@EkbH!=>o;KHp$sDb4p^8oN9tMi&>N}T`o5|s^6|&X^bN!7$uGA_6z2+_0Ey4Ec
z!})nu>&?(Z2!@bK-_OVg?l(db3}4=^hN_KfoI7Lvt!mjh33j*ps3YEJ*Oq*oFL}Nx
zIZ(y^ShFryo;Sz;6zXr8tWU|~gIyIR@0}j}A#^Sktyh^+0+hQOE&$qos63FL)q?$@
zX!G!~Kt>8j<aiJPGmJeHiR?Xo4EhqNfFru9yZG07fUWSQ2W&6wVML7_5GB199f~$^
zdmI31K0~oBn8fULk1&DgLzxPx_!0Musn~ufw+i84=w0HatS7xf%(H9W4oy{UL|&%0
zYs@w}6C!*hU1g0yIavf&+Zx~UCQ5QU%st$`+QX=}<E+9Y)uIL;g8U+z@bb|_Cv3Fu
z#Y0bZRF^hxE?-U{NPi5??!69rBaB(vU-ZlLo&rzrcPrSfte3&I>Ic63;@hHb6PluD
z8Ie8>dY}UvBDNXJaYsY~O>*Vxz*M{O^~)hx4soQ`4)Le22e-G@-jNWs@)jX-NQt*i
zUkY8D^Y(x*1fSY5bvsF|t;Li0=}Hl~$szzR4lct-N~Z1)*lU6z$|P*BiK1$N|Ff|G
zcMB+>ECH*vDoIv`8GzoxpyL=|QpyEiHJ9$d5s@|byiIWf^8@a<12|~kkBM}M;!=jS
zE~>GQr4o5f4BYc*KLkt^=ue3jV@mDcA#b%%(zCcsYOz&AdtF*SWu6ttk6VYeHoiAo
zP~U=Up5QkOHgETZ+NO-w=9LP}oi&;jV0-Oh9=&`}JG6Gut*PasUb;Zoi9N=-h<Tn5
zaJ8y=t?z%+DRMj!4R#2UjUB?%%9!p$Z@WPCm<0s|RFNjbo0f9-fBYtM6kpVv4Msko
z6Ap|Rk5=?81T9?@CAUy1b3dbfuXO8qO7Dqalu>I;!3l9_-VXxCi!e*$AjEdHN{HF4
zKU7wN_YC#@M)fr<jgx96-+@H$YkzwlHgTvsb<m8Y=#1E&m9dz8>kGMnyaTJrYuJp~
zAu@GxSzac(EB7O(@xh8-`uJ0ng-g1{gA_q7JA>bbNO#r{7Y~V#Jz~&{$X5bM8TJNX
zE(zqpvO*Q>xZ^~+Is<5C;@w7=R}b*Yu&TJ`shgEUy;)Q`*y<jG(F}WwaoJ$?<PU3c
z&5ndua)9EBw`ZYbVvO9y?;bp<<3R?bpuWMw@R(`_u?p3Hi}~!0uUsW`w(Gsk7|Y|)
z0vUSDsEeh4drzz0F3RvhnTEp5=D2QCd7HT2EOQ^8i=j_*kWExBs86#jc|U01vEc-I
z=m6r}1b^`UBvPS|VjBi~0G@Ikwix<pzV%H62eyKX4vUW~9$8SQ;SF>sYfVB-MR!`y
z!)SX4i4g}(Djwb~5gT}rbL-r#nq7^qFu_g&owI=2%SbfgMYdWZV2l>F04fOfQU+Co
zZH{bWToRzz9IU@Ns+&wAv92IY5TR(K7EgKn2w6x?`Vns%A5`U~G$;x#7g}*E14%ww
zFd)uQ42k9jo4O6gwE+8@6)~LODR2V=*5XMd^I@+W7!D+R-EPRqg{@*?{`q3?h5Aex
zM3ce(!{m8T(Aed~%|O%G0EJs0D0@wJ81Pe?XxAipdR8zx^uZ=_oi%J)wX6=8<}=2u
z6rA_0agM{TtzcyPg1-FX+2T6jRzSwKi(+X>!D&yOa7C8uYfA^q`Th2g3|(<FbZ@_5
zXW&Jm?LSJvE409fvk_f$Vw^9v_tG}RJ(+@C@fB^=TLV24Ep_9mTssExzT{1^fA8~o
z0aTnkR6O<$=(lC<v_|Kw0Iq7&gygn&=M|if9q&4-@T#hj9X*P48OJ7$CqLlZ5N^ec
z+Zcz5svQ1`CnP@*4E@mh#1@xaPuY&BO75dfuOn#5V^7nKls!U6?FDCOQ=%kv<aC|r
zPjrn)L0L+e6?oxiL<#-99#uf=KGV?3G=^^|6tE|60jp10s(b$??8CW<%~+3)>dkoA
zNb-uecIE&i$?oq3%pAs5|9TNUT>mW#S+YV<J_6-kg(?hu!U)2o4nR)<mi&!e;~n&J
zN8GT;?#e#$LyPzzsRxGX(OB1v*}muw+AN4$G|VjoZ3pFDI)m*!FZso{fA2Aeg5kDG
zHm-3cXYglmDWjK_Eh!TRRVDd4{9$9&?=2@K^$*k`;p$Y1&^O=x$q^wqspC~Io(8EU
zj^FzqQqwh9yoC2<ZopcsXO?+$;KuiT34eUtyZ_&U^85F-z&7&w(Jzj`hh+O-Tk~ne
zfY+I8zkCnx28|l92}qx{9j8Pgg0xCPAhzb#FZNNQ612F5SeCa(tA)O_a(XA;Z~@yN
z4?Q+xRD)RwoUOPR^kG1UGHkE2RG#)ZQ6&ZH;UML{`zElP?^z;X-a{TcxL2DV)S(0%
zgcMhh(s{B|XQq5<O6(}^i!fNli_=R!Ha{o)Bcj=5xZNh}{N<zF$0nz!a*4Dd!@x|K
z+6`mjvB@)2f92Iw=?~$be<2s@a`S1S{+{qTN6{g$hM2$YVOFe_GAWDd2GjFL*|T-B
z2RPJ@!8klnc|}l5vZO|?d3sd3yN5_mn!2O77~6*+uSu@FHV535k%KY)Ku1u#iZ;cu
z_w}{ecrh|j$8xX7k>adm?J(EGNEJv8CzV~hS5c;}v8EZrJi8_!6>)pwP+2ULJ_0t-
z7bRBK%A08M+>eS1SPj%i4ZE|B%VYRhDQIhmLyawP^TUab3Z!IUl)op$mt;1NI!I3u
znX=X*6$@EnG*{y!WkS<802iY@b)`ud09LVX$k7TOU-?_}>NmdfQ<7flApaM|2x22K
zAS`IKSwpX+ZX5^%`Fl#x2;g}$QE@d9LxJ==;#R%n!)gB78iM9-5b8@g4&x(yg~4#^
zWIu?q$PQt;vx-==mvKcagEHIVR$>9V_kD~0@oc5Be%Dnb*~XjkT%!X{4fmN8>+r_}
zfl=J5WWuxL0PFeMp?5GPA3cFJF52B+;32!0{PP@iSY*CQPcmF~?LIg(^dp%z(ffj$
zH#_k%2xnQ-!gtgFonU|wkpBeizur1_p4cladGI~ZDNEpe{fU7z_7I@QP-VhR0pX;W
zVX&@MP>{ee(TQ}un|e3y)Y0{X;Q@Om_k-<Xa)DMZqS?f*#lF48gs$jYkQxAHUa3L0
zl#=r^E><B^r?gGPss45GMCnRVJfl8n@pz|3Kjoj4g7lUQ`A$gF&R_N|Q2j$H;lCjc
zAUvS$*sFrz>bxke^gzXBKgDJL!MI{ZJmv(u-M`Yn>W3EVkSpO;F0AaM)zt0F2&xUo
zQERv>Nz`<*CzdhTbzU)J(m}7_XYSmT`{Z%0?o=cB`PR?#8jerT9jLmIwoW@7i^!Pu
zsS{O0=exImOn!pt$ZhW8-Jtp35*zCu-su$g()Xp<?jXeR5wJ-m^62D;M=ADKfl<|8
zbbMd{b*xU3x*ceEh($-rB);?{_yQKHsE2&}wK-q_T}XMTARg?nR~G1Dl_=BXp4kd3
z!q)4oU}Wclw^s6m(4(xoJ}4*REz8mM6QTSlg&zI{?0(HKd-kJFXa68vdVtw38+fPH
zLfyo?%ZZP_bA+B5F2fGWIVezmP2F+g6Lz~3f3epII`bR6`<_kOB=p)j-Ww|dDxxVo
z<YCtnM~6sYr??GMPWGCQxZ4zL^F(;rr&9oZE!}+>qBrUkpA_}P;<oJCK?T^|5hqH(
z0exzQBmWuMy)=dzvuI-9o$vVa?bCm*6Mp-u_&>fT$y9RQ2?zvNH;y@gwy>5UdiSuC
zcXs<Pqr<yY-=I|qIizB2jwLqduxgdVK8hr^1`n}A#HhU&8Wq+*=3!ZZu6@3A3uBx&
zv<UW4>W&E4YNOknE|(*}xwh<ol{4RV(&AA;!EWM_33p4$PRms9=WL%2^Ix~V!EYpd
z6D%mYMCq}{Jd{hgPs7$VJD+5YtQH=u_Frf+)?2wT(`5a=8@FoXv7AM*wMpr+rx^<^
zK7QkW=g0|_YVs~)FXME1!&0x3h#mx3IRq0~1ip`1@HWH&E`;w6|7?MY=G-Lap;7D`
zmfz*enE?SpWJjthuN2ru86sE<g*1%IRybY2DA5xKAt|BpS}+rV9(>sV{HQ`=*df+_
zuf$O+a{N;3^CRf}F^Idj4X)qADB8XKOht8(@-$?oC$GrexzIl9fYlnLiZJg?^mW3&
z0_kTUQBovn)W&m8zH23UVgz{W0WqqTD%0z=-w8HsXmXuFC(y1b@cecFc^Jk1m`_CU
z8b^z~;Ax^~3sIp~6}mlZaEp%BmS)PyhNMz?HtGBVgxoNuM&U`Nbm-5^!R?2-(_N}+
zs(fRXaA40roPx$vz*IXEGL7@#ga^>)JCNnqc-uEj|E_M&3aClIUfIby-l_>?ADzG-
zItHu>HBEBB*N5vkyqgGSrh9nmLQfNcuMo2(0JPYB+Vyr?q)A{;3DltJruwP^HN7x^
z<}xu~N^LV!jiJJdyIg_F>dgc-uKZdsMelcMoY0bkh|8t^BtM{pmc1^kven8L2RZxT
zdBxz+;t1-ny(i=VakOtw4reRR1$!yrxIXAJfn1&S64m2=o8du8k#&;<1s>2VR!FW_
zFf+{t_BP<si#34v%km(Z^}9e{`<~n30PXf{l;&vT;_P^m<gjzDcMm%EU<Uwr7;+im
z*7{exhulK&P@wLoAc=d>RL<fW=C#6b9)J2oUy7G}6A}7r@dbK0Xu$%OR?T=AU|jYz
zxO>t0z`8(m17gxS+kVopXM9ywHyP*NC-+(brRQ%p_*N(W$ZWt8nz2+Qs!mQ{4skIm
z$*#Z@WeP%g+1nVUi_13=g~_SKnJtTP&-M0JbvaHUM(Sze;Ld7$!BDk*%L}ljGaY_D
z&l^l7L^<LETUh$#$d>sk;A`-~btyaoeFqYn3fL++4wZ_I0m-{{79OOcA$sE{TVY0&
z33Jyy;t==OI9vSHM#%>l0%ENoZYwn|h-vZYl4*7WB#&J%Z7Q-34s1gr)yRv4S>jb|
zfs?X;nO4F<b>tNgths&R`TIqVo|w0FWpCC5uRPTB<-x=6r0VOA)Yc%GpJPCyvAwCb
zbX*fm^?fO}nnL}6h7`K?ahzhH&T0NAUFzGe`@s4h!Xv8BX{tUsG+8hb?QR{A@_2?*
zv~~)?=&z53Wj&3C4ShcOw1=m&?PcH;_5Jy=KWE^9o{qlzKdwcdJp-mOi~pBBa93e{
z|Md%BoPz)V(@<jO+WD<#@;=ysY0~gXVe#kxj+Mv{tGupnW6<|*Lu_}Pe84UVi2mDP
zYwA>seiQ*^<ysQ>y3BHm<7Deo-^OUEBaTmz1?T(<6`pl^0`4Ne6Ab9I(W-f=jKVI~
z6V(ZF3eCv%0RIVrB#mA6>V03WYs^R@6Dxg9HQgSxzTut11^1ay#EtToF}d7}EV=Rr
z5yyc##B5@|wlAWGQWD0`<urq{X-Rq*JCF}sxBeYEong_8Yv4CJ`3PxVgQC6VV=GuF
zpF55FFpaa<>X$8>lX8p8`K{>?PNI?l0n3Y`G(^N5ForZhT9W&Yy!i7#GI5N!Hrr|Z
z8>TJ?Dfp2b*x2@j@`vKBx72QJjZZ-iqx06hNC(r+3xx8XEW#yFa$6NBO)(fjRQ2ZT
z_wer~2foGED`CTSer=(qYr?vVQ1LRmWq94ZFzFOJ@hP<d!CkxQQR`i+#I1U=J^4kA
z{#PN?JlhGjMQt}~p@_{N$u@!}W9U8Hmlp|5Da4(#g_4KU*d5~^dyyfk6R#x+YY*4X
z959H1sMv8|pmOG#3lGfem|fyNInZ|`&_D{Up1ED9Y%u)gcB(j_Oj_lD57Z_ss#zrn
z*0-1k15V6op(-+g|2V*M9%$R6<8D!bIg*mnF;Ny|c8owvf`OYI0yW*2$UvY^+k2Xq
ztV8`7_kc%LK#O+ihBr{$RWBy{1z;n(Jh{ANA7XL9@pqd#{<`lki>!~}S(D^)II<jI
zk;kWKZ~uw`=I8O-{CVH4hyN!zlj;$5AJi*U15?>}wObJLIW_@)PcdMZfiCnV%+I1`
z&!kZ=1z4)=G0YvnY^aLM#(-%VK??vWWPlHLmJNW7TGny><Y#7<)SR4PQy=Ij_q;eR
zZfrB;ILne{bj1?eXJmCu9BbhJ8s_Yy`i8VxC_eDfPqW#y0B>lA2;Wbg<9SUl=C}oc
zr`t7W9{$`?xqsY3K{59}wM+R6Of{@V%FSLTt>(jh-&K|iHv6+>eKj_dTFh>}q6XL=
zmRKWU%}<KxyQ;PFxOcWpvDCNd#P9f|;Y4x2JCIf3ex1J8==~O<yWz~?smM?jJo7I6
zt#hH<ABg3!c<b43Gkh`7aygLmmP7jUT}62<7J0^u(ei}%jHuF@I!e>yr;Hh^R%JCW
z8+=s4*caT+_fsOGMr)~7%e186Ikzx$<fA1uUZHqW(IOmx8MJ&>aaHF3?N}5YwN9x+
z4<Piku4vJB0ZnPwZenLGtjw6vncJSg%=?MU3)q5b;3j04dj^JofEC2tbjc#5lz6E(
zHYY1^z~odr;#S$!h`Dq8VJQw=8xc{@f+|ENY&nh`w=?KMR?0eem2nzQA{a2?7r92Y
z4<Di7)MWSsrR-8~66_weZGFpBNo~$BHhHRf5H?-A*m3D@xMeHG8E@by9io(V$G52H
z_T<9@+!H^^4yhb|`{)0A{0R=@tStZQ*?jP)-2Zs}W_;$a-joBJE!3nqabj{Q@Plng
z8ZbITn>m*Qw)k#?cooe(hZv-&9;bA|UrPgJjnx~PWd|vpH|y4~6a}(Km)>uo`3^)o
z{1P93ScbrPJ%Ajjn5lqHYUPz5!l-fY54#$xcA?60GPv54Rqg&=+_;B6ky_Un1cWA~
zKfscv!|<m#u6i^28jQTbO(#jcBq*wi69X>R>AL^>e9E-sfOHJ9f`5eh%p7)~D;4Np
z4j!Bp^#6lv4`OV8-mE0m0DIfQF5s#}9}X`y%^Ef<=?f1|d3ZN}>jDWsKLL+-#Z2wG
z3c0z}Rfhl4cnfth=NM$(-gY#zE$;2SfG>#?g}ak{y;_GwFd@Pn)p(Z-#5FRL)D=Jm
z(hkH0RF`0o{jjpuRANyVzilAoQEFDIwZXM0slEOZv29?8pJI&ofXUKXd)H6{hP)a=
zbzd}=ZrW%v^%QE==Z5yvdo9`Bm(b{{AH!DTXcb6JN}o+RN_<oOC>N_YO_k)S>lI7A
zc2P3-7SThmi{ctxqjtfzLBj7!cEToXqBFo;s0P?RGYncD`<N0mfqe8CP~T06j<et_
z?FN8Eo5sB(--8h~<%zZ{z?^96KQ=B;MAHGCNdhOjoiXW$`S=ssqnV&r1s)~L@U6cn
z?ub2{%f|%1R(={>NEgo)>vL5ZP+1fpykA*(cFgRd#LeW_*h^D+Rdxl>z2D8V<V*bI
z301Vb--cOV_=7%^SMbPO>hI`%0evJTOl2n<L?fs{AHW9as8;1<s;2FM9n{mPj@u(=
zaE;R!C+LsL*!rw5i_fpBJ}hfFg1J2mJT4mSIui(Rv8b|mtoCCJEs8CW2M;y&D#9yg
z!Dz&P)-;==ATyaQn3k)=N@lC6Fhd!M$ZWvaQOYcBKeUJ9Ua?J>GFl>4$i3@@HLE`*
zpm%C4VRn=hiH00veGKA-Jvs~hA0ma3)i<)j?|y5!5Rt?zjO}`o#b2H0?!B26SEKTc
z$2VNn`&Q}2*%pb9Jn2Vl)!f!iY&;SXJ*2bH!e%>{Ox0nj<Nio;RZ7D=*C+Qj^O!SV
zrQe<fBg>9>U7Y9s0cmzTEspi6Az0YzxgSF8&|(~;w5Ku0X&Pc5F;FYJ=j~I}Wy)PT
z&D^4BTgFJrY@F4GI<x1q$<uE25~_3){4eq}!NTQrdh>W^kAQU+KREXqXI1e?q1=`q
zfhs@5jr6$k-%=8VNezrRA8)T(Xjd3onB5oSww`Rb5QJ><(oV)UQ=bH%hFF%jhe!N%
zBFkTjj{e5mN;h+_2QmWgO^oTp4mD@iEB|e*gFXa9Gbk&^EsPOXsceI@AZsof(I5el
zw+0ZQgFMY2(%9nEP$ivfhI+hVN@kR{)P6r=Tux1y8uQjY{$#87+c#h?{Qn$nY(Qc8
z>q1}pMqBkiK;pY}soxt<dUC1<*}hTaV_~P|Pp;x@!Bvt@1Equ6<O9Bs1ya#Yt3c~y
zvyTNz5vk~6$GJ>2l7Chkt>5i)M~)9_(M=b6u-@_u=)<=NPxw7<>-ib?NlWgF0DRjy
zvOF(&TX1QG90To!Hi|!_?9^cU#v|4LGxN`2hiF(%&B`&#&EG4|MJ<%`)m$f*`7amT
z=+zfdr_4@p<iI~3EM^9i%MY#kDdI1uVxWNT1N0NUiG4UMwkd-f_hM)F-nHi9JBVr(
z{Id|oF!DqGp@i$Ep)oaCfqSF=p)REjXb09_8++LxA%2l1dpHoH8(tHbv8>EjzNqSQ
z43Kl(B-Y9%swR)nK|N^-qr;wt!oziE0k!oh#=|EbPu?ac5Cv9HC-yRW8Z7x3{K9o&
z19Y}q!LtD=__bKmIWIuIqLc~yGWvA#;s|BZ*zg6+;LLjP%pK$~(t~nMq~GoGgwPoE
zY(7h<k7-}$YBswSywn&FdJIsL9VKp3rfcM0p$GY6CU=P6x<%1)@(KKrdp4P^<OiR0
zzha}wH1%b|cmA(gV&d9zBN*;SiX~PJ0O3R$_aEOdi8&Myd^!%O)~9-V7p+%A<$=u+
z{5J8yPSF5|jb!Eodd+%>9)sf6S*|MK+xUa!Ig6~R*{QtQ56=w1nt*lINhJbc#|B_7
zj#?3oqD_>paIWQRZzjAJk^NB8JCi+I^w*g4#ohFgxR1ftQ5}r)hY4STb978j%M{To
zL|tKneLpRUd2eJyQ3a{Em`yQ^+M%?O@9Hwm-NCh2QBC@@LTfEo?QDt~MH8?acvY?5
zlIR5i*f=(7>XtI1xSEUBYa_vNUcSnB%e7ByRXaQP)$QZS?-ts5`#&Ic{a&~p<n2AL
zkb8vrj(279(1f};LfrUqV7aI138>tbqHx1hwu-S$4OX!q*6!r?MeA{y6lW$9!$_;a
zBl8Ty2TPtNzZ$wBqwy~CtEAq*{fCI-mzH!EOKl5A%b}-v|2&}f<}R^_Atiy4Zl6gd
zxv+x2fqYei-|l0DHK|Bp{ypCwqeGedvWs%%=2RC)IRrLn$8Ui>W?Wn{DtHOx6pJws
zr6zhwGSm;1M1DTVO^$Tk&fX`|Wxr*V6mT|-V4I;mlVlqopIRc@>m;mh(f{vdq(|vv
z?0{i3^Y`@_sMCT~69JmpTp|uy&~5gzFtw$6Ok>xYy%6CBzwDc#$;-i=Wr@OmSyYAg
z)Pc@#octSE6+Vj6nix)Sv&`X}SsfLmb?!-}wl+y4aVX?QR+-;&aEBbX{JL$s`#|@>
z7fuU7id)PrALGzqI%{*%Del%|vAN3^sZrNAF7f?Li&Zo;B$MCKo{SHBe-jbrT`;xc
z)2!lUOOc}?c6imTiP!JD^#0^>4~-Ml)Zf1U=eq6xnc3jOnl}zD)&J+vV%qZJf`X$_
zFMG1kFo=XY$y61^Sy*HO>1jQ_zUu&d9ihRYGS&BORF_zU-eux}&evpTxGemyT;Pc~
zxs3{avkRJ`)k09$7t7UQXeU%_f?7P#Mrbd<LvqdEQ2>9DDMy1?9H^Wg|9i|`7qZKc
zM4CtfHp2KrN<6Cvg(j3}nTB4Gt?&Li5$sMkPKV+i>HnHol@3(VAu~KvMwM3kN!vn~
ze@=)=IbDLmmyA0quh#|9a_KG&-En{GGZs6#dh{8yiO~<VpSp6U6T`(PpR&@@T>?Gp
zpFJ)%jZqslrA@Z{9w1I5w99Q_e0lFX(%*;xeX5A4Uos_Ng(6aOqaIJNAj*s~u!ImC
zAGqv|-bQulQFx{KOk)Lacp~d;=_UuMCi9zc;o-**92w}JI*V6sE@RNf#tfDj{li3I
z$%l!HsyCl9ST-vd)Gta+TOcW5V$BWHjX(8X=n!nrZ*w}K8g69zhYm&VLY8M~eXI~;
zKQ~~rI@K7<wpk5mmm0W6KE_3Nu`Af>eBIVw;AAWZzuf!8@VdBHX!BzvtPfm`U0!dY
zdSwhqlxaJtz+NEFreW}p;JL*N7pbyV#5h{4DR>FBB0p!x6ioR@cXJd9v`!;-c5Ki%
z>nG+L+O9^_$ilTw@;Vh{?Xd2Sm;`whQ82279(@My;T%sph^lpWx!l$4--HB+nHcTM
zO{A~F!`>=J@^b83lfl=_Oq*`E;dG$BcRzSjL+FVKGMoG23_AlR1h7qZs#Y>xEc_6y
zLH?L5t|l9n$x`4j2JhWd*p2Y-O!?rRY@#{eW?`|-k(wx-_nL2Gb(;Ahq>zS!yqL}*
z{&gerbt8(=`FLEo?mJ$A<l$O>7BgmSp3?HkwcBNcJT30K>;x{cA5(qIX{dQ$gM00M
zTN!!a>9#M~{Za8IJ5B~~>sgF7m~-r^cC|tNrn8_S+4Z**Wv>mT_us^Q8Hc4F<&8F}
z*yHmDHM<vWj&=h_PQhcZK2`R3BKsRR>_nDeq6UYC3Tgt9tD|$P!TfL)PsB1@4Pz+P
z7R<j96w^k<$h=)yl6)(j1ubZMBlVlcyimCO6F*`&q_Y^1agIDK#l<Zse)c5hdfzV+
zT|2m2sC(DA+vxFEc3Fic1V1mvl82T9s=Ak;2fpT%(`FiD_K8T3m(kW!NqVV<kpYa@
zDh6quk<*tf&;G2(e1_I7kp9#SUE6~=Y!4K<?AnLzY55ofCSu<ghY8JiC^oJo&2cg{
zprh=Op`ZS)6c0*xBqRLn*si#_R>$5C{X(~Y@NN)?IfV)p<YH*xH(oihQQ(d=;3b>f
zH=1P!FTuV1lqFvZCR7-wUTj|uZj4;=tVx}^VWO3vUbJo<c6?o+Z?E&=XMoO!v=(oA
zQPsh7i^*9|@$`_7r#K)m=6E_cZ8LH~{Ndk~rcbX=wFE61PchQfo)E)&&JHdX{-|4<
zJnIx+@$*d9ME>lV@sA1^Pvq08<p9LYnW^pfk97P&G495&A|xfZo*r3ybR^#9)7Ebs
z`Sux}M<3~r`JWTt>(-Ip%ivnWR5$-#w}$`Cn%XQY_5*XD|GNbXzKQ>PO@2jOzU`k!
z04WW!)yos?7edP#zbn1IO#}1++T#<b-=N*5z8-$odMw^qn)f@YNh|3ZHk&7d`PdvF
ztDB9LU~)LzX5?Nacb|M@Gq!PR{2B@8>wvom9lVdDvhNhQyp;iV;Rj7}Ee}$<iWnGy
z5?YT{58VCa-zXbywO#sMB%v;<^)@Zh^%_Zlsl*5Y29BGoGYmWc_C*YT>QK)qy_d%z
zMw1>elIO?<4dXR**q--J3s@neRH>j>I^w+gEM;Ec+2;ma@R$YC6haVoafSM<y?SeE
zP(U(qkJsg?TfD1x4?`oAo(F~Q*(6Sz3ar@`|KyWJa#8&G(bY|7rSsAUwWMLsGbhrv
zgPjx>suO=*)cyLbl&AQ08*wh^luBJ%OIowuTj5bL<XXie9e3oxb4zj9m|gj{j&G>B
zUi}VJ<a^-Ru<W$NRt@&A4=q2D#WI_gW?J|O38fdZK66k5B&eR3!H}cW-r&8^)@wkB
zElu)6Jl$U1$IUnE&g5HrPn8E}fw$@-?nk&SZW*HCnY6l&r>S`6g{<e=pCju~*+V{=
zcHH2_k(#{VMeB8?tne)6$V;PxX!B+N3bE1RDZ{o<i5mA*z}>1t20#tp^vdgQe$D_5
zZH@*fZ63+uDDcqa@K`)s^?e~Tv~)`mT!bD-e#c|+t$}H>rt*6p_`eOWJU$Z8WlZ$F
zne3VMUEmBm)b6g=1Iz*~S~dGvZIZ_@$tP)O7}%@jKE|4D@sq1pWE5-V4$m8^t_1LS
z+l=S~U9hjsRt4+)VN;LM=NwRG8pQg@r3Uj3MQD$9pf`KrtV|%nsDkxYlelE|QRcw+
zc*g1K4|%)*XGo&pp~<Z9`)M86a>+$J`@4IrR)xLO&BLZ$JMhMpCQII_cK-1<{*c&S
z7N<SXu_~lLH~;h(X_fTp-Acqs%HHNl{eAHcUWc?6FSV+iyE<eQk;xzVcWo+(Vl5So
zW_-5mw!BS-D*k4reMc+k$D}tlm~TC^_Ssm*Rcw`WAYt-rse}JqAgmR?X!cr~x2H%N
zd{GYQWc}S%v>9W0DW=wH4}{yJdN^lj+bJRPea<F*C_{}U|KZsZ=Bxl$Hp@f)Bjr`@
zTX(_OOtIQ?8ztn7dSx(Om|_z8Op6;WCXpDHVxO)a_&zF(TxH})sJDAl{q5!2X>flS
z!je(y0+S05ww}1f>R#Ac3E6?L>_!iyObkP3DNXa3Og4QW)peA$+I$qei0k|uW<BZi
z`??P}JO-TXiW^!+ugWju?@ZFWc&LvSL>F`j)mpk$zJ?&|uy47W)<Tp-gse=|CH}oY
z3<#Oq1-sBTmnH-z@d8&sN4WS}`1E$q0&Wf<OJZTp!x2O32*NSKZ9^*8Ph-C8{bswe
z9a=t<OcEHKyl>s@{G7w%-oajM?B(z>^k5Iy_)51GNrhibp>7LT^5R(9WA0JoeC2{0
z#O-W`m+IBe-<mFT+lZ|4*hagJ!Nwbd1dSf!Hg)WMwdBTV)94Wq39*;=teW<nGj&mS
zott7J-f0oEx?AWJ^^M;%DVcy;57K6s%6NbGqZu%?in%=Kyl42^IHs6Zaz*)XS;bBP
z1RniEt5^A*as0Oc+~L}R{!TSNjpwbJ|Jjt6wfmnu!_4XslYh0=PZW6HP$S;>k^Eop
z<RfFm$ME`EjrKWH9HrTVoV`mjxm)xb*agQYxgi3|s8|Js+m8e2ykw77nyG5vp~RqY
zA5;I?I3`%=G>a|lSz8!hYL)9?Ly$*F7rs7RYQn=|)mbRngj^F<CBV6dUepBE1Q+NP
z%yCPQvw4ku5g7qMgk0X{PIfWO2NOZhF5t51V)RBy)J>5o10a+{U1Hs_u1&;~L|QDo
z9`{AIHvp5v=JIfOll)3N#9C+tI4;d)_IY4;B|l0rgjiEaInWMbE=I&TkrfCj5=Gch
zM{(Hc8ORHV_(ac{jyICdpV9#X7Fe{tyPDM>gluoIqf0)iVBQLS?iR1NI2^vc&g*-d
zB@w_pZUp5`U5MK<Q~c+3;=I~lKP34X=i=R6`e1{9#xG~(wR~}yI@T#RzCq+ie(k4`
zV!Mxh0c%6$Ngq0D>s{s(Bg*|k#*X=>nC5pj>Dz0h_Cc2k(^2?L6@-`4C#8TtsaLwu
zW**H)b$G>#x;rMoyhU|F@_84Mmaa>=4*s0dudGNnTHLs4VOpxzl<t1F`uF_&$}-WR
zbPpnfNPkpWEYhVEfCA<nId5Q&J{XY1{w$cj4Bi7S^1Mq+2RjM_Q2v_0(XLu6s;VC0
z$p{E;Yw^*lQFQf#m@$Xwe0PL`B;WtBPZb)a=mx_tU?^3vbza4S|3L#rSG+vEr_bnP
z;@0O$!%}wgfZRQ_zSj%YPkf?n?YGk{-+bDXxCVi>Va>EQ3lZK||6|&Ep|f5G9Uyng
zK)_&dUohqLDi3<N1Z5|P|Gt%iP8c~U>R<ZyJK+sug7!_2_NFN#dXZQ(ogH7*b&o7R
zU%vQ`nSpS>z74VPAZWSfuCCzwkWqas$BG*?wNTS0Bbf%p>J)a~#&D3`%2sE$$K0@T
z4U$mUo;|An#B?Mi?zm+q)bozYxO>KGD^-eyC;k)(BO`mh$A`lI;k@FfcsjC2EzTX*
zoNaCSIC8Fe+#>CZ`sb(i+~;o{1Dc+xjw133`M9ng&Tp=*h0%^IbgXGF`(r|W3$&DU
zd8SqTRQ1tGv_+Z^pEO<y22?zQdImRkXudL9>|Hyuk9EVk&VV1`!=NA13e-M6)7M}w
zN6e4Za@~vRYI`)2>fIMeCI<&?!T))Zo8VhheBBta!wE6Ot>Vi^=3{pNpZ=Vrb+@_K
z-D<HeLSH+q4E(%okQP2#m)7@CLM1zC=Z+XXmY$uQ1$g7j62+G!Wz&@LZICC=Zw<Cw
z8t-?{!ikS3ynML5IexbetovRO?1x=nQd%SP*6}pK(zQ%PJ9H}{ebk;Cw-Y+4DH!@&
z93Q&JCaA)EstZ>9+#}`zBIE+mm`20jpNTK*_K8|IyX=R>Z>7UJSt;Jmt>Pdms!<!q
z1K1NXBW~S@Qjj9eDJJ+DyG5ZHu0AtX&fy#Q1*RlwjD$1$-q`c(`ECUMIwHJ?A_r+4
zd*})#P*<rwlQxFH>%8F)F?yhU83W}Kn8ZLhvUnf)JGakK%bn?{l_K)2gF4qYtH|*n
z{NE{V@L{)~Tz0^*C;ormwV7@H?Z=AWuU)9sJH)jU`H@GUqW^5VY4D#-V>9<x`p#6k
z|Gf5N|K8vJo`7|7gYXrQ9SSoK)B-m^MoIw;^xnSWTfi4x39y{-xGGJsY0)cfX!0(C
zz`!D*1Z~$wGvo1``NI@{;3QVtJbQ^^KC`Cwjo&#y^MOxDaypm1ZmF)K*`JxOP;d96
z6m8)3V^(XGAVet0nd)y+kG&;l^3vP4&vf$!WZ04z+IYjHYCG{X2U4$KkBppRg~6;a
z3TEh`au#F*bZ~gr+|mS#coB?m@)bVTqER9lMhRNYok!#GTyYBIH-*|<N_4hl#R%33
zf8$42<F^eKPxj_EQ%|yniTuZVp9n4fb&%-Qn7rFBimK+0lIyWOv-v8p#t6m`qte{Y
zSfplI8$$&j5?B7GQ*-R&ePshz^;v3`r>m1vQ(n>$_>0>h6OUs%(*!T`m93A#gC;aO
zyGL5cHZNGEYQFUnJDvl??W;OGho=aiNI3iOGkYH7KXj%lpbx=S&<OLQ*J$_{TK9i9
z81hWPOPxpX80t~L1NMPJ<3LYo$=Tp2V?ujyRA@a`f@`B`%c2@9Ws$I8X3z?TH`@ep
zw5r-=g%LOL5cfS?HZ6yG(2pM>6-b>N9&J)K<+Wx*!%T}hMi-OYy6!QFyLLGQ1}Mln
zQ->$_Y=zwFHqEv8;&>l7%?f{5JTam5ye8*Nd2h`9x4muczVYKpe@I1{ck*^Gi($LJ
zU2VGJc}RD@*<S4Xp3x%xn2=~bSl1Aa>GqI%RSxEW6W}*4qjn^_+vrC)d#yqC@kzzc
zrksg4+Y(czo?L}U$(Vwhh>l<~X({a|-fs3zL<gomqSee|Q(vNcMtyoq)@a~Z|4GxC
z7bdQK$u9&4l3H&6``vawqqCdv$tx)yCBJUtjV+c)WI(-pQ<$bz&_ffaRvavMoT6*6
z2{H4PL1P09GGb&TL}mb<G}L#9#|yunia~aI);?p*=uJ-*5PH8hPVEAsYvP>3jHMG_
zBU;tp+vN-{_i<6~o%&W|5lJf<FrHl7pMOaH60DuZS0O?^g?3D7d<qUE9NPl=10Svj
z@~v?;wecVAK+nvi&4{b1YEzB`voFc2_NbmD;FP8!1C3gkk<{Esj|!{6p|9K-Glhv~
zRuhe-R@CwnFok|^8AZe3s!e>3P`@;wU0cx{j(tdTuI;BGujh)9k#-9KZIJh><}&j_
z=A)wcjEVE~L02mm)0nAc4&o(>ce3Q!OVTdb4^ly(sqDO!ILv#-;VGtSjG5?_+~?of
zIVbhF|5k{pTQU}USElYrwVZEFVrfghscQp8R!!DZaNk`J_F2)fxY+6bYEt52Y;w<R
z&Auie?Y8i3J1%K9#Id$gEif?!DYF6tX=$4hMljHQn67DqLz!4hW$Wq;#YQv)#;nT5
z=T*Q7)+_I_v%OX9JMb!&SWN~9?QqXj6Xc38`{s0@&b)$Pc4aGOcI<#FhR5yca|FAt
zhS@rpl`llyd^byV*q=Ndxr!O^k6{;#CpS`{CXMf&t)Ix(KVowG{}iV0Q{5`FzaM>L
zwDBs$e{0nb)DLZ~U%lsc7u}S1Xp8nzYrd1!Zb+aNJaxaSVXeju5u*AVl0@cOhT(-i
z@UL94t4E%q6L?1HH8g%a)NQA|fh0FoE&i*Yxs#&HIL&uA@ai1zoQ$i_km(0U2zFf=
zsab(oxc121JKDez;fQcW?Nx=!=5OxgY{5U0Q2$-0I7fv0a_RhI9<WKnhW}DQU}HJ|
zO~i4Syv0xfNH@S48IMSC^;Mnim?1yQ%~J(VH;AL8F@Mj-*@2RcyOghTMkSZG1t-H)
zO`(kh5qMhwwgtwpcboTBbleBqL~-^s>29zVIU-yX?GV}xpS&LM)JyQEQZa(cW$!W;
zuC0+N)8IL@gx%tvm+l40<jG7DSVV$l?Xew<lh<D`12FveB6Yj>IN`fkk;m7It0hD|
z2k?dpM1fOx)hKC!+OraLD(g)DKpf)Fy(c|Uyd!mOTj;Db@rSoHp;hk-zuevquv!Z@
z*GO|*f&8cFoNKUT%-d({(1^E3SQJ$9k{C`E-%f{;T+tjQka>mB?U>jAfU@X-oB_~7
zdaR0Mz}B`?Ac4}g0oTsvM6k*$$2uCw06yf8iP(%WsaMFNmJ^QyIMh>kHnvR74q~n!
zv>g5+r*d=1kMyf9?u1Ffjy=7BSaJfy6C%c(+qDS)*fJzce0Z@hJ|x=;KZ|O+A7~(Q
zsCGcx=RP2QNHMLMOxm^u@y8C(h)sB2zm|{bLTnRmVd)C1$KIKS{%2D&W%Y#e#=~hr
z{lcO+b0BZqav^%#&qrgA5=O&+NX%d{j*PtKX9=&`)Br`9(@$ol;;L%s!$tRTM}i~!
zNKr;i>Tb#e?Bn|zcd;Q6XE36hI;NoqzOv%%7D5%a9WJ?q>(3$-7A}|fs8FLNc5-b|
z#l63hvF3`<(Sb}df73Q`;D0vV-sHRQ{=B(+MR$-^QzVZ^a7e0p8b<kf@%s|v56P)m
zMuYjv38J{Os*=(CtODJ3_;GFT6i!GZ81BsEk6HzJ)zGnS9zcbL!D*1<mIBQK8GJd#
zP|;BY&R1YV>X$O26h3@3e=q>ai7cQl!hhWl^zl2tYfvic*qenPkFj0jgzQnpk9oXc
zA2N!ZCT2Sj6xX)Yney-I%XPh+wUjUjTIE;wU(ndPLV7p537xK$r~T9>Q}Wd8o85|9
ztBZbaUzlrOOzsP53UqUrsN|6c*?Q_Ucbd9oWva1cWrpUU-C^oiM4>6Pn_dnu8Dd3V
z>R7+k+8Y8nzc*}~YKYr*ZNhz}ox4oqTt2*|d#fG+TFy%$J_k`B97~Gm#31Kw)bWY2
zA-v?>{FMf=k}r-raqsHozNover&LIS7b*$T+~pae@X!5OUDA~9MSN%YjF6CFi&vb#
z_l-Y6nq!O{Qlu7)^iHH-{j|e|M609Fx+0MS@R@jZ+eeI9kW&bgO^#zWUZSa0z%Ny(
z%J!&u)4V*;vPO>fs_SLctMEkypIe4v<W1ZI9^{Eo9ro^)<Ta)3k8YH3IdHG+P!3Yo
zLj;pD)wR{(EBoB#F~TDum!i%i;r&;rots!DyD7ssag$!rgvq?1?F=qDUQUo8(raYC
z^wDd4dplbZtvO%6jP=NDe4`o!5~46&9O%+f$m)MK$vfTom3i>r-1YZQHmYCa``)QP
z*XRHEvG=LWO5nutKR@e#IQtLp)impX7++$;7&{H{C{uTnq87?DPjfZ2rQfboTgF$B
zMJ_zKN}P0qAG<Tdbe1N^c`gQ^mR#xqKt9B7UziD11L;kyK6D#^cdO?5lQ%f5ROB@(
zSsRe@6(k)*Hv<gr9u&xoiEgJGZ-6P=fm<_@`q_#^4Ytu$Q{1q08|pNI88sN!#sLCO
zC4Q7Wq9b%Lt_<75rk)m>={_vmIKTKl2v?Y|ZiiT^-m`JPmJIHF3!@@>Gx?dgVbg3K
z2tZN0QUI7);DnQ7t!1FP;zK;mbTz~RRin@;&L%2*oZ;;4Q<CaULpQ;LP8kGmccMsA
zW3{Kw`;uLYDG58DdqToB2#%-hfP~qG*Jo4^Q^nE=a>mWl5E(Wl!H-=pHO1AcQ;Q7|
zhk-lkO4X3@v*W1WOc4i&CGN3jH0|m8BzAKOgWcm8yghNj61p>!qb1yBcU3L3_UpA3
z<>C8;!~GwS$K$7x%n1I@#P{h3cbm>NPVocE-}A1HWFg;JF~|^MCi8L9z>Z+?UZ`#k
z)V1{^w%6m#o=A8E3kFq~LL<7ym>Ue)MCMEX#~3YHKp8JH_cpfzX-2iTYt&ffOt^wS
zfUKV+<`NT2asbODVfKc$&-+c_n#u0xzh{wyf~vHYVevY4ty_g@gmPW0zHs}6$lnXq
z@2QQB>0P8sbDcV#HS{!ZK51I+^BIY^tABi_+vBrZdrQ*Sxh-BEKel8L8B-Pal4Ra@
zXWTw`7jZ;7?~ul7k<ezql-B;@Zcz&1s=>!1vru7L998kag8PxH<@kI5*+hsRb@ckT
z^J&w}xkq6qW^JkpVMlup{{<eVBldF=H)^S`XfxvD-l9QxeXK}{{k3`g<(z_cDb&5~
zMtLeh*9Rw7gE@Xeq`l|WQiy7*JJZ;|TLn~Q>rezw^>yM!$W<mo_nv+U>DQkY@xF_1
zotBQqGS-!&G5HDn5}SRnxeS3PsyjZmCOL%g;`9Kj?0QVD){piZY6eB_?uJ*lQ9t(A
zS$(72pHkR7%X3>w(~rDdCuun?SZM6aP`};aJlplS^A_6eZRF$r@QFYV*OO!sJU^Ga
z5>#hKubjlb{9UU-j~){5UzNrgGOdM_J<?}<_?To>6rU%$p)r5Q+yY4CPb0sXOkq4T
z6Vq&qD6j8+&w8qR;#{_U^Mw=Nv!t(d90#9w-F>|pbm-}(%VJNbzXyo@_kY)Ll%SAx
zX(gC{{ZqxMcl>IkOZN(USA(rvBT1j8SCbLteHq$6CrbvIdNgg^vsKj>S<2tpjEPcc
z*%eIW*9ommj>k!|6>^v2_PY4b@x+pg#J`j-lGZyOAcd!6wF7-LuZVpLaLRAxs@{XY
zMr@~qA7Ud|Gq#LJWoP?E7A#1Gu54!uQ81&mr$nsLXGh&GsN%i=ywFRq1ogdMz8e%y
z<OvkC7ZbsL1j6({TE-<1ksF?)8sLoFh=b4GNSCK-%X6AvuLfLphU+$dOrf?FG9K?d
zgIjr0BucInyCJOC`2M4c!GTXuui(9CU&TK6yM>Y}rk94qZK8tvIHrqTazBVUNu<GJ
z5jll!eNGM&5j9ZjMv<Xdb$Z;Na^_I)`jb5K>%Z)8f`a#`<80um6`OxO4qy1O_S-MT
zrM&Rpyslj6%9}F@Gdxt(eE+QU8)QpSR-pS}+Q@rf$~}%~gOR2>VklEZ!YZs1f^bpT
zxZ&QzfP_AK2^vJu2R85xmXhkV6(j*9F++ox8(~*aqL2Tu+i50vuL9h&4i^wh;a4z`
z$Q+N$u4mJm4c#q;=-gpY53zt>u4a(0x*34gRX=*Wn4@x=`d~F$ogcgbm;t~w@VgPw
ziiv98Zq0r&mB24E?V8Qo#0H}EkKT%atp`4d(y<=E%#Pzk8Y=;^vJn7eL}+QtA{(2w
z!PntI;>P1J=ZShnKSe6RCK&{T^+-Mf2OOJm2%~Z=ND<E1f%W!>U$*1vcbZUS$PQYO
z?|fd~?$(Z)>bt+#bNuOnBIhNd+MS&3^X+B6lxOD?i+(o}6T{+nO?(g96;IT>tT4w@
zyS`5ZbuTa5um@72wF3{w8WaPeB*0lV&cS<o*p9k6KC%{v$Hfsz<Fr)vfOQSG<@~ot
zt-qs$8TV2H95>%1v<iOI!dq1?JN~}pT&{<ric3f1{x-P)ThB}=`Qz#uUxjRS^sn=D
zj$>3-TDzvX=6sCJt7NZRPtP2>8hPOj1m(9==6o0we%+<+$ia-{pU{k_n6nn=(6GOM
z(?R>`-tBwT^;q^RXZsUYdj6Zi$(zKgv>@8w&b*VhMHXgr1hu0NDR@zeLm>WFP2RZY
zJFl<q0pButbBLg_(JWK-2su;ABTwV4!uV$kF)n+Pjw&o9cJ%PZ0(Hn~o}Ap$GnD}Q
z-6Qwn_wt4_gt4~GS-2D11E_PcJcay7OSW1=$yXt<^P!BX+Lt*K$BBS0(I+0{)zoys
zl<P=T0u5c4svnC`i|6k_&hapx`&-KYTrgd~=|AcB8M_dMXWdv6{dmeJUszQA8Ca2j
z;l94oUs{nYxr@$R$C(`OC+i;fU-n*DD$GK^|IrkdID2$`p1yllr{jo9B~9q&AZbhI
zRxB%gRZI#KT{j>w4#;prEPI-p4?wQ8Jb&&TUMh?wSq22M%Z^VW=3Y^FudMKt7j*Vr
zQ{Zo}Fl-lF$C^>LFqZRU3kj$n3Zq^_&9*&O3plU$!r<F9@{;enH_S4T!(r7hJK<8g
ze-m}y?DMe!gh=t3f<51Je1g&1`sLyTZyNG~qJP?IiW?f1y&FL+pDQ(4+<E`0=~)kS
z{GXxk?GTq!p$QW-$C||ScvZu9d~KX~h#he&?k{80R>08*(E!Nu&j<}(bMY&sA`1J3
z6;&msV`;dq|6|~@EsUB!SEjngK0^OZeXII;bnvY}WNY}x;8Jiqsoa<$h>8rbMeD^D
zo(ONdr!v)`kI*HeI|Rw2%{0I;ssz4F>dw!e0LE_t?c~J;>h~Q2=<}o(1iAj5yirQ;
zsh!=6AomUkl4)@k`49hkOA8pvK=xBOSw7g*$Tqd$9TEdvZZ-9424*jqodZv7P;&wJ
z7#o>b50cA3)}t5I-Do3}U=sOWRRCY#J7l+vF*D1OUTfSG^@T#hBBgpISBfY{ocrQF
ziQUayHC5q<Apl?fH<Nn{<d%ToNvk|}RV`NqsEr3%H3yvJI&z&zyus#xP^AZaT>T2#
zHv4Jt<y{@W$Fic$3c455YQ8mN&DBqh|K2R0>iehvE3uy6-5SMXLK+4tsA`MqnS8*#
z$cbS!P8y0K`xapd_$QRV>z=KcgRE!He_P<rw%NPO)Dw65)E@m?Q}Lfou358=!{7e8
z`7OX6`tUEe0_l!BL_%ppOiMM*Bq)+0c+a3S>Qi7e`&eaT?h_(`60>;9{)G;b4D_vy
zbNLL=%zG?uaKS!vPhmc@Qi{L0!%M*0&m74F0yl+1w4>Gzw~KKvkHNd@J9I%f!uiwe
zd9ZX4!l{{#6I#bCi$GG4SSRj(!F-<@-wf;3QKBf<4kGlVQ2E}rT$Wt3X#|TPj5IBt
z4Z>o~U2<7iBHK0Z0E<mM$-XiMwi(x&AZ~UAjWxiOyR+t))=7$wKeTlAXu2K3bEZOM
zs{Gn#U&T2W8<fedF8OajmiwXc!N-AeHVqA8TOJHr#ECb792xCP^GpI8)VAEqWnEk6
zZ5{}lojf(RK6Oy^+q=hE>{idPZq6+je?^=YWT%)qZ%6b8hjk>#oo*=~{mY@?sVs%y
zNO=bJY+%dUnd@05C}A#=5^Iw37i~bu)NEl#OEheY)qewNI4MrG*M?&lkq}#`!gw;b
zt@T=#Lin{T04#n*M<tA>LL5u3-}ABBjp`&YFhX>-%R3vu_b=EdJv)H5ntbmNX|Io{
ze?kd4=O{Kp+6gs2ja<(*O?m9AbW^WUn67$i3{!3ToV=v9`L-xRv?;AwDdZx-MOHhI
zjuAfpJdUB7IBq(KdVKHUmXL~F5Om59)<nJI_}00s(;44l5Wfa}R!QPl4~lP~?r=lZ
zi?id++fIwqU1|&Y_z$@ObshW4%;VOqLZ<)Ns9rY-6W4!O|1uqhzs+ZDl(KEMLu)tp
zYyRUVPTs%ymI;$ceB3av$NFFW(*L(Oe&XN-DP#3Fr3(WOI9LB39X={A_L4}P6n%eD
z<d(wvE)Mryi+KUN(D8GM9MREF&*shDLlmCTn|>OaDQM2~-q-OyCeq(>NZ5eZuM=h>
zFY>N3s>++9g&lUJYs4!CTFFE-J6|3x%=aI~y+vdlez=V|gtzBq+&(<kl7a0<8C5TC
z)1ef6W3`J3DW1Z>6tt5kcE9nh=P~AZ(mXpHU`EwqWl>+MB`tw<Wv_mh0_^`V!79a+
z{<Z0ZC<yA+{-Owz3H%B#v1MP`A6diN;KTs>pkkIqK<XZl#)mEY-)r}RHs~FcW%6zp
z5GcPA*`tz%?L9|a2q5dj6p1PFp9lU20?5H7RG6gh0h(pZ#vQ13xmI3H)CFaVjIu{z
zKv2(1>?igoRya=yoF-6&YN}bF)jktF=1Z?T48pDmM~o6?BLQ$6<>uz!WM;GEXX;g;
zJyw!j&JrBQT<qKKYIqnza8T)-_Rqq$qLb8UuCTkSKnamVuH?p%cfJJH)~yC<?8;FG
z+_Q`WP1OI7tM>qEs{NvVQA7j_Dufa#N>3<C2^|#afdEMeB^0HTP^3!{1u1Ii9U>h9
z1W2TXt}oJCD4~jo(z}X+1=05&-~XL&zI$f^a}v(LFpy_I&)#dTU+8Uhw4dJNE&x~o
zY;PKw{R|W<2mq$_as~=TkXGzU%0R-qTR!xaaS&oq={kDi!)Iko(%i@=aoejFbJHdh
zmIHvm)JU$AJaY>Vh9x}vs%OxFg!g4@7A|)?_bUB!xLODtM$f)#zY|Ys?#=q=aJle^
zKeLlh<%Q?@W62!GqjtTxv=SWtbXF<Ovt*UNkXcqK2u~zc3Sw20Y|<L@&}RvebYyM-
zVr1QewjR#7_r0pXO`Q?i*gEJz1LTah^fGzms1$cIL1T!#9zFrwvLO&3zNI{UM-lZi
zBOsB78QqPMlQFEv1aQSiZNA6!<bKjWQjOP3Ja}Fuu$;JDc;oUq5up%Lo>jK0cvG=x
z%C^B2n8cUC0R{jN$ox0i)S2iD65O4PD$m)~Dxe_UG6eA}BC5g+n6-YDA&`uEkMH6#
z7X4SBfU359mOf-WPw>D8VFrCK{w*X%1X+WtIl!h6;B}^bP~a*72<3yNId+kMIe7p%
z%k0MQTwsy`K#>@Y0jv!!D*yY_Q=Rxv1KcnIG*zPrh^p2$<+{*SNnQbhqZ%$xHSv>j
zxM|*Y<u^Rl#Cjc`5W2!*ipprplo#?$;*F&_H>f^JS64A}K4(4<SIEY7{piyLecQFY
z8UZ#Fb_qe%Qa513l8vEXyH&EzlrN{=QQZBCB-5o;a!S25obr36a>K7&Tuz}Nq73zM
z<${AL08|7)xZU^>2Nu18I~D$x$zm;F9P>-vE@cGjiqsRZ@coj`-Pa?z&`q34(g-FQ
zc2ypb<yk_%R<4c($6nB@ZRsp;j|K6kvj}*KA01!SV8kkm-@pCb32!w-SomtEU;WTU
z`b2eD=6<kaTkFqfPX3<b6~-Cc|3K?(2Au(eFL}<wgiVEl75{!sap^5cBRJ`I)j-`{
zHA_yS{&+l})0r0ZCx^n4H1EkRhai?#Bkk`mbS5~C)FPyYdv~O=G2wCB2Nh^5l3MGL
zpfkkbU#2Sj*GCtV5278C!~c-0M>VuZ)*HKz-R-Z(tmpaTFGGhRK<{q4u;_(-``N6u
zlQG}QbF9Bn<K7$K9>p~le_pwimRZ<jNP_>$GitsEkNqG*yKe<Pkq|M|)joOLbQ3}$
z&!B`!Tv<;P_fwIX-zYYBKkQq$B%f|8p@vRQ-Y&)l`uQl<+`#uXJK$SQLP`FH6n`~L
za{ZDTCg&n1n)fYw=z>>gYcwby8eltXs9Hl75k06zy7^aTqvE=a>M1`Z7}3mO82<(d
zOU<EJh!UohGYl2#&PdWXpxF<#<CLafNFO2Bgy5>yFRMOc0IX0=j>i|A|Ba2W(B1Nk
zYB$dL94AG8j{Hml!@K&l!WKd@0^<Kf)sCb{u>me)asNHJ2G1jj4;3K40w}&<Of+A4
zMrnrXfD#Hs{^peKeL-aXDu9*();P<Gj0e3D9Sq?0NjRept}BLX0Z3GE)EYRI?LW=}
zJHvzObPnJ}!6%wB3G3H{Qz&rYI0c~X<GmFr2tbdDhy%o=*S?XnZY@sHUu8U3En+Ct
zLGD75R=5_xw=aa2dG4K#mBue9^?V~WMRMj@(rJLn&cZRkqn=>n5?G;BxMzP(DO3PD
zSa-!U=$4PiN?Bb$z7$5*VYI96cCr!%TN`(JO)BGa)|FC1iwNxjCoDBEzL|8%HyKZZ
z(+w?aV#*|;U}&$MQx+)@#LHE45(&imOY8XQ$pB$&P7DH^m5b1_)T`+N#j7FVy%J9M
z)CdHE<@I^N+5OaSKiVe$ba4KcT^BeB{`3&0^`3X0<LJqM8NAbFFW}KMNdgdQ=SqTc
z8h^sfn}t0qTc&M@4deq0p0l~et3zf@*#I{AVPimr7_nWKMs%pi>&-G*JSgz1>fKUi
zY=~ubd<xTeA6ES;@gN{J-r?R$!Fw+;?~Ps+stiB$R;R;EG}R;cm+O4tc%+Q`GsrTW
zBu4~pQ86kwED$B1dR(1XovmANu=nRs7Y^ydKKNkw-p~bx9w{BsYRv14cidX~YB6Jq
z*A|m?*0ntk2UkDS+|rp201Go-YAE500PPF=Et}Jc)9f!*G_g)~YE4kruyQc4VJj8J
zUIz?6=w7rzHT$vUL}stkfQCinK4xmF3ja|Hg@i)@{5(=t*eNTUD=u?z?VMXdwFyXm
zN(mJyNj^Ca%v9G))}T(_rS71sTzidF{@7q3SQDT;)z8$qDLlKw<y2sx=+vaoUkbQc
z0dVCl|0GPc-*q^(6ksN6Bd>kQT5-tq<}QBf2KZ!So(utQ+Tnh@g(>t_W_-#|7OR`^
z+Vqu|R(%i!LRPxCMMff5s~}Cyj5zRBwW4N(!$C^IWW9h}`mGIK@4<|2K*4&A=;C1p
zIq%cyBd~hqJItx6a(t3@1TyPBIw0Mgm5yzWX=g@W4{W*nX}r$+L@=oC@+ouZ*^s74
zy#E}m7iHyMYRthae0%!JAi)RE_8cUaI9l0{I-5IsKA`z4w>V9<Y{z<*f4!ZoCmKj{
zaauT6M@I(IJ?U)Dy;h#izvtg6h$p<vbekC)d5C}15Wr~My~|8<wY1dFm?_bAV*Naw
z?k2}*6pmpbV{fp8)~9>zwCRi3vS><GOtd`HbAh+OC?ug2OVFW}aC7Iq3OL%tG~+9y
zb~Dt>Kl9U3`3v<~tH3>n*zi9!vuxG<Z2?%v*?$74Su;02Gy=B%Swy+VqT2$+pxnmC
zb%46qHSLt(M-Q^Bd|L~LvxFmrRmNTQ9Bfq{|DJDDLs>!;a;MVeKh>;AnyOo|Rlluj
z?G4kM|M)b@&aJefu^znJEn`%0?Y7oe72~HrSBPV2GgdwqXM+`8SV@L$CU<|2d(I$4
zI(ydr%-(7Iz;WLEe97{|c*QAxs|UnD=O23Trl<dOo6U<1k#k3n_#c2Z-t}U^>Z!m^
zl|`uAAWah*QKGt$T=Pv8T_hE;eeYPL&OMXbFvt}uOssZJ3#s}<9)8rNe&!Fm&eGhY
zR(oU&Dpa_zNj`+|d(`UBr53Z#XtTJYo89*AX|FOurMAr8a_;SXS7ly$`lubL94CB0
z9UI{K$L)0TJ*UjD-=m<88?DR5>D>|<Ru8>?bLV&^f5-g_nwoHuJM*>T^Fp_}KE9?6
zH1sbMOPH-q;m4`#Zt4|V7FC@LmF@j^f_KET)q)bH?>D;s8t|MV_KAO}*uuC@eDGRh
zLFL(0(M6jLa%lhj5-;_1QnxBWEY001nF(CHA|i&Ta0hlPmj4lX>cK(Mce;8&EswYm
z_=kU*FK~<JlYvp^PMmyRliMX71O!X*Q02WkCF5ZLFF?CuuagVwi6|<qotduh+>g)Z
z_NWNNKoD;%;o)ewMN39G0oc1j2LZH00V*TanxgD#1AG;j916dh#{r;DB8pVf3Yh;%
z_`adr88xU>Kun9x127K~m#3a8{cp{m`jP?Y)PO}CAdzEb45Phyhb>6BmY-zn$_CR>
ztvt)$Wtu8Aw%6OFN*Y9%VH2l<WsszMK5`67M4tDSUL8NCA;IdlyT*$E!R-qipeI4x
z3cZ1|*6Xz|{OFgbTAKW4pFIw#x^j!6zF6Ln=xe#K9oYpbLl2aKMsZH!c7&+x(>1lr
zMGqU<QYVao2KpcXoi`>R;hi}-B>+*VtcVK<uvE>F`jTZln)g?t`V)5lPqOjl#lx*f
z{G%G4?trIj^*^deHaE5E`gafChs*pUns}ZtgRofQi=13Jn+7Cz5ltUqoEnq!`)`VT
z!h}C>E1hfc0O@y@r~phJ>{wk;lR)B&EORAYSrO?g1e}^lbRNE|fU@<8;_kHgspo(_
z>%3%Xj?1F!6}k@mJb$OP4OA~3W~EqMcRLlAtuxuZPJTjW{xu!Io$IBkp=rVK$&BL@
z!mxf0$ONwvTFeuq7@oyX%hOOCpHS7mW~y#q7s15%*=+tfR2#JIyOqf0hn8}y6pfy#
z5&1PUn3Wm|Bv@Kx{@xD6x5qx)>{SGZ2&X%`Kq>I}J%j_zkqLG_qePe_dAb5a`trM4
zJ#$DOFd#JjLalJwWyRg7%(2)*DoI)AebqhX1mvHmgX-NhN^eyV{?2SZlxXT%$5&Qb
zRwPq&bKzohh&wTU7T0#LH$F@8aTnPp_@VZAD={r(=J1(wRBa(*Y!cM6Qb=*!|BRX9
zn#NSb){ar#7w*dyI+&?t5=s+qqY)b!Qt?8(7~S^5wmZ+yddLWmDjW1(lGgK{e;bSJ
z#WW?zN}0+l%>uccb8!B$C|}_JApV?%w{VnQAAZ*}kG)u<lxydC=E-{Z)~{EXW)Ug^
z7oVE^dIn;j@8~CCX-)FA;>|L<nOuI@p{mFH70xV*c?qc|*~ZK_Wr7~wj$#xOS^D9<
zR^GYc#(BCk;a5mTK1`JG&0BQm4Nvfv!!e>%3hb9ku)52FwE3*YP+U!-B~L$hD_|^-
ztccSBYxYjocFL=qZ1a|V?}bMMEJMDOKrxKIl0dRt@0k{^V=LjPo>g}TGK8>tZ*SN%
zgt{EkEq2##{`~54n<Tn{s}4%MHt9IWL)g0e>v5fTwj;k~56743>A3Q<7pvs^Bo&|c
zK_TK80Z-BRj45-|Zd{FL>^U=#k7wcnv&Fjxd&NwehDNZ+b6rchgoCm#y+#O8EBm(^
z5Q7%_<HQz{EF|%&z*gBvAyj~Hn?={nVLiv^;{7V5n~!16ayp@E*6&}Y5DV|H0vi6g
zf`6Uwa>7jLEA7Sfy{#S0ZkbMDYUwS2HP9^aJ@(|`%?`<LCWUz1NyxUI+u2^tt>wK4
zyuFgjtPyd*fMQyFrY5M3`K9JPzwsHLgruR6dCz72&SxBs#^0>R9BrOeGKIq2G_`NO
zw1MYMyffo`lC_!NxS4lQS!k%g>4z3u7F@0=+kCg9g-=y;Hej<DNY}r&1VbU9K^xwI
zzv@*g&RrTPc5)Z!moASvFaU`~{gM2a30|R;du3yl@5rhM)?qfq9tB{;ccnsBD6NC&
zYt<Y}4fKj}Ctu$jSnkayyzbs%59WDa&v~kO3kPY)F4-&Y*JW*pex6&<+TO@Ul+Xnq
z+RZ#@lCH>vZKJnV-2<(UrGQ%@H)E_&6z<#onCQmoWW{hD%>299`?C&0{F&xb!YjI&
zC%V?DgZWc+2dn;xmrfI%VXaC9Ti>&)G%IMvQM2HEH=CrCeyjO~q-joFJ>zHfxhDMx
zh~-G&q!7&jg4dG=9M4|;dkDxLdI+0~cD;tJN6!<{^Q2Ne;kv)LTogc|?}dQAF`WKG
zy`v`VdamF|p>*rNd}n9FfjXQ7?-&d?2QbkCBu%_qEE8YO>JTd%+7fj~+ZI=uRIBv?
zuW-O6hn1Hm_d<4TAy@n>$P_>S8=*DE!;t}W1K1~4;$T~w1TdZ|YDG!C8#)UvKd(CI
zA7Iial@(U+j2d}}Q$P%s4T?9^)surSOke2gtEq8qw}|JUaVsUrqJU{9O3E0}HWdir
z5un{66;dyJVmX(Pl`voXKjJd_f86wxUqNLD(Ag_LCQQG$9F%1C4~k6vQCHIN{%f)Q
z-*TMUFk5jP?iKPkpRw*=rp-5=LwwbEvju&>hueamJ|Vg3*Hp_7s=eYqLKGPubTPz$
z(|Q8XaP(*uY0$?h=zFxB_MnS<kbM6~HsIz00&sA+1s1w2uF)+%@&hgaLFck_Zn&kG
zQIg*$i~H}@;|ZcSmmO;ykXNv!#{=PfLgreX4qBbgVG!MF5lMU%k8!Ud!PDiQ1D)U$
zEvROrpp@YNy|<)mn2_sQb!FeoMsvq{Br#Dmn^>D}i5*TlR72S67fmHvq%YQ#6&z;r
zzdCdk19iCB)5RWzW!`~li;-8-D2jc#5xkffM+?w)*G(=W&@EO-MV|wc`14h(C4W|W
zRHyBg*H3n{>nqk6yGTR1LFyKI0oa})!@n$SVD@f5P#cM!_Bfe$qU1w~BuM^3#<U$F
zmxpBRTA5V@3R8%}2!CL2ig9Xil}taacz85*b#jU@m{np{0F~&K-G26-kk+az%6#hq
zII3(t$K`u5bp_cPXoM<VuM|nQ65e4nWTZh*igyKeOu3msnVicM(K%4Rasb9;mT>pH
zt#KqPwu|TL{W9ft1MIqQyVyi)yV#8SG~|%!pI++*yaX$ePCTgF!LX~P?xJ8m*N2-=
z=XwEcrTWXLe&XEZ8-Eq*Gg<3RE7>QAimsC<JuSj4z4Ia^`6w)oI}Sm{3tzV@{0_NB
zPEO`_0g*l7!5}k@sV<p;9PI{mWJZ9s>`!OQj}<tVPQJ>eMt2_r&<+}zV492qEt)b_
zU&3}gN%4fgHyb=nqwL;ZAq<s^WIKs66lxmlQVc1ZS1%QD9mJxGDwaErGVR_Zl+6Kw
z<&rf|c~_)tzF%COi3XG9K#j_(ax(rIUEbtVBwRwLg^bL-q18}-%22%i>Iz@gCtp*4
ze8UjeWdu6wkf-_twktbz7<~!ik^5jkofx~0T&$CYwKxx)0~FhZmt_qtsZYmMU*;R-
z+hu#?TVqs%bdld<{glDSNh;zEq-pU-%dkl>n-8kfBEodt+XwbX?&mbyv2OfCb$r^o
z{&rsx&S)FqMSczLm%Zb$L)yPOcA7l6EFt<~R>|dixnib~9#<{bMBDsv*&&S6GeB^?
z?%ZRdYgL=nc3`%S%Z`HJIx*<kzf2vTSLgtVBy`7g=@4$8_+syQ)UjKJ=Y65~H9BI-
z^opW_%Y|Q_?@$*wmdWWo=nLhobu!n9xbSlSPDaFq`kS08JC>#U@<JVccIFxAm{$kk
zHC;AA;`jG=K5LymY9Tfv66-leJKnfnJtU{CO?_TPtwyU>Wd6$}oos^8$$Rn}zktn)
z{5-vWX*-}VB!$?{{Zg&)d8*A&3}5u?*@_yQt<O6q73Z-xwkMk8Jx8wYUoLzlhc)-~
zRT0wSm}%X396#sV=d}4T%*878l`075f*zkO(5?!UlGwopA5Bu_-%z1B5Se7txKKuk
zI?RiaQc+uTCBpB@l|;OD1XpPsXi!bz*`DM6ft1W(!90W&dLCV<_ZXRSBckfZ-FJ`=
zGx&gKlhQKa;l;#JhYg)HdAPrnlDB4LxBesO$65{~vg6V}EP8>HeF&dW-h{XeTHKR7
zGm`G=ao%q!@eOTs8V_ijbL-;3g=wZ4Okce4#=Q|usip!|%`xF7tAy_MZi`UY(L`aP
z3;>!e`%lQjOyKU3Rt~|N?87aL)URI>tXw?146e^Y&4VkGRl<R;Q?UpwxLJ*NwX)Y`
zj5H8)+)Bxon)^gbOvs#6ZAv&ovxi&uWW|Ohgk!9lRX<p?<fqgWqE#wriv3ntZh<NV
z0iCG&%3Q;KlP}v#Nja#B44QnYm?8=LmtFCM6C+;-oCxYsIp$L;M14J{jB)k?=-^+n
zZCq}dyJNM~iJ3efQ#GO^{B|QvO~k?eRA_Fjl~>(*g;ehiim_1RJ)jpJi+2M0n#8|N
zAPhVd8+IKgbA@r=c{yIVrc7(9wgTSH|A2wi1iH?Y)o=?lR+{HieKiYI59CX}Z2m;7
zw2A=qx%hc+gb>YrSV&V!`3ip~E(7SPhF|bAOPaUgVE40WU@<j$!nK(mIHb9~@hz}r
zbkfAo;cTY#6TTgrCZb{@M1oxUO?ykv_N()sLr}7U+Rsbl#}B<iwtF5;$^RGCsSVry
zr;+tIIr!$cbN>s^GerbW{<yR%QPh}`TMDxhU((}3`d%iOOb}(S{VgXXUv{J(m)%J~
zr_E?#;X;~zkl`yK+&{~Hp0A9n(Jq)rv4~+V*>Zu-mC<O2I}MZ<Qprl~$EnD1HFGrr
zE|L50ZG?kGrA&I16&JeoEu0+?00s|*aP6X7Up|Ffn3hxaD&OHJ6*4aA#Z4Nr(Y27#
zNOxk{D4!I(r+C{UW%@4eL#k!jpln&kbVhaoEvrVG%rFu3v>xp?nN7me_-RRLUoA_C
z%?ZOMvj%h<gAbM#{(0;){_-XiL;)d45zWlze*$t9RV~NRL17P%3FY<R6hmB@RQiTu
z5qpf08HdHQmM@JtW$*QO$FH6&;30b8Q!d@wHGEvo3_95aH9wSYjAx&A1Xn%-!nljG
zQUhVKpP`j0lUOW0(`h1GV4Ejfgkp&cUoSoPMTwh46R^R{0QfBxvSZX5zS*%{v5Xru
zVT&U~KA`p5@__0}2ubVGO1kG#(V=3hy*{)`j0WaxEIS8iU|$&)A3s-ig^TaA+H~mJ
zS&ZPLunD6^+woVk)}Jt|9Y8>ect*j2H1K|8@kqN?$1t`1QFWt#rh;2ONSOFJV_VLm
zJT)F0bC1AiXqz{Hr7{ZY_cn2wxAtUUOlQ_<Xmk6Qp0Uj>8Ufg*FAe*|jZ6^;$_yRm
z`K6y7feu*=_$mmswRQTTLNTPMY@tVr>(cWai!(uljjL`ibX@<?Jw%z<b1h`tp(7jl
zwkf?nm1>w+W`2~5Q+h~^t=H?}YUh1D<&ZLYcDs@dod){3kjexaC%xYejcmPKMJd`6
zJy}V=F@{ar-ZS@~9>s&_d(N;DcSza|kE`+y^c%k$=89Fz?pPD}*LJeor`NNu%B|PC
zX0A$vb2=p4*z$2a)c>w_W$dz`t~=~mK=lHm@Ht33hshVu9YEMjK*6l>p2ecsvOkBx
zm7hN1_~^PlGjVxjuUPlWc^!mXIj6R)aF!O(-X_|8h4Y9%2G@?_D8yP3`gsnJzIRD+
zIVW1}?vzZgxcW7~_WZicnSO()v!)wM7e7j%iF;ftF<;LPt<)yb)#Ed=gCxVAC>B??
zDoI?x>Bbc;;B?TfGTbo*Q%l!j7Mik0vWWP{c86q3ohiA~mDQ8o%f!@-qJqt7!jZ?=
zWiX>@wk#p?n6N%$7M5bDMYA%HF_D%S-`k_jEhOZDXPc%uSVVt&(z8r1>S5!KJd%)!
zy5v5CQ=jFdI|P!gnr2BRKB}NrcS^V9&*!X*9dU2%Q+@eo=uI!U3VWmNFurnGm5eNP
zP+Zt{vQ1LRnq4(BD*21&=pHPzq;Jq)Q!03@2ku+HYL$;>QQ1xoI9tG|{E3%RC?6w9
zGJ`A^k071UP691OUz@7T$^&o>tJw+r_phZbN~l23o3~Dsq>F{Xs*N#hLz*VrA2z2g
zi3UPJB?D!9e4uo#JbfL5<gS+&OA2TXw!ChvP^tO?CFDfG1(7Gqzqd{MbL?=EKh^bI
z7Cc7eEvzcuc|@-E$yv{;c};M(h8(`QU7#erU$s<c?OxTUF&fT#+rOM_<efCVIk~kZ
zc{PgI-!{RM_PA{YB`+Wy(MYW8X*{QHfw&}4T~=t4s*qXpQ|62W6rX3NUm&dTCik?O
zV=|~%tQEwTkR+wdSq@{@(<H}2m*9z|m3~SX_E?}FGy!*nKjGAqC;zPigMcrw4i5w|
z{ly?Exa#N=^!zh`P$r-W^!GX#iveB3-a0RJ1)ZPkB*J*nJ!Ki_4)T}ig&Q>AE{{t~
zB@pbw(A;p(L5ur+C3TjLba#M7_VW(0>|ZAJsw3i)bysyoqY9kcTJw$Nw&w!O4^NV8
zCTcQt<CAEcZQ@CBFfaCfKg@ivUazG7?n=pLvLr{g#fuK<8v#5w;oou;=caF1Sn$m2
z%Io`<v`pjr(Kji#%`yuv{mXP_G7RZJ`yE&KjtleKo4ClD`Dgs*7cFZ5J@dciUk<kY
zFH<AWadOlDS^tp^9YSr%ATKVY5%K=TM!@GVenKB7S+dNdh(hXhVj+?wUv6OWA3p&U
z2LD)6SxJ5;R<a~M!MEtJ2$?X>%}tQ(<zcEoIc3EsNDAojk^~HBibDjL_md&$JUiLz
zA<~M6P+br!W$g=02HAr>T5EI4Rmf0ffMTFaKx2FkodPi1lNv|=T--(?D%h)Yfy~w!
zA^>+_1MQ>xWh_tUNg0lI>n8*Ru2T(^UpiH%0%wXI%ZV!W=YI5lY<=3V8R-CE)CW=4
z^bDDj%9%5Y*mlh(3>noemfO7C!CYNe?4eyvYp}c*mSF<@nG(OOZF-r#M7-jeN88zK
z=E>-3IT;lry`k0+)e1IfPFleWV%G4pdm|NWav0@b6R#S)-Uxqs-jBuQgiR{|X(%?T
zU{Sk8`^SU@M$PNjuqe0AL3$9;v+}J&uzUknq(p9fvqmP<!Vg=0xpK?qTe>82pjzHO
z@}*u#{d2Fi%Ca{ClU31ndxxE;re7MEn{$jvrT#P3EXOpf2lj5j`>tV=TiW@SixN6s
zL@knw6>d-~^d}$mqqM0T*WIYL`81JQMgdA*!Cs8|ROuYWYi?`sGILYoZD_&?y8sGA
z;V~6Drc;n^h;hhFeB^fV5@FB%>NUFmQE5WcnF_w4HS?-fzgZDy@QZ&~DP|7>B>1O8
ziqb5ZWWvl5)eSbLQkK}}lq~*P<FYPB3c?LHuhS5B*U#QH1H#12KQ)!@JW5G^9BeW}
zixG9AxLRPuT9}-Ov!b(S6P~L;okd!Ghe}F4Bcbu|aANF7jDa*XQz|d5uhr|0XEYKv
zDkbP`#Q7uE9Z^H|Js)UrVKAPI%!hOcHWqp^zx01J|2Fw_;qQ{3i0z8o{jN~?@O;JW
zZC319>+~&FVy|bDV;W%IPx&Vd1QQsobhO_2t+zUGy4F24zZDi1gdfe>(<*QKu-uj@
zeG_6sw+fgcUCa4!t`MH33H|ucQY3l@+uG|h@;jlR&vWX!EoJHLf;+obIeDz)ok8B-
z@mAG%gr2nGFWx<*T($rFAfI~eO>pH-QjHWwbVN+wxR?(x`}0jbx>!jJ6xe!qY4?q!
z#?-{LP@^RI@;-}tDTI+)7Kv)%g=q(!=~da5BT`+QHpgn~*=tq^0d{@wdrjm;0v(MS
zEpUT@*Bp^F>r1)3P{(I`#-YxB9z1lD(_7KRv3xMpzo}Oqr(kHdfmr<pv(i<m`&kO(
zQ`z<y4MU6fv=)Jr72O_VMFGTEykaZKA1nIK^c_%`6z#HrEa7f2^}GtFwgxG3T9^jB
zbHG*WK4PQ*6l)b>>hr<mwVsxGr-~$}m)nnD8VV7r7ltf8wbHz+jM;?bgq!wYWe-?Y
zsG2S?=uiZ%rQFY=tG6K0lbrcF$!w<W?Db2auHng<j;zHaYr}5ve8bGw$irbPHntq?
z<r|})-Cw-Ln=eStufY5a9aB7q_ky%^3}kPDH)}d>55}hR9=?!mI*FW-Xowj@KcHnM
zb#t-wn$xD7T9}@I!b3y|OBr_eHIIVG({>YFkw9p@_7y5Gd%6aam?<$ngG|Woa9P;g
zhqGx%?^tJJHR`@5cC~{&^=s5D5B3$FtvS_)fif9&8v$=F=*V)sbhE=jKctkrgsvDr
zb{tBW5t~WaPjlu2ZKC?#2W-fx>OIhEJT%C&$6Y8(>9DkzG3oGrp<ggUzBW!6X`MvA
z{$N$iUY9y}&Tgw6!O#3Qb-u_Wl=^DLP*nw#sTp1BPopLrke8=Y9|Nr_XNq#u2BW%z
z1!4Sb8eCa4F{Q88;S9TC00iffxd5*_rVpM#(s@>ri%iS0q=3q~U>C&ea&5A5ENe0p
zyDAueJ6&P}FnO9Hg}2gUmt<e!`-5vzO#l2fn3B3PVcbYaxX7|+z|3SS5ebq(iv?QE
z_>37$@P_)OY4bb1w7M-hL!N{!J-jlVin*Iv+xgjZDo_ScY$!i?b-3hINs}r_oW_PJ
zj2pn6e@&l(8LlGf@}JO&A}W5w<$J|Fm2~)w^n-%O1OQ6b#QHs!tLB%$9jn|`q5p58
zF!cod>(_q@Nk7`<6Z(^w)j@nY_dxP%N=75{Ru@4>j|X7SLV$CEWXT6EB=C$>Mk-ml
zTatm)>%U7XA;@yGW8p}>t}e#7WWVCa8>G^|rw4Y)llj1xE+_aI6Igg4JQUkC{^?cx
zVASWi>it2B+*!C@E$+i~P+0J%u={GNgGS4xsc~wP#{1?2#~5J=%`>E{L_%J__;ZWg
z*D|;BAWT60NO#mzdv3~QCk^DEdH|VGU0qRslb?GvZ+B+^Su=)}dKwtW4WMf%LMAgF
zs!g+ph&LtLvLuQXE|zmzI@JkmV^U_SYIgzOw5IF#ntez`O?mZOmc$c)w&vGN*f5IC
z;~PoT10WFUr7t$jU^5JHYH<^KOA-Pe^5N6Bek!(CE1S>vteb^7rW2pmmC<$XgNA1s
zVjdy_mF_Qv&tBz??zJ&))&`u?j18qkmuB_NAm682c*4#d4En3p#e1uL%;3a|``dlB
zNt{U2GQ{(Dj^(1vHm`62X?SYr4(i%^Td9#AUt6<M<MeRC(QL6t6pxRegSYFA#3*`@
z+C!>H=R0f5^2Kid^~7Z3#3*gLDhb0%TwU5fSrTzPDLyNj;iPpq2EOc`4~2sV=BDmV
zU;Jv9c{prhX!q4pXtd>~DsXtIXQ|isq-KHyTpXplxH3zeyGe~7&obL)Vd3Hz<|mpP
znSXe~uQ;fo$=J7oF8iQ54g?|97J8!BY)#n_d)5a~SKcD1TS-@g&heA>6(A)+tAuLl
z#XD$Q2Fn?vKB<J+pfgKuulXn*%F0gek8zu7J7~57&&!{%+b3$IUK*7-KMtEdol!Rk
z+v+12qp{YawA5;?%8y~wI>93k_p9_0nTRuk0u$v~0~1M`N$XU-`^27e5q_3?pS-;z
zLx<%AVx3VN7)g=RhR2@u++wO9J<A$CA3HMJDZ_d=_)V%;x0>>j<R9K+lw{lQiwz9J
zucALSb-d}Sc{BBiwi~7~qvnN+yOd1v1HYME%6VGb|2ru&?(1m3GS4>sW592mrHYFX
zY;^r!reH##gn%tnF5&+DYvD5nL&7hL%l^!CI7TT%?O`u^?2mMRZy9@F`MV;T;%d$?
z61ngvvmp;PRUz45+&fsg7>Ikni6zq`d_&}wHyoaYFHwXU?`o46PAxK)6Hd-`hM>TF
z)j)-ekB#yYEdhCT$J+@BW&xHC%J0UB&nT;!i9warC(<w36U@RAlWF$0s&=1i@OO4w
zYuU7a5NVtRmfLR3dvI;d>U+Py7UsP?tcxW|n=hiF(OXzaaevch*@1yU0W#@#b$RpS
z1z-B5qbW+cwusA_vGK`o?)-JnG|{TU+a5zJSBYC?<JTV6Mjya9Lwv;lWh#jOv7YQc
z=P6`HeWD?daa^N)v|RSf?l<`U5hrox(K(a%+aFnLr3g{Sa^wnV)yjOb`vNJU=qN*P
za%Ce)StzxP<HTAi(E1K8R7$M6&E~0|aN&o_AB^7dW|HWICyRv*dR5~EBOTX_R0%;^
z^qHJ*UtU<K9D>YM`&C3{VZx^SzxxA8yYIDI^bYy81@!pHS>Fu)Wx|rL|5_mi?-;3-
z_Pn=C9!if%AR%N3KYL~IkLncwaop7dexae_5C?^?)b|1Cy64fH;u&DGuf1F!jdfm=
z=n9I=dV?M*U|*OZPP@V%ECx6c%%kDwQ7$c600Dfv7M}t`xu^iwgdd+UK+VO7yDZz<
zXl{F~eTV64!e5xK`zL<aFXQp%8>*wUYdZ7V$k|o>qlpj7J{4dbF$!<-7&thKFeo(;
z=a^~U4f=kY8(kRoW#GDK!f}l!e$skV6h^l?%Xgq!vafQV&gK!eMlA((CDxp`<=r8E
zRkufEpXbT}LbAJiq|ev@Muydy&LOqZcds}6GD~gnK^Zjo;vcC<_S)*`Q$bWdePmd{
zp;~QaYf<NK2>Zu9?NJZ$>|APcAf}*8HHyU({7Ls}x)6-vuXjzbq$w7s`*oi$i2Vpg
z?y{R3<m)bHWi(XOS#8rczs&bb{!Fpdn|b;oofkmusVr`cI@N<S3SklfqaOpkzHrxl
zRGdx7BfrpVnIuJi6*Qo@8@nav5k6HsOGs9qcal`MFvvIZ($>J-k36yp2rAX@zZziu
zT}`LY=q&M_sq`)>F@9nFoI9h`<9D@_?QLKXWohiizZ{peiAl(cb2ivBfnd+G2~=?>
z&o}rfCk*K;n8<y#0;@SD75BU`DM!zz{O#z)LirIELnH_ZKk;APZFC!2GXo-Z|3Yhx
zN-^>+_BDJ)D0RYn#xWwm{pkkFiols2>t7HhOLQ@xPY|kSh_wX!W9VIqn^W00ankc%
zrIA(zsupd1Nwac30ui9We_=WYK2x{wFH;x7`(GwagAG03w-KAA+bKe`Zx|29@BH6K
zE?C&u9t%MGTuc5PE%IM1Sh`bPa#sTPYdtRWzH22}X(=^8y}VirblJ|I1zx)W6wacP
z1c(9lw3sANC7Ftl1c=93CQ?aOe!nB66A9=efv9~X!6AbshIBG3kA=B5I+|F=pLqe&
zc^7R`wrk7LD|=MKR^b9{rA%^ws6TNhT&v<;V%ea73(^#D{FJ+0tvGRu>jRX^eG$n2
z0=(atuFn5SFaK7}zYax=Z*37e5_kYoP)WMR1)#D<nJ(Qu34n39wq+HcoW$*zoGgHR
z1$i5>sBj{uQpqxmLOHt^#ZYjo_dV%Pv1mfN+2qJad8t<uii-1Pl~ni-s%|j4l&iHY
zz_LJqh)g?gUD%zb-};sw=G~OfWfWObjprWV`Ybhiw7b}=UnV9cs2zk8YgGlAxV6!P
zE}dWo4GEUNe4uHC0_QqijvvR`O+o_fS*4r-8EXzCfN;j&Q`ZpEIdylcuJ4Ny$f(M^
zy;T-3wdfKrJ84C62(>%K3UW64d^~&ZEG0P1=W!~_6&6+he#_9quh!k~;%WwKC(DCa
zzS@Jz3uE~$r>Pl5%#lnKl|9rAEu<Yr4&vn}@w7*MSl5yA44LPLBDFZoQ5wJnH>6~b
zLiWC<vABXq%cHZ{Ki%%FzaG}16xHkZVp%lK<aG6=ALW|43lK97<+?3oH(YLRdyu#4
zJ5TLfvh)gJg?fDVWD3Qusd(AO=j{27(^Ul*%mPSA<A9o(W6QeIGJ`_=hwCsl*;VP0
zP?&yrf99xlDl#;`nn5x`YY)W>w2g;Wj%QV;O5@uLC?l1O);oFUf<B&?H_BA?I`Ik7
zlK*c1RCvSm7?Y(}+U@!WAKg=e(O(E8sol#@AbxJdt#7tegZraQN9k~I-wa|F4O=b!
zW21YcbQ|GD57PLT>Dt|Azk7JO=1K-mrLa=*dHkvTGjmhfHZ9pF=T-JNYZKgW7T{lP
zt^Fir4t|FTuJT<fmHV?_;gvZs`Y;0!h`9{bg?)KQ^Eq3Tn9}iU+G8&-DenlAvvlc0
z9o^U-aV^ki>nM+Y)gnP|uQyCT{oeJIdb?V4{agH2Ia_UvEiXE#O}!wtAD*?-2TmN-
z8Ey>h`g{|<MA4oCd``*{90t=qUc%3s2YDtnW?8E6-~i6GPElBtR;g&Ko0HL@Y8A>(
zA;}g*;g^5BVDyIbojpXt1^T$br6qleqbpyu!#}`cE$4vA3T4=ZzHDUoFB2cgel6wF
zuRg6e<qdK>$h`G}eA7_%^oZ*3y1C+)FGOo#0^~I55?Qt~zZb)%q$3~|+>VkZxA%Up
z{2Z?zP&4e_ue>jK;QlJ4+RKzJi}7v!X1jWFUrj&deLrJGWIW2ICE|IfSeOg?Y^1zx
z(n3&KnJbj*eNWQk>s;?D7L!!9Xb(Af_2o8fQvYmGHCmu&R0LZ{V}j*{H+2d^)KHsY
z0?i45-QCswyZW9e88e+Jo^#)JH3j4xknfYu?Cj!R&k6do25h0GM{%z22X@1{f86VC
z9!|Y?+H7AW?_Vah;r1V%&a&9iZysZ%kp^F=+*f`*HT<%X`Y^#0JK5VtDrah0&=ewO
zv&rPf)XovZ)w8It__sfkJ#mgL$W7lz*o_y8-ezV_vR>sT_usZW%zQil;8xB>S#N+a
z*jV0n<qkJ4dw|=3-R$##BnEE~c)NEQvIQ$%c|h*J_Ns+Ev+c^nz4*^N;g@k6y5q3S
zVcXkAe<VB6N0uy~x~(s)*SEQ9rXD>Ef_L2MNnFaA%t{;o@L)KUb&T(6!H&V)_s5PI
zhOAD$dU(9x#p#1})h79h@1?3j6sLM4&Xnze?mAw@-~A10j+Xg|oWv`|-H-o?Ro*|Y
z>asWN&=Pp`mX9QLs^YP;=1XYk=?Nyq?SRg$QF%>0`K%tA<BsXc91fZxBxSs@Xu=SI
za%lwE9rzdkjr&nYcZs|`Z3kRVUMm^Lr`*)U7XkYKY-(PKy$uJ&jK2&#24tnt)pLe;
zl&*G!jB3N`Jgb-^H}<I*Q7xJp+#n1g0jM%A<i4NBBLvT(z?-`o+7oUnu(ho3FZg)z
zZ)nq)&q93Psqi^#1RsiGdtR!yU9jQ&0=n{A6uIww=yXB(zQDk7m|L6r`A}<?>}Uss
z7gurJ0k6qNkPNs@fOiWH?NEluuUT7sn7x8fS6GNyfrV(Y6cJdprcjEs@4_LM`gqyt
zK=U?R>=x@htyQz~twk05x=t4La;z(^G_{rC7GJa=rDlsv<1^ICq5e#{^cb4i_nfQq
z^9kyFNMEzYIa3{hErl_vV#_M)+UuI|e7-1ky)e*dvS=t|pyrMD(}AF?v&CjyL=7CO
zXDPqDQDZ%vCn05+Q2y=s_xyp;!9nW7O;~0?33<&5Gzm_1o2rZ7<43>!g}EP-jNKMz
zh~4&8srl(8it;aiZj^tpFBi@mcN3pj`i)}H<T#B#9dl&SQc8t!&W!@XZIWiyFI@xt
zvr?5U^JQ<o`c%M+(un5j0&-6JT%8K0o&!QZM5Yo9EwxK}i{35umPKRa&%c_&BsQYf
zgjB14-2$LdKY^^y|2N%y^>F9^cjiSpSUltkJL`B}3{qB{AX!3q9*IIt+}ahBl_V8u
z6C{D^jAA(D6HWt8D|5+SCSFo6@L;~}l)-KenJWS!=}>^NLFe4x&*qQ>CV)nWjs(VI
zQMlKCnW~VaZa=!@U%y0TZ6s<rk3|*|8wXTlNv@WvTUP;Y&{^XoToET1P=-k-E2Xb;
z?IH=m^RhtE4gn6dofSZh_WNsEodd1_8dM7KvK@}S<S)D~%Jfr_HH!+ndFviZ+MVm8
zN9o*Mpx~QHPR6(^-YFH5az^^AP>iK`Qlom6%^JVD@ZYDtHJ!AOTyB+`T^rvkH8!rN
z7P_yl2)7HU1txNF+T6om)?$Sf`h|VV+<=>wD(8uaId||>R)*FfY%#j}>n%S!46dT1
zt(%E8v!ZLYQei4a&E!FR;JZPZC$KOW-qPIRX8?#&)$*?n(<+sEB54#o<sx>h2{=ts
zEI(3D;xom<Ruzv)(9%2|jp{u+>KiTIbnyNh!uNF<iX~`9@CsppBb)e7kf580LJX$J
zUrA7i=*7ctWm6IIQ1S-+v8Vr8(S*A)cDk6=eH+vI&5%Ps4E|80vDQK;ko`?l6J~Yh
z{`^Y(r%Q%GbHabF{hSrhLxl_Es6pCk!S{Smvxvx-tmaw40+uU<9nMglG5hJS*7Q4T
zR$}uCDqfl<P{?n#u?O59oysFpV?l+N8^0)BA#A)jY;}{64XwfX*o?^#4?M;b72J9I
zUGNC9dXqo?X7gYY?~GB-<b$s8S^ens2)c5++cx6XB&Wr^P7;S!=C#C3jead`@Vlu$
zTzTy$5g(1$^FE*&w=TW|((0~rKu+!*Ixoh18hu=4CyTTTo=jLT9vxl;Kl2M>6ZNf2
zVx!!>Jj0=kbWZ<%O#n-MyTw*~o1*yeVd>T13r2w6;5XfA(bjIz|BJojmFjz%TA6uw
z8r`VyOHc=gvC!C?q9SER;}Lkt6?gB-R*Bl`{rTIcx7hl3Ox?Sdm=ZO^i95#GI++zR
zHtcT=E{^o5Kf2GLVBbE^J*mScdT_E@w6-tgj@(OZjd*e3f^@t2BX)wfMfiDJax3c-
z31r(^X{696<(rw_Z$g{~^u>t&=xHm8|F`+IUSgs2$$sFswRv<I-;nsq7juB=4S?s{
zX!dR27XLkyeZtb#Hlp%o;?b<SANMR&wV$LMwAMM2)>?7ajX9lehZ|LIU~|59`Nf+z
zqZhay(HKP`<CmGq{q}KGBTi=`S=4$Hx;yf!nWv6fK1sp6{p1a(!KvWND~b%BCa;9l
z#i9tB0z`A0TW81QiF!&cdG}$DZ03s@{TSvR_q=bFLnyD3*=qxfwuR?<Pfh$LY+K%I
z>8-UQtov}wbPwt4u}0F<EtU2Wa_f1JvX44M$=wwqCP{dk-&J1OnW|Ye@f5}TdIjWd
zSLkuC+x;6&dEP!I{%)kMh}!~nZtZEm!1;h#2am_Po*}0mI;u~E3MHDP8S_8H4h_AE
z+(%e{d2I$C<sxohsD>_>PQK>yzRUr+UCjKLwUU&z=0a2s;W`l|+!y@uUnb!i&AQhE
zRg?=?NVwges^&VU$zN&+-H5V|V3`7Dm*iW}iAkBYW}2;3Pr;X^q)n04s6K_G8Jnjr
zmWc_zRSlu?iY-f%G<T@C`T{llqx&#tw}Qb{=uqhCtQ+Nb6Lv0Yz9-qWOnqE!{3T6j
zXLb+Pay|s~kaAgiPA8-$6+Jx@{nJ5bMnr-#b(}|@uHp6aQwnc|TP`MFkNYI3a(Jeq
zX+Cz%V~)jbuTP5xN{k^Mr#)9U;zP$us)rHB-YWjyi-le+*mTXR{e0u>HM3%Bv*|wQ
z7c}#pYJ}ADw$J6Ij(i2nLr5X}?I$3X#J6wZ?Y4>Un5q+skshHrBW>Jm2IaOtqKw!A
zuIO+4dIvRrDWN}O75HsJPE+94KovG(!D?pbrGY8JSShd5r!k}Sk=j`5ow~2v{xLt%
zby4JF75!mcv$XndcB)-c=@Q+{<eWS0ZuF0FSI>X`yltyZA8th%{*j#~d%nQhCnh%+
zw6{-Jz}AENK`1p^K;Oh0)}emEgJqQ2s~Zt|Vf25Q;sWh$*e=$XK3Xf`2d};OBk0iE
zTH|Ij`HS+p3IIv(k&;Ph{oPTGo?Am-Ab?$Sbw;`EL9EZ+T&3@lem|!Q9Tl+g2?DK$
zRYsagS)ZyT!8n*m*F>5M{kHZeowfyA0uX+mOp;WjB2py*ZqG&F!w>=F9-gjbMn|J{
z75@fiP2Zh5#Fy>5O?W$yY@kFMoPr6EIJs?<bm*jNxZV&A1e$?)hw|ye;oonoE;mtv
z#2)xiwOx9xll;{geh9ojrmLb#lYI=GCCsk+cFXo#*wHI)oyOT5?Dlm&{(W1e`81=c
zS&)~gdu`=%oyz^v@k2=fQOIHqeh%B1A!ek0DD^v}J|1?k>>7~!<X~?n`r$z930q!Q
z$r`y-4UEJrwG%Kut-%GYV9$WJv3jtOx~V6;MGSU5d$!jrG)v+Tq^)v{Vp}wc@(be|
z&45ZF>|VD_?58~eJ(r2847DTdd{&<Xg3N|yb>-xrtuD*s17_6tHL^<csL)2D7b=*#
zY<p&P#iL4o^LKEbm7QGv7_=OTecoZyYgAmian@#5OF%_k?>@bJD8C-cO_O>JpI6Bk
ziO3Qz*!;3X5w;HK^OQFZHhEnB67P9tl@-cCb9V5MGcHWA{9MfkHsD$+ONRZ`4ej`J
zT!*^!1=uKfe3x_o?(zpjed4NNA~w|vF+{x>^xFBJlH64!_kmFdaFa40o1<#Hd3TKJ
zGZQU_eo0neL2%VrsXBj)0&sF)`v1I6{h!uTY8r?$7y7@t>;)ax$CBT&UK8Yujf@gZ
zkOVB$nhj_O6gi<7%Rod^%;~HI)N<4u+#Kh3i|fK`V|_?hWNij}uw*ZDty5M4aEK4S
zh>8M`M<8W^nBKp;j@P&%!&{9XAf4zslg79xIIvCd<)W&e2RZ{EkWB!cN>4_es~EQc
z<|EiQer{~3GO+{$Ta!-I9-y7@f!v<lhcf{?j&T4H->c5m?^uL>%!o2O86O)5{Fpr8
zyWKx~=I_=6G9-^%P`z~><|N724$fjM(1j}nJpcK;5%Xt~R>mg;->822%|I7dMjh3k
z)Njd4tjiO^FEoEn9Eneh;UI<0JYRZiYjNjYl4iAqbtlgWremqZDY7O~$hHFUMx<Bb
zb6IUtZjCKPl`^;L^zt8z+C*p36Atdnr;?N$`*0I4(1lqBb`s#!b$!ze5WkhD>(w)A
zR)xKC&*G#=ld^8vOw5FkoI7X_I<_C7@Hmr>pXg|vW1|vh`fTEC0R#F0%yrOiR$5|U
zFyBM>3r<EHWdw+yPqUr^A3pzwLj=<GFf(2vX3^@W#mbh$=#@(mWAZOOWXx_}Or0-}
z>%z^Q(s78#eaPS+V51D*yI}iv<&4TVYA^Q8{?3X_8FC}+QLI~TwBZ@S%vs#4D{%|w
zibTU^O`4wZ@|w%ReP3l>Xn(}Ef~mH=_ukcza#^g?9BN-xQqs~vI3+!DTI%`KF_H`V
znwR^VA^;xEfJ{AaM2;`m_p+y1pRoH#TDC4mfugjg2kz|5^0*}S$VPZV*4$K`iCc-1
z{Q*<mYyJ-pk{)mL1dPm`in4fbnGzIWb6#tahO$lA0EG)qtKBGXRP>?Q@E7LH1ZKNF
z8x*h7C|fU)2j5rp&H|$rfS6kGY97^6^`ynngR(Uz%w(O`zf2D!pq`$gRF}8l)eDsI
z6Fca+tvHv<3lCC~3K#KpehLF6^YaS)%q3C75fPrssP+A#@6O<GPtGPLiEN=A-Umg$
z9vyB+alRWGU2Xq<AjGIBc)MGq`DTvS75#%q?qCeZm?PDNgO2eTwo@os+gtS}DaEJt
zHR^tm52?*&QwMvja@Mge?IP=KeqZz>o}hnP33*JOSnbMr-@Ug=^Aaxv5o?GsQHFdM
zE6{&H4&C{S+7WD|j*hmrEJK00e~t#9Gv74BSMJ@zzb-%r-6TtRRK5t(&){7`a@l8w
z|MpaW#H;aw6sVtps+Z50{%D)FUtqFtp6%{cCtfU*#I)Y5p;|OdvELmXu<!}J*;Y!i
zSOfdDD|ml&7nOd0pLG+6Zt_oIv#(y54R9_0;c4C$Z%m8Z2|4#**|3k}p=b6#j;@vO
zuzJ@*W^Qv807AC9htpqr`VjSbzUMYnDQCld0Tbx641OmX#pZ^(WxdzeI(Z_Nd#Q<u
zIbpKkJ+Xir&8T2&nXwxqueA>PxEgu41XcxLS7?EE+{f?)PX{&Bx@^94D)F*HuSLl3
z>f*L05tSNpi4>7jZ3WYySV7Zw*2?rNRjg)%=@&5i0`wyw8V%S&R|%SsOZl^)Y_y^-
ze(all|J<J$5%KeL(r1<_@n&9Azg#a~@!b`czH;~Gb-~8xE@~4uj!O*QiOfx&6K{Gr
z#NmukDww`6GN1Fu22@?NB~`iD#`*nXlP2zbMIE_jG5ktqOY^<_a6x%Zh*7(TtEGQN
z#H8h&3)R=4a)(rR6ocNd0$QkehVlre74(awskznN%ifc=WhR<uwB-egS;|l6+3Llu
zg45*pm5{j)<7gFi>g2~gN0vzjMb&&LNI+|x(T=&s-EWjhCqG8@pi=;&d<8?3gP(H-
zX#xp26(%om8mTI(S4<Ut1Xi1QSXLXIJ-2^A663C+uULO_|4|p<x3uKu&H9$t3&(p>
z?tm(G&!$}dqP(f$$;x`~-H`7)w=}-j;LwShPB_(8is_i{^o;POB$nWBv(FTr&&d(?
z=gK`s^*!Cj><i8@0sDt!rHbhI&VZqP%?p1dsduHWo(iV&pyF)#j4ai|FQEsQaYSiL
zfyD~V*H;U(7pXk7r`=0Z+HZF8Z+>Kb8%fYQIKXcojDc;(Xs-8UULINH<c6-OmX3@$
zG?LEbgM4okcGZMuSaDlTL=N*89YuOx$9#?`C}!iPdcURed`x$6bgo&nR#Ez@^!{TV
zb=Y8kUP+__l{o3UWuxYwROik`cDnKD-F*Y~svn*fjA6cOIG}Z15I=D2c|KC&^vhT8
zkxegS1U5Ijx21TjKD#|9GfP9S=6rXEneJ;gDz$dI>4xu52Lc?TZI7B`gES$}<Z_*a
zdP)i168x8<KVhjh4<w4&`tX~slBBl?K%jVf{CF}7aL=7ibMnXl1}_&C*YMTpL#E)e
z^O&ghvh%%|K|g6J3&J!8OFEBGP`%YCNV2MOtkQcFc3&azO$5+kaf1vM&~jd&$};si
zD~ey<t5mz|PMB+&n)uAuO4SsrzO(?+0O#J`5Um{!827$6^r5tHwAmZh(DgDj;#J9h
z0UIUW-o404Dv5eQUWbHzC9wEhQ~%0lIrBLMOXZU)S7%RnlF6^FdcEG_N0^3Pta7bb
zC3nL^9_(pCDW*j(6O0DRq2wyFOte*+p3f6lza(6}U|JfXR<-Yvk<o#2D|>IQh;qxy
zHaA@cvC`x|81P4-+z4gA*v%6fJ;u^aEk{+V6mV3nP5M3aTbfl%Sfq-l>lEJ8IVEd)
zd?~GJ5MQB+{AuMjv-#TsOqR{%{Bl}~%G=beL3pE>RqM{9lzHl<)9Hqf8Ze)q*ZdBs
z^Y)NzF?{tK_)9C;G(Sq?=h8k`qY6YrQgyxuWA(YF^Yh^*;>5?6N;(Z+$CkRcW1t`U
z{aE<_;p#1e+UmcsU0O;h6m4-WE<uVGcc(xJ5Fki#2_76u3&n%Gdx8hIAZ>AX*Wxb4
zi<IZ&|IQqlGx@YL`LHK5$zH#;?sZ+$|6z>FD*6#F{v2a3IhlBB*1eEk!hTX7rhj;e
zo~;#GSF``03>o2LT<ZTPLndJw{+m0bFcn78gH8cpSOl^c#`pGeljMJTk1jb{3Ip-b
zH40ip+P8^bia!1%{)+v7Z|8GSAfBh88L_k>X#V2=>X4W5SpS<$T$7NXaa^x6Keg+Y
z(H(0;r>xBF<!l>GV1wI|06BarLotTOauyJ=n0Yu<pHJcIjN=}{qgy7M=Sx%nRE0*-
zP~eW%j$uDB*){hDbIN3RT}-31kylKO5+`lr1U$E&t6*s0Tpjk6y;mI8{d~Gs4U1>V
zo3x5mB%fP?M^S}QWSz<y`XfZv-fLz}pO!<|&!+7CPJj{?TG0Bx7t~nc|J<(xE)Nd=
z^W3OW44v?oVMAiH&zbo--g%N9E#Xbdzj+2b2T<3$ykkOm-q5iUvr|f->GsLlr(RNq
z)7!Rnh@Ou{yCjP)3^A%a(qb2L=lKd7sLHJWFep~W5SA9t3W>8*5_+%M*(zhtdgxfc
zlUNbp+|Q>SiUpf~G{_aut#T=Dahl>|Eey%9)+6oUBp|pDBPqZd#MIHK^G9J1=Q>P!
zm=GydT!6H~1ZNpE0aIKjAof18n$i`7B~{7{X=`*-tu7`f=Vnj7D<`_JbSqBS(}crM
z-}gkn*VR#MC4h07wrfu{f+-u_az9<c`Cy4zOd)ax(;9UFi2|pqjKC3@=O}K=o&@ms
z()B!~c&}Is?1RD={cMrUduMpCX)ax2<6<)Zpl;4uZ-;u%2Xe*ls9sC)hHxHLp-H2^
zZkduNfdD2@v%2sSg-xsPNueaC54$#)gi5B}qm=H;Z7H2`wr2$hgfH%F8H(U2%^@n@
ztEKqOhRK?|{GL*%Z3n#6`^Y@Ua($6Yv{|Re!s^lbKE!!Q00R!I8o?4ayhOWU0>)1I
z+>H88Xx^r*MzPZ_LkK#K)W+D6>3mwk+5<P0GrUyhDs=GMn+nj^FVk3|S`Uh?yfahD
zM#6BE2e{sAaA7QtD<fc$sfJV-S>5Zz5T|}I68(NE{g3i==0I!5;*X^@t@m4RhGVg(
zDwdZ<p<X?3g45qq5!$CNoKYKx3fgdYuG6oU!%2x6_J#-bE4+4Qrzf+aMzE!EO<Asf
z_h*lK8Q&^ZJ-qspBRnuWJe9~qw^5!62;l;UlK$<5l;4vG$s;=T)PyM2L@g+!%6)J*
zO{hF3+8S+fVCtYg<eKi~$0?BKV1C=^LrFvR)3S8UKKAP<A873BXJ@yo^6!W45bh{K
zcAB6d)y%LYkhw!n_76#vgOa+DxW9k1Mzz>ABg&<LCQ+4P%zzF)Yx0XqZnM5bjU;J@
zoROzrly0`b#lwfPQbDM?M9#__w1!3+lcDix!ZsL}M)6822f7UppOf)G$HK??R=7La
zv*Rz@15REtGsSWw{(A3&#7HmQHpN$#Dq-yx^>yle2cn%t?ZJ*t8Ha8v2e0m!*{mFY
zdHzBsPpz!sUx~WCM1vHUA3#xHr!ggQ%c*$fI;7wY_h>w#*-@vrWCKKwab1B63MN}r
z06$Z4!bU)_@Ho2ODFQN34ORj1emYe1OHFum$$2*85Nee?JM+dL=xi{VIA|sn?p4m;
z8$2<~fv?L^y1bOFX>VYWuAyxdZ3U8m`N_bqio<q`Bg5>CGfWuu>Or)eq7CcfpcE7k
z%OHUSsqUA)W<mgTAWrJF9k;<aFwq#1u|h9Z<??j&GM~EOCLX)LU0%N`ccR00S?Llz
zFicdugklurOq3NP6tRVDL<VUvHDfVzQ@j9{fo>WEIx4x#-M90p_@0gt=e%nemj)L_
z9GuGU=CvSGJz08-?h9079Sy8<3)|O)+!^JQ@3SZcyFok6?{YcYSjAu!^|~`n6f`g>
zs-I-FA%reHpT=Wmre=<((hC2@2;7Seb|RQZ-OoyP;3ciG{l{UnPMKsUzFG|goXqyD
z(LF>qN=_|nH+O`Gfs`I)D|3uGTb)ZQ&)LH)q%J(9KZ7r+xlMORJHtQ}Cz&T6->AZR
z^glB^-9kotdmqBnBzTwz?uu&1AZw&ESK%y4BN5-I@czTNuXyXqT=D$Xb+vQwr{?yM
z=h`!IrIi|%ogk{jhNe7J^1X);1o=b2k23s2n~>%3ml{7R=PAHvoj?Dc;&@mij-UQg
zlIFhJf+n2;lx=JGmE2NCf*UasbnaxsbhqzuV~Wgt;V?6*TtbpjxK{~=BHtShG%Q?Q
ziv*`oW9H8+5#m6DAIzp-My6H{p9#!t7+HDkz@oy^tBbFRubYuoY^th-G*FF@bPxi=
z-_Ts=N9rhzkS8*1RDkF8t^2l&>(s}=D7+3)_$C51Dj}AzVsr@m+if=2(Nw;VJ)U5U
zCqU#QRDgd}dgzc^{Dz-D+F|PJmL%D4kn%5^Ui*GA6%lh&H-dtM!A_*Q2~cIA``pyi
z5x-HnB6O5f$E)0HGquJEovEj5DEJYp84U>2MUdB?O!WiH%6WjWXf?PeNn1bCW?Ia5
z^Sb4pqb;aNFf7xu44;y&LFaV=!d=5IIrcmJM1wK3fQRFXvjgt5pyyp{+STBu@e4_+
z6swl52AwVXa4bIsoBCB)y(B<b29)ypm;Y`13wo2Z#_HR>F!%y?9k+z}|9zfw^eT8s
z4jc=^jJ08wHQ&($fmC$=z#@$#A4nUBi=JwT;9{GRps&~2(Z~A#^$+BxsN`izEYh6B
zo%k!!kY02{;TO=dW(D14SVlj_x6qw|Upn8XzfYq-Rz~s(O@Cqq$|rmPjpdY3=EzVA
z<=JJypLe|NYW)ITRc>+Xg>FLBa0jkj{}{KAI)46h`yITG!~BukdybBvK1j*(Wpl${
zrm$Jidu&pd67XJ0xchCfZ{vAA)Gam)@Yi`T%`Td-3)SJ!Rm&()7_I*$paNisf{EMU
zbt5>hm?&1Axp+968&v+7cz-ldkLNRPt0Dk2oGTSjkL`y`%+s<l&zru@=+>F+g&tTu
z=it-orKoD7Nu|P4rLm4vdwzus;2$4LQ4$e)n;Gpq$^mruQt<M#YQ}rcz&x*Pzdk&e
zOwT@_@1x$`G>ogt_}rl_c8($ql8;Hc_h3K!^@!H^BfEMEpuY3;3#Ho&YZx6M`^R+d
zY)v=m6{y0A8a;wyKQI;FJmY3#Zy6Wd-(;c6PW(^;6p8p?8MzEI*6kIT%8e&~r(YJp
zGiIu^8lk7U&#4$0abQFS7X05$h*rVoJJWdb>xd22iAm6gvTW((0Cv7SwJVpuawhuB
zAVqXvGV`}I1A@jx_!wB2JF=Zjr1-H4gvgyOjE`v~>$|ENsB+RCIYl@H{?HQ4ij=_h
zGg8@hq8xR!f1*dVxk}W-)<~+$293yZ)z@sqdYMabI~=@KCiW7oEy7w?dAs=f3g9}K
z2PYl_`JbL&m48V9=V};_0lk6<!;e3{!h8;>jt&gY9Eh2thdAE%eB$MWZRD_hI4v}f
zo?i2|S#%Yj;q{~<FwmzC*xa|oego_NMk>_Prn{qh1gfdxybvq9oc*hP@cf@)Q$8y)
z>`qpw-+rlqSQ)j<M#}OVW~tcK=spTqq>b;=_0Lh5*H%E;ROuU^GrKXox*j_G!Nc?F
zjXv$SieacG4w3_yG;@Xs3zf98gR~ZzYC>0RqSP0hW-L&tsd9_GeDDlk(dQi$EDlWi
zJSL7_X{M|yNLbk(ZAEljhyUPk8=Z!3s$+I)>6bB|ichuUobBUsSDF!v&X8_Mbi4Ae
z$~t4bnqQ@vTBq0L+gfgAEyt$0Ps)e0ia9y0(=yzHC8wV_lYt<GAx)#eC^qg<i4;?8
z%=xtfdw;z)YQ^+`;++w%ir;Piyd9EPvea0O^(&`d<}@6`Dt^yS&Vc`rC0g}hfFeZ1
zhTiY9ySm_68NWP@1;B3nbjvhP=M3!C#J9w=*R39XJ^`u?J~Xx*hkG#APm?(DcEv{E
z>>YtlJt->Z9nA#1F!Relv?frhXiB&L-Z1>QoxPnotLRCxT~Nr{f=b;O7Eiq?_1AG%
z!#9nx%xOCnd8?l3L<v{9hi1kJp8v|ndA3DcF5^=gR7P?R#E>0jM`v*+Y)Z;h2_k(D
zOoS6Cy3UOsIR)lgCHcOe>?Y|eO9sTwtB3Gm*B}88x3%GpWKICOBiO+7saMI%W`^X3
zum2pz%Nu9TcaMeH_?O`^luG79xw9ncon_l!cF-=rDM=z!zi@`$j!HH;2COFYy5U_A
zRZz4?B~ocq5Loq#Zgym4t*&X}R~&eGk;B<*q8lZ*e^ABCUCo#V?TZ$D;VBf#735~H
zdxkA4Ix6g>LUFM|4DOOB@72O$D;LxlP}-h~k$rY#+%O+|HYh}qlT%X(ITlJAEShj+
zd(f%0|K6Wp(a-mz4}<FRuMp*W-)c8)KX|rbp7Qr?$+_jIV$KL)XIfnzY5aE7B<zKo
z@kz(U&@&K{f_KO=6Bz7IXQJkeUjEAL^x7kh^oNj(kX8!4J3v!OGeR<Ui-{9g25C-u
ztX0c39~?mYn3;n)I0r_b<%{#O-r1v$)M*D+qi20BoM$N_FGNb)#Ax0s%R0G=bRvb~
z>#QtAs-VlzEuq@CiNP;3df6`qx@H=Uc3P}1Zc0T4X&r=3)b<KY1Nclza&Y+@Cb-Js
zbc)tTnW2q4+i_SScHzZXiaVp0OWpn)a^vn9vFAJS03HDoP}I6V(p}48U?*0Bw!k=7
zYr}xJ8&{1M`EcW?@0))(VPIgfb^%hndrS=sIMY~sO3Cp?GolV|NS5nF4F&DFs_1ZL
zaEMYwt`X{HI26bXL=vzybJu4`9Od*Q13~s<c2U(oEp;yjR>A^M7%_6iQWks`H0l(P
zymdM&y1ATblnqL>mE<lR+$>YK&Rz!{CtR0)smyeuB`TjBm(0TKnjv%^&Lt#WTt4{m
z?Rm4{Pwc4fhpX4Go;b(g$)t<zd<6GJ!+7|CG7>k%s(1-Bs?-JO&bme0iH>}f-0VDH
zx3I;GP>HhYe7@V1d&+o-ftN;^4TIkd?cHh2cAV??6f6hiVr6@jz0v3py%FMGaqaaL
zbR8JQ9T<u^f*}XD=aq$KCkgQP9S@dH)^fLo<CC8bcH3gudjG7X7#a<Kn`&==gRf2#
zswvxva5#0{d@p!-f;#2!bn+)pd#_3o8)Bs|TJe{4ZM}U?dDwDntgofxLyx|f!LwW5
z4sS7O*vY9}(T_p#y$&8#WrJKjHN8LM8rr?a`^~~YqH})Y-?fOa-W>{#B-4tWB?$4x
zFUR{ilku<w`jKWJ{F@h2KWg&SMT_dBTw*ssv`EC7GvKgDw)q`Y8GLn)M@ShA3{<6;
z*@gnr=N`r8Mx41KbLXpDClJVtS#@HZ(_`qe@D^hl$<4l&=7L~4lFMW1K9FQRqlA4_
zi^?WbQHh+<K()kIL2qGm9FlbWGz${GAy;yqlC&fBJ^6c}x5Pzd<DNfBQDU2^(NY+U
z{Zb{`UEka}CATD7Z&^F(?}U78SUW~MpZ;cK9K<Q+$FZBy+)ZFmuccTj>w6{Dpk%j9
zsM>kvlD`bLTIo&p6}+6ak*2g4scf{C`|M@IM%yVhX%=a&mRbjCmKW)`PLg}hq?>nS
z0qsNFRs~M!;87-mG|Nw~<wWJg*!{*P!85hD=cn^#Wxt=www_=(ZMmMYS0xKYM{Fsm
zf_8Wqim$@@vNY%f__Eh(J$Ar?Wu}D&czRo25X*s=j~lD=t<uhb7p=#AwpK3ri}tWG
z?dvt%zRBunW$H2<Nt$po?g!Aa7`&-G*ZTk0R(}2cXLoeR|M$*Bag7n(j2AVGPZQD0
zAGV2}&LDc<{qM3c2>tb<#SiQh&(!``WT9Ik=&U8WuP~Klz0_rqjP6U=Z%D=fVtde?
zkeMv01}s5>ZZGuMWm$>+;zbo&lYlPF+*IHVE$L`t+)KFLW_Yc(LVRL0^;Fw8!o!2N
z1>D~Ok$U$t=K}*!IBW>Xq7A;!@qn}(uoRs6eU4@z4)vm-yGEiN2A&bXk1%Pfy8|Jd
zNmpjZ?4{6d&y=5HU4jtD41zE^?<D1h!>`iyK?X|e&9&9i^Iz;ezpC{ukPZlrtkk~=
z7*((m6+tqE{p{(I8q2)>bhm3ynX!-vsVzwiuuqw%D6L@PP#s*2>7^(EQWYxmz5vao
zc`+oo8&r&wTD+H~sNBP1U(KA%imr;Y_;VX+9!3f>znj-W-<V$M$5i?pAM3If3U+V<
z_OgjzhpQNlBxU=)PU#&y_VV+2j~tnb5${xc*VBd3;z%8xYK0D1BW47i=Qo~0sm0h@
z^VbJyV6P@oE3f^b<$3FW7=%9dXSC{gWkNv+g*fPk`}ry#r+gR*1_7s=kX3_%x{8Uj
zgS{zDQ$x&G*#skXhc|dHNSFs?I!W2m3H`b<W2(mK5a^f-P3rz|Od-n2c@npI2vA`*
zB7(-huYL8N-rh~{aA@^w@_mUY7OcyOaL-dS;(a|Xjz6U6S2}Srvu9S8+9xt57i8KY
zmJs6T`*+1eEpAn0Rl3WyhhzZ7*a`@cqIP{=%y|_<Ba<l8YjH?*OjfGuX2d4CA4m4(
z(l0amfa(%9);?#}L}^Q(;|4B?8f39xMX7fHH&0?sYS2>MiD>=yv2sc$wYL4(-@50?
z_6fv;RluVja&Jc!D3;|#e^MS&6{V}=3A_bLwo-bEsp~=Am=kH*l7R3{9@)xU6lMY1
z9+T)J6qQ_3BwobcZRMN;F+eY=R0vlKmYn4}FpY323vsD3SCR>_M6N%}p3=1lJ8DMR
zx~r@tx`V~OX53^<h&4_5JsaQBzjDEb%#YNye^tOd8)U=K6+1;b742zF^WfE4z8T|-
z%P;b_%j{|tI)@m{I$vqLk>-4**t;fXEB>{y&-AytFN3`b?M=0;UZ&isK`obGZH1R`
zq`+H&J8fR(`+oqH?qp41SyK<li=6!8INDkn^hB(0D+~svZ!vD}wcY5b22?V3--r{v
ziwM|SJtC_85*v7bi)6s&R%CmH#Iep)U1@9DI#R){2Af&Nl*6A$rf{TkQKYTvR_-5W
z<Lo*47jL9~B!^rmyMfFafiLP4nV$Bac%K@9nl~(_V1~KW@_pNup=Hd!sGFOL9*qG0
zs?~^}p4bX>4f1%+I?uZ?TmwC{!9xj#-Iv+)dq#aY5YH}QaO4Z(#V%K`yiIq*X74rI
zp*+t2Fr@urFRo9mBsP>~bw`B<%7FLWSj>Bp_VCH+jt_#u?m^a+Y!U>?N}cnrSiT1`
zG`o43DNuukPaJN#&!=F{_FYjy@5;yu|ECNRyt_700*GL&+=<7@U<^v9e1sQP4Z#>?
zNQ3!LF}CBtiw^!yng*dEyd>kdh4k-T5O#{|Sw()9Xxeyv2*2;(fSDwqIPQUUyqj#>
zl%?GVYdac~Ln=5HkmwV7qb@@1e6DsrfMC`M1M<OsI=xfu^CboE6#8dasakp34AuYJ
zx-Q*H$WNejZ=ne`!M%v-(w&LTTzfJwd&@8U%PX<l4mnK!c2TI7pG+sGU7uL;s(Fn0
z2P$P&|2Ye8k!0kr(y426El%bwujAatEW}8oD5p6Cv!8??TwgmiriIr1K=-uKU`tM(
zK=LTLevY|5>{Bh^F4);fB7n~@jlAkqnJG4fxWqEX`h1rc;umE+rg@5Gli_W(ThWjq
zF-iT5VVnsQwu}}v94K)P<fKIQQ{LO;CkjjkQ9K@*zTPj2gcCcagulQGx|=nm`KX?A
z+J7dBiFpB!$q}?p*F1&H<sn8(O(MAC1zT3It2i*r*f8QHD=Pjx)*37gUC`#*yh@~z
zi2Cau*H>JbtvAUdESj|}-u4`5utbI(9}r-lCYI9sucQ6#2_qfR){D8mpKi3ru--kW
z!Iul3*Z%jqw>1j~UgwIW)p@Q%$X4S(6m9LN63?<X`g~jMsk4EcvYNt~bG5T%r%s`2
z>rgFu<Li++i8YVB50nRUMMjH^5@vB9Et)hRXgvSals77SlKjF@4}5mLSve3};NG{9
z(BgGd#WM{ySfI2teESfs39$Cu=LxZ=VW%`A?mJ$<yd32~DV&$2Iu!WXMN-!YH-F45
zy(tk_*)5#sv5Y+yByMbZg_lq(f<NY#`Tgj#K_Y!^NlwBgIqg1zjo<V$ORf7cMy%q8
zW7=~gD!kze!wg!9W^4+iJDd-wr&^jkW0J8uz9eT{@{YUdrtIxD(x^iIZOXe~v|bk9
zu5lr&8ATJ*LN%WHUbUi!Dm1ZtU>_kaAX?N9UY@kACoqeI`x;m$_qqOz0baN-H8qHP
zpq(=0l83fUCCK1Xgt)Mgk*%v*%x}#rUuzL|X{x!VsAKX9&d2jx(^<c><Fw$NK!CT<
zu-Jvxz|E?dmWRba9iqkZO^Q&Y2fu1n;t5Ek2XaT367CbsM%u{nq3m)o#C+VYf`Xjp
zt=`-xLU5zcdwfd`o-SYHvWWfE?!roQ8y^(k!N}p3SV`OZmrxJO`4~=F>OsVj4s%J1
zI==Y+Sk;Yec@IcVJ<u!R$XIB0vs+xDGbIg>n}NidIelj~Irv=+BwPeASrt6a7x(O?
zfr--^_>57hs2l0Fb{H&e5K~K|<MO(=cqeo+<Ilq7*a2sEI<C(Sex0bz&+OYZ0*qc;
z$JrasoX19U)`%4Uhru&rlk82-368^u<#NE@bGn`Bamb2dX8Y@L)5d2`jiM!#d2fxu
z?+vLrOoQQnQ(w2tyXz+%P-)CnFey8i>`?LsH(yqyxk9AqT8WIGPX18Jh^|QbRBms4
z7`m0XUqpjd2yK11tC@y^k_>LaUv4V<7*ZrF(kCR0DY&3b)Cg~{%;*nx&pJn~*)`KL
zB~bmTpv-!STm6Z|ljx>ztu6Ecgi2K)gEgFw&_3<@Xd!>=wHVT&v#1@&u8;=ixLn%%
zQ%MA7f)TKq(r&C=Xit4};j-~z7D7(hYux_l@g}4}c|`VZ&Yqk2E;)GLp@41_x2CKX
zNq`U5qp0+84*VtQASc>MtEj!N_(r9$e4u>>$xB&&A!WyE7l{V#m!ypfW)j%T;#bTm
zqu~G=hD`xg90Iu>W8<1kuTAh#)QV8CfM36=!j{&ZNC!b5M3-ty*WVYvl9l8r<MG!!
zQhDqr9Tr{>e|0HN*i`d78a5lQr9Gop;iLCS4|aK|pX8-nrjA2WH8gA!wUl?`c~w?g
z>ANf@87)pE)S95T9pz+Nx{XP)C2S1}0Z-)n<k!$1B(<oGXa3>!I|!kP6I1KG6rnwA
zNHZ80N|1t+ci4=V2jyk97KA&7WeM-JVM@$Wx+o*f)yvUp65X{_NryTSe`mDbBw#G~
zWbH~{`X)*7bFH%N?4~<Cz4D{}{|f-pgI&AC1wR2Q{+|gSSMQgLg|pahK6SLPu$M39
z`Tu%>n?W(?@bbA5J4N9C(#Y9Z7_4ZA54PZ+_6Z;fw;^n$LzsD`tL@usAG<>!hk2hv
zZWGfYH$kN&me9x;WLY)SLby+B101<wbc<2R9f$BwjazR6_{?VV<sm#04nS_Kv!PlW
z#*kvhrZ$Fl4Jtnt_g&TY5B_BCufOW0xS<0SdK2FPhYq99hjxWul42j2e%>O)@5BQh
zKl6%h*a9O(*=H8!-Xcu=%SSG_(@D}R-mv4jEo>Goo2K4pPk~axuu3YeV?^~SkWK=c
z4ug86esi9z`BkGFI_@bj;$;Cd49GFqqf$if8}2ndp%1R8Hl4XiGTrN%NDRK{e}K@<
zL)9hXR>2fC!BzNp-m+$fGGFtK-Wr+wfY23s!7Idxj8PAJ$JBe18&^bo2t#-`!eS{g
zI-!!3v$mabZx6<AKZRfQ>qdyqVOkZuC*JNHZu39N5<L1Ya0)o3qoV&N8E;ZccA)q*
za5g7vrA1fA<VW~=84qp)OfvvNk7Fp$0DAW}^Tvd8jU>pcbPO<t1iGhjia`cHg-#BG
zeK^@Cz8>2i=#zI%vi%_(YCR6UD)&xHPzdM3vgHIjyK$M=w=qS`Hn3Yp#}~Hm8H6$>
z1fH0NZ_+}A^mQHcAeRSDE<&mowdgu+v-MAd&F_RoV7n#ZngIXWde=Ja*u%tPrwMMB
zq%rmQmMa#?E>d--`e(KyF}TLLYN_GfTuF+=5?{M{nN-Tn;`au4sZ`@sC*AD!_6(66
z5doI5X-dz2pE%7h(cxjg2mDv*b_UbK2$qfMQM?hyU8gj7ie!g70d#DyG8CL-(3;zb
zUr3+f4%@w^CvC_|6@cyV@@}_Sj57!=suMcd*wc`ddk9{~k*MvYGWEJOH&3td@$BXK
z)k*}_8`g!fw$g0T60d6UgbH~@WL(ar8%g>Uqn7+;z0<OBjYl)Z<qOP9aM6~m?A&V{
zs0PDUw*RLh_gp>N{xI&f+z69Ej6}_s0D0vJ7a@~NW&$TmdWoD+&!$$%+_dM$D;gxy
zC$-yt=8z;KqBE4T%pU?oc>;6PjgQLM-l=3oOYQU{?*_9p#KR$ZZ*TjFwD0g65f4+&
z%T$vLsn5dl^ZVlZLar_nif$~AiM8<ochVsN8U#_P^?o=??qYG|Ut~}-QHBe_v}Nl~
z>v=;h>QUmMfh$_{sUaKk=WPcd%Z@mW74CDv|1d6RTY0DIPfzzcvPN4Ha?oJAf8TIb
zOAlT+7v@I{zRKt0QieFrJ1&@ZH_B|+J1UCaz;WtRAJ$SDED#lM%UEg<Q8amTaqru(
zWK*AX)A_Rrus*hgm_Y*^d^!il&dU6ztfqB`_?VC1%Ti+Ksh(18%JpM<Ta%0kMw80g
zNMam1$cZr4KHGj)B^@Sx`p-ej+KCvn%NVvGSLhHb@vrCfYopiNntC|Fkidf1^DL(q
z^T4}Us2|y}gN0JKS~GR+&+?LMBoirV+4L*+iilCNJZDN2TmEgOctr+}asAuauBfPR
zRPrFe*>d8hR71Q-bnKpi@JM42eQ-=-6`YhUP85Z&hVa;TmEn{mf;tUmeefVXFO`gc
zOu657KrF@Ma|V04SxEDbxkYf*{K^EY`r?a9G;<uZ)PH1Ypo}V@AA%aTZG-ikPHb8-
z7@A|?-!^m)A^uUK$9dK>{K{-*TS#juRVfe{WV7;v^(QJ`#3S^%6AsZ5_Kx98om?@@
zwR~(0t4sClS*2{tT0b(<PG{dUqt=%(zLlyE4fM7zT-*<GXUAM!361|KdWb1U3DNQh
zMXIUe#-%WuhR+q&XT`Osqbz$&>9UlPc9+iE=mE5D%R*5Owt}}4gj^>)AKv(o+J2gE
zq*eMRyt^@`H59nc{fS&4f{KvuMw+XrgVQaKw_VlZj;$fP>p@A(Y!3#X;**%x3tM5Q
zpu3t1D4&{04o?G_b#VIFs(U%rR)$jymMhcR%TiMQv#YQ5r+R6d<V=KjL&~|*0ng+2
z=ww&4xAS{^uT;BgU$a6nwx8j{8Q`Z!_{QPo)1x4+Xs7+Nomes3rMjrJ54<u?DZhcN
zPwI$RA>LUp{KjUu!yIVN8`5-cG<MKkI%s))V(ff#YX3T?Bq?aFF@^n_bx+&9vI)(-
zZ;$6O7a`~faKE2<aOOd#RAsmRQXY+VGrZS}G*W6$-Q^>q#I5`CI|X6{$ux_;i*sXC
zY5Vy37a`JY3e1S!13-cg$i)<(1`<l!HF^vEZgiV1WydTr>0(66#<>nITGL3nQ{_e!
zvBqt@>cvx|=yVmL1tXHxMp}5Xg}x64++LYpG@)@<7;-HVl8l))G*$FqdZYUKrQWyJ
zZ}+nk4rEQKQz@aO?=h@F<5JfVa&)uRANZn6i;N7<HGW4jUa;0T#W9;t%DD7wrq1<z
zv+1Q)BJ=rOJIGj<FK(kl=S`^DICDVu$@rP5ZxjceLtOh$wXj(hD@#uM*LJt1LFPg8
zG~0OkdL@4&mip`N_&fbQD@~L(Pj`KRQ>W&T2$G7Ql9B*2^pD4!>r5n3@Xjz!@1`=1
zTk$Mg&($@py;+R<<df;h2-=qtv{s*eT0XE%le#6L*J8*lF|Y6jRwv=NfFlp&<!TfG
z3wV&0xH!_B!)6<6<yL~!Jh|LNgbGHHNdz4bpOaOBodK!YsbNbBCJY_2Def(1i;^R9
zCD?gd>zJP*OS68i`gd57h^1;V1e|hDX&wcQ-D|l){`;o%@HM^GNVz>B^gj$gR1PbS
z)3s1tYodx-h;>@=?p5Wg!JxaRq@NItxz{LzCs)ShGZ6L*i*n;8S)mD&E}p>5sma;r
z>)HB}P~@feULIsFMP-oA)6`z=xTjs31FeT7HvV|w%O?;*=~N^_I<XduL$|IMz-H1q
zQEhT^7c1Ljuwq5UiQ=~KGBeAX*?qbG>wY%G(uA&~)UMgj!)?)^U4V&<ceOqd>NXDE
zZDyyW!Sz6J00wD=@{=aqsjAj#rWX%cog0g6aENNq+;8}9o|C=%w-1Xa1&OvyuDZrs
zr1%I_x&A__|CHXr)$oH4-V|6Z0rQeiKIppq#dm%<=`|^*TWSO}iac)!4x>ciS;nOE
zayNL8l5O-0mBCjJg(1$z?SEpwG+oGwVmFG8rvWWrr#5KVY$>OzL{~Lka;Or~z4wvu
z80A4$4VQOCd6NKD@|b}YL_@*(LOJDNL_-C$cNx^mWK14f@=#nF##B%d%09ftT|$eq
zm8h}|<)b)tsF--v=0+LpG6xxZr!Ug%)nFqW4q6GS%ZwU(Q}ZNyINdsQ<24*UXad$m
z%Qr0bAaRycjWaDW@)bN{HqEnJEpgHuTLsm)^*=kNoWGRmZ6^3t@JySmMQt`DV|jPp
z3U%w?kDtk$vuPI7fgI#Z+9#b(qe%XtJy}q{=5P~%n+T}580^H!#k@V5)V#Ga<9STI
zdGh@n9}<{V&nf&<&?IAX-j6Fjaq^AKF(ksiz^Mvu(GmCQ&j>kW8cdW(r*d7zraNgB
zG_<1d={}*e>d+@b!ya`o*{dn`aTnxR4VLSfxh1p5j1HzRFioMBIl2tEdir}}^ufxH
zsI)ku45REzp)$=(ZI_m|u0jR|T3=rpLfmVrZXVPtecZ9n?-y4eUq;&D1eKwgBXM&Q
zD!?S-(`JsgR%|Yq=yuPBI^<97P?GlcbI=~Sd~E0J&fMzJY5mYWktVeGyX#l}F1)gW
zx@JfeN&HUos5_g=wrpsUg+Zj0&Ncs1*O|BL8!0h-rv~~XEW?vlLkHFRs>6ZN#NeA>
z*|5*0htM=009?=E&hOB+y4YFi5NT2mYurgY((wNh9Ap|QL_zTnj25@H`ic(rS`RW=
zZO{EXsqL(!+~VBU4-i#MJb)g{w%<?Ph3MdBn!jxH;>1b1YtW?-1Wrr?^ZL;P4bsuH
zf5GSt#>u+*R5S@_Yv4Z&*zW&BjvjXV%-$q!Su=uO8|0AL%#fEspac7#_|g&2a~ke-
znlgo6_u75<KNI~R#Y%Aul5>^+W$-kJJ70EScRn$}2IoGA2<=t$8bl6df0w-`4TVTe
z(h5320rVdaayjb~S@ct6@8>e+8?H_IcBLN<f0#$1GtH;Q1JYFfkhH4z&c<;_ODa-e
zv#eSQPTO(7vvQxyk9CnvA1j{%=M(={^Z_AL60X@yZ!@<|ZQawL{VOwysCB(cCg%%I
zeuM^?IzslQcr#eZ0Vy{yoO!Gr6zfp=r}tR+vdnLXyjrBJD5XdgD0@?R1iXRuH2_-O
zFQmdJ+GTARpTV`Sg(ki^8KjIay?weTy;KnEU6H|xpE;@i{k}g}5jx$i7v4r24vN7|
z+(n(X_D4B#Z&<%6lj>{F>-ow;o+#)>N8pf_dheUXuhM^Bj;J5^TN0skcOOl`P2TTM
zeU1`kqqPtFZZ9?u0f9tU?$QgBJ>i%n4R_ifET(|5_HLR3#;bj>1ivY)GRx3yk(k&2
zu)rm3btL6|R4Xf!LTNQ_NeL$=*Ws}eEx!h<Fg5>-75NM|z0|v{`mOed?^E&m-h!?=
zCU%95p1Yqa^ie4~S1@;LC+q|BJ#I)-ZCSHuj26;ESPZMN9HTZmb{mvv#7PhgOOZ=9
zxs@2YYglR&S=d27a?zZ%xbSrxLFbj4gD?zcEUG0E6!?3dof&%nV5x1;$w<zVaq!r^
zf=yhqfEqu?WFFAC5d;F&1MmQsVsU-#mpbQn;;F0OsCIZB)%`ts8bUDlAt}_4%9`|8
zAQwd|zu9>hlDqz4cHktlzvXXWFo4cs$n?UH04%3fCiuG{5BzoL)y<y;0+YqHHJ`D~
zEfJ_RRezR2s%2_?ULOjPJz>L`C-md(R1B5d2k=$G4DL^Jgz4eOAG#V1*EVP`Yq3cu
z9Rhs-pTr!f{^UYtFYGnMkl+?etSr<YQ6X~d!O?&u(QW#p%U9};QvYxZDx4L}p&NQ*
zs4p3+{o@>d%aDjg%v<f(7i;KJymWfOCwUav8nc>1Ql@EowU|`86v-wf_oXDCRK;#S
z?$&bfRD3>Pxp;9wc6W8C)Gb%Tz4d40hOV8*LWFY+L;rz^VEIhaj?r6F3V)MR=)7>^
z;&7d3H(elA;JxKbc*-^^X(T0M@Ki%-glS*O1$?zZ&8<aN0!S(JkfNC%O8{_P3^}Q7
z%LIqH_?4A^UW26ZYcNXDJeHGe(apvt#yq5NxDTNJhJf?=Ms{X3ABESfohz;o!W)2v
zwPdrcGg6HPVLRpyx7<R$`SYuCeX-;uA`)LWUX}U4Z+&I$)lB42!*LLsXmQe7YMr;$
zP&rt^m$L`e6+EHq#73=5GUsAUujX)S><q*?fi3azId3P7P1NxH>F&_FF?80hf+Y}1
z3x=54PUtYy|0c{~Lm$>w|HHry=$)yTYuZ&JVz{$B_?xY-V2>j#XCm(u7j$%_8HSxJ
zQyZN$zm($wnI<Z5(1`YOyVHKw9+z>1P#Tybg8sc>0?;NNM>{9|&6++?b#lCY^G3Gw
zDE2D#Pe=Fd5`pTOQL)NZI;PXh?dWnZ?L)hcl(C3TMR(i_d4!Q!seSsFqKBX0u2lV8
zr9?UP4@j<hi8{epZvjuKMtYHht1{D@$}yc?DrLcG%`Hhg#yswbnjy8X(!U<GYj$Il
zhZO89vj$8d7GXtRb~6ccg&+bW0(FZ$2<z6F+OG;HrWc;0e9pxj%_8@}=!ERNZ+;Q`
z0D}MRY5zh}zlq>{?2dl0s1p3dQs-ok-zgE?HKUD9fcMS622)6&UwlAsBVb`iEde$<
zY(!S*=woZrJkjXU>hH!MC`;cXZ~**U(qr306_I0hQ4r%*m@r6pJr*e2_e{bqbHDw=
z#`sCa_4f<VcYZ{20ag~xW?eFa#)Fc$k<P1V_m#`&8#s2*xT(Xmr`F4Txlsv3jv)nL
zgo1FKwZ#e2g)gm_JGW%cg}V(P_^HOeX(`F2<}J`EvYSm2ZRSzTda^L4@p;-Y^!nIU
z@PNoY@Fd%Is+D<0Z()fuIy-0rYVTEhu-4ilK?$e_x1S>~=#y=C%nj~Svv@MfI+A1K
z7<swEqi2*FtnRcqM-OcT6&#J@(u1zb5H%jz3P}p8PmDg*YJa$k!-dl|mb#qf*Y8>m
zVBvlBK3+>>1{>c+(ON5QLOR21NkG<-@vLMXN1iyaPC299;l-|K@b?axGwo*lW>-u}
z4GnRLdKdGg*hXFa{&<Y1^QvL{G7yik5<`sX+PccZ-S>MP>sHtfqrqV0md;OK3KxW`
zlZ7QaPsYh+iYB$);8vsUAfAe<Dt}weOVRt8zWIrli5yuqJ})w%1zyjTRN;2NT&oif
zIZ&*}y%rm-wd%%3Q3)Pj&uyudH(-^Cb+?;Ed4n&w#A{b-NGO(sOx9z%nIwCaTXWI@
zD;@Y_1W?)g+3j}A@AY;6@Xeq5Vg3c4njbaKPermLM~g-+U0*mRiEUp%{byB&N>oYy
z0R(&{QCF;J$nfYv4T8-{-AULz7^XMlY(b&As$5%cRI9<|ulpfjBulCBM@OklZ|ZvX
z^|;?;a38rgIlugif<6k7qx*Tjmiyf_x1(%&1U@6>#5WfugCt_0rfUf-lb5Kcq-dTm
z4<dk$-YP-kgrm<KAB|k7F-Gq}JJm3xl`EOm=i7=QOnQhPs-JlhHLUYY(}-?RxS~T|
zY5zZr)0)bo7|pF0<=OYoGA|=|ShX)ywrGQ?vJdrZX(~_OOS*%~5M?8EjR9kYm!D@~
z@K;tLktBD4mh*Gvt4C>R0=;`RtO9L54}G<7d+w8Ya6DWIm1DH7%Gl07CY^arpM*re
zBH%~gABny$q(+miVDax1Y5jvl^brHaN>QeudW@8jiJU0KxWJcvtD~zb0rlVqC_7r7
zjWzf}5c-B%YL<3HEH%of_+rigLj<%M|2v`5M9jO+%SsFHw|q;(pX-j<>}K-bb(|Rj
z=^Ut7U;Lb~x*HxZ|Cy*=-+vfsze(k8!Kjv;;FYobTzxls1b1APFPFVb=^$q6ueCj!
zfP)9oUg1UE{UN+nCvp`H(yGEXm@h1t(u<n3cBr|;Z-XVty%skg^HEY7_exS-A$GK0
zVh+^h@vLvtJpO*&<NClDR8j&qOuJ~LwvUkZdiQ%qTh1vB$ej`P@v1mgu+Is#1+#Y!
zz(#s_yw|o$7^M0bBVtK)(dn0vIp<_CHm+mTL2J|e%14y4-)-Q)z?Q3I<_}s4pmAL5
ztgdQ>Ct`-$>Ok`&{re`OP)E5`=cGR)mIouU+$gX%(+Rof|JL^#`_E_mUHh%sbgno8
zHYy8z>|tBgS;1{9K3Hn-s-Uf1<f_R?(8AjnczTICYNNE|=9*#`y-Sl84mipp)Z|1=
z3nfkzsxa?01I6``f1jUrJt#CyAH!k8+A!<46_&UAV!8hR0D~h|M6d2Q^IVv3>MG-h
z208!Dn^I66RLd_Rk3W*eKJ<LW@S159^_U+a8{U=9>f4$LmGG#Rv|{JW6^P!;ewf!O
z^jX%Pz8bFJ&{|?dK~Jqj&EubSN_EvXB9(rB`YEtv7-e^Z#Yw1hq=i@Bxn%TKQjJ)6
zQAvdhO})JShUwrn|CP*yi_)^AIcwxK&Rx3O6Y2I=Hq<TG74WTFt4Prg>#@1%QbjH*
zo%%I7YEQ^uNlm+@VAp$%YyMH-D|16feJ<b(z^7)x(CmM1>V`L^$guQS&3sd}Xx{Rp
zWu~EQ^ZV)C<d=oBlJWGTSQ650w1P#f>)bjNnRsxyEX(|SldC~%hPc<=9C9J0WEoLd
z9Cfc8$r4z~oREFF)b@|J=e<e3;j6)|%yX69<!E8IwMIuzw$LCvpK3Y8D_v9D(9hWH
z&FpmRl>-X#!paChmj4ys3S**AXVq(^b9=cmhM}vfA?gbM{qDZ?55_RGoM2C5mF67D
z{=<+0+#j;4mpi?ub(*>9%(XV9Q}5wO$k~nbdj!_f8HeZg)n99H&i%t(>HO}eQrK7&
z<*=Hutl5z>xg&n-(IxUkH>%HF@?8n%-Np9P!M=mK{-2!L!VIUMQw;R04_zpf_I$W}
z!VFzuTmF`$j-;60mLx&6Y$z><8peAE+<Cp0hJa{1bZpq;nqJ<>>(=YG);aRYe3npK
zOAj?wTJWAMw+c&<p?~<%G==QR?RN)tPIAq>5=@0pAIU5phHugLbX`#rZvgTn3%3>%
z7Hh-Fa2rH6v@(P6Q(uubzIhH9Mv}T4b_p}Jwz!s%hWbmCNIDc`^3~P4Bq%{jg%%hz
z`T5%Wc?XfymMBH*p<mMAdM6Ruqb5Hju8&<-O<yrQk#t$ltc9+yIPt*inzWz!RJ}VR
ztrm}J&$$3A5_vR?cz0<~ulCxjs#Gh5@}HhCP`E4IDey%9L-b8?J*LLInECfet>djJ
zSbdAO&dKn7HXd(mx73F^bW|GhZGX^VxM{xXi(_NrH_F92hIjV+0&(~DEWXjHarA3)
zlINzlW%yYl1>vRZ@YGOrY*>fiQiyI1pm8Gr85?ot=yX?wL1A3464|LhT^y_pOq0&5
zP)4D7pO^ibs077f_Al3#a~)m7vXf6^ZBCmKo>e%YtUONf?J{i`RA0&{PqQWXpOuyW
ztOY`r_UJ&G<gdC?(#KSjNKDQ>FPZ9G-a?gXD?RZPgFpv}kkOaQp_2M!NjR>Vn@oup
zys9YAfp0Unk)kAjkT$Sz<f}@CYOjb*N&WO`HOp(4*F*h(^;D5b>;D{Cx6Gw}-)fO&
zmn%Kw;6`Uo?2XwA^n%-JTk4XATOt$sZ$m-I!p-?sTOa`yUx&RtpSqrn?MUd$Z2b4Q
zuH_mys>hMf5ToyPLWRtmokCaDGi3xOfLrs@K^31|%yy@>@t<dt)OLOU8Z7j6T4~1R
z)de@RnSY9qTGpYtgrbP^$fHe8w0Ex;h@QaHzml>R_kLcl<WaCL1k+>9oe*55!oAq9
zBM|bHR*Mt1WSGwEM#eVPbo_;>d~J(}<TLn2oR`4<2J%AqkPmF{LWTFDm*$TV(|B3>
z>^Fk&jDz23l6aMI?G@>~{S$F*J*E{PVFmWvH$TvNQAtw6dd;UqqaIt}rBvY5Ug;Bw
z``4SI_MA}>F2)FR8M<G(BbFi1h5PxuLwcf_H%-Iy9qu1~aL({tK1>Jema2VzE5@<D
zCtc@<T>EKhM{pO!)CgTFiQ9++IPyD;?V>U*)1Z*7W{J#6V9DEwl9cO&pQS!c_kZH8
zI0*|XDXS3aiKkjypAy-Zv@obNy%w(Q%?`TrowtyJwPj>$@`s$V&r7)64TlPrsWd7`
ze{qTF^eA|isrO+&FR-x{(aszl%q%V454F{!C<V(w+#DB1VuC)YOjhH_rJ1V<&ql!a
zvNz#|T?B|WcfCycwTz#nh3aLAWtM8x-+fbRf*b9sBeAj-xi&EV!w6_a`*T>c5>?05
zG!v6%epYG#6n^@bo0v8o?AeYxp6h*z7iiuo6!|+$z`^?Eu_)odNKr{lky6uHU3=QN
zA&)bV#7{2@|F!OH%4kk<(hEv1F<b<}<onBJU*By49J;lX={29VO-XK#90Inwy4PVA
z4+!_)@!0gC8p=H3LW{%3)rsABRsUi19tUu?9EI-t&4l7OYeId;-L;5=KvlOd+7bda
zIE?YG%S4{1f2LU{5~rF}u1SfnCHt-r02?V0*DzI?`g|4jmsuS|&s4TEUO21nq2zj*
zdLcXf{_L2;xoW$Wy)C_){2neD>hkKnOU>XZl{GPj0=wow=ZRKhqwh90J+GYojhBrr
zg>i}Bw0G>7WaMp}7UU4jjnD9!#~#m1U2y5=(W~<KewL8}@<dJh@;Hffnpz<go|}E@
znnT>0Wzdnlt%6Q&wfSU3Ln;6JdHh@5tCw{wDLW}SgSM8bY<B@1Y%RXqJbTPnH>Ht+
ziTv58$4zt<%!!-|Z3y>9-GE)Bs)Rs=Ojhn>O$au|1^f#8vb<FjelJz#@+E?D%Q3}S
z>L<dJTnaE*+}b{al``1Y!Z|`^rt=PifbSTPSh<TR<nL$@#W_JVW~}F^X;2e=dTONO
zbXY#9K4WP`0rp0Ev!b8nsa3bO<}b$<C)mnbZtNreJl^;2Ou|-~iA!U=`JghCS2VC-
z{fSc#|I&>X_9rU~1#24Opx@`Ef~$W2VW>xLHYWROdh?5{!2e0(s-M`LX}5g%040x)
zezrhpZhT0ZT($N+=2X{nS<l$TQFmnLPH?oOntsEm&0sa*7!&5T#_9cCAzGD@RCBDG
zx}595Y-SY)@EsP9YXPe>yFdc%nLp8N$VkK?S^Emrt)X-J+N+AqUu@siZ4)Ame#}+7
zR5Q0`IwiJrQ-r+)NE7?o0YBDznzXZ*bhEU=bH6|Za!FHuJ*A|ioJz@-2L{Yy(Cs1@
z*NhEU;gjl&V)Q9N2ihNpMsjt{i2~O9Sz<h>M5b8+RRI+y1g6rwp<p%uLt{SVzW3i1
z-@js2GO|9mi!-L^hdH&b#GPg=Oy<3^oBMfr?goLh&|=1k??be0esO(ei>mhKZ-@RM
zFY+05X`I>Skt91q4RYH2C)^hC0xRR&?59OukVoR>B?Xqt7wMvk{ml0d+OCsDVa<As
ziYr5!a`Yc{rgrCS6n^M5@m-{c2^>SRT-;j7KKFQkY)b&~Q;V;B>AA<8t1Cenve{?k
z<c#fk36UI2%vl4O*w{;u`g=lfj$TMSO5b7yAd&Wp+|BzPMu&!z@n0QqeBYK<g1iT_
zzjyf))r|RcV}*ZIL~vgT_Oj&B<n=eYgHMa}3`@QSL}e8FZm|xq4sdPeCuNDd<Ob!K
zkIdg~Bj+8;x(W9_IaAVDvSs_}WsKB~T)r32i5$-tA_~mQq7|P9Yo%TQQm*NJeZ9T$
zR3$2p=!w7gtn0DL8O7o|$+Pr;c%Q?WMaOnc9i(J->b9^&rIKYU>;S^{f87U6<k(V&
zPq+z;hILZE$pt{d+Qe55d70zk{58W$!OsH9QTq5D24OeFAzX`W%usjbIyK|baBkRn
zZ7iBXv?SYkc489Su}RAY{xjOnx4<lxm;zd+*pTV}JcKGc9$$RiW^#57fYh+Kx@W?Y
zw?sKufuW;Fw(faw1HUTX8{x_Cy0(9+&XlIjS{fO<KQ{VD%y31z=6{nPbu*<yrK%Ub
z&>5#$w_$i|$=c@c-#F>W($dlXUh__L^>%rhbTC5aN4R{j_R5ZgcTr<&_gBFU+oYY=
z{#%@z#|jv0D=&#pp~;uNplzZO7L$5Zhs=rb2Bd|xsBD<ITQFlcNjkiPeekCLNH$Au
z$|8-_`{U%9r$YihoZ$D`*9dIXiIyS?iwdBG&oArFXsjF`(`@GYI_^fxZ)Nt8!NH*r
zA3S#pNw_ppllCD*1B?k&9q~Ox-$M+T?Dt|xMeHd!^N=!1976^)73SgZVk^MVrUop6
z{@SI#nDXjuO%L*of5S)E+<u8%mA?DyX?a7$!<KdeEVITu-S!w48Z`L(+sJ`=x~E)8
z_zZK;{J=!#?-kgt!Z~%!lPF97o9vk}k5JOeq)x(anpd@p8`qnykr-H$n3bNe+Dz6c
z%9kx$_|~!QS$5|1)T7}2Y=yc7l`7HW`TOOdg}n}MR4KyCo_*h9VFj6d!Vuk%en+c`
zn<<3v{;5MD@{}co_%>!lllsvY*%t8p)WMgnDfYLOrgl#y|EuCbbAJb_Q8$+tYMOk_
z)ZvZf#rF`kNE$FtQ9xnGRl*zZfE$Sp3#omYqL^sH)p50--apKAPVmgfhsk_M!2l77
z**B@nhaF}8F8)Akjk@+*9b=5TVdfw|0N*=3sHP?qEyyW~>ue2~1axz~!Qr0_HE)Si
z8*Q09b;68Fd5{P`tqgwgk3+GSQY|F<SHEPR5}Mk)!jiYNv^uvea!Du$QJOkq3bGMC
z*{K;|@nNlAI!anPK)Vb9V72biSiL9HYyKpKf1gpI7b&NbN1*<mrK%j8o2L0XW{rMR
z@`HoS`KCXODUaT))K`YM!7jw>EvJOjB^$;Ke<*By7H9`tWy?Uh(bd-0wVu}<io0Q2
z4Xx_WPn58+l;;X&Tz&(ywIsB;vYqWFc+-`=`gL>%MRt>R2Pn3$dch%<wKRy9ohIoc
z?VwXdvAttc&3(Gh@1gvhyBQn9t4eE|b~l9VR^fMAb5%dTU#pyejtlP?`Itmq`3~9j
zh&3Y<><b~}O}U;8+?>y4nJz1Dm132YfR))qkduzBgLwx*HhzWW_^>VMxuTXCR+K%R
z!8$j<*}Xn*&qxWrJhPX=s=FGSv%jKC`XW?Pg>o~RW~<3B=pUdW{MUWVX@-ku$tqa0
zS(F3korr|Bdv5!^o@OO^kJUkgjosS2nJb3`HwTV&OUH0mrhN$aXTu+J*O<Nm9KL*^
zxKhS`&$RmyhkV^`+@sl(-Iz|kIRvv(dEjEV=u_+!JgRg~9dCspe!F;S#~nZ16lSIl
zy#Z!3%-rk?dxHi`FWKuGq;qN;MeE1euoIc1u&OBKbCNlJUY4|<l7Ms*sq+)yffMUR
zx|IsiiTP1xjLF1SzQpvd4oDPW#-t5tl*}DB4*nF#FS>fzQNHvy(rG*e`d#tq;<}o)
zVaAzj(K;smt%+prPp8s+*hYxX6?UWh{{`eg8^22n7I|{RRiW^njc<2pb_-fcH+MtU
zvo$RW$5J_E5L{sV>-}qxkk4Zvm=dS6uS(aj@hFi(U9dRmB}A~3hP2(noaGmGVd}md
zxzouqr|$bm20^Swf=DC|tWb`Or?2B)sUD=Vr<EqzQMk$Jk9y10{4)*6GS~%Dd1z1F
zKT2_~{u+q(aQKw;XCH5>teA@Y5IT9Wj-OH9uC=>}{Ma34gFk(F{OYaNm?M>wnB-mx
zKT-6m5leZc&SbY{h>^;-M*90!&N6E7)b{Aq(9{wDb6Pf6L0EjksX=?DYRIW^w@<tO
z0G@;WQ+^%4I!oO?`%6A#k(nVQB4p(c<5~MfepzUD!fUD8Sze3}nzrD+80%hJZLMq_
zYgR81fWLaPsYOdvYSd(o_Tu;i`_+YgemVK8ou6I|x!+k=8p&dC)imiwAs$$pb6$eq
zcv45G1wVLKDJG;z`_&iriO=4xTSa?Fo#cA5f!2~;WMhV|4C;^l>Wu14e~Pkp8?6Ja
zxYaiwy;V*2Pg>@U`9H-?`+q-rrGlvgs29BTryH?cxYS7RLDWt<)=d_xK<R$gJ!r0D
z`$Yc$dWtMRZ3F0CV??mkE*0*hR+L5*G3$(<@ioe7KMt&C4A8eHu@$Z2eIH)D*5bU<
zZzGB&fFX^^<+m}<PeMN`q^HG}v5_UbcMLzcYvu76X-(cJ^YHbj2(C%|k1p{~fhN-x
z<xCYGmFLn%V`2y+>t4&^Z9~LULebBp%^LpzcmQk5uWW9bR%f@A5__d}VJOvFNZS!s
zl;WFfn8qT7s}FA~lbG0k6&}VP!fU(O%=6UaeakkNa@(*m$XDoVrM2;<vuc52y>JC`
zAP{Nco8F`9-E3_fTZ-jw=R>J@r&iS0ZPo0KJu`~JcFE00xaNbON~mG%?_y<$=h299
zNk$vemuWq!)hRY*?IYY#ik>0JC)S||eGN>C!1O#;pI4lfidCT*Ugxy@Ila+st-?Q+
zw+E8XUWq2HrbixHcya#lua}_{smd20?vf2!#-T95lHt7uO>;c9YWnVJQobH<no>L8
ziJHcXs78_5Y-^Q2Ga%x;#lD}dX)cYZO@OxZJ0AOZtB`m*Tbz$CPkw8nmJQO4n=q-3
zptOrQ{%LXVkHWh<e}=l`%s0ldk9yX&_)&CDXS)D;D6Kt`?s7{prjIwrxTVK${=Itr
zufm-^JQ?PBJ+oVOegM#|2w`ivhxfUsXd?;ciTo(=xUJ@t{_ZIs=!UheJTa@@5#?D(
z0q(;U?^fD2pKdV~tV@sf1zQor7~^Vz^b~W&bUEdiR+f=GZp-1GrE!Bis}S_Aj>q9`
zoMbi3&nLHP?_|HSwo+xdhym(rChx|&EvU!Zk<X&hdA*U7ok{N4>mLW{779GOG$+-$
zt$3|1;Nc-f9)MR7dGR*U0T$NsG4(jC8^4J9ocR!<M!&5!N~E_OaMfqA>kQGSELBIT
zII0&q-kWQYCDdS#LtZg?;%!pwA2RAdJ&k0^bv(ShjDDuHSbps2hFel!5$o6fKGUs%
z5g#y*O6D*ABhM%z6$|NH0m(d*NwkjjqK!E8J0X@q8<&12zq%)M?StDjpXbjv-gY_n
zs_L1mQH)}rJ+?dP;Nc#G&_G!7Yf39T4uc-GKwZZI{KRIWms@ONK9!8;C$Zm7F{Z3u
zxVOeYBB;DksrlRrp!d^Ca#++Q*^ehbTF>6<4x%&+kSDz%yhR@>ilBksMU51*vBH7e
z)YrB*ntjo?yoI5edZTp|nkSvN?(Rz0Zr$)IKQ)-+H4-NoX2n0wNcd5c>q}0>e~p$B
zGmXx6ue~E&q<lu8pYK&So!Ii(9-XQ({C`SH4)+tS80d-RxM%8ks0)f=Z1$uzvPo=n
z%5q|plh%`#G^&K2m1-M3!*iXZ)YEKngX&jAEWt-p+O4gyjd#v=dJgqzT03AC7{PP=
zO;+tROU*+vm1U2+FzfWJ-9(O>bTl#KW^wYa)%B{4DuK0n`qx9K>1h;U0=oYIw8yPM
zr}%#2_CT=2O8)?OifW?V&ZR9(K(5#r;B?JOA!2fRdRL&?_zbLGWyVjXW$OA(rHCrZ
z%H4)*NYzqyF_K8+ju2z5Mowzfk*_6sd(tEupOIZrh0%nhRoYJ->S*8$rblhDuU}JF
z-%4eN?J|!p-FV!8i24etCRi@vv@ZdF#<!<Tm8lG_XCUp{5Ewz|eQHZvSDHYhmObfV
zjqW808vNg-Y+^k+-vb6y-nuN7hV<!urbj7D2m&Da`{J{5(@ETuOC!9p7S40cYiTwB
z0W_acnk~v`zk2P^meSEI?acCy-49yKy18qK3leeIdR47L@6VK|&c)-3&0&#Jg;t}N
zxgCa|QA{M$h^Eun!TAfjfGIL~!KB3iQFO{$i=IENCgV$rOj3H3C~lm0pc6n8^&X;z
z<c(s0ay`4$u*lJe!h##SQ$Z>=fH|$5A4i8%pXQqigEFA|*zSEW1!Fm-xu-3Rx#ynd
zG>U0Vh@2|$F;(%OsN%ZIuMNW#F{Ba+?n@VCU+#APl+9AYJGkr&cIgAIQfQN?Bf0#m
zB_vc)%^>-J$5V=xqiu>?ct+`w$I~^?-e~H&aMZk!Zx-SnHaz38{CTQch2NbVR<JHC
z(3Xr4Gn{kH9L9<!K=}^~!J!y{7d&;VX=8CLGfX3696%R-z+?gZ#YH4r9HujajMGv;
z(9&6sNy}rcbbcF-A1dm5tE7n$2rG}BvN{Uqhtj4-3JJz&m%OYlQ)RVghEVqC3aaf<
zCns%Ihftn4u44fJo%b=vBiMd*QDj32S6$DXhV&kkne9}dtWt?O&QosTnAGwIdXnXq
zLLM0QAss#HvW$*8)rihWE_zkyXrLlSSpyv9PZYjZI*OT*qhMGOyP)-@KnwHIp08p1
zB*v^@<7hd^HFQBc#Pc$Q3(j%YrM8U=WrjfPD#hB&@NkXgA4-P%j#Sbx%#S0K2rz3?
zO48DKmG2a!0O5u}CbQZv-eZtQBNb``G>)LN5_rd6Db6lY+~lcEv$^pa=!>8WTW5wT
zSOA0!p0($aX^Hlwh+IYqKYs@uD^aDjKk~%1fMX@NsvvEUFi=1_AfC0I8d9ehsS1lo
zmczrw=Iq5hyCdxCzj*oziL}_X`>oSI3V!1ZpVGRCd`5#uTX<|ENr1?1!~X!UT(!m7
zl2&4&i9Puz^QooHHr#}%wp)EqPda7Yuh>YMd=UMY80q;}Cn!L;k0c)Fv96a#(uT8s
z*6%l#Fi!0IR%WANZD%a7%{g~R!tDNZ;UuME)GT47(n7_ek(Bz5w8<`JmmXw}`2O+E
zYQ)<c?!;H#t1tr@tsRg`G8w;-fs9fXKGi1BJ5l9~^r&&UkF%2{w!08TG;IWO`J--I
zIbU%^Fg)?RhyYmn<khQf9`4~o#{(5T4;Za0e-7%2HrVaHboq$LIq%T%QsRpC48jqU
z?0XDXPvPx){{TR=xQf~o#NWosPBH%g>!j7<@~;+P@SBMdcgCmyLIw!nRV8b;j6!6>
zE=U1KKaEnRn)izOxv3$%)tVD6yw1^NhC~aK@5KqDrTlV>%|Kg}KXOdB<%;MuDKzGE
zmh$#^rS7Uu(e)Xv{Ym^cJ*LQ{h|AhQoR6(@&USpM89Gu@wT~#g(k*S}*$vUS9;$?Y
zF;Ja2afN<8#ddcV8f<J#cM>@N0A*@}!)`KF9Q&RtvJzG{Sa!@fEaFEEBFT?MBQ<tI
zYb09|(<B^+k&b_zU0Bqd2=Vo;X#6j6C7`%18X@NgH8Px5<vLC$IJc4}JgA~f0niit
z>S3$uip7%cqsYg|pnpozeI7LHJbyqB_)-lrANlA{&>EKEBE6Z1nf`y?z8vL;sr8~r
z-c<ruW-HK=c&>zL0FRX<YI^9T_4z;Eq`6ke6*!#0vrepE-xU7<v0FC;OaU0}is_Ds
zndasp`O*E23Xk~wkM*YHwjV5ZCewUJX=9~Dr@ge&G+==;;1vfy<5}8>)2^*j3u&d?
z&AH^b89#;vOmv6`{Jy8ZTpDT9Ek_3SF`us=rDN=2dy?tXPjV}JO&UEoE!E`m$eaX^
zf%=Ndyt1<>zhW=E9I=-btlE8$IR4O!j^rQks3f-2(>T6Uo=E1cK{udsL!m%A#{$C8
z?%T*<*eZRhwauM_s?8fpWg{{pa!K~B2Td)1<@evEN1Y#WCi??EoYQfzH49k4dkm6S
zARd5@N7kCQhB6p%!@et{-=g*Y(I1F3FZMf(E~yAU;Qs)HHq5=88{CRd6zWDOV~EEP
zjRH2rA2|1{Ta8Bcc5x)~6=F$U*cd&rT_V`o$^NSL(f<G+{<S#hjQoU#LH^4Mg~`yb
zWSZRK<Wj@#^!BBO)XOTOvabF)HPuU^s{a72x0Qe0!Tz;L^vKlUF<*9GMQL}?$Lh?6
ze+XZ~t1HWIw{CIfjGxw-qw2b*mwOC0%3W3dRdawF)Ec$+JBDz4(JlrsPJf*-t>%lY
zP5I`b!<|`>@Qm+geM?F3o!qOZ$XZE6uCkPoPfVYewRw)cs;;Xzm+bIF+ymtT2TItt
z)^#f-^459egm7b#$pm_RD+1!)NvD=?C@Q-XwR#FzdM*!B3Yd2jd%@a&hi_eB)t+^m
zaR34Wn)JE+38Gy1ZLOlSefzh79B;?5>0ThVvKdvFxLl4w#w*se4;JY5Hj!!aeX+nC
z+`IGn=QWNpl~?aYnJRCwXT+WvXVR@;((inQwTlf5sz%|-z&Q7>B)D>AY>YAztU3{1
z=cD+J-%-`C?4DbBt&u^sc?aG&921XR*A?*}NQHGfJG6orgU9>dBmg&Y=~08LB`!%1
zmiiul6~wanP;gIA&bKc#8_gln?(Lm3&fq}@@~8M?Ot92^MQdi#5Z+*Ho&zX6*LAOW
zZFK`QHnHE^l$1P^&naY8<2VGK!n*3>`6^h(r3B7K$HbBOe`k?P!Z;zvO4B+_cagQl
zgn`qki#;oz*7W4kZyq#Onk7)*Xi@SShQnQJIT7J~jB&v~D_2w`q_0VyZEPBQ8?av8
z>Cy$1Hq78;aa|6dtdhA#FY1ldeJZw}f2a6?KFvPWl#WxUKGhBHhcE0L&1y`s5AO8>
zqH>JA+KSBJl?hYT9R<(W^=JZIMS_0p%hgSDI+l?wiQ6#qpg(qH?e(Rz)Ll*)iZ?>0
zwZ7Fam5CR8P1duFCrRBs4%{{^$3}6NT4St!Yz^i|+^EhfZ6{y6(wncD3E`lZ<_-Q8
zrFm@D>~1vq89iZchO(MVOZM{a7wnfOqkjpl<rO&Uu6wwAL?(@<vC(`=OqP=W0A}A2
z{-w|E*!_R{^~`FTUa6x=w(b`To*j8p@1B)4&5h=qz`A8Rtc%K#?ONJziROmi?AJ)Q
zc87x;-!?vk*As-P>j!jpa<{Bm$s4zCy7~5|G|YR~XLI4*D_hLkJ;1lRJezq=0s2=f
zf2Ce&vzV@+c-!1?XjK%wOxl-Hr<iG_=}O}?!YE`ri@K1SN-9{xG=_=|D}rKV&`F~d
zVwK8P5{g_=Mat0kZyk8gQSi>O3^w+nYgV^e7~}YhFzfUJx%fUZMsfC?J7>6)KhnDY
z02SQ9{iz+KlH29r4dqSTZejf^h1I+rrQU93iR|S)89rntxoJ~`pstS|Q`W~tZShM$
zx&TV@z{mT`$LCj9#9kcKKjre)T=pay@x4#Mnx&Gn#;J1}^S(C81O48$&AFN)LvBJk
zj1h{{*d^4$bR70}K8pJXhwl0NC7gi&0I(_vJSE||y6Lv(=z_j_TdRcSCy;#_tjDiv
z(0$E9b^0|cMRhQEI;&|O;Qj&d)SWDqf8B5XwM5?y{5IVnkbN4whA$cTf<O6)%6_$J
zJbU5={{WZF{YGi>zUF^c#P>Zw{4((IJS?OB1xh{__<a8W48Ql)d7}J8@e2O{%fg@d
z38@$2M~FxKwom)y{{W2^mqs5|#P>ZZJ{S0WAGt66^;T2imxo7KT>V<SyZ#nWh=1q0
z5BLeA{uVcgkNmuk!D({Oxl0dOZhF#uI`HCu%dtOJsnfvT9gn4ye~1<1zwn><iNEFW
zkHVOIZQ>W}s7NSKm-7~|)fw&4_-jIhe3mx<08*l?rkke4!dpbYMHS$U;*D-!y{Jrn
zhM{d|RdbfUoBsN$_D%hwzNb;2LvFQ%f6FxjqJ2)vF_xY+_a?r2H`kB%uBAWlDvZr5
zb(PQKN3ctF3on;b-{tWxjR^Vg;2-cHD?Wc6XfOkdz5f92jQ;>y@a@ccvHa;UJ!+L2
zea#kK-1W<!iTX@g5l1AA^u=V{d{dPF0LQ(U2i2cH(!A(x6zqznP6*x^d=9$j;x4y2
z{o5p2^dHu;=J6)8b(1aZ*goeKj;x^6f@D)xxfesGI4W@_d2S{-mPV64^wAkTPvKFU
zrR*uD@Q#$6pF^TFX`;uJDRvJ^sBWD1r@<mKW!U1TQ+7HjMlIN|urqWV`c;VZn~8|R
zAIh#-UTN@P$a9LnCyMOiU9dn~+=}9<UU#%lMl@-~YGj`e-32Y>=Cfpj$YQU6MPI)0
z9p&CcWJaEg*0Cgak&81DeNAai&v_ZtbpFXZPKZtpY9_d6&N!&{=8gqvsm|DhmOafO
zUgXeU(wUM^CYd{r$Q07lpL^*}365K(7Pup@@D7zF)!g^-M;y{x4Z;F>cJ2J>o-@)l
z8w;4P^)?3P@E2vz-S+)x@HDn^UeBh_YvzlDEU&+5Qa_z<_?Jhy);ue3bVR1%B=W7`
z{{UzFfmv(Msg|mDJk8rJNxH0GY1cY!(YCsbtjX0u%~b%CfDLP8Yb4&Gx{#ha;-pJ=
zVaFckr4b~3a_#6kQXxmV0>;nVijiRhrA$=gE<j&F)|uvZL4i+Ftr+S`p(FW^C$&4w
zXFGcO0aeNM>r>m@EwgUe8NFzfU5kX=o~KQs=<zNtFVqF<sC(9?q2gtZFSA*qs*X6W
zE?rW2crAfd%*6F-!C~B;+0!gUBD6Nv;7@VB;lrHpr@ePNUG1HeQ9A_(x}J+(UmV_9
z+`WBi-)fzk@3HsoTm4$-<enp#^qq6YiOhE7ImQ7UD}cScn*L()5?lFFc`g%t`2(n4
z=BvD<fDjNrTI-{RQPkv|*w@<_`M&pRL`fz4zalRr{{VKRwz6sWO(O(>PtM+-N-ky_
ze7M(aL+*p$+}C1>2{)+cyi~T>33gHP1JHZcd}2$7!u;9q>+48&OyeA!@GEx4#cbj8
zWXARx$*W4n)Zu-?7-Q3|gE#uaS(g(uu1Ptm?=DQNdx2G=jig|><kL&5G?Tx&S<~%2
z`Bb?17oWzo@9qpy`ALAxImcm6iAANb01S>#*0SYxmPTgoX*F|6e(n}T1Y~2stucmb
zVkrWT%AUt6+=t3Iqsb<<wEF>jF4mPITy<kn+(3{@=p<JPcq`tQGP$Zq%rKfm5fyBe
zq#<#VeXu&xZ8lnpDtTs&fDWA1w1MS)v7v9J3jy3Wah}GdvqcWYV3`@gr>tb2m8)?q
z69`rtb&FzcY=0AHsib{Abi9fO*bIssVTJ%Ar=1$8nc^@HHM6AZ&!#&^3=zoE96Gq%
zO7|4odplcu>0{IhF$F3bHXVIw99qQEt+wf-VSvmwkbfG^PBPJ=`7Uch(_Jmzprd4}
zG8LZy4hI9;t4#_I-&<-*W|aYu<EcE6oYr;4-Nfv^bd13ORZ=m<Iy;wGr9pzOxF@(C
z)gI1EV&hEEfg;rZ0DW<Au?E5j4?bxf{{UKo`%kyAnrk<^9&Q65M9w|B@loB}K`p#-
zK+aKm@!qM2b0*`-#xiK-EkUx}dcE94EN+4|7%R6Shx=ZlstI>pth2-=8Rjwas}FBV
zQy9)b!1Slb6A!ybvqgI%v5c3<;CfWcl!fEkj2oPk$sdhhwX=JvLPiGv0DdZSXl={K
zA_B*#%@(lziHxxwq=CUXz~Y}AWR1WY+q7GF<YhMILPr_s4NGsOV%}CRpsxX6srpk=
zw&f~mZe+&+X24!eS^FuBe8-d8wBfZYjjQ<8mD7xkxrZcE=0&I@36b1_PD=EtVSuw|
z6|{8FoRLgub_zLxq(>46#alP6<oSC>Dxo2IQ#bQU*E5q$Y^lBXa0#p0eWU=HB{CLK
z!lCE?0IgJ)8C}c(&nFeRb3M6*0J<d=apj^BpQ)&+DJNuePjd=r&^rj@*fY~P{c0tP
zo<&_CF((~PdFw(T&2F8LuVh#IF_8;|&e7Jgq!~QdM<YhClu$`w&O25!!Pkxf;*=f9
zrqd}0k}hLnx$BO#U9G&rNkXLh_pL80*k-1R-Py3ClTVT>RBaetm@i|;-N&_8HaR>4
zU6N_>FZ_Iw^b{7cfZ`iaU;EF<sb;>!<G-`^@>GN9XcoIpeMNNA?zoeX8M`V9wFZMc
zz&jv}f49XP(dxzQ(%8(<?$+HzGw&;qRPOm#J@H*{k)=UkSM7#Ni4I;wY<?K588oRQ
zmt-JG?xQt&*GZf%XJm;_QpX4KtY-+fbivb#)w4Q#8&f+NckMlM-kL0<KrjN1-nF*T
z>DK=MdPkZ42TEe!#}PhFvM-_UTE)8uJbDx&u#x`&)x^#8TC}=N&>3}D$Ne;HQpu>?
zzaC)&&{QI3&PyEqXylV6$h0)*v6(L8Kkl5-_Dc|Pz1#4`Ro_eI4_a!Q?k;9tMYM~R
zgCum^GAh$*(wM|}MM2wbV;Ozvrha<VxJRj!+h(KQvvvdUsEzB6kNQ??Tyaq~&M4(b
zhS{d~Zr{e$3*6_qtmASj7P+UPHZ)q}ih=HN&1b#GH3QE^gtT9h?Bjz}WxH=$s`FK8
zB+q(HiIYoq`Ri1rx^jBcBx<b2vvMJ@l2#=1Rhf@-Ph(KEX6DSB7~J=!Fwabib5lvF
za%46$ZqRXneQ{5Y;^Hs$a=M@PX@;AcT*ADOqaMGi!NT9pJ-osy<X$h<5MoIqnLQ*;
z->qR%8ZP<`Rhl|g@mx+bai+pgc8u-*m1R6Zq(2UBV9)n{fAFqDG-i%=i&%-B+;>`R
z<M%qWB%k4(K>oEV*vUW53{X$+1OEW^tIx1Ap7j3!HdXtwF!~y$RhF?Y?IX9A)I@)M
z4a`mc)OjDBLM>6wQgm-^+}As4;vHJg3mxO^AHdv$S_$IWByaS+KHg#6jtTv0y|Y`E
ztJ9X2H5wbJz-+L`-6Ye+)!~_1W@%MMHnVi7Ew%j`UN>FYIqjXx{HpYFMRUcq{iNCL
zDcDcuX~wi$*wIs`BCEPVGTd9l@l2;G=y?XWqWFof{ghkWtT$0(46-H(A6la)nF`|K
z(ba#vhj{%evHLW~2;hIbHlNn6ai>x0XDlj~#=ZXljIA}jANw-%Pd4bhpoQ`??lDzU
z!umd?qoUaAP>oO>%#Xs6{{YsiaogI%IC;S-=sMR)YpKT;mn2rtY|${mMjKpyIjrSP
z(_Z1tR}agwIO)7Stm#sulSE@een}UVC)&Fo4EW?Msb{OU0QpvLPio~nLv*%n6|JY3
z0)XU`o=<PX6nJ+}O>G~`l|}OZ00SNvS3~#d{_x|ehl^Vt!F}PqJ6DWMupnj`62x$R
zwVu8jzSGkR;^HCGaKRPD*m#3g@V&{2a$*M$1i#SNqG+Bq({+SY-{j0kG01WGXRUC}
zR-&|bN1am**%=b)(M#4d8~5V5t!Km1V{=8leMeDVxMG6f4agf6oqMG2C7{|zbv1Nx
z&Mwk3k2N-U<QKY*kC@er*5|BJ45_IW-%Qoqn>H4gjsE~H@*j|&WB&lwuHRD7Ae%Wu
z6a6@@R`bIXteJ}s&rx01rCDAs%<rR%oJ?DYZnWvdcPQw}ep20k3e$tclFbj<uaPd`
zJOzG8A70ePy}i@mHkZ*0n^JMIMdf~mtIwvvcs%VcZNQ9}AMcN+t#j0*){P#;ELAzL
zcuS2g#_$<5>GqM<2Rx6VtQ(7IU~;mdL+RYrt<pguR|Q#k$3i}}Kih<fvUT1)>nk*B
z=_%_I9Mfw?TR7z#t=tc0s#3)9oE1M>E^|(l;zgQV(@r~4%_dFIx#o=0Qf7jX?9oY@
zC>_s6_{PkhF|=f27+5Dm{{T%Su1d$mnx&2vW-gu8&fsgU_{qnNEeRY81kb<kB(4;|
z?8zcpn4)3#*!80i{3xDW?DS_}Y2wRUhEX~jSr1l2l|Nd$b7iOMkrO-++{VKqSiV*t
zfXC}zcb&P;I`tJaH`3caVwuz3PAh&?XY8-Bt9{^r+n-Ok&v6W#HFCE)ebtnVmk>H*
zxg1wp2Z^RTR_PW)+4>*OwNq5IyoX_E=Tp`@f%6Zc=Au+nE-rE0^DqdbHQn9#S53S|
zdsz*n=b}F={{VegF{tPohMDtRKw2}vamcP|QgJm-=3a1V+o=fJaZ8NU>|Y@5{?ws{
zYCKZnnq#+-FpyM&P&?I3`%n#4%1L%FiIk7LDc)-T0D7oW;DJ=GG>iUn`qKH!>r@2;
ztyP&;FB#YCN1iI4DZo=}$aXCm{i!_jP*Q<Um4P>!)On3j;+z(oRkQ>y^Nwf_z$c|T
zII`m>ZhDpH1L<2#x(&Ua$dcyj;Ep73kyQNwsFHWkv|?nQgO6HJPJKP8<~-z|UNOx*
zA!a$oed)Nn6p$uQ80M^{yp4<lli5apl}l|EvNmU8f7wx-*1Q_}Sf<-8J}8)UW*dq8
z>lUZ9QPWOQiua7@^gH>1G21Xv{7gds06NW`Jc$__8<gPV*0gmEQvU!@a?{*72coMG
z2jN-&0B0on`qGSN_JUGU_)!6IjEYUJPa^}?w5{~H<{3!19nVU!_8VJu%(Cy3`-x6d
zQ7#mvBOziZwtkf$w%g2vAouTA+HkA3DAqCRqbKvKj*3oQjGt4Qn6|;eM{))#poCAv
z)O%c<<GomKL>L~vm8qrZ7ut$F!pDeEfMoQ|Y4EK~)tfP6Ge;njDH#}aE5<*qbW7q*
zYIU~~UPyeO^<h+SKLJ+m^gBHyu)DZY;09Grrn2SK)d5RrRy8B8K5Czfp{?m9b}iI5
z7e(c{b&q-6&c`fjiyL^du?@}r<IvPn%F>^m%X;MVOu;+>$F)*{o2z{yE4g9wa6JVx
z%)rEAo#lUg{uC0c!iu#6HrUOC{LFczEC)eD5_{5PHL9jdViTG{k}xUaK59UK3bg|_
zA|+2+kVX%+O&zqdebxDWYW2O0X@{HUBcRSd{dKHqx3Qa=E8191birawsp`joD^Njc
zr+lFOqH*8&R+r6|XIPK`3BX0;^c`!cv+zsHq)B^r<|a{;hz?u)Dr!m;m%L}r+c=3@
zNtl)-`_+qmId-(yO|lg4-M*FC>-uhyr@>`89$m+i{{S9wjoxAPC$({R_pL0OoR5@n
zi}zG|VycZ#YOafonHAm7nimKoh<(_-ea&S^-eY$><Lgh7Mv&(}d!MCg>3VK|(k5O9
zMfI)iV_3%HwB0*m`SUIq@&~0Q{n2;Wr{x}%ZvN*VA|I_~Z7rXzQjPUAl#*6N1Z3m2
zX=#usK5Ov3iKrsBF4a7;?Liu!k$P6P@+KSHl0zlj{#-z_b_2aunkJ2iILJ67(AQC*
zY3XGeY8OLzZ{Qtq>sk8LaLs)rme90OpW!|I>ln@R+S(e;Heir_DW~42k`g-_gsH1&
z#l%r2IOiW)VSFwC??^>7ii;q#4aSsp$v7jSq{TaKNaHk{MWo3RX=6D?DBZ}ZBS(`V
zL2eHu;-!mhaJ&-0rHf@`cR3%0O9H@cCG#XZfxwEh^g5%W9xSG`niaSJd7y11<Z^MI
zDbrf5v1@syQz>#ps@eH{2kBMixRv8nX3EC9R0F^ns7b&e1>>eD<b6$6q|cqP;N?_+
z3F=7hYCMuL-_np}q#*J!#UN5n4+GYnk~B$^Ga+C=BY}~g^dR3R(sAjE5)$f4jNo;v
z@Y=80QbQuE=e<OktYFBkQb^@x2sz=m4wRzUE^u>KC6*&_(xKhEha#f$02s)nt2Rv`
z7Bp4EAts)&;Pe#FF>_DzIi+FqB50$_4WxoQty^0%z_fscJs9VjsTIeT!IuLg2Q_%=
zvrBBY?YC<5YKMF1CqBcLF&G7Kq*eBnCo%r}m0!EGb*zs(k`8iecxKwe0CV1(h4&@2
z&Dfz*c*R{ybptr67IS0@zvhf}tR-~xCBDQr5sY-Ki-qR3CzFn~nR59xQPXmHiVj9<
z64>p{InO4cCz{<Wqb8XkCnp4eYE_U9dY^tOy6$teMomm@WmOM06?<o`9LX5UNR!Mb
z?wpTK^{Hp4OFD<!gzm?+L8MyS-OA<V*oZTe)YZ$m=9~9X5|FP0ZyTx|M<>e^V%+LJ
zSfRIVZ3Jc*fO!vA?O8?u-S8^f!bdwvHDWCy^5lN*Cc*ruQ&iQY&WcpyO?%H%FUo;B
zoc$?Gt&B#1d)G$?g&Y9aGNKOkF^|LgX#M1#Y=gCC>#O^!=AT%Eeid_;TT7dh!aEb~
zS~lJqo<W&^cD>0pa^uBOpebW&s0RR%Sl2qe<<ZQOx{pLWQ%<b9SUt4lZY`Fbr!FM8
zO#cA0$*8B*>{W3TEbKe6u5*4)Nyzo<NMt^v6|b;cw{mrRvr=7JX3ovAk3|BhOK|cX
z%;k@{s=LKB$yz9+7AzMhtv7$AS7~r5hGB{>fVJj&(iwoNEj>nOsd58A&+kn)6`s@7
zW^zvz4nSy|ijA%htx+<XZ<(4`CdI>WeQGwC)nfG0^sdQhoXTm2Q&5-UnZJqzOwyB4
zGn$OQ6&pPUY;!e2?ZqR#LeEm!4UJ}~Sksu)ENeE*n-R@KO)DCRnv0pRCYntlG}3BY
zBvNUnf@!4G+>vQ1GfA2*A!#VhCTRe)wA|5}tAOf13T|l406*!#pbUM|RQif;X>&!x
zQtiI2s9Jy_yO0k<^M5+kxA8+V?Y^{*Z}!w-zrwlTd8OQG^K~?hX~$!(gHzJ(*af<h
z)&BsyD9As~tx0CZLoV3?=+U=d!>w@Ldj9}C)X-edY}>8ok~Z}R6{Ko4xzikF^pVs}
zWh*Wf_YCK2^&i%=gjZHF31i<Aso~SD5qO$yp>APWy<hG(<||eWR>J8<$-+NRE@j~T
z4Qm>=RxNuPnj%;{N^T?abw~xk?I%YSVQiqfPdiSy4oC17+Qa<&RY|O%kQSCR6CRGd
zt!KWUaSM5t?YIx(jPv!aBP(oWQwe3Jr(dP`%U02*5nOJT5&RPHN6`1LLD2kbrt0gk
z$>h!b$vFLbSBoaMa3k_Bq8Blb;&Jm2#-~-bxWm}o5dEQ-gZLW8tq4!l^DE&xqv$6{
zZe#g^usscA-{>mib-R>4g1pa3@wTa=I>B+eNXJxuNUu%M{8y&yaVdgeCH^SSQCxGQ
zR*$^4JpTY>;{ELoYWCJ>o6EhnSyTJKR!zr;EUu&ySlt_0x{UPAdYsnKUBpq;bKbcv
zTf@^@?vmVZjPgLO>0*@Co3k~Hr5#qs1*%$J+y3WMvhx5xE!0Clo+}3C$i_U#U(Ag6
zUe)MvYLi-n8?IBKjfO$|>M!hFH&tUcoibWo9<aaMYSMFQYL7~WE2BKqC3)$JnP(&b
z;~@IiMX6{%W|YT!0kXI~B<magHHUenU0Ds!5!iY#<Pq&zb4BdWMl~YUh#KB07jlrN
z-m1%QB6Ez7QBK{1!OcjQByf2il=TNnFH(u(liswvm}ew|v5i43jFJ4nWO|AWWlgP$
zocd8x`A_I*s?g5N^?!<x+P8?{mTBHOR>=Y=gs^X&_|9w3;fL)PE5B1~S(FhPGH?gi
zJXdM)cHv_2jhC3dVy%j>L(?VX8LmDZS~-JT-b4%%$Qj%ZnLro-dsN}q?xJ~9i*G`V
z>t_SBKW$mupPl1P!F_ShHJvz&IT1_dAUrlPnzM8EKebI12_uD*5fvN}Rp+*z8;6DB
zWsm~cVSq=dJq>Evab3uSti3rEDqIfYsuuc+P)Vt7#`kGxY}@LSLJB0L$NWggis|%y
zdS-|0O0dlgy<&66<y=ja7S|A6G}E*)M4O}e30M5ORd}u^g}BK29+bKHw={&)-0!t7
z3+Z>UZi+UrxL>@u+=uDY70TcETK3B>S9D#SK4JOO?X{V~0o<@2wY6)lImgeRW74yg
zJENu)>C0n2#>+yFOA%keJKV@lW{I#<(~MRG_6)KUZeD2n9k@S@cZcjZ*fOAoQ~Ybt
z{c5G=k8+WpvM4G2=(*3~T>OnQS4|~r967YP9QhCVQTBO2&yv~tR)p<!6S@nR4822)
zR3B@*=w@T|0<^S@Z4}K7FTz^Rrw^ZRXkIdL&m7dZei7F#PwzD8{{Y|$NUNGv_OC2k
zEvK06?2FUf)sOf{JVOGOH&PG|)6k66DOJ6ZuO&NN=3h>`gpnnz(faN}DiaZ2yn7Q}
zTKLyhkNseY{{Y@WO5Qkk7`W4H<{pJH{EclH)#{0rC|gEyVm$MXJ*nPVJrw?Rt97ke
zTu5DXs9`6r!g>77RyX#i{#~*3HPsnuse^)B6#TL}if~V_=T=4Kx#@5D)5YXUa<-BF
zIsX6}IgqT%qBHnZt8XI=qB;5u)Qx>6endq23S(SM-DEU#1&J2cQ^^}Y-=)MTaPp}>
zi&f6|`^2Bdfg5%dH*{J>hn^)LBxHNFA(7Z{c&4Ne*j1>Yg+^zcP=9oCX*nZB5;O-L
z57w^Q>Gv0h_YkxDsL1^368g^6?uOINe$6S!AC*Tot9f$RG8}eP8$hh3DgBdG6t^z5
zgcj#FcX6p7!5Q3XuX$$%KF@EtzrQVI?2wX4!9KKY3UYG(!lT)@yD!??WL}d{o_~<B
zVd%Xo2FM>V$FQdFnT8YOUqMJBW6wGD^{rz?^)i)a_7Sjt>gV2>w2{Vt8kfr>u_w?{
zFmGDfQi?gHIY?MuIAlk3547Z|=xbW<#do(B?{5-CZwp|siaoi<Oq}~xLcs0L+z(#V
zGDe?x?r%X#aE9!0jGn}DPc6gmB(t98nqwpVW8nG<l(Wb%tGDS&VB7OK{WDD`YgpTp
zmsUU(2i*jkaU>5<rAf4&0KoPC0P9mkEKft6)hJwTs}Qj#sm(MgJ*wb@cQo{Xx7`(L
znUj)5C5WEYD7PT=&(gGGv;O(pS0S-u_Yh<I?b5VRIptLuQQ0%|j1TV~g00)>>c<G4
zYkKq*q*B`7mt!k>4wW3YPbUfjrZ@trM&>S~dl4Ac6~u>;{3EqjJEo9D8W(0iDz8yp
z7K7nSy>vX~#1_bYXMU%O)40(sv>Ssw68VvBA3OC29O9v3A$~~iD3kbi!lnyP?Hj08
zS-}MqzR*3*Sl0Y(O{-bQ6iss*49X5sKA!c<-)fSWm@Kayx#|OQ{{V$^w-<&|LX0n<
zu79fgN%Pb;Q7md2n>@0}WM`UA42}1Xx6-jBa_^20`y!+&UGfHVTKaaC(pkRf<O5xi
zii)x|iXqbUt?lN{xL%+h^`mnz18SYSc)+P9oHxpy2OL!PnnbrCN=DJ@YfD>M6)K7-
z#PS+WNIcWl*p4w>FZO2Gz$5~C6W*xZ!YtbkMo6oS;`BxeqHN4?BVCm~pJQ!zAO+dx
z&-$P?kIt&f+nAc)@LE_;t4kH@A`QPGW&mcR5hn;aBdVP3xvi(@vfX5%SlvEcXLdgt
ziuXagEpXBW{mA>wcp|0Ob-R5RRWRw2B)LzR1C<83dyQuD=(nFUNDuJmis7QF&2y)r
zv#OrNa>o&olc^njDx|3n(y9*XQz<Reifb{)2fs@0u(V}ni}a=x#aMOg$Oo^zIU-VD
zb6^3H#%Oj9QVVF{Yn5Axe7O2<QIq*pvV~VwSKN^wk&5llIi_K9RGr-9Vw|bwNQuZH
zy$xj7QqmG@i7sU`O89o?{Aq3BmgZHCH5<<-Jt|ovwT3yNc5`yA@|7PhD!6uEy2XB#
zH|%L~vScw*af5<se(=Kf<LgVgRDwqA9P>lXzCyqS$<75b)RG=|Gz#YtlsyGc=f}z0
z<`x}IQpoSgr4LfkYO7lo)^?ADZKKkY%^AsJNvh$GAI#I%j#M1&mILOUx}sc!40ssi
z=e<Z0LWTA=(bVICO7UGw=JOYQI7v~02*@;Io3*qKW=<rhi7L1>;Bs+7NTn|2wUae!
z7WsxvXDeeFH9T*?Imhcnwhm*WwVQ4^tDb&Gtzp_UlCW5jocbuuZrf<ujH(^uSYtoM
zBLVtXEawHdomj_m86+*#)frfmv|yk1d9CKt^y^i{#oJ8&k#wmN_85jNtPwp60!?M@
zn%NmT&+Ma~he^J=KfAYle|-F)el;l3V1)kwrd}?4q(dk3u7NDIJNC&k6+grGK&=aJ
z3gm{ka6N@*EJt=@I*EKt=3|m8S07-sP{aOO%kwn@Nxjsj6SPeuAL4F?yJge#%{h0u
zk0ZM<syCi4(`<nd4>gAvQHqGxlYZhe_Ko}q&a?2n$_y7+!Ri35H1PeD3!AA2)SBmS
zd~1Dh3c`yLpU$u+zq`03&2aCZQ(G!ks%s}>RZgsyuE%vYr{VoKAxcQ&romYko-~w#
zwvnu3u{~>(E`PjfjN-J87Af9N<;H?v7N(8nuX}s`x_2YfJXI3eJk%ypOlfPTF^qOC
zK`n~~g*SCpX@xM&RnOdIqb57lW>7oTMwsWVM$#Idbc0gin0nMke@dua(+q~8%q&|o
znuyJsu3XY?q~rwVN@-(J=8V)Z99+_GrV~xgArkJOHAD?OQvvy==89`mC4qcYW$CQd
z6Fnm~$FtOI^upB}H7l96JiS8AO=hMuRJLT;GgM5}F{qf<ZJDqq-lJnm#-n3U*(?iF
zOH)atCZ(|oO*b@z(q@&!J2YmSnoQETnEcXanVK_2#bNoQG}<#oz<4xfnhhDJa37j8
zP0c8$a2_dXpwi}xh;<a)(t}Rm6rg63flX*9<XyDXF6_x$dB_K<o<aO8TF+m$fB5@>
zqH)KW3BdfToyJcz@m8kMr8?86vpYEAhf!V7TtjvK$4C6Cjn0@6fFYri(T6q8##%Pr
z8?ql&IIWu>5?<PmD&Q^L2dc_Cej>DuL#i04Pf4Q5Yv_~7kgTx|h55(fQd`G$85fp{
z%v9%eErwsiwOq5j(X|%x#II#3=pU4;Gx%=$HS_G{4m$aeFl_!6tZFW%lA%Vb?rmrv
z5-zP+Lw-%fV}eKDTJ(J{#Tr(#7+5Y-%p?6<@P7*NM!DKNjayGyvHt)qQ{|9<PtvYf
z*hh1TG^_P@AM(O>*#7{5;2P(xLY%eO;H!Y;)+em$o*uTo1;T`r`^)@|aQc>&cc!@#
zAqm;mlTPtwsiH~b-H9DKY@JBQ(D$yg%f$Ltu7M}p6QB8KAmG+<l}cOcjz4E+ayI@T
zxQ-KTdW(H#criawRw9bh;eX;wa;QklSX}gPr=@A?9vO!Ac@2cAxlp-KbGz7LxZAr4
ztmVtb@i_I!=j&I?POrnGI%&zG<==-QyaXE`vt0L%H|Oh&ax0b8v|Eb@JC||}_}h=D
zt;4L$VG!LjKO9I8%)gCKX|3GAr3|rNLVCwA`G?{$S-LZWvUfY7Ra;Yv!*jIetV4Y)
zTmmuBgI!d*c8{x;HuC+3=l*%feo}pnVQLx`<%vFQ1g~i$`IP=5g)WjdQn?@Yl7G)3
zMQ8bb#)^7(4rF>a#tV5Q@nxf`l0L$tKSz+7^LHe1&JB7e#%bqI6<S7<G9j^FlpJK2
zkRQ^#)D}5X#{;L$*0jS*_ek+<NRqNLvB*)tDmn_ieXiVUR(85(#PVVwEUrIz2caXV
ztowU~g6K2EC12u0=~gGXg*5?lV`>!u`>ZlJ?0u@_t{kOF^!uB4`Oq@6VOdBcK9w1>
zxd_sEO|d@l9jjF}1iiBsg4u0CIh4Af1d=h=(wlP+{7ZuAw-T~O+vbhFLQXNqT=nZv
z(=I8pEiYMpG3EaNMuv5oGaD>}fDeDIX3KDj2nqlk40NT22@G;b+r(+h5I*nLp?@e0
z9FTjCGx*f=A@W(5B8G1vCLuyMLy^s0wv_<@n#^e|9o5xjfw6)<@T+iJtm;e`P!d0a
zW3`Xab5ES!oVi)i+DQv2%l-nl>>taKWP)G_?0E*bRJ7D0iDhe9RXT?Y^40q-LR3F{
zBRzUlNhuzTD#hr|=I2MU)!mxr1X&yYT1Gjnd*1*_yEap#o`Jqo`cY-9Fd%Qiu8z-I
z;BElaYaNFwah9m(G%Yh!(C;NPK`dy=w3PvY6^Y_odx^CMmcb=R%Hl;h0oy%5?b^MQ
zPt+~vk82UnV@Z4AjXP07LZZ3oz*H&O-JJ4Vx-;iyhUrNXqtGF8K4l<#*RAT_4%BSJ
zHMD7QANwQb6^ynQ7Me`6T-YVU8A9!tV5sMzuBBO9LLDUai#-1T?B^X1<4Pbk)JdaF
za14>aS3N?V!G9Ws^edFWA~JmoVAi*b++NL?D-I7isRUyk>s;u!fMmo-J#cC1qF*^7
zZ6t0u3(XEm2Pu!`k3&w_Kf7BaLA_jgk%&kAG&rY?F4iN9jY1V2#7(&VRJoH27@*^z
zr3}Y`#cVt}EMM~8dA_mj&+AdO<&;DBHVVhqN8S2jjd~Q4GQ@H@zz$EfOtv$>8weib
zHE`;(fs~FI{{Y-TwXLV#32lo`(zVI|0970@<hSd^OKk@-MgX#9I1w{9=}s2&XKDF;
zfUb~P-b%nqvIlSZWTz}XwRq@J+n{UPh~Oupu*?2cQJi{<n&%{z3{T8S_N!58xjX}(
zYV2(EdkGmf$8|YwgeK5`TId%=j=;w6ZyFXj5vuQI{A)Lej9Ct6okye0_{2^@^c8G)
zX7r(Vi_462xyTjjR~F9<D9|8{m~za#tzlkiA8H5AzgZj6-vCssQ+p0JXPwVwX>F4w
z$DIEF-H25KCL1xtsz2K1x_wtgg3B!0g|R=~LzDSdBgF!@?v>d3y5hQ^`PPMdr2`wv
z*(9G~z^98?*XCyD(R$UB8=ky<Dai{Hkf%QNqJt&WNP%J8K1CzzTGpNw)GpFFqqlD*
zk1{#JkIt(ix)F?JPDiLU)W_l(Z*;L~tH?|#f~y$$q$9EP6_z43Q%(j`t8$E<3O4rB
zPjhhu5U9$tvEIaX#d5|XU6pxIcs{kzYIkp`+&s4k56$w%IaNNtTB#kQx%-$Er3h5s
zW^$_(jK#NAJdB@8xect2K2-`mYfdW+bdM&l#iQIzyo@iUbhiX^O0kF|hTEKZvU;AB
zyDqNV3a204QGs1uw};@2ZjfZv(k(3zl2LJ4y3y#aW9=V9l!L>!5@5Lqr>L!)Z4*wi
zDEB`y_dSI}dEx|8QrU9ewTE+maWa!}CkOa*PnLClCu2y)OzdtvLk*F5^z~OqO`Ccu
z`_~((>mM%0lg^YAfIjM0WzM9|e7K2K990ZtoP$c98Wi6#(+W?hlT9tehDSL)DXSAX
z+6OgeD|V3JEoemqcFEIoR>?b>>_ul_k$&<|)~24|xWaIwfr?2aXE-O1N@f`FcBuEQ
zqO2z%hB8{ZTPyhBfmY&0+C3`)9w_+3ImbcLt4jOa?M<W8G^HMW8I+S|)#kRF$bmEN
zdR7(1!_4K}l5^gWwtG}$XOCXA<4r)Qz>SG!#YR=QDsV?}S5Mi|0EtYFI)nT*42(}j
zr=#CvRTftT)DhJ6E!@+v>C_SRs}}o~WNnB*JeTMwlzEb~yv%-Yz1R<G#k)UuV$vWD
zQie|`gCERK2PTqH5s|#0OnCd=^wGHWJkhH)iE7<#a7^znm<CsBjAzi&CELXmuqag$
z@ZTsuk?U2|K4_GM<2f}hCa6If!!XCOr%QJvsT$!>pxe24$g1Uu<0ll--js5KV(&cU
z<maiT7Rlz5CXQ)YAWSnwC<OMU+D~d$9mdmurvyHfp$~d20xm%ZsPwLf!S=ds#<H<$
zL}8SK1dt1QRuEiNtB^)BpKi6CN^VNXdbE2Tr-$^5SQ+Jt(9ZmT&6N~gUTAhPNgdR-
zURK<BaiAwZm3b>qJjxbH9D&)Inj=zpRlxVI80GT4+>DkUSG#1luLPIVHL8__vDgUh
zP!WoqV0ZhWzJOJ@G>fT^5$ztPy#%8L%5|oavNJ_UvAd8JNjdFZ1R4Zj10gPdy1Wn0
zwIH(cSyl*=Hva%+es9jRl~}}yR9#FPUk_f)1d|lEkJdx}6}1MHq}l+^WxSIg!Zx5k
zp{<L33i|E$c`vv7($>|lg<}|NsWXq^917s8iH~y`)=PGC(B91&gtUSv0N{B^llhvp
z4v(r|w&z#Fe-pU_@~)Oiv^^C!%PbIMxg#}!fAKR+fRwXYE*N`!znydYNzdSknyokd
zIQ{08r-b5<4RbD7c2UJ>c^Y1rnUKVwcVk{>fAIrWy(B@l*?kxMYX*Dko5$UCJdS_c
zHKcIWXYn%QLahEN9;tofZ7$R>w_`I7fd>`MUU=J4x+Fpt1wNdb<B~usPdpCwyfD<`
zzNbtu)Zyl6Pj_*0<>r~(pH?*iU^;%aQLcRrM$_bVt=B5q9Ttk&7aCk1qN8d3>XDZ{
z>7}Xj2)5Jv)J-mX)pEv@aif?--eIPf%|pAIUDU3`Jh7(dG}6@F*rlk4nrWt&rk0=u
zCltbHEt+9GPy&-cH5qCHnh9)_8eG&{={M0~Tyq*s(>LaqG+0+8T98yqY5S^@3ywW1
zCN!n^s2%vE$!tezg_?(cDi(T%V<stTV>L0Jqc2d|lVjPcGSt?3VQQAhY;iRiG=-`%
z)eVSNG{R_RsLNC~Lll}qX{D*9sv7~s(q@`klXWJ<KQx)97Nd15fa)o`sLeZo{Lz|b
zX?Ia^4ivP&)VZSKA4&}~G-jQ^lQd?d%{Vm|0!-3_QD&XGnqnlU3Wzm0HC4pPDZ-c!
z6y-HZh>%mj{Ar6)0aSyi;JwHnfi<_GTwg(O4YkaOx#$?<@~n01it2nfY349EsjEIn
z+~}cxW2H-myN_-Cl1zkP$q>Vj<SQ!k!!bEB>2sE0$&Wa3`2PTfcD6cjD5QE-sWd1h
zJDCcw95Vgk^gXMJ8HX&jJDW$FCbg*9C)saMT|zpf>y{tzF14Wqx>fqG*zQfF{{ZvG
z<B|9`C-bg{RM22}z`ZWRs?MvHU$3olI*)~}V2s>b1-r97WrSpp_lIikg=kM$m{p7(
z#?`&$&WU&$K`cy01EJietzP(yzM8PkkzO*%pD~6G4RO}Go%ND=D&|PL#V5?C@HJs4
zvATShHg0&@et7fxVzy9>o!;j^vE|s>hewZHg|2L^<U$)^L(@Lhi*uq$9IqPXWL~Ox
zuJ6EFouz=D!s_bXWOm$z8zB7;<6GV*w6nd4yIL#0-<E3U`plI18q>J7zNd>x1>77m
z62I+p`5K<nS-rASishs49Grvs*InU@HlJ6MPP;2{Zy_Lgqb4)gk4oFr{u|k|lMKcJ
zc~IPs&aS0uZSu^%epY$+_WXbJ4YvHKuA}}HweS4>TmJyxbXI)SyO-@o{A0Ka;(JIL
zM$fQ@&wQ70{VUDvMX0%0rH)zUlz|#Xc+PwN8LvY4%(?M(rhn(bKlEgk=E&wLM2OoN
ze(4nyYb6AXqlUZ`i}L7~Eq5$w1gf5KiDhAh1QW)3RiXB~CRim%jCsL`_CMYRp|{tr
zB86>al$%i?m4M{#=lo4WtLhCn+^!i|e2U+B2Vuo+8i<c&V*ZhRWfare-)Y`*u{$P&
zeCfwt`4!XXo*llI7gq7dG^pF71%?Xt4ex_qeQken42bI6SS}6*b6ux|HCu^q84byd
z72I1Oarn_W=x+)m^(Zd1yUVM4D_ecn2u;<zoT(q|`gg7lYgjHWAIgQ`2dW-%UGA|m
zYPy<5_J)GeM+xVWH}3U5)lT!lu~=HW%YO38IYJ8UaqZr*=dsYJCUGsNagbZs;+kya
z4UzYb039oG_Qu{jb;Z=FF&WsT6(3sF@W+Mjyh90&+^?MgEYeH&PEP}mYJSmm2~dPp
z+c`|VXIRqj`~R<%TAEslGe<dd<^cD|OvQl;hyzFE21kzErJ1R@_rk4!;>^9$hT<Lx
zXl82W-e#^W^Zn=ZyYW5#cenu@uLE8OT-SM>=kxh^R^KW#{TxwlESdJzRL={Q!yNIv
zVM|Fy<@Wl{$lv9G<?|{p+Xr1gS3k*YAd)Ut8u+R$6FYS`PqWcae^}Rr+Vy=8(v0AJ
zKKw-=Er%>u(`&{20YBTU6aF<wCtH3y>Uf#sg%Cv=0Ble+m|s52Ipmjuobxm1k9Y@g
zhIN>aUFloB^)<!G&I651DtN8YsITjF3_se1^C)>RW~<j~!>^>||I+vZe^NC}GfRzm
zT2sQzU8m`ctv_#h^W(j27HP&ICgr)pSwr%_tA8ei!#=rTky|KPjz3d`9hrNJ@|~Az
zq*BSpS68SR;LlF3@B#fU=o`~LEc`6X@1hg8Cm8RNlUmAi&twV$>SPZ;ViHZ9B?bAX
zyJO^tI*!*)u)#2$q*wSN3F6m+&qS3jV2DH1k2?W@)uB92Tjl~ST*;ngldDOd7bIG9
zrTTe6TxbHSfpd<&{}@>jR`#zl{E$WMNi>QNvNgX0LMr4PerqPlpT(VmxUwX+<d5o~
zbpP~o&TM_4_}S9f{o3V2XId(fwFgvktbT`k!ZoDP#?ElmS5=@F<ftk3BiTV2x+m}O
z9=mb!MGoNT^i&Ue!QuFnbu)0cQ;#_rmwzs$T`RJa_;0WWK9FO0`;fe8wb<4f7uYN8
z_6--5(}vN^%$KRL=(rFYmn`B9Gw_>~y|xDG*H&wRj#$P=D~mq!hqkPU`_G3swZn%9
zwPLRp9%+;h&iozQwhinw#k`fyI2)f??PSC}V*Xdfl|I;Xame`2iO+ls9;)EwMnHZi
zdbsWi*>YvY(7J9SWS>8&?8?@^YIfz6fc?2#t}x`wma00$hv2TQ-QD8`91j1yx(Rtu
zv=*Nk^l+rweqo>ywW4~Sq~q`MygKd5Yk`*%b@||U(M!(80R@SbIeYOghjV-PfaLUG
zEo=MoP2xl6vzoLC%kr4P<y(+<{-X-4e$02tE-C+<=mh?Gl%{iLM%3p1<$Z&~b;<uZ
zwEwwk437y|8GXWbPjCLXqEY=iZRDnH92V@uDP%@!zVmanFG^khxGG@NfRLk6v@V@(
zVlWSKl>x;K!942BSkLZ<B&B#FHkyN>L4Jz@zO!$O)NUf#1ILZN8=M&odKfYDTjksi
zv)tWnv`K5}y`**zlt-0}oCQ`MQ$y|FWZ6SmWRh(?g1Ms4w^W}#j*Y%ujK=POwLGa!
z88@>R*PUzR_nyM7c)j*iK4-|<q2Vf8$X$V2>!6@Z2LH}i|D~sgtmgc4&V8g~;p{_y
zL$JTI)O5f??qtrh?GEis?vduUl2u6DoWGSNeOjl#r7$_xYI(MWOqk@xI@fk-(eP9^
zpniYMh}=Z}{JQ+wBn;CieSgc}IF~Q+Wj_5(KSQnlpbizJ?(y()x+Fu)?ND|LysoRR
zYnkc*-*my7_8*ef14U6BW$rN+_ik^1|5$h`^sNgYSIgXT%^2Qc=yA_@OA^4?FW(pA
zY<xqFyRlfpHIdf4Gl@@`!2YiuWW={)#_=+AB^_F(a$N4qN41)QRtXQIk#uQ$*Um<q
z=sP4W>baYfVA3Ote}l-wAAR#H;bHyfZdBW^AW%TJ5wK$AQXM?((fDcn>*GUqr!Lm~
zpLLMTCeA=<h(7x_k@*LUU70pEF)Y52UvZwN)uozr^jw<lb(E3MgjE4$Xp6<axv6?#
zeh9EExq#%36N#_w=sMUm&-}QEn1*gh;0$n(+_OE{uc7kclj<-DoG-;O2E*dmmSwz(
zNU9(oV}&`Cp7`D2Cf<_t1;p-^3zk&-Y%0UA@658+-iGA;c%esYxUOohs_sMgROiQ%
z*}n5R-7{+R?zB=h8?tXtd$s&}!?~IzLQ-W1F{|>83aeQX&606(7N>p1C)nS-NM+||
z46tT$6fAOXNY%oF{9fHohBsF2Uj9{k%S+&l;=B3};%CfBnu=|XN9K+!f*%)wFhBCZ
zXL$yIiu)w5AzJ4Q{%hL*&|7ytTi-q0<F4GItr&b}4`P}#yW~{2zW%FDyJr0F+`u=*
z{3ytr(l_K{7>kDyD~p}stKUfxiimsRq8pZ?>5~FKa{eYn{`n$Bcn+Vsr!158E^z2;
zij38SLj+?ZOK8eNYPcg^CR1mi2n#NSgKpr>xiVJbQL}D)z*Sw|gM_glOUf-}E3)=m
zl?%juSyNl_ZHu@5*-eiL%3Ydfu-^pljuc3XD-|!vxN<DWx80fN^4IF?=VR;NWB$6A
z+XOOq2e>B$vTEd-e{?iU=&&`Xn|#9t`h{kzR$PvM4Z4-&zT=ItW#3;0EM6SjhLpcB
zcIt2&9SGGJuI(wf2CPE{&J>SQk#3+hEMn{`_EIKk7po}|#cd17C)5R3CM-oNnYBZU
zL+jU|YfxW*cB*_NjN)n*nmD9K95r#sR6@6&Q{sDpWZpCosPg(<vBCjA;g5LEwSsvx
zrzfl<v#5OJGjGYfDSblxN(m)CxY8;<7+oDbq*Kx(sd;YUxkP<F@tCQ-a@Hui7$lQ7
ztXo(mL`j_D0cE(##E(I<ONt~F(6{b1^pUS&#d0CWj_p|TwGzyeO3(WcISdT-nqp^S
zM>Z_~pG@UO2R=jZ4$g-Qn1{uVanVv>*NZ6as%1;41bvkHq=~)3Wn;`^T-oA)Ya-db
zY{_X;2M>#vm13pO0gjTR)n6W%ad1~eLF5D^mU1Qas!blo!5O2`Pb_lT#1}Ze|2E?P
zXsZ6@GS_#G&F~v$^QCom&fUFb$%#iyQa(3>YiSuqAdNb!^`v?_?)vK;6biAYjb2FZ
zDlr6K_l4J?#HFcl$uVTsWBOidi0ivvqQ~FSFBLfuiJ3U{a^TjiH}+dV0)P6mzlgSB
z1ByQ;`4N+`Pm)rWKgW*spoNN$_WZW>`jy8o(O~E71sxGKpr;x@rQYRZt)nY`(!O@3
zH4|I;bMPJDv5sK0H!A$@RCB7Z;ky~L^TwPt?&{VBQT9mA1~-nC7s|^XDSb}IgxJ{T
zc^j&5<NO+{wp+&;_=G;A@TkD(q)q8a5a90b@UP6Bclan#F&R<aVO$;@Ndm7@?Tr8v
z)^!Kru<}PJ5}>O&%XhLN?JQop<<>Wbd5-{*$AJ@qSx#{JiW(jnd|1TSo&RXswf8gh
zLX^+N)Yi}cvHo3&h~_A!R521$5-S9xTBt;WE7aJJbgL|*6?O;0LH>pQ$fG|$&HnL-
zhS*ivyrKERCmTdIo9W9idYfZOVOx-R5;r)A;*J)WS0gQaIB9F_6=Tw$5#ftMhV%Yh
zD<`1kHI)3-F8>;8-W_w@c06Hr*wWN9vX{ECIm7$K>FSUJF+!Q|mH)2kU%P}?e6Q$L
zRI2oT3uKaxWj%X5JncP(Y<aQ<X^Og8+geP%oWik=wt3bD!<PmwZ`$N-j$d2ebSN)B
zmv7{?W81dcXWku-Nn*#^Y?!qGduMIDLpIZ9*8SO&OOF3gtsK$kP7yysR^(`Xug_^b
z-O$c*-9|p_6l?LX7&b||`GcJFm1klb;dRul3%_?F6(V{wu~;V5vOaq@XLzkeZGtm+
z=XbJ{ZE*8yTU)I7lYR29I=^jmo7><g$qx~lJdF$_LZ|UH`JTn?)2Qpb=^P=e){{Ys
zKN$!b2vI;Z@AJyEr~4SW_nz&Ntn&)3^81kVU#q**m&KgmskQ%@gUp{xO*5AiVs7kF
zbLptP3%?*W&(=0pFAaLtw70|aXeX5h9M2}F>ww}*`2oJEzhP&~9}ICiMfW#Q)$Ya$
zZ@vk?lwW9l7Qv!b^+`P}w}(7*L;d-Hz$?O-{9k2uJh^$-aj9P_-*;VqzRe#QSBd_k
z#XR<Ik`+E!_u|<Y+<5TUUg^Msu<$`$6!-wKnFRb>8GYnd`6RuURNB*@G(0~ZWpXel
z^17YMTR?aI)pR5s)5g0vZDM}Zz0)p7%jG?`k#^o9l2;y~i7x~#$Pp2q7teIDX?#)e
zA)Xz7wP#gYqbIkwdTZ4atuj#;iWC`c(SdOWr|Hgb_jqiKxF)o0v|183hWHLYj;js8
zD<vyhbVad#0njrGr9Xu@(wf9n)4t`jo^X`S-@*0MB@4CZMha1=lbViZ1yWOtn|OnU
zl}^DQQa!Sg;$CT$>98&wRPOaU%{~1+UP|h(R<N^;x6myvtdR=GMzqeZ`May@S+&b?
zfen*<wk>&4p4kuPhP`@zuG%?=Ba#9FWJvEghrJd>*4-G6>Lz!Voh2FQn;z*VSvMY6
zm}2h*B6uko?~+wesf34_h7#gQqkiEn=p`w4jV_OBy;&;X`je_4a?_DCt!kW>y=#`<
zXLy>)IE`5TJZp`UxjA6BVI}lnvb^)&pZ6D3{Bfw)XGhT`CGG(K4_Z@X5y`aZl_fm*
zB?ntymkr;P<XoRU3)}Ax!n3slcwJViOuMDbPisTaAxnSFMNiC7PJ4lXaFh8uTrz{z
z6@<MEW32gd?WR|a?QEr4)vQ4(R^8HmynV-)lj~<KVKOtRG$un?tS1P9lVfl)<Sbpa
zeZT)WQJ|~iB5Rl$uI1<3F&-vk$ecC&X=i)&4=4B7GYx4k*D(QpgFx%fDV~u_!&T}>
zW6pMH+Mc~Nt>&B?yF+esFRBPhxj*!Rpg8W*N}ZcyQez{n3^+@L$WsQb7XKYs$0mHB
zqF?JwwJrf`)tML}gVmUNLk;eYL~eV>oeJ|D1HZWP@ly)^@(h>SOTS|A(L_5ZiwG{8
zoTb2xgvCioqi1zs7wCsgXx_C=Qjw6>tDF%UzYyFr8KWIswA?2%bjv_3&!yzYlD8Z~
zNw@Tls$D+pNhC=ozs%S*%RA!L({=61{N7lyZTV?LeBSN_Dv9rA+y0)`(>=!LJ7sMd
zY)319U{~|{5%T+%n5Db_(NI1ybWvFS6@S_a^x}Z|bJ(vp+XlX?;JKGf&v25Xej(T!
z4I9i}jvX<a&`CXA;i3?t4QG0r6O38bZPx&3?$47r=Rc;<`bF1Uxrbr8)}U<mp6t%T
z6npK}y^nTltRNA~jPZy7CgmUYuhjyooJLwLwYHJIHV%VI15B?^Htop$dY;27!OhJ2
z&<wVLz5Zr{7)M)2hr?(8vbf@Rgn#bt6zo7RjvZn@k(_zFmHyJ&`S%lFl&TWFC)87V
ztK_>!1eQ5Mnc3#$uDGPM*XyTHMaG9>>sm)=w+zT!&yucK@AWZ`t;uY1_?%Ri5^XmQ
zi;tCde=|--^;*Fmw_E&~j{ctVOx+~9o$cnVHm2j-e>8EuS&dC1CvGbL<e|I197=lP
z&?7bQ^Ltm<Y!U?Zs>=q9$zS|)Q(5-(LiE;?kGBg_nx!wdWh)hrcYGVE9y$FU;0ye|
zkHJOPYA5RqQERHA)BXhkvPI;xM!Actv7q5CK~C=U&KGe5t~n_O^(w!Jx8#unbdcxB
zB$z#9%&dR*q!Jv~#1;{Fr%mup4G$Kxu@-`H+S)POrV^bjCo8UcCP2aN=9&=gpC9l?
zSh0K;huJ$nl4Q}El>9AOF41|z&a&@1q1nSGIRUqlbUQOOA;TTA%SOCq^B8j!vw|HZ
zKBUruGI$pR&eJm~E7yTVLKG1<gvy;@?D5fKh@p(zsRxL!RVXtKm_EUiIQU2*bqMj5
z5WVGXrs_OmqF`}r<GbF_nzR(9>JuS`fY`(%(|ka5Rqg313WdXKBCeI(pB?fFFzmvZ
z9lu0MB#IM@cP}p~l)yEZic=BXMD+|AI$5+>I%dMWiR9Pt8mn0xpV$p-Q4DZhah_RP
z!;C>>Ok~Wz3db$w{y#OatnnqvCkiJ%!?1xKh5ZZxVq!imQXe0n6yd&17}Woy1-Q3d
zKz2inF6>f<X|m>8o>gtxa6HrNklX~CqY7?1d+Xmg`APr!uTng)f!5M7)R^F~hmzhb
zWzXLt`t=wOb^_>{_p$>=6&a)K=*I2>XQ6r@e1JP-Iu&?(jRvm|@S_<ASXvVT#+M`0
z&>0+Y7L+P99Y_I#{X~3Yw$Cu#t@z374f$uiLhOD@ZK!yR%WS+<2KPU5DEQb`LObxi
zQP=zUPYvyT9%GNV_yX#A*V3bB+DPFWUvhsFeyw%=-A<Wr1FbEH<~%R-=%PJ{H`dK(
z5UY6@opPzVLdLe!KEY^&80K9ssgUTc!=JCE^@vp9iPdN6%8Gr!YP3^x1b^#-9>pjD
z&dc5=E85Dpi}+(A;*R+>pXUvBMd62H_O$TLufsXNeDi0ouowKhQmlh`dQ|eVuq6_B
zhdX{jQgNDBkq4h#e{n<o(H|z=vq`%M?FAsh&+@`CK>d4y02l9Tairle<f*stOen|o
zfy1+;VB-d=nZu#`z<-xLxNQ2Xc-mtnqtVF0EBoQ!vwQ?+8YH7bn5f|lhoy$?_|V)?
z#S_Ety6}$+>iNCUe8bwlR^sWwX)O7$?kTY|_seq~|4Q3_n5tbPK_hY>DOE8`JmgrP
z!bJI2=$y{pO!1uRd@*xT4LHkJWfgK5j*x_U$X{GOv$FWJm&5&mx*t8PeE&nbDe;GN
z+kZ44^b90*c1q{gwTP+=D<bQfQk0`dZ}8vrUojgSD_aF_w@MiB3_zx$+?MDIb@7GX
zid&K!({)@TGsv44yT$}P#nQ(XS)<IZd+T;nViZ~PYhs>Rg1!B8Pk%q{gKnsWMAk43
zbEk>8(KXGimFE+^&>dcqUmG^cF*U_EY89?vMBKj6L?od?{jA=s@>(3F31F>kC>1@y
z59uG6e%8}@T5<KOgV-5m)k9zVO{Y2ciz^q@*)DHmF<bM)?NY;(`&{Q}N_m6U?5j=x
z`nLz)9;8)oCVpWoHR)<!bbMQ%&HUh(N5@;Sv^Ez#_@lU4R<j+|ga2q~sh4<L4A4+b
zEM$3}{Qcf<imZj3DNfR>g@0hgi+}X7$%9mtyYj`gf{ty;atOYmbLn@E1zLB5-G4o^
zO{o~U07;&k|NQ>%k}SjLd%q`3%ZYIG9DbDdb4;J^iH(4LzQ%y+`8Mx_K^vQNBSgb5
zDisktv1)1-FTlr;B(})fdya-4z<ZaYNp%r7-Y=VOL_08^#Lc6S-G#OFInt5i^64>^
zk2>eS8~D0u_;_x~`FuyN8W6p%^D&D(8j9#I(vo(c*KTw^&pAgs30V1Oe>Oc)Bgm9?
zKl*M!ldmn2=%kIDY9d*>XL&oe&C<(BMLmlDWAN{?v*3O0{u*&&tyIN~H^b@$a8*Js
zNBu$|_EA8I?OD{2rOs9o7=u{3taSRTzUh|~CSj>AIYfy}IM?p49XK%1^BoNM6Q9t7
zr6zA^nifsARDNR{x{|Pi6<kLe2g#|VU(y@^4H6H8b)JlUcvK1UyC<;0_N?3PAM0-m
zpo^qJg!5K3$*G{80?%F(TU0A9t@C|ug9U5ZMtlC{HTd$ZZGBYmrBGAgp4pV7cH?+~
zQYf#3RF;4cxn#xY_t6mOdXFZ#L`8B1_SuZVwoL680ItaI_xW7+GvAVNu{4!>h;Q~f
zw<(#AsCpkA_a|l3wBI|)dN0W}`wmodn5B3)4a9UU#Bhm<F3A{e^G@P9cZb~Z8}d%v
zj?+!HA3WkHln&gTzBKT!++JYB|0@bVJ^!b&wj3%OlSUZ%yeh!m)ORxy%E5FBlc)ZM
z>Kd9yEH7B6%e;6e-@m?aZA%urTkn}SG$b<fqv7aMwFb2%7Tj>|@z#reveR2INq^y1
zoA$5CXmrD~sM(JNzOUrZ0rPLv?w(h_)#9SQGPN1|>22{DdaALXq_ZpJr*io%R=TJd
z7x4aPJk|H9iOgMKk8Q4nIJqaxK3vtB<UKaI0Q|169ofyMWFB*nimwe&-vzn+$(QzY
zOgW)!>WzQg1UnAQawm&*(_$4&t7YTL@g?Gu1lRcynj!l3-tKRUUJfIELs%S<??kXr
z|6|+`G3e3HxY;0?GjeRSbnH*+r+>7|>;8Oj5iFFNc&u_R^?4w=Msd_L9FKd%Y<=(i
ztzaCm$c5$Oc#5)xKwgE{lh2ObGS6;_{zsF24JMo7`u-PDTQVnapiF93b|8lut}()P
z*Op%M#uq}8+E~PDVnk|12&eq<jg(3bR)rTg{ObmCWOMFl=&w^}LO|3v8e7$Ksma-O
zNbJ6`cl#*^^3e_VRw`%V<mM6XUn$b|&Y{+urRAUhzVR`+o}+gh06o6NGBl^4rhCa6
z+N|e2Qi6{oJ~gfX&cY6yve`t;b7)%=jeqEg!^;E(U%OpMn1?Ra4E(q{^lxP+Vt%RP
zZ%RCm_~6^8)x|$S#mapzV5Y(`A`_ctIb52<=2hdr?lH{_oJMI=rYesLl~|r<E_c*R
z=J#V(z6zqQvYuL4dd}A2{0y^yITafSpP9c!tR8@IvH9~w<6n@F)}RsZmw~d9(G!Wy
z>i2c1Miytg|7au+mh5{DyTY=^#3mdJTHG6_PVzh$d&rt%>q`(!`t6o<-I-~b^*&8g
z&o@HJclKC3(q=W~kIFA~3P+X;<R~RE8aq8$?+YdV(DGWz)r{rH7fB!Wm#+H`H>Em+
zp6O>gH3FfngRlD~q9q;CO6acU>xs1w%`FnA*t?B0w%o#(I8G~bow~0dvxB9S2K_kR
z;5qR;l1iat4R#@D6guGrk67tj5o)cJKXzwK*M)T+3{eD@;oj;-!H%&^rcCj&FaZ1`
zo+a}@2W!Y#V=!A?Yn^zYGkFD>Xz?w$(g~gV9za$`Svwsdu;^@qr7G|_ykkVkK-d@I
z3=(eRupcv4T^Y<hgl3nffY=4lHW^N*u$am=7$>2<&XgC+iqM5eP1)5s4u---Ex#M~
zBtKr0<{Fc1g;;)v>Ca8!EgWzZkXUfl#+29(({(%h)O8Jnl{eZTT(Y`_ITw)~Wm6@F
zHb5t~xUTparijO*fS)L&DVB$G|NDBbTMy9QclyYN*s(jny4ye!$`Fsq{-6s1vO}n9
zOgXU(U`#&Lhu_dp&-k$nJ#~<q^??D3Y%TV&Gz68pi4W6pDV6Pv$&;cWR!f;}fD|1C
z39Ho_!o@Ml<hMghj>HHrc3eaE;foF8r5xa%Z%J9agq;&XPxNlt^4qdPu;hJ3i&r10
zfvA49>R#40w=1YD(s;Tj+ps98449QV6>gwCBL?wa|A+{w<5Y~{Afvc$1txycy5k^r
zWM<mfb&IQLD%k$K+asg7`vc$9e(UpYkHJjO@oHY>FA;av+L`^lNMCe9LVgu_q)~9+
z#cKn9aNztU-^6@d%Va!CxxRVfuA5AqQ2L%k|M}7!Y((Rg*05>2v;}kvlgfXK+Nz|N
zG?WHZFd-RB7=8Jy7$IAJoi)n=FQ|vW=z4XE@UJ~<YS6C5YmMu^v+t^HW4V$X>KwjZ
zo0#v2O?jdRS%o^Z<fXKT|Nd5OT=9E&TqVoz*^y`QpH1=KRyl@COlK^-o^FlD)L53~
z{qqz{?UU;%RQ2A7gAL~AvMO@mg<1=M&7?tQweRbpXj%`xWJuHhjO1%vbhm4ZkF<4n
zqE_-4pJDVq7{(Xi_NZL;33AT82RS$i2)SnaSD_+)vAW~P;(aW8(UkdBh@V$)+P-~u
zUGAHIQb`&Ap8WX&;ZIQ%JfPR(1}q$H%@_GBmSxgzf|*s!fi$c}Y4?xt@JM{_kOeC`
znBxZUCptrdjn<Td8@TA+fl6n^foUo;$-VFn!wdouT)S(2876_9AA^ft2}N{i_eiE{
zAi8u9<Hv1pkwXi^3+N|p4XFlAX4MZ+TlqnGhZn|k$G0;crZ00OJTJ#gr}ayT9rrV<
zDEp)vaw|(Jhr(;1CMD0iQ8_Z{XoyPqk<}x`hT$HW<O$O^SGZ}yL3Oo4DcJ^sx;C95
zLZWNUZB~jI9dLa96bFcDdvMW-pE7*^f(tZgxa8%>1BMtaUv5bK0<Gff`);&Y7o6AA
z^8K~pxdABD2l^Wla4_&@`EO@bxD=*POZYeD-dSke`-Ma+x&D02k!GRz=O51&PYoQ4
z0q^wN=U3kUYr0fREg)RN{}nL*M{{Z5sE!Hfn)1Z(NO<PMQSimR?+5Qq-ux5Q{$a_r
zbUv_;qPl$|SbtmPt|fg+sUqzdm$M8IDv0A+UchixDz|}<vot42bne}lTKO0)yK`VL
zCBe4w;rQc$E0yarl384+e!)qk(l2rhr3Qm5E=l||O=C%9rLLUOwJ!hBX!*feiDBW>
zrs4Q^#X<#F@o%3+eZ7Co`Md6Y@00&%QY`KrAe~Nu$A5CDrW7koVi-Bv{q3_bW?19~
z>w&SkcHlJVPiq9uG9nH$BAE6Bdhwz<p1z2;daK#$L6!=?bMcMibv_6iwM<4=|Nicf
zvG0)b`zq1@Q=#SCqwK+YH+D-ib`RLP@?qkCGy!j_8quMN1E)D{%*UxyP%}m;gb~wD
zW;s9@*eHmx6sI%*6S&2T%<9nhRVwIqEz9XX;{XP$kz_9weMv}r1zjz0!}@bs0RXmJ
zL8}A4Pp1NN;wQLscUO*yv4)yUuzbWQ8b)pEPnSsF0o?+Dq1_TmJSA82s<=W6%hAzg
zPmLfqrLw+`Js3xiJY2}S-1kCCDG}om=x^SHDJ*+3Tk1Z6(@nU8*LO&5MfEG1Na{J0
zMITktj%hHW<AYTQD2x=No_u?STYS<i4sY&S@Q!l-5GH|pY?28h>nvqrn68szDu=M&
zCy-aLww6m+R*SyeeN(p2Uc9*D9RAIP0CP4{NY9aVh1G+(41`q%CJraw{gCR2<u<|%
zF|C#P8+Il)BiCfo<SKI!>E)!dG?dDQu8TiW4&#3S&9G^4^i~hJwWZ)b1{v^!9CdBo
zM!8EUn13ZeJ1VU*;I}{4-mGyPVVr{}SllNmk~>;<V$}~2_M6Tb3)NkJDZ>VuhIabT
z$xLBnCb(gZi!l8VRab8jRyhwHg$%5{qKr{o6J9Q&{7uF*%;ow~jASBxVXUJVGLf=k
z!J<Y1L#~VEW8jdQJRvH818TG=1IS!d)L%@cg?}<?5i%&6Qq#34Lver2hIvc$qhH<u
z-0(Ha+*n6lFS47`C(N6o#gH;i*A^aHG|LeIi8V3+M)l8}TrGFE?^jd~;ZsR`2^p3g
z5)HLBh?ClKwoLshc)Z2O;7uJQIn!J8MP@G1)GGc>eD)i6_iflcq+4j{F+r?vXu74w
zZAQ<z9@$2Fn*y=tVsH&;ZOgrk={RXLK&~xjz2xvQ>azk6qzVnYIQP8c7%;u<8U97+
z(QybgqZVao9XHqH_#e$C({a7u&nQ-^Im{{wsU*u)biBL3lB4uSamLcR8!D@e4-&=!
zrdCn&)ps>nRrlcUKSuUsts)l%y`JnlloAZzn33Mq+dTiSP0jQfDSk(^1@m<20ldq)
ztNHjwM}PnQk4AVt<zJNW|4Rzb`a(Dl|BohZZ{Xr1_20Yk)nmBnkxHv(?(@5W5_-zO
zjw(GSqvBu~tbPH&#XSC<3coOK`FsqIUprFz_vy<6!6-YBvQ|uDcb_wQJ2!>Y9v3mK
zJl*vI(Zv2jDmM4xpr>V0XCq|hpM8In>6kvVI;hJHqXCbW<E1TI7Ol7pb<O0ZH{mT{
ze!#54i%L>>jQT*K4&F>x%Y0Ca6dLl!l4esp*0O4m@+u)auGiPHw)nbg)$Ieg{tVH0
zW}0PmOS(>u0aVNXh2JByt(beQ9yiT^T*>sFfE7ZRzjS^&uIZ{SSjW_SF?fn3NPpGz
zH<i0Kp(Fads70&jdr!^Db4-)tZ%nI)Zjs>4g-sHxgol|A(f@>P2{eWdS>_m$8INhX
zLwWNnMYB4pOZz=~C*WG7?oplWZj-uIX_T9iI5?G^+GBZ54zj}eN2Z%oyH?&+Fp(Dk
zs;?XMCddf+7`QWqzZ|WWOZ|e?amhHqt0D#t@O|3jipc#3wP1op<Q<wd>e!G)VwuCR
ztmZa#J(AGVMC6yP)heX(au(2mvq^1wMAK}qa|1wsnl)>v4@ZF4ji5232L0};SN*{c
z!g$l3_@9HqR{3dg3(dz);7XaI0-5}7>qDA-h+^dy>T6ah?`#;ESoYc5JP507Y?hUR
z5xy8Ni)5t81WGD~#j9F(q&*$h*)&|OXn`qb_J-{nNU=D(dzu+J3H?P}ey)ka|NirN
ziEpqIidIT8z*+uv$LD`QS=$X3mcyaV#+%T8mGE~*-bdE?rAdqepGw`?NfpwurFf2s
z+oZSdRvs=#l}Jh`qIFJEVW8U>Y$}lzKFWZ8(pp{gc;C1Kq6;4D?+?50ODb`{MQSl3
z>>I8|k;=bPp~=F0{k<)BuUMAfXGO==R`K5nGxmnjkWzi&`F<_8?r^Yh${<W4lO=_G
z&{oLkXx)b$EZ@!OtJeXGzX=^idP$VL%3jwTke)y7|B6=qO1{s7j!|Pq_-g7y(%8+=
z48IS2a1jTIAMN<TIm`OT5=PzVhNapO1hNA!b$twwX>rwuaKp8XAKfP`7KQfh5=+)X
zN8Gzq$o7nodmS-%^u*8_zszyD#U`h;id{)U$$$D(AAEdS3B`X1<y?E4nW8zooC3(h
zdzXW_#Fm@%QJFB>uedR)-VpN`%&cjOzJb=$m=a2pD<SLP#46ub+F87&n4(3*9-^9;
zO*B2|U5UWV%;reOa*(UYP^A-3?N#A%$)%*yn+LtSmTZD(%-yPCT_o1K4E`&46AHB6
zMHZQH0Mg)ZRq`PG_cxI+eSd_r32)59GPlk}N&s4K8!`Bi&=6(GmfYNqyObe9LvR9o
zkaW)g`Rd{Pf{8Xd=KWb-Y@LqoWdpQC3Bb>H(D=!+0-nn<4?fkjS8`jz6fg~(@}_*e
zSF!u%t|k?j4$tT$c%t)kcV>uCSzv>YmCLta1!{v*Wdm*O?nmb?!uPC>XLLVW^E&GB
zhfSM|(kovez6`^`HO7@cAvba>z~!{xB#T2&Sm`JJzUCP)I#^kHthr6r5Z9Xd?Ak~)
z))f^D9H@D)Sh9w7rS%Xat;;7;NOlKylZ4Xs;hcBysXBR{^_CFVdab8|MaT0V%8$A<
zzT|A>*mQ-5eW}mZ^wyW;j8x9obNPo2ope~8xR=>-a86Aa408I9=JDWvG)JB-t2Xrr
zstS|3G_L;N(wMo_<LeoE5XwSrrs6JDHWSAri*w;910-Yex_!BE>mAz>?IFAHJl__Y
zG0%k3wpu@n<cc<ZkM!PS)uvl7q*8L%^tFz=BK$LjK@(lf{jFs+$<lTif$UVrm@%?I
zxXF|mO8Tq-p_Eq1kEsLt!Mp{$Wz<G3Gdq0+eWgytWgTz<NQL(`NEMlo!$xresnv4;
zRD^2o8Cj`4xmDUuyzA}mPt@z8kDMLt=4<D8;s(mChs9}bg+QFtxe~u_L-Q07?}nAh
ztG5b=+NScA`?89=7HW_^+~y~etPAQ=5^tk0pAUa;+a1?@zg_*^eW}B_McvBJ_^h!z
z%u2%VEUy~9_nc4{{^NZxB=ASG%7N@wFB8nWa>QSMYp>(e%s+~E<tenYZlw`IS)AfT
z`Gt{99(Jr1uyWi`)r??F)A@slj-vz9$@~6Cv$a;E=jAIwd&f}|JvDQc0eH+k?rX(v
zlv9&l^%s%5Q|tJ*uj9}3Bu<PT{Z`|8G0u#SU0E_I1v$xj#c3r@kA5e)fYoRk_{iMy
zHbl#5=&_`8Ly~G*(-Hnwi5ajrP}Ad)YwT!30)Xk%>X4v8gnpn7o0EbWLX+x)mx_g0
zo}u&3@cEH8^gBgs<sR9m<qyRbAJ5Y+<bH9QZb<4CIO>%WIP%9Ds4GEcjw@$R7aE`U
zZiDUqkWQ*g?3>IN{!(0bET8zPlTCV#y5H8J@*51k(Yc(JPh(t8al5hpw!2a7xW7n&
zsg$+9Bq|C}ttLnbGR&KVd!SNNtn!BxvOZlg`?jNGVgl*9j45*ynOs+{6^BNT3<T)g
z$8ykg+=hkxO#yb7u=DU{nizyejXpv?(81%cH@AsT<8A9h$NSYM+vA@vQKoDQP6<~c
zqn+Zw1h#bmr7Iy1V;b3Mp|7B3A>~_itT2*hI<$ktw3aie9amf%toYfBK_&89x>t+E
z)(oS5L{@q6@Jn<Rs$;BNVK~1{bF@-SscpI%rCP=NSlQ&0#q90$?;sfXDyX{G;wd-U
z^jg~J^qR1~&I;Uzrq=NGwgvWe;!;DFIsp6N7GRh1seM}?%?zm1Xn8P4j>EH?&+O@|
z5N>u<P9PB~1k+D43`Ed(5X+tf6T)9UDfQ5tH?0Fml62k^(lDpf1~_5^Z!k98+%zXs
zmeN|3UEPIg<HNx67TKl}^(r)z{%zkxVj*|=x0O%|lry(63%8+~RpD1Hre3dIhwy9Z
z@x-Q7yGe|Z1a-!7g(^r{){WLi0fnZbQ)crfdA(A-gd(SFxqnyM%UeW}-Q7K5*_ClZ
zsSQ;fg+s~|ldn|8I%%o^Yn;l79TOEd8cJ6OR-5pnwx_d(^>R5|yvR5=+iBc;G)Wu*
zd=xE76193WMa_m$vb@Z%C-MS4fsWhEa(o>(O&HF?3B?nH7_;5(=J|;uYkD!Cvs6Jw
zI#K51A^m+S)Kk1VrQr^mO-#O>z@t)~rkg=3yskRHQ4Zi&sdY@=vhdd7qpzu<@>3oY
zNW4?P0BKcoeP8gTWBr?UyoSYD8mzQ5cLUv3T5Av+Un?S(RTpx+X$x1W050My+|O{=
zEC_RlI4SjOjQmq=j)hd9%UQMSM4~0A)Y(gC%WD=-Q!C;ir7+)5_sGUaY6wF)E;-`y
zkz@8h#X3(<jrOAI0#BY~7+sq~@D$mezE27&;w?stgVvMo9!k}Ht_!R>)Tj0`Zc<g3
z3r`rtu-QMoG%#zs_2JM%IIic+Y|M`70l#_!W^8e0t|)8uPvN+C?s|8iTKA%}x5xNC
zPDY*YwEhvTID0-9U@ESMtY?0Bx87>D=xL*Y@4<=Yf@<T_KQYv<Xt_)M-6v5F9}lK3
z2a`rFK2rT)<s$V`!J5?*N$Nz!R=_@B7}z46Cbw(8dz+#%!{;fB(!rDB?<WM3GqtEK
zmcnii>ULAXphEC9*@(7GLx&ZfyAq0;aZM00f)vlVsTtJ$e+FEW@nr(FyglC50S5zi
zV2r+aL=4IG6-x0w3v~$|B}LtzybCNjghm+`z$7#wS8XFLb$x9PwCJqad<_eILfO?V
zL_120K>~ZIG8Y*`U3f1h3b;u52rkf+-HHv6-C}}?&cna;T&>El0v9tI?x45`pLOIJ
zRjVCB29W*9p0x0@dDWT_)1DVh>|?1OVy+{+4I+6HAbtI_q-T?ssvg5j?1r5fBnH{}
zw6x#2Gii!9-4wuPRyp>ljYL(~johq1P4c*EWJ_yf3IV?v|7Omq)eCB&Px0Wq{)@+!
z+_r9&+Dp?16{7NhraL!(*iJtP<^G8Z@>^c{HE^1bbJr^)3S1|1YQ>R?Wy^WfZGNE>
zF?D7`_KeXgTe@kre1WaKr@nW!Dli7!hzsc#Qgr*c@Z)Q_MKvCJDz#}E{p2miu=Q<o
z(21I*RUX*+v~-FIBX*X8Ms@lxRE9K{Ayd#&jo*vrXH!QPTC7IPM{&E{c8#t=1vxZ7
zgR5dp$i~p|kKoVZ8c`5e5Y)wG9i%o~Cvj-^d=N&-@4#xnm0_OFU4)t`fpa*|mh2tm
z14*H?eMk`1<k4#Eod0iA`7cFugBk8)lJAR^M$uxO%yO$E(=$dZbC>daaD!ITA(=&P
z-B#ZX*I;X0@*bn7<>6sdj}$SF6pB^O64VLb2KNyUn}5jR#z8^@xs)DMrN*%Glmu(;
zTR~t~v?cStaXWd932(y+8<1keQ^iqAfeTN?>X=*k+Gf&ZHPODZdM3aRRzg(}FA?$C
z)*##DF}57QC!JjcuOq$0d-vOiHmX8o8HK3XGWWq1Ui9d-ZCK10R|ir7RJgot$+r3E
zl|1wYD>CWF{BQwmipMlQjLY;E?!iGanhHr<!rAn)gpy6yr3t`cvM$2j2s4?n#>Y#L
zv@lg>>y%_S5yQKzm7>?u8&FBWyb_G}R^(iGFjhRC3X<aD@9mZWm;<@7L|K#~xcOBo
z<{I_BHO%>I(OISI##=o{1ck<_vrBYcRtlv&{A`NCPRq;@2LnWTuw%N;33_7GYtZ`N
zUm?Mwq73D0N7C*Rkva$=Z%GmeslK^m*d|nxhW44WFx9EnGo6+I%TdieEwYkLunZM^
zO}`sP7i<P}ZS)+920+beO--9;0ZWm1hnLe>nM6ws@r7og=Zx)5bp=V*E7cOBt_HG_
z(0kqJysC8I>jIdfuf??IDIw@UHw~>@uvSf7FssB=Iru&dH`XJ|6&9yo7YA0_!3{L+
z<3G4m{cE=QSOrb&_CQu#s^xw1BhdC03!OWW!6<%KE35kY?WJae22)G}<44#VG^tNw
z!JbPE0EG{KzylrY8ZAs-n&;xP;_vYzvNbFdUm{d}G1JnAzJ`8zd+(0$jujbHMjcOG
z<?O)tbYSZ5&S_lRrN(7#xmvI(z)DQq$y1#&8E-;ssn^ed9J7%JlZuhQaJRNXeGB9E
zyiKW#YsN41?q~%A=2KT{dPv39G+4=ZWf^;xjG(u)m{r~LzO{O!-L5buz!9T}Ge1(f
z_p=-2^8U;WG@={vixpESdZBYxoiMZY%)fR-t#EHe7&K_QilyGad$J=@W6rAUpbhgB
zNtNm$`EQlfQp}!jKq<EJxu5U_yRBTr24C?X1*1a~iTa1X_x?Wjch=tGr9Oi^w8)9K
zSm}VN-F+XxntmINeH-whdP@h8STdy|_H-~W)jXL(YqfCCsBZFx$F&Fj-ki6IGGI6$
zA5A?bUL`PtVHnHQ0{zc-KbAoKl~gPeplb!pFkVsm9M#HA|9BTW7^<1w5caVF^(oKj
zF0TNy3=rN0lVB@%tY9S~06$R}yjf2M=mxbx%RfX*Ep<PZ<xVQ?-JL^gkfL<JsUXc;
zn3w`qpn8A|*K)YzBL#x+Qt_HwWO{g(M4%E}Jnf>RYIJ5LS#pQhYiy7~z%INdq?Y^H
zwzV8sLGI$zXs<M;;8dabonx<uukWb*o<O%e(#O5}SKjK-UNzC3>%#|Hi*ODH<KN{X
z-g7VLLghZ`Yu`*T<hm2H@HOyTUwl}rDt;^k@F?U|u-17fLge+%kI*m*Ojq)*qJfb2
z%2Sx)+4T8jOqzn9tZ`LQ+V!w0Ls@*zzN+wSiHe47grrZ>KY7@?n6BgA;Qnut_pb5k
zay9JrBV+<NKWPYm2zx?z*8*5G)cqz7=pSG3u&CvBv}C4@tjm4od!PU>$_at4tZ2$E
zG1f*{9pm5uwz)i8ctQu9QZkzsayitaQdHf{pY5Z=hhnE4T^|4W%pFBU@dHmPlM9w{
ze2E@6FI`DJ#W|{xXGway&}Pqfyr$Ca({ViBs6=<w|BZ(93x*P%pzJU?5K{obJ>~=E
zGMqQBz|xal`YbcXWXg}y)sFL}4qXxp%uUfsAZbXlw1l$7L#iO9!Hz1xsgfpnSGL>b
zzmVOk@5~9{;vW%k>%NzVXoKxljB?3bLv4$~Sxs3jurQa;=kc@Ty&HEq#-(4?=&72<
zv{b;eF#4A2;61CS$chl3M64y-_jc|v`jz*g8vz-XK)?1z<xy~D!g{wl3P|SRNT5g)
zVFs#%Y)ADe2g^(lR|D6*nv!F{@srs~=@_gb3pz6f?=Z_-7OYMvQ>Eo5d>pLshls$`
zKOd5E_c8AlZw^+G9;(BfhvOw%uU6XYSxbyP9EtA-6UpvXQvxA`6$i<tOUzCpx+ZoQ
zAN*xg`gD$gwG66VFhkd+lt^HLU&C`&`bnOM+#^1mFmbEQtKy6EwDQEf{-11`$_7!Q
zPmed5_DplfjsadGB_yca4?EIY{{0ex)!gqKE+VHjKW7M*MyNtL0=2b=krYd>etL>;
z&U#K9E;$n@b<$NrE1>P_{D-X=B@{7IO0F`1ymH`6Bou-xxmNDU+s2n$bF2bV=m3yG
zi8UzccksTR<028@fhc0EV+@dwY0mJq-o7(tll(L^NKz4KQUEtTK)mkYcUMS+DXm%Z
z?SHJ|Vul-va~N5T0sW`aol{?I&9v-Vrz&w<603hnlGWsD=397(9-rPZ_P2y*)iWha
zJ)CeYs%)>)yepJjuM_H(Us^j|8h*4E9y)~**&c(8R!H4R7iiJ9T%n|oBpzCb<<x^}
zL_*s0+?Dj#Ywu4$hwf>jyNvhkq3I2a2&=SE@v{LC0Z<T7bJh9ZVy$&?{8HcW+V5wN
z4keQAR0bWGxSiIC1>VVMLlQfmVp_yK<NG_cK{pgC2S2Xi^aqS;n2m06cn(Xy%eivh
znbiG}2xrzoCvc6GoMr@tMq*;9bqh&M!Kn=jU5oEZ4RssnP2soxk7h<e``;~@5cHtV
zwnOQ`@8yBO{~KGGBi}|f)Mx?R2bA<o>oG%ya%c*iar5<<lbFLcw2`bEWi}|((&#!j
zlosNcGeloZp}di#23$Kf>1>+66S3^<zq%F^2_`%<UV(6X@o?Ov^YGebpkmG^gd=T+
z^Ys<5qtp@;Hsn31W??N{>*kth$7c{l-HKmjrzrz4P)G?(LQI1c@1mBFJn94Nz%vHW
zl`fJa@vtZpESUK&@T0Nb@WT?S2{qoQZ1v6=jz0f;J(5N`u<qIp4ZdZjIbRTi5GiaI
zO}Q^+G@(;uXXvwF;`Vn=aJY5XbC;@Spgd%Xm@we`qNkx=v_?HsJ0sms73(&^G1_p-
zbW3+qZRHst`{M6m@uy<owgA##F7$BRy|wxMlnZ$GcIy6~`ajL;$!OkZ)1|8VyjPm~
z%h!D5NmYiGw5NcKE%bO3_8aPMoai4&u&Ds|A92c`X?gLIkK&jGj&iE<C4a+E<PdUN
z?0&?-jSw$FDW!+IF&SW}-Q_B~qSY$R@~3cm%zVa`S^uOGKV-H?sqkL5q3C0kxxSa0
zRj-?x3Yyr>xx_LsbEBU<-s>?zL6h1<4Azdsh1)eR90`w@PMts~|0M_gC7mQDWRI>-
z=j>hys><K&+Biwn`{B3Hd=T8*?e?^Mv=rgoWb-sPhyaJ(KCXe@Ij#taskL;E1&sYZ
zmS3n5!?%oHyQ+!$<g{&B-K1=&SepV(EP~kBwtp+-=x2JR{f0b!5PQHo>8PG(^lBrp
z8tB$u?pJKI0*9sf9`ZH`R4sQStLdLeYjpCn(-`O=@Ns77aeG@0c6h?7?@%qETu4=%
z6VV=v607#N!Ud#-PAO=iKLu_C!PY#WO5XT)d;*el9%=9p8;)ys;^OT5KR}m-FO%9J
zJ;6j>(INvQeno9>N515;3{a^|5vx(vPYz8fWqJ?Zp)?Cm)GBxzY`~FWGHIy5hU%zz
zTlt3Q`gu<lg`I?mH8CZR$)YtTJ5z@g^-+<PV|P-RjWH=e?+PEWEAU<l502R^w=No&
zj*mO5y1zo%w8+Eq)Ze<)yqp+NB|p-}A#CSs+fSWtSn|uNBm8DcR|hMNok@Oj8RAxi
ztR@7sYSbE-aR<F)ij9I_i>Da9L*#oXY6~^5HTasI=xY3d-hN{8zBSC}79S$`lw)wy
z^wf$sGowl72J?dh*XYzEu?nU%Qf6B7ixsH*Az~$#)NI3m1NPmjb)J+>cQt&#3_L(8
z>O_(VLjtTuL*+d122N^={S8sR(?UV!$!m%y1z+xD(<=6X%EJ90UiFru=QV5z$+fge
z4rmS$g?vDoOzMfrmBpKoXi<uKfR_?F*fE|Gx*_bCSV%c=Pl+g&(E@;p=osq(XrOw4
z>k_EDC3HAuLyY2myHsUBX_W>k1`l&CO)_e{xlrw0;f)7Lab1~%oy{R+){>4mc6rnX
z%|c%nkb|I@pgUdZ<xir~w#KA}$dA>5zZQ=x{L8Y874fb4+_l!?d{&B2wHT0-G3%FW
zwVb||!*yS{0f0-5mg@^?buTs#`2{Aedk&M)*o@<~D$NN8h-LbEJ+LD=G|Srz^r7ag
zPIF7uo0b8C|20Jr@D{=yiH0<y#d0t&-&4)+9beatVRLNZKP@Tui2gqX7Z_*b+H272
z`ID1eK?e{SDE(4u8z@1Iesn7BS-2C@uML#t7moIouYAC)!TVYOtp|eS2|Y$#!|!2b
z;C`Kq5PgUQbxFmJ&hk?a$OyX((tkAWm#LXx|G&=YTDR57E9%tf<o~8dLx<M2@lmJd
zJLIV<NhEfp!%Otzw&j(Mnnkqx(3lrvB1suoewJioQRSn>Y@gI9)tV3C#ShUCwN(I7
z7;Xg6gU1@S%yCO04LmQ|)xeQim~ir{vl`*ndgTbGAP1~gnGk#H#kR`%VA>=E8Ckmm
zKQ*icuj*@tRL8Mtv2tj{y~17d^v?%tyt><O#zBd2F;G?ysa*NF`6TO##b1S<3Yp1q
zSW2zO(2wmb9&?E03&}ObiyBN0B=slRp7B1s0iLfOz0DqO@oK?|Bz{it>-l8iGLryc
zY~hclyc2yFdvVFb==-P6v1MA0jAhCqbV!ycY1WXavTeGXkuu&D#u`1_Ju#-yV4E`f
z1@h!)zL`EeEJ&oM)Q90$wMEhLO2di`O+a;E=ZoDR#FiSeTj!nIFCbx>#Msvw@~oWl
z#wr^f(uQ@9;0Mg(*l)L!)xiu8;~o_EO{bOz5pZg<W=@$Yy~(-CO#?jpy!>O-iF~cC
z`<*sM8L$6kPRQKKFiVzhyULS7nVM+Iv>Usf^nyCIM^ZhTH`F(Okc337@(P*)IrxhF
z%jNoR2BB1dh9P{n6N39A-isgAY~FK}>2V|vs!6Cot)xw0jS2*H_k<f78qGH}`||#y
zu@}GkKK4HvhYByhu)7QD>QT3b`WmB#PB;>LUudlJ+%3$~r$aFApIT}4V%AUQz7-_j
zYtYD{#?@M9q?`GhgFdQ$xP;?WzOEpAJECRauoC;aUn|f&yaQjY=P7P#h}L($!uHiO
zkRXeV#(wh@xw$L2&0-oh<!Df+kBW}<GgX71w5ht>N*Nk((8}^KeVYM$XKejuVWEN#
zAvCf<5h+u;p01`8O88hY&Zx$#7F~!da<Yv{e;i`pe)*t=4A-~_ygX{Em>BQcryXdH
z@-MR!^pht0!?~@GZeIY&Ow?eh>VjBE+T?6zBHs;z=~OaIIIC0<jEsNKVs$40qYMuz
zi?j~kQifB}%~!O2k8vz7(9%?JbNWzkG1A9>8*z9a{rnT9wb7~Dq$zEolD;BliC|b_
z8HQ=FyCes(w!ALI;X<^FSzaKREadAqd(xSTa1>-*4<KkPNR}&X!C-oei$yJRvmQKk
zMnx?mK^4=T!s<nONEu!;wiZP847;iE+fYoZ5pT<6!Jl#kTj-|6!sT%~ZzWb_-N7Xm
zDOI@1GzcTNpdiVhYs>aQ-eNVDV?xc~q2%0zP`NM%ip*gj?LVxf1mn>YhPl3#k^fo_
zq)sRqe9y}A_0a~tM?d~|isNERCsg|;OQ!R7+<MH|{FEN-M<<_4{@N(X3DQr2`s<@!
zl0THKB*XNOZx#`zS(4fSGIJg_R;cX=9913qMIMmL@xE+sXAy%xQYya}2G>P4TfP+u
z;7G#HUVE%n*7g){+5Duata9VFOXeSPVoj2$w-e{y_rc;V56Aw#5w=z}irUc=u`4Xc
zq~C$_-qIYMOI0{i>qC~D{>hQ8YzSIsfI|m7Shq~HWCXqkvKSx_k0LN->?iTd-Xxj9
z((I=7lnkpNXA3rowHOOhL%}eb6WRW$^fq7oP~U1MqY0KVvJ-J)D%nLOx-K~`4aele
zfx(sFk2M&D^c!RpRbQri`))bV6?-X>+Eu2ZZXK?vbO0EPyBP*Ezcl&3-9q1e>=Gl=
z3qZ4FWQ3%VKuNgMlqF8yf0dn{p1Y?_9q#DS{_n0Dn>aO5<!Ey4JMhfKb>Ohw!F{qU
z(Kq=xR6UWUC7wmnA~X4@E`Z#plAqweZ{!`kZNuc7e1u=t+)xW|tZ}Dq1nB0Bzf<~|
zm?zK4s_Sodj7aPY<#Q<N0l{w7&o4BEI(F`$?q#~-ZQAc@-=uKF(NfFn;1muv*P~V$
z@1>+Ui?DXAjLoe$Vb{hzvoWg`u_kZUG0ViNoAEv%0n`VwD>#FypBuYE$@<JpHG)!)
zB5BtH-KmJg>eSGnUHXWn?gnZWqg})wCFHN?|6f<%9?$guzCT1IQki4U$88R8hs`-T
z&0%cJ5Ob&y+Z+lN(LsdF`4}T<wlSx2jHGuGA`>%;=%6B^NIK~Bd+PH&{C>a3!|P>U
zJG}nb)BU{f>$>jiep2^)^xCI`TbZ@)-^>~n(k^FY3m8qfNAS2k+b{1BDiCSH>Te@U
zQK$9I*y9~dNuor1)V@YhOdGwx{`v6D<|Bl!NeGA`CQjl!&o8;O&*n`m%i>aOO~CQ^
zG`F-$Cr@9Qxe9J*w>>Uwr+JIy2Gnr3HG8f*-@=oEI8*NzGB=X+n7G3#{zcnlLy71E
z;g_lKSC>C})f(1Tz#G8yqs<}fM@%2|%`5qX0Yr_w^Y0Z$s-2&u$YEZu)p_nNc`bgx
zT}$55b};i7<)>Ldd9``q4K*z8<L?CH1%fW~^o6%wzfUnJ^j~*^mlKd$)xJ63kKFy~
z`E+BKNx#Ln0qz}~jBX=i=ib<$XQrH!MzrXsunwMD;4eEXFcW0Fe7vAkf&HtR|3UCR
z7=9uvn)W1X|H7^D&Dh*0S_yToaTd&9Gph7|FgHZI9HXtjRF%{mtx9O}VcjkqTIQ%K
zc+<L$2OfSVkM(OE|2ESrAfY}x>@{}erl)+Zylo?rUd+%@A+o(8+q-DJ-Mqa%i5d<Y
zC||cp1uwYR&|P}7tj(~qY?{%CwwH$9*CT#s7!@x2yekrcg+QOjzQcY4;T;bjtK~2Q
zciqbPg@5(|VU+I>!6~nZrpQKHe15&=N}z`|Nb*8V-gHL&#GMd(<$29NH*|T`dJnKl
z61q?nC^?{`VOiLV45dqb)nF4ocr;PW?7A(lN12+xjrlg=Km6h_!L4=WTA|=3LFUmZ
z(^?Gd4Lcxu3ByT#6jBhqIdS%)qwjR%yZMFSACsAEKpy9okB^#81*uLJ2vu_Uo}LWC
zy$cvE%UcqK(LCQRyhDhgE`p@}PBh34EizO-xg4Ev{0glI*ZEqoeY)<WLSZoB?Xo7m
z;gR&Vvp4cSx~Q?|=?eXYU9t0QbOuekQ12t=M7)R0<2FRQ`FKa?jgDWeTsHLOXGy4^
ztgWa9xxa+WvbDl$kbnf&Ja-_qI<lq(BPt~^XzP*p(7N_}rM~>)44D>%iz1wv@d|Ww
zh`*_*+CY{(+0UFvd!%`m7YGPJH46{H+V3>er9Okr*}c!}2jZg!>rZ^E-YM!qc{*Q&
zJg)xo02aHzmPiB}1Iw3gJ~>nyvX2p_FY1QrtbKo~&wND0Y@$=+BAPC<C&p7A@p=#1
z${u@Et+dq_O^~D*Wl}rabNgruMdnvVhRn%kvK^yQ-0LJ)X7FM&Z%mTJ5lJE6nT*tt
zWR!GP3$f;?c{6#wwC0>X4|$4*2@52DIv-gD1ujBa6Ngal>UfTexJqT_x>o_y(D7;d
z6$yo9*$PbkPuU$6mlppy5Qgc0|L8!Nh^442^r<Rz+%U`8usZ+iSv7HIrvI53g?QS1
zscnsh?md<RB8c4CgqGvJC77-je}^QEL#@*jJ+5F(v$(%;QX|!{-<8X1zuD9+n?Ahs
z6C<!_aHH)E;?~EKc-hah(F^CwGgbop1|r7Kg;}6@;bBCtyq2)-C7tZhW)rpD6Gp`X
z_FDccJ-Dm2$BY=qB{<@jZ>Q6P`aE<E{UzC9p9-k+vnL*SHJu&Mv6~w>LGI#%Ci1A(
zNPYB+Xvsv`I`yXa#Gy)Rn4K6U4LVe$HY}A@__^j`136;70#TT|mp0<I9D^%B6XAV3
zkmGsY9WA@PZVAH~W3-FAf#9N(!G~7gf^=Y&{M4-j1LGqx=!uelA8^#6J5B+p90~ye
zxRAhie`{WY)h;j@ic}qy4fFy~phc$fF*uM>q&c#396UJ?JSx^;tdThuHJihcVTD{l
z`fbI|PI^Y-GIzcd1E1MhdGG+me#XniL6oR}i~o8H<ybCHvgRvb+)<Ja^@}6KhKGQj
z!x7ms9zlH70xsZ(qYtzs#z<M6=u4V3mtbz96Y~}D@v{4r-cI%Z>{anDx{CWR2{a{0
zY~=h(di_`ORS?o0`USWN=WT-Q9Z>T?^EFs^HQePqRF~q|kF`S#+vX9`^3aJXiuznb
z<y>WE6d_yiWJC5hE#=R((ZG~|VAp}#cdXO<ZZ*|OOu|2Ou1sx8A~`VHOSLo&g{3iL
zHLjy9hUZIC*oIVFCmN}jt%M9I5!Erc5#hZ`e!YlS(tU=;1;#aX?A>5CF;wC9Um)Zq
z_#NSVBw5}wzJN;h>*#wFXeVPKvdPDL;>3)jBvcmo?G-t2<_G7S*VnW={|J`r&&&wY
zPRq#O_ey2fPERFOg|}ow0+McBis)Rz_rl(*r2nwIve(x!NhEsMw4Tf&m*>B2nb}~?
zfLSc?GftMhm291e=~y>9dr%(#^(x(RT3j`&j`l7hTvBl6C(YN{dqw3DAMG)(Eh3SD
z<pjU^ViwM>dss%8sJfL&zg9Ng@$A`mUBBYMm{DQpM>mI^?_xu`rz})n#&aD?Gx{|@
z(CueVI6cFQOAo5u;#QJnI&^3uQMiTtCGYYPsSg*w@glTt5&9hRtdSp%ym=;dkZ2P#
zSw=H-!Der5><mp%S7vk6HOTOpJQ8aRHy1eOM6)4vq=1BtoNvAc@;7cs#!WR5^YLDh
zQ#CLSF*iL+$$}uj{m3B(DptggCws&(7OngXLUMTtSuo`NxdKNlluMp*0TAVuRq>!A
z4PMIRXkAna_jor|Tgu+M8s^wcU-mxQXY-PGu^HaHTg!Lm7F!6b``RT^R0B*lA!>+_
zdwwlJcrSSxDi1Hj$3>e@9GOrlpRBcM);`XWsp+W>sViafquEllMrmHUCQ>8GZQSNW
z>mLYgZzcg>d(yNH-^tOUS51R4qD~<Wn5kWPj$;DT1&mVRhU`<7!3W?aN>8lSYbz$a
zeD}nA8T4-0H#KHfo~cek#I_uDEAdb8(k-xGt4~X-I^~cm&o-@zB29U?+|1$lI3beW
zc+~QiNwxHG#{(3Z{m4>|ehcow5c2`D){(IT>ngWxj%{6nq1)26DMO(qNc2t#vjOS^
z!E_d1&7{1O(s=&9(a@*fgqiB9>xLFjO|w^MV4R{AEe4<PZHN*t_Y<$!sEdj17DJ^Q
zp8Z~5rQmUDf_?hrZMzpR39jl}vnNsv4lwxL$6vMRR}_0d+v3JPQ5&T(+8f=fDb>I(
z=e$nQ=v!mwSLYftB;sZsRmyp!i0U<jkM&Qa@57W`kZ@)4+lV^R>jEFec)oF=9yUfs
za+EtY2>G&&YhHN}UW7EtAZz&8uF}ksnl+->p4t^DRAy!1Vi89j5H$DoeN3KmSV>fj
zsI@ZqexV}ZaN`4q5&%L*LH4Tr-f9;p>O&HxpmZt>AR|sRkij|-F>qjw2SQmQFsB})
z37JFPfx8DEuNC~EYo1+6h{1^RMeztA|A(xhk+Lwp*EBb{B!fS7$k9WZ(w@bwy+JII
z^JwvY=QHbgSYr1kIUeno&`znUATMw1QlR7&&fb$fjYip%UqRkXsCXQ9lcU9AB9}i`
z$*}U`m9!JwLy8NPHK|>KB`@w%uMAOOZ-d^3R{b8W{;l<1?1$iglmQx?_<<FmWmnxu
z`|ntm|8f#e3KGpzS@)t#*Vde=!&hi|t2S1ow3<NIH3Y5pQ|;rYmQS(YnZBtJNwaV_
z450^kJC%%t-)yEGHn#9|n@|hYq&+M$nmTGvI>yAr$d=Kb+0=;;Vq6Ov&>q=mB28q8
z5vCq(L|ex$*0OKnr;`$~_zo#TV&ah#h@!U6Ktp0K5pflmJM@=@GO<p*g=~qkyF2AP
z-!*W-Vlh3HrPoo*(QqX`*K=%>?veen+4jb3Wm}8{ffrJjYM!pCwo#jR7iV~Ag}$yx
z!<LQTnL5C%zaj$p5XMT94nO*Me-p<&HBS50{-`dAjM^}2W#W{^&G7ekV2vT9rTBYp
z=Z^?R8`H{$79K6W_tcGi9;;r4@@~gEy_t(@F8k`xk`HEv0?%^RJk4U!eCZ&P3;1BH
zfp;eZw9J&U96PtRkC3Z_f%Cb*#T+~UMGH{VT=pBIMaWdToF>EQrC=>N*^@eUffK7F
ziRv;&i-piZiw!N@=0l%}5ycF?zR&4)A<BW~Mk!1@zqAwVZm3vs$-l4M1D4e^OvoI0
zoqd(Gi0(1Ck8<i#sjb^XIYyZ@(9v%+t;rFpH&&^P;+X0(T8+1MORfEv3sH_YJlAmq
zFXmCniN$A2H{(xl0)#?Cn;e_KGp`vTbso~L??6S$q=ZEFIX0sGLWUPyOJ=gI9597@
z!W8yr#@02>zy)Yand7FKPV`m&q{J^Z#cm0_M@k!Yog=RUjS>|mc7Y(&m?~5OL6(b4
z8QR-=Cr@7wQ;7HaS}dxWkMM`~*CAu(A1*L8pO$fNE4IL^mLCz8@rS)bgs1i75$Ki!
zeG%u%<K4fja&v-HHd2qNSIXC(YKNSxd+se?gAhb*%bc|zqALjsT1jZ>@z)J%zz+yr
zoq}HS49yjA)~*B`ic@s_Bq85y(XUCp-yTtCiM0>b$eiy~SM8)w7W0ob`D0rz)ijzt
zc=evydgZMI=YXrLFvn;28&q0?WOSIfCEC3cl1#u(UCkcuIoSuOtu922XL)p36LM_O
z<Z1mQyun;OEj_VMBl|S<?M>1?xzV|*cNC{CbV~l!E|i}*ZW|Zwn43w>s^VA>ns9x7
zHKRNoc~Z%`3keV&nz;F+Ht-b3hV7R&Jw*4`A9Eb?7%J!TIP&&x)V`i7O`%l0^&GWq
z-+ijBJ$VPw(2)$|i?Jv5sY~t3puu4rh%QMezc^6}>5ivCh%kDhFfo$M`wO_jfVLI_
zR-aLEqC8k%XaOl?NIn&E0@TkKF(kh_rqBaMaid@ZEw5M*VjL*;$+x1gI#i5N!6eP5
zCCEv$k^@WYk|W&Ow&)U~(V*<3Ga$L^J~x!dg<vflmMHZ)_7@jjy{EEFp!n(JgVNHq
zw#~lz+DhkMyAEk$YL5kBpSuznwlws=CU{R{yyuC90|&n(UH&&m+x3^N>fb~uztyGf
z{R_qNe{!^~|3E5(|JK2y4`&Wpc%|~l{cdQb9qcMf(_2--`4PiDQeG`%?z70aH}Buj
zqu4k_ZUf6Vv)&58sV+xB>=X&@s1Gi^MDHhzu47^6V4kXN4qEDPl_5*GGniWk-6T8+
zpJhkyhdb4Y1kpm{Tifd=LbQ};yz*Ecun`xgoX7(6aOzXo8_$lFBCENIA;Ab~@8xRS
zD?Xyw8k6ep9TEcV2vy~V{my}Jb^X(){l=jm!eeV<H)$<lw@zb2-q;-*e$>AD6%{t}
z$-2)gtT4+&rMdCO)YIAuEo1Ym`)<f$9(JFpH8Nt?#}<|U96-s0f5MTOwPHq%DyNL)
zd_iIY0QC8>U0dS}G|1^q54geHkX%}DyDlI<Wh#sNKvr8|Po~as@!%!Guk6V?t5A0B
zI$LS-4!<!FJhosG+BPVj<}%JlhH+%*b5h9h$t%dh4`6?SbqIo2f@^{ESGJHTrm`3Z
z3UpW=4CT*Y<Draqq`Aer3lonhy#(D{q!D=a5tmXdDiv#Z%0iAhW=?;|F{(i8@tke!
z9s@@0E0co-b_XjH3gj3EJ&i4G?R8-7ic)EGrp2LzC{`0rSq7(2DxDJk#0pUgW7LG@
z@0^6V??)XLs*v8C%quf2f^rHwws(8`biWr2QSElQVi(&`M4-jRoH?e@hUh@0-U^zm
z_U*}TqqAdZCuNNU8em6#$fplbT-$Ppjlsc-Ee<DGO%k>%L6ci5(*n}9kVo~eC$FEe
z`sfj`8rtBMzkUO?`!q63<54rtbiRfY^U+i7wx-3zp~4DQ=aQ!xd#wEp_i@KY?c3(~
z@m=mAoyQDo^_rASQ3#&%Bn#J87Hf7S<8-wc?Ri^)u-3J-WGXMo4`S&3@B@80VyDS_
zH_UelKkTOsR_h(vq0Os)4`O7QT1R;67=530XMeq`*_3=aVpWL5&SF|{LwRG2>FyXj
z&E`8RwI*DWkx1y%ca=cA9L?GXCGZGV>^+_;JSR^B_-`EAdEXo1<|cjw*IXI%?s3?8
zGY`?@OIk<z1~4hFzf=#ERNM4x^>7Zw>H8WuJjOJxCc7=NqH(3!qqIyggto57^SSUs
zk$8p2@F%#w*R;jy8ls{1(A7-8a9gx_BwRE!O#G-JTAI$#hT_ru`wH=B5Jy1CwG}rY
zo%H-G$p1tTdgdrU)o&aG91wKKFsKL-#;iOds-pqF=Y}-JVnpo(E$~5hjytMP*Yxz6
zH%KC-ln6eLt?hR*r#y0fnywLzVbxF*)?VtEiuB5S=HH|^T^?*@!uckj^aS;zUs%`5
zWFuxI#YZlj&U}$Vn(|h{t342uufx6eNtNCviAU&~hDVe4_m>B@=^t#0ywJHhMmTr(
z!uLhA)`QcBhfW`Eg%9K`A6%AF{GC;Nr&3?;N&WfJWJ}Bc#nlo8UA)pz#-!_y3<U_x
zenh(|<Bex{m~8#HZ)H4>ep02WS8n`H|3>xjNieDje|0~%?9&fVlUoXu=-u%3{qWgv
zi`pOfwsW;DrUZwQ{*1g8uSs1<qHvK9f<bwFh~EBi5L#wG+BF3!kQa2x56tbkNXyJ>
zo#Pyb6;E0_en8wjO9=3zjy3;kq+O~<bRFzg%l8oZE>RGwj=5ae4eQYI%oukD#F`Yb
zFJ0IF#~S`a&ANS*`!V>;X%c8-=&UTu0Cle+_|Jd6l{&!Gn_{*yh!hYHfP<VtqzT9?
z#GPpTuUi~|@N!&ZuE2=~*LQINA%P0p(;DT3*5B19=Z<#~oXZB)_J7XS_JFnHhtdGM
zNd+4R11TUfiUmctANalvooRKKPXpN}9_wh=$=vGs4D(b{bR=;k9BqW-kVA+@<e(uf
zNLYYyo0?E)7tfVF1HG?hl*l&+A`9MKpk>SMxi#P(VA?4;pu@>!XA%2VErfh;f(<P_
z0_>g-36;yT9qH%pXWggITBFY1bN+Xfo9^u)!_df%metNkm0tvYT1TI=fm9^HY0o14
z<Mgvh+7s-1Pk<k+D7v4^*G4WU@HFfXES55AP6>MqNN!1$IS<?R;^1f`A;mT%@AAfb
zf~JJ<2Ai)Yd>YYLNNIs~)bg$2!~>bMzNZsXa_*?Uko4|FR`}O?&VlQZKI<OpS2P<?
zZ#C-7=WDeW%0D>&`#kIS287~2;n(kYCAQl{HW|5b0M3@RyV*d{@;t^aoM0W_cMpY-
zZIor&H;5ahUl%`tSPl+sQH>Pz&3bP)GVQJ#MNPTK6zg+P^`t%auvVI{yE)Iy>#SYo
zDV*~VY1{9R$1PX5g3^8)&Q=SU@PGZKZpH2Pq<hNnb5?@G3La`%bSA$txbG-z&z#pY
zY#+{x<~E7jhP0)^-(ocoa_Au=>S<V?mT)gw-&LgmTCXMA2VH{g+KHB~f_iWLdrR)x
z$$>HH8M}L^`oyol6}raH9;|v#a1!vP+>Onxd2stXZtpFAJyVM#*X}p71uykUSG!-t
z^{F9+-CCCkiL5-oDx>ivU`3xo?}KFulka(4g!jOZc-3jFV><2`HU6a=sdAU1Ji>a<
z07fG5Iuk<ZWTo$Qgh+U<Vx84Wk-3#;^y26X=B=}-1IN`KAmD-Lv;tn-pJohp_+I@N
z^X`tBwhrbF^PueFKR?ef7gwPvcFlZ=lAVY{bsSRF?Fxm$pfiTU)!c=ag77he3*C-J
zb_RM_;^ZCcQw=l6^K6t3A}(@5>5>+-4~%N{Gv%nzZ7cj_U1r&ioePx>TJo}ov~(U$
zDF!6)Bx43b&h|*hu2f9Of2ckc_riQ7V5p72G$oIothHBIpINkg#MrEUi;kMQ@DU}U
zNLV-iJ@)B<`2UCH3~5bXAnE@<d~E?APEpw6U3eNF&Aqh-;bv0TbekwK#1&)@0Vm-(
zwfezVc<R+F)Ff4E**Qt`D%jHo#5y+1;65{^gL_|SN&8svn}F6dRD+z=KNu#-N}^JY
zFHFWLzObI|V3va6l)RkiD(%-YBIDvGb33z$NrpTz&2IZoprLibC<;^ar2wU{?xKyA
zss9jziIv0dXM>_3y<>Td7D=|Q)CIvE=uP>eKoB>yCxOh-&<UgnYVLn8OG)%?J-d~0
z#5iL?j-i#!U{oO={O3(zW6;PP#p>_GvF3|Q{?@h`iA#|rdd6k&Q2<+Oy##^}daz>)
zrwhpdK?z!jKhe?Z9+Hf{XTqRUb(KKQL4_FNM6vV+{e1#BjvYu9THW`o11W$#<pX~*
zPN)>rHI2vtg139J^JD>!ZpkbB1ZQ~YKgGC=qIH}l5@kW1-6(Le>eN=hWCy^Jg|={H
z_hWt~C?Ez0mCw51pfR4717zW`eBY~(!=QrV`wpD0K#~3c+FDwL(gwumM-1Gm1_Xvm
zLei+9g>V7so=ad78H?n~*Y9UD7k7fWRL#CO|3D0Aho4vJU^T9TfmQ7k0}=;%86?<*
z6nzG)`UZt0p+aSlp^j|`o|Q+U*X4Iqbs+`;FP!Vi3fp(zNZ%_czNWkOWVl!QRXyF*
zxsnxp8mlFwwX-XJ@52cn8Z$4&s%bC^VJmW6E&Ft>O1}3d#Ect0SFf?@w!s}(ecYe#
z`~7{T-=+Q&!_*gF2TgxzLCCV#CoVLDdA*JQwi-wLFfM!^a$&YV>>#OP_+_-ejARVf
z;)$zf?_rtV;|uK<qX{ziB|`o{?pi-y^t+R;X3*+hrFI$9tk>gizIU3IUp!o-Hgcoq
zg4ij={l6MkB9+>cp7AlRXllnKLN;UkMw%Eiq}y%J%i^GZzK%iXs+IC)5)|5a-=y5v
zQm^SO{8Y*1SiU{nYM+}9JvHrkK#Vw#I@Ep5v#Y?JEV}OUf@E-R<@@)RZ@h$=$2SXN
z4W`H`VKGjt&zt6U5)WwMI=ZyJW|BYMn7A$WVB(kStH&9wb%#2;MjO4L?!#*<xiERB
zX`G;4Lt9U4v>E}!>v2+oI9WinYTLgBy*7V@j}c4za49(WOiIx4A8#)oWQM90&z<%y
zKR@l_+4aag%kop0a|dz%Wp74aM~|1hbz>U#Th!by;#6b=az862)syi|^3{@YULN5X
zPd;yOrAnfu{#%&O>d!ib2G-29<PVm|{aa(V74J=Y6Dh{x$|{+M9O&P)9t5alK4Oxk
zjP*kmNPGm#vNC~<>M%>8wSUqo*Eg^V^E<W+`E9q}IHo3S>h<7Vj4xS_5?ELUPcSmy
zdt{7Sc1(8!9<8U`r-3-Go1>d1v^{L@`X7j7)vG^{Uk@&Pj(;L77<(6?xJEe(gdkCh
zzZBZ;2VS>RX@$U}(6H*jQ9c}hez~Z*WC}miv!;ig%jLD^slbp7KBsbFn;8!yQhjPu
zpMCIr-cz0(ZAXmyIt~sR0IW2w9IYI|HW^}WB<EqD;XJQ{8Elge?gnRC{t%<Y_j`YS
z^A-8707X{izx@iU6YgAo&0Q@m8|^CRGO(kwuD$p$>6pX}DPaFa>YZd{ZJ;Waa+2G-
zu2n@%w(sibf0}(Dig0Z=R?z@1vHWGzvwW`zVpU7ZmpZ%m^1a5m5O|mOb8qC>{Nbm)
zT<SYxhxh1{zoO+cEvr=yPw%+UcP8k6x&z<5JXHUC^x&rhPya_&Xpd0p=0y(#BRoo>
zJ$*9Q%QS-zQvHN8WpfEl<m^RmK~$eI^8Oj-(b;Sr*UK+?O6$1oH0*AJCib=-G%nIA
zpe?^S;yTOZJt6oc;tQJHXj1F${1JbrQ=TFeK02HC*u7zJS16dBF&={sjk!AXy2T1P
zO|+3m8&UaR*KoGZE%xMAHz`m&W9f+?mSU@r!gFI*^rT1~b#<9qz*c~&Opu<*4XF{_
zLTfJW2I&~|9?@@{Ouh^QS0GCO@BzQJ!Z4}QW)#NY@IyiIhJl<?2g!D82o(c?(W#(d
zLo03Z-F|`~hQ@f6q=ArF1$`NYRu<dR5O|(Y5Y;6YwthekEFkyjV}-8LWP)~7Qcody
znHU)TdP*|1u(i<7+L=cFFRlY%Ny;D!&WvFlgL<k!zSfy|o*aW8Z*kBY2q`Y50eBiN
z23^A^<Dg~685&TqIi13C=K7H17_5GlDAiWBijp9kNlOh<7B$M`dXzSipzarK_F22~
z=L+Yc4Y(2xD3xsTUW%I_8G6!Q2?SF}H6L+5j7qN%RLP;_3Rl^s>0nrNj>b<<m4c?A
z^YF$EJ}`q_-035_e~ILzI^TWeB`z&|j1r*SVMkWE&~ks}4@CR7|H!#?kt)m5jT`$y
zzuvg;O<TrNhSGSiwrys3=Ld_L{tJ3x!k@nGmh<>1kjFc39=70{?{B#aIX>|)TSisw
zc4!i({LPQR?u$QdnbnuXvIS|!&El?@D1?}O_ig(1!LscWJTmN^Q_jyItAn5C{@p}+
zp_C=U<W8xA)7^r#Cjq}_(l<=PpW*VY)TkyyCA^B-nDU&n^KIuXNJguJ)nTLdY_;Wx
z55j*SG6Jyk9U_LGKi?1)J#2UOw8^Sv!5_$B_8$nnqCs7z?>e%uDD%eD&-sObKagm#
z`Hh9!oJ+Lo2NAZemoBPLHmD(71G#y>!v6hrZFeLv82+mC`?z1=3x}g?Ssz$On$V3+
zrw{OdAJANFP+4)uN+_mRbie**AMvNwYWp=7sW@tXy0y1m@>{;B+xGoC)$%sfHUsZe
zyMODM%W_5E<$mB)p<`u$6+ZPgdr4@wsf=9q#?;yK<B{HES-L9f_Vy%uflGnbe!tHA
ztm}O`&ni@THT+dL3hQ4{w0h9?)`UeUYGpV~WpVXPQ=Q11jTPaW=)imG^xEToY^?Lz
zsrj-hX8q}Q_Y$Y#11qXx-4$^%59g|WU32}3YXgNBZVhl=_IDNrf)p&*w*R`M`3Ew}
zvBh}G4+PJDh*jK<-0}0!Yf*>86M2!A5AR1b8YrBR&V3NuFa0Zu7-016N!@f@_IuoD
zP&;*+>vfrfI8OG#NoSvsG96f0A^d)9oEPyV+=<`)XsJW=zj_Dr1{MPFbF+vA^jai4
z=wxQ&6<v>;{Ttetn_rZYZK#FQfz2_o2iAKkG+Mv4yz+OzJkh=`wHMN&9rRYYrQL4C
z@rd=NT>RV}W6Wyr%(vf)qJ9eK?`@@5a*BLK9A1jXA7B2#oT;O1)>Y}W)LQS~+j~>3
z-Lm}rDb72oD2k$@;EWp5eW?I6MyP*Zy|9;K@}tpdZwpx=V@+!y|C`VY+*s>=U($Ts
zEz!lIROL@Kp7Mj+Z&Y_XtUj7kf0D)O9z#7#Agk|@k;v0)X4y11R~)>2UZ&Cb^^>33
z?TTM^Z+T36ev^w@<7<wea{4)$g0mbbtLZ$XGh*9MgPvDdD`qnv=!+OC!o<r}Awvf>
zBrdidI<t08#!_>suQ2icK1O!cp!Lt5Mn&qo)Fy0U#iax^4DUKu7+CvI*D$nA*~No5
zdA(0?q_<D?w@zr{zaNxAN8n_Kf!5tM*Pr<>_`vu$+dmKo;g_5kM#I<NLD{|fP8c#m
zn<#~P`fYb_FV~V;8<*|PxHbNAJ+O(Kgc|?iW|(iXpg`}KZVEaUQxkwDlLa0}846}2
zWwgmi<F*{aYCrSUW5uO`-dh#>##<*l9DblCE0_uzki4!Rvj;aPM&1z{i(d72-{k$&
z536^%B0?u?z*~3gLAGaRg4rQt@@o5icdkS1+>eg-ZML1-_-@zJ!0^p%Jsy{$aXkU5
zBw2ih|IJsmCl>SclSkjJ&vs|OcfNA}Nr2?tCmV{}yr+EnesrB^G3<Wu@2r4;z>D{b
z0mc^Cd42CMNlpUe)7^Cgl4I%NpZDW4bPSX(I;@$>6@2^ydD6K1BgS+4+xqUtb~E_V
z8@sn`J$en~US_)2n>J+BDK*B`KH4GFj(cNfbj(_;O~}IQ^5wviH8Bjs4)m6~rvy-5
zqgNc8Vz}+q;xrN^SfR*FoEF`OgJ1MrkFMiSO>HkakyjDcGTwIib>`W7hsv}HRfQUR
zqJIg<uD^F*2nEAIlbROAzZH2|2+$T#@`29f>wSUs%)~*B)OoseaMm&J3l+~>J*4Ta
zUmUMdMyg)_f&9$*UsXPyx{;I9YiYiPjr<2|y?1xw88%?YnySu@n<Q0gVFQvHDU_F+
zNVq>rXYkV}&6GpzA5pVvdxcX{L|F9>6{J~em@Ju+x*Rg4u^DtguT8I<XJlJ4$D76&
zx=)qG0*v`0)r27>!ksUm8ai%O9x_$bqg$1SNfniU4%o>=IY0&bIJ#TPD)4)&8>25O
z#u||Ppbmi+x=8^60O%0~?5xX}hqCp2ahWrq)HFzyf&lKImn0)YsPII*6AdN=J{tfQ
zM2w-6RSG>nll$KrGN4_+whW+d0Dz$R|LO_A?O`nb`9j$U8P?YJ%5k9i0nd<ijHsTh
z8>N76?&_8}&wCsUljyAE9%C6%i4nHeQRJQUe1-rL?@0Qu&#pq2(u?i^>IMVr_>0rZ
z&|e+|go+^$wZILmU4^a-RftL%Wu{+b&f<lbvuI9dx^Wb~z>!G9YNbEi$r86_fB^zd
zGcZQAupI+JNUU_9qv<H$Biv&(I3l=6ssf#X=h(NIWmD#|FKcCcava&1Iznv}x7Bg+
z(vJ4mZPIo8mhj9D)LB;cHqkyC4z(DEXiY5`oiDp7gE0915#K`Cl`t7m&aFvsNd2u5
zC+@uZ{8~^=-0854hsqws_+tXwkMiE!)Ldi5wY>Jfx{ww+cE_0M94fa~Li0&tJvd@3
zh*sl|d14WNC<ExByg%80HSG*a$kqv{`2!Je4f$qip`vpf7))9YtE^kJeri^X^`GiL
zP&Wva-}{_CxU{Klr)^wFzaW0{xXic60o-`QjXBz`lp@-zy&j2~cOn8~^0h!yTIzM5
z*523{?r({2Kb%)BrmL1t1i0u<Dl1Oq`R;cPH7~gkcSydGqE9)m#Jln8kauGvvs9vA
zTFX?`<YTh;54Norb#R7J^daGJiY0P-ph_cW?$P!;>3i%o?R+fy<hNaZ`uNGe)$!N7
zzoo2BAkE*)|I@oL+;wqIN3i_FYt<y*nx3AQ3PrDeu&vo&qPj;BQJpV->aO*dz07iU
z>)=&(mFgb#unwm_*b_4{FERA(8X?(d&7RGErkyT0J6xdh5OPE&U8YC%VAin^>S?E$
z@uGnFe^bvoU3i6!7CnSJp`Md!|D#!XsbTrTy(cY-85R6%qIX=u-Lr;+7?W(1!^a{!
zehS7(K+B<R!I+&(3C0<gDB`0k%bZtQJGJR2^-E_Z59+w$Wp%AKzkL1}5c6_2@<s1+
z-SM`t)}oaahVJ`4f|sWqAi3t7laMMDJ_+-%!mcQ9_AGWS``YV+d!A8bPa5mnO3?2;
zI#FBiZEn2Zdo5Ms@wb=<#^<G<G@MFMYS0!r@9?9MafH2@6eb1Q&WiHizLUG{{dIip
zM$dG<8tqo<2S$g0w4SZr;UmNMeitnq-h0QhGLH78-(LWmApI(<*fUNwBTDVa&r1ty
zjnG@&#^*w=OLx&d_GyZ_ih3q<(;7U|hJ0Q)60gsGbad^OyO%c`2i8zu{i@Wj2M0gL
zHHx&wTEY*mQSSUt%@fk(d+raUL`|M-RVf@N;pE3qa(Pnu({Rl-?T)6-#t1v&g8I+F
zx7Mh7Qop+Dyi$vZ_&^Z10}O&Aqza|mEcHdRNskY;cYKSAIkEoh+Jk1Ss$^)<oO=3_
z)9fJ&<5NK(g?ny*i3rSXu7TV&efC0TG2nRh2$Z_m@DG2@{GH9!*wGEW)il+NgsTz1
zh5}y9_{aR1lIf3sN$cea3m!m7@e%{ta?Y_oY^U`@nK3N)%%I>Qso}1yP?3;~j2!(O
z<iqJMRV*V4R~z13DQj<yxfEEq?o~NFGv=S`zD<U$kh|A^r;pqUYfwT6UN0nSN~Fzj
z$;C7+{rPL+FS!PzY-)v#U;U#sr#|O-0iUI}6j!sl+%~Vb-E&m-{Eso`BC+z7-<B61
zZv1cc^p@W3uw@(gzmc9O8ir1|{K+(JFTM>-_LH4x5MsbkD%av0x@d9voo`Na^UU|4
zZ5{;X4(a2OrS;`m$MhS|)MU7~5O&r-GkvQZ<4EpgGD3Qh9gHfJlG#?vGX$KsG+5ls
zF|?lKe_#1~eLIjh1ZDzB!>BUQFrf9oE<lArfWu=-FSHf!vZe3Bf<|SlMwu!k-bDa;
zl|(P`(?@HNNfNzCy!E1$pbS8l5{0)eL0a)nR)XNgN#H(^tv6T+0R+a4k4D6RUK1>+
zbw-l_rA2Vr?w*W&3>EMy*%wkMn*&Us*dpi26Vl+pOyD?~_xv*r!eAncL`C%&%qj`h
z{b+M&V1`J9jxHRI)PQoyylER@P^Lkc9ChVNaRu2z*-ZEOWRF2x_bmXP^iRnd<Sg&f
zc#Ko}!}Fkf18iLq1B5<3LW(lWg1}BHM~snkpsN%;0Bh5E>0b2?lXdXAy|hW#JEo3v
z-bJrHQJz((V`37u4rgT*woB}%7Q{jaOlwgEXm}d2THXIjw|l|$ntY3;w;?ry)wkj=
z(|W3sT)>ThP=F^Bv&&u-z;e#JvY~(X7a(~CW?o<m10G&hz`5%PH<^R4_W`;u0CIVF
z4vaa%C!BVGvaU6?Y)@etbKAI6eaQ|oOoO_OzXD$P$}y<3ibljuSRp?%_^;Z-)TszG
zv<J6cereRNkZ`dk**)1qZc?|$vUjpo^<RY9q!J}}Ujpwo#kaU=w?->1L*dedlV+$z
zfm;p7QIbZ_D_;}c*b{vY5iHHv<;vgsB_yievEicg-KuwRL&C$Xa}A^Olt?mTz5x2&
zaY0=aC)#HPznABlE8*oB1*}t}SjEgCxhHbI68oL0!8x84m~<yKk4WNr_q$r(clD;6
z$oLBb^8?w-7nWuIayxbB;;*fMNb!Fg2q_eep?|L^gb{O|!|Pv5h!aG`3*_A9<_gZC
z(a|F=(>nPwa9~V<luhO6-UBoV-px4>h;%CRwi1HM?E>~>!T+km-N<A?9X+rf61R@O
zRQZt<K$=PeN^J1IE|-91=>lXd$iki3^laXi@P`1Y9J6LAgDM_kL*fYK1Nq`#JtKq9
zp2R>xIspK>Ro+AXuR{rZ+C{LW0Rqqo>U~coIZ<<D4~|tb0J>vK;Al$X`K>4Wb)a}#
zSz$jnGcK=C1J-AjY;C)PmFLPpmXr*Ut7XY-C2-f`E%DLcdx`2>GdW22QO_+jm%+F{
zS73z%EtI<E$d_dB?K3Q7Pm{r#%{!z>JAoYe{9&S2exNSKOC^#*=dEots6;p|k?bc7
z+B|cZxVGj4I}FZ!o}@%5*P+5w2{g8j&-peYF*V8)(ed7Gua`n)WZR|eotel&R(?x}
zG8*ckCv1pThrp1nNyRj{m{7T>o;$V5JLfT2yb119hTBV^h8HyPRNl=&(g<7{x#{{&
zU|1SIjt#yC-UwqTV*v-%U9$(65@MlkR&ZotYH^Zx2yh?7ibvfW?-j>W^C)9F`LIFu
zsE6}(HE}{!!x7|4E|^?UA~snwX9Nv$N53FoQSsO*mTdIt`s3`|w)gWXXpAJ2*xEza
zDFO4oOlxTA28DP5IS<`$?8Dt&`JGH7D&AHB)5zhNE=e|?acY`5{V^V4hS(nSXX^g|
DNI5!c

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/images/image-22-Microchip Wafer.jpg b/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/images/image-22-Microchip Wafer.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..724780034b080559ca7c2edca80a371328de5964
GIT binary patch
literal 89074
zcmcG$30zZW_6D2~_DzMLVN-S!5F`*3P&A-H2y4P3MzjztCb$$tQL%Pd1T`XM30p)A
zkOWY$s6kO{D{4foR0vBI(LqoYaj6xxwe8Gz-W#xL+xcexzwdMA_GY=c_r32q=Q+=L
z-gEi)&3_N#rZW8l{c(6a4u^;T;r@Law*;rHsi~!@p{=E*rK6**t4}o0*VEHCH8P$;
zv^1MF)6&es!phENww28sTMG;Fe99bGDvd^)HQUR_(`})PJIxK91h1o`qpzn=GB6;y
zSzB1U{m=jYeI7SWTcckCPr%#Y)TZGH)A0YkgqsE9)WBo^a1;OVY6Nu+O)YI5T|GFU
zWhzb$PavqN6Erl`)#2!!@I6j_nud`z)mPJ)6|ZHJLUhY4tk$;mJJx2x?)uTrox3SZ
zM|b)RlBt=!!)!9ek>)XPzNeS>lBEp)WdVWAh{&ku<uNNb32Q!0T+8DprEcDmwsqU~
z^z2<Zxx4r56%-W<OG?YiD?~N55~-}NzTxok6Y`dmr&>>+xp484;&S_ytJjp>J-vND
z+`QF)Z)o`bgOP`iMjyZU>E-yV*KdCQ<t@4|JdU8cE%>kM#y+~QX>ea^>goh_Ep%Ua
zwXLubrm1UKQ#FlzSz7Ta#x`!5+C;y?>SJv>w(jg7O}Lx7bf??V?%BUUw}#!>e|KY9
z|ED{9cVmCtS3gdlfCu9drr{Rje&jGI>zc1KIb<<`$YQwal4}Yyh^$~W0a^UfCc!g^
z;dlYLrW_6knEaAJESJ_~?qxXJtHEzGKH4&Kh%7oB{#P6GJX{d>x0?|CC{6m5u3=9M
z$MI?e^uIln6-3v8v8gH9%5Z#8AOq(NKT+#USKZJ1W7?%Ql*w?W8p__((u5jW0<sM6
z&x28Om@H++^wOfdPU|TgW<((U!pHZY*Y&5dy28&WIJuA&tWi@``u=6G*G8oi9~ueB
z4Y(QsC4<Ev;{MMY8c;D&9!@1oYYKMN2sk(<g-^!S<d28D)(FT`Cr+$St`Xqg+eq&l
zYtm>R?2Af^(0IY@^74;u4(}-`be$j=xRBiiF9L(WDngiL)vcU=?@HKJITT82=pd2h
zj|~X>8b&GB=s-V0{`0?W5ioCLJWqm|h>Yihhs~g2o`Jd4J1_j;hCVjk|Nb7iy6Vzo
zsRZ6Q!|h{E=4?-R&%^g2Yi4{r1=xEU3tSR@##Xtw)$}4{|DZsHl`dHdv&!V)C={L;
z$A(!23!!*>cTsfD*d|rjJ9etEg5ak@wvvsr<X<QfZjm{-kQEDv+<nC<t+FclTfU5D
zPh^3|Qh0buia&*?w>L0UCc?}CWBE92P>BD@SO2%qq+-H*Mu72iKXAFpEB{~jbbD}f
zxa~kRGw(;D3W5IKgAC<3HdpuxT-hF`9&B?SyMLh^vn2|_$q(NRjl!@eG~wEZ%A{7K
zz6-+x`o;p8d`cdN)mN0+m#cnJ>eA1n{dlv%cnOJH>tQ=DX`V^ku393ylS*Z3IFrR8
zxn!wBfk>SuVn!&7va&E=qW~(fS#&*yy)%x8y&z7GKxNoT1OLq)&!_NYC{oneuRn}t
z%xTo%BI;830-?5AQ7OCtS5mLZ#t_O%7ke||LVt6GcP{qv_YwdX4I&$`ROPsn?w$+7
zVgK!~K0eET@g9HvMWBcYv0WqJ0#au1^$RRmqC|cwW0y0niqEHHu=9mNai{+3p2T9B
zQ1`+}k$|b`jE2?)AcXLK5=#*L;iQt9Oqg&Y%sjhu;+y|C>FCOFAEXqNJ>EO*e|#Mn
z#K29sDfU7*0qi7I6hHlMW(&<VfW!xof+Dl{|I>NqDbx-MT&(57w|wvs0cQ@LL1=Pz
zHNyNRR%u4j=P=22$sZxW`y`+S@LZMroQXoYHd%rIY?2;OFcVJ36E>lMO+^ARI^hf=
zw^;ONm#>AeMxp)3CTHUzR432!r#*s7mB;_tx3QR>nEemaD`0B?-0=t3CjlzN!07+q
zpk%@moQW~$x@l7pPEVvkr5VPK;wM}M=iNOjJT2Cs<>qzKvjEt);yS>lO->nNR*>&#
zh&Ep$r3ov1Rfi*&{L_eIC#DmdXv8Z1NO>r&V<{aHD{nH#V|V+QT+=vl(huGCW7kAb
z`p#M3!_?BEcN6|`j=)VC9PAyASDo+=%J+xyC!K&SQC-8bUMl9oh_%6(niJ>H|LfT%
zN$cW_iE@<_WMS^aA>)DDWEcrJOw0p--x#2gSm%7;EASH>kg>(I?!IDLVg_+s@*h0s
zJ+DH(IRi~Unr;NItdE@@@j%to&tedxcm3(I9}nZh_W|!gF^0*Aoe9Xu<1m8(QJnPn
z4|z-W!~qz?`fK2zU_=2N(0<Z1lfXQg%1bgRDUk3`N&v4wZUzJq<p)(pN}<Q1B;f*>
zCDgb8{;!6H#Wv%R<LrUW$N#su_rDz%(W>#@92v0~CJol_ok5K&;80Y=Qbn=Qn8^y5
zE?_bL2@vRz-^10oc_=8cU$T|l3|)*4|1sei@7aFRpO8iV6n>a>RA7OqF!+GVZa_e?
zfK(v^B8Nujh*Nni8(5iuqvG6h7DG*!3X=&G4Uuz+Sgk<W6@bD3NaJ5P?|U=y{_Ol8
zUNg>5-eQq}<FrY=M&)+c4Srk)U^6gzINGZ?L#bebZNX^Kh(Fpg-am4p;P{Ifrl=?-
zN*a?c{{B7y%?Pp-c(4535vm%q6vJnZIs_;BQuQJDrxk<_G6NoAKbp*3dpJ3yeRjeJ
zsfzmNL4SM`|Cjf8XJTv38U0Hzg2@2R0M7(Q2GHX$0aKHBg`$l5*Oo@^nZf*f#;uw%
zaA(YY0F+QM_lJifpMnqnj(PoYAWRVE3=|$Jl`sr=uSkOmT{V!25J9n}3G=D)(wRbG
zoz&g|qfryHj%NP<k4-I!!gs2_POhC`Z;)D?5CAaG+rxZg(634Si+lbcF)aDO0npq6
z(4ixMP5r?N(Ogb!KrXPnLKerrH<$1ss_ot#HF@-(_o(XCW2gzZ*o8SzyQu=HG!wK5
zIgS;`u$ml_QMOVrg{f(84d+G^ie~!#@lJ-wq@TaXq>vYVyfHa+RRLj-h%JPUv%Rw`
z+%7V_J<j<fp+@JCwC2o{H83Vt9Ec8BZGeS0RW)7=!lIE~n>8H3Q()5N>}DMXsb*5A
z!4i`SM<zo0!k@-O7OU5`INQIw<#)G^fjNtTGSj46Ya)|klR(D;e1b=Q{MuPfz==aw
z@@1g;oCs;Ql10yf<o>}=?d=g^W^$M?s}d>7;FDtq#9@cy>0?2dHIPU(fkA9GaQ&i;
z>8d-y3M)J+&EQObQ@#HUp=g1$baafg*B{Dka&zoPavirA2x3hck==Z$7R|ajgnOfk
z3prp1O@tkSupmJ&xE2ZH{HlYdV{te!8CLqN36mjcR^U*0g1dg;jp)o)m}OP>A^~pp
z9-~9F_7C>=7t#bm2aI&-0Y$*rB!aV#tYMAKoIQp_$aF;om=6?Xze70WC1@Ij861_D
zz+|Jk46X=~C_`gVjj}Wo0XR=027&Ay+5A%`de1pO`0i|=AdRd@pYC;e2)&q2>JN^1
z5y;3u^Io(MC*+pqv6~HQ4hopjBw=|SH%~SHV31NlG--eps<4L{Rux$!vE~ra1*iu~
z5%RHzGEe~&jlM2H_>7$B9V`3G0GRx6(zS^hls^cECiW@tGvHJhDVc<9j8H%%q6rHM
z@K$yrz_CJ!`Y-O<PnU^76i{x4y>%`RxuFkPQk?-2kqcI`Qb~$1$2f@(p9g1M(l?<y
zg3I6_RB#gpfw03a`WKM$-+gWX-iRiDt@Gu$F2NRJ)-WhbJ*>Fa0XFwgpkU5|{R;cV
zApOP<fHmTj+yaOOg?BO0aF|!e70~AiVp)PYGmMH3GVm#_wM6)T;{uSS6hvG<(x_rw
z?Clp2S@HX^*g-*p6ADogh-t|rI2yS+N)1C0VGssb21H+@JHwC_!5E64_t63Kx{09q
zFlR!oJ;{`@J%Ga~@HTMY30M$opy``1iXWOjbRJwf2zUTDs(KN7XAPb*Np8Snu=*Ec
zjVLPs$`rw{kWM)rN<kcW)(4kG7yMs0+M_!5a#;#O9R_Ybu~qsskRBV%<{o4aTFWKi
z_Te+ku}HBVNCX??v3V}@iRE=Lal2DmAv&n^Soj=@^2~t^#3yWShPi+msvt>bV0-oO
z8Kw-?mn5lz*oe;c1%(=rkOH5U*R-Wjv2#1=Z%}0w4!K!JKt@4B;Ys87D^wZ8*#S}t
z2~ypM*7-2OVm1C`S!nf_(*WpU1$M=Wx73tQrb^Xh10LZqH^6|Tn1=W*GW`q^Sm^ze
z!Ot)(Lg`UBfu5%S`>g-v@ZPhY$FacBb`EuQ#ie;D!%+i6B{J|?0YyI;mD>&!%1sGi
z4g`?|Vg(7BU@-wT0D~dAPM}~5NxT&-5adtMxTLTq{>J9+)3{uSO*Wx*fCWZqmFVoJ
zMeLC%rdt96ZXs%12Ae)%38LX`Uc|9Lff@?Rn>CpO8{uj-C0LB!gu~HjYD#iZ5F)fh
zW~EXnJ;Fvcc0>a;B7QFxZ!8!qK-eD~@?8l8KFmRu`~W>P6u>roAtt~KavTI}xHY(W
z!3AuU18_@C;2ww}XgsKJ8LB`k+Lr-U??f6SG-2gM2GWnzk&&@YwfOMg2F3e6fhg1@
zfBQgIIX@A_xSQ=nc9-ClAzs1~Y_TU86SvlZYajrl16;KeA2V@GY7iJ@t2x8FK;Vmz
z>Ir)q{Su%OH=|W3d`!WWOB4&vfp_aLKy`<tEXU#}XjzgbLNN3uIHF!*4JM$5NyHF&
z+=KoU!{HQUNU_U2u#-PoFHb>2ak>EQhag@}u?Q4zRqds5t=CzC6e71|cZvl2p~6Yy
zG7OnibFuXriq(eZ*iT_(X2|k_GzujKu?Z&1UKq=y;Bt{>!XZQLDc~4b?^Rg|L|j8T
zyL&=40^Ufj*}sb@WU+yma^m0xQpYIz<PHZOvNW1YAr9;ni1N+H^&=gmAmKY|Hc8R`
zi~WQvywig|rW@!z2E>yQH}4q3+2nE6HdOmyWi|;41cBNR3M+^;DqRPnMi9&<l|x>s
z$pF&{a2w!N0s0&vq#PE>AOdPpz!V+ycV}RMkrE_`)`P4CNeV(VRN+9@+bdu~j<Z71
zmPVn{pE+PD42Ry575Egn5P~uT`<AT0ViJxDm;_hDVX8l69A&^niX*@=L@&4K5R9w&
z8G>IWvSzD9u^1L=G_JgWIIZ0fvO5Lb>0R0c@+h)IzE&=cgG?ES6$+?^VUyUe#aNQT
z0!~e-)Q#=6*5;F+0|j#-i$!w~K?u?VqNb|gzzo<lGbhC3$&z)_UO>y3|Cf614{Z1g
zkHAfa*~j~VTB!@gsdr)50`O8W7sFW%EfAB$eq2B#EV|5a8_7?DmT_PQnTbv6UlJ;T
zvI2Y@sg-$MNS;Um>Oi3)GhR|S0D9?%_HawH1Jor7tXhVe5lqcRY!1A@7^WQL0RbSi
zF$#K3u%$CmI~d6{qyd1*9-t^#8Z1Y!8zTRW1@Vqq1M*@bMZ3Y3;z}{RzfCMC-T>kL
zY?&Z9626`evFqR%B1d-ql33nA4MgzEEjDqWP@hI1+iTYq`U1HrR6%m-?i4xX-Xbu*
zT;3{?sG%Z8gIrTu4y7U{I2LH~fM@`tKrCi*g6*vceJaZFA#G8?B=dca^H=fnSD&Gr
z_+DuQqkt5uHiB45Fd7sd3MEyJM8q8cU5GLGNteN&6;OC>Uq!yecyDMA3yg*67tF3|
znZy-QDx+fJV=7&LTq<p+alyzglm$v0R6^xqb;U$Mj})99c#n9xraj^qfT>_BKwzNe
zh`tB2;(;0hrPu(7oQ8+63PExRasuWSs56-m^OwY+skuN#3n!C+_zTow{((&b(5g&}
z;8#HsyDU3d&;;PXny{8HXU>8`ZeHX8-fiZ^)6*%f4aY*zD^sG<F_yhy!l>F3g~RSm
zHeM1NsZ+@9rxDlK2~-9O(`yUz(6A3o2zlU~uq<YsV?W96A&J2(U?H0@319E+RYk!B
z7z4Uau#x|`XMY^K?}Q<A0$BUPx*K4j^Sx3Ubbv`lN;e;m*l(X+S88wXT?AYi;!P*W
zpNvrxpv%(d{+OaB0ijZXY00RT1`Sq@{KJ`eK1_<J3h1(AyqsMK2cs~;4X}qwA${$C
z4p>W{hh$d+L}{qxH_}?f+@BzG`qV2tyXdhSkclU1Gyqym6c9dv8XS2KOb%K!cg7^N
zavhXA!BZS4KLg{3tQgV)VLM%~@TtT`ay#%8F=ngn?SN?M?ZA^IyRR>eK5$az6c7zB
zmz*r#5FA~+Vfrkp4rgO`M2X}!Q;|A#gTzMW6yn4lViy|r2S=Xe>-Mw?E2h;Pg2R{W
zdFCdFWpiZ;1h6XZ0pV9(Q(A<g1j~7ozCW?Ix0;UVJtFh(8TCKCen(F(OpqtsIO+`f
zkV?5TaAXNU0P2f?w2QV52w>D$p)#YTfxWZkk-ml1m_X(4h3XQiMB%FIhfolJF;E4M
z@2VYu%y$bs@WPq68A(5RDm&^Sws#)EDGo&+;{Ax(i?<@k<U(Fe5P=o2Y5>qWSRLa`
zS}F2Y)v+q30!dE@fsTqipg~R$c0rJdfy|Zyf71seGbgeE+-#|U!!?HBFM~kGDnCWa
zS>ElZVNzf<SFR~HG^F?vpUkiUqe>O#{Fu)#EdV>+=Fd|$|FUOZH?w!Y`~YRs{(#14
zQFPOKnNWI-QxPMjNmo!pC}7!&$R=9T3QDk3_z<Tsw#nKeQo)z5n{U*!r@n4lh=L(N
zrb0_dbl?>qYnrNM6mWFR_5TVrKmH7%D6;r_ND3m;e;3N{@D$%AVlL=f-Ee;|LsOth
zsyzpR%zlHKS{5H9rio!Si-_9={SLs9wjjp<#T#2o!YT=jav~KCSCiS{f;vHlkooyk
z@E5cW0nv?xmbouNA_27n5-k^78aWEV<f%&y2IE1s0Ev?Z>6J?L2WNuXj|o*CP##nl
zWDT+50LJbV;KZsT99fYXjMI%}XDXc42QZclD@dH!6b4m?jsh81BaFZ)z@f;*OY=9F
z^T%6jE}S-H&g%gV9pkkpjlI4>&~<X(l=7qOa(0u6j40`1GNPIB%#-lG`cjKqH8Vam
z>0y~@;n%uVe!YHs^F{2VZjt`pW$HXxq*I8k3BRa@5_3&cu#^@d=uTPD!o38sS`3j3
zlof@9YNI0|6N||YqwHO5O~%;dezIi1x~32gV6*q%{1{URCIuF6Z{Sp~!t9_7#;O@a
zQt4Xh;4OyZ0L>6;;D&kZaS8O*r2yc~171y6U^x?kD+S64u^;>dA#-4`1|l^`JcDKK
zrwkG{R(1Gj0*c9SGQ%E(_~r1*m>37i(HD^;1#nzt#2FU-awi{Pfex3o$qT2-*&udV
zUXnnG6B|CmOv6(*oN`lKdRf^OM2GGbBmx)-R?E5Nz|BZ9Y)!-2*-9$2s?!bb3SQE1
zp`3D|!e&UQ>)Ti9-EF`3<bmU|%e>p6ZP)4H?DemYn3MH7Tv#s)w14uBFm=3pmy##+
z%&J)0&JrGxI=Yn{*n7Mpq^Nq$k*AhRxvv`sLK57v?fs+W`le$n`4Z)c%^e9WqOOP^
z8+AFqW=*4%5VfG>QC*3waD_+0(o27^A|$avC;$jg;PrpnPf{sVWZDx{$UR}3|KitJ
z0||&Xr3Ia!4HNO*Y;GAb_guskn5Xd_*o<N;Wf34}g1Z@jWiZgS<ke(C3y=ilP!}}J
zJXIc5>7Wc$D1#{?reZ-0^c@E0i`tXsrZY7ySa*TWsIjoMPL;Qy27-5vtAJ_~f+-`I
z4M`G8#aK8K65ybAL6r@9Ul5C{DJ>>mB8nqQ_<W7aUEo?%g~DM5!CWN_3+0z#!51oZ
zJ}jtS5Jsd&<gn%>*XbtmeGe~{GYuAa)o0cvHn^GDfwALgKk|#(HDo0X#FxzFM=3X#
zI|*f^$9??^&s4D*gugW^e_7O<yzD76VOYAz_gDY5S7({57;2jTWxsga7-eanapJo6
zaQT*+u3saaXSKu)ZN6Mxd6nfBy^j&TaGCPB&|o-R{GA}U_vEg(k^Z(TJl&&cS9o<o
zn~D|kRTotEEl~q*HyM$tg#(oPCS!MU|1O3R5@X9ONMu$kqY3{Gn<q2=qz8S_j0x5@
zi)F1oHVg$JWHoH*Rz(a*(po_r=vrjF0TF64)MEu1L5$=EGHGjV3(|6d1lC%x2U&MB
zjGNT*bFm>rOie5T4Iy)P62vqB3{X?TIY25PJJ7;}1HA`W7T6yR2Yf)60x?e@B3^4x
zJjdtZ<)CdN56cexk_lk1T0V#kciOLT!RjJtJ|l|53C9%n)-?81_G^h)gfpOtU{wTG
zARJ)HG6;qY)iCiqh2g;KaLRbh3X#^O7<Q1yLd09@Ql@BD8ql^#Z_u6vEorMGuttO)
zw5z=G`5um^9z<o1RGBpe<nFV|R#wgMi1i50+nLmT`arZpq~$16pKYyW;)&}uFyT-I
zdxu^hk@E8@8Xp+Pobb9gZbDe1;FqWNXKplDd*xPbN#2(yN*|GbwX$fw+LXOfW9g5*
zhxs->l03fk%#!GUokx;lb{?)Q_%(Wq&1brKSGK(fcZ-%3?uc3|IBicjYNAVOtMyn|
z_>x7mIsL%geT&^?2stMrBt$5f-(zG2XfaFG9IIlkWQ>)vp!S@gR1><?1o2iak<64s
zaK1;Pfi9rr59U>+6WG7EhBU#<eC(mJ?OT{amOl0UZ4_yuy9GD{;BDZ)s)eQZ)?b`)
zvzZ#Rn5aRjxCQG;#*0?Vh4M+72~7o{-cu-F$j@WROrZi5tl$Yot4hEUlwDBNa;OX|
z!yf2y$b?qQJV?7lSidkP3ZH~CaI^0PLeRrUtbWLXPZ>B8WJ$Clig6uC`bbe17$C+Y
z1jepm33&pW4jgopcB(16Q<+nUu}d<C%4pY>Bl+<$U+_BIY2vQyPDX?<&1%gm18|Ik
zVJ21!dvM)7eS0h99RDNQuL3!;<>#9=G8$vGXlFMiX%veN+9^28HQV=`Yq;%Mr{k_X
z*q2poeXE_he`u)biL7Ldea%0$t!?P=RgHD>E$W53*8=*SZH-ob;c3DSpsxIKN=sDf
zKozbrHl+C2?m1DbY8I7zvtH+Z&u6^anw~Sx!Xq~yifk4{G6I^eZuog&lxf`S#<l*J
ze{8Jq6O;_wE{t5068kjfQRol|6)|dgEY-3y1DXcp!p4aPUd+Cjja7@12y_2nt{*HU
zpfya@vND4E_m7(79Utr;Qw-)ZkzYvIv(i%}3M=zIfH6`ol+Y0TwNjkDWj*SK6K<8l
z>KHQx*6iSe%p7~9WXM@6G7~D))qv%rSHKJPyF`!%%4i39VhupQEn>eehUF;q4<lij
z_dF0*qbHCDTS)@P!81VoBM{{&aFg7!CZaZzxiy^`hqRG`OA3-g6KEx`wn+^tLbe%5
zCh|%^#4_S8j9^d$)Il@J2cW{*0#wa-^of9Qz}74k9fT%(qINRvN%t})D@3O#n@tE8
zY&#O1yI1&<-B3SW8mlV@M+phtA0_O$(kow)w~u$er}|hF>uqG)amPy)@ti}aY>wof
zA7dXG+Glc|!bw;rI_Mt~U`r5rF(b&om!DcK%pJg=Z_>Q%SueQHKE86g<kkVZ)xDem
zH>aqYvGA`~SURp>P+rt_b*MhX&{MJ5Xvx*X?!N8J?^9e1YO6{uj1>_@Zcgdz5~@lL
z(d;a^ryc1}>LN~8<nxY9nGUX#65A2;m>v8nsg@X-2SN^p%$RkNyzA`njzPqLcp+zF
zj7|p_`{Yb~(DxxxAWy=)={>~wqfEd|3oE*l+=EaLk$5iQG8h203Dsmzwu|-biXdfW
zxr2g7%?9vrH7b*m(8;+_nC^u!LeAraj%#DhC*S}oaTmJs;Yg^oP;!u2J!d#ubgHp`
z2Qs2UJZOPcBIkp{h}u}40EGn-e!5`DY~>~mSAsuyxKVa!yA%nbP(+B;N8o&P)Vc7S
zu1T4~L9zh0ny(=4vNwh2C5Us=gS!F)G@yB7qL6~j2m|0#Kw9>pEMwB`aqRBhOk8lp
zD22a=6)Gcy&V1!(rzI*3^U$XK$UB#FEmS6rK74JUCv%M9X6dH<_8fC&!;y#Qf^+40
z&k{#(o@`<tN$rRXO}eJr>t^OWXSaoZM7D7_flUY<3~i+ieI3b6VIR?F(}ELR82(+o
zjftXbl$fpLt20bEF>c<`2OM@pPMKBTz-v7*J;uw^<e<;#*>xUWf%t?xZuy)N|A3L^
zl6kkzh`ji74p}-%O3RO)Ss8!B<e*2jRb?boK#45!+P&*&l2L2Z>8HnfqBnPzc--(#
zyE$67yu5)yAxRny0O&Cmf@Cq@6bKltWWZikcOCi+8AKXq1PC-8$|G2#f>={MvjHv!
z(LSM`VPX!7X9Q4_2_a*mrkPwL!)+cHo~t(*o9QVuGqA^*)|AmIBzS+mJ7@)STkK6y
zm54pNQGNjvdiwHM%Z8EOIy)UL28_}5FcwJafD4y{DkDb)IU*i#UCa7*q7d}}xbR3w
z{mDU+gtsngZecM<Qmhl>yl+r{J_x5es%L5-hd2`xXx#Fw{BgWWuE@$lUIaG_Zi%HB
z7KqpjltabmaNtN{!4eP|pe)5WJqi<j_U|gy1MA!<&|$)rHC*@<5Vf4=mGGv@#gLE4
ztufmcb_;v9|3+ar<q3`1&P%6^vYiqe2oAHD72Z91{jw#3euqtS>h7_t4?n)u5S6nr
zfBW=hoC34Vm4fuD^j__9vqDbwozUnvVm-(4-|k0!;%ex9D5-Q|RT%NfB5v&3{({Rs
zj*PbvKN@H_&~0Z5+xH1tjRot#d*qzNH3hwa@iR-BU-a_1!_u{O>!zo^nf}WSlfu;X
z{@aGmG{jwP96RuZLF)BKU#1q7TFfkoJ?gY^<hGVo^!nyu>85M5m(K1g;nkHW=9?Vc
zztJANW5V<kU4f9IFpERQ2rDpUL?KqsQm86#Kn*!q6N#!(8S8sSfQ<w+m1Kuya#i^O
z=T-$gi*7lO_ZZcHufnXzk{dK*z!%iJ78s-iRVp!q2S5Zp^&tFWy&qig9LPT;>1cpj
zzMKstw^pj6M^FYrmqH$!)j`xp5|u^`@Tgr-=hu{LQ~1#Mf&;w{h^({&L?jLHUb%KS
zS>dp)mZnWf4fH3I*h3(BfpQR$1KEZR3%czS#Fiz3`v4)3zX+I!8jA_67M4IBhc#KX
z9<2AFgxC|H*y<5xe3nk(Jq_T32#FGt@G&r11_inx0FA73-~{MSaEXZQ6B?jEY}JF@
zL<}e7c$ZUpaIfC>WK_KZwAnc-o*g~f!8ALPTbKK$iMaQHv(v9V)sJgh7J6{%m&jt5
zw-H~=_6S}qU1$_$(-3lOlikXfJ1JLB|N4TpG~4DVxjjia|M6OfKw?s@=SZWo-`B~G
zQJx-$-R&BP<MnNIYl*uzo%a$qE&Yn^l=m_uf5=VE@oanal`BKF@%b&4g_6Xz-_5dg
zTD0w@=!Y^b&%<9$OU-Z+)tv6uiD@g<f0);+^JM;-9K{xH``N^rsvG$wWhXoydR8==
zGQx|Dc8i`oTc1r(aPQnI2qPY}-=Moc`d~#)KHu?rv(N)iYP8^ZM;>((a2%OHPB5TW
zr6ZVGJQOh$kO{#?Km}FL!XR-1+zJG83~x}6$|V3R1Wu?`jKjpb!jKXIBK}7mi{9(I
zd?jB+zPM;AD*&-5H@7RuS3>m}<x?4i>BXQyS(EEPP|)T0kvm+c=K)m9tSOXsfp@1G
zx2WtCv7$}P?Se6>WBF2O0qKu#fQn^kWw3;u0umgKObjPamBRyjM0U6D!~W6?0>c8%
zEX#z<L}K-oflTHr007Z7a3+nzV^iJfY=Js@8pQgRMB<Rwxxi53P~2ocLr>4QmX^3L
zgB2M1lsQOD5I`cD=+iN<B81d>*3xo`xlmkDk+7W+%!TqE`64WZSQ8J921+ECVNP--
z@ggR9qyRq}h^~*OO9MLZtZ`$i9v;z7*DX>R;cR!C!r#D!VO<k)vo3d}#**?K<8rY1
zk9FC_tok<%#Do^Mu><R|XTz{X)aH@KI%dE2wH>A52^LW~gZW8ks<b>DJvP@KJbs?`
z%JX@+lWua-k)rRcPlSHYSZ)yd&&Ry=IwcKl&5oxkwR{6xkKO;5iQ%f;n(w&rovA^s
z-<s&Blnu@ujvn4Kw=ZY=#sxp+t=u^vs#*}InG(UcK|10z>*_Ka2IVAF>6VW2LbWL-
z^#EwL9ZU8$u1N^fOjUe(hjWBbD0uW>U$)>zl|{CK+jV@a=dWi&B!khBg&RD6xU+K2
zOsDBP*g8XXr6b1<QTALFd}&f`w;+t!WVe0f_`%s{ylq)-x@21|;&LxBLN%=S2}lge
z29WEpcvT^k&L6E&&;d7zSvtT`FfWDDWzzG2PQU{iR4g-=!x|YVDwd0QvM$l9u$gWB
z2ZBV%x1olKhgP}_qcWl{EM@C1V1aTH+$F-TCXWXC^YE$ud`|~K0#V6kD{-_+U^cj5
z<xrWLAkH2{HEZpfg9u95%4q<fYm~6ws$_|9v0ar)D6jB5F}u@B?VvzoZeRH>z-MlT
zQT{mGhN;wt;!f9EEtglQ+I!SZC2wdF1W4I|cQf}@fvjJ0o<jjS-<eG7C+khAIl!RC
zY%!H7M+#!t{BxtpSYIEU9_m!eHnFC%lc5GVkv&pO!>tu;pwPP6Hx-gGhKa4Q2xf*0
z!a5b!Z$L8A{z91DM8Sj*i~%g88D2c$&zFDA#xuM{?xTtY0vwCopjh@jf3VXnd}mVR
zqE|SZsyb0?(XCHc{vc)Ue;yS%*mL;zG2T^MFPouLP0XV{Nd-lfc1=Fjhfd7Z@fp1v
z_dGJYIE>AEo%!Uu)oZ2XM4u#$g*{jFW_q*F#;@7Cyfdmi&hGxWB-hpP!mBZk|2%i$
zQ6?@nK~NIP@bmi3krC&#G;zf~wWI!nFBEH!m{qK~O#alLaVn2{BtZCLaf7%uUX;7v
zm~y2uic)*E$yE2%Sd^W4`5^ZguTTF<)wKMQLmslhl$AGt%mv_|76&p0`X9GbQh3+e
zZB9tDO^41>HV+LxBfT~`kP<h;N^mRUjC<7fnRQNfUKUY_t7NBSE&ZVyYdbcE^_?Dz
zzx(J(-3s?bf>i5>kfYNZH|KoN;FkwoDHEkS(66A$&J|R014RZ1P_0*CvM|sa^a<ik
zP`H5uA#eqb2jslj(sDM9B^v+I&fTAiEp}f4`s}ZPqY(R7@8o?C^%_s2K)qznb6LSl
zLM*)@I|3al6HrId)3kzET^w0q0r29m9f=k-0&jL=`R<)OT171l#}Wm1?&OgY^OVq1
z=fXz>VK%J>w8V_oayU9->bZJ_{oF6e_;ln!X58sneEBZXa=j^I0sPZa@f>T1ysrLy
zxju)pk#Ye&9p}Q|V_+?%m7_M%?6E)*^w0u1lh))x(%@`xrfSSh@`h#C)jhx?$W!kz
zaLP_=&st()UZ<KFnI_D2CRU8s(qg&YJ34tFxM-F&kwzp5U&zJmU!lE4Z5o4^SfJz2
z8-&J<kpdCr+^9as9iH-AGJ}RyLYaW$KtzX?Wm2^a%b&X{UrT7=){Fq1_9jM{mOyjC
zxqv1X;c1vUEBP2XDLH;DJo|Z=R$qSHF;{L9Jv|clvQMg>-_xyU+|WQs6=a5ntjJ5@
zEMwb+89f_YZX2u573ak#U9i~NG?aSfU|47p!^3b#_eH`=TemG6`M-E*KH*lG3)U1n
zMPwI-f2P+nRNnnEXGnS_?b8zuT^+QL)*q9ay~fx_y(8yu>f1FuGR6##FwQU8q|ITw
zpKsu`*c>W|9n>vZKQFI&<dpTXNYk;PIRs0JOt5wBV*77)M6c>Cee$AX^G_FVggOd;
zOy1U%U}Led@q35IJq=zag+AXHq@6l>T79V5Wy9`;(Z79tWlv;s+FEMLhJt{`H|*Ue
zUEdkHuXq!EJJY5$g|zPIn)J=<HYY|A->lkA?0?BQb`vp4Ku%1(0kIGiJ~Gx|M^Zs2
z)D~EhhZS=GQ*d_`H3Wa1s5&Nkwo!is#z^s<BZ7#K(ban&=+TkC9bKST!1rdSNv_u1
zi@#M<ObcINXi1h3<(EiOqVTlLidHTz1c6Dsh7~BHdl#G5)`R9CV#dDh>dV~QS6Zx@
zFU)m84{PhQ{6kzeVZtXU5y`~<Pm*x40CQzcRBejyNHO%|Suz|LrsHA_g}uECV+LMF
zJd?t2l~8YW5QzP(U_TMLE~P)ypr(>f#_wQnmC#PhVC}n#cSV{!y_jY!3I*E7m{&&2
zb)hWgtR@q25F}j!uCXYV<<G#)WrhubZlcj)?@W93T0+Q~oAjk;oo3BYv%Eqo8AIY4
z0iwWF%({_I714o+v=dupYWT-|DpCa&boB{>U$V~!vlA=RBl!A;6uAt#prK(H+Df1?
zQ75Q_1W3{8-Nm5dYiX<ijhdpoU&Gb1gMx3I^JJ6mg<3-VX%@6+hjH@OHu<FA?{xG1
z-tp6j@%pZ1O~GGpIqYZ0cyomMW%|*&sus7!3;PP)3sYix4)=zv8Ic$XZkK;2JoDA_
z&?%8$KUTl>DCt~{ZNaxA8Qx0My%tffo4!aY;f<{KGIAIQ;}pcrbhMw{!jzbC*Bq%D
zlKQr0P?|5TiO(;Q>aQ~!{%n!_$&#JBPPIH6=#xy#X*c04sug{!r@y1K-Do`KwqQ-+
zTU~B|cjWmj@4hr|<J11U6QbHVwkF4{9(wr4)p@W=c3ltJvtU?o>6;dfK(#aL_Dcp+
zBki-dvP6$^g4`+H-_)6=d{!Jeb7rkc&)r*tMH&e=HvAxX92huF_v@qAAG$Q{$XwAV
z4K>(e<Tr)Xc=qhVpES1r+~`u-<>N@oIpM~u^ER=Y+0*~hVtpETEE`odPzAs`Jz@lC
z!?*&fh%%UDno8>jmWm{~C0H=TgA#^^t}B30m8Vbm_BSD>VEwICG2IO4FG>_pMO0Xx
zqoBuRB(*e+-D`=72SgyfE6tdCtmNh=T_HD!2YIbAJ018af0M=~QX+1Rz<mr`U#;CR
zmx+VMl${Oep|80_T-Eqaa;+!&y9O1|B|GSBDj5aZF~Is65eW{tgBYup*X6%m?DxW-
zLfOQF$CEqAZ89rhpT)G;gcHvL;3^QOSJ2-xU<pFUadPf{`8goNbA9Q*)jy`}!MX#=
zn(R##xLNxhc(X-*eB8zw_yZ8R&LoM}Ir3OAfixPV6vU<k`)!dbTslDnhjyn-hSeBd
z(I)M1;BS-Q$Q{-ShmaZgK;rKHVp?*D^<IB|yN!qsL~RJjKS?@Nnz>&=lnLUjM;R20
z2tMxK6<}JypbIA!RPiJW^h8t<le1*T7?UEe$((X^T&m^6uLif9Nzvbw7x8k8^;LbH
zQ7YY7Hm@h!R!aZ!W{>#SUTdS=29slVtM814Ub#IQdXKx|A+7r5-6Q%Bt$MEAtr2mL
zc|ZL1Rzvv9@S}GxOW8?XMzh(A%}SCqoc<{g*}MGHd7ZJtlf7m2id9(yCrRVuvfGyq
z``_#MBsltN%!SbVd&IbTL(+&FoIMs1nKwA<F%hDQS?Y1UQ5(~{-*Ag5Za<0+zHZdL
z;g0j}N#wTch4)heMFv|hyR*JoWBN3TXz{9HI8n>;$UMI3R<o|PQfl=u>By&eQ-X;8
zb!y*Xcb6aBW}nisHQBwD7nQG(mN;;IUS=^Xr1~?zHDjZrtAy+9Yh9ZdE!(Pgc$~I8
zENp%@Y;x-pzJpP+o0HLw^~RT}tFBUNwR@A(3fu4YTNG&|npnMDwd?i0%%SGFjjxN&
zFE7cv;PKq{hl||El8OT$D-9K!JUCbbu5X20A1z^F>;p<MSSv#7OYdzM=3`4<6JdaL
zUZ6ydMa=w^WufwC2YHIEcH7IQrutLT-pDEiX}D3Q!TdD-GFrwK>zU*70}UAiLqan)
zMUozw$8it2YT4jRjMb3PkQN0FKXnUQXUL^wbW$#4W3oYFDLg@@9>HsEXN7bSk3!W&
z3+KTK7){7-)f0p=oK1<i3h59uXLDk^c{iG@rk5W0lIc!2yeb_FsTFLUDwhjS*9@B0
ziYOGB+Wk!bRC;Y*H?F3D5G2Aa2@=E-m}HYnZBo*6-&z6g6R87qy{MZ)4yt@zGi(`n
zMigQyO>X{?PYvuaZ-|{kkvycWr6tf}<6+G!+?}4IAam%{P|f;assaKpcuA(DCW|-K
zf?K{!N&(R<yfR;Y`i8R1CXbDGXQ;Ekpykd@3f|ELO>JIkdELhX7)~0OpvQ(_lR=;p
zQ>%ER!RlU;D=3Wgb<QKE^wghkc;S^qVZj=gsBNw(%}0&1P>SlOiTz&H;WI;q7mfdm
z4x;_Sh$U&XAx#R75Ngq#5>y%PMo*&m;?{S!(T=LO-AGF2ruWdh6|N2z;|)a7-jq?c
zt|VwS+kjbXIptos!%oNRN$xi|y-pSLLX1jnZRFzpkvn>MGe{mOG0T@m<*j)Z!@3I^
zYTMb7Dm%rBl6^~Vc4towi8iXYcoDoV^N?_)n6DP{B-Sm%Ye=+qSntNUh?ja*|8OkC
zwJ(g`xb<d>`Nm+=eD{t3$=a_xjEZmGk377SLBHC)m=)3RP`cc=TeI=#vTv2Sw3t14
zy*VxX@(m*g)+N5Yce21q*4z>>Y@vIN{b0WAXt?~u)SVC1-}Y8)Sh^>`^vH=zT2?8n
z%Y&A6=a$Jg3_M~f+r4(yWz{_}xssHoK`QyADSb<CeSBd@>Y3a_t+UF$l%~hThMuV`
z&-3Z+8rh_{!MxGhqCdr??{V5p)<Dg%`}+j1l=}lJr&TswYd7AxrpqhNY0=qrXMJs^
zGB%Z+%)J|t`P1vKjLmm#{wFQXr_seeGI~b|h~&!;Bs3#Q8nsAc@x%hIqY9%5dE;+l
z3Met?Wx|=Dpb&V_pJ;wsvurfjDS#w+dV1t$fpJg)|3I5`=-`F(k!BlpyU(yH1qH3=
z$IoVpGx%qdw@G}ox<ovhI6HWbvx5&MWpvrS&<kdPMDa+O*O-4NuUVnc5(H24zsI;l
zwkcB+X-h}xc&(QCY2-W0ILk?cJ;uQ{#deU1e(MS#nQ>gyrqS(K%lZmH@Nn>~)hy3Z
zkVZ0}hYpqNfToL<^=gT^@MmP)>3TtdBG6WJBb0gJR#Hh#xh8p(F_(jb6@{Ae96e@A
z040oeX@1jOCVvS2%ElL|eFp+UtP#VL+zIsO$EM9_f)a+VbBMEAZbl7=hk6^NJgO*m
z8dH;J3!Pe1*U|<Vv>nRdL7+MPO7;`^PAK~EY-O>R1Wt2%bd!Nw+05~y(=7$TvzWN{
z^kh%SUy0-f*C|OG2e!)82+K6fOr`xeY1~v7{&}2txW)pS(*D@4bauqg5?kdy!(nm<
zjE*KCj?2t+Y8OW4h4Lxsm{<xec%VcAzk-J<aaw)C;-A@DpfDQrB}VWxGiHhA;{$J;
zBM~zUck(*ScT%<!a~H<FsmpsiQmZ~w{_1Tf_1@WOVWcPgjJJaHd-)nPo27PU6^6qd
z{tcPzT73UeyW<x!^BpfGs3#uIl581~Ew^o2HzUEzsqCV@VM>Hu)z@$P(yvp7*8dt^
z`P%LN>DrM@W${yj_^@9@=$)$5)jjKp)7A&Xbmv4zJlfV!c&sP#?qKiUo`R$;UY3p;
zHnJuC6>~}q9XH#(sxOG^-IKtNas2X9XP~3Q5K%3#X@`&JkIJ-1@{=dk><zzI+e9i~
zYhqN!9iG{EDp8!0@Ay;v6i&6p0apgcNN0xE(e2KmdxHFKZ5TG;EN#0YGkvYgKO1eK
zY}p@K$aT<QdPJSwA7I-=|H*w(WUpiqcas;fcF~IIzu(`~pR?!l`&*83-h}dEpK5JL
zXIxifjK-WwPrq82zwXY3p~lAVb${OCoL==0=d<`MCu3H#ku~XIOS*w#ca)Q|`Lidw
zYYBpJ^Zl@>QtG(*)6Ls={U~Rb#4BstO}dlbraf?}EsX7U=@$HQJ=C)6;Fp_nK8@C?
z2GPx_d;kLSJv}@3k1Beij6n+JWT}GHHEL*i1r^+=>4Nat!mc)nx|#R#kQ)pA>RRR(
z@PCn<rx^~K_Z@5-4R+kY*6;R>e`u4ZT=PacRGyt3crt%n-07+=n4fsCjd=MJ=6XM6
zHtQz?&w1X;)+d3j5n;3nB5Tun2c?(fpP_dG=pOcSsc>v?KhIP%^X5NjDFNm_{5$-j
z`Mg^7&C-!FDL$q89RGY`UgG}NQM%qKqPTk#17AP&U*o&jiFw^qciUv#8uMS4uB};c
zQ9#)>bsG&1H@x_^OF)NypgkMO--Azny;Y2x78If&&~X38HIbz31>O1DLlyH)1);*n
z!QiCsOatqY1I&Be*se3R`pY=0dY(DyrYl)@vpcN!irkT?{#aWwQbyAbX1`>(=*ZOA
zgCc5&ry=F0ivu-)8hV)`%O&Jkbo)y0FfLiw9^x<^{ayH;Vq;kC+k`qlXK`48nLz@c
z)+P#HTo}6g>t3VtF6rzzLGdZ##WtC>?<;WzJnELG#F-MG_FPEu-^tT6ydo>&d)^>c
zcBM!bY;B?qc8UBPH&UqqJ4Xk)3Ml#;>=)yd8*HG3TiBiQoJ}KENJo*R;Lfm6;yPUT
zfTOVHshL4cJQy;IlV*S;*CmP!yvy|zWWq7o%h51G6(9FXt6NY)CrDjqde%`oXzI0f
zoJ}Y1%G<j0<%AIGbYcT>aQk3y@=pHXuf4I+bF|utFS7qB%2`P`n#71(W=o6>u87HU
zO^r4R{{5byQT$3%=I`?&%E)d7+q}A=*tV)gEn`4Xfp20Rm~&*~W5-W%n>|*UTTENt
zWM%AXcQ2{Py*Qw>e@4ZH*G*&Vw$<dteSWuvIPW{NtgJ?-w|VR@=q0Z{-Sbb2wSwX=
zyf+`NFdgjKYi(iHap`Q?^iZ-}^P}Ftqb8mnv-*RQJx!eL7IDW`W&ZSv)<sGD_159a
zAJf0&6g#G5X0JHjO-qRLpTaqz`QVH6==Ceh3Q{>#uav5xX3@#^5U<!X*BZSnlS&lL
zH?BF}pS{iMm5D9cmOr*K{BU1x@%~p{`@VCSoorILCE>Jo{3=OvN?vr7qSh#R_fKDO
z@~!SSgaj?=*y6L`n%%Uvqvp$-d3J8(Yj3_v?AiQJs<zb+dPn%*I@RhvJre3Eie6dS
z^I(ogn8Wr5Cfvt&nnuVM2_71skBbMN+(>c@Sp}&wQaGW0DeRrlG8K9f6C6+|d?$&i
zntkc8jE)}WQ2osbs!D8tPt1k|v7+sqjZU(5jf*t48Q)VfeU^w7d?z$Q#Lr$LcpG8v
z)v%1YE;XduVVNkLKd*CJ!|5g8nz2~M`NHbod995>A(X0dHEpTPc~7&i)Q}OFmoNP1
z9QLv0zO81g5GMiNCUc7PGQav<l5bvwU%EbJG%zpX?1<2!bB6g@OMa@z)Spr*z$Yyh
z5z@Qon-L5lH(3PuH0X{9SoHPt?RozUla+K3I>UXXmmPg1o23wPYM`d#X=)3Une<(^
zNBslp^p(H!Z!R|@8He2xsp+$SlIwhPVVZ!>a~=yU6yd(WORVy9iyaDz(nV?)W++^K
z<eir|1*Gf3vivj7s$1eT%f14^Y6EpMuK5+I!5G5@FV?u?LsrcHOloS|g!9fz%sBt5
zCR2C1(D-gf$XpY@sfA2!nFZS-Ul^NacSTmkuRhjyuu|C?Lk+wlt^HA~2^uy9`U}~c
z>(nS2<x=>=h+4!aPW$ULI^fx|T{+3NYMD%5#eBOcy_E4?-CGm0JMeL{TV@Xj1_i{6
zg1h|TVLvxmzN5Gr)1D2OZG;Dl@w}mo0OFK%`s~%hIKft>C{U~}E3C>r7-FlG3UdcR
zoF9^KS-vxco5;8uEu>m_QjP!(%!~!L%8aS{-5EA{1Z9~%Wl#8B`Ms7iY{O-=2e{2N
z+>dAdc?0hG!Zk|54JK~eYnuKr?XJ&u@!A&aqTO|BE6*)Cd#F5eZ~o<dndG|cLKekF
z5`BZiwTm5Y3a)6ksfn`OA8<JJ2aiCbtEDo(fBe2hciP=Xa(lYcVbkoqw>^)RZA?1;
z(8uw?*DF#A1$_>wX>&O%f61S}dAuoV?+o)DQJ;o6YxY;zy*lha<@%W-w-=)Ag_(zE
z#@`_R8`pws9SfA?9+<oRO08GD=;7j2QSH~K$B94U9wnJS;W%&4Iio!4-c}#A=eejP
zV10_<YU#ddC-N%=2krEFBB%XU*A&C5T$8fmcwwURQO}{HehMuuj}Wyy95tG?LVLjp
zc5jE(6aMW2|HsE8{^8VjLR?sJA+z!aR^5ucjVT@Rv#&f$>;C+jg50RR>Zd6Oj`z%%
zJ|=&$vOB|5!73rVh|+C3dwh0iyVKSr-72Tz-f?N+$_EceSLgVA+mYW}xO0tZ!0pxF
zm>XaFetTQ!ytUasX9wG+=KNB6+Hc;A)m=lDmP{|bj_sjeaW`z7VqtdMk`c0lH${)7
z_?2S1nccOTb=Mvwk_=$Ss>fC!cCqdOB&ImhnMgE*?<f9z0j77W7OJtfgnoU>CWB>t
z`O8Ar)s+t(qtF>kUlewWHeK_cNx7dzIqMoygAZFRbQ1)dylI#@RBFZ6(PGB07j2}(
zCfVKUP>=jPU-<N2^4RF94U)@LQNh$5oy*|)4iaUnnYO}#XV9Kox5dQ7VQ4{D@&kuO
zSt7>#>(VKrttO(WdEw@F4=G%a@<<y;Dw{%XX9v<_%Dif-2N<4<(z{YN<y%E)D;8UI
z^%dAyx2LC{w&bT}`wxUKka<o`XZLJAZByR3s2JDj)u5IaVgHCB@6I~JNha0lPosP3
zh;%dyTSr-?HG?Hrx28$wW`^g|&gSx3Hwm^&`uTi5?s_3T{%$27xGH&@)p*?|$7zLO
z`h1zgZnF?^R{@{DXQR?PoRlyBmoR}A<Kp03r{1CFN(qgO2w48aTAiKZ`wvcVc3@8S
zXT*VN@O&tL|DBG-$v%8n1M5$i1mByrv<m@JeYof5e`(81#_KY)C03nwwCQS<B$g<a
zK-a{N`U8vBe$Lbxm#IB$QBSPI`S7(z4(255u{DRv4Jo&Cs0LR$7SOu0D6Y__eE&t@
z4^38|Z>dcNv9ncHsl5MMGW$o#<z07})WFP8T^`*98V#;IrCW7R6()$-K9p8FCGG|d
zFN)RgJ|>z&U_O;t@>e<>=x%YKd5+6OgmB*m{5hTvxwgfDO1=WCtTe$4Vx>~4#A}jo
zGrc?M4&_?3ui0yq`CluiYTQwl6(ogH6-zrh^tGOmerc7x87hXV+tl$G@te43j#Dq~
z=x(#TOm5x%^iHQTFaH<WLmvZNv!^uK?nZqb+2BnGb>+foYz<Rb#ag;-EJA;?%wf5S
zmCt_8(tN-LX7#yLL7q)jZq<B3yG@hP)!yAHg2G6zUjpm9M`pPmAs^nZ*<^ZrTa++=
zNItCxM^~`?t+sRooEXk>9Ck9j>SgvKwjtIy;M0dr%HtQGEv7UST$vKv{Vmrk=!@;M
zs~j1zzul^z9;G!h7Lj#yQ3U(u6Q)J}K;%^`t2Mo>Rzt6bgopKtwJA4GW*qw^%*6Ft
z+Tj=Z*Fs|G*EWSFaV)PE`u-wn+&!#zWG_K~nxJJW-E(2jF<H!>47c>&+uQEmdtK*n
z<W_%Bsuk|@a~+#cmhMZeB`kUc%aeQhD`QXIthyL7)oPAgZ=E^mdq?dD?X3-#m*+3H
zI8geqTD?X-`@oyMg?%S(y*{aPL@oAyzGKe)UluyA^0CZHdOSR`e+B5WyB)V3NoKA{
zPVamaxNv#!%Dvw?n_f#gxoFLLzlVaK4iO(cobuCD@9gKRpQa|+`Dq`W|4G-Sf^Yn{
zef5dfo)FKVhMbtY-79M!?oFVcX1g-xw|w^VmqF_moZQf=-lyr5e{M$T#@Ra^1ro1a
zfE>r>pj9w<a&Mw-1s?O`p~uRQHcJKG$%0KNkGu&KUoZza1S|@pL$SY|<dJrK=e^JY
zgP3cls_R!9ezDqV>-3YJ#NvUyzsRzdEm@)&kwuBjX7zlNy{oF`Q0ufdnTe(-ykV$e
zo|A)5fmuBJn{gfOF}9XIMYBH7wJw>@B(MsuZ5zovLJhF3uDx#CWZnuZVp{dTpBH?l
zc_1sDo!2x&&(Lv4gkfsOLQmQdA>8TqCJ)oP1ZCNG|9VP$5N4A(uu75MU2-vUM~;Kn
z(7v2~G-XA7w%eOJAeBRhA04216l4cz#9Z;A<ht@6JkebWz>=k_Oy=t+$BX{Ki3{%T
zO%w3S;&nTZh}i#<S7(YnX5iS=_H=ftvgXs-mEA@!XZ(XUI1ousSBegltO-co(H$V$
zXd_&VMy9ZqUI94^cRs*}fA3{aL|T52+~8(fDjgO>3Vr9zf(KR)<oNgxQ6qDjFG#|x
z53l;V)4RL*^e#4jq%z=b_a~XG&uZ?iE56VA8lT@{ILtJdVHj>pyVF|N1rN6uQMTrf
zw`!J0DraW5X$tc6BQx{K#(oL3!K`AdZUuE7t$_$?-FDi5Zkpb{f^?A6xtWD@z3i}X
zN1r>#!lJ8n1_~UOnHZ}XEOsdPwU=t0QNSO}4$KH~=<Y9Q-(XYbDI08Z_}6xj1Ag;x
zm3f;bU)(HJxSre77XLg<9~zvczN5^xl&{m384L~W`)p0ydf8mxf8#iQc(Ge?m?Lf|
z!=^vIJF}e=&ff&jlX4Aa?Kj9)iXvZ0wDo2&KZ^(|zMF3laPc!KEsK)8Y>Dr}%@XR_
z9Q(PN`@hMRRJ-z_%35QFqr&r1elHXjolbj2tQ$;<U#A+;sl$}mXh_*D2-f<YA}jE)
z5G|PsdR>6`%h2#TsZ+)|@_@T<1Sm5BTCX1QuTA-aFYs!}81-9@Z(}SZKMiQLY#0{F
zcX^Sr`=tYm1vRF1Q_{J1gX10x<9DC)%iLj>emYv=5>JcupLMBKO1hz0y?j`dyndzu
z52Rgb8bOfGbiYzhEX+@hu-2+q@B-uginKjGolhPdIUHxP!NZ2OXPehs<%r(&H(864
zK2OsACDiduNEM0Oc!Bt)p(nVMYUQ)Z@%pBp2!yEaO()%9ENb)hBaR*Tw7xgBASv10
zBUa-J--e#!`0shV1I4u(kG-1A4LrVzHL;J};xV&=`@`<fv!`YEo!PdbuZ#X=X6!4+
zO^^0BTzETfck<Lq@`c$>W6^!#7qyz`&*uGVwkxFhWo+L_&)EK&*q2e;zSp2iK3%=?
z!QrCdJg<el33k%A_tPU-v%Ge?ys%=s${O8rgZn=J?8|Scqa4?JgV(B(I44fGc&&;#
z+;lQDX?*r|i|C!#7Ji<2w~4PjcyTN9&Y0nvwe}nIrc7VPy!P!eBkL<qS5f!4jz&I<
z!-ts=k9dCPXTceG@d@eY?Q1h{EiZ6t-)QX`+;uA9ldyGtzC-Je`o8{3>qT10>vbm!
zT<|_lx66KIn7>*YQFh|s8TVpI-Lyc#%kS?YAW}o^D6k-kJ<NeUMuc_Rp@JqCHNs=x
zqv{64c2*py=lk%|-Jul?)Bo|Doz+Nbnz~TXvgKI&<~I%+vFY722j)8|d~=tu?c22U
z-J`Bo<;6B7<(h1J+g;Lj#JrU8G@RtScrM3lhe4pvr8w>SYlT;6uMKyrN6b%QU-KQA
z7V3Y4W3q%z+qRJ1L%S&yZ|pVQyW3VuTi_g8+%VQAYkV`kK69m3A$yHkN#U%@$Phil
z<)Y7<bVv7pN<6O!aT)FuXgNrZii+%Nzcq1K61iwKzje!_q|>5-*oG$oU4$#L4Qn1#
zqBnk#)GUqJQf>Fzc*91zHqFGu_I%To!5+qnDGNKhS7z~_kUo9H|88!*G^{+8t<LIi
znB8f<YUx<8Q?bI(Z+wikSNnd?Nu5PGnFT%#`>m?iu&JW$QSlv%{nFA4o(=HYQ+)Hj
zx-(Mzh3CS^vPYf^49_{zA1B#tqLe=r%#GhPaGYL$D=aB)>&)>NRzBP6HY*ZyE%N1t
zNwI{01WRChpI=Pt)R{SM`CSjIfQN6(loDtIYUHSmcgRzvDauSy+D_gTnRV2%h>p3T
z!W6;&y*`dPtv`+H_&l}>OW#U7+J0?!)ehyfko#N3i|ZxR^{4sPtuX_*m`yy~uFTrq
zf=g&3bZ)ab$Wq?#cDPXJ5A8Z*q3YZW)1c!1O5dl<eK%;%ZO!3fN!!CU0y`sJF8U<(
zAJZ8KrzBHZYN=sU0;zIZofom(1~ez;oEc^$<#Wr?WJ*rJNO5O6^_FHysKJuE67@IL
zuDtTW{1WrIQu4+g;ay2J&MDMz**R13;IHA-C4{Fzg7}%g)E3^|C%9BWJDA?RWVp$^
zjTReid0ccmXW=a7lA`TmW0JWgfA9!<gJ!|y9jy9sOSy6_QMrOI3u6UdHN5y8MdmhK
zEw;Qvw(2?OFDL2gCa-@becP46w;phv!t|4bFSjILwdCRFr`eR@x>{%Us5^hp#|=#D
z?Ah0D7qLAeY+y>#RH{Y8Xo$g*r%(H8M~dSL9e$!nk8hV4jD=nkEhin=Nw&^WPmr2_
znI4jH;2i&&RubPzsSay&18W97Jh$ABOuBw<d);3Apy0@!WL$Ui@;cfbab<%Pzk9Zb
zx1{&L&$*Q0&zfw`jQb=pc3F6Y?_Oqn%BSJsgR!vh$mj1z8hPEYRg=;8F6TeupHJ<p
z_N$XJr&jq&3T`>RdM>E&E9{`>`CimLp0l#LDLQw3$);~!IbO}LH8Je2GN8=)c3V`c
zF;{uKu<|9_zuoiuq{H!V&5oIsEHs<XUEe}#8)+n)4hkCcFPd6J?b>YnmB(TKkkW`v
z)9yAoJ^S^%;P4^Wv1sCN<%*!rtP5@lxR;#%)m3jcv>qx*JIsj|eKuSD$C@)+PI>cY
zu1xg4AbDEHt~MX*Jge4pc!S<gQHQ9jlBZZ6aej7n)kW#@4I#Gnfe)KavUks`^AqLg
z*2ZdYYTS0XDV<c9Es)KgziiI7CzSKQ-Bf7Dc9as1G+Vul9%g%WMCRK+SNN1N7Td0g
zJQ=xa-xrC)S?<wIYqW1_<qw@G?5DmY|K_MTcK6pkza)Ly(4})rv|biGd@d+qqtR!g
z>gcDpTllxK!fcAm=B!Wp!JTpEYeD|DQ<R}byh44=^7$SWJ)?Ez7JaomJHL5A?*3`U
z^V_jJewJ<J4=s0=oDMU&GA7!3z&s1DzWl3<OSf)4xiPP4{;7lqJL>g~kGnof37=Wg
z_j7mPJnwARSSRDyilc(@UuNI`jQM$&Is7T3MgyR2dGL2RFert#C$s|p|M2wHQBD2-
z|DXtngp|@CA&qoM_Xbj9bV$eO?v@&(OX(h?yF;W)Y9P{`(k-CB`TqRQ_n)2JvvYQL
z@9VYuj7L0C?OPQ21jT~*$8rBh+e5uU!H%fv@qctvyw}m2lHBxJu&q-*ZSvEWKwI-z
zLw`7C6S#3I%kVdZyObfrM*e9d<A$8DDKygMs#t{a8Y5FCtw*>RsFdRaA5gEtV~}l6
z6`(kd^r(NU$B<lo_`%O)saTtB$Oi%PQiTf`?(frW+vz5z*nG#P&#C);RnGn%!2LCl
zf0$F&e`qzFD&9Mi_g+pdg1i(u^F<FIn?Iz+r(*SsvP$r4)l}Z^?+F2dEhYSlrDdwh
zrlR7*Q9#ybt>o<EI-_qk>EX~_T5l~@1vL!;#s&u05oCVPp?0?i%aPW0)8a_hjI$jW
z2e>!TU~<ly2@nIpsxi~O$5j%pXp-t4k8M}Xnn{VNE=y8O_!RkMwm&p6fP_mK^)#Dl
zkbS8$D;32fLRir90b`kl!X5C07_yrkeO&cSky%wD)o9&ff9M+F;=&5#5vx{G8H*&(
zQ<CZ-`4lz>pY#j>zA~L^K`8v7j@9{@lj6VUEnEf)klSb@;%B~9k<&^!=K*ot-p>kd
zxx}&l6c6`orqk9`QYTci3p{Yqc)5=R*;e-OU%xgrj>xLpj35bB_q~GuTAj|#ljQL#
z_bT~(F&z;M7uiW3r*o6NAo{a+yU8X(PWr|KOPFM62dj&9EQa|l!Xf`%03bVLO;a!@
zZzh9CglZaV5CbfJ#p#1)WsJR%Lk-9?4d+Rp&Yrg!=Eg3u7nkSe;{-5K53m~HjN@@0
z@Bop>d0f^AE^oNi^L(@krH@|%`kBYFTj1<ZWzgk<|Ds*(KTyQm@S9Z2s^E;~o#&*?
zBqG%rcQL>nq=%}*zc{tGlrL!5<Y8W7GfCXO>UYLjGfE4!LIE%5?i5%<PHiJ()WkHu
zVptWocVgK&N(LUtd?|5Y$cJ-;3!7>MZZw;)Xa~y!s0}*V>F8rTN$(Sysab^xRV^6u
zONZ#r*{DafnRGC-drEK#QIP{W1nNSXlRN>t4;4D|fBi5GHR`&Y=||&oK_Th<9qR1p
zYiCNVk&LIdz4Qt5#jdQuCdl>>l26vfPg<TR`Wme?eCCHA&%Dfw*HE6xFC`$sG+l`^
zJx{)(La8Q)*Je^L=5iBkY<b>J;eTt$%Sb1g#<UeM*=Z&3IYON&g|ujZl>~!O;Y33U
zSFKT`Dg37Bsg_op?HIRkX>Tw@YA2=~vzgwC@dAK-RczX^HEmB_Ch$&*9U#na0u@>_
zfvQQprkf_+3<D-AE3FA7s^Y3?$g?~t8GD99AgeGyV$YmlgFCv)|JB>xSzZ+9QMe=m
z?<RuvUguUtJy=fXIK$Z%eSigQf3;Dft+h!T`-BnpcExv^XJLs#<|#g&)M9E&{t$-&
z(Pn88A3K#<K9KS@tprn$>MCC}guV}+;0%$fd*=_0Qt(9}UTLd!ur(3B`%L2BORJCh
zqX%ysecHG|pydy7n5^p_1u;9I^8)moH_#LsLIh?IgVt3MX!V1T5o#}Ggv+0kAK+<$
zwaKwau6PG;0!>d0-tm$1?s*zxk1J&|{+_j|@&kMdB(=l^ITJ|gJ8I8=UmmQwypKGs
zR1p+PbLsRh<2J}%+e$n!0DQyleTU1=s=7ASYR9Jkas+F-YS<4W@$uwat2WYqYKc(&
zuCDfuD!$TsnA{Fo%uJ1kI996Foxm)YC$kj-&Xp~W(>I@h36Hd=y|Yh?2r5;w+@E|^
z)V#0n*VCimctu{qh8Db&+G9G%KuVNkkd|(S^n&h&#p^e~gnO;(3*}e`^>bcWSq+(?
zl{zS!1Daxm6WT4}*yd&zL-fA+yfJDSs-zUee>x%<?@MH}fG7SU&2uYz>ulb4?x-!e
zG2M=Sm_-9d@gr8ytAecyc2v+#G$l_Og5*JRS7gil7?a^KASEd!S0i=b*<>%w>6EZ^
z_s;F3#eXaq0g?u~lT+zLsF26W6q!JO|1hp0mO5;P`Ra@Z@=V8NmXG9_>K>C`k{tNy
zi!E#PVhyuXjWbDh@<V&F=~2GjbWBXbmqn=hKJP!}07_Qyk6(yt7ovg!%6<vOlP&r;
z8t7jz_(%II2<E4f)E=iF8ghM(m|NpsSW}-{kJy{1@boKjT`gpcyCtmCT4J4WAnA4I
zK)-xjT9?X50rr$l6)q`rPik@Xh`KXLdKw85-;ZH<=iAbJpFEl>%f*UUp&2_VJaMCf
z&+c9O_Bx53KU5WuPG%6Q7`<WtJ|SQa7kmnNf1uTlJv8D&a+#grG0`Y)sZHi`JI#*<
z%P#{~nz2_FeMl!95^Tw@=*t>d4cD}=Jivwz@(l!P)0bz9zYQODFzd5f5bS+|$C487
z+t3_CkCEzjq5*WQa3dGKDM2)!LPY<faW9WNP)IwD1sbQU#n5ujMYM|C$$w-te^B5I
z9Lmv2<5gi^z+O9NjeV1FZo8tO0N%+Ty~DD+j_&QJUqd?C4yf;xr!rJQ<g#a|wm`dT
zz<*J#_7g9SG|6S=Q_PBrsSzH!o)RF0fG4|mI-Om=Pb7I75RbDNrt#k7Oi5#MEfnwV
zUo>Ng0V~(Hin#3Oh@>@Zd^RQ=WaaY%Ryb2lM$A$TNJNo30D{$IIZOqG@v$D`eMtX+
zPnoEe!MmiL;z^GSMwYF&2ypYLT$OIsyNqP_E|e!$Y8ULNDdr8pc<vyA3Yz_I_3%ZJ
zQ)$V~G>sHI2N4yhl&~E8oAk^@$>*0`ZsUAo^W4vjYnRe(?Uk=BIdfQ?&5rK0oWy7A
zbH7z6dVX3TU>(pfb4gkSy=~#_A(_RQwat&yNEQCAWy`sxD#hpv{i2|(Q@XKnssB{|
zalynIHeCVhph#$|*@3HuLmJGAhxWeZcml_@Q8mh2a$l=lz5_0;$<+MghKbJ}aE`u!
zW5_o#)fUHwY0x~Sooii!FEU3zu^(`q2g@(T0g`V~P#Jp3wE1!K)X_XICQ6m$&bOq-
zh9BvWFwHyM&@d`e+m^gsX5*t-NxAKq`Y!R&x40^nXtwc#f})y>TCA7Hnr2M33y4+0
z`2CEA4%6_wU>+5i%h|gCkXtH3im7Lip_#6X&vU_uk4jOrEuA1H9;VVTnv`Ta({>N0
z`6|{}bYt)z(&x+MYiFS1VJd;wF-zL0&!DHhB(LyRO1P4I!46m=`V=M^^lWZ}Bv;nP
zcSR<s-Mf|GRn%bVPE&X7$R?!~X|6#^pfazMDxhPbM?_XXl3}{k*^;Mp5NHajh+6K)
znK1D(fZ<a@WeQ0d2FNUMVC?8iQ&volVa~mstfo*QlQozoaA|&=J~AIq)nY=)I>k3k
z%G0=zKIZ0ip1nzc?Ro^a@61LjzI1+~K{0>(^R7+7un&@N)^>_`>R@q-oeF(nL;cKo
zZ{!Napedw|5#?yl4?$5A=1^d5Lu7|f={0FF$05=JQ~~vcX->sx6t1K{twl7k<FoOR
zqkyXDG!mz)qG4(UTP@s9ks@&nMw*n~gjta&y2Eju#3%vYNf%@d<rXOk914-7Njb_d
z?VPN%k`aMhQ_BkvHf3gH$Dn=7hB`rDNd%g}_GeWe)T;Rh$i*}<BJ)X3zopJlXE3mj
z3%j7)5+zcSUPR%sV8&N+VL>>a;Le26Y|;ngQLFNdzri2LiKIc^=CAw|XU)+au$>w*
z7q@Ba%DbLy(xp$}(OOW;q-H&NpSop{bES*hOtN)F#DO-}L1BW6Z-cF<lwje}Q^YgM
zw)rfG;<G~h4WKko`bU^5nK&N**VM2)G-B1IUdnWd%R~`ebdle)a2%;kk~;$(na-#}
z3#$QV$i_F{xKusUXLZ~V6C(nQc*rz`qg+Syhl)rt1Q8%Jtf$m}W-6V3TQ1>r{<@OO
zO7ErhGrSL>a);wu*i+|tfOHTh8p8BQb)VQuf2BexwMW2`^K}GfVaSF{7OD7!Hgx;B
z3}4(Vk(ZoD&E=O3G^>i@lhMe1-P14rGc8+I)m5mcutX!b?H+j3K{;x2bShjg0u!&-
zLfdx{wv8vI>_&-86><pPFS5$CLWtat-p(wW|4f`K>n~+Bs;l1AHn(w9m^JM;72GUC
zHl(XZjR`9XUkX4(Zz8uXhOSG^6=XaGA>IY=ST0^ehqW}P0p$i}M@45J9<m60r|&dr
z^w#D+)F|-OL(^XP%=%BRvi$O!%u5?<eCyErLXf;)f8zt&BRi{y5Q90F%f9{`Z-2di
z7*><*&q5o4T11I$mnzee7tL%<>!3iUC7-A%8R>PU^mHrR%I}<TjLJNee$2}K`AP!H
zEA@H#m*%+*IWe6`f6(M`lo8u`Wb%>mBRwW&OE;PAlMCe*nN}uM_UW(M+qvuq&StDF
z?YXSHYZ<1bK^l#Ac0bKbV=ENc(%8G4w-e;|cu~fVJbL_EC<6*0%03k(D*NXW^1sIS
zKS!>A{igqp{;xhlN&LT|s4RHoZ@hIYpjwe;tYu>am{o(NX&Thuo+rb_6*rZyNn0@%
zTAY4csZx|DD(gG`Mf);5?i5wrLEFI_VEc`FG?jt>NA!kS9ji8VR7nK;kZ@^dPO(8v
zMYt-NS)wjtB#R>3nxHQ%?#q*ikdHgjk<)PohcCNb&Q=_a>PlTskl=1J=(d-^h)|GA
zoFrSpS%X6a2#>y2VI&F9rp$I!z(x296}vhTT6GjaqJ%2AU<-<F%)E1SlBv5P@BN_%
z8#@+@mN&WuSJ<lhRs2*}5#K<5KvHdozi8}Swi^@9OR7^Rs)>Kb`psd8E5}CgC<9d*
z|7v~7k+`m2cchFpkNmePwMw}e9x)dH86V!Gc$szxxfeqqDQ`KeE%nPwgCtah!1(f%
z!1!{fA<ndIx#usM#Z}n{7(7v?RTh;I#QE*>OBmOh=P*Y%wI#^Yx8p}tD*ClN%f^T~
zTmn~GKN}pkV;+ATIFt#$3L{SKqAwe&;NB=q#0)f+=a^J}L7GSoxFV$i>_H6t`1#xN
zME(W(pIE2)<i6bS&!iDslHp9R+c4+GYMM1h+AXB7O2ji-mR~#(XDei2?I9}$((t94
zvE7{%O}27Y=vKiZak2S1Dmrh=f!=j!^(>|btS9DFy&mnML2bU%TTZ&%JIcU<uG_5x
zZd(dmSXhQdLI-E03_&M7Us%uPO6pZZ!qF^GNB*S%zYge~v0^7>N|unmeK2}YNj0@5
zaYKVmon;*8MKB(a(VqCm5c<7`8Ui?`VK~qII?EPwM6`cRv7^2!D35-JaiR0-fHhDr
znPwxCDZ!-;6IWbx+Sy6BJ$0-psg}k(!3EVAAai9c5rVCUV6EgN^Iq+g>^}fF=6bcV
z4MOGhlsh|wCpx8c0YEWL|GK3(TZEG6Q{b_oWvEMHa6lP3C$-2^1|(RL7o{nP+uuA%
z)EX!E*T)&Rmr-U#5XlcvRFLOoxe7KaT&u-SJ@hW1GL%8}e~CkcKu{Y*F#1O`$r3M>
z2@D(~a?ENZK3FynQQh<1@|#U<QBbEcKm5=KikH=hvG)81i`OsOX+owIT=^0=wgGq}
z^3JnFp291Yw?1Pky8)W%1OY=O(_L-Pg&YJJVI1Z=bdxu13M5uVi+Cfa&a=jLtPJED
zi3e=kW9jX+Jljr2Ln93(@i}};nxsD|N{HFBxGS`B5ru7+7;WNYfdVW%%0DW(zg8y|
zfpK9Gh!N!gV1x0(E1H=$B(uMD@pI?>RR&b8-si}@i5Wg}?TIzkjI6N0`%#H5OHnt6
zpc`|z1ry*Vx=NFB@&4<mzKM>cPXUbfy2&gN_K@=4xx%unGJwB&nwn)nT8@-g2nviu
z*Ny--tY(or+rqJ^neK}>`oH_*Y*zRN`8oPk$u#E<>v8<(-(x-{VS1=|_b}wBHGuUt
zmD6?U>?p%s{RpE{k@0)%B((BX9kWgmkkOoMPz_?C8SK0SR#4-KILI8)F@)+kEaMNe
z^V%!2{DLqyFr)}PkDlBjR#pDOuy)R}qqZ>#6gaKnWDH_|M{?zE3jM+i)ri=fpRs6E
z6p>X+FGF&*?a4CQ!Jtuma9NNTXu#J3Z2HGh-eRSA&~a<n)g_XYmuzc|P@{k`tWh8j
z_5HpD?&dk@S(QRJ(TnsMG`bUF&>YdI#Yi%KF75m0%RY(GBsmJKO6-@2g=HqgDv5$T
zJ0Idy5mHr7cOtvIUP@**<aUecdCkyONi?PB9BnM{6IQjriy`<9d#c5E`Il?3Fb$Pv
zDv#31p-5*GYkZ8vF@^{WYkNxz1aQizWLn6fGC^h%X(WcpDjD!Fj~2>1VsB(NM$#dZ
z3=#qjk$yQ6WZ*`J5n~y0vVa5Ex^7?dwzhkug<HR(z!z-}l5w6waYWuwCttj;?-<q!
z8N6^w+a{h&m_CQZtY}11RfWILH%vK&i_eyN4=)ZoFHQ4MiHvxN1lO?Kt7zaos4i?M
z-#oc=Us-)ps!xc%a<B$pbXL*1vrKo@cg-wCpIDmb>2XFlI<o+ue1=&$>wY4zWVuHi
z%W;qlj>dDMu*Hm-Lys?9@&vCpzh9~1b!oqpUV-pa{_Pf!b1!C6(!8fd^@Xbl=_~y8
zI5v&OHrkQwZDQcJ<2{lJ5uvz_*@hJKxLo}ZT5AmOXzhfCfx;HR`7R!dl*LoyJ4NC7
z^<(e2xY*c3FMWd!pGE1&ZYsNGg_6!T-E6>~urOwc?$2ab+CKF+qa@)q@TZ-&QBULw
zZJ1ljUJla<i+8_ozOJpe9g?^LXCOz)d<n@(Y0<WjAzQ}M^yO?E>9mqGss2(ufttCM
za>i{bv#9omyMJQhN<%?Q$XAht06fsVMvynpCA>oVx7$@ESd-TwBlP8A3f&_sBPWha
z*j1U!T|#_fltjvz*BjwPFZ`=)Ktt!8aMxY}0OtG^h8ziYjbxagG55CE^Sr01Ycj1F
z4Hhqt1(#+Q#Zu`gaJDZohBQ<8%~fBAhSQjtQ}^rGjJe=-bNBNKcPt$n6|Nx8oBd)m
z9cK&MqiPrys@@uTV(#l=dvbk8r{-Cym>=aJa<Y;bf!L442vt_5KDT|nbEHZL6g#9K
z!iQAoS7*M5rzsP|aDH)cnB&xQGu5sXBb`^>N>W5t*%)W|&um|*t%%#nf$*QPROtbS
zmvbuU3o1}1tRVG&sM9BH&tkN+<q-0X28f9I`$VnhuEYG6+G0}@nzxa~lmsu8Jl8+&
zRB=FW)M9?Wv9oN~x{pkbn_aKq`6&Aq{!9S57Lh@i;UGM%tx$mSYeyN%qh!^fNtEaN
ze{j}6Jrc?u>_6>3$~gjM4s`W@*~fn*yw_1|&Wik)mi7p`xQ&YFjYJoEw?h>_s~(&0
z+m{oPkG?sI9jbPh7Ney;Wkma8v(%J@1OurJS6^QI9AUbGo%WuVVTHv-q#7lLy?KL*
zUP@Jd`%FP&A`Yi}c$5sJCeqZ>McS4k7|`i^aI*BDbhN~v2<<zAi<1w~73%N}S?A4q
zD)d_qfr7lnn~!&oJ>yGI9>xP5$MxmfufJ!;I~#)dL=xiHWCsEpjeSbYG|uya(8!*i
zmWGiIW5g|K?!tVH?*5`BRG?~p=dZuy2+@BA4dgAkWe-X;GIG9T1hh{0`llTXayKdd
z2)X@>7HiG=U4N<AGM_^~#{T@6fmrbb8GtAJQ`+@~{+LkE1go%QWTl3Og+m3lL_`MO
zJIG414!&{iq<;eNMQS2W%`bU=9xS?zs(u9NN3IQl91auA1Br;#N{3_2Lmkoffd|4r
z{CC821P|Yi`~g+XXt8xH5|;x~eRTxM5)DaxXM)s9xh@|{UHy29XVHzlN!Uq6Fv2t$
z^YE&I?`IY;oGF;GkiP1L0qP%HIrNi%5iZe>(iVEq#=iUMaO~<(gtK}vJ|P)WrbY>0
z0io}od?3f7uU-%@s^T)Rqke7~3eYXj*W80}_p3^myFl>E7*geG|Dt)^2jD4j9ywlY
z0k?<$qKRz@PfSj$g8~mp7j6^5YKe`f@~q)h#FTFPDmg0#UW<(O@Re-5hAJT#eNaH$
zGlB6y?Z^V155Wi&(PGHRfK4e^zlFIuGPcC}N{nD6FGoH#CceWDJ(yJqhiyMJ*_R*S
z^nwNGLPsrLCT&MO@)RRa(%lhHgQu?4435=FXC{J0(t2_R;ZoaXOj`gL*hhiyQH!7-
zsqUdcl?S9P1b4|-{@@;Z6Lc)Hc`9HC)$flx@|XAcqUSt%J86Q?8+)s1-H@^L=L{Rw
zW~kLnaJCh4U<_S0>$mx-Hin(g#M7h|MW1E)F8J>2Wu5}nI>h(BaR200+5<pviO%$J
zCFN%?Z+i1*>-*TAGBsjm4Zw5F1eeS5-F*R9AJDCQ5;H7eL^_|*LL7qBnZL8pN>sBt
zVEv0`-PlUonrx1`pWOrD7*}EVj!AO#-~`hFf=UL12+G7d)?@=^^xk|@iu!kS8_5B0
zL%3?qQczyvImsQ~3#%dU%I^x)(pa6W(T4FHyW*wF6}mzXL!XW1*^V-Ja!+vLls!yv
z9Vx}b-!z=xeLkYe-j8sIB)lw34zfw<PD$jP<7tzPH&wM;eYXuW(KK&2YPXacJzOci
zXB47Z9C;e#(!$UF7-DcYQZ1C>vyn45=(sJ4NM2NV>X3>pafwVtwOP4NPSPF3r;2!U
z)@DCD6~%<g63EIJDs0-vOjI%^lq~Np`D(Eb>edS8B*|CvF6{ZQDWE9M8E(&3DV;t-
zid@-rt1M%VYiWMMk4U=sxpZj5VWR^sLvWv>ILJ_2ghrFa?)|rnImo6vFXpv4#OLEr
zFX|r)ld+_<U3dhJBfOaMJX0IOY|_Qbk*WmrsdLjW#3y4I6LX%ET8S<NGm?``aqz;p
zdo}eZYnCGEtAzCXm(s1z*oixwRYqRo>G=6D>?euK%ZEm0g=zMB&_8s#Et0q?sA*Zf
zvU31T>p<a(7q>4a+|-hoET4Uq-D8uYHXXykK7qQ#7}Oc4A)_mk#HhkF)Oe`O3Oo}e
z#}lveEhx`>>GQ|!8z^Fy4<snlqjnn&3`&{rEDULVqbm5gz-zz31a|bUn2Mz(SwAue
zJdHmzU9)ZS2nLju5AtK>Klz+AN^HSXK6#)VTaVgYC}LCqncwJGCG`}QFnnlgsE}-2
z&%2UKVNaKxW>(ce#8k8?jiw-)m1+5jhEpveEUaIIDUG2=GFE8J#8)dNgBjh>tUf-O
zO~)XAYV~Pf%q_A+)GrPUL%xGlk6BPuO^y;<Ctg<i6gBJcHGKT`OO2^0%JtJmAu*7!
zm-D^oZajLIskXMAUC2c&ypgfs+T80S5uKiSay6~KPLqOResS86xw}1{G{xx7FXK+}
zQm@X8XAT>EH1=xYZ!0U#*#gfLuo2Dj_N}hekBX3T7v7N~m{oSGlNI}gctnJvzcW@R
z;5vL@TR_jm=e0AnIE&tH@EUQvtRBMlguc~}JBgJzlyyoq&oqL~y)*Xq3y-SJn=C6q
z@{)p_TGPNJxo1Si^4wqdFIeeQk1RfI5!vS2dOXtw3%2bIB=47UE+uXW(HH3zCWoEx
z<SkXS78?X?ve~jKBOMecvyT!ZbS_Jcv5Xb@Gp#;t5r=>(Pi$XHT#AZc;`u@p>W;p;
zgn|5%oUsv#iIU4=NRVFQn8i-nL`lI+Rha%05s>ZEVOp$2V4F>giHn-SCk9*|4S3!a
zsWmE&VWt-9kQ)c4tk&O6q>$erUhz3)(Poqz=Pm5<vi$s5tio}xK<=WYGDWmgQIVj;
zttN3<FgKhu)A<vmfWH>jFK)KU20-LY>00vSLSigxu7@s5x9qf`o!2B{(SIfpMC;Gd
zBiIC5jN@9yKbXh<aNdR5UYj1U_f-$^FUQleEcsGY$X2tcvYsuqJzfo6A$HYV&TF?9
zJ@s4wnbfEr#(QNFI5}FbevSR?-PeiI5`-Hh+O-K5?a(sBsClDIHmF5Hwi}ru8krAg
z8VQR|LEMl+1kc~z%<JyP#?i80A)xH8p8`oHYt@2_C^W66vWNO;RU7pS^cY=~I(Flg
zvbj7Hs8LT;u+jJ{!Wrl5auY=k>CEkGi2uP4xkV6C5aGRe6L>OL+3|wP&s-FYlkY?a
z7{ZE&=p?Oey<3)OoO&*=>9|mzqmldttu?{$2(9J>+E(|5Dyj8~RCPhaNrYHIN_^b@
zj@z(ABZOvl0w}Ixov;2@Rr8{pXM!I>vW|eO*!<wBXL;xs@V|{eQGXwIXrRAP_bwn7
zyJ|D}iRFT#Z>><8*_Z{@4QUE<bHbYNM7|hulzc#|hCmG54z%g9xngAHw;*APzCwuo
zAY1zU8_e#)X#PwV{cx^Y+U-RiFG8)-O}`+mcz7^RmSU`RLa7Efkzg61*r-b=&1gQ%
z7SJ!nVP)82CUvAQ6fkzI*MMZk^+zt{G!|nPLVn7gC(j5(?{xTRM{OeAv`w31Pk;Gb
z3S>glHroxTsXJj@-?V$Eql!A3)9L7zGlp$TVxC~p`QjWrNZPr05Dj}`N`AVjC}VzB
z$RF8tXKy&gk49*fDPgT)#GOrtP8RI4f)Ffx_F1>sr07(nMC~br&LM&9v7Ay#f9&!N
z1TwYM(43^~(!}9Ft>2Jxrl+C*nEGTulA`-5AHKZY^q!N-D8d8<zkHeek5Bo@3Wd3E
zci0uZMdTayjV7sY#yysAEgrf#d2w*g>V|!^Sy5nW_88QF-l=Wir?{^Y8<s4wXMgMT
z$GzJdA;|C1b43bYOed4<P)(b)>9<5o`hqf)5~CGtP~(FBlYOALQz%X+%FFGa3n@zV
z@o(tZe~`}qA7jWxk@Pl!8;r4g>ykCw{BoS-T_fc^Vn*WfL;Ygje8|hcXhd$m=W==m
zSGr<qhsSb48*o$|^~{9V-O?Vq2NJ(H{NU~@q#d}mdJxrmqMMaGPA=vqTb4F5(XDab
zwON$7?eM)n9<h^1ofyXcQc(s^m4ciE*Fk_%syBg`U9k9!*=5;&ROYt`Qqk+By?dep
z<=IuqF#H5I>OenAc9g~az?Le)=>3_O2P6s=hYJl>=V~mhVow*VV$;RzYk9`j6@?w?
z$Zu%|H)~uxUXk(twC9ZgP$|<kYutji4qrQWyX4yHfEcAzg)jf29R`v<RgfCCl=#d)
z2ZG~b=L1oh3B<6vWg5lp_8=={q!AV{eXBrep^jAzp+WPBtrOL9{iqv$pQPyT`Kv{m
z*Y9!tcBX3(Z-~>5dl{9ctwxl62*=0nDZ-UrTbr7gR$6!L-HHHwu7HB$H9p{iL!V<-
zz0KQ}Q7zCNylIOc$l;`G6>0M4`Gd9ghh$cO)8vnl{P^e@ecMvnhIEVX3`|3*6}EPR
z1;0gt7DsV285OiI>5C0?q-d-O@xMN9-Uh`AUx-s+In1!vCHBz9N|1eu+)30>1g%bb
zl}p;k39wW7HG6n%<?d@0&5xg3Bn9D6nKi0zs&v!OEEf#avigLcimgcf#z!JZJEzf-
zQ_}D2+$CkFOB+<P!6An#<M`#BMd2frg>Q4_?5z5t6!U*UUINP1KaS%3688R!wwnoy
z|I_#ZG;;W;CwNY~?x=Ih-)jCY{2}zn5jyPo)il`U_e`ILDsOD#U$pkWXmcfM)|{<(
z$fIA&(xva+ixyR<Wwm_^fSfDbFW%8~mWgd<B!6dQan+M&(Mqgoq4{zE(bt*uy<!Ue
zZ4<F{5`PclWeaH1k==HxAKhC*{H7>674uIVtW>-zyG}Cx)%bS!AbO`Ejrih;V(AuG
zEDVV}H6F*pc7>PK3<;PBr2fE{m|!m5R=d?yhjqPnQg1g%-E3hG?sXmzfk&<9imJ}+
z1I0g0R;>xatu+(1T1kXh+JR4i2VWSz?kC5ILnIy{HdPi;FjsLrzySGxGvOlv?W5DS
z((uEZvL(QYMXU@FHP&gfz?)aiIJ(5dzdbMuU*&Og&8wZDXT%oC5A-v{0Yya0c9OIc
zD!PWnJWW;iSIx}DaFc<Y)6AnzG?S81=PHWNmQF=19J{@_hXkC)Yf!h%fc9sx<UkhU
zf%V&W!I=6#ZPArZoJv8qp5ND#{4#XS^xV?Xu1Upy+fOlP(lEu`pJhRdN07>2Bz^Go
zs@>B7j8W&3gc>l!kg&uoqZjWR>aSOb!JoTS53zrOCLly=>n4i^pWdeo2?`Sp?)Cmg
zu4tw1viy<DU3O}}rN|qRec37*&X)lxZ$wosS{?2jOY;*BHwj0-Mu!9piSXUD9Zq(e
z*Qt(<D|qqrh<+N=uDoeZKs_ids<)Av+n@g3=#I3#Jf@{pNrCr0RJ~iyl+(F_UwGdn
ziP!Z%?tO=(kHM#l;jdBbH2wZ0;L`yg+E^YV<Q5MmJZ^vH1jWMzX8MJp{$BGl+iJQs
z?H`G#UlsMss8I}cJwh}cY(2(^QrsT!`oU@Ao7;hwSEL^~2#SS-8fJ$z)O6d4C#(h9
z1JCfqT{McSBDc-N%eJ#;=RD~yUV3Pg(`Mssi7llnqDlmGk|omQuq7`);FIzXAzSJs
zL4@#pD9>l-kJM@qgHiT=qa|e;VU*>QHEy-PW=a;nO)8Cpql6xff`~`~>(-}-3dP3v
z&-*?A)qfsp))}a_$~I1z>y>wEB1@*HDzRP+ZKFFfOx(*>3h$pyq&21p-7{BeWqjB5
z4Grj*tJwRA5vDR)G|4o_;a{Wj)N~SY1DE$;G$c;kgN*4{KtowmEmhas{&>7gHuZMH
zjUXpDm1MXmDV)Pq`HRNO27Iqd@(dgDHWDw`4YV|`=5WDlDayS?QAM6wCoDkJ`MAa3
za3f1Ve$3`wZ3#2Us?LWOPjkQEweW@dG(iJRU2>Id1uDog|5ykEZC!e+({@|-RRTDN
z-Vx$=<<0t37KPV*oiT08z#OyJnRkbeWj0J2DECL6m;_2=_#*dx)rfGRbs3*{W1BTl
zFozAODc8x>&6<1o59Zoz>0dO4RxX{}*{CK1)o%8qAX%-VW)FYdEMJXlJ?$Wt$2Fhb
z5FOZ*-T?QCMd#x)CK{(0DW~*xWJRqqhTo{e^*9fg%usP8`7SAAv#qe%ffrJJp<!>V
zWwY@^c6NU0+{&3le#E|F`diA$S=$P$;KymjN|}8Ql~9}wco-;yhV1yGLNThn4H>f)
zXe#0{1U~<|zXusypwE0FzW~v6vGy3PP8s}n!Aw8JhK!7Ye)1zNx~SE&+xB=W(xmix
z@xbm$SYH_l_f;j_3F5y1u8N66b%*k5Pc)cm6+mql)YK1UfkB`BkSmsrgLvl@p~BPF
z18YUUr$^x<kqo$<t}HOPLsjV1B~!90hmf2rThq_VMHJjI!GRZUCLU|30<=K4j-qvu
zxpqCYlJw!)df`nla=^MH%tTIxSu8kr^OU;<<9b{>ZD8Zo5<0_Nd77=4T$N6J&0v$u
z$i-!`a&(^9?$g>LWduC~gYXqXrOyj3;sfzY{f(Duzuhbm=cOhtAX7!q#?0y&;KiZJ
zJw-?h6||bw{SMHNuex%MksP@15hMSS2S%`~MYBFE8vg#pV3cXZcDam!L3qzMq0ZMk
z(;V8{%Ov^dKTo&7b^1?uBXWM*5w`JVRDGDFa#Npy-Xxp^g~#dStmdQa5WAQApn(nZ
z)mkm7-d6>tFM`b(-e#nxZXAb{?@gK86TchznyfBfSk05HmBAcan>$jhJX}B~!Z0~?
z#PBX!S496-A(_#idt3!0QDmVP6CQE=Jc7{(K9|ds#mmAY2)rypz$=U<v)Xv@QtY2&
zJU!Ad+d*wjz-6g_`)30dRkktxkofIXK5&*(6)Y_m!J(hFn&#b2s7<oC>|DWjq5=O|
z_5CTDilC9OVlpvRywXgD=W%r1C6j~LfR{qQ!9wyxTeAtZSNvT0;;3)kCvyKR6DYFn
zFPb8b6`FFhFg3zvbDXlkpuV1C&@l%z&a&8EkYRC%o5+L3qzEw^X|6#dBaYWEb3cr7
z-Djm)X{@+{A49BZW3*)<=>+U#Zo$43-Pd<-?i}CH`Bn>P&;53gP`EJXfLGeTD5snc
zv%nMw&+#)9-c;Q49w?8>U~h%)OXwKp%rgA^^cM}ZO;9Qh0X6`Nq$ZpACJ|-dUfdIQ
zyLb=YggY)mJ2o#A^nv#ktqxv65JBbW<jJdYK8WY}0AUF1lI~1z%8uvmb1Kd*qTH6W
zaUqF}>Jl^Ry8vn78{zZz20>-)try$jBD(^No;o(&Z3#!znHf-n=M3tmsp<3X<$_)}
z+IBHfebEQ(8T`dK={eye5RDr}Iji_be-VubCAP0QFCxCxJ@P=?+M2R`2-3(H;_{Gc
z1qMo)Kd{6?@!SRGxb{Yljs+ZyB{M_>Z#GJdv=0bUe~f>0Y*aaFq|}UxcBjrLir6;a
zIVOsohenTkOuEFI`+omD0>(5kcboB0_OPVx^9c{LZV?FGp&aA*K<2BRmIw!8lz@Jf
zNk)p>#Z`1JztFd_v-!=B;Nb-rVOdo!X1lmYg?<{j+-x*8v>O-<Avaxpl9jIS*h13Y
zVBvwwqrNq*gKTMN^5l|tdu(L>YykUxSq1HTjN?ogaXWU?DwwJaZwp8$MRV0IhJHU6
z!u}*I?uDN^4JTLB1jzR<Ez}{I)1;E*6Cbya^h@`avBxc>+4MswpYS2$Qf>9D>={@k
z@_ujv-X1rI?j!BSrm0y<H;tk&fj0>Dr<MOvtx$9;JktcbZ-Ih)2T6;o^yZT6I_()3
z)iJ)d9jAR&rNH=|s--Uf#-wAn4Ri0MI~ddyVPPmjb45;iFl-?E1s6rv4T(j)$WlW8
z3AIp({{Q@8pZ|CG&s+FkrmytRdm3d-RS?WMo9VYtw<%(LU`z4RM-_qzf+vDn*N)?y
zJe9_#SRLGXBS({GYRi%rlnGXhMG2?#Fv9kA-gMhU{6L?XoXa{zoY|mSxGWFvQ)<IN
z702-8#1ow&=*qU2oTtdqLg}dE8SR%KiZ3$iULQl0T+(3farNdVIR69%MN}RoGgH^7
zpPuPI0jjjj8}WA?CU#U{gE-U<@nunjZ&?1;5*9uPM+q?+xC*iyveBGQN=twiE^YLT
zA01~kL*{a+PAD-I=;J)z#bU94#GWQsCHSZWwt{UD;The7g>W!RNxM55ahqV6dyBsJ
zn%7R=qM^A!8v#r0^?m}J+%E*AMDh$xNYLOyC8IL><NZZ^3;b>_5mwZ>4R?kt6nw$(
zAT<*v1p_(S{enAk|1?S{f8IjJFeP!nD(m-ZB4z})3=pU&dd{`IQaKri5w+frxw`!F
z1Mf^z)^<Ig`0QJeMf<(}i&Bm>NpOPeb6O?UdS9TSs<_!Npg=<ckB$r+r4&o>9{R0y
z>+yDRdn{D<k+Kv)F}JYxx;feQI96k*_>_CsW!k2+Sp_D%e4@Oq$TA`%kxEh{ruYm{
zf=PF3vttLu|1rl<6ux=iyJs6(bm5gio4~3?x(HQy`#7~+IZW4`Lse=ryi8`H6@SUz
zg>}sIfSi3Dop8DF1q^4|XY$x#Cb`moWnG)G<Y+lU0~5hIE1U1vMdjMU+IN0oLjtBM
zl|OfHxB?`OgvgZFg5JJP@nY+DKg;o<=2lU{;DhBRc2DfeT@!s1BFL8P=zt=Iihbl4
z0HnngK#OL}E!=nwjg6wX4Ztb-nx_D}nA=ujWMLZbt*%k!fV2l^>zJcr=>fsIcE`Oz
zeRLsr_syisou;OWYnMeFg4Qqxep+f}V{TG|xp|w}eXDhUs(<t|W;uDrWm<PA%vmJr
z@yCErAn8ZXX{krsv!zjzP&rpJuksil2bX@NE-InpeCc)z)lg6SJ~8po)5<wJqAXhN
zA1^!3=8$1HGLO}%pZ>v0lc^zwH>m!{8L3p^n;tR&Uf9OtmH^AJ%_x!ndsseh*X&2K
zLp7k0#QvtpAf%2tBJiyt?FqrfAAY~OMd^cPx`+*3T6b68TvXPhp@X;F`Qx<)h8ybK
z^kfhH;0#8EK8F^t+)JNv98i4Qm5i;p@<d53Y}oM-b<&$iq}E#n%~0-uee=|HlcBK+
z(J-Beg5=odM4#NFs;7YgdksuY@u#oK$BLLdj6%MPqi+;PeciMVuFj{He4l-JnL^HK
zsq^uehAfa&6|f?>Fan0E^2Y6XshRn3s4kynA1=<7w^$0(AubC<ETWDT>25B|?R==h
zEY9L@zK)A37}!u$^LD)EGmzNZvT!p0aauka;NWq-+!OH^EvMEwh)_LKAXQnGKGzIV
zs4zvvn_vqUE_Y`t9W^e#nTA1)ziVY<31i_);y22t7MfMyB+gGW#>J8AhQ5F44EdFj
zlFXd$UQYMtOr!fE|6YV^;*_?d8Cgkko=>SplMM+tZI!S=kN2%7v2(LGYve{qenXYy
z1RLHD<q~$bdC5crLjl<E6M5z~W}rlW<`=3y!8%5xCpd+nHv2lJ?J=W-Dlge2qk^)K
zLf@|}^+#nW{f3V|au0!TcEfJ9)&s145`CO%CmtFj!*1iQ(CgwnIi2W_sH6X)F<(3>
z8^uk?%_j5P$VgeMY<qZS)4XGx4B#qJ76EPhuB(kn6joZ-)$wS9ia>)5eLYhnEql^E
z<%i`yn+})k!hi182RBzD);Sw!J32;cjfSzGdTw9x@4C08q|r-=v$>f&d0gnL{)bKp
zfb4u6GVM#jk1P;dFPR3X9U5u#^X=dhjT+R_gsH~q#NNCaJYd^ck!M+S4gSp=e+~h~
z99jvv%Q^*!*W6h!NwzJ8Y4`WXt}pTj%I0pwCu(Fq%T_i}A}Gs|{C%Yaun1m9#&7G4
z3p-XtH&~n?Te;E>A^=8K@v{U1auEuHbWnFqW#Y)#pMXn&JOP$nqvjfp+@sQ7)CMz5
zI<yiUc0%Y={scStzyD3~rEAzZ4}Dv*x>9U^a;fT&J=`4jd3D?LkARY>j;*KQYb=c9
zU>1lAP&}w=%dZ;zOF~)XX+ohhP0C-ix=ioBB#D7vx&7J{2b5%eo`YlQx5bXR!G9W!
zs*+3w0L>yNIVne~>;W?8fnl$HMUtbZ&`6)?kaBSSMT=S-@}rRlhYs(?X5(ymGAFAK
z<JJmN>#5npz=#ocEq6_*lcL%3z!&khbTqMmY<%f5TgF5|aDu#wlb1MR%r*6Tf;QEV
zBD{F@b=tk*U$jx(mWO_ttwz;}F`cAk!{Co6TEH3KI8@uGZqab7_igXvjG6<T5^BY#
zJ;aW_Qw5Ud(knl8@L*ec(Da|Wo$X=#^Xk2yXLCZi$ACPe4$(K)IPg6Mk*Ched?2@%
zo0=?D^%wkU@1Z?*uC7D&lH#E&xdex{XbV*N<3X}h+tB{3(z+Lg@CfK#{uDfpPLsbv
zxzfwc_u#VY2zEzPCKNQsFlCJRxuq-6L?nq0=L_SamWQ9BxR1e67VhCFuhy;Bet%$+
zaK(NT#FkQU^{H}e1O*H*#O*9Nm%Gr+<N!*<Lx;!kDdWEEWOJno8=aA+61eXmw$~kt
zbwQbSz&_I4Z#`>in0Kk+D)@!`vgAu$v8qPE`Db5b<Fc;GJ=^Scl%`vG<Omr5qOqyR
zINjKTl9X5F2wa@ph+oB+Z=RNd@YT|UxQpAO3#`uv%&8BGT!ECw+H}b8Y8f-~^31gE
z{t*^VpSk(x5?X1j1$+dgM(Z|s=zr(niT-Lz|HA!&!Rfe@3i|Oy%ZXF8u32&Mw`X{@
zod;MoiO<<DP+pn>u<NBdDqm<EJEB06RTxEIPSRJ=i}i}Z$gwflHsd+e-ssl;i}sNw
zpr6)06uii9Li6jH7WZ9nU0ukrPq7zm_%hCjLHTQy#>&aJ%nK_KWuvD2%%VV=f^vHc
z(Jp)6+0TvSlh2r4e+y7eruS9!rYWy`$;nu2Z&}3acaqFaml9RY94aL(7z&*vk4ltJ
zM>o`MdNe=}_gDuAybnHYW&V&#>M;x|Y@sjv%*DAVY$9%RzT4=O>6)lbKby%gE_FCv
zd@fYBZFbWJ`4j{4{-dLgvMCnSiN1JQxwoXLE&8G-!N2*kl&gaAlcTC;6T4a<d!U6%
z!KxMTZO+#}Ysv9S4)w+ye?BtT;w|Ks7#I(W5E4CsWiO-Mz(+l6YC)J@uG;n4t>7!E
zoGQ@_4Wk~**uQAr?xu%Yjn4~PKLO&%lA)%}P2CJ5nYfBFkd6%Z>jTy0m5ny$_gxcd
z@2eR|$yhJM`<v@p2z}1NeuUzw(NuaoeU|El<}0KhF#~R?r_nGPQB$b2IcYeA%eTN3
zbBdtfpg_N*`d_1^CvB5&y6bZ#yypk&-Q<2-Xjbi!SzPv%jOG`Q{zWSQka?6<I=GZj
z_toXhR~~?~f?_GF_C|Qr)+|dmx@TH-81egdij$3B^Hk_)5H>vY`D%Gz{S+b2OQ3mv
zqQmgsV_nOPIPQUJItDHP(Y)jR$Zxbwo5AE=;V5TIToCqyY`A2!V61#cW>*}Ot#csZ
z;Op1BV{V9nLHnZs-&???V`^r}`n#3>-vwEB=`DX`H`D%%2L+^klwlit-&rxbJys(4
z+eH%|_3H%J&g;39#Gk32^6Da6uLFzbFRqFs=>2xs!-q;<MqjduP@4mE|E%$w6A0b~
zo_W@lZ!g`Huvtf(0S$Qd2e(5y3dLJAhi3c$wbi061uqAS+lhcfgF0hk&gcCe-e;t>
zZO!dBt2g5Yb-bVb$;H16qNh)kH9v0F?~l}|?{uST{qPsfw|a4JQdam&O)0km!J#In
z`8fI8FzfkRyY;=iRz+<N!1C}KxGi;iw!*Iv%Vw?iM9b-ly<B??Tk29GWva3%-zH(n
z0KMjlbWpg|U!Ot|6d>{VE@*RyzU83L#Xv&7qV`v_#{-^niGl6=w9jd$O3~a0ty>wD
z%%7a{J~y@>pJeRy&Zc%=R(!~Zw<FBHt?Jfg1!P!btI=guu{YMw(J+E@#G21|b!gI?
z7t{gE<Y&m5LjzCW?8>>xA&m(`=wWH0fM=xidACQl;p<mkk&wFdKPSG8q(#o#g@(ks
z*G=60U(D!+0uE*7$KV*XG*>;si|f8L*&@tEX~mbzE4eC~{qI}9xBNmeX{4p)Nj_}^
z;|!f~CUj4}qhnwyun%z2UkoWx%HOmU?*}stGtpaAzlx7}x5jNeN>0YsrzP9({ztg(
zl>~ct6mH;U?$}Oi3Du7&<m_teE+;=jKgs5Fh8=2p9Mk&@-|2rN9sVZ`N4epkrc3kx
zv&2^TXB&wjZu4(o4Qf~u%BCHKwzS0!uM}Sprfj(>3lt6x-KCXpl5&nv@MSKim4b>i
zUE+{yeK`<k(g-}3!Auj!eiIZ?qu&5}vAsw)RBBB09xR7)ugF5wKzO+_ZA!>vYXaCR
zYEZ!LyG<263cmA<cIq|LCMkCLUk6Twue%BOt+(Q`!25!)@id3+libJ$8^K9$VQbJh
zy`KFVWFfB$1wi;v9Z39UK$6X$r&R>&Nrg}1K%mp-`?<1=EGJH}ey`Uh#hkIoFwMd{
z;LY#^#Qi*4kqW1}wl)iF1WIp5d?Z4)k`7s(56=@6D{^KAY>D=3ooLFtp5+jbyze-e
z!6N50laXcZAt}Abmp8g7XrUGExhgHHcPw>fqZaD$c*cL37UsX5j2=ABu()N3f~mmy
zJyg>b6`u$v{|Q;*(^j$PWZ+m~N)_N!7m!#CE61{JS$KVj=4e$|S4J8`r@eg&)<<7W
zCzKx(KNq^>H%LB+KuMmFDpa~$>%EF$jxvh)!ql8b903wP;P%YHGm25Cvroa)PpmvT
z#xxUEE0&N)At5rmcEExnFAV2ZZul>#MuL<8RnxSb&&NJ614Dj4msLXs+wkEl@imL1
z52U=Ry`j9U+aQh9!+qr>-nlnpbDO5^X#{OcUYgTzUV|lA-JR3X^yenrK<hU;SEW0I
z1M@MtZaOCe64xsh3%tILtWCWHncK{zC_baNg92T=Tl{9wz81(jHq7JqY-8HOZnQ%0
z0jqSmUmK6oUo<<gwvcNr)90)!%nUNrF%OznGzXdgRKnqr7P%7DOKDO*O|?}vu6OHi
z{md}I$NFKm)VBM4r32oV<xc?HWTs*Ag`5r4+tedx%8Xp(REX>HRVU?7&)vwF@7GLb
zf%(rv;UcBZiuw?@$o5GU1^x8csFc^u&YP20Wv+^hDvc>&CrWWs*<TX^<PD9a0PS2a
zh5y|62DRrVKRi1b94ARqPz5Kbee_Lalv(Y-%DJ-msmQX7fzn{s`OX6Ay}y$K5Y8zc
z<{((~c-_zox!!%P96@93o_uoTwl1_LT`IN?Enx44X^ZC4f8;<<bqyeqH#>Cow0Sg#
zKQ#c*izE9)iH|ZqzwBIUinvAdX1(d#jb*FzLeKl-P^rqtfwfr?lcZO@2oyD2jEbTe
zZz<nX=zI5(hPT>qc$WXj$gkK0)d1;ophyBbZz%fVbONI*K+r@)Z1;G^x+z0K4@lFH
zl%!+u)WvbaRVNPXFIv3Yg?auFcu8>cyNVDQ!X$SjpkLN^CmEtvt8HtGAluAZyVsic
z049ndWX5T4J~mHIep^|yR2UR5BX_Wf$wKwH?Q-7t@2PBDT2|8!{IX)j>ww={Y^!Z*
z9rNGEICYZ`T2Y1F&YIx+lzT3Gx?W;%G~Vl_&*f)2W0!n)j#<=%EPL?=gSzD;i=rhX
z>=!E?5i8Y}wdCe4a>XI`WL4Jb&2dNd_Ci6favI~xCm`)j!cM$3V>Pu-LhI}iC%K_Q
zTxQ24W!q+kb;1EJ_|dkA@E63}aqE*gU3GrNY|d|z<0iTutd%NhgbLA}t3#UPF@R5P
z+0Nw$4<Kk_x*+YF9A!e}M~y$EhIMhZX0B=qx`gw_kAwFd@LPiv$yjNZ;t8kGs;ys#
zLz1yzI>f#<XLS{4_bfo_xac$p$A2oluX6v7v{lzDDe|c<!%)#MXe)j`ebsOZAp2Z$
z2+=<tyZYcSV~T=pMgf0LHX2C>GWN+c$cb#aJ1U3ZBhww!KdvSXhueX=Zi?0(W6UFN
z56s<n*JYK~?~|iO(OeQ(=dPXTF35gGd3Z{W&Q*y2Ufd8hO{ML7RGXPjEtuWStD0%>
zp!f4=`Y?8vd>{Se>=#Sijd{L>9-*&7-$r4YO^GUfZ_d`t+&AlR3-!vJuNQZquC8@`
zgB4EfhQkf9R+Xa2hAjB5RuyW!EQdej|6$w;^w6439jQxDRQE<4p{`f$xaf^vmA9mZ
zY>MR>yYI7%p9u=%l#U8?aci?kq;9w#5|DQe(eyC)`HM!&?ZZoZXZv#PQTq#5(ze*B
zkGA*k2YBMGdP?D`XuhcUAf=yjoj$poy)P^6?%k}&(aM}m9A-cnFEynp2H_9>+g%I$
z8X}jF4r@~06yt+2TYd%D&{{dS=@OOJ<*ZQ(({$1PKhLTM2=*8s@P7JbPB04^IN3It
zEfN;3e#z$ZP#Tk=6ZiGkN>Rkh$i*M=o%4THi%3v@S^d14y&L_@&d(_36E{ySF1G1B
zj3Q@My`^cLmVKEr@lL~g)Wc-fUY5GArpw%{TlJZt@>YsNYqYL!T*F^9QML9B8<mdk
z)%es0MW=6t>A+0WBus;--^Z|BS`Bc@M&}QYM|Y-{<|^37T4`rsQv$)Y?u8cWiMsk|
z_Og40nvH|s;lhGYdjq)(b6_4b{%o4VM)|3WlN<>2NzHFf`*|bJz<NbmNK?>kq38o)
zVvarR{o_7gY0_=&TuBtnyJTvM>$dRPz+Phg2I&^>^rz8~6mZoMc>a++&@3R;v>k_p
zFKs9)YjfspUYB1z^T}-bBzlOJa;-yO($7O3Gvscxpa>CMrHW4-j#cQ%TGF^w!kBC|
zz3Wu0*OY-Atn>cvb`ye#(KV*=G5`dTqS^*v&3(;p?MRN=pg;+EswCsffbE;`nW?@0
zWK}&h!E-FE+C%U*6hLWL$ohbI+Tn<k1`@|Jj@L}K8lJTTNk+Nptq`p$=yY@pIh-87
zd8RciJFB}zQNv|l<(=`4wY#H}t)m=otjD3tFutu1AM%{ed(pP%H&voyW0w0e7Nc>s
zf>8i#<~s-av9QT=Nt}XVMn$_Pc+WW!xfjNYyv7Yx<cp1(S(r2)6ibVJ-ToXtJY6xi
z5WI1sG%dV%U4mzzVeU5M#HJRQ!r7TUom;<zoqJ#Bk~>f~0XJNv>aeC=p@LTF_1l%b
zZd<vwKy4zrrOzJMWe4Yrg5bL5S`<_$Q2RJjBmT&?0eQKEmae_ty<pt<;{Q?g)?rQd
zfA}|w0+Nb=G}16SMu&jZklMy*1j&sqDFKykMuRjA7%;jKm2Q<0O5R9GBQ1G9*ZuuH
zzvFnGKel84Ev{?F=N;#HzR;chvkAvS)8BtKBiu7qxYKMI6jAOR1HKfGFT8+teHx3>
z5?lx=!^`H`G4m#)v1eIMR58$K1QvTf4QPX|<sN^t@udH!kxw4yv_&T^@%&huH`A3(
z@Z0zNHr7+K`~E@&W9YXseJ(Pxmy^X)w#iM#_xm&p)p`mnpk-S@&(Ew}pc|gTQgt7!
z2z%<+BOEL>$us4xy}qp8yPSzSqqd}&dBX3BPG$J@88qJZKFE~ZorxWGt@EBjL9-c!
zH%{_G^6~7R@&bJ_e6jBL6m)J|+M|VVpQRVx(lI`!X8Q_0s7dQ#fiy1Nhq(+A&~7TC
ztV_E1XU}YSZs(X=FN43*ZLkR)CXC3GwL}V2Uh!vG2N4>6j`}UIF)ydju&J_9>6Xzy
zq<YvUBLg-<jmQ}%T+c*$Mx2(7-WP6~9P)81Ji|uToJ$mSsetZ;Z9BF85SB4d(@Eb{
z^Q{`o0bh*ipP7F9^Z5lno)dhPeVru>QDzQtiWrZW{zCHnDY@%vj?XPiC*d0tG|5+E
zd|`olXY{(5xbGsvP%+aEP61SkYkTdMULa`0dm60_ms*?N`i$m+0tFRAcGzo*N!q|4
zFJq054qTt3Q-=-5Aqu(_D<rkMsq(7Xk86LhHoISuK{^wd^rj5PyxX~$AeV@fi<R0a
zY$%W2g;i=o_Jg`f5v?H8bc++Hn30=Lg6jA=yC5-pO4XuMM?|B90;Q3j^jpu1=?}Vy
zV~FY}q|0dnpv^u-c;hIYjiUti->J_p`l-(=2L4N+ALrT|Q1~wa8EMx|EoOVUdg6jI
z@XcpFaDK-?K?Nbp-lrMfgL28!N!*_0zRG=?gjjvsy`4SNX)K@WVNOc$`MuOFTf}^C
zMwR!Y_b@*Gu0$D&&?FSD+R~y7@_dW*FxRK@GJX6eH(GU=%$9TOM@}><^D?5co1cP_
z`U`r;<ZCHAQT3#4yww5JRT-AALA3I8Q~n%B*Ev~pCx*fB8_r_VTxH6qLXbPx%;LDK
z{;hruitO{<mt3)DiJ4+`L-sC{<<M54b>!2Ats)~I)83e;X_xQmXKrfRv0IhV+#-pc
z1IwX|zhge)bJbc*q7|7voC60<OgZ75&D4&6Q{O8!PeR~U+e@k_OP0ix(Z1JmVI&7Q
zsiDvq5934JJES!YI7@Z$?1!Q|vRqFLDL%-~=9@@@wV4#bIZ#Sd>o1wj&+<D5F{*l*
zfkP!q6M^9oNKYS(q3G3&ut_zgo2&kQhdC=b@d3F0{$BM@%1-7>K>qGM1vM{e$Q03V
z;*2CX2Xm`4qhx7?ycECw-Kzi$ksRTL6FSex2PMmM%=lwCH$vm3;@nqd^NjDRlRJN9
ziaiTWlwtxiITwDEvo65+k0v^AT3=KQ=u}=ODVgb_@r<x3JmU)>Z@v`!KMo!cKmUIi
zv;c#Gp9BJgh5~9a`oepPz(NW8KV&ZBgq7oZAbKU%2Hky1o2x-3d6HeSi5zIjZ8Vm(
zRH|p=?qnZgU~Q(;0td=tY{F)u-pk4|v!PhHg^=~21SChXZX$*Dk@f=I>)FKFO3u5O
z3luEnO@sQZqQMpikPo|2!|^XcNZ!*VdKT0o&8aGE6A_aq#|rWU)!(T%%6f#)9_O20
zLuk2y%yKA*PR3lrw&10)THnU_C%zsQ7$WdKX*QqDurkv}c0u2dH3GnbUT;O!O;g6{
zsiTPTScMl+_Yis#W&37n4l(hl8@VZ6CLxY?tJ9}xkHWOuhN+gGvw-|-%#`F}ZTZU5
zIWW>se58?XR#eQZ8_ZMUX6O;-*y;zwi6H-dQ-6in$$W9VR=zP?_`Bq=p>lz=1LHf1
zZe7TfS!*{n^p?)7w)4ZYm@W3==WZlrAD_l!D<J7IoHQrs%+EAwlX$H+EkA8Etcua5
zX=~IZCshI*ZQW&(49dKcc}n$+nHsvZ2TXQMQ8>uiAH5IgmI6rmnFCu;tnSjwMev)W
z=CT^K*skS4GT3M02-b8?1rLw^WZ}}!m_=8r6+{<=;egk#gl5&>jbFR`z{Tha)=G@t
zdO-lW@zl?lSpCgFO9aUo(KBuuMK~{V`7_9Qft1uCjp#u`=!&c+Go!4nNVxFKnun$K
zoss%W#*S74OLE9tX`DfdP<ahXxl<3!OXa&A{)++CD#<<BAg$UR0rj7g09>d_0$3Xb
zF;0Aq(3CNuOYEJ~Dpa~|)2olaK2>}(e!7ug&GIR*nLF90gJ<ZZGU>5~M=xz|37=ae
zhQS3g(;aCrMINEgk=rN^sK#S5^q9T%zGtTX*DsB%Q>r~gE%^OpvN!0R$(q?-00JhT
zz{bh)naCFN*IV8*d~*75?_UB6M9Q4j?H|c6{j$WguLK4No!|Dv^#pD9;1lQ4(;5Kz
zy1g)c%?!i0KxR$$kw5w<=WY&4V%8~czP&mrOgnGpWAd=blL~usN(%K1VtktN7?~Hy
zo?AHMK3({lQM9{V^qsuXn@K1Yhtc37m~cK>{9`P2uH{P4VW3uv)yz(cLb*~Nh(XXY
zz(V{IXVgtp7Q3OPPYie?wqG)~<~$Kd>KTf*msx{PSPZiPTPZ}w%F^%k^w-iAWus*&
z(yG4(n@K-dov`$O%}+(Jr##P#q+vg=c;PQYtPIgiC;<fd=S3{&2HEQQ&Z(yACPp<8
zT7@St^A=k#s!&L_L#$zodiQB*(6e5#7Sxpep-Rdc;19rbHFq$%72g4bd&Qv<no^lv
zI`fc*+QJ<;E8ruIkdw{lS%?RQ+#vwHNhE*FB4dVJGh)@Xrn+qxIRVIKF6dV~PHA5&
zYC)tdHJC$#nDN?<_x=Glh2@XW6f~Mo`d#<$$?1kB$9doDee&q7{vm0ixk~FB{dW0R
zRipRNQVd#Eh?!r+*%Ij%KE$aI{^2>D4Juuj0H(U;N|pIG?WoG7&z*8<Q3AnwV}5S)
zx?B%b8e6lhL8a7GRzkbqnJ5f69rFd+Owv1|+m!n#Nv=WO<!T;eW_ry35`2^XRT($0
zO}(BrWizV<(o$;2!nVM-HqJYAN<jhEuWBN+cGbBgMjvp~S13MP4l#Pof>1YP9^py4
zsV|r*6*aXyCcA*LExV;da@<b-+3X(1AUVW>S-S78OAJU;9p_Mld%Zt90#;*oIgzXS
z`IM#)UK(u~g(ooCYs2=`T;<`>Tsa@<FF3`-5X`YIULW;XrS04eQ1DzYyQBccaXA_2
zuS9ylQIOYs?gu(E%P@wS(r~W{h~EB7puv{FX)?cXJ>z}-&+%713Pi?;$>%7}DQ|<L
zPlbu6ZcsDbm&epChjuA*<1U^c@f%Guts48c8$1F#--!QIiJ@Qv`Q|HH{}OauPelm2
zecC$WQcQwC_&d8}I^Srie~$E^+rH0vH6oUDd`eSmLq6*)`|e)?`y}O2WsHhv`8dhY
zogej9>Iega_u?e`GX2!9NJ+3mEuE6NsrA1ECh>}gGbyrbtsWCYBTI$T6{p&1F6igc
zfg6Arf<+a!cDI~Cp!FS$-dlOGEA)}9X;3c=YF?0XbVo{NiIP4<ajU>SQvNMO`+bPX
zhbZM6RO(2ozQbKfzuli}A+&jdwOkR|F)pX$7HfD&Q0>#i+QpyE!Q2CPB}1T89VNgA
z{ZSdi6<b}o`{>gjVw`!LVTR<-HLbkqfl#x6E81_1<DL0~=!+@IvI7R^--SOqOP<r=
z&53Nh8SE9ix2`|q^o8@tEA5(crLTl$iazM&uz!w9x*GBV)oiF8Wgv(vRxnF)dfY<3
zadal!t;z~6RQL=gY~h<;pvNJqQNxZ@BJ54!r;Fp_p$%h%&oEqy#;q6ENYgh4nHPyS
zTruj`j}uyxiIk5gWF!;H20f2W^&0%dT1R@Y+OC3Xf>~^4@zi;8XWd29?%Gwi<TTK~
zCP4TN5#ZUXR@C6<Oka^D{<Di(V{F>Yx2SB?{9YZVoc_Xg((OW13J*A!+SUGk$M%>_
zrhm+8&%tY<7R)U8%%ktQ-mLvgpuDP^sw<9lHbp#VjRNjUy|%cG`7U|!+}K*CkAf_w
z=}|=h^F(hl8vm)@`j7TwS2W~C-6Raw-ppj{1?y;iIyJG~A32&eV}B0(gQB*eapq*7
ztdoH~>_SLE?O(i(`DC*6^`?4$&!5oJ?zQ$?nT`;65=Meu%1fxn_d>>fq-t?i*Zn-r
z_4X*AKf}XfSX7jFLC$rRM%MCZDrvLdE`8<Xm}6GZi<Uio&@J4kwB6U^sNVY@&mDx_
zl=(*NKGz3kH#hnaj{FR>;G=i$J~kiNyq2#^uS83W{I1&HgnhU`(=^U56gePmJt(IQ
zb1$hd#;r{OqcktY;Gqw0)4^X;{cMkQ9|+7wjg=o({#hJ%n@yPYo+6xS%t0Y4s!3<g
zS^7i-y*$(GuSsz7uBa^o?xDmL_G^jwTa7dndO@Y-a*_GWvzx8_6w9R3{K@c)tTqei
z!+CdZsJ6_ybwi0>iv0DKmAPrQ(Zaho)-R2`2>x-ATu_Uu;z4^;UqrkaO43wA1Iat>
z&GO|jXibLO$A9r^!Jbab^FtHpO;Ke|Lue`2o|#ne_f@*|<%4ZGrujI2mDbl9FOQeX
z-{0`0=kHS~Hs)r`C*kyRFwOYA&ke@^$rp+*m_t}7WPK`XncO~jr98$17AHv=?SBa<
zEk+NoVm5SE5Oieb=0o$tXxsE8l0l5Rcd3<`6nA*UDPe4_aGoD(S^pmTs*dxts%36^
zI<3Msb?m{lxP8=)VW18qra$5MfW=_Qy+(33IKx3>|IYF)Q8VszUZDRG>M}IP^R|O6
z{j+cy`sL<jsaxw=g1bk^?)MYke<qJ4Q~ti$6#-Bruk-$>)&Vu@<&G9;;$=rlibN)7
z$WbG&CEeFQshEHI@cGHQM|CHJ_26vZvX?)<LW2Tcc?1?5RyLR}%zx#`VBkotAjjxB
z&pBu2yxKK=zU|o|`_5iz5FCfq{v0AKe#9n-E33$v?0Yh2-`T@+OsC$h$@I3$Ik;p;
zEX$3Z&X0>+=RHjEc*`i|x7sxGP1%gIta*t_B(QDi0O0a<Kl_o#kqcveeA^>Rc`+v#
zxoLi`w6s)i4G~ug`CuXe=WBDV%y%>r549d_DvmpBH(F$8=kvzfy?gg=u<gKTqpQ88
zz(tpfviy#h3foPnH%uS9EtmUn(9`p(;tr|UpmKzbEYuVARj@Q~e{{~RGq`oMgWvn^
zVGNvYrnYM-q9QV8EJHk>kX+pHPx-vsuRWO7`&su--9hvh*AvNoSJMIo#Hce|yY=HQ
zL<iz*S++CH5vc7a>7~)@`mV&fzvTN>gg&AzyJvs7+~%QVnssi()y)ISqKlRtKjSNK
zCv$H`&$O+cSjCqUgFBsZ!yzN!AT75k-?TS1#8dDAAD+wZ+q)<oHAnqJ$Fo>Lv*~bY
z70t{3<#&H)s_UFuA3dEcg{S3)%MPDyv^U4;e^_tKRe8$0mbSdw3g$4e`10jNxZi>-
z5VHWyXf(ED<n9z;qA0fPZPA3P`TRzko&9J<fH+N=6sIpkj53kfMKeB=bwPQ-0x4y=
zxt6J2-e|IUZzji^SKi-FY7&v=Mm~IeOB1h!dn?RzTK5cGY`>R-agO%n)jYATJF{Aq
zQkUwbf3o)+k4ITWHN+6Bk>=0vT2c|WpdMYFU$2kkx5`>Irh?EO({j1-(_{|-tWS!)
z!A-xS=Qir^mW9{CL3tg}5OJ#TVI&7-7z)kV)#b9<%fFKxg(e&lO$fatWFKNne{*tr
zGC06wqZ}c<s${<L$;mUaHuOOaBkz4z(8K(+w6YXj3VSI=@--F+$3*@Yd<i`LUoqW(
z2)^V8>ik<k`U{Yg`RqU55mC&YO5QjYe%hambtQggc|6{heOP?88t35_R8q&#PKZ>P
za@7l}US_Q+iM?C58U{B*D1w~aTCBmYjP>p?Sy+nM1CNHHr-`7J)g7~9qtx%Q@6GMp
zjKg5i4{nFH5jsdNxW*}#fsiy|#pxSIPQxQpesgV3otJO{4NZvS)9JU%u?b&zV$|It
zKWxj%m#KseRozujeqCvfyaVzttpt}mejivoma%-)g(8kgtpIcR-DAtCsp5(Ydk>o8
zRBYlNF<2O*2m>(p-Uz!Uij*i?qyOFrGho0E5od*q4y_aeTvk&OY<jP65#LZ?U(Ey9
z52A9NmH{TTTA@w9+IovW4NgXpa4}<jUF?Nyzq(KbbJ0*mij>~<RDJ+6<J@7&`2-#E
zsyc!Fx1cBNqUzyF0R!MfRTrvPz!oo5{&^yv+7#I}aA*)N@)cQKU49Q*`oWo4$?<@Z
zZ#Jk{oOYYvaF%KW<+^>6Kp8-D!FovP7M~%o^c93i<R8$ub5?z(T26x%U|*gFB_X$Y
z^{cfp%|2^hAOc7Mz>8SsB<EkZO-<(Wh;I(#*2Qtf0x&MVJKtz7te+l^tBmA~FDmLF
zoK+ETPnl!gzL(@TtrgT`LyT$P)CZC7xv8`C4)`ks8Z~t!T5%B`RwmuKWsJwdhKlq&
zCUz;sGB8_$_-8L%jkw;eD)MPBadr<?#rUL9RLhoMwO@#f$OII}cCs%|je54(L}&|=
z=o!bx6xuTk(n_U4KHABTAQ*^>d<3*VhV{#btd8q=+G-cQOZ2aLWZ6J2%@L8nB6n=~
zk;`WdW^p)82&gDqvv^s;7-Mz#Y3#^jE5*y(zzza~z$LGQ#(x68van|huQ5!!d<4~$
z=OsoP6ROEv)KO>(B@(U4mdrL+n|PO(MmC`#d7{&nC7fNH8bbl}g|g$0{4c#yT6#Uy
zb!f+u3(`N6rbuhjbJEnhQGxu+inyx*BNtw)A+vt0)8W4iofMt17fR{cCHA{c+NCk?
z5a5uROWnu2m)(gOb0(jT(7M`Iz~=LNoS`ujx54azzO#uik*y5aYDC1$#R@;COAFmH
zUr%#f%0D~Ql3>^<%K54lJXle&a!h994Xb?9sMg?|L$1wXC&N)dF23q965B!AS2!Fg
zIqaZGj4a#Y+wlz2IH`Zs#>t+jkKKWhEa!>VMxKB*NB@JOg{LWYS5ND>)xaXo>|<Q)
zqumBHD=IHQi`}#+3RSHEDuDxp-`t`Ir*q)+k!oQ7b+!UNsV}zPsv)5^lJ;pLS$y(q
zu(+k-7aobWAR`CO_#+aqNH&t&v&OjER5C*^_ms8y&d3eQz5{LS=EXPWA`$<1$B_HU
zp9I<9Vx3?Oe;JB)O(U@FSQFsfG5G|KYTJU}ejRJKLUA$`t-Zp+a}a^GVqX27I0i3E
zDRt-sn^>?qY;Gdoi{iguzs2xy7qw!gru>9N;^vpGM()|`5bK5F=BX;$YhXLm^eM8s
z%533g{ZX@E&Koa^KQds533vGQ2r37wzheBnMtgU6l-fjzOvA6X8RoP|#YxL0{TNV2
z-cVRPnHZBAD^Y6B!;a#zjdT5`s_w6~{9f}SE;m4Zo7>xO%VELYtd-rw>kW?B7>>H1
zxs~u>L3L(TwPN0?`ePc+2L0$(5u2racekf+zm!-X3{W7%+dRG`tDEcm*=qSkm}C~~
zWgK|aP}-#T1B4qJ&6WK<Q{cWPQI`u)hpK~fmOQhV9luYTx^g8Q@DDcgt9njvzk`UV
z7dcqUh>F~M7gZiud?@Lr#y<{vap(c$bFKOP8kk)rS44*F2RX4`zZpqh_(tf!YtNde
zZhmFi_2pjz?QkN%85NS2s_wS)=`k<}%Hd^Bm)X*k{8hGdAh1|~_R_iU*|B7l9Owgv
zXt7H53Q*xVfQ%?8JPFdyTHOEoYq9$IGQLYTAVlRrbF894{Gq0@Sv&JtW6kW!&wrN8
zGI!7X)Wl=~-A%`|*~*B&ra<~BO^|H2r9kaRi$8&i3<6urWjg_cwL5UTh}Ac8bxJ1{
zN6%*w0BXcit6}fIB&$S};_yNFnsFDKc#|~DTzY>os$!eM+<acAHe;V$>{jOQ4S&xJ
ze)lnXC(~6~m9C>un=-%6c5~>*_md_!o5u0~IG#Ul$%*gWb1>B`lHvSQDc;ZJWiy?2
zh3Cy;rX5nOH=`2j>8tX3z|u<k)#|Hrwt(`N+5mZJ&r26Sy%KTPcY&E}B9j1{4&gZE
z+S2rB{m$|b(Sz&HJ(bT#Js&0QDZMOKhP-!`TVcyi6Fnscm)b)`KN?+ijbZ3VtgcQN
zJV`J5Uws%SZeu|*N`*yf+)F%J+z^*~*XGy%GRjD>SiT|yzLmeyUR)w8-^uvNX}3lN
ziCvm|Q~%;MYdtz$`5o?2K$(@b)!YX^<)ax&&6V;?7~R*AV`az8(U75Oy<qWex?yPV
z)#$kE)uyI?pmIP#JMZjGe|A&Lo37GPkNgF;kxG&r!s9A|#JmJ4@w2^l)36}MF1nhr
zPnJ{K9tC^kqSwxJo8v%m+0_Ih*Vsz}YZ>4m6}%aEa3@iz)KgEyk%Iy~%*2ZM=c!Rr
zBl0{<^o33GNunMwUo~!<+;_db4tQxKTa00B`P|pJ56KmAEqFC}rZ`m>kkRe%OgZX(
zsPb(WjP6LI4?=2N;}7PpZZwz9rol0s$=nENgZt877`IG}D1RcN4+&iXaa4@z9DV+x
zJ7p>SG1_LP<`t_chl%Hi&ezb|9YmPZT=Z3n$w*LAzQQeY(n$WC)dwJdfDD(EXbXra
zg`-Zu8o%{ATbTQ9U!K2RX-=u7t=vdjQcagtl(diWaW2emGW2HH{A2g~sM4VN&$pu{
zv{rfQ_oT0RNbdfR-OK64o(t5<m(%V45<CDcXw+>Z3>HC$8-<UCFA_gvyshF3Iu;m0
zPODEzuC)a{gqo)eEeG>ogys63-2jOhHu%$QTT96}WbXALWDs=~_Fnn$*Gc6h@-ldp
zL2^Fw<)y8#4iz44t)tHOb8#v;ptu>543TL1I1EvCRNb7|s7KztmsNOC7Snp?gvEQ`
zzk09(ZBIccF3w7_N`#3s`Pj^EofUmN<|560O~r=M^$is+4`BYGO@sVmLlfkG%JMHk
zp4T{RqGv0?(rWWFvSw6LRS`NT@Hg}AQM{I77%3We608oH-4=4>RiPdErQh;vu4edG
zr>@o0Il2;e;U^n0^UkTa!5#vn!5sS|8nN3PAA)iphJ<@K`^m*BcUcUjJ3DCy75;;4
zxFaV#z!Z+o+tmD}<63Qn{F-3z&1EiUw-#c_-;y)FpY_Gm;v;fV`@a75y+6(nrafi2
z@}bz|b*7@55RmnQ9a6?Pbbas(Z-42)in($PnKVh2TgpmlCETL}EN@8`m$$yC-+FjV
ztJaD6bbtz1-<V%(-G$~l{BwQAieiW2+7r!>&v!F#FBC&b$AZW{nCGRcaX|@z*6+@}
z5U?AV>%j2k_=ASyttT1ljQ-hvCxS9KXZhj1ha9r(fl+IOf2YlLQQJfJBp6EeQ|hfl
zzs<C`)-)w(vN<K1n|`})B4-F?w}dZrD3VO1s(B;jZg1IyK6kNk9?4YAT)NL?fvbDq
z3be#rS3#t(UyCz5D>DasgfjEg`wPn7%--{Hzx!hEG;+E2sx^M$W`@G+M5<6*s6ae2
z%28I<g6a>hOTeJLO^CDNO8NPMlEe8KZ31T7*jT9fY}85S=Fh^*tvyRYj>Sn2BEi?+
zXu<Zrm2wre>-MK9itW5k=aScS)?OrM)!5~nefT4}075M6HUK9xVG|DeQ)nz;nWRe5
zT*-~8-14X~Cw}+OOxZ3-_c4pXg49ng&I($vn#|2q!F~?i@)--${xi?`_{n$U#tj~4
z1}$P~Y$Mf^uQWLidG1KRcYntKx^v^aE*r`G;|Hru+}A&eh1mnPJ1=>xYUZ<_e9t*M
zy74&paUyfb)(2vA1%OyH1FsAMp?K(jK*X$4(f@Q}|M7+C|Hm6KR44qe0|@`WR8z(k
z+OO*3F9v6#*N1kX%ra}R24}T6_$i2CxD=Ly-a8(d;u2?d<{fJV1NEiu+gMw6Hi*|}
zoOU<OZhrUcXxdp>qUu4<e8wVQ;+*&}ZSC$&X<E+b4Rw`A^I;>0Ml%S#(^s-#z6vwB
zhxze|#uSF8#r6uo^uM_%!e-n!<<2yUTW_AG@}-yL)6;TE>qHQBb=qm>3<liDWNCm8
zhYB?K@RWa5mn@WAkSjX&<BHvB^n|6<$gUxRcqrt=SIZ$4Q$gbPx^6M0t;Fdog?uB6
zppoH0o?Ovsw>0}o>QwXO!2_6^A>{k}cC#vuj(lXxa?5=rwbt^<j?qYdQ_%%BEgm6s
zocSlYs)3clBylGmtT7RWFR|lD@rvw0i7#}#9+HQPoBc)`2sAL(vkb`)$JRJ~^OPBp
zryUUwf`yloGq$}Rl4XWdxh^7QAj%~C<?RgY*iH$2qy}tAvhr`m4%R9R@@OudCHW7^
z*WO0g>D`tQ5aKNC7Vl+2*bATMO!lc1j6gyWYB&6qd0f1d_1q~_0LG+<J^9k8w2k6N
zm_8_x&m(Sz1M0jYpeZFc)o#p88uP1r6{AQrfsg*jLE80uzJ~c+`s#zB!fyw<;_f?Y
z>pIWQJ7Rvbg2s$VdMReAF61NCpAW(D&@`0+aY<H^H3nuzEO%$Qo@TQckB?Hbn>@z7
zYo=<UAeCn_D*FYU+7DXs7jj@z|B_^%jjFEtm!0Fn+JiP&4f8~H7H^|j5=rWzfO2Bu
zFc?p^wxniCIcFGxv(tAuH<p&RpHpSQAT6W*v1g$8+&J@S<N%6a$f#WnK5I(VrOnb?
z+g9oO81G~?j(aumQ7<YP33bpbt5x?%A!mkmm3rCL5*5_%5a~B<NgA6@43KQ37aB9b
z47HuPg0XR&Mc9p&RJHX_^{+m@NQ>SNcjX1!a4m^XEmuuF<b$7f*nFEPTG?uGO@{W@
z4>NRwp|EeX^sm)&(MEfWnOzlKc{35CaY+5A`?N2r%85B}Y9Yp?tFf&e41+5ADYW3Y
zDGPjLiiVHGh2xY_q}U5Z3hJNdYG@-f>4f%sa4;W|%eYer#vKGp%FKCN!oLr4s(~=G
zBERmi^I$5#K9Xxqw(OlLkAEbo8ACUi-o?-m!bu77S%#UpjGPEh#3HFdeDiGPdY#5a
zF<4K>FX??*hCmFb8--=!DO(HyEd~oevb*|o%-1i`=fAaOOt--w`NM!h>uf?#Jc<ZA
zjO4NeVu4CBFp6{)A`cEqc!R*6?G#4-tP<bxf(;t}yoXhWme`eN5{5wUCVIZQVU(~I
z)9`@SQ{>zew9neK#hGZ>#tLN0RQ+COU~R%<^?yy@UsW8{C4Y>yb1lbL;XciJ^zEG;
zXvM9Ielzo0*nN{sf^`!rn~qG?0otOSVcq(KPt(Nn4Bg~~zq>4nmVN~gFur$Hs2FqP
zXvzhF{X1(pXo`ZgP0=cM^#+B)=2FaMA16zbhL@tHw4P2KE;YPmLYoYx%;d*U9J{j^
zno}@*dpaFmyQb3o$^L|+x~kiQ<SC(nzSBcD7+OEWz&P%^Y>5z8Gj~63X!wGDN_<w%
zt3dRu@+W8RBWS<RpL{CTQ-wo79k!_iG~~&mJ}wVc$}jfbb>@6*6&(|MN^m*lWh&s!
zM5tD_ROhF%r<`rVp%aj~abcFt9mls2<pFHplK$!n`a#tP^b{$Co%X;EbV2<KG1C+6
z_ZaiZE(%v)uix$%MRY{EXQ=m6*rlxX^+Y@n3CyjbL~cnc@6q|GQS+wVR^dxhb-3JP
zdTW~zL8csQvCrEw=$Pn}P%K)lsQMor_n&l0fmi+YNbCCbT|MRN^ek8hs^bongc>y-
z+@A5h4QscV`*@f-uFnCrNa<jca9%RY_~oqgip%<w({Gt&BUe47+t;HJ<GRXLsq;Gx
zU(iOMtVNw6(`!Y$7cSA|x-aw3U)@vopN@7fd;5z%{dQ}ktmR|0NT#55Vm3A*{p0_n
ztS8m{u=H9zjnteuC(gEpj+KqaOl&J=DZ2D>nT^@@^qW**h%^5ymItiU%p%~<eGNO#
zCG51$VlCOl?$Fu}<RuT4v!qZ|LfYkY8(4Pl?VZ+mTZ(a$BvZk=mKt1EznLfJW_nKC
z-m50uOzKI7Op_J}Ws6swRWXI|RXVhGruwwU|4Yy~{<MK|Hi}Z&jC<0J{VR>=Sp{c+
zO)3adcT$5KFbwTVNZ^>XT5W4k5p+E+5t+fwTP@7-j`A2^;fAV2w^7fY7)G*)6QLZM
z8b4ah57BlBnEAZyR}B@4|7|D)8a(BAk|AyT#2_p8Ujjx}We{Z|gWvo}LwU1`RJH=K
zydRZ~L3L_354?d9hCTC?ybXR{oZp1GRl~$OeIUnpE*zTWgtUh`NnO0xIvg1y^gP`L
z$p`DssxE49y$oq~-kp(-i{^Rs`J9Rdit!td#2y8TK@j-r5c|@uiPOh`f5c@i_+;7f
z&+3Iyz#DmfFV{T#sG2{$Cxd1f;dDWf6r-s?##X=>70=CyP78G8XvCR)OMOHY^w}WZ
zvKC@&W&P@kE9kZ8=}?*Zb}L<KMm#%IR>O+IobhkFA<G)sQ|7yr#4G$AzVVEhD~=BH
za@WDy9SeL32^jRa^IG$p&&71yuy^sx;t!qPw!)z^s?z+|@^C*nu9S9HDZ>C_2dmF7
zV9jjgD5-Y;5{YNZF_iw*7360r2imMpi2v$QAfdX*=%{fg?$)+JvY<HA#8W3zeJho5
zcQgM%Xd_?aP;2s?_bJEd)4}6$1S@C2NLdN>!hj4Hx%6*XSpfzGrEB`Id$Gk74~^iO
z-qgF*SCI`Bmt0X|KD<{t6b8vkl)C8&6$}N{R&5HE^%U5(=~T>DX(nx%ws!cAr~FG$
z#jX4?cUoS%#&v^=tjYCcaLWV%?W*h<E1hogW6hZ4+SamjE2*eSoPYW8z1aP3ogqzl
zo8^~aDnp}G6N!enzbQ789!y#|l9O?HgI;rs@X&qHEhBYpXW}FF=0+iP$|&qx)zR|N
ze}FLE%h(K8%6<Aq6rI1mDTjR9?W>}K-t*Up5XYgBpenm5x+hN%P{MmD8cTigH$lcP
zxc3xit4yG;MNG97OCn;mIXD|ql;t*eea||SbQhb9AKr=de)~_PfE0z7K<knFF8&Qw
zj@=!TAWw6t9Q%Zxq&f>=bNvFdW2v-b=EB$deXg;!zRgIg=9SD<Jji*JX_oV0@7wTS
z9~7(Tj+jQlCLA$wvID>7T2G3&yE;mS@X`oDz?!*TU0ycm%2UuW9oHg-wRfx6kn>e4
zpPDuwx00DH(F%V{1<=k?g7v2D{PnZU*`y|tiQ6llP6`Rn$d+X1Je+SKOxEwRYnstC
zx*cQi8USZ-<q{hN{9O9f?D_S{I|xQ|1PG=u?rihtTq^P)VUzAs^9y9+w#Pd8l+`Ve
zlr=@y6L}GwVi1(#rH}U1qr7BbqY(zSq+(EZMaC4#0Wa@yrQ{R`ws<((gKbmGFV6<q
zR9<pzGdvO08gSkzpsgw(+h!*aw6?x;(EkRF<>dPPnwSMhDfs+O1eW^vu&)>ynU9QY
z-L`w5jK@Ry00Gbcsb2v@1OR#Z{};0VjkDhhdI8}p+Fi&#Lc<0>+JxNKviq2Jqy?)J
zs9MeeTScqDn8!_wb1KV^&m?mJFAoYB=8bk&1!1d;q9A$#KBW3s^AM!EfT|`(7Ukr)
zMwiaSu1uk1Pbp)XC`LwdH_NgphM$==U2cT2(5ZW)q?doFBu9%GCj5{Ir^dxHgXY;q
zS<li!@SG;;qz(BfIM*pHy8%++GXzB;-d@9J5QtxXRU&9`{6hTk5_X*3t3@E!r>q*I
z^$p^|ASr1}O#8vz2k}AN|2KjK1#6BJP^jV`!gA(ihQTXO(BkFO)Wa@R0ziW7A{7U&
zv>Q9<OzGqiH~m0QM+0uEi0li~;o_`3G)Nxpci3+gGTpuJg_J@=7)veS7_Sd?edy%r
z@LaHl?LD|X$re1fSjQ0UN7|bU7dHng+Uoc&ly8>kj`28yn=XbWcAZf|-!vHI9a)k8
zXv!D6?rd|++qV2G0$f6j(IDi<roY`$eKQ}1_!%{7je@&|(X8|o+onQheu|8@^JZsY
z0S`ned@=)}rmHs}({uG$+r6OEC`U?ds7hN#ar<TZAj(ZFqXOcU7+;aHY&}(!9w9JK
zI0DpBMH`u2EF<Ukb?4En>Z<TC*hLt<WRD71T*pVIh2zE6K4{Dj<gbYOoSCD>z`{QO
zjmFRqeKg`?0TDN^f>7M)$t&fF%dE|Q;paT~#D4c|3a!*Luw8_wfnrO5S>_X#upAN3
zwJKn6%^*`T(!uJjuU+4b@i}M7`I&%D-T)HBC*#-PxiSM1nzMs2T~+NRLFQBh+D6!D
z@Ry-BW2YTluQL$-3IW^EGm_Ja?wRY$F7{<6pSquCp3}<GQ`cSIz!kO>MYcmn`WmlQ
z0f3;(NaNefhFvrlD<1fN!{{!Aa2fYEa`{uCqKVX!wXi8Jr(jMO8+;-hNVu0U6RWop
zzgf+x<I&bc6>o*<GBC%|nhLQN0~eZZY1%v;O!#bTE{|nYggB>_dHCsXT5TA1ZTRDA
zdw$Kx!gMK`Ei5*DS(AYlq2mba7jcveLPd=;Ts&4Fy~aH|+n4PplK|KbK6&P0ItvBK
zK@$R8NspG%#vGsM=T^|gnp?5&b-c;}gF!)W<>U4I^_f_PADj%8jizY~#9;D}SD)|2
zcJTBNEaX)66n7%*<_rSm(~Dx#))PVBJK*%3NhnUS&sI&duF_s*mHY!r%O9X2hctM>
z+{9Dr`3#F#)+b37l64CKjzsP2)m_Kx#pfE5?hGebn~y09ghSZtq4krp=7zeFX+D`9
zBAt{#ZE8%P1i1`@<Z$&wB(zdNFiMhZKX2>GZo2ZRK}((W_u)tTN@@Sd4pNMpCGJ_c
zhVXBYtY0-NjVu4EKb~JvhjDy13!E2>OJ11ZPOTNd7bE=j0~3v(Ad72q&gm5!%Vo-{
z@f!Z)Kmd>%J#5SnA}*#sTaJ^`m!EU8Gmh=07Dj2lfAE7Zpx-EEED?q_yr06k0Q2Q#
z;bltD5HYDgu-o=ugBh*A{iD^d&$4Aecmx{ucYN_yLR%Gx;Wh9|!E3#jzxkJdD@?I+
zLC(c%MVn|^8E2%GAuC>$B3mW#Ps2b6)T|jZ+GY9TcW_bRPJg0IT?y-3gs3C69W@1H
za%e3R>)Hnm-f#Y9hN`|9rzm=&r*u}DyscLt80K+~Jx2P=3k1Tce@3oTAe;j@xt4SN
zXsz(ok~tmR8q_nwV~xT&qsQ!kFs)RFjGPDxGI8gLU*!T?65EbQ8=xgI9Mvc}5B{+s
z4MO7~o9|gPo{0(5!y7(6AtWVm#|gH04oNVuMZkkhZDqS9fA5trX<Pb{TuJTcW!0ia
z{9Ud{<7~@cQ8mlxay%NoM1(&vgxnn}4EiC+{$Nzo!Q54#OAB{O7F|~g<Q7#8D`JM`
zIl|q|Y-iOuHYDKd4e3-2oO2!XwVK*NqX(i8Kvrkp?$fo<cNJkIs*9TKCEU?XTyeJT
z6=jWVvYDFrn=O&Q(g0-PR-AlfTbA1H4Gnl?zWw829YqZBXS3;8XQt(Q(X?IL^-V2p
zmP5~!rV*A(_FsFnaFcx#W*C{94IzMDd2WCHMA+x8#wN4(chce(n8qwxYon}Q`T-ww
zA=I}6QQdl2YQq)BuszU@A*KCC(wOs_3|ghHaS?yetQAX}l`Q|**tO>5;!EtxBL?NZ
z`)bOw4)+R4J-casN@CYlM<fOU6rI70Qz&l%-Qd;K_|@9ZzfUj|g#sJqx}9^4Wi9Qk
zE)D3WoArv>8dtl)vGCWYII>^^X0ohv%8kmGMwK^fzeK)#FiQNEO(%Ikjgr!?8?%c)
zd*jGvHW_DvKd5V^tBCjiDh9_S_Uu2jArRZcS4t&s&uWkhIO;sslTIjS`#74PoBwG?
zYVFTQKY@*(W7S=+FA<9CrDs&@4a@l}DFU5c3cpyND`l_XG;t5~FJFN6cC3Q!HQe1a
z+*$2f+pPxSoh@jUw2!ub>Fq*Kt6mA|yl5X;G$Wb)oB(Q=n|rywVvS2ISk?03Kg^na
zIoDh+s4KH|pn1TdM{#D~Sga}X4e7yU)g~F7xIIhq^V#juSp~VVnUBqTxyL)kyS_-H
zw{0&)S(}-sP+jdWmqh{sGOB&6c6=U5etP9cWp4O#EAt}O=Lj>nWLAkr8dpW<_KUIk
z<T!mV4|fpdCeDrBJoDDk9E;hg$5FnGPy+;HU7ib5N9u~<CMH=!fsf`I**iW!7@*s~
z|LXe8Ih25>tQY!96e(pf<9<UxT(m&ozJ5v9)FY8OZt=&nSBSi&DtniA4z^5nx2#Ji
zpWt`yP*-qyFxHiQ|NXIGJxj*n;)CS5v0SF4q*<n*Ps=ABt$jlCPP>8?8%wwt_eTLn
zg36M&pq4yGmWaw;R?#k9nI&xJm4cJSzXXq1su;9~_Dk;H_iNj%QMihHR47(^KM5zd
z%~uwYVjIC*<N0l-%*g1fkP2h}_x()JIR8qE0X~D6VUPfiaIde`TmSHvE90A;%;G%H
zhcd3=JEmz>gr;V<INzd8!v#<h7!pa0zL>71a<(<Emk2PYXDKB#lhL0&HdhmN3VL3P
ztquFRlFuI-@{0d7ra}DrIhoUwFV+RzU023Kf%UN0U+#+P13_qJ1ECGVf9@#3d@qd$
z=i25g#>A4cel%u$UepfAZA(8;&mKrg$ChJ!vI_s_Hw8r2rFQ^*HR1noYX1kUZuozd
z1i%XbC_`4X$&-6{&Vu3~J*AE7Son>wiIrk4PS;gRQETgF*Q0<mIChDpF(%y)gmtPm
z*nix}I*i;i6wHzV^SwE*>ad$Fri;g}B+Ig(LYjK%Q6FCO>$JVyNUKr5Lps@r$n*?+
zbYaaXj>xsj3Mk!eVeDM+NGU~(8w)&hfa&Dnx(BZ4Vj}@$yH^wTDF+aVSza358S}y(
zP%QtM#m*A?(vtOPLJ&^PT<3)N68n=9Pb&&`S*+VSw@nEMK*2$6zfXFiRbJo$^IqdZ
z9W$dSN##$w^3qSu5X)iDUD?8Yka%?z8bN!k|CDv=!dS(-x!u%`7^fVj_C+o>eqU_}
zQ@IeR7)3)=!UsQuR@uR#i-#lTI5lhrQCW{-lkVmW(pY_&9`<-pSU8}r%GJGrF}`Pz
z^9otaLtdWa<c9ij5AOQVEf?xsH<f7s71IS#h*p*BsRLF~^_j8P+mTK7NCZM3qot>=
zF*>d@X@m0<Ed7!c==t=tGDvGnkGkP>+zh*rsb4QKK*dqWHwqIhocxQ@<*iF~_M&w|
zS%j%XOG9j*4+AI5j>klz9fhH!9V`EH0AlNQ5Bl1slGBudlHx^b*b6?AvH(pSSvH}e
zeFl3JDx&z__Xmd0Qh7cg_aVA2vMMSNhrvLvI*yz};x*sOnK?3@?dN!R$zSx6GchUY
zFWre6cd#L0W*l+`DNSz}fsh4Yx|??4TKPm;n^Jqa4a;O3TRPfw2x$;MoXf%DpZ%Jq
z?rKxOsTxh<^qIfpWJTEMXNXUeW#brLD1$j%Q9)m*^g!bAd2(>Cwk}PdGv@DvLlt8#
zW%-S^VbCffnhRT@hybA>+crBHu)Q#Cr8Mw8qx+08lD{dMpH10Wh?RylKRXNeDl0af
zrKCbNvwZQ4{e<$Bo=8Q0sb<vrKn#8*wIDwA@B!xNtBhm`T?9|o%423Dr1n?3sHOIk
zis@Ta_PA@kVM6mmcNjXSk#>i_7nX`NbMB#n7(x^4trx6P)YEfh)x~wxQ`1+l^ovyY
zrqBybjuggwFnlp58fV=X<fwLZR>bT7mENeSU7LvCOfuOAvpYHSfzq#O0zTH@TQNeU
z08c{3r-L7mN9E2?>naB@*1T+B)gd(s;NZ;3kxg4>%p_UC!GQ6n*A|zc@t1hT7d`xg
zsM52=e$A_)BnBKUQr&CZ^3hO!y?u<Jd{JdTPxNX&sL!v|TG8Z~GZUX0A-hBDz&r^^
z2GEOWVEnv_4&KaIq<6f4d(7J$4X&S5+^oE5nDPs==m|~@vh%?>J+~#5^X<2An3JKW
zg=(MMQJ%ueNd!)59A(AtctBsowlW`TiF)Q#vr|LCReU2e4|7-Xn|Q<c)`<+e=7es6
zOC!w|9~Z2oU_+mW7i!EHvLJ2dim$j5GxIP*MN_YsWD#xDX!<dSkrV04^rTQuTj?k;
z7xhCEOk68@{^VbZBMTEUJ%Igm%uMc*iz6|YL8F^Xv$qjS-<e5OSRg2drlHTDm)1>S
zc|nVxQ)`{I3HOSMqq(d~#fow>=1L0iuUhw$_bNCP1@XX+*m?@>G6>Vhbt!g4s7duO
za*5NlS?!K&?-t2no_7vnTPX|WwC+PvdO@r4`P0l9fGXK9b^?agH-mPtk37bs##*SC
z)`NmU43gggRY>L1^SXk}@@8Gy>$l<dG8oWQ`Tk5qfhWk96DMo=uwk6=x}EhjkZc&@
znz}I<*h#7>WBG;D<!s_O^2=F80w}q&MDZ>x9``lcHif@b{%6(eL0azqq=NU{uQajM
zTh_j^_s}~qbw5eM4F=ZJ1i7?H&sw&uZ4Gxb_cibyces~0u_t2BH^B8@g4cmQ<Jz<*
zu!ocY-Qb%m`NH14%h)A)ctKOo)CE1H(mA8a#r*xs+}^XNLGdtN{9dVYI~VKEEz@r{
z94y~IE8QT!FD#miQoB73oc`JovM*dP{)kc6Sv8bLw&|+MyY23?{boV4_?h3xVU}KB
z9DQ>|E=cOJqCQTAi*B-0yj7`rV0mlw1DS;Hfq+qB5zAuNQ14;>7|0g$yw}I|!l(M6
ze#m=0F>P~cfA;Mf6{Hq--1*8TR8q5H{gxTGHmd8W;F|ouuXAc1Cr<XJ52}XcA<l2B
zQW4q@Ab1qptU-NVH`$sh;mg&8eGE}_Ap08*ExdO+gr&@O=g55b)*Us<X!|bf8)q5v
zyU=>0eJ`c|Np)E{E$aJ45inUK6XMDCd?1uCsHl!KM;S8)di^f=CAp((YWs|bP*L1j
zg|lf&3sgDCQpGnLN~#gjNj4g+Md(dLg<3KX@@GGO^hfbQb(O2E4Xl-!JpOfcf~u=3
z@>yKq023i=bI9yXsfAm!LwNm?rG=Q0<8MND6-xx#>Fo7LO<!vuwop^3xiao8S<ZrU
zG}VX+k%BcK0~}raxz#)Qk|w|8{(_EI{SzLIUC_2VW4*n>gB|!@)8?=AvSCNJy}6pT
ziqmR)=gq)}pADx|SA;A!17S<iy?fSTlUSS$Q0V`dIcr7i(XM%FKiF;{kM(Rw>F5yJ
z-7AW4TnT0}ne1I`^3)iwtNuIRx$Te3Q`Tz)ruhAgrEY#UR74-Ytq@0rZLuOEh*r72
zMB8o^Y#HA^>8?a(h&WaXPSm-hxm?}~G+^kDyj5mj%S`(+sB2rEE7B>>7kC`>Lx5ZZ
z7kX++<jqb@p5f2hiukQ_LWY~!<zRu;Jx{G^w+CN!@|(}Nzf(B#DcmgwA3ceE#(1*~
zOXhY7@!henUC55)EedzSDDn$bfBAo>JqBWY|En~XGE&|}08DQ}nzSYWB~u(r06d-n
z0e}QZN68N=wA7z*5XRzjSu>}El0l9SxqvSnLkMlP!TNC$OO|8qYn1}<`gEe?yImAY
z$#~ng%9B4TV2V4@l00;RKoOZJH>GuP0NuyIbQzi^1pw(wQyd}*{CF@wol@%O1mr4#
zhL-5V(4J0?8ly3DtWg?v<2|y}q1-j<(|SZQ>&f*7_N_4*Dwwr{C{>Gk<?w7#UG+Qq
z92f^-#-&oJU1=j#Hu5PTLyW~@>02;|*p64HWi;ait2lYdR@PpkHKl2e7s`xkx<BP6
zji2qF3lWWrMFvi(M6cws)~tE`RQTjy>N+|Fubh=EC8DWjUL0B9WS(4l7zp<V1yuM6
zNuJRZmbrrbv4n(rE0M{TMRB}1U>B86##i><cnh*e46^@3g-Tc@%1XHeNa2+ocBaMc
z37K2k`KTX6SrcK<)t?xpRl2kqWG95t;Ck|ut#A^6yCkgZQD{**@lgnv+q`V&@_H{f
zwZK>kPfS}+OQf)HoJjsP{a69A@Snknn4{cysC0-Yw>XRE`xGbhDOQ~SZrBTtXDbO|
zuQ`{eg7o}LJee82j!nBvgYGtRYo&zEB)>&T>Fe=tN0bP;lk+D$bVCu0b)n!HSjltV
zbX;Us>=7kW8a-1TNsQyvU}{#<>-oKp5X!k5rthz{Wq4Fh)PO9<I=kLK>f$5cI>FMu
zqrs?DuI~!FEvFK8WBrIK_nu&$3g(|eT;HgA>c8@PXI6Y<O2s^d{<Z@nqA+qAh3iXZ
z#8)@aE>FGdrR29WQmmxz)Td=E+8oU4_15K2R4EByK{6ci%Tri5c~R)oe96~+UdRZ0
z;yIIMk?{o|lyQroef(cBLh+5Q4GUdWV4ToZ<kA!@siZet-SpxgmIYjkb@ZYYOWY`n
zyjQ*1iv5D6aLTvGdQRDz#IeySa<O0CJ3s<;_)_Lrw1W>Pj-<B;`?2mBHa4ga3!VzJ
zh}xMcwKuk!HY(hgDW%}>-Dowk#7Q~=M>-o9+u}-bANpkc1u)+d8CgnauFt5q8JkIX
z$USHayIUg<v!Yd$sd(WQwJuBZA<d6bdsl~xApV_!ptySvynblB*Ar1<$07&VeWion
zjTk<+VR=H4I|((Y4MPCv&~b+mGNtupqv?>ZGaRh98(~ypQi<t$I^wcsC|#~M=zde3
zw2%{7)$;xl77RsftX=pKC8)<jz{3-kZhHUOSy6`v%93C0*ECh0PVfU#&ct-Wxpza$
z`1=`bQ2wRY8WhiS?Yh<-;PA|z6GnT$1+S+wmJ1fwp!iZ2EsX$`uH4KZhv}MyBejW9
zwsQhU#H&Vq!ns%g@wZmgo2cllk7Pg^ntTIlseu6M=U%x}*w;fI%dvSp+V=%iYvdei
zXU)x^ocWi!qz!|7tE?xA)$aMSmE$fW-b@dJ`G+OzA9d-f6+r6w)vD<eoHo5mZ|*A!
zbBF(m0$?x^sRWZ_0%DvDv`V9UP+RXH-Fwp7A}re)>b!+KSuH^{>GTyF|ImNKJWjg^
z^^c;d-A@fq79l1o61RBXCnHlnzjRj=kf>QuFeQq5Lmnom@5_txN<XRg5m50+yy7At
z#oI+{eIZ~h5z3K%N)W6r23;XMVi`5QFQ<EDaxA>2TUkKZ$eXGQ8*_A3YuNa??xoqR
z%W?>%Q}1^&AEwFEl9V$Etj$SXcX%^hRC=l|Bhm?J1N&O>N8Mwy)yv28qhsHeQgxX|
z&X^>wx#gz|ccJ8Tz1cf_epgG{w+nJ4r+nr=WuBsNRZu9&Fx=9i-Hqw3`L$zQ)ShT1
zp_WM9aUMKN{i$Aer}AmjC$W~<$An8AWae>5fVl3!<d0!qDRP!p%gRbZWewo&J03hO
z;MNSz#)aD4+a+a175rRpy+~UNf*UT36JLJu5P-~`@_yMmt>&tLr-qV8wy&0Lx@Ht9
zxJJQR7mQWh1MXpum)X?dGb9$a43)<w3W;>$9#ksOdfLq@>9MdB@o6Wd5|C~FE^Uu>
zy2$y}nZJk1-Nxz}a|=6W()?h1&HXP5r={BlRaF+%)G2}%e<SVF)bDzJ&sm%(2{6zV
zKb7rw*gSi<bVo3jO2OD9nM3`^gJ4Tr)$p(7L>KpX6}Ra#nQt^LmjTY7o3#2agAl>Z
zU1R41+Tt860)>exjK}z>vgo~X$98M&`oN6>ri(D}UGcB}%tq-Jq#3^b3%*_<k`t$v
zujcrgcA8sB=CkS*ZjGk2OsF#IKB}w)iBL7SeF}~fu$Hzkns9|2svs6R@(pe|eq8f=
zWL%bt54%*WB=gIjGt`Xs+)A|k5Ptt9UMhayCU)0#UU#NCtg_deEOA-1I_gh;x{bub
zPgS9XKM18LrRhxtUAg?-Rfhn4F(6m`8abHdz3q*7ojdb7hgC+k{;Ld*{lLm+I(uII
z_<7{Pts?io1Rg(zLO_-sH@|Ou+<(8cvhqX<hjuuxxzjE0w1$U%Q@h@o8Z~a0P|(}_
zy~T$TsP6lJ58?kExX*x-7dVao@5%fBIfe<^)Sq&Pr0q9#Ix{h!-*=fxX9aG1rkR|_
zYKJ+<XGpc6$#<0qyIs{GbqTQDDlJnXSX`aokNqpsQwxrhfoDj@`;-fyXTo$j62iO;
zF3KIM?85Yo$CYekQqVcJycj;o_M*5~)Fh=WATJ5Sv=eN-_FHDCHKUv_W?Ym}n*Z$o
z;pyAsne6}n=PWtaR?fF`8xff^g^ZbPY;#<0w^Q0y+(r}~ZgR>Ma+uQ`TI^t$REXT}
zn>43d*hYoA<y6w)uBf}Z@B8z+^!a>$e_S5s;lVYo_v`R{K3~rle-BnnLbIIqsRanb
zRK57HkD=^<OC2ofF*@<>+C}GUEd0HQX5>FvQjq!}-SFpHBTLS(CuzxSkGwETa2YmM
zV#iDnyXv04VQmpEQk8*0N^?Z+plJJG{D&^%Kui*PgP2hIkvM_9)QE7EOpri*IU@YW
zu9U8(2Apvus$!PCpym@yOmQXkw%0mAXFaLc{-G|eH7?C)y|JV|zlCSZURDs!GgY$S
zE5tpc<XGKdB_Qd829k4=GD5>_8G^^zWr;PS0d4(j0~gR|<53tP(=wrX2DueYT_D5@
z(=XlDl9IBaOWSYCb2C;GVdpi*3O%OMai3(?_l}UIW{m0WDWo18S){hJq{aaAOtnMg
z_}f6MqsnokCKYr86jm7tQ!I%Bx7-zn>!!=F?Uu{X_I@q@$lI;FpREk3xNgG15_=FI
z1XF!?v}%<ygN9n2bdb|!BvH$kQ~Te@2U}~<@ev+0&q2w}GABxwY(W{(3djhO4jXDf
z`^b-NYCgyX2Wl$;$q8idFB~h`JEp2*XZX!mXPcZYiW@7n7*#@K<LbZ!%AwS@b<uUx
zg}0w=cmjXwvuULuh$|yCq^M4V<q0oZOQ_#=O8@D|e%3Pcf}Hw{9%^0aw7;P2Ncw{H
z<5X`A%oVjC94sGb2;B5uWhDJGHE`S1|JLVL?-WIpOAI8wNNj7A*4kAr_3y|@&zUVN
z%^qrbP<NEs5NX)WJZ(8^)&KkZgi3uwyHIS*fTca;l`}FWAbIVmx{9*U_fMJnWXhMR
zO>ha)9#8ra|F?Tj#6se){D#6A47wX49(t{ZJXMO?au?@6IM;f#YCNpv8RTi}&91_+
zm0-S${Bghl<uL_!e(n3`!GHdkXwYLk&m)J1vhL}1@;}i&7e@Xg^z(%Zc6GkAw76|r
z31)S(<7+yf+rS<kb-g{j_@vjwif%}G_}30U0Z#u~YxK3ez+1m{#=TfK^V5Iz4_bul
z4o`0}>miNlf0Zm=j9j@rf#5&<`)1f~LbpV7UWuONHxQM(-*UIkq3+#~UL-i2FxyoW
zvo}SLQONBJ!N$R`PWAts;jehvez}t_3_Y7bsyy6qECT=4s);qzz0h!Srch*hG+=jv
z#bSDs4%0>-)Ni`XfU%yyJJb_f{|fcyR9MM+^I)a&=e9DO{(v&)@%5LqJzaXYbSzK&
z{A~K@M^p3HuQCn}AJNZx8+88F?vvB?BY%Br$(49tNJek9X+1Ul-2UZdNao9lZnU+-
z5rup2-&@dMSyJBZ)(dpuJJYvXo=FY;6afb9NVwZIU-q#(H)wDoAt#4fx_%?4()my&
z=CGr2slQxzWI>Qj=LT@)sfgTkYc~o1{<M$H?LDud@xU#$#h1%U&v+kaNsaLGC+36?
zMK4<TD-8~rDR*`=;@_CZq7b%&rXZL5WK^oE6|!r3NvHUxLcpinMY%>Rvnki{nIXkB
zaOb}@yyML8CEj!|JF0tbwOXV2>8r}$B=_SSkR>Y516L!(?Can9DCE=RI_osWr@v>m
z&PVvAIqhhq6$|RiJ1sNz!Db$l&ohlc<ywR#{gyY7l6jI6F;X?%PM4Pbc;92OAm*_v
zb8;{0?XQe)PbWD)lYMS<oShBMsJd|+n|M~YXH{0_r6p;XXq5IaVNxZdt!IU`cE{x^
zsmGu;);aeG@RRe~5yVxB{2Tr<1n`~yU@*^I{5ykply)J~rvH!n_|1;@cj!acLEo6h
zo;$zKy&h*e{0CBXV)jla9na;SsgfdX6VK^%P>XCfJwgLcN1eNwA~?!ayuGCJvjX?_
z4-a|oT9?z@aPJv*!z<64y<Cf6Wpw7u&EEn(hk9!7u7AW`n)%ZF(Y<FLkiHRke(?3M
z9BiFE=lwh8rq#Ww7uWq3eVpp&Fo&Nwd^iA%JWc=e7m4q6!Pf4}J3x=0pUlp*Uwt#*
z{vXJ>|3F-~QiR|7YL;&M%B<sfy3~$lP4@O8ry~Jq3Iz1;fDjG4x(WoKXw?JGk_F*q
z*;4T|TD~dgyN)&Mz;u8YtZc#<Dal6rLu<#`6P<lSJgZbJR5z@1{B#h`N6&ydpWV9F
z=iYpSNsU^nMiOQ1N6A!oDVwBo-ZH|!c!VNb6kBz%CLTzp;k#<MCfMnEiG2=UF*{t@
zkdaHw5t>6R=)M$_^6YHxCdUlG9MRWaYt(Jt2pHqhkr*`tnk{vxkC$>15h?L56E~{4
zX7xUh_%E?dn$t`wbWM?}IexR*v+Nr~{CR%w(nUnMfBh87b{ArB%1Sx3qHOLeGg2kC
z_knl{W#O{ndCwHdifuqs^Mp?^y3M9cPc$d_hO<doJ~c}+#7jwxHDT)#8aMy#(jvND
zf}2!8Niw#6n2=w{-c)CP@Azr)R!bI7E`%OVkCdc~bMPCeyt8UL(8bgMfC^PyT1JYS
zN*H}yS=rFW>r7l%UGkZ0KkoF!+W|?_BEMd7LF*c<Kn9m!!f-;qmh;p+Ue7F5or;6X
z0GHJ|;c8B*1D2kYeSj`(q`jAaB%!Sgt&@EXKc7?l$vRrMxHMDZQ)%&9G7X3{D~%+K
zkD`DgAZeoUsQPDpaO1f9C-xBZS~1~Jjtb13lv5@p4a=d!kb=aEpBD%gXT|lpm#J^?
zkdm&bZ+SThM@tmKBjFI0oOE4YsA6kFp52pWhn?ty=V>W2k--{2SCnS7wQ!~`IY=)j
zyba9!3H}MW*bc4$usQ7dV%1>{1hVnk`oZ^&OiEcM&8Oy4xP1S6IE(N>Q=s_TB(3n+
zvBORdt{COkwW7jR23kk^tTev<W7wHE^t9aEO~!#6?BfgVy(a7rLvI3BmO1eK11QWD
zdSAM!9m9omg_emK|D5OUdR1UExcMdX-huO@?X6F51<vVl!fY2;aqzP0cOjsd_Y%Wx
z7gFcbA!+uHu3!&3rZ?b`Pbn{XuYCKK?v=_l!M(66*bvWpdZ5hUqI4w57;b@IRXlHb
z`Dcy34CssFYE}Bd(|7t{4(4x=kLd-LTIMmu6R7YAn9$kCszjN4zCKMyvBQoJ<F-`8
z?~j$5bgrWl2VEj_aE7sI>qK^T>mxJJ_DqB6rWRIZItFGp;&cBm#cr##xO>`PgE0q>
zx)u9-%;cu;(kHoRH#&bMBKPwwQv-`1pMM^CGw+XIyBz{?O6(MnfdGN}<+SiZX~_({
z_(!~_AP#puucoh~rNl8*KaH=7c~SXyYujK*;gP?BOCJP1A8IQO|Jy-pSFYd;XghH8
z<8Ig|hgb{d;mQKTu1>Vz4~LV9qp+0WyO_<DINe)hoJzF{I`Z#lwQYz*z0zcLTGLT0
z$A7n6dO!GDiLUPu=sH~nP2r;-7aWJ-ku{?G@x*_wao#YcojFO5O!{~V%28jdQ{w{i
zi01nQCv?2CE`Juq4?F8@wtYQ^mDK*hT8|Ll`@N^w)Bx$wern~?m-d{D7Y=DdguE4I
z@jjUpn$$F7yrZSpKgwddxXXZ+mwYcl(Dmw98Idohb*bDfR@Co4W1g0N$`7X%>pcAT
zQ_H2*FaSWpUHGX%X<iYk<<U76;f2V(pOad>jF!5SE<H{ysT_(5e|Y;HowqP>tFd>*
zAw7or@sFeS6}zoF(rz;?>N1j0GhHN^e^$ra=W)CKz*k;)sKWnO{{;-AmKxOap?To;
zv&%Ef9)U?#p?6<CJM=;Mlf!LuGWF@p6p`?W+0TQHBbIc6&mk|8dgY7zsbcnk#OWww
znDcP?CiBa_d)S}CdVdbH`0d7f?f*auJx0HAe+!uX4`jvk@VAkH`o0TGC)e&B&d@<J
zxWGa-LW4}k9NFHeC-XmqP44>(B{C?m0!3D!1WOUv-n;>!Bos+xcyi(Ov(O@m3hCt=
ztPN_6ZNWCFxyxbHNJRUN_y^3guMP2^w7kdblXf5Zh;pn(j(6640+*$U6ieUQbD-Ss
zs2)~9WI@#+!wm{l$cfgn&}^(#paFuaFt(0zgXZeWF6m;Is_HzawlYf{yf6Y__wK?&
zR98tVUa@uMv3HilQHw}8g0>kO;8Rz<xQjrj!9C#t%#i?3Md}moQqfY4I!h&qIyhxa
zXU4?`*K+IEvV1a{2i!YAeH1a|o)GTbR61omC|+xRh&V#*4X*&a5%vMhSluvj=~-z5
z)ecoaSFo}76BkVxjdCDM*(h5>HEX{y4v~5-{1+OANMU&~y{Qxr*C08tEZ3iY#*X6;
z@!>+dU5biDDwmykirkuZXMn0t8m0#nNxFq8eHN9zw8YvsIJ;%eksPbq9X-{GMR5Y>
z=q;|*B{g>^0TRH*X74J}^+tfvUUV>hw<2)iAj0l1LUeBql&wnWxtN<eo3DK7B6Uni
zm04q`O4ATkTCLGut=Z`Hz)+))M}5;5#z(&GK3FmXTJWL{r&GNY3%f?4W4<U;CwFOo
zstDPEik)sUKKaAH14tWJ(t~(IHTc*fFfPFKuI$tQ#NUOd!h8|w$2pXa-0_>bSN3ZK
zt&}u1UTMs~Uh6T|IeYnU0DJJ$QoF1g0-Q6s9o?tW`3^s)%-Ie{E1%X0CR1(N`Xyb0
zUX|dJq#uVI>W-=J(qEj(H3C|L49`l-stl+jq4DE;9OZByvR=Z&OxU6Fv!5>8|5_^D
z&*elov%wH*A@TmzM;xD<BlKNgxWGs><!xY(AA4n``|w+(Li8@zA83s(DVFj^f^fk7
zW5iJR4I&|aD2MnZx?bY`D>2`S90hXl4T8?ax(r2jMC}>mkVU3sM7cRJ?-jaS(bU0K
z<td~EW*M)Sq4a0_+WZ1F-7Ng*y94sU(>nGaLGK%z(HwDyaftpSH_%J7GxIIH-sEGD
zPVNT?!Xo+wL?x}=`5f~hhkD==IM<*S5D*f*LqD`Dx#3rR6<*SlAenV?x@b*Hd;M8?
z@GAlO^wAwuIgumg@2uHPGx%~5$$HTTYaOmxt4xUareILa@831}Tk7#{nuRf@O*M)v
z*3tRHpw-2?&9yAaW#|1j<j(rgv^#2j4rx2&fNn?8dIx7P1upa{*P5+!5Rc?t@d~Yc
zmjBk@)GfHS8NdyAu16NR*0BpjMMaIhf^U8Qisxlki!G^TBO%VQenyY@sFC_avyASm
z$RffoYWIHC+7yU9eE$p%aceM~S$&{&sb?$R07s?XfDR@}H-ax0+=-uUnY;9-<%Jn&
zTsE<>a`n~>kBv_iRv+>$JM0nkXd<)!-EWlx;g3MK7tP}zPEkvK$$j+T^ysPA=Qm#3
z+O7^eEj({|cd)_S+PIZAysNyby!8Lf2N;m;u_W-y!hq|3VhI8Mo(ksH=EflC@44p|
zkQ_~AR8FSq?UoB*<~kx4*Z2p?2B;s%a7}R^H_?RM3}srb#DdKzXh(}ay_;i0g|n0r
zDv(*zOxe2?{=O6u#0GA(1d!$ZQ0^^Au`;VIiz6~(P08`ST0UabtN>8Q$3&!Jy~~(I
z0)HlE|BlB%Jz_N#XNj_coy~K05;y{sBOe2p33QBFh%n}!IN^%G9AZEbLc1Wx0V?wE
zc#?MXd$cB_mD<(JF}|@V&cQu|gO#C1QynvM%E%OX*Desr$kwXx<iSK1%Ipv!^ljI4
z0M=V9CV1vGBMF`gPzHEIS=vp22FzQtTZfG#YQJViO1zNIC4f!9w#0RBw=wvQYDfl~
z7<{vIk%n^6=4sH_<CJP-t;p$6S9h4n5a2aijijSv#MLg)`YFgm1f+KoQ%3rk4D;UP
zy(pnAT{`Lgiwah3%e51#UG&Lr_53wh#cR|79_N#`TXO{d;adsK^GUNI1DRiI7)ZxE
zk7A<Eenbb`E(?wzv?@v%f7tR@NVVZ<+~gCEuO}@0CNs~R1hRvHO8>W(6}`Knb#XP&
zI8&4Q9q+J5WWP!J3{Z!2#7w_s%-}vX-yta}OP;v+Y29<=IP}ji9u(P%pP&18cD4_@
zi;J{`zE8H;@_$-6PM|A;uZ)y6>r5UA^!9wgLEEB;#nVnkdIj1`+$*xxKhp!Q5dNBK
zj&ZcHALGawP<Ae)dYPrQ#r7@^8mf6jo^DZhBL&>NN*k9_i-iZDc{L}Ye2O%>vGzqk
zNBnqqzVgr~ezW{3E|6Jr23g*DFvMj8v#2GsZ`{0=lA`8_UcF+<bd3I!I&^6x5VHFb
z@DM+|pmk|c+J8%2LHSn;W4de<dm~LL_LP~*5rlP5TUTzfB^uhVI*V&7ncEZR9iADo
z8eOjfAXOT-ko1c#uu5_gxhaX<6B`KYi&Zsk^lzVsYdjP9xVdh19N$w$kV;FIn{qzt
z&h%(|29kw6MaiQAO8e?wz&Ju6GAV0{AD^>46D@!7gzJ<0zoCUE?hPlNYMo|IJ==No
z<|%w7T%M%)k@%Kf{_+$X@^O;JJ0+C1tUnX@-#hb`)-b^+vfT1GL8gDcm^3l!ays=>
zK=FLQdAH!%uZ4&KbJZ6){oU~!PKs_tu8l715uZMLM+_?cfcYHbh2QHw{!n~lAt1SI
zSpUa}K8F<PN>1cfYgg}n|Big|L1>s-INVC3Bfl$B;QnXV*oBu(p>w?TsIxPT>>v4!
ziSHd(Y^qIOv<T0=IhAVs^-<qBV()(-K8VKd=hbpA95$t4HhbV7ufA7VE3eNaov@%N
zakkHWA<72ve{LlJ9P9wMF9aAMlsMa(qwg)?PIELDOwTHh9EvJ*0=%@}_)@h0JWo9<
zJ+(;3uRKoEVLwDc?;W7Qg;2;{4}_XO+Lx+!&=r$GPW1N*m@6-ulHKHysMJej0vI7Q
zVO&j=KRTmnuoebg`i)UD#J5=j+a@eWv4;6W08X)Cv(+ch+Nh}}3k)E=JTYn2U<8OH
zE|r{}p4ht^*+6;c?<wRc)-_U}(voD?01R9+S{EBzRgKI#X3SSstnuQ+a3N)QHD&^w
zmHq=0A;aOKRmffeo;$N~LTeqa(Hqd8k}XRF5NZ%87`)WMw?j?Ea^9eX(Ib?hrfMWa
zg?Oe}pqQ=rj*J!SCR&wjM=dpH((b*`-cQXO*_s^iT#Rv`eP9_;+*I#NwM7{#o~QbG
zAbQ7nEu+XOyY#P9ifV3Y7Ae$<7FHQvUiT6+NE)fD|3YcDdF^VE<l+l~RpfzKTNmC%
zKTO7z5`<%!RCoW>b^63$$r;YF!|oL74wGtUv4y&t+d{DMO&S6786mThiiPi3;)pEl
z$C?IhjScw2&_z0MW-fD!U8*)Xg0gu>z=Raw899O=6^I8S^|ruCsawZXV5CnkK^(kW
z4}MK~Xzj9NkX35VY(v*atVw-;7SzgmFeWO412L>Lexbwp0Ae77N1nZxE1h3i;x%TO
zt-&im6t~q)a}?rt5=b^-?)WJ)Ir(gCjk=tHGcQdaNI-i~pXVW`%@PekBCqZT7ZX8j
zR$t30Mz<#~R$k5_#@_&Oj&;6R)-kF8IZ$^g)xsmaae(@b{uxiRo~KR(Mv7&=c)XNP
zXW70)xlue2PSKs$Zb%c@INn^7QOinDpXk`WlyYlD+5Bo#otD%R>89~t?d0B}u(KhL
z(IwZ=V=JT~mr;jF0#ewQp?pp&Oi<c5V0B1gOtIU#M!kvIA~qResK~B_JSIIzMlXiI
zfqn)3&~{JD7cR25QZ8GX_YMXxRl;ifwpz4)9fh0{96jSXtotws7omrWtb)!dT5kHh
z4>DPqsR5Vs)l;48gyA<!EKx~YM@ut!*UWZ54xO$b>v1EL=;N(Ui35+V1I?D;5&gjU
ziQc=_2{N~sZ-<2ggoZE<a67rFGs5$D65h{i?pihKR>jYid&cL>gE!d~4;PYlJR2?b
zu)+`TNP4vU{BqP~#x<zKnbT%`qlfatiB#ZaVzqYr#xd2D6HzkRk!K1Q#JN8oyj!Hg
z&#;iX&-}U=if^+Si+sUqM~r+xziEG?XK3~Q;Ky?thUYgXlGLO6fB7LQW3E~CPph2L
zl}A$i^u>a*A%ld+&!h|<$2`@Z05&2=z+wUX0KnO@-%A6qD%jpNcz1g;<bS~dF8dTp
zh#ZmK+CYZ_aGClwMgn`D>D{HijIudT5t`c?U=;l7PxJB>vysqKoTWMu1i>v;<}_t#
z2LnH2n9N|^P{hGQo2;dab~v`(Vom^IlV_FQv^e$EjYz<j(S2o_fM};<<^jG7;DI+~
z?LuHk8BnrNLtZyZI)vH5E$n<f?dj6gjrJBxsHsPyRhzqgQ!Krywra<XxhOnzsgWTO
zdcJi_ZU$nSEh_I0uY*udo*mNKfYMZxYsE}jAgxowPwSwZfh4$$*A{04T=*e^9Kc|H
z5-8T>^5k%wC`P`UK2b|}fJTlln-;kxQB}&&Z5Ns8h^C^Y(mZ#<Y_YU~B9n?ybF9je
zmEkT*UP2W{u4E>2=G64itT3p98$^QeLJDL4LJ}3XcxmgwxjOHBUw<XO;ZDbB2(674
zi7%kjCc0SCLpwsJ2jA8+{5W(~XPs~*Go?Zr%m59oofB$)m~GV73fpDo;V*K#PQWTQ
zlxEJd)#4x0gAQua9-c?EAGAXFbdA{&58Qv&unIUj(H=hNzoM$<%*}vlYrnyRwi`lv
z#w3zeB3+HaKUv4dD)Rp3)&xuZN1>1pIo-xe12VtsrhD<@^rp6!81>&Izy7+(t+c`)
zT!j$IfE2#S=_)DE+pCF4%v3&&SA%QwWZPX>JdPD4>#L+wAg&wRz(5QTkfLoc=j%)s
zNU}0?YppJtjO(v)iifxvKMLVrXfTPMw5P4C3=feiqgQkr%*_72d&kr)c4<_-i&eJC
z`4Ud|?*e+f_tJi+;c`!{2V5mnW7T3TiiyxP{@&{_-Cm2vpX7kM*sj8}=cIQvPdVts
zQa#5+(IYng&TT=w)R1K(!^$MYUJj<J>GXbx28M~0|6r+LV7U@LVn^<3TswA&HF+e=
z)H_Fet*M|Wwkz>b!$@ZXayF~xFU{-SM|YRql_<;Dx-w5`?)uW9Qd$q2DC8WU_t=Qh
z<62o5-v&9`IAQAD{@-}P1m0egc7#hS9jye5w%sW_?b~!#SGcSCek^Zf1`-?uH>GpR
zE}4~dH$^^}p#bEfytw)K0ea@sWj`Iao@Mc!jnM<}OBWn2x6aSwL!VCBH~u#BI(o5b
z%en2g)rb0jYnOI%|CzTv=B(p^N;}cAGuOu``(3!z^A@9Hjvc2fKA*tPDdl}~eV%uE
zCYaNXCr559xmxXe=wX#E_u<ju<MqHo?sL?czw-D`ygrO|zR8Y!JK!APuYNZ4f%xx%
z6PMnn{RdJJcfdoYb%^+)wb)X+_Vd`ES7F!$DaYks)5s?R9Qha5^?51tzQfz4LvH$;
zpLz?n3x(8M-@}6n1`h5B1>oD}23a6&xeZlp3x>WAifso7*~c!;&@9qyA6C1DBU_Ks
zZdzFgvJ*4Z;m}v|Be1cSCv?(MGmS!zht_WLw3spSL9~K=kM$=lEsB-G*eFH<QxDno
z)@r9O70!kDqL2dDYH0ZG8ycCGM0>0iDYnB1`R5bvc?wr;7XkYeNL~ps4o~JxLTj43
z&}CF*5tOtlQ^TG_e)aBap$RRJq#P33q|VQy;6%l7WN>s@pql^05{2MPVY7|FXa&up
zlBptpe;`yh4g`op>%^s>&6JR@iikPDY4dA1FlGpCRVDmh4$Het=%me4iR!w$tmcIL
zV2?G0?WZWXwQ#|cob?L^F0V@pHUf1>fV^||I?fcDP%SVnYUVf>fv~VPOOkhx5oF<}
z?b3{t!;eredE(%Qx^jcyntu}$n~~S}mvB61Uh7hQGhi27W(}Z)$SEqfPTsZXqyJSh
zA%|#}$|U5>RzOd)%F<tSE1-3ttZ$MWqOOStT)w2zSZ5NZb3__^<8jK^S!wpIpt#ve
ze<gtSGv5Y&W1RJaz)t@Kv(l5+zu>QC*lkkwtnRh}e8ib8&++0yhw0uocyEPr3(?@_
zO2vjOlv5>AZVCjrSwK=U^~pHP#+K_!ECS9z`!mI>2KR`m#AIqV!tZ{)^s$ZGggo7U
zwM^vf;BJe2otJXp0z=7!YpES<VcloK$S)|gpDp?(1$X~w1NUqC_sA?W5tqJf5Fy$j
zP1?0WXLvJ}mC%qodg-sFYWZ|_=ny|lv90o8MmwrEhq%Lo8X=<}oN!PL%V=^)z$hm%
ziV6gFUW#mulI~niinwzkh_YX8pSbhnP0!)?e25y5x2N4mXgwbLdT^;hdnKWMpfx@y
zgMaE>>+ZPaF<7Re!K)^od+^JGG#?IJQ*`#6o%T9eIsJe`g(6AY!%{psa8X4RyL-W3
zH(Ac=Y-qb(E_w2nwrtnbW=jLgWT_o{nR#1xkv_{Rid$>bay)9$`H6nqCjv?H`qFwY
zgGO6i3}Jghp#K#Aw&xT|Lls8N54u*rNx+qsC%c6v2vS$>mA0jfTHK)^QpsK}5h~&g
z+J_f58L%8H+lH&<PyJiE)#%oag@O2`T6La+G~gyG4zcor1=|d#I2fML-_0E8NTS@&
zv!6(P#+#h8usKg-VpU_ECl$LAOBD>cxA@H|(Osx-X5#|)#n{$4ziu!7(=6Bv={d2D
ztI5EF8qy@~!+#)#&)(ch)*x>hcqf<HP14@~Vel;9-2PouPej18wH^K5|4iEV#)>OK
z)<4wuA&131^&L;>q29U}GUfq`wb}F?P56!|e#Z`swj1XEivtSA9QO7WVF1!Eg7cOt
ze&*2YA8C^E%=h6pJLJ}P#x@_!7CNP8aI^h-Kb10*sPHz+q1mE%BG_$PVcmndOcV|P
zrw1Gn%4}9skXKW)5;#Y|t+n2Xf|4`|C>@r(DH6=zo=|b`TVDlddO%NUPH1y<@1m3h
z7g6$JULYBD*`QuQ#U8-eNBC#;vaJG`&h3LS+U)f}cYsPRuYlYmWw(q8p^^LjnFOp_
zpdvGt0@gmUDt1f+MW&xFF2CwE#EAw;rEHeK0<QfPQ9HyDxdFp3xd1tK4`aLI5ceS$
zw1|LR8D_Z808S%zi8V4C3VL5pQLkcTnx4l<gVbygm&nQ7B?ieG3N|uq(hx6=7jIQ6
z$wn^qaVs4h4TNBSuA89du21rg4h9t51m<??`lMUTB139wNDA3(6gr{}O==cc3>h<8
z!5Vv>@`M;NYDMaG&{`BL8cox~E1*Or(Sb}z&?uLhqVC0>7yXc4y7M;j<R(j>B)v%K
zR8{dK;Pvv=Fp%bG3#N~4gy)73t-{RCR?I?kttuEgOLZ6Fz9PJ>-+)QG&kp$nw$LtL
zP3Mhg0c@=(&KU}hGQ0~mv8B%Q(ISfpMR-yM|BT7Cxm0mc<wnp!??y&8nuR{gO!s<&
zSw_pnHvI0OW5`HBM8<Z4ddIJ%TN@Z<a5;q3fxeI+?plep^ki-EGUB?4m(6d4@c-7$
zy%r_SzT^<rv+{L!;tS++p+mgEE6>zm!BoM8rguVkG_{CZnoKh{7VZMERG$hAISZ9~
zpA?ToY>4YM98CUYyxZpvj1O(9$6MO+AIXQra?S?dr~sRMonxV#C_6%1_H4T^_{Y@Q
ze`3^BKsh>MH`ZD<k{TBGMQOl?86R0GRh1dyzY$z=5jxHtwq0!_BIkiM0m?rD%663v
z3eD9hw-55o?&bF+E*hSgJk=`6q!l+w4m2wc!f19kQX@*0Lcw{wz=8Zsm1i(8kQZK4
zSyrVDoiF@%CNxxgDaYdIzV5Um&!jIe-`uAP8Gq^Gkmtsk86NxN6g_lHuL5>0<gj~v
z*nwXz%yw!^KV&}Q=Ux->??(x$%L<m@dtUuwv%_WIODm_qF6P{dx{Olmrh{Go!H2>W
z`rjeqb;q(Uy_Lw7;|`k$OWPYOKW)Hliq+icJDKZ=aSwO22Pk_cxrX768`?$rS{`RL
zC+@t_Azcr8@RuSlVXph?=>roP9m-Z?^JBxa9qB#`o3Q7<S@qjTIZwh~Ju~nBuvl94
z`o!>7;otN5F7JLq<zKnQ`XkkqIqox&)Fq~p>mu7<f~UUp9ug!e%(t5auxpU<|1Y}u
zU+FL#j0+myD+Vwgh(*x5gQvNBH#^+)XU$?EEjoqBw_Uk}*zy|&aAzKjs|6f;>+VRU
z+0yZ9_$5l3`2jLUewzW&2K$RNc+*gdi7kas$6BF)-mIm1J>=7_)ySaS*KW{6UIM@_
z>|G#i@wEKK0wWa!T=e6hcb7zXIL-Fsk;?r13K5*<{TriUL-9#`A6saTT$DzwJSGXv
zZBkJXou+cYQ=Wv8eDsBPMqbh8C_(>DV1_~4-Ace4X@(wWo`w}n`%*I{nzbB}cJno^
ztXRvJ!a9ORGQN6S`qpGgvbmZRXouUbX@K%GIf&MQ%M(GS{XGkgBXbG9XIP4r+&GxI
zg*|aPOdGKX^3Ha?Lw)eIYM5p$;(2x}whF{0`<iuHH4_*_EkMCo1!W9vsun<Or<oV*
z(P2=9VHeJ)mT!_uex$C!ZRjbUtQy#;s0GSv5tg#(=pD*1oj^=-(nwX7i4hR=m~X2=
z!!g?T!pMy-Ej?u*wZ03s4A=p%TVl5MW~(C7!Q&{CiUk}iS>;g!R7dq0LmakU<My&=
zk`u?-j({IrE9Fulb+=}-y^6qaZ61iss%9oXbS1%t_`xb{IWM8J7T)eH7iy9(pCf;Y
z1@gV}KxXG5X-B^Am|rI7Fx%Kv6J$73hqADB=0l5uu?5{m6H@NiqN@;bq6zcL1~G@(
z7U^vj%MMj6&GM!8y0nos$G=K2ayT96p9`T(j|W>vwQ590;Ls}$7sI?ue^ng&t{HX=
zn(s;5OGM;&oM@1q$3Y1$hZrp`Ei<k0D^gx^{Fvq4&6a9Kwro$yNFe<==u2~Eg=i#1
zyR?*Jcbm+4@t4fBFs(cIRfj6?6V*<-Rk2ECMB$gd+*CaU^P`$s&U_2DQ!R_EXno$>
zcUJe)B1GZG;*9o}=94gvjBLFn|Fw#v^?`|lG|GhpQRu^Epj%}zbYj-V{IOIMsy;vy
z-&K-(-x96;r8weg-e_tBMyu)t*0+4H{uFHIg2Ka0mChGCfd>O=!-m<Y5LfkoHxMH0
ziR!tFplzox<xcm@=rH$21-GE`K)YJ)7lM>WnH3I0VLCB`F4vm}&k7KfjK4T%dW!4N
zIj$qF6@6_2aC2Aajq8}D&9;V)Ls3VwPV`9jrn^1j70$h|*wLmpYZnKb@^oxzZ-f5@
zYvt|y>F}k~$60xmf2zg3+MVc~I(I!1mzB{G7uK&*JV}#)g)v&}7Ww?|pIXip)ow%)
z&U{-tOn!YX<op`;v4>Sb`ohS-uYP?vFCFn`?h0~?4NeefU>03v%K?m{HIxywz5fM7
z4$UFkhxYpb0U6HzuZUzjG@zhC3e6&O9Zm;HlLMVYWN}N2#M7RtrqH>nn$SuB>q#Br
zvx%oz`~6Wy$miHnAykH$K8%H=;^#dhN&NE1PcK#^q7mm`c6NB9V8$>VZ7%Yy4HeNh
zimY4b!(yaj%0tSvG5L1^C>?&UP-q+}o@RQRS^=0UCdvZ9Qjm+(UiLa>*=)lLIt6l;
zXhMK5T$A7*5G<>OGhwrv8K-sdYF<z=;_=xlA_Hoz5RS}?dAtN5sLC=;MTBQrd!c#M
zRFSo@RvCaTr5(XqVTQ3m($~^(j%cr*4?_#BO)5aX#Sc?cF`jH8<Nz7b#hQYIR&d;q
zv01%xfr_<&J<jgn5q}|4moVFK&kYPN3Q*<bPppqv-f=))kIF&wib(y$&d35YVm=Qx
z#;s&;YA@ccc4_%a%E_Egrlcb%iVZ;gCB(84i~EMNjxBqvSlYsJL_Fa|>l6|5O|A~H
z5zPH^xwZVTvY=ccnrE>7I1DD)CqT*~R<pUEKe6RzdO4G`b+-lDrUS+cwK&rjT5<S`
z^$nt;NQRzo0vScFn!8Fy)Z8eh+SiPgZ+_zaEb^ItFSOs!o2xixhRt}1=r!f2EM4u@
zEziG57r~LeO5HXf0iu#V^^0!w81mXn$cOi0Cg@MwkBlbDwEVke`4JS9a-SCjl3m*O
z=~aP>)McRfhetqlvM}r*r7k=g1QN(hkqG%QVgki>=|nlu#Wgs~t&Y?DxT1^|V#mr_
zBjT|Lmvt)TgMDZ-Jp|^$D-t+3?TRGX6pZtOLSPkT%$p@@2WYi6j@CA`iE>3Zra))e
zqxI>XFGU_!F5|n#-&`|$Ytp6V(dsObZNJz3Pz)N7ngy+_wabo+%PtUvINg;~8xg-A
z4zH^9xRo>86}_^?XB%C~>{EfR@tDceOq8z5ptXxSetGItYZTSGOZv{FHCJ>3PxE~l
zaQTY0|JyUL;<g`^qr=C)%vXd(dF|(V|8n{Vi@p={`ThL~laNQ(yj>S2n(x?e?fAPl
zqVSbfRmjJ+r|-hL`)`WB#IcrGx4b=<E292YFHd^?;eDEZNZIY?qpQPO;{JhyrrFFj
z<cZYmvLAb{?t!$8;3tGJ#+1m%J(2J>^~dD=!<94__TWa8UfA&z)Y0)lQl#Id1CG86
zf1Y4Vlah0fcW3YluYY7H4%90cwp#_1yQVn{Xv^mWlceyBwlMKK2Ed;y!oCY?wOh^V
zVh|$N?h;TI-z8z+b2(<a#z(+evEuEsO+Xo`*n<b%+PDc&+_p4V$fC}Gw6=2x$)XU>
z&A~&*HK(@~WgK=h5)#V{ZFH4fOvoCzL><$}WccCd0ne3Og3uqJX!GQ}>QsrbjjqJl
znhwXJDJpwLl}u$@12M6bK7ZwBGluFkG8I}&EmndqQrWTP+*R^QZ8LIE`X_avP60}s
zQQj6%7(<_SeMN+yHZ=ld_{vMn(97ye`OpD=Rx~Jz26}5=pJsEQp|50j6;1p5j|_tQ
zsR&F_mbfcdE3jFoC9Zc6=dSDh>wDZwnqRY-2r7~;rlQ8T&Ef5KGPf%jp)onl+Dd)p
zj7hy7^ff7cYOg`P_&ounG;KSVec}3&-&N!fHp~?fgXCJ+9FRGH3qezPWlA(+P@*z*
z5Z?P5>q-EM9GrDeTMT(7Q8Vksu{9cOa8EPS9xaz>F_*l?Pzl{xw4Fw`IP*-$5Hkyj
z8T2(h2<*F~sijk3;0hE$<UDiLhzBs#NFv_~Cu8A}>N|xpau-)%72oXR$gOS!Ms>Xi
z@;xht<?}`E`io1fl~cU^#n0HM_a|x#o$imCRO&XWQ?s>WdCby7RAugB2_tIwhBdMU
zIrSGW31+>(wyS7F<fKTSh_nqW_h<uKCd^Abj?u#J7|q@FB$dz5i(Yt<qnwvXy<rve
zeq*ItQAIlSEIlYi&E3JzcC<`rTLu05J&smo*Z&XoG+k&R!?hh+x_0C78Tl<f?0hTi
zLI$7E>RBNl4ES$g)tF~kJ{Q?L%LwY-a0gYnXr4)@ivePoS$cprL6CXhw+~z}(Fx6*
zaW-By3wbOtu&PS(FYCKt&m7Q(#Lu4e$(e*DnlIRe?6~G!#n?mZ-?b?U&4MUIT}pDe
zS&G^d9kq3`2O`S~WW-CF@Apt{o~`rgymW1+Az1yIUi5Cnk^AamUn{mK5q_g;OynT{
z0W!C&YOb}>WFLwWZ+#m-^uFW5((}YOIv+o35&yt_n(twJV7-s*={_?OhzNhv(W*a9
zGn)|iTlLpnzIY-o@bbCV-u3`9vz5;s*Zp!*-;QFw{_38ASom|}x6B^b2FpJvQC6*8
zS7^Y9ByN#@bUL}|*Y@Bq>`cb;{aqukL(eZfR$|`RUlY|`c%Gh>(N2-9CA^>3o)f;S
z)=Q0w>3F8|<GjP{nTy|6k0}W<X8H7rqDKSJmg&T|5B>e6{D~gl;Nm{fK>+jNXupTN
zk^n5q6^y}#{rgBCn5Mt;dopm=^!Hj_HUZ@KV!*5nW@ZMY3+%x6fO7-}>(bahY?2@7
z8-PL<1$m5u_<Rm<W<}D=RB^1BV+ZqLD68_-SaVE`wX+R;6xormnk)wp;X>DoNwxyy
z`#_|`Q=-=oP2x6I>K$^MB8Qn<)QHvzpd-pmBu8)OI9qgphEdsz1b?A|1t>yL)V0S8
zEf7$Z84KF}ScWdOunA*_R_2Hf`fx<%HVF1(C9)j~zIG=juvZx@j9)3YC413pjl?;=
z@DT)gcn^?-v!TV$WZ4DyQcu+0*nvU7A6j}QZ=g{+9G1_qRR1vt3m0w~nmy<M=W6<4
zf^bHiUzJ5hNY;$99m?7msvJ4(kAfi9Dxh6m3iqI_X<x)8jDoohRh4Y#OGU{-s3?oM
zAUiCU97&YJgFliA?$bj8IQ1n(ksDIXE!~9xv4pvDraE<SMj0~1%kkt0?IOYM{}e9=
zr#VdFR=V&2rOfo5#SkE~%>N1vtLvzR@UZhuoo8M~uF@bCKQ!o<ND*uGz9>7jr^KK4
z0aubTiP0rp`M50VxlStJ#SbmjVpxf@Rx_oKN0YklHsvdWBOG##v|YU`L1v~GEt81m
zLcOz+Bd0cbYh_2gOxFVyb1o|AorlZ(%jn%|`QQg#9F!R6_=0nE9_<6_D6H$0r$vF@
z#j;(u9gL7g%|ARR)C1#fduokMm~`w@X5=ik%Vyd46-a<yE=qQn+>t1rC1tOb3a!dK
zBTsQ)MleUs>?@g-N0~`7tOLlJ-5iYN&2o)yOmRg-&z}8om$snMii(gX9olrRYOsG{
z)4dZPz=AnmY6l08@*shvy&$^sBpaxL2NHZt>Er8j9VR7PMBW~x@JdP<b1HjqBV_rC
z1;^-s9KT)Pd=J_BOWh?xsQg9eaf_Bw#){O*DZ))g5WRH^*?CLUcdK!$u086KVD_oT
zgQv8xdiZg(7~d1j-aC7pEPP#bmimn@o!+yQcDp-ak`Q@r^2NgLu&w^Te=p~@%ng^T
zW!7NaMUJVD_~UxI>GVZ)s~giSz2K$3e)#Ew*+2GFDo#1CN6j1`-)Wej>%L`kYEMA7
z0ww?Mj5c1uV-?K0W|dD~qZA&@dv%-$xg(?fR$w(>k67z{n(|TE_w7L2?>l_oF0~y(
z>p#4ev4$RXS6NPC|6wdRPkhlLindR3=yBvd_KAu4RKp<nM`b+zzxp|U`;+a~T4DPF
zQFu8}r|plH-9ESe|NCV7#m-X$2s_V?I2no%uET>1RS(3}*<;!OhAI%L5@tR|aSy(X
zHL1i~CIy%`m4e4@MV)N{YH1?(t5Wm$9e=e1?8b`i`b-Zy!*+0*YMVl}DT?(d<Q0sH
zK_hj>0FI2rsW(+1yY7L-JDY7s0Z%X)V#lOLZt?)j^4<<VywY5C5@jCX>~Xtxw~DC-
zcbHa)M-!(}Cv%|$FRrY5R~Ohh$GL>Zp_gh!{<9UZ`}^ozq=OqWkJ@L#O7AoOUXNQT
z=rlj8hAP`{qX@ATpl(OS(<w;}B5ASmjI_rfa>3{j6GIUi@DY%%=QwEBRDn99>mnm$
zmvBzamTQTZ=I38ri7b&WQZW)bP@I1l+02Y~<|sDYn|fsrY82pW45G}lYUDi|gtEwn
zO6k<9WYLMS#a-=tb-8Tl-Cou%XRd|6FM=fz9`sqqE0%*`er&z3A33%HqmIbx-S!$s
zc;dmFD+Q?8I?FAbr}d<ogt}Ye(p@%Zm)P2^PmHA5FL#!hc5>v4QazCand08ppsLC3
zumDwbo-)qbK?fa1oc0wllR<>>ZjC!JKPHQYaa>6S<&=Yt;4D*<rC+Apat=1kd=wd5
zqvo87)@ChAZYPvVG?YvlhD?qWrE{GyIB8Nl`z_fgo|rn@h;yI=LZ*=j&Nc#t5VzvY
zlwd~s!72;VtSPxcKJ?!ZZ4)r-%NT({s7N&!{9@0GZVzJKrwx*CpTq7;8o7xMnHEcJ
zO$h=&gOqXPVE>MnG;w`d#H$rs*acZTW=q#4$^dABF&eyla^{}9%Cud07aKm#Grqsa
zLALy!%pBK7%YPq7uc|Z>Z&K8_b~8Tx+r1Ce&$}~jYF%Z7o)<kFd=MzhC*7Rtz1et!
zuN|w&U)d7I1hgn$OW0RWI*?%h;K69NxbrQ?9%E`?MYF9GTPB**heQunCo`XP6=Vwu
zH*>U?ZoiKH!=wea6^@B4>v!KD;)jUPokKOQsiM;Nl*tEKx#7B%bAY+xWGj6f{&?K=
zo&LUNgNwoTqHdf^o$Rga`|dWLsH(SlC@Om6y`eJdFiiV=>`C8Z=%?!$xkiR33Zxy$
zddyE$6p5Fb-<D<x*M9V|y0mD<7+?0;1v&Bl)np^CkzsmYZzr14bPJA9(*_f(66bsV
z43hnytPWiKLj{K@h~n>ARh5j{ZhXz5s${Ts-U%`tJ@sAh-$mZG?Hshj%OPK@lF&l=
z8<|8&s?dgdPytMXPuL<WNbL|W2`VAn7-U(e5Tzp(;%f((GE00D>3%ESV+b~vs5;G5
zGnd-~V8v5*ZbU6Sn=PBplM^~YQ$4qJa6wey?ots^oX0KgFyhJh&bjJ};oi&08jvUp
z^YO8V#$H8x3V$r1_kmgxgeyT5QzC-aLKB)o${&aB0pPHSmHA!;YmgmtBWfZjLL+UI
z&M5i3F;sm~&4yZIG~Jj?RVaiDoxnET3jis=ov3}81g!iBRhg#(Vra*a30DE?Pnfa=
z0>0%7Shus{)~PZ}ReViQeI}-(AlBQF1hnsOP;;L~pVrh(MvCpxV3pkN&rIgZ37tvi
zmp55y9Q|qF+D<T?i)8ndW}z%z*`w2UYx5MFF2ZF_gBbpwD7Zy-cxl{hwGxwpWUbX2
ziyH+a2nY{0$ju_mGE^n5B&kFO1H>U<`^a{}0E0_IMjwg!N*sF%GVySwkvV6u<;eR$
zRgFwY1{T2kX|wc!(~&^5k;&Cfu9gte=mFO<(kEeZd|!EIuqSp?l~y?q;h>0SyQ0mY
zVb_{n6f4pKN~QkxxP8ySN_b~zVpZvG&y$kWirIRFBiir9ph}RD#<rDh5EqH1H?nA%
zjnu4EA>1t3anC+QHmM>A!4LizP_sWA8&dOEYfHwOK!|#~$J$Rs_J)R>`D=}Pq_36S
ziwrMx(w`ZVW(VDKh9%iWOqf;p3Gp}MfE-i9%}pgfA2V#-9FrOpxe$|{Ll8L^2fELm
zs@5@M&Kf)kH7idBGTIG7zx^e{zn=7ozt-2*-yke>kSNgS#*WQQ`5fZ5l1G00tTo=U
zQ?KxR8+k%sMwnUSsxR&n7PcLW^Pb%w2dsBpKG(2vHq?V{J{Dxv+F5X)5Vi2nScKt^
z+TSqM38K!sK(8JQZ=-;o%sL?|@As%_Q)fmub-sJsxkE(m@15f@SJMK-GC>&~?GAeV
zwX^(*q6Xr|xuVp;jw6JtsikTsUhUPMbP!>`u`Rkrq^nmfO?Tkm)s_*(ged=)m;IUG
zNn&nyp+~^vpw9Sj8w$3f{><+(`R}RH+!~s{oiBI%&$d*C#ck98xmd+g{V?kXAQf3{
zC|wY5A`2;MNKiXc7Bk=Slu!Xs<M2Zh=%{9QaRQKzuu?OraOO#H3dS-b1HPIL+wMto
zx48~W4oaK`Ab4q4O;gsM3XV0LNClSZo{H>w-#O~e8Uh9}fEb)<3hyH3pvamMlr^j=
zT|2*2%uIAbW+AxMF6{Q>#BWeXhCWe34==hv;mQF)lwRf!C?gKn2*l2^wqr;xG4?9T
zsP`cQtU_H_aRta;u$|rrE(8m8k_@E@@KymM3`7g$mtUzFb4|LP^(AOFYll6`J`KdO
zg)tNnG{^|NK#Cr46$A1Xh`}XLrZdDJl%7gx5XNG^PWge!HWk0531G|c&EVUE_3^<O
zSYj4RxhmkD?*c&Ub`RMFLe$j9A`6$MyZSuf0?p<Zl^{BH2i5rv?y1Nc0(aizB~1=k
z97G(}#m2qls(Y*tO0%>oX0v*cT?4<UL>rkIN?*T6hh9Xpd~!H)_0niD|Ju#cx75Bb
z{Cg5NX^)$RQVG=_XHhhp$SBptcxQ@_1NlL{`eLoW!~jT2mSrJVJ=O={IuEI;6)nvk
z{Qj274dP=B=yQ>;n!9dUIRT*XfU2NH#KtUB$-zi}_GJ8x7Y<3gLz=NOm0!;DjjXSE
zSUxb7<=<1c+zdIr8})e7L|{c1l8Um4Z6CAIq1F}=ef)@vd~hB(43ZkO5STZocIas5
z4TF2X#U*Ek9+L`XATx!>l)0T-I~$c1yFQ(pS9jHU^r-!zmxq<1e`Dz2dSG8^)oA9?
zGq=V&CZK6I8pu`qpUiIx<|&;D#O}+Slk=$Zrr$2B`FrmxENoeMeS%sFanhQk{gD-|
z^050#EHHfp2&p^yYS^#Jyqgw(^Nj&*w}m3Da%OTOqx~BG^+u{ctb1o?Yf6TY{`t1~
zxY=wz=X7tSVqgCTSX~atSHdHgD$<T0yV1}x*;~dO_n=YP&(>H5Cxq8Yjfsr{c#7}c
zX%sA*wGGN{Beb&M0}h9P1AqVj$bjc(yShZj{Fk`-uMm8@+|)hu4(<0lascjuOVRWz
zcYBXl6RH(S6Gt)BUE}sRYr-Cp4%ea}UQ85|G{G|p{uD+ZE7p*)Kx*-TYcEVQBZ<16
zaLy8__V(QA4<wV%1i>wqLo7qqeG$|qz1|wO(6uf&%Nt>bXA8rJk$r4r{^hJ!n51`P
zdoUg%kP=^tgH4z=c+$~#OEwb#2nI`P8HIvLOXvpDDn%q2Y1h<QQr^KM;MuoTfeW>H
z6NB)ks>=|D3K<Rodq?O!R{#T+ii|EINF777;LS*eDwg2I0V4@H3E{<30;5L|^^#ox
zYP$yn)gX|rG&aWo4$&vR01%!mPY{amJnU)*P_Vy1d$-smAdP60G?&bQvO>bcG}CzM
zT|tK}<-uO?jL;bLN2B}FL2XC+QmL{YaxsIuEG|Kz-(p;#aX>V3F;yrBQAYMPm0Zk%
z>e``Q>9fUukdHvqnv>aM$V%&C<0ngX%p>6FHcbznfy}RC;%2Oih&Ur;l1T1d@WQpb
z4MIEWa2cosnFHWs{A1yW4EDwxP};dj9h7)2RdGs&L3ZYSkQ|ZE2jQk}OLZD_WhR#u
zzb?f8%FN3cv3%ftSq6DTvBUQ~?bi$cSf)8ckqTK}`XotCNM%VXamSf2cY^X_)9WZM
ztwc<~F5JP4VMEstL<dBPDTePie>ywk{>bHYN<?ws`P0&b8&B@{oakVj^jS^RTy!55
zQIDeDgb0?$^+UV6B2~8j>`Lo<5o<{~+H*x)&<}tAF*Ed(<zCp06UBYkLuU)uMxQlu
z89p+hPKzNv&OBrd?7?z+COzHfCN6Iy+_m_Hyxe%(-rHV#1*x}5Z_Pe+FoWOli)n&y
zErK*hdr|6b$=j2md9VLAJfRY{uywy!z_WDiWF+#nTtGJOgN7&hJMjqmCw_-GAg*HY
z5#71{kQ2YJWMQ)uL{P99pn?p=|6!Vt?MZ-b76WXe>WLMNG>^yJm9L=c*~Yo&47ZWe
zRBMV}s{_FV1Y6|@7E~3V;)v`Xr&+*7IxH^$LncG8(<rDae1yWwV_S^9U&rqxf>l_b
z`!LFx7z=h1M6n8@90A_bJDjbiSeGPpY+Y5P?qFLmacadz?$h-I|5?_J!D$>vB-_c&
z0aG5Nsd@l9Xb;M$vK2sZ;<X&Q8TpzR%f!9jD+7WicBn+%^Y^Tw1ab?gXP!p+EP;8%
z%0gDWR9?lFHz}`%##YE6Qb9gt4|spuUQXXH1R@n>1VMn%k1;5wW|ARfxFQe>KF+7W
zdy@qah)j~^^MD~Pkj%{;1yilBWud;B8*(C2VwR@EUCTxdUZ8;XluP<xF$j+32Ft$p
z^*|^%ry;|=<HXrQYlAz%U3RB~0+ClSmJ#UFUO0;!ab07k6c+PrGohC06x>79$Ju@h
z3WU~9lJo7{B*jk1Zd29MAo03TFS)5^QjoyVEm|Rh5<(4;wLP-W!J6S(RmW8D1jGMq
z-6lteJ>s0k-_r~;IqqO;f$xq{x0K%?wTO`N>*J!MM?&JXW!sIpSv~peNr!Mp#N9x0
zn@qf;rBz{aFLc-lQW3(grkiaxGbr)pFoTTt%lDi5)&vWaAQ^VyL+m8bD>>ck5}_4f
zkCwhP9fv`w18taR?&;S9H2lY3(PtXU66P#t@*uEK<v%UIs;Ycdfxf<C^6T6CTJMWO
z8ESd$LWcyG&fbnf-<L0V<~lTLVX~_<WdXuo<Li}Ja)jea`L~Mg+veBf{W6jx%jRy{
zBtQ&l_da}^by)c)qqWUJx!Sj`zGK3vBI#skhP!0t`~#f5;0%m6Y1R1D`9s@IG!<nY
z9|S(<-vPbt2)T_Cpku&BBT}IWz-<4M6`{4?ox6M~y$a_4?NMx-a>NzL4%un&!Rp;x
zY;FxJd<cRH+v7mi5OXK!D}?$og$0s%&blBg+|^W56Qq=x{QsKz_CToe_x~|MxurUU
zD8w{}sA&#~+8s2^jpjm^No}ZUhAymJ(zXpkO_G>ghBS?taVf28?6TFagsxKzNxG}F
zQOTyZPusWsK1cic{(gUSV=|ZXen0Qm?RgIJ81?fy$deWF1@%+5pkhRKbyg_aD<=$4
zBis~pj3U0G9oLq0Q2KZJ&RVQ--SU@O_1vAb6R*F>*F%SIhz0XN0$E$Vw;!b70>Dt)
z$3me;Z{^_wTY@2opK!{C7d!)*#%8YUnsQUDQ7K~-RHjUr+e)s!V4J@e;Ts|ePx@p*
zY(@}11=UZM2JMs06X%+#Oh^EGqA&-4=Xm=h5Ex}}HVZ{}0b;6d@}`)ZA=Q|5@28DF
zyS$`3zmya~>ksS(wMI`MR#F&bY;xfaWs24~!c1}8`f>wOUOjhA3+1>ND<4;riXD+-
zLgO*uT8{dX!ol4Xj{6IEaf)1S3s5aiFA|8AYfHwfv9injAqDz)S8x7`3^a+!h|LZS
z)40B5@;hOsZI`6&xZEd+h02w^r;857r`tM$gkYJzK7Ny}<2wPgQPtK7+^U209Gztq
zRdF;UYSUoVEK>!s)nENcw(p8nn0whx&%9XXrh3B-g6}K_r6~TOzO%dU6s39b)+?hv
z3G+YeBT9l_^FwAQoH`nKZmuGE_^QhR-xJ$svVNMh&cA_NZ2S6&c+KpTj8f9UBtb)P
zwe2Fs_|sW)ZyolmH0R%*Ejih*Uvtd+^7+cBCF+rgB9;cbuv7hf<91fL)s1G;#_gp0
z{U?4Ye!8@8>7nMK^Oc*n?fa0ZYp5OI846Q0KVh$9yXhW8bFvz<1hGX_XyRIp;pLP?
zfHqGiBSryi*hmba5S#aacBB7Yu0{FXiH$WH5>(<quygnmkHDy5@mqZosERhj#9auy
z|236kWvK%+>Q=IS9YscAJ?_tv^JJcD+y+Yu##Mz`B{CC=nGlswX?xYnB+S~o^)gzg
zYGeiWP<K5T0006&!NoiP(1H;g1Yd7J$u@B^A-QHlvw0$7#PVWXJVS>9s`YHoL3py;
z6!@J(gvxnU3Tb%7HGbn{33-$r`=Apxn2D<eo5`kSH%&Z-3_dsX@=}-)sv}v0JhqHg
zXbyQfnm5AlGGg}?H<7h2#7Y!xQ`p4HxhS10brf>=T?}1|8fVWqwy&PuyF+WF;O-WW
z(1yh}kBwf2u~>;N1(JOn!%$YW6XaNPjn6_FRI-#WIxf$vlHdQEzwI?+tt|H%gD=tL
zRnbX5Hd!9;RTju^7>3lbgGE`rEqd2}ZaQe``Gu(EkHb{Xt!0vAJ{C|UO;<a|uVJKk
zdw8?SMm6S~B$nsu%d*4ap#i<u$VMal<3rU%bx=0VZk0V~y#!ykCS#KN7V=<FaTD#2
zJ-Z<)RsLdN|9AOOn>U!)!R$80527>AE3dRimh#_8<0s$oUWX}f)axl@VJ$i0keN+k
zmQlwo(`{cpshyn?zqe5v7^TsA4ytWOdJY~6_`bz$99nup6Oz5AdUq@z4e_OocFa7@
z-FMZ!)wd$~+x77Y`;)2?W)E$tYP!7d#KsK&jKyiLRqOP9^;No|CE7cAOOgYtPR4D7
zvyi_KDkA~bni97>@apJ-UkV)ZevK-!V75h^4II_E@FjwW170U{ON#z4!#Hz{8PQ>S
zX2~{^SUn28PQ$3tpq#jZSa#CG-#jrwa&foBkH0Td(#jt!wVk;@&aqC0jLx4>ucjn9
zgk_|nWU81&Wd(=|p-1AdMAA}?nO~~2A5^R*maT<(V^*$fE}(MW%GEq5RFj~wksElh
z0~w~!qPHSy{%*0oj!Oo%sWXZoDo9V0B9LZHM*`xtUj{AX58ccu?1!@BQ|R7EG$gTE
zC-R}No_yg&5WzZqvF$1JZqyPqSJc%HrFMALk?c#v_?w%^So=i#g9*|C8wH-1h~JGG
z>q2|W>KfZs@_Zg`^0Jq`a@}NMB9c{U!k=Nzqm#94^YtiM>neWPCwE-0TOA^yBgPyv
zZ-1lk5tbDn+M&v7L<MA<0dxh@Lo>HV*`o4+qT{EJ3(F$Vd#A&FE!7UySWh@fBloWo
zy9>TYsa)<qgwFh)pc)WGuIMMd3#HOs4=AFuIm<G-6^9F+HX&X8BM}{Jax^q{cG%9H
zjed>{uAGXMb$u2{)ySAE#5SIOQzDJ558zJPFR+XZk)<!~X`D_7kfjcbo-iULtK$yD
zmKg*Nr@7~DyHj5M$2VdpJVH}y5$Sy0vCoF|{m<FVhwrydZn3pwRwW4+h8Zr*2Sws+
zK?8gGC42i5wF^D{@7M;6|MdM4Uu5TPkED?mTJzL|<4&)l2NiloIOw60$)i!4;)ZWR
z>laUd>MMV-aR)!=u5fr;Q?XZ3{H}85wkGcTpJvVwD8haUJ?3e|rm0%Ov!I6t7X|rv
z!+#u9$%#bFf4=}OI!?myc3k)iu}D4+xU?JE<p==DFgT&VE><y*Zfi!~%ikqv)%$z9
z6*<~fn)ocMyYyatH{LCiT|jnn6lO2aMmF%f??6ZH4$WMdm4mV*_iq6NyTh>?YAGMM
zwxs_CUy^g05fScpz{)kb3cNp#5@0W`FT|REJwdfZE-W#V&T$R#=r7A8sRg>#K7`n#
zGJ>Xlc{GP_7%X^SZxjgCSxCaQ&o}T!%ImglkdR45$8Qj2<dYQ>H$a4MNy(ZH(!|du
z@bo^E@EYS0$jK{tve=oh|6K8|0fI)AP0L2)uoLaoUV8r>sskpSgC$1?3T5+W8nLS+
z7a*8>w<c9<o~UKR@vhzL0{~RJmyEp<nD|3wG)69vZ(-^rPEaLJ!EvO@Ci&3K4s%Ec
zZ+jQCDYj<-#?~Bk!3<(jv9G1hq1vS<f?O9zoUE?NqA-&96y2*a4&1;!&iw%!3^}EN
zob<^clI~QgV+})!01)mDnaR*&IRpjg_+XXQLP3XX0f=|J!75WSF=jv;^zcNDu+ooA
zT+t?XG8en$VyzYe_F(bS$cWxol=abn)!*`&GPHkIR&wNn{qarHSSy{~D{i9G7D=Xk
zAAg_s&Tx(_7+O*jIQ`-r)`jVV)%zEEUXy)j9B<)W<fqMUa?zTn`#zXaUI3JPsMz<o
zpKXO~|0Cq&{V2&CLT}3&$6y#B)=WC{M)dfd;C}d;<ZlKO^zD5=?;Ee>4=;b=-jhVP
zeSRV030&Suh+H%g*^qxNeuyKEA@SH2LXh+5ma!8n4W`b)Ra18?G^fDz190_!Js$W)
zH9F2B*ANn@@+jm9gAxHw4HiUq{=?Zb+y?BM3&ta%5+obv^G9oql5YvENXd+JWr>gE
zAp02WV1KGMUya7cVDhNL8}LhyuRAM%i|P*71MKjZ5n4-7(8V@9nJ_WB$F?(b#XXiO
zD)u-{fgu$~g5d>uV@Avf<OowL&yxuZg||r*P{gP!%7}$kVp7rBElQQllLiHUy&QVn
z+X}x@9w8ZIu@O3=dqp%CQrO`x=FtWoC%Bu2>7*?DBz6H-Mkm_IOvpo0KnHBu24uGw
zKqW}p)farym6J4PvS?9JnFTxiHRQjagrY_@x80UIfhI`d1hFe&qV1rx@zqe4DOx^W
zokF_20W<8ZnQ@qd*Fg1y@KGlB?n<X{1cZ_BoUHtA1%<y*@1O=d?XDiV)K{9qwpa5-
z&`KVwIcVY|!I!fP5;db7GX*z3^jlLo-#k$mVp3xqN@1C0%wI%bQb!n4*}5s_PdW~R
z|ArJ(L1xci*ROuWJ3XWjmQAPjPWM-*wfe3*=9{#C`jM<qJw4x070z_rcxSn5S{%x*
zJsqZBzn>!8lJwMe6FsAs-2b#L@DPvRurM-PlQAuf>V)3a!W@9R)IbYG@O=S0a@#nZ
zdx2w-HO02>XEr$AXsLMEk`Q?&ptk3nYfI@o+weo!sk>NqL;CG`H*Q5tJ7XTrqXz{$
z!U0846+u@mZj0db+K61k138D4;sLy+8OobHR^}Os4?djeI&9Ze17X3rIxIH0h7v2|
zX8Bhb2y5?QC90CIoaaBBx*OGriqWan7v?<;l{jhx;Yh+9`4VISa`Z>t<_oT$lV}w-
zFGe`t7l(4UQ8;l`N0<&Q+FAw2!1de*#dV_K!K{&gS0SuKBPCJJFOalyy`;$JR3*Pa
zXVcFMGnAA;ZPE$w!o2~`Gr53(86@pJ*64jTNrFxldT!(D;JpFS@(}|L#IYb*X)=Pp
z13qL4r2H;4zR1R0$l|Sv0U9q?z*Bh=xKP3nJb>WiubiYuKp^lAsDQi?-9gg<pNlS;
zW^P4ZqU~0g#4xH6V>XSTxdqQ{1D?$y95a6k3D^4!``FnSL@*?|_e^0+hwBzNYvX<3
zdPRWFoy|OR5-HcH>o)j6d$X$W@_RLQ-!N3T8l~!yT+KlXn0Wx_%6_B4d;ygfPqzlg
zrP_9`leH)9wzFrKv`iqa?H%Kr*4sa(tPqN^PXwb5^ala61MEyosG|pSF)B!wx}u@F
z<)vQcf2L}UIK%OgllmGDKFHsA*%SI@dyxJf+f61JJIMV*m6w%+8sUZ->!v?K{g$X1
z0X=8+!0j6jTTRuw#!Hq89GdH!$%ni<Ruyr~o!@#^_9XS4J<6UNzvIoKoxi?YQ*^bM
zzru%E-+5m4{?x0C$htp|PZjdQGK4SukQ7xWla}=r*8JO<f;59yKvtDy;o~oiUgAe<
zyQ(A~Zqv(SGE8t`2)|1B1dItood}#%Du>(n!nGk2{~?Sy3WdRe=IvJm9S*lx+xB=y
zcNw2$O>Lr%X-pxjn)Xhk&DH4LPWe}P`o#x79B-5K=ef9pHe$QnluCC1y~aV^0b-Ey
z6X;H$w767XK$N0fB0s0b1bOVa&1-)?L`9ob2a1!#N?u>NTX$GIYlHW^cxtFb3K|t<
zKLo=h>K^ADQn`Yk%pA}@2b;jqh3_ADiRixd<9z-Qyu)gIn=BAY2tZ-VG^4^!H%lHJ
zeHj%q1;-j<RZ%hgR`8x^j%M%}Ca`+BuDxYyy}u)YB@F1Mfy)P@fFJ|QAr@m7=##j_
z)M|fd@tJB`Dl3rtk(*Zop4Gc5;pj6sh8T`qj%gobhQlDC=u||(;=HeJV#hV^?N)@q
zPS0j5HaS4^ODAwT_)t*_14Om~D$tF50i<S0uuBT$v4sRu)e^0>?zwWKR4~S?gS5=$
zSg8d1>}ET{eT_8_WNPV=0!e_mXqO`4YUE*`m9yrGj=NRDJ%;Oqoin?xUZJz9FvN35
zojms3ABNNU&z6}mP*r8XogbnKQkM!|W*t@Bbtq8lF@+@lL{45wZTZ;4!-^BvNhTpj
z535}hOV$VU?f7%Eue;%W{i1Ke6IV5Kz0pLpQLd`hdh$s0%oc+;qKldgg$I?&bvPP>
z_62-g3cg_Ammb2+j%0go2JS)0akt6agM^Q44FPWk2W<HCCT|3^=&xrF{^##iWIg(F
zgfp*rwZmx!>`Jq~{LPw0%k@6#+VR2sF`D&FvUm7Mm;u<Mf!8+y!!iL10vzOvq?WNV
zAqPrlCV)N=?jG|qX|~>l9mJAMHlwf_N~ki3R*fBD#MMn!56O<3I4BJ>XqT|P29Y8{
za$lW8s({HXGwuJazu-^9*=K@lAS{^K(C+Q+LDovSXa<+u5DVl$$U1F8=mxSB&F3i!
z?TTR2Z15nfRT}B=dfm0ubhS$d0;jtaz9e<B^7fO8Z9Z|h5WU?1)m)Vc$~!bg+u=`X
zJRMRaJ&c%2{+nCEtsdc*W5(rh0Q%V3RX_?O_eiIMTJPZz64yA40!hk?k>E!KEYWgx
z;8egmqEhUXm$lw6-(ZMiaNe<|VzEVqmqk?py|kW-$|)554CXF`<tmGFn)6U?dVJ`}
z_f}ZW_sNC|=I>3eTdX~cW^A}sfXd7DOXvyqkK#~DRQ!(hXnm8*so}_1ar2T|BW3<t
zqZOv--15twL^w;7?;`YD^7~(PLucBQ6SjH99ie(4*!v&J!uy-s-G4CG%)cNpT)kM&
zzgl_6BmU=rmxAeQsNC7Q8453b<(r%BCyA8-J@kORmb|`_Vk~Mp2w-qp;0px~F#LML
zoxlqXI4Ok@i%_6g6Dz92OA23c%>gwIul!%J87Onye{~9QZt#Sfc(%N<V7%tNR&nLZ
z<Z6Gl8k?L#LIZnhfq?b)(5AcuAA`^W1p;?F2y#)uICr5Q@C@3T!6$V1oAX9NGj3~3
z8VOt98(SdX+g6F{TK-atF7rhPd$}%ZQmLCla?l8pc?umRnGudPkt7AJ;eJP<?-W7c
zkftH{JK?c8(BW59h?kCq&Yk2AmzpTI<sIJMrVYz|fKC@2*+9nl=0YDAB^Ndg)L%^_
zBB;}ew2xufNHUvYYUq}QbhtQ&N^~N?Ogx5_w=1mk9wRgeUs6i|)f<7dZcg_*8l()7
zP(uV%{#{1uFg0B7ph@btf@Gc*+i`jkfCdMRb_NZLPMyP$Q0XqyWhmJmR#H!>#4=Ta
zLMfeq5LC8;#WMY-q}sI7%4Lo$fT!Tm2+(s&>6pjbz_3D}^{%O@gQx_v0NuqG73mly
zm$Z^4nhwtzU)6z)euPLF*<uCpS4q#XsQ<|d<l+k3yU51N#w%(&0)Ae8`ac>t#zd!{
z^`{O8_ZoUT<Cn;IwvUJ>*z*v^$NKNDR`%J(-<{Q?bw9J&t^Vvr!?~eq-=V15XE*yh
z+qwb_eA!;^urR1kcHA29pz3J5w~s{E1j12v19^m&1G_X9IK6U`8q>{|gS(xJn|GmT
zG+u~c*~oRVnfsyA|CepyC>~^v3HHc_6({G~f%Z?faCDXgaKmlOZzZAVPL*^90x%dp
z1l>{4O4C$FgAnVd64-uHSUG#`t21d>vzijdN^x;3Z7{Zk{-!U;jyht5&Hxv%FtCf{
zsz<aHh66VKvH61)bRtY-z;}#tzJCuB3Xxb1-U@diE&;cu_?48_4rW@Z<c6;=Qpcld
zjo30Sn#5T(y`-e50j#%=23{m_uuvw1;3YMbJj!}%J+2!Nt}+s1<r>7#g_upBXKP6W
z>zv1k%M%L4Ff1kqrmfVZLbv%=qTIkWuA?s$oP~&H0M`mthKS*O2mMu|D_7e&N%9(C
z#gH&Rs78(@*DQOON<&JWV=%mCG3a9gLy-)%Bts=41Y){t(Oq`PJ7xh{j}XeMF}~yB
z165)@jMU2wz~eS9)fgbbAm~4n9nv@`r;tH5Mhr9JPSX(cR8NEJ=^%}>gfOIzYH*!Z
z)L-ASq$ZOUz?Y5eoxW%by34=~xD&j*z*%ys!9~+B&26X@8=$T%Tm2&}oi>T4?*8=I
z`i|gHS=bLz68GB5R|%7+xK}FbUn|zkA*p;{^w!--Y4dZGpy3|L3Msgc567z;Fyjsn
z590=I9$wXh@j3xs3Cpt>EF30%Q82E7;e{Uu)Ru6j0ni3ah&!MxGG3XW4uKh_Dk_n}
zGJ~-nxPyf&Vt_8nOc1bLFTjrxC4=dJ!}xy*8{LNv&`miXMfL)UdHq|jb^8v%Y1lu}
z^IbI1PnTJs`6LLt5Qq^rJ9Ss``HGb`{AZx2Z<bAQRs;$l7`HlDA;E?vFX_1s+TtMf
zYfkD+tVL_+v9O>Mx+m(36sKr_ojkytKy-0#(&?2bMeifF85V8>JR9820Q*Vn3UTJB
zq#T6LOSCIRvSdC$4&iL#bXg(tQ<PpPWvgs-{O$pGcX$_%1|oeM0*c`y0EG?qj?~id
zLdN2B!7&5eI=?H>Tmq7;n&`Mq!qg6F<T(?R+rQ4U&EQB@1Jex04E8tzFU7Jh)xny<
zCkQQrNoqs+?-&_81pzNRbXTKl1omYfiwi>y34u!uL*+1=3~<+RNn3r}7Mc|dH7L^_
zUhJfMi`IKa3HzqCc*{=k`Mk<ik+Fx%U^9uAcCU5Yf?r50@m_z&=$_=z_&4w(U9ksH
zW1=P2-W`+*B&WIdX#FO)r#5NzXBJ~G;`hFbZkm^@n%0<GCh6U~it0PP=%|dfk__NQ
z3j$4Sra3Bh1|=G%pm9v_V_FeA6B8B5e2mY6cZ6#=6AX+#0bPJqqxgcs<80l4o&Qw{
z{@-XQfJL-_NgJK8UZd&oQx3rsC<**QSr9F&=qOWWx){XEPAa=Vj1ry>R8mItFdUAf
z&Wn>l(7g49%*w^#Av~_Diy;@~^J8J8yW@8nKo2t?7Ri?Vfm;EYrsA6tP)IF8!K2*Z
zVXQ$BM^m`kwAHDQL-nRWEY^NvB!y8jzEZq>P=6TJ!2h5slHv=hn=?P4U|cR}&Vkee
zSU#!)`KjU&{2WPa)Wrg@umL@UOwi*t*f3l<BETIPA%uqQP%Gndys7>*qOz0T7_g=;
zB43mp#-c+%2viNPoE(xutS7~<MP2lZG2Ial0=|4jg{xB~;0-|sw1KA}8%>-%G;i<4
zm?-lAog@KW15Re02xej#pJj9OKocRhU>*%=0!MVP7*Q#fpT5+vEDY;)>V3SjG3QD#
zLH8JyBxot8kF;z5s&U+$aofsTZ`|Nl(m;4+7^+ZEBPUjcK{93VXlJ3ihb>@gsgW&+
z%4->IRBw5E+LDu-sp9r2P>NTYX2s_7A^szks7jsqeEXh0@GR^hLd*Ngon*ogusZ;e
zz+Hg)a2pMeCH=eUi)0~oaJmAzoghwXz`I58mf&N9ZlQk})C88n7aG?z2P(&n=MxYI
zhdDxUpTC9ha?mF(KbCLUE&irg)_g&d9DWPi+r6Rrvq2z9rtc-8=!*sn)`B?%oT2JK
z>aUv)o1X_*RtcZyh5*?%iP%;ugC9A)M8=A9hUcG*TYm5_5D{T-6H>tU%(P&B#Px#E
z^lH4bK{r69S;OVuFpovnyk^AEFp#;^;?Wk3GKdbn2n66za?4b)7Wj)vj3j`MUu+)K
zM^hg$P9m^Vfm7AXP^yCSj^5TPflVK>$y7qddRR}Lk7aNSqGI30_BvQcG<d0u7$8AD
zV&^=Z!%fcU2HM$y`w=O4=!yobP)a5s)eS!64vICH+2t#o<Gbf4I@IJ0<$%qii%Irt
zH7^v<1AdX6uCU8Dh$^ZQmS?pUGa2Cy_4aU@>5<k{F|4?p(-BV_;d1k5gp1U7nZ~}$
z^^8$&$;le(>h>f|e%~N#d)}V{xq-gAi6#f-Bw&7?tJ_uCeZW(`UXzLX56PLYmg!fT
zgMSBSF%xDggjP-T;DV@e)@cv#2$01Ds|MaVacF?g0u&p^wKMDJ_UaB%vbD1$Dcnhr
zspLfCWh3`kJRDZ|cu5ZY{9?p<a5u_ST`+r6nz`ec!zt~6=E3b>2mZ6m()z^FyH0Ne
zf1oUu=d0$Lc^h}WCMATdH9YT5x&C0$meHTftKI)1yxlWRpZ25U$E`8-p96m%bN(NF
z?<y2A+@sGRuZ(nFZR`H|?jLk^5$hGQHZ`nbvka!!%DBmqv<olcb>qcw`24yj2fm&9
za<=oirjoQ`{@K5mxA7;he45khl>7**ID4A8F8VoK;W^jJ^7yOPJ^s$<(Z}lo`V{wo
z*oA-7`xX+u3>ROF`-d=ca#>vX+Bwr7y-dCLZ1n>7Uk)VAD)Tzx@Yi7Jq6@O;sV(L7
zjHnmcOC6rny&k_ceMGVEwwf-X%UQ9%Jm~TZn)mke3HjKe9PQhJUk7&G{Ke*c0yd+z
zwaD*}BxoavOBA=NWIb=+<fII)%ecclJ3wmQvTfTwGmk@EqPlbO?x!{z(=!&ny?p8S
z*WbOO4lY~ucgUXN55K#9qaWIAfB9i&`pBV-wnMD}C(_41a?V&B*`wJ0c-qszFJ-Sk
z@&zF~?m~9+$o9vh#>1cT6?TUQz22R)x{mxZjr>db<*4ZI12Vp(+)Cekag}g%-vVr;
zuB6j>*}Bo1q+@90<FWhQH*>DeEm2)?yVSPcY|Ojo<@z~yQn1_R#YVs7EEg0~Go_P1
z@0lC@DEITMoj;}LKIN1|o-Mc%`0zgST5EmcW%&QuhbtdSlGh*F^!S!(dI|gB;!DCI
z)xi0rv+WDqc($Dnk0%<<IrMyevKz+7wrSQ)S!s3}=`A)hg%kk)whe-F3P7|*l3svn
zuDy90Z-j6SdP8AShbSKq1Kz42!aY?{;S|ti#mcy|Aaqe>(QwGC-9UNWK*FUEF+mSN
zyBwboh;Lymt2M*mXhi}~6r~1fhqO<f6;uv9Bs$euu@!_`I{*-<rH~qq6V<yQ6--2l
zyz=o94_0&_CV;=CSy;n&9JF?J5WXBNlL~S$^AwB}P-%vAQCIL*9=W=O*wf3;j3Dar
zE$<<M4oq-j$G*7z0FC5^gyj>Z90+onXWJ0G6~&1h7z`jU2b_i7?+RbMl=poRqS&v<
zjo+_0E7#ARX5T~B+h(U>c9~Gg2`S!~p#HE+h9KPAmgWaEzJy{0b|?i%HF!xhJVFG!
z5FYx~jDhnV<{#pOPOj_eD{O<p4=_+ho8X<eT!w#z2#{G0*!XLL1TXDIp<<QPvKwpw
z7*)j14)wIAkU@b^Q<B-?8dG4j_(*FFjHjN$3{n+#+_HVS$6B;&5AowbdfCat_d<s+
zou0MtC+ewx2(6zE9;wMZzj=G|&h3_e+0`~)cCT+h|I^HkV19~>{K&2uoAE<fW5C0@
z;|U)q&k}y_&YJmUSH9QO=j+<jDD-~_QzA0AwB8f{Hpi~o*|LI}{GVfnmPdI%x^#d0
zWCkUnG%@U(oE>-ic-LK4mXaU2W$pY=OY4V|KN%;K4BhLz<9Ou#`NcE)rXw?0$hFta
zPrl!|blkQ$qVLrf#f86*oS#{Dz}b37*Lh#Ry1`ZQJ?dpO$DF3^ITJYN`)`k=22>qu
zNZ4c5bp7|4fB5y4LSNzCXtkG9UR4m`#hlXb;;+7aQ?q^d+iT7<7-PQ2@|wh_gzS=*
z%6kWLmRue+TSn<I)SND+_bjy?Y*@72PB@&Qe^4tby!H3lU;LM+&E1vqa+qA)_a(-;
z;hCRzV*2LCqj~SW)_O5hX0|BEo2p#Cte)So&+K=?k15}+_&q!P?WWN~KVkP~HHg0a
z_3A_Y+e0KL>(%o(Z};3xn7OuhzUJeyC+F-(y&t}r)uLe7MJ;miXk@)`iF|0^JH9)u
zwfJM;s@}Msc?B<CuUwTp^})6`CwHa2cz8gvhw|Opoi_2`1e_V0m;2`R(jZM+N|fu#
z?OPtNzV_+FpZ=d#tsOjs9JBlwa&dHX%x0fzpDMrm_uJhmE*6E#w^Nq=&xx{M4WB7b
zR#?WPDRnP@ebbb#3fy!i***2rxzYC@K1J@a@trm6(bSLM1g^cl^Vu&wKXXpAPR4C7
z%_Y3ueK4vx{(2C}kd{$;UgGilzTce04?T-I2kr@W)igElN^hG&yE(=9cjNc4kUsrG
z;GWr&_3OH<hijV#<0D>g^Dw1HFZM_-TsD&Bo7la&eE3b;Z^W_LKkXVEwUo?wcxA`m
zYo%_#e0Ri5P-G^!B~Y~88EmN-B-Pm}N`BqFGG=;#=5x=XzN3#VPV8DR`;R+|1s#*7
z-8bF2DY3rVtY`)CSjx!`?dOPJ`(n@}%K%-eIWKei0!2j7AKwQ!dP@RRokyK_RUH`o
zW9f{P!C8yP4u1ad>5l^6-w#Dxzf|adpY_Zs<?=s-^(_ky#Bui^7nfaId%&zIsK)oK
zU8r=&v%g*(Yl#0?eDUWW7u=~CGtC=Z=d}9K!jh<SEq|(iasT0>{Ls5keX9<oEc4?3
z`t~0}p6=YUsvee9*z_(j|3)Nr>W9#PzQhN6R{HFsW}dKH^_ODnwfp@KRwM*uO=@KD
zq|0_X^_9wg`1T*d<eSZ(w%>C*A9c`u&EOobTyBulG2z+ATj#O*e&B82-tgVMyOJxG
z#Y^AK4{H5FU^*3l68*AOIK&L>?|Hj;@3E+sZ(RC3{w8I|e%ad5TQgf?7C5uF_)GG-
zyuF{7FI_Qa+@W~ID;v|WKWthSTub<I>5onG@^|bQTi$&y<moZ<HR2DCyfyi0*KCm;
z^PGh(D=Z$a{%AaCb~vqWAl`Au+gZB~RLpxfci?I5+*8)nk9|`ghQIe+Kf*qK<74Qm
zL!ClwU&Pq1ncu#ptbH_X`?m2%`+l37+xcc!`YCsdMRZr53wesA8Lud#@6Ex-N4+ln
zIQKyN%rEl{9^Lbw{k`1OLi*>ef~a8Y|DpC(zuog;s_b*xiI2tYX#=};UZ}!i?Y*3Q
z*0ZC^XMZ9_$J*+yepjK{&r5yo@Hl+>w-&8cOU9=7eP~4e>|X5mQM+VjzP$C_Wlem#
z*{gv^x#yE>htsSQoO`_PU$?nFf8*K4?~<?7{t*78<@~C8-w)Me7Hu_7bn{1q!wde3
z+*8@NI4dQb8g}8%=LIJowPUYYen0=cBWy?fFk_Y3-!;pAlpi}^G0gu<xXxn0wkGq3
zn2dqh6`DulfdkdM3*Mg^_>LmI>Ab>tZsX?>{i)ZQv*)Y&V)n-zu1@;W<^S!q3t^Ym
zJ2bu}omt9kNY7(d4d~Z2#GYxM&P;q}voO#);fAlp&%M50C+-rglBm~OQ|B|kG$m%7
z+p^hL_1p7|Xam>3!LkF+QdL<Ft`6WC8bWlJ6?8(F@%dm!nF35yPO8QnSs~EO3r8<d
zcii`YL&g|qyljP8%w1K*ulX>jYKmG_*u{m%q^W%&)C_t`e(!w~{HRnfRD;{lfm@+^
z2!a3wbHSS&6>x6^vL-19>^4wvoCk{G8KjLmzNkbx15@&iR@gG^jaGn*@T9N7rlZ4$
zOsq2D2XCR<x*3cjY)|qm(`#fKYD7PWZV>`^W`wUkiQ?{mg<_LC#P#6tz8nMekt7Ct
zLo!8M%&bE1rxGP6d-MBi4@9!)wK6>ibBt&@kcKf>i7%N267ei^xN`!`Fa}W~axcV;
zIC!G$Bn2V_f^bHc94zx(P{l#MoC+`ne0E5g{Wo-r3wY{<z`$Y)aT*Pz8iz1&xZ+%s
zg(K>TLvzAFfUn};`S+I<^o`Z|w?fQ<F$n~~JdLp>q)4m?-jm=CIZD&RbpJuc1Ve)G
zC$LKbJcf(;9csgG*AqP!j&Y68hQ*74nG(QLS5B%4n^)@A617|H+|c#6qeLZL5I@k+
z*Hp*elNx!QWI8RiUb+ymZY7xTAsdOO-*CAagkBi)u1Rzr1;XkRF9pfjOqfD+lq3g%
z#x_*C6d=}0XHacuQUfGCGnEJ^3It&1rukiVz~B^Ay-^Gx0{8>~aPblWS1}b-+G<b|
znQ-d}D&4~?Ke`(*7EtmQm=__>^@iY}Ja>{olno)uAyC~!h34TNpm74n^4zv?f~@1y
zDJ)Dp(3g0y5G50(&ay;A{=`t{x)4?a(v(ViG9c%g_;?oCUiMy^qBWAGH^hcG(?;mF
z8z;1$Vqfw6Zy~ukqzI3?9P=MFaH<w%Do(kIv9?QRJ6x9vVBHu)vM#6AyCXE5eVA#k
z=jdJ4Co3>U(n~r>Zj;R*Im-_Q&7&p;lvZ7<5Vpiu?Y#$D^18YPSShY`WVphGZE{Bz
zx-SKhf`X{R1qb}$kV8|B<J0nr@O3dkwC(wWQZl&0Oj#<qBhaL?8=50rnnB(N>DL2*
z?$>qp{}C}?vZ~m2p1lspR^r4KWw8WwOFTV`2OLF3QseNN6r~|91d_d+F77a@<9b13
zBq&xBst#NhrI|6^uM(9e0l0GkNyQZc@jc?dRF4BdI<$dDF@UiHtk!7x+2NB@oa@M1
zBRqrafX})lq<E0Ts>cgp(vRN7+(;#}w@^?O+gTt4f?V2Ng%e3Ct$kv9gSslJ0BHo2
zK6$yS5Ms%Edq}OZ%wl@wa=wKHAZy&61s?=jNi>OIZDLXugfk2{uIF<p$#i0+i3N8H
z4SmdG;ZiGw&6ZL0*k0mM=(4Lc5eCNsu$H0;%l9{%3sKK*x8e>GjFWEB23qS$!&^OO
zI_H6<gyU-q3pQxKw``d?d7}It@Ck4^M_AZIQ4}AMG3?*<!F2H{sx#Y$_M0HwfGz@h
zslm9xKczl+iy2FZCav5Lf&)m^U~|}mW!yysaZu}u3ucu4fSmal2$mBj4o-Y=2@^~<
zxZo4MTM!-YWFVIhvtZ0J-ln34<gsfTuC;(>C|^BEUBl;#<0R;KnL6+w?j^RXI|32;
zYH+IQUIfTN(51bdDEK|xo33P4L9fglztlL6_wayQ#*ie*ijeSS;^tT1V*FH%*3LW_
z-PO&^nq?>|DeS@{C)G{HP_M1!xFQU*16f8&1DA4Fqy3;BR}D6PV&U0CsAdG+W(BY;
zkl-c))sr-!s39OkO6W6<lJV)Rt`cxdz<$GK%jHsh1B3d8$Wzrs1D6bmHTci=AasG~
zR^4Q#ahVk=hA=QJdzh>Y#w3q1AIy%4B+`+^unO>E2m&K0#jFs^chF4=f;|4rQnIbf
z%V1i67uqKCd_~jgvgB|ToC5fRg()>K^lgh+_#-Ml!B~agu*^2rvYU~?7Z5<2!{i8z
zh63Va$nNlyZ2%?5!((CNs~)CGA#OI<D7HGk^t3Q1kJ3gMu?Cq*K%J`}Twy_&FmYt%
z;rXaoRa>Y64`X7bdrT-$d`R-b#f97vbR<D!avV6%ghq<{yLf-Ei84i10*57pp}z`e
u|Bdc_O*DZHB@_okKNbyfMA3!QArBatKT#WC?gV}VZcr#-MHv5c_kRI&4|xLs

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/images/image-23-Abstract Digital Background.jpg b/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/images/image-23-Abstract Digital Background.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..f1eabf25d35cce459b3d69caba2d11b80abdfab3
GIT binary patch
literal 128825
zcmb5UbyQUC_Xj#iw@7y?9fEX>NOyOMfCxxScPr8jB3(mEcgxTSl9I#F-5vM9`~9tT
z@1OU~TC5qK=j><q{_K6u!_31n=()VKoHPgl0R%z-KA?v=kOT-B5eW$i5gGV{jEsze
ziiL&>T)3E+=va8TFJ9o`;^E;FQ4r%3kP+hHk<gNmQBqP<Q{xlUG0;&lP*71*JrY3x
zZbd~w#X&>Ep(4N|p!)xPJ#>KZ&=3^R-y<T>fu7+ZAmSlB^nfS<K9LcC3-o^%(lbPW
zM+7twI<Tz%9E5;~i1-ZY87c|_8Y(gxA_C|cA`&tl$_v`p;;8s)rgV;I1l$3!iQ|MM
z^zYQO6Nq>|Sp4c7gAp@0xdexFy_C@U68MH!O2a(v@W?r61)xdsNaFu<Bq9>RGh`GH
zDjKlLg9m!{bRi%iAOgGq8=rv?k?>y7BEQC`6GtK7R--30jeX}BFh<0a4Lf9zc=!jx
zdSnX^5f20gow3*J&D!D4DR28bM~92}wW>&{5o8GlKi5fPbF0^wsD)i377a{)iOL}?
zwLwhVjW8#S$`HSp`6-ih2fk6>Ud(?0dA%Kd=`gV5ctN`yBg7@HG<0FUr)X};F4u>h
zI*cSd@!`xTuU2A1v(Bk=dNA5itKVDsFWZfD`>mMYVm{|#lQm-)mjK>8n}qu7n#AbH
zF`|g0E@;V+dE0q){^24c{u}GzgZmZhs3Q~k8uR-<^berK2T&TB3Te$3J9f7{G4LJr
z?G&wn8YvQQzD~(tlq?dX)iGb@8srani-Lv^{Q(sF0D^2DTw9O%O*=mTmICoEU0aQ{
z)q@W$?^%biQ|gqJ9r7S~--h~CD5|0FC81mC#`+8opuPvt#ObG_Oc~+AJ(WYh69xMS
zGVukl)dMIP;NYal+YAZmPWXcAh03Zem49T#mLlSn{T20fM#uvwe~$)ynS7~oRgrt-
zC);`>QLgs@S_7|F@<Wrd)?zyLc46HGs$p>r*Atu%AiNGluctfXshF%HEO{S5KK!?T
zV=og68E!brA3(SO&l@&A+Zj4_f<MD9x@rva1647NF*27d9zYWJbO+Za(Bj?K|A|_|
z--C(SD_#nI0Oj6W@mz)#!ai<ce*}J_-cFg~MMjLg3v1I_=YK<2u5J1NDqz>y8e+5)
z1|NgZ-ZZt7)mZTS;@mU5QQNrNWES!H<9L_t4!%UZPQrCIjgv?!lK<!W{wPC(HU9m*
zhWG<W26pr>{s9D-MPrP|hyGUhD{SQ)e0*{pv$4ekD-sw!0be-YDGXesd5gsS4KYsR
zqKZn!=W_BUB;*U-sFE4C?ABPkx&pQwEShzjoNcT@&p65X-c)dgm{~nz6A=}<9W{&2
z8x0M607c##`l-{!Z;`_$HG)34tWuwrt@>>nbG!!q%uf6>geE#s7CcxO23?wSp4&Yd
zlxQ(0ueby_Bak$Hv$^Hl(M0`|^Z^upT%HPvf()C@*9eOu3kNA9pa}}Ti{;zA;|coU
zbmRAE_PHM`>k00IdVs&6`K|oO>}7w6Dd)w};;Hrk8vf`ouECpyQp>L=jy0CFiyAGJ
z<lUL{0D_ANoSjnx4v-w)p2y*z?>Z~BBQ^zSqHv29)*(Q5@hBzEl)feVm)OdqQ3Olg
z8fj)sLqV$kZD*xiN3V9p50HQHkR7wr#6$R<2e4c2pM9Qv7*GGNDq}L0GgUmmk=-YE
zX_f=qzQbbhVw_U0Mw-Ga0)DR|+TZ)#sW^>Y4(3{?VR1A*_xzYleIQf)o01FGT>`zQ
zzPA|=(pI-h+uO*gQ&)PmD5sa~p}=ZuZ8v=lhBi52EdkaSMLNJg?Km*>J6t+Z0{=E*
z>x|<7!~E8N>ASYV(~mQ+A?#<&d?&6Cpm$jJaYyj`f(OtMz*3=+$d@sqeQV^U=*?`#
zyKTxPxlHUI6H8!rFvRS7BsQwhfqj(fJAI@2XRk^w1Ot-Pg0(rt`S!oMXMWfZpt}dq
zx1BH_#ujdS4WHYZ`~1<xpl-y)n=7k3g<gEAei+t4FieEX0{k`KuW>JP(XX4T_i6C}
z_{wQ;uvU1+`C_%AO7l420i;-Xw^7&b@c_bVFMix48?KU<8CuIRM==eoTKh*|RNy!#
z&djgB4}0#DT&DstKWbRMtA`x8x48U?1Fb7KfiJ;Vg(^{G3|PtY51=l;VfPP#YZ_FD
z76OQk>b4D&1Fl!)VqY1Iaewg^AKt$X6R&>&IRaYP1&odxb~-PnP!gT{>DvRy6Oc`g
z6DN&Z>I4Xf<it<5lY}W>%3TRsJYA{T?2szFVV<8HuhpBqO8MI7N2QyAcq#Fn-dh?}
z*;Z`cl7M~pyS#W5PC&;hg<_frF=L>_{g(oW(N0>FaQu3HQ_`tjp-o^h;_TP8#-%Y1
zkME=ME)G;+eq}eu-Pg%q*Moak&}eQ7Dx)FcmrT|3)UDu<`}%`H+-;+~ty>`PnB437
zsUL1%88YDY$nA43{^)uDodJ0&?2I#PJh>ZZ36PBq3~_g3-Obbjlf>R=X29>ZTDZ>I
zef9m+Z!Yo=yQl6R?bMx~U#qKKpb2NnSialx<`O+vO3IvQz8SwXz0)}W1Tv<<Tr-vL
zyCm}Rd%Wwq;&Hw4as9sSk!{$DvW}MT%edDQqYl2OZ6tmb?SS|A{J%CFH)KsQ+|M#L
z_<5ROfu|quZ+konkm8Y<!{aNNUdHy%@$=wT&L=5V9;FoFyf1n35S)ror##K-rMgEs
z<GT@i?H?&5jpjXoLOC|=Gn1(&T7(m)`rgH=-&-hik2>>j@xmaRJ4--5dWoA?5xNfq
zxZmS0Fv0!+3uzdo+B8)`(3{cE_s6~zo{R0AkL>olJMVbjw%q5hoDYd=lqGoPa8Rme
zQk<I{(8H#$cOLy<sU<87yi+kax^2vNB07x~j`Py&1g!?LJ8BV~7Zzsnv}EFYv`F~?
zDu1Nv{zu*^{Y82<#h2%U;h|panX>J;lw;G;ZT|OpJ7O^z)WW$yiC6}7%wyiL!F;)G
zC`890Dl;4BFri|>4_!bxSZ{g&1%e@8+|RNeK*c-vX!rT6Xxj_(g+H`?)ItfV<KF)u
z3_kmFwDHbQYx)+*GT~cC@ORe>ex1~p6%5=Z8IUopj7#miD6t0+mmj8z?gQxWRPfn<
zR2?qQvJrNGr0~pdr6qU6vcZr$&YeXWnfic!Wx8=24qp$V++PCNGZYis1RK;};$J5x
zC=6T*WY=N)1)<e2?|atYXVwsxE#0C6Mc~@^k8!=<A>$b*D<3~Ni}`YMm1Bdo8-W&V
zYj{R{2j1lTk3=_g55?1W`T+#;Q$Jy4Qud|!78vR8L<o)4bNp_2nsT)BF7^Sm0w@M|
zTRs{Zi2)C|(WUmJ1D|mULFMrFLe7+0%c8x_Vp<k?LEDsEtfD_h<@kFS2w<@{8n?87
z4lXZeb6V|!fU*fx-?ej15Br(@qR>8y`M{WJ@_@9Ndvct~b2lLPMLE1}$HeL%A%dJ+
zls;u{=D+sk(OaD~g@)~vR5+!Uc9tT01|~MjxgSujJdIVTP8rNN?n=Rcl(auj!w#=n
zsOJP9K&!ah#-=gf%;#dFvub*7g~Uf2l*=hScZb}L!bf|{MrG=^u(N)ie`uq=ZMe@r
zxsSO<4_XPo1|P$(lduWfQ2hC@yyGnEyAJMVZV7zHqj!7#{*Z87@N1mL9BvgREkZ};
z{nR%O7-6H%UXK(u$P?ojpXrZXu(TTCXT{WZQ>98ifK(vO<SADImJ}DFHaGp3&iBoa
z{(N{X=k9pl^!RlZwZ|RCLME5*OG?UQiGbQ5v~`8!pV5A|+9LD-GJ34h2M4sU*{z#T
zKq}cd<9x+ErY$XL#cfbbyLOZzO6X^+azP;`nD9AB)Sh^pwR@I=4E#CHZ*t>|Sytrp
zSiHaPTsf}dSnT~7d`FXh2b-f~&1kd3T&ZI>z=v6PCT)?YQ!Res$HZxgh~c<B>8D1&
zM?9u?WF{ZI)`)w{c{`nHWfF>&n|2%3&+W(K?HkuY{{*jo1h;WoG4&d9n7A<BPJFo+
z-uy%%@c^<}^;FHgEd5Z3T<CzHQ*33HQOZv_wykM;9&X{A)LU|i|37@AnIZHkE&gk6
zOXg2>>H{et3SPxf_q$R96{D0YDURd=wi!sd2`>g!vU(=#3{z!`;zRR?N1NNaQ1NdL
zxbDXZkBAn@0i_|zZ=A7vowD3^m-+@!X`ImFODo(@wBm-Rr96WTSl)>{RXM)BoQc=+
zwbU!G><YI?Vaot?nKMa#%$m?kS3z*yV{Y)6s*rBsN)kq`Dlyzk)Kn)DG53TC8hsJm
z91@8}v_<?Zl+m1b{m$J-`><DNAAPGSIQjyD2RHsMO6d${0njOa&s9#0XkJZ-pm<Rx
zxdfw~<7SB~E6&co2_`1ONIB#E0|<c3JEH)428!yD$|GcMKb_7w-*^E14+tMeUn$7d
zliUx8!60PoNj+#J+x{sRjnkyre$j`u<&*v33!tiq8tI(|9NwqSee{_Vn*jW5TR!{f
zLR?$e9A#gn6&(Og5tb!!mdPUV2`-__R>flU{yrKTXh`#2<q<mV(cXRsqCbK1e$8`d
zd5?Q<b8!7>EOX~E<czHfO3Zg{($+IupHq!{IOr+rDc1@Ww<|8|wgfzaT2Tt`Ph%;g
z_Y+T%{Dxpr?2~MUF5GRj79D(@oM{oq$F<fipsK}gv&M18beiS2h7f=4{NmRs<Gsv%
zVZrD)syI%;(LLxsZ>Swey&u5Ddr#Th;`Os#gh_rit0e8i(cM&nzimS!_Rn~0kRCwm
zp5}K9ErN)Q=hHv{Fi__~Lx;ERpQ;B$!xYl}-Rz}=_LvgF96j1qZox|cC}{TgA5Hz8
zRp%8Ax*2i*B)kOX07INFG7d+l{sTfB(X%giH<0n~#40*drP914E;0`Xr~U_=A92ve
zBUB)|k{ELw^B2I7i7q*|45A)7&pZ%?WtN=)IRdCW7oo=WOM}td#w^$aS3~D&_n9Wk
zqfQx<_TygNbdGK3xUCKMc{gHlZDcLxN^aCbhyaLijqxO?BX(s0DBi7xQK#-RwZ)22
z4xTeKH$Uclb+7x(Q@n$x{I7l_Rh8BA0Q#EFN+`1H?3rDMfvcf|Pfay;&NEdAy?chD
z@KmX8)s0Sr{$P_1!`IG$BN8ai_f~`16?Z=^A7^u^{**8`HJfS%)HrnJ4L~SroDTwi
zdo4ExquWZpCsgEq01ZGn?)#8+9V+1hOzt0mU*wvkj?8&zkB@%D&8rWE{;yZiy_UOl
z@FagU0w-~3`k6dZ)V53nu<Fheb29q?YKi_|DK@%;-##WUUt>S@qaWt90t|iIt@o+X
z_s8vxl`7`Ad46G*t&in9R`rg?8~h_>;eP^u@>rM@#g_bam;C%|8z=cm1K&XX5oC`R
z-WDRdzXXN=1vEP9n!r!=zq)$V<7TDHWt328Y^)-RCllWN0P+JGh5*u3@ZJLme+C!8
z({HOw${*{cB6tfQw!FOq1)8tq7!ytN{(02{SLZk_@}8A@^aoIi)?oWF(mCF>%;lHG
zi%bAeD1o;)VbwzSbC1~_Uf&Li$Y%6Y4_xG-^m|3>^x3}W-130`$s7JYdc$;RM*Zj`
zHe=yfa}#j^GNE$e9W10m6mm0sX*K`kf{YhGpWF<<c)wGbIp|rye<2Sb54!1$zhHS>
zEb+DJN4RR@dumJ)z20^Y0I?&5G;~>d3RCf;)14C$TPpyufA7ZKep<V^$UcN#SF{7j
zt3|=Tt*hwh%&#Rnv9PY)lNt;B1lWN#Fzo-fA8|apK`^)z%e=_A()Y3fZU%tk<IRmX
zW9|U3d_3BiftdyO(KX4_yqqs`{|}HJEJk<Z{?{AenL3<qw}|+F=OL|tj_06TGO)0+
zi{nQfv{Hvs0TBU^p=KyIFTtf&Ik#+c%YfZ&-g2I`J)+|qfMz=ogQft;oeRHtsdDWC
zKA^uKQgM8g*-z`_KRU#r)RW#%Kz4cUeC^=$8oVg8&z7+S5aPHmd5X<;PZi8o`zP6j
zHY}@Fg5aBgCLNteopAGsLsk!;mYQ$=T)qdVT|I&7GDpmnlg-u}4Dh1Lp!o&Dwfd#8
z@RA>Z$ek|=4qM!wQ260VKaAl8<c7?znsLo<=z{vG0eArY$JhS>eq+i3coU~@Z^iDY
zceE(<X2RX*zWuiHJ}+~zuxsgmm>-9s;kekr`hKHLJ7eu``<DHz{XZ3y9M(@gfSz=K
z%S?(<i1KS&wzjaT-LoCj$NmA7L_N_)Enk5t2S5L>dBDhjlavSxGFca|ZO30IyH>k=
z4@+N?d32A<JEj&c>fxtG59T^yOHs(*rc#B$zw6ks<OH$U{epCX*_KE}%-?zgND!wo
zUeYzP{=c(F1J&pEn7<*Wb_bAX-X(&AFr)_f21Q4F6Elc#fMyh6P!8Pc79s=K`LO{C
zq1YEtN@l6URu7!YxXZa#y0p*=AgGVc+^z?(Aw<^q(3l!dr%(WlSF*tnU$4It3iu}!
z!So?3HT?EzyG$fZNFSR4cQ5y<s@{4H%YWrPTY*aHI@b?O2m-+JOBmJN2S74;?2wcT
ziuL3;W15-N0Vom_W{Cd}(??XrGc(^l#OyzA08yY_NoOwqu@=}9HJW9(GbyvXlK}Yk
zSi1rzhS3-RXMyHS`Toq8$aCpG!UU%I0*ns!$X@4KgP2$sKkgG33Hby6Q+hl#Kr*@c
z6F~Ez4(Ln>uBi6kDY(__Q)*I3;xBPJpW=Y?fd0mw)U*vi^{$x{0A$a*2#q8K*Zb}O
zA>F0PFHT`vK}l@AKje(|UhPIQlBguA=lu2oq(F`FLD<;->H*Y@yKNY@WdTzh#WI~h
zUb@h`Q|OrFZn8`^#kcS>D@Go`VF_qp>H7$}&dh$3DGN-itaT~L?Zd?CR={VBFRvvp
z{qWsH>$AZ7K=%_}>XNXY?yW1J&|<jtApq*mtYP9@XhQr|BbM=A@{Cspu=hX95B77*
zHwL)dioWNI0Ql0*x-A7-#P4S|*4C8OB)dU@T(GzlLoKV}RYw_GQ5BE-^Lza3ZQRGk
z)^dEh%aQ`s`tgS`w)b0pl6Nh(Zj^~5bhr-BhQD1u69W{87qfE#G`X*qPOA^ITaEmH
zK*(R_8-hbwSE%+q)NZUtAtHrsGUH2KP7ahsJb>z`Cw|(GcXt(Hg#nZ)uah?pk;_NF
zX!5`V^FF+~i7|}USlqwXxzrqsb3t8;x|6FutvgKj<9lL!d3rQPS~c3$s4M=v@!hDi
z)xqfEQkVVq1T_#i%{OzGDtG!p$JN)#fy}fg6x^EepMKQfhajS>d{8T&xZn{>Y9kPw
z!Fk#p9kvCAB@E4XdqaUzoqu(wg%$}#MdzBHc!#Ka5@PyI_g-3c9(p<YM@}rhjkKq0
zqv;&A7T8J62<XLqA@J_4-(zG1eQcQM<1*=@dX-wx9gPGLaCv<_ikXgGbJ2Hg;I8UP
zDSoAQCnvFG2~&tRdi<{N``kuEU8ZqqS4w+!#awFm6B1oCS<~Wjl)dvmygOzQ&KQgG
zryRd?pI}T}U-Dm)CuTcVS2SDbQ0g~naJ-*1nN<hB(lr-66J6j0TsLKe;^q>3@f5X%
z!4IH&3&8OnhY!dCa%zlS{4c&nP3k&GO8N|dE%Z*YXxoi9n&(cd4)dYdLjIXIrT2N4
z*Bb60V9g)1p?6aU6D{nP`PijqAIUv*uH}Wm4BiOy^cpKWevUTY0TO>Q3c>Q3m~-c$
zS=7R&cd}o7<L^o3QKn5Ek(T?)jSMJqG_s6DtHGuv)pga3We?6oJ%9XBw>w)Db~EH|
zd*1?noX9C%E4bV3XVyR6WqIDLzqs^fUZ)WCSl~?K{%7?436uqPnX!AfdMj|&`UodH
zsq<vQ;*O_{#jc+L%_oM~A)*s5b5SkUFM*Q|)}^hP<^!j)M88wU*3syHsCK&xzktbe
z=0uEGj4!n%c{vb(t17oTp}CV)B!}V>3Xl!%TWr{K_g(M^up)lHLw{G;;^&Ty5MBEO
zNmgQj5a$dV+P<k@cn6F{YV<QK9rW(TBlq2o$=+&H@nc=j2c^b<A^SY1;fIHQyzpCu
zJ2{+d=}Y%TxmN0@*@dV6_P@ffux|&ByX0~CQeo=D=&?!tbvLyt*HYlIAbS=Yp^x~}
zBiHhmc8ldtLRu}!jbi=ta5;Fyncr<T58jM_&WLjL`HjG))vCz-0J@RSbx#Y+GS%oO
zI+eVj@RO^+ram|Fep0DlOGW5L;a>YAFvT~YRDGd9C1(0!Fz?4(T2=P})YdNF^S^g0
z_U*uYEEkxMJwg^G;m7%y@X}Kj>#?tJu9AK}ntC8gs1j9p)M%P)x$YIP1XvrGLO!KY
zzJvU*5T)%s@uwPARl5)E(s&hag^MMUok^DIZ_%rFJL>Fvo<ZQbjXN;9ZFslm&2%<F
zoe1C*fjPyE5{#`{S)rQ4+`HF)x$HNcqP=2Cz66=;PdnP~c5hk!xB2x;^3)N097_R~
zGWZ`kQiF^=umTuEM#uV*stIm>MF?tcE$W)(87HdzSnz8`v9FBSNHmQR7t;q;FqO0a
zw)vj75#U@uWrTowuQev0#DjkfnF*s__y3m-fpj&xIM?O(UubsHI5cSbjxpR8cr9Jj
z9cErXo$!)>%L*obPy}WL+#A;k787#tZ<>CMX9>P#22<Mv(p1>lOW(6LLb!0nQweWD
zrkJ4|!y7`|E^SC8)ov_oSvajcEb`-hs#x)sTeh&b_qI>Tpv!#ql?jzr6t?F~3@11h
z7#lYn{%8h{4Lf7hJN<PC)J%*2YMC*@7Y3@L0f~B0HXqINvl)`jQ7_*!F`^8=bHKBK
z94+TIUf<R0!v6qjngQIkBf*RmJuNK4MdGd@va$##;)3-)=^mdy46KU#2v?#P54zND
z0p<L?o({A&XvlsUTqJO$?L&Hve6#2->zAqOs|Spf^KtX1gIhC;z(8&G_4>@NEPd;s
ziGjK<!vhwFj?Z;D-vaDCngq}_K78*<@5Ts`aOMSQ9iB8dsY+~N8`vuoJ?!MEkjQ}*
z+R=Fi4*)#@9)U^ICn1_%%qQ?dD%3aN@uc9xJ8=N9S^2e&1}{zj@6>?W{__@3CIYs0
z=4-^8d3UA9EDz+~N4kC`s=kk-SDa;a%H6{A<-QH@TR-6cDkuN>>lYsmkyoOWPsa20
zlb+Ae*tNrm4X>WxXnSP;gJZj@`2(l~cUzsHT@Dy_TRWKf9Au2t163Z77jK?%YiG^>
z5Z=YEJ8`hrz)CgjW4Y-7#JH0|%uNRXS+c+oY>m^@!*P`TIE6n~Kx<`;Mi%N?ZFlTn
z)}q42&LO~D*xOB24@}V5lGgAS+gCiLGhnYgV|=ZL3(hpB`Xy2>1Q7qS#H!)L1wrsx
zoPS}G&T$RqD~lTo<rq7?oud4CA~I2xe5f_3r>kWz;?@WypJ^u@3j^M!bS*E~Q|8dO
zmFQOEp6vYj84YYJrv6uPk0+GVIqcZ?#UR@v*S06!mI*$ca0ckAw9rUFM*UcKeSaXp
zV*Sh|+WDjF_*Xvb#@v&a9E^|wojyKFxvpRHeqHX(l_{cStdne(+Wwj@W-B&mY#1Xq
z_B|2-S2V1)ik5STm?>-R8udi9J5G@fX5t+76l-*IJcx%EATewGGwI%qL3@l}YShV$
zr)Bz@Rf@Yw`Xg&aatQA`?N?H5&DGjNkQHzJ5wETaE$lmEJTz|9|4_H7^1X~r7BEDV
zLsJMIYcMA?LGC!j@W}B%!6QaIVe&5M&BYg8v|@)Z=(6#;u>C`dy4A!QlU;O8hbSN$
z7|`HS-js<*me>FN&Hn3vOwX%MPKVXW7`~eq*(4`zGVlSah8{uG*r;KmYi1B5!|Gkf
zQ|_Mtg*KAMChmm95Lw!@6gt<6@ly#5jIl7<ggOs=ZRmyeN~6g44Ro7aTgpXx+3fL<
zN7hiR73Y7cOIhW>7SN9zcut}9VNV%qNuMLDuKhAoAMBYx(?!|G6e<&&PFM0CZxAY3
zWDvvkEL&Z<08h10l~H0kxc~bKWx`To>@2#7fFMR5VKPS9w!)|JrP9#&pv2ODhLX0}
zqT2LQs@HlwrOP2%Tf=hrDZQ;TVms9RIu=16>|ir3?n>NI`~vkfYYLt3E^w=~{FLWS
z69SEn*Nm)6n14KXbl4hmauv=V`(`OT@g+y6A_0pa+AM`z#^KkUnuW8acR(2R%jT&;
zLbGGifH58WDOVNzy88N@@$Qk!Q76X=Bu9@8{U({-3&bwup?}NrZQIRqg^3$>gklBk
zjlIN5(J>TuWdGjozAM%7_>@`Ou{&DaK5PGGl3e*-cC)I!=2S-i)oZO9;-o+y)v90G
zoehSH1rpFBetC?q3}&+Kl7kxLdNIo?Rr&fKU%g6d2YaSQ-kMWsqeK4=gXfM99Nk`p
z$2g%bLOi27@n^Qk79D4eW`^MjqP@7w0`LfS47O#@pr#Ouu@sBmh;CXd5*E4~Hm7GT
z+n(>NGnSWji)&RK97Ec*(i4<Tc*wuY2E|S~A1DuX%@+ikD<&C{p3ASx!$c~o3LO}J
z|E9Hp7HFQuNh=BK?@McaagjD)Q4)dmT<D0F+Te85MHv?~f3}fi2fa6?;-`)))3rMs
z#y41Z-Y<<A82=-VdZ0Unf?X~4Bk-&V2T3Z)+)b@sh)+&=SzpML+5UBw(_6KA{h3)(
zyJb18(t3{kszeMb4Yr9l+3~_rVa5J#s2E$mHWn{uwDiB~HHS2tScz$^Zlhb#A;u*%
zo$s**AAf6%=@<!Ea1$F`Z$KV*?xIPYP>2%duw&g|fS_vp{%}F~M;YG|v&^BFFi1YO
zsCLM!qN=G7qO|SZX2O|3`rb`Ir_)>3P>b8rscm58hE$!g(8)(<mYER*`+~Qr=_dM%
zh~k|A13P`fAHhvx2f~DHjdvvdcYlWxu8Y>w8A)l+qzzum_rDtOQSV7rTT%J4>ts&n
z`~oz=B`Pp|GKoYz;QKm5YtloO$dN0lJ>5cNnxLCr5SbZ@fh}`{)d=zm;WK2^V-}t8
zJuQ&S$j6Llj(Apf75CW#c&fu9#(0yP?cmVGqSt62OmgYgs9^RDF2W&0buUyx8LuLz
zQ+sR?aoUyKr%BFrc`sUSOA`|t{S|A2>Dt;!Syrc*l2@{~hNOGm=Uw8**eGC19zy(k
zmZMDybKA;fxwOnxHbK{FW(p^On1cOO!;M{3M;e|)jIf)FsNf{qiJCK)(^L6b+4EK>
zzd4emV>jmDeMZ{bv3@jqEfPoMfrIzD)|xgA=Hg)1e{?k0G(U8xcw!vlwy0HQ-*1N!
z%zUBU?JuvHjpfb#5@wJ7x=k9(Nh>a{Z_D4&s$XS7mtqRPvVa^lX5X|T6%BZ~fQ5TP
zE+~|y0Fnqr4KXdPYvVSkU(aEI1j)g3bYUU4GIIl>C9@F*^Vl*ygvGIY|AZ-6JaE3j
zx{K87c1l3l342|}J>Y;hw;w++-;i2b2`m@#1oW$&o>j{Jkqi)iX)BDP7^!e1{F8W8
z^~R2)v_=}<sW~@mn&ST~vB@Y!B9(NYY?L+M(Q#iRftfOOz{4<YPefZ#LYl>z4AeK!
zXi%mqK{7|O5G`f&w~9ADqNJ6BszZD?AaTIT9m_h!NeqsiZ>iLB8#kPy+-2B#$!v}B
zv2oT_bI9RWM5kVG>I~WQNNY<MPit+3HagV#Z-wEy237C51&|Ha5j{ZWG{shWOoABA
zY{ChKEZf56Qoox)0bMkT^q&@>i)m?#%e&A9pH2Pm=2g!Wqp3ZcOv7$Rjgnm?#6NJ<
zyVHJ!!QHZ0P^MjM_TRSlJk#Mgms>&J!*Li<_R!km|IH|9h5V@iBY0wsyJbpcxQ-IN
zwDXP1dk0si?;(*Ro~3QmMJ!gn#FWDq>ibhP2%(A5_EEodkABQ7dQnZxQIh7qdBc-+
z6LV~fO2P6oSzAigRaOFbSh=o=IaK1uW$BIeFWea=@6X}o<k}$$fx;~N*;(PPF}mFE
z64T0Gy-60qZGES0Xu!~{d+4}XChj8qJe5_?nBf}=+nbG|fseT=@AMT=1T==7zp3#4
zxc2uw-Ch;x^&=NYh5R(KeW4z>9v||2d3X6-pCc<Wve2RXU4anD&|xv(*0k{#uYey<
zRKxk5Vib8R@vNwGU}4d&^Q2D_1%cOTzVv)jnPm5e>YsNDpL_-;c?Sv-y9Yg>*-X_%
zEPW3kfoDd&Pz^<NHUX*u_K9(<An1Hz^K-;=eCcRLH%j`mm!A&sfic5MOJ=LG#^h^w
z{R*T_p%V@cd`0>)8YJMK@LAPI$=i?lgP&-sR~@%t0YxCeCeYep!&KRli8V(4zEbc?
z^vW&{ch_HUpeT(PAjR1*f;$&Cy0mSW;QJ8pp3fmoRJe9F;1s*;e<Ec>kTAB%#S?nf
zK#~37HUb`D*)RGmj@oEwzdZf->raX)l=IA6%q{&2Uq^J5K#YP$@5;lR*NMh4GsN=U
zf6rOTaosQ%hx7B(&?+)eP;9K0b-g-G<mT_Esb~pQQ6>n8o*=L-2&tZY9knTcT+sKN
z!=0In+%~+tc9~lQSIe~Ek8_jgXgn%q;MkkJ944!|+8_aq(rj|+sl(cMYyvmIo7<55
zwraxiv0BX`j)?uPpd_JU86pvZ=dI|xEzhOL{x*&Bu4M@Pv%m|@Orw$}v-!XivdYFN
zZCO_Gqmj9Okp9Y1MFHKWiNV9d(h+fDnr~)tNJe=u%d*(Gt4SJ_MG^7U2%N({N7lZ|
z-INKWDGMi=+l^U<{h>Q&5X=}HceleqNACsGCsZ)b@~;WFvd-6v9@(+a7Z@t5|7?UX
zG8U<tI3ZL1MptlX*bbx0W~3@vA@GiAM^cP4|I%f;+FZqGS-d{)KuG#6S^s@!qr!}X
zfFzo-ueEW%t%YRS2?8w+beW&Bw~HT)M@O4ol({Q;(8)d(UODcapQmn+9pcZ;#ho4(
z5(Y-oi(XaX2;TX0$Cl5h;`}ND{e!?4JE}{?=QYB6#q^}K=`gh&=35A+<Cvhd%m6=^
zcjni-+%NAloo?zSbN(J1LeXvuWV(xjwj0{q3NSX52j|aFtka#|id-l-%B{J#t%<Qq
zw$d{)kB`e=4Z~!ukm&^(PE82M=Q-Xd?yKii`6x4FK$e($EYV-_Bkwx_PtI<8oZ8k{
ztxTLl$m5Rym=~A8t)6Q&P=3LA)U#Ysm!Lq`*NY#K$0>mEmg~FnHP?&33(odcHTrKt
zrdAOlTm7b+@UEmE-8QR^$xUqVSx$?-Fv($-7Hy@HTD`ZlFMB`*98>ax&V$w;*r^)S
zGSp7B4G>+iwC82Y8fM;@kq65Aj4dzM(o{zcD7>x33(LSag^J=I^VB>2V56@(Urvh?
zO2=W1a)Jjy(NO`zq2Q~{{G#s=CCr$WAc^<_z&t3CFiWR(^RH&zlL*hOdEKaj>2KDt
z?R^Ye`O%hdvnmqC>iC~?X@*Fxr^d#&u&gbvoh3i-jPd!yvT>DWEPZRHodjCwRWu8}
z3<AFyW(cUbY;WR{|HBjWV>W%kCHwq+RqwiU!qlmhmV^)zYHBi}ZHImqRW4L?9Nh?q
zMAnTl1nDd73%OCu-1UaBQRd~|*u<^Z$uHv22WWaQEZ{gW33T%4cVrs-@97JC<+MFX
zONvR6=s6q>I3f;fCoB2nQXHf`(04z})VKEx4j=QvaqAmH`!O47gbxkFf9`{cbaE>)
z@Wd(Ue^S_v%tsN47JpXPvmTOa!QHL+h;Dq*sA$h=EVt4s-&qKvHfM<VVmCkiJnvNk
z({<QBWgKpg3vawvbf;s<S6lP)TlM^+(xSEFW|Fga<2A%sknoREl`o2lDi30o9p}G(
zQL*oF()iV1+aRNZ*0Egl2Xm2ZDo(`$$#Gvx&a7g{=QxlHm&t=4Kd!=)wR?MR=7mCI
zsVEUJ7(=o8p^*8t**<5uxql)uSBS#oZz_Kw?L<dTwA<UraK63GGBUW#@cWo1zGlmQ
zO>gL%lY~7|bn9ciA3p-@$PcUM_as252uO0f_$RF+w7G)Jum29gGubb%n7vT$eoNVP
zXOr7dtu$@UqsXd%skyw-Mg3FALKkgMqN9I>-N{2JA{+bWgv4lpiUWHF!SSsYO4#xj
z#W&`s##lOK0}0sk+&NjY?n>h1`N9U1G|~sk&*(zMvHV*c6Uk=xRkvhR*Y%Bc(M1Yg
z<$a;pAQ4U2CHzCu6hiI{G5aSW%Us4u`L(GUzsRWk)+%+akNbORd+(*JS<|W3Gp7~D
z>6{%m#OaWOME{BUuDpG)?#1Y9w_*wAbvI!gyrf<}Io)Y^qC<98{;@ba>6vOGIb+%g
zH>Zrc6ub0nYM<y-B4yRL%AnQy&<nlEp)_KTn$<Tq1amHtW*_hx;(O5tJgX8TNg}g%
z!FtT45Zb&~x(?F_v*H>{+aK(P=PE^2`4xI58*RRIsvU(1E^cx<Fz%3+Q14vColSq+
zCet<Y*R-S9uw+VMVvI-r6^G%=!Y@N}LSitA(LxDzTB2io=Og~PxI`e7Sne3@>dWv7
z)At1#9(`2x$+kQ4(}k)Hv@}=gi;b9fr=r?X)k^O^_#oks`{mK;Py8*Hc6RkB87{5m
z=*avTQLia@uao5VWou0Ccm8%J(OvMytf%mAPMl9=ye2h8FtZPgD>eqR+MlwrqOc38
zJzZNgU2wqMXC9fEfA&9={XN5Wo#qO*c{BEUpPf~z?Yp;R15tEbIM9hm`LEw?cZEY6
zItD7Q6Yqoz=+i2tj~1+^+HsjoFy$g!g^MxmE61ihBAp#D#=b1JWO-wo<=HKB$uXz-
zK6fcfvN2DbNnXOO!7fgcQM@EuL4zV#Kc6k453`(vBT{{5AHUvS!W=YDZD5=Zv2|^$
z{u=aCi)6G(gXM>UkEpUmiPP`W#TA#2iFKNleO4bvtF<@^CFjz|#mYwrYT-Rz!g<HJ
z#b1F}2xw8t>-woAhc*`YBkGX<DrjFoX68rFjKAiFL^;#hizd0a{Egv?8w)A3UQl^^
zIcPwyvRKWU|Buwz71I6<KfAMTyxELpq`EdrV1!tzF)Je2yEdYq<Xyie?gQwbRHEdx
z&Iel8IdjfrD{7}o39}$<F;$ilsV~<pu<i;e`#KZ4pV@i-j+10{Dw1y(MvsVZ$SCk?
za2urz_e$+t{R!qT_+AI^Tal;|8<ZHus4$Io&jd<Ud&Lm5xYm}7AnTW1nhR)5)`~fQ
z9SBcL?}I~Es_j6-@&?AMR;#aC+Ew$0X+N#fu0>QHzCfv>@9aE7#=Ay7`h-3Y<2w#R
z6aLCz%6HrZ?^PE%)wJ3Sl$RUT+_X0SO@==f5SKI*G?AaQC&C~&gMoC)!MF;_v_Zh&
zjZ30~6#<VaOv~iCp$rkARL71!N#Zd7A936=2nsgpeQ0N>C(%v1G0nwxvgv{Ya5PGJ
z;v#kEShOvUk^+eW?x+2@i)UFe76|+3^v_3Nze(wcq|-B=lYHuCTlN^$ymg}1<Uo_R
zsq`#9P<O$xLUtTRFIuI7{8@fiDUwg(7%7<jW<|V<p`JBES>;_JoM#@6{Sr)$zQ!aT
z)!$oF!^(okG~9Ti7hL&P?gXSH_O|SoNLD<Rb0|KJ?4sOu;sovM2!GH%-&u#KMzBL{
z$UERMwWyBs*U;yDW|V{<e?|2}kzWkXx*ZORbmi{zzQ9kGd@J@H$!tPY1!AzuUfEmM
zEOMM@i;reQ?;L87@h*fgSeT^aLbB^_6x9t`Go}@-S9HjW&Q4!{<Lze3x?l=o(lzT(
z*58KYAMEyp*$ldwV31ZRLdle`E~MM7{DqLcqw)H|&k~;u>nxTiTl^X`*A5JQCtg^*
zQlQjyY_ey#J}%aQ(Rlr!=gX9;FgZvdaA=Ko#(n>+-$iNwqbZ^bmpPg;UPJ8LOzcX<
zK#LO`B3Dj(z_w8#Wzakxk?d5ir6$dNkG`$R>-E74Q^Dih=u>~MT7H@vY*nnE`zP^X
z{<g2YddgKq|7JiVbZxLhX?)7ob*Na+I=1qaNmpmhx{8zvNvC>(Lx*DnGBTm``SGrI
zteTF@^Ujx+v$3X|N(9i7`Si4;AC_GRsIxldYIVfPJg_ygxzd*{PPzLUbst}#zC<Ql
znR}hZB7PQkZM{GBGurp{w$?~eZ55a4a;d&dKjsDR2r7&AtWO!|XWCW#uCelqiYn8%
zQ@gKeEt8I+ciD-Q2HM9<0r|6A!9V%mUZ?cbzCgvFHDI=VbAz&sq5S}Qqu}^F$uL2&
zZR5?JBS++n*7bE{M+9M+wSf{i$+gmn$jrU2joGNSQN!4((hd~hzWP$VMi43>!L9UD
zvsQ}DpCW|(4F}qwy)!30wNV#MjDUp?55FY>COW&57=B|zuLh1sR1Ris?0An?$PC5h
zDsnkZ^cU~3dQvD8V?B;sCF=WOvgm>rS9z=qUu=8YpKsUvK+F`dG57Tm)Mc+~vlirk
z6T>s`r>3{0x3{$eZ@+PgHWYe^Ua4zhLOry=u9>jHHI5*lJP)yIE8pu3LJU!^vleHd
zM`fHT+~(jJ5@UQW%3UeV>wh7*-q~W%m#R5cSG4W+`8|Eccea*)ONd|D=-2CI#+$P2
z=vRyN+xm>qY17MtaQ4a6Kd$kyMn^{U76#V~pgE0md7A3ky^-dY2qoZ^l(ZbPWj)qq
z{j}^Ere|L@ZW<T39<{w=*`_h!&s|M7Tx_5?&^zTVQ_-ZqjbN;rlB!JpEp3hMFv(n)
zS-pA(n_YxgT7QOO3f2+9JVQ4qO{4)PE&PPoXwW#jk{WeS0-v=^3m>q`bHswL*42-P
z)dUI^j}+DQTz+>w{@F8VyV+9?u`>>H#w-gXB~gp3sa-SV#jZV+S1>qS)3(mt>Dt`3
zlW<NL%$oSeMXfcI-<W4X--h?flydYN%*_KaIDX6lM-AacbI90KKVlX1d1=yugz8jn
z+lRvDpe`rU`7VsmGJWC5Rkp0tkAa+oJUAv@7AK9X$s(DlS^{>_mZ&$3zxzi}A@2+w
z+X`|$$`x`M%6X#M0`4af_~cZYWClF;+m6Fsn`H43IhhR2y<>&PunuJ`SQ+e~Omcd=
z`N<mK_Z^+gwgRkM<n=M}lR8dVJIQFkxG9L`1Fqtl_aa2nvCE!;Dts>Sf(n_H*?(=}
zx1QpW?zy@`6<1utyPx}S$--}@yMsgi$Okd1btL>z0a@^;(=pYhcCbtqeVm{S4rq{i
ziMSzB19_#}Z~v~K^mOkZT332hYCr>~A31`+?hsb`1$H(QueM&Um9vZ#(YavsKUhfK
z)Za>Jm_I~kGp(OnD8HI(5@m`fB<Y-z^!b6*A?u1$L)EJaM}yY!xmP&&x+V?;yQ30x
z4jdE^vJZ=ms=#~g&zT0SWBvxFmj4k7Z~=eg#p4v9YLKq_+F*X{Uq1j9a1JcUady3{
z*sWz+`O7_JikK9cTkxFcZ)0#G-#OwesuqczoSLi9jzh|oBH9by=(&kp<^rTB%`Y=2
z=mSou@EC`xQ5i_PR&!GGbMsn791#oasjvTN%yhXxT|IlXcH!D0!r24kZ+dehhixok
zo}m_x4$D~l8)@%a)h^cjNm^{RV`lE)1*J;S!H{Q~ndgm!_G{D(?<f4q>f`pA>`H^n
z8#MIIdlB|6*iO!(uIjJbHAgP6J1QX{`zOY4@9->V$o#E5+pYC%4zd;_Y25Wso268c
z^%FeTPsy-^ZT@B{)AJh^xpDB(v}2ErLM)UbGQN#dCff5Hn>fSEghi+5o#&3Jzugc^
ze<8}%gdy@<M}Br?tapby6Def%4fTGRzAuV5hdV~DmJ%;kv$<KCOjUgKLQCnJcFf$)
zzISedoSb3S+LGf|itL{{kVR?DI#F*}B45r6qdIXJ{ToXbK{zpbc0~VvglNFXph0UY
zjjn4MRYgm+p{qj{M9AvY##LEcj#^bQF&UP=#%Y6|9d0D!Bvi%46GBXb0FA$du*`Oj
zaOIf0Zfvl!pEZ`JB7HH%lcN!^=|i9TM&<jroj?Q!LptSIF)R5Q$sG*QAOb^1U?a1Y
z@7mj(ieSjrPOu9O`QA_4h}QLUpd_Ad8HLf#suSb4O=BA$3@(~rIcbQ)2NR|+r}C>h
zF$<;aJvu4vwTC2aV-AXgA}reoc6r%T{cGpKe(5c{j`eC(&Tm6}I|WV$-aUZG$S+3<
z5zl0(D)vqC9T3N8l&BnJS-z|Jl*DE?Li;floQgg-XI!}Ks|WQqq%GZMQht5*sk}R&
zOSW)P5QAmRB~+TX!i~jA==$yO?`2cj{E{?!VXDcsKJgt0?KNb6{;=v!0?QWSI<{b3
zOL?CmklrgoaZ@_ArvIvlp&6n)B_Fl%a=nVhbtN`%EaRE&kgLWo5y6F6Y#Yx+X~)Lz
z#)2NyRnnBh0!%3!S}`D`!XxFzNct*sbs>qvn%h4=;P$KZr<1WJ4<Nntk`^6Vt}V*w
zw2$F15$-VJIJJ+H!o98ugJsTPSX>({;Y^|k9FterVYBh4$(MtuX@ZhUMOG=J!RDD#
z#<m4T5uwjRAh|_fE%scWgKgEs;7OKO7$pbU7)=Y*n!A>W>y2h+mZdg^PCT1AUmY0W
zM=Gk5LTTAmSkZCgP^}_=M%JGejY!p0>(y3;;R4cR0-I4^KGTz6WLiw9HqlV6;3{j@
z?+v`4zY1b4D89ZN;oD~4*cSE33zwzfLf2wq!!0XiH<KmZ31KwyJ)zL;Ou8=N`~F3}
z-mQy5<z2!cOSg@XJz|93=^+^<I&K_RPy*$&WF4R25zcoFGyN&2XGAq`x^@FXA`BW&
z5d+l9O{-@M0yRjj-1?RE*mNvG^k)ASXITzxYPt<vIN5DFHfvaIGx&P{(0}SURagXG
zs+2majBEX66)~~3GZXT=o5qt$%h$_RQk`g&yt`G_IMpRTL(gs~!nrHoMih*nVqpUk
z3s31m%z0U5ZIEze6~!I047bAv9?}Z=S>))Q<|V42qFUFgZ-zS(_bh5Bh7c%jJJjwD
zas69Oyqueq8@IxJ-JECBxLa$zM^DI8U+WK_<)Nhb{2uAcxf0x)jqf9FO7XuhG9Nz1
zf0{y}K(&zU{}{I<5Q7++Sf=?ph=yhI7^Sfsp3tos?4%bh?xhQf+8Qk5$+4kWo<@k0
zuhtmG{D<c3N0`zr^E&0qwBx#jw|LeiHA|ApN0fkf8}%b4@J?iHVca0Qk(LOXqt}nI
zkJtZNYvV}Z)EM>JTi<tMi3Ovf{hIrALTQ%GBjJiS!PRT5KH|Y89kVk3)YkJEGPqLS
z6c(B^>YHb6Bqj7Dy!B(zgoIjO-Xs=k#Ln_<syHT^x?rX|k@+D_Bwf87>GE9z<5TzG
ztuP>bzeAq-J*wz4V6F<LCa`!p;pH(Gq8=goZB5ljwsOever=4%iy04uv&z{LpYe=(
z{kaYT9`GD}SuWQ9y&2O*j~DNoO>|0(KuNkk=7wVy^GN+)qXrEB;?I-|MMuDJ=NUW9
zbrQFUyYOe2KaM-56KqU!FIBamthI^CsxWNisD2GZAt)&t^ym&$ps{l@=FX8VX<*=r
zbJ8y*^TU&01YOb61w=W3f->I~vY&rjsQFFGaH?R=g`V@VK1xPG5P?mzGb(~gK*8IL
zk{~pFJUJYS(utTi`q{75$jY0ir44lPtCZmjYr2!5i*U#>0iAU(Xvp_+2^NEEFD2EW
zeh?E^hwYNTZTmLdA2nyVgrt}FJr?_COoAZ61MW=D8P7y3EC1cFI1vhj1*MUxcz<rW
z&7a}j2CAd4D+O?JSygH6H4=Zlqgt~X%V@y-L9ifIB}+m6irWjRGu!Rcyp}v35&^Y3
z<yhXXTTYS-Rw0A5EL8yawIxs3GlEZjyt^)-nf)yeE3^j??Lq+K*vr#{t(rAmW-hF3
zbLTXTm}&u-*d>(!J9NGoAFV5{P`wD{f&%YW6d%75VT=ex#_(0%$Nf!jMf<pI1Zd6%
ziPRNprHKdXm~t9gDQOnYx0%!tho5*jo$RIbS?W0k{!#BbH%ptirv?)jnT%07oO~vb
zlmu2yRX)wd)Gg*DF1=63-z;&C)nnbaTF&7e9Pm_8(1kEVa<RYpgI;(2EUxRIXQ*vf
zsS5a8Kl3UlqIQqL-#L+9$L(9`WgfMMiNIiAYZ=YH>&FrW97IT(JH#~K1%K7tOn|Xa
zYUBDVrZpycoI)iE(Z)($Q9)GfVcpw}bbm6>(m`>9+$L+3HbVjamCiFG+^EL!z<nB#
zC>C?wMEmw3U~*K>ul)_vyDpJa17>SrH8{sSPjpiF`4Fl&RhxogoimAVHCV}2#d#<G
z$r(CPd2~sLV1S(pH@MF%tr^f0rmU|{pwHbXK2`ZX)ud)0yUOn{LY%qSwWUDDGxBV!
z#nq~>B3==f6HfFU3|(B7N<WTYyG=Y$++>Yh=3UD#6&v`=863w=aj-!Zez58|))0@Z
z<KOqo!$yPD+tBIt#jCG#V}>ruiKW%V#P!YyJ0Ys+rqJL8{+GE{+|CYVJ$9TE7FXaQ
zb$N|euEuChqoKM?qCg?1n7eL&cjbM<m_UM5wdo>KhKAKOm$FlN_fCb6uLnvY`!pNq
zg`(X#FFVYFg#%c7Wbq?oXSbix#yduokBhe#Nr|Oqhruv9NVQE-PQuI*<}%O+lng(<
zKFsbE)soxRLuzt&)KXFLFk7d=b=lsdbgOGxAc@lLWG7v7PfFA2T~B&3E?n}mT4#ZM
zcaGrTR(|I9pfUx8A}%AGY<)efai>+OXm27R+Ihp2w$NWE*;}psw^L(#pP-!=6Knae
z#_4DMj9#Ilngq_IEQqVF;-UlTE!&d<4AI0eCGF5k=t@oz1dND|?mV-tJD(I&k)}>2
z$2|Kp?=~TEolLsxpt@^)xTmggOrwY8@3B+L2|NxR(-6Z|s4x^|BPV9US10r9(R5X)
zy}e;>(nObM?+~5U;yoUp&KtuVZiIS=esxb3rD3;(7dVsoYVNkUlR^E$mGOOj7y_w(
zE=|yVCD@CF(vm}-eVa=8?z%y;iZE+Zyre`a=-2^oI?-!1dZY0RDaxC^IvnK)jyzTT
zV<04y|NZKkQ?h%r6Wc1Tw5y(80^G`0i2jJt`%8=Jl}cfhbd$sko0v%Jypx=yksYC%
ze2}PSRP5^MsbNm!(EwD4|2;(pvBI~=8_$M)$3+<~%T;V_wm%|*e_j}yn@_US<{d#T
zs@2`~Y-~9w(MCk^jWH+225rK~-9W-+YG<n4JT*~5<tpGllM|b%LbLCY+Pw0tMx(s$
znOX2U=_^R+pRtVZWJNz=`yZ9{9a>+)lX7w_T944l%xNN!*FB6)gujX^>qx<lIXv4=
zlJ8Wa-~A)?v>&ovZ8%dN?~&`rke;-1kqDKR(=KLbFn=%X#U34lIKTcEV~*JRr79On
zbO^dSh>?O7C;OL*on;C-eS?-|pRt<n+wP(t@LJn~^v}_h6h8}WHd23W2r_x6Cs_Q1
zC62Yubg<Y6zsJgN(wa&04LjUin1Oy~@Pd@d!Ax`Vxp`ASmMkzB?{T1zZuepbtYgif
zHt{@Us*%jX^imm>qCAqhG!l8|CjFzd@w<h;D)dI1YjxU!A$dd@_%+jwB*W#5N76QF
zb(#z7&adkQFzWPuxPKj^l`k?2Mfl9AT87PY*rmTmq7>oL1b<fK5Or6&Qg;p&rhe&m
zIEA6NGe`K=Mvlg*Rh@S)cjCwHB`Zg+QytqR?8mTh$JMK?+}D~Yee=&fMlH6Ru$e6(
z^>0#UoEBTy?0>g%BA4rEYSg^3+s*W*)m^QoCm;NgGBsFa99fW6RA?1jDo80$ucf=0
zs%#NtMV}6;R#3Vw2$|D|*AQ~*6z4(w0cSkZuAmjzraUSoLU}O_D`<s`^B3&79r8!i
zdj3#$FR^Hx(_<|rL${}iX(41g?tgW37ap6{qV*TM^ye;|QhlwY<^dEVdE6o)?3~{a
zFRBJ7{_0w<w;qmKdk`Cpkhs28YpWVl??{nOz@V<VKzS?oz12zMuhm6k^Re?>u&-@7
zuV>&<8(-;5y6!r$<wUpQe_gJP&??HVc2Y-Ig2aN@nlmxO4y;5++omX8aI%1={z7YN
z&Uub!0t<_tHQEWTScsCke*XJ;DA8^F1rw>bT5B*-4pVu;S`Y`NsM;7Fu7j<az|MqI
z6zRqL)>|(Kcs72Z`<u}*2aE7|tuSSb%t}5}#g|?V3NXP+74?vEkNvjHcb?n5o_4WD
z^_sdZvU!gvsGX{o+qHY<&yKq*6A4HbcnEbdk5|2*z`lpu0GxWBvEutljx9F2d6I2g
zfag5mW}Mpd+bt@N&vbOpxYlPCpSRZRN;tbQ>}s)b+~IMREyTPP^s_~7^CG{F!uZ!i
zwfNE4&HiwCl)aA9|C4rXgi0U0I?W{`a<_@`J>CO}rk?POMC;=PdR+Dmm;C<&i$HY0
zhqy@MbCZ?In~=r=jH<6MH~^*WyRAlRsP9mQP4WCr9aMxSH!~oGTy%uLBmJrPs$^z8
z63b@c+MP*ylF&#6MAf)@r(aRLbVAC~?3GtL67}^2B$r?m<rOVOWS(3MFL$y~fVs^B
z0F#BZcu}RH@)<MZYn(=T3o|Pt_UX!Wo*Ts<A!i@N&M9;y?xH>77Xgg)KwY%G*4)DB
zDb5FV>o_e@HXsCTZyt&&{{W}yDrsIMjiiuAMS#9#i}&hwjrv0otI{@_c^rHv4;Ved
z?&WFmCdk`W(aw(zVK~MWLo0f#epTGyGw_Zj#+Lj?3CK)H4t<l%9H$EbZzU9nkbv@d
zU2f*M6hq?;JOtDD#|pYD+_vO}FCYYK7}7aWH1!)CJrVIv(lQG0ZN};=`JJg_aBw;(
z%7KD#q~&&7fyxSY5_&5h;BG6p87}^%*1H`}QlA+GBcbFWkYK{@IgQCKXA9u$CpaNj
zTaXx!a96iEOgMWZwsqk&_<N`+xn*s^m@rXL0=URdQBgA;myjLmRoih<v(zUxmC!>%
zZb<`sqrvKQjuUT5blE%=*0?*B=`ooBJYh0g?4$PNCf^#PC+1yD6}cT#qaLX*_)2eg
zDRzbjapUNadZjSr1mI{Rx}Y$c+}!O`)5j=$fMY6Fx~|^l5(_!#7INyjnm8^WG@q?b
z=VZu#6ri;@>x}D~tAlTHdcIgbuuMP!^Gkwr#tN^*_m^imQgpI`x7B7`fSrlEj_eQv
zEtWfs)Kju}TtkA?w6?9h*143>NL=?|27}dOR8w-*wtXLszxJ%ApvUK7y9<{&<>*cY
zi0)`#a-{{?c@Z?59*n8Ev`==LLS4ydJOwFL;l-fBLmJ@hagwdit)qsY%yiMUfOaaG
zs60ltQMvKJ?={1W1c0Lx5|CNRWBpDpoX;hdZ}>qU>?UQdbi3^nyUKYnp1#VJBtkhq
zh;prZ*I2&sDQJwfs*_VRvODaP_buNLet@u@(yl_|fpOD8uXOarGWNUT>@ca7p9HxF
z9IJ%%bITb!NFDO3_gY8B@<`!yOcjShVcJ-Cy~l0Rx&Hvol`0`~#!eMho~*)fJyhKt
z!P0;b8k4@IlOzvtmqb|nmt)x(1aUdIbFzkOT_MRu(o?f|-ts+F4PS|L$k~BiDI?lT
zIZ;s)Pf*wTa;_6n(wK{jfgQP3%cM~??kvKly3vgz0(zItC8%I*A+M7I3jJlNeR&>3
z3z~a?unSAeDw~szi_l&gSJJkgDDut#E1U8NG0!m#mu~6U9m)7~xvPsZxx*u&P+EsX
z#K@fHv}7$lj(DYD4D{fHHQv!tQyaFw;V7OnIW0OOb2RyDQq3{Y{->O-x_@KbHhv1P
zb+Wmc+Q)s%e7$M8Auc7ERGZzpHU|R5*wcizuO*#Dch`Ci9n4aynbAmiBjyrfl(6F}
z*?gj7OR(NDs}(S8alr1O@!2MBLi}cT%r5~mBS|^O2~oF{Y*6oR3Bnn~W*ZO*mKUQU
zUJr0nw6zX}`+*@DJt-XlC@03|la-%kJWh<$$Fzg7FM3Z>wldhIc7AJ5uvWuyb3Cz;
z?7a0x^AxQ)=POz8((e;q$jh;w>kG(H!AmUAxcrrpJ<XDi-xrb|M_$N#m6j@|{fy(;
z8)m3%kT>HPQ&B|CjwFs(GPxEdotem4lWi7mVOrNph=b%~4noXsR`<sD2Q-W?Qr~UR
zPYc_C=Mm_#y;r62z3h)^%IWZP!*opOaC1gNac^@Isff3-6|y=9`HjeM=&X0D2h&RC
zxvB=HKbqS@970)JCt_JN{;G5sWZd@ZuU7l?Ge#WJ4o9lQ+~XULM=DO!d6Jh6C*eW2
z1z)i*N03qVwru|ZwRa2-GJvh0%mlcCskFM9Cq_3rmD-#5bYw@}0WcUIgw;8Ch`g1c
z+PliyeSM0dRkJSOa8;J&G}TTy9OXh(Q^<Oc?6+v8l|4>V$mA{0u_2~s2saElOVmK%
zIsX7+kD4;x$eP!=it&ZR?3J{ygH-x31~x%S$0_i{m&UI>8UzB2r`kY4JYhQvz{0v7
z;9YiPtY8zK6NG!9p__o7^M|5wSZh&6QX=O0p(PyfoO8pM0Nj>yxO7+?&CdvT0vx2B
z9#7dr$qzgQO&R78Ooi|{OOhfAZx~e@+^G@9w7D<IK8vs($bd!@h`m5Q#1O-d$(Ofk
zK13wrJrpq1@}0)=x|7j-3Cb4rFBOHu!r?ey1C?NBr_L!+$Xa)LB(JfRD#cF3qb}v5
z&3TSChPbKN?=bAn@UyT;=u-UIfBeUOD@Ly+Vhv2(j~cFaCD!45h%v#g1gfQdQK*!=
zJRpmldXiG&0nS6aEw1RoQ;I1aPK=&`cWb>7aKz9#N_!j83{nV^ZPWvi)qHtQPSD<o
zuE<Qfhep_+B?n+*DFBuB3Zx((+$Nr-@e$~zDDLh94(O}+U1=d6yO}*ey$bT#`(2K2
z{Ls}^?v!J)fozTeIN5#Cn=P0@rYfo2J9b^1r{X+tgNNeBDEL?dauroMotS2~gnANN
z->N#6c_SdQLJ*8*Ku-Ohff&>P)MFnpm9{0G*MF<0b8#!USG_x{9VXVvFJD!WvR{ZE
z=(sA(L>4{3{L&d%31a%4MhBGNPdy`Hy2m4$cjOgup`JIzobtT8WYtv^k~BH)+w)p>
zn%6MQ*0u9Br`>UWOT*fylFb|Ft0{RT*&~WMBIpW+x?5qFaM{5giav)@N9485m8U-F
z*e=n^H#p}j9X?tcQ#En2C~bk%&GojJY`ct6;DP9}o5iZKiSBTX*dEK$HO3m3xZ{GV
z_v;lkL=VeBC3Rjm%oWm;G#;w+6ODtp=l0xcAUG~?$Ex}FsoZv#{{VD;w6zL4*#kOd
zRHiOzJTBgx*JT75#d!}BwK?ioS#T$k{FJY*?muZ(TTolvrz5L>s%T`AJDmNP+A?x_
zg5<{Z18P`LRO2QN9YU~h&<r@q2&BT0rjt13Lq_rHji#3cq?~e?L!+o5+cMW_gU&c{
z;Hl_n<7+SiuUTtj01T@w6+~~_@dNj#6?Y%5`qg`lzT3QT)D>;Gz|7@Y*(`03(MQ}K
z$w6rJOxIT_pOuuL{bfFPx*|~Sm(&F<a)FyltX4`Rc^kSQT%Q~r89yYD-rnUT78AmU
zb#J=sD>2C-De}g-nPP$ad26sz<fxdp9%HbfsjK571;G>bwzv#96+cFo8CC(HV>Rr1
zz9Q_ObqQ7QzvQKAs#}A~hn(+s9OR{~RVS%r$aDOnW1nl$u~jv|2Y<Ck`6TkbbPvZ;
zQmsLnRQV1b<g^mTUNZ0QtP~B44K2aSqZdsZy5sIr6c?w!;MoTlNncC;Cr9HvwM%B6
zUtwcCLXe`NhGzq{Qlr!m`FSqK3U^BCI9*=Yp6`T_)TBNuIZn=>C5FSIC9*3akO0{D
zNUhR7Y$SPntKFc}$pc=^q!HOjKgrs1(TpuL!RQ^q<mDrdJbE+ET7tnn6y$Bd%7k?c
z*v7|k?6+-4Z=<Z74~LFaW9+mnX4b|&VG!6W==+@Az60lC%6gc=WYCZZD2NNox{|be
zhL(=9R<<^Clzq3u*uyg>bL>`@C4VaNGm7(+4;^O)J<RTwF6B;IYUQMmIga2fWyeRy
zPXnDFZ)I4jrTV+vIKtOjmyFEB%5vMTS?RTFn$50{aUSR^o}#I!_+th(o)iRmBLk^Y
zRF>MQW85NsK1nN5n$FsE^yKH>oK$X4Xp5PqtO8O<C#hR4qOO)$8s@khg@eTm)TiQ%
zw+edMa;ju)4SU)?X?LQ#hSb6?UPWKyuuZ0-st92&E*(3p{{U0n;hL+-X3`1uP*qn-
zx5QfMq(A*i5~iWS`^%MS!2|OwGupH2YnoOlpH9L9e&uFlE!l;S=}lZIOJbLx@0E9^
z)^sk5E|UlGO622NzM-2ky9W2EH+7CNO#R0P9oA2Gx_LEEYhA!9!KpPnsv|6>83cW-
ztoE($bfmoGlgfX`<FXCBQ!?ba1#8@q{iOMwfs#|7QK_o`0NuFf&@O3+;FhVaC8U##
z6|iahO(P<1_B6PTxLKZ8&ew^xhsD6Ig%&WGg^N$W>unM+fKNiU9V@3GYz;nE03M5y
z+bG)N_?w3gdMR5?`ids~UP)NT4lrGX&JQvBuSOpx=5+r60EbItr!kSWy*(Cxuk__B
z>12171BXHa&}uLC_~I`5#9R)6%P;XGSkg8L1adT=nkGJ97XDB^KD?V8^9NHIxWd?K
zWRK90g7U-NwWvFd+)r5~jd$8{DY|OYyc~C3T^Ffd;#qjET!a$gXR!IvhrOB4vX>SJ
zLvUjJ8lvnvk&r|qk)+`tHmHQW?IaZF%&7;tgJ+D+vHD)3Yc$*<GFr@h!lzyB?SgXL
zaq?O<uIDY)o=q)0lS)TG6n>=Am%*BeC?wg}r$mLmTNw0A)Wh)E2z6x5jSJjx#uN81
zoo#bJ&U`9L=PZ;2u(XGID#c~mu1QD%+j5n+I+6T)o7DJ{58O$LOGBz;Ya$MDa<f~!
zKB=j5M6HrA@9GGj1*@&UwOY%GXg|xm@V4zwd9u@5oap3-%>&>KBP)%~^LZu8sL-12
zikQ|aEnJEG{{T}hxp+ej1(r(LYTC!OyMucyrlN?pM>U|34l)ASA10yIGPZ&#pY?Km
zJ1N*aA&QoO)IOo|NIoLh4ikPa$Xr`?dV|fxs<a7v4oCW!EEbvMj5x&Rgw=f))mUC#
z)3FNmsHdl)s*;#Btt>byCR%!1gf9+|0!QGwZ{1c?>Fz0Kh(J1NM0G^c63_!!zJ`)H
z9yd7r*Dle0O0r6JxVQttMLWPfKr0gaEoS$rdMcu>m~Ki_+aYAFdt@r}r00mwPfqtV
z2Rsa)MO4#virdv+)#)D_NEvgU?l7ckY3eOCuYy;%%wZUFPC`ocwb!#Z@je1Hp69M~
z)hz`jx+c@IJ%NJ+DD7RU>1~iY7;z-d=m1zfx5W#cEuZQREhIN+mptJKX4KWSwcl7U
z%Tm+Vf=A+zWyr8_QPjpy2BOn;OLQYXCSIy*Y7d*e&wtrxqNY>nYn@vJvVjX-&JUuz
z-0LE$)GVv2rDRQreS`kh^~&`}90&M~YkK>p=@(SIK%49_Y(c+5XZIaDPi+Ec&hqB|
z2?D;ZW_fh)Xk$h)hu3#!RIoCYxnVq>c~IJVQp~bK?4GNj!FvMz=NskDJHDzC!EcV5
z7fU5|DXM$^$p@mg_<N^qw>rrrtD>4woJAaCJo~EjY^3tRW1YLY+dhw13pF$~5mde?
zs!7XS@&^c+m$I&wD~m`9Ut81?<)NdFfzme2DcT2DHwzTkI(^ia5+T|_{!!U_lf?ah
zX0}-7q^6!KnweX*jbYu7b>-{z(9}%n9&%5j&8I5T+M9Toi<ORSwK&S#E&f!kGv{u4
zH>$P4SEZq#^8Wy1$u#?Mz22%SmV&mehNQtDfOESF&!gheFMFS;ZWA*D;ACz80BYaG
zv##eK<+0Hl>oaS)hDqG$Ve;Fbv*?<)&`DK0B87$0yzOg8a<6_ML!sDrY5MA!U){3A
zK>So@hjFC8QB*)7mSHH`$B+R&oTf!Z_GU|7)z|ffp9}R!qcvjO^B8X9>Z(;%xvAxJ
za>iQroDfGsy=!yTRn&TI?w3!xH<sbfZ0&OzPsp!7UzqBvw6jz-jW2dc1B6U^K0tON
z7@k7wA5AH=*5}CX8}rW!PAd$~ZhW^NxoVyo!=vdzmhVXF%98Klx2r(+3u3j~?UzVH
zE&6Jekss%DVFvfEgQpXuqZ<1M$URRWOJ|Xe+GD|AM`o485XXKC()!23r?t<lfsFF8
zow)ld!J&LFvi{DBrsEf!=ZxSU0$uVkkvZ?EJ1t~7o=Tq6ENsb*!AH*lXI8IfYhMa%
zl{VRBx5ed3#*!P@uQO^(AJr>mfB*<2DWIlE<zJ{Y&eLd~<$BqvZuZ7CkxJtj>`EfH
zU0x<;(DK~($`)&L_kE0oA5%i+9#}`*fp3YW&myyLAJ5#2z&wqws;RB0GSo`vyFRK@
zMqLG-^BnHSmT(>HfOHrqBk)NvWP2f7hK93Vx`m_2u&`K8%=Gq})U@>!QNAhKPjR>@
zD*a7K6*IirhO_TpS*5sF(2x4HOp%Y8X5oCg)kax0WQ2MS7bS1$pYnZuP4)A5?7W?R
z(&ysdvW~u2Qc^#2cXCIfq-iR4)!pJ`fM7Tk6DC}8Nhj2&t+kJ#tz|@gLCISwf$&gK
zJ<R6vi;<M9{(+vl(H6Q`t?}?XD+R)ipUL|T0b_a>#EK_Tv6D&|{9uArj_u+VvKnIJ
zQq%2~#AIP)i*!Wk%LgLGf2@P?W}1n%s)xKV9B{nXRfkOM4l}~O_>ryVy~`y%JAj8h
zy%hncF9e=4yAKhMWmWy>FZz!%tL#-ny+Ww1(o_uck9~!~o3K=_o|c`lfb1!nx{7Gv
zE-!8XS`O{Lpt10AO<b7F-oB0WvTZ0wbW*qaku^hveFt<69W2#yh@)>P%HLk+J#8GW
zDO3sB&qBT@7#LTpevFav2Rs~+!eZ~G4Ldghj35k!-ll_op2`(`g=Iy*5a^L8!ODJU
z-2|jK@DTGn5K}~gI+#w3hekV1P#W$^eoD3xjHsR5@Dq`@c^#L7>(n0reaC9%4;TrC
zeWX~XX56M`j7Bovsx*C>E1@1^8->X>hLkXs&GlS!+*B9WQrvai`OfOQ3{pP@t<R!H
z54ayCAw@K7+6t%}J;`E6aLaXlZ3x3j$IX3m)OB;PvvCDCJw#=v7*O>O4spVlL|()?
zW!y&{^*H$+_il5Ece+b@=bVJ)G=5}(rAtL_jI$)FrDdSY>Rx;*y3#`C$02J^y4Nai
zbP&^S6SM64h2}{^=-=i-@*V7(p7(N^GZCnhYC|UgJ8YTP_`lUB5|LOQrPIXCOBH27
zf}Q(-I5<=mmrEc7^*z%^e6QT>xyQOtYue!8IYy>{i=i;Qhm&l}x!EsTM^C|280i2x
zR~huZ18H1v(S@Gr?Mw9#86hJIUbkE^(UB3!^g*#7eNEgv+$5v1+$x_^R_NOA`mCGa
zCzcb0eb>fX`Ke1GjqQ0D$tyCwT;;e-T<)3A3Oo`=C~bj7hip5D+2=1pR;KDnUhg&6
zny)^pSG=B$&j>i<b9R&2E}L#XBuO#t=o9qPh`L#UepB51-0aI9o3Ey0m>dI0;N@Ov
zFEla236Z1bv8g86!%Aq?)F1upfcdDhuuOj&$-PUhOa8Xh6qON}p&`WNaHvp0B+_kQ
zCnYpoTyk7VQ@Ux<2MydizEwi;9YHmxD$leg+ok5IXgf*Da^t0|D4FJl91mrn>51uB
z7}q!f>y<aCDlO*TK{1n#prHQX^VHXG7mjJznEj(rRoh+~9_HZm&JouwT~$>HX^@<Z
zbydwm_>Im(4=u_KjFIO6IQ`3Ftov0s&OYxSNw<7svP}7=CHW+kYS5M_?zN3<fNlQ(
zYN@rQkK|+K6`w<1+iSTo@5a(qD6kjg(S@gEC#kd1_+djO6J6!=w>$-%YbzX@Ubt0L
zU<~KvwhK<Ppq7EI6%A;>1Q#r$#mz-YTufB%4kv;^Ky1rR+fh2Jye<V;Jd16Nm($)Q
znCP1fk^n%$t?S)b+q^Gk@a(McNcNr_LUsUVlrhfWtw!<;Q;hll0Qy}?X>el%<=vC?
zpcw;Q(3N+xXvS93@6JgB3NumZiS3zq-GEU40B+;$897MDfR;TmrRnRb+WZ5+L+cGF
zDHvZ6`#y>{OX|68?ebm2agM4+`KsfpiNkO?>YG-mroS-`Hw$|8Dz<v#Lshm+{iS$<
z?Mp2?Kyc0$YgZ|jrO#-<&k5Kim4o4Px%W%1K|`qJn8M8yEf>nTi-V)!j_Ha!?96Cu
ziQ~RdwmV&A;;EFdG0&Cf1C^^<d<DN$Q8uB^+UGYraE=Q%+j<i^{ES>*t)^v{E2NVG
zGo1bEHl8}E9f+9XO1bMl5AQl^Z~EOkj6<t{PUxCyStV;`X!(+-<1BlHT$=taRrf2D
zHhSr%V;&sP<BX8EzYqKqqq$n+sH>Uzcn7ZvH}*{vA`&xb#s~p!eivVD^Vr~tj%S$&
z4RZ+}iaqt3YuXLYZ_4M|T~Hn?{me^W_!T`25>(qIk=q7w*DDmNwAIpAI+me@k87~t
zMi=M>^17Auj`IsKwRt1QLqi4o&ZgQVaV5YYP)*hHaj9P)<m~;&?fG(91E=(V*W+m}
zcPmcNUKLW!P}fuq;2!Hg(Au^dP$QYcj+`yGLF<cHove~pw{w76ETC1o$8+9E@|BK{
zQtfQe7Aj~14HQQo=&JU!@V3ugO!vb~#-2#pFtjQw)xM%V%&Cln?t#DR8+8pFlF2(b
z9Wpst31$BPC)iA|{5w`Wr<*R`A3;p_G&7;}Ra?fBiZF28W7%o?msn6wRUv6_UO7~&
zrT&sfpN*?%t$G`q_?F~x22tkIfD&+msME~sIaaBzP)JT55OY;Q*CX*tI#g!5TW<T6
zU)W`i`yq7OHu@_Ar-|g?p=Wz`oN`jer2Iw&&V9%kX&V{pg^{3ekGM*3Pem6005Qja
zN(F<7(2Z6}?9ZCu$F<&tZQc;-8b{N%7s$}?F@mty!!|f+MOx*rp_k64d*g8Q=(6*%
zPC{yQ{s+u2kGJjU&tb(=8{-cI9u!6X=TA*a_sJk=0P~fD(RhJ=r+_iXb_O$*4X8C;
z>gwH+$o99{bIahZ<=E<X7JjP2MCOOMj}$KPT&_+KyK_gPrR;K(Z8Ve1hJxq0SZ&%e
zrlK(EGTigR+d!D<#Lgzv$nzNuWkY+E*74Oi9sumE_YD&~P2C<&2Srh?q?(R*MKees
z`YWZ%{-U{_FCz?Y)zs^-=B6ZJ9RhYEke>4M?2X5enWX5**EPWOOO5Vn?u&d_1q}Wb
z3hEFvdMQhfQV}DbgecJT{4*6Q!_*t8-s7^fCxkT7oTFIn!6-r<*;v=OGTJgEwcd%y
zxAzK6(r275c>%qY3W%0BZ>Tc|9T(1T9TTq`LF$=wylqpdU}Boqk3_x?LWXfZtAXwV
z3Y*mQedP-_TtZ&+-E?vk?s_w{ry}5`Z7B~294MEBZsVLJNKoO<2fA}{Jy)e8QZSO5
zbYui*83__Mgf>mfhKw)~)jr2yCLfW?N0{N$C=9xXR-3KL(LiF`5Ah%Dp_!+u<ft(-
z1O5oQTd0aaNhgHA+lCp8%pFpA`1FtDXK|I2k!SE&)AZd`4Bh4qI-ndM6U$uO5T)hR
z##RtoNl;Z4Z=RsY;e<S-sDA?sgxCK7{{TTHD5?k`6=tyADybzB)5`eVJG9|aV4E2E
zsk#b`5z5ENq&U%=v|ZHH=rtwo<XK2+rkJ|`G&tpHnn%N`n%1^^v!5Fs&cXimocJSM
zY==;__3mJHJ_7DAy)f(DrYcV`)<o7dx%*3(d`g9<pFm9SG34%}Rbr>V$P%et;iZ+(
zVhC{Wb(U*gJncU_j?Bf_trJjqj|(PzR?+5x{Kulr^^N|j^w$}O!|Z`hXT^9G9-(|T
zKajD3$v;#5`;`jYx!PFRv4E=gk2+?TZNMn{%99k2%N>EoMIBRI=~_c!cSY8wTM#>%
z_TndeM5@&?Smj1rDhpqL6IU-a&dFf|<b<Y^WP@>9wA;(v<+AByGVMhx<cM&7<f)~o
zU_WU!Vz|*VHix_ej&i1JE2v)pWMnvz)Fy1Nt*^MXR-SxiarKk#+qv02k{rq8CC)C!
z6o`e7e&&v;*#M257HzgTIwEu!)K~n8klA!(6?M>8nb}y_yuui8Fsb#gX?8~mHv5UB
zoIQsg>05D@^wS8-GL_Jt!_gHHzLk!1vg{73;UuwaIU#vZO!$pGD};H-z!_R4qg&Ni
z#5YJrRAYFMpU0`m=6IVfw6^8@RMo&3;KB>N7G0?0e2;U32nAZAt!+ayBY|-|sN2zl
zX~68aakq%QnX%)lG-(K#E%KS<lgg-EVJ#%B2T=jJ+eZqOaba;e1SPUOfPU1?d+~lj
zxdcwfBWb2;2C6qS@zFBboX2~5BI9O}(VYH9Cll131+NHssYCKXP0`dek(DtE;e2=_
zB_7(A!OC8Xold2CN_Q~ibA=;ixKBYVOB_KQqUNU#&d`98mF;#w!p>}Ta6y{&-oSS@
z9TBUgmNrKB5`EUIX{&V9%`SIPyt!n$OK+8@o)(>^b;u2C9`JbXurs^>e$pkELf&?x
zxvzOa{{R<N4}PR<%y=V=DEduV6p<GK+>y}>U3-$Hga(dQT^=ghUN4V_dRe)e>uVP2
zT=?3v`rCV>Bsh0lMa`y2-R2OeSE^=ic^wx)M(bS}*W=bKueqJq(qlMpDjr6;k1E@7
zh-B^Tp(^Q%i6uQ#op&)a@kaKrI(bV-1Sx7A(-yU@+~RsDNm}ULz#&iQ*;sB&^Kd{b
zUkyd9Co!3O(4@<)gGWtV1d?<;m6QICX}rIP4CA`CX-O&msNIBgRsiM}^N+!GtBpzk
zIPQGoE6!z?ARP&ZYCQm8iO-BI#`$V}9L|mF)cS$&ww3#^2P*~E%!YdR7{?1U%45`t
zwHlpIfyv0qA9<Ti5sc#nHG-z=X?amq5SEf~S2eItQ+~=ynApxZPHZK-rlTE^khFJ4
z3J8mns1&ew>X<Dp>B5;TX$OQX(1V-><Moy+xC0*H&s6JXap59Z+}9L_I}Qq}<^_^S
zMBT`!qi%RX(>cDSNWk%qsoK>{UE5RdBRr;LhZ#m08?>Yn96Bg+1TAV>MNbkH@hPbx
zYllQMwEP@317Z{6GAR5dbV}ejPs<JuOeP%694mAFpjxl)D9CZjOPAQ;b$gLM<wan6
zh})i09Mth@=G9g*+#>{W)o=_ai+M>cUIsy3M1T)f++(8q7+))cDaLU1TwOgE6}Kzc
zol0Z2q%JAkg1d#sILAE_-8*r@35i+4D%wO{vG?3ukK9rL%KJHADi++briP+jobbL5
zE2VQdQMqs@cQ3atFO*9GsHVGwwmCGEKFaW(BXGE;+ua{eQUDophiSl1Mo(;n%~lX%
z_E)`21XDHL@`wi`g$GPzaRIp}<fJ2IP;PvgHu~);<SfV3Rfw$XaLnOwyyXtrNW)KG
zbX_w9(lxmps{kD89WN=^GmVki!ZMzwXh3ized>1CXMlj``XlGFQ~5s&T0Z1g@l5O7
zJwK>LFQ8;~w^r3sy`aiS9CEZBGp;G;U}VyUpPI(?1uN*~AOV7SQE=By3xlJP&BEq$
zygD%}uIF8c=hf41*q*AVz0y5_!lk_b0HmYudXkn3cNWUmI~;Pn^G&I%qHYB4$IU+7
zK`gG^`3d=~+I%O*+cDquJY(4RESiRASJcTXyPg$NzMMBG$6i=Q2?aF|nRA>)3rQ#0
zba?f*NV6-*W>CsY8DFSw(wHuA=t9%2z8zIoMdnEEahw6sN9qj&QAHD;!g4*9sPXsl
z+~Mu=n1%R*C;`swoMi8BQ^HMT4yK*ayRK7XqFfh4qbyY%Zb-vc0OYAET9!K*a)6DQ
zJ#dYuYnn5Z<yJI8)KM&S)48}TaUUfmNpqSa32`{}RfuPihXD}E%r_2CrTU4omh~@G
z+JiU}IE3_<YJH#Q7JmA$ISxY9R=AIa{3Cwwpp^ZgbKJJxZ*T^<Fqa=?Q>(0evN_w7
zZ1oOvzSdF<r1x3*8I1ATaTd5|o`0(;51f(Igf{%}il>8fazRV0GkS+*0(KeRKbwU6
zYa|!}$K5CD=N`yu+E`8kw<cKuIeHMeYY7-GO-ED%uw0`hdxube1jv^MC}z{SV^IUK
zERoeT@EkIqj!@-TWkClh$STMK;zV1ZTB9bO1DnwWQ6D`rlO0ia^QF30I~nAuBsB7J
zQ`8Z}gN}pIJ55sPp4YX+I35aWUB%}BVKy=cAR!T``r7NF4AHd5h;?)jwi)+5qq>)_
z@j35|h?wk^k{K`;M1=aO7JqX@c^r*vb4#@At@T7zIlvx;PyYawv?e{qMxU8juzRvP
zr{j_N#&{?XQrO#?xSyypX-yfl*)@&5_3dlk-K66<S|t_gidb8+VfcmRxSUw*gMvBX
zNmAbK6x&2q4g==2ao)O@iJZ5ZOMI1|AwADPYAekgbnf`ukQQ5WxkD`S5JAaR8oTAf
za742>^Xh~8<h<p_KQz;3s2o;DjlvWSx4ES0IN`0W0o;LwuiNdkjHYPVIxjWYZ_`_A
z8#6f^5(?8Od`_kmz&H@>bUc;Ic`w{r{{U0e`UVx$8hD}6{L6-@p{8tSU~ckoFs1Z{
zkAi4hEm0>UI4dTq*5<zD6N%dsAD%ibr%7ttWkm#eo-jj3L2?JllR|5A*>7E`{xAuK
z-L!4IQXeWX*8!1*ifY!IeSDB^>6NeQy?JY(pnl2YbMQa`%g&msP@9c>v*#O~)9*}R
z<m8Un#1f?V{{YSg;VrL_JK-ppH3!v>Bqtv=32&^0%-Z)1{E#>Kp>WF_w1<<kml7hG
z9y)_xB{N31>IzDcjl(OKY2h(A#_aKxl3S}?Pdi9<0=ZLOA$>Q+jN_?GW%)~h(#;PG
z<M5wm-^4{GrJB=pY^=+}PavEvdrNqw9Yjn9nqcg6jzaUr_OdrrlFVe4VbWKapoM|N
zWFB&`vhde4?Ed5C$~l_Pp*Foo;)Kw`=TlO+I~d&Jvp@3ox~}p*w=oQH=+n_hYCGf-
z!-nIhWk#B;I&HxBL!-slP|}I#$)g>BtaUvPM|h`}gCb)7Kd7wdTvyahJDCgI=KFH0
z_G`6E17q`D<&)1U=|<{FX}3M>cfWMG#WX)7HSyZ4n#f+aDA6*ZuHNA9y&p?b8s>>O
z=ahBss+JG)SS0!?wDk^gac`>As>gNK<~~+E7_G2ok7_iJj1XJ%Do9bn@(g9A#NlMr
zcN)gXBZ^04o{K`T*LhUzGq~@^IV(Rfy<^#%zB1}ElR<Q6q`WM#+wHbUrekAtu5MiP
zSBN^I&1AJrB~-Dv?Ko)aPol#qwav<koIy)c=Cp7IRa;Wm)!v+Dt*La6Jb+I{pH-F<
zqcLCf{f&}twfg)(FZXuc?vhlop^ba;2cS>VS)iUR<-i<rs}j>m9Z2$=UgCHF@}y#{
zuckg;b~tuhRpZ+F3lDy6R2^CPh1FBC-2KtXvCZ^2M(KOMpL7w{&RpI$<-~;zQ3XZD
z7t1AFY{&AISDI-dt7922#2wew7XJVib+#SEX!G>7y-!={tJSX5&or^6rM!XECF_qB
zs3~Y41q@FwdkzU53c|FFMb@p<@KsCXz(*4};a)X9p3zURndQ^~RmReHd83krSB}UY
z{Y0}fJYl=#ZL@z<C)9V^io1j6Ym1*FvT^E*ik9*znLCEa-`^^+TP$$Yx$sUT0oZH3
zN2-^#SKY6#irW-}1B|)YXddfp5o)OEgvrXyy8i3vN$XySmisZN7n)`}KW0S>t+cIX
zn=O2mboC8;wu2M8DD6<`>@{tV_LOqUImB-JDi$j0i=||2lBAO(fCcWz87aGOrQ3q6
z$77g{%)e4X-F2*|oPAzt7~*m89$c;zHa%H%h}1!As+F$(cQs2h!^*usK^^j*x}K(J
zS|u>KyeAvujp~Y!(#K6m#{q-z1xqo}6J}PgH;~Q#BPjQCSwSP9tcmbS-W=C;1zq%i
zizdlxWdm&V<<X3Jt#2phvn@}k>U9OyO6u3{l2>5ha1@4vy;^MdVLjU4_1FVTa4>Lv
zaF$BZPu4$nb=Oy?X*H^KjYZbFYRMxJmwza36;fO4olwU)rQkRc-1Qmgro2bhwkyQ3
zi%q-gjA%QFz$H`ZB92xWK^*qV9jrM+(RI&Wx2dn{9~5-`Mw0!HYti(Ko$!VkoYuIo
z_aNgr_gQ3ek3G{DfKM1iX=_}U%j{Oj<%*oY`QO=2c!#1JrF@E!a%EF0NgGQ;T+%&}
z5Hl{~tzy>P2e>6Q#jJ=m&RV~PT55*-WU0AJd}S-xOB)z1$nTQ8<8iBed@@YoH%EG`
zgce0J+q;4Th{*o{VyLh;O+5FyjVaX9wQbgT?o|*9lQ?7C#=IUJ6bO=6k1_jpyU^uS
zXS!5*tuEYtWlmGxVQmW{4QX~hBixlhsI9Ogqsdxp;0&Lr)YoXOE~0~AW(eV(0;${T
zWtyxuNeCTD3d8<VQ98tFg(Dj|$ls1ir&7&|tZpsKxWZ*F;(D3450LGp#qm;+nJT~^
zE>vZ7(NjzxPb1xfo)V!HA_kcp;{O0#p>B?ZyAfw+y3sZe0R|%U>#cPxnp*jCtBLS7
zX(VU#xySv9>dN}())vm+VS&P|X<G3^SGmB3`l~H<%j;6Icwx(0IUsdTQ<OESHRDvh
z%N~KLWLNl|TnLLliuFF8)_QW1(;Q}{t=Q3)v~$sTk~{RVN=9}#9D|NRwOB7#E7Y-5
zM&>ogtb>i;Fqgj>GhamY8hq4Belj*Er?oGLG!=9b!A93@aNCkOS;aqydV<qd=qRP%
zPBKGWGlf~CsJT%WQdG7#klwz&>Y;YjRrcG61|~QY*BzDX@%3Y#ByD2vV9BRQI}=*D
z_^qgFX`K_~WMGUE8G^HWjYF$yOtL&Yxb7#qkg?WNUgn9FfslegE(&{7XzMK<vDI{U
zxXakx+X)=|C+ZYZz#{8&pK#Ta&RcvR@as?BEls)HnCgP#fgW%Iv3QZ;j+28=PgP4n
z9W1f8a3JupzYY9Iz3KXgP*I4gVJH0CyL^?OUF*F`dbb*9#T`5^9U0D6b)GvhvIB<t
z#J_qJ8jtcbCA``wn^5@T9n*ALMfHzsVsL4910yMZbKfi7CPRV2%Ji3jR%<;~k+sik
z6V>MjJeH4=cgTD=^>SgeIv*G;U^$+L{{WfinvV)KDW`n&v`?vHTlS&_XV;rGRSeIH
zcpS&H{6WKzze9CJ-rc5b)7Ml8*v1YU(<{jSE?+I0mr=`IM@-ll=7y1h@gC)K`1bze
zzB&_9`xGxE8kmdNT1YMEnmir?x&Hu@($~%-rGfH2&ci?%Ir$^*-W2NUDkED_XRBlY
zZr)kYD;l_+M8;a3?E0DONomVY)9hCyl2?7Vxx@a^N6&7O88*4R_c+3D>QW!F(thPf
zpp)9htH~sNU#S@Of(`}~4`vFPbqtNpT85gR2c|ug6mLQR*c-jT;+^pvw<%NCPa`%t
z=N~oKM~8P!$sRf?umW6M;dp}rkh#uNT1uuEE&;P+oN`oIi*eu#qiCp{{1ARF#3~xO
zjZ5QXnynB0O`e9XgwiyL8I7vBtS+>1LiRPyB#z3Q_g2$FTG?H<9;&}_si=|1&5)9m
zI1H`G&Z{H!XUj*%iZ=$iPv%bI-kCzRrT8AJp}8dTQ;`j>$p@-!S3+@iIdWOO#~DO%
zl!wIVj(a0pJ41289->{r6J2#EJ35FHWMMHhp};Oi*Gn*sz17!E=vnLHY?1?#fo0)G
zW;=!BZ_9o)i9;u!w56<+ZK-)KD)V>n^itA!fO0yjB}bcUt8{tJ4+u5fmLIHlE5+M@
z+qiWshRaG}%dyc`uJrL!N<%ZkCHMKfy`UW93MQ_3Y9!wDU6Jl7k!38uQ5xL$@G_Pu
zX2x)cw-yPS90%U4%xy7?`FbKEbD8YiWl5f758PUgj^qS*E4Pm*XKp&ErnSy+Xi`Z-
zrIHUJxJ6xImw<(4GtWeH7WcoBxjhr(Dy10qXO_TDqNzhM%6>r@3OE-6dFY*JnqP&1
z&iNuM4?uS+-FAIMPFug>OoN_?nQ1B+%cF1};S5ICbixgQt9Bug!RbtL7)y@{_tRix
zrzqxQak~lm=Zk6Rh^VA)2FD=kM?5*7B#$}XsZ+`v<A9ouC&+#j79Hq9C>q&`k>s9w
zFQXYKr%+7R?%Gh>T*qL7tHh4Xkid?iu)rMLr-OXHTH+645RuMW66C2a7zp8$S}<pj
zI}ph4RrKErCP=EjT&fwh^ScMpMv&(pnNP(7hzJ38-3ZXVz~aU(h99g>1D(|Km3y$*
zqn~2~TgmFFbm8>Ja6R&^+G|$R(mlUf_)B|`j_N>^qQxg>Sg$$?KiS@MNNcwGEUx2B
z`WmSz+)n0|s9pR<q?U}u8-`pxR$*|STZL=q+xDDs@?Ky9>_~Rx`w>uF>tl~&Cwp2G
zY<ucv0q-txJ=5@7D`akCXI|J$Nl#HjI5IG_j(Q=bfHa#vR#USsc1<Pq*qY!$BzHk-
zD+HF8ZvY*<@T7E>sbw<*B_I$xr*&SSr>v$tw4Y_O{sUIWxre(&nm(s=zOasxArz+o
z1g%l2V63NeTHtapv!}SaR~Gv5grHnV4tEJZ-oFyC{{XQ-;pb#?ogu(HmD9Zat>22B
z({wcT55v^W*H6I8e=;I6y<HCDdxU${8;ph1*1=mK2a>Ii(e4ll1AApt?N!oRtMl2V
zU#PW=FQyH1o1Aw~<BEq(5y>|Lwe=kE(rB!j%9+)S0zKdoSGDxbRUJ*bDIt3vHt~h|
z`F^{$TCX-df)7wt-$8i2d$GjYXH4l~91Na;R^+bVqMb}U?;DWT43u6+`ZLxZBw6jZ
zJ3R5#M8XS5&IVVDwICXIQq<Ex@>v_s-;&Zb4~*9fg$arlkmnA$SjFx2)zy+!P9Enx
z<djgRnz-*~2gBmtFJ`l)KZ$6MSydWgAE-^x>l@X+uj>>wPlwkBf}pg#P|sQ-m<*HA
z%TuS)lob~J-vD+w7*<EI#<w;yDaT){F62Z$C+b?<QyPqycR}22cRSpsuBKPZBe~>d
zMBb<)vt1hK{?6s9Xe-^aqJfQZjjw3Kw-n7F72@+Y$}7hI03{1DsdSZnJINb|+=_zP
zbA^q2BzQe|I9mpxsJ6Zgi5N~hDtm6!EhU?nal$XegP>vS$$Lj)cSTcb%K7}ZTqa~-
z`m60$fV$i%L94mcJ0p->fzTR)+XYc%kBzw_3ss8oK{Od`@$=IKMb6cL6mD}_q1Ns6
zC!94;hjsK)IK@#Z0Q#z=x?14V@ksI)qjine-Xd`G7+v_R?y9zp&L?|#SNMgCv+io(
zX5?}8GidbfOFq-ylTl)uZ`wbKyHwXxbMXZkRdJ{Ixl}YD6Hs4c9>l6gZI&l;=Y8qd
z(vqa7t$=?sLXE1qK+=9O_odh<jG=P@o{SfKLm_pvafbbnnW?%$GDCt8-WW53pORIX
zBT5|hA<w5^2jLthgCiUe0*{*R954Yqp(VIHlYmfKz&%5%vG*pNBjp8Evvxg{ch}?~
zjk!&k<&%sRLufw4AVyhf(Tsvx{{Z3!{64E(w^GIAG_*HvI9MgRrg}Pt%)sszlVH}A
z&4I0%+g;of!o<&|-_-gy>2E2Ek6#--%bj&29K-OA0?PIMz7H_CG-X?>^{oJh_)i7i
z#ZYgz6LFQ#$vNz)fsEm{(Ek9b{I)H$a6_{y;w`uXgzoGF{E_WJ%uY@gsT!X*-y^x%
z90<Y|QQ35tWi6bZP>BW<2s>hN=$?)uJEG%bOLMh+Lt5U8!3VJ_&A5gPBI%yNjG$(d
z0}V_G$jA!(xX9pGOAs-U!XA8cg&PG^$MYwQ<=swEO^QSh#zBnK90GzQmvD}7-d6=b
zJwFt=8$CmggcYEksbW46f);_$B)@3vy~k2Pg855_;XM%p7+f&9$DmX_ONA%YYBw~T
zCqz5C1h{D&4|H@f7LHLW9J-aYS$lwrKKoN|gKuRrTF^Qmsv0ng$OH=7Nz{&a!@_OP
zN~zA{f|$WcGZ1==0lD+W<c}ntfTvmrOKBdezWvMZQ)hy^PEuN1fMu$8+RtTOtgDId
zd!uF;PXRL(vRU3A6mB4#ZpR8*<zRxAfs?+gGLfC3WiAmLGqq1DcO^8X^1(|>w!Vdr
zf2kQ!8lt+}TV3W`;PPYi0|7x`f<VR<vrp-(eN_mmuDG%uGqfH`QK?mJiKLk=V#@4p
z8NfWLn{_=@oW{+;M^&0yYL~}O{{S(KcLb>$W#!Pc?E|8tjfl-QqW=IXIY#=LM>WOU
zTs=C4ZPRtvOPypiBCbc7901(o##ITo2`XMm<a#OnH*<Zqx*E29sN5U^$<ClU9;WRN
z$ZdVkQRxp3ZM3wJ&2i04q;5O83c*#SH1Ln(qk*IT$XL97GF@b+5W^E0@Z%~L?XItN
z<nOMLfc9y^#jhPz014dZztQ}rO{U9j;w6K{oi${j2C9wmWE{DGj#g~ii)3GEk*WEa
zPhVh~rlz#Ir;)Yp<xpa#V`|Bmot?6@@#!Far%Q`lRbK{fTKvxH3c4wp_Qen%AgPsY
z0px(Rw|>HHC-FSJ*i_v>XkPbyR|I^Po;{2XwKKeqHpeLm1da{>xR1S0+N#+R1<oht
zc~#Ib?h~=Q4+AS&yNaEe%v(<*u`Z_R5Md0<z3_#Sx=DBqI9=2B=;dHCJoDHo3x&Cq
z_%QrlsxmT}{V!3hWhv7%ft*TtIl>M{ZQ)4N%OR6vS+p)kY@SiPv|%osocfQRhqxsj
zL1e&(9;)xBZ*oH1Za<2w3sc$yhza^!!6q`Ln5U?GaHRJ&{WWl@xlGD<cNaU+YPO9M
z`igcwzDFF6ix}{h^$i`tj;O~xFG164yIW|)o_lf!P0JH2Ihx{+y-e>lW=&)+IFJ{w
z4{b72yKF-sby%*v(~P!N7RCW$*tHJ066QK~?P238hp1y00Aw<Gjw&&5uf2;P`o=sz
z?(1Lw0MdQTTIEdd<!Xegrjf4uE(=V$TBC`@&SnR?uh-K>w*zW%i_+Xkn>J9cHYGYI
zx+i0tsk?PSILoktucsm8fq;dILdSu-7*5l9Zl*Q0d~Gh2rH^RnSJe?U-3Amjx~cfa
zcv60Qi+Nj^*ul>C7ksWFG-(=1!Xlb4Ant33Av5)W4=I`Jn9y)X3HGXmT^J?GZd+M#
zvt2fj*FW2;wNcl^=4GzQShwwGHeZF<<y!Rh^^a><={fgY{%tk#+D?-TBD<GO?q6#h
z>6&nQs`bv^T^pQ^g5wL@%iH*-B&~_Wf_wU^QG(Zc5!07l1G6c&8)*dOD7mf2lY+0$
z5KMXn8F7h?W43|9ef&$J%*#BDR-Fl+T&Q*eaG~O!N=ktCk_am4aE;Pu;Z>WZCUWhm
zR92<CnE7=JHbk^(?R6z1LtOmhg=>q%jnVCHbL_Dfhesv|!j!d09N^M>t*ZQ``r-`c
z&xgeMIasq#tkm^)F|=^fdF4aaP#H!@B%Y-;XLELT;Z3$!_VRzaQrfP)w#IJK__)>T
zv8hbBTF*Qv8q0ZZP8OL|+Ibj21C?F6)5g}E0m`|-2%9krGR>`}ne5RPIPt<uB-(l@
zn)rZm3Lc_7JAg`2^t}ikCM-@4a=2v&s6rA!=t6QLTu`)H6M7xa%)soBg?xB90ZKA3
zM=O$3^&_J94nE`_{Yb_+&F+Yfq>iN~cnCuP;nX6l@%0APZb`CY;l@#LWR6rsPsep7
zOHsx+Uf(EMz!F7~1JxpGeCG*N@`qq#BVmj@WeLus)YtM22?;GThh!x5_#LvXj;4*w
z<Z`2HX$F1~(G6ewm$wT-R$jsmFp+|#<)$O3Ldi}?MwM{U7Nm$8`8ep@J0ymjtL_Na
zL`eXImp6p&)xzIpAkP%)Fj_)Ofx;tdOWE87JAx?~$HKXU;c3D_2hmR8*&;Ak*j-)1
zCn!A`@ZfU0kdk>ATmz1)#K_cI`Fs+xtGR9)h%1>1(a&Y~mPzQn%Th&gtga`#vc3^G
zoNYgXw;*J-ExiF6%1}Hmx-!yo5=L{-sZ+Qn1$~L!lx4ahJydZx<8i_d<e#LJ!#iXH
zmYkzhKyXY2!GaJcpu9BDcKP9sStD!RfJty#9cG5KeOq9Gng0N?7C+(liICf&WHmz=
z9hK7M;`OWQj`E1zjyYXObs%sc3G(dRZy+x_*_pqJb_gvs21o-~GteqM9e<HCTzMH&
z8uwMc{Zw8Z@D71gobpEtGcxoRf|IuKbzGRk<@YqZJ?a-QZg>Sq)LyBY&R*ZeWUQV>
z{g+`nDx@b4dx-g_7s|4(q}k&`KIMl~Tt#H0G;!>!?j$9$X1k2_^-J2<EbDFgTXRaI
z@Ft+e*-C7O)h+O!M8n$l_ChJBU)=BW9}gtwaaRokTTKO6^GMD|RY&tM65y(QPu$ak
z>W__ZrohpBwKpMM&s5s(6t1Ig*_Z%tVxV=6;)*Ic8tGY_daNoPO>v2v8BpvXtFINc
zM46{A&up#3<tZP>+~lh8HVZix>KT5hWleMBW-+_4QQJ`7bGn1qs&W}OI09BX+45Pr
z)7M!=<G4#s(uj(nHvq0hurraA#N~h-1Xd=oxl>BKl!@(e$RMS?f!!1gbq{IyNk+k1
z?vBcp$y3pQY(_)WB6!}>)koA9jyY04SYyX0@lL@`+2jrNS70CbndJq2$Ul!c<#!}>
zD&H2JY_Su!l*{y`Tb;HhIo~A*4&7`*t;joLD-C&R<w#Ri2D1kUtB#tu(zA4sI05XT
z%x-BdAdGsY+*wDl)H0%6Hm7o88j$iEp1dm+w#@{Qi6z5{RG3`o$Z#DMhTEvkJ6hRV
zNC}*4>tp^%-3jr2B(=uTO|XF*cpY%57fLTCcX@foqP5j(M$|XUjeuv>1p0X9ZuhtX
zc~{9=PyYa1_C@@?iB!P{kh<46cT$zq@i1^fC>Bz^`7I@9l_2#JBu}86=c+Cl+D;A%
z5?V<kA7r7)dp>G;l=mtXThyP8taEe1ZfL*+<wZqU_J1;RO2;|4%D>DE_Y=5fJYq>U
z_EHU`U<wMFrP0U<8B&o~jf#Z#H8I(B+*{xQ*j5cIq^s|f22(Q)Ck4bR!K@E=PrZ60
zz<Z^k_V%&Pj7rYA>a+8*o|W2(v4xFYpt<i~i3taTHJ?@UB%hJ!6&qJ+YP$^Ol6+0+
zoG(~hZ}!SMC%#$Y05{YxHTbcr>8{r~AftBZ+V8YFBye-Dw$A-Ve{V}x#n+C#O!dI$
zqDxp#a0))x2(GM-42G9D09N^;JT$V3Hq=$MvOKpu^0uzb6%Ck`9z9$e52@#K6TtYI
zN8FU$=KzzBMZas!H)EoK&5kI+BMkry<wt1m3E6PPO;b+Soxo?ZSowOBwwe}rjui_-
zXc>({_b`L;DG08WP>eEHjz>baeOKYNuGd8OfE%=Ds>N<J(Zg3OBX(NT!B?lrRd=W_
z^!8fAqijS~SIskznCCm@RD0w(B;@j@?G_t_+Fve;new~XDGR=YzuW1|wNx)_ag&kJ
zU9waiK^#jP^SMuSuN^WzMGriWIV9(wRBZIpHN~ZeAmD^7u)KdNg6XZmJ}tm&Mh0Yd
zRGkal==pX&^&0l=JgF-?VlB*$A1tpaM)wy`^`5$nS1<<`6uV$xAeTHJVxGAe9PO+l
zs<-%Ipz1YULyU8_8fcCrleqaSC|5cWdvEwY?J8BW4W|y>^C~r)-6$Jz&p2Bqzwp|@
zVS%BSw?3yC+U#<>;irVI)l~1T`paOYYqpo;l2J|}Rp!S+Dm<FM+E6KlBosTwHxA`Q
z&vmGZX9%TmY4j^&@e{&!X?tO-ZBL&DJMghu`e@luOHNzpmbSFeE!@$gHrF5GGDh1;
zU3ZskAiudTD2t7rdLSEE?U@{4sM;#}+E4z?GotPAr&%4^>nn$uB+eb&dM{VNjV!H=
zkPhsLq;)kr_lZv6RQ{ZG%TV1}Yqv43mHo-U0aPy5`idDpjf|ezT(sS*Ep=_Gqn+?f
z-i~3$5G++Mr&xOPt*w8?bvKE;BGpEN>jL3Nmax0a#y`5ruUAUiIb^1h*?ev+Bpmcs
z?KP-8PS$j<w_C0iQovia?hg$Z`KbL>;a;huiSyJNJ<Ms9;7UmVfk1x0$ISOe7(9p7
zVng)}%H=J2TC~1exdigeLt1l;;U@8PhAB&8aWCk8B?T;%kT+yxVCRs15?NxtRX5Ly
zhFMxhcLBj(TJ1xn5Z7icgKT}r9bZu+h-~g)cTtr!Uj-E<B|F7Xsg_3Nz>l)3j)q!k
zOjQxOH-pfw$veRVJrp&zZ|yx$O>JeWdfSyn3v*iL#TfWo(*akcubt$y%=a|)1e6)A
zoW^4gI88CfcV4Qkkms$>HA+svmfKCDwyw=B!Mhs^2040z{ijh%;@IRMgN_}9rd*v*
zZhb6nlViWq;X}RII925<#rFxRtCpqv<&e3@j!sHUH4;Yu0D$1M@s8f<rtsn2S**6}
zJE;u!2TonP8(MG?@low>snky@#X<HEhwJO~mhY&^TJp`ics!7*)m75Ea$a-0s+iP5
z(@jt1Qd5S!{6X2yRaMd#J0%k_om-0-t|dvLRBB!{WmUcltP@<|^XY?uk)ETvzj%v(
z@b0$6*en(yO<V~6D_ge>@1Ih!7F0;qw+|yDvg4<ajE9mwXlr=ZfRkkbtmI5p(qZPi
zV~#x%D68g)yF-ow5&V)*B(5`#_)CMf?l1{a{?clermk9sx|y$Znd4zO{6c=~CFjk}
z&9!43H_pl1@+D2s>WfV-lx4meA1bkjb7p7&?)Az8Q0p6=>Vg_Nvkut#FKd1$dy=0D
zsGT%J<guIAQom6lEyIpas+!SN_G&t^>!fAC^dw{|<nITZ;Wr#I&md%MFL5{k4(VkZ
zZiFq3*K*~qYOGamj!Rz9{@^zXurs^i<L^gSX<O~Sk+qdnGDj9Ol5>EgnIO&)Y);1I
zDsSpo^xl`f-+_I;oXF4WCxTGgpGx0s5)axG&x^PtqPTcv;!AYIEQVTe;KPtYcf{`#
z8>%5Nwg$8loRGBY#i*}m@iHGPC+624rfAyPLknC^6t%UmO9z=Wha_|*SLGr}Hv{af
zI%iAYFTefWPU#vrC$dtVmnu7tU3V1Z%|51eJT)zJm~>&>`vvNs4z&k{tkO}peFJ0+
z#Eg-HaX9Cy^A@4d`kv1Zn^{8P80R6SRvTMUOyb?;zN0AbrS}zQ`A^ZNhvH>jmR(O(
zEt!oJ`6au09#kcU_dUL)v(vk7I~56TsE(qe_|DFKN}Ui<HLY+X3&O%q)*S|hjIqnB
zFEx@GqJmeJfyikpv2?!GRo0)aHOz24f-tt93pEaqrLwvjwnOJNxWm0xS>n}orfpLs
z*48jbjGes^FE%pol&(HluFfEPhS;tXns)hYlO$(^b<U>YB^&V^n{n!Lt6FPQQ&O-A
zSUBNXsx`d}>0c9J2Q9||F^yme_C3hSWwE;wwWsH}e%pzZj@u)hj!#9o+ceeYveMH%
zV|f|)MpvC+y}p|ED&Sx^enVErVAuME_Qr^47zu6x$wE0-GwBS~!mGw{He?U9uj?v0
zi%rSY^32zF1aXk2^i|_fQA8hYt#m*Rt#%a)UDjTz>fKXa7-M+=G$wSN-n7cvdUv~V
z<CNmt$#~c|GxBb!EG<FmXj-RKYAW)7Y1d0QZ}Pd^ehQ%s6W2=jM<5^`RJ~oM_fbsw
zo&%0DFjRJowbxhQ+ia(i(90u^>?z<i(9nomo3-0F{w2r4tF^AnsN<IIaT8sVNZ>C(
zYQGcognDwNl=lc~q<kbYCXDAJqQ`Dt4b;Bg>d3AV`MuA&$h8f=@u%)Dq^)*FcsMvA
zEp9zGFm3NsC2lWa(f2GgntHbVElpiCaE5O##_v<vT)Y?1Qr&NJM_)=EPXYcQdwQPA
zsh}@$!x@doX&&oV@Uvgq?AQ8=8rgQoR6!Dx(2rF1Llwtwh<7~eY5H$N^EAtcgnBl*
zfX5}C7@S-7*}+~}@ryu3r7!NKjOGV|=#QXYwz=zTZ9Ng18pvhiKMTR(d85U>OCF}x
zFbbBILesZC%NNGceT0j>M}AN8D5HH$clKC(fsJV;-PDV;Wx`rtIws_G1TRKuFAQwg
zdMM?FoDk-WJ1e@A!}|R=(CS^zrOzyI$XW|dKR=9~<4tYb>1UJf7MhAVHcb<nLPb30
z4l&27-u14CnyP@*HVnUR?}cLbTRfE24vF!cgM^)!<TlnirGkRPPztKwF`Gh$o+%`8
zI|=)hhLYMu>@u+I&pdWsfzaL`>8p*FDPI#DT-@#|QyZVSmR@q>Yp-+5kWzx|IAId{
zctcMMT=9ECP}xM4G)`+kJsPqp^3p&GmeKL`BO5Jp7i%M`BN3Cdq44K-N4_V&lG2(n
zhIJTAG9Sc!TnL+JF;+3#cVPN0n@DO(80gs?*ki!&!lCHKP&ndj2WPsJ)p5|nOy|?Q
z2Z8*kR$&VUiJHDU%svC{M&+AVYPvR3IgE2jJvmst-nZ+uZ<C<OT&|W`9&+bnwo2_C
zzIwl~+>c<Es}xjpu)a^s+nfCTMk!<S95Q%Pe^ZOg&$4QJRb42{qaY7tIjWJPX~<0#
zDn7ztGl%{$x`>2tBs&X@tet~sc_|XeUYA7Hx^}h0gfQD}EGHc<%x+i8@t0(z(@C;j
z#4CL@x{_LKlHB1z-e_Zm*^H0H8L`<1Ex@J0j~Hb&d?G$@gt%2P=iwnlv~BKiyOZDh
zs+-QW3bl8*<W1izTm4R3*M#~GlD-&Bv9;T|C17zoWUX*L4p!aacZjfBBaM?dG_(Pd
zpYevWPW{YpJhuwR$1l3`!;3@~*FG5Akkik)^Jb}_Wfg3Zw-^Ttde<H)(bij^6eXp^
zFF)U_O>JA{Kg@EO@(*9aH|`_gzj9r<?@}W@vw|1J(h-4@y5LSo9IF<XqNbdYDQ@pV
zx%$I7(4AY5tFtRbvJR~wNm?h0Hx2ybs<+&1l)h0d4bD3%Rmz*{)h=UBK1qh8)!YKw
zwskBsRMR>ygf&21T^9Va9H93+3~xC3u5#ngB?im64FL+2k=$G{K53g1Gr7kBXxeu`
zeQuSrP6;F`HIeOtx;b7tIeI5SR?yemSQ{e)fa#R2>imA9bpHUStHf)M?j}vD^i%D$
z#(0`=Iq0fX^0kg3{E@=+ZoP()mMM$z_6ZqYYOQb;5^U&PPgQ(E>Dxg5q^A^G4G^j2
zX4A+~bq+3n!f?9xIo;RLvvcr5VeBvJbE<-|K8JI=608;oVSJ5ifX})TmKFx&<L^n8
z<_GSL+g+Z>pBE7-w&|w1rtNST_c$}BRS)7NvXPW#R%{O1P8BYbSX^k@V`IyPFoC-2
zO6!o>Gq~xDrSu0zKKUGzKuF+ANg>2@*>t_n>gOY^R@c?JxCaGTBhpgL%*MwY4Dh|O
zAXgmNHY9$Vx5rf=+y;BA9pg*F%3m@(ZpL_3qa96(ulRw@8B(v+LP!f9;&{T)rK;iF
z$;qnqv#A3OMAo{(+@1=OcA<2!7QFWLP*)m{txjAAbh=wrT+Q6b$ZxI{7Ut!o^$clJ
z12?#u>W?~N@!dBY<>P5~5e}l78N(%R2gzOZ?TVJF2IZ~!m1L>iq&=#OsZXJ&mZnX;
z@}>=rsj+#3kQDX8(G{{$J9gk6RD>65CsC2`^iL%y2ix3A%!Y5`B|6<B;H_+R91P<N
zQnFfY)pQM!`wm*NeM>xIt8_;M9HK0muBwh7C(L%<$}7lJZ8WX8?CKe1i&a}$YnSU3
zrv;AB9n!5@=2+no$m|d>c~zUvqL#KY(sBxhrKFyr$7gjGWc~h=$%q+0$YqmM-y2)@
z4qfw6Hrvf*6T_jA%^sOg$EWIKZg5HYA**e5G@Q#B`Kr6wy^#-9Rq^5OOi8M4Gsm>b
z?w+X@s%x#%q(?|3l1Dq79*PzNw~_+dzK+vdh2_yzd13A&X(@`yuy$sDkhEb^UbWek
z=4gFiOBdE!$xa49$w50&YCCksmRY5Z&ESKT?s|J=wrV!V<+05z=YX-F8#E2NN-1u1
zu(mnj8~zd0DWf56egmQ>Hoi*L(`2Y2zpupe?AI&heha0M!2>I<vAg1Qocr`v`&~r~
z9kJVU-74<-6B%=MWGxe4U75L6gVHRH)B1Yla%gdp-xp;sQ{m;%$HU$Dt6zrqOI(nK
znHbl!_c&L%ZZrZsnVE%UTF+B5{HxLRsfI)0?R1hKG`QpaCCi6~viW7r2cp-_>ekuI
zM9j`oYi`tDSNX<c9;?kwNAWzF*&7qi^Jw{?oU%YqJ<%-Ek!-`G1KnP4_gXjB7O~Ch
zqo%BfW<k%$p*0kbQ&}=CVJbsQ#L0462=_#dH%=Rpz~8w^$#R508UE|8xk6j^vB#<h
z$5be?*<7r!!p>R;;D>FpCLgjCy~5!h!-oYE_0aQ-pgN%RBPi}iW;ans6C1`9O<)W>
z9DJ0_jdYFRpektI<IYfQKz|VRxl_H!p!b8El;l%6E%c?1Jy!!768v=-<<Hzv%Yq(A
zMtUN~-Mkbu@@*#yk0cF2-xG1i2zTYYgh7zIh0m(F>2kY0LIwgg6wl~Fcn3MDQPH>_
zoFbxxFmkS_WENQ+Bo8Ab6v%+(Oi0$_9AytC*7YL_3V(CL&Bh_7<0-=q6Vb@rU}17c
zaHm632{D!s(w`4$KvcYg##1br!P&|mFbud--N`8&F_4CmPh`-jaY=iLIbJWhJary`
zg6>L`fq~7=1{5<63Ob&wF@OQl4EGzxaK7Y_i~*F><!gErEVZPL3KB`2?!KyOC3~02
zbaB)^N{%=vDW)f?<9;Rc*f5IL5+-=82s40r%I3hF+C#Vtg^tfcf>(0<wbW_Y9TR2e
zJ(JIA9YILj&J_xiE~j%%gHe$~9St-?ad#N%S8M5SPmQuqNi$mi0J2;#s@96;&|E3%
zHV64~Zo%|g9;?@a`2-a3QV7IY&fj2=Z?g2$qNc#U#ID@*{o3CIb5+74jzN~4*~)I!
zM{&7KDQP!3-J6tbv0m;_WwBMs6Gy@bCkiZ2S3xVhsb2)3^NfN$k~S-TMAxF~*y&E;
z_j@&Mq2fB$206nZ0tqN;CqO3tG05~n)YVp1pE9CZC3Z2AbHZ+$Ek74ubPx$0#{(|<
zmiE_EGA6c~7LGY5s!TNw^9RI$vPTtNLt&C;MBMV{bPCyDYOqmT!H)LH=Rf<n*m(QW
z&H$RY_iI8oLsh#2Aof;kMZTuscGE)nTzfQRs%5q9WTD(+J=dl@4!CKmD*&3NT6n6Q
ze~9TZxnt!w1Fu_}d45IlXy&WP{{T{*Y4FbbTw3Q-J|?>#XyGSUcw=8`pfysra35&5
zuv=B<#2Xd4n1(@6?%O&jEANQ<cH?DyQ-i(Wg2Fl_P4$8GeVKt*l=8P&tZMq1=DF=u
zk-V8@8-8j!=}T%6ostZJ>ZLU^Y2~k(^xK4TJ0N-_*|f|TEVb1wWBmzR818t2XF+vl
z!L3RiRBU8~Mt&4KUGa=|D&MMf&+O+({ANFIqq3>8<)`5*Qm5tabGdlMCHG6zM8=Ko
zXveCbudJhVCog6K$>FS>g8}D``9@Q^wz1+U-16sptwqd4tB$4_!Ljb-8>umNxl^)V
z;o~WE+J&xQk8UyB)hOsYtLT2V_hTa=SKUc1y02v8?40_fS0omiF0Mv|wo=PmSj<Ne
z+v=42ePeznFy(g9sOah0gU1~(jh9tHFW8T=&|#0md+r9SauxIhkBWMlIX(xLkX6dT
zd8nD}jncS}VyZZ*xJkY!Nzb50P<?LQP#-G`Ks^?4s<U7vdYd(5I9~fRWVhR2UjRGF
zK7l_Ja8XU<N&zFffzw*Ck-!+n;pc!c&Q^t|G*wN}-(I>s%#J_^U_7mRJf=1#masqV
z5x(X@&gRgRy<r_B^ktC-7ZJ`C5<4U0b{tmst8`tej^62@1+p=u<eaK@owU%^)a|O6
zH~S=O_`Hi2Js9>MlC7!aHblzq)-c$}0F#WBOu5iH83_#Tw_S5!r=zH8qm{1&asgS@
z+JUEVb8>!285l;R)NGM;e23;!DC%1g+UDa5PAb6sHNDVP_URbnSkr~uYg)&TG~ka_
zG}^#u8H;sX8)iyL1Lcq52Pz)Eo$MT|RRqz$0ygd_%8MhanY+vW$)DNe-n&>amqmRs
z)XZu(HQ4R!pQ1IpvkM+o$@*!YW*;9J^j2#Hj)pej%xL4$Eq)e79>jYU>%9G1XTrMW
z3o|2L)LjkYS3Bcz%F=FDD|_jP4Q@xW%{3*o(bR5-f$Y77<Swk~mr$8_gIf=|V7J#z
zC&J!6@}*fDB^Z>0_o@xP?d3Qz#59Fuw%i>#%zUno7a_8Kre@odRyy}2>#fi=h0SkJ
zs&|S&G6x?uq1!D}T(*ZiFdtH+YkWQu!Mn}m`=Vyx0=xXgtMc_&c!_}ADgGibI-p`M
zhF!yjsA^pr>M}?n_*9#XrObEP!sX4zr{dE{;v1Kci?rMx2yX9XWu=(N%#)Qy+Uj>_
z1agm~yg7quaSL}3F&t>jJe+$gZl#*4ce945*_|w{$0dD5R4W`lE~>$9x5V~>N=H94
zO{JYLhw*~(vnjPSQ#j{gQI%A0W_K`;b+FReBb0xe4hfsan1#?2<pIZ{&RZVO#M8*|
z$e{5(%u1q|w>TL?0OmiQ71r@*@+5F*;1yn}p~i8_FxnrtQ=Ptoq=>~dfZ$~q-K1k7
zM!qLT?wCu4S8l;28)3af`&j(!2cSU90qhj4AUm=n>a8Q!?nV8vlou-<8Cx+HyO3~~
z9zo!#TB<x`fyx3%oYT<(fm5hZoAn)~pKHc{x|*b^%RtCg)&dB~!jhqOWEoeeE1eir
zv8o+Q3<2_vGMs%A%YGnoinFpeFca4bWWvpyVQM#wK%A7%Ri4iLOsCXPk=X++G3|wU
zj@J6e?2W2I9TmBmmFMtSmoEm;o7H&cv~SePDk%<qkdi>)NC9cLtsrTkFNx&fbi$@o
z(ir4(T;4(DQ=j4j{{R@tARN~>vPl_IlT#ez1RSt9bPD07U6hslL5Rmi&b>l$%^>m@
z6@lDbu8d{u9*MU%utc0MqmO&A236$^e2fURj?0)m2vVkyk<ke}8wufikd%C85JJ!w
z2u?YK1ljA1D}%VRClfi*bUAQ^_7wFau?d4|cPd7n7QA*)?Iaw8R23zIpI)k`)M}eX
zz%uQmw1K=%3$i2jT3ru@wuV8q?A(1%Ra5Y<Qc*=0l{}4Ov)yU4YMWdTXU~uET*h^o
zJj$%?F)6F#8~`&k*Lnh$l9}?;H(|y?$m$|=Qn`-)Q-!i?omcx!l2cLT%{*>d)Yi?}
zbGav}TAn%V3;tP?<?xcgK0k7|o_ZDYi1jGzg%hF48N!Y^&KAbQdYrYil<38^?r%q6
zB?(?zjHZ5Tx%5TmM_Yh3gB=b%&Qp=QF2WooGa%(cu?AG39;B@;6X(Vq*V#+Mrrh@A
z5}@cV4}riO;44M1QN+gK>t_(-Fw>chm@fxwAa1s*njE_XwMWHLT0kXPH4X9#sEZgg
z>%yp<IF}9qDNMhKALwH^YW64IOh;0~!91l(Smy9Th9?|_-#O!{C~J^4sAk34kIn!*
zCQ0RXH|{*5831w_J3A8J$D;<`md69zDcLFZpI^B$<`8%|Q=$xwf+ONKxMU>kEjb-i
zY<V06>l{fP(YGkt5k{g$w;4mecewRW$Om!CVeH3cEazI>@K8NR=-MQB1x`gr8H_k%
zD!Ch+#{v#8j;FZD(T8(|dU$W_C!CSokeZORWCWU5)kQG!+E1WP(bdO0+8lA7%IjpK
zx3V!Kwih0`SIE^vk{PMuu|{Q@euNgwT~_8tx)bk}s_37oNlF~^8F}pC%AnjUD5(hY
zLw@CO@YhUM>Q{=tG4a!90|yyZtIf7L>Bm!V$^MnXwt_?JQpKsQ^fOXB_-xJ>pEX@1
zab9L*BMr*-Wj=wnMQ<#hFLpY)*;p@)x>DC^m{d}hweEH{1JzR_&DW5j0?vQK_!XwY
zQq6%eS42lpn{-5;oGCvib}}+a=&pJz!`rT<cocN*EkDe9BrM2U`(rmw0OQE@Gh)Y%
zTb%l(8mg9zZ#cr=?tTJYDQI0coE+dYv=xi$TP*gf$!X?p9LH@rQ%-tVNLZubD=yUT
zKp9@=W$w;YrMhUE&Pd9Kou#hon)66F8T?j_S8+R-c{sb+mKw^4cJ&GprR;g&gxg)_
z3^~O#_U$|#iY~Z3R+<fQO^<WHQ&d(unWGL2AbO~pFykvrMo2!3MY2m&%2v75Z^k<9
z;TsZ_u=fF(cf>a-mDbtmK`w6zh(_Qraq6eFCC7W*$42H8+X?~#cODgOP#A$Pi*qp9
zihddh&pAd~>#Atv4uYac&#PU84MR^=+CSn<#uJQ`0-?_q6Hcs)D*Gwau+`r#bx~}n
zt)52u7ZnvF&f?;FoU0|e$4K}Cq?lxmPI@RS^byievNs%j)&Brx@UI{s*UPp=oOigJ
zeQdPV43&iLX~@FVt)48`Qd>nk+FJ13XFXO=XP%vvd8r3r2+O@iBiIBE$_=!otM;0B
z{zd2-BdKJ#>)Oieyj3+)xW>nWgVAo9Tg8n%4VjKJhP*SDki4S+Yv*WtunVwGdo5Oy
z$EP8%31qBce$B)ecUkY^Yso(2r_B7R#>Lo^UMTpb`(Qeni0zA}<(R=;=hTL{@Z-r*
z7ZN_PAc@(FCu-%o3aRQD6*C<p$>0vEYr;xFMTSo#IWJmKJ)htu1(ppp4NF81nZOs4
zMnWgXy+L83uuDoLh4oJu4HzrT6jyywr>R=UzM_?cag&UwtDXL?zIRJkJLPfi<CL@G
zTBlI7)lHcnxi8oCHD3-qHj`V=C2X^KRBe7Yfs#+4Q~o4)L1nOM`77X_Oh(>!o=Twj
zW8)ouilvf>QZlNQ&)hQOmXz0uUNYS^Z7HN|4Wp$v%UjjoG&QEv?nXvs&5_6v#%4Em
zGAf5g!;!e)q|w{!sv2a8j}0CBAZM!%lW`=Hr>ONDbhIKJqaD_rXm#Ap$h}#Kkrhpr
zo>LsT4_1v4t}FE1Gg8xl=;uEX&InYCwaL|WPMGx00+rIgP?}@)*Kj%vs8%($#8Zl7
zFa}OtH4SCr=K6``E+p^?CksIE%fu^|l8~@8O-~`qqR;nP<<0h*TBeFO?r7`opSIS+
zHC$!b4F?AvnNen2Xo;Y{HyziAo`$La04aP|qcGFc3JZHrGDz+U%)CPI#=A%~NmVR!
zME;L&0eWM@+s>Y+(X?-)sD?OM5HBQ*gN28EA$&lhzEul-1H<Xz`%eRcQdi^`P_o`K
zwoIRlCYE8<*o!<45KvtzsT|`^F=l<&E>#82BpmXEr=zN?fz!ts@`qBbj_$pP?s!K!
z5jP8j^)D})Qulk56mpVCamTuswQ2gBkf?JW8X#u(WMx8NhmoE$gu}C+v6xL*-lnbL
z#-*@Y>`sQN^KqoAAp9_VE$Qm2H*HyUs;QbO?$vcL<h7;poR+G{E+lOPyQd54h$W8&
z?Q==#o)a&c?4Svno;slA%+tIW8b(U$p{SykSvW8Z{5bFTsh<)r?XuK;R>x4&O(S@3
zO{39ccKPZcov)4WYn#x5jgj>gQU^~X<UX!BQki8}K+QV5YFNPgpI6N-T~p_o``+V{
zN@b8_WTT*@aU<a;?otq1<bDene*}e@BYR^uY4OCTLI<a;H8-oYHtI%$ET;gTfO@S)
zr@-3!J8X58QwK5N958=%PO^P&$#a6f0kQEvaL=cr*kkd6o_kn|t)M<OU^T;z0@1*>
zmOJWmUUL^Vl0FgCr`~)r(r{@h>teo19ehmBmhb~f9hNIq6l{6et$Nc_KJ9XvNXcwY
zJqG})q>m2DoZBlWRmky}ccOE&`+>^hIT-~lw+fapFhAk<Nt9=VT^*`Qm^|k_tdBU!
zOI6IDtYasD{z67gE9K?y%4tZ~TYj$*du40B<sLx_ELI0?7aU6cVRn%ls~RL5qXcK3
z%IOt-rkp*3)lVd5JaReDu2lhqwfmY#DQ~Qpw{G+9k43=-h>6`vbG^r|q7hi<Lcqon
zcpU-{u;b*CPUFjuC0y-RJ4fvHKB7&}b91{r6;VEBGUfg-1gS>JWW!@)oPW_7NtjI&
zu`3+IjxsToYqs2IEps|1G&^bgSn8s6W!4(<1Z)Ao=Qu<(g<o(b$vTmC_rfb8bx6#6
zhTyb%x9MSH^Qqp})HDLp-nsQzS#c)-XVoc;na2%{=kZpi;-f%C-2pwBYOK}w8K|E}
zEkmSX80A%^m-vO*##3^MBX%SOzjEy$jMOvF`vu&eWk<NV(U(!gY)6=6c>r_HGE}@;
zdf_A@V}J<bm1TyS#_MP~iz684lA*=?QN8f94`4heQl(MZfM#RZkW~=PM<&T~Il<v;
zJ_-1PL8oJFHEe$fes^JHm&=i>lOP_bI(c8aaB<z9#Zs$9Zge8~SmPqDBx-uM#Ge&(
z{nE=MP_d75n}&=pFx{qX)lxl;06D~fz6`CMptd)-dZFivX!(_n2)AVNULbWA!oe8C
zo$qj)WgS&q?T(TcJ>JT8t4(THq4OU{C}0`Nk??}=ZMWUF*0s2K9JzW*rt_yNY<LfW
z!(ih9HH$)6f-RfmET+-|^gsO1A4^eRMDp1;G5zz^COWBSlnGtI>aE@^n{%!N(rwA~
zR5lXVWE8$anqQ9gCWa-SI(&p^%S{y|E?{;+`;^_Pn%r1?!ZN9J_0zSXtOWd*T~$~z
z@E!-qs7KJ~OFz9CJ*Z%&iTmLoVD?v^4z-oOmIlLB<@_Tb636DPmQS?ueruG^CSils
zT`%C>30pDwj?CG0_Mo&^Qpx1(E<G@_i$&I3eaV$Dk$`)m=&i1)ggBnwshf?J@kU(H
z$8>8gb|8TPT}X?@U+BC;d+7{DHo3%MMN#T%>vi>)dO@;g9Q@TL)hlW0gCrycZGp6t
zLI`llMqAm2j2XwQdmiSuN8|e)Zxr=Z4r{=}ww?)D-ni70>dMnr*o19p!vdw=V~Pnk
zM&X?HDqBleQWpl!;gRaRj;eGzf=n9GxsP#(A6-i!a4v37qLrg{ZB&4<yWR3q_3yVz
z&CPRg0{cYWt+ZD_+M?3ZcqKGC>=^wOt&SDsoxYa&5o6_S#x~%QlZ+{<`+Wt@AC1A1
zH0K@it#aS34x;!U5GB0=%yl)@uDBOcIF|FBtK5n8H>|~@6*(y#&sg{`O&k_TBaNHB
z5trvZmFDqnhT%sgG@TqeuR8cK;zV|e7Sq>m0ArKgX}1p;H0?YDiE{EYv~s!3%v^@Z
z<bn-RT!OMET3d~tnen`}(PIFRup5Q4j_ayJV*&e*K(rluuPU`Lb10Zu8R?!DYi)|Q
z)q9GzaObtB;sAAB4i#3dTXEbMl*vO@m)z5v;Y~EwQzzBixUpoHI=x4uF7KhFsg<#3
z;bG-^OH1opWnGv=W{)A5#(7!3zteS^g8JI4Z4;!8zsyHf80Cwwx1l)Vwpw+^b0)vL
zRBBpM`J#}pjzClj`&~^XN0m_<m~-4OVd+~vJTy##x{yUHTeOKAg+lRLN5N9bC#Q{}
z?KvA2tgUZtFLJbHwjkAup*;OfM#96mVMp9413~H6j#h_j(-J<QM^fjpgQ+1+YF`hi
zBDI=`YMAG3&Np&^aM(wa$<)oDW+f9PjronlA7y&bdPcieg3%+k=N{y$?QH?4sdQb(
zb*Feor}fM6S73pTi|qj8jNvbint$?3c^sdPo=Dm!)T?XX3hr8Z13R}Jqa+Zic3R;>
zA@duNp6g-pit(%?h|pds1u<~JcU=6IBPM*qzlB_+2>g&r_?zv>t9HvZb>@<I2y+HV
zRO;{~na_>53i+k9G`ISHGAZ_wIw*}<r0XmdCONR?_b3-FwkGw|dW&gSDi3lB)nu)?
z98-k#&rjTKqkNG#0o_SyyUezk!-QeMO=?|U+m$Dm<S;ypaxlGJ6&lME+`X3A90BT5
zA-K;Ic7lHN#YIe$IF}r*PnSHLbtsA(Rc&ei0INXv=eQlxdv^MW#+81@s2oi)NEkbu
zWm;%7qpE3|@ZelVdZ-$z3fcz)G%sNs@)V`3Q&dvL<=_&DM+HCRm9)DJqyq73nu1-2
zq5-daKEcA0yWO8$c?UkKF`&7@qq+^CEA1ugJ5RiD&nt!t*D2W9Cu3whIQ1n;(rMb-
zihnt*CBDH%S5i+$F4-Dz4^?Nb&^fT4N34<%%jKg_+Uh8S$!K;xRdV%8>s?Va(qICj
z=`MAUGh}l-G<M2vs<LXAW>*rf*C!9C?gUi)yY&w@%FiUV&&bE#qN-+nM1{|GN+#Dr
zYpUA_IM1T9&!cfi=Em+vx~kV@tL_joRMM8#?l@EQHWySx*RjW^Wf5CU>PmwffygRG
z(R-GU;Bj#t>M07ZrxMpQ738z(>s3WAN#q38zWH#rJepbF!{`qP`<?Z*F%TKa3cBEB
zli>#?Uh)U<mB;7ook`oKuDx8T{ECXF7IY&j0mPC@Ti}(Pxr7f@^et(TqC@bKmUd!$
z5tSvITZLO~($u^iuG*(R$+wnnW>$fr?ba!%nZ4}Yj(J?v45Ofs{a#R5g3eUvPJ<uE
z(rV=GGRmmsqL8uRpk<eGnAJ6q%`puikf0m!oB)mUF&db6(v{iu^*&=CC)w&skdD<+
z<%vsrbIMI4e7A>@m1c(HO!`q7+6W$riYZnbXpNS#o}*SO$f=}ca{v#j)O7X2+$kF3
z_6&@5SdH3dd8Eef5V2hAA#Nh5cpjNlyIa(M6DXqkm%kM1Xr*=_+Fo733WW<_A;4)T
z<dS5bs$l6QbC0=J8znqVdrP?^vKk>P2Jg+}T{SH2dt`J+0l{dRcB+MxM|fu8{H0A;
zG~GRPJD$O_-Bh*xq}e6&X<p#caez})T5Io6d03kr7(TJ7qmhB}HLZB`Kv=aLl)nLS
z+N+flNg?>&=Y8vx@kuem7)elb8J}V+`*FucT<+R{RKQueypH8S(lX&wkxd(%J(DfB
zRqe~;I9LAw4(6g1;t86@%HGGi_4irsJL54Zw$2XHfpVa)fO(ZMzo&FHB{cOf42`EH
zZ2G2_-z^KCHV=o<Wz-c=(A|mSXm_F=2jqXWXUbuwC;tFh+;nNHfQNp<N68|BV{fV1
zGjKuYA!`<ErLKE$Yy7fE`__4{g(GT1;Ob9rMYQy#NGwx1YI2&_;Oi{9UhPji_PDgE
zEmIv7v<^QGF_n?gR#Z~Sx+giP+PmF#OkP})9k|C-hwfUzIw}n*R~>g4k<Ajk1IFWp
zEvIht+Up~!f<ni&z~mKP4#5Yh?w*bOg><y3*oa?3TBTTYXQ^~Aj!{QI$S#dOV@5Nc
zsw>3r7$CS?C#9lew@Tf+y8yF43M`cOySS&Rli_b;-FgOJ1#C5Tjow})b51!=fT07E
zqG!(YG4Qc6xUfBc#PX22&e=?X?&RfIEi`va%P|(>4|ONvpNExNPO!-vNu(zM-iVJ2
zFO<}kY=WqO2^cDrs~a@tb#Ikh<NUbY$l9$tf3vsi5Sa!!IL|4%3*GLa<|$^75y1s|
z8tYSHuCo{7Fyhn7!1YZ<C96<ngn4e~j>)D#gOD>j7b&uSuD!*{OLKSen=|)y>bTmw
ziT(_;JY$Yg(BJ50fE~bKVL;xmQ2CjMo_i^K6b*wLsTt26GD)__ODCB3xRu(9LdN59
zAxGNv2zc7?a(LineQ~?A0tj#<XON&e72ct^Fgl8s-II_{;)jxv(T=N;UBj3-$;V{P
zWn{09A&5UxH>h9;=*~+EUNN~3^>#Jc7){g3G>#x}pOy-Zy$TlgHX#Vtxb-teF_F)z
zl7iD&SimXi-yuEP6n2}WeP!kfXPgH}G8e7<GtxG=?UB9kumCVP>aVp6$&AVJUPZA;
zL|w7`Pbgfpwc?&PNctIZ@>NROd7_ZD>~l_f5Whh$8fw!$Bbnqd=b^&$SB%<1lG#z`
z!p5{@lfoLUcPV8sSRP`-Xs*@P<{u3_j_gy9qT`h_<*|phJ&@Bmo3IKQr~};S#f7A3
zq+@x<D43YW@IXe=TI=o@`mH<Pp8b=RdTRFsd)-GM9=KIBH?Sa1T|3cf87|N>oCF<2
zpmoSZPX$9>W09q#ae}1u{+yQSCelyI4U~?Ia*F<A^zK%qoRh#Qi5n!G;H`2$42!Av
zcgAq4I-gC=Xp;mTqtl{TkjGn^R`~nrPGx$PI3SdED4mYRFpG?|HyP!9A#Y`V8WT8@
zWPGt?9E3CC9*RP9@Z=6qL_Oz_P*@3dgBFp(=m!XqO~+KD1_GxUaC?G`gy72g?b>-w
zIplX$JxLw<ju3jUo7a@nWGAX|rz&|!BZ=-3%mJ0$jHZD&^j~tWJDxDMM%Qwj@&Q6c
zDQOw#i)~AB)fqy-w&OJrU}Z<l(j27bnWeZLP@YkF$U|ixh)T)VaG2f?#QcyrI0}DC
z+^HyTEt;yI&0|hLJSl6&u(Ho$j?rh*^fV)8WSouCxccX^sKJ*?33m$?yN~rcTd|OI
z8*@^p@fxNHr8eqlqGP%OGs3OUTS;AXHFeo0NA8d_q5G8QhnjOtRMHCD_1MPKz=gjF
zKx?6-#HKq1JwtXJ86NzH1U#2(ea5gBsybiHu-Dx@IR5}AC4!dGR4d&c1f}@HmUreb
zzX93D8ACXqemGnNgUA4ON+m%%CTa&8+?A%?yle!M#s_tv=<g4;CZcG491+7987`hp
zpsdc8t?)|O7<mVRt#-Xve|uX5RrM`t_*xiFbLap{+>U!#{Y}5&?o8@kKU=0Q&bHS{
z43n{;z{LH{!d0f}EO}sY2OONIAkuom<s0kGqPkWAx$?cgYw_hnwXcd!2TrL=k!)YF
z6MGWf=r?9uVz^B!243UyU327jBsh-fD+DuEJ~-lGbIHch)oXfl!ppT~D<+&aFnPn4
zJ=RxC@lo7%{OWOlHa3LKTRoN=9aAc(svmKCfq~)JYgJaRX~W5Z@-+Gb-FhB>2W2qI
z_tnPIdJVl6FRN|Ov0f#mou3p=!N()!o5Q>lqcdyE$H*=4Hq3$+Oa0C*%%iK29{Wxd
zE#A#rK<rgO`18QXS_Kb?x7sQ}OH5cJ90RZ_)}p!HFNC_MbMku(En4j$#V)Cz`O1FH
zr;&vzVz2$5H<;FLau%Wou>4I)iKHHKoFp_vAx6;>_x@Pis^Ao`#z`XqtQji3e79a)
z^H)_vQxhH0&y0Xn#)j0?_5&lGZ;GN<bbJ2*m07E`PNLMd=_sM2GC=<T<&HeyCI0}4
zo*g!nb^XkN+v9&Z;TKId0QJf)^+8odR_JP}-xK=b!>W#F!g?kbM0Y$o>`T>yQ;Im7
zACw$NT!dZ1`ugG;$U}4J6&jjGhXQ$5JuzQuri418F!zDRQ62gKdW}@7d;H1$6<q}_
z=9;3Zo1=~3xDdS$KZw>!N(LC^Yu&d2tzKcQua0@k;9z4x-~gm7^&yoJzE=k|u4{<<
z*Ei(x-(}IGIX)_!#phw{ekS=Z?fquW(St`udKUxn1e%=$>N;aNt=#60J0k3w?$Zsb
zAPZVUa2xk@!YtF@byOk#VYksgrym=K`<6Z)Yt-B-W6E=FZbmJfTS$UtRiT1+dG!En
zJ5EZ7zthltS+9Zno>rTE@bZq9hDn8Ui`WS!LbDkuHwhWRYe@j^U9Jb47B9zW?sT{}
zQ<jI~KBX?ZXvhO9y<JHuCEyURbu?V=jiJCEsn~47t%EIS2ibI3-aKTG%4ScKy(=GS
zThSsvtOm~Po`Wk_rKP298-B^i?5Nc`d6wt-jeZMx;Ppz1_UHf(lz<mYil4PkEN2Oy
zkNd|BQ96>Bh%+G&o}I9vYAY&ea_4RUdnp=A^b$Os&2x{cRezUoh_nHd=(Bu}lL^+R
zPvY<uY5rZx<Mmv!G_k<7K;A39v%zsE*%zpE{P3SL7aV$FR%G*O=G!1}=cx;yvp$P`
z2;jxYR{I~U7P1*5mv9^vH>R$_oQ9qX38mE|5yo6sO|Gss?-9Em!3vKcXnlzp9yr{)
zB58KrLK_=P3EZWH?!KZek<>U3Wsy<WO-~?fn}<CLwc4&=;D>*8&{3SXkFl6-hLks{
zVy~yTR5LDlaaC)j9E?B3XeZ>ZR*REmAUuJeRrT%)SH^HbIP8<m@s->5Uvs0u$YoB?
zQ!1>X-cA~z>#edz;^5M+w<vtFcDMT|N}(g#aL#^92ln>R{{ZbAx8S*bO3fWyv~mWJ
za22w}ePMfA=W*RYS5Qv;yhcKcES{QS$qA$g?Y7iOaxcd}<MlVYJ>HN+4)*)xr!Ke3
zSHxQz+D;ZNY`E0PAc?Zzla5N!wC%Nzgg&BO&g<;9seEJ;&E&Fg`iK>MB$e(iYdAj2
z61z{-v8CQ$3qhVrYBun3g&zBpDjrzS(g&)&!}m+2NUrOlzsUPDFR!<jWES9s6)is3
zA7ZsDg`Cyp%#RuLRolLwmYJo_VaHIgY^K^<vD9acHm}smgc6v}3FF;MQOd`Ue?$#k
zBb(EzVkbT)=a8ABD_-V(_#_?4^G?|?c=;fzsDLNoU8SnvWT^&im7|=LYYJF5FHLN{
zO5F6@PejNMW4IVs8XY}ZbDM26FL2LXDQd3_Z&A}3i!ePfg1A=eU{70>k6RRW?ow#3
z6F@)?C+|~qSEsq)JaSGsDk|Y=sG*$4Q5kERahxV&X=%<g%JXGiSm0xLxb(3WEZMYk
zVU_^>z_^8Kj5B5($KJ6U1^%wxji)Ug0<>E-EcY7NsrQBlJCd{7)=*f^wx?H60qS3B
z?ar<SDrns+k6@u@@QU+TUr=HZwDJZP*Wtw-zA6~r{jPooC0wiP=qV{&>12!mI0++q
zzuS78-hb)~tGD5;H#||Q^j&qC#j`Uw>%yefz*<Pa1#kW{>RJl9WQLbxyJRdryl#7u
zaV&c`$~|HWDh@`Bug?pCLph`sFDn7}LQM{GaGqI>WpD%4E*FM8F1{iYP6Qr^kyEuh
zk|v>{y+U0y0;}YrkGUw?I<prT!iGqC?gaheRW|t8-*pL95NwA5O3hqe(lNnHwpr@#
zvtkAu6W0o%{xP<ewy}`>Y7z%&%K5_!PonVJQxJUacRtD^Q|Pzb;dIeEA-#~-F1Bq0
zEdCPpPFj>~E<2_&oRO|;%TG{{N2+ig_c2*?bZ5}bBre?>%TKXJ#doPAY>#t?xl!aU
zW7&C;Tih*q7T5etvQu3cS~7SFLY84UBoBpC23x=?R@rp&hSv;wln1A%{x^|g`gt{U
zg|1;cdn(OT7=Hk%=T=8hFddRpQ&X|g=Ogh}td%-4*;QA5*-WiGVc1*<s<?*Z>JY(?
z^h_Cs%2eufJCx%JU;~Vlwm%Be1bKkH_yCfoExLZTsiEv)1Kk5>nkH5>$Ob*uqi?!W
zK|l*bKF>t0_qu->yW)IhIYV|CoZRe{bYm}WM^d7TNI1qYuNsEv+M-&_Z9FQxl%?-3
z8RbnDvk$bdknz=2`m4Dgw5}F=DK=ZCc*|mYzCjOBO(Z!EX&C;YghjA1_cI#~&2LaX
zg*^<#o~aIL2L&a=(J-W}M%wq(DbooLe545XISev8l=L#;+@k}r+*^keCbaF6qVHWD
zB|CEGp1zA~(;fkvjS!k@vLB8{7DJ;i&9hvYQ;om{=zTBab(Sk*V3c`JXc;)_wW|y8
z={qxw^OyMqxO_nI{{U%~_><vXMwp4yGD7w>WfK6|F`v0@9xr&A1^SuP)H&tEmn=?q
zmp^gjlnkXs177BbfV(o<LCFMv-YK{z1rr4?nm!Vvobm#ChOy8*5R@MKo6JZZLnNfA
zgOCXK2#RZ+bPdOt;?+A~sH3lNj-kzJk-J)LVgmT&Xg=jSF+;Awiza(g`WuxacAf6a
z$^2H);RlM;b{l(XDuDrmj4U#$7=*6a@Nm9kC2K)$Kv@}BYjW{3qs8)U7f;xppw(VI
z)BRb|+n8MQ+?9)J4Nr2^mlsb`^5Rbn>=hPi<j!4^iMHI0JHyE29H3R>(xK6g)8uLm
zpfn}Qg4r{$=d&I8E7P6{YCSP+u|-V!xFMa5!^6l2E6Wh;7~_l`qum2hs2^KXx+fOr
z(BTIo4X!%e)yl}ix{r)Ex$Rwf;(nR6+a_ZxBA#O3g^VEbyo0SSzqT%O))D@7<l%j2
z`n6qTLg7=gGDhbTrTjv)>B=iyRTg^jEaZ&GybwZXAH@|M%Xczq%E!e201bOPnY~L1
zJOqB5(>E<aQed}0WP5(m>;f80zlMzbhH$Qa7i$Rgja%JUMCoFbfKD(|*vh2ojLY(`
zYN2}43w7|q{cWZ5=V01KKpoXGx`tX=T*(?n4i?+5yknxd(l!b@XEcV9m+-PW`-F9_
zE+xB<InN24it16YdzfB6?3;i4S5RF)RTV9JB$>HjcPm?<)%F%p7QC~jFtQqI39979
zJ4=Z4=)S9=mXwI41QW^SPBwGUy$DR-8o4L4EE<yIL3X*dwBu+e8AH|4)6vtJ1HmKT
zs;+r*2NKiHSJJwsP9%GX^g?{jTVf+LVKr(3!sV(GoB#<;IkU1r?Wfxbnt2-(fzKHM
zNE?(ccz)lqmrHlqFxFOmLSwkxB7>`gN2-mgt9-KuO!9J^xZO<c4URpbKSgMDMGw|w
zk*pZtDSMsHfr0o{4=rfIsoibzIUu_o&=m$ZONfsLqD{UUN6z-l;x_S)nM_xhp{XJV
z9ibE`*VxLJVss{%q&zRIzFYpf>x4AT+q(p1SM`OqqfS?SMp~xM95UB8Jdcuzwd-rm
zvYYDk)o)`uV=5x;cdohBnwrT>k3PJn9jR2(p5j!Dk#E@b3v|HsAP-ePq-$&J)xzgb
zO6fy;mJ-w-hf>*&s-Si628pr*AUuz~dba1P{4}A`RS~*Ne8JHW#zqF>amGE+Y8(7W
z%<?XWh#QzLq@P-9+Fz}kC0vk3GG7!w2n#%`mPiQ?4g?$!Mh;e^L*v!j%}D!o4J9m;
z?Jf})x0ZvRzN;^*b<0uQDyx}J51R7#mh{eYRk9Eh4}qPK<LtVhT54%!xyAL;TL$h&
zs?o1kEgH)yj+&L8cG1o`SzI>SnXB7I2#P}NW!wSop466#yA;vIHEdIv8@u2+!UoE(
zVmD>XPi87OO?7F8owyHo!;^(0b<(wzF>jt|!?BXg@)cH==PfNp=5-woQCAH|Sy#le
zJ>N2_jaeH$;F`wYxWz*QB*&uqH^|fQ9C~356#M35r9TFFQ?(VA=}a-fAC|#@_j;i8
zeMS|?j6~@JH$0QVDxS5_oP)}r);A437M`P}w1&QS49M>O>X6xT{t6SUcON9L=3FUt
zRmM7V11hC#eKv<2DC(<}vmMTRiBV8)e9VoUxyJ+Cs|CYL)=^pwe3caE11@7<l0A?`
z0QMto<w~7MI*Oy5cTdw_YANXrEPr72Q1U-6aV0mOP7y-u)LrsfjIdE^YlQ@JGLmmB
zOx>>->J&p}bDfvClafh89(t~43N}d8A1$4kZPGRL6xD`W#<k4@frL)9yi#3jnCe)=
zSiymTg-T=acqo|U^(q;<)UuDZ<%dnsQ&v{CDvA7tpXTfopVZjeqYO{p*0{HJI{T`<
zJjJIV^(x0?s@o$R<Hk}}avjc(36!V;Xc{X=%XO%ZIO8O^@Vx_~yc@K^3uL=QWqXI%
z9001{M(Ua>i;SLY<MSCGzz?e0HEyZ4Y3qCEo<^7B;cj^)VKw9AX1Mes{#!FA=NS0H
zW4<=%8x5A&+PiB!ryd-_ywiDOTKBcRmbK!RzNx;{$oXVDGDBIO8WuZrs4|xv<0+gc
za@?1pHgWOZtWYmIX#r4vG{GPvWRG)z10?iM{>HC#K4_<Q&sDG<W7|V-sSx9yeG!zE
z<~T$}xoG4BJkdRmEiEanr`;aA3U&<5zZ6(>!aG@0B<GX0p#~s)j@rSJi44zNlw|;H
zXY7@Kn7{IZTrMm15sGU;Blxmy3zasg8q=~voGBW)#=sklsHtX@<Ze8si&O@LO5A$^
z>_~Z9SobvcDfZUP*o1yz4IQ$cijGRDaK@f`l_J{%00r{$qMF}-Se34*bkYJ@oa4bM
zlJ}g9^-@<mchz#{yCFt6?NI7L?m#?-<%Y`*9BdDm0_=BEu-03nkl~FSbyTmdNCp8&
zbh117if+5YFQ|jl$-T*4MNt(*`H8q5$|akNgFxN)E{76wNy^Z?IMa03HnvGiPI`ip
zzQ8`lYIy$u9@%yZ)XH5wC2WiWIOM`+vW}vixso?>SD>Ax?ex^SYZx5Co{Kxy&!l4?
z3s~Ha=r!f@IumoqexDe1^C!8R#?9^nINidwTWvIgj6A)&@!eEpb|3JL=(uh*5wI{k
zk=rFckE7h=tWr->?Lk{fO3x_Zk?Ntf6@4_(5f~eldRm#}adF%avK~iBe%4W*?TrW(
zsDrZ?46kIn+Uz)Y3TiDua*hDOJMcSYLefX($kv0&D#J}?X=Yren;dkqZd%`5#^gm+
zMD<VKG=;@C7-@IJaIJA#X_+4*lA*5ju|tx_V6Q!G{F~gWy6cMdG%pME<pt0%%e0R9
zT7A#Mi#(RsIyN<~4PJNBnx3xDD0FfV0pVy9c&$+-7nWXgj4fPiYAK`C!_LRZHf=kU
z-Fv55XRUi;JOjv8F#V1W&M;Kwsnj!FXLH<gGs3SDOR<htepdqfNv(z~`2PUOEmo`l
z0FuDhaEq<KvRF%fRZa?dB>**~l>Y$i`jU8SzXbxv16r13QfDfvcTKsjAr(VgR8H1B
zoFQemR57L7dLp#^jEb}}VUBv0DqELw?i4Rj^G#h)%(<>3<b`|{RL(Bi=9Q}2W1w{y
zE!sv0RTZh=qVinkmh?|O8(r=oxed=+mEAo}S#kx2QX8Br1N5BC8^g(Rtk^G1wpNxF
z<%P=q7ObLuI6h$cB2X(n%!}U5f+bS6JB0*+u9@3<bywdF?6mi7rgsMufy$xki_BFd
zh_K?3q%~E-$5z>5B(o!oqb-Q6M5WDjiLK8`zeLhUM&~mC<Bw&MYZ$*}TuvT-*Q%3u
zj1rnd8{%+w-&LJzZ9_fww|hYV_9aiuR6$}jq5C~e6GUBUrkplsv=2pex&F+Wk8mu`
z3c>9#Tp)0k0_OWE)>mB~!4ur@6IIyu4VdMOoTcwZ(nCJ1iZLhf+D94TdXG)fQa0Y*
zv9le<7m&1!HyTTnb@6U4X$KymdJj(P`WS8PZDfKMv~nD>{H<47K9gU^SwhrTe`#~o
zw(5E9(iXL>a2z|)WR|!ixn9M-u3iiFl6#}Ir;66IO(i`n;zyna(z9C);^9|!^WojO
z&d9;(%AXmJa@4?{<{#=2jKP1o=}K=8bld2}ZlH<8j$B72XC5SYPfryi=C{4Ur1IZS
zlF{^y;<47qg;pNzpc1~-S1t5z^Dx%ntg3FxOpYY)xs8!-7w!2cOecsnzMG!iRQ>yj
z9A#MiD)CC?queP?Gio9n0InL^hAY*~(^KG=6#~x=D{amdhBnH;cM*ltTaE|;zcQ8N
z*L6dmu>$dbT{~CC!z~Zh_MR}+j#X1N^5+=kY?qh8T*E;fJ{~?3hW9{HcuA;hqBRlI
zxHO!M_Xv4dfB-k44~vyXAlBsy$6I-~5^au@W3J4g@Aq4s%3Rzekh>im7R{yY&(X6=
z+tshlYq}k|!lL+@S8lspO+~(s$!Kmc1`_sTFszVc6y{fLn?WgBeu4_?q%_qM2-xR<
z=aJAaPBZB9p=<P;D{1fUZ0?J5Wb*-T>~vmdrlF~lR<ao0WIO-|RbZAaZD^q$V7S3d
zM_jvT2_~tEfI5v{#5YYU`liZlH=3F+F_MTLS{~kx!kEx{syh^$Dk&Q*dB_-1jcBQ?
z0;*SG$1itt&nwWnYr!uMwI-BpZ2*}-X1^Ax#bJwcm}F=yccBG)LYL$r9hBF_%*A!?
zr?y@geyvCt=L{Sw0ffEhYgL<BSpNWE-m0yJW=-{ZHt%W3ce;aV0l@T2WwTjl+(vOx
zRX(PD4T|M6OW>oK?Z;NMlq=wto?_WpTIQaIg17$w1w2jDdUlY}->poYu5JVNgN0M^
z!t<o>*GTF#{TPEFnH(E{RGegG*!)GS@)rD}wqCoGi&mnRmLDa+<L09;7Z0w=;zlxs
zd`CYEauP&O?mlG&?Q(%nsQT1_xeknJjU<MSNh)%iOI&BB6Gs^>>Y;%0-Mf%M=&ja$
zT_q(il0o2MR~;%Ohm(8QJ6T$m8oOlRxES0!shT}gJ88^P7iZN+U+zZbH<^q8R9@WU
z4LMWt{7tImLJL=K47=5~s!W5PdZ_0BU6kQtvBO9{>*mH@;L+6Zfb7hB5tQN=+-!B~
zRE3^s;+T1W9G>dOXwa2)^kSkngU3Kse*0#uv{e}AV}S>%D$!+QksU$);=4}(dzKoL
zMLjXdZgIk@*2dW7A)V80shBqzJSLv^Jmt!^TCO!cRV5o{6-RKZr2hahJK2vyl~Z@F
znYfa75Pi_F#$}K(y<An6he%ITP3Dex^h2(exA?=`k@1Z&>Qx^1J;lyBB@;=vJpz8~
zX`X^YBx%4vvO?0m#MIh&Fv7*!$%cWmvKFUvPC>vviMZ;%3=_)al5gWEtl;{C3ft~5
z{{V>cSIl890|=O4F6BD-wv3LUQEJ)Qmicwii;9!r+}^9^&m}Cm4kMI^>mL}#I78G+
z<{tQ0W(v9z6<Lnu_Q&EI=xKych`f%36%(p;4MwG(h{yww(5kUCJ-`k*SDg_-PbLeR
zGxFtB*nTq^s-Kp?pvrYc9ZUmskvKH>M`_BKVypfqIrUmjrn188QFB1R82K!UVCZUG
z8aV{_K&JgR^$nebX&Rc?eX>dhyK6(RsJF_YNnB*5C9WMdl@}G(rLlQuIKmQF%T*>h
zaVtjLm38af#-fI;xo%C(sH$gxM=Q@yRS7Hiz0S`i5^Xi&FEqgHe2|5uuG({+`3Xl3
z0OTXTD1Xl3)OFR6{4qWJd!*FQQ9FT|<eznR@c!Fut%DMl?>?xlU#2OdrZ0zXKqrLy
z;yY8Y(=qaDTX^faTG2MRE|(7?UU|S;EyKeo4ZZVI<8W?3?y_4=!lKb}6F}z;j^`cL
zoo?|%{{UzCQ)6-Ji-y$k(}*mycs#3_#roGRvbFF$7T~DXJcG$63VT;we{5H}W?&Cx
z1?0*G?=9H%!dlfF$WKw~S&d`lIx^ki_Mml|?+s3HGx0B9Xg?Bc)%IwcB~)#AZz08a
zMUy#)-A`Dn>t8b<r<LqJ#TJ{@hsS5)V)<_dxi9jgX{V%oebqK9yA-fCNaU38&^=d}
zn^Pn*m&W%34+`m3rf${L=6PQC@t%2ADd=UStZa1+Edcijxg?$?M^bz*k4zekWwuP0
zrPUX9Q+Z+XIAhePTKcNG`l9JcE+-34(v~}QZ7^^xIS3tBreUWZd^~MEksBV%D+HdS
zXw}yL09Ec*tom}YrU3TtIqV8W&cRtlgCHOuRdmr;$~agdoHR(&j42ISaG<HCcxYyE
z!YIe7tM}ZYy3qclmxCHU-Ep9fSy;zC{O1b)0IPf~wN%>P_*w&leLJi}LTjnC&3S~J
z)8t?S(Q8t8yKkP};pYbBq+>qFs!-`cn3*-?S7C1UeN0y8V*QJEl8Rt(9q^xIK!%*d
zzy$;1Hl=0S=jPL728<GWs`V|}q%<?CRq|07pc8hAtaMg>jGZou3W2~1PATD%59L)C
zeR85e^1?XbYF-fdby=z2C909ljGQ&2x)Wvme#Fwo@r{=JQ2LcxT87crGO91M(g^#O
z_2I{gmiXwSrm7*2Xy+<sufRKNZKSoQ%-fu-CtPVdy)Ah1o?c=u;mRt{uG7Jwe81^&
zZCv-VKdI>Zmx*?-s}l^MoO-W6c(1DGywy3N5f~>P>5Ej*z7W?)-kjw|YJ*MXovvv(
zT4t*2uV`l>h2xT&{=||cL5!YqahxM5EmA&syutA987Zm?=%Ri&QpV{{8<6IL619XU
zY-dd2zA^;g{43K|*IOf%(J=fyFs`>t1*&RyMroOhV>n)W(LN@=%mgK+(SgS*({=HR
z32Dy8J8>P8j@+!|8>z$OVB{@_YEI=l#j7P9zPoe*nB00H{5Gnk6$Uw6*1Q}v6<*bP
zhNAmdy~ArWkQ7BLs%fSZL`z&b1!rbI$iyt~e@@)^AzI$`JqtBc1X+xNKkY2<#AnmK
zk>ruTJ=JoXSlpv$l_3R2U2aocUR^tY1oT<8<1lTR-gzI?RAgiELD`k>DDF7*U3@1Q
zM@buSNJ3300EE{W#PivMnA?t0n*&cwA*G!51f^5T@_EV#GD!T#-4Jh3g{UA75$$Pk
z<uN=U^<H)SiRC6l$n2hZOgW_=G$E*WfR<%Dj3-ch9ASJOTAX$VOqAJaCxAj0j3(5@
zwtmDXnBn-QTM0eVuv&<&LD7{UYp7EhyoDi4MdlC`OjGSSJ(TU5wj%HjGMc2RJ;kl$
z2T{jb#?0fC4OKLd0`KJt+weX=hXqC6A!&uq9-R|ULV>Xpt0DKJ5ogkOtF0YHT`Vzq
zFdV$TVA7$3Ukl$8um~g``NyJLY9@*@$mMup02YE%B<GC#u2Bg;%6E1m0refpy*W=+
zb-BYt%AYTJ4Qrfu3r}Z;CKzI^y4AV#jcF3TALMxI2`e3<o%HjvMmq(h9u>~3THh`d
zvC~vnO88h#BO@94gk&}M$|-W+vGJayj<U1qrc%Z<^!3uzXA(A0HvPp%zd-6(?8fXZ
z(z=%!4+I>J<PNLtFIjDl;A?NtRKB06WM66i+3csPd_$I&q>EJ>Dd~4%ki3^PHz{jX
zKNCkC@&E%;fFKNh4tO}_O4;kGC@NV!DcbfNwBw?VuB(>1vTCQXtaP$D&TB>hB=!l&
zU9@xRmt_QK&AM#pZ`{5=TxwdV1ajSKiwj60ufQP%3-`Mull@96&ov7q4yzAv2kZ`t
z@HI85wnxxWY5FEfBXIfN3!k4+=(C=XhoLp8eQAJ}j|c9S%Vwyin&unio;MzLp3Bg;
zU43JqrOh<$o%?tUJTDnCrbeIPzX#D-EEkDM@}!mDipk2uJLIzYUNVgPLs(B=kHp+>
znxjzOBbG`TC61dPX^lVaS=Ox3x`se*bHO{Kc;4w9&Q-@w>mbV;EiuB+EzKd%#!AuX
zZZchT^XZ|9uK}K3WcWu<?v}?zSLpW<w<6CTLf23Loo;zbYjf?@ZS&%5!wz<l!B)t1
zp^n}4SS;4q@HudZ6Z2O3tsfokzsr4W6wPCgnBse9ph4GodqEY%Q&QFnmX>bIdmh0$
zE(hGu{lyMKvG3f*Z$Z^H516oJ#JKHd2jHQMFAh9+UW~eE=Eq_%Qt5zdOF5P9=jIkc
zezDb1R5}^y%x@V5xLO$Z?13tQGKbbxVs6KRMnE|u)o2zidtFIN$|^b-ApyAEj!LNt
zJUf=3!Ae<V6m`(lx}B1?H-cF1j>lxxp0*%g6qELobrx+=tmb6m-;m+{a!fIx{K|&Z
zo*il{M3J&;As~^tYoLFb)2?u|OOBzazrz(JEfJ<*AhbuuQr}6dtqzK|nrT5TEe(_6
z81zZ5MZb{)@awJX{iY#3wx*U+$(Z2b&K%MRPgBTSkVX&pS1oG=_P)34mk2|jw*|~*
z2liDN;Vf}31*7GKr9%f;e~;tQ2f29BI-^h8!50e{sg(42ApZblUGn{Jxz@I7D|0Dh
z>9MC7`<8UqIix8XD!0dsGd_qG;&SX5-7XcmlQf+rbft>-MJ;v(Gheyc<SnM_;*E-i
zmu(Bau_oVyH=tf$Wx_{*!4j3VzD><^k(RY{`5rijFS$8hGaoj<_8x@NZ<?O*sA_RE
zuMoK9u*bts{8Y^bkgTb<i6f?S0dK>&rT9}-rz55^T-_UL_i!cX2W%}SyI5Fg=}(tZ
z*$yz)Mlyp)0FuqEOiaxCG27tAt3qY&uZq=fHi@iXSg3a9hcgG99#(gLb>7d7(K;u;
z;tX)d3hk(_ZLYaKz8^B2?#n|z+M%YTxN3`oyq45dNCsSFzysUlx{N<3dZ+?8zBm;Y
zTsr*B_UC=M)I?h-Ap0m%E2SHw62Gy)D&4BA^_GhBNmWg;-FW0<=9{%@SuId`0^bwz
zatR!!Z1Nc{e$6fZnM$uJ)>mmJsHVrAkVmLfRJTWh1Wr4#>Y}f8^%n_WCzR2+=M8F&
zf}(nPMn-*+7a^?vQ5$i-F4k(cx&v8n`o%>-bFs+m6?0J8>8Fr2xE*pp$|FxrQBzFF
z<8!_*<!>tCN2YHO2<qgbe%-*dIlMdB9-k1l9$uu`<&vb~WXtI2rMF1q<hjxMka<!p
zy;6#ADb(OOZO_w}JI$|Tmg+&5bBr{R?6V85nRPAY)D-Z!^Y0)r&ClJGzF&$6ex_ds
z$gWPp{w8^Pjg!b_V+(uqK+sl6PbdeVSL^Mbc2u&4qA#n+Pa_CRhJXT*(??hFfu2@)
zzxKyQGm+!k!O2G8maB_oEgSl)H53n?A2-h!9f|6*cGJy8ISz5lPB>Hc>(kp8lwE>&
zKI?xI$?^ahigCqF_Lj;1q2%ICyT=_A4D6@gPSKB&Pnu*KoOnon9yX7(n9Zc#pHIwo
zjI=#*gVcFnV*rH-b+<(!+}v`fA469E0Ej^SzPLh9PcH4Hxb|G*VPs>TMrvtpU20S2
zqnego@q@war!9Jxss@Oik@urwx5-lNfrCElm6}p$*kx;Z_9?n^fFL>C%fH0hcGSr`
zbzki#ZhVIwdZ}3AhB6*NDv1ZzC?)dCOF;Bev~}}84Ri9kY(FRh=uUd?9!dL-<?52P
zna13rA00h!@Z=fcM(N0-lmh&2><YEgQPW@-0i1BP3RjU{*hVPBxjR!R_x&{ijn9p$
zg><#Loy3OZEsIdlPq6tJE%~bJtS+hIc80D;KOE!Pus*YQ8mGB<lQQ8G+IlGp0$Tq7
ziz?k)r8bgd!@gaVOxBrc$pyH=1$hb#X!zFyMr!^K)Y@B4#!leZgOidLv0Yba6pm}(
z8E9@n$n;)Nq@H?bheIQnNA#R2HeYUXFh?b1#2&=0wDL8u9r~PCk^LQZMgIUIyp-`?
zTYW{)wv1=gg`YYdt_s~9GiqPDM`yV?PmMnu?8`vUvR>MbOY&LLVbHiVtxxQJWhJdS
z&Ui#p&m}ypk%tARIR#H#H1yE4xr2Zd1kpM-ZE)pgUrQn4(^9A9+RY13c$Hs417X}w
z1~Zhq-oLqAquA<)hWce@r-OvHNL$WIRdDLw$d_gVz9VvKu2<EPUR+OdN(Ndiw31Uz
ztHXIES@fNjqfu5inwa2ZG?UqC(?D;k2#!`@txGx3lxoO!I{~Ez;4r;6N8oidl!f&*
zCDLO(7E9uegBoI>?0>_%04qKr8`t7s)8=uqZQ)yYGkF-&5Yk35?2M2QNGZLWlJVwQ
z8!Hk6ekCUAM>r-XgUeGFWP@i1m8p1JJrf}T*bXPvW#zo5sVgce9loANFrMI`UrD)j
z9l*=|tMYGC(HASl1tbOLM&J&4Syr{xtgQ1Or{%t(RO>Gn3b@N>sB`}G21)92mdEkJ
zrsUDwzcg%KDHxoWNL}m7X!PWAi6ex|z|SjDI_h&S2_=kd^hru7D&__y=_i1kElD6@
zL>V8{>{H1Z%Un?+=O>r6kG%=CAdD65FXmlrWQEg6WvFiQFiNn9DL${Cgq$jvacKk`
zB4ezSH)(eYbqz*9P<cly+ZmAT$J~YuO9VTTbCvNR40@|Y-10jS1BY%Ml$9;YRyWIY
z_~@hXNAj+BRAp9$ru!*6Su-6#knnn~8^VnkbzRMnakL+Zm6JswXyIud5qN_xkh+PS
z-SHd;B=XVteI~vpP+&>-_@1)Uz7*-ZWdlT%vB>Z_bAT%!@%K;ZYAQK=hC>|S{{SWe
zcU65Lg!aP~v5srp2;H8G1=Sjk<9(`qO>IPy7akf<3ojoY`yXIyQgOwVmV4X(01^VR
ztP(ggkPiq_a1jy*5`X?-GU(hhk&wDY1ON=jyaL3C-sRSSPX#pdf<oYS6~se(k7eVg
zQvB&L_K!a3cFG5GoD(-0aL7bgE9k+xgF5++a!JZVW^YU+OY!p2gu{cI&QualxGig;
z3Ujx23+6|Y>ym`r?_8%MozakUgPg049d1#Mx2Y~DD<O-|W<bYeG?lePZG4gtJxX+6
zB@p>%k<k+cs;;t=>#d9UUCL+;jaFh@_?@_sVs`_SOjZ8?0AX4dmGHfnt8;2iSZOUT
z$D+^mb)njR@g)=F5*B(Ww;IG=Z7o-jsoR3YO7Q+bOM;4em-%qU=Q&2jSkc$2l(S#H
zp-?7o#etk5AyRb5QMPgyVii%RZg9uu$pLG7a-&%@>80s{I;$nqTFqNa<TfUZj<`^)
zv)n63p4K!p^OAa^TT*|~-}}K=kpBSnM$OJwoCm8GiJ*P{<|*Zu5w{z?RZ60oN?A)K
z>OB$GTfI%Ds8rEQvE#0LrEgc`r88T{<W#o?x76KhEw)W9Zf!w^IWfU=fH_nhWvVTA
zDhI<&Z)8#)k`6KVDxL3D-0sb5DyMN^=V&+zF||OPx!6f#(#!THZ}~qvORvR3^%pyL
zL^9$??o&~Xqyfs~<u7u#X=_a^)S{+x*W~o{Oj!Q_nT3UpZ+!!)3vakq(1Z1EuJ&AY
zMMYIXmZK%k>%z2Zt8KR2X`M+RbEXB)XY{D5Xk&bt4FN&7VmR0&HxOa8wz?-!`OcT)
z$Js-}K?B<76UgWk^^(U^T=vHtPH=Z&-Dozy2K6mfC)Q)Py^)cSTtLY72v+2-qiKX{
zUD(>(!7dcUNJAPx$`%@F97t?$arPNnezeim)+rv^n8QmB2q9K1*T&i8nUADo?UMlT
zG8JpJU3!s`f)ngas!Y<*T6p(e{iRbJK1h?`=!?A6wyLU0+YpVeISs;voym&ZjK#`T
zi!}}o&UsThZIm@aN7hOjM?gxi2DprjCt`x3!!bo8hjP)vy;e5+?kd_*ByNnQZFV6!
zk38U~Dl2HCr7*=9-bYi}LOXDA4g?=@%0@<cJSlf1>r#Y`jY$e)JcO8-<B`r9rR|n`
z_0B0ir%w4=!SUqd3QJCEixsxiA)buMCNa~T{Ls`|s(L3>KAG-hQoA9WyDQ_^ccTrJ
zjY8I}r)E|zG<8&!PJ(vrk-umw1*207eFI>Ppg04#s_n+MTFTed%I;iJDXC|xnXy9M
z?s51>x{gG#)J<E6+>y9mA5l>0!6DwDpr2DyaH?c)ke54vTzVsJI!^aPN%fkFcD6JA
zl7o%Tie3EfYKCW1ru8G_=PdPlb(ECso=Ud3oNfUkTYa!lzE;R{jt+aMdG2#e-dy4{
zj3J*>DPUtsYdeC9TA;sJBCoy9leCb-k?Ok~j~x?Z?D2!>tn?Nudo0ecxK)7gGT58l
z0V`){TPz4Acg>KL<Wm;)>aDf3x@ndpA%*OzdveDEz$%g*)mqAmdy`%K{YeP!4~5Np
z4jr6=eN??>udS-II@;*t414!FOmbCYsR?^fhhN4Kk0|+<C#rH19V1#@)Pa;IP8WA$
zl^WD4ywGggcF<@(xmh8eA1u0OG59fhaH*A^OKKh<E-_?=mvzVdQ!Kbth+P1g;y3X2
z=Yp9oCz5mQuI#Kjo~ei=nD*{?OKXp+7#x)2I;EIK*2sKLIT$KZj-l)$l^1S;N}1aX
zP2VGq09IPvD|oihin^#aMtRDqq1Z?9@`4fEo6~x(zRghCsVW~7t?t8xEqd3tOS6Nk
zYF{h5WR;n^ptSv>xN6<+_#__=wr)q*n|1jv4a=!$uDH5a5?zveD7oeiJfFEmikFex
zpJnsqe^L+LinI_mC#~{g&dJ%6mM6gLtRi9rdE}L)Pg8G(--ebEj#et!-W~|-ju$$Y
z$Fb6qJu;77g+`z&%ip+t)zM8|BctJ@@R@>?NN@&F&^)=>D$S=Ug-p$99l%RpVXJIo
zSoQp^2e)bJinoTt8F3|CEq)kYD&yZBGq8FcrEZ=M=o%^MnNv|1E#UOzt-6NQLrDN+
zP)62|P_Pp>Cn%qU=m-q&Esuo%01!?_crR4wJB_9?>ELs4Kc!GBDcuv?(g?xA_WuBn
zZL+~-kUT~waQHx8IMkv)J^o%W2`RrBpM8#NbGX@B^DzbCc*vW5R8;LPZ~*$Rt1iuE
zLk{4g>VDD=QhirhRzoPzoMvt^79_`R6|zp^(a}f0sY@r6MZSUclWb|gQdqg}AatWb
zN1nYG&Ed+@H2(mW+`Etv7aAC2VLUYUL^Uw(EXTPEy9HVFMyY+4qzAkBYOg5T<bqBR
z9RqY@c$s!$*epXfTepbR&!BT*KN%QVed_NmZ9}Baa#T*@c-*;?6%vF`QM~Unlb6$&
zvJ1F9ROP12=d?(9&t(D}atgI+`?N8!ta-r!5sCc7@kMOkcuBH0F_Hp@y3<7)UFsE*
zvhz-1z;`O2bF4E;cASDyYyL2qp9tw7)bjZ=HSOpMvD4of<#MYK#_3(Oby9TJ$CmV0
zTR6l<Gh6B#ReEv%05;==6I)v(*(9UpwZF^CiK&IrNLp2z=6Mf>X&Y#W_dB3Zv9cby
z`_q&yX5M<Ewy-ya<r;uK<Xhu#&t%g`4#`JPv}FMN7houEy-R_yE&64Y@?#`q_EwhB
z#?UYtvkQH6w2}ug#{o_aPf}Tri91!Q2XR-Z@2P6I{Z)`TuG^oIqFtQE)NYRh(RQx$
zJkC3u?odthDkSB~wpb6TWI{d3N-aZQP6Is8gb!8PtL0rs4lB0%JLhOSN%vAe<kQH`
z(xrY<x|BZ<JCH1Ke3>pJla(t?6P&;|940HRGg3H^-U96%XlMc5Lh`9!a#)7$9UU1m
z08a#~ZKBBpk!LOZ6+qkv@|7iQ)Q+b3UC}dBru&P!x8hG-Y_P`>Ej-~s+glwy&7xdw
z-PEHh^*mCu9?G{@UTP{gN5U(*?_yCArs1dJpq>V}Y);*2X(DF!mXDIkESFoAGY6F^
z+m3}DUwgVuAH-eJJ6>1|>MCnIrk`THQZQ`Z&xekwdV=jr>UZsXdUja#np&wVgFMFq
zdaWLVPsvvhbKK*R-5D=7ZVAYw?{cSAIek_^<2hOvhc&T7RTJa~9;7IVbg!2vJyrKg
z>4<!Y-0nE#U3P%(DVK6snwrg<QQM=WZe?h~tLyD$N-1QHCx<=2hK#Dlq_xRQPF(}u
z+z!QO*3%_L>_t^GoOg63EmkFA{y{Mp8OZO@i#HpSYnxRQ9B}OP?5(ZW^8U><^V7Mf
zZZbzwt=2mQ9Q4gTQwZD1!id%yW{s4Od~9n-9B{NgYMp>#+_1HI0r-&~7|=m{)h?av
z0h`I_y*+8OQ`6ElzFSDZ3(LM7+<#--+}7Y>-PfV)8qSVtW;RIxZ~=4ve!Q1IPg6_A
zz9_W(<8Ut!^i3twk@7MY5*yKZV_j(vsN7|Y4hKc-3zns%l9|nk;m#v~vi(D(Dm4vD
zsw0b%PFK7}OCs^fJx^vmNstaH{{Y1EWwwH<-&V@VqsyaqTam$5EpOso-s@ofkx_1^
zjk|X5Yj8^0D11GZ-1f;?Z*-9~<cwq@wQiX3>b}J<nH)5=0ljgD1BB(dG#3hkaGxP3
zm4jNIFR5eQFC%H^q9TG@j6-cavb4DW04X6@H7&ZHlH(&OPnigL4RIYp5{beYTJ5|v
zg=0pW)X*6L({ZWvj-;=olD)S2*`dbgNFyYEDz{fbEjx=|%sbz*^!AhS-S)jV6`ETG
zEbWdn5O6zp40R(MtVdJ4+^$tMY=N=1SzRDwc@58^N%30Z#>Lb%8J`)}<!Z@jtGU%O
zmXW)pdEgad)czgnOAQNaZj>)&JHE?_;R8YSt93(Vi+f(qK?4LSoky&-4eH$;zTt41
zXk!31t{qe@L068X*>$DCUs4B1(b`S=mA9S3i_9KyZ(J`<p9{Ppyy<6DQdLvMBcsb?
zY}~Z=$X;-@=^a6Kfz=kfT}@kA$uO|H2pfZMmUlXusg+cu4r6dF{6Y`K_#cTEBRc{c
zxf84HG}hbQRTVtKXyBBwvJd71x`1;zJyexMj*-RAB;@i+D#<}jTX2dRiF~M>>^bMK
zDMwF{`kGa-s=u+^glh_#(lOAR)J?Ag$R`dxm!#=FjTTGZn~vjU)H|endz-rjyRf|D
ztL$^>>+Mytcd_zQNLc4Hq2)@TM&9?SM953jsP{LSyeHH8gG&8+&oo|eA7l~2^Zu;U
z)w*u&B_&fx+H%v5s&7d6g?`hGF;Y}L(VygT<L*(K%T!ltTHmbJFb89?M!o5>y^nEh
zTJmeNP1?n2{b5~eX2y_P=uo<sP)&K5$tVD*K*tmIN?3+KGqmH~Df8UP!|@+D^`mnU
zFw;#@AY@G?$Iv1wto8J<Z<+@*dxTYvxAuK|C)gd12rELb)mB>TK#o`%*@JP>6CQ-I
zPS11KWIC|W>SU}gVGbD&2P)gAbzGE@`7=A=#ua+!<-V!!i|pqi2ereWR3x#n-|Gm~
z3)k%}I+pEEUea0tRVVWEgy$s{Xo3l=qmH2Ar>dpao8C=n@UK!lXF10oB&I(Hm8!o-
zTV=NSu)Tzlo)&j|wL0HaSboXquVyn+q5l99D#%+~h@7UFU<B;XX5HCQtZ{Edt>m6n
zR_>&=ef1qJ^Id=w{{XY(5f_5Kx8TS!rd)8%pm0JpXs$N}W3o!$#T&Wm6t$lDQE!wv
zr~9TWXs3|*u`$FBsxj?z9ks)2kSzs2?HH!s!BgD1+_ikwl%7LcK|M;Yn`LDAoshVP
z9PogJ`(6*a)3i0t-#t5Eo;H#=&Ji(cuG6o~9)4}1c6*tm@Jj>BC2N{})Ap&`4P<Y4
z$OoLO_lP!{5lZTcV%*~(1)7705uAFjUsvtiN@LhEEB>b4r|PX$_QtYU*a>f3ss_8E
zrKYNMl;jbTFrY2BN{TV?NJD#JcDAanza)n^4pVkzCDrlQaWurTt4Zb5`q6c%x60SV
z<L)x1>h)DkTt$v2k%d-#GDJ@1Il1*t(L6SG2mPFcomn;~);VPrx7s}{6;iy&B5@sf
z2z*H!$a6^hu(#h1Ep`i?y`ok}yK1cXy`<=^$Ihg{#tuCb&wzd}kTlP)$tkzuVJI47
z>hfITZB90lGnME&9*MBsEaB1YE^~W!US?yR8}~GjLF}*k8^jv>JYGZPJ4dNj@%eRy
zDDs|D4(mW_pq?Y?mf5Zn1`mb2Wmat!hK9a5gFyqTv};{XFIf)co~2U*NpaiHKY9jp
zB3rt|YXvMg;cfRf-6g86^)|*wE18nq5UQRb3JHgqOyRf_(Pwls)YG_aGB7DYEcGJ~
zdz`QSqOD&NAt>>r*|1^ScKumycGftSse6{As;#GUOG(eNuy{M+`?Y1+l<onn-O0vy
zUXgdv(@zUvV442_S=;up!a(^~Kx-4D{{TtGtOIG&8RAgdmsDlDgUhq<sWU-(nh--A
zTkf>q5qvhEMc;s^ZX?~6JF|f9t(r!L(_2FupXHN`5rCY+3vS76Oz$N?pzIBa=9;+X
zr<}5A+{b6QR!uQ!ZN-BQ$vu{f;?9ww@?R}B!1jW8^jUtFzB<od821g0b_z1qv|2eG
zgEB6(+h5RnmRrt+os@=F$Idc1P!=0}Y_AmcKs1Alm8czEL0N9v*&DlWb(m`E$lY-B
zsg57Jw?x)TQj78|PZJ{h304z8rLj<$gO1LNQ}9Pp+H5tSv#X?zFkO~N<BqG%v>K|q
z7(*OOh7k4Iil%3Wd5&&7pk&*RbvoB`U&q;IJ)1tK=!Isgvd2Va6>&McdWQw%{{W<3
zsGz!6h-jYIzd0qRI9Xi=qP|s+sz-60v-(TQIN7I=873v}cUNaQSy<RC&B<o1{!WV5
z<E(3PI^R=R=WK*M?me2^l>N@ts3nKYbp=aVj-`hfTHn$8PFv@ysi>=CA1h=H4I?-U
z(3LuN(=8{K>Sk~;ovUHL#(`RV>o?8t$z`cGuXFS0QqCkTb6nR0$URiGEvi?=oS%HH
zcgKw@LuIOt<4DG}uYMc=$90_2SH>d%jt2|Il|$d=YvJdN%0-Gb{?ay@jnT=q$Du~g
z1YS`j0m3fVZm+%E8&7V8z2x=muE)W>Sy4m081h@uc|g}tSvmC5;9B}KDl@V<a6ra=
zQ?9IwZ%~QV8anr7trYhPQo?_m)kikTJDIyKLmb3%wxZA-TX0J1!RCJtl$a)#R{$F1
zw%gqV?GpS=&sAZgq^1$I`&u|qs_xyLMjh02A(lHtbucx~<esU^uA78Imhf<q70g@M
zS~?&udaM=@0qC9GDx@*)A^v84tgY5l3VB?|b}6Qo0t!V%WR-OV*y>Zwp_H>et0d^R
z*VNTez<s^P*((nlu$icM=-x{DIyrpJzN%7|*1}unb<ZmQ02?rnKa_y-YAPiW#T%Ya
zqB)vk?&f)pq<Ck@t-r!OAwgLyXO<SYZouJgQRvHCsRVANiyMEXbJ>1GQEwU8;&?jR
zfn}}Po*r$a#_f_YhYp~OB}r{yZvX|kc+;Wj?UBB&lnBVda2>+J<*RscXgS9VTMr_<
ziunnJ<veTQSOD~7bzL`<?1F@Iv(ZUO9FrWLQX`>m{2uD>Ue8lKTVCWe+0O}dl1Ry0
zf<l^}*3i;h=%VF`(7Yc)f@@*iI+bZ^v{b*#!=Im;e&zAB^NtmIhP|<oltoq0Ih|F$
zb^}Dl7K(MfOP0QqMoU9Z-7`fjbCdi>7j*ViS!2cy7U5~|GW$KL_0_eO>L#(J#gBeS
z!pe08u3LRv)UI<LSn|;J9EW?ZZx;H`(N5=ImWJ2m$5JMcG(7pEgWN5DN6+ERbo9~G
z+3TwACEybzn2h_77DxdDZy8hCPT<>h-kP#OyhR``4jCJIAMBmbBT+>m4`O--It@K`
zr!>s8(n2G4BaNK#?0S`6*1izW1+q(>v7ZY@;~R$<_C&h#OI><p!%jqL;@Ah5EB6;;
zzJC>Ks?_((ovd48iMW-!2_4oA>t!}<8NE{rRB;*;%yl%5f>Is91dJ}kPFCx4@KUk1
zsjih(a8icGUUwYi`Ydj~-0Df3!sd|EjuTX5i#q(tYWKb!h}Ad*jGQaJlDX-sBG+9g
zWv?y%LjA4&+^Q=<_(ps1q^Kcbk-MFMrqm6+#&P=`T3<D8q_tilhMw18qqavE^F}iF
ze9ErG;@NUIDtgCBX%UB14aXk6Q<oY_Nu>gg5Y~i`G5k!|#-oajNj)ESnv$WCHLQ8$
zVZ$p^v+7HQT{)zJHVxw#Yk64(vX#)et_>p#a`1kF38QS~q0h+c*<$$?T0v#}%6UOu
zbbO9BM3uB?+N$bc>Grd}JE7_=cMUx`l9rIj^ZdoR3tgjuvBm&s1gB-ChF0y8Hn=8f
z@b}qJep)kuZ#ic_xcbaK>2%b!ahSK31IF0df)!@BNL=nO-uNE(yPeNofUncEvjXNf
zWBXx1-8B7kS%_tRKhf%wxpQ%kV{=~@&sM9dz*&XXcwKZXGP~;WU}pvDp>nZJZm2NK
z8VK&vy#ZBZ+QaqQinfn#RX0)Dt&ZF&*-<2ijn6m(?oVLnmg%OxE`Q2?&A<FgR*<|&
zZmMW8#$3_xxy{PF($w6w1zd5E9&>;>!+q2RKA&p<f0u)v!A@IcsiJUoGmALJK;>^Q
z8wb`-O+faixoEENzIw_sUs}e<Thj{(*BV-TRmNIk=E!4qG8WlSce_l{1M6jTTzLed
z?wV4?Q$%VjWe=2$ov-Ah(~c9=%daCMmexaTekYdSO6C*2sS!t)cLXhF@uOgT&optn
z%g-4-7j6C<eQAz-wN&)Le_6>ta&@WzZfT3_UiUNG4Rp5Z)>JkKW-aL1Mn+YFviVnX
zm_A5hZhA5{WBrO+uSP*fQs~=KCurj=93$)&->6l#qM9}t0LEV2{{Upa?M0E=*p=qJ
z$og3BQ8kj!NciJ$;m>9PQc=`SW5ZfL;HPG7WqBW4mCxJI3;>r)Y5?Sp5YLLNb_6|n
zI_-o4-3#Y$@mrDZr>#~R%=xr4$rHcOb}|y6qY)5BF_kxL6H4a816&J^Fc-gQYxOgH
zhFK^`^#Y$n3ym|Ty41Q^F~;X-0cST&HBCiPD<!28?RW6-dWGogPM<A_zgc^a9WsQ}
zIzp0W7sn9D2bDus`<PgMacZ-Jo~NJUhH*+Fq0^Cqf1I;-`&Dx7q_33^H4eAAz4&h5
z_AQF(Yp<huY!xy_*8cz~JSdu|E|a%o>n1JE2nPzuQ+_7;-}4T&shepFl=^1(Pg7G#
z=7?N3u#Ud#b8m{ec6v6kw6!mkw?0u|$Kt4GO15VgIBs$3N_Gt<V{k1P#~l;O_5q_a
z^E^&ALvmv!sP#?eqT@9^sxrvuaoZXGT=z+i*LbzxsOxK3$t01)ZzsRHJ51Z^s4K&%
zVqts6!MnG*u-~lrD~rdNJ{C702<m-uh*^)gqYCk#g<t??TjB(Dmwi+rju8`@(9S#i
zrt0+5ptC-CuCg{wrxD|(7L}*1lr$F^Uvu)?Qq~Qd&UjH;ii!&TLf@&hz8#ow9Xf)Q
zvlVRZgn2xUwOV=;AE~ihKCWLSO-to}ClTZQs-bbE`mIB}xf|t!!Nv;o9<_pwC&wHV
zfE;#jL_Ic<v{va!YU-_!%`<_+h`|dw#WlayGi|k5S3P^`V08BfvEnzMg!-#qnTjbU
z6*9e~H=s_|>FQ}Jyoy>zm$|{M&lt)vnnL?zh0m6V2uCD`1Aw&gZ*s9Ws=62#KIFx9
zOmBcSjc6Xq8n)Qik2TH1Pkdn$YI_Z24VCS4OpOJk_R7(9^B(F7T6$<B^0tC@x7*ci
zVz=%Sff0-HxG)3M%FPg_V3r9Zc<OoNA!=^GFty_<@o%?KQ_)pTbGMlW+_B7d6f^Wa
z!oJ@7jU~Op4oJ(pES%pAyW}I)`4!fWQj1wE6S(1opHwVV6*3+1MDROsrrl?nH#;l<
zk9?^MJ#}5Y;en56>esU&C0d$HyW)Q1{_qQ2m9V{xa~uzEb#k;B>K*a!U>(WERAl#K
zQ8Okq@iFW<_*;O!eb%OF00FEY=!LV7<`RX`ivIwk+Q*|V6f#jkHfp{mbi$CVw99v-
z0@G@HhJM!EC~pp8w^Zr~-*%h`TgyYv0V`y=>U$lkhxk&$;s?UW@ySZ$c@dNLKB5_I
zZVl^QDagzo>uk7Ms{ER$9UO#b1aLx*uB9~*;q4p@4i=3wD)oi@$YS931MIbEmhBB@
zirgTYm5+IEE<JLx#YK+RY2EsPFso5`+x|!OJgZ%3bZ*Yy?4xF+dpZnZZW`Z8!9{R%
zRMCRd+bRO*p=w~X{?U7wBHOrw)j(HSqM6v1s<Hn7s%6m0BzfgY&|IGrzCMVm+hK1w
z`Ea9Ur*lsLqSu!7orukzI=ev!xi?W(%D97CTh9tI=Vqt+tDf#(_P!99q%Mk9xSj`4
ztP<D9Qv)CbHM@Q$<FDSD2-$~awKE+*W%Ucx&gv-K(oWtGPmgQ5EfQ-hDjD`R7j(*i
zy;xsJ?ZmW$=&No$m3xC%s_#ZtNXS+VA*rgg{b-sDZO%wN)J)J89AP!Ej>`1p8qVUm
zSPOcTe^YLEjrC5T3~evQTaK$U)!Kr;Q&$>_$KZ7h_Eq-uAe>{O>3f5I9F$kfVl*a3
zFM-C!V#u%x+5q2(cR=jerQXNLa0xCezp^HKcT2U6J;}mXk&m`H{78N0)TWFske;ea
zri;lR3xk3WE?~eM`l2gxfNJ>rg2_x;IYLUza1@k|bGr3INf=VFEm(mNLP0r2x-`q<
z!XQ|smFhFsgnbRIvyJk|1Ab^s0MZvkvH^hd2eR`oT|sm`!fWX%BWV%4E+5@Qmf(~_
zvQIfa`A^c@<g0$x0gqg-07tks9KA^5J|dD^%A2XP!vuSuR>I-f1r;P=jw3vFQlywB
zPBD_v>YSygbkc?cjQ1;q4@LIp3~e|n&|jY9jP|-{qxhx;*zBTZV`Fg*ISFr)S7&px
z_onfl6p7{|@FQ;BjHjsOYaR>RxpdPK-Q?hUCidZbLJ!g0lAfv;M~1KuxksP0xCtwp
ziuQydvy^eCZ$;lU`X=-0xZ}?UqO_H=J|`e28&KXd5LwE8o{FZRk1d3cRUjY4gJ}@I
ztg{^fN_@_pn;RM6bqHFkbxk8Tyk)1Va?f&gz4DO2@b+U48N!`38MGg9w$k~tZ89~Z
z9ZF4g0D-w=t&n>rCYZ@S_Kmx{WfKJ?uV<SkcKp@!V7V#WjCmuf>rWj@Ho97J&8&<E
z1Oaw>VR#M2kJc}F9SL1%d-xb9wpU<u7(QlllO*AUwl<7*C0GegP{vT=A2L~5)BPw}
zBVf+g0-0l_mHRSDKIr;-8H*226zgVGk*ENQQ=9|O8N!i@^>L=7G=f*QKA2KgE0qlu
zQ(0XD9?amJWgD%lboEUTG)w|ab!bi^a8g4=E@8_>WL>XW-tCb(DmvMi!^SeB<u?o6
zW2z)3Ssm5nsEx?Wea31hZfmoi*g^Trww(1mw4!~KNeW9V%}|Q1-djoFj_B&`Jx@;y
zoXW0S&pp&7RobSZ;pN+L(+i(psF|B&mDuhTjg>Frc&oAZ5&@0bX&fH7QtZE0M*xRE
z4mc^DJwPtEdRu>**nIf|1Kr!*Yg)6y3M)RDmgxo9I!GhlTJkXTOnO<tDs&+4&90IW
zyE7b`X=ibKhvGcr(Q+tcbb+I(S|*LYXjm;`hWTe;pB&6vyCkX=_M(m}wC2`b^-%NW
zZXAHCWh%Xv+`Tyr>{KqHY_e1r4e|gSnY&ue69fFv;q&T;ZRV$D3&}l@)m4*J<IQu3
z9gqn{9Y$2YF5`@O9ZnR5y600$(%7Xf9eSqh_VZfO^6=J<!50OtKRwJZE)7%^v&SpQ
z_|H@3)=NB_<$IicTyupzW_(6Q?#6PfmndSRlnCVx&t$3^=Q2PE<36ctscmRYyd02D
z$)3RaI#bwYeA3mJjY~i<hx&UhKVR$XK9#p0G3<QhxMWQuugQ37$*Zevn_o>)BOJrk
zt}E?9tZo-M4Am7<NbcL6m5?d9cDkAu;!%-svc~KBmoF5xqp!8n)RI0jP66rcvU->A
zdG}vSSo*0$T=D^TRbu^{Lme3#L*&`Jc2<TSA*^Z(Gc9ZY4?<Kb-?hIa33l!=l|J98
zIyoCq03XU!1f&TZ7&sjhoOsL|y~|FVqSI4R2V81i*_;W^aj^W8R;@(K4P?GUSv(Ho
z4jq+L$Vb_7L$dC!$~eD6>Lz(p%ef_gx;E)>eM@3wK=f!BQNTUmmNb#;gw{Y9D%EMY
z+o88MAsa#de2kK+gXBA7DBJu>{4^DF#$OdX-qF;wAl_tSiyTh}p$f*^$)$9H29GS0
zfS_uh=g#Rc2IHO=tyKe~JiNEuBF6eS?r=Wf!zD0&T;E@svub<IjJ_!>uz4?G&gO72
z@>IdofLFz?1i0i6lJ!<HDFRii4b+{k)OQN1V+51A&G#xIo|dAre=ePlmFJuRl9}A4
zG~M9ZYTY)#?ZX+zDxr;x1DPzL7wbE3)76z#4u#l&x32J!d9q7ua1WW1gWMvkwFI)<
z4OCnc_b98C!fMCnR}ul?9hRWIL8yKA7$+FVUsUVrWOG{AIJgdjvS1DeQd9Kwb#)|&
zDW#Ji($umuZ%Yi^PeyWDnWSK0dD=S^)_v0Eiby0e%*RIY)Hq<K`l)s#{iG^^>N^9P
z95-~zy6KCam8YS2xx)9<ZR6p{RBnsxpG9PTGtM?O3c0=+E2NeIhB?P$eF7X5ha9hl
za)wVM+$4F8E;wk(PDvE8GcRL+^~VUSJykpo#G|SEKxGkqxzo=Of}NNd<dtDs1>WRy
zJJgD6lY!i(m~s?_zS~z>gA7Es*9md}5!w;#=?3T26;jevws>A!BMwFtg72*^mkI$z
zJfyeZx?Pt=RoA)Al0h4Q&N>wnsqC^@szgqcen(X`+17+LxRzEqKT<c&adt|d()KHb
z{&z=2z)O0PRcAaYy(_6Jbp2nSOzeZzx$2>lt$_)Ha(sj3^)yRXj&7f=WAz*(%5elg
zvge2s=>Gtz7Ta;=bBrqPu<;tU{{TkHd4a<R8B~YP=j4|=8SYbykfN>}V!6~I$oVR;
z>-vw0J~t3}PO?m)A<T{q9n`fY23wb9D72S7Mi(cKx!7dE1y5LRKUS=b`QQ*#6+~@|
zqk>_T1+Ex8j_GWiZK+c>a5KUg?QaG=MzsFPWi3ptjm`BSD<-z_QqygrdueB6k{0pG
z@YTNeRZWjBQaSZcS85u{kay1VJ>0p!^lL`ZTk2unoEvWW*mpD^5jDk4?yg76IdIRy
zGr(D;eOH|FPh6mCD_r7tImD8?K_euX?ipKn9yw_NRuePHugAp)Q<752C&h!0k`Ats
z%^4+Golyg0#sE<_8i+`CFjn}W1)O$9QL&|U?JRN1e&1as9O6cP37WTp{t)gb331Wt
zFYny3&8b}I_BFds6dhf3v$*7*P~nev0i|%n@z*Haora?At;D&@=7QsZGLT6J3Qo$%
zobQhrRZ+7f`h&+uBZngkkEDA#t2s2my}Bs7gwTRRKt=e5w*|{aLP*lWk{sZ8OP#>G
zIY=2i0h9tXVO0KN-80C+CmzKho;b?sjsBQiEhDP2CsW0gnImG@X86GBuM|<hS&$mD
znrX~3hYp?8{Vm|Nn9ui7#I)4H%t{Ax!E!Oi&fOI{?<jo79g$V{M@TWasCi!JxRO+g
z%KL)L%om=gW0~ya94CcQ&pAWJ*E!f|$wab(q5O!+QXgL8B9^nzjY~OlXrJclihT_1
z$#XD=b4Vqw7*_-zQW*_>5e&D{nwJGN9h7ZRR(hsGAZwMLI{0>AIlLw+;6zfw{^T8P
zt7CJO7YX{kPsBT`6~eiNr<Gf&ls;UA4gfn6P?qS;7fV!Ay^STz=&Y`uovq_w;bYe7
zny4HMZgxEsq?d~CFXApurTupndOPY^wIx+Mw*iddQKf!lcHWs^RoB!?{5a#(rm0AD
zxF;wUS{u|gb(I~$Vq@gSIYmcFDH+@Sl%1lU7j4K2akR0taKKS(PM~bFiRx9ELnDFs
zS6NTw$kOha<yjus*a*fHEz(9~;UQm-8BR>n&tzm0M&Ghjr9=>UT!!NdJfOSHNI>1j
z5%1JeIhe^uOU9sHrreZuL^M|hykG!UsigHa3+Y(W=7WqZ7NWKF67DGbO<eIjZFvJe
zsFh^s!DM0li~jR{yI-jUZrJAJbWGYjM5m=9DF_%i%F0<?ERpi^qif_NkWPMS#>wlb
ziSgk3GjzG@s!GadGC2lMWlChyn~&C_4#<9ZR0}O}ZCGobah~OA_Crr4I45a1Q&pV5
z8kB5tP#_t7(fXdRV_<tvqQ6CFn)OYYowcs)vU@D>($z;HZ~!}^+q8w!nrb#}k)MjL
zS!&QSdz|)dC*<hpN@d@}_S3Y@0r>jxsulIM)|vd5y})Mxt>)uVPU?4Wcnb#cUb>l+
z{{Rim$ST-bZ)nw!SmBMlJ<FDixW1{Z^B(5{dKIl{%cUeRh~xq?JCW6S$HVLNL9Aom
z8_%lK*>`|b?h=gr(%wT5UHoH}*!Y)oRhoUm{cB}Ai>Hk7(RsVYs6|aw)f94Jj&?{M
zieFJ`M!~tFU~s6{E358LEDrcld~c2YspYuFPF=aI8HcG*bp%ql@9F*4z2WDBT31q8
zBCB=qws#MXCSxu9R347e%+xmlOe-OzEd|BWbSiF_O4nGm1E`{|Y=B|Sd@sXXKIFz{
z8%GM?iw^yMA(r7%^I@_5N=J&`A5&=ysHB3al@XTiYry1t6eoo9X`6ndY`UtE($SV}
zX)VszdXTpXbUb&uH;RzwJ?-Vh<mFbb9t$=aLo{^{^AGa7gtFgBui~-0{^csY-17_6
zvEMZR0E5^2F>Ez75InamdnDTCpK!dZtu55{tIbUvElVn?;&E#wZ}SCq);eCg&namo
zyL)rWp;kDbhEQGWkfAV|r6e~XW{p?#ZOcD~zA5T04%wo&80CU~Ulgp!Bn&7|6g9PW
zwY&b(xWNok003-lz*p}Fw8n?OHgEEZ<l1+G#AW+(5WYHT-3?=!nVMd#%J*bQ!2RPN
zG`m!*VE}gux2SM6FzG3r_u-?H**MB7sK1Hjy`!^$;TZ5Es@&2xXZ`DQ@V~{)D`wLT
zvg$1{1yfisBxGzQ<NYj-sUu$=^)z1gP&7K2?VnoednG^BXl}J|#6~tULIL}f6@1fO
zD<3^Xj(oBm&U21Rw0M<SV!LW7>a^v#^b}HZ*t5|80J&GGZPoAoB{eM4hV?CsoGG%q
z2=&ypY@_e3OU{|_BU<Vk9CwRt107EzcQMb94c{d|)Y@+4r|xpw?r=JurXz>3%SF-t
zEo)69L;F64<0Bv(2&8U9eQ}<Op{=zgZm7D;a=182Q6c!81~RH@8aw|0#H}}6Tm7YO
zghv$Ye2m=Cc^<3K{u<JFQGBsU1=z(;SQ&x5?dKg=o`g=w;Pp~8R=cc?52dG`Ko3?l
zm0BH!#=4W8O4^^xMoM_0W3$>d6qNRA#?;e)E1GkKOf7H(XCNu5=_*?zn>=n~f#f`3
ztEYtiA4jb2{{U2ytW&fQNgYausM}`8Qr|Gfq<oFNOu$A+4lU!=T|7Fl*{<`L?ll58
z=YV)yPO|zlTqv!ttg+X9Y3&*E<QOO9y!UgXuCv$4O)Fm%(KxlkI3R@-BBOHtQo|`S
zSBf1IEgmE2+hwVuOMOcppF#@GT^rc^G+>T|DW}%eN<fxp$N=Cu*;c;{-KC_uwk=5+
z@=tNlE4_8x{{T*<lFM=H`~9U(+o)@(;qtt~T03O{b+}1f^7pMn#ycj8rV!1hCJqke
z!DNqa$C2BzUny*;X`5mj7R0o23mVu?Ffva-iv62i<$0f0lW$z%eMK{1sg74SA*Vc!
z7U7|8+IH`06qS%d$u{F8D8t4}{{S*`GFp%NW)R1|H{kF`QH3W(SPR2sKM7VJ5^OY-
z6^@pX;I+=^3Zw#B>~X@af${7s_>)-~HHOsJG{Lq_Od)>42<wi8RrU3rmYn@!nax$Y
z3yno78y@e)KXkfJT+c2?9DLJ{l~YxsJBn3_YFoYaA<slr6;!m+2QlP)lI`}&y6HT+
zSiHiCud!TcBi~a@_BYh5`s=U`YC4(@=zgXyvhi0{2bA}@!{&kgn^&{U5J*|-zNVMT
znXe-t9OKn&Iv(L=yIY+FOmW8YFgP5h@$tr6Y1%81am7$nbunMC@-c@FpsUA*)7zw-
zwDpVwC#eaq5^R+A+QT#sX=}R$Pp6(pWfH{V#{=qz$M$z=j^POzb!~q$Zq}Mc*)^%v
zR8Nm2Z~(zrrF1T*sdRn8R%o?_Yp4w~+*~_yt5wqdW@k!93FRBeTTQB^J-}hpZA7ac
zq|TYtmDY&?ibrGSq;)>Bsk~E|=J=d=B~~aXYU<7)h`99OJ6&z8qZyt8-?>t}oQ11H
z)FWf#wY&Vl@=pMDIZ_mMiu#6ciU*PE5D~nw!Pwvxs(5v&Z81d1Yhq`i&vYy*E4j}z
zFO`thF4Rokrj~kVZK#a59^F-oLqkJ7U}aeYKC08=J1o^yu9}3f6UYOy%;K6zB;6Z}
zTn`v1xfKjsx9mXU*m5fMH!9sDXO`dQMCNC1Ld>poqTgQl#s~+pa@VP^P}6KaW0*&x
zim$lIS5xLlc|4SSm!*((+$JB(Tj-vq-Sl$+&p<H0*7VwcQby{a1Wq_{J%_6HJUYWq
z&qCUkT;TG{cOA|Eh55&$+ve6a-e$}mxmVknxI=IM0IOC>jDK0e$A2F7ebRL8k&Sp?
znCOY8{V6rop7LOzw@AsI4oQ)x`!7FQ^)<@ZIW*J1Y3dYh#%kFrALf@i-T5U)iKK>X
z$iu<z5%JOJ_XClUQ?CX5OJ(y|Tx+R|WCW7j6NN!@T`fTeJDgUJrp30tAlYMJc^%Sq
z7MG`EOz<}t<QA<9DK?H|%mT`cKoYY>Xs>ht#^dtJ3c7}>o=_?ndh)CmYuD5t<kUBC
zY2c}uolAaal?z%Va+R$eIy*nqqOnqc5DhnLq^M&-3>iG9H4dDmWjTCc2LZ+x)9Ksg
zm8N)zEynC9io5MhtT4Qt$Ag~9lGUQ|Wq>~;KP5d#>orR)_YhvufbOeCqq<X1MjRZ`
zz*O5FpLN;ZV0KCB0xI>VYwZzvkjU^ck_xUUvbE)|rEg@lxb9djnzpx1-3?_6#t#l*
z=t9wLzBkuTPS%=ZyMTG%uRDsVpEk*yPdF;`WE8BYWA=^$JytExGV}aRE;d)~Jp)Ih
zqt{e0)!!y`k;pek12_yG{^}Q5cn@xdjnmtj=%gdz8@S4M!k-guG%!VOxk@9FBekz5
zhXtZ)KM*W(&=)qg9iV4BhYGeet!9AgapCX5MgWk115+CCUf%_iQcXc#*0Q0T4Dh`*
zY?g_(#+)=Aysr~@hpXhO)$&)`rF2_d04zAp6y>wUJzU#pk9dDzRdQ>s*abR|4<DG%
z`;Y-FJs-r?ynlk(EsgU?BlB47w2rIJ@2-uY@RO{yt^VyNm2;8Jj2-~!kzuEXx;(ku
zm1J?gB5ioj9cDE<wDx38%67l(j2x%!6ty)2Yh8e(^$n65Xv~q2Tn0`Gh_YRNrB}7s
zARg#$IKJ9#DGZ-Z;kOGNTN+&Ek_wD<jitGM0asd^?HsgtA(<+pUvUCQ2+l(Dty<ZT
zhQf6rs;%s#d2>kMqiCdSnhUw%196gRK{!02DC#F{o=^uVPGMi68!AZmCncB3aCid=
z47;_j&mbmWM^#ZD+8_iOw@4;yUC^IYM{7N(l|r*r@SDUaEcX!&VJ(EahjqgA1Rf$;
z=A#nFRLA^0;mgTZ`#W}rH01iD<CWAdF_#hTlCko<5Xpa$j;Be7`jg^cip1rqdGWJc
zo25JHDLDrjKFblO_~!Wf_g1@|L^4Km@e|ytZFIsaml(*$qGpUl!axCt=Xod3ed|J4
zY2uBo>N!kQ`D}3m3MQJqX%5D;xTj~Pt#eEE9CgBAKR-fdmC@|SCaf(5xlvVe8M`0B
zNZRSyEZ|BoGlP|CWr~VQazj8WR~@ch$a~h4sX(WumS^p1kZqczw}HFn5%tvUx7Fc;
zg)c`{6QTs;DyfLO(@UG#zlfT27mK}QPmXJiL)j?9n#W@&C~LNmqN%b;RU8!()#u@3
zThrY7sGTWISo)a!r??ILlhdl%EpSBIa4M$ExeY8FaK3$(MkSj`_9|&htJxh-HP+bc
zsSakPk~Z}P&Ep6SyGRSxn##>?zuMx4n%K}|W(f|)e&vB`ohdE4cYzC<8gYZ!HHGCC
z{{X4#W?kbMkh*{SjA&b*msr-y<M92Qm8#nAu4k7tZ`*^ALB<v(3=+XM<}`v8-%VU3
z{t=i51|Ed)Q+YM5gJ8>Hf}d8K1MU^~*kiWU%OQ$a29O=_;Z*!d&~%pQSn6UWk;LQy
z(H%>4eN%ym24kOq;|l)(rtMUh8WzuXsg72=kPEWm^IXmD_|LI4TZKcA^*pm(YM!0v
zbWUy)Q8B=PK^R--i53e)y9K%|Ie_nQ964mQ_L*XF_y_~pYU1au>)*IkpgR1C6KD+J
zJ>)B$sM9t!@7tUzOcA+<q4ZPMvz!x>y?sFTCWbwndNR=6l6{r{J(iK-9n0#KVx8v=
zE*M$mwSmBA04eKh-A^!*Hx{@Yf)+kbF|kUSZ0eULl7@PAj#kMNT-O7_AamVg+GkqL
zOc@PRw>KSfv<qIRp{!`ct!eZnYhrm7RS96$r^|D^J^0Le*p?Rzq?Y7hrXsC@<KdB~
z<Ws_Co{L1}(CggGDC_PqJsdMMi6U!(_E9xjV%<L`7KeP4^JEU_zTMZ91BHu!*meH^
zXj-yutN5{%IkbHdVZa?d6*l)^Z52st2f}(SW_cSE3*O)YqF?G8Rao-UFgQZ0w5H7=
zn|?DlA>ZtJl>tq(@(vMjK*Hg>miI<JEcN9eMjOyAnphumpl1*GlGKLP3|zq1oO70_
z3*<EQGw+HPuzCU270xmonv@J2trS%v2ATr5COa|>*64xYV0s1fC>a~F)gb(3eB;JZ
zN-yGSrGyO#J0Ka!;Tca80OY1Ja)^s1s4jH}VL#k+%W3EWo6|ExO;#TxM`aNkPI*Me
zFcOS+Gq11ZLZr<;mZBM03nT~cPR)n20|zTMg5xzY1+OF7PFl4Dc>-tW=7q*{S9q%v
z?68}qlg}>rGu>A!Y{DXN!a4L;W?d;{Zg;mB>6H<9ucvtUOHbaJp-%ln;pAi~;$?E4
z+5@^H1-+njB`vcsJ0l;8e9YH30mV7Qe^KVT-N^YVyti;M?h{X%t)pn3Lf@K^cn$}-
zO&HtgtM!)V5AzZ)>QPHCnJag@xpyi`-uh}Mi60Qa>;Ow^I)D)MaPDT`y?F65<4^VU
zByOUbj^k2Y3_A!1ISOXUOHUS^45(;mAoWnrrNfEtlnF5yWqZpzW3pP@VB@Gus@eoo
z(3Fi!X{CyJTTak7J0OKpy-TQLW1uxNNlx*Nxmz6-w#y-PMSO+ZPr}lmE3FV#SG+*S
z`EGs~5|!ayU-2_jA1fWmTNl^nV^PC#Wcd{DaR;a!70TPLZj{uFrLLu8_KY;VEfPI5
zM{T#c^$;=6c>7+3RVwtvm9n2A7s--O1E5Tx$e{8N!t7j<d2|Gfit#1lx(Yd;95Bq_
z97jN|cS@GiTNz=qRLMJtA?|6<;Hwa68mdR((7C5M$?UG$5({mpNczSRF?Yh^+=Rfk
z`#+G1=B+iTu@3(L+D2&2H&6A6n{uNVXvSn23LjKyS~uQI7M6S`mjHMQ;drZ-d1Q)=
z?TODPJ<2yuP*PGt>dMDvVlamI<+~y(nbuU_F+HC`W0L9F+jA5o;zv7Z$lzrcb<#Dq
zkk`%{_8#q5i-jDOdXQC7Qn}wAKpw?R-|UyWoD6H}n8?~PeM-!~4~d$m&APg5fF?y8
zC4-KiE{NK8yx_PV0<pVH)%|D75W6|XFs&9{12oZx)Zw3U%CJ3Wh?*HbUlO6WBXT!E
zUuo>c;&{uPae}oAEz|bRF_xX18cs4#DzPSjfvor(OR?Q1-rI(nace`QhdIGU$Ijw-
zxYXkOiN?-jWk>BNZ+2^3F}~we(<|CDmmU^ns_Sa*hsz(sq+$4DXvgBT8Ro6NG)Ig@
zj#>hC4I2yC4CkLfv>Evitfmf4czxs@pTxszZAHT+r`1DOT1$Eb=-ISA6WBv|IPO&w
zS!lWF!F&uZZ+s=%vPA0qf9h&1aGTV{<)As~(KOg3f%%MnD&al3%zoFg+4aI^TWbKx
z1x-%L*qt4ZP2T?iGPhM*Q#)E5Lw1hKkU<4hn69cZG!8h*I<ka^VW6(i>AS7SIn=bz
zm8?9t9uW=JT6AJ|SB*gB>O)^G_I5A|DddsZ=Ocw*eJK7_XsfkUK_jD?g|BJB8R&tM
ziRIYG3Y$Nfda73)cPmoUoTgn794l0oiF~g!4I}>2j+&Dl6@zLC@ju!_N4h6&Z&k_V
znqD08N1{4N26+jmL;|pQrI^M?x)S~g;W0HB4F`5glye=}CLYJ02ndSNODK@iL_xr5
zOue3=O`2d%TzErI18_q|Rk=l99IvSo=(Er!WQh7H7esT&<0{9cYIOBI6yLQeOqB;a
z3O#3Mxt(^@Z&H#dsvgqjLiYjOH4Nq!xU{r_Jyp7U#F3Y_pKD_|0AsSR)Sos-Jn~Of
zb~^PG;9I#KTgq}d<%yeG?W53emi8XaDVMdwvheN&fe|lz-JQ<LR1{`!jm`}o<s<@9
zi^v$<K*F#Zf!6)T>gn4T*m!aj@DVP<xEUop%WXrW-ryr0w-w_mM2^N+#i`ku<-E5$
zkFr3?IK~%*q)F+5<HAFRK_jws2D?0S=&lxRD?>H6>opaPG8XO)2Y`uHFK_WMHrgup
zDL6RD1t8}c?5w|7rlfn}FhutB&vgx2*xfUo7y+*86`Gw7a;s+j2#P2hJndnSFdnXV
zK&>?J=}Ub%H4T!waykQss+c$#8PBpwbBl@p0D2fuVMFR4bf}`5Z!(sZl<XZE3K_N2
zNA?^?$u!2gM~1fmo)J=8;E9=@e7N>%ARtOGE!-Y^g!40Gk0c<T?n)w|k%9a?<J~bG
zEljO0WKVNPQ;rq(Vy-nB4<in5RA9MC*nF}w5QaB5f;mppQB_qPutr_)(MKYEK@vcN
z#@T0-F`$<?@T9+F)JGV6_-hYziD)bBn`$JFXdGlDRb8rT7$cR#4OZYm*_95Qe$c9_
z3Rs~ADRS&`qF&bmMoIg+q6GVyjupGZ?GJL*6^)UxmQt|)01^4^?2H%WI#`w0B}>VV
zQkN6o3&W94y2-S&J5NRIEhpg*hF2{n>Ux7rD)tcRM5B98t_t$ki8@-FOlpeDR5c8!
zjtM>q0nXvsLsWD?i&5kS#3&M|;ViG=yR+Rr`#wn{E_3ilWNcNCMFs#HkW*JV#D<&?
z_Nx`GM`yUs%NPrqSmM*vBW+ZWRBki8w;qKs#z`~I8eB^3l=U!>=P~RZ(9me_Qqn>i
z8YWf$02SxU13gf;BS<Qb)d38`74o^mlDP<Tp4K$|qk^KxR_F;j)OsnO8-wF{Yn#X|
zI3Y>aYHQVH8)+(TH4{QVl(_y0*Vv(DAD`z3IlmDZ;G!8@W^KIx00E7Z3}YQiWou;{
z-lFydW(2Oxt(OvVU6OfLTULv>TxdmDk}$^%hUX<#C39aXb6deZ6otC^a-oQ_o~_Mj
z<8E@6t&|hbxMmJO)SR?fZM5~zg7+)gfrjlkQF@}5-9d9OTdGX(5s*pbdnn4v`ntKD
zB=VOy_e!Cpp1wlH5O6sqOFFkmB!wz=OnQp4YJ7;CMtY}RUpa9h_$T|KCb3OUBXg!<
zYtGO|WV@Z2lvJK;s+#FB_Asl$?LvzbnH=d~BeNrmzG_<4YN)G=%?=G<@0ACh%0`au
zQBN0?$7Bx5smGSyGAtl%WW;u|$GRycA>d>lnNfAQibqGdI|ryu&2pYe46bnx#yX(P
zu6w(<pYB(zHJ{=o(;~n&#yr^wIZyu4s@t&6>~sS?k{NHSa|5;pgZ)JhSx+rHfRtb!
z;Z#<`xd$(ii>aKsxK3LrO?>-Y{js<06b9_4sjFpzH%A%3J=Kut?V#*tZ&JneOH(Ip
zBN!wga#RJ<C}FBCho_=Qt9u+|Yx48drW#!NT;~!=<zB~D^dPHJPjMlHjN>UyYrx|;
zR|^h{xLj@Gyu|jvIXg#hRdA`$+AW%O)k5wWP$ML_cRRfjp~m$!)5Y9Vn{*~UHtb;V
zkql0fK+tiNT=0-c9Dqm%)Fzu7fdpg_t-Zuvy&f`J7-FP{h{N3O<uz4N1EPCg#^-Mc
zb5S<UuKws*w-)4{LS$U3um=^lxG?0TyOMgR7}pno21)FWrM5{d!LkQ19=Ql82|LuS
zj1Wk_y>#Sqthak59W@Y@lKgn}Rj@uTc?!>2Qz={W?pZW#C9bNq{{XaKv7m9z5w|OY
zEf*b@%B|4_P;1K$T1YrtbKXu#JrRY#E`aWMR!Q8Dz1KS9R%d=Ubja?34LQa-qykPl
ztG0yGP~D+)^Bj!u61F~$%ySnRuWkz}bhK4fPTNlelAlJ5ud8TlD2^(r<ct2$TMa#3
z9)+rF%`9_8CmAiy3aWUKs_69$A(ZsYYqOofxJE@rPFwB=CaZDn_}G8uXXm2f%26C7
z^PB)sq)(bT^h(bh^;`oTS5*x66Bf*146TR4gF!70$L#YOIv-Vy1GV7eDB25+T?@nM
zXLN2Jg$mT>x|+T(KlXN(BXeT$61o}+Z!(r)6yN9`t0TGGYAa?hnpZsk0Hjk@_d2@S
zH`Gk$k?K%{k9F#6;JSqJK1Aid^`RUN%2OKW{g$Rd!m;W4Xl09WBPhGnN{aqNsSN6Q
zah<0Lm$mHRm2J4k3~l2b6<)WQ9fj@7T~I@)npwQJhbd^T!LjW<R0zoQPe#cd(WjI|
zu&h}@W1$VGt1`Hdcue`HJQTy)_VooPI6YMu^7jrL*VH~IImhA8DE3lF=460?w@n){
zyPj0RuaC>XAR<>tKILC6!O)R4Y%#kCR!;ce@Rap^KzsNo2OOTNyh5I&e&LvR3!1s)
zV7Q@Vo$l||a52v4Gw!~0FZ2rikr#3|)Me!L?v0>@vb-0dqy%+Kr>HSGLi_FwyAs68
zXh7-x(AAK{2N=o~w>&c){m|7lu6XAi6I)$HN}a)~+R*&9Hyp2x*<s~z&MzpMT1Ptv
z8Oj#}zM(b%h;?k_V{uHrN4u#dN&P_g7);Mex1d)j+LR0+EEy_FmImMw6nmOl<Wv<Q
zfO4vu2S$0fuA%OYfPIt=PylcOT(x5yWeF_X!YdVnUB*vU(d<I&TIU`DemX}H(4lcK
zq=D`YxccREWTH(YhftW2n-4`s3?!p0x9KY@DnNUikX8PRPtvw8iZP#(q3CPOa5zOF
z0|jZc_c~|AxJVXGOW3W{`fus#Fxww}Z~f#I-p5VlI0(nw7H5B@Z9MJ`>6NN#8@(iO
zyZD2rs>(0bZK<hoX~@cF6tNx5pVZakss8{Tq-J^l0D68oDmV>s!g}9AY9ttHvd~z;
z19KCq;b$dY6_*dFm4ex%>z~0nMMzyI#1*<rKw!?*6;lV0@_Jz%3bBK~2HHl*gwR`~
z+6iwd`KTF;U=W$4x<=ORapVNKu5pl=1$|6|%ann-(zY`0FrpYsJ|KAoN?mG1t~gPw
zjJ$w3OSt=W8BObEOWST{GBeps3((osSE=ZpaqyH^?CC>tGLEi98>%;O+KZ`wM{$G`
zOqEZ^1RrEHwC{=8a8lZMG{^zRUh3-Pp5+;II-f;pbK8@YsVwge;FWTxre~Ho%0)yB
z1EN2~BHu9*g*7|icPaWQ!yS@)sT<U78RLasB!`@58A3lubsr#>cx&6U8Nz0&v8AV+
zs1YmMj#Aq9J>ViO(x#1f4Q!4t+&Ccdg=Vr|YiYm)ID`d`+x3zOZwlK>XJBZ<Z~#u!
zjr^iFSi8{?sdXJm0Gx#}VDSRwZo^vgS`=MXrI^m&bsHrMV{zb|dL|3DwGy(5t?7i&
ztNc{B&r7p&!95iY`FpLpR2e3J8R0Y`2ev-+hr-ZstIw@ZQHM=UwGgX4%BGRcEOr3&
zR;YDtf0P<ta1}<HHsgd|0BFHiM>6+NjqFKUi;Y!m#m{*;_fnRC=A4n0U!awZlj17P
zMI#JgFoK+|qR(2W&=O)gr?djc7LYoQ75Bpd^@_12L$?w3a&i`M+?M<xs}7j2p5G&0
z0U14t_C-a|>)gr81TKX1y^uiIfx|<vp1eyBkoJ(*WGv%MYDZMHt#iqDqP6dmsxUFt
zahGAWR&9)Gzb&kPfmgYLc&|-gRdblf9$A6{r)e(>>NQneL`LHU42&7Xzs>SqpQ_W8
zwLcWmwa45l7P!(Po|*H}{{Rj^4=v$z6=o&X3Rk23#VE?QllL7@JL{bnbkcRsrJABC
zNFQz@4+@)5%84WfQcs~;1?G<B_1DESpC>r@j!8vWyg$6(UKvM9WN{fF4uLamTof}I
zwN6q#kLFS0wNSp3CD?X5l?PowVw3n>jIC!<cvq?{ROYIxiNYLxrktuY^ioGI$r<0N
zO9Wd7(CkLnAci5Oa+(>#!P~}G!{G0U)EX|5qK@Zgin=L|bAh?Pil6XfM(903M>{nI
z!|L^b;gOdH4ZgWm?;126ronXbtX0gdrh9h+90_l+!cmGA__Sd;hS8Ld6t9-;NvP_s
zHtS?mF-&qIkL-i%^Hhh@$_XuLKP4|M9ML?7Mn*dxi$L&U+C}%+V%7BGN>?`xJsKUJ
z>Wx|rf)7!Ja=xZl6Fj#9@ObOTMd)7xyjjy4X2<(3?PiVd2O@T`5`KAB9~t~S@YX#q
zCF;XfO$AUJp^hm*5BryytKt;%xskgd9CcMhN3X5u%GiEhrjz4lrm*U}>+39*ra_T{
zSl(QHP89~pdAisxEUKcCT6vmy+riJjvYGJ1QP644Sw(iaQ8Km&9hX4ykmaCw>EafO
z)|PsBY`S@rb#cFQrPvzmdVD>UvyMSjbt;trydSuAgXt%HhT7Uoog_6_Zalzn;<0^o
zcp8fRQE~EwMt7G6k983Eq$l8MKEN&r+#C)LM?WP&s=-hpYr{pep5>QJcwehE9l6!k
zn_RQN-j4%<t5@4C(!*UP9mbYQYKC=d+k&+(3Os4NXj&&*qK-O>GIAq#82Kvqi@NdJ
z?(Exx=-Uf}cHyW%4U-P7XtRrYnd7FF{{REtNc2`M527n|g=wUqbYe_oZ#*a?MO04a
z!yyBbTEbL@oW0!a6|AeEno4<_kBPrDCD=Q&u^6x(I<H%jTKmI0_K$G=qZSzMjvRuj
zG_@1bNxB!75z_@<wXcY}gH_Q(Np`9;G9R<R%Ay!t_h0}OEzls>DT*yA#{TEm3i`Uz
z4DuIY1lWl@D@C(NUTzSHV5M`KdMNv?rn=cNimC$}vE4<LyZzilR_LROn0<#uU9S-b
z(?_@-L28e`*lX<79z|p>VfAoRnmbn9Y!ys&GJgylmi1Gb?^Dt0I$<l~V3!?J0=g`x
zuW?7WCc8jk^)iX3?(*6z+cP;C=Y^<OYFkz6z{qN1h&&Em-DC1MYupE~2~3hu&6~~?
zV`dtGLc0*x<9xk?qdvH`qOws4_%|GUm)82qnkht(NLWX@XoBYxlBV=^qL%G&j+&xz
z5OcATaFwT<-L>i&_^p3#z<}MZbr&MjG@Hr>nwCkXY%CuWk9Dl-uL)+Mv^wQQP|2ff
za&SV+51C0-z#;LJOp0t*2HwODE%n-`;podnHh{f8gX>L)b8(&mtX9&?NjssPg|7z~
zD@M`&Csf;M4INx<k}^B0ezCe!-R_c9!w_!c&~!z}s~FM>9^mV{Bjzh;>J_4I@Y<?_
zXNWnO&Q;e}-K<wzK$VS+kK56{t0iP*#54`Wt5u&x>KmOQnwpYFM~v`~hm&W=z%IlV
zO%;b*Icim^+}}OhKF)Z;a*8?Un-E6lJGK+IdtFtwrPS4NIynbWQF>nJ%T>ja%LtL1
zhXrS?d%IS39WS)n_d8cXc#0xwBA769$l(ucd@Qet(=>T|hV1;-@GqKcQE5*oLklWe
z!}pbgULtKhe9^ECyNJi4dn+H|<6@nNjwVsLnHhMQ>755+(>I$N+8Y3nux&hNm5+GA
zrXth#VCXTi<c<|<OzNwpl2)2(mxd4J%6C-iYOC>UstI$4bZatcwz3Yl1x_9G-^+Uv
zE`qvRX?Mor2vh9U6;Ff8bI2abvjk3^;x>JvaII9@BI_*&)?;CC#&Qxgi@2T>VXj0v
zX)UC#R_Q7>*05mrDnnS&*`%j)=-k3U-N9MSLn<gLp9IY<dk#5HeR^lN4v_qje|PjL
zV)rTW7H(>KjzL!~ESZWz+#gkO(^opHxfE}h4EmKtj2UFv({bum(!r(f^#1_$+Bdb_
zWMH9UvzH_B3vw?V{$#eH(2Zpa>f@K<#(Jt%uCAilTe>oG!mRfz?dmw4MN$ak1yzg^
zK2qS)OS<73BE?1pAo20q&b7ItQrz!%t81AY0sjCF1C;|&+iU2iFRFyMCpp5gX>CPU
zX2V|6VjWwKsqIa4I*q~zVH@Aj1aem7_uL(nSyO0@30~3qh1RN|9OJXyUoIMoitR!e
z?SzqqLa))+s#t!o`e$v%dMJn{nhA?OCb_@LR3=504lE!JDp+<s$tvqTT}6BTrB5W8
zIl~50q=xrvhyJ-qQ44z)w1BlQqs4UuwUa?qS>~4l*E^Gp^1TPH^u>nfreuxqK<2tL
zhjr|y;a!b;GY2!xzBR_CU#OlPZNf)P9$npOnl_Sx=|a}aDcs@Q@s*ltnl@W6wN$Vj
z(Z?ZZ=ddZwIex0POdQ8#dM{#K@LR>Znz<A%W;lAl*_SPUV20YkQy)Nak<m4yuJl2^
zT*0mYDBV+dx!$eezC?mQTq;{7sictLxuhcGWh&Yj4y5B^IixF|=7Fr8Ls1K#9>(#N
zOt;-9rJcJT;M5IG!lrSt?<6B^)E`@st<F!PO507=gI`gkr;2fDF+K8Xn6~qi!j7h-
zsjaN?pn>y9?t!B!#r{o86*-d!7|PTBjP{#VUZfG+8yI_z0Dt1Enr*Fi(^tk~RL?Ur
zp|w0zo_p=}0z7A;f%=s3RtP2qj?X)W7wKTI+YK+0XyGvy{{T;A<lm(plD6rq`zk1d
z7}?|V8qV!GS=jkZ&$H@3Z8-S>g=0ia*4?LIo}4-45<;%(8(dcDyw>L#?24q-4~2#&
z6%l;8%U;76^;@rfOuY{0FYr3K->D@>aDdW{n{$pq>Z0z|LBlNIj*32>hTs{xHoG3d
z2|SXq_@5yApuO$GT9#T=Ke;t(y-N#xw~fIn<8*Yc;lFu8*quuGz?TO;s?S$%wwfaB
zH-31+nuFM$;OzL-y+|8vJeLgN#1BNfhLn?Ok-0o}K{mQeO>tyS1*5W@Zm5a$;AHN{
zA$b`aYSItLJ6}>7&jeI+kx(!};1y(iwDUwm8aWtM8--`qD)+DflBVr+HIqiiHOG;{
zwIxX^qD_G4F_HC@wG6GzG;e+nV5VZ8;|v*=mO$TJCoT07+OCcI+ZyJc3yRTctE~45
z3^q8j2UL3MBYo;di~ct;Tg2|Ds4gQNmZ9NJh__s+BdoX+Czv>BJp!X@+Ddq?u5CE@
zNzV&X@K)V?G#+F?8bkI=y7emq$h)D~GqL?Kk6Ycw#MqJgYOS!Hrv!tXm3yYVdG8WR
z7#w?mtGa_r)mrL5hY`jHWSe)I0Bf7<S09j4@y>lO2|}m>Xx6Lq=^WzCugK$fWecic
zlJz5{F#=uJYgDF*vdMLwtt};)!QpHcjS)i>4D(|d_Y0QD&RknGqh<#?I~NVU!(`7X
z+%&B~B#LK&&t(+a3Ys_LYq9cP(wj%xWoFN-vpDOuW}5rMcE;CFNfuf;AO!9opDc93
zW>e&`GTUB^#%y&DjD5EQ(1NadcA!g8$X_p(9B^H`3bk8ml8$!(!Z3M8Tjmj;i#xp*
zrQtG0#MNqe53i}OOF?Od-4rpn)y*q-+H$KmdmRm6@?oNMau(s)>e7a>>KUlZcI_-^
z#vFPnC+ZUUB$co*OCbAcM8Ui_&`j#AdX9<eX16;VY3d}8xOOmxhK=z!U~oN^!m1NA
zkCptn?#cH;zLkTr+FW}TKw&h$a;I8?+nnZ*3ZA2o01i|`V%l<?WSe`GHl%JdU7@|n
z=1q?1ntP0}ABI8-ts1X#R}EW-Ae1)82dzUjDC4=HTlGC$IQ}!S)2g4L)|CwaImF}L
zWRX|k;FTdyT-Sdx1K{c*Z->XX@iuxbYQo&OAH^8$XAaMV5>_(}Td~8DQPw}z2ln<M
z&^=6>e@;+)6Ggb{Icm7xLsWm(+U`O5s-#s;Ba(}Xq>wpGR;47bjY>w8OBbDy!by|W
zMngFvIA+c=Q?=g9Dsjk$Ip8KHkZnAsi-`+`q_?uvt1y8qwdld*lx|7$n~Y^DXn{ew
zg}u}D<pLv$pu-`Palt6)oYsMoqAAWCJEx_Q*zbi~9GOO_F_M2-U>#Q-Skb^a`_v<)
zaQ^_BN1Eb!DS6?Cxh*wYiRzejQ6J2H<O7~ha*$kbc~Y>eihyXtWxG!sIF-ZiK%GM?
zX93a^_n<B_h@viWJryqDaweh0t~dp2;HYnNH$7^gY!2qPZM*rSA^H2%%r)DX0CLDQ
z-QC6Eo6joqNmxu{4&a1)kyOfK)VT?<E%8-)yD8SxgWXl5s&F4^Jsn&9N<^%e!4k|W
z8akE7)Hfe#SN^vD09D_tIo(NB)DP^)GDf0i^U4wDAo`Suvi?p}><#V_788h3sMa&o
zCn={C@&|wmhfMZKk-&6ANb#H|Pzi60IM$)nmkBCH*W+)ZZkDoIcb7!{xfoH!$303z
zq}$yxpdN^m`$glaB~@7@?%gBzdtnCpoZ+R}!U}4T8hKH()qw5_c9a^>5iFGWmqXOB
zMJO(57~rXkUz0S=WlWf6RUR7R96ls`S0d4X;->6=OEY<v6Jxc(Y=SUh5d)4~h^)C$
zQ^a!i6OIDL*?XOX4VmD4)71A@%_Dcn<Ii%iZt?7=WuTMAHLb{*soJ21rRJ!{--zUU
zDVDLL9C6uIbd}OCDX}@j?^d{69NdmV#A?FX_7gKLEUom@=dcme2pal0YGW*sfbr<0
zN#lT!K+i<3MM%e}s<BhC8K9$rnkKe32H+w?LixD#!s>3Y0)Qkl7Co8Gsj7--r(tA_
z4hOD6d2sQSVq^`kV9fJb>AG0+G!cfA&jC^9vCSt9X#5tvegbI&FfbHH)MNgTo2waJ
zd!28O^0re@1k9qZPRs`K-|U&DlILk_<D{AKG5tUbQm&wBZUYoU^z7Ad_!-}+3a^L6
zZA{l+D_x`f(<-f_mZE3RE?oB<xSpj)&u`j(%G~L65P1GM#(e@F>EX;pgv8=V^$RN1
zWsg((j}EdBOde_>{XdEhYj`=~X?M*dS43Ty$!PXfs)`r0Igg)kloo92ba>gc<PD*e
znu-i$;Q=in1mI;}e`Y#&Z4C|gDHVErM;_xVKIBztcWTMhpgy0}CY=vC+O1V~_OS8F
zj+%^)FqjVn*xbEH2f|Ne)9H!e1vu(L3hOD_95)OER3agMF#zmH2HT$h0I?g+eF6%y
zhN3o-<~_eLjIT)eUwzQFn@byUq>NVJ=1CYGpOUM1&#H9&{zgG*x5WUD?Ml`GyYNf~
zABoAm*4cl?Q$S1<#z?`>-V;uUj>>AHouHQi*P;Sg$m^9Ov#4up(CRVuMtxh&e64Bh
z)D)3|G8$2?Zg?RTM@L3sFRG|(PxPZI?q)F}SKJ1AkGVAdbJ<SZKA;=6o*sQvTiQJW
z@f=_XCNTru5!?VL-70C{C?-dqJ06SYFq6VTVLV}aRF0?7(}@6iY1!PO>S^twn0YOD
zm$@Y~^{E*Tk`4#SGID#8RmQai`R+5Zy|c#&&oWlG4VCR4fTALznoo-xTk2A3X~bX#
zJ9ny)%?DBntDfMl#!1gU>y3@i;h{QXC$URw9NvndiIx=s>Lxl^S~Ds5k7PX2ush&H
zn9GkjT=H-_6=L6kE%59>OM5S{cH<=!_>a0|u!5_x1k{itmfxxxhO(%TGnDmpz>W0K
zyJSG{08#Qcs!N9*IYkfDRjVNGCFD4Q0xFKKXb#pB@(Y&8ppv5%F2ixg66*wXbwTjC
zuV{8cvaY*|*mhwxlh(@y$zpR_NAnJfxmgRLmpzKI-8BKKgfXz}C+&AoZx5N7#!h$$
z_K-jVCV+w58W#dELceL9eQ>f^U2UT*j5(xl?zv*{zV~pqHsL9bng=&OA5e;{@a~#A
zIUfz`87E_N<>3~(ZeG?Wdr@!I<yD%N=>+eR3hA4_JMi=IWk=RjRo2L4mC{Q0e=+2g
z#Y8_=s4b9k$6)#uDJ{;Gw9OE-G>-V^C~8^u9KwV}A&^K~ifV`k>0x_8?n3&6LG_lp
zbMOwlBd!-}imGoV%?@bjR7;rg$z!(sl?dbLbqT%6`s;-ZPl(Vn1a;4JHOlcNR31o-
z2KuOg21&<NC1JMy)1C1NgGd<}?z}84c*)QbGY;vrpOX6y4hJ~Gvc@2`OzL`uG0tyr
zqOVmDO;P*?G!J0B)P-H|xjf7r^_4G+%QBt5iG$O>3z=Obp146Ix3ewOo3vROTS96i
zoOAYAI;kouTNF^q6-;2r-U%m=Rce;LqLHPM5*kx7O(fE}?>xBV@|hMQ4Qp_0tW51d
zjkOX8xn}Q&<d;QTB_rHf{M;4V8d+;<n*<{-clJ`X8gcZ}FiSg0aOWM6lD8*oEJ)Uj
zjhf>;*lXP22RJ2iddaGGhdj6efS$R~LrlQ<WG?n9J%oYPMU3O7GE{<LwA9m71Leab
z@#qxQ4wbr9N9IJv?Z$aLrP^=MP|yZ7jW6%QOggHjFy=AktS2}eVL3%O;dbUNW!D{r
z5+37AH625tsBYJUi+x0N^(}kGK;<g&T>9#dHSWulc|7ygCgD}~v8vsQ{iNkp)K4Ki
zp(|^A*uw!TH|4_UDqiEQNmbN)IXD?lvYMgeA~HT<J!NbUbBvD6gY1OmRPxi$o%tS$
z6#*ME+>8Q7x+fOM(hs^+KyJ=bDrz4)%b&_iUBVLqzM&N8?ri=Zc!@!8v73E(4cNlm
z5%z-5uJ!QL*HlRl`M1bRN3yPGb~~rxb_mJJ7^_EfY5bkHR4YD&lc%JXs#dZn-1i=V
zqbl8}{5HScY9od^XEeW{$0^?jeysgnM-2OR%HYhqviA+1&ttV)Sv4~lCTPi!fsw+<
z&dYkAfSNT^O%$uT@+Z{tUFYcgsi<sHT*Kpejk}CQ{8(6}!j!{1m|8&uf)8ct?;AX4
zl8Lo8J6^}i_Le$9&<^X$*EyXu@0G{maU}id*cMq}+j^0cNcj0af&PS#rJL&YESGLT
z>ZWctrcX%5wYYP8g$DMLPBIDX5+q@0!2}hqudamWZpYtxj?Ysx;}3Z)`Jr}zlnxIm
zaK+}l4C9ptY;^&p1E||r=lzgMb<~qJyPVz>#8ATwK>RsCRm|tOv>$~Ps{m}7PzgOi
zo5AR(w7veS$uWFRE@A4-s4~-)_6Z4Md(>jG^&PLdXw{mgTigtQ!Wh7EeR8WMpyhKN
zu)e`k8$&{R$9oSZ_dbdz$nC5dDr$#MiDTU~nD2x=n8w*je_qJ@jeLwF%60-e);RJo
zTRV~0TU%*{SmhPZbZuo+)1QsU2r@E&+Jw|e3x__bcwF0_in290K5OiIr<qS9hr$Zv
zkiDHkuv02bYwtzTS4mDj2cX@;O7^6ql{*qjqUS8cZg=-Vx<F4{<qk4VQo1is8w(wo
zDQ2Y=Glrg3svAsgj1s^&RJ&zSrk$?I3eO$&rVMA0Fr(uqxv7P9NT-w*?@Y+S4FNzr
z5aJYt%HSr?DlEuLj~Q3v#CH<Nxm~)7+(!e|FU*q|+)<PiMxmhK{t86f16h))5A`ix
z8(6%hdBl^?3+VnQZ79oyH<V5Sj>!(;NZE<lrB0;X98K6WgylmR)}8{1hOx{WPH?*|
zX>cPcg&++;Fzz>216)8TUO>uJj&t3Tdakj%o*IV3y$J*n5%ChfEO8u#DFridGs;wu
zHyHl_a=1gOK;8Euq8N87YJx_F^5MdZsb<%3ksQuoz&tCfag`%-$>uPQqbMrLV;STq
z!BYO4k{>Ia?~52$Hi=b36j)_>4MkGg=9F;4jnmYOsF}GL$y%nK(~-V562Z#Q#K8H!
z(G0Br0E4NNI>l4B>^tyLwKP&d;vCE`Le**5nHLOi;Ir*tXO1?x!J!``#_<~wTz@I@
zHjK~cm^T1QmW`|p&k81_{aySF1@NuIdaRG)bY{5w$qJo-ACiiyIV6S2s<(Qk3-VMm
za+gHo?kSIZ9300MpHQTryjQV>f@fpgp=n_<9HUuE0Oh$=_(Ap|lP&80Cr~=N+PVJ#
z&b*Q7lqPv3sW~9PIBE)J27|((t5S`U)}67IEioit2sqEGyVJTogBa+tdP=9$xE7KE
zo~6_!t;3w;yVTRB@t#JyQ;Ugou91P6%BbFI8eHrgl7_3lx>n(*l-<5LD<&JTcX}o<
zXlHFjJinE#l<Ek`q<iwvMpKWZsUw1a6@9d6?=m1u2Tw&R{V>rV`MiD0p<fntxx=@U
zUCf4}o>u*#lvT18z2F>WTlEEqLefKd`6`&rB}b+feYnP!j#ZKKF2u9Z(KlmG(aI)D
zaMqAQjJMt605$Fz2+6KcxNz~&KqFG6Nisg?6G$TgLb7*LPnMhvqb?QfaX4~>o<jF^
zLuS{gRIHzJ-EPz&tqqXl3HqD#ZfV2vN~8Q);HMhrWOY{;8RJNk6_t;ualzpa6b^97
zOjD3f3yPShj5(t`g<yF|KVMK*(&q`r(zqOf$Vat}9YW-iGz>S7R8Be_L6;<IP3fAr
zW5XmM9-OPSJn)#t2<hswH%?=A=A0s;zEs39y~KRem0lER#H`0Ib|#fyRUB<3mX%(f
z=LeWtTr=}kN~`4aHye-QnWc1<5&|=oCnIO60~CSWx;A*;+_d(}61C?UZcy|v$`}dH
zL|daId|5@_<wEf=dMTdg0CF-^>=75R6fFfjM1nxdou`4JqYCK+?Y~ksN_V#;bw}AI
znUjV&-BYs1j(Fh!>YuC39y)>wI<W>VU?fdG%|s<*Tv`rP<1NhtI{;N(A*g934Qu2L
zBOEJ(>)?EOV}Tzueq{QYb}1*hEv8E;>c)5rQM9@@M8`G53j~_*Ae1?-<SSm8*5Wp{
zIbWZ>W@q8G!)p^&`0VAWut@QRTGWM)r*m9E7(Gxe)pYX4Fz(6@?{{?N+gxx~b}k#E
zY{<*V`E&r4TB{Tl74DEm)05aKs~amUb9wYG*x|-8!3*jNh6j!6RnoFZu))gOy24Z;
z8xr-u06URdr&``CE%H#y3<a(PI}Pfw>Wwj9c&_qjY5d7a&e6ivu5=H3i-UPS$~u~w
zs)D3c)9z%A=t8wsS50J9?mJdTCj^<D)adK&nrP#wqnZ~xfyQ&}tTtU0ceoZA;&UQ*
z+TGNxZo}r?qKaC_`R)g}=&qLg8^4)>fo5Oi4MXe(=Xc`#O$M=ThpCFq;T?`zB4+a$
zAss<j?}!>f`d+MxDa)fLjE+L~%+?4W327%JECa^vFxqO+_sZhZP7?T6{^G(nG<=F;
zihssEPd&P#vGMsvN9`RtoFlY`kvfj;6}(o#PWes)=5_#DcAC*vD}}Z5O;#H(^yi|a
zYKs#sw+FJCa^|%BE(ZzMLI#B7*1^k4AwDH|R|bxtrKmT$YRAs)rZ#X#y3L(RVs-#K
zPdUP}&F9Y}KC?Ws?7(Sp&K8%VEV>4w#7)vdD~UUUjxaq!5Kg;{rqJw(P4JIU>D@bg
zHClqp1;&}|*h7X(53UuX#;fm!x7##N)0Tg#SLfn%Y}hgG6$e$@D5Jbj9kJV?Ysh20
zLWz#sQceq8T9;v`4IZwhv#}s5sR(!Qfhm}yk&<QYAb(|Xqoa;F<NCu7m%HP~P!-cr
zQuuIe0oJ!xn(d?Q^v`^#_&Ik7<AZ33ABTP;+N?H5+iUC;^+nmk+|W-?lFxNrT_w)%
zQB_Mw%2=d!=0?teH*lvOX>={)*$L!K2tHeY9?BVyq9D?g4Y<U1>WK;RqI3D|GP>#t
zxFp*o4{L{P6`^=psVOw&@*2w9V=Gw9<~aun-{MBDwQBik{{Uy%AfuFII!53V?ZU6^
z!*}X5j9Bplb3M^|w((?{vBw)^gmJaa%5PuY&Hesqrfg5gI15zL9ti47?YWl-U}R7{
zWrj`(%C76L53U+&Lk)CAt{LsYOB|wiUgnZ`n)F?L%urIle%7}iC2rCF9^N$&4yA4*
zJu;h?nX$>8xLWssy1vnCsTTXA+W~RIWpLpuWo#E~G<;?zDROcK_2_@R$@Q;?S1m6S
zC#-9XZgw&PJ3-jAt;UqaaH?cA8R+wc=wGA@Etf3^Jd~Rye%!FI=RWJmQ%dNiE@3S>
zJ@8XlHkChdGyLu)KI-d#i810fmX60%B%+bBQ@@Z}c*3Yt&nyy&B6(w)c)~v6a;>R|
zLp0BPZRiP6t!XYK<$EE=$;!EpQvG<mxIwP3M$~8|pL~09$yG|1x>=tij!Ts8oYJ=|
z(BDiOf-(U-p>+j@;b@$;t_Ls!jP^veZLv1Ps0xiWxm7waOHI0}=Tz8fnYrDShU?+}
zp`fGs+^`=j89a1V$_mPgDVsGcj*Z~;3qqmsD&qS*miq7FHO;_r9TZVjEV@4A-qxc6
zvo;0r$~v{c<CUp+U*g4nnt7$380M#N4a0|JnO90DtaQDca++YvfEja#Kox7d;B5)(
zG1n<VxY?Q)j8}_g^1JKQv9+(0k{VWU0X%YfL{24-9%~%T{{T}@DY1<53LZ^@=MCx>
zoMVo>JwhnzYN7uCH6xqyP1HH^JibR|-lb~(64U6bg(0K6F|pKR8=c&$r;1iO3pM@G
z+nyax?pm3%9Q<1+Vk(&mZY#z>SZ#l_>zhs_3@$xNwBGzbuAre64Uw-MP70<`)JaP_
zW`)jchB*aVU#+fFP<>VI+}vX&4v&L@3_FIipDl@2XPHknPD9x4%TCZfApK4gLsr08
zMmY;Go$^UDq;ciQ`vsoob*mKi>PO7-dD=QE*OJse{{Rq!808S4Y|9Ubl@t}V-&m!_
zN#_cx&@q$MSalYYzu4exw@N7^jQ;>XP(Eq^08d^IWfoX2ZbS1K{j=i^EHxJ&vbpI!
zPgiYcl5qAOnN|7->E9j+!SzlEAHU!Qz#hRCq-5<3vNEyJmYUjucdQ3!1;hfj&k6h#
zgHX^m;avX!CYX*eIdb#;uA}Pp5xL`UIN^Hdz#kKAj?>WEE>%&}%M)<dIN%kJ<Se+6
zI%*f=#w|$uO4o`W1XEjVlULfyq--tAfgJQ+a;JQ@TgxQCK3o3)vi84<UMlHJPMfQO
z8rbV9CShY^jOVX);#>UUuA)gs0dtAtw=3Q{*H_=U46T!lPC(I`{2H>+ak2SR#~+!q
z(P5h7>fg5HbuIw!ghdM~ob8a8xyPeg2`THAj?_+t)n?OG<>Pkp!^+>j<8loN%QY3_
zxAKrSdzDqXwUrceIyo88gN1&d#cfFYKh(_ILxu~2&uO7CR&1U!0CpYhw0nKOPu5!w
zUe>rbp$K@*a*jLH&&j~W$UN*_pYCRL^$)0>^GM?7y~WNxq@n4iY*MxS93F~Z^=*xn
zk7Y4wW_Vq<=}V1o#ZJxK9>_s$XF3t0X{mkaOU0K|SVgU|P8+{&F@;vR(#LtPchnd$
zl6oi$y{4|$CfbPH)BeO(mA*RBUdde6xxG0k=JHr0i2yFSA%k8m6?W&3Ix-vUggpgY
z>E>*Wc^LOs?L&UIUTBV3*1romsAv+qZ$uoFTAV#*c^i<?nkBnchtUY6drn3<LC|V?
zt3BDZmg<K__PjV2l}n?7s%HUD8{U0_RYPiNpNXP-54cyh_qwjcE<J*qdNb1Y52S9W
zj)9cLwDP^Jz<b-u%lu2#m(5jib$#AxC2?sD82DN}f~DE+kyAaddvk-574l1+rsHXE
zz}CBNJ0RlXR>ymeWcf0qL1hx(NA<aI3FoIM`RsL2H_i<%X!hu%W~z0*xyBse9u(~!
zt7ECmQs+2LR4W96W=obMVn|po7Wkp^sz46|kVX_Xtv33I_rbItqY5IvNh_;bY2!I@
z=o6Jz3%qpxYw4uf>WE#6l~J((D^S7M>Ow~OBYs%!LXwKQx$*68;yry(A&z74_Lh;?
zAzk!kWuwaw)<o8m+@-PW=G;qa6DHmZ%UhJGM2?gApJ<+PtoADvJ#-@n;yp=6YWsb>
zw9iOd-gq9WH%-BKlA~?9DJ1zLt}w3tE!+Xf`6}e6j2}=~Ww(D3hj7YOlTgV<TGwU3
z1vROtbsSWu>-PCr+-EygD8gFdoa4HTtyN%Z#-;IGT$*FKY^%6Oc-qj=(ofnQg4Hxm
zi?OzjCrL4Lq-IOYyQohL^xl-Y+8FAIc1&CG5_)~ft#|d!FdA)l5iK@xw<%1Ow%_8@
zuJCqZ;sVz$#0SL<J4b79sic%UoH%aC`Gq0jw}_3h(25Dh7|*bJ3@qy7dAeLOXD^f=
zUWyi3rTaKJ2cipMm#<a{YkcK(<@}hyYJ2Zn*kG0?Kg(`*te)d$H1!TGZU%T;mZ+_#
zdmPQcj>|l|v66y71$@U8SQk^i@b*|x7L#5Mz81^n%Z&OhrXbSMfV}0Vs^y@#hcJ*j
zj4hu|YAEU<Yh@rFoUD7(;k>hYGY|D1C5GRTWuwZ<MMWfYMp+|TLxSWrEO^UY3R~v^
zq~s=4;uP8UIWf&!u8hldwu*qt=f=;q&qbJDbo`WAb6b!PBribT<!sz%Dw}?{$1Oa8
z%<Qj&ngeKhowtng78D6#+{HwWiTEU=Agvg|e+Yd|0HdpT_do4WCaKNtyWBhWpvE&4
z1F<eFt7+~MWR-`Us;pNXqXeR%xNgVBpCCByW-aWdOu9jYJdzGj&Zq=+OiMY*<so$d
zdYV}IdxSbso~gIb+b9Rr9_2Ra{m=z*-`&HVPyzQ{ZFA#2R9olwO*(uW<uJ7ZB~Oqm
zEmT)rkQ{KPsjAxkLx<wCfmG(dIZ`&;v!i$g-ThT8#Es+mHGZCGu}{ZTQztkas_nM9
zlYn;)ids1V0~iZF%J`W3D!Ak%taUCPsMsYZsZkKU7ZikaDu8MwZ9vJ0<Y*lATzsR|
zM)}XrRIfXX6+DmPDAdDbenJ*^1k{xrbwbNiyP+wntYw8tVGNu!^}>J8Yuk;=9nU_i
z;W1}IolJs##y@Thk&uDTQ$@fYsy=&wVEB(k6;Y_Eqj3fNgyPg}^#x_s&_3r<%3j=O
za%NhVF}W_`R4TPp4R65UR4sm`l4iIu$(pcRb1L6CjacZ(?MruV(;R0cs&us(aU}Ia
z%~<(emma;-50jOxRU)ye%I0|klV<+_5?<F^<Wx1;z*;4e<jJ6K#xe)0$6qejbyF5=
z)ReCoamURIAvfx1_@5xP9xXOlYB&cW5XrJSsx7-w!1lBk;NeYD-Qj=p<sejv)Q76U
zwKB@tbKMgQ!h?dfujqfeHX5e?08**gm3qIaISar`bb|^iI<G>Ubma4tMH`8=Cvcf%
z0C0zS$;xf=ZpSN|lL|F1wdyRMQ!?O`yyT?34^%+i!T<yYqob4^!hMb-Dr&v$Xm={5
zcc}P|4px>unweSk77=2w2YsaTYxDfdy(LB*dnV0M2ZU$3V^vuVEg!TFag<#(aojmn
z_Eo&&lw>t$`j&mI$j$s`8qu09qW0)q+&q3N^JmpgV_MfZJMUPHEop0q#HQ$Og{}Kv
z-Dcm8uM3lbPETfSt<_O&<a6koI-7CmvifVD?0j9lQSjFjf*q8<`h8^gGaJFwKND8B
z-)ZJ(4<V{jI+$KE*Mb&FPh9U+DFxbA02=ZK%|l^v=uEr(Dc;s;UUYqTA**YmiJTmh
z=&238%0@Tw^GwNfd(L-%bt{BP?k>I|!R}b(suD<CPbDp{Vd;ffioYk9BcZr7_f7uX
zfz)BJ*;hhM2-`G)r>0chH9T=f&;aPF^tFv_jdtP3D$`9fW{Iu`vO^_VW?oRSbR)y6
z`OOClp?s3i)JRC%y{;PAi(J4;&o4R>rb>rCoDHP(TB%9el(P+3?r7q9JMmA@%o_2f
zE2$WFL_qZlt5s{LVLOY6%Jk(;BozR%R)PrRVNtbKl4u5MR{T9naF??k(0yl9<3Ce!
zZZ~_FWVYw$q5KfC+Z=zFD^;Y@wKcNsjw}yS6^e($hyw$vW#sk>iY#x$=q~+BjYsk`
z&y!mo4tAhwDBRLPX<n1B@ZyBTe5_|3R(-0pHBAw7qmOfX=L)|wqkZ8p{{T?pWgT+v
zWAjAeo}mF%2_ajq7S~4d3polBu9$;@+<exRHU=F=@+wywPt5L+(Up3dxKmP)*LQK~
z72^5eduVNPRm*i|=-HP7Fcm_@e6Fz6ii!z*w~oByDBWKGwLnV0;uYfiNZNXd9UB@x
zAk)=s)DxpPFC|WMUO05KH@jQgO*7(agSL_Z^-z+;bJ0)NJ@UVEi6r+bI#|7soDN4&
z{{SAB?IRr1j3jwGjtK+YqU2^1QUkXO!AIsUMxgUY6I=vjyVUkfy}1aY-V=LNkRZr`
zIiwZXhR27N?iuKbG4smdi=Gv9LD+*Uu^pbR(*VYR#)aBw1dnKc4Lw`}Wvs)3lYH!%
zk%;3FZEhXzQ8&MEd`xbxik3Ek6ot<9D0a~}^vU~__L;QFce+DI8E7&)8FKV~k?=mk
zD48wBSt=xO&H=z)HS!yQx5!hArGInEe^Pg%L+Oa@e)Z}v5<E20c8hp@0c>-Vff;s5
z3omActF3tywC;G%7-{8aWm+lx&W8fD%cwf~nLFTdLdy|p>6NYB{4~DOLg^nvBU_B*
z1w*=9C8d$fcynAjj4Dx*u64M3yn3+O_bZT4R8>5-D4cQMvUJ%hz%F*dj@ji&(^fu&
z6COG04|D}x!fBl2oMiS|$f#FyoXM$?wIZrubPg?W=RblLOrEFNNl3>^dgS*>7Uw&c
zd?8nZ6V%Lh?nRGJR7Es`C$>)QAg1bKF-f;MNe<(cWd&eZ1{#;UhP%1eTiHVtu45Y9
zU>s#vW4cu~LPMM#{KqO8lDaqN951J;bFvsQl=tq~uBLItRc@nq89eHjJe=pMVkq~!
z(~ha=Y2=valj=f{hK4pX1^oM^fZJ{yCc2+f8)Ot<$Xxl4w+YEE^x~29{{U8FfgBui
zqU+)jIk<2?Bq;|zsD|RBj-?H84?L0^fO~o`qMB%*zBjq27~_Ox6)>IQuD~BWBjlr_
zV>!p-f)Jmuo-!HJNh#d-ImgtcQ`5;&DQqpt?zvFbHfL;i!`TsSt#urZb4GV}R13EI
zOBNt?4WqQg$#GjQ(0T;*=G{XDDUu0(A<$<zQFXPlRY|?v6w99C04FJf#0>!`pzpZG
za=r(Y;EcHB1i0xYcqOs9*gy)$@d#N*=5~gy^p!$*kHiKMbysQX91Goyd#Km7%_I;(
z?vfpaWwDp3UOVm(`6Q@z+_;~`6BVkmM()|LW2?BzMZRe1<8+SOlw7x&9>%jg0IU&M
z_bOS3s1;QV^voG>{{ZPhWc>M36_tg|4bFW~k;N>BEny0+SO=+PB#z?fV0BCO<TMVY
zN{T92*@Enm>QqT=@SZZ%m(@z+%Yu*sjmSISP>YKpZUYWJNG0>!=ev`X<S`c>NmM^$
z2np2Wa=C}$;Ev&Z=_GgBB>n00PS%X&4nPi2M!J(bkZ>?Q<ZV5^SzEZA1PpH4{oTTm
zWyQihp-LzRxjQrIDa1zvrilRXQeRZ*NhhLjJg9&6jMikWuH`iyOmz^v#`wr{Tssx1
z&EsaIn#kLEslg1|Tsq-nZ6uBta^ck}b~Sb|EGDi$l6qH&?o8L*<gA_ZOCz5n&RkDa
zex1|vUnDynw0kPcU6QT-9^a$2)ohj6Ymch6iUR#aa|Y`2FCRClIZLFWwo99Xeh=y+
zg%PbOtr0*ztXgFM07Y2!#;T;NwwNMtE<G?-Uo?-9l3Y)2s1))(<Gxn<D*pf-Lt+OY
z8;=|$vBjho^+rKWB=Q!<!<A&SX;;)ZdHHUAlLf-eEPow#PinnNxt;D9DL5rvubMtO
zT4z2t;DNzZ=^=D)a|!9_tMh!4Zoq7Anl*&&JuH(Sgm97?a!FFQ=~){vaIAzMa4e(_
zpfgbz$0w9Cn}sb}_Pe3V0qkCO1Jtrq&F&7;LEzzh_q>c35}Yycxv^K}Bx*}gBP0{m
zAhj0Q3%W0)r!C}#<^JUg0R!5crvOL^U2||sZ1v80R}H8JUCD7YOlM>bT<v!NA&cLR
z=?`(nPgGX0YfxNtVn_vi*xdda7g~;@5rLE4Laxk)Fi)$vHzX9(*jv;onH>-r;YQWG
zJAjH&bp-=GS3}(1gs+ImUp0?+P^td_X&%2bj&VKL!Q>y2O7h$XM4V%VT@xd6&0wlv
zj5W>yO4QF6mU-x@5l-lj!b*MD37*^%h_#6AdF+eE9dn#Xo{BY)x>tNDxg~SK$-<kl
zK-q9g9fS{1bfL+z2OYX+0q~qIPi~M7T0*_kTi787Z)C-N9ASr!$Rf?n$MFia?q_d|
z#_SyMy4P)RDn|1NWQXCxi+5Zj@AEm^E8xXsj5SRS##ho+G>!>Tz~i7_WTFc+APswq
zsFQoRO@W??KzvA=cv|j@-L&?Ch&y9(?ZQxugPp2Tl<nKuCTKt$A`0{%%MIv9wB29T
z>X;qVJguur-zf|X4s&un)&%^q`2>Oy^cSkCTw%lk=(R9&z8|Z4nYq|sFxZ}pth`c|
z5+2^3t2ow|C?3}axN@ma)b&po^9qcuy3Ichep8qE72~Cd<9N15*^FGCBzY~yGK0c!
zlH=7VM$9Z1Z;<TG^wPobSHN@6L`RlA5+2?V^{G6BHikyD0Hg%0+rbLH$Ce%ncvUzI
zB8xQ!Yu|E8d7FdCQMC>Z=$mxTc6mr)$-=8X<b~Ak4`8|@c>{!OFpZ-qmc-9R;G3Q{
z{v=nH;B$hk+D-9_i1!|fCT27a>AG5zOE%%25%J&RuoxSY<w7R$V030C^4t)oUSaaP
z4i-CQ)qY%UW1Y}?skiFZ7_eX4rdL^Bb!<J(UhEqKbtLs`qS*dNPgRrNABmhn3d4NV
z2A~~}$oZ;;Wd3W($ymNaAshJ3e;-RH@{EaG)0U-uYFuL_G6xH|SiH>F;;}{L-)N;V
zxlQ3c5yG%L_auNlN1GqAUfeI5<@25DuPHtp9HVKf_BWD(86)A!Q(%?HzCD5>5+xZy
zl7C(f9;v6)?l{5)@k-9cDl^YLRsKSHl;8(q5=lLm-dQ}5oQQ%3N?V*d1v}h;V3J3U
zp%-eXY*M#zL(cBMBq?))vN%=;MtF`xQ%9hvhDgB#9uYGJmS><;OI3WVI|H+TtPxg9
z=*C7<iEhNtvY<UeWvP4*%Sv(`P38O!$Uik3GmM>7ZA3>Tg(lLcsa2#AE&}-3oAA3N
z`=*~O=H*qWB@CMmb^^0e%^7I;vT%yF@|Ai(jz=`GI65~LkfyDAj;=BzmQD|RsA(SE
zsy?P*#}d<wBCV{aVl33F{wAMCR4U^S56M30_>1GgYl_P3`jT2X0506$MQWtgG04tv
z6V>E`H4(cIiJ)8VZeb04pWRp~E)YrpG6VOlep}glvct#C8DqT8YnamV2JclZr}YrG
z4?}Zsv|HU%D@gk#TqtbuvM?N>Gz@}jINzRduMmNSg`1Gd+(genS+rzhtxz~}2jH2W
z$xQgq!_Uc0JECG)13I3`CBDFR3^5@kdeH~$dyh=QNYAp+sH@?UEQdAUBD3qQLrby`
zIYBn<EFb3NM865LhcC?Ne0S<IN($^76H=(Ih%g=a9_ttJnpRw8+ZY9`Jdls9)D=!?
z1?L`$qj;`ll9yC&+E2uNlRh`bH4n_q3;gO{IMyb0P}$&iAaQS~9n=kUbJR-VCUSc(
zLfW+clDpe?Lo{x2Z>|VGB~!g<cxh{kX`j8G+^5C$yAXPo#-;9H6l}`XgTrX6?0>W+
zuViOt;yo~^S6W9?)kz#je#aK>9oF4Lq$=cuN9M@b$i~o0W~;-EvAMyd{L)rmTDG@3
zj9&|LcGDEMTj!ouhO~9(D`L<-4%c5P1x&JvXb8(*MsxQl*XgHQrw)5~1a@AC@aFk!
ztkblxMKp0s3j-d_z#g4a8J4|iy8Dm4AGBQo-1AS0J{eYNsSm}zHw>~sICr<Q$Lr|j
zjqhWD0ec7O4XCX`!yT?U88q&GNdz6gHRY?@<C*R(9ZJ3>j`i)J9<_Db302%7cf{P1
zq^$B%Nm9X8AMke%GXo?yzCF;jQEzd_WIGuwPu$#(xgWj6EDF6%FJD@8Om>P{^sKeg
z)I1M4lE=qIP}8!(1=cptfX&0G<2lOY7svfu$d%m?&_?TpTVth-&vT9%8`S)jT?-9E
zQEJvfp6}2)md9PDXoWpgF___NO9=xQ3nltZY8y375mM7n9MiNN&S~heNu8@S?HKc-
zsiuj;g5W}_-0rnCh3}}8xyP<gRg?P`N91OmZ$gt|pK?CwAPzV^)KIOKDY7w)q9=KC
zx#+DP9%$QcshXjccgkyDmfwTTKX36)DiS7r*#I6u$f|v9cc!3{iIo7;y`*e^#n;hN
zYaQlFU64p5{wm3>Y)rD>Drh0DhOw}mHdtMjxD{M;T+(yL%qtWt(Gg2Bn(xf*6}GOq
z#kBPD%HhcjX*f+*P}NdOVyJ=9JJ5m(wCH_bSEXtsmXa7{^9CR0HzV#s>kUOdptw4&
zSQ#6;hKwm{YAdxp#ePQ(qB@b5i_OB;@ajs3Fpk+)Th_6T@n!n8!VJ^_!^d@2rnKBE
z7-XlWd)w>~vO^>?mP*ps4hSj@*H*e=)S;rQACdP4c+36}K+1KDbFc<}SxecD%Io1)
zq_t^_!K}I1;kvYpHL_#jKD?kJ@;fljc&^8CkYRY^A9s8$bHQ6?l$J3qT#-KEo>?ga
zA0SX3DQb&8vbs~rXVa9{uPvKTmU(&i!Um7SjcrjtZuAy9*(sVc=R`A)aot_<OQytc
z#rcH7xI3sn_nQv5(N@cil5ylj!U1$|Xda8qRn&%_u4pr#DaE<<R|$27uA!xMx@(O`
zl+sw}<?7sjbyo9y*-PYb%g#wYsYS+QJX&gbk1da!q3aqjYI$XbK;}5G`h-noRP}|v
zd&|h^UCP;XZ-n|j{id5;CbEher?9xkfCCS{RzZBCZMx@EMI7vzu*g{18PVV#snJ`a
z_IjMcTT{PY;<VM4OWo?4*$aato#CLK03FKoHK*wPV||oOHOi)G$oQVp1AhhQ3L3fT
zs-vC<zByw%n&H@mym)WptEg$)OQ@i8qH9BZ=!Q?;7Io`uAE2E_i?a+NTYaDIWZoj_
zIdqlz^bc{8JZ3j~j>=oYon0Q8tufS7hr=trDFFDGrTlT!RvlG+rl_<|^B8Bw=eGx*
z$(sj-^WJRc<3V<$4+B11o;N1y!+TTh5x+jXEUt8!xl>$p-mbE~kW|4lUfx>n`S$7;
zn*2@ELrm%^X<=}D4kgjJ9QEv?rl`8uZW2V<q=sl*Sm!a^XFXHDwpm?JWW6#<w{62+
zxl+7wQ)rmRSC<)SwjIdId3>@4da3FQyi~Aka|80L^+F>#H0^U(dID3F(Z=~2BzDo<
z;ax0bCsQ{-orxh)U*}Bcv~3-NlCaBNJgthBS2f<{Ma@J6d+FZkG3=Y9tf-`Z_}*IJ
zcpiwF1pWKmdaRph8&fnZje_$f0I76^`+D-JbG}%nER+_xr=Ar3t6x_^PHE->Mv;P{
zZ&mEBoXZ<FlgUjjG%EcdZt^zRducbIZ_rt_1QoNw*<){3kiD0swO)w7SR)Y2NJ(bb
zG5FjL7ldgcl4(S7<8zKZmfhjsgPMx@YBkii2%+OG0sTH`=A~pGA>st(e4V;|t9_5+
zSNwmm+9`E$n#Sng6ytN6&W$QJNO)s;ys$bdpD%FWH1dPjwkz(Lyvs#&4l=Nu6OtY7
zj?i8q*I25U;{DBT4=LK#q3^T!nReZnF-O97WCp*{mz^mw6-+K@KWKzLjMh~)N|u+k
zvM?S&T4#!$AX{}+i)-R*XW55gU~~TfpF4iZ;9)D0e{MrBvow5T*_TmU)?U0vzfoV>
zW`T{3#ODBXS-bKbjH?}oPhT%Mj@@plsn6LAZgPabY5Sd?a|O<ddRg=KWnl>%m1{^k
z)YHXetNcpak<bZU#9_|IUaRSv=5X<}p32RkZ&vGM-c`btk_S7hhE(Rgp|f2m1;)<k
z*x)i)I7$x0*ci$2a|gK<;g+Je*=}Lg^v#+gek_j4`QlW%XHnVPRcDSko;wbsg@%y!
z64Q`<5%AYl!%yY1M*w>#sL23van!`g#pM40BACToMk$>h4+j}ahFX?4_+{av(KRHc
z(r<q!(ONY1+SVzI6|just`fDXGo2kqoywpZ+^kD0-hMNZpSLy_RIp8u)6|4T*XnPo
zd#SJ(PYE<st(s84@Co24TFA3Qxh1xnJxi??nu1yn+BW*e`H^7kJxY+F)=@H<)He!t
z<O~$<l+aqK$IPX1bbeo(wTC<fRo7PP>wUnsvW?I^!yuNB92U8DseYnj*2{gI3vM;3
zg%w3hWTkK0>IY;+gG1^ov?6*6DIUYiU7RZQ6u6b4{m5RR@Jm!$8EA%{SFw^cpa&j-
z-h?Hw(Jv;_KHt=zBa?0oVQU-T<j*{63svIJFV*gJ^2F~)bU!6O;ijpju~y=$Fj(gg
ziyaoz<Gps9uCc!YFEM}?xML;W-pkANP9AA2KM6b|Ff@?x7*`J?ODhd)^F3uYrP3OT
z%uD2jxMtpQlfv_Uud>41olEFWVBSkqO`@sIaE<jYgcHXq((47@qSk9|)e%)gf=Fq}
zA2e`lx~&o1r8td;ac*Bz_>|jiUB-r_GLBgzccWdwN8V(=RX`nG49;eAoN%J#l6WeM
z+&0R`ay<&W*|p3vP&$s~O4nh#cVTDLib+y+Htf391CL@wX#3R-B&HhLW<8GME*%tx
zv!$`kLG{W9HIE<46(a2{Z?BQi4XiFCVK60~?7?%0&rGW>NmVGra=*0>+|=rOa;oDb
z&dZ#C6ctTFNWph1Dx$N?3MQ`a)CKc;=;i!p=z~&K>PpL4*s2=l6T#(OboI%vjjm(5
ztcq&#_jM@SJ@$GjICsOI>Y08k=1*P3a@xB(Gkc@F&cGTS{n5tnBioI|Wmc_QPa^<(
z_Pf4R!!->tU?O%Oy>l0MXGYeh8+f#K*b?g{bBO1a6?w00bh0_+yaUx$t94Z*5t3yD
z`xQyl`n~mAqKU@`zEfD9BF;l&sA}*<M`lLq`teg*{1J?*#Iml{R2gJ0B$MuimPOdp
zSHuFyz4sO+B&S(ZwMQ8~CHI;$!qTo{-_)Igu=Y<raz`owl?A029QhqWGgb@*ca??7
zAqRxfmDx<bQ_c!y(t4DmCXCTbwjnQ+rrjzS$n5puAj{QVbR<}J9ek;utnEB?OvwD9
z<ay7cI_aXU?5A?eX}vxf050KOtk-Dj8ZzJsSqo<^J#)&Kvs|AH?fCf5L@TjXhUTA-
z^2~%QnY6<ra52g$vVb}&wU*!}r)keBU6Pk{IarofLDcHiMT#0p{bL0o^#qTHst+gn
zm)noc3<*C75$8<f##4E6PFLHNfz-DF9NduNJEWH(>Lvgcbv?@k1G50WOxW0dF3UK)
zR{sFj90Q3~9bI+|Ynaz${MLI@P+uW&<dxHS&8XS+IFHnsA&3biKC)af%6d6ZWeC~G
zBLxu^N2v>CY}x8?)@&Iq=DBo9!U2<KxKA=ntM71X<~b{qCT+X~r^wuOC|Mka(aNm`
z8y#!o=<ZaNzU?S@_|M|2PJb!bX92?p7)w5k)1xVrjTx%gE>cL)OaB1ARgN0R06AHP
zow>EHV@s9Vj<K(dVaq<_qtxyEZa}p=GQ!H&2YsYmHRq#_La(-A>y-R*bJqwTxYXDb
zD+yw4a|&PAm=$z9=j|o=r}~$_cx6r(a(UJ4^h`}~8&72j=}0|78mg}VjD=;%EM;32
zRBXd;71;!5JSyd5_c)(asp@wT$V0v1-NMkO)|t5orZFRU$_{L_aE>D=dWL1CGHjU-
zjyoa;=QukV!gZBSY4t(QHk8+$j)+{K1C;kCp{(bsHk!MRs;t@Yii)oTs)*HjI+sdI
zfdG6;a)z|H43(YIR}e?Utd^?G<Kj?T^EEMV7M&S(r>nr~jAdc$RcZ;z961#n?il4)
z<pMEgKIMV6B=VeW`8ZH)pC_s^8FPeTX5x>I0g}v>KODus%%bCw5gdr(D)mW-DwUGM
zcG^QFcO8`~IXLQxf~RjsA>B&Yx-&B`5o}#eQVNKrXdr?y**-ZOEc)Gck}wAB{px;>
z^fCkctZT5@Jx*%u2d~tzuaK1Wkjuz;{82mFdJs}%5$+;Xk8|#aszl5ZF~I$ta=Q11
z@<_ssxLo3h?P<w8DMV-dNv#==P?{QO;EUm7a!zuJBPePK*)2FNcQ{1ng<Wxw``(&x
zj41n^6g5y5NE$&M!jUJ0%<gW}%1<#>ll|n>?5*{fe!A0)r>c|7Xvbax%`VpWvBx7G
zi+<H{wyvf48318tH|tvqoHm4S6@>1aGwB{L$P++UnJsNQhUE=X(lQFa-7O9qi$`@<
zxZ9rIty@D4)Jo-LA@wU04oYH1aHQ&Ba{>*_K807|B4$0Hi61NocfzH7y!Kpl8SD`S
zTZyx5$a5DdA`G|%D*Akm22w>a?A$LJwJ1*GP|{Kc65>frRYe9c#-oip@r|eOO+J;`
z<Y82-^3=r0hr@?pCm9>Fl_BJ9>H=-i;l$w&fs@1!aH}1B_S)F$VK{tl%T~EX;|10$
zdnw^|$u{!ki|1-~DfW@cMCRJms$tP}f$Scqp}aF>nzrxfT<T1}%t7>Cfwx*Mloai3
z6wtH*$;JxtW`x$Y78;hljv>9)nOWmpj-v9SaSz8(S3i)K{D(txLpR1*ldplaqyGRC
zV(|x1SS^<6MO=|?4f{D>KG(MjOO4*5dR7L+Ty}tn)q1M7_dDM-#D^T?Dyunj(J?SA
zFY-KV8Ee3+fNhiRMAfsGD9Kxcg)>zfuvAp+BPDDtMSaX%%R{!ojW$6MCkeT$pY~c(
zCOjdW+>}LPI+)ff?{O0Dk?wJFY{cLZ^sJ0G;vsUa>}kLV!m+LHEW~~!YuZO8G<x*P
zCT9XMgvntiAS!5X48m>Ialml)@K-CVgWg0u0)})?#z@E9n+@9Io>z{?Qkw=l98R3_
zQ3jATpsrKT8yYy}CZ?>vBPCl?(Yd|@@S)yilezp+F)`ASo&qu$ng<{+0K{r|ks*vu
zCjfGYWeeQUPXQ5AusDDKIZb_W?Hh8v!?{?@w6BchoPd}dxZyoK&y$4HV}C^ichrsQ
zPg*9Wf|;+8p#K0?Q<2^2Sm_4AjPb&Nb7XHADVLXbL>B4*))>cY<`YypR*V9AA&=Qz
z2QI-zK|>_0&JGW<5mLu+p@NMV0`BK@Qc_TcH<S#_405Sby_xP?^%qD3=J>lQrpXj>
zU;)7NRq*n|!cnMsIOHp-0CyyVB<pGzM+2&hb_vKyCFiNmQ8d)0<Q!#qo?fJa2e`oM
zoDw;ss*)5TtoWKf^c_rWU^rFaM3B*kO6Lx#E?i4z#QmqDt4j{zpr?{o`~yEEdu=sN
zX74Pin-eKxU@zO8DH`jIBr)NbCka+|25-~jsrdOh?op<N@VvFd1uh1MxB`f}R5odM
zG!DIxjeDAR1Y|$l$+1;fg)&|^AZtcbHAXPsfdpz^;F0DN!B%1nrkF*Sa=OPmInEDd
z$k<-&BVnQ>1II-icL*C@?han_)!UMqNa&oJ0T*=FbS4@wr;~TNanKRdO;SXS1=$@|
zn^j3nDDus$b~qtn*4pW4>KiOhBc4LDzgE>rOe1bV#yX_0t(m%=pNsO8)sMl4aotOG
zsB_;+WXK$6)m0>BUG9sLSI;4mPqcl~qmL`Y>Lz`p<i7XR39)55$W)9}oBJbRw>*#o
zIQb#9;bRo|?p<m@{awV47adN2rCJ$il#RiMA0&zGGB=Xb_#ljsV_)fPKN76?5`2|8
zQ%Q$o0RtsD4(N)OMQ*|2_=7ZtH=s<<CU`}fa(V>BwC+u<olLtZ0Lb^VC3ZLq&jCL8
zdFq~kwTOyA_Y<)-2Xz?(Bq6F`+nyAhvj7hW3EtOrM1DVru}B`=F1Aw9j#Av*xpkE8
zaL8U8-%w2&e6CFw9OR<iPT&yljI%jbB)}f0VQ4*6l|4I4LB>>EQWlh3D!?3~Rz~1k
zW)n0~hMq8^YFGwHPf1mfP_KD;S9VY&0n|tGgpJ9@w3EP3Hk7-Z1wgI%p4=Gc3R=ru
z<VXX!9ndeQEge%>EIrhGf7~rM8rzVXEhW}77Y;+*E)6leoT^kcl16YGaq~_-weIhg
zD^l)1XO^{>QOlIxWR54Ij!TwDJE}m!^ME}};N_0Y;p)C!<IydQ$W+w08=Q@u(R9yi
za+zyW(X@`mSzl7$320+v%RpS2+$Pw`9B=_8KH53l-1%<&6t+l)ug1G~sU0^tOydDb
zOGPVlxuw5yAIRqiIaF5-Cd^i>b|7b}=wpu|NJB^pCA5PHgs*cx*5lNQWJ$)gNJ&o6
z3Ki|x?g2zKae(DH9D9dF*VB^Hb|R?*PElJMx9o&<t8sRHNGWO0^x+Kl?cq;U#^31*
zCas_zm`mGV7{yj>K~keQc=SmidZjU^vH*r6NkJoagin~<D5ggzP?X^y9Z}Tv08nl}
zQ$M-}N4s_k?4j8Bm(jOz3WsF%2%s$bC%h4~xF?LWpXPFUC_eP(l+oBC0>E_!+)04B
z&p&C!AofO05GRBy#tNeY`IZ_p;J!)D7eUET4&;%k)$>EYl@&=$WI5aSsYobWx9p-S
z307eu8s}r|rN(zDhfxmsL&;0D@Bmf<50rj}m`KoesV36^2f~@Qy?_Sv$5kfc++Yxl
zx{I?N$myxu-KsLO0MJO_g*P@mR9$c-xE`vl+`6CcM@K$B6V*E$n~D-how*T2!{z|x
zQSMy-0C0xK=5}8?k;+z<7VP^ePmDBmMFI%Fa65fA*+y`u;DiXq6h7k_$m`h=4bRIP
zPbjKjT}g+&E_xuU8U}JOmHSPO=vt%etAl|9`zscZh+wr(+V6znJ4teyB0eIc$#jqI
zQPk9qaU3eCJB4KccO(VYR}6JYH8M@rDk>(77b7XD8M~rkOBlX@fyW!1<tIfMXc#GG
zpJR9dC9W)YLW(+pZ?u+yxnSp%RUFQznXb<u<waA~wY(mwQdT!3CjmKKgI&d*zC%;c
zUKnc1aT_9$;5Zz0!r3kN2q%C&uW8S^@cq8?H6)?XNrT&!b+dSlbf#lkWjqg542)FB
zKJ_rI!L=B&PgzS>3mcO5fU9@yK}!Q%1fwI}VMoM!jY9)`$8_~j_4<ywt;ckS2i*>j
z8nvFz;07($AF!IGeyEN~wzf?3>X{dYzoV8%O<gyf9OoXss>eZ6Umx09t6BlnU}69O
zmpQKN2a*sI*VE3!x!&CsZmh~j+b8c$L*@g?b`|sosA{MRcO)b(rKu9r)JYq2leO5&
z(zHbI*EOa`7oSpcvgrUU_?(W@w~4Ja4SaGEz;aqn7I%@yHlZu-cOC;isvnJldSb;5
zwg|(fYj^vjZqnNRs_<IJWPBl`m7Zx$VMSR38#CA(M<DiAcU*1mi+1*bj?0Q{YwLfs
z>B_B^a}C%1<ug-K$1E>CSZDy?o~t9i*HqhTUG;h25$Be<YP#nC07C^c#7_m}5EdDI
zsgka(?gu=T&|pzx53rW<Ih3LSzT|!0=RHQ}O*5n?ySl3FM9y=L(58(upUb&YT6)`N
zeD7u9leRp31{UWB-D!+M2B$RsK%Y{T3);zlh|orR@U8b7&XTFqY@>@#wkqbc2B1sS
z`r!wuEYx(<yY^dWnw;_-BXCthp|eLR0DZ`BNmCVK&N)UaS-Hnx>QTCWva-=%1$-F~
zfx*oraJd9EPXXpPW85pG8s>_ZP8&nC?I3=_(<x}=`ux-yb~}Q5$n_c59xGn8HL<q(
z=F_!<k+GQm>pPlK_Y;n(%F*XaUd92F(M;*B9eKXPH1rTP%!Fm-&H#PL9}ztWWWVEI
zau%M~aJVtfqotB^(UY`vK~+OnNa7`9*!G{nTCLaHu8*mno+8G{lGz&e<w0MsGhS<5
zQ&1Ql?!mZL`0G{o+z`I!e_crGdDz+7>EbdlxEFwWtKDte!+M)fl?I-yhOcK25^<kY
zofV?={pU~3UvSiM(bTY!^=AQ)2SfL&WzL!^YKdC}!bV2&(C(QEzj5!eDtNnS9Z2fR
zW*JYC(r`|4n{6bnINE;XbWVGD0cjo=>iY$Vx+~V7rmbto!zlo{qaKH<SX8CCL$j4m
zgrVCt1%0NQ>hXcMq4-o=+$*aLlW<&ecv?oghS#h$5tB$+<bjW99#dJyeR$}jYJ4!&
zbhO`DeXZqyXNP2<-<GOEvFbUG<L<RNs{4|fA4KSz?HB!O@M&rQ<UHe*OV$>83su@`
zN-CjI15Ozud-8{>^XVoqyh$6_aORQ7DN%^(2y@=&JJh1JwK{D?0^;1S#F-mSGvJ-4
z9PV1qhw;l*X^UsnDW#5RM**@kIQbPj;Rl2keN#^zU42gN<1T3aRe#q00BI|Jo|dkX
zS3xXI<>lNSJr-~Jii7d%Vrtv^d>$p(Zh4bh-_E7H)LiF=C}o-3oYprOKB^jm&pmX_
zhMlHKTyVyYq@r&WZKb$P3rT+05x92&cGX)~X|Ia1ozgM!xH*Rz<ShjM04d}|%d)S4
zlwV><UNokuuu_V<g}$PeoQ@tw03}u`H*dp-PPy(@fvbE@)H;&bZMO+yYzG^I7y))Y
zRT5F=J0OHhRB_UntpWQiB&L+CvQpF*-YxE^iT?o1)5}phfY_$10>vDWMJEnyhm5Cm
zc80&|x~J1v;)+>V-Odk?G#|w`tMqoG(p7QO-)IdqvJA#|Zfl3J3&`xNrW+H-k1m_J
zH&@|qtfjEF^A#L*6h=QW-dusi3}-l0mt3nUAGRr_i`Y1i_A3RaUg~Qt8Kb7T%-VOf
zvFvf&-bZYzrBz4PAHCy~)kTh+ey2uFXyw1iB4?<4@)yYWIJ=VPbtOAS#z`w$^R=bJ
zamH{H_B(01RkD&fqhp`^&o}{Ebzg^ii%n6ovZkH0Q@jJd6Or>MDNDCv65NDep*k~D
z@b|+H4RsBWiEmQ6;OO$q$Q#eeWS$`DW2NsCQJK8fgYZApWkJy0s_1H2Ei~_rNX}YX
zdK7-9)b)4b$t#Ze8ZcZtoOMlcuZaiTQl-dCd2eC|YrB0*b3PIe9HuL3;gGn707>kl
z9@1Tr(K}B~B*cc}Aan9bjkj9d*K0@`XjLgMZ~$kX7KNd_KbrFPO<P|DBnN=k9Ju|;
zjSk2uwg^V=>dJPC`BzCZOm#9d1aqH6{yk||ZYD-xzUAXd)VAxJBzj`+^;%CdNW(HF
zEx;vD_<Q2cpwe#)r>HVOMhtG~R29=)o6U>rb<GkztixPzdG%CTs&+Wwr!O_C{{U+c
zs~N3M77oYf^EF=;_5T3*T`OuI6Imb}m6uIE*JK~TFeaX$h~ovv&>W@KTc@LqlGO|s
zjDQl>-SUCNbR&4U$&NVhxVX(tW5iIg&L`0^QB6H8zr|t5Jb;O{U8SIrzE}f2N`9`P
zwHu{-fpd;Z8B}H49^v^i9*0uZ;eUwN4If<tnHyz-Hv(8kP_&O2_4b+9nrukwXrZiY
zcQNCrK81POqINaJ1B@rF)b+O+1QgA4i;o_P67?;jHe&a9<#+i3*X9RP7<A+?_w1*v
zT6<7eQo37wPnIy=KynuQV!2tQV6BJ^!yvTfNNGJ^U16Mga%Mc|X+x@n533_~TX)8O
z6D#*R8p=ACGOicLDCgo!psR*CTFJ&)k-O#HUv-|PwQ5=+GwGv>sjd4!b^I1-E*kf2
z>69#l6gMS3OJmsf*QXjX{{V8++Fqv0YwdSnCu?%(W$J!PjUxz@v7{0@<D%^(RaFmc
zFaqbi-~rW1Tx_>XLt7<vHqh>eDhM|&!p|W1&Y7pwmJ6L+CP<<MxX9;{n5d+!w@A@d
z43QD`NeG)>psKgMzDvjh`AEu_)LOlli#us*U}u`&vhdN6r{c!r$PySzbHARLeN40X
zapKL}OiI?7JjMp?Cxh_!2R&7T#J>?V{;AV)!zCm}q_h~E)?v(dx3{vv!)8AaYq8vf
z<R(`gttHMUft4wi{<X6P{xXpK$5GPfZ_jlpX1rG0rr%8?ng<9OscLD<O-($J?imHl
zJgWwY)E4Un+A6x+To(w(1+w#xaH)=7s|hDthsfg971t;&&iz$zaCJ=2aOhi=ZLn#*
zE2%Akv{kavTpHZHvp5h>vJ1p_X?w#(?@W)XNa2dAHvl%f)xM!nVXU4BL!ywe%{^M0
zd-UIa#8SEimHz;Uafj*)eNCF>Efq&EVf#b*z0n$XQ{1ej!j@y@J0!68QI+=!s`rU1
zWHLAmWc5R_xa^hrbo)aeTDe!o-r@I(@2}TBpvD^K@^R{$qobaxQ5+Gy?<auKl2wC9
z=&P=!jq+Pt6s~E(jJyXQknX1KFkW;Xp@w^fv&)_*WHx4TC&;E#5v^`!D`r@!N~gJ4
zxoIo)6drw5s<J5Yo$iQ$qp9ODxHaw0IbOlA_}il|wvlesG*LwI-M<q-Y2kV6#mZYG
zdXi}@4Qpv7_}bCYr`cM(e|>9FI<wrj2NPks0wUq6uUjLU<Ii<%xe??zoGL}uOi1o~
zt{(%jKSuddYZ0?K?pIAfAx1iK9C=>}iCTd*Id{k;`;u*|a|aGe7fON0nD4l#qbc=B
zbICnW-4y#021EY<a!y->uNZWMp`B5a$tWj0`lk0ERJrK&3bzyahQ4of%#sqCFX182
zRs6_i+*_TDrkx?mOW(p}&MCUg%gFZ$5)=H%_@*F^RB4k5O_cU2zjHg5jF@b>9akLT
z>VS@JIZlZ(64nW!Lu|)nlZ4BjxZ+b!cLXK*M|3A$B4$}iOpgT*D~c)|MJzMtNr!b#
zLr_}b&JZ%Zf}8Vs<u;AEn(e^sOXi%vIuh92?mlYwZMw2n0@nhu8hV1<VBt;MuXED?
zHykS8hAbOdv*SGZpmDNn?W<|-GxJWiY>b1#%jq>>ZUg$G*{fpP_P@HzZyeyxp1(PY
z-ptT^@AQH}s%Yxqv*+swyA%~xttadO_^OW^VKQIN;;88EXq8t8*a^-)^;o{@HbflQ
z-II@1O0LvZ6CNHyhN-N4$1ZWoevcj#wwSq}sW~ZH<b}@TB}}Bf+2uw(+?*VyT=HGQ
zL3tU<)Yt<;a#q^*9#0)FA$-ZmILaCC<s-}?5g$<-S8`ez&#Eptjsk*)W1dPr8L|f{
zlx@VE5hMhe>QZDUsu)O?WXpM1Zp5NFQyZ1oB{$}fI<8FaN*uegS-LYuyCkI@W210(
zafN2H-`vvHx%tOlRS-*r^fPmiardE>4en`Uc?&2zS+CIEp^y)VDOhWm?n8pd=qsMb
zV7UG&*=epWkCWTgCvGnNPP@l>wzEN{>{heXCZ)JAbXAd7>~;R@?=YU}Ge(T)KYhqa
z$u1cj5`&hh&Lo#1BQAd($}*mezZ<iKKO$B;mHXQV^Bj6EjpwK#OG8B%Zy`R~b`Ca<
z6+eC#)VJ(QNKnW2ABt{vyfpkjg0T5a#{eeejhMk`DpSdVWo+@^T}owGaCa>z7r3-5
ztxY6S3>FWXhPc`QX>$SSo~tcf=+1vH#oC)IAPj&E<gT`$`ljn*bSDl31QVnqgy0~J
ziHyaN=*f7hNF$yUwYKDAc=)n2>Z(nY`ln&3EF+%l+TT*uWg3p=t8TAsjQd~RNySl~
z>n)+XNf93&2hCV$FWCbw1r4bD&HR5bjG#QeK{k7%;FqRKsZm{7BSGOwGU5Y47*<s)
zG!4~QHVm^zH++QqXC9$dnRE9}w&3H@$;64+M6(K(gySk(>xEloZd1|K=el74KIV0=
zEYa2D9}+s6;O74TGO9;b0P2WkXB-?N3VBS+SRZoX1=-BxIl!Z0)RT@2)f?-l9Jwd!
zz`N}#917U>CSBH64z({b>KUKa=N~i#mnTT=?tV|rRhwOp=3hFyJmpBiMD!=9u>t5y
zwXXd590Og)a7wdLU!j-{{1uK#UPH1SgiSs1@o~TVteoE&&-lk5607^0Ij@1u$dr7P
zWya_TEoTcnrqr1L7ykfs^Y11>_P+IzUx#jcGPU@{L$YMO#-*or4oT#y&BO^DP6sJd
z*1AGKav9DfWUikJ4AdhHa@4#*ku}uKEIb8QyHT{0@c#g1bE*SjP&XLC2LP=xP+_T+
zc2VECpWNuN(0^qKJuwbf+M9dkKMP4h4KGzW$cK-T&B&=#=$Op~>>UY2bT~a1L?H2k
zuV3U<YlqlBf^FI^y`$_Tc~%edj|@vl^(pXCmmV9{SnL{BTb%8RIP;#T9TBnV%DQ8h
z#BuBvf#ID+B?ZBvum+6(05Y>Oao97)hpZAr8rR^%>L3r4<0Cy4XI=PZJ(2@3X)PVs
zsG_=C{D!%c#u>Nzg3Nqo)fU-pucU$Pl1FjDS?J8~>H{A#+aH6k)_G#GpUQiI9S{-@
zRQ2JY$oCHALCg+%6wd=9)(}^w@<HgI4J4<V6E@`GNUv}oHoZWc_YQ{%2C6`Ml=R`C
z@Pe3nDjK_l8N>~4JN2WUP7|%F1ad--AcWhVROqY&<dgY_O;8U97*TV-bB-6zaXDRu
zpu3eL?bJ=~*Kk+F=XNQR5gw{#!Zx#_kEwG(Bq{i{+*sSV1IM8uGVprjlvBqgHdt}d
zSGY1nU<~$BR5b8A8^Az0zSv3<IismpLIHuW6Y5M=Q&P4wj0`9WwzJJUdMBSV+%dSO
zgk|TPtJp*OfJG{Mf}X43I%geGzgEELkoa&qA@DG}gwj+%*h^jrKB<|iLw?UFSG2VI
zBw(JoRtx~tuTzsqWPW-tn*nzyifCF+U4(dKZDw#4c$4l|oQ!N3>XyRBU>2e(Bxq^j
zM@mla3XMtZ!ljjjVW1#nX(XH?DVhn(kywZWz+Tqpy-1d|&3<^sRGc>tEt^A7vjFak
zji-44fUCVq>vOd=j(O{Vgpu3%Pt8bLGE+=w55u@sX55f964>7EjU+CZAKj#V%5vVw
z12Fs|q>7ZcvN5O;xlfx%Qmk4>R82ikmO^^Hk%wWZ2XKYQj37L_l1{EKX#od3g~P5>
z2RY#@umwjg&js!z74}bD@}7nb#Td#V+$s3UmgT54HIhc$2NanqUm@iG0CfD6t#3eu
zdp5aIs@HPsc|C3_GU*+FI`>kPR<})!*}{vbc#YtnRbZvKwm66UQt!+0G;o%(cVzlo
zOmVc1iV~_1Dnc{SN>*IU+HmC&JcdGD*OgER?iVeoCrBfd@@>X?qgzry;Hbs}oToWN
z4H66ag-I!Ul1C|~lAVNQ*eVI!VNRp5#$C`9OmMh$;Xg~TM}h)%?_n52Z&8|iXxwA5
zQZ#UfI3SsfsY`#`2^+}*bT~EgX*X=3YuwNVa(xzuq%<vM-gdS)2?y1^m2XJI$*SUE
z1Ckf8{4lZ7(b=MqF@^8JC(&~m*;c)xlseqk@)?Wc=;f`GGs`!EjC2ikL&FX;fI29B
zZ{Y{j=^Z67F92saUX%<WycU7(ptWsHG#2??F=zq3(*8#l%u4=4XMfb@@jp=Iz2ou^
z;&?|<*qujG_{&Ja=Y?FBj}9wX@e*o!i@fF%2rfMp4ths9+ylu^`0S=-1*da<Kgyc}
zxdZh<j)*#{c7Rol^b=s=jw9rvYpLGM?qi3|Z`YKBXijq@$Jw%VE3-xcC})B>Qgg&Z
zifii5aOE9#W<9i(GA>QTbxb&9;Y-O#0ObWy2xf2*xS5>m2Z^A&lzlrG2Sf)gcL~u@
z;M8iEEKbBQxq~s#1s7Mhpiaq9PjoZ#_ad<dD!_r<A8%YF>^<_NV5QtT5{ee%jO<og
z3<0nS21m_wby77Hg}tzWmAh2Ed}TxL)OwgVg&`l==oCC}b5p{t;9x1O_3lS-+3}7*
zQS+aR03}IKNI5Bj?DbW90g|G8z6oq*?uqtO@zAOTCQCSja=t{ELqcWTc2ZP{Anqg#
z;XcNW$)GZLL_`qGa+Tyjj>N#E?H1W<XA!ZEB=q48Z-`4PS&Z|Axp+~gVRK`h%=n1z
z7GIFf{jFrqr^EQv$bGk=BD9x>E}5;CrGo?mj4Q+%65kUx{ahY8;c51JAlT5>cI*_p
z>{y7B&fbfF$@5m)-^z6ZBNrI)RTBljXc|Yr;~Zcdal*)TPM((8Q1Om4=)HM%wg}@q
zc36*!^l`Q~91N{*59MrY0+TJ5jYeiUU^Hek2mk<altF06WDN2)Ih;Mx9a+HveI|=W
zg!wLZDO(5;`j-Zd6kSxLJC)j+td6J&9$xNBy_SROCWuG4Y!yX^kc?$+TA@Zs<0;1P
z+km3GnpNskB&sTMI;hH-3*408Na|BAZVIK2T3sswCA^evJXr&T5XdS<jz9nep{}<s
z<ET_{fH1iDxabj4mN~e{NS6&CYlMAlbr&1ljj4<V^yLp30sMqjTmJykK)8_PGBpea
z#FVFy7Nxj@=oDl#5#2l{C%Uj`GKM=VyJR5b$tlyh=Y;$e+m9fx5y;ODgaOSbvQrp$
z0z#N=82**lQihJ0QNvTk_Z_u0u4oujuteRxm39dX56Y8<;}+Z(45IphVZTt>Sj==$
z)t~{vOPaleV|Y>3HAUkM<gX6Sgn*}A#$}ws;u_+gg6RAJNkP6B%gG7&D0*iot6LEy
zl@d-mmr4c#bIaU03Cap)v;aaq^z8#6EBsm!cC>CpKAt@NoTmJyFqa0S<!NX*2uWS=
zoP-iIVO94CrKo6T96(EwR%57D+PRA)_(@GNre}XKUimd7)K7A9u4c4xg%dQ+bIuBA
znV;7w`f6faGn}h(->H2C9mPQlo!Fv2smUa%Dq4Irdf_TY5z$-&uHZ{|)EbVNp~E3e
z!2?5b08!Drv#1zS5LGv51b~Q#Mg_q>r(|vqMcCvma_o~vdxRxS&1lGQMdii}D<5)6
zl?`zChzYr5Vdz4y%}`uGYl?OWBsl84E!_9TuW;$!dlbg^xbRBo$sDI?gEx$;20NbO
z0EAOS>;g&U90taWryy))qiz>ujD*sY#sQdmhub6t;1l?%*0GLYEdf*m-p)ZI(H~28
zF^oKp5!S#2RjU4^<J-01j42CsV2l9b6=>byk%W>mgqrHy{0|7C(Iep|Xo9*2jz~<&
zRTh310r#x_p64^4wXP)`D<v)D@~kWdN5d@DHx~njyCE>z_jfA1YFy*bR7E@YH>!?%
zj3V%siYvU(xE4Hu0-29f*ZF>5)*Xy`s!IXj<rNHsbW&?ZJ0dihR-oym^>t*mL>V4m
z^Gs9GNl`0U#^ku;ge+3K13dz?Xz8PEb9b<NaIAETu?s`|_W<qgO4zhFpBrVXBoFDz
zvQg=4bvt&7a8JuB$8H{EZ6IWODQZi2dx0%IRxP=$y-%Xz;NsC=BD<98oi|4;MWUIV
zKc!GLW`T-5^Th@}L3%=h%?p|fx~1Lhl#ZiwT^mos=$20=p}4njIaXp=IF!`#BsU9n
z90uK2LeSyCc^s;qq>hd5bE%IR<11tF6GlTV%1J4P8{dUQsM0TMz9#Swr&ZA|tw2Qi
z_GOgQanYH(Y2@=bYmeNfs4MDiP`J|EC8u-#(^zl{xk*EBrGsRUFc3K^mwTg%rd^c8
z43$$*Q50N(Y46m5xo)qiE|Oy-oOyGPC+4+{0pO%}x+tpZ?kx^`e8!0T4??IkI$mrS
zIpF>M)}!G?+x(rV+jy#<>Wy#k%U!@epCpC!lBJY)I!_Uki_eX}_=IZ@0_3#Wq^qH*
z^Fui-aUA@JST$rnSF3bV#O9Wg9N%^8om=8|oBfjZw&4_jvn-8=oZ)$6QPoFZbEv6}
zjc=Ip>?J6!)*ookk`x6DJ<G0}sPLYrPcjSD4P70<j3Ls+mu^0xXH~4GWo(V34}1aV
z%X5b%y|eDDS{Fs!bzMx9v=T<iBX0KzAAy7g?%P?X>gsLNM$;s2!-(V`kxiu|L>Ytf
z6+IrM!@<2{YSVWo!(UEc9aBRb;5lbKR{sEB;wFR^NgegbWO!~cz(3f$YU=q5L~=2O
z!0`NG!4XMP47e}DdYm_sRz6RMt0K;Oo78!is<6M*oAD~Lg7c~7xLYIgsinXf7~FkO
z`VUK;L#Rcqw<=3`*j{C*ej0JxD?+2QcxdeiYbvjGLgpjSm5z_}1GrfQY>`1Zbvw&)
zdIQKzj8v^Sui_(Sak|cO`90e4;q~51TP~uGrIC+{N>}BDD^~cmt1ouJLsfJ>S^Ghp
zZdtUGx<COuALU<CwT*CdgNXkCVjAI9%a<5t^0xt?VRV&owzZR0LL^{zTnWZPy=yIH
zqOKZIloq`{X{$#9LyR}q1ts-98Gn)?uBNPY)W?JW0B9`2cSc-%tdZF`z#{cC#fH}9
zxQX1?%1ax7PH>eKJw%x?MI-P(m87PI{O)T>8CO3JwbfRUmQxKKEnIVPBPMQprA2!?
zZltw@FI~tRP1fOSkW^DmEj*1MX^t&FdbHVfl@)E)7wdLa-YA$c<+?+VeL@FX-syE+
z;8j6wq_)0L8u1s|`KI*-fx6mlLgZ(qsHZIi7~}+xxf_ch*gJs=whyq;k9d_|q3b7!
z+D_k9Ow*q<OnCd15Ju-7GMvE!l26SpC+&U-!db|%{?V$_;~LyuBo$2}NTQU1-Jq*P
zTHjE|Z2g}t!dYM=Z<i+_qZq=n_;=z>CY-gKb#01{wTC%#nlkU6RVz?dQ{1l=HL%mi
zPaN_Wh}+S=$(65w`k02z)|GVE`^ZVpnI=O(C$L0PP|H)Dt=I<#-C1<riN0S(>vas1
zkMvrdy4Wt(2N<j9C#F8G1Oim1C}teww~$TzXv1O!r}UJUJA`zmW;4wAL!HoNO8ASR
zCebypH|tEOWXu_JdmMC86!&Q<WZc;Za6Y{hwbxO<QPIUkai}d3pN3L0N4jXyPy{LN
zDP!e)fxqdMPpz@TYn}a&^T!;6Eg@L1I!1~sajK)g($t(}Gihs;E>}xWCf(V>O2=yY
zVY#JKC7rA)Lg*Suc5~S_H%d2hbDUu?A1tpfEhGWxta>|9L13(PL+B~0_YI}8w>y2p
zT}nG?x)8P!ig=Bg4HZk_lM&&hbt+PZ@3-KoXqAWgPb2YGT8HS1)H2n&NiEe*JBvmO
zbL<rg;pH-+?WT~)7(WY$!6^1I$NMSRfvm0l5J8exX3#$}(znVdt3lyI!}W@Z1W^Y#
zlfvyh6_pO#6jD6;G-W#*s;FcD#^~Svkit^NHlA7_Myt{dY;H?b={ovraIdMFJRXsU
zd__h<S5rv;0O1$L=JY7rb>Z>M*Hk#j-0~b$o%Z2pt)u=GFpfYvgvupFc~{Yk^L_Dt
z#2$|A^{E4{Qo3>27j#kAzp8HEOg8&vL`dv7hPwl@B94-Jr{Xp_-smlm)(!-0!zC)G
zkmycRm%ZCT!n4@4CI0V3`pOz0_BYkw6Za??DJ7$jHOwLXRK1f@-L17T%>`79EFgir
z;N!6i)l@xNAn#`*{C&WysBShovlUG|wABnf90)n}3POia2UNx`@tWud+H0P)ooC_>
zoz|LH$-CPjj_DMC!l`Et+y_sWvczS_n0j%>an%yg*!|Xef~WlBRxXUuZ&ZFBT<i~?
z(KS`N;Kpw9W%!u$^I5~d4#*%6MC~kf63p1*1eY8DiL0Zkgnt^INbq?jhaZYs!SiUS
zhp9d@rfAhYRa0r?jy7eE>+t6Z5xLRHxQ(P^KFZypwTpD)oeZ|xO1NYoyUbuEOl!NA
zkiXeoRd1n=g5<-Utl&S?BCP<YK3$1hE@iWUU4!|H(S9ORK}g#!s<*>+wqpZ(L41EB
z)l_xsEKI-1?K3OgZ+P6sJYdF8R;u$)B;%C)6qD3(6i<2dYfz2M>&IQoEeTT=UV)5>
zUJ1j9<DOD^$R|Fi*HX(&NS+t4{{W=iEBA%^#>--<jvLmRx7}%+aOX(hhy~@PiPOtj
zXi>Erlv`AE{{UQw)(JkZxOtln4n3B$H-{Qt{{UeZ9UXZNt7A)z9Z><!^~bu1@t|m#
z<)ORif#gM0*9w|KbLBs;0|2Q&R===R8Vik849%L7cf%u2L1Dsbz7_ODQq;2TJ#C{7
zg08;RTwPBrw9`iIrw<^46|(8#70UBrb*l9oRiUjORL&TC56w}kYNV^Gbwuyn`3_v{
zeWH%GQ9iDC<8Ll`4Q_qYbhEMAo}^txdJN;g?j||h2@N<I$Vbr9R$Z#$qNa{YikaQE
zHjYU?i(01oJ8I|In{bADC%w%NY$8vHj=g#;-s5k)X=~YR@l;S((n-8^4rv`Qd*xYN
z9ffVc{K`*LX1-N5kdc)^xzuiv*mqK-FLzHfjrmonrOUeIau`^j8g6~V&1b8gDr2T!
zRHn#1P-NtFUp2|XlbAPmxNwu*aKE0Yb{@E0B%rbwMaYi1=^N5{$5euG-6(52jV<F*
z-QMek!1qk<_gvlXhHEn7^^Q5or=Axa@sx+T8nqzBZXvsgF6RrLW)D=;-Op6fa3wmk
zCf<xXIla@OZ*>~i`X?Ijq0kv>t>R>dosrcc&-X%a9;@Rh^*}Z1I=K<ozX_MWmGj+{
z%iN$Yq#Jh=E4f2R{{VEkUDXQrbJZPUH#Xr7n;p~f%uiCI3;F7tj%+4TwGt<}CMDy7
zl-bA_-Tlx4O!rC;7)AscL16|R=ezp9y5XCTw1e|lxLy~S>(n4}VMa{)Bp3754d%D9
z;gL}H2o8iGzuh3euPKuBlJ!#{ym+}b=O)Xtl25wuI)h`l^B>M~o{C%^s31T~V}d$9
zqRs@Cj%<|ala8t~IX%<DPBWC!w^1|EguVGpJoA<I{Dg;`p*V*}iE-zWy4QeurX+R}
z3$ui|I*luJB%zxQ;mXBjuMIdQQ=0G(R9!tonTH2pE3ezA?mkJV?r9YD4R8ct<rz<x
z94bAw@L7Q3Rl>_z6xccHk;$)*bFlH*%W(=!vCu#U2_2N2Z2)&bQ%VCzDd$uTy;cpZ
zSkBU=Raj;~UvC_sezFJiB)X^F14b8^g~>1pmraw^3+8S)1$S`Duw6<s?7{)hqT|Cz
zKP1q4=zq;ykrJc=JCJw!E$rOTsr3QT$U~NeS+&t%@~L;|!(?$Bt(*(X4H?JztW`tE
zNT*4Fk>>i8)Q`c&6DCe_wS?u_q4CsXfaF~*Sq~o)g!6q9u}nj{s|M7kDS5Qljt1pm
zf~2?%9IWDow6WurWw+czhhBba``p#U%LHi4Qz|e~5!AUr$5Ib;ODaFoL<VVmn;jWH
z9Y-H&5fwqtWnX1ix_Omnrcuzv9lDk_RbX?3<7+_ftD>yqmnP(|4H?RH49m%I2Emp&
zZU7FcwpWh1RcBZ3KWTg`4t~;MSP6l3rHr>WxDnNK)*n!+@z)<z`)ix(e-#GF6xu=V
zP03bJlGUBr%8z|eJqbg)QhTKA`%PN1fD&dp#{<+UT1v+`pl;z*<B;b*ib9&9zz%S|
zS`W;NbI!H7ai^F#4pCvij4HGh&Tc*>BNcu}B{r+qQ!32DOpvJL5QmC^)lUOy!upy|
zIzR!+x7sLxV_mnETdnw){p8|<kox>cx+@GU0Qr5psRmnPV8bKF$xgDIXXKxbn0LqE
zx$DWW?3vWnV5vY7ye+uwo08q1<;t{q9?2%0A4Q&Vhqz&!!>!7FMY)83n;H2idyScn
zVSH`c@y<ffC8KMPL6j9u4jN9}uPtncVlcUZ#*D|Wb@xgl=)Czuerls}tCDvT_qd-`
zt7|)JA59?)8@+I|Ijzz<U5#!@IK~#u3-T|imzYg$pnb~CWLxs=6%#xgN#x_?wL5-?
zsi^_d{2=yE)%bMN2_TSAY;~;Y%O(xBiHu0iop=a&9^f#pnxjh8TU_k7EgjWHq8Buf
zM@4${<7+eW=zMdgfIO0UToG;w*RYJQnjP4m!CY6ln${3t(!?5snVrXFakFV^>!SpX
zX=_iiI^*HxY;YMePkxBMvSu5Z_IXN`xRWz?a905%l__<#Pen7CBS^=nQLc@{f|Yv8
z9cnVS3kKFVB+nxqlU%s+)bVd+*jfyuJrzLN(Vk||+%nZ<sjoR?XK$*Ks?t>uMjTr5
zuDU7ou~Em7z*Z}q)N@nit!N-E%5W<v3H;7#{{Sg!*~e1~s<s&3LC7ITPYG$-Mlh~g
zr^;n(ys|#!S*km;o>o>xN{m38bUAefMiyhIbo3Z$$zK+ddM~ygM5rCZ5eoAd8`(1>
zn(l!hHQB%lO2bIno0L&W({~`FF5S4r?tTE63>M0&v-}ub@3|_n#a{z=J_mvFUXsvS
zO5G(Z9O&3MQ(CV{T3<lyF^xFN(*1%DujX@&=Z`*zQ^+r4qJGoWeCb`&D%Y<qQBd5T
z*l~=WilZw?CzY9XMx&|F<J<Cp(WxBg5(@dTmvjkO8S0;j!MH(;>LgRU9n%su?Bl9E
z(y)$77NOZ3bY40VHMqolJD!O6<zrX|5EvxzxLYSDCkT9}xD)t>&ofBqqh&2GI7*O{
z+@(Vn<IzDok;h)*M6Yi`SAMf5I-=W53wZ%IEjR;!t=^@2{6WDozZl6XUW&&o?A^5C
zMnFV!41h3IvfFv5WMPgVU?y=<N&7|bX9KAVS7VYUoP+aF)et%tVci0_T<-A7&8%?z
z6>8$~DfoJ#WTk38vY77e?hOQ?hm=^W9*RF>h{hKSTs=}i>N~_kWU0wQ%;Mve-?Hlg
zCjnIVB}Cv#4shs-hMYKZ65mW4&?w<8%>E!GlgUbF#77BpL|QmVjO}pB8wf>WeaQ-X
zZNL%|<$<m2n~JD4y;miv4joDfS)h!8V`mw{=yoxL(RNN!+6h(cO7hw263NH`I@z<`
z2m!}L<4<K$b|Z9+c4U+<;YrZTf-s<>egFvidA8$}t*f!Avx|@srQX4DG}RHy&RTN4
zLE(>yR3_aVQ_R-6paKbAIi{%~gOQM?C@!@SIC)YQ4`Q%0{9(L?Q=>N;$}=kX?)5#d
zeepikM@~y61>g3TF|YhftGhka@JM5fpI*x#H=3D$&PwNT+@vzIbB<hcd!ANs@h{7j
z&A8W%z`(|CN!gY-n>Bq#0WT!0&Xw@`di*`n9(rUbj|=Ibt*?*FAg@npN(x9QBQ0w|
zz*&ArG3m46PNN=c%YMy1gWSv`@Ug9cInV>gqM_@b51CB_j%*>g_Fk%*SR;&*LqH27
z@m}jh%4u32(&e4|o2j^QZd;gsBh6%GUBTC*Jc)X?I+mr)AaH#YacBnvvbE}Y8&O*+
zZZVZ#lAYxIEj;@#q+s5DC1#I#3=Ox`dy%vH`Y772dnwti)kTE)ZpW?^RaHEZziZk-
z_gW(*9P4wPyT)3dZFM3gVa`BJn9e#CCL#pm3C|<gCX&8JV%(%183yQx<#IkB&#IQ1
zAP#V&DnM(FI7Q*cXItt^+xFu*3P894jH=8PUSD#bb;pjSKV7S-mi4hP+Vb3W3J$9s
zJLNe&Z<ukCP}$t%J8T5?FIX$?AZO8Y2R#Zl7_-h3-azz0_{oGXsTf<%SI5yCG$3<?
zB!dsat0c0tb^-th$j=>eqjzJvP?&{eI+b8y(vgl(vJufXWO44gGDuQLGFPakj2;3a
zCX<4`hCWe|vl!t)sF=cD7CUW!mr%p#a=jVg^~Rn`NSnE&f!MD&un=?TtlB$N&t<D?
zi_e$n3c>RpJ+dhvPRGFcD(gHP^k=qg^^r0mli5gAT_I}@dEt5b!Qx#cw5<-84##qz
zy7-Yy$jM}&@#?;C-Wwn`xXt$QwOHKw^)!uBe1a&XaUftXIC!P0BdM9}WAn-%Sonic
zTwfeg7PR^--nO<{nM>YtpH<d)UkKE<H-OIabYaqKtnYAomlr+73Q6ZEf;dRnanW`t
zCj)zOJAyp=gq#FKk#|hFxJ1-U$0^yAQyJ=pfx)Pj$UCFf1XcGsV;Ja$oxSjhbgjn-
zX`Q>emI6Wp25?<ti%wU>E@3WCj6SwIg-2B8h4hs!aO>3z!uSsOSLS5`4aXev<I3zY
zI!AQjBMMg5%&;lkJymi#jYUDwk-~gYGto-N5Zb<TJpvJPxvVe;85G)GuHY1XJS`YJ
zq{{uBQX;BuNGBh9Vz%G8jhk1-dWJcJwo@_#g1-982>Vz=&s4y}ha#VG9c~F)NCif|
zSA&4;A}Z=P3<869Cn#)TYhUgx%O~}eZ4(^w0m&#PMoO5rG&Swc5vd*S4&$MzCq+k=
zgMv}NRom1j={9*|kcxKSRji0O%!?TA1i&LX=$(B_19@^qQD|u(^iXy6TXGuiik5{Q
z;VK-V^;MA!^TLR(t!B~~<sDHw-bvk*$HaRqt6OKOrieg}ZZgQEXlXJsLIRPe%+4^Z
zHu%9{<Ep3|lHiX~5z{m?ke!WzkIx9lGmZitMv>VRbr(NxaQbN&TY^IDfrJ$hWi04Z
zQe2z|Qi;w}<1p%g*0o1ZP+EQxg`VK&jAW)*{{S)jlotM>6*N1B$28JA0nYo8K1{D4
z7E`v^0dD=M_eF;ER{)=IZr~kA+InmpsY+NIx2Gwb?M_88Y2{pX2L1YuNe(lFzy+s~
z(4rku!Z1o2S>qYyPbmNs3#O|voM#B;*GA#V<yPG=+;*oSbf=V6x2aaB6DK67Yk}HO
zRStWA+EXmu{K@#9GlHk&CP&5u73Nl+3BqsAdrws;V{5$-H86ll0b7>jfFbs&noc-V
z@dmmusZl-gzb(p_p}7{cHO@sxf_nb|sW$e2c<Q?gwqqp&_2}F_*C|Y>4(L&p`-33K
z$f{Uy3OWKDeidDcM`x;?u^%>I2~E~_7q$3_J3&h6F~)MN_IeW(jBsuUE4Df&`C#qk
zPs0miAsDD5QzG2br(^Lg+FE9qnjCpon}3z%WVmH!_IX2G-KPr86;u45h4}l|JD-iS
z)Z4`US&)mx`<E!{qKsqA1Mfgx?kq7lGEUyAp;c2ePx-=yHHE~7xTWdwdecB;{-?6t
zs1cjAVt2TnbLy)1N*3YH10KOyr>cw9L0zij*l<@tjmbu)17tO=$jswV(mmzCH1c~Y
zl~$dpk>*%(2rELkku=9??v+D9B*ccZB$WH8<J{86xTw$)lWVls#z&tcg9p0ise%Zp
za3u3x*avbJn--X=s&3yekCNox9M2<nJ~N+^Qp+j>TaJaao<L7H)Kb;SDcohi_eR^T
ztz>}C3)|nGi*2g#>Cv2+lx0qhbOV-T4%kDj5T1-HW;V3axu>*!&RQ4T=<8iY50>KB
z`GvdMI`mZ=+v%UX;(U)Il1V2$I;(b}`rRcEpk&gv2IRGyjt8o&QQJ+ze<_8dKBuBG
zR7U5P;B-Ni*3w5ShE6lk_X_nkiL+bu({8mlxLrHi3u0je<n~ebjXZ6T2l=gc88|AV
zTUR?y#<|-8`zNAa>bQVoXy(sGeRZmHL!*j98J?L?r{jKHa(kSj2z-)cf^vCQ%MOuc
z#+b@#*wc*dDME$Lgg-T?NX;WnZl31^cS#I%<^KT0emW0TbMYdZL(y8JZHiXOQgMRb
zc=aloc%yB)V*_3s;n0qlP;xovAouiA%q!>!J}l>ZgU<f|;<z(`?cF99ZFtUH2V$iy
zFw+{Q8pzyY&&7pe)PLltp=h^8@jf{v08~%f6Xgr_6SVri)fI%><I~i>e$08tu6<QH
z7++OV84C{gy8)ngD2f|&wUtbY4okZ!ioGv)w#3?l1ArWYI3an`$M!mw4O(`mxJA!F
zUuZ3#U!9B*?anf)(pJ_s6HfWvvp;7%DT|J#zDrB>DvHV77#P~;XN3ST`93b_FRf{1
zsSoX<Mja-2!R%G5L{RDa+V;VDmGOsvFew^GO-FvJ@&#KUKCVV<4IfdaC1&cV=4-}5
zVOOTMLCB7vvMopYa?zGw5<ESzS}l;*ST2pLiNi09kV}3`Eqh$YmVtneH)`J`!RI^6
z<Y1K58)25IzHuR>a(xw;*J%Mg$)sCSf0XP?w}pNqU36`GWrPVJJUx!?wf$e>=8Dx?
zURqm~vOlanhafi`_8|3HIJ9WtWiq;~nvIzNJG!7;HZo$^WXnfFjcp>WIc=Gk*tO-^
zwH$Q_xp@z$CK7zN90TY(DXlr9FSpoCwyIZ30Ote_6+wmBILTHWH><CDe<I&l_!{mD
zdW5>#8MmpZ)iR(8V7KdS%F$5zTIi&TMs*G<3C?Sz1?~IP&ZE>7_qwN4SI+5VJxNSi
zEs<PmL{6ATy!AZ-4c~YAm|8~!>`C1tTc@IEj^P7HBLv|GtL@flDjhAVOasxmN8kKE
zsJ2@Lbv?ofnT+iRl}z&`jo3NJ_3W>8+D;C;m8!mN@>J4V(WI|eSRX9~JL($F4&JIJ
zvWljPchl5H_~l{ckLneJOKRJ#f~U=*n6q%fY3NhBuJrv;SjpysDCZ*u%^1l+HCJK+
zhqysysb-vYBQ*W(*13d@YkKpLu5;h)H+y+yWh6p!-W~#lqVVef09QyVAg2;AjEogq
zx?5|ll@6z=W21X|gvwcE3-(^1o~o{GhS7{(Bd3nB;+UT=s6#^x(>O99=Q#EY<H<QF
z+hu3er)+?74pw&7+ctU;-4tC8<5hN=+Exe6O!l<*Atr+1Ei=D|@P%%w)aKzpX(Ww@
zBN;7GHq9+rbg67KEo`zp{4EEnY~yLSLEK#}`jK$dGTn5yO-g>f6I}D$o>g|^EDouE
z)tW;yz*jrhg&NAwKx=AkFY;P4?YxjZRT6053;r-#bI|rxzS|0pLRyc6pYgWikg|Dj
z7zsVNQgi9MoOFL$@(Y+oNga?>wZ;r>$Kb3~nyz^1Oa;KkMhGDZR<<8wCevU)Q7Z6F
zEE2WjEqfi1eHHH0;uOrbI^S`ir>%v<8FN5#q}--$MN6b(14EBw{gTlw#;vsRxHZlo
zWS$4QttQR!PgB+f<I2vU_ahY5lF3a8jyE`#w>iQl$7!p()wY(InRz$__EsHXqUyBe
zH9YRChM|&-<(-vs+jX9Xpi2aWjt3(JSk_Vg@{4cDUh9*3k3-(9kv3W3E@2rY41k5x
zm-@RLo8XEk5;{0#TCE-=)yG6>ZVYWqWMJ<ZR2%Hj)K^O_JYqII#Ncs+Tb8>1_4|~k
z<aOg{nq6kGvuX`LH6_a33^f~a*;>)T!pa`+E$?GV#~^aK9FjARa911y-Jbo>thm?#
zA|8rGdkY9`<;}y6eLa_17;*GTrH(D_^ISu7&K7}Wv*{|^crU4RbM4@lcT-ApJ0^PD
z0v}K>4fNHwP~E<#aJsgD5tfqN=h<jlv%-3vHEsQ^ZMem8q-h1fVXkV)C;tGb*StdV
z;TygQ8gQm4HI3#N9Zu@mq>1P3x!DQoZ3x<#xinh;0A)Q*Kf~`Dbq<vRj%WRPi>H+_
z$#2N@Q2sUR$}MqMNm&IEr=B+ASvnVbehWLPl1Zd9mXC`ht452^w_QmqT^rd=0XQ<h
zp+t2>Zhoh*{9U;Y0u9bhIe%2iIZQSF>BgLek;6kmcUI*Rc1-Cw3$5fYfF&uc<Avc~
z;;oY$kA(9_3AT=j<^Z76EHYwCcuhPaTs;#qwFR-iFv*t%Jy$tOc)>~BmiRk{Tgjgu
zdj!;(3Cx6toRwv(QX2Ryq=dmZD2YHqJo2r>QClqBSaMTdhA#DAZwlOC!^1bPw>Q-a
z*%!s?rC}DxNqR(&7|I`c^+|ilQNT+Z;^lV;XOySAgv*MKI)XODxcj7s^VM<Z38x--
zQa!-4h*M<uPPR@E0pt|x9*m|?v@>!>N@sfece=E)w0kS<$*sYCxCI7Zly`O)3zH?;
z3xUeJ?pi;U%%-<5w<(oq_CikV6y8_M%3xYP$K$$sIRU~55T0X`2=QhD8rP(``Ajw3
zFNs8B)T;ZOko%-(-F)+u**HryU^h|bxje`Fp!af?*WpK~K+yQ)9?IpUrx|Wl4mWb9
zwEcOdsB2t)6<e2@5jDJCK&s$cYY;!+7(G*)iQ_6R*I69!G_}CwBict?u5QID+B51j
zUMxUV$G-BuN!`Nu9Q0HtQIHID5I9OF9;sCDx#SWN(b9v}4B8<AbpU9290cQACORoN
z=~@%MO90LgzEQb;B3J8UkVbe_TeURqbBJkL49#nS93Z5ljmPW`Q+T<59L&z~-?<tl
zWmR<3ha9y22qyy5hXS=qt2{CS3qU@~w|3LuWz5e-v5({x&Wz<VJPnohoyt?rafR@A
zxlh+pOHUzbX~)R~<AtWWVX--TxzgNP63I(l!A8?pz9(==3Lkp-NI~GMgQy>!hpBI*
zyq-54DN1|1XS&asGqd0EMMG5f_eWA8hI^>!%>}nse^OWNMxKRIBB|rzar{v+)$zec
zQXt<x!X>!e&OXv*^~K-JRc*BnCzo)YWXJlE!|Ep2vySBZDo^z%TT*|iLPse*(F}jO
zFm1(*nvSaj1;skrlh~+6%YvR{$FNrAJ-tb|>Iv#fdO0#jDi%4(=#Qs)UR4HP<uXzt
ziH-j1J~th`I;Y}sMOxzaTx6V2&vbMSKB_JQ(;ZZd9g$Ua5qtjt-cDH^{{UKUR+njy
zd?4ep%dMwm&2TswT8^8jWVGR-!#G*qNDwzQyiP*;GEzAC=$~r=9TSX*^~!KGju$*%
zb8)OB!S*gWydrVRZQ}(;Dd6x@&Uzu|9|_?bCkRS|h7?ur)H)tUQ}tX;bP^l^fT`9R
zT6fpE&kb{d;43z?u4^H41_>&IPhTZ9SD3?t^IZlVE%6?verJ%WFHldZrqaUJumD0_
z?O<Wf6;hK_z}5jb4(^j*tLWJg+Wee)EWD2&YyKxiPm;%F<<3R;hS-G^q>-N7EJotP
z=Q{ykb!F~Lo3^uXZ=mk0^p+~B_n$5|W7LFPd|%tA-e>3K{`vJ-+^EYNj~iDajm?p#
z90C@T4uyGOGQSxe5Ow-CNLWl{5%N*{ii31wZ{ado2?AUEJ*uG;EZkTK0AX8e>L|rK
zi;D|zut{BUv`Boi;4}9mPpd9ZjK*X=G1Y3OLb8Gk`Tlo-zPrya%s<5c0IB)z5a5z~
zEb2z*oGEJA>MCEpSMEKKCNrK=87>{Vo7hyEYXF!NqWPx4+I#S%HYVQ}vQLTJYutL>
zcB!NQHO|MPGHpdtV=Woy-9<VgIt0_$aE`aKu7QiT5;5dN?PWxj4la4*`=FlFltE!c
z+v$F>P{`f<#|SI8Z5UQw3$Q&vBBpcr4JA10N5(SdJMdaXvrI=EEqNJ5R@h*CSR=P!
zw3o*oI}<GV6<5)jOW`A;?K7o<X3E3MPE_UY+-RpP>JD(CogX;~3l!A<0Pi1AwyysG
z68ok+N1ESG*j`T@bw%I2O_rt|tt8}OW>Q3U@P{nNVw+t10{ZS}KZT{AmZ3MBgx4yU
zOCirZD5t<rKkY^aj)}q>x0H>I@*SC=m5RVoA>@I;=LxJ3RGhncK+4`q0}tvJGUTXX
zbk7Y7g|6#_b*lnlo)DO}q3EnTfMJw&mpP+w{>X`KZEScg3T~D02#3TvA+8k+0FKEn
zY)tC^0A)pWZdEJk19OZFA);_+1S75znI7QLlo5^IoTku_CpDCcTk9S3ng_aOX@@Bf
zjp>btJd{oDXZ&SM`wn@|7k0?sR7@=!M?_DS*Ef<BfMgbtWzQW+!um6p0E?ZBZbB5`
zJB1U_xMByAmn;qR2xzC<!g2LLjurH>yJ$T_19Q_p$%dV$Dfviw<CXJip7D^=ggzvn
zthX=+ao8tlZz;!AG>)mUMK0bNQxZcXG6=$wj6I1}a886&(zV=WHMb*yl$e{B@{Wmv
zqM=^l0fB9BJ@C3X?o@;0U~X~{(zFA>Rb+%$F_!Y=eKcT^lmkf4Q7}#cOS;Eta1U}r
z%3ukJLqX#KAk<`aO*%}JFuhF!a*@<@5uT~&<RJ0N7!2bH<}mt@hRX|E_YH<}9m<fV
zsQ&;<3L$`wyr&yB&Jf6qt;J6FED_aX9H$#q@qMKM9ZpYF>uNdbsLBj>jH0J|nm&Zo
z=GR)+z4*fP7M}4kkLpbS0IakfzN^R4PIm$c%9Et8o+gd6I1ifV{D<lK^3L}*MqWMY
z7a(qWe^dCT#>7Nb8ROMsnx|LQU8iv}ouyJ`ua)ECc{%q^P&u;Bz~j{6D~sSN#M}EZ
z>|61xJZT=}^_tUDbeJ?W;m0S1rfJU)V%pcq9_~6}7vXKD2ge)E(od*cU7FiW*xEL?
zI9R?%%h<2+q_>gsD~L3sb10ud(g;X2?HL`y&NcRjjtE~QQH+6}8oft#rGhxJc8)qM
zpTwD|W22B9WP*~z@_7RAyMe&ZIfIK1r<E(|jWt7<?2H^C-6KH86t=FGH`d7JW9=%;
zvbg%Mt6|#4uuSB<#R`{@o}%g{0Guf4-MPg%Gl}&~w+?s*)j6`qQ=GR;8WFk6zg3Wt
zjH&Bw0FVNvW3;noa2B07WR1*wa)Oyhbvu|2K}?3ZugjIj;cN|O3b$Vmmhw9&wu4yQ
z@?I=6kjMb!r@Ya(JgD8+?z`q3V<~=O8%7m0fcHYZrS9P)c`8QT2b%H1n#VTO@jn>u
z2OTrX=$<rB<ASZ$`$%vH10N+K>oW^7f7qU19!Q8bewt@;Q$4+xBW@frt+#t?VrkkH
zVyZolKFM2g&1N%2!qEzYX~D`U7J<|#i00aPPJLx~IM$&!_YaZn^+L%mIvj9^eB|^A
z8@Cj@{iA7T7<6@#x9rH__oX_vcZ?Zb_@QHAJ(GeTa)<j~Ux?cIOB8FA<dPR3h~*=G
z3R9xTs$tE+<y+w^1ai5UTxUH~t{)E=LB}X>bm^6(a#w(n&V46DGn<#=3G#EmQ#y9b
zEy8dBI8gR2V{HwMi)KrOLAe1HJklI7grZw+ts{t>whK0or;0YZNWm&t*ePRf1VH})
z^sHC&NR6R7{D0A<$K1>oYD%d7+X(xRXCR#QTb0*N)6B<WFb+E`&sEr8MKLW09eO6Q
zyn^4<%JQG4tioPv*p-4;SR7A8vdkhW*^(B5jh)VAfdjaP!hIKhuJ2_c$oOA6KV-;3
zsHrD%G0_l-pqI)ar1VOdW1<d1TIEI%^;pPuC5jq=S=Dv(G!Ck`%BM4ol9p=TdY}*{
zsPZJPq1BZQ!R19hM{dX~l1N-mSIlPQM45M5Y&$cec?STM@qCUPqM@ZEX9?p<eUW>B
z<RoqhJcPKITzVrN2pv}%-KBd{3x828W;-GnOE5=NmXN-4hEdb6P)EOFNz&X401ic)
zu-VmDvUw}u9`96fkibA3btXww-1md=6%#!EV~>2Ney-!m3$3RBju0%ho*uf<eMTXG
zx!m+d$4mw~A|Qb6Pi(;DDt9$#s2IZ`X!JzWzhDD6!b^bL(KR8%eb<APgtr(FWSFRK
z23!+06)eHzC|Txvd+-oaR6WG<Q9e!knD39HB`PWhI5<JLmmKv%vE-gfM#3`Cy~}gl
z3W$cY**O^6@Kd{R5^=(?G9=})QMVaVpa(Hi<DA6o<f#bm&S)9RVJs1Mr)P3vR<t0h
zT+yG22PM;R$`)GFBf6D5)<V`}@=A9Q2~D}g_bZS$dCGP1VF<iG9ZpB~hDw^EV0%E}
zK@fWSBWSA2PbZ?Xw{SKuQeH@i`Ju=yc1}~#RWbO<?3X8&_U9>pcNZ~+%tlWsxn~C}
z=^6mwp>~%)9h8RDxDnQzoTY(*!t7Atxfx1xPBDccjDtRn#JiHFD45a)R4^Du(NzXu
z9;o#{eZkl|>Pv=@PCKbvB;HL+NjMo%G0wsP1Z1b;kTt-9I;WAqF$+_Y&7)1$MI-}}
z(M^&G&t;EUbqCbn%Z5H`-$Scu+}t_Cr>b#SG{V0brQ!;K8^=%rm4fWXvjxNNS<L#T
zlsAVD#X?u>2DG?F<L!ht$6GzchAW>_SgpLkGyF#9=Adi!6j2|BPJU}EsnoSIxZ&=?
z4b_!31Q$8jS4xovgkdoV?926TsxEmAanH>R%arwQ#$C_4u3D(yQ6o#Ta#i-rW@}j2
z7K8UA9xFXyTKz_CloCwv=ls@-q-;@0=9dKn4Lf234Z^c&n}^lp0Js5_ot<NpJSFjS
zRV*C6O#<6ur)*>3<sB`qoJY$Lw(GoZgnVd<isqJZR~Y90TPAi3<uQ$Y8DG0lMbE(A
z6<+6SjqEsR<y$M}4{`qhii)au#yG;*#j(^0%I0Pxxzxq=t%0xH;J{BkmQ!CxEe!5_
zM76`wZ~D4MY#`&h$Tb98<#q;gy1Gea*@4E%B<RXrb!~M^HcIl~20EzN?arx~2Q-3J
z#*)fqkR783*-U=G5k<H+p4e1+xqF%km@66*ko_j+LMHP7$7K~P)szk~$1}j^7%J;>
zg0?uzImcyQmf2A(ytJRW0?J7KA~jA&KjkZPnW`R3^5T8em5Sd^>BrXtn$zs97EL$i
zd{1Zt+$jsarka+Mb8)-msF;l3W|H~99xEX4)K-XTf9iy8J#eXW(!9z;22{moo98%k
zTb`Lj*{P&$NH2lT1o~wT%6T1YsAafTyor%^xGQNTWbv@I%{j`vop4`iG*wUs5HY#I
za<*t=quT0yuE+GMHPG&r#l02HUkddouDK=!dwew&50QbO6WK<?Pb7pjfS!0#5m3!g
z{4^eY0+FM(R#Ci8A#;E^=(7z4+hk1vV%ECcO{$8%h5rCpV_x5IaF=$kmZg}fd)z?4
z-0q5X_xL`fV44sgw~_9c(bhOMHlk%Dk_h4>c1M3?d&1XVw+Vxc*_i++l?o^$mZgGM
zA1u4#Bc2weY0|oCuGPJj4Kfzzo}-0ty!c0IhS2$FPRT@h$ak{EtLCh+R!L4=;ON|1
zaCj*!Oq2#{`Hu^cilFWZsi<8;R_NoCF%oftpt9~xPvWF5Hwh}=x<krEzL}L0HZuLW
zJe6xl$lqC+ST(2GD$6B1E24EwTcQUpSG)Y0Qlie^sm9jMTgM#bIcf0vD(XKv8OylN
zN~-FcElr-Nv=CYks%a}Uq1cMEEzPid5LooZ%BDXy2+P<;RDAUH*15-+$FKvQ6^l-5
zIjziWPjADFB<f53Ez%S40Q2mYWTY=3dyK2uy)f!R$$YJnA1+FVmj3`wRDN4D-x1mz
zo}stPT~p=9#(HH=RA}1RY1=zac*<LimiG;+)7Mk$E}ys6!e1>|X~#mNE;NFUq_QbP
zz&sqLCpA=3nA}{_Jqkl=OWq5{<DTl~!~>6`C2DQ&dlK=Z^`+|7OXW1Z@qm8PuWIYd
z?)8qSm8}jvaHq80&ekb>x!BO`bHcA`hS9pDx|i&f#nvB-K)}~f`8TNs*x4h)NdT2|
z(>@+nUmy>rdrOZ&l}?5U9^vIi<CS;Pm&>)9KY`9@#yTZ&MQncJGjM%rBo3z26}Bpa
z9N?T1IYa5|-EErX4Q(sPbZ+%i+LH4n&E(E^xbmvzF!>8w+#Kau*i~ovr9L)fD`=jA
zq4DNA%_{3n(vvPM+8z%fVH&ogn&Eezrjj7Y-u&%Sb}I;~{{TAuqpC&j&lMX^*>bOM
zBUZTRM6q!yqSDG_ewfo0m+HeyNZrmD$?UAUlfrF9Wup}nQ{|<*hCL7(8&yxHE`p{O
zvF$kC)6WZKzIf3=d$UIwr*8JdTIS(enrdYOsE3fu&#K|^uEg^^@ks=(W5H<$1Rlxz
zeQW8Z5;5cv=y_6lsz_?9-!v=@4(E?`0vL0K^(h+^(P83d?MLOWZavFYW}=?DfI(3!
zoEk9F?nqUMTe?HHB<HezDp`wjwD6s#A{vI7o5#Ad*w*WmgsmzEgb}gK!IIn$bf~0g
zkQa0VoT>WC$_LYJ3~uj|tyFU<+t8uCVLcgSa(#(wqJ64bFdogX$5jJxiY89)DDY1R
zD4!#88sqZHm7%v!RL#JT#S@ry=t<WDvSfG%a3?BjPEk}`Ya^wnaRucEU2UkOKg4c9
zQW`$&EcYf<xtoJ}`ylPB?m31kw$Lm+O=^?D$tx|bm6Zq1*^&=Mm}@OHa?^Fjo~|+*
zoU#3gUXSqiSyEi6V=>e*&J7<Abzkw`nv&<HCaGayk|$(#BjlA_r|0T+x!w~E=r2(N
zLV50%u0VFV#I*3Yp9Zx>B=-2|Uhv7{KMQe;^1S|HpKg4!?|`1SU25&MO`e(VW82f5
z6`=0!x@pUJobiEwA)+Ovj^z^)3J;0M_=gD9q(;ki9%$h#3?#?ZIy&^qFi5}6I?z25
zhhCXqW2YEP4N_K6->K2|dM4x?CrH3e$<a}hVihtVbD`YiRY2hbA>}CPsOn#_7rAqA
zOzvL?^VLu<xh;0)?Wz1M(<8u2EmLTYrMiW-_-++J)eduC5q8-KVK^8h9u`~S9+s!p
z9wFPT^`*?WWz`k#4%%B!7~K3ju^?mbTh+4d1p~Y&wO5w@&A(~6t#v^3#JhHr@^EU;
zEcUvO4|FECxK;xd%Bs9+x-##zw|42AKl*lzq=OzTC3#Ap(j!XQG=GT_*>u!35zq=s
zd6>y2bkE%O<nrvFMN+HMnzD}D`$n%#-e97}ez7GKjgKC?h{ip_-+V%kP=56E6KR_j
zzV&p1(@gkbtvg|h_&74Sf-$!_`Sv_1zX(pCkHso_eM{p#mry>u%^gLOlA=o1PnJ6@
z&d|nf#(QuutMW3ap5;8dY_wi3G|s8F+N*0JWUYnLLkpbIBe`n{8TgN3oRqqYE$*K0
z`yQgvUme7d1tF$*n<uBkjo<EDKZkdk?JMA)inaDxO)Xp(c%i43G4Vy0mgT3h+njoK
zOz6!`eYW@;t2{$((x#_XPjIKTGUq$I$?2fm{Ej1qKPi*SW4F6K=Eoypy;^P-*&Z^+
z)zi8%;qAK_{{U*xykhX>_PuQdqeR$l)zE&)r>vcjvPzdR&uK0s^MUt_D0+_(HI?_n
z%buLPMJ}MA6EdJz)(6QgxQ;T{_73TXd#xwwJK`R$v1+R|qQiTuwNlgBscLr8yJwjp
zX*qevH~?T1g(SBjBb4*)R5L+5kW@tYrH$KO$F#M~ccBT}J+i*>bf&f1sU@qfs*pzn
zF|@hQcc2Sa`d5a{thD{v%wVdyY1&Gfr-6echj1=GfczFiOIK4zP}-VF=7M%)vPhm<
z;BnZFN8E^?W!$ehtN4-OJr0WSW|sL~UlmrQlJy-WTPdmpk<u{4_ZUbVIzT`q_ECNt
z=<O&xJi7Rct{ZWzwo%oxf|}iLm&<(fxMwbt`C1f(bDZy@B{_S!I?V2I^)N_DDp$i=
z%YKFM9=B0yibJSvT8g~VQ&=PbKwlm+JDx`7xOUn>Oa2e{JQ`N@_L0&Ro)^;ik)dL_
z+vtUV?CSeveBN`SkhdYslepn!f!O~5V%{~S%Gs|zk8<2}oxEvk4J%z6t`;~j`gu&J
zYiDeqY0en~4)rSmJGe!pogK+0S-d^dvg-|JYtwMmMM`U@5xRK@+Y@k0oyi%%2ai>$
zQQLe7uGUS^u+eIm<d&e&#i%~M*EQ2;Xn&LTb{BE$?68nau-pe6^dW9K6HMDYDYsGh
zkK!Xg_M@6+u<7sp^v~@)!}%CG<NpBZMV`IS2^*yREv06-)wG(v;VnIbN44@@Dk(?t
zCJi`aBhNzb?1^@l@cUipyZy_<`U};T^I(JPlUwU*#Zzjjfx&xSjJ3dEk?uP6QaUd4
zU8uYg@tW~nD3a${Jtb91Z(XJCF8jScNDrck*{F4l(mN1GrK?P&^cgMx0Dct-Zpr*h
zh#iAWXe~G4t+!e0w%o537n!7Gy47#15N(Zz21y_GhIqiof4no|K917TczJB`8$p|t
zHmbVEP*q#2o+Or<a1J)eKGRM*s=tML0{5=&4uaj~QBYFG*=`pqf*Vgs7#z9o?szx~
z<>C&q({jH}_;;f`$LUKw!II5aGjRKjL2wV4kLkfU{{Z@4*VswrsAb<y_*>z;R@+X!
zq`hBt6<s`aRk6_4ifE`9@sQEo@5dw_KiH`rE9v_VoYf|uOkX0sS?VBVO*GzPOp%8S
z`EqUJc>9k|7S;5P@fIB!;`MzEn@MT<sibT*H!7>07^!_xb2wvnXJZ3E#@<$I^oY~e
zOGW2T-!%OTZM0gB(G|>4u>2IyKWVN107T>vK5Nyn*eCNn%4S8wCkyS#y#47rxlGEm
zcXC@^eN#J^+m+Rz8Wh*(jHPbJe4#^#9Hj^FiOLQ-U+9{1xk)a{Y`IaPkjHl=HT<SG
zFN3*M-lh3N874Xu{8ACnpc>@+T%-_v%d6^Ibp7s1SM7U<04v3^?FB<YGBgqvM%Vff
zi=?<u2^(JFgc~tY=R@PX?U=nEQ)Y%n%l2LhlB9))k}|VRF?g$y;iM8hO26Ccr7Ri3
z!po!M>U{^sXN<b}N%$jcal#?4Xgvaqj-lA)FVAt{XYN^q5@yI@sUYc^8`qRPlarhw
zx0Bs0bYA%6Pl*L}tz1fPL{2g}Pm4x5=$V$Cj|31(Bytjf!hm#kB?wX_Lr_^8GaOpn
z9C|G3?MWppu3>KhZMBhyFyv)XHFc;uH^>^dynb2!CUPIBJWzG{5KQy3PE)h6vF>RY
zAf__60`7eA+=5iahhw5!UVRe<%kMJ^d1?%u!&xyz$1fbHrpkzhR8?sbS~)mHLj08z
z44EMvPX4^%9ZuyWlyAln43pgh8?)aim`36ex#~bt$EZ^t<H9C3x!o5jV)%lRf*<r$
z8?`hk@#XuB!3&g?BreY(E(jErG(*vOawDJVbCAGD0TRk%jsZneM%)D>1u$?4y6&0z
zJ~4!gh6fICjEgPmq?<?Wl-%^YdBzh-Vv#xAoHj!~rk4uUrtapRMzo$gl}aSA@QS6Y
zEpX=wEu>hz%-ZjI8>zV3ZgkZ#kBy|`)k*;w8Ey~Wv5S4uSg=^~6@rgbR57jG^?`qi
zeeGu5K5%PKG-oxvlQJ-4s;9SBxPiDYrPSrkO0EUK=*Pd-Xx8PLq0DGGBk@(c_1+jG
zEom9~sC$L>X$Bg4`YO%Ns#%<J<Ik$o#PQ4<Zxz4Ks03F4)K%}QmDo81s0nkEl_5|w
zo^nD0R`ORsiU&(M`!d?b*?~{?N)BF_2<iF|gLuhT<1V-V0KEFuLfV?4lCSoQd@#Z`
zx2RN$WWQIK9IJ)C=@E<^^jRK8hi_B6{W+aN54@I=76$a?M^-}8(l(-hX+q}xr5ka&
zQ?ahg_*ft5>|50CKh^QkdudSBlrcItoM3>nippTukkE1LuUd}i+1}>Hcq*|xTaH%V
zE++)hpFi_nMKUhhNC!dHF!+bQRNRmZaue2zJL~G&#y5=ehkZ+5*`gSsuV91Rufaz=
z?+l73IG;r?Nu;imjQK7LThp3Kl9D#MNP%`b;aZ@#LdM~-vyb#wF_q;)Hx-?}59#W{
z19!QA%c8DrX74Ee3L3t_T}_cCJNWiqoR*D_ZZO3Qb+c1V8-$TGlkAqS%AQ@#2mL>e
z{U^ERhrn9m9NnaLPSWm%R><DPUA4ZR6m?E~Z4GHv7eYY*_FJ?#bq*&XpMr7hWNCV^
zY8YKg)=hxn*p%(c?*n5yTsi1LR1nh9kV=`;cB+f5V`BuC=bl!w`4d%SwCAeui;;K>
z2f9U3bD6$WW!MLxNP|gS<!8f8<-2Kp9Ysk4T=;>0ImlLstklhE#0?*E<Fo$&P$+(<
zd5QXZic|cCd1AXwTqzn%us9D@2T@J1ka#|XFIV3zw3EW-Iu@)q#9I_p6S_!Qv=wY0
zD7g)zEuG-2T8)(%n#$7C!eQ<ssy=3XMGYi*D_(N8SEv~qiA#>0KeytZWL%=-0Ani3
zHx*&V0_s19phLNa6PAn>F#V_+fDZ~8HzgSUC(O9Lk>KMfTAH`bk(@3`9|?lqP<}8B
zX|nCsjCKGIQ_6g`xI%|*T{AciRO?Ve$f-aX!UA5U68G*+7G$pxDDAl1Psc>*pNw=!
z@`xh~hCaDo>_J4!DRIC}HLi1tTbqK5qm8b2DhIhnf(RYxQjI%<c?y0SX!ddwGshcS
z_EEkrpuSGzEDRoI4+_a^rHReyl>s&w{Enp`ZMc}5wnu!G@!3(kg1re}tg*V1A1sZX
zlr7SdFbNIE-ibF@_Wh+9U0Ng#=P9e*NYIPW93JFE%?yz7gySY?9F*L^x#Wb_$Mp*=
zp5~9@8Rv{9A13D}93Bo=&HF)Av?9lL`Yz$as&W?YDe~5+<1f8IIUSc+?3Cny0&tq>
zhE@@5A|FoCfs|uf19B8xQ)9X*l^Abapt8+Mtsj^~jsPLv<lM95CX3L`aHiq7^Iw9U
zj#M7xrnwJ{pPEb4OPpk*V~}A$$0=y)<oha4I=LM*J;@g^lWv~_vh6i#idMhTLj7!x
zhb!Sxo~Is&R;NCMb00O)ffIi4uUJ74WN(lIk5#l$>c|@ycb?p1v0f#kt)2(9(MaZz
z{UuLBtFF<rXVx4*9;=Y@Kc-F3&biVLA%~Kq<@Y^9sr*2trh(h1X*f9Nm4s{UbtTGY
zvN;{Mkf^sS?QK^w%;Wc{X)0XzeXgkfH}u+2dB3<TJf<}YR~$kr<$UD0lahon5{aif
zzS4Qov<xn#R4CA#_0DZ2jEa^M&QM4Aas!TqOVtc0ij40#M_!KRHcA65b{e?IZgKdl
zBy~}iby>VKz7z106pS}_HMrbX);?GRMst}MjLoqvR~gt@!3v{vA;jYgl^0VWBXSJN
z>3ii?>&24P&``mP2|NYgB%<PAI47!i%4$dB5uQ>vX&pkCvA8x-o)B_1t^QQpQ$82u
z6k5*%u`0uu)YL65h_G|c6qDS*&M>pPb@ao*a+5lVt{gj%w<^nCGZx%O<<yeDIlCRu
zDlN$7L-SJC8@HO%@pVwd`OeOJq;joS=tr?CYR1e2wZxn+wn^xv8%h$5Fv8C@6CD<h
z%!%54)3A?;6*M2{p_}|SD)8cD{F@y~Ds}<~D4#8$AgQJp2%|8^3Ch_>i!eLxB3Qv4
zRCPmko~Y?2896{q;7X;W5!5X^1`c|zwcM@&&J%%$DNSlN9y?2iN&!7^wl58B@xC@c
z11lVe7Rc9n6|4ATcw-tNbH-LjmRk*fS=oM*vaxv$?rRWG0T?bxsHFgKzKXrBV|fV@
zRktgKVEpIQ0B>+QnnBJ-WuJI~OCON@j&QHl_3UFDTyOwcZoIs*XSyiel2+G?OAG8w
zpEYG^j6?orb2M0az&KrtgM>(h^2vY+Dq_>6YpXG`7hw0sS5`6-rTdxk^zpW3Ir!E_
zz;e(NkKilC2Zr|-v=?wbNp=1m*FeWPr*;QKG3F@#Jfmmywo&hl&SxP<&&evwda>3}
zljbn({{XU}B#Q?LrM+w$Q!=uAb(p7C4HzC5-yn%FuC@<lV4Inw>Iw#Wf{mq%I7u;M
zl>8@Y2%$9q$8h*!_<An6xZ!;a!yK-@W~;!M#DF1ZA-tz&nY^IqlW|^>p5tbB1^1tl
znsXdnmdKn=dng5=8&JAzzl9?dBLj>esGGM6VkZ0`qJaWTY0&}hntXWVBHYx>qY5>n
zJUTPzq-Y%VN_(1d$_i&;2Q6Eh{K#z`t09(3O(Q_YP*ctRk^%K^ck>kAnCCeTFmf4$
zB15>8jh@S~l6s}6Fgo96HM1R&F*^Y?Qe5KRib0fh>KY`-<#Ep(piJ(^TqODKJZ@Lz
z7vl<fY2>aUcQ~I^Odk;CM=9y{J0$=|J(BjM%h7sFGL}%#0Y+|X#|jayE$C5EPVhSA
z5nFPMA(Aj2iLeV#2?Bhsws7JBS03dKzcAWz?1WnhBa)Lw*1sJQ=AVp=CYRJz$lp*Y
z3ER-5#6Wi_w?I=8L$s?%4k3`arGpEvW_bkwBy?%U)sgnPFK<#J-ogq)xWUdB9aO@Q
zWowF%-N@F=cvQ&4!?;chi-)dIgAP0-xxAw-lCF^U++GRi8AMZ8R5{pbC+|^|@j6F<
zJyo|)+I-wO%}-IuqBok+dyG>G$wyZssjYP~pNKn^YoWBq8+s{<8aSGMCZ|@DGhZMN
z<0;hkIa=O9<v3{Mg~6qyd#x5KC<_O|fVtY*?3T3<broy*NWC=XvQ~me-n6S=VS%I&
zviRESS@Vowt8Iez(9qYo1xpl>0cvuV$y$|9CzS9><0?E|Y2MtIgw)qMa5KOAp!{q`
zqArJW^=!B`tsfT{Qck(WxBTb#SuIYdhL{rBPyYb9MAd6~Kax-Glz$u?!X;LbHcG3c
zEjce3`KU{+{+*GZ;tZ^UuUOScf6h5YRO%Xuc``db<sC2*y%PwymJ_or`ik%>ByeN0
z6=*;vmoCXAM2myuKNFO-x^|M&oRYK<f$BDua1vgIfsF&<!j)|hdv=WBGeY*5!BW)D
zX(2<ma4a_=>MU`{!|;NmWYf(DA&ttt#MU?^3T8Ncm0y?%PnDKXqqi770LAk(oo(Vx
ztYO=gb((>@w{2Gq8x12^8;0)gg^`$Quaby1z4tSFH-m9V@g-Ap-xyk6o$$)TOB*-R
zM&}OXE4@1-3<Lp;E=^J?@<G50nZL<jcS>W5ngQ-^r4L(pX=JOnJVOH*{B;~JDQm4c
z`x@&lJ~GzyUb@zL-iC&jNXx-~KLzGZcXMs-=OoR>Gl7Mv<Avt4^ULGj22m9M02xoQ
zJ{TtgKs||8nyR`dQEhJ0d*N4KY;gt6b_$EHZACi|#_T4^;3nT5M{o^5WBSP~=!df1
zYb_TTt0^8?BOQ^)1vOIV$a&<iso-gQcdXk7$Y!=Zt&gT(Vrw*BE8J>mey=SqWZDLM
zDh=t5y4T4htlQ>4aVNP__9!SsVBl`YstZwUXT=d59ywCD)u7zISC+}j`q<kM>OBl6
zrV=_<w2_g82Y9hhYLxt0!OlV|-Kwi8Tjjfu4ik54?6shWH|--4Q6FD%1^Kt8^&YTl
zs@q`L*_<(-f9!?Sch_7)jE8fb$vEn{X`zm(!Oj>cyN;fPvF~B!4c*ES7)q-Rzs#vM
zfydLFD-D}V$zI*fliftrQo0F9?UgsC?~>5VgZ5IiDv#$Hx1PSS>dOsHoQYaV+M0H%
zsAN7vhIqo1yy_NKK<2nAg-aVOyV})ki`K8<CmS8D{!n|BORJ^c;m%U%EuM3RU4&I7
z3*>Oy89u>JQCTh#w7cr^W8|{FTKR6txmS*~r`2S1_K4}Ji<t4BWg2N_ar*>-6`a${
z<_65t26`1_q_kV*qi!|_W1J_et#AG(sI`<mM@+JjWtJLuv`ZF1Rw~NMIcYY;--wRE
zBD%uUQ;3=0v05L7{un;;_C8=k9fOP@WoG`t3fN|r2ag$FVsr$?DrlvV<-#Wxlhh{Z
z>2^xjJ%oJMwr$=B+M7fg=vkkV%)D3dk}FgaRZ>TQ&t-s~Y&(uZY#$qkXemqV%vzSJ
z7+?XUH-%ci)fpvl4#-E{qjfvq8Q`#}8oa&4lDbdb@~jEXWcbCU&c|>EG?T)Rw#Mlt
zV+r7#bxhL3=D!(IE`iWt!?!9a1ACdbp0y>eI(9Kh<~7+k?5Y(|x|VatPKw4avNi(?
z&PQbdai|l#kcntbY(?oT4{-Z+#t|ObS(Ah<(8VKxji@?iHPSV%<0V^Y?2ye&U7pBw
zj$=~Rkx|^G9ogulC~c;txd)$`e)Df_Bl6TWwzShf9fu(cj|Tfom*%{deOYXlo!Q%z
z^`^b_uE%e5WlhXa790RL^iXn;U665-r0H90AwhBWmOG8kI=D!98OAcJl9skyHQyw$
zlH6{}XvFgVRW5FRrO{Pn)r#S8pqx)dJdr$iY5xFnki6<^<$D_)ePoix4oh*@=Ax~v
zd_k_p<n?syb4c0(Dk6csLVo`KB?EOV`g-GQmW0PsPB&u#R&`4$8#kE-Gw2k2GrBzO
zb^+*zteMiBImnH2l;aRe8DDbeNA{GAY9@ulJyg6nASNkTYnl+j##4Z0G}D5d4o1{h
zlyG1#v&u&0_T}R}xb9LU=##l{yDG9nYBM)P1mPbl3ZNjm#!|=uGcU~08=Segk8gZu
z3zG0kXuT_~7|$)s*0a~GzgaYO4J{1xQ|Y=vP9-x3iCi4l2MhpP_IiJHBjYcMC&US?
z<||XJuuuae@%fE#o}uIy%YX(mv~Y5>J<E=Aps4{2KN3DoO>U>gr$^$^*7TMV>RGLf
zw$<C}CkM@lG&R_JK*2Z#4WoQl(3%%g)84e7hP4n+you$mx|)eu5gf7(16WT?obkfS
z9^rz5oQ$RHp#&;E<@P@isG-oh(@eu>s@tgUOss}SR5blrt$B9GjC_4@#yTc^Gw}dv
zS{tp3?`DSmr!MVp*Qg|r#!H%h85sU{xDRDQF6De4hw-neb2Qyc;x(1JDyv86T`ex2
zw%lcGw<)SCO-)5k-?GB&02n&}qP$_(5bNDfPk4siHNCLgprSF$D3G5l5xXM;2R$*B
zNZp=`?3HD$L?0=7@oQYu>x$bQL>Bp|e`Z=Cx4E*)**wC`{9^!M9P}!cxi&am&#EGY
zQK{}y<36>8{tU;U8*Y?N%irx!u6e*Px65;OZQGE3F1b>A7sNX)Hi(-+>x%_N=TDli
zt<pY{qsXbFo4c6e2rWK`rdD)FO_f7h=!q(OnohIv3r;gZ&7pJ#pRBZ5>Zff@#;U%g
zO;cFr;ItfI28?u3ULsOys$CPJr?y&|ZoAb{O(n^Or_6lYUK+_<2iOifj^4Nmj{ZRh
zq5J;i+lj|qk3vuX0L*(T@B`Go^({UZY8y_K*H-OAd$P%TrJ;G4Qnp6MUmza=CBTd{
z^Ne$Vv|U@`e}y`({{T~czW8gXt840<43bHx2LrGJZU7yC;bK6Iy;nCXvIaXcL7G;I
z@e<dh^@Zx9-=`#(N#3A!EnS*=t?w`pI1*#+gOidJmD9v69b?hAjXB|_nz`Gbe2hb1
zUvjJx${`2*%y<I>)RmHgO72gphOK0SHrp4AdKQzynjHai(06*OSl#DVzMAaXaalJ~
z=V7@m^l9mV=&73K{o&Qd$|2HP8tG!VwqXANtkhjaLrXAn-Me~{M}EqSlj^z(@Tf}z
zHaedYbPlhiw$yl)q;9p>t93hR#ci&%LMvlu4Q$PD>IZ!CsopB<nw@#6+jM;tR_YpP
z8A(Ay6U&=T13t?#dXv<ZPRLyy7lH*llgca}22U%g0EOIySzX00q~tHM6s!|PFNyR>
z+`bN1+@$G0a!EK`bGb<*sBcrlqZgCvzR6AGue0u{t-}KzYm<$77&{4VcPqoGA{N&t
z8soTNA)4gtUOjM&utd7Hj-~TQ#?cr%Mslyz9R>y#bE2xo8ykquR+B<n=70j`v-t*}
zRQ)~0sp=gNI8O{`kdYX|b*&_<@x9KGy-$Z!u$0CG>skk7Wv_CDqgXzPU>x)*MBwyF
zX?L=}0SC%_(ZX;wAazUJ08q#$gLNC6VXnwk%kX2V-qIB9RHJFhRcqx)0mCTxh<S}g
zJdJ=<cQbq3VmaTmV<kj9;Y;7852zqvLdbAWE2~ZM8=o7@Ve>Yp#oQ*#(p>VJCn}~0
zG;}=WJrsm>C{RcVO?e}Q<uZ9mT4{2mA(Mch>7U3_bn*{W!ZfJt>P%Cd;CiW=D7Xq9
z+Bdi>CB8AVXVH4wbSD1*kHq9bh0?{-g(puKXdehez|0ZojA_70{G6vxRx+Z;qvNm%
z_})SjaZ7BNL{^Z?sVhr1F_IL;6uH8y$1XalTYXsIC-JQBMj?=&S!$<nJd~=4+UB5X
zX3Ig`5n@fi;H>~=231OTBWmCQq=g^5W3r|y##mGxVJ#&)QP`YUkjDteQ2KhFdX#)s
zTy<5brFP-Ukb+`}z#nrIje3);sduVh)(4`Dj$TJ8?=#S<6$8{B$c0HMBM3RNQ=9Tv
zB*AYAR7!F`m;{XKf~ao=Nl1lzHxramBs7PbB63jfjZ8@ndm(0oj({ujgbgFM;c!hX
ze`Z3Sk%S(Ic|r7E<ICJ;tJx3MH&bw`Xux~1^HDW*l@b%WM}6q(mY#U*qbeK90YM*J
zt6To4IdD9lzNs$32{IlyNZg0M<-sSj5i>GAO7-Er6mooI0zt~7=Ohl<<y*WyxW`RZ
z<jP0{jB>L)iZjx|XGQvc)l7g|YLLVL<NGJufz&UlLmv=x4tVTRiw=4(pT0W-_7m!#
zAZXO6Dvklj2+2de3J$65V+)*c2UInn??6JK1G6YTBS#se1c97!!ph$mGCTc>`QjDa
zR8$&x&kf;HS%Wr8>->ETiaAaX^$ub^r%|R;5;(?l-CsN`iYV(bAa3L8tF%<?a0IE#
zL3JGMmM$>0FY(_kBrL=6{#9|Z6^NU)8)FgY0Y3R!&{_b(&#ii?jg768;DOx{TdJv>
z33l<Hn)&8ufyq}O3ExwhkCHj^lefCK;$b{2FT~5EDyMWY;n?n`b!M)bp{{}#kl$Ra
z^0CHg3!Rc(>Q<kO@hy&dyry@Rq*L(LdysVzIGo@i%x66Un3e;Mg%0R({H1Mi?^BYn
z69a|<dB9H?aoH0P+ts*Fd<DIe3Y|>rQGwitnkRA)Qnc<0c3~b5MHe$N?gFDMid4W~
z89j<^(C*<#7{)pu!8-*$=X60UxK=_0i~6jN?2!65@T~DtG>*xtns$MV1VK+*iWcuu
zsA78^lZ3dKI+2wnR|7G?K!%pM@NkAi_WuC5;EA{g38^9(B`?e%U?e&D>b<Gx6s-Z|
zuc45!*$MZ>zp~+`JwPhFNswdguETIbYHHH{iJ4(@M|8mic0^`ix|HF$$sSzdn;Z9I
zoF`&t=c8k$_;PT7V<}N+2IqmnDImCKJmpC~ow(?Pm4UfYvSp1NM&e@RjskSX2t$W$
zP8mn4uz+Qpk|uyjLqCJUCGQ2DQw62RAyAFWEaY<G*iU)B>5&t&*>tdl9hp3$i}F%P
z$;#(+>jrwLB1ZONLwH|g_D_b4bjof<fI4AE7*P6+?r`q99mhDzZN%kp6O=Ytb+QoB
zQ_K!2x^{<g-AX|NaDc;8LW<3hK@;(uAHi|Wa2%;OMgZuBoueHUBW+g^s0lb-Y@G7B
zDFCK-a)<{}M}8ipoG%4GyM+|VutrLBR1U<ZP%fYi?F*II9*8Mlf-sXT#oPoti=29@
zupfyZI~ZIQTV3%Ij1{ac_fY=*(mo;1Ke~XMmRzzu$qJgF?Bl8g{7xk{UhJnK=aQ@w
zPzLU2xUm*OOX5Vv0UcM;fC7Wmo*;+>k>D;yaOCWvF_qwA?gTa|Iwu_<^ikmBoR!}(
z{;0nofcVLT%KlJqB)Fv)5_+Y^(BaCG+nytgLqqYw;Vc<3jFd!Crwn7dxb-Q`Ob;jD
z??zFUmktv$Fag5kQfw+z=*VHQ)SZc~!ujF2=z^!K7{MvW)eWZvCPS{E3LVZ=<8Rpt
zCZyr~6kSB%pq-b$0A&Kg3}Th<Q4z@Io~hwb@G!oP-%%$bG6D8oeGNo^$WnsN`Z2?d
z#BYpk)41?bTI`-uUdOT6c*6Odlu+Hkl;R;Rk0ccHV@P2b9H)bT7)1kcB((czXiv~r
z%|kP0iP$5u9q!0XIpq%2Qo1qRY>O#i%QTA)x&e)jW618NpRK8jKh6b>haKI21mj#u
z$viAuJauemT}SGilwKsu<@Z;<p{0;;Jwa7M`D*9O$t08<V0$U8H%`fGqiG+^inS&>
z5(Eg%yU5xD8FtVbK-S3|k~Eh4g|%38#Vs@~41hF%h4Av*6DVRKt<DE!q}%A&0OR{E
z3(I*&Yf6dR0agkGK`YI*wT=5B30ZAs2rS@*c#@25I0`blm;iVmg2POvE!>Jcfi2X?
zwT_yGqMk<xo1Ar6CZ@I;D(M&p8D6i{Q8ZJ?4l%WP%fyDp+l-q}b=iKM&1P_$>Mi<$
zitWTUA99w+LhGWyOKZUFl;?~up`ZuU`6Y)?N3k&>Aa%kjR}YdBVh?raI)ELR*_rL=
zR}EB$jHcbmNWt_#B*JN8oip5(7F>POTGF4VU=HO?d)%vPI>>oW`FKl=CpM;*xVtoH
zd_9q{RDjUjAzlCphe?lB<Mk2%<t3d`+#x5cX&m)Y?tA+Znmf-@fX}FPteEXZKyV-g
z6ZbgvPC19FMhHu@ZW&XIO6y(mE*16_cd2bcBX<ebxd)O51uQw<s{ZGL!W`t$IVB{Q
z9_yfE?@}Z)@2HXwW$+p5oDDvU;?Nhh0%Au2I}7l8CXWdu;PAaY4{WV+<GDjbN+GA!
zT6%rADZtVPLcVK&Jrm<;Z=$?|27X6ELP&83u2B*&CiV@=+LhduwN&GR6@~|gfzJxD
zNf{i4BOLB#22Tm9-$PL=Q)j6-<}eP)nOPc+732&Yl$X|n>WE$dQpP<rK>eN&6STF*
zlvma_jBuKiZpl?AaOw#60?WN{zRQ8?o-vH2wl@9fd+rzUI}4r0Kq>b)93B%6_y-B6
zN<v{81%~A1m5qHs&#Ke3)hh%|;4F&MSLMtPy3}-i(l<4&a@ECk)W-5PvGpzur*7Vf
zE^C<V1auFL>;z+!r?H2eC)K7lqcoK+Xv2bbrlp04IOv$DYZ?g$94H&DXO_YPj|z4K
z@T{1d%}ijEk-~zW^dUKEAdhtieY;7#fZ|nZroKrWej=B$?M*syIe{-P)iX44A^cF%
z>Z#sw<~yRJnaSXl(ILVK$UlhM;UJcoFLO%oib8($?LAqQ*)J-j$+n*8x;oO=V?3xA
zo%bd2R0(e1o;gT8dZ_wZ;NkH&B0jL!ba28q$+)+`(arlw!A8;C40zqfIw*-H1ocgq
zk;o-@TcbVj5+&~2duAJwtaKN6-GRHes>qvE=ANf0>I=M(xubdcWf)oyMlEJGrrk$e
z*Aay)PcHGFRg&6u6SJ2;`>Rb2{f@?56cr5<vWai2e%2-^?ov`rT*vUBpLk@W0psya
zeQBiUD$7XY#iG9fnnez?5wJE+!@7yo+T^|$G7{0kq*PUmU=;^(sT;bC;Q(M#8<!a)
z6`!JDT9US^;ZXNFM;5!Xt;tMS;&J`d)b#+8F_NRE-r_?6B&J(miLH%5T?7&`qEj0P
z#uN?Ax?!{og>#EfR##w%+yVAaNusKQHyF<ymUXr%I^5|f@mH1P1kWh##zz2n<x95D
zAD6grRJC2AY9|t7JbNG}s&fXysHgzy0{ZN&xU`0;Gf|fSaui)%bEP<OB&jQehFqYj
z=$|Z^E&j+>Df~|-6@Wzvk@-AwrRnYQx;{wG5zty(7zuCoU6waP#yTMUWqXWPd5{DJ
ztbH@dV~7LLqTqdXOLnp;WFEmx={qpJTpJPSPb<(GM?>4FsiPv9j&|Nj3nxFxj9;wm
zd~bkT)8(<WCztE&)!~Lm(#p~6wMB|k8?r(C7qBmya)I>ji|Wk5Y0m?Ng?NRf#RSft
z24TLKNMd<ax%io(nfi1sT<JU1pvP-6$DAI0lAyCZ${T^zO<N>mS{nRhBczr#knw@a
z-m;akIV|UK+vBt=&0E3m4XCQ4Wldacc_0!TIxV<(b!TNR8w5c18&*f){;{JFHkxU6
zIir)6uZz3^qET^a9eH0q&U;ewtvf4L?J39gF|QVUI;EqEN{AR3;4|>7DtYQH^)HKY
zz$?<;Cu({_MKpeEUgFi}O-WN6)vs{wdo7O%ZKwXz-cqC(!L9yMQi|?3vCiy4IbMnI
zTU5}BIHPcBA)`L4%JePV@!VsTXt7-??J}}jc^tqx^0s`Zk2$sf0KCBQ`PEmt-_f4$
zgHl?|0z*4n$3n8-8FhWSTV&MnJ&rDJ-m40e#G2twV)F)Z*D9xf)b$r2M6#Tp^p`lk
z7a+I}dJ|(6e10qZs@pQXs@)swWtEr!o)uc7mz6nMe8PFoeN=Rmz`G@MmE)99vkyNs
zTIGR}@I0~kM$1-R9tv@kVZ)+DMKEJ|M?_&c>l`tG`Ce<sJyAchoLi7PAzJer!3P*p
zkXHiEdEr?UA8;&6`jHhh@<4Y1(5VU=%&@azCj}2*IC$uUh;MfRRGtS*B<aT57jv%q
zz&Q#kKevS>X-kGslhc^ad#X5QmqM!_jwsyBbCf*P<U5XublbuEMM*LymSm1sxb8<H
zJxG}1a0y@*5J<{B&1-!SlDWCU_YFxTk+@|oM0;_<4&dNPE#WpIaduiy+_?Cp!4A*f
zq_NheLXE*%T;hm|ozD2MnT+gzAxY9q!T=y4qJs$RM3kYF6V**qNstv%hHb9osoFWg
z!fPJQ^(%d3NpS8{f!rY@cs%7g*M!(3Q9VbuF6Swo-s`)R&lv7cs{3+ldgkwS5(Mn0
zjG<~1?>QJuP0FhQs6;)$Cqp=pjGT2rNO{6hx-q40r#CJa<t4>7P8A8%pL4Q20D_&_
zISJ{V!V$+I0>UAyoG!xV^oJzn1{yxsB?l%0(wgNvl;a=VxLlgtzTNJ<E2!>$Qb|b9
zx=Ab2RA|n)rrt_XJR}kibyF^9GFRCvgn*H_daq9i^Ga4qXLbVUcXi@q$ALZ9*-e7F
zIZ-4S;48UJjIXk$Omii45}W08WT}xClDp5SNy_*RRPIp4a=s+5m&HgON<<v5xm_!Z
z#7Pr}E14^$B>JktiQJT?xi!zK=r~@J2@m6rsd2m23fFL)V~?uzoryJNuYE032qSLg
zu4%iADj<yR87mHBk5E;UO5a~eD;VeeIrT{9Vv84Ibw8*4zwPYc$EmqO;Bm?&hukW~
zmh%NnZ9ZW9Re~CZIAjy|1%^?R-1<d#t;@+wF}-@HFo$G-_fC0%Tb74X;BIxt;z|bz
zhdeGBxa<AZep&589N-63#M0n!QxeVq<f!V}_D08iKow*SVf86vtz&Fsw;HXCCn}Ms
zYslS_Iq09e-N(h3@B*jYYhP0GbCI4F{ss|WvrZS!`L)qRFgn-yk8`qtlQ=~?l*FNH
zkv@F(^I~Ac@VJ&jPSS)_nPBsnN^c!k%j_u%M4oZzoq&&~e<4ORq9Kz6A_-)(O)YkJ
z0!9_KfxI<P?DZk911j}snU9U9C^yc_#9FPPC8BBUp96&4I6Q>*3Rx#e<Z5wnWp#4}
z9b%0X4+;8tb`Xald=aZUF-v<ImI_L|0m_qxt2_gRRf1ilaukGhIPMmmPrjxuN&t3b
z)U_iWR5ik8mmX3jtKg{FrV<?GX;KX0{IiYf7Rd&Bqp9TgQ4x{V7Yvy0kEzVGnTh`C
z=0Dv=MK@&oW#M~J21qtc9;>EN>VRySJyVT6)Pbp3Nf{|^jAN!#ah%~0!-0iXGNi^O
zh<YIBi`h!Kxd>U>21XR2ld~abh<YHUjZDoMKgxxcG3blR6<<;oc$8&aJ#ZC<Xt`1K
zaSnJ@_ZhCqTA74oA<pcndYF2U5D$pwrV{S4>g<Dzr=XSbJUxVm0=^7fEIHs57GAp%
zq_n978F173(yEW(k=vW@RjQX?P{`f0GamU_F4NyXg8O0hN<WXL&dlG({YQNxL%FTh
zYioYYwEqBgP}Ew+YNon6a2np33aDd~v0VDA-Pe>g@pUQK5Z8XE$gy?m1zRMON?h}k
z>X?m$I1;6PrcWDJMGN~i9MFFPVA+~&B(a}ROSE8+rQ?yVXu(k}qmic|AGjrk%^Pv?
zVKZB@jS&@XH(<#*Bn<?I6&YJQh$DHzY4b_Q$wR*`&Pt0MKjJq<jJ*bdRORI4XSYO%
zE%g-y2;y-iSS+@O*33QvL0Vp)(^T})wa$nVeU=t>LeuJXz9+}om-cT{E2Po)8h{Cp
z0HPhBt{CB`@LO~?_`m>0G24W>D1aO@h0nfyrMIcq*W$5MXv_k$MO@$o#y1h{6a{U%
zrjg~c##{F<NzY8)a>0dC)z%7Xns>;^z<M@5d-D51<o=$a(6wi|g}w)qjimgPg|kf8
zTpR>&xC7q`<6_eWqQ4Gj4L#PQXSGvOK-R{_<PNw@<Ynk+M6f&vZtV3kDsK$yUmjlK
z52g~|;k|TG<*so*CAT$<8~{HB$FYZk0?z&Qf^7c)q+)s^dE(_@t+%-OksYJk3I?xn
zE^aVaqi@#QdZ--PBL!j_+Sn+r4h-p)r-_<u`kBo6pVRfyzb$g4DP1#zM?R?5S(sU!
zyrM1JM4u9w001${*`}o`H#j`285=@X>a3#&4e98iDyW?aJwm=z9u9D;w>_T_;YLMD
zqhfli8NJ9lcJYEyI|e!-2`rG~rc(UpB$b3=t0%ejLpb3^&d?7C>8AL4pyv3FSDb?(
zRF83p^4IQC5ljm}Ksls#;eERt44{>a*KYw0l3~gUXXKo&5^>cef>n6xS*|S^kQ31-
zX+^d?j*F&0WlzkGJMIVp>4fwHla#lx0hE@UFF}>mBV%!thqPm&N14Y}&o?6nlt6lv
z)M7z`Kwk&#94^brO%R4<mOk0n&Xamz4`il==`9tvE1{0-**ypaJ+-*T6@qe*8Z}GA
zoT+FY-Mv&%Zqi6y6(yqw0ST&);^pv@50G>5AZn)Pgd?hb&nbx}B=te~#67vZqmOn{
zFng}T()4Up=Nzvdr4bFCz>5#MNo#_VbRYygv4NFP+m~uIAekvl8Ay5BS6L=K5z|oz
z=;}YQCF}uoJRa-m9x#p62{2h3ha?B>339j>aGS<`LaCky^9YV$2Sw8`Bd!qK_avuj
z;C#>8&`{Wc2n#s?Pl?<(=j4>yNngle<yozEQLs7e&Q!!!=$Z$^(J1)=eNF6N2W_jf
zC~l&h5A$U*_}<U7(iVd~6j<SkCh2csVIhEFO?ewV&t&*VsB9Tf=RFF30z0p&qcOOS
ziI$U;+8NK-hkBAxZN^CnPA%ku5DbvF-6+g)(HG<dYA$MyNa4>Ycb;+z>3&i<=%AnK
z5Df|NbBA)eBzJt3*0AAsVO{~Jwha0p>17QWIq0p{D;om@j{uYE6=vD+R<n0ZttQr3
z_!>e-G1&)GrSKS)-1}&l=ptiyXvPzBP{i|q*8U1b<PH-rA!Q3&d!4Ic)yIz!Dp$)x
z0CSiIN3yC)$3*he)GZ?7SRj6S;b+%Pzgu?GkhO6vE<2o0oWxoiYZzpNbxwK1J<~WV
ziOxoI++)UG5<`jVn;FVm7mIJ)^mZ^$WJGP@A`_g1`vwBC*Ddmq9F2iV+2;DSRB|59
z%8g@yOKiX#l0f!Cx~@t@(!tC4+!^Wb46hJWP{cR<Kn^ms8amk6(eZ!1c<V;$+3fW!
z8}k@jWrM^TDwr5uIBT)bE9U-V!&tVLQ9hAgMLt0RQ=>LRT^R?J7j>?QvAFI&s*5(Y
zqhv(=VYol(DsHRs8VI9!hF#9W%Es|mI}Hd`!>*6LjnuGf?L`GOB%c@#BaT;{HAThM
z)v`UL<2gp^Ekjv&s6QS-?2%~G^3|5ULGb+7b>pyC4Ff;9i{!IkID8o6says9d0i#`
z>qMs06s>3v13xtD^z9HI=GK|=iRes^{waGd$(eMoa5y;$t;C*BRe8MW$b%eW9ED4&
zrIMaf*Jp(783OO)IqdHhZW;SV+5t{BKXjP=(G3F$wG$<dqd|i!xWP{0A^aSx0k2Y{
zzj4M%j;VfVKuIC&k>)$qNV8t#d@%RQ2<n;#ap4AD;(DU#K*FopxWzRM$J-dkE51-Y
z0(p($d|T*J%x18yLhcUuh7i+5fshgI93iI}3(FR<M2~YwE99s3!b<Z9ss5+Kl;avm
zT#p2zV`#udL9qgQjqE8wsnP;Vg0~r1f|BAey5oYGd$1K6cn;@Ffl2D*jHNXEN~<hE
z5U7V4PA)@?VLP#2RyC3n%zsRzy@U*=&!U+I7F<0-KyU}L5X-bA8IE(&PbmQ<hLPZe
zM2+Jr29Bh)+@7jpo}fGqQIUiLDF%Hb54vf<=O~A~9*MV*6^lq4jc?kO^_&h$W>P&+
zb2|>eQOZ~#GDqt?^$FHa)5*b5+lo_UaK}a9@(M|^;PJv~?ayRAH9!~#giw*BbqLDx
zoMIRp95KOGOATza<Tw-fs{CcUfl~B1EdwDpMVc{d&=KlrHr-5E&>rqbx|RO`D&Y<0
zK(m36Gr1y1$UzxDiql)>OJNPm^<JoJv$gpcRokWT$_NJ;RoA{>>NxqPBq#ZaIQLX+
zjlx%qq9)-vk>u`Cj(*e0PgFSaqvd}oH?n9{fO>_o`Q<nr$5a#qmw=^dDCK?$ZwN-v
zBb8#kzJwo>(<x19Zy+40h%KD_NS0gK+y!6U4f~HTg}Ymj@XGdt^DAA`Do$Dk5r&K?
z+Nu}E;zBy!52&6;jIyrGag}8EMMXB@)kHVoBp#@kq#$RqAh68VNh7#tDNMmVkOrdz
zs#H}VIArA*KTt-!$%teu;iVfD!d7%A@lg>>(t4sAcXTMrZlcyxxj9RCm8Y-wQnc51
zyQ{ytr?J2kWHJ!kgwk8Mqt(V+om}U$?Tq};(>u&LE>N*l9iym3M>!*^zd1l5PKl)F
zDtAj+*;!E1=7K%dd6RU?xM*6&wxzL`0lU>LkXwP&=zJio<PLL1wOHw5iKEK|;U6uc
z7e+vj0}58r6D5hRZVB3?T?Pg?T$Pr%W3xWAty->t6C>7Iah_Y8$oqOMZ&2I3iQE7q
zoOE8C)l6e)WZWCmg@Wr=M(URqG<C|@z;<=noUiI!dcypIXXcYG$!d_GreHb8_Dgeq
zE)(?U2e4W^1mIrHm}_DJKAn_Z$~KaCQod*r_3WcA610QzRC>mtD7Q`ScS+rUWnEbz
zJ6c@5DWo+uC4CHSW81rL-n^XmgC``69Pm|(Pv7e;?jB6;01la4?~(C~k~jIC=ZN!*
zT6{MRto0>)>@k-dayzV_#R+M?p&)((j&aJZzr<URr!31|#yKjNf4){+r7xO7;Cp9)
zvT=MRi)Ss(`@c|QQ$q^7CPt7N^S9MF86iBLK1epqT62{6tZom)7f^s8<2V~~8K0CQ
znzniwL*bFkaP(FPwdKw@106Pa#z|E9W)C^eP_t#ngthpUTiH=GalF1oE1=SD^{FbW
z+;_+hebf-$BlkFil-|b^gV7NiLqeiZD;iNNk>xGO{$@K&@f*%g5ss~EV<5N{5mNj#
z;YZ0(=JA}PbI{aGIpwh=YpVOV2nW>2PI88Pg~yZCIST`aC`1z(Yxs|G!8?HKmGdex
zej*YiW)A?S3pqZEz!4OCdH!VGE12ej2r0Vef)7L$E6WBt1i5F)D4&R#>7;DYo#}AX
z$nJ?{<9{kjj5L6R6L5u(^&+OBell~En4>YCys7EfHYn<b06o+)XzWUhf4G?C_;5;U
zqz4X}O+SZqOJlwj>2LRlg@LCfJo&>$G7?-yIw2<bj{}8W$=u~dL2=-rfpLFS@PWkS
z1fdI?$p}Yn>KGBIT^oiuPSlnb@PTgNcm;G4dX;cM8iV4*><BE)A?FD!+}GqDQDze3
z)F&HG-VPN_XV`=+2e>>>Eq4V<(Nvs_l?vXa6HMoB9F(<I5Yf9(6_$#6fLqlR$p>7h
zI%hj*<f$0R+7_KmNSRJG4r|hb{m{+m5`thDGauf*-R_zl7Y|i3BhGNgRLk9!^SUHC
zRlQGdQHjb5QQaFqR2-cL%_`97#xUcA)0~$lM9aIS$=qm0rFM8sxbT-JRMF^y^6L=p
zN=Z0MJyIU23AmK7<bsl-OnY~_`*LV?T~jI}fy;&5q%IZdc(UY@KuKJ8MFx6&PFFZx
z2?~s7qVw*%o-msWsup|k9nT3&O^%7iB1!|?UJqs5dar`{OeFa!y;4$})p}5w+%DmK
z5{FfF5{zd#Uvub{f#|xyl86MZ<0KsPUmT99;?bUq;L+$5@s<WNf<jAy0|<f#qHa#5
z2#Mm_jGO`0BOd9}1`}$eLMhz%aosr5nM-PkX!s)>rx__}$n2SKMbf-I$qrQYEEZer
zw6AF1a6Q%P)vCjq0eH?mR!U9)$D%TdM}}lLf`<6W<7RAOdCZCk0L{9d`q$$R=jMtR
zvD0u_6%AED0}{DP!&g(Ze;M5p=f+lh+~`yFCH#F&75BCQo!{LLHSl%b6$VPGjDMXd
zdFPuS=NyY)i>$$2`kx_v33jW$ZUlLl_fS>WuuFh>C05@f%kW;}K54f&hjmWZgI#{6
z250IFoA<K{tE`e|9o-PSunPI<zR9%#Mug|y=dkUJ>z%@8S0y{5W=@Kx3>`$0zRx&K
zmC^QsiEdHUljxL^e$u|Aa-19$&`+x2>bO)-7SuM1a~pxmxL9ssq%^rvq9-9p(LKUZ
zhZPKgrmhBK)Z<fHpsH)Y<w`KLg-EeWCeiVgX{K|Fc_k{!7u4<X^IFC396(=TC7lw{
z6hbqYmwF_Dj;T)SlJ1J?BKBDl=Z5l;^}x>Qs-i;%3Wlwb<D-vs?LNfE&$OzOC8oJF
zjjeJ+Dg%hixmCF2f0}+Gq-e=@2|49#R(`YRS@xS8?oLHNJyCGf4^<5rIqHmo92u5<
zNqD8_swI+Vx{HXSSW2`Gq>OGPqT?9~K9G{6Vd$bz`;WJbCz|{wJr_#$rA#0^9v2+U
zo)awUi-)4A>Us|(M+jM=z&t5@4D>@z20AHIBXSOSk2q1)F*xUiIXD?YN(K)I%CNz>
z%H;IUck+}ot?zK)9zB(!HZ-1E6YYvW=n6^=%M6whmTl8|B$^3_Mys>pkNN^ZhAe%6
zpw<j3<*<~KMK*rQ=hURmHmk3b7ykg3)VQhO&-tdR8i1Z`*8GW4f`RV-Qje#$InDbj
z%pinxjiEghagGB*uuvs`cEoin@mfcAq8n;&^aVWDH~K<e*5jaFAV7ZQ<OsC4vjS#&
zKrJI+{1u(8Zbt!i%x*r&QPBKCCQHof<7sqUwV^~BawWk5X!kgyEjeK5sn<x@*@o7D
zhh=KQYGGtE5Dd2HOM85_NOtsB=pbkVgTklyd`YDl_g9wvmBaaD{{Swh*}Ovmi?AnH
z!Hg7%S}>dm59+c0Ii#azN6yTWqb?D*%W-hX$3-tu-9z3SMI@Lg^-u{B`np*KVPI`r
z@Cf*iMQ4xfs(zc1=CS#4`$b$M`vEbPNL?5@Zsxnx=mRM)OGtV{h$b?=#15zpt|Y8?
z#F?2TYnt7;9dH)2c5|Cf>=G6ytDIe1Atxtt)bW&twqbsw$SI0Il}A0%zi{<W$8?c^
z3=_&?U<tuOo}_kLWR&Pnm%57&aN3)UlJL-Sdm-IJSyKGAClI7;P(>uedjq~}L$p%U
zww!H=qwZPRS#E-Kz8Aq)lzTHSI%d8`?hv>ksx<w4BQAuktVbX855Ws?h9eowZ9IA`
z!JNd-n%~lR>b~X;RZlEWEs>Z^1{2j^^@ThD5+Z0nB}WTNw&mHJH<Q9#OE|1$(2Nq8
zd|2#^NPk3T6EAQF0t)yJQ?m6<l}JGzV}KY+E*L|OsYjw7yN3s<*$BdA!1f7aqEmXP
zB0=sBTI8Pn5qn3X<JvLMD3#P0wBdEEPCKIbbWkNkZOryaaKKM`rlshnd8cBN9ZDs#
z0uV!@?n;ng%pvjunK(U?UD0$aH1Il!EhT(daGzfR${1b3Zg!N0j#QK{7*QnP@QR7f
zz~u_c!0u>cT1QaVcO;>vAOp(mjyUR2latRVN;`(W(-@fKrincg-Ow%`sOO<GeY8k(
zg6SmpUlqWh7&aZw;dBM?>XzP$>)fF;;LNG*GfW=v_XP~aKc>k5V5;BzH8ng!2FL`<
zZ8RVNJ7E*#j9>&c6NzZ$8q#pE92xZrm3VX@b3!n3p{}lDSm0FcQ9DYg>IomU-w{W~
zU9`#a&GFaNu3Qf3Pjtf|mHz-?xl$A?Yw8*v(BMewueJ+)6QKmtMo-CT*>A<_aoD&&
zys(x!naeHpXOR=X1k}{?$HSOL7SJfE1^|JW$D)GN6m+0F5Hs*g*PF?;si%?paVt(i
zrd~1<*onC@jFG{O4d=2QoxV#!I~$y>wVK$j<LqY{OCSN!CBI}P9*Dv%t;V15xH-HK
zth#pg)-XjYh$Gcjq(hQga?(LSy0Giq(ZS1nXWGp^I_RWsL&5n3-1U($r{Yu^TAA9$
z?UlptN~@`y#&au=-m|}CyPZ+<mT=h;X7hAlYnUIBeHCQ?01@ThsSYQ21d^R+P@Jlv
zQuR5^%+||qv{PXuF8My85YMu{JyBqI2qWSnqHJ)8m#Q8`Fcu9*VQ>Wy*#-~;s&%~)
zL5s96%oxU341*m|%Y{*n;T5$B5&(&(u9^{u<#T>TMzud5M85@oh>z2j_5T19B^`IJ
za|2B8Bj$sWqF0}d#oscU9aql#OWy*Z=t9}#Zm?*XFQ(uVRktHN;b}Cnh+=C-aI?)I
zf9r$(($Qk(F`q?|<bx{?=WqIH5Yii6n5R1fs%i2MRmnQ0r0BCJOJ#+9L{3^*cXFuO
zvXQNGq-g%i=Qr6ZsjEryoEDx75c-_wo<+8TNR;-w2N>v|Y=H~hud~YNRO)=Sge}q!
zRNLMPWyGYpUvdJ@yOqo(1=KHccM=$irXXM@ThVo@WtGaACc+39U3UmL+~Lra=I45q
zQX}hm;~aZ{ZzwvK0urThBdQugQ~?)zNsT}4E@gGyLQ1O{NbF=HqagP{r=lv=m>2g7
zBx9;WoD**7n<uI<JxYFOWO`xF$z69u(LiGiqB!1C+TL=TkD`5w7J2<gqmYj1hDqvB
zO-jkiEEF)x-sy+Eq?{(QcP`;co{hQLBm|r#Jak-dRZ}N=i;H&dI7US~<Njnj65Kde
zSp|0q6_5U<*HrHAgIx;yk-$Pspr5po>>hHN32o}COsN{3=(u@ZD~rNJ_!2v(TPuLV
zX>hBn5hsW+mQ<Fwa#W?ZyAHu|P)$D)dY#S>I6cwoxblLwkVL!FR5k74JY2#vkgN1E
zJP))~gC&z^+ABmknay9?7WXq9P?J5mJfs;OP79FIlg}y(NDCRNc)`K|f?Pe*@)OEK
zKHE?n$7oPUlD1k+*n8SNRQzmcV89AC)Bgb3$H_{!pjnn!cRTMHj*D0zMF$blI2=c0
z((X^H7_jbXxC7jDN!zMS?Q4fYl-5c_jy|cH>^qs6RU?kXjjV;OJCL4l7)IA0;iz&>
z<)VyC;QWFFexW4f9#UH82XInHM4*ev#39u4A5=>!NIg_sC*mp0pH+2pAgGfO)a2tR
z`gvO6!Bx0P+&NOTB;%@Tw=qi)Nv0f*3URI@gft}VN+kNGRK%QW6v==*qiy#W(@fV!
z>=2^61h$Nfo}eOYa@E?(cC%s99v}!KWK|Ey91^bW*EXpk1WEz)UTuZW1A<2h^HDQS
z1g;$V`y?*$wYzR~*q^B~D*=7YTUqM(sv~<~kYJ85va7vAs--S2L(4R-Xv@h=%ud2`
zjFc@yLMNZ)uFE=TF#~e>y;5EFih7g+@DDtq0o=$obv`YT!wm&9H4M)jH2w<NZGsZU
zlN(BxWi%Kc!f)V@@P-j{l*(pVHMUk{mYn>T(8B25f;d`5Z8RSj@SFH5-NqP$orVCE
zza2oEI9W`_L5NN;LTYMu?LQAF^T9}WLXqMW&9cRoSL)&|=nxLbI8*hYdMLowlgJ8;
zBFzJC??Q-(dW1t-+;j;+qtJC#p5v&~m@&XiNDEQq4@AtMdM^>7C`pkuB$kvBjm|w3
zw9OuYA{MuB;3|A!q>Bg;IH=rt!gaLnXj5=8n|{bm)UmkxAzV}h3Au^Xf|NKr1towS
z@QJHv4mb&je%hl6ZJ6kf;pm2_7|s-j@}TOwsxaz!dy(fnlwB;vqyUF^LX}O+kV5Vs
z@MM>sUB*)t2aZuROk;>8prWc`k8juskBF7`7w4&5l$`WjjFfE6ZchWMYXdzJ{2{~r
zXB*E@l*mDMMe-t?1BKwAnH!7xvvv$}QPztL_c@ysEF_YV7#Rym@Uke$4=e@2+!b8M
z_-ojkeh&>YtpWW+S$s2Tg|4XkN2pHSyf&q54ly?lTHPQ8t;iic7b}?GE9{P|lR5Sl
zCVgJ72Zk5p3GR7j{{UpDv{aboVB4Mv3N#RVEmy_Zqx!quuw*-evSt(Nx?CHL)$Grh
OexvcpgOpJ{PygBU?!(^z

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/images/image-3-Automated RAM Testing Machine.jpg b/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/images/image-3-Automated RAM Testing Machine.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..4cddf128f69b7c92bbf2cd6849b71dc78ab83ab7
GIT binary patch
literal 176502
zcmbTdbx<79w>3KG-~>ws*WeIr2!l&-AAEoWcc0+FHG?}01a}w$!66U`GPql?5HvuL
z5F`Y9{O)~qZ`J$jec$QouIlPjUA?+@pDk<choy%Nz!NnkRV4rh1^|HZxB(tk015y+
zTwEY74jvE)#K*@YAfhBDA|xcDCZ`~!q^DtIpr@guV`AgyU}E8ArK96~$;B%mC?X=l
z$N`ZO6O!Z?77_Z-O)&8B@rekDK*Yo#A!a&eq5tFY&;uaD!&$~M#=>9$V3J{AkzqXa
z0~jBl69?nJ2H^i47?@btIJiJOd;-G93C&Lcm>5`CnAli2IM~>avx6S51F*?($e9J@
za4B>xfh?YsLSZRIc&zdby;RWYQ#N5MuW)>Vr_VstG|$;NIJvk*z@jh3AmR$I6qS@!
zRMqtK4GfKpO<>kGws!Uoj!y8m-afv5{s9q@QPDB6?-8kK=^2?>**VDKlG3vBipr|$
zPmN8@Ev;?s9bfzU2L{nY!y_}ZbMp&}OW&4%Y;JAu?C$;CKlpw2=ltUG>hJZx|KP#^
zVEs3&$K!tk`~Tn~d&Gr_jg5s3{0}Y+Oy9>HiwqlwSrC_8P8VqDNx>o%hDRx%Qq<6k
z&ngT(rLyvxCV0vw^5gmM|3LdMWdHwwh5uh6`yXKci)$G`goW|=@vz7MGJrjnd5M=!
zU+Bk#=<Jato@FUlickmJ&~w&9Be-efJ0>?d;38!oHN9A^-^bGU(63F*a|ZRaxJX;B
zr&J&OCbcv*8oe+!3Un7rRIO5i4H*--l31DM&8Aff#)$AM`T6DteGsxB-wmHK5`8*E
zGkXh{YW9`5KXy8Lrg0mga)#G)Nj3K*F~IlO3Ex%W@@R<aGf#8L%P5~Fdnw9DhU-a4
zRa_{fX2!85ud=r~&15JdEYHY=Tk*r(fs&%UEYrD&{n_}dl@e<tb`Bl<&S@Oq7ykF6
z0v9bth40$7L8G(r1g<#X)q-MQ(K|mhi-%fHE_BfQn90iiGm^3=L+<N%vw!}q*QJ0S
zoVXxF7CrzJTi=mnh{lgh52pepXPkb6j>t$)^9;?@**t|YWx-=tV)+$%&(~_X6;uoM
z44yAq#ofVDgMyrq{Nr;-ov0`t#9+omBj4AI9sokbZ|OB#_O)`rn87H<iFxGH;)Soz
z2Ju<K@^&jb-FL1a)v^njExF#fS5(>JGZtzkf`V6-3H-l26`2?rM}-(Y&C5E&;GZ7=
zlL9=5N$wz?%7%0aE-VPFGA!kzOiop2z=FAxb7+F>wl{Tc2k5EwuCQj@3DWrfM>+ax
zA7ggO@_dF=gUs0HBt4T{BF}IkW4s910G`N^%tf=7Z|UQOMbjZ1tM&jbKc?oWn7Ho_
z3=d=nMB{ZZre>#Xt4ck!5uxHze3Z*ix$!~0Qq_TJ(XpvQY(Ofl8LsV?S5fKihaISL
zq;R+6w;`se*EqV*uf@HO%vPT?IMOBh-mcHL??NQ`jYN{%QmEO8C}q~iCE^iF&#=#=
zNQAgmN-*_WiDdUA=N5LUnVFvxQF#tL|LkJB+JnQ8M}RG5&13<P&d8~)BcpEL0-?Cv
zkBZHxjil#utIccr#@wDH;?psfiJbG%ZK<hoZ+H#})Cr!bU*%Hn(+S9mheepgCYDAa
zG~&gWW(Czq@T8-Y=~-2K?Z8p~oSD|40$gX`KgTr@5mc?G$~x?`5f&l$=Pbk~ad^_|
zCESb-&7Caj1c$Y_!unOTv$xh;T)k6VZRvtvn<xpJOq)_4uVVDLAYV)=a>jdOv1gB_
z9xg)ZxCoEABU=~A3-S$R5@f&l>3>pg5twsh;Tu~o4=<%-Xl7%|+(hxxUeNj_2HWfY
zn@S!BH9Y_tm+`Z$osPjA@1I>gVbnE+ZL8xZc<67ON|%5W>VBNxn26sN8k}Rp{RjBB
z>XY=4@?63?%za_V#i^uQ4dVcmbp&#Dn)aTZ@svW3FWQ?9chYIH%d#mMh}nc|4F6{s
zT-<HmnYKS*)5=A+LN}zTo|Md}L<QJMfUV>zO9?o?#ivOVJyM#?3*G#9kbOU%O{(QA
z#4cp^t)BXN!0EtR+#3zrM7gkg+UO^rZkB-AWc>8K$)2ORxk2|AuuS~tSXRP8IO?t?
zZ`9!1R1CGU6|S=3?ib*B$B;9U*5P}`LwyQad)ZHuG)b3Q&Pv1BKGTJ4Q6R<-P}vEX
z|GO?jJK*1O(f!C&|G24zf%P~%#O6-9)n8sp5*{*=pWjGN&$uv|B=ggwKd3^nGbdO-
zm~;>XjeS+cr$1;f6?vmhH8JO}NE|VsO+l`uX;@V(^8q{evUO(It=@E{DX}J8c3-a<
zbvrc5+aMnqH04X9NmRgA^;5#I{41Iv!-1fB)Rjh_P)v7U%jBugk}_z+s#dC&>pi=R
z%?8~}qtYiH4kaM=Ic7Fh_n?-127m~oU=J$iQctd6lYf!>e06a~ykAY>%81@{y?`9t
z)Y($MMXPRu#5Qe{Z;ZKCWySJk3&PQKWtitb=*jb1wLd-5f!MV{5mdhoPIi&>(n?yP
z8x#v41|6HG`|<1z-oQ<Kmm?_#J~2%;Z6}M>SsvRa-%dD}H(B$C_Oy_!M|7$A+Op>5
z^ryAckF(X{=|~V*{%EJ(jaY<KS<$M@ZF2dzQBP7vDyvE8wN#!U72*-H0S|y*`wxKU
z6gm%pdi{cbqTHN!A7r+Roft0((jEXx1B#g7ci&G)WYnztDD$4k&;&y!uSI4^gjI^u
zmyKOA4xFV;@mYrfdG=-Qwqb|=W^<D3Km?BQyBXy%DV+-_#mY~2$5Mxerp9IGyOr7%
zPugGO7@z|w2K*@z5cEv#yN@Huik2eeN`4h(WA(`p89n_{SW3M$t5i^fYUUd~1Lir5
z!L7*|RO$3+kL2cu5lwO~!vlbf8r-xd5x}~y_JjfrW~mdLGZ-}FQ(K{i?>pVPUhSK_
z6gOp8%Llrv9m-7-39FncbN=FSSWI1A2X7}ybUE@_Js)%?y?L!~eHL%mdGchR?|CjI
z^?~!)-uo?HYHb)Yqx8~_s)3?AKJ)T+Ei7f+^mLoSt~fIBB8wbY*V>!8QupDS*2|A>
z;hC4OJ=^w94eR33{j^U*HPtAIph?GC<)>zZU@v&;K$y3q(5uusF-XzEFaM2@N+<+W
z#zHnRcN+f@7CIkGET_QA*v$w#bU&7zWyY%H8TYcdzmmTA67m3GN@s21D&%wy0grTx
zSJoE6o=xudQe13NS7X(2S_ow|Q`QU*Fp;;O8?6KD2YIkBP?}UjorL+sB3RAy10#%=
z&TQe@R5Ndu<2rxpPRz5Sv|64T?zau>y6*AG(p@wOsR&eSPZ`_<J^ir)|M6_S_W60y
zWNH!XF91ry@!j0I!;{fKPX{8?D?0l!d#3>N&!X<)jUu_9;5{{0zUtU$56O=pD%gQ~
zZl}_#=AeRgR?40|vNp~&ZsFdFjtr}caIWZ5OEoSoxGdpv!84fEE()gDZ7`_@SfA}7
z>rGp4p2h&NenD9)?_L)bYp%c1A%+&1wZDsGmX)e1Y?x}7KvWYK{xg)iP4KPsr{<vy
z>e6)W<&jkRc2JmR(rOr=C8QyJm|ys|oTUp<>sw?c*2`SaqiWq}??*k!co(2f=w}&+
z1>ZgvVt|}is7=ZD3^VoY0mC#%gnTR|b`li~kE_3GvdniLQP-*u8g(XDf;i$0#~0r8
zoifUevkBv-QH#`se=UtC<A1gf72?L>@n)6!iA5PHa#5z62lcIZ4lrq)%x}A>>mbo*
zywvnEEalxm9vp2O#*@w3UzCU1#Z>Ufo(WK=%F9WIF21OizEkoNcV{wktQc!B9;}v9
z-CJEGehY_lNiEG<$ba!O7}gKUqniic%m*0ASnHi=vZUa&!rJi(t5=@>+N@f+pz`=#
zWy*M&8CC!G<;6aAQ&q2&aj;44xLn4$gNHwWaj?nzbBL|xY^yfPisu@s0u^pW1i5hL
zyj_K+O{%Gd0Z@FP2S9&s$QoD<*Wi>Cv(6DaK}nJkrfpe*QiAN8{M*85JRg4z%tN3T
zOZy$^ZRrOsIbbtUaN8F%jnHP-9Gu#)*lok#t1}-yR(9AF?L?{ck_b4v>j7`Xw?6W$
z7fmxqI{yBW9<{>OPAwCqSy?CY?QWrpx>0mRwng;!DDT)nI(@ZZ(qJ8-l=KWMQ<!Ms
z#4e-?b=mcqHtt<RQklVA>nK$d$8lp?l9LY^Xr9C80iYbkk|gOF9>U#@z57Gx?`j}}
zQ~Cqo=j8#JzAE$Aq~j!5yFG|pkZq4{ie=e4SxG?90QF7r6RtO1UTT1slS|$y$?Sx-
zrGaKt4m=}c(2uB}bS9KGFwlXoG-(1l(FWQ#tCBFw0Dp^<(4~lMP4H;HX_rBHy;LFJ
zK^GmVDYEcljf)`klKsjXIGR-m6S>lVAQhl0>Dywx<ueGteiOv2&XhLjFNzCHYmBkR
zwBb`5=PYKV=$y%KL*Vh!!jP_(fNNEqq1pEn^$OeccLn+$ubO-yN_1D`=}eOYmeAI|
z!CQH)G)Ac*6jNuk@GnIunc9d{IQYql1%M!?p#QR}d*lJ&$lz=_^s|IHgb|h<6$VV*
zWX)@&7(S=czL6({?(DAjA8*(r`LRC%Rps!;06p|c?bYJxu6G|G%K$XMr}7wl&Oufu
zHR&|^dA{ref!j!aTj|nR_r;u}Y<HrPaBp3}ItB9tPuWbdO^aV=Vp|!dSl%>XJlu1f
z7g6-3NB8CNv1y_L12J3bb)xab`2ahX@|dRz+F_7u$p29F1x%jhL=7^)5#Vvag?I4)
z_%?g5#$NOQu&9zbchQI5PsH5wGyKoF4sOc~#*tExe`WFKL|LJwtEw}Q=j}eFKr#fq
zXTXuCeESC0;CWWnd)r}%vmHO7Zxci;`0VM;i%`FNZx;<UqCffbG1z>03#fKp(T4kU
z4343t4U6B}&e$1VKzEpa+%EPOm20qp7?ZANcBA7&<Pl?;(F(6}{I*YB5@d^t)>M%L
zL@!SBuCG0X_^|3a3ppEo!H5w%F2|nNK9ZlId$cb6eT7Ojv(&AGH9q1mmNxn$y)!Ok
zC!w*RvZnq(48(T-_868EG^a|f3<wucv^aQ8-Po?mSYj>3<H--zinK>5`{|pi$!#$-
z)u}g1249Yuyip|=m96{omG#%9mzEqv?{D7Xi%R-`k?Z{nnQ3+E70XS6<?sQhKysQI
zBQ%}iXwdnEIitwCz4hkT%Z}s{XF_$`j3|5OzU}y%ndFpEr@(-iE^RlVr2%=+Z2$a}
z`MYI~kC+Xa6OOjmtX5J{ZXo*e!5H_+c&kbxv20bBA#K*eYWoO7_V7SzK#E%0KSb0i
z8q6eeQAl4QqAQE%Uzespz(?q6c072z**>y3L$x>d+A%>q&$m2uw%wvN^H;?jP0)yc
z<}u|)#{Qv}DM+`m`9qA4NJ@(>Mog<nzd=)23#SfbBW)Q~cla2j{#nRWaCc|IKAJpD
zyx<YaP}VUHAZY@~Ys5`4zB9;LwQ|`j6Le!ntbUHCw8sJ)9|(@rF&m~~r51-mO#4^7
zZm%i<d}#>e@4kt#u5m#;MaVICK>Cm-Kj)FUY@Dd)dv?G%s=38@P=2$0+ujgId{L1o
z{&L9db}m}mPBvvwCc6E-d8!HJ+ck5k)J?A-xjHXnnEExDQn0lq#>_yK>3}1?Kdw(A
z5M`LvuTog6S^zhGsS7e@KCh&-*-UulFkU;cMIfJKssGyXxr{KyMOmr<qSUwe`EDqm
z<3jWS98I{;`T`XR6J}yY(0RZSS$$6rx7AtswQlW~OEPXp2`?t(M^+6AAqoTHFF7|h
z=%8ScIl!iz8_o*@OAX5QI|mG6i1@5F%xebIFJ|1FI6ca;_oosM?vkAjk4O2aH*36}
zg5sfI?yIZGKXuaER=e6)2|iCvp1v;#&KOz`L9dqFm1u_H-OLxU6#Uv)5+g=Tyy=3u
z9gBP|>Xz?gUC&b{|M2B|jhknPOQ0L9%Ka+pwL|Gk!(U|eWvWbXcacj^2X`CO%Csjd
z{?vJWm7V^q9DiPyYnV_vTSgF>#rUGj%WK8VM5w8u$u?S65*i?p8fybh)W0mJ$+v8O
z6}l(oM3YRx=3CQYGFU_=-K<s7#M^lM8jljT;Vo>=#?{_9VD(!4a^G)jrZCfy?dBML
z;OH9r2SX}BEg>SihS#0YGMZRmXuY|tQY|$UGf`r}<WRp?xMardnBf~!YwN0B4MmvY
zc5@d}C~b9s=B0rwtlBR~<^5?u{KCTIeKQR6Q}7NZcl1&lbo`Dhc%pHzVvHIn{WVji
zWyq_m!<y~U5ZD0|g|0u8y&S_#YDd-ZV=^|t8kWXK-}E>**#6C{^6&g1XzC<^H+kTg
zg^f+s4;g|E7eb#D<&GNqCU2Gh3gt$pG@S`2sTpq|Sd%9cx1^lOulh9_J6K3agk@=o
zqoOsxtU>C;Pbnmb-cq$YEQ%+TXt-UzfGARf!vw8aZI1V-i+(|ul14F!SNFhF8t5GY
zVMJ`A6G(tEGJdwieEcyt*{<Bfo{O#K>LGVhh`(Fak8y~5j5C5s-idvaqTKpZ_ok{2
zxn$pmN-Ides^yWe%U1~Nsj;^E5M9^eLx}$-o9>V9_(yH#Yc1&vwR>hl?yEs3<lPU|
zhNnAo?8#4z=k-_xhrt$u*fv{86ao}eELlN-FFm&at-!WeC{HXL*}99+cZ=p%DMIl}
z(Bo!VXr{X;uT$4_IAR_j^B!?8?X^+`43+vk!C17Yb;fV3eT@lkKNyUs-N5<Pw(SPS
zh14LCu5)%r!_{$=sVz%$4F{gkD~cy{bTh*fcr|ciJYJ|zdsNQkzh;;EfAhjKrFfGt
zue%?bQksz93nr<EOYa9jYRqH6``^w&_eT5yFs$(9e-aY1vA$|`Mzh}oPAkr@>W8<e
z!mXi@!-bNwAqe(wtv>N@U<1EFV<N+VRkp@>c-pu{V>g6@^3cTOIX03P=usI>0vI<O
zeJ>!4OdLFd3E&T3QMnTwgHoV4HGW!<abvmGkJ9HuHU?O`STnT%+H#U0PS9HW$s|hT
zW4WSgYe5+koi!z(N99CiQ20X+!Si&^L0NFF)K9(My%{9-sJkm&4A1aIHPlq(T|~;!
za%pRu(79CGfX0mIFTr0Dx}K|Le=5c>DnGiHA_ipx0v0|C)_x|tUhrwRdvAC2%W;+8
z|EPO3H|JZD-hhCB=7>rUST4Kv3`cCY76uy)e3`+>F?U(MW9wtUtycra<7shs{Fi69
zpssY2FbP)Ik2u2QJi|3bIkJbbXE|k&9DLOZo#)A-j*UpAi5=H8e}?#K@O3h^x{;^u
zy(@VdPZri}m?~Z7RNL86kJ;U(v)aDtuNg`<8!uv8wW*-wpp6Zy%3bglqz_ZRKrPNs
z<Jbb%F*D7zHNiC8@eF1<%6>_L{xUuQusYOA9g0VFV&OLYF*mHS#Wa4Z63W`;wT3^g
z4$@Uoq%OrU{YR<3lLP;QJII6C^7gGyqH9tsVcu4k2vGNoq?G9QxV*JWkDZl7R8O7G
z>Lf2>l1t3R8a$&wW{*vxeFGW56sA;_8ioK;wY1BeO?X_MNB_ugD@)Rn6SQOEhv%JF
zRdh7Bm=`PdoaA?(_l*8#&<v-`XK1{Y;g}S$XQP^gWf{#Cwl@o)7a`*YQ(7-b0;mS~
zOSsHJ>O7B~NSwwu2IeB}N_0G1*V8~z#zZNq(BXR&K7_pl3kk@dWpvbtk6)Dks{?o~
zXf{IM_@bdM#z)t*g$tAS8{>J=d5PLA_LZ;R6Tw|7DysJ@Z%G0O7G~-UIoW|9^R)N%
z!}5X~2g`&m4F~j+P6!&SMeo#pbeYZT-^}5)dW6bH2F&SrQ(0Mdd<$;Irc37P8aa5o
zOcdp6ql=z2a9wqqW05jRqP(NLZR8J$HQ>8{-7LNx+J8~bU#<`@$Z+1bP|>d0SbtSX
z3QH`eplnLN24H)M`xN5(RuBlPBV<jQWx8NL4P`{9L$||H{u)WRNPC)Vrda~S_ScaZ
z3$D5PgQN@X?~m-;=GdR~PyWdd?-<%N*5|Ib(DFMP*R4-UUgtiR>6XMYa1KiY#vHHi
zYNounQAU2bGzIC)d3tu{{lGEpY!`qHsr0u22uiTAM$A$N5>?TV@{F)&8;zf0-NM(5
z16njSy_Oo&=s2+o2aM{O8H_{Ou=4)R=jM%K^=A*$*=4_PZNUG-0HiywB_+q4q+n><
zLv~#{Uq1jA&6J;@Sp?Jcy<KH~U4GS;Ru#Vcr85{W;)02qniY)D>ahrN%t6D(aB4Ce
zj#~Xy4tuIiY6_eknT-*l)nWqx0c0v`OA(lj%|6-T$z$=yslhX4!0^DqA~8)VpOXpK
zP&Z?Prd71l76006Z@IcynK61S9Q;Rg%ad*a`x7ghr5F?Z*y+Ub19FZ0-BjsQ9e*jV
z#82uw;V%<a#`$V(QP$U#skos0rF}#*9e3!nJ^={zPhtVVZ8N(U&lMOq*;2LZQG{aO
zM|piV0=#Q@7p4ozS5rk(&_K4`n(>-%11aqx7zlps?F;nl&x<&3;okfqpPkDK`UQxN
z%oYXqCfcmT1;;hA=^0}L-d^_+#TV=tliywbTU0Dmdb(h+hn*inuvfNe#IT#YRH_)R
zLK!dM;duM>5aFDtN*8}og@J))75Oa@HR#0^rGoBapH-3Xq!{P4u8+`k0<MXK?*Cep
zrVF`(6%-p+&1Q_8ZMXi=HA$9~?#nl*QP;9H=l^C}*W<a|qyYKgi=~&Mtk`qM0}hx!
zGH*SAx7HYtEtDOz%FPj4EFGF`!(lToZq-@b%@%ZTz9*35x;R)1zpR_pf1$*$6|mbR
zB7C3x{TNvk3|uZa)W0YDpxIdPNnt`-Zoqn3wb7)2Z5uh;#J2P`@QA*KL{-#TE5Np@
zJCp|faxBQdTAgPwzH&gp!_x>X1T%1Vnv~*Z*t8-#t|;hK2lD&Ti>J*bpO<3Wqd0HA
zCMV@mZr^MsGxYwK50UTwA0Kk};mdZ>_XofdxAq+^6(!#8@@hn4_KA*&O;F%MoOo-Q
z>`efspoT53?y5EA*Sz0`c|>zW0@{+Zn8xljEO?WPU{`M+!UIKn>siXR!tLESj0T1l
zxj|>>3e1o&^UgU{;7<y|VLj3!nX`WKRSXoN;U#!6Zfa6u0buR&9}|yk*kW5KYiaSk
zN?NE$CyBn7r3{NWuZ>D5_W)S0KiUIN9`Kg?GQ*R$MFo3L1ooA8fI=}`j4FtV4lCdD
zqH>RR&?rew-GJ>!$DN~Kmac(xbfe^}e#Z%AYTV|prvlmwpClCrk$>qE0R9woW8Yzo
z&Tw#T?uIMs(17+19`f0#Us0J){{oiyK~*m`ogOKYrqkJ#t}Ieoc{J1XbmV#O(%5~i
zv(PAmhfBysjlbP{pJ)pS?+VJ)Pu$H;8D-<TYbmd~t%azD&;d2iGd^`w_w1EB{azUc
zrc4<s)M)$)%y)`cKO*3IlTP(h(2!sd0TQ6oH;h;8IEJ99qUu&vTEi5cwCy87G|2Sd
z&2dc06#HgrULHJdzpzUBn03=u4Y@XcLkD?+dJi?qB$0xNbD?U>Qxh=T3$+1oV`0I0
zIYYH0+Cymjxtl3HvZdgS-<H9vK>)o|sUaUcNEA3y3paS7&)3KF^Ro{2tkadA{Z%BE
z{<<UEe<Jtt3O+=p!@PV-z9V2Rp;Qczx2S7v#T(DNm9^Q>)OI@>JC{gEv}k}DrBk(|
zh*zELf+;}w41Ao(lLCs?o52Gsm4aB*k333No8X|l{tL^QFoeBGaWaV;9nDIM=kt!e
znfgh!F8jB-@|T6g#`TR{HON5RKUr-7ldG89)~7W{3rL=Qs$3Bk<VeR_H}~#1!yx$L
z^@0)@;&%Yo2d-20zex`%+LJo?O!pF2-;*nhetdbqg;k@V!QoZMx{tKii9P5X{GnPf
z#>nRix9R-n^KjqwGJ|w$mcn_Fnz))O{wFUopFucgqNC=<yOy`rN<P9$1Lme%aYgr+
zi!GyB3KcZ@D0Q&reHq$N&ct-)nCh34bPK-e!{jP*z2Id(D`(kI5f@W>U#n^^QH>8N
zljF9R5YNU6l(wTp?TC$QB`HU<_rIw4m&(ji2VwQC>X1HD%`Tk`TUIy6v*c=Dp@}Mz
z(@GTc1Hi^+?&&bE)ut-5!|mc~XB)T#IEopG;q~RKpeB-?l~tnCGu1()-Ow-p0N+rO
zqR$?5%guRNOKSr)R}vGGQTyVOnEI*vXf@xd@eQk)9mwGF)Vz)QvRtrb;mFm+JUtpd
z+s*A)n31Tht+kog_<U6ii!^WRBUqB?H_$&FP{Nk@08ry+mUl%5^T@oOTzWPuGW=N%
z_b7!`kb@2xV-i^8QtY5hdERF;?OBq?7BRq6zG~k#P9TJqs`TYoQkFxE;p)wzL<=yp
zk~t4$Nruj=SgnYqoqeMoOEq9K2$~XuZ4V4Mgu1USAeE-zvaE$xAwOu2u7acv^K?`<
zJ0$n|fRG=4w+9K)d6S@&tR43q{rR4p=5JOBWPzMiP|er7E<2NZ2K<QJn3X9y0&fI9
ze~A(`w2yTmqsMto;{o75xu^ToPBPV5!K5{jaHgTspht{K>G^09iocLYfrZl^it$rB
zU}lC_dYX2`h>4EWsQ?CQY-QXlbN;Ez8z9NSD4ePZg(duao{Cq26pUx0WArpbp`VeH
zUM6@yb?r3hrjNjgIInxX7gwe1F_=sJ)Z-g{C12YfWdd3RE5DgZ#bX6WeP@G#Tf+9c
zM_hgdRRy?i{-P$Hzb>JwFGtiy1^2+=r{hdg_N;`V646iBZ7ew^AH$j!H|ak2$x{sD
zDVbZfky9;V$Ne#!NRE0CO3CuT`q^1hK)Lw*n$f*HxdHP+QS4IIy_`S++yr=HxRUfY
z^;OUzSwp^*V?(300^>f%-K>5yb6hLKMWCF_zUKXr-n`7#rQC^jA#EmkNMT?8*ZO9x
zMm;YHGT6UBGTUbyVJ6~;rsc?dSlT(I3gNTt)Oj{g?U;>WCNk+Q&3uyB22By0D_w28
zfZTvO*)yiO2(i+man5}eyzeJEUjm|U2E!IYrD850D~|u0jELyoNWgy+JOJ){p&>t)
z97<VJURq-jqZg2Fs&oY(!Qokai(sMERPNBZm(*L$0;7vm>Jz{&{@X-i!7S{Eh5S$U
zZD93au2+%PEu2`g0@CSi*z;t9$4>ffSG$oyaL{>qcD>(bhApj}*k+j#ZZ=hpu{VlX
zbmOaXvtno<0k(}7Dnd2(khxRY%*G(Q&RT1WY7o^we5;=jB>r#iEdCs?ZaPNy$m|O7
zafU}pt908C-2IV76rXjy@nYrA+g@LLk#^ag>|HzQ3+{NN&G09+cQ(i6!y+R6hS>?|
z3Q)C|isA|vyzlq8`K;<Q88~L6dzk69;N7oTS?`vgD%dZueal4e<d%WfW;cgfJT!%%
zo&kMVr2{*3_Ua`ra(;=VPCd?n<=ZYm*=e`={Z?DMVL~fFd|o}hJw6Fy=C<ud?=(?R
zHtL6+=K{<_dc|ptx$#K|tzfP*zOgp`a9Gh1s!%rigqm<=rX9Xe78?*!YX%)J5Qs?n
znq3+VocX{S<8m~>^iu>A4nq=J-6;hcTICnl?Gt~x_AhUxUT~~u^E89dHPURlWjBvS
z{zLw<%8AqhT-1rWUwphM@39K{ZFv0bid(K45$x2?A3V{N%wjIpGLqkpN^ng2_9Hpf
zlc`pnHAc@gU}&w}CXhnE1=seFm(8J6w-+{Y2orj_EOIV2ix{u6=&!&)x=P_u4~axF
z*DNRr;~Qf6_<<D~s!(RN`Ex|`v38O)Gqc7|ZW*&?DiwGYeX?|uV2j~+DKFVK`@P^=
zOk+Xn+Q>h8o&<Y4*r^^kY{866aPZf7A35Ya@dJQ@>ltLss(5Y*ZOi%sSZ45^8_gG~
zJZ!wKL&|nO?!Z<<=VY~99pC~2XSlIMfA_r3JAVWF9J{XNaeIEGL5R~gNwzkxvYY8h
z#^N!7tB<I=ym#U_iFYZzo6wY|CDi#YE>f|e#Bp9o0yXH52ciUX!DUsZrSR~Y230gw
z-i@yZ+@#qGNh@0%ufy`I6{_x(Qqa*QhMFW1GYNoS)Oo$ge)7mB`FXHR2n_|7SF@>G
zH~u-zJ~^+x;+=FB#kh%)$uQF?=Z$A9)BBud`#F+>%~dAB=@PQA%O=!E_1Sin=mlK;
za>Y6O8@b}wl(v+`eY5rQDu&`|T<)+yWH5q|?`wR%vK(?^&pe?sH_}u+4AXjNP#L8k
zE@EmY--aQF6XbL*y0Yb+Oa&E;K6Ywv{6Gj80ot<xa0GEPqs&*BxGo3G+96HZ@cY^a
z0Jn|a^0GqnE;Jw?uJ3jc_=f+L65FQ~*$F){r+x2e(lXf<4-ZJ43;$J5T^f{ns))5k
zSdTt?dOY7j-<|`jOkAq7$1VMDsMWz6r=tlc+31Q!*H+G;1A_c{?PZGfuxDV1?*`3d
zG&=Cd&Wt9M2%%zy@hTx1m)k%Cfsl(H6x85-%U!NbTB=Y30PdMix@BJ4kZ9<p{4?aM
zllgQM(~)+KnC|+_KDh0}8DJQ0PqGK6Fg(v#t5n!;GZ3x$CooY$x=`dMG#Lw-Bdwb@
zY3aMFxxaAq3*FO^%#T3X!~O^*T~-Fh=vlvJ{COHkFg3HoQ!Xn6KwngMGsVZ@F}9q^
zs0Aanmn@|k4Ciw+O+Arszx)P&<_#Dgw_1<5{PyL$%tYPFaI0YfFjb2?W9iXrCjZNu
z`N`5~k8qf9Qli6BK~VQ>-*L<4_g8ksxA7LnBUZC?nsrt-I9RcEYh48uoIJRwaej}#
zng5}m9V)=%1owz*Sd_1=>TS#Z^JGRCBUD>0iB7KoB}vqy-34z<>Fms`T@gLbsIUl`
zN-Ox<;A*qf&k$)ikSRS<BDPm%CP&>-DdX-H7^bfbTMcwLzMz&I`=S2?$Hdgs!Cyu1
z_xAJ%HtoA{2C;Ms_TZn@Jf*8I`I@E6n_t_pmA-o-v~;AwT97f!L6<*o*oN<D!@J^_
zeT>$56jHELFk90!GN`&arVgpuJZ0F{_iV810fM%XfYjMs9f|D+fcU36m7X4swi6Q%
zb6(F+*mf4$a)!*AyGlc$uJkz#8V<#uh8-*YN2Cvfy#xEnRy2j)m?T?fD9Qd>JBV5y
z1rN%H($`bIrJQ*^y}s<G&ye%eS(M#~vZ9%PjDeJ)X~qk_oE*DyLL-47)ss7towU6B
z5VBqPzbQ%ZMCb$HYe?{t*!@Uy$hL81DZ9VyUKzh>vn(wYQ)=a_qS%V}g1SI#Xc9_*
z*Z<p=Oqt5_>YVcuA0Q0S0rGI{$>+{a&2NOKI#7GsqJy3E^HPSZ<>iommhrP~G^(DD
zKb#)##vkMe5gf`}29H4S<JNol-&WcJ3#$n|0+BiVLKqx>3T?&#tYvoJ6<QQGn-*+2
znhm@Au$gu<BF9XZVr|6+oj^-my&DVB<&p9UL%jobgY7QJS6MD}gvnTYV95Zu`2n;=
zTE~fyD5%OS)JWU91!QNP=r1xg!J~uWmP2XnI3S9?m)?2+`02SVb<M@hCy0;6wcR)U
z_{~z%A%61oMUJ!GFCqB{K$PN-{x_dmetB;#*ZSpAl$o?%@9T?rDVA(peN+&7)BUCB
z&|X*l$<eo9h2w1#=r!<kk$ug%NL6(0wNgNREj}(?Qox^_t#~(as9i=UR6n%6>enjT
zD_+V8>rh*ZmL(Es>f)=kelcoJ+$uy0H)lX@s=M50On$F>Vfz3Gs58Yd@N??8UC}3l
zP4WaEv%43fvfswV#E@GFgmf*QmBzq@=5D{XUeL89KLCyq>aH|+*S@~ep;oAC-C@$q
zjZX}C<zbDfEd`@vt{+gkLq&9<eke`11-$1;L-9(b@Qd0{UIGD#OzgM1>zT=<VG3&1
z{Wu({f%=P9ICC~n_XLiwwVRE8atTL|15BSQE13GU8VUD2T_>TmXb_{CsNC(Kf0hmM
z@UND)X+TTDb1G7W27HdRJfUM%aKa)BWp|Xx(;ssU6F^T59uTB=!zN9iCA8W4QK>*)
zL5*A2@hcYNEb-QW*_(9)F!JYX*qlN3t|QreC`m=pc_IFW`Tj_v#Cer`l;y1Se1Y$~
z%a-RUg3)L#9vQ7KsrToK67^6qJkRlGpmA5}pp`aWze%;>SUWAJ<8o^Lb@J`vd<;l6
zbG-mJ!;T={_VjY1qu>CGs^uQIp(HuWdC-5~xLWOu`zYaimPcnyaMLV>k(3%Bcm#EZ
zm6+RpTiso5<0`7;LQ?R$nLcr!Z!X><v6;W>iMimgbuZ&Yvw*tZxOeZP&wToiK&11e
zzBaOab4{w+9L6eI`-DV=GVAit)!_?2bzAL3*v#MXANK|u1`se|)`SgM!${A*0@fPC
z??%I9OSUa21sO09gNzJyyj@*O8Fx=r!t!LBYZcX7VG$W_l2LQ**xdo%$hW>zq`r|V
z2~t#p2|;=Gk#;w>IWaHtyE7j3GtLgw7rl&OC{q=~?<#Wn@A7`1*J=xgL?ix@9vZbo
zD2oNo)KE>fm5M|zyh^;PdBXU808vY<j&b*oVrd3+^HpOv`vYgY%oppESFCUhS(Z7T
z{N~sDo-Z&z%I2L{x0X=A_x1H)G%bHZ3T1P)snB~yZbLV8XvVM3?89+#pu-55k&86?
zg_&!$Dc%mU>8;E)z9MqM8aXrdWt*iy0oqEwTF}pvpb#-HS9_>sCwD*Z{I^&ttA4BG
z6|t>xotrg%9HNRxZ9t1(sA1}F4CB(m>fTkwH9?HFi%DPFpt!+Dawc<vsViZb^J+s4
zoV+(`>m5xQoiBzC278r?)j!?Fe-w7BJX-Ou_#U=*j1^to3cTZ6@^NZ8x{M22TWFsi
zYUSEuML0DMZd7rv7w5rMmN?3o_#FN3=USz%5Hkzcd3nCo0p!o-i_j8Uo`&8r#Df3k
zKSnOg^x5&84d!Y8lVNB=-^`)zt3L_wImV*Ad^uf6qFeAmTVaVA?=5B01SM35wx|j<
zNB^8LNmsBp#ZI%lywxy!EdFr+fG{TLB(f*O*X?A-zpctyBJu!QYgmu$&|1)?P56%s
zlQzJ^(6SJbUsV$%q}B-MP}8)Yec9+IKBw9oRpmv?8_fS^#=hz4GLPDLNL5l>JP{it
zZ8mO(_-r-nlMX7XVh_`1`Ya31%_=CW?wmzXVLkuTxo=SJcMMg{iOrIH@v+-UJuZsX
zD%r@Bm8FKu{NteTOws!kp9-RsapuiDAx%{_<rAF%Xns>n8J1MmB|PLW${XhaQ0ZK7
z8%Iy|?ALb4X7?Ay3&Q_aV-c^i9sAuo`a*T}WjD@$aDeG4F~m~y>BtP=5n99p0OO$n
z&a3JlLly5K#XVZIlsl<KBvOuj6?D3mnNX(;GjFMbY_SR+2FE4Buo(KPo7nxC>KZ!z
zu)mL_Chr(&Go&0Fjzo1bSuZ5w_ZISNS3kKd{HWHq3LkJ^XUQdz;=zvBwWNRzDUOh%
zQE!KKHiNzJ2E1Zd%$`Ursyiw4UeG(DqP-Rw4_Bn%T91x5>2YZ{k2f2V+UL{ar#Rp?
zOjR)b@Fn)%m1Mq)^t={D4|lr0zi{!3#64Xll2SecCzbqhW)D&f@Xu_fI8$!?;A|*#
zLUm1jMUHo2M~|`Dc%0@kzKlAgHdpZ2TCX14v>{&qJm@!IJycrpwzTTWrG>8S0oOC6
zD})oPbcP8@=w)MGy^4}vUdQcd^S2`DZR695-hJL2^De??nXmK#pqeu!Iygwe-LD=9
zzw`rUMe%*zux5<X3pcR}8rz8@sSTLVZTozhltF9yykkSp@R?P0nNPqL5-_FE9^7?M
z_);R?(QUjb-*_X~n}6?nvr(8{C0ls^>0?<k8?-!t8frDM<4QXIC|39G#|nVVJhKVQ
zu>!F8RMl_@%v&VR;4pMiMUR(YBSn+*S3lHV<fW62fP)htRodBZaNp%fBeAyU3M*;i
zlVpYQ{O{fq*x8eHddYLJieinc_0daJfClpkjGW2OjC&&`DPX6mz12w|8UXM_9%zo~
zz8E_YTtxa}MtVw;Y};6RVTXUPr;BIHiDA2-JVZfzQ&P^p4XQ{Yi`cs>!<do?#C32I
zG^v~RU!LOP(K}P91R>MknCTsZX>((j1g}X!RU)HyCf0e0!UM!k7^pfhmtdmjZH)vV
z{tD&l?-@WMUMW*%v#mesnF`34lh8W#e<VB;vgv(~9(lk+-4H4!D;-i+%6;HCx=cie
zb>>!B(#x^xGkH(ILVoqezAy#|gqBIL_LK58PV_VlSb8<X&N$GE9pwDVX7RIU%fdc;
zJ5T+PO3bdaME`{3PhBN}_JKF8S+*B_Si=UO+JpcFzU92PvRvSzhGg+Y_wpAxKb*V&
zwsJfG80y$NQTQ+a+T9dfds|=AtN?Gd)5Po5E?f_<>AbsfMhY&Y-2LLMW@aPu@(M=k
zEglUw>f{f>`frBdara5;+RU+CesJ$oCK9~3_#hsJW!bmX6jkT9PN%L5kIT%Y%)arZ
zcCLx_9jA-RWcgJ^eP7CnhLp1)VZ44yo|yD`$}Jj%o9tbPsn<Ta(A1PGBW;<VKc5|Z
z_qLlscIJh90B%B{xzLk@v$u!Ho#vqhDY*<KK;1nhMvn5K8OM77O;b8?7v9@_Ac3|L
zO1)SbEij?9JlxRY!^6qMA7B_YYB%G4<+RXaQ45t>Q<9N`b-WT<F~@(+zKmlYy16DA
zPh66s>dCCKXpK3Erms|a8o9ibq~G~|OB$+7UJlw$6`$t`#QS04n`z-CR)K2ZHc?@_
z7~YLti)Cfx+%QmI_qEk>^YXH7uVXj>6=q+j^s6dLy+3d&#l{PzKJcU5&{DR(Jt+0%
zqH%@r;%^Ypx_d$(QtCpzc+J_dgLmx{klH(G{lpF4!t9j@L<dL4MmifgB`cAq3A08*
zvlnTZI<Bh7YqQ#}PJK4L&ofF3GD4@sBKiJRWYd0zQ;lZk0us7D5ywvX)o{phkh8OF
zcWauKXmU-7(o2ZUz=`p4@#e-}`w{F#<o>5iC5fN|#yjIO&zrti1s;aV0*972Bi{^%
z&TCDrZ+iD(8+F3%iu!V-Y#0$Uxw}Lb1d(b<`~y}&np*N39^7?;@xN3O{5Uc>>dQYd
z1ZjIYz7%RC@4*_Bazrt+@`XxqKG|a{0`=_66McFBz+~0s#rC8ed)4xGf<HK5W(@oa
zS2Fk-wy&7`-i}4L?Q-0(?Ezr+9hNz?>Gq+TVvb@i^EWn}ENp1Aum=sSFq{9NaOdH!
zt4sNY!<TyCW!w6;7#ikvrpd$*I#(=I+kOINY1m2NDm+CW%Kg&;*4<CMIn(hby}?m^
z0F+o2Cw-f|SNmUG6_i3U8o^n^#@Snj1?FaVDq*m<d}+mmUx5R5bUn~@N2~obwzD}X
z)md^_c9vb4C8E5q?XO|UpOJuuE1KU(E2||GvNm(Xq;eU&Vo}Sm(bEt}(M>jN@No8;
zt22WVt41u{IfaiX2h^vL!cyzB92JrStddpA0-$shhbqMEAwoS7v#u5b;Ihl8rvuW>
zd1#~s6M&(4+Hp^`@ElDwQ8X4e=wDa&Y`mI?$U2`BD?dxCy`v+!kIZ&bccwf>3CTgO
z&cdXZuMPg_&?od!3@GJ<+HmB@_P<sZaS*oJJ*Hjbr<E^^z2>htG2omLW9?Uy<){Ly
zt-2;xa!^^mo8*n6&1S%L+JhSK?o2J90y1FmKnL;NWqiw&e5M&HF^*<0d+u!`Xv6EV
zQaiD~$6n5P9Z{QYZ^f)goko;i0hd$5@k+o<R4nm)uL9-}T7t6l{D}9LF4qoYfhlP)
zJ)WkZL~&2#@YJz&^tZ8iN|GEYXGL#y$M^3|IX-I47ZH+i*4m2o3{QwrnR`=`s0~DN
zoV*<uzn6QS7Mq3tJ>G!1^VbH(S%Dg0jut69&B?vqOuXAjTym`eYCAGyBC2PC?3)dK
z7OYG|Gtq!(jT%=cExStOXi2k(Q=N0pKtmW?9A~KJobA))axKc!ARf{anK9L?(vhFi
zc5gUe;rit57M^II4F?roT$FM}EQ(cO;1J7}NpWJ?jHUSn=`o6vjYFi}N!7$Q7G4Qw
zyf2v?2{df}I9{UFG!<WCY`)@U&r+PJ%r9qc&g;Xns3Nqrdv;~SznbdU1z4C7F`Bo*
z8pHd1<`kKUq8jb*J8mJ}GuMtJo%nJ>_Rmndyb~N4g;sXoGfypHtWhdnKVpdJQ#eSe
zZgnjw%>TONC-se4j-|!dI={P_D0A4coW~bK(SfY<E1c*p>osCzzJjkjnbdp3NXZgA
zL-b4fcW|Utl^AL>e(fC=FI$K&Ror*P@&c%<x%0-Vp>r{VZ<5W;f8d21S1DXgCWD#8
zx+7UvtqJ32K6whX$HuM&++sgtzno|B_TK_&<j@W1kvy%85Y6=jVeblsa8FZziT(2z
zlsi0GUrjUlk|5+8l^1i%fx;4^td{Znqgc@{rlBf#z4IeU!QW)_M47DxIkOi5$C5Aq
zIJ9C>KMGUR4VPp#ZxcV0{?3{_gW!GH`XPAt!<;mB_UV(CCD!M40le3TE4x(Fe`Cmv
z<*TAC*19tg-}2T*rlnnh)OYJLYJ;EBY_=I9t(vy1FXav!8Oy9eWwLDCvXf?y4I*az
z-xA~%wf4r7e7z5K=3-?90`xLd^ST@`1heW2`p_;Tcy+;`f2q#Jrw@RCz3X8m)f)bZ
zo++<GHlMCl4-fKurY7p6Gs5}!yL$Md5Onhr->IF6p>3S^&)}4JG;Qo4j=`q{#uK6&
znrX7)M5+*iQbE_HYrLEuCXzrs4y-E|A<+xaiIQ<D1YKW6d(0`F7cdV<Q>g-ReuvOY
z%#jhNq$;>gLMndXU%%hpW6%FC4Pc^JMFJ9EUJpa)Y=RtrL<azz*sLbhx4G}j^MC<>
zmiXY&7kZCM^<BuYOFYfu9|OMCr&!X>Nt_bd`Q_=+{W-V_n0Rh}N4gl}YI|2I-5FHs
z6yl_W(xbzFfr1RpxRoLA0`>E$dpmPEl6dD}+0y<f>E77~0DpYu&2FZ4TT{|i)y&;M
zZKCC+U~S`(TXvNjjaVJM=UG@3<+!9B{Ji{42zu0jFQV`UD>vzD(^_)Wa;ayy>VY%&
z#4ChZJCk)YOgxfXYmV=tNT6L<i7`JK+44h$w=W6y@%i?rpnmj}fhbZ*vZ1KKY~Hb0
zE_LfCH~Z%VB_-0ral26Ct1=s&g^VRLlY;T|deEd({+w%$rX0<&Q!D5jOCa)@$E$yz
zxFr?gBP5!7e_}Ez0Wv7lxus8EwfxKoidHCh+VxfgTJU-)FJweFotU~}#16Ie&a6RI
zWYkb&q<L|AiY7l7#^LwI$5ynssF1{hZ~x&WDogM3R%D*IKQ?kuaoi^$5ZIGU#R%?U
zs(|^}Y%C;74TR|M+OZinn^RTPU}Kn1{*<y_Y8o!F_*M}A7(Vj8s*T1SFwYD>aQyCo
zlB!j?)aU@|s39vZlLEAxNMXSXESDOeMoMX_xWn?fQ1Im<e_!9afM%9yl$ffJaBmrj
zqDWrev>EUIa|%Y7M|R3W&1^bc9&^g8@0MGI54mdzx;->fKOML)q8X-Bw*2X7ZkM&e
z)1R!$yhI9J4G~|P&f?$sQK34IsA|<qk5g<>rCL7Zmc9h4b%NW?*eHk#y=`~9xY1u}
zT%d#YDYV${s?}{4fC+B{HDBmP{K{G3rvJ8;cS#j#vDMjrV5j$0tSkoc#(!u<*3xH<
z{b<dUo{PW8>Siijxy;lC1D>#Sq+houP`D)U%dc88tYr$4QkG1HrmjkMcLPi|j0*vi
zi6pYtR%W8p<>->a)h-JO1?oUX617!{=NTZX63Z%8e+d>Uc_38S_+MJ*TKBCRu(I@$
zvpgcu%MtIot7@cInK1yV{B90UO;=To6U&0vUY?C<l~$s2E<l0xb=2!J708L+O2R+N
z&o+pWW}(t<8#A)?N|GU^IKtZ6B9))Sc9|{V+WA{vBpy7N&cokg?b(YlRe{tpYDQQk
z1#jLfEzK1K^mTW<Y>YumaewyAO6K=aMT482OQYt<rB*^|-w)8#Gdk0TSgA!a;5rl0
zf6Q;IYqXp8#=EDi(~Snj&!(8;56<XsQA;<|#W>dw0xdOkSMxA5*YY0#ADG&9C}X-L
z#Rdgcs*O`rUa18;eV>(e##i1q21cVk2+8toQ*N~-xT=NxO;-zx77a5CJ2Zd3H*WJ-
z1p96Ft%CW3Z^U(SpxC`qV{=i0&##b{d3f*m&6&&!)tlF##bfx|`;VG0E-4=Xp92Za
z+C$>b#Z_=00EA|wm#TNbzeeETf%D5tUGwL0Zl`NK=dlGd?YWt26|FLT21&kUs@GIV
ziRnlC@BEi>Y&=@lA8=ILeGxqVdBrG3@`6e(nikmX&->drr%Z8G<+60ppOS})Edn7=
z$-pHXp~l6D)qUE?_=$*wr(!4iyKbTsPtIv-4Xlzc3FUo|qD&3>DU5!d;qczgzj=($
zwNjhVLq7#E_T~Lvo1$D=OSAj&>*If>?;&3Oc9o4G<;+qu(GGg%{0gJuVWv-CHaaeh
zV?&ASYEfr<5evoeNRBB3L)Y4BQZ{?B3fh4+625^o3Ooy_%9~)vLzc!La<|n~A?Xo$
z5&1xv*EVA=pdbK1^*%l%LFhW}TasPn17Jq5-bME?(ed?sLZif(3VmoPF0`fZm!rh&
zrM++AX2~G29BY&$X*x17p9Hv&Orj*+Jo`5!2Ls*gHRNAcBRlw`U?zKdwsL##+6ZHl
z^qNrJ{EQ0cJr?An%%YaJNpKSut!)o*x$Y@gUYN~iQ?aL~TvMc1KkIN`zX?l$TlfnI
z*u~oN3+HRZgj7|-Z;;eomdL)Cg*FG>F+Ep&99#G^I+FbK(>{j*`8^LYj?*eiD&0K$
z<xmEEx~=b2InU>6(Yrk;axL0@<Gm9aD1``W`t|g-1tG>9vTSZU&B!%mYy3XC3V^>G
zElNE8l8Oajg9ZG_WsJdWUP^LZii?icr>%*9%&%B=4ov<efnUUEtyJ}h-F>TG4!gUa
zL^)oPWZY7KyMI@?0mzikD|1miEjzmVCUpG^K#GF0=bHsh8?(QFC$X1R{MKuJOFt>?
zs$8U_SOkQ1uWI1zOT9-1#O&;elkzR<abiV1wCFL}I>Spw_A}!LKu5ok?GGhld+K9a
z#))=wN1uZ$g}X-cv<k**r670fsTz4g9D*vR6-AZMHFeJ^t5p8t%;500={-V+&g>h5
z7+TxNM`>QaO|zz#&+ucg;DlUq$koRh3Qa70;w-R`aW(D~AF$h~NwMm+nm>YPmlAn}
zNrh)jE}RO)ET$f=?9i`SE=}n+IZ@6s6yO4Rs`yA5UBW?s|5qpb*i=z)rVIX`Tp(PV
zVVt_OxKg1L3WX~I_^3;F6CE(%>TR=uGgrkM{JSNdrNwcf?c<ctSq#nr3Caylj6%J1
zFRmWAw!v;SkB-#jSM2dJIgo2yL-3y7fV0*#>~%5TyG?XW-U3H>?$alvm(Q*Zo3}Kw
z4jY}S4vf$1vf38ViV*z<C<0gZr{HV#-!GwWJHm85hCZjAysq&0{+mw=KHzuN{}H)E
zdlzP+ZP}PN<F=D&L@v5B7%(6A_x79hyVLFxa7>vwswv(qj|?&8>dop>IDC|1g4c-o
zEH_yI@^ALopnH-DjcuskF;>AFi^0J*ZyD(8vk874=h@_2v5ikU^F9XpI$%ybc3}Gp
zY^HU#j?XQnA|WM4%rXK|R9*L?U?$CQI-$JDmd+Czsm&vqS^0(L1IQo8*W#ak0@YC2
zPe;FT2zrc@tf4&opTP*JS|$&(V_DNt!hn}w<y-j8`!M?I<066k5u1~q>YqS?|A(rx
zifXHYwsl%4P)eb=OMzm67I*zA?(Wj!1gE%rNpW{~2^w6B1ef6M?(X#F+<RW`!yb9h
z*n7!b-<k_XFAOcubEZWMY+P#<K$cR37$OU$dI4INgzX~W7BgyK4b`D)^I%hl$eEUy
zOLus4x4s4yb(9KsB`@H4FoI-vN42&kD<@VL#1mhRo0V5$h;<#dg`5F50kUnTgFT+|
z(p9B5rqZ&oZgM=Q#SoB*((g@E&VDKW<JeGvnH8aP*~e*~qi{FO>la=ECln_>yxC33
zLWCmzJ;tw2{{j-Ixq_Vfdh(N{t?EuWjg}+tJfLq7!Ij879|$U@3(7bL^q-0_RprSq
zs_*J3vuBXm!DO>F+oH9m3)?@`=m&lx+ltV#0ZAQpjGlRAML2%a{${$`HuwB-6nK~R
z@ox$319>OOu3kD#Y<65R_|aXt2XCyT$LdWJb$;;0qxu}AY${l5L6ZhIT%%Mi&<MTe
z4@M+LKp0+~apqQT`C=RrnJELgC;I5JXg7qr!oi>SKu!TKFDB$fntwup>PVD)FGQLk
zAAHn}5&UKl8GY;dE1+I2>lHeij{#`v)1}tS0{PZ1t;xMn9;t8=BP!ef!tve|0ATCW
zY5(aWkpB;$pcmbrXA*J*{)ozP`XIHVJS1Zbqly+&L}f-BFXR}d-S9*T62(*&rQH(_
z%_!d8-o_GBFh{l>7f#rrjrAA3<Lv)NUnu_%aIxOAS}HUxEzJ@q#5l@aw7lVvdFfG*
zGMTi1{Aiw~g;sf_AlNAHERG{;_%|np6J6eMlnL?O;cbMtcmjH&J~}n^%&Fx**D?;~
zU{6T}HC;ag$6cx(&=qc~L_@l;#`tfmgl8V6&4sVoYLuRX{sG>o%hdr2qu#7*?EM48
zxcY>ssHE9QwhRz(z4PCiO|kfmsZVxurehXex>;YJDdd7`3%AkecSmr3g9YFS{WS1O
z1dj^6s0?R+2YHN-g5Cu|CQ4=*CqW+=S?$VY48<CfY?DlA85dDZPXX2V%%ISH`lno0
z{gB^j1sl3u=uSi_3(4V@IZ8Y9mazia<{cEF5%3r<rMTFoK%DR%oHY#p6befk(ql2<
z3uR>6_cq#zOzL})<Y1D{RxLT(e@2jrM|8%6pH5={qA*X%eh1R5?Yojk=QM`_A|#sG
zg0FV&e$=PFVRuHE8q*#rn-%wNEY1#|zWXz_;uKb}N}CR(s#pEgU}u>$XP2TauJ8ff
zsR14$#CX_+(keYRi?=Mzm%z!VY|v&|UV4ys4_;}bIv;xeb4AJt#9wdkH(e!kB+|}^
zOH+Ry|8rF^3L~)jAK(*Y#d_bb0p#}gJE_`XEkuMLcENu#XV<wp>L%nMH)NE1IIa)%
zP`YN{JY<}TddK}WFWZ4NuZaK_C){%;0xxJAo3{6iR{96fUQJ|qcp36%<<VdXn}}Pt
zulw(v^0D<xF0Kxqkd$nmBq?52&Qt7k&Q6&4b;(eC2Kq1WPeO;^{{V2jCWfT<L4{Au
zJlI7h=u4gf>UJk2c=UEsC1s9gmzihBhin(P%9J<%yLl~e>w#dAqD%b#AGC^(Vi7qh
zf!D>5kEcwPk5^ycC9eY3WdQVjWgutBLBgx|_kwS&rhHJuODQC`6cw_T=$DX4bK=(5
zjP(o>s_M28?nCk0OQVF>yLh-6Ns;`maL$DBJ(tt`ML#nGL^fozpeVr`&v1|Lupi<C
zL!#I*CxE%9>YAYimpN0h+GQEPMm@B8H3t8zI2sl@zN=jf)lj`ZR8;V2jEeVK+AHQt
zxJB_e(s>{d2Hgk&zulMT%@(|!#P&3AKIPD6Bfm{Hv7!&9GjE98W`KDZN|Bf2_899O
zmQx2L@)1Ll#U9$ei3p;Ni=5-?kA?jMP@Y^v4iA{r7ng4wt=W1e6EquM6e^w7KuZCF
zWw{;eNY(g5)>|(?DhJU@a>f5D=lpN7%VOX(n1{e9Ri~LOo1)!^tX*3=kIjU=G})0@
zDb7;`R<)-oBssbGp9Agh@vTo9b$D+pmgst$g!+O1Ij37t%ow2jAeo*RfBZp_SBE7#
zIf?l#3|@$4JHO<;+FI^<GYDSFh=hihy!|%+Gz(oqva%hwE<oYBvT4&QXeR{^V2YzF
zh_WSmT__h6#t+;7jekpaB?&mR6eLj_<177?6W2sv$V<jf=_v+}jRuMiyDgVx%@<kK
za=OV5h$6m>=7-9O?O$aLacG4YD~xL@q>6n#aex6KCSIjett#2yW1}&#Yy*duzmFr{
z@|6>ljTo-ep9jRN?x={O#xCZk%E~p};ZY49dhW(xq27g&9|Y<o?`Y2fZs;<zvmrtk
zlFs+aZ-nYAZN7M@Z@)|cIdf@fF*HXa|47)FB56YurBBjSNk10F1Tu+T<_Oor-Ag|O
z`FriA@p878GGH&<>s)=(&oFP5?gtRB&wbdiK#ICqVO+tc&Dbi`rIt!Rgv1=q{fNR!
zb1wrq#0^&a)?0_&jqGKw;>et7RIV8Ae`?xH9Q|;t*mD%E3uZ4%+0dI-4-RDOll+YQ
zq(;>DrO;g8WNx<DP#b#!OV)mnByyxv*Tmp^oBcqJq)qmb-jQxh!>|5vW!{QLs%Dy8
zu5!yaQx?eH-RxM!ocYZv%OgUT=rS-o413~I6cW4py~|SC-xso(R+#S#$pDsbRs1D>
z@v{-{@!mqL^pha*QoLK&IhOkf7C{rXl!jOg`v<U;%ho-kLLIgf@SJ;Jy1phi?r97|
zD7fLS!ijJDLdKzbW}_J<<kCg_AtB=pjP(M<uu@1+kCCU^Y5onwxAB?hu3+yz`C(?_
zmDWdr^&g-wy6hQtU+>rZXmm&TfR3mdTqvI^HQV(50X`pet{81IH3YwJ5sTj7ngk=5
zh~(0_=zjpO(!+lM4x_$&62%0LXZi>9z4hpAl@q<!Zz308r|@p0AJJi9Z$4d2XzWs+
zVNLo<w=KOKJboMeSf{@v>zI{Sr(m_fcDbvxF}PVL{SfI;H)7&bqngd22YG+RF%HkO
zYtBJhjEP)BP-j(5h@v4$vfL<owPxJ2W}{mEjtKenc$z=#adr%7_RLX-2*tM2?FYIc
z#1)wTc}Xtu!W_Z1`FC&x<`seOuzKVDj$UY>EL=M9?nTxI5rDrn1@N8eT+2C`x)|am
z|CHr;w)E32-<;`h7WVS@6H`3z@t&&kX)YBsZJG)4^JMjtJq>N*^WgNXzN<a>3O53q
zBY$YoFw%{?K<6_Om-sz8V*EH0sl%;LvY|(zV%UZI8E{)#r7<F#tE6k5QU-6>?MFo-
zSFju%zEA+>&JRJ&Lw~Kr6kJ`Go}Hw9$Zie!(d5I>ei%GE`nS96-WT{A!TQKIKA6fo
zY0bt&Ip^LM|JPb1DiEsxv(Z>#!ex0jcEa0+i#GE6H~oojk9ZRWB@!UoaX-bnDK+99
z=M{QkYPQqM2%1QnU&x9)=Y}&pd-*u|1G&?w6H#B&`o<3=l+FcB`U!m>y<SDyqQL!L
zDZ|ctiwt?OpXDSN@Bj&F{>492LVqUPih$V}h?dnFF66SUIYfg$$OXu>#B+AJy^SyA
z;Z$qF9DUPaY*il^e1o*uhV}JCc%cP}WKOC~j&xa4J(TJeBHj%np+$X7jot+nO4G&w
ztE#MzEK80JLV8jqCtJytbT`@@c!M8t4Kl=%JhU44ALm%MK$`LL;2lrKhxQh5_%XLf
zQCVNEQl+U|rLFWXzVJ=_YI92JfiU6lz4d`4>giI|#2j00hINWC6z(ohI8hAv2N>pf
zj&ypI7Fi7b#m6<Lvzj1m;p1V1rQrGcqtav~e&I^pE;`i;_l}GNT5d}G=BR1b8wWKY
z&*T&sxA#W-LfT6ElcUUH3}ysI#%q0!OOabCK>#=s+I?Lqw6jh>t!ZP-=}!Vj$3~Az
zDGD|(EQoVL!Mo#fnx(N~h<9H(Q0-a>k#r0i<v3G(_D2;@W2UxH&y1)Vq_1Q&CX5Qq
zUwz*N>*OR5@YT0CP-nLsdhoACCh2c7sOy}qH;IyTAd$Ctf~r1Z<IN*yL=_bVC}-Rh
zBgyoUDoBS}fK4dVGVAY(dH<pVpr2Q)p^D#b@{cqPYV4YJ%lk(1qH?SmA0$2t)npg`
zXCXnfN3&QEen+>lHe1RTjqzUDiQ`DgEaKacm~iuE`5@hUs;vk|l`|?#F^Ys!<hBe%
zXv>dtpZv{7-@zox5yccT&^xNy)p0d=YxwrTqhgm>a0a^DUz$dQt^`n}urg5|Ln6b{
zCEejA1B+4>oXIkDj{<(JlGvvQ8Ei|mb*%8uW#2o$SmCcOW-o6EMIs__%3-Gu?8zc6
z7cZ1<m47y>;ynUph6MXUMPbnQT;H5vT*t6nqyq#Oxq66MY8Oqz)`c!GgEZTUg@R)d
z;v{wEMY4pYv^Wz%sb<6VMYrCnqhg1G7{@$HRGhIJ6>2M&10#t3vX?PR9U>sQl@_E<
zdBNSv`^x?5GFeM_K6+RC83N{YZ;1=q&t7*?{@br%hB_(IwTaE4+Yt1E<1+9RTB=vH
zvo~9%Z8F?6ey6QPrpRDtN>N|t+Tc+jr0`j&3=OZwWK`f@=)m8>qZl&*FeAbW$(N*h
zlLa0AwhBp>wsAdCc+0OXeVL7lG~4u1JpI9Ev2{S(C-Z)@30Rf(D*ifyWHxJmZJE5R
zu9l(KsW`oHMU6e7W+$>We>Dxxz2-ou<t=s`UdFG`u`DS3UU}<8L`*~czUJl|*0c6w
z)riF(zilC&ryvCXBFft)zF$;yVe}kU^bg?R_gUrM!LB0$I}4bP|9bV!X!;oT570h+
z<CmJdg>`>B)p?YCuPNxA7i~R%5%w4<^4dK6-`jy4m+k|t6u&kRi3h@Tzjir9xDHZs
zZjm_k)X;gOLqyS^31R@R$FG5XHUqxyJXMZ5TnqlKIXU~UfdetSR{`6xT7S27_jEUI
zicuUXJE&(R?k?wVNO$;c5%E4(Fq~%FS2!`&>@IzZ9Av(@>&3Hz5h5HWl4+g3Q&U^=
zz^CW}<1B@@kOutlR$8RKq!qcG#qNHrv>44FNA@+9u=w*dc@<r9qH~!#Uzo)-Q??^x
z6SSBcOv#CX)ei{>3WBw(iv6s7tPc6`l|!ffNKWmiciT;$`Sh@(oU>aG%bz(Tjq;9f
z2Jpq<m;Dg4d!O4wt8qi1TVH9WaKB>lJ3pq=o}<u`cH+YyKF8#iw{_2o=3Rb;;y2|j
zi-4i|L;e{BLBB#V1lW31`jqhF2)w!PVXm2usQ>6+7U3~l?dDc6LLDJCUDX)fG675h
zyfcxYcJ{?hJx0NSu{Y~cz3Po^$geKnWxcM{Sb7I{Ew`NxrY2@8*)Ld%(A5N@J|L+}
zV+!kPD;Ml5l@v50yJ@z#tmgFD=2~$_)Eo;pmt8F=+4F|FuMlOqeFehXc+AK<!&o*M
z+(uLN1I7^LzHWu#KEiw>B%!wv%@buKY+^QJppiwk6WQO0*bv|xDfAC;ZTd@d?(fOx
zU;hBahBBnA;-*JCO+Acj#Lu28I^#~Xr{gJ>#rOq%)c+-r*x~_RrtOQ&!2m~V9yQAx
z@qj{<Gy!;!JgSNW3+pFU)iiO@cX%qI6piast>VEJuR2lLY6jBG)l?1xJPsTYbBybu
zECpRTCv+T$R`D$td=&3ueZZhrlE*=W>DWx_=X2ai!gp{E_EME>sh>@9nqZ7HM>A=J
z`ef*nCVQt_wwk)jsH6e?cOKTfy6vjb2?TV1tR`r$8X2oYdImHG4`bJCGji3qu{FgO
z8uJL)@sgRR(ws!Z_BnIPv~N_JugOjAfL(mXf&t}ey^ZD#ZC72WaiXK@zmp#RII9u9
z3zaE%wqp{C{GzEE7_@-ZOt;_MMH*?Y^rkTeW3S!t>Tg`}HU7JUZ((fJchtFg%xWyH
zX@Jf615w`6PwR{;rRk+ZGDq-$Toc<`q%$p8+7?w=v@b}|n9EAi&y_I;ACLN-;M0@=
zBKWheNbp9aMWzq}ex1q3cE5FEcqg_QKT5n50RDiiDta&qj7Z{0MimUwfGXW|MazbK
z&D=&uGqh}FCPHyqcHtBX%GE(JB`$prK-A7-{4O~Z*57&4B>7|+L|pyp{O<4Y$r~SU
z#^tA@L>!=aWb&Q5fV7S0)+8!S2_@SRq$7<pN&2m(lHOYCcOL`f&35G>Sa^Ndl1`@h
zA0t>iT&qvJec8P<v+6b$ILq~{UMJ$27l;5CU@LA&Xx?HA19TcR#iG9J$Q<I|@1>a-
zm5n!B+m^c8&I;mFCYB~=WFw@e+?W5T!j((;7*0qI6uj9CMat)MIhalQ5l%{FA=ILV
zT8V^OT7cyLmqZ0@$xC#TgTR^hy#<}QKe`b_U`S;F4!|32{AdXoS}x`}{SJKHXX@dx
zd&&E{CjS5iAJv)+sx78xLk^6f_-DJ^5~^(o>cug3?9e8k_Xg719r>DwRp0ZVMeRAK
zwZ7G`<#uPPrnla?N^|In0A$aUZzMkI+s;73o}?b;6l_}CI7*QQFL58|_#hY{H<2@v
zg9;kdp2zU<=hn9(x@QHQi$$Hio<uIM3tT%i5%rX<l)6bXx8YOEQ!IWn(Ut7W{{RIF
zl!l<eL-)oy#>Q37@y$|NQd8;_Nv8KCOcDnQWMorYq#0Oh{~>?x^!5Se!<%59GJ@>e
zsDbj^NMZOwg%u5>wcnZkR>kH$kSs4rE}8EYqjGgGbK89}_WJ`qwx@d%js;r8cR?5f
zXqMro1MMKXBM07rg67Soi;@#+@8@OAnJ@d)D`MlT`8h`7h(96v@7m=>wDlgA?twQ$
zPUYYLk^ZH1sel6e{?H8WmAJRg|E=Pe5mmeh#y<e;+D|sQU+R^KSbE<?{2w3+J*>xj
zjUL_zc_<%z$aG(D{#o?Akh?{B!|(Uv{11RW9!>(Z=i&Xy`i8R7@*eggndOI|@X_;n
z?%p@Wxq_D{U(a6%w?Y4#H3s5F^Tj{gy?M4CRB<eNi#m?$<P*s<INFNksD84?%EtRn
z+c-!cOMHX|rYo+>AF<<mu&wsrsd0Y0bR;QS4dzw`Te%Yznk>%{6vJdFQWO;_Kr`*V
zU=59Ax6*%NeU^W|%iwz0$N)^zqWDZ3eI}(f+SRA7;>5<7xCODFg{S-FSf<@bosoa)
z?~NL=3-z%zQ>8(gu0kha?Yc1lb#!Fq8B9}^HT(>axEf!qZ(<gR&rbf&qxkXkPnxHh
zS@%dcOV_iAlbGl|eY>osZ`2|uTK1JFejhVTKCp_UK%Q~$n52epgyf;ciuGQwON-Bl
zx0Lcz_U(n9=e2eX>ar$&>dUi<;29)cCtykLr=%h~+kw87(RYtX?rT0d44>ljN^Yw7
zQS${q*!YGn%Xe3_82ybz55zoe6G~6X6clxnHR*;|@DT$!DzQ#znnTLE)Vk(V4u^$6
zbfw996f`HuX$fN;2gQf6+fp6JqSI>hHQXNO`@FhJR$#*hH5V~Mr&`(`i`m49cSCH|
zS5tt6DYI5_DRqk%V#ocj@OTlc%G4;8AJb^N3`h<1w=A+^n2vqT;zz5UNVsLG;J4ED
z(@JJ@-pTJ@s&n?vzWMco$sgm!Blh#adEfi!7*|RPkfe(?3kq^joFxRvCL8=o7_A&7
z8Q!cMSmh<9y!*oPg$f6(D+{=x409tr*_3}-=|LDR9nIxgi#|AJ7kUu(3^zobYIhA%
zvXa&qCc9L9_kRzm$cNb?dJ+Sb#K{6zo{tG2v=j^1#l4$$J}wq?OVeg)e3>t6Iry6P
z1WPT)ggj~p&q)liH_r;rEwCu$7&!}ylut2|2a3`Id(pb~#<pY_ts^0X@7`>*Ta9&?
znn@`$tYr5`G<>k#I@0e=+=5MjQz8p6>jws7k^t|>4`A`J54!<T>#n;+9k#dDMA!H#
zyXv+D{#J85lubxhfNSCU$B)Dn4_yEZWi2A%`b^z~2FDX+>4cpEyqz3NRyU0*e(Cdc
zN$ErDIv4yeYou6Ez_4;1KaOLp%4joX1KNpvL#irAbMsv>*R%nv0^55Eow~&$$CRb0
z8J#Lt*5B`_K&ko6Wqn>T4A=&|2|m^<j~f$@;EF$~9LpLf-?5ko$Q^^^a%TGgtpT^i
zc{}evWVp~nCDIbL(S|av4y3V(k7hH+7Ojr@L`v|`yu+{=O7cY7jVfint>{L5yD7iP
z`QRq4YwS3$;W20Rw!SbT8MR2Xj4%jy-BW{8jl8Hcx#YjK6Z9jOTMl>6nZc)cR>;?d
zhUI?0Mf?S8z~Dx$0CU&XDbSkI%7b*H1AfVVy=rSG#PI@TLS6x8b<K7palGrgs~EPU
zO{QF}NDWifCiKgAXU@7k8-YsbRC1<Ht4bC$O(HK&3jM-&5kdn`SABa|IQn`0rWg;Q
z=|t-S_S^V7xt$H5(eidk!Y`oc^F!{DSOb?7G8{)lGWcuMuceYgx#3zySbWDMbmV3D
zTfA%pRq`Pe^!7<u*T<?IEP;OLO(B)B^-}QaGOVSrf%K=C;^?^#6zp0>xckd^XZUvz
zA`*UY<$B8TJQXT0o&xw`tzx)9`+WnOtMHyXzO+!DkQ~(8kfR)t3lD*&@?Y=1r5<gZ
z+&p}{AXCU8Me(#qE2{l{mfC8^<vYlM%eG&TmM>Ipw!O@jF&9nK9rM)t09P4mI%Fz6
z(oF*19uc$f4`sJSKY~Z70-aSqH<hj%Oi@wf<-xf8WP`@qBV1AG(zMJZ3^Jj$jY;`b
z>n8Zt(y_^Rv0F6$q9s3;>SKeVRz_u?z}pnQiOUT_ob?>vj`LdmyWm7!d=DP@V+Q-R
zOa24j|72`?YH56aTDlrM(rL7osE<$&0IL=fK+IGVbZvT+eVE7*YtnChth*=~%35+C
z;uk=X#}32@D%y|~fz`W_VPK7??J3w=+Wy`{s=~{?KqgN!?Ev~L_A9C3`8@)P++7-0
zORrI)agbh$3hu&1uCe7O6zv>e2P?}2X6;Azd*#yF3U_VX+sua*?9~x@VU$^+WpBb+
zH;dWmKEaB<W0rELc7Btp<8O;2BKi3Kx#YjH@K*DcyOhw2e~nt*EipEMSFK>*I%g?L
zSj4fj>Ej4?cNx176}95R0A8wr(g$jlkSEP-hrcn!Sypc*-GPd)^D{r7De>rWXV>KA
zv!~Z`9yw^~|GkNfU}rNlJAXB*HPn|0$_#M=w#I9wTz?GcQ~jvurh6XoDc8MGazQXQ
zQDj3u<Tl&c5_4Zsq@xXdz2U<d^n(Vq24TR`G?lbNI{aDb7t)S(0m9!oaUjJsUQNJs
zPjGfE{F<ZCu#brmTd^5w;toI9G0PHLOL;t{d3>b|rJjpju=}W??ugG$?n|S9h4`6a
zfP>)K$1zj^buN!>3rwtbPnMXgUwklC<55pyJE*=_k>`R?rj^9aAESW3i-C6WjblLg
zuK|;`x+btZ_N@mR#kyAJ_qWSzuLr0%kiGA%OKckSyBPWV63m#1(?)uEPSZ(W*?jDx
zFjrjHSPufN4~T?3%1+Z=JhaG(W{UO>^ec7h9b}vaA-z1>Xu;@Jm+Oq{kJESFd5){4
zg6Vp;-@{Eu?WC85&2Eq6kg}ow6~|Nv8}+A>1z^gj+`X+@;;N`y3dV##3}0afM8L(!
z$1R)NXUM3#Ey$=!w!hIt>-v9`j~Eulnk%$5NMgCiOw4AWiUHMTU@s`59r%*cMC0h!
zHUG3FjemVqQGMn&=%C7eZAWN|;<CW(Pn8_$h-Zh1;Yh;VIRw#6AaVyDKozbcif+X=
z%0g!e=+4J8Px8l!flo>!7Zeuce9-+Bkz5M>JqSZ-_mWV+0djgx5+~%)J02La2Umc5
zO86jfuCb)JhceT#xA9{@X#qmqNz~uhABFx~`j6D!Md=VUE~r#0QF2&oAcfNB7}){+
z<6NR2IK+ztFRR=dc+$SPDcZ)|7WO&=`m<@0?NSSs^P4oRU#&tsE`o`z$2Li7KL!x)
zkRPh=NP4CD4-&Wm6h5~S|1BMF7YM+IZ`$k@H|@eXMx~rF)_`rMNE4d{DSo;1Py&$S
zLUE}a*onb8Vl!Pa;(4o3I))7CNVeV5+w_wEwovSHLQAFhS1DxfPNn*+PZUN}9tSzn
zPH`UPMDhAc$Qc_kkaJB}+-#6*jl3!GIDI^5-ck4igWzJ2BsQyUCX>ava0p6QhGgZ)
zEr1>^^-xhnZr$>GP@SsguCxlpmfFse2JN+(vk{Y0NmM|M(Z>8PpDx-{Hc$#h2(9=V
zt(w48!a5ibXSAat=}7fB9Y;1Ty6Mj~OknI&E_{_b4zDLfun*)gu56Fjwil+XzEAy*
z)Y+aVDIOg}EnB<{Gd)$SkToR}x&U{73sxiqxsG+gX&*A{dTDMKCE_OR17iRB)tvG~
zvncev&Jm9l;Z^DDjp+!*_J5*jp<X0%(+duccS>9z*M^;>iTbpWSC(qFyuDxXsTs2*
zSTB?cc<Ex^&$bACmYT0s(YDC!;Trqd!otJ0#DGdn%v%PYF0r%fV~DcJqYhe-d}rBH
z##D;g>Zd!<MNdNomky@+<N=dyCD=^WQ*S4{`;p8i9|?<?mADtyH8q}rxNTpTEym*v
z#y@j?GvVL`A9z!9ICG;?AwAA<B2<`+kgrAEut5!p#XK_=Zz%Qiq)9(A7M?yuZ_opH
z|CfeI!AQ`3C0TTrdGi`^WEQP+oEtUSKR}nnuPh2-+p^EwK51fz8e1#>{Swhyx{#%M
zgYjBA?~{Bw!dS*cS?RS%Q9!++>Cz}G%9^-yM%t%*%p#U$L2=Q8g-&NvKu1xmoX{4(
z=fiJ*)qemVp^q9wOVR)#%#Y^M>ud&?{w)4{naE=fc()LnBr=zBU3-#X)R&s)!<^&c
zp!(Q-WznuTb8Z07nWaeXTLvU(YgyKPW%hfWKCY3t0YYpHfRwX=`nlc!p8%G^kOL@p
zrmkjEP&~LIcH1eOJ0q(2ri^fnCEmda2zN2ST-@6gjbjyzy{v%{_LBI`ADeDW?UJ#+
zLJenl6Hm4n>QZRm=G>gAyGYVGh%De+z8udeNWCBi!%o8{(YgOYIsMwHZt;^4TNF`_
z90)W@jl8#!**&~*P15fmE*c)+)5CL!CEh1hiSi^HpQRODD6?_(nicGFq`9)^wEa-%
z?A13INhu?IDx#w8@!*^_GwI$fvY8Fnt2!&BjKv?j#$Skf<+wJAT}c&~>x_E_-x(bO
z?kYCXxC)&|OpY{kr2g}OFwz9XAjO00P|pZdS3*Q5W8vAj4=OD&zIKc(e+3R*U*9%b
zWjO>4ei)k>Cx+~BrZ?-|X>v3^&Et<ff6cmGTz#lmkCOVOpRB(XZ*bHZPWLqTc17t<
z)R5`HP5|^XLYT5s-y`X~m;WkGLWe*G0A!g4#Xkf5BDK=~?q4~3o_alRPcvGAyS5vE
z?o<4q<w}R$AK1v`$p#Q}6~;&KI@^_2f%^mYF99e1ho%?c7}~a`3x1&qQ%ya%CHwK>
zprI6>3L}tdw|KN`4{8J?)$K176A+kXF-WQVgyC%XXQO8Cpdtfjf)(i;f+8IVixHRu
zZ7?b=<N?+<lCL4lt@83J2is>a5McY{0M8(2nUXTdO{)FvF2UZ8;Ov*n6eyz_Wv_%x
z@sO&z@O{PRGVmLn$$NhHkZqU&)_vCazIIw{*bjK&Y!1QW#ZqQPZr!~)?euIkiw^xt
zZ1|r@E5wifdVkPr-4112CD326kZ(IJR~R`lB7zvfB^DGv%iH=L)%x-0<ki<lxyXq;
zo@S5zjv_@seIA)G#1c%Ux+&Sr5%gtaR3p|C{Ul&T$+_s>6ZQ55hWaX`mwk_;B6oft
z4;ekU)%*vTNCNNlK3mWM@52VCRaIv#czy9yB;KMk<oW-9kHDlXBOq7>tOk#mc-Jam
z&sQ_s@N-IEDn`1Zo%;t_5HBRae&V|rO&T01?k=IH##Q;<vR^EIi7N{8>p(vWsOXPE
z)^nYtuiE3R&uSP~EN<+j9gH&-hiy-PnIu%AyOQ7!2ae~g_u3IjVJ_z{3i7CxO-E)R
z4Q@b_1~v{|wK@Zmn=Eu=JWGwjK}j}H-QA^Mijutp_`P1DFwa6^Q?N74wieKX2{`C;
z;_#krcOP{XrV?lqv41^()#z^;&G#ZX8>LRvup78>PAQp->`e5PAmLY$1q}=ScvD>3
zCuuFgNgewOVH2OyqLMJiTN?i=q)gF%c<m;^`8H?Pww3S?9i&UM{V-d$MEJZsxtJNM
z)KuaXH&%3SKVkA?pNafK3LSZkTI{a7i;rlDpdiO?v~`}WBCDxkMp{{rPx)6*l2-nc
zrUcg&opV_nNn{5rZg!-;FLL}g@$;8VY^rZ9P%`)gRc#B6+QEQH@FH<OX(Q4hgAe)d
zm)^2hSdeCA?#skYpSBrONKFL#B&|k01DZucgcPSuM`{^Q=Mf^sXt89D^m?U@wFC64
zi8l)aw6z>JpjQ=N^ZVU&8${4I`rLfcdd}1$I2E%~Dyz$GRQVkcrKgrN$A23TRN10^
zT&)a>=7GwOI4p}1lMRl`(Ul?w)vse0%q8!c_Q{nX5<Ie+PW!1DB}4G+@5iPiWpby=
zx^;O8-MlW(5>~^*orR{caUhhRGOYhCZ9PQ}l$31$5()WiGwpw`HWI^PCy`)~pHuP9
zRdaxstI>4yOKqK#^V}@tT~~eGr#2icPcL~AW@iKL#Px&IV}gV84hsfMPYuvN!24A_
z37X%HOo2{ef*Q*Z_l%^q<kd23@w@Wt@(R~=liV|PC{2ro$nmsLL~0fS{n&fq7v&q$
z#ICHuU^P&;$W>(&-xO{9=00*dYvTB<Ea@k^e16=e_g~INgnV08z7_tTt#9`)P#a@X
zmsfL$WpoWoJNKMvp^dnObM{w8nLE}E+gM)8H7>FO4;&xHLsmG}qvZ@DM;+3l3IWrk
z$Ql`3y2!26KY0kMamP7JqE+-N5R4w}?%8?3bUSURpMF`k3wDS0vje|5^rKbEy~&iF
z3yLT$i`to5zJB?7aY7v<@vJ@0<@F?M&TH`@t8JR!EzE582gmm%6=7AGO5W!$Ak=4X
zYqsL*A6i0vdRu0u8G{jQ_Ju$1+gQ(^?8u1mFtR{ZQR6+c{%;(nSg+}-+kAvGyn#E5
zdbKr~zRvT;aJoebrI|2e>!jS?J<3GGJ@@fS<#tlYyw`L!W31M7{GULqJ8OaYcNMRi
z&X++-Q?GjUclg|O_!Y+nb0&+%z7B)(=T9foYRe>(bMd}m#qy{tUxObJCIbj|BIddu
zWL>?T8F>W%wP&#)(oXINK3^rBn!3+xj^Sx=043W&;h-?T(C(F1+r{irzsH%;?JK>_
z%<b%7Q4!9&8D^^tp<6GyKGq4H2qet<q@UG)FVLe5H?Gc15$#MrjyJ2P_E4J1kHiUb
zHSc3hKC&GrbH~MOf?6qyBV@m!#;(1(HR<Wgwa*?m#4ZCt-EdzjUWuLBft)I}IL*{@
z%BhC*qX=hgmYF&Sjn6{#zbVO<Nbv~)%Sg!``0Ob&_HSW=9{-aol<3-VVfnALNie>V
zPI%k))0~je@7=14#2clXqv%ucbco1gKCP2#9hXFJnG>H%7lO;yy86pn6}u1mu#m#8
z(|x(vVvjoX)`Xm-S=_muSh`y{v2%mbb>Jw=U8K@JB%8&3c;u){DIWK|M_%#oEo@M2
zz?7?X#CO{HQ&RBkMX(oF@{bj<3fAq8(;IE*;P136^OT$83pKfBXoUgH#m8n}Oj!Bj
zu{Fj{i#j)4ukcyPsqZJvE)%<iRr_fgMmXqwtP=XE$Kz&Qsm7S1Qt7yET{#a=E5kVD
zK*nCyOtw>MvcrKMA)zfxjo7E9l`x~R+7)q(Yu+>Ekvl47w>Lq$y25_YN&w~Mf?uX;
z(5o=vVwDx;C2>9F^?B!5hKhq8$Nq=Hmy7<78ZmEX>%ZnBfP}{xzT{}#<3NEQ%@f|j
z{{XRpTT#M82%Wbp4r~PY%JqOyuVy;0Y4e&LMSA(zjCzF?&LjlzLTmYg^OEs?`s0Av
z<V4>~AZVvNFasbTPX!EM<WTHmg#+mPt?J9AO-rN&Nm69*kCeaZrb=2RM3w*LFOzU*
zf#9*)H))@LbZg1Vwk_2W>N$}x``kqi`wuwuYkG-&IO1dvzmu-Ujn@8CY#{qFm8S-a
z@)Y0QrY4MuUsJGcU`=-+RaREYvp@O8#K$tJn<bKkct~EFm&(EFibJ@(eM~ze&YFds
z9KxE<<>T5{ZkzB;(0Pn$tCq|#Obmi??>hg8{ahXyaVDcar&qDuyNJPt`m(!mxm8X1
zTDA#S`nuEHC8%X?qN3<%buE>jHXEs1lR&xf9oc)DqW%GZ={PavXy~}(Pt1AFx0z2h
z4gQE$@N1EoU`~?-f2afQm?$KI9<K>MKF*P<Ph6&KBX<OwgV7gjZaA&AcIs?s5T{pM
zn!X?}%<(&_H>ZvpUh5WXRfVqj-;{9;-0`N)XlHYXnF$5-X-??b_WD0+yu7914rfJT
z8DokHq2T&2Y_+~&geAxDKjArUcXAMg*AJ32R6ed5kgI})yBj90!VoC4g*Yr)m!86a
zXa|+h%1%pdPonze=HN_YOsu;YD`DHU&<)c`iYu0e$xB;)sw`lQE(bNO&ceyIaIKN*
z+$x8khz2Rbfl21APnM`CO16FYPaKBzs2k7Ko)ZW8k?yyQR1`P47VJTo&`e(ucoq~B
z+211fL?;=>W3Sw+4w>r4ln>w-w9UVOu+AxMyl-nwBHr(sotGNc{WfyYHJpr#y89;y
z{NsXU+BjekAJn(-I#m<flJ3B9y;-)hi-jjYzja0ezli$MFnNkg#Ks<f4LMk3D_6LC
zQTnekuLiH}>^>tsqoyMNF48)yc(r!TRgr%#X&mpzZVcE>XrJst6-f%-!a_perNKL}
zq8<Bg{^1!2IbWtz5d5LEdZdM?t^pMynbL|PCHko<td0~lWB3oCvu4H%xFV)h1QL9t
zS2w2+^`^9L<_UFaX11d>fojsxAArp@rBa)}gdfGLSN#LbetUwt)Di`CkE%}drC{Ak
z(CK`iP5M1Q4M0UMeVfD0j;1kGJuoJHqBO-pkx$^`s2bm-y?o&|(&Bt~$@YM&G(}cf
zS?9zn_{!;CVmEbtw|;(fy~m{`o6bGSDDn$o3M*l>Njm4()|smv(4jVM&xLo-+9{mK
z_jHPd<j92&dkot<(jiKHYQWM(qCvOGc2GB-MxtX2-6olYBQ=!T>7SGRtWB)ZBLSjJ
z+g9^oa-3;=94@|~nXe~Ba<pRPVIe`?W<2TxN#)Hum|D?3rsZxli`FJkob}nzf+>q-
z;d;TZ+zhof!M>+6?l%y<O@WZ}3fYqK^w<e6l0$>RA3+gw<QGgz_r)iKLU!+A6DkuF
zu;kE(P$h&IgX=xFrdi&Tit3zJur1|H413cpA{$8X7!R7PwPr5PPEaT4WSORT*2uIz
zB`t?vd=dj7X(VqaE!3@sFJ;cRH0-(Z8|b5)`;@{)l0QD~Jp;4g#F{T|zq%<4e<fS(
z-peAoOTnF$S3mw87SiEn&1<fiNW<$ds|=?j$?b}A6($eb2d8`DxozK_rf9HwM7DIu
zuFG!^zcGJ(FTyF;Nzpcgaa&=&q+(w)tTEWna!cKGm>p>`{@OGfF~8c;Lsv2qvTcr^
z5MkIuh|m6u7hyV&JzGK5CySQVc|NIhYqo$y416wciuoZ0Z(0lO@-tb^@FRNFSmgcU
z2yc+gl;xQHm7?0~1XA1!(5ZFXY{{*eK}x(>JLB}S%`eFDP3-c?oKA8=!Q|swbDz&X
zc2~YgMI3yx=xG;*pY^E}uC%#f|DF$yvD4pz0MUowY*mz=d&K2>KPAjuel*r>`+(>=
z!Y)LDu7NAUI=)>=R}35Lq<*p&GMw+VYeEvcgs@PmBff})kWECCc{B8ogWP)TYi|O0
z2l`BgKS+F*B%<1^I%xcF;emLMQ=(~*XTre_N2vz7#c;*d_7AWY;jG^)PW7Z^P?gwz
zep1<W7+F6@^TBqxX;27Q$7a;ItH+soV16Jdm$oRwE`wJOI?$*^c)(tlv!klNDQgzt
z1_fUZ66~t;E=!k(vyXMM_E1{qNKv;K@F+mNIAc!ODHIPaOHyw&<-W|i#pGvwsuA(8
z)MKH$9D9WC%4um_1(n3Qh9ad^e<c`VKcE|NHGE%cV`ulR$|T7{XI!jl?`=aag*BM@
ztXo9`)Q@E{&El<KTXOiv)OL|C!%meCHA=!#pI(R;|L;LvVfOFMrWhQ2w63$hUzgUa
z=87Zc?feO3=F^&CRe!pk_(#=r$)o*6Nv`i<&t5zt=U?*5z4@Cs+`(Hkl=~5W7uR`h
zBf3xpB~(&Ek_L;R`2revCK#<kQLHH+uPM(TCoWT30zk)5cqW#ETu^L08I%UF#XAqq
z&`3Epjd3Wx%$vhjgL2NyO%+F%kyM;Zx2wY~(X6EKQfNvF@j|7c>=f2-RMF8TE8_tU
z{Er$7Z3Dj@!ca4A%SgnLd_LKwmrw0Y3-X!eCdSbSO%=bNCz%y^vzsiB;h*(h_wWBC
zL6EsvtCx?W5D<S%|HaxA%S5Z^irFn)wvK>^h_~|nEYXby2QXMDV7KO1vv>Kl$%K{!
zbL@vBw?tpVAnN+!^GF*@5CK~x$%hbRVM*UGgh*`A*RkB;g_vD+>-7vr;h7K#?=}gv
z;UQ>)7RUMoGTp=2rRaPTJ4~UUshL@P#hCR$S@pr#qYh+9huR6PAxNbqZpLaGiTR1z
zn4xLQC5w-lAq9pKwZ#s66~o(oOKz10!uAci;cWGH<mCd&L@m}QWpmUuYrjDYK%&Lu
zb04M<OKY0b7ogxAMx)@a>nmD<hfNsKpx_HrO7w9Secb1+RY!$$?^bh{aq+a~%ADxl
z8s06}kDf8XW`TQ$1)kM~#AeGc>Yd_JeMIgyyRh>Ukr=N2WxrDEW3H{%{~DZ}+@iN7
zoN%2#sPD=kJe|}#KbsFS9m-W`ZCl_f3>Na?H60C9v0jGmX0%-?;4=m6>;~kQOzFMg
z2urdVyek?wF=Os|how~LOaMsd6i&2P@_^!J@z$ku4<JD;LrrQ%vZL{{J)-Nm3~6vo
z)(VvoA60ZH7qf)PY{N76eVgN&9f<z;()bfc8vOhfaS_w*J+iZg!eX9zLN?3y=dqw(
z_b@{l!u)<l7rh$CJRPYff{@?OXhrwc&Q?4XE>W~vP?aoac<aSkJT}lph<WBoQ2k{3
z53iu6<I@O8yi@2%D2(}?$H=8*U|9P{BEe{Qj*wN?Ry)-fgULWt&l5r5<pRpqnR!#a
zO~ZT0UeBkbsUS>;6{dB4jd8{Lc(tS<p2&PrDg8GxJ|K^;iLU0IcAuRCu1h)lMHZ?9
z{Xz?-F-NJN$o%p<FDpsd8;S!dv>$g%*RGs|10j9{K8J;8JmTjSsZuRV3*GdACvno)
zU3F?#3_|TkFc+X@Wfe<7xG2W*W_wl2Gt1l1ZUSjG#9~Di>Fni%7@hBN;sV2J=GcRT
z7wLTGCQ;%ur5VpfVNdCEh_k16h^xOR57&%!O{yT~G2pL$xi6yCoP}^tR$H^F$g23j
z=}GYl30nF{)V|W$S88Ryh&wT<>V%u~l@wDp*?4KO^-Yf__#UfMX@rYi_KEUxF%#_&
z_t{#?A?&II{O-z$J!fYFMK;Z_gbs6?3xy_+eJMzp&B**Jj&y6H(}{QMp7}Y72D=dT
z!V6H9t6R{QD}Pz_K4r7*XOmyJ{XYOsEB-hIh!Wn~KxSSoD7SHQ@h-yQ;V)tMA4Xt|
zB@_nA?~gHq?ddcUUnznn!g^j539J<Q@|pd(*%gm{@dvEAFF6K$hu*Br3I`UcfE;;c
zfOQyCGxN2V?t-f9iL{@@3Y6M_G#t?CBtCDBl7i^a%SMJ9K`pX283T#{T4&kWI1`(a
zA$G6L=3S$&KZ_gj=M3{p(RilB8?iN}3l(4RJGLZOB_xfw7Jks$FLLzp4%?l6m)Ez5
zE>uy~<^EEGaJF<R2s#F(r);-!6`NWnZ!--~@5QU@@o^DmQ*|@z9jVcz;+c6qsdz;@
zu?<(v7Wv)4D4;@+bVo<_2Zy1RSM9-94Y#KcDxZr%e41Q*=4M?;7e%4b+V}P!$kELg
zB~8iO%WEtL3_-B^NLjZgmq4o@;kY4@17oOaQP2YltoGLFYh14F4wH&P{F=eHE$#8@
z(`#xi?tJ|bpfyR|7Ws3Jia{yfKAV*U)OQKEhahS<{Vj(<p>j()UWr>iEK<t*q@~h*
zGm)Y4XYRBQez>8TGpGsk%nlq%7p+LPZzG&P!*=vR9Ms+gL5D!}e*o;H&(@QtB(I%?
z2vY$ilGXoAyBBlo;tfS!s*1Y`s7E=2ickp3n6=n-2M!VL#b0^H@ilPKcwrkVvQGKu
zHypWq%CoeDQw3KQXVxXD4~a5^WgNq#`ZW!b+V_966bxFz(+DkW81{v%8?qZmYyze#
z%^10F*fTOR7xL|Y8Ob))yJx1Jo4`!eaTSuwS#>A1h*6=kv27<iy?8P2X{*V6xm42=
zn_G|%hYAx~EG29UEB>l6M=X76#Q(!=9T{LCob3E|;DDu<4Mslz$5G^1L#kA$I_UUR
zU#C`dMA+y?+1Il66XBs)mXQ&=vsMb#l3Nf@_AMsipVQhn!#C8{>4?((Z03BokWZSt
z?>Wc*4`A`}l2Al9>D?N`;yjG60(%r!@gG1L8Yemb)O`5PaLT2XRL8{PikC=Gi+T7e
z!&wPkN+r6|O0l4HR8|NxLzu1*9dV3DDu@2}^<9UKy4+5{bO{7Ju2$bEza&lcZIv8N
zMD}tX>yhu|a&|A6UK>(uL4UfgRf!>Arr?Zl!O{snQkN}OTX`jUgHV$2dyulPB`NP8
zRWv#X3<_RpGw~w+(9`;L!NFG-YyE=Wlf}QMYK6_8E$@nrRmn671UJ|+CczFAiR^S%
z+UQS~3!1&u$-{Ws=;<7?G`HnHPzwdA#$}n`sl4eb{@`T2h!`E`SHtkM(N1gwGT-bg
zxRFRk#g%*kMKusLDd}DtVP%xPFh+iG+?XGDYTAO=o_e!ZU=6WdLrxO5imbUsJ)=4+
zfxj=GveDOH#s@U@S4m@?>q&0*8Y6C0G}aVDU}E=hBpB`FUS!8X*@+dqi<)6OcQ`Hu
zVWoxA#<W0(5j@lX>V%t^#35G^q<Oijt%VaP3|+oA>S1fBO4VWjK%!y3<dPHM`KA7-
zeCJkAlUWE*EQ{)y#&NNF?TlnO;ZtPVU;8#+D30;4E{NKYF~+~+X2zPW&*`>M+jg86
z!iGska`+_$l1^4*W~wS|Y<<v9!X!XWkq`Cen#;EZ+#Kn1jk7ft+8^>@(ItPf_^E9g
z=e1c)C(>*UZ`V>?m7F<hSuTA^G!cw|8$ZI+l!ZVEU6%As#XyYfyzEb7&hpp`?oO<;
zs7LBtIRw`M2fDt*uv<qei?p%1>TlysM+WR}fl?AOhG~-c7el#RqBBoxH&z;&t2!te
z@9{_O_#*8whHIb5E`eTs=xS=v_#88`SFVu*fs-5LujqTTE!p_qx2_y}4IG9L!qx7X
zXb{JIcZbb81he{i=38(YGeN5u!^5calryfzQSvto?`;iYzVMF3ZoVO}EcHWKS0^t#
zOhCbdPf5ZLCX89;KpQMw4FTl{i`CpQ#zUD$)uyO?dA=HXuic{a%--swMwR|In2|A3
zPyxxtE6!=&o88<A)cDQRX;;ZtjpCoF>GaRu4ek%oS7lmMT(5xjSgkL+8{-JrZidgJ
z!{{zV4*OJdm1y$IRHZ~8SXy2#4rOX;S_^;k3`^URe=L(L*q+Qej)=qVZ9ByzLeFPG
zv@=<9&mm6PIJmE0T5P-ahMT(iZYm4vIg?=In;!TZ&~QcB-0|6JD!-M4ag+u@QMLwo
z2S<4IXAwRlPoR3D)F_R<gol>*<(g7gJt}nxD^-Jlc~w+isff-y)3INwLRO-MKZ0bI
z@R8$sg&hsUHaH@I89rx<iF-9Zhu4(opEySX-Ry*b+9X}q3XF9>2$Za|)nK<@5He7)
z+pC6=4Bu3);2zmb`F)x#0#qJ!3+O`1$k5EhXvsp&lH}I_PQAt{6#-@StWI_qIoUs>
z5}8rWC`c~Ei7sHEjRP*U>p61k?_<lli+w^j8SH*yKUizq8aH)qYm)C)Cnx27W5^Fh
z{^VW}_z|g61O(LX1Oc7a#3zD2M8CCuA8~>`Ac7Qqq)&^1oVa}N<+2wBB~@&#{9y6|
z|LEZVX<JM2i&w(Vw##PXfoj~zW1478z~K7C@NPGirhdsdJ#kr_!0%+#+!Bn60vtYw
zTn24B3KI_!XZpi#G9MWUx(&5LUv$nWXrKO-PWdW2t?n}srjn!HD`q31Fik`FbOKd;
zbRlmm=2uv?yRDoRv&{II1IR#mFG361TkC7O@1k8&4JYZjp~T?I8h&H(ecaBCfS%s(
ze6!4kGqJ!nEqR6^2N!~Y<4_c+u4=D@SIPdeBe<Mtiz{cad$Vk$lO7+NFV9T6SAth$
z*?z~6&7~A^#Hxp=%jAm7>&vR<;<`y>gwl@T7sin&AMKgB1(G>eFvALpNSo`sba;7Q
z9T~$e#E?olAz*Gbr-9cy>zxxv#KhF=q!qvZcNGIP8X6kT+v+Fzalxu90RjO@6a~p-
zhChvbT+~MW(KXfV4(<mUKFk^`6}r`M<1B~B=1?I=?YmF3PVD|pL=hx2Vd@~gm>*PE
z{yHG1)v2BqNz;ojg)8HWKXLxvIs;I=D1hd92VXVHmiN7Db1I;Ek7Qrp@X~I!*kf47
zX|Hfvnb|t_E2Xt<&EHl4<1MFJ^-#4hUBmczPqco43Tvi?C#mg4i?@$wf(hHIYC;6K
zo1>+J`WjA)aEqlQ2zgZj<Fn0`Aft4(UyW#=8$ZScgfIJmvf3^_E??ICrbYLXY<dB4
zjAi|&gE-{+P?pW|0^d8HZl7v8fA-_*f79RdTwXN^*@K=B6)39cnhR>h>sq@djU9aK
zDftl;G_480|D#$HCE$`GNVR8z0lv1H{Zo)P3u~4mR&;lt0&NJ)H78t7vC$<Ae3um`
zd)z~qJFmPH&C>I}o5n%4uE!MZJ}_u2&)xUpT|6LqWgcvRj;qQ%GbM*;$=RyC(iJ?s
z!Q>t168S@x07Z5j`{=~OgVRTBS-|8xtrh<}v5aHSQFW(cT(5oZnGaN?FJ)qVJdQ1j
zhJ=d0Q;J*>v;%AZ$u-j(#sbVPEtf0RPx+h53h3&BxM@CROjYbP`+^vE>tad<B$i<l
z=-oQH?5<f*+bVivvDj*N8ZND2`q=SGaW^-1n?$pC;;+`I=HsjM7v=9{dog*rv?J1p
z{<z|l#1F+hM?aEeozjJa8@aNVjb~rdAmzm=fBXu1**TuY$%X6nF}=_Gi=e-vT&@Uz
zA*h~8+I^LQAEBtRDh=+&3?y7oG<>_CPl7*aehppC=7AVj9~sE+I7$SkU8mYk|IpxI
zJ2W2ya{>v{`;sP3w#&YXtW(zq+d*7a@`<|#?<8$DX&>;A0>%VplcMcD8wtcVT|;KC
zx}wpT@qLt_X5@mp=3kMJ4h-(Kg@27Lf8;*A`X%LeZi{xIFtrDm??kP79M~_<Mq9tU
zIZB3!nEXJrTZQ<eQEnAuf`hLw**q#>S4JRiFsg1HVtu;f<|q3*D%yTFnPt^DwA+G}
z7)CUGuPOh%N}d48Q_DB&7jm=ts{$lS9H>x?51;(15NF6d>BFLjQm?CcLjD1~+wQ9V
zJHNthq)3>UT<|WGBDX?Yzgmn{uO>tI!Z~$}Tm-3p?h`sFcz4UC^(4#nvtT;gCft87
z=)X7jUE6Rn2M*E1_X8rKjF_yfQhV}fo%K;MzVMpUt^;_p5$^piVy(fy3lNHVSb5h0
zom^WY{f&;P9ic^7VHs^=JteDwSQd-dBFq`nsWmb70b;{OK=!XXe7B|EjCoR<AAJSh
zf4Q6)XHlM6iTUE39sTliZ?^S4OFlm-KgJenrP8Jda!<Zty~8T)`u_nGLF>LAgMuiv
zw@>VO)F~%#uS(LK8f`MvT6Qw$a@KK=YR;cNQ&pY&t<`-yRcW#1HA^6%NF8Z614M)6
zsOvDfE=R2@l9|VPhMt_Bv<1%N!la!&uyAwfRJ=eB+lFz-t9}(D>?{Ld=BoIFV)1$&
zI*#?L_)Bj?2Jn9A4tv+G{6EtyC-8I<OJ@|4JGSO!1oic=BfI7W<Gp(?!-gO5hQK`?
zznx0l&6K=%;jJ>$L|sPC*U6qaR1&9*9<|A9%jS4u+F(b>z*ngF#u0Pj3&_VLF7L~q
z>0Vzb7d{P{da_}wzXsdqg6fY;EOKhCKJkBsr!gCrKr@;cA1%I>1-Cq8@m3%1F!rxJ
z^Ni_wdsTX|Ao(#+6(XgGF~(|0*ON>gDoFa85YgUvZ=E4O-XgQK&zHs57#wYH<ysyW
zInsyw)t{yYe;P{|>e(3lD^7@}WXYdB{{Y@U&Z%7;w>!EKgIbrCliJ-n%?zq{e-e?J
zp{QFhe=%}Yj<_`}ldRLeC|=va95<Fw+$tzg>UJ>#r11}q^!<B7`x;tL4Zx9IOE6^^
zuRb7y&S?g7OPP<EosP7{>>^|LNFU0%*a2yVI+0uVM9<;Kr5%6=@UDI_^05a6PHLDf
zi)z3)1-tsyS(L{i93Fa(l@yNS<_*n8W@b1iH8%~1oF26s00#pU7sm#S=8#;FF3`R5
zE57iVQ=~8?aP`8fGwliqIPG4Q;d>Y@JSO*d!bpbW&m8f`6>)YdEiDe$N&f(lbSJqL
zsUCR7KML|&PZetEx+pI8#E0bt7pLW2MVE>1(rZPOtio0b*#LF)#dTAqDv@$qBc_f5
ztyoH=c1Lc(Swl2Yvkr{N2_KzQy|uQy1um^Erd)r^NR<A#;<SW$k0Pqyvs+l)PP=zU
z6FASP6_L$jgYgf7G(WLVaxK2d>ZGYg!jtqh<<jYJ<%Ab;yAF2utt-o$y+THw`toVF
z9FWo+egd*Dp;QR*3@$Opt!E~mKypoNYxrweT|ZG%FfS1e8>l$oj8+}Wi0@rMz}#{4
ztJW4VybCcTl6mI>v}3XJ7_z9`d*dhdp~=b$FQ7WIa8P{=5{~iV12#F}Rb$O}8di>%
z6S7PQP=`F?xl^ZJO&rrfYdny|*m)8%%D+?EoT)g$Prb^ODJpTP(ckbWo=6$3eJ;|*
zM`yZov~U+V&*NDGDn@v%eI~@}es!W0Sq>Rl&H${Dk~-T3@WrYFG%yq0q?32)n$Xm>
zJwDq@-=slqjW8?b#F)VET$ZEZyB!|TNp-0#(?8sf0iVqFtl#aKBe9OwIDkmWAd}BD
zJC54wZ)ox6=^dN+{cEzZ2m5zTVf-@x07~-veP-(2)z@zaIK^*Tc*^!Wh^|s7OTyd0
zE7rX{E+P@b%9GunM}o)EjtY2rd`$I?Z&#k$Q4}fxJ<VdBM)F4ar8xT5Er*Mn#J3IS
z+N3hZGnmOB{&jnJ-bX|4PK+bTb1XF|I%-xle8zn$?nW=rjOUJ(<I^3E!GY^uup9m*
zS7BSC6OY2Y(STw@E`4)Y;?=BiW(g*&W!#u#w8)V8s&TU%W7jpG^8=1+Nu!I;ZPBqA
z=%SHrJlWM1T@lVQ-K&7}Y%<CqTO@Smqe13gsQ&Yh=UP^=i0q{xXRpnQ&$3ebj3d>@
z^QwxwLyEgd={!@QKAU?4iJvOwFyP~jz;Y`pYsQ;KTR9?9(aE`FCy+fpmFu1$(Z9C*
zCecPe(ruH>g!_TW{A<c3wG!DZ(W%Jc*U;AWqUp({vC&mJQgM#V!%_2XJ?g}AZH3U2
z#X}$}b3iy?dmgpUa}!zHHSNfW2n>6kl*hMd=42l^Q;s{=Yw*WQv($V;Dqcb*jbkJN
zNasG)Ls_?m)5VwYTgD@bIoK-aI2_YT`WFcEOO)rVpnIE*tMZ>ySMM#S3>fSncLufm
zBc)5KMR=C+=0HKupsV-357Z-V(gr@jR<OEOM$waxy1JEY?&e!m0ftpT{3}k{@>X6+
zECx<`8lrUfwgC?Wfx)fqJ4upQLktYpvZRzz?<sqV<~NE#U$T7J8&68)?px*d&2^qI
z%FS$;=%@MDA#wLB$HjjUo*py!tfEge<QX*5Dp-bVnB*G#QfHtY>GBR~iU#HS(15#e
zn6n2Sn5wW?+}x)4qGwX!2GP}zYSq1r4LA@F09J>F*nNTk2h49l&!-ivW6dO)RO8Jg
znCm}>9w57cU&x9cG6a&SKhCP^eje0(Gb~MVRb@QpH^}_OdmXVN*c_5^*0B6jXASm+
zJdezfjmm$Wc2&a0F?Ks@;bR2sc@^YRI(?w>9Q7UQ-hrd8wAWVV<|}uG7MWT@_qO&G
zRz_&^8Rav@Rg@Upa*{LXYk=TnYQ{MM2kx5cbWKrH#4u{N8)WkSXN+;cu2A#Hs}^?x
z-r*iZS5SFY=tWdzZ4IeaaQAPa^k$vn3r`bil3rQEENF~Si7}kx+PKX~0emr?#jDR(
zSeiSRp2gnTNytQE0IjVr#8;Yzp&U0NHYfOq#d;WO(NCAT>frGd)cJd!=kUrcnv~7!
zY)Ae)v{iqFx2A1wcsM(4S+oBD14=8G7@Df?aApar?&r+~d((FDQjwL-Mp#rckZ9o4
zs@N4CL8TQUB@A&%xQb{rRET!sX>(2Q>qav`3Q41!QhQNA5<{OgezoZy7a806SDVHD
zwRjzC(tIvH=4q{gZg;RoyBCVc)`LY0mGm{Y0Qm)EYs>qW<F!D~C)Bn1t*_Z~YD;ew
zu=~x5!q>(%H>|-<;yoJM#R|voj+Lheh+|+f!!_lINWlb(vXjccb;$f^xX)ORTZH}R
z0CzQCU)D6X(_|Y&w*_#cu=lS#wz;{N0OWyBo>FoTdZYzB{EvZ5(XJ%5)RIWqm4U`o
z;+@f3=~Zl}NG{e%22>tJ4{$pF06FJoDhn~{#;xe~LU``e%q<}Yf!ew0b@VC{94h-(
z--Isw*{31KHrHMiDb-PZPOKF*R=i;PvzKVfO(JuZBpQlu^(Tti)T4?ki@5T>V3gz3
zgIN-;Vrs^$IVR)S#<f3ZQNy*-n*RWHqG8QW!z+qmKr04jFbvb<A2l-sQ_y!bfa?4?
zAzL@V{wj-EC9bmFaZd35MU(Z$YQC)dF0etZdJmzUb}<6|YiGm0Jk-27YxYQDhHHJ>
zwnz^Lz70cXp=w&)tNnt;;&PpQv?Nw#--q>UCL-rgxsM%7Mrs}IOFQ|#Ek%2#Piu3e
z0Ma2)QcgO1)^?AHJUw@xx??Awp{@m^c+MGEA8}o7mhUHrWl&fE2sq<4)r7=4H94))
z$4(Cu^=h8d*U_)M=WUPgNULC}C0VwE+=|XqiCAvN4NWYP7{T68*14{8vN;9`6&dSD
zT(fcqJ?W&7aB4tODo~&Sj^d+LXFF9%K7dx8zKy9~1rS)y{^1P(biNfQ`!gN))3mK7
z@qAdfrUvpief)7++9s5Aj}J3yN#we*IDWOw&3f|RhDl^t%Y3W6@mg<U;~r*_?6G{x
zp@Og+{KGXoh$R~(jU-Hc*FZ&i=8r6~T9;X0aXohvU5|(Ern%A@S)>Kmb{P9tb!;rD
zQ;gf(^)Z=L@RVa#Qo3a=Tf_btaL=h)S=+Bt+q|>-8se@zHQ<Zs<%><%WQJuKRg`?K
z><I$7o9BC*>874XmPT`ycF%gtzs6L7is5Z`JgeF2bowhMro%)of=6wN?a&(LZtbSA
zznaoP^Ty^k$2|>Q)8U88Sx^xm{w(vFz4mh8zRn5z#*3#LbqmLq$!cOv6EtMU8*N`v
zR7#Q7yErYaq_mt%cWVw8fbGkDE1PXL;#+BMkypu#;fZh$<<^wx@}&EYbopYX+@dhe
zoN---gK4C#n$If3EQjw2bH#E94(^ol$I8HC!KfhhD{mC&8gSX0ct||?G44Ogvh~ju
zj}S`G+HU(aL#uFH*Pew0@@iP+k_`Dy%bvKR;IwB$Y6z9U@5U>xSl&6T7z4zsUTYN6
z5bRxxW3FpX*HXP`)cvMh$MY}Fcs1x@D=5Lit<P@*jg2}prOWXn-L>2K?JQ8ncJ2UX
zxa~sf?&iv6Hx4%;9dX*Z{UgP?o~bKX>JzNdft6+haQtgv&luw>N1!xQigDD8JR|Jg
z{LUC{*a11JI+Bkq2pAdX0=jFz3r#c=-Pm0#B64GH2>Ket7MhFM$!KOl3y{T0&my?z
z7ab2Oq#PZYO4C#}*8WOHtl7@vQZ~1Gqy-^IpsM!v3~x*%f>)^&m+*NPLNmuojZExF
zm(xi$`CXU><#!&Ht*C2vRz;IWy1KHlxEsy1bGFcNgPv;%ViC>;@XEksihaaPgAAk*
zPnp`qsXks(y2~Q79ogJ4b56IJt;vxI-|bAsdUd1+Y5LTXPbJ*9KkHjK=~1jtC~chW
z89dW5j+M}OUdkK6sELra%Vu@QsH1R30c<GZwCyaXmfy@kxc4;_u`k$z<DKAV@UKSy
z0EBzb@YbI_t*#_w8`*o-k!?GpTexa)`eR(__ix*H!RES1Ze5v9<Mqu~Uk=?vF=-LT
zeO9H8)uWUs#s{@`Vc)r_=wYP!4cj?dO&a}4IM_(X(zr%$zomEZ+dZa@dc<dRXBi&V
z=g-%UKDC}Np_Vn@l%LHT2LK#ZYw1ec2M6X1F;yg-tKjyirkKeIUfC7Ea2k-VG^RZL
z(^<Mo7u2C+&`1SrZQG<A_1ReZFeg=m({*Vdi4LE{kD#=|78M7k&@0URU#5=^_@S<&
zgguqtB@aMPTJ(zsA^?4=9}(!$_=7{1+=1qx-iOeN?Zm}2cH(1uo*k>(TSqUMX(sp|
zr>dVrS!0k^wfu;pc`fe2Rse)xa5L{&Zk}5M)O%N+a2?;mYx`?&6FgTkq<&;%D@fQG
z9kWTOX?K_YG}J!NZ1Q=MJgM7q^T^L?;Z=%AvPN)J=Dj1s`n}GpFu(go`_C`PD}VwH
zm8~9Lb<eTWgiv)?KE>aJ*H$`h)}oj9QCrI7B8giWIXT68mHoVJ2S9k^(!O@oZQjFK
zo-O%krOti&=DTe-;)U!`h&4M{?js9@c>YEo(yduCoL4Zq)L?1^fHUX?b$TVJdnLl~
z26?Vh^5kE-+{T0}jloZ9>hvvE1h-gQhQ~GOO+H0q*Qpom)sH>#$lItzo(WTsKDEeB
zGZ6y1uN-YUtb0iysmJGBxZoV**O`g_BRq^(@fn-mr?>A{c3I0F*NKu(@1f)I6%<gU
zY;gOBW74^fR*LeDxv1g<%NXstwlwW3O;-J2jB%fs<Djiy7U`CHRJvWQs;D6ecJ9YL
z>XdZ2idu^Q0K}=XdSaX5(%UUTZ<p;qckt_47j_MCqg*&(JfsI6wUy!b9%Z^`k#G(_
z3h9kGMp2VmGoloy2|`j@J&$U%T-v7{t2a=O&C_n-VUW=<tt%6oW%^VP9_d{UFxjt0
zufoqtuBo0Cyt1AAg*!>6ynC0{t=z>7Gu^=<JG|Dx$4nZA&6M0MQZ@q|20bgrdLBDg
zC>0|k913AQt5;F6Xj^dTPB^UAUdOFSg^p5(n%dDwYt>|KKsolT2G4qy+U4!#4;yV^
z-n6AP38^z|JylMmWcEkVUj|$^iEe<;7Ejmx^rEmn0BW~4zBj#wX9ZVHk$}g4HZSp_
zw8hnpTAa}|$5xGMyz$ua_CGEM=}_`2NXBYkD~^>mxyxd<Y0K$S81dShj2f1hSXw@m
zVvf}$iawN}({Vr}6afDKYB<FvO(>uT#s0N^wdo!g;4kZ5ZyCgc>MPN_EOHm=O>8uJ
zEF7Zao+~e0{{T?<^gXLm4EbwWdf)no2cQO_jPTD95BQle^{m*?u>e-5h{ya)kF7_g
zTZyC@6cRE!30Zdzl+zodVS%pp+eQZ55C=-Go*(;d*2Nhhnq0+lob8RocJMGMmm>o;
z46dXc^))W4i(_*nN^`X0v1GVsK9y;bTwF4+&p52dMph#o>Q#0e<kD|vYE9e<=DP0$
z2|m=@ND4s*HOw-pI0GiSPY!>fJaeu&Y;#*-r^!`Iv9=zsv8x)LoyFJV3$IU;fKxpE
zD+#V}tfX*jdsC4vd_(?{qY@l((zEs37;R@O6L5QGwZ%zPsVS|Qc)GExT2&*ncQMNX
zI5e3Cqs9$5kD9p-amJ)0<rSx(=o9OA1~^KEU%bq41$F80<bjvGk8ijC0A7{QXjJfp
zkJ>cXWBux<;yW2mrm)-Kw%nf8*1;8@h4hzSI5P~KF&QSf`w3;#bxVt<>cH{nDzBi{
zuE%NMFA%4PEG2^ZCUWhS^6+bORQQ>sTguR`pLKTNatKhrnay!fg+L2nu{;XO)LGj8
za?7!^)9|jjQHr9bx}KgV1xlV4HJ8NM(A|7M(I&eCRPcqPTDNsSydRGOu<W&M9_wD3
z8(1FOOO?J=k+4)_*Cx5GMOda=C(^WZlC5AjZCr6!MqIK?^5WE5b~CkYJIU297SwsL
zhdW()82Z!=Z6S;95%o3GNVeh}wDAM!x{EWTxR706M-T%mgl5V7De|e!+e?~7Dzz-M
zxyG;~gGro_MPGYCb9U<-v7+RV(lAheI;7E<q#%%Rag{k0i&l0sdK;QHqid%lNh*^#
zJP^GFbP@bSHsFMYNe81~3gJV1=N^>gMsblq9TvCa3yp1KghH@IoUjKwsv|rJEP0hZ
z@M{IofzKwIqvoMI6&Z57o|mQGS_@1IsK4*5S6$(mA)i8;IOJIvmK#;MHQ}+GIOO83
z8;LEhk)oB<ah;@!^y=c>YEg?;vFzhBDPr*PrsHcDuHi9V%#6D>$iS<09Mv1xi`)6D
zf~asvIj)Z4-%8ZtR*hac2+3vcee+4BcxuA#>0p}T;Hl~t3tV2xPh-pW5^qD3gHWCr
z{HVwSJ#oz>mv;p7Gk$fWs%ddpYjWDaSjL?Ta%(Q-c1w!MrnF`fi;J@zY|SH;&RF!N
zxfvZWK<2B)#T#<)M<TYRjywA!bqM*CVnrQ~tt*JcT=uD5L60iKIpt}D6?0NXR6bZ_
zP%<=)hd87xNyaM6fTxa>&&rSzTR`#>2i?awtt~pq<%!s<s`La5)OI8+623Eq<X5Tq
z4$$6sK15%XJcpcfTE)2PjjrJpBzb??O|8%=F5*u?!L7I@C08fwn(Zd|e<QJ!6+HLN
zVCouKvbyqE0gp=Pr1v(VE8MxJkNA^c<&WLtoL4?K0C~vzX1b^?ggPbBAH<ypdgU+|
z*!mGuUvy3@p_6L6wTZETRlG|9hgB(p4%NryS{4bNVqx?&o;id=;v%cSF{l25D?Urp
za_nasSEVYQtYC<p3!~>dGBet=7yUm@-ZAGyFvGbXwM7`2zI^A)>P~Y@rfLtTUo5Bt
z4nryE!1gthF(E<{QM;ATBAF&Pow?hdGg>;dPzhGz+x=X;?I)Ez#b+OxeZ?RI`Gz~!
zUEqZ>NvT4-%Pp%UXa_9bg1H6bp5C?Bcv)Epxw5!;Zj*vkWUUBkUqYPvCH#5^+g{n$
z0WQ+#91)R<_TL5G>DPW8vbTon87D}v@do*n{VT_{O=j=x_ZmQ(eW;kZEIDTNKaEz=
zHQVnGUj3@VMG_IUgQh_h(KQRD6Rx~q?4#KC{YK6vv~Xh?+r@c+fG(!Nf4z)XMW%d2
zk5|&0?bd!(!i*P;{Ehf_tQMFHue5L%ImUUeiV>1po8f8AElu5SBNvBUhAaD{+pT#s
zf(~<$Ua6~UDSP3W%tP)(ax2Q1b6H|jR=JibHOq54@k+^_#-U%hN2vm};<z^Rth*zZ
zAHgE-Q}q=6V*5|MiX&~NC7k=mm|}8KzJT<uLy4AW8+3>ELCsgu^!SC9zM>@k>AEo#
z^iToM>T1pA7fE5yDl02RmQOx7zky$O<Hc(qi4K><k9D&D0FPn#R)w;MSrq>O5)qHW
zvuzs?f$i3>+3jh8ZV$b8R#!~!t*y@mxOBZ~Bajg+Y*%(V^I2|$7LB@!^dAao_P3Y5
zBC)+u<vZXv@gdIyR~M>4+I9WKrNVBOHp0oCpjVpF=U-bHWE429Jp)*iMAag?1AJK?
zVt;vi)mbC+Bi^Gp>s9uQ;L<8Br*w4JQ`+h}g~iltL~^-dyQm)Z8(Tyao#T#zupphS
zp9hpZs`1oN4*2z}=DEMMQq`SJwcc&j0XYBx=~{M@$gHdwjQZCIn%l?1qT|%owv*x}
zmgjB8#EDlpUcaq+aK%%yN3BmCOGvg~@u0?|Za?XWCy#Sn&>i{DrD^z!Scg^AM6l!{
zAWnPYvcnH*;KWHvqiFLnQc|kib`CS?O>b&;eQA&FT<0*b+|6#`;gylSRN|dI<oCC+
zNpT^OhZ$<G#X25t;?GUOnI~<6nib(}VWZ0ZI#(s4W9_iu^X6Awb+l;rYP|#*ADwZU
zD;3n^`uDF&yssKQpQ-EODsxi9`7hM>Z8-k`qNY74akk?)?kT!qA7)N_Q?5=W1bSBU
z*_AiB<NhGDwM}OGeBN6ur1RfCg1P1anC&F<!L9!Q8%5>#p5Wu}VE&cQjw{EO=aD_m
z$G}>Kk^Q=mc!JbiTS&fGE_g;i#7BB}k9-{7AJrZ0*L9S~d=9*Vwa7y;NtLmZJ9^iw
zct6B;ULev3h4t4P8;e_sI>vhg?NY?GM~<@gsK_AmT}O;OGe3s)X)Na)j#YukBkNq(
zUJU|0bM|p3{uT}R?fsP}{*8)?U)jwz{6fDyzp|wN0MW5gNJp7OjJ)Ee815^m)AT>I
zMV*`<YPUCq&fXLBt>acG)+ZQ7Y8Mza)7<!ZkQN9=D+=<>;5?26IZiET5-AUQT#9WO
ztc-;mnmf@&04**lImI1l0myz~$9nW%3qCdidsm$<H;V84E_qMFt_4SP(_lZl8S9G9
z)`nng4sdv@_M<Tao^e$*ar=kk99C=(5b-2O`$U><kBH<1@y%WF8UcKMwTiN|M=EL9
zN2OceD%$nO6^V7NJ)O&W545ny2DwA6+$xm}anh@;+s$yS=f8T370g=IUFNv+7#zPM
zsCf*7FIu-d9!Q*W7qwKrky*Z8l~yF7BV&qWVVK|wLzaA2jl3%yc{to?O5!TIm{1&Y
zd)1q5Mp)rklyDd~y)x~8b`3#n;Tt656<aVg@8o;ujzmUQ9Z9Cer_XR1MgtCVO#=2X
zfr63+UefPgN!#r3ha_Nw#c33qvnmNWS)AmNlwzl?G#rubTN<XBCZBXav=GK5UCZU*
z)<4U?<jynRvXbR?2`3k3XxU%hSu1^(;o=R~Va959)ozIW?d0rF{WLX}fr^}Tpf5i$
zsS#pJ$C0s?KU12X*HgH%W-((Yjzv*c3d4>n<Z!_$$&?KG)3_qqYnR(ho5lg@id(H_
zd&!>SMH`zL+HfkX*vt_5V7g-@fm?bfgfI1r7M>JsxxgTBYgH%9%h2hSS^GX&Jq(l=
zI-D;YHd4&vp^Oucty60|$R}8CB9<)lRs>gXZ=vg67=}{MBvHxT4m0(tI*#dNw0TKq
z!(^Vcxo)m=w3@m(3xzSrQ_`6M#F#w~TD7Sz+orCQ!oCEX#1R?V_9!Dgh$X6H7Tu7d
zo7m?rBV~_nGmeI-fsyVjwAMU1E|qiroinSF35H&Qy{nM8h3%(gafVaKG@7uO*ft49
z@x@=3R7C+70Qy#YugD#0Xygwb!`h?<%2keYiXwo!ft==&QG-@2)R~h2oSwpkxlvbX
z8v0g-Z}p3NC2)ngCAwDLx8Xyl9gGrI>`_fS!)i~AZPbD=qZRA_0NHR|zweP->MLZL
zG^(5(j}Wx7niS<ot(^uoI;>e371{WcN4K`OEfOl@(y(+(VfKyK=QYz!om5`OAFUv7
z72FICovWJEquF-LT~4R-c*0@oK9$ewiL&^6jMptq*~eGoW@J&bNwrk5J%wv&V^GsB
zJnyp2<l_z*2v%Q8@BSUZY?g*aw}{MJ1=&G3uJcjdduG<Ne9<`CRMS*+y~phIx%2j_
zw#_%2Yr;6mjP*n5S>X1rgIm)RPrsVk#|qyo`h9Bw*K1^bD<dJ^V-Tu(3b$iv_REBf
zw!|y}d}jiv)w?^Ew3%4vW_h6$x76+6@V1p5rlvo(M1lyxjnE88NX|aBsqpv3aOvw7
ziE#pik+LT;1qyw^t|_rQGuxK(*zgAwiDcyTIXx?;*GkCjlsVxPmdDcOAZ_xbGLgYk
zkbfHUFBHaCRooXDtWOMUn!cL>f*Yq0fJu$HAFoPux}=xW8E1BO&r)kxQ)^PF;iU~t
zyNI!%%y|Q54l9ZvFyV;*0C-nd9Oiur^U+Y^xbK{fI{MUN6|85AT(%?ARbRvst8%0a
z(>!#<_=y>ZSYto<=&AH|CtaK#Nlr3qhm0gL>ru9He3T!hLZ9ws5-HTR2}8Y%nO$D#
z2nsVE2wI}R?$3I^Iu*T-aKkd>ilp31N4;~ioV{t~U4azNQGnrq>*y+}PbxwQ<2b0v
zD&($eUEXT^-Dm-hyBiy_4O`N+NwmAvo<2bP%6c&Ls-W*pn?`Cf4tAcRlF(PN)U>u2
zw-Q_l3K<(aNXQjoEi~t2y67nNBdv09&9jEiKb1=Jym;V{dJ$bQtgWg$qlt=I#O&<S
zIBag72{)pVwDhU>v4Kd*J#k!ATEy{Nv=OmXW0EKu)$-$P?lIf7bjKG>M%FsxkEWuP
zk41`7JUggv&niG3mBi=NRk*xYvq+ZA#g~*}oSMoPh{CbORgFfRPJCr(RcXL<uY<wo
z(yKAwEP4L;rFlbt5T-}X)I<HDT!#xgHnxsW4Qg^Sg3-i<J-Mz^M<871+<!XkWjlN^
zt7rSMkLO$*7c$$O(VSp|jCI9!;uK)1wb<>%Ml|WtYpVTEp)74~ZX+H{5;yz@iqVHp
zy@`W0yPSG*e=6`9d{M0GQ^?b5Hyc38qPYq_fKxPo5^8!@uNCY!GDz_q!DMn&<J4AC
z#5o-EtmMsocG~vWUA?%rnW8>(WfAtiJxH!v>Upj%8RwOxke*qNO<L6T?L$`7uCK0c
z8_v0H(rx)c_Q35~;N;}>HO|ZpT^CS>+fcU`v3d52{{Xy;INZJYuCK<v3buj>_3sZK
zJ4U%1hTeRZ{^_m}7)K~}UBkHbuH(W!Dt`|<Lppt{L%jJeAZ~G<{>Fp{0!KJ+#*>)F
zak&k8AC3GI4W*)M+AM<OM!4l9Q<D+?>sOwA-VaJZNRgxc)7P=2c)&R6Nh}^%S4Rx2
zGr{Ch9mY6uxPG(_;Jbn0uxVOZ0OtqZr7_#d8FZg(58!eAY66`7;C~tbRk(59r57QG
zBl4=p&`?I&1#;MMM-?rq?!1U}=dDmyC#7g<Ic-h=27Ydo&~!T+hR&05o<Gssr+$0a
z8Kj(FsrRm>2cKnntju;m$8LI8DW-9Gob(mfQNCJ#Kg{fMe$JKr{{S=Hw5H9hf9{H!
z=cqMTM||2t-{ci?<O7WNuEz8_q|Yb#gAbRk#{B&81I==nz|D6501}XmM#;Tl$Ls$9
z*RCiGit?xNGs~aE$QY1vI3t?7ZG796gKU{PFyl2*#X?C3jw%T|`>XfXbn9lhnBGR9
zhK&9AkFoqKlGJqXv$pt-_)kUyr`Dmi)Fp>I9HaElsI9wQX5LF<6tF0p``F?AjUn9b
zKW99Th&SUre`QJk0Hb1}v_1ntZl4hErMGj2(&Wk!$UbaTP)jH9^f8-t;D3#7$!!ti
z0<bhz5k#XuoopHS^{#ntZi<)IQ5eY>_OCqgBq<nRqrG|!<o^J>Y#!aK&%8)WZmXxb
zq;bcCiaQ!RkxBU1L68GZru8)7IiNw!C?hme(l?OdMoj=9;Dhg7_l19gxWT5}f)AE)
z^sd{(R`W-*bZkEkm84?PaNP8(U-e2VwyA>y4*24vf%e9{ewABOlQ6LMtonmIf5iM>
zoDTJX<07{_P{-|_gEfNPI5aX!l69p@Ne9hJooYmB+Dr)w{VDgBvE&s!dkUo)KK0P}
zTEqKmSzBCZ3zNlMdkq+g0>{aW@y<;a?DI@Qiu4a0cv9z25v`rR_;!qx8Nv6iLK{!9
zSji-)Roj7)il-Y5qblM|D@NdCew9u*!ER3-@mf)7^XfC~flHkAt9pK(miIR?$ONph
zo(HZCCl=VORJdp()5K8kZO0_A#Z$1G$+=v!Diec>vv(V<x}Ap|&1Q}mA9_vMrVF{y
z>v70XZVY1zHnBObd~i>-b$Ug;zNe<jlFIFJqvSw)S2b}PLvZTD1RN1nS6_Hd-QA6i
zx!arrPH5UU!w;oK%2&4sp{Fc_fUJKS$OmjK*a1o+!5Ka3XqR^blUmwln6q6gU8I5l
zc`7-f6qU_e0T|OI&r=s4t$MeBMm!~K6mf&o>s&Na_-Y+C`A40*VMvvm<|h?r!5%d_
zdPk*R2%@%J?Ula0D|Z_tb>boWxY+bN?H&v9``}G^w~jQ(H2qUgSOyi9vOUFm)Kf)w
z2$tSOk~92Dax2b0B8C3c(!e0G-~B0SaI2+b$~C3M=SuXyhcAsiMS1s$E!r!X*_D80
z;E{~ickt!Ou_HfqxT>U@oteEI9hua4t3^#?O?4bhfU+>`Ysa-B&ay*$8w;q8-Q&JJ
zYu;oZD6barZ2nJ(?`_En8S+0WDz2o|TAaiIH-(UpJK~ul7$o2wr0`FAe7w2iYYvnN
z1b{5W;0`^j12S0c&B(|&9qX*pbv4p#k}+!pi{=I{%a-G?u1?11?3YSpUC|TIxUSjZ
z((bLJFx&tbWlu~WdeWD~taM@1b5`7^t?JV2I=|avRkm%RR7b`!UDt#>brJ}yH56>9
z$DSClKU(6GNKM5>+!*cq&b4YSJ#B7dD{zuCafNKxPqUn*chv5d7Ih_g^*sy3`o5n%
zxkzR63v?<gpV8${v~1uKI0mrwM=<I!!VXlXa4Ob}zwtARCy%9X3RZS57;Z^&qXSb$
zJ~D6sEt6GzXQnNnvba|)(<v{J(1ZHchOP>D&B*NE(w*aVAJ}?pV-3DQe@e^Q!N#XH
z=;u_SYN}hUzVlPz)Su|=xadKzLAcMCk=ne=;oP7~$WK)V^{-EmW*)UM)+od5qsV?C
zLe`!jSru}VL>P}=aa?qZmEOFe{VUNvCqhGM_aJ9tlr`shA$O?Y{o!1aR%bIH#?xIQ
zYmjOh1-69xMT$<c0Ui3~WaRW?oDp33RelG4p48H<6Jdrb1ay~H8s~xaC64;cMqP5E
zKp7l*gVMC3@l=k2R<pKb93S2ADuuU<W}8hKX1ffUuAdr_0<^nc2K83KIQBJx9m_z@
zZR8?0;Hf#t^fk3Q@`i}&p^K?SS}#MjvDNL!xVV{-S(N;uv#j--IG1db5Oe+7#<PaX
z^LkBr_6aeSB}*e8PB|4t?VVVS;ehU^Al9E+k*mi~vFbW~<T7X%&a#cJzbWaT!nt#R
zH*U|ku3OES6KIjP`U6f|>Cj_)W9v~?zqGc7HS7CUn_C?&mm+^`%Ef?CqngR_13PL!
zvCb3#eX7QZCgE`-VDK^zHB($WuSe3O?40*1!me-PE=k;YB<7*Jk7d)Zy;~4HzNKs(
z(YIl~Q_vq;HF&maE&%J(0;8Z6;EFSB;pE#UM%Bj$@uDDrv`xcxRtNN`&g}YoQ%L5J
zi5UpXbRwGJSwSCoQ{r{=6i80ojo!GftHnMMw$gOlEn`U37f{mf#}B}GpSrr|iU8&`
z>l=+y@hvT4GF-@Zq7ULVHO-yQi+?SKt!E@sA;ZMu48G#3#`4BP!pw{gLn*-r>r&n7
zS6ZZ^T|(kpiNb{vO2v)`Y?=U?=R~+mCBL^HXtHjyN6y3O!>ax@TVM;osWjbM^GCTe
zS<Fz8hEg)FJs2Jct<*XmzMM*$Mxp)3=H5f>dZ**X8V)YooYSv*jEr<Rt-W8vdcKdf
z?`)(<8<d%TXxw^+92&%6L7*EGob{^~Icv!BdN8Okdg83<%6{1w7|G(A+z$5kH;=+P
ztGEELh_BF^^Pmr{dKR@d&kf$hP75qNR|f=QMUa;Y5p&OfYU#vE>OM&6tv+Z|@<Xf?
znb~ptCYl&UaK~;>BbvLS$L3wh#(r9-a)mFX1axdyHMF_SW<&-_rCz3$l;=3X^ror#
zxfnErNP1$DIo>RQPSez8q{kk$42zCv8PaH%nw`zO`gM%*JaVq*wFigCx2<Db+JZ|*
z+p6~!P7A56W?5m8qjfn9rvz1@sF@^bTmd2OI3JY&QX!K((Zg_Y_*K^t$~O;{{{TZ(
z9SXNk#(*OzbC7dMk}26Djl;O0LIxehDSk0V#cuT7zVv`n-0@d5>6tH~a8BiJ4N}3W
zt=OcBc;M4RJ1ss;!+xWk*6+{ZT)v<G03U>B93E>z%J5pP!C=RHY=fU#&awXhkHehw
zHPb1l7^TqZb55KR=zC^}`LToj#r{>RFvtfLiQ)FnpKt#FT*vaQ*BMIeZ$qWC&Hg73
zn@%|Bj5AyU$}$13Zq>BE4{I*A8pZ6E7jC(=xN<y^?0pS+Hou@tq+iJjGR+d4B++uN
zJwdNFe-k(-@fo{3!?k%n)ml{8#AlkdVW{0{Hy(YnZI=XR0ORwj?{M-+WPVus(sr;u
zUR^gJH2CBphG-<7pi@BS1md8~_J7&pQvN%>2M7Koavb;n09zFm2khyA@dEz<2S4#D
zlm7rl#YF&Ivy`Mjani1Rr?53hC{^#rdX1ZIeJVLlg52}&PET%?#Q1>aP7QRjO@ttx
z+;LpKwA+=AX~s5W$mI_t(YJ~ie8!|fn%2fcLYz{BsfyBLtx`j<(3#D2ULDiL)QiS)
zYYB0R>^vTSd<VU0O)HlLsomIkZV$7r<P34?T2}frP>>Zs9@Tot<`ML(K;YLyHfbWL
zw%WW_Ua1ZtZ(LVGNGNL)Q^8YNP6*CvBzdl>qP5)nih?s)Qg~&6KQ1fL!mD*r%`e&G
zVaWEZS~>1{9nXg)1d*Dn{fTgg?$@!loeTB?pnVn>$skhY3!X-reZr6m8tpzDSxIf;
zCV3YhE<ZC{t)RwLnN%KqDrb$fKPve^E5Kp>X{D%K^bJZMJdv~>JBsk%9J@!Wy}FN-
z9GnXEtrx_QYO{HLTY=J`*Zei6U*05=$NRuX&EB=O(WBKE{{RlWEeu*`+OA_8+-D?b
z6^r7Z2MsRb<5RVeEG#~BC#TZAEnYo0Ojx7FF@szWi}evbqrwT>kT7Uq_Oa)>+QS}{
zqBl}l_Ul}>K4D#7h|!kDEujK;Ao6Mt2>5ypds6alC1~PNxa}O8&T+h~iHg36#<jVU
z%H?K_%KGBAHC;V!?Nd>-`IUxUbCL~ube|6VJRtzXDZuNxxf}Z{4-IR-X3UKPuH;ug
z&Y!bsS(P|AtC(ILw9~bFYnuz%#1jSG1D>0!pOO~0xM-yQ6M}0)T(?VYL(GAI4f6n}
zrBpI~pk)330AE_gq7B=B4C}U9Tzd3YEiI2->&^$M6}zQsR$8okORRGb;chckydm)i
zQ}DVASrhGgZg9{yVeM3WU4P;IPW3PJ2qm+b`I;UA1L`TKVxub;uJl=&SCTw3=e0(f
zE!2^cA#OY3x!Co4`+t^4kbk|Nm1R6da-)gl`ewSLI$cjfHE_*dNu8dBtX}B~${mUz
z<~;FP`p&6wt7`U>$$)tP4%N-Ch#4Yv#!GtC+E$?VSMcw~6!B8!2eF-5(reu|Ja{)*
zX=j2~GP%WUd^Ox)kuk_3v3zR7>^2HI;FF(TD!+s0vx?$Tbhk38UzQl(Xk+isO6kPP
zKUlnbFUZpyI6Ot+wU^|3M7*HG1CF>g;-3(qDdI+xX~V8_UbUjK&83NA(^ASO<yBlZ
z?{i*v@gm=C?X<Yg@In16mafMQLxDec1o78385#Q3ff}!T)DQBLj+M@4I7$i>Vfgw}
z(rIlNVX~+4sN;>NbwpBKjuZjOHKC|z+Lntd$E#RRY|b*GRmMdFOo(bS4o5X48s){j
zq0q1+zH2$xY55Nn!-9F@tJ+C*EmfN8YTWC$w|4?&knY9@wO-OZPj#o>EYkxpUW!d(
z*@X;uV-;z_$lDYOYOK?}%T=mg_cYsDZC79WQy`6){m^RPiZ0e|D&8=1Rm*)cE1$L7
z4f5dU2b$B?n|+#l6N-M)PWS3(Dw1yRsj1*AxT4i#ib(?bid1L0&lT$yS8083F-X}A
zQW)4bT#o+$O7J}<;wx*&WR@{1XOu0pAIG(OSA@Q85Xi7W5=z^YM(o6%oRi+Qrz^(A
zMp_s@5Fp>7nUDOkab8U<g}sG)Z;c?|;d|lS07vIu9^(~-P0Zfn430%^X>umHJ*Jtd
zUq@{U{E<&0e6f?$aRWHbVvcD_at}&@Ge^W471xIKX)I@WrN#<N3vNji^dQzzP{VR?
zdy2gr<v@z%cSd`ja6Ls&t?70;bdffls>6Q_sk<nwtcTHo9e$JnkQ|N(sTNYB<v6MB
zE-jF<-P?J{!-5-YDfP`*i$J)&jLD}m-D8s)5#|s04}ZddD@Qs=LP!;Ialg{E=kU$<
z**@27V7h}DEey)UeMeDPa=|PT6qYxQ$5miKreul$=rnN9$8wS>R>14^syd4qFA2|j
zEG8l;c{yMOMRWeUBc7E_=pJXIct1(fC6TTtvPtCHr}xT!Q;$M%UG#SLOPp!eV1Ezp
z6raa6!}vIrga#nUBLwrF{8w_E#w)3%%8j;(=HC<GfL_@=Ht|AA9QkM$Kb3ju9GdkH
zi4jI@;*_xtq$=^pIsX6(^7d>T*Ce-QFK|)2iqg?F2<){8zTFF4*=`<mIU{oS$GvC9
zd8wk9+sd!BA5eWM0o8cB!ZzAvjlQ{}UajVha@a;E5=7nA*SAAlTY&jL#aqzoD`jvl
z?Bh+1!`sR?q4gD&Bu3(QWK=@Lkb{6dg#c1HQ-+{>8j$mqVS`LDka*^h8@eZqb*%+_
zt81?^*!}Bi)JYQ$b#6Z@n_2M&k*meMGze^Ni20h<RtU$}Y0f_i=7~9@<)8_Cz(xuD
zD??9|&8S-C08}A(?^$FGxdya!a81%<``N0F<GI!Nm4MUd3V16WaSCx69;Ukuan^k*
zc~>|FG0z^g$S4H~HKksKJ(0WNNS0kigRbNSOAO;9JkofcSfcTL>)Wcw63>-X0{{v<
zF)VOB#Igg90X~DhW@>Y-&Z%=U{nv6uQ<C;J>vLXp?0I_J^i;g??~g5#Ek-zWePvWE
zcW|cICdWYFebeqMmGLKnHJ=SO>)Tc^H{6~-nl~Pyg>!IEEDTI+aCjrux{D7J>L*P)
zSKIEQvy<<_-#lmhD+`z$x!kRVBo9MPF6V*)`d3YJq(^Xf!-A){1Y)u7H0dJGAEhgx
zGnfO^5lzR|th6!?F-<T@=x7kcmDO?1DnQ|fCZpJMgH|o<{OOi3a?Q|YfEncm9Ch}l
zJ-e?_Qpt;QP@xPxO=x&_$#t!A*G`sph)&@*s^pB&Rg7E_p44+&eksxyK=B36n3n?K
zA|n!y;sj=~!-1TN1Tb=HRUJOH80(sp4gvS3fVYxR(=31E@KeY7v-GI!zvK04*64BE
z_CF7Q$Ufhn-~zf;T&K1xn(*+&lq3C-U0f<kbnRX8dL6Q7Ij?9@YWFtcSxPKwMgaA!
zTdxV<Tg8h>h1^Td*5Q<US7mmjN~C&G^948@V<Zz^T}JuY!8ZAiCDt^kl3ZL`NeRa+
zR|otJbC)`NY70ehjJe<ugI?_+5}@-?I+2Vp&-1LEM@G@EY^IiNH8;k&%zrC>bt*v{
zv&32lQ_`8Sy$x&MB1d^Il)EDh@`7`ZYKYId8Cgf+#(uSBSoF`?&@lLef1aP&Qh(^!
zsH-2d+vmsE%e4kHxj9k)08L_|fiaQFTnzN6?j#5>Pu8fV$%S*f0;%5Wh{{HJs^vNw
zu*=;=VPo@twa;JQ8L|d(OuCfJ<mZZsAl+4K88>p5B=o7GQ&x?k9jU7x-n}RlhO*Oe
zYDPKfiWLc}9fqjly59%m?HvCAd!=&*EOp|x{5^Cnu5eB{tETND;I%!X$YK%nt3B(U
zvDTt6s_*%+&o!q7;G4c{tCsqkHFEauJ-w?VQsrw{qXgZ~F<3gp#@$Bq!&Xz+#-_y>
z!61(HD&wvzH8li3#a83Ijkv51V%qlRml*Aj>rtf9kN`C>bU(ys0x(J3pm(m1`vwcm
z5s}ax$+Xr5s)o77bIxnIi1}6uKiTG*98uy)aX*86Kt#w|1NU0GiF|FR&Zz!oS-8Lz
zr>tofy4$ofAaChjTd(M6L)6~dDGM)E&uYC<dZWL-*VapPXcRMc40x^!T-3zVh+aVK
z$2@ebrn;ME!y_p4%}}+3+-ie+ZsRAKmc-r7J$@nmjE><|^YVe|Rz4lJ-B^x(;qOVW
zTO;TnXl2;wKvABencxP-vY+mdYQEYk8Z>)5^9VlG<zEuu{{Tt0oD3dUHR{XFu=T}x
z&&2C}+GJC8*&rXCU0q^nRp@YQEKO_WTw#=qtM>-88VMr?R18oby^3sdZQ%4ht8Uu(
zv_EBW5+NUb#~7|vXSso$1=v(@!|x1LX5i&cIqg=iwEqAuBRmqU(Pxsm7^-6?lTB_2
zbk`Ex5N2}Z3=H<Dx>TD3E<vaWAk>U@?s*lhp~ybp7#v{rtZdevh#1~)9T$^MFHswQ
zER)RgM(l+hj%sfNW=%xIEv=^{XUmy4ZpUHiRCTf*-53mgDgF?S?oDPCwYV@dWO;!7
z+R;1B6&=rH(<Zx?=5=c+Z7h`(MH{G48@?-u_@<;;*+@7c$Ul{L_Exe%4*75HZkujD
zdPd*C04s?2qMP(vbAy$WKT6W3#ZP0()Uh0zX&$uYUBZI6Zfl&(Mco{WBt)wz$ROZ@
zU0$W}16bFz718x?CgA~Hw-QI0R|osuYnDI`X&JH9aX=O>^zR~2Ev8$vE4y@Rc=jXO
zs;G`m8|5OcSZcT0Os_44)57k%Sg&#ERGo{tVn$C>NCjwJPsn!<Ri=q#LP%x@*EJ$c
z>D1(UQ_Rq^;nIPOw~(2JPc^M^FPo<j+>lLVfPzIS$KzL7iMC=7N@zl9tWxG8flGOV
z8-_)Dc8ewCm-274n%dMtsu8dgcs!N**M(b&7@du@f(~okbPIW+F*N#(&C7_uA;{a)
z&<fg?%(#<yhTTqwc#60lSvVEou14ll_kqQI6MqPr-atl6DO&JL?K#cm$c22svM?&W
zM>Q2UCGJoiY3?#AARQZ#_*RCUY5k`^kdng_o`z=#58`Vv6hy3pX&GNiYcife{41rC
z!CJ4_F0Rock{fe}DEqVPjCHPl?!~QRicdNj1dF@(Z<4;mb~H56QiP(DYjUy0J}ISw
zK=DY(%h8nJii@QgG>JFA;VZtH*g=0Cz48Ho*Aa$w`ZrplZmcC%5?K{v(W880{A)k!
zNkzcF5RDj!oU;1k6qg_CGxVtKN6Yxsw*%(j_NwRyqWCi(d@7-MhC+-3j`ipe^AN8+
z@Q!!H##VgW-~s^KgWL13M70~E2D<*rHGc`ld`7gAZ5lHgmLgT)4?y4JUPkJBj%(U}
zBB@^s7aU?`>0BR&w9NxtNiB6N`83T%kM1XR%nipz?moRMl3SS^g1J@zS9PQK0{2_c
zWYpnORTPo)0h|o|YYW646xDn=I<57#BYtC^Grl<os<7bF>HaFztYBL|wp=ZqFww;O
zNeA?)V;in$SDqegb2{N}BN8D8AcI(@e7;6N^se>pJSD2>%+qT(%W#qY>KmB&2hb6b
zkIJ|Swux9F4509RXdII0N(^#!I5fsWy$=-*dCx;q317L-)`CRclY%o%J54*xAKj*s
zr?mhk1#0MgT#`A!C-khYI~vu}3qdyG2;2zddsRnpHMJ?p(d16d>-uK7q0oxeznNsT
z+N^jzF<Cs|oYhU;l-|g*X(>o0QQXugsXtm+4kK((F|mpCs1fV_6410~@ZFrUY0*n7
zret?ql5<<|>DpQ!-RairwEqClF;sjiiaar5ppXoCt!7{$Y;f4gtX||0#<51H5Fp9V
z3Mw1eppp~5))!&UOhA+RRQrE)pq@M8p^$y$0l*zjc%Tu&c=$sVwVZa=*6@a1&E>=a
zC+l1o2PZY&c<g@i)G)>qf$3aJ5Pt8aXtp(FcSSv_INZe|y5}l#Dpx#xYPqH(Pg5yy
zk=-Bzc)=d^CV*$M)~v20ERM4&RvZz}tx;7iWs{sK;-`l4XyuFMIRs*hHdU@{{6%DM
z7R=G0Kv6OP?}3x~*DNIm?;!e$={#hP_we00%S{+!bDY;V8jR$Ofk!J^F-|TrvlUU9
zu&R0Xt5QKEcKg~k13gHmHSNabVTHiJ`FjeQePZhF%j}Z`WK*~hxHQQsB!npqOKJZA
zAF<=PrmB;WI@7H|7m<$pg;LyWbJ{cnKW2+Oe4@JuPzdV>L(=afwTX?ps_g_87_GB$
zZ3JXbe`gULLtH2$@XdBkNa>qbDc*oCROhxaNUM-WeX2+D<d`zdl7<5XPDLg*f=2@t
z=g;D2BiyYh#AJNA&w8bJ&bmeEAdE(F=~risWD4DVd(}NxAJ~^zTmc#DQj3Y=mm8XQ
z$;jPN$cP&XLF1a0iahcTd(~#+ilBR*v->^c{uAr$5BY`3{{W+6qL10@pB`Tx-`SFX
z=-8;HOE|0DM2NAG?OgL+JF&^AP0Pu_Gy{>qtvRk~IrB1QnyuSQy0i9?+N@g=8iG-{
z6<R!;;<M-ZPZez>`7mmo!O1wIsZ4=BcEw+Y-{l7x^{Te9mXfyNi)wPTHaL`|K#EBm
z)mD*_w;{n5Zsd@7&(f&N(t?XtI;F_CMe|!5g?i3~F?g4AWS(oq?M^O`bor~-bRqkc
zJ@6~h!h6tnI`DB)=DFx_qRDR&9n@DJ@dX+UIbJ@y@m+47f6(C1U81?qh!OdkTW9<E
zuReEEXyB`(XOO0)D$Ym0tzAuGMaNuLROk}uj@YGsp4Eplxa_QMF1}YeYPS!FhDKYj
zy>bq6fBN)@+|{YFTv6X!c$qEcLfnQRSEoaL_KhiDaNI{h*jI~b+CpAw(n``{l}TJ4
zb5-N<Zmpz7ZT!N>ybRXRlIjU0dYl(PYW`avo2aih_?Y(=o*|B8Q{|NFjw${S@fFsm
z;$qh_6Y}soS8d|$G7U!6yvWp@xdyhkI?!oz9xX1al0$-{byw3I{j+lu&!rlko^39j
zSMGz-nWi%>>VR--n^g56?KR72rSQ8-Lx~kZT((7Icp^=j)I<B(9M<lxN$`6#nPw^m
z@5Z^03rXc`Hpe_}uIyA}7Y82No!FRDf~MisYwCN{LpICwt|#IoTf8$XWA3_|?XCH?
z$DpoL$8qoQ#mMyLv!B9q)Y$O_8=O{zXpV$44^C>VaS#jS9CRMErLn=`y$x}r22O9L
zw~cLpLkhm)G55Zvx~&sNwejuq#SE5uM6tz%PH`dpdYa<Z^8WxgPkPYO=bj0}+M#j|
za0NSoCy0D2t9WAb$kc7hDf^PIDC5}HAs)5qQ23DQt@eF=Ln<!VqPQn&d;Mz;^TPI%
z&A!I<0zP&E3EX|X1y?23g!6Ye>{h0WH<cv+04{Q$l@sV%lnCzjudz-yVxh8?t!^AL
z<8l=sii<S$DACj>6I!VPulO<c>sI{tHH$IK0OqxPCfhZuL;l@dU%ZNj=eS!oVER`d
z@ft5TLB@JEYpk;+pyLGl*FWQkyx$Mb2;?b0rEO8&4tpLX!QyU|)@=9YtwAcJ$S#$h
z42{_9k80{;@Xn3mO-?&+4Bwb?fU;_CvE{uK_pVbroQzDp3FOtE?E97gh$JfA2t!(0
z{{VxvzYN@}-`P40{F5iljr1a<vhlXBWej%gw)YW6!GM}DPagClm9MGJ+}lfSDM@2=
zZ$=n30<i~*-0>%f?mSC)w=>$?K)_=VCeVJhiOSIJeF8}*pu7EPcX8N?j*e*vau41w
z*0eB81bbF+&P8cP!GRvs&<(T4n&UiTy{E&{nIM75>WloV#q7AbBOO5%>%I|k_BO};
zkSlsmLgTU5$eVz#3%;`e7eVO0)LX?@=S_-Mk~xbL80pP>=a-nl>s%Ity4%J&{9xej
z1RBn(v72Wvs_N0|HWAuu-W^LTus|Aw5tM9uuSTM8hYNeB8{Gq3)Ack(-0=tUrC)8W
z*YK}WnUd-sD&iRDLO$$^kzAgm;QbzHOGg~GZhOSoAC+UyN@(*`zt?m)rLvCd?$S9p
zk}bpr{3{)UG0t;djeFo-L&|4^Q%i(JBrM%=`0-o}!(^ph0AO%&Rn2otwu*!wN=}`s
zb|CcPqaYL3febvFOjC;c(TV`EYmf_e%}a1WAcNYYNSQ6zupkl$r#k-Z9MvE@-v}AM
zaL%AaVqmNea&jxvEOJn0ytl$Lt1Ku;-l4KRtJL)GxT3nR?xOGRoc{pCmHz;WHdE;`
zRdvyH?Q1}>OWSXmU|dZf4!nM~f8tVq#T9eM0z^NpH%b6$7DQ(v1s|nxRc_`@nAZA#
ziF`S3@adNk>e^d>tg^XK%18UBr_@&u;t1@nF4|c1sWhn%-hdLxpHZGi(!F{)On42D
zPZ>N4b<MmNk?gsGJB0@yyj=c9p-RA+^W(%+{oIdwh^9Fry}MNK_LTZm@vXA$RU~8r
zRQonEKAEo_x<M4~fba<zt4`(HOO$bnOw{fa^rjR8=}bg)aZkYar+Gv!@Qhd1fEFl&
z9F_`d<Z5Fem)vuJYPu(wxg9E1$Wf9`4Ky-KgZq^qtyYdNF=Qpx0;xYYe_>P2pCo;1
zxLl)+*uc&YdTa+kzq=-h2H2SU;-`)su*N|9<24n_Z3=^-IU<lA=i#WapxDM&<uC$9
zdgioc4xlI)9qOKh0nqF-kn0MNLH4V~w#Gp@C%t0#A(do6#48__vC#LXyAXjJ0~~Tc
zTA0V?65!>y!1Sj~8IyS0GBDe^&@<0Gex79U5hDDlo=;zD;Dho(uG``(d3uGqaB#K4
z@JaQp7RHQgzcn5*X<HkPDJha$is41Eg^oGMpfHwH-1#{JimSB0PPKPOw)1tnIAu~%
z<xs;o$jwx4+D5e7l#(|5V{sg>VGuYe2n2cx=Ui<#Q^j8KM5131U2I^;uZ1I~2TH3N
zsk1Vc`Ga7J(yiRtrXo&tWX7z;K4yIJ(9)#IGmM4FH4LFj<Q$5Q6N!}Ly<~G201G>g
z!#Jwtw!Yv<Bb<X)W#Z+%#Z_QQrUm4<y_W4v^UV27jnWq5^Q#(64SlWI+hm_IRbSSq
z*}`ObTX;Z;pL6UhtMDC<pW^#cf8~x`jC)ai0QK0S5rm8&8$cKX+Mgi-ut&>MNAnWE
z9Fv^qrB<6z($-@e>K2>-0J>*i@vKQB!-OCKj@6y5zTF1%gZDow*xHh)WMJreG7v}R
zD;LDe<>;43pdb!uqgZZulW{RQ#!VnX>~W3;Xmg24&pDtr8#O{_tbWfxj~`!Tf6OjV
z{Tme&@7eXk`2P6g2m3Bh{Tme&$!ClXwPp{Pfl%%CrA8=nDuiyqYO;<+SUP`|jym<K
zR#(7a_pL^~R#WR+$CaaH%F#}IM7Zi|v}$ExMZ~68<E2>B;|$`mWHxH)`e}Wq92(eb
z4T;j0z=4JQt5twx<FKf>uFgXK4ZR2BS#m~kT|T93Se$kGR#di4w2_})l}OP&3^)cZ
z(>}H9+71jc_2?_f%w;bZKDFxl2>rx=?uzuVUkr}?zgHu_)A9BTbN<iutUnxpbjBUG
z*2RNj!V&48=UDzS8}#NF{vrIUf~WBr=i)SzM~hzZdH7UP5sK2(Z4aHi3;-)8UMrRE
z3t|>L`ck6`jgRL@AEjCmsUD*>wW};|jyV;Fb*f1!kjg64$+{vt)<pa<t3<YJ_)k$=
zEqWQ`J5!;>dmZ+-rp;lz+$MJV*MeBMS;kH|tvP(sm`O(8b6V4=;#6f~eO~_7O-f9B
z$W2tT`#0N@%g#?q%9w3)lauRLG>@NAgbt+CIbKA)&evX8<M6OgIENq|nCfek(3~!%
zYJcgV713)KLQN7#WVg(UxLG;kxt%2Jx`B^rSNYbpAH0WsPoXT%ZO78Ed|?=W58Wvr
zz)$I0mLKYX_7y|Kkr_0Z*Bw-k(zKJ%xxEjcTr@|%DHI7D6O-#x%Y!2iLyDV8(&p9m
zXl!kmERvi8$AMgo#HTzPNHOH+wRBz$)@^hRMQ$}4b1WnHJ!`VC(Qf=b8Mf8@I|ip|
zpPJ$hWXI=R&x;}O)4Xk>!>C(6et52j%08Xwx&+Oy5O|MI)^w}sA<``&X>bw5gK_|U
zJ!{V))b8y@*lt}Eb_Sr7jFlXUfc2rfY!6eRgT(i3BC|squwA>4Qa?JZ*AJ`TBv9KZ
zo<{x?*0KKp8rblhs}G8F=Wd>IgF~Bpi6lcR6-P$ksUVL`R)>cejZ)i_fgr^i%xf00
zs6+k9pO3`U8Z4e(rwPwT2lb~N(Q9+vwARcc-m|<_7X1qB0n#QvrC-u=U_p*?nrDb%
zCq}*C{{X3f<y**8XV21Luodi99v9GWygz1Tve`G5Gb}`g&#%3B+lCTg^{;f$n4JpK
zIl)TfnGa(gZwFk%{{SG(dgeTE5@yI1%+2uET9Q&kw(@R2dww%sm&tFvk3cCwJH0c<
z6t2a49v!WCdiz4T@-GoXV<4+!R!bo7UWxG_pS47!cm9><%~ok*90A&l@z_$Hw3*_8
z2Wq&jvDA*>RX){bF_l)PfSTF1-YM;#_3IuD$gzv+N8w&XM#%@)Ij>dlT%g;palfzN
zD_U=%QQ4lC8s;I2;UbNp@!qk4jmVAstGj{0i?3?q?;_dbtEK?rOJq3}6?QUZ^ljaL
zI+{phmMk#i)|iSx<ah5+kP<eNgWJ}*i7CtF+gZ#8<MJBttyBI&6XUa2xZbN9NwRt&
z{#D_+ry7+10Ph;O8pmRpKGfQA=8~)g=}y{6$mCOMWR>Fkj8yuH0Foyy3#sP=H7krj
zhwD(lT1kl~IULl?PmrMYH9&O!5Nup2{{Ur$dlr;GbiYdR?+HqQ0(oj=-~O<ZkUcS8
z$)pU#pFvx%fNx_b;zEDL4R(DQKb=<6Py9=)Nk1=;x%{g`;y}lNZ+@%%>W-9ww7Wgr
zfdcjVS1n!4*>`&GD1PDfpbdxjV<>xiQmEX=gMm{h1AsDXATzZ*uA4F7<$oTv;n&A?
z<lJNDKhC|=S3~`ma7gEGO7P398;J)Wc=h_##L;{uM#csO3d9T^N2M!+pK46ifTw~F
z1PWo0@)VE{Y}A17Mg-JA1IKy*M3JL82NiZXmS{=F2qQI6#@OXeNdW!Sqv=fnW^eT)
z-@R8ug@2SC!vi$z6Bk|uPp4a4UtdRSZyAzlenmwbnqX+gkh}>ZtNf5{B%U|>dsZFE
zKWHN$?ZD!_W5zl~u7TiR4FrKAmT2Ub;fLOk;c=SsHe$|L_c^5d0rUox+jNT+2OsF^
z)95Pe0P)}t#;WO%$o3WyMj4%;j{twVD?0mMxHqy{XqNHZ%Msfw?tgZN(0bNZyCm6k
zF-N(6_B+wns3dR+&-AW+XYoQ1?{}xlM?PCef%(>!o2;eWt!sA)wZ6wN^$tB$_Y_zU
zKlqCv{?mjIK?__tBzsqF@g!qf11E*9Ao2kuRifC;iYV_$R}{o5j(sa%MJXPjv)nlm
z#HGE-#{gDCbQL@f5(yafJPN2gJDO9MEUq?L73YzdbtfFupkm0jFbh>Y7GOJ?zdjbm
zG#<RuPWNMrz1d9iDq$mwNYJWm5)+U<VsZSc4#JvA>7Fy1lOp}gf20G?BC5DMzol7_
zZvn?R#&J+F<bVP9G{C>3Sj&BO6&Ii^YtlRgX>DY>ma~5^k!=7FnFn7|0PcHKo&>gz
z!{KJVtf)nvM;7YsjE+G#{KaEw(P|U5y`)x+cLkaIM9_x7c0Rtex(y?yn^8V6GNrMW
z&qs;2EC}DcnEwEJM*fs1hcu*3zuEAS+?=ue>Dm>A?YrJx-NLr*b0+11F@zt5Y&>jm
zM_QW_bN>L@*BUb$%^pSwyvc0LO1Sp)tD61v8kd7)y@MfN0hIMq+*aHc><G#X_swyB
zA|p;sQ%_NdrYmrZ>FZRYX#{zR!DH*1LcdNu>F!H5dwx_E;{bh5YC!dW+2{e|>+B!-
zg~|T_qhg|u+3!E_pI?92E>Ha%6%@#Oo=C}2l&RXI3%L8$2x?_WAl1*ba0Y3MVLObX
z=9t!(DsWKdnqx%q^4T?~YD7mPueD<;O1)L8%y$ffzvE13>uhEj1e)K9c-cDhjCHR+
zgHbDtlUgwAJ4Ync*bc#<j#JG;b!QNdjt(mhJ#cm0Df4Se@tn45(?uBClwmIh(cZl$
zK|kp6ANCf!y5{H4x&(UHrsxb!v|RrH0@tI0*`AhL@yPG22l@<LcR$XvyjVZb3CA17
zXlcCINB;4uJ}o%Y9QqMneP80UgB9_!%XLr)H~<V+F(}I#=(QQaa;F_XD#Mj|Jl8C~
zB4hBG?lNft)a7}hQmp`@B@vcxD=zXCJgW-pC(+5!rn*s*stCtw;$~x$$*M%jSg-eA
ztypJbqYP@k3pW)iqaFY>$s=LZn%VG`u)Ogdqy*qQfmtq&2O!qpf(TC->D!J0mlT*S
z%}sLtXd=9_GJLA#2tLNS>leg|dSSuhx?dLDi+yicvq+<0E*x$v&syc|un8peBD8My
zV2`16mfsqm_DAxkYVmoNPN%(A&>wxe5Ob9u%C)azR)CLc+3Zx0oMyCO(j4?Aw7d{@
z_`1uSe8#k2OtZW<X$9g(ByQOfwmbH$-ws<zZQ_d}NXMCsgVwoZ$Va-#BL+A;eQJfp
zy|vPjHLNmc`{)f>BaRQ@Rc4Tk0oJn_%y@&s`b64v&kc-GN}!#{F^cjDB2{7sV_xs6
zE;PB=l31bR@UIJ>{bT)V*2Ofeio|nPG}%0zPTEiI%BS_H2<C<0gFy#R;`oGKE4|uy
zawN$20M<2~)RvbCG-L-x1Y~EuYHLu1n#z6U{OA>nA5p=qX$ILy9jTx@eP71f%IX^|
zbr~asLWksCoa35JJH@^uzk=r3?_OnS@Y}FX57xP5ym_u&=a4%Xf{cEGrM|YF$dU6#
z#xUJ+!K&tBWecFf;qs^NSGQ<6J{_|i*(<_K(u2zr_2#{^LzUmdwqNcK=~+xn+DM9n
zoc{ogDkd0Y9%*gKXlhNYT~BI6o^A0VNW6zVG5ssgpRIZa#FoYMC$9$;=k9aOS+gOe
zB9!-}pg;jVD)b=9XwGqzVN`lm+a}!<>ECW?pb5rUW4IO3=>9ak(RB8=w}REmoxsTs
z;(r?E<T+I*(-g%6<_EYm?$*LR4iAYM{mr`={?8E$)gl$G;Vo8w5b9SKcWm-c97=_c
z^a8W~9qBr5t>JGF{h}gu2%rycdHbU|<M63|7@_+{qM&j%ikUmB63+8)mO;qJtwin{
zo=DA6*LACHA(jbu&vO3&atKEzv!c~C9lmYOiE@!1a*_sMKi#bCL8pH*n<>-|HX87q
zQ~p9T`tCLELRfC}*=K<7jH3+W7&z!hYViGBV^g>v?Nvos(mx4DG`ObI#Zg0XN*f$f
z(Tvaqi$D1JL)09Kc^Fn6jZi?wInx|-%~^gWm3``vj*r38ljp)2K;f~pWaHkwuSfp?
zR-o5}_+H{jZ^|Y%KMlou#*Du*C2F6$VK!#`N&f(m68Gw#&Z_At{{RxZE_VLmbDoEa
zv+*?J!1sWE&qN=sbGr7Xx_^hX{Wd8AU0uY1oSqRe$*d|XvP)N<E3$@mwX(OHP?#P>
zJSaa}mLC%;<NHTUxw1o#-sDK5>yAZpz7-oRCyZc~n2q3l`sfh}+#N#$_qgp-WDVHT
z)k007&m>MA3gj}Jf<3FkZqy5j0pNx|&b@X6_A5O{O$YrRNKDWJ`~)AFf30~9!)D?6
z{v$$GMyuf}$ObV{o`7STl1^$8YJ@6~7*nN9r#y2^saf|zqtbz)o_w2eo+^7qE#{87
zT-8C=uW8@$^i=m!1vDXJP+($3TJZhU_Bz}XTgqdU5*5d6f-0aGib3y1lkC5R`Qd@4
z2DgcIiSJS<XOc#A`B!sf1s;{o4z)Gx&2e`lws~XLp<lc{w7Q7){aal+PMcw-+D@=s
z-rB~p+!M@El>p<=nx)}DkuITY6Zw|uH}2)f3_WT34Xk(iz17XsQOdDc#Ht)*0B|#k
z>Mg8cjdsS7!ylrI56Dt##ZElB6xlFI>N{0UO32G-E~4V%)OoS6>&GO02+eOi7O=KF
z(!(Bvb5Kih0z)nU3aG^WF;a}u)bf9bw?gY$j&vtvkt>1ekPUIa!(9)Ga%Z>C{PGwT
z&(#{e#KjwFRBm8BYerjmk`+67$3I$j1sj=-)}@ebiB~;&HKn3it;OQ2u1g#Y){ehn
z9M@8{tY9P~VIz!@)YG<wsA+SVL4%sHDb1q#=BqAqR;B*{k2uf0IQ$_Wg_RqnHyqTU
z0x|1N5w`8U^HOAAwZj63Iqy}c8(e|wR_un^nOKra@l~%^Y|V-UY-lq~V)6{GZN$oa
zqJC0I^sij-t-AfEUu9pNE)X#E7(b<WzKbHI+Lk9O=)ipqclXy;k$AM+U0z&6q+VgJ
z1PnnW1AuYwO&Z1ftsa&jh;sdYl*~aKrP2k;kGxwo$@p7PY4qvX$s^kN>@7@(ouB6w
zuO-08-Wc_y-HhL2=({o!J$nk^JY6Wcz0@udvXH7m4mi#-YjaZ7#e_d6&2afxqxC+&
zL0rbHM1CLgLl%&+d0)9>-kR9f7qP>6av(_^3ZwL92Lw}?C?!yr9f%!jHz$BeAau`a
za-1$fC%+x42|ZW#d}IFr3GMp!{>+g70OVMxrTw259z4H4^$e5$07k_{GG)2t4umdo
z#XijgP66rZSDrO66M^-t#B&^gj>f2yztL<WkvUP?uUzR?`8ZYQ+PPZ~5Ph0F1B#XW
zP+XI^)Y*)^cc;RjkOnKBzJU;&VyC&+i>c!|6^(Ix(ziW6w9vrh9w^>Ndafj=Z>Az|
zIf3g-=P~b^fHfkwGy!%DnO8OH-XCw=M1Sd+uP3%Sb+1zJ`TfK`yFaaZSPrMDmHcw_
zJr_(r=qZkynzQ_1NYW*5Kn-2ekNODz0DRR?7;~Y|kM4@$t)*6RVwb-o#jhl0x&u67
zqmgnsr%p3;KT48B`Fa}TllOrw4CfR^Kh7#y6Rv59Fx8?Zn%~;;CX&{~WEI76mkNc6
z!3Q<eM;`Hm`Bzn;cy~<HVLoC4#CmkCBOAR1XDtsi((J{=+^NM9VjHJW2L`=5{{X_V
zSSuT4+w`wF)@@!3?Zt2y)i}8BDM80_jMMJpXsaF`a=s(5Y~%OK%~h5YkVivOX~4s&
zTF7|BtNiL7#I4Tj#tm(2;=Niowk}`h50CFCKi0U7J~1WM!_l~}Nb$g)J$_b!qdtA4
zOftj!xX(XI^Lr=qwI$qs>+@E&K>j1%JUTW)iRhqn^sU>k^+)Mkl6a3z(PN5R!y+rF
z!2=_uZ0dU5wU>u2^{F!U)3y~9{J>)%pK8^#hf{OFb-<~u-UVVmdf(2a@WUVYNbHW{
zK#+H;y5-DwnzhZuNKqZh3Qr=md>?5fn#HuB4Wd9YYo0_S+h$^!ZcRi7n5szan#J*F
zi3X1G+1jefdnd0UGfuL$)>ajHHA3v)HqC=*_NcJiG_^#|nJ~vhC+Wp_Ec{I%_ciX*
zPG{0?QdQX^A>2KE>%wk7*Gc~Is_0YM70+5s(wb?YlWI$bxzcS5a$zMu4z)r|d8gi`
zv|##t$a<;VDktivH9{<C%plgSXOTC@9E&3iXXOVbyU&Xno|CCfXEvECJ9$IQ*f<`Q
z=jQ%YL_|9_sZvL9X>KHGZHqDF005*GGt(uj-h4cWz8JBVMhJ@@OA~+wE5ajFw4ZwQ
zeMeC8yalA##K+B@aOHU+M_P$1gGRJ|EfUPpX?k3jaiPOb(rjG&R?eTSL3=Q_o(XMk
zN%>Wd<!_;`XTvZ$=^+^kfaIoE1dmf&Ut}@@pnS@AD|!)1#68X{;*j$77+2c7@V0Bb
z_?2*Or?i!a%vTNd6~LOaRw3llQqe$!t5yVyj1S@jRcst|sjUNjqBaUh4cdeRjB^<W
zv8f`FL=vMAH!mD_28ocYvIEmK5{$4I$jvbwSAlgkO;lRmYHz1nNfSjR@u6ZA_8?bX
z;8(HJF1$f-v-y^`{G_Zgyky|x-n^>O%u{|iuBT0TKeBZNjF7Gqcjrn#(YK;qz0Zmg
z{#IFJxDWF8kJ7tL%I}iLc6iCFwmLPfrJM!}SYmMy%c=~XJ!->6ZEp|{7?9)d0s#i0
znZ3*#h?>$?xs7m_N@JOE#_Vv_;(D&<)h-Kl-fP{pc@^}>MI4u1zg*Xb>Z*UV=i`#*
zsTUoL!Z2x9uS%7H8RD6?nL<(%$f;tC$l+J1r_XETwlkUlfqwWthOf>sa>x7Csit^f
z-072F%Pz%?boD)es;?L-at2g!$28E|Xm*P-#e6p$9Iie274#O8z+5gpeJkf}F~oY3
z`HZSFf?RR<*RpAzHqb2qX)l@CMs|qKPt!G|b|IHOC%^nrcVG402kTt5g@^X0zcXIK
zj*;2N<;MJsU<}nyh#owLShI^vv9~D<vI!)TPNy9>?N_eF{*&UHWs2?_Sa0m(+dabN
z6a^U`+}3Y!M@wg<Mv-}NMv*G?0AN*^tm6@U<OUvwsOVax`lgPzGVKy>WGsULvD^x}
z?7>f|$2}@KkoPh*umpDD6lHwR%Wpr@ylUeDXU9C6_DNZ8V$?1JgA@=LV{cYGvHUTL
z@wv9FkM2!ZLuK%lB_y6|EL4q?nql;y1nogTE-A?wZlj7{FLQ+y3d18)BdRFLCjzxR
zsNlXxqdSNo6Yo+RD4~gP51-T@O3y}Nc%{DZao6ijXjQCDAjGn-zxAjiJ10ZmBNb-s
zZNHRznySMGIi^U-!CQ#|>$ucw_lMS|x=^<-gOGWs;~S(=>OiUL2cTMN_xe@rYiwdc
zc?!a0o1**INu+D{H!<8tJE3?aDdtDfsJ!s}6WGUZG(e9nNM-xL;8snpjj8Df@k4Ab
zt;yU9uvZ^k^`_*Rb9~24+JST{yP^E+GXC|RKe0l@$v+K`;ZEk61)i^U@~yAgzuTF^
zW9S8ISZI;jv0_?D8<&yKE`Ol*sa7Fqd6$c$+o&fPUAPs^<2Bd#;wJvwkx@xhBv&it
z;PP?pOu248&M;;Lx(cy;{cv~{r=zBoHI%T*CR@@$jg<VjrP4IJEknd2+floFdn7q|
z5pu`a3TUY9VSG1kMBaWrSkSSpE6clSd?70<EO#-@f(r8>Zu#}D!fW3K+rXM$o1xBC
z!$$XVNI_yc9DQqn@ja!^m1A#Xb7?dV%w!D1i5IaIPef?+iO)dM7}W~=+qpi~Ez*Uv
zk00JOPCSRJ_k;Zg-`_P!`=g8IrtW8f?@tAAa=C8DJt?A=vN?-Zjy}~1C+~c<CaoHz
zi?vuCypnp=Kz5)bsBDVR)SYL72U0Lsr+Q)_(nA~gl`*-<1M8aY?(~bn7A8>O@IgIm
zjqveB@db|m0J-M?YuxA2ppsF8gzJ$?_B4d7jsni={{Tw1TWfaRZ<2hO##DU><W+{%
zH7UMThTbps#^)pOCc7o@<-D$0uzfRD6T|kAu0R<c)N>)ZuEz}pjl|L!327y6OpZA}
z;ZbYWa@*;jKMdZr=&{(r4n9GO<vt*&O*#bw9GYrHDO~cy7d=PiRxB)9^5Gy?L}y?D
zV}YM~ZyDnmG~qKlqNW#TN|7GF@LNciN%)0*6p}>v(_|TqvOm^EMMLmH{!8zOSEa)I
znp>{n-}kXmOwN0rKlY8$VyQ9fPwi2+6+{Y86eDBlQ8OG;1~dU>n=4h@uUcKl6v{&+
zMaikWvr)v`PfEOnSW^O-Q%Dr%t~6sDVxeWjPz3hBd{?P>dmm<l{m<)OSpma}^zRM6
zZLPun@Aa=sFZ)NUm46ZX9*L!&^e^}ss-7)B@g$qmV5=HS17^e0L;R}0i&z~BfBNTK
zIEDM>apOOUBgJK9`$);D+0>_6#nf(mtB$o%wMHWq%_?ok%}pe2O(IowkOS8uvD;8)
z?@x~C@m8WH?sPE7pbFm6HBYi#51ZvR!u_<N>sKuAndJZuYPE=SS)SqoUs{J;9E$V5
z8)%KN$rODKPAg}^n%~Rh%s|Jjbyt?LUP5>b53O}8REg82NS*^7oy_v2DH{y&n(86=
ze{|8M!%4>n8Lshki)fBKl>~APXj{p(JhC|H%@Lv8nBms!^A8?K(rQ)#xG~!-XWtda
z5K`%TVAr60Mzr#!wYX7^2(AL;=1lbBu$tv|Ii|T}(cAcf;9YoXDTv(Al?UFr!>!$2
zX^~kx&S8m(R4u@*kcQ*HbGRAWK|h^x5T1gevSe46CPUY)cAgjl+3i@29ovm^3kjC(
zV;xzsUACPT%gCZ$cCZyJ5vDYIpA+l%S24P%R{)pnJ*&Hl2Z_=U2~<!sj<wC`9w4;Q
z^*gIei+0OMGUK4G*81eKD#L)MkU;B6gp8eTF%7JaqZ{HX-<5bI=QGLv@#FEYcGVrG
zw3P|ZmlHD@@Ohi}@^k!0`P1k=ge}&ZX~vsCi`rogERmn%LI>8PWg&U$4K~4w-o@_N
ztJiRZ4&C#EPoRwUQ`gg)mHD-A%ZfxE{IDXdg=Dj0SAo+s0a8|2;fg;jD`O?I*1bEz
z*1u@E(i&M80wyXL<E42^{L&L$ulAG|8Wxy*vRc#?krlS@A6i8t*&@^9Vtn~F=b>7!
zJ4FkGPTsx!>z(kO`I|xW9q_Fqd1zld7t*cjI*q&t6{b-u@E1Jexv4U<x#!;ym6m82
zf;W~U>6+oqcmDtor-JEh-rtzjc7vY2^}w>?t(vj4^j*vV?rE9DTC&I5QJbJSq$FNz
zXyLa3$0UALtEDPgY0}&%1&<4no@*-VK{Ki+QfqHjw)+N|V{WgRq&wUW*{hFpWQ=>b
zcS`Nihf(#c<=~KW?OT_Su#|(zWf|hJ8A`}_<KB}odyZKAyMeovJ#k%rhWc}9TCJtj
z;u)SG_WO@k2c~PA(<Y5|D4ul;n8pdf2DB#AQu^;?7YLFl$pr9!5mLl=UJvmt-R1R-
zlWH>E86$5#859MJ9WZOLkxY`X2R!1uZrexHEpAp=B-tYIxG?6n6}84)vR)O>2MvS#
z>RJ<p&aYC{V21rH(YKhvErXG`^cCb9vCgM*dj9b9UB#Z2BvY)6;Naw*xvm>jEZUvG
z=N@6=nkv>-DV*c2IkT~O&S-TgaKn+<)TjZAIO*1y$?YKh%SuiUK~XR>T_kCf&1^sR
zbedFeVkKLZ;zV)?C)*X*cw0d5&90Q1hM^?)nwz!-v~mPhJ-IX&Z4D0sTWF7XwtC_=
z)QmKH-)a{<oAAafn(?ibm8XkuV$<18vmME_@VObqbQ6fAL#Wx>xQ0CW=&!%aVbJ@J
zrEpT*O>wD8W>dM?l_$9EOj0u<7`{-)t8-RFFC55r<#Jcop{Op<rPkmG<Q|o!HO$r!
z2}a2wm5Bt7LE|EWGe1^#`)nbA8&F_=wd+?po`d3V4_nx31>ur7*UObgN-!Awy{pD&
zxHoscYbaciz^_NQ(5<F|IU>{&HYz?z0T?ufwKcSjcl#p3JvQ#w?J>d%#dB)l5<S(i
z%}H~vz3P~hHLbZAc5)g<9)lbT$!!i~Kk@eqFMLQSk4KO&%*sdm2RWlb@*`SZLOE=j
z*4+efBxGP7g1n}2nHUb4HR<P1dwVJ7W5S{Qb6#ID0m(SVXk}YMtK+r?Dm9Ir!l*1y
zr9HW7SSENT4;lG|1flZnL9ug@$2F^@=ogbZT+eMfTND1U#&AcqK@_NOW4LfjDFiMn
zr<=uoB)zzSUi$3YE)+%p8DGP#G>u~$l`JEM>}m%Kz9lS-+;BTrAtamc3;zJMn(Fl=
z7IS@=GBh`2NLhG1_CHGHZXo+L+>vKH7>v-xK8A*%pXnw}p|Q`@R(tSytx<{9Njdoj
zMP^OJn5JgJ^>FdF(l<sA=}}vZ+(tjzAI_}aW$f)7@&c6njX`P6)I<HD{OUw~5w%(4
z1Y`tX<x(tTBrxZ$J!yoL!0ZuuKT47&-rix)JPLvvB@qRTe7MNz=}l3%u2%#OgS|-3
z2+L;!)4e9bPCAcTK$+w|H+DWCoB@xUHOk4z<Yu~W8%WRMDTyC3IQHVXhUbp;X3TY%
zZ?vl@&JJ-`t}e~Ifg%B19I+kET+*!kn;CA(leG(U;2zZsT2nTcHl;a)#*OntWZNg#
z2enn1X;|ITd|zd!Sihg9rN*RB`a6?_k31d2y=O^zd#vgz`jpEgOgy}20Ri+L)z7V@
zv)wAk8z^Cw-|15AmOGIdepRv8-m1-%lVwSu`#s#SlbwuLBfVL>=E~dw>rK5F)Mn%!
zdWu`K{*7)ujWzJGts^8-6zWP^%;y}4T}T~$>F%;aDTYts=M+G4`1J%<zO|?MNvB>c
zf!6NWKOKnRiU~3;AIQIoPwqHBt$i63!R_HA<=+~SpQU`>{60l}1L6Cxw&)sk+<&N1
z_<@Q{X0SU+Cz0P2;@^P9Mx+du{{Z#Wa!a^lk_AX1vd#uqsr9Ze;tT%(#In(O<eKUw
zJ+a0!#d01$In(U`#&BwptWP|ZSqCR+?@qI~dyU&O>IfAWkIaxMJXfUnV#7{S?(ODd
z%T>t7y=y|Bw06CYj6Dx+D_+K@z{@tX_<?^JB<<55a3i^rBSm$;3*oUIE7j(V$S#>=
z1xWcqZco>x6jg^LtYL_zsn3-=pEPHRV;(5o%^@`=0}o1SjGR--<Wj_hy&$k`BxZpb
zttjn*N|0KPIHzKgGJ-HXRfvNQYWTGPjE~Nw7QuT8EIv}Ip(2#U?N^onywr^t+1i>x
zV=OMo2c>#1hMP9f`zii)=d=8>V!Q7QI9qr#{6L@9y*#;IQb(tiuimxfdOnofZJcKx
zJy-ET-J?uD>77lbur~5z`~LvaqwyMNMwI^m(>mhBrmH)gnAK{sJQr5BFE&D+wVU=9
z^sc7vHD>0jn3t|998Pq!IsX8$FzPB*gKuiqbOSt9cK~`+>^+J;L3aZc(`dRlX%&d9
zSn=jB9qYZ&04fg{#&JVe5jyDY1|2XQcNM*1skAX{o40zDfLEvCP{@iwTw@}%hr6*+
zowhVbmwOkOpl<3#RA6Ioo3%p(j{}86h0SU_OFUt}in^gYqq3DnBypZSfZXU}LGu`n
zb6!&}2nQXj+cmovn@hTYjDs70D)CtpXdv|lxv>l0xy^`4PUmysbr;?eytX|GHy-_~
zgN-&^6ktZy!4=bZM^gJNSC-|my$dM!tedD9Up2&FIyukK*Ex>lcJN6Kp&Yvo3Cf!4
z>;YT2=3&5Wnx|(Pym91>-N&VFLkh<MQQUD-*z7-BvX1`lEl$&t7#U*+?_#>hb;$0a
zRkns>HZie~jD1f^^YoVH-S&;k&!tTsqj(#M4k#0e-&{r_(k|9X5v7tcSdXVcUIjS+
z07#U7w11s?b)Ch;?BU#>k+KQ)uQRy>T*^P&KhB>)+Q@>F8KuP(5-en-io>x6x(m3(
z%FLthfWoj*bIvQFvI2NvQrP)O$o8fN7#moO^fi7+uA;U5=ssHvu6xv1*8c!zyOJ}{
zy-#_2CEbO!xQ$n0<8bO|1!EIGH@$VbUYR_aY*P6$>}=tHBpT+tr2q_b-o4ww=#Sw0
zA+UYZl1)o?73_KCy_A;u^6n*v)F~pgZS<izEcYx=a&k$pNJ|Sh{{WT<Mtb6;TRTN<
zs~Rc#QsxeHc`u8tR^HOqB{{}<HN?2*rFwV81y!EaP+()Vd8>jCPAac*uW|ysU{tpI
zgoAA`=QykO5EA={Cmn}+0UZy9wM%^#TZvlE)@!$4-8AdCNAw51C8@W%OS}DJP}s`Z
zNP>gBp2MCioVyZzr1{8EvC)PI6%v#a4Zx5;TBOZ6jZ~d(Wc}GCcM!XeBvl*KXr~~l
z0P~E~p}5&1Ho&19oDS7<R#kbBhYghKDH*-WHt{RQ&9`;~az{$-eirEZeyRPWZ=myv
z1=*8~Wc98_#4B4}FL0rU^{(sT7t0Q<>+*kEQrJ?_9X!4j(^gC(NUQ0)rAVF~v59zA
zKAAPKB9rsur9ve=&~Z>@%*uws2qBOxWA2k)7pe?ucL$)}dRM*NxcfYVjBPdGy0aG4
z?sNU}2Ng)xI--LTdC8|E9i$BXDLRZ+#+#$fJ4J|??)kcQr)!lMx3L|dHn0)_X&;b)
z(nG6D4A>-;C+0$W`&Rz|h%}R-*(%&vFu9Wr6!~N+?X>V~k+_lNeew{`+<}bKX{Tm6
zCmk8q>fSM)bX#pMKkVx-FKLNiac^9nI6jq#x4YuB%VfgjWcnJTJhrTn2xE0{K7GeI
zKGfA@@?AEa%y=|dA7fKjPv0pZa=)LwGVkp-S{Qk5S)qY|jw8@|pXF5+;im|%)mIs<
z3j}MM3z!5VKozjS;g^j5BZ>^n3vs&QF~=?k>t9JlrP$4B2y1xGB3?lD74v<t{{Tyf
zf3`oJeKQFkWq^VI04&$}RIxW=s_1%t+=x>-#&Mtj097hjTA%}B?&v@Lb!?J3?caiG
zyo^|`dwTx>_3BBxGj-HN(yozIeasx!hFk&311p}muWi?xI!(#W2F&A+>0Ti@5=?RO
zsXvucHjc$oti%D{wk<R^l0P>&B!CbMu{BprhBwrqNl(aJ0)4YyzL04eT-sn;b9AmG
zXI2>eMQaEtZtQPHik;hbJfBdqj>76Bx4IWB>y}W3N*_a-lGDU@x>HN`cLG;Uh1_JQ
z_RVZ~#?fNbP35h#K@5bIUby^gj<_RsG0jWS*%2>ww3#%Qa@@|ZE0#IyO}^Xq$J*P0
z=QUVJ1~W}*GW&;mMt9KGuwrBh*ry+bSG$a(mdDGUDp=((eU@b78Oi)=eO(vMS4?4-
zIUVVUsQaYSKp4bw{{S&iSuSs29<D!~S+)xHcW85vf!7|#nuktY>Nddt0MAAKbs}fb
zQhf3v6Mz87sh~L9oD4QbD!YxZp5zb0ri=}{dE%gkO(ze>-91GrxH2HdKt8nmgBS#U
zG{jA=0Pbl5JZr`;pAy{+baRTsjv&&3f-7gmWS<e<pZ3l<th;wXDwgY3ZjVd3w$q~U
zbf~a6G6+YR)9X|`X{Bj$Dm{eHDOl7tdFVZVD(<Y8K-Byn9C1q~_J_-m068nrjQWaV
z-S}xVdEoM8Hz%vO0aRlhGg`bw)vR<&5p`=G4>j3X<&E=|VX?E&dQ}l~^YU_iO>Aqh
z*+r?$u}i)(a-~N>SWg<{?L1Vcp@VF2oA>$7N3CdT0}<PLY|raif)W5Z;<RrYd^X%1
zgu$oLjxF*#l{->_$24O!q;pVYIv_m7&jUScyU{euePh8>NU@=~(=PsV{6;ATKOldV
zaEr%1>!k31h~v<8*;?}3?N(P&7^Z`E(AnsJ3JGU7aT$tsLNT<J#d|Nqnf(6%2}ZlJ
z(8y5cypK}a*Hbbs)h<XG&IWpBy%XV8*83a#GICYb!2B?Or6;iZ9*l!>07(S$2&(gw
zmj0DIS-=LOxEzv4KGi4@LC+q7xZfVOZLL)H2N?R-XCTKF#Q5=)$8M*t&JW{N(AFmz
zY>|m$-dG>v$gghjmVu|Wsz2J{JL5@!3<1dPUKXH(^sVhHUA)sm`7(4rb;d<Yzd_!|
z(S8!rEHvK}YK;xRdzlw-Md{_8r$3k!R~zt`#FskXi>@M_Aptb^V92LG>mwYT`_WXk
z)W%z%H*V&XHcc{|qne=>5ppVcR4ddepIVi24+okGG^1gRV~UkX$2CSbJt^%j)z4~W
zCSAxQu4#9!I*e9BUJ!cmOgG0g1<kP{0%&<uFIvL;b5nlU$GtSg%w3(sNHJZ{hZ`{4
zf4bG@D=BvwJ?qfCGJkVz{{RB7TPpq}y$@F>f4_c*rfCQFGXDU)Kb1SgCps*n{+S=<
zDVj<B%)L6Pqr?mjk02l1HOG$s0C+hw593JjtI5?!<B)2TT_>ojn#Am~5D$9DH!bT}
zN!gr=M&sQtJk&;D)s5#dBbvKxS-7Grn5g^3*#2o$4!N&I@a4YbTn^mkyzbp`aGCY5
zRPfRdC~?}ItPLAY0qM;^(B${6DFDf+N{_;VN(Lj4M_REItet9H0a1`Crq;t!Y26bN
zvqs9;`GFPTy5*<Yudbp48zdvAYWA`6o(Zox@qLCh*%?$3GKR;g?@FY(kmo*QiLsQ&
zamNJlR{|GczGl#Biy^nW+Wl3qYf-J#zIhyHHIXqaBx2Ajt;Xg(g>^b%^Nb~jB#hTP
zWnhlrk(_$hRbd|4q8Q_F;<KA9?~aROHL~x4PaR0+v!w97hIoqxx-fAP@%$p9ev~6C
zvz=`c*48Oq7Yq>dUL$u1`((i5?;q!1K;82MqmR04!0(e6vwyySol#NMYG$+tliIA=
z=~LaX2#1q_flmv^O7w3BL>EdELutBHar@G_#R}a^gj0H)R=eSQy$aeHZWV&cIQd8w
zQqiP_&7>$s#txwO^{;2~E{p#F2_2mA>N@4Uzu6-579v3<vB1T6jB-48ERqsXf}HlM
zm9OrKr!D>6g}b@?T*gIS1~H07A)w^r%WVDzqC|L|k%0k*SKg(E?-VERsb9ynA_!$4
zIc58q;F|W&2atRvW->8@o-4u`$T%YeSGjm8v*8;udxKLVWONHS$qUKp?Nh19>OJbH
z+8CT1eRve*eBi2_XVRd9fcT<wEwMP}yxopYFn>DqZ;8h*Y)`#;xyU@$hO1)Uoo=@m
zi5!F~_04);hrA=FrJG#eUPBmkB?i*p%DmT4xQ5>HH<S?=KQ=4at)$W*@WrL&t<+ac
zd3Z_Xdyv&ol224^PEn5P=b7H=h;L^zOl6ZejY%M|^~vp64#wK^aAn^a<G9GLLGkB_
zG>u|gX*AmyY^8}va-4=9mFCj?(iT0<E~ahW=vb2WYq?paVV3KGihOglr9<<D#%h{{
z1RNT*Y6qU6^d}Tv;%&Xl7G%dOC?JPML-|*I@RR*ct^WW3{<Xl6k<6u3oG>Rnee2M^
z6`_plG2@WQ*YTwGB3mAU8@70+xCMCqDS(iAgZNX!eR1@tGbqi(QiH}+*M(}QcBgQ0
zj5)7)x*?*Gn<px80O?*4sV;RH#{({TG|{v+C})vggW%M?y1ca(`EQWpz5wg|>(7m7
zX&UA3hj^DZlR7fwb>jx9Hnm2PlZ!oX#CkkBwv~7Np{|JUZ6XFcd4VO)Is;xWa=uew
z0th_kxvh;;#M0_gnVWLRe)plQDXtn;%Z%ftJGZM8q~)s+td4X1s0Kw~4so7%rHrc{
zyMG#2!t{LS-hxXJDF-8`O4HNslFoLJp+7GeJv)C|bawXAcy8YEG;whi*OxPPD#PXd
zL8{Urj^Lpf##a>4Hz@gjR;(k&F);ph^qe3INJ0Mqo@>rMtLI6O{{U)Q$aDL`gy+|Q
zYv|NmTf_!_;{O0DhD?arbCI;;=qd>^t-xSC$o{5_yUS}V8>@(5C#LpQ&*xAr<-O1^
zZ*vsG)g=cXkfceQ;sdivxWOb8&3K%|Gh_@3_N{Xt**8AB4>`~CuN0AY9jY<)G|{|%
z5!Q31z1(s(N`?g2xN9@%@Mu<A_K7mi@DRla=&ixy+cn_sG1{!#YS;FW7@)b4BRK^@
z;QkbvDD)o`_{}xl5<5$)Yk1b%0yj(sJaj&_=5h`45}<AD0it>2oaRO+9V!(CPC=>=
z=ZyDURC_?F-e+NhkIJCrwmZ;Gi>yerh;}*tbtq!?>5<clTcrzYX~r_9nFq}at`0%X
zG09kUf&TzXG4_!eKQT<wm;NU9tKZIF=Sd3~uF<+}aB9tzdwfX>f75aN=n?O7p=b5u
ztxFtafq~P5O_o7tr(J4SB&DUd4CDBlvahMGYCElCT#Vf<>C>#AnB#<e%s#aiGdlNP
z#B}dbfref<$gX8AwOc{H+gX}oKjod)9b5W}*wVFC)Pu()UPa_2d9ah8#2(^{2=WgU
z9o`_k+%fyZgZS1^3K(o9hCf=+@gXg*-I6j4gmw3-Hs=In1sTCO%`>342CI8ujF$IO
zMy=Uc)jPdL^_jQb%Ff+MIpT|zQp5rO0P3nP2s9uaZy@u3(g`Sfp7kZkvMHE@?)L(!
z<ccbUL<uc`Pg>Q~WAaQ0I(cC8S+S@R<kp4z7HA11{_J(C`z*Np46D|H1}McS9<`a6
z52ZR-kC2m$;5IYqNCy>q5Rz#ZXvgMUI*d~hO^J~U9&#(I_;smUX}%$4ytr5`<%oun
zvw@C#b6lJUDUP*0lL+o%W5^G*k7@*aQ|mXHfj`)G=xu?(ySfAi{{VGIZ>=KS_>vVY
z<4(C9&?!QGhMD20=C|<utXB$Ez$H|S5HrPT6OM<PR#z4EDB9|f>JmIgCW7fc{14Q9
z4{=<Fj?Qi&-Pt%5)9UtZG$Quc1-!NW;xOvKbqDaSKgBm|cF<e}3?zsVp2n%I4P&v(
z7A?yh;B>1ofMX1#<Lk{=B)49^qNYL=4EFRDnMbJn3jY9+=J0>iHc$N<6%>36$??tW
z5&r-%**kyJSg5K-Q{3=@QZE#WHwt##Rgz4sF^<&m*fm@NYE)i^f{U>8idnwpBpoU9
zE>pcQGT-l1WOGxx@@S3|BV!baD`JY&T``$*0jOHVl#zllMT+HQ5q;raiQ%LEk8RtN
zUVY^hab5R@&Mhs;{`nQ^<v+!1$n`RR_ltQm)3lS6mmloXYv1w;asI)k=*KHAJr<?c
z7dlgM{06zP`d4Q@Vy#|B&)V3;=jv-1*4Dkn(+~EIVw&Wh=K>W^%qvdR;OE-1$KDmE
zY!3pr!*0%s8<*lg=`rKfX1!O#U+RGeJaw-qh?TjI{o!7(;jUr;<E0baQr(>dr{<_z
zIOqQW)l)dbXV$6R&E-Z-L6H69k+@R}uTaC<xXnw%qTX_({<TefRxn0K=StvrrG|Rf
zCF7Ma+FReM<iz`59l@$;;*@SOKRR38RxMh_Ya+mxQ;eMR{&7Rq0q3_e8;KfjnK`Zf
zGS+QI(OwiRP+_rL=-iBBZlL1^x{n2Fg2v)_WWWr$8LY%@Y4#IDK6scPrD{N=PZ!F5
z`0Z0i;v09sB}H3{RJV6b1?x%0cPi&@P9RU9{#9N~l|Rz6b^ibn+i03(ayauQkbdqw
z{o{_Nv#oA*>&s=DX)R+}K4B83NFQ2)8LKk`45JtuPHV&N)lKBA%6|F&b?ouZWrAgq
z3dpEIU%=Oj-fsJ3z?1jeADuU`q;??rbH#Q374fv%C9IYbA~m$VNgRsf_TYQePTN7r
z{3#S|YTBq1%3`_Rj7b3UMRPOUJIEOFJ5!`!O-I_94Ctjxoma!r-++a5@*_Cl;ktgJ
zvm{nrN~59NE1>v)HH^Bnx?ZIqOH1gQ7G^vv5yAWoQNFM?w-VYDmWY+e9dX{8Ci<9{
z<7LrcK3N9gUe(~9d?93gLsyJWhFDcd`J*_`wR-M@sK=uGH@CWF+~X>WdKT?TibqUW
z1OnlA9s?X^o&m|@09P5|%UJc#v|s9(p5Q*vj>l?`VO#5K_5ftD%BNR^AC-sGv87^8
zKjK(sHm4r7=Ph25@f577WXf_FWLKR?pf&-fYPKQHM-=$4ZY}fWNXwqU(+D8b7;``i
zB+n@&k0zqS4)p3NfT76hGghE&vPUnY0zs;kcTTpF@Vqe;^EU1q<WwJ-IG{#`p>ML~
z%Ab*eDo41;uJ7S*?_||*bGaiY>sT6Ii6*-f#U0JOcQ(;v#z|u)0nXAgItteKcXt+z
z7QJzFNb=(wR2*dHhD+G$^<NMrmFn2pTQ%+R{{WU~aH;h)#lP_+Ddt@1HquAeWD@@H
z525Q^*M-vI_2};kNXA8TF=aRz>Cfd|*#{t;<oBp#y$EBxhf&iWdvb6ThE^D4K7@ML
zhw6$3p)n24^Uvd6%QAh3Qx`*s?vTYQ_AUlhzP+o*HDd35Fl^*G{5k1O8dKQJafaii
zM%5z@zSSL3Lk%V=+);`IHi9YM^oOCK4ZRNTQDb|isuxS72LNP-Ly&)+UAaYMOSL1N
zrw8@^RY$`2@#*^IrNpRYjU`g(KZ$xU{E4oSEHuqaS&vJw)bnpEFj-nMr8069k5Fon
zEg2e}%y-jilBosaaU1-&;~<aHy_>}PqiA{*5=H~wTn(@;Gk^yyN9kTCs_C-m{vt~$
zdciuYFc{r~!LLY}ZhTAPJDZ3uzR&h0SYkVO05Q)MEnF;3p=nk(8gyEP!i&3^#^!l`
zY#&T?tG60Os~<AiMWxdH$)Ndp_XDV_RvLQg)^XZI#zjx!BN;V3u^s&Uw2Zo({pIYJ
zIz`%CBBjg#tjp9BjtKTO<jhn%5;LDl^`8+ZlQfQ_{dJ>m_u6<rt$8~r<n99<1rI~2
zD?+5C9)lGYD$Ii-peu?1jQdgwapsMu6u?XxLBnUgIM5?t!-LOC0>$g*{{Tj`{{V3R
z06LpbP$RfT!n0rieJU+Oi+fH#fd2qGsSJiWm5C>uAEi^=Cbc)Nd@+A*q{XVvVoQ0y
z)qMG8KS5NqcQ-yJvSv`Fr$B4cygV1gegePI$X1@!y!bKKALLh_X?D*aiY%7|6EgAm
z(rC?UdIqno-Rqj9mT+3!TxnKJ$RdmGw4D6Lwlo`A?KF68?m-d`i=VnZDh~zP`Feh$
z#h1+cV+X<Zu8Zu;ozB=ElrWmMg(9bR0IJujET^^A6AI9{j!X}|8*z`o)||!#U?EaF
zoSLDnKJ6XhAAV;<P&<;skugV-_<(0zx?o4&H9|EZi0pYav8+dpPULaJa%zY;JCz2}
z!8ob8(PF%(<T*XK#ZY0*XwM%U4CbkoD%l-+b4>}A$fX$LH1i*}XxekrAB8bkiAG-n
zuj&d`NL2L^iiu!|xhmZh9(`(kNE34({c{y|vNYss4V3VE($l~+V-=Z|hW4vAq!g78
z@gb-w@ix{6w?jazLvQzp?^7?yF(ZNqVfa)rsgC0WcjC3B(r*{bo9xo8Ptn;3Q~1+D
zJ)=%ZFLdiWg*o$KR>}3nS(enH!$__E?N`z*pH0xLY|MqsaSXSvdH%Gs$jrx|@uo*n
z>|+tQ;~NftD)M{s&us#>b^_Z@J7m{;t?CBbPiUh#p5ymXDC$Yz{*}h-Ho_4NxFC6G
z0VlmT@SPCY!IC)EMe>}o<0m5(D&VLD?Z<J{ns`J<U>vfM-Fwi<gy)>rL$T?90^fIy
zuLj~m>C$7L`e_vu-+?3kD{I5Y{DWlw0MU_ARE%f2;lORDg(jZSoD7P3FBPMWigB~B
z)Jl*H3}Tf9KVdXjEJ+7iydd14g;IcRkXJ)x2bhD7)a)aexrD3qt2%T*%mEd%b)>Vo
zA!)E!JS+}6QDBPHyq57Se1Xkp+(3nzt+eC}9921_&f+Q9>w6g2Xc4}L71rntjXE|1
zqmx{X*~|Vl)_8n_rGR?x^{-DU{{VRT9hpD-+Vp3m=uTQ$Mt^}%>sq?pMCmQh@R3-a
z9=MD&yN*9}zs|RHD~ROMh~3Fn#bKGNVhnR=+Yuyu@vo2cxj)`Dib1XIZ3|sUdHcq)
zghv&_Ezd123ai$%?VksVqELfV!bmlxDRQ$~a^+^6csD3VsIOM=&U~TtuOx&0Y9Dc4
zwc(O{wdaz*ol|$zZQkceAUOk!;<B}Dh)B*3F<T5d&ums!uD`fF@G(+kc>cbm-JZQ`
zA87-rt^H~}*ZA&DW=js#%|lv><uGtY7}W6HyfdtUj|3W^?n9C9O=mbXt~;9g)C(Qp
zxQq>xVa7e`syo3lN}!C6wQd{hE3Gy=YqKJ}dD_S`pK9pz8T9>1!02;ZMG<V6?g;tI
zbQwS4Kv?9WyPNF<2?-hNT{f9KrdW$P`@ovPywdJ8%~DHQkgK8nJ!^MO9H*{DTv4So
zbb8&j&xrNm9k2{7;#B~g0q<R{oDB`6HtyS<6asq_T)v&F>H1E$a4uE=*+3@0K+>vU
zsL#~bYb@|dXB@V}A%G#PDG@boig%%6i_PzXr{9Y43;o}1xc>mIhxymET{BA(Mt<|1
z-<Lnqynj)T7ncp{?fmLq#X(&e+rC<>D|5*;W2dh*UQtN4ip`wSN_x|2nUmT{<=mrl
zjEeQ&7r~`!eh$+7Nv1^{at09GsO!@l{vy0^aBE5pX6_qCvq_v<y9Rjk!6J(i<8im@
z@H;t;g2*_?$KzeDmoe0|Z4*gg!XoU<M{`R#J}&U86;0Q+Ds#p&9VL{PI!=S6Y8L2(
zB&>wE`9b5YFgx8pNrz2{!)UH|9I<XmHEhNea8FZ=8mZy^Ze3QwSy)CSjzWc_`>piN
zNpmqqX(Zu5&S@ESI1e2hMG6i=NK}14$*u*H4au)S@w8G4D_ID`I~G3K>0A_plgXrX
zC81cH9w~>dJ*l0kh-nm3nkWG=MhWRlifK4J8enw(4Ast&t=i7S`D-8!KiNDQ>HJ-%
zu8XSP#}5|Q!6$`>LNk&pg41IXi8nSjuHjyjYTxjgcmUf2yHe6d<i}TvnJslY4K7P7
zyI7*Ny@q2N0971haokn8p%9FREHTJEKMM2z00K?+-DWjNQWmwgW%)QW9Q8iqHQmWC
z-p)ok<YJ;o&RdjqTs@32jBj~{GwqXJH>sf)*8~iYF!T7=uE#LFo$i4D07i*QLQnCr
z>fh45%KkELqz7*<dJ0#uwHVyy<cW|1z<_EJ4Qk!P`>?%v;<K7ORVG}aVjNM5e%eZ8
z*k&mD)3HfFnl5Ro4eWpKRMwYmX{wo3h${Pm_svJ91NO+V{qFTz;E{JB9d{ac(9y=x
zJxj&*QENJWkK%{`D=ygXi0tDWpVqHwddwO=x2o7Rl=Dq1tg#Dq$zT^G^V<fo{vB%8
z_tw{b8Pps79{qoIPw+|G6tmdsFkbzF2a+9n!!blxk2)N2&#ydtQ!w&963bGzytR(@
z&B=}VRwIyo52ZzOD^DpdbDn=1=e#wk>GrxMzMpY&EiYpvOBKi|&U%B=ro7e=xrV|;
zxR~{kf7QqDp8o)aNuMsIO>$9jJ>D=D+T5W(?Kda-SC&YpCcQ%D5e|zw0$7w{%zCjs
zO?lswwF3kurcCUm8>2C@4My>hGlN#71I*_+sN~2@4CB&)xRm*&#W{uzE-8^>JOkdQ
zj(6P{&O&tJquYU+SjWwpY3f}x`Lr(TSTS0hV=153v(L3@>Vpy5jAQpzn}BJ{aH_2)
zcE1nx@9dps2X_6_pDI-+s+#Dv{{RnvWO)9{@-PLAlO)M5K2-$t&3SdazD&W#<6gs}
z-9_VX2R4T^xYR9%`*+XZ1GNd<=aRFzldjlWXdWiJeMN3tPP#{y-^pwNDI90$YpT#q
z!SMZ&xpHJ^fywKR-=$+|TAi-1r#^$PqKlYL&}29)2chh1N(~oO)1VM(+O#ifKIB(%
zZ`wTr4sk;h)V$qu)Ab^$*}wLlqPJ`R03KF*ytCR#F^rF4NOX&t#&s=3NgsGE&_;*q
zdYYWvq;ZHM3Xz4vqVNEu5l5M8U`wgou_R&h?OBBUytm<6`qV|WS+GYhz#Z!y%AqG=
zEz+Z@($LAAl)=E`il#{|*wl{2nBxF?)J%Oz$f`sR*fE^a73Z%WwB5~|QiJL!7{m-D
zZ*$(XbwU1^zxB<3l~hoA<Gotc8#kHYkfZrky^flY<$+kH0L2?A*#L9b`BLYMfsE7~
z<3wQd{OBq(QfG`(s1ypvMc~aLHEWCecTikgGa)^jBE1VsdAv*T?)y)cV)xc-fFG9H
zJAReN{5q4#)-GHt5@OmgJCZA>g8Cl|`1HEB`ZdAZFe8q7{#4b><ekX$9e&K{Q6=ry
zkuAUO-+Gb`I&uX%eRk2#Y*u^OJ1j_2KdU*Zbd4_6{C}!PWg<yxQ+`zBDPz<5)E*;)
zQqyEC$+`e=T}MyCua`@fsi&z*C?tE+cXr74IKm=*$cLcyKJ|&>MI!tuJqPrzr%KbW
zB~d((NU@*dVSsBl#QHV-nt`1x<!IP^g;zNMb*Pk;tZB-T#{?|gV}Z>$#zK>iek$<O
zFCxJ<bEzEU#(DiJIU<>hGshrec?Afp(;bfU;9`;Eo72t?n*RX$GAb%xf+4@*IJ_(l
zf3uu){{W_u(N?xO=egqrK}uwJ$Oe$JGUAa3KK0WrO=kI>$;4n9wvld70{%FvimWhd
zQFpLyY~q>{w^Bw?9DvtLqP%PXW7@c@o88CdHEPFKk^l+KM65$<=ckKkT<3C})l17*
zm0JW?Cl`vb)sAV>>$BXhA&rUk#Q?Vpw?veHc&zE>0B~vxfqf$uFt!a)oX(@?Mqj9=
z_B3*1W|SEZ*0ywgWh|7WgD82feNssq<pi3zH1|}?bv>%7RGm3<LvhioQk>M`xz#U?
zg{{D7Q*xddXB<|H{y8_6h8Pr~VS-rm&3VkoV|-Ps2LeJ5G^$mVNpnweRjVq~=APz-
z#1c&=>~K$dzYdwcFS$z-i2|yjCmkzt+7~eZW9izGNrI-C$j_#fbMle(6$jZFe}=nP
zv)ph~2i}3EDFZ9{RVa2XP-h(+P8~@Eb6%(6a&|9F?XDY9wfj5n3z44H(s+LV02m<l
z=}3nbu8%?g01C|2#$Z2AD%2B+P!M^jH3bh52c|ixInN{38ybf`wL){4&lS~bcCj_d
zV;b;ythub>AcBKGT9(Jk&Ow(lH`bdXU{=k|lxj&;$Gv3Aq!K9&s|BokpB1?ctcZ&w
zY*p8lBi6C(&dE8hj^1?gz&&fKjAG-d*N22<9Zi{Ji^V!>?h2Z<u*dy$1GQ1pwwVNM
zHcE^EQ`V@-E2}J)?qiisMmyEEo$oxWnNh8-{{VtQFtTE^aph($a=i|-#9kkk_TDSI
zB1GzdFdf$wxu@#3V@<cW233+Y3Su#m#E(uZOT$)D>i!(Ix-(*M3b$~1reEp$#jZ?N
zsXskX;MY63jI|?%H!Cg7=oQ&^qJMRL{p-jt^Y;11coH}BuUb*46b*Qd1bx6##=O^3
zu#qn&Ab^b_DqrO!R&%+%3tv;7kYLp*x{+I-*_T%m6p2KwkGhyOR&5VZLUU^;<w;!D
zagReA6k@a=OT1nUyZ%*PYf0fv(nQKVNUBB-C2Uet@k!pD$+5HH?P}vkzm8;cx1$5l
zj^evvaFD|4Ve|A|MY;q2rO&6QTIakYqeXkI>B)N-HqQS5I6Vl*O4`(-mqyoaY^>l7
zVR1ghi1HBUj8cr0wl&0Ir$*fB*VO5ByDdk<Hs;6dV(!(Od{W0KM*#YRRv1rm>n-qD
zAXAY5V8xI7N2lRk)z+AoT68hUzcR+7cS1O>7W={4h`#d$%$FAA=V5FSR?*94bC&VU
zg5nq%PDbO>xEG87#}(>cCDP2AbWlU3-wEPkT2jESJpdohxTy3w?=IHS5=52H0#qWg
zlXp9*MjV>6nQk*s*Kaq&-C-B*#z(QL68IZePO+!wR<2_tx-*u?G*<N96V&02oslrS
zoHb%Hl_VabnKl_fk9SI3aa{(5qP_j3*BJQ_;MR3&Dskp#Ru2g*RaH(U9W{2W*&p)E
z;<^tCHmjh+7l|W}HUe+6zE9r=sK<JxEwWl9nLL#sV!KZc+nsOW{1!Hlncm)K^Pp4n
zbDTCRsZ>=Xa`E^%VWr5?sif#SextA4rL=_ET|xGkOmByU^Ux8}lT^1&BP*)UsN5(#
z38p0*@*Ms(yYTzMb9jCmi;K`!X^s&X@~hZaS9xOv>@5`0B$2mOVUTM}T=N@OJht0Z
zlTerll&mYz4w$Yw`EhqIuJiS;X8!<$Zc8D%O1w65DasEmSP#rsGjrjMK;E?aiotj!
zVq}mhNj{?-R#Hsrpy{i&&nvi1%6AMC>sgWxYt}FHO&!12`RTA=291sf;aE2sKZj0s
z+^|3HxA;(#6R4%J=cIGilNH;I3qo_1x+k8^T<*K4!KdDc?U|Z3T#TBsZPdv$sD;=7
zDa9BJk-@EB4cVpksIfmxaZx$)#mL_aLD#JsUC6ZPT06Mdj9~Yw7a#HSC;P^_`{?cL
zW@w8jksBR)S2b~FeC8rp*fGvQtm#)%joInuIcuWSDZ8B~g}goX-wx_J!p|gk7P2DS
zs`M??=DR&VU$pTavElh-jh9=3Z!Tg74;TlN?_BSI^-EnnFEnjV;UcxX+VRcWIR{Mp
z9+l|66!3Mmwy^r&+HI%#NJ9gL2j7b6jFZ^$YSNV_@2eI(MWWoemRl5#Q`AK&gZWn#
zWgYd^*^XFDZl?@~jkWA7irsmtS2{(d*(O*ce2it38ggBXqbT(_i=7^8%{uA}XNP=o
z7Jo88oO@@jd8E31;wSui&(n{Vy>n3TE}bLqgimh3=P=B`en*OqeJ)i16>>oP+m20O
z(`Qe#gk$a=F)gjaocRttw$({3<vGl3KMM9KY^4CNkWM@1vaTTVWdch)sp#E#rjr*t
zmqW@LH(pr?9^#mNtJUu<VgAXwZ?hmGGs!@CuQRu_d%KjkjE^zS6ndXZpyeqLaaSR<
zW`s$DQQg~3XK^GG#>p&aYbh8Y*FzQ6u+!j0goX)*IpF)&Rc7Lqk5ekcQ>{6BM{6S=
zRtI&u`a~-@0bM2HT3)myqk@VQ;Nvw{`z|BUy*FArva01Zr#9hh7}&0(!Ex&MTDrre
zf@h6PpywC^lT_10S3D9cw)k~onr^!=GXVD%?-Fhu38EF?<zgq1<0DPamqaeH_Ad}d
zbweW9-$1AB3O|UB<LYa=xA61d=yrE8O)N7>0+s;qPCYA_lfn<IYSBX#yolw;oZCoT
z1K;wmV2aT#?V^D|3mSz3>0MVmXYTHKYWQPR7sfl=$sXOl=|h9~_N($}klG<-vbd0^
zRNM)Fp&cvGn%Ntu6+>FH^EAl>O|oKCM%l;ASXL9KChnQFJVYZFoD=grk5SR|`R}H<
zHrJMW&&wX%h5S!ntz=E%yB1PX@?q>_73g<y>k(Z`3=>6jvvT3nIXUZ}Ksc=*?13~<
zOsN`|K-elc%^Z)RoMhgIkvD_U`AgousZm^bDpM4WmuOj3kQs0eJ?ql-T?OMY&kocK
zcCxQb`qp-#X3=R^EW{nLlg%qMXrXh)N*w#r1+9$+I|;S8Ak?_Fl$B=A3j5VN`*`iO
zD~KVJd~wLikLokQsv3@{(p@WL36@>N3{_2H#_HcuWSRz60CCrhR)F5>p`~WP#ZF9;
z5MEbvjAf2%l~t5C)cYFwWjtJC$?l__@|<->&$y#$=te84ju3wF&(^FZyaar~KNYEX
zw7L+uRkeR<_#A*tsmBJFXG-k;#b(5Q@-_OUThsK53H4ZQ+0o);Vp%{K#bomcu7-2r
zl?2<V_%oaE)}=O)u3JvCG;uS9mj?ltJ?p*kK8-!htV9nln%m-d#&e#XDzMNrX=Eu2
ziGb>=!z1v;X=(Sf_;x^a>)DzF>uWmhQ}p!wDq)(zzF8|AbuuYh)a7^SW2W#og_}gv
z8e4<{=6{)orF0iMdd{RU1bd3k(L8adYf=~+HrGqmH^)AtS4kLIKq^5V)$2w|QB7=o
z<$84}RB))Q(ZyYOULC)B>Oc12n5iFu$gG)sHG3H**IJdc#><7r>)yQ*_%D?3Mpw^t
zIM477?0o>PK-=DlU2LvI(1r`;$e@go$GG*!eA48(9P6o*4u|4VA!NIS!TufNpTLS%
zI+_y|z))1+je@&>>|mHGSy*~8>sk7?ownr(Vpyj&4w<|;Us7)YD}QZHSw?=&+<}kc
zS}OO0t;{;4r01Ah{{TW-Dx$26s-&f%@?272V2ZgKqjbe@OX0#J%Ey|lnjC?!0j}jv
zM&8DKiUJZkezg>~FEHR5=`FOz4Yj!ywP~a%Y%u*Q)f<+u@_U><o#BbD<^ZY2Yp=HO
zK4SUM0oxVT>H2g~xFLTE>EVte7+fz(YLro|F!5WSSs#KCUm_LfxvdyHEUCj2^jhuj
z9xHVu1>(88-w<2ISQ&uz3tB30Myi!KkjLSedJuo_s;Q`WQs2vLpeGz;)KYl9)+XXn
z{{Vee3*Q<-@tv#*#~(E*I9MF1C8>ozn-!hL-<3vqr!cqLRR&4#-mo<tW?QR<WjGn*
z6<IY25a$G+t#Uc5oKB=xi0bS#I4-2iMjI!+b#|T)v|yq*6iUPZ$DpnsN!D&7bu5Q&
zYpaLGPiWE2<^94AD>*gL&Q^OJ{*~a}DhRx>8$5tz<UX}qRMG7%S(QK-^sHp~rKU$}
z%nYJJIgcD?>s*eb<M}VAcgX;rD>`?**sg18&lR~L7;#ms^(f_Cu743+UZt%~cz#wV
zK9t=yOR*p=xm5Qx(5GW{UsJoD!7fJOf+=mZvu|)60aYWAJJnr3P*@|wox|MpttHlA
z020INLue-?^+!iw3Pv;OOMfQVw+_O&rSTj-U{rDW)}!A?b!ZOmqNL<&Q-Rm@MuzE>
zFMnFaI>VF5`qtLFr8Uguk%8y6VvP#tKmBTkG%`!SG;yA4qabcgYA%Ox2TyL4r$o8z
zD6q_YZ04RW-FV5Z2{c=PI#ou}u2lWgRj)y&*25#YV<%em>m5BjW8sSkZIv2ZWhlx>
z1ZTZ@9C~!>`PyrLPWxT3%reOt^+qD9DZR>CpGA0cMUO(zt?UB^XxHXB@7}c<HDSoF
z8PK(DO+u?)&G@l3*xKuwiYVOS{{Y?<n~jX5nrB|{sZuaGu0L0r#ih80Z9C0WaGQby
z$rNfHFPhffyu{hZF1(RkgLwB$jY3H~mWj)%vYuG~026x9k`lR}s7GaGsJGZsTRWZG
z01MmJqu;5&4Rplx<PY$sS>N01I;&j$pcia~i#aFU)`W{BZGj8>oKw)=Eg9EIs6%h&
zdEth75m<V|Nj8%ylmbHx5nToR^34c_INgakJa(*2W+@}l<SwLSikD)OM;#PKNrGdk
z#S+9}nWJyKrj;d<8AGAyb42pI^E9#?x$0{nXnMDX^vI^rEiOwik$zx7t&jLg{5hv<
zi2AObD4b!0!Lqsa+f+O-+k7c&>T3_iIvwbpZ&)vs{3kgkyy(^Tb!@giws?Q7;S#B=
zt)c8TUM|t~Kn<1RIX}X9HFfSHamdHLe8`r!u&|ObDzN_UMQqr3%U#mgD_k^ye+=0*
z-x~2}&DP4RQ`IlL_gkxfJZ@4C)K(4tm?Tmj6+b~-HJ`-mv_I()0iLXfKalNPmOeZh
zrNUdP#u`K2NI!=)s+<l-hOG@+G4HhJhUXE>GATV4LNQ7GpDRX4yqp|&b6Xddx7QOh
zqydN2RYtbd(O3&dEmoXFr5haiS<#BT?&Alk&2W>cYqtZbV_uOimwggElE77PNv}4z
zBwR>Tkarr+R_ImJ*q;8&?5hh5;ziB~uD8Jv2eO-YKRz+|R~01k$`nZK+jtqS=fJsJ
z8C%j{>0CJP;IrGvf8Or9GQW%zL#nDoHVvGBF<6#bjqaZ)lFsT_U#3y9#dbb5(Jo|o
zwGGP3>xD(hHOD5IdgqI2G5+my;i^a3txr!GN_8r8S+vgkL-?JjL$V!E3xxjwo}C)K
z4@>bqhNy~d?gKIY1Hl#Z-0)9lk3AYZ^xefe8^(--9HmdFYVU=1mG?Ya`E@BfFLj?x
zJ=9APd6+7WdH$7*`oo1`E}L<cR(A5pB|z!HJxzGcr;0DF-5B086geB4IIg2j@oQhq
zma{tToZ*CIDPnz3IjUHg-pv?)V^*`2WSzC#>)PVmRJW2#eaCO!SrDmGdBt;+T0&=S
z(Jp;OZ#1SWWw*9Pi9qT}B%gCxGHKUL#l*3k`sa$@nkSnHrMb&rTEMsNi5>=PnDI)5
zy@(EiFe}l2;T@Doz2*+h)PY<FjH58?CK5SC0-?!0jd|19p%ug@LY4+tx9$wAbGz`Z
z9|WlW-CT}?Kd7#0Mg|3RUJ-4YsXg}p0PMoB#D5K*mQ}7Yox7HNTDaG)H)A`yRu~yI
z-guA0qV{B((IhfS^EoFYHIkkN)!PI_aqdU>*9|K0P_t*hiNe%%9MaMH9P)q<t!io7
zh31_glG5TxTd&I46q>e&d7{9QT_(^@0m!VxzJw8$Kb376N=upsH>XYVR<Y{(AH;iw
z+ZL%8n!P;8$3K;KHa;cMuTy+C@q^u8<v)?@Up>LATgUf_<F+dDYj#XNW+U*cjv}md
zlDQMgvdlufYN#{lXzuLp6k>D*hCpMq{<N}KhvXgzuLHI59CpBqd+AY61u{yJ=toNQ
zeLq{j)6|=B7S{mb(4H~do-3xEes`*|;pRDXaA`_4RIk|Uj*Ym3oYyPjm=?^Wd=@Oc
zRm0;AU6iktY`^UVKjT=krN#Z{+HNG?;P5fPt$EKnokq7I)$Lh4DR}Mu-k?{ITU;%b
z>~j}&WMIlyu@&r^^s}D~UaMmp0OGuXtc;ykAa}(>XG~?xt}|J_I+m$D*=J)R$t-!R
z5jNPAW3Z~m#nr$g0RFY=H$ESSQt<wm*6>4a(ZoFG1C}+*h^(pF=d+Yk=9Hc6dGv0+
zm2xRioMO7g@E-1d+Y*m@gHiBt(=_R?1?&<Smv+ETO>s*TPEN<tQktdqk&hE8BNb{R
zBFGvdLoXnXqOmmlxvwW!Vz&Xmyv?)^#<ixCQPW~s=hLQGT;XK{D1L^m(wgXYQ_e7M
z7L?J|T6q5e#9C+yXGzd;ws`ZO#B*IHm+>{O_lwOisYuL>U~KR@@N3IQi4njOTNWOL
zYQ?XL62jzMLuwWFY#^@$8fva4J04~$50zpQX-AvM*!F!V#@ZgU#ii2+#!5*W0>9F%
z>JgjeS#9ql4;kGUBY=H+j%&%Z-x^q2<)hP9H-EfSjMj+pJUa866t`$x0{J7a7_A|U
zuIFb1=kXa<9uabcv|ecKEcCm{^;jpou-OwNit;Rq2vXSruzU66^R4+}T;L1=z!l|-
z6sZ3IEV3{Au1EE)2yU<AOh<cgGuQWo{{TAldC#3%8~!7?NPMeRU|&1j1NVI^o7H3=
z*q5!IJfl&V431fui?PcR+?s<{kIK-m7%|4qb5iAVqBDCQN%o0trCB1zbDZNm(C;Mj
zmvfhMll7pEPAT@NB)W-DLckx+hV(b37dnbP*|ZBrc9kH2GsR4Yo|V@B0AguJVP}`-
zP;;MZ)VA>VhfI5&rf+c7;@8H;EvApqAyO0~uXpk|nDL6yg3V@C<a6&=d}U>&>AG#B
z>3(8N?%T_@at1%fxN)k^vm}0c<&M+GN~%$oA{@{zrgevcN>^Vas=U$eBaAdkTp#Y#
zx?YiWaV(bjDKkLD0jw*jwGBGp!E(hM41vhVrmnGc95&(@3<eBAsd!4sXk-1ehN%|4
zr{K<m!+J&irmB+M+cGR<hh{x;E2?%=F92ZI1imcP;foC^Wnb?c)E3??y`80+5Uf<?
zfvhKkuTpnt=9VuE{pV4BBzo&STC}DzQI*aJIL9^AY2Oj9?QJ1nC-;h>SnkMwdg1SH
zTK?&#WeQuU6xhyP0M8^>w}*_OO+}w8n$)LX6Dh}4{{R5?HSs<2NgT}zAaDzTlabc9
zbiWvA$QDc3<Xer!$w+=($G@rKxp^QB1Vb1hM?ZyE@<#0YR{YHI`BCX3#$FvNSluu<
z;Yu8u$Cq8QySaJywp*g@=qr#|K_K7``KxiK8RPtDZso^Azwo8(H#(!Fc_cu`BxCrN
ziqG&c+pWqmkMw5a{sfdzg)Ld+@M;iB*yGpfSCTt<7dZf$^P71t7H8X>X00y2CA^y)
zpT@m9c!g^-)TN7CNbKZDqLi|M$7;D1^gspRW7fDiHQ$u7ADD`yn&ie|xZryFRZ6@<
zrYb!TS%%;h+zx8W>OwW@D~8iGle8{#{cB1~jp|qvwDlDn_t?wZUt+(B{7BKn!Zsk0
zUSo5p+}z5=<zfwXI?bb8hHj?0MzCd*7$8<vTW38-DKe@?^72U{q&97gjzwx)X~!H9
z_|=DjqX9~cdsL|R6kx5Xj~1R}AY!(({{Re|mmeuOtD1G5_XMv8sTJ42KE(uK7w>hh
ztTq$d%atCE2QT`}`B9G#hC~Q5zc=!#cU~E}n<YzQy>^gE=Pq1yIKZu2J2bkHBj*fp
zS>o`{gq&HHI|lI891kFy!xN@PACGDv@Wh5dB+unvN5SEnBW<(FUI#o^6|8BI>9@{^
zzb|2m;)7ClI90BBx_EFvp}e&|_^56KHi^jOS8+Odh(N&hu5VM(jG&%tYZThHhZlLP
zJCY(e1Eo<n_aq$1ap_u@x+}uxYMO>EKLl@6_||PRCvt>W(#I%$#Mb4viQNz*lSv+e
zE(ic%`%+wZQsy<>nIqndF<F`sYmmyov;K9pXMJq=`IOh6&8FO2lerB>mlME#R$=v{
zZNT;WRkWA`g{>&`yLTA@PJOG%EPO>Y3^$$ycDg@`71cqLw>3$O=_S$O$K703blNmI
zI7O{A)nc6q+$pUhvFv>*fri>NVExcOlnpf$bgi#1cWQ~?J$)z<UeXnX#dH?Z2FI_x
zVuaem^sNhNHUK!OkTRc$&-x?d(!6(2{{WB4KDFz*>GL3PJuA#_bh%pT$j{|Tp%;7%
zGvYXa^fl`qQ1#7umxAo1gT!$b>4RRQw2qYwOo8oGoa`Rhu2aVltXdh`FgF2RkygcW
zUOfl<3kM%~cd05L5#>yI;*4`a&tXZAYLja_p1t8PW$?5Bec(tHyLovH&8#-h2$9#b
z3c~P6C&N)5cyn6P$^Mq04tAbv&#i^$mCvHV=5*mrMyB!DYr=~eKVpP`z(skNjX+IN
zaH^+Z$Weh_!wRe064>cpOXAq$ZxU^ootgQuT4C_qlDUpMHCT!+oK>|s0Paq5K(3d;
z<ew7RoyYH16~dsqDIXE!h5A=Z;RpijR<h+!?*JUvWR;QOUR}>&j{qKX%{;yZMk9QY
zu=VXtD)=L5{HY_2kZKrhKHz8g5Av@BxF6{f{{Xye-fyFSu-u#wqBiO)!EO)wM4W#S
zp&b;qBCh+uip{57GM*Muk@!~w_*bF)I_A>#eHa?Y5l`AvaXmb@6ZLB9Z)38#yGOQ)
zExE^HGfX!zM;QIm1|3e(QSfyHU7YRBPjZEzY>w6B{Xz2B`d{r#Drzd{0pqKrxDW(j
z!AUs_isAla$mv~&iV`tBx;Vmb<X11KByru57DRdDn)R@>l{!i%&Ste$Tui48v>F$3
zZmn+&5BR9;MtJi@REpPql(PmODFYeitay2X_>)h`0C~fcTUhhu%#rQ#fDU@nCN}33
z=@|}Bnt*+3C6yQcTF3tYeTqjViwdj8N8#^YLF3Q|iKfOn3iZh3jGvm~E#L2o@=qQD
z{wA29+_)GckZGe@DYs;D*{*}a5j5J)z;JdFJ@Hrq2}dS2{Hv(&8n^r;Yn3?I!13)-
zQqqe@rGu34_2W^eqdRrDm99LMQ@K~1id{zf?$Xs*k^$f!O1W)p*E-CrouLpDOX53U
z_?N0E$<Ipj{-&DL`d6M&_K}K(&p+`+<d-^n7h>6Nxvn?@I<^mL>wG|-MTNSufr&GU
z!`IAjsCkh<u%QZeDdVMg;pwPC$ndj@@x)>sMY6EMA(Kx=98Rr=9;4Q)k{6aWaxrfu
zmBa4Z`5RF8^{mT|0IgBwNm&-cvP!DJgOETq?kIt+q4hDZU!{0@&F2V-W+gxz*SJM2
zKV*RYq9CRv>f_RbIgdmQ#wvJ|Yjo>X1>LHiZ!N*kc?C=_>_H^oTMmEcsHA0LFAxD9
zfpQz1k^Jj{iWuZjqzsY4uJcx8)pWUS>|Ji9;h7;Jh*94Hxp;J&*8?^)g&dEN)V7YQ
zQIn2{plstCcc3hzr>%F^mhMsr0mMcGbNN>_C9TR6y4|;~Mo~@=wRRS4Mf6dSR~BiI
zdsa1Rs)wn8#5_MUXy&#1iR>>tv~CX~v)1jept*)a^7%~NeXCE!cC9_&!kmCGMP}(%
zFA`rD!T$h9Y-YIrtra_;PaMXSur0OkSi{jYsO8jueR1SkkOS^)0!@1K7J6i!57fLr
zbtF<tZ6BKxsma<#K?n1$K|D7t=9Qs4Ja*Auqaw`Tbg=1~j^gcX^;oRtmN?{FLjxH4
zF$WdtwPt)Z)R!tb*mO8#xwID(7-F74hCsQ-dU5rwKNa{6>%%Pxnnjiw#!<%@K7>|=
zpQT#r*3w$u>S<!u{{Xy&*l@&D7kb^+w`#Wcw|{6BMWaVk!+<ai8W}s>=d_(L-)bjM
zeglxG2Uc%EUZ`~aA$$=4OGxeYT|NAX2HZ#+q0guzn#;5B!r0r#tW7A2Xzf<&&uQV9
zb<e*e^Q>Dx5lOH3w(eV|RC!_tVBlm7esq%7<xW?EiL9yej0%t@PH<|xnx30(<t4p^
z7<CynU;YwJ6-ExAoO&aFg;9--ECP27j`g47AV1+8y*bCoKb;BUEg8P;=x+ECvHq0p
zeO`SQTV;+&Wt}(0=b=F0dJ{oZ({f1h<B?O_{I@Wk`+@yyNO)gZk}ozpCwTLX$<IH9
zJ}(aH(N2#ggy^AxC6gEw`J=Ju!ktQ06Oyw`?R8il&r7p#eqy6Pm1G@8UAPVTS6i;z
z@3OR9<n0;!tC{}E+<06Mt$DTZ@p5-Z+F)}^a)qiRCt03LizpW?&Afr1Q;OzejD4hA
zGGc5NZ1y$S>nL>Z?AA;MS+|Ug_Z7?Qi$DA%GR{czOO|2=2R#1(TJ6JAQKw{l)^%Pr
zF-}oB4-sn7>kFq`1^x2d2<1Mc8qLw|*H*c`w-ZMb+r(v3=Ns|ZQfgX`o2YqDr&_(T
z1p$$pKR0^kmPsMhm_`WParjp5Hqi2CXuCz-8rL~!f)aT={VM+eg=ez1)J*pXzh#;?
zh=bVUie<HlzJlRZzj%@FQR`Sp&u?zaB9O*R1vM5W$ka=7D@yT?l?kUnKhh!}?T_b8
zw08<|z+qEBp>85)I03;Y)0%8e-5$EjfTR79QIr`YZ{#YC&xrIm!jr1NNdx6T+5T0Z
zb>kg6*_C$OI=3LIfDh+L!p8TOG3;toMNT^V_O4zJ9BI>x$8B=J91H=+>ryX`>|Kg2
zt=G%cU~x|4vpqM#B!6$X2d$%@{Cy~<d_8z?Z`%GFg=K4IRZXN43n?e?#y=V<qGh?~
zQ218aWM=ZQpL(f#;Hz7SclktSyVX=5T3wO)3hj&$+X`vwdAz;`fg?Lp2Oay@6|8B8
zPq-*XJ*(Yr(FA>m73BUnLH3|P>(;JtN;e&PNkZu6Y_A#?+Im+_Wqw&eE!0;S0nKVy
z%*q1u?N~v(oN#)bT$qt@*EOEj0!cyJ-<qD%PcQ&Mt*9;6ZcTM4-5s!}%us_(LYTnF
zsNYXlZMf$(ycIzExiwrb?{U*6jznwhkqj0~Y-0orXC#4Frw;NcImSLv1v*p=sxjWJ
zM-Q1YzTt%(E59z3Y1D0=#!ooXsV3h++Fi7c8JHegx+@emvm}`Nq#Dn$IASt7_7$|N
z^7CBTq|~Zi9)5LIPPNg{uDJk!;DAW!T&AL?{^6t`)sndHN&pq)rDMani7uKzI2=}7
z*2X-C1dm$mA7&15SURM!s+?m!)wCqdBX^<B-0A5ex5_d{YUOoHPqS_)xvr_M@=E78
z?OE5B#(puMTGCLtqos6Z=r?NeFPNPUF<scVw~`Knpz14^(=?whP1|@i(ja6&zSKfC
z+_*)>YGG>HOe`B}3=>?%--kmZGOr@LtAu7ejPq6QVge(_YMDgFan$mwjXmOGG18z(
zCboR55nWy6Ak6;&FH>0;c0hxHQ*Op&_8R=ELb2)ZU51;g`RX!3_pdXOHjVmMMWNg_
zM<>wGwFA>F=28Y~(b~ZO0F84nUX=rrR~Jwi>rTQnWeb8uMdoeJF;r&M0!GeB!h%h4
zR~|3DdEd#}vFGI&?NZ%<?<d5$1n_Eu*hWuJ(zxN`%}XcePy6Pkhs2tt#ETkXoSrbb
zrObqlYv@gxX&`cq*_78Oaj)uWGX=bu4^8H^bqnj)CO45YkC<)fYoDAD<hIglCsr>+
zc1sCXG3Juckn8%f{{WZS{{Zi^P+V%a_ervQi6mU~X3a!gXMiaSoaBK@<`zhjBJ2hf
z6W@xEw1D6s&-=9!U2GgEsSW5SC30wO9T1XB;<4&p4ZpIFK@r^EMHBAM8Gx;LWVF21
zF>Q4m=WjcC#d!t3qhuHN_U!H32Ni!!@k40$Mr#N{vkZLP)=pa5#?zq%4u5K!?XUSB
zzAar_sU%mFc=1eH>Gj5IO#DICTLk%Q$M*$uTCM!r#o4*KIc}bnXyCn-j8>Cz2ONsA
zX>mQf38Imal;jmS#ZC5T@&@15tu2T8Gfm|mEF1<Wf@!fuUqVCTU1+Zwoyh+Hftqjp
zBwEiI)ULnp>8gYxgP4csQJG<1`D6OjqMTCPw>OA&Rzk90+&YoSG80rq<H$$Ir1#>K
z+(*t}1bt~zdv)O3kIskaX-etoD-x`^2jox6y(_{J>9+bPV?DexJABz-39mOxn<Mw5
za696zCDw=s&lKm=2C<Z__F3pd45};2v{CA|vfIzCAd2ECj>C|xn$?ogoRPP+c-^MI
z29t2pX{#h|Ml#&hw)lgrlk!{~_W4CrZ!U*5dU2%erk|m2$M*jKW|jr~Ylkvqjl(2Y
zO{v}AYa1U?kUN3K1~FN`Vu+u(593<JSsas-lewE4vu@`A_Nj545O7CAJ5|#JYH{VS
z=T~hlA(_Jcoey*K9x0P^JuasMYfmG6T+<%q;bO$IBMf!vRwVM$S5SyRI2g}03r@R8
zFs3R?<yI@jJd;QOcM3Y4)qdJ(aDRBj1Kj4R$9d&sEK%V5RH><K{{WUK0isIgv}~RE
ztZA&%XPKC<*1ZzTT=4WZu<pEqDS`!TE)IS8uQ5$l+~a%)@HHXS^s;i+1fN~ijo<Q~
zilqvx-^4GS&s5R13rnqH=1UpY;TAEtir2pK?juwv$DHJLuN|@RPxeE*>981C#v4B{
zH8h_PHOCxWC?3cv<Eq%=#8QMMc+^t#xvAs$1UAqp=vbQI8df+Bmd8ximZh%hI=E4L
zKbRM%9V$&5N=x@=ota`${39fq(kjbSmU8B1Ok1)`cd1whTo4UxU07Q|DOk~n9oX|x
ztPq3D0RI5M%{|Gvn;L<~K~A{5xKs(|yC-j(rEXi;+sJvgT%P-htqn^=)8W#D%L55Z
z0693IH_;qqPb0BrC-F6HGRhBfD(OfOc8hfDj;4j4G#L9ddw&|1*>R6@D{GsZNjKZv
zNfYB4Mj+$Tu1Bxxk=@(0+MU;yBpb6SJZ7O6_KFT|6#M3$x7u_60Iaho=xQ78u6NMG
z#$NBXQTxwq9xd?PstDAeKkyU&6&{_aS?XH-$+4VHt8Ter^)=;CYWfT?1pdsKo76BB
zJ&%n)vL<;n+kYvYcDC+vKN`(Vw{BCT>NMh;_VN5rRld{3#JkFz<C@3TExyB~PcI3S
z*jV)DxLc2jI^3UjRbNf0D<@L%j<>2n_SZLCploF@D^5$Zjn9#C^W5reJbrEbJajwQ
zyz6+R4+{bbTppiF<Uh4!xz(EGvWhYgdR9u4oYdRdh$Q}1)aQ8eo_c~(a_)4`tD{?N
zC<!N$Pf_Va8iX)JsTaz=g1PpNRKN!W4st0AObOaok7~-rT<z}sc_7kltS)1DVzwm2
z!MbO$u3pCcoB3~~U8UHS9+gRMCE-Yn{ZhAdxFMaCO%!fVV7yhiK3-B1SGh&+gUcgh
zt7esN1}oGe@YjbT@Qk<j8e$o|v$d3*md6<9*1W9CuyBY@dhHdOHIAjrJxoO@1@Lf1
zZ)?90?zJxu+iABp%PYacOb$;>V!1WCbda%*HXrVakl)JV3X!fq*%T=_y$+aR=}tGC
z?EYtW;LjLox=)AWu)S%P<TE)4q~|8KwI3U46X~<X5x8j`a59+Yyz@`iZLK5^bEmDz
z#xh$N{Hklu5ZX?-he?VPoa8Yz%_+~G$|s==CKpEQ9=P_4cVTMfP6{a*`c*Tfs{a58
z{&nV0<DF>6kqf5?g9-;~i1@!&Znq40^);)DeGX+P#k8lVp|$Z2KOw9apxVdvuRPT6
zZ!TpU@Xxd;U^ybR?yqkznOgGdN%sBS=QyYYd6jWnLN-S&X>-Vi+Akv6Lj$|LSY4&E
zRA<)|`3EcMNsdMbG|bkBv?Y=V8Q^dq7#{V6t#N;P9&v!Y;}xqT?2U;T0;sFV4nf9g
z3R{}6$Py3;9Zzad>wrngsBKxF8^C`-fm-%<t0BY2q-UnuLTu-5NPD#-6x~Ix*^)GD
zpdT-_dVZgz>9dqF*g(gQcGq2H;T;BKX)ZL#gmHrG$AADGYHwj&@jW^dZvw_hE!5VN
z0HBZnC$1|>SlULCTU11Woa|kI;d93{=^4>}e<cPv!seE{o5Gx4?DQ{#`ph%xt)!$b
z9t#(9Av_=6Cm*d9Tj2T6itdi(AlSb}1O8e^MO=0;trVqXLbuF)YC(E`+O03_w9hJO
zMwozfuEjeV#}O1`+})Op@JaNp7hbfuzMJKUn)Mdb6pU@E?W4v{N{Vu+bzrH9QjL!r
z{=vKLZp2j4XqRe6VI$JLbNe1K{34I+i1YVH<yosIa|KZ?Pdc-)o-7uK@z%AXS%Txs
zYV4OvkNdx+JZW+N0B}~St&QP|<y#zX$$<NYp({50n9X-5Opl+Gbo8eG0A)whZ|P6l
z74^>}l0hp0xeYm<bo;7Jb${824^P5_rY1h<G`*m{x8!q{my(9TLO&YWOZF?sHDmiK
zG00I*8hU|Q&RoVdD|3~;*vGM>?TzSa*s)xDP%Ka$)t!v)WL{rR5bRUUbJLsI*yTtS
z+Z{eKc><7Wk>{YTVA3>&RTF_rJDl<}>sO<+mjf$Zkkeuvg)jDef87;ot&Kji`yA9U
z$b;?<Dppw=jkVB=Bp#Tj3ltrP<xSPNo+jroU~+M^el*#wWO#@G16^0xm)eloC!nZu
zxel$*G`!JgcO(uzl}P9p8-C!gR%;mj2Q?g)F@!%T{HjdTJU3O+-U4#C#ar;bm!CdQ
zOyipCJWXJPoGAP&Bf}%?x{Q$(<074lIt$$jRE=IbsJd0pU~p^Dk~Es#Ndpx1vx~0L
z^rdnxa8|lZo^S8dbYx+LSpNWoUrlB|=xOW4b~kqMMQJ1S+N9Sr{kvkSL6ygE^=7l1
zB20oW3uxK-tk)k}C(>-R)<I=zk+Y6ZQ&vX1r+?4JGt(++z3#E6$WX1)oxON93F;`e
z+2<O}p>L*N;tg05zT=wI)$S5Y`Pp0*-f{0)5;)IX))9@Q&u0^f_K;B++;^nS1%)>?
zq31Ro>2aD&iUSG>7Z|DRkUi`uPYmE6&a3XLHVg)#ZchWuU*|_b9?HH0(AqRCE(;I|
zB2WIcBK$wl9OwNcW71FlwRDLzEQmz0kW^z1Jt{<!ATk~@f8MO_V%xdRpNIMcW6fc5
zK<5Sj0Q%L+_{GF_*3iVO9k^q%HR8Q4NrOh?dS@L2172g}WL3Af`Lg?n;+kgkUb>uA
z$2~ZzjB;vcJ^82))~O=q?jh?*N8?LOfhffprO2Q{bfr_sqy!UA7zThni%Iatk9DM4
zO>q>hBg7eqkc!b?1^9KBCJBiD0IsH`(NPYAV8HIoAZK?^YSKku0Kp*p(y@b+xsH4h
z;mn`hOg%q*d8#)$WsZ_(iq0L1P?NasJr8qTP>sLmnflf~tsApX@*D&`x#>bhLAK8x
zm2$-Qs*)ZEs}~G+Fc}9u>YRja1RhUNX(O$&GDRVyceN&JjII<Ol$(VcvMGw=g&7pk
zN3AYF??7B$ro98fJ|DH!w3(*3d6c8z2+lKJeUbg_SFL<E2mTSsNFVas`ch=c*%v?I
z1ksxTr@a3FzL)$d{{ZlTX!+ve@Opg9{uR)I7aSg)O-QFCb>w<dGv;Oj_%}_3cZu#<
zRA&rFKc#ctED^_~#IY*@=KTjs^hROjFy}ZUfm{!bu(meft1czzd+|@9ttZ^!NZO#}
z<o2dFC@NOYbIuQ~LhZo=ts`=zy?WGH<F7R5<*B&EQ4djfaY|2mOk$UeQxF!;DMu?w
zjylq=0H9)um3mZp1GuM#0FRh^&?D0H4-9E~o{0t3*qq!pLD?n-0phgR!1@~!cHHOw
zx{vUyUKRm-H)oE!PhY96p~30L(xk!3+~<Gc1<;iAx(EKckMOG&-V)NS$Y_Pf9<o-;
z$TRm(;3yJjwgx)lfpasB)-I=5ZXxqu%78ke=YftZf*`bDh3VG2tz70C{J|$z!&e+Y
zAY&NEY7V&UQ^tL1%Al@uNW%o=V-)!Ca6NlaJBSpXF-{4BFtsu$KhCWrNwbs9J%Z+Q
zrZLCmNUO(B#;?vTf`K0G-N_YDhQ@Z_QveD*>7#>_#tl0MAJ&-1)Q`@X4?j25(l4)i
zXl2F=kIs>u2l0>2fG$`-m%4-&^0Nr!aHOwXS8jX<qXUGV^yAf+{40&{`zz~~csT-5
zoL8+VjJYL;Jw_@X<~19+%}3zPF)~u(@O~@)6>=X6*{%v)Tz)%$!nXHCw;RSO!K2&$
zun%gJHzrcH(}klAuFOE=c0Zu5Z^Zikqdm*%%PEf8FbYSJzv^qUGLQM_4SC+Wq4oQW
zKO2VvglS7tV%FWh$r_RdMtv|Url}f55@a?B$z#TALLgq(Z}&hMs`s|4@d95s>z*o;
zHM!S(AW{DS2@TUP-TNB>#y^cHslF0N<!jd}SZC~wz&$>6qM4NUH9XOtqK`3sYLCr8
za=mMFBJpw8BA8fu{#8)Sam6Q^XadP$p0t~n)~gvBo8~vY09)P#F7Z^n!=LCyG|I!8
zU|-(8w0Vn~&oebJ%-;E+4I?7stvAdZ8qM>Z(s|A4)_}RG=C46X<}GF!jUk!2<j@y1
zjH^eSD=f<2jVGGJy%r0areQ#tezlY4HagN7U)0bSHT>oEqs|#Mljl7KRygOa0drH%
z8RD1i09H?$)Om#TJX0#>x7tBHX}@Vx(2B}3kPj!;tG)17!C~~EX6M=gsO7mHS;c3h
zh1YN=28nV|(gOoqaUnhXV!3N4*{rTO4P6GP-#Z>hImL5B<kaG9e;rw9^_@Ol)<{Y1
zQwyATsv1u=AalT`u_2Gw)})4BxSTz_i=Lp0!w~LVZB9L_MSfw7)I<;f9M&^4WkV1I
zWf1#dR(`7-LO9QsnK|g9w#Xg&R!*)0s{TBRnC^l*o=dDK{?fR>0}s-&*jA>pPxhV1
z`_+`)O)jTPdI(1}n5SZlQY3B#0cqH!?LZAHQ(3CL<SN60;2+MS#aOWzzJssdAI^p&
z+N02P!*3Y-D9+LRNBn6=hxEMv0LQ-obNj~s02;on`<TG)qrbH?aU2pl^I4d(yq+J@
zqO+Dk11p3i5i5FqYt1}Y8p9kLH+<c4*{@cegILNlz(f42%KTnGcWwC7Mv!MF**$7D
z6(}8QGgerbqZGKH3Ire=((M!uw7uzo1r*@9B9K#;mLFOG_FXf>np^2MZ16tjiA!Qu
z9R77=cymk75zaB(PT%8B)1+_gn;;3tlE2EdBA1|Jk9<^|?{hqOXHR3+=zT64s$S`k
z+QD%gGTo?-GF17@dB$s?^V2*W_vu-Bk=+&JX9vn7AB8fhy-ydFUEPUx>T{D-nj@Z0
zYUF^c5!js656uTlAo9f~z$!{Z?M#wCED8z%PsIj-3<?iwUB1-eOVm&Ua1UW#mEcP$
zt~4oGH5;p7vSVaKV4udk-yC<ZRrq`gcydM==2}ddY;1pK-G%=Ekmc|n?FBU9r{9J7
zd_i~g*rv316aaS5LTRfe9OZiRQe|?I*=mt|{{Y*Py00Z<g$kdobG|XTx_byCxsuhP
zX)}o63c%yn(z_;c<u~x<PHTkmn*(EOj!BU7pK7JCwJlCC84I7706Su%k{5DV$Z_7J
z11~{6MFzzthZ#GKN3f3OtVqW=sQJZF14KE;C-a~}J^uhYod)H_F3b)^074^Nbp2>p
zf$dTsN)!Q;Okg5UN_s|wfwWR*^rx>-G2W8{)ifJDN^K6+qSeK^6~K*c)Z+)#)``>g
zoMda+9`?&j@YyHB_Cq{uJQMC~T($-(8O+|MPuTUaGyS<49`>tFTWxS0{{U>jM__G7
z^sCK`@Ia+vbJcV2Kqg~q+LNZ4c^c^2J2677E*zZtjGndU@kumbe(K!gsbnYm*I%lQ
z+I`*#JQ8p{>yeDFlrxNqqp56GmF1DnL<|1xRT%TPaU!qL1x`j-_oYw+b;zIuOL=5D
z`$G)&01A59upHb<eSyVTMFX(<)5r&>=RnN)AQ}GvSs^~{N%nN(EadyOT9I;i=}lG7
zTBHSUvd5l>pL$bi9zO5uRyKeS^`%v&1yN@fa8y%;v_Ruvt12-{%f@K|d&8{-uA-%E
zBe<1_5bu<rNA=^ac5MDB2O=FS@N-;lf~wlhrcXX#?d@KcNZNQc65Ph7<{#QTP)|16
zVLs9kNN#*iI@xLD4mgz7!3uhl^`v09<eobUn~`%B@4Q4o2Trp5CZ;{^hxW2AJU4qK
z;2*qXzT<W}fsU23{0t29Tu!06wW<DYJki#KYfjAR66VatPxcJh#&G(RW9h=uCF)%x
zm^?S9lMe-Dx|p9{yk@lgpth*E`50!QP!{Gn1L8nW1$ZME9Da1lM@8_)S!D4&&iy9F
z&3?wjJ-KpE&YXP5r}$A<J|Dc2c$VRvi)PV|f8c3FG(@)`BifjKs$w~)$gRvsG3!7d
zjX3o<pb7wK9kERVo|PdP6qv;TG>p><`&5*KQvxC}QI$RTsn}Bu07H&*P4C4@eQGi(
zfZTCNed*t&HH82$=9+%A{BuaabL&6|4@~u?BmCl%ob;vS<NPQAy!+ALnqRL5n$*S_
zqz%WdAUx1L=osUVFOk>utksERyBWp~YV@pj5WM?Vd@Cwk2gY&0q%>`al_D4&vrLqY
zooS+0Wf|kO5)Y8^+JT&ws^7dkbv1zJ7f5sbb+xPzBqO(4z?JhneE$F#tLSKtQ_)Ur
zv!1=_CLg?Stvf;H!7x9Ellapo;%3itQf9>5LbeFV6-->VIbqK|YW1{9b8wKpb}_*N
zxUEL;#+S$LNcIeBCmZZ$&V6S%?V8WkCItp~`qxV*gtW%VQ!<}v4K1I6^vjL@be9ek
z@C=8Fl@^#S&jr=_)F&gR>dRq@_B~(0I!t#nx+{ebj4{n|+LnW7Z!Qr|J7m-}&6KW=
zGoYfnFYL=<{2#3$)9tbM1r`IJ#U*e3h5&es8c(r9**>&b3@j2VdnNw>O@saM{Oed+
zL_dI3w$`fGaV%)Ni-0rhnmI&z+6}gmlaIP8GIusdLCs73o3E^DqAL<Mj(o=d01Az?
z?Quc>07tbs>IBF9DmfX09Xn>mQZx4tdh-t#Fleo@>TA;f0JHVk)W9q)z#|{=@z?aO
zYs5YQ*5r;AcwtrqocW;BQD%^5m+d&|QIXAcllUi8wI96^fPEV^kuHmI9ED3M`cpJA
z_R?*wF{I3Kms)rBL+AZqpbW6Mpo8gJf7x&U06hgW`!Vy4{pbTf6b>AHYe)Mx(fOfl
z6F)N&Y1mgib50~_R$0jX%Jr)p0tq}5#Z|PK#+ho5rfMt}B^eOpAJ&zo>P?oU2ViZD
zO__t-x)>hW9<^5Y2Hx?B;6&KZ(wMiXpzpW8ANK0h%ZVCWJE0sG06b&@@G$N4qQygV
z$z;YzJ*vC&$gOEKYy6yA%5Zv!&p)MBn@YbzNwt&@bTk{?8K#r)t3PD8&-$0AErrVu
z^&}5^Vk%;SD)7@Tzqmg-U+k-rIw+tF{{X_5KGmcBkud`-qMiMZApZcCf}McP?Ov<k
zC13bP&#0K!o((0z$C+M*;L-MN0nwd!l;fOclh}#ubZ$xNaqmd157(w@shF7vB}nax
zUB?+5jB|>c835ftBEJ_L?m{!P<F0Fm@qSv`*MY;H2W~5{S(u}c1_IY3;)vhu_ToeQ
zM2}9C(Y-FGAA%39HG%J%z9Lcgx^}4Kiaw<Nw9O3CnKUYO^s7uF0Q|#0T4wlm^%<%W
z2s=j<?ck4kMrg<&XFkH2gPs+?Dgbz0-6#>2>raTtr-+>X6<~{pY^|&A`cN{c7(5Os
z>ZJ4-H6gaVW1q9I`qR?N_k-ksJLJ#@uK00;ejBs-0n9vpX05cG6O)g6&C%R0gJh()
z5e}6*P6#+GMP|-swI?SX{{T8d{WFiPRrByj2PE=oOxuSi@)Us>`mf2Q+^}qJ1aNVY
zn&XO-?~3iUlm7q`Y1KjJgOTrCfQ;je3Ztn#3d)6v&jOrK0=(6T;m9O*sO3O7&osnY
zw~x#lLEw7T)2FwVA8^}_m6a2fZuPNkD!f1!U`JwUGLfAnv!h^-z|#a|WOS`58U-Z0
z%gOF)t6f=x{<$;tsz6p~`}CkEJq=Cv+dOSD1N0Qpd1;aqJ7>{NFaZ`p$6uv4%PgP)
zRwKNNA1$=)^h!R^?B6AY!Q;4~3pxZi)~!o*-=EUG19lfV=e=;+ADr67zngB+9mIf7
zQHt!zPyuXbpgE|P<`p+2W08^Dr86K7X$uZ{`g2gT;Qic_*P4O{O5-bnbDnFBkQp_(
z56p8vKsm0iW1IodS1!tbwOE6K(&T=1NZOg$M8)Gpe5v|zP#B50Oolso=9O92L6eZZ
zu~ylRKt21=G<3fYQIo{CAmeY@8z1-DQBrsTgZPHwfd~B+zw{)cnkHM2Hx(HbGp$BJ
z$4cD9go-KTds7cI0Ee0Y^`#icy)H9A4I?z%3UN57$;B`f;}sK7Uz12$fEswF8hJF*
zC;~sJG!fsLaik-rC;~DLIiw@no_Oy}C*GJ1$31CtN!;R^O#mr498^WX>S^S0%~oI@
zRSnKg0H!if!H-&ZO0u?yA>5-J<C9g72Oa1eO$(9V^`r<hp7fZ=z^5tq%^)58swwVO
z6!DyMQge^Op^h@w0AnEJoX}D^9bwylDskH)x%prHA~XKbuH(eZ64@4Sy|mYzHP&TP
zI~ucFSoV((jOodi>N`^}6s+yXdd2YGwHMh{3xL2@yt4VNpTtzNITC5d{w6UW_N%C8
z&(^r?F*s6Hh{ji_tlezgX!fv}FE1s!o%Tf@^VXre88g3Z;MLtE9kU!7^F25FbuJ@|
zRJ@))G~pzTvK74zT-0^VZ^M@eA(Y%i=biWj`%>lvwJ&QWjl=C;8b;1*&-I~+K<ih$
zLE{^=+c(+cN0Hc=_h)b8TxHg~J>!zV4trEKjU%Ca^r+hvMQ<I4BvP4Q`~7KLcP$(f
z)2$%`9`#Vl`Q@tBi!7IMBb<W6Ak(;92*yWRn!ta=%G;0mYQM}^rY@7Gs*G91oO)B%
z!qPSjw$Xw)1TQtGAe%a}2~{JwsGB)BKb>U9;yFr{8a2}e<9K0%P$!IRrI^JXt;<WC
z6kHSh=(&ZChSVRoLOJ{OYs9FSgLXq?;MNVdi7f@xZ7sFj0b3-<nBui{O=81Sv4-vo
zsKg<N%P<5Vr6$UW$ZI3_7(8HiuROit;j!4)cdhDnZ5dU$M?S|j!QCG+Qd5!ZS+;13
z`2&y6nsK{6^(eQLk@9EXH7K!~M#suNrj^HXumQ3<((C{+9jfQ{Ou&L<Kzi0a&Zv-F
zy{inBINT2u&=X11BcG*4zkPV<Y1XIh(}<9a`&VJ6csAbdF!J5HoM!=QkRFX|lWT4P
zI1#Vm#ZDOG891sI`ktK}F~s_XvdF3xm8DQY`c<U7v~WsYz{A==YfGaBoyV3vcOTBW
zO+RyJN^{9Zu5WxV!pj*x%nfw<cHitJ0D^qB=xH#C$4zooSOX>pUMrB-AADyFPI>EH
zrNjy$eD$syTV1<@U=<h`sb!;&Wi02h%>`SGns8y}9%@oS;Ea3J+|uM58MySM+q7dn
z>P&^s<{Wo4{{SXQBl8hikemVs6vE|p7^a`7sU(fpmIPzgrL?k|@?jK83m%y?ST0n?
zNfqiI6411(j}Kd1Tv$acq?5VDbFg>^RFy-t_NWi5X1mW0**%Vp9ix>m2`EbRII4>7
zXE|SC4~H~Y2mU3|4tr#OT8+FfqMQ+Dk6p4b{<W?AXD1k=sphK4gEGg$T0`nK@QCgd
zGhnh#z|{UA@K%f#)mYugK5vz-3H0W*G>{IrY7h5`>+EY=U4)y6a6ViU`qVY4acv{b
z=I~a88v@cy_spiKP2oKu2~@Jnd$BmK{#$UzlgJs)D=zZPP5!CbBwmatvMEWN4cCV4
zA|$1xc=xRNbf{uei+KM41+M*~Nn&))=ZxW)jA!tyEk@i1z#}KxosmjMEB0uV{{X8{
zew5vb=99Dx3b%B8pjo&hpsFy8D=|6U*V2NM9@qmI&S)4IIqON4^;}Y~KX!rKYjekH
zk{JBSBa1lP!GAMOSSEaJf>!!QYQz?IX>$~hYcim4NimQIGzrOA?cwmGzh;OHUPVx#
z1rV+P_N8wK-M1^Px8rU<#<~k)4YXhG_o<ZQJq12QWOAp%SL3Fw8ON=^{{UW(_(pX^
zBmO29kLV06Gy2z8yPh#oxozq(+<!V85X`M-z>|Mux0Mx|%;XK`c^er#@zS~9_*Yj*
zK6~3i$3Tv2*R_%s#XsL(mCnrPt~sbtML9ErZ->B)zN?RD;m7kd!{9wUD*2j);XMul
zkLg{M%)}9nwMnEqhCs$WY4V^_XENRf(xU{Mi^eCpkbi|nd?BRAljX?d4y_^Px=CLc
z7|m9aVnO+MC!wOnDKnq{0EBx>Q}Wryc<M<s4Iar|gm%#6binOeR}url;4XL_>L_wp
zkZ?%qXt3^9Ybaw?#4+>8Aw?jGG4~W6+*PZF1(1)rI#eSV=x7UwsJ%eI>C&D@9CoJ+
zcJ-$+l?*W0`gNoiD<!i%<a0+9^15U!aYk5^^{Z_q;N|qI_4Ujo{{Sl0@ZR;iC3@uN
z@~*GUBd0%!rl6&%JMMYmnrw4ndOz)hQ%%b+-nY75+`#_;;a-in_0K<AX_0{7AI_h$
zLgh!BJ=*b<l|jJEM!<e&fl53vb@rdNHm9SAmAt|}*UmjY?^^T;rX_F*{7rN%8i){V
z7{KjQDt6d+<vh$=GvWT*Zcy|wtdf3;wR!aQpKil?;1Bs_VJ|=T)+^BqU?|#0wrU1;
zaz^v{)bfj%%<wjuC8n<|%?0Wyw`JXN8X)`2#sd?cD6W@B2kj0?{txOXrE3N5ag9-$
zQs$aXYGyTsG>Ugx4@zK1oKtg7YK+hT#-ek@J&i=hm@%3B=qH*fg@$Ml?9fjcre=`8
z6aeB*bMH;hYHs}fDTSyRCUe+RTcFM<15n3~oYMilGfmHY^Gb2=`O|ZQK*t`HRkDs4
z4xIB=I~r*KieN~$PRW3vR9PVBKZQ6BagJ%E92y6EiaHJn$E7HyfrHY5Po^jWWdfs+
z5z3#X8;BoDf=N2kDIBMYrgISt`K|;>nF-H&?0i(@#Mm{#?mLfK8#GMobPMJZ?HTm1
zL${Q)DouHBhk3Z?rfbt}ztpItXCmxv`^3TO!mR3EQfqol*DO}uS=T*-5y7faf2~2!
z-m4xdofk<<F>YtMxNVT2_3NDbRLIHhQ?P<d8+(YZ720X;NKMV1-0(-?O!3Fcw%+ZG
ziig8c-RW1Ty0QsOhh$R++#^1o)h~|-F<biYsSmVyw}~A2cK-nIE-L{^-CMpRLL#;&
zr_I*6^(Qq9(6tab>sEl{nyV4%o|UnpM-<n=B~ZYQhJ>!{2+t!Y6>CpZ_UKLt!w%Kg
z$7g1^K0<yqscRjoGL(WfKEPJWjh^GNxTi6U^}wfs4+K>;op267r^j%)!C~!Ml33SV
zTljKBic=lL<zkCy>R9voS21s+>9OCon`>`#74#rC+czJ-@9moFbxSAIG_NWW1jtrM
z^XfSjf;C7r4O`BFD}~ja1X4f_5Ru%P=VT*Z^B3M0X)cgFsE2VJWtSs0=g=$*V>=>Z
zO_|B**1aD7*xGnvXh{XuB1!i=n)9e5f9#8i2>E=!>r%o7X}DlWA$>Tc-0lZLK9vfv
z41QXdByB1Oy+SlZo@~Pa9Et?e_22kXJiAjnQ~}AXx7T0<s7619Ff`@7m;1ziHOAhy
z>&Xe~TD4@>RmaO2tZ507Quyj~Obzc15Vv{B;=Nl-on8RN#&O3r;}$nU+4mmR)7tp9
zJ9vP>Cmk_Y7J}&YD=h}r>L;1(qMlb%AsadY&2q76nvSgE^4&D;KGoY0!!AQg0j`B7
zxVZ39n%UiDmei57;QNY%*~hDCx&`I38<-&*E+SGDlYl=iDH)5WX|^}9%^cQ0WWRy7
zN~+|H_9NKULvgF=T8m9(aTGpMm1G$q!QlM0(c1ZPYZng_22_P2a=n-yg!kgP-C9OX
zUUXK&V{ku>AX}N&{vgyA`sOyhlmOTYpklM$?WJtHv*dG{k5mNe*IS6sm~+imk%l<O
zPPI1~qipu;C(9C(j<~62`#T}v0(;`9+JJe_=}w*1K`cf-v<s<^s2I~Y=j%?f)<imY
z+1;@kv0+s&NR`N3AI7q7SNB_Z$oH$gi@Cn~rL?#T+2_`}eG1RXb-I%Zr|#F6LAfMS
zcp0w#>tC}vb*ypEjh}c5YC>-4-MR6)S<LWn`@JheK=Br@tjj0%ae^Bt`I1><-}86J
z_*azbGh19;Go+^my))seDDcI=M#wiO@!(T(2_%uJtoWkqL5erMy|HJLltqEJF!k$8
zq<E_LT2}iv*cwF{F-RR7>&9y}uPt>;?Q_L9HZdu+A{%&$?pVTrI(w5*$qbhkG3wLW
z$7g+Sws_tZ0cApYQ;xh;-IHUqu-0X?x%)-LcFQy>U&&W*oO>Krr2a9|?{w%dWp5?G
z#IWF#8y<r==cRI*;a}|6eln+U&uYk?<7Sh1?GPd6w>`#i4n+=3Yh$yM#d>s&h?ZvV
zM#|5Z#FpPP3u(yz0Caziau8fGm*qbx=og%ORl_8V3goHoNXIoi><M)*76>9H-o?o|
z-MoR%;aqk90F3Tslw#Er)NZXC`1h;tY&T2_;;z&ztU7>wDwLZk9nXSSP4O+|_x94r
zQYBW6QbMC7^P28r(flI<1xo}!@5;ye*Mq@#d1x8zougyJZSE>m@dmjUK77B3s^%t1
zx4G|Vo*#n(Ek4;m^-yZ$clvaH>h0~<=z_j`{{V!ST_gc3{{Y`LW<L~b>OSy4RTOg~
zc^`A=A*|cu7>o~KDJQ<Qp3Y<m8FoSk*A?JP;*Ed%@sFyCvc4|Xk#Jrfo|IfxX!UzP
z6X`x$!fu?&8sU^c=LB`+3bdXg(p`oxq95-o59wU@gtXX3nP%(q&wYlLR_&Ags>Ztl
z>YA0so|UM{Z=_m$l1_?RN#!4V80<QFQ|D!^P2u7lAEDH(N7eEDDrmJWKH^CHyX$B9
z#&*m-YlO|lgKTeYE`PMF5w^})km>aXx@NqV*3GVL<qI1o@{BUBF_Do+I}4rWvv~}b
zF_<TYSj>QB95-X!RuqApuEI&qG3#7iuB&*OeDOg$K^s9N-dslma5%{CT>RIXgsObo
z>&D~wrEGsXTNfo`(xr{me9A@-JGjMX+)r%^hL+|5gVm%0yr%DSI~HblJxj4QK(JQ;
zus@GlWS*@)sbCldzPDrFYv!G8Z6>J`$!75~DcV@RIsB{6Z9K5R_VmSQ4;POQD7FBV
zly5)Em~%6%)NCiQgv&F-$55<K^sZ7b6G0{G+pWC2*F1&*R!*(sqk9oV1ZJ=_y-Fyx
z4>sWZr>#qCp!u2U38=|)w2N>60~u<We$d?FFg*axVOn^LNl-H;F<WtKdTF%t)=Z{x
zl6%s)a~4OL9Br2h*y<L%_rw~`qXqAlmy!XFKse28>Ygb<Ao8Ouhn$MywM&^V?+mLM
z0~i#CbJso@&m{U_mU$W6$o!Mr0=*4MJvgrj@V|=nJvPQ2FHE$5wKSypiUVXG*dXG)
zLdf`@<i`v*%Pq@{`G00YN8`Y)6w*O+s%^k=$)q{WaQd%`^(_+h>@GD68LuNCNfKHX
z2z?6%13yZ!ZQ@O4?EzQQm5(7_)xjhF`=`!|xzxDBf=T6tbnk!^9Akl8R+Vvee9V_p
zX@YUgXjW7Y><;W^w|}<d`#X(IqqLqj`;jZi7<%TVyNSD_W<~+_k=u?cq(F(Ci5Mp}
zm2={)G6qt@<<2+?fl2%ctoi(JX9xjoCM29;r$LXdGfS0|W_Nl){{Ts0{=xoYip21L
zh!<GYq)6@3G*}A~9J6OCFnf2Rp{p^Y0GdqZp3$7sNWrZP>>1*cok0}Fh{(-GSFKOC
zifI(UtVKliWrhVn<0qvsWDII1Zfa*-3WSUvpN#~KE$>KJ(h>LyFi7HohI;c&Jkx@c
z+w-8M0E8SGc|2mHCls5&?gtbMehxS^+;P)1d5h~&wCD~q#RDXujQuJfv?v3;C)!sB
zoKpg9;+n^t{*_s-lxLcS?^FUZJ*XLYumJN>w4>LIR&(F4II7Qk$65wzy~^XL6;fNQ
z0yFy7T-T)cB-L|uk<BvFF+59gxE}S%44l_Ztl~g(&MTbS6q<%JYd~d=a9H!2^k^>Q
z5h=*_737dzHM;^US}k&13}%-#h-alG^kP&Shu#CNZQYn+)wJu2k^~FA7@mNU!LK5;
z)#Z}<+!pH~{&np0MGe)jlQIWJ10dA5c4sXPe$F?tw3^y<&CSKpDTdB|Y=S+pM~+u@
zwYz`QOjgF1qgh!>XN_6q#uU32+w`hlC)4ND;)XkPF39;HQYAf4H}NH_JQlb@R|lnY
z2GzrT)A-k;_>;rBri9jiZwex~1gFiCzPa?SLs5}4fJYS)CUqQiGB)fyuoY`hzDrAw
zF`N!7D&hA(T7w)=v}TcKV0=peKkFNhK~Ekog*tCF#!*^(NfmZ>ZR0>b>`s5+RT_BG
zUFsGdq;+cKd8bAGxj6nIOWH_BzUtR3d?%Rh3^z9jk;Q@3w_blb!nM)#*e}kXYxbz`
z;!wu$KUVsBR>jSfx4s>>NU$c25=is?-~p<C+7|a3gWbVvcOIoG2;{d3g)Qn&r6LnH
z?k*nZ!!pS>JkKbr<NL#dTofDs0O20EZ<p>7&)2nj1h9RV!?Hsm%LtE|x15vL6~Ws1
zR~jUc3BpW4Ra4*m;(&?G3<o&`)61w{QwQr)T<Py@#buOdAH&UM++Rm*-*u$Nt!6bf
za(Sf8P5|VLb*u-pkx;uX1zVF=+*@p5XQ#DOlIm%G`;$!+$awUtR#s1aA&nVV137A|
znpJjRy2Kx?FeaYR!b+9|k4l6g^c0yn<eD?h0DJd`TrY+6;@qm+g4}i$&L*3x>Nhgq
zXm+yN*vjPje`(q0`juYUtzACm;@iMb%V^tYTOt9*csw7{q`I&dkKyU<<+wI)1_^~p
z5x4^x$4~yXGc;`I2Gz9fmbUF~V`8$x=jKQ6xc5Hw&1+>>T9ggE$IgDW)LMYL)!Qp6
z%rS{DdEPVE-xbPh>dURm`?AfkNFZm50d8~J%(>OBi0EIvXCpE<4c4aBn6{~N)co~L
zL*U{jKZQ#r%FNJ;LD{jNeznQ#6Uf?>$|Yi;@Byxge8H2jFV?wR_TPOgWFBZmr>R@!
z&jqL@$5UDnUR$Mzg`&)Wle((N$s=X6_){w6IW%PVsYjGM6ZJHq&~!og&?}MkuVMIU
z`@adXImw-m@~<WrIO!VxRqKBa&za$f%blohTX7wSdT38#TeN=--d`CZ7dkejpEWlC
z$j7fA;Zx~p9qqJs){sh?XvX<&8*v~Ug<opS)gaUL`~62)noE|_Y{^I>2Wcv}%N~7A
zKT1T?X1CNd$)@`RvMhHN)Adc<D-Xx{&_0JjudeMTQ;vjI1i%d%R6XU3x#Q(O{c7lS
z^v;iTay~!~e-T((nh12)45R0kE_0Fouldo?7RFQ(0N$8At3jqli?3cuW8Seu$h_e3
z*idf%Q;5bt3e1jeLr~PMtP{+dMZ=$$YHs@1J9DY%vOerx$WL4aU-7BDK(BXhnIH)A
zeznW(#ab;hN=-`MGJeMc#;30L$u$FNaufGg@v3;B4D_Z|%O?JF+z+6n`&8}LLs6_!
zHz64Q6*^j6Fv`Sn??E?2er%`s+w-Lx&vI&SvCKa3Rs3m0Ouu>5P(x?5XaJ86Y5Pgt
z<P3drR5W&$ZwX!6S;;EuFgZtwTWdO&C6_++qoJ$+0AgveqLy}r6;*nYYd6JFMW$;a
z+6zmT*BJxKEn5Kr9B=9g{3(|cUgp9RrRsCo!!4{|WFlCuoE#i*KBV*%<c00LJrpi>
zymsmdBRC*eHKN|z{{UztddtplGnm%lh*dqlTmhecYpuT9_9@m^5w0-KK{y_`9chid
zPIl3J%Q;&M{{S9uk)BV^Gm6R^TRWE@@DW<}(MKJO@<>=Hv~Mh`^*hEo)>qmAJf?Z$
zCj;`x{!}wcoeW#?wa7TnwPd7iH2YB<&s+{`a{gA4n5v@WU~L2RtXqvr{{Tx<_B)q=
z%6?{#g2U4^?q{;OwPmDV%0Nvr=z@6t(_*l^Q)bX=F~xGeREr-e+;ddr)^%HsWz;TT
zKC+so;pBbJ#hCRZ<kY!bo^mk+IqqrVIEV1lf>Xi(deRp&8mSrn8nTkI#pNkJUUQFn
zi2{S#rc4ghu0v&8iCJa<6M!jUeB`!CJrAW^I$^tD@yLOX@S0nF9_?k><jCCr01A>R
z^CJDEZMo2RBO}ESoM+^2pGx#COT;(+9)oU~g}S`ND=AP)Wb$i`@TQwRj=L0-M#?s@
z<R41u{6}Xs?vx(fW_TP(gB@|$Qye80?m6DqNVQm@^5xWJV$J43z2*M%v!2=QSz3xD
z+IZJ&<6A3>c@$3!XA1t{deyk~%S}maZW{VcKT)(opE4=PJw_WJom<sD!L4bDX=#7<
zo7tsSoJ2B_#tun#>66$BdK#AR-x^Hw05jzWUt{f5eAy+k5|=FBVa^${a$Bz^uWDc}
zi*l+yRgVI(S>hT=+{Cc59Z!ATD@Yp9wV94@6V1!WUGt2V85J~_D6UdOW_;j~#PjWn
zs{z>g@}OW;<8bJI#-1*ezswvq-mKX<{{RZv5_)ICsZq7blnE8hqmrzc7~Y)c){0Mr
z){~85d&x{<H?(DqbMukCIrIaHE1IKDS`ehAv8Godp=GNiQy5~IBq4aG1Sho|4z!|G
zUi8L0$~6qDw;)vBc*jvupP1*RG%~S_wIPD8qM`JugmL4wQbEgeB1?LU?5xM7ZJTvI
zl#6be>IEw?`!-|?1L;l{1afO+LZEe^!{}(UAG0xj#zjLk1wp{Awt<g&t2LCY4nI1Z
zNIjX$-AS<f)_j*Nrnm2OsfJr_YYtcdVhF}Ps*yIf<OcD_YON*Qha_hn!mcH<m&Z}*
zT~?E&ThDA2qg;{w+F@gWH?5wzG=}x@*S%}_r$!oV`_&m$znx{-X{~ZVVn%uZDW-;q
z9`Uo+ny)R}XOmkxmxrdawlg3spmSW}PK?AHdVMHtb{=k<x$8~y*oubtF|PC{6;=za
z=NZYQm{`#BJLj!cxV=c!jlz<5!W?m2<>{J7ILH*60&C0lnTQ89Obx)Ajw@+P41-z=
zZ?Q6eD$d|iG4d*87+P0OwAj(u;B=+9ixx*3g}L;Qe>(T2%LT#6+CP<eRjsp&$Qb7v
z$MdgtgNWDt(fp`r%Aqx?j1lQr9x_>1Odn^JqL4OKm9folz`uI1{8pi?6OIIfG$Iki
zU+Nc^`g|ht;pLJZFzu6y<1g5WAD;Eo+@>VRJr8>2^$^W7@y2^pNK)0KIOiEOln_M}
z8wYN*aYqzlfDGW&kP+vmf4nL>d_U`xkK!NBfIf$_C+wEP)+GK_Xh;%YbKa@i4B1<e
z+7<p)GB7SjdZQ9c!y8-3C1SA<cd!}2?r~U`ww?@^!Z&v|dV^1W82!)+Q0K5C6|*z#
zwwRI84;ja5^0OMmNIxPm+*EqfV@6%o%!?Qb4?XJw>Did(x?8A&N4S6oY}OsjC;=sg
zMMqN@$#d#viYZ$Gu}Db8QPhHpJJ3ljo|Fs#$)HdP2Z{v%d&h?`d^M)4V1obzA4+QY
zZtm7cT{l^l*49?bL|1m){{VKI;pWGN^xS0r<YKpw@G?*5RAYTa({%VWt6w4pW+d);
z9Oa$6lUNtf>hG>gE|Mg90tF#E=bT{sS41Ci>)x?XjBk8B;xihEe#}Nxv{`OPIBEwS
z&PM9tr@NTFuah#9=4Y<%{2rBse9|2J>^_FIH7n=T^?Td-IC<n}A$aO*4(P5=KbfdF
zt2U>hjd8zu%dz}wr$bjRToQPyr>1dC?5BHbHkUY~t|>^t#&bcSoq3{^ZNbUy#U@9s
z00O;>;n)Mhac84VCTquu7#JM)uVL^B+u<v2#K`CMpiHcgTiDxbUL4e$?BZwhEp87&
zGoR_rZCObMrxMu9BF}LeN0}{GY-4Kz3uoAL6{~jy7itpX7^VZDkpaijoo^I2(CmUJ
z<3ao}s8K+<ihd#g0FX4~bCyy^wrei;OrCuhyfVcrNpOTBI3y@Rn%2I7Z|yvXogh|q
z-0tB<Gt(!EtKx4Cr-z}kp4RClOP)NmZcu^hI*J<$+AW;C`fJ;(Eccek2V6<J`2$(=
zKA#$V+Lq(!k+J=7D?<86%CIb>*CbaZakMeR0y|=%97?mk!!?VGS&V6IB&?(F78`PX
zt1VU_IZ}Tbl2QThQGOL?LX&8aG;7i&&%ZR`a=?75gYc+L88i;$ziO2K01+QbX_iLn
z=kumwm%RWfC#Go+Jkg$WPem@<SCV~b3!dSkPWD<(opPUk7!}kHP_>n7s4{qF`&YSZ
zi7#%+Z#f$S&SF5`f4ZP_tt~aS==LMl-2n&bSwhnDN?WUFZH4}qbj7@!0@0qm4_<u@
zQ#Ol4TD7FJ=$BDyFXm5do^8Fr>zrq=aa*kKHioR<ec@7mxT;!wmqOlaG}Gg=vza`%
zX>jsv?y53zp5&UlcHwLYz$?eg?LrAP(8-n~{f~|K-)(?TuKtyRA^p>_Vx><Q8PDZi
z{giqn+Hs3ex4Dj2hs#giec(=VIQ6Ne@ZOPW5X@6eo_=WvAE#QGPR4cX!kSJ;nX)rv
zhGT(_m7A?;H&VrHmhed|fVOrnc<o-Yww4y^1U4|PIubMd>8{-Tv7-L~y11xy4hor_
zJ6bB|jYr{KYEG6iFZ<k8*nADENJjKj&#A9eCPH|~s7N54@&)!Sik^0HOERBCaB%!R
zl=C&}uhD<{^?omh)?)@+)@te6Sb@QnN%rQNCR`AyBYhVXb2ABJ>b|B#J`K_B&R8^r
zdYZo$i=;xQWsF%J%I2kemQ~4tly@b%Q_QM3+zI1=X<eN1#Z;G4b+oZUHd;i!;8NY(
zL#OHT-MlDPF`Q7WbJPC-*IIV=dR_Irv1(Gpu(F(oI0TN>EgH~Lt2GwP<h>WVG#4oz
z&oP4xRoe@V7TPO|y>{`Sw}nAeT<(#NVUA5#nJg`|cq4*Hcbwr6^Z?_hYUO-L%ZnFt
zm_+NndlT<lQrP-TEf)pK$u&4{_4&=@vRhhOGk>GoKgd-x^6tW(NcE>#>QiX<(CN39
z#t5YQj;<X~xFA)_@I31qYy00LOt_4@I6}zpo&$XaXX|k+Ix1T!GoQ4l+2sR}39W2(
z*yuH2&7@qa_1Y^Q>OmHc>ZqLBDBMRQE!MQPW+O<P2IMM?)=lsOOv4_w>C@|)xD`d&
zGX$tbM_{ssZ@9yP2Rzf(LdshUy}`n+Km*uQ<BA5vQAYC3^6XMVgZ1S8m3l2NP<WYR
z(<PcfO6@l9h4%-i6|XX|oRU{(ru;BDyH3aKCyZnGmWrR@&9S!B0y$wS*%0bRFn2HO
zMRB8#2JZ&^*cYhYLG4uy#~f1{e2Ut~MTwqDgUlrLsG4lk6~=m+w2Mf6&DW5Hj{sJ2
z*Q3YYs{SC5t)uNd2Ws>9FCFD<=Yv$^W2!V#O6Q}0!a*AHAN8ll;zZm&V_tqPoIiTA
z1n10O@uhne?Bb72k5=B9$UdCZFRS@uEGq|1olIo23<|M(aSF$Sj+K1Q#ki!6cy+Xp
zb^U6}Ycb~;t{7dcY|XnB7}Pw*!n+Yrsu?zqMom%-ftt{_yM{sk0M@TBlHzTnV=(v4
zU(+>NV{nZ5G&+JuqE4~Mov?dWJh~(@NxREm%AI8?xB<f+ohw*NwFY|9a=9}wzpzvL
zgX${gn;Tl*d2iDhTGLs988wBj&m>4DhlgH8O4ma>T(jcHZSQnBB-#X<2~*rKt|L#j
zlHMek<ocS<pTyVNmEf~w3c10?d9JPrBZp4{L64T2Rw@wgSPYkzPZ0p_99N8M(aWXl
z62^E^ax2&LXJ0QQ;O;mc)#o1)JeAbYp#<WFIjuA)Ap1q3B=L;aG!3%os67pAST<~q
zKe<>tw%@im=8>D&*gr588^spidP4sIFX2=txL|Rb1WJ6k-#8TKb!FfWYR;9|joege
za=>7kkSxlhrYioOXs$+jcdS;qKDDu>-GPc0;%3x#sE--I;e~oNwyj`dP}ebzIRxUo
z+|QBqs?rGMY_R-|Q&%&Rx$D-~){UH8#s2_(3d!*)Y4lm17gh+$&H)FC^FaiCRKMWW
z)mhoardX}Q%I?xG3bDxPS;_M5XDdZqz_`Jbl6XAvShtX-3wN!%>#!YwMI3rpIel<J
zBZ|$tm`U?&WzGO@Dhjo8Bo3?Ps|Lr+N#iwEnmVDjqN<i`4)laz;L>}8R`kt1^&6oQ
zoD5`>Orkksi6cUiZel)Rj+DrM*Qfi#`PRg`Rje3N&c`^XHKnW`TdERz@@lz2_S-Xy
z3sQT+oxQ4HgK;a0<?Q@#rblA}O&p3uVR9EEjw<9nHqgI{X%zdRqQ+dT*}P_3S-K1%
zIX_DB``Fk8865I4UHm>I(e)?$JX(S)xGFwV)YlKFrP5vjbWDXw4T0C*lNIb`T(C&M
zd>%Ng8>v@4D_2tCumJ<GJ!=Agy;0Q03iBZ(6G=rV0I=L}JDQ`gN=(v{GH`M|YDp!H
z(LzKNfr5Q#0y<Gh10IS^Jz$x!h}wWXx5LN&DeXHaAGsB_t-#~2tzhT`uZOhoK?Fnr
zt(9Z25rS%r9_55?d9EwP8`oHnGOj$eEB-asEQB+6u1m!vCbD-aRWT_$f#>P@P&9M5
z4kL-N!SwG~*Ah240=BL<wYxswkQ@dcwTE#~&RMT~%apNdW=~Ahq#rdjQ#&KDl%P;*
zNg$darbyib42{DX6ck5Ej%iI40E4A_4}wlSDQA!GKl863z!C1;Gt(98-VbbeR>)*@
zZ~X|+OFDOPj(Utzhr*Cg@cva=Mge%|r+&18OasvI(t=7}A_C*XS1=M)$wI6LaC_G}
zw>L6c#FEH!80yS2Jw<dnqh~_6a0bxmGoGJ?axB}42bahI3K&WIq*scAARzn(YZ8BM
zE23y;5)!J4Mn+CeQf($j>cD*#p&mr5(^A~#rbgHw920?1s*=HR*1E6kAlx&t9+e_!
zF=v%y_*Eur_4-j;oSQ^LGK>&A)0P5Ijik3@itSTFiGSsv=~iRW;s@@EE@Ldx3uJI>
zX)6)(8lCKBmDz+~XSH{0q{oqk2COcYqxe4zQF9q)-I3?Xq|Du_%z8ZAvy2+=(@R|a
z&<|XDRk$>$%MX_%`qJhhW^-?1&5H%ntpVh$N<T`OCCLDB%~XlPTdHU7<bJdV!*#6>
zpo6?qEVJ@?9chxhep2~^F^0>JVbAoc<&J210TF}BmjQt8GtC7ZUH6K#eQQ99IIaAt
z;@Ze$8(CMU820T^%{<L(5{OfT19QpO@D;~P6~31((%a1QMJd9w5A|!<bJYI;g>@<>
zkr!%~g<%KGVT_(QtZEz?n{6u<-RC@Sg?@-n^QfE5CkEnA_zHnec>?hyk*7UNbgJ(?
zvMMUw8CU_il}X9`t24uQu=a*BGR*FO+H+Bep+Z<jg9ACnX#}yEe8F!tj1a1l00TYw
zrf-y-2oMkU+ds;gEfQ~1p_8Kwj0|RgBw+3k>|A`_xv1Oi3_#r+W6=|(Ay;MC_cF5j
zX99v<hFk&VHsOq(hrJ|7jUZeE2aVY2NMMK^z!JldNzDq}kC&Q#4Eo)c0{LyVSg->d
zkAHe~^rbE1VQ3{jV9H~yM2y3)=T_sp`y6r^u8PMm$awp_(r0E5TF6`2VqGFDrLhoA
zCN~^%Ijnn|OMODtOKI0A-N#UUtAAa&66kiOIg7^6@|^Wi&{hh*2TIbO$JDOnD|>Bv
z!Y{L1O$F7sA1|8wO8tF)wXXrcmfGGeN_bu<8_bFbQwksZ%-vXy*{I`_0Mv@>ob=+g
zA2S)KWa+Yn;N^bs&pGt2lG@<unnFe54-CfJ&@6JK3Ih*vO><ZG2HxFfiZqqukr`3`
z>kxVxyRG=j_rw;KmX}aP2uYRLFC#rV(JR|Q-qB{)nzrSZ-WzxT=p%(e{P9sub9E`p
z%OL~Rjw-#$khu+WG4@<2{RL5yD9Ot%{{Z*cxAU%hv*v16l%A~Yd<M#VK{(!}zRKJN
z$@|MiNAUD0*QeU52iaThjDHf*T0>*o%YT9MImf$?)MBBNP>n}WD~6X@pRlSo8qLTb
zHx<)!(B-k-Nvy=V`G@CFHop>{7<Kiob4Rrrkpfp{W5@%F-TwfDO>@Eg>8rhpihT;Y
zuC*M{x`xi-T&#PymQ^?>JPPlJhGA63&=0LkXQ2d>0dx3Mmo<&tr)^FL%D9mHu*%2S
z8lF2nK#{iEPi_r*aM6l$kJ74K2<=bKI(nQ6#m$+yvyXz`R#d=*fO}`9IrP0=;{lu~
z_chSAt791Xq>O!DtG9^k5a3H0$M;5P=4@QenMvWRx5t@qqv$hQ7M>eaAhgbYi;85v
zF0+hvf59q*zC5)?z)4BZpcHBcQx1=7k-1%uy*}ehwuv{QfWy9PlusHn46F~1#F}Nt
zimq-W*dtX3jOK<?l05@MyNz9tV?SEixtD>ASDN@@>f&3sVn|$9dd_^6CbW*IQe?|7
zG~3ikZAfn7s);%4Np~?8!~@!?ElG~&1!HX={3VYW<0C&#Yrna+gZn%VG8d_@AHUWb
z$HcNrp7p1D<C~f7Jcuv}7|kNo(%ikM_>Mgtq}w1Z>t1iG>auFr%`=uGJOXNcKubAk
zW^&GbYbqhSOncNxnaWo?Ju)x!1ODZ6l8kCBJ<WACI9)rh{Il&`s}kCapZ2H;EsX*9
zKMJLAgEeku*&cJi6^||E9~u1VvPs?}v!@kAj4`X9Xb%yp4&O1P!GjFdjXq+M0aXjr
zt=kf3G`fiDmB~?_^zQXa3x)E=Pc*G~tH-5iNq8Q5*I9I9I!&lq5s4pk9FfIvf7&U>
zIIS%X@g~$&9OZG))-_epl~s6+zR#G$*0D@WE0uGB*Ez0}QiOe`OdMA|dvE1~$UXS1
zQO5=E7_PW>0OSg9YP$$nrb(U?BtY^A;L$q8b0o6E7nYqu=Qynn^vXEqx*rOG_L+a&
zu6&MbqwtFV0H#g;=lD~O<1F5)B%d&10XZO3VEaAfh=3j`H5-sF9z1vF6zwFV-Y8Tc
z<GpAFk0KRNixZq2QW$pREFYMwjIZX9WgTz@Fx$JS!#f_}3PE$A()8;SqKlbrP)smG
zV~}%MSJKF2A2SinZ&(PT@b1GSd4O`P4tmxF{{RvU^YpG;yR*)&<fLF<fN(<+d*{}&
z?{37fq+e%=N(^rUlUow(c}lk2cP6l}wk^XfM<_ZP(Hha!l+85aoK9({tx?!$X!a?2
zdA33FD9Nky#|$n6a3JL8jMRP_=I&4TD&^29#e^!sPjgg&g5k;p2&%kxT5OFWfiax>
z3cF$+?qH_e91lv+T|V`&1PH1rh?7k5R-tF7#csCoI>+*j;O7;hJZ*fq-=;>x+0ADi
zBJq@yDj@4tqVToku!#)2l#KD-m4)uI?0z(z)RCk}-n$r|=~C-*N2(iLLfK@8bX#3r
zyN`2ArdU3W@=Lh+idbf`?(TOp5OBHRR5?4?<HXnYO(cq!G5K*6W*PJin#-EP?np$*
zYb!)^i8k@aUTXEkpu$uEkaM2(oh9Abh(wb~<&5D2arsg*Qs$R4G9=*CLBg;&&N~{g
z*0Z~P!_T!cYf0fiU2vq;9kHA=S0UV8{#4|i0ISUgsdlO!DV<bdcMgKKyd9!Vdw%ly
zV2IZvKDE0(i*)iwx@8;^KtJtMNY_J(8YT8J(S#rEFsGdgQ~=3w5)5a9n(t@uq|&!n
zZ<Dgs^WdhGC|h|Oj(%)aa)r_6pV;ss?rWB8o{F{U-W-i!&@AF!LWb-9@vBjI3o%Bf
z)l{nnC8YGN3H%!7AT6(jnN}y|Vpj*YDCHEjB9Vzx#wo7*Q1Ua1M(~e_BZwHhK?CmL
zLxa!hRdrtuc*9Jv7n0oA%^NU46pZBb?NZf=v0GD>f3ln&NtI4B)N@?KP3G!QDF+QI
zjD1aZT78B5x>lp6Yc`O@Hbjxkq#Wa*82<n~)^(?ari%Uxi6)35uzjH9@y$e}tYK2M
zIK`&TNi@N{;d9R%QwE%Ya8!2AYW2<RQC>j_Nu-kD@fbwigYQx@>|%_h72tze-1&z^
z{9OtwWT1=zlh6T8TTDnnCp~ICUsZ!kw`uMol1R=JBxeMZ?^Go52BSNNve2Z8J~nyJ
zjCysZlV-5ORH&~LN+?ahxOIYLNFQT6p#whD^@TG@2BYF@%Nf>fIj53Y19?{C0Q4Pk
z?M{b4@ukt-7L9LgzPA$rPSP%>TQ@IqBeo_-AahNc`%JZrG`fYZ@=wZ*k^uGhtLMQ!
zC3wo}8qS?)r>exejy|}l^#1^dS`Clc;F|U3mQvVp7|UR1y;6hfbWqA=uRex#hO6Pr
ztHCY0%PrE|6m}$q2R&(5S<`LZe9PFf5AeR@`d3dMhrBs!Z7hP;X@V-Bo$wA$It*6E
zo2O{jj;m{>TE(_apo9d|bk4bD+|6C+k1<(8mSsOFVnO!JJ8|8Dap_XuZaSUjQ)%<q
z?E@TVih~Rs5<g0#(NX1A27i8Orbxp^7#11nyBR&XrnuntKBk!i18|$U+s|G<8f7F+
zaFL`EyP}Y(gN7&O?OLWdj7jD+j5dxL$sIi^rmGq?m9dXvmyN@*JaOCK+O7Pkh@|vT
zD;b_<YoudgzFaGvkgi9f(iU|GXiz=QDdm724tf14grRX85xKtNlh&Z|T4QqG-d??^
z3UiWuDf3urGgwP5pB!RHuw1_b835Irn;ESq@?_e~03@Nv{OBpsnu3$qs27p#icp^@
z#yzo8d3%2QqW=KAz*c47h&0;?{?GP%i>r{CK?7w5eQ`op3Up;RXp>#srJ}}MG4mWC
z+B3<i3SqE81RjQ<)BIhkz^w}C@hlQLv3W?`xb&r)RMfApWNTdx=6M+8upcIUjaMr=
zC4rKPaom;VM4mW{s=MTXdYaaQPPWvnr&*!g(V>zsP61)-O|aAaNj0on{4r@A(lZe~
z#Ncp70L5Fd@V|+m1m0@a5vybsjxyNw9jN4IZXW?CH8#whS)d*tu}E#azDHKhI-V;W
z9y48kiZm6|d?{%ty7Nj(tM_q`b6j@r4O|tKk6%)CY~*oMM%_<Js;z)}<JP2B`A<C6
zfgY;s_6OWpDIgL$);*j?IpDUAa^a;@xsKd(`VMPDRe$sb$RuQND>BgUnjbTeS#$Kw
zT3Q2ki#z>BOL#5{3%FPT&Lj<!_*Fx9Y4$@LaZK};$#sYUk4*KVO_8w(fDHct2*pCg
z_5girkok#D(rqKG_;VvSh%OYvuzi)eED8I`MIR1Md_!@U4gQMU0sh)iTEk=B%YT5q
zPYOx=*1+m|Qr=jy+U_i*j!q3`MLxm_JbKoISMjtv2~tVz*18$$Gf%>|?{9JzNcVf!
zs#;tu(5ttnO7iU%ASDm(E5EXw2p0#nbm7s_he*|xfLx4V)Y@t*%jwNz$uY+~R+fz>
zWc+KUOWisov^VZ8mv2+jyywO?o7@E_CcP%<zE8rqFB4<VQ_{Sur=4$l$C);q?IYx#
zE3EMLk8b;Su6x#Vj2Q^5zxYU|)1&|~;QH0YSsJ*go`ZeiyE$VdAO{uaTJDsVHz14w
zoL2R}jLpK~i0SKG{=Ix}d0MGkprvbQX=&EWaSqus4{t+SFlZTY+2hu^og(%~2;9w&
zLTj(K*J6zVu^lNSnJDSBT`?{Fxa(T?lOiAihXT1Y@k|k?2e(?q)O=sK?T;t%t4ShR
z-7Um<``?vCeR~qyoUqO-&CiLaJu~^$X|>y#hSE+Cy*^|mB#Ii$Vr@~~c^RaNFraWL
z3zux3r<zdM?@~k5g7|*y);cg*D`M<}8S7X~aVJjooQgX;Ymh7m$o~LW+PSEob^CMP
zu0=bGP7gb4GSvS7r5~*WZswKm`jd}J=OqVuCc39U@!)~dvF@zEB#codp(PmHflV!w
zLn%%vr>#JR;L*EnH#Bvi36|-UV>E_#ZuJ;U_or+EoxlUO;a;ZNY%us@&gR|(S;~#i
zj(S&@DuBTI*Ra^$X!@6jY-}UcR9x)=kd8+cg=XxmMC_xf$V%?$8M$H(YccoYLA8$H
zM*_WS*TS|*5(WYAy-2B-L$HO4h!CIQJ8C)7JcV18=#LYQ+fjH-F~;RHoMNm&;jLC)
z7Tv%#?Ge~oqwxw4pcOMLF_18ddJ2Bf*Xy$Aj}X*6FR0igPb^0goG;e8{{V;H4!ym*
zoUkdiI%2w?6hzN$Wa_(wa{@pa;;(3Wr20MY+O6%{MQ{TS#<Ya4uFdJ!Za0yMdGPW{
zE~ZnzdY-^@T?UKr;@n9avPc^k`Gsz`j;`G1JtY%A#O?n8)~F@%hN$`4A&h^sRO-b9
zu{76G#6AH?-#$!3o~IS14};){<=!>=0bKg)x3@Sl>T*ZyfL45sb*Re1O<v|TOqKbF
z2lc7;(Iw(xq1EboCY^1g-R`(e-cw^Z9OArA_BXhdOly&j)!W+Xuc>{mCYjuY7%ar|
zQCjJ-!U{;Con#=KR!+2J?1;rVC@I@R&ZW@qrCrK1p1gFZ7s6NGY*Kj=GP8Z<T#EH2
zw}~4&2?4S~oD=xd9(G(TPRfCc0h$!q%N$Ec^QpWaJ;lQ13gq%pa0k|^Yd#bf5JJer
znICU8=`ADfJmWoi>sTHsa3Qe+{(6e2$+lcEGnCRn;BN*i-O47(I{~eG&kV-})QVur
z#>8c@gIynhN<O71QV9|Biqh2Dchn_@D2Xw+Bjh9z-nt{P>FUfK1H+<iMa+;#9Bm!|
zUTa<-4(aPFDDxe;&IT)>(_o+NgtR3PFUm^bRhG87R?AHcW9izcW(-;#t1lKMvHj|{
zwk;3{mhhqvQYze%*<0uBI;srz3<Xe|#6BB<ZIb**M_}2dbWbu{vOQD6XIW_EdxeBX
zj0V-uTJlSsE<Ma5c5SRxv+50c<9P2$jwcZZWeP`1^P2!Bx0ZHNzHF?@tT_X9VK*D-
zdHDG!PVwCtF=)PH6m}_*_pzK+#?fMCMO?8}3z7#Ww<3+5r2rR^hzS~waf(RowE;X0
zX=%D&I4R!2cAnKOo=rNHUY*Q%G<1?TkXuZMjk9~iR1@{89w4x`TT2z&^EBWZ?DYoJ
zu61ZFZ!Q71j&Sz?NCM;V>s+sje6?#~5zJ!bZNcrDsJ7X>Afr|?i|TcL0@EWm_mLRD
zRE%SfdfL?NWwi!aZXk#zaUYZm9(`&rhsnEAyCmoLE8pIv)~3CN?s6jnIN7$AB;;q%
z4wbq-fS*8yS>%;2BvzFp=LaAh_2;E%EuPlQx2SfE5Wmi=_*v(^-*-DiM6lq9*92gm
z)uR=>Bsh-E*yBGpdSfWh9-4@vTbWPI{5|tp5?NbAZmhQLC^+Jtuu4E-Z4`f8aZSy~
zn4(L_kTJkj??4jU@&cupKsgx|iQ|U29vckX0xao}y}7Q4TC^||EUx(Hiq6*b$+fK*
z*jvKGGOLp390O55g^erdadS`RIr>x)zF8TIAKevE*d8iN=oZUTxUzW^PX+_0enx+-
zR*O4fCmAF9S0r{mX0&ArjWX04oX~`8c~8pa#sEC@HCA~HuJcIbvy#k7#WpJh)AW&V
zA%(7%;oP)*<qspD=}{Ytd1Y&Km0C#fT?bK33Z!J8DtAU#il^D4r|u$uHdIaSzcOIw
z<*v)ZT1sB)c5=^$h$BA3{o%l_FU6P|9Avgn+EnB5uR`!Nnbnd!9Eh2L{Hvyx$E}yU
z(l@m$+16A<kgAaUFC85~s`{*wG{r+ZWd{Q_V^?|Y<nyAiwvs6KZh2hik`DvxR&;B-
ztJvg{SXCuh$I4V-AFWyFlr<Y`ndKrV9rB}~_oZDT`R?pxF@#um7Tn&eirfP5l4Nv@
zZ~#-^9MxH)jLQ;9sF1|tXm7r0ip4MNeYUbiHPRq;RpYh^HDw~Px0A~^1*B%*v{aW?
zwy?4ZBa%W%BLwhi=%_~ctru_r0>hd^Nanmr@cP%p7t!8Ds7+-erp6Jj?f&PQ$3F_L
zqf_>O5zU|W<0JVsdJ3)Nft0EzJQ2?n$@M5S-!2=cXPL(V5Ry+}Qqa#Q*1Qp~=?iW~
zu?)U*lu$_>v)op{f#bgL?!7W=X3?$YjG>%9e6#7(y>EEh=ge&@X**2Chtm~@s5ogR
zJ$lzPrqt|mVyn6_P9<yoH%OZ5XqNJ4w@F#!NaF(l=L09V;Y%KstIMg4mS~!5!d@8}
zz+;cc`cyJbw(wj#E)xPrJm-K$DXDbRDioE9ZNMAO06m2bwt1Ct3a+&k(J013mLG+3
z_nNN0b;GA=cM-szR!h2p!Rv#H=|{;RRUemOT=etYKaM1ZX^fFu+wF)S;8V^jsifs*
zEDU2Rn)W8rJRjl>T2^?q3Fk487{+j*`Vzzn=^x?NxqQd%8u^A0xo{XU{{Y8uE4lFH
zyjH#)j6=YCjpY6`{V`-{E-;OffDStH)zQk2VNiowqldNlNum()UTa#7$xc`%6n>!A
zy@!PSHKZic+E_@^M;XgYE_Zk571Uc;T=^4%n@fNO?m7x;=#C?qW}OsB2srEw2_$H#
z#cYbUKV*&V%vLthmq^%<fSyOKOKX25k@CQNt<Yomh^sN#*;=e+t_zsaMnV4XdPv^J
z-Zb(pS@)fz3!Dt+nq?$Xxt>P6V7rLQ^!kcMg6?8=!ryqDpRIIJg(w?hf=4`4zLZ>c
zIG-G(iQyYanSNn12JemydE=ue1aN(8+ci5B)O7i+Ul@^a525w1I+MT}-Ljt}TD6sM
zPT7>_@HHJq*2gQz2ZK%xfzz6fT{~Y(wYF@Bbu77%VSw+*rmmObHfB_TT(4i=N5w8=
zjN3`t<8>xqu(&6w9qOHmkGDWpG{AKmNYCS5jo=6@&|h0?)>g|q08&Z9kjvZ-!nyrV
z!6r-j*GRreLK5)D3`N+H&~d;WIi{*Dfw;IkGR%c{9&=GP6$v2i?~b)(THQly1KlBs
z-2owwIqzKOif(SLp@pocc<1vMYa?SG^@jQ%KN=2IIT`4`4;nS`CB$B0d4kc2Kz?91
zr%^>=d?V6tt^8?wsOmSVJ<RqF7z2~b#&S>KD6Ld&q3_{n`x<<Qg-Cv0)V9a>%gtU}
z65v#@SQV9iwbjWZy3F0u_>Q{k89#Ccdsi)I8AyowS4Cjox&ZoDMHOSG4y^SwC4ZC-
zf5x=*M?QDHYZrGs*1m`SyC3aWM7BC5vDV!mkayy|@5UD*22<<BdL7UDpna>#ejt|2
zIPTTvPARj^`({LM=0fd`2(Cv{T)D{SHPza4Xnir#xqVOXp8VB4jp}SxvdX?|X(Cxu
z1d79euwlU!qZGwg=~9d?TxjErbs4IYNrCb){OOYb)j%r0%I|;;N98e6O)^^naUle6
zG@*etV#>j1kOq7T=wi?;{IJB6OrBQGVO!dr$sIpR>r+j!kN83Nq`FH;;2;G99Yr*X
z<T)b!v&}npF;wqv(krqMf-_J{r~;j7Hi@xn>OfZ+tcO1~LGMhK?Vr6v=69^yOfGG}
z$Sv`ncGU=^335rQ!sUYCW}@Cn$?HR4*|{b73Bjr|-tWl%RYbWxO(ia25*OXgFq&-?
zfLzcU6qI6s9p+Ky8gA1|w9o;#*H7T<d!*LjxHj?_x^LQXT-wG-99OsLEYWy2*I>pr
z<Bw{}q^zyn%Cxy)+0i4BX&Y_;h3a}$X|G@qB;RO<AoUHvH8+PYVuco4wDV#N!I##$
zIlL)nE}mm#x3`9Pn2Ziic^N*Uu~F8?l}?YeySdG*s^M8i;Cq9SQ^9fM%o(lG%AA1J
zN)$_2e3Z#p@-ypG@A+2%ki#`5TBc0$`Lmg2g$fqQKsc)Mvb30vHHmvF^rgd)c<MN$
zm0NlhAaTxU2HQhl<_aH>ql$&m04D$eQ<%>gJ+VVYm0^tJQn@_0ASj@4zl|Nh$LUuR
z&Q>2JPQx5vRhaaP$2ky@^`z$&yEKgolGz!tI@v*aD%^Q)$}z`GR5oFZLA=2rW-Yi5
zwWq1*S25{#Qpo6_Aw6q5OGf_7h=I3^{V74kyQ5r8YDSt<0x(LRhmd_Lt1r*UAC+3U
zWEO^bCV_UgIFN9C#X=ofcY(h=<roq8R)-HOTa~9|ObHoRw<i^k;#*TSm9xf67~}^5
zb6p&As^m4KQV_v`kY^O*Fp}%dp58V>d58=Or0uDtHloz7W$2of=96-_c5rSbaNCar
zR{Wkf*QNQE+TI0j=Oor#<z$(>wDO}Th|{2^NV|aC#kP(CtM-iAc&WRjTA#$a#M$#T
z0;ACY6<A#)-@LiLzLB>5(D)gs3ILhF130H_#xOX|Pct!9XWWEYSx*#`+`Pi!f7OiV
zBi@-3N4s~Bm>mUJ5f&?);+T;?BN*nD*qoa~^ytKz?XtH*t;Q-#t5Iiq@vH92sm61T
zYD*a4is^19k=2k8yGClAt4DCHaTM<<bB5k9Mh#~a`TUNG(}Tj<ElX-pPni&vz}y34
zBhsRtZPODHh?74mp*&RVc6A>wM&qZwLRV`M)aQZPw>*AlYa$sLoxWxyp7n>~5r`~C
z20qXQZrr?f(FT>msXbWMcDZNvojxW(A$a6gRZ+$}lbUg6xODxjTRZQEZjGv4DEr<>
z$oy++_9^GSy0<p-xXB1nNdO+T=lWg!)|)EcScO&tmM0*OdeooAo*|J(nRt*Z{J<)0
z<MFMz(mna&sX;rvj^{(tUrmc^vt&oNa{vWNDUKoy)~Ol{bOZ|WtBqdzW0|!(i9U>J
z!d*9P&-QDHE*(OvNg*J6;-%C%mSYEdFTC$&*Ss-qS}C<bGXgRL=cm%COXFP%DFL^%
zl6D_-?f(E8;|v;Xc55ofFWZU3bA$u>)JRU&ATH+sXB{azjEUwFTO+fZ;uPe5=S~am
z?Npn`I<(R#-wX;)2?ID4%Q6BFB#(1Z%uG;?zuq5}M5;BbIirZLR%$mSj_OPQ02FF6
z%|D+m@14&X9k{I+!7@Su@#V8I`gWz8NL@bZWVenqidIiBjFu#f@=ZvAO2gO;^&ZuX
zWTmPr8yPB=k}BNYMQ?8`?#$^PG7)zl$W^P|MA_K9mU?_}wcw2ym`QED&(^Fvn=tV~
zcGHPtA>6_g9P&UI&*Ex3o9mmYR!N<im3Hpw$E8^ioM{+-JhV$aF`-h&Wa-NeO?N&A
z$<(cLyKj)go}H`D{9tq8;#iX2dXt}A*LUD)6Z>AoZX3)kk)C=A-jBk17#5scUCn)V
z_ZRa*ZRC++Bsa;&I6Y1USn$R9)MV5f$TsMpDgxcP$sl`!N#YqT_ufY@mcCN?nRLiv
zM*!xm_-+l6NjU-Mnjl{o3Nerr0nmSqXnGw>B0EtV{`N_5L2Od2P?uR_vda!to3X1Z
zm!~^niWMV2jYTSiLH4~#BLL-qAZCHP3BLMMh7m?c<DPx#@~cLQW}j|&IINj9&kot#
z`K_relPDksVt+wZu6%c3r}q}J+!4^@6r7SWl~_aKXG0y?DvJ~{I6P+*)wh=B@<~hu
z6=XoAvGW0(pVqk<JaMR8Lov0rwt&XD23F61YR=R=Ppf&RHNR3Z$%%N+r9-I`DPpOp
z-*d9myf`%!wG&Mec??@8zZk9p;(JSza@NwZDI*~axapopt!L_*mZdJ8aP4<7#AlND
z{#8fA(yhjx@*&7x57!mVD>-u`n!RY(qTRMOp4eU_ma<ReiDTMjE4yxU&M2NpV79i2
zS)c5XY<CC->}QZELa>rnBm_kO9FNYM1^m`}rH7Gb_da7Em?q_4OwqZ+PnoVuXhmgl
z9-(ZPQ7f!Z({RBUHG=qWh!;C~%m99vuDwn5=CZceDJogV6p{uA0{NXt&2kP&@%-U<
zV*>G?YSNd+bz$kKRl3=p&EdZ|cwQ~vETNckI&)Os>iQeO8|rB^L+_FT51W7n2VN@f
zmhErhLn<L+jKnH(Pt94DnuYsZ`9dpYX5q}zWrtjS-1F4eO5F99$5}LN;eXP0DF9%1
zs@E-Kh~{Y-hA=?SN}AwX`H>leGvHtjl+np$OJBR)yV58~(%jgr*3fQJxm7$9OB+mj
zLL*V_O>=j@1>%lBPW2&x#Q`%)&5q)L8nE2RPV0fNfxsOqt>ym!_CQFM3GQT&@Dm(%
z89l1hbGVOe5HkRAmg142xSr+N;|Qu3Y0h_ZlRz1>UP&dw${S)T=Wcl=hxDrg0Tk~D
zk0~9d6^Y5o&T3Y&w~YX~xKN67*BScNJI!B7w6h{Rw320wkpOIyM&etXHTOEDfN7QF
zTXqZwZfZ*fZ#v}Xu4@xdwY#^~#J5niesVh|?&ClGdhG4(^th}`wxbG8<CS*DHN{!-
zvyOiCS$Y^!74r_@O6@rS<3F85H66Fj91SE=h{I)D7#%u_v3D1fa!@k3+xL{@Q)1J<
ze;%VemWIz^LX2}J@HpbBYI*eH@5<eXBzBh%Ba%n=n>egL6kXlLra=T!6@qyHkv5N;
z9E_f|rY~VPzuEXcZq5Ak#bo%sSL{}KBR+O;Pc>28C@Ct*v(dgAS)jg>^f@l}#R{I^
zIR5|&DgOWsWCrHyEOL?OKDi=_=$7Zb4UZ6k0AAGapiDXnSiuR$7^s=?K0WKwx!#Rf
zN61GWyjH!D#4G44BGeX)@y8XhW~4*~5Zu<D<*wY;rjIC&LdT#rlsfg|uGp!|W7f5`
z^ftB5qW4vbG{Z2?E6n_Fdj-S9p@A#SLGcRu?!-j#NJ6)2^J#TUi-ya#Pu93=Ly||G
zRdQ5kWd;0ELPkYoT}u<OJXQl;%tkVJsG3<@_>E-bOsY96Gi1#g4lpViFIR5{vc7ZG
zjUZE=rl#g@Ouzl1j=iXDQ{~{AqRKH*6{U77nviQxZzknj{xy00U30T)rav0zc9YVa
zA!2w^e+oI6T-1}qchVjo6;@qZ_E1Ai*!t80+FpNl-<2O{le&@kQK(#qvoXmzKIV|r
z-a~pCaJ6&Vi!du<kHW4CHa)6Ev17(4vjTvn!St;))5#Sg>G=K{e4@FLu%6Tio6y$C
zvQ;DzP8NgGpCDYv5FGS1de=yj;EWt*t^J=JzLj#;VF4KjBhs3R70Kf8OGyU*066aS
z3t0DBJKDJf=N{GA+iS{^<I8f#--^w<f3>+{2+8kO;~s@Jx*Wi>H1TQ2O56J?fk<t}
zam7uMH!@P&1bnsZnoLT3C2hFjKvqA1uQ3+>)$9HqfR75>IYPiF;~i_07Wq<Ql{Zmx
zjk1OTZe~-tALa!5RhVX)=(8Cmkq~V}<b@T|XjWE|>7}QE1{~o?=qpFe)9sD}LY#Y7
z1Frfb6_&f-n?sR`!s+8bxO|@5YT9U*Zlm{MFgu#qxbYs7Xb+ir2>$?q3dOnji=x})
zE13`bBQ-qrrLr|yeHHOC(s*`b_vTT@WvemxZV=m~m6-lj%G~@@wiysv%6_;Nk#X@a
zQkRG#Sp70{RH)))X&M-K^gS^&TPXQ4hWBcJm8ZeU@>d?XuN|AlTII<(x-0(bil*1P
zrRh88o=<Gnivd<&6pd7=$Ki?XGV3~3x8J#iasJS%5_r!<jfne76aL8+<I+Vc<jReo
zdSC-Jq;lBxWA@LYJsR^?k6D`bTWJehtUv&IW}wi?c^u8TqYO6>YNg?Le9bQB82N@P
zO4iamxe^CLG4c`yMG=f)c%#P0UC!pjUJtOG%W-XCZX&vom^7oH$4pl;ntEx5OGP`p
zvO{3!r=@EBu2()n&fjK$e2KfgK^$z%>?0(ez-FALj4DgoMI?$Kt46GfNMV{`4Yc5K
zw><jRvgy}zV{8x8zZEigdhy52vN4Y4q1A%jlN>EsZ4(Aaq%Ro+V2(y8Fy|*c;B>B?
zJTwW+w;AK2in$kutdpuUpZ1Mp@lZ!hGP=^=LyTxum4~URR?bNX^5S#PVO_wmvw?Hv
z#=lyQT}w-|8ItA|`Wm0CN?!y{m}LI|%_EeHN4;bIsIS(n#o?=ig7PZ<8LRVn%R_`8
z^pM!}tl7RH=+U2)O8)>sL;BRViPs#ejCW0!hlZe7*vm1-)6YR%R)YxgB`8TzBLz6>
z0qQGQ_?j;gYSyW36Qoh@46bpzHBQTWY7Ct10fq-owY3OTP4n(~nVf0UUd|D*BiuoW
z<DTx=7}q2j0Bn6a(G$faO6ldyN`g#I7z*lO@Yb8CU45>{OpVEnB6pZ$57f7Q)r)zg
z{{Urbw@?kaGHz{y3OMau2c1(37*bUeyJQJF#!8D=Sds`b4cNiWN;Mf<Qx}&o!7u}u
zieXO`3No~6$QXjh7^c0vsySSIgE>9T2Qrk>vSc?h3GPb>qlr#PjwRZo=qZu{><i_H
z!1=u@)7utvnKppDU}q+j#-RFu%6}>mGEMK)&t*}!AYh%en@^{&=~s%3A=(I5IL|cX
zx0&z~Hs>ROLy|*{CiX=m3kaRc<bVJN)`;L`3+5FBk(?iD)EZUeuiVCcO;}9^Pven5
z{Oc!P3wCx>%j?f*vk*kPNGBwzA4(HXd%z&KjF<UO<y|yd6btv+n~J*zn{OTpMmQWA
z!lo(~vOOF&QCc!mm6eQbU9UdV4Y9W(7>YEG4td5ZuL~4xc>|I?xfNdQ%NLCAVjF^$
zOs{NURn^+Kjq(pbcJN1TYieHxhYn-S?b?&M42s)`Cp>2~(wI_l^rxbS%th0DX9N@Z
zew6lt*5W3H=IP>6jm!rvoNzeztqvH*?##gPO|-N4ZgPMT8wnhe1_p6kJ|ER$(r)ap
z@?5GYWKqckVAY8&w5E#A&M|P%ZB@9Iak~eATB4d5EaWg)$kIX>g_2bOk@Ov_NY9lW
z^lJMEHNK}!cjKKpd0C^-WS!d|H2B9J+|^lpX{tU}2yLwspxU{`bL@bkB7qtr?ZR=B
z>S`~urr-$V_oV7GI=I@he(SNPbE|4>Zl2@BZ#N)E6eDQHIqCUUb=ICN;)Yo@0eI7=
zndNRQWBQV5xK;b01A=(`sU=XUAz((<$NBu}b24R#l!%rzRV5<|?Aa`N0AsZ)1|#qD
z?Na$n!Lj@~KjBKyF=96b8^F)DDO~5fWI`0(j1%jhT6XP+fq~GBRK_(@SY)4@^PsO7
z!0LHFN<&GNoQdbRf<+AskG0jh9+jnYrmmTC(7=&LXm{c`mjE1h^`x`YF7*qz8W@WR
zm@{$Gu4@l*CZ@sdnkY~>40<zHKR53zk6V%p2Y0z&%1Pa$d5j3@w8$56UcIVOeLN;8
zptzXF3+_$e0!}fz1KOIv`M>Wj0r&K%c9P#VdY*kvbRJrpin1hmrI77+atm%Cx4&BD
zB|q_St}%`vT<51jT~C*W1AtFj<}RU@4<8w1LWyw(V`d|f(=~MdBdZ5_RM)ZWnjG<`
zgkEUMv}o>lT#mk#nJ{^!LjFvaFSbHewl?gH4mtI#-4n&u8b*^QpK%2DOT3lxlpKS}
z2CS!yb|&33MvB=w4={823f;*g)RkC5KJz<?g~3%2#+cd;=I!lJNgS(|xV>1^js|gx
z;VyNZe*XZ;nCp;PL+5OgAb>Gkb>_0}bh&j%<<%beNe#T7TP(7+TyfBJ?@{duc$oA%
zyRBox)>vDeP8k_aK=U^r$W>|ld0?rVdwFLEp~eCH>w%8e+Az{2EF{Jde+lQQrxlQn
zWFEi_R64iV<g1U8UgA3Q;_XWPCKhnpS`<y&r+ohaD#_F}-B?T`ZBKD33wa|0By_Bm
zfpRhlKJ_Z$TcG+>IkTQvxylxMly&Q?w$deeCY6C@`JK*s)<w0{vBz$zKnio5cRg!=
zQnPJKO?znAE0!4D-xW^Z!!zs)Jh&iosw(NpEzR(ilwt2ZPJ>pKE1gcm%aL1b4f3h!
z(y_JKqqd6Jw+hp3Cmz+aW#Ox97xSL&L*oSJC#GtR?vrn>iEY|h%y!MZ2$TZn+?vj9
zT++^Uxz@wb7LOyJlaAE+RK*|8tCd~N&U;aBxmN*R9e}7A<#ATwwVdqKrn7>3HThZP
zl!kNt+;<e>u5u`+Cvughv!l(VTk1=tLbI;rd1N7u4;_Vb{xpZmw6P_Xi^#4Dsm2Jd
zy>&?8$+fYxfmw<2#9@ac-nkzd%`CRIa!Tcin~p%h^rs(*9bVEhlu~!IJtyJGCRq<}
zBafFD`MrD5N5ifDYh{?Jw%`@OA2+XhE23MToHjf*IYz<j=|mBUu1D6GuwVgK>|r8M
zc*bkcI}<kStW^`IQR`ZfTBu9{aZo}?j2u+ras~jc7KcQ19&LH+Q@}pXu1*eW6`b_v
ziYIn>+Z|6ztC!7fPA}qJ+D!~72;2`iuQZRZy?Rcs;rVqbcR3_>=Be5E0iI<tISHOX
z70X&OoUV=<x0LR2$!j$K0P5mqK7dq<rCzgb7V>B5Uh(0t3&Cv;)PxLixQ=U9>%-B-
zI6Ftp*NW$qZ0uttW9O*6JE=-|wQ=>W2s{_5%0^>V`n7vY=<!D>8%O0+N2f%+lztS{
z6Cm;!ejZ%5JjsCib6QY*If!7%Be&33stZVmQBLw>QNoI~1Qs|QJHR#qU>Xv@e|XnR
zW#D@>mw16krvkUFHmu)tbgipdS9S(FRLNUl*y6AJCk?yhV_Y9lD-v%D+dCY>r~U(8
zo2(E*;<?5kNNadSINh7ZDWi&i2U;=z08&2+tlkT@=Lo=kYrQO)?My75f}4sZ#U6hC
z42%zyu&5ux5-%#>n6E|5eu9&1XSGiv4n)s1lfxGY(*~hB9nuf=MB=?Q;)wPY3AT$p
z1qukIM(35!rraZQ5&WvZ*<@e686Smu%UHzV<y8GeLi$C!^^J4%quGbBXO%P@9D|yR
z%faHkPEQY7xaJ|6sV9Xk+oI#}q0(aZ5<K=5#amd#b<N=@#&&-yjl3-DjjVqvpJyRD
zGDk7x;d*E3NMjhTg}gU#GlNxR&@Tt@WK{ApIV6m4Ek$kV{wvkAyFaqq%%&hXR~f}r
zlS#ZogAx3y7P7csy%T;_GNz@v3p8Jw#Tv}Osl8<fs8Nc|n)2pz``P7xs~TyBMdYF5
z+MBVljAEzRMQnw3Mn+G3nqG}T6k`}Ts!GBR-3K(I){uQE!Fiwwp<ummJ<V&_-p3Ka
zWdt5`-myUAq0KmY9MN%`*SC<&qyndo#<D|v#{;cIpaIsT`W`8_aoq2`8yI~ua@_zm
z)M(mOjl^@tv9d;|AO`j8UVEW<vGiMG16jvBXFX00I_u&-rxyPJu-n_)D|!sqms1N?
zQf(S2!LNB-^*D5`I?(1gS0}q1)RJ6T+m2<0Fg-x81-<d6zk0+;e83*apjL6cy13?R
zi67T2YF1rRUlT4aG5BJ8rSFRLdo1~vh)C?GHP79AOwuFBhACw|jd?SH$vDkM1#KL<
zn%`3Wqv(1y$Hcpd3HvRmPj{^Oyk)K2f6Kr?dnm3#A&e1MqizR0S7j_E82yua4L7Ny
zE~9;Pe|>i=XRpnQfW}WPmiqHeLsp|uc&|bf;FgH@X+k`@B9p)X;YC+y39W~SW4B7L
z<%RphlUCJ=l{9I1HXXW<Bn~s2{VSnOHPUZ0cu-4j2-sntTA|?^aQdnsAZM+1c6v3m
zm(GEt5=u)*+2etZE9bFQ94kp5ADUp@YR{CzS*Eu^X#~<NOm|43&pwpEfu=4LXSpLJ
z*JBTc>|lNEzE<^PjQ&-AJwDnI@<AGpTnfSBS44U6%4)qQEe;f0TwDYR9F4c96(Z<&
z(sE-7k=2cMHy4&RicHr~MULBsYYOwmniZ-40FQ^6zv+_Zm$a=ff+t)uYJX|AR8I}L
zJEoaO9TZiR&@GVVw?9h8xcG+#NVL=3`^wlAfv9-@09zpWK12$Cy1A<Qwkmt*b;mBD
zO<$1j*G;#K0wGcL6p~A2Y%?v*ynj{|<JUeU)$fV(@1-NSQ;+3Y>g_A#*s;&?5^C06
zH}S~UE;0C3k7Ju((P0F(p&29lyww?eWuV2<StKL-t6pxAsZeo`!iJBI2NkNzY4v88
zpF_2}_=jYGi(4ri_AkX|r;c@PLh&u25!)kY<_nT5mT2+Y6>mn5I<!MQja2Y-X~DFN
zrsciPs#_-0bw|9O>TA2Jn3F9g6evEzuIhSrt01zyu%0Mm7a|fRj5sB_8h)`K`b-$$
z2oRro)3dsY37PJ#r28tPHpXGeBLj}roD$_n%+7!97ny{XH`bR*mlvY)-ca*5?!Z-S
z;{f$FXrNMf3Kx-%I@YGCe)^%cMv6OFqD_HR=Od0gcB+pQL1o6`T1=h*<2(%0W>}6{
zO}Ok-Y;NiO@6w|&lJV_UCD6A6pvG$JDhDJYfJ^n~ucb&9Sr}~$S%wbLjEqvfw=s+y
zwkQjCC2|19&Pm6)p&(Xh!xO`?IPd9N(djob4pVOf?^UGH8*nWzJ$MzIt3htgns^LF
zN2E@4z`Jr+Cutw8J)<rg3C`@`4)xT>q(HyGSmV7~O*<cU06G5cV=P>HBfg$XQT%d9
z<JQ9FPKbHWTCpCFDL**?anicOV8CUzC?2E=qjPzs*?-5y{6OcGR>`RP#aVnP?S@l^
zhO>7w6G)5`xRadJ>8He_<xkS9T=>UGgCgD;ZVzt4vZwLI>w+z9;)Hf5lTA{@PjjhL
z!czERbn)6soS-NNaB*CIkv+}SR}o1o$P9#n?Vfq6Uu)Ji+mQomZx-W#IRo^qJs(Yd
z37b#2xfc^Or!1g_PC9eew5LVFTJCV>Rii3gsaUqaNedJ?k$EaQf++G?*h-*nJcCp(
zVDS>`Qpay?3&nSBy530`k1a<Garo7nc%%W~yoLpq+=$485QhMBgIz5iB=FLVIoUJm
z*0WyP-OsEv3XH++&}SnZO%0`3-RDvJR57#<v@6A#C0}nrN)=FKC>(=;I#WOl+edtl
zpcJks)aB?35Rm@>XHdu(CLG`&QU?a2k~VH$Mk5`#{#7Jkn1Mh@z$4%0#XX{M*<p{r
z)P7VGE4|9A3~Dp9ayrzWSZ2V$ARcPSw~038_w7~AInOyYA|il5P6#}ou4w{`T}p7q
z&Z-qpIH^9zBPb1oCmi~7SEE@D(4dT9e4?JVQn)z>u;kL_OLl1*6Q9Et%6>#h8G{nQ
zoKt`bKH$$MKb2{wnlN`By@gJ;F(>d3#<7+n2<@ko;wRF^TF){>@uDdVbDVN3TE@oh
z=NA&E5_K)#H1TZ5gpcwSxg?R>+QKH4BgQ(MS1nvzt!N|BrIjjeIm+iMY(SO69z%ax
zi%ErIyT9`v%Z#D<{W?_IhQFcd(mPz<2VzOuhO_Owd8TSDEuEg29RmE!=NT1r{j}2N
zS{)LhMuO(2xfb=FS!7eWOEFSA_NK_HRZa#-&g!<w5tN&Fyp$s$Jr8<;#ubx{0tnAe
zYrQ=Wn5x^GWpJl&KU`Ne<2D~;u_puf-Rq~hit<}2Bh%t(ZuXxoRAiG?uQdDX{{Rh(
zd2C<pGN?N|pwey~K=kIS4_mWLJbmRivDExG^FOrZEJ=;6eq5fIVg58zz8+frpH_8w
zBod{eQxou4=3MbbZ_K5tJ&ICNjnUw3sfFV;e@@kt%m9unkZhdtXj$ZqzE-Z4Rh?<r
z^>{T%83)V<6=5$RWB0n(lrF1sof|bgTJ^#nr}M29b5&IJg`PI(!lhSJ&Oxs;wDA;;
zB7>UiH0$=7Fxjh(MIxP4bjYgB&{n0K5tEz>=2G(<lUfk#DG3{#4|=<z9MRorQH4$i
z8L71&^~sM~<t%(l0LppD4u8E+YW^>>M_t!ZDIDOna@1b+&U%jS=-Igg&Lojh`G~z(
zR}FpRy**_4E(`wvy0w=lj}i0b#>{=rC`}owo|M;7tyhy#j1I!Q#!ndC%5fSZ=hvFe
zyYUvF>VJMf_86zkRhjB?>q!<)@G07Vi52b&2>>5j@l$_uGyd{-Y@b@}v=rYCNaXtV
zp?l0D2HvNmYJMPz!hqb4yww|7&D&*8Ynhtd4%O56awQ1APfE1fS{o%~TYDGnoK$Ac
zQPVZh?O#ewibo=jb}O9OwwtI1o8?RoO6d%7`cfEB=8j>U(+9^xQRRnYT_m=s!=U`C
z5n`vXs!}ve!VmTLr>vg!v~=Y3s2@&WN~I$CkwIk1?^1`zsT#*`N{ygp2by<7QbY1H
z&J8XU_7w>wNd}Zk1vJrWNSsE8wFcb}7!?}Kr@crdQ_$wCLiA%A#wYA5Ceq<=;8RwE
zjPPmdN3}a4^2M1_Xs|a_TCXREt=s-t56ZXlJ5m~4s2wOihbu3IpkjVZeJZQ?MnB=m
zuG1aJpkvaPvxz@fhhu<$2|DDdKb=;S!xt)e?b^K`VxGh6NMelksrGR*cvzlf`W4!L
z4MKFQq#tnCsT*jIVNtb|P1QzfT_k4ktD`))+Dw_s5%^OYHyw}VUYz=54b=re`Ya9n
z0;ky!@Xa1>K?5XJE0A()(<Jcp4g3{KZwkQu7MHVO?4*w}JRUy^mL~PC;%^2*+>F&m
z@N*|9?MEXgm7|z%*A)&(>s>SWUg3W3PwP}=@ZI8`6raMED;b!KdvjLfZ}W<A(XQh-
zF`5Of!f<11Xx5vvEJoSyRuS-Onh6*9NHrq49l5RJBi5l^rDFMhGC8PByyJ>$zEiD4
z>;bE6>vgZW()epzwbCw3mry*QoPvjuT@0Q(wT5FQhMyxpIBB1!;498nUOLpCcQwg8
zB`M9#oU^4)a^`1UbK~u9azZ>XkM<Lv*0JujtxE8pKK^IVZP@-*l4Qy2NM*t6RUADi
z?Gob}QP~#P40$EJ$;~!Z7^q^CC$&C8G1vb9uUaIQ#Wx;<1_!6DQoSc>?^a84dHpJ-
z*(FX7>ro?)ySy2igogI1k+A;tS9TtzjlOL6tdBJs@$#K2P%=7n?kcoW0)vxQk%l<W
zy-~VE5-txvty|EBHLG)s=Odq`K{s%HYUhUHY4z)9&}5QvkELUX{u?4{==7P;nV<`5
zCK5&!*o^E@3D37RQs&xu@f2{gWP<+yCVrLC8+(BSDI9N;5Dm0{I-2V8*2!~qa|{C?
z#^4{yyhzlNS|iP#T?&r!W*mAX?!la@fs6ub)OsXiK4hh`bAiQIy79k<tp?F`EyL%e
zah!f;vaUWLzS3;0p#!r_`9GCkCL*KJSk|5g4Ns-co-H!j2-ybX>Upaz0^6?X8aPxA
ztZ`mld*dx?@Rc{7QlH_0cK)@AG_uZj%{;On_S~A$W%VVjq;x4l9}G`fx$!20WJs3y
zNaOfn1&w6fc=FADTN@c<J(^bA`d6JJV}a7A5~vvdmArELao<r&w2q?Z#`@I1EIviL
z`XXeCp)ZIvi;wl1gug}NvcrL%lzD=>79I;^VCN^)u_eXK-|KE>eD%wkh(rlKwBImO
zmQPbwpq9jH20v;;9Z9>6)WZDod(mLAqv80AYHCI}aa-DeSiDOkx!QtWPvKd97TEXi
zxDr8A#dWuk+DUzMcQ@LD33m3|&{qVeqgF|rn96QYR_Hp??#@+7?{1~cEU`wR2rh@H
z9r6AZo2ZqZ_Tp=FF~Y={!(e(3tr7-%#YGHuWarhfP8L(hSowUP!m3k83UzA1K}O|C
zB8)H_^MJU=%nlBE(^XYE1JSZc^*OCn(wUF%8yz?tny{K=2r;*Ju1#R;!5tLxyhQg_
zG7+SaKwbs_0Y*9+lv&K}_ekXRu7Vvow*KxQ7v7<|xzlv@CihT+A_4hBWd1_4_VSm)
zj`(FX*YRd%#iq6f_QyfRT1yzzecaY;{x{KWvMphn?Z-k_V*a(6Kg4_N5pSkiMlt+(
zHA<Euq0<T&N?R+PY<A>eBxmpyWh`Y18G@?%vBi1J{yy;p*#bx*9+9X20A8@KH7!d0
zkJ_&%eD>Zz{VJoE)R)B0kF3TzMIN(vt7y7npS9`<xPJ<AYX<k?E|YJSv9y+EAH?f{
z`q!L@X?&cFb6r&O>TBXNmLg2(uf8H{S0JPwO}ZY+xi!q*>Y9e4b9HwloaY;`KPq{E
z<FB<e!RkLs?S%?Z*%|Y<yEBYLxBmcMuW0u#VRyY_EUW^s$KDjzhYC(B)qFl#bS^Lo
z+JdLh;-eEjSlM+mt5GO6Q@@?8^l2`(knzX74D{o@Vrjl8gHgMIB$623NDF0wA<lRJ
zfyd)rMv#`*X(DPn<b~ho7|wX;YDVy-wVjQ`@k1O6u6Jxet+1T0BigwXY>ys|DAbIk
z%84b^5(kP;CAk@oujXh=i<o8;CB&jpz;f9mJ!#FjvmY&v06D1!pF51p`;me7xX(WI
z2P)^;8$Ji#b<37=OBfp@^*=K6MOg4`Fh{G-%FJbGPT_-qGQH@n>Fj#=H2s#R%1jP=
zR7b67zMm-0I@LK~WIT%LvEO3598))Q?M{$mij6@n$4Z7vF4&*niu5fZb8e^GrFreL
zm6=U<`ZNCkqpwg$YTk&^sND~xWNH%?1Pau51Z370r2d)u*34xnr^9l2&#hM13KUjP
z=TxqwWPFabT6x+?{$p6kcUCGZ9E{btTBzrmu^Ig9BtfGSWbkO5=AwzZb5EF(z3SG$
zLm%HCTJO9&k0cu46P6!Z@BBIbs8vI8!*gCy$?shbg4j{(ioum~dRE?!I3M9!G-%F@
z%g<U*HlZh<YI2d@rpTKU0!XI}(*q7E!MUemtT^<f7^EkPYPB(vlT2g9Fts(Gw^{&4
z=bDA_gPKzO(;0>+5k}w*+;LTj^fhXJYMcDL&@ma0V@c+)9cnUuw1tj%qf(P56R`FC
zDdOpeda56`MJR46lVzsSY+fAosRi%7P&mg*02KL|r!zE#<vd*}>sf#f)Zh*}ntbeh
z?9&se<3FuQ=BdUpSwIoqot7O93S(1dn03!uQvTwz1GpXO;z#tS&K$;pfAg9*cd9;X
zcg-Gq1KyW970dg-8Zr%2TaQ|hTny(F`H-$yz&)v@6poa|ooV7#G_FG$VpH0hZII*T
z=BC`Ip`$*B@uVhKHc=7xMMm0G4b>O&tG&21ppolHhGo8oY{UIp{#9O24qLbI3f#^G
zC}2meJBKq{9Mkw}F2MBdRHyK;JqaI$c3Gr5O&4QT=DM64_+mx-t@>4W@ZH*vm!*0Z
z6!sK(Xn%xKyDRH85$4UJUoJAgl~;W>@d-Xz`q!v=5uU0kjcEzzXrkj-xvkGITYH2!
zF|fzAIzb>_Rk~NCHlGWB0H`F<?c8Hv=8Ki}&m+vskbZ26hH^@p^l3afZpZyv=RK;V
zz7~PA^3r5W5~Q{~$;Zvp-jp$}_HPG5Nh6A<Cxd$JY*uzT`O(coA=_4BpB!XXsqme`
z1BT5+-W|L{!sp(L8mfq?ESrZ~f*Z-LE)sirS~*bVT}}wAvS~L;IYWx2C56Ja3}=c>
zbO$ueIs99%UP2+8R=P2c!S??ED$IG_L%H3VyOwO4i^!D@84u+~++!e$l?bhonDY7S
z&*4rFj)(H7cVmh-aq4}IP>XTD%s;JJ+zRu>W-H~gYU-S)Q^f)lzB_;Qsp$PV{c5bN
zRk;3i!7sf8vq(wPCqA@>OpdigOOJC-69Y=bT)HGay=lU3M?88Oq$T68dJKoxy#h4W
zT=CS>Gm<Ktaue63PmzwatOrTq1uuC!4E&{koq9aB@GP#rSS8yfk6)+Ln)1&Mc#(WP
zH0A8p<~g?H7Qs?I>vsF%T(XkZdR@FEkH0JLKc^MuR-sZ=8%B|EUlH0vXBccj0NvD(
zDVKBEY3N$=_TJwBe5~C5U2DkoFBt2W#EEqoQ9rp6*gs0dd#NOS(n!wUtaC|VT(y%m
z`pi<a6^~lG@wS6)#lN3;;N)#mtNEJ5y7+~tI4NmmZEn4o<=Yj($1(NdtO+y8B-cbR
zRF>$?;wJi<*P8CHsUP%>Lg9h_6>_8U6-7faIRu|m$*FASjTG+2?|MUdAD&x!;<{r9
z$7E*Pd$F4se+m3WG~*R`-Ny0o$;kDpE<s{*fmR^KeR@;2e>x-J^HU6Bfs9lK6!9KU
z1CLs8>&-~GILEIvt};I=ndN(PR}>0Tpq`YufX$X75xD7Io8kD6_8G$RZ9x4i&*hKg
zKT7mp4oJ<U#+fC&k%3&8skD<OalBe7SzFw~&aCeW<Q!}pj~=I`X-TQvUBpcCJEI-G
zSUW)jr%IObZwe^6AHOS%si@$yQ5vg;BzGq~*E_8nU7l?`C4Oe9tq7UiAxP09T#vXp
z{QA^hL&=70lj_E`Bex{&jY-MvQ~iL)8Is}B7{JMC4mhkHCi+Dk@XDU`WJ}>#wrX;*
z#(a`E{{VStr}%49(rz_rZ7i===H($~eSqx>8Ao4UMHStLa&Y&JT_{rbVX^YtYB80@
z;Z>!XCh3gUb6d;@DBqPy2xT~6YqsXsZ$c}D!KjqttX$(YTcN0CZ*t@^jp{3~(=Il^
zJ8@h@2ls-ydl@kf4<fdrTs3CfUF4CPr#x+NG8?s3l3a72rBfQHhD;J`cG5I<C7Vr|
zxfmj|t~Be2)cl9?t!Oo<owns_>t9AxWDI?398(1dv~i}|P=4X5Q5*~vIj*rKwR6gf
zlgP7^jjBGiKFhNYW7(XnWP{$Nm9o5?*GK)CX#D{EDj9TG*d48kJ)0AwBb<r8U{5^P
zqIhaH@-u^q<o^J%T^td}&3Y$?E&R9@Sb}}4N>rPcrj%$oO3ZwS#GH&)zLs|5=}Rn8
z^PlBUi_1kM5D4_GrAo-wrX9gt(P@AkX$8Q~QCSk*fW&5zZh=2~vQRnHO~tqdp0k7B
zipN`#jOLKu?a$3u$Y`L=-!O5=rg@`08o_-`jxuP5`JK2wtv_bR?Af|xALP_>N$FI@
zzzdc*s`Kgyo$7f><t{v+4EC(+jZ{QPHJx|j3uuvnkZ0J}52|>TCc45&g&u~X*oS0#
zBwCWrcm|y#@tX6^H^j*dfEW2e?rWuA6WYj_4b3eBLsg~<Pc<31Oysq5*IL>fm0?-`
z0NX&n4bRq=!sfBr2~_tLBDg20`d1v9sqDw_t5Isq2+Mm@Or<{ORz7M7#!X^Ft7Lub
z{xx<h?=v6cRBINQcXa{Jtwp%EYIn`)`BUXKP$pRoKg{&1yNKhdr*6*_SUC$p!8Ibf
z_r+2VgVvqqeKSd-Tx?zie>xZ`s$yP!1uvhDYHUr5LNICGU#I6)<C>-t1CDB0A?1<I
zXxc&Gns)GLEDa$M?`6j{{{T6M;YSDBkf1cgA8BDqFAh1)Fvbr`X^#e-#bST9V;l-!
zwhE|MwIN<;xSUfji=j*Qls)QzTn-I2vJYA=ONpc>PhOP&06BBiX0kqPb*Bj&bDlk^
z+?NwrNs-o<f4yW0<X>8NyKdx)E>9~o_nJ`S=~>@vAa$n;%yk+18VTiQhVC)Y(|2=K
z1>&6MoGwuJpjKs!kHU-&;-M2E?^3HN{whMS?Teh?P+>+Nc9(F^T5#!_l1NRgWOB6=
zX|OQ+qw=eH>q)x<@S%a4`Yp2@>{_ng9ky_Pb~&w}+;pV`3PQQeN#RR&JSHlvo)1RO
z+}C6&;~nS~*}y-8*?CsxqCOb9Pr7r(dM*L%DSWjfl@x=So?ADEuZQr}7twE%tVGwZ
zn|RMv2AFK&Kf)*uW_a^hUMR_hsfG!cA){gS73?pjTenmnl~<EQwqf@a{uBkzB*_P-
z=}z5__35&BX4SHMwdShH;Tvb@gFi|IbAU-Od)38!j<wTC;Ml>+WL0<Yo2LrL+NFig
zYE~ov0M}7@pDk}q;d`&)Z_HImJUe`&rhDTQz{8b~K9vsqbDGneM!i$aS;wVQeLCqn
z!rzr4430yeTClScF_Be_6GnN7htyMs;5kw#8DPzWN+buU%~sv{(g!)93&Lu8&%o#N
zto`_<5?~qzjWwKZ#(1kqC@M2pf>XP#U4mTFV@2~fG~|~(>YF|)A3TFdcQzJ$4ti9g
zagWE2D-|w1YE`)Rq|jW{l2B0kSE%@A#^N15-d2p^t;R84I41=2+*ZA>igl|v5*vM1
z<~WpXRNM#y+cnLIqbb{zs7WK%FA&GJTZtoq0OjRyqxGzb{8ORWrX!K>rS2jaT>VXX
zr237;<c3SR<(<z~k%=_bxlnL8KGllBrtc$XiIQBX?C$(^sZ1GcpoYmCy8O-gn&z)A
zZm*oZ<<!%+`)`mx3Wa9`a%qnsC+l4ir5NmtT-)63eik5K6Wrhd{)XTB8c|2W#|`3p
zpZfD}{S7FqWS)B_g%MNo_O4@C(^l2@0bYd7@}F-?<Ge_64SF>qxldB0Bg%1e{o_^7
zTCs3{3ay@Nfu3{Rk}vgwx+^35pfg<LNB4ra>`3zY=C`0-GSq`|U<$>%wVXLS4lAOx
zK_sC~b#}TuGuz~%l53&T=Q>pvQ)A2QlVtw@I-FLu@0Ipa%6Y|h()eZ)#H@VP3y%t{
zh*z9_DSHVeV!o|3ta-?~nHcSnv7cI*H9MsL0G5aGuBv|pAK?8fI&TQwCU)l?xU5|&
zh{4gR9)$=so0f2=2DZi2-)9a}sH}mYUfakUVZc6>re1WlDA696=}tV!YE)E~<O5&Y
z`&h6e+O+KaV34o`wsYHx<L8D`D=|g`=}?tmz+m;ERFqjNtm5u^?Wc(T*B8o9=U1V>
zl1>@BR}<m!`<{5>x@%Lk<J*r)>5Q9No2fZ&S(fRHgk<B^pA_y-UJX`Q9%%_y09AyA
zqrf?<NVvqi9ISiNlHR>)G#C{i0<}olL}3SyTC;8lBONJ<xjf>m!kD3oL|T=}f(C5x
zqcy;4UMqJm8oma43hi~_{(&$1wc@wg`&^v=02OlAlZsY2>rKVk7Orn*xppQ-!S||$
zCM}Xl{AwuA&DO1x@>eDAxzD*>)S$@CEEf_hV|o1Oo9-H>t%j(2GG6A(UcZ<3jX@pU
zoBEoK6`e4klT9$m6MX1L;aY0-D_za2d$uE!S7Nzi-mxGgVzeU3`r@=jGinQ?#t${M
zVLn^iy>qZ5dK%iW`A8nsq)jP&M^^&^pw*4bw;2_i1lV3r9<>F|s*sLYes!VWbdjt|
zXSE>m^Uf=azVSzs(2B&9#?pu2lUcfvMozR5>Fg5(gUv$kjNyfOnDM2-?%$Ok@R-g{
z32I)_Bs%bCqZ@&ryeWq84*AEWa1r>HNlzxMop0sIJpE`>i9GQ;c=Z_b$*XbS#>8OP
zo=2^Qa5tLJhg8o;=|$qi<rBVH(DZ75n!nx{HN~c;;}~kS7N-9I<INfq&W^A+&rzCi
zV_f_<uHDUBTc`E?DRPZ!Yi^`04l6ibH80xoXyqM?)MJ{aw;<GlY>p_ftjilkG_Gnd
zI1CCr;3-&6EK<0jj%mJVIl-meD6uUFP7N-2^!n0d5=|y?K!@OBf}rt=Z_<|}d(tFP
z5Iv|d`V&jgds6P82JCQpng;dgY1`=B4<DrgVFa=-T;`lE<Odn1h6n3O#RT%AU$;2x
zPZz}UMOE58In6H7NKOd2x2x3DqUjG>%_tB50Iri^9OTj^!5a%aXT3-yLU>_VqjLA4
zNgzE%1o9i9z3JhPYQh&X3}Zi?J#U>yB+@0po0+3`HIBNG9r5+2jZ4;$xmmB~d(v*r
zXD*_Ltvzq!J;egEFJw?U@M@sCjGnb3+#&udLS+3;dr`D{56YMwPev5E&qF|k^3%GC
ziJ*+}v{Z+!FM2>#Ybc2OqM&^;2F_G|Ri&OOnV?2fXtwYC3V#Z&{u{M?k11<-5t?2-
zC>hJi;Tu*z>i(5hPX*hyKvFBS%`E_V{GJIJJ6VQ3>ZHC4xLoaUN4<Jr`cbu8s)_>V
zlgZ&r<Q!nsOQUKK^@|{N#d_I-GI>g2w21XweiRKe$==TCM=&?wDvYsAt;}u*xUXSt
zIu`yB`Bix|Yj^$?{HYG-k#8XLk@!=*(hpz4y+U6N+P;5uzLiQ}2wK1Vv!GWv0Vy=1
zY=d2to(q8e-NW&!a(FO-^2o#MK<;y5Vmg{|n1<_G@8KJ;PS?*p#Z`X|>Is}EG!Eo(
z&PeKM?I9za(*~7)5c!}u_N6dfMljJZ{3#6Xz7e@TF1sJ};{O2p9CTAY5QZKwyULON
zfc<~#q;ytt+-DG)+A`yHU~894I&gDXYj+~|rcZFv4yL<hR_O1QYpWEeYOG1kPbuKl
zdgNytCW!pPw`^PYb%LEmYg$aIyw>zLE}rJ~lYabHcc#dG&b8-OS4roCo-4W2Z&U2!
zk?CFZ)z3!^ZHYa3%^vuy=DY`?7^zb1XRd2y6SI`G!B`$SrWjGbhMKoZ#-<V@cLuAJ
zu2Q?%Lj6>JRbEXd2{JaRtt=)uJ*e0-)}Jcu9E-7qFNdw0Kf7Pbsy~G-PyDkP`d3g;
zlfk6g--S!17tn`B524IQr7e=3y+4&p0mI{tm7{%~r0_Vb$dB&^G4Gn^lvG`j#W*O+
z$h{PbvK-`kW2IVYeB5L6sw?-fD%50EMHK{CRq0Y=r7<yqQjV3XHn8;Ktwse@spCH{
zttN<)Gxg;yWiH?D*Nk7r%Xc6uM>X!Vpp^(X<YKw2?+jbc%)tgvdcv(2J&Y=0<x^C7
zGVt9hc0Vp_v%2th7_w)M)d29siVjmX%j_nOf2++LT&<L<$_ajz)!le<Relups}_D3
z$obIJIudM$MprVljf&@R8;JRHTQ_h<_T}VI4{m9a>0;Ti2TyvnYhmXQ2_$>hT{$?x
z!pChYjuf3cUgks)CVFvORyJ|59M$E}z!^|QPacgVe=?ed2Xh5Y+_es!9?*EHmefXi
z3WZX5un$36maG{@@y%}-ChT-mf|RYX0s`4o=D80Nys#YP*P$v$$r<U#6~uVW6<{n5
zO=(((EjI3S;xN3FoUU;5T^GnEq1dc`w8lR%r$@oBBKJHy+>l19d8W&?25H5xYAc4w
zq}UFM-~)=DNuO_8%|dro&83r$Xib8XV#7Oc>T6ow>4$U0Vn(DrX<Mn{t~Va0<X0>}
z`M+Ayx0^VuND+@?n%1<1*ox6Gi#IJLV#B}EwjyJWMQ2#qx{RO7wqt~VIK^)WwvR@Q
z8A%NoJ+n#?Na<Eq45{L&UQZpkIbc0GtK~L$X(e_`<$;cAa;yAYk9y;^ZF+lPOk}VX
z%}wJA(#NmoSxRazQ<`#6c9H7>MB^;KjXx;dWPWwzAMlpmlb%Q8QV$p1j_eP$N41F_
z+6SviEK%|eRF?E9%D>@WcL#~CCzJwP^R0!x5=Xh8>zbt`#^o6;4xnmS;F_8{^vK+L
z`t+_1^^p{%atO^@hgDYRJ^NDTMlGYgOSqVQ;rY~p;xc$)TvA_?(dy(kOu%J<KJ>0f
zGCI*B9*6ayu*Xnq1`CHL8Ro7DUmZ;#xud(%lQ^m#YYz0`GkaoyE$%zLX?Ob7PdMYD
zr57CJ@;zu3%X{-lyNp$1aK5;uGpX;^knULBp0pRh?Nz+d>-y3c2cZ-JXgxb{{{Zz>
zKQ|o@T6mW}o|Fp3o!oWJA;C2Oa!ouq<E<+I<^zCfHjHN!g|p8+DKbz009t_yw06xK
zPIxEtr3VX3yBW;_8}p7gel(^@RCT4L$26=fAQw`o<e$Q&T|!aoQ0?ze3O^bwE>u}v
zO~+i+pW42-&(^7g9sdAYX+$TbD-+6%CDfGmsRjIJt}7(MxZ;q-#|IQxmjrFC+(iBA
zf7%d^8oBU}F@~kzAm=o!9EU`*sqQL3z}Ge>l}~@prAzr2lblgua<ift&stuFu#;4E
zI3(1Is`~!4SXO4v?`ktytEnbNYC(S)J!uNX?2lSZ)pfdwfcdH7XwOCz0X8xy$2q9P
zih3}oXFbM#v;gi6Hv_l^lbq3#J!t^GT9NlfCy^2U8Ua1&*`NrT&KBywr9%2#4g4$l
zRnv-G@j*r32WimSYg0=as3zT)BmL$7017JahCk#bC;f3h%u!j(a*^@|?mE+1{V9dG
zrWUHXt;KVih>mH*(gBlG)RTKe($?*lcR8+xPYNg*UJXIvEN)IX&wB5|sRM!d*Qtl4
z7Ym-I8xIM>?DM%iFLI5#HaHbDcKVH&026`gE6`RXW6ILCq)+@Kn%z;h$4qd^Y<c?M
z-Nt@(CalM<GV<!(Yp#<>f%>37g;krw*6t6;27Rj3B)Xb=I*Vpv$F4+imLnduZY^Fm
z1Lqm~(<bo3oRt`=GWc>-`>bi+Xm_ZMmDL8}`^<hdI_l`WmLHvR&!pbQGNjc>pwwaq
zIl!rP8r>5r(p?VOb-2p`yESq>K_pxQ_2#_dHoIfVBbwUNq?rf|N%c9YRhb`IZ=uoN
zOTA7y)@(=job>gnUQ)_=s;JqJR&Q5x3A?+N!Dp8Wa0Ok6k&M+9W#5C5?gd-(!*m?_
z)x{SCUyX<7Q-&Dgs7B|p$F)o(_pNMgV#6GBPf2lAck%5|OLAlFMT3;o-VGTTHO|kh
z7{7#yqW&fc>MD8SjQQfaoohrNu%;VP{o3WC@q9`?cEw(c#kR~bynb|hNIs^Kt4;ML
zzlJp=u&U9#KyixA)qFt&x!U73n-;L2-s9_7&T+ZRQgP<cyQzH4F^|He)40K`*{|Z0
z_`h0xz4UReLty&UT@iG2jd>h+1&8BS?XRMhe(>hJ_fplHeigZ<S?d$Vcr1PCDycgT
z6_jLpVT~K6DW(zzM;NY7*I$=_#N*zzlU!3Cax?5}rZS7v?T@pPxu#6Y2p*m5i}6f%
zQzlB11#|;mk8sUP=i6TVgae;ZQBf%?T*|Ce<8EWgB#qUGWg?Y$HR<;r6t=m^RRXh5
zf_6!eax019rF{+uf~dAQHqTsC5*&*3@!?346PU7Vmel+{Vz|PN4{C|flu;Ehvx2)h
zRR?uzTPP{Wtq61_11GgS+AJpmrZ8yEG}%pIT>aY7wuEiL6?VqXIWf|;mrRQs4|={*
zoEZg`tWS*ft?OGjg6AC8T3Y!{kU*<e_YE24{{RZ43N|+)8!@+$R?={!ZsY4ztncG1
z$prSQ`kl^4?#a)$O5QV3iRw|W?4fg@Ns*M1f<Cpt_{#C%Kf68asL_1+<J|AXa(+Iw
z@{mXyBQ#W#aJn6O^PL`KadT>NNHE0ybx_EzazLn9<j|yMxE!0@@m%FC$%82EO?O?n
zrZMKDcH*V7ZaHptHbq@cLSlq&IINO+t1z)DMI_j{nD?EUOp{k_rz039vl~0=)H(kE
z>r+CxyKivhfm-(04bYmvwcH5ew(V5orD&TK*}H2wCmrirIXLTBmaB{c4>hk3LC+PU
zHHkQroK&dm&T&z!V2-@hfjHusW57ekIi|7#4i9Q${_RT>(y*^}u^BsCr6%kqjiQ4;
zd!IsR*g5%ut_t(T(nRC})kOHt<2)1j)N`V4k4Y<m)P8jwkFXz`p0(#g#sCsQ?Y<M9
z#}uvN$zQ2B_oLb%=0|#O3Z5IKAip{5TudG#GO!t~A*gOlk_A^X3!O@8BfdWhu^s9+
zaa>^4SAH9<T#ryj#vc^!g6Cqh#>0Xs;zc7NtCouGn~>o5t0{9KKYR70E@PtJI~r9u
zIOFlGh^3LcnzSW+_oZ-BFOCHT@t=Rvsr{k4e<}q2)LeHiZp|rhII3cQ!ky;=XadlF
z)VsUYQ7Fjfo#qU6#Q~vX%;!0vJyzeIhLk=(`t%5~zosb(s65VlQRa#TVtn8VO~Rov
zWYX^Z=>>^$GsxzUfl==7#%W2<y#gJ@A4cQWo0>ZJ;+PKJ<D-6bqT*rD(<wOzuQaSH
z6AQ^yWP|zCi>XRKy;XN$b>LG;{Jki!a-&6cW>eoD^(t!PJo0NFuQ;QF){6_38_BAn
zJk^ENVqsj!UgL^Y45x-8@ugtpI+eVLkGv{$o+3W*u0%Y8qncl|Oq}kb!OD79g`Hbc
zlLQ~!pZy7FtUrghQcteVuhZ<Tdj9~lv{p0R60!2W!gw^MJawryo}!JWosDcqv;js1
zPL|R?MKv<mG3scrSm-=6aU3rm<6eOk%x;T@uQ9V<vk`%uR@559M!cM2y$Utd6`AN^
z@d})5&hcGOekwrRdsh-XMyNS|&ZUpVF$2qk_}5%(!JV<h(`RZM(v-Gqm5apiHZsfk
z)%f-6c`!E*&b3pEH&tORnX*XlO>L*BAC*!~LKhq`=hmeYA;-;DUC`!^GI?67acvQd
z<W;T8ae@h`t_~A5FJdLJ&Pi_)O5M-Wo~()YKowf*ZL_!K)}S{y@5OOm%=28V%k3}9
zY8c!zil+BDPpwI4azQ;Q-%#eeHFx9bQltCT11R0sp!LN_lYYHxNSeji(@8z*!oF)V
zIhQ;hYRXIxBc45LWX;nq=N;)xLQeHx%>Z?&p_mcZr3Dbnrbi}n0jg7YeizTlTYIyQ
z>qbH2^Qm!6mrgHpl#{}-u{%a8jGhv4_cQs|bPpW?rP>c+Q0T>w@X=?Q&Eb2X4$@6$
z%c0-GP64l4@|CzNQORu%IRJfX9vL$!VApfUWVF7Is<lKUx{r)Cdkbl>NHee>!m3H2
zT1o!^EQdaVvUo?)k@Xq9Q#_5G-SXXP-L#-_pU%AwUkO>bI8DEWXU*WW&&b%Q`n=H(
z1y(xP=T>#V+T8n7jMBCMHK8|zuA|P()l;Nu7XJXiNcvI9HM$|wsJBE*=Xb3wE_p@3
z1fDpmAL&u>@REL%seWN##x?|dQcGPyEp<IM&9_25aaIpbg1q|M#X<lS<b7*K9~Z>k
zSbjCx8nEtqajj0)xz`m_o-3Kx1Zcp4%}kyqfz$7H^{#ta)+3#<xPEmN=NBCrjw+-a
zG-2lrr>9QUP(&w}lZvP><Jx{<&#fX|o#B%vxcRPm@o3wQ+(Uv1KGmrLlDQ4Va#QMa
zDFo;7sVz0hLFXr&Qn^akH}6_l!PrS3TE`dD{h%oaJu5_C0~TZ$<2=<^WVV*zHbFV0
z^?C|XP3Uws7VRt{%K%MR)F(EhEOG}pq?1xhSVqD+S2L;W9(u6cK9o&a4ysW{O=04Q
z;Uo>X$4chBQ>)9U9DfI;bN2JMot@RSZ35m*5s1Y?l%%;#dF3U`bDKHMDubHu<nVe=
zZ<PQaT-Hl?Hsv3_0ra8Kng@oO*ySAYQL}Jsum1pqMo!@1dsbGZpvi7>ibx*SGN&Yr
z<wkK=W(Rt=Y5^S8s5DE7PD+p}>C%n5^H8G9`B|LEyZUCYTE>|ib5|`i<(Y=;R>XQ5
zZ3h^uQ3k9*WosMY_pX8qNYy~={cAZi*&;bc{4rNzigdxwe;TxjG~$6l>62EH5IwO{
zX#q=q^pD26i0!Q8QTKle+Az90DZ=RGwtza*)rdWEE2NW1w{gZZRHo3^B&i>TSF<$s
zOy@Oe87!ENxUVs~zj1RQB=xUX*0gyAjJsIy4S4RLraReDx`SNxlSWk&i43v{PdKQ&
zq$i~%E_kdA1=@g9FrCFUsf6)J3sB6F9FDbcYDJd-aagrHT`AlySbLXgbCXvsuH+nU
zHJ0ChHEI^dC{2OUTVB30O>A3U9FBil=Isw48r-!|NGCqz)`^+6&Ys3#z*dr)$gzv%
z7$@?rbwUL+Ttzq_3{q?y;0~1Fnd&*G82Qd=ltv?5QW*UYBAx*hjC)W7ep7NXDTNto
zQy@{2M-^6GN(hEabn8XNNrxQsM&})CI!_T=AwMwVu4*IVTTfM@;A^X~>%|QrQJTbW
z5?hdQx7(VB`+5f?2F7XK0lW6SxusjQKgK?_f;9w?<y;X?Tal5^>p)!Smf=qssg?J7
z8s`@4jxc{3u?_HC0#D#6*bV+i{{X6#ezlUih#1M{q#A}u{&cJcmPf57c<ogZ?{_%O
zNGBP`Y5<ty80u++dJNJDhADTc{{ZXI0(a*$?tMB_cMSE&r7iS7jQ}aY>^*5W`cqFn
zgXm}-X$6NC;+k`jjCG~p1JaPUVtAlOUGV2W@Q~bp*Q0;vX+<9nf8=4f{{XK>{{Ya^
zipG10`LamL4EC!2U=7KsW|%o6HC2~A1yeSck*RBU7{=<cCEP<K5nS$BPkKDY^`&uh
z8t<s!owZs`LPMN2QOPEph+3L$h1(@-mt)B^&C(OpikV^dsn#6z6})LlnksT-K+`Wq
zH9S|hF(1Bh^{I?N4wY6=deur2g1yR=WfgmycADkFfEec;D?s>>!u256931vFD3G3}
zlyOo@!;UIxSnX|mR8QX~w12nKSpM+o>t1%RgT+`|lD+Fl;^ox1<7cxsuP-;sSxCh`
z*qMO!tP^v)6}zOi>{EpK<S0*`MX_#ATDc5c5FSU;r3flgxQjm3(4%9aM#gNi;m<fD
zr!+0bJDRO<$IUsY{Lb7}T%>3VqNlA&x7!C^p7oH^V0GrJ%W!t}>E53`isrGp+P6i`
zZt1f5$`4xevoS6XYpv0BNaKhr9-g&Oo!NA!d1`eW(||atvFZ>w`@@>FlSJbox%90O
z)nQjO@DHXbS847k_`u?*q=pl<NvvH%P%*mm*0%}<Q}0;UmdGv<h~qp|PU#a;_RzVf
zT(pr5!x^jGVzaGTN^$vBz)mtL!((bc2`I<^09u2Lb5U*}^`@C{YK=)qQ`(whjk|u8
z8J2-3dX{FzYZxD_YJQ@r%b{7!4q;wu_nHX$((e@xDVa(Ud!wJ9!d8-JYT(vf{tU)U
zZC$qPj<mah>IG#gQ90*A525E0_)_jH>@0qjn{%LFgZEhCy>ANLg*4m3cq%hk%91&1
zVdK#8Np#!jiOMml?4**_$C!ul73=b8meO@W_==}DhixVQ0G4a{R$j*27=2yE-5zau
zcMQOMpdY12ZXrD61DfuxJRfTLAxNy*ycx45GDS;+xY~Er#gRkCcDX-|XT=1<ULUVY
z+n2*Pv1B7~J?f|SW}$4`wiA!am9+_2uX48_V3swW_O}u#Aqo5|Wu>}C9%Ltu_^Woh
zgek<4V-(djH>)lbp;6h&$14?_=_Xn-KMLH^mDcTeJu7{0blG@dI(kv&SVbU_3Wf%?
zSa`=&&Hn(i;T=@Yro(x*Qbk!Sjy8(tVDVHi?T<MfIjso1OKB(>BDK@F+*fk>R6VOR
zQMHBCk_Y8ilT@>mef1SXQ@ytG&evW&Dk@sWHJ7?$h~rPX2jy7$kr}NaaD<<j4|>Ve
zToQTjTxXn3rvb%uF}4R4&1v!l#cm{^uO6IJLXl|8ijgGA=~VY*Wb;;HAX6Z@8|@hf
z2B%B;llZER>~qqTG3`{FTN)<T#-w_@>(ri|jap4|UgfdxSZaNL$f*?bioSUisz|r3
zYoF*YGn0;(uN>4Q^RH!){{RuMQM`xGh^=wjkA~f(XN+=dD!kGZ+mbm-UT`YZ`fbDw
zgBw&nOn`EXKMLn*nOLsfX{V(~$oc4Lj0ox}2#EEoHp{!US5#(h0j&#bX%m)GC`f2&
zfNvbt>svK!bHzq1W|hHF#a@ES;vzUWs<1Og&rZo0u7b-?0|&Q!)-|NE!+^loL1%Zl
zl}I@_6{0g{rMzMw0B(J%>KeCUr6ts1i&dxa{FwO|`%oy&BR6*$rj{A$%~_K~yhHMw
z)F)28LQ5t^GWnAuBx4w+5)OZrSTIbZ=ZMrVv}bT5KGY8A=C$2WTOFX+HGO_3gzb|A
zj@3VnP9-?&n&ZUsFY#7#dVu-F<;mVi`qgkJCmW4T=Ms6RdBAq50fX%Wt2gID%Ww|_
z)6Kxg{{UK<_KZ>kM^Cx9GXTtST?x4ggXS5<aldXVc&Q`2k;vw)NNC@EOvfR?Bk5LP
z)%Rm3t#dL+OLA&>8=$MXZ5@O<fNtZO(zlr;`sTSiUEF)t)u!M^4OPfzO$b6bAB|WD
zJx}LZ*38>RcpkNIGY<a%tpH9VIXE;FK7jhvVng4GddhnH&@nbJBaf{&=2KINJN|TU
z27!=<Zn>uiZ}F*ehmr<q3Mm``K*)@~xE|DbgVvm4UsIZl!-K&z5_X>r-*<?v27l$z
zzw|VsnefpH_>$nC`Sfr74JfQCZYF%f8;-Orm^9LAF7&Qd$(Zgrrqe;qI)Mr*c$bcq
z0P9v_=qp-E@-(NpVFpD`igVJUQQy5!A6}K{Be4qVG0kVrF`Cko?$&hu_{C>i;U=%b
zQ}0hswHc?!*1Yw(!c9s&X}P1NSPva@T{enyisk_a71C(Uj@7*nh~E$K9TqvMoPiHM
zl?svWX)YTPdml>gJIouYF*|oPSj&!`DYs61=0Db|@6R=tF&8Ikb5JvuG>mwr6Od_K
zn~2BKo|DL#D#TQ0icIm=fn2znobmK(w;zZnPUrA7j7=vL)Z~V$No>xl4;4tb+;LiV
z{w+qpW*?n!SsnUPW~o(@HI61|^!PkY17j>X6t_BsrP2Yr-n_s{>Ud&58j)`<7o?3;
z>)&%vt+usCsMyJGvjR%c4y5qI739$C7f}7yIIReLQF5Pnx93+H@k-3zo-zqpo|0R)
z2AF*-ii5@HA36N%MjsWx*vaO#_K{}m6HWCxObT3JRzzC$w3zwF9<^;X8+iu~znvNt
z&lj^TXRRiE_^8%sm~h>x+n2EwEKGP}F-}<xL>oViI1o6fW=xpe1Wm@V=GF?`>>Ql>
z)})9YBV6R@kX^Gd1n2zXv8dWPE4Hk4mX`upRP;4xBRzW7Mx7?)UB8WKjP~zIY&h&a
z*;R5#9jXPnj#j`Tvvq0YNShhsrYjpwxwu<^Un4!MIXz5gEo^mcih8I&g+$izlgf|E
zpB$Tz9<;gR>s4ViRc$`q_$WPkRe5w9NqWWyzAH=)Ij3NZ;**Lel^o>06oLNkN7ATI
z;RY%~NZ!J`K68Ug27aGfmk~IgZ#RRk*Cia9p!x=-2i@F$mFq!94n}E@0x<i4)Hos>
zJ03#O>Tq^(k4lDX%gw(yZ_2%HOAB}EgYv3U=vI>d0LwMc(xt(W;Umc!{^1YtR4;uy
zla@b?dX)YXw39y~=Cba56BA^p#bwDO7fweHZK+8S1fG?#2D&@)ezkIc1jxU4HJ>+y
zZ(`0DG_52<jFF=ruC6-uts8Ac7!0*?Ev8<;c}AzlCB!G@Q%yEW-3z2)oYREEJXa$Q
zq{Ht96{&B16Daxr06MiJNVLu6lyS{UBpl$@eX~ZxK43ZbtDahs!-H09%1yt4&sv@!
zl6~w|60AG^6+AAf%P<6c)392_i8RY;Pb$BaRhPrIvIFvp&`IK8K5<ejj?6u|rD9Hc
zPYK(cl~6wl$G-5AAuKbB?>8U+098@cWc}A7qESS&jxN_ih7*#Y_o%O8L~H;nXt!SV
zjec__W+aKMP&P6JY(*4j_(nbJBFC>Em1`sC9P%h4MCJ&vK3~%mvBVJMdecGUBz{#Q
zbJm#_Hf;5|ZBQ;w1#Cg$kPpp{J*$!L#}yzT@kNEmj`9x@Te$&<{Oa_2y_}fIU&g%L
z5tEK->g>H3k4zdlMaX(jnPVu%R-l^B&OmXtxLEG)Q1LThdep;Ix=?<6fklInoZrN&
zSR#oUG6MoLit{?`{AV@A+?$&_LFrs>Ip(vL<&6WHap^~TQffeq(_5uH(;MkP5t_4Y
z_o}I@wj(lAj^mE3mC%>zQ^Jj&0sN|BsID{3Xj-g94hCym8niym9OI9|x9uZggOAdZ
z#@-{0fuE&s+uO&th3Dx^&5XC;a=5E%K{y~&*4HBe53fp&;s=R_e<}$a6-n(<EJLX@
z)LuCwKU%pG1{~uQ46I?rG{)S4$KhHA+!2s7OfWWj8e>HbtO@Hu$Q|m-fQRNHnn)*(
zzVsGRp6OxbpPHvGwG?W3tbY;eA7{AQPAdj`<+zB9_3u#RX5Oc={3X_+)O=fY0u{>G
zyYPE?k&o*|a^C==De(sVw`3hIPCxCeR8~@VVmx5eaZjRxgaVhP6jK35TD1;ON~zwh
z!P>Q>@tV`zwxbF=)REv~n4n{xDd6+~b*}TR4tC=J@!qqhIVXy}AscHxW*FesRiC;=
zSMHUMT6!Lp5jiy^VCJ|H#7jqdU8gklk0+X;*hNyrU{_C}+cPqfaaeJMPfEXUsQsOV
zbWv(9?CPMDWp;Nk*~Ax@9D35+tUC&VFe{jgUu=A-&#gl?t#K$LZ~*#Obg?v&vOQ^H
zXein!eAcTZ>@%9Jai<hr!<v>0gPu-)wQ5Pj!`N3UmChArb8nPv6N+JB)~385NyStq
zoy?omlXhs$N1kbOiY_aQkw`yEGe}K4g~iS(GtDMxGfLpt;%PD|xyh!JO5(Wu^VW^n
zsPjlz4z#(6xc&5R#X@8Pnq{orL`$8EB6m)XN8?i_sdFDmO=cN$O)gJ*pKR8|`)0N`
zqVXNvU&WDEBJq^yaN{+}?lhUD^@;Z>V(KoZeQ)Dv&)*m|sc+)@NeIi3Ys+atAn<C|
zDob-n<EkysXSdhv<`@#MH5Jd<F60cdDIogSkS)ZhM%Q8Z)r8e9knt;iCaL0+(W6hV
zC-EcOY}PoV1QGNGt}ExE72`JEE53jMypTQXR@=vy2uAT*M!Xrcaa5V;x`ZBN4aRaf
z^{fjxrE9!05rc}&kH^tEZFL`=U9$0Ai_5t1O%70Q>50mmo$hteArSy`nsHoqtk}Fm
zVJN_rN8?vg{?<;CDLAb(9f^W*OOIM;kr;5m{S7~Z(t$K44_Z)9`Sqh7)VLo10F^@}
zk5foU_Uld<$GtVa^&(i_dkhM188oD4+m7^@_B04F{OIm@;*R_ZK}eBsJqBtvi5POD
ztv?`BOJMY*A_uX7`k<<^Xtt7{^<uO}F^&nP{JMQ9ScepI^LSd;PK%Fv&zr(nIgO2W
zJRbCZ6s(EmM*{vHy@dRZMk)rk)ou9&zY6p+0qcxZZ4_;ssQjp~So70=sYRXWPvKQA
zHH*Wal#jx_9!nS>_y^@xWzj8U{sH+^wEL51-1DgQ%b3s1PHN;nCz(&o#=5EeEo|e2
zAC+d$;MmSe<W#jH9m?@|u#5uSQr!5D&s=05YN<bi<xjZAs7vA7=(;I2H;|iU)2g5c
zC#`1PYB5Os8mBgue5B?!sxN7Bhm>lD*sji!((yR?v0D(_D*^LyToSa=9GumtbqQnR
zCXQlTJGGn<*Xhkq6rlYpjDu5RMq3rHZG2mT)k%|mPK$m?^{0p9>F-pbEZ`7-T9EHi
z--@EkYTS<1DzGD(&lBJdc@-+$1CF1C09*v-q&OoTu~fvv)}#{j=Rb`xkltz0U5}fe
zYUb~}B=44q2(GzYaCqy|wXOWNkCmj-VmyX#4&K5~$W2q1OuCEjM1Lyw$F+g6m8#Nd
z7SGjJ@~GuPJWZ`;9b<3GpmktyL9b|+!*<dSxV-yTMgIVV?U6Tx6mktD&oGA4TZRD?
z){VZOBn%61Yo|*nZHZ6-#Z<WfzZey2osFYSBBEINq!XOg*tEw?5KT{H0AN8Looiw?
zRK|N#Xe6vuwT5Vj&UmhqOO$U=?StO47IkhGq(dPjs5umjnms1MD_J2Nu4>$xRivPu
ztMsonhgZ3`7!T0&tqA;4bhum|Ph8ZQIJ2m{(e0s(u{iu|leoTndB}}&nc$xFteUf2
z$MZJgdgiKJEK+B2$)KpFThnz2rNYQCO>4;tym>$yK9$5iV7Wq#mCqp8d8OP%_Em1!
z<eFxjvgmVH_A~jTVzpLfc+?hCz^>h=w3C8Vnu2RfX_Vs>?k;n}ykz9up1H1D%w-%g
zuJ__atZ`1SA8rrlUVYlKdy@4%fA)KkpU1bszvvey{*8)?kM?-~0FnOx0RF*pf9Tk#
zsA4>ZicHa(qJ^d76wK1+Jt+XW=B-=jflRlxGPutIx(iJ@7|;@HYD-(46lu9Tnd%ty
z1d4Z-{)V<4V2EHS;;39)CU~yLGo`LljG)y=Oq#VU!1Suj**sS@M{}NT<YFP|QYwIH
znKW+AV`D2MO}Ju!^eisJAX5k`d8Sb)JE_5PY87LiDrG0NRm+KP5wv!}_o;{^_Nwu4
zN2OTYKl;>-31ZGFa^EH@I7ng#Pg;D@ZjUHyNXo^<nD=KAb*kC-sqSNN*)><CY0PCO
zsQtp1JXCq4+&yV?6LL(`b4=bbO)_GaIunsDc&3)9OuqFQm)@n-u`Z%47Zk>n3a(#0
z>AQ_)>M|WhPGzPUDk>@*n<dGy#mT0UXcV}qBu=!Wr4)qF0?|lK8O;DLXw5d3fEP5B
zxTM7Z6k>{607`IX9SIba08eTV6Rq6o_hn)D)u?r=*oeffR77T;A@!{y<<QYNbY|_h
zi*KSlvmeH`Z9H=_<IK%*%NQML;YDv3CA&6_N{gxKR^By<@w*?LYQf@*NqV2wyp2f|
z^_ABcWBJyc=8CK8dsJGzthmIAJ&CIV<`?^{E5zf!xR370aqm}R@de~~`TBZM%!lnG
z)b<_9aCZs_#y+*?7XB}~i>WoKZ{uUe^F_+$iQO7br}|el4~wm&9M$->`$<O+`Oqy5
zQ_VLR<J43U-`mN89COo}luC#0x9dQMbfBK}nFMfhJ!vvC!0FzREOBqbkiIzlDY*o5
zNN_RFG=x8RG=;x9VLY53X%2s_B3S*|^`N(Eh-Z=w0gr6vkcq(*nH3iN^N+@pe?5B8
zNj4Pq0R9xy3~kj%<xLOIUV@w(kSPg}y@U^(rw7`rOQG7xIYmEFT0oKj;+@+#sU+s-
z@TIhw`3L1$llU$+&cHtk?l*Ej#*B}{=}O3!k2asd^GA||@#$4giGOTz6q@xis!u_R
zVS+XssP(1FiRDL|#dUpc^0GBfb(sM9kb~=8+v(Qt)dBj7sV;+SE`C9er50kdIMvkS
zWAmvMdfM{c+-6KxtlkxYv$aU7GWb!~lwuF1EkjcBHM^+WBJ)xUbzm^#^Q;%p@1W%*
z<KChvs$1l3I3D!wK4Yd>NNz~LtqW_Y5ki&~!%3-X2!s@1eMM$Ts^2T*?ilGuFkJP8
zmIgdH%{vSHE-T67@fFe^n3}%_i)CDHCX$j7>4950%}~{umel8udgZOWVlneS;Az+X
zCtIj?sTA&1cQWOd_l$GKYK*5Z#SK15An<CWmm@V-I(dz2R>1VD>KaY~@9S7lT__pP
z>sF(_WjS7W?NcccDISfZX_jfHZ<lGv<%z13OKkyY;~|JVA5mO?{3I7KTeND&Y3yp0
zdb@`&BV_dz3hCU;>0AbraX1w(m$`ErbNbgiZ+_Fh;t4096}t<(aR-rE0q9K^85>+&
zTedoTR_%a$)KKSXJ?kB(f=30<PSv3W{{WOm)>1oTwNkQ1(Mdy@n{#Mu6|t0j?TW&e
zU27m<F3LSKS`V**1|7a!R}ZY+r1uQScs=V?Q=&Q+FWu#YY;BJb&Lqmo$D!t~$KrX_
zIT`vkD~FC#>sAtG=x8}yZd37Ar!DotEu3b#qIs^i;>B)PBo0Mo%b-q1_|%bD&1z#M
zW_lOw@&5oL{r>>{g5>`I(XmlhegN4|Yvb$VDit5uk`Mfg6%~`*gUF-PrF<6PRFY}N
zF`jEluA+@`oYgt6cZ>i9YSKqnED=lW`0Gv)0os>&G~h|;Qf89AgX49LfvL`<`*yDt
zQ_CdNmfVw6oR-Fk$!t09<#Wp#KpDF8RwK2^>6*5-n?`E+WcMn~?q(RxFrgKy@dc_=
z0H>uUiD;(6ny2O;T6^`V)coS4gP_yx!^BDSs#=U9IWh-Y)6*PzII5Tb05jnCts3`E
zxh2SqkT7b@c*k0efCnO+j0Hi0Ev5x2<2a^7a&U20Jih(tGzg?1WE!$2%44QQLa_`~
zfoMUn*&|n6VDnWT!#z0q)yJ4eoQ^4Cx`mE1Ii{N=&V4oUm8!B>%%i1sP_#@sij>0}
zdSb06%l1i}Gs7bAL8uvAb~W9-gfGce#Z{9<iTVsu_E#a{o7m#cX)C9jKmcV;P?trO
zdM<vI4vdVR8lvc9(N|>C<&5&CtF^nYV^HBGx-)d-w?tG^iV@nIk7|+via4a81*D>u
zfD(!+Xb@7;Qh-UIV~0v(b*VyToFb;8*wVQO1oo#0$*II*qzVOSsdp(rfnljuFgl8V
zew4MMf<>sIxC6B>N?I{gP@U;}&^a`?pa4?f;*fQv%>xu*($Z4X0Wsc}>q<xzfq|v~
z2^|ecw=$<kYK*YOK+=y|iAf?{tZB!qT*b(c{xxDh6kWvJvHAm8Tgj%An$6U2Vm+hi
zb?|uBRr}fF*0pW?X&YcS^RGJXN)9P1jB2cpScAnDvUNDkUXNF`lm1#S=UzOLx*iz*
zb!t2L(~%*qRPVWJrO#knsGp;Xlgv}xSCd7p-ADX?m1sfYtAsx@H9Mi*9+C(n{PRiM
z-ng587w3i|wC(&+41*umfY9jAIPXccR%Ck3yqy~#TD2YQGGvF(<3O2b85F$w^`@k#
ze(NviPYk^>3H78)9H$1KxYGgWr(Tq#<mZv>YDs8z{@>D+Imb>aGt;hUBbo%!D1Lb~
z;K1gf8T!+J?fKFXF>X71QMmrK2qyxUaqpT0N*jz&ap_S9=Yv3hO!MzZM5Hb-KqjMW
zc$i?K=8gPgH0|S$>p&IXO}BokDxA6vte?QYm1^##$RpZ;9L)X{w|}~#vhF+@yp#sJ
zplJzF#s&o|AUxJ@3Cx))O;VFWzKfLv*Q*ppJgBBMv_*1Je=011@+oa^kYJ<L86&t{
z<rr78Nv2!BR8mj1Q<uZm@`Lgz#TF{)@>t}N7-SJ$MwIsL5Z*>{T^zm=w_}iksLA0%
zpX!MenhTV#Ahp?)BPO#N%}O6y)1SkagQFZ(88o~2axhLQ4&v#J9i+jZBm>QA>YB%!
z4#-N8*+8y(NN&@rHbpfikr;1`{xpM`>=IsFpzl|$bt%;bbM&av;t2>2xD}wEWN5$z
za(ZT%inm&vl1Gf-_N?`gyAn=$tt*>o*kKqG^{DN1!si2;sFxO#E30rZQ^(28Sd&S0
zZ<KLLG`ZAd6IXO;&WA$YpQU!1Rje}GF7+Ib(zv+oZWWYZ@@u)$VJmK-o16}`jO5PO
z;nj>b-Xpk{H35yIE`7JB_)$~%0U34KiRt!M{{YaIipG1Hv*q%n(g;|dm3%|RNFxAr
ztK_-U%27*WjGCP-uzFRc1Fb0Qj`eCO4I&W;7~-T<1En||_M;~w6=@bv5|2ulfEV7Y
zBaZmRB$EI-{VJBlr=XMftjmrGt5RHXRAzjhMP(*oCRKBSYBfJFr@7{sId6K*%-_?T
zi0T{W=QV3hwr7WMZrv)K^0K)GwSNiN@5qXUvrP@nG#Yx0n#jQxpl(2|1?lfu(IE}R
zUPm4KRT?7HY4VZI1vsuS2sHZ_P2)U*c@?jEkjZLURHFghRVdvWMxQdd$Z8~o;<1`{
zQ^BoUsY9_|D>7KY&MP)@)EyS1Dt{5HvFnl!tZN{~M`~`v=}VcTHBw0FqSv#G)!4PD
z+o=QVTxeJHG`rn<kyfg-X&g+E-^G6fgN7AlWQD*P&3W2hN{6YdQ0ntXjIsRddU%wc
zr)4aBQ}>bFNo^E>;0mgAxL>M@!;4=y!xPWFXxr=25;Af1HRw{WMp`r5!{YFjG?4jp
z2%n(ERFlI5@~vGA7xwaiLyyj_t0QzGx_+xhq3C~RVCyTSaF-q)xQ`?ZiqDr!nm(vS
zdRawo!l9DVHtL}LMRU(BgZNp;TZbt<VC;F5Tgbgs(>4*>y&<%CB;>}wl~$L-md-d_
zS2VK8{g!#vICi@DUC%$-eJSe^Cc4SIFah}()fsdfsQFdgE1p;?vFLDA%5hZpiHNY&
zf;<|u_LIlMM&Fe{Re|MAXYAZ}M<b&s{766rFBFthBwAWZGgL7}Ei@h}b3hL7MKg6S
zc%WmcX}P2=MaDSNW|~@)G@BL2gH8=m4AO(mD~jZxW~PqVw`zta8LcaRanr4B1fJ%Q
zS7jOPN{)u8GILw^fNbn575@3Gu@F&u8P|$i5dn%(LF+)SV*xQpPAN}HV^9KzrSmEi
zNk=g5SrU8Gx7B4Pre2jvjWR&^t58dW%~B$j2^C6KF6OwuWCIR=I(XJ)U%KShD--KY
z$u!*9T<Bx*HNtVY<IoztZ{qm@0gvZgmMH+ispew2=&*RYHXktu+O*;EEwrC_;=G)>
z9Su2dBwmhxIyuG6dn8)5te|2*D$-p<-*!d%=DcD(O5!vAu;c4jq45pWf5v|UPn`wN
zUJkvwdv~Yy^{+06#q*{&6Iz!3HBta$(w{OB-hLEhS1|{Rt(*+tel?>Oy=N{zc%qAl
z)*~nU@l7C;imx5?5`EbhpL&^PRzE9)^q@leQP0yplw@;D$7%pj#DDeaci{2fkaYYh
zFg<fXhi^Si222_@@zR*U`p^V|LHJX*40}~$p49BH&-l;;`Nlb=GAb!!z!hA%3!L#>
z-m|MqxuZfr9q1ZIR~5{1leMyHVb4+Zt|LU$r1L&zKaF+qOe8?S<oBQp8xV{Y2AI~6
zzXd75!TO%m;MpBPpbAoHR_~msAB9t!!?yC1@(S2#0)j~ZRd}zXmO_DnBhrgp4tj41
zLf>^xdtlad-W8Pz^2>fT-IMA^<xS(J1uFsP66hDP@}&JUQ6v}kr-g6Ay(N(ws)JEI
zq%JU1KKP=;Jp21b>Lwm!XOCLD4~P&C-XQ#|tdmN&kROl_!>v-A!<O&-3OMwjG%+7r
zwF7V;g;!4$`A>yBX0&JUnjG!OtjYWy**i%FmfI3~Z^8Y0`%}d?FlUvqcmDv#;~&<F
z&G;pwPp0_Z_DKoabmv}2e=<MtqO+FZc}D}9OytmiPpvSv008k_Cs_R8U{Sjj5s>4K
zf}=8H+LglO`|(XOnyzIO-!zsOqT{)F2_vmRGi~>zjI(l11v*IAjMa26p-M>&S7s)z
zx-T_R!h^+OEzWrm5t?#FcV`sfYE(Q@B_l%0=gM3LAk!}<^N&t_YOr7qNvAZK9V+jo
zj-GuiLa4>K6*xkp=Bez!W+jD7bclo=Ii=81S`f#E<Wt$08X&+uK&vL-%uT|XXiEnz
zI2q41yLOTrL%%r2YZAf-Td+XmHPPG&7RiKzBb;+uL1=ABUM%9|k0j((7WrhstsA4U
z&(^3i7i`u{;+Y}^W*s@LOMNyO2qb6Pvf_=ioL04?G7x*yitbzzzNpckM6~-h=*SEQ
zOjj>;YO3r9=UtqQA+<bXj-#z|lf+EVl1>dd#Tr(GZK5*T+=EOpFzr{Elx!M$>|@BR
z>~iuZW$h!iC}tfqT^u?nxj<CoKDD72h2msCILPC#dbLUJYaA@zsO00ixQy`RR*k;5
zcOO<JroPiw)RiK$N&tAORVqW_V})AOU%MywoACIKPvRA)ZLh^90~{LTfW;^$fn7B5
z)nmS=qenT!(|Ws}ix!~+uM9srm`@vb73WDaso{vL5$ZP)@*LN6Gd1>+>r>)C=ZW8)
ztT-a0C^3rT;@9Vo?+n%ZUlA+F75L3`M;l6P@28z%s@m?x>sch9c|oXT(XF4XYxq_B
zc?7Wr9qH}Gc6&HUUdN{J)G9{qH@VNx;j3l@u2!?<@YI9uFs{4|)3%RF##lO1=yFua
zu(dwTjsk5C>MnK?J*teBvqpYoVP2L{9-^U^(iulFsruJ6^60;Xo^5U$gZ><kG%CZW
zG}`Xx(I9;7Tpw!6o5P1WQ~B2v@HHc`<k!gYF!*&jplLE|W?cq&!NTNK87w72K~r4P
zqd4x5I;IZ2KZ+$?)ZEkBCte6N%rNRJCw`|hO$8Kl=}A%{b4m>*1FbM8PNK9e+onxW
zj1Kj7GmoWjP1x2N4!xIySkC8hHFoMu=BSa8Sl6A|jagld4@UZCIinocIf*7kHK{2x
zK*pL?8KgAyphMMZ_`sx7idH$RMu=`{%R-7%jMEtGWKpyZqLoO+G0!|27}%^wYGERr
zs#sG@ZAp^Q(rHy`tO}lKRjNrJwvm?<;MDF2=71|PG|`;ZqYyOHZhKM-5Uh;77>b!M
zZX?Fo59duVHhNPGP3b^cnh|T4aUZ@-Xu;yknDMxp=QfafP;==`HY=UQzl~e?$*o&|
z7((af$Kq?uM_OIQdJ|1ah0kG!#Fmm{=EYr)Q?`(CApGmamgZFZu0>gkR=SS>IW+l#
z$Fz%x+m&E{8g}qbLF4OQO>N>kn8@5o#cNymvBm>2A6lfx%6c9~J!!-axa(Yfzl#+0
zVb-**{6}vg<ceamH<@>a9<|JCnq#PGk#Yga9@VuDt8XVEhvQGwCywUZY8)R*7~+mP
z-NZl;M<<}`U3Qnez&BQ1mX3m5@^jAux(K5YARG!w4rHK_)0$nxQ+U9o>&NFzgP+!Q
zIYStb?ObweA5OfQJDtaN%=JAhZ&t7@8PsHf>sgUpN9B|oLgVHg$@il6HjEUN&aTqy
z&WvZ1R&$e@!_oH?+%vbeY#uoss3EOKo`=?uw``h>?(L7Mq&d$+K#7BT;+^T!H3s4^
zJ5q-yjy-x%1fb)o=9g$c!`BrOxZ|)i@OYp{Tk!D|c!F{O&)Hai<LN~o4-R}mahzxD
zt^WX_B^8YK5%YUU2Xj#wx#F9!o~D4H9&1~j7ZAwDkST-{-ki>>-l2KdwJVC`n`sLL
z`qTzeM-;=8)S6tu%v<|NPV~pTEx@YS29ydp*mJSQM{e}qJ!t9F&{z)DB-{l!G0$3v
zy)?;1!uBk00OzeEO;I9AFWpl}&`1x=F-$JY5!{tEE8H2ejPX?#EOn`rh5FM)DKgXn
zjxupt*7HXi1t&hWh_2nK*>lMzsWVk88p(Vjy9EG0PPM4IgF2AvPI_j!>q#SuUCn}h
z>u~B;-)A9$hQ(_JZ%TSSOubGolXfc|Gq~23?c&b6LuRSR$?45!EnbH_?B$_62_tX@
zYeL>R3y+t*76Aau9DQq1ZlJc2GmKTnCbZ(ZnixN2+VS9R>s*c6;#b>@X1e*ci)kZd
zC*?gcT;1d`x-^T>)lD1XEoEaCXv>`9k|<kvsW&pVGgc#im=Y@+9BFE3!E(_k8RE7r
zZj6dZ;FFBkIL>zTtqU8CvDS&Rsudo^Jz<!>H)oo}a#YsVr}M}TdR9c-gT-ep&T6}i
z1UJ^NTj|nVV`0fY)tb2mx@`(pM-1vn0=C0KGo7S#U?{@1WeMyu*Td59{qF<Tu3h+2
zSQC1Zz>M)*FMNb>In5WEoT4AP#B<iWaTKW2R*vVhjlp23N0vIXgSxhBb|BStIB{36
zUFLQrd({9wY;><NyE~sZD=BDqdM(M4-9~ai#cY9|O>ue^*@j)D@N2S#{KU<DHU_Gx
zO&_4;7?oOr?uh`V$lF&m{8Vy)RDx^1O33wPv5j%8q!Sfm(w`Q)Z7)^>@ve7Uz`b#r
z#N0v1CcHY>>C>A>#@Ej4(5)zLlRYLo%XtS93Y19`bYN@ElI~>tu75hQ9<6g9@tjkR
zXBWCRr^JwYN+*8mgmH?h_NeEl=Ul9QAenygHF6&j@(JR!c*;{cC7a=Dtxaikh@U55
z{#8;>4@Sc{r^n(5oQ&1@byyvFd=A37W$ff|O=0Rg=yQ|!eUO|VrBRbenGfBr*i9U{
z!!12wjn73tO6Qd*^f>BZ>AjCVdnu58!}(M`TQ5+5D)fo0AYd{FHJfv!Lc@g}Yd1@=
z$x{N>%;RG?BCM-`rnP3#7oDJrr7n{)=WQ!Ab2?LxLne0IYChd6?7D5j^+Q#f84!HR
zMRUnJoYIW1sv#niZAd}%q&+HZO^C|Tic?KJYDC1_Pf<vxH1YJH1*c#dKq+uVXp2G|
zFM2>pCY`r5xWzjRjIk8ZcN%kpO^kfQH9bUJi82LROLD`dHr<f`C#^bb&7%vzuE?mR
zc6G%huEdhnJDRR-RP;R5Pj<wd9Q|rPwKjRKdCD!E^KopMtsAkXm|aB)bUjT@w<>zz
z=Cja^3Ym54DZ*b`xw<y~5l58^dQ;`T!D70~4{=fgt<D7o%}L;jZ`kC|29=og9kCCk
zG}|dXM>LHTvGblOLy$S^PQa2F)|^yk(W=mw)KrT)iaAp&k|uGtkw;2zmcytuue}(3
z(N*NwPXdla4w^+pjN+ZM0MzS>cGWb}uvo4O4(6pxi4bt)el#+SaZr)zK%R!3zO6KP
z`Tqbq*0$GNj4{tVS13WJBQQN_sRhqRvet3{&*59JT{Nk|BZ~6tE60vy=QZe>Ea+iU
z<WsSoMrj+CUZRz6la1UA^{N;5u*Z<6Cb1>I#&Fo8#Km0dZtmfh*@o;KRvosMvdmq`
z!8yfZPph)28LF$|IU;=I{sxnYylj<^M}ifJKmcRfr|r~N0dL~+KJ#<*txJCvM!;l(
zea!}K9bX@Zy(S0$0Isp3@ddn?1;1LlnvJ}<!;XJS1X&{o>p&iz4KZeox-h8$^dmF~
zJ%7$Aea3k2ib48)X~6USC<Cteb^ib(4Z!rZZ~YA@r+hm90FeF1{d%|lgp^h@+(*o>
zbUDR9(z|q}*gYwBoN_Tm*{Kc>b4Dsc6jB!h&`=?`IOdS!xu&#()|g*C1p+192Wn}P
znnj97=qke5H&!(4*-184FO%Mr<~4NNq8@5DDh~pS3zhXNh{@|uNPs-jlb)2S2|Umi
zMf+z6xC4rg>QKj}KHZ~H&svV|X#W6&b6Q_Rf3vAtlx-bq7M7S;o|P9dxp&W16%?0b
zo+>1TpRHSt$w13>qgFL`Q{N->%}pE<zBdz!yonO_6yoQgTBQ<{2SaTd46(@+JE8-$
zb5BTF&nFqFL=eZzFebFIrzuTkn>bKvc%qVN7tMX5i7w%ffsQJS+L6!6O6hJK$~&{H
zOIt>W43UnRHJfuXA$ZV&2YSH%(7Kc54A}G)ZqCl;Vh#w;b5+mHq)mOVK9NH}8?tKb
z3zDN9eX7UyXiOOh-AMAq1`b9?O0`X;scMUkth!)NE2b)ISZ$0Yn2eKH=JHvASkaDZ
z&7PNcI^@Z*bJH{^H?lN@B{%M%yR}(nA~w!?3d^~)XbH`4N2bYY`=pb1zH2*GkQp#3
zI(FQOl(~K-sg{U@jE?ouSiDIP1Jly6B8VSjT2`=zJ90&7LGnABV5)l=^CVc3aI@eZ
zI^w6E<h%rR<MpP0W`~y<B%bv>#+4)x?hH@iQBk=z$gL?(P4_Sy09)3xXTXz++Iv@J
zCvIylYjfscj%yB9a!L}m!>p(B<`w7~Y`$%xG3rHenpT`;okMe<O73BWV2CR80=>MZ
z6N++sA63J&s>U*uwjV3(jI~yuQi2<QlqqezvFv@S39prlBN4&rp0%5J=wdu}sLZjB
zQst(_oaRkFN;361?Na4#E?w7wS-pBy`<MY@-8rn|^1ds@ZM|9YH6+`+9nN}E5mxM#
zC6{aTuBO{Swz!NExZ|yK;pj@Uv`)Mx2Bs<6nZ;u@BE;;u3P>K++Q;E*Uo`GGT=mCF
zp6f`ovxnq#JZA-I)S)U)(k`}NR)e)&4g{7{)YF#YMd-$@Y7wZMlo(p0isy2%!rM<m
z+<Khxo*4cHuEF9NqdcF^u}G%$rm9G#UZi$sV+V=1U^Xi1>d{C!#w&=oP0w1sSxE8?
zYN|GL!xd4jPMhs<zZ->0o?L^sYU51O#!t*>{?(czoS)8zG`AntlHDDf+s5F0wOUO+
zHYeo-``0~f;wb}RkLGJuEp;RxHy=ueD6sa_<PzwyHcsElv*yr<`?;-z)u4Vi0r=FS
z>M1ja29|`l!bc}IkuqlkH9|{CQ1Yg`wnTN~2RzkDZK8g{rNqWm7ekBk*d9eV0y|e$
zbm*9Jt5xLE6Oum+RPvd+EgbNt_RVQYrLgFKO06Z7s1622TtuMJS3FR>p0wtIMb1>z
zU=h}s5-?CIv$hRPN4-~&R7jZ)6Ob?sA#&YKMg=?!)LoHwA<Z|vSXfD?eU*<vMTcfp
zrOBy{vyRlm868C{3e5;4VbIgX!;bY428>a07MASyAC+2)?MG9J%mbQ`3Z*7eW$CU9
zXDyn5IQOV&M|yn2xhOe28kj~%=~a`hUWJE3N8?ozqp1muueCtzLEzS-qO$OKsuNq1
za-)iE4oHYU6yWs{1r7}$ZYpj~$(i#_&S{&eyQsLXOG-M_TdC`s5YaGgq!C)sYf?uZ
z-P~3`)|3J3S|QrztlF%SoaU>w>#*gCs(HuOgVLSC!`^0N)}uKlj8lNAU^I`)g$Fzn
zQYvS)Shux#ju3t{gvLcQ$a1d3@vS>aZ(kTE9`$D5N{$2)PQZO=xxGln$Up#h?^C%O
zm*dr5&|%x=^vyYZP|D=9V!3OJy~OjA>r|d%$CFp0+_e?d^eB8?9~p645O|*2PrSey
z@^a+#p=FVJIUkKnWVE^;P5dv^VZHGc!o>MMWMlsTkEIpDe$RJPP2;=h<dCwBGDCy^
z09|6DvX<l?Ow)Q`3W&?!twbYtH7eU4^cF^BW73)x+O3F@deOaCfGDt7i7ol&tRzvd
zQA|?Ia0N`Z?0I8Uib!yoQ-S(ZT6bZ9DOn><r!@=CtJ13F+(ry}CYZr$Hk^}D<(i;|
z$xDDKo^Ci4s|!DBnQcHnF{4o=*#h~paG=tdBp-Mh*S2V(Q;bwscL@9_=Bt-OUuL;)
zb2rMsrz(Z1HWu}uAP193&co31Fe=K%&DV;oCROQ8Yt!1Q=(N%=1XLe03S->HnZ_$M
zt{zHscC*fSQfTJvgPrV=WwjCq%T-?HX-^rgYhMq${L;43TF~jXmZKyBed|R|Qry-w
zYD;|%UONk!@Iss)TGF@B8-p_dD`H#dAp{^FK~=o#o0i)YX9vA#sYMzp5L@aI*jifh
zKqOP&QI0Guf2BztjWnM$@?cc|0A;eZ2X+|yn$<?z9T9_DXk?jg?%N2Y1Kib!bf5@n
z-zU<abE`uLAuv9bk#Vj_*$4;LmpmfxElQ1AFnrZDIyGxsRNw)Mtv85bgN0&!g>sTz
z&pFF6G)HMP&G$*CEM%IsG+gs)l3bKyV_xH5mUb#Q2AvhWw~O+lGkVmTR*Hs2dCwk|
z*TME%Sb$xs1#LqODxUR6W4i;E)WqI+iCG-wu7PrXXW&)EwEGj~$RPfedh1)Zh!sZM
z-qn_3yVYdQ3a6>9r%setEH!6!TrLut_H<V?hFt1_9elPK&uUwZV(LqB0+I;piqp2x
zZK3(3%Qw9~>8$OeAnh3KSu7N-%_n1<`x>lc&sIt(p=T@kM|zHW<W@cN2b-YC<BGX)
zs>QUVKxFVSS@Od#GBDz~ryDybbIPj)8FIzm$5Wxh5=ETl{cBy^Dx8|-bf2}${;Yhy
z^{mib1_nY(`x^G}^_*zw6YB6-hYT{b9)&lwl*-aC%oz5lZqbr2nJVjQDFnbc<EIs0
zQ`K!=0IP!7ub->$NwefJJhPmnx}4q1V4BZlW^CfR2rQQHZX^uUbJ@dg#1ouWUd^1o
z!M#cvWF_tfYq+&<CfpqMu1YDRjk2ItqTjKLZtgK&jtX(5cK1EJrnNjOla}SF^*Kz;
zvAG?MSGt~AV<gH+Bdt<1E4v)ioRc41R~34)sV3Rx<1rJhQOZomyGP#K)js$&qcPfB
zBD1CY+*du%IkD>ycEGEV=+nx%Ma@>U$&?E3v`B$KU2-d0QRa3!aMV><S)6=2P1G^~
z(Vn%f{grZK1jcdSis~<~Ep73I&IdJAYH#Eao3V_2+R|x5W1^-Woh>eM7q(tcAatx*
z{VSu@?%AB~2j4Z$$%bx~&fU*Cp;=B1T2glKYCkKusX{PLl#!VeO5pI-BzLn$cxs7}
zk7{NPaf)|iO`}ddUSW)}tC4F*BXwdV5-`Y8MI$L*2qK>|DO8d=h_zVcI6Z4ZGv=UW
z?_5l5Rlx+;S*6XGfa}FH?rjQ=S{9i<T8*Jo)p1r?c+V9MPdw8suJ+NMFe<E?d~eVS
z(m3ua86`;gClnH8$)${Zyj58=m-MaFo+m$eel=(;SkDHfvKmJnCY>t(01ZSf*$+cq
zx04(7ragpiIZ=w6k;-xamFrTh>b20zqek3;S<~pJ_;XK~3afC041rO|V<WXJnq=wF
zXB7imOubamaBPjyGf^1EY0Vsq)Ea0kJ!(j}qCRR*E}E=IT98SBO$ct<LZA+nF5r68
zUlhQLnpKd4LH4E^E(zGOw<o4}t4knc&lQ@hR#vVJ^({6sbluMtSOe*ryR^u`SE;U+
z$3(V{-_4ke;+u`hk;e0ycG}g|VTC6B&={=nzO-@;E1`;&AYLil3NkxYC1TRBw0q*4
zngub7N(BltQmPDdNCv8U)QJ&efHUkVcMO0k)H6j0%W~9&Shdp(n0Mhj)`7aWvrVvo
zTh_8?)S5-Wz#g8JMoHO;=BC#ntC|;jn>!q~eY07T+%x?u7iwW*X^krbKQ$R8jai1$
zS;)eiRhF_?7c6<LBSvyp=xZ7in!U6r2+afmQ_CP63a)a;ipomb8A(~5xBEMv__#Ot
z{{Wy=pZYc`Do@$s22UMdNI?p8$p(MztW;JqR%UGSt>AD4G_w=X)S+Wc=M=}C6k?fU
zHZkgWr))*)Y6iF`rAB0CGzH6^axY3_UN$f)y2kEmbhZBRrWa%nERr6l=}01WJ?iSk
z8g>-$z#o)Tu=z^MY2B(%EfS>(Bl}c~Y%+I|PQ@sdgomIM?Xo>i%?x84RcS8(KP^3n
zqTGL#kG#~3(WO;;hHe3<j`lvaE?tRpT?yXcas@)tv8N@wziukjc4`J#(34`bWi>~B
z6cbmi^tY1*js;naMGqhh)W2(H`B7@r7gI<<Ey*F%Ad3ZnHEZn<Td&Fh$DpdoYjto&
z<Fr-iG}s~=rftMl(Or(HFXco(Y@TC?V<+CGi%hz?!%XExS~u2~tMUaEn|0zqIFGN^
zw7gfu%W{NulQpB$Z0&$D5KnxXj^kFfwNtlfKGn)xYWFjeHxLa~Sne)g<qX-Vb=J{F
zZxptIH!nO$&ygSVta-2JoZzv?rC+r0?bXH$4Wr(*;_&1a>zPO-RJhfi<Z@T3xymKH
z(>L8>O<%UrWPV$L^sUJn($rx>@mcd~naGS$?BgBAsKPJacP5WawzmMe8TT}@T-(Ah
znEWd{b<M%#<25Q-C^?a;)UEKFMt1lSA=G5fBL;!?xsT55t3jFw2g)*iYOLCs#s+^1
zr&sxzqr^4w$(nF15MiV_KJ|D05(sUV0|y?J$Vqi8p12hb8IN;I>uwrB7aZPnw4$tZ
zcb+PqKvp5NRutFQ7cZA~KaCMuNh#n~jlP<wLrIJZ&Cac7t2w7z7mSy`B0VzBdF~aJ
zPX|2LV{4-ggU@Zp(z2nxhRk4N@S<N5$&5rRzJjAgd(Q0k@G-$*V|uRa>Y|PtSi-1P
z0<-lUW(XrI8wP&Zu5~UiwHE-$RZVmjIyI~+9mkmdrn{CRbyp=dWO~rW)x}4X4<1<e
zW&&DX>Qa~5!l(ZLgl>H9X8h}=mhRTkK4(<}u&#en@l+}bLCN*5Y0$&cSDV!1t%1N{
zqs?AdWs7(Pq(w^%uWa?KES+^&lkfYmK?M;I1etV5x7275M4C-<z!*rwMo6b9A>ApA
zmL3~YqftP*V{}M|G}5Twcc1t8?a%%79LIA!_jTP@oG0j&<?r{H9^KC-NNcbgC1Sau
zCIn-s@hGWWJ^=aqr;sKzYgMzWZOKuHJnF<O6)LKhB7z?ec!f0j0TWS`6Yqg9&Sf&u
zQ}CgHLV*BsW}oI}FJ|UArF%*{e=fdk4?viQI&LT5TD(q9HztY%#7h>*arX!sPc|33
z<7$2AWw)Z3rX@pSJtFsw&vE{Ca(y2zKI+BW#QT(&>xpf)G$+2JOHj30Xvr4R(`POU
zi`fEeDj*z(Led8SZl49lTY$_`UhiQ2uH42v>{Tj008&e@J|+mcn2uI3B@4EMBq_l_
zUQcpmBWDTA_e<H1^RUMfrbd+@5O9$&b+%q@|Da~)1Pz8K6+u?gA9y}t`rsWE<vH1S
zo};GXKr^#Zij^f?YvPG@(=$wrIJ8MSlD_{H3uo5Xu<Szi-|5Wy+BH5A9|NK>Hl?tJ
z7Xu}8ovx%B9_k?MFv6{y^SP?mlv1zY%_ro}JC{X&K&t&y(N|A?045yI2-JRcd!LN~
zJ!bSt*wg!C>tyHc^n)pTQ4}W0lZB0GO-!rjmCEYS3At<@4{B+7h|4|`i+hh#+5kr(
zp8UF~#ui_;7-QogdnLwk(pzE<v1RrDE*tubJAPCd0J}u5>_`+Jxtck}iMHlroH{Z1
z7VdADowWG<oJm@7xoI3`@ft@y&J%tsmfzc?;>mt)^CnR@i*n^<?lV>~xvzpEJB&ea
zhC!*9UJP4Svs~cfncVMD>Wtyfml>$xy480@rzo*q_q?#LSc^nxNFNVg1M@uTPZb}T
zN?xk6o1(twoOOkEDTuyz@+0YC2xJ$*=Q17n@?W9qfHWjz{H*M(d`?7Rzb>U$OhoAq
zDy;?PlEaH?V)`zT-gf)a4gfW0*UKTbwCB=BrlalR{!ZyhxRxawQzzB*>w|ujW1gc1
zwt_X;ASUM$2MM9|s?g24L3`(9J$(n7NTe@aecBXKrg)B&Z&0RqPx(Em@Pq8&+evx^
zb#E{w^z(B`&24JG5|-jAB0gvRCubjJZA8yYGe)5GH7Q%oOaaqf)Y<iVZl6$!CP&5^
zE0BdE?uG*|y?V`;_s3%z-?_ZA4NfBSMO`7kso}mtG8l3JBgUSyCE-Ppu#1bJSlXw`
zh;UuPgo_YQFFTvW9i0r{+?MHVW-;w%fRSe^?BbN7sNP5VRJzaTtnamc!o#d!f|MYE
zvWY(ez$pQ|M0m2r<!M)qQYGh5N}#bWgi+cvm|#~x*3aj{R<}#5tX(MnXE+1sTUOQB
zRxs0i^-Iv6D$fr_JXqs;@|TF;GhwCw5i}%Ez)Zs7bKBjVWsdpc8NL@1YY!r^P9^oC
z<g2y@+<Bt8-wVoXm`WWRWVTDrCIUU*+$^2&b=~{$+d9d_((SvKL5S}j`1z9n+&eEC
zOM`oQlvjzw#gAz$av+}O;$A=&+oV<7scnYzc%JV@bO3$rz7OYjLBi{+CuOW!(_uf>
zl*IBUE7bIbMRFQMKKei3;6|&Kf!Ic;M!cNxzj*}TI~y>^+rh8%W<Kx(>g%jbBxK^Z
zL7eDog&xzM>CPLfntk<4!!jWbn}vKH+m{aWG*C-vT|OFZzEu{))S~J`LFICm3!62B
zMRwBpQXZrHYX4FY;+H0#3H}WmaU0f1>W3N=O!4MU@M<73Qn&dK<ZTGh8qS9xbyio6
z{G7LQ;>$r!^Vi->VSEI-Ia}49hIzew@UjmFh`)K^zCJ%lloUqr;8T})<W{=o1yH_a
z8jDH?H6IWm$}yWGMG@Mjb&5k>qF*AKT%B~4t;)(sn^~}_l2~sqt;OEHl}x1S-?g7|
z=>}%PMkht3@|7Cw(<|Re@6`}!90;%k-VN2h;xkg5u4+*&K^-NBNwpg_e`{!@1C{1{
zo&I!#Ic}v7dy_nB_x{d4$EGouDGz}eMUQG&D5hs~b*HeH%*vxwojtVB95oe^1r=R{
zi6wd&H=ASJm7g3G1}dpcHU3A?^^w14P=9V{!7#6zDED?Mh1jM8Sotg`M$v;`&5@0c
z4rSPyQLeB#NHr(!y=qk45Fz@TN^bza5_W6ISdw&Ac7%z6)y%cIS|@&D!nwGed6gG6
za%9K{;=(uLyay`v?I*JL3;bU^-^5jr>&4a3qf#uAJ5Y&UM_@7jpkjmPv!Bc-np%)%
ziKzghzNjiwpWbfLo}0`w%?fH_&&i5)gu;^*n<%FYilKhfcRV>;n>N=tZN`2#LJXZm
zm%nRzK~kq{+lFE~GAy+%E6#DWs9nvldXhzrXbdpBP=YPC;iOh@$_~;ri0WijF|zoz
zy?Xdy)<w3y{HwQl-Y6{~vh%BlR5H$dKckwDL>U<3j#@JBf32N^j9|R~e3@_LZH%^)
zXddAg?;Qj6FU&CS_XhPp1=SXIXK5eEZ-&fZLAfR9w=%E<KXmNZCltx2*E2$+W%4(S
z36Jgg(+cXRGYz}(4$N`bq^x-P!eY%?k8aC1r@nbQ;^vcsH=M}XNe*GnK7$@l&)?!B
zm!oKmRTT^I%`8A(Kf{8^@l6THojqdJMy8^t1e0Uqzx_42NcENR8F!t*rYq+TOFG}T
zm}d+41zr0Q45vUXn}`6nrd_kgP@a<v70(3i@o`adRARe9LYMZ}%mAGGy!Le3tg;<l
z%o4Rsg~ou|T_(m^Xp}L>AZ35(t|;ckCb4H&FQS%Lg3O_?@N)h7!E{qDv74I{(50DG
zgue1*PCV`=OtCjx_@K5<6wE|A(voy6zg?9Ls#(+gvoGuDFF)fvkY@TIGUHxeu$meL
zy!L&3kL>eStVX<<X1fzaM&-Q6=2g?KoDuf(&^ze7GmJT&Ria}tGf28(^Sh}vt1rhw
z9eGd3638Ta?X0<PGA$-m1Pe;|cY!x+0I(IsAKnel-$GPQrnAD>dEsabgoCXSSO+gt
zmyP@9b;N;WyDIMSPPuj#8O)!=7Xa<!gD=VoJnHC3btweOYfifBc-ijtVNIsxWd$+O
zmaR2&mlq{oit08=6hq_4bm1*<96W`)k3CaW3`B>GF4}OfobU^|CijH>j{qTxgxp7g
zJfvPq?HH66Jx!o9W+}J?iiuarNK7_OEcEazk^r5CAWVe)Rbm1I9LL61Gn^Ks*`<Ah
zUiSE@vX}goT%TMP7o}0|`zSx@N?k;<hLSZA2ub#2;0p)EL*OeHK$;!ME7q4R_`bfJ
z07X5Y1g!%zcfOc=+_Xc)>$^c!9~V-pxeW{?Ws;k&V`rgqL1f#3E0mIL@>x~o9ly*&
zCC@|Mp~Aw4_i6rqVHF*D3hD#aNk$D_c_51Rrg%<}zB<AN_i~YeW`pgzQzQbtle`3D
z0Y(tdV7~FbZApPwzy!j)N0>eRou4)V678k8&xM=`Zc5gx+7Ep88bnQ}ES`3t?1rwY
zzN6JrwnAo3MZPq{pE<PqYZ6Sm#r1KA1L{h4KT91+7Lxr^bs*BOPcR#;Z>`PEEdsF_
z!cr|F3wFCExqRQ|{2oKp6<;IB0LI=+9p3C%Tgxo6jw2^rN!TaAW`N&&a_i<_DfI*Q
zY;6=qJa6-g!E5=0rQg~}Dd>z}1bNTq%qp_C*%X7{TZl>xys;VoNA_m>`t15?|5SeB
z9h@1Uy{dhDdU*9W3=f~iPmx=28T-S|Y>&p+`8a~s)i*#3QDSb6DQcEJ|GdG<Z2ObN
zlUo_hhId8z(2ygO^K!`=d^xcBQ0+@Iqqr325n2Dzed8jmUg$FaV7)tq$YY5rIT+?$
zN!@Bq2PV)-AkaO7V4A~cbBz}1q3r3V>>Q3^PuX=M6G}$i#<!7S-LFYYZ^L^!yLpu^
zDlDf8qg<0VuSQIyd@?Hkus0b0@~X0L-?47PPgZm;%ZIBvs+P?!l2<PUfox&dpM+nV
zNTajkA?xqs`yOIhCaGu}O5V7bPQ!lrGz=P%uyj>dU36`tywD$4w3arfGri_ZILKz|
zyzLa?9HJ@=G?KKv1<N>3;FUBfEHudF#_<lq5@`%g#3ar$E=DUgpw{Nq8&jrp2A#<~
z<CvL-iS^j5H){qUlqy{pVV_p9tFUV}N%3}tn&{kw8r5$g`AkD)FzpFy(n(NlE@VWE
znE{?)=S<P=1ZEU4(|N{`2%Rv`$jML6Vv>!&qtF0g;A?ZAAG^(S<k)8^VqKg|445E7
zKcnqZ*~Q#d(rlVxxHU9Zc0)41tZWda;KcAhf*z7AlXwpUi#IY{OaHu?+=fIM4O0*-
z&kt!{*LVad(;i(^#-@C*i5U|<W6=a+9M%@IQy%G8nq7WlZfG!{dh({7szkpO{X7C=
zx}1~7;NA1XiUWvoS!<>vPFrtzB<y@Jjtc)%$-i#~S2PLPA19sHEqlB?TE6C}f4w|+
ze6Vk3bW;s7YHEuRd97sdY~l7~=Yf!U<G7y4@5UXY!Jl2|n9ZDjB=dBKg1=L-nk@C3
zQ>95;qXIsr7$KTqTDAa)>P$7oD|gdD(ZudyltK8*1Y@g9x<Xd`N(7F2NtKr5<x@lM
zwiJWeQ{dZen}Go|m!6mOmZ=bXtiE}j7ZBDz>@TqysxHr0Sq;}82vs9eEn%lY=!}w@
zoEoSj4*vjaGenh#BeI2tMcslw01@ep5++{hn}f+F8yS_)3xX{zlZ`lA{3+>6F>SR>
zITL}-5|fj>d1l)-;j4HQ?fdy`8K9NWJ&!(CsBu#a)!7+*9|yeC@qz?<;KPW{lrq7A
z-=S&h+g3M9mQa)g`aEZH4qR_@Qlu87nMl@giJ}z$&WVg|*Jcv_L#VqsA6vn9q;jmq
z;UIq>>IQG_bT^jI4s?^ELTWL08hqP!`Ia~AG5ytr6QUWas-JRP>&9P6o3sPeEJt>t
z0=j3LXH8B@Yl~Z&THfCS@hhi}z!C=<>G4J0#pQIq(T`8ZwG|jl`{7_Bmy-6}G+1(y
z+>GGD6#HRf%uwE~Y4i{SY`_@^$pwDF&3~KT7@fmEpo(!?sT4!MpyqZ?^P%4G{0RS~
z^UvDq!1Lc(!J`4w+Mk@v!sujroZvcL)7HJjqDarZQ~DLS87J~vMBC@+{D+x$P9H?K
z7ViaYq?#I-|8RZj8y8b1Tqd}5&n=KNL!j6q)j%|Z*-6Z-H~o4&ACOb$p-jJnOqxRn
zfk1J~Lm7}qvaWayo*g#YwuA0=I@{DLbdjhJJe>~Ql_J;8tG{H4nmyZ4T@W>LAZ?p|
z-8!(D-&+PZ`j0MzQfX#{ZN#~2)!7BCf1O+CVOzpez13yeTngRwJ2PkTM1(OwKATJ@
zM!TADe?-@g^F&<NzPBsOQlMZev%tcMn}mXpy-NLMGTte7Pu8!BScbWE#<i%NNKV&t
z-^f^((G3LTxHCB7kvPyRD*O57$Ag`jER=cwgydRM(4Gsk)qB7nzT3!SYo4JEfDl5`
zz3$J*6o557+4x8@$?YLP+x>BjuNVWH%>;-iW#by;0!LMKJdrh4WyvD139C0~ViN9X
zqtc>m_YuGLrehLT5RkZjFWB*{M<2;Y7Zdl>TeDQePTDHwSkQ}(M>m=m(kBn`jq>6}
ze}3<K4>HR5PU0`hwI?UzfI*Mr>nnKey#&LAv=yu|mEAjTT}4C<O9g*|$$H)Y2=GT1
zRReO!SEf?**X~~@WRJA17f`-<?ojBs5FaovGI;Kj%gx?PZ408C{)8(9@32C_Y(B#w
zb>pXddUSy7qeL6nCc{!#XyB|$nK@&Q0~7A7{$4{qBZZ-d0)N_qJQz$cR^ml%`GOe)
zv8H6&PH}PO$WGNT99>cPucG^jxp~CPqe^q{8u#4qpZAw+6$8gD+nOv2EoAhU<bVpm
z{Efz6b&GE}W<@EckQ-f;Nb~2l5ygdVOIMO!b>en#*Fx6<8~cK&#YdJLtDuS8vIPuT
zWq%Wo^j^&QNz<-Dd~w1bNnx6d^241b9ZM-dVqiddS#n>AXJWZ|Lil%vk@jz`$!;F1
zPG+q1YU3;%Ouq!wU(FPv9(UV99`~$V?i<<rXQmk9h_dBpGdCAor71102^QP@-+%l?
z|9=an@13vD?*4VA{I_0;c4!vde({I%IcN8uz!}b4`BR52as|}@=7VPLno_nJnX#_`
zs?=XDPC1_-FC`i9xT5yI84NGeR%d=5jry|P;wDHu`&XxbKjiBjD_iEUf&byFnHPDt
zf+vjr6l$Z8gV-09qCyQ_S?Y0-gPtLnRg2Is*~YKe9GhzdH3oVdKxHi+6sl$}&J-Z$
zr-(Yu@gxOtBNkIm89@*%OgqD-2hsWE3wghq!edbJ75iky_5+{e=XCl`T8kRKTM<M~
z)(i7~o$Qs`6{u6XoiYG|$_&Y?>S`JWZVd65!<R2pE?1V_TGbQ;*oM44+{6fvA&2#$
z2jnBSGkAI#-^8Q#f~Za0R@z~-=J|RqahAW2$Bo_$wkT$F+B1C2Mh~`s(jk&LhBay#
z_}rg?rBf|bAz2o<r{1n{C7EGER?pDUI$M^x1}3r{l26I0dulp}hV(wg5EWC6FJDJ_
zJeiTdE&l!VH&YPei`uAL0TNd??pl?7bjWg%nzmJwD8GF!mX$lknF?_^zl+Tv<dDBJ
zwz6AuWYhhf<fJ=Nwzq#4l5EVNVCzCIWm=bAeNyy|!LvR{pdd`Ax>~0imIxhfJAEz)
zp`5Hs_ZHHuzE7lZYSx$Wl2q1;-|ZSOkGC%_E>=(x_E?Re%q<k>(yN06z>8hObN-9J
zfu#+X42W}B%*<rQ&Z~H6b}L6-!+2Fy6g)Hh3RCVCD+gG9{z}#0`>BNJy=1CuW1xT4
z(h@bkrb~h0|KMB}^+R_N;{6%gjzL-7i`hQ*zTq0|byKLM+VZC`jV^v|@60<;g~+UU
z^V;2b7%_bXiAphx=900Ozr!g#lP5>c)Q*?6SZW;_?3=58j>HJPs-NTZ9?{_i2h`|x
z%v2p+O5d4tZ*RtzD=AJ-nEF{!ses-0p|cF(xk#6|7t8{r$L1OO5c!RTmUMo@nU=gb
zw>cfjT3`FLnz{K>;$CTVAO@t&&PKbZ*W(cQVZO7k-397ruBQTH3HYrN_v<|`80fSI
zmQ<GjjV!)L^`bkA-f)wJnacz+%UhySUTXDyKfQNW6Ren)%d2i$$G29YZ(J!*69x{Q
z7w4c*_*K$#F6#aSkgf2iE@vB6!?~G*+|E_K1T&;>)KghIHKw=V9(uBX@GKuC5G)dm
zG`P~Z#qkcRk&0K;sJJM~`E%|*cI_z^wDHPh#oJj|=B(U6#<dOG`Np+ZF;Dio$=gkr
ziJEpE+!~pF&ANtdEEG^_i|)uzwm{ikGm-^|%Ae7JA7YJJocnU7`@If4F2vhJgoz)q
zq&eXPSGItS(wp`<@0<D*g82E4=4)v~jA}>yC8Aw~qBmO(iU6j?KAWj;=5_cr*GrPQ
z=c(xTK?@+LwvXo|rq7<nuEHb_GJJhFKjOGJ|K+~~L1ruA`PmtwZuE@FJ{PU8$?(=y
zgZ9y4Od0Te%I#6l>m<3H{Fy3M1nRyNE7b08xB}2tC;3JT*I1K4)qI*C5Pq}~Y^4r-
zwT|}%Tkwg(pIQW|@zOdw0OLJBa$>F$_={v*L2CXL&ZGKv$==+eP5-<rOO&`E8DJ+W
znwnK()sjjyp$0+V1eH3(uw{MU*>YzNlAc~@H=OkczQvZHmRvK2G0KM+>erA5P9H$0
z3<}jE7RYJI4q=BED-PC}K8%BQxi;V3cJ4d!#>XA~7v%xbgLf1+CC(`zv)U;6JB<+y
zA#(UY+57-eTTfOm+=N>A?d$5rlbFYrlH0C1kgAgMKK8@6Gqqty^b78)pL)#y)*?1(
zU)<Zs`OD91ALrf6f39CC8w?27o#1Nkj%V|UL*iOmN1Bad$+Wl7Zp3rV7hn9@CA(dj
z1tcXsXz2z0H-NC`g0c+F@_{+OlOC(m*p4)05$7R8+`upS_k^|x2vcFdUQJZFxv!*q
zQwr7OotsdUYGY~~UWQazUtYpp#lDwlEkyfW?qDUQe}rDsOK?h9OqI6%LVF&`;-Ei9
zpM;jB_7h{^jTW$whp_ds=_pZJHit&Q3-=uP8kvt-?$-t%#%^Z9hmJNcP|BkRHZkAq
zL7jqJNp@;*);CRwXos_^L`~8TVkYC)f~#J4UlJ^vx7DQHwiWAt0POlQ(1_U{GTlKG
zW+QEMYHpNDi%GUJByBplOYS%qeVwHNb0&@rd0<Z0H(GW6MGKuIEFX_4Phw;yG|fCC
zG)@Pkt0Gl%cu56b8bwHVoZ;eFf_5iimE@;jki<iWrhY>9BKHWH5^OrTO><eT|EJ`b
z{?MXe@S{I_=mPT7>*>@-`@IT?`Wz|XE6!*#Dk!UEy47!DlKnn}%O`}*iqZ&7>XB=y
zCIv0v*y=3G@JFC&yXm<fECnF)?x_@}DsG2c#FyOui~WO5)|uLicxSnM!C)dg?uK6h
z$Wwe+ve{X39!0ZpaH(rWXy^?PISJ32>x#HTdMjwkFzN!Y=i^gGB_HzRa{@zf0A*J_
z`R+#OOIi3%{#z~Kapt~`Wd)b_?t$!AQ@J0{IK7O<Lbnp*-idiAcKrFcsIglZCexY%
z(sLYQ^6-S@Y@Uv-=`XwxoMWufb+u_S?{**#hf!dSyY>C0Vr*9P!2H<U-!3=Ea#(Lm
zov`>dGEGD4%!3l+5PKbRGeCa~DQphaJ8Ku4dTjuGeVE&%IIR^V&cQcuh@4xX+hqF7
z_nPhWFK??Vr>8Y-1Lxs3a#poTA%JQ24OdHbr!FF`#TM*ufkh|}-ZIr+#tXKlpOrNr
zmKdPy5%SYFUiJ?%qxZ*SVqI`#5uhPRCdQ?ovn6!iZ$BYDSFx$@(|Xm=J3z;e3J5A?
zkHj#2b;=`%h;OX$Gw@(CHDkS!+UzUvi$s>`Y0MOMLXQCc0n1ct535bZb%l=l_mg~@
zS<a7G0ozMsloc=qt1s?jjq=Up(eDGSt3={_C3Qb}+n0RHwy`Z}m{eC#m32X^EK$)_
z1rE2hu|4j9gqKBbCWq;0jA5Wbu?B&vRBzDB=8AJ^XM8gYLPrHE8pAXfnEpewGfl>V
z#<A}5b;iQHR!_)Y7<k$2Mfy8QXx+(HNx@^82N#v%zZ#yAygH<-;=b#?qJ8kmn(!Fe
zgZyQh`Pt)VJddgR+QXPQ#RuL2pJQXGYdi#yEz_>9noFDa=NO9p6=W*D)FG`UD>~67
z`uZ|u7A4?fu4ozVT&6cXq{TBM4H4bjTGKIP+Q6L$fBDq113&RLHb=w1fF#L62{Cs;
zvXdjq@9j}bPNczTOUe>^h3TFlD@_^9XF(r)B=`CU@bMDc*IlfdtLf7kY??l*`uQlo
zE8D4fz^$YC&wfGu)S)v@{BW$@g~k7dx!N1GyPO>9Qe<HvX}cU|{y0Ap<Dx6k{fxP(
z{OG;13xc#SBvA#nbsWu;{ru7WeW>STan*(WzbUea>AT?ro@v1YV=}zA3AR$S9+?D)
zjhh7mhwGSHQ!jwD8?Xz}l#Jx@^{+@=d9&3Qp1e!bxeOblGmvRRP2OH`f|%!_xp4N{
zLl2Dmb<7|Q$|!&-&29Sh#cR(eW+QS$31WQ<jc9oR`EH2~$7AIFTJ6;NT;C8K$DW}#
zD^<@uK-m2yV=s~Vy?wpB5y3jjNZ4HT`_RV}gFWKhOED!M@uk$z8cUnWnj@e<>kPZd
z(pA}_qpy?>11zN1F;{yJL|XOy&C(AQ@RrQ+c9V5Q3g5Wntnce*`h-=rW7@SfO16vn
z0d_0RaK{pBvK()8d(4V+-!DDwytcTgHu)OiJ@CX5G661x?tS`TTJF%tEG&2lVwzkm
z<HG}tD+3gR8L)66KK8BNg0mFb5<|SFwS?|o9(&5$refT}Hbd>R=jt@LAr>Nd=NFjP
z4>z_T0cEdDmo$3t%UodyP%Ch*KVd$fiJ`VZE9^xNNZ~*vzJ{<bU?k(nbc|jiH~B^S
zv*JA7S`K<eELi(<YAJjIs?E2_;-vLhRM+)`B38E6c|I*k{*wbRKtQR<e%0`7<eh7i
z(xVHM*os8X{TLz3iD!8x>(Uk=!;G~hWMal<&Q$2r1#Fx!B7K64&t_?2^9l&JJ~j}l
z{Qh<{yTqk??@G)<K8H}hvuuEGU==cG%4y?Cswuqw$%<Ix94(`7FU<EibWp&(`4s8Z
zI7BBv#|kY1P7Ma&l<7wwN_?F&K6tt`@LV1lV(oxOaPp$bg4SXhs#QrwiGa^KRcq5r
za~_dj6wiv7mJ;JHP~js}<<E%)xJ}KY2PA-2-@U&3qvV^(I?%^5(W3~lpgkhZY+u1%
zsHvXjC|IB*kL2+De*`V!jWSh;SpiwGxFn~F@W;ci!Sfpgf%*(0LYUG#9TXGf0u!B}
z`l44BS$p-Y!QF;mbdI#AZH7LYDu+~9zgCuUzt!<@u+r{yp?SMSjJn{|bi|vpEQ9;2
zsp*ht{{u?sE7$epV2xva_(bDEr`1ZmYD#ZG0||bM|FYq13y(;8V2-1Ub)#hsuJTfC
zN*M`(GDMUnWa<!_RtSi23ag56nq=k(Yg8()NT1N$8S0v=wd03sedLmiw^(xtBH`;+
zBB}6wXh1fItL`1CbcNuO;0M>9v37@*W&e^NObi)VRuxij`b`{FDa@hd4SxnAjM4U9
z2(vJ<KSs_5xu}^&m?DrC8BicC@w?n#ooPE3rf$JQ=$YJy@eG(g$8dM}jf(IkBkWSE
zg6i~wg}0Wv9TfJ8CGdj5rX+HiTS&<=dY$=b-r3!#;Pb&TR*e$t`ovYpx5-**51Hj^
z+P%Cu;&H7isCoFR+vW3PocARLnA0N|Rd7GA2|Y9`^t{)7AAAMj9ItM6V6#0nSI7z6
z7?lC`!i%Go6|wX4iX8XlC%IAwo{%lnIwZbWX_&Kh9}P4zZWxn3+<RrsXxnP}uwc(L
zkE4amZtM9Fi(jQjU5C#m{uRdaE2tnc2nW{NZ)NJ?Yw3)L<a75?8n>4aZSzF=EbhC5
zGQ4We_x4{h+y+4<3;})jSCg({u>G+`Oym#y1>QZ$V%SXL$MOF1(7cyTqCCWcP*0;E
z#8_r*bqdW}9h=gWuj+Sx6qnW;pVnA|XD@tZFR48doBqmfk9w5XdZIk!*LCcE^Sy5A
ze*~KvyX7AqbjqBDZw-f0<tj{nJl_1crs{4K6NgTKM)R4{Ey`T(LC`LnNTUSc(pWD)
z&|p`oat5@i-NYoN6eOT%ma9dpF0{VSUDx(jQLOl%QS1Xa+v*3S-IhCUtQ7!V(Ny?9
z0@I&>(XWwh;mcHGSPA57S+Qk~+|SzfTV^pS3nOWkPg^G&O6rk-Z87zLG3Ux>0|qnk
zI!n&b8bu3;N~rA9h5XBl1by^8Fw0XSq3I#dcc3P<y~`+^GOthXS)uD;=&O7c2u_`C
zaCN(Bz-+*dEkzuf(Go@F*?Co(T<j1uvf-@eChMu!URzC+W<-K*kKDF2^Z_CiTqo6j
zBsCv{ho_L7V(_TVlp>j85LM=ydwwr=BZb~SL6sfr!p`KLyzp6^t5f{*zpiA8olhIn
zaPFxGHAy+QvxO>876&)~^2^05K8hTp8^Zv_g0gr0=T5@RpRexVjEqjQu&H9?AuH|d
zj6Mx7TU`|xll9(4Ah{_C6!)P$QWa=N&C0n|TM-k!zdt#?39wvsM~LVv7EQM7SMrt$
zVv@(y0I}|Ceq7eC$nOk%q4Z<fc7;7lzh<Q#r|bY!bF*qSxmy;$lSrG7d!GZfD9ORL
ze|Om+kW_o>GPz%#yXYMPYA3BJ)#hfl12*3(<WDVZ4Z%0*i!u<}Z1K5CM`=OER&NTl
zA73?|W7C~X`cQvUT31I0YGw|%gY7?Esxcf<rO5U7QDzGcLVTU%^5iPkQy8rtNy?$r
zDt_EE<jdYD)FxjprKNN+0=2KLf!!;fs{5rMmv_+DI8ppwJnVV~30+tahJ~u?w#{}7
z_9O^UZ|EW4Z^bM6b$^AE1~LOiTbT%=g8Pq6e4*XHQ|>=0t<&U5fj{Jl88x!wpkH?o
z5|-I?kg-Vx5n~qNjkH2%g*{#nMf&@XMgQ!nQKxd#IOuL49yl~xQc=#dn2Y})`?2Kt
z6Hw982iAF9oTxR@dP>%y&qVl3;0w*#W4nr<;COzE3lKO0SUqJ!K=dF0;&L4Qs*;l@
zW=DH@Mattb++^2zQzBPxR=pv0lD`kpYlPe?M#p%VzeNZe`7+I<M@HD@e)|0Q8q#Jx
z22M;Vh$;NI{wWF&9ju5&NNix#-Z4n<eT7G-&!Zb8C8;()J@7m>xs8ls5950#eh8c1
z#wtv)X0F%K53zuqNb%4O5R)Hz0`E>RW%vxm{kA1$gE(oNQJbXdRQhB{(YiG7W_>5!
z@JO5AlrcnI;83#Dv4QX^CQc2LSrB}UXMx2t5i#2sF$99)A7w!TdYv%n_vqN*we8+F
z>I@x)&W>|Ho5bNuaN_o2vf+z1U5-~tt3Lfzh#mdrb`L`ChV4&A$uqyKb_JBpvyl<a
zG?r*Kis{j@j|x*y9##4vA5Sk5+p+nMc=-eXF)>F;<O$og@26y-m8L6Dj?dT$VOJAz
zK2rYyOs1E#%V)1lx{J!ImMtvWj^jRX*uu#GtN~#QG{n*+b7_6f2D%C#x_H#ACYv-u
zQwKF3-e0JoXC5`#4sM@YFC5&FN69#gWF%by*;T_b*bGc@ZaKIUQy47CCy6pZBfOc@
zN<3r)7K3Yg$cl&kPo@aJ&G80GT)9CLNbLLQ56!7^lgCROlY~%l4)>RE9?L(7-3QQj
z7}YIlW(8EV@ZkV32L&565{Bm8{QtkImv)*fR%`u9IGG^z&mK{S;^`V0=+Tj^6BD_l
zH(HZ1(>4}viuISRp~6pzQJNl8qC58&8cVdZvZu<1hp1uvn`{FYC_Dv8(zK$PuB=?h
zB3@P`QKf~Zh&e*SQ61y3)I}%{Y0`NCybqPY<b{?!B^vS(RFyvaWvgmGiL91rcs#J)
zP#9vR5@%h|)Rv$~n`!||djss^6g5*Pc@WYgIJ-rQpzN&}kkgnSVek81j*fcwg&hg!
zc20p;x}H&mAlovsI{N@Vyb#f;`zw{{p<%X?veprlJkp2IT5}aRi<m+%dMJA)UaQY!
zYV=H0(9yjbIOw?Y>sZ)`;vv?y{%9lxA%-JO6|+mKAxItZK3V8_R}#T5rY>*H$Y_Pz
zkOofm2wqh`c$Xn>NlF|iValEJ>A~h@RT*gNvhS{ket$%$r1)7BNr&{YPV0<KBcqKB
zg18=N?`QexNIuY5$XnWfz#{9|@CeA~N|yo>BltaduYyOygi#2!X^Uff)?^_!(+zdH
z@lRU4)sNL!O_Gl!VA)PGY2%=pJI60zUsbu<IVA1WRAo5bDZ_(Ra(t>ROs@ug;_e0L
zl6&m<K1AknrabE>{t{ys7Z=CSRM)M%Z%E=yD>k4A(5xzDys@d7d*Z;93i}&-luzL1
zgt(cJ20%pd-27<rf#=0Ym2qT+AkPOnNF09i?gG__E-(Jd(|lgcZ9a9F8Y+4-^GCDZ
zmTI!;P;&j%4*ex&(JX8JlJ{6CtARoee+II+L}@CZB%XS^1|b-?tq2J`CzFy>%gv+d
z)@oH%;huiQ@*W}zD4H<Ox~Iv=I>7j+a9z<nze>9_Y_uzBMB3T1yNTryhl0X>A@1mz
z34WLp&7DqRNSN@)Ku3jQG_*wfz6cSRKigq=Bj)D>)n>9`+_WdQ`Ub84Ov){ecdS(4
zoys^@p0ay@5AT-Y4ss83n6AO4<{r{xX4v-{lWsbfWzFTpQFCqdB(d9=uJ4b3bzi|s
zno(keBW<@a)8^mg|FGoMd7G-sOw{NY_t|z6b^0IVhFziwp89Al<0JvQ`^)jfq6BP~
zJ9`EsAsei@QU}YDo2-cB*A@S!-||h-0h@XoA*><*@P=BbrAOEapfu&{X=rJw`PY87
z5Osc=bP{bZ_eKjwH|^Iy^8*I6by^y2GDnF5lw-Mz0*x$Hcwa(4YuAj(KX}{auTw29
zN$+kfl=9+*P0Z1e7a9EKtSev7l$M1i*<-vRh;ZNFU_r)$qL}%>({nFrkTPRVaT@wl
z-R^Ui_zKolV!su36yM7qm)hU_I9WNa$YsI~V;{C{-l_fpanaDMP{69FbTFNXOe_E7
z%Js2z-?Wjseo~Z`R{_PEm7U(8zym&YsgIH$r)^Ni%y|pQVIR}%jag5x|6-B&rK-4S
zkU?Kf|6Nv-Lj$rEkT=;+n)0%@(C@5FewM1tFJ@hWK)Wg6X|magUy9`0m0$&ps#{?`
zmVcB_)iXv?m&^pSmI}XNKLhiAWX`8iOrw!_wB{q(o$(w4`#6?NRQZ?77gSp5=6bO^
zZ4T7E%t3*;8f;GUZX}+x`pQiHgHbN0PBVW%K+Lw|*_L+tXV-JOBV78z>eWNy=Aq+<
z#P8#WE&yL%Y&TfyWqoA${xB*#L^hHJ`oe>WZ)jaa=)Dx6X=xxuL6uhO@>0vl;DPsg
zOUbvXs?QH@oP!XUnaFnmk06?a7pTptW!CBQzw<l3|JXCs_&<f1q?(V2a^)b8U%aP%
z<XOY47zqpuTr(|v(DOSGB3>q*P(nK7<!Rc#uSC@1;bi^z-c~*}A9S%{{O~XsuC?ho
z@~Vv6hCwVaXSym~VSrAb@Ukjm=*PtC`@?F1J6Pyvy@on{4m~_80*b4nrpZH0#(~n{
z9Y38a1pr;)f^sto+wGjiXooP<n#HAMMKJyw9#YZ0uklj0e)CeoAg4YdYCxmv*zCFz
zI`(Q+BJ&oK3UaW{+~6p&wYZKtt6?IoRFkbe1n1S+fB)=Yt!UkRj=uXzg+@RG$paX+
ztALNnthJva%QbnBk>-C>xZ+bF5#jq7{lEwr&zLX6BLgyD@|mc$@O_NVW{r)sEvX6?
zgo(>mZm=p35M%d+maSh*LBK;G(2VP*T6Cd4ocl_uB*J3`%ASzE)^UV!!`B92YC}4)
z1Z;g@0i!UdJd=5n4s_N#Vd2GN*3lLlX#+@%f~+6X#2bM)*!6xxO->X1dmpy+S&CLD
zH7|&Nq~WvR<})Ui?MC!@R3Tvw`NfEeM>cNIqtblExvOph-%l`kB0kgNB*ZW}qS8-j
zDT{RJt#Gj|(G68^_Y8>mE;#&3w1@VS6xl@KH}u|D?;$gzMHYM}QdL+r<Yq!F4NT@7
z6Ss?&7>}$#I~Wbw#54$dOER6cMW%pw<E{z-29uaY=!nlMJ5vCTBbR%yotVg^aq37o
z(@KM-sVd>ekKGssSJ2xGGc%gSK4ugyFdL;{Yj3ivrxKB!aaHLnCD{-izJQ<c<G(Vs
z?~hxB$PIAzappOCXj{qf{^7c7H{axZ-gO6Y5+B5;5oFBIwoktqvauA;>e;RJ3#Cak
z*|W5l>!n5OreS5sf`t8RKC!V}W1NC$)WmsMp^L5G>T5tKHFYNMD*HQVinS4#b|E)S
zZG$djr@65n_CioWfMrK7MPF_GVF9XEW7I>le3aize4E=;Qyy9OG}UzN)L1A?X4Srh
z7d&Qw5U;BVA_52R5O}~X8$5`Ok@c^XN{ZbCn%6m)6J{+$q2zeG#7BP3D)taXYw=zF
z^qI<OYiSm2I_FmbYR#{TSYL%ve(chf&@w`Z<4KVtN;Nho4?bbmRz?Puyd-#HVqZO-
zi5N^)Iu45?oroYO>_vDacPTnkmKbGRUF%vJb<x@<hYyjT_ROa485K9ZFdC}MLpT-+
z`&TV^8LQOh$|W}~@fRtXo<fhQQAV#VSwm8xhDCr=T1d=1UM^z);g}~($6UH*p-Azf
zAxXY~-tX;EOl?iEMgW08N@Fclm1(*?Ws+pLZW1CW9t?s@)R?jH(4V6kX@7-1nyFo0
z@#zJ5h$rR!HcZh$rO+<a(IZtxL9jbUaRM<AtYIqjzZT=C(2+DDuNxlsobZdPywMp(
zjcWpy%>+cb<KcKs2Ou@5a)4WpV!E*OSxsXgT9v>~A3Z(1{7ZjHQkyBjNQP4w{}xVD
zwYrz8g*iEnKVWMLOk)=#UQGC-sd`*@TaYFyY-BBJdrFTm;Ss+P!NhWgP_H-cvcZq=
zAovB%3Jd>9H_RO5?<Wyxfo`GuN^Cs)a%nD;79H={S-H2DQR4CMxWnSs8EQ5NJAG?j
zSGDjv+uUe-?)2D<g?od4?=#p9eK<()fL~5Xd=01PZgf7k?e|yH+{?pdWhH*8pnfvw
zY0fbEJcmu`p*|csO6F@3yX*AQD32~`p4)^Xt?_>O-D^1l!FGPkK{BxQkiBW*!vQfA
z&2?%!XBOvEHpnjHisUmVR#*7NE3B;rCNmtiarOIy3RH_O?&9XpQkB~q(0TAO-L6<j
z;MQ2BLY+qYEY##uqJ<~Yp*;=co_Y9J4ojvdnXzq@5bNnLZN$oUH>!TGby-{|rfbUD
zvIajXUwPT!2JNmv5rmC<-{OuLa*{-$ymP$<%?#xnjn}w>Lym_bbHS?OR`){^5uhzO
z&tsj``fDfrf<ISZ**tzWT1AUbk-p)W8fN={SwLOJcJ<sgm3kQ>>xnxu*_!31;<X=a
z)>?h0my;{qO?)zkOaEi8{m;RP2L6<{VtL;~B+Q>40uDwKhm4s*QZ-x%w=^FrR0=;<
zr`v<-uJr!ZK#fm(v`2<#5sNnkUX%$|PNY>-Oi!FB(`?WwL~a;aHxm~?=;=6UPQDc(
z6Ay-PkIUvJqKkG_5=->eYNBe*isHmV6?&b-j(=QAz5Vc{4Cjqec57$W!i6OF8iiDD
z>Ufkqdatqe^*vP%7X9<&X^*A3U!ZQi^T2(v+YpPYfxdf1wtYk%lvoEr35z~}PF31J
zTAP08Pgc&Dj@$L3hH3-u^}t(W)Y2YAO6&ci?Z6T7V>|6N6WZ;D&#VX4BlagLW=u~9
zE0vcK9<1}5!b%+qJ%&xSO>9xc?_dlETT`w=pNSO}l<>STUE(cK170n;qKp!H6-@!A
zqg=R8s<kPJ%mwDUO4!;e+Qc*1vqwcxwK+Z}uWf3^bUl%hK?9%AXWOcIBn-E5m!9&9
z5&UT0h3C6AW{H89t`r2azP02om6OxtMPij2#ftp~IL2{-`rjIbvL=S3mMV$I+zmOS
z!aBBV531-!jq+LJU2lj|*>(N_zNC);RDqtNLxm5X=3^9vz<vR8?gpB!Lpcc#-HjMT
zj7tRS?HAvuSp4jH`n<ap7C;5n+lPA3b(cT6O@yx78l>>E*&3YXSmVbpB@)Dny#n$+
z3As27G-gq#2aMt*)Y1c_z$mBmNZq_=|8bz(zeZJY5Xhw{Py#>9h%HT9!$D9)uj<c;
z5^}9(#ok<}FU2-qVI|&FP8p3#f~PNVh8RG4|KFv;M+dlOwoBVP(sw2rJ1pxn17L#w
zOLXjr|4;rL(!Jw0x$Vuv$LIU7<(-IPH7<{D-G*9XW^}l4lLM<EZ^1s{J^-;lh8_=J
z^3WKYM3v-BDvp=E)atD8mfoU&t50#k37H&rL;aU9^i#grg4)YDNf4y7Ol#$PY-k=0
zo0-!ue*RMll?x11C5kyUas}#&u@jJv_-|$6yHDwOW^S(>!z@EBDm|u-vkAF+!6R`O
z_=t-w*-Wwp@g>5_=vV_g!oj`xCIv=a+IZkqzOFlVJC(ORGawt<RdejU<BVbo;#(12
znvgbF+7*6rh@K5CX|K%vHoKXW4(Yf=!(DANQ$}?0mO!I-uWbwfe2xuV8QYrCg80KR
zPqSF~p_WNuhEEsYORXW#tkx*l3ousj+3#f$6I{*}rd{rb&ZhiL-<8vsn3<_JdPzn1
zsw5VdR%jS!)VOokh6#S31*|u8EzI@IS(jVv7b<Ifm!F}THGqjO^&wkJYQ9QX6@#3X
z-5MamMAq68b&{Ig`GD5pRbEcyO7+Ck$ei<k3|eQlfm0#}=R>i5_oN3NHdj@GPjJsx
z75au(A~4yNW+W%sPg&AK%CB>y_^56fTGiyzhe(|aikomk64wn?6Csn$F52B=qIPj>
zL6!H`Z_OeFhY{aAaWfv3K~!=3QZ<6JVmjS*EC@m0GICP$@KGAuTSI!Pj6!yQlLz>v
zDrXbFfc1k2OFhc>#(EA#3v=9B@f{u-C_U$<&N^hx$)8%QZ6fs&m%g&ag+ggYbq|Eu
zvOc4m5eZL&KyE9}zS-F!q3bJNq7c4PLBm!I%ZL8R`(-+?^hUzp`7qTOQ(wV-lj-s{
zAY+lMVYoZG*ph&ACjDF568*z9Gm*KzdqLx(D_@$wN6h2tR0+JbN+~Kt^=@Uu1otYI
ze(~lDn()lj9eF?EadzF9M7a(O?5p;8{8*BY<V@8HZdYnj__fLA=7b7uo>GM&d4El&
z>kR-N*yV<*m1Hl}Kc7l`%(t`>R^lT&UYyVek(kg+-=WhBzW^d;2H1&eQkReo6UBN*
zHuV(#=*4zJ!de!E{ZNcQC<o{y)2^Mm)Z<*{dG8IPw*|*y6YO^m0Ba&&X-hgr&}Idz
zzJzYO?kF7b+S?>t6v3T`2`yjYW&#|eh(Ek(cN9%{FqA`q<86?Lnq;d?z{gf`82UBp
z{m35_S?qS|)|)i1F$@H-tWG(jZqBb@t0^GgaRkg&`1a;Luqg4fL{F!y6UxhSIw5*8
z7Q(MuqRDSd>a>S>IJ|SOf%ALJjNl8QLqpQB4>!)?=jcj<La?GOq$IM8k;liL1ga_7
zD-NB3x^^+2A{!s0-M%jGX#&TUKXoeX4>@F8uVp<4y9p?6==$8~t~y{1{aFk~6s2ne
zJYOkA4b?HF_*WcaR(#IiLeqtCPu>7Mq)a}`Tj$2q6xopb4B$!d#qBfe^(qlW9jnGK
zebFvN*8BS=p5U_v)9614f75J<7v9ZB+{<l$`72ij*nWtj%=fxJag?3>4Q^M@&^d&b
z1$2=OP*KpZ2pFq;Ypk7E419c?CqTH7ar^hugUq|AJhmaQ%ASOBrg3%ZeW|_-!kkg<
zOf-D?Ia6L&OQz60%M&w}cD{wxtw9I)t-L1;eU)4vQ%v<ldThh2&}M*y1a{I6QlpU8
z37~c)&m~|A`<Zh)U1CEom&i$xRyoCkwB(Q<9~SKqVR`#-Pgi5!RW?B1RnQHtr_T9%
zPl>tg2jvaD@XP&?|1RzMCnN6ba$$=H@py<@2_UBtn9yrY0JmEsDL1O%PQ9OMUN+|?
z=1nxfgY5H52og1afMTt<02m#1juN0<-3Aag)C1$c4b*)MLf-%o+7`w3C{0H-jS+nx
zY7aBo)oBur?LXpBH$-9Nuv5la7Ug?`?$KP3bJ@~v#B<E(x<LP&H^5dF>;B|t?N#L|
zBCh@S1*XW}*P!x|&}d;Y$)3?BR^Ovd3N_;;Tbtu5T{*F$wt>&|$^@k9cG+k}&Mh~_
zFUrU|Ck^>-W74$HvN0qohGF0Wa#t}lNh#gvaYi;*EmgX-Vr7rPOXsk3%Z-Va+1G#(
z4#tBa)i+g$wwYwGsGwHREra#1_lJ4hakm!$v0=J<3222%b(-nSEl@jmTt&Ua=q@bL
z9st&sVS6|nmptWhCQ$r%U__Oh61W5T(R<6{^1dMrn-D3$mGjhF_rsU+rCs;h{1;(|
z<~o-(-?`L+A|C6eth|27u`^$pU?}LHE<&Afo8#f=sVeHgn3gx~+{x*bxhZhq4`_oG
zb|)tv$rK2RhbrpBc{yzk3?Y%v1Gx)mLVi;sLI*WB`_rDd_c~PvDN0%p_F?T-piyrK
z47DV2y}C{YT<hCk9N#GMPub=p;w}KGB6ccN_fm&$r~d@EeVt;@C#riR`-MDJnaeQl
zbT%=dnI<7DCS`m2V3hln_!QC^{Pjvh0;aiW?dVOvAx)wBHqqcW0ri*f-&IWWAmBh;
z%qJG5N+ZtrqNoa%(pYsH_h~IwccY)`O1|Aj6&x@x`SsFAOYZ0El?y*T{?+Dp$L&{|
zPLSvt@AX%G*zP@CO7S#r84y-Hao_FA;?x~fyCzLtA|GE!%KkL^NMcWW6@ysVLj}{a
z=6XE@MK{OjzHy#5%YHQN9+r3sFE0iHn6(mt?O!hF|BLR94X<oTUr6kyc%}r!+YC9$
zgCgQlJlqXpIhzg7%qqB?QxFVqh0@N74U)B)2vbcFqdtpEF6_N$BBYN-oE99<U>-mD
zXO*2wlo8FA#19P&3+9XA4VET;A2j>nek|!z(7l-%(a=|M0XSpX9Ld-QF);z+V?*R-
zes;{%a&*gPMDO7?mWEWH$zi7XF8ih`^T<Y*^9{%S0dB1Gd1Na24^p^!KUhCG8_?Px
zK<%WqsO8(~DkckAk`!6|s$<iP`rOjqUj1Ce3;@ygXr`Wdovi%$%jPPf;a4E;6HV+_
zjFrW&DOe3-(>Z$E-X;aXtnF+kyUcFZf{#enrY+NAn){&pG!DR2mz=}Krq<vh_cGN7
zsUjrBvnr*#D$ln!FX>R4@v3#geL79;mQ-%vN?Q)4lpE^_OBjEyU|ys;knA=wg_ue$
z%(E504i4g<)R<RQ_e5;yhE9-d><Z+3o7v3DG6)VN9Z7+6zpnubwHIl05SWZFcMi12
zY|58$PFFh7W<^Z@0XakA_X#&Q{^l5Mi!7Ac5$IWN9U0Y6aeTr@ipkQZmWX*xPFo*z
z<+3vY<i%)pS&P3JSEAy%MRzkN{H>FihE`$MjLP7VCJ#mp45x6{oqxPUW}WKIJ++6#
z!mWTqhejK?an2|k&Ia04vkY0-R5@Jn_4%<eTEfrevuE%alzN1TuX&D_8SncZ!BExP
zuGdpDnz&3kJBrEX|7%zFEmw6(QgrxB<Y4h@^hTrUEn?8#VJo_@^@#hYzEkU-D`RS3
ziD9Qrf@WpL!uwg5C|vjv=pEFtrYjgvGzrkjhW)@!mZXKTpYEAu%-rL;??^z}DquF(
zmqm9^_Jt?xsHjT5yZ9r20L3}yBL*qslg0RQm6y8$41rm~jGoAnZCV-b60Q9&=~Z4+
z8d(8`C<O$UM545EA9pKFim`)M3beL6fr<j;kY$GiCG+ttpgZxhiOtZbGmS1@{fB8!
z+U{nV-)jfF-ols<X=M2X=)IJmA1iT`PIzz*;95SA98^<&rwsc$vOoGKPawYGN@lUy
ze*4bHNcsv@kRfAZ^yB@?g)2$!H~WVG&bd6gMlYs7+?vvjQjaXJ84Ipz=*b0Q@`>}L
zsIwma9$T@ZWBw|vub_fFJ5qkTz>RXU^?4)&_sh@-E55)E0%D4LUm+)=4Znl=|5+K{
z)EJR7*;U#^kcv;YGW|^ZQC{kc$DBV?du~X02(F)8fzxgYj!Y<R&T=8NC<b!8;k<I(
zkh+Ep$m*Iv{dm1(a(XVQ>e3ZrenOr-V>}k4?9pLo#rzG6Wz)ERMY_R8(Nzu2sZDQq
z9x)?LQ>=|uJ|2;-SR5yuOh04XVY<`<_pvp|oMXt3J%m~_`N-89wcM46$K4d*=G7n5
zMHl7&E)n*%6G&9|@0?2Hf**1x*;ezgOtU>KFR<ibvM)<u|6t8mL*DQhN<bPdu2Gr$
z_Q%H?I@g!`)BlCX)U|<^C#f*XTd)6McIASnLzGbz#e(}y0m$9MHq){dg4WB_IpnEz
zw{KaWJEy~zwSb-BL0Lj2k^NC%w?U8eFu0g%4)@JMUF$UP#gi2%RV}3B3ZDR<ZUk4l
z-6zFzj-vefwb#dw7KHg}Bb%A-rp;bZ!>@v^LGimzI+{$CX?9k>_|ZOUdKtr`8H<fC
zq2-rL$OX|=R;}>D2VN*vzNm4roRI7FFZN!*M$Y?FF%?|jJVXsMCu=~irWE3k!gjWk
z-hx2a0vz$PhfTMTnryY|3h9G)D&^IE!z7gxKSM>p0_p00{dk92f^*0iaDp`UkU7m=
z$|re(>|*R~SD9w=th{ye$R?}an;5u_Gv5Z*S4}jfMFFVw)Hqg(OJnYw0LN;l_L6TQ
z$T+5)C+YWO-e>jZ?P!7LO%neP96{s0w;tl|9PN-e^kGpQM`jjinSIAKIk*gZ^{Av|
zen|GNDct0!pFy8$ieI?k{xuYiFlxN^k+;mBDfX&zeWoGuKJQ~(@@E}MHM%94ht2&e
zl&m`A@f63qA-{NqeZ@s2sON?mu6Z-cs_w_F+>st1BRvgQyqL~AVw&cmX5*!0CUMP`
zod_HQ_|sH!IH}8?na|dMs>isjj&?I>Z(nM=Vw-0NBcbF}Vgvj*Cau^*B$r7PXiSnF
zst>88*({^3%Os5w7dQm<tfjaX!{!8!QC(+>d^f3S5hd0At1MmE41rvvGcChyShBq+
zj-rmbBD9*z2Fe4+tz5I#Or!@){VB5Pkv}^CKBBBz*jqrLF(HpaYTRsFgps8c+zdur
zY4ki*<k~>mL9TjBJBN@m#Ki&oz;Rcb5L<>;!vWmXGd64}0MzkEk~!qo92%R28?eH(
zY_)qwaHX~%_NhCQsjv1JWQ-O;kUtu$Et^JuNe(?5ky<M%Nf;=~c<Q{=ZgM}*H9XA;
zPDsX@AVCtq54wt@CYx<Gb~e-KYjKl2R5C)XoPcXZQu~^!z0PLuLduX(5$d&8+ewby
z#^gEo71fJoQ}Qt$-9<5=V!tvgdychgNToQl8d>AEk1ClWu<tclr6oo{uC7}M-+~!W
z(x}O#U=pgW_)~8C7klh-IC&2wpK8#w(;j9S1wrqM)LlIya9TW7zcM%@Bq=Ab6qI|3
zM%#&Nr$Y*YM?R;uE!L%NX1{n6I|{|rb(vdoBJCcPfh_V$NoFR8D{LuM<=E7}*JYiG
zsUUr88RU5mSme?koYHixn{2_!y~HA#O*@w03cqQj&vVY*tLkZ3R&38zW;g(v(zMcE
zPG5mrcDhtn;9vsYwP~b=*?GY^=~rUo4&+w4dPD~SM_ihg<4}&+Vm@2f(zC907nGG#
zh4!i}OB|kgr*iftxV@5gB(ePJy2j3X=B-;;%W%VL@#<@K&r6QnWq>W;G+Bk4Gc5F{
zmj(V&TTt4?Y`k&rMa}d!h;rQeS2=&J$u?C93r^_+Y9_tzuNAr#Q<GfP=A|vm5?JFk
zQb}GzmN}@2#Y2&sn`5^gq|*!2NjaqIX%H^zk~Dc63Z&JGO*U(joun_Ru8PY`jsOW9
z`p{BE9Y07fhM0Z^w_}PZ7YLwWb4-?KtyAVBBe3sT7g~eOl~aZ6DU^|+b*aY)+aJu>
z>z<X3B=X!oNhDKNHj^yfD@M-7NzN5^uXZ&^qdjfOY;DVS0=8^)62)Y>;D2_tEv%uo
zUKcKZh|=8O#cLTdFwdn73DPK_iwG4|b*!C3TZ-5ehYbF;k*RC4+%qa2spt)2yo~&k
zX<U~g#nt?`4ofjP_o|(Gnhz9$i<5F>AaUBJ4Y$2jQ;%BHu+i>s+z_Qx)Yh=7;%f=m
ztcFRX2@;kk(zdKLGH~;*So4bAve96&j0Ie`uX>*1cr0VxDI2>e>r*POK`Ay@OK9!W
zb8P?)b6Faeu%j`+agXAvnwG6C*}|MC=mlgsB;@l_kpjyrNW`(`n26Fg6lB%AO*(70
z7z8QrT_vWG90)#No7B+Qj4Mk6xEC2dm8`a^i@1;gtFwqL6LakZboZ<)%}J&uSA_?)
zR3psGj9X;a7ifT_f1Oa@mdVXWzdV|5{PA7Tiiy_*qDo`{RBq=KojItalROH!NU2Xj
z>psdi$uodCG~0V=E?){b?rXO2=Y!?EB3UyO9o&vv>0I-#%C$MATFX{q=-Lg=p>VOp
zo0#=u(QDJRPY&AY5vy$y+~b)D$R9!4v@I;{wCiziX&6KuPjY^>YavGLf_n<!sa8`s
zDphhTUwKPz+z`#s1Jbb=lH0i_xy5Q;XK5|Ttk81Y=M_};GDAQ-degE=z!awgkxeW*
z@m2s-=QSD6a!p7M@1-tA-Jo+o#D*f=k;lDC7YCDpP6UM+;-Qhr=}ZT-%D-@aG^=rh
z$?ABj>2D;i6+ve`02!|D!#)%8nQrd}XX>EzkN*I#S;*QNYF+q!rQAWO&3!VM!`qZt
zk8HA>pMEH=%T0+Qkg5O%+A2zC!pE&39Mj60PV@{hP6UpWfKuXsCW_`*kIKY;HLqpj
zOUp(ZWo&w8u(3s4YDpCtN;@;rwC^0`D%_|(r!~^rYx;fA8)i^XVr#_%5zy4}UCR*#
zT#R}e)m2?ix_H^cN2%^bmB3_WVeE5AP&ZIbc|DJcFD;7VMj(2c>Gb~q8^*vb!u~m}
zBP7o1c-nH&=ykF}2=%JcLJH&onq|JTXLf+cGUWCqt!`EwzO|w|VJORHXS^dPj%fmI
z=ng9LC~AzL_BpLltYSi?m-^J<_@wgk0pgfOI##K)Zx+%g^LXwmC!F!fsF{vG3a=qK
z<BC$LBxO>x*HVA9<3H5V_P*f$wVv$5zvoeTgdQ`R$<=2&#Z4NYY8)KYa$JTLpXQJc
ztwi#Z)AX$6P|8@lt1`sSIRm9ql|dQK4K<`-G7f(lf=P%x))HqGNv0#27o%tDDl<7;
z?otLjQ^ec2=N|N%Lso3&V6rQm<Wz$my=oH>!R_><UCMYoQf6h<W82cTG|RuT-$6L%
z%W!^`in5jJ4_dhlv9bAEnubJ<?_TkPYB~+ZnCs@G>w;K)-=%rvT6){$MmVhi`8@MY
zI3#wVX|SX2l;l=Z^ADv!@rgLiY8A@hjMPnNt)00Qr#Y{*=*sr@w-!l=W@Y~XXEl+3
zb#-$oXU{&JD`HC-0Lq;EVyd(*4jBzjjF)GzjS-M%mZQxv&(z@7r;?zaIr?I%Nn^S|
zz@NsBQh5y<JLXjkvJu~dT9NBguiiV?{jRmnG&?}Y9^#^t?Enyuk807RYT~SRQEL{g
zN0@xS$BMrj#W)QVisRH8^9e=Xa&z?+YQpB}WWuwIdK$^WbTM#U4^CJ!+qX<qg4=d}
zU&^^_e-K?-s1N(kX0D3E#8%U)nWHftIUI`0QD}!77gtVJ9Ik1tqa>h!3ZH7&w3gQC
z0ftn6q5hSl4X{3+jc3l#uFfuh56TqmA-#=dT<CJAF9T!MMS6L*80k<onw}VSt5xKR
zRT?~c<49J>W!;nfRgrVy_1sG3KAhLJ+-TPG51KVO9YthZ_*EMw83^OJ&1>yq_bZ(}
z&mWUQDyI*V^r{P{PbAv}WOLMt^-IqUT*L|T_k-LD$CFNIo903fy458Yuv#qVtaMnQ
z!%6cuxUDvL;X|A#9jbX@a1IF`^^bRBaU&A1yERQ)V(d2OQ#mUT0D6w5v)SHO%T&g~
zW#p-=Hu`hOes7diflfGDMgdnO)~%kCle%7gs{A&wTPAQmwO;dAhTTX~8NH7b(gOZr
zw2QKUD<1y<T?$IVMtwzMUFwqDIR%a?i!mpY_|kLeh;!^uad#x_Nn%A;V~S~Pbf%n|
zf*7p+l-$yVEZ74kwX8Hrt_W!XRi=<7b2b}kE*vaqNv?}d@ba!6ah~`!w`rz9X&4Hl
zKD67dLK{^eVV~Naisegj;s_v*o&fgZvhOuDT%<kw)eEggONT!<2e7JmEOKZa$GopA
zl6&>1#SY_z1h=56AhdaL{448@wX<txk&bizG{BC_ObkQK)6%tzq%rUnKplEjJFD0%
z<IA@{-4)F08qBvOs5oAj28)AsHZS$$h!li^f4pm(xV@6$$#y2Hvlj1~N>?SxvDx*f
zZWR?M1fH~s9tLX6Hd0PP#xhT(TGMoiuUKpcZh2$UyIng-g2FIB1^bdHxk(t>SB66E
zlIt1%?R2Rea3<9oRC;t2`DTjRGV(sr*m~D9scTYQ6C7VGex9^$QFl<*(j3PD-28%l
zE1I5Zu3WnkbKf;$J5v7uGn$?~K3j(i8sUDGOF@|8Hf9Q{Sk}gy;rEr+OO6!u70~J0
zBrq?TC<TRGnn<nCv0$K3<RY?KLvI*VQOBibY8tdQp_Vck`h6;ntFIR=90vo`S32@M
zugT76OSl#;Z)CZ0%-N^~1S*bBPo*~_HN0hGNXo;>^`s|nH5*C=A}o`*R2e3(+N4vc
zTDO8rx7vcPri$${s{(nzP&qZVp=g&4h~q-izg{|5qG<jex6;6xKqa{&?-BQYl@&1&
zO3QL;SA=8cVt9YS%L=8%@&U$HAMviZ1yu^F6-NLLF-~UBJ?bsMo=z9qxLa-Ao^+<<
z^%0wC<E;U(GIB}vraP%)fN*Gb1$fTfQY5Q(M&3?MWwT+p=~r%_Jbx;pS8*heG1%~H
zcx(ufNXJ@@+ny;D=cOtx<BSq&$^|@dD#9pHxby8y2qQS^{+^VQJ22W<0q6w)O6;Y&
zjN_$A1+(8wu)`B>&nyo(_s<mT4K{5?Q3bM|PF_Md0=*+d@a49h0+OYhyEi3`OP54x
z7<FYY4|rZH5GI%Be!G}gR;mC1bfp82VcL{1s5C6uj7opqqLR%20Hinjzu`pyd@$7!
zH0=6O#RCvEKZ8ub^`sz*0C~Wqrex8Y0C##Rxuphx9iAu-M|y1(Ucgy~@>ot$$ThWP
z;;YMS0_BIjbCh<i6-grDQc(C==+-_mf?NsLX(y9i4YmEX+<A^s^v!t4VlmdOL8wmy
z0+KNNYj{`gchStJ4JE1U`Qw~Z8|hwgVdDF{d<Sjg(DPj_r;DuaFeDoZu9(z|Jz7}$
zQ|n`K_JV&ZtsuwJoVSopxr#vJuN2lkpOq4KE^<w1%F+%!u~0V$k;koCZgbGpclE59
z%QQvTJvpeGpZ>ip&5ZL^T2t-PvS%E$Bw>N=?NB=8^WK-v_3KU!ta&|sY8jJc0xtdO
zK`KUhsrvd=c@JUFJ?dGLB<gYAoQPXJF;OdU5AvxL;Pu8m>RBw5Cmm`2O22QdF<YL!
zxv9~>J$h8K85l`n!ACgsG~smUaUyZ*D$G#4sgS1?8=zCP{V4$~Q^zJS-1-`@IXM+T
zLZtEAxTzFMy&pctf?0SdI0RF~L6nSDWVs`W6oKk0+;XD~1{tJD1L^U&I0b%&sZFIw
z4r9UkR?^@fUwWNaBOk2_Z4{=_$IERjC+0#qs7iu!kJ7uJC1f8m1N9YNT^8DILhL7=
zD@9kiYOiyQFt5MiPfSDe1sSdRyfrY%gzomNxwPB37>9+2&{cCMv0Ukov$VI=<st4;
z2J9GcYD?>5rXf!{ITy1=`4yf6M%<2ml?>|h5Ce1RQ6$XSX3JD~8*)fTJwdLL)5kY<
zBnM$EevT`ROE!#+;PX>og-APR`PA~KxUF;6wBH%n-YD~w#NMNkT?984_h=dkk^Y9f
z4$kga)E%cDqP1YxC4qx1#2>CHItlDov(o3a82v>=(XM%~H?sJFJ+J~<gp2*w=DJ-w
z$GTPM3pQe7#&eNbN|ce4i#OU3dVp%B&5RPR9wl$WuUlQ&-KcAOgnarMoWaI%n$J{8
z$K7~p+Ecj+L+C3W>%#X635*E_KN|E2Eytl0(E!`X&04D@H70pI&X+t5iDG5PtyU40
z?V9zeEn<*ikTAzWGg()D9<jK|^0qPVoL14Ux|XUl%CF+Nlo1=?9@WlWSzI9{)rj@4
zTDtJ8yqKg6I|ks^E!Kx|0K~95`{N?CykAkandSr$!KUMi?q|`Va!W*~p4=L%K8pc_
zs>ijv6HAqgl;i5ft(4bJ0xur5w{79(G8UJW9ffZ}YZat;P!wa*g&yFMou}wgzyruK
z-nFXILu#4Is1-`{R!BhzK|QOVxxJQlB%h@{ioK0H?P-`4h>$&N9prgWB$8>NNjc=!
zjh>e+!OH@v>S+_XN+@1O3W`asYi%!X47|5$(}vP3WeR|Od(<~q(Atc<0^XDrYY!2m
zNs>SVsWqE_tt2C411HqhUG}Xd%U~QYpsdDX$CF92T!}6&q@Bw<5=}utrjlt88KQs*
zIIRmS2`-o_Df;4pq)=387%GBKpstHa@asxeOMpP^wXde=QCpDZa{i{bLd9;Iq#+P`
z_n@SP+gqi&1dT8N?NQ$9klG;%cgc?31!ihG=HO$u;2sNiteBye?eod^rjb`4b9X)b
z*=A$uQrp?|$R*EVT2>l6$OhHNtDe=d9h_FYFD=lVQE*0eu9L`VM<bx@D@kBjjxo}t
zFNNoUj-s&jZF)OkQX(1seJBf;@AXJ*qa~Pb1A*&YUZ<?hc_ACHx!_eBtJ!X)C77SB
zBzE8^l2f&M^WK^!<5D-2pUmc!+(s~*p5~i1*YHLHsHjzoo|NtvLhfQ|a>QU&n4?p{
z?^=3xhSzceK~(qeMeGJumYs2ZC{$C7@_j4NygT7Plwn43^E-b^*wFkkk;IQ8?2r4P
za(=bdDx^_}<4~$N#bYVoL}e<L*oM;13mCRSgK_HKwKG2yj>-qWrB`V;9tTfKg9h8x
zk`~Y5P`h;JuWEL9@9j{?*le8DB1O(v05W@1q+%2k`BZAdIT)mw#@;!m1uK@o$>jF-
zsw`Q(>cshBkMe1erhf4OK<+D8>{1$vPj9U}xB#l;9^_Mj1BD!W_ojeO3H${+j6exo
z{o2;iv`Mum3>Ab~<-LBDb3yRjx{HaYQm|(rcWU&FKTe9uFcn7O?b4;n=COsfWqm70
zgH5+oR2dbj2YLw$)|k)vQbn;@hAFwny)$-uaZsy##OA3YZfMvx>!$wzaQ^@?MMb5)
z>$e~5ALb~e#*c?{icHZ(B7-LsZlg5b^Z@P+Cf<0Ypd3&DLGMO!OS+D<00W-%QecWQ
zXb`kgW|zGK3R*pdTeZ_?x@;mGdetP}!;D<CNT@P;Rm)2&n}-55IQ6cdOz^q@uRmJo
zqO^k9F&Yex_^shZ?#|j+DLrJ&jVDW**+aaopVGFApI&`we6qltf$f@)VNvr}O|7x%
zLMjT#3-OADoMMMKs?ss_sbtDSW^<G2RUH0Cq<r(wH4AZ^{&kx<CPw`+O%8hJ=}J#;
zN@Ef4&1B3OD$YlGVUs!f)GR<JnrLii)}@fkO4#mdbZ&E0mHFotGPtD4E-Q5Bw>0!Q
za0$g$5@V-YmN&u8K`iQRrG^_Wahz8>cW@e3W$Bu0Tsd8!@zXU?+jn|N2%Rp7Jk_}F
z)rK?q)=3%8XbwT(nsx(qBvu`&!p4n*kIJwjx?$AS*l)WN?Mb3qHe**z1$>V}D#~0G
z#`GW_;<MqrLOJ~E>{2V9x%8=MlKfJ~FWq6DD$0y{RRIb)=qhNER6i@^dKyACA^?+`
zpU93u^C&*XsYP^C0#qyNSCLu}$dV6{fz3#YllX4V@Ey?sp5RtB-+<&STGhjG_fHkt
zKza2Ys_J_RT+IzOc@^)6^*b&kwrz{t4Awl*?%~k;gVw$C%U2jG2=}TNz8ur9!Sij@
zG47)VtyS(?pL4|HR7C@B1}P+pIYtN^@m`C6@bL~!oa_%}YUVHeEvi_SF9CHQ#GKag
zsTORiMVy@4TAopgnydC%;B2FD?OV?jigvQHpZ0}9(d1(lK<qA+s9#&*!>|Inn-3jd
z!swfW4&jD#T$qwbe&{&#6}zKbXty!u=H^Hy$92f8=95~P$s@h9@q{wQziEqZM^!nk
zn|tdk#mqCQC$Ts+<ocwR)?_R<F;1O|<W)OOWI_hn$UcLb!P892$F!Ka$f(*qqP)J-
z$5(cas$9Bf_^Ye1@x`UeD4jN+QB&;X7B`GTIp(8yQM#xg)V8{XmFNa3)RWlNhl7qf
zR9T@IH#!xa&)$Rrd#z;L_(6_L5(DhQy8#|M56+&ef!3}yB@x{78=VH~)Sd9S_feeH
z8EsjUX&D{C>t4O(h8QD1TBUQM*<I&+ARkf1YOD7elRRGMLP-h1Wj{)!-XE0)QI(B)
z)#rpr&)KEOJ({rYv@5G}e9LAd`^#3R7CvNgc6vI(cg^!Rr=@7gBE=t2sw+&}5yo@u
zMQ2}WA8Jwwb^0DEtWs#_@Aa^ttUY_0=jOP1n6oh^x32s%I%LMd{i_OVIqlquBVme6
zmf2se859(Ao+t>%j8u{s&w6@7U#B%J7E;_u6%><QPMe{KLbH%tuTGQ=BO^}GWSxV`
zHm{|1wstXFMip0&YI^x_CP@Ge^_P9Dg#{q#>rAbUJFP++MLdGtfUbJ;Qkw0^B>Q5i
zw2v#2Se*LSg@ubtC?R(r<w!0ior6wQpMhO&pQJ?;VoAPK9TT~!EZ~OKLloU6JM<Lk
zCTSZa{uG9ZWt<P)#Jf~<6;6AI;EcSE0QEg;o}sJ5V!W_t>?@1Zb&0QKJDBay1Jal|
z8k)a|noPw3DxY4p&K8p5PI5`6qBM>EH6u*0jj{di?LiHb1&YykNr#iN_8(fOJ<H7b
zWAqghJ2PaQ(qN9X2to68t56J(sxos-g4#=o0>-48?ff_4S!Qs-IL|KK1r4RR(Njmz
zrMPu0g^B36uSn8#7_8$BFb^g=V}Vwzbm%nrw#K<`?0VJB#Pgm9tz_icjOuhklfc0g
z#(WGZ$@QkQ<lr1sWwFRKjIK6E%V71UD`b(1VQ-r~sj7Z%MN&d1EyrwCR&$=T`Jd&g
z+p$aw5#S7-w31++v_?Q1iT?oW(lmpf!k87E0OXtw)W8Yg3Ve<m9=_D_jAmG1QpK_N
zdYY@)q?^$YgeFBDN#J6-zYq9f?qo@>V>?G7G5qT9hrB9L)_KP1kA9(kmEA)MTf!qz
zfITT{^=9#kT9DgXM{I#qaw=lj7!*5HCHbb2O^#!ZPg;qaJo8B>%t6lrn0{u*VOL^X
z72l5a8*~7EbhrfPy)~R~8*@xW?IZp_9Dma@{KXV#`8RK#yASgeR7-M}$HUZ8(o!f5
zB`qZY6qK}aK!S=Wpajh=7|%+xZ(}sXVR$|0wZ@ZWY<dc{ZDBpZ8&u%d<(`PDL6@)6
zwqb@SKnS2#v8R2_>CwN$X6gPOMIoi+``1NnZxy<Lh`*IajC<7Tc<Eg*Nh8sv7{zE!
z<{AssEhik)e9F6<bCa1!s9tY+iR7pq={Xt7sWU!$R4nwu=hmZV<20^j<#Fen^ZC>=
z?F-tVp8hBSC9-P@?^u#jLL3UpQb@w3NTW`BsNfv1`c&4J`gDo5c64v=0h;8VN0GA3
zO#z4<YZo(-)_o4R!yM|y+EkEwX9x1C?2jA#%173@#JG_U3`f$hL9EXh!;tIf+|uR+
zQ9aF3-layyF`s&?Z>ZVMF(_!8)N(4~TeP6HyR57J$;|~_G2#35sYICfs;6>rMh!c0
z>(Apz3kFU;zO>bR)H{j)0QJ+y$|->{U#X@PJt-99tvE<>L8JpPbBb^{KJ@LtoMN5;
zJwFjlOhuWLaCr2qw%UutbCN2PMtW0rpI((M3dc)rtAmW6$E|AH-$wrc#4Cmj%ir*;
zFx|Ri2fu2U5*j@U84<=qXO0D0SP{7cob|3A*I0DGCbw+$ut3WkcjlqRiKC~1XN=_^
zAa-ifhUBQku`-YEFCwyRwHV|BBoAubw`3q=9V!_GsAP&yy5QA-f~y-yq~xg2sNm7%
zTt$y6UBGr>{c1*8*@}utgK$P^pKECNo)%yBmyuFOaTLFC!S>AnW?twP7l4Uv*C)6Y
z%xWJG;e5TM%!jZ%iu4R*b5W6l(;}%!q1~g#ue>R#*%Dd?m3>fFESB;@NM&R`;}!3(
z7-5VKYcBgjvAt3zwnij%$2Fp?`j4FOiLIVaLmI3tofu>sSFK-o1}O<^S$wnT)y!Y`
zOHs2Y_da6hs*0s3uuU_Ly2NTR$@ZcPiIWFzK=d`IJ%Lxmv9gisDg$kSz~kDkD5Q%v
znzXSHRzkS-IIZhn9#3SrdBbD2b6lfD4+K?7Y!SKprkjd;jl~|Vr+h-Ox*={hqaLIh
z>Mb=3TjbpYp}XMM&qmT%xs8eZYpn1_qjs8@wsvBqWL7h#t#m_2u>!-jJap+uxnx%L
zrQp^C3&`n6aNIKSNyzU;d(Z`2oi57ge)0s#?~2H|@SJBR-d0{ZH#N|JX~Q7(s#9nV
z4(~v_gC(HezNuKZ8eA-P$sRqNSF7iaKqjD?#@geFVMCtyt5si8uFoKS0@RH83Vxj{
zB7Y16Hsl~LQaV?!-FQ|BGSE4VkK!vH@58r{{{RBYqx-#UNX{%SaQ6CgS|}b~KMHNl
z@>{1QXVSV^Y_LdlXwUmXvoAC#u5wBYpW<4(4L-*mcc{s5<Oag}3a80Dn&@tPF6v2%
zx%4$&EdqGl89D>Wq%yUQlghyI7P^~A*4{7|jw%ai78Jscan_``x{B5!%)oKeJ!t`P
zrBp)9*Z^enT=uQv1&K^hADf{ynW^iKa9JZeSEefo<Suz9ngPg?=H^R@3o{d%iBNs!
zI25@8qjoHM&`7dONZPy#hmvYo;`197XY8B}yqW;57*Kf`txGK}uUuhBUgs5eNATR&
zb1OQM3E%<Ny*Eej+%}ObN`oK_4@#Lzz}j1wejf0OZB~^w#yaG3YqpLkt)mgdp;Qhr
zQZ5GoU<w%t$s@0B^^13Aa+72whCwtlf;c=>G99vGk%30;DVPo|-?cEd6r9nV)DpiK
z98*FV&A~lsRk8;^N`oBr$)|(z)r=&3As)SRQ4UQj4b<|0490Q*<eFdsyAzX4EJ^Aq
z6c#v6z4@y;cAY+_aw3Fb2j6qhQ1mG#^h8#+(%syMpk2;;_7&(}AMnI>ph(~}hpUm(
z=~nbF4Z~vyApjjoJy_R3SRe|c08wW3X7NfZK^0OI*nn|NX28j&JfLQozbT){R+bBc
zIVX;l8!^E?l;AQlDkmo)efg%4o4BF6bmp2)IM1~!k+fiPDTVNHgPLF|B&lFH=}-v<
zPEI|lW+X?q7^=^;Tan&@8rm`4c;_8Z{{S&XMWH!uLO_4#nLntaqFa`>J}6~nIAB5d
zre?hg??|+}1nn9170=%IVra=Q{J?gkU5<CPC0L%)dv?T;k@!>u5PDEZ+FEc@=KvbN
zX{1kb!0o_2=&;gk&j6FhHFDohnsPY8``1Njp+y3M<0sy)tWm@;ss<|5JDMte%zIrG
z5C(otX~z_CU@GI@r6l5zsok2<D;lJb;ZOQgK&Psl)`-?5ifUwIjAo%3#%bi>b*e_G
z*mJiP3qCW0NbOLwl6|ObPDA{|(4Mry**?`;Yq+3XyA1kfv2S&v!)$+@X6BKUs-$dO
zUd0NM&CjJ{UF%G8vGG{)+({`Vn4HvI>nT)kW1dx{_9m8jB{^f7jG9c+<QmM!a1`o6
zieA(J-t<v}N(BG_kyatQmIe(QGLhUGuZmg#*^6J8@i<vWPndK0)wr*$?hXktH=*QL
zHA)zc^zKrdJ0!Mt8`Bams`E><4x^uX<*oG_i*uOWhvQo|-Xjh|-Nv#HQNgEj)Ynr(
z7{?TczG?B?SX~d?+-*IUPw}TqZ6srHOs{4gDU?JH@cLAW*rpD=^`{TUfF=%m)R<Ns
z4r%}i=s>Ags1$@d$t2SZBy}H^SVNw@x*C)KMmXk>Sfk~zJwGa$C3w#S)sqlCsixmN
zbfBJ6-Ik{$E<SEM^IcY(;v8TzX1ISOsU%gUSt0?04mym~xZIYHSF_fle0;*S;=7H;
zcLQEOZ>dWWA2IyvZr8*vyfMcWn}H28(*wr*WK=I@1cxL5-lKzDt)9LK8GqKc;nky%
z4oBxv%Fv5O+UgJWGVfpRxX<fN`*X*|#4Nw<4n<go_BS7RbK0jWl8!M*3aN7x!{l&(
z8hZeGnq-<}4tH$<y+;P1Huq4Ul3nZQ)B$4@(yH7M#YC4SIGQ$3d}LJdymE4mr}3Z+
z`>hhn>=8A(Hhbc^twX>T(&epWF&{(HyM3oLgc@p1YzL3(9ud^6vP@oT`mZ&IC9^`?
zWQ~;i5sLSsGC3Kn`^_H4_z^S+Pp&zwRc_^}GsE5xdRC`~BPp-L^flXR9s#$M7PXMZ
zeHd|BdQXJ)8$D(>bp|B<AbQohk#PqrqtN0XxJ+lIE;4&lkv2rD=qMhBxri7*^~Ep(
zI)1e=QBCQ_C;~FXcB63Oo++=wljt)*4hPuM=DgR$J}$k}HIov^+W^kcYVC)_OIZ;`
z!5h2tioQo{h0gG?pcCJbSr(ok)9(N&I)Z&oX-6u^0Y(k(4r*Fs7E5R@2H9f_J;i0*
z_-fihS`tyeF<Tta2?mmrKyo)89=nJgp=Dn|S#sGJ$ybGtk5R>XF77FkMHItqh^#%u
zXsW)Td6U@icH{8kur)6ZOLWDSM$cRxmFrg;4Wzj-sYd?*X0qnct|HFNIQ?qXM8fRx
zOWzJ&TatXD-%7=Fc#atvPrZ9}-LZ!u;9yU;6^}lbXLbmZ1wPoP%rnW3O*6fEYj{4v
zn31`2+ZBhZ_$p+S8&8=}=}$m8Yjl!V2^b`kU9N-S$!BzF6qDaQ1!;J1!R2<miH@0O
z72n#~!(|Xiz~Z7(>?b6Ox_*@gpBNYg@z$=L#PQFyNCQaNQS~OKSaI^NC%LSdo4eeA
zM~oB6s|^@b1-U(bl&k`LxXGk_%7u?79Vi{NFlITKhre1(oF79?mG?}0^UXJRPPJz<
z+><yQRcT-5_o<n^s;iyP)AFW<gE?$=sXv6%QG3((1;%QIAs{A50-<RcxEujQkCIP8
zTUsB7=G0_aW<s#%g~u&Jb}BJ)E9p8s`lP^MtU&VKze@DYCqlQdg>aifjtBVFoj**1
z!WGJ{K;U{+iDx8n(wt+}oe3!HK1oJ4imqfHwGoq?_dNwizYKHMv`9^ou^1<>wIRt-
z>ruu_W}ff0usQWK(15!q6%i*nJx>(k`5TF*?pzJuQ9y?f7pXZl89PTj`eK^SPFQv6
zQSK#o`gWiNmO!t!wmQ@de8L;hW|n3Sr<@botB2Zl4uY67Z^O(Q@yI#MXZeaMKMoQ0
z_XGZUALb~imgPrd=CM8wLB&j(jyQ3+dRIkr;r%-Jvp~k(`S)7qbsr6CRshH&^J5(E
zh~!kMCTN(hws*_5m41e^W$?|kkGXO)=xV8vqhh2G!?CBus!0z<{Od%EQ;XcaZJ^rQ
zoa1pGwR>ttFsKJ^DwI0RQVdDK^{XCyG7PJVW|48|G1!7Zq$`n})Qrk{b*LInYKA9I
zdR*tPT90_oG~jcLbfyTIYC%zh#%L}{#%htGWQBz^w^LQ7x{4Jn?f|Sy&3A@ae>x>J
zf>jdS*q-h<RF`ah4PstveMCKdYZ_~*XJT22sD8DKs$XN8Rb=!;(%i`@C77CqiaS(Z
z=0Z_L0+0(yOGN-Er)Lz*npyyV2fY~lX}I*I$rJ!|qL7n7parC*=}ABa1uZ6M6aeLs
zl;jhd(6!cX?M4z-+uUb^S+r4bS{-GsziBWFcWyKN^f)!68e83e$EDP4f4KY_;PdHH
zM?8_7s}c03Upwk{@>@-A-@T2LcA_)*is$XTOML<e{LRQeg}D`_Ypz*Lf6^l{G5#d!
zOr<2vWIs=>PKVs_>s8|N<{O}$WgdXw{#76a8w@du3$bZVR|oK?fIHQ7e?$4y>frmD
z0F*|qcmkYY$m84bq(&SOR#TpFnnGx%(2<;TO%bs5#b}s;<e$!-k>$A+ESD0ja!DUU
z`qlU~86(HcY3pVjbf+5(511Y*TSPQmx7OrV9QCcMPZ5AuEnJ+IYzZ8ndatrnJZJEw
zWJQlqgIA74<ki^j5<#4b^0;rNh~P0FPW7*6uR7y%9x7Z!cjPN}sG80eIV-ijRN}BL
zHS}z5YSxQVia<VUn*n3XxQFh@9eo@8X-&W%>rk)1QBPZhevMKMt|<Wsk~beK1N1Zu
z6UHhFy)HS%Rf;#NoEpqAYPL_9<P)I&7VG)Y2H67~)H^VEtmM}OZMN<SAwHyJRrqe8
zxaK)kzJ`^CNs~+<^{Mel0Hz`ideNV)N>-XwPy}?@I7X+O1J;=$lN$hfiU9F%956cD
zs2qhH*D5Wg#^ooP?mT&-Y8JOgP?9Xb*j$d)%-C7n%k#<d$Jh$!hQ%$45nbNe9HTnp
zrVVtOKZ~_E7!NSFty7x8x`CRku{Er__J8%NtUDvp?7Vn^K)GD|^sa`-#JX+x8zu_J
zvF%<dJg;`xRr!w<cTTX>Z3md~$f$YTRMbilVzKUO;nWmh!1o6<@8@1kYpmbeAKgk%
zHNRuyJFr4r+ZXo>SvWp|JGCHprD6!_ST>#~)9y$HLmM8=TJg^utC-zbdV^BaTZPDO
zV@E;?1N9Yyab*c4fEB%~dSFjOS(ge2T>ca$#MzGU6g;S5?@~dhtj)ef!unL}7%o`V
zjEn)_+OF)EF2mPsafLtt9@Md;NzXw<aTYmlo|SbY?s#6phC){sB**}82UAjQ!P>u_
zNT@I~j1H869!9|FQFBy=EM=q$qbJs*)T4MU8M-hSHL+=EBOCe8tz&qSaj--V0qaz?
z9JGnb{y&W-eZN{(AY^u^vQ8^Y9Gi}2$j9qQ7peTH;ZHQia>olz0z;XIJabL^#CInc
z6zHOoSp;z@XKnx;Yq#+4g-SZjaGRy;?6jNcjUx-0z8~<kmr^YEDW2;er`Ek1*2)_Q
zx&q#`<w&ez+JolrRi>D;a&uQ0_cq%^7gr6#4nRDLW4H@Zwp<W;R4hr0oSasc6CJ#h
zxOSlBxy?k4yMe$JBIOXDS_C;x(huM%GFkCateF_<X~DNJ^&XVKnfd5(>rk@+mOnvA
zSZ*Yr!lPyk2<M6b3t$3H0qs#aAc2gZT0<u-$4-?JJ1`^)Kr1jOCyw;T!8rh&^)!;@
za87vZ#YB=HFe&JI=9n{Y!zVhVqyCta`id!hH?(S!1^)n^C;6=v65Oclc!GJ`jx$%S
zX1j}@n;GPa(6cs@0LWKA-8FIKfe+jj%;a5+yPY#k)t48Rfg~fDBl%nF?_9>G@bck9
zNv2#a!uCe_TmJyBU3|B;!LTFAsMk>1PnM)pjO2!S743!gohgdy+DO=cd2v+!)hZv9
z;=RqT;k}Q_zqg8L$mt^HuysF&dOoD4O*-J(N_r#mzn^N=S6fI{JjxAXNZ4-Xw4l^s
zxH;YdJ&iY7@J_R%64P3lA?+l8GM~g(JGGGa1Xk)v>V~Az*Od}uYiIGO@?$v0F<j&q
z^FVlFN7l4q)lyUY%&GOKb44`GSGri^+{Xg4FEy|-u?+jwxuaXSwyTUEO2)X-CXAh*
zFsYMcl%;J7bKT2u*>*pjSI%ljiO}JcijNhY%mS8^6jA`9j2d<^KnaR5PNbj);*8Sp
zXd-|TmXijSfB<nznr$rrEiMfuD4+$#X$l-vfKuj=$Vel#B~8Jml^NoIu*xXfXvHuJ
zD58N2Kw>%?Jt&|F;<}b51ssAs4RjVBEVzdWaH~9j-H>Lvnkn3OXQ3vyqur?59@<Xe
zoy-0;ayXhr4GRfVu2ARnuQCk7zZG`VRJpWpVwIHp8ZJ_)-1HzwATT-fHEKC{u3pc^
zWT=kz2<9C(5r!X#tys04GT?y>uNgnW^z2%aX6#Ng)N(o+w-Cv!sN_5_AgS&-tI$e4
zefg<lHZ9e7$Tf9g4T88enFOOAm8EYXIL1e<X2@XHs(1_dR4=CnA9wJrB{}K=_o;RQ
zF^+03NzO~A_1X<ndp1tok4oyip1G>h+Mzt-Bee;WW11dpO~F2uJX)Nw5DOkFN^2p4
zKpCnNY3-AR<Jz6XY1-@OjmMhVw%1j#Gn(Pv+2c9E6wfwjm|&hM+TeO*dWy;h8x>(^
z&!Mk4x7B5jh9<Qw_3nX~gHy`HcFhzssa8?XsI1BK2t2~@mWjPk;<Mn_K|D9-T6X%X
zOM#r4oj`-j)a?H23DeQIH00KiTW!ow3HKaUs<3gMw8^cbnMia5d(bjC?%|kbIaR)f
zq~Dxzn#z|zj2-sw@i+S>t2g$&k?OOc{0#y(3W9o4aJ7#Qh$0QL;x~oA+8kDtSFl`T
z%XMt`27nU!${j)j6zUxhP-~mJ@KvjS$E%o+VU8=UP(5gDP^8wwJjVCJ`jx08Mdv4~
z)+E;Z7_70f5!j0MVh3@>RJzja?-vt5jrA3xtK4@yY}hXC@sXcu(oJJghSSLsu}otI
zy9@6GTgkcYWHBF3)z4k{cT=*?WAjmat!d2`7dfQWuWarN%BzrniE~k2_^VL4IC(aY
z_C_mGSkonEg^=gdtyGsux0{qBC!nIhV8wSTUMrahInHxkRi?Lb1Zwe4c<q|!=h37R
zj1Whqbb2?2Uf`?F3Lx$4O|d(5H}tO(>X(hQMZG_~)woQvV9Sh}iVG-hP$WPF6=6Y;
z;BW_e#qMI{Gyoe5$*ENWoSc@aQV<3QUs{=CP;=gZNFju?0&3AvFbJfLd-to5Tb3Z7
z)}_0e#w1a|Sd4>;x{;)6Itp}-kqlsFpfVO9o|KI&T6u?;f%#V(uFso-x#U+#JmNHC
z`Bx!)##@GV2b0#W3sX9eLXH`_boHblB~0J|FgU0f=CwK6B650l%}r-%HQeGT5VQK@
zrC8In$@Lk;aIeeVy9)Hr5BPE$7?*PUlijLydLu|vzO13)-wY+92^n`u{7gsaE2ffI
z?bFMM4ANd*A}^H=IO<1g&jp%Hlf`KW*wRkg6FD!*JX8g__VuK=lq_TpDzKL$uS(FA
zRn_(TJrWg?>5nJwj<seR$gb_<o)eg5UCL{Z@qLWf$n!Gp3XP0*tzQbGr-m#9r{+~7
z2A5I2j)gXn#~;?3>`UMd0Klik0b`TXwkp84P&pLDQ`!(5bH_B)lNsChjY)BZ$Q4&1
z6qCa>0K!SINF17DNW}^5o@zG8CnK6bazG@J=|CW9H!0c(%`jz13)eZO9F{mz0`b<7
z+iBysQYir|IStRuJ^NHR0odT<u6^l}zV752Pcvc;na3iSGi$<(PPZ^)ljI-$323N%
z97}8051fy)pZy7FsFvkNW5br>M9S_t9eJxut4@Oi<aFk;Z3CG90D5pwJk!{1IUM~c
z<xJTmYA&b?XKh-J?U)U`1J4!Avyq;9)Un>n0mwM1bo&m+O}<gdC$4c)M>K<wSbNq*
zuCp7qCK&$!YPxF}A-jw;awBor@;<eUqT{)oku9#RaUTS3UYP4ubqx!{z93R=Eq={8
z{{WV-{Ji^)m7;XhjuZa?uT|d0T%IxQNj}6~oF1$2zfpsHx?GEU2<HlL;Cq8yRo<U-
zWhsv42_kX)EV!?5j%%w%+^pm1YI&}#b!f~wwS-p#ruH8&{Cd`kt6Pref<-j3ACQ{S
zgIPazbjbA;=-Qvd9XC)7E{l93e!fiIKLcD2v*9gcL~<_dqzRrRQI$W9YZ{S}YE2Rm
zX?na7k~&s>&WxufCdai?UC4NCwQd{PQ-;eAdZMnL=4`f8M0rC|6x-LWbZdDGzy|qG
zy+t;k4B)ckKC4s8CmzNIXsfg7vPY7maH@=qhYSe%)Yyia++`F}Py+X&iYNf2J!yMU
zKnX=ID8&FJIcYIY6aeu~CZo?Z6G&r?B^jj8r2q##sR*N`C^?`8;*3+cqL>Y$mlR@v
z5|<R5_oW>u0HT(ZDJK9>A-y_Pi+JXiP$LIEwPMpvX^1cKt#lT)(Oaj=27PLhE-=33
z?I6u-07jJZIjyUC`V92;tVMH?&0C67{b{smvN}t9fI6Jklotad`E;&YD}XRFn!6R=
z2<w{4Q6ZgLT#h;YYRb*WBDs{iAdW}jR-?SmK5y2uaU|ao<+G9Wr96(gBC?{o8Rfqt
zR!zX!)YRBS?7VZ<p=D9jeiYT8_4TQK_bgU{6<P&<;pgd9Wz&Z^7_DR>cscaxQWXcD
zD7YNF)(oQ{9<@xs>U)ao<cVBkZ(jJSa#|_R1L=yTAz0>2lEz5Mtz9nh#EPdh`K(6n
z1tp!KNz~xyG&Uo=)6V;Fd8<c*jMN%>?6zF`Rgy+(07Bl?8!qANPdGGyaX`v*Si>@r
zA_JdV$hh$8i42yqG)?}=<MOVH1pO!r_|fPq9Kd~M#PS5_Jv!9Tc#1vSE+a9w`$D<~
zLEH>gTa7l><xcq5KH`l7P=f9W*C^orHDC<%tSNjt(YE_pnld_I@m8$=0JJU0S(Ri_
z#(UBkr;loDCVz)CeX2ZRfkyWgB9(508UW6_(d_S3iC{zTisp3>14XpSZ83=YbrsoM
zPZhEkb{X`n3#~>=rYgA!RGa8aX&mL3hfS=xxRgpqr)u0(R7?SYI#LDLI`yRoC!Uo}
z+{w2090uYzII9t^PSqF`#9hi5@DD*&ZGdOTY*El@T#-{84x*lmmfF11sx!XS=~_1S
zp+Lyyrsk?6V70~x9MzKIJb^^45q?uuUO*I*)Qth;89DswyUa7|P|b0ig(DudN$1^=
zy*tyfEs{?;bG1+Z09vvyWL?`vIO=Nbvjm8NSdPWyB=qZAMH$V5oyQ%j{*$85smd^=
zV(#9xcSG>x+LX&As#YGu`_<_-I(5FCZa!53M;uk!;*5H-u9KqM>DJ5g1p=&H-g%4V
z$HI=M)|+v3(~`V}^r|xDMQIq=rpB4E#xqP=&P_)wyGGSqp5~ajBB+p>U&e^T%)VMF
zW^RB}BpDgcO0}lV<lRQ(kSQ^(%v=2%Qi)`SNSKCRs(2Z#8*5*(Sj7P9i;u>;38jf(
zX&IMpGxe@zm`f{3jymF{6v-{O0ts$=inAm9n8j6%OOST{BBy0$<0FcqN|NM;!jtb*
zq$IX7FnU&;zbfn_t!GNR8vtYq0hN_;xH0@`;YSVJ_NgO5$;T#<!49Bc&<Lv|x6PB+
zu%;IISZC(NI)1qwjYFR;bN%l0z!}VB0yEs2uO{uxN&G4EuscA>0+|l!q#yu5?~arR
z-tbb9tITpp5HSA$$Ciq>;aHX}N<an)fRpd@Efo^nxa@d_r=i{00$w7~=Z8*3VmT?E
z_1s_UFJX3Ya1U;xqY>zu+(o8AZ!!Kjcpr$Y<2P+hu5e~R56#Eckd4D5n&`D32VTa8
zYcjWxj(0?UVf7WuO%&Ghkjl!y@(&oTV<h$+!O2tC1XYV&TH?*Yjz&^F4O0{3ktbS5
zKvybit$oDK_ek;KOh<UT$4vLGrVV#az8|=iLw|L+uM{fD(xr;-SXdQuK8CZED6$-T
z9?I~CB;aPNwT|W>cl53cP4RWzp4DgGfMX5Px{EIr+FcMNK3jg3i>D+_jc>6$Ofc9Z
z-mXV^B1Pp(wpfn^BpZPrO3rJeFeM*yp5WwFX>9H!8`gCm*{t^%YJLsy&bA4TKd{`l
z@kjS_{_Swu&%<qJOAR%$t?j>E@Nz)+9YuBK-gRze{Ec0*)UGVwDJdjX#&V9#E_k!R
z(YaX=s}7)wd`##vt&!|&+%E==uSc_0u|{+M04<{%Tz)^}T&|_?z)B3d9rDULh-Eul
z^XO}3RXxg5I7GQ0#3`~x4CAprl|H4S>N-ruJL^dzBfAglS*%L*$Uj=W%DBn&zNRyZ
z&z9OqkIc2Ex2}f-WP8-hJTniUf_-UNR!?IFirJdNDMnMTwNRGENc$2gSeF)69VpEy
zQl|uBn@B?Dib_#H3rZ=pv;gW()KX;70@0dE4FdvcDQPGHX?I{!ccOqD#V#qdbff~&
zN}#s@Rm*!K{Ixp*MR;LpP5`Z2Yb1}B<kXSIv8VtFld1QrNVJL2g%}kwNxK~5HB>)6
zc&DplwKP$AAErsEl2O3ss4Jc^$@QsLKu0t-7c>@4r!_otd)8{maqm*3hZ*G5vRSPi
z*b9z-I<l9e9G-(6YY<73p8mAqDF>5M(I-GJ`T*G#Y75409gZuUjzSJetB}kwj_35L
zXbzSc6rA!ntp&InamGHi%tdy3WDl)fit`x3B%b-HXh!<Vz3J;Bj+Ky?LAq4wK6%_R
zQ(+oAvVUG_NY4hTEZ+3LZ-E>}WChP)GH9?8yg;5sNo@!+tyO!~6M0@#rb0LZGghpm
zc%OB|QbnGgVinKlNJmQx1wcAe_w(yn!gIj~k5Nw(lhD!;pa>(aF9)SmNlzK#r4nTI
zpb5d_tvr2d0U)P`%9;jcYMPL>aHX-Df(>OK_^TJh&doLfJRS{m%XK7Uf^$@r$-R$G
ziuN~A^K(<HqaG{Gq1I)OA2;h-*1jMh47Cm+%yz~kkw{<<*0HbN8$M!{mHh##P2vZ5
zw!}MiHJiQXlYEDBXFSreGMeZ~Eb`Bmoyq5l6!HH6*P=u6fO`50VLMN?Gdq)Koac&+
zKIir3m|U>P;8X2>d6Z`-G{w2BQ)FsSr%IB_CYkyWwDyF^>ZE=Zv26ld#0CI0Eu9KF
zjgAF{Ls0YMflEBQx^${i$`N_%NYUszN$`0!M&fbZxTq(%VA&?ByO#NnC$OqWhap;0
zN$fo-g~kn5l3afmG}!#fonukCj{pk05pbFO!T|h*Z|Ghbd#6dR7Yo^ILqYJvEQ>wJ
z1&<(h71p~)W`Ph5-Gy3+SRjH8Ish;M#{#R(aMHF(<I<y&R*|<k$*2nsm7+k{;{8ol
zl0zZJX(gMe2C6d^<xg6oZVuaJ#_W#uIxbX|VTz`?W+c^=d@cncjVu|x#Vlo<`T<NJ
zhQQ-BVk7`ya%f<QSY<Ftz^B{B&A=Q|2+L!*r(NG$X;2BSqzJtL9Ze#x7q?L9maR0-
z7twReA4=iJizbs+ChcX020KzWQn>feLtA>To2K}wk>S;Te0;G#0DcvLbKw1JPgCTU
zk{?Aol>QV7=V_(i4NA@U`QmNAT9vI>oRONt@GPv?mykMbBO8aIuIKFF(sC}xKF}3m
zfzqqWp`YgCK9$kSXb9j|Rn4o8i^U0vqn){sZ}QX=+cg`wF_F`6PkNSPvQ|(C=bEVQ
zJh#cm990q`mX*RO%e8CU+a<IuymEf`xvF|pAu%%#nTLMWCGG0uqMmV%DT6nBH6VR%
zP(SC~{{ZMqMNsfbW2{TRllFG!{sgpCOLC*J<o+!~9EHH+HOj|$@d34nKE}NhUGUY!
zu(y*Zn4_XG&3V=CpEabVC00Z4SwW_(Xl-e}D7dtdeshfV2LxAAbqycHP>A&#SlUC<
zM8dfId)J*sV#jMK1ZR>frqXoQc|mTJG`AJnC)B<iODslxCh2ERq9^%WdwbUjsA+nJ
zn>mi+31V@^8Az{k)8Kg3MotG$YSX#3w!VPFcLGfr7{ia`dsN1=TY_iK33%!;BIoN;
z2_k>GaD6M)wXcRYSAfZ;OXNs-^5o@z172^fct=&x<UeS)aJ`v%2l1|m%}ZdpPif-@
zoQ)#%^{nN%mJ@~t8ShtOyNU1*2i~Zp(Wh;y-CKRh2p*ZONPI^uq%6+Bcg0{8%I7?L
zQwov5sc}rJBf7S^Nx)>7A8hkh)O@_;n)BGMrGVr)2d#RK!u>MW#Yw0gO5$kN*UJb|
zlmojXoP+2qDN?q^ZY6LyrHWZ$eahq!>01KY#Wfq9J>?5=1dSO-;P86?09xs+yd7t8
zqR)9Wk}QE)qf{UQ0Pn}GN0AmeKkczBCJXpuxrmGvkwN^c6H)M2hjoQ#)8{r5pWttq
zGyN-|eHK1?oS(|8K9;dJ%0DWVD{L#Yd4{*(U28`r+T70w=`24mKb3P1hBhFAgmuWT
zdAGZ}v?XJ5%iIx=e>#Hy07lR?)jw{s5KsRAJz?PfT`HApd`QtV!<Jbi=t&h}FE;=k
zdG)U2R`^+c7-_VL(()nB+~LRJS^hWhZNG)I-w(|bT$%6fJnNO1f+KN`7XV;$-!-z5
zdkskDnkZ*nfHPF))3MBF@SrhYx_=6KU9$b*nq^%*%=dyw&&;Ny?_QJOKLcKP<4{Er
zJUU`9`$f?h0DpB!;IXcAT=4u>z9qlYEeo)M@=JJ&edY?~Mtf(9RwtLS%+iYWYwrMf
zBf|4r>7FRpwNLGNQCeTH!loN--2-G2e-FyI-y3*Fe+Br3wAn5e<`<1-x41!pByG^+
zvEb4q=P07JyfxwLzZCd}(?+q{Cb@iXZioQMW9$Gl0g`De)PLa<_-FmE{eXN?tN#FL
zd7ekxKF*(I^K*=2?_)e?IQOo3J{;=r@fExrS}}C8eAE8`0FN8I&!*mS_)rHQnp*Wc
zZv%J(TGb`+_KD(cNb8HaA)4kD7SqVRRd6yo9!dIUxt|Jn4)4T1CB4$_=UqMxHC|0Z
z0oW!d+2TQw3ZcQ{xu6b8iuDaU!JiNOQ+WD6hWtaS$E%fNZgmJyLvX-n184+v@A(?$
zJT2gB?-BTx=Sh}TvW~<%-&{yCup%5W_c`f6&Q_*|-Q_$EE7f%W004L+#F9^^cxzqM
z+gFY@c!lgrBDmYsE&wC({Hud#Ob+ofm1QMJJ&5Z~A*4YKs-ou^H8|jtNKQH)C?~&a
zqU=e)J!x~3{uID+1sV6jpa}u()|?oeRBGJQfa8<R089&Kjt8|oG3b9<gg0t-e>wzM
zSHQvi>QMQ{d8&cI#!pU_BDg$budN^~tMk^RSLcIN#GhPLt1ld4q>|v1Jazh1%J>-u
zsQIUknDnO!dUv2klyi`IJ?hkVOb>oND<x&Y$v>S;vk&rVSPhiBJpm`ZTT9TRabN)N
zn&#f|B8-+Jk9x|y)h3;GAu65d<hYKLQt?tmJezzL9b6ujZ^F0BD^EO*PaGCJ*PS_H
z-u-ITrTo^*u^fTl6;2A)Kzb&h17GVh%4K1L$IV?vr*nL|B#|qUK<as}8^ZeDi43fD
z6Lpi0QHCndi2Pk)5*RdTE*LiqX2u87vgLQMnVScUE_CNrNnO+&GP`EFoj1o;S4Bm}
zVsBp6<qTR!XKtkA(ytvD=C^d>_Z5$QwbZTdR5Vkgk7HJaz|Jedt#uo#Rt77E1bf#_
zr}*Cb90|ykd*-v14yac>VPypHYGE<*&jz^54;Sh8Kn7-sk5GD7K$p?W4(Q!nda2D~
z;@0C%=4PuGohk2Fve=$*I{H^bDGc27KDA2fXyA<GjQUX<iJbJdrFkNsYj3&0%`Eo@
zR>vGwn<W6}^UY}XA+q|QSitCNM8dBfX^g`Faf(nt8SBkvW-GDJ^Qc}<DH)4onv4o$
z+<VA&@ml&69%S3ydvRE1OuDXXu+rl4phmz46q%(pcXH~YtiwFi?)#1^v}_t)PE9iA
z=q^C(^r<>-I$45NWyQwl<C==%=$;4XRLr}3<n^mjA+knd#Fi(X)mnRyhZNZ^a4<U5
zR`%0h+=Puu&r|7Ckrx>POLacT)Uy-KcfK6(;=%;du3xDqwOP=-IR%_b?7ufsO>0kj
zu`iPbGB_vFv`A>4;^sSK^5f<Gt2D^W<(TA}k8uQ&a(mMZ;GAZ(NKKOyyPVZ4iIq53
z=8KDsi&>IM-`1Fko^s3w=TfYIF92q#Mhl$PmW-r%Clmo9Fe5w?deZL6`9)So#{hC_
z)F7U5kF6n!fR_1=D&#4EPC2MoXyX|ty+x{P7Wz%8XE~Jp)E!L>3mS&2Z=>1yv#{KL
z>JFsWo$4Be&armW&crT$RL=`cyS%v7Zp`;Cdf`{HihOYK(u5|;>K!CqtVht+{++Mt
zHj1GqW?x3;vi!4^Bvpu1U<`NZK(2KD5Sgy^`}?N=JebY~J6CwUYk}}LH}{z54Uf{h
z)u?-$A>?M5@uLrz3{%O#s2KU@X#1Vdts$6qz8@F2EiJUdJ~6eIAezCs@b;x{*?0u8
zkNM<xew}N-00DtUaa5(;R!5r2bRdkO%1j3e+#kxb_cIdY{KTGmSE*dtTHY?(n|S3P
z?JjE)@4?m*v1@rGg^%#=+`o~kQbf3vJQ7rD(x>qYcJKbu(O0}T;p@#OT$*{Lib!4(
zp_Gtwxld2P(NitTO31-Wh^JiS9M)d1pj&FT?5v}IV_YmAC6?L1-@x~-qfPN#Qvf7j
z54o;K2DU8br0{+Hl#F0IkRCnjQ%q*HkVknDjlaE)E3kb^*jYUJQ?*I1J59N~yS$ov
zyD3Gqnb^i6S02Wy?X5&~5NnnRAc<rS{V*!@dd;+x2)7XamE~7+Ug&zn%>fdlpOMd}
z<69aOw=-Nc*K&p2GmvSxD+u(x*&CGQO-Ak=3QB>{@KuIEs(L*Bb-OO?g*<1iU3B2_
zS=zvI`p1DZJzW{&A7hyFl^Iff#d+4b@ZVU{gH04>cn2a#jz{C^Ub}a>A|+UZT-*4r
zZ8Gm;u`A!u{Y7mGlGse~;%;o)Y>LAjL920I!s-KXPg?c)t-LehxJkLUNGD;RIuHT;
zM|$Hm--UPf%J&*ni+vAY-HbT@0D#u2qHj`^j!oo^dOlXYAK~T0L*S1ZPYaOo+eYeh
z(1OHQm^PbnZV0%I(bVCQh6wyC(7Yk2X|^5%@r}IKcGmY77KpINB%xYTH*lcxPtvXI
zRqkH#<a26Twui6j+5Z5E<-A~p{{WuD3d8wVq1kKy0B5@K29Xnakm#CHp>OX<6qi4r
zABAxr4mJH5{3YdUcTgny9m&12NgOLnls_ti*XHK~+Oxb9tUxXNX>qAuK@G+AjD-Z!
zg)%#CI9#4jJq0UVR!4Q=e-~QnR*be9bkpiY{LCOSBy0F|uAb)J=J!FomsGNjIbs2#
zkRVn*qP)Aqnxq%M4WZGrpAuSV8nibJCBt0KU=yj%KX^Imj-HjNr0V)^iQ#V$S;^wd
zZA)5s1e?s?yEy2G?~UiLPiluvbQdc}Vz+Ci_)f}rp^2^xj;PWu?Yx}+JXALC9j=i!
zy*0JGx3?2)j52(Q$51~C<sZhnY@Pwp%-2vg(@f$>W06b8$-yg}fNN7n)^yEtK$l0C
zP>S9`Cz}MUeq8z=O39|3n5@e;9wv(7!c@JtQFbt3niLC<X7;U3TV1uV)3jM`Eg_m|
zZTAUej4?rhoM)zMoV&8qG<_oNC%d-PbqjzN5d#)jM|R!oRs2{YzS6V=hUPbDZ8o?^
z2WjJjj+Hn2!ov9D!J2Q4ygy~D>B((tsEHajkx(F*dNw=p*1S_$@P4zQxfhml1nlFG
ze-U2SB#_7O^2X6GBNqvH&QLhs2R!4gQnlBf-Y+WQ*5V_^$p+wRy`+$?aNiI7N334>
z$HKZb#q__~_Lm?<Y(7*SPDmek<n=kM4Se3e#I0HzC1<&PUS)+xQs!fi*1dy7)4VNl
z;;lbajwP_Ux0p$gKtg@<(z!ib!n&@F@di&6Swb}nMbz5w5FOc5A#8E&T1IJ<nZM%W
z;A#9tW_)L;O>eJ=qg(j&+`Kshjl`}&#xsxpy>g!yVZ6BUJQLlexUqXw8gtt|<Y)&>
z6V&t1*0elX;46O?c$Vj1(fmoH$7g!pbjf{l<jZcve8H5D^ZM2|#2r^l)UNzF;mspZ
zN$m897SXi=aE{DWGY|GgI{j*fndj2jk<4d4)Z07FLrA+@s|%}(ON9gpV34B#dh$80
zhs8QOcvD_|Ew5s~RgENDh(;B|C}2k?JQ}^=Z8JsJyiaciwSR4Ar=T)S*Apy3!2SS9
z9FzKHivvi1!~XyVzOi(CNv+HFFAms0opX0F$C|+BV)~ML{{W44z7Fvy@n6J`82E-L
z%wTB~eU(q%RZyXS91Q+7bH?5ukHxaZYX^?JD`TSC{I-@6UZ_L^fJhx%`F5^1!joEj
zIrxv{UTRjFj+b$6ZLV&tU(AdogQz2}4m0@DCdVD%$(}D9XmTMT#r!xw@G)Hv#Ov$L
zFXDHJ;M4CeEuy)UEa?oT7En+U7!IQ(@N1>ez8`6R8SzYBBGf!nqfMb%OZJ;{1;BZy
z$0)l8eB(WOQ@j~(p!l!H`p1eqO?#)?#w9ab+TPqOYa^0&gOkWm27d~69g3e0JT|@-
zjXZneJlk5^sXBeLaV6A*5C|XL=da_^x-W;(TI&8A@z$lO&TW$ImP@H(8DSYL>=*0E
zsJu<#xx7`XweF+w55mVBMGD^lkuPOY+xpf&f^|(ZN50qmFRN-14Leed+kLttx;1qq
zE9d*CJ${tzQcA`B3fI8iFTQOLP15hQZAH<($#~aoCz!x=bvz7@PtLsF?%GRB>FsC0
zmKhp1AMFE!UZ3Hw4cPb>Sso<TyhEhVZDy?2u~}RRB)DP-7#)W{=dF2`p?KPcqjh;A
z?R$xyQU^d-l7F32DHYuaJ--S<DZuBwCOYGj>p;XGT5##<NCh}__M{;7#V<MLnoddj
zQ?rrQfF7rgC<KpMXgDI5ngl#H2+w+PJXB%2=9edqDFG^+lg=tYa5>FF8;+EvvCe1_
zFn>a6>cn@d;j$^gy$vB2gZ+QTr?(ApD#i#<P6<7#nm*T3PkP^7A5yn?FB;Bevurl~
zhZLBZE~BC8);3G$$#E^ibSgklK9#MccxS@5_F-p|_8E%x3<%HD6;AT{-%`DbHpxX`
z8)}}F=+;)c3^r;4$c#{Am8iS14W2XNUk*j3UTw0u`&1-nJ9d%vu5hoVdLNEf3t3}(
zX#ocy;Pn;46eOPYq+QWb*si$;jOWt24-a^1O?FldFoY=G&m`3?GALg41;F_$qL))o
z4PHle69!T^0QILP?V#D$Xnq3G8r_8PywVN{X2oOJcy~-Xwbi_qfz~%5WSZxt_?@UM
z&eqD2D|&XU%Rd<EQC-V8owrDGY9k5tWJ#`w^r^fNqEBy?M~V6Zt^PI5>OKRzwv0<>
zD49D3;M6w%01@s+$nFtcdJ~H5H18H^SN7@}ZzcU0@mktTsh!U&x`OLZmu1W^86Kjn
zT56YYurN&Fhd>Q=9woVlRl4#bRg?q6FEv8LLrZxHat#gKtD{Fw*L7(l+b+^Ok~yiS
zndWlR9uMVFkf<;K`cpY`j@33qwmDmKVL`1Mau9Xqv)5_@0OqYi#C=Ufku1^NI`yY+
z$`X3jaK{-m;7fao$jOh%J@HL$6!3A@f=+YWwMR3ZxTYc2Y98$~>&9!fRuMoBdsi2x
zjNPk#HPGGMgorMAsgcu3=vrHlyPG(wGhCV53UTXH8sXdJ&IL86+PUePX%yK!l7(I>
zl#>!LI@E7F9P`Cq(sa4C8OBtE&!<|XOVo<O!h89Gs5^7XuSL-GSZttD$^rMObloZq
zJ^<{XV0RTA?x1CDvHYk#JJzv?_Ag!Df(%g{4w<aBIDFFt%Z_@}3xWyFXposXU`JYj
zvMi$}t4nla2OQREyLOW~`~jv(p?Nxz2Wq9idvVgEmQdUg)|tN;0~Crhqjf+4raMT?
zGD#I$2L?gEC41HBCyn-`Nr6BNL_UVC##nHxkx-165stm;4Nq5tON^@g)3Cy?r6F9C
zRn_6rZSru_w+f=TnWdjly7TS{W<3X>sTpRyxie11nYpV_TOH$yV!0d;aaNKZIjb?j
zf%K_13{WeS%wr=I_}2t<smx#+Xj~cq+3*+qec%58*H7pxz33~=JPUfT-|9-)z>_uT
z33+dHLL|yPdBOTtZ5yUaSj@##;YU;JQ>Y366e<M+Z%SH25`#uKq@V(lmlTu$_&)ji
zQA8i>57LSN`9ki>NaQA~B(lQe1cU8fnR%onxjQgNYUZyrw6(ZN84krcz^GHW&21+`
z)-SYondI`~#z1bSx_uK^Z5q}%Oit<-1S!wxYX|-lUn<MVj{pIH1#~_gwv$!U((YiG
ze3608L-P~ALN5_(R@%0f%5>OSPbK7xWPJ#(2TcyTlEy~Z2OwvydS<m}6^@Z3JR#yi
zl5<{lYkHctqS3=1#8Jgf^spkvrLQ%e;v0DY3&8@qJrBfkYF5Rz88-0v>MH@f1w7W0
zUVWoD`G_O>*1v%)mf9JzxFwH1wBIeX18!+zxPa_#f4bZn^6wU-L3U3(*RI@Y@Z5rN
z$mmB}<h(`UX|EwWPn(W_^`e}TVPni~^%){?Rzj!Rx_u+Y7tlyQc+R7axIdk9*SZ|m
zlaz44^ugk-SZVq1*0#EPgGlsYsc3#Bgh8rV#Vmwl%*NLrh^~8B_+1so>2zzcC_IQ|
z;fK@KpQUMvj0<Nzwbod~U{H4&&C8YhtedmL^$ibF(dH>}1d$c>2BD7m#ujDBucGBh
zFJbbpAxV&oVnLtQxczJ4rkj3RT{=^5A^!lDZ_1PPts_}%%The0WQI}0VER*9GCB}z
zQ(5p{t)jUyTe(5e(~y4}!xBvi`H2|oTPB{yib;;i9=WOEzMcjJBw>$AkL?k^47~b^
z3_HLvkVbuZp`y1pt-M)uxLKUI9=spUw`_HI@0$W`ta~xVa61a{!2Kv$ULI7QD>+h&
zCB*e1X8U<;{xpWv0qa~wo#KnzEGd1-j*K&1c9pJa`k4!HCz9v!6@;nECUT95yp`O3
zY+|lkY8MtHc@n?VHK`tx43URM5-(!B(l(Md@BpdiPjfppu}10iZD|T?8hmW$fiz=l
z56Zcl{{V)ONg%n<uOhkt?)yC46YcN$*I0C9a(8B&nn#dx8#0m82AZ9=V6J%|iec8K
z)+W2wEy_;#7!mDN0AMPPzyJWQe6BiiUqekGdvO)~aooq#Y@izEbx#3kdY~<1D_Kr|
zfw@Ee6{Kq}rQGr*mC*IgPL~M$HwL%0j{@sjM(1m0mJZTK^9+6!&6wIVhh3-XTBe@G
zDHigl?vO<|6I4NEIacPSOM(U%el+e<Ws*-?21)5nNh4#!b59*<mN*VS#(+J>DGyI-
zP;uIT6Q_Dm=kcXD=}CddQ9y+N5t=cMIi$h-Y1lZ%IiLi|1oOvg53MiKmjHe=gaahf
zjEZJ3X?hRvpa%x^<kIfPU(T7p29yzwDF}EtZnV3xOgRRWaodUoVnEsEl}|LqITWCb
z&;-hUYWf>Tn|6h29aYev1z2Qsubou$^{;->Wg|qk&-VpoH)A=B)VwdGYFn8jHj|!@
z4<Ds-m;N8|J&Y_YZ~oT+7~}6_=xedxp0wb^a;$SoHCiF7o)M~AUn{rU5<w^XV-=qW
z&ke<W0d)<v^6b2|j$!J<pU$~`N8$FHcv?#d&9k53Jc`jyETt<RRuf}xT!UGfxwxFE
zIb~ncyKPIs+P<1tyaq_eM@~g^^4papI*><VDvG*iBa9w%Q^$_=w>5-vby4-Ir%fTg
zL)X@g1k)*VxMR7ks|z`<1`wKlpP)%Jiqeo2b6s_<qFNwT13k@Bb|OStZI9UF`I{_y
z)!o1jKT1Y!X`?K1e=0<Q8~Xl~>;cp0XdN-ymyGnJAW_dFim@5N_Nv+ABOQ9w@cM(-
z)}}%(C^_p=uK=89wMGb0?@r_|ImKjT!zY|{s3mTo8kDdDpsJFvY?=jP#iZU-=cQ;g
zrcu4R4|>Ok4<HqOM)H&{dr@O(Jqcb=6CDjzc`|zE=}|n7BVYn+q|kgjCBv+<1CB9N
zmC7K}G<k1iS7iA*;=KmO+TTlnGXM<;w)$nbP%?2@R~JunCQnaF)-eL@<@4OO6yXOz
zD?Oa&o&_7QFlwdM&_z3WHE9E5<hTK`*0J>;6WVFhq%x9OjxZ>a<@S;WPio@zn@OjY
zrDP?uk(zCUS982K2H^vPgkhSDo-z$n(u18U5Zn;G4NQ8Bwmqo<D=`Ceed<))-1Me1
zX8}OXNTiHstpHd=JxQxJ;Fsc}hAAYFDval#9qQH8R~9jCcqBr@?_(5Pb~Ck~5!&de
zV+VE1b{yilXm6vuxH8Eu=@{plexu>0xt-;T=t$?Cvv7Yp!@AM$ta4<9(0cvl{KW#X
z+S@E=1Q2+u@Wi>t>MPFeb$iPu$KOteJl8{I;)o>S*rE3s{b(hlsR$Q}Mod*`H5g}H
zt1AysYR8<d---kwPzEtjGT@%IXE`3#6M=(36#N&4zSW5w@8>nt`AV^a#!ofL_&P;f
zja5m(d2yQR<Zw;_<FzAOikgMhnHw%xE_yd2w4m`TsRHWXKkY_;p{!=)deUGX)PtFw
zb+)Z#bU=<^82<nZaBAr1q0Mk+HDS{~TAB-+t6%jqx{vPXBlV@qS25cWO|Ehu63-q5
z#0um4$Z%^;J!aNRR=HwPRA*~-G@4~x)QAB1?ng>1o6t20bsrE<E957V!56R_mWmp%
z9DTHs-6kZ7TRjNi)<1|XBTI1k1S#cD1anp!#E_!-R^SYGtgT+)Tw1F$f^*-!V-&<(
z(|iGKt62-LwVQW-LJ`5P*2_!0(kvr|S|>$Z0tInbTI8B;k8Ki?9kGh)G&`B^t)rGn
z3CQV0leVI{Q^gnVG>M^}4a&m=sXSMdTV5rN!!$st&poT#wRmGT6043F5nd6h!S;Kp
z5Oab+_vVx>u+iOE{6tG#Gwh2HX`h3W@{e;??6r$~3w36ZL4HUab*~_}l*97_f+>So
zo>IAf2Lhk7L)7{P%T<QuGOVXQ^?a0duME??K|QVtxvtMh@shUHn2=9;nNocM=TEG7
zdJRt9hS9$V2NlKt0KzMOr_4-cnFl~dL9Y7GR=2o7Rzb+C>*dHe0MscpqYW9t*h}Qg
zvhEjwyA~W8>7q!&1}?jOjb`}QS+~*b6+#A{Q?*7vTIH@UE?&|jXC#1?%N8SP`c)-y
zSo9>GC;3qB$EP(RIQyjM9E$Qtyj6K=x+H+4r;L@xYroR&<ZTukyM<#R$L|T`(Bokn
zo@P;zz+^lXBOuo~tN15F))kp!7Ly<2L6!Wgp(;v-BN-X0@~#LOq@>ovJd<1aajWTp
zrnisnP!4y(GlB2vT!V{?SvE+Fq#klHUj06&KA)FHI2_`#uBGtbi2;vMvs9e%=SA|i
zeft{dg+|t>YNeUuOM0XMC(Z9q+Z?>c*!HgHSol+LQLZ#wnC{`mb_0hWg>W}|ZT6cn
zj(A=t9hhRZQcq(=JBraVl5lbBN|HQhDoDq@K$mh37!&wZ!dPVWQ&e5<Z)rX(zSEcm
zm5TaiyPYq`me*(_x=^I`U~&3al^DpuToLuA24p-FNyakxk(8<SJ@VS>+UWzqGQY4q
z{#5s4yA|RVTHW25%1pxt?$>3c`2PR{%e+$f<0t%U3E}?$m6_U0bF-B<u*lCnsf`MU
z%8$ycTkE=g>_EjR40*#ENv>Eo8619fgNs{%eJ-YfcB2xfs-A|b-FQbw*ON2ZBoep$
zwS$k+sCn|dg9P=hXgt#zgc9!d6)NjtoDR3}r%|-sCYdT;ApQm6{{SlCFEsnR37RXb
zc_MIdLn#DTyEIzT$+`rTFgX|%Jl6AS(5yP<oeji8jqWhZ`1P%$RjtD3&mn$nsl`gN
zx_S}sUbU+HF4M0`Z5sJum;QLp+<puzfY&@BtY}hgzO;2r@gNyf_|~zgrLla*O3tm<
z0;Nxz7(7)o8R?8-kzLT9wRb5<(PS&ZAkuU-T`oz+YIS8{kbep;RmI2QN-1%i=dC74
z0+<c@8eaW*qaWuqooNVObDB@mm!9VakenI-P)8tgD9FVo;gjo{I3j@#1o20$AR{0B
zdQfn3dQt{1eW}Aa<C;T^aA?mw8U#p(<{w|qz4J;3`wG<m0I&^sBx5YUQC|C{05nTn
zjC_K!s6>f@!0Sq^L7+x+O$u}CSdvM*JYtv^EuLxNdCn?W)A67NsF6B0LF{WYP|&oU
zO`GjDK^%|uk&GJH3PWSHB+U#6S@0_2-$7XO%}e2=*fMFik;uKHeh98>`wHg9?8SJY
zWF19z`p<|6Ee)d*d$8y$nJ*-cUPdm*sV2G>!FD+nV;EcvP#YtI#WOpP_!@fW7#TkF
z$s7}*IHRGXCmjB?gz$fr0v(^5ieon){c1wq^u}OKAQZ7Jfma~o991RGa(h+SamG3d
znF;J$7$A1<L$Cvn#-rSFF;SD83eLuM6`Y>NqH;$#=A2s`R5B6Y`BMUDTq({usT9j`
zAXNmD(xbGtmgYc_f=ze24~Ik{Wtn-#a%rV<;#JT*FkOVRuO9W+$na_K1dkiBj0%G0
z^=*^OfOC%3lJYZ_W^9wqYLZ2k9^}ePG0Ccacg=utP4jkxny<SJxRF$mB=SfGernF0
z@W-6ypEEOZ2*9eOhCaBa1zD~PAQPNZZtf$N*ci&Qu>%#^=-wBy)-=H@vu`J_rDtm%
z6}QtJTb--OZ(7Yt?#7(9S29qrw?!BP4%EdAPrW?22amf>jPehyStEcTfB*)rMGi>h
z6HvzqcgZ-#V)%o^Yhs4Z%P(-;5;?^IV`EbB1*MCKl26|btiQunY&>Urs1VB)^jPLO
zIXJH=k#1RwGZQC$-RbE((R|KI?KI;gx&zZ=*b`Ln_M~xhZ1xhKtcNNMNZuZKP`;Ue
z1>Aq#RvG-O%VO5&$jJ<yHl9Uk+iR&C100e-<GP-eNkRDuzUKC$pg^w6d#1EZe~kfC
z{sypayf7H<v$<D4+>mW=&%Jc^J~h-9AeRpn{6F21K{cZt{{V)yMg8nD>GPiB=1NX4
zpj!JLX7;+CmU8jS7|-6pBl8t<+r*a;;7q%~?m4eRe-B)=O(van4dftnMg;yMxx4Kq
z)<-FIV$jR|<ONUV-lR`W#@YCW34j~$PioLx#Fa@5575^+KZc3<tu7V+0NH<()_jp_
zT5&5PN(W*`ADsfSE_ioPapDPrld+w%gI(NLX(7j$GJ9tg<=QS{zXY5TNj21crMTvc
z6wbt!11o}i)PQ@}BMz}V9IS^Phml$kc%B^M;vxt4lb_O+g6BcE6m7_;Ej2qE&-FJ7
zTl=Sj`BmHsKtNX`kxjjkQ4$tX6;~ws)sUN*1IVPhOK~FSVcfVOn-rbe(70OqkMKO=
z>hfuU12M1*?YU^FyfCoG;u&JHK4r379qy_Ehb*`N_v18FEA=+1Yv_1r-y97z(kv>y
zn~c-6ZF@$%XH83U#;4`mCe!?@l<|b}nUxH#R~<JTS2YPaJol?nxs;je8r<4#_3SC5
z&vhe%hKg)3QR*0fTJ*gaP>)Wsf+_9iR#m~k$ge;6V+2oOER7N~@5bVwpU%B46ckWE
z#%n3)>_zTW@dt@5PM;#h1n$L103ok6)BHWDc(QAQYGQ@ckg~Q3`d782F&#b0i9YZ5
zMR2-b$*Wxi`9OXE;-V#9$CvA#64f+`nKc`E5RUyp`WnyE^l9$yHpYxV>t93=F7%6q
zxdLSiz?0@5t#TS&yb;AHNMl}4MFNE~?s@FmGr%xckySQ4EyrHf=vsm<=J`iYO64!n
ze|hqbo|U4N!sS~{X5!3^jz$f3IzNpL<c+~3`d6PGLudQKx=#T{l6aj1qObtqFwQxp
zG^{IF>MzgsmcJagmPSYxB1Cd2!&g8&CE=^hEd*D0Hhy5-$dZOoeuQSP>j<M>x5AJ0
zN40Z~2ipL^#{U58S!-*dHr9t7sp)q5eyJkEsEeCq<1G<W^sBa46JAELGwp%{l|jZx
z^{f6YjRo2OiU!VrR#m4OdB+^~p*yWhTAfax;|L{T4a)2zfWo)L(A=uDZX4)%uOGZ6
zN|huW_O9bgWBrqC`8)CVyVXhwYD+KcF@EMwfBMztT8+!w+#Riq9`)*XzdoGBxjTBA
z@-1inKHu@Gr0shJjg2?O_jW8keB<Am>}`BarTBu^$<{3*oE{4>!w;bq<Jmj<_pRMA
zh>h?_tyQJamm6x1uTuDHr)oQ;(60vaG9Z}XkD=*af2??4Q_*KBb!{RM>NB6lyX_WP
z1=;~40rjs#L`$t2ad4|J1A!pjkItvsIJ-SZ88(la1d>L1s|j$eksz&q5=9zcI7rb(
zPXTdU?{oF7ucgfti+e*4l!HiAspqe?LZpH)Y2cHblSRjSlS6YfCn)4&xHZ^#XT%cC
zD6_b2!T1L~D~msPRqYpzX5Soq!lHV|Q8apW!cT6@!aV&cA@NQ1rW7f_tpZ86T%7S)
z7mB<356ZZcB+^eDYJEZhRPQz2LiJAfAQRfDC>h2EGgcIQhN)Oh2@I2N-dKZM);jgv
z3FS++SWn(b20^Tp19wi;^y^f$A-il^)I2faPY|hpE%e)_{wR)6pK)AXweZ7P)8lFF
z6)&xT&iET7f53XzTz=`TZ6bM6f0kDm^kY=y;h|BJJQ{0BA!3pvBQH=#Lr|4r$Ul{P
zzr@QsU+jgS?9lnx{{UI#jo+VI@fQOowTtFgG`R}S>-V{<3o4Px{OYOu)GtadG|QtM
zLE@9C_NXH#e_E7ws<~Gje@bW4k6IU{F$y~NrSI)b{y)N;c_M%S2TEM$>q*=3r5}2L
zV~H8*+LSRlG~eN+UY~^_62`zfk~@m}2Sm8HlSZ~dAkM+Tub*N2>GiLCvyDID9Jg(Y
zor9cKRS1!!(Us&HgewEc{AwL8M`+IHV~<l;&sxUBrbY)GQ`NT8cc|`(5pZ$GYG6fu
zsl#OxGce=UxP4b&n^1EcZMHvOT5pKm&CUxk9PygRkNQ^dib1gRARKaOcAn$#J*lzv
z{3>7I{Od$W-%JyVdYlhjclM@^qMSbQ9jUNl79@L93-d~T^+5f98bTafKJ?`0nuv7#
zMNJ>x{AdBgInSp`vl+sH+v!!;srprp)teI^o!?JtR~uKZ4K_c%KD3gPx&E~z3})jQ
z#Z6;jHSC}woxKUF%U*%usMBJ6i`%s{t_Z)O=rLNtk0Rp(HKTQYsr#tAbt0#}C2h{r
zjyqRB=~|>+iJo3b>s6$aBQ!tVH3Y|spdprHnqYm{sH7*3eQB{1lT1V8kf#_G0F$1)
z)YJXYd({*EuuwCl(RJChmLWiB*yO3HHQjsrU`B|W5qjk3HO^%5$?HKUJ!*M%xm?;<
zbgDxP)w^h0?~~KHs81|2&osKTGHI?+ik-cVD7cKD5NrNf`xS`|D{#y^Ry~E4#k`{F
zTQ?nf0R9zINE@ytX63z4TIpZ_ZQxdW>O0#)ISsYiV)Dqs{p5sTejwFU((Mb8=e9q(
zM_TM{qeip^kxBOzgQ=n{&4f|UVN{81$(KWghGQq1tok<60F<cpBO~;!c!}IOsiYk$
z#d9Ha4MsHcAjIkY=$IeVtvBu0(2*R$h#$istwPNcZjFi@^;3#VhG`+ov16XBb4Az{
z?X^aQ#E4oa2dXg@ziZ<w(4Jk%OSpTi>y!D{Ei$N)xF3~3gyeE+xv#jadJ5k7e*XXk
zgtk(jL%B2b>rrY}Qd?<rTtRab@C83{x%{h>fS)Y#YTV3z#KR{942moxoPu4Ns0Xme
z^{t;fJ^8M6$^O)np7pAv?fhykXj?M^F-GiwYO0gFtxmj?nqnMz$JVqg^<6^D0Tsg)
z{_Fh0vp<TgMMD{{{{RVX`(MFp<ifl7W*O({R`tzl3w=4mVW$V>3~QdU0lZaa2n2K2
z=~H-~DE|Pni|k#-@QmY}W~DnxGMc(Nzl9pr&E4eoGldv|r5GRWDE_oj@ZD8>Q8v{B
U{RO%Y_R@-~)^gBP@5`zG*=9VH-~a#s

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/images/image-4-Industrial Automation Machinery.jpg b/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/images/image-4-Industrial Automation Machinery.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..ec361778d988feb13c16964e45998cd2cbcbdabf
GIT binary patch
literal 132958
zcmbTdWmFtb_%%4V1eYMe9R`99t|7SF0D~kr3=#$l5+H;G9b7ZG>)<Yd1c%`63GQw|
zm*4;0efOOGw7b=(`$Kn~I(57IJkPCrpL&{m`U4<RRa8*~pr8N%D9;DrX%Qd~z{bSH
z!o<MF!otGA!N$cS!^eB^0*{J>l#q;;nx2l9nudmf<uyA46E`yr4TlIPHy^){kPtn)
zn3Sl1<ZD48f&T_U!NI}7dx1xZk54JUNW&=b|G7PN0*J9O7SPPmP?!Ly#3*RQC{Nu0
z`saCKp!`n*{GSa46%8E&6AK#$_r-IEdLjTS3K|+JIvNHBI{I^O|L5lbbYct=Mt(U=
zQXLB{CK#DOP+Sf+^PB3Q<htW0EP|G9UvO|=QczM+v$C;saB>NOghfQf#O2>AC@Lwd
zsOsq(fDMg|Ay(Elws!UoP<IbcuaDk7zQJF=g@lHMN5m&2CMBn&en;fy<rfqd6_=FO
z)YjEEG&VK2{OaoN>Fw(u7@U}#nx2`Rn_u|5w!X2swY{^ucY1byad~xp^Y8XQTqppv
z{{`#$`oDnvKX4I0<3dG8M?=T@4;KpR$LAA`7#)L=ACp8*2g?FR$|MkkP4*@(r}`%j
zv!Lz?xux4U?n@S-zpSVKLHi$M|L=f(`TvFNe*^o!aV-Gw&`_Q~9vU$~2C#KA%!~(r
z?^!fyQq|*sH+N%w$><njAJ4{`qsU!$<og6*)YI_eZis{y+<&v&`}zbR-oO8*?|$8M
zm7^l%&u=8;@hX5Q@TT~1>LP_dz%y6^vl$^cAG3{^I~no`V0|98>D>^B{hpa(A-c7=
zAQwnUn_eQi)-2Y{C2?rwQAtW5ASPY6#ZKc{V)s>!N$Cp>?+BsovARV%VjiNypB&G`
z-B(forkCGW-*JE%;d@&p673MS>nEs0{hV9WFr}e3jrHe*Y{iyw99U@OFERYF_A|h7
z-VA$Ra<AZ-7VSGxWlVu5Acb$o<&fdpJ1CLv*}mM9_A)|ItH5R9rsc0!pIf9jK_3#5
zrdFF(?k#h0YJBef$%<I5bzH+bN0)b5#IxAI{9i3rm{4mucTjGM%s2bo9=_rBUmat!
zSe}Juoo&6UF{*_LqfY;Hcl@D0szoJKh`E2H&o+&!@(l*FiqOyG@s5rV`0sz8yjLog
zMG?TEpzj%W=~|2Aw9?O<+j!U-_E0Pk_PONqe1AEWl%#TTYw!`C^Jl9f|JHf*wz(l;
zZZdyzmA>@@-@2%|H<J2Cq4>}F?|<O#Gf^FUeNgvbL-7WmX-|~}XM-+_9jlAfa!gV%
z<24iWD6b0=vO9Z##BStz0|mVfT}KntxJ|1CVlZV)1u+G{ybu-vzeyE|6?qWh?Qg$X
zITx&iRw-a%bRQcttdUE0pvUpX@2K8p36<!yS7Ih5H2mK;@eV-MD%E&4S<N~cEoU$n
zR911x5aD~pxWB9Qm6XjLj*AWWoQK2~ZYI0M?XsZ)388H;rFN75B-<gxBFpSDN#81N
zb(#BP!2S<8h!~%~Y2K6J%I)-dOVBjzE411aLs$B+FY2r^xZJdr*T`_@r{B^f;{+m4
z<=z031l&m(JppiDvLF^+r~<4E?*$es$q3S#%7OWd(o#UXE-JO2#i@FV>u<Wi`OJFC
zhhKNNj&@`ERq(}V33qj7hEup9wQsG7U$JM^!`aNgCx9*xbtwx3GkF4>by9CuHc!g`
zeMPUMvq!@YN#;MtwaspZgLMMVgyXMOy;9lgFu9_NAV0WDrIZWnDCz~?T{`)fs>9S1
z9`yWypys@}tuy@dOlViu@@Zz0DJt)hSC295jQaRTAHAZ_Rs9oyzS5W*Xk|kA19ohz
z4jeOK?n&wH?=0fTqnVtIuyoRN*iYA`OWfR*<2Im@oFs(A5?pl6gs_OP!4uRXL`x{Y
zJLw)tYQq#c0Nf68LX&C{vJ&pPFQs}N1nh??Uc6|_42e2afoo$40b1MbS9cZp<<Q8m
zMG$6(8rhSw%K34_v=~g8oJy*e)^Fn!k0Ic#gmw(lxBeXN`)`#NLbmHYCg(z%=1!a3
zAy)@`shBl-uUf#}z|^0#_NiIjk;>m=@CT&awQJ%#<ZtwMly${Pm-N+LU01VwduU0f
z5;<^1*U7;yMC%16Hf((EJ^BfFt_1!*MI=xsS+QZ+zH~&LVT}ArX`|jgq|j}lTN8?g
zE29H`RlrdCTA(_^-GOeh54yG05Oc^vvksayJ^6ZP$m(`@6(W5(91fwYz}2<n#)iKk
zjrd~A5bLXd%5SM)*z_tDJ`0>Xj`~;6QpGj#84I#%qR(IrewoY<GvlK~ZK)b>5#vvQ
zLU73292d$<gF1_+rb<So_K`q3r;T|gBDrA^vQ2bcoPq2C+KyjAPXKa-(FY%q$B?80
z&;~uO(!KsH`(ygz6F^?|^7bG1`or!m^S(gfwawmWN~qA+PfHWgFy&>(y<2+zsp5M<
zJq6{}ed-)q4GR_zWaNU=iejEK$6f_>OWCsSy27bup))q7<}25$L(@-2=Z2DQ*vKaU
zHKP`hPf+#t+sc1iO?z^x`FeZba}%`3a@JnmIm?3u7P>aOiz$}FMpW+id0PDKnYVIk
zV+tH8i_4gWkB;6dFRRQ1Ul$*$Bm&%(Sk{7ico?W<i%?-21vJ_ck?9j8?rI3mFxk03
z`fet2qTSWOH~Ohm1%R;$zr-TeTEYBrp4HR=dHv1tid^*Gzq6Of$;>`7yUg`n-QAwF
zE^-~0Be&m;4cn=ye$zu5;H#JD%3X6ak7)jX<Bm0i8-}lQ^|Z5RdgFU0<Lh!glVA2}
zpLB~%C_)sZu=_#U3lLG;WI?jje_k-7wLN8Lk{K#mOZ;p19%+ePD;e)}*eGaR<63er
z&UpnRrw~WwY+L&=8iuHZS$!n)@up;W<c5L&w1<bCOTW|QLS9uk+hXFpK$Vz`H^UB2
zFK{FWNO;re;jWb{l*_^5BrQ^(02ICy2Pt@Ob^qK_r!l)2^NeHS(BNvfd6p5{FeSi6
z(Qde2;_<zbiDG|A?F<_)Aw;a!Vh#SeEayl}q1-i@=`OcyEbxei%<S=ue9AMtmlQDB
zH=d;F4RD$%3iY-fHhA~h$j?0kTPFtjnq#qlV1FWGqOEJTn$)g%kF$#3?YF~-n5dL}
zqs}>Q#n(%kuFZjhMt1fH#T|$D{U4xOmJPPAYdUtx-}c?r`2CrQZUQi4rLPqiLI}iu
z&3cL)F%MOAc#jYoo0^kg$QQc9A{r|y7HbVW>e;q)iW`rqCH_1C+<0!D04hv%k`iYt
z?16|9C<F56u<6P5y?@Si-XX5$#iW!MaTo<!Jv01rE#t#*%LC`D1k)F5c3SgtPW*i2
z?N0!1*>Z`%%l(MuCqS}g^Zvb(0^wKX$4lzZ4`aE4!#p>?nX2BA2nXUQP9ootE6yGp
z{K51o%iQR)&{A~@zIMJSAyl<`=)KkF8S<l<*Sp#xw|#?}Zt!vRD%jw=^tS4u8NutF
z^M{X-*S9lj;NFh7V*Va0>I>%Twb6A8RZdLKU&YB-1zZS1RV=ar7IG>q5YtwwFM{%G
z9vL+jEtIk|LhPPne<o&A7QbLCh0O9Z5t@Rij`GJ>!D?{b%VW7hhCNOhT);N+wNEyB
z4`b1D&>X{U!}TtVDG>E2WK)!*-Q^$V6cfV5R3p01>0z-AkwokjRZG2v)2`L$bfGNa
z4#gZtjKi~l_WOr#uUK0J*6?^g;hI_l3C%Cb-XHF{I^3)`^;lHbnGFo!rZty-&FF@c
z9&ydnx6+)>l+}=^c}a0H6;%^k%1Pqp&$FDbRPr&QiVo{IMc3D9I_$iiA4X$K`kdoy
z5V7g^gIVmNLV9D%s}JdUU3C5S&X8V2P-LdL+Jt#}=*lU6?tQ$590#VJ-Y?N&6HIg8
zS>_wfn|lSMw4_ElcrP<4uBgJi;msez0D9$g$`W(=&XVWg2NfMw|I*mp#ioq2sD3;w
zNjH_cF=qQw1~>FxzftCLYxS1eu+lK@6A<f>L@n#~{KEr2aMp3dJ?6S-C#HO$W7)7w
z+DxmdZi`0Ga+7ld&;6ZIgS5kuZpwqR5}Z^|6)TmC`8urJ+9foHah81Irp+g+P-{W$
zE!8cl>0o*l-Q~>wZpSYKd7mz`HT!PNX$4mY4ZdajjGKG`vm0lpRq!O475Ug56;V}}
zwh!5wfV;{?akZ5Oy(+(wFPJu1YNywM|5$Az_C*h49}=MZN3ZH@XOXUDq8=c>Kqxo@
zotE>X72I7#SHT%H`A?hC=hbHnifT18+zH_~_se^o45yjXtRde5J<iaB2Etw@Fc)&d
z(`ZU4nQ{d*l7z~o^oik9hT<PHC|#9k^d><cUe)b-Z_vyX_o(z5s&~crDo+KCPSmhc
zfX`{lcylVEtZf1$^oBy|#e*-&@l6jx82eO!sl<*cUN^65FdP@X<EixhbNOeHBu2)+
zi$3|O9C77mQlC?Jka!&GLBn@UlBo;h!Qw!_DCs{jul>JXA=A9AIo{fs`Nx2^;&&lQ
zMI3P1BQ8H4L;X6ZBby#m#{v8CD0Ot}N*vRR7pWU>8S{Y0kVkqrw&^9P$M|MM?yfbT
zKw`sCt>7k2y?-%v$df#O&t0)ki0`aGqRumqg|kmJVX|GnuD!8oOH3ZO$&gF+VHNT>
zzP5VxWoEY%XT!aOE~71$XbF=}(*|8;orpCM3gktfkQIOht14nq4RcG%u#ByIGcoy&
z7(|0dj6{abi4>8Sm7TaQ^Y_?vH|vf3jTvm&Y3-r&_r5#$b9u!3D)W*co^T<#{N@|X
zYw2U@g31#>6)<`CQ6%OBYj6GfUyoLHx>=zVl*e(i32h-GC+lL0?m{Mv;zZ{lxdRkW
zx~u$0&#B63%<cxN2r$g@Q^`;>%5HeKO5o^PdGyV4k#H4v=}#|)h1tG)Zph3l`jw)0
zfhA;-Ki4uo$+!Xu>!PxL>D2!%Jt+luWh$7F>n)`^N!&oium%GXAE)^KX-(v~n9OZ$
z(4X>)UX-jp7}M@i1#Ymcs%C@^-59#<z&?uN2g<lW`xwA|VVJxN)z6HRc<$8hl&_bw
zt3WuB#(<<x8(#=v(1Tjdu&W`p`wQVMM8e7=!Y;+>U}TYL|7YUFfe%X+jN&`4ESe`|
zgpm#4pu5N*gaABQX~ty%LNK+s2vvYOAp|9_ol$6vfEJ(QuLGb!sJl1eST;LCZYFjh
z*43e$%P15x&!v7=%Thd&=wFYc9Q{zNps{OA`bT8gRO*eWkh%lgfTiiWq!m(<V>xId
zEb&l`WvUeWy}x&b?MP}T;cZLMSvN{2Ep(g;9j4O~0wA4;w;2>SD&D^<{JB=Ul)haL
zZCMjWqb#4H96)A|h>uqrS2^hGRt+4gVv(054H`ZH_R@Auzowp>?3)GTJ?1|EqZ3dS
zr7wrVcl@XVe+_~6Q-=+#?j{Y9u#HBLT;DOi`><c}LGUyJ@qx#L3&^ZaGxICju^}W*
za!KvFFFHve0?zXskVH4cl*p{o^^zP2+!f%_`+uQ9YcCR>0Gd%xfSdx~VV`$h*n|5C
zjmWaV9S8H0cZ_LIfVPge{vleAd+o+&8(149gz`FX3*;I1@HOBYhBG`dh-7#P$G@4}
z0LrP!tKzKS%kn};+OL|qE&F4(Cm4~J#HRgOxw8x%-lS&rx#g?)E{T~IEh{oaGQXP2
zb_egr+oep*l_)i3Y0u@+CX)Kp2`>0q4CP`hzPgMEz-Gx(E3&#E3Wo=JOU9<yW||^)
z2{%)>ncquy`O+eXB*aMDqSFQ*4ZfCE_`SMgA99ajxP@u#&eSU$C2k8YeCm7j8QLTq
z!pwhpD>QVbA<6BBaUS?9WWoBZmO2pt)TnEs?eHv?E!%fnF}`ok*TB5B)W~IBxLs`6
z6Pus_3RbItUvs-0(%THT#Wr4>x@#Zy>457=#~cc1ISCvT_+Lcut1U!xpk(az6f7kh
z>X`OKoi_YM1k+Y4@~f2XbnYT04O#12lKLC9q%XbrX#u^!G%xOXc9yB+-S(@@wbb1Z
zn~VGsMe*#dAHjdAoT$e`rZ*>#B2ZP=BZfb($(dm$aYO(^f$jR39KJNv<IB7r!}p5P
zIk_vlFxhLqMAFxr(z(SO*T`cMZ-kl8A3e$l4n1h@xsjP8rP$)?(u%C0;Q^%^zIItM
z{k{zKN;;AmH*y)&mSnwQ04rQv)~ptK?{dU-@-C(FubO3RJ=qm#Tmo_>#xbZ0Zcg+0
zBVCD8F4hJrhGeC%(<SZC4My0-SH|{>8{!tXWOmyKwPyPL^=lSd%x#QNZKRo1o&8w-
z+g$hqN4)Hz;jz%7;n$92@^(kAwJk?wrU(oH<v!@wjcrga%r`yBO!3f<q%oXiI>|*F
z?|RrC;+Sm6BA^Dpos}rFhZGjrwb;{9C1jL04a3eIAU*J}aJUzFdZO{T0_c^P|8~v4
z0j5n_<;!8|mtCHfl)>HN--0dm7?@h5B>JqANQnFqH6D{f4;!BGEoTx@`quuAAgjT3
zQF_&9LXX2!a2qWPvV9en;qA0t;Gq`@*Mvk1#C3VYEf0z}(Ddu7N<7M!f%4rP8h@E*
zO6L`ta<0qNbn{q>=e&Lp{f39uE9KId_ht6x&;0fDSeMj?C=Gr3PL|)kwstIg<p?Mo
zk-3Jd01kB=(sxg*kLtxJ(LYv--K+0~cAb%|KG>5tU>%jcT%s2OZ^?K75v}4JQF2;s
zPXImT+~l2rZA8x}<>dpN1{o1Z3x;lE?-AG8cDsYrK*+DF!p3D8RZl!=J!9lEwVS$!
zvP>ObyB}&VqderIl*|X1dR093QMi9T#kvoyw@kNf{G=H4!TZ?A+RreDHf~L8&B{T6
zvH*?zZ4{K~T;7e7f{b8+G}?i3qDWPK<_qS;_%In7E=O)G%2jq|YTmwD1OR84T}N#q
z1}aOl7Cogi^BF~s1}0k|1X%ITw?M!O<23Mb#dR|kgi|E-Uf>MBP{!w)*uzMTMk!7`
z*Hs#uvUWG~xDqr;Fmb)C$=lQ_0!6t<!%T_|#$^w6bW$+9R3qyZxzy3%mxsztHUPb8
zx20J@J8Nyg8+u4o_~Ar(e=}+}a8)$_y9QCq<3T#uI>;-X0H|w<J*tNoN;pOCrhASX
zMLQTG2=!Fk&`i<`1BwIPR#n&2@3;5Oyh;OIr~8Fpq~FfIX3sga*<Z3n=59^L&;t3N
z05jChFGN2l(HPjtU&rV=;y6VY+s`8lUMo5pp=AO^)J&BSlcrY{dumIPZSvRi3>%l^
z0+wlH*6^bjmpL}!l*a>Q&4beeA$-2NR_*|aX~TB)*vKIDkWGY6a_2ChL~2y`#`PQM
zyIkMBZ{y?Fq}`;=4*YbHFx!Rsch!y03)nq_Gvk^D*8ja;{eFr4V;E`H71Od2U_iVJ
z3E+$wI<<KM&<Ooj8k=$SGn~>+0daINZv%nqNRed_DLmGFN`I0taY`eYlD#-rKBODU
zH$CSKgM4`5coOZ^TY>d(X&NF%zIa1QQc>po1dwvR^%r~u^+mjE?XdDCybfDu`SaeR
zxU<BDzRhCC0lOFIy_Y87Ywye3b%GfsL071E|LxuBX94?<05@{)9@~4-?kmHFyJlU=
z0GY?q=~LRa-Gb50ez^q=AD2<$O82REM?0qyb&R3tzFP_M-~^MpFcNvyZ1~+wM$dj;
z0t>8PX3=!=f>v`tQqF#I;q7N-Y3ucN-}<^p``*Z{sP9XwJHnh-eSD?g0+yS|M_*^4
zw|!@!x~`Ztt!ZwG-*n#4i2uA4-EGM2p#c#+X%)UT6sC6QS`j@Zj?ZdQAg|w`=PAtY
zmuVrC$xvWkec8Q>(d9eXoG)%${xy#H9z%hJIzCgUgKK9q_`v3F-1so!36Q^QC0#|&
zdk<v`RZ4vSkUMqz1VBEB77jL!6J~9W78hfu&>9N)QMP|qb#@6?%&_CV_uJD6T=Y1r
zy+tIoiG5-sB$ab3sv|j)N#@FlkRMnGs0(66ck2i$@vzQ>*Xv5Xapu)-G#$1RvU<qx
z(G#OpT$yL8Bk?PaCb6YrumdHO?%!6V6xX+RmG|>^M`q&N>7LXN7t0xVDJ+5?b{-Sw
zdszdKn#W}E@-XaQ{Xt>Z#V$UHGp)Vb65xz5{Xdt;L!x7o#QnSEM}wefG4jU0U1<Z_
zfn@43^18oNw`hX#VEeMWTIrT{bnw6o!Fm--&oZzQsh@!bn0sV?FXxoW?xeObiaZx1
zO351Q3i1BB=oi%(fPi1U;gu)LVX&FNe7ZK+{*cTXR~K-Lpg7`rE#Nr#L2o&tO*7yL
zpz&k+GR)~usshzsUy<skTToBKqAiyTlNcV*+}rKZvX(jen<i)2Fmnw5P_<<B9(1b6
zUzp#+@_MP}TE=c-J^nI?i%+W(1XgqO%U{wl;u}#g>u8KR!1lf_ruXnDP39{XE{#y8
zi6w;g5_&a)N-z-`W>mg0Ax_(k+{Gw8utsw-cw>K)bZ+|_gH`Ar|3vdcj`gCMkS*dG
z4rIsjmY}onDOfh@INFj?4FW~I`5AID_vkt69mb^&ps}q6aU?GGq`Ltf^!7<gz`7GK
zPL(zK2DaIlEs*7mEu8bcY^e^UmqnM%4m7q$#5K3rM9Jc=iEGl&RqD7L@k%&96O7&8
zrv)i0YVwye!b9~YH#hjT-ToS3^sZ>8RJR%N)j-5*;o^tKO~*3*U{OFQqB4(Wx7ykZ
z6)Czgo5Bk}D!LaECJu!x_8s+D$v@T+`YzJ+0y7)76&OoJ3tFf`zU^u@(KnU9+(O#h
zEfOLsQ4AOWAX6HHfdn#i?XFFs1DL%3<VE?+W_`}E8Qz{0m#g5hju{P<oDZGNZ`S`p
ziMHMjYt7;@-MgHIdPh<lyZv@n+P`cf^j8dSWp8(0{cDas^0#<W9ArgO9Juye>tirg
z--+z(%R<}k{H^4Kec4|T(uul&T)1wKG6t=K47IqnShlQmV%_`ajF5_>$U)YWjZPMl
z9G}{qn?hz4Vb!$YcH+RVNn5<frbVwB)iPBqT0G~zZ{|Apt=V$!Q&+@-0+l%*ztL6p
zcclVnj3K;u01X(V!BJM@f#xDx6g1+ir*9#<RS1BsG^a`Ah6^VC1nJDOQ|*Emk9-a6
z7_JIl8Ytwv*dAgZ1FNt``vWbtS`<ZlY*m9D#OS8SHPVf~<!F3ff<?HUH0LvC!Zi2k
z_=jC!RMaI8len9o&9*_)&^er8_gUgMq;7T}n=3xOnWme;xcgEb5t~F#roh@{w0!l&
zhru=v{*r+@^Jt8zcggy?+-arHR9AC(INY{=QX6~gb-t%Xut7|?h0$OIkYnLr>Pq)|
zk<jMEI*Y4VsR5T$n1{VtGveyDV?q0C55J3=gl%3(4?_&FM~t~wxgzY`WJN5U6L?0#
z@;N=C*&c0>k4r+0Eu)DBx5JTO{^}MSC$={L>AxWSwnx!D%lv<7oTX<ULX;l4$}0bt
zW-#Np>7MnUW{@-R1o%%h2t3U#x@Y14-QlH7KDv(R=JMK}X!$_3h>x(@;;WU-dwf>a
zFK0#4*?>EIdRuw)^4q7-Y1~>ni(**n`9it6w7d?-Z?+be@W`<kEXi4mlYil-FW$;T
zW6>A5u_HYmF=7?g(zLDyv__gv-~EiMr?~5WZ{BUuo+%(|jQ?h7rZJp(e(lAE&adAJ
zHqN4D`Nw1mO2>jtH#UsaA=w=(QP}r56{|*#B=i0J8G{Nw$6W*J0ZjHC+xd1E|4poL
zx#C9kk$hv#|F_2YzQx1sOKG1eQbMM<Nv7(#)GaVptouZZlr2w6ZHy9A^L*bh;+nmj
zcv#Vl@O^8WU&c!+%h*sq^)FJ2jw$uCo*bH!oD5!|#{8-@xk;IY@QLP|?{7!2M{p`W
zNpZ9mx~)M)Yr(vvD<%KNDg6kb8v$J3Lgt;T{188F!2@XIubeN2T~1EyxE%)siyaTy
zwaqGIrSJ6v=MYZYoB~-n74N@Ykf9nL#Y=~zRK?#I=OQUu#3@d?+1bQO;XkOG&{LPF
zM@+(FX_Qwp#6DC|<Ri0?AnNv?gM^k6`#9xZ-^I5<p{KY+h&DH?<2T4#aL-iD(rX(p
z(aX{-;zY@05|nGCq0IM+Px|Ij8BI8>JlGzcEaN=3s|o4Eddo2@c)sAk&@8VItZQo|
zu%oT$0pW332zM+qv@aVGLssIg-<g9R&#E5qtvv6`Ou96ppsO)!J){#NEW>SPjkP5Q
z+yAD>{fx8`^%Lul5b8Wt@tp8sEvLXwD976Fx{Id*+cTvSIcm0^Ct1tvl2-MGnx5#_
z(9F>={Y%lc+{GwOUgQVArHzI@J4!m;(}k?Y3eM`lvUdd%qPylMOV^B5^H}}fTO~bN
zeD6P&#l#m$8tA{W-d{=gvesHtyiofw_aJUr`(2g>ce)<1AToIib_!-|E@?NO)N$%&
zpnMfQ{ke;jCSr#ob<Ph=Hb+X2^wM5huV_iH4A+sjj_7XIzB)bctO)Mj!}F<d)V35F
z>#8DOzH)(0wmSGE^yE{7jvA94Zc`!gbtN5=Zw`Q{D_06Z0QTaF7;U|WaF>-lM52MY
z{ebCqx(%1Jl;Ee(A|bMeWf?8eb}gii^IiEB4=b!lQL1$4qV!e_|9zHf-G0(qTllW9
zFWKzTngIP}CqaEv-nC~qWq0<>f;$mt)Hs7IHc~6y78g2|K)6J`z2`hO8hmW<b6D?l
zRBr`AeSUw~fo|N-Tb+f(3($8vF}IH0ZRVVkmP)drAH0wCT%R$#R^Pgrtk~hK<ve~L
zcFzD7oW6eosF4p-UvhrpIB^Ul4wKrI-IySRxL%eC5KMU#NO5BDk^7E0D8dl(>0^up
z4*dI?`T2Y_I&!(6akahk3s8fwpyIj{p4n)UI*J_m0P!&evZ8{QD2X3)6WaN69-f_v
zg_L^KSE}OUvb}raF*z2}yIZMBAQr0)DbBC%X4-QDQfk8KgBUItf1E|vC#tz;uYWbH
z-ENadfjzXjdzvcQ*>_bxZzZ{*-c5yJO97KI#_86t{RIt-+(fsK4R12JT7%ncnhRd)
z&wM2*S?mj#P7ye?WdXM>F<h3HW!$wGDhR_YUw$JAaEj|uZi`8afM+U$7||79ct`>B
z|L}tn!lK-I21G|33unTKsW)RcPfhE8u=q8x-qlQTsg=-jZRPUCMSNKf@T9x6)9>ft
zXh`8{9VRC_<MOyHX5N@i?UU2Q=5jH`zbm!2Ldwv$EUqN8{z5F%q%19u<>A#N%)4vW
z$9Tk7m1WY^WU7hfM^gmw@q;^Rj-1Lj9sYQ*oW>dZd6$T`|F%)pHSJ%yv5L7-by0o-
zWC=e#`!wy)wv@l0nY*vq(QSu2E`%x}m1!d~D*?*4l35SazO}t=hV)r~HR#qQ6$=R0
zBi7p6f$cw(I&K`>NmI8sd{Jham=sYe-Fa(@I9|g~PKQ=?kL3COX($n~@LiQG*=PwR
zb8e~kqgd@o%=#@HY`w!VtsMS|T*W2IWULAp63?2cDGas#ChHWPM+=mH6A0A)_LH7F
z!ZEo<FaO{gROBgSe={+8@W|4_5?C&6xBaXwRRjWfRS%>Y89xxCiqhN4-y+tH(ml(o
zqA&E$@Ko!;(ZN3jSj^c!XRRq}jkKGq`>0C+dq0UDWU@^5AB)FyBCc%dnNh`Ovtr)0
zsb30Qdkc*coO1d24lh_eLP$*ueyxKRZ+_7tE@x>q6<{gM=(F{NzKO;|S}JwE6d~5^
zUA}&SZf+feH5<4o0%#BG;5JUtC&1VDq|eSrMG$>~@GbeBQyVOOMqemR42F<WMp4%@
zv4aFAV?o^&3jnl!v&NkW21d?u(&D1T!UN3j(6>H1DoI6@yTXL3V6Gi2zAk?*-dB0j
z2?eI4vE$_QK_Edk?*k>@kC9^{!5+4>`c2PaRT5GkxARAuIsIhcPBl&<T+l>BElK{+
zD3fYyWz!E8n9~mDY2#`AA_Ix|aP5G}DdY0{6e3RQJmakOAVi*FC{(yuvY2&i-!W1O
zJr#WW$ZUpqn0o>^$`sgGHny3d#B@{OXSI>V+--ng68c8CoNAEs(58lDVcm{vFzBtJ
zD+3jp@pn8MfGq$e3!R~0|Cd;A1oa#uG^&_SbN84U!#ZKHK((^kmv!p<&ds0cb+kJB
z^;GNyU79Y)nK_SuzY}VuQhBiF+?1dtK~38;mCh_vB7FaJE0nMhs*V<_JZWCC4@n^s
zfvUe_&p!k8w1(cUFVq&8D*tN!ds^qA_E%mz;9!P!^!AE!8`Mn6LTq%MuI^Y7IkjF<
zC-#Aa_h?o+q}g9VFmHPdcmH1f>mra)b@PLsIA^82H;sNB;*vkd$)s|o^+mZzD6(k>
z7^97mn|_YiA51y9;Mw6~x)kX~lJXl@le30s+~Qs5XKhBO75(7VzCa?FR`%^`cRoJ>
z?0N+kDu2NAg-A1`1^066C|w<UN=|FX@{d)yqxtWCn&`lPVOS}32h##wcrO`drEEPW
zh#k)GIvpa!hE><EF`MU+@Hv%p?6R_JX!^T-d^7W;{99sTd*)y@xgF>WvAfl0GmajT
zNKm)<^ARDgKljhE=9W3FOqBN}+Ew{1Xr?8L;#9Okf3`&JkJ9MuBQw!jdQ)M9Hxe(k
zs6Zt8qA+bGHTLvS*+EIOE)<D}8o`l|O2<JtN=9eDJEqNVzpH}aAhHr_=akU4M^VX*
zhmXCasON>MpDKE1qpu5vB6)o^FYpNt)fUn+pS8l&klVG-Vq|sMZXEJFeP5EOXr_xv
zJ$Qn&Q?IsKEUKfsujH?TnHt9EzRrNN=yp*yBIdOPgH5NcE3GOCUpBJp#1cSdQ6$eb
z-gQwHp;AyCn;r_bV8>PITThXwP-g~Qa?g5I5w5CY*s2uIORjQ<p5_u;mI%eUxe3Dw
zfa2>VFCxYX@v66kS7egx)U)`3|7I>mAlLSzV#~pr+jMp1t!WW3MoZCsGZD$7A}M5G
znZ>?oOGc%cbe-GxW7Fz^z~1IEq|Wi5z>s&168Tz4<7q7Zh%&q9cT61P+gKV{uCv35
zv=k|LD+eg!=-|UF`?-M3#`tE6x7V(w08rQMZ8GQVw#JR;xcM`)NaF$)uf$kVZ46MR
z0)uwwfKiMSll<`XK(5UIdWR6lO3})}BBWP<aLgm?pi*&<w`ghPK1}(tYU((|Iq&<8
z>-?$bSg*|3vr7GJ|3l73L+$l?MP!4Y0CXSzN6^lI*&a%2X2dNg0xf<xov-4n;rE4X
zMy+GA1*ZE4J{WB3#!fU$F9>#4YMoSMJ^|(+QQzG}DzPS!J`Fie-1Wf7PuoLo_51G;
z277N$PfPA7l?#Vv+3F?Ph4>sBo-M$trL9_%%yupf9;^7%mzoqGG26KYR7oNi`e><C
zgvNIQq|A60mU4U9e{v6sN6%M47SxmvTp~CG^2d|J4inN1E!HY=7ow;>ki3a!!e813
z_0QX%YS<K;e!m7a;f0A`KLK#h_|A$h157T(Pl=1m&W$e2OuEMRj%f$GY2mVTeqNO_
zQ#>AbJ`0$kj+{R++XaCCkRErO*+EBSeIfIU<QqSjk{vV5*Bq?)Q)IZV%g=U4bY1<J
zoqiGN=$X`vq;kKXcAk4pWsMOiehFesjDeoiWvnN$3=F2vHZD}zTS*N@wEcvr#PIkE
z`PfD0Eg}>4DP>A3a1Y!Z#~&Hw8+D_#j@f`CM}5B?Cx5k$EAl{U#oyuZJ7Ye|9EpqU
zLl)wlo0fZVBYIC%&UxzXwY-A~yFkcd;bWGBepxO~2c7h}4TGO#=TtA6u8V(XCZ243
z29}>=&pQ-|mf)~#*DL;ZU<1Kg6&-NVCcZ39ezYv9SxYU?rn%Mo^!CTcFYiD6TX)re
zd`=(KZ&dD~emC7&gq8h!DUMHonprm9Jc$#L?dsn*Tyx9IW{V{#-`xZc&4WvKi59)d
zZQVlFsA_-iy+VDKUOSI0rz@&lKNa?EIF_{fMaB@;)_pBiMWIh}b894b*>+(XEV~f<
z33j3^xM2TrdcTMF9)TGDveMn{VR64-aNw3#d|FTz2vuSj9mUO>Xbu7#!OTLVHf@?~
zT!vlh2Yn(sw~FxZg%rFV@+g_)W)VaTt}s<)p-9SQ#7h6*!^osEe<Xt}-9^eIgZBy6
z3K@d6HjNjl;%D=EgMlEo+Sxq=M{T}Budvp2rsT6=#P?LY>|!Sire(Q{lKX@NbEnm|
zQQa4^QE19dM+)Yr_+NUQKX9G6p_J-;sX>blsobwozk2!j{!b%)lDkHS!>d<4uN8Y8
z<T;dzOGVToLobHkjfcP<4-MMrcL^^+`8IdG;qlkR<_vs}beA#{1dg`S0zjZPy1LYU
zVdQl*WPe#~l}PEw5OXXrsX4468rENNcAq=1Y%KRD$n>k@*6!pNaq5ebebV88jU)HC
z#af7~pqU3><2_Sn+~mEZ_{fy$+v-BB=3O(Mp19hRq25kw_oUl#Ua$V~;VB4>Q^SO0
zAO~B5R&6SjxQvl%x5qr%Kh}j7dKKhR>ljO=2rb=x6{qSJurEa+uc*c`b)^G&Ek2H_
z$gG>uStMGCKX_(WkL}i%_)RpHV7i|EHg4BwP{tbwWxR_s1`Fkbpt>?{P(FU$tV^~k
z+no`)P>{1+X~|<v1#a_&U|4&x6h2u~KM1284jg|>6)g!2EfBu3JkUEmTc2sE%oRH<
z6a7FDbMbAhS>7xV{`owiQqMHf5UKQ>LM&y%dZ}G^HF`wBg}fFTB4p<?vD1tUda4c-
zNT6qar|Pr1j-#w0Av8G*Aj_VhRwtJ2LzByP<-`Y&S!+9p_Mp)frU;Fz^`KWtIY>-Q
zP@`Z-WEbiU^F0&v2z;(fGEX$!<u4}jep9S9^98a2qc;<Zf!>5U$n}O0EwCrzb#e?K
zPDy73sy4*@!Ws=ijW^#w3qXz1)ZS|QZje=9eL+;9HP2=P09^OHcZBpeU=UZy{zNW@
zOSam*7ej69Gima1F_EsH)p+NgX?`*FHq9X3mW7|HXrV1$1W&{6ZEF~VVcxy)xD!Z9
zQL7QKNdbJ7S+_SGMJaYAbj6?8O#EA}c-W2)J^kZWi|CQ=)|_$^U2feEc5jzH4HL&j
zR%Q85Q6$$=?xq#t%w+rtKXaoz!$QTCgxOMR$2z{K01@uN8;9$eYj9^TbZTSFxn{~9
zkM{8`)>g50Gc{D;ckfh{iPn;X`+jppUD;zJ_pmE+fNi1cmXtcHxxt{_+#ARyVS&k1
z9@_?<SBX$Jy#pZnvc!{2@nFNFh|<`oGzqEQ6+${m?#yTr&2`&D93XCxAHrLp8x`%a
z2I9bA#Dv~7&Tl*c>fzH46nJDF!}d!J-3@5*MDD5|8@{spYuTS9XW<vdkSgZA7SOPF
zr1pR$RYjYlrbl$0NKH*RsF8(AD9RxTN%vmZ6@6O{XOS?ZYj<4VSNuRSec60z<nv3^
z=5;bYbJrEZtCIBq{n#FE?MFg*QSqgj5ObL4cdZ6X&&WipmWzVtWiqRZeqCnajf$fF
zF>MUziDH4&Wly(BbpvzouBmW&O%!C~H{Zc#&?Q~{yf-FA-SnX9x3}X}R9F9LDV%E@
zbc@|0+JjpCi;DihUDqq40bb_qGIMXE23sqZ?TNew*4IBwUGQ}?Q%m>He#2&wzRAto
zlYUDV%|gR=kdtyl%$*vH(UgY+L;j+<l{UlQ!BEy#s({eOT{D-UO7q50x`l;aC3`)W
z69Hh-B=1pPb5jHM@K)~tQ;<2WjD6yIVW_8z(h!f9#<(ZtK^v=uRIhLnu2yr!#~#Fw
z6v<*{g^!QShIMvoSs3zLY#Y&^$fc(#BI_JE>$Dn76iEzrDB4~B{<8?XZq2y-R}@<3
zM?;L59R(YGHa$1bDf-RY5Y(rr6LA`j9t;c~SZg=z(&ZoL{%Gf_={WhDsaa2n!01po
z+HsA{PWbp}ddtu%!MyeqlflU{@Ti)8uq}7TP04rvr^Fb|beW)IXW$u0TWHLRNrMct
zVI>>Gw?0jvL}yG4858k!p3MW-QPJ5_%Pl`SY@+OfuNOG?S>1i2P{o8?!-TE8*Bd#4
zqrfE3I09v67rNfn1_=#Bys68a`l89NvvHmGLqVsAi}jp;)VHOz@Wi~5ND_xc{$I>V
z`4|pUL!JGn2U7E}tH#xs0yis}5Kjw_@BQAyZ+~#`C7iYJ$;4GEwh9YNlXTRYius_S
z?a0ypHMje-b@s^t(;GjQ|Ds}?`-s;W#81i1XvNrPf%qGhk9@ryz;zn$Sp6FfVe;uk
zlJv#+Oa{e}KxW&l)jW;asO)J{&2Zta`$v8hQ~M|~I<bnOo-_WFmDr(&rGTXFaFZPJ
zWYQbU?w<1)TU=4Hp46kxf}hZr(td_2p{-WPF_+P}kc%?IYi=U)UO94;uB*SuA%4n3
zNQ!VZ*%0xKq0o}gNGX?YQBGNry7`O%ECC!DXK=9*w)k4Y;8z5OtJa#7cpzXd?OB`2
zfaQsE`Nrm5l)ujdm6bv$#wOI$D=25lKdimoD>@M<jQpvivr_T;Rdiui?zXRORw<`i
zJcdKyN_@%@{E}X*eDUPd(jRc?`{s2-PB908XhqA16|uth$=7RS$<tjIKPxO(7KdtD
z--}{x-Wr--ZLQ%jD=zjywk@KPXRfeZ^j-ZO8xrd!7xwj-mF!nEYFs!78GR9Zo*evt
zeLmIPX>kym+BQd#GoDwoVWVduJ!j9jf8hI&%Yy%)EM)kAIKH8`uLoJASp`ApNI$Dp
znuP2kaw8w%?vO{KM!}me%j6B|mlbgNhs6LzkBt13?|Z$V2-%WJ`{JeN{|ABjW!+KK
z34qBZjQPWt_pRS?3DMnJ1LJ>{&kTgA)N`K$HuPt>Vw0ZlfR*Z%RtnKJK#{_VP`C=X
zPqpj`z@uTJ6KBX17QJ>=WVM;!BT+AB%a-%Z#+mmuM^O{BM;8>O9AqU8b#HWrt~Oxi
z&%UQoeLsIiSFfpZZqpX+?QG?LNoy?--g{jH;N(<*TK24y*+rO7E#xb2W{<VoOF4vT
z)&&UFW$Y=Eh3+b#PXO*Y^3HRELLpkJIx}$F&qU+!iM3dm?2CQbTb(i8=h`qWRfnRB
z!Z>vz6g4GzB`83AqWIr8cFH1l9VKm{Je{jgcT-SV7e${E(nqOiDF1Z`(EGq@>cB(x
zQ5nTI0&!>(C~29NTl<j8e;``&I<=auE%^!HJ(}~Sp2Y@A4@wO3U2AL9K{w-*uHO@Z
zqbmv&u}?fxIFqV)&iSi!LmLUV^g*@Et+$`RE8(7gAG`|(Z6m-8s6b-53s7EB|Jd(%
zHZ)Gmk{(rIo9UyEnVe&7^3ox^yss4|-l7RytIzV}mR#KvLN5<r9f~)8Gm;#jNx{{(
zaTB*}Tl1GTqc&zpI0jlpKVJ5w%(&<l-jYU#@(9i9NbfRi2kR=k6Ai3SWE-C2uv{L3
zDWjTt2^4(YeCgCb3RN;kJ`&F>tJ`48h@a0}c3EdSj(Lg@-#B<>wPA1Xn+J+FTn*cV
zPAgx$+#fR&!)c?uM82wH+x_99pfe#S^43?sQCFEYHfY#`CmhlK=H>T1H$lBVulY_X
zM-pR}6?X(;cxf<u%6;F;SR33bjw-K0DW%Ev@Mzim&DRx^3;v$!?`UzE?|M?Zy0CYD
zu1aH(RXh&e=HD{WLk|;Axc>&8)|6g-6dSF|;esVU>2_95`4a$bMZ@#&&8I(Z5tz`9
zNKeCtruqi>q2<TzS@P4Rgk;9zcC8ZkA{s7t$g5k;qz{Eu=zul#>S2dj&|lzCSwCCy
zW;ouw`UPqWq_-wMO>b#GheH*o%W6OpR4y;v_<;_a;RI%6E}W>gR#uNDp^0-{aI%>+
zMSa;C*Lwtg0(A38OK3Q=%ZFrfE4BM`!7ZY|dokbL5>KLjgi?3agKbeiq{J&gq)<S{
zRqPnPv*ima=|U?-#on*p)il;PI(|1`u{3U^Te7V6Xot?wlc|o@bpZv+=sK?pz0p+a
zrd(WDnunYfI+ypePRfXOsJ%}U8{As4<!uZ<vfLU5>&+|HE7(=<DoiDb3c7cZR^Br%
zd}-cd|77h4&YyYVpNqpBE9kVl2uk={rX!WySeV0*%tam}t3>`Xu5h1St*IeGfu;%_
zvF_lfq9S3OQT<`QN5y<+&2Ea>IE}xU>vGmXe7Mb5A7hD=-JZM$N-cF*Kg4}{MqSIh
za5S+(JFnA}ev5kr{RQG=^P%(^Owtk@yZ6d9Bdgk>((oZ4`^jDboUMOolqMo<;yVkr
zn`w(a@P)-8+B$AD*)=|_tu{OUBBlIfVBP6z#Cfmb?8u*WNYzQ->xk7w%JZWgI{I7_
zK=E%@V~u}vpW>A_`u0UxdugSRRYZGSbeP<RLGer(bA#`6>fEf#wt8H`R_O>9$RTE+
z4^qY`6vs~~TbSHKvz42g4%2r^niolJ!;9FF<d9cDD$M#Pte=4f7^U3J41)z0GP<P-
z8e#+23!7mP7sk_}QKk7lM_<&<d26--zp?hsyPQjn9Cpj!S_0afke9$7?|Ye@6`lqb
z*G7iG_31rr`&wwrN&#*xTH)Wvt1+dEN~vCaY5y2`qRqVU&iEJcqEz{cFBqhJN?5~l
zGnJP<_4jB^=`+7-aYr0M@<P3id=+bQ*E?^mEBN%YwjALSN~(t+&@@ga(1H^!Vn&)2
zz-Wj*?1!1Q{_efWGn&Jo9{Ka_eLW|sVL-Md;y`TjzypH5C2AxHz(SfgPw6Ufv0SZH
zIc*dFa%~<Kcqw4&f`;a)RjaWCE1z<Tc{7m|mHU8U?+j8>OcDP4vB!Z*!m=%*QO~Yb
z&4>xq532qsIFRis%8YeVo-xn7Z!&@X1o%tm{y2JB!F4Ni|12l&rY^kx)J^}*cv|jG
z=hncPwpyGpaMuv@;pS$v-sDk$Ebyys@xL>EeNW<K%nEqOu)&m)>TYPa`{-Z6PA~jT
zc)CZ0kx#)Tx+lZ>Sw)Qqzf#;lg*m36ITVY<nyv$Kl)pSG-ZG#5kTUpAj1n}zXuJLk
z12&e9X8J9c<UB?Zw74sp_A8&`u6cCBQC%J!dCs46IzU5>w@5vCQrqHqwMc;DWPtJR
z!s~W=l~9%EGV&uZD;+#tU-*DmGPG)5RH1Hi$W8d3OE6BhiS&0L?e2kSWoGz=Uu@+H
z(pzR4ci>$+<e8-Im4LZYQ#Yo%j;Ld35OKc5Mzz*<fkRFP^_1jB@X;O<ogV$nZh6;&
zLq$&6KU363-BWYiIZ*<@)D24Tt59fYw@zC%IsEUPWs{MMZC(4>>hE(w^CW830*Op8
zGw}fwvWPGj_{jwuh84x_nu&z7_%KC!$sHrMOoGg#SnczDC{uiqIdy+E-a%cFct-6d
zb%pUI*lrUDg?-Iq*^qI${1FE{LdY9V`)u@HPWycY0PXq0^Nzec1b>7qLqT2vyDz|0
zTeKjLDjOBy;2t3lp9Zw)o+vQ<%*z(dM$Mq-=4@Wepx3#~?Ysh=NO!mWK}0M8)w46j
z4Z@LVbNNAGo;0{a;Tf!GAAM)Ub4{Hlr3f`-c{=qLk~e6sit9dWv;gKshsC$0KY%vc
zxdc~ZPR0%5y!%J|p#>}7$v13p;fNodWJ6v>O6SB4b#TPoz@+ZjpW`-mCY4lQaOSr^
zFAg<sTq7jnBKB!z_Y^z=sJ#qDH}oy}^@=o_QsnW9KvYh4efg_5@3h{AY!Aad@qkHF
zeG6>yDq>y|;h^0Bh78?VM_$M|QZ8;3jeIm^c;LK!s83hhw9E>?ek>rvm8>fZzDB#9
z^on(pf+{VHlEk_ySK71_Vleqb{|5f0{cIJ#5h(t5gWFoHV!hjzY~0e|-FKVEkfvVO
z2?Ftnu6v$;8I_7^d7m3?V&32jZ)vln>>COhO)bgLqLii(^{!a3x4Yai@%rpp4vE*^
zO<g%r+w{CSQKUHsm*>d|0Q_bgB=$Uq3-Iw54R}A|uBT5QDx$zDdT?CjoiTH(VjkII
zD;!!PYxc_;i(wHXdHxbK9>|<y2v5G3xG9k$A8O2|!KD-~zUq}kcuQ_9hVl5O*93Aw
z?%aufu)6-i+(hGz=vdrc&H8G=C%Dh1&e@T_dWPtPs&Ag3Moq*o87A&O1Y8f+J0iP*
zHZ);wUT6MyGxavQ_X|fJIxyF3FG(de2k;pu)#JhUvMgd<6;IJ3dLaiAyG5~QZLg;>
zV)r%i5FAysqO1>}^5inj>bmxD$v@=@F#Ap=>{Dv0;8wA;lhF7!<=~0;p}~@+jdYTA
zI!9;e`H8#v^hNVlpNi4`J-c1$lGYP|WR@5nVk<p`$jm5<A+2-kr{0|-lIxo&Jke|s
zDzPD?@_=<hD%Ygk{IZDC`h&ug-c-^hZD@k%*dPv8_2SU4E?0Jjf2yS_!|ILL-%kJv
z{v8jCbgi&ue0cqy?>oU-CvND^mSA)5QsWHa_HL6fW~9T;RrT%<)^;D^Ps3+-h8fZZ
zobJG7=JC8?4yAbTbUL`Ba#*^I@9c{3h*;m;`p4MoE#Te0Q`N22bD5QyQdC`2MLjX7
z7!Y^<{$qI-zWo9C_Elx8I0o~1rDFPQRiqgKj$Q+ks+op$?7JHr7MkNm=6|zEX3+!^
zF!Mg=LVS^~kZuy4j~Jt-hB13Ds+#CmKouyfh~D~1c<%Q!XZECGla6cCK=Gq{ZNcIX
zk7t|@z|pkLIIWyvU-mGp)R`JD`<IO=r#h71?rJm5@r}bGiZ$^yUd<}W52w3CMqMj`
zAo2qxFHW_ahp|UEEF|@H2@_^Aef6|79nuu$N-I8kRFwVXY3x2h8_$D10iqGx-B3U9
z=(n_iQ=S~Gl0NCn5LWZVXoTRyn%#>sk%Tp{6z)=H$FX6l@jj{XKHm5t%i<TA<A}2-
zz{}qEr>qmPC?@Go0Itg@k`ak0+h4}Yb5~uGcb084Ym;tLxYs(7;oFS@R4%q&d(Yd=
z_E3KIO98da>+W7QesswvH)PeS-m1m^DJn)j{}SopdTEz$^4s?21FsD1^MeBHjlSeo
zs|G5mOxNOtR4V<3WB8eY$!U32+JH|&7=%~Wjy6ir_FQWL3;O2H8?}|{cSeIqn~cM@
z1dtcCaU?eE1s8mVFqD1KRY~%yqEO{~o)aDbh{!L@3^l|4*?UMK<c<4A(NSxVa^IL*
z5^m6pRIjcSFZ;AzqPq0upZ76jMQtcsS-{6!2F(~H%301cim}fW6&T-sA?^UOg`2TP
zm{#~Zsu}mCV;=$OwE{2luc5QE1k?f&5zS==>Zu*eb+(NE_FkMPk>%=S`PwXE!tLrk
zdi;7x0(Nx>Cc1;*Fw^PJ#vq9b{@D5Z{X8?|bqiRbO^2;nJiAvr)3G88>^f^g(~XzA
zb>PuOzil2~wD8ZI>Xm^Ggy#wH@dt2J?}fj|Z<MZtpjE`tg|jl0T4QEfg85B0-Lz5u
zlAhx8#<BtFqRbo=GY#Xhs|?7J$nuJy!MeGP-a<w}&_f=9CIDvUHj~xA5mEPOS8Xfu
zFQtSngsl6lTUmSKrO*}I5AR$33uZ}TNW)>+Hyb-d2im73koInk)BV)Nhr}s~<|5`#
zh1K>8J3-Z3k057X1H~tRF<Adp6A~d#STLd_v^0*0|DB<1``1mhG;qG*m^XDG!O)ZN
za%h-i2Uto1i>MyrC{bCa(TZF%8i)13qM}out3PLt7_Td6GJOpzLvKi>17D^zCVd6y
zmGH|Uqh0gwIVJQ$LCRRX5M6%`1F-_&p&Yjjt5gtbnmnafenEad>UxCwxMmN4;g60Q
zd^|`Nr-v+nOdEAvWmwEm${r=#T}}+d0KxUsBkvz3E9Y~l>*W#W@4uZCpNjMUdznqw
z+cUCV9mZ>FKxrWjjsAyxHhJm7M@38HTu4jy+`)BWY17Qj6Yp&r{|^A$KqS9b1DsOb
zjLC!6pQE&b-<9p&n{<A1d)JWLbs6*tTAC^_E0dahU5;tJ@M=U}Yer_b9C#Jdcx|JM
zHuHjOn|`2Xx<3y=8?h{Fj~DzmbFU44a^}A@Qdy7)V_tK4-*5m|pm>fHTTRQs&ua7Q
z(0Tl-^3=IZa|_(gQ@OT`V>GNYJZesPrHw*1K&LPsdJ-^4HS14n9wb)8UMsdKZ373w
zoNgb5a*Y@VgI!mQcNpygo(cy1aa@qxxy@b~-kpw$t5Z`&Q@T^^Ycl3JO393JYg<Tc
zTU@?5Rjg~N%EWLhO&erF{KiAaD0;o7s|m*Ll|ahO{VPvOC8p-4DO~HU+JV#Q*gC{S
zcB!rHlJCY4!6z!xR601$rIziQir#rw#VaD8on*kQs@>k*j!Fq8u6+k@8pUq0frUU6
zRa?C>(&p_anlR5A6$9&2*fULI6Uq0=4A(EKY7@4tG%>kB7y~2TzD5+~DYbLzr&2WF
zuN$33ou$2`fgn(TDZ-DatJR64*~<jcJI>M{Acov?$sqp#O53dJd|R5(cZKa^=M`ys
z<+whz=$iPBZwEm$C_63N1ok);&aR(qfaX;sS6KG(P2d@lbC5S}KZSiBI%&8|%=yd}
zCZQ;^$<8nbZq;6Yxtg~4=L3x3RcXh`UfR|y^5XsTwfKK^Z4RcQ<b_-|H+1J1sXS|{
zSlsH-{gqXM@XQAps(u5tw7S&QE^v55jP>N!zm0T#GQ#FJiB&@nnL+7ZElx#@()Y3H
zxXs}&rLIk&>Tuoo!p7<)2&U8_P%t-S)tjVL@zdM0pDox(dFh_trB%{n)9tQw8Lhwu
zM`dn%@mjti(W8@FOTRId<WL4HhJ3!(-c~xPDN2I3dzqd)i0Sc1HLS&Vbp+Qx;XO)8
zb$5zFTY3}EwRN5*@WWhLB&OuP2YThaJ*5jRb!9RFO0w}?Sa%s=+Ayl5u~$2Ju-1;A
zgNpGjSvFisr?VRN#v{morFho9yLBs(+%<G%&ds9ne-v5HN<W=?74h@*oiWEHp#DVH
zpH93H=xe@(#J(KTTm6Pw>#L-bIqPdo!FB3sP>j{7U;;uZ5(Upn=}X<Y=DLd35D|)v
z$n93Vp^Ay(6e1LnSoEa)D#w&5Jh4o^WIzpG(OYi4WI_J`maF{g5fbC2Nn?n$TQ}$y
zW&UEauCGm+(x1MJPl*r+d|Rkv?wJ&i`{Y+$Yjr7$MlnAx033Ztu6N?3MSM$fCr>ad
z56D+j;g^8vdIZh}LE2B^YsjZBcV5S>T{liXr!A^1iK))BWWN4Ms%`u{^{$J?uWu)a
z?w;QpSdO1TT;ay-itMEC1?X};+35ZZc7F%zv9Zn-h#!S<D<Rx6J!`b^0awxWSdaYj
zZa)g-<%vYD2WG`(hjy(bP9ykfkQOG8E=@hq_ND+q#w)+6#-4`nhm}6q0X5n*aVn5T
zK^4PjVa4i@JJ)Ja*?M-aJVJcOehscxPo{Zl><3EGE}aEq>2bK7fgDzorzaJ|ReR^5
zOW`Cgq~KQWn;J=^%BP{tbGvr+t(`N?dl|wWFmd@;E+KoU>7?~ApkSBE2SE6(oqez&
zKkU~!xm%>k<UcjL;sQR;Y<<6_RM)=}ApO}Go?_sTd($O-%Yjjm+cg_L6y)(;@qxuD
zjvV~C0<z$U$Kn}79PW&fOuD#vF5`wgf=wm7az)}sM<kype=6BWmi~t;tIcmypD};L
z#^nc6$NAS$;Xjj3)D-dZn!}X>Yf=wi@UDx)MH<5S2QAKjI=b)oKXH`=-G98}V;Gv?
z5O~k?qfA2AsGxFK3VHc%?-vKFWAmozu4BDJ&UX*zT~GLbBMqv2&sUpmq&CV}e88HK
zBn&GP#PCiu%XyWUG7Rxqnnt<4EIS;p2Q}hD4(dah9?Y>S6Xj=Hk?U3>kYlZ6+g~L3
z!5r1(ddhU#+~|c=%Ypf)qu?5-ACXck)@~-rk{(=Dl{{5Yd8yR#S+rVYxuwXcvrki#
zQDUxVYCr4OiU&bPqyD*QUX{|m6l3<8$9T|w=}mCQt#^Jj{{T>*TH!jAUcMjrX!+b<
z@tC=$nqNvrt&Vg6Q-J21*i(VyG|)0d>rOQoIW+CnL^LDxrc;>HJJMr9(M1A~zzSMH
zOV)rCbfh%2P$4MA0+xUpGn$bpo$2F>V8_sUW|K6J=}eK2)|pOVMIoT1Ag9C253Mq!
zhwqQAF};m;U?5%IoKtOv>C+yyB)D620~y6f0}(3csWo3@UuhlgnA@$obQJ~GHy>Jl
zmAG2t9kWr~64D%uSC9VyFB$YVy)=sFlkZYS3Fp$21UGN3Ngi>@>sHwb3geN+Yg0@z
zD}aXp)?psCrKc<TfJO<dE8CM(dTH}$Sl1dww&dhj6L{GjGtG7S)UF{4>x1cBb=l#F
z88xm3KIw)z+@~4F;6IfJL7jLY9+a_i!CQiAt<?Ti(kSdl73uET<le~-@m$K^W7={A
zc&=QqWn){OA)RC}VR5w&70+%A2^>{n<I59CK4#gyq7_RUrZ~>d^@)2b2#DgfbfKL(
z<dgh0g{UI!<nvUziZ*jbf0&#43e(bvX?PWoP;Tp5`Z|Fob4hM=*GWL?G<-GW#~l`(
z;frLv@tjE^<IE<LL|n^qbNmLXczxuL#L*bDzs#(08pcT&&|dUe^g1Y5_TvC_9@Um?
zESmn|+yd{kkWaN~z~!yc+pgYgh19R-ZC+-8Hbj8{9>%^(jX6qA$J62}ML}HZq0D|G
ziY3U5+BwI#bOZU;#dG%8WxQPtvndR0B$M)zG5u?xtm-Q>YArb3A2*34U{`tOy&FJT
zHE#r%H+;z^KLK3N_8qu$`^@9sy8i$Sv{qU@^l<VKHw^moUrU%&jH#y;vp#15PEngu
zd!x#oN;yOPClw6C<g0g)Nd?@oI3bb9IjYi(sjpI$n~G<hCCgIA--GStn^U(~rSjQ{
z=C}M`;rZ?El6Si@2}!|j#8)}tHn|$TyIY}o7bJd_)p*j|S&~TSoB;q(6fdoLc!@u)
zC3_x)G@c$!tCY0OINMrSUJHQAw_^%BXBDyI=DvpR+GyDQoFLne?|1%{%~-{M4xJ%m
zn4_5q8T+;9ekNFE(=AqG^0z{La4VL(<*yfe>du-8&V-_swlFn2?Ox}?k;o$X8Ae!F
z52N17y4|K&{L+O#iLY3O;s?+SN}G@=TmitZIgd}agI9uB<P6?mIQ(l|9Me;UjPX?3
zlqy{ApZ!DqE6BV`n>A_2sm*%Ra}gbmYs$P-NA|pgcUs>sR+}#r^hYB;cX3_Dirf4>
zr?LJEf<KjT*97O@yAKaYf8iQjAN6-2{{SlPs;*^Ge(aLxiQFGrj5j<~x7hnr<JPNZ
z=B|jZbn%>SOju(WrZWRc@0w}rPQp<F)Y3tuG@Q|5(ib!<;&_|U)c&-CifoJq52Zx@
z7F2X)uZvJ^)h#6*B(y_Gp$C`4I%6mBOhsDws)k5(iMutDkJQya2wf~*8HBLNOOc<<
zSBpW}Bi*g<Qe%8cVLqR#6rE4b11a`3jNN+Ty8i$lU&nu_+Y~~(APPzP=D7zr=r|SI
zLQZg3I9yUa2jQxRk5P|yOGHLL3gqttM|m=i(h>UCQ}DUh`%dKv>mLHS?NN~Gmmq)7
zX8v`J9V^WRf8oc}r@8x@Gg1Jp-jqb7b;WuXXAS$B8VuWSm+M{s0GaX+rEoeezU%c+
zd)J|@rehgAfm|4-l(jt^5^tKs78Cyfr7!}mPjaZob70gK&?;T^ti5whySOhb6Ko02
zJ!_W9&r`Belp%9a-7W?ixBNeQ2)3MV83!lwuOp7~=XpZpka3Fdz8}QWLwaY)JqAZ(
zMmG$hNwX{-HPo!4Rl2>mI)gBgKr&|^jc@C+A+Wb{Ko}hU73KQuGg@m?s%|PJ%IE7{
ze~P4={t+uSLPKp_oO@EKNnV&!uO_No<$O)6wXgygI0u|pAt#BhN&C;wsi$i5$WshS
z$F*WHSLYnpsVMR#VkkxvjpTJ29;+n!lqHzwcS`MmfA~pvJY;T84SCOo7)Pr>P6!Sw
z)#kWI)osS#o%sAQT=iu12|@}^-O<cy2WN>SR_ToXm9OCpKiikHb5%7+QM^qs$2&$p
zD$ww3UR}+~pGqpq^iFCk_xgF9wa_c6--Z73e>#It`E?lE{i@NuhyEuzhabdo`PCaT
zvFdTNebDvS2YP=aoBm!Nk>WX9{t@$^`R2dMym_@3hF4Y3TJ}E>x=rD^NFVaaarsw=
zT;uHo6OMaVnTDH<H|l*23KXi;{pPwG7TzGZw>(J0n(F*H;yErQ3p0`l;F|Nk-*|gf
z+e?Ou50stR?OP=3J2RsfhowfJJQk<9M(ZL6-Z9#x5-7(t<j`xki)gAOIQ6AZ5MF`)
zy#95c)E)FZpX~&<iR-HC*EJ}WardjqqVWyyAH65>sb}#G_~Bn3^*`CtWB$~J);&|q
zAKn<Lq9C3Pc-r`jQ8M9W$@<r0;Vow7`dyQbo$DId8B>MsZ%Z2)&el3@M1J*Y6dj`!
zx{vzBp+*!}Jbn~*eYSEwHNmxCt#Bu;dIyca<JEq(=jW|@_;2B(=dr)WVVVy#W|sig
z=P1xI-j}5=DKSkB<B(+as~=}=pw)QCKJ~otn5`9x^%P20GoAVv%$OA(D%7ML;-SE%
zB*^heQgKMsiny4i0*upzF);|EZxsAej8IL;{Je})mLl8%QUU>~;gw@KBQy!glwArw
z4Jw=utys8al0v{@q5x+nr53qY(@{DM(=)i#>@qQoeQE+Qb3}dZie1K@xTGhFe$rZ>
z<m6_k8@A<edFxX_{;+*%3|Q?>fq!^Dv<~T;69M*hIPFcc{{UK`E=e?#w!~0RQBqjr
z&QsLqwKwpN9~wKm08+?q$4aSib0Nh~WtX<bJ5)CcHvwKU{v$qx{0M{VQmz1|;+}%E
zW@ugs70_tXEJHZWU@zXrE2GjQMMB4|a^ijirw{Rvc!iQnc0CPn*Gry_UDmeov_(g8
zTrJ?O@E-|=KYNtpQ=YX9wu0vE6}?CEspF|_m88@VV}XqRb?LcU=aQnOV;{t}f(w;g
zagHmSG3`QYsqvD!>Vy{H0mtE7*o~P^D_Sn}(+T^sXxG!CCqkXET-Kzr917}T-w%hM
zJY?4=sLVrVlIm3(x#(wzq%1OPe@Bdt^@OsLM-|a%!yunQL^nDyH|4R>XrKu0*!DwK
z{vTS$bK+$(e-2oEYQBy?&@Ug@ieCeXPl#eM=Q+v6VTrq^P|FLX;CsLD@H=#@_$_TB
zk(*)%W+x}>SD5XOp17_;*vWCJeC*pq%y{~m`6_U7O!|7VQE|}Hjzn)CBw&rnrpb~2
z0Bs|#lDP{-$He(a=yb>b0MO&EzKW{NdJhcm7wXTSKeXf=j`h^|9%j9J>t^S4X1VDO
zngIR4&2(M@YjxJ8F^#2{8*Az@wsa+Ae8vT}RySuW;sz3UhWUaO22wyZl`lhG7mM8+
z#B#EL10ZY<#<}@$R=Y5bIuU+HE+JaGR_bZ^PW$W{qE4|FA;N7Q_1O5!S-YOm5<58}
ziMcG|xQ`B8CBCl%NIpfK9Q^_2y${AZ{hR6VtV!l)pJ85hCO5@L-M!C3i(giq*~eI2
zUA2weZ5uRX2Q7|(S7+j>jJ_1Hn+I^gt~*TCN~P_&<z|7Ea5@}UpgsH&_$oV@6f%SW
zWLGvW@vRrjrOhz5sY*+mp+~~H#iV{8XzmHf&hUDg^NZ_{nyj+HkfKbkYt(!*airYa
zzwYDQ{{VOz<UB^YR9cj=L;&ZgtHQ}D(_F1woKzpOhrM&AjPJCK$?Af<$HgNz<m0Hv
z>t2}%A7n*Sk+*|hXX3RfbVqR2)q=99#fZNwPCDQmn&`YaHZ(i5Jr+eZ&dzx?ui?^K
z$52kdD_3mw3I6~N#>S#b+@GK|STW+PUmrBa<GPBjv7A=%m7;l0$X&*p^Lo;l&mCz>
zkxuAZcNj|!^xe&j(~9Dn2NeAWpuC>-48;2TRMiaJj8wmc+^BAJUlFl4g>)(Z0O^rW
z%QcDM_=V4fuLf{qok;w}ZFsvf{5H`fJnd!&^EJ=-Dr{&PykqYNS09+K4wKT|ne4RX
zMYE>ywv{EVzMFK%D=b``cNzYb#+>cWde>*-?Lu3<BTS9l6h-6m#c`wx?8C-fmyyRe
z9*1Y}(SrDa!Q(NIG4!mRZq&uB-7kMNjbHe9;XF?W^;7(fH^q)3@lEVtbYOo$SjGPU
zw7)bem-bgN6*i7dU()S`)%;N&K|Ly<lynPPdK}8StOsxLV!LWPMYEC`$tH9++B)fX
zcJsn8r1M*AaONzJO0%mXn`oK6Y8aUUgX>;jJDgKztqN+Je5H6D+Wd3D6?W=3XxTvO
zI@NfjiEoF?&1uTOfl)a%B+cVz7MbNbubW}1HanW?d;@c+T;1HPA&TtD$@i>(7OETd
zz^>2XS})k{$QW(FXWF{)wJn8mIB>Mou?ZuC@hyh2V|z5$cG9eJN_M|)wbS^5Nk_x`
z83=9IT<5P!?z~}V70!h|_`_|%Q|NLl7hbhVycce~5w(AndGzsq*O4{U?W=|MZdN=t
z{hCPfbIoP6SR5X;*WcK$mcTDH%1acHxePEfUi`I379OH;aqM33^6b@N=RY{FTe~rh
zLcok~C;C^A=;W@e4?n~!)%68IeWkjeo4@5;n1r<Xmnm9baR#QS-XJ9KLYleZhEb{9
zMnAinsj5f+028Hu?*p25hF@=pCSUd|DXY<bhEaUA^zLO{VZ1|fx#5`q06NU_)i3Z*
z9%uEfJFYxWAnaPHO&|PB2<^JM=|6FL9CfUw&i7W?FNLPT=@R4euL8bOFC1j>O?%Fv
z4&MjJM^PBfcs2e_^q*Sf!o_mQd7i{2B|SS30Dr!7S8U{H)SQ#`s*4lL@*?HCVy@fU
zOBmZCl|J>^2&>$xm0vEb)3>^9n90fZsf6xvhcx>;blNjl652h;G1S*a%IA$a$C}8O
zPqoyqLmNwJ=L4yYH)4|Jd#g4vT%?h|b#=k7XYf^wHu?-@5CYvut}o)9yeX(#6#zRa
zCm)4*G_wa&66l@va4HlPV~)}-j;(#=ay@I+G%Xq}J{7`%-nHlc3s9QI+;g_QW-f!*
z6`o^ON%C|y%c({C<t<13Vo<!O#V(*eb)-%dR}6j>dJp4gC*x1}^9SC%`1P+s@u>d*
zK_6Q4-ZNgl7x-xT{BQA?cc%fsG|u?NNIff{<6wEF`qPa!y;4Al?UXdg53O~&q(VI@
zdtqymwqUcVBRDnE-(CHp#31ZCR#h)_YY8P5b0xic({oZ7o2@3pjMlvld!jl*Y2|4O
z&@?m}a5So(m8GU=lj<RwA_hHaPD(25q`9<4cJ3)b^r^1xUee^nAo-WltLHqL6S}!B
zHr#e-83vohJ2c4^i9DLp(Cq%(s6`n7sXXShKZd#w37l%teQP?cs5XsgMLLNyvevve
zZn`OTg+r>7oL87gqjN8DUf-;Y=#T#C{#D`^I1|6r*A`t;Q%>ihnbJ{`<rtlLt84da
zqUSYjGq;-b&mMY_IOdxe!>=9b??gPh^Nwj;ab?S_m0a<GMVUToF+2m>mhU`qk&1Sl
zo8|*O`c*%Lo5g<hBfZn)2Gn6V$6Bj#%$XH_#}U~Kk7}iG2bjmUYsHIBZ2BoLaS)!g
z`06v0QpO0aS(+T5d~@Eq%_7}e9z}A4?~aw$Xre&@IpY<>jK402W)&-$ej|iK$mmBE
z!`*@hIj+~lrMD<2isJ7MSb){rm*0_G;m6yVm0|>TsjXFw>Do9y<59#gJDRtpLd|?m
z?lGU%yJ||wv(BcqNay@gC2duK8Q^0-O3aQKVolDZDLut>db0hi#7K-XGmO^Gx2DAw
zkf&e=igB)?7{|CyoTtqt(B~)F{egpyO>tU-MkFG;tLtDiSl4hFIj$o5*-VG#t>LO;
zr)bX1prtZ6u8%|uwU2C85?Y`mn&~u%N0T8P0@WpA@iRu=ng0MFOVT}SqWE8Ek393R
z1(b1E7Kmc-?b8f$MQeODdynllRQ~{1j%&`wUD2CNydAxy5$l8&QJ+p~2yLy=h(uk$
zlTysZVRi%N0OGlAK5N-^G;mLrd3yP(bljrs_CAuWMHa4#`fzplxqPLGU+ls_^!eki
z=DhPjxt8PN)}|!rmJFl*{zqPiSBZ}-lJY{ryTP^Ho(1GYxZDOktD*3xl@7ZHmJT0-
zSWm2}Oe6z7xT{_r)EZw9T88;SZq@Y_<0nd2N6KNGBT@+y`1aB}eQio81=9rmE0U2w
zTJC-$TZr#%=PmQdTw~Z{AI`W^Ff-P#FPeCDpkvdHA(LrAKG!Dj5AN8n*R^_oimkNB
zG&^~AA!HzN$>zMW#xXVWMV-6IT>56cLtoLY-@*~h7_*J7xVKSUxc>llyc=g$6~ALU
zBb(DE(uSpOiwMMuRkQu$U9O912B+Y(wQw+UryZKOyK5ab88o?ffbTEOmd*zi*myO3
z&ko$ehhrHVYaZP&Ylj<W6(rt=Mg_Mw7jCCL;cXoM0Bg@2jKKlp-myGuqqd)^F^rOo
zGoMQ9G|8qOAZt8@l@BMiN8?pCPaLzao~%eD4wbDsv--kK-sqZ?sjNGa=s}^)yF-DS
zljZfU3&pZ5mwzuKHMeo%2aee-G|Og@N^;oF4RRWi+_qYDWj#)7)56pJ<80-e`IJ&H
zCgU}+;gu~0q5l9}zs9mI3XZw0PY>LDmryC%UNS-aE1|7f(No~i(7Cv6vF+#O1EoYH
zl~*|ZD}PS77J6(`s-rV82YAm)(r*y6MgX^nA5yg*)}nTbJml%Gh~taMK;Y7drhagF
zuC+C{L||>=IsX7=lly(t03bo@^3^)EKa^Le(VVxDDyStJ9<-{j>B03i*guHTt(gt5
z2h@teyw&1yh6;j|Doy-K!kS$*Gl(M;$p+;<wKPj{dib)lp5cMyA`@4C;T6^7ZTB8c
zq-Uv-@<-uLb*aZj%7q%6v^T`J(f<I#v$TWE23Vyau6q+$-T^87nW?myA%Fl1)w%HQ
zn6Y_xx6<6;=Mj9X{b>u@TiF{uI?zKIAeJ3YJ!^s#ee11`>0)6TJe^LD#QJ<6@P=vk
zaS*a0!5-PKKj%2?I#*?>rNrJ1w{}<Z<7_vlTI1xxu>;bsgn3g}>SZ}|TSKAnJf2^Q
zZI7v|{xpLgCcAU|Ob`A#D<i@ZZ1E+VWBBo155y>%EqE{=eFIc4_m${6i}yb>m-5eH
zS9IXfUdGt|Ayp%0?rToLH{8Uz>cchNG@KddDK#{YL%v~krZ1M?FawIK6f7Yds_gdP
zXVaC}&}OSeH<*J1it(WI(D&8vW<;?Oc)1m=EN5u?Ry$6@@iIHstd4Rz^rbZJil=Q+
z#CW<8w+P3*bpHSg5AN>Q=xdzuf|AiUI0m<V7r**d%IE%B=k*o7D*pgeXC@m=Vmpr#
zuI&owf3y8-675W$42TY)1#}wn7SV3U{WCR!K7R&APhTu%yj(M~kE!fpJ}2mTX0YNY
z7%ns3xO<73M?YHc^{7?tOXHF&gJ{5!tLqcIE_f7U%O*cd&-R2q>?_u8toKi+$Q$l~
zURS3m7twLig?ilEv1G@m8T_lC6VTg9JC*flm}<}xbCoo{ABW5FEXSwFY5pLSW~*h6
z>&;7~Fdie5kG!V2oSUNk1!e8NW;UU0M~TiyRnO^JmjJEt1E@97YYeO6Tyv1T{#DQ4
z5-(1Djdf6Ok$N0>mG8e(xwwFz2OpdGIThg=j7|3E$EmM;NZwxxBRBCzNdml2Qcbt=
z41W=<FmCEg%=Bd^87Jgq#Lo+FtxH#HmfYQ{lc>dC(s?W^(2BFMooQYdHepSX3X(U(
ziT?E<A0{cN2$6X14P5p-i0baoa`1u9j=tbm3Gqn(0L0?VdLjOm-S{|v#F-D$xL=B6
z{wG#>{^9<W^H^{9=6xn5f3Tw?!NWSff7!28j~HL2c~^s9{wBD`R6o+aO$h*2`H#kk
z%RUxX)OxKoF|=l#sE@l%PE=Pa_)*y>@3WTis2^Yl-n{QQCcPWRYn?kifv-9DuVV`T
z0Cta`$A1}!I@8vfj%na=T?ZQ!(@jVQMMlHYsR<5*;p<u}g;=oM)<kCqH9kpN8WguK
zO)57<6<n~*L!Q)}=7KqOBrGYWlNqGOXk$Z$GAq!$CW#K6xxfV1o(1N;1H(|X_5k~0
zxp8aUJ8(|Zx>q@m6tcFg?HLCZh^O<dU4GfE^+^<-y)#*0bA#5lrSKyf-y33@GtCr)
zVze+6o(*(95>j<o@GG9hbUqexnv#V*YbxKvX4D<3Bh@ulL8M3-zk<9z@Q<}f2TYpw
zokGd3G={?*k<EFAr>3MEy+wK1WRki)Ow~2ZE{8rc8my}TywWs4Qy=Bxy^Gyk@h!|b
zk5Vc2{K}`MO;^bTWc907qcZ`F)Ph?U@3ZoOjs-tV7@b?+nq}bt?IW6Yny1biLC$%q
ze*-s;wT}MMR2G0@sm#F0PBB)kpk}lOJma-gl}fe^c=5M0K89E2Lk9znwDlbO(?IV}
zUiD-SPFlLHDdbyUyT&-KS}r6RuD45+d0h0xabrFcuMD*?JU|_vEyoqcT%VjAX1k9P
z$QjpZ<Dsr5@B-f{=x}Sh0{z5rW7oXM;a;bKSG0(ouDI!wR1@xC4AuP~&1;{O5rd9C
zmDN{Bvx=6j5L(0Mc$kJ!^0jqdD7RCigvJTQbJ{#C{v?sykarw|T|bLheTF3ly!!HL
ztP(q@NB2{G*}&_n$)>^=py%|i2I$CSYV;2fOXca2sqQP!?j=5BSFuCkxx@beFEk-V
zaz<;Y(XzHupK9jga>Q|6PL?+5vYc^SN$GNHGgUrc3pqLDpXXh7!sz1`6G_LJyBPMa
zMq*dOpmfPN{Oh9lV-)^mug{hJYskkd(3@=P!N1=@9-!C&lh6vM9o?sy<tr#`X9A?X
za+XrJBLc8=m@#njOso#VLmrr~o~H!j?$4mBQKqbn4-DKT&&BOo(C{o>e<>rcO0O#L
zN0vS+>jE>CHj<Ek?W}d`wZ1kywG#3~VCBtCzczRjdR5$+A|jx6tGZs3a|WkxJ~owb
zdek!bigHfO0&1W3?dRGfVE+JhfyI49{j{Rgx}Paa*g{FG=ysnHEM7}%YyIHHzb-zt
z=P&K)UYX+Gv`^t{a;RNEMt`R@=0_cK#&{KuRQ~{S)97uPM%Ay}ER>y2+%E*U2E8I}
zF824qkjmGGVn@4XJ6D=USuP`F$!+{ssM{v1ap1`yfFg+0q21K+QJFW-2_|cS_oFDY
zl5Y=PE}WNNXbJ;y{{Ysm=faj!#SW!vlYGGK8STef;y%f$&!v#3FvR>E@tW;C9Tm;K
zuX`QF36WM&&tsAOD~}rG?4GFG1sMBP?zCe|rfPN`BQmRH^UpnVRy=KMs@~Z|(nYo<
z!8rA%c#B)Tw($gR*5)<9$YJhlUtHG={u}d_7CBy6js-_F`KeUyTU4!9n&@)=6NC!~
z5+E)lBazzzu>4^FSzjZKyyCU=4Qd1DLvr!QkC-ty2C=+Ts#shzq%$k=)lO^CqknCw
z%XH~090kf1-~wt*4a|C+d%8AMiqL~byVSY1wVq}5jZJG?_&)a3qs(pXMn)P}1&85X
zbE^dG%~b6RGFw@cY0VJ;?Q&H5R7UbB!QSKPn$cYYPKXnAshNox0wM=Bqh)WR+s3Z8
zEbhO={px+Sz7%=RlpL=nbJ1PNbN>Jy*3wUo>MF<BHEFQY2<_9=&Iqo-HCt7WA7G3(
zV^l9Srkwd@BMLYf=Ck(IC9<)nEeI_PWYDdnUH7-L&7RQ=e!S8Xr&<yATP4W;DLFN$
z&F3Z>R5%@n0<-3g3jyXKtBP;pk&Q}?d@Sm`E35C0MOa6gPu*4RSY9o@nYDQ%`PEbm
zf-%i(cvTh|WJsM_M_lpLRbLrKt$ZBePS82;Trg2sld`0w@b_%we8S_AK$Bp>6s(6N
z0xBaDG3#EcO2?U_XJ;k!5_~q62FCs4AA!wzv+zxKR+?<Lehs~N{$p-(KSF;>;ib++
zaM6qtpD%OMl%&*e*wOIp#vN+WfalBu^{&(6IRjL*B=vx2^R5p`V!EBNUZPe0b?6@w
zEzFWwOnCjs6%*3DAE??+l#}u@v~3zY`zDnA;Z@+-XQ(Friv4S$@Jf%cOb;V9&1=YE
z)hAqWyCSrV-0DgPHCk#ggwg1d>UOspXh7iPcB=OAp@DJIyy6?Hg}_!IXQg*~UzqlB
zu|2Dvcy&!P(4mTTWYKC-2%bM<T8vbxkSiK!+s#vs^{}y%5`8P4rj|OXZq7%>0C@@P
zn!E79v8vpI(8c{lSMhv*=z#hfPlk+FUzK|p{{X12ir)4OoJsQI6Z1V+Qc*30%j$-(
zZDUsOtFL8JE2Fqw*77g=Ca^T&yTi8&=*~Y=UIhtzzcb#%N8b4!Z>-xBrn_ewM-}Go
zr_Cod>pH4uO_UMF4S7U^{UN<FYwGatnh5YDxn{@NWp85V_=S4i*nhCv$Uf=Yit<Zh
zMcilos`ey;Yn>+BV93In&lve^RW*B+wfqbF5=US^N?j}wt_D5xSM`k^dylisgCz*h
z<x$vKTn$<|cKn$j*A!~S(lm6Ws-rK&DUTB&9SU<?-k=-pMBwp??KRy#Np<9rdH_Xb
zUFfep<Z4bgS5_XhV-@IfVkk~hey0ANBgx^Y)btS=@tskB;$=5K#B1K6)6J%b<(_t-
z72%rNZPjI8_KjzOnv|t(=T%tB9JlObxH$YO?v6lnpIWHn3VxMiNaj;sn)r-re+``x
z`@B-dxn=r_V)QtvAtbW%{8dufo<iLA&j{dX$@o_Z@l<D2vp?*g>0Q@^TRK7yVO%%G
zU-<~wA60MZUo(dP0DfoGVt?FXVt6}^U3vZk{VUZ_e4y8rcszf^*?9gF{VUbbe1f_&
zAB`C0p9?B#T^5-i-4!OHI9iQ9=&nWZ9nxO&Ij<QE>8Cw&UT^JQmE#4@mdDb(+xU%o
z_)p=VKac(>o$2e+nT(oxit0F7Dh$+4GEGdQ<*3_(REbYeiZaAwt!lQ7IJWa@t(xwd
zFb8_{F#;Vu0a4PhtyhtqR4DsY&p0qR9QB|?)zn?u#z_H3)~Kzb2g4q{D%DiubDpIs
zMcEkNXOV_N@llm!;}zJ!WP&bKbgpkvk7dh%Fe%2OkmpUoCdxJFei6BfI}N4AMS0=i
zRf}uMZTOAK=CiFy)s2h8*K}pfjeiv?OR1L}=e=PB+G@npJo#sQwL{3pYg%iTDH%?u
zJe<3XD~eF0_N6s63J+Y>8Mk7&1XjO?WD)9+mN@39NP}^uh0Jm*DZw4;XC7#@RXUuq
zQa!z{Vmfil54&Drt=+_BkPdmO@_3T(?4C$&F^tv|%<?fV*(SJfm`6%Yv(m=ny}T4r
zVG!KRu^{A}3fsT%o7?HDa-{i~C5N?9@al<mc!3;dy+>D#f3X~K!XM>Tio{BtMHDO^
z7Bi<QGsQ_NdF#@x*@5S&BQ*r$_sz$8v!{>rfzLJF7Tk3_^tD9yxZXh+^r`fP-8db=
z%|(CApmwQrrXpo;d{IB)vwBPS=YMRaZHLN76-wZZ^?oTcYM_ERsxyEej+NrV{OtNE
z+m#RwPATdshldp^aw~Ra)L8!j*8+N1VWu=+XB-Zd$DsM^r_+^I+d1uAIJJ14SbfZ&
z5~>H>oP*Z5tA$X<)STB<tnTxV%t-XEQsZkmJd7Id!K+h81~uMHVj%<XR=$Y|Vptpy
z+5IaiK-rwuwu1PIQafh4E8mrzxO*uf`X!Xpc!uGLzy`1Qt!0QpjmYgz@N~jk`-Wls
zXPUp_woTB3^BmWkI+FJ39+WAsVA<!MB4zs|YJDq&n+8M0cfKl#OmUpx<E3!V56*e7
zdk*hR@^n*VapO3}b((r?(d1${HOogB2PV4fHU9vKC(3$|D(gEUC#i1yW5aNcoR8&R
zf$;7mk3j`MEXSN0;B~>XMYT-z$MUY<;j}Wxq!xVbW5sy+gT5X5o`wfX@$@@Mc7$Ul
zHshhH>nsx_io0+Z1bS1o5a!N6oSrZ%Cf`q*G`pGG1>+$_cr@azsqNL1=Fs9kA0n^B
z?Pmu&ZRJt)^HRNTymR4*Vet!74sycIP2XQKI`%s2%$2IIL}!=(00-vJ2Tu>r=6uee
zVxpHr5z3jEV0Nn#T{=m*q&sT7*GL^(en)X%OD|~GynL$mN?z&d8sqNpNodAMkDPl7
z@&>^<83glQuGewDfm&0N9yUM+sRF#Ejz)PLVz~0hXE=GCd7iwIU5f5ZZm-;WSFU(|
z_WEB8-8@$1oXXpI?Sb07j$Q`?kzTFgEqxb6nLM)15(X-x*Z%<3Pc)6<npe~^=_Mzx
zLz8R0SuCW4M#~De@4NZeS>X%0<<;$s$U&CLNhj*n%AIZVr~wJYfQ1<Qy=!B_I)sm`
zSji%=Qy-8$2^{|bTIR&Tx^La+X@#1NRqu5-JY@`bEfSxRhIu2cY9m|Scx~ZjLcU(z
zxc02y9NycDC5t1@1mo79;k`=EPY+?(1_1BRTH#7ggdMhLpxrfEYWt(i=hDjEI;=(0
zBpiBFvDw3?vc0~a7V*)pBn(ILsC7%${?MGokcG}Ffu4CzOEIsaRQ;m6K6TI8yG5Ee
zdcLJ0E9azR`>~8xe1_sc3$bJMrulMq2Q;8djA!+&V@*RuWh#=EtdIAZr}>i}GH6(x
zk1hw}Pgq+&>jhqf+y|b(;FCyJY<g9MMNhpbA4+lZd&+4U-Ia%$2UAGNAm=q?Ne(gd
zAI6d13~&khnq5Nd-0)nIuBhq;;?c1G0C$5)<7K)x5D5UlU%V+iH#|vvs}Me8^*QZV
zd|ahqx8H)i@(;av@>ayAdXU!)&Lid=lbqCnz#VDKA}8A&sx6D0gI<Zjx;kAWSZhxV
zYB2>3zbbR+Mk|JKfzrJL!n#~KmY1r-CNt%d5573A2H||U<c$9S0o(ak4L1&Xq<Se!
zk~a$$BKiz}e1AIh&xkGm01~Y#UsVJ2uQ7xDdKKV;4SIKs(97XHA<5(c{HiOfRi@u^
z*0iN#AHy2_Rx0tz2~$*cyZElP2a-Ni)>LRvoOh&jW;w2<MMiE%4C*<qQdF1cU#)r`
zjV|pyG3j1xsKAe{dMAg}{eg4S6_zb~ruZ8wh1;oivXNS_o$y9++On=A-M2oqyJs5x
zok8p?%dG7bdvx`aIUg9I`yPGjm&2yn;y^u8wtQ@xbjDyhWBJw}!_r5IV+3_mU1{G3
zGtQE>E<UHS$}<!FD-TXl{grgT?Z5LiyC*TX(y=t(`1HG8xOV<^^VGf;eFa_7#_DLM
z%4H)w8u9Csw&ll6F|TR7+Doa%GDUEHAk%Ho84(6Z^slGEw`6!2i$-@j8)wDBA8}sq
zpg*0W+wuG&ydugLH(d5L?%o}kCW&r1`=X;UPuZqxhHKiLG%+jNoQ{I4BmrdLcdM4~
zy3nxns-k7{Lg$><fSbELc9o3F)L*yqJJo3r8~FI>YR0K1%jEYpO{QPAMoR#5U9{8X
z(BzX`)@Mb0q-nAcKZd?{@d3uKFBm(GeHApy_6!CH#d&m^J+<z)D#;QNf^(YNEuSYf
z%(1Ixk1%!yBkN11vGYy^Yj~SYj>lAJV;?SZ0IdxNM_HqJLj0;ZuWz2qnDgZ?amTp?
z3i!#*OpHShsH>Brf<lY|RRa9r6X{xB=<@lmBilR{+q9AN6~}y7AL*KT_HXH3e}aGH
z6h8{(J}gFj+Xw7759MDoM@)M@mcF<YbDj`5)tB8*^sib$@{gr?4~1K9vk>)D{VUjG
zAG-(Ix-&nG809*}lyx7twH$n)skI^U3Wh!uR~&u=(0>umc*uXmslBVr&r@EV;^Cbs
z>&%F+V+Z^*z{mdp5HNjd!-3M9j%mWW&pone`g>C(z-mn5qh{pOM5U>rVEbo{{SA5`
znm@1tTw@&9mcuDi*0evg=kmm2L$<K3N1dHCYq~c`>29xJP;hhUS*d*<@<^<oIp3>P
zk#e~`YU4#DVN$%DxskHk$}D?8tXqk^`3o8x4C13IMO0vxrgEz(?m))}icmSpr6Qz_
zbBxuB`U-%#`FZxO-6O*?>TEYLMfIy19fWS#Wc=&UbbB<3K>&R#&c<SuIQyrmfWa!V
z=9b3;s(3zo0l65+ze?w2jqRMP3|F^mFsnd899Ncjp50@cDlwB&g2l?Fk}oj8LXzf*
z&a|`!2B2;llpGA#rDMtEvL<83Dk4Wt^wQ>|EzL9$iM`>;5<OND#~jzDYd3L!VmRCh
z*<LjS?Hr2Aa6!#$+-uWMYOpal93Oh(#9_UyMJ~sE3{#^`!?~L?W_MsXCavj!eW6Zj
zj`imzuIYpug%#HHjgBR(u1~0KGM&9it2$N$tD3KV0?Y{fDt#}RMtakqz;si8zdOiV
z{TvS1sxpz2Q^Lo{QB`FhF($l-$KGeY-@1f7hiaKd6CJ7*>Nw3#G83A)6A+DmdOho|
zvb0fX3G0gFA~=*+XJ8$yfzN8;#ycc+;g#DteSQLx79A^*pCU|v4>j0p%*xCd9M>Z-
zB%V31Lk9l<c8@z8z2SrI9&?{c)X+iMFg*ev=UEO~J90oGuK0fRNV6b3g*ClZdTivS
zFWw|GK-6B_QkV{#&ObWV)$dy7blucfIi{3dMn)%+$BNaJUVEMaz^I)l`%Y$SN~?7F
zS92G|D(tb~af;#EHY{tj@m$P~s0rX#9A6daVg3V}qy6J(B14g%TI(TQx-4o3-Z-vS
zB1;dgc5$+%m2SKeNT*%wO4aH=#9u9il6ort04ntV00%Tp;rnkd94|HH{wEoV(R0aB
z{HxMD4{0^7g%OzY+=1<0CSaG<qR&qOe{RvzOzRwFo25~@x>+>qnIrxbKgyq}$1JfT
z$K3N&FA?l?JH~K0jGimTgl^I7R+H58kA*B>$9jXe-fJld{{X*{*R)rPd?F#dWqRM<
zv2*_bkt45buDsLu{{SRqmwyN5&kTJjSmmw;4Og2;RRb3wW}+`UW1p6rELR3C?ATCi
z>A70!e4BA@@kgY1Lu&Y7!#gX4Vmahjl}=Hnc20%6SEhI*snIT>W4MMV9<}G%yh(4X
z+`|fmNaQ1LrEp+<+(gnlvAWQNjH$lnc<)}3;49lmt?n8^ss+4Zv)qE&{&nXL3n@HT
zp?p7%%-cY+g=cq^5Pbkz+cb*y7iM{MpR}=BEn`bfS5bF_7|0=g%}e2}N*OOS&y_(F
z$}l@*E-9}Dl>RTcR@iMwEH<7q=}~F&*$1~<R14%?h9}sO{uRSfDO1rsQaWkLs<zWc
zc3vruPG~mFpiFrU?Nz)r4w}}ID(!5X5uTN);vFX5`%0Eq$YqZqtCH}Jl8-&dn<K1a
zfC1}VRHYX|tL%4GO;=Bsa|guMcF=0_3w9ej3g_f3hlT>WKN#sI$5bm5l8iC|>MNOh
zcOY(TSJ7c*%|%(<`P@u-Yc%v4uFTjigHnit5B0zrhsaQJUY)Wr#^dW<1}?y1Amhyx
zraTdeDHqBIl1)e&5zrb!Y-otLSEqfSApHFODc*ESxC_lN+^FcZ6R3*=6O5V+48FgW
zEO(?F;-4k+GV~QMMmsZ4!}fBvrx%yUzBsOf##&^nY>gQ%k>hX`&1l+$tA7U8##|3-
z>wHl*?Ios$QXN=sQ{Sa|_4$=}o}L{kP?GF<<H8Vf2&nV4a4K0RW*m-5&(fpbPipk7
zW_jq`@a)rwH3Wo^e3IOI3gf0?T$9w3pRIZafo6(5O5@H^v&taX5vi2^(Ye?L-!ZX|
zOxFsR?_{ic6#oE+7jmp^h85~wCLVWyblDK+Xc@06A9z=*&glOD45EI!Fh5$y6x);^
znXM(HmyzdjmjjbdB#+|FDRpl2gr+#JMV@uUSLdyFejS{>fEnprG5}3?9vBKN&lQd%
z;JLmV_@<n!<OAFq==9)P-F}sYJ1VbCR`!`7Yh}k_UOpi{L*1igGY`hdf3hErFh8Ag
zz5u$7JWUq!jDiJq{w15tK?5ivLyl^`mEo%>XNv7(+bW(2HLPl=;ane6o^)HpDfT@A
z;_4_P-75tc?_A!2t6SckNJerI+oet79X#Gz!i?kqIl-!)8__NF<eWsG>pJB1;=H<W
zil*7<RFvG+wm6Ib0213rbvkV&mB__l-0JbnTXbZG9SP}O<@bZECYDJIUpaD5HI+An
zEOwkB>FZwh9}!7KTXV(4Vd}Zvo^1vm@<AU1JXfmtP32uZQbI`WUT<*%X}Z~n50o`}
zzJk#;m}MBq7^}uh_gaP?E!8(Czxx%6l6W;75_!y$4)sG{e=kf%`c<tdyvsP+ymthl
z%zBZVbL9<HGc;uN&2l=m>9@Z?J!`Vnak?{H7Qc_T$L`hHf{!+b9y(47L%p$`r_hP+
zMk_kn!C{T1amg9YUC^-lC?54wS-V>;CV2_Q1_g6M{O&RCbV;s7DRw-Y#S(q5#8R|l
zAx=20?E_G?vD4>@afV@$SbAKj*V5cbyU8c5b$UgGrnbj?AbkycRUBguSsp^>l)clN
z`)mg}&wNxrX^6H(dMWTmp2T7-40_Ykz`A(;16eG6D60?qHg8jFz<2id8cri{SYQ#}
zvpy+8ucg5!R#)Pz*=VCkY}vCQJw|E`Q$;$k2I^TKY0fiVOnFu(+b5ywwKs<LFLQ$M
zw1DeyuX^@~Nb;B5SDnYC+4z3(Ckyjuf=^2CEG|XGvOfe7+O*6jsx;9#bUm7Bk!pkF
z2B44bEl;UnMk)yN<%;Hyz;?fg!SQeWf}fi69tLw>o8r|cN|5_km=Vo;7&rT~=d%yu
z4jpOOrjM;V@UFwpU}^>&)W)H1v?8J^oD5WoPIwg>9%@lcBu<?w^{5Bs9D`J&?N_Zb
z7!K5#g|5iv;O!ibT7>ke=NOY2s^_O#aVMz5nvx^P6%|Vm`G$H^8#?U;xd0E=y$?+P
z09Gr`bRfA<4SF`1e{=`6cv*q<8B_OcO?-cJYs@@V%%j-XrfLWGM!dttAbH20YI5c8
z25tO19F&9RCX+Z?bJI`VuXOpoh-o|;gq~_v=}@&ZNRCs@NJ;gmm#s<Khp0WoCpDv`
zf3IBDZE0ysx^>TL9>A8UxqLyBnwv@|&jO&nP$bA12c=J>f@c{&g*p5Nl-KXh-Yj_w
zpGvJKB<Jv}aE!n+=~bl0@-d3><MA`ze+naCz0#!|3XFBBdWxpS5n=?+Fe|dLE|!Ci
zg1E@r6AJ5e_mS-}gMc`$9A?Pt!*0%hUX;r07+}{SDE;n9;2P=m){xwg!x*k*^Sqp7
zX1yF5{n|J&kKZI{Ls>aJ#}v&9(O|ZoQgC*fwtwTnk3otoQGc=L8TrVqr7v}_GnLay
zN=H3n=r34<{6@RII@w;>$VN^p&h6tXcrt&Ay)#Vz0FMlI+e;npq|oyBeruj@;~B!=
zviesV*B>=?UM?ut^8$GWxe}|MwckfdX&EG(n`Ntc14ur#+k=~HCE(?UYT_*vd5Q))
z*K(u&JX73JTe%io!Qx^T_Rwd52Nmmj1o6+K+dO?durc^okNBJy)osyw;=OCb7Hwss
z!5oL?WejV<%(;Dx7gN^D`Ms>W8dozUC<`9^R!+63M0_`UI}epnhd-5H)GgZPNN{kV
z<knA%;*JjoUZ((gf38J&lu~n#sp;2pw4agZe+UkIX?gEp{{Z?jI`-P}4};uz#^`_4
zK12Tikt45fuB_Yr<K&F;@8Epd<C0zJk*UVRRpiwye7p$3J*yY&u5vjvrp8<XsCe&+
z`afj|{iEgOUT;McxcGl|w-a531OTHe`PV1ndwAgS9pc2_FPWD1^{$WM<WgH|GVb6y
z;O4NrWn|VqA(dK9#$^&5`kdDd8!U8^>W<7txHz}a=H<rIitIieLk#zg=Qk;ki=Ml>
z{{SIegO8Mo-|$iv)Ccd11)e3q_b2=-vmUQOoVXWirslJw>FMHhwuQEdF^~`4B-Aij
zSXo_M!m@8Ea}X__i<6qW;;jxVU1r*7?p<V@;1YQTsa)w0TQ&5La9VL6nSgrZHRVQ0
z(_Zo1<0#Z>$ELgqd1R_s?PTK}D~!?d{veXhHw(0o#Cum+1TQ|73db>wY#ffY#6_dt
zX}&1m9QkH!XB|PV95Ys&Z|HhBo@>HNI}v#5)hy;o7?(14C#7)G&lb^v`qz8ojUx6%
zisD&ApaftJmB7nliT9r;(!PTMB<Q7kpFfUPuH2P~eCUbkQl!@7_%doACLnqmf9}xm
zpPhEIk4}Tj!JZP7v_x=%qB89#3;I%t+tc)<CWnBZ+|4T@<NaPKqGI2{ifhjOHqa!b
zJVFjWN_$(8)Bq}|o>F)Qobt+jX+1}0b#q3-0&b!p00Ruyf2ry4-e_#8_khn8<}kFo
zfaDTEuUoS#aiAcLf90QE<ky>ylZ@iePXQaoX!5I@XNp3HgH@!Bw(x65SB7QOB+mk~
z%8)rV=|$aK;F7bktKpa>msRp(IcHJ={uR$^cF$?3+(9zpL~;nOi^8|RWbq6V0hR%V
ze*;+lA-gyF<=x9J($9~}kLg@*o7+D_vKIDe$jHtGdX=hur{P;7^#}g|X0I&cccprt
zhh+1999<%gW63|AV~cu5U79ze)h^8Q@ep3Lt+%kn5=oZ%M_MvS>0W}^^IgWNIn8!n
z7Lm+EcCI*ZYq0Q~i{(GHV_)DpFwgg>=q@8>Q(JmK+iaq-XPYU&tNKi=U>UC}vTg^p
zPRgONHN0};a0l?BG!d{JfuRmooH4v-p{^HuSnRU7Z&M@eNKbl$O6A;pRlD>JV!nV3
zRZT1Xar#y<_!*?WB#5rp4BuMHVU{ae_sjdntkR!7by0d;=d7=x<=!{67P^8?tANLv
z>--p2Z5d=OmhDk^uS*y3FbWAA*EQi?VYIvBVL3ZVz|U&+T6Jh1Tw0}C$DnwGfurs`
z;-=8tNvFcY`=X%MF*bzder%2^#)BR-$c8%#;FgqMso58L>cyR3gB@@_BV1la!n@sT
z7>}G|{43A=K;!LEobg>bee`EGV%3@4_;UwCTHyS5sx)l2sU|}=Dh+O1c#aJxK~<5L
zdoKVQ<usiZ<HVYqUd&IFA0s{K(x=H%Q<lWauRS=y8=ex-VQUdQsgnHjU6z%lL1yR5
zK)LHnX=t{#>k<qqj8*Gli3M_EE6Q!1n0gV0<%R$rl;o$#wA38e7ely);C$5(P-<(A
z8knFOxa>o2<WHx=b^f+6aaS$v)(FBP;8MrhrNvC9-i)ZhUgZr-{Z&_s{aC9ynElmN
zg#3cFkHAE}GZV#s@(Gju+VbPn{cF^`RsR4WseYB^y;#?;gZ>%w`G@fb15OmcX>*G0
zJm!I_CiJOWr9$0kMMM*f)QiPNgFR|h>M4YY<L%98T5-)#PStW2!qR3JvkQ}%DzW0G
zm9p8WSkppVjWr})MMavLI$+MLL%|4r>(MmB@>iQ^L;|BV=-OLl0Iw4;N7H3n6KY5I
zCcLx6r!x%t*Qjb|5TB)aUx=8Sk`F=BmRz+bH<hAut~sW5r=CqUtJ=1w&#uD_Mtalp
zQ8DJ3q(xeJ=}b{hpcq!Rj6Z%4`zErnTDn2mao4peY&h<VSKLdt2b!~^rY;9wPkOC<
z0hAHeuIP$9(d=_YNBgsCO7+gs5UsdA)kaUeO<QRQfMD@d&PmOA5WU-HyDx<Tb>Q-9
zLUG0_H6uRtA;?;$L`KAadHC03r$`diWOlAXA^Xvq>+GeCZAR>U+Tz9Rj=VQ>obdw*
z9I&oM+xMi`QLRc0uea{zxrhG%S&VnDM+v1gdHA<^mfYsV^V*qjAx$RW0osWN`X(vv
zRxK7*!RRwuy{$yO1y`GGxUGxRQlz+Bp-3q1UW&UD+%>_S;83KvyA=-*D8;?FyL)k`
zxWjj{*52owpOB1qJhxqQ&h-qj*Tj)OzsdK8-T*hxxUmA*`K&$-DTT_?TmlRod^E&L
z^q%^9p%3bUt}{wkI0Qv}CG4Unxwi3!3yYEai4Dx18e*XS&$UA}3i&;WSskmadV`tC
zCq@-+zUHB`Pe5|BWG+mv>WOunyYYfk;wK%Cym0W&T(n-IY~<D#6#|&AP9{LL?9b6u
zK@H)Y*|SrWMG%!<Pz`7n7FH6&!93BA)J`!o^3h1u0^l&=@WaQI)?Fed4~#tcy(^TR
z0{0&A6%6s^%{#JmbtWbp^^;vk|DH?7h#Jx~)9gGf^h?n<FPyfyNBK@5KNOBMe(yOA
z9{v^hN=oVL?;YR0;b-9;c+~wL!i}ZJ+5GhXgi5|7l6qZ;*~DkBn)X#GPButAjd2dR
zM(3AUWD8%(p05hRx#ik_#fFbk`H=g00NB%Su5!*v$~}*G!T6*v;aeo3?kjWt$Ev+}
zJz^&sOOGXVmp3;p5#F+OUGUv(GXmP6{?tR%Ij`-`8i%Gc;qXXNY;?RuwWDTtr{e)p
zZ>YW)5nisL4;ya!eZ;1NO`|6n&+70OCne~8W9rMvEbP4kHVbrLElIQO5W*hI6CIW`
zbLsfQ+8!}3B5K&5>|7XH+}hGB58C^BAfj#Z(K~NPTertAnp*mnm+<WNdSi9cofK`7
z{aAQ0StZPNR%^WmdN|*wkqhK?o8yr$ga1X4u|8yR3`K|+@7M{@>&d#yaWZ1#51S~r
zK_?MB0y@fBa93uRdgfQdkv^P@Yic!4<e-6E8#|CW=%m;~8cK7SMs_#Y^3{wu8Iow|
z&V?4U*GwKGXb}WXj4P|x6n(eq8u8rb5@*`0ZArNlVt}x;(Y2<`9c!2RbFF9f3BFK`
z4<WthI3wA$tziUQBM1V7$J}GB=8s{+Jvbw|=^_q<@AZBwBMHWr9ei~ybf&l`AQV-^
z_%6-vNl-|9@P&ymiC&vz*eoi8wPmmP6#)J5OUz8pGy(o@HYX{c8_G11(%&2zm;E&A
zWlO}6DjRtpv(w>2rr*+Y&wG?d7$q}97wZ;=&bz<Qsce*2steChbq!#?O1n<&9^P+h
zbe}|m_d6s@)SQ-T&O(bcm#K#=H5hZywf%l+K%;edFqv43y^vLHehnddjC*(KL&!F-
z{lJpdOV_~9+0rCY1*C!yLkj}$Liyr_{p*Y*&KUR+PP%m%R^=dHqB7R~X95e7AM82&
zcU&5WR=xR!Wt8iEjp~D^QXbj78Ko!xRh3Kpy@|_g#6zbnE)7N>VjPGrXJ(ST>XhWh
zLI!~@XYnU>7?piJnFR0LgEH5cR{-HCH^rq9bvR|`%pdovN|rwh(G7CBDYXU0{($|I
zkx%d-qI|&6^bR3dHs;iCF<m_9Zs#&vp_iBTfT{s6=-rc6Ul3yTdwWmT(M8+wvKmo@
zidGYRiYM*LAE9<Z@k-jFESd2$zvBOl=l4Zy#BX%i?CisYr=J($(O=E5BXReU!uy!j
z+qH*&=g!Yl)Y)yO$c$q?)lUzmq1sfdXB<MNl%r8MO!LmbL!Wu*wQUm@PxM{e1(>I0
zEmQM>Y~$jk?Ph4)iZ^P>+tqs!IZ5?E$B&=!MWLt!zC3d9V#s!>NIq5EURVEO9@FIK
z@dV5~UTM7FFhOqc48(;M=PQNFb<+#HY3~s)Tq^?@RD>6;k=Mhf;}|Gz{m<f(d!Mv7
zf0S8Jga{;;)BOX&j>uf??&R^x$z`xb!RZe!7Q4Db2>Wf`*Lw-RWLy0U$@wfo7xm`p
zT)4yg#SQxs>c60@&1ubhwM$JrBpOWndA(6m6pMl#QHzp^>ILJ<?m}8{&75>Cj;kdl
zK;Jwn5EQP#1hV0nmy17NfPqYo1IeH`Prtz4erTExV}bB}%+M#pCt%t~ezIF}{N&eo
zK2dD&sOlH+V)qOB<UVyDs=$%TiE_z)o2rP;bHjU)xt8)J8;0OMboHnNkMh|Dx%wU{
z_<>r=x%r<q5sdLD3fl*s!YiFKSF=!9@QJS^=2~4V@wQZR>F9<IemWvb*)15Z5uPS7
z#rRiW+7oqoc{%lj2|d)GS3M^`GS;pU<X6H`xOvr{gv;T5tQ(ixKt8T?`~k<DZr7U1
z%;KEeS*j(F4pl<h;%l`g{lwr>+;OgLK$brzWcE?CoE&3*hQOy~P(sg4wZz_z6x(|{
zrI8?jUeQ}N<6UK|7?DKs+&p=3<F~<ms?<Q)UZpaUgAzb~uMiVFVDdOpOzoyTo6;53
zt+^Lf)r%6dn9^iZe<zuq7n0{qFjvOQ$r@pRH50RFgu)s9)gRTBXe%ZNNB;!ouz9+w
z=q&AG{zRGK5GSku;ec<}@Hw!GaQZ~;i&eTH%_3YKgIFVr`M;ZLf{rV_VFMQpqapln
z$<BZOYVn&K2T?VMmHhH{KbX^r_s$S4b`#R91i8duHyl-eJBp1zU(B?9Cf1BE)4%a8
zLsoRli+*Jq1Pes7&)|uG4O`azIYeFtez(tfS7v4Z>`2Kw1!b`0%^&sKT2V$nIVz9&
z{f9v4x$ttLX6iq8a8=DOzv8&F^HBM_mi)H#AgCeMA?9r%jMHQHq1I|ZVF=YXwmw9T
zE+G&v)R?YJ|HD7h$iRrP;ToqOL`<o~g+VOc<2g<!zCIf1?PISpw}t7WUlkFvb^|^e
z3q2U)Hobx|-(=c!YGvB&*7o8N;KYitX%;K2*;wCbGYI_!oQ-T_{9){HpcFcs^RIi2
zn#2e$j1<H9521*z#<Aw(gYaMs+u*B!_*+a|M`y$TW(ZX^Jy3HGn5d;B2LCC4+hp68
z_*2Pl9$Hlpz^h=O=-Q7pfh|mSw==YSeeEh2&MF^Qf&txaCM>$dfE!yy{YA3CWl;UO
z|I1R*K(TpOFPe)(gzWf5&(-=OFK+@pmr2Lsrs}u^Q(Ev7v<ZM8E%3=zT9Ux`Jg9qj
zy9_yIjsxdrm+|?}BD5Mt<seqR_SQ3JqCh-~Owt+$P|U7eSFVD!CpYuW3&6t;j3T1G
zY+r<|6tIeL<Wvh~9nf78I4`e;MQ}?CB>bZE5A(sT(Qs5A)SCPTBU9T`OFKMi=bP#O
zdnUv1jXtJ}@(IXZq3DY=a7Gbi6C|sDCPL?$PAnAi(X#~;kup|w+jm{S?)3Y>WFChs
z;la1IFdsIfNd<S&QYx{#e#xrJ2Ln*wIAeN9fqM;0&dAu~Bx4C=Al2XOHFEfB2i*(i
zlU8`aI~GeytN4+ni@n}PU}Z2jV|{?DC8dT9vYkgdsmHw8I%zml(Wm0-V%$(KGO%c-
z1sT?44wfD3n<W$A+a;pbR5x=Qkb9a^+1<DOx~paFPKnAtf-cTn_Qkd+g$MsU($RZ>
zIbgp2QbO9IXC_iY6cr&yE&MWG<#yu%aDKeKB26JnZsFD8yrB^;f^jZ_)v%q0x2h#}
zE}Vn0H5m9lFWh*xx=QP^JsFCDKAMw!VkqcE%Fw|w0DbqJ$Yt_V`(B9PR@-d1@U#x5
zYlDr;f(B00YVr$P%gc%8Hr5=men)K(V&fXxpj%d-oLnYG6L}?YKuBvr*~WFPcp4|W
z(QZNgF7Yu{Vgv7yBJp|tDDcCkJLJ1qIa~)=<blq67>Kcptlpv#aAW;@;Pa_b?4h5F
zpua@OG4Y2ZI-G?{7NlOJ8c?nMe04Yat6QKDG$-&~^+;f^ETQU;V2VY_EgR{!Zr%w(
zbGICw$q1FvDfttHiuNxAxg|tizlXomV0fm}atYj5sQNm!+4*Uo(U;x<B!+7ME+F)V
z_x)o_-vY^UkfgtoAZNiR=|8u^Y5Um)Lh4U}`aetgpCqVmebgG$*6w(-OOo$`^IEEC
zFNRi3@Yps2VW4rd>xI<&r-dgS3mbnsSqq`;l$vL4wF&6=n@X?OI&DdW*x=;GHnZAc
zP1g^FmQ#!ed2ZT%tP@!+r^@=S<dQjvA>3MifTdZ%lVtsxEpE7^i4sCCMkBX3GbQlo
zUBkWLU><&?WD&wL+tBrhQnqF62Ky#il=HF%lrg@sJs7Nk9GLuNrdXCM@AB&KsJ+65
z?6){YT%r6*^~drs-GyfsPr?<ZlzDL<9+)gN&)`@shQ(|F+>M)sDnemxmTs>&#!ce6
zFi~icb1L$D03aaC%eqOU<vc&QMf)Pv3lqv#)ELm1lQG+d{t@>CoEO2l(%rbix};;0
zBBS$yCwv3R%$}hEWoBa;uOGm-&zk;NK8i@>mo>mk%%~@+e%+5+d00N0u7hF?Cx1J!
zRFOHF>RZW}mnWG1$Nqh1^5dnFsNEn#b`)9|Qt<$%TrM-*y(o$HNJq02)Ebp*u-A{q
zjawl$cUQi&9Tb^aHn>m({b)K1Fd%Og-Zr#uTjw&AK?6_RH1+kawE2q}qX{qO#>P%s
ze8~%sD`PYL)IO*~zt*+Tfvld+Nd=y`<<2gfRM2Hw(#xr_5PpcI-A?f+&1*RH5a}#}
zgl5IuLUpYRc}65tw1Tz^HB}2pY3vtD<4}?~kV`BvmZt}%=^O`8l^Ov_hAT;H&ZpRb
zyB}AhG48zCZahvj7=IEM>g&xrO$WRS3j@ZE3TG?bswRiEA+_5u<mZZ-retF+FPr*X
zIW>W!eoQVIW=#P)9{#ct;m|pE)<%gYm<QiIUbct8P`_&;g&exV;irs}PBe&nwUU&R
z1qgdk999bspCp{b{h^fy2J0jiXGUX^4QM|O@*bJZ7x+A6`tGI+t`uOG=E9^@A~OVr
z-%^H$)`F7fv;ycn$qZ@ubq>W+b=rQ!Y_^F@=FZBjE<GN2c-?CpC?-&42bTCu<hL6Q
z_@6X)q;~zLA2dpBWaBT7`K7U^AyV-|XC!dXYhZo=6T76Ibo9*%#eTQnx)9cHWVkv#
z=MRJDb{tvq)e2)?qz)WDJ}czhS9eKIt~wS^k}F&3`Boi7ziweicrLts;i5TyfSZo*
z;Q#w!K>3xS-L2cx{JI~HSZ$<Ao}nXyjhOKIu`Rwqap?Yc3A^=jI`2+)={o_*P($?o
zwp6}5XPkDG<C|Jcxw9P0oSenf7o)4Uc}q#GXBD6*%a=AoCFR;hEfc8h-@k*=)&C)!
z{J+EBHZ{76pPAQx2*&@X>^W7A|A(+)QpnEshBKZo+R@jSYKL>6#$7AYU^rV{{~T><
z`Md+u=eFDWZ820++^Q<&m;O7Y!BudX!;(}GuK55mi+|Tq{qieDo<uAInQ(N&$ZqFV
ziRuwH%-;RrD*}?R&SzZ0{U40o&}a|fst8^D4g%P<9l9d?)pk|Vtcsq)4b==y)UM{9
z0~Y-juzN8s`{iv-$$KNXq5Y$&&W0|>6v+8`As(yNiAK0MsK$|ds2W76vi*S@L!nzm
zRexpr)c)L0(96YnaLnkB|5x~LU5x+2UYiVM^v#Rz2SC387LGmh$eKd}KN>$$u#^k?
zYL5ph%?^Zd0hp5Q0L#PUt|mD915NkMOcLYlkqz)~$dT3MYLH=#>~9*GD*h;O?Ixxc
zUBrHpkobq?mEND!g4)YD2TLx7;y-wJ!)@~Lq@?3m>Mp>8fmU>aZ=aAByrQbj8=F#*
z9JS$YJ|MglPA;P{xDR+Qqs4?@#?+Oa=7^5qerg$}>IgHDJp~GNs_!}uYN`J9C(cW1
z8ZAZl@^+baU#*^(?<;gD{(w5}T5%eJ?+LsomS<{+ccnfv%|}mK(d2mr7=|e)QKl=j
zW6eWo$y`rl8MV~?{S5yh+?AsqO8L#gv!AF+yh@cO-wo4sSo2h_Lv{YLIS-Vo#iSN%
zSuwR0N$Rw<&wa-6U^{gm1dUj(zG$-;h9e7>D^&~@6n<2X2au<funfhhe7u|^TfOuw
zW1UaS#TAS-$BGX~jo%x1po3ON^pn|t*z#w);(y%|*7XJQeNvCvarc;lv)BT9h&wlM
zkTGS|@0;fHkhF^%V&b6?Q2pXgmAzkQ=Xv=}rih?MK9|R&3y&JtDY}n868)u~Hv`$(
z&ESnwJHGGUG|-!RN(Wm)ecT};^@w3YXhk{L2{Jvs>9NgpTQx;23f7eBIp*AT$(n&D
zUMXgh16LeQ>&|5!IhS<)MVO}15Pfs|2bAdvrAkR-Z#*rp;VS_$E#2B_sHcvns`x;g
zkqR*7p(zw@#$ZvNaRGYkS!&9!pXzve-x9bNd26j2s^E88FxlAl#ZD<WkJ^r0^|Ve_
zZCgc@g*kg4<{<fl;8{m8L6y**?^EfX;$<qKvXMnh5|<0GCUAcKBT}_NDNAeC)DF})
zfmn~HGLM7vm4&_McVJ(~+?~^jK5g)?whu?IEciWe^Vz}?9P77+>31910(&evKjy*c
zo{{e;St1s4$mN>%+gR0my?vIbQhSay-hVL{eR$I@MdRy&<_Q_lK_C2fhBK%jK+Cc;
zy4q^|t&_JWE3uHaPUP0-MQmREHc?FE4iwHKGkC3IhAn34MqZ<_<o}#&;(bq!`sudd
zwfoyG;g~yZQ=sS1?{kZRu0KPn#oyy>Gmf(|LX2<em_dfC0+jvE{Eb=hD@}d;&{OzT
z@)qY7WxM=q)Mbc^Q3j-Q+=#;C=vmg<4LCJP6~3(*pU!*meJ_5Y!=?`*&`JsYUfD;O
z30u`~u`Dc|$3Vo;-N!NkJB3VrCSlQB<g$agWw;Dq>41@k;D<)K$SmA%wV#vo5ab-7
zU)=$6nF(d4C9U9cQ*~qx50XQbE6a*+5EYtzZ*QwhSr;0|(lATDOHxg?+&IK(6qm_}
z)O@LMeDE_}VWR&`>g_Nebp0w3YAEWZAN{t~nc8hkF?K+CWTu@um?1n&P#0G}<7%f&
zQ{4t~@rhgqi0l_T-cl=A(aP!vLSiAagZhY3LJPSGZkWMnt}L98h4Z+Ap4||pj)ZUg
z)&@`=5z6%wCn;-tw-{~3jKv8NXRxBYmN7zMRY$L(5a{PjKkd~87I{l~a#&f6M-407
zN$PwkQRrHA0<o$?QYS(sEHlILlqItB(qZh15ZH52TN(CVQB!bH(PH{z+d3w~SJ7Ax
zos(=0DW5+l#^PHJI`R!Xc*15sj=?iKm#ig~*?JU?bjX+0_D0N=^s&zK+vm%vm8KJe
zEmelDT+UzvIK-aPd<g#Hx`uge<c_a4cThc7Qm|aRKft{h1>G*?Tv|nNnNZyWTB$Kc
zyCCmZb&*VxlWR#Pp?_)!uZt2qxR9He{$%%$PGDqF4;D`+pH97Ak%t@n`NLK0e9;c#
zu3ggQDuGVrxRI1Q^VPK5x%b}O**^XzFG50AtsrVV<uR2o#_5ske3io?EJ?M*qZQv;
zc;R2DVR(WwmIs7()dJF6!&6b?zHKsK`G%F{afxD16YzMnd1Ab#I(kF6CyqrM+wkFs
zQTT<JT0p~br3r7=WLD=YwPc!XT0AtyJn7Bziy<H<#uu3Oq7@_w>)HB&M=Ky&xlE+n
zm#6RSHtwC?j|TU;8mYtkiKu={SPJwpCoZUk+jrbs<%b4d3BX;z7DN9-I2<}zW9fav
zf^Q|Z{{Q0WT>d}BF~3lV>wnIWSDrsa!i^$C7UlSHgRlcqV}Gvq-u-#gr2)dN+9csr
z!jbmE;K+80VaJ{YkyQec0`7y(KsH5s7B&<q=ZnN=Qh3}ZFV=pQWwdE5dMCi2ZCBn5
z%DB!j|Kzn@S2GUq@<&%pRhT}uke<orUoY$bb60*q0n{Q_7p&h$dk$&sdVe$u)i>#<
zA1jZfK>U|~Q7s>S_y-;3(#R`#J8l2mn=V6!Ud8Rm(0d-_0Q=&;mAaqIcwzB{?CDcu
zpid+0p;8tP>^6pjy&73{hOv1{1(1u5z@2z+^|TNXUv1U2NW^1KScsE&%L{K7I3XUg
zPHndaik9Pn@9d=ByKrisqcZ+*Fjr*W8n|AXr$!dtoA1lETp{r5yMf{0Ife|Jk(}F8
z@Rt!zysjAt;qUj@`V{p6W3ye9MsKwHd3Q6Hl9S~Mb>RMv{z%JI$olbAV3#PIEP+48
zeYswU4>P6*`w;VA-$z%%qGUyWm7S^2LnUI|c|u;p8`|QknXy`sg^%>5kuvw6)ySgn
z{B9x6O@<z&q#dY?IqT)r?FzI?7FiYpMGgF8iQyc!ePy);ghSM08}JNQ6CGmqEni0G
zeHuB&sRg@)8g#<B_2Y#62ooDxzXfOFxW{TksT?2sYEQF8-gBR8B2jSBh4AU6bh7Vu
z%Oke4%Q)CuUy?ZT%c}U*oE8vRIz6pmd}Y6Jxr^$j>3&djMt6nOQh-3oQvDEp1>T|V
z3uz&wzazMCyfJq(|1>WXM3I9CtZ#p9<=*tr+z|yW<TDuz!C(8&=S#zm5G{}rNVVj1
zfp!PaQZXwM?jeBbgMT|P^>dMEc?Z7Gm$<n-h9c<$n8G`xW~-KUO7+SzX0Uu5d@H70
zz6|H*NfyHMoqGh+Da?PL>1MAr-B-S2^dTER!naT-Wx1(}pyss)Av2Y&)NcOMR$J1h
zDkjc9K912vNE6XM>AKa<E8s^l1zL&5DTHzK4tK10BP{Z74P!6QK^86$$!=x86)&<B
zjA$4H!7VbLINSC1fdN-GU~jiAsJw{7TSJf0M|-o|{kG8ONerd;yT~sm!L1&A(US^Q
zWSeuNWVb)&UPPHzzE>PjvqIh@TKQ42j0I4)_`@x}dSCh>z)!LyHNuoHo{$W55Hrem
z4e7UEYIBLy8<;?T$y#1F;G13)F^uu0jv&gX+M?vW*IUKUrZY_=H$q_0O=WzK<U_R4
zVeur7b#W!3(|-s%YxCrOKHsX3(O*gC$>A)$!L0GoB;!AV+bQf!_UF>})VFIO?8N(R
zJpFanSnj0`2n%^2-P#u?!wb#Qmoyr>{x}OC!}c>EQyNq)Ww+(sJVk<~3<@0}vzdZ#
zZW^KeXs%!9W><1l>^kgzp!?0vWUd~ms=^Riqn+_c%v)g`TRJUF24Ey`@hk%gO3uMe
z6(`1}5Qj$nxRJ!A{oqQoV&fR>wtC`CeU~CJ#<QC1Fq97WL_I=BW@(sVS}D&C3u__U
z2pxbtlVNutP=1|dMGJ(9*mQilR4q_Kb+r8t!TCvt1h!63T~}Lt#}@lIXoOW|P*Y+!
z`;MN%G^>n5T+HXDGRuS>@o5HnLCFLBhqV;12GJN=rSlR+*v`U6;~eKY#Ru&$k}Es2
zT0%4&H0`fd@s6EbAR{DysZvARa+0&^Dl9>GG56aQaq#KoFy{gYwEh>-{>b(xqT0K1
zgC_5IQB%74vkAf*Vfs&_Y=eH6g?bU7XVbML3o{Uzln#cqTtt)%$u&-f+-JF_)BKLA
z@AA9UH73&`V$Hj4F2F_{t}0F)Eu;Nywl5KP8@)X*-O)&T7*g+ObyfW_$AJ=@e);)7
zgp~#Ynj1sy+0cEZ35~WCmHR&~#X(O|`GZS}eCR=-{9ez=?7VsLKEsZ3WQxTPswa)Y
z7NtZ7$?^nNbun}1^t`k`g14ZT{b{R-#`E>H1ACUnvpZUnQAh68JmB9dEZ7^Lbsu<}
zED<hlyC*eY!GINdH;vR|KG2IuW1fTVD3xFRiE$T$ltWx|jp&2rMYLeDGd{j?cps|Z
zO-=eZ!(JqWS~*QZ7Q2CCr@r-BN+XU#<@mBIl1q{ON7?n;)t2l`$8Udg5=T6&;v|87
zZ`Ig;>1vm(b0ZvxtMMhCR-DPzyNi<9)FTCjd8PN=zhq;ouV+vH&rs%4gZ04UwnN_a
zbn(A8yi_+E>VK-!l*?WhxYtyf1?%53arylF?PD1ZaWcQ|bSQWTMj)8~%vaC)is*{!
z|4CC!qeM=5y)8CbwuO@$F9`b)>i)q}XzioYYGDq^X1<{|d34LlC;l8w_mfbf67$`h
z=rF;%5*@BP4N9V%`GgE48TBbV0CTGig;o`b(y_mM`Q9E&q4@iW&336x9`6a!ld=o;
zoTp=Y4U`coxk-h+M<!=*;e~GE?GhdrF-^=XIG?1;gI%%=r$p{44VPN!^2?M+r<opi
zTN&?y_rS)AVkATU!#1+G>VF7EuAOvsdA<E8L&y8yD9l^gsUy-AX6a+)*RWmS9e}Xg
zOukzyzZw*ED)4(I-s4UK{H`*t|8!PvU^fHA>X09<X78RhX8RS!^%K4WbEuT0iL=V>
zMQSFD^}gCxiQ(xeC0)Dvu@lQ+1v~`RVz}~0`5pZz9zF*(OHt}Bc6_)hI#{{SWK8SW
zyeVc1eSo%2tGY64FUF@;>6n|Tx~aa)3s313!jNR4+Dt`|BNA~9&uwHI)*c;#Aj>cu
z6HKvi`NOx!?ik!8loix$7IS1yiL@d!)a<S<0OUD;PPuE^LlC~B>?MXe0&;Q|aw=vT
z%>m8AZFTtl+sC#{>TIty#MeNDgFW*qq`3J8vvNb(E#C+Ai}$;5PucvB#oMrTN^hsg
zU0t)Ug5!qMB&D_1vL?KNx!M6fP@ci%a)ajM-!<3emA=B+{dvKcRJ5;9+XqrxR2NcY
z<WFsZKi<voWpn&PsHUZ(oa7at-umPMzOPcU%mejDA{}%8Q?rtBX1?I&IYg&e)QYp1
zV^zr3g8v#VI|g<w?E2A<$~iua1tqu@CbSIg&|A@r7p6mkUF0(jMD@@=gC)WY|5K9C
zf5J*qaEAv}Z>oZNpCzJhHo%H<dwWBFV|1j-r$MZ5_Zr}LCV4tMxhdw$ZGM5y5i7sR
z)1bV$jy(g@A}1+2$OVGpsV>BM0@7<~33XHx2k|3~y=KSC!gP6^fE<3I#}qDye_Hw!
z7OcU>K0ez<I)^!HJ{Hq5EL;XBE#67{Ce_C`M}HZbY)~$z(uU5b2-`a}0yH8}76pq%
zKAMbDba~`lVVQk^&RJR6-wT!&HT#_lRu7r2X)5P%LC4uFW(`K+2Vqa|ZTr&Mai6)R
zXFhaMX{A=!i*r4*YY)+JySDwgp=BO~%-y!xFzc33Cf_1(>yj0gn1t3ld(1K`b@^jM
zbnO*9=zh{t-}3S-v-Gg4pZHLwf&bW|<K$wfn?q4CnMs-9XKyD_wsy<G?@pna#6@1>
zv*Nv@sX69M{Q&3W$$obV&v9|1(EB34@eW<^wo!t)iu@-P&@s5b-PVXue`JfNwvK!Y
z+|ekD-+yEI8W8@=$3I}8lB?j}#@B7kP}>%=Lpa#f_Ynxzqwa>*KEOeJ-jw|NrJtsi
zCBNRfBAndXicSp8U%oZ~-q$DB+z&ozRbC?XJ`|(|Qp|~bcG_dLC=cYEF}ZexXn%0J
z)lL<U<7xTH@;oK?_75(Yt6Y8PRg}V*WPiN?>zY-RzkErLDc&nigu()cgfv&t+JC^8
zJp6=*t?^MeZI%2{%$A?S5tyWXcA)e-0wRkgq2G(p$EtitjuUfcRd(d}LlvYMW{ny}
zb_bFG+zTZub|@Mxp9!-UqoipohsqGgdC<^NKHBYUl#}d{@X{QqR|BLA#-n9Hl8Ysj
zsz|{IWi{v}{3QZv3@RBDstR3TkKG`2$b{x0K#krW6|Gdgh0~F1s>>_DGTN42hbK0{
zZK2rt@5ev8T3Fwr42X7jZ|UfGa+&9HkCy5IS4^D9x5X2vG|2=X)ID+gNy;ii<u`(w
zrx#jTX#=PATP_5vqva6{IB!c>W8q>sQp#b(p>d;`!Eb=n?X5>@g{hhJy$L~R_C0o%
zc)#_ZCr!5a^LOXcqVkgvH-tY(ED<(tGm2S!B5i#Tu%yQUAh)cVC2v^7qQqBuBO7(?
zGbQ4<%l+GjzTzI2JaB2QZU=TCB=3N=R3Pe%bPyrxAFtv&k8!aL-4vEVxTP$=%7xM-
z$F%`c8wpSSuSQ&`2xM-qJb6mJj9EB?lkv{~w{-ovsCQ*89-O*2KmP1?jk#UPbd^q8
zp|LNc!W9z}YpmHE{IE#u#pyenJkttOzL$GhB<3`Othr>JC=8RT-5<;6bzRI-DV6?w
zNEYkUM$fD7!e-EJOwaMvvFZB}nnHJEY-qm0bpQ!GeJRT)9kz&aRq#UIfQHi!-9goo
z=1&-*-wTq2$h{b-SRiX>7rPO2@NekgO!i3(T%aD0!!AG`2V!v-ushtdfIfiB6vpml
zziUR_K)X4bDdnn#x8`bdiAOZA4_vB8bgrgz;n%zoYy6Z;t}e-A*TVr4+f`_oSlT83
zO844GM5yum?e|ix^Q(wKmJFT2M*0lbJDwyT@_Rac7aRE+AV>E~<M9(6hPmT&>HHSa
z6wr0ulQ;NDbZF1#|67E*)qHs12;BbNPJN5>zeTsi`GESL2|a`~@B#;0NVzp96U0Aj
zUxXSHUPq;8P{}JbPUrDO+Mg`+&0^O`KhT;Xv2j-ClV0>k2)-U(w)apH?pxLQOSu(2
z?ofrsxh})stMA(7hv(<og2wWvj^HqyNVXVL2aCk`5}OgRTfHusXM0x;@y<xOvL!ea
zTTy4>03g$h`qXtv&Vthlw&{_vT0Cpd?=)oJ(yj3M1haigw$rZy(pa(^PDe(kG7{Ly
zuK<O*$X1M2!MN*&W<|;8JGa#lhRs?R*7@!`o^Zj@j);6stoiY(neazfma5ht4b<Va
zpK{;{2f5z27EA-_;xZ6|{o-TSTN$qi4>N{J`^3QrYos<-bF1LB3AC9UIBJ$SS_V>E
z$8DDRlV}jYxX^z$^D_i-X|^W9t&hzpOp@TI#I>W#eeyR)OH1STyuh<}kk9f=sBv`S
zvEK;mddxdgs**&qOIN8rYtD#)zMjQ>4A92i=x8n_O1at2XmM0B>Oe(Yf@o1`Rrx?Q
z&;>|Iq3GncKaiWsOYCar7GUua`^|{E{?Y%mZ&?{wtRHQjLKjMO!cKv;NrqzujM9|K
z9BarqYOISbJUb|+HYoF%&&4LTG*i~rM_JjUUuB5W!;YfR-6a?QVH~}1q$SxwDpbjS
zapbneakv<cMV?J9qy?LK_}%keBqrmEyt3pI)hHjkZ|&K=MQ{Vm@+rB4)mM|!-}#f3
z=JCmT1a?+QykG;`{S><NRV{vsPO4n4A{N@=^Lx()r2dImpXosFzkGbdnW4B2qaJCd
z{eH@lkMuea7H#|xj4h<m_id=y11)O?e=|z1+YU(8u;!|J<Inc($<Kx|OibyuQH*n(
zUrv=>_3Pj-D4V58y=>D$`>>zV-Om>ur-648SpohP0$wEH{s1MHg=Vt3^YF<2c@a&Q
zg4z%Eq$XkJYd~@+m~5bk)6+}a(Q}{}qiyH*)3O!%zRq^D)?5u5iOQetjxVfac5bYb
zEcil64x+JxjqM3Y(<6hg1<I0l!tl0+?J97Sp&ZLiQ@wxnP4b2LKZJ`!P?QW?#_QMW
z)e&Ke&XMP|@ze?NofW6&zjLY%&S;p}VimR~1R(H&wo`doJRyjB{rjs<yd9@60nj^F
zmZ|rmyp<}|-w)`!v9a7)9yk!X-IjB01O5-ekNUD`W!O>NGRmyg11hWGqM1*?`Fy7q
zfE52APh;w}MEgXcsjY_{dq>v%a&#yPU|6imkFOOFKW#3bfPn%|@!01pr8V|7esUd0
zB`_akjgwVTUyl#&D85#H6hy74j(H7}ln2tm*wYSjF7@(PYF)0WM{-|bRAO*zT!lm9
zo}Yyu6O)*jW6bNi8b7);2WSP_)9$cHcTbg@uw-Fm74ur2)m;`GkG@SFNDtrfehBmK
z=P6Ys)B?HW$x-K0uc*7EzS>R&jQq4Lqhx;fSgXCN5m7q(IK}%emJDZk63Vx+R95vx
z*6bYAX0rNy$MZjg8iM{gx&g{swMA2{y`?Edceam2UgGN%+Behlrd(@dtcz=Z^GhsO
zkB=M}9;~`=KV`BN*VWqDtf|6GcNj+HYksS`rWI^&jyvg?#mv!i9w`|_s>%be%idc|
zKJ~wx*cR&No2|OYaDPn_e?08UWpWoE=*rbjBudv}m|-IQr-IqFL7mICcT1p~9?*lq
z;i78js~L1hV9OZLXSNK{8uk%#Hx<Wle0OS#K`w}XRbtxFitP)frxqA~(xP`f)3o2|
z+EdZhYctOc8yo2~R;H30H@LctPf0#g)qOAe?rGXGJe$dfV#Yrqe;dXPS`QO2;GncK
z{>)~<>p)(9C^QqTgIq0b_rYy;q4=2@Jy?F^v#(Ih2vM9WVUy_zYOU;vGEo^F${Y+w
z1xR&}6+X*X^nL(nVadYuSq2BD_bcJsJHL2Htl5`$f3er*PTqg$78PX?)L#(#TU;_`
z%epJrZIRX3S8NQ%lzrXi5EmNMCHXbTP_?>ZxIRQ1!wre+X#vS_&ev7r<utNM_<)7a
z;=I@Ly1Sv21dZ=VZ_!%eLGeUSelmJ=nk?9^LOS$=+@rIIk%WU7BW}Ni_7v2^cIB-z
z0+?5VhQ?W;2-6Tm6)b~?ffgTk&Js1beW;0ubDv(kLgz{NejRVL3E%QBRjSl=Rd=7;
zH=+rZZ6`h*njCyR{Hkv{!w0<eX?u#uQ#x2P)}Bv`1?x!yOkf5NF{1gdx=|*l)CwG;
z4f5ul<VD_i&;SPlFJBWKxvs1s#^^GeqlN8Ux;XPh8f``27k)NCHhx~}7dEe`Y0Bid
z2-y$ROgb<5S13)Ivx3#GIJY3~g;v2gWw9lSo5G5Q%zfAMc)1I-90$12kzY^j%mXO*
z`TO9cKovFW+WQ-Uq5+ZCwa#3Jv&`$^zy9DI7dDl)mfIyq?FhqC|BXyAYC~VPymcg0
zuqNjg^FvFJ2)fzRVn<8bKlv_pVY*aW;7n&=3#OI-TB8bhb$Isv+$ZCiugWVQO~uc`
zQ~du@splSBCa8;4T<!lM{PO+Zb?iEL5)R<x7m9vCzfj+n@fRdU;>?QKT&{4z%kyX9
zKAlZWB!AQDGHYQ8{t%#j1IiK3r$5p1m1<xpaTK%s5s0hX#Q)9OYN-G>4%Nt?@6gmo
zHtVNoY@g%uH%=fSVI7{UgCG%`4c_X}_z<%_G{0|7%HmV*oog#=@tErdxWDOjs%uBt
z{xa`Iy`icVqcaI$aljK#DiT+kdPV=KnA$6AWs%{IB&r`Smd!4b&yN7=p1d~~N6fl*
zhd-;t-Ni=UCYp_+7){jb#*Wr4c4hl<YnV0a{dWSPUIO$H0-_*NM@yFwdBRyNzKPF(
zF@BGI=%}4tTe!kum|REVxDb~?U5*_CU4mU(3DrDQwB73JGlI5tJ!*3b*`W-7t)Wju
zrRJT>D7>vQ)eub4@DB?-XkZ{uAkr4t%$l7x4KXOV&QJA0$SW;snwl|}NH|z&r4;V1
zm1)5o^T%>qC{L<w0B|L@0_of53!38XEm)VZ=SMb7NcY&5CqX9+7d`SL#3)bmJ|Yaz
znB<2Af{K}VO-Ma>e0fkZ5nOW~KU2g#ve^>|I5p^zx_U=Q?rq`pQcoS`bQ|f#sjHtj
zo3hKv?I~FHu7obxNch1cy*L%$mOTM^AF30Xi_sB-nK2*_%f|vEE4O7y8|@X*_-bbN
zCJO>cbmBs{h#llb4v<7B-n3&O3C?z>V3{y!(FOtG;h04?{`;KT7iCEj#JZ@X1`{kr
z2k0cGH-IE(!RC%~D1acpM94L!FpG7aFH1PrE~X2+>hm!%@@<Vc;u5f2ESv6yFK#Wd
z-SqnH*4d$G9h)=1#4Na>xTcPsD0jB;aJ;965oR!J3Xbl7S4LV1x94xk?6jiw2UpCx
zm%Bd%k+6YFOSJJZ+^zVGn<A@dWzE#q7?$biue0jfkdZ13E9)3b!4aO2w7uB4B=pyj
zSLWU1nZo)%!2zkvP6}ITF{k0>TQA<3v*e<1@P<dVm1WM)y=CUJxaxtievX^*0MS}R
zw!yY#j#mlEI6vKW8Ky5#dcsoxGg(fSryxjZ#&<uFMw$mlU1gGVoG0hL!1mqbSLR}k
zYl*^M^586tP}zW#0HkO_7tTZ56<LULN%v2hebRUso9NL}5upw-CsB_wx!pltikkM&
zrR-l+`M8_eg`nmMe>*`!Mjm(wpK#*tb~5WRNXfIfyRf%;N)=jAM}e86`O9|2_CpM6
zSG$X1+S_HBc~E^7@kj3XZJx8q*JGsFpu!%9_Z^q_P)P;O@G?XV#C{E_#x^W0Hn-+C
z_qNi>4e?wBXabf18}rimuqTb(LHxty!PoZe>Yc|~HuP~N<lwCFbNv|oj_Bw>KC$Zn
z4<Qg2j>$whqDFZ?F?Y(RC*ttJ<=qCQ)<g;-fhQf)oep7!=uCwiy^5@I_1J?eC{Pdi
z0iKrE|4-tqUpRVMYSYL)ICkff;ATGK*XJGHN%N|&ZP|%W8mj6F@9B!jG6lq2Uyk5g
z#%8!N)8Txa1+81X#gW=?i}H#+83lOk<K2iwib*%LYt=dAgUsL?3QLYv`4eRNbozI)
zQ2!-X^;RpxU>!!COU+Tx;BKZ2`gmKSq2O*_eaw4=P>n<BwroIBL%iw*tUm8EzC1-G
znas0~q;Yha9f#c|LUcN%?tL}m799QjLAiQ?lfQUDc&JF@>X{SVU6Vejon5{&O)VW<
zMySH&TRYK~P-D(%7yv8tk5U_PjZe;poW@h9fw|SLN@wYP5OzfJVQyO$0$MskwFGko
zuIdz+vy2&3%-V5lE^+f38vIn?)u^_XUHN5Q3l7#Kfhw5sg9I*u2aNKMhlu&_+h~vG
zrlG&V{T{P%<=a)S3vS{6#$&HIR28~2_I1Q=t0K*T=rz14Cz<3Y#vwpiEEb00PgpG~
z0?>vZ65+gq5*qZM3x<vhD-~%{{B{!iiL4lXu1S_P0*=ZCx;O+Xlj!MPqCQD&XX)oU
zmP|X6O01q4z0XlfyF3s;=AA@UE20FwR*l6JyUG9#(CJ-N{c(IR&a(7v@7{Eu4@urc
z7GnFD0qmLg6603hI{S*b7-%ULu|*e^Sykr=k*V@_0wguzl|&~z8%<)Jsi_1>hgJ`H
zt7B7ayY;k|T0=Cqw>A0un)w?3mGd6C`uD1{?6A_<AV*|sm`^BT^X~5Aj1`a7yWzU-
zK^=|UxY56-4C185@YtXK3xzt@kUhwWZ&$R6zV*R}GBV)r#l-BkZFp6R`K_YszUk==
zIZ;4F1fVTaCqVm!u<%?3txEin3={XOSq`0~9=*;szvZ;{ogz-KaP1%4_>V0UHnByO
zqaDpg$xfd&TCRESB<hr))>71UmeQ$M&8Fh4$8F2*tg%06)_y;z7Odnn=t(0>(HqA5
zHWE-$_X_9&x$8R=f06xGbu59Uw4qAqlESrJ#MeR2I~6mR+CYbi$a|QN?Ij}gow1T;
z@WhZzFOAZt`hIJ{e9l_wLZkh3@&PNi#V@@{o+7tro%{zH^*`zZ?G@5d3%eI(Phu~k
zBQGHWga}@^vYQ?yad07*>^{nq(4K2Q;Bvg7DhlWpoDXqnlBOqxTa4HxP1yjPg|ziP
zHJb7bKy0FpG+V}wcxyH2>`9!g1uBuiJn*bT-!8HSuoc1gUqL$?Wn`wT{apv@fJB~H
zQq<~741`Kj>M-{#|9{z3TGV|y+NBvXI4MOJuxDYs0(ZiL?axFIU40My`E<N*78Gu}
zD?97$QeR<Nhj^1LA+|!UxWm;XS~13DMH<ODJ}SN{;37+uhjkrH`*mH6SznUHf^y}8
zvwpj?PaEN!MMJO_IRoT*=)gN*^0>l6oGO;`GfLS{Uc-~-M`Cj>Z65>;`YUuK+G{FQ
z#n)U$PhQrJg77V>Z=O)Ber9?46$|yWMNY>b#B2;C0k=lE?{~^(8hNuheal5I@hW;t
zta8azACK1-mB|u!fr5YmyJe7v&Je>zHsFr#aRK4S$J{^oMnvh3!&^r`hsACubNPG>
z{-st6VYw;u&z)4{{G=4ZwE5F>!9>Y5kjK-cc`esB+f`S5)KP0>IDKwf#MZ+?L#VT@
z$~pbfEpOi5j*Hu}rP8z2{OfZ@n%FH{v6`!V8Z4y>fMck&>mq~jR|D5Dc75$6YESm_
z4%jPQJ~i=I5zI$QeQ0M7Vez;3Z`PGB{~?_3w}-F&#kh5jyA)ZIbV(>&a2uF@ob4Ru
ziaDjnZjWljb_V<rv8X*U$|=K#SrBln**)$oG#*U<HL%^+*yLw`=8B2D?#R=&)*58)
zK5JM~-4^rAImUssrb8QvB%=g%JL)kZhCp@nP^xXB1fz<-HYh-L=U4~lOU_}<n5ZzG
z_1LqLUV;o>q_yw_2BECun}2AVAkR@AyaB{h+mszbPhef@sas(l4&j{qUo0!J<G#%c
z4gk)B#O=!^7><=Sj%w5rwEdWdE*<z3U>tRAAzzXhW(!=Nan1YqQCIf`fYHUzUp7aw
z`ZNM<jYrBX@@douK?{M{$Ct@%%B|vZ*)IV6LQv3k>3aOL`R0~ZrKZ1Rl2Oe0&3BB>
z6`8`8@z|-Sp3N;a(bT!XfcM15#oE4dUexq$gs-(SoGbZz9LLQCF%b1}T)jKe#$=}h
zmA@Wz*Ci-aJJ)6IL>8Wx{R~_n712Niqk@~lL;Xa8lI4x!)lIYngu$-8uOM!M0<CPj
zZ(gN}=1lONry!6q{y>E}9%9J{h+|g$pimT7Sd<&mpQU`L0Q6*5=xZs~0O2#ODYIvZ
zf{7;jDL(*~&Q#X5+b4wLCvxaXPM)S+DL&9byJNNSqD=V0hwtov8K;PMf*N10<*X>f
z-bd7Zc}(@3?=;ihR{;Z+KSypy4)a+V6UB~)cvhn;RJ~3BMiUVJRLoE{{1%|OW$BQD
z%vFQ9qinvB1*9zewa&4NzqhNCc3TLb7;<PQgev9xpu~y&1cU$RXSPk5;&mS7=Hx#g
zE-;4DEnl2yn!Tti{)bRNHuvCF_O4yf%6)k~boLm$=b|7oPk!!CL^+z4C2M<D>z0Ec
z$lG_avg<m!D@nr{*L(|8#Rb={tPVTiVsXbH2m?P5NYW=L;wNi|^fHUt;m7v1t)N92
z$q=Ur_J2LKeC}YvwG7cI!A(3wg`}yA{D%P1PgUY-dHg!KkjYvyT1trcA3`w3wA7%B
zj)hVTw(VV<FqXQ;+BUm;^psxOf(+wxh3Zwc&rPnfVRG5J$FaH7MU6=$hrM<6fG9+3
zlw2T=gegzj24(na9RKGa4U|w)vu>Hz9ewjt$Fym1xRRV|Yn0`aa_Y=k)(W5Tjsxyk
z(nI0rbiIu)j|*~{ax_V08>NvHF^esue_4_C<cL^s#rwV=+*W0Geb<Q*86`i0f68rq
z?_LpL7FpBBRd!zp^=#w0koQO_=AY@&&JmkvevN~`0T}c3yw~&+BFI&>m~Xk#*7_{+
zE_j2vV=`;Ng36u-zP~pjt@Q^ge!pd>gbdaDOIHh-Fg{WN6o=_TIO*bBLDj(owTE{n
z%)&h}`$hAxbG8y(*`71T%bF+`l}hDXu|_UX)bB%=0Fk*b)i)6=Z@;KmhE^Op9{(9l
zMxV0rJmj+B03Tf*7f}HR`Jkt@&KxtvbqKYfvEjT4mniWTN~cX!b;PSc*INXoueP^S
zcm5;!`Tqx>o@@WLK3+->7`o@`2N7M{gu>3Y3`0P~ZEc={Zu&*1wo98=vsC8;A|XFJ
zP7VpG-|+WKh#joWhOQDM>(ruI;uJXsDRgqON-9EsBg{=#m4AgIA?phc>kl35MLBJ>
zC~PeFuz!xE-A6bTU!Q!K!@+0X4e-;s;YTDqA9~DV2y=P)+zJ#I7EC#}X51)D+23PH
zHRjw?<{ZYS3aNq>ouSu2N@E@o@K|)#e+NtAUd4g!8e{Cb<&PyPb0V-pjch{cIKT?3
zDAn((1IUwc0b?YPg|3J_t4plP$Dkq(lBY#9&Jiukctvy)nF=eIiL}@JIYtheD=2vS
zTWCwh!a#@57qa%sB(7!TmAZWOgb-A>tv&Tw9bv#gys&+cU2Sm4_qoDFQ-Sa9J5e>C
zZ)Y)ONnfC-<Budq8?CH#L`SehPx_R+kC>i>oKXRzdPl5NresRiHBwggj%jsCwljFq
zUsn5t@*p}L^(r_Fb+FVFH(Fk(Q;RI`pkCeYB$*hO+zyZ?5r`l+#eF+xu`MvXnaoRA
zQwL8D@em+R1JN{ojgT(&|1I-|QC}=+n?8)3gCV0mi1rg-PF2ChBF;tI?!#9m9Ee${
z^PhkH%o*$;yY`;i6>kDwmiP61$D^lX1(d5{I-EJ!06q51Uq<pfQPF3i&ka=sRWZdo
zZYIix%VQ1l36?tx)km7|Y0{A!G`NCkhyLkG$g9YVvtV7N-0kP6A+DrM9u_8yz1!94
zyd;w3kX3Mw$#QOve=bbeVDr}3504aSSCgi;MY$>S8HHQl8<H!N1bkLHyeECzsv&JM
zPCd(`HRDTkM%uZzZdbu3i8(-7tPFlo<t8!F-qnI<XELvp7)!vrSrH%O{i@MeE;d(j
zm`w<dx@LRHX`(2WHafxfkK`7i9Csv`!MQn7RC!LKKHpbI@>X?Ld|Jk_xO`QkM&+d)
z!oAktjth*&&#@3#Mj!f7zfX9@n{kWt`hDJfzpT!r)e)h2))A0N3eJ5ckDjzS5uOBK
zC>=%T?6?2%4$(wkzNajU0hT?GxeI~PL_scIS|dNl&$K5>=HfNwBH?y*L4XCd8?;o6
zf28`Cj#ZEmp>y5k=U<%tp9Uu%=3$3)6q-76*M|4}yGA3|{gKc6mD1R%A`3BRR3qUG
zN;ef6p0wSDv9QJGih#l*zJw-SI&pZca}#3;c@gx$zc)!VW~WR)uW>qXvsTFgFmzl0
z{Z&n;^zi6|tX75Mm}rhK$=Of4n%o7o{}47mRd$8B`-r{e<G!#ItW%N~R@}`R>E@D%
zMQ}2P@(`Vr4nE+&@seIpM{Jga#1~OtRu^X+jac*p7XYl;j7#4Rs5WtUh>k$O!-0ap
z@KzSfV6J@Y>K)F54q<n9e^Apk&hdrFV<+*E!_4-Pe-pg_72nda`wyYl*HfJEKLm^$
z<>~2GAuzeg;}36rqj*85u(UoiCu{hlZVI3Je)?Zb7%2KU(sf|sy45-9-;zh4_{t5t
z<(nDa-qo-!aeix4d-G`cqVq|k<A$>`yr2jS^1;fB_V<+kNT9xUsX4qAJv)nnJ%2dr
zkcxl_hZb1HmxpTPx7+fZ=8bMd8eUjEHa@EUDxVBz8+`fo%Cev{I)$NL76M@d7&8<6
zn&;aWiGIVaEDYRPJ2;ZtplDGa!+OBDqctO$lz33%IgB?9(CTc#dxMJaix}0D{(+|}
z|A&w&<1XKI5dEfo*0tQY{*F48@y?+fel3WvmJ+K}_b=*GiHA>!X)59v#Im_@c+Brb
zLz0b;oC<rL9}GNbZUta^Jg+QLb>PbHKM2tj`9UM4W`u=6o^T8YV~wfD)_*El^D2Kw
zddtnCre@xBQ_e~Mjf25&9JA-VJ}WGry+ciX=ZH1{(*yi=^mz~VKub^?<A|$v8M85#
z-CD-4?#FP^ah+s_>fvoHG--`iMR;OVheqeT%ulYAU~_2_1fa4|l0Wu)v&VPjCESEo
z#Lh>WgZ9<m5)Di$xepq{T}aAHp34#+7d63!lKdN*`YzroBkCcslllW5+x0fe0N1qg
zlQ#;3LH-aFjhNz}^AWW}l}%YO`bJqxb|Yxr^|;g08nc*LDw%iW+DL36g$9~*L^MhM
z;Dg-HLcen+16QtQV`!{C*!U>c5m^g<@u~b^{r7ccQSocerNV}W^F+aO0!!tpo^Kid
zZ{=gPkp5l&%7tqAB5~?Y!zc49>GGqyKl}R#8&?>S;8qRAP6wGOU!TwyaGGYtMtB8>
zKIYp%2E$(&R4M$?k^6s99-GlTehx-5tH?7FZ@lS@(L5;PyiWlX3%~AQpa?c8Fb#5t
z?l**Ls~3;0!w3GDfW&0={Kz~iiN2ZqXKTAwZR%yyG8E5ua)d&oaSh%4ed8qleQ=f2
zU;03W_&1`sJh8LXUW?bCZ-nev+OJ6+?YKt?!wDQRpk0lF5bkqSpU<0p4^9s4DYIqq
z)2Rc2sh%6}=dqhgd3z<lfMV;>oxOm(eqXk*?JDU&0;z(oQtJySflK$XpU~8C1w<ce
zK1^9kRvXm)u6WE9Ml{~smf?JGy+?l2BfH2&np!{R7>K|g6IyiCEFoP#blDH=j{wX)
zeL~a3Al&neF|XX*U@gXC;QFJLrk?F9S7?zGiO8#RtqNX+qQpr_bNoL5{y+i0G3#D3
zQRjTy9=menR^G>({6f`YzS7`3Fx&e62E4vPK;xx)2gC~zrnEM>W(SZ>dHkb*1$~YJ
zF;qR>kDIRVQ(eyg0N}~bj4uBG>%sp3^kjAJRpDO+&-_+*gZ`oK{{W*SuXV4V&Ry|O
z(H{0*twiu2vRrYLZ_1*ZPq-Y2*ygsMT0+^v@#$5rHPTKMMn0AF5tU!%K2lJkwvm?}
zn{>yBkK<CVnRSIGF7+YS=iS>L!khiAF#v8OoYmf;l$9i2ipFi$w(=Z#^P&%9n#a3R
zE(jyNS-aI_`!sTf{o+cFr_cgwwcLu+G3!%GGmPEKttd(hl!Znc@vAP*fN{lC44~$$
zNir2)eznlm&SW&R2K&{!;n_@jowS1liAVFUd(B@#S~^9-E#x4aeEH(B#KW4CM)+yC
z)lBps6I)vyNhFgSiUW++BM3%t%k-@e8QaMu_S46^1~nX4G_Xip=EybWVHN2k*u>7&
z8nJoTC_=~u3lg$|XE~}uAdGj+2hx?Mwn76<lZxx*XD_shdZNQy$GawG{ObG(09DMt
zongK0n=am4n$@zqw<<Qqc=Z((BJ5o%kh!~Rkpsp}YQPi@m5FbC9^s6BRj&=gumlla
zWoXFtDY%z_BycJz5a*z!6AXRfP)gvRzCSwWNu3TzQ?zv=m}EiTq97mR6q^+P01&NG
z?qucIah-EbHyPjxO^6RBpZl;oRajRW<`euhqyyK#6w-2dVNJm&JBJil6C~8UgA_hc
z<O~|l?N+WWo(pA_n<~bs`HS4u(q8U_PFm`1XibKcf3j+nt(jlfCa2I`eWlc#<xNL%
z<*e>92Q`{jt0PA5N-ScwI?&HZHlFnD$_F^DOs+%$CY}J#G|x146qzQ5G|7n>z@-B{
zX{rMCBAvgC04iO|O?4^iqdH~C{{UduiKi1d^ke+%+%K1Xgu~Shc!^S%laEOlezo6%
zdNgojORLagr9jvpN{J5wr%d!7mFT0!lhm9LEivA!gUvXcMtSC=Q^*xaixyL;t&K4h
zoVXlTD(8yQu?}5!npHj!rtKrIhaYDfMR{+DA!zkk-_?zJD3RcYcP9flt}9c6?e{M8
zD=y+l#d6S#yFDq^inC`Jq>29k8ulLo=leN2*9#tpWE(Ph--bWJx-CCdn@NRYv;ZLf
z_~xpuDN37(OBqQ`GuI%DG<nB0FPGB1!~PRZSx3szkD#dE#v02Li=sY&SC##nT<iYT
zqK{W9e7dNI_oQV073L?!I@_*3+~9iw{uLkmBs!~gypa3xLdz?4b|vQY`&{*`0&$T*
zP%uS#3u_vSoVDDaokRBfwiq`uANUcg{>rKR!v5HYNS?}Z{o(o3Op&PN)P6PNChF_G
z#JqpDX${Qe^E8BiylJeeU(8F+7xJ^%n)2B`^~7W9;-WgGf}U?}$NjVw<Lxt^vNz^w
zg^oV)HESyV@eetF%6kKA8fx?Q>wo+BDmL*Jl7r^Fhwx!uK}{pxsbz8NB0sg}_D8Kh
zi!@X`-7nxXP`8aVH9zt4-+~ifP(?J=e`V8qwlD2ky^-pt$66r&0G84p`(|mU$C@Dj
z0G5(}-?Ls>lZu+s&U@F}5)<li#W$AFiq)~lGOs71N2jlkG*kZoEo2{9$fc9UHWH>S
z=1@;^aa^T`harh~+#T)d+O-CiYDPSz$8IZ@SXv4Dr&7gYWVNwi>bA4CWV(%y`{JaI
z_Sl>x$bO6}nbGXWNLG*RD@Pydza}+Yu}Df)S*EuU6aKV+-$JAkDL;H;>MJR9D_{l{
zhCkXhGU*X7MsfcD0;zF{qLoFttg<dX@cij~)z1d8n@j7qX$QD8-|V>uOR2vx{uMlt
zAGDY9o1SOVlg#IUD;0G6ka)b89{B$N3VPXIlk(j$`r@OKJF=BYH)M@$lgAl8m8oT=
zyreVaFY~B$Z7Ss$OLF;Mz>3wqnq`2;ZGgv&p4G)xt=}w8>Qt8UDeD^DkB99^eXPK7
z5}%lw@-Gqimj3`>k(PM>0MYaE#t8sddj1ib^5Lero6K@@b62gr6=QGv+l{Y|anK6Z
zgsD>2db67m3iY&xi5?X+7O{|C$S!ysnw;sdJ3wKz+PV4I9Ok+Y6-8}6vg>SD%8cXX
z=~3zNmN?@WuYQ{5r_a#v>Q$6w$<&HXGez>kZn|G!zx`^fErykE3p_GhZy(+t{c7B~
zjF|gpwPM~TBVb20q#~ZE%5`R)q+?I47+Y*;r~T?h@g2frWN`!ZHJf;#NKPsXWoaeC
z;FC?hhkPj0<>oiXi*;1uIh8((P98Gx0{z?fQS77qDuU_K=jQ=WZNv()x-*`$TMzqg
zzvEKq!R|FQwk3ZS>(c%0MsL6`_*4zAYLcIt`g8PPDgOZ3TTU8#e0xd{^`|X`s+>LC
zWBuNLl?s#*E}>nu8}~Ukmml}ps2<|+{`J(y>gKftrktY&{eSP<Qu!KM{{YMBKS<3|
zQ0z~%W;SMTy*!8h1Zk!gW6QbxYjuCJhu$+c&|~^idD=RjV7fm>AK_2kT?VR2>|y<z
z*EIO;kem=sYh|x=q#RmY{{X<4e}!&o8dQ3OVpfjc+BY~)J-+wqDLKL_>>Q@{IR&&u
z2Z9f`H1TYo-4*CMpM%6uP3OV(NtQkFNT)HrI*+b1-nf97T-8yn3i`vL6?y5~n1LZd
z{52qrGr*^+)52FmIpr}{F^cxThLLRWvXlHy$MrSiDxiw@4**BA!nWhoxAQgQ=W?|K
zyw5`@*1i0TUNAC`4PJ;;vlzmK10>{%;yfYYWQO(&nY`3x0PSeV=kc#oWLI1;1ZSb8
zSdmZN8TG|@H1SfWO~G|Nx|mf~YHy%`a4Qp8)J?KF#N43ER{qiJS<+a*WSQmwhwGZk
zlZut(ZCOde(L7JbT9miaS{WN816(|%fG0g`xcG%^mYVLwDq~@l1GRAy;}|vecs9L?
zvGY^Ew0Ar2f`p$L-e>-S@BaX!Bd>U`3HU4k@s-{`=pO$7`Z7BAYWb|&{pI>2-@tza
z@Nwb$k1r-g6)N~@LV&#M%}4#EGn3C4G(Gje9ZoS{Mf>jO%0*DN!<)mXzk1*gr2|2O
zI5!_krzO<bIb+R4v&#4z&S|*Mt0Br4(j|+%E(q-<VJK~@yBX_I>Ttx`oW>3!W0fA9
zQ)O9Yf?>G)$UzvXZ>`$eV5|rwLk!YaRTH?T?@!^eN60-5M$q6M4n<fej%h}Hde>5C
zEy`X=t9CIm+#&7_Cev1|K=TQ1y{aldb(+#`&0O?<65RP(PM-U7kVoh%kCRbC#IoYM
z3;RFqFAP|?JfQw{&C8*v``p)wf}B)ZecA3}l-p8|V<KzlozL#U9=WRVN`;#cXX{%(
z*)d1*gg;tS50)^oFCMk%s*&h<&XnZt%!o4W#l8l8D|Qb!ulk^v_Ns;MS+FBTs|qi8
z+*AYaQBm_6(vKr7`Bwz-wQ6Xixya1ll~QH6+%qudv@M}-H%ZNNP3fuEP2K2UiWyh{
zWHmXnz{zGO>rc0g06uKh#a#5R8A{CWj5M<{+9I7ZP%)eMaw}<}=aEquly(%=L?;6c
z#o7KNQ5bI={qie(s*g&I-3LGoXsX+xo27oHFoNj^`oc{)O~U^G5v@JI_NOQqCj*LZ
zrkbKvJ#=P9seg4nid!lBr;}KrFA4tuSk>BHT3d}T%s@Qd*)@t&o&c+%QarB6%DpD#
zt0eHR+7nYEMmtK8QR-IrU)nO2bB)!bqm8%e#sR4{1|s#qUNc#_+Ph}TAG)>70=Ix*
zF{BH8MhlwPImSpBqjm;1^ILmQBQIwAnJE>@a?VXj=3Ib6=CoBA{{V)ZumEzxpR`?r
z*uLgc3)TZ9)acg=Ib)j9I2-{>w;#h$=j2+aZlzd^uN0y}akSTvPNZsgL(*3MX1%dM
zDExM>7QY)ctIzuE-_EzeyUCpRwV`4)Bnq8VCq1e-zUVbN5zTrhi96h`c*xH~OjDN6
zYKrFJW02&4YPwzfkF8O(X|}FvhXc5)P~Moaw;Wa(y2nRSezf$vU*mNjN_Rqdd2V#W
zSCFX&s=fI+;eRU1TgdVE#W3B*Pv4~&#S-B+xvBQ0ZlF?m%1=RAX6iBgRHE`Ma@5_4
z_AT@^3!&{w9RcZCV)j2%OZM3PXtEcvn&@f<Ow)tM=~-g&Dc@{LS_#vUrMU-x!jmf9
zIIQosr6{{r=(+r8vJYn?M3mlnIK?pI)~S7?J%IdaeD9@IkuIAqoxO;r5<Nv!^N8*#
zcb4x(kiD5_JkVR*Rbt21ljhF`jfcpd#KfHTq*ZwwDyby;Rf|n7=In#_6S+0gS=hm7
zp;Q9HsXa|&I>~HrPJ?@yb{Y|K9^m1ByPmbt!4y{N5;O`2OjLV-ZV%Rt<2`GRq}<Nx
zbmIcgn0wQ_;1~f_Lvv3A1I=T~bSbjZNOE#`H7J_`sfGi+9&T3^JcX&)zxJXAIHtAF
zy;2M};+y6QJ)OtxS)wNx=dC?v4aH^$-OyI1o1|RcNEyCZ{cAb$!CkW8=O<!F5=)5$
zXbI1tu9C}4irquXGT!v)BDd3G3X8eBnp1d$avMJN=2fdH?0R(RMjEoq%f|!drXm;P
z){@+bx^$}AzO`qgTQkh#c0N=ec-9e4PnIiFX-+YZG`22DG!}3)vbv%#R%2do;*S~0
ze$QoPxgqG!(6wdjULw5KCne6yandk&HHjw*4s*}rUfvTf<Z4xQXU^mEIaK#)Xov_W
zsm)!n``FwCR2?%`ZI~-(Z{uFPm7`>M(35hzW}K*ufD?=g=k*mKU!028l5OfeYbQ`A
z%3?<~G?k5J?<8_pgZG@%t)LFW0P*QX&RS}o)cI^Pz&*uMSCx-RwyCQd{vQ6%zt!T?
zFQaJVljZY6e88Tac<WWXW8t>&&a?JkF=UEG^CLOuZ%%(2v!U2ouD5G@d3T7TkVtXY
zj(Pm4e0$<3yhE-DZP)iOr<R0{NX~z)a!FM7>#?;p4`=3bL5_Nn^fd6qd(%MAr7qK5
zi5a^Rt7q1v=9q}yhNf7gBw-l+1y;z;O>`PL>?uI)ikw>9lf*KA-!%UKuw3=>Tzy45
zuBLp+5kVMfRB%Rn)`q1G;@rU)M<ior+~eA#hfTU-Hh`y~%LV80uG$T1O(MeA&09;G
zkGswrZ>Df-n-Mo_MGg{5N===HsM3!B54Hfa8+H1F#dymBo-3>I4~Q=HI8;k{8=tyi
zi3m~elU%QpD>urFewCJ4Nz#jyw`F4MMy!%Uc?YFEa(h(CV|4tBX^wpmn!6s0skj9+
z>!Y7YTl_1!RjI}6BbV9ETSTQ8=b^84@M7%n-KfDCQ(jwV;O%bVa<)vl{`uSd>(}%f
zNi1}GdwEnWh=33dd9M#R#8asS7`vXfQ$nOFIZ0U4{t-(^Ito|eYrtC{L$eci6`iT>
zk^-ra$AD`qTJZ!i!z?j5SwR>gujx9)uBB*%NQJ<|sXT*S3Y4I^+Bv0K6K<Mki+J};
zzqHhZw;6cbqxx4FBC*CtO84&++S=-HJPt=AucdgNr)1iF+rZrc`A?{?sK8g}rlQf{
z)`ukY)a(8W1OEUCmFN9~-~RwcM_%n-9q?%X0L5W<{{UVO{{W*SuW_#nH~#>6eu(z+
z_j)Ib$75v@{LTw~X~H`NU8S;Xl1tfG036h-Jj_lNzW{6Kod?yQDC(uMH!kip>v+i9
zy!uo&dX<ZueU~2flF?5uSQz_}PKwfWI1r!2ReLz?avevyH{Vf#fQ~4}So6hJ*KS43
zu(;r?D!-O$n6|oIu44<1YWIjN&8>}v(Z}!9t`Dfk_|`2#6;`H^l;=&S(87(}$VFJs
z9G;a_Ny!3+m4O2_+PfTbi@9K*nx?gH-i|7RPRx1=kuDie9dU|NUh5jVvFbv1PXfm1
zeq>-PkDF4uEO1USU2lh7ZafVkmj`1ue*i0=l3O+7a`ZLf;dGRvZJF<4TXf?q+UU${
z`_qQn#+kcOf17a`?OKfX&9sS^=(NJtyzZFw^%dwTD{Oi0FRY4b1=AniO}F1Qqp^Ij
z9_Kg}pFPErzu#l{)tH{u;{<Lwsh*|NX>}(@wplj$grBWmis}{M0&6o6o>CK^TG6%H
zw0`Jg-m#iGpxI>Wky=R{Y`=SfTkzbMjYu6vYY<q&aO&nY$mCYcN)bi~>0C9GdL5K`
zmgC*zBZ{oTW8ST?QT$a^=T$v(SixA{OoYWL>eTNiKX}tx=yVkmT)E&@sWT?gIY0*$
z8CN;QL*__9CnAts73<FxYBoZ0T}fICg9FL9lvBv6Tk?48Q_rt0rk^4*WH+^8O|3-&
znHdf{Rnez5o`w}`Q;Xc_^x{_XGEOpTeL~^}zmhQ7Bd-;Oqw7%I>M(G2o_OZ8ZZ+*b
z&sDv$mNI3R4u@`g3dXEts%VX4RuYD+Sr{B+IQHpLO?4f#JLCfc)~OvyK>1;Ay>M!^
z)T?(3$0Tk69c!W#+uX*bXr=D6PR~|?@lTRL#aRx_d9Hg*SakFuA}8FMxZ2&Sedkrj
zVrj~ge+a2!7usg3lbU&QMk}9h73r~)x?X*%2|RJ8Ckwfcu%+x~`Wky^_d2C;6c)hX
zf@{Y0V5zTNfa*bVK^59b<NGb8e$M1D#c(&*0_#wg;75gXoO)MI7L=hT+09<0YG{k_
zpO9o6eQIu}jz1d5S+g5$h>*QV&lQnzs><_-pagS{rn@C29nLsl-A8m@)rl8pEt6Ci
zemb6ON(*h#`Lpua?@w6c2Za?%n`c6)7_L(@<_9@6yN_I&(wa02&{b`#Pm!cjsH9dG
z0eZF#FWOhBdZVc$d82O?Rtrnno8*niu31h=*z1ibIP*4Z{jMzX#+2R1*F1d<MGlFm
zNx+L9=C*7+H6U-_sBda<l$nJ|QIAtBY7mcK$kT?UZaVJ#tE>M2gksFb50bg>gG_G<
z*dB$2TXIGo+KcXULszz5h{lv_mgD|eF|MLN3TevRsc)&N<M8I34h$>$(o$k|Xm)2L
zHMj`>08(m1)z$vxv!A7QaOk>vWkf5U+*PF0trQR3AU?v6XvNP-?GuPyLUZ?Qr9bc*
zmOG2r;cQ#+2D^o~hCY#j_*8>tMo?$zRnEfje`Mq0i&0_4m0FI=QE~qO9_qhZ>W@wo
z52Y%eJt|#E8Okv*V$v?#8~n8uqi>}_0Sx~DGga1Mf+!d#88t4Xnjt|ZI6l$>a6KtZ
zyR(iDe|n7L(wM{p#!0OCZ@GN-B{K8Z1XGdu$u$mm2X5nzl)Hc+5&2VbNEDf6WW^qE
z+yy{MKXrvP^yHk>*rhgEGyJrRG4GCQzaS0)6q|ya<E<74He3>Q=bC&#$lwFdrBE$}
z$Taxwni&;_aw=s9Z3>M=eNNX)(NZujF3N@KGHZ2i?Uh2p=oES|uRoJqd#F5#Snb9*
z;;I{DU<@}>A@nU?Wbl%c_nGNK8lmtb()`%lkjhWirAR{%NaDQKICTiy<+x^E#Z6us
zo~ImsP@V92tfho;*_*=}rST)K)wKg@Y|+{6Gm*hP0k1c`(=`k0mzv_}JD+@G^RA}S
z+GbBW@@=Wt<~Yr9J}vR(m8HS8(p6-UKKzG}E29k`X6+qca~widmb-Qa&@b?Fk6;*7
zZJ}SU-avogLa^cZk9wdPAc?-Y{{R}b{{Ragdjj^rdhM@M+EquG@Knpqqu&mZ5Bum-
zMxT7A{ypB3FNk`1#`t6guf^kyB2mo6Pq?P*Pq80SflS-oqLnuCXW30rzP7w{$JymS
zL^ahz;%zQ`1iDYhiqMZxvy&TcAvx{18lS99bSYrz-*d?%((mM#D`z?X0JdhV#iDA2
z1O1;X0sZwNy>d2*x;lMwDe}7cOfoT!qO<zc@1i=rjBRAkE>8{X7cso)W)dO84cNt0
zpFz8UH%kJqKi;oevpaM-&tmn-YsX|De|Y5a(zKyoRV33f#6#J}@i@5j;!bd)q+47z
z-OK*~eAa?v2L~AZb5Q}AIrXmek3ZW<nz|>3TT_4a;Z$|P)|R2+s5Ipy%`0Gb0B7{A
zp9n|$oDAZf;xUzPO7mq}PQNchzu7Ng&T;Up9&g=d9)+l$<|vNUwL|qS{xth!%M+Xt
zRWA?DeQUbcXO$T-%YE~4Z4&+`{ApV9OyyNnf4U7*PNJqG(y7zAPNOILbmyrb_rU)E
z3bku_A&_*=f4VC;Rf}_p7Z~eA;H{veQQaPspaqaADhc-$+rt{HV+scyg>c>*IaEJ|
zcc?x<J*(w0&)>237zCVC3=c|n1uiJXdG<X4DjT#fZ6YgeW>NvEyW*KS#B6<yIOxSK
zj}+8=>wQjGrI&jKBRQ<wi`(5U>|NWj1Gw#0wOLHM^yjyjYQ)ydb!^DqoLAVwDN~A)
zJ}t^lq?&z94NJtgcYrXIgWm?ZYx}unlXJ0V^);z|XC;K~6N9zB>8yLW$YKeu#Tdpu
z>N+Vq%T{^^!3SsYrQj$2VbA{nqa&|;uK@TQ2=T4%f9M?l0QxdI_xkxv*8c!lckGX(
z!T$gV`H8R98!CWR+g}irU7lKfaarxBIbKMp(@!9hTmfHKDBSr7`#WfDwy!gH03Sh7
zJ^bYE-rt2&iX}p-(u{iMug7m{%5y&>(x%BHDSOQfH*%h?-8yEvFA@_rhojtbS8D)0
z_^h9@SnMR+oQ^tIQK>}>d^&;9?lI04N&Rbs6D1mumzmXvgOnz`ju3zk9Vr{0MGVRb
z%_3m;HRx`xaobCS98kQUbJCIVnpp9?Q1%X&Js-kF=J1ZGZoIG!w0;%GPhoZ(?nA-#
zuDjvn!JyP2?oc=LtSjANjl_ds;E`Td9`VG~Nc6E5mKqJSDQ%uMR(2p&w6=_#oy-kD
zbw(o_LHdflZ>dNWW)&mUEqW5?QC3G4K3ltj+d{uEfxi(~qMK^rEy(x9QI`JlSHeU<
z_ZSsw1A5T>`&aR-XLhwZDatA6hnemP`C`EJt1t_eILOD=t2|N_%Up%_t5(d4oXL|}
zPh+B;?rhpaAOkE0ed|RN7|V*www*A&>p>(9j4gT97N@06=uF71)S7_6ob@#;NPQ}-
zj`_%3{xva0%1CjFB{|3EL1>qttm~VY;O1%4KVsF3cjCP|*bry)2<(QpjTuX0o^_N?
zmE=Nq9)hs$=3A#^hC-xzS2cCxb(&8q+8?|!3v>LdkG%1|p(Wsn97d(_z~;A&A7;Jd
z8FSV6Pg}OMg|y4@cPjB7RhZ)hRt)yKWv#`Pw7RxqxliAfbvr@MKAo%0E_LhonZde~
z8RQezs*8zUW4yCxk<as~_HDfwoe4cz>({<1(CrPSqz+_zH^-U=H?L0Bk>Vd6>GIzR
zt?mAGP&X0YyzrI{&NH5Qs`sZd=e9VlAx1FQsQr?ky7oG|j~&k<{_RTEUB`>{DaJhZ
zQSDstIHe3K+}haEIA}*?Y$mgNG=M$Cgdax5OxH5ESseZ~kpcbatpH7Q(ARWlQW0As
zcqC?QF{?QAs&?f0n5(_3t~R#EElnPS2|G@B09A-%vVAd`rGK?&h3$%js3iJgtFo0D
zRXFvjk`!IU^QDM71~_4iR5msry=fSC<eIer-y-LpYW2$^3`Q~QQ0b=iE>(Gb)JE;V
zQP5L6@kj~j$<1B2u##djqz`)4yBzX%+@&ZixB!#%sjW1r=U_^eTHS|EiV>DzO<4}A
zxWNE)z^vsr(8gGnm64quhi@6&;avOFsc#%ag^Ulvr;<QG!k)CDT2d7hmM5UBx7C<B
zlaPpW&;SKYvhBg!^LpmAExbQ<a6{u_`_%Jkww4F|B6Y|eGg&&(ZphX+Y1^5r8Otan
z?Ku5u{(6P^h#t8W1<m{j3fsn~J?kcBnr!8Wtzib$*)K<9VoU2~kY#{5C#^#IwWN6^
z^Z3?nwvi>=m@Y{5tE=J2H?Vdm9`v1}Z5XCCwfIz!pnYkd@R0;u1kGtCfoQQa1<1yF
zR$AIc=HMv6JaI%)kV;A;4~UqY2+uTsZ`_f@E%{cgHdf#UF@jIEPA#p6{IV1>)UK{z
zoqF$_Mn~aI{@%Md`A_9rbKAq^HrT-9(y$c(kb_qUDG@4`9^N3k1MYs5gT&VW<l>1V
zQiianPn`W~YC%NOoTD>+d`~ZNQJ)Y>Njb)ApC@4EtI0V$4wcW$k+;><j=s~xhTYYh
z=Jm~6e-g(d2HF(=06O49vFdmf@a#L9Inx`%SssL%^|N&t`c%oQTRG0^^VOZl88u=%
zsQ?&ir6gr45=WsW<PJXg9+@>Sp002RIQOmzFJFwFYRr10E<R#Dl~zVB6Gv&eS$L!b
zWb@Lwn6+{+1Myel)I*WD=8jIpIZ1A6e->A*I7q{<2CKz#u5b#}=W7i0scE94B53a(
zK9Uf9GglziOm3ynHD(1;GCTWHg~`To_*QO|8LF!^Kg1Eu;t2sa^FRQ=jSdBImwpGm
zP0tjmHhY6ziN@}{igL{B_gfUB1q~u<u`=p;l=>yzyAdpIxbL*$s~tX2Gq_^CZ|yP6
z0?iu8z49wFQ}Err+)q7_+aMX*I#aq^nk-Da9&9w}*?<_&)~8(}@ScGFBD6xZQxswI
zDZ#BvU>J(hDKaYJ<rT5a%VT>18<QS{H8oo9Hpngr^lIt#O^dXzaag3}pGs~cr-*Y`
zXk>b(qKEx#-}lvNMdGbm6$|DP2dJtlPHD}9&041yseaKdk<r?GMZ1Q{tz@(flhk*p
zul!XN`k*$>4{_SL<-u;1dNoa;;+!z*F6f%IQ&wk5KA3GZ$S&G=oo5-^tTMlaWupTi
z`MAwg^BkyBPs{3frf$LFwWkRr?r=&8y$@ONqN>|*&mF2Ad~o>b?_PgnuWA}<pCWPr
z>_uCf#aDB#*?@fa#d-e#RG+rzJH4{@Ud+1!U^5ZN(z35V*EKyg*p)WF2B}MX4Dw}M
zX1n6GJm*P|jBY$s%($l844$H_Ivm!QF`k49Ijc6SnMWPzo>4z`tlGxwBAj=qllNFt
z)=2a(46n+ZS9qUvR}bOAf`i(-bo+w7OCS70?DGEr;g6-H6lS<jKumzxsBc?kq^HqM
zN!CMD^@rJ|TsNW`s4K}LD!W0m!!G16sLuKS0G5RQwQ4(tDn4q=FTQqc^=h{h{K&j=
zYwhD3!FnGC<kd&&J5{#(WwuK4IvV4yZOGjlj5^n(&1`(2<DeXh<@Mb^dWoW6oqB;&
zPIu7ljpHLz;EL_>t?&JV-~RwcM_%_{9q?^I@r~So5&nSS{d~yl+-v6ZfA^Q@kEg&p
z(Yf-|T*;6Ay+CGmCkGXx>uR|LxT?uDs<}|RtLr3uoLaZSMH;k=lE#7OL~^Bw`c|AX
zLlDS>9QxBFyX2^hepNQs;#Ds89b~f3F}3h};=Kk7cc0<a#78@#o6P6X3gg!K;I>in
zjCTW?>ohGy>K+u<V+3wUPwEYM*ym)W*`ucj;N>OVGtFj|zR=^ir$KSJ?WVkC=4J=J
zDmhcjIS1yh^z=;0#yc0<lyQu8s<BU%=dDO2;NukcM>B&*eel*?>z7e>Xo3E9R{sD=
zwn?QvZ##)R)nA8~B|KcIpY@TE`BXk4c_7y>V%|U!oL83^zpcA=JqnF1G;X?%7LhDx
zWRd6ItVeArjBTDUJ%w|>Xl$RJm+exlWbZ$PdJdeLM*@;hM0AgA_yz7jKEj_I3Kwa)
z-T2on73{B^vmdQnjz%g@<ALgFI#RKxwv1oGZn|26cTC2mwl<)E8IRVvXT6Jl&G}>K
zX_Mc{1QE1lfN)4Oy@P0|)_2k;qT9`B3gy{A_caaQi}afjk1$BXu&*qeP`RImk%;=$
zR#M$btbeoO-Q;&HOp>wQU;Ibpiz{$F-nnbv7;4vyN7@-w_ECz*C_$%1ZqC?VrnZI_
zoHixYzOo4}uI}6CmPRMk)azy<fr}imtFhW8v_Q8mY73cjkTF}TW)8EHv`o8frRe-c
zb5}&JtMrrl*Hz_|m0XN-T(+n3>h1pcHN}foiuFBQ6XtKwxpZ-I57L|tCCx{4b26V`
zX~6#THJ4J__e)H2--TAYZd7|z#Pj%7Ym=R|QrON5QY?((l$=usT6JY}VpxyPrnG~O
zIjoq^%~qJU0TtCkW>q6|Lfwa$YW{czvMmWLGo03o%n=Ff1$D+rE1Y#;?vfom!Z^v#
zO5gCkifZ~*`{d;lDxh_)3VXJ@xe>>mpz?idx$y1O+D(*(ECVv_IqWN*q@_QEb)gzC
z)XrGEl19*5ILC2Q#iq}2K_qk9v?1~fmXU!Z=C|#iPfK=ek24%|S1OW?u6gRClhDVu
z(xSKf<P%p!Ax2b+%br<eov`B>$fv>P90KKu;0)0w_hu4*&8caL<ls^W<aPlSo7h&q
znc=&u(5)#bnaTAv(+G6k5*^btc>}5IT+_uyI!9J?Qo+hz^-U4X*m!#4?m*0?5b|qo
zM$$Y#4(XX$!0DcAnb-axEMe{R@DP7^cdjN~LVZB_lE}=*)YK|<Yd?QPc0!aXFL7VY
z>b0*O-CPqEoW5Ef2NlW7CarTXnKZ0(&sv(%7t9-mO>{7%C4OK!S5#<1D9WxW!$yoq
zjnrx~GfQ!(OBxkq!S$`smivHaK%?HVHP^Q%5xSqHXx){LdUEHUsNC=~Ti)sp_qRJD
zUW!gLTbk6Ckl%lzNEv>$=63S5FO`%a_BE{*vuz4uNjJByYn@YG)19-XvXX}^B6e`x
z18m<nIIJdb-m%E*#byr_+e8>Dll7`n_?0u2h*q(jVRN2zD$OOzbn(d9&P7>S3k>o2
z*Am_*m#V6*K>j4VZjv5-sY<LFaKY7Eo#e89?BoufwSrlE)+K=F*135#i^(&YO;&5U
z&shnnjwUfR`i$P}>?XL0BR{-ep0&^1-XM0^b6K8rt<{O7IX!ABVmY=qrG!-XcP44s
z!6ef+3{wY6aN`_S2ThXLkT!5TQ^#73dgh)DG(?G$nvfh+Ymz9=I@P9R(J*Q}%o>Y4
zPz_bd<tFn_V^c?UB9Ve~RQGezr-D$Dg3FLQQF2@tQ>)Q!Z*TJIr6L_&t47{(>|)#-
zVZk8QbL-PySf!nsh*S(V-U+KZeXCobcj|icRIb*i1xTdJo7g|iz@yD7dhjV5<sooS
zy(17vJ@e9?jJe4~sepON;L;g*Y*bGm3d9bzJ&l~#(<&nHdYV$SRoPK<leBdtwvJnw
z1W2Tl?Oi|F?X)c}ON+M~$`AoGNY*|Yurp3WOO65cuQKrlzj3Ti&eAf(PYK$%n{}VN
zqCG`UG$XF9{swi#f@}F?U%JhaR^n}>8qJLS^>jB%@20GdD&F%Ms7bhvYdlrEzgng-
zL)_Am_eX=sq?Gz}qy*Jzr#q`fv8-WsPKW2~SL0!~n$3y#b63#uTS4eWXp;hI)gEct
zsyUh*O-D4V8j?;prxI~lcQTo#5wA3)>}^UM&g_kvOR4xIC0&j+jB&}SA%H~~1anvH
zG>Nav803vW{_&{WR%tq%+9IM|NgpbDcB!M+inb(8!jj_6tsSG0m6&%1syr$e+|zoQ
za?^XGqOsO&W;+>-Wct@bV`OFd;zx8RjiVyG-J%P~Jk{$RcK-lNWq7V1YM;BFD+<t)
zkGfqtRMXJ+O#;$XDq1q2dW!3p?uzoC3;a#ClVlhF03)B{?OpA^i7YPNQr1B;H}^Tk
ze7-J?Wj#^!7)r2FwatcX16+rQwe4owH(fJLGJ(ODIsBKcb%5?1^`T-x{58o5MiRT!
z>!}$|Hd-9lg5|!OOL=t#luqtR^Av(P^sD|RpUCj_;|zVy^|6c|02K|*oHusQ1;Pm<
zafVagg;p-7J&AOrsd6bFJRun;u6gUlS%yL8A;)_3{YT-hlW@W9jF!ZI3}+zzd9G^n
z;ohrnnJr|F;1A&(AJ)E}mS;kuSJ3%t`DJ*?$t#)HSHU4&r;amGu}M(5T%qq!$))Nx
z!Q#5JlxMk9f%w%+dxHd~CnT>-bOO3!;Ps4-X}XKzi#mUXRzGF&t>lURt?Xa(^CPcb
zuQK>_>fRx_!vcQF+ykHEO7z<K?AQI{<d3MzWzB|9&7Up2N@CAYYAbt14Ux?<8O}Xv
zOE7Gs99PyibLVX&tY`o+gPc?ovPO4jnom0k$vLW0$XU6h%;5)pOKouT90Og)!{y$Z
zy}M+YZN>+$TH<XJ_bPG8uG``4s-7b;6Q43B2DtIjy#{n)ts2Q3M6cybAoOahGnV;}
zda<aXOX-uGhi~Uqn0$h^rtbs|E@m<(K4v+q$@fnj)_f=TwS7++=Cp~OUCsXh1WV<3
z&dI$_-_ES~#1!#W_{R+SAC+YIdS55R`g`P$-mgE6be|AWWAR4=@4~KsGhTd`E-_oG
zH<P{<-=jG&xEVDhK(WA5bLc87iQ|eqwOjC=>{puVz(>oloP8_4r9}jCQlmNQNhPb>
z!qPJB0B5ChI*zX^0*J+amFRl%sfJ`9-8_C3<(EsIed$JSQMuDXf>j?d?JD8lRE#qd
zoQ`X+n%v2u+e@Fi%%9i#*Ab<@-Co~6-vHOH_*X%H5a<_H$s(gia##{Qg<)2=vWlD7
z=&w!6N-;Qhx7sQ*9xKu1_+_dE!c7Zf*NUNe@cUD<w=+m$!1Q5S!!X0i*+}P}8oU+c
zju=~+7$_Xpgb*dNWQ?_GHl8egXJAcb+)grZYpFFYQO7w+zET^Rj(FtNaGxn=rFj)T
zXZ$LZ_qjRgj+8c$y*N8)OF1M0dS<x|XXVtK`-5Er-R|Qxfv$6UPpB2=<0PCede|7a
z%FMAb+_A9kqMhAp4aK34*i^vfR<KU`n@L#~kMye79R*kiD^;gFRZC+yZbL>*8R<w(
zWNl%|_r++S+yE7tpLkY`M+>{XbkMc@jH;~(Q}=EUVN`VuK)ZP{p1f19uEa5wL-VyJ
znP6vsHOD=3RXI7!k^+QPHSH!?)9rkv4=2{O7sNK`rUF368LWL?`7PowL~?P>a|T8y
zCz4M!&tDR#`;i<lpIP_jcY{-kLxDKYVVapPq$6;1kF9XFh1zfd?_F$4e6>^QTH)(D
zs`4?!VIxaOnjdYDcQq}xpvfw;G1?nAtfp4y<~0x!so?Ql4QXSW*hQ-&)TZ&$L8c^j
z(c)dW&2aj*wS9bENu_Ka*{sK$q7HtwUh4T?J*&-Q$xaJR%Z)j^DQZ%ZcX<gpt8nTG
z40s%x&SxjRN0D6atG?%NvrQUDRggC2IHxwTbln_}#<KJIQi8{&9@atZA=MX~Qn@3U
z59d&|#EwQ-)N2%t{50<(P=4v9d9YA~dkf~Xbz?{z`p_+AY~nV>HKJf~f-yw7t*HIi
zq7<C>qj2>#7BEQ}H5*SFo^w*)b52*XEGbfZ)3+$~;-=G}w!D{S@}%^xfqXL&#$?FF
zX-<^pu8w-Op-tLHHRe&~3hD=kEyDftRsR66;4*F8Yej{qWA(Z$!4h#nln%AfoemXD
z<kbnZ=+*EuM5s<Eal})TGX#S<?M@HQbH!d7avnLRoi#InO+$=}_O#xGb&z`0f<-ka
z_HGXiPF*>P;LxKYWhi$LOM#5ii8D_A&X{vdHq$BTRc1xt_G9-0M{0<yhz>;}vmT(+
z)HzW&1oW*t4Ke0BpMg!&Es^l=&{pzY+r*#%F;=3ED)pN8Vp_4YirsQkJ9#Fp8>@Vg
zlTi&~*x49B!yYqPY-21~OIKuZ$v3Mu(s&pRr}L&6;~b0}dV^VUv}!qiYk$M~TIzF&
z9mkZty=hKyg4CLH<x*UzlT6XBH7R!l0xr4aS3!HISomJY18Yi0<56p#C9}{h{EKa^
zAQ%94HRYH3)Vh_!OK?kM@H1Q~&a?NnJxD?{Rin9QSk|sJdzO+{C3EtwcomYwlbV=$
zY(7)ZrAEkByA)JakqP$}GyB0;hZw3b{{XD3!<<z_#-{cwT%E^?tWN^0+<p43O`1bR
zU|O#vIXUlEK&G(fv`a%syD~UaZC_56O+NlA;&jDp13J2o2A4Rd(~0A)UZzbUlQ~G(
z`&CUoBJ9paO+NNm)+4#GS<&lI+a}S?Wm0jA)tz+dN^rCh&=J_sBzRH0w%Sjju5|d3
zOK_DmULcK*9S1c&+8Yz~DywrvrI3QoNi|unhjYz5T}5)4jQ$m$cOC&@L!Fh;P^Yb=
ziKM+y2qvqo-<U|r#biq<40$w>PEh36Gp^gQ+_1?jn;vrp1RCGaJVkq@Tr7}ER0GKM
zu0<yE8~|%t(}7!4QK_Vis>hXG9`)hRi8j~rCAH#tE^+e{*1P!TjzkWO8BZXN_43et
zfq%W!5No{fhr}s#r%OFSjIbURk5#WHAC*~i(Kf<k+I*FEJ+P6-S~H&2TFUkd`*fNK
zL#qseD%X1O8f!*-5wp}x9CA6P7|Hh@l_MNeb5f&aVy~$YggTXU3_scc)<ypSg*2T&
zmYU52{{VS-#ct9X)-#k{;$=E8mXb#~;qM3A=o-AYuw2UGNKAVl7#U?fhqZMS#OqI@
ztw~guG@aR0sX~-_V62akVv`>&TnCOSgp1|NRw8o4t$n&@%gtR~6OvC9#!S=DWb;or
z12t^I_9R*M!l()2x^DtXV)0#@o{rl;I_BU_<eXPS;iL9{5Lr3L6Dj>`n-d;tGG0MW
zX;qJ@o#LBuYvOC@$MDKlvS%MCu9wHLZ1Gj&;~SVYb8a`LO->cwf@YO;sLHX7Hfqw7
zii9mlyc+0Q8Ou`LjGkVpYcKaCQ~K9k@h!wU&Ar1O9@TOAn&P4)NHO)TuZjABoM~>o
z9@HHEBv%F_-K`m~Gp2-8;^58}`%!6_fKDrKz|(ntA%ThIfnUzKCOp>Xh2&+|Y(Vca
zgZb3CIX82)(@>3~dX}!BiE-Ucd1d#??mZ29wxooy9g3Rry-{{t$}!%$>06ZHq`!LZ
zW?DYYP8QDr#e46<c@(yx2t5dFSI?1>w<v$wuWa~xsmG>jT8z>k-T4aG^{y;zT<A&*
zbGfw&(39Bp+q<}JA!#OXss>I@E6Y4p<5PUb-rVekPBZIS-YW5oy1cC%WTXS29sae#
zU0!^|1Cv=`GT75ftwpJhGZ{MV(}S`v-)b!VSf9qS-s2xToO%j?zn7ULKZQ}6;K=#y
zUeu~9X`#zXf?5+?T{MT2^r|w;LpQxJ;PtL)Nwc;PQ4%=`Vm)fEy1%|g^-yZs@Z15w
zs+z`1#83Bst#ek^n>uK}-XXCzZP(aT>ysLqsc-XJ16G&)PtewJcUMK!R(35R;8YX$
zsSy02)OQ>cR`xKC<#9_*=9jfWu;syEd)1jP1-v;Yp2DC_sJo9rP@*;D+na^YN~J3+
zAhLe+wkET-d&&2|bH!`l-6of3<sk*wcBPC*r`j1C8OIgMUtYb;%<OZ|6;&pv!_AWj
zdwE}?Aev{ELd<%aLI)VA^O|~sYspUT`<|7O*wNC^G~nZ<bg{TBN3~$-3ALD-&`GvT
z#PqLU4EZ2=c$o9dzF9!z)oE@OdK}a;To>R11y?yWtm+uTm7b!@GdMM0lT#0R0+t{E
zb6nDGoe3mGw<C&@D_JFRuo6vbSm^THoRC7+!!@3h1`g98t5h_+j%t{jK3M9^yKfJ>
z4bvP}f@tur02!?0*JQiC2sljiu9hQ|Uffqr2tli(ixpC|J}nB1rNy3@{3><R;8FK;
zQ-jZ1UBGoU(4xB@f3>Lkk+d-g$Pt0XaN5k?MZ+rab6v~Mr+{mY@jamuiGav8&x>B=
z(dlKfe%8}wB3(E+rp!aG@z$$?M-^=lm<c0_@{@Cpr_f0#JCWL4wY|cyJ?ql6yT3lp
zHU}pa<&1G9cU~2reYV1SS5^X}Qsq4C+KQDvbad^VwVqG!O<ratYdyc#n)Z?Nw3l*c
zZ<4ZS{{UNBWc;T!mp*rz!x8YEG&dSg6lRzWFIwYB>9Fk7u;Vok<5I$T=~S6A*tQQ9
z44BPJ+N;QU_Nr!4T9KR+&{7m%K}UK&4k`_aB9O!g9V$1G$;dRLkZAzm&@BcuvJYBk
z+MRovn2fI?s!js*qUMoNeF^^7<N!(LwzRJjO{c<RiLtwbT)=D`ie2RKO6psb=*8)=
ze*XSTx!Ik|5^9-j3T}OAx!gWlHrUcJQC38$BV=PWt7jCK2-yUxjOL)yw8?K~04dqr
z`d0nz+!i*5(%n~gMt=26T~2D!SF$l8U*8Zr8o7?fsl-W;8n=&{sT}nR_ZZI=TeVoY
zKQ&i08pC19QMmxrgYML9Mr%}3+!OB%Rn_5fRHHvNTtR_aM`CIY6p}ay$Iw#onx&~r
z<yy#nsm@l7#ZElaNanRm_m<(59y3|Utn5x{uEt48_o>J3)1`QFlc_e_K8`U|;*t=@
z?^1{k0S2m<=QU;ta7Jk+hbyF8u(^0{6cgUI?()f>QCJ;jRs+3s4gR4%mET4Cwr8J-
zNl7$ww+L0uKq~$6^Hc?M)JZe0oUanazxu&j*6n~R0^EM|R>Td>b>Vc>=ESR`MV#?c
z#`z+u?#UdAnR)MnUFuy=ImKI3zwjrEB+_*hw77C@q&VlXuW^b&Bw^I>Mr-AWouhPc
zc~hGDC&G8lbK%>0B{^+?b<KR<bB0N(v0I*=U0tifOxt+?G}9=m(o2`%@lms5y?F6~
z=*p*3=bR`r3ZdpwZ#8^`Dz`NtkUNp>Rx3Kevpavg{Y7ZjGgfCsH*|cFaUS8G^y^4Y
za(ESSV9DIWgHIbl;9|bztxu74J=-EPg&b5xxTz&LsC)B6Vv6ouw4Y)y#a`3yT0KH3
zdn*H3a162HwBnB&amRX!n#Gwml+!vti4g&>#^7-F=*RW0KOZG`pAe8rH2cBGmJp-x
z{{Z#Z3O?>Dn*{Gc8)AQm%EVA9(hM3<zb<R6&g9k*neLV#KrO%~v_2u&HLi)HxsW~)
zqWro3wV7_kCJYV;>03T4SucDAr(6(Oqqueb7PzrXShJ@J{qxLgS3s0Qt6E5S3o^0#
zX0ne2)tfik>e<H94P_nK>CIgp+jha?M?DJHmFtU(*?{%0Q@Htb=!yQ|=kTvD@edc$
z;P<YoUkT?yTB*&*+htRp_2@R2W*an-IP+l{KD?UqskxT}v98?i8ZDE7{{Sqp`kJa*
zw-#@Xjo}*<?(YeauumqdZxOEd!99gYVOZ42=Op&3Qyu5pw3BHWQ;bNaoV(<o!mG2=
zx^u-uQH5b9&bXyv+qlgesysJ(I#fHFB!`FO)H<&=@gHh-PHCE!O`JxvtMD^QYu`nC
zL;jESHEuFIf;;A^*^Jv0?^hxt%Q>uR{3xoQ6D-7jRT!q+4b6ZkgQ%+t>lNfuFbt}|
zl|AcgT^!f6jM50C0Gyvn=sZ(-r(WE}E}sI!@&Ms_6I|Q5Ct{wp4Bi@p7MX%CPW826
zYO$vF#sycfv*<SRdYZL&Iw10p{G+{XN*t=}#;s0w$r24mH%eD_0O%{2o+gcow`%AE
zF=3i))^X30cr}%3KG#!f6%{{qoaPN&w1uR~fmeo~8XsD_1Og;DUbTfRB-7VpYPgkc
z2%rmZ9^U7zJBIH}kr`O=OxXC&4Rr0H&Az1g1Nf<}jo1|y8k7dyDlc{x>RPw8dxM1r
zx=lMoNPw1XW8R|D=C`)B+}JISl@;Eu^Bs!VUqM~4rk1Spt4^gx;~k9)`}DVoqksW{
z)K>|6cP!H}W+c}1t-2N@^NQx@AG|e&F}{ah0*qn4q`G^uT%!}-y$ad)z>GaB&Eay4
z2(H^ky;&`S<YZI9%GxqBI!;TO8sy+rMlQ^KDn^w@)}!->wRfI0Qxrvyn3{t2+B>Ur
z6Mhu0aoAK1DKw;$R%X!VjINGq=ScEo<nfxVbn6^`S`Gzug?!!_0jMO=Af2*ft|{S@
z_)k)vH80{ED*{`Nrn_$nLdgMg4NDJ(Em8LrKb>vb+oie)(RP7G7Y8a+=44~D3Uz7n
zK(K!8Q78ANuQy80bBRrQM~zJqla)EF$@z0yJ#$&J@gb~n8yysWA|dss0x7@BfsSj8
z=^c?%L&J5b2OVl?e(<KZCR-MX;;YHj)aROlU%gh$qq!CdBhr^SIHb-E9eJoU95~3J
zW12yXb*QD3Mmo}CO76qtbwxQm)_jk>sj^I1^`-;GLuX7W@}c9UC?gcy(hgf4si$*9
zha8iN)YA0VypRlGM^jPhx^vx10sEQjT@3dT*jjl|fxDqKq+!*ZwX0j)TasK{N2c2w
zYhpJM^EF_|<(!k=mE~t8nB>z4Bd>ZJzQz!bF66Ot^>KdnQiFySd4Ba&OsW;9`{Jwh
zH9Y?S>nZ?wrk19#*g2?)=cP(X$6A4pHKH_*<Kz3>RlwX;82Z)4=~~2!h<13a?O*1z
zf2C-Ot$h)a226DoGflyjMX1zF;YSixhvjLv5Hu6AGWY9C8{_3Xit$pjvGh&dT!$QV
zr$h;GFlyJ5gk%~_2>$L#rm2gaY)=Z7l?E$zR>VMh3d^vBkKQ=^>UpIko@=&}vN$Vy
z^089$k($q|mk*JGYM8Eh>m#O;vM075IIUQCHJNHM;<VF)&30kck%e-~H_cX%<^KS}
zv-8bgu!?)Rk_&Wqk<K=%=DL$s)Z>(Tn>s#|b*<_NWn`P=VUja|KBm2D&gS>QRuEe1
zcFl1a97%2o3G8Y=3h37U4AEr2y><IUiI(Y+=miP!9?IaAys~AFI0XFJ{42r5)~Sl9
z)irn{dTNyj-fq%1ZG2CqYCr03&>!x|c9Hqj{{T5yWH2Mtax0adKMCujd`%oO9^mXb
z`c+fm?MlRl()CAp{{Xom$gV|2Z1nXs`o#V%AEDZY1Y~k4bJI1!9}w$$Yhw1y$hpSo
z>rThV7H+^v@;CQfV;`M4VWyUvjbkax<IwH&?0un!`#;oHopL@Hyce3p(k;-DOe}T|
z-!k*Z71vjvUM@4UJv=nj;dFevDX0tJRFfPYYO!qeueNOY2t*l)rfnqiPXmf7O%Z0u
zs?C%4aaRPm#y<+rgc5x!^ht~p^Lh#zyi6x$E1jQ-V>9?KLbxX+BLn(Z3<d$OL%mTq
z!&^r044V#X&*WW$HOGKn>s^~VF<%mW(ko0kq(DlVe4MDIjA0wtS8;{(BaD32+axP{
z@V0dzW*e-27!}3G#FgCmV0r!o)?z&ECGq%I9y3VA`J<~2?I!$>CBD<7jzU#<su2Q&
zsT|jE(Ibp7tXthLGH;Ak%8yiUM;M>GBhfDI(oG)F1ItDaUuyHsdj{c-dsj@0cP5Ew
z$!T!GBf)VS5!Cm^ak{Lm^O1v*!Q=W<rqYd(ohV7xze5p}yqH|)I6mgR8Im|O9X$y7
z#Ak3lj!km*Rx#Nqyt-WHltb%U&3bM$V&vt7xcUw$(~m5T@ly7QLOU6kM9BXDdjM5m
zEQ9yOMI?l=1ox!f?@hf*j2u;mY&(xiPcNQLGd<}+#UjTDbKFw-0f$jd40B2jO&|ug
z$QUD<sjJ2zw~Yz;iOwqdks^${bYIlgP>O9z?B|d=`wHj8d_1V$hOe4k2HGagIG*LI
zNdDm!H0Us~pu(>lcc_sMKGmFQ@}ygzHl(n&7*gE7&F@TADnY2{lc^Zut-e%3jpRc#
z+gCl!OJQuzM2s>?s?bE&Gm=NjIj)M@A#Vqm-S`5PDsFP-W!9Rf8!f_F1-v+4zIy#D
zF`ILf)K!ayF2wcCLFJw}u8HblNhGcVB#NAM6p0=MNsJ1(Axc`2ed$1}%De$o;~ASZ
zpaA1Fq!E=@sKXku!5w?j7^3q$v(Qu6;NVjV^PcrwsD&a4EkP%3GwhNIy13%4Z5SL>
z`v@>~oJ{ELq$32JRG()E!mkAxsO1=H(NareKWf=pKsKMHb5|eho9kUPzjXa8nz<OA
zzO}=RM}829^y0NNsoFV3W(v7raWegDmW#B}(OF&%9h`Bzu!hY>&`G+lS#xfu+NUT9
z=quY%(D|oVmQ5MaS~C%vzZRK+^9q{X0C0T`Ydn7{lisFU8A_z2^fQxBj1B<dKpwxG
z)G|h>#{#v03&wj^WycZ`PAtpbzNA8w4t?nbFMgF^DI8X7=gu{z-77Xv^~Qr*On9m{
zF_Lpvg(IM4shoL{v}I;v=NuYb_p35n9Fhe^<hC)2;gvRyr8LOHb5g=^)ZZnCYI;W5
z98jYmlU6M5s3dMpOSQc!Cyj~DDx6uAZE`SiM(TH#-jtqO{{VKSMo7~_8KnpgYc@%@
zvF5aHE#!6KO=q1xQg{Zknw|DK=<+3~h|%{nzG9A;sLhPZdKyo$%sPWoxz|H)bGYLs
zPAf}GvU|yZ1A|#2)@3=tu8T>S+CiV<ttiG)dYIRIu=h>5JiRv8%1mz~n!}Pp?n@eV
z#ly_xlh&a*u9<c?VFtBhfThT$WQttov$1w3gyE{-Y&B4f;EJ+b8mOZg#^iI6yEO(u
zH6*Q;;+Q(sq+E6kaZos`2Z2@C^V+Ew9mS9D3b;CAsmIqfad<z4S|+CA_QfVQ4rzLv
z(u$)ph2EbP#!D#3?^(^HCUPrzfWfFr@tVqXpw6mziN#pTdjtp+55}VV8X@&Hv{NIX
zrWjNXoYXoip=%Q^rb*s|7^q~(86vj)ggvUA^h&GJrc|u1X$seNIr*5hhcw-sQ=}Mk
zNy+E>R|dCdrnXisSt$-HSf=5TjMjdi8#81pA7Cqf-o{x}9k}|}Z4Hk<6H!K5vHBN>
z?)Ce@1-1|a^OtZxoqFbzrRe?zvw5VK&AK20A8QhS*~NMGksR7&zID8XAJ(r=aXsYi
zEzFH0w^C{<;ip=BxA#sN<DipK+|buGyPaNg@)nL2Iauov&mU7(WH=bAtUK3DI&g$}
zA<*+>R#jc*N0JUfAp2H@ma(W=<H@>hqxe|nsO_hy;}ue-q^!oOxa@Rsc)oH1-NLdD
zTA1AE`kyR{jD4|OwlHZz_Z_PThKgS4e^`^zo|)ha7%hB5aL`IwO{)#L$ot7&kzQr+
zz?QzaW7-lw@#U{gubIrR?b>~hs><4Ub#CnWN!+t@O~oBLQh{GqeD=bD#V55q4k<#C
zdI|}-YSJQCamFgz$gz?X53N-~LWLCdPn#yG9Me~4eW$Ry_+@fmlO4fh^uVqXVf&mO
z2sPb!ZG@f>)@?DuN9KND{{V$?Ge&k6>`igt^qpAwomi%vX}=>qxlxLiB+PPWwKZ|Q
zR;P?{F!rw77&cW=^PhU{d<@1-GhDR;Alu{*z}FtD^9t=g9H?zh_9NCvisSRHJbL}j
z`yCipdY0~TGARz-uxbsVk393<uHCLKWgd=4>s6Sj9`)4?V4riJRVQP)(fnU&Z=#DC
zA~CWl0I0|{=lX@ba^J~zP;%KA9V*H`1uJ~xX%(F;G%3l+bu{|S_BkC^Y2=rZcJv%o
z%_Nu7r$*|e8r^+1Igo}>aa6{c<Sc?d1B$0lTb*ka2~*`c`IHGxDWFxmiy4HZ?I(`a
z2bSn?$Z8s~)fq*lsUF^F3Pmmr1%`T>McJ{q_NO4=vET}JHxBhq?&Bq4h<;t_XC)Lk
z$C=p?Pb8O9tTB!{fA#A}YFa=ci2V5Z-_+9E+lxrE!Ig(6(wNYaNhJMhVGgXRR959g
z8%YNpYH6%)Y}tO%1d;Dh%2`MZ52vj~D!d_BAC#VJTT$@@nvR`oZ9gIv!e^)+nWZb-
zc6|(4T&UVQ)1lL3xQU&(6x(PT;&5?+Tan13Sl|OH56y}r1ue;`QNu`?_BLS&E%#He
zy-Pfy-;Mz2D#iSfv$DW8p#5ryMm*xSjCoa&mHD4D6B(q%JVxG>zFG9D<sUK-EiY<#
zftsGS;B_?8A;}R#8Q+su&H(8`s7hGcCb^7C#beJTRV8F+CgjMN_r)(b%};c&EX*Kc
z(RR;jgnpFJ4F{UH9!iYWTvf=2$SX(@QIAnj%sy(I3WjgJO_{~&SCj6arE^zn`}18p
zoCATLE1SLl0FQ%Q7|oAM2+HF%X2(BhT>8~&wPpUjezn6-;yUVlEbp}bZHLmQJk%Ot
z{{TlHO0aQW<X(vRO0VBz;mBdfdfW-R1w7U?AQxQv*F&=~smQ<`D=M<EQ&(jYzab;@
zth<5pb*<-B5#%TY)-Bddryx_N?oCB$70_hUww%zNaZ_#PwKHswX(F@cU9ysTR<fwY
zLo^$~;)KUec4m0wW{hT~`zxv9m+aDZs?gh-C2}!H5PDUQA;(cbw|;n|LGz-yMf9K`
z>IF_<e@buJ+)}a{n(jw|Nwid+OZpl-m-IAQ2QuzP6jSyuVN2ydr5;qB#TG%$<^dGa
zY)teNp(N-9JIjAcZrz2==2V%GHa3cMXpT7orE4d4&M8H!ps2Ea4Sk}v<PQvZ=rd3<
zfI3x)5&bH(iugQIl3faeZ>be1rtN=9Fxjl^Y(E@yr0qc6icg!;j!_Dy6!7QLqxq>u
z?@DSRWH_ACat$}<&q{aCj+E>c20U|69A~9U+qlT4h{-fqrDPE<PZf6^K9wACW15>B
zRU;|N>|x`jI8yec;+Yp1-D!km)7z~uliHDL;*c@coAsw0Vwha;6*Ef3ZYWY}hNFOo
zCbW_X<va`uCDV|P-eHfWMAnun6O3hca#7kzG}u)qCc2$J!bPG>iCGzQ^CvYlHnGM*
z0~MnU%#lashxt7XVHzoJU3_$!v<+KJJwHsBFx#re>xNT?!Kl2n+}j4#Cm<YEWxP|v
zfl`T4hX%HUQrPlpRH-L<4r8~0j8Higgz-oZ6|Ky72jF8ls0pbY)JBa9iWa0%OkUM0
ziULAnoCh=zb5Beb0P#uePgHs@!$m)7oyfp39Dm<Jy&|{|hlmnK0QH2Q{CHP?Umuve
z;u-dtTDBb@DEFrU#WZA^nm9{fo&|knkDQaX;ETGhM{GDPQd?Vx`BV+nF5RSq+oe)R
zH0Ril%K(kNDe1O11oKd|xZqTLvvuN`DL1*?cqxs_YSzQ7*1!Su&-m9ZK2;q*y4BPC
zIdGmK*hk-uvTL2cO_y`2{_#^>G;FaoBi_eVReU@jsg$dk7v7}+hha#dEQ)`+Y3GSp
z`qz2P*u`8hIIf$(5}5p18g_JHT*=_(w)`P4m*Tr3c*|p&=Ef_~k<)~BtrI&`Un^6&
zkNdJ3&gQypX2Gt!V{>N^IB7s<#|k}9rDAFpPp96?Z8i&`#z#X&9;{qcZ>Xw5QIl+e
z276T4z^GBcr!(YNQaRexnIDV;OSm4jUO&B4Vwo~pi{(b$c%>R-a|{IpnrJ-L+h!Ys
z9;3BPfk~&ioj-;P50X4qWd0kuKuWLaUGz>2U25bil8iC~$6Do_&qkD{){OD%yDPX9
zqQrg8L1$&<6Ew(oe+WH|dkw~sYci5l16gx;b{RSq2BmUKbD`p@MOmZH^OKW|(@D<;
zyE~5y4p~%w6_az}$BjwJA6nfj>}IhsZ&RO;phKS3RNBihR`S_nW5Z+bR=Du}-Q0~F
zUoitbR@1G`w}#?^Yg7UW3Wmqcp1;<ylJ}04Swc6Cr#uSTKokth+yO!chCYARw<p?|
zv9nHRm>>2<N<*KVsmbVS(o0Zw>8-@r2>0(wgRLeA7##Z0t<N=Stq8N!c1<ltPc&{d
zcP7N3;*^kT9n_5YqT=P$b1|k7xPwgHp7gt^U796gO!10b<F!M(2O^)ik(|>^EI+3;
zZWiLH1D^F_Ho&TjGpQSvLvv6{{NjSg6%4P6cQb@_2RUA~&t8AW!&c)QtzljaPH|j#
z#i8h7Rfq*yv*Ka(s=}<=<Ve3-;D^L^RQPOndSid1gY8z!eA%q+HL-7sy3K)#_am}C
zR;+(`$>VRFW7fA4=qzI=wR4Era0O^Ajj(e{aJh?a4?|2#xBy7TGg()B$WD6Ggp2{I
z^S(%_ge*@plLa*(Zb7P|N_O%^YhZCKlg>e<1ox`J=}VF^O2XwV6Pk8@TC5oH%{$CA
z3zU;MJt@iaA4-GF&ssdf4_X72lDFO?6y7mRG8$t!plU3ejAPc2?anG6GmKIfrpiz!
z$e`^at9gc;AKrlEWWX+ZQ}8!*s^R_V;!bG^#g`B+4Miyw!7eH(B*-;7lN9bpE<068
zHq?(GJ?g8-DV=oU#*n$DmC2;tN(l9!-&8noF^XIa(ry4zxE?b=wPB8FzzkChE;`Z)
z7d)CShiMXR6yT$!L*}h0mmL(E1!g_e3XgzkSjhbl(6+ZObGHJPgVAoshT@RPj^p#G
zW7DOPg0po!s#&y#hGmNkUAk1<SAr?|!?B}tG5J)J^sb`E!uw(mE;4&n^P^kBzjr6;
zQ0m1yT&I4B;{~<ExWd)Av}xRKAfIaLt?be=cEnrL1DcXWm;<sIIOqZzhgvUYLvvfB
zm3sxZA2{dUqexeEYfYzWH*(}!$}{Swm3%d;<YL%k-Gyqa)3&V7lA|aystziQvhHrR
zy#5u{n18EL{{R9N3wTdZLAi>bVNoiuZ$>!MlGT`*z^4bRQ|XsB=MIGa6<c5j28-N#
z0AowIf!7q}K~e!2Jb-DU9FWwwbmNm&(sd+fk7_OEjuW3L8|zobp=#&^)-f^l85G=_
z*v?8Xa*;Xprf?6XZE3dJE&ib#FC?%BIKrL*{A;zFz?vtK<%@|`{{X*{n&zvHg(-5)
z9Tc!rsT;ua0D0%FN)2!7ehj;^EcUZUaTw{&4Rg+~1MQg^4sr7e)}44%_)IF{>Ot9}
zKyrH1&}D{wYBeB}Qb&!$2akHvPegO2?^&Lo-~d+R2feXB`103%UVGpcCsEo@BGtJ6
z0D&!f6?~pztzDmKmB03Me7KOR_3KtrJdiQP3m)ISQWiM*dRNz2`58&E%2qF#N!%%p
z-eEg)j+6!5I`dCNIG~HzjK#O!oUwFg;d4stsMyYGCXl}r#;(qz!Pkoqi7inE1D(10
z)ejLTk>VTJ`w0&f4~HMi*Q{hG7@2>aYIxcq7m8;ff2>gAyyd1Y{nzAnZ-;BMIdX9P
z`qS9_*&Ql5KKZ35<rV21jR;T8SM*6ldgYwC`?D|Qky*{{+N@ZgD&{E<X9lyY9(XvK
z(tNX0JAF%BwebG{iM44bgL_X9C~=-}ahl;ZE90o%z0t@raz~|g9}rX~w+r#MOH?P1
zQfrKJ&IfAY!BUEfpIaT6nvKc8a`mU2fl;Sgl>OTDQN+-(ed@7Qko?tPRT<1o;MItT
z+%jsZ>zbM~$f4{**xR>%-Tf;{+Cso~tQc5@J;iC+$-H#NIIc>OI%rhrX}bUksCNRS
z<Y(zYYynXcqtw<ZS)Gnatw--T#yF;2By9mM7X#LlaR-i+*;G7C7~o>9D;dts5O`rC
zePPt78@pnyc#}_v!0e*~B$fB|s(v0|n(_cfIsR3%uYbp^p!?QRZZ(kUr0BDX)2yx9
z{w0wEAz%ug;MbyQo)*&d%~&M1(am9c0Yd#_lN~*W73bDXw*C%t^Njv=>J!WUjF7Ry
z$N^SA!ri}G$1zj7QG1)^@>XtL4s*x94<NU-ZBI#y%Tzg*73q&rUQYI{y90yoUqoqs
zB7*ZwxU|$+7H9#ERd3^5bste)E38|j8jZrlL%>*+Bltl)3R!JhtvXdY9T>UOO-`HK
z=2|j`1%`gKg%}LhfwfbUv{QVLKp3x7=Ju%1IUTAdVtS4%SIAS^klHEjNv2Y)jF3n*
zAT^>afgPw8LW?oF(KF2`&1n6EQT78&pKStw>r<x!r~3zDPE7*MmyDWdPNZ2LY8k5E
z*;_PyiJPrc6lWC7;xa1|@c#VQRQ3&niq4-!XKdFtCX}YMI;dhP#p-jwinDJ20K8wV
zXn$bIoQjq`9ngYDHOEeb(>kY!q}Ghx(@tWo1{oEZW+Z@MinP<P?OwEYJQ}gQ?u#fe
z)p364=CVc0XYSPNf3<P8sj~^vli1PiRpuQkq10S30wQU$UY0*|6uE^OGg^~@P8q77
zYhnB}pKLox3zJ7Ne$GYUC?M8J)TIZA57wtk=Vb)ON8?90-3hHr_&$`UHB4SH{twod
z?N8HSr+bs^-%{T`lwzv=p~?HSzi5zjQANe<*=4DXoKyzlQ^o~3Jmzo)IilgoZO3y(
zOmyq!IaDMb;8WL0y>H=Qew9AbD{}b?nawy>&A)_irx|GqkEL8s1Kg3!#-ZYAE!nEW
z&Fphytvhg0$raVb;B&_LTCJ~vt=N3d^_#|0MJydwaN*Sd01*7@H<59G)#(s;D#kVD
zJ>Ob$_)f?kAzIC2>0ZVCN@()axaR<xg`<%4R{X2gkA`g!f2&bdX3(vZwm%AM7Y4@Y
z)Q3aNJc)_oGfzufmgt06e%ejCwnCHmRPkw%{{Rd>n5%W+VpOKxtZ)mbU7j(=(u1Z<
z#~Y8~UXq$=C~+E(N`!cM{LJoAn$2ROf>EpXP6j;<+o@`o`xqhQ8uUo?D3|ZZe+sZP
zTM$8L%O7)5EM!nB73I4;<ut_L1SI_`%4u#$3vVGO(G7Y`RyJ{gwiV*6D2-1F2c`vM
zEOY2uz|H(pJoXO`-pR_^pZFIQp$~;G8<NPG>N?kLyLTAH81yxZ#!S&=^w#d@F%N>!
z;iS1a2R|)pN8#HsBFMp+)L>-Ro=Bw+&0_0Rd$Xn#DaT|+mX_;)V+N%b*5C8Ve-Ta$
zGe&DB<ocVa$7>L3Hq9-dipe92OmikV{3}07vDIQZzqyUZa1~d#t!x5CI5%ukO{6bo
zo7icLb`+aI9Ih%*gQzsPJ@RT4pHjIa*sNh5f}(3sz}4-biZ+Z@DWN#7#yq-Iaw*CJ
zYYz9q(8>u#+g+eqQwU*#1#Jvep|Onc(Vpj(U3g~V5`3aq3df$#<_0_CZ_2%vYcP9$
zm78;=LoP$0KZSPF$6w+(Dqx&;JeV==DdC9en(gmAD-4c&v9hpld^dG(lO9}GTx-*j
z%PKQlqZMX&r4FYBNMLKH9y7R_6$gh=gYR6l_OrmmJZwJ-fHoVEigKqJyR;<am%8kA
z58_LrPG#WsHJz(!rsl{8+qfUSj%zSC6&=)OSb~PlKW7#2gj;XkVw>hwRz}G5tCsi0
z#^;5A9a%<4=~!YpU>_*lJE^JRyTHOTN9wJ>pxM!jS4XjYIn<)P@f?xF%0k&O<Nfrn
zP_G#HOE8zk_dF>-+3)iKgZ{EVO7?pBjL};V{Soiwir9afK58r#n>5YD@s6~`+~+>E
zI3NxH;=Zu>_N*jvVYxo_B+>#tUZSI7&fRfHgLgnp1o@G9WSp@zByf}4k6M^*1Lidg
z&T+xwfu`AV)uXh!jq{SE9M<=bik)^D0pab`{{TAUi;{7>t#tk>m(N`~<F5N;AE~ZN
zir9!t)a-@b8As6O<Q*R!eK{15_bS5)CDiQf?4u%iwy({OSf9%ke_ql50J4NEU+0m3
zc^M$Gw|<qk)*$7{Ey;9bmoqTIs|eUd_Nt1<aTQ?(R<)J-nYC*(tMSnDQ%kw$=eG;_
zX1KcTd{pA+!kQ%Guw^7y7mr%v!9U&GvDJw9@7x!use4pv05v6dBbAL(cU6<xs;>>r
zSr{UynF;l&BR-WGr9;g!8qmEHmCvPJvT`K*+*W!vMk>X$n`Op$tmdwWgXNXY(BCK^
z@llhvAor+}T&5V1DGO(z9Xr=GwL9F&3t(UlKD3N?L_zPxLR*pCQn%ea;2Na0B2v(;
zqqmc;$H>4Z`BwhEb7dzy*C`yL+WblgZKpN2s9uY!6CfNg?NL&l>c&A%qEzJ*nYDag
zM134rr(d1gWxINTit_02E*IIe`q!t-;ON%G;{`|ISYtjYofs#ijwe@w;oa^cEx$M*
z9-^?0WhGeQ`>S!9>?P&8^*q%}tv(B-IbE;Wm#uFJq>+S^ZJdk5RFSu7sLBqQ=C!UZ
zCbJloH>dZ9QB__L$-NFo>ML~9B}t-zjDtX2)a3~2%`|{&%H|uur+^J6G1`=VR0*-g
zdCdZVaY}ihkqGyrze-Rj$216BdeQWtb57gE0&GAj+gBXYVwV)c;(2R|a>kv-C?B0W
zj`R}b#`#O0lo&znPZ*`e7blsKh*FQUq5c|^6bb{Gk^P-0`#gS?Ef}CV*%#U4^q^ZO
zrA>-4Ky$J$v!|sWW{h^L0C7er7qnyo-90J71jkC77^Af`$#Z00LSs0mc?q7B;5et_
zCX3iP*ue^acAl}QJq0~LJQ{jOyP*11%2rnwGnR){;lvl(e35`l!;XWsUI7CF5c+Z}
zOThX=SXjw-a;G;K!k#b({{XI_)!`P`V5ustoB>`Bw{xt~@4}ZQ2+8#?Ss+-s=B)AP
zDwT<G1{t&8nzNe9Y4aViw#1`tI1$>R-HM7^#EXumrp=b*k!_m;wNjelK_fiXSuWkd
z!Npc)B;=lJSW@m`I;8SXyX#Q5&5hK|=8T_O*+#|=R~``o&e6p?BdFq`+(F`v=NZVS
zVo_ioDcx!S;~Z0i)U;Y;$C_Tf>LAqM*ze6QQS%Z5%|9JEsD(Q?q|nnP98<+t+;d7F
znwu4J#&RgYJt`geqj??aSgvAlF;3}FteL0o%}YZ}nOc;bR3ka!lr|4EtX0W@#V+DH
z)L{G5*PgX44Kcxi6r<Xcid^EAhjK+8wKAyfRn_WbAoMj7E-4b2^V+J*4>fW!X|qNT
zBB4smZZ|X907oLAdt|{IYV#?k<2^-erDG{UJ<JQe9vSnxFmvr(<?n<eea#Z#tG_XB
zsG1IX8tH~AQ8}lEgpVb>@ZI&W%C6z<Sx;{~96W5lQC`;8h~$#BT3sI6Z10I1>MN=k
z>wHH%@U46&jFLIdYBoe}st+~l_Z|?joPVhbeXA;ehp|Y1cPpiD9A!7TpVjIjFN3g%
z{AqT;pZN#4$NjX9y~4cL;qQc|&^$wNbn|(L_N^El@?8(~uS&0-%%>UGZatCj;1g7B
zBj!J}!T{$K-?c^AtIq!bwx%6e)QPUhy>e^lRyqfW@`<C+(nWK_RiQjlLI5LnYt8=v
z;Uk+E2NZw8Low>ctLv1=c}-S#lFS(W;Zcr80qSdsU48qLQ?G~^jC1UBRIyavfU?S~
zW3D`XeJh~X=3(Jo8PtrB$WPN9{{R}`qt|0-ph(yKBY7<3@Il50;m_w?MzMZIgJERu
zMa(lfk~YT#h3C^1m1>;QRw_7oQ@WQ^uA5AU!q)m!*KHh^DR8qS>Ioq@EDx=7y570{
zyMHCwPb_XbK_A1~u{94DPpQigo<dd>2%z^OppQ|FrN<o7!q7?kN&G^@bG6A8p=jU`
z+3G52vyN)FoV_@yQsz8>NUrAloDMSD$6u+bli~G)fsm50{5Y;VrFAKL9NqxChrBlk
z-#|$J01D+v8R59DOfs{Q^ExYQYYS3wfr?<qtv`*TyOKFt8Jsm(2P!dD&NEY~`9(5h
z281{?hovCvOjgjgrlnQ@gWjNsf;!XHx#Fi&86#F18bs<p8kesf@mcEMCnxf$_kQdg
zk($ZJQ&`lwU@+;x#U}0GjO1dfmp}fhayL+<(aI-Kp*ro9`cvY$DG`j4RP+?fl`7;M
z^HrrgP@JAB_pqa=XA+a|UY3pKcyb2xQC?viZs$Ig=~j)O48(fv6~l~LqtL=>%#0&0
zWj!!X1y~S_b*d;w+Z=L7TE6X$gS9y=iG#ajO%P-%zz};H%DK>i23uAt{++8>6OOqw
z@Y%rR3TjOQNt}$4?QbsOJh?kJV^!pUr?~YM*<4z~c7<kDK8@*Elj#>0tV{#UkNb^V
zMyGQrL9L7}rD=BhR^6VJ{iPv}7g(-G{IZvVeut%5yYQ{Wjk%WTS|4H0>q=ONC(4<A
z%67TUZ8**-t8!ZuQ-%z^j%u+^c@?sE*vUTOjwwK-9St~B)Bp@qzZz-lP6IRv>J*@N
zpaDt+GC&VXe%b)$o%qpmSk9EAnkhywXt08cJ5VS9#V8cCqK!lt$)gl~DeD`#B@u`n
zO)J<e#)?tafI%O7@TEAQmtdyjnmYa7PinPoreEDSNUf$~dz2u4bq=H>yDl``wkqcx
zkL6M#mTV~*`qxvZ_y<$D{{WAdirI72womC@ZkymOD#e78vAL7gjtA*nRkJEI_IEpJ
zWz}kQvFG|;i*=~W<=evU-k@>$^shnCybBeZB-i9gDC8jftNu0B+QV&bfgo7d9g`o@
zt+p$}#O5_CXtYPYh07^YSC*{JxlpUI6a@pER~@g)JouYDD96^j3;9B!QP&m0_=fTu
zTbP8726NPAuLQ3lW2YFyLj8ep2o2wmYS!#$o|Vqpc#6d%#J3p7`v#)bd`)aDSXxWI
zR^#rGUCxZ<J6Pjbm`0uMZCqceCOFs<I{Q^U-uX4oXgA(;vd1ItbI7gy^!}Brrl4mU
z-q+ql**H8?8-bHb56j-8a!pN&xVy-pzD7+mIqyb&Ijgaq#V&nm18oEjX@@zaA6j+`
zmII7&PYy*@2adG4JabEwIg4IrJt;#1b5%oN^HK>Za+IW657L|*)nOntDzGCtsA#n!
z#_W!ifKvlg!wQQQwG=4}N<An9W33zzaY><$A52t$)FAOoybkp?9m@cZT6Xd1DzBT(
zFPJ;h<tv!AkbNlKimSe!8`S2GQ06D|0PjjA^{7h@F-w}BQS%lSK~p0h)krofSmfrW
zNVv$-jfuu;!vIpK#U~=KDGZg%HD+`{=uwbh(+d&WrJI6k4aT*OsLD>vc5-vljAZ@l
zXmQ+AxIWbGB!$~fR36k01wnm(7Mp6<6A}=112s2t(G8^)cFRFMhAKphcR$j(OMf2d
z^UdYvMJIrEALU(Lw97n8EO{!!BZ3Vn#&GzM>B<t>nmTd?nU8(H)K-;HvHt*Cc^`MB
zU#<#{@;wS)3Gi0hF;2x8uTzkVjl~$JVwY}uQ%R2FK&PUDXxmDvLC@(`)Rt(&6k$|{
z!Om*YxRz_cUS?w5*ylA`+70Q+#W;^9<~;HRcg0%F<CU8)HL?N@^PJVcvxF$>`KCM`
zVylDK(xuzwfElZ;M_aRoa(i5k;^E@U?yT{tNt4YQgt={?)ku>nNfnId`I1LXI#K1k
zj;hOE^0W*4cFP&Ov-uNQr&VL~X0xLtM=}G(GgZv04k>f;w!`Z2mqTqeQcotVF0~qr
z7OrARhB!4_c_*o<c()Mxj3jo;tRsIAtB~qZvi<R1d*?dv7}W4xOPplZkjFlzQ_CT3
z4@6t2+;tT3GM?hNwbY&^3zNIOY1rMnjnC4$p@>pv4NL=yxz$F%jw(U-t03Krctg8m
zJ&i!R(iY)`ZO<FooIh5R)gz@$9+faB7-Pj^!Kx<TyfarLzC+csMvr5jRHqlJF0tK$
zGm2CvaU<za8PxKp@T!~U^YhLLrD9YYEZqVdC5={-?mxQJ^KUpOIH*{X57L6+qeL)9
zOiQ=%uSC*YcZNdekSot&ED-JOU6+UM)=eT<cYN#E*Cr}F$uxH1<!QT>BEY?HeQNZm
zK;p8{?!97j*0u=+2hyf%VyQImV?DPFd(+j7fOe<6eR}gu18Fq$A*Pu!j0|TrA~si=
ztRFmJ^GdGUf#(9I&vMj`uSe2tH6=cDBX}7Oyb<`;e~2!%D;V0;G*?g#f<ewJd%|uU
z5IR<OiU1c<jyf9hp?8Vpk?PcnSZ-u_R-tgMAz=rUdx4x*TV8E$zny97L-(!Mtzlen
zNyU5L3QZnG7{+X~_V9YJp|66BmIPKjgagv6vksfc6`ZQGvN%|?cl%xe_p_Rnb&Ez}
z`^;A~Vcp0%6dO=^!&IuX=vUO}z1h{SrD(^AMNBTBVlg@&#<;U=qm9lgGZO~lM*QgZ
z(&{g$Q+qSKSz<Z;;{J5;BzfXR{Og8}DLYQX@v8~usTr95b!xLRmI5nj9hOw|EBVsy
zQQTKG70CmcDeZhfIAd4s4u7gMq70|FqjLI+<<6qRp={EBX}BC_m$gIsjE<}_pW+{#
zCiEZ0T(W8|dgt@0Mf;9dC+knzp*#~uOc@S2HGbCiNbO~}jIJd;NaR--x`e>za1|)j
zr5$7g=~Cwxxj$5r*y-W2w>KtBna<J11zjK65R<t1fO@w|;+s(i?@H(CP&TNE$Cta@
zlTjwSn?{8D9+3x#G<#u$f;^8^$*l<dbF^)?v~%c4!q<?tw>UUOQU3q|6fUcGA;Fb^
z^amA#r%q4a)ag{JMQNeyl6bdLm40iOEfD%0$NJRPy8I0&65Y>o=idYLuPwHnoaLC4
zTedT8l^dmB)aglWW1e`5uzQ}@q-qT^t^h^!?_C4R5-sP_xPJ~z3`$r30M}g}rFrFA
z0mgA(KZv1fyr~}c9=mk8nL_^XGj*;b#gRS4_Ux;k4QgKB0^nq4G`C8#MQr3`fNRmA
z4`S1?=VE2`h`5|&dUUVJUX;t-DroH`a1ZYJuE8NeoG7TZ3@w!01M=5*w{BKE^@LDY
zx#rPdJQpHpiC0s|^{&@S*CD=)D-e=nocFE*=L<6^;O3GEofsX(NbW0XK~Hg|ZBgqg
z>_^w81u>*TNG`eh*Day=rsqzVe6g*<5r7-DLo}mQyJ>#c<ri%1=mm2sGv?P~on>ns
zap|6M+>9Jh4o4^Ps4ZiL8)QhBJ7eZ;`Q1}sfyt?{Y3KygPCL_Ffzve5N$NQDrh?=0
zr|C`JLH48=^`#0MxvH=VtaF~!?%ipna50(&H&S*4$pIMVr47>^DyV+c;UVu*;!=@(
zNyR90RMuP!Vx;p%DmhD2v1@rf=-$~FHBZeQ26Id15z?0+`O91S;L*5~)~ksIX;wju
znmI?zSq+29puat85h%yKD01CJE>ZIn2d9ZS;-ChQ6H?JvE$=<)!ShvyeQChssr;&1
zDKg5nN~{NJs;o2XQmYeC(P`Md3uKDYhmlyZF$55DKPtZ+>@jmB(WlkLa@319gwouS
z<Y3i8*fj>B;yor0zjlZH-fNt?@y?!(L`d>`fq`05r8c%Rsa~3Uomg?-6r}F$UVU@%
z0!7G%+A;3Nv2J{CsY=He0TlLJS5$Cy8HBMhJ$HI2`Q!uf6<*^|(-u9G+(5(oxdyym
zO>0oQVoaAZANE21ltC7waM@VGkMB(&U(lMhfLqE$yj<F}VtTl~&{kZ*YYdJ%h`^=0
z@ibQOl4Xh&1EFD@dsmyJQNhLjyA%j|tOIj@BS>}M3~8A#!9Jxp=_KUf{v1@x4-4sb
zI8><jJwL%dAdgq^1o1@EN~>(o<}#4Kc}70G*PvICd@k{A#=GLHn?JI_ZETiJAdV#i
zkmx?W&3f&4_}IABvq!Uo{t@tPD5avk0f~&%u}9`U3B^ZJAt3SAsym77T>Bz})KdM6
z<^@mTNf>VVtJbUu!LG<tjJG*wIY(h4f&9F56<*>Zk|EubSLB@&BOq2>_W|TwbAwvc
z<chJKK4$K85Gxy4vFptx{A`3C*v(0AC`)M0IHOmX2o<;)71OjXab8ZPj&f!)N^|R0
z6+$4Yksb4sR|)xRjxPG1jP$Y*cxf};2>fdzM?0%s2xj2*tcivk*FARn8qxC@7@Bc7
z6&UxYXK}!;YqNU-sb;I|ACnkw;v=Ob5iCjOKW?7%=!0C$00#vARnZ9aGMuleC6&8P
zE?8xKYofJ*5jVHoPu8NdwF)*b3;af@YdW6A7V#bj9Cr7v)%%!pGlFha<;fDBuc<WC
zltv*1Ws8{yMl}<X=W#ivit{Shl;w2KN}VW1HnF1?qcRV?O=w%|b1pJ#1$tG4>08pT
zQEX#Ug*VXaAlC8*Pc^G=tRrp76~cpzRI$v;cw=4h#XhH>Qv(St4?;SEu=~J@QF4!;
zdg2!TMDA+DTC*t`Cbn3V_c)$h*2iB90;dO@^sBaaQrb#hGr<@lxf^|01A^z8(}z<-
zjJW)2x#KO)Y2m6t-5q7Df@$-U&2FlnFM-;){WnvIWaI-~b-m0o!V0?Q(z)x!r*NU8
z<&hJd3}&k_Y#j8fuO8()a0OFn+>$YYQyonzD+sT>K<SS3h{tfj&$UOit7AF#sS$z^
z#ar0I=XK#BhWd=vKNYC^T$$^Nv*9N`ci~a^uww1LmE*_#?Vj|t!XwEwFZHfH>jvm>
zYoXOSnoq4@T#gNU()dy0;q)@)>F-sVtxHuK?^i63TA4Hi;;pF#IqOv+80c!!{oZ-1
zi4)w0UPV_Nnz1K(u0Hh*YFt~fYBd3V=*>S0e}q$G=~7i`V<|Urm>q>fA=)Zt`cxBi
z6*4M1vIcxqW<#1+sLf#8I#f|QIn7PKjtQ!<oYceXRGT78QeD{`=975oP0j~e0p~cU
zc1?vO)J>e68kadW6L8d<V~HCMYG{wlDk6EsNgouT^(tE$_OH^nY~Q7GR?bE_t*co`
z$2I6vdLC9L2dQ{k=&TEqS{m-AqAc#<R~@11Yi({zF{rgYOx-B}oL2;}x2?>__0C#c
zh;;X@Gb;nYHPpiXW}9mN0PNQd7bpk4cDBDRm1sZNr;3V-Rx-g<l%*?=#t*eo)@0dX
zFawe*@bm_=b?4isIVUF-oj>9omEECqd4<d7;koZtEtOw}8LYecJiC&8>h_-?U=C}w
zNnFOH8iHo}*iUO_E~7b&o<XWo+%9s+KA_;&QtU^Chsq93ad!>#H8@J?m^f-$k5zbx
z@}_jhsjWMI6I{o`6>(gIl6B&t65#O6ze<P7bSytq&qa&G_RapjCLc<>9<`^*fU|*~
z#8;R7s!q?5??Ahd_Q&H;)LDMUX!XeMt=xQ*M&IxuQf|uR4n3>M68co>BQ04?X7vEu
zaQGkXQub@0xh8tAQJQB!b6#<8;$1=`{<NR3HFZ2!eh<zA4{=AcCG#V>Bo1kfARTLx
z9x$Co8U-SwZyPU0fCEP*gp}ULVzP$he>#)R_O2y7b8Ngc6)5rbpZxPQnnU(;Tc&o3
z=cp70JF<Ej<G<lx*#VC!xTgOA!ojp=;ufjpE0SHA+8F=@iWR%(HN>~X3w#_~nu)$4
zs2?r09H5~;<vZZR-|J5gf#313Id6zFk@7$VME*L|SbV!z@Xar0a?~b|PgXdoGN=J}
zRUYRR<WhLMRG05u5&rKLS+%?AkI!)<XSQ=m(YWn2dlO#TM7fsYFg=(Wp>g7UG7REU
z=lzjhShsf%zz%)Mr7b7%$cgyXtUPyQw=>XY@w_TOacob!8liFHo5mj?jz6VwEhV}S
z-d!^vMHIt%W}PEvKBU%)l`f*>lkRkP9xJ|>o%e6gWa6qep?7h{W?*}gYZ&UmM%0Ei
zA57C5Qn_J(_#V}zsjZN`jE$m~c=?%BAMY?V1DKG0_VGuu16Z##ugkk1_!U6p`qOn6
zV&jK>S+4h*d|AMjQ|@t5jdm!%)Y`_U)rM;vnqe8Nokny<j7?d*L3=0NaD&kXDx=?A
z$a2#;`mr@v6sjsN*?f^i+shtUlS`ADVC$NA6-gmG9-Htt{zq%y`v*Ti_R>1~0=xs@
zaQ^^`*7N?s&;J0UBd>q2p3MIMkMc*UgZ>flZ9P$({G&9?bDEwB3N}S{MO}@%AQsXQ
zoxIeMLczIOoh2maHG16v<cjO3MK^Pvby`JyImaARUHratRxV{o$E9P>a9xNMRVJzI
zML4<cK5LeC#WFVe`KX3T80%IN6ST4FE0s3g&X$r^H|Jv>oeP6h^$Vjdq5^wWhdySG
znEn%r$aXIXLCFTY>dmB*>~Ye9ZvB}pngWHp(%i^W6OOe!2oe#Bqk7qJ1!F&Unl+ET
zQL)w%lK4KNw=``I4N$ty%!<UXm<I??LVdGb)w$asAom8kjUQZ_O|`zVjZ~%5Y<<I=
zcE{&g!`_JNCZD=;_g2Q*=155ek%-(n5mMX1kKQo(YQ@&eo9B4OBh4~dvV5q=$}1?-
z_l=yJLu6*SaI3)dt<65rK!EM}+kyTyTTHPd_wJy9>ss>8mT(#08Da8+>0R_`q`BmI
z_3AeHB0;HMrk`$NLJWj_)yT~$k&6;?YFpc;xtW}vGsRW(uRjrpbtHFT=qhmo(vp|0
z70ix?NP?^{N{TU3*Ht|XWH{!ffMtL+0W~xS=dF`6lJ`j;<#H)gfw<ET?<F{=xfmd1
zfyPIzXxS}jFvxdg98`&P=yC})S&nGUM>`vWdz!Y|tcb%T*HNc<gffA@1bf#6diBLU
zWn}1aTSpNkxyxGx3WuxO>yE39`?Kp>uxgP^pfTEO$gTBRVa8aITUMI-k^wla<2rNL
z^J?I#!{9wD_i|vN1p0$fau_ds_pV~kRp2s7kH)qk)Ye8_=kcp>eGVtRq>n@Jq1!4P
z^{ISYkF=6~Dz}8?jpd9hX0LdqH_S=??Raw27LRc?EHkm>T9^iTKDEzWk3n5Ntr!;%
z#}&=pr~ucz^@==-FWzX$m~v{P51Ot^>s1?qYnn%`Phwa)Rk-oDrBsK3nzb8o(yjzl
zBam=vxAE1Pc&gnRi4_ftiT7!H(_`ccemSb>Wi7;Rm0DhvWYuZ9R7j|9RC-~+6!)ea
z5yf+}t|O!3rl=$9Q)ZgjnGVKiAA1ybqcq4J(9}=V)S0N;ttK=^c_37(e@c%W=A0-_
z#WLhCiqW^96^@QYPaMQ|t>aS1HA-B^Q4QeO6dr2ozUaX<&e^_LR`h50BD!NMqshcm
z<z|JM46TvUyK8JdmuNu#8sThY!yNQHSEFgx>iS#@oE2K(#<Z+&mqqikuG}7#mEuUz
zG(RxS`_kWY6}>D3HZxq$i$8a!0!Yql3Qf7Dj>^d>>UlP(e|%{)`>l=vH6EtfnAUtw
zRkNDtl<gyU)90sVdcD2k$>Drwo!G^4*I#&%Q0dy1Y)mD+>9R^6Jl9NYqjY)R&PsMD
zP1Mz9C$(6Wi6m81!K|dt_#t`6T2&-eWb?&60mf<zdlQ3|=7Ws%q*3zoNO>Z(MrDYT
zb}{_w^l?d!8x>9tdJ58jan`hn%~n<_+$@SYVfj{Mftd9buXK9zS#l5$6*ESZC33fx
z-qeC7!TAMDd8J=Wn##vYkg&m%{;hLYmfY?C08*6Od}MK2Dn{N#bkmBl%T}wolPm-u
z^=K-)M&5(+tr`2(H|M=Xqp77iwun|gUbMIZly#*ij+G_cU@ALP#LT>c2hdbTfOx66
z?Qzmv%1_@voj~r*)rtIQZnT33wI<CHNL9~Dc4?qf$21`@rvpu;2a2&V=cihQjY@Hf
zi1nnw4d#=a(&mg*GSCV=sHIUt2FIeDRI0plO-$6vymMM388gy;2oLzJFERfBK<EDe
z(UI4_*MfWzAMsjVf7m(y0Q6*a?{)LJr~Ajr9<~ekN5R!B3%SO6Ri%P91XS?ZjlSNs
z=)#k1iB(Au0fJOjrJSTZ@lI%?j2?4Yw-aTEQ^joM?9q~5(T%#eGB;YPie0b;JyghX
z-mXIsKsc^jI+D9OZlN0s4Y&XkQ!@VTjW~N!oR!6O#wjD2$+lRuaBTdx{`P9Rzyz#&
zQb7Ax0;djh(zJ`Z)XlD2+o-%M_32p?oVzz_)RD0n#bnBQ))<FnV{AV6WN^36D&&hH
zxg}VDaa2)G;0IdOmoSWx^AW{kP3ft%O&)_LWr{Hx9&yR3wA&`0P<jE)MQaJUm;y7;
zHPXRqE#eTM!920_71u_U)!D~huOj4Ik5L?I3F0XE{{VWqU1L#esn{vPXMyQjI?kj5
zeVQZkj-*#M$8%<|#$q(&iFis5{PGOs4{9j|EpQ{eDL~C26(WkHwI#9Xk;OidMJTR_
znaER`mMnuz>raV*Y?{_2JynT6)pOj|#f8n7(r#du-6fV!xg!z^AHuMueeIJ{MK;(<
z;;Boa4lSZLQW)l&npSMnD>*$&OF?&1=9@|>0QEHRcJd8IDc!2m>?vwng7#>RLmUd*
zvDY~ZA;oj6OP+@ny*jQZHChm<x;=-&9v~3vFsXl(pIYwq-C7B5Hsl|d*1mPq^*L;(
zStC5D&MT%KENjVwNtHOk=8t0vl@#9R453nt9AT<D9cOFK%!FdOi_U~qrqsl_!vj=q
zCs_f&8Lsx1DZxq;QoA!Is&7}OIUOpLgOOaa-1TX_2Sj^!t8w(Iv14^wUX<cY$mQ$n
zRk8EcnRATQY@Nc1GNG|<Kf6y9$j<_t3G8uJwlbFB-72)l1EpDG#Z;58HJr<)R(xlz
zM0lsadW?cabF;1}a-5vifOzJsN7knXntBRokQ|Ck^GF*alRVS8orTHfnoT;G+;K^b
z36Yvoc&2BXap_V}p|C1Q&gz3dHBAZRQ;XM7md3@83@d&%%wwA8ZJ%ivttGe$03A<y
z@24b@<KiIOG=#z+2|YQk<4W-lnWv(K0IK7f^H$4BGUbP$t-A@CR3OeNRHmx#Vy5V8
z6Rn?7xtX%EfIYg`FRo1H3`p$X?;5bT45u0IS^C_|C78g$sf8sGD$b;mX9s>sn32+{
z3<J$wyZgqe8sw?0kA9cJix5oF{nJ;He6J?6BjT(fAXP$55mG6WyqV2HPc+ip(r&79
zxRh)=p49cuF;Qgt)QCu-11uoQ&^R<Hz@*R3TA3E@&QGOi!_u>@`R!Uzbgg2JI?Szg
z(AHy*nC7)Ej|Q^e?^IMap|Hb_DOVY!G)LC6It$jrky=}RO3$_#JXVkVvF5sI>~K~1
ziWA@yRG5!Sw>kEzkDpqJ?sQVvU>wj!1t{x7bgbE_6&<=zXdH@?$l8;oIQ6EQRw)X;
zw4<#c>(h!;&q`<o>(ZS_3F;}sJxx(8LU^dnNPT<MW0TU88XJl!)P|*%aWHA>DFr+V
zXiSku6)K8i4AiPQt41<CE8v*_0E*7@{=x760HY(Xd9MceC;tE=mFN9~-~RwcM_%(^
zJDPvIKSX-?AK;%4!^RD0?^TPatmva<>NuucPE~e;Uc#3obvfk@X=o+g*5W{_SS)y?
z<gxEpEup~4u3c(NQ=-b8bR7g+M&nYpam6_C(wKU6uBgRDSr|Ds?#C&`J2|S)C__<;
zlbVlcld#n`^(Tz&+JD-sL9)d5s#*QseGY2U^11e_gB3&*zSvlIJt}Piz-m|NZ}xLL
zHyc;IQMr7D6+Vf7bEfJsT-wNEl@3*fXE)6v(zGs%xB5-BmGr{hjFE%DZW(>6Hf494
zX6?*R6|#*j{l?}Q%NCK2GHUYaX?1cXf)bD+`Q+*aZm6ddnc^({;vF)`TR<jt%Qp${
z?@?;{fV8(Usm!m``c>^l^=;zcfS_?2dJ5uiE?VMtW+eS-*Q%*QmOGJ$rt44INQLAs
z#F9>Fn8g{T&TGeOncbeU(_tw^I4wLaT8Nt(1w0H=flG?CiEL5Qo}-Fj>x#1+c@?}B
z%%tovE^0Q)y;=)~;;PJlcm)&CBJL{;^G88R(v<T^Yy~AQF-<%g0^*8rrqY8zg{M*h
zN-B_<D)gl^)imOBR6`yqRFHF;YSWjkYZ4nRMR4ohtgXRr^+X=jpy1ZYzO2Gj(=L}J
zR7@$T#)fh9r6xj+i6R)Q2~^fV2;@}hD9t#uDaDU^rp@!3w9XEBs*Tk9(vut&w=Klk
z0;U5sQYYJt)qvpDr=gsdqOjts%5hV(_NwxpIjNCQMOUcLN|newR7BS_j<|yLsX+s+
zLJu`4AoZa=1tdrhr5xs%Sy!CUBnS9~JCn-EJ5yhSO=$q{QMALo7eJ!N5_3j)s0`WZ
zO)kf|sB$$>WbD9qr$Z)N0;{ZLxixMJen%AJc1*01rEJQ)yApi`U0lCC2VqqphiMr7
zYRWjt>4oY|c0*&%sjJYxZoT`~lq^@8#7#y#?Tl_Uqiu8Maf}hvS43ov3e=_4)AI%a
z?^&9pgUTa3)v(+e%GD0&&O1|+(&jWF`^0lsdERQLIjN?TG8Jwr5_{K|E!p(2R*3aH
z)S&TDij-p%Ed?PM^GTCRaZReYhvzjao&`WERVJKw6pIRYqrD>X1us_OwlOZ-)|5Rf
zHV&Tkr3v|RYoa?GHMc8Vip!I!tt+F+tk>(B&Sum$8hTQo&otBOYDmUSW{uf;*Ql)n
z_bP?AQCHjjU3F8~;H&W&)Acn`s?^7mRbQ=VJ<ghIL4!G^bHxKRjht3Y)Qsm8cBDBX
zfN2&X9MWQ)-jbb%Z~y^IOWU<2G#~@goH+W@V}XiyN?^nzG{eO^nqlPBv7iEi1u4g^
z82oBRAQbiBb)?5UQ_?cW0256UEeTVgsZ?b2sUfnF`V3X*wDnKENv%>jYE_CmpMtB8
z7~PzI%su}A^kjAJ)#E=1<5clY*3bv~6aN6{X<p4=H=2LEKSX<3Y`Lgk&7Tn6&$TeU
zYb=&yl4<WFJ9AHh677@HyQe2oS{gwpM^V=B7Ws&)!{q=96+$Q!rG<3D3Ml8C+?dnA
zs3v?5dXd|1NvclenAFsrkyPPvtV<lw0X-=NTC@KEkA>-jT+zE`?b!_(5WaZiRhSN9
z1HXFd{9~lSrAKdW>lnQ9{%4Dnl@CS(vFo3pu1?xbgo0~&a@57OIEgnhVy;=*8Jr>v
zp5#<E=wzP?K4Ne)Tj>gEa1G8p=If4vwS+zHW@S=#R$GmhNUY%UQw6cfty>L5>HZj+
z32+SZZyD?cKb>Jg58CcGx&7EVCa7zgp_#mxjw4P6D@wIFV{;00xuwdw?p4&a7rLFk
zZ<KHcrDhY8Ks%04T3x)?lPZ#^?$1^bP+X``DZo$#I;kNxE;y%wO%&?1i4G_|DJexU
z3ZT`*1SM6BWq_;B!3I66qM9<O$eqFudZi<7kQ$moS*pAJ@mbV*7fo3b($eCLQP3EM
zkkZl`1Qeo@l90!PK%^AvX^D>AN)0lcD@c;jVR}$H(-WmUbJDd&OqF_4_olBRosXNX
zYtV*C9|xL<w&@7R0-Yo6L+eq*Gs&r7mr_y)83Lo;z}0|0TvTkLhM6g%CY*|l-5!IA
zd#LoNys_z6%I48g9Jeex=A~P+ihxEl(w(q&rOeQpizXL22QAGp<;wEesKj~b3sZ%=
zI6FZkb_1F&*mA`YG{Zf4rnJMgB)_^OGB6|i!mB*~gB6UY%elN@nP5xLdXyF;g=6?t
z1)PJB1zBB6R2WbP;Yn3pM(MtVq_>&*5t^B8AE_9sYpl)&HxJ6BO;%<-0j(oa48~OI
zbVY}Nfz(t65>L{cbq3GxBgH;Dm}G9aKJ`t-i<W6>MdS}dQl-DOUPyy3K?GFk2Lp=L
zQbrT5(M=)arCN#}oK=*Dr%13Xc+#=SI>Ta*2COBrIpkwKX~>xEQy{I<NgR@>_ZTf9
zQZRsHxT^?(I#L6Q3G}K+#!_<Jmwo}NH%*joD#0eJPI56yTB{D4w61ek*7;)HD>+=D
zBdv57X`a=SECV&?RfA0TXw^<OWNP7sOt>PcGL$tW49szn_|zxSn@TrVMC^IRCV8ea
zki;4TtyRh8B?hHaRrhqM(2A(NNRlT~G4-b}-r}PNigNX>u42)lZ@>n$BR?*CR&+fD
zT{yr1*F<(WYOAsfuDn)z@YQx+Nvdzwvze_e5gF^pH6(l*jN+t0&nBU6Y|HlCkyl*&
zl}6Z%)z>3!bwgu<r^IK?--@c-^{Z2KHC3xA?sZexKxrK0Vvf|-tj!R@DMcn}M@mJ8
zG7T7@98<umKrn&nM-=B?n5km7c@N4ss<51rT9AR-lmm*=hf8@R13aHf+qcoQ*ezV$
z2YJZAML5U3K2sTDAdX3t<E1FKk&g&}D(M!=6zLz(9%@C6bASisM<J8OC9#7Rmpk=b
z4|<+GA+z&1`c~067!(ECxioSZ%NHlHo|<G)pPQPq9lTMF5LB7&X?s;Dq-5&NiI1i|
zslZbPeQDg&GnM+C=fYq48m_<V$^QWKG_Pf^8u&~903%h`{dqtBhL!BK^Et2k!}Leg
zWk2rA)t?AM6G+*|6{3-Z7!*eskEJ`MdX(w%1xfQUIW!ZrP);hm(~RP(Qb<va$ft76
z)}bEsq~zw9&5God?#`67urqp6#N}HcnuMI1P<i69Q+G7wRyrAP8s-)AWoM9$tGMTA
z6-8m&F5D7x*V3fYwEK&@m=-wMG`)pelkfXJ4l1BX2yD`gzy>HWq?-{Vw~+%xno-iJ
zNDGrLVT8npQA$cG2qPWHHbO+CBn70zetq};9KYXx@EqIoT=#jO*BL8bS23*8zTM<d
ze$DC0^;0Xbz^8vk)F(z6ep?Os@p~co;p8@86R&AkjEXJuN7t0>7aMhprLNO>Y1Y=4
zEu297hSW*)8;f4$`5&i-Ap}b|1{#*g1K7!}<aUo%QP#=cj?Q8t+PS1ri1NU#Ee_@I
z+9I5Pzbu;?w^>TwDw-123bD*Ji?ZH3?Gq>f!>+&6v4CT}f$}U;T>2zaRJf!_zO7CP
z6WqiYbL}REPV*LBTQnmsu9zlM;~-<KqLx~^nhSHvs@OH7e^FGz%796*=m$G)RpoCm
ztW-r;ZS?pt#h+DRj6Q=w+ckcj1{T3L0ZTDRW<3xc0FID@DwCnNL(HzC;838qX+Dc8
z^&FsVm6a<u!%OrBj}3ejw@S?wu%usXF1d1Ej9`k%t4`~*2o>eV+1eXCfjTPob|~GR
zI@*=|KwtgLV7co`Itar$6VMv?{Pnv_+ReZ;*ri<m2e3{Zqsg%4aCx#$aclQMV~+QY
z%6A#rs`E((_jR8a%@tRACBF}}i)geG$+X3kg!@hA5qM%VY8}yCSa+5aChjslS<R6J
zZs4EyQ(L0<x0UhdYTV6-rK+VI^Y~l+O}Nw#afftKic$Gz8cT9dL?UFI_DD{~J#)bf
zHC{%)KPnTXa8EDtv+C==852UL%??8iKz=d+x0PqWYk<3@O;%sfawa?qFRk}=%{Oi-
z^fB?cd@9|-`Px7G!7M9Q(p8}Hy|LpLN7(zGI;yUtq20sy$SI@W6>7tOwZ+zSwzj*N
z56{SA?%VY$anf2K5xBd$Ar&*0QAA1jVbG*_Codj}b5plkSH~QAJq0)6gq3SP#AABC
zkoi?Ave3aTD`+b7atAWX52dRM<~(nh`K&(ojL+JOi)eB;9u{`RCUl&(*_K<m0ZG7a
zW7T#hN8NK0Eg^QhwjWf}t)Nnca5XpiM5$k714C4=8;~uXWv(nEfA&VePeqY;hDhU=
z(Fg#4{T%a$Ld1Hl@nF;6CmLwoE@}psb+wY2Lh$wE4Q!W$-t?hwDPkXa>s{KBgFzov
zEV}#E&uBF_glOw2P*tzEA-F~`2;lopWNCBZVdgxYfg?cM*eOnFR#;$Pz<P}pv{$C&
zr80v`;~k|b$317Ns!6rbK-M>MT_n>hInOgalZtPrhv)H%A9<kR+3q~gY_?{rT@Szh
zvU(u2TZ*jcl4r{`{*D(XfBXT@TC-S*;fOS_@o<*29gxfyNT|z#l`Xp79UJgN$KHHR
z@nrir!i9YnNo`4~_>_~x^yIJxmNWV1Y^)~QREzOJPBY=tyP%GPPRp=e>|v;LGLJ^_
z>Fo>0)xf4e+CNg|wRh8j<Q|_g<DHzf8y{K&(#Mu<{*~d>-lZ;T8?}5K>58@~y?wA2
zCw2H!R@Jpf&EW&e-O~)m*CG{Z8=#anzFxcRt{VAzDCkzVb1{p8by42L%(lZl;S2%q
z+murCM6u}j#6OL|XTaHOA)@c_0``jm!QP)R&~fqjDc7ba-RImYXSIEYkfudm!|40x
z5W2)pA(d)KMY?B>P9{1Asl<*Zyi}<$jQN(IxZYTywf+B3QSKkcSwCQhZ}th)v8ufP
zp>Zq3;^N5;H5&cRr)Q0tVh~c)1mLii+Nd??yO`G|4*qJqb$xK(`r4-noV4BMtYb*Q
z2Qt@5syUthXeklv<?|M?lVQoy>3OxiFaQvy2!J2Cl$Y(2O}f7#lLecV?WJDk_O+>M
zG5QF49Ru?xtxXY$+<~x^8Dyrf!-(yLr4Mo_(z@0n-{0|$`rnuZxoXrTS$gp0(9iI5
z@jhoB?Yw>82vJFlH$pGVyy(}lQ^$*`kc3xvI@(nFtV|*^D1&rk<FC&XABA5isPV1N
z5p{nbP?z#x7T}{sd1T%JJQW{#QXMVZzU6+Ow4Tiv*do>vimAqy83IQ5C`qne>3&`k
zLEVr&$p$gWDvbAyhU<6bEV92kRTXGDm*8>U%NbvcoKbz@z;lsb$R{xLK2h1KIgIz@
z22zaMc@%eG7MrgTuVFYENN3W`W+?&7=BXdJnoDuqM1szS%@P<TaYsgO$(ORp$yap~
zP0aYw8<-Ap6*QVojT=}cl*_I@RG#l7E0e6q1^D80!g6lh8rI|bNtP4SGX}#zG<^Jm
zusc+eRK+Pn2oVcdN2|`s2dLQL@rB3Pzvhth+2?iPNvq{s2|j*L5}>Folu-KVc@wAR
zxl`#@<(#*(by6?C)vItN%*`;qxu802h3^h=wEy@P)V4ao%gXBPtn+PQt}FH3Yc+z&
zSS8f0-COyFLVu)q{MrA=iC_L<{o_2QsEB487_N20v|m2ukCY0sP9aS78%nBljr79M
zPVfZxZ@QQN{^Q9$u70TCC8H-_Y-~|&!SZtF0BLD~chh!Dv%eYGd(HMsuZM3n4^`ev
zVW733*m^2nw{;xd&9g4&C-!*Wd$e!oBGg-~K3Y9HI_jt@c4&zGt2&>qD$`*YMO(7c
z480D%-(@k66)jTU9~%fAO=25UhZ=`TgTZkC+A}<0qgjvLXgVSgboww+$bEj^kgp_w
zm?wOOpZja(e!W=l(NZV#klW;}tCw-J8SVJQuEFe5-OE>*dqKQ%!1vUprNVUsJ99%|
z{@y5W9wR&U{iX-9bS{EhvF_28a8ie__*Xt_ark_*Pm5`2xQ7G-_JxpQ(3m2MDyI<`
zGv$Ua<XL}l%!)2Frf^_e7K|cW>?scXFP|>A>|>IjC@M@|o2b31s|+NHXBI8THOtnR
zZu8TL<UUTR*0cKHSVJebRPzwOW&nz=AFpWf)ay#8@zL#ultd8`dfo383`opIoJ*w~
z>T_Zia@T0iD{j-`(?h}Gb(4IXybP$jtgtpq7CGY%<QJCU*VB}8V-4^q11u*{4Y8>+
zJuccVapYNDxbzqztsReIJbn?~%9r#l=TM@j(bDvp4V+niDN@@jdhYb;BQiAy_}kKW
zpu1b*qD?v*n8}~(yrtK-!0t2%$Poc1ioG1}ZoRV5^iU!O9a=0NNtu2Tw@vDQZl#?1
z$d?j((*UVk5VwCTaEpiJvu)121T(Bx51c%n9LJ3s+i2+Q5=@(T6tX7UMlxRUoi~QN
z|9s%A1P-^==u|sX&l(YKd2rk7V{Tq{Y?)NfGr6fj6((cNf*r&MHRsQ*!nwvQb7v|I
zQ)_*~vb_TZhQaZ@$1ATB6kxfAPp-lg#Xd|2D7_ZEZ@}Ds2+uUqc#O2$s8iYM`<>r`
z<?jmm_k}V#BF<3%SG$EKkuQsvwb%~7P3nDlvbDHAGCI8uJgW_@JKHrM6zMg0$bN)o
z*2v!~(y73`XHlIsl1JrdgP3TDm&+v?0wI^<F*HZ7*&mNDgw6cve)I1Me~e<}%v-(x
zXn<638u{jb;B@X(rS5;=l>Ei{aDVPOtBH`~sTKbe)}F7=vxwfeH)LyZh0VxPxwa3{
ze&21tAgTpzG$%enRIzHmkD%M$C)N7tK0kO)s=3`H=pvSFP{N7dL;K5QjKqax`D7};
zJMrh<ZjLAyAXSt7GVxJ2!kh~wv;K5E__q6V{tVrlyWqxiZY{an^Vsy|tJ$WT4h8?w
z809~tDt3c3V(Wg{%B(ZH9C-yq?#PjW4^Z>91x0<AMZ4Ca!R;y$Vhc`DCx!)li_zv5
zSY38waV#b7dyOb&ZTWCf8#EZA4HRJv%B)!Y;>d`C8#~yIqx8(jAY|AeKb3^o?i5!b
z7=0FT8_<jcXFHaLwq){lJ{kV(Wv#n#J%RC(0juK%W=qKp=<RdGAu5Jmdx<65`Yqg{
zcv|MGRqQp#Gj;e<;wcX*$%h}$dx%9D?4ad@IV$jA$gTxZIVt-q*}FzjKMe{%a3S&Z
zAatdiA?n^4BMN5%K#sw@0c$%_`X(#|o^$dcmTn=*&AgHSEPYY%KKc5uX+d%HlIo1H
z3M)DJ3)Yz?={V5=qnp@aX4p`$0<6L<$J~XejNl&^g9;s6^J{?5o&e!}3mW?VW^Fyp
zW}2%M96~@@eO`PwJF~wW?D27t<d0Cb6dluprhJLTC0?0JN>_qgQS*V78`&J=7w1M%
zi_^v*b;oimBgJ?WL|6-EwvD$(ZSh3NIPTHWbVm;c5tG;a>1~`6w%|d_&}yDF+mP~l
z^AOR|;gM0P>#H;u#p|C<DbJUb+?wp`^yv-hn~pIbB$hXW6CPhP^~uc|V9<g^&UfAC
z(t_E`8V}ZUF>PPUGxH6qF?SewpE&Z*<N=!-u$tQc{<}jHj?maImhAprRVCS6Ucmf0
zxZ0qg>+Y?E%7Tk*V|A=nSLMImCU*KqyLT@j1J%$+HpN}PMkIdt&{L}KYcpUc!BmXq
zhzR2ax$IWi7a0YsT2aHT!8+t-6E3PZB-rU$taT+#`i3%5IHUC<2-Pa`i?LufJdh6k
zmF@XFPq-}XRS-eJ?e~0X<BU(sN<j%OgPJmJmTso3?||P$2I+`A6M=@v3*U^PB+#f3
zZ+~Ivq_+|zn2DwJ7nJ}6Kv!!O-<}E9$i5pp#Q*W`1sUkg0Peipg$v5Pc><^c$z2dR
zr3z#w1a$Vm96|@VKF}`y2}OC`r%RbO!&u1%^|3XZIuqj(-V#hlTsTnm7-f*V=K-Fn
z7?-X>p1Nb-u+yzUq1;C{qMCF4E^e94#`2*IaXurimD-Vtu0p;Jd`QoLmSBKw-yc;{
zRp+;w_QalA-i%1iCIe2&LiZolKJPy=eq5WhgeY#D`&#AK`_kB+kB@TXV6&;Nek^gN
z6qAQZER<J>H0fHGa<(@G4=?($rWay!C28xwx>`fAN#BoQQ3WrxH$xnvA0@7QG`R5Z
zWYAKwtv_g5&t0o404}$V0e$w=3TdkOs8f(p36pmEGO6d2!PKh<mp=YvlcaI0>kL$V
zohR9wyRNvl*a{@$-o25orf&uq+iua!Q+=VK1UR_<)KOlr)U}kSkKa%qv&x@{{@!x$
z$Q(PH>LJFmYU}5YYl)fzbq~Pp{vMVh?HPP%l}8_|S_XsDzYBw*O6li~w?g3RhMl5D
zeHp)aKysM_Xzi^ywWFjb|G<4OejPvl%cA<-=Qu0LO+c#mKbjZRilX-$FT7q96SY<Z
zt2Cd3|D%bx*YrbaK=iI=N8J}7n@V$y6hHcUY3Xb_i4hB#SYDQaQ5qMm;5-jBVi;2o
zb9F{T%yXVTcX1F9q)JQgxTQdr-^H8>Y_-S+KdetP(+N?qc>7P#qz-*(M?l|r*CuG8
zbA;lV?%W;^kLRNehjRS`QWNqY*u73znGNkTeN=e)^o@n$-`IrinEh($CfXUdUCbG8
zhNQqlKqKty3-uNE^pKx(!Nw{zkb>=La|`4w#+XhOt4gU1F}r+&F~<<#f2o{7q$}O@
zBU?A&`h4jI6WvvLpC+U3pZF9U{M53s=h&>$5$ec1RwI{bZe}dXbO2<lchiM0bl#T4
zOX|#*VPT+DxX~x(J3boT_frf>&#|u5l(ZX*Rb}(ph|TauA@eiW!rbiZ7)d~PZ9E2q
z2Kmg2q?1!(5RCU$&W-fv_j{fSzU?4yT59-|O2yFt!-5BG{Utx}6?lYe@h4Md3$pY<
zut(IFc7Zn?894*lGZ>YZ^hT#2Y45|Ltq?}GT=fA<`2}Y;p~}<XYL-s)?N7_%gDaHg
z&DNi@+1R%>IZY4vC$CsNGV@lf2!IbYoH!UgAO2|*K;MAQX6g8*#i*Mcy%mqm$3$mz
zn+iRi&lN1;J4LeJlPPMv88}!^6#m(VG+AK~tCAIxx<HTK5<<MXl5^qBfFX_A@@}>S
zU#k=8Jqxj5rW$Z0^;P8FMv;H~z?*$tGcXz>Rql_1Sk<lf%<`7ASEfGc;C?%lr-CZn
z;nUuI{8jWj7qE<$$BQC0W28K9iENNsMsSrNHF7sNn^?|>ZSB;l_CCXZaod7EP<jA`
zypGZu^m)|1M<;ptJ$!Pw_{PuvM`R0!1l3BsHc>-+M;r2WA~<#PjfdbK{@y<WK0}P&
zZoHWW9ooxPgTyUfob`!d>!KhyVC#?-osLN<4l3&fKJ1C<luRmb@)_Eqz7~tG!}T@=
zk9Y!;gN_i11_s_QLt5hjp_lSyl)s_nL(IoZTFq#+YtC?o-ZsF+jw<Zyj&H#}Y3@&v
zGWr8PVY?_%5QibT#xDK-1~x&ptuzER@})#V&&F*N^MdR0fL(eJ!G20X)K;rsC-eMJ
zfFU{W?e`*v0%BxJT~_C)V5O+y*{c+{E@##cQ8a$C_`gzPMDU4@=*L0i_Dg~xL$(ir
z%oVCOrtY6S^H0^+aLPi*y3;6q3A$_~e~;6W0e{6dVb5tV`rl09cJ|JSaQs``;2m?{
zhK!8@9h)nHuoJZ@HKNGIWEnrVxk|H>=*TImz{c;z!v(U{aEKvRV)|`I#ovwhTkV)Y
zoy+_72mXq!Kg~Dm?Dp?2G*mj$pEb*+?5Eo*1lQp*Q%@-K;y$n!7u^qF60b5thrz4A
zt$V(@l@usz&Y7n9Pm4JX&o{^f6v1S6=AWqGBV!r~V=r4`9nj4mnUZ3GJ8L7=i9f6z
z1~hq-RN%xg-98jwnC!&9>FJ;J5ST23h7{^Q8r?#6)Gg_P%*o@jCLDElglh?cF{{aX
zFh$l+Qt5;%j7}dm02Ah8zTdLl2ocWb>(uUXzOb)z8*dnI+`$B-s{c*<KeEyFMG^7w
z|3=meP{i;Zn}_T(-6UEVC$>QJQx>edPQ!fk>y0|~GhCtBn9tw2I@s!^#-F5*4#j+u
zf1uvg5tC`XCdGxJzqxOJ(T7UEi?o#YeecN@>1%S+@;<d!q-;zRK^@33=k*;9%74`A
z#PP}&UB)L%qr(;dj)6}ehr@aHY^1*$)AfiCFhVH658HF~d$93$l*4a#FXu*$)wn8f
z%;U;!qLh>nA(rQ23;aH%r)s-M%haB#+)_ICr>^x|wK|v#Lq%D>_0EKz(jr7wzh=it
zk>gg8ii^W7R}Q}aXku&hmvFx*0h&HVf9C`W(CmwYa^tnzQ&%n&Z)<a1-nU-fq>RIP
z52LX#NrJmK01l-Az+v>>Gyons6Vs~;M~do5K<qb69-vBv0n)Jqw=wGIDBG#fy{Lh}
zDP-+2MwAXL+B#b$N>Lj0+Sw;9lDn~Mb}eep*UsQ;+T?gU`v#xY&ocmp*NQP#ju>I+
zmSX<Zde;O4p9YzO(^GOxePUH=bBy;Z-cNVl^Bj!=4pi=h?AsbBcc;<sI{&VEbrdV0
zyZY3m%~5<~Yt{X?YtJ6V_KQI)TEjx4&F%ZDud9E&iRRtkb1`M&{!;LhS}qrR6k%7s
zXto>3_FRmg=%~>#mv;MsfA(`Jq2JaXltsRPjg|IH#?5jxW5^Kw%ix?(JZ!D+p`o69
zRo&kK>o3b03$$RvuX2sV=!`Ef^<Fm_Z^>h#|Bt4|m)ki6+pNS8*2<Zk{#m+OGo@&j
zYeq3RCUg;&RWjfB>Q_!)p4EoiEva;_G00JkEE0b$lOL+Zzx#C8oX9B_xH?P93#{le
zyX`KXjDvKfG+&k6il3<YgN{SYer)F7xq*x$Dh<fcs54orl4#778F3~z6G<4BAXB}o
zwQPwNBGnpb`RpWeh`Bl`oM7x4rXhJ`pt17@P17F@H}J;MVp$=y)J!+b4Mq@DNPWGO
z-Y02-bEQ@<$FkxaPbPI3Af(4I?SimIeus3MR^`2$H>@_|f-DWdgR4BVej#Q>(Z%8?
za)(kotW49#J2!oJ|JgJCys-59JgPy6X-OhLV&J=6FQf!nysJOFH7Q(qVt!{6A@8%+
zpDD!_q7ave*FtUUk42yoM>&dK3#=Hi3bFoWvQ1M3??#oE`gVr*@t~+nq928n1UKp7
zG)`{%{;ZML^l#p8-Ntxy9f(l*bmDBk$KzTf#&_?Y{t;VvT=&qR>&=si0qqE;8^f4$
z7ZZ+@_NQBE+tzr48nTU7(Qt$Yt{9<Bm8<M^%-n1{F#cxCHPNi$HH;0%WrWnKR-a3<
z(s#!+Yx)|)rfcjX_@zjRbx!t;3Nz0XB|>Mc+9^VP+Ox{))@|(Y)+f$BCu$n7^@&s7
zuFtT2KlOV}Krb%keaE@LT<2?ZCO5l^-xKc-J$<_<+G)ey;pNw$bKVs5nOmCW3cA}1
z`;pvvHLTI{w``F8BuBzU7g!<bd9M+V3X+Sy?arA|i-~+a!&2w1j>1bQ^_*R}^jZop
zc+Rq*Gfh#H8!ehLK=$f#OI8M&UE`iXovGZ<^j?(56GN6VlLFnJ3hFq?HmqzjqgVu4
zMnAtzd=7AWypZ>Qo894iTHji@g^xW*-DCgXvUkW?153>z($as#f@n^mLb2*$0YTN3
zDz^wZdwnHGi%dW?wFILfrTU9bh=@Z^Wc=Ga3T7|tz~-Yd`I$CJjQIigC+Vr7vcDFu
z>gKx(#SO$b@<_d!K=)9>Y2Vq^YP9<xANEjPu3C>z2ETXxUm6RG+W4oqrXwcrJNSEd
zghd4*xk^wVrPpL##^xiGg!FIVZ_Ql!IyYzVOk^u(Dz)+5PZ8_viRMo;F~JY}jBI0G
z?($?}G=3dB+O*ea=>GizJz3ky$&9nL-|$CFldk?z!5NqMhLof|`SU7oL9;xeTO<nK
z>@;EThkjB$(YX8oxq?9&JC;d@(SzRRmM22ilNP@K)kW2@=}cDRvIS%_yHV57>PuB{
zYKXO7DU$ODGj|A!W_4GlFO3v9m#~B?G+Ns|U3TH+d?8-x(<-#yh@JM(gXed^?b~%E
zYj8MP7<KPU!%dWdAn{M}T>sJ7ThwN~25sJ_G-ezEI+g;PZxkVpp@6H(bu7$6H9+HQ
znedgw`C5!9NGKd9)sYQ#>JTk<G+K~uMCH7w(;?xPD#d#ELV=Y$1@Q9D1p`&b?H9ru
zE6)aQOG;$>R=Z_e?^{Te=MSpXZD8D62ilE7V9|3=?bLUHhC*SL5AFxUZ8bRGs;d4+
zbDt(JxjX;o6ZB}LGQ;U#Fr~2`WhfT>)`>$<bLFw>mY?Fav!UO$YSey|*=K~d36=@&
z$<@QlZ)$>Pm=W^5i$j$3zvf<J$VMOUaUF1?*dr<8q1dTJ$TD`n6D<&q7Ch>a4sm=q
z%-;3LS6bI+{QR5NHF*ba(Y2IEV2M`+*M3@1kk*ssEa0!4x7lWx$D*h2<}7`LLRPNM
zzzVtFDbOP^c?YS>>Uw+Njy~?TQp7-~-j5D1YyP*(_Rsi(tSw|Q)wSlj5cltmxGh?T
zQzwDY$_XjvD`$0#_aW5)4j0PTbayfo#GAtGX8nO(X&SK>S+`vdZg<F7eLh`h$w6Za
z04s^$p6Qy-E(`!{>-bY&_6*fbXy(rzne$nvVOTrwaG&7>I#@c`Z>v-U83LFrFF!G*
zW?Vt;Bjb*&QeDgQ$)s`?v^*#^bqkB$s#cWl5T0okr}FE}CNeBI@x0@j@tUAyZmL);
zQ1Utp-&S^5b-HJ!q^WK^Q6sXJb-)6s>yAg(p;|g!<t;kV9NahE8s##<y^QT#>s@IR
zmaSYz$V7skAgq)%x7javU^@0}+bZkt+P&=>{$8h-|IyUC_RDXS*~tA{{1<k}6GeqM
z$&W;xzuXJB<MyGl?M}c}L*$nBbLN(wJ?;N!#t5do>hsPcQT=b8cqqKfrKO54Jo`Tw
zUgX^Ka#S=u7NKS&6cJT!yJuYyD7X?Kc6(l6P8gaUKtHgkraQhF<c#L|t|{E}>UXaE
zuT#{)`js~yw;NhVrBWX@3Uusj$!+B6wo#@dV_t+F{2Odf`2O|UX!yK){p|SAG~=8a
zvyD;gK99$jeT&<G((=xlX`|WP!kQ9i`IA*$`CwlPgjd+jJtwn!t4He^n%gCCKj)+3
z$_Qh898HV5naNI=Wx`gkbjq@<&j11Q?z!Y}H0I^C@v-QF$W6x8tuGOVz8Ej{S)$+K
zeWw^KW@{I5(*?7;BD7J_q+tQIpDVt`u+$5(ej0mByqDi22$C2^KRg0BzSjCO`-Zwc
zwt6A^Bg9MQMQV#4{_@u*h5u+S!_I!4DBLX<*>BU}tCi2>Asx;ndSp)ti+7y)%lm#z
z%7jQy57J`r9^T|}nk#>$-mfKSUEh_G0{(m7ZBY<2QvL>Y21532<=A1CpXQ2u{u%Ax
zu!9QsC?5Z<H#Xs^^;QFVZ~leIH;E^o%{x6*4>lj~Du5=^EWTywE!3!vO?<OSeW>@)
z_BU!(@a5o!bmG5gx0C&QPLJy?9!K1IccNe{b<=fB0%F}rtojfu_P%ne5o{u=#%?TD
zO0|$EU>!-epe2B7J{20sU9GBt8#N+m3BCaRB3c`{w-h6JpFzIAQjx{R+2fR)leZ~f
z@Z&0V6jj#gYupt%SPP_qY=~_zG`4_t--cDnQg&OBLobeOY+}|_Twy6m0K_qKS7B)2
zFf`p2GAG=P=3U}SSD1^xn5^-Gt7eUz14P%n1ZMm4<Lxxj`!vq5`VTU?wgEdW$`zJq
z?dp2D7zBoT&85m@5R8HA&Fl_sIU*$?+kniWO=)^10WeK8lXa2X%JLbo33w)7h;4gk
z+(By-M}YEN;GZadpmPthDp)+EtekbwV%z1W%)g=;xHl2sYfWx2VOB_MDO?eKWk05A
zh%VxnndVD_OE1+upDc|~X!z8WfiK{uO<#==asw8GB~2!lmUmQLOwJUUA!6bc3a<$G
zd=cv{rR?^t5KIQ|QUh9eZ~|t-Oo34?RXYisRDIXn0n@iMK(Oipa~P51!&{4j>f$l(
zW{2w>8hy%I$)5RY<D-unD@pVpV|8X~LM)R%d`!bnU9YAOJ=p|DldbJjw5K&1=6(rw
z_9$N}dX^xW?o*MsLOmwPkf*^I@31tH4S~6)#~aHw;U(O;HX(~PIa{BzP^9uPnTR8{
z%jW!Yru>g~hnt<=HEF%9;~+pnOb#5+yMzyQ#0Vaj>Siug<QNtyAQRuO_y2nE`L<10
zA~msw0ZCNSsNYuHAKLNM%tuo76w8IGg;-|QvI%|@vl@Z3k+JYPj5i-L8FA~Wkzq87
zS?y{X{z;9|IoqyrVaj)04P<%a6_BX|kdi)&&58S7u?Z*Fa1$=`u>!(&jnqh(8_7by
zC{IaMTy^+H{WcFiFQB^DQe%x>)>21W`V^dL4!7QL%ONYrL4Tv(yg&)6$e4MqvZY}A
zh{f~%^Ah{?$6Z=wF<~uq9a@Ks$CC7a!-fAh&kpV${7#}?gcwg-!P~87OXHp0m*-nG
zK@;sm;Zj)xcg_?Wh@-xj*QfH<oIncmj{j1+{i9#1y0ok3Udhx+*@w-OM~%&G8l`}K
znRCIs-{GA-^aH7jZyl#xTfQdnHXFba=U<HHOeRy(=N%FRD+wS@W|MFAAG3W8jb7%S
z9LFMp7n_XSJ&P>^r6><&>Y&VR(~Dvl^LzWAig{Um%R8aJ!#cW*;)X7Dz<+*k@Cjbr
z&pdZk{4^TX0@|<N-D!H7s)HxjSpLjwZDgBfy(d*RvXlPQemy>MsFwapkd9`VuNqH?
zkI#=_F(-rpd?G1}VheYidGdHuSmJN6);n9XdjT@9kjVGLVwIIAnejCrcf<Xg@4Yx&
z*Xqr9@@ur&pJz_o_xa5q)E}v0&^VJiv}8WF)t^!S^33U*$0_YEpSSINcMEA<bF(<6
z26(*Ti);>intJwEMZHXXJStF+9MN<B!lx4|7%sugV{U#b_s3+N_r;C9ww2}9sldh$
z+B*z2F1gqKsJ$O6jSVdrS$PtjkwE30ZUtom&H)%O6h)E~Zq+8-iAIvL!w7ykOoehp
z)7Ujd#!@!Kn`<aTH>Dm{pWrhh4ToMBfre(i)ExbEsP5P*X)L_nVZfvuEM6m&I*Ar9
zTgjd`s0V@2U~S2&!Z^-O`e&WO4L9a%E<NG11hH1Ef}nu^-D&a}VG%w!;UM!%SkOi@
zO25_e;oA<;ET8m<hWS~}?DDrQcO({V%^)FjIr87S>oUQzlwZ3lT!&{p+_m3p)Y(jJ
z_!#&>K}&frfYRQ<pzKfCJ8l!)KsiLUD5mv_V`%MkiMOEwKEkze`f=74R|63c%!f;6
zoiB7Lol_EH%A8BzoSuY}b<u^Pmb}}SN^j?kF7QSUU9q+v2<7r~Ex#j__XK|4)I(Nk
zcWBIi;n$B>-;p(RWI+qh{drSB7KCBf0zXy+(;nELjM%qLO*A=TpY?|66~a57IBN{N
zjY>8Dj|Nr^@E1L}tQf9lXL1mJ-xoo;Zufd0uXzqqnL^sab?@qUpufks<($ga-hg)h
znok2;t|pH8OuPNd`Z0eX*~kYk#eEt#bPh4!T`5UFt2ra;L1I|{pa<8BVf4N{eQd3C
z!)##6o-xW$dvOMCz9}G;fV~(K$MVS;s#N6;D7P`h&p-xtwJ`at(X;Ghv?fHMeV8g)
zzx5M-ij-T*0Q8QBY6Ka{#hYKo;!IeZMUjI<#bh})S*l#PI0dR3O=&kuSJ^?=X@Cxh
zO3iu@y{HQ6W}U>vNK*|d#$6)E57xTohv?D{)0bB(atWM^l*Y_e*~{OL14sVgQgn*m
zYN{lnIj$9QbfPjFMni0>cOCRM>ru!Y#N(;EzpOw=rC(jYtTi%iTox~_2&Mkt@Q^lr
zSaI#E)EFeEZ-nZ}S%7_~Q?}G-OzGJV)9)El-YzdlJboa9L(A2#KKxwSJowRQEW}O=
z5ODL(*YT3dr!_$zFJ_gVUf6H?B|Y*{z|QA>5T~nlc@CSwGU$yHq62Q)0>q05!OBEU
zuaj(c21S<e=h1#A+;Zh}N}g#xCYK(B<qbqXNNS1iIw_9Vh<|Yh<Ah@)^)hoJBU{+w
z$2t+lwdrzf=+kfwA6a7pDm}>l*P})3iqe=^2&$FtA=|x2X8Z{yh&lG!t6RAama*=T
zZ^<lR{fCT0?Unj?-u{QO%6R>16{5MW76W&~>5}ZvY_gebkT3GVuz#6>#jo|pMJ=_|
zEM>;NG8=st(&hhXDrLffU)+EV<%Mi3#V2DKVIR#nr~zO}NN6?$9O2~1(yq18qS5&7
z!&5o2t>@A+3eUo)s13c%Q0!N~z>Mqxyku3%p(QeIE1R*vrqr?oz{Hpxio4uN{|X}?
z9bduXT}Nw^UBah|Daf=1@+$`sQNr=A^mOuxGtuT9%q)OI${=VM>unmz4H)C9tFP^@
z{mvepjioZ&=_J=S&jbV#50<`!n4NzHG-g?YsUq@41vW&oLu(Hc4HSD3FJN5mh>G=R
z@X(v_(A(go%gt(lWu8Fp2L0BzrPZb6D14Qk7^Zqb5$%+_l00tsj6slqsDruVu3gHE
zLoUQS1ubso2-U?C4d`Iim=9d7BSB_-r3lLW@lhUxq!8TJb8Dbo4p{l!A7|ZX;uk-N
z-%fPlzGA(Td2PYJpfa7-y5*ZH=Djsdkp0DzJaZFWP~Z4?QKp$?ULN7z^JaMVDt4nj
z`m9T8KzmNXiut_7o<E2q=8i6UN^V9}k^2|fM<pW)?ylN8!Jyg6p{pV#Okc#cRo0DF
zN%rg#WSr)@Qxy1U?=0u1%_>KpRYB@ypm5IfBOcNn-CN-VfsQpZ2FNOCIYmZUfU-<V
z#1u<a>AS}gVSP_lY8ZN|UnoxTn87wU2V{iyO`P!Tl65SPKozIv<Bj^Q>-k7+>T#Z;
zj7%01A`?);n2LzHhz$rWL74?S%bbSgLbhh+KglsQ&h9jzKD!|{#XA+1w`&mq!Ub7+
zCqb6Nlq&I{>nkNI&(uk-*~40>Fs0)f`XZJq<S~?Mxev5KU*2lph9l8Z2v5}=vrE_U
zgGs?)T-0DAe1291e3LWXD)*QcLf8R$P~Ch!D`T1m+`S@&3sruP`J+j>wwaw@?(y?>
z?)*oyqPV9s)*_XH-<jAmN_ya!M`4}s5lm+qvn0bqPChQ!voWjQj_z)eTK_W4dIKdM
z=@2MY`1y5K<(%0kg_(_>T+xJ)SjA|y?k!qpL8Sdh5>=ci&h$jICLG`4P>VyGd2?~F
z5fPD}lwF9@N;BMzc<BiKAZ*0b#iVVE5DkM_RPU`mN5^EEO>EMKn=Ty*QZK)iHQhZ;
zDPk(mC;1}5bJbG;+s-b2^Yh-g(s*0f?#NX9U50yd7&k+*;^b$w2obinelxBIIWKve
z?Z#uR(rpB|&9(8aeUZ}&1UIl#Mzw8ElRPtw&kb7#TvDdZWVRQSoy@VDl;IsUE)fv0
z`bWyi5Bb9O3$xq!?AyxY4l%*A@&9P#oS;#5Z`K70Ie&N!K@cQc2T5iyiKUZjg^O>U
z1Vh)cRnM2YF!Fwmr#gVdW_70d)EpY3W*%3a8<uK9v3A7jh7dr?wWn56*Ni}mxLu?B
zpeZxJVgCD~Z{D%_D?#R>8222cnKIc7nsFmPzoX!m5Z?8^7&o7l)u#GZl8M20{N|Jk
zO&S2=J8`+$MRrKJvE7-W%P!%5W-Y$l%-6cEwM<d0lP7k!QWcr{6P@;c-UhN927<t?
zga^s(W|vAqRd!!y)U7|>0H`;AjJFyTqvJPjB%bKEo+)p2)uwNai5%W1Qn1C8YqA4!
zaKk0sw7GAs1f=MA3CD+YOCKMUY;1Pjy}2&sUFXIPlM3zzR@T)z23g%L5b5ZsV-4yM
z$R{7VIIQ-n`d;_{$|B2v%Ck>3XvFl?H8gBy`n2@xcpMPC!oRr9z#U)7(;gkzzw*kn
zJv~{q37g$_m~xrDcU+*djjaYXKD#of!lKin`lQ{&wf(LJ_~y?B`>TrA`E129yDMw4
z-s0I-j`MFXY5@6F*&l@Pv_N)BLbHOnIv+U>@*e%6Q8@DeCYMgusVWxjea`?W&mY)n
zqeW9D;iacG$u5*NA_TdB@h()WQD*e6qn??b69B6?CW<TWUTmi~G3!!!6_(x*a%_|S
z5s;3wi>Slu%7Yg3$9ZdXqjqh$eMIQ=bDHe0GotqqN_wUTmOe#fGm)~-fcbil%I>W~
z42TJag3-zHsaidSV<Pv><n3J*2xk1Y_rN1w@ecZLJ@Tg?HBiEA6bSa|$JCRw*dyvv
z;c7hXFQg@DIa_A&In00O{%bLtZ)2+Kg1WvW1M^4JIEXcuGApI|0RX$U8zGqJ<hWn|
z_xH`_pM9y(vMmzpxY&raC_b_KUf){QM*?0axivCwJbV<9b<@#cl3UyP?-g4JaQ}{8
zExQlj_^FC;n0jb!Q@XPHf}UbN^4|$P%>}SnqZs)_S7X1y($_80HoXIMV6a_T>#^aN
zzFz44$w9P+_IRl2FrZ+naA8zlKE&x}Swn)AXO9r=5khS1CYN|e(${kpUzZI?^gv4Q
zu|G@1tx%hVZ%(u+H05&}^QhrU+AQGv4||iawsD<bbCdZJ4a=vWJFEU=8GCGBYV3b_
zw)OJsL+z>L{6lBdr&s+6JIqa&ZKd(k^k@6JbvXjuQH?k5sr#qwntKl&VKb^WYD_v_
zL2NDb8ozZ8mRM%f&g5F`Nj0?y4psB?e?A|iGO8v{gh*=D_k8QY{hDZ7O-5W*DZOu{
z4-pDSfVXmNfkME3IJ;Y1^%6#HtE08Z4RTBn;v*#z5xQ<Ea(VORn$QV;bX<f6$i6MM
zAVvflf2I8j)s~~$UcXqT`SoKOJCrZQaW(P0;aAvKY-}Af#i!|5IgF(;UX&uxS=sdY
zZcXGxutCm*@OTD*4kdCJ|H)_y0H?O1s3OjBHML21P=UL~nBY@_b(*`W3WSX4y{J#E
z_wE>-)voT;anU`))iGX?tO%<CFrpdPa|i~do;Y<(hANgz<_WSe4{&UiT|^}lga~R~
zKDok$GH##mT0pmILtg7r#x;!;{+J<zrs+bVT<-#R38=1DQFfAiJlH9VD0js0mzG9z
zQoOKk$i9<oa>0k~g^~K-t;>n9S#w*dQY>YzBcAT{S3cKXCn-}lkuSkM{;^Y!5`)IM
zoBsB0e=)q%URt%MFn*`Vf!$1i@A)J0_JHlNXmZcV!Yh=z(#fZ=18jh8quZ<8A2z?r
zv)n-A{H>Pz{yjG~UZMQ+_*bJb0rej%oqb3vKR2L#_C;&^nmgx>J^S_-5-mPk(^xoV
zx?}*J+X9RJWet+b^gGAjP+6r&hamFc9C6fu0V|^{6jeq9o7}3}zy_1Gc*28BxkboB
z^%QbEHRP=W*74QqK6yy7O2Ip@X5R=DO%}7%*nP~SW4LBYN07t;4*RXI!spA#*asDL
znMJi}u89aq00C8CSl?(6?3N#jw?YD3Yv4BN?qjrwirNNBJ<UE!%uSq*UJZHm4BwhZ
z!cLiw)Y`c0Tjtm}a#+43=x0=o8?92rtTwImZTvpS6%inqs8uqnBGW8$RRTx>Vd<Gk
zdD1LH>k@+`uM}yX8!<rM7t32GZ8hG3l`A9?{BMR3Z{}fIxf{ku=8E>cOWUEiU9&!|
zorAMVRv-U0LgORw^S3U7X$(nYe@u;kEmXV!9XT>2sr1Y2I_;H~Vzvv%pcd<#9mFws
zm*9ad-7y~|R;p|vd+2fY3muXQrE;Uzccwq|Kymq%-SkB9wO_W<S{XZ;nBWWcQxzks
zJOkGlZC%i3`_qGaCi<PHvAM<MBRuyfhR$%1-5kl390SPqyvv}`(6OW+7jXTTm8_Gz
ztcO-|0BWCYyz&+ek8hzvvGH8px4n=%mxqUtW}}A6#PDF$$4|9Zp!L?4GfxD}YBIUg
zApbb0F!w!SyLGD$gLeI5&Ma5yZFj_g@y@@TXTO*E3@ueM&(oCnC3``~3okG0o+p?Q
z1XA8(HhtD6yn2j!+wh@0%<qmuf2fA}nDdq7qJN5gOvjG55jyvv=!U?{^XG*P<AY<u
zzdZAI3{WFeOIFp@hOIx0gBqsDe|4zxmcl;psq+(5qq8rE{^EF-CzXVK_Q#h*RaJ8-
z+oGRCpApRyynjdx7*$~z6y-6y>1H?r+yV#aY_pMffzb)=TL^SkanKSZxp!d<Ds=~o
z$-m1JnnfIV%sBxh1;g{2tvEK@txxYUIm<m$JRS@+*X+3R86^RWjNSkqx~mMCbl~z}
zbQyl1)Kthys!&wh0MgcHuM6Wu0egCu-a^!m9d$*rDhK^GN$3DxheTl01Gh?+y(8;r
zjX+fElyEA&IcRZuPN1J$pd?UG<5t^$c+HWKbR*a^q>)RiHTx|oAIdKkJZ7XqH>P=B
z=~dI@qv`k@wevM}edJ*^@Dmr<cSRlbqsRD!4BGwW^3Wx+rQL!Imkp<M*+_9Y=i7|1
zUE!C?d@Wjahc#tic>dd!%b4nQ>ef^{J5#w?XtC)r+w&jKG&Q7hO9HCAoI(qf+=d_O
z(!Oy;uLy1(DXTL&vq}EGuNb0dok<h^XKWxE{xr<~cKF-smabUNQXWNdWPmI+8yG`R
z!;}!4zdy<x@EEq!iHp4UdsKnXOQnI6L9DzWXhs^GbU-xyu!BJ5dr0J1Z7K#J7qE50
z8_hw)@*0Tt+;xGgcvPjE<B4jOLPaeJ3md1<Q7<Iqb^_$`d}$qh5wp7607^Lb@@L3u
zh$-M#hvx)+khW&W98n9XPw)Lno2%vzsPcNb<h`@vx@aT^AlOF-euihzu}XEzKSi_{
zuUB7gHcG^h#Di~Hi=E*M%nT9-%mg)j^<Bh`8VB*ZTmNVDo)s-O_2$C4AU3dmaXjI|
z8nEf^iH5^YG{rgs4i^iB7A#u1yViLe!8P28WD#|&8)Nn{QGbqUjv2Dju?I^*aSZU+
zZ_mfalj5IJk$nAcDx~)|EjBYR;@_jg7j~x2h)^CfcJf>4m4lbV`dLuP`SnLLzoe*%
z!=%bLT07eU1rOHb5-w)FhUzunZ!QF6B#yz>ABqHu`w#Rkc(K6J%R6UoRo%wDc}Q&L
zV?DU?XMZM4SCQAuRW{hQCs?z%<+q{dZ(k)3y?g$3CT~!bRf$XXVjBy2j+BL?;)NIl
z;%iW56OQd8=9OQT+7<QrfzgcaLes2cq5~N+#3sGoTWwYsuG-yQ?>OE4zSKZKeH&OH
z7Cg8ZD$39t&0arxH_!U^+2SD}p-8bh`MdJY7Rz_+`;7|9t)xFqK@MF@9Y{%IL(NXz
z3%%Us!gO~V6X_hScZ@mqco-|P^KF4gWSQxA*-uP(U`ANA{AN4>>W`nIzv`C-TkM*1
zEu|HrnSWM?q>L3d^LMF`(IR(M2wGE%s$0EL{uR&jMcP`L#4?^rj@O6wR@=E+o#o^@
zR_<d8r7qG^xX8DVeN5euu_t_6RfiI0)wj?B1K+5klmkt0Z<dP4(9A#m%z^3GQ9o{6
zJtiJTKlY?rGO9&hR5oraC_RM!$=SVMQ3)IWp<#<Hl2L?e)kHuUO?72KbW%(RM%C0n
zs?iiqgfRdcZaw8Wyss7k$$eAwhe>i3`T4?_+SJXq4@X|%doKxKbWf(oAQZH(8Jl3_
zOkH_Y89_l<8nDq%MFFtUZl#=HWqk(h9B7&#YK{&XgWL$hs#)EX1mq7$64b8B!6dix
znaD=EJP-bK;={?g^tqM*4r|{XzNvalKM(0u>u-G;aM_1_8$U>R`0@sj`~khs?r#nJ
zV8Zh2YgBisp9?NR?rW&EDd*;b9=a|**_zr~G-h(DA}UaR{vL&Hs4-tD=&0lI)q9t}
zx8UiY^6VsGcp&udJgg#!)THOrAPYqaO0L>Ix4p3$_I~(;32L>YYE`+Xs&Lj4fuHZV
zMfC6;?0kCP3p2}HK4)Sx(e^Ofn)G9~;PF~J;k;<>TymJ@&)nLVk#W(%bzEPXz<Jpy
z?5ttK_io7e3r{e~Z!>r+3EtypJ~X3vYw_>Qn)N}}A;Cn=lU<Gq)qKcu?qYHc9PA-B
zTW)!~Ry7jXNv}F%K+V3jGrkeQ)3DtfY<h++SgCSZ!G#d@%|eX!QiqL?U}z}?Z9WnP
z1~;RrKn_ta1XQX$S4OMTpcco_>1evR8VDMm$0}HGH|jHj-j=L9U#d@mu%JKfs*y4~
zMwD5g>Yha`X6gdq9O+0t$|M*Fln<0LDmE&PwmQZn(_A#NVdnTw-5Xee%8qWB3<XS?
zRSv4U(Dc$4b{sr-PtIr}E1HSY2~thBM&EofUSPcdWLHYUq$?|4XSz(Vd+d{-W3SL4
z#-v=!7LO?R5eXr964wpTDbI7T=>LHV$N>J@dc0BP+wzVf^LstDNfXah@MM*GOUk~3
zXgRcK2<QWD<Qj|a<oCavTj{BJ?m$&AWrf&OHS|{g9a?XAe62umohs8v8oDM?*)plg
zd0C`KkTGldE<^Ob<q3U=-J7H^;GTjlOw(a{tW<yO?1fnCbFb8L$8VkwDA@C-cdz?D
z9Nd)YJN;ps4i&!>v7PbruWxzD-wiK!>)np<=@R#Bwjr^sF>ELlc@(PX@!m)%C)$|H
z?FW;U8NESZ_^*XZ&d^BmQ-pV+@|BiLUGkEVSJk&gD(H=jgs^3ISl$cf?VGGPu=j+!
zn=#5~56=6~XFUj-piv^dB2Sgxm!)qszC5~ois5*@l{U#UR0=&z`Bvy1uUMKh!SQD>
z-L|sdJsk+t-8aPq8fi0|)Ry$BfjoIoUJAg?oQ-lR0}UN_rx%#Um>Ls$dmSlzgu>_|
zwfE56TmqH^-scF|;&LC-zNV-f!>N;v!+3O(LA<?;izz1{TVFRU1m7bc2I99JoRiup
zd2je<`1yY{28Pbs3z&z(9hf^@PDH^N2Em`~s^5EmrjyjWQ~Ier2@*3<g|&<ho-oKl
zWh*CF2u8<z)J)CatZcGda;wQOnfK!>oqc#!!2Q<)kMN!kN_@`lfxipqY!=?iG?TfW
zIA6{wUeC*$2!q<2Jo?knS{Ef0Xf=;vnkfUynM@qmj8G-j>d*(}&6tPjDzndLYPb|5
zhgm&+^q8D3ha5_7x=drlGs}EFe~4d|mDn}@ZgV{+(WIbY8q+g@M`9j7dv(+dyLpq(
z!~11vj*TACF!LO}#=X{VS(M7JU|g#x2F-i!W8P1BeJ>gj<<9uj?zOuDWL3d{yo-=_
z|3+I|wOArb^&EjkIpXAf&Ra^v{@#e+^Nk)e)E|;6Ja0+0%+G}V=tiQ7y0E5sH1Dng
z-`k_FaWT+z`sug~@<vD75Nh-KgRcVTuIiR==h*V9w#>@=H(kFEw)tC_FDqXs-tqN}
z0DpVd?Cqa$zck2he&j3_`F0ZZuFl`J{?Z0lGa${9<?NrTE7rnit#mm{_XgYsP<nxz
z0VI))FYv9VW@7_t>7FHh8oNsO85=o*HjW#5sRgA*G3!m2jO!odg*D<=+01#2IgoY=
zQ(<=B`S4#d+@+;S3^IcnQqCjbeUQ=OCeK^_o|V3$^?|3=xe2i|Ayu6ZK4Dt#n#!Ct
z6gK~^08f>UgzTD+U0HbTVmipKVD%*cOdJ|!v#PmJO!}~gK#6puH1v$2+Wsn7ySEs(
zzb?LRC4<1G{aR2{bxq;%r*c1@-ieT^lBH5rc%a)DbvV(Ng7a?Wf~XV+51HUyoF@R<
zHw93;_)^{QfAOGTD)k@7UBe%RBT8<SB@wu|>n`uZRhGb_8k{dByY3;t9wKc7qDH{a
zeKRZl$-KL4`4^2>hv!?_j~JRwUkyeyTN@RbClwFy-g%+uFPJ$uE%Reg1*qzy&Dt+z
zZ6hK5jqIi0_sHA7y1Pk{GOGCvr;6P;VvHq;Ygv^MjbU--KBY-~r&i7ghKxBB)$IMf
z;g*erzAOnkzZYX2A#~B;AM<ZccOmxtX?<q*Y)(*-l?<jS;L&bM$TCGWbqP}Je!gB}
zo&N7!%%Xq2##p|G2bCLk05un$<XEW?!i(S=*~<vrb&2qEJm;k(reYO>9jv9mL&~o7
zRC<g^T}DWBqOvshBl!xh2eBB|Sj{UZ?)iLmtOx3$)Li*48lJ!P(ECxp^sQdXb0+hg
zRPB*ZO<gVewmbT~RB*tFU4=%Vsy*n!sPsRYNTRY`Z883hTfp$y3$FCF9*zBlxzn`+
zv-n+Z;KszT8+VJ{L({YReU5&zggkn_?dJ5m(Z^-zJ`mS7L;YFH<6#mfDPVo<U6ShW
zU@05k<N|G(Jg1yF0jIDj`HzxI4Bse-j}<D&rE<<qp>lK+*ByL=>08(rM^%AqKv$_{
zka6sTXl{j!Wr{f_WE9jVe|t8<FN7&Eao2h?Ise35&5Ch`H)UoLyv!Lx`B^ptXqq2Q
z8+9mHx?y$X_}5q9x4!Y{IlOPF7s>N-oVMXI8^79F)x|Py+jvEKwIy`7d4fxf<s3=$
zp3x&jv^(G?_2RK_DG*s5?;(8PUgjRx_>6JcvmxGRC4^T#pXd^w|4HMIAw)_HNkz&0
z@sDm{(Q5zvzbSX`!dVXMywCDC=PZ&p=1%AjU;Mt&a*%cG`>mX<$Ef`<OUiXUu9{s;
z^|s1}qDI%Q*o3n6o_B`Tr)*WfH~$)Ld>;Kndtk{%iS3v;yq2BwBL*Q|idiUTo2mq-
zTkTX}n%`(NK)b=pjp;e1c`=+DWmQ}VsJc1pX9+FXJ0*+r+Q0ZG*5aMkO@^(0^Wt}o
zu%@~UGT4dVNWnG8ni|J@^7nC#rv^oG8(;o<tDi7#wfAormJSbSdEarLO6QYP0dj{6
z{`IL}5Q~76N7aYHeM)X$qy7C3y?3L<P_Z=NS`DX|)o&{$<7cS?1p-Ej4hPaKP@{H*
za{#DTf<8xSMdebdu;*roji29UuS@IIdt1FykAMKCbnI?2r)X{$7~)jE1#BrgWy=@o
z^6zkWyy-Ykxv8d2Ypx-O`X23IoM3yYS4ET#|7DIqDY-C>@z)Y%EM;8iBz+qDG}t`l
zBxYdz5tVJ9MC004E>VCI4;-GZ?teFBCS#fYLb*BB|I$V#cyfg5HHCB%RHqHA8E>SF
zLoMqv^ZS`d0*3b_M-5SvGa)W4^q_%L3sEfEF%&W~q5<NKAFMgT>JcI0vSHI`g&7zt
zeLN8^nurWY`>iI>QNfDx8;O!;t-0pI{z^){eI!^txQ~_^XL!AM6U_9`vsa64ipN-3
zgLdC8&@}h|G4<u~Oh117$`$3_%1sC(B6AaR%QbA6BUjjzFvL)#$eKy+xsPF(D~hB8
zbCqkGB}qbrkSkI7{NA7M_xJrhet(Vm#~*vY_If=}i1ZJ`7Vq{Z|Ht>cbH1aerLre$
zbnsi#WF$YLQTOi$$;lwF`DXqZ;q$SZE&+1zx1}%9*{QRg)noRLC%{EN&`;oL`jgR(
z?#1KMq3uF@WDjNq`c1KbEFh)L$*lNSp%*MXhZ>Hp<_@bfYjp(9qTDKQ#YO)CWXuW-
zPiMB7T{NK;_d{^8HSkI;9nmlV&ZOto+T#4*)bZLoXx_e^@}$a0OPM>p5_>riPmd|X
zxK-cueUm{^#LUn+k=||elV^{7NjqZ9ic!T8@pqoJc_Z;r&=l9&eOT8lAyB+FHm8L_
z6A@$3F`IVsc^aZPsU<0-SAY44{-xc<0pG=mEL^B1MWiN7oU1<9uE1E+Qm0;v^3)e@
z_j|g4;rdYT1U(U*GrXQX*-@%aKzA=0yxDC$APvVdHb{QWiws=&bfq}`JtZ)`%D&xK
zA08>^vh|Z9gBfg>#2~UL@C=c8iUQ2z^<u5(gB=&m7uR8%t`#B!?Li@_`2*c9M?!j{
zlNLV{qgUqQnA7Sy;Is-nYU{8h#LF!anbS>wT={naO7a1^O4N)8S%nW>Gh2l>+^sgf
zDY0iAxIPIb<z8J<9$hr|LSGEWryM*NUBr8RH1ss+rn~kk%ee+>i<#BAo;Q5r{AE5`
zV&Vbi%FqoG<NhN1@j8oW-hw%PBV>L2T?vb8hFqTxcD$ek16OBnoj%!ff@dVS;h`!J
z6#u5dt7EAcG$!y`vkRvidL3-=Snp1{=GGu9kgvb-UgyzL!$HfV=xt?X=xHwtgJ2hq
zp<U`_f1iXd_@lbm5sRUY(+Xf4GaHEq{vD5HV(VLG&CmM=2;V_gt(GTp>ek`}vc{c(
zTmpighRNJQgv4tGZ`CP&t6Klgm}YIja}^ath!UAQbeiO|mblP+V&SULOe<b{YU<9y
zig&xW*N;!!zX*%pSrRfkfxcT3Ha-63jic?q0(%99M|Dk~O4*Z4k7J#d65|fx9_2Hd
zK(?OJhd%!M5)QMZy9SUP!1t25J=;kExxlG$T>{I7XtzTbcdFQ6`IXw~=PiMGny&BA
zVUH&3QsVI~)*ZOiQD{kc^{TXEz?acj(A+;P_Yp!xyQG~l5_bhBhufN!^=_@fj#Z$1
zVI8qKg4dv3N8IIXnx;&aQ<YY7x6UbA^13}}p|+4;RcSq&N3*9)T(qv+63qB^+IZdq
zxz<Yqw76+?<Tp<vMG+-3_u+`=9xBS1Q#fd$>OF#T<C8WgPL^=5s5PbAs|HGu*ASjG
zjkB~$&-fS2ds@fTj46E5(h@7T64mjprFz@{%IH%TPx9NVk68EXIXyE-hG}7#<y!li
zU$6LDFX3^a8~xdhmK^!_bPS@)Br0*J`Mh=(qofQh%3$2y9GZn=35|uq2o9j}7yw)q
zJyzwPWh}9J@BZkS*#gKrJHi4-@h@lbYr>K9#2F{7BxYXNf5%g8zrku+xRU#qOXx4k
zX8~i|%`9eT{cnZ1i^Ko0bY*m7DbtDzW!ZVk33mDjPl;6Jk1MXiU-)RPZDYTF+LrXR
zz2$jz-)U;Of#TH9^IlN2@@)P4pnZyq2d8c$Y6I)?)cn>ae1@?NEGDZV#Grr^V&%2d
zRiR3<p5Ir1lh6iL-3mSZ7^isbHT_LBZ}u0LH2*hb5W}yeJH*V?EOE=h8SfG~XNL^D
zAxP+~39RIVuC@&ZKazyJg#pbTD#!rnMfAv>7a<njc0tzZ{VjEoPW-3FUB&5Nyhb6L
zk~$4E+R`&d-BpgPceT~}*JLVrMlgEBsSlQy$FI{g1gxc?)`-tt5jV&pxfxpZolAus
z?`0b{u9r2q?{u$JI}=mov*c6VGctt^vcISxhDbwI_39Ba1BI4_@a^EC%8zP`=B3&-
zntmb?ubH<OoO}BCL(ow-<!sA0iVeHcD@z#9+@wY8gAZV1nt}fLEi<moq!HG^>>C%G
z=c}C12FtA7h7R2_i}p3R=A!xf3nmC>K>k{CExSLa9yMJjy+pArQT}()%9Jz@T)P)L
z0Tf9;q+DB5&=!C@_#5c`-PSWy^mll06jhxs%?vGabGP8!H}_^s?kEZVtvFY^4mrJd
z>*U-vXRPH;BP-%{FiEnw{>hdc)j;|59RhM;bKydD<)N!Vbmp29!ZBe``uQV}{vjr#
z|9SDXeX4(C&EM<B>ign%Z05@iyX#wcevX~!d3}wtC|w#FjBgljV#Bq3iq`b?Lbg2P
zN4qU6kA{$J=W`_c%VBHw)*mi;7QxM)BgBb?N|wk;=(}qi&!830uaXU1s5yBAOXPrv
zc(Sue^l)@ZjzN`9>o;jU?Wu?{)#9A%&D_$**ohEf=!V5gR+4S6Y(OM=YY0l;M}32S
zk1jn~gEFv;z+;hs#$|xk9rz;aOBie4Gr2osg?E6kwr5u%g@Atlm03cH-O*~d`wusA
z*}V~I7`<E5Rn8x1ELfBJP%ii5owAiB`2!^K?DI#80^~0-V5=R6=$Y7RqTEK0(x8oE
zMO9e^9)>dp!7Ref6YaAD^C-d<z5Lu^p7cc0aR7a0>8Jt9%2buj9$bfmy0?tyvm?w=
z;PP{YI;ZGL3kL7+R87Z*_a|ZBYnHo*hAm3Ae-kw?&F^jE==Oxho{f%izwaFz2aSAg
z*Esch={Z!=#b^G>b%9Ej`8Irchfb5$i_YqsCJ|JwrG+M}aEiFIge7c5O`;|XHzJGJ
z(Al!%l*zk|r3qwa+CKW2X}1U)EE6a}J<yvNLtj?6yxmdF+T}wRBVBlj;$hJ?5cOTL
zU#4ZIl3=pJKuIGiR(QT(htGz^$x^3UT}Eq82q(M?qD}Ga)|pv<8x`^n(y*e&N+^$Q
z-rNwhNDdds8Yb@ACER_|vfK^yphl}UK1^g04^wV!>t;N7J6}{hF|l&vB~yc-j<h^x
z#62|e`LqBZ1s#O@R{fWrCrEMZd+`s8+oZ`M^ZvKKba$G#=yJ(&l+?ZZRK(+kS2hiQ
z|1%ws6`}3QVKKGD&c#SG-)drbRl|o0K|-4o&dQIFT}DT}b-AY_iCO^eu{m=9XLf$C
z15AytIus!d0ITP|W)N9#o07_%sn5_Q`x}V1nVQOjOBH4{%OOioNWX#caMLRH{pMsE
zC)gW!$z8GG`^5Ff!f@*ER;>#L5&C|=x(t@=9bdUA(Q<pmPxM@kna+q-DEp0{wnr1z
zhji2kv(P&}x90McB8e&wVS!mFma&)7oW_s4v^+jhTW7X7Nt?iVh~-|`=8dHszjZF)
zgEkAILL9drJiKL4w>B#?0R53bPVaTjrSSihw`tAsQtFFpu$6bWX_rFQ<)HOuIVCPH
z$`XesJG)`P-F-{}H^|ufTUPlBv?`E#B&+xE>`|KV7#gqz%eK3=iQTA_jwYLe58;#y
ztvg~$F~h!RQqH>?ZBLahyYWAphW4ZusfIYrpFF^-mQ;3S{aKT>xTEzcaie{}-h0Qg
zeV8e!p&>0TE?GwW{zBs@tLpPK>*%KiBbaAE*+Aslw@F%zlmF=kAQ0hHr|E&{6^y6Z
zO<upk^hTGTI@M~gg*OrH!tsS4vYI253RVEq&HRS0hq%j@XU=sYIEE^1_{}L;Tu4i{
zNSkD3EQ{-Rw_4EjQ?8)g4T+ijh8ceNNtFA0D!JYola*3ut)#OyqR+Oij`Y&tGVQD*
zkYb>num6Oop9|0oRKD+@Y>q!?SG?cL&zaU3{twHg8-TQngr&x6_w1Ak&XgWvZvN#_
zW`=y#xU--4Eu&%R&L`LUOCqhwssX;+O*X1Ef{!&28y{54-29ESG46In?`^xO0g+9y
zpB{u0ZBA5CeQtyS54$m->!hA$c~dow`ZErxIwN2S{SHJ6);$LI9WP=(rvkq>0JGAg
zP0E;(+}iF}XRGQnB&>EDlTBJbDMpJ2J}Y-9L8v#uoU0cjiFQqS;vu+=$QUj0OwX_P
zM6L-BXimGCv|I3@cf<K|wJb*`x@}&(n|=o0?ng<e4S)p_9_W&+V;A3N4R2u6D2Y}s
zbRaPCz*7`o2^o#4vr^T+A=c54GI-~-s11Fs9fWu6#p8TA+qwHriL&WKQ%?o!g#N02
zY|f&?&#rAi`*}#WUXb`E<hKae##t~~v?8o?2TjCQmKf*kz$#BXm##2f;a{{hM$+v@
z)y%e~6+P7%6X<>Mc2rGyxbeYG{;@w^%992*!UjbG)L5@6>c<T1^z(gZWmQCWCO!Dq
z(O3pU2wC+fC$kb$O_rLaqL-P^SN<r-LvC*s=%uhS15!0BZ{NXU+-a@`yFu6Z?(?_Q
zN>=+jKC@ZQ{2<7&2Gg|J6LK|3pVx+FJBMfm-%Si&w<bPr&;vv>#V!Ts!=PVmB~bHi
zwz&q9kk|BMHN5RsDONybB;@rxg?|8-t4_Qpi4L~&wEf!rn4o;|>WdI381Y?Uie|Ah
z@_bZhFC4!GFZ(@tDMFV_pxU9Gx<vADO|z64sginr4dN1!v64JqqI$Pb+s2Jd!zaOS
zMy6K<bu49pm7Aa~16iIWBg2-KTKDuFNW%3Fr`azf>RhgKyUJ39FXhN9esuq>K9j*o
z!;5C!5DWh48=-{VE2Ah1Lo3D9uD=SNNkVQ(vinV!79sj9zc%^v?izf*%y7T7r<7@m
z-?6GBek6~L7xTDf5F3*L0(veS+1G!qcA(pXP-hWaA1+xynG2u1;DPIBoY2cZ#C=SR
z;PLg|sXw-%SYKg_*J{1Kx<16;e`4W=txoN{ROeM6CDZ;0LuC(1&m;MFQfYio-`d&!
zR5)Ntr7FxpF7<bP7Wj2(t#1oih^lySxl(^;Y{d;0Bmdj{@As_!VLp9~_jNINM%4?1
zfIMaz_nqNTu1onSZ2p3|uN3RV^(REulf|o?l^shQZ+l_UM$o!b3Z^|?M&-LKMOI8y
z&RbnZv*&Ge@RZh$_?7@R#I?<J+98vg#vPCmxCuP2tBu&-Hl1yl?u(pJ-_W7HT<6M5
zOL*jC%A#}^phZdMzl*u0dF@1`mqFvPH9}UREiyL4pU{i03F$#W-HJK}q8*IjQAa0j
zLG!3N+=&5crl&KQ>P3hOZJ*#yE27uDZTa?@D<E*oe7NK;z!w2dmH?n;+`?qbi)pm{
ze<QrszV7^IHdGAfG=J8LSB9oos=$JXv265cX5;r+t;;|Q^bM*o$#+JlO4?~2A8vkk
z-UoQk4|o2I(2q(`oAYHBT@v+p9`v=X(}cMryCTS6oSs(%cXK`WG<77(N&o$=D)$E!
z-pYj&6zyS=+%EliY4DoQipOkFY60^Ow{}~HE6}jy)xlkcTiSIK4IB+?XPlSnV$s$l
zD7j`5cqP~SH5O?><BSLn)8qjXR7-C=<fNAbkSE8gMl}o^d{fu8ZLS|i4j0V~zVDl9
zrwbz{1uT&S2}?ORC(~TSCJm4~@X&}KI1Ou?J)QR|qfy`$d&Oox!v|%jN>Itr9~a|j
zqG!rv^2A|yZXQ<TDfELKC-tSuwGrqQQ4^{~!s=yX&?v96S>UKc->-w0IbY9Y=Dv&?
zc;|uJD-}9>K+t#1_R96LYWe=5k@z(1!4D~MLb6R7g@V8F_xr*R3g4HdC%Ydr+AKAA
z!_2*h<ex+SXzOlq{kFthfPEcm035XKe6QSVaLeS*Nz*wqTctB#<)~Wk&c&#{q*Zyc
zclmAQ5=&bPQJe5;rY%ss3Ca$v@=rzH!Ul%hk2vvvaR3YJ){vLTg5z8Epx3C^%m*n}
zZ5wTGXeFW)k(Qq7hvG}+Y>Wx<Wz8yJCRo!cfg}6rs4KX4MSu2+z0wu$UBxztHu24p
z_pwYER&)q$qH|D3=8SUhFfsyjVuwA51AbO3o8!(xxVT+#$d_{)uD&DI{36w*BwY?3
z#Sa%}`yO9-3(v<OepuCdYcT83i#-Twpu|%E=h)eB9Ti@lQ2Wt|y-MaG`(TSTE??eG
zbrc<|&#7j7JKRI9h<k8**vfFt=2J)Gu;j+FW&#W~cKi{y^Dy0&5;?QzA*8?pukEZO
zuOR&A|8<P06S(RhZ6B)(pPVv}G+wB0xh?6s;-*nNJ!rI!_#^ujJXR7_`U?zxYUcYa
zOYhf^KohOB_?_;C67)!lq|0?t@gJ68M3d<|z?S=0UWFNCKrqU2dOyb(xJH<)uV^~t
zz%GM`*_Q%%a*l+&FOq*Rd@B+v%i!HQ<rdbv;`VbJ)Pesw5_u$>{MGj_Q@7D7?5NN#
z+9jG8;?ominX_vsD}U!Chd7k)k>x9(g}l~db+MLkwE*keS??`*r)}kon)>gF0KRzK
zQV@cG;FRUWQJ(3<>K595Ea{p4aV9BS+Y<r(>C|WcRc8-06)LG}DmB_B%P^}uZITJ!
zXts&`92p?+Y|Xle+3*zhuB$xM0bPEc=d|f@o+}S6wrZ=)6w8it*vW_YE2+X$S(AuZ
zD?kWjyi~%8MYT5*y&UX+X{cub!0Mgl|B}l6FQn#b{t#SCfAZb=D*^zm@kfE14-RBM
zzMZUHnfc{Ix2n+~^i-Y?X=#(o7qF&^RFr26SCOh@lI{yvg1A{A5aTlXvEVml&Rxz{
zw)ToZ6LA>^@u*Rl?DOD79m|LXr{=RNWSWFEn4%PlX-P-p_&d9+ryrDa3Tsk?*#K75
zTs#J^s&4hcVy`Je{cC#Wj^?@bbC@TzMXR1NVa1Cffy!+c-f+@7f}<{~%#@3@+*P);
zcz!_<vAY^VXy@3|s&uD*D9)~Z(p$1XEVCZ5dKSzt^V9)*|HGBXJmLK+`Vy_gU@u1K
zh<4H_3bbF}az+kR-ZEP;6A{caV54guC&Z<Gq^b0_pHHSP;1+2X?P=qr@~1mpJ{;b=
zAkJ7d*}Rh7HpI%x%&|W<iZ;Md4FD`w1(XI_bP8Aoy*qTuU6_4r>TfMa$2vXcL>hgn
zK8xotuD;LyGJ9doSV!)+^EXr7JA!0!LVlA5k?oAO;Go7=0z0<!0e#>25VxJ+TXok`
z>4de;rM*e{9G%R2c8KgNSXPcJi8@1+n>NEghMPV#UYpTK?}}SswjZ10o__d(za?b9
zVU)qCng4-eXY7M}7uue4HLcL`7fj4WFpB({;(EJ%M7C9qhgps;SUue!7ik=Xwh3Rc
z)y#rk2GUkpxnb7!b;gP{$yBw-8ea6odF*Zt0}!hHXN3rZzDD%`yF{`xbrYTnHn?+3
z6IC!2ESNd{gk)rR_0f+Iy}*Mty#^*u;>>5V9z)<IkM+_iW;nY4vHcfS4Pqk@+fXB4
zx#>Q%>KQ3ntaSOJ(m67Q>KQHXk*)+8tb}$7FXdQ`IJNg}`n|^A0L4Oo6-v7-utZWA
z&bmd@ff(b6m~x*5QZUQOAh4R*fK6#YA%uw%3FJfHd=wEwL6|GkDg-Fn)}A&k)+$p)
z+;Q$-Oel&nUW|i<W4t`5@9;*4XUzWdbD@q#Db<Nvj&{AJ6zh{d2xW_#Dt=cvWiqjJ
ze_hfZW#Vm!Pz|!R7~SAAS-WNhP(qd~#7;gA@&KL>*~KaU+%FtHHU3aPq&TBE=!nw`
z6to{T<`F+V_J<eO&DFCmOBpy`Ds}jpbN{}&!`l&SzQer%N{GhjRgo1WKxp^1Y78KW
zE5}TSpwHDllFWCH+WoF^N)sk`9v9a=S@k_hv)TfJ-;f6w&suRw^VsjW_+Bb@8L!f!
zHK!BRq?)zZaZLgLo}%JYFp!c%QY?18yTlPLvaDpe+pzAfjXQ+PZnUs|<FWiwn8kkh
z2y3)Qc?J4-r*ERzg0<FnGxIWIxMHyu!>Usg`q9RPY~WXDMO(=lh?r<r8qmD8&ZX!3
zUV+*A>v&PCz&PDW#%1$I-nlmEP}4`~LcpmypsD29D%lCvjV!+Ho4f|E6nt?@F;b@{
zdBw><*yw`Iz4RKAwX5xJ)7@9wx<Ikb|4oVC0}w@a-uP>P-PmXUKjk+sT*m^h4jjnN
zyuQQs%jt1$R(Dh)%o3|^41@q11N(v>9_Ay6cdi8_Bqq$<MBN%c;^phc5L7rZf`A_P
zj1&-&JKm)tKQ04lP*Hj}BrV^iY;~L+sEX#YpWQLIJ|Iw|r0`*T64if9v&vr<TpX`1
z=GUd$W`MTeR+oFB?yy~i_;i242lOa;uMr*mc7)!2V`YoKqV?g8;$IJ_m%ptw+_Yc`
zJl7rK#cL5Kx_n;d+|Iy)7hBMYW4aAWBn&rLZ2ZwH9SOz7U1*Pqc(_f~AyZ4Q(denh
z2wPDYs<JW8DfEqj=y`nt+bw9<eakML*Q8HloY3!Q&du;)vFhRs7JTHI6UQ<qE*Iyd
zQn^%OsXKxo*oG;YW8AGp`_0~Tj6k0ni3S@4+;+Klh(kcSGB}}C>)(_Nl5o+RdGh%w
zEhN?^S{6kw>*Um%EzvubkfA1pE#(5$h4kCsBmimC&zFUi*Wj<1j}1rXQnXfHWc|YY
zRjznnZ6WokPkRxK!nz<sGeD1%e|{`2yt(iH4~tIi*!kF@YRmZ0cCzk5jyIO~Gs((f
zG)x%_Q52aM`<dPfg#IZhLsE4pA(K5plxvT)5mCH2sbeRbE={sdc5;FdCV<?nY<SG^
z8M0tiehv7=&jM9l1R$4zwV|=3N{~x7Xw~G(W&TQ%UZFi0kXAU8%V@Z^E8>s^oKFoa
zBF#Tl6B^GA+$sUTD<~p^0RzeI80`@x24M?OpzklqAS`zI$Crv<&DJj!aWzT>e_+fz
zbd>DQq0cQ<!>BhUY^TL}^r6F^%(P734>cTAOAB<?$<qs2606~=mdH_8s+F7!#igZ)
zJo9Rqg%kQE%rNBqAjUEu-QAw{QyV%xCz)LmLk;8-gRU<#OP`););im9{PFyP@|%Wo
zbx?JnW@Qs8%|)}LwONi{cB$Qym@CQSS5iF^j50Gf;6)3kI}leq#3N>M95e&<8j9<N
zqbWX^ckN)WL=4p_gXEP;iR_!NZ;6eNy;<HEXZLnZ;nj#2|KKys(NJTY<v%QsdV?4=
z@|Fxxv)5a|#Fczp>M+(l=we6{&~g08ZE2%!59{CQCGp_J3>W&N>Qcdl_AAl{4wOsG
zi%-MDZhxyV4!?Q<vW8hJmx_KjZ{QW`eY`L7TgX6EOy8M%zu$Mo5csqm@-hcB=S$8$
zJD0pGS>25l>{iLpRJFb0s)W+G_mb__ir1^O)}P3P*^4$T{Vz5K^EW1%u^GeNGEv$u
z`2%HDP6qv`dpN-XId{%Kf2X2QX)Sq*ap9N<Bn9k#xag8Ox-!1y8lig~+Vl)cQ&So!
z5F=QKF`NS)tPj4CY?rQ@;D3EQ$BnR?3JOf>wnhYk<-b1iXAz~0C_*=`q^(?Ke{=!g
zbOJD_#sL!f!L?8IJ(svI#b1jtT9pLCl`iV-V-LQ+{q+xvTwFfiTq!qfHW&B3+0%X(
zI5blJ-9e})SfWT}-1_vB_Z8R7^}z`F1>;3}?Ev78s*;!Iv15yy;r2mJ(p6pz9UB0*
z3+p}+{kN(CW8FSo7w)A}rC)T+oteq*$bNImeCO02c<qncCBGM+Y?8k|Q{s}vBhE2y
z`^bWsZ~4_ldpZ(R4P2aS3xtxZHwbaxuWH*&v?t<y;BD<Hqe^>}LXEo?rzt~nf<<+~
z4!$h#Q@tuk{j_h8x_VJ|sbY~gzo#0lF9l)hvSVdKEAH~m&KGe>MOPf1_i@UV1p>lF
zJ+mX<K*tAk*6k!aNu$`PiZ_vG-^>XSL5o;Xu1ha&RYnk&66GYw?#;2Au&hDpEfZbu
z0+L@^uRnn?H=9z%S-w}J><{cERc_Y2u`5m~W9@KfhtH1l!Bw_=2K2YL;iB6*Bnb{Q
z651(E1<j^XR2N31Edtw&+f}|P54A%|-XpBXBf4HWTJANuF_S_#7TRN@Tdsd!N_Zu$
zZ@n+8ISKyVl|O;<)6{@kUqM%fe@#1rzg!S}8d5m!8r>-Vce0Tf^+7fvxYujI*)zfh
z3u=lbJmEvqyL3}pcSgXR=5ghU2j<RMxMz^Ty2p`?u@WxBjY_A<CFO=|C6+E0qNo~i
zXS;wA$84CnwTV4Pp^f5Y3Hx<h&=w-iFUcM>!7S3BtZ@5c&w{11E7qH3NT6em){XUC
z2E*EeN3WQ)E^un*7|m*ul!G*jRZoic@;9b`s|UB(uv<UPx)J*)H^`0(bG~4cZf@Xe
z8!dBr!dwJw_R!kGT%?Q@)J@i~2<~791;8?m*;Pa;HLZ^4feJ`tpuXc(_%C(m>DfCj
z&xDYo0+Q_R3&(4z3N}wEkCdw~m_80?v`C@<)x^>$)PE_`hcNu)w>Y>?7kr9SbCNA=
za;jqn**W%u_<Dk49X{55bA+0mI^F!oK;zEYL&n&Gl}lu$R+QTtab^mkt6e97HSkH&
z5xl9K?P$V6_rOG9yS{FnBW%L^&=6q=lYM5cM(!cJvbn$4G4SWPMM(Bd;csuZ4f-zr
zuu$UI3VrZN!6+wwzDH}%lK$fISF7ns&Du+2XK(1bNlq?Lr~gb(xFM&3DimH+zTofS
z>Mc*J!q?3N86g)MuO%%%sv35AYKh!a>xcrAm;IEj#|ng>C*02#eRp~1UGOovBnCdR
z>2llSejpF_<=vh$>G7{RKHYBbbvV7kHtZ^}{n@^h`TPRctoiAN=1qi9`DG(+CP@=C
ztx!BVQsnut)xz`*8xD`i?c)5<{xJXN?xTgBhOzmdWCv4tbGIJGUhv{yLr9UMC6r|;
zY-RzJNDsHh@0btx9xUO1(^*Af@1d-gq(6fHuw>HyUxyX8iT&3(pxL2#`ET-nMIn3M
z9M}Hbd2Cq3_ru{nD!8J{3}7lC4*+Od5#*+-l?MW-U_8CKQ5*E#`7ZtLq+1~#K2*ad
zQgef<54ILuyd?aLU)}3c-i;Ra0Jk^YZ>W*X@EiTg6Foh{%X#UPYyLLV2L8Cu&FR*k
zXAtIf5gH!NV4P~c{L{Km8S*%L*K28R{=p)jT)YK6(<|4Uo=9m#sapGR>FhQ*wY;FH
zlS3<$o!LLqN%F?t`JfUX_%hD!sZNhNLr&$H2q>u#&$#vwsNF~(*{#mJSW-Flb<5)R
zbph)x&YArxgzmsqY&3X7_sM|5P7PVMe1KUVdg&F?k(vtDV*75BkRO=o-i(125qNae
z$2|QWf=7)EoRZ%Fjb={{Gln0v*6kFDo_AGOy!LvH2=~veg?9*xkakX7k1Vgqe#pI;
zXb7Pmj38WBO#n^64901k@$f{Snr=P!!I}%4fMpCX#xZY*S(rClY$)m)6`M7vzb9r3
zswr!wJ1e3W{<3%1k7$1A`7k8qP^$Asnci-HU9L%fOSdny_myyC{;N+KqOg}|MV>1i
z#K|e-<w@O-%=5JB=?rm??>t|*Kep^;KG#>Uw^Yp0dHrU(_o1R^=?oLLib3Yds?R?W
zo5gkAm%8U)qQtr4^b+fG-hu~XwU*?*%CYAB3V9Fz-hhw~=uvA#Q4Ixkf;d|mBO3&W
zmy?ZCo$o`rqmbutfOM7!8$q7SpsHw>lfYJ)jK5RfXoK+qC3SeX8^LwWrMPtxI)a}>
z7`&H2J*h6T+^CGQBziK%`*Y<!S*&J21M7<r=RR2>D@Q~~>zsbJ6VHL4YS!8Pfa|jM
z8LVSsR9`S)A`7+w4XvDJPrDUvvHB1iSlV_5qIIav0221&jK9i%rb^$zKD-4gB>#5&
zdco{y@AjFI0J9lpPUjGqZgESu-fRLN*x1LRRONXLQ89v5Gnl^L@f-d-4C5j*0C>4L
z5<==Y*>615b{CB=wW0n1*6k~gN+zGg_7|M}hb6Ez9%>Y;A?2{<to?g1>&oBRAluHN
z*OX7(vd?3Ab<)!Qr2ESh9apZTWmdF3$7KB4_dj%*_o|5alCvs1Ca?QEOF~=p;VlKI
z{?S$;gRU`4J{Le(j+=@3Nd{qH+?l*Q(6p@cbsIRdG5GRl@kv9axsT|lPgw7s6S-7e
zH)EMKa2?_Dx@xm6GSo<Kv|_wY^xJ60K=iys@Nn{Cj_GkjYD6;l<FBfOSG`#H;jY`g
z>j_r>u<W@C(AzP+{+0E|)oFy?&cOlFImh1av(Or5B7}v`Ok!piNoMaE_Y=j&cQfvq
z9w{sL{=?$<-}9o|H8~!%(4Utqwew#DV<bi-Z|lgiCFzLk$5V(giK?pnywB4H5^jIe
zPP${_$}?a+n1jn*@jp%sLq<d1pcz&XqU?$=hmZCj?9B4c7DnihD>CB36uFXIzx&L5
zQntFh-BN5*)Y4g5<KdgI7CkL~%w^qgniEV3Eg~pS-i!5%|0!RYr8-R=G_1F<5aVn&
zInlGwuB^@}Q7@wZL?^DL<I4bs7{;k9w>4d9l4T=&YA)QmBD>&hV8ACJo*`N!PnKjR
zg%ZQkU-Z}m{!H95hix=VoTFP9AChY^*@_lld6Nc&85a?cO^5NEg)gw`uA-)-|I~nZ
z)G&jxY!f@D{PA=TB@H}1IlhdDkf09zLEYOJ(A}#HKNVY@x-7kA-_!9W_c!I)n!R{w
z{_eW1f;c14(J-mTXZd`n(uqIh6wm0T{B!4Gg+Z^sx-1k;4D;6bjbBfnB1y%`&B5Kq
zbce{v0du?La8<$1YnDdH9BYvQ3c`~N2+lP|Lv&>$-*Qjs>WtXyoK2gX^d#t#D;MJ@
zvn;j(ka>S%pK>JB4;vs}b&C6JG$D(W&$0y(a+W34+k>86vb8+%!A}|Z5b%^cNB7A-
zNZ(1|;QRC%JpDP+Vh{GGJ~^@U*}&1>t-Mq<vji8Xp04W1h288^9}XTcJtA)BkS`oQ
zagT_nAQ8VFRJMo(5StX(7$c4yo1Qd%8CP^#ho%NE&*g+QE(rl)R7#0C6gO1qqD9#C
z$0>0fFSY|vR3O%nkql}N&INt3g7lCDsU%SG3i=)k#xx9q5-Tr%K-PqZwxhjs;LqQK
z{p(74VCIS<jR|&aYgcesc{|%?^>q)6!r(kP+*Bn;<3s-y%MTeO*XDpY7bmK4{VO0<
z=cMz>l_@L33Wy&b{uu~Ly!0+X@uwgk8s}CCzV&^8mI1tHcrSUnB3F^>{Ts4dr3Jj_
zEB&*UWWj?BiRiAAzpQl4t|FU$7V4M1SJlwye%>p@{$u;K0cN{Os<PJ<hWN6-D1qJM
z;cT5{ztT)X{bbT2L)F4U4{?uWi#Uo8M`{7_+EK=HloqY36ST#F{Sb{_<-U8&-1_a6
z2n+*$;grG#>5z#zlHtCyv8`9=+j;lBWhfice9gb=l(K05*$ym|I<)=5==N+2Go~O?
z<Bg?9iRaal?9iXpQ6eNxJo7Dv{M`z&8e5x0KBH+hRPoNAY*?3D#qxaS1%&kgJ~$>a
z*6zwk`Q;a(BLz8RFp%tLP{pbxucnRoLeH*V|N1GT2|!CbD)?-^zhFDUqOozMxxpuo
zZ5aK956$%X6_4ZjC#iO;6O7$!VS2PAs;VxuxURqNkoH%R1VrnDsb=TVi(x(iG>^V8
zE^@&2Q`{YuA|ucIyMJk9{Ia{i@()WX=YP<M=dSnuoLTPA`ybxf9{=;&pIhJJ4(|Mb
z{TPJ|zlfv%q}^{aHyddwkKM0fuTk0|#vt1T#Z%ZxA9q~xf090C!G|5xMmlTm5B5X8
z=uoYMaKN7jd!*2}d+A_B(-kKr3{p{~6HgHALs0R@TxaV(_Kt*n?B`IfPS@8j(!o7<
z>pUJw@rV-3#<=)+7cq<6&A~4|EDX(>H(cigF?HAN&U<Hnf88H)ag&tTJa=OnwYcan
zEL@v5z`6w`4QJ#j$d;3QI)3!Bc9a`)I~WyPT&$E6*sWRKkJVM6J>)t0xNnD+$D(Qi
z^t`M~tMV}k);GF2DW|wBWt(gKCG_YVG>sDTV+W&pSjJS_z-goCtnlBJ;!bCJg>a_#
z&n3#0C^i@JKgKd*S#`yorylG3+^T-8;~BR^G@H>~>&mdPn6^JLR$i^)o60JMyc}k|
zP6wm-r?v;Aw7*#KT5z76EqHa#WW^%lQ$%pHXQn59_v3U4;qrEj=IQl;sc6#clSSfK
zr(iTPcOg`7dCe)SjRoBn5EhOr&7wUCUcHyb*j;f}7LTeU<1^5YBtN`qAnM7=pu`*O
z`vQ`vVTXj8ufuDK(}XaSZy_y3rDu~2>qp~lh5H>~rNfPqi=n5N8y<Zu*0;$|t4Q<D
zYJ~5U_O`oqvVNa<6rnZW;nwJ_>$aGjiFds&K2&4uplf1t-|SGrZCImv{^N6q)t$%?
zC3|GMoRl*6+pJAdB|`4^v=)GtwXU6V)zF&<h6>fTr`*RL<E~M03QtEZ6}oGfso@|4
zBzYwppzV{}<jU+r?)mv_C+EaEt6Uams`R?O1UmCPB+h98r!~nv&kGSF8E}UXG_3Cr
zM@%Bt5KDCwW=Fk*%TH0%w<_W_WRi(AGjbu?r8v{?ga$#`LOGNZ^wC8a9BYnkBg<uI
zQCuU=UN=<Ks-#hPvxPirD+{MD);?uzzwjZ|le@jcDUjeIIgxX}b`5vwoxTcEr!tHc
z7yrPUW)4HY%zkz4s!f~NY&s)C`sZV%LSMjw;TQ+6m`|K9m0@=>hn#;Sp_D#S!g>7Z
z4)JcJux9p(d^(DWDthrF$KNqhvnf`1skJag=0)A^f%_`0^rGBD3fd#Op~J$85(4x1
zg0CkEz&l3Z8MXDn8r}_jK;xY3I3lNG#eJMGNk(_dJoky6oV^=j8v1B}S^1;Q=cDdF
zEa-+`Y23lX4wvsxG<xa_E%wo)$U&9s%6ociiW$DYCMjOHn807Zj~(K!sKHojUl{+x
zvSmBV(z{t}l;4PL+`hm|VI9#WRmqL>M4Ep?Tk&bi5bs5x<|eDnGJPSTmIZzbt^8Ae
zjVNkZmpX0P>X>V~N0FpD89l4gH_xsHZrN3P2n<riwm2%c%q!j3_QOj!^Q{g8TN{>s
z8~(Yt3y~?U=85`;g<nSS^YmxMgP{8!Mv0AL$O^p={err$*DPT+y8Xda^gjQ)fXRHB
zp&`)V!ugQPK-LxAYP9Nm!#yLJNo(OOAb8odh`X_$oW(v_lK#W>$WnjoH|MJ(JfVB`
zzckFP|BWST{D%LZJDIyW0PrEe4veAulG#7n*J_IhrpI?^C8w)S+H<*71TI?eA3FC%
zU2JN%lD(9JmbVX(F>q$;HOt6hoEk*H4L$*@{0*^WL0<GQl`shnzg8dox<BgjiDu=?
z=lYf8Y)`=-49Gmiwe%ufRr>TNce4`Jv)s2zlzP+$2hb6gViS3eNtstV9t*VK@BxV?
zK<SY{A{NVxhN!dpC(+wQfC&`TeRgg^oOW6)c5lUai0xjBA?gFCft0`Ppbqct>|-6i
z_Ucxsj4%A+<Go>{R(n+Kn~r*Mw1|@zY&auKw-^0cB`lGSuCgM!d(|7qUhbnqFJp$F
zsSy@$I9Z9I-=7ML`xSJRh;5Vn)Q-(KbgOHzZEf%FRX=$gPB1QO{qCs2%sS5{?U>f_
zF1?BtkaQQ~_SHV-rcFq*KjMmShX5f3j}Nyyi{kR?Wt%V1mg5->?}vO)5YYj1jc#aU
zP^>D&n-`wi$)^<fUd5mK&3H4TI*#41d(&KYJOYc0IdAoLYsJ0o29UieEMdJzb`14>
zPjO9)jtb?mp`>zZ7H0TYUo@{T7e~B%rytcI^kq;p4kI^;xP*m&LahA-kvFGXBmZF$
zqGVq{MHJ>4L8OWu<T~yA&nXcjb*>8iy8g{I*77r3>f+56WbVj6EP@YWj|5=9-Xk-d
zwrQ%eZ2U&NsPoo0B+r+qQ_b13XB;kfWq+d%5^UFvY~JQ=N-8_q=M*XerK+{&f<m+k
zboLgk#6r2ClFZ*ca@kVB5ZEnO9A8laM&`|Wao4P3LA~xz%=*f3NQhf~I;fJOB3!1b
zSaZydY9t;7=wrFDG$nc>6`ppT0~LN{oJMbvO+ZQIkYtG#bE2YbF4^#Zht&#Pj1rEp
z^fFArwcljGVF=1EP3SZ6pPK7k+|Rl=$Q~sc2;DXB2FcU{7}{<L_DYjqmju3bu~qUa
zC>GG$IM|?!RL-2_4wUWI7#mu1?DAoFtZ8eZ$rV2y7s=N>Sfp>G$Spd6pwxPa!7^^=
zs+J8iDkfM2KlZGVFRNXQKjoC&CW`Astn6gE2W^UWhV^B+j3IZ_dB5-0*2@HkBct03
z_>hzBl;&^4FCV;;azxL-5od{=r&*}jW`jD?ASlb@^h10?i0UUxaC<;m2N3@$+dihj
zzt>!%Vk-IY*dFvVSMT#d?Rt2IM8*Z{_JIgUyi8YHJDX4Fn&+x(R^WEVZ#_%6B<!|H
zXUpq7&D2JfK5vPRkg5;ovlg3b#1VTfZp)V8IZirz4P)Z=tt%#($Lrq~A?#j8l(WCZ
zj1GycSu-DH+MHPTx?p;R&)Hs_8!ySD6AhYBIc);{H8!e2@4j4f3;K1A*qCx7O3}0W
zV*#g0Q3fgcaOi0Khh#xCFH-ia(07d^@BrFWqdw{WHQ_&c?|r|tYDyhP=LTF`|M<>i
zW$Ygo?~V}EIazWDDBPHymo)%odg=<-YfS_!wIf%96awr{>4-pAJ_l2+Wn=xp7Vg^W
zL-S4kCu$VJ@3-1PPmS|<v?SUrissa}v=MQgv+-c5E%*PA>RBk|`p)D7&kW`dOnEu{
z-Ix01+VXyE2|Wea4A;N5I+YPO;=Rw{ur={6Ym(+xErQCkjs`=viI&bMk|dORjM3Nb
z1%bn>{gp`YyERq`b+ld}CC-n9S;uKm4|d{1XPY7rMxl`3hV|w`3b35MC?(5e;v)r3
z`I%dFRzvTC#dm8ia3oQoPnGcd=gCwz3mG!GUR{eLZrmU0`QXc~@LlqiB0ihOj?MQ>
zlDN_{nA3R0kkLckDmh+^byrDtVsa)y!`Uyjk<JKTvw4xS3`$Hs8dVf~h@pcTp!#f$
z)^m<kte=Ut%a4Ix<>R+QF@)?>n4oA2#e*(wnS2j@3teadOG#`+-^?TNyQ2A0C$~#>
zi~LJ=Ys#o<9iiu%?b+FJS&!|p&SJR=;*RQfg&$ekpiXGKQD~y5?T(!F$2+?h-UMLl
zIrWmZWLbj={8kC7DzZ9LwkLPpDQSE0=Q>Q)c+FvSqNIjK%1&dfd-d(ueM&CcvE>`H
z3BQ?F6j+{1lxH7YBgSAdODf7;r!0Ygv339>7?uEWYggt+-)r;FB!0R1)>2vEb>sHx
z1x=Gtlb?;QZtW-V(L3hd^d=ryoE^5vyHa&Yd|S`evg+mf*^sQ~`Ze)Cbs9@8bZPv&
zeec=1Zts=MDruFal{~5bk{*01ETLX6RQSEQDKS%^c8F>f3l?dNj;uIsh?WOyxY#Po
z-w>3w#)X5XM~G+JoHDI(j}xOvtHH;!c~NDcDA0GONYEFT%u^AE&WYtQqyf!<r+}cy
zbIUffqZ*KaS9c6njng4-3FyKo&1e{t+`I%VN7+BcrW@Xj!{g!koF?wH8O#(td1JEF
zrYTepPTccvS#p_y07)#6N02%Cm2fJwNE8*S<N=Wp!4e<1G-6=9?S<NezLs4w*8-k_
zj;To|XxIskR}x`G^NEmfTq~RAsY&%kmy3Vt&MLT+rTFD6xc(%$Ytnmf89uXF(*pIX
zN4zJ#y%$Ld@y>Z~BJ7GiQ@KF$POa&N5t>Z#t|ZpC^(~d58XnIhmI8z~-4LHb;_P)Y
zFSSqnbWnY=fA3eyRBIdFpMd7!*dM0fpk#6^U4If-xW(c07Tp~;*)2IO+;%c9B}ddL
z#@rM9Cxm#qyMT^B^wx`g4rbk4_zHeFzw%;4^1Z~Vdq*i%8sgg+;^>w}7HO(FF6)rk
z*)v_lP_l7;q8q=ICsWXsWs!iA$MW!Tl<=7G@<QfzTnbc#AT^L)m*5x@&(Mfd095bq
zEu`5$EHi$uN;PSJbUHbmUbJGiXFOVyRsnjdu5-y*<z8iL`e#D;l`mJG_|JzxGzJQi
zf4$c_8&|#Co_=?As<(DTV3lCG=3MJWd-?(%`1H2?bKx&z`L8mJn4KS%I9YCMx_tVA
zA)-3n0=75g>!WJ46(|=AHF2$=AkrnV<j{lapmvK@2dpb9rz)plwUkp+05iYV!5PAN
z=TDmOQTzJd&hqO%<%O>KJKw|<j_|mb$xWs2sy;=34v32pR)kqg$pOXAwz<F7UCm6J
zYfc<A)xj*^+B~@ym3q9&Ed||E&8uYGv2NcFG--o1fNM<`2+JsbcD$}X)b@cT0Tu0h
zuv;lo=J_tzdCe*Y(2%ERfZm{?B}y_g+!!^g@yM72gxG(scAC;RyLVZ3#PdPi_%+xW
zftL5gM~mV?INYV8sJ)uTV}pP|O)uL20Cc3rtH<zX@7Q!08n8`7yIW_R*W-2`Vv|fJ
zX_FVaA+HaTptz3jUo{43`D$GIB$a+h_eF=}iPtS75?W}P9WVlhK~vMWmdF3;sIy8L
zh;uag0|9M~03tw&GC15?mX(>08PgrZ@?tWr>>bLg<@*=u)(Xt*X0{}|I<pyP{C@SG
zf&|2R41`mk%@<@HKXh6QRWK063l;sWN#T43A_~uAgPKVCo2uU>m9*YS6TJq+!<~K1
z3Jy$tocALoelx@}SamODZ+}=8)+PBhl?Pl*CVaY&Ih;H7crJSW>6?@9yZzUsV{Z`F
ztW|ivz5Sf_HBa15{!X`-Wa0rmA1k^X+OH}vwT{?NbrTb@z>01McOfp-fSQb7z7AkU
zevV;2j9i<3vMi+;&Co%Gni7<>gonub&SE6YlWIAY{)APnHK%s75MYF8F!RxuAvvce
zxTdp+&a@<26_9#!&H!V_l~|)VSarOl-71#~YCC4X?qZx@kqxtDTd@nx-l)!e?)bXq
z0=62^O7;?~KiP#b^&#KSxhGQ)U^HJh>`M5UzdiR8ViTuLvu=~UzU1|NkQCCC%JFC$
z(#qezis~4w(Z1S~kHO_4g?lP}2bV}tW<Oe_$}MrrMpw5=vVg>@FijMbbGF~Syg(~X
zT5}297e;f%a5PAwxt@zUP1S}5+0EA9s@K@B>!rl*Y3qM!@e^e{U2)IkW<32G(wH(}
znDCJNKFig2K)6mZ7L1kAX|hl#aHKtxH9$-ju177rLiQ%kx33pwj@hiXPkeQqn4v7h
z8uSM13`*3EmQ2yVNIqO~f2o?4@J{C&2>#poDedghU_&{06a{}(-`94vJLp&Xz6bKy
zIK+rtA3JhwZB%TKW%ueD(&b{0<!5!vZXNL=MgpoA_tkcfC{=>OB-xHA>ekt&q`fDx
zd?i0X#r;5Mp1$Cr=r@tu(^_-{&k`z(YkMRKOZMNQD2nY5dQ`{OiQ-~!wI<P{Eol{X
z`!*HpvYlHwGp=u|XDv<yC7DX~bbOG)NaoOQ{JwM7x9C)N7s$xwYld^b5=5@j@5ZK<
zyq$_PiHh>Qud1V4=EIAMgZW(FmAb2(AvRld=N)hq?gm6{=FEL&=P<YdP{Kg(%)gW{
z@!;Li?Z1bT8(g!vOTpWJ$(J!set3W4A^ppSMj#Ih#(wh(?)X9+?FdvRG$OAE?gI=H
zz~_RU{VYB#9M;m0a+_n=#z048Qq&hTxeRDsVM=<IW{CUw8JZDVOSNVn>YF8F>nt<{
zVucsLiku(8Y(a)-ALGG4WR3KVD;=;$9H>G|$_3j5lv~w6?ni>XA=yOw7FBIoL4xcG
zK)eFR8}i=?Tw~ojMTsZaoVf;<2v|s&E9>5TqM917omx^!8|yd47Rah9W(Maq07@1<
zNC}qsSz@^IKs#!E-8#$U^#DcNC`bK4I4*dRmNmdEq$P?+sA*UeFvhaotl~SioTu>k
zy)q%Ze+@}`F#%$M*(>wgD%mX)dM{5jzu@Wjh>vaAaLa}l%LphbSg}76`YfMl`etZx
z%l+_qZd$X>02<(TUK&C)#VoF1wttuhy(>xCoo8fch%)kSe9UkP@#uZEdXDWDxjkKE
z`b+T{gP)+_@$Sy3DA_gd8+vxGU6)FtDh&)X6Ph`X*V<n~zxd1~121a@1GbH5Z7@V!
zH2pdEa*$Ji3f{$5DbUj;0O6$d@T@HKo=g5xrD2FxI=>GL@D$jk2$Lj&0b=gEGJzH6
z2w~R&V0lSSP?;kHotd8xaw6LJfSBUWEmof(>J|7syXTW1sLsA4;c#Se_D_CzzTTuS
zqHI+OwW0eRWr8p_VRt*;E&M(9$&8Juy@9iJ^^h=HOTO9=LNWpK<Q8zP*io%qLG0x5
zF1+xll3g2HO`--ZNlQ`OX$}js(VMJLRl~z$58+wxMm?tzDt%_8kX*Ot7g}A$O59lu
z#i~uU@Sr`ybQ-2CZD^^9>R#FQNNV5Q5~a@qO^ln&A63U~q%Dt#sy)-B1kd356L*kL
z(|5Sn2m=LPB1f`*@53)#=cYfK|8(hY%O3Mnt>rI7+jTbOU9cLq6>xf*2%VW$mO{o4
zb{Mh;>u<U1mH+**+z$4>+iO8rWF1kFx6r8?(;P|Qv+;P$n_V_HU%6j%98!T)@Xjt+
zbawgEmbf_S`SA3-0Ri=VIzta){5t0KA4`zgZFHWqseBIG>u{lLh4;G9<py)>+do$R
za3{ll{H(7jI`gp`v+fx`@gkzb&{V*SuQ#NHGwsr-!<iG#fECol@A_U>ty|=y%mXH<
zbW_}hyfO6Tlyf$gk$#4xRxjjbQ01j=%t^8mIyu5!6@mI~4LY#CA+h=9>Vd?j(f9v7
zwm<IN?UmH-{)eUczhaMB<t2>Kzva<!tbai9U+ka@*2(y#m(9Om>Y3K`c72I&W&YNG
zAi!p3x?6o*G@V$|$2bLqMJt9#Dsjjb(LdF7wR4&|GUaeVAQHI>S6C=#CsIElIttM5
zJV^Drhu<)`V(ed~wjf+lM0apYugU;KzKYGClVaZCU-FXi)iC`m-(Y1lABio!LjqNx
zE0Z*Hi!FdAe!*U2MB7Mxm$ZJF{~mr~$PmS6!)N2yypb4q*OH`>#mqApSGP|vt}gYQ
z&)$x$E>S$jB@DW^V^Rg}S6riBVB&1!##xgVK$Yc{97Sajd?dhU<}`OhSW_V<Q5fqS
zW-_9jUd|#ncN{&^{X}C9@9b-S+nVZyPf9B7e^S&XO2>tM{pfLxEg%TY(G0pAegOX+
zaXjE>!zb8_iDvQBjc!*<oyW;wQG}&Jxa7Qp&AXV4e1|Vyo<uA4Jfc0z@7^NOr6^az
zw5{3KRNI^ZO}ehddyTTizqF#v%uHf=Scm45nvV~AZmCb}{Y5>m&L<0Ja#4fMMMXwk
zuD~C-k7bUvTg=yFaxdc=F(n~6#S^z=eW?~`1X!S9@rFQZ6R1a*%mZa;nDxW#2PpEo
zWJO1axiASNNIhPnZoOhJ*&dt%+E4@p;J%!o0;pf!q4P0F6Rj91yUw4m_d^2#Cr={l
zZu|>)0z3UI#pCZ6c-LgD9>aMiN=x%>zf!oPDc<F8J<S97W)|v(>{3O9_kmOZyT`(V
zRZ~jl%M|?^m|@br4;-Tr=E6V8&0@(GoVJMDjQBp`OF&{G4)3gvv~WF{zGBYt_?f9-
zy(hem9ENi6w}~sDM`^OGIorl+@-MzGHFW=G>Blg<A54A3sabkr5pmB;`6+IEsSasM
zd?EoSG@J!`E#2Q-+*Kel+Ktqx0Tv73+q0fPq{5TCZJ|z+g|{nMme~*$9ovZw9;u&e
zvyR3oGJpK4`DU*%GCDz4W24F!|190<X%sXP9eHv6odZdUu-aQLW_2%WzcK@P+5D{L
zXtdiSQDg@63mz_i#jFlPG_k7knNN%vfoYxZ3o$-hYTbo@dRkL(fw9Q9=H4PoYq_@b
zr;}GU)8^S?_~Cq0O#Zq|YN~2_#)F2&W4~K7el(f<O0Rj)9uhbCJ5POMaIfit1yBmV
z%q}LC*>ru2y@PoqIrUlL-4CV5pHukOJXJk&WL1~pRy!t7-rhaLvH8;)9{i1S_PSdX
z?oBClwago#Jb3Y93x{wNtUASGd3HVvAsD)h`4Mo38WMBoe=;rPk5|b?+q$!ShpGPo
zGifh9pn!<)_JhOguYR34=oP2=6_;RPcVn9BFNue0SeG1-2E<{>`0-=Y#8?Sb-xlnt
zxq9X+FzZvEOBQ=|8#7xb6DRQgS@5YH2h521Y|dzYpN2K_F2;I%uPWGD3fXn6PM`$+
zT>%VJuYI^B+N$PqT&V%>8$Me*m%EV13Mxw+pcR&=|DU?vJRIu(egBrV4HdFvDf<j5
z%*Zy`vK!2TvQ-pjlrYwjvLqV&&e)g1U`X~*RAZ^eGG>sFhO8kWC3@el-k;C!`@Mhn
zaom55za2BL>-l<K*L9wcli)n8|IPSZFXotMv&7ONgE{#q6N5oa+rF0wjZL)Y2T3pB
z1`0;TA2Q<s_2SI55n~BIirMI5>VqKlbgLU6MH<`iA#1^c5E4%_+l4AJVXhLNaJ(f9
z&+KRT^4mB*eizj)oIe3J0n0zMLO(m%xw~EcHMF7@botSMioW>K4xj329e;0S4d+`A
zpe5qJ1^u;Z7dnJ3?D51G9uo$&c{LH9(@B}?&hvM82!r`wXjjg82Hi!rWL*(<tnL%2
zY42Gi`HK~N#hsAWlATX?#J2>s%C{@{OFRx63;gn~Wa)+%IqbkX+qml_d(jNEA^2R@
zlnFPAF%Bxzyi|R4t~m%?+-uM~I&9x`n<in^;A>09op#ZAZxwmf!8b?tcD+Ti6*pC!
zFKnEru2^`ztf97AadK(=h`qJFhk5{jdNZh^`S<T2L@S86K<YVhpyo9)5WtK2>J8Yk
zpE==yqAZU!=2adcghOyd*-?>$;A}UM3OWqLOR=ZW4>cuRb_|3*x9ugM{?>aPe1_cW
z$f^w*ov_})@-;hjIYv{AVSTVfGgBcw5vl>7FBlMMj{GhAqs|NIRV60iTia(-aLCz1
zh&r&9LxJ6jk(>KjM6x5EaCo5B$6Ry|ZG*ZbTE$<FT`qqY_tuDZ0f|v{i5oezY^Shc
zzf#aMKLSext$SKB7+5W`>?)$(@pIN<iA20Fb6(T2?C`P!debGK$@Dz@-C^d%dluEP
zGDLi9SD=Y0q}0Wf>Oye7Tifggey@hxrj*GP`nL6kk5e1>?aFCG+|L9TRx9t1W%+}P
zcjRk><fgam?|yjSTerwvW%VI55kSb;w@Oc2@TzOhLCOj%8no}|05;bZT>!yu1sC9N
z^WxmDNLZ7OU^+-s;|7F$1h&Zc5NKQCv$VV7dpi{A_a21j3ChnOMN2pZU2a~}<F6}a
z?4Q)gRprVM>ZzCONU%{x?cU~CO;Yl-V5&65q<^h%d@llxaaJdvIsZ2B7g87*S*vop
zRrA*omzg%`(9Ga!8n4rf&dhnw)c8~WxYetushTw2d!RO>ta(HwO~qU6boQfJb-RTW
z&Dn9y^oZ9&HFq_3`kKLZ_e$)lK1@sIeslk0dS+<v+rLH;QpoilT#<<D!|~|<s5g}s
z8*To+&^<5wIkJ_k#Y)NFVP(u-=#tP9+VOmSq{mfz*n|&cpf#x28v<c_Wqf7L#+~rk
zWPb@lIGg&MP`4I|G@A~`)+W+Pjdl4Z>L^RRtvMv4&L>688idh7_}9Ytq5d+<XyIsw
zo7gsWaJ-SBjJ>HfINyX)!m8a`XqK=v1KBtpr*a~g=H+XBj{L`>^`kWf3lx_PSP^^-
zPeG52@5UU$kl^yZu5-m4?d4_3y(vU)2`?H)Te&!p-{lwxK_-j}$i)R6fX5EV(Nu>-
z8%GBZ@tq&FGhe75cvByTR1M5Ud98eaoJ<0bJ-XzJw2>e`8))Lk5;b?j?9MEJRhLmE
zzRBth5C_f%nsS<7p_0ZC|7q-8epO`&DyH0hB{blU*nFj79l$##O&O<*Lm%FKtSL0`
zBo;N<jW)j;)xVaZ;pgI$=R2y44fjq=l;!WPtAD-OXk89q0Y0cTyw&aOD=95{y5E)6
z`O+mZakPCMj;B43bbGV?!8Nenu;xtqSVrJ;E%J+NHR66ERmnm+NzErkYvtNkD-2D-
zkSLnGlDcIgiG%2joO^+pP!S=K*zol2W#cDpfN@_0*an=_kXM9!MG#6&3K@^~kaJ^1
zJYA$6GPZ2J1~k~Jr5V$3luvWey)JZKNu5|nK}L(f-&#gXV5eYM(7GKwQS-r4&9Py|
ziG#^JT|d{Ti7n5zcEPe$E6q9Je<NqTNk6aSPq?uRS7;7x4wjxw%O;&V8tqpWWOm?v
z@_V|@Ek9c*NC6g7j$J8-)I#WpnWUY`7DYpBL611I5xuTMFYImFRiCc_EfmN>O`&gg
zb;hXuVRlbLs-J%6x+*lzn{;hmSNtfx5UlOI<yhe{qOD4vb5q~0j+oscGu!%_F`}a8
z$Ar~69NAKdL$L=pYKr&9o_avdFC9-{9<kXFqoj{jy+mD^Kp9FlMU3Js$DUcuyk0h^
zUD7NT3zjQ&nYfPUvD&Rz{IY6x7+9!V<()qHqWPjGn^<ikD%#OF*IewV<)n<~fzyo#
zy3Cjxz=GB6@b_u+->+p>kw;WT_xxN0KfHtbH*eMPSu5pdz6|lU{&7F;NbN9ZngegB
ztGy}dajddWZ`plT%h%1wYs=nQoc0+<nvMpzjX>v#FumEn{iOd{7E(fNdhY!a2X5Q{
z)lFkJ)&IR)8y(sgSXB0-iNNsm8|h>D)&ipYN-IN;1>}h~oMOJqh?giDgcAw1Pp!Tt
zR&BvhFU>bAS5P3<P8Bx&Ix|xO<t=z>Z%7xj&hV5@CB+O-MfxiuX)0caUQ-+&F;(r|
zU|f#s#9?~eb`6l%st9*N*(YBvWn@FzEBvf^h#vM55nc)$f)PP9kl<l!26C5nZnu~V
zk|CLKXjT76!fqLfGmLI~QT{LM1aAw{9*yi9i(ogPYWczYm*Cpa<6i9VLnbE%u{H{t
zviYpC<n>m3=5;U5aNb+*5(}g4xo)4ILdN_08((uiaS?21(8^w7(L2-o#jZ8b&1_C6
zhRlA6gBG}a5=6rh%g@}pxnZ5Z{uNy^Ap73(&N@Ze&+hXh4*N~&9ph^*nFYb@;23I7
z%J=3f2k5bSihM>ZIDaZg?Q{?NU~&m!#{O0ZhrXsyp~&lX>{Ml-d9ijla|v`?Jp7JB
zK}hQNj<5z=aBKaup))U!Zhbl-K~G(FW-!w=UTz?@uCXny+7cTSr6`8R?sDW+YDy|i
z@Ou+oNk`1tXXaOBGDRM=0%$IP5S+G!d~GDF`i-*>$d9Tch`7=A7BpQY1DGd!Ptwkb
zqvE<NiY#u+pRH)t5rHIt0oB3|6zGcw_JB#3_v5<7+ptF)e|zFOtr}lGW8?F0$qgia
ziyX9S_+-Yvl}Kv)>aRtz4ckJb(+fKfU3=$t?OeqrN55r+YTePiw9JXm;}k{LPR7ml
zRpbR|GLrc8(MbbcR1S__h6DV(oN|J(MCVNxuaa1(^#gSWkxe?;W-Jq)h*?LZlgq7}
z>SyBG>n>N`GyHnitr9A(e*>N9k~;AvYgUma$6lMd5=ze4v^|=Nx0An;s;k=%o^Ws5
zLVx~Dy~e{iHtZq9lipJee<${g_PvONnx=uCR>Wu)`;DbTJc)w~EfPdz2rI`LgR^Em
z-QU#ju1Ke{6WtnanvvB^@e$(aToEBmF2pg()wKEQ?*S?*!LE&8sM8uxn9R-2dfyj`
zE^7^ZkV)6Q`GjV#@mhiK7VWcs*G9l=B8uzPT$hvatM8zi6OQQs#PLq8yO#6z^{7wZ
zHD~_E+|>N}I@dpJ^S&KGK>dH^MB{@V4>$NnBxkMzrKZp0Jp3BQ3x29{wT^AgO0zc{
z9)9gx_nXKhrpsix2hfcsQq@>>MoJ#l7E=s56rI{mzVo&6l)TJX4*a<JWkx0s((zb+
zl9$LboI7C;C9<Az)F-6aBSL~$C_t>kp^VVEYK~&I#Fk3-s#kcsH_%euy?CUf?*L@j
zk6th|XGKkt0B)-gz?PW4Y#=?)w=DqIJwy}z6TlU_C@7E$ACiy4#Ke?un45U9$tch>
z3K+RG4$9f1NRZBG2SDsdO`XXBt!R}HzGS@W8_ge$nC_qV1X94nC8roG-QPb*S-dr-
zx@1MO@fZ-(P6UUE)m^<Mq-W85ct)^LNz|(@2o)RzaTh@>JO8N5%_9Y{WhRSs@6<{l
zUYkeY2t>V;6&K7z!TCf#an$co+@Ml}WH7Yf2`X@dF~lIoJT>NiDl>V^?Kw>TqG1Bg
zdEYWOqOQ>bk)jbqyM66<1!IRO$FvsqF+D~Hz$p%L1p{>-ks0dkt{1Iw&h}-4EMV7j
z!Ix>V<AY06r0Kt+yuFBR<nu1HM2$yFL#EI<<yy6gK9Hj!j$S-M(%%#XZU_*AMuB`G
zpx`th<l-dQ@<eeGCZ_k0nF+7%Q497tK2Td_D(#%evUx@hU8_RRA{_c>%?KpA^>5XE
z_(endG{1JjJ<oa-Tw^O~jNY*Syo#{&ufBtM^8kUIlP->}gkJXUg7IrR#bH*h0QsfZ
zppD_Ra|%MPC=@XYvEdA5Ka={e3Gta-+^QtWDl>`8kg4<?EWGN1j*FXAgLw^<uex{*
zn*a<l9L>d@ifCI!A(p%?{nK|VjjbLu{j5p#3EIB!dKfjC$3I<3{F>Bv1|O#_rjNlt
zfaEL`bo-J|mo3}y)YHi)-km7Q@u-~Muq%ZffZd&pbIh@P6FkIfJmbATm?Qr?_SQQ9
zrDl8yQh>FTqRKzO-qWIjbcZ<~4f8{$hIt|IC$@~5C_FO|3MMx7r=35yZ2wu8Y1S^}
z0YEHIXkmp_JBW#W&<n;@MbMJ>ts-0(uv|Qm1bfBp>(Nr*HC=%8t^eE>r&eEIKJGVn
z44|l3^8+kvnR;A3k){Xaro;AM{^S|Vy%RQib-#(_i<S3*t*)eQa{B1g&_T2LjPDx8
zsMM#JywNAe6V&Zowt(IB7SJdX9|s$r4Pm7djEv2zx-cM9!Q3CkTnmw7>G{Ljqih=q
z=!R3^3w^}2%S|I{6EBYpg1>qa$__2mnS7v>`Z64|4zXe&5v&YbT*I_Bl3+DLJR+Dr
zldd~#zF}&#W);L9%8EA7-2_0-Y!YNe+PSj?_Sdl_9YTU6=0mYnu#tsU1wBeVQa=_Q
z-y^z#0OayHn&oc>{MESmg>>&6`qdb1d+zw<n+bu?n`UhHD;iVFc}ixiO*x7w$Iv32
z#1i2PgP|15+d3wuLPIF`=Z|~_JbkNFi3=M}0c(V*uJofOUmbMLy)R#cES*=molr2H
zDmuGBe9-hm@HI7{?8!;ZsvJK;=AY&xgC>}~D`_7d;`!7GtB_$s_1PPIO2lV~wsaTc
z;t#j_#+z~D_%p*}CMKk_;E8qb>=&Xa;_?pUwm~Xm{L+IqB>3|;K5aB(QC>>5dQdH-
z2FIVn^jLNtbu4@%85i@ME}8KiMpi9Uy>@lNfaoh2;b(K*B1izR=&;cvEr*#`<DZyl
zl33Z_N?)~ggH&m{1QT&vNdE-NjI0SD1LO(qlAyFhEfrMNahX)x5%b)}q-Nvi%-@j-
zOr90*sP-k~#65f~zhjj)6HuK7w1O*o6I{3~iG&LsNVg9AzM}I~K&FYaf^65$Tgt+~
zqHI0#Bn84_dy!tHq~fynQ>m-=C!d0=#F>v~?O||vt3ELJG>hb;FC^e#Cj*fWshD3N
zz?3MbWez6GE}<NpN;IoclFb4WlZ9UtR&A1U4ltVz$`523OCCsd*g(Zi38AYl@$QL~
zD}!)Rh$OGvMRC~juc|(J5juycU_=9w3J>owa)E~JRx^8uR+Y6nQgu#<FSIHZVMI1o
zzsx93Hw%)0mq7&dsmflQbdPMvS#e&g*i>5%WZwWq`byU0M@EE3;hE}9K6PS)6z547
zTTSfgy$T)19b76>aTW2D)uc5BY&23$T^Toq5laubt?%Cq2E-lzr*Mw{R0TXRF`o`X
z^!{qe248soXZ*7JePdQi>jjUI-E{Reku;#SiXN!1F?~aINi{pb=2MXUueGY_mo!TX
znr02(AE_F01@%$njI^_&y=dC$BIP<yj4xO?+X{;*R=TB&Lb!TU3o*;%BzYZFHiiA3
z;gnWQLm@cd1w0i39c}@F-@}lUvyc@&5AK50B#;iG$iU#-Kw0H|`gVCSM=MDI(v(kN
zvsUc&>J2IO)2CK)5Ue}t3B&S&ZQW%QwnYM`4uG=B0lhBF$W_ib*`&yMT9+9qa|^Vh
z$*NJYh{8uB$;##&tJnJ5I@I>V8y#&`cpTrgbRVN)L2qsq0uOnmJH4d&{ehvCOn~l~
z%8`X8=n*4{HY!5=fnArJS7CT?Xo4274T6Cxn$)hSgt?W;w3A)S02?*hrNJswvf_DU
z9K}>9`bN&Ajq_O7d=FZ2yUyb6dLNv-?DYEsi}g$49XRKOQlU%&;idn_FYecN9|p!Y
z`;@&C(0oS>)*{Eg$2JmL{ayotacu|XU04<D<RKbIJ%lorGUmZLnySB#iRLa;6N^+c
z?whkNchwUMM5G@NL!M09-k`{<(<9m@z0t8G6UO7mQ9M}H^l^d?l21`lH5%?mFDeWz
z2X?;RIF;GJ+Qk)b>%}gQmnhdD8Qe(ewg{L3!&a@@m#ip(orvfOdi?qp@;F~c|DP|q
zlDt8bWZ1eW=jbRg!7cv<GrvVZ)}0WA1iPt$J1d)g8Td!1%MJ-)FJr4u7}ThSkE~wX
z0pChcwe7N6Bt!yNK51z_%#j}?!N<=>+*DarG>7XXL=jX-14?Q~?2WQk5v`7C+Ve?^
zP7@u%)0Lxcdgrw}PWP!#9ihpcEhf5&^Ik3!+yOFXls!2|w-C`il>mTWUE^^>1u9Xa
z+{=*%=)cb`M8=!X5Y#PZ1xtxGkZOM~s~|~U_>n~+E}J`QubPq;{3qyf_oHgBT*Qj>
za#_a`zeX;;f2Pd=Pp5#tgQQZ4!;32#DZ`31>EtUvfw0s6t%kRqmuAQJlP*2{>rDT<
zK?MKGA3gZIC$prsF?)X~PomLI4u-{?X-1_s5cgW{2WqDDPY7MhE5v-)lP_^6J|0}U
zVi-#5{hYL&(FGFY<_jn5U(P6#naKyGO}uI^y9YhXA=nX8`f5RX5@*?z#60T?q#^LA
zo`#X%c5ahZ*DM54PwUJ@=I#3XEGS}|_Hz=eX8BA}Z9<Tu0WsygPCg}(Jtg|1;6W^m
z93<u-KOY8H(Ijhxp@O#P@k#R`R8DjZh`q=H6Vw0AtGn{<{_@9=;$RVNcfn#m3&BN^
zN-pV0=bLZ07xG^;-G$6v#3S4C1OrK;f_}Z~7TkVgnQvg$zB-KAyK_Q^xlFBbs4IR<
zAb+3*tlelhanm7^&~c7k4ew`nH{1Kx@lERa_b*ir>k<}bOv{VTtIIFHd+V=l=kIGu
zFOvB(2v+m12KR5tZ=6$4u?CeB?FU0DTJ$S`NZ@KU220)Y#5=q5iP~a8Y`F#l-D{{B
zn~sOBU>(le@BU;A@ZEnk<w?3(mKu!Z#(jUoBG0(rtodjTEqK@_b0dI4dTQ&C8maj%
z4O_NDE~0trip7*>!+8CycVQE<aY>*~vAq6=7M>rz3|S1mXIjV{VjE>_S%t{)L|PrW
z2;)@<aCp9#)eD-*w3U7FxZw9cY(~~!W4T7Mo(SGLY1gQ?3kP8ucHuhDLXRY>wh0c+
zxR;c_sr(5)Z;~>rU*2E-K^~9%<@4~-2-)#4Tt+IZ=nJq@6jL}xPc#nja4u}l>05x3
z0&3M$uTdD|xpCHuB$Kfdc5Qg3!GCUiD|fv5b}>8Rp&xCyJMiNCewgL4T$}5TZw=l1
z7fMo19rMGnTKrg6;d~|ex(_%6Fy%!KkOk^3-nXC9suHWfKO(M_Tj?Xk)J<?>&r{v6
zmsG10pC4#5MLQUF6O*a%NO@8M`gZ#=k~+|<ly$^;CAh&~hN}4uKl=I6(<N+w^YP9o
z-eAR+Ce1I3mF<>9wi>us_a;5({8avpQQs6?Upt?ljbr|`hLvXR<*$OL_%3J6!BfF0
z>u8>4l@L}_30*elHXhHazwr20_tb>KWYZ6nhuRyuQ)2-P)INk=c6cqDFUtSL{^mDy
z>tV-B3KAhDBRN?r$+)y381Dt1=6kfyxuqG!T7AuceCY7@?+6Z}Yj5!kIN8MQZXZRx
zD}Wwiy{>sBIfCD!`j14rYc!-QqsNWBd$FA)9!yF8X}aDxjC}Y?FR(Bw#^QFkNA{Me
zJ~JM-#RvYrBz*g+@%5%}%+dan7Cx6Nni4_h`wOMh?b}_BbVJopt}>kU0&|LHn#&e1
z9ao;bJCC?2mOl*^l0~=o*Jw>LJf8xjszAZVc&VPEU*anNu&ws|D=%2L`}~sIbl-0G
z|L1VXx#a@~dbG;Ue7kE>(l1Cw=dERZLMsB~qdx4>IaZN@a>b?jT62OkVW^DxVR_A4
zsK;;xJi;nV=Nm~95W7u-Q;(|-a*05W27%K3IxrI?_9)PVilqpPVxn1{y6GUjKo&tO
z7cV2%x|e^Ay05LF_+6WF-}Ztx3)(AB@c3XRI2we`*$VrvqWr2-*M{)=!k9TA7#Wy?
zH*yeEE+dZv*&{^TNb1#Y@yK*UiWv<ufPG^ewo5`Qv<h7mk?=E_+WmOo)%Ml6QILyg
zrsAmIWJJ-Wu}rF)bg{Twgr*Dw-5IN6+6swK90G`dr==0Yi-hYXknbf96m?%+cfmJ0
zXXhw3r(*s6@pgW@xWXN`X@9s?i%QWO>_;}~GXs*%_Ivs=H_TV5SM6U(Dyi%Y<&Hg#
z>Z}VI&sJ6@<PKEqmNXVB)|Cx$Q!lbI61Iq#Z5r1(%9>4t#57ob5c}q+xyY)~2=CXs
z*LqKVc%miyz|M8PnwoI?NsX74eOU!Ib1wIAA9lg9u>zwgO-8JxD1o=5_>8eyI%?jh
zH`}`@@2gg&pBN7;n>XP-3dSKtBzWo)PPGCGYcQdT`&svp_7Jzk-^ag0O(5e?x{=7>
zRTC}J+vwcgGhfdBIZ4nhhoMn}ewH&uV7|~`(fJDPqsNadfeq-%cTisp7qk8K8vDkw
zzit*X&kBC)M18r^{;r+>L)nml%?X8KG8<L%kSSPLw<9&Y0LEpie3-|;-jAks^E={g
zBsz1@9reV{nhTe9T&u1KEy~@V``}l-fH*~F$@gwsYErY0WN9@Y@RvDYiL0*YeH2R7
z%O92LoqQ-XnZ(mpNzuZOnt)al#!x{5;?~+|>(>%kLv6+>kPLy9$3QqnL9H@f1S7z&
zfY^g_t><W29I7x=RD9e{TDpJJKu8|c24xW11*5-I3j{(-6sBvJpA!dbhL=k1bcvHA
zYo{>6zO^>2x;#Uv0QxIq3w&mLUZPG}%`-aXsai4fAGWV~&i}C0u;+O^(8sRhhR0u&
zoVjy9#*wMj3jT-fmSc)p0^%U??g4d=IUK^C&(_P2b*>uv$XK^eHf)heY1aC-FQ?BY
zRMT*4mfxb4dtHBamv&n|s}HXA*6G<JNht!f`_9o}ZM2%=Ko5t|MIDo1bY%RYA))k)
zL_1AO|7fpN_jA>21<xH#`uSaV<Tpok@pN@=3GkV85GqQ2kv^A&{P+~Eab8W6blloE
z91M8e<o5-NUQsOU<z5L(+;5nY?mf)r-r9Wop=Z?3e#)s2JZI5ikM+gvjGL~IsToez
zwl=gOda<{$RpJMku_ll3Xpy<`E>AOa+4&T2uj%|9E%#FCtETsl5?E)2BK*r3=yovv
zN7WYqt*U%m*b|rA7JDjvNP%)T&ZEwSyroseRy*0SVse+tdy?SijQXbNXB-o52AAN{
z9Obu211=_N4_Wp9J3DH3c)TwP*x6rg{OOeXH__nBb#>yyPQ5GPd@lR^x!-Yb{fII7
zJ5`<UiR$?aFS2vKp_P@ST(^s7QF>ywrW9fDn}`(rrZta{h%TaosA74gm=Uo_FXo*r
zM}}k5<w|Ws|E6$w5`3X%v{HkyLh!}u<(}$(uORpZAIx980oCp5racP^=L1ifkVP0O
zCFJz+W(Olwo!R7(9kQp=RL-ez8;KSDl57!)YQ^uJr*(fbUIy#BU*5^nh^R?V38C_=
z(^F%n@F=t8C5&^+CC)h?HB9mGxh}H^AJH|l@(xMOirhRSAvQzvp6$xg&29yVwmT2U
zR*5-}7tE_IjqA{B4!DFq(x1!hO|pJC$YFyE5uH?#`PR=!$oyBf<gW^~?*?lq-!tt(
zXIf?1FeRE3j}9hpYI5j~PMy%2M+N(`33&|=bo_d;Yfpa-hR{&g^VnLnYQC{^AEp_b
zV2rU>gB2gCu8s;N`~UvJs&}>Ui||Wg=Frl2Nbo?F&idl~r0quw2?Z17L-NgGIZs(c
z1`7^NWP6-sR?||gOXaka{SxDSRbfM$oeOU2epLnYLD+}Av@{8K4W+te5uIS4IJZB~
z7xgUX%hsT`ws+Mk?2elK<?DFrb1nRb{QXB9SA#i!<&P!QYPTOQV^2V`%2x%N6-5`a
zGEgUSO0zf11ljVDJ7t1xki%^AsFtn#QOsPb^(-5Z&`c8SccTL!U9&O@aH5EXEW@)i
z&e|Ts5t)~l>)ZgcXC?FUs>6kIzY;@oHh^WjaQDT)8s8t)(HnOC-bsavcJTPk0J0ib
za}TxJAkOc*VdLnDPxaQ0a&NFYE0*4T>8|gPzd(bCD`=GpP2y8rD1lkrdPF~IihvK)
zJvS6QDslrsJknp+#CdAFc6pCDl1=giv=f=A>L(6e0ek$@b+`D5&kK$`Ffify8Py9o
z{GT=bF0G3slCT#`>&A!W+~=zIjbh*WMOxc)tb}9raMrwOs#N)e_=bzfBTB!RWeV@L
zS&dmnz)s|_)^s1~)*Q}@@$5ovNgwa0E=?<goB6-({o4n1(C-vDlO3};t}<_rp8Z%j
zlX)`xo*|aw9Kf79YEYDurkX$~G%P@xW-I%ev8TN2#C@#5o|sQwBqFUJxEecvigc6{
zd(=~SFAf%k%t78a-h8rb_r;@U_Jo&NJG@-LyuGob9$!5;_1)`2KX;jed@G^h{SE`Q
z3fCnd!<XA<nP=56unk#MvDJ)6M|tadLQlbtS_8mv8Qe@HJ&7rodI{^bVRMtJ4#OTZ
zExrH$DQed<-#q`A9((!U#cAgKLCl|T2Pe0+g1_-6WgeJU#_m?nj`q}tn|;qmDB^8@
zRyEQz?c|NFM8;@B4b`m|3SMVqhg9-Z>6gg@GLa`Y^tyD-SFptj5}02svRO9!cn%D6
zrL_7nD?3;>pn5?jrA?N4A=mB_Ud*Mhy}Dh6i}4WODxO2VU4|Q@y!x}_=K($I-8)Mt
zaN?0k0za~`Pi;hxyoS2b)AWbrD~$@ex0dY$7b=}IdX+R{x#30Gocm1|70#H7R1Hk3
z?;+QZKMDq-M@fC=iTSevkyLOan3F@MFeAPxA8<)6A4{9sE{2z&#r@T-9V9Y1HV_)z
zhhZxwIuYG-^puoa8-v3(6d2n7{nVbA=(xCe>YgpIZ;v;OZj~7;KA&b#c{|wOtjc-+
z*N|wn2`(i8NMT%TzJmV-*Ba=Xvl?2oPmK?jO<wE`vrk}KlNBpD{Oid9c;)HUC%X1H
zX5PqD)GvTn!3)>9{d}Q>a<(?1V&j~epXp}<$Rj436y+i?*L#%U-o+)W?A&~3!dI<N
zC?SGXt6WQtfvP!(Wh=G&hd%piblmR3MLcl$MiS%t%}Y#rHg(diKcKFTO6AWpKg_=g
z_s(H7UkAM<5YlZOJUvc5s`#3ST+)78@hiTl%ekCbOX<awAu@nyy*e8TRh@bDh!d*r
zl*)r0No+85AkhM`Z<4Ztd>AsiH*dUiM8Y=}hPluD^Q}(rx5f1hF}<cQe>Tfj8>D{R
zPkN09lr+dEsNb*JHrBKrc48{gdAh1)t51c01msR0LBWjmXjXwj01p96JD9Wn!_4at
zyWGJRdMAlt)xHAy<5tLOi>!IC7e`NYb570~Zpau2y)*d97q<MW?RR+KYqs9jug#iu
zY@Az8qi;;Y#CLpg6<EGZ@h;G8^e9Q~`g3m&fBDfytuCiCj_ubjZ`PIB>z%7}`LkKi
zFR>|Q9{H2|!c5Imrrd945U|#6XQJHpL#TR}GsOZb$K5ntS-a%ZrDOs6GjhWPH$*=x
zK|G*X$|6*Tz0I>d_lWh+g%lOAM^8n5pb!YFldx>1K*TX*^T+R=Dvf=-kT^AJYGJig
zmsYD`&uXmDC3b;+d0+PNK3cm}8fS`d@rbyLruhewD_8E_>Gq5?IaQi)@R_yzmZT#?
zU(5bdBSd}8@{J$RBAXIScN4=1T`G(3hg2xxC&wd`x?ms!p?-d$3*^d&uaJcm#Cpqi
zsSnKG5>d^X^Feh6_ff*+8rzU8Q8TUvn@NM0ama25OZST7g5r#L=~=hN^E-zXM33`2
z@*VD9M*CZwdi;gjiz~#4lpyjKp=`K>g$&gdI6OKhFRNF58#3Q>Jx|Z#k*4@U#-)DW
zP)M!#n=e1=-_h(t{SOOj-C!G%uSrkHXPU_PKYyAKTH%pF^zb&2)y^wa<P0vCy<1!(
zSod6fEaZ1@{d8*dwT=iFRyJtFbr~v3HCi|{ljFg*Q+4-@qJ|X~eA=15iPX8eZ38H>
z{@?TVn%57G|HIb*`G4nz{`I;44%{zCtNh`4|8qF7lHdcHb?8h!-+<pH%_q?32y6gV
zcH*cr5l}`|IS5K(FkGNz_+bNUDMu^h+_IJ70SJHep3!7R{wDg-nJ%g#7DEyoWxsNV
z*$+pc2<`mXwnniydK|M{)=uO}O`JDsuqyuW#2QLDB7)D9Uc*7vRqX~|2SLg_9Axf%
zsXA@3T5SO!dQ`#F6$61v`<rMDj*jKW_;plmLl3*B03(xc4qj`vBNkWM?Zb<2*!KN2
zSCDLa@=;--Si?E3Gk|n+i%qV5NV+gV!^a;BJ$srbVY~de;0?gf4&n<H8kgZNzT^G^
zM=w|A@b5&)a-7TfBV_3>d$D2ul7*M}JhJ^)<O-%ZEmY{r>AOFD^tEc#E?$j0D^|~a
zh&w)eevah9{Lti5Y?rb>)0_KqxK9>m{?oqVW)$Y47mah6!>mFaMZ0*ga_mZVh+yrf
z3sxutam2aqUYvmj<4FU-Q<Q|;u%dC3y$nM10=yqF8-Jt|*Vl*E;l9LnfT>ikCwVYB
z`F2;Gs#p<iT`#}bB2t<m4yc&fM=`-D98wj-D_Ts{k4h)1TM`{aGJ;D9Y!|Uq(#O|o
z`KdI0en^2xIJWGPaB)65Gk3}H?$G4<o()3lg{j&ievTiAB8!Q<oYf`r+i#}t++^O_
zmE*KqH1ZulKo9_9WeP;~{~kWKQ-4NkQ}PebtjOQtJJVo{^4d9ISG)R-t98bn8&J`h
zH&n6!#RRnC>#cRiNDiPBjB*5#hM;|N<UAuXuP7Vp7`nU{5VahW#5zEathxmJfW)zT
z4TcsIRGmuWZpoA34!2oV?*_faIwS<+!Wi)gG}(DXTk=g;RXKN7i&ejE$f^M(BUW%-
ziH~-ue+knr*yOD2+`_1Ay&0=1(dbebOF0&Ec#*g@rl}?L(5%g?Zj`4h;By17H7!4<
zQye_%Gg(-Zf|mrT+fk(MpKF|~SW%kzgqkNwI=J1s;|_?y-$ai~S;ROMX0TrK5Q1bK
z+&iGh#O&`7ZbHp4hd)#-5=6=BR0QU*ji5kx`HJ>1{^(JY@YPwdel_v2#NUCn`TNWv
zyA^y$$nWyRb5*%dAmy85Wk67Hyr&gHS9ad6b3UN@L<6rw$`{;Z_3^>dhNYL>xPRD=
z{O^3eQ+;-5KS}t1h7Q`l-jDyCNKU?c8FBw!FNT$ygf(6!?52KEHP$?iidq+OOuacI
zx{v*O>jSqIi7cj833)x1GkStx2Z>7BcIN6STO}SUpJ%dl;`DXH=sqwYfk6;w;@$o;
zbaq;u8egSB!r|CIhK5-wm+3T)gTuLu9UDkIT6bKuef+;9EuJX&OIL?22LkGTnX4V6
zUj~1NI_ehw)RlVMk<1rzYRL8*Y^EdB&rf_+{FzhV8AW@vgxT4`rY~_Zn&g3{{vT>p
zQ}#<=+<ds4jHrmXZ{SHur3Ur4RZn^<=iP~MVz!|b?ryfeA<Nd&G!tH*)k)Zk?3?97
zoN0|SPQRY<oQ()sjvOUEK_k-Qr=v(9<AFN~q#HV;(QK-NaDB1D!_(>3y-ufM7j>Rt
zdJR&?FEi^u*Yi$$?-JOXg0P>uibUA({HSZ=KjQDzI)8ZG{s`A(-a&qSLP^e^&xeRF
z^E4^HQ4KAd@X$#sM_p1pTSR|elgROU?@Gh9mA%A?u0XCogAwJ|c7_zb)xyI}(~TIk
zvi@hiXmi2h8`_1BOADoiB+AC`UfNcv6C*)sN|+ZN_>5yU?D%l3ZsCDqzk)<Hko*g;
z#rjTsoYkcy6cV)4ygeAGj24rV*8T{mXX!|g*6g^`LGovt768)p51aSQK}~S>;xF&{
zjpd!*hX;YgLXob^irS(|i`)w~pN}Q1@7E}@Fdd)Z7phwd2A|vnD>*rJcx}|Xt7`W2
zR4v?3C#*>icfvw-FfC%Fp^xq8P{G6HHz(YSwq~9}>iOZ-E90lr-=3dqIzFz}dig3(
zQE!C^@vg>pYXJIbvruXC3*zMpVZ8IWlXppo=hcGR0E+d_y{GpZabmyxPfoa}{v5MT
z{k)opvd<crzB@Lh?)>&Z#%=|hC7%cHIzN5nGgdxr?Dw^)-u`k~kB(yx`F@67!`#`v
zYyI_8>1hK$ks~TF)&70&<iH84$ceYU24AtuV~Hm8k-EL36_RNBJ@jwvImpOBS;Fv(
zW^!h1-4XUQE1zyi@orVle7e3|kja}{TUIn4ayd;{!|CMTDFpPjx6Fa;I8JXb-T89!
zpU&~3<exUzm47C@$nX(-1;kE<B$;-(xy)?G#8QmYEs0vMGaiI5O#=t6JO;=2Ca-H*
z4U}63!EwdTBiDDU+RKP4r)B%gq;rAOG)LLI5QEB=%&pp@Y3pVqHta;bZ?q(=Z=Z`t
zEEAX+`$aLHORw(|HYe)`M!(gQNF>PpLK(;R3(bDt#lGCqC9X6-Y-7H?Gy|QR`y(^c
zeV-i|>WGnNC_Q8CAfG_SL}yV@k-5}#rCY}xKMgj5^A>y-(S`=L=^QxgDb=x(Y0D1j
z#(80o%DOu7=0p5VAF%v=<h-%ssVtfTHqIPL=Cn_>SIX*Ulj&0VOSJMzJ)c=2$t+U9
z({p^iHC!v6QcAVGR*YuKjSzfI-~61(1-t_6FfSVLO|*^WznMsfc$5JQGp(4Lzsevq
zMqYbaPLMeKYUAD3!{IA+q2v<H6e+xKc4tmS*I2UcsO$x=N{JX(?q>m@OV<=&HRv#h
zk<s8NPpX?cmclQX+f#8`I<JjL@6{0RBi__SE+%0ra_C|hEz+tPCPU$JMx{u(eCmtk
zg{Xu?{UmQC-La%%{McPTCcdzl%Zo#NG|U#GV{f%&*jK<TIr+BmwS*G%46j3p54iaK
z3WeYDr;6VHH7FT>d|%}M8k8(v*ZX%+f(NiY{E0m*QZk?6ZdDj#_{0&|>dccbmTr>~
zfb(0Z4Y0y?or%FFg*iVkkXRAbA2c@aAl%9)h_ITa7a^T=TRyO*a2I=eJ|Z2>zN1;T
z3YWlOA}YFgx{;ldyqot&8XS^lG*C+>ETy3cYS16PmyIpog5%G&bwq(GTZ{=>vPbDs
zc`-copPhe_@IhPGi5kUgdg=R5I>S5y!!3=+zK+T`Mjqn$6LuT~9HwTTNf&;a1vugI
z!j+6qzm_;Qo2^&$y)LZ#`B*YAG#|>Yb$%`W9NN>_XfDnnkKV85zn+)Rk0s4cyK(Rk
z7GHKe25l%$Rb}Z{nCc`6!)#z&es53t`FhWOTwuPK4*(gPo9o5zzkL5N<^m973&v>6
zw(iZD>D?dugEf|FE!kJ9?Pz8~^|-OYlG5~>t<PH!a!spZWrd-f{982lC9y}s4>;p3
zN1NZ>J%dOJ3Vr`Q=l(1%IsbuFrpvQ*__J>_9k=CQa{VCb9?ISSlrmRZb7=;Kx6gFK
z`CHJ;gMG$bg3J~O7UGm8)^EojYaQ-ojNbTfTjrfnlRTZ6a<loYiyyhoW%*s%s_y!f
zKKr&dM5t4ycrtwI?pFzwNjis!r@ZJCqcJwlm;Vee`zZGY?kDjkhULJ;5dUt9KrXdT
z29ZC9-iKAW%4O7CD!Qv%goE|KI{pOKKWh@F{3tlM@Jsy9*cQU(YYqP6mUPD^{6$0A
zltJ}G@4d&o&9qL7NBGB!q<gFQ<&gk>erOk^V|u_#6*BPhoh=WW<ouZU4{ep`(i!F5
z7RL&bFT4KvJiMV!%ZB5<c$KxffFgcb;gc4d*Va<qeX0E7;sH?C!Td!okrz%c;V-4b
zNoIyVNar!vj-4%)5Q16rJ)Y&gIVU6DRqJ7k5tZRt&osTGbBu-O-tiqCKkvC?TTh;e
z>Gbe2N}R<FNccHFUxbc7a(?Q!l-EicRCY%av+Xkv?gYL#&D^L9q=~(9iq&}fmi>yR
zD_}IV8Eb4dCfb~Kl|Aa{j%Que>*{2szZ#|9V<ld`Hg8sH9_bl$v^Xr?IuB`SBMPrF
zZMi!4BGdqtvf5e5PcKW)YHAn$u<!FakN61vX>wmVslzq-bvpK`#>+ri#~fo}5GE@b
z_ROq*j{bDt-zTYAJYCuF!)FB6?G8C1U~#MtyT>W^hb&)Hu`2fPL!I@m0Ih)q>k%@2
zvpaSPx9n(_`F4OS!%e{d!Rjd!n_;*1ivyrnv<`)UKSRH~D@#5Qd~C_@(>m<E*YLZe
zuEhLti?n0puL}ZBHnM6-$!COQHif*M=!1!5XyxRoSuTfDy_z>nOu*N9uTHFJGZ0t@
zRi{bC3o@2x^}8P)Rv7CNMoJD%`cQE15=DPs_iXHne{p8GaPQt4++aUZ<wNT`_07)c
zf-=UqQOQc#)lKVGaw&kfHhickS$zD^&rS3C36*APs??JJo$$+&XIm^&giOgh(8N;O
zz0b*lB8#0-D|EB>NSe>b(c`f2#L#CCW=>^Kw#2&#|7v6s_BucFH-@_syIz=!5<y-&
z2QbF|Coh|W!*=z;Q$wDtX-6H*{1dqwvS@#fsIs$j^(d#)u2RqFfoP^mbDr=h<s&Wm
zT{dnY34M2`dhgIE^pn7+mAx)nt!hoK^y7uw`d{&$Fn#vsz>>jLxsa+KtKlyx2{#R~
z#M0^VFP}=C{$X=U`1XSMT-oT&WXsK{vk%^#{Jh|=*}YvebNYMWd8s$!!OwD#ZepGW
zX@IU>$~E(JW7$C6btvsqe1Q4~8K;!f&~5g{{Y&AuE2mbT%N@{<S-!b=P@$f2T#dtX
zw6GbNVT4(utiO-m+BTng*FM5O#Yi~swc6p>LJ9u3t-PG|M`V-h9VW}(K|62`Ky~!w
zzxd8$BEj?7`Su%|dpPA&$8~)Wv2B{rk4ux#`k0*yYl)WjPqWVW(%7BgT?=j(FY1Z0
zeAaoHUw4mR95th#fDL-r@G3E~WqdT8K0VBR_au?rS0Ja<MQJIBtNJ76W32PjyNM-O
zlvUzRHM4nVn{I$G;uU;E_bDGCJs$c~HO@=n|3qAu(=t?w9~<AD+8gJCg~d{`I?Q@M
z!j%XkG16X1)`x{GZj>a=WU?$yo3@L(q>LB~r4}P?y-2>N(-KAi1hAaoIy)Uf1hJu8
z_TTe#UD0O7L#MS5u*>^qD7x~t#Kn^yrL_aY2jDY8)Y32l(b@f5J(;kJylhd|e2up9
z51a2e5HxcCz`KUo*YBMHgfUY4_Dx?#{1E}J28Zl;9NT%Y^Q881l-nMER%Q~&UFy7s
z^`W};SRSOPY){1zEa-{Qsr0K_It8jx4Zh~Y5cwL@bbDb~61KEI?J3I|+>vg7=B!=t
z@|BoV7bjp?yKEkcgH}bFK~+b4E7&9LGS;Wr;*>R*<#5F{7Bc5y<kt<&yyVDehi0oT
zw6A^*ustV%c|`=hYClP*l6o;bj_ClTz1N*!g<6s>h?@6=pjzfx86~dGynJ&!j(81m
z6yCN|1M4%&oow`NKBjiq{->^k(r3&uLmpBfPvmu**x-ufq&^d7P69?9$f=EV;W;1c
zku)7zLC56}Lt+IYi9TTj^;NinVBgKq3e{J{OGNLYjA5jSO0oYNk1CwQy^rV7v5qWq
z`|5}*>%^$RLcaMz-b|xMzYUA#7*kDxAG_a;kT^no4s-aoeY*bN#FB!4jVQv?TcbAr
zHKvFb{q7r(th>H1mAjdH4}afgOA^a{HlW1m9(0X-bt}{-{xdl^*|A!ll`n2ja8UC-
z@53UlQLjkBmT|<6sY0h?MF>;w6mj~n&M|ZSHH$FjVGG4FBAfFZMG?Z659EgFpE{bU
z&A4$AY3g|8t?|T*On;5;YJ?<qDzGz1bEUMqN3d-J&WY+G=f6tAj}W+YNbEN>*Q~iC
zyo$3FwKhzxo1(|E1&_X3oXn>*GoSMD`QpVqylC>Ll|Nk{s&a+VdXQ^CzzW-;2)1o@
zz@?)O;UG$<*&E$$4bt@oyLJavWs#=*2%^e~v@3jYtwBum*<rNpSGs^1Tt3`O<dmN|
zk@p-cDyCB0o#?q~+b16(b`ViDgb)2I*126$k(R+ChF5vS-6`@tP)ZnoIF@Yf{mciQ
zjGb%#ymg=yE%i;Z&}lP=+P{QVdozqt>Phz;mW_rKER}V6^l}q;1$qAsZ}=PF@b}|9
zIvz;p$5%RRm*h3?jWyXVB&=e%gMUPyUV>GdKUl8#_zxTTI!XK9bMKX);a{K*hUcZ4
zhc$Qp)=0>>Lv8q|GY}HIQ_nB8DP;`QNN`O`P_;Y7xwX#1sQ{`0nfqNvkhS%S+b=Eb
zc6ews)Rk*thMO$D$ZE2PMl`uKW@r<8OY8*hT67{a+0)OWNp5*<3tB=P{$N9<Xh}z+
z(#fy=#eHkYqxi^~G-EAJOF~2b(YO;J>JuU0Zs7P#>2ZJU2Rw5*S;)}3ndY(-h_IIt
z{A{&hBlI?LqKsk=XB7~KAIpJ&BsN>GHeSxhB+v6>Q6SL86ZBcP6ylLNLTrNz-^*9e
zJ|Ct9lG^H|UVV2%Hcu{|br_kQUY7aNs5seid=Jpj&g|32ul3yQO_z_t8R$_|j}U#l
z6oC6QRW0rKZ<P4{<9u_PDd-n3mmK*C{$c2v9gfftU}<hQsP3%(Gk10Lr|l~nNaC7B
zZ_3!65ngPXKyzdjP1z&O-P>sF^3fCbuZRAREHDT_V@u=yRoMOyDK{qfA2zA^WE+mZ
zl@aC+J*LV-G3%okGFR0f%d`S%*y#H^P!|JodL@MQ%KWr&QqvBsT8?c0T>7T8{zb*I
znJkLvQ^9brzAmX4)uXBe5Z8Igp=3t{&||$-x3UUhl>>(To$4!UjL`m?)a_MtsV>ez
zX4d|j7WlLvid<ve16vuiSCHw_6(@R;91Y#aA?u(rh^<*yqXi6SPE^;AN@Cn{1IC_*
zLUzh@NB!05`C5?Unc*1A`%TP}ByNxZ<H>S+rRos&w%S*n)-K>-AJQEm8XfmYAvhN~
zS{z~nqSomIA74H%v8lu^a`~3^5O<E(d0xoO_WJfK{3tXod3ao|j?M9Tuh#Wf?J!?|
z?^w}&4ZH|HOQsNp0Xb3R?r&X=`<rum(^$~<kg*_=t(2e$d_W0GHpcLA@15GW6T_x^
z$jzDO7pr#=Nph3vI#rKlobkwkU5xu@W7+7l<8(@L%0tojt5UuT?dHJDyz%PbsB?Z%
z$oP}wpUD;7_t~_W{k%xmW`9X$pZQ7vV`3x$h#Kl>v>W~g*7qChKxy835{5FPiLwYa
zDJBE9&r<E<sy=|lRMfyJ7%iIB0PP|nUaZm&0LqLWLl9L^S0d=AVd{WqfH`F^lkuY(
z8CZjCg~A8n{$rlT5IMz)(HPvDk>oWKoN2Qt)$4=IbEFS@ZW~<y@m`0Y-^{$iBmaz&
z^{&LDRrARRFS5JIZtNFOK(QZjgX4aUYhc+x%i87UB~^`^DAyl{W_Sh{8g@q|&1s6d
zffctF@|8wR(|$++KOfP;O$>gH1Q|6j)2dozsSiOm34{l+L;#6WA3|-@)2iaN)cXWI
zSqJjLKb>$N#Sum598@C>CvH%+FN5WWNT<PjTVU5`{f6Q<U=JJrgLMCOU2p%m)@CNa
zcrW_9Ccm!l5R>zt2br5<_Oto<c2(RW$>IQ$=-RV*#Y=n>S-d02SVdAai_;~`gwzO$
zctS=Xg>?gf#YB@pl#|CTT)ki*hi09_7LG74LHZ$mnl8#=eKdx%ftBBdY5KAR=yn<<
zRqf}N(JbIO7V6}4jLBTK5vjO<N1**1US)8Yx?5-;J>s@y0a7eB+yS@@SiPj^-72>7
zH4BWQ$YiRi<c<_RRa=a+Z@WT^%y047(a<SD0k*6~Q*hT`H7IUhNEp_p+p;f2g_b-=
z@|8x2^QtDo$jS5wr_{xyjNJaR=1b$tRwIWQy_(C`50|ZAAh9ck-dW>3j>{h_KRb`L
z?!x_8<Le)mZajeC&NJv@_A3~rMajjH;!=VRovk!_jKHQ?`ZuT7(n>`RIHX^-?(62}
zh}&}o6aq|!t4j5pFY!sv?#=Q+$GQd6zGakAH14%|FAZh<Hig!BdOIkc{goJqe>n|(
zXU;hAe)V3eGh7823^)6n%(pXMb+}Qd9adncalWd%a$RDX$HK@ZZqEJnAN1PXSZQ%!
zrT-nvBK#!};^iIo0_qLTs_S<xm>j$1AN&B*Ngffz<#9(hpfu9l>WbQ5{wb-tl3eH5
zXRO+^^S1$?BYB>h5THSbMq>ncl%WSfk?ejt(%jPS1mCt8%FOGA%V_@jH}`kzjT-&O
z2Da-jHT}bu{Ah2ybmC#(vje4%?+OzoRlFr~y#b_i7^;S;EBv&Ll}^$OsE}+rjHy`2
zpT-n62|j`f^@yyZ?7WkoV=Udx?wjcLEkZ>r-!T}b>*IpS_Btn99eD&PlYn+N&Ilkw
zHS3PLl1fYQvE5lii5IvZE&yL6peNnqdx8H6D6wTI8~^9|G#rn~c_=lH54rxi=${Y&
E50yZzV*mgE

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/images/image-5-Cleanroom Operations.jpg b/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/images/image-5-Cleanroom Operations.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..4f3e7c035647b0968cb0d88ec285101c1d34be90
GIT binary patch
literal 160877
zcmbSyXH-*B*JdC<5Gm3GG<2jY(t`9Vy?3Qa?;;Rt=%9izh7v)*7*LvYkuF_?P=p{|
znm~Zid+23&zi-yeTJvjW&RzHXIcME<o^|)Vd+%pI`)cB94sc6XQ%4g(LIMDgTwj2z
zDS$eFl7a$6K~4z*fo|NOq@re`p}u*OnvH>xj*0yaCkOi-Fqn%^RDg@;J}($7_(<r!
zn7EXb6sLf!qKt%ssHBv{e;z_|<Hil@o7Ai{G^`TbU~Y;3=W*2rpr<6C1U><h@Bm2Z
zNr3buSHA$9*XJZB`L6-^pM!)HNJdTpqP#(M^Lj(gEdVJA5J*Y}Bqt{$yWSmny$&Fw
zCuiUmSEXPyaRl-BGfBjze5T}8t88aB{j<X-=@bxmgX%U5E8CrW`~reP!cq|FM>4W<
z>W?)vwX}6~&CD$<t)4u!c6M=fbNBG{f(8Z!hlGZ~;$Oacosjqjo{D;(mi{3lGwVxk
zUVcI0*P`O@Rn;}Mb@dHDes=uo?80{U^bQS=jE;>@{GFU%z%MQ>6INE&cK7xVh=)hV
zC#V0xMFIf+H>~UVzk&T9xahBOk&=-C$w2?XMM4^KeFN#q$hpNS7*tI_j{b~160wv_
zYAK&9+i&nnn(i<=1^l79%_lW~Z}&gY{tMav9k96nFJ%7<*#E{g37`g&T)#XZJwO>S
zzv;MNV8Lm$e=`0o-vd6cV@m`=djH1MiJ<Wc;p4d;NUEeL1Lp>h*mDRY$$Jn-O=jf$
z#0VIm=-o=CC^zPt6Ynj?4)WJ{9rk6F#B~mO$vo<Lsv<sDw3-e3Y93ia7D9lGttKi|
zV!gDfGo@lAyOgO0KI+LQvCCO`^Qj!-CyV-g@~f(&%*At4lJvMDa!#G{o-;-%8UD);
z61V0_X~XAqTI;#4X@~%2UhW(-5Ihe%y{$cdDmaF+-zZPE;opkGq!b?(I<f)vS?2;5
zGEPk~A|bx=QSX_7<w6s*PV0I%=w)ON%R#?x&+5O79~m#R7rcd$2)D`zEkpfwHJObO
zd){MlfQ8k*S@!=|sDCG?!7LVaJbL!L^EDk_Kc&C01Q8QeP@<Up7JX;Rs#pAlZiQTe
zCC+Fp8SyA{AwWz8H1?_yB|wI_O!ME=i3$UjYj9PQRK;R#P5je-4KakHv?lE|g$HZd
z#gob)Wl(IiqXyQga5B$VR%)Dv2im?|@c<L44Xn{QbO5QZqNA#9?>kD7No$`MoA<_1
zcpGefm&Ko&Mt(s3n?yQPevp)&#(XM~vy|VB9s9vj)!oyjC?dQz<;{rTs2--D2-T?V
zYRQAI5Gi_LySBJj$WeCKxK5xB058M7F63)1yJ``E$Kg#iWxxm9v#IucZtZw@7Bd-#
zoEaN^*PIc4dmH`%XJJ^#+wkS_y;!n44v8tq!a63(XVvfi-W-n!H;>!Y0eqHaH_%vg
z!GL(lf{MuQ8a{;%h)>4IJ`W+FA30A!-UNZRfK;mr>a=ZlD~P3;X1~7=%zi3)vY{^9
z$qM_(wrSEW-K+6LHN{c~g8s;Nx50Y#xzCp-)!}SaTa0ck%yJf0bVB<vi2_At_hXQQ
z^OF_tiKVyA7hq}*e8cUBcQd4^)o_$hx9v~US8^MCRAl{r0QYm2`s1(Oy<bzjAT}Iq
zb@5o$@7A|^wj*Zmxw4%|2@jpSX;*-J*ifUGUk4Cu>UE(C=0NS3=}HT}a7|lwOc(Z(
zw7LS!>l}w3eY`xaQ2&OCEXLsBX*2C}ZiRoff+tQg3F>pL32`ZB+h<!%>kA=2*Nvz>
zc`b(XlDqhB^2n}YURwPjwVLTBt$*>hxayed<OUefu_N^f!fxj9=}7Qgu=P>Ytr*6A
zP2KUQ#Vf|^#yr16HK)bb?Vs*w8P60<TceJi1xs$)|3v(LNzv&s6#mxzGwxxmj~U<X
zo}%XpLf&^%J9uge8a#4+T6Np%$15z^ZVycN^J~gtVINpO&wSL$u@-pDEI70|{w3CE
zn1Jzi^?c38<q|&n=7veCSE^d0@I@-~%9kwXH{n!q+h(;jYD2%_Aln)zfwzGlOK{&i
zgYNcUjQV5+-;@mPp&|nJzPezh8c2(J6bys60V9usU$B?-FH@6Xs>|i??AWOo4tDJ4
z``^C!sd_S=?lCKfGTps@=tueoi~go~>Qu8`Uht?uocHU&1B8iR<;PuTog}mGNQ-3O
z1Oe33XE$E3J@74k3(j4HuA7BoW-Y$COMbAQtAyY}DfZ-z7<BH4{d(JddWV628>Tq<
zla0>@I$Lu&13Eu=Hc)T#H`?#a2JENd&%*K}UN=~Kg79f%>$YOY=C^2^#`&tH$D*=G
z(m+cz%4C$0Z{RQ3uPe{!)>`r}YL<X5LJ@7)s>V-jvm7biwg||$=}hWX$l`@J)^#_y
zb=k*Gb8Z*cZ)2@-ng6xm?m(8BtkaEt{;rhD=%^!>_+>si*jnH!@Ndy!c>wNbR@rpy
ztm513h4OL3!F#oJ^nHSSFsheZ(gCo^DB_bHlJzHYhmBx4{glT6XQ8CcqU%3*>~=*^
zwnm61`Mi}Z{kl{cV+siagFH+-l<-dT^o3#vDmAR%{p6hpc@gm`KI_yni97@xDO^@X
z-hik)385Zacb2rA(y8Z@RZnuXI;{2~VHcT^`t(qxVds0b$jzjO<n;so_5xppMRVo8
z%v*FbQ-uV(LY(z9Y8sj{onmits@gZt>xsOT`Rh(5ZoU7IV$Im|M@-o6YcQkzOnyzx
zMcpKKnh`tGazg!|U$*xvN^E1>_UY_J)U{C?axVk)k4=(wj*3_Bb57NXH^piv6U*O8
z+1#CC;c*zyVpSBj=z?BKH&kVt)HF(vCL(XreXbyB`FnVBUe$0jl@4#;Q@%1z(Nmhp
zZy0<wj$D(*dBS$ODP0wo%c(PO(UL#L3uGmSBZi+Gl~HmjdddwaVy&M88Qz-)uj&et
ztc3M@Pt=KI_2`eDnX0a~=e13<lWZRJEBdcMjoWl=(U%ahg}fY@cG=>g?ij?#mXhre
z7W%|$uljkr6y=yXUAND29`Zht67q_C|0^3?$*z5>3bw`L8;hNGmln+Yq|x~9Z(CH)
zwr=iumO2OMxAH~M7KSt(_}Rwqkq=u1jV)(DWXV_rdH9{xKe-$#J?E<jWH9@cMk<X|
zh%d`Q>Ay`%K##wPbd@)COk+%*zxMq=Oa0f-*!a3rxQM*Q==1F$mblwwiEnqpU83JH
zdpk-Jf~!MqA2~#d+aX_KDJ4|e7OF(&Rb;R=9xJ~@1ldUrN`0UH)eMNSjLLnNuxd3Y
z`!00dyoO}&k(ohkH~K9q9vLZV7mU84I-DQi5}l6`BPp-aUl7k;(jobb7?uY1>mX1E
zxd0N(L7M{tIJ~-T$Z6F3;oM^l+MNSLn;@aHA3$a7Mv5x{ARj7A*OvNl8FdmqO!_)+
z@$qbYb67|s^xl~GI7ZH@&?{k4S$F@rwfMai*3*4$YK^xTba+U~;U5QtL&`W)<xjnE
z;Bc8o`wN7NU$`0H*Uq#s1;(+@5(Gq$;_2vmeedVhl+C9M44f~#(kY`qt)ua+`?<fd
z(LYPlXV4tsrp_@cVAv3wi#7?^AuA-K;b0@u>l@h|W0&Vz7}>$8v6TLIC}NRudid>u
zFPg}F2kDO*M^JrWokM~mOzUX`5C>cS+P`mXDOJw}?@#+{0|a&#2T2{s+Yb&(KX&%u
zIf&m>Z`8Y-S=tS9zm{{$qVNq3qh(>2v;*e~p}Im>FGOyt7@PZ#z*pR!CGU1gj^%He
ziWTbj4bX-!6vX)Hv|*#IeM&y~6!FRwd=>=R1~ZXBd%M|B57!N!h{^C~kCnVZbEx85
zJZF94WBjMeNbkQjHj0L&JU2hJFj0sHG7*0yg98byIn@6cCkRIF;7#W4sdr=LbW3)a
zDv^FiF04$s#P2ve?JckQN(nL1K|XB!@$h_)iJ8}%H#*=8ue;C`gi|dSpP3G0TC#JQ
zf$*t0RXtCP{6C7G!^XVYDD%_o{dLpO?Vl_+{ZLQZ2I!2N#$Lqn-&(I-N}`^q_`*{g
z=V6kmx=`i$Pc3DC`(^&vId_1&w-B|#h;wrYXyFo<c5o6OLS~h(l>MA1&10l!(}MHo
zscqpypO<HF`<<;M<zXcVq~wRK=U#QBdCqb*C;n5d#E<7VJbaz*<w0^ZeoP@!_{O<V
zUdHa>lPiF*;{1w#RYdR`*o3Y!y>0f}mIplx4@C7?%YJ*DONYaicvmdbg<a}YaxrO3
zg~%HJQ7=73tGVWr1iMty&=l|K8oiVIrTJOn>E?WNKU-XnL&6UqGTVT6u*?Ua@Ha|N
z7MWKc$8v~A?!LbGyRav{r*%-Fc^pzk<E(zBez9j5{V9UD(CAvdOFpgF_LK(Z{?pD}
zy-@GwBa%13ox(^G$w`ANKx!cfV3if2di*9RZ{u}u(6mv1mv%{3;hXoJa=e1BpsZbX
zH>;8Idl;RY(uT5|I^-M5HoGllCA|@Sugw*nGjqPINf>T2afjYda7-4dRD9D3Ep0TU
zy8_tPmP$=*NiAn+lf^J56)NM+MY2^wXLlx!BZK6hs<^aqadb7sJ>v|`Hihd+weT=v
zXV|b~4JFyPyigNw*~%9~SpY(c3A!boBANkt@te9G4J)nGonx5`BWF4k@+mbvil@ts
z6>k{y3VL1yxv5I{wZY)Kti-$Bwh93fX|fch|3W{QkC1*WsYAV(p_xRfWY&Z%grCJd
zUnE02RUO=IxPNW|Y`vS!`N`pJkN$igG%LVPX5@2P689@{+fxqj{;}|?Y?Mp|?`VYC
zgPQZfJ%I1%zb7+cr#>#268L`hEl(Sw5GT7~q$lm7@=h8~h>H=mZZ@^HDGAtMX?E&!
zUKE|9ET-di=PrH)omF7`;wgs|6}_j!>Kr$^60p{Ccjth!rJ<(IWUbAr=hoVXv4%ZS
z*Cgd>C*h`XNn53pJa^~OjKz^XBw_eRQrADK30KFk@{HhDGUq+ay<VKv;_bKZC=d1t
z95Bx<qac>dIFpv+&4rRwjn=<q*yojtmks3)pY39r7xYDozV=A~e>w;!wOQU!{`5$8
z`7QY`secQs`O3O-^u&T+A@&?&z6a|!m|Y^@Atk%KrFE!N8&f5IWz`fsnU#L;dV9<H
z@=&I@zMYqS_o>J;HO#MXlBBenAl-v20AQw{(8HPn_Zb+Rw#rnK#dE%b3B(wkx@2I*
zvjQgQjqK0`Rl(}?XG1cjZ;cr2J>}j*`SvnK_CCI$s8&#$81p?@TW+}9aW;(%%X^J8
z%<j~(7+x9~dQkRa;;4dWJcw?SU3E*F>InvLRKDKff6{Vy#3byVq4+_CaznLSaNCL}
zR#V6e?)X}6_-X7>QPzM4V3W^Gqk&zuq(NGQh@VA~VbXk5K)Rj?5{<U9>g9KZ3Zw6G
z9ENUDc#uL^WlIiAa~4l6lt5+L71c*<IkfN_&Nq<RV}<fY`VRY91k=^3b@-=;iAveJ
zmTccUxUyg95+LFUvUs#*>OTanrlN@4#jgb9r-r=PG@jM$b*njc;g>S3xUy$;Tq!7X
zUhDf|5$<r<o~nWgfE;853#O9+U;i9Z-!Lt@%a)J-gf1{N5Lhp~--1B1KR9WoH<LfV
zC?x1?NQJ!RO=ojbWd%aWJ1ZL;a_UGv?tOL2hIS6fY#)@+PbY5uNG8+b8lhf^Aa{CB
z49j=Yk=|%R<CmZ9d?^bR_2(~Glf3+ldv-VmAG=Hc04Ln=f$RKVM!$zge>$7YqC31J
z?55H%YD>ghQ+6A18d9n!9}dmH5-cEqU=DeUk4BjwSu*oGF(*d41t1=y(`Q`7RXg8|
z=)fjt_~O5h-y@Bl8G4rvhrQG0P0;~L$r71J^tLtSF~Tt*qcSG&sR?p%A%@xn>FKdP
zmP|v;KNkwS0`Mcz!$1MEws*1J3-uz$>h{5k>&>G!^cW3)DC%&)=!I@Nd1xu}JWbg!
z?F$zrttMTozp0uraYfF&ybnPtiS%F;+rsmGYKj4IjfGDzoV2&EZrYR=8~I!asc9C|
z%7O!nd_2J?!~crTS2bc~y3Y+>Y#39>vTYl17;{R?u=R@|yI3Y@13-&HeGV5!kh(;i
zn(Q3Zv?5()jx-ExOu;&A8y`ECX9r1Kk+~2F5tNAZY#(NC79zp1%Z|7Jku}!ZRPMal
zu+_|5?gZ$XH~+TpFoISnHUlrL!+Nm!G(==SP|@4sI}0zbKvMKRe4t)!aVM(2AZDdW
zDO*sWb={6^4HQj)cMdXoJuHX8SHSM&+K`9-xis@m{{m5~Ls{Hz3WOA7+BYsTBne>*
z{k%&K9GFA>DmJmLM-gV0KD|RX&RbXG{njV=FrVHpKtduchq~Rvzpco!X8@K8+qL%O
znD(PF%=J`=6a?NT=!DcJ(@!bNS)otdrcBd$CsJ^*Lw>it401esg6>{qFfT>3kZ_bU
zdUQDQM#{UA&K}4|&!dtTW{7H80$)^G!t)dX{E20EfBKS1T?NF3?2)1HdTiZT(YKT4
zqS&e&Lx+*)(_m&l@723^U!%0)Dt}M3Ap10kkN2KAiNjAhe}=>nI{vW#{b{cK^}`jQ
znt#hc!ArscU*p~vn7GjxK1{xl5~qCUW192hHPhs<;t;v_Q`!T<x0_8SOK`A{v}QFT
zv4kjPjORReQr}e8UOKCfQ}c_?{rk0B0Jh~OjN_ZT>(=T{F7|`vG_@7a1!X#r-m7Qc
zpZ&jd@?YDt@~enK-zfpj1IU5aD<WM@s680-*dgk@HvOW#TrH?GM1ae;!~cL;ApT)X
zCv2rO7=<!9SDA*So~(}(OWAL)cQ^L<01bRZ3$6h08qcw%pVE(l+ShHXAL$pO(5GWv
z^_EUHkl1e|+xo0$A85~BNr=4RH7#BQPG%VC56TU4pY-%UiHDae7XRYUxchpc@9bgU
zjkB3nq_^B{jZFRc#ji=A>4UtP6zv;ZzYPKulBMxkMcg97=mXh&le1nI>~apB)y~p9
zN+-!*QPB(86g-{1CY=3JROkC&Od8ZqmZYcqbcDz@Fx#?X^a9qFY`HYu_S1^_6&Ejh
zl=8LV$iVyM0hJOR*JhF#6{aL>eNOAqB)xr^{%5s2eMUS5^F5s`z)V7xQGWQny7raj
z>eoiq0TcapO~)e7Z)5f~0y;-^0Pz0NI<*EPn!?W4X#pf`%!-@2)-!#+|6tO>(NyI*
zCGr0t`CD(4DhCfP<S%b^GpTb70|b)1c4#yq2Bu3UQ5tD6Si_n%7)5UQ6@XF#phv<%
z5h-qOBL2`{^3kj)^knST@jJfKI8oWDQ>(~1$+t%Y<wi)y)MI-Ux$!Td62Dc0f2&R#
z6PN=gOvDs4t^nL6r9ra+;Z`C+`?8AiR?ekA1;%~57L-H%l<)M7R0qXDA{Mh@j1=CX
z3fUWav#|J)aH~7LG#$I=T9D~uOT`}=Yjd|$WjX`g$Qc^003Q2Ua*5i{b2A)B>QCX7
z97vSbr(C5PKC$BYglD=Vwf<l}Utlw}$5KUgw7`7|(6`cpZ|_s-Z}4VqRxHwxBB)U(
zqpdep$@^!1(=pUKI^AX38e-J?s6d;rtVScIY4oBDMp2Wel0LS<vh4AGOdlrZFh_D7
z-<l2@fIlM+3vP9wt+e>xa-EgLMS7L2elH>an`%fdpV)bl;APNnjr!YUXsZ49iJvOF
zaMe#HXC_;!k4dWf4!>mwgu4dn*R`$S4pvkh%w98zie3_e)SBWdcgH>m185MV^L)Oc
ziUtAeLac-oOWwwyHj1<aXpS-6j0~B@1z3l@7k!Ja8Jhf0dfra-t)Giu7+F%IX%})p
z=n<K0msYuk(ajfV;BYT5Tk)-K=`UM&a8&CBtP;p55f{Cb4I0bIt=|y?TA@Ifc2idX
zHEW?3^0qMo;0n;!=zj$uwHA5e^SDl-{_nRakRfKYFrQmT8l!}^d{d`SEp#p{^Il6D
zq(64=(*u+%$l5LUNSot*RyZlhI`s;$#UcEIq?`UN&M>sSyh5L|@mYSrcWAH{>&!6o
z=xRKDfh1g;?X#vNJXj`|S>;jl!})%8MIjkt4v=lj)1OGp<%Qess@y;v63RgNq98AC
zw9uvsYgS{_W^=gJ4S#O$uJ-lur2TEX*A1c*Q^O}#)HXpqPBJ*=`!w3F+(xpXx*F|q
zFg*s7rekxXO=)`HMCxV5YCpjG5&8R1(@^7&U+89+OR6|z6@r+7dwx1Nuaxw6!~Q6A
zR2t_LE77TN-MpLcmfRIU&al4y{4427^9C!PT|>eCQ<FPuPw5VN&McA3AAJST1=PQI
z!Vuz?F^(1R1dmGF!$Jlm^<@PrqJB{UhLEc>-8jQ0v%JW@R73x9NVX4ErTiPk`jQh7
zPREq&pE1H5@tmL3c9C>1yt3KDII?w1pbyhQCZ}#$z^{K&f)ON`<r*7B=w+lgqw0s>
z0FKN}yPG@&1?L*KBQ~m3I`(4Ke~L<JJe^&1Ym)F}jk;t((g(i|2IS0MYef&`)0>Sk
zj+4cCklu5i@!t?u3A>Ci@AHk63oJ67NnGs&Sh4XYYn6pnymJs+OVQOL8!s&@;W!_^
zxyxxJ<b~Sb!}xi9+30+Lyc6`#6V=1p4ApyyCLm$s28>~~FM~EDZI?D&1-Sfea;5D}
z?<hxGmk7!i>pgble1H-9UZFrNzGYK8zHa|_XW^`W2=Vx0R^%7AdOeKlU^{_@f^GJ}
zjFzq`*hr-zi#anETW0x4jDpKyG;>4gkC5Ll^Jf!q!;mP8l+RDg9Y6~1>lSVeF-2H?
z*x1_@)vA5Yfg)QE=TBuLFk=w=f<SDJ<FtF7?p{fo(%@`ng~M2Nz&BZH9qhG(w5H?V
zj3J;cQ+PDUWgPp%l{==|MG+1HTMJDNK}Qu@$03p5dgy&z0*S@RDe4Q<pv~~zfh_~S
z-G+A^NOAil{2+&B8*sL1W(vf*sw)o^#re6Y=<qERF>Y%vn0~}a>Z_jqnN5l?8OosW
z^V0rXrH^IeWuG98c>o<5{+T{!?x-C^_Y>7q^1ZCdHKO1_C)fQ>SJnjRtsBJBvy7-H
z%G05y@7fcVTvQdjGBWoK0KO}*FP<@5vK(pBxeF$N(#7%Hwgb~d{trw~Lhko}RVa(c
zN}Wjj5$bp6B<ALOa1wO|>46v546*0bw_6BA)^F5y(pdF_adFxMk|;LKEf7WReYc4<
zEmm3PxExWXntV_0>3YJ%kh9|TC*QzwN3qdez+<_#eBuh=+H<+-cS+M?HSClWq7UDA
z$p37kfp$*Gx|4YS#ON94u0qT9+45!3d(Z&6r+3*EfU&Q={bC<_JmzqQSE{LwVsblD
z%G_CM(rWt?krPj;oFCfR-FbjVhb3H_RoSuEsra1s&c9$TW!*j53CPF>h?>Cp$(1v4
zNaL;HJyXf?tb=D%(hn)Om-g-bJ+$B7^79^S;_uijteA%AYhy>J%Nv8R=ha-X77v#n
zatx^g#|p;Y+}RwXjSlseTh_-SwO1(f9o*IDO=(f#F@B(fa*K?cZyo_h_Pk4Wa?JAo
z(N*k~8?-%Q2!NvgWksq~F#-{UaV8xRK{9agLPk6YOh25@*I5~l1hF!;z1Bhg`&bZm
zSpKnHLi1=`_}{uhZXLV0ZTV0ebW7y(j`DfJJs{^A*!YmldR*n!q-gX~V!!JYePc?h
z?D|;sxz?}rk^zO3uE=$z8P+;L(57iEg?+4XGG!0vSZRCV&(pHPUV!Ao{jX(<+Pg85
z(->lKm)dE5W*b|kT%>2*y<I}W+@0@oT;zi;QE8pi9>Qh-fcJ1juz!(Sm_Xkqv0P0x
z9*frzpIG1@T(bAmFnz9M(M=gT;5}%|i;XD`5K6DT)z3HofwLh%=CJU0r!%glOPli{
zgl#zAZC<;4Qc>yNy-Za?3OrSWHFkB17w)CDBr8~bGhuNDWZi;c^~=xTd_Ont!;?s=
zM(Y=?YB~+z6<{S~$!0uR+^i;{9qPRf$i1IFEtRB>;$;qskpXj>7#IC2={NXmDaD2B
zm0evQE_+ft?Q5asf*mU9(iWDh1k4>Sl&}7}J2OFs&+bhgz_oqtTe#6PKvNZT1qc%?
zQKIHrNBQIaPAMM^{ju(Fy4TSAl0;0Y0rKR$injGl5yKqwQSqLk!je5*v(wY&0?foh
z>9eF{w1vT=6s(a~Lxhr=ft4y4fu5P8mCRZT98OF|O*XuF^05lJT(`L--qv(jlqhMi
zWg(Z9u(^Bt44>~m%RPSit5iq9-!|!-KhxI*2g}=HQG8BhP4G8g9&=7omZ=c@*d=O3
za=ap2>RrJ!K#0!@X2yA6{!1v>-R{@BU3GUZ0em(dm&7pb%ZIYsjIfZvi^Bf6fw4{e
zxtvF<-`7k|p6|OONAbJI?P-3t`??V>d(^&U7yg>L4O8A$MS{Yt;Dd56%D0Tf(&HNb
zM#tBLLh#s3X_(Qr`8UQst{Byx?)84f=WkK<&Plr8ohJLz@FP$&wcI#Ox-#zfSAZ%U
zFB|74%}E>I9zH^0v#$^^zHK#WU2pG@qXys*?Yg+1t*e@kA>q6%{)gv?=Xjs<(C~od
z<qu03M$W}-0JWjzHDi}S*v(1XRso-_@+yXp>TE<*;^sSplpof(+iwbMl57apgO`5H
zpW?y(R@x_Yd{J!0mB|7q0CC&0rxyTo9<Grl=b@zyC4e9(*e|gGqXKX9os9M4F@w22
zcLhfCm{kSoGc`1taq>rs7#l&sDtq-q7ySYIx?@m+j4ZA~3hn!o@I=6NPvaqmr9z-4
z;Mo+PA6-Mg*t&imHNqWkTPhkX5(sD)DAWC*hqBc=#M1@@M6PQ7_<IGoBm2a5o8iKb
zE{DJ@>?L$+mHjSk7bmj~PYGIH|5pPp6@@W)`6Iya<tAw02W!3@dbH)8^?F&548+K4
zROye)dI~zYAU)@A{}bh{0To`>_R@Fy(fPgvii*EgE{J`M7mYoC1T*+x)rKwYi+>#(
z1pHla+Z?Tn1|!TLSFUG$W=UT)Yn``qk0YifSt1p7Lf7GQiHap=Y8mZC>Rd8}G8!6A
z9WDRlGBhHnNZ|?)HTu>yXxUox?`EgrxB~c2ca=`Lm@LHd>41168?pESbR3gLUB_lx
zpW_x)DeC9|o4bT8a`2dnX5gD)m?F_dpYZX_&{xqB*snP2uPMBr%5#6RxZNCR;!vhq
z8t~TBdfyq`99g1f*xLC$^RpH1WVz|k9z6b{xSPMST-fn-k-D>0ea>zdt%qT=kReoG
zJvxnFJjt-SnL?1`0FdXuZJ78DKZfwvN6>Q>kgu0Y>4IPtl-wr+USZvo4PTuchW&&{
zytw!AS#bZ?{RW(;vj!S|nx_tr<)Eso8XzVTy7Ov|n%pbE{o7TQXKj(|kD;VlDpsg%
zV%be6eHFSTbG~k`Mv{|j7N^}eKC8x)pOQ^E%|rk_QoFfNlp<NRXK40_F=!(h5GfrE
zDoE1Hgmzo+Uso|U(9T5%kczVDy1)E@Ip@#ImENX*7PH=FLhinnJ;`%E9aRfsR{Yc7
zhfyM`j22JCk4QbRciAaXNAJjwOD90<MhFmR-L%(<Dgq$DXlPPz_`aD_xlQ#Iz?MSx
zpfd!+;P7xqxjuXx<QolB6sg}q5lp~{_fi>uQYxamVcTR-ZX9drUz?lz3?f?3ly{XI
zJKSl#`7QBDwr~&8pjn11K(gKLibzWGCdNp`An1~gpwmJiBkXtj??2jJ?8f`A>wT4Q
zacr9wg#JgXV8-JFAoD+8{r!j|+>D;e*`Ewa91P_I+Hr-vSw{!U95DY0WsP6B$F|Nm
zcu3~4eu#TOYy^jS-|F#=``XyaK>3*@aSdOzTz>p%YEy?5TCG_KT)zUWl_myAL^fun
zeftZW*mhz?bF>h{jjqpD_Jt5HM~`cEx2f#mXc_%n5Z!HwQ(Su1$CJVPdH0_jnm36U
z+Rh$UuG*#$WlJkt-iUqv&Xl%w?YR6ghLVf?fSH%KhgU#pqU4U>1+fi#{w+C(kgw)v
z#jd)z+iz3|5U8Jv#x})7nYZO>vVf?<=7Nd&Ne}iJvC3({S2(r-xuMT&#&WQr98nJn
z{LVGuC}(z7g_S=p5CzC61YMf1LYKbrA`oZB<W~5ll>q;KX=P&Z-4}-SMSR8-pc$O5
zlOJA|iNy163Kkq#l4Wuof`cZqK6eF(1(4ef(>@eOpBLr>LM|y~$Cj@E6>e96!E|_1
zTONCGL^Q53dPPselO{2pfWBF<2#$;ta;$&o*C3;8ox?XBx<(<nZfY&g;*2T8cr&WE
z422nomeh4DuD2f+%W2JkTKCIt{>iu~{z19u3b0!|==YZT{Gk2dLPU7pKPY9*)7Mx0
zc{`{6NRImr{L}akwsY|POVu^+!d<C7z0f&Yx)$#YSsWyf(#Zw>4k>idF`obAH6hyz
zhSKjYM0${%DAh;-C1|6mUf#h>WhRWp$X(oi@C!PX9~?Y(%{iv5$RWK^gYb8SZ090X
zb&gB%Cu0wxkM)*fCJr_{Sg~xx3r`LeIqFE^Tw8K>uP1$fPqY=4su6AByH5+Yfh6DL
zM+}0s*<_hwMjpntV+*C0QdHYy4mY249pL4UFU|keN=C}Z&!)vp?=zud2jtDH9SR}v
z@v_T7=9~7d;QbBH37RW_lza?p(hFEgcsv`}y|v7^_J=1Q03A(So5qSQat3&kyiT~_
zenZIK^SUNFz8M<I7TY`8e87TF&0GAY;taJ9ioen01v_{lnSl)ofXIGNU_FQUK;&9}
z8%Vh~i{64x70X^cxtE*6TAbr>BnyUG{xJlZt;d_+X5pgG{(bay=DiE4VzCgq!l=x0
zpS6;pJQOR@6ND{@{9%%|6^dmx`>p72NUI)%!>io>-oVQqK9m6DdWX%om~BHG6ufps
zVru|)v<>SiCcX1tczMsgYL_|nBZZKQMI2XvR{*nGdEcj6Y>?o2^Y8A3?B0rZT?b_q
zy@>56=9rGG?|LCwwlp4mlyX*gLs;QXx%nY#&m;{^bq3_eS&AN>s++0wJ{X2qx}EW>
zZ(HCDtB(zb=<<z|po6}TC(ZR`7b>JCaFD)G!^M`&>cvgw`n@<PM(3dP>6iNoxyx*u
zV?{cCDqMBeub*ay;vgRty8?9Bhy`RHK2RC&BXiv0^Ta>(sP<DU4TY)qr*Hx!zMkWf
zsGSbwgPKiB_l%s4JUBvnI?MPIOZe6>MiS#>!R6MAj*0lP7wrO>6w|~~z0O|=>)KR3
z?fH(Y+L;5wDv~PH0D1#nc45`A47^mE#p$qltN>m&53V8s8zj$sBKOMPs76V|^VZhH
z?6k!{TAb^Pk`De{j$@`hk-vPqMzOSL6W%(yD%P90y{{;5$GlKzx5??9H`A5<LEk)2
zqsqS8$?5VYN}FgCOGVBe*EXa>xL!HsAdidHBqbs}s9{4&>K0Q^Of?8hZTWH5)!#IJ
z4D;1m7<4d|32epTrD9&&H;wEh^K#VK4J@;=dj||_q}#YA%Q>&BFg-do`x2qE0`0Vo
z<bTY2zx5R)@GoGdK73#0uH1tjc#wn6spVk_|Ctcw<yL69;eaYxu^!b-Q%h_q=TQvW
zxlG;qeXYVC{^JLnGDHn_YL4PONZ=j&5+K=L^7xZsCbyiUb?SYGcmyn~q5xW$N|*oS
zC4!@gV>$23XbTxUl8$-uSeszh&e`VuHW4s~iO<?>5@NjrPu7&CM~r+EZ&DMlup=%Q
z)}Um`ka@vnFBl}sn*-^Li5Zn$dtdJ}aU2Y?N5{7=GQ+TFI9^oz@C~i_{+)w|G&Y^L
zKLw}A2;rj8RuB0<`1pdW*KUf-(3p)xQokRNkR=O(@KQ|sg|eSs0WdY?foD?B(jANp
z4awbXi?RHp+zI=|^>Eroq%3yHE+lqi(au5F{MAHT{6RTvQro$KMtI9G$I5P=U8fvU
zNoic%tqJm>V*O*)S=?8g14_DYX{*~tzuM`0-16+<6JynGM6_Ht(qgq!cfxs|1_zQk
zn6t!WL@&H>AHN8=CP+#=)~3GaB)^0=6etDB+k%&aE}gP~Ay}6yfTzYQ+}6oL1B+QT
zA{<{J@@=>JW03YSZtD~|+ABG4!}}jkRYb~OmfbN{>bag-P6@ui=!4J9UEd0**C8W?
z?XFb}U4zm1nJYk=m>>~^JSo(a06B!4nWN&w$9D^nIadG_F-M~*B|df?o@zvtT|~p*
z3b3(5u~LU;FG-RO#V@0&C=y*v10-(ne6cM-pkd|%p>s#<ie7*)g`_?v5}7%S;;BWy
zVr39cg$|aVg1L4mHIA?9aUf*N2+6-t@~Uzi?!58Q<;!X_B~JIVU?)GF8lRNQQxj{g
z>-1!aKAmjN8Iz`1)IYhH+N{H0){)<s)25teTm5I5Mc6O2)Yl^jCe};s&Ri7QD!}|q
zuhwIbRNi80<V2>}<_0>bcX_E{1!^JcD50hT=G6Vupl^%uAAzd<qS{f4%W=>2z7u`w
z>|%BAs~R`7ODSz_vi!rc;V)W61HT{3D6Y(Jh4B^?>RLkQMFnMjUVkd5m351Ip>6#>
z+U=&KLXCIXg(i5v=73yiVdjTzY+7Sq-s#nn`%HK~6rzdqeB>a<P8rcA2tKuPrM#!*
z6H-d^P%oXI^WmzU%k8A4*f<K2+x_&KCew^b*8v-0cSFST5cE#_3cyq8%FE|oxT@{)
zB70s@a_Gx;{1j2@yZFH(NA*xtE@mMa1WgTPHxMP^18(d0;L3&CFp^1Tn<}7k7^W*%
zhU?SJN`z>nBCbZ$Ce^=9>C<X#Kp%(0hTK?Qt{5JLA!a&|y!QjiEY#e?rq#jqX?-KY
zHnb{ahy}hryXfGe0<+}?0^5f0eKG$Oj8{yigcVu*riB|x22$o=+Y*mW>sRG*y{_`L
zN^vs}iU0dr0(=FyeE)?<D*_|Lc4LK7VD?j6nb-`beodSCnFAj(tfYY9*WxXIgIn}%
z*R?M{S82nr^8led1peE$6<@87bB)>q!+;zU|0nN)@yf5{kxhYfBVQ&Ei&0GPeA^qg
zHGclO7k|`qX+HEhNjLL(o^r<lRyXarj-uj8!ELc}#y&LtfY<u@AaKMiNCx2m4%rgg
zVK~H|SbWiW;M!kRwBaX$83k<{_&i>+8@XgoD~^~(e#rs~&KbX4j+6Nu>S)e87{Lxr
ztYr|>(p_E5SR^PB+m4;^y$t{io!17Uw+%JUs$lut%X)(U1KUZ=I{K)zB=ZfQTbTiW
zh{NKkJ3N>Bt`QlG3Q({&mx5_6b6sN-x)3qcAS@}ra-Z$ej~W@K|E<%((fW=DqoF4;
z|L(C&3ExDOPbZR?{Z)uz-?G$(w^cXE#2%_mJ$g1hiWC#B4Ld5KlE@hZLgV4i!yjK4
zK*X5L(!vUWojRP)tO04k6~;nKLzwgmK7RdOW5EY8bo|K-Siiw~!QU-&BSXFS^zm60
z_aEGr(2`nGz6Y@UaJRVs<8@(4m4_j;i2KAQzNdhk(Edy}9#Fx9p4&W0n%4*2Kvu^f
z^?|1Mh`&5*?s37Wkm{WpDz|Ai+vmEC$^@o-0m@AR5DHJZ;2hA$H_%UA$<zG^78wZJ
zGD^XW<c7lOkQ;I&6Q`>Zl%<O*U_=T(!TMu_0?n@gZ`4x;VM86UIAa5y$Gb~Lv!p+8
zHyZAIN2E%ppwF!MV;0?s2j$s6-S2!SB&8uED^1&S7t}umZ^Xwo?LT3VzoDf-2b<az
zxI>(cZha!*B2!Qc96V>_M(MQD;OvQAy|Z@ss#MLbu=1*Q-<~gP_nXqlVza#n)<VA3
zh3Kie3_iZ(!hC}vR~t34F#>h@R8_a4;DTy>t<1W)@vX4)Xt__Jwt>u#kzA?ab42E{
z`Nk^uqI-irtPNaOfLp6@?94bYb~5|scQ6Vm2!vXVUIA)|LZZ_1Fp^CZO%=CmF$S)d
z%~C)ytmF?0BMTZzX4y#Oa9B~OYA>05Dqv9sl#vut{^V{WDTL=rR$Z=^YJX>nQ@A|w
zU!nE5^C%){poFD5tlZ?ygi3h@_NiRy6YS}aCDw?S&T*m3c}@hOI(E5aujjH!9|Po^
zCiOWDg{f2H@6{jTAxaoZ?=Rst^_*#94cZRLxj6z%I}+v`O7DL^=ZoEjCzCSK<n5~5
zX5>R5i6RK@ZuZclE5N!LujO=<S^K(avdVq!_1LMs9I63rUiK@1wUfI)86sOZRf7*n
z_smOL+`i>P91ifnl92{Pcbr<3JS1WPi-@d*p2%ODJ&@q8v1d|Ce*P-#6&>^Mf?tGN
z%3J|r^O*%=a)m04RuA2<7YEgrDHCseO@|K_1!cg*!!oIFDgjJXMa}`AK?<YWHAUM`
zOIV8BSkplIPG6e3Cfz5;$BOJ{<C=8}CQ`*-pdYmR&=%y^aSzwH{F{lo0)UCQp~C9y
z*bQ%ybPqi@KIbk&<(_iyr^B}%W4)4oHc~d|!+(yANcqZe!JQP|n!mGL%)txf%NzW;
zvt{%{Td~+qbI5W8WXZPN_>AVS@aA-`vToyw0m6R{zX-aC8*13JdF<`*L~x<Gsh#t$
zRv&ub_SqXBOYI3!Iu7)ZVMpb%oQvv~m}XcfEIQ%feP{~&fLP9`H|)al+kbCs-M%D8
z(>ay|R7mkg{td61q9XHq2N*^~O(umY7GdVXMKhyPI`vMyubYo9pXUukN}WvxSdY(I
z<X5w+ots0C{jPgGU%QA#JDAOXduqiO5E<IfFZt19fYQk`UlWE0<p)|x-(`s%uTWe^
zx4hPVTFaQy<q23a{<S+iRYt?1rQWYJ1me5B5-DOY59l`X6LfHpKrGI|7$-jqi;0Pe
z5C1z~s1+@vm0^|Heu~V$H>m|e5331O0mKw#4>qkC(A-qfjOGtMEVJQL+DpCzs}QKc
zAqUrb>i!AB&eu#?zR?f1vNA`@pOb@mSHc%EC}mjL2t$b1E2;u@)*f>hL!*4i$3nhG
z&7}OjbCGhit%NdaO{Ew18U0p#sP#?V8#5#L3b3(+AIMjOM5Uec9R!LAy%4rHUUW;Q
z|7IHi;{Cj704(>%$zBt>Mmy-EuNlf@@yAqTpu6?$_#CO3+~I#xEjF(QI*6ocJns=3
z&Z~$&eqj11(D6aE8-|BH7!kOThrB_FOP@Zocva^B>W&04i`qMDDVMchB3WtUs_xqa
z-V1|_tfi+azIEaWJ?IR${W!0*<wC?O;0M2+3Fp!e++K0WdIQ}aBw+tdET~ntDEN^U
z+WB<sWd=50TgGP?P4n;FBeI3Bn&p|YuY(-zUWVLDex#zTJHKf-Mh2hw(JVgs9F!{F
z$)5l<AwGFIYa_iiOB9(_(+r8zYWDZ*#VHYdy|puMlG1Tx<~uY@g$5l6y)DldE@B7X
zBKNd!pJzar&eL)JTxj}o<d@7~BxN&ITJ!-$@j=jb<KZ=#Lc^dB-6w(|Jzgo+TA~kZ
zMAZLw6>ERsvjDOB(0V1mwKRH-eF3WrEMB?k;@|H+*}_rLQ}bC?!I+!^&ONxC%W5xa
z=m+$JnxOPau&~6D2ASnAzBB+q2wzlJF5p5~<HUnBC@oF51Z?hrCo>D7#y2YfwaJ6s
zcpn())6!@LQ1&YX2$F0udSEF&o2oCGe+-Z<kQd}-_l)%s$Z8s)mX;=IWA@_b7kyo#
z+p26!rNRn|^L))CXM#A&x2NNe;T2X{)t4=Kj-WQzXBmnSIhY&v!lpMDdmNnbtMyH0
zFiC2`pqjnEoKT>#WOfXE;!pPK>_-+6G(C>^H89_?pbk{vZ>Co04&lAuC66B0n>RHq
z<2)-ne+Nww>Q*EVY+<$gQSHukUaGZZ_TV+5m4R>u+gAQpD!nFm8PvM)Sb1vPma{qj
z$@c<Q_g0v<gM2H{&SpZ8C1cOcv5^;HRW`H6!CE)G_&eQ68nGxkn^D2O^Pb+;Gi2Ff
z+St{|ztcs&(bFis_v9s%Sh`r=`<Lk<g29VX3P{f)uT|>>5qO~{Pks0mYZl+H5K$VL
z0Q)1tqvgjGdom=lh_B(tXP41qVAK~vu>sQ*>Zt1Y<Ixoyf7NEoy8Gvn%1W$Z%Rx*l
z5SV;j6tk+Xx~>Fy>l5CX(+zyJ0jHZ>%>J^N5xfHYn#JW@tX<~_>Y7&oq#-0UsWg=D
z!aME0pO$m?@{eqAEhJIv#lvja;*rBGK==77_k_O_(|mxU_PS*tVfrYvod<NOR)k<p
zDp2VztDsx?aGHs3zs(z(`KaONBL4i6i4w~|I|mC~$iC)!0;yB39Y^{1Xh6Ta*Ae4d
zaAHc4+khW=z=Kx-3{Mt~WdeQTb(aJiZEI0;-=+}YgH!X@rpAaMN0h~oY9p6>_OpC#
zLyH)b31SX~4sS>oRP8rj0YJwdAbfvGGeCT*BA=v79Jg0Mp4OPG6n<v@?ccz67qr8k
zu!sl8{7(GM=@dKi53d(~yvc-+KV?}K?!!hMl;3v4brfNq-J15j0%Th%AD{lwnPYXU
z-u*OF_5H_Ne(v$lC&T9+WzLo8IyvT@JbF>)fBOY=H0M_U1*GMVbjK`5-Wuo+&mfUZ
zbSEyspTj97_Nd(1c=+M1Z!QY{Swy<`NUu-Re(&$Sk223^VK=*zvQRatKlG_LfX1#i
zc0^P%YZa3CpnuuKYBopXomH~<sil|eMA=P=3f-cJSM4$bp=GzzNahxb44|yt-7>{y
zH^I$a$*H>KCf`Lg2e>JLg=bPz?=&d1fJ(${(bB}@X#ht8{EviBVBAXLp*td^bZVvZ
zCtemCVJW}v(M$<ae5ds9iKgSVG&Md8FgV;K)i1qhyPvfwbp@c-{@NhZX}PnsVdhM@
z`(r%FYrWd(d-F{BT~>h(I-Y%Q&R3=%+dP#*^v_SN0!oGcTDRyCS;X7hcTQOo`K_F2
z!<h3~UOFbRx-I-DP12R94u?$3X7;webciY)H8cYJ)$5SF44T~H`0{RjQ@sGQ5%C+(
zyL0b-Xgd`CO@ZBug$=e=mt<`u1sgdNJfd|AkT@3ZPmsU1&qW1|xp_}UgXi`5R5}<j
z^PXL^_s8)qUK^bdG&M&JdR*j(EB`DZ$)<=Fq>5=ND5FnoSCpI{em)v8CZkZt`RS=E
zNf?NymJjE0f`qR2Yd$}U$H^R&e3Y1~MbZi6D>~1KMuW{r6Dwt=kkIMjaf3P3iBolo
z3LaQ!D*W5w`Q^0=tn*L1K>R>t@oyLdNA7y3*Ds1eI?(6y;tdCC|Dog!7p)v_aM7v7
z@wxn64l76zi%*orXTThlB~X~|X4}L)sMVL9njGv_TUlsAjg9_pCzYV4TBuWh^inEe
z)snHpQvLGj!zJrJ3{e7Ju8j(Idzj#Z)&8(oWYsa|{9jAnS;=nMRY?ww68t+vRNI=9
zy{4SiK#Rce2d!P#rSAw$u*3yTq!yxxd4IgKgwb<h@#C>uQhbs++#imprr1LAAFyW<
zAgXy1{Nl%BX*e7USs<Pn1N~n6xJts1b=M&2?x|Z|M#SHRTto_2r#K5RqRpAibeiE$
zP|jZ44pg^I;#w*<_q!}vc<#DaPnh3WQ3#Ry9B{vm-+4e-@fdtZwM$cIf;ERClTJU&
z(`PuFG)pdg5ctIj94*}17y!<~X~<W>t1Ift#6&7dl9*x`O&h6E@We`XL4bVp9Zz1Q
zq$X5Hg~azu@_whhN2j1Qzzc02rypGKN@{^Z5a1cQs?EnYM<oppwab+PyyO34ywwLa
zbj0}UUuz4?ie^}>D*}H>hu_f)lfLc@(laLG@WkZ{CJzS>QV5c$V=^IvzG7b7ouV61
z6-F0Yji+yo_l#e$hZcuTlWT@bkx2G6XB_dPoKmtJY)4|8lJ87L<(McW%|q&#oJA0O
za?1^R!6Fi<$sZ+dGz@cKd{(;DQ)AND;c3h5*VmeKA5Afp$>@|)@&Ql<Y<8z-s#Lvu
zB@`E7-u&8PSJK(8UUqxz8y_F1*Uavt^90`;xY^6JSE7$-J<DRY6zISx&mVBjLTJ*5
zz5I_q<=`vP!b^PwwyzN)MS9-3GhyPSyghC>o=*?oR3H<FO8bv?WC`rT>{}+?{Y>e@
zQlj;Ne7C|)S@12AI(*v-oA(h<GtRM!o+<)>0CH<SH|<qjL<o$Ek}Df4^|e8kK#{@n
z9LTHy#iRu=Xk%HAifeoO2E0Z9462(W90wUJ4g{ISn6Q#lL&FMp+<Be)zp<*hx!N0N
z4eM41Nhj1#kw0BliFr~lj`w*j-?B$E9pGS#dlJ#sYfYg#W87fQ8H5!d?2&$?ys7%V
zx;I;*P6%o?K1%T|?@7MeB%`66x>v!63r*P_-!5{0S;L%p2WW<evsdkFih59Y2sxiO
zL<=Psq7)>*Vp{8cYZm1!n?v&Qibz$~xqJ4V|D9NsALm|bL~4iZ(S!yNm|xb(i(LV3
zYUwI?!mMaq9q>iJA4gk1JJw%Zluj!|BYQhe$0b5nXv8qEp@u5>2JH5m628d*-O0!j
zc?QEdLyFLCYwzN^^Q!79TbPDzYr_6T5(^Zk{LTkhPpeHR_pEhx@w@_f+etA0(#?a`
ziiv3HI3L=ecY>4FZBLV79R9O)2dPR}|I6(cU0FQgca-ULl=vH_bzXdLeRebif6?*z
z3cw5*lZ#AiJ&^kH!?Cjah`xpIwq<7~{-QXJGtugSv_bve8T82mr`+SP)g)b{JQt_D
zYN_lsJ9P!v`IfhOsC*8~Y22;ee{8`;X%sOAwiH6048JR&Q`PBOq5A&MHuH|APpaWH
zQw0gfWD9~S%apku0lya4rF-#Cs|Zvup-pr$CB60GdP;QpPWGXQl3Gq#+`O^3tNFKX
zj<jCcYx(PlW@>X^z;{T&Sbp$>R@Ca#VXxHqWGt|uxR4d{^yFM5U!|w}N097CHm@fY
z%U0dcrwz;bZ_}AhG@#|fO*Y}q@ptEtzpR`ccb&GFEm8%ik7PT;tm%5wLW3ahi#oG}
zB&Q!J2~F#V)u@0XuKlg`c+vvdRwLr($#|+qqYD7cX(|WbzQ2*1LIF5fE)Zub4b;MZ
zkNqtyPb_BPWaN8Ws&g{tItnk<lD}45cxzXtwg#RJzc<zz+{`;}<Y9d4a-BSS6}NUh
zZRhsE<IYAG%Qf+FUe$$c?aQxplyU?16kRVN_5$Y(T33L`I|-L8&krRJ1uKb=Mc-c|
zsz_K+@u4^``cOMca&}<K0Ik9aHF*}=vTq~fqs7Mhb3FYi=PYggL3y7Z+hnxd2VD`9
zBHNYcDs3S2B|190w@m!Evx0;9t@F>?SWulWQAvA%j-w$*-2$L+pqO-WSd<0=1Rd~a
zv<i{MXMNH#ln_5L2Btz5gReVVM*J(l)IfctSSVrL$|>=dWXk%s3ik1vSW8nWR#tqu
zft*NS$<E~GPJ<X9L3ALY#^Z4jI)>)Hr9U#REWem!sQ9-PnUE!YdKT9+-82X5G7bMe
z9`h0&*f7~mqgxLwzwj{>mdWT=w^I#O>)ytExhI*!?%k;*#S~V3!jf+35N)(mVK|a6
z#;;m&_c)2yR=ASymF&9iY0~Fk;xvF$3yz%lbt@hR2jI!51nn|sZ_VS(;iQi|IS{uw
zhf%YB@!KZRA&nu;h6zPjW&;TlwuMse6%xX#3Juy<#>AM(5ph}b{r(le@1Aoz1pJMH
zOK>?x0{?0vwIpRWWAn8vYiD4s^sHTDQzod!5$AiyO?EAONS|s>RCZNg#?&7kSovOY
zciRMdO(uq-&{U|e6gj}<bFVH5K@vn{Q35=S%ZvsfhQd^D;J@ZALgB{H5o6MLLngH8
zLJU(-ep@FA)R0Q48bG4!KRom)=|d~tKv9rXy7Tcg)QlsIkqQu@#V&5-ob`@eSqd;I
zbC93M3uFR>oBFFLjC{O__vp!?0LK3h06Ia%zQs%<4n68I8}ss?%BG9uIXM`lz_n?o
z%I*sxC{Iu;M%zdGRQ_CGp4HKKa{Ag$HLZ+W<sgooDb{*r-kp4A3O2FMF;L{nNax?f
zbHw|$91d#q2xCyBay_f6o_3q}YM?Ri{Obnd(V%0VGJR;c>_!}d4mroIZTM-ktU`0w
zJpL7eI%I$K&2D&X{{Y0^A~Vqc04f-Wd`-r;KOM)vVOTSa5y!V8w|q^X?Ya8?Rf{5)
zBZ7P8lGqNf!jbu!MxvndSNc{scK*ha*#7_nXZhCu0E1MnoqSLCPBGt#!gmX4Hqr*>
zJbpBQ%2mh*p{e*BcEwl7>71IKNZ2?WZ~&_THXQP4@hAsBjTpkQBY=LCv78cAcBBQM
z!*2(zSb?#EI#p=Y;Af1Vdb1HFvDkXj8FC@_mxGn`=~r};KelYTAKx$Y6-F*|&q3C&
zX*}xIUV>#H{xkwNe0P=BVn6iEe>&v<0KM{@_pYnQhyEt<fsSJb^{!P^VBlk#NM}Rf
z#NXm;W7!p$aqV7*sYu+i^#eUKTo-{?I_oxm>?XUbrumtVrg)-T0^H_xo2R<)j;zus
z41wb~1ZNoa`qzz&o}Z0-PQJ-6gf$6Ob_roF!`$M$R1gzA>j`dlP}z-lRN$U{DZXNn
z@|^nnQs8-wo~Nd1i~y8l)0#%i?7TdG;!zezBPTzdYVRGrJu4eP$<gEPGI{)KV<R7j
ztu|mzrz4-zw)Db9q``eF2|iFe4`Ym1L8X7kjHLeno+-qM>}Y&D<HYwsjDMoH{)UuN
z{5r?{B$q^I{ym$of1N0<m~3)Oa)gkAf5M{>^TLXp%7^~|tw50nC-A5);-p}9!TM7s
zOmWtv60dfs-cUwGCIkwg_8*9<dXw#ev*>vhcRr+(S$eF<BVm!#y+G4E<6fNopr|~P
z*RK_UkaJqP!BcWhde&0`ny8|g8NdV_)Dja`7-V}@X)#(OHbvg2hpsXB)p7T##63W!
z#9dCA6v+t<#Ymkx^G$LK_Z1AYZ$O{-!E!k5UZteA=+mCn<XR~L>nDo!O%inS<L4)X
z)~Bf6#r;d=iH|}7<X4yYisu&{d9O#+t`J1|Bz(2yn&}^C>z-*n#Ef#lx2L^BA?s2w
z!Ry6D{->pAgv#zZ)I$S2=A~iYqaA9AFIfKouFh+<(m=wG&jPs14ka8{bEE)Of5SDL
z#*N6pz#wNh>r<*6f-%RhG>DlBKc!ez&p)kZQ5vT}Fnd(UFn;N$`FP`>@TsD=Be3g0
z4~TP~I#u{oU}Nc;iWp8uuWGv#e}}azjIjpO+w`qC6k@5{$AS1(j4|}$nh|Coxan3D
zFQr0@(x*{YgvkI}l|s`LRD%@6I0dJGDWeqeieeY#6<XqDRVO_vNn}+Ok$Z3mDh^Em
zW@^_SY7x@B*T%NRwAXd&2XA`s@81Y}n&x~-Xl`@~<x!BM9CoSdGsrED<RE|u9<>Cy
zSu%Un_WuAZtfX``9oYc?06N%{I^=c7HB5{e(DGh$@(M=NWgU7`5ucx$twwM-?M*hN
zNzFVdUc8C`)3%wK9fa{xg!zYT)@*V#Yr&^^(t7?h0eV>^K)^7^LIJ9xF+7Bp#aC%x
z9FtLoU~)RpkPCX4BmxalJRWM>F>k%rpk*D!FeAs!Q+DZ4^Pg&+M-%}W=7K5AIi&4C
z5jK730O$0nG0iv%Ku7pfso2L+Kor0RY2yR6ARN=NKnFhbjnbDi*5vf*Kny3nMAa`8
z#vJB=2>MgHibVUkr*_V00SGjhrROwI12La!k~tb82<Pif>r2*vHZ65qbQqcdeeqRq
zE+U>x#G6G?!KWeQ=9Pf&z8`ra?f0sa*O6VGrh%>p$}l@(yw}1vCLK)%de^5-^ROfM
zhaA>&MXih|hx%7Pjzv?|!4AK#A4=9(_i7p78qL>7?-v6c=bA`t$IeL{^T0K^;l}>}
ziL^jtzaNERuTg+;>T7GmgBrv*9CMG#n`Dsqoa0=ZAm<>F=~(`5(ekZqc&8&<l=TN4
zy@g^j<#W=62W{a%KeF!%_1pa`mEDNu7zCCz)%ZjY?3=EChPg1K%ba&sILA{$+;%G{
z8@+pHHDV>sMlt^Y0ji2}z%c-SI@Pn98+Cs%cQNUXl|mv|<iP<+^})_7Z$U(wMX~ab
zNpN-tZb;2#8|E>xss#*s<DjeF7$o?Xz>~+EIHWUY#Qq#@9buCzwZ31M*03TUF$X<;
zd)K3UMO@h1_2v5Fyy`XD*}*v^;-m?I0D;Cj;}xT%f5>9X{<|;ptn<MKx38eB4I7<a
z&z^kM<IrZ9BX`GG{@9Br{#pM3Q(U4hPBF)^uB*pi@)(Ofqwam{nYK`5^#Bu!k)0=j
zxYg!4=?VT~yDR&Iw?ibHsUd$pD~<3`KiZOXKe#;pBD)Lt(pa|08Iyv_yyu>jNNaNs
zTbU&AexxHpixf>61cQuXyk$m5UbXC+*ns#?SMn5~A<HQk!*QSKUN*VF_32p4bFPn3
z2n1!YX{-W{nCGDMrxG^%W2G>Wlb+O(vpUZYf5;*}PbB{UI@thZ{JlBGYa7GA@(7Ez
z2|ulD5194EHegD)ACKu<np5qum@vr%_3y=D2H<BW9=ulem4RbF%6aMa#W;~YjX#HY
z{{V!N=hy77{{W$-6ns1w@h#3rCe`wP;Aus4!(*0PoFUf+d2ZByZGb-i03N2eLw5Pd
zeEQQ(+u(fs<BB;#=XQ18KKBBx!K!(zxM9~Eab9rOZ<F&@=8ts6(3U5kTA3>iGr9Xo
z+CV+MYZp?INr@Tb&{f4^P;hwl=|bCySY-2AlyR3jG?U4lq@Pn%u5@RK3vKCMrxu!p
zS1ZrAHJPgE$gwvay(mmBc@@H#+^MRptlTKgYih8cw|Q&a*7l9z&$M93rw7zloXH_t
z=MW*2p;paJ8Zw?&n)RRfLtzl^*f<>Fd)GItcysLGimwCvw3Pdcl;vOsM#XK}=xuff
z$aC7L=}~6)V-7*DS@8CjuM!*%gY=?IXyR?WGcB|3Dr;IPWU=A<es$<K8dQ6F4hI#(
z_<{ijFgf<AL%CjCsV>eif0buV;d!qP?WB{=aw}8A@d@Smj(N>`4W^o&P$fk+g6E9h
z_-0FFELWUYEqN0_+eqTQ?_1MQ!u)nV_2T{{gJs^;0|e0)4^&_kX6el*+2ki18}hEN
zLeT!y%e%PGO6~3ZBL|ROqa8Y8o0&E|uEr-xMpTSfccUgzat?Uw+N@ppW;kDRuOL$C
z@cA+YBcbP<cBquDQbyWfV0InNSXK4t4^vfC<F_Z*rB02L#(Aj%)MzpXe&Vf18SXR9
zRfL{-9GunYOA;~v0PCbO%yAwD0X23QTd(I(LamYOT2MyV88ll^C5qju>~N3=r8YDp
zty(~8k|lz~bJnI2A6isjdXxi-v>~ez6(ESy!qdXj5g(RCLo9+YYQ(LzO>=strm$`W
zhJ7e(5n|@?4*|KXspT8;d)8&O)5_(ToK~f!jF<Cqkb}4s4UjFInu~-^oy}{%h2oP*
zn$hw^gC@4L?J+G^1FxyAFoP7-E-RlWc&kH`!=5L&vu;<1Lyn+|!Msq*)A6ra_~~LT
z^?f$=Mm*Tr3CD1M`t{{*Opq|eINsWWBGZlt{<U^+tO*sHXyGJ1D(sSsWD21f^8imh
zx?-y^&oypSxcgKEG6)pJGaOTo1KOOc#Wj|IB6H0l<a7E{i08E!AbZdRP0tk@RLm+O
zr@b&D$2`)mdK!MxbIk!w02rjk1v_a1kf}5PfOGg$j~yvO)3)@a15E%^ivF~_d-tFQ
z?H=?VoEmsc_oUm;UJWoA&N-%&?NSvdfl0HP0FNHD*8OT-oYP8k(tsi6o}-U?3gVmw
zFf;m40%Mv_!k$OHH*dd60BtBZ;*4`jK*!@i2!C1!S}{rfde8>8jWLT*g|qxZy@Jqr
z*2v`Xx0BwyO43c22y@VmYuY?FFWPj-m=JI<JJxe5Bx?v7f%NNFV(`jp*8)qKUO4ld
z40BBp{{W}t56Ze*RoepN(z7h(d`aQmA4#`Gx0Q^}zyMBjR5V>C>fcg=Lby*{)ZRYa
z8rhVPbJsP^Tk2Ye3X?uZOm?W}vp0<uDBRWYHk)-WuOx{J6gcE};8qk?R};6F97M1+
zcIQ*nz|4{`Bz-CR9Jdm)uwq;K(^UcC(&}}-8Pn&t(=K6^HoF6X_*P6F8w!(spyP4;
ztE19gqPCaMk+-<+I#haHsJWWqWVkP|7RGwf%*f?R=6$z?H2a7`uI=^7YBqw;P@3Em
z^0j(ZyZLHNYm6G;d`6^duOS3^ob%qUH#3ozI`N)8D{sQU9}#K((vH=Hxyb8|wZGwY
z-QpVq!2RgPKb2W0eeo0iJRtu7e!TR@u~hIkb;WuQ#4H<2aC&bw!rUB38j;B4lT*|P
zv4ji`J7%;rasL1ln=_6)<>wyt41QU#!C}96;MKhu7yDAs`Gc9)1040H2-NZ4{Dz{>
z{PQ2qu&hDfD{;b+$I`d_b^ib%sJQ<CmVJAUwacKwoD<Wa@9k1Er|^V`HHA>wW`Kqs
z_1WC7nvA1wBOfr$dH01~lU;|nAcLQ!dLQIyV>#`1)LM8;RZ+C>MstCI&Iccrc)GXC
z$m6wpmx>4cQu>yAKx@NC-R;*kl(#ylY{Vz99eYz)0n~fbi1+8cG>+Zr8#Ao%=>GtT
zRAVQSd;8YHj-dDVtd9=@G>EVca&uca<B`|WpHmV=<+IP>Te?c_vY*?U!dze;qZ|s}
z(SZ9D=i5J}G-o}HFNb;m0ECk09@fqO0HLiEzYhoeRJUHAW^RArX+?BHW0qT=IvM><
zG|X{Qc^U1Fl&fu%(;U@Z2!u$?dj3_?Xj{vn=yEx#)>>N1KqHR1uFp%-RwQ4S<{0M{
z6M7XCTT;rNtOqqD48hlrOjXCV0Z-GZsDwju<F9NUYZA??cif75U{xJS1hKN?sK+%l
z3?p1;9+XTLMLhPPu2y-i_KxkSqmEa1KGojnHfa(fmF?8jZDOr1{iL^C)|Ix{_JPOs
zsn+FNLvPB9?D!yi*DtQwhK;u1WLD4GM&G^DnxS_za*S>V9Ys^rg`wv*I!R4Ip9GE7
z>Us+Ka3Z%P4%N@cZ4$oVFafQ*OSt1vgH0f8-nw-W9C~KF-^Fs0t&hYG`L4oy^k~Q}
zpL*r>NYZ?%!5#Uk6J~FP<YkaE4nDnW)9mHUAR6=iE*R~O2X2PCi+lLddhw3bF(THl
zhl$2Jde@Qohe(opy~~sH4&7_it}f${a!1oOi#@bbwn!Wv^oET801a3Rb&N3272Vsc
zX5Rz~=PgW7fH)Yf5q%PXHx6l72=y3a>IHJmY|D7ZkTae-*HLjiZZI2~&1FS$+j{#_
zu<xM)Dd770ij_yrkVgaZr{*9z=d}?@8$VEfyk?bzTZ|2(r*3IY$%nWfQBtDjFnI6Z
z6_Kl4c{{eQcsx_J#%#l?AU`q4_U&3QYVkG>@$b!f4gR$}dxGTk=y6oz@jc)m<%c=N
zQiCU%9`Ks9cppC%I%={10C;{i;7#J&)y4_q)|fnJeh;Q8^2jcaqEk~&zF_N)wKD2a
z=lx*(>*s{=z54XcKmHS)LmlX|718ukY6wm@kItw2TH}TvoqY9S<DEg@Yjm#DPw@@K
z%wu+Q?@r7#JDpclXd-430Bg@)>gQ0uk=@v>U%0rI=#?zQepRoacz9knnCe0U(v`Iv
zb|lg?scscm@IIB>X|^kC2vOJ8rL?e1XjM>S0<0?qIIR>&Y?W6O;&D-lR~<z`adNRn
z%vfU;KzT>Uc-8cMI$o@kk@yuq;a(}vlyT`^rSV%*lTxz?KIBijysbWHxa(57jg-SA
zPD>vARhZpnA1^+&PI&jZUs|<m35q-^KmB^5M!3dDr%H*xTCpZ^@ARt72tBbt4c$#<
z{HYm@Ftq>!G^ak)%+lw9>p%@+b4)#H#PQmjngCJSlu}S=0YT!MnmYBQpa}s3>q7d2
zP5M)p(3${Ko}KAbWYnTGBP7y<Oz>y|EODGtRNGUbKZP`^^#*_<Jand(!KLFg#^@=4
zqk->9j`UJ<j8Fi2(T`eO^GJKr0S~n&N?Hvt8}y=<kaRQvcBJ>_l=r6dKoTjz73^LH
zW|Ku5jzH;NG!HfGzYp+qKuFIY)}nhA6KJpce}8jZiz>qkmf&NxWf;J{2N?JDtr<#~
zR50N2Su;bA@#Bd;%y{JSTb>orE$y`Ax{@V%+nlhjcgKyf?E;>LyG=JxiqA*4cgbLY
z1@)*)T}@n?g^;?QjcuvgNG7*MeZMJDT=#|agQr}}Zy`s?Bp&so`s}v1`g}KcaCsL;
zU@EP+A5-|zWoP}Hsol=EF-r0S_woYcwNpyuDLYu!YcS=N)DTY`RT%6=o$It?3hRT8
z^!C@8Sp?Q<${2@er3a5-YESKLK0-<RLJ&GMWd5RtkvC*X83@5g<=VNw6j&RpD;I(+
z$(B~F_SGyKcuTnV0myDYopD|()GlqKjvIN@sbc40&MM+2$dg7`LcP_@QG$6Jxvgyv
zQqkhq^!rP2Wtd6;kXM~I+U8&zd*`Qm==>q1-ACemK4*-giNQOLJ5|`u=cjx{C+xQV
zo9l(RlQGBN>s`OZM+<Llp1a7eK36Wv7d&yzK}5-beT8V~zw#Nf&pDY->r|2#cRh!H
zdfCzJ2-U4$DlsaYXWomA8Xh>$_RK>A9$&3<3!S9(1J~BO9~W7htz8I^FYd<&>sYCy
z58|CqwhuI}GQNc{hg-CKf%Ap@_^#6G=IvZOGhsIj0tY^|&f94)!*LX*Qc5sxoiJ-+
zTibTTaW+^<f-&!&D0+yw;*dY#7Sz2whOZH|wwCSPV_*u5{<ZDiD#!dI8lO1*%X40D
z;XNu@Eidk7jH-oDj7MHhaapygy*XMe#9bm{_%Z?bQeNn<Xo}A%A=obhy0{`x%yx9{
zNUd3-icJ#VdPZBWS##@E%7p4j%F*<ehe?D7Jo0l|NvE^EH~l-+%|8avWMpGJan`h~
zU|DA8jC#>xeWNihETpwzxraWTD_2P$@h+H*((5+CSZoB4NzEEtZPVrlgZ$}RP;$C7
z{vHy1OLN=(6}bNZfu$6DJkR_jw<EB&e1G3*MQ;s^CArNHgV@LVVaNNFtMGgbf2KA^
z`xWe^MIi&)quIXYa~@2;4t~U$Ny`!b&MFp#>}3&3rAX*~Yt=3lN}el-@eQgx(GU)I
ziq2}tan!48r^$EoHwb!Ecls>0(T790cjCHhSbVr67~>Ts(knpVj0{n4bf~|0;0%Ok
zoKpGcJpTYXONh44;Bqp5oiocPn&oq8p42GEl#or6$EIoGL)WLLH3*2{a6!!qr;qF2
zg;9!BVq1pZYrKUd1Ky;%&@OfdjmweS99I61Xr=`q0)1<GJ2fgn71srIbI7ai$)n2?
zPSl!jFUmRWb6o|Wg)V1|86_)`&MUJ`Ix#Noqcx)x3ah{sY7EPm^ZC3Vb+_cWC+aGL
zctZV~=3qU=dZCDVQw#&pQ}$xH<;TJosK0y@{_k3n+rpR5z)3FA-vYfUpj`4P$pR_h
z3S5D6h>O8aK;3fZ@TnicVOJt%&(gcaL5`HyL5`IDm~$RWs(5n#)8@AZMIW6|veC6W
zi9lu8xvyKfw^vh;Dy6NQY0+`bE<y7g#kYfZpe-|lQ;!5DbLUBuU8G0{YM*NQQ}$?F
z%;5h3;RcNLmCZUY1IHU=O5~4P?zWFgU8B;EWP_OF$AwgX%SJz1&eXgc9MLf@+2<AL
z1xKY;xIk3#N3%i9&zyW!;pueQNg$Lx>z<C=a`flky^rD)5r1V&NL|2jlU_*+cjq4T
z)`(AXHnSNy>DHr7KPNc+g=wOO9ZAonSVR~c04b+%F}}bSkl6w=jybKSRKUhL?NA+=
z!2N3MBDIB}5)5^&=Sz=jDIT4Ta~2>8f!p4?-8f+sb*Pdl9S)OV*VkTH1OPcWuSwHv
zlGfQ#6bx4v;VENV$q})*jy>zYkAcMzT|tP)XD6j{8rO_0H2p=anq?ONXJIwiP0VC_
zSIoZ@1h&36xMp*b6tA$wISC%1{xw*^D#5+8QBAMUsEv`f6@_@!zNp498PB=Rcm5Z<
zS=m83%7aqwQn9bCcy({|NtK7rQy_cShlDW5@UX)nBk`}L<xtk7V~khNo+z~Y4~g#M
z=%x1#!<uVBGY)mzAT??pR2r{zK_HA|Qo(Slqp7AzG^335?V6=09qM^5GB5!8`c+vN
zmM66^BV(SG0dge8OZd^oPI}M-C?~dQ=WQp-PH{jHo;~RIsWz^0MgZfr07pqu;c_!T
z3&j9MOT|mIM^Gr*z32iHnnlhscoky{^d9sbyKn^nDx8m6LUGT%C{wqdDmEZ{&;z%1
zq+&DcQGm>TRVJ;&Z^r33_Mi&bJ;A0pZq=lGu(-$RQL>@q6kG}myBRdR=C1i*<AF)#
zN1mKe1w8Rac<om_sQYnBB46(2fGD0RGo01&9Dm)V@}tL2d(Z_8QdWqDKEjvCPNjIF
z;AVEFVD7D7B0uht_)>WZoNeZdftm*+iuQkpSvn?h!QfYxEvmV|Op<s2SFZRL&FwUx
zvLRngj%p;)QQX~S#n>kq>TyzCOXWm3$juBt(m*s`e31iyPrYQ#5yW`$_bsDit9~`o
zsXy5EjesznYnk!WW;;WIIj*YROKBFIW8@Tzdl`4}nXmK|ELJIR8a7Zf@BHglSp1nT
z)Uz;E#!q^sd^X>BbPVNh-}zPB(g?jd!P;q=qnDppju6X`J#p5w^bKk$WQ|WCoMyc0
z=IEIlo~JmizYEG*>Mnx>pQT?au&&Kp`{6dFs2!jx<P6~8*CjRUGMtFpKA=}Yc|E*8
zX#v5Jix%gRTz>eUr(dl&63u%(R%q?oIHQR$akvg@_lIvTAH_BjO(Qt-hZ(GmKTn?G
zDIN@MUcA>=;ZF|U&#J*L%m~~$C%!6}BdGX|evFogF_9tbTxGS`S%%bB!)K*--ZJop
zsjoG^*#ZrWN!-}$T;yL5d`AR>DHE@#dW(#;Z*({O(Wf}=Tbf<KH`d^w1jsvk`qc}6
z3hK;Dd1yyNlhU@d{{Ro_5M9FZBJ4>65)VuoLoIlUaTcVYkKh%KF4S?i0=K+Dq+MTL
ziD3z_F4LOlt~9Ht8xEt>j`W5*?SpS@_o=O}RlL%ncPj4BzJL1llO$5a2w{UxvvNMr
za5Lo}<|sgEJ>S|PXr++J8;z{3(S|Fa)P!Hyu%tm1e4&87I#&{|axe~iWY>A7M3VSw
z*Lnk#@AWj$99r7AEOs^z9V*S)5$RE;2N)RX>sq%qVmBr-K+bS_Ru-lndp(MOh-3An
z2A-K2YZNM^g1=hU)01SmAor~83KF(Tgy(M=^{$T2B~nh&Obl&eMFp5+gV@$ImvR*H
zLV=tdj`gvsM$RNy$2sX(&ucQdERBEx>C&VwbiWS9JV|ltZD0QYLrN(4ct`vsw<C=G
zmA~{fqPK>|a@_8k=n8Mz{i*^1qiC$T*z7E`?gxs%zP2;I;yc#kC@WQ20R&V@+-QQ`
zjBzTks=9^8?%hD+6{4sOSGl!U2adFxcCm14n(X0OLpvW@a7=;i>0KxGK*=P2l%LrP
zf-(A6BZEC?;-O=l3Blv9YGGWrO6g9L3Hzh)rClL=s3wI5H;REaip-HH{&mwtz^_Wj
zv$hccG19f7;9|S!=&X4aWz9RHVS!H)Vx!zB&1rKYUp9|6qRkl;?gG5HG{v0fr8Z8q
z#l~p37ew4pWyq+Pr8|l)16YDNs>JO)RgwlO1_PdG0$8T0#HOmo25Nc$f0}6XO)`oA
zcbaMoiHKT~tK9v=KptQ53RZhZ2Za^okY_j@L9bNt=mySA;~4d?ErfI+{V_>w1;qSw
z*BGlY{D5@EG18;Ag`DsS=B+#|k@61*uk@sVt05fVWYin8-=OvBPm(}M&+Appia9v;
ztx${hAo-wU@UG8IA1KM|isH2P0(HkH*QIv)Z!xamIp>bm6B;yNnoDVxSjksY*WSGc
zLf2CM4X^Udzj#-l1<pllXfd~(<R0CsQz@g+Cb(5XaynPdUlwmt>&6o8<VLEwuXVdK
zG$D5%yI(x~MU2PddBG=;Dc<c0+8oMGSAtF}u<+iq<TCS<jApn}*zPLrr0obsQ%#{G
z+kfFFU$Njg;B>Dv@n{;I`rNFaHa4)Vxpj+$iv_qHDwp<vnn2FS=|zI%k?9X3s12Of
zwYP&V=L2hFy;ilk$x)i@^y}9OaKs#9rLadUKZ7q|P)m$w6``ekJeyDrzHPfm;8yMR
z<dUZ+9FB9+y3Yy785keDam7n)b~rs(;eoNTY0`38M?+p|Iv6Hs*yMwX`h&zk4IXlM
z`4951n6)FFLT~qtR4;u&qQ3Kvl|7^;@^KJ2Caa&jTD}{I$*L&!t0d~QzlXAF1OqPI
zfNP|W;RI$9TIIK5x{nUVV*?``4A*B7{n5{*WZ6f6YTpm!)8s0SSbCb}uJp&XZLAG_
z1FgV}T#=gce-px~FbWSmlT!({?8f3@X!-+cmr=qF3vrtDO*i1>gwU%`G_1sDgIq_0
zTrRN?^)>WXoBseF%k-+2tV?6eCipj}DZ))J;%gfF;Z!!@n64OO*1e|bwt{Pu)o(H|
z4^xVtnMm^6uK@W_I|&cVS@ymO^V@@;Q=0UP;tiaGo|L{AwpoYFKU#W<$l>k00`E9O
zkTYEje+yxdDQO*6y&^q6BPck>6>fOMXaGF>QK?!UY5xEUt4{~-G5l$*@V3M$WoFOT
zy&pI@r^bRt!2D>`N0L9oSVY@$+kUlaJ{nl<z-G_Zy?5+!tVG~+u2$;$8+}Z~&5rb&
zw(N0_Hpec%3$)Q5aM|_EMgIT_+f7`q4t;aYcZ;c7n7DQP>bKgUb|g5(7hT85`y5<<
z4J--yw`1#9<M?Hz9<iU!y2ZSO1_OImm5hrp?LxB?i$@&~!(A8yx)Yw<)hnNd+Hicw
z86QJlm#_m#<*77slXJ}>_;08G031iBb5<hwWu<wUXo*wXHRvrGfzq6VigppqT6hOV
zwPkg+O~ag?YR02y6{4?{fk(A;RgJ71h5FL9hK^|e0LS1So$B1kqz*IdRhWOJ4ti3&
z@|nVbHut1a!~8)Te$D>%bvA5QMzuK4$Saumhr(NsIo(|roXq+SuJN?(9coP<!iv|~
zH@+P`2lj*G+lsL}hK}^NLKszR@A&=j_f9ni;D5VTytR<s2K%`xarHFb#%S^>u+06t
z*8c#6kQ<oJGtW64E3>uucce>jQKz}XsV5k%YYzlz8dQqWNpQt|NUbjHO^zR0(rpvW
zkRjewv92sbAC?Z&pHp7RuJ~#@$Q;^AM5PD;#}(!G`YryH;tRM+IT-|U2>Q_m4HrBa
zZw<z$DohJ1uJ8flKK1JQNKtfwMic{qTwagiYwr(UTinjk$p!7c^mxxsoEq!&$NvCH
zM*7ivf=5~#j<hoX25M`2KRN|{_{j98UR!;h5Zkgdief2PoQZ$yp{rw(Du$W+#&Mo^
zn%Da%P)`1omcuJc(>Sba#RgJqdEyNo?A9IRWu!Rg@S%+y<?L&@h#mg`D$loGZn!+c
zcs=@7{MHRF?5X5>RB&kHGj0TLO}za@NX}=0>Q8*vec`5QygHlPI~kR6=~=O87JvZY
z{sy`|HrhK~H_MC=yNTrHniDd$74q$*aCr(yu2OP#AshhX`qyoD7?LJd83YhTWq)Sd
z6x-!-*BR$O<kAE~pc2Z<kCy=RT`VX9p2o8@`*`AJ^4A<z#6t>dkQJ=rSuS$Jch;_6
zT0|{d2s4AuD!q>vUy1%zdidte$FZehT<81&{{SOJ*v}tke1G3*MK|I0Pl|5OrL*V$
z`${WV>`OZQ<E<NoJ=2PeFU^X}k%hp5M@p>uQ_X3lV-(AaVCZ=1Nz>4GD8<RCnFDsH
zV+CIaty=_8q8BUq1JZ*4^s8J^kx!8aGb(u^ltIl}02*?EO+Yz{!YovPVyD2Pimp*y
zhnjHBKLVTpr(hz%%`Y`B1t9{91<I~@rl(q#Kr>B1Ge8qAaZ6Gt8)zV6oq&j*DhDH)
znb-hon?6Yt0bvg!rUcb!n~_$56bMYwP87Hl0Lrg%_fOKT5GuXKFnOR4E%E9907HEA
z_OCOyLU0Fv*1bE&`1=IM)4h3pgy1;o^`+2fQ>JOMG!eGblHF@fwA}8>k<VjH(=`Z$
z3b_Xu<29pmsKg@N2po1bC~V;GVDh9OW91}OB?H)V-mhvmh}k=V<eJ4>r7Toq9`&MR
zo7!?Gm^0M+*Kek-BU}zUSD)##r<%O<_wQbTrbrA*K7yu2BTNpbr});_hZi!qtY#Pl
z^f>8?+3?e5;z8|FhR%w3{{VJAmGj@lXoP+!V~$K<*U@r}#w+LFj0v~IXnJNL#Z%l}
z4>oSJ=%y$D>rtF$knld0M30(s{W?@|5@Z9`n8u%MaVqA3H*A%*j@hod%Z2AS#}&z0
zK6d*W>#WA%k=;QxG8!hGi5%zGrFC8txE^DZ#t5!<Sbjn<e*;?n9a6K)f<Ex%8j_9w
z02STiM4tq5xUZbA$@^rO$6reK9~WE^qsTMgui;)BdUJN?-l`~;S3N7L@I{kcYGHum
z+PS!3dx-)dB$JLS*M1*(Zc9{2<&T#ADx2sC?zG!)C=S^JKU(NvLL)y)qKXmJW3^~T
z<I5tmu+DQ>U%k^c<(?{!Gb#2p>e{w99yqTu@h~1@k5SLPV-JX@v4P=9wrkM=pS{|?
zlhTfDQ~l9jHuyf%?H(nMIS7mkW9y3gS4~A*WeeC=viONx5#N#(zLmggQlC2+&RB}?
zH6QhD^shbC2{$Q@yNyRu(IwY5vUmQXw7e*rBji;X(3l_T$F*#Db|R=f4N$Ihqy1p|
zQ>Pgt(xVyOnsXe1Kouq<%;VCewQt^3ZaJr0j7SYJ8nU<UPtv?^#rF>$w)+@^j@9e)
z1LPiiSB-ebjd8tp*FGbm+k^PomHnx9pkiWw8q~7AoT>fc>7KRDf=R85Bm2K$)3soZ
z`K4o{v$&Du<&Hl}?KDRD0X~(%*b}<~yPXtpK7zU_?s@o)jr?a6p*f*?)Zh$PN=Ff1
zMEPkEK3bkoHqjdVqKgH_Y~rysrQm&Qp&(WsxA#ZZl$L;wS^ogz?M+=xCVP+HMn=)v
zsyF<74_~Eqx+x!K?Nb=srg=w=bep^Bt>K0iBsOwKO5WM!>9+8);gLW!)cA|b6GDM-
za7iFnHFS&S5()W-CZVeorF2qz7P>lI;NaTbw7Y-2Jq0=-SX?m}<l~QXRc~Y|b)bcI
z8?^>j=NpDO6?_7I&_`Xzzr74b&4vxqar_54tFwxsr<3-TKkOR6F$H?nt%PLix67v3
z$#&?>s57*6HD6HCwM|b+^BYOvuH_8ikyGl{V*bKgLfd@7f=6n_)~~glD@yYq)L5iz
zv>_d626r0O^@YcRtz;oqQyK(J45`Kl{&mP$N(I98$7<sAy=H61wu)zFBs(5>$v&0T
zSjmYOs1#dUf@h{#Pq$Bm=Q*e~DZ^OzA3sw~(}$a-+njdm?NDmiO*=X2{i^yBRMKVJ
zJ7b@i@mr$gHbyaAzL5K_4{w;)Kogvv)hJ`yP_Pv|)^gp(jzb_k)ww}2lb$P|xnd;a
zttJNY-$Fp!3gZ;nXELJ%g$EoQisrW+%oVX#Ew?a`GqL$`^q_Vxg83VO{0?hQ*ngpY
zNvwpAYM+}t*0r}5Ux}uHl<r5!aa7ZcpK7~x{;bw`Be>%fm?FiPJKD7(A1idMt1cah
zCpfKG#|Ivi&@wAQ{*o%~=qAy>-92iRpZt9OKb2j*Z}evR8VNbyhroZrRe9}f;15ro
zD5rP<NBku>ZH~6j&-@K2ts$_U=W5u;T7cj+QyPLX#^6uZq!$X^{{UK|FJn$71#?e4
zilH3f4z)B_D#sb2p{7mbBOH;<A7w#LMhCq~xKgqi580RAgKRx&aKe<Z#RDpsG0@U1
zT=l8h*A#(;05i(>rkIUP7*ghe5P2q?B0jY+JkzsG3g$CWx)E0LDj67JlLJ0h+Q*t|
zNtWwT-pH!mYMR`tgUxbJ5TNYMBMYNwJ_lMuAjewDYvl>|yHzQ5RYS|veR3mI+cu<-
zVDnk;Fbqz4teLf?!5g`(i;aC%$lgCX7A-ORCU%fcxg6EeDD|!a+h100B+t;+lIy9*
z&ObV(ibD2m>x9GBpXT6KDw@)_Miq8FNlr4ur>#=OMT^<9Y|b&(somTFr02C%H-px*
z^$YMKJof8a#%e^k*z@0rnuaYTMLEw(@-)9_PI<<CYtZ~}D7cPHH!IH-<@0ddR)~|J
zhs1tTsOP0Re-pf_RAd9|+PQtyXPR~cPHjb`IRx{~LbDKany4G4I5!@Yz}?cWAMHzq
zHR`$(vqFKh(!6_0VlLMPy??`tx)lDk5-A(+_kN>}I##!Zf8*v(n5wUBx*_R`z2T^g
zH?pbE<5GrokM{+555`r-y#elG{<ZW2kCMC#<2c5*Y<*(>wNG>-%E<NRk-B<Qy#+Lk
zgVv~$7c{Yw4t*&|=93sS0k35~NEqimYr4`tXq1t`A4>E4FTB0^uR+nj)Gwwx9CM19
z4Hs`6Q2_&jM^47HG)thXD|!)wS(?Tpw;cB!Yc9_DqL8mRY*e9|-YC9Vbh+0#%XR!K
z$!_uXgWA0dT9iGrhQTC`{cF#z{{Z9ZfbCX<&imothSyP>&Y6Bt%0aJiv(n?Uw;KQg
zyzAkFu^l!MxNaRl?_Q}SiY@sdRK4y|k#`_ljiVhZ%r^>SBXG@gx~`y+Uhv}`F;ZFI
ztCRC^dR8uMr4n6GgSh@#uQTyEB(6#7bM0P{c>Cff8STY!I);mNs!6sb;5XhPrZ3*O
zHKD`!cJ=IhO&ci$Ghu=5E9tEwe>Tw@7zJ})1t){=G~I3qk14z6ARa5-bR&x>!6Q3s
zS1ZdwTS8q({_Vb%=ht5~*a!Q^r+V-8CIuUw)xo?>*ICE$cB$$#YQbz~UAeBJ%E=;x
z1zd4iI&2^wMRbu3s4GROEU%0cifbHwYIg&zK_cK9Rs_n&l5<Xr?}};aX~~e{ftMwJ
z+?>~r_{3*hKko6G_6a}KpQU*3jI;f<gVSwu*XVX&{x);_MtWAomkXY}cdTslkMe6?
z#N~Tq8LScCJ&nr)iF$Ee#*A>Ij@85I{{ZU_KU(dyV0MGjx+$K1BV(Xe?@#l9?^XE#
z)o(up^WM5q#LMq6E7p}J0c$wVmc<6+0CuVore^o7ZB_Sy#(AqNK6{F(sC?iWQd$CL
z3v+e`ee0mo<RUy~u$h0-2N<oJEU#nIl{I!bY&TrDmgGk8kX|#LzM{EOf-8o}kTWnW
zulzqs>n<c^kZw50?^rsk31vbC4^EWoQ?j_BEo^g|nICS@IsX8dnc#gZO;{>imf&TN
zPpxHYd0j(6z~lQ%ui;um53^o>!2A7c7qOxe$Hh7*x?R`Nt`LK`;<cB=T2<2G8@S{r
zpi^E0IU-gA9ZqYi@QEg9LC;fKTF9H~dIqiHTU#q;bOuHM@sI0VR-vriYO(H-u^Hq>
zI#r!)Znl1N!RNJO$AJR&J9E>TNEug3{noj(zsRcC&usOs(#}97UX{XHPPY2fNhl&N
zK{&3m!r)5k$l-wKM|x~X^u0G<x3;j3DMM~v4h2Q3>vq?co>U<2-JV7(k`v?(c<a`a
z&-Kr>D~#UKZiF(IAdndJu7*8Y868nn{M=U=V<;%ccNy)?YFW7ZWFt7kkLN(m+w0YX
z_e2tU*FST0xbDXWuWN6%@p@xutO@1-;C>>Nz$Cod++-S(%TpmPF`S6Y4%y^ZbK+S9
zVXzOaMQll1lYx&Y;{)7M1E7P%Fonc~=O((XGU+b#rJ6kLB-fVkSmU33SE2Y&gW<^e
z{x|-0NEtQzh^^V%kfWNyZCVu@ikyAl#<lgl{{UuBkM36)a6pW7KfD}~^`yZaR*!g>
zGB(`sGtF;D(4K3Q@ZrSnJrrWPxc=!qsi0&wt^SlxeAUa=&9naix@#^8F>rlyYJ1tg
z(M}H~O*@LlZ^Qop`5JD={X04T0LRjbJ|8QO6J0Yd2ic$h07FVD;ju4s&Qr#dmizep
zYogOUaU6;kXTxH=GwpJz06F5MT|#v^5*ljghh}{@r|VH&Cg9+Yt!c$@vUD}$9}h0>
zF9C_<Vg_s2w7X5w4E3wri|Sk#l0|?Cs4lhUx6Vl7uC<uk$n9K*iz0Y!nULV)ipqCN
z=8<W#+xY4@jt(jY_>XLzN8w%%d#hc2szovr&#%2^&8b{JS2Ypldz(I9htO~FD$_XN
zAFVzwh}MiaJ?rNmwoU!^{OR%ETn5N<RMRIz>1h0aXx(`HYW1g!?e0k0LC?K>%(|V@
zfCPrSZw24YG@>_Rd8oXTDWzlIpw!kt2&tO<C?wWKl@4KC^{qKAK~9yrMmH*5c!mpQ
zCEEa3KXc=|9j9yaoK}C0EhJkR8ZvSRt#~x|Q;Fovjlns=sGasM7H6?)9yyJi;fGqI
z7mi{%+(54;HxjZP(lPZE8C`OBAI`aDhJ@YOs-2Hgz46>pp(;yvz^-P09o;*U7Yo=|
z8j?G<OCG$`tOw9ktR*;)+PAT}apOzEK0|}on#!NVm(r3;oSwCvD&U%~!=-dWg*CD>
zl;m#O_>%TF2O#?Ay=o_m?v#3(<YPSus{rsgr7AFe2N|=ggU0s}%u8o!{VSoe@ya@l
z<f+FwHRcXFnvBZII+IyEG#^5}qg$TD-a3bA`S5;~R`bQtO&G+ZkZZ`^cR$2`I&#eC
z8DpB(6qI%$&gV(2>c46wat=x6xmmIfMO@r@&#hCNrEHAK*&>Yb)|8BMK>7-x4rxI&
z;Iwz34IL*xZCdt^3V*AJe54-r;~GHC;`gs-@VFu<kImcgtmU~;JC7$ZRQgO|Z<vAG
ztu+o~9r&x-WI#>39cdsn*naN37voCfR<v(e&3p3<rFb{S#RE~ZKkT(sw*+|}J-X6_
zEO04DUQJxGhs<%tc&a3%@Guo!vI(x9TOciqV~XczO|p^Nl3-b~Z<u>mp=h~i7uRp4
zdG(K9dh}fiKiw(XKJQG@kkI{bx7fiX@_X@EwwW@1Us~yPn{3(gr;ckH)*yc9>E5M1
z22|Eq2=?Imn&B>vXLIjezPZzPIp}MMoc{T~wQ&<Ve+c-7Z7StLF~@P*y=p%d%Xw&{
zXk3c$D@O9<S01(AX;<V#j1Q;hN<&Q8)h_0mY?thEYF!rUUpS#|GgL1mNf;180CY8H
zML4<#CmGE{O2sC311)XSn%dE9WAfCM1oh4<8WETj9=umer2Mf8#v7Dn_@W4*w0Q!J
z$_W*RrFgD8c$H*qV~X7IgMY-nQJf4K@;sj~oa9zjB-HdfaP;FiYI<zmAWMP6<R0}-
z+EtR^4#%x?HV=R?*P-IJ^wa*5qMT&dPLyJHR+v@Dt#~9JURd#1w#Ve_Qr%q`A;=vC
zbVZy}H0Qg9FiCEmE1tdaExJr1R~aU=Zmy-e3`xM}fn0;zldZ<&pS_F|RLDoE+e_v}
zzt*G&3<;|CJX<INrIYTO251LXfPibqJZGQnvyOPLRJM?a+i|V~#2RtB)t$=mj<t<g
z^H}J^&yr2Eh*W26C~wNPES1%8+1x8vNz)>GmQuOf_*R|PpB!@qQI6d)S*lFvmMJ|f
zQ`7Qf&JA}OA=?-Su&g+2RU_P>bo8yQH!7Gs99FQ6j(U|jk*@MC(lc2zOgzJu9D3EF
zTMTnt)%D3)m;=shWX@)6Lv|WsGxVq2N&&`e3r(E0(aEb9*9{z{K{&-bipHc@V~|b`
za4Koe^cBpd-|sPiMtj!%x6N({Kdn=GSV<KbKhlM0+eopH8M(z&E1QAs&T6)yF^DP2
z81y|VVC^BxV#cL%qFBy&!NII)rxM7AJ?g#Ypsukl;&Gaa2?UFg*z;FfS5_1inMYJ0
zU1&$|6RP#AlH@~lK;tjK`kJMy1s6IOAM+IB@fD>Y+ii7@<^KS!bG?lb;}fX!pB!>=
zT}Ono=f%?`lU&r_>s;fxuAjnr^WYdKt!VZoZeP{8j$HlRn$5-{U#BLtH5Mj0#z)>g
zD?bBh?~W-TW@Ks_>f|1I&MN+oW9Dl1(MLPPl1LQoKDAa6i>do^F<ROP#<^vlo@(Gw
z2<-0sIpywH?<G>F8O3oL<hQzH{#stK1Dud6)o%bY%f@@)3i6K@lDFh>#Rx^+Gf=r;
z%jccA2R`PyZ6bSz)NOZ4NZvE=&2gF``COcyox9gzqi6e0*bdSTF-h)HHat@DE~Kii
zR1_Q!TIUI8<j7B{>s<$mzvL*O5uYq@eznh&^BzwF^`rwBo}`{mdFz^z+ojKc-5v+j
zR78+D=~CN&%gzt{vORvHfGdN6hBznJwR#_fh&~<z(ncRj^X>sW^{)59tQ$m?bDgrE
z<SLLd#<Vl0Tz|N0in#;H87J?K{{UL<H9#81b<b2IgItH%%&W@d<{bV8lLTt`Z~bfc
zJ4Zge*HgF%&(gX5A`xt@$6;Cza7vZ#Xug0zB~+6+_oefE$jawA2C6W_5_|g8O>wt4
z>yyBxah(T(<JqiCf9ZpN=u1T&3wCW{Z1np(AN+Y}tzoee-1#>?l_G#ZtM8}n9FL_{
zk}ZdU#Z}DDOZZ^%vdV{s9OpIe8an>#n)%P+{O=B~_&+a}ay?Cb2jTmXBs^A&;WD?p
zZ!&RQH;;<Lq)8z-#djt66~TN#UpGmR0iSBlr^0BrM}S_&Ugk#IjmI^cEM;4vuA*xt
zGBE?F=Cbc?Hh=|V2^+~6X9G0l$n~pBY+12a6Hmf})O*#r5|K$pMRxuKV7i=0-AJxd
zOK_OS@~(%$t_HCWv8>zG7tx<cX|ew4ap)^a)8wqZCQx8rdkWKc8!N3G$l|<c%NCn6
zw?MhCoUVY9>PH<J$r!Joz9B2zXqOR0*m5|p435hu45uTlV^!*FPh%{`RY|B^_8G0Y
zY_`O6*0Q9Ct7ElHSxl=FeBJ8C<Blp383#D2K*bDbf<u$fN`a0l%%EqkMO9(XAC*)|
zVyVSWjs9^}!KqO2Fi4?-BxCyYs?rlyagj_h?l>S~k{c>_rzcEQh8!A{L69o$OBvLh
z=AnP3Sdj?lrB`kinh^sJYHHN1Dk=bYIpUMIwI)yDK=+^xO&o5$LCt$dhR6Cmco+ws
zE5-C|{k4C_y_>_11*~9^S<7;f+`}efA4=2HB_3wq*05ujZUN6qw`(~@3@Ii%9YfBl
zhnn!ejS>gFvLNS%&p%4_OWj0A13vDR;eQcz1AD1PGn7zi-s}z(^vL|{Lrpl86IsWn
z6>14eV1rgc(n|TXAaHTeS3hwAyoHBehZSM3a}Wg3g<n0vH7I0oL$Ho3(R@6k%3cTE
z>s&e_nN)Qc>0Q=@+hITlRp$edN<&8N)rZ<(3yuw9$)p>03_kC$?_DfcVNfd$bNwn~
z6jxDgBj2S$8Rok53?V0<=U#nt{<*8$yg{Llvbm3__OB(>G;6iJbr82Fjw?jc+?~v*
z2@(J~uFpx0*e(akK)?dBY<w-LODZ>#cKX+KrRX!o2o9J8aqUV|R?w)z?52=OD=tCj
zuQj=)X>Syph&lADHo8--!2}F->0KqIs8n3@fyno)T<(n=Y!HGW0P&8vu7^t?Mk@`5
zGt;kJR^FHajC7?9#LTZ39N5e3ro512%o#mv)_h*Lv6PSQn(|%PeCHtcu6myt>0v$t
zb5Frs5_6AQ+|xL?$8swQ#PQE3+P5^$E<hxY!m1%tW_A|m3TiDt=G^@$@MNtv`9E+$
zC-AO>d9pASn6OdEKJ{8#Wj9Fp8-sdQlyIEqAEj2f7@0<S+&gBjL`3Rr@E`zn6)C7~
zP9O)ROP+B+#K0Xm6-M&OWL9i)MPL3@GUZRwm4<VAb%~1U$sJGDtz6pgm>hTOSK^Eb
zNySMbeAzT47Yle4L<T!l>ljXyv5Y7b<Ih@l5Z3<yRB$Vczuo7#;NYG;E3;$!rX8z|
zy<_J~$8-470W^jt@Pc!JQ|fXsn1Bi39CxTRft$}xKRTCJC(pp=iUekPj<V#O^P21Q
zrY&Z<IpVnX1kI3h&jz~vBbzV}TvGyPU*C=^8^mRVBN^*kXCG)D^^f8--2en}p0o_)
zj!ObgeT`}9x!Tzu#4(ztA|-}89@Tc$Okk2f{ZyX7w<~I_KGUKMU=35J;aYNm_G_jm
zjnDmSBUW79Xp9I7bxxV@irAC>Jg$%XPt)pZUc)?MbC+@f<e%qVKZJqv;Ky8?X1QyO
ziC^k#s_>3H*m@6`){kOQcKnP^IL70V>r`A}I2{IR_2K#M1~c;!#Zhb&>Nx30Y^MTd
z;(po2PHR_1{{WEPmjnHB)@)1r`FO@a#cAl=YqmqyWgl8Vk5Ic@O5}Yj$oytD>Ti>u
zZ%Xys)3m-%Q(j5qO#c9BF+SBuo}y?ih}*H?itIF#jZWCHBlm;(*CFBd*rf5t9>Ti)
zBmP2G*~ScmIH_eLQ^igH024LGIFFjaZaBv|#cuegYU-(vm-k@iu!53<A9VMm1Wn1o
z0|$ZisVz_L?oU7JkJqTGlgd$#Q|xL>V8lppeq|${sHOwLZzQSedwpxH@U_?3>~5nc
zo#DSR{{YskD@$&<<Yu*@Pbp5rjP*1FG;VIppsD^Wii+AK*fKa3P;<^n$E8TJl;~)<
z8e7C`^3`c&E%#0hRW~G)&jy%eW+#e6EEAKLZoa*#g_9npm;odLeX09F{{THH0nzv<
zldVn1A7?!O0Kk@tJQOjk&Bi~`&;Eq8R?ygqZg^GAm&=?EeJc|3&jg$r?H<su0FKpF
zw9_HwdCf{<YUWpkfwsF0cqfYXzX@K3w*<FrV!Wa)DWGu3xL|r$SD@-mW_-6NY46gl
zNQp%CcDr4?5nL~g?!mV)so{<~)uq*xCQP51u0vhEI)uSScIU5JQ+HMf?sMA!4bTtg
zSa<95`u_l0=^ELHJQ98Cg~p!FdS`>$vr5LSz=9pp3=VzkVJ*LM4^xhm=yc-0G2_~_
z7SxD>jPCycKjTfIT<31B{!_rm(v20`*HVs7+5GErO+BOsjw%$>3P>1z;4(O+Vc$d9
z{5h!!En_71u8r>3%Fb)bbR9&&635E+`d0j!w2K)#_{Zm4sUs#q;@iMiZhli<Xt4*m
zas~loj8{RfUrm1|)W`$xe}!d5ZsU=jeXBXUvg4vC-9`c)-Kz%TEaUUdbrZl_Amo$j
zR9?Wj<YV6zC}%Wn*kFKpr55dq=~qlS`=rwU0A>&X3!kTIW4X)8Y}n({s<oq%c*S-n
zP2_?I=eXjcZ7(hN4?f?OQWH4=X5ja!7S+KS2D+i8V;?R>157<ioOU2nx)IJTt7LV>
zIjxG0mD4VoR~Srp=~2F(+>NKF_i6`onGl?G?^fcpX$AtC)m=L$g&58_6}_ivAG$nX
z<Ea!jE1XT%n=<DMoD9}!v7LzmGsSw-XsF4!s3RVjs%xRgy@)_b^ccl7!pE5%D&&q3
z^HBc)W!-1}S+84*M2$fCN2fjNRnVd`5*1E;zgm3EEO`*o?;9A1`&6r-U$Gy!IIm)h
zLyIHi93M<o`+XV_j3CZ?id@Vrc^;ABy-3}u5FC9)dftPjUPS^2j|6+xy_T00ZIFZV
z;<_7HQ2@XL@TqN-v@+Vp;{b)J?d>P(SD&qHg<s02w~b4h0_Qz{r^_X~40RRZ{x`Ie
z-u$bKV4T;}Qd<X1W371S#f=mvmvo9pP<W@a70(w6TYx#MaOt;lC}fGSYVM0`9QOl%
zK-KDcMwe<zp@}dLr8zqZBg&IPzJ7d{<DQkFXW{$FTWX=mJq>#kY48oI5qfixPJ0+)
zWoXex?zpIPWpbm-f8iXugpJ^Vj=gKU@a}{Alr7Ext2fcdv4O{7T`q|T7R$$KS8R4O
zZ#2;bzDH5dy;8H77}PNb1lL8am5R;t>DIWNI_SvZKp<~Ky>~d<?;G|XGu0}sqV^~?
zOKmY?RPDXD+OtM%v8mBiZ7o6UEmZBIrAEv|?b<sCRlDZrm+$X+j^p_=|Gaa&@8r1e
z>%Ok@JYQgbDWk1GX?9h(q;yl9pui>lZcnxM+O<n==s;=4Q2(1RtUIggNVPuW<?XO4
zS5>DHg%44&<-D^dkBgIdx{(h|F13{dFj$lH1_~|gpG+klTOncN^=W(Zk<N&KAftEL
z?}0#?zD@(=$SR_(f+6Th+Jtr$D$hy9!~69VtsdaU18t>4L5C&w!{-f8{t6Ivdx`FI
znVLK|nKQ*xq^KkQ1L$U{MC{g!CTInP6<8dWez%;X50*)&x2RxF`~XPS1@j~P|NQZv
ztX^Z}V0j4Y%Q=8eP9lf3JDBbQN?TS1fx1@4HI{Edpqm{%p!wH>@2@6bzIl|<uc6Y<
z&0414={x>7`TKNPk|ocBQ;KRcmvX)b?};=Lk~U3b`#$^?30*Bfx)Bt-WEPPszIe`o
z#4GPoAO?sZx9;(?a%xrI!rh~6L}xxXOUkW$lntK;)RkPs=glq6WRzxBAOTuG{O^-t
zkwk@8dOo3k3RWI|jHc{C^pXbG@ckBAtNVkW)!^z@8&wtdUP<91FRY(nh)&9;GbF)i
zpw4u=OX(1G+~5GXy6Zgm#pEC3!7^I|Rk5_zoQyrGx<+*?3qUAEaJ7<hwvbGu#_yIE
zS9Zn(ePw*USd<r_-vy_C_#y4UBA5j_m5!Ircv(H3h;DUAycQ-0r(g|=@6GwmvZjd7
zv?c)c;e#`${{i;TV}G@kJufVI?w2*Adf22GjW>Vkryas(QqvrK)py=hOwE|oMTVCI
zvd)jhCO4O&wYye<prBn0Qu8-$@ZzEd-m7f==ADlh```vQ&9Fu!v^zPWt*)X6C5kFI
zWcanOA>3@ayFP{21H_%=rVNxdXO&KtWu=UAznL-)_mtSnK!oIfD}Xu%$!UM+X~m-j
zS+(@Xm3IWosX!n;Xp|IkL8z+spWDXjV1a!5n4db&{e%4w<e0>cmHRRsfyBOy`q^a_
z1vY4d*M`LOV@v*$a!B~u;ziI4CtGacdKbq!^?v}DCY5>7PS}a1{`rUR1;N{yin$iz
zjSm84BB}Tzb&}Nr7@fhi3V#2lml(zvrou{qE&Qtc(Tp6eIy??4k%>XpdtAyx1Pb^D
z`-EGAmoA?^%E5FyN|Y8P3pHvvUj=lpUX7D#Z|81(e|35Ydn>UPj^EZz9XPgeu+bCY
z{I351`D`y#I#eRB@JlY{>xX)C*JVPkqQH$<PfJ8A0GSBzxx78H0J&l~(<Z}*q_gfj
z|H6$_zkhnfdy29S;ykOj`>a^wPdYxj(5yFgl=^B9*a!w?3p6r7=T}pFH;9~zDk2v+
zU{{vbuNH4~vpK+<-2|vtNSJV<cqgFX|NoJuN#dC$Z23VW+fBk>G0eYL`>2~n4yLoZ
zjS-g2c;Q{uXQESU3q7AIQu7=1BY!^iEa<Stem>9^CO<7Nj2T_~vGy>Q4$G2LBunY8
z%E7TX>-&r)^N5ZbRM^nl8hv0CzC5iFNxD!MSn<}hgl<6EIHZV}h1a(T;e&XX5P{Fr
zY(r4A*o}sr<E-JYM7wLq?r)UI88PJ92TP1Q2vf*wP{zKEqWe%5MEH1D?H8qnl%Bg!
zNzY8-O;z-K8D55@LaSF1gth*h2_}&rVac*8o?6f7F^TMFal`gV$e*A)bYDOXE*+S8
zL4{MRrGLRCzE7CWD^yo=ne2**ui$^k9VT+OP9~CHgLTCI3HIT^eS&yx)jN@qyO8?_
zVc(RVHZxV4xIEyF*&pmqp&|I|RJR&PV14rH-mccM3e<2*v8qpXwL>995uVoh)ajQ!
z&3vM28P7YHGNwv#P+KRBb47NXPS|7HxzT4GG)YjypZ5_)w4k2VkFo*Lx>&8Yzs*f*
zT9AY8^^WkEnlU;j*}#%4lG+f@v$p18Td0W=$ne6W_UN@D-O*GOe`<u~tXyVVF?Vvn
zyqp5xsBbwLio49kF?KRl)a2RQw99Z;`a&*asRe`Q;|38r?q63OzMP$wqDCg0+2N@x
zl{;O0H_{12Tk`p~Dk=~RO$1eNY4@D<>kGqwGx7QUPM_&&sfp`UAeK<E5MMWefw8|L
zSv@zeCmp{}<k%;5*y3d;JA85$$bkEx%Xs(sZ{x9>J7P<!TKP8%LHdaGZ%guhFR6HX
zmigzzJt=0kfe)#U!Tf{GUC&?Cn;SXlxU=S{Gn&Y8N<M6!O+(RCw;F1+qk%;<J?0HC
z1w}MSJ}wY$g>Y2j&N$E;AOD>mQb!uGEB<@uD6>`nz+BIgOo{`HgQA5RE_RJl>6h7u
znji;Of|&#npv$o!>8tHuN3-;GjG87Vs&BrB&I;%zo$^FJ%&&vX|N1PK<!&Q9OGBDn
zF=&-MhkWAMCB=*j-uKmoc;*sOf917@=*BD_*2K?lAq~cRx^yD-Q!Z3Fnjz?%yx3^W
zrTC)zhZc#AiZY1Emus!4yrfi!#Ux?JPdbDM!RnQ9U<=a*T}`P=9_7!xM|bkW$Y>Ac
z4_*Y^1s#^heML`ULlcUoC^^K>mQ8uKI%sZYd@mha3f3a9rKi2$Wx+*!+?-2KpTyVE
z@Y5{kkv^t^wDoQBbluT0i6*Dg&<)?E+O}-^pBL`eYS*PRsamp1OjLXV%JS=lX@EbG
zveQcivQjt{sP-{(?4Qar=I>1#8nKV>Q(AmcToF4%-zyKG;S3um287+6Zp`H2;#c(w
zx1$_pqbH>*2r^Va)Kw$)aL!h5ifzD5cGD}-XgJbU&dy>LV!^4z(_A?pOx@RLAVt_j
z2T_Z~Yv*o1%6AwA+#`lKQk=CnnRrzL(^8<Hniv+h=OS)Q?s6UpXTW;paXrkql8KO*
za>guy4-sl8jm=JvM`}nq!3cZ)rUR>#<f!ZCRRg-&kd!hSIV$^RSq%QZ_zNFY(44y7
z>;y1hS_NpT|2wM<e<Rc6+l{?87QHeV&Axs<L^p7;d4%u~jPKH=&5pP|L6m>1CyhPN
zZod=E_sIJE-jYZbz8A(gw&|F%eulFEziSm1$6sRKcMV5hxOgcmGyll9KPDY`P6S-8
z4Tgc?T_fkBU#fpCUeczkwn}B`=(<baOXKh@7d^Bl{ruMREb`&jSJrJn;AIUVZ?|Bd
z3q7)n3yYo!laSc3TezAa>N*-rS@^`$YU?FCi}?LJ`=v(gc-rK07ZD1N`n6SiZcMI}
zmNZ+id$H}Q8KUJSb+eNwI&s>DNhJeIPooAgGer}Ztu)SNe}8XBXKn$BnBDvC^~+58
zQc%*@n5;VN?y9*~1-BVa%AI|JiDJZCgP+>f7Rv`K0O?D+lj^{c(kZMG0NJal{zR7B
zYS|d|QbMA`*_HXIMMOlWLF5YuY8K$zaiRo0O7~!gZq8MskipGWM4@5SK9J?KJLip;
zQiNI6Ck0i`6O6c)gaSvIJSU~reT6_dpzVC$96tXoaCh=hfCd<4*3vFn@f)xEePzM#
zibtA)$@P_K9N)u)b^4zJB&qK|WD^7IAL*-)Pjyw(L-mMxhs5nvX>8bsYScib?A-<o
z0pe9j&JcCDk_K<0k61@lp`V5-HM!PyW<Y5_NRL2M6UIaE&QNA5K6g0^04nPT8H^Jt
zODE~85f*>`1OMD?+#X)34S>k;_h4p`5Q9p+Q0S~-Jz9|4pV(B2kE%0O7mB{hY~gdE
zVhOoXR%f*Pc6PAm&c$dJn}N98jw41uFUmzVxQGd2&#I=5(uKf#wSX*U>42Icdfw=y
zP@~M~M}Ib8KL~GDh6`Vx)wJ}oWW8{TYNu%~tun4HWm%m0p8s<)dG%aEY0W)u=|=zW
zD8bcqafD4*4eW?N%OM8(%OI?Jql`q#93C`ZtHL$^v$MDFg5Xa(YLve)I=er;@75#z
zNYN=@7(wDf?<Z=JIb{+bh@e%^<z`K=*cbb?_4Ud$_qRKX)$-;B>9<g32+<9S>5Q})
zB2@>q&J~=N^|MGDq*24TZ@dTyo+FoZpZ#E<ey`U>EZ%x5GL(_qo}Uz@eVl!il6{68
zTlUro-Y!d~0oeMB=f-$#!%8&zK0!ht_b0X9ZdVh$+dzUulUzVZ0ei;w62gzukc_Qr
zS}%gl=^-yY_U$H1dN4ZDNGqPOt^8}+Arpc?ig?y8GB7Ti$V`CGdr^33y$HR)@VtoJ
z0!r?UO+IaWomgZ_Bb+M>a4+ktRiH;rr006;H%a%B@%Gq&R%c2l2xHT%PW|ZKpEB<r
z?<oi_EmE9r-`hc2x!}`&Es3rhY{DI?`CBAot<f2R{}d|-x!lxLlwUNGygQjMPEA)f
z?6PO~3N=ZJeK&Q_GaMbvEgtML7SqTre}u=+BA;)qf&bMxx})DkR@-EkvosyuA$>sQ
z1vc&jQB&i12{n<SLI~~^=@UVQG*b2TvV0#=t#?EU36jjx6NQ&3YS3lF>&ReZc2SE_
zs$SR>6%P@-sv^oBuYWKJDgMrv^lH6s)63uUSz50_#ZsLP|K&zl<92;ZQ&=ZoKC0aH
z8!Nwr^EVjD^Ci`(8L?T-Dyw@Xo(-|-;U3R|(swdMGcY<+iCP-3nA=WE=X~?I=LCev
z9>5)g9?hwL`7(!sZPj@T;>*#xuyD5{jpOReB+KN}_S8%BMP&$6<^3;s*b$D^u?ZX*
z9DKuD1$m)Bmz@+?TTitz6hKq!3yJ4G>gOE-#e8V*^Dq-A{hBP_Y)II=nDTXr0u*#{
zXwEQvz@WzzU5y%hix1#b?&Qepz{*<;?Yjo|;jS+ZPMBu(SI-t8wDLdjPJiqmLZ?%B
z{aZbm;|Lj+#f7xa@=>eEjn3|EnXKJ+JD<K39e!B_uEtM#I%|AU{HA^L#yit>UJ>X!
zL-eZ_={#e8wWSx%@3UGjD^;nl2rNMF7YpM2rC;;1w62XMsoOswlxChzAs1|=dRUqT
ze)x8G5x2}TU%KDz?eHyiKL{c9)mmw&)tOH-qZ{LXl3hFY@ooYY&jC6W$6bBT35X2$
z@?3YhKb9^{WF^?OmanUwH}b;4`8+H+cnp-jT%lOH98DE(*IFT7dyyuR^ri0A2*39U
zp^gm1f|oJRZ)$>PHngpWUg|*O8;sWpSTJ1kKh%s1@#NOz4CoGb>)J>&o?!z7N7^(S
zLIiatlS8MRnd{UzucmO1?GBbR7@nbh<dI@03uU@nSxi$-YC|ZnyNVD2;@x?v)rKsC
zjYPT{>qp>sD0H0AClt#8vk6x#N!s|)cBnvS#UjrD(Cf})TF=b8!p`JIpI+$&_ne&;
zQnaq&EwTHT|4X;-!FzV`6?($TF-t)a{@3y<!0*2QtI!cCn))HJGbuvG>6*&Q+msgM
zvCOUn7HQBaT^{D$hEX!v$uD&ll}@{w+eV_pcu*jxD!eKFE7h)28oZ0<XPQEtRjK&B
z99<}R$xQTOATI>=VeE~C>@P&q&&?bC`9i7`iy%1I^+EbL-%Igu*Avs3sCMvkB`p4n
zdS_Ctso<WkomrYNAn4?SPjLbYUsEjJ2tmi6aupYykdW%hj6Z$O)fgbb@3k2Kn6AjS
zJu$n=A3x4!ITd=lR!0`-jN#0PHFC1r^uv@{ezPUR#uf}$2@4FUcn}%EL<L18t{n|j
zgyxt<XO}C|K-eD^A4wM-DTganK7J(>z8Q0?_92y-2`Cp4zNs;hh3E|{MRnt5N)y-N
zDgb%p{YVR?mwh4YO|_f-POld4H+$(^xy4Grbw9O_*-R}W!aY1iOyLeaZOMG4?OEBc
ztm?4bw+M&#ZKw?^)(?8MRsXOvUGeMFVJ!#!A-c&N$15P<u3pjbNS2OcNNjrjfGSt^
z=L6~+xVhXVsP?i)B(+4m0UaO#-6#h*>}UtcF@F!qqF<0YJF6F;Xd3Cr|8At^Hw!z{
zrQ8wi@up7&DD1-Cn>7UnzN70w%{1BTH-*A6tx2kni2Y0+4ovrJcaKw~)oB~Ge>eWa
zFC97{A5^B7t_sG0UHvEw)te1j*`_t~o!zM8Hl9^(RAS{$v*~FBwd#yiUrb1iq^nw_
za3*b69M2{pl))UvZ;uR!ic~nnEe<(|TASZc@o|yLOJlxy9;78p|L^z`bsVxOp{xC{
zK9m>4>}RPx1f)N&MQVtCS<Tx>edsCh{xySGog*<qbPW0_!Cy9x9>vT*BIe(hz;=co
z;C$wY2e{z*wQNJ_(z{;Nw%d*M-bOzc&#Nz}WL_(9pVYRS5ButX_j0M;$H`<=|3SJk
zH8n6@nJ^Erdh74*F5GyS0DDzuTg79<U2)XgoVRWiZfUK526Q)cF&ifA;61g7f0aWA
zx=}Z)<K&H?;Yl_oqluIySn^{$SL4xdxihkh=u*Fv@q1$cZ?{oms~N7=XSu)PnaB;S
zmO2^2YCpzM&%(!$)+6i={KDMroBF)S_pqr$qAJkCe+Kxz?xw%TF1C|kF)ay>>mY|c
zX;)l<n`|<{lqQ#xCJ8@cHQ*Q-g7ZpmQb1L)jNL0f6*G0t6W9Tx2ge&wa415TtCjjx
zJZ_zQTdr+8vxV4KdT4kzL^j_<E~^of7N|aW!gRC%@0mtF(d>~wev(q=*|^RBMOD=o
zyl2yEiNHh1zw2J4XzX>ervFWf9MRYkjNDk)iA<a|UZXrqg93Lgz=<*ibV7H7EucGL
z_}Y@nGJt3bw%=*?dt#OGn|j)%DZ?gB_i1TAbJBGHt9!ewqh~kLlNnNHmL9P`l61cP
z)$?CxJN;lciUwJNz4jVR{_cB{+&OLm#%aEN@#D}`d?SRwNN1CU-wUlPfWJON+c0!{
z56?IC{Gxni?3=E+wB3~|cB;hG)UVcCRws(%GV&Lc{k}!iJR5kDzhW_^`I~~S0cFE4
zSe{!Fz}=d%<s>eK?<Biw2G*Ge@F@2@WMjITX_|lcusr>11qZW7KtqNWraeZA^HQ2s
zqk#fp4z$Ti^A5irbxAr}Zbcscjfx0(*DC&=815H6NOyi{#QoLv!ZAX8T;TXgEKK#d
z%xcwTzO*DOcsMri)=&QnSQs_a`p5HeV-m#NcR`4|ekO_+(S|)KVLDlu$Qv9%l;E_b
zh}Z%S6k_RawAuEcR}(II(PPZ_SgXXkadNDYgMpD(=iawuJSA%vHwhKHV>OXG>dGGf
z<5|9auwBYn?Sq(FFRn!Qd&85O&E|Rd`^jIp=yt`ENC0p%^-Z>uCc=o!T3R|$<3GMe
z)3=>QPk83tqqfV;U-u=gHyw<|k?<tE2(B4_4JiEZs4z94>Ry;}5nUOtS_if7Y1npc
zHmdC9=P|unLqe^|25yTsj_tfh_E8O**nVO)sBtgdY1!jzJsD~mr;7cIE}LUinP88C
z*_i+5W)<SB@?TRndU&*qslu5c-PF3U&ToZ%<N2upb5YYkgZ)Ai(NSLqq<%-U2=ACz
z=6NMo(jzw*D&M`OoGSRxTu~Z}Z|XF@NhAR=<KXv6{JO^0Px%Hv46-5(ytA%m@~W~n
zDr<i?X2kg7qeRKO+;4m%e&}jU#og&AH%F6agD}vUmI&yCgUb82Oxt;Fn5uq-TEBx`
zgV^z-Lp_mArL9$Coc?tWyo8eDS(8BI%zY0Z=TdjxEvP;VfN7#5io{*<;c$vT&9JPe
z19)LS?g1W|Rx`Sm2^&uTDK$rH1$!?!?)rCul5l0I#nHMD5&x}Abgit`0GOs(06m?n
zElRZIscI?qC;Zf<q(r3qcN&@gF^vb+?Eb)Y-3q|h3pV*=^ZVA#te7lW1ki5~c-di}
zFZ-JtUeoz$08~X_<(RRU+-w~Wob1xEOuF+Q0E~+?Qr@-j$=$<X4b>>Y5S(5{EQ<LE
zr$#)4vUniL>0fwq$CY}z2V7H#Z=?mEtcVj~XBU<$>|#Q(&B|;X98yGGMnQxf1o?B-
zPmi`j284G_e?x5ne7uvs6f!3D_F4zez>T*$cv1B_YiP1Z=48==FkMewy^cT@Gf!fv
z`_LoM>8|-~8c)(GnqPTnVa&xkuP<~ml*|h<`{wATGwsj<@}z~05@H@?CW%WAMn81t
z3PcTvsOp~F`I&JjRkq51qj@<~*!my9gwNhX@t!L6jwOYtHdt8wiM=8YZ>G9TG<>$E
zUUiR)6>3kJIr*5V0FeRa@w@JYc`J<p6f2W<kFOpnhve3w*q~VPU53oKx16Y=ddbMo
z8ME?MCccXhu~U-%zcP3^@%W~XN8Gp$?hK0%weG(D9y?#hNW^?rDz^!@$=`jb2MgjL
zEHz9tWtN%p%X3J%YvvfF;*{Nlr@@u}B!`*+6NgyTfEfsn0Np=RGn9#U``Rmc2A_IW
znQK{3tzYC(iGy%zV=b0_C{?e>C*~GEBrLqG@DtMhJmU+yb6h`h{^-)}p3Tp_kbv2%
zOQ}87CBAGu)=JHz;OzH%%5iZ_?$@?yYPh;~J(%Dv(zK&K{jVxv?iv0OBRbQ=-!*Il
zPU~{}4(^gWlP>f94y-!gWufud84kInm=&vsbNHoo#dk=bbg;;8eLea&!*%@m_+odW
zxk*a2ZVsP(X4N?!9~wi*poBOZ2!1cQXB&v8WYj<8Qav(dTqkcSR*)qyI%ogmpz_*)
zpBFVUKGVC%w-EKQEp7fwnZR}xFb{fB)9@+CMn!~=-Zc#Bm|;cL8zXJ7WH#bPp~yzD
zoHgk-^INMx16i*^OO!0vG)d|!aa<rXMIJ%Z!L-SPC2Zdb3NNM5)tPRlf3A3TE|&dl
zT?dt1firkeL2P?8Q58FNrQen;ike7MK7y(NCg`)!P=;bgsWEnY=@W(bn}AsKLsLg!
z1x~XqW9XuEh=W6Z7*FU?Ck{GPZ;H}on#%W8TnzvVD_$MD5|#f86J967__?oKQRy25
z6Wu9gM9wz)<MHzUM;&y^prqnPR?TU_E2<$?sH9d(nCF&LP6)3TUY#19Hd$Ao9_KPu
zI)Qi4xTvx%hr8cU!e5Z2@@li$DcUIv*yoWjyM;~yh~R;|K#KsjC)9=d8a#9c>-Y{p
zEuXBPfw*WFfQP!R@V*7{a{=n6f#*s*m)ctHWV!cUpGdJj_9;lLbM(V(SxYA7`fe<@
zL*h6cO{f+p7#~J{Q{SC$te{&I9dnbrhict2pM9>54i<Y|uJpk12)|X#r@u-&tqsnl
zauKg`?{@fsmu^qK>7>LN#A3i7%_raXb*uTPYFMi*TEy8+mMJ6F0zxU@H!LHSeJT|X
z&1!tymGkfdWo!OSfAuiR2)BpmlYV>7K875xc<AId%|~ys3$gD$gkL|d&;!L8t<w<D
zUl8~Ks9)iNW9IAp4kBT>M6@x0E9+<frQq#D1NdfZq<i!xCK8=(=7k&MkCJ)HiBK(j
z7A2QC(d{th!y5#E-Wf$jKoJo2jJ%}K$uP7cSU1u_((z~_I&qHUhea(e_P~VxC#>#p
zXakSjS-tjCkjGLlUvi{q_@La0#r}q#-MI4t>ANq)`5k>ha@)lbI>6mABZcVb0Z~Pg
zRHjg)zkOfTx}?OrJWGH6ij6IJV=)y=I!vyfPU3&%A1;@<)6|wxJUv)q){xBe%GG~2
zZm{-4Z=85ZkPop7ysxc&DG!2za^BmjC-p`#`||6D7~yR(qu=nOv9liBOw;E-15#jV
zSU&?ZxK#+2D|^e=NgSd;?q3yZ5<}B5!F|<(Q`5D0z10tR%M}K9PvT{+8kG0t1ulv8
z8Tch|Q^#lFB?(Me>WSb|;vm|AKU|5zfaK<(#b9TrHvS(`(De?IjFF6IxxypK(!U&k
zo=c5MDy7eCj5^=&7nkg~9w4&REfvV|Nz3t{j|)%1JA_%|bYMO*%%760i<+lzf+lJf
zd9P(XXW^ej&4GXP@cYzz5n7^@!$`hm-G3Llc4ju5^spy8l<o#|wAhC=gL3^9s|A<$
z`h47P=I*B2m?cI15AOWT=LeKOW}M;MjPI=7PY+wo+lW&oC3U93L{-}t@<&Hp@|}_S
z0df>QuD4-5R?RcYech2^_&eX8ECYlubZDk2l*%8$CI3yowLp@!%+EW?Z-Bq(h)0Ua
z<)UEntS<bL85&rnkmRPa(5~YH+O=RHkMcMt;=YCApHU>IJeqK6Ja!MCH-FW8*HLj&
zF1nl@=SFZ=Cu4;=k9{0-4`*#XLW7q<(bqOeA~Bo+a+yQUR<PHDiUUu}gK?$;iBHKe
z^oQo?tuh-aqGb0`gET&(C`J11QrFW5kBVuoOiUB;ZN<~FcsxJF_9eHc9ZphLP!%sd
zv0LnWpD=$kM0`Cn%$myNkfM{7034Ik4f8*+<n1O7WUjP*-%7rkwNW%if{!VICNUAr
zg1Za<g3xXh8@<k-L-z0+8m$g~@KwgxPD~j#{!DxM_900$(^=&Oi`xSyUr-^Lrb`7@
z@$E+19nE77CjS!9K|x_D@XabAMVB1q%{P2Pdy`=VtHeRX#_T?_;QGK7S=8|2;QQQ<
z<x<HHw|gf_>x{Lxf2Qe=n8!Ks{3x7}-{WD7o@Em^V|AZ5!eaz^qv${35D+x)Ih#wE
z9%`(-_~KVRg0D0E-JaXBE6QSE+N)1JZ@N#b6?|MJ^{lbZd%URk{<fF6I*U?r4i1r-
zMlVRY%w}J;qqE&4xhlojeu2!jJewo)^7w4Y{U#UgIHBn|IHqNda%i?zl<zVWnE0V&
z69zB&L<E#Vk$xNFe@WG%`>d+SYDo#<Ze;|a{8ZNetee8kjn@re0Mh`9ky}`3SO7c>
zbuIi1WyXp6c|qm0-PKRO#o%Ma;$7P~6xx7D#(rPXe<>c1YPt`N<=0*WFNVN`&#JIW
zTQ0t44oKs+x4gBQZysAN@$LJlAHaV-CA1AW(3VLb6|jFPLa2*`Jk7YI%FFY^CvfO1
zcxIdC;%&5}beqoQvrgPa^gmWuiLab%#{40@KEY@RytGR2*KsnbsE%W*V-jpK4Jfn*
zIr)Rp)%g#Ar783D^%aU}jvpSDVKPb`R_w+vQK$?ITk$VqRXm$qCCEN^olHrYj(NVl
z3#cbFU<y7l4PeB8sae{`90X|MTieYf@YE-=XR)wSPFy+=DJvOv%m2jwU*;oTS&WbH
zp;2E2Q__9e(d{U~kj@C^-H&XjH+6jFCzq39y=P;>PsvLF+i>T>TlXq2MQ%K!QwYm>
zeWLb&)DY3MB8H9C`$Rt^J8njikalHAXuY{H@e#`j;N##smsik!eW9-!g%(cEDektQ
zn0hMryINH*>VIg^G2S1o%$$Y=P*N*_JzXY<He2%Y^0eN{LUKCK6<lt`D|op?jNq+9
zInSQxzbXAiju<6EX$P@&ToR0!ms^$+DNIwwZi>j~MY0`S#=_HwJzJ$@x8VfaGnygB
zzrTu3;4x<M&ZJ-Ju>^V)+bvD!TyrLgpRBM<M_OU)2ptk-b^wd}JC_xvqFP?YZ8nqs
z>#*`Kj^242G%v_I@^YKcuzzW)=$~^8oz`~5<~IKaV3^X;_d75b7?IYrmn|}MSxIrP
z_r9wN7dE75wkLWOS!>fPmXK1$86r{#v;ZvX*ilcTCv_EGi}i15o54gN?EOM#)RzP&
zlt|UQGy^eJcJ|qEINZ4R<wT9vf^`T{+6;2>QJ~=~$B5IQ61Wt;)UXv`-<XL`I)UHo
zF1#OPP6UhJxC3XVSfrn9v3^wYi5$;7-7a;mRlTK`%ZghUy>5dBA^W)Ze{BZVzNGRa
zSE?{nnv>2Gtj{R>Z5uiI>cx3YM(d3(H%BVncD4J>ZeV`oCOd`u*dT{>-cde^rTL}p
zUdYmN#4qm1?1GtZ-oS?ISCm(-6sqE5*5pf?$+?&{Ysz<0T}h9Cqm<&__Bt7TSgO2$
z6X0>})3*Z(m@=<_g=?4CixSo>J2?gHX=yaw1(76q@VU63lKhd}myO!pn>}Rr?KSJ0
zf!dvdW9A0$E3X1{HU^pw-d5__Zu=N=-~C~14>K9gdicj77mx_P-l?K6r318;HhwaN
zEh8Q-0auSmj5C6TSCB?&DS3J4RZjA38@q>k7xc{@zR#5bo6#v+Mo&>v_^kA^YG&}z
z;TcPoz|bNi0%AO_H4+tBnpUtr=23MC^$qvnd-36`uPSJ}Su_&>OM@x&5GMIRQc2i3
zThv#t3|K@DmQ(w8lS4|X@j!xz(_c}c;nF86_!<9fA<1Tv|6L}q8{A&XNjsq9x+h#P
z9Q8C%2#62GHP~Qs+&sdcuy}=9qy^<h^sW{~$J#FXhm`!u-pUn&zWU$4k^PDg+_}kr
zfbn$LgbWqhMj5b?+{M?3YD*4bnJzXAG8~Yqv|yu%%(oT(RG46x4jv2qMuWR_f5))t
zIqt;_ls&OtPIIp!q#{)#ZHnI<oDyjnofWOIlKEno7c>@tut-ZX6<()%t=Cvjhb(Ru
zagi9y!MTsPuU?x<GB((D-{57(?RFeOHtk3{E^nu>x~#15rYf|wNep)QhM!yiMNtPs
zav5D*%aVhva~IKT&IRs?&NUq`)!D1rQr8mvA1?DZ&q`8Qvml??bu+hnOkY2>z5<zs
z^rSXVA<#K#oQDHODxN~~ILvU)$Gs^gTKIXJF_7zv*I-`$G*_d~%=o7|r?V*IDDk|4
zSL@FgP>j-f5UZuLsnFyJ;91Sn&o5<@P(SEthTo|3Y4oQk^_*2U1W9_noR>7E2=+$N
z>_FuT1)rHb%tHo4t=oJGsdNDpXS>VfP1EG}j=Ogs@4SI|yt1iq3OP|whFFYMrCs}Y
zv<FY2-dnP26v?G|_!M=b@KAG&pDhW*ElP!km`DrNM!MZ3Q^$E~W)pj`h^XH87)wH4
zy}Y3H`uS%eI)r}~qts~Nr8R&hyp$>{2$~Qt{xEKWGnHa^@s6h7s_(D0h(>L4MQSgx
zaTS*~T&$L}2M=FC%1eTVh;KdkM%Wza*FUX0e<<)e8!}v%NFIpQXqPJ(xj9nIbBM*v
zG(^k=6DOr;kj(vohT>n=c_lwaW#45!7n_u<+GWr9YY0q<(+WLQ!i%qHiTu%k%}MQU
zbWp&)vfo#ClE_4e@#eJpW-F`3i+;a~&^~6}R*ND?ZMDA_BEKfTz}VS<;MRlrFe&}^
z&t0>|v$weCv&o>rjbwL@I*s-r?ureoqik|o*{fgMSbBNh>dmLZKW@MO8_;%K!DUdr
z%2>gBxZR{<gpD~fC82JdPieKic6IU9hqUd?AsxbO>S#gr#q0K-jkDSdLdH)iYzNzj
zn5pmZ^1`_Xop<8Sj0cLjjBkR%j_yK@XfN(j^RhiLiM!$LVPo0;Ku|?n5#TkKnP-w|
zu^1;3!Za&%aikud>I*7+%ElwppxzfG?T1vm*VB!u$9MCks@^u2C1XWeR6yHpv)^zh
z#^!=KzQ&gr>UKhG%~-9XKf95W03xTZS4(~;7XDZJ{<&K-NU41-US9elpFR5Pn@Ee&
z+J~R_ctND)gO!|bGscAJEuw$2co4MvS+;Iw%4J3AVis0tsEGCQBFl<EsAD9kp#gMS
zTa)tdTC1Q=+r8*^o)X2?X!*%M5G$0tJT0M1zh2n7&AwcUk-OdN4#MfgMP<8GGz-5U
zcqq;&^0JIjvUmG2>>~yBM4xIVZ@fa(cBQg;u80rclgZ>}*QmZ!KC-87W9-ErH*=ZE
z&S*SKm#J4zYsd6H{=$~405>eiqTZjDw-V~lq#E2AIcG=t7oL`u?NKNe-Zu?P!Urk7
znyYU%>!^JBBs`Jmw94Uy<qBsi@f}-xzXR?wzpTE)$M)*K=wI#+Vvmz4%LE%}hm?4`
zZMBuVH_ze+ay{}Ok!0fT2S3(B<$MSm#4Sy&+ye0nUHDG+#6<AU(>G#8cy)4zSy!%$
z(aVuJ;_db~N}yjjiz;KgIA$qtNfR&T{a<ns@anB&pxw>h6~5}`X442FxIpQa*~u@-
z{u%T9mz(oF{eHh+G@=luko2MctQ&&(S9R(oKEe`w^7(S=shKEtp-j6t57#2Kak0Cy
z45vS&k{kFuB@TgJAO4W)u@&L}@(p-Va0syizAtq>BU#N$&b)duRm4tcH^f25s*BE-
z8s3<xNmz;Bg@q1=7-krV+#yyQfN9Yw?v0{eOg?V-dzVKP6H!wgzfQR5kX0L&=9P;?
zj-+Zk*uzks4Ok}^Q{BYq6=a*Vj`Zaq4#b^S(Pa+~$wKve4l+(l>gCZH%$H+C1nJ?F
z$0buI|Hi}PUg|0qoZN{;>D+B6#nBD;jZY8_ogQdrq^q*tRRi>-C4$R{h@+=Me=V^2
zot2-Vm-Bgu>i>n{MSu9^#ZCVYh?lX3y-9k4y$iQwy_nax=(RUb1Yur<?{N<eu{3ju
zNZV(xlAm0fkdRSc^~6B$0(Ka<9HTX%_HFlc4}nAr^IiPPisxpSFq70pv`S8rXPrY|
zL+e}_=s9HK+fwuATFVzRb#aP#L~Rw71&ifly>2g*)~tHPvqz<mtymg^#k!P>xam;P
z*7ASl;>II0pP#e9s}XO!vNEblBP>nq|9#@14ePm_;i_3T8-Da0cvh-+5*-w!iucC+
zIyGT+Rzg5*SZ_PON8DVT)vNr)B(B1jj2#)H21IA#bx>t0D)Sl5juv}7dvcJ=nIzx%
zUGq;l5<LApyPAqh!ecy46YDSlPrm>)V1UU;D~CqZP*(%cJ1dZG$!m0!CBFG(m?N)*
zDx}_O_I1qIFgZRRbIi7Q^Xmy59hya@+V<WKJmx3eRJkM+{vQC->_6s+jv~0SZ$!s?
zdC`ha=K*AlXwk9VHngoVKfyYCk1j;gO@q<XSJ2r|@Xv*AQGAGeaLjx!6B~d=;mZE~
zdh%wuWgM2M%Yf5-(BBkeW&g?cahhLrl5?7z^J^4fyTG?7YSERD{gFd@FVRGqN}>-?
z{1MyB!peEYUn;KjL17Wi`87MA7?#>J-))7c8y>#AJgqngyvC%IX)=UFiVUSKG6c~i
ztA`2B%a-Plw_yJaB{|H^%CB4ce;7#v38Y5yor&jgzN*Drq1(j!{-JtBA9%O8U2naQ
zxFJdhR{sZx)5`iej|kfj#Ig}AhV#bj>CmORePoj|5c=K2f<R5cg@i~&7nr89d<0b#
z<zljrUD{94_~GKgj&5tS!T|y}0S5%qgV-qMYCTmhhKVT_@Bd2u>(@gwy664vm8dbb
zrc<ThynfzARgu9YMF_^C#J&{iy0EH6Y2)5!kuOo9QC$J7k36|`-<tGFA~O1iVI~1c
z7-rF-WndNTpjAXZUx*pDUM|b}_M1^d@mXBAu-&%}!s<6`<>pXYoTmG-IXAcX!_AJb
z6e5%~U`<vEM*1O?yJo>>mWqj-2dnqhSNtX|(|?P%Kld|vV5hK~Hc{OZMJ6uVaCOV~
zo(VHcL;evhGs&WZpV=pHBBls_x!$AlhvaQ{$zk3+TB!cRA$PU~7wd7<$0g0W&@>&h
z@sY7=!E<D2ldEK3aT5Poh3H8p0uj}WGHrEE$Um6~aCNA*NQf7$DqaxG=heNp-F9-&
z1NPuNRwrJsryDi-$E+HuF}8HQ+?f<qZO><wXI(A?v2c&{?>y;uT9ojbE$Vkmy3|B5
zxxmJ}^nWcxR^K%XhH#79{QeOz%T=Z#qV||nC#0O{3Xyql5yWY0(%hVCO#ZX*hrzF`
z6u>QSV%>ZvZ8sScMJW7Zb7&~O0mW)(6R=+TJvmZz)PZF`tevjpr|$^oyN(97qYSuZ
z^e*j1wWX)r`i?E-8|dIt!-vPS_$?nIDaB;isOVc)BNzw>O~G0|Cfe-BD4H?khV2M1
znyR}z&?R?i;YIfK6N%O0Qx8E%n&#Kk>Ce95<pO$4H}m~@tP#eTGUGQ-+(rX0yIG+b
zmgAn!TWu>PnNk(%2+z^h0`%CH(eP4z{XiLxaph6dN*f@B%trI`#dR5hPOky}oWF1D
zNjm$pvaH|hh4Y;^bEeLVRqM(|D?!Nx1m-%l{#n5@%$$Pl>9N2r-yk{mwrjvUQWL|A
zhFcFyiz%|dw_SY>+kC#u{{c3qqSI=~cZEncKg{W}<lqdKHm-exo@;#OWVPYX%r%57
z&yQsdg5-*`XB!9AMOdJ#)5owa^?k1N^;Z(B?Kd7Cz0ohcj4Nybw!v33<~f77tI42-
zJzeqF`8KWLo<TmZ)IheXTjn3}Eg>w+dP6jbn=M281sUh*)x?*lT&~Rj?)<+js(M10
zj_Su4@i+lJZrMl+xr_e*mPjEPj{?@EVGN%ARZwO>hSZLf+l6k>joIb7l&i=~e_D}q
zmLBIQZO+cZKz7{wztt>}cm=UczZwn8k%j+o26T{vu*vSwOej}ULys$ssVfm(mH4Bt
zT!gTiGL7#FgE#K|3spL#;9I_Zj+`8t=RGVr<&LY4d1v^GQ-2SOhwW-afRQiI3Th-o
zgaQy8=y2lMV>oSKMhs<p=|-S%iUsLQ1JM)|Tpv}~gL#&muZV>UnSKYIl@i)gkVZ=1
zV`=J8*bxF(V!W0SO@IIl)2|!ulM;CeAGu6IGG=8V>6HZA{{TM~AsAMt|1;2=lV7+1
zw*I#KUxWm|+P<bxFh?o?Z_K%c;#n%qR$A0lkRFsqx)f*tkD-VfDh38|%y)4p$?sI1
z*2^S#2<=YU&KB)-T5yk>d|Aw4j4d<xj>`OfS`&3-bod`&s&%4?eLoCy#Bem*_q93?
z02D{n6^Ss#%g$;Z(KE<DvGN)sS7ZvTQ}918<Y*}UHa%xWMggwo6_-ia$}1SC@^u>)
z2`Sz(YdHTc?UDyEIS|K<sEissQml6K8r$RLYz-a=JjE&h9NZT>Otko_OLa*1f?xyD
zd@2zQy$FP;-D<?X;WCdzErRbLH@Llm2ajH`v+k#CDS2&*yA;jvuIFnh^~=SKXX>lC
z5=><lPO5K+0fv}(I47x$BhE(tO}=4J$>HEwccxRoW0F}Z!qi_8OQ$^^y1n`9E;Zfn
zH}#UnMuN2SPSg15%kG~IG!1_1Ba$f>el;26MCOF6YW*lFY?)U6ZyzSln5qpXgI$T?
z`AUZv4g-k(kWAKwxOeaH7(^C14k&q6L_0R4J(e*Mcc1dRur6SOx|k{iA4;o4)^~VX
zp{35Ac*AGhYGnUgN}PNHR2~%#`)js&bzcF+%D0}H)Jm9^oh;nX{s9ppw)iMWnDhQC
zR1)N@d|mHGs0Un0c*<uiLMn>pRoOvrv0c?8l{vq12J2ClDSWQ3$o}q)1UTWAA58{K
zg-{E0VU2TuhC97oArd7O%dV}5PS7^UugongXzZ@dX6rK*dBMfAI{tN9xZtVd_jei3
zbDd_t_s$kL#HvvWcjk_~f`-Dzo-Sf#u`}gUtQW6gy$><3q^i|aR`S0~a8jb%^A%gI
zZLvs?fi*i04)Hktkk2J;Xx<{`i0G2sTyIe(d!%Mjb~z^#C3L4#n6Uiw<Dpgks{D+w
z68Leo{dTojiv1@l3bMveoh`?y@t|joZ|G23S2O5BeC5SVCZ4pqdBt#8#LZ)!N0-fm
z9z^osE(0om>&hB^Jvjxtz5Cb&t}*c|rXhBjskY*!a_TrSRh+*(&_kDgk(=8tq8{9k
z=RPTOz)a*b+%yfK*Noo3=q97#uSDs%gG7_1r#@Z;@4^~rbg#O<pN*UC;Cyp9WTCUN
zC@Nk|q{cy$#7im?`inX(t*v`ILAJXCo>esar@DOjQ_PFWw07spKhn;s5-mLD`^)W^
zIk|VD<0JP6tH6?n28Jn}FRa*~{>gHh{H6XgS_k&aXj8y-urP1ah|_^H+FAlM+OaB8
z;EirzhOp!MJ>MWGbiHR99RCBDLH%&*Nku-QesuJ><a~bZ$Z7VT+L4A2aX9$WmjpD~
zaqKO>n0})RamFj^`}1EL%v98{Gx-h-{d7Q@NZ+(*SkrsPHqUB9+l&EiOIyNCh7!?7
zI#5F*_>3o25c?DpzNtX3EwO<&r%iN(W|==qmzUlupZvJBpwf9_zCR!#U|h#I{L!rS
z3(i_1$BwV}yW#)TXH`wQ6bo}Ibd@icn>p_@@z9jbCHuIUO2QFll<c~O%ijiz&C-lj
zg!s%1<X>(97*sE{X$d6-=Bs7X`E57EozU)*`X5ov_?W27Kzd)%UGvtN_4T=h?A}l7
z$c{xTw6WYD_ft(K^;R#li>l^<q>hKr1w0$RP=KlsXi^n(YKeVV2Y=e*1vEe5`TE)j
z!Eq&6+BtX5*?6lAu66WHP_(Dt-XnHolCvf0Cb9jE*K{Kk$;kpSF|}!{WmagK$)MHm
zuw&Io1^Ld=p@nx<BCII?0~iDAcz|^Zr%1I&F6AL*1HO<9oC2EQK$q?OW{2>ZkgHb(
zb7Vd!IW+R4Xa-vPNCB{smmCVGq(4-|ln0k^ViB$cDt;&(6qxrfgngsJ{R90f-ga8J
z7Ox`|O3_5n;WC_el3X#<Bp|<mt>Bn%M3Mn0N@$AS>K3F^M0D{6@ErKJ$~zy<mYKEt
zwGuOwm7Y8jk62So0e5-Wyrc6i$WHbJlH#wmL`P$qkk&}uyDrsUipX2z4~q_}oQN)-
z3;xNI!mZ5P(DM>0<{x~d%s?AxxSIk=I0^`p+EHaiXUO6`dKwDM_?NZ#SV}>_4H_)N
zi~{L!W5DQiU1r{>SmJtOmoDb6j;o1u0<@6K5!^sJr8icA*`@c#B_$@0=>Imp-Xs(p
z3t73;|G%>Z^rq?YY#wB$BL3|o(0U`B*K@A6;Q$<6RcQZ)*@JN3+fq(rlhXb0)UsJ(
zuYHFfeLyg{QQ&7CpTSriPmi6cqcr5rhmYPrt3A*-a)?WY^h>`KD(9CpX@ZBkJz^=L
zX~^|Lq4CXUFB5DZ)wh#mvNLg1^a+0BZ#!yD_;V0IcxNfyK4@q4c~0<Y1|tCuX4<X~
zrMb6V_Rc$%5RzfQXintdhMB0f+%-kAIkozN6^g!o%;gu_5s_;vKF2(EVeaC8qumVW
zi5X$!K|yq<kO)g(edZK=2zE1l@9VIdCRv}=jidU~PMVtMWAC&WIfx2=eh>IGuyJ7i
zs7<PSz014%=ic&+xRWgy=jb94YULMi@fl5nvDB9Q1gg?H!A2`&e*7V(zYQByFSi@)
z*WUhGr_F^Lbqgt>F*rVBi_2~S(AN$fIx6)$?NL5oBvIdBf_;8A@%DuBDekb=Ly+RN
za2}iZ$hY@01(kI*eGH5V0{7U?>a25$UwnO73Y}rrXnxl+#e%k_M}u+WV$8;ZdJnrZ
zFkGG03Kx?1E2U_b{~2l{sL3xEb|;Y3$+r&brb#B~&u`gUR&5)GYDeyAe&xnmQ$ybB
zl|=EDk_YQal`UlsmIe|)mP@#|=EM2kY235x*{&I-SWI@O51X<cKmL7aLLVF5aTuyc
z@~S7|FI$0z^8H0p;wfYsOKt*Ea8pktR*XDxLFxehIy!40;y@KVQuFBDq(I%WiIek=
zsM@`HXQ!~YvOzS42ZG^o=2>N?f_n@i?o??%_&TpA=*62hK>QuxhtGeaM4J3m7@pDv
z$oI*>-ar2Jl`(d{WXc-ZR5S83IG!tm8A?9R(JQM=ZUX(d)ZBO&!)xxqomb~kK*wtF
z38yDXF>01RmVrSklp^vYvWj1~a9~=vn2(IuW$KKuc~cpm^b~Qs`j$+?yoqOr6lxD+
zxKtpM;?VPz(aVNBhE0F4k);BWglKY}N$oOQf*XsoFaOVam55($B`ZZ1OtAgYY5QX|
zsXU7Zi`L`i`jzG9-IqGLC$$$Cyajo(x4bYzw$mshw?W5nhzS;*%gkpEy{JadfsnsP
z<KGMYK2ZBZzsLP{k~)70YLsbV^E6ujaeS2sr2qA(WB`46R4XZDru^;WXyaA6Gns<V
zKQxN(FQ~$SVJFsy@f*fwgS*R}w*?-t))F7<REgM}>F{Ti(evj;OR;(OOBnMHZc$Du
zp(Zo=ca<@r6j}ZA!LS)KV@XOaQ@heZ7Qk|ecp3FXqY#pFt0(}aZ@hRkDQ<U?{Lmx=
zBx|zGrF<c^57yNfaJcTx+mJ%@+uW=ogkgh_>z|Zf(=Qy!yu1SLl??T8VrhQQ@A6Y|
zlt(_XvhwORNGu}gSnqnGlb!3hGE4KA@kNva-le&cHVgM0&HYSRWb&+5`CXvHn20Ui
zX{pL~ei|aAltlgDgdSyO^eqrZBYUjqus|ca_L;EGQpZ6dp^S`Vpmp$GzlkcL7u0y$
zDeb*DV&v=UQNJ()*%u~Qazr~&9GLyIsJyAk%3i|nKwrc9vwLjDu8zpb4AO0~&%C#?
zl;}Wg3r6C%lA+syPjnDw^;23Rv9Gz{%beAvw?{^~?L<?TW!yLTicRc*bYm>K;y-Co
z+`1qCR>*b+gSB-wgiF4J3{2}#`tqmF>~A)tuRmqh`vSU}Ez2DV4VW*5>{@w$SQ4Zj
ze41VwP&&>P@`NQsu8A--h#I?=+s0(5a}V!Xc&5zKyBJgkM3D0Ipw?iDSK|aRp?Ry5
zjBHo8yx3W=TSCSx9N;DML~(PK^=C9fN2(-7MgBfO1&f;`Eqk|yg5dO5lgkSpT@HW>
zA6{#D(&NWl9bWQK@O8#~rNx$tWy;Scfs`v%n=`P6447Fy2({;aJ4}<3WUNiE`C1Ao
zQ;Et{BPx5F0~D5j;nTb5T#QTB{c>LQCz`4tI~tZiT&Kp-z}@UPz_ye}<)$Or`eP<W
zxIlvxfMUXXW9Sm<NI_)-s?1;>3^zwXg@zP{`PMBeikv*}NJH0Qb~#yngEZ4|)g{GF
z;UNcb76!m2Z;1Wz%e!^$9#FOG2Lu#Q65K5pfH40%J6_>g6!@+h2MOvH+5(n4*0)f#
zH_xcDR29=HB~Mm7t@Ho+EF&rqdt6t1t~{qpjL#0kGJPTXfwZ+AV$0^1B|5EtJ%053
z8;kV)WA&G^pNYWN(5u;sV1td(uR4DHZVyMx1BKZhXnkVqhNW{H!$R**ArfBJ?D(uW
zgxPLPnM#JPJ+RMHy)rEkQ<&CFB+zgl@MJN38iQQkX-{I^wT{nU^KdPCvlJ5!u^8`0
z*wHb2INyu!QBtG!@->ZMjQc|Dz^W0y(5qL;r^i}ZH()jZHRMS0+SMPfGfsB6d(0>y
z)0xE@h4iqdW%MB|WQ}`!pvT)w<0_@`Yk`EWUw!jsnRY5K{uatUS8ab!+L$pX=C2Ol
z?Pztij>qS39Vc8Ivd-l?{R5KRpA-&I8cA#MyotV|8oFK1u31Uf*VH)_3TMwc5Bt8e
zrY$z{$78TIg?|9pGM7b*+P-wT%vw?OjnrB(C#mCRz<L+O#28x=5570{z%e!zIDw4w
zZJ&?idqJ`!o484!VwEyz^8Jof+kRo#Hg1u3QHO6)-s6+d{v($L*=cr>(e(0Fbtb6Z
z<WHC;L*jgcuOeQQ0H1E9<w1vIsI5rVBOGPy-b}#DcM96V_nP}!C9sK^FPoKFO8lXZ
zRNYO9oF(|AaQaqSx#ydNU>u*PhC}ir$->&pvuDR)L+QG5Q&xfEPVM>wA!wc^`>+83
z3kb~r(&KTv*);Bz$+GG^^<7RGB)wNc6L2r=xI8s`DUp@qg62WQzs)2K>Bq}uuQE_4
z<X@9(X0qeZlP65D`gPukm-qJ4nLKIhDA$E=-9u|em?f5_UUEI|XXmS15}jqu@{N2H
z!038IeL*Wp_CnJ4g_O#wOTn%}3K1Z_r)om48i-XFw#K$q|52o=A_(AdUN!XerEmwz
zo>d+Eqb7j-F;^p!HH`Sh<=1u>K#csno~9~Rn-KWcY@~f)qZ?<D{?;|6PG;tL`@H1+
zrVLTY+{A;VTo686s2ndet{;hdXyi1;C1#jW(Zwm-YVmv0pZCnIMYa2^-+%l@yp8w?
zzu(=Ml51n)(1R45-jC%C*r~c46FRNYo13VuPSkY5Y0_)dm$IlFQS21zt6RTj_$|L3
zv!=h0ym-1^p1LhO)5M0(vBZztU(+XqnM6D3|1&1b(JDm}_}+aE;agUDkl#)}wBB{n
z3(Zv3(arX0KB*NnaRke`pN^3p8@`PaCSvB5v_t9|dE$-8&q_`{#2A@!xX7jmE$UEe
z&AL<+hp@HI6mJOsSw$$N=G^cLT80>HW!@Rj%YN!!gI&*rpDa*!_e%hoIC+D!`vcFP
zctuOCCe0Fs^}ICBD38>@iT!@xqyri7gO5@BlV5+zW^FyK-sNE<|JCUND-=jT&E#*#
zE?1L*K&2ERLpPOew9h;LKbp?No$dF1`!OnNR?$+s)TTDERqefJRngirX6#)Wdq)Jd
zcWck0tzBYMn;=5%JwH#rzvFoR1>U)@`#!Jpe4U8^Vr#q0ijDkHoav*$IhKuz&G_G)
zcF@3?RpQ;Rx2kc;o8hC6<MLF~n9RdBna@gjBfEI&qu6frJWW5O!JJjGAY(1>@88BG
zr=VYzmgtU)b+60*(t?WA+Z~zh8Afg2FU7nf(3YA>B41*)Xy@z&robqtNr%|@^SLSw
zaw1WH8r7bCDV@opluf;Sa~kqQFcWKyr2I(%OE*#2#~9Ces&6}LRF;Y)E{}n--R8fJ
zxx;P9B<<xgyv<hUPO9aoIBuS9+Jl%%*o6m~;%Fe0@tWR1xdh%$^;LrfSl~mkad{a1
zCPM2qGl_RGga3dw=NRF37@0gO3E~JkzZ~U~4wZB!Igz+Az!6@$z-TOir<w##<KHbY
zo&n0r2k8x)tJ<yQvJ`a>wreoI{&X10U~nddgcevyOCXH0`+RkGK{zRkqT}=a0d=lK
z0li+pqiGXHI#<voZD%h+!8~eM%sckCd?L@AZF|CiF(71kvR@uQrO!$2MS3rY`m0^G
zxaJENG#so85O};7kJ!P_4)e#JYQy0JviDA=M9L7x{2F}9Fl_<Z#^8e`$VQeQeahhA
zcJl8rl{%Cvc=2RkV-6!P?L&{PNIro)cz5{&YhETwaA0js92^Lh>j!Uuw@gnlNcy46
zaefa@F$FNt0Y}Ij%QLwD`tyGR7dE+HgH7(gq6(6s3sR6{aJ9(4dNJ|8(eZ`zRREKo
zSqmW*=y0KtEuBmtcu#h1i+l>!Q<V2ZQ!Q;udb{g&FY|qd{JxbvWVH*8&84{GV(F_-
z&s~g@g>x3)l1=ERsDJ5`j-NJWd0F+R^F>R1jNPCJQNKDryJ#83&-kwfPvJ)MtqO)i
zZ`83R4J+jbYzt@Knos+5^kawEC-lA~85lG2jTn}GaTo<?T!iVE2U<p}*N_B!&}sj2
zX?LsJ(?4@APdTFR<xB+nB3{>}QvUt93z@%2<`Vp7mSll@a9YiuehOht;Khyj_o+(D
zb4(a&K<lCUuKg6F!xlbN`At@Vy@U>(W*3x(Q3c|)eIJvwY3FeW^~#}H^QpYZ)LR@#
zj!_dF5_OZ<VhxI9jDS5k`uunpIz<~X_=tZ^ZPSp<tad_SUz3>3!;4G$w`YX<gGlvb
zjM=3YuV%e+^n=S2U=2V^rWKsQoTO+rg@Fbnd<*6=w(w+UgJ!sR0o4<%6nY7gE&H_u
zGkyt<L6RU5H#0>xyKPpeF7H6a69wRG4jbJZK1ulO7c%tAh66UPO&{v-ZX{SD^4(HO
ze8$<9+4ME@(~zSIcRYL?L(gf*<To*U3BlxDFJKpEaux56KL-i0hF^$GI7v~D;KU9s
z#T1EM8jRhkcl*1z@D=r&b@n4$bkJ5B)y`Rzjwhya!&RJKGFSs(g0CF)!REtaqvZx?
zQNK#Xe}I>rW4mie=~Rh+Wk4CVpQrdoo95HKQIU^vvgz4-uuN&2CgwWvy*FZ<xreZ~
z3_G|VMpdI?%I6R>(mZWF1;j`7pHKV5_gPHOs>U5-9NGqvC5G*jcH#Zt$jOX>4@rJ0
zvtOU%$v8aY4M0-UX9_73C=Aq)kZWFnw?<QkWn1^Gs+i+Nbh1EoL`S|A_gS0?xp=TM
zuAq11nPC#Fg`n#FPx?~qCo4-^koaTw&wZ@ZUl#y_wG*8dIMHG0_OyT(r=ic5WvhH^
z3+n3_t_$6O(pdoOPw-37p;qFbwCVT`_o5uj4{Fp!4!N{XhfU#r<+0{xGEzUq3<gdM
zm$CU8??Ze{8`gp<uzG0NR#=V@C2GkoqDN15J(pL0ws+$3$am6TSk1Keoh&aR*3~dq
zD`qIvD_ovI4!Lf?wNye!eRlkiECe2VJPIL&gX)1Z&SS107rkl7?#Q+~oEgl8-2iTp
zR2y#(#|LIg5Iki#i839=A3AeB6TDFlX)3I2MQmk<@_uUYJoRS2ywM%DpsMq*SB&t`
za+^oiKSE<^J-GiUCGF`MXDTRdmeuc_McY)AQ=uN*3j8Vz&SJDj0%~mDquOb9KBf5o
z0bC7(tDO`iQ8D|Y;2WsE8nd^J;KDa-6hYgoK6quiR;1SZfz@Gia?=<UX<7Db-;=o=
z)^AKh;ydlP@+#)y^(#|`U!^=^Q@<pkewa|Zd}fe4#33{3<I@9li&M-tdL%BlR?0|5
zc70*ynO-cwOKLjH5p6ygc1}ey(qZ4#B5d))!$ZkHOIy{}I$*$MPP}BV-r?r#CV0_?
zi)Np_X7>wctMFSt9xnnfQml=)j3P#bCu`rFkyec`)tBZe{YL9Oi`(l%5*E+IwmPM$
zLb2J(1nBsqSin&k{WSN1S1V>uzj?JpDF-hVAe#=r)d5E8m&--V|M`{HFT*wXPg|K3
zmya6{3F$f3?fd$gKJBi`JTRaA<uBNlPlC#R@uM|BsHCQSj!r(PU+(i|dCwYpwzypm
zLq=Ys*xqFEM8aM=9_Kn(&iqp#S-RU#6x^p2Z)kvaK*lj)Dp7dXk@#s~lDZ>@Tn&I<
z<`ky6FXOqdkw30)hsIjHjR1Ie$0pw0R}VUMkYaETlG<HM%AG1DS<W1A@tR!xM$(q`
zxQ0P{UhDCV@$*=0g8Y%eTzEWY>9Ng_#5sGt68s)YK)?+?ui;Ane5&<`HFt~ocB;07
zK$hq25U2xrUiy`mHB3hGSbyb-rML{J5|tA9A7Hn_hMt@QrvHl>@32ppb&8{g7C$(k
zz%~w_{uqI3;`|VKj?o+wlFQ@QG3Y0En+B}?CPB|{Koh6`oDSXzs;VLX1H6w1gq#k5
zsG^dve06IXWgY4KEoJT1H&Ww3+oK)yZ%VB1i~oOPrGzS<4C@rbJ~!piGym5aOI_^y
z3VxfPZby%JXwn9sv~-u4+S8z*iH{7@H|fvlO+d<|sE|v<lF2uJn#dBBGp6BA-=l}q
z6swLkmjodp9h!}%h&K4xzN7(Cl-@;b>Wgs!L19MBl==x4g&%$M3tKQMpUbvVYA{*N
z6V`;CMn5&bKx{Y=Gab*0ww2njSd=fBK3owbk)s-=WA)0#PrP_iW}D3PhQm|#jYTv@
z5V8ghD-CXciv0p(R+_Z;(>YK^ee1-7qG`cZ{6U>}Gq&crnFp;KnY%_5Pj#I7o7!!P
zV6l2X+&Rld`Hi{Wq7PSt|3S&=DvrpcZjD^F-wc#`IsGvuMmi0S2PH(ESGwRy;OC<a
zhUafkHE&`oB>Dt+?VZ+wQ5cIG(U?K#Bzaz!ih^mo)Ada{ry)gJvPzS09OE=zV*0q4
zK-Cj`yVvV_v3Ww|qvzBPoVZYObziozR;Bz5b}p4oC((HSaK908c@=5n+}}yl`n*ym
z4z@`U-sb`buNiUi+$?XVnOuB9r$RE4v!lz&tw|&V&Wu`u$#<<AB~Zv}yU&A<4W9zr
z`jsex&yt>UvYIay#oHeabMhmBQtWc3>b<xa{fOP;elC$_1nY_Zsh2>4L@bp*=a249
zVM&1BY;@k2D7+f!W9*3q?U|)YXU@^ps|!CRpKHPsQJ3gtWu1ky-0uo}_}21=I}Txg
zZM#upwxEii#0y=0y}ZMTH~53M=&!T28-E(*OUlLXOeG$^7pd>yDfuOkq`rM=9oLfO
zfn>wZw~Sr_<Y%Hi7_BXOdQZc~w_Rq0<BQ`rpHf|44{B%3u%)yD0rqwD#=f<^whL4^
z@#@-Z6Tin=)1ls_1r_XA#kL>TRLI&hYSD!M2e4gPXWm^_iwUO^kPMcUPYDYpcS=3H
ztQbDt-_!dI_>2o0K&uBZgydAWXBw(rz{P|h^akiCYGzkayJ)>c@Io?oQps~%sPU~S
zeMkl<I-AjpR67_4eOiW-GQAzfU94p3#t={?tKRG(8E+L?!b(r}aE3z|ZuH9)KbXf}
z$1Wi<tOzKbn31VEbdIDN-L%IKKU@iux+PVj!ih$g_`LA_TC0qk<aAsJ7J|l^LP%y2
zDZ${2Fp>k{+(KEpeS_t@6fy;x8xzWE%h<ddlEfb|scPF|gF$m+a$RPcX2l>jM44>&
zrtbJ)x~pq%+j*bt&*P{qJbHUN6^z!0C>CX$O(SBK2iS7kp4QW`O2zCs_%R$EU)>!F
z#T%d<H49<U2TxYzcP%o`Xp-#p{~ki(qd=Ie*>qmnKOJDKhcY+tcSY|S3fT1i3&CGC
zxr9$GoIk4HOm&{VxS?1mGRW9SPWH!kGCGEn+?4(_u}8tyME~tRUsEQO;b}*#kX9oR
zdCp$~Y_uR02;%TJI14I~qR-pamQ9rj<;*X%`1_@tS?FGFzGjQZj#Jh$7UG36#oLxj
z>M_W{Ka1smdWnt`?_<})d&~KM=DkICfr^xVf%{a)@HY68d9!>`Pq}uxoS$nP^Yt~g
zFRpM|d&oL192<Xs$aMWH+*0G=Hy5$tayFo8#HaUKaZW@d+f8iL!6aZ;X0N)@IV~m~
z0PONdM%Ers8YYc!*kj@6zEZhg=b0(?)T&5dtT@n97`h!APwHCkC$z&9dC2l16{|_j
z7Si_cBW~q)w<dWscGkb<&&&G%_KteqxLiV9PRs{OlGDDyRwDI`t?N#{Z-l*mf1N6?
zN3|Kh`RaQ|v&|eY(GTC_G3VBpk3RH~rVlT<#|!X)o)3mSCsOrF(~%REKZGPNtHkq<
z&-s->d$5`??6Q2+2^;5Q3zHuRN$+Ip55Kl=!UOet%0GsKAGE}ok1-2y6@4<t;xKY5
zLLrqdTE@sJnBtW53;7=J0-!r`w$?FJW&@g%uU^!Fhq#+fj4y1W>7};|=ER4r#JZE{
zvMgryOM2HPtbI~|<6z<o*RN(=lL6wku*KF7TgFQ8<)0}MG(AIQk_1WYdF9q>h>eON
z5QQCOeB<vw9Y@mt?3*PjW25mY^_Mm6vg%}ioc;7F^W_3W%MYLjF&aI41M8~6?J&JD
zg*Ak*JPu$pG1yTON~UsJ6h5F$`lt;_1t76c=EOkl%S3XJAF%r_5VxG3JkA=4ZLQ#J
zj0DYE2m_a*_b-ymZJ4&)m$H{(Sgv0ze*P2fP|QRF^43v_i4=KfXu{AvLHGZ6_#pB|
zpcUazIYO)FYzG`^nmOmTKYq{SwIa%0stG^xG^K*_bf1?MfT;Hv3G)9;er1e=o$_f<
z7YUbXp2<{Ac9P{x7Fh>yq+raamd5NuDPB2gH&M4<6FBvlk1GYdTq3pIHMfR6!+){!
zd80}*$3R{rfNvW*zS>}i5{2OBumULG$t;Jpwo7}O?4Ny(vUZ`OuuW>28l4$G1=TkH
z(l(6&Y*hCZE72FucsQ#|L|hb9(Vi}l<_TKHRN3ios!O7&S2f%8d9r8H35;0tre&VY
zZu#Rpfrg0Yg!~gmNEz=|R$HCNReC(GHmet!ieWEXZ6tGoyEpaF`-y^rN2cup^=bY-
z=1Vefv;D}oiLkU~EIy-V$g9rE;(3bwA4POnNU8p-ndO`&@nQB6`NsqOHpTociLebk
zlLToeW%n;_aHUpF`MaHry(j;@V8^<5)Hv9taBa5JMqd`O!>~R!_*hub(x)6YXJ!c*
zh~ZOy!^kUxn$4vs%HbnN9P>Bd*zH7fz`>oaP^KQ^(H;}c6gXpOf5YEwtp<m4WO;Ev
z^en=0aPT9t#^KAyme1C9Gp)niTkW?~j1CId*}=l<y<VSNKH2Cf?&$|d+r6tTNP^_=
z>ykmav=;sYkjen!r3k<3jRPbRjvT6^#Upei0{w<(B9}Jr#OaGX&He*8sFvNb<K}=2
zc2;7N>HU5aB%BdDY|(;211&(&t%PR-gLSG`SsoRSqRciMz7Kq>6BVLQ79J=sjT+M5
zLhVTG8Hv($9p_t}OEC<qVz*xW`=+UYy?KLg(9+wpwNN|*I+K3Yjjx=BYv)x@wrYs+
zn(Bd~h@z(V&A=AfX#uf>c{~RhPK$4Z%(EZNXxm2LuGmndI`K;7zIO(4G_iE(@=*Ty
zFvM|Mn1=*hlnqC0BNwO9Y&PNL{J>FcYMlp=#fC*C2VL(?CK^iR5q2dpsLVzNA-V$k
z!2ba{Q8iLRl!#!?Ed{X0a^WFd?;@I`oVHr86LBt-DKR8HVck|bCk26T)M8p3>320k
zjPeL_L?*DB*m-4(;K)bz$Agz8)@>N)%D1k`ZoU0n;VnN*4)WDcbAyfFtqa5Uz1yJ4
zTpVzFV2b{P-)qqQDh)w}X~uKtV%T=g4_u$22cNNb?=;-K`>4VZi1g%I2%hQ>eRyJC
zCFxQcLTAfz^hXtM%6hoOcD326`bl_9kIe1V2b<-czMn0@OXLRTg5+mDXMLYm+=N(3
zLVQ9v-Zua&-Fo(Pg?2a+;fanaQ;60=!Ej9Cy%xLRKC(oYw!JOgLIA6EzZ@PuKv_f=
z>w7#jVU+N{G$xYQ2ocjf+cJHLmQ4@C?k@h86dcBT+p}OU?##j@Hj1L|57obFYv`Go
z7!Cp*tGG3k+s^il4^y=IRcR{^p-?_G6^@N0QU+t;SKX9EDA!H~4w%xSb>i19SKyce
zD~C)~&P=$*><$k7@hogyN53?oM8O6%0_gJ9(|pjcOi7lS<8j*5?&47nY;JD<Qoptx
z>!G{^eY1(Rk4KKa8hgB_X)hEu{8v#EkF`tncWW}f{lFi|KogFNy(~g{UKKxPCiNX3
zx*~VlF<^)i7|H8L_RfS25sE|^J^4gh20eG>wkghGMRJE`c$@phFaCa-&G-^pX#w!5
zmWpbOU*F7kC%qKZJX*r=xA64ilJkUdb(ktSZ-mV8lhal%?gn1GJU*R9s8)uzjR_k!
zGlvA64N#G_p`Zrh$H}0ZN%xo8<Zdcu>#C~Ax+Z~U|A+LPF%?T)+%{&$<ph;fQZBZN
z;zM{mKtGVYztLN<Mb8+B4>rr6tiu5BWq@6Pz)#`AP3_NEMca5D4%24aR>=j#Fo@EY
zkM7H}>@hy`PX)0ptZ)2>%QPWyqrZ07NIC3BZYuKD+Ma&u75v}8)8ngqM`Z%ZU`Kwn
zQ>5IK2z?m&Nx`Fj;ofs;{iotSV*!0Ew$P2_6aO_5?4yKVM-PhN90axwotJK+q38FG
zw5^zA8B%}*s*V-09Tu>lEz_XI0jGpd=~x9^%Ix6$8*mtsO~;$V+X;4zT7%kSV2-W@
zwoG{d-)_>RJHzJ;;Qw3L&&DUMm)$}AXf}gWusT3^$^Tw7h<8rWuihx2+Nh`Bv}yfH
zTd2o(dY^c|XFLmHjoO#vmog?PHk?*9vex0il6T~yAu189i^Xph=%L3}X63>G10I(f
zT~fV%j`wLqZaaeiH%<Zwua!(0xbr%T9JZ_DaBAMhk*n8<E9z$fd@8eq0c9{i*)!5#
zc;+dbJ=OT_kA2A?#}?m)X_as}7L~d10>>>FFjPVcDVE!f;f8YbFLsJQ#BYmUd*v#i
zWhyj2)cncpMgeY(h%17|RV<J7k~M6*SUt+>w4Ev6>O1sr=+wP;g1ri$c^P4rgqy=c
zE3wi3nhbNRvdBie&vZ2&GwRBtqa{0UPhd<7HaQW?6ea%7Mr02oT-<RQ;-iGyeDxdZ
zcWPJ;Ta>BidKUcal?QN7>9_iycgHaQje^9Fy=#-#w~2!CLtrfqm;$?hAM0?{v@YJ@
zP^J2Vc1gq6;Wj2ctUJ8wjSs6tr8vr4P1>@NuVYtg{Lux6hiGmv4(P3fhxpso@tN&p
zp(3)FFQ22v83U{oihE8IEc#kfR6it`;WE^uj45G1aY5$aTlG2w?XCvuDVw)O9n9%a
z5jR;AIjjEfU)#O~ydbU;Q8T<79L6C?rc^0c;aJK=^vv{4vni2YhS8tuy^8t5DG^tM
z^ky@hn8zI3ed%8S{nC|s;kjCc*&6)Cf=}**boNUlL1yh1GyOJ*8svEUIb@G1aJKR=
zb$GLIsKxdq{~-UUfY<Z=lWe44Sq>oyt4mT)JgPIJXA^JlUCVEGu0viTF{WXgU&qw_
zE(}P$-qJYQElvhynVnlnxsPQct}Tgq_q#vPW`PuYn)sdZ5?>_-)X{9#W1dLS?m$)%
zrNG3QvHIrIlgr9CjGZ=hX5Wz3U_&Eu-!-G`5QE8Vx?^6K93CTg*3FbVjCFQYzlWrE
zNlN5_^ob)5oYlsk`sJdO?`4HybUH4Xvpy@WUNYe&mB9BzKD!~*F4u@X%LCJ7J89Ko
zzK+wIC;Zw3a_S}wi2;RN3CoT<pOp#mCTrd)b+yt|`g5x8YraM3+lG%yO3Z}<MG4S&
zHKP2quQp+TJ&}>mth!7HiRyi)Wj75f)Jb)m=(9Jt-x+6|h)-XxC+c*IR1-Khq&_DZ
zfX*3|t`OGD;d@9L8!c6ilL6cM^qblQo0l#N3)&`{3z;Qo_pl#XK&E0Q!|A9Aw7Mt}
z>%{u29PD2#<kLYBK}GLf!P@OGyf1xT33p>i(0s|8!;~aqN=#lke7Cl#M^@osiR+KV
zt)xhs!kf($y`Dojnmro3`T6Do#Q`jJ8Uzi@mOJ{3IfdkL{|8XUZmBqR6;RWL-<VeF
zWbU1!x62&MEON@gC&#7+{wK3S(w~VTFP^&aL;jFH#ACg?o?_x5!OlaaS2^YBTqLTI
ztFZp|<K_n0!?TDSnxDr;pLh@*p(1MHNM7gjm-TK<!Lk62We&#cI+iT+&h|8y7XE=f
zU14GJ?B<ZhYsKsfK4GKgX@pM0P=~#F->mBM?${a|e<Cj!^t)Tn$Mc#5m&~qB`|$lM
z!-YS7;})VzgG-bt`c6wCmKQRCM$Td^<DT&IKC{`+tIs?nQLsmz-nT!qNq(1^Psgki
z+e<@CBx9MyE#dJyjf)guhxv7+HkV+jO1asqUF$a5eaq2<G_VVLD1D#0O?X#~WW&O1
z7r4Th5$Cz#thP8J73tku9ES2yZjIT@Nzd2jzKjwdsu<-*rWfM2)KzCb%zuz)@WMt<
zoK5%b7AhsAkB!F3LiIP!uVsR{v$TJShMEB03+%%RJd-6)Cu^miurLT-Pj13*AXDIe
zuVBvQG43cS8Z0Bm-f|;C#|<r#Lr)KuCxT$#7SJQmy_Tw^4V;zXMi(EnX=ilLX>%?~
zVhf+~`eGt7gS$_NN*M(NGQ|qGrtR>Ac;2>eH9n62SwL^1AYE&_IZHA=-0IrE_%oN~
zezi%7Ex!|lT^}XfHtZ5;2?{e}zRT%@FxZ2LTn13KgzX|aLrWWAU1?Wq27p22xCd7m
zoG~OllpKg?EK8Zrx4J682c!&0pC;Ad-*w-+bw}g--Em1KwlWZK0+0YyAu8X=T^VbG
z)Q8(qOf_*F+afq|sK8K|WSTlTEgoo3i!@PY2e0AELGAcee<*tN{}eN-d=l)#C5!2N
z=YOe5>}JLajZ-p&{sBQHmH0e64#C7o&5^GMVBxeJtTH^~HGq@cxf&h5-+u@9z6XGz
zB#5s~(p(i9?)=EkA2W)-^N%kI9x@8oO`j<n<JC1$n8)oVX*PD-K4DHXr`TmIm?7o_
zW_B7KGDD1;Uy%o^+CpbPu6$MPsY)U|t2D5PfanT!!8#{5(X^x9nPr4H)m3a1$MN&A
zGzG-m)5Y-){agc7Br(1VF>MUSTBj+Ph4$Q{+XhSi3PFwL<sMOLTD_&{qk>~Y`_`YE
zD4H^n^=sP7G~B<{ZVoyniwtk>ZTn5Cn4AtLj41S!sg(iM?@3LGEyzJJj8<O3JZ4)!
zmf(QOH#QB{f}>d8{9p_4w!VHQtLF=BbZS|?Q+MgQ@AKK3feqv4h|df1F8EB_qWkb8
zy(vqzV9}x5ij(*jmeY@Hc;T~Q)XMYsH}DC{kDp6Be5soM0|dnb>WktNt#q*RP_eY_
z%Ga!TYZG|=qmOJPQ;{FN1Y>Ak=6FWppvy$5$g_`}<eOYV!CPs=^yFpklQqTh1*!gr
zhR+L8E$kU3Jd_j|d1@ba1(JH6@Mpq^>}tA2f6+jfDje^kOE1(R`2nn>>d%ownV#x`
z>H3C$?6EQ=|5uH@#kCZEv-aD!p;h2vY;d<6?<uHEFY+X%7v1G>jc?Kao);S{QIB`l
zIcxd3rQvo*#$&7t$1MW*6c83BEB9*qCT5E|X;j&@1n|@FsuwqiE10!FYV*r}Tbbx%
z-Iqgk+{g9_?xJywW4Iq04I(11el$+DTJ^b8U*$CgyQvj!P%&DDDwtMPsIAH_&9JJ$
z{i^EOCSDX>B2g+AaUARoCy;oZ8h}IBWws!K+&ub|0R~nvN`({fNj}gJ0ij%IkVnVo
z*t(pdux*r68X0&%ntg+sX_fj1pD#lD{iI5rH{;m}zu1(*@n8+qztw@ElWpHwlQ!h?
zUgy0$vz2GCS$+dTiq!egDxRKNrnIKX`A>dnQ;{nFHkR`4g}$Htl&HGrDct*_I=Um7
zscWw0UGzv@XwUddt1w&Ks-a(=#wu^LjI$26VHEGiEb+|6Typ5TUyQl9Gwl8|@qAO@
zihs`)-kPGw-2a^6ROP~3Iwh%`I=y{R@ud8&Lc9GAi*ey0+uro3R>VVG_i215?4MXn
zv0R@k8Gy*Olrna&tM`JxQV^isY3{hxZHb|C5<ZxuI&)j+Ec`V}WY;s|Jk_YzACQo+
zLbG&Ryy+0pF$SkKM5m#>Nvka!J~8|gU9<D2+g8_10YEhVN(|+dxEweKRjFHjD^Q<I
z?lM#Lp5nd8Zh~O1M9HwMZS%1ZaH`f5gUCP&4yq?P9d4!Vn~PM>kNvrK9xIYqDl3=E
zkcj${8!k~IT~Us=U1E%+sbnjd%xE=$ThA6SLla|R{cVpv)zE>Y2V-<tSHiFze#0!Y
zDB2!3p0ZhO_g0RBv%UEBvkK_*qoL`T{dc9M>vhy!hCbz)Tg;JLc{tMcj2X`6APVrF
z5liq?f6))XgO9!W*p8RrZ1V7g=MZMz#A5xQ^&AV<-|C4_^7+9?^qlno3k4UE>U&Wv
zCZ-*Q`%ggFim75)c41Ow57C5?qu_fzNU22Y|9xy?va@wT$H(i5@-+v7Q^B_7Xr=VE
z3yEv$ppZ_J)%SM|V5r@3evR?OS<{q@KNE;PU;Vq?uv@D{FPch_HE*`ay#>?{;t<XH
z{(aQdnN{2#dN%+YX7ldZZcO|wBoxaOD0@Z|wx^FOdlOp2GSCevB%Lp6k!^GZ!a^Bt
zCh753O8_F}Op{^Cg76Tk;<XTw2{`lxz&CIcY<#w%G`Tq=+;h=qF|~TnC5)8ed?BNu
zV7)^ih<Qi#_vHJS;9~r?H^DU(ULsFP`U9GAX6#Z#nWV1SB@zlh)k)RKlDMlR&b-IC
z{r#%E%oGYKq_W=&UpiIm#_A}4wN1lRI8F-COxlqmfZ|Ou-;{yLWO2r_TCUFhy}5-5
zWkS@kOgWCWyu@C-xILW22KJW&@2seT7MnOp0N@`9pOQ&UJ|Dcm3>F-zg2uSodN65M
zHevJ@t9W%a%(7iKx06pj=aTlckXT>wNdd*eoe<kqCK`_2$Y7x+=>{P*ryCZD-N)O1
z<&H$YV*gwt;E_%N)x0>yzjZ3uT2+0tyQK---+IHIpzB#*1Er6&y~q==EbG8R7DCDs
zHhGk0qc_<1=_>j4f+50-N8_jSDZl(!pgxuXDWm-7VPB`oVmZFVfiS^oV!H{S?9Rwf
zhFh85$S;i`{28+ztP{?s*X%J<$fTZ9xRxwA?S*XVlKHW3=j0`+><d%m9g*;no)fHA
z*v6Hw%JdpxzP>8yw1mDG)7~nvO}fs&9*x{Bj>MLhDimmrG?S7>t2T6#PKo?8zo6ii
zM{ksJKm2@4;ZG!GU{Y{1#qh0_VT|jZhNxa;%#-5KvhleN@bfvHo3EN%eciN2XxY{~
zz7d<3&bgU<E6gebHzR&Y=l`p~!wi0y{KZInvfa2T#iBQ~JmwS?>7WX{^gN^Xc?k5s
z*j&>Udo$36(P^Z$(NbU~T?CIC<$8vx?l^wVO`V~?chUuoD#|%oD{?O5h0jrI_zuZS
zlMr=5p^#ZH8p*m+Ok9p_LeCI;^XA(|4yASE_0)lYFyej(r`?<f^Oeg`NGRPpU{I#p
z9L1sL{RLC43LKGRk(q13yvryXaT0@{P8Q90&$~~8=7ZK;Y@}}V9na`pr%(6xL)KZv
z_Gpyp5AZ;Y8N=`2?~-PUQ(`;EyW<Z;^Vm7J^g;WP=hd^{jCEdr(hin1;;>_H8sB`O
z?EDPKns~iAN9zHWf^Tkj(Y<fBaP}R*PmE~mCiZ`G+4p?QMn7|RRXWO>TCHYCP~@Kf
z)-ZRtz9k@cLdhpHlvrBDTi*ZalfZ`1=)lm}ARcVTj9nsO7IV-a750`_9q}}SJ!}wt
zuhxJ5`?0-mhDrA^B!SE|Z?8B?uHTAoF5YA7@#HOXUZo4({+RL5?rIa2O0perdjKxQ
zuutjf=S6)P{oo`=7^GlN;s4fz=3g1Xk0>*mdu}B#lmg~UN}g61BwUT*@Y#wwuDfjB
zG^D8Cr`>yRrbF_aq7f`#T~_|GRp&|2>&Yh0P1p=+<GrFv566;WM*<^`$FJ}(?h>n6
zUViT`WoM~$E;bj#2s!h@{1QioIGaiPcrLEbR@1TJst$+pkCU|=7nsrr>Q9lPMGgv9
z4!EmMb>ez=yFG&p66cjCn@sBXCTX=!Vw(@ttUj9|O>`H10(8p4Dj|*ZpTem0@*z4Q
z(~UjCyPRwKV2s8%SQVhRl15cj*973iM?r5lio*nQ)C^`@M5-hXSn=UZCC&*Hs>_{W
zpiyQK@52>G?IJlaZs&QgMn$@9jNDikolc9`vE=h5!t+C`fS?~%Ran`(*^zHJ5F7ie
zNJe3d<`7adQ3-?eMo$IT)ZTk;m&85ef0nMqajC_bFqfAg|BP?(GA#Zdqq~>{4K_b4
zK*%^V@P^KRP;|oLhjpBGh!t3WSh=a;lYb9-d-VP6vV83Ep;>0DP`_siqN%8wbm;jX
zsrZx(zWj_K+4<UzUkAkW-VDc<Hp;_zxSeO)?fE2vr-X7DEJbA<(d<!0<sUDrbC+KX
z@oC2465y3H@O(lsnxUaHuJUMYcik>7K}4_=X^H1KW0MB<B9?TZ1_WXDjoEp{x$x-`
zMJojjtouvkL3n+#QRhNU-B&jp^lnJ=Ar5-7N6yZce{`^zy8$_bk|V?Cz?d~JVQdAJ
za5$DbrgP#TBWTDH5-9>_T;_c6j`G}-C-Rr`H;|VZb5y$%lppX+n}PvAJu-<>MqSdM
zFrG#+I@I<$8(XRpn=b%oqxg4UrtRi*UJGEslCKNkl}T=;?E#MkLa4_^jR(ZRX@Z+R
znAsA;`&DUA&8(bUJfMuH@r*DzYm+`TG+_EVPe`_jcFlGFuCi};{hLH(Nw~IG;P^8t
zK%nQI0v_Xiv^a~x(rTg{vP9g2sjp{1g!HLxWHK2<-)$F5ycJshhQ%lpTdTVKPmWU8
zmW+26n;8>^eF)LfG!P2FOM(E>#R!CZ4)qSv$GxTK#e8))2o$vtCY2xkn~BQu6gj_`
zbVcuN5c2G4kPaAm*Cx)GFZsWx#H+S#bK-w+D2nyG_GaimfbTpikq7C`gh2Zh*534N
zi1i1TzsiQ)9=7UX#pd@vE$itwnYK(<m~pWCdjhqZBqG7<fJ1e;Co)OejlEE#PER8~
z@`E{yaok4JD~dsZ()t4?cgReLLiI@Y5Y}HcKdj+X)0#vbZj<|-y5qUJ;@iY|>Lkc*
z9CeZRmf@U?r)N$C{KU!bpZ-$QQ*JI%^9}7EGYq5iF|t~A$WZv&tSihE;rJ5^raN0b
zm-^hlp#`qDa(kuL%ijJ@>WlxFTo|JxGp`_lZdYary|@*3u~0xN7TNluk({GOP@sdU
zt-AQjpJ~1&GF`M>w9`ALrBfqUU3dEf0#1A-Fb`dQ6+D`{$gMh40>sNB!+QF9Gw8U_
z;b(883TBkhrL<cFfeqIbF1(4<Ew*|28@@I{?3UYB`f?Y3zFnA)%|64)Gpm+-aI-1w
zr}oSy1roQyX+c9ZB>M;4(T5|RtzI-lDQT<+fOw5<mJOND`){SodrCU-7mLV>L>{Ls
zNbrP#2TFy_^*B>ruuBV62fkF}g``b3qP%KL!&uUOHeWun+SpJDS@#DnRQG+wG*1<4
zeCQMaC7(QUEc%F3_Nnrxz+op>;fOoWXerw;jyo?&+CQ!v@z}E(*$F1ihT9i|cvQWp
zU2@3Z<#;?jYfdd^sRL7vcOx^Twj&I?2lg#4T-R8>=^alAF%$e1w>XL}w!|Wu0y)@g
zdOkS#G9v=bM^$7EbjR}KTNEg5<J+os=)5knRirb<sJnaS1cjvaMZBtb5(}nx<Ck_&
zog~GHh-u`$5s9(~&(kqwU3pAm`Ya2QIdV4JbZ1IGE=G+Yjz1Y1i|wnoJJ62G51K0a
zG|0hhFM*ZHR-cQEfX<?)pE9=y3effJlGperDm!D`sU0VrLMS`U2y`;lZ(m%OOjl)`
ziR!Yyi2y4@ra&ctG-K6nZLY_C{67PVM%crlL!%CVvG<;6Bh^>~6TWm@!UAIX<CTK!
z2OsMY`Dw~iH5{WKol_t8N2R2X)tJ{lWq<BhE4$VXjha%lM&B5Yc&|f<0QM;?4@4eK
z=@(_eg-H5OY5PKuhjc)Ni)NuEO0<X(THVI)3}UlckHc7Groms!NHC@guxgQ#DR3lC
zpN)SV8WS{`7%)#4*bOyL{d~5Q`q*3m0x|x1Kd}R3%J^h<>eb_OR^viqM~;lQ)^d{l
zgnxsEo$g!7wEr7cd9*jqXCaJ&h7VoV^89|>Vih7eX%WetO<}@XUb)Am2F{<Y>0Xi!
zX+qqo#edauupfp#WH_jG(334Yzj)3J^{LX}>H%RU!(lAF9~NQR+P?}VkP2p1ul43+
zn_iA!Mb=`1&mAc$WC~}aVj30iV|{xrE3F*e;0DmBwPTnu?yhD16GcW+zZKGy65TPc
zmGkZJIA(C9RoYs0aGo|KK8KW{`kG=Ua28L;cHaQ`P)BbRcz8`9rX6A)ktEfc8=}2h
zCTcvM79^L+ZDx`Qfa1*?dX&D7@kIQr_{S=4*2}Ac=T~BrtSbGf`TRqMCqj{YN;En6
z_I5U9KDLc1DE_@3bn1KL-c%DEXuF(X|6)5iF&l4+nguwOrUu2vkVji-i&=S9LNZtw
z`(Z#f@N5{)DI@lxY*CLjx0bca2pSy;sZ~7-(iTK^;mR;6&?s#txvTHe$?9#I2o{nj
zdqNYNrcyEhjGZrf51i~p+jEe^!lN1@3apkkwS-2wX?j*+-=W}rRWhfm5TCc*2lws9
z(KmOSsIqmlF=a{mDI91|=D?mRa+*Hm-Oi3btqfP|;DJgD#G3!#<`Z)1DKDCc#|MH6
zboGP-bxrso*w!q~yRK)EsS-dc@{alNadPuFpuHg^N}f0=H<chz{}Bf(jm$kp?b^==
z4Jrs;3Ngf44C19ZmYFM?U;N+ln)Aw3ZlknKCL#Afz>eeprd=jF(}CljC7cQM?g9a(
zt)*19wDcUmodcIu5UswZIp0&w{OH_6n@luyRO?r30RmMoyM!F8u&y+A^33?N!dP1o
z1Eqie15^^!phdL@AO0DAH~*}>`JzIIs2O79h@`?HZ6(@nV#)BGC7Gf@QmeZLxS;r0
z0WzcP!bLxF-Y`0+XJSI;1MZ!HrpJE>p?HzgKGj;nzwz|ijF&vmtBWnQTlDkdBt*Y}
zLAnFiGngSe692R6T-5DX95l_C6S2@(@v4hz!zG*(Ic-v2F5q}Qz-CQ!d`qX&b^I!d
zczTR3UjcbmXEn_<k|@HoIfc)U5TrmIikr8Rd+r&z#PCgDAkV9ayc!AllMa-fXy#Si
zJ7fYX_>%^Ky4=8p5Av#O-US~hPSyhmX=N&4!9BuHLT*z9l!X38w-8C7MA{+I`fE>n
z>|r=r9Q<rs{$HoJ72<uCbl7JtT`#tao5Hj3p#~Io0%MO%;9ETy<If66NSTM%ou@p-
zKkR^=tlA~&?r`xLtoUK=FPHJ^w~Z>nzqJ>NcF$0FR4r)NNcdWW<n8gBuxecR4OrL7
z{fi!*E!qVVIF9cd^r(gfKI@wLF_|nf#r%UhdL>-=&EH<_CSh@E?d5MWm7kI!Gb~Tt
zFN<Ht*V;qH9v2Lk6_Jl6lZj*X3%ACvHzLW(eorA3MxBb3y=4nE<$9i78uUK;0k!_x
z@2%n)HW_+D8pW-p-Z#=d&*a!MJpA{v>kDZZ>fqZhx3Y3ea{s-G4#Yp1Vga${<xDj@
zC#3XpEopA0V5O&pDcZ;6;){3gH1=CTTP|fLb*^m&PR|z$BjsD|?j4qDPD%sHh*i*R
z!H%$~FU5|O?~nRL$GC8OO_Lqd_<lttB%|}4uCt6IIDMSUH>6VRT+0}go!h7HK89AS
z8Wjun;LreTJj}n~1Y;xV=arGu`sUPOG?xWy27b0jMW7l&hLk-efqO1-u>8{liH&Lt
zN?5VoP?c{D-1BB!2(t#6Hn6Mf(g^eKEk6)4T=P`JG5EomR>~>k`2G=C^DP6{Fj(t=
zOJNisapZtbgzGwT;tXBJ);L+n3Wl3Gc?25msP#MqVB}v+3<B9~%G5kG?DrCz;7O|@
zv3iD5!BYC)MmwIrZ)EuMeAn4g6No?h%<~?5w;e^-gYYV-9raX~d$Gqts}_liu!yA(
z%c*77XV(Rkftk%mp8?&OqCy3#_D;d!_~E~F@39@#MGnnSZQix9fS>Utbi3?GezDZ{
zCt|lB!zxKX$Ym=(mpddnciyLE{SH%gSvPt631}@H{vTkrPSVxN4^QwXu+b(4Mw~vS
z(>ln+A-5l&=TgStOR?7p)_$0P(<gL6T&exkGd1qbXJ-TcvS!Lhrzp$IrZ>@=iR@K-
zRI1$mEQ?j`$_P`9Wc=mhcJ;M?@l9J}BJF{_S)^TuEf!rY=-*LaiAp?h#PJN`t0siz
zf6@gYg*fHLs+!ZvUlS}c-o{={g-oydlZTj223MT+Ph9EZbvN)&$2d&m?4s_RJC6*H
z<2D-o;_O1GgwI8LA8!ry_A)f+s|ZIBvN7q+rYW`^n7pQU-OMQxqQ-w@?O*OLhw6=y
zi$XXL{VUBHGs90v8Du`SN?d5lTgl)0<q@M5xrGGvX(*~N@hXBn5uFcM-bUS}n}U_H
z|I6gD{!iEaUV*n$cpX+R;Ya?s*|axdOZAK)m*=9Hh7{+!JXRYVnV_HjfBcTabijs)
z;kD3_#}b%mQP25I!v(=nn!y`iQQ<}HYCk28jnX2{UrevHB@Lb|*%xkP(SQc_)TyAJ
zSNgVywmVK7qSIu7V6C?y_v)eK$K^V!Yz8>LWWMhkyC4teKtRyV%*R8xQLa46S}4B*
z#m)^e-V1M}HBYJS36yBdo8*xd8N|fwB!fXVBdSGAK6ZNu+qQX%M}z9p9E#aTdN_5>
zEir)O<*ltwThS3bpqtYOFl?f0cOID7y=m-x<N-oQYCTof21;C%-gS8dAFJpBfO5l;
zP&8YFL@92nXYyl=)|iA|lG_={=6B3_VL0$n8^ib6@PZ*$xjb5$L&Wui;cC}-gaaD?
zILrZnZUfFy3HBo8vfiJ<$Vd8DdnPGQv2*F*$1|p@O8!{)@7*%UF|1HT9XdGSgSo(3
zCdVhSh(-!NBxpicbl}6)oTqg@OD~eTAJe16HQ2)nszr>U@RGD+N;e$J>Nv4*fPIr7
zzRRp`8E0YhY*iJ_B&(*9b@@^ywhuqjRXnlpg$AY$YPU-4%&F2dzA^s!0%D|wB&hk`
zQz?8_phO#RX!$;#FRvizsUYHfZb|kJwx5Dw<I8gMA0RFEb|r0VmNL1YVTl@N<S9D>
zEsdnDe0OWC;Q#2Ddyw{yDN5u^R;TG2>0EjBO8@7xW+<J}2h7U1*R4SO)7AK0vXszA
z*-IU*L%3}TD%^jnTV?vOG2D8&N9NZL{6ZA@4ZlaP5ONi@dwSO;0N*te!J`}cce}!<
z0z=?=ZRNj@*|(Ragb0#q!Y+vl-Jr1Tf`m9cnjZS;s!J2NO&D>#SouZeFyd41w9%J_
zh-^_R2H}1J2jcX)RWvs_+eWpDV2eB<a%9{{BMG)n5c;LbB2hd*J7k~v<6)CvqZ!p}
zZ54=%3HXnWi>FfM17^JZk&b~jlyGq2?~M^rU&e9^2w7fvO3^`nf?g<9D?)MrR|;BL
za+yCm0PxzA9qry+{FD1z*{dv6oGfKuVk$2`=Ea4hq#!Q@I<IVR;86j9uHn!JYVT(x
z$`U|=3a0`Z)+HR4)&hrI4dWit85Q$sd~v`j#xlq}VWzsL*shRH%lTJm7e2f~CIR<T
z^*-;j`bKqzp5X`&(hs{U-1SrZwk;hgYpIs5WU=(Ov(@@T(ryX8A6ZO&2Wt&}fld8W
zXDvuwcw1)M;x3_-G0XyT=n^?W!PiZWF(q!tRzI7IGm-^we?y_-HQw#Pzbpg%t$UMn
zorgLV3y3W`YJ?_t&0MhyCJ@_glKK1u@AlMLD|1svYmAWx*4c4MWl3%__ln8oFM{Hc
zXS-&S_-E$y4k6JV8lHQnM>9=IQrLzvhrg;%se4Do7B+YspBZ_LLFwoQBtS3IY^9d<
z_r%A5%$~67w7i)w9G^w5?O&A<sv)sg_M*0U>lYyESQk;F-_C5sVA%G#awakQt%UJ)
zX0xqRUC{T&I3C+Vn!*Iy%wz2<N7FD+pI0}f&*Ob>st5vRb&tSJlTUW1+SBwzn-8zv
z#wv$@#xT?NeHvEzvS>NfZJWs5b;n}2L<U}H{?V6X_&YbJm8htq7BR5S-cj{ZM_AF3
zjwAui!K7dedsP~MAl#0a*%u5V{rvCrJO=ArW3#=PX?wuOj6OdQ)kqIDHhNi=Luva{
zXEqsnYSrO)B&-X~Z*cNx-S1Kr9o)sb;iR=ngr7|zHU$3z@G(n8%i28y5w$t?VpXeN
zzRprmk^eHJisS|2uQtR}Q#pKp{@#fz@d;LIO@os|?0ykBk`#?k<sJkY1SWH#Gemxy
zT$YiMt7|@pkSTNG+?S7X(iG8dhduGBN@2>Zv~QKDqF~A@0a%a)U=f4bcD4wxab#W>
zsiB+YcG&Cx-830~xXfnD@vDKV7o`K3lo^~Aw1Es->;%o>k=2WC`X<sSj8)X6a;<vp
z{yb84rsvA~`P>Jk-a%HZ8T@g5?kEX410iswmhS0bX@`&^TcA)iQOZ=4e^F4i;RPFo
z)dFsxSBi9syPVJC&G_RybvX{B_RmN9pDaT}bUfawLQz}zN#-4;ZY|UM9A1^*|5X1@
z=^?20H_>jKZc<z8Q1+Rp0sIEPJF}vg$g*Y6u7CQ=cS9RkW9g`_zP6b%cC~RaqARB3
z7(h}gX1yw~X2Q$%*=uUx%5JWHU_F>j?%e#{4;8PR2OlSyr`TQ2)Y|)7yRQ`=Ry`$S
z<6ccx(LX_bJBh3E9AV4%nl(mVx+a-lwElaOluGs9y1?l3n%!>L)J^-rYX|@HYCm<O
zEVXVwqyx3eu56R9)H~Ibtt&6o9*eF_he=g{dw%=Z^taev<;cDGP?OJr$^q37-|l3a
zqcg(L#oW3*<HAX4UFZuwDJ%izpO^D^Q0c%*e{j{G5Ef@xb5gA$b<JkVTN@JG<FSAT
z!xCi*6YJ7N5xI4yW9fu;jXds`Dn_wvA?ZVRg0(7i((Ri#85*vM07(;W#H$(pBF2wP
z3A@4?7kfGW0h`P>O?FF?FaO=<0i#4s`D<6iQg_uLlsx=Pw?zL+C@4}A2F~kPj`l~)
zcT=Bq#GvxsoEx-0;r3|Ias3CdJ2h2vF8m6ii%!akjZ;1E<H5}O39c6?rVP+j>c0Og
zfy2=&1FJ3m{zNsI0%|WR3EdLaA<h01GtuI@M@P0YGbWktMW!s#yJr>2w<|hfnCu~d
z!{E$eHmS7f4#p3($3tu9R6;xA2EGr5_aB75i2Ly$fPvc<5#_zh{anILYPOi{uwVGB
z>REs=nE+6|vL-^<nD2Bu3>#|sy2BRWJca0Q_XB)IUC(h9;M!QG4Rm?$vs2kaXUV~a
zZ^slVA^>}%Lf|$DX1GtW&&VcONMkB_vd@}69{W)kxwNq@BDNchkgwrEB@EEdTIOuV
zJEThEMM6Ur6zHw(WgKjW_QJ2H{0H=QxWZ5=5y6hwio87KfQ>X3Z58I5Q&kzksl+Y^
zoaOpJpN(Y7q{97CaSlNEye~#Us#T`7!0)-|;gWYT2n*ZY-_vrzfigj;Qnd+$9Prw&
z43KdL<nG_ayN|JX93qb(BX1SC9UW{I2=9L=GsUG-l!)`C&Kzu_shth*c!&{8|AT1Q
ziFpN3SCy?q%p>1BeZeUUF&k3=$<B1GoBS$A(pBZbl+sDd@-Y@6OlCHAQmW`l__N}M
znd;n2MZ}Ct3xo61Vf&NVso83oDO8t>TJYwe^b9DMwZ_mni*<aOk0)8J0H|H$eqJm0
z``h+%;?mlucC*qnTD&B4v`^}Z1!W@Esu%F51!n?<=PtSsB-|DE8bRxOun#+}(Ka9`
zK-185*O*U=`qfW=ZA};hM;>tNIp(XazU!lIMolp|k9I1s8EBgU>sTYri8pXUi&>vx
zGXPnc`cqGS)92T4P%Q0rk^>@D+p;?Tgv#?+p>pV2nhcJH3D0Qy317v@<yoX}8=Rk4
z|5Z(WHpuL~X#Bic$sp`MKsCNMwFj;zCSLJ7!y;)>ow^hMqNt64>E+iW&#8h^-rTdz
z>!gtk+382ni|d1i#8^=XZQf%J34#XO<bdC3`k6l)yop#iM_(SaTaX^=J!+J?zMkCQ
znKmVAE_ZchyyDS$YCh^tC*ez+DrJDnV{_1&jHmxh5D{SR^|hjhNpqsb548|ZC?>|B
ziY!yl3(-qKHW~R#|1c4`dWCkzzD5THz2*<cxHHSE$CatQG#-o!y@9YqDQu^e-zA20
z`q}2mt`?q>Wi^1yDl|{Skyt8@#&e-8fjJ#WLKaX}@gn-#Gsy`jQIm^?+C*n^zos;6
zgt%=vC(bH>4J8*>B~R@kb32|I;Kvpj|0ITvSZJ#=idS2WM`4QBPLs~RKQJ7s>o$?Q
zlDxvnKzPrI^IrMe$8Fxo9WBMzvEH-LbY&nzg6eC)o#W4~q~)Q~M+D<8>5QgHilaud
zFBBU4q>6Jm5{0CU*JA8{F=b7Oa{NuJP7ObVJ;ft^Ide8{s@gK1=$jIYcQX@LYuniv
z?_j}_=mDuX6a7waoT$8*&UPdEY1Mqdo+|;s2oA`xdT3nf`MmyHFcJ<MJ9a}X)Wwv>
zNQ~&r2uRI*EA!Q$51ei4R2d@qRi|K<5lCMa+4=k#)_f)Yt-3`M2PbyvqV_?IQI(#A
z#M+3KKKdsdXSSfZ>;BphzkF8*;`~PAYW^=9EOcS9AmJO2?4eoADl<R&tXiW6vZ0fq
zy>vlkN%q~X2zf|ra$E+CJI4MdH~-aqY=5bi^WEHO<E1|Tl0mC!NW;3;bIZ8Qo1e65
zNMs`clj3aWh}D(s#ov6z?7^<Jtn!-|=MHQ+%4q9Hrq6ZT`qw)z$~>9)R!o;Lmwb<w
zo+@%9jOGX`H6od4wtv9pf<R@?7d4O0h|o;Dkuf@jbx)2%!+n^@o@Xeu)`J#>$P7ap
zrHt4~>A9pg@^%FmlJEb4wdn(Ap2|ZeR6{N}3m&V`Y=p^iKk?L%CseVTkq(yGeJV8_
z?~e!9#gDEpHpIWfdX~A9;f$mz*be%HEU_^U3Fg^|<bbtVUj&$>=stg}j)f_jod6lL
z_2epIVh9yNzQHp^@|_+|(JzRY*=nbIH0yHG{Tf!plmMx2-eHvh*oHZ)JHN5}v}|rZ
z8tm@-XJ<TkV*YZwv+Q>z>oMPhEGGTio%7uC^A9~(4@)(pPTT>2hOGQvM*geAlS90r
zt*aabxjojGT_L!Ox(Dx#FR3>|o~I2T%fvC5#h)JV{H@WgVDsC{WN$Bb#*@s2eYObE
zY-0>}3jSH8%!F6AW$?&_JeMijL5+Ql%a6!DJ+O%_i~}DLi~;N~Z4!xtF-FjYfrIzQ
z5)X~hOSYHHc9%}RxV_+AU{`=#AGYc)t|ST`H2w`Wk9F<rO$&>8u<DeFZg*1`g<fU;
z*)2LOH94xTdhK0);E{=Jk_RT$IIy+dgmMpsg?+i6nO|kaSo(_d@6-pF|39MMGOWq}
zf8!nwm>?}E!w~|KinMfhcZ*2M=q_mym@rxa#{e1K4bt5ViGh^B2<ZmN@4esuzK`R6
zx<@;9T)RG>_j#W0*STv;Nboao_O0Y6KlzWW+<`t7+}erCWjN3q{Cxh^nJ(bCf%Zt2
zhKi13%ucAuT4@8V+h+_v`Cz_o-?<}TY~TJy*?0dF357Cs7o>u}fL}aC=IN@xj}QTQ
zny0Af0hj*)TU2ZD{iSwy4HkAxZz(eCF8LGlU3^jgW_^L{vdE4lZ6@bNDwjz&%BIP>
zmJzumZiH#-XpL<NZ=~He`S+U15X^c+;6fi`O#*~#ufnRGvL*CM>vFv|8bKhKPcidq
zNGp8$;h8p$i&kurpf%I+hISWmUg6erav%d>cMII!*yJ?^F`R!{oT1Enpxws0?gF_N
zqH8i1UHfX!U@|Uxs6z6608AffUz5+|b$DeIe=Lc|a_b~?+KKN_FQ^Ls2q6<0x<D-l
zA_I0|)RbubY>f#V`S_cLmj?dQ5bgdDid|fVmenVpHEAc{mSe!;aoxm&;N>haJy-UW
zh1qPiw}lee0xd^AG;q;&GYp`Gxxg_)Jq9HmabXX^T$Rq<vt1ebj_!mjI@i$MAzU0H
zctBBnRc8Rk)3H0$g0ojsjgscR`isJy<AAVVHB`mx6iyRQy9c$@$UP2?n2ze83laAS
z{i+JDd6&8={*P^^mhpLxk=E6qZNry>Nre1)4}R_o(<lIGJX9%6BSyLKV5z@>^Oe1M
z4+`cv;|7HvZR@rr4yes@aIwj7P=3B(y13&O*O|nqsBphkl{GwgPD+Wb=amXPZil~m
z;izNN=J}-d3<Nt5jh%QY_Az0Kp1VIUxHTk=Y7rHv9er*X<OQr6kb?%WJrcFJi8BTk
z{t<jk2<i~}_2_Pe{`WOqeF^Y)9WegEEPzT@!Z4QKUK+_29i5I_ofWbUwi&bZy}QKj
zTGTAgP$@L=Kfao&AA%S><c&^AF%lyNM4TSLout^A!P7^0*pt%Px9w?PX)BSEeIyT=
zZ`QLd>?@N$rp}Am7d?Obhj)LuqQLCM+;7RYZ9sLRMT4lMmzm5#7=IeRkuQ;6$Zq&}
z&`b;UT~8hkKQIxN@y?&5H4v6=)4^O^bOKjqX)~82j`L<qj|RqF8+bDFow2uRhCRs{
zWIdH3`R<pBI@gbzrKuQ1m(*H?g>m45_GSmRn}q21nOlc~^=b1K4t{LmdCbel!x7}@
z9WkK~vPBvmX+7j>3R6$sfI;+%=IVAD4*-`rq|clZB!PZsg`&(hhAWx~SnYG%FZCZF
z>%kL|JS+FGK$vnZy^QpDnd0lgr*SZk6j1n;K2T!ebdV)8d1sTJd8jbW>vqial*JG4
z8?ue-Yc-0kmP%==Rgp{<$aJU3zAogn<M{^3I?ZE|nkWy(LNNs6)t)8^Lh0E?6$v^=
zeM>0v=8u1m?`!zb8}qH#_roR()+C=w&p<`zG{kqB-{09zM)p=Zg;WoVF?hVaed;2}
zD`IV&oZH;*G*s6@#B)$B#s?l(sWfV=53Q9eMlc^~iYH#Q2$lbE`tk{YE4g=FQ;d~D
z7+EGf9uN>X1H!63&5R$4Pcg-mF13piEhisnSDEjHzY+I1D^(EG*^l$uabgbAJ8X9v
zWt8~<6f|E_mD*wg&ayQ)mpiAE<~*TSHwp@dQKqn{1fCZ$>UO)tDmcLx=>UJXu5@0S
z+;Y(*a}ZuiziIQD*qH)(fEUBOvduy>-9(IrBo%oDS*LA(rsIpKH3LY(Y#;BM>MHyK
z#PIi?m#f&Ae~9(?CY}Gl9%ZcfP^s&(m=*pk9R~p#T=}d&$b=E9@A}50<>^lYC8}n5
zEkCUT`tHBGYT!ijGdp^w@%7k?3jYDm_H4D|(=IMg^1$mEdolzrDj{^t-uVT3;`GxX
z^e6ipiXTTP91ih}M%T73KtA{&RUg%9Gl?@ceM>31yvHPhp(1FJeZ8cC2Vt~5k$s|k
zjr1JO#JHlNBE0qEG2WFFZ8UXvuz(Dm*as<tJcNsor}R(0u9D1m%O2<@iOn)4rC+<Z
z#dvx7s<j67UbAC*p<)+A{5EcC$3aS*evjgUkFV_8vJVw-ZW<<oiVKPGNLp@1udxRC
z{IjKJZFo14Wcig)St3F0^iNE$<o=g^t8RW&(k#x`H1nEcX&&0vyAqp;%ZsmlEp*T@
z)+wFlPwi}j<dkk<MoQHmV948-g~#Q26x}|D>?%wPVOeO4XQi^!jN%Yvc~a-^wJk7Z
z5jsI<)DT>wikXbNqgMnGioleo*V))XTVBHnJ1{6MmZ@&Fr_D0Ext9KNs+hh7S=Sj}
zX}ecCH8Bf3Rz<q-4=Vv&QsWZx10S36s4nI(bP})KvzeCozqch%u8mA6V*XLtJwT6U
z3%iZXH<gb7L5qp5pxp>c3%2!RQS-S)oFDqzddH8!W7kCY<5aIIR;aPjN<<VinL_&)
z#Turm5!H1whrSZhgKUAoxPNw<8IVh4Tw6`X#IT9@!C=TIOjQ2ZXy~hcu=ch=USgEt
z5X5)iC{HmZqf2)Vez!x+u{*dalxDmRiV!2-n)SEyGlE=Hs@7IFv`@Oeobxo^c(r@S
zJ?_w$j8Trzk?&U#EsgxE{#G-9XH|7>p`}hE@6ak)awqSZUo#<oqC=4lg07G{Uj-{d
zTl(aWP<MP24kZJ}_WYi24Gzus;jcOglb97>J!ddOFpkXsH2ti<cztd3+RH$9+}2gh
zAUU`Tsi+ty031{2xSJ3`w{zkp1a-2|2O4<+x5JU=dA<STf%i0usT6^DDH_T2x$Oms
zJOGHhe{nkFNuZv~fIbojiW_~LD2nf!!?7hPu&amHMK5waA%k|-!4Fajbil_oexGj3
zSn}iHl8^q+WLT0WurMvex_vq+_YmZ9BwB{!QNK3$a1!Y$un14Jb+y3T?aU#YS~VGn
ztq5YQ?qI|v1GA2rY<e3d`7VUP3@wwerag5Yl+(5mmC%4%Nd`K%G%4AWFB8*C_7LQH
zp64)!XArTDDUS;POjX4{4DZtt)9XbTv=FEaJ}g3(^B)_o(-MX;1KAMUsoR>`ZANmg
z7QO|b#9Q;a*EzV};!@y0<M86H%BqiwIQ~F9*BVC0gPAgE0d^&BKDqhJ$LR}r%Bg$Z
zYta|gMPq;^Y<OAlvWXqmOWJ2q|ILP2*VpF5HF=Nbe*o%&%+T$G^YW+Y3<T!g=hVt5
z!K%P3CQSJAf-;89QtKVtzJD`Ou3^)ZI28(D11=Q!*esQbN8dG^Ea}7vw@buJ=_+Si
zBe@s)#?7_FvnJyzfD3-XRo*9*TSmLG>;)P6zRasw-PZp>^n5&!u|M&#>HuyBs0E6W
z%b{pKaN?0X=u)>0!Zh8@=K$eN1!0B4|2DXKY0&S~y!B!h?vkN>lTWPt`{bTK_wzkN
z5yT4AGEG0aypq^N#kT837eZZ^%KQtM^+%m0OVSsZ-M#jWrXxEKE$ZPpzZQq^KW#vY
z#sE%Zl*I1h`Ygn|xT2_?iT7N#Hksi+dTf0UW%?ctFNqY}Zls<-`4{oVIeU)`5De1~
zKim6nEk>7{nMN|PM{p5^v5T-y5;*9>CB6Fiehf?5u1D~hVs(AmGbmwcBJ+!|OaeZM
z4CkWt$G0Wny~8gCL~*2(XS`6|s@{>ROUV*=`RWL%-W#hQL?~LSfnNztMa<%8={Gi7
zpH<6ETN_y&QY9j_W=R`F*(YE8I=F2~@2)v16BEG&yE^jU1ys@K4&SGBP+!c)S4a38
zPT&1Sfo~P%3;jdH-)geeg)SnZW3RBgrYC|2@sO$b4CwH@PoqH9>P?Wrcf(NsUOe+&
zu6}A8V7=EhtlM5xZ&+-tID^{F)lBaRSdMr&h)p^~>Em_gq>Zcc!GmaqdNo~PWiOoF
zsoSK2b<eSN7cj&n<ZT_Y-OTF6vIRUO5}^5>czQ(pi~0|qsq*2Es&qamGrR3*+fapA
zm;CM(9#j!wr!D=pNP!1q+DCr!EnqRi9GLr$*7QG{Ko&$}s7$GOPfm9yYqnZb<7@2T
z{4|cch1%W}gS>5ycpY|h=`)ce>&KZ5g9fG8q}$T8mb6!f&*geP?2xOy@)>HNHf`i(
z^tl@275kK!-@|S*rtL+iQ2<U9)W;D%<Sj-6{|QhW?fXEG{dF!rGwn*THV+h~>P(a)
z|6zOFR?!q=t|k4;8m;Vi+1lOBZDr(4vp+w|a)uU|3szSith4xvg4bI6Pv)0&QkgKZ
zumQoa&)fP)keR6#rjs#^O-W#1L*B&aAlR`~TN28LNF=8Q961v8;ahoOGKmE7N>Op6
z%Cu+2EF!E91&Z=0EP9KE|8A2O%j%87|CLOyolCRto^_<8tt1m5HM91-bp9n{NS1Ri
z+}bi*4R@fu#MjOK_8(xzg0XkR=ZWuQj=y^y1x~H56xhiox0pw)nbaCX@hN0p$ebC?
z4;%*pDMy8~<w3}(*WdH!rDT_=kWy)@<NTj&aw@HlJ}tX_-ZQ_?2>%D0BDo}vHU_g)
zVvQc>2$?YlLnn{ll8mMxrMnTGl;{neK@~uRvUHYWZ0%@kFqceybua-R9%yqR0a{^$
zTaSK~eM0@2-(92fADxxC$StYoJ1Pp*m4z}JuD|}*vvLzfJ7fE&#?n~x4+~w_@Tp`L
z5-B%1F8el&Q1j{p!U0o2iWb7R__`H0-9x+9L^{H|fl9!4S9D8z?m0?6**rM3h_~ki
zl>&$lve&cmU7ajA;wM0}Y;pHUt~kZb3cP2viH_D$8Ar0LzQsVfN1uQP>lbSkatYiC
zyc8gfX`{@LiAN1xyT-aX;SFE$uTOC~%=ox|jBV2QjcxrurgPAs+rfzlsSCdA8T=Hq
zW@lEq2*9A>v?wmQ70w&XrQ~tl|Ai;Xowp^&(^o1q%dm0NozSVZ$=|iyw!w!C#n`qm
z*(48+xXVQ^S`#>dExwio5=P7=M9B7oXeLHO{l>j4I->t@h>GrFerCx2M$>#>MCr0`
z4roO72Ts={GlO@a%yTK!SMJvPXD9)-zsX)hXMOtCVvolqOU72$&qdH7&|Ha?$J++6
zz)t+gGt~M6YP{`~$wZ%i59LacfzyHqj}iBX$;e2AZ6LOssfP>~{&Z9YZ!y`x02=3=
zgIE^aL!+#Pv*FjbK$W_Os?+YxYhl!J$WOtV%ncs1K-fd<Le)SUsAB4B0_1koa<62L
zNVxJ2`46z4Pu=loNQ%ArqSoz>l%o{hTWiR~v~^la#F!(Ld!ZwyyKZGP%T(}ma}4_1
zJ;zX&oCP+~@CAU=V}8XQ>mBPdbrw#O$m^(&L%lL%zlPJKg+S{W)#BI%hYoD&W3%P}
zgq|NB{Kor6*dFw6BX_{9WC5B4z|R{=0XA*Ft&F*UxqYosP9lob?IQN4!QKlUm(RlH
zrG<H85K&`fop4Dla<eotGG(($WDs#0nFs89YA}6H#UGOG;ErD@R|bD?3g^j1B{?&p
zS7P+Z;g>FXv{EgKFQIxeWB*P~+Qul$q)hN~+gHv7J8yFI_%J95IL8Cd&>5^yLP)DE
zV{W<iBfc$oeU^V7_~PILUfyU1&BTL;;8GPZ(;k_VRJUG%;-b=2(iu*#z{D5b$WiP^
zwv;om*L?B*ZMRvrBp80mC~byZ#-qX(ofpLo*U(6!sXNp8N2s1~kwf&-I_E`8j)#-;
z3Li!4vQ~mO8Vftj2(10|Dsct(Z^$I2#R64Qc%-$?X5|0_x|3m4l!NTBm2(}J`h}`C
z6f53e_t0`b{Hl=i=<@9!PG}MA%e>47UHO*a@_sGiW3$hS+$j?`7_uy)M%*RW!&p6Q
zA)xCl$1Yp&DYhA#`7t|)<w&&X`R)N3*A$#kQfx}5#~tuS<9JL!BC&a^7}fumOyIJ(
zXknK2nvTGOg)5c^GmPzU<x0Z=?35Dz%<k%|c|l5e%^j%+fADp~I^zI*GK2S%Rl}XR
zmcatXc*@VBkG%}sY`T`k5-|CViL^%nonw07%0fpc&eO$2yeoGP*l)RNNSH{8FV+6k
z6jHlf6s7k`;CxrLMm^a=af9kv=0NI`7oQ(WI-cywg)0+goGN(o8(b8-VyiO(T;X1q
z7TzqdoD&P#o{!r&?!a8;j>Kx-5NI-w(KgZQKrR?6vsvN#Hdf>+7@E>DysBG^%**^+
z>HVqeWH>q0Y}ni`;*E7j>$v!_j7hu$Y?0tS8b>l#FHxb0is6vNy<f_O=JP0eNOu(F
zF4dV+p4l>*<r1;wKlk)a?8!x|d7F(*k`~BOdwLi`u01vRn3ski-qa84A^Y5k15$;{
z`Qe{j!Kq|k1JDRTO58C)XpSK9f{O)16X~>m3FhZ*BuM<SpM3S(ZjfQoPz22snqvGu
zu7vyqn*2ce2_<{fme*xk%|nKBte>&g+b~xF%k5W9Et3^iA%1XV`o1Mg#dc*OlwV19
z0ZGce`<_2>aUe61y!?aXHT}l?%P*8CL%YWHlAt|4h1KJZ2vYH!>WE-Pr9x78+Q<0{
z@<Y&MQO$m09Go+Tc1p>s4`25WHC|q!qIfZHh00kmwTSQHL+8_dqg&}BS$ldrk)_ED
zi7&6#(TrSZTvo@1?5+oRO0yTpayYT~UF2@^W-HuMCMSH3?mU5Ps70pM?Sik*Nn>28
z`lchwGekHcH0pp{ucCZv`De2K-%v_ZDbDy8N9{Q+fr>~Z0+T$KdM=@JLK;{Z#`<S9
zJ@rKQcj&wOwg4;KIzP*5-S@iE81#{b_No&2W{gHMLH1LG<Xy>dRvr>rZ^UC<xn=aN
zP#(5pFCVM=n7H#YZ)B@-vS>e*uXmI%^ruKpUec*1dpoI=&TH!7l{f2w`lOi*Wn0HW
zYOnIYZKkl?4EzVEG>a@;RV~E>&8>D0uLohYWB1lVAML=Z<L)vBJI`o-st%#m@=FRc
zP?iICe<7jRg8V&!&B6QQ;x5{YqNjK7i}6@sr(;8T(jw>OcJ|Mep#!nCT-fvSf7Wai
zs@QGScrsOA%Eq(OYKs7uO@i^jJ1BlEV5_K*&+u)@2pXFmm?-%5OtVgv3BVvQU#SQo
zD<mnCyq@K`6#+neiuVuJqk*pw$IB^-7Q0nR3-8IO;R3q`3>z-f$z&dfh9L_q@@cN^
z({t%sU913yJR8O|&1f%KA1A+rEzJthGW~99rs8+q0FYeJtSWo-yc4HHGx115iX?fx
zGRj|1ZuiCSNAMU@k-AR@W7_0Y9^<&#t0sK?aU4b~%MoAnVbcJZrc?kw#$CBw-Ht^h
z?N5)VB$p%T0K|?<HPw=wZwU!z?*xAUG90bnAe+xiMnjCyg!%1m2$JxB(<UO|^Zn&w
zDqgIpWT35Yz7F2tiY}T_E7b<y-QB;l03gFY4WmYaD!o+00=B{ea?byTv`##L<Kh0u
zi3|ZuRH0^mqJKq21_E7`E!$H8ty@>8s#738@Y*-golr5pue)Oa-~RxQP9!wlrMHLv
zSA_R%HAH%qwFy{M>)LUcPlL-T`I&$Vc&W>#yS>b)xGIGLDLYHlF%@07xBWcKM<`Ig
z2(KW0Q9oX(KMc$oPElP+_b(62$sAvIW2*9!cip()-{)JC?c`yVX9k&9(Y;TpESDsE
zs$Zldvdh(h)U}$=?O9XwV!+@2Oi{~3eZS>)og8}i&r7u$Q5T~-D51Z)F}uU9Z&vle
z+#h1(k}TMmq?GppL5>NN`Wofo;2J4nl4^5AL$c2G_{zErH}6CuO2V&=KHg+%q9}e;
z3koxdm*t#uXI6*9Dk=I9^793Q#N-<q4{ce6r5_s{q^w^<j*YSp52VL)zmcIL`vA5I
z-P|)QdAEhLw`b)XI?h(0DVj9zw$7VYOdS<>3Bm_F#`Mxe^LgkiL>e#wS{~%XMMZIp
z8(|gm_FJ#CKU$YAijw&zH%r`15JpAq4DKf9#&lhlCQ~+5@M{aDy(e*&uL;9u&c{#r
zlY|{(J^@)0>`jifsUDvogGrSGe5n23cG{N?@R*B7@$#r-Sj>>BDe5z5>%#rZMNIgu
z5D|PP?aX&G2v5pO)~>E|+8mN0SCQbnlfnh96a`vj(2apk$s&_8JYA%0ThIJi$F~DU
z%T&B6vz4m5;GOZV=Cy-D?lYl`d`o5S{Xx<>hM9bKQ;Ftpjl<Ku#4S(cC*aV^dCC}D
zD|sKYwq}bhAifd7=<7nuD}@xWs5~-nGM#eSvXxKm*os%e);qtt1G&bUtVALmW0R<S
zMU!1D5KvAP;m4mg(1A-n*X?<W|0{>TXR2PzL3$)iCMk}LsxoYVLCAWwNzF<80hxeu
zZhEOr)sQg>=SUpVwa@K!^w~-V<!a~6%Bj{`vlf~hn&A<rzlp@meeA{QzUJjTPVXDQ
zZ+QGAxsn~fQ8n?up%0uECct`8-_hbarxv_Fu3$9wNt0uKc`n@*f4!Wn{TK~wLJ^`$
zsTyR!hnd4IKkFhznX2~<g(MBJ7M%FVs|sJ!v4NNFp<-`<Z!0l=3y%_miArX_xXTcG
z81D7=EiEFsPBgZ-jBhz(dXwn?P{lFy8c>-cKUTR18Y}6sch2Ko>wP!*WOc!kX)PMn
z$@Caa!{LJ;7sfX$6tb%cms1-A6>#NDqS)6(yLK}Ha&Jz<leYDg={kUT9cb#$xc91v
z;J<zL#e56A*~~ipU!6)?T$9iB(XxNJI98gO9&~1!=LwbPEvgtp<8YD+rie&!&wbd2
z9bjaiyUNij_i>uV^W<TXw|};An>}d#qGDI0CPAGY#B_tv+%b$xApbBzn0b-h4SX%9
zY*twOPwtOS3<?!i$Q?P^VwB7rV&P?Qkm{+#VHJStAYEDX9lbr<tU8o>wp`XL%VxaX
z=0fWLY9sS)l2n9@zD!_BSRK3fU=7#wy53A+OYm85u|+!l*?h#cq0HPGz4p@1$KZ^m
zO>n`s-qu4V$?S=%g8#s->3;yV<_{tIyJl2x^~P}hpl#;enjJm9C`3|INd5ZoKm<9%
z%#I~-@G|6!B(O0w@TYmoD|ig#C~!v7TKbJri|qJ&w+*9#|7Gfx-P>KtN|cx7#Da{_
zHbTuS=|ao5f}zV$iY-K`b(85+TR6(<GxN_s(fls66*faX-Q;VeiXg{K^;Jo0hKxI|
z`DB136!jJa37p9XN`kO&%X%w9jv)x$&UcfsN_G-KdK9J}$h<}~6v2lWQ}>5mhkZ`P
z&+snF+`(+by(>QJ7?i`M4J(}<9`4&Hy0`4FTimU`zcwf=qycY)UeAz_XKcRx=2;=e
zM|-x3AcMZulYVW|qJ1!mJr}ZoTvkdRcr&Y@4=He)X+`UI-A4j(kXg3EO~yBYOK>Y@
zElqW>->8P&&uP!`uoXOmW$R9z64n0zBKcOY9=8RaZDzK*55SV~jVwc%x!yy8lz(ti
zj7d#W9@vWbnhv83Q?hvdD2{IQGx*u%2mat2Op`7|J+%jK@Vv;59;dtg^n5P^%Dvw%
zAqv#_WVba<hyFRO@kE>M?EOHI&^HHx5$`vAqLKoAYVyvzd$w0_QT%(Q%Egoo27a!F
z?=IDb)##~ulUDnOJtCJV0Y26d2Cv95^Q7>w>jY>??AN8a8}HJm(l2RQfDn&ND{G6U
zQyGXurju>beUQF`^RVdQ+!Siia`{{#p7c)~<y_F@-OPZf;G{AL2)g=(1hI68^mB%l
zCm{i6Xk6hdT6aG4Sy%w*N{3854#(;teuxg4&Up=LP-F`LFtkbj6$Kujp&lTmoEf1W
z1Gt7|$4FY*aq@bey$BU{<Og8mKTDNkq2Y_0XQ8+y1;$74kLsQv?dtz+Apg%m^F2#1
zAR=^Jje^RQVk+c33~I;BVvF$tw5iu-h#|0m94k$^F>M>2>KtX7V+MzW9zR8Gai^^>
z1*c3PdhWjoF}hbsx)#R0$L~ZAMil}LMm!^CBhSlsO%0#2mwO#UAdKA=I92~OTYiqx
z*D}SvYTCg)r?fg7w<5WolBR(zb2pD>-*qpO$@oUKKl>yT;o0g#H+`UL9WNZ(-|ngb
z%QQ2%;M1y6_&HuH*uO-eXxx8j+m!AZC3eppJDK0bCD3R5<z6CpK(pQ^B3C(|mwVKI
zu-|J}hi}v-4!c}tLB>zURVAt?$%&`7;q{mE`eT<3Z`IYeB(#m5RtC5POsSEay(;3C
z59BdNyt^%IC*`zzU;kMd8b|*#n>3C6TAvNgLW{O?#Dh}F0)%D%I=z1;yjmpy8=884
zYMvA(DpZwgvx2kYqXe0=las0JG_uVc!zpfYRi#73P59nIl(8NW{2X|RD%PDgm|Tq2
zjb)0cg)L7gg_o>c`K-u!LB=<y{`Gx#+1n4muT{Q{sr^`BZn=7?U`zclz{C?}<eZpZ
zL0Y%>CgI%E*RK2#r!7nt(&CH!oDSA?ZEP}v06UqCbsc<ptaw$2SRzg5<I}HVfJsTZ
zCK|j%(!8A_=Q-e71{=3m&1-qndZIBf*{CF0(9dkMB-GsrAEUparkd_eWSk9`|E>XZ
z*5~gp=cn0JE+2U{$3Q6OV23HTFfwru(-4NJ_{PlJ&o`(^DEd|P-S6jtaR%YJFTaqF
zdgzR}GeYy=fos*Td}IUTA2X)=3SwF05qSG*t2U@47XNMva+*Qt<Xgv@TC)^ZtCQw+
z!|HPN$8opA{!-I5N!$@+ek5nP)p-oFdbK}UM^46;%utyMLnb<8V(`?=hA)u4a(o3f
z(M2*o(<5-X1Ci$<<z;o>^9(xJC_AA>l7YcNqLmfH7bL=1-N&^?$|OwEOJ`wzp*5R1
zvd%tCfCuHTzk#L2=JS)9+zssTp`q2q0ReNye{S#7l7xzYfmZN(m9H-O{UKJK56_Dk
z4%hqr&&NFf13<t2zM=)MOcxv|J)d4@0L%X97Fy3*mgAS%HJQJRBSZWcMmr{wS@`C6
zG&{ZJ+%md~!L|!n1_VyJ^8D$;WCFF`QSWG|1~sya3cYHC@kG9_u-#g2p0S==n*6FL
z8-}aiCfk|neHt+MlU;KA=hxC;KUe)R>+)HeK{G|KXWWF{n+=$C<z!VGU3ME2?yT1l
z=iryFU_07vOiR$6;e*e{z;>ca7P?PeH5t@f(-p8VTk8%S7kSk;u*__li{B2^L73L6
z?AYS?EomU9lEwTcD#<wD(QT=2L3rNs39qxhS;nxiq%gf2#&AtW^dN9L!82Ueo<L>X
z%Ti-jpZwotT9f2Blt@B06wKFx(BEL&Dl5o?z-{8&osHA|Pr!fl^!CWHMz^A6%*z3_
zDoTN;hPO6;gt;L#iqC0jS9EELkOTA=#%LY9QsH0e_j;Z|)`g8VK`r6bT;uC2hF9L^
z@jOS0-c1f~hq<+xiH{Xq!#uesZz1hkut754;ouu%szickGV6@PKmU*{n=d%d5=oSN
zH}`loK|G0!%W(F29<6%?^8>|sEE>{Qx}YAIxKd6Zft3mKpW==S$yC3;PF@0iLL9AG
zW(NXE4Gy%on$G?V+OPZEBX2!w&Pyy=bdanafH<(p@uAjHD^eTgy@@6m-rC`&bDdJE
zT$TLEOh{^`-w!P_#er$__qdzWDYfrw!8@E8hm(cLuQs%0Z{HR#s|7k77o>yx7cM_V
zG_l9Q({hQVOfGJV@6|&6V45W*GPLKpEn%qB%=hfl8ov3~oS$$zjp3)WvAArE(vQgd
zkY`sIw{n+%Gs6BOdW>hY(&>a%I3D5YM#~#>GJ07Y@4x;z$*;%-npCm#@-Kc;GWV&U
zHHyQ$1}_SM;{bMqeJXFh1xX4r^|PjP;V2lpICJ&mg)Eoqo=VviFTJ>jxtZa4>tCiO
z2#x{Xr;g8)y0tGJNJd~W;~Ijd6j?tuptqf>r|3CI>AENtYn9VY<V#9w+}5A2eY&r&
z_S;%T;*M+oODJj}+4Et^bN2;h9Ve}B<{ECR6l6qE%EZ~#ba!M@C#quzlrT~+TfoWD
zHVDKwZ0WoEeOdN}|9OgIKbe>QqDs4#==QcDrHZu(?PamUe*l93(E+RmiK*%-U`K2#
zUp&4w1znjhENA8%CMsDXf2r-(UzGG|-3sZYJ`<wjDKPEBxUNSQNVeoiH0~L6CJ1QL
z0#!0hHv<uL{J&RxQ8_@cZXDTCpkAU%*8n}odNn?lJzVbV`=mvmvm5{x36jM1PAw^k
z<Q0hm91wc(&0EsZxC?ricxcq06M;o!$6rnKEh$Ids^4wgC5yxt;s0;jf@&P0=4aDp
zqKppw5r2AWq=VVCOI+ew7n0Q$@?FgQPSTzS(^tvjaGt~~*AXo?nI`kkA#>{|X8pxu
z4A(iYOi$l;pk-Y@7dn3$gFW>wPHEPE_iAb5wY{Yh?eV`!8+pScZK2m$v-Jk-+0ZxG
zHkA=6NBVz7&o(_ecQ_wKP9>D9+9HGRTA3iNusr$zLA<k%#EPlJO0){iw^0V)H`y7Q
z%fVA4;-3Bhqkx+g21V-+P>u(auQltXR6&^)WG+ly^jtn?-~xPo^2BVlqUaQ~>$#`R
zNfnKXE%Gc(d7a8rx!z%sO`hEBms?9$37ntkjJjWM%7Ji)!~Ru^i2Uvz^!V+h4K3@v
zj~=bu4sTVz?EdYp8As#Lzv=M8!UgL;?)1>{PS3neCWG9MUwjPFYPQ_<^j~Pk^jM1~
z)t#du>+8UY>38$G*=>~iyP4jjrYFzbE%{8p@v0<)ERwR#<OMSgGTyKN|G)-Xe0kip
zo>quYJCBC7t1;Xa?<gE^<qoh=<H=n;SsOh*?S1rofMwbs&}UbQN<S%lsI(kUcoGhn
z4?16~VUFvUeKcVM&c&O8SePY}kLIy#n{pLA!==U=fI&esBb?nO>qqXKjn%B4t_wZh
zf}Im!;la?BMg8?!_<3$zHI*wnd@UQLaOry^(;YdDnUr;NI6bl*Ak4JpSx}@eFHv}i
zr^NNB)ca=?mc3H`uM^LSqy0zLPabnKhWC>Ro2qaA1Jvq!%&ouv`X8X@dXQgfG|m&O
zBu~6k?#j~IXl$_>EkB?C_57`Z--Oi#t9OxNJL{5bkK?`yv03$#>Vp;dxe~fpw>8}M
zEy|t1*|M{?*XI4;d4<xYHpQSp1X+kt4%t1}$bhVnDGoM*ajC^i^w>Sr`8%od_1A;n
zKv?4%ScA@r$u?O`M}X*++0Jj@11phh!x8f*CMNtdZDhaKYINC2{sRaA`#Cf3YiZ(?
zXj8m+`<0<D*~UGuf3s&aAeBL&e0y3;BEF%aJLv0ukmH*No`I*6h5WHPB3td6Z$HVu
z<Wp(U9u7P;z+hAko{or;-~hW?=1dpTTS6~lQ}$s3iDZs3k>-;JuH{DJUP;r%B5Td+
zZTtpboR4Z&d<JO#yw%v2nz0)fzbuMhBvCNdi9*XMDL$b`^9$q2Vu6_N1W0yW`1$sm
z5J*+K+^>-R>O}qg_d~1PO%~KXiNJpo2ZFYO0QHUYclz_+B~yQq?6U?&X4aPV@qA--
z@f7~d$O+lZtDntL{LMz|(?yMN6_PU2-S8yWon<c7^sPQJN3Ix_JDI`u72G>xl*OZr
zzI0!YVbXnQo$ZqU+zbn-$~U`~V?IgGd+f72E*)yRyhjg<1=5Xw_)Ys+PwGcT+)NS5
zdVP5_*@*-}P}p{fKskdX$85>ljNh|63hu=UmkW0RQs0aQ62~cB3Y2*iJJ^JQM2jdd
zdZp4r<uN&vK7!2|Z%Po?lXK*HN7+&Df7ShIunga#L<Sjy*WSul{`(}&prc1|FH~RZ
ze@(Bg{p2E>n|D1yZKd*{{g+5Q-g{b!wdBQuG5H|3r^aB(XrWNW=16_@-PimgW-2O5
zi7O6510Q>;ZxxwdU54ST#@~xyD+2#~c43+HuB<^z)`}!H81{>nC%q_^kB&ZKZhbk3
zrA?|mFMc18?aOW@gI+F|EMZUHM92Ml+IuNZoMu%<j1)7{%3_K%s!kCha!1??wb|v#
z7MaR=38)+xBZE1ABEPuUS-D#O`T53ZeXC8u?$Dz2LlC}2(e1Til+@DAjJPtDdH?Ol
zK{Bp2lFMz&FQNla6(ka+>TcH`h+ooJTA986Cd!ZnwOi%Y^0=N3Tk{7MQcs<&#ogen
zk!|V09K3|dAM7d1SwGVQ*RRh@Wc=NFIWGJsZ&)gD-4bx(&Er0wY^rYzuhW`(6v10}
zf9~r&O$T=^Ki;#s(MJOh%`n+JvTW4@&3(}M$Lj_pP5u%-1sQx(IYqHAnjlk2o&h;T
z)UG1^!Ca#Xy<Oi#X^0ERL$Y@4Zh9o!c4U4bZ)qt#)g9U#hj?y2%w1Y|ShNV=gn10)
zJBEI+CWYsO@sgMG=vAm!%RhCM^e<jZZ;hdd0&KC>)|}Y*4QEA}h9_jw_)~Wt3KmCy
z{nBLX)91MO9?Rk@vTt(D`mO~h1|f{5H{_0*u=Um>N<2$72nrlP=DL`N&_+a5S}TpE
zfYp@`8S&kd4=nY&fbbcPfym^AY$~=`@eE)G&gZ2j2tM#Y(_iZk;)#)m2L4d8fgpnP
z!o!pVWVYBN;i+CJ1BD_u&n_YmdrUor+=`scibt(@?Pl_AcVCVHAOxKfmr`dRn?$=V
z@>nF!&hp?UrwKiRfc*Bq5dFZ9&HKAbo?7loj_zb?>x>#C|8x18Li;pv?yaTE|MiP}
z<moyV8aliXM&Dih-&pDGQK98!lvl)z?^CJ^Pisy;Y8G-O=#v4d)sl&z_}9GinUfs*
zQ4dWFsK~fR45)|!W9`x7jo#-pr;PDuvEB)ki=6r!gMPW!nb(L4|BA;0%S74~a{>xE
z7CECXhuf-qPo-S{?8<l<`MeU|Qf~=zD#{e4Nc0q&q4K{FguNi0Z1~7d(R}Qh2HtwZ
zIlG(LIp!lxwkq%stI4?J`6rPrkx}LkcI;+JS#2ow(-!!S+vt!r0-dda(Hs|}oUayC
zDzgnvezM<CppX1lQkDJhn>^yI6wF|jt!5>xi<se;VUd_=HX*p>iX9LB`@mJAW3r@5
zR8%rx7gP4Y*JC&HeJ5+O43I66CX8|z1y`jdY%JHIsK|P_NNNRo&9jM5HsiXWFZ}Cg
zcoW%DA5iQ?s#*^6?6;}@2B@)IuR49vq%3xp9hTy)%H*78(?yuU_A!1#L#@F>#X%`9
z<C#-%;7n=rD-{0Wh|Ou4soJo6AhA3X5{q_Q!n#dnx%NGUMxF^)gnLp0HN)ulyQsqg
z@H?c_gjM9NC<sg`50cc$up-x!&?hzK8oD*&pZB`MxVv*j7}KD0^YNMr7GdP0ini>m
z6-pj&;R#R-hG<~?wz`B+YW{alYHyyinut_Aw^?4pyUgm^n}JMA1c?rF<DB&#$BCYV
z;a6IS!AlgbWy12qd!MUsLK<e~eJKnEH+1dWhMD~S1N7S_BqNg}&s4Gn$hvD#9}e}M
z;w%693zY`A?y?!&*MAA1lsMoUmfFSB6ObEH@c4x0p1@@`MZc)4hvA*1KhEq=(DgUB
z>$ZZ&fk4Zs>2sBXJ+md*F39E=f}yhWIoEPeGS-Ex`dB{}wEHLy5Fr%p;yE8YDS&m|
zqnrOuq7Li=L~0oGzka@ON>Ea*@e4xP@8oJrx((ktDr;%+Bp+_w0?g!65k<z&LA)|E
zyBY;V_fO!`bc06zf1H5(W-<4M#rA`&4DDxlJil1S_kg|(sTK;gJ#}|SAv&5yrjMAw
zD^vN#L53XezYy0R8V~nbeMpI3Sh#bYy{UcvY%t{ZysW<IMU642qY^qfwYS-tMa`qy
z4-MN6tr5I)Qh|%#C?=6}c?{nRZCxLBZ?7y#CGckOWpkp({?VPcd{AsFk^im4r}aTe
z79ZBXFG*Y@Wz$yGR`qS9r6HLO#K?dA)*(vj`3?hp)GLYlpY>?Is`X&*nM(M#0G9cs
zK1i6u^UqGH)9sM$Z&Z)sc|vPd@0Lp(PYatl&28e2vtztn0=}*dXbI1P?%qQjb}hn`
zTn$y}$GNL!B%YRT-`faPBBELAEbi0ZbyqJamjuv7)W~f)z7z}baV#Y&*D$G@Ig$9S
z^+$GB_odr2n}3>t(y)&NJ^=MB*7~K|GliR;MPo+c=pr-4&Bgf<I)_poKDop_-R6i7
z<qDCxcig<S4w--1(=rF_fgZR^&XZcvD{Fhud<H8<^TNsRTQfx8*^SLOlt(ka#i5+a
zd{M&EOraO9LX%yWd)368{w!Ydx3j>THBPBt-sCu|*|*xvk^C4bxvdxQyE~81`8ZPM
z8R6!xD=**uU({1SK!mR9_NAjsR9_+5Q=3IxJMd$O^Fp?7=Mo_&jyU?xNuAm-p8h5R
zSJOK!q4{DARVDb4rk{vjQ6FKBB2jVUB^yIz4zT;K{l>q@1xkIMV86lTg4iv(3(v|u
z77(+kA37*jChNFOSZk7%V|}R@!FOCk|C%BX93AcnUgM&pZRCz*n~<`zi;tWlV}gUq
zwCpUH*6RCLOH}xQ7A!mKGk*WdOB%1+q?Uq3*srH=KKPL-1s=#A_H&}nx+>}2V%wQN
z?lpvmBt6!V#$l$0CQ9y}=Pk&Hg7^OL;6bKTfg&_(30UbTxPkaJ75NW59qHJQdRI$D
zT4bSHIn-^f%7bI%Fcsxkme9imc!$1)-u1;<>Cdd0yG7W1RL>X_t&!hSxIt14pwCOS
zknPtGBY89kQ|Cgs4wT##Jl{3@s(fkTQw(-ydKB3w;SmWB-lh@r?JD#>yX6EN{N6rP
zEB|y~_homGC12S7VU{CcBE)4tgssfH-%@7W3$0e^+Wvm26Idt|K-P!P;4w>$XE)30
zfvGfAAc4uCF||2L5?^mMp=MbX>0P3<7pP%Lpo+qWX%`@TCO-&Y3F6IUU0Wv~Gh4+_
z-{?=7`@DLxddEyu$=z0TT;6KZ!m8Kf-{x1l_W}g$bCVk6U%j?5VWL-nKLf>w+Bc<p
zj>(aTEkSJfeb7uYn+WaURHoDs3n+5o_C}8(+mB^F@-PnDlmjdp(T4}&Wjdlo!2>K3
zddC9=;+X*QrNhHR*=H^H-nLXkx8bOpw!3%$=ejq$XdY0ynEKNe{63XTj4bGXr)AxL
zfIf9k+{!PH%l|uLIx-%mT7)C+;!kml4gUwP&oU!1OvNSoKg|?j8tiS3^?P((iq~jZ
zUKOf&P{)Ym3j(^iz+widnSf{1c$B-^4=Z?;X^3nxGqkD0Hd?h;T;BBZCP{E_`nrqK
zYy>8BISp<|+cuMAMUpxFQJ;h`Oq-B@&t82}*G4B`jwC)J%Uk^q@K`a}r>-}qCwvih
zNrkHt&JTg%RNWoA3CDCl5kA{EY@40M<vGK7xqD0W5=g2(!JQ0O2$)oy3v``YJKKWQ
zMDoH#2B5_*eGwG66Dd`id1V5qJ^IOS+rYHl8l>%I4E}t}@Fr9YZ9l*MIH5cJ2~G8%
zY&F{+kKYT;)C!#^0iFA@Lpy=%lMf^a@UM+<jH3fWRW$82CNFrBZ?@j<iu}byyplSE
z918d=2o9gpmge>3GB3?_MMa>p^$pm3rY3suhJc&Smxm_bYE)#!F9SEjgm_#n{f16D
zS(u7<b(NXk<DMsrpHRXl)`PcXO3?0q5%c`24*0$cGW1-C2-W;JJPxMw^9qN1st>Zm
zs0^v;{{a6~Y9kVxMF-JP86W-)9V!pl+_X#IeJUNxH${@BJ4Fvl|IemM1TDhK<<5@Z
z0()DYaC1@#+-f|eEeNarv0ZR-Y^i0FP}%0&f)OI-$||Fr@1&vTlt37?X+b{?9I{Sf
zpTV`&;&`xOP*-Xzod?xLvH3U!@N*dL^w<xCwqW<74!)PtLom4HjWFdXih^ss#=z16
zt3u|wtIknYk&E3&&J0^zH3;y(K~vsT{*~OFe9=R~;FLMzJRz(W3Eq`~C|(DIXJ|>1
zw|&^YWQ0!TxnZ?aua6DR&4s5%RFg4VXJZBvmDF#C@NSahd*-GnJ6doBbOQ4^DXb}t
zM?&I0A~!u#2m=Si)~w(JIGMTbmj^sxtzxN<rL&Y4-yxB!H1{d4_@>?>V(m!^$*MW7
zV=_~o17J(yO;|4b{8QMR=nAZ9%ymFKMKbWL=zct^(G7CGwJSp@8S#{=pNw3GyZY!L
z;{qqoF)c49<a=G96q$yAg{yCa%g=PpxoXzK!(q-JYLv90Ft;=*{V`HuC1thPY(EI*
z1rDFXyJ-89#w$AmTAyDlo4RP?P~l`R^KisaxjO>13QMda!nfJ%A@M6KovRxnKXm!=
zBH>aA+Ixzxr%Fq|8$08cKl7TP0tt@D&eZBIW^(x9SSd)^2O<7$;EuW|&oY|l`w$<5
z??T-s3kJ+)n>#jKWWEn@J$Q1)qo;HCtWs@<{7cUCtpN2KHL6v8lI9)dz;ZG8*q+_H
ze~;zb^;s#?!Oa9B;0o)@E;D%gBQu%|fqrGRZRcA>V(HYA!W?jM!k3q~J&)Azw!60o
zzwus?J(<@<ZC`2!*>=l`uo`DAkFx(vmT4lW4Y%wma-#D-N$2?w;2%FDcjxpVNSk~?
zMPh`Vdm6ZHP>`6#h8ARx41->L9U>SWVvbO@dAqS+5$;+nD6F>2{#-tIzGr4~a)q_Z
zJcgFUV>w&wX-!b-L4|aktL#F9&_0~Yrvav$_VZErgprpzO{=Bu%|LMp>=*>LNhmj3
zcXsMSq5U{bq&#+Yq@xdS*YM@x&5};~${6cd65YzNgmy95ShjJ8Sfny!;Oj1orYrS+
z;@5^mOgISNC2v0g&Jq_)VYtvkmE$O!5i`VssZk$Z9p>n~C}FL=ScsemKQklPm~~*;
zHcUbdj0OzktFk!PI{+Lcbb$9$o=bM2f$}f6%HW}N=o^KOWg*E{_!WtEJwQWZ(&Ovx
z_HZ(ATvN=~_QT+gXo;JEK<)YoE)Ce%uSK>PB18-qn9Vf&?rpBJ`=^ahmA*KfjaSjp
zgfXQ71i^d|FV)x7u@RA&d~jlgGnCCN@9!KJ0<Z1U_lJP_0G<`;9!#mIz%b~&Dr<Uo
z<X5RQ`+52>0TP6l47nj?;kFSoeh#*{<OI<$9#U`5B)c`0iT5NaqGHXTUOQivX6NeH
zIV)0NzV;xWHRjtf4TSakr|U~xI&=1;IA`(;^t%o7SsThA>*j2dhPlTeb{dQYV8Uyb
zCUS8C7qJ{Y(30JnjFsixN*d5GXk>aBEmcolcxjP>&<7&Z+`VM+*KLl@@)2wLaM2ui
zOX&5#5>^NC1i9egzmi0ZxK6+Z{!lt?=XE#-VC6JXWh<XuwgusHeKQrql8cYUwXqD0
zOrKE$GWs8~Oiu;!VuAG0^p3KuR)J>&f=|wX$hjOq*3!Q-K{DEF<g^t6OV0-bBJ+T4
z|Cf?czBQPY>ah7=nlo?Jk-hhlHIDKB_YzBf6w3C=ATq1kxb5x5VPC}(XkJ>Q?9#T?
z9G~WM<~*D)Rb4KtH%e&(7)#J4Y14ourlQs49t0E?ul<mO8s@y;HSiJcYnRk~8$c7l
zR^xVn|A|9%9%@&G*)*7ACmj#o6<(8Q9OmWL(mufT)L6<0e`bAblKDyccqI=K0sS!e
zd;SObM!JB^-SJn-`o(1q;b_RgQv@vkHEWz<F|1!+9Dui0G~^x!QO;T}NT=!#ATAWy
zL?$5Cz0QkXh3lw_4(`IzE7?JaNdPATnZ;*Velfs$$=ENYYb?ryQC}=GeylV~_#dDJ
zEiXgv_u`8~%ItEUHvzd|%iA{I;2k300(F(<{YVv(N9m8=Qsu=R!_vIpwCjvKBRo(Y
z5b{*NF}E^bXZ7A<E1~z@TvLJ%gVMrq;!<e#uFMmrqv8a@wG(PAJ_qZpY~BYkZvL{`
zx=Hw0XN6+nEXk)f)F+>A*xaP0={x?sJnt?nTRMH~SKYZHVa#y^$gcF_feq-p2=V@}
zV6KAH8Vg~Itk}g&Ok$B_)3zotRvE}TxtWpN9}z@srA@IVxG6EEzrlT|omdh->P`Sq
z@YJTEPG%Mce-0Kfp=*p)Lti-YHP=Qgr_od=J%965OWhZYBAjll&J~rI0oU`iDBAXL
zCRy5xf=&ul-;A`tTlF3U#mm|2M|Yv2Q9j_uU{N$AGw)>~=xWA`kDn|s)5@(KWi4Z2
z2PJy#vSo1q+zG^3=DNFVBp~wQ%fyTfT5=FYYy6&)O>3EQub`BiX*nNhHyC+>xzXoN
zU~i}6mkN8Y(u5X23-ljlcRWQiXtM?y7z-ytF|SD?H-W^#q=sR6ZXqe1$-u0UfA-}H
zYZ^8P<JZnSf~8-pn<2ndNq+8-@!;ghWP{5wJ`1}wYWG{*2yFN)Q6v1byRzDHbGYlP
z#Ro(SN#jn!!{fMqc)B8j!0LT@ATJMfqRKvEX5kGJWp<@daH}*I2b)1Z4v6JcfYLts
z>3WFda*eisiQkNGOS0Bj*ZJ>iE)5bEgwaS;3EO+$(g32ahI%ob6vU>UErLkzX~>Lt
zICjQ{BSdML5j+$=We+!-LSh1Twf&N)>*6SaGQYt4%Py_lN$o8Euu=-bS7i>7+&sG$
zaA9s*e%>7eW1>o@Z%=FMtkPl_2p!oyr-Qx;9nz?Jj*+&wXnnfI%zpNHBwr9o#at6w
z#$JhOU0*+)&n6xHx*nBS^nMUjZU#w~1e(qm9n9R1LaeY%5FxLhJ~w8|sERj5gItb<
zeGx&ldq^R9M&gm>qHjwRbQyo&(wDt`inPqzD%89QljO8-IemTqD@@8|u7n_#MXC<>
z>}0gX2fx#4>}Xcq$MW&&JVUI*&&@6_)PFH%dR1A`{rF9P68vEcRKW3wD&r9#<1e2o
z#NOzE@_ZYw7L<x_ihWuSf@NC2b4-Rh-cvMUtOV}rnce5+2a3vzTJiFgiKv#9EJ(I|
zJav{Nn->N_lE=pL*QzYf(y<W8sd-<6r$KzyKxnsgVOOB_=SwGss1l>2s`{pYs6AF2
zNnE&qM#f~2-fMTT$h4VXS)3ASkl7+Y_2-tQ_TADa*amF}H&VdtIy-Vf_UPBojG?Ry
zC4r<!6W({$KH|gI6dthp&^7gad2Od>UlN3QWf`L+WwuU-${)RE=X<$B;<{jhoRNo|
zmGV%}W%YiBRASQO|NN8ty7_kEtpYWYKxgKRaKb?)u9W9E(O{aWDB?I6snj@6xcMq2
z(`WQYfX#c))8v3xbGYQQA1W3A+}P37vm+Lfpqu^<9eM7vm{&CBpknh<Az&^5yu%^K
z=;-vSyD>GYir+&qdn^c|$FWf*TTcH-H$f|D6!!2vJjhVz@AX6yUtRkLaHX3ID4U6o
zNBE7KjaKb*?|-yD^MQ9Nh35YO26`UH?YV6jTr%#BxPz>vk9R2er-loC=|h2rs1%QG
zFZen2lgig366a$d<Uhm!fSI|J=H`$CuVm;#SZU{q{%q8$|9Me?)ze5B$^!M%+2u-3
z;O2mKf3X6;tn_$clV>8f!V%AcFWJFbW@s%x%vxsvLTBq(BZX@iYH3)Bj6<sAkgFZl
z-9wp%#(ABZ67R9$<6_1c{%TtzDUKp5HkoI#o^*?Z5brX(<{!Ln1BWW~<mED>bP$rP
zo+Ma(k(KCXu`8a)*{+KHtL|*R>MoSE90b{VysP~aogUI*=5|}#Plm%L#DXXAc9Dy^
z2wR9ZEgSsPku>@QHSX?@oeU#62@sW3E(fgK<{|l1M{u7ZbW|B4r^!#xa(p53RsctF
zhc@uM>QL8qCK)eIMwOU&LL!VsY*ku%sQ&g}_qo;~$6vXprqITd#n*Wvo)FdXKPyq-
z0_OwaP;J^#Rtb+Sfb&ED{=bT{=Ldef#PBo@83Lu62V62Ur2^Ei)aj<pOBA5;FY)@G
z=P+=vh0%7G42uZaCD54Z@yWmj%EcuNwC2j%+}_pxdi8OnST1G4hb=raZiPXmh<zH{
zAU7IhoB@4Dkzqlb=Tbfet8^&eX=i><)Ar>j@{#R|!P0?X($ub$bXEOgDaT83;=ENi
zs?cs(uaJ@MzFJ0jXm@q}yJ))JhB2<+tc9+=dGUYB8A;Esynp-n+sCiDZ#UDs4+re)
zEL5wBW%Xu&Mc2|<4P%bX-K3*ry#zDniGb5yy0VXl=Tf31?1EsU6Ll|4tsLeJT>FIH
z-qrvH%GDCfjN<ZUC1!k5h?fLpXk1gIgQm`l^5Pz5#4x`3e~3B@uc+ELTn`M=A>ECn
zAT14wv@mpoD4o*XC<qJ#3@I^mcem0F12c3<NlK@bXTEcOYn?w~*4nf8^FHr=Uzagz
zFA>0Rx{d3UuQ<d_9uid?Li6e6GE5x)-Ud~^sHxIzN+8i)XDl*a1Kjt9C1K!EY?=Q4
z!*iW#+s(Gku$8e-@y_lqQ?SU_(r>}Yv=na$Xkr4LYo*s*HgULnD`SX%Ol-7mD+21y
zV|<~D++?Emv2csnH@z+@A3PnO8f9h00QhkT8&V4{stGyas$5=H|Ll{Xybkb-a=BSQ
zyEDN1xP{}irNw*^q(-RVD1Sydg6qw72eGTI_IJwAs~9wlpnf`^{aDg{{v~?ThyIRc
ztKhcCk?j@P*%v2QCHbog2`q>(C&DB)`iqC8JJCml@ZG%p7e(#)u7KT`C_j%RWNo$9
z6N{bT3i-X^Qs+65$V(Z?DN~pGPw4*W_KmFNlh05gWq6TC#TGsBeC)#Cn<_l%5Y-eM
zlZ9`LN7_I`_xsFHNqwT|rj({8tGFMQ^Gk&@B8Qw+Y+kMLVq$+Q;3D+O4nhEWjq5>o
zX*-~$N_+rbv_QN3P;C|M;$mX5Cmo?fS2K$OFtj2@(P=2_9F@;s?AI^v!WlxZSW$^9
zTY=ak#Qd}*ar1<icfDD^u4|%$*oEM-iRHznD`?PQm%b*_v2YN`p)~4|2@T>lAwVlJ
zWAY~g|5T8`wtw@uzxMtN<{F^?dlW}_drO>r!v2qChwqr%jq+9bH^E-9n5QNA=_kd~
zzMzaJz3wFq2er}$$MeU%bP@SdE|b!2x@a<w6J3mq<`jy8&so7&!H2lN*JogpI-k8L
zIbGGguWNSRVbk5~+tlS%T`w|kejJ)h|MsWmOPC(n7Y@d+_RHPOpZP=$J16B0#8O*m
zbY3kb^tTRM?wbhs9x8v!^`-w#>7wKx{UJ}QMKejwRxtfaPdh5>lD(}<y{7T<8DC)U
zs%XX@``PCxzE1)wj_f$AD8_qSNFRe;!T>X~H#ov@NpZh-NT9@_g@7%5XVXeM%JJ1r
zMd9g5oK-`N3D3P=1{Wrfc=(Z9pzPLQls{e!{k{PbS@JZ0S^=jk%2uuZ)iFSnZr|<s
zgV%RufJ~KHCo~|;sKJ!?CS7KpCH1$*B!M}puc{r*D^c~y<yI7Ova%mW8NMUlXUf9V
zgDKSV*Q>NKW~X>8n4+P%)~>J((>6K56hamQzs=lO_GOLGYW(`?g4QXf(>-8rAhm5H
zld}*ac{I8!W})$`NOwkr086Jm+}_J<dSEy%QqcjLNNFH7I;PzEGqKlMGZbow>axH)
zzbz=sAYBe<k4YrvE9KVcn`6A<HKRP^6I4B~ORo-jfgf60AnL}#&%u_!jHcki(V%#m
zR9zcPks*-|;$OHqT1!n{Ae{YF9<sTme!+Ng&FblHY0wWI4SH4$#1*H^GUtp_w(37X
zf#{t6QR2JVYkIEI7LV`T{`ZJ4F9y->3_b@?MhTbIHlL4D%f~&2p)mg7j2|&9S`4W`
zNM~YBm9>=@hgSeycZ`y(Tf-l2ElbZW9$@X&fM=p_IghVY=^v&ZaX__$&=y{61l4Ao
z(Bt%698iZH*|(IvOKg&KC02&)%?JyEQsqly^CsQtCi!MODXmqPuDVv}ZqHreBvZCp
zqZkeTI2WXAz8c4CX7wNnxr3}o@|-Gr_Q`Q|M}IZ|et#dq31l#Re%=GP^L|&#-J!F=
z0yyGyQ=wA_F8k$y-HL(vQspqlqm}si_nj6`IDx6-JfbMMwlGg>0<y3ov@ok~+vi^$
zzW%|)S!th}el&#Ggp1vMl$WY!SR4bjaDlwxw*-swuU$4P&+ELzwbUL0`~+T9ab5a(
z{@qp^l<V;!kLv^8##BJ9Q@H)8P(Pzgw15CvW%`k>PT@0S8Y5dOJ9G)5)^Y2U`$lMZ
zSqIA{M8W__#ts6OG<~Rj``+<s*3%f0&@R(tchep?W!#Fx@AV)^B!6g>$!exY@{)|G
z=ZXwJ{PyE6z4(CjGba5*qlpmd-nZa;H18#$uk;{9!3TUt!FSMs5{)ylQHg4KA}z&k
zE8vNK6^64HAteR_s7m5QVdhW1km&-P%)!+tA(Wd|GkBUbZ19f`@l-Epi72q_Nss;u
zizBDJC)&^Kmq5}4tkay|I`%lM3w?DezgvOQ2bv>a-k|9{4DgLxge2<IaIn$W+{Q$w
zgh{6T5QwRz=>tH1O_opkt?Q+6P|+)B+v4}p#bBsWenh>@63)xF*FDtVTmWy8X6Zr#
zQaN)8guLfrTB&{bny-m3i<#K<7>YwBvPleL<ob|UF~?O+1gCV?L0yLtb-gS#+E`Ks
zN;ardAUD6RTb91Ifp!11-#GM$gM;1y%Slmk>#~^8X8Y_ZWUv6{^$w*t9Ufp#=D6QZ
z%DO488@+=y(WT)c@x89fh-6U$*M6k~xpnVc(iuXDM>{$&LkR9$G?c<S*Rs|PNxiQE
z6BuBYVi1#d8?=AZ{rB6^Tqq@*YmmJd_nQ?W<2S?f0^lj-A@hgp+-F;2$DDtg*VhR{
zV<eMMTTBTJA($**BihOX&p$vSY}*Po^d<cl0_N!LL{VkbT_y22P-Dv0f9fGMk11B;
zG^%3ek_P?pae)ct6p90X6n4HB#%cMUj8xguaMm6~E|gKlygtR!AWGmn4>>7p|KVfd
zjorrycRE)HAZ5(x^wF;!`=G?!XQDAhoU=Y+{YX=6-M^CuI-*w{oq`fW&``IzlnTfr
zPiGd+0!{vcEO*CU!-eHH&c2lx%?2{2uvV$EN9-EEG(D3zLcA|xzo=x3NS5VHlFV-*
zVpL^L0Xy}%Ge{k%Jv!f2Z|bp9TQ#fh42{t;R9cC=V*RfV?bNS7upc|cT2qc5c?sO;
z8aQwf^z3RvLT>vMq4O+;Cd?hJbC08p;rc_8Gjgp#Aw+puUskY)1EauEBxXpFW@7Ic
z+#?1MV?>GN4k0S$1`l{cD-8}2C9f{{doC-3H12qqtTW_FWl>#iK2J@>#D1E$g^<bs
zH^aN1(Vi1x&ymc*-E{L=w-G}v22Rt)ZOZL#YpsheHm#o!$|f>Rsx0o(g!e=I9kt+E
zhOjt`mD@t~83CEXd2W@f;rxnZn2obajnFRMkzS^L!u9ZF<r4N)elK6PqPBom<_OM&
z!Nd!Gj{EmfWw|RqBxV>VV^C)A?VOAxxZ8tbzOW`n@5Yd1{0C$IwaFZB14hO20<51K
zYI2ksMc#@?H)iTR<7|c!FIr5a1!81IE{Mz)GJ`g4a@(R8dglHsRzKxu{1q8M<s$6F
z)Z$2SQzp4G^s+;iVMz4dbm+K1j_OJiN?*isCVI4z(B(LoGU2%Q#MFw|F;E<)*S*ti
zh3pnhoIkI|cG^YcYD-NY4oJvS?fcKh6h?2aaIS}~<<&z)QS2Q-5Lu+RVED^VSP}6W
zO{1%5n7M{%lh}+YUIxb`t7KNVyI$|~!KxB@eZ>3k6vqVkq3rZ}QR1b1TY~m=4Z!qe
z#;;1w9LMgMZcEjCG^4s4kv$I%{cnoki7h4PRY7@~bhf3{!6W1D=Wm$n=Gw8pIoTqa
zESrQ`s=JEStL;gQ2Sb8zE?7UgUFn!>u}EpxOB{Kz5$`GZPu9E`_qQ5c993yy{T%3B
z{rU}}@<Fd;O$lwW{O!&={NTGA#%y*h-XyrN_o4BSvTjx%D_Mf*oca1)uvbgK`X29P
zQM=K$y+pmGcv<To53b@BmEy5dC-gZ{TtislHF|AvR|0*m<x+>FG{ue~`b!@ds^cZ{
z(8(YPH}f#csK&7|YsXAZW9@WXFWmkuRLzGd1x8B#*zZJ57qJj?<jEM_-kgpyM<I?^
z7{9Y=c;D0PCG||>q*FQTOPw0O)sP9*VLufnF{3b<fe3|?vrZ7IMDZx(klkkX_$P~=
zo9rE1WxrN_7i`iG`su&E+k{#a=BsWqycImh>hifUCqy2D71g5QsU6<cm=0GZQNrJF
z6J5@qyW&GaxJ`$>rLHa+S$<8lw+fJCh9__DmiT}8^L|-PtaT-pI)TpXx(3t{KBv|0
zXlMe!uZ3%*L{%C)7{^8QeI(N|5#StuTgvjKcPMpoWiT)LZ(CIy0sdY7TazgLNl<f0
zky^PgNVBfdq%E+3r2WL&)jQlj%X{C%IOL0nq-1*az;CcMp>6{S_E7E3qeC@Y6ZK~L
z3J4EcgwKt+mW5`zz+L#;edw&}(SLu9>d18P#3``rEGt~PB1hBRRYhck7p}^PONaeT
z0|6>47XE4?DX4Oyiir?^D64{mUZ{`>caS2<X~o4yHnS$qlb{alpB)O-Xbi(~*w!zF
z>m?|hYRnf;)TM~diut=YD<`15+o!|zayuMaje=QjS7opZ%~Zkqm5#yHXg0>lvXS_g
z;JF`Ze$SCb4Q=t`(JK<Cf>lVSNA4|FSfOwm-0Y1j#2de)c3<1xn^K}^J|T&lpPHBT
zi0W?s<EJGnA3RPa{H_sgS?<~TDd8#&`yX&SD?i!*=cMDEMtA<Y38i(%{a+L}C`j`^
zfEypChc@bMPQ7X3M>&eD);IiS<#|QlLw<B88dkJVA)xfxp3H@Ehsnbjx}xAnI=t(^
z30KvSuiMhTH5hE4t!w$|ZOBhcD&rpHNXUrkICt0Ez2rImsYj6MFZPh-)O;sfMrG~a
zsj7Cu3jFSezA4yX=Cj+*4CM^bmNw8;g34^rQ2Bif?Bl}ODn}2DHC`L)d$VZk$~%*w
z^xlWOFvBNWxI?zV<N)6?UQ#PLezeQS(&hdqge%^Owj6jxR=vR5+qAsu*Er(b#EV!~
zKaT{m`nUubJad`Ae=?!t+emOcF!EI6D)23Aic7q;9>Q$R{=A_W=e^_ToiRN;`26^T
zWrQBJiJPz=So|LJ30row{S}^>$@0F+4hCG-yf}a6fxgT)U=*sTmg#XGZHX0e%)_FB
zRG5ZRFxO;3HG<cr%Uc#q=+`^zgR$coHMrJnV0|wv4-d^1y<$^1Zld;eddk;e@4w)R
z%co!NGb6Kt`WZqA8+%IZKSM1wBsV*s%sv?wFm^gWKBbWOX8gwPb30MuIi^%9Bp`b4
zs)047tL<wGa!Yu)-f10{QgKK1SOts)4t<`HMGK^CLX3Ry3S4hh7s4srvFauiVMNNm
z+{ae}^!d+3dTrTu5ry#s$6_{j)ArA%+a96L%@2Repz@4Z;#c$)5(IuOX=OvX`HtI~
z{7N5GGx6ssse%@E={*qjUU(B-L?8UqL0u}>SCs)bw10bw6JouglxaEr`W3`r;0$g*
z(rxBRq)~ZK0&OW$SopqfcP-I`=^{fO>L1|tru(x_hCJCW$ImVfjW_V3XAqRJ_^mQ)
z)}uOr54-yW5)qHOx}MM7t#*TP386quhXd?#K>7)QWVjL=@sWmj_xh<DY-Xa5N{?|a
ziM2Sm01+zr^XrFmq1BN2%>Sm4*BeIgnCey(Gw{DD<bPayMcii?xPtb6msQ~Y0cj<&
zDIsmnB3A}1G8!#a1tumpJ$5>p_TGy3ZE!@WQ2Iv2=o70FUs`qSw{zYmDn(RgZZFIB
zoTW=&;qPJ6ZG1s<*~Z&5%Og=lWn#egdi?NHGOW)8#*P@-9U&!-{kjme;Q6TF{~^Nb
z!;vheirrCcECshxP*+8I%js%MHtvB?eec35TaZ?l`Uhvhi(bn5U&e_ZA6+|)l?Qd>
z-Ik#C6_k#|YwF)ME-riqTyB{gJp84#Lb5$16^p)GxK`z~g3hZWdd8%iYov6T&8DD4
zmf@VKy(Zb<VZ*C^EvjxdbiMZ3NGTVNLp`H09@1NV%&&)(Uf&{RMGq#r{#t#!Ju~pU
z5wqxPEx#-Onh2)@PhpB63mp(0iH+6}e}nkj67wXjF5d!=-&{lVhqY&ewN958pJ|_;
zXE8dQ_o}eLJXU50NV+fYw3fh{gs6}M5SFa91Zf12&Ov58OZc#NLP^Q8?vcZV%W?$5
zLH5h)XzGC1GBeui)A6bREDbKn7;gfqT#T(6V=nKDBW3?7w7GD*0x|%RF&3zbPU~`C
zjzmcal|!0qifj;RsK7$yxMGKlwFUqv;q7KkOQoAB|M0qq(^r)OfjSH^G4UFjmUds0
zaJQw7UxbHG-phW5z=b63sfkRd!AY<<H5R!87qz7Y7FF>C!*U(Vc?}#$hU}Hun0eCe
z4i{>^r`~AWAMm7zyHDU3*f&fJgwt-r)|#q-0J*D6vhF$=#8;D&V4koB)Km2ZG;pw&
zr)@A|iL^i9X}7`HDuXjz_1<P+%~*MAeP<Qd5YHu2n-N}>*eh-!XmlT4r?iAW;L&q;
zIB2(WwK5H2Vsgu3<251_Gs}u+?RqPKv&uuermHvMpAFzq_x5wvX#%O45sXfd+&OiM
z@6#&&tnoKVME8eP20<DVio5Oc9HqZZ$A19VoU^?&`+#u8R(g*~<ogd%ZkhYjS7f4p
zXh%Py^s&uKZc8a?u5CX#zBT3sI}V>p6UeOzPOmS?AZQ`31gMPVX^p`j4T7uMHiOaH
zR$A42$RG^m!d_o>+V^p8MB6Pe1>62WD&*5-lnnU`EBSZS!Q}+>*l**l6e&2wuFKDE
z(WlHcUd%ZEm>dm+@=?0O7U>5JKBF%ym8cFrO;_vH7mJ7C|46@@p!jB%A>cb8^6uQi
z0<62CyeoEdsPD;kCOwgyzjV4>`)Ta67=F#uvA;pqsu9SN5A#>@m5v!@)Wb&+aAItU
zAGw5eL;Pe->N05nEShV^=Jft$Mo?T2tJ7IxW7$dKqvN;p2bGeQg(YJ%mYTIN205vp
z*DBIVBFo0NKl|pl)wq;Pq|MS?eD{<O4cFL_ALn?Jjm)<deH4i!!X6b=lvq7J2M|0W
z9dJo(Fj^HcNRMLjhoFGNJKgC;kUb}4^Fa~p-JlG9n`1mDLt(I_6z#cM=ygFPl3aG^
z>Gif<OC?=uixH8~JcVL2&ozf^JpYzzdnN-@%Jl%rkkl_<_{M8kNRO0lbIpS+Goikb
zO6i??-W}1tYea~4{nH;=odloNKNmZ6!WbHK&JX+p9&swP-bwthm6$ILxw}OA3Thza
zPBK=42=OhCQa^-=klNLuH5{dW1!?1y*Ry8d2+ZwH{C(?HQCEfsF2Ap>IJHYH?TIX~
zi`sJ-nRfbZD%#=z+rY_Rih#QLSUL&MeXqN&Kv5b{lokoz)so1nz|7cK8z?ACg%kq2
zttOV@DuNn+AYmc8{>T<0(fot>bc@sG%rRmmDE%McOwVNy%b?PC{jqvdO%42I^0bnF
z{aU1I<AiGQHq9V%)E>k9!+2udKY-zFjY#L|k1(`vZ#I>Z8$<c;#s3=2pXiN+;MqL~
z(f0>)r-~OikB+$nYs=E8Gj+(sME4ad3g~*N%Sc|Tuq4QP;jCgDj>zvRc}WkrHLpn^
zd7Tj)KS`mozVEEvgOrNx5w|yLe*>eKa=Lm%cvCD38|GOPIw`gOzMlFAsQyCtNDcCm
z`I&7_6W8F1D8DB)_Xw%7zpGGk&4_Ml56$5k$4ETDIWB3f@HhDO(#s|iVPuXsXAwt~
z)Cz><qHL5Y%L_zuDy(j8)P?~xDq7}3=bN>lsMj?#U&sAU7$^$ctWS?qq*v#Pq-y&+
z>O_fThN|?6oVBEecRE9AmiOB2!4gg5F?t5{U5*n{T#m)J#Q`1kYVIqw7tASyRQ~b)
zeP^OwG9Be=UP2^P59OdYCL#Dz(tee<aV~j@d66?Nesb^!%*HQH(Mh!B58^Y8y*4e3
zPN5#>K^wO|)h?PAl4h#4TlQ1~LB!nYg?3p4qi%-A@JP=tdz|)WbkmUPH<1tbNcP<b
z74}UBDH7l6E#q6aQbU&j;B{;J5n~9W#?_Dte(E_{hG^W7-p6n*aFZQTDp8TMf)|GO
zc&PQGn^9^RRTR6a?NTLgSDoo&A@J!4pxD4o;?_~N)8JwvbWG=AyfX?!T*;(Y9^O)L
zky@2+Eyacv*~={4UFb-!87UsaQqss;$*w*j36m?a^lW9eo$AVO&KZS%xXq;w2WERD
zYML{`VjW~6Q`1$3==^t@{lxFQL}H89!(eC+70#j9g!}@BnuFiYb6Ye5ra)L(;hak#
ztZG+v&cjD8GGUb78D4DvW|sij#laZ$!9k3b4VAl)0GJn`m_=^|eNUz|7nn8_x#R}r
z=ypPBVIC)n*dqW}S#BXXJ!j9=(cM-Nz~=+5?6zGy{nH>yNjjOVbz1VIm{|j=`~Mov
zeR;A@T?@o<)%y`lt}SwG5tge$i~=&7us6Awvi?=CRclur8oLOvabJZGw#G-dq>0Kf
zG`BS;*&B6RKb`jc1K=JNVkE^}5XJd8V@4JCmZW91Y|GwVuJtL(#BWN!Hqas1VQ!TI
zE@UiZNLDewp99y+{W@d{)>gQ#VItTWe4!JGTK={3z8ZL~LSl~sFZ6;&`_Fms3=unX
z1@?}@N(NKsF(o(Gt5bJj`zA8PXZS*<FDV&$7|_Hjqn+82g-=sWu8g!X5dAm%Mrpkq
z%N6!{3Bdb3rH2M-IHD=8uu^U6I<rEYgqY=m`dCswfRoMQY8%;!w<#I&d><X5&uI51
zQs>uNPHFd2&>%vHmf=TAa=|BL8~Vuht|RKi90Li6@cFz;95I@x5$Ng<_CC?Fh&5_)
z3s;weKR+wFFgtYl{?~FVW+#$I-ZWvPYE@w9t`E_0HsRDPWFd)&;gZxun{<mYza&h~
zN}2#rU6pX{WJp}7N=#uCTG+-2fX~z(#I6dKLZ4eqiS2;V5NZ2z1gx-R%emxT)U>Do
zU_O*1^O@k2oC2DJsS_k-C`oOGAwucHR8IDl9OUKjp2$4O0;ZQj@$aW&u#6>Ojey+Q
z3bn|XH{psBpUQ*mP+)2~hK9TYd0k|49j4*m3hi1pC0Iep51z2owNj@OOQ$RnH0tUl
zpI@cFL1Upxh{#HuREurPnz<Ub4y#4jtm4W=&z?UrdpM1CE-b^LyLP1Ka*`)wKC$wO
ztySYo<h~icyR{FI>hKu}j+3IFwfM-1${(RZ<mZRMrgWK4-vQLJUISLX{{ZUHfP2XW
zd6yJX!P1f8J3S(NQ{mLt6z`QkUJU(Nt(fZMsOqUSsvy^rvb8Lus~{xcLHq6f1Lur<
z3rG$gEx9d}R5~<C{fX;k&+pQNXD0?9X&ZjhJFKjSEeyP2vO0Kk6r*el1)XM^lkhip
zHo#>1hlfK_v`|HJ>&*`@+aPEWVCu*a_?G!3MDv)MD~otlT^Zrg>T|ef2OO}v{jm8(
zbBv56r0v!1tjSMI$0ez^Mv3I|o*ZR&^UWjvbMSC}i3k{hc2{e|94}j4*H`wI<c}#o
z)1~78z6G}*3}%><w!a!tx~(j*1)I-i{J@^I>iLBmG5q4^-E7_#0j<_)YH`_Pk^7zJ
z`XkJFsKo2D+ugj<>5ZJ3jdhmeJ+Xm({0Z@`?O)_9iQm`b>{9!Aq_NEA8O+<AD6bH5
zsN2k3;HMSE6mv;LfBQiP;j+_VKexrk30pY&>nf0PwZ)j?erFS1=BUoHtiIFEWdU=2
zb~b~5bDbyo6+CzL?4EBKS|5L%mNTw{S%Lorh=(aHn$a34>n8k~)Q=LMiAik~+P0rK
ze^&Nss<5G@sa2q?xm`@<dzcoSDM5@SHt#?<KV?%K7{qxmRQuPGz3DeXX2SK_KX$~H
zv-`cwZ}C0fqnO^GW@<`51AJQ7$ZOf+&g1vq<N<ENHI;@H?WNi<(aZx3a*b}=er{m5
zMd;NxcSZwrt=+m*_FMx3VlMXP#9s?oLW33HAF8n5IeBLZ;a_9s`>9@PIv^S%TK<d&
z&=ISpabV7YO32VaM{3h4$vF-gl3%=gAGemtXZD|H>^9UMogTxd!1<#1&_^tXnWtaK
zX)uk(_s=eDl5Eg-V-kro3^UcjkN}m_tEcL7?03Z9p8lrFwKBpltK>Hvc{GC;tCuQj
z^uFS!Kj}sI%lh+frz?3-j*Z-}4PA;?#qtE;@yAP#nynsdMPZG7W4JwukVpHuup~$+
zaCm@teRBknmDg;}c)rOqrZQi>x12M)j&w=?Wg1ZmatT%bl*qb1^fV_KU!>q+Sri2B
zG>DW;rzOn0!TNCW>WWcS&ImI3{?c^oOg6<N3Y73LIt)08*^zBLzTEF_>Ew$@hDt$*
z>QGU-vuATVHm%9W_v@m9oWCvGCF*SXHQ!JF1N=f23L7@!Bqz^aWYs@R5bo#?3Jjqt
zM{PXLpAafXPw+Ccpzm#-HfUR7yQMu(O=}NQZS6T)GnUXZm!mv|^IvvwwkOsiwsg@-
ze{3qa$mTx)MIcI~`14PI5m6GQ;QHyr{;ffYZ;5fd-09=Q7C#}Slf{i?cTIYYOJP?B
z)X%V?gG8kYe_HQ{5AcWMKI60fIT-QjOPy6>T0y^yy2GU9zXp@d%nA>$_yUU()wb^2
zb~<XlnTtQIBzhi64<k`AX|Xl8xl%&-+q2|g&Y7CX9>&zgZ?@(BkB$LsmdGk!*{>q{
zhzBKSaVN!zy2qZ)u0>@k))ZD$CA{h7dk@n1`68=>cEZd`W=j3hi6uGyzOyP&r!3)R
zUqs?s0)u6_FZ%V;TPITxrDjPa<Cf`6yH~%EAD`&3>=!W2jdYQ_|5lbBfjp>g#uCp9
zy$wzPCcmTM8&&s`vRYIvj0jcIbVylorma3W=u|1}D_-L^UTx}Y8%mjt+A^JZFnB&v
z?`tedpKdA4zNj%b6(a~zZNmB6!%{vlUt}D?U{TJt_owdny-#U1%8zJS;}07N@fo7?
zE`6oJSOwC`pi%jY86vSF&aLPRL?I*%{SDU{-jFwU6D2d`7scUI10#OXqiSwh+O|t+
zS&8s@vUH5+Sit2f=BP7Ey1N){j|9I<vTP8e`~Y26ma7Ety`AhA$UneX6ZKF@7Z$KZ
z`Zmv_r3paq9)xL+Bei`2<J^;{yQk5>1z-J<-bY(~;Oagzn*%WJp%mtMMPz|ojAy#5
zuOG#K{y+3dw2Qx(PK;S`39dAkH||vUb8ZEyqGb&{Ib2TRb<SnE=OVi4R~6%J<qZm1
zXL4i`Ndvy{ArtW0K1JW{Cm+@Wxu?jk!eS(%Gkz;I;oNvXqth`Z-jgK2c1P!7&mx|w
zF5%ej;yk0an|}!;9j8-Ios*;5<XObJLLkq%glPJ{!k*(HutZ3fwA9GnlJh<tPHJr!
zd?xwaF_t847lrUO<IAa}?a+@|j~Ae%yAp0*2uQm;(l#T~jM77{d{YY?B?4(WE*8x4
zcB<qlxq}7AhA%}>E19LhXd}0DtNXqOl#<UUTDD$<sLoVXA^9J`EB=%Qq4u35`}^v$
zncr)6gyo>doQVJXZ!Q3FW)IV+a#hpMlbe2o62volkCK{{`iOTE_XF~i{%1z2q6>)K
z2!}SBqB)PJrk~lm6&WoLUymQ9=AOJjNxE`5ssv=3=+^~R?Be;MB#`9B$k3M@timN>
zF{lV|#DGeI-w1jrZTx83FRAIoLzPzlDS$_N8r?ktc&L^Llbk}oGX5y-uhTl|p*8F~
z0C=aNQsS>8v6C%Fcv&Ruaj23-1JF`IlI3c}03@}&uL{bFcF6#m{=28STDMae*Y)Y!
zD4r6QawnyJZPLw@#rB1{YheY%v1sbmdrCC5z)Asihe}?^4whk$x0u$7w(?)*AvSPC
zOq{_)Tv`L+VEN+Mj&a;W@(ZEE_@^e8xLZbkx?r!I3i@f7JAnk30P!la#<;@szGq}B
zuW-<IKmJA4@fCbLh^Kz)&yT*+m9+upcWpiALvnp|PtuNQkkxmkLt#DDb5x-*9E9%z
z&{)?JSo0-TV#3+QgTotNMkt4?2pV3CjG71*Rtb#Qh-(Ju7aFJZUUbA4@jwP=HXge7
z#8@%(tg~3bj4ACk1-i{G`x5J?v)NTW+{;}9CF2KzmW%^(EVF&frv1~(LG>jVK?EK&
zkhB0h^~p4$)pxRUa=W_>TXU@h@<a0~fy0TdJ<H*ebH#~UC4xj!f5Z;B2zPd>NPMGu
zTf8Z;smHB1Im(qg!Khz0*vW?%o5>R|IA_oF9YjF;+~d}u&HMxJpE56-1tT;P%RK4$
ze}D=^?VmuAe4`wZEg@5(RQCr+SE-INor|ku<!$&)bl@_WsPhfSq4AwUbAj;LO4XM$
z)xuAkFSxs}uzry*(|f2OUl4OMF<H|3k>|XQof8b~B#sy^+x^kEE#Y-~>0$n+qK7MH
z*Jim@ss`%nzwHgbC|55rS@`aJ)HtG^4DXs#SjoMM|7|+k5?5Vy;xoi-Ek*8<va-J>
z(E>%=eMifhIB4%5#}Zk#VaC(1T17C@*!B*$qup)FVm`|^Qz=I-!PtR-u5|RhGj;Xy
zpbQ_faQZjD;-?Os`xYz=1IPylABis=$2NW@%{%*gv`NhMD->q2y%27(oy3rD5c}t^
zbhN(>x|Xob6<baJdY@~RHD7%D*)U4&H2<I_jRIj>k;9EJ)cqU#bff7p>G-YoG`J>!
z#8k;@ko3SU<DiK^$T(weZ8QMe&80(c+92^TG3I@tUi(?fT0`LUSjqAl!H|_RanO%G
z#>vXgRK*uYo@chMhv$Co6q-t!V-F(n_LwyVrjkoT!U}_Q-xNc>mygh&AMAT@evc62
zGnTTQ7ZK%2UrSSpFlu&84dFXxL2qU3JC=NO#Jon_tE7WO>L(lr&85~o?hFEBE%C6o
z!Tps5H=$60jB&rpSL4kBrjewWUwCZ!7Q30An%*sJ9e*<W<dp=%9v^+JNQI7lEt2vq
zd*Js%IF%Jt+pSJf-4piWROBWyzc~v|Dz%6;Dz?;j_o?B?MP@R0bx;K^*uP;KBCop1
zn$){=DcQ2$f=dbY-UU8zXHTYteEz(vf>9oN^iqksYPxjLxq4H1Vp$n=LMid`9sUQf
z6=S-ojO^?bwV58vbmRE`+l#ple1U-FS`}(j5YPw=75S`Tok^d3ftr*xF4`cgzw4`@
zC+Nn@BY&!{Lzm1J6cRiZXfFQ&FmLDP<xk<)3Qvh%u0C}(3)ChuxkzH2&5+omE2O=n
zC9|XT2Z4HiAL6NahYOdhvQiV%H3uOT`igv^RNbLfjLXt3#4B2ix9+}VVeDF~wO)ss
zyM7a%JnKgeUOLw{Xl>NwuO66|>Xq7+N4J_KracXK#Pd=tdfLcO7^r?eAyNNdl(^k|
z@R~LLw1zLD`z9&NZ!~Uii+uG~SAJuH&ylucc=1bS8vQfMw{Et2i8&xuAg4GMt4NC5
zCV{}G6+TOu#hr#~DYFtMZfkgJktd(xXH)Y+wewoGJOB9?n?xicZTBL@3_Bo=Sre_Z
zXYET;Q)55duf;1T2xq=)<aq-}A3|5Z3bR*!_6>Qb=45V8EVBGC<a0V3LT!h1D6Kas
zU4yM;%&OIJBTPbZln1v^&N<lN6TND`X^A2nGaU3HNu#|fP>q!9PJ20`)Bnk9$uZAc
zR2Fyp6F4*J>#o$N@5+0;SjXMVsIy*qOX%Ow-4+y(FcHe28v)rYTaDQ9fMv~GaUu}s
zTK*n~CKjn$lVbFTq^iGB9f-CTo>1{YZo}#4fFEva+3_{zlG>-Bd3rAXHvmXh0D>xl
zT5L0!L68VFFC(vnLsQNBy$1yH+@ORW$d<o1h14!W@p8|^u6Kdr!l6KzOnzu9GBhXz
zm)|YaFl>1)`SA~7L;{x}xiTCn9KP#unj5iMQAzaI{l6+h(XHM;0IT)9oJ{XZNcVqN
z5zlX=->6GvRN|CGisWI8&1FNlpR3EVO#uhQkZ48hp)~e!5PPF?9F(JrXH>?a|I8)w
z2h(X}LGd~zlx6x};{0dnqoY|SuXg_`CvdCdomD4iAATDKqj?Gn4E)@dYNtJ(anJJY
zZCGGp@p3@Y^|v7Yl?0h6mNql_Z{0&WnxjJU7N`C+DKD&86r^r$N+ppqN5W`<lkD%e
zbF|*7=OlJ`mK$-pOVId<{|?C(?miZF4k~Fj;VEG&S#b~W*RMBEFYwl1>h`J;5C4$P
z02Z%?ENiVg>8{JHm2}w`kWcDpCXAGtO1i)Q0+T*y4mvPNUG-p=UKSx1tBj<VebnvD
zkeHUkLRP)tdbHb@!-;p0t-_2zWlxGEg?lt60DK-3FPJ9n-Q;jVWXTM6TQLAx8mp*g
z575bb3*TG}#v;z*oh(kY?w$C_FtrST&>S=^=|pKu4hubO4dS*G$_aow2m%VpibGLM
zlIq2AZC$q+nxa8K8H*DMSFUa8f@*__;^O@nTwFM&0yp{1c_iFaAN2M3VJw74mVcK#
zk2R5%-Q%ioFnaoIP)UQUFqI1Bhj_35Agv(ltD^MYYmf^c(bDp*(#ek%D`~C$S)v6J
zKYqkKycT-R+H&8${ha&KBPbu3c)mqNh9+Hjp&tGQBWtsTxAKP5o)!psW@9Y)=D7{k
zCpq9{m2fLc$OSKwJ9ab~!0^4g5%ClzI1l9!WTKWAx;%_gaUsSge(ox0*GkR6aw<|>
zBi`O3quc*GjKf~$$Lz>K4v{l2hKI=V3BkoH&0iblarUJHt~qRB-%$4<J(bzszn)7C
zwD9?OEH4!e+ij&#2ouX?>WK|H(2fjrIvG4`&|WoDj6H`Lw=Lf{Pa^v7f_Qir^FBFN
zs5KE!kVL@+Ei-Jd6`|+&4V=M6CPkK?$97;=3HX?sRd%cnA(*8g(WOgb@J5{Nie1u@
z1#N9`RF{5`wr>K9_*UtJPFrWHHKRByQbcuoPa*(Mhc4EQNAh~4a<B2wHt2hqQRdi6
zcZQlrv!)?Ulc(Ct>L|36p(Yi+$hi}`>#wmaC$3w0C}M$WW4ci2I`_7Fz`T+OEXU<k
zN&M4qA4$wXt`&Xy+}ndm@n^6)s+MJh-OS}3?$Po5`=^no>6Y)sp#wYN6(bC@ziG1E
z99j|;3Jbw`m>b;S3flzQ)(NjCveT}K-%0iv$)tT`Q1lknTRXQIOKAcM0%aGkBl-do
zoFYB8EnGsPF6$7NeWVzPIya$@Ghho@rFHh}%kcwqWjc;cLyFHES<S81Ymt$nnXmQx
ztzO$UU%q;@OGKuk;gzCZ)!U55(Vr_V+Eg|=^*t^6es{CE^MFl4gOA$Va3%e{%JLu2
zkK@%6hos7LOp&#wmqgD|ch6;E;AmlIDsS*bUH5jd-o(oC{&wI<EpUcNbs+7L3?+BV
z7D~E6m;48aA_vTTO6)gRd7ib+W3gL@^{@k#b7(X+X`Y42^`A9y)nGJln3@(0{_+`L
zpOaERXa?QQJ=|Hf+!<y)!~M}oDsS&1HZW#s+eb+$VP2kwxyoi%h{l9pDS2VWP`Am0
z@x_#Y0nHV3`iMLn@O%2oJJN1K&0z%=HQ<QZJE^Q;YfPH(B#v4^J3=M(7S^)(B4xqH
z<lwr+<)N^78~dD7sQJjn&~~X*TwP3eTLuEdZe$IFMYmbrQ=adv%(6n}BmL~{j?Is4
zA6w%!rn!<jzc1%3tj;T#XqAptpDvy4OH$>As3v^83smb*6|%3(X{_4*LSIk;?%WJX
zeJkXm!#SchtQpq^1YO$cz(^3=!i8D-si6Ih^4xXBE^w#C+~2^@(x<?|8)`O`ui(s*
zv-<ibqe3Nr@xWcU1*O*|h90uNk$tb*#&$&xml>nx_a~m<{?bRWOV3l(G3}{rbDpH<
z>JeU<URpBU*m^`iclOI++mbG$$%cb9-S(9PC)2a-`+1#`53$gMQ1UwqPm%0`J;xBB
zX=gq2OF8D(`1;^Etv&s<kc|2Xc6|}Na3Vxg8=TjRvFd{`Btx&mOFTJd75UcKs1m0e
z4<eH?yu5fop)E2oQTaV-=T{3Wqw(J5cZCsdB54Ud>P9uU5;ad(8K--slazQD7-l4O
z=UF}1JIV14Jx3>ICI-Rd$!s871QgrK4<qH&2qnI%w$wzPvA<onf++IL+Qz;85B?&t
zBO>YP^w5U!<Vm>8Si=0461m*vLP&|~rpM&{{+dh<tdY6$^#qDh?eA-j${X7LJ{)xC
z#B$w6L&li8OFx#Cuz5d}EAo(nEf+#^1{1*BRu?@JTm+$RNh{hG;J{q80pRmj)L8NU
z5|&9>yH&58(BN;vRAAq?A#08O9C(RSxMr<X^k1oa6Sx##pM?kbPhq+J=jR##xuY=I
zxBnFyP)F+j8!X)V-x2#iQntTCSd1Hb0g$XI4<m+aW`L}u3LvHvuj+7B<N$~(?*PZt
zsw=RZ+M!2dh^R2CT3(eXAu|9MpTSG~IjZ$@#ESPu_}UD=X-l@14$X;!gEfT^KeBJ5
zZEj%LGuli>DN^G^mPvO8V|QUIeer|E@(Rq5%aYOpna1xA`}n?0XG@`~55?&OQs-zV
z@3A5|*LP|Lc*sX#a+Oo=(&dJQ%R}<&0)o^UR%~}jSsKr%9jTbl#)(l5I{O)_<}(1a
z6O}cHfTG_7fL@)RQ!GCeP2)(NEI*Vz@|EzGnAm2`(%y+@VYqh<+YALoi}sG1?|7&e
zdh^R=oyO6sx`kCm?iXU!1uE(D6f$aoHHk>}Jm_koysb!^AHnM2FTROnTNrm?s!tV_
zmQ!DgsyRY>X!M?%aWbQOvp55XDaol+uZ!Sa-|q>#rUj_XWq!it1UC|`8}&5!IN06k
zlmW82>?Nl&0Q{T<QfEpUGXU);vQG(~xz8AlpKp{>?W@SqQ%1RTW?tz_y(XU-Vc(~-
zEgLd-3~Nju5LDR<FtA9%N&Il%n-xa!9#w|9n8Izqs9t#C^Qu6PDzPMOOm9Wy$i(~Z
zb6UK>GQ%t-r&lF`dyf`KDzJdP-LCPwbMCW2oNm@K#$ECN)#k>AhKoGYW-N|s2er(q
z9zo1aUvfS<TXVY`C%sK;EAtqM8H#Yb8|pqBiNM(!-mL)_DARqHBh8JWpc)i2NP#&6
z^Kl*gbjo=nqH}ME?svFUXWJo2Az5CMjz+aFN9pA9OJ&wY6gu^O%>n=NihNckw?%(~
zHnFh=q-FYI<Q27rd$$#h_xJK+y|u+9Q4~&k3dw&Zz8$3r#aiduTJf&Dk4*_y^th^c
z;*9mI@L~`^F+#%QS}pE$l=%$rRh^me=@3CBzq^ke8l15pC3A_se^5O@Z@eV&)o>;A
zwi69bvJ*`r%b4=*h;WBq0php<)-G*Qnj5OOMRN3Ib*AC#EG{39bev+8dndZFN-IP+
z@%#XBuYoH_;+l<R0lyIZB<zcykEYSB{FlYPQ1RU}{M56oXUu4Hp|WtYX5&h4WI0cv
zQ$XFmNwdE-(gFS2K5!u2MY{r)OqAP~_t)6UfZ}zpeO{kP8&k01J}7D+BfU8Rg$GZs
zm|;jMxYm!=p=5jan)4Z8m+36g^t#5fT){_V;0p;=;TyKZp&p&XmTK9-1ma(Timfv*
z^Xh*#Lv%i~l6xN$eIn2Wkr+0kFZF-_Lx#I+#F8MHoIv-mU9);O!{q|aDpB=*w{j@L
zEBkg<_|*{}&renZ5@$O_^!BYP3w!_Ts=Q$f{2Ck=tw9BCM<YvFu8$}06HMtSpVh6P
zzK&PCuZ`<wEp(GHlEL+YsIhu#Hudx=(RDF^%BX#tiMmDv={53_+D9on>bypNO3D(m
za8sOx7P;J{rqAVI{270LJO0)C_hH?O8O*1Uiojl~KT@T`>#s+7IuM;kMZNms33+r@
zRi2_SR)mW!3s;hCiduN;PD1JaA6Jh+UdIWE)dIsR5$qWt%X!tYg8SWW?>_*s0zNFb
zjBM-kFzYj=O~*w(DV^dz@h_7dp%XSkn-dZTmh}BG1!A=AI`+ilix+`USZBP+kXSn#
zeY*6gkA@S4W<~<9iO0bbp;0k+m+)c*>?8qashwJpi4Sib4HVBmxc02;?9>x)z$nfN
zjm;|T+Pfmm_61>jk;Xy?JdKT0!X3BJ5F)e1m3JCD;roiGLP+Tli6TGC0u7@rJ)Nf$
za*Z_vV)0?jFR&S|>!jNut(b}8Nqla6luK(2P<Zo2;Y0F0Sl`LG>R_o>CHQSm^nnth
z!?PpxKnUZ8!P5-A6|(`7Xh%Kv4oef$Uth4q+dyE*fu?81nSpvEu22K|tWO_TsCu1h
zi+m3iI*g8+<|OFe>U#Y|>=^Lv{Z!xiR#KMR-`QSn?qPA%)*pJRa;|aKog=h<7Skr$
zMle_0Fa~A4Z@VIIAx|l!K$vXEeR@+lRwWB+kqk9kOR4@Mr1fCQS`1{S+8gEmnikFb
z570#3nebie&pK)}IuQ3BR|`ARb4r}s77!D$e;%+F9YEhNnOIL$<FE*|#$G*yO9=(D
zDB!OuF<i~aRFEqAjWF)sA<<XTB%`%`E2ZCRO-|3Hs$J=S(%>Pv&@$U5%<eicB=;ee
z-E@ojArQB4G%{c<|0<hFHpKyw?S|^j*C%xIW7FAW2)0t+S!nNu1~AOzCa7?*t`!#I
zd!OULyO`kazWW1cbv+yq`yYK*GL3-aC`OH$FAN$I7YHyw(h@nJLG*rI=XsZ+82q9T
ziw)+B;v$N%MGP0h$A&f_Gw6~zs5qOj>HVSrDp-$*`SA5!NUxSx{NMBcxsJv>kU%$O
z0^#syoaA{JqrQb4?1@UFT$mnmBwRZwWfgNN?N_;&42?swTtzNTw2!FoU=cHI*>p3Y
zw8T?qq!h8Q=Sw}n6XrE*9k=C*Tgw!$^?^U|?djs_Kft$YUOf;L^qq)~Ty|slfoIPz
zP~I8860H1jskJ6rU)298iXsn>NM?5M#8ZlKEJCHOV7L0wo_pe`uCd)WUe5Q1+&H28
z-2T9A;C0q?7V6HOL2+(?qf3lnY%cRC!-796LlPnSnhsYIfu>}v%9#t4(o&)-2$MtG
zfrLXY@u$#K+X}ikQHtKr5r!i#6HvM;$5w1I{4LfD)D9X`r9p3~MfFm4bL+%gx}s;O
zLSK^0k+@hOl2!>xJt3UGm4GSTJ`*K<F;qn*ElD&yPrq2!>$|jU-R}Vauwu56LYwv&
zgupTxaWiFyrdSR)r-D2A5bkmW%gF%eX2Mkw5Z1I{Bc^?QDIAfc79&RojFFrkpf3fW
zT<~c5q4?8kQ(gsU0|0hKyL|8zMq&%Szk&Tmy8iWQ%WIzaWUuNM8b~t~p_6Ae-XOpp
zz@pVHgHn{YNbvH_2?UdIPI8a`joFz04U`JFFwU_x6j3Q=0w@9WW%9UQzwAzsbjzB1
z{qh&WMPKZ@VPFLuw6D41Ff}3gbn+XEX_j8}WXz3SuxscO_rOzDk-|~kc*qdd(G$uy
zUzluWq8$3Tk!4$CVcNZ$2ouB}zN%<;PgoCIp06^5l7JDSqOVInUkm^|pgi0Hz?f)v
zp`k;45w+HQOI+d{OQWe_LlXbpwsK<O_(69S*1F2{n;zdDcP)rJ_ey=-Uku<}nYpSK
z#<!IU&#PR#dE(d#E-i?L*md<gQG}wuf$F@;r=XvMKM`$8378*$2^->oza(gI@(!8H
zG#NHyvpwlPZnREFqDefAYHmUNXX?i4YW?6^dK8+3?t~7CDbFJ@ET$5OQn@<&ngoSr
zW=nYs|EkGQ<b~V+*5@za*MiDTK2vxsp>sO;-9i{qSB&}4{?hns1YXdf)o(+e>a@P*
zw02!$-tlu&IUVi}W#8q;B-5fA2yBf!+L=X{-fgZp<XhS>%v5Wr)>Tk^fa0U4Pa5Sf
zJ8<lRb%y5-ZSs3DhRA{_t+v_fT%+l&)-X5v1+z-IKT7_aSp90PQ+{s6n=($2rzYaF
z$1U_H-A`{u6U2%}dm4Re_l;fKVOu%`0-2G9PYSY{63EGjjWIu~6ye^{ElE=-e~>iK
z<j)Ps83s9PyoOftlKk5!gZb)#{M8|BMz3_O(cZm3pf8=G{BSFBD|%y{Fin$NoxayE
zwW%hr#Cpda<IYT%eiwY>JC4Ahw-m!{%Ovo=9zC*AF->q+JZ@yW{|eWc>BMm>tpBy2
zATs(m7p_Z!UQ*L#YyU)lFFn6xse`!*N=2hZ3CsTjGsT+gGMGIkSBF~EdzkQUoe(<2
z#yy$9CMC2=FIm;u4}3rk4We=!Y;Fc@r(d5|r_GN(NtSLlV11hhdGKZ`Nq7y~eU3Tr
z&*?%YhYiYW*P1py5zaC0ydK3C$EZPFp;my_tL!tm0!!w3w1>`gl`~U&3<E@DpD4nH
zBtAb$h4jW^!!!G2*qWPPG(Bh0x^Z`eH<{^ZHD?$2QPs*c?X{=%GnX!?Ii#|Sx`i&c
z2dC^v<V&dE4~|)8q~*C8aLF|I)aK;S<6!2~91TxWx80Or;uiV#9O{`biB1v{XhRPO
z>0=!?@%np=3>mAG1GR#c?hwJn^~S3xFHDppVYx#i%lJZ4zfXNAjr@RN%b9ncGw>bM
zHOLW`i>zmxb~fKwsPljZ=z>t^_Z>^!Q|$cg(1z=ls|P#Em)IY{JLQ*D6P!~1nwY;+
z8(y*z?2=C{9y)0P7DwRht?3p2`8TpI<bkcPzkh|iVe_iw87n4n)!^>eA>yDC2evqj
zw+4>OPAaI<id+_RBwbeh1IW)qO7=~klDf^Crs(*A@f}Yg+3eb^^nTh{)%Ggdt@}g%
z5*OVQOxqVDe*(0rfZglB7#aOZA+YC8sD?)tV{oGdoyT8I^sGw`;c>#Pvx!&0VuAe(
zo$iqV0JGG2*WHvqaGoqeoStYy4GdY3R<uW34dkXeQ<#7B`@a_0qzw>Cq{rm;ziK%`
zl9(5+=FwdUH+J+Q%lT^e#)>gDok*DYYax9px?Ub!I2MtyyOWCvo26@Aupfvbrz^p>
z1E!s!ulc>GlDR#CHBI)FALy3{-Wz;ei7;CZ9l}8IG+goCn#%~ln{1|4U`}3NVfW+Q
zi~j&VMW#7=4KQ(*z<T8(dI>t>2-Cqr_+y=G0$tyZGl9X&#>L}mG))a9@!gp5M!)KY
zlHswJ6&F-ggS)Lg)xMCR!+9yCyf{{qXj|&$Sr%^7_ztGSzh~wj%NJy_OVwSrj_ZaH
zRnkss3fz+ZQ<7RIy3C_WA2mKce8^TL1ZioP9mq-mzCqMEgiFHh(KxCAz!GDkImo5Y
zzT7i1O?3c9aB|QyhD%%kP7!8?-xk@194!NF=IC4=+d3(v>A=KqH_2S~)05sG4N01P
zzCiWT9`}#hv|_C2o#QSHdJY_<{yJL5*~mwCB`rCf7E~ep#1!k{1x+)*=B~7NhU=L|
zVMY8aR9?-y^{K#Mcz&sWuTzUENh#?EreBSa_>l3z&kd%w8P?P#Jt_;2Fw+Kn0fwvn
z^|H|{Q>%~qsv3LWPVEIfG+Y{2=07H!X_OA_gQyPW(DGB07#abcn@OiT5ktbjwNN5|
zoPx80BovllTYI;OUFcU8{h1t={E=}x@8P0@t2!+?a};ZnHG_g0>2uxPya{2fme^|;
zd2)hL^6On)z7`U??WCS^V}kBB#7EbaQWS}$%N6Ha-1fabuY)$@$MZ6&1WX?7$<yvz
zR(JlsSEZGE24m6niXO{z#eVwOV@XMnM*N>1cEk@0CdA^CSeCk1JTol~>>7gDck===
zT|xBAR3nQy?S54M05p-iTA4bDfxofK#Tgn66`kfkslfD4x_5GE!tA9=gU=3ODc&b4
zGFpjL>lg7=9?CS5e}Ka-+|%rZ@gd;Q&KXj?>(H|I5l1HFaW5TI>B8V$S{)hJBo){g
zq)0MTZ=nJcBtTyWYzdovHkc%=%^b)ml;EgxEb@vgI?lBqBRJv0p=HeJoXz^jA@N`k
zXX|(*!UnP}hxO9e=}ezewd-|kai;)V?z;G12+bbL^cA(20Sb@_v8H~jM6j>XjJQ(k
zSVUC>&E5$T{{zINbpN)lYfD{U_EV#)`)xu$T*{27-c@nCDcCMM2u@irwr@{axhVbm
zY@97saU&i9MS^DdoQq+2uGZj$vxtjNv0uSKEXO;eTrXNepFgh*y(8W?YLU=QGR{mk
ztv*&hXhIBp4B-X0B$yn(gQu7K0cT<qYP)E3%oJSANn~6*Q|@AX@aV>FUG^;_H4iKj
z!a6;%)~d{IMV}_Gsn|Tvi&?D-j@RcNxB{Fl>3*n*bY_P=rBn#tfuAeT&2?<bdQ$9X
zh)0dOA$@stT4oWwJ`h=<V^z>_2+jYY>Aa)a{@?c>qNp0B)E-4`YFBKv)mB?o(GnC9
zGd8ViO6(QH7Ar>W)lwy>)gZPiikP)a@&4uWJ?Hmda!yW8^3Ut}ys!JZ9v4E5++(~-
zwSdQFAMj8U#ZGvRIXx>)^vbdtV_ebNOu3lGm>*fj%)O2Ym;#1<;_k3+q2U;@Qa=0H
zds#NRcveKZsEwCb5I?D^SH3hF(wE_=@D10fy|nK(-2RbM;@`#h+gYl>ICMs8l}5>Q
zDj<u_o8X5{){)Wv=C-X^leH$%kB~~U9WG>R;Cff7?~C8Lb5T7lHOg<NQzVwe_T=~4
zzwZd$Unc4eES+ud3<ml&wnZv)h6KA`d^Gry2hy``316Y$`-7IxP^Q0K4s>hSK*fk?
zhC}JE7wT0rD#0q(i!t&V$B@j`M$WI_v#|!9oTI11l&j`}=Zqv%*ix0UwxBjDY@Tq{
zD)>PbjlcZ80i&1tT*ak6S)jE#1GIl*pD^vWYY{J{{Ky47&+R<d0%Ce5WGy3OB5rUG
z*M63=!0HS+uy%R4M-ldH)CQN^$tx&`Hjr6PaH$0=B^jid&0SU203ik{CXCR1p?eR4
zNjQLJa_t-lj~|4D4MccVdX9upu~}BCaC0PA)4)6X!tzqh_s;oDO6t&l9ha9woFZv_
z8L7Jc;5oXS;L+DQdOWMmHF3UbgXQ1eU~eimk4|eY{=8zrkiEKlts*LK@$b+)ZWP1g
z3Q5BnZ0X1&@)ZMXL-n?9GyM=!3cu;XxoA0VR&IeIy*=Zq-C#W)*JC89TLs@F<9i74
z07*&Hk$iGKpooiJT%mSjEDIUpRB^wPxE}GIrF2C?GWd$n56yE!JD9bWhlj|%hZMRc
zg}KR+9G$BcX8~0dCkl5jU77(w+*A-^orL!Ib%?xb?j(^&t^Me04Kavj21&sWwG-t*
ztTvc4K6A6={!p34U<GstU3oz~rCw&gk&V5yu(@gijsgt2g)!gR7!UQZY3kJ8#l?9y
zyHg1v6|euLljK5t>r+xG@QrnH0^RYwl!8HIv9=LXU7nuKmMsk{Y(6nih|8wxQwG?v
z?f$N6oN6<eCPka-vD6yEv-}SpnbO1mGV>+AottYZH{5Q?x>DJ>^9!v34s0gH!cWC8
z^=8ZYO8*COOjYLgb9!--D{~g#Fe5s|o#{Cs*Ouk*=Ss2Z>A$Vd`VBvqKPR?-OZlWQ
zT>l_?Uv%?tF&Eci1iH|HIP}%jK5;9j6N%)rki$%@%^vTkXOv+GsbClp3?~(van6*x
zXVr2ybTT~|taJ=_Ob2jx8!59{OkLuL7Xd0Ib2im<0PtrsW27Rjj5>fjgV9YOsSLnv
zN3s#E4bZ>Gm|^1U84fRR_7tVACc(F_L^y@h1f&vhj$4`MnO8&1cAK@h=1Zjd-mU!3
zTdD>p6lITh?=LC89guNA<*&|(7vFuZo8RS%@K_7R0nn~mEuw?L9_JH;v*c};?H>>8
z;%#|NEBc~DQSI#BuAHha_Vu!t%T0nJPd3vCwsu`QoW`%t>+C)@nuX486!^P+p^%*q
zbs^22?=b8Mo$NU<WI>yf9wQY9NT~rMA|Q_Ahc;^=fXYteuUP^d@B)`S0or+r#Q+3l
z*LQU7G@`y{b4CBU6Z<et%h=%PR)E=nJxOlLfdhA}VE<t}igFEg`ctMx$ezW^SIYLO
zU*^~EyjoF^JbyWz(6}^~o--yg94kwf;BkfRALtl`fu`{1^)O|pf0NOP(F&%JNhYzf
z=PYRn)OfkGN*{MhYS#Y%9l}M-b#?be15MXkBt?^%9iNXqbdUtm*fESuUSSn@ET6XB
z*ZW?0ky&{=-zq<nBe{qgU07NB#<twH#G(IYT;20s!_=!!(Cf)5Yq!$BsdBO3=h{sy
zWsz*$(k#0hORUt^$F<%MGX?3mR)+m3IYmFIK8Vv+!bB58e`*Wz4-j6HXv1eqi2gm*
z!+;$!YgMZvzy<$)c-6&N3Bw4BcBS1R(Tq9$fveT+o;PAv)aitY=a8u``^9h{S1H6?
z=9T?k3g)_#@|4Aw-;~&=+)%bWwr1I&<jwqH6-%phxMNEMk>Vb^*<^bwufgwq3v?gR
zvJsyFVkG6S`Zb9=fGDOfYpWzz#9Z8TbqS~7?(s-v^Q(V{(LGn9$?v~e`NrMmT0AAK
zu@6RlrOdg{K%ycnwb)!Y|Lr-mkzdQ&0m+1g|FxV%y+rNPiUD$uTZh_k@)tsTe8`%B
zJq0%>r*Lgu(e}Egt`OVVru%Lto?u%?NmcU@QDYe}TDv7~gJy%TK&k_|T8bB2e_s5W
zYpz_rnS@l}VR6+|lK;X~z_kQ{mH)yu;bw2<uU=IU+gWa;&)w|RRlcJ^#npzgaLx}r
z;UWS?4`#?*1XFN{y8G-iL1)aKWQPU}M||g(>!DN3Gb@YQp^Q=&+vKZVK9_iDPGRC6
zH{3%z*J$B<mK!Ga^-#{c+5UyxBk@9a2^(iq3L1yerPOhyMj8FKeIZ4wTobf3^(kYo
zKyLo_E~T>5w7^7xsE{o<We^*XGhd>B6)1Y_xuNg##&w&ymV&p%xP;7@OZc`^2pP(w
z_wyuj*U?Gr?aO*e;bUnIYt4kVCY0YONlN_o=ZxG3NU;!fP_5_0)ivl*;vxf+gz76I
zd@_7Lt7Li14Q!A$MDnG~JVzeH9_*Bl%`Vfes1A~}@1^C*3aXQvc-WHT19{swAT<@R
zTKT-s>$MA`3(a8Z5|&dA^l1ep?JkZeA+5^=cC}H-j0q>YsKP3*+#AAvYrQ63^wc!0
z?hg|t{d&H^R`W8mq}<#A(_4?^g!rVeQFL}<90Sh1O5cB1z3Q%-IaArk^-IOVpZI8f
z^-kJBHVdFDhFHwQ8x49#)H^trNt~Hwe-)2?%W&#}QMtEI0r$nQ3$lL?d`gtkeckV*
z7?lm(YR|}CfuuGY&y%-@7y5cW+1|L>R}-IlvjfNdXxg;27RFcJZWR0{97~ckT%+mj
z%)z$p+Hi;dwWF>kd@K|2A>}{7cJaD&rCK}d)uHVX$FO8b^@#B@%#tB8GzMx!x%A@?
zg=TMUB0#7MkqtPjh3alehMw;|rxcTl9pZ3KW8+}tY*R574m=!U@9?i^9NGeHB>t3F
z3Z-p|d)h=XG{kk1YmNAlsM`tJWGR#)0&F?mNv@L&X{XxEHI{W0cHl{ng$30UAASIg
z7KS7Ft)UzdiA(c9Xt0|Q48=n8r~?a?yvZI@%ttBJy(`lFP%D*io!CD9?|&?fzJhxW
zr^G~xd@q*x9?bc{&5z?Kd|MmZQDmtmH2RcfJ<Uo(R8PH()(>i?pcF@0veCPd{m~=1
zV&2$@%2;uVnwCywi)8e{qKI(m^_*-%ga<tE0xX4!TqDG{I_7(9_RTexLT$JiB(BOd
zW=}V&f*%i91<H$4e-q{^FY>mS_4y_o`xic^0R$5hEGJ2{9PWQM|23~V3LVmXE?RYW
z`_QZH-CaEwCKJFpmPD`Xu$C<Rv8Yn%3gf7B7-T4A^b*rUyAqZ|dCF0DT4$H@VNu56
zC%ox5UKterda+T*PE{?zkEpT>b7@p_?_HCNYdm9JVR!A>a|nur5xO2$JghA|v*weZ
z0h9n|FYy^)qBq`H{oWw6{Tk%P9c<p+L^CGOu8;m#0ok$o(iql|!_M`!L;Q&z#-@)^
zgAszO7tCvT*?}P%`)3?Lq`63Fs>7rSr~6%c4P}Uqd(TNB89&VIiU6i_K>{3La7DNf
zg+SE3?nm8%Fd>rZEmelj5B`4q0S;W~qdHX}!qag;=Z!#sMNHSGLampj8u$*gu|w^q
zXUNM^$A%#HUKL}A<-NXnot3bO@J5F{L|SCH_v<*Fp7T*_`10X_QC;@3(|N6>HipS4
z(cublGk@ofoT%4e=_wEVm$Dhx=<`87nu*J)ESPtt3thgbq{dG<UDMZ@cS7vb65K%5
zedfQj9?SKEp4*J^!ISci%~9DqW<ho8Jq|%=I@lYKJIUg){+_M@4S=P0TNu(WpFbaU
zuUV)V4xl`EIx6TP9K|I}cZBBN)NKZMx-;v{5cRukxvf;=S3{gqi^TXxh-FQufJIvG
zIMWusRrFz(pOarV)J$&5y-{Fx(m#<nY|X!qcWM<&`8CVdP%(V|s1>5EOgkMb@bONA
zfDWiqKY(3iac9Qb;CrY08B^+Wl&MWBbh&16UL}8kPAHhhvOaA35?{4+`|)J_e*ge@
zp=}c}1@D}y118x`v@{&&iYc7$*?vMqZ2zQb*Cji)YO1L<QM1c3OI4`lk{h6~OEOGx
zNT&M*_j$=iww{JEQlO7UWpH8twW}zaucb{qOIJbYmoxZLs+B2`B|r>C<_a~t1_psw
zNH<{pW`g<dI_#uu7SgkkOg&~2iIG^f<_x~7G|2OpeJcr=B<V~F3n(*JbVX80^2Ndp
zxw?~@0SdIzbiXvA1$M^4{Qit@*WKzcJk)tE$`dlg%{QGxgn!Q2<pe28*W_yq1j~A$
z-<bgIrx`F70u1p(PYPqmq52C&Wn>m4Bs{(*#yKSlfc<qSQrbjw1_LBJ=j;e5B-_Mg
zL6lu%PYVz62-KA+N!o(oj_&A;8iogSFm-64MnY`nBwtHA_CGCKoE>s8RM@$+h`!PW
zC_%<#W-wfyBtLh|)?+(s!-a##$qGCGLC8MP`UF1@N>>G(o5ZU8W2Utmpq%+1Kp;t~
zZ9UHdmgHptqsK>aZ%Fm*?BP0SM68Z<jKdXbeK|Jkm?pr2=inLO1VlS(wjkF6rOQE#
z_?M4pk%r=%FuAV>API*yGc1yMN8y)~Ph@iUom@z(Z@Hzvgj!_;0rIZ(SDP>=r@)j2
z9FoMp)JguhQ{|S=${s6cTg_kbw>BW<%Yf=FzuR2-1H=yMqBfNaU|sVAL6s!g4OVA`
zD=<1$rGrhAlvX7Y!!lkQN`HYvz+CV#?b~#YIsE`ZPG~HmICfBlZl<UVt1fd5rd;}2
zN4x|A)`*Z;NI@M&iOdb8P=YcJ^@Sn<`>IUD0sOWKagO++_D8lj>78;gYTf0=A(yDR
z8HlVki0!3C=*o#u2x25Dde;go#rs^4pGaEY156)hjCU)<Nkee4out_eJmJl^f9~OH
zY6Fq6;so`0PJ76uWoTZFebwAjN7c5|M}Ywu^MPRNZ`T$hU+xcw0Q0O-SkVgQg0Yq>
zj|1XQkQ>iEZ?&RS6D;G68^kI#j)t0i?Ie^p9L;?ImV08I8j*x)=jY!J9XJ2%^c@rI
zf-@anweu0F2DhUZp?OxX3j=!~dB+1H;y&NbU@o7&^CFaH*uxLWr;D7j<-|%utO^TW
z<0UL<<qc;ympc}?Imh34@T8NoKS>Qet5q}2HmNX@{=@m5s!sGi02yckam4CY?#Q2)
zW%E#b<|CiuAh<$7PJ$Ynr+OP2BZ$vpgd)iVVQN$_JPZJIjI`hoZUZ$cfPoMrQB*3}
zWQ6P_c_{sujKxJUa*s7PrDfOh?X(-cqE&?2!B~D)i1<A|?02(XaY1a_uFT!BGh*hi
zJgp(5&j+``q}G_4i`>uI9FFhvR2LYh?`b}H3@Z&XSTH!N6I{@+O#7V3=}?z(KVVC1
zUaK#u6D2zSioI!CZOP+gVQ}P(K|3##r9b3)IV}K;9>Epe&VzSRPq*7|8@<AeaCH;1
z_e}aFPwN~u?!qQ}%c<-Dk&FQ)t+Fsv5?z?kD1dB2F`y9o6l>rl073_DB>NA5g#qQs
zIK&imIUAs4*ZGsK2};N<kIaaC%eG=7*Ix8ox>~!FwRCzyoMuVCZ!nPVn-wHEc6`lZ
z_}|AM-s;B|<G)QM6~pG?(%P(HK{Z)T|73GtIY_GPG*1NVgi8p*Ujc)fU;a%!!tcM3
z=5RgkDMuArH~a3B@S*Jp;>EW;j_z-L&e$Y~#rq{_+bfRF+h@04mFLH-TOS{wbjGdZ
zB;Y{~_vSz4&mo{wc+|(6t`*ZW`iWDAC@3m}{oX{{(CE`K3YLm&S7IfU(9l$^Yn)j_
z{93og4X&Ud_pq|r@ioU;%|_3`sGS{y-OY3x8DJx6&pvu=yBPK(4IW7PAK<LJSGl3k
z<9IXeq>2Sp!nhkXaWhi@sy@paSE=qir2sOG<6H9k6TTdngKcPtwrq!YJVbdSX7?Hg
zI;|SqEnG=4p)6P4+^B5OIx_yDV-GA-?}!cP*A*5J_|A3fnR;MgzY-<Relpo08g=r!
zdwG@$uv#HN=bc^@<xR}Xkp$Gj(|S}_3mD7&7ObgNj7$M<1dmG>!@7ifWNq#w2F1pd
z#OlsZRfhSB<e0UljeEQVkm_<kwWB)Eek<=@TE;sVu_OZ+kys7vs;5D3(j2q$X=$&t
z1uv<3FV<_4x`%p=wE8;Z?S}JWP^ko`ttNF6?rogW*;~Fc1G;^~wiUJ!gql!;c(SLJ
zW}+N`C+@sZ%TwTV?GP>eS}kb4z$<D%0d$HENfFDvLo-(@^-hlip$!D}SXecV1DoYu
zy&sut^S;E9whwaDsW!d8p0pZtIKDt8D8GIJq$aX1>c*h4_At+gU8e}S+-4{N;c5SL
ze&{GUgi|D$jbSiiY;Io>{|wV^kDSagNyg4MvUroZo)&7ER)}G)cF?Ww3_YaAM9G&x
z76<+QQZyy*Ag(FN2kp)k04zlUGQ45<h&HlJ`cE3wIe)Uu(>H_W#xhrx)M-3GtlDO`
zfbU!n>spx*mUZ(_KM>`o0)wdcY*N&<$>z4YMi=-P1k#4WsHAUmOS#PcGX;iF04WHB
zr<3SNI|u3`H4($p69RFQd{wfz7X36S7qHIlDC9-Xx<=3g5hj<Th*Vl#;_6_VVm3E+
zVbef3f+_ZYPu!uMo43TtkZ5;q+kL9^>~kyMLDE?Ai?6qNHIgtciL{aw#Qz**5%-?;
zMxL_)8RR<0t{+OWy>s#7Z1yqz#-mN!J4FMGF}o&)`?9)){ZpNgn`xy6_9sVTbj!5i
z+mE|qL#|iWP|ZfN3hm!pTSsxliqv5-d#6j<v&=MCWI*CKSf1Y5iR4d`q(|gb#Jwl~
zqpy~4KIO013Bs1U2eB!qVdr1v51=`=bk6=Qgw6=c=hF57dh0BvniLWzy_IP*)VBiv
z0tz?VYT6UUAoJ$EuPqbY_);9d6a~l3okYnrz3XKfq#^(5`@9|7>~CisSNKnrWknKH
zUV2a@t(*9_&H{P-ynW<tAr#?xCxj0J<4)|lcV?^IUtqQUxw$`);bf1?wi>8h{blLN
zVjwG8q^-yQ<*s&61lyk;;7Fd+X>G0rPRtpHM%mo0(it5*TSKDWJi#(7v&9_r(QnIF
z|J&<?BmS-=9q%|mh=(%UNhIKf_*g+mdHqQ8<6M?g%|5!{4h3-kg5B;{U+EUVAEPI6
zsj#_347FIO89c}gE;VY)N2KUvZ{+F1h<2~+k`x2?YatRvGdP`NdfO;K7BQ8+OO2yf
zC)XobpJWMFsn6Yr6jKyc+eK(!34T5_v-ss=kLrk3vIi;<{#vv^^1EPEHeWBK4hzz`
zai!xNv~v{QVT~|UG`-=;I9Ep6Dy0@udCh%5#vViz`O#Hx-pD(JT+k_0mx&rl>AQ!J
z>=?d8i0J;?OR`IRuc94p0OJb&Va&>yy_$v3rd>bQAgG@aG)hU$*Lb55Q!d0Hx0$Yi
zA{-DP$nj%O8^9?HLp0@sA%<jpq!@5&dWYF0zS@Z`pnA8%iZhW%(M?d017g;Ib!@`7
zQA<;J#OXJhOPB3_qrpu0zqE~eVh=d9v#wD_<($+^6fM$Oz)N{(wRLv&F}G#0Hs9R}
zYi{yPflu%Q@Ipff!B!JF^@H}IGmOf_>2b%}rG<$BM38avI@IbF$Nnez#h{vzf9qD6
z4WoltgVA%${ci~6lhQ2^+9m00t|5@1anjGo)h$FK1IJI^{>Rb71+~@1H~DXTldjk-
zqrTH1T?r!S4g1;nDVYOq5A~=BYceUgph`$fiyH5~^rH1B4*zjlEn!*cOsi{9n?0}E
zMCm)ILOZ!!fKa&xmmUe3YJj{ZNNY`4HsT&wmqX^`F6v2uDl~v(@>Lmi8s#XHUr!$-
zy`G@`HFZ|{pq0+}Bq73LkYGqIAs>p*kK%UGoI19R-Cw!1N-Vg7p_v{zJyH28!xHPK
zHYU=c-XNp8yHTSog?*64{n*SB|17(M2z;X?r)m7H8OruWlD?0_DHc9{@ut_84)c`b
zEAjRmZAhc^>OX)kC)BdM{*kZ1VnjyZ&ueu#_9flT5UndL!h>9Jo^P4&=eR-TnE-Qy
zPqsQ|mG0#G`L5lYX6ey;pm@namU3X%maB7a+yTY{(U035bRC{dGjiXj?rf_j)k@Cp
zqnRzFU^Q1avtdvXx%uG9%dtNwn1>g;Z$iB%3{9BPE$tZMddvWht_G3g3^~~PU7Be1
zux12%>F9Me2j}{YL7LgvF>rjN_kRF|%k$b;Um@Dv89`u6$R?^8r?p<3<aJWo^N8}O
zeG@hPu;O~wr-ur$cCEJtQl8vXpH~Fxx%Q<cKu|fQtk{ae*fBkp^OCeE^-&;W+9V%m
zqAWFPRv?d3kXVE#cu1>o{vSZ~1n@S>IuD3X1M+XSken9ANKF-(3LEPXLqGrya*D!I
z<tV)|#ZX-An9ShWp00AjKib(s+J#@X#H~{C=JL?^jT$H8mpfAb)5^!xHiy2P$QIWs
zF^ttwD?ZD8;lo<VGys9;#6RP(WUw;*dtl6t#TfE)FQIFqlMKk73}^$HSiy9hRqF}N
z#8)p9R-;5V>@bRhxUjEHmaSYFOua-DI?IpY<puAI4-^>f`vqSVh(36XeGd!A;ix{k
zR+Cgz$>aHm)hEkj;1rkVOYylk13xVH)5Qm1PWaTP{}L?V_dugM({6rs<M^uDv^S0W
zkK`&tS*07s9U*2HS{3J|1Mn0Ztps1S%hL~QV21HNi#3w62dbZ&aaA125C`V|J9QHH
zv7ahIAg=C8ewopx=e8$roJ9vOh5M2$RXit@b#Hy{ER>xX<Sc$6&&)Y>%Je&XJ?;66
zw-UbtL&^P|1Kw1Has(C^f7*ERaSO_U5ZW_e()r;q#JXMM!Jz1hk56VPy=f{1C_;2S
z0LHVWdvJ>+JH->CxyQW+s{#%ojS?bh%0Y9T^vz%Zpzx}Vf`Zn*$pfnLQWuOqV;qQS
z>Ilu7o-wIukD8&PYs6xebdO5hIa-OAyJOkIh~jwWkwE|nGC6qCjB_B|^J_?eOWlIj
zNn)(i(qBs>{XlRlSD8XBV=(?Ckj%pEFk|YE{=LFJ>Tn^%3tN3D#UCIvD5YWBLvY8O
z!S;ii9l|(cAA`^lP;Dx~@N5zcM52O;Pej&2b0XFx0k;MhDh1qDGY}dedZ$QAD#(-U
zWKyEl@5~dIIJm%#EDS(GT4W&0gQ(RNxkL?AuK_DC1(XYA1D$u1f9dj1^z6L)^VUF$
zV=0`j`L&}vDUNqxOxNS&9wUcHy8>q-bot?(TbV$=$nn2;{VbR9eeqd@BHmBfzRZf{
zqS}XbEJTj1WpKAHfl0;l$sIrH`L;2I+LxaXFK0|cqW?i0`Vy4F-8G$QGpdU>N1SDF
zpE}uQe(2aHGR*1>o)L_O#>+q-_K=_+!nL-BjunQ1-9><Wf1tkP!*8c5X`_HI&NmZx
zfb!FVsh;wCdrj?*EP&S*iC?Q8X-Kn&s|uAo@|#_YMvfM^<$YD_M259Wo8%KYm+IQ)
zcg;g_Yxo3+`t5?@TEfqx$wf<vxH>}Hx03m|TO)pSWeR??Y7QH@O|2yH*fLT2w&<iX
zy@97kUl#+Io-0y6D^+;cmv{Nh-M1uZIEtBDK8PFU$O6$%X#)~-^1p1esQ`gbeC>Ht
zvO)@(0@huFO2zmdga#Jgq6X5Z6qHHU0y)+#&PaoxDMYo8Dw%>en-Y!aZm_e;xnCKj
z7*I2E_4zMG^vSK7a2X5n=)2by-+g~bD(v+?Fpc^YZ81{lSIFQ|YOb6^+s0X;KA^K2
z;M-SJ`76;Psw<$P>>=Mn>pzuZi-UzJF`*W~z&W5jVz%lSEOh=P{M*`clh>-xrx*Ya
z!lQDEhuKjR*r`x+Q2Xxg$BMB3079sU4CXUCVl15_Wd>LCIr*cXHwlOXCET#AAvQpr
zzXU=@^zbhA@+aQqky@?NMpH`IJ)dRWGO|fB)RV9aU;c|OTeLR(A$-xnrgCdr(u8SX
zYbs&22K?cS*QOPaHfk1YVy};MzH;j}lt}gc&hExp`M&bgeBK*ialNwtsH@7%h>o8~
zv<_TH=>wBl+3Pfn`4joQb#|<STXO)uUFwmOXMCee#_4Ea=6lHsEX$52seSTiv#&0w
zLfrg1Pw%=L2hJhv2g!i`3U2;{f)#6FF8!it<)0}Cw5?>G6i9{u!w^z?NOBI2^;GD1
zx2&&UNvnlM?-(o+)pRdL5=8W6zOB_+oK)x8=i3Sw?m@L<y(xS!JllRtpY&J@$p)Bf
zRg2TFx=^1Be<YBk3~_6!6T7mAz;eLe4b$;zXj;;RU*!L_6}ep{GOK)<`1${Jh26JN
zft7Y<J*D&yc=N>ol2!aZc`}nH=$dUQEJ3e9P<b+w#{dqnZnxs0H_Mr!_+5!wvWyFz
z(qRG|xs$}KP&+-79^>qIc4Lsq#4%B&<~S8K*!e>8b^dERWkmape=CpBnm|7Iy#i>|
zV6pa{Xqj7HOUQxMT5^27hf?#=`e0?zyfZP8q{!&QCA)Z3ug#I_srajI`SHzoi#?_*
zk;q^TkHGG=Fg!t5Y>B2I4xat6`FLB)h2<55m<UkDxri+-1$W%}yB8PBlWJ^QO-^w*
zCK`RXep%wdOJg^O+2>VPZrlnP4boqILEp$<;Q0a0^_c3Ha!AcK+j9NuskhF-B{p9I
z6?)bq72Roh@SAb3j^uK6)=3vk)@*)9IA(1Bq`SK7BYXQ4Y;pdn(%$O~8#z{m{yI_8
z-Wyyzx!bWm%R(Cj@MLG2`im3Sc*OTy=f^LUR8#BgbMp4Ew9`s-gtl+iH^%HCG@GGi
zJlGs&)(ZDsIVmLSh=4aNtNF400zxFj$~@xeS};gZUuy<vX>19%^GtoSkVm<b+S}{z
z57E<RxNe<)Ov+kr4SV3lru2b@HhZJh@QJ#0tH;pTSYJbLqQq9-t&NnX?@eRoonJnQ
zT+NPAC_l6KRsx995wdV;=rN(j&mNP@n7JZn4@pP~&uC+jgIFKCX)nF(Q3)EM0q{=)
zCt%s5i&37k!drypgfOBbhw<}Cl%e^(SmUdT)u?;QKMvpy=1}!p;#^Zr0KA%ncAz6!
z^S5!|i33iOE73&YNU{*q)-pG8d)&n4fhmPW|5F$Zr@KDY{y^{erb8rrKOwD#XOlAo
z1FrKn=fyomD4f<Ro>`%O=YJ4XsDulDY8dmQ9CN>+FBr=L?+|ow#Lb7?2b(b(C)J=<
zeCzBhN)-sc{X+7gkDWU?Dx<FWu<fh{HC<O6-P~y={?^M0T2RJk(Y}<20GF;fUEk8s
zGH-YaV$~;a2eEX$ZQxIP{;JRUtGbG33eUcBP*r^P7S>E-=Lso0(rPEo>Oq&OYLgjC
zh(ro;Q4I^ZUb_}48dIG9`1rQ)I0UW^{zJio3*j-^Am3zS%_q(=1`^DHCP$Sli6Z*<
z-tn*1ddLn?aDsOaL%i-)o|OZ!e<$yDot2I|3IXEI%GMEdD(!`2Y9d!9N9gch;}PJ(
z{5G%GaZ4Fk;}hz~^=V)Z7*3MpHYfO6m$QnmOO%|LHXR`HPc!PSLUm7Srhh^A>;l)W
znJ83lJ)NbuG+YiP|JPk<uSCfikwJ7Pyu?>O`6RHnS?A$S-s3vIfQ=BDVjX9)a~hDo
zyMoFPPwlAq`Q4Plt^5{SWJH%G$p2$x^GDQMzYv18|3PLSXoYHoZTPxtfk{D-^b`J)
zdBSoUv)(1&!)@TX^+UsV2KYtA1AAuq$srfhbvmj^+sHIJX_s*TkBH%kJ6qm(-Qw6j
z;6XOYfPbB<dK&ppU>O(K4p_-M?AP=Or!5lgQBV>3;v|Y0dHn8|#onkDykBfCFE4gX
zWEBjVRWe$@Xr5KnrTk#$th~H4RX&Loc8aTzB&k=lZ18CLoy{?A_4_Zuj@O9YxU#_P
zIVP8ciX$59KrF0V#ULhb%XPK>O$6|`l;0AN30$M`Ntpz#)uZPNl7mibX1%)x2hTZ@
z>?T{uZmG~b)f8aeY%K=^NQj+^WfZI+jsgS2w7mZSY3fwLSePUo%a$S>d|~1%G!{H2
zH4Z#3d^y3Tqx<VXhh%`!iFgkd8Z&VczP%nrfs11HCW?sa6g(WqMoX<|T#TRowuuQ5
z&!%>V?#hxGv~vC77#mI?ZpI4LehGG9)wX>8*Lhlv_}18j2=0?G(w7_Y;f;b>1t(m@
zWH>*}Mh5YBJp4$3OnIH?z~HGgtOPhmQ+`M$o|Ojn@i_x*)lG-L+N(b6Q%|!$(Q=s~
zqFo@~eAJ*(T?pjf_v9rd%SfS%Sk(-hfuJuhJS3E8I+EY;2N4XL+O*O(<T!fY23NSS
zrV$M)X5j`~wx84Wc|=h}ki&?R8+p>I>eu3>*d6_-i{Aj(JZs_FZAliCEEVo#+@N9A
z$PzPQ|1BbjvpTh<6?L=1yS{RTosUk|X=NDJ(%W5%s(EzR&gg!Ln6<LOGs$stsgz6W
zdNBU3?Gw^M@x>X`m3iwzrKWF`#MXNgQ@xv}wKfzM)ub8haLRMf@%+!Hf8&2*?e87i
zjr};ixi@$dumO`MK>uo^Jhei5g%bv0YYnxVzn%>j%;SsH`$X5dE6Qj2+*ZZYt#9si
zxqV>MOYX??qpZu1+C*Nuy@+3QpJ{MA(CTp`ypYk8AK8M%@y5S>w}(_@)0kx3pVs>D
z_s3-SBf#s}$!K*-MHtS7Qy5Cb;{C%pSu~_*ycmvRKhO)=$k$U~B$*3#iuWJ7Ex56F
z?P>Jz`C8GqvXwygja6owf{LHgbT*pb50V#D<KVq-E{A-1x^`3rZCRmJjb-fjN~SeI
z%MRrokY|a<`E?w7PnqBvv+$U0+(k!v;>m%fws#8;pfCwW?B4-U0o=>>bQMZiH=-EN
zuy#VEX>fqW3`=SMBS-f_KsZ>*JQ^vbe(S-C#fP5i4&xkw%D{#SCFoG$on?;6Ti?E}
z23#<=VuGZw{3WjLPY}{1OiX17iqGp4`r8`___A=b^t<q?TdqrU`b?*yZt&@xSwBjk
z@{FW2|BYO8WPtb(&llJjRzWR8_Lh$z_uA9OFD#rQes7PL6Wb_I;Ar50d<#Xh-!Z8m
z<lwodgz09jB3H(+1Kr7c)&om=>H8}In8bVglAB1ZkHNwZY5KO+ycRM~KN3ECZtVCG
zS~}Up;dC`Q=|6zwYw6p`%?$|w9-9KqNDy4si#A*o9js|zU6K*tH5J5`TO2JWG9vZ9
z-~8wv>;3mWo+WbA1X62m-t*d5SY@{9t|@^o5{LYf!kSjnO2H|u$QJ`}DP5S8U_<4D
zRYR@}PF0x?w*Ypxpzy~+3gpE!qda8I0HchhnOGB}9HrbOyC|KJMT^wi9KS*e?@&IA
zDQi0|(`He7Ea#~3FgcHU70H(?2sqTc&64K?HxuFqBHv3;@aAru^%VEml7-~PLJUUA
zXzApLiaCu+1fjS`;d*jh0rT`_?z7YWSIL1lOqCSGXLW%=4h@qzIpVeR1tXe4r`LWy
zzx$O~RY(Q?0aaQ7{w*0qFg1a*BX7Dh!uVG#Vbs#8l|GrhvRWQ;p~tL3Y$mF!AD^|Z
zm$NfcopU=ri|M<VIt#NEK3lOe-=Ut*X_fj79cMzeYyQGp*{^y1IGmJoA~v()ng<=~
zS(Pou3dqdmz7{T%>oFNG*f0mZ@jA?pg{uGpS}>fy`|KH6#$-&4RF?;I+JO{xq^0ur
z@m|Npq`D54p5n$z7btQTt|l1ZpZ(te`QX4~%L3zAW9ww-PmJCD%z4KPVmT*E)%ObR
zN-VDni|kCYnvCQkR>7(Ji(O%lD2KmX@ma&dzKCiwYP9`G#ZyZoV)0e*4#8YGkzHaE
zSJL`RC-ksi488fnaDsd+`}a>WRB=bV`h3?RuKf+i`dTH&j0L$Nc;T?pMU$B9`9pG6
zf+E_%juY0(h0%FIg1F?KKV7i|9Fb!&$&V}OzW#~JMMz<Z<ST&6_12mj<XTAi7_K=W
zqfVlvBZW`cRP94rjB^jCacU4@6OV@fCjf^97jOOlrJArRlk4B|^)q>s|8cR1p<Tn>
z688Kg5BDu2F$)g0?>*%qm_{W<WU)SIm<lEgrd1J+v!X8XQ9$b|y@xbS0CiT`WoKxb
zbumJ1ZxDf#jw|mBAK3x4t)#hNRJGrtHqgw}uV2=$F_~@fx8LchbkYDRF>;;S+<kab
zDUiNv0k5^mfw}M&Wqu&*Y8%x$IND_5(tFLK0#c~h$hzjt_0iCCW5zh#K4r~2NpQiq
z|23mu2^kkhHIIx+oP9}&$Ewp2P56JM4GBg!hvj_LRt~P*6}697<vJF@$qN6rMhdTW
ziC9}}i;b`^;xB`nKKK{EO<ZK+D*u>p>_a{N=FCV37j`kipl9M08%Oa+tt^OWn<yQt
zu0(`<Fpgw94h?^7`rNF%x%Hur-qKNw(hNFG;u8|TdTHB3dq~n0?vb4`|5GrRF+TW~
zQP^}%|GMX6i2s5p9sYApvTF-0Ido=R^>OPzHTZ#bqv}4Ysif_9!#Kqzg`5!4UIaa_
z{M9g1W=qySDm(x#Q5ZfcR8u}Fq%e2s7J50wW)?d}1aKz{^$U|GIJwCJa7wEPI+(+~
zDYFDNz;cWQXMzg_XM=^Nu(y&W@6Rm=0s_w@Uz>2j=#A>-adiduOaB@qM!=B>`JIcY
zAVgpUg&YtRTK+TS!Ff6LYN}>V_P@z2<WzFm0#fQJE{ga`<Mcv^o;E-j%NSH>8nUN;
zTN{W}IxW0aco?frjitJ+I*mbZSu9CPlYTr<XA~Fv-JQ+*h;`@rK+3D@+`F?<0wC3s
z9Tinkg$6cZwdHDf>4`$WX2!7Ir`D?f06R)I8Mpd76lHXD4N>64`?%1&^F7NAq#kw{
zb{yj;0x02?mRi&mL?$69APY?X2B{M4$|n@K+=rhwg_Bj@Gxk(Aas3A{a1kQb(Doa+
zi1_xMlpjV(sy30_BWX(5gs<;6p5>@E&(=H8JA|*U?rR)a(@VEwmhOfnK>A-k_E`Gy
zWjc*uY)>k;Kr9=f-w$TIy6RKum&0;QQ76J&>dK_jrBkM!rBuwD2%?0Jt}g@7zA}Oh
z7RQ1VxKEoON}O3u@EzuDOw`FGF)XC28TxRnl#Xb)|BmlZ$+G(`@DQ@K`TTFt9tK~M
z5;A$pe*X&b^mQJEvzl((V$TfssDWke+tHeWD#FA4MzYXR36ZFjSFb>2%o6WKd?E0+
za4EgpncLce)PC;vmE^ul9$eZ2G?M(sxnM_7g+6E_Gr^S9^-RwBz8Ia{3zo{gFY)G1
z#&p9G8I=^@y}BYPYg)J;ob-DL-XFTzs>m!6jnCvAqi}4R3dpgqD=HQa+i(?)61EZ3
zGpOqZXc-0$p&-a+j~(9kj;QOZPZ{m;`%lOrR+uP_CSTQb68u~;zCsG6xKR?S#}}Bb
zqrBWLVsF+mWJ9||%x%*c6HYaOqGV$-wgKWFJ*)NQi}7Ox0uWpi*YKV2$*PwP$jqlU
zYmcPA0bNw2Yy;V9W*++hvF`-i(4W8F5x3u)F#(nX6spC+H1Vmw?z+_(pq|>iVbCv0
z)N}#$n@$GEPr0SucIi>}FPRX#ZwL2y^~=9!vv5aqz7MT+qyyT)!kWdq6#b<~*}|5m
zpDbSoD4^sGNhXlsGdc@}=i;khSgu4tGoFX=napJ+e?K?{Y)HJjl?3s>=kZS^3fa_x
zoY1@<KIh@Wug9L9ZbZq;LUTYXGuGs!q)Ra5`bj|-sCV$J_S4dbXM->Ii6Ei}6ygaH
z&)o;d9b6W=IbuRDH<DctIuYscyOpZ#Tf$u@TcDkSGCdvj6^MTRw^v30+4VdoPDSUG
z=v}2h!n%AcJ$!{6KTwbb4pUM$KB8<50Nl%SNh(vw+vG@<*`*O6SM=X3BUOrg7fFnf
zZl;|Hj$fapn_r3j52~=@1aY1HpCO`F>2`jVPRxDm6L9Cf?`Eh|*PdGyR5~WzvJ1y7
z{7#k(GT$|MK$}ebW`%UI1`l|j%&}mZ_~~y&f6`e~XVNmecry;ujT0Xt7P1Jxr6jt)
zjogoU-B=g_-<~l@9z0tX>P;iB!?JzgNEIp3Xnv*aigS9ssPm4Q<|oEd%Gp>&WViBP
zv%?`Oq!b}{d;}xufBjvXgmSUxaL3eyd<QHUOxjfL{^omEZ6R$Qp7UqC?7PMcyWeK@
z!5*5*xUi3*D}8^*ePFv`tR8ChKQ6ubXVQM|nBTd;3)_4hgU!@z1qoBc;9Q|M6$KIL
z^9;<-ruiD*G$?y5UDR5bPP3bKzMBi|a-c!Sp4Kw_vusBmS%d8#CYqEi>79S?KBD75
zdMMr+8`BRI^>$`NE$v|bLPhnm-gT^yV9k)f`834zHq#PZmOI9QhXH<ouNN-Sr<Jtm
z7d%5ew9Ukv9pf8AE&&GmXkJ<f!Es5fSa}n4R`>94Gkpj~5X+IUnis^;qTKzSH-8>E
zJBSYG*|AGDp%XUfQ+5$3AftT-!DFz1G03Q@)h(et*NpmVt1q7<TGr`sO+_MaeWk2j
zIxQ6zrKTpPqdBHBgUn778+JwR+cF<K;C>fa4Fz7WO8s0;S!qfR>y^f)pfY$M?EMmd
z^lDq4^A4MIMqAoHX%!S94la^>_SUIm@>F^}T(?Yam8`rn25foO;=Eqoj3??5@R;UO
z1KMfF?j*b3v5_W(hIqd2lkk4cAn#>+23mEM>gM}qoIUTx?J$uqx##$S+=1v^(}s1Q
zn}*L#D>}hD)}^>I@bmXTLB<mO<N%fG@^6f~Do_KH!qvLOhe=kI%(_cg&unxYA)^x7
zUIOs9erv~-Y1+|{uA6S~EHyRmU7(ss+Vdyi%<2U`eED7bI#HJX`@k&3@T%rlw$A&A
zy^*-qpm*FN(FJCD`g{qK^)&UL8sCO}Kc=&rLu}tNWooO5X655A7%M|aQYr|P^-C?{
z{~2&+)A#NQe>K&KFg0<U&igpvD>I2W`NL65xmL&6P65^Qh1@jOaUiReU*+;2PQnwN
z)4Yka(R^{Y<h7SX+j+8tDWrbISCPu5{1r$=G-9T&(IjSAU8UQjF1{%p=XEtY%fFf>
zH0<aKB@&}gs_Gc{NNXikF7d$SRM;O6@~-3rZ&^QSZ-22viO7&KDTjBzM%N4M>L*(w
z4w-Z`vji%2di|vRJVSN4+f@#21S@J|byulznSDCRSMQto+k08ZZV6F<RG?am2{GZ@
z<nkoxL%`!oJ;KiEj!`RpeBXUynLD38i{R%_Hb6p>vl^REI&1|Vl6|6$T{F7gNiuNK
za^~lVuw>V=CRh#Y_wvbxxcY|d%c#RCfZRM-jOnzCLw`L<N}AmP?MiUfW2>?ro@8xv
zAoDO`M`uFhuqnK&o{7G3;mWycRV4p&dT#gq8g>Wn&%&x>GUuO!NIyfbc%$gfwQZ01
zXpYu#@#&Blume?*$vJrE{(k^7tC(6v=R8Ii-jC7xg$v6CRC`OvPs1$!Ok7LVDa#)d
z*spCbt>BRr8fnAuG3Z;>Yz)!H#YKo7`vK1cvUr(WhF~{M`yOQ2`wj>@NoT$kG=cdS
zz16CP64dF9H&~8hyX~3+Q+d|Iuow-JKq4y6P44yL-M-i)?{t#c`8-?fgoWcW(~?N>
z!OkRxzC|qgk)RJtjp)<weO1bSz~62hmu$oH84x@yW3eMmli%&N9>ET$!P%kwV*u!a
zP{a*?WC=n@b<sAblzT8km%A*A7ABFQ+tGBBav&dxhcWIqW;@p9F`_Jv?#?6)DM@zr
z+4y-77eD)9TJ$sjYC;|7T8`=qh;BA{ZiRfgBdBDJ@HB+cF6@yQWaVV7%%M}ez9rR$
zm&+~8zot`Z^UDXk&3}M<xOYqB3mM}3pO^0a_Vq~r<0a^^+QO!=l9=G3R#^qVaT4SR
z9QBBQ73%9pLg+UV@y8lYztf(VY{E3#qcx3t>~K>xc`?wP=g(W|D-{&v#tC~|SCJ{t
z8Er)9d^|qT&@IIA0dUX(7(Fg81jKoZW$h9t^m?&{0;(4RRLg`}Twa4~&|qL)D?aL8
zHFfOb=|)1@425cWdfs{rXa_Nn62*fANaeW(oE36O>O``sK>tpVLu2~^f&T&S$o!uR
z&gAcLMC^4_aoR7ptAum@^)%P3|L+n}1S(eo*vC~*`9>e@TSJC+Ms*+47rt6UOkH`m
zS?*KVxgzw-JmdQEtAra&Boh~)Oyd}_mqEj`Jcy=~#E4-VAl%6sTz<cOF~S8ao5){o
zGXog|fhy;$2Tij0l&M&sEeT<jz$CT;+2aB%E0$Vqxn4Ck>!J8`NL+|y8`e>zHH$k#
z_;!ynTvMhLsp(Pn;Z_n8Q~%^wAhFdm?Z8@s%z0j>@wXtnvf@dWl(Isf;tE@8lHg32
z8x&e$aQ_Lf&OD%&SQBK9-1{yAIW5J%DV;nG&9x08*QYv?dX`&DWB$Yino27=-KD0s
z5XRq90V6H7PCx7cB2QnC&0pBjZn7)~%a+nBPg*vn4xFy0=s7J(&408JK+vgy0bI?5
z`SOpiBKcE?3)}WZ?>IEJPBw8b)+;3~^;2m$zft_tjO1`tjJ=Ut{3}-N;Lt|KEe82J
zlRq0vo8!sHS(H|(aPZtD=Csp)hOZf%-nC`HZLBR2&AI!w=`E3(*IvgG43Wc#=N$3J
z`#403?5Pf;H&}}Hm?qHA`?%lfyN$B7q;W<k2nz<mrY5>%&xap+iG<>l68+cQs<K%i
z?3>Z^xt^GCq@3OufU^y=R$J~hsY;U!U`mI7=;91y=5Zs<=Z3GFtX;z_+rm6_9qvXN
zd<nK=X$<x_<Jgdio{{?ib%T&RNKdeKgRGtgIFZXNp4YmWP2b-P)TKy!YC7>1{9E%o
zk*m{THVDP#C`ikPB4dYP>JDt_KYxPIiN+2|xnD4DEVFFh#=7KDDlhtQIZYJ{{H;*C
zDDM|pDKl#L`Yv{%a3SGMuJVq@mSoYrs?FaYRu<1j#{oc>7J^3jBl4k#Fv|>$v`mT}
zqkQ#uScf`Xd7oR>c+hVLy?i}qQ2CvkW(zZy`$dX*ZXs2l-FKdUbm4pU;&|5l`b!dQ
z@Yr1%HCIkPIHeOBL7FE=pJeduSfN)oBrfXlmnLg8>!rn)re_6?O30pjcikECPRpaV
ztS;y@7VxF^(|o{ahn4*IP?O_@sR;@brr~=F{{iZ(%%+n74B^%3_GkxsWIZzB<5;Af
zA?;_OPtxi)&1F6wu0Vh_J#8z0IJ+E-`<^~GPfF~L_Iv1rc$3pCh@!m*^YOWaP@J(e
zu}f^3n|+kwl-~tknug6Hlb=jTfS3(q{bA`@@-3OazYFoWArBAOg5Nc><3Dhpdj$7Z
zbtJ)S_g!3%O-7`MJTqB@?I-AR!6S&g!e{*rr0YiU7>xipK6z+VC&U@tt-pb8X-WMJ
zFJ3>bbP+{0PY^g3Zsg+M<lB>3ou%f!`O~L7_5Ee>;aaNHwv3T8WJUnx8-kU^I^?bW
zsTqD`2R0ui9h8czHrpDVlGqQHD=NDyb}w1w3&sX)E;knbM`>yaF`z%`y3a`GVCuy}
zeV?g#rdmSPsFQeqH*Frimyl|*W4tToCRZBeBs~pw%I1={szmZ3*8Wty`oPbsyE$==
zhS*>;l?qk&bsMS<HY)on$6;RrIKLUS#aK^S%IAFCQ>pqO@|`7_vz;uk=KPlaxMMaZ
zQnn;5dc4`J!}MDl$EC#+5vKw>KuLXJ9@i~XsxQH?i4fHjIE>4~7_^e~HH{?dO!jk=
z3w5w8^`$vW_KqRs$PJ!MO)3da`g&|gxfu4IU>AFBPIm^ga!Jbi!&L11Qv09@svpDW
z)#SyPaNbKW>)|xL$PXttzwPb*=o&hiqx^SlU`<6EpzZfbR&#h~*JCvM4V>d@X;i$+
zwEwQ{ixLQO8P2W(A6}c;(XW@~QEPu9lNY|tuU=)#=(8}OIN3t)9moagcbdyRoyyi@
z|1QvIaG5TV4-LDF<sS~~I>%I&*!&9N)m~=iLo^w`)meQ=(z9pFW_Vr~$~#6oZb2{!
z*L*44`Mq-A74eJRNdbV*n7Nee)Titt$)gIuT?CGut@xbPjIyn6zxHplXha!ty{y0H
zJ@fo2t&}~ca*2GdC7#j9a+my!$@%Yf=G^?8y6SZP%OI6S@v{s;uBI7Zk%i|fBh;?u
zbQ%Yizq35=c118n?1s?G_r`!~bON1kUwi5$kFu1BPh1P*Bo%rOES<$DERgyv>-0O%
z_(BZ@N5>%Ja?`y@;xI%w)FC20G9+yW-+3p3KHN`)-<(S)SmCNdkmoL1mT7=;PzAIp
zTk!a^u8X;8QD;)0>~zoGL_j|)562mypCgLJ=@<d(2e7hk^6lt^hhPatJIN#ff8MN=
z9@Z;&638*F>U-I2iWuFg^U@wuIuq}K^cXr8)w~;jlEpAF{=b=<c}WfbqrjVoiK!i0
zI1u5$N%H^KK}U2#Dt=E!5aJxDoGa|J9?r0=p)xYRH5Q);<dq@ayoXiX+XWI_DPP^1
zf!-Un6K8EWnoei?N)`4#Vtq13S~D+?+s;GXOTj25?0YmGxu81hy4)rTACYRHr$)g{
zAG~gNg7%<&8_-@qs=l{RHHJ=`$BX}dA?2sPQNb_qosV2$RCB#`ZZS1v$KaP!H|4}P
z`kCL#>r*0!WtW4lECZ76s42?gA!Q^Y^qGA+C#{Hq!WYiJR^!%Po_{y!^%3DW&70D}
zuyw7FMU5Vn#8C1gQo~Q)ARv4^&G?;j!W*u*46MtTzX`SSd4<H-Hwp#bZdI+A`2hvY
z026ccjwNzHpzBU+G{KJB^=W(qF;_4#iv!trF2oD+X!Yw8;SPtq?4!blW-ZTR!aW<)
z^eoz=H+P=>#+l6JLiZ_J7FUyH{a{Bb=yz{cU-dljg$&AlL_2cI8>!w%9ryG2KoQN;
zo|l|Ah4mWZ!xx%`Kw?+taznX%>aCLekpxN~Qyq_qBv>PU&n<?WR!Zc(#jcL0ws*1R
zAP@3b?T-D(^8MEQc=u=#_KtsSi>*`Zjc-yDun4wB7j3n8HtPk8y(qx!yeGEYmNzA%
zjc2v{j8HNq_S`a-oRw*#<IDR@`<l9;_WGqud~$x1>ktPh0}FG@)8&{kdmIy>aCPL&
z?!rei_c`v9gskX7Sk~J;0@3Vy&qZP6n+q|0F!JqO%`Rv6x8^YY-)B1aIh^1@hMLNK
zc+{u0<=ocU$-q3Q`jGOkMT?I`D|MVz92WXKD>z{HpSKHMrFZgxV`^-K`%c5pQbP|N
zUc|1iJ{u>V^-h8m%5Ft90?p$0F4|a!##vTlg~K+B2&T!>B;TFFg_%`ulM$ooG9%4f
zEgr`%D$rQlU%_LdLH+dE%|ZMDOdmUuTZjQKqo&Sav|E`(_;!?g0@V1Z6JkK;4Kv^5
zCT<5ml4gDHDO-w>((vLsIRVhqwxL5j5$Q|o=HC1P#Vb#n^$sp@Rge5UIB(M5{ek`P
z6%^?@?$??<t@s|Wr{{32-2+iLC91`;I1_vth@eh25;`e`43wtfu{bU5N!rn4%v`N`
z*xB&Q<hQZA0LAab4`)n|Nl9)KcSc0?>6=4-T&jFk9^Q*BV6pTyFGXc-9A!km>yJm$
zY7SI6vNF6ju?F8@$nMwjx(SB`27IkU4`c7`ihR?%n@j?nn0j1@^`m%ECU=PF7G45W
z{4AF;H;b4w7xre-xG;e=y6|`89et~7Lcb_`S^^%~{$x<_;8ew9Hwo<IYVUf7FS>2D
zEIJob>d=(H+cvLj8hR~~m&v@Pdf8g1BC_Ve&j5|vL{|Bvb7ZQX>S<~2K{)hTf%9mc
zARZ>7pQB*jL&=Sz4n|vnZY3&?A<o%7NAz#E@30M|4dw=_>dPc~v|XZexid%93B6U?
z&d!R!)AHy~>4S#_*^pUy?VO1IRn`CF=`G`$eE+cj!GHnMB?zO2G)Q+V-JK#bx<{uH
z3JPO15_6z*cY^{_qlUCJjt~%$ZomKi?$`gmpYF+aJ=k@g=jS|*_xm<BI(mg7?8t13
zX$x*nT(}}ia8`UU#d7hp<#TIWmjCF3kScB0=DP-A`G~1StFhLGFe2?AF~f9dUx&8L
zO2X7|6uFnKFT2|KH&Pk=4za?~fYq+=u*DzE9r1_b&iKl>k&y52QL|K~BV!}|O|;Tv
zlT8D(EtnGYw^C$3U^#=nSFk7!^*O6|%56r0v@9^jDwu7uRN6SLD-?1)7gnZSZ+2G7
z*?fnaZhk^?qGXJ%PpJYBVf2xJ(aI<}Qby_{-8cMY2c}jM7G4%lPufh)FG@N)jE8F^
zwL0Kw2U-vE;&XR29=ARI#3Ku?Xe}Hnk9ohW>s_8Krz|vig&rb*F7oVFSm>|OX^IXJ
zB7P->BLw<qV+Oa{pVZrb0R6tQ?|RKYICEGBo&8wiyNZkFy3>8rv%NanqG>q!5Ae~`
z?sa(vnlXcsIeZ#(+W(XLdiYay4FmJYpMpbz>##rWN9C=wn(5~ySw3QBt~K`El;qXP
zJ|b6Gu)cn1wYL)$_1C4QK;z)ZK7V4+eDXP-MA)AliZ%$ab^n8jkgvxCKH2QeyPzhh
z_hl!X^7P0|;uOXO!hnv8#uXBSPxWEIu#Mfd@^PZOz?z7=Vm&BOGNI!=bGu}<HCb!Y
zTX2A0CLW^4{TM+gWslQJN~%doAQKo_vlf=IV*pp#T6vwx4fSBD-;pI~**#;<Gzb*s
z$2&xXBm8Lb$PR_ynno~SQ#{h&0HbA&ka1etBUoh6p23iqYTrTP)8yf6BcKLI`TiB}
za;z#a<>?^r#(w}*R0Smf3b>uZr|4!CUnrZ-C|Bg$jaz_U9%;`-1no-TE#C>U9h<IP
z;KEL?lsDYf*&ZlwxpeH|j_CjIGTuYN0*U`sN^Ul(?XsAg_~6Lo*&Bl`glKPxO8>ku
zyvc}@y51(9?=5$6FkFM;8-j>mL(SXK++KX7f;)-7%TfV8L;Zk`@=+G1tc9~)ynT5D
z>=6c0b~6EuB_=~&O1wez@G{|#bdeAPFbe0TOlHds#3JMdsr7GTSaucpmAR6F?Z`5w
zQ|Y;1HY%r5FBNuRa^V4OCsiTT;52WrZ23+y%CFZMc5Rl4cv+bGLH>&CuZL_kCOaWa
z;bwj|yCZE#^vJwKg^s-EKfp)@{}6PETIBJhVUJz&`yw*D5vAsuwh0T90C<2UhjDY;
zYaRRnAqoSru(Qe#hV>3-^svs1V?eY9Y`V&hkhxKeTtuw20gw9I4Q>SX?s!1y`QJVn
z-h}Ig&svqo@L0M)rL6v|L$g%~H}Od(OZe7*fMf~oAQYfIIZ~3odC@7Am2x)D;^=U&
zdx%>$rIICxe&WjDoc3EiU+ms0(~#r)l-I_#H9?XSoz2I(tmAKKKABE%6UVQXv^tu9
zrL?IDSDIqFaoWPh^8MTwTLyCf#sW_DK4t{_7oI~D-N`>l+#Bd7QF3ZrZ*ti3)P1V>
z!`apzH|7Mm-w5C7NDCLLi@aJ6^gdB;b9haf)#7xj)6(x8b*$4bc}{$mWR)mktjhsR
z#j7<?ls4#@<J4}o?L8XHh)JvoskYI09_Jf*!E|FOU9nH&K|nxO*+Xd4p4(N!6YsT}
zKDTCp-jW91dFF-**{G>5k(AH((i0X4txL)+s)4v9ZGyRyaB=b(Vm%mUy6jd$<<J~0
zF&$%7&L;BP{S>chlO%Sn6M^jsPWYm7frC9H=&Dx<Z$__Jh9QHPFp@}Aky-{CqUc7^
zn})=mOh`6T`oj+N3D~+8Nn;TLL)uBR84A>PBMy`{zq{ROGT-;^dm<J|E^9uYaU`<1
z-W?lI9_ggv7w@L2B*2E4|I%9mC@91IAh)xaCS@lN*DTIf;=a#6c@7UW$hnMlC_)^f
zJY3lE(yqS4QqON@Vl&_r9u~w(zwRmq-a-JRveEBsM;1xR`C2k5bG53d4LP^S9B$3y
z^TQEDnk~W(4S7>y=X4L;8C^Z0i{@SLwHYBLUW@cnum-@E!?7+>Fd+8(7=Q{ndr&4P
za!U7B@!0n8oeO0fE-bUw>U+qbt0Au;l|aB|!;)jQ^=N65p5Sh+dA-G2LyY4^DgR`h
zTkDiV5YK$a4*WvGe#57<iRPsVJsMl$F)U@S%Lzy1)CxVVPC|6lHW?=V+~9rBghaIO
znR0wsaw~#|!Rb)5>!OYhjAX1h@!j8vyL5rc5aEE6yzlMbOHaK&5gN>HA+jD(8hbzE
zA)^l4vhe;xI0I#z@KG&o*39SvS3NW``7ka5Qq^+SI3N1o-7~IsdpW4~E#1(=QI1#G
z85b&@rPTW;sXkjFkFYukKo_@kyu|+layy(aZ0|4`UeC~Ghoq_O0%G)>Ob-fd3`KLc
zP2rb?>JTbz$el+t{Bztw9(*ukp+;{cG4yU<Y$J%SxB9pd)l(t%<B#IL|Hj3gdsjn2
zcFwy?l)v_oaT^zE)dPxQ+)7MTQM(N;CNRcuj%E5#mgy`dZaTpkFzq18_>u(v7DvAA
zWMVAA*&qW`8Km%6v1@~526q}kaict+W7MG50s%5rU;YpTOw^7Myu4frg1_KwhT`ff
z_v8U>(uP5NX}v2EKig`38N4NHf>|2SHy71FZ+4kM2?Ev5+45fQD1D+e)mgL3itV@T
z@!<Vhj&zo~ZOf(>aYUS?3i9T!=QF4qMvqjFnBxP+!h*5HvGw?_&@4s`iI-AB1|%<b
zNu?(LASxhtyk`?`_Y*{YILa!Thv_wr>8%Q8JSEaJU5gj5AykX*ep2eeXYH&_BTaa5
zb5;Qk={GktMtHIr%={7ZbxPM(GR16KXL9FzhY(_$$AhCh4R$ZH8wCX)P!GwQjE}*{
zk{(n<1|U8+HAl!-xtB;&o@A{2EXav>`@Z&+>#Mt?<yxHw;Y3k>!0Fk~;xFSD{=`hW
z)G=}A)%P^a<rb>`xa6!yiU_TSZJp5D`KTs?xi{~9B4f~diB084=@VZjU-@)Y%7uPp
z=Y(EQb;TGg8a{3~J<Tf;+iZe6wmy+&q|98oacRiWdUfINY1L>g0pu5bcJLMizUQ|M
zW%f}$nvuBPbm$nlD1$Ma)qSBLIeebgO5nh9abSnY%t>`UsqJ6MpxH`%Pfi0>I0uXF
z>9L<s8i=Qvq=vAm_Vt$5WAyxGFN%$s@w&h_E*XXBva}OKz@GN^7&HOJS|(t8YYVEt
zimNUu-+Meo_bS|kltFpsA}BqSys(hC-a&wP8xIOs)<|1si<x-R22zTRrVtCy7%8M!
z-*lmTUmNvmX#M7qvG(7le;N@8<!$tTfd9X*kw~SNA!YD=I_p`%%Mh+u143%O7%oy~
zP>nnWz64NRBqw<D#Zi?sE*?5x(&0|Ujxmuf)s}m;mx!e7GBJcPGmha?`0+*mU|QPY
zGF?h%6RqW5{jScHp&@LR#nENT(T?wKiR;R9Br#y=;5bnlKa2DayKIc4gyn;6v1k~|
zgM%{%tRlmDhDUJCa2)#zs-G#fH57JMrZ3_dB(F8BXUg?Ko~2^9L~HbPpx*#*r%IRU
z7s#NcNWgjSFaLx5oSJunvabN=C62YOa>>7lM`tdF$-H;8%Ef0}+%ZMMpM1R^*XRBC
z8@X}+8s7r~{p1cnhXhgP$u%c;e6>+AhGPPyek@HWg|4=F{BxxbQjo1!**$zH)%xyr
zS1$7nDW>x(uEa*Ob(GIXc@+o!jZ;oJzgKD8yK#TV3Z!x`l<)E-ahn483i})p%YOSZ
zclUvQ_bbDpL{d=Wzp)lA!|XBcAx3s;`0a^D(-XL)+xp={F}3Q@UB<hryoIx*RVlJH
zJCgC}ETx>%9K>#~z4SEh)J|9uU*xyBnboT%7L3wR?2uGE8t|qvr0*%s^tqd9OT#F<
zw%JqwZ|1ZlkqB?)W)4gB=ZruA|IDXD4ZnS_d;g?v_u0u|ffs3+05Yg}G$mKlx}~|f
zBYodtDy93OLW=LU-8k!G#Lw-+)c__I>F|(&RW+A|?Uu>8UPnc7JN@E(Vfu<8>1VCM
z=@Xp89D3E7u@lzDpTF$L!q)TF-{WG*oIK;fK8)w|aWt7^vVdtdE~6OYli4T_ZapcL
zLH(%!I4X;_-cUtRyOby!HGf!azdTwFei!H{`?LN>td@qqxTQ!bO~@;Ajcv7oNyeQ#
zYOaT{$D<5eeCUe0;zZBkboyRs-mdh=>zW)!1r<cI1YuQ}Q|wDl?%$8rk_JvWz0z4x
ztNg85c-gb5MRD`ZZxjFODV!;owZ@BtA{o%pSfxzt&rk#L2d;{JKaoq3p|{2O@`!V?
zY~74^ofm^bKvT8>n{J!8^;+1afWZKZizb6U6<kZEb)os{WpfJ$;K}T~!o`8dSVNqX
zYhv>mwaKV*y@9<t4WSa!{Jn4Y&`N4K8l#i!`jokdwoAd~GaI)b5oL`CtIsk^G(VB!
zu#jGEe@eJh0Epc&nw#BQwtR#Dcx}2Gf^<FkR74DtodAeX83OZyWh<V+-Zc`hCgK2D
z{D`mfs28N7dSLnU(ky5%!95=UZQ!XPr0y*U0c^k9v(A4Yjf)F|s~6y$ZOH|wZ;3?u
z!cBthy+FFNdEt))0^Nu{PgjG#X0`OSV}P(Ffs)3*+dYN%v+M;&tnRYxO)^Dg`%C3^
z1EaZ&+;x2$N!i2syrzfGe=eq0;=fd>;#`m!bHLutDf}*>O>X;Jlbm0rvj(NyeNLXJ
zQBA{p*MeCaE^&)WU-4HFjB=mkG<dkpS{PK}-LUw9xH1F^Mk~6f_y`M|7>H;922Cm1
zaG}zs@_%eP?U(gWx$n}W{sUz5Yp5#dle|{(qmWym$JGE%oC1!Xe_M$v)9=34!qWvJ
z?yF+6RTajswh$hlxp_c^xZQVG%oNPD0*iblNss`<mBXIpeeWY~RCB^@R>`08{NNlh
z?!KL)r+^ww24C#t`BAd`llV<=<e$rI2?!i6QCnahncR1wyWC4O6xHk~bD(Se1DnpX
zY?bB7*wcAY7dg$ahk&V&1wszy^FlX%7Bjya!LH@4=iZp&C8W*dz1%^)@(~}dktTr7
ztfi9446>!ru_kaCS;pXcs_B|w_u@0f`@I2JZ||_42{gq6;3E64G^0+{-~fr>Q!1hZ
zjFWAAucw_<oZw?p+zbCl2S@_2Bb^?>lSedP&H0P=${d=%+l|EqklD>SI&u91`2gJ+
z6dwtW52NU@nj-dOp~Y+;RPwyRf!pq83S_}X%D4-l(6<y<51}2Vg=6Uj%0r1+oIM2$
zrq?ESw6`)3mCo~Y{p0t-BQGqUa7{alr|P@wCv{m9h~Zxy=$vSV(KUQy=K;wm%qdEt
zf7@$j{j<B=GlWsQU3`$zuxJm6!`L)M)&x2BuXbEWO77yI8O1dC5dmgrIb4nJ|4r=z
z*HT27i)>eHpRK$5mKy2=SEuWGy_yU=NHf_tZka2J%2P3XkvXSJkhiq_kTUK_Gl$;W
z!l^|-6n$BlL75L>ohu1vIy_|#*cT8WH1n;Y7Hk1ZeV-KH)8>2ZmXHdv35<@Jnu2KR
z*wy!KoU>-l+idYbcp!C*wYIth^=HF1K}LK(aH}LAEo)J!J0%E3xj85hvb%>8R~?ca
z<bdzO`u4?f#l~7OlCtBeU~CNs3$$Do+v<jgJOS*s^{@n-4Py;>Sfhh>Yb3BrxtE0m
z3b(*LjTICK{O(92AZ`knXHU%Y>GDto+}3{%8EE5SVV2(gM}$*zx8p=1y8hzx6Dj|c
zGR=n_ty|xr9WW!VisagYw%#vQ!n|BQNiX2fge@cgikj$0_%#fuG9zS`r;`bEVN{;&
zj><tA`hwrfJKn2~92jXw`1xcJiD+mKLRLmkhl+4^&=7oUzXhk=x2%~XoVYyv-K|Ro
z#<xWb*vp!^Se6AZL3-Ptvuo3-du#L5NzAD;=q<`}=e5x=2DG0a8YR8g@9OaRSl$Uv
zup_U379Dh;%S-gkI5lFH2F>$h?j+z0w_&5(I$c;w9Wzz`0LL5h%sj>s;S|eT$%rl3
z5d(p>X&?LS<SAfgK{Xodh7A$<ZR0Tb39o~n^cUV^u57W#gA3UZMtPYPfy|~^?pet$
zH|NI#jnN@2TP}qQcTc&iqAqe?S{WOXQj(__n=VDFbhhGp0*%)i(!|%F`#TQiZ-fh+
zQ#gOnv0hbql4^*2Qa!XwcpDi)^wrPnkNL|^g<%{*_v}LQ2jGh}7krx6;Wpv4mTh?K
zqtYr)0SX)bACU3+FYkAxG3a6Xfk?ICET2jdC7+MtiB#h0f6qFv{@xFkX825gp!ryx
zbn0V{2HX?>>;Z0md~+P?sGBsg=9SUGe;<myv83H(-Yfe1rNNsb<ne&%Gs{Y42;^^_
z?zB_hj9v@ET`#@y8ev-@gr1-w2zxki8+O>OEk41j-b=|$Jry|UH{$2{i<0f?Ww&A3
zz~9D_0c&1Ljf*<ko~g1Khx|j=(T?~1Ikpv`_R6HGY(z$X029Qm;IT)`blAh`;YAz(
z-SzEd5r{vye&Z(1GAOmGeD`*r__E?P)eX+Dv@l(mKLQ9FW}WjK4Z4oKos)0JzU;_(
z6{N;%_x$cEi9_8K73}ucAiyxQ(4WrPgXCSW#56UdkrsW8bJ^-jmTe?>7|7G(tRXGJ
za%wZbaO%Fr!KkR=<`AO9+87~I9FJvQXjcfVnHtr?)6inuJ*kcO7E<8WmS+*kAX`(K
z$||09FF<0CeRc)k<yAtRRc*UIHp2y7CyC_FF`OT8+49Q?Ar0u&7?Hf=M{?M2Z3R@;
z{8dYv^)jorqCkc@B~HS?)8k40-suUkP`6oH&UTw`W&-%Y(6~Nvg2QcVjm2rFs`vQW
z6_*2?+Kfo=*f+&*pI<=zWF@`hXUz)#vt1B>xcO7LxRmf>f_np%pT+Sc!X;Lz&MB(T
zS(99SeMw)8(TqLvA6+HqNjQ|oD1J8r$f*7j*KSxG`k*yS<?xJhYR<HH-!_IXroiUt
z#gXgvoI8bh%oQo><zoM{B*P|)4mgwYM^{W`5eI^pj&=xUBi$-(Q!^4z{3Ci_Q}wyh
z`^^Ut1eP7DTvuoeyU~(LhAcVrw-24wpNa|D|7ac9Czbxn?hMpP9g^7}2&#D&&zs2~
ztqAyuWKv<00hU*<)Jnt?m=kOP`zpRm3maA(nmeWX4Ecd@eX;HSQcc#D$Mki=k)@=R
zO6#NLlH=p|$8o8I9tyDT@!xU?LmR1q<39ja_n5>>8USPbZUyJ3h%!AVk(-65+XI!d
zfZfD+YZ~pyawx?x0%=6V-W^C-?;jDfuvBBUIN>*B{gBOgzLkN|`{ycW?Vn=D#-o-}
zweQOt0SilS2yP~3jofLUf<`xCy>*K3P7H8Z&V{+7t!$Qu`+hKMk-D*hobWj=ZghAC
z{Ab~ZKds`41x$>6!#%3P1g;A#rq7ZsMk!~OqUp$XPm5oi<5(;M6!$PQAdwuk79RG&
z)l5Bzhwj^xPdhQBbOm;|(|?JFd9IBZG|`8~V_ZhOD_Gc`%CNYT&oB8o*AKA%JXXg=
z@R#O6lkihaosQ#U=2nELKEW<i1@Tg@f=jBfA#hI%N{ZZIn=IDSO_gS=sIcHbh!}=9
zmUHT1k$$2obje=~q}gil*LkvU%vNZ^Drn`=2MB*&{Gz3|4i8|cv(uMvM<Nktx9~2!
znJ*sCZyo=HZkafUSS=#iS`TIZ^zbQt^N_QLV^RDy{S}$YfS}3~z#?yNfyYyc;+FS#
zqAOL6$8GaX6uOy4A(S3g)@kn@@z?@s^&Z+Dg`^VMwn)6`OPeLDV7)5c$eYSZFrei6
zt5{jFBBC`Y!rq5@YAL9B^iYAyL-avMF9D^orO@F3B?E43AEq=L2rOEI80Ht+?NmL;
zc`~h4^s+s;V#iR7;pr4SN<eH(Utdn!=RtZA%2Oh7HYgso6gaI9L9+h%Sv`5YFEw3E
z<BAZ~3)`68NauZlWJ#<k#U*u|1=F=T*l&*wVMMuZH~#X5+?pp9M@BEK8<)p0g`a;7
zSN`bizds(dnDI9F;4>74XA<$<0bHtb!LWNsLlKeZQkoLx^$NrDLMQ5mTw|)HyFkxO
zE|T2Yvo+)>?npm`sxzwiy%$Z$bqXLaYBDX0OHr5qdJ0JE1f27j3|@}5%Esn7KnFd3
zZNmnwv(f#3_AIlE#<KsJOTfD~!e0gcVGyu-=9r2vNAV?V`diAAG8R@(3j8m)E|Ndq
zo5K;@=&;^k26+bNYsa1s%69R|mTq8Ko5|G5+IBVB{WMRDSZ<LN&ACiRDP=YQy<3DE
zqjEwC-^D#2<@hW6Fziw^b6bk)U3nkmxTwyDvW9m^j;(H61zgvEoI;E1mo4PK{^gDX
z`u+#F#(6bot=n*yrT<&STO?El@%acSx@Q|}Z*v;j91&sF2MIy8p~Du65i_gHhYdXJ
z6k7OM18&8(wX0~O9Bdu|(-+E<-^Mug9G|zEULXLrEFoCy+aIg;b|)z&T&C4dZ`XHR
zW+#_UF#9BVtR1<LS49@Dn;$Q8ts%OUOHkrnk}-=S2e?(sd(*3$EFKvtJhOgF2y{h0
zs-Z&&J!MVEOBx?S*&%7yVzO(^Bw%k}#w_H4>CkMG?O+e&xW&ArLPnx>F<XcIE|{F-
zgUf>sk+J9~&&gLps}kYQtBKbI8=W@Jduw;xiI+quC#Kt#lNg4cb4~}@b7YW#9MmNs
zX!^f8IIcS85`A9ret6c5hN`E@jMG#1y^!x`6a)XSz8FxM<k`oJs4ByF2Qhn*^_+>w
zAI`w%tLiku);V~IH{!ZV2Kg*d;24~57dJ+CGSkO<AV%hmEw42kZoQhO(J%bzAbUyF
zY4%aQ3EYb>x1fl%JXMgw8;aag^w7Yt&(!)jenqS;X}nM}*H~W9yOif;(4FJJ{psTD
znH>&1YnCt~_lxaz1zrnZ_Kb2`N54uP7kHVbepdR)xxhh(tQ8SZe)0WmLcPegN~<_k
zSi12<`O$29r`5+ry!Oj#_nolEE-XkhPK2%1bn_wplw!MCa=yIwo}JI9>ZLKxR_R7~
z(9e?jPYXfGCRUNTIs*UeKEp!A_SejB{rUvDd~2S6FnQiTDWqv_y!CYZ+f1+sZ+`y=
z0`O_Z^NUQ5w!f3Jc3zJI5+_55R3WdFZ7kXNzU?bLM2+d+I(YwL_9VmIOh6xpfvc9!
zLO*vkb;PPXdhDR3a9*Yy7x+HjVpW!I_V)e2@pERwY+N!ik;~+jkAY0>*TGk`9brH7
z`f0FZcypR+0^gh0AM7o8p`1hkyVK2#8oAgynNOp)<dD%jdDj4N)w7Yl%oEY)&x{-W
zMo54xmnC1{o*n$C<xC3K^8YqnCDmv}dl5cr*`9>50_;fge5JQ{<H~9s$`3m${SV;t
zL^h_)CF9nIBc0O=S1*4m)@=cAZ7qlO)!J*>bDM;t!YwX3%5^K6jlTi2P3^W9JLB@-
zIjP8?!2)i-bsuMI^T4^aAu)%>tqHL0Trwn9W<tMsZTaYj6yEQ(tf{sMqK)ND`0;cG
zt`m>1KgMCfmFl5<?e=wSzO2Xi0<FAOPPtBBh-f<$<4z$XzB-k4p!E3V<=U7y%A0LO
zTBo$reh|<($E<+JYASKFys09J<%B3cue8=`tMEu0C_}S%+zT))K3`uOel)uLv7ztq
zx&CgnFU^l)?KnC3#ymspqZ#Y_U*85%lu&I6u%YhES^IAxDuS`p2U2ncHd&55Fy%6j
zHkL2m)&Ak|pPwy>R45I@N1Dx_2~uFwLk~2wP$JBEjgW76M=P_vyf_{eDW8j>P%ODM
zRk=NpGHGfpr5)l-p)w9>f=`Qo2w_Q!(f`Qs0E$eNmDIqRa<mS|T$$?XD!eR<YB*m;
zHTT9q@-9r<_;a`B--%j3!-qG3Bl6s`pmDq<MuEN6p7&Zb&t7%No)-!W7nRF*n0tTy
zS2>vO?7|+TfHS<=Z*?fJoSj!zhu?L<`gU@qAzjQr0Eah;ag2@tTrFjWrvo9~=cBo&
zliWqtBf4jXi_POcPK-4Q7VSL;%;t_@c06Pe(BU>yHGE0Gaygj3yM_wDX*SipQ481<
z-2xqLZB-0mowLL*hM@&q(@d{L)kuOt^n~-}X|;0@NQ<R35mv{YCEzO~#)CjTqKXbQ
z`V^7hF!-`(JY5frhRD{I3UqKy52huvKFqbl@8D=aP);`<am0ZCMhC>0MRT-kPXc!8
zhS?$mmYNC$=-vgN%gEFO-FDak@A*VjjHu7BdFDnnsMU%^OkK+pyw2l&cd~RzCIT`_
z9cx3M>)(7uG4m<i+A^436*A(0ytLNBkzT9<Ov{P_i&!mpv|^9}1QwFMa=8{i$4(b?
zvx(65GFI*wcSS$kGwwn?R5aYxBXOWYi)q3#NMyWwRBGsF0z0Idz4-;bKM3La*-F2q
zWbm77e1eC-9i}HO+|eyjFAJAdW(H35eiIuby_L@2v-ph>U0l0r0P$X(+|2E%J(cad
zUk>C>a((9A!N?P*!hB<qRlKr?mN?*Se{AP_53>%x&-&Q<6-r<*H1E*Wxc0B5%snTu
z$aVD9h6Pbe^L|5vpa~5y{Jg>zzAqdYB{$2fHUx?JcsCDT&9qob6eRC4teEi7sE~N+
zZ^&f4FPew$^yM*5ltK@G^`H`W|M)U#{8yn<oEfCMZFbtqykpQ!_t6BNNvL!6y|Q-V
zkYySPnkO+W>v!|jS$4W*#<pw)N-N0L8uIp<#m{4Pmd(A*ZDccE&RkJi_fe>0t(GFm
zks+qMdPL$@a+)I~-9T|dY1`Di$vIx{m88qRiP}Rw^?K!-IimbBX5K_6<n7E?qZ9V}
zX!q=4Oh8J2-q)mCwe?G}z@xmD3Tw&j*41TwRj8NO=E)e1+gD>NTgHhj6xtTY$;&%@
z&&ZagtJwAY866EH>m2pWsu>FuC0j~3=I9J!-v}xjYfmQ%-*_bWlb0gmue^C2u?vRr
zycj4%1;mVH*rvj{NeG}|c?&OMqqyOzkQxEl8;H!=k)G3U*gEPgV7+WQUSTT(X&S;B
zP+(XCAn*p=<UPG?Ks3{+^cJPcks)RQYk2G^^(O=yLB&{}wEqC}#W$zxU^l=BPlw{K
zy|i}PWx62dIJ{-n%%V@jIG2h1i?{11Vs;y_3(Y&FKpfWdKfsCj|4CX&|KFt56CDfP
z_KzQf%Wr%3)y-~w^LHvndcg;B(61&4B_-9oK$Eb}q6Ww%bO9pCZuiVQ&*Idmi&aJ9
zDpqJ5;cTL{K|0y$D;8D^Ch4sZ%F&ME7`e8j!}FoH8o*8vG+?Il@?Q;nuO5pH^O>_)
z?X%wcZ6KcK1sR(`sRaM=wGk$qE_X1uR_Q-4|6yD`FUq@AmSL2#x>Pr#F!O-;?0(?<
z>@)Upr+Kza;|2jPlAlwNEw$n&%XDNs5##-6>(n6srQ2)-lw}$(<7Kgl?OWMFi`kmO
zukpGOIpe81`Oghsd|Rv5Dx3HZ5LQq45Vo0tJjO^&vFgJ9{@Ykl{;|VNHO!nakrE!X
z8||DoulUxyh)tY#>;6^No=9B61`L^|=V0+8$)9+i@FBEeAk??dx6J-QF2%)*PT0&^
zS44z+ku^}qZv`PscWZG!Bc+OMucF>6qDKD`eHwy~NBfTKl_&K9{2zVN&!C|1jJ|>~
z9|-Q%19=(ye|SZ%XSwdrvn@T+Rqb;3Q9X#uQwhylS(h&~A(c|C`xGf2agjo}cRA@d
zK@5U0LE`SJqMQE;`aDMLdc|)>s}Yf&&RP~dR|lgC2$Af9FkYjcb~^1+5~c;5j#&uB
zm%SnUyb0rxs7(rIm3RE?KEgta_&Qze5__$Z4!}&;-#ukdRoielp}aCr<0G{?jhmVi
z(qj^Oz=B^KfP+%h=EQpnR0Xk9jqZa!Rf-LLM~dtnOjo-HG}{!6A>~*VVH4hxJ;f8b
zM)5pX;iiu2FUUIo1C$Jfr!pgyF&@7dR2e~6o^t*3{YzUpB&RIU8XK=aOW~~Xsbl`5
z*8T|vB`Obhhulo4yoWU0ZSne8Sd55Vir@6{;;4!x0pDY`cHJ0pHLw#AFBhLJ8p_>&
zl4y==IbdF{50FW%6(625WwvHRe_MFGXDp>l##W<OM2(UyCJd!FHEEOAP#CxP*X4`%
zkZLq(dxByUC!n<XxLN;Rn9gaaH#)R>;>FPEK5T%2gPHSiMA4&q2w`C>v`{MG{5ZG1
z(6aa!iZOfPS;$w%33z4Pbo&Es6mxS2_^D5wcT<+HgiM(oo0#Gc#meH<`0pDxdBiPz
zQ)GZGb3GRo*_~#|23!Fl|I@!8mD&Ze8uE#AUXI}}5+bR0ZNI@3a^DUeX6;EyHQ3tn
z55<^~0r)>8K*>KX0dXXmVb-jAz->{9!|H_54C6~2y7!=<`)^HVXX+QU#qc=j>2u~y
zb+bHm3|C+=C*gZ&v_=o0w{k%0C?}S(M>8OllaT@s(ojiRE)5+HP?=DcU?N_|<^D5<
zXqh{}VFy;U>tB8oac%6<Tdjy<gO8rBMN7NPajGrawUv2{wa+?z*fyOM9W-_&Z0Bk#
zQ4mwT9llO^sgjiXSp^ljE2wlRXrlevkLZ=^zt{Ye?x<kU7YzX$A_fcRNjycZLeiVT
zUv{?Yliz1qEZ8lAS2XyoomPIIP-!cYn`QsTl2U$EtazW!CM-qRsC8Lspp6+jWwTM!
zw#&%go3OSpXNCR;p!9HXw0l;H-F=b&Mcu|~I9&>xi0PTbc6Aw5wSk!EOT0FrTnOSp
z5hnO)o+q~oHe<e6c2ZlGE@=!HHyjSgtpOJqA#fx0PapJC%htIHOl_&7zsF1k0Rlg(
zrlE(YOMeH;7JVY(;X<AB?+Lc<u-p~zv?gx(faOiRu`JXxl6K=3Vzh>VMu}R?O;@x2
zZijr1!vx6rsRuX+Mr;fQRN!Ix5(;n^MliB|tbFMyhEM1v!#IhjRA>g}Lf*{myo5d(
z$qAlxqgn}wjyka1KAd5^b2rum0Z;aHa|E3QA1aE#aA6|)KFp}6r!Nb@a5|c3Gac{d
zRb~Jo+?Z_TBWkgP57vgSr0@L}#N2@?KR7RTzP63g6tUV~8pX<z7`J2%=TOWH2A0MD
z%UntMlQLk6`_lYd@X+tfqXQcw5yZl1g!eb(PP3}LCL@kw_q<V4k&vYi%Br>6_?fn;
zh0CwAeU$`KN8j0n$7l~KyZ%`%JXuT;wu5kJ(3vrQW=c5GrJ&i)5@%)ev1e?ItDz_d
zJYsiV+ow<s^##>}438^F-r!3K1AZ$tcO*a)n)6QPcewc=?2OI|$EItOGpp}o3$i<N
zBeR&*@TMFqim4T+<TdTxcIe^1S}O3NqmfWh;)h$m)TfZ}v)bBq{noVJlMjsh0;&@7
zvJZ2BP!uu|<-8c|`ry6})u2Rtc3}8#(Ox^bsX*t9Q9}2zjMP4CpFj9}wUXEJC(Nxx
zfbh3%*SuuMCx1llc>gWFZIo)8q2B|k&S114{{g<JTeMFFuA~cL8JYGp#eTC?pYF_Y
zKt5rY3L~y^+gTp{5f1bOzach*F16<mA|C9R!5vuNm?r6E=ei7Sf_s?&5f;tmWIC(E
zE#@;|MmUeJO-BW~RiO?jfg?Y-PC{nqrV8&?!vm{r-Iou+syFj#8Ff57t?msB3%N4b
zSpF^cRKpzsrH8A$|1NdDG8nG);&43p!R)Lg!}zIfOgue&*wokjDq2hgDKCfIqjRsr
zH#I?Pd9p*4Ob17aF!neEp)^a(0eS)e`olsC50rRKg%jot+o<{ZgQi?1%76<$R0;_;
z@HOpA5!IRj7@~~7vY<SZ5DLmxUSR9h3!L^>5~CND{6E@Z#-{HbyiNK17cONz`M)WG
zRXzU$wCkyK#t>l7Fj@^2k%0C(k&klEuE$Phrpp$`(&_TqQM^#}lt&EAyYPO#W|Xp(
zk10RQlSBmU5K-PeMVe(d5Ld?lkxsJ=f8R7@eeE{%5XP@~Hsb`>^V1%i$>|Tg`d-}2
zHX!#XX~b*>#Iv(Yw<pxwlnfwXaWeL6@G(laeY>Xe06wh;k%E<mg36B!vqgkr5t{h#
zq4;YO5TFEE{7;G3Ptv815AwLw-LWoq)Kj!3h7Tubpr7{nwdr5YQ9)#mRHzl8<0gKL
z7l(S?vDz$zK?E0)!7q0dpbERCe1~!VMKe7Qft*50&g0H$?-_SK-WLcI^*g<QCC-4P
zpCO`6jhhsb<8-k6ePzGz*S7X%5p&K$^r|m1r6Wnx81Ksf&_sW{T_v}6s>hY!J}nuA
zV`FBwtt1ar0=*B_1Dz;xF>Z}y1Zb_0w6%5fF~tBiHFwjwK+T_C+F$&48He!(ly;B$
z)A@u;uFYbQrz-SI8UY8xI9mq68Aw@YE=h+Yj6K5wI+G>uia5hV2(9M3u~6<Bbj=i}
zPn-8Ln?hC=R9X0=k$7jND+=zk0uJ~TZa|C|l~jp$MoNM2hG%KFmN!*)M%waPhxL!b
zbZZWF2?OiUGl`7nYwNP<`YR^@y2Z3Q`bE#HT)>hQ@Hz9L#*zxhSDh`dnjK-L3<8z~
ztFno=)(u_l#bTU{t*RFlQmJO5yKGs4TE}+-e)17!@Qx3`$~J(iDydaD710^`ks)z5
z*{$>Q+A50_DMR!m$-z4Pn1=X6#T&B`Vx5hG4_`fyuI`vuBK%SS7S`2Db0&j;E3=rl
zbwe1Zk?3>-BEkTY!hI8!Q%x@&j&BZuwZ{&$YyAnIULq5ZYMQUqt2SZX0f=)Ci$_W!
ze4L`1*E%TmkTtS}+?Spt1>1n%6V6v-S`0SGbd3T5mNdH+S_PV_AuaZcvJR+ZBSlM~
z<)7;WdUepz%s#(v1=)hZRzc2APQmft0%KbU@Rv9BT@S@L;&rghd5zoTAo{?nQ)Kn?
z58D4N!Ae;k`@aOdjt=dP0@OV7Q51%NQ>z7OhgkX)dllTt)O0&7*I>$1ar1Gbfnr!8
z>4JC@i_;@V1~Z|{o*w?^Nenv*$dH|;lFn->r<k=EvOF&;O}!bYYg(_7NO&Gca;=!v
zA)LanMoBxJ?xbi)&dC&S$n4GW80$IF1@x3QZQnz23)Q2cOqz>71Z0VDj22qvrZ5Df
z%Y%fT;cXM4D=#0yUx!f1YtkD%E%<n1_*6Y6O``TU35e)p6Od~o%6+r<T4f71DAFdw
zQ)3j<3&Q=J>aH5=?r$_txEyOSFggdKmkVt+L+xow3q6|nAEPmy&FS;zsb|o<Uxy;|
zRp>1X`jvQltK+;M%`&aVeLv#~s-?DWZ>FoB807qMo3vE$m!&5krcUk7m@=VmqZ@&|
z$YG(_$+o6XAqc`qPQ(Q@18S~FolGWuy31Bbz`wS@lkY|f{rn<M^=J^eOsrXx-xT7{
zGzL;bcWPI3zAv@2h^1-r+D)&<MgQ1AGB+rM&?nIS9?|$C20AcaUDc)4qASQQ;H~wQ
zPhgznlcteXSWxzk5}YP<*|?|?`V-zp*P$wQ<*-6InPpX=W~evso;xf%GQmH3xGv$3
z*s0(Gt}9NE4!%yB3aTD%cVdh9qIFr0_{3Sz(}$JlP}^Bzx!5pGa`vYT-^E$To=3zO
ze+<`OepnDLYi0N2b$56{dFi?R^${w*d@xMn3(ostLnF<c0|1rjSb&FxwYXU0PRp=<
z``Q<h+D`~Ra7z%R96@UgW^(@h#VSVeEeh+s2^o?ntuL;GqdcO!lAB`7<_j(s)Op6p
zQJOUj5Avu*$>??gXAs5;3hj-5^jQq`56F784^6@DB!D69vq1rh?QGNbfOLIb!Uk&<
z-*2rR&EW$O!IzG(Jqy$4t=9n$oDoEX3=V-(q%?l==RmMPu!tf1NmNy8+wtS-fX$)|
z@Kudfr0q+N<#>W{xJ6{O`$y7J{{T#l3_CciI_Bp`N$7r5SkXV4d%gskz|Z5t$zeou
z*P0t1nV*tG5AQ0QLaX$AKa6jkRr-gP={<>)-cZN+fOSK2-<+fO?1L&JJL3WsE^3EP
z2P`OQ@pxAep|zYh+gv>^<XIS^=2)kZ?=wzI`+%X)pLOf_$1EsZl-$|<RC5QfD^+~Z
zL%eDLhLM$2f#*0nwR4@G*HFEwxNhImcV<TS?ZRh&0gjM}X25OGOI|KGUgC7pn=x8U
znWTvb3Bi^FEU|@T;|9@8{IT9jm_+GpCRKzI?EZplw?x9v@b%LJJwlA4`1;+yz}yXo
zfHnArABCYzF*I7{qL5%jSx3nj-Md>*Lk2^wYVeiGD!>q-g@jDzJix!7Zv16%(X~wt
z(cv9;nbm?5USQk*Sxf(C+57t9ayn7zA?|HKB02ebcOr%D=zr{<Y$fT5uAy2+R2kj$
z{=74T5hxhUFE8<<6eHWq^J!3`EbEgf<NfBHr#!{>C;oiD#Es-096HK5LhU_2BFsap
zP;{>^pOIujjMzqq!CE=_{heFAT~=bg`9LE5>!gOVF2N+`4@)1#5#$!3q;BN^j>WAM
z8<g$qCx&e)o&obogkvURjjpdiHauxs$#Ky{vWnzl`%+d3U;rcCa?ZPk_nOB+Ka&7^
zuEzXhUmq+!dZGAif4j?1)Yx84&#2t)Y@{Sz%*PQB_}h)i%}xWXJ#u4;+NA%+ayn&3
zGrTV&w3NNWxn>1U#(#XPCV(O`RPo^O`-F5rUX-(P`Vdh*HAp7OybZv)4AbRv29Ud4
zfoByAL1f|EJ)Pz+nXJuR>pbd3cX%N(VBBNT7}bu&Wn52lB{pO-arsAi0tY+Cm*`_x
zZ8y5KXww#PnzSm6q%ZA(FDGSN77f5Jn#?HG?p*%I4BBZ8m`)lSo>y}5InHOCbt`-!
z_1R7Br`L3zLIX|W<#r7UyNMS9JyI7E?@7tGHOJ+V0oqmMqUcvd#Gn=PkvbFOnY4+Q
z-1+|1kM?(DW@@DaO!fT<UO3M{#K%M3<tZbl@z4KMfEyWH0I2BssHEo}3mTeF!G(Xm
zF;!(Nv8oFw6|O}NBUzKqY64g{8#Lz5@MBP6RRgUzCF4)upxJ|WI(zv0nUe&<>_t!6
z2^<?DpM!p!YjH6yb5bb9w=_Ta92n`N-1RuL6us}BWE<+=r$MMIR4yVI<JSvBAk8db
zJ!jXLKQl*criqJAOCoYc@z6Jv*_csvwavL<fcb)9)2QlgGN!(K<z=H8mM$7Sm-B$c
zU-?bqHiYRN1DLYz8t1O*G^FWB(n`A!SqVNHw%IXywFL+p3M=kq@p1HnE!1ccSt1s<
z0?W~gS7*It7dIw=rWfL-ZGFn&J<M*20L3ayb06*utLxpn8^Tn3vST26Wh9<9@AbKB
zHj7(jbYDa9V6^4A+;h3>%``2%cc%6o74;9@zOf0o)JN)n>bajM0m%K)yd2hXUn~xL
zddzn-Elk+&6hi-a+>mf3P39YfO0!3O+WBTdP1Ln>Ph9NRJXGNt+N1k;TnC2}M}xa8
zTyjOc8K$cIX!GKO$DIDPOkPT86nRjK^y9(JA0&0tbX@ne|12_0mkb`#tn)qb6xPnO
z>_^<Owil8J3+G}$b=ZI5rjU1RYh%5@G8+{FR{|Qt8i<zFX-a=if_^|MwZ<IAK$iZ+
z5q0m*+c9ayfa^RvGFC$!fH?=O3nnoi*?>Mo`jpDUQeikHnWJvFzq$yW*qh$1X>su&
z1=s1E>B=}bS#V{5eKfKCR~tvKPU}~{n0)3eO+Ay`Lc|V<Iv*$s%kw&R1@zQ2;zVI+
zqh)n2=ypKb+2^HqTaSY?ve7a}dVMz$rYS0b!|6OjC2Wb+yE5+z)OAgliGH_h2Yo`o
zzd9CHbsw98Gq-jOU9p7WWjJiDYK^A#_m3fEot(QLkQR#`<zKb1*+-~CwC1}S!fxxd
zxVOxi6yocDD=n9{tN;3_JR21$W1I-6UO~x}FK6V<WRdQyB?ay7$2`Xy;eoVx?Uze6
zru?*95G|S%3X*Y#WloZufl_eXgQfof#k>b6C_Y6-h#aI<0rdxTVC2EY<ch^F{;=Je
z`d5^_+}AcVs{!3tNaVgt%VUsLIqiTgak5J1db(WmVrkMqb$C9W_;oHStgIRdZ7VM=
zcBoU-49|KwGRTot5D_^LD~~*{Jc;bi7_{va?JolfhLe^ix+u%`BhCg?pkaPty;V~4
z(IXTqs5!B6m!&x1e4XG+KiV0>9$v=9ep?-8KbFYR*BBd!$)Df9*Q{lYqWDO0J71`U
z;;Dh>wI;a_XgVvpUYJ_6g$~cC=ePHr><vX`Uy$#U^(1$tEOuRg5-{;zq6L1J;R9A9
z%1_1C5YSczXyw>6r{+C+NYPzs!UN~W)C84D^hQ1;G+=s4G1P3WtCHcxL>{Z|6yt>$
zeG><dv#~Hug_k|1B~u(O;g&!@@)ZGYC*Oy7{|ZOWeuHu<(TT|Tgg=V4q~SYRZk0l`
zSGu|Mt@Yx|UrJOHHDrOU8Y$&v6lE_b%pAdFNmQ1=o#E3;EKAyDh5BgOItayEPi;7|
zMg>0yDm*G4I|cSaYHW3TodhO_Hk*vm3=5B6gbt|!%S+!_gz0jOZoV}Z>LFpe+drR9
z{^E#O?NJmE%FU!n_*+TE#1ir=$~{C>QOu(#s_=w(LNmWm>`@N0RBhj|qQIvX|L;!6
zM|R#tt0Z__X@}2IIUQ}x#|w4gxg4LvWHGh!CZEPA5)`0derq$~SN5OZ0R65*?<#e;
z;jRQYe^eU@doXs^Oh<$+RUC(@=r2twiU{Z}d{z^yijkR+j8|DA;=>@}P6ZzB><GY+
z?9B`wMK~~fQmLnN+D}aM#$+QE03yoxY9Ma}P$gjfw=(StQiQF4aZ|b@3sNxBoIu})
zPvM^sfxwM?#om*KU_ZW40@$!B8fWd6#Y*7%#6s-2J~6m@S^09wSpN!#{f8)Gfd3To
z3$7j+TY}#^4GaXHztO2IJED>)$sb9d=T+#fEQ|FNzA)r5crSJ0CsTgT)T-%8)$0OD
zOhOF(p1_HOj)0Ilo8&c!L+X3KA~tELwdLuxg@eP^S#P<|wp%r4QdfX_|Iqe$y#f{A
z2M=Kp4;K^(nU@ng84Q8zGX$i8y8#aA;zyR;sn_-DlXCZbc7i@Dx^zj|{)KEh&g1oR
z&j$ZKEbDPzL%#v|kuZHeG0bM{+yz&xkPEzj8Ag}A9D@v>vR7^qa7B$q%s-z=6V(0#
z`VU}_!gOA+hYCz^<V|orOa4Z{Hks}ozb&&{FRA9Z{eh{^C-Wd)$wN5&k)xn4ueEmH
zZYy6Ehvwp|3sH<s`Si}Vm^k9z{hwpYl=3P|9+8eS4)@YKo8Lc5Av?@+UTMgCO3OI3
zKYsl1T}_|_uBnmsqn<kaXEeugp0x)9K5f_|ecBJAL5?a4mRWY|Lkl3UNNh)K!L1JX
z#lYY7&tk&?IU_zlo`2o6d-L7#9tt_4NjR1GF8Jpk3$0Q~08G${PQ}r&%tw1S?@YVK
zwL>1YMR+0kTDzsCVcPp}Gf^Z~M1~PVrw{IodpEpkETpU9WuqTUWtU4Kn(Z;&+SVNN
z+V5TAjfKL=r$_}ZzCWcEx=u6r^LcL?+IKx!rh!$W74~7};CXR0eutZI%Po^imimD8
z7NWh%bpIVt`Z%ypV#qo4N4C~sscCw(=I%dr*I$>(kMtS6o{*nae&Opx9qB8nj7R@r
z{4F4@ojd0s)?m$~Q;#t`abH#oM|FJa7AmT0=o8d+Z010rC+8vy0_<OSSEI{P&WjwB
zLvT$ai?(zRsRH-r81ydVc}WD>k&QqwOCh9uLK3dx7k5(q0Bo{hix<I!P?x#xO0hxi
zYsczhf4Q|=4P3ns*>;;!jecbPf${DjE$J~4te`}BIIkIppEepAjBPb6bx%e1cc0?m
zKH4}*(GIFep!bqKqsmjeY%=X|wQH$GsFZeD@RQca2vL%iu+0qdqrrBcq0Wf0)rDjl
zGUTaUNfL33j5cH;Z!yvLY)_Xh2PLWvFRM=Q(F8H!r=Oa(C21!dnh>U$mWEwa1o`Vl
z2NC#rzCCsdn|-6Fbq%8XSxdgS)gt@m200B(9XC)n9ige<`6~H+xagbYtSF(3%!=Fm
z*@2a?#XJEH$#GsYW6QK$G3&OJRc(=KdwrWEtP$~O8WI>Q!NYpKn;rZ`Z?x}=vr@}i
z$&6SP00eAnaenM#f+G>j$}>d+>m~K53Id@A27ZjLvgb0TRC4fREiX@&`^_|zhm<2o
zF>22`UgqZP-aP@75z9*jUqmzR<X?7eoCN5*(}nyBNUT#FeIk4B9wRVb5i^N<59`)t
zJebNWlH9?*1rb#-U3M__VOY<#Nw>?gRz7xPdsJH69?~2dX@R&R%>K$9E`{>U^eAX=
zYq12JAL&sv3XBCCdyFqfkNj_R+Nhu(M3*hPTtwsOlQ7-r+%6=hLqUq_&o9?;Ho5bc
z!_rxi3Wme<Cqb$@E2qfg>HO&&O2qP^59gD%kf%pBsZT!8RBXk-6DQhS5IfxVg^BZM
zXa*vRTo+FTz~Xvb*|uWS-a8~Wmv&%YM<>};!4+<@Pqvjqmgg>6=w-?y_UJ`@|HFjG
z3C1?*rf(2REk6|2-L$N*ZvX{0JD*~Ck*MMe$vSsPrW3&7M0}ZE&<(N6Ic+5Vud!-8
z;KA!ofmc{fml+!0mL(}{2BU9|1^J49DU8*O%sGsXoxK^y?(7b(amIkyV-Bs1$I+Z`
z870GfU5vEtB4XzARg$%~2(WP}Hh~#g@MynP5PfzhVz<voaZq68;Vux&XN8-?{efm^
zFtvHv6RM0qkC_x*YUb!l<Qke5lf~8m9_JmUgpMfc+$18O161s@Y#zigl2QU@{%I5Q
zzVa!<kIA04cm+F2OBC(K-Ct39#Ema1?XerRkxVtv;qfI~r;L7C<xS^wT&l!V%A!OD
zoV02}^ImqqW>`z31s~_*owncY`8-bKB4%V@dGz^G%prC?Spzt_&a2ch$j(xjYruTO
zrZd}S{YI$OKns#rLSIygy#I|&v-!)O_}E^_9;X8%;NEdlyUtm8-L+><j*TkhxUH5$
z%t^diF@#V_QRE()5UavjfN|}PIaGql$T+>U;;5?a^FK;i+{fKcFvOSHJw`8}0=5TW
zoDrAaW2iKgWSgLI`{TMHPG>h`Km2myDO^cKDLz_gg|?^fU9BPeyxl(T=8)Vw>_Dh~
zJ^9-?eSrj&-CN%9vYh&<d>D@ZE?yb1cchoj=?n=o`>m*0q40*lmFsp6&xIs9Xi?12
zF1YsdsOi>yufT^^d?`kIa^IzflPd+<#B2$7g+DI{*m}*<I{vX>*9v9$iHHot!)e=h
zd$cBG(EMeJs&^ith!AKRPCsSAvKgv~yWXrG5bffM)o{ayrUS!cjNfh?Zlr{#C9sDK
z<6zDI0jM^PGjO8GH5S^qLH2XSFm|8;Fx5bAnnrem`m7XRN@WCmGtJsv@UMlB1^JJ$
zm>nPjGH?SZN8pMg-2uH9blY1S85sMsoJo~?H{7_|7Pn}tFEHY|(q0jFd$_K&L8N{V
z=B}ev`KbASvYwGA-g<3Rghs~1=n2g*ms1Z>F*xq5DKT~t6iUq$!;{YU1U$IfEh^8)
zv(tBA4S)5?<5W=l(e_j4cM=B&+}XA;rqxF$T8A2C@=v{_l*cFF2z~)HtGpYXD8(WZ
zn+_m*e{QGy4V-Z{R^Px|*Mm=bl!`2h+_W<-W5irpJT1ebmT6#0LmmZNi{{E(EzXky
z@>43z)H<vOFyp<kZ?+$M=T}C6bTSTslytjw2x?(!MB#Z1p2dCvjEei_PcP0he9?%G
zpP##<svhC1aycbtyAGtWPyWW10Cc&8zDQw6-LjvYWx_5s?cIeR8xgaxU^%mY)zVe4
zBLfapsEJ=sM~-hf%si9H=>RgrQr$1zDn}nyKqNAd+N^zj5_pX7;?=_Ace<N~rC+!m
za~;b^)^7q7+v_abe{G2&R9NRW|4F*MVAux~VE@G;Luk3{JK{xI*@*anDL$U^CS9gc
zkRcEajflT&byimXpEmH`O0CFH1*f6QU+DqjCk|~hlECd%!lhb63eb7&+RhG_2AXLw
zlr6TI@=7ack9w@ysPsbMV2bpxC125E<o^S4L5{wpe`=RtTrLhz6`NX`BeEqVUQalx
z6WY3b==sk;I*RhU?-A>IZODu5Y(_E(=AWndyIZ@wj@(=ypN<!rIY9Jpx86axGcm_r
zDvia$fL>QsC;P^!q&khvXU&+NImZ<fSi+B))<REGPH6zibvUGQkfX?bdm65mmlARm
zr+zDD);lejjg&WS#<ZfbGV-j1ANHx-4s+}{KQJVFioa#zF`=|JXL79V^6lgX{{RZw
z8bgo<e!1qbq0=M0@om?cf|fC;QP<{fX$-llc*Yd@rfA8Jf)w*y)!)P@$`y_hN3LrJ
z#oBG%wzqKd!08*Dqhp2@&6Oo~_o_(&-e|Iq5crbKq(Bv$J4dB@UB`rx$!M~kgRrg-
z;jN=Sxf_MZjy%`1PUT`Cbu|qE=QlnHYq<+JMhbJ1DoA`kGDol#RbQ6^yL|aJ&Pn8s
zYc>!aS)YJTX$6cy;pKoEhjL1EsuKeZ&zX<B-0{}BTicLg5TW|!x!p)BkC2>>^nhE2
zM+qYw;Qj`<e-+4*>mk#ozz!>+mU$X7m_ILC<h63f>=HQjs*d83cFmD*ZPx>yq}Er8
zj@@bSF~F;kF*>cF$?a5pRzKoy$30Yct6P)M&qrmqEDjH?Yv|gkxsS?`zGeMu9W(Ye
z`gE-OStW*j@pkJ?tBD?hub;ZZk=BVD%N(4q*0Zhd<rdM%V<ULuJ?VVOt|Y=CXY>O#
z7A&xC59d*Cl19ReWaA{(knql>BnvjhVfVJ~=B1SdotcH;#MnGw^`J&g<*V9k6SmfV
zK=%69WydmvL}uO4nzR~g_`}S^h?oV*{OdwR4+2P_Wlqz_YGN{FvQ?jBjj<F3Ty`}S
zT3-H=5`FkTt!&-J=Em#E#t7o8>P`iS;D-cb6-!VmM{0@yX%)RWr>(j)fm%?idY-td
z0j2WS9S?FTL*wtra(h#-u4)@Q7$wWxnFesc4xoBeI<%Hgr>ffm93PmT^_piz&d^)l
zpDoXyWW&n~j{dX(T(&sJY}0pBUnGJ(DYOAJa+Q%!eAc=*?!$4D=~#n1*MZiy&|v`Q
zfl5O|$-o~@c&gWb>KnJz)t)oSAbmPjd$WsY7^wzfkPlHwxQ^eIJmB@F7Rl*a5;Jy1
zShi^y9}Y$aYPrbwq8yF*IL!cDSDB;ST$)iMLl2sd^Jk`bsNp2V^zG|N%0v#mvp~lg
z;+3;3U^n-cp3!7xG97)pRevRqH2B1^5LA&&L=K=I(wu;?>sl)%wD1&}HcC1;@AayZ
zp@?KILGCF59?}m(PXYTA_|Y7J_&ij*Gmi8Oi!x)a0pwGVaf+BPKJ=SMx%H$2Jo&*q
z(|q>_B~B`Eyyw%LQMcPP0T8+YzGdR1`$Q~ocLDXKWaxONc}angF+dYVBmn%_VVb%2
zsFes*RpU6#WHc*|J5vm72j8F#$S-1HhjWr~&1ik5*sEedc<Ee;Sr?Gho8(^q0F@RU
z&WOkcLU2Cu^`<nFmMVbY^fiJmq+jAABbtBql;C4`S~*2?Sfs<{Z<n81Y>yfO9$b;z
zHJ3l0=v}02b?aHuvnyb+G*}I%x`sR-GbDOcZ>k{v9p8mx0#Ch94XwoI5yr>#r(iFQ
zVUYZY1xT0ediz@;vBgJgp<GU+lB<rRJl2)9gdzqD79>ujH7x+nlx4Xm>rppQ4_eg_
zK`A+n@(({XF|BP&GHjD__RmTHr4h$k*0Pgm;GA@<vSTtB(HIbWn%1?0Y+&H#hQS(W
z<gZ?7;hT6py(&9=DCwMg)qsO{A6kK$cFm9nALLcB@}ErS-m2Pw0^oJ+kIt=hCyw1{
z7~(eLuj5R}#($+ej(U%+HMlwBngC8Y<ez_f0mrG&T3_M=x2O61X)r#Nz(ew%#+tpx
zc%|!sjL=3#NjM(#0Bt>U&#9xFW3f2o_MxyiKT}7sJoLw}Gy&UuF6YG8CprHBLvQ^J
zKgNn*h1nh@xd;Ay+aLGZQCA&_W@NH?y1Fh#)CQ0+msrLQBOirA`ijSVu?T}m-^M8p
zpcelC$q@qVGF#HK88)FJ$$1201cu~OuGBsJ5R=H~6<+UATY2NmO3qFLWCAHKH3Jm!
zZb0uKz&Ym>0cLWtYEY-kk<L9Tz{HxG;kZGZR(#i<UCd|zXJgkqim=o97l{~9UB8HD
zGy!ty!%YlhoSgjyNptgELOTvm6<T|d1`g22I27xde4vhS#l3q|82g6bdm4^_=AKx-
zp%^ED-m2WOiIuvOfIX@5;yF{ESpHN2ZdOLy$jNG+cKz&W(+$?CNJK>P313>3$XFIa
z*<;dxA3FxSjC-1EmN#mB&MG^GWK?{DPCC;k1vcf0ZZI=I3nQ=04moc1<i8Ru+TX<T
z&Jg)m2&}9*$;J=zuTi;(33i7kfPE^3?wtk7#%ECD8Tr>ZG|-vhzydab%{7h%bUrB2
zrqcC!m_k<8LK-IngPz}>Yn_nfb?R!#Js070vf2$&by2Z`jQiJPHMIAn$uY)xALsC>
z{v2D{FM}eHQA^0}=6aGVrJg9_g_y1fL0Gq`q2YcnRb6k(1C)(H`qaJ&jZU~Ec)Y<H
zo+_7$Woi6LdPv43Dh7KFE2sEzr}^^S&Pw4(UV7DZDDQ*8Bw=ApZXGd>DVG*;g(_HN
z_WWrlvbhqI1f$cYDx+H8D`c@R-lUSW`c!3sRoH#0V$<c1202gXM5gv8`H-J~YOdGU
zQH%)NuN-us4Knju+m@1Ualp+~@N_cWc(YiU&SJ!Q&#o&q?k=2-`-mN}-nu`Bws#-d
z`i11I6kJ@KanLUm0j1*WDDM0}cnTqPh?OU?0N2k^DUx6S>TBpv62{T!SMv!ABE;MQ
z?OqXSX*irn(7LGpBDfSHk5c$zV2Q6B$g3#YFi$~Vha}6#&KR2cwmZ9vdx=^Z8ZvvU
zVzli%QLEdH;_^aQ`^PjpjYRib$&|sjIOGb<Hz3?9DgD}4pJ{&(mG;G`p(j6l9+lNu
zYA{|mn+%G`efm_`k@s`6-LkI=ImkWnS>b@)pZ@?=K1;A?laF5gs+o}PZQ19OKmyMk
z4q3)Q=rh*2PY})L>H*a@f;h!(%Krc{8R~1D)&UoteJY|%hr&PNX=$FERSy>NtT7!n
z)~&LGe`s(>;<9{W#;$tfZBpEqu|^@AQ`0!~rs<ZAbuhP4%Qytm!r$m*`U;am)Edg+
z<p`|6=bE5BIrM9PvRXyuf{`xXooh-PD_dg>(L$K$Mk|YN98V-_9u@g`saMBHZJHN|
za&wSzii<L?j^s)rCB{6y^;1z>Yt&N6I{n}|8Lo8r&c@;<je{zc1Fw2d_(|;6Nn}Dk
z;0U?nG_1#T4Wj*(zRXv0_I{boPP$xc7*Y-^5%t+8youg(lOQZZbQQZUy{6lO&vF}~
z!t<V#ox<pBwoqHe^W-lXU^-VRu3W=!J0uQXE(j!km9ul=TMP1Sphqsl0go82Us^z{
zO14JYxTn;X%71JwGEN7esLadOsiEsm=CmZRWjy0F_*--`f^pNeRpzc*kKIegMg=AU
z$fRTFKb14Ltyq;;c1Ii!<xy=Ozx{ec7^Lq9J^R+;ljW}+hvQih#;qca*ypWkkCb7K
zNc?F?5cbai)oZ-02Y`L*bB){%zV!{sUoQ-DGf51_-Rn&_?de*QTfrMC02MSz1Tjj7
zZcz2B5s{t^J|07N7_Eo1w;%$T80}f@Zex=$uH^UaK&%h}j-2A8BQZVz%}&;Gpdg{?
zxN(Y(NMw!z&4H1SXc-!gfOV%F^v6oA2)LP;An8|<2~}6j0B5hY0xOuq<oBX5>U_2t
zT992q<~kO^2NgIdR24b*pbEyo$s5TLQWFPZI5k*1!a_LX-n9be2^eriWnbl(<*`U)
z!euA#3{v@^_r+(8HsF9ma7PB0`!eHbJNWe!z`wkG-N1@=@COF7j-7B6A2W(y?E8S5
zguQ43L6{MWVb8Avy;Bx91xfQy9cg~Waz_&$D6kffKJ<i+IjZ8;<PY`6m2IbC#Jtc1
zq+>jT?M&y6n4}idusD;E)KD#_ApGMZfDy+SJw2)ujmy)oTAW)-$Csn*kC3H?Xc0We
z{TCjfQ>|=alq9m_2ZPT_uPmTMRQ=(_0w#FJ&Ojrj12y8dw}w#2vF+${R$@U5k_vfj
zI~-OBw|$@M4hOwHD2W?Pj6mznA)O0G1dB2_=kI%pY>0wUG-P0mHftgzWd%%)j+o6x
z14c@Qd>+Koup1J9t-S~%zdc1#ypa+=HBUaiwNY8qE4<^=HA-1pS%iJF(wagpSVm=(
z%Gu_(V!)4fMsd=yBbdSf109WBx1EkTp@KA`o96e<GwW7XY%n`{`qp}9U_HlAdXzhE
z;g7F0tTUpulX2sYI-V-p;ISZs!N9D$7B~cBk6P8pCzFo7xv3bZKPwQwoiOq3-#Dk0
zBn)y0q$K3>548Xw>(FosrjyY0C!Vz8ok8RA%^2=IIHm&t>^tYZFKp)&rz1R!p7fo_
zBa_#f00<{O-RTPtO!vhoJv$tG^rIN<#Q=7n3yD4`x;=Ad-2VW;(u!Y&{{Zqc-1I-_
zZ~p+Hr4@15mU7m+ZZ)}FwpKBZYAnE;SDs9dmxVQQ%EfJ3T*{@NrU$hpm6zF?Q|7C?
z9Q4IN%J)cS)!~hLDHx|+!W&zSK__VB9)hgFWFpl5(<I;%(Q}Gcu-mA$%T1EQg){+H
zMG|W$pzydqTAn}N>qT;YRjDJfjw|+?%>~?aH0x_mBK6$J3%?srS^$#dgK-KjIXMFq
z``xX13|TqrfloI0x{hXW2caEl^23|8xMubM(isKeQ+otsx$jGH&GbphJ${r+09(Ou
z%yH;?QZnqk6FUVRfuIN6IBfCvn;!LI<@~V_7|uY&LeQ4lUx2NVp7kZb^BE)~3a31G
zrUKr-?;}FKl-bT_U7+WT(p)K$K{hae`f*H|BrLMA0CmS>Kn3iDreF|!qZJ+KF0m|Y
z&feTnG!EsZW4AntWQ_6!c>4{c`_Kk%wPO|afV7xqGC2pRIqYkix$p*<j-olI`G$El
z*h-U3H!mS@KN>)jN_@v(m3TB<MQ;z<OX1sjZDZdg0mO*RJx9zxI@UV3p1oHj@()2=
zo}+u>Ek1c0Pv0f8wtF6ZD>_dR>+SMQrUxUE-d!tPtDIJ&D@&?fNZ89t#N(%0?mPo<
zmikrS$XZ5}1;^64JB>2#=6NPd8IZFQ!Bp{Aw2RG0Mv6p+(ePU&mFY}(JuCZGX#P_k
zIO<31NOgHkZH}$q6~;m04PNYkwqTLhb!f+Pd$1dpwujjDrD0s&7m`VwmHL{Bd&_7*
z5=|aYCvP=@aj0p}%+s?GpOtt9qmRV)R#`UsS~15A{phe<-An62=L<B%9*CF~avu`h
z*jgJ~O+RE{vjXP^xQnkE-^fpu98l-`qorcqYj@X7OtYVxs2o#KV!7Vm_^STp8aZcz
zIEdu{>s<b!t0l;E5`tT@isU4nxnjiolTEjnwaR^QO~h9{FT(y4)3t3R&pdgTBomWS
zYF`iHL}s&<l;iHVAk>}{@kO4ErCcS;fXev`>sfl=#5<e9(b=Gh4}SHYx6svG<24&O
ztS*`vmkhnZ>sRz0YE35bWqr>VbkADMxt3drJjqzI9`r?TB*+3GV^`2;sA<!kXHGY9
z#v^8Pw0l*Fbo-SI@r~FAC)T0x=F3eI+6hM4I+d-0*#`%M-m`3jlxZFZK57ud7#_8U
zt+wlsag2<NQ!ll9nY>QXM*jdOnYS6@nW;)9n6lu2agkaiOEs)w4{>Tq$4+xtUNswa
zbH`C#K9mDJze8N-j#Q0UA8sg);(HlzkMssUqngjjMcjmraavG}Sf6oJTNpVURgyQ)
zkny<UkUM(QJN;@@{<Oe)vw_y09mX+2s65lvDFC8Y2L(Z?R%CC#9&^;wL}2s$sdf?Q
zKcxdEMz#zYODXJW(g^N8^xvH}6byM@O=!hnkDb6C{8G3W?P8hYMf?p!Y#jaBE1+#I
zHW<JJj>e!mN`iK|U!^W#*us4_;BXstO=%2}q@qsv#c4j9I<Lzy#YFa(r~w67cBgxa
z#4h7-KEj#5Cq2HDvMs_Nnj8;Wgv`8U2>MV2>zs|b>J4b`81K@vBDg^y$E|1<$>W+B
z5(Wx5{IO9=+mjsgNJ#@Zp+0F;b|(~oe$2q3x>J}2iAQf*(rXos;|J~@rkysPB9TED
z40$xb&)};4IL#peV_|?e<kpOq0yz*I;GASpbzl-1a(Tg^WviH!L2B7j3{Ca>wZ~q~
zBQaKPi_*Hurj4Mn$6dcRKi#fdQD5IT7zJ=YI%rHZecRt}VORAAWz*!4^-;!8TB)EW
zXOOqu1D~g@bQiivp3X>B%9k7(m$>>I5a-t?si!Q`C){EUI^qYlxRMz@`WzaJ16E11
zreBF|rb(OU>OJb6^NgN*RTVo4E5>Pz?06?2QnsLUT37m2k^`N{arjlS2}bhYjolBe
zCxy~EtQ}Q=nOvNH6|)p+GVE{zuLh;PN-;zjlgl~AI5_W1_H!O%ae#VzR-&MJ8Yx!{
zys7?_iy0GnGV%OC(Qq=_*`p(H`A=F$w<zU?HuTMD1wL_xP)Pn0O_?4EFvIs}kD;RB
zV>(DYrU#O_!NoPL$ROjVJa?@LAZVRIKe}!+O_nB!k(6Z*1W|A)`9zJt^y`Xgh%)Y6
z=B~|bRX4}T9FTn~DWG9y^Tv1sCyD^Ty}NXjBu5zTYN@=Dha~5vGDGG&6V#m4IW=UC
zW+#)J)`f+}<`B8-(AH-(_}s@Lvh@cdfI1@<&`9T+JinKE9+fS)X=C5t89z!^iIsj|
z#8Md!3V`du^rT=M1|NE+X#W6ry$BxE=&hb&78T1Az#g=QXIx4aJ~AKDp|?&85%X4+
z{*iMX!tP!%^`<He6(9y28g~(2A%+`+Q^0Z5@lD&*9BvfFVi@t$r2uch>LLVl$9j=2
zP)@s%SZ9jNibJ#Bl14bsPAOOqLDQfw8i8*ZKIg4I;ueZUBn1ukdC%6kdkg!ZzzN@h
zj<wX;&hnuy+3(Fwin(_O00EC*N^epAH1Y{w@f6NC5#PRO0l5DF^=5`YF(ZLa;DOH|
zQg_E0#UK%eK?kR&T0_Qg1v>+-4m0ab$8rJeIsX7YlmK)+a(T@+8~{5106Ka5oO4Pt
zPaF*3^FSS+!u)^2Pjk;pHsk&Vlv4aK=ft-M{+!$Y07FVENbE~F`v}YGQ_4vwI0H1c
zC?&s|Omsc{YHI}}Po3Btl5ha#mr9I?9oa}`e*J0&M=}|8NR*7?oiYd2qD+zpTCrmp
zmr;2c8A5^qG+H5(QkBZ_&oluGMrG9#t^vsctnKqPU@?UqXtRrUrz`#31B{B2%zviM
zBLj|cKn}Z6BSwH@CZBkrniT1b3VWve$oTn2DboP=>FB0`kY1=Rk$^Gid(z!1myJr~
zXB^a*3M9N<%j-nAlKwuMLFSMTnRp{_1CMH17j2mNIU<S5$Or@yTOUfAVgzxh!5|7?
zR+&QCs3ROwTm%+qy|Gi>G89zCco`z2xhT=1j&X_rV=9Q_Uf_N;3~|Pmq&fr6N3~BW
z<v{2LGf^=n+#%(S05aL5jt2RD^KtBI50R}1JQClXN&yf6zkActtGNpZO`wu;N4)@9
z)8I$7V8kDrJt<+fi|sQEWMdsE+FFrnNnCT<oeD~q60uSN=trd?+`!asEiKIPLorFf
z<a^f(b*?|!-XcjP@=b4Q`E7pSFzw#BTerrf#2$^sIH5LbjZmGy$W;1{Dzv(SmTknj
zKBluzF5L1>Mq_O8`PEpPmZZHUiBKvQncu4sQHYp~jN+AHa(0eQF#~crsPV;Uu8F9*
z8*ODI^y95rkHWglfRSe7kK&@}W(<QM<FBElff!7u9S<hDgW!E+CiZ{<?rKEvW~8yP
zAproIO`x&O-V(Db44vMUqo?RMx~a@j5U05nK9g@1#;<P_>If_b3HPsLv$BTX*+N8$
zy#U2Sb~KAPJvYEHfDO~`;<Z!5)|P;*aiPbkuCi6xj+pIO_jyZ}JwX`&R9%J48Esw}
zLoPw+wK&uzjCoR^Z14|%t!O-m!z2%CsE|S>^QLU7oPa;iy)ZZ%`&)fKR+izUDA_I*
zhjUad<T6`_B%RDpHPQHn2=!N%V7!h72jyJs5j-%6++c>S5iIO<fy^f!ohzO3&?i<v
zPZ;2OS4*VuW9ieUrE{J)`L&hz6*1gTV;(=2%=>hzdkaQz2_Chh68VX+ag&PFw6p%t
zypqaL3c7+tX>v|m%OG^=PenWo9M?@{rbU0OCAQ8RHPWwxZ9+2aA-8eOE@9a7$k5~p
zoCO&DYq@U;TWui6i8_oL$knvFEjHI{#(d^KCQTO$9PZ@@uRgTanQ%h#Y8$30fwe|@
z6{;^Wz`^F28+Ou$>?>w3^<?(;t}QO)Q^Bi4SGZNi?9y?#CUu5jK>@fG2$(ql9&^oM
zTWWLMO&nMsI|0(Vv!O^%R$OMH))`DlJB*4`I*<rFRfFOCh8Yq9JMm2#6~Iz=3<?HA
zm2yuQ{3;o3;FtIZuN0RSliQQr0g<+;!!t{EA<n`^L26<fHH2}H`*BWV*d9IWMoljD
z;|#kQah?u%te0YswTB~$Xc+z2H0ZPE1D^a<V=3p3l>2w{CspV(+L(^AM)Rzdf%(S=
z9kE2m&bCI#C#M|pI#zInp;8Rbf_h?wLmokuz&zrCno~>W+NlHP9sTKKe>&JPJ+Q+y
znoGn8^Bd;pkw}H(Vt1T3ILCTGNiCvC6b3j>nC(?xNQPi@yFD?UwL41d&gMUbLf2BO
ze4w8FDTtQF!aEl&9^;XM4|=^7%YYZ3kl_6*A@vKM3dT>qDZgyIFXjllVB~hB)y9O^
zG{nCB{42I$*Zr|vyvkyeX}}<0*G$)!ZNZAUyYv2(#Ef&((y0lRNv8EVrR-@vDTuwK
zUA>;A6p6^r2+lKIWS8a}fiO@5{o$J8VIRF;t!sx2r5TAeEe#v@H}T1`WCS|%#YZ-w
z9Pq4&KX{ds3j#c{_%$?e;qV_h^rFMLqb8uUD!Pm^<E=~f#k#j4fCnAVLs_c_miXP*
z*Px{knA?`?+Z3z?v3Mnf!2P?@M|qgcE_1hx=Bm7GjkvHJ^`vN<JNFKsg%$$jH<$)8
zGFPQVH02?dA;P+x3a-f8gN7YDQ=J5nk`GSw0n4$$#Yf+cwWE1v%1g)4@<*jZX>P_$
zu;5jaR5=_Gib0ZitJjcja>x$u;L|NFvnFKiKpQblvKW|l7&SlIvN+^bFg(APoFBVN
zsAFOX;Pj+2Z#korrV+WWo5NOIz0{}oV>@dK$4-0c)d2Z=lbY(U<xM)tZR5be#}yJ9
zGWC5;4a<LZdRI3r#iTBPkELu#wu}o%**WK$kI%7;?GfkDnh-M|=O-ap`teE>m*{JD
zJwn&+`9h+cMIa2S26_DIlMxNPM{oZCT8U#hBiFdAHscF}+w-ZJRPN7O0HbKQag{#R
z)#=25dg8Ec)eA2eKb3Sg3$z>_p7fZ@;1U7HIHlSLMJMt906*kXjuSmW_M|+i$N<!g
zZZdig&VoB;oL41=Mmx|>8zYiNdQbvqfHTHvF_XZgZU<g{NT*-}$)I-_GERDTBc&)9
z=bR3GXdf^<`+?q<jlB2IdI0SH7w7&GYl2TdV_--84JfC4G2_IyBmSKmkN6r<T1R3f
zxrJ+b^FZ<(U~mHZf1K0oZls@kHU`t!Rd}H=X(yk(p0#64xALtACnuB7`S++8=&xPx
zS`oleoQ|~gx{^!d2+rJd#WPQUNpmcubQsB}*uXx~JcNEGkOXo&-x$Ax+NXux?;0WZ
z7r%T{EMq3}S$gqP*}_`lS3G0WwE#LvStLXqSkvxX%aS!r{M~q<#2)%FfG~0eO*~=m
zk$or`T5++I43c{1wK_l{a2L73$f+ky*HMA%(9`Bj+{A;|JtzTXMM06y26?3@4YuqZ
z-KtB0_t%cSDP;j|6nDpJU_*>s83s2D({_fo4#S>FsogPV00)ulO_6bE0nbjf0Up(8
z6}idlQLpb&!EEj6Q-uB6A>)oJJ9YUb`p^Vc>6sgG=z3EE2WfN8I(Dlz`*%Kle=1}M
z0hNm!XY!x~vJ544A9kjcvfLtr!Rjl`yi4Qjiw#C=T`VpT;h)skIy`l%&c&s;Wnt3>
znu}t&)%d7KZLhI;6@1jltZxqZbv4~k+)0CMjfMlgar&;acdA|avrO*Tz$Dj4@c#f_
zlT6hGyvXeh!-1S1l=h>Qp>E1vE;g1L^wyRL7C4U6^{mgetd{2h2llJFwwHf<uirFw
z?%Stq9C6l&JSVD_D$%TG{i97Z2R?44&Nmu-S8o)X@=bJ>{sx{~fF`?*0X;y?Y`1_k
z%V@(*sTV!)Fev7TSnE6!sDE#0F-Y5d>v!7Zj=qMwC?ZlA5uSPCyzj#oT4#lpb%oj1
zQVtoot#|R%QLz!HT8os9y5a!P5I>b=wYdQDaCpsf^Z52-!pDGnnxQw0uOu9BIqyo$
zcRB0bF7nI7Gb~WPBe*3_J7+y>)*+n9roc`CBaxn!=QlnfnpWK85_{EG@g2g935tQ(
zQD((-k5!m%iB9z&jb>hzD6Azw%6aFtd9!$)@Qf_dboJ>~W!10dB$=H-{{U)^Mh-`R
zB(VJ3ra*ff)oZ^e$j{nSp4Gs-^Dz1D8$a(<Pj*moD`0!m<QFm0%=Ym{;LErZ#w!-_
zmCjQpv;NwnBocnKE%}m61*%HIz0S)-nnED`%iy2AS-vi@n(I&!K@&F7hQ&6+#FJU4
zmLgUIp~XQyyKwT7xa8)NO)$BW2bpgwtg*5%JqWIfQZBUtbgqZw3)dBn`pIdDxQsVy
zKG|(3#@&b1RcZ#6h01A~;#^8WQIW@?u8I6rX4fjn#{;N2t|ZvUa=W9tA-xYZ6q-h(
z5}6`VGXDUwd8K3*Jpx}6S+wyw$}y5i&2c^~y^~Va-JxP(UKgKg#%ZRBw#yqK_ZX=X
zUo#kNlh-ut7b(0m?Bo+wni)ETKb36!{0x4S0^sm7R3i&x4yu1DmMdwlNmyenM^GzR
zH_ek6{Az1!!)Y;*BT&R+fk*|=^yy)g&v9)b+4n#kX1h4`NhY>HZ5$OCC$X#>e-b<?
zfS_dL`&H{-6vG-aGLM+&txFxvYYU0qSt0U(0D>|qSXqU{(J)Xx@T}N8OKvX~Q-uU!
zhqYN6^ecBA%u5?G;kLISvCb)2cP#3D5xPqRzggNTZYEUwG^?}~Y~X`jPlzop^es+p
zKJh}_L_j#?5PD$xSF~DuLD4maEv-QuF9PNiW4IIkHRE0`yZ+PHZts9$6tDZR$0RRm
z7U0UZdXcqdaVvs&E7;U?zWG?=8RoOWJCvN@Rff0>a(Kt3U5U6c9AojT8gb41Lp{cL
zs*N&^*~p|zkrasO!3Q*e^ck!RM#OX+iY2rX*@*xrfOz$;X!x>I5{}?vnIDQJSXmB8
zCpadRnC^7VXC2Lk^cf&?&qG1AON$NayssZaT(n*!nlyAB8<Rv{B$hqns<&@SEW+ng
zZ4@%V3n1P&B=`E#{hmIU70JiqDPv|Uz;4u!;weZ2o;q_*%r14y6i9MZ4{|>WL*#@Y
zfsB41TI5fNrs@t)){yv$M(RHbIauy=Y|(%V0zk+$$7?pMw{0Y2a<?Onm23NT$Ynhn
ztwh?XZmJIyB+#2A(wfO^j8{kugy)gXR@8-~Kvo391Cht+NA`dY8)(S(roHmBZU_OU
zB8{9o<ps%A2a}4_xQAnhLP$QH>L0g`enF3Fm9=tX2vA~ygTz-4hR1r8d4WSFY7?sy
z5R9i3tE)1u-J=wMyp#FxoUR;H#SF0Iec*d`td!M^WRQcOY7<wIGD@iCi!iyUiqb`c
z_q)_l#@m`Roc0x-y2Og)f!DP-YYx(@H{(Tu<@Ab0V;Khno@o{tBbAr<dm4eYJg{)s
zBc(mHLgXCtpGsC>R+1?^)1LIv9FfQvgZ?!vmx4yf$27*f`EilQwN{`qNSl6nq%k_<
zAB8#Z7=So97^@bBYo-yZ@DE=>MZlFU=DCOkQdk}^D@Gk7WJ=d(Z?~meTbper-vb6r
za%%$jS(fFP=jH4wb$btEx3QYW&cK-2S^N9@*B`8E5>Gp4c0H>y+fbGgeqvPcMruQ-
zF&Nk|c&4LZxmD%3lO$%N^C!j#Kb2lvv$clNgYD9Vxxhan^X*JSY|cq(3E*%mLK%7r
zq?7f+j(w^`1oP5>H6n5S{C+hlm<}=s6_|wd&mQKUS-o&*uw2x&k|OKqE26V?Y$}ck
z9Q)T9Y)FxD&pg*zrjk@-pH8%z1Z#1CGCBO|IqE_G02)w!To5rp<B!wYprJju2dEjO
z$i_R9+MYTb41RRM^7g<!^Z;@OaqUJ%-asSiKpf-|^#XtfdSjXZKtNytABm;s9eDNs
z06&E&9+*6EDG4|odF`48j@RLr{EU}9{{Yb&ss8|ND5K$!Kk$-VWc0IP{{WAr6{L0|
zTa;$A5?U-k;a9y+9k@t>sQ>|t)N;PtATxq^so-Fiz?|?iSzMtlZG<thh6Iz=mfGE8
z4yA!D&V4DCY%wFT=QOtDW=76E=(rMFK#?=|Ez+ifC69j~lgX;K&AFsveX2`yzDXN#
zJYzIm3o3}0D<Q|Qr?M~FJmN-uJ!+=y*N8KaDe|`anAB$(=AFQihwsFkXFjwMiPl0n
z9R)>je}0Rc<n*Pu=2TI@%@+$3IN!Lp9D_>4$rd*8j?~%NaDJGkmkVy7dUc}UIhed)
zV*?oGhF>-;3~d}5YRW#!0q2h9nG~CC4;&tbi-7X3$~KXK#YeHgWCRj>QrpS44!un=
zE<b+YgTVc0xWtb!%24u2=ZdSWU44T_yPFv+89aK_sdJmABx8=1lj46e=Rv)V2h3tU
z`J@MjZ)xsWvCBx=Cc0?!4LCxwGqW%mJn>w_M-r$bkZZ4q?XqLY!s4}LA_(71w_+o-
zQhMantEwzuc~K(cxL#{6GEQ3@XBnyE37n8Vr>LnJpfzdtms5s5l-AVlrESJT)6%Qp
z73rEx@@TRGaXf{yxxKs6w30Z%B#e6d)G6k$$OMe`?M!LRV+WjfGyyRT#OJR-DFklJ
zG06Jo(xO|GYzz=79^p~*8yt1y(*su5NO{IxiZ88b$)V}C@o$pr=IzaMPpeMR?JvON
zilZgmjgVN<vkR9m;<s5F%8-@%)_&v!_02?CpOQ@*J$)*PB@?Rfpj2%ux3wyu6ymvF
zohSkWxR2#bW#b&0vw#gF4^zi#0H{*{3U#{v{BcqrVZ}>ifv%S{z_StqDF7Oi$_*&U
z#Y-9mxNHpM)RF<_ucu$akjz`ChuT;L?@@@d1`pP)-HhD798(YieP|HSr8ozVYPSxd
zbr;-o$74|J&M86wbL&NhXf~jiBW&=i05Qn@YMWR?Bkqgj9-XQ@<E2QF9@KzevovRG
z5%^PHJP=3JfmRW+J@}<yt&IK@0Yv0*X}AaS>sHKUgTWOMi0wG&DTsxmUZfF8<pMK~
zDbj8PFXP1~a0hch5qVub{{UKCGX2&d{b@Hbd~=#{IP1j#H+;$f-cO}Nb#W_&S2-Q3
z-hNyW^c70*;IBEL1UUZy>rxUp_Na?c8-eNROa~GGrZziKySHj-GyuG36o-m4>BSuO
zpac0)Mkqg806O63G=D#OI+`=mfDY7RjDTpM1jR3EDLM?$0^m`BMsR4)<v<1n7|%*O
z=8W^t6aZtI0L>gw8h`?WtuE0(J#*LAjr?Gr#Lxm108(rOQ}fTYCV8L;nOGjQ!W?(2
zB#cu)8>xX`a|22ydYq^<ivg9wsL3<{`zYnRm`1tBdg=VgG^<Q-&5pkH4Xg>J+HP<Q
zk(13}Y8P*DDLMISEp|PJ++V%S=PYsVY6%<y2Y&SoX~}O&V-ikkkc)^Eijh}64Nwvh
zikW9L0dOg&Z8)f+pVVfpC{`R&0f@LDnzp2nIH<OP&#zjNJ`N24N`sDZ)||sVI+|7c
zhu^rNhDU7B0^9ON0X*?tUYV1$XYnGrTYtUCuBS``3P*0Zr6HqfNF%m8k9tG2<debm
zpb_PRp8VszC-9In)1mE9P@r+tpVt(HcVngxQfb-T0SDaDa2JoLpa!tP`FfFxOnkr&
zGn{jpUN>`$bp!)R#~^j-)_@mx8O{bf&@s@Q5#E<LVZhFFoYE2q2XQ2H%>a(m;gQdY
zu6q9f$D4oXX+<9lzvO1Q{{XK>@BZ3RT1R4KxsQ1xf{Lf96=rFgJ6@wW$2A1E5uit9
z$vrA&nIwmEFUySLu_z;v<FhT_85~kWBQ1+L&pm#Wuv{eYovL;USgsOea1#nRH0%P~
zxfbP=@t!kMS-CM59owx%Z#v2uRdB1uDezn?vm%ZGrD5Eb7u|S$g*_ZK@C4@`l?U1*
zieQ`uZ%SDuSY}a-mOZGjT#=j`)jaY3G?GdFmVh4h4aA}Xu6f<ZT3H=p+Uy53!sUyp
zhSmqABgu#WJvP%EjhmYUV>HN^O%CpMjwlP0JO2QpjAN%kNx1!uaC=lx%91JL<sFSW
zDUxF70K)d5E-Wq<*+A@Ru*gffKAh8Io;Q)AP)6U%n)eA5s+b_R2kSswSY*w^?q1z$
zJ?kW!TLnnN4!lz*ltlavyjFIjsx5;M5V0L`O2Ko@{72#Wbj@YH&W1=NZQ!WslhUl2
z2iV>w;jj(~!RcGq9wSC9#^0dhBDif<=4mdT;ZDV4(zIHT^d)wZ7*`P%`MV0WrKH!F
z8yY7?@5eQ@;cZ6J>d-?vshl1+0bN`+k%8u<Xry&G=7z^(oNXQ>8nBVhM@&?!;rQKD
ztgXoDj8|4I(m-2a2RY`M6d|`Npa6PQ-HhfQ-E@`vrGuPivbFV%Eu(nUE4L>Cx(^Vc
z@}pzZc6l|0um1qYi~tX%3vn}^4YUmPrj{fMvlf|sazTy<Ada}=uEpVvR%cZZ<8j9|
zVzG`0Cpn<{<X2S>fVC+;`=ashRwVEwu!S!!a&gj^G7B?~;c|0GPd>ht-^t*6Xd*{;
zW1f1|pZG;ABS6A2k~7whbUs#jwoh@}y*W2@QJ?Ew<=2O8r_-H$u(A$>b<J@tqiV2R
zv56UxPBV%WlM_u4lz!{<rShf5b`$igf7!aEtan6mImKRr*HewrR@`yej<j4XVVikM
z?()t)l_i*DxB;?1rF7Fpd*!e06+q5%I#x_`$1bR1bQz3tedtc(YQ(FwxykR7idlfp
zasL3;tLYV_tqMj6XFQzMO>z~oxJZ{dJq~HyMm5hj2PZWi^g=f<6wN`3L7qcrtwm*~
zPpQDq8xm8mG{jv=V>kiV^QlCA4{DCf!<Sxo48##zFQMFJM&dK;+Lh4kW)vCD2TE!I
z?OM}lvm%VK$FQV*8ffrw_?lNkv7DnB#z?6F7zZDnTx~L85O4wQiiFwRZ6ro`Jc=#^
zco--3=}xrTCL#G9{puo;{{V5nDs{MTI0KPGVjrkS6{PF551Tj`td_};k~*JC*4Bsm
zL?azX=T>0T(nwUd2dx*d9Qlmy#y?6@gm&h-1k(|VBPlFDN<*h2%r^srM=~9Z5{wiY
zp?{Fdd9J=)IS{S^9ldJ{#8zu=$+Yp>nvj~Yhz}G}e+?~AgEX0>qJS2YG;@kTaA*P9
zKUz6GDY)jOiymeT05@w6#+RQ;z5pFY1sEB@pbY#sU8aH<b~T_Cd-F?xbI0jG8T(ru
zDK;E*HKB#{px_!{XJL<H`BLGt(ETx504{oUq#$x>0YeNricWLT)`38J{*<0jJ*WbX
z2<=7>Od7f(0QRIR0nR@f0H=ZnPH4k=RqcX}fOh?80*T#^x_#+3zJBSg5Q78x&;Z6U
zKpFdA7}{w9xj5QuPZ&7G7#-L3pbX+4A9Vgzv!dEBGs-w#nX1GNJ8@Ga%!6QTDWvs4
zH&(lnc?u{vtc{F+hxDyR8_8mFX}bnUz@Y;(-ZlsTT;`)NzxQ~pLZd%QO@f#if(JPH
zO-Qzqk-)7CdI7}&$mxOaMZkjI&OwdUayxCDmi#H6X#;~zGB>XjfSt%rGfs_%<Z7VH
zJ!o6o?oem~NY$9(f0at`{Mcbnfqb{eeEQYd5D+u%^`tVrrGb+NzIxY1XKrF_XD9Tk
zc1etTcCCcYath<q6)lYx26pEe_2U$zk?qsklRJ3F=|~41dXBV)DI*lqk(1lsic(1j
z)7(-KxNvy-W`GcpxMQCD3PtOZIv%v_o!z*{J*l|P53K+MV2+??*Qd1`jxmx!9cUTb
z=uI3BK<nOsJ70z;J|(%&U$QrU_R@+^h6g?+x#uJ7ZIAoyD6J#0EWy-2<K`Hb82)u)
z=(Ki?)1U&HAd*c?F;Y+t!mMgAJ4A?zPETsi#Sq&@VbaT-uN^7Ykh1CTC^;vSkyG8m
z{{Ue~mnWqwM9HTJ)L@?2rXmXjZ?j7w13l=|k+CC_-mD0k9W0;(k~&kYVKG_^j!(S+
zRtnPUAPzw5OL7Zp5h3clikiaR+Wtu#0JP+Z-&1yB!0$lHcg?!;HNgBRzhWkhGm=e9
zBn>8{2^c^=_Gz=mTJ<<3eW(F$iCDJ(0JD$Aqql!APApFcIHzg>q=>46&!tA_>!*2Y
zr#pH9KnrBqvv$up<36;OCA_Iz_oa$AOA{W`oMRrema6gD9m5UJ6abb|5c0PKo|PPu
zZoNUqc|3ogtvb~iAd_(Faw#K?n(J{~0p5Tq>w18*i_T&9bBg3;@fzF`&w@`p){l>#
zSoE>f0^HY`iR2y4G=$mMeZJm9^MUwRJFCi)T#+B$QB+0DgSn(GSQ2`ZO(9&HPrG|N
z*yclw8ul$R=w4}QH&XcN$2H=rIQmzx_%rvO9EWoBBvBwn)r%Hc3uhR}H0wld^0s(2
zX42fEw&mpZs+V^$>2XOl!NT+zIH)Md@fyaud&wceOp(oT3#vn@-do!++Pk^tq}TO{
zuHH}H6AN@-O69!$t{ngbbRwxn<hFappAED&>Z-}<)~}>%=0?K=Zt4Yi8teLs9xfjr
zTJ)a-_@HVqt)0sgI*>sorNyF@j{g8=I*OyIE+Pcy8Sh#wzz$EnRJ{p21y=>L#%e58
z%6AL?fE%_rs@r_XP?6goO3;x=un7MEc#LA9w}=Q;PdK8%a*Pp&6CfBF;8U&b5KSU7
zpO|zNe%9Qj!<Jlw(w<;pd>jF^&<0XjD&Dez#yIz+p2$SX;dmGv)|}A4+Y!gz9ZeUI
znIR!DyNpmH6IP94)2EetAv{-;X)+hTk&p3Yl55*;ZAHb4MC0!a5ng+%_<B7S;V!Mz
z2$&H0=LgoV8WPB0j3v#X91_DMim&3Imr{$r6(H1O-2(w14nGQ~;!DK1x<>_n15}ox
zF||w^Vt$pe;DupvDsi>fp{$b&>LFl=Z)QEKx6pJmq?p;*mOpzG<n*vD%Vs8tmGV0M
zD)gYV8;aoZ-lU${WJVwio|*4f78QFftT1tptz=nV;xP8AzzpNB)Bgb1NJMRJxF5rT
zR^W^^r<TKzF_X<lYi<@cjk;%!X$;JV1!RvM@&yPK2Zvzi)N@ybw#&`u8&By;acutp
zXh~z|9dSU6*x*4aMo@PSn5vqclu$$FfwUpy*5uavT_jLR&oxiPmcjHZf}B3w@Oh>O
z8+&&R_4TqN4CD&xVU2C1SeTEPW1cy$FM>%UxDux&PHRr*TfLpbnFu4LX(;v~Grut;
zcSDsSxH+d>S_MGZ0D>?p&Bn8Mju^^#JaTKM(R^5Dac_2bI2(;mD@7?C9JZ@9uwXeO
zIId&GZ~>>r<ES__+S;sbZcv=5<YT2`YdTBb*gQ$sJZH9PM{sEKBiA&U;<^*zE8&uQ
zeJc)Yc8XIQWEDKt#1NB4dFz@T89LCBzB9D`Q~+)O(iWs(M{HJ}k)lhghA7{5i-DWC
zVx1YogPQ3-;S9OlL4GQxq2cND$i%L4ri-8|2jdimL)x0IyM5_}x&E{PF7uqw9~mIj
zJGu15NTo{P<1_&8FcJPVf=qw)sy)MZwLOY#;~Ag@^D~M(%zIQh=7MuT68XPc47^ld
z=M<d%C<0+2_2Q2+wL)?_QJ(YxFPnl#VL_L@L=FuZ80kO~`M#8%X~$k_Ec;SsfF~0i
ziagw${{Sk3Gy~5{0GrOG^GWomD9<zjH=KG7w0Wlonu9dC<WK~@aqejIkG(>B(UCwB
z`KQ;4UpUkmqcj0Gm`@zh=3|`HIpUK%Pz9LfCF^?An882(y5}M%c&?vMUC@l2QeZr1
z%;0zQtEGrV>6}zT)I0s*o-tNh0I{xHwIP;l&jY?sIIUC%jyWT}XW2%fef_IU0H=e%
zs3@B_$j7Z50e~~pj)H;naoeRC1OiAN)Bu?vgO0wUjz=SJ9cfQIckP-^<BT6_0B#5$
zg#-c!J?TLGI*fFqj9?55j&nc<Tw@@6cNBvoBm<tOiU9;?9la<30e}D=lmXg&G2_Iy
zJo0THkN6r<OYp~!65J2^b8LU#X+>!riDd~V+i<agjP<Ezlgo&)A5Lnzp=;0gYD=a4
z*i+o}tjZ=2n_n}pr6RuQ3+E%RG)}%<f~n^snoy;X&!<`dbS@->u|IdUCA6kc!Lxzu
zNepFd&Q1qfb&_Htz>E_>4-zoA2oG9WnWLO4wlmhFjy>0)=Zcb5{{T%LvHH^jJAz_m
z3*7qCr(KAR+~SL*-8y?3b<}RbK{)(q0BFB<G1Q8V5M3W|2L`OL3m8%|HuF*2pcc+g
zdH{yqgBJx!$4YEc@0rx7<G;O2ZlD+F4r)7e%<n)Eht0{1fwT&3$L{(N0X*?i#Gu{s
zIHum9U;rHEkR1O2jkNy&wD@`1er8@kuNRyc&lU6rp%|9W%WjM?Yt8lF1x{xYS}sw!
zHF08S<23t8Z|(#rIX&pOguv|^byI^~*M{^vtsS0cfIF2q$gKTW!x#5+waP{Y^T-tM
zsH}2vD@f|A$vjuLcwPpx(`_JOjG!cXSD$!)!&f%ioKsI0<wKlTq9w%U<qDt*1x%RH
zvvDiOc!~}I?TX@lCEPT2_V6oUG0DYrv&%ExM#lpNxbKLp@=0vX*i@~?_Bc12F>NNR
zkfYv_k0etTIb3B?kI+`64m*DVTK*QgHl851U~!kh_pCFOZKQMQSG0`(0BYM{{{R^N
zbTB@GGL}F`L+?QyNIzPo4B$Z+Cj)4weV`Q_=CUl6%QGD39YsDqPvcY`V9$(<^s6vP
zNcQQINC*9)()dPmj(XC|JFV(3YN<Sox3RDT-->nPx1AfP!RttDv3W6$Xz)%6#WMC%
zfe36VJo8cBv1CS7`M$Lk^u*e(7mx)4C%BeHw+y&B8PBC-T+8;&GDv1zlfV^bTZvlL
za6#jdSn#~YCtf)}tuzM_KZdU*k>1_@Ku!i~sPNXMEA1yZuJ+W(ttLPN83Q$0E@Y17
z_Z$K;c&k!kv4x{qUun`1kg0rgy0xUg)psdm!3LyT*yFj*>;itGpDpB0r{@5J*ipC+
zd;9Pca$s@Ww|cid{Lxx(BLo0XYJy9sUeFEdA0OxXR$cy}(?R7a7zZ3w+Tn9XPZA-v
z$QWQMDEv&NN6HEH&2vnSQ#^t1+M)8DKs}9DDhr*Jp0qAzD&!3EJ5|`P3rmK40x$+^
z&*FJtm03yaTCH--QPkj?P9bxv`*2%<^KqV)i{iaZ+iC3@w+=9BmCWu@SUx-AvHVFX
zmfj<~Jo7?YgJ(Uv1JKfLKD5qr%`a-uk;Lu<98_q<Um%}qT5bt^de8@;_+waUY|L^o
zETaIES`DZXFu^5A!REP54Gp^PX4|{9YfS2S3=R(!4mytJrPcWa6enkK{(hCf>TCZ1
z6BoxuY>MgSDDeUto_f|z<(kaGRXHQJDWzaB?-V1b<2+IJmJ75m6kkUBx8ooV)m=x(
zNI!)%A(FQ}E2r?a{5DZIkbqmga*jzf<#M>eG};5vhlpX0LRr33*wz-ctgZY-0l@lo
zteNhhlTM8zAH5w-H|<e2oFVe?;Pt7shjO-lUrI7*zVv-@`PB$q<NDA~JW_QulmP7d
z(&yfrnkWIlfN@KnDVaGQ^md>H&pgxj;-VZHUbF!raC_5EJ5qZNX*%&h3JCmaK<WoU
zQ6JWmzGwn=kw1h~Y(Y7uQJMf;(tRk+0Q%4X4>SXs2^5*dFcykw>r0+ZAQbW`GsOVV
zev|;8g)eG93Nyt3C;96}1sU)BsOvxvLx&ix{WeB@qbIF%>-Vc)Phhwm=wNkF!nobI
zR96j>qaz)9cBb3PNCT6{6%^ktIW-8QR>-bLJmc}LH77j*{&k07<N`6&`t+@+&q4_U
z(=?bCfXMI1JkWX%n~D_f!0XO9rsZ>vKl;>$FFfPFVkkKyr|Cxrf-rpz2dNn9b3g|@
z2_H&EJZ|G8W3Nusr1Op`yRtj=paZ7^pMK_-?_}fiIHvG3$LGy2Uc8T`0Ct}Y20Te|
z{{UWZ{{W$-6u%6Q{8YCdzhiI1=SnL`>`N)YGdnX8j@YRuQqF_?im0-=Bxj-PPib4_
z!Q`H}tcopM<)c+!N+nV)f{vr#rB{|#LB~H@MwqJPo*UYLEu0HLz46kL+cClc>s6V^
zKyqomYk7OK$7*0)xBmc-lFU9@81B5?&;!=1LhkYv{ONZwm;ilqiU5*VCg3&>+|%x4
zEh3!o4OM5vil81()}@$*+s|46l6eV2M;v0KjzS?Jy3)P^dYp6ZQOEnlC4s;^cAy7a
zvDm=l@utI+k;$h=h7Il7qm7HsQ1kfE0!1M=499`n=|s*BIXN7PQN*AV#WGX0_9N>+
z33Vn^3{`pM{od8|sijpAh9LUpnDK^)Hs8X4Bl7`^00V*fQu%;J6oH(MG17#AS`vDZ
z>qrqyP08cE05us^v$SB<n11j(IQ~^y1Xh(pW3R1gI*7J~015#W=l=j+tP_#wE1B`d
znY+`(s0nEK>H1e&baq5A0nbXUa}rBtLk#X5@jx@dj(oxhInFv)rg(QwvP~u<Fi$bL
zIr`N1J`k{#mQffCPEQqKG#KJV*vuCkVy(-tta;yxtRl75-H?whxd2mqGiENeh<9*`
zz?|1_d*O&~rUA($RQhLzZLKExG1nRO_oJIZSl<RVh<xDp>rl1a5wTWp)~v^+1sKWc
zjML7S4=l^iUTZRl7s+%FoR2|P<B=mA4wV|(A`lm+rAn}(r>}YkVi~0#YPjGEZ1XcP
zA$oNfsb-7_$x+kVk|Z8MVlY6>0LU&UcU1vuywl9^?F-Fai8sV@0sjCBYzw@yk<+~b
zGkn>M8+P&sHA{8JBWWax-b5a2sRE*s5(wHdC<6*KoMd42{{RYu>~39|w{z2q=^hnO
zr>H$?Ws4DHDBX+_1v`l34wIKT$;rk+=}NjN2PC!+W7yYDVGSPOG5BJHw^EtlW2R}`
z4s7X4K?67x@uQ~9^XZ@dxB2N^8rvT?9da>`S`0g785|y%9VuK6bu@*+9W&aZeI%0E
z1b}O#l0B{plaBcmvqTqe&_F#%>qW+LGHFd7M%;>p?A!yjI2}fFU1X7G2LxnPYicA?
z2m`py7Zr|1TQ($ot<6)ourkC|!TNevY%NAvNa@~~`fBtl4tnOD!pD|g*vV}9+IITY
zEZ3=AXfVsffDm}B={z59Nx;YksYq5l_c^O}wv6&DjlzoU4};(i2ms@*Dna3t1LY@<
zv~wV_fLWDB+>SV@Ji=6T&2KJ(r5#8Btq|zRy_JdMy3x#l#zqXi2{o~x_<r+TxoDt-
zv}iXoX8=^kN=R4{jAx+jU2lgxK^KQ~+n9_1ynvM;b^6q|*l6<oZopdKNdRrZc;~1-
zmCsLX(VVF`HP-4DPjM^UNaJ*bzv4|`U&XR6xg)JoV9|`qM_!aJNUf+e!EvL!<L{}f
zT09m>r^@pMGIYaLT$2@GbcjmJ@*eoBsT^j=umg5$MNuWuCsGC!<$b9vtkO+5ax>nh
z;9z&4pK9HGA|Rme2R`(l*$|K7JX5$>!Y7J1R>9IEApGZ#YR;O;qL6`;^rvtj&$T9f
z>Uiy4qzcMZA6mWrl^=J{6kH6f(&wCFwZF2{oFD$RIB6(GaM<;wC7p{ulmGw!ubIqY
zCPi(TQIybuP@A*l%$$#@oXR1mjl_gGYt5V@2_t8cR6-I8Louf)gbZs$IVH#U@A`ay
zf5L9NuGjT^J|6ei;}OiGA^Ju+-k%bL-|t{8)7!1)b!!v#ar5<$u3)Fpq?t!Md`Um>
z2Q)p7D1hrNwz&HDucJ&HWANcm^G>gM9d}?pBj+cAJQvCp|7X2-7xla2sE#|G(<>`F
zSd$oX`MM?3)ef8m1@%<-|F~;~BuXE_?uHMH*4+^*Fc92K2QhZNu!1Cy4{&yY2>8GC
zSzaY_G;I#_q-yut*S<1I-zA=YEBu%`7_8EuJPg+nNi@^TxXphq(fz0hX#2ex^L0(&
zZBxFOheY22Np&G_21$`&{Qa8h#p^IUSO)Sn8$A$M8!xfl#&G)iy5W-hiS#K`YIh9G
zIrw?Zhi<oNh*3A!mHW4MTHZp$Ybh~TqyFmM&i-OgE6Q)|&>q<Rm`mt2W4MW#L{#-D
z(L$?vEm#@9b9{Zs5<#P)3f$B5kqoYz=y1=%`A7fsdDMg{8k*KI*!c|Zzc4V73hp(#
z#&D5sUulyX0#hHsAk%nBDO{`NU^J}vUr4c*LT7}xfnX|FW=(@&7xT-uEEG0TT{9VF
z=#;@c=6eGl{|O9<H9}Sk_&-%^^A)%agKLEZJZjdXkxhSjN#c+4)7P~2SE?d%4D}(S
zy=iBn?2GRAQVdin&nZ`qqlg2s_?(`Bf-^M#yDaK!Pu0J{zOOFL26bS@$9-)MZN14n
ztARVMtJHYM4Y_D;cM>ArWWm*nRKtX-NIP601}z90K=+na2Rr`*T5!l2@*(YGgftVa
zGcC-))E7#$ufI*ygf7wMvxQR8(EOMrawwm;m**IQNW>OLzdB5!tpk_&5K3nCFs463
z*2UMq&pWlt?2}6*wg8fJR8DbJ`5Src8?LQL?fKo1;wRoP)OuF|pO|;O^IwtKF~5aV
zs5tnlDu1w9lHwkS?P&wa(bJwKdhzn-Nwopdhx2j2E!rWT;;$yjlJ_r*N(OIMjY4Nl
zJ<B`g8h{JJxwoD<NA$xi4ZR%qLv2W;;lnX!hrv9^`}TWcz?wyO27v8@m2lmZ>AtVM
zNXLJ1%yD+1ca5ZdJ-ceJg1=lm>q2s|=Bk*)6ODdiE0%UUGDF$w1FsJnV7@On@E!v2
z2!g4ghcsZW`MTRAo@1_mL(wiz;d1rVxTvIO)tj)z^@_GutjI7_CU;--90Flj;9+_p
z4m14X-auM^v{f882Hd8`-wCH}S-|}&v@WdA7d_w#(O9!Pj!b*SP`5F|oC_M3z_0Tr
ztprA8UUcipb@wxo_FMvJN1Ih6-aE2!A`r~f1vrZ*Co=rrDn4{3-tD;LG<=99(d6H(
z)_)+>$idLpeZ5RC?-^|Jw|O$e4Pg^L<bKm$3MF0<&38tc8||`L_9;t}Ek%n-cWv-M
zK=y6VL_g-*n^7I)!u4;3Ns_Fc5Bu|O+kSX54N%<+M7a&&9vI%;pIk4@24op{?`WZH
z{qS4QTgk_-6Q(AMy#9VlOIKXf7B%+0=gITrOvHg}=_==h7EK#%ktec698ot4nAc@b
z9sqEQi*}{9Vh+OjvqK)X3KgIa2eGIHKp5rzEsJM5OaB22`*q%yj(GDMP6=3%+HPiz
z2*lQ3v{>>I_b|rA@uik(!<qgrBj=giZPIcd7P?j}rRuovSFn;p5DfCBvPV^jGd+qu
zRMueei#NQ_64Ms7kx##zs+TkB0;T8&Va2cnvog4RmC1>8L&elE)Mn*xw@E_hQnN<9
zawp-K+4eW(ta`xLH^%3qgVXW_JuGintIA#LKWk>ky+-L4sw383M+fp6eGwZzOe=$l
z34^(a^r^Iok>=bGw_eNIv{4mAUa`ho|IAB=7nGb79e)@p=3-zHH~v((U%_09eRFAL
zqhi0i3~}ksX735_9&~z~=XynaiVW~abtV;gtSx333WaamDcdhK<!4sSsG$nQK8WXq
zqV1JwO7>z7rX$TwcD6T>KJ`V{$B$}x2lO>=A#=Q>5wc$mLbgjE0~VC#2vtg!V32v*
zo1}!>_g@8{yEl|JR`Mnv>wjNd$+}A|pX~4M!v6u#93CJrg=rr-j&F`~&7UpDRdw?H
z!D1y!OzcoHc}@Rd%B8oUSSTefq9C7~yJm6%-*U-E_pCs2>`4fCx_t`rSzJ5aik^<5
zJN3G1D%Rt~JH2b~ui6xjPguQh9y;;@U-pS81X}g|ndC5^rj&|u-#6{l!M%lq`MDSO
zUi-gW8F>J2IyYXG^i*n&DIGzwz2?7h#=p?;1u#85oHdkv)-;`Js1XGg(42BS&-O+H
zs@{sL6aBPZ+*C}tgWf0~`}ycHPG+t0(NQs13x+hphu0r9X9oz=dn!Mi{8D$J_JVRK
zQ(T_w!}{2SKR6+zIc>90)gR+o%|Y(e2%o`z(_cq^7@uhpsuAhTy>vo-XONSTSPPUh
zeTUPqMhX@#>+BN4o=+FAVjQ=v?sqO#OQ=X0+PQ@YmL?MBd3ZHKpHAx!#i3T2B{E~Y
zVsW87W$Ajs5~n$4Mu1rf_UZJ=cYVu>;=vas-}wX*<&SiO#X>Rp^KY+OD5fIhai6Y=
zB#Q1$8pw<eRyAy;OjdR1fDhy6=FqLg605^Ul-2M=p1}WkrBo`Wq4eo)ZjCy6C`mF{
zGRMVKDFwVGD}%{@cwW*yc4IyR(#XBZQs%ujvCQId45ae$fr^GWs8s$|!3KLV*PQ}r
zSuUC|t-PBO3!yb4E@%*VaHEA{83o05OZ!pGe*;5noZLaSIy{$T0rURz5k!(E*yaBp
zNfM#MMN$qqqgVd^-vuMPw69s7&)kvRB+rrPLx~gSGJ|wpH6`kho7i)N5ZBAoR&fd%
zMujY~efM<Pc15~>*zYT!cD``4z*wqxS6^szVl*nv9$Q4H+GMO80_DR<ASJ~Zh_>(q
zp!vgRTyW@HbY7T@avJ+H?i3lOjUX^fR2~K#NF2<;`|Ashr2kkskKgN6IEfATQ|t_A
zb0`K9P3XVHaiY}xC{-X(fQc*&iS1O{tw>G3*7#HY?nft;=d~w?oO|WM)Ce!4M>U8-
zC4A2MP)U0x>Gt{FF3oqtV{vD1R+#vH<B^fyU{j`E{n@<~iD?-2%(BU}oRq!{95=9L
zR3Cxnh&|Rf$8VKI%uUZ10l(PwmL@=(Z@wTDLzhd-m&L*ZwVBq&4;pK8H%mpwaqAtD
zCrw?H06Ej={p}v4oCI5V98agY&*&HBufD<Kd{SYk=f@}8QX*9?cnfYK-hZevk-Q0n
zs1Mf~WSehw=%QVg1%Fc@X)X_?q=3KWyDxjGkt+3tUYCw_Ok1GN+U&17yJJ31d=VJe
z38*mlJAC-%tt(9H*l7A-UYsR=VL~V@qgR>n-mELKZrHrwC&}Z!U*(PO0-Y8&x-DO-
zZ?iN0*@~MO_(@r=qS`4o>O`R#>&ZOwb4t(A{7mJlOdN+cJkkl1*}Z+ar+Y&nY3Zq!
zaw19t*r-6I9on6y36;uOpTepPoO@jGAlCcu4qZ!4{d?@E@4Jg?J3MoBMI|xsUDUhB
z1DyA5eldcidvs8J-aX?_Xc}uHZ>0x<uQok;S=Z9A<IrW72Fqgi->p>jPd+<Yc=8?X
zxXHcOeIMhv9vt{Qw-qSF&XJJ&C_pFubQ=uzyR7Ty9v)aPEuK$IrWp*Ccz)$5-T2=8
zN+I5j`}5KOu&77wNy}E?4)i883ZYKDJ^k8D%F4cesOFqtPmFz^h3E>0rsonC5EFN>
zHPxU*9>Od3l9yGhoDGSgMh4Fd&QsxohR>e!ZCk)8*T%cV!;hu($l<R-rB*9$+I2~Z
zt6JX(1U5w4<zpJ8$l-%eA2FSSxpPEj@31+>^r#q|GC3@gEBNn5`5U^DSD(-iO1Q-2
z?8=n#r776F#!pC`pF6XD<Y^$0SBvKJk&Gv7lxFu$Oh-CfaGS*7v=V*X$<zM<XKs}y
zU*MI<6YdmcN+gyj$e%bvxj+QX6*0b(czumZ=A*g>&RFhGU1$mujL-%986R8;_rwgR
zK*{_W44=2t9$Z@dZhI5L>8H8g>b7=uZx%j$nMOSbW7`2+<e4<XHC`DR5s2aC?+oR2
zB(@FBlC;f|)>J!oJ7PIEKgg6f&lnW;H8)Vs(|}Sx)iyo$mcd#n?`l~K+Tub%y;OR0
zv#QnJV@LB(8M~FgLR}fk!~7Dk`Wl{85xvS<Da?1-W5e=k^)>Zd>s2!<8t<)#L^vk|
z5Bei;^Vz7HV}%wXLI12j-#9H9Toq~jf>mE4+%6_bQ|srk-Jo0>%k<#RS?%>Sd4zAm
zT8ZTRrOR;FIL+)5ykdZ!=8BH>lljC8q>X~uA<=NNx*fB@PLj>r<fNGYfF3k|e+KSg
z?sRaqpPK0<yO+j1j`{@qGwWSLA%r27flzzA(UCwxTLtmOFX9{fK_`5}Pr<u?k6vE>
z=1Ax#IF7y-(ocPhDdRXf;d93Bo#c~|f{kT(C!cyC*C-Ye!m*Z?`@QDQZB>J5lv%6b
z<BSz13qL_#o$p$tVEVMqrwo>K28~Wpk|)-gqbgFe0-<vOZ!f`FDmS`Zc0zI~Z$pZ|
zoo!>(X?k=@Lr1HDAl0f~)R>f7gqdg8xr6@64sfD;eb%IW-1k>9Q_Z$C-fU#gxrl}5
zN3f3W`5tPiIg+%{SMgezAyaP2Ms|9l&@pMh<VIxKXL+<uOjx$=iBz%L@^jBvNlW}j
zD&Kl<N=({Xscw{eysS^tk@OJi$#JVqao>4h3lQwC(jOaW84s9v{S}eIJT864+j9H{
z{-N`kTOubTIusOLV^o8yt$FQW&o$(lzcfIJE3yA94xE^~k@hR1!m%fJdL~^Pjc5<i
zeE4{x#N6LIy3pnB8!&Or-VE6LsupED_xf{j{>GQ~uPK3TtlgY>`icOpE#)CVNQ<5<
za?LN35%+1k@u;D-+%XJ^s!o$^9MfSVmkdde7&+}?$u_hQ$rTBGt~SKwoNvTzQ63DF
zjHR>jmZ?f9rqM>DC@p8S1s7Myv?nNEF!8Fh+XHDd{fMUip!}=(1u1L4waM^1ZA(98
z6>#eXsrWEvK|wk=?^|p0@NQxf9^T=kaEwNgY>mhk_SQgdppX-=6p19vT#e@3n%X{Q
zY4A}3Y)}r$eQ<Gce;ee>TrWKHPI~LUXxWPFYTuLV2Tm!`7fs_sJUni_JRK)EDy3{#
z_#D`+SSfTgIl`_HS$+J3AOjsEOEtpzDGyhU=m$|wUYm8VuhU3yA44eM3i$v22i$3H
ze0uV8^0rNFX{-K%jW*Q*(UPnn&;1`@D4o%9SZE4Lj;OWv{gm~WMLDL>hlp|lJc>^9
zwr!SPQ4AQRJLMSCcwyUC(jKRTlp$~k(FlCH!>A<un*~GpW2q5}Ijs&~54W<)#jEaK
z2`wC~OPWm+o}>ENxd`0(sWx=k{hnUH-|=y=fA%M~6|npNrc>sw-qM5G)TZoRD@lB)
z(Z>f)RXO5cayU-{ZtC5ZHSJGy5%9q9kk)M0!^v(V9*vKM+4X)+PsFm>Wz`DuUUxP1
z^B3LAH2R)i-E)0Fdb&e8_BCsAd-G%c%Z0zfy6Te37r6Nuqu9!~zKfR<ta?T*DIb=k
z&mK?v9M0I8$~5yo>lYk>2kQ@(15T!#tlxbXY%BBo*g-hum-qWaFB&MwoawHGniC0Q
z7l@JX_$hpcMos9~v&Q%W&YfDFfycTb*b>p@{*y{SuBje)46l&S(*7nHG<>JR7c=%-
z&rfdQPW{b{-UR)f#&yky<SMY<rNaBw#|Ym94&Eh4L?HI(m)fZEJT-$sr_*lX3H8YI
zE8kzc1Xl{Vx|VWA1*HF6zxMeeV@~`Naye)bKjMV@75tiJLriu3@ZzMoc*N=91H%*_
z45n`QI+E4s4JRT;z5L&?{yg_S@$ry3=F33Sm3t=x{7;&z_#+>F??SIp+E<f;m~5ly
zqQa@`X3scTHEIz#vYLhrXp80KD-~>UM!UT{f+gGJ7dyO+trk4$d+dAh%dT?D^ee?y
ziTh=y99R-&h4;?Y(o~l}`ZJ-*+mMPXou|z5%XjX7KmVaT&u_JxevhWb-@9Tpaj`<I
zt6~;8e09rH&bppue@Fa~xYfSNqQ>Q6J;linju&4Z!gZCaG@fOL3y68gcKF0dDgHF-
zG#{e)B0{OMU43CyA)AM^pE`JiP6T`S3R_KaIzMbxQ!6gS!^K0ng>&kQy!)LepI$Sr
zZPoNVH?G6*$uCg5GK87ejktT9(s^WZ_0mc>n0GgHKB4fr&)v!fty_Mv4N$-)r~3Y|
zv;NyRd4k3F4ETE#U@gs-L-(qW+RLA8x4yh!IVqLdR{0g4EH6;y^pdSfWVMj$XO5-|
zhU~dMW;u!>M3W|X(Gu6|%5E23b+~c%*XT&^?ZW|PDOmwJ6tjzJX1WfIEiG9h7UStS
z=hJSaJHKSZ;E4vWu3bDia-P=3Ld6SBrq%9Nb|%hEdXKelo^f|H^hS~5XH#W2w+X|`
z>fIYppeb)-EaNd`+iP+r;f?{pi}xROHQYGgYn{s5Cp4H$zC%^jEbkng9J_6lq-j%n
zZ9Hj1l$lMnKcxS0USG~&@U5AaS*%{u(a}r&$^<TVhuI0|{9Jo2)vbCfe5g0_jb@p0
z_5h;w>UwD}QkoQQGk<29ja)Cy-dxE@GoH53I;2lv+#7N_J_jmDcz13;!6E9c>=SKY
zgJ=`|M~)v%IgetL@R7gsZC2!*jpYWZW6AM^3Bx@v0pYHrftth5$Ydj&hMDn+LlVuu
zIogTRWFj~tCqG2CF-EfOWto<Ca2ZLDHHLD+L^->#B(T;_nvH_~DO2`n!B*%sqUk;P
zFA_l{PvD?oA%Q+;JUy*|2CFn*xzqbHyzItv2Lk0ypJZTX3HcwgD;s5^?M(&V-9eSs
zJ&o_emL5=OaEp*lP!NN*7{5Jx_ue<HOoeeCnNekD{s82UMD>u;w||O-MxO6wdmvu3
zyhL0!H=fSaYAf87!WP?dFX2R^ez{BR`K0{HjZtFO9TgC94AByts#YNj=FTEwHGGB~
zmZd$|6T@e3N{KfzSlXRh+wY4hStt1Kpl!@t<qAK6#;ly?M^$)&h8D;^RmBq#e7)+1
z!uQ1@UUlgFHM$S3j-_Ib+c8AddGeX=?@gl`Gganqyq9PN1j?7yQtlWtU6p54YPw+S
zM#oX%*^%^!6iX`>(to3+!iiD-)cNwX0>ikeI@FQAnI`jD|29Oq*-H2|47yS^ut@a%
zq*(jrf%`>gs=e!vD*gJ`YtBFDIqcxxL*CLtf#5~V-a9Li%L){%$P?KUtoN&iSO#Xk
z==%als<WJ_cV$K%eZqA~2Q6A1!8}ulY8pw9E0bo`U6FDb*EeAG8fFz&%x>rQ9}&sC
z#{$g&&5di>YiY4d_I6*QP3a?5&Q43dWQDLrLyt4M9_*jP|4I<a5>{$-wj~m8piVdT
zVa(-HgGND$TKmXZ>2XD?z_J!g)3=uJC$G|$jFT?$T_T#9_CJWTy2@?EC6-(b%Tc6X
zmMePOEiA=dqxr?}sa|_nXM`Nz*)M?*357mLuY%l}Pp_YAV;3pUk<xLq2Yo&{m2*-G
ze*d!)unE);y<zND3pK2~>xa~klSK#iV5>gxehZ;LQQml!^oJ2kC4l7!xBE~4aJZjR
zy7ua(5I$D4;jcy2p_Zq^w|anZ38!;Ma9R2Wv*=?6`qmB56erHfy6D<eC6MU9*njC$
zolj#-huJwPS?-jI=aooGyS@;3mYkh&CgYes-&e_abKg;J_Rjb*z3`HYVmvUdc<oRP
zRm_)&rxs=WO6&85tNj>;=9jOJ^OA-me|fN0${o-Inp*V8^M~J&(>wE(T}AYOd&gW<
zh%nt{Z^&X_pz7dS7nF`)PXu+FyCSVfe;~6D+aZbS<i%;|p`<0M(KHx-V!Z%L^*|GH
zLyEsQN#79x3&xsBgQ-Ag7>B}r3D?cNEV5jN<}$~(u&a-w`n0hdBFhiHv`8#!i<f;A
z0>=>G=b5ShC21ObgoAhqm*Rfh|3;Mm4J8L1;D;`STS*<dDpQARN~1@5QC*ERKxb+=
zE0y+bCZA}?Z~ntv??8(ApE5c4e?W8r?=}37l=fo;fQo2X!r$Y8Z4F{)S-E!#cn838
zRfZ1<UW@A#)PRgrZ^f~s*%ZKQ=igFJ`0PQg?oxTKJvEZmo4cOd7SQZ?@rF{y@R}hb
zgX#ZJ7U^;tVm+Vss;jV18mb=QZL=Y7I-yJ5e+{IkJ0tM2$MjkGX7X=t<kuZuWo`9y
zCxO%ZfbhvTx%<KBq^@3RgM2S8=N}0WMzyM)G+d%5HB~%lFw69iP+<Wdr2SgBwVQ7i
zvszZtAev*TyP54?Er}7^Ow6HJeYpPRM9_J0)fKZmShk=7N<MtWil>KCBNxcG-hspS
zU(i>z;4afJCqa%!OQn4sT-D6Aq|T5}=FePh9P=hLH$gyoLC)*_k6(tBm5A^?f?Xln
z#Vu8Efv{*Ym-{F1v=pktuvs;C&l~QV0vrstx-flFL(bxzTec3!J5>qfwMXXtg!xX!
z4Y>!b#}r4teyQ30NZd@4&*%`GE#6RO9CbHsbnpqT)owm_N?jL;6amhIWeOhdzEr*n
z$&-(^hq;#;rQwJ?Qa?1h{U3~aw<I<5VNizwuALk`av!0MQwFv=wO!41-<}!vSdP`;
zjIfEq9e}jV?NlX-^Ngvr14OcIKJOF+rVNa_J?Gut^Kr~xvXZ5>oK`2`f3VaoxT=mk
zDC3yjfAQ=6dM$iqyza`Bbb)6MK-jv)F00eDwP;I3Z}eW!>l8y<7fUmmK%PYv2<|C?
z!1@PI9aE?H<PEswruANskz`3Y0Yt9n;e+wx=ZHXQ?bwedt0qWnZa-I7A+HbeCNbi4
z$P^|*Hi?)AlGZ)TOrPYak%Q*q6}sqyaxz_#Y*32gQ@pR`<oix@nVu}2OAgv7aeu3c
z+qU2`HbU*jUpiT|uHij^lj06qG_#Hg>m$*9fcv4on6i;r6g;SlRju)1i%e@VCNKh=
zcrLq*=`5O@(e?l3J}&ZiPGe6))?$tjn?DS3289)YXj--kP@D9I|FpQO?JU+`2(zA{
z0HZ>*MV^=^BSZuFSfcPOeq@yD(3$5vxDI6nIUT7J(Wn#;?e7vWj@b@MdKM#ZjMF_L
zGWanPp#`Gf0wIh-%=#JMf`f+QxT<FgMhqwK>tXBLVAsh<j1eO!)->yTp3Y>%!sO>^
z@Vk>gT;Sny7bLj#6HM9a`R_MS(c=kiQZ!Y&cjXYNf(|>kCUc$W?&1Rug_6@O`bb%_
zaqTZzgg}C*S`fzI-w>BT5@K(0XsTJeyBWfSmRC`xJ9Q-g=*vOke9;gJP(3@Fs+7Op
zp7fYMCh9|VPod^bbx%5pKf$bZn$&+F$gge-%gV9lyUEQXzTnG)Z^@H9;Jl2|AbN2@
zcz$%_HkWj-f=~z3=Y>Pz*~PIe-S`Prp*d}l<TtGim@N&?u~GR<@jahE$NPB}RCk6f
z6PDhsF$Pl+FCM@OTGvG@4VGKg?{-+%o7HqG+I=UZrgQJsT*Pmf*?%xN1<0tAW(uvl
zIT;;>4B|3w+eZ4{#}#G?$?|JgX6+o6_O-(*vRRQ)W86TL`WZyaTX>kCOC;FDNqp>3
z1^{NY0NuPVqv)WyWrrg4W@sm_Am;8N1SnEk=Aw5ti~WN(qmBVqgyC?i<uF-ChPr0R
z%N@@`=UUxS&yVN;&LIGFj!teMmYsuB_pBjVIUtPK(K#+5Qv#jpCP9qd#(FK#JxhuI
z_a6|K&Z0$v78iJ?+Kb0^V%0*(kTT%Pjo^&+3THX8;nE@=xZt@pqIXcg45mI94|)jO
zw@S<(6M<b>?E|%w52Br;8;G)3Gt#z(=Ptij+!}o82PPu|1{hHVA<daw%EdPZbw-DN
zo3c`>4dbs$ftt&?5zcmhRYv}lao!7$*3#62>$~v~Hy(g3HJD>P$5<2fs9a*c@s|4N
zNjY~!9!{OMs=WC!^lufv$a@7v-2?Vx2aa;RI)(UQ8Gr683cFE7j1xWPXPth!L3B#e
zwc+<*Zk~@7^u3VgzY<$p7ZCPq5F8UjgBkCemwDCqMP)y*Qa<0QpmB#MZCesDS5^sh
zlAGtLYDOX^p=d&V;*JRU*`=^Ds`W|1c`gBTxb28boV&<3uK4d$b%1qb=z0lnXkQdR
z-RowbmT|hI7;Sy|#2JrZ8Sr$4{j+7B)rXZFPbN_L&mB2^WR~>hftwM#MRK^>zj%Gy
z%J=I#f;QiAaitNu02fXYZj1Af^pwu=F#Wb!tYpeUb(Q9o)hycHtzGas7qUvSfSNiq
zz_B+-ejn~lQyj%(W<9rueV1OzPzi>x9)T+`f+=(Pg}LT;?<b%5$vE*SRhMhgFL;@C
z7xj3wL)C4MAMfMqFp{PorLO748J$B?!kkNalsJQxRq4eWWyQ(AX~PZz&^<dPBcZOa
z^~IdnUcWuByEmcYLZmZl8C`)}U?ET1%OY-DBHrM79>=yh;`9sWCt<5A`4JrVd&g1i
zW^G;=W{>0i<JGu`1K%N2MRxT?JGibtSTY~E`9nM45!l(8CH@M-H)~ata^8E<w%#+p
zGg~abrTPfZRU@u*Lqq6e$zljFVS8`kB36S2DQ)cf@F$}8h_L$e;y)yMPYn3Z`_i4B
zqsfuE*3d(Q+?@fJMsI1zMfOG^UdY_1Yz;C0WL})nBI0oFnsk6*r&{iyS`nPRQAzFn
zowhx6>~a|ni+SyE_k5z=<zni5b}?6^|NGL4qM(sXI`{dO6M6B(R=?_Wyim<rsaozV
zCMxgB4fzbZlR%7`2V&TP?{TM4HJG^~9kl)BUdB*O-4#?Um%h2%fg=Ksgu7&<UDi>>
zaOfX>4Lv(g>6>^nY%O0*7_45|fp5$Lp~FzFIq`Cq2D7GAwbU&3USU$FSHqMY1kwzP
zVlQXfX@t#G1a!-&+myVwvafLlf0>f|=bjA8Z3X{`rXY)|n^C$sAk7LIugA`Ce?zh)
zz@*<m)%|9<_rEZB`xX_ELHFGakhNcZnX024R^SOsG5)NS*($hXdRS9`L?T)3Kraqy
zSS-X4br{criEp))A2K*g#%pNtHwqJr?`&JW5WV+kn)Y3&hLn0`paMpztLILm4qH86
z*4I}f4Wb+iJ=}WmLaU|fJQjxCD#Y_S7sM+5?sC%7(?!(6iVs*Ixbn?gNM5unmz7e@
z(clb@t5O2Q0;MsHCB$k}7k4zrl;2Gjrk-l<bNAcV=Q`|~Q`P!i14}ozgRXc~`T0g%
z@P^oba#1j1)hXKhh%@Fk#4Be%t<5TI-z^D-7f_+5{4S!n?%nM{kv@Jlw+#g<*oZ>S
z4zZAGCYX1(GEi<42aBY}Ris}+rdA3duhW==l@ndsQtFsS(K&`wXNyO811|v-0pb+U
zho{O)^grKw$4()od<J6aC8P@E(Ry;6M?{3rlNV>nB)W0PFGkw%e&%6xJ$lbOi5Sw>
z7ol$e-nM<1izWy1gce&lxPyAxAc90QKvP^$>d{kmvM7dmXT}=?Bn}gkW7r1)LuCLK
zQaosk>Jm$PXO-(NUdyOM;&9XX!vGrYLD(Kdv!#i$FrDEY@M^#VXnuqj^!2~%iZi!U
zw%4Ne1Wy<LyY_!&Y*PE`<7GP>J?D_a(v93JR>T+a>cjT1%?JO6m-ee8Gw-{f;6C0f
zytf+487aQ8VfJsxW#{XrGUTwwrv(i;N1gGZwc?b=w6IPeqsZSsv;~fSf;C^bpzTH)
ze()cFVJ%u3Y_>2#EDe8?8DMM_`40@(J9Y)^Fp6UONbgK<7Qh-Yj(;%^yBav7Tf>Qk
z+fl~%wJHj@lV2%nC5k-Pc?e(U<RnM__3@3E+AN2>TIY1AME*8)%e&L=YXGBV9*ar_
zPOSb1u=EXbaBXGfTRD$+-N>gNu2+b+5Pn<qjy)6Jp#W!Bt#Sx#xI4uGY!%qA1HW8n
z*a!`d2Z~B^Z@w6{5xXEe6jdo<tgSE9O_u#T4W(uBN++=Ej9@;%yCRx*JA`V5DBD{w
zT{DFd26OCjMgI~9A8r=F$K!#t-HNp1*R>AHnbfpw^~e1P`)$g{3ndG&w9y_ew;t8A
zOm?-BB_$hL@p284h26h<9U5n()+;Iak=cy`Zr$XGHA|%*E5`J&|A0vm=9Z7vv`xEE
z>PO9YVEr*{u2*IMPbs}&>IO$!=&}-R^2=%0+;tVSu9OBxt1}zno`}`p488%DO#cJ2
zV(7AJFpUb}lmlFN>u&MS_QM;<;s<+<#Q_`S@DvaVRVS+c?LF=b?jPDlRP>th-hK;9
zn`im^o@`@l7fu5raw(v&6vtXEfI(xz82(;UeSGBxI_t`pCZ(pft+_mjc%|0jX_|Lz
zcH8fqqxr9aO-Y1?+OX?ObLDUM5n-jZ$N9KpDL_yyN)(0dLuj;>X<4ZG6)zydX2|Fp
za{4?Ggux<dKo?GX_)F*!7+;_ksSM1zrej(CLr*eWv8}D;4<S_k#|>5n$Wo~8G(z(s
zWocAKL%~c-LM|u1oBwM8>~W+U@9g?|`8{SfA~3YO!rk_KmpClI$7P|#2?!xR7T3^_
zeNun0INe8&lR`?4`s)K&1o99Ks;}52bZvCtb6>LQIYp5lzghrCrTS@Rkh|e)i`qNM
z<`O}FM98jg1*aFhcHXgSs%2+$*P@LE?Ee(-w5UgqigaFM)%N*#%%yDoHoac7H?Z5w
zC9kZWe!;-lHZD3w?QfM_5tt)TRxeUit#F*C8Cza;n~X4II%773cUUW+F_%jV=ht?y
zxp2x5S&B>u13Y&(%Gw4JU3fI!+DPZMdX8?{B=b(aC58u=&qLK7VauEkN%@lwn;;M1
zxKg|R$<yM3IFw|ISSA$3!S?}Dv1v?}<)@D+n-$~|e)P(o?8|c>96~lKge=#KEk8z>
zuNLrlG^o4RDTSZ!G3r#%I}Km~_jyZ8mqUEOnl_K|dlI{*SyfvA?wL=>F%ogrhZ#Hk
z2YgAX*-*Lg_2zoOgvZ}~+b3Z%eOI-d`Y(sL%OE+9_2^m&r?t}{h5v0=65-y7l`1G7
zc<<V#-mke3^;S@kkCTtvw_TLVeSyqmm4QM&G<Oza?iNBbpOo6NA*`KO-yLo@Zq|0+
zwxl)6ET|3E!&?bm`>(6puq@8HNUIK0C;IoI5mPN1huoEI7i7?8atd5S_cwqO>+EJR
z6FAys9k*y`#FuJ#oF)r9*SJ}50P`;0o3NVCt6bAgfn5&UEUIT|i`V>brC%1>!`1I6
aJhc4Nw68DAjH+$fry9$#UOfKq+y4X1YC%E(

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/images/image-6-Silicon Wafer Close-up.jpg b/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/images/image-6-Silicon Wafer Close-up.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..b67f55407973e3ec051f8a38d5810f4035fcdec6
GIT binary patch
literal 73613
zcmbTe2V7J4_dgs&P)4k1f)Ga~O3VeJj2jTKEi0IW1j%3+(H0Pz8^nq@u>)lYmmzyx
z#6n2IR?%R=(JC5LG)fY1Q0v#CQnz(>*XIPa)qa1!|MPzyeO+$|keJW8=bZOApZns{
zi)*CGyijf^$;^yIGK0UQ7vGVBNfRwCCs<lcoG@X6mDNORTMF6M#>Uoh%G7r#GimS6
znn{~6WA<G4d9&&B=ggSF^hM@-c%mr!?mWNu7kDjl_eQ-;FJfk8Wo2t)>p&(ucsb2*
z^7{Y$=fzQy-9(FF^B8k8I%%ApnYo?WixZ@G;s0r2Hui_~>W|qt^YIpz6DC?&+rSTW
zO(u;qGdCYM-rT}s{CN23&*A%|@pcwdoIC?9rwZdH&{HX1TT2=y&I#%~MiuFQn(H0E
zcAJ&8{WJ$hnlob_6LCRVKE4b576yl~Ll<+nJh3D)DmrGVG+||8(kC)Zp0;lNhK-vx
zr)Oqm=WNf-!%NG`D=Mq1YY0W7Ql)NcZfV`OU(<Eq>+YU|y~j^z`%a!Z-ES}s4qdo-
z>GJRoBiC=-9R2au?K_ViKY9A>`Om-n`kU!<nUTz2ek}O+<p=xM=dy#(HE#TP^YIf*
zpUZ6AMmWsv##=afT22WRPKZmLO8442krGtW(0R;ij<@J1YW!Ngwf$W52j@qok2dzn
z{_j56w*OzB?C%fu&*vH@*_xX{@XYN<ACjJanE%mZm*E$ri+8@f_09^`iZhQs`HQ{m
zqu>5q@~7F|K3%%Qrx`zWz998Y!I>TBW~1dAkr@-!3{P0oND=a`(=er^TIm{KXUBIH
zj}TG$W|M|7=~pQzJ|8`W8?6UVh&hVmPOe&yj_@cVYFmk!G})OSO)(&`%4p=iaNndM
z8D6jlr9`<3y@u4hIG#I-w|6;8_nj8*GqT;RZ^9eg#Ij{BH^z%OEgZESNAE>PloF+w
z(?Q4ixg8<BP4sHEyl|@PzR^Y`$`Q+oT<RT3-|rk6O_g<cbcAg~MXn`mPBf+0)iJ0q
z?+OpWTu4k+y^*9St=zg*sY1(1!mz;lAR(JV60+S$&Th^WTc!dh!7-j9WSiTU;!KhP
zcZso}2m?&VHk?@>$EJwjNz*q>2LiupnPJUCWM=T%2D4YcZ+eXYcn#94W41L@kzqQ_
zxnVD#{QUE`7X0qz59YrhooY*dLHelW1*!i1O;_c6|6?|C{ROFjLX&zfn-Pq8F3~#F
zTaFZno9lx)O0EA92UT1lMboXUm#t>f>)6vA9i@W9gE_^xWp1_DdQd4!AlxH!Hw>^j
zY!qjY#mY`VFGJ{4G`(GZ6hn`4X>3R6nJAvodSGIElwxIDwngYEq$0khsL}J<(7x{G
z8l*ufk=@Qt9quS^zU*Rf*NTv=$Q)_GZi}enA+|`C<c4@+8((>f(|lR}nV8esqexr}
z&z{xvYGNT`J@8BM$VA=yj&gRqr-0?}9D1Bu!J(<WDl@rDDQ=YV2qyt7JjsnBiZEkS
z#Afgng;XxmbH<M?aAoP(vRNb8>lJ4@ybKs61J;;74np$kP{Qv=kT676KQ5C^$>2$O
z;s6V0O2jyWkp1`izluZg>yVl$GTEfJV{y{|;=a#fUXV(p7ytTJ{DKsa{;0p*>(9$S
zjDC3XS4())D<jrSmC|#fvPqoEF}*nn=UFK-y0b(yF-LCGorLrC>|<6}i*YgAGPeN7
zs6L1?VtgXzGuW*z5zzH^QcPNoul7@DV{<#u4nErhXHTwx6+A}iMHKqwm5r`Zyun17
z<ICs_hNMMR>z7tGu54q=8PWt7FR}Gdr8KXy`joYCVoRrhP9!R(AO*0}S&<FufT&u$
z8potc=}PA`;l9WM@zS*}M30>9<A7H9H?i!bqvfk~Wi$*)4Qye;G9e_9o(n4}<-uiJ
znK1>IGD(o|5#vM#({(Q*Nbp0Z<rj0}U#<PbH?DKjwH^%XTK0EZn5qSQ!6S*`YM(s?
z7jpw_xMNvn%Cxb-nSRN1j3vqEUp`9si=F(c_?%3>^v(P)Pj&p03ZvK$-{x#uy5rGb
z0kTFk>FWhzdz{A~%`bOPV>`Reo@}6PKql5(j^Z1bTBky-LsNuoZ|rKsGh7Q9qV}a^
zi604A&R2M3H|J?gzBpC45Z~x#ODEVL9&w)LW(OfrqSf`v5QsxH9!J4L=0f(sg{{V&
zpgcvEB3VftWGX($?~-+doDoo>5O{W9*K{|pQWr`yKGe6uWl9&96734buwt~D9Wj{-
z|At3ZM^lwSH|C0YgQl`I1@W?vB??R1?fCTl<*Q}N$V9CNu948POFP%dE_n4&Ez1i;
zw6mQrgTSn}fOVvi5T*(xiG(~TFc2JTG9|(jo+&43M8W{;v8x@*)MRyOW$D&zil#i{
z)xw%8n5p`hLu6DLu<E9enZh*o65~XA$O*DDQvWi|{;p+X0Wy2`vv&6)*M9<VHTl2G
z6Y@jVgY#dVt?PVuE~QaL5@)9*<asi+3-S5>c?H5Sw*AZ#6eav07)*L4ZVd&iX;yi8
zwH4c$QazwChOxP_)d(W+Q8r*2&2Y4vjQ~}bQO*R3v0oY~_8$0Z7ZIY2yd=wo^g$>F
zW@m$)G)@ZPp$3OI%YCGKAy|pj%a9M6C`F<=2S3|2)lKRuERobChDr-dJG=%H<$Y1~
z#<(a)xz}N1KtL41Hf5S&e(98#jii1folZov+#xv)iRviX9Y$<qZ%^~Ch5hS(r}ZVS
z5=o%$RVUlT40$55zt=4g>J5)+CNo{X^@fOXdhW}D4&B34!QMRHY!t7{m#JY;s*f5(
z`Tz?{ocXeAAcB{XkdmO0pc%-kW?_of2jBhzZJ6G*=g%*i{>pfEz2e@N_8;De>Uu%i
zGx&luFzfK@UDJN~<XqB@KO25?3Q#F2>aq0T>j|<&{d%QtT(LFeOqL-rR?IaN7--QX
z-2_UOkXwKpxjkA&b&ll)hij+HI=Kanls`mvY`pslG+ZXj$IWg8zCAD9h95`C5EnXI
zOvI2a#w|m!8Ygv0xDt)kc;Fc2iQu86CS>Ky9vyz2POlD?Lm7&|LoDR<F6i+cA~)(%
zxmQ<Wr6RG7P3<2`B99KK4b?i0?;5ofLRsG#+u>Q+PE}JIJY<;^gG-b&jw&nlf+#_~
zj7%={vg8liR<~tIR%cxBZW_Gc<&r=Ii@hWvX|eZXF8dcMswm|+lmzMPi{1lP?q!L8
zxx|WUtFS<&a-2R;S#O~<MNXxB-8NpI$J)oM0E$dKruub{7&}`+tA})i5~)%^iDcHl
zv*(+CcWlTKw=du9;X@A5zwaO2AN`l%&&fUYG@k2*&9{rr$&{2X#;Fy9!eQLHTVw61
zWm4LwO(_tKRCU?g6lzJ(-{a#8#GP!5hHka78MRHZEH^};P5@a9@}&y<+N)LQ)n^v<
zXbz6VYEYwKVX=N~*>r(!k<l|yVJ<+gb8(r{hhTG|$FxZ+b5E&DL{Q{*YoSXhB`2V;
z<>WfNEO8xniAk{9aS)x>9!^F9glA=kXEq6N85O#XR~Of+qGnTb{}A;24$(mEWIF*}
zHHW~cvXW|b$r5_8k+yPvP4lcpk^7MLp7y5j(UJ<>c@5@rT<tG$POj_g>yMt!Mko~)
z^`?d(Wh$z-;Y_7jpaTEcnF4JBYMgkialnHJGp-4TQPg8i|L-3CDh^|<*3@p}{>d`Q
z-m!`Xd13-qv&YaCylljTi{ILRdn59nERi3n8ae+5e&E|@zkT(a`Ng96O2;qm{krq=
z3zFvB5Oe^!)JQcZobBFFzh0%Kv}2Ao@E%wy+s&s6CEJ7v&dGF6>V^1fEDeB{q71E3
zt$pC;Q(0{29@wsOUSNpNFV7jkPKfLxq|*ac+VOA_JOsF=I<wX|hrZ2)4{%s(t7Z7L
zcnausc#k8cx(OnZ8PZ2XI0_<B?R^AZB{EiTiyD`p2AAEUIcP6bzyhSjK4>vKG_`g$
z8gxb*dPclg=UG|9UW;VQ*LJJzqN)j3ud%EO6*bpVc~AKCb}tEgjXbZ@igHDgl_sEf
zO!2^jkU`qVp{GkC7Oh|TM3ATpxmKg7z}cyMddEV^{H`<1OT%70Go6vU?7%p-WoZVa
z69PR(1aSFpu=^4gK#tHzOr@%xWGZ52FM%`<8!K$4;`Zi|^QsG(I?*@?6|^X!=%}eh
zkpWNdfE0SG(cj$iu6D<-)Q&IjKKt<LggrBK^WXdFe2wk}>FP%cYs5P=x&DcTQs<~t
zr8cDT$R38G@>tEuq-_{eDXUH@7{Hh_Pnzr8F-2wZfJS2-E0P_`<6sb4AD8P`Y8Wn^
zFHJ}dq}+>O`%_b^mGoVhdRrNd?NG1hX!`Vl5Z7Q?;}NHp#0ErNCqQG{3e-P0m2h#J
zU_`wOE2lY;okla+sBUtWnA5agN!PILO89gY00}7q==$X&mlN|{yZ~MIx(rOF0;W4|
zU4Ykj0(vtQJFhO80Lr0{bl({vRUI5MUM%39;k$<4uvL`fNWB9);C7S%#cM)u_C+CH
z@r~Npb*=ZhcP|a<(^s6j)kuj-+6uubhO6^s(!3d)*N;t!GzNpm;xktGUX``6-sE8-
zEh2&kz2;?`*=owK-j_IftO%Nt=gT*fXZ4Y?w~~ie;A;xYw_{OZ?#?_*F~AFw$j<J7
zzpj|6lv;OBzB~~33=6~OM|)JOfVT+aS|(96{Tt;rL3)BeQZNvyRTR_6!6-l0kW{P}
zuhpVPLuDqXA*ZyCd$mM{DKfdHV%9|C*#rw9IqbNKfqwD=oF5^bLode5fJ-W6xw+~Q
zrPhgJpA%nNb!1+;Qa5=x*iddr((p~~smWBR6yAXEAV!fV<LTb~#FkuB&ctlZ4rRyC
z8xvc*+oKbkYvgC#JUY-5ddVKvbho9hKti2PbU^uR!JqJ51zz(#4B}k%5XrEhd8v04
z*#oa}t(X?y=<ed>@?8_v+})Lk=+q>xbwQv!BqjvB4#mqeVuD|9X2olaW&*&lYHpU$
zP!ItC<=0#W0Q0|t@;Ze76`Zv%gLC0^Wiu0Ie{|@B1m7?3zo)mlP$14w?arUIyl-n5
z9xH<Df{BVr^#+<ZCq8p)=$#bG?#Po#mBd2hA!85cL!eoReRY;G+u2de5G6FLN6Tq!
zwVRVl(a;!j0_c{cG7A-VhB7;`0xgP{<9u<aV&x`44q}1VfB~7PQlb<T4-Qv86zQhY
zF!fH1Jk8CsdbHT6^F3mr4h8&G4hY-6W~PslUX7_`)yLVE#TQDdf<v6t*NOF11v8Fv
zTtr*#QZ~*DcqHKFHvaq|cF38iiE2B3l<Ph~b;sSY0?j~sBt&UQVM2XV^I|(ZcDrnl
z#!*hmvT$B8yv1Y>ywJ#Ep|~iT&5$HE-}z20pAZ|3HYCXUZzPqL<GjoeC`uey=Ql~@
zYc%lB`6ZWp9U0S^Y@(~>njFhgXv=17H)m62GtpF2bsOtai!c7?ZIHJ1$c~Ydf8c)y
zDRt=&Up;tT+3YJz@!LH&^94=905V#B-B4_BD1U|C17tG+$~+($v%SjK*JC>rnTDdl
z7(MDs>29)?M!8&1<ylaYGDF<Pi#{Q|Aw}ZL&>r>A&8(nNoQcNjt*#R6g_(gS7~L{a
zUBZ#2%u7#IqBN(ROddwIcbkaS-5$L9G(U)jHPNto=syNiv(kw|^Gcwisa^SW0u5PL
z{ursd8*(O)8;B-pdV&SM0Q|HOwqrd?8Ht~mD_P|NygyA~k?Q~tk5Q+(d32gd^Qx#T
zcf0sFDsDWkxFlIAxu@xMDVa3a5;sNY>^*cayr!kliK5({Q-`nWW;s$*jP$mB*Dk({
z(mGK|V7m?o%2;a|>l&tn`L6>N23UptlVKT<Q7_Yt#v4l{V6s9sqJ)3o=`ikCtuvvw
zw_4BrEz{m?Ju};X`u6w-ANjr@ZT=z`-to$laX3?P&CN+s5HXI%+ra#ey**VEUxzbo
z^6*$8;mr?VJ3A`MXfq~`D=-K-8m*}h?PQ|)K&KIJ$q7YesZ!HhZV(Mf<0E9KWPc3s
zyyC%1XB1CWE*g;1*j_4nS&F}XuFlu7#oDm0DSqHAv>D?TV<%P!$@V#_j~^IL@t<L^
z;|$rVS==J5-9?X?qND;P%*!|jEgwOu)rAqj45gu*@lf(UsJ*)Tng?hE&{N#U&lOKJ
z6~E{;oi^459pP+`4zu_}Q1)UV$lGFh?H~%pL7UQvoK9ryM!HQuD@hs&O_%U%S~@xD
zqVm;Q5T?UM5PWKyXC_0*JDj+7A(M`u-TQXIGjW}<qW4yzW18Z`ei@p-zcE(*fQY_^
zeZYiFSYh@D-~7MOo;2z%stLjU=g*tJ%~mP!TZ{H;-I+Q{*0{<tim2Pd300TY9rX@W
zWCom20;U^N_N2jVH~(>FVO&FooIG_Vdp4@sjoF(3qpZ4IG*Td`R60Ar569>^7$7tn
z^Crq)&D6R%G<Ox!eKJFt=mS}fcnJ%FW*zJ)00;+QAgAW)E(}o^9oWtb3G9-lZx^N%
zKhmN4PK61?iTS7zGzLCs499ieA*Xb{i;Mus*=GU?gxMx?ISN0$KQv7`Z%wBoaGxMV
zDNMao06Z61uggGt5Zkj-4e|BpTyA1e^O0=qN+k{$zU8vq3sHYEH;C;$1LW3;ZJs5L
z)Tt^#5jJr|A?%(PU+Wgimac1dOpP@Z)*N2xg(LF$F|X>1X^l;Xi734k*j}Fhjk!&2
z=x^K&889ZTndG^EcUS!JwnjGm{Js2lAG=ClOUnLB<G#%Ktnbsm9{)L6$fgc#&Hxf!
zoNc;NARd;*RzLyVA(c{<_3@CE_{S6>9&1fPkWDJZQRnxh%-h2F!D`VcG%j+ndEjlf
zn`Ltf<(@b-PzJh%vR>~2unj}y)wGm_#e+146UcG09tDk!;_H336&sMcJHc>W4-8{X
zBD<)<$vM^74UsTj??^F<AZIc|LfO7lClK5kLp+RRE{?T!%0R1wDrpxe1Nt1y6?olS
zm?_Y?%Z-x(Ye>osu3-fxH4lMbQqviZ&HbizS2OT?U3M$vXCSA>qfv4EIaGhs$|p?;
zVHD#fm5mRhR<d&B6L|XtiKp6soURzTCrZ@%QsWHubEs#pCjds}@-UaBaW94C{{joI
zfrBY!V2xf&ne_u^pnbiLBWO7Q%6Sk(&<pmwsTXwJ`-u92^rm32VPEeHlI^brW0|AC
zUDM9MMNn+v#=z3pM_(qXI}@rU2-OUxN<o-u#Dxr(b`QXn!jGp^mR9ClXeo+XLdb38
zoLWy2Mto}Th8heal<&#GFpYh+7=w;NQ&U93U^fqRI91uwxi6lEfxHl})b!a2(8qpC
zEh?RJ60L^S9_g?Lg8H+mJMs0l?_+?p)zEU12=*eQz@NrgjHi4^F$T&Kp#=KW$j0CS
zMzOE%kH9>2^U}-j^}ida9<5@vRvi5_J$Q+-jS4SkXX3jAH5Zg^5b_)%trYv+07HO;
zrvYHs&JKwt0D*h7^81AJ+uSAeYWdgRUAdRjBD{w78x-r?o5nTL8)g`26_t(jy`B3K
zWc9d<^{ZTYTNeQAY=Ua9@<eU+GKzmQr7_42Y&R219|dUX7%n*Qw|KLT_A+ahefiRd
z@rwba^RshfNppvXq%NBkQ{D~mS<%~Ftun!AcLtLB%CtC&AgQ3Pmh0IbV-o9eO0}w9
zzXqTr*}s77zDZ3mX|u?V>ZCFvN2U%V_(l?XFKX2V?{TuxofhLGR#$)D)0ncrS}N1@
zO$M=)p2;5~)5|E=IWjj-4K4hsx-7IM5C1fMJ*9A}1EkfL>A?ao$e&&p9;VJWMTo=p
z(5Hp;+3^8rxAkBJ=<y}!Sp&;Nmo}>t2zG;Jcr&Q4Zm&><i2_r)l@A3nsXfkr5+)4|
z02DtMmCHA!l@mO^BCxX)mJmAu9$0HPNV6+DJVq2N)islxqhg`N*>+huu(0a>x$xnN
z0iCyA(Y8%qIB46oreM&$E9;tMWn>?jItLin=~{+KM^IcqATs}FfcH1*23g`YwH+&U
z@Qru&eBlbV%o|$tGr$R7{zFk`w(kX;knj>GAZ$uBd&hjKlqW3>dik<Spj*stQ2K%)
zx0H+m{ThlvxYHo&*6J8oYJikw<}J{2w}v8@+!y1XOX#I_+f(aBgw&IrQ#+ZqM%jn3
z8HMzd8x%!PX=Uqr;YBaZH<drMFdj9C3%!rH5^875qNg>ZAR<_nW(v-u-XX`2I6I*=
z%{_`Z0ov`Sr04H5(l)DURnSmM6rg#I>7W>mZc>Aku&kjabkllb)F?D$Wdznouo?Nm
zO!UZY#6D-E5}YOTIg5mZ6jMrPklj3JYgqD+A>#*<mz6>`)0L38At7Q15SFY5>`huk
z#VU}=qjFPSDu8N%`s%Vf{#pRrvx?s2DsYW#^jafR-^R1Em#;t7dampIf|%x0Ii))n
zqZPH$p$cdfCdvALOS0F=_VR2A0_vDFYbs!nh3|g!S+vQx`R=uGbLaWH_zTiw*Vp;=
z{?fRQ9-Oa!r6@2J2j7`5MVQJHOaRTJ1%t8k{n4b_3ssceW(40bQk7!A%2I#2DMh8V
zvgjjW8;mXTd#;5xJm^LFq+xKH#wa$qUeET-!zW0Ys<e=!1BkcIUFI@kF!~A)mbrQM
z;h0=7RO^%fE=Pdw)a#ab9*+5h2*OfBk>v!#8?9;aF>V+rL-~p0#g9T=N>Tof6o#kB
zj$0&emnJ|iQ?5RZ(OW@uoV|}&Hpf8_p|24DDTF0rJK^3|R-WBhOH<b<<~-ysL67q_
zeSjKUj@(%qJ*74rN^8%?=~qj4V$2>+TqD{&x{Wy)pBctKk6x3P+1PM^A1rf<!Axl#
z<Z?3J9)!MdHY*#*aHI)w@DEGC_c$kXE#c2$xxR;9iAd}ZID_Ye=wj&&>s#e_`n+Oy
z-?VoaX{5KGs=H$;9hIN$?!S&8mqu$NE{foiZ8oW?NB;}9|4&f<jpu&*dF0!F7}JjE
zz5m7=$H{+qk9vRkbJeYFfWYyK;xlGp0hDfaaTYj0@l}+2+pedEQ{poaX|J`Esh$l{
z8q*f@3n1i8Ye3*KRp}mzLB7mEQ(mKF6vbWg9}qZGcB4)pn2!`{x)9GEmCi!2z}iMM
zS+tc$5qB<jQWReiZDli+*Dyy*CP2;>-+YjeRE-YmLa_te=PR)N$PqcEnOuQ=j$xxp
z$x7;+ezi9Ip`azHIT%b1LLj&&s|GaEM_^Ypr*s~JpeCscr_#~>@(zy{D6F5~p4c=}
zjJL&VLfKA~$H1!lBd&;3MPfv%ZSd5g#@ot>h%3Ty^xRYOB+EL!%91FKSr0zlWe*1k
z99KYZH&Nzj!sL;F-c$p!Q(QKDtw{v5=y{RlIm1X6d6f>dUN4CJB$jsg?$!ErI{x*~
z!`DC9S7yzZob7JT9qk$R3BT?Mys25Pt$)SAUSko{*%Z)#S1|H540-GP`Ifg_y`y{L
z-bN<hx6P;jdHIRsx4)lx8Z=Txv36CTEOk&+;*}ZT_NpL2e0_iou&S1L`^s9vd$C81
z6zS1Xc6)&Qsvi8lAl4w-2$@;H1Ofe!{AX%ke1T-Ah~^h`outzGQ{ce}nDed2yK~B|
zku<L2S}$<<1FRsR>=fE;O5JT4L)Eylw|GE+5`~3ytrD$K{)om7&nJ5r3!Pnw6G@m7
zpn81%ehI}GuAGA_u_@l1bV-&d{wp_~-Aoi{>}urkCB5x;Ac~{MC53i&l)f?CeovO0
zDtIWe)1gH&a2m@fcd&YBhM%L)RB;VWDxa?eEZep`!NV}NpuhX-(;lUwqJI|IzblmN
z&r+`R{2ucRP<51<WtkY;2#h&wJ7Md>_(;C5w~^lA*zdeST3Fc>CoJKgK9PZE_qm*L
zcbOM!3}rd3-I;&2KCx|gSL8*aSIMtG<tYGQ6(v|c-3d&?3X4}z#Z*0CH^tY!$D4xU
z-&(H834F8Ly^i76uiU81?R&rKeck@nsC3?F(!uu<&g}h7`Y~wb+|C$rs0__%$VdWC
zEZ#!8r{{)U$iEWE1!uOgBD>FE+{@I0=P|A-g{f-YXH$4oQ5V=0X9XH30XdmeFhq)w
zDaybkQxmlXOr_2Vjg@VXy^qwWbYW;g_B>oLm{TB;ud37PNMQ5p#MVqLLRp<`?}IPb
zq_o^j!h<<Fho+GNVS=o)7CR)56-8dUFdtm^F&*mOs_Onv)4%Xj6Byy7u4aevSsPJ)
zoLYQa1GSf<wu5TA*i$j~NKI^X^YSvW3IToFZm-&Kda3$m!9xz#S3K~{EK4-2{E1)=
zo>K$LWw~A)pVef|b1C6$LVqwcTJ9pJINGMF?ZQ=y@XH=_h@9At9|y|)Y_M5I+wFuN
zZJsidA{pLW-MfwEa_Y#P39&;4mqWYB_TOxuf4%>KC^b`Pr<0b*Egg1mcJ*qc&oPwN
z3EGG6$RGtdCR{KMXPVIGOThVmIGY5-w+zHI*1eD3)_d3P?fv%qOE0;#6NVwl8+Ob`
z0)e#&s<)em3CxL2O>v%{p~z9NteCsKDL;f22-)rM=HejWA>zHj@|{{PS%99tQn<!C
zW&9|<5t%4(RH79Ni+UfZz85I6dV7CFX*}tc4Cwr!Fc@)ZyrK$gN@<w%+%fF*?eN*w
z_N^D)y=au5Ro{V)qFsXM?PrhMhR9TDvRpO;=_BM{vx4l{Zd7+h$z(%>z?bFA%B96M
zO%>?;YuSaMEshfGX)OLH=|LDrZ4|kALQ=PMZR}}v6rjIhs`!C(PlqA!CG5h<{XqJZ
z+T}PPqbQS@?=H&i41~I?k!nqN_{eRtMT1gg2iCTL><KbK?Nu<XfpZiL)ZxySbwcwc
zmIn%UlK>%?b)gsXicYMAjtK^UYslGQ*Am@WRN1mmKx+xQYoZ-q1Bna1r_R{WYH(Yz
z?qTE&DPD50r~k;s_%d6OWOtXntNF?YJ}@+~v@0G0Ys$|zbMv*4{9kADyXW&id}F4|
z4}ZSoEk?f3)z;;R_h{NilO1Umh9k)>uCpTID{<sfkij5a+BxZA7_l1jX7?U{!uCbY
zxp?nWu#QJd71#HU$aFrq-?m;*6`QtX3?l-E7L!Ja9!1_k>uGCN$iKEJ0sZ8Vj9wJc
z<3PD5(hFvH+rj_|(Kb<pklifH0?>hl5p1e6yNIH$J-BUfrbqk;5zhRc8*y1bnNdve
zkhJMeX#z&k)10D&5C%qGV4w+1v>v6AxyqPwV>nt)Q+tdFBPng%{UN73Ie{%We2vlA
zB_<rIMK9oe&0|yo9BQq4F>n`?(0Bk1HYw3ZZh>%VVlgQew)9$)%jWK>E;bfAsZ!O>
zD4ZMD?gp7(=Yi+sRM#7iHQx?w;GNa*$^IQC%&T{d-7wjN!chFOmBNzJH$!p*9Oz|p
zV4TW@LG_z4xC*J^wD&f|U1;BTZE!xb>zuT$C7gY%^`2kbzW1n+7xwO4HM!)S^pr(K
z7<uK8E=SL%RzraQFSGVP|EBRrw!bAQkM8gNa^g!??}ViZ6bDv4nUGXq#N?Z+x0}ju
zSha-?%(oMkMT0`#HRuMz5wdPTPDzED_TCXN%d%BXaWFLlAQw|+rygQ9MTE-Rr%h)&
zn8Y(QOHW`KVu3$ukkPEY1&lIuxBn!aMT@#Lzv%dWB0P=lj(K+U;t{gDOQ)Zhz>}^9
zG%VZu5a1=gh0qo#o9;JaioVkY$`&6zuFMZvCi_nGv1o?)W@t%*XCURe0PPXPpBQVE
zfMgQ{9zge7NApTbAhN9K!n4UR6oNIS3D7~E7;^Z*)8UOhvP7R<Sapl60jNqJl;b=B
zs);Owfu0sJiVMIuFG%CDxt!I=#HRRSeSA&{w*W?+PAFZ7;#n?p!o?xWYh+bjlni6r
zZZFFmV4gZ2ri^N-(L^Vz?Zh6yUJ9hH2OmW&96I3GT!Ynw`?47`TMy^shwmP1J*QFc
zE?Tzs5T$N&^QpE;T~<`x>KuIn*?G|ueslS%nEz%nBIC>XKvn&~-(oa$V$M5z{yqG6
z?e2<`Z_fwLnD^6pV$5;_4(3zE8n}G36N6k0o_q&E0$4ur@p_(x`|x~M)BF>lsbAT^
zBjGHJBT+O$uxab{0oje{6+IC>b9+)1dR7m3N`xs52Jw+TXG`!yY72N$vNL*=>;!0*
z8sMP^;f)(4BuEV4K{gFrM7TinjI#EM!OIq|nIFQ0XA&fRDXNo{J3&Yzr_;hoh33>1
zD*8q;!vyF7pIosFE|OmhBg6uV@T@GS45;aK?$Sd<2nMdISYSmsy(7g`Xk?=#^f+WO
zOqK8r^Kn8RgyaxO%|!%u1I(W*8XqEkuv$G*g#^P@GJ-I>0B$o7nHq)5f%1gQRpiiu
z!%?Gf?*nJc%39v_ZW`ZUpat_wq`SxgWS)BWl+NUM9!9A*wyC|k+e2Oh<ExAmD*gm4
zq-`!f)TFg}OE2Ob^q~vX@%jAGHk-x|*rvRF{GMg&!Y473!h$$@kDAyr2_q*B=?^-x
z#|vZ1UxDA38Y;}~Of-$jIcR8zsWgjCf{*&uq{zR+`~8-A+OK}4ro8gGr)%S~1jY}N
zea74d1Pf@|x;(b2^3niwSi|$C{=DvbYiR(6p&UgeL3WpqN0cBX7`kmZ0*d5-8TdY7
z;x#b)5U9?fKvB+MDiul#MJfKVn?wEjrj&Y1;gVrw18%W)QG{8GCmWsSc%ZzwNf`Zc
zcRvqw0n2SWT^2nFw=7E<2>#tL+ISkBB3~^p{&O&Ev<#K_=tSVc3c21fg-Ub;IdY4Y
zKfMU^H|kKF9N$OqL`+oQ>VUy0SEgiM`lsoi`_9lO=_VUFm{z7m3+Ze;Xn`pm^>byW
zK@_}rOw|j)sz<@L!0yRR;ZqZS`BQ4a2x&M}=n04b>mF_BEJOiOon-kkF{tK>!oJ*7
z^~PK<2?a6nV(erGb-wJ=^mHOlQNk_D)Gk`rEEzodX!+!lE%^faSHs0c$*uFl=kmK8
zsovIc)P3HmU>#2CX<OyOkS2-pf<jvNxnT<<{ic*Ru3Mv9yZ`+QKwl3&mXGt>y|SxQ
zxzthFL`(U^IZ3t+XSO(qz_ww4<tGjRQPTvTVSGxaAf|#)Q3kOdYsIGa`=<Www?g}7
z2A_1DKmAYrlcgrM6P)dj_DjL?(|ibWLs&qzN~vndjlf`VVSl`7jtMMz7$O}9Z%qQ$
z3i4ir6?#o`Z<=E$8MGqi-rb8eKR3k#qu(2AiD2HL@@>bP)vFuV&)$0ngIDBTEA9cT
ztf=d^HPEEN0R!dcI#A5Jp<wjr-b*jr1P_?XWIHyZHjJu>6HFzVfaZ7861f@!Rb8T3
zxiX26jH&?&MHbGX(=}O=YLH}o@~1<_-T5^AP%XnW0*0P_5~u)O7jjuJ?B=N+gIqJT
zY7b+K_`Eb_`2$&v9py@zh$z5Ab5nqDGyu#VG_w1$)JC0GgCb`@_Rv(Fp-Kz!h63>P
zOF?+bz$oR{1q`KT!TJ`-&}W1Akg%c#tF+%KXDw*TT%KBSX0J(%*BoD_E!LY`CromQ
z2NWl5^b2V{bF8&=54HX}-s18TwsZXt>ymhfhc-x$&>uxQq{R+Vi#B<ULvoaHI`qlX
z_l1zelqj|hPz}(UM8=@MXNOF)NigxsL`gz!Sb!Pik>%%`-wx%azy3A)bu;aU4`1uH
znjZv|F2m+{fK+S{mNdh$`ZY7d_?DG9PJ`vb1N&1~1rkz{YMlD0Ik8-Gq@}k=5*80|
z%sUX3_Sy;s4BXv*CJ01eH!@_Xx_H2|?lvZHs&7aOg;B|)QZhrPGZAf$nbPEO^*Q?<
z`JjyQVA_;2^uD^VykqU)z1fS5EhO!N_#*M9^Lwk&dU1<4yF^h-LcVXQsqeBp^|?>k
zdWQVH1WvXSs>#VG8k9!zB0x*fieai5TrHzdz5_N93Od0Gen*<}0r*;a+lSn+tHpzt
zhR7g1{D!siHNG<-mye)BS76p6kqaY6OUoC7{IQt=XspkUi+}EWB-(}M2;Ueb<gvW&
zvqJEkg9jQ8Cjq+UBmfxu+_Eg#L1wv)*_=-HlB{+~WGxl&x8qlL>dKt&a@ZsTaWB6c
zD!s`K>zfgE+7$9_?6&zX498Z_mg$W?kvH%r`V*<RNi0cR;o=f{=f@i7Gp>}KU^YK+
zp}W?6nh>+k8$_{l&vsU-x53oQ7_}XEg9pD<5<xsPgG4sJyXWnF5ybOP-+IC`_Lq--
zc-OD?%fsJ>ECN($kKH}BJL|k#!>@`A<XYt8(ms7=xJo(VnrpFO64nF0#G=y^H+Y5#
zD4N&+nT{gy@3h2V3XxX)E}OBbo(Ad8R1Rb*$_<iL9!iy}wVRCQRN@JarrbnqLNU@@
zV{f`~)TTirer_$?x)||wpb%@qH#Z51SjC~KGD>QooUdPFE<lqqBU2mHWpkga`j`y_
z`;w3l3Utg7<(;hUG@dtmg6RqeO+v3^>nI}0bSE-|?}>mxxLFlp>N+CD%QzTE=`S|E
zgT`K%AE)kGkSQ3JS6l|d#Bv{A?eeQY=r{u$94-2+v4X~c30=P?qhK1!$J9`kOQP52
z7zJR|a4_J+>;*X40_yj5F5eQ2pWjl#*iP!wsu_kTC<2*K?xP*X@Vu>TL5r|;4sVi+
zxHC1e3;k=zdIny-Zg>CMo^Ng;O7ZP?cz5%BoZ=$(wvCspat--}c}ra4MUE)(;B-Vw
z8yBV#@A%u1-IEp^r)}NNTFY+T?Mm>@_St5E{&{MYNcMAcUzG(rI3`~j^Zx%A74o--
zBNzV}4J?d@QNcIAj&ktdGH3M3ryw+DYaIbp9hBbNye%_)ym4ZaIbN~8XZ{yy;3U@%
zt>(a93{`U~Nd@b>qIV{jO<6Hw51P}xaiYvX<?W?M#vR`uioqag?6J6~Ii=<1!GnS9
z1@CqE%bNEG9m)Mkc1a#?!MKC{Y}0v&In11gR@7Ukat~&5ah8Ls#ajR(yllfXGzlk1
zntFT%OxN+`K8S0ElD^Y3jD1GvXfW9~n;X|&ceNs<tNrQ+@2%_INHHXpp;OuCvb5@5
z$Xda4forT`{%V=dKgCJv=h#Zy+-UjLPU|2xD}JC?1L`t>Ytw{cuUrIX^M5+qS9+U<
z5{KR8)i96%t$auUGmT*WU^%s+oqz>^Td5lpLVRkMsEM|6Cs0k)L$--dw@q=TO{opL
zTB_QYVMLx9TxO}9$j&grC0S5NMys2qaygw@5ermG^k}Kiu{P^8$whp>V_R1Hxm^D;
z>vsV1B!9DWH!e#CL#KRjm21QMw#uO1*8UpHj=jxuXNWt`L@tl%uUI3Hq)NT_uz2jz
zeQi^9Qh%yL8lUBAT~L&4zRvpyh33j=H+h^{{~MDwzx(Z5NzPhv`cd-OZm7S;c0;w*
zPQ1_m_3Y&@VODezfcPf-UigpYTG$B{9As<Agw$)eWj|NPWX-~YMcu?)mCl0}J9tL4
zn8xGlV-D5NB)kQb?p9H^4dKZnsaiKs`|hLllb+ten&rn*k8TYo3!kcV*2~8a{4t8l
z&^x=Al>+U(6D+!hI#bF;QW8w}XG$5KFb&mYu;XuZBw`2H&aRi@4O2s9t)mV}<ui<!
zx7aOoyLsl433xubHa$w<HCW>8v_NV7{cRquoab3Tur^)vw2{$zs(CQM$0seEG)Z%q
zSnb!`X|&pLO_Wq@OOs-Co)yQ@;q~J`7GJqAKg9_;d)QV@OnfbDWC_)Fg#N51)?0Sa
z=w6VTzZ+<cA*TvaW3|{yF<LTRfGUmLwx0ITT^b|UgJpw5o@$uL?3%XU&BCWH)TPV;
zjQ9w7t)m?bR=`-EJ#7kPhJBW)NCemd?R)Svr{RRgiBb(#D{qQYEF>Z@#kG59!p<Ro
zwmN)=SFtYgLhoOZVwArW#rU0kZ&^l>eA-O#-SbXTTRmE)*Hl>*$;%a83_gCoI6lv{
zvA=EBQcBGF=9tKw8ASGW)|tWXeGI^LpQhvaEzLmBOkMQf6A)w55FZ@+Wj~nc9j}M(
zS@*uR2NPXlnkT+7Hg&&}__6oB?_V_nckHMUhEtbadNQ9&M961fF=j@#<SBT;0$?PA
zK~n?dvBCqLsT*fyZq+T4d>pTo+S#t5+)L#kBQ0&keWo2<?N?~j6Xpb1NYg&HmRh*U
zx+b3$7GZs*+h;XS1#_x|E2`UeqDD~-@PE&mz1KM=)HgSSX$jk?t{z=jin|ON&B&<n
zx&G^`Er*J3ET)$cU&a54DHH0O_jf<=K+tbK>R4DXq;~B*6mXw6$zRA`o`Luq^x99D
ztmXk2(Oi%~>9P*hXIx1Y40{u$1(Ea8WDQxcStblnU(Mll4l*4=Is0U>r`~>HZ5R<8
z4Xhr*AATOVmvdUoUL|Na7;9JG8KD4uT2JsFNkgOECdz$aQjET5t=?(@46nym*g3Em
zc?Eqkdesqx3Uf?QM_}}#t?LX}z&x1gbcuD8?Kr|fP6)$*uEVVK)#4#iFXC^!tu70m
zQp;mI3;N9k?*rT4+Th6nZF#?JFIqmUyuzRC6|w+INTgYtT^AM}l{8SYpdL5VEm*fF
zXi86t-QJOgxG0V;<jk^0<YbUCf9HjDkM1+NcCK%Yw!0DebkV&K_kz4>#O~hRyl!YC
zmGZNrnX~5*$uL08XL&{E?VAp8k!dnQGG6r(lL_+rFne}h`=4Ja_rJXR>xWORT(wVD
zoPV_CFSh?jzd;3==Dew!dM4}B%a?w=ck$03esj94>XVJD!|$Z_+&qAq6B~f$jWkyF
zt_lo?-5Q%(`IQd9szpT=Qm+v0dva-zOYD57z@|*$j}$2AjJ!0q2g@IQAjpP|jQgS6
zC>vQbF2D|;0zIJ@c$o9iku+{FZ8|9L75N95u~48$#-q>Fs#H%lGj_mp2{ra>=gtPt
zu%k^P+IB&M6#+XV6(r0vT-h<jEE@xGZ9pzT8xO3<$>_a^oQ%zlXyl4pvP~+rdAKft
zSr-9#S;pu*6nc9ScqWZ3tYU9Y<7xnT0^b&1NQhx|6Kk=!)hB=2dWMW-xZm2dulR~l
z5O$y}<pYVXk-kWXm!<foEOG7%J$)s`m&#yjB}-MOa@7?r9Dwq&zMAD#l(UiBkb=X)
z{#7+p-y@5RWb_Q5m$HzM@0KPAyudzjv#&0{`cyNlJw&0<n5fa=xPT7RrVMi{Ag$Mh
zKR2h;ci(}HG(R&DW!e%L5tiO0_qj;Wv!a$`%{MXP_}XDwv4pv)WxM=-qqoY<f?j<b
zFJGsmABqoANY;<G@w(P;XN}J*PF`8W+k4QnX}NM}8nta*McwSXOC$4c+;@d8BY59s
zG1ZY;E-=n{U#5!FIe$D<6Zf|E{<m~%e)p^VZy&pu=A#~ed232^LA2(xWk2>-e*5f?
zuYMa}aecw=RVF*ErtJj@`vTA-Ok>W7mM-e!EffkYtI(&6<1LG&GPI{z-a9kYl>P3m
zlPoK1c428z%IbEc(G&=;<pHt!gVo`PZ<O1m4GeO)W!r<MHd^fMyc6YMXp;ns=5<Ud
zd_FJ47foAo2}xc07<DZeEuV+}A=(=CRbZO!CFXac_=3nw(R3{c;GTHw0ocV=Zx9MR
zW+7OHVRTO@BO5%^`oRSm<>p-IL8Lpp08CyEtnIjnh*N*x&o3$lI7rj=YwH<1r{e`(
zzMC8CXl#w(VBye2H)4}$%V5{%MY)5)XGE6sRDKEXN{g8@+kCAU$y-W3>&wX6B@k>4
zburSMJn_|MiB8zZc;rloMQSK)hEQQ^YuN=SDe>iacsVc>fF2W@l8P_nHOlsR170RX
zI}$c+RqrbAQBPgkln|1I_NM~ySFV&5UudqD^i|6Vx5+@P&boLDb@2}zM@x$dzW%;t
z^(>7s{BG!#K^AP*VAPh0R*e>`T|eN`bJog^fp-*1FLi|fM=|ahc_#HzR)>RWRw=CV
z_>|I0TxPO+j9Uiu+)KN>4ebphEe&m)E0N+2pDg!_t&T_+nJ<~?I*^Gd?5Q?I<fVXQ
zJ4VtZq09Rp5ob%1<v*--rAHn^CDK`Lvd3qYBMMgBN!Id%7Z+`GnKNDGwJTlhy0DWK
z2&E_Cf0{mecljSnVcsF??~SSo*UMkLy#-0%zUIr`57K--f^l#%07$W5QFL(BB7GWf
zI_0dMsLjp`7L7KLGsDSTohQnLLDuhYbBTU_)LflKr?9}dZR*mNZ?>*<|84moY~xL6
z3ty7zZ#%n$GkNd_<QQ@gD?1m``P*P?_5CF_;aa=w+_l~LOB~Rv<vksCwqGD*l3~EG
zvJf1xr3)^>zBy#x#}wGFgzLE;uxU&VgAC;*GM+a`gFVfool!H1*ukX2OO17&F`ztc
z(N4eXXOYJ|=kkHT%z-#l^PhlyGrN<BWrm$|o}mq)^6SW6z1<7~D<Jl3MAQzy_u6PR
z%g&6}eN9DT!BcODdlH+39JNgir0m2E&Y@AWkY7g{gLNOW1dR1T8-ouC;eDf~W*_j)
z@4gevc2d?A&Ub1A<)!V4-fpkj4zC^z%_*e!iPLn*BBPa3`KcXOJv9(DT<Y*E*%v>R
z&nVy9e7gMxT#6I|Lk$9kReKMSbV}4qNUN~Ml;mmidZOkm8ceieeUgH9d_?~^3K=f9
zm1vQyh?YwY-7r~$^DpFTPG|uu*AFd4BTqfjIe`#L>zCYbg&C}f^Z~hhgu$dCY;-Un
zYM3Au9sMNTJJe6v+#S1y74I|BnxrmlX^9!$+2!6cqMGS)I7J(-KGbsVM~<B~XrzfX
z9lx7bKGdJ~p5;FGY01QQsmI#SbpN8m1|D}t+*x_buX#pfi$!#5?1BA$^{2=lgE`gT
zW0BI>@5wM2I6mTkVoku7-q=W0Ks^62ziHOgu9JVfAkF)0tMjG<j|Hi5iLzOi*dH5j
z<)slpa`&`wN7m5&>5IOeZaxLcF64fVeiIp1unQ{oY;KbUYj%LYxYr>0O6X@B$#PLK
zrE924Ou6y~Q+PY<Km|4wKHkTd0*=M~i0g44+C?Jk2$^*9Ng<2}5M9lgXj1W$P>l64
zfNVaaU~t8;xL;Me5NSCptTZm3hcq-Z_L-(5bWdw_i#2;=Hlv1A{#^Yw?DynbXcnV7
zW^kJqc9nAy-MMUtx(@$+hkTspv$k0=GcEjQh$NTNiYJ~=6S<g$_c3*!I&7R;mXKlI
z<>rejH0y?P;|IVS{U8kVIc6)LWD>_*cISj(IqEqqM+fwM8~%<3=(WM^_-dJmmCqP2
zJVc#zZ++7QO6}rEztS5psjvG(^y%o{QvW&4f9Q$aZ&gldOVgCe@uE%5r`1yg^H}nZ
zzTzq5ptFG^>fyd(?Jmuqqte8+Ts294I?Fsv6JMHnXH`wC6Z*~aB?k(-H1UP>{@*>o
zO}!!JT{zs@r!TRRVq?R>&8eLSH#)#HiAlf}x%b8s>;*=F6wB!K<g-A`lML84qEq<~
z!>Sw71P=qztVfHz+&mtFC!=I^)<n}VtNNYdu%w<}+avB^>Kmg4`uikusGOfv+|bm$
zv}9^{5XKX275Dd*$fs(h;T60&Pa?bCcl~<Ov(E3xLSK1;c&n0iTT69ru(4L9&XNp0
ze;BF!k)>Gl+oOYix2tT~k*QMOyaT}xC9%;gcGBkL(8$%AzLptj{Pz*orn-rV6k%-h
zzrdGiWE^(-U3fv7mh;&>(`Mz<aN`8-3a`#|;`xr(gbsS`J1Z7;oypp^?!jlzWiLp>
z(#OH$KNj6<;f(IIKUmuNBX{!sCbK2<GKW^Ljnfa5Td$vqeb?eUS!CGQh)!J3M6Vb=
zA)={y-eJU!^-TGah|bwite%A4=?y<|sR~U}d>?wJLO20&$E=#q7&p@Ptja7eKCsXj
zW?cBQx@2kisxHc+BW5}eTVwCk;eFwJ8fTMy(`fY+rBKTJx@Xd{y#x#|=7(#2xvP_I
zgw7F$6>MnIbAwJ?kx{x;l&F#@*b<6%gmKcND*03CS`@~G$o8Ew7<D&BZkco(uKk+E
z^$erUJ4%pzS+xUEGXxB*N9iWi#a;RWc0eWF6HRLzR+QSc(l4Qp(}a6l((Yjt^hoIP
zL*l(@0R^Dom$VK9A`h2LKzDIlgg(2T@yHK8wLW5*Ay^RFrzXKD)%WAiojP}YeDD$f
zkIhw!L>E3gtnQriT_|!x6scaG+b_13jMhYTxyjfCv=q)6K6*di=wOlsvWA)xVmiqo
z*bSpqhdbeu5BCi*5Lo-l_SLY<h^uttEW=NSpVd#&p++0wLCy2#@p1fll#xM$w;1_P
zTx^^?P9Ei;98Pvm8n;??H|#)07v>|KO8LHm34>m@TI_Q-MA$2}<0T8DP_T!<<SSxw
z+HB{5Q}r7;a$7H=l@@kWqndIbNkyOS^KEilC7pna`QjziJK9?q-G{m&FluMy<_YN+
z=20UXcBFsHO6u-N9vay{BPvpO<Ndk7ein;Qxx6clh>r3tI+0Xbu^p|@vM`#-wF7zn
zrF9Eii|fbime1EeT6O&&L?<7*_vN$?|6z@D_c-d}w*6)Iq-PJ903knQFQDzFDWiAi
zY`*va_D_y4&(;chPo+|};{lh^g6~_@^C<r7(Jt==N_S>j$l4;f(DL%`3ci0B)33sB
z&ifA@>>Rw)n4NUTXGU{5H=O)1!Z=8)+Q7*3<}oD<rQL6XTl^dk<g8Z>%M$~`zmv3l
zqx37zLVs{**=D%kCgki|J2PX0>N^q4n(Y>*k!^U)+wA38%mwIAgZ<w8C}*{CV|>*j
zi6%P^e1k^Tbc^kPL@V>Nv-@BJ<LBt!ru&nJPMxRpV&^V5=g+vXwk08CyU_-Zi^sZV
zUAWm?x>-?pV=zRNfj#l<iEaKu;HZjZ?3y$4&T^mU&YIjugio0`YuqkMM9T+?@ZYH?
zlB&))wE0^ihy2<KL@sAD>Swl$8`?I37gS$VaUhecW*?|Z`OrbBo#wkEbvtgRQV&h<
zlNN!c3Gx=VZcPmXdxr<p3o+cKwGC;UB@~$G%cdJ_jkNMEk1m-ypOcUZeL<Dv&^&_(
zk3#uY&6kW^^vdAxQJ6gf7n)e`aIwE>U<fseQ%<RW-K@Or+tOM>rM_2Hgl*WttKfyD
zh2*ZmHVk$vwX5n&VwG$}<q3DcVPpN(_kwXx5%nSeA-f%J3<CFOFw)|QI2FthZb($a
z1m`_tvZL!5Ww|bBe-P0%_Y<lW`V<{3ov}hS_#<_8^BnokS+0gg(XCrsCO)%y%JRD%
z(cPE4Z~kaYXVs=2YQ^ju7luyt6Q?Rb`IT*|K%4tlyO>{SKed3hd^^h{bRgZXTP@k~
zv)n1RI~yY!WD5K!FcC4ZL)G5{1`{s6J8jcXsy%;xIo7GaNxuBedpkFU19~ibL1Ld?
z!CcYfQO2v=u}epN^p1W?QpPVVyEMUR*1(-P=WovcHS;1N_+w}-r>SjalzYl{#OF8f
zUC$gAiM714xv5I6pM+SGOLW<vJ{YntTYfZG^lO5l?edk_n~6d4z;`<Y`*zxAa~boz
zSb?I}EuyXXnvTuF+T!~7U77(5hO=fZG`0Z4*e|PveWFJ<Hzg@X_Nt5ZFpv^!F$X=a
zg~<bXPhXa9ypekn)jf0HaOF^J)q2LA+|z=q@|htYh)&6u_qOJsKMmE^#;;-gC-li(
z5K!c+wQ-kWzAM6NhB#}Ltm}A)7u@n;LGC;05g8j=Bg!Vl?<qg=6B077r)?8NQlyxr
zFV4-l&zm;0<%V!sAB_FZvLG1?y$*24&008^Ij+9R_1fS$tEy@7pABHO$5iL3=LawQ
zZ>3~K2%K1Kn}WfWlRt0yb)=TqNQ-iidtcc3Bay8dSH&u%5B%|j)7RkrPI_GNUz9B&
zpIVhYP}h(iMxL2^H6z)N_oIZ7$KREc>D0VGjOdNNwXQ*%2a*bHP1O4?;#CbAsE8AH
zq<_SWdX%;6W=ylb%+UDwd}{Rb_-g$l!gzTOr()5;hzyCA%ox4^8^rAHgHu{dF}SWX
zDJ!PodL!;kox`Sk`GMCE<p#G+$h%5lF!>m(wLm)@M+%Ii0io$e0Y}cbPHcCb_zn+4
zYkSm{?K}Ib@9BvG!VB{&<N$iY%ud%|SlfdY>il4ahB-5t@tvF3y?OMGqKa_ap}||O
zhiu$dt#@8WonF-CgA}=5$UBdI68?cW=E-}E13%87o$S7oy!o?v`MHKfQ1A8^$&Ej^
z8loc7i^eZjg`^LD-#X{QUTufiHy51jwTf-9H}YddsZvzK487@Y8L-1e^NSY5xx%JD
zzij#|zw|Kg$hRZEoX_eQ(_UgLM!r}!Yun-BX*U<y>h`pM7~)emyt8xGGnYQsR?k&W
zc9zZ_Uc&om{!nqZ>bqqw@1Oe7N%Cy8N#byudtldsw&&c*H&gGt-*QwO+45^svZLoQ
z*>^nh_yJBWxM47{PpX5B70P)O14p%G(#5%!b;S11EpGcwKzwAn;BP6PQp?rZ{ru^~
z8hOVzRqNBvDQ?YB74{Z?tzr`q$?wUualhYIj^ap~k2yHvRg~JaP*rS}9<S|Zln37p
zM-KST4PFw-T2Q!HzKMEJwKn!tsrS{Un2VH*_??qn+3Y#<7~1cOdU0P-Qf*-##k7qV
zgIgP^TFsPVGM5veuHhD_jiAc?$aX5^?i3e>p0$`H(=7Oa{NdSFbvX77)}A<5N0GXJ
z`m^$hWR@WEd%`=$PqX}Tocgc(9*1ZJv`wmWms1Cmr)+^c3ivsyy&kb2EX$MJpiL4i
zx#_)5YH?`e2$6rwZq@cK^RlSQD;r05(aq~S;=+Hgvnyi<PM<aS!?X^m>wWHl1Cr~P
zZe@#D1?l3Ws@tL1!sK=9`l4-NlbxQZD=ao3S>n^`q}EZmKT=`Uj6vlSfV(pNWTW8y
z>=40>3vOm=nn>;?Kca9MnaU-C1`R_~h{V1i0$ZRwhvoE)-tSZtkMt4(XKIyy;+60;
z4kn;R$6v{-I^yvR_LTAsUC(XoM6|Lvo%>mFL;|P4dIR}GO1vfl<*dHS{0`sX8HycD
z?69J@HE(J~qUS6Us~&LfHFbI@6Pv8b=>r=>*V_gCu!&W;X5ocrN3UIQK6>L~&@W4`
zjXWj1YmZ2Z)1toWh_32L)83(+a`Cw<+SvSE$0vE0r=LuPx#&^0h1<)`S%1sR9~}H;
zpZ5=c-(c-|LG=F5qJQkY@Sm4Aq}X8=^YKXCoFBcD|4jUi?zXKUUfH-hS)p6C`A|b$
z%NEfrvJ*>Kx>B>SwDw>XD=rQ@_DGmi+!b=XeBZn1q1L9FqNhK&r$_s@mhJ6v`~=Ek
zW-6+vI?&z2-DsWQ2{#<^s*OvwE5*E*z>wqKorL>HCXei^g8d7lHdD;Q?;x4;RQ%3P
z%Ad6>{hfNWi)bZr=cOg_B*XJ5-f1C$+!p&O>4V1tnwqJpjVWh${ysT3Lp5=Nyd3wG
zKBoKC%!0eWRTkrZtNcrf5DYfKOG|^Nf+J}tV|5JWxXWNLcy;>?m@5Rds&uzV>&GUY
z0KMv+ny|xzTh`okMh!<LOLdf;-@VHmc{be>`exMXRhm-zJOXR6e!|6t&C-=~!F<YX
z>`%Jon%IIBC+#GMyK(P^PqyfIKdXA@NMPorBo#;bVXr)bbYINy47>Bkp{!3@rX2tC
zx+u5GprqVUmgr}44tL%bcn)6ga8k<@0TE{012BZrn;DX02kPM_b(u7jtwaYu>F{gy
zl0PVHaJ4x^_)1n`*^id$80-6@o!=9<Mbxl8P9@h2?%(g5=O<5KE$$}x1Fg@|pi1iW
zl}}Z$1EX$ViOtljHM?ArVh88{KUBT<BisMpKTNf>T2x7mqE?ZlRU<KK6t!zcV#H`|
ziBWq*by(Hdn@~y;1PMy4(xGC{*h*_vZMCY^@ws!(`Civ`?jQ0G<oz1Y$9%~}RSLfY
z#xo?cN`>pbyx(HK6K9ZJH<Fcf4KOBx#eP7gRAY0_-5{@5qOoJq@H{*($a-!<tUym{
z_K^&k7Y6Ed5C0bxF?M#4+2t0HhRR=MFi!=a3Q^@)Sw4|xxEAiE3SgB#)%55VN?~E!
zTpVvjCkTVb%IkvkP~Cv%fp6u>KcDs6Hr+iC+>9UiR<|+fp_XE5lZI${Hh`{<uDxr;
zuTZyXS-VQqK&##wO^92c+eqk>DQ&(?W2|D{cmL{a`5(Rfs?$Sj2I1uNe*v4Lf0z<Y
z>pL3D{}%tJE3HPwMu`(;Rd+B`dC&GyLKaRrz~W~<;eaDlwJi1KNP2-Z;Jm8UAkYP^
zB(Ui)aTN|b;O*nWm@AaJ)0if~7r(pjmpXRRj~HC@FrY?b^u}2|QAw+lQS6Y#>UnGp
zEG8YXH)t3;DRO9(Aw?|VttI8$M6N~q^foY-<g}?R_fvB?pb8%~FxOY4twHMGLcXrG
zGRCI5l<wR__hiVa!TX+A1*HJrO^$lSe-wGi{urGaBD?WgU^?Uq={4y*+~~|RKRi^x
z2gXJTgFNdqHWjEy#F{JQHr)Agje%1xWYIg1E3(Z#SPI#)Clh!l1uA;pS35@Nj_PqL
zjG4q|G7cF;L^?`LnE@M61j{?geRWddMAkeGb@mQ_Zx{Xrlowo@YFu0N6=1Q7xj3t9
zJ19%XAhP2OoKTBeYv2;g2Z6#m#aX86_9?5?=~@794nRdaUhHCp5PRr5H8>%_M5-wX
zZnWy-jC5tsWAwc=G79+k15D?!>6H>wIA1C6OC7fXQsI^MJrB^~1)o}^ulR)OqiNN2
z9>nhjlnH*a?(2>Z<90bPG`+J*L6zyCTShB|{(vs0u^0~)9q~}SRpE_Y(F~Z|KV~TU
z%gTs^$Q!Bd9OF=diJ*V(pkE{m^TskvdFe*oc^k3uF$~u*hl+$?Z^zvddY%V1JZY?h
z`H1X#PGORu7Gx^VGfVa*fbA=<*_Juet}tygVwifWRml)+oyZ)Fn{goNp>d4b2ZqKx
zW)nz(j4~)%!laeWI9)*q#i1N>riu+LD0M@OAc+|ZV;>wBra`)RiKMd3Jc?YQ)p@Hv
z#(uq1a6W#co<(Q^S#<e5X?4Tf7>V-=2Z%yXdxAjD^!7psCFS|24{qw#dP{%zse}c=
z-q*J^Fc;N*9(TA6Xu2XKt1|yABP4fi-zF@VA^fO9FF@8p<FMc=@^7h-&J?Un4baDn
zQLjeTVrYi{6LUGm7)84Odlb=?XKim<zWN)hRDATe_(axt?}FgIm_VSD^t1fO!YAS#
zR6|bmOBW8~8v8NwXpvi~xgOLW>%ZEXX)=Iv7}qmgw?6ficr(i!jm=WciGkI@1;YnT
zzXwbf)opLvjS(T+Vl9+dbnJK1<*Qb(%CRnREANuaYELH%y--{vTaHMM$}*Xo5v0s!
zo1x+}p;@H;jpvw5EM_7=ly^^b+k%m#yk2K2o+pwSrB)hYyL3jbkwXmQs_6}EXuKh|
zYHY4JS*0lGaWFRtzMNSPf%g}A9T61SNv|39hSs)^Tr;Kb({Rp`#{^c!)i;rt0jOq9
zRu@ddGIt}F0<)DXpn=YJElIrJyu$|#(^14AGv04WkqDI_F(;ab11!k8^YqbDZja>@
zu6LBg7yhh4Pot&$`i1T%=mo7??EZj{`h0U{<u0{NOm4VzR~D)XiX&7%%P`1?iMVdc
zfWOy_{GQi-Lj{=}<DoCMUsm6SWX+GWAb||un?4>wUx4{?h!JZU9D`b_@zWP?*}oP^
zr%lSYfJH!;olS1yP^%d<={kaogpp-FC$Q7XaEUaWH)D6<lc|ggu)5)sUf@tc<mE)r
z3{(_qq6Bh(1imKK;4xAh=pR9lVA#IPtx0q1i7h-bG_B1>O04UM<@dmOGhnN%JztP!
z91Q)lk%cOg#0e@fA`fz#=yX%ndWAPW_32Qj&e8;R$zPa_nuIHRoj^(~&=LIQWW0hp
z>^s5lj2zWf#U38q<(e#3w)?UPz#cj`!wmT_89mNGJfnAP;cjDz?8(zSj6O>-NCzsZ
z^D5fIXxH}FqnPIX4!j3%?C9NDC7});qfG76GGq>ci9W`KWL~X9)5_Et27DkxWT!X$
zZSaL`&A10m5>m0DeHc+<->79`OQ6s;z#V;7|BNm2=v$;n^s`nd&CMwZ>eIaRYB%=_
zU_*B=h(EGP?(46vN)7v#t57S<>I196@;b+paq|&)&1@-Vvi#f3)TLVtEqN*@`4l4_
zUh%)g2qO#4vUxA*_P)&Q<EfL!Yc1eT!<v8}&2hhhXtw|1i+i4gt+x0F|0EUP#+hEf
zbI4c{MDCU~4u`XRFU!x6J)goRM8c?IDVGeS0Vs)6u{3r6KwyXFu)axV#z?p})-h|o
z6B~%zfSJ(Z->++%9G83G28U#_BH|)1fU#Nu#+~r%KcKM%Wk=v8>3RK=s;@4YL&L@u
zOQI)<Gp}Ya&ghy|oMY#4IjC}$E91k=pY_wzWy=tHbB$(e(H^Mh)wMx2%_Eab940lm
zuW@0KhPkKwQ30k_>1F^rF-Qr5P0nmLiy(Zo8!s(yTsEWmxa1Jrb}bjMD^@S0Jsfvr
zQ43=_m(}5<^I?=V&5+=`C?<8-)}UE!QV^_^dA1?v$_upHh9umUzlgc&9NTfS9lN~I
z6EGm=yWd*xgpclXgKy(;sMmF7L*8XT38iTU65%D#Jt#e_wM+OlGz^t&*U$u%X9Ux%
z48_x$h3$Fq*d)h-8)88Wypk+>suX38o_7)d4%B<qwV~6$iMU%I0?9wF1{w9c{5;Qk
zpCN6`mJE5-Kqp9S6@jHLD@PCyJZm9G@K|M8^yK9<ED|~K9&#p32S~k-eV*CwKVG)5
zducr0%8>ZJ{Ot50fDED_`GOM+%K%l;b46t@R%EuF;%)`zEN)*??BIc2za$b(iFmkt
zs*uMQUTc{{1kSlx|9;qwdsQbR48#*P>?dEXz~@tX+SyKjU&^X@DJK=}tvgyNXoF48
zVqk>T<iX{-a|?8jqTdr?*UYJ&z(7GghakZuoT~}GUEkx7Ea4>e+%{71X^QF~hnU8O
zl;m+`$Yc*)p_ce(J^s-+H=~3&a3ZPc`KSQrfuf<&QN<Aa7c71-D5&8GYVruhAy7(9
zqS(?~Dum_f)nkU00dHdJY_7flNOX7U>GdqtPl`FK(dlv0RJDE;^8ErqlcYn!d0c@9
zFqD19(x)LIRA{VYZx`munkh8ib{h;$jy=Dvjdb`<EbYA_7KiFJGzAr*-H>xl>??>T
z)YGiwie1NP2qxfemMbS%>F1+6ND5f#$HVN6_aaK}?xuxDeG}5c=szQsoZ%FkJ&|kD
zC5T_}2ghieijO<EPu|BqThBRoVN+RNjH?L3{D0{nU;;y%`R|sY6g@^*Jt+13|D>N)
z3<m@6SMF>5+?p*2`M9s82f;bM+ry#6+x4t(h`_Y?zmnB8v<A-TyPr%VvXBt0J6;y3
z`(d&o*RLzT`D7|r{Z85U8{K*I0|T;%2O4X%X;pO!jIpHzNt<=jo>$~~wyO&|cr;{u
z)g`l6H$$@B%Ft3Kf(KxW;9`g=Be*G;ZmMU-O39Hrk#8{L;2+c%Bv|3LObrLCIKW19
zB27#OV*~Y3zTI&yAtRJDu@92>Tdmf6kU~vXK_u4ens)LPfwXx<COlNeIkSOGHYMzi
zGyNdkn$_jbBGhLO7OMTJ_*0c|@e`hHJGed@0}4QaLgSv;uA!n2?KC1l1a;oV^wwx(
z-1Fl-V@`DA$vssAOq1k?w8F8wE+xt=wPlcMOn_4q3R)=`vtjqy(1G*FD8C(r7>b~%
zEIV%XeRqE=2jkPIyf{;iT}P<K^`#}}2%|5<IMH1|Vvxg;*Fh;B3|Q+zZBeg^PAQOX
zG01JTct-q$MO(-w>egt+h^*eHLSTSCILy=(;6DWH8z)_9(j)1S)QiB+7b|saqQ!b|
zbcK{NnH%SeorhKa0XHVO{gqILj!?v1%`X2ft9D7U(IJXdq=ag(JRO1YcBAVI`_7h(
z-o5|TjUUe|M^l90VM7BAl+)}e$ZJxPHl<?1q<LQc_4lz4D~K?3Tp1{wXq98QNmLH}
zhbbR>;S=@6_xJ}7(9WU54pX^Ezk*TWx(p0X%5no(h9(G&KW(nYC-|(#QcN6E>7~v^
zWrdt5Zzn(BK_7T{&kEeG8`)+9bu!#MHx@8??V=|Ri8>AQNU+{PJQK<4P&6xTT?Xeg
zh%<^=V`ydukOIXnnd~zf$#`+m!v$2=ToVS<$%gK=sCbdz=Ge2Y!!uhx%Z7GrrsP@f
zpwpQWA@SVSDrJ*@hm>S#E_vJfAdl5j34l;rYsoZ<*OfPx&I7L$Wie%FSFTuLUA1Wr
zsb$j}>n0x1ekI1=n(0?!>rr+20Wwh2ygld_Y<%!;=xR-k!=!u5YD4Br=;!F-HVphr
zc!~yC;n&Vm!|bcwUpDO=h~X=WkCx>qah^RYWH6<yLS?DN`jtB7rcPFLX~6!(a|6JI
zm=y}CYdrrWtIh6Rqfa?)h`L&aqfCdP(*GY=a(L*V^6kaHO=JvVG}A<T-D!T$$Matb
z!M|H5pSOjqbnpb%u!aj1+_UrU<&Ge48cS+Y1snvmZ9Ccx?^<DdibM6T1X;$@468XX
z!QP~uyVg9u&^Ti)8U$O}fVVuSAe(g**bs-3$L?=fWlINJCpDzv@}QP%0QEo{Jt5OW
z57<-B3IaG?$Gy^7K!V<WmJ(8z7z$MPq$;8YQ4vfj5%{gmb%*T0<H(ZAo?+X$L)K~o
z<{flT5<7<MYg}AEmk)p7Ou8ssX~BT=Dv*-RH$pY80zsVYXVkE%QCBL_+7P{hYxCH!
z{OJjghj0&nwW-sqB=q!zQvZ9J?8y+H`X1~$12Uy3TrkVjdo{tMQs&o#7pTfMb7NPU
zOJ3<VP94ysf<>V`QsDkh9l}+JQ~YS{eCIJ?P*$}xTgY`*kDcQ-lwW<U-YLnA5IeHP
zVyF+~%QUA2EXlR?t=XR?W7F-S0uC^@?-c$C#-%Gov1QFEu|6VYU0yp^W1NkEmT=hW
zP_Gc}ZH+c*YCTTBCx$O<fO!}fR46Xn*>$$&=Y7sI5DHl4zWX^pW#liw<oMOL$IP&5
znRY&0nvhkq1a!mF$ZKG3#ULrPv?#!`j<QlZl2c0e1PDM1s&dGh6%?4`xF1c2F0+A_
zP^r;a$`URBYQLJ?aF{TM;Lc}$YIROXYP>4uJjV=Qc^F)Nc@UB`3C+wH%{@!da#tmM
zGRFkH+_V${4~3w|Fa=feruzM6y}Ng5p;nzie#ntnii|M&4whkQCC*~5SiQ)Ly?;cs
zeoyG~`sftpqn1*!om^CrXDClohg$avgY+;%0Fi-N#VDiq1W1BFE4=@_2=$|>vAu*F
zJmdOdCGD(Am$!p`${|0i%BjNIuyJZjMxE+k9&DC&w-hDfKJ4Ndlvzgn>T`!`aTe;$
z+-)mCXUY$w%h?I+3v|KsWSy>t44D4teTLJ>>fCDH5F2Kx@+TB(QovA-5d%NeVG)GM
ztG0S19uJ&h#lATPiLMv!`7A-ya*VTsp6@Qw3mS)EUP>_NM^jbSq;XI?KaTUTA+)ps
z*32P+^^ilYGLm~1Fg@Ca1JzH9?DZ3n>Zb~*W1Fvff1poHbxNrfVGO9P*ogp|`)95^
zn=!h&&(sf(Ydx!^);$})M@NVNnzONTraJP0PT>>58kr8khGiT%=-8Xmn3ez0bi<0_
zZ|JZW7SrQJ{Kvy*{GWpPf4Q_C|5u1sLEn4&@6E=~=Vpsf9{t<OH(M(K?T*2He^~u<
zYvy*f@=CnA)<mdd8Re)<{r+e|2WcZ!Q_+h!S;z?-7C@q_l(inSAHY4&`FIESW_M!(
zRsu}#q7-}H9amYtWBb%wW5WgPH<AECs9;~stcYu^?4#UFD!c`9-XkZ~9_`CFy{F3>
zpS1vP*;j05T3xVu%5+4ryI*1skNpZ%JJ0{I8(k<v(-nwfpm?>34sv$vx<<b!yHyjw
z&XcVjn8h<mMYs&8B3-AgE;KLU=omQ6J<b_9*$PP>SuMDYOx<Qecnn1hLa_T^l1XfC
z)xJIX54P3mKZ$WxEAWJ_)^(ThW1eW;&P-FV@mu60;5eZYtPm<uUgZ+qK$mxdqAw8+
zIr`6uLS<9|CUBCptBnEgWQJnac~LhQpv0CDkyr!jd-c1#zNW}Vv<F+>vSF1t_x&YG
zAkCGxo%H^kN*5Z@7`nl9GRZ3qyXnH<=XsB+!07f~D5!()B`vbS3O7E45VtYR{{@d8
zR?qyw{)!JEo(B5*BzCfbHW9_%@0a*n^<=zHevD{n$gtyN^V6qOJi4*QiH~GH<EV~4
zw7$Eh&gmuxOdF^RRjJ4(mAZ<$D_Fk`{j{QNC!J5!56Fg+YRhWZz-}Cym1W!JM_i@R
zj@O{;g|09L0v?qxj)b3?E;3a=FrD>&1D(+I%FywIWR+#KR4u}f^w>Fp?<>_)k@tuZ
z8&-I*T%GKOq9v<pIV)wuHe1X#LI^Hfh<F-9kIt@MD68)FuoT7mB7+CDEWR>b?P!+P
z_YX51HM|dTg{p@JzV&^Jd~sd%XTd&YR%CQ1v3|`0<YhZo-0E%T%N=RemZoM?&K}@x
zh4eGZuky0bFg$^;qw$UA?RGNEWjpU_dL}~3&*$0v;peBVx`1&sNHZY%A*EZ_?gj*x
z&~K{9g?#JNS|BzMQ6YI$E^xUNb#AG!Qs=JD=oJlJdc_8+UP8VHYMUe^xJ*jO5{aA3
zFB4e8qf{zd1r^QsNgC6RF?G_JCXlTlZ9uuQ<`;ckJrpy|2<t7g>2M?ityD5WV8T@^
z&Xu##+y$sDrEU!{R^p%^A>S)G4XR}kW4)f#LcE2(19s)Ln&AvDOPHQKXDmA@Oi{{h
zH<X~MNK->PWbar+8QmAcPA4pS%W@}KV}k)R&&p97m<Gp}CUe;SH@`X>Y!|&14x>BT
zr@<1PgP!5GT`j+k9CO919sX=2QiB$c3e>TY;)PFQ;5+80YRot{hFiC>o1Imbp1x2I
z1Y_U7GcaTn8&5D<{#&=laxi=(jOrk}-);<MQ)le&+p&L(p};HYPG9!WVmIS_;r}oV
zZ(RKyu-S8ILTiE9NsnD2_f65W7~Jj8RKJAiYbZA3SB<}eVAt=54H{R+%(hpWBI)WR
ztK1T<8SSfKw~>gZk85o7>Yv!iJwr#ME<JmqfDgA3_u27KJWClc<IUW{ghAW+ZsaoQ
zrstj_LZ<yX(uH@=^d`;1`xS=Wx%sgZ&}zV$&lLzWo#(ULP?S}h2oTdSRoMqOsw7Mx
z&*^-aU3_MSR#YoG%o~J|Bf={Ym+L&R9nVxZt-5czB1n1>BULJDB`RfJRi}UfaC};g
zQ?{?<1@IXDc~XPNr5LTz6@;fLBhQ>g&o95nAy~N?pl`~%Ml+IhN5w#whZKl6OdkXw
zl8vum6L~!WQ_pBKvo7c_ajLw&6{D5ztL<!OC-fg^$GSYV&Y3T$D<|g<OSR3;1dkmn
ziH&2y;EU*S=i-;Dq>LGxre*8P8dTy1sPThO9z2z;+&5YzGR^Em*wS&e{LEMr>>-|?
zKd2|EgK2>s<p8I}>Ce%#Rd${#k9%mnr0VYQ?xQ9A@t>N@vG7mTquQ?m4<A&<2hEnE
zY>&w#5C7a&FB0EC38t3!!>vdhzL{QSqo-dkEa243)7D)}({*$Glp75s*bFZL$75QI
zBvo#=8w$Rpff{A-&jaXMOSY`hEdaqcXf5xtq-AKyWv{r*c71)&Cq>IvkLEpor&^GL
zC}9wI+R~wxq@uxbnkJuxOB3XRZdlOtk@98Q^jxTPj_o(DMRR)__4J=pCg1vAjdJCO
zhz$x&P#Y}ASIZ48f-Q?N3lUL<Z#r)!mKZ~WMg&`gt5aAFkp=ew;)Z-Nj^m_?D&@e1
zk8UnBwoj6{fJVeGJm7X70mdgn9WCqH;BH|Zfcb;;MPm>If4pk-*V9yJt4V}PnIe|a
z{mLdFRi&|6+{!ppZ#yKh2kQM4sq7U!0>FoMj|;vLhP)|73X0d@-Y%{xY-HVIj@c4_
zBLYVX2;4n;GkA;WbRyrS?^h0CRoOIsFAO|eb2*?;q};@@QQD?_g&PrsO?TTy(yQh^
zDZE)JE6EW>Gh#Yql|eh)^sqaK5hs2t&Q_VB51+bWEGtNkPk6<MyNN#uFa`+9cHmG#
zV~nl<>ijtpn03I}WZXv%-IJVZLjP&EX%?;w4d3y--1jmKjc|#CZ=R|_hmNqFs!zFW
z^s9@cAb&-~RILvns`8Q=+?B=M1{3&_WF-Ld!MX~z1Pa>5Vm<s(yW19uPa-JD%#~?V
zf_>~hhgX+E=_~SQjVc#FAA6gu_(9#gvF7&3l#sQ?*OR{4G?zNcvt7YADL3bQ7~cFl
zpwQKHP4}|7Z{t7AcW8kNFE$_nFna)nhr=$+QO|pbb1BkVZ>HZSRM}WMI1I!na9F@w
zGOQN&|4j-rZ0Jl3(fVJ{$ymgFqt)F$IC;zHnokqR3ahdG(e_1M8g1}z){7xpTl5Xx
zT574S{fEhO)gUInu};}B{pA!po778h8e2>;(ZWUhD`al9xzeSa&)aq}EHXE4UHa+}
z(eCbr6>Imqyu`>oq(yh1EL|}hI`Za`^Po)*=Mur_4i_eqjDf|e>zZT+cm$jl1g+G@
zuY^=45k&ODso(YqgUjIOFz|RVmA9&|V8o|Z4)rk*)Y>>^4R{aO8tK%ptXIhJdY;MK
zS4cs{feUzI-nO60yfRyu+E|bT`(6V)(2E&w;e8*^VcP@6z5HHP%cjy-+|_<TNgNhh
zH>^S=0WHvN>D+yjS)sIN()(5C+z4(<uQwL))|%hrEnhUsSu437qk|h5H$FMEk^L6C
z=XnS3n@Pf}J3yOAaY87ltq9%MQK`cFhLP|uZC&r<O)4zE(VN9=K6eJD%*cc#Q|jrh
zc&9=Jd8c#_#Y8xGMz%Oew6d)epj?M#Ar`Rk$Xwha+vC1c<@+L_A~P@OV*eG`_ZzV1
z5q{^b5-)F{qZ`%6*JYqncLatB&$HEh4Exg&FXYhEs=T~C<SOT7Yh|6JY8XMBm~mZb
z9I*^1g3PVlcBFv%XIL}&Db<<^{`5OST#&7?$N*E-Vd$pbSk=YagCoKq)Aw?~GIoDY
z1!!QqCHAs#4+ai}3h*)y29A+rG?)o?7l7UACMoCa)7mh&CID$U=+UY6%1hr9T?H5{
zqR2*qwwMaLsc)hl%T6kZxGz8U)6$ArVB_!%@T0C9IWzs>BFL>F*<diI%8Y%_<mOX^
zIh$D#A*go;0;-v3g2@fC8l%#}R4CInNswvlu!~QCMd%pA{gP$X$_!0TElMiN%xjk0
z{exVYI{w#m_4oXP=xM^dlM`?#r%u0;i{w9lMm@;r`{Wu^Wfom^)5&vk<DQk_npZ^i
zhnhuG&=oS=h&>9_XLz;fXx^+9SAR<a1t^PY#a8qgAgA7GpxY)Fe_F;^+H(!=>iS(6
zdU+KYi5Ghh5THoT@u#(jG~@{oy4zLtLPu$@XZ5;dm!8t(zmE+=MN}y>9RQb*u_|Bw
zd;x;GRpXeML3534qhRon+U3?1yR%T4hggaM?@G#@z8F1a@LIB~_&ZgCs0fFKn2V+>
zHqSow;S|xVaHV}YyedCKD=1r_>_$WKG#A+?Ld!}}9@q3FWfdzGILkb~G9G=+X~I20
zxbm_y;;c?lMMK(rG;W&4Au5cP%EC;U1Xv=KoH}-BVvjM;i#0&vU1em$K`)U}p4^Io
zcOumDvJqv$(3MG&%B%6+I%m&8+20dRher=Xs<S<gAy(Jak1J*rQ171-0hMSyKh4t;
z>-ISx<gxut4oi*q9qT3*Nh%YjB4xslwy+2RXkzH?@QD`bJGNn-3e+gr-z%CARB}lC
zxe~|Ok}Su;AD_lUYQK5{x}W})P^mZ+kQ*|+KUdhJ=WEu<x>~!sddD$8<`3NfKb{1m
zvm^KZ)ld4r+{3>FTgFJ^!We1v|97O3Vm_+z{=sm`ipTwrc}7<i@O7aMo7-|Dl}qv7
z+n<-Xi-1YZBtBd~m%L;4x3n4&uOi<q8zQ8d36i}yR7iTQK(hgbSEZZ2j)9ZjrPHbS
zgly$t-O~K>S$vM@W;e11@SdN;`U7hhn4y>CNGW-$B|g_)mhner6ZXJK2%xjfG}Bc6
z^Y=pqZPxK46-2zmI}Ma}w{iB3YiVvkmT@fga=zGxHz*j?6#R5Z&7nHuvI@fyljpB!
zvpi<W8a{aUOQnB+)2e_GO34}K>yz~PReiB>j@lVvBWSQ8*8Ei7G02<+(Dn^d_Or$0
z=jzC{SJGM_$4WfZ;gfjC?QE^7mxuR;n$d_jVUgHhs&|95J=sC<mgC=>7w1~mX%OR|
zL(2~I0hgkuM~@Z5=k|lfW~+=BpMyBySpRub+g}q?7j(V#KVDo~Zn68~A7Gj5I!RX7
ze%6j~lL?q@d+07$8`eJBAY}Uj#l@Nho8q`NR<?WTsSydjXR$CAV?%w`tzY^j4R=if
zLYFtQE*IjqeEyC^@#3x%W;id$^ujX|V`_Wp4)C>^RgzV9-;~GI%Zqq%i<V%Do=wKB
z3<hDD8DC>;S?;8yU`osK*DkH@WsRtyPg<*s-HwZZ`q#%+r&r<{SEOe%Gi}Dq{V4Au
z5wX<g7~li)1D)jX*PXdYu<H%+P!)t!HIYzEdq-xD<7Z;t0-h5X7C5eXlm*A5@_%{E
zC&2nNt7(<)DUe@SwnbxE02j+`V{fx_(oc13;rLxiAdR}mJ`hP~qiG$Vy`6a5IF9me
z?d^*Ia{;rWTq(%sJBAL$#&-gv;@qJhik|Tf%RgUPtxIv|14Df9YJRA;$_VNG%2)j{
z``Bc+rQ)efM;^cGs7amVB4TL%@I$y;<`fi??wJO<bhhSF8%W3LXPfVcX{Y5R)(kb;
z*;fG8CW|n7cc4n)1W|6MiR&g{S!<Y^2GGl0qQ*F>d6*oyRIB7Las#ct^n_-nCn`#x
z$}30|q2-ldkVE@30}5a?&9V63n{QHpWPwrkb^#Y#-6wl?`yIVV?BbL6WxayUv|zI=
zbQO8f-BiOeU8_oAR^>sOA2HP||0KDzxk!+>?c(x@22&eR=*CW_-nCFz!PPd_y<F4_
zTU>`H9_P1~50VGmpE9Q5MA)NmG;dyQOG69J==MDQtmVF;gh-;ww&gAMf__WOwgS-Q
zR;G~ZD(4AkNZrKc#M?4u`8s=W+@AToK;>@W${sCZpVpyanpKU;4?3*CX>Wj4`WE&(
z$4OGCJ6A(}1?F)2Jt~`U_w@HwF*w(kn2-kur<<1Z`Cp!^XBrv-Aa%T&6X$A_j4d%q
z7M~i%GVdDUJ^^Ou1bK*J0+4o804-QruvPxX*=fKsl~J&ibbs7n+U5qDQxG5Cx5O$s
zp0F^kpLc7L`$c|OU6Xeb`}Dmdm)b4c1s405KaQ9@0g}mgna3C6UH2zBMhD3Dd^cjD
zF>05L2BWSSpu;rH6^o&F1*SAiB@K?@xi=<rt{wqsxoQ(`7Rb_uoltIDdSDlI=iOOz
zXv!RJZQ#>$k!Q1ljDnT6^tk`)Dg0N#-Ak_OHwuq?N>B{5|N1{nr7JaDHU9sW;Q#kP
z(|O~&6P};D_qkLkx#0k|%du?%n{v7$aLa6-OSM$1Z67G8pjxi4y)cp86e<LyMQZjH
z$?~PFsM=)(V3DJy(EO*;SB={_bJ_PlNY72-_WMXPTbiyM;$c3ZjHtMKO$~)1{3nym
zDg5#BhEwt{JGlB<D;Dsk2dV;tZ}7f{M*+F6KM^J6@7j)!D!D2^oG%|iIw!({(OV~-
zH~Rw&vTq>z={jkJ%i^V|Q3Feh-q3wnIr&YysdHjKpGsmZ6Z|f&Mz<73L^Ry&eU$k7
z-jm8#Xw?N4yKy`@Jg94MyX3Xa^*?p>gRG8!Hr~jrHhx%zif$_hn@eJNmLZVHNV=Ht
zpi#HU6cLs!WTM{dH;^DiAH%5!0`WB_HpA8>3`K&CB?aB7nEt+UeDPg%iM2)8a|I(D
zda)w-0w^gEz<4G~y!I<O5+d(k+2R&t%z3M{I-Qr1qbuzZtn5GM<ee(;#Q%7G3y!|0
ze+PG#ATW3%0=*Ze|AbS<ruQY*^ci%0v2HuEei|apq|7^M+E6D^*AWlJfCbz)nrrka
zocsv~x`TZK!$T;Y%rWSzRtuKv=QOiH+Ctv%5Pw5fyTKL3Z9Uoc!3r)7*(srE8m9N+
z$7Pi@%<R|zS4_@?S$-J9S9z*e8tc)hiA>SJ?Ni%7k@Xx)HG2m~<u}&+f--mQJE%Z4
zDK%8J(bZ$O7|Vv}g6lOmA0p1dv?3%YRd8cvHM|$2-5Z;=Cn_($7LG?3Ypi?s6y2%{
zo1TYZrMz>TQ?eZsJ+D14hxra859L}49&I}&i)RRx`@dXPcfrAd3-p~iZ#*Eb9H~Bj
z%v73{@&_pIbjCQaY^zg71uFgqE%8(fN)<9$*I=&7=@!r1^INyXFOx_UPXQZU!FBTW
z3iT#sebxn&lvY*%VuVzq%pI349a2~A9uN!jWOSjaP`n1;&tC?r#mggBQiVZ}iJ+38
z6!Y2|*K^5%59{y1>MXT+zs*<aYe+@BS#dWYRavgtM`ZtGz=`%y7lj`a4kL53z+pF+
zi>9i+D`~$gOoPvtzrVQt1DCs^{f?hv_+{=bj}+Z(kpCO%ASTC$onfz%AOE^(j>-}N
zos*s5x_&0)y-xmwX$ASNhfK$UOa&(^24TLf(%ZH4C@bPi3(FB%%&D-!(<H*J;aY^&
zQe|&&)o~tIS80nuX4=<vyOe4|{9vF9*tn>Nms}EhcYNzy1;?@o6U~Mujb66xdp@s-
zs91L_#s{o3uEi5U2Owa5aj);uR?kY7<LG4;t~(~fF7jqR6qJ06Hk7|w(vz%MmhHXP
zS#}6nI;&Y);ADcASsNmpWJorvKox4$CrsR|())_hpRzsqNY#ut&6*K*_uu!8Z_1z_
zpSB5FAzxAS9T+o2{|gTxU_>(xf5u?{z~YKA2k)3MKuEaT`>6ndc0*lE;)(a0q(4>l
zI+mz4oiz+L$rBo^)lF8hf9af_xvA&V`k0q9LEk(uQnClos6TB$hSggzF|ohB$zSzu
z@h5sCvSI25&#kR=?&>QsPwl6^9(&YEuh@*Z1QQ-=DmYBc<OW7mS)?9@R5snl)aW$F
zJ<9IQ1`ipS2{_^vEz~R~q2B23LTgiNPw+(D^fAN3Z&UPN8t?zBn!1;`*HCncdVc(#
z7^9v%&?ezJ?D9L9IW_Vhrp|<=+z++q0va5Fze6=5GTxukH$kf$)~InkMXZw?zSV0!
z@Y|jdYC}2>v}Lhtm^v}=M!uW$x{cIZ!{%!?B4rhKt64f$iv7Sg1{``DN9sMj{edSl
z$al<V71VG+cNyFC^rXZFtm&7;LFKM`YH#3U!N;?5<-Z|_*AgD~b5SFj*(~?cZWWgk
zJtT>keV{;7;S}EBsyVla4W4b_`1+d?un6aEWL$arN!{;t0B=f=sRXJUxgRi%Ief9Q
z6Ww#G2&GMf2qF(;j|I?I3jI4MB{o9A)lc7VTG7<>F?&uaJXd8H2TWJ+Zsm1z?+iP1
zKCB!!j@3)E@@(WhFGEQ(<Al0y%kT(L@rn%Z>?>Xs@wDKYOGf1$$$B&mp_tw>*dCHz
zbIWY~c}^}HQAw*E%_Uc{R77r$4zKZpt}QM094mhDwmAI=vS`lDVj|(~3RqsMwR*Yh
zdnPima4Z{J7-L!v%28n|CI--qPs9{flm#{?tDgv?8w5i-n?DM$j89T2S(~X!W*TQA
z^KNB-Ckb;#(1H~_npFG7B&gXZz}s;l>Bwn36XG$CS-#8jyP^*4A%Q0$(jg^}_MZ>Y
z2(JUb0{k?TWKNQbF~PIgasifgIAJ{SktMFT`~02p_bvUdcYOj<bN9>s)asiXcYF7y
z?%ju*iuqNWUY)IrX|Px{vkYr#n5~!%qFLqqF<Q>twM!YC#l^;d#U6?!lw;#wZVkTB
z^tG3TE;k8u)A1;Q)=c9PVHDy1R7~=R$<jZ^FEbcTmzicZU{e}D<!mo)p0lTgcVQW-
z$~;-m;;W8GDA(Y?O#1}pzJ_-NpOjo{0vT0ctkXc7y%kc8U50qTQ`4Zav*T-hEv3<N
z0a$QveIoQ?iVPEMDdh#Yh9mKXz=d-&Q&`VDfjV4J@`rTGGaq-I2HI1Ulv0+Bcml98
zY^g|xspN!?@t1$Tl!(LP-w*OjV{u?0@mF2uF19a&G`J(Cl(UfG29IS0c-#;%`7(Wz
zin5<Uc4`JRpVZZ0o~bXRE3!pAONOZRIX`)e(M2~v5vuojBd3h@-e_91Vc5w*H?x>6
z<aaIq6dV8U)+IG}ZRd}!bJxg*3BKjM{Ec$zsonmD%JAS1_HwDx?w7yU5VeP)bvW;`
zaxK5*Bv<jO{wM)qgD(!hJ{f+dJ+;U;QqS<RBQx3w;%lp{)dX{qSh0o79WeArsh9oj
z3;nO*D*=d43Y-SUhr)(ScrT5+j5^kI@Vt?<&Fwg?&dj2QfE2}Iq+&5STm=V38INHA
z&TXq@@n6ywQvuwp1-ANrvTJmnfH3{)z^WA0vVNw_*?O3Da`U>)VvDuV6#g!^z%MFi
zUr^GayMT*)T~EcZ@syh#-}L0e@7n?@j96Q3<1xOj)S;SesHgU=47W5PSf(tXf%+J}
zlt%ZHSa<y4V_)`XsZjQU7XO2Pm>jjtt~~ADC)t06jJy;v5KayoN|HC;o2!6(>nmU*
z^&jo0{%u#(sOqcI34TEckt+J2ExH0<*9?bVO#WP&2_t4D_g|zE`4JE1^y}X0nw-@D
zsfu$Qk?7O<s;Z=1ujNzim~c<%uR+c{`s(L9H@E0KV_3}W%{}?s#v>0I-6fLuW2A@+
z6;=+zRt9Erx-Puh?|!2=*^Hm>JX0C8iF_uF{TkjH{P#4h(3)2ENFJ9u@O~3MGhLWz
zmfS09d11841891vbfawT3`+g=o}JQ~7Au($D?jAj#D>m}NME~qX<26=(b7ksja03A
zved9!c1ezf>TdQ3eJD?-s$IQ;I6(OHx2#%#5f>A3Qxfg`l;@du?U&T=3=_>vg|A7B
zzbBj7*!cAE(d*GWW$!5kvm_f$C5MUp`Z-1rV1>~R2z>J2G3t|#OIyQivD<c>=iX@l
z!<1s=bo<P&;_SQwr<T3czk27*PyS*0x6b%PQt;c_(uPIu>$-*2G#KR%cfI;K|AMTf
z6KjXM2H$9qcO?F*lb%;ZfRo;bpviV19iN;Ey`69XSo)o0IVcOVTkx`tR;kdc5e)uf
z=I~0NG>2r>?!jZ3Nl8S$@LI|FqJ}Ln=NVmn)ZQD;bF|2CA53NYi>T+`wMhjAR8fF8
za~vWq)`#VXwaVPv8Ci_qnq}CC1MHB%Pppyg!KjHb%n|1!U%q2`Up<SE6rqkiqnX9l
zT)M{T>f{~rBCvVTqnAf_TD-ie4ftfD)H!A2#=8Tj!u8RvZk(Xupt7*Qb7K`!S)*66
zA1E>kw7-y?rm11L)D{+BLG15CqO#Rs6z!#^g>Rkhp7|CS_SYf>Wp;ml8-8ekP8gg)
zXnMXZDkwZWC)s^Ase7D#B=Jsb-l@&nt4Mk#yrJo|E><2cIkhtX)Tz^Z?8|qAU>I-I
zi+;;BxjO^9#a-1k(>DxyDj#J(ldVxNj;Q6Z%82?Z*2`Mo3A6PI>X0<@-q{L<ZR}BW
z?jr<3LjCe@C%f%O;uK??AP4NPKHgD2ztjKBBC9d{6xkqTHA%h~nmt)qZPTuIJ<8U2
zdoJH95h<wf@tKfIMXN%Q9x{3}nf!C&S-h&1=z-&r487|PuDH{Ku&_1o#tR@>+u(!N
z%w8NX2L*n~P-_3qTR0ZFa7bj$!G?GmJB+xVodXA|9+8+o;}R;=kBQbF8K3H*kNoY|
z6sekueL~n$K`Q2P-s^~UlfEX988}low^j2{=~8o><sb`hON|U$x7eLYO1DBY&2t&@
z#W#CCzS}IbetO6PCfo1F@8&{M0H{FG;KBvL7mIc_>K?Bv7fDO5!*_$A(rg|cqt=)E
zY<$EOqd-S*o`#6^Zzn}g<<(LP$$dV!NC9c-BrAM!-omNR#_QsvzV}x>KRs%$(z&Y^
zkbrkc)pq>xP#F230QUh!K2)7<NF>$jI7e;#MqYYyA;WW=y-BmWf|Fn7WHQp5?FBw;
z-Kn)kzh-B3%v}fmX6(V3tI_qX?Rfu|<C2|a?S0YiFAl#?8VH4pn$eX}<g%4|?p-^V
zu@0JwfsXs-zkrf<&C<6ABV6vQ6-JMnS58F@TJ~&yN}(>B%T?WIP+ZxuRemLsWI!hv
zsqYB1oJ@#otO;1rZt?$o|7%z0r=?5y*)?<~kd3v*Kt-AhXXk9k3TxeTc6L%fbi$j_
zF0i9$hNFz8ln>Z_cRoIk<cmXxTi+osPS|x6?Jdc-%=X;5o0)!7xh)yham7y}EqeG@
zLTVmxITeBDDv_b0(shtnc19nU#J7qJtw^CzC=L7GII%TMzfyKe2=y*4Tm>R%cGL-X
z%=frbX7y~{M%#!F+gEO&s2f#PnF6w)+Y4uHkO{WU4eGBZE}fMWoWw4=J7LCcE|)Mk
z*KJ3D++Jl1$uHRcE?$m~XsCTLbShv2J&w^=O+VNIpS|yGw2>@cpb)udB?&WBNm`x)
zP#PP*9a@;TgYOD*8UogxzYQg}5q#ExegiADnPCH3yay;=-^_T;hMy0X1>O(SD>cUC
ze%?kNA|67mOSgjzBUK`D_OWtI6-Dk&3)Vily6$$VWAxGs=F$h0>y9YPQ0&OOjk(Lg
z{7a2NttlV#KBfv(`{qEAY;|kutdiZ`7r*79z}b$9Fw&*Kc5?uH?*>YId>4O?F|<#(
zsFFoDHfh=rrf36Xh!>E8_9$$}vXPDaTC%L{LJLJeG~BAQQxq=LUE9g%N@IG`1*}iq
zekUS<m5(U#ryF`GaQz-6f87Ih=R%N;svZAoMbA%ZDBhp>Mk=yD>pnGP)e6<{&{4w<
zDbacqJ`AM~eDpQ?PVwsv`~32lJc#&RCA}<U<7c%q5~xuPYOq&%-S|21>!%W;Yp(QU
zMq6dZYJoe0Vudj#bBq7?Yxs}$<Np6Y#h*>Kzg^~+?zo)y4^#2sKTM;HS>1K~FX8|;
zx2Je>`FEN>s8jhS-@G({jir{*tHE4uMp%F2<u$BPRgiucFc*1`xk_`RcfrNq_z$R+
zapwA1w^L6{`7$-5m}^|170a%@Rz|@dp{TqMsTd0`qL-5`<aS$<JD0lk<J*5*55S9G
z^{vxwE?`FA;YA4a-}o`jqXcG;k5B2u6pgt;x8r}91XCryodNA~y#KA?J^Fsx-Pjt}
zx^>}UTDGciB=){|!!~5IpZ3$2DDkV48~c_oZsqfv$k-&2mm$!P*#2e9NF>*zr~G}6
zoZ+5h*c>p*<GzG`&=#0v@5tKoaBHmj2r{E?@W79F!*`U;hke1;@Xn8nrZh;-)*$uU
z{NaZi{Ljt9pmn~bA7?Ji&F6G~BUO8+UUVD^_r=dv7==LyJL$;|^86Ui!y`8}joeS6
zy^NONE8KTDSAq~XspWClj>6DxK(FL0F*cRo-pEhi)e<_bu6DJqEsHs-ybY-{CXjvk
zN-oR}4iKV0Mpfd6uNT(y{Fr#%&zdM31Hy2_<!07@PUR;e*83)|G%a|#2^A4WpQZ%p
zYnXpAU<#$EwePS<Ua(2R1%s@LfbTNo6b<1uI&4%-`1Rhght!ZeZ*ru?413g%c}G4_
zm86}LXUk>^)3p9l8^LGTH)j`<KE<%29t)Zot;g)%eY*R@=9%PJy$(}=_5BvN-E_pO
zGcuCjA?p*_s!q4qElsbm^f#vpu|oBi1{eLbX?jA*SKNfG3zaSBM6ve<rpST~b?GZ4
zLaQQgp;NqBz=&lu`p=g{-LRV=jPE);v}hUd#YOG_4>lQ<m)Gtl%4+nUSa5<*&rV#3
z*L4Y0CAsu$Vnfeup?dvxruD9yy8|}w2eGmBB7&qiZLD3fDK9;6s_QiLZ1|&-kp3>0
zdp0U$!{4gDJTXE3<`qsyqe=bFO67XHBSd3gM~U3oZmN9~eP_pTh9!M-#K!0=>Q;EC
zg{(p7YL!EHW|F=f+p%}zMlkB}Wqn`b)Q)(}2L=DJzPexRBk><iU)`2JFmJy<NFD?(
zA5{iA4&Ss^sY;Pe2K=H1KA5=Kw#8#nFL0h3#RSNYs5H7F<SATLY$RZ>R;3S4pzyin
zv5n(4@z@k`b<%zh2vOMJc4@=PFbY&Z4F2;~dap`3)Rb?4Rr_!qUK=zRVVgG@OSZ^L
zi!zlq%i6LCa3D2Up03N?HZdG9SOvIwej|ij3vilbgRC5be~sQSe>u1id^=9%Vgx`i
zqf+~~21)zfvg+Ru+iLbIOmmdYeXqwz6ARA8;V;HofMv*Jl8z_fx-!QVCJbEn1QvuG
zt+@qjvmK2}mu3C33HOLA^+UOaCcolvO0nIs@&2=M#6wK9p4B5pH7OWE=p2qMR4;R;
zba)T+D+13T=prwyYeNXIM^s?LPQI?+>mN{oXU<z7A0F%bb*(L3J;L1-l^SoBq{n9r
z=lL$52()}0D=)#TuBlMs9ztb)mibq$wWa?UCzaVEo%6$*ei_6#@+VOgACB8i30}%*
zuMYZVAQ>CS*rimA#^oI!#WP8dsrENXGxlXXF6rZ(6UCZsR}!+C#+O>!Q$%vI1yC|;
z(?1#voz;lh`OohAgFgKVw_%d$Cg1NT&Gm%e$B&}%J^MoSm!bx*rIg?O;q~c--qqMO
z_ZR2pVjl@jh72A)FO-TJw8AbftEgjJ1=ZrV9p$^CTo_-jzNUEgp;|uO$y9pJbsf>`
zu~Jw}wr{4&3%%^AES$=<LnJnI{OL;HKq+V~6>9OuVtb9q`EFcXd7loOx&JH=o0AP0
z50t`4?ltCI$yf&}VpP45vUlNFSmPJWib;m)EAKZ275>{LC)Ocy8DTFpl1mU8{8?E$
ze}G)bg~%5&dZA`|wno`qT*&J2p%<V<Yxw*q!QEx9?i}+``Lveq+=SOx3Fazq6K$X*
z`+5WT_igS8ZALUWMCD#bX|r$6K$M<+_;-r-rrk;Yj33`*`&MZZ>3z!;&m&klKc1tt
znCLMS$bnKmYrbe_)zmZ5pZa3uVfMAsD+H#KG?5tS<Ib_O+o!_NHH*zAP4qVkOtd>o
zEw|~`Vjpowa&KS1E84z>_Ect&K<SYiqW^^@{$pCy<7GZ7?z%R=c>Z4A&6B{8-Cr%>
z4{24DFov-Fc3Je!;uS^7$dP*`5-R^N<pkO!5xAkPypQK)e!8E3Q9ioaTOOB;u}N&m
zT?(JU{@G*I+LGy2XF@qd$XbqoQ?1gXXiW9Nr>BZ#7(N4Q^^dknbsGW3Ol%adnUv}?
z_v%MO&Tn1u2CiKFB!T|xQRpglc;3O@)Bwe8nv-x60&qDtwd3|^P-Uy2*_&TT^a~L-
zp8Pm*aTi?=_!LtvA!!s49+}U{w-4B|s{CR;v*hddN3Y*CA3KY>=OXd?>lH*0^7~)F
zc$o!VH%<DO=wto)`=`wttuEbMl!^5%Z(RHM?k9btFPRdIwiccbu+o+nvyc7fbBh;z
zWa9`k2ay%|wvSIcu!m0^dUIaix>&n5+)IJKZVEKzf3PIxeUrSuZU%hhvKj?Z-uZ1A
zaVuMg+uXf6Y+O2P$;fEfXAkiW--34hz|X`*L|o{i0!g2iUPr#N6E^-m7{3)XwQ12U
zn#J?_8{mq4e4gQ&qk)APh|w64$Hb|7uVZ=F;OGeO*_!v@^oCV~TWi==@y6JPT*k^g
zBOd8>JX`l$HaG+MF<6JXHLgV`p@l`TqEfZ&<nB{*2jH-3*%^r{=HKgD_jDc$7Cgu0
z;Bw?Ibj#z4cFpW0c#vPR{$^vZj<KwPbv{_&M!N-)j#%44{LO=rpp%-Otek-|3zAsx
zaDe`)6E1SF;<WunTEutH)vMtwJ=H)L?+A9o0$a>6#eorDdf0CpTRJMTgyEuRvCKU+
z>JN4OO$tb<W*ftOk<>?Q#uOuigM8KQm9L?gEHFGfra-ayIseET!HWSQa{FzM7BD+T
zlIiIg3nHCGj|I^R%|k|&OLGSD>A5oca+ry=PM9u}>lfzn5G$vwwXtpr#%U|pY+;F9
z!Y?Z5kP$w}cI@WHq^5LhL|NJ8advnJ(73S0jjHJ7z;JJUxlg#LdQ{?iU8_fWRNoXm
z^W%ZlYXR(Fw)x)RKGrh!b4T>lNDBQQrqhxwZcvTY!jx$5K=$MB<TKyq$uEcSq|Rr*
z(voo5A;LUnu$;+V`M<x*p&K1||CLVU=Y*CUZ=Pwe76b)O#|ubm_IH0pehY_f$8Y9~
zHQmz*^tPm~%Wmt;_$EKI0OQ)<v>zA`OT_#g-L!>&pqGe*RkHOpzW&Y8Io6;i;*n3`
z4-r^;ws+=5#Yaz{1Pv|5A~PDYBPkWFuzwAo0_^CC1-+H@ar_az^u_GTgJrv#3Ww$o
zJq*h`CvRx)F=0rbX%q2mpbA#3{$eCEYDY4+LYwpV-v<4D@%UlZs&+=exA|v4j|Mt?
z7HYziz4iFD6WJJ2uky<nX%xI;pLAm<<J&EERSi-Rnsp}4+=UDI$nLexFq{D=19DbP
zq0P-lx3ihHRS7KP^cAi<76oRT0essv-;|7%rHPswgN_eB24!mm%+@OxegjRA#~ZiP
zqt#-Z$U<%)gPEzR;aak9-xu~`T&6^$H_}l2?Ue=oN5p{NRZ6zA=h#~prZgqkKu-IU
zq6WiM{v+bb;i*g!!W92mouxbjA+8R>0!$>*CX`3miUZv3k_qe$tUKD!xHZ0at2J7m
zs~x%>{|}R#>m2M1yUGxo-}1Us)d%{3#PD6CP^E`tFB5YikF=G;r97!Met(SMBd*#S
zPO<<!_j*p5FSNP9=olYhj>cUvqS#)SSAX^=d(ivi59Em+>jT*{w?C`i&i2-i)8D;>
z=ev<T@G<h;2RFQU&T5bHFy8=|iS_j8VWg}drEOC9DNWsbHY#I_+T?(F>ePS?{u#jW
zs9e{jv104K{Tkn~di5E$szU2RC%$-Dznv!<6ChMb#Lj(&OH?ef@QCtgV`IJWIWaIw
z4Q`e#$o-Ythl^EueT(H!VtHz|WnP${DWbSDz2>5r%5QL?%lzZ~GQcqM{W8&8&lZ3R
z9vN+(-0_fR^U`RY5Ri&!t-tDO>2?zXh<~&WE#s3X8;AL=ISi1l_a%>K+`77kT3Z|!
zx?j{)<a}WThdRd(diTrq#0GE0WiDq%R7E-_FRM_U&Bq`y(zCc%LDbaIy7%R2^K2qV
zi)MwS-Y!Ru%ebdP7&`c;4|}2I5ut~*bQ_)DaBcc6M_->(^ZVlpiqFBpHMrzgQAD0>
zKI;sp9tK_~U(o{g3Dqgh$p8Xo{ZWKp)`ZEuIoZQ*s%M)|Dm7l?kGJ3tPjkmnB5p3>
zD{n04k%TOVKAgQ{(!C6_5KLGWR?yG@h7%+-C#K?QLy2Se{oizQ-0~EV9{GnUS?zF8
z^eKzm5s6)PjyX*Y69pzM;<0AI^LdNP!jg>FVhVp+oLdozwUUeS9(bXuz281m@%jm1
zbdAu>{Al7CfH210DAiqMV~O&qoo1F`GF;>EzRQ6$+q2eic$Euv+tMKR?U)7GVv?uw
zex2=_{Ul$Z-6YCPZz&kfU+E@Cg<i$+YHSbROaL8Nf6+5qIqzp!oft2E;V%@kHzPj#
z?f`x>W!f^zAN;P<99QxMW-rVZy=^cf)$BZeM7h^#_528BsLJjS9yxp+JoZrH>qXuy
zsW!^$of{uo{z^%;<6gnP^_@N1-681d30Ks}`#Lj#BmBRB<G%qU+vGj|uHCc9;H&HF
z41*3O&<1P&ap=HhPz1%rAt>hlz!iJ^7#ntR_J_-?QFY1dt3DPa`JeEu#|59)cb&AA
zpHunFLH{3DZyDBB)NbuUX-i9y(vp_q#R*cNgyOVN+%3V2ySr=A;t(Xb1PBl)?oix4
zxD<DH@5#IO+27gU`LS~4%FnfunK8#4&pnvN=idIqVA)@LAuN6Tk?y6V_DSV)sBf%^
zFrKyyuEF{%W`|c5+U##cyj5}IgmRK=_{bBK`n-MZJvY7EEc^{^ttSHoDx|1~HhU|X
zdZB5F1zoPqd2_L}gTkIz>E#Qa2w~^e+l%=F{m?}V$1d@liiIVT19%dNORS}hghc99
zlrUd`^D4Rcc`WNf9_5NQW64`jlZve1Wp@Wt%wQdYT;E8|_81=1D~2a^Me=z%sT_!x
z5>oi)GGtqsy7@8KHj={VX|J2~B&=C6wrLs`;rBeHo>!dZtWBp{GMf@?#4cEYT4t=(
zp?2(*S$97jgcmO;CP(mcixV%u^=v6f2^0_z6aMDKRiJLzUey+ywInPsuuQf5W$smv
z`47XWY>{Rzdq!dj*s3dMGxxUx(W%#@u#~xWSM(2K+52wFcqx+(!J4_Sg&CecdrniH
z1Ak`Yp;^{zBd7#<`8eV2mg}33J*vFIkzTU2Z!eMT!PHX`zWEui#GU5E!cZKOCHl<Q
z37>Q>v%KLq*5VMOnxIDNtXomU2DV!yKS5ZW*`U%~a6<GF6(uKuDm;aRRswRC?ej)#
z?O1;X#g_Xq{>lbl&Hu)~m~g4GGGvzQ)UGR-x}GBPVd|=MQaRmi&NEenqp;+&2{z07
zoxa>x+ggi}V9R+9YSyL#%Qqw}#%sd5KRqX*Onz-LxORi~+A8_W`-aMC*>wk7Sv~hp
zm7!Kf5x!04*~4}O%YnD!2{y=}E5jiZV}qge^_tHtzx(e(t|S0e4AoOKAIA*qACE53
z4{>|`Vbk}@jcDa#q`zEYM>ZL3H#^+vVb+r3PpVjPBhx|N%yPx0{vVK*8M%hU@68&P
zGK2catR@jx`^_(+7w1A3npbj`5LVL1?F^z%gF>xqVwx}S&UO6<oU<jc3YC`*q(6lH
z5x(k0%KRYMb(Lx1e=qqDV++|flY3T7BRz58yZ#X=uI@WPO1tEHR0<7%vo&B>#xHct
zENZ<v?1tA)9F`j684^uMWrY4jAmJz{OEzmRTiy^UTcgEWr~C!C0_7Bes=C)b6UG(K
zD3gl=RWmu`TVtR(SFPC=lz7s6uN%$wq4jRG_L)Wg^6z}eCsy7pXfN!3Fc5a(E))u>
zySGfKbE&f)9;77;F{ML{{gB$+2p8og^_n6M*WX?%zbf4bEeIXYf56M`Q<1T7+Uh*f
zWLxByuc@J2(ywpj8)`Utp6jN74uMnnEkguu(?e6hA6&{E$}mX#DHSD@Any$sf$(m=
zcz<1I^T}V8CIAE~IG(~JHaTw5_pSI8O>DFa*BFfxHbp;^SIzF%AFiO@dCz3^#Fwy_
zSa~6K`_0TcY*eTuqoQ|K_8F}~26(yGDXojdM9X*hs=(OM_;?*I4rTaZv*F~6a#vGO
z<%+-Yeg_;fAC*T?07960#WRH;yfTgE2stY(<66Tv4t?C3_&{@iJ2}<SEi<Py=|aiu
zNhG8+lj&f#xO1y~ADEtZSDx!GfOXAS`uwZ4;WXBsqKpl}VBXOK&>M+b@yU-YUi{_F
z1Az0z<=^D&gXlx23>gVo3<n>%hF|`}aDm(Zeh%gock3lXoOAW4`6dO?WRr_M*%Y&$
zFyK|_uZ%sdJNG>)0|T~K*ZLr6gX=hgp+M=*Gx5Ig4|ywJ7KmBAPBM!{Cu%xK{Geb`
z!5%UhQ~I^{!uGg~v-*RIiL=>oW+!PQrcCfr7iky|#v_q6Pam*Vv$r>n373tWcpaRk
z@~sdrE~e7sc1oPc*KNFbc|(#?zIryKt3NSX{X$f}^U5V&OA=C)5vg{G?&S(Y%J5G*
zpOz*ux}A}xd0X%!`HeES2aQ$6-X}irg-?}|eAXS0DlXSff`p}?MoV+{WDQwsxtS_K
zzehirmw33Dx7`5?S8{26x_&^-xl*=S@!aoaaM3l65zNYzW)$#OhpzjBk>{j$3!v(f
zkcWI?N~E=~jro))iBHlSig8(261elKj`Y^Y(hrca=g(}V6?5t67<@mLN?x>P^SOav
z^hb*9@~B6{KvtV@(JXT_$)Lmjj1tG%UFP%*aOzRL$pr&Fj7^(|Gd&{riI<&3F8*q>
zv|GPA0tAs5-;(2t$w-_YQOQc}s<4_j#kDK2!s)A<`ecJ|l>XZjOI@KzGi6e5!N|1Z
zdmxQaF+^=F2`JRq2+0hEnsL|1>wZ@YlDyZ#86I?y5>}D>*a%Zr_$CMZ+tp>id%+=^
z1I@AP@1d@Gr~WD4aK-r1IVGsa!3-Z;{>6D|196JVxMpeh?@YGa9GO%N)|miIifYv|
z1d`wL&(6j|zJ%$Bbol0<vLhN^(cw``%{sSXq4C7xqJ6XF%x3b4Gk>|hktcaPSXuYx
z1q}HLE84O@Kbs47ajcDyKUj#gT%-S3tR~SBZ2lgR2^xptVqz>oGzRu|{I%i!U~U<D
z?Y}4zJ@fQtA~7ZFJB{)WxhOM$dI_-!K&z6(os{D|II;pb39!fGT|ugg-8O`Jkuw}^
zN~4(;RUagKiOG3)3E=M4W_-4usXSHWVqAe4^3SkYN8gHbp#1llX(T1RREVP>Jm<y!
ztBuMWA&1NYm?(l_zk^1gFK|CQ%<f9J7%?rMtF;>hTU<5F0B50pHGp2{S$3=iSd^UL
z;@K0f`u$vCsI>}ye*N}tqYEFAZHe@U^ZXb|q|ulS#-iQHeA%7#$i}x2>Ds$fDTj{V
z%V7I<1$TZAm^c9<29UgL+yZs@E8U#5sqXTrBm`hwZT!<<Zi&b5em7w*Xs|OeHqusJ
zmHjA1s&=EiqClazKF_I<xOHvy;6v}mn_?LdwBoHT{xZ*qy@u66ql^1R!7IP#MmNMx
zHbXk7a+KwwltW8|&!p(GSXFD{s^p~jb4#0pWEPIVkq@P&at#4;;%`F#ygkFUhi(6Q
z$W>Ad+0eBdf|UUgQh!zc_E8E8+)=MbP*=Jz#CJIiyUJv$=urG#Wmfy@E-=kYdAl%;
zQn+$@BP2=*nOluml)XuMNqkW<pFDV5!o8NiuXZWqlCOTQC?~a2Z1275*Ar7f-Qttx
z4Yza;kGeYLvwb(rHS$W-rdi`_8Box2w1q+E(>zs`c&}JrnLwGsd)C;UW|koIR9MWn
z|Mv3#53nD7bc^nT5{?iRBCNV=J$X#`-AjY6{$Ox5xl{_j{QF;@uM?b~@BPEjUN0jg
z^-Q!ac+z6xnL%%S?;H2tPP85U)oOAukL$F7SQhi$orL=wv^uN#s>qzx>hvr|J(E7=
zd27D-TC0aVHu7uKlG7^lPmBo4l^Fc2+sQCot>h9BCPkaL#pGvLcVqFB3UIER*J{0O
zyICf=ay5frBw8>W<1n2Ce=FEpoSTD##P)Y-;1IR<EPcv`)BzDMgcpd2=XtFNTm?|s
znueQlK=D&QrHLnBE_t>sSbx4DdokmTH&sy<m`<+Qz`H>K{xlF(veeJc<oay8sNjq%
zlj-ryCm{094HL4>X_@SQ?MfD`e`v=nJ*_+w@Tvy#tv%+m|F*Z7G1T+}Ri+D97Uty5
z`8Q2vBv83Y;$>Yk9)I%}gOr1{rJqItH*<m#g(YJ&?CtUA-@<E63qhr?gE`*DC$4(~
z54v)6{;;tcVF@N};9Z=9W`P`~^$6P;1ml4Eq2a!sLmOl<N{(@McjQ`6IXMNN(&CGq
z$GBHZ)L-3ac3cycoCNHjFx7kl=|e&X^CW{%|1f<07?-}aLw{U}%LyBPVJX->kP;O0
z<j;B0RQ!>I9gXw`3^FH${==w#SOLQXPyJ{jwCj4+c%y7DW6)>smERQw4l3AB%O79F
zq&=!3OjqQ@R8x>oH9Z{$92p}JkEd79n@I@f*fc{A;ldX6CK1rsOsaRiJjSnTv6m9)
z@wE)R6+kUc4<BfxK7m}*YY#ZJBJ5{)1%>M1)++K7nZ_Bvo;ncRSh{qJc=y=$R~84@
zT{V1AZ9lbG3YM$Mbo8*dwsv&zoe}lFo`PL_c-rATEGA|MH;gp@!=Ni<yB9+&vGv)~
zouVaD8jZoDNF{Edfb~c#eSK;Hc?4;G4QhTqYaTzTAwDWE6ZrYs8L@K06re^pr#Y7s
z!4xDT*%~%%na;nl*W|x&%=jvLO;PZ*39O9q;5QUpGrEN8>dyX^%~Bcs0cSjpVB((n
zz31B?Do-i|(w1WMJ}bHJCa@NJXWLS0`4_q{wmRN2s%|-c`|p}ogMDe4-0bB`Mie9*
z)y?Sf9|8Pn;9=9&n3yu1C5B5LEJlcSqUqx|9?yhF^&n5<e^v4>1suH`Qxa-|eURN&
zgXXDBGd%HI@!3|p#f7<$-vEaWd!7_ni@Btasj)6sV9Ht$ajz#5-t{V!N-R-ymk5k~
zW{T;o{K7<?CdPy2&>1%)mhmI0*T%#x8ntfT+|-;z<^^o8dv(kU;yF)rip#|1@H4Fv
z<@PCNkjC1zHaZ>_^7){r_5Q2}{csULNzrKYYY)(bs#@cRZ29@tU<?qT!|Y(pa7KZW
z^zVTvlHnG7yJ#+Fagg01GmM`AlmE!K;7NKD<DVCq-{Pf$1Vvl78UIFMs`g~{mD0ri
z3W<;V&^)uOw#R>2{ZTt4x}uEEC%ACmWE~;2Z!azQ>hXmzQim_DfXyr*UO`mZleiRn
zj#Wwi&?N)&7Qbh%Qpzjl%Nw4L5CF^D>KY9U%!UvFlCfEQIKEOp-vw{my|+ZO^Qq{Y
zGC571##D#yoF-RJZo+|Q3W&a39N!i+3LQb`pXESl<cr{HC%SaKO~YA9AR|u+91A7;
z^g->`!OSh9NR)m<aAB<OT)B8Z7p4>8ZamTm6PZ`e3S(8JA3e5N5-3OC?V`*b<rGY6
ziP%@Yc1ceSc)innU#TUpnUfmW#6}-?rWBXEX(=w4o>Er_T|;eYapDN<XYQuqAqb|P
z#GKJ{y9@7vdL^&Hjo6eqZpfQYOR|PU2PHyh)C5S2SDy&x#i&vh>l!!+Lk|)Xf4Y)J
zFa2oGd?+_Hk+}3pu`2A~Sm^g!{40A*Pz_9`&*Yqe%?K&D3*vwqj2AD3hRg;2VH`Yb
ze{{~``e=jMiej}ER3bp1wZhfvr)-aS5_e6195VE_#*|#fV_z%&!}u#+Unb8->!1sp
z<+cfPdZl#N=vjOt-2B=4M}PW1jF$pqQ1$HEnlKNRS7!v>zwL%*Qy1%q7VHQ7_p6mU
zrM&o_An9r{f`{e@5Li4Z>8X{q*!Osb<xU25R8cto5vnnRqukfmBTws>9|6v?U$(y*
zMDa)b!-!+f8SO0Yk(fv0&MYmed{a_?uQA~G&T)+sp|#~>nrfw16G4sKukG34UDJNw
zCiK%Q<^9$+n~YxJNMl+TDdpv!y+ZWI3D3b7qn>x6e;*<x?rlQ*7S46l4PAgD!0D9a
zFPoV(F4IW`B<=LO{eE4wGvXCCKJ0%OCSv>EyFCMoXZr!ga<<ijqdvQ`UY!|a9wdkG
z@QFCH19)h|Mj?yiO^@wRV}pP6z+8r6bd$(~I|w88(1c}olgGakr^ie5ZeTW~T2R{>
zmyC<`ivCrHC#C3tw3|up2ziJK9%HH7J`;wodrOn@yYrr9ruC0oxHA_#d5ha$FO^`M
zyumBcHiDWZbBls4->kQNfBHs(fgZ8Zu3X6%4!(=%eL`ja5w<}t1G&nlK1=fU57|KC
ze;64O7DGnP25>FAU7*<pJ6S&ZW>pVcET7sYVLQ}OCS6Bc?AZ_p<;UF*CwGHf#vV<S
zu&<K|^yR3~X0?TTwwV^bDt?!QW{AZWztok*dV;nNtUO+hpCdKO?H@*u*hiI!Wdfu?
z#_auT73tXFCwJx9MB+u|_i(S?%DCJB!L|#yU65$8QG8Hxlus1Dw}pCE+^PZ_@kaW{
zad!%m$BVa6t1e@C-hA)xfxM9YwyJ~WM7FMWQ#?e%`h(Q=Sh%PyNAFMR=aLKog5M6A
zc*x!<?KfLm$9J5#mp{)qNy04`I}N&E?1>XB;+|To{_1o`%JWg+<)y9FE%_oI(~3bR
zrw6%EAFB$}yg6i=#);d36FrG8C8Pw#PqM}6I)uN;yxGE7^5sJ~7B1<;nP!-K|I#C9
zFM4ma#+-TS4oVW_xd%SN#g)Vh=C}rIudgc2qpuE0Z<QXJ9ehOkW6>Ki&>u?aeyaF1
z9~N^SLG{{EwGth%<83FAlEm^)Bk$*u2E_+l7c4;?&*$3w$;(w}hh9DxU=qqlQnKCH
z%|a+cHZ*H-!E-Wad@5?(3xoQ*UvE`jP(C(fnCW7jEgLP9nSuy(XK$y8R#*2YgQ2y=
zS^~a6bJ=5Y?0Wc!pf6An-_cL7ucW`;Rj&N6Ee+Ko$teel(xTGR&6@7HEN8sm0P2o#
z50dqxVtc1|;r>K<ZpUsxlWVxn4xN&`bl9y#D5)eODDr;C<pw(M^bZ{>O_q+Y_(yD5
zvb6Nl`J}0SDQ0<FE}HN>tFBelK*eU7EK~Hn><6V9<7p;i88AwWCoS)bO2$2w);|n<
zmWb(iUGgmS@L5WWp>3{6Yu85>ALzohAVlU^XX9?!Mg+3dG>B`fyyZjj-ly!8C;G$U
zLs_S*JTW_-f1vh(g5#%jd)km<ZePCO2Ic{nsimtcdM2;p_5aTQp+kWf|G940RwwK0
zkKq+q0iP7lM~(&EJi84XN=a#s0SEsu-fdd?;><}R125O_eWaNC5;_X$7cdr!2XaFS
zLJRuS^IPBk8KPYaJ+0uly2TJmur}cp6jVoDy_UhUritoQC6(Iq*Y%cGhBHfPq)8S0
zu2X6=@Ck@0+|E7O^uu<%QHtUFw5Euq*d*Hp8H{YXH_a}Pa>m5qFW2_^iQDAUgHpcV
znu5jNsJu+FS(%Bd-q9}~`eX`OVU-eW=f)#;fpj=AWEULK_+k8KGan@e#VN#eObk7z
zl(uA2O6XHSd0Se6bp|NS#m>Z1YF$2Ca`aLDB2gr=)6Udme4&+5?J_Uf+|UEHWscU?
z^KstnPFUZMu`O3{hzf0u27#J8%Y{}Fb$5MskiA|^c3Ggo<FA6B>n5Xro4pfQP@o%#
zn*H;@T$)IN{4(T;_YI26J(nkHLX&{M6?;+0de4i{;W#}YPrBQ8K_K6qup;9QCiV?}
zJ>+nj_pLHH6U!3Nd=v_K(nv=_oR~Dnd}Y75Aa>m3QrxICX?^hL@kNWt{Z5N(@V>$!
zlD;Lzm+T<uzL?^1X%m}ey&@w7soZ9xu&3<|-!~o@(7PP_fg`yMKe3+s7~V%!72%6Z
z=;zDVQ`cJ8z+aFk^>Ww9YEql=k>;G}3APwzq(gtz1}aQ7p;nJV5^nyn?NdkoUuZ~O
zj@C6z5KT;Zh`{%SCW(jm9hoHCA06S52OXTX{Uyx=Dmrf3jv@7eDnNjBUck#KW0TGZ
z|KDU0SSrC7UfGas-uy21hztydqmOrG@+^GqC78QeM$z3392!pUg2?wygZc3uuYzr|
z{$c!yB*rTC!C}H+`5fIj?w4Eq_Pp%FqS;_qKVn7r9WP>~9>zfMwnoC381P)pgK?yl
zYgwbU$tO+aKQ87Wy=_U&T;3BV8ucx#2$x&1&SdJG&@3QxH1KrNc_HG3UY;wtrNO+S
zOkq%SFSdX!bu(jwdfn-WloJu$d(iuO+4{$o1XrU*J=KHyRM1A?yw})kLqYC~B2opF
z8`zoUXgY)W>%33>JfE(q3XCPbW89VxQDNP6J}~y`hGJd_OkviI$9?!d%ApY=uGBLc
zb@8;;UW<)BlzMBcmMlQwgyBk|T8nfZ6>am3rag+iOTy>5Wf@*1^po>$q`3hZmnY!B
z=6;R-V|tFL-%+<<XmRQ=4^Vg!K$$F?$uW1`lM;bV5yAB5H<}ADfyz2M#B%`;<bo-t
z@sHNU<Td!a)Lj#2`-ra`Wx9oKg!-9?Y)LD75FnGK{?(nDHeB>+WL=Yw^EyzCv^v6S
zzWllU7?EfBkQ7;5FmA+pRPr(yMFD7?qgZY;OCLnW->Ck>n7zfzy!ZYg=dyN9O{_V`
zV-a@tBVl58z%?7p9QrBy^#YJKy(Z%^cNE2(^+S$B#?#z}$oIpF#55=ytyZ3;N0Znj
z*%I72;0-C2g|U^sV(o<2+Q+anH=HwTzO{H5uz@yT`F;~#q13W*#*?2y`8s?`Z<Q7p
zdNOFjEc0sz`$Su4@;*qVu_6YGiv=gcZL?CklB`DIuDiatTiw<84M4qTMdr+8u!Xh}
z$FSy<mFDrF%1t=kc*v3EpatwIyaeqlY`}d_DMnO}m4kua`E>DBCMnZ_l^4P$=fvW;
zjiEk!-F#|Nhv0r*+7vb7w7%z`$y)XvrjP{bjpgV<Or?P*G9RR#_<2|As9PCrZ(oRC
zd#NJ$1;fD};W~0aF}wkhaC~jOvhvF-Bqr74n_rLHLtqwt=H_G~;wWdbXv1Bme;8&<
zQc;}I_cA0KT8rMy4W-Wk`UmK2eHo79)lU3AL)^<NLw~8*|0p1skdLI$-SCS7`{*Wx
zitv*Sbe7Xzn4O3GwYT>Ac(B8tVqtRb2xWXeV6@Bn`2Emg^n|}WD>9kES}7aQsUoo<
zUs&R{H+_!>uCFxn(IZj4efW!nU@$P4Q7pjfZM{@q%)ArrmfX?(37jac2ih*o&moFs
zju=A(Ip5DpZ~<8Resm3)EocyY8miH+Z9tk5@ov~3P6k<VA%s0uP0mRqA5UzJiPG6c
z3a@Oc4h5wyiGHpf7L`rMt7GEEJY<!AK*LT;n*hR^aC<vz(LNp}h7&y#-hUWN<k8J$
zF(VI~56?hr5+ZTdZTrtHbAo}YO=Hs`o&E7Od*$h-F4J#&!_0-c6t5HR`-KaO+pfH)
z&^k*`RTkIn%}p@ZKMV+GW`=N2-DLsW>WX4crDKy_++DQjfzHv>^4D8A7yH)WG@$2s
zj}=4F+Tzg1ZlM#Q0r{swZWxHRC3gS|cf~@>3^mN;Jd%0nQe|^vqr5lXrpxQ#5%2>w
zmL&M4wpIG?ul9z-#VbnFis(l9HQ^YzCHa$yM<LtNPYb@!8uk_PE!9M{21MOPGmb<#
z`D1}ZbxifGD%<vdmwt}gvi*2?x45CZasBE#gZb;;)TLf&YQCoCtrYc5^zEb+XrM9W
zi?$r?pxek-?D0n49r@A1M^kNMaVhcQ#=};np6|8j2G^LVGTWC&fI7}EJAdwXTFplf
zFu5D7lH`Rq;A_jie`#(}Z|A~P`>?2N^6<ZvOo=n#{v@1s?=sb7iyE7#f16b45&=OJ
z2#0~*NB0LCSN|$Vvhc^=WTuuPpK1CT=NmRppAdanxt|jg;roK(K>KlAb_kVFYsB(p
zdE*K{$gO8ham3Dgax>;x5?Mt=N$yxkS+fSO@RDs-7brmwF^72&F@-7~PCfmStI>8t
zl-+c;HBVmB$Zaz-bmfyVX(nV}?MD&H6oJF2Olvj`r3sF>4cs|UdMI$QPwz-S`9y#=
zQKnf0fIS%mD&_s0kneX=yxoEe;~b0kMt6*PqOC;-Rz@KQ*UIU6r-QzWrO(kJ+O7rD
zMKX-mBj;S!*vQTFi7d6-Q}a58yPm!ANRQ7sbiJi&Ndt92%%kbEqG@hx%Hd4D3^zgG
z=N@NDc?)$LSq*HK=C%VJdn8VAT<wxmx5W=a8QPN!K_b<f;}jFM`G_<}@J6jv(qOHA
z#%{Gxw1wQ^mBNJ~gMEpmB9y_k2=tRTFL$BUw=HVX9qUz>`LI|`9JYwKB{!AL#n;bJ
zY~e_a=?%tT#5UM~10$5q&FsGEBmkF%v2^+$22D!R7K7j(fwEr@W36Z-3&y==Rz&2+
zeAZ?;Var(Ydwpocd*Sh7&dkr{Cr(`2N2mfsVI3-~QnXzkliaf5gql8Z`Ije%m-Bw+
zg5sicTd^j0b>>NcJ=+;Nzy76*^=tKHbAsuWy*MYwQdOHooWS6v-SI})=Ayh=9=z1s
zBN5Gh`Ja}D|37}gu;-qdJLUf*f5XK-CA1}+=}w<SQyz!TnLhgdH)@I|&8aNa!9FfQ
zw;&{?c-pdeDtLu0rX+9^q`cY}6IZ~j22Eq93Dm4{5E!V+<rNBOhJo}WLg;kvGQKBd
z9liauK~a@*4ydIM5{UYsNF}_4pc&JTe()+$$ccc^R`eHvw^fV8m@BcLUhouyZ=EN{
zI@u*}4xd^3>znaJVmCTisGaa>F{#J9uJ}X9$Qdoc-*Cbe3`!^nTH^6&B(U##=&Mw|
zPFRIn&gTpYh2t45x}o`ZKkbPH6Dv&XU@NuK`#mVwZb4M;HwOtrxN5+x_m%;Ol|TWk
zrKM_)Em|v#D48z<XbXYqUI^}`o=Hd4T8P?j#s=-&tIccTAla<=r%$LI5*81Pbm}JA
zO0_s;d*-XbEQ5~muouiIL#{y38Pq!mT4ZCwCMd^C{PC$Nb*lfuSPUOn$(p|_40c(&
z$4)r>#brpsT@SJqdZ?n2o$Q1pmDyBCl$XdZGl-(jpcm?I*|Y`~F#_hNxopUTEVMOy
z_>Mw-0I+RC9-8NM<vhHju8U7i@~Bw6?Pa39lpV#f9kqjA^p^5D?kS7$7oOglwlLK{
ziFgN?4DRaxSz3b+OO%yV)mwS+B>82AjfZl{FNq{>%lkrM5u|?VtzdD!H=6w`M39wk
z2Kr7ab_Pc&UShE56(%~F^|A~f&a2`QNB1jmVQoiV8QUsT(+sPbk;<jyaH7G$Bt0W*
z;I3YL{ZWl>GET_IFMz;epicl3!g5F(*5hk&!F~<Z@dOTR8q!V`mh`?29yVLx$AoR;
zLqX^I<Ik}lvcnSzaC*gWwj`(LVeO?_AZAg6+z*0d!_QpyGKcfRv19$jOohTf>+oxA
zCsOW_4(mUx!6KU^@P0F!T9e@S04P;{3jd;V(MmvTX<rB7wZ8@wr(|lA#}CjnT8l5e
z9Ti#YKA=p;vZaN$4PdNMk`Z@!%>AIeCu}N_GlTRRLV_^O;rmfz_KwGm_3222t$l2!
zN3bp6ui-$L@}ei2owZ4f-=wBd#{DI+@W=gSnG}$x0Rm^1tmRd82}25H+dFOKLl^#G
zR5_~kx$H_6>c!4cNk?~7%bXETwYa{OujbXv{u$qr9pOx+93c4ec3jU@7|OQHZ@Q=5
z&ZhZSig3<dLAu)B9MFDKZr5{dN&80O17am5%dV{$)nQ0Ow_m&)YFSQNkZ3o1&s2Y|
zC{$h8O*%OuUc}ix_5~|ia|Gaz9&vB%l(sYx9dM<Oz`XzJ%}52)W+cn(uX{xp@Vkw)
zb*a$sj5RsA8!h5q92^3@{6~G9jH5*)#%pqQos81dQ7{_C@R#wM46#&?;u$X<SssZx
z-ZBjSBv4Y*y~uSW`K}JTf^`@ocJc-`9Is_&d&IEzhRABQGm&C8r&StyM32>MuOMMs
z1j@gvVpG8`xEQ>8LJ2>k`V|^Uv@ubSstacmXC>Yk8B3dzT7hUg*abO&`~Fw6{H!;g
zsn^h7qU)4gt1?^7bGw<c8&@UWkFNT0;)d3xq(T9?BUxB`TBDi+2#Kn%TUbZdkJT)?
zZ|n72Gz@};edKhku;lo(NV?P3OJj%iG8#j(mBQLD1QU#=RU3T#4gX<KzU_0QI!GfJ
zkG+>MH^JGt<dB%RSAq@cXH!N=!igX9jkMf6l^Qp!W<FiPZ^U$db-bH1b7@8C6V|fY
z5-;9(sPVVH{<~<zHTZr^{+UTt)Ow<U)V&2_6|u6oqdf=6mRow6nt#`k7~4H{Dd*73
zu_<#etfaKyR`d{WM4?k9aai)=xi87q(mQM~Q@p<nNY%Kj{b53-sH3L9YL6-l#jc48
zXuieC+u}SYF4Ou9mqnV&FU8yzt%Hkwx2i7VGMw)?4z`*lMJe(!;cm$=Kw<5{yAZDW
zGIPA{rACQ8x#dff+Y|Xe<bQ+~#>qV1UX&VPt){OE7}`2xflR&!AF>a!FD745bQi9l
zV^c~yB#ID|Q99}d;X;7x8HG#fx;k`4G>PwiuJqBMD|At`hFMC7?nt#dDOC4bnW8XU
zt**)}_}Y&N0>O>jf|uup%tdukzueVmmDa!UZ4higg)o%Lu}649fUU|ZBwvNw6{fPx
z`XzPQ>mN6HKwmy=E7ZgLF8*8s@)#H!3k-8of!*w#P!^BOBeWLANoByOk@sfO6iEML
zZ9i62HNnM#KdzqknvdjSO+W~k4$q59u4l+LdyS3pX*yn(D*j&LMiqQIK!4Etp1cuN
zz%bR+fMSr^t>W7m5)3AcTJ~o8iM#dm!F=7YE?>`7AQP$g*U(4`_lR^uLB72ql24d>
zGSB$MFuR~-a%~tqR@IefwSlyTU4lsI`0HxJ@dfOPp~#y+izOF0nE;WKfvKg%$g#v3
z?#-27q}<Qvd@%wKp2@vSt9XZ5elyL?vT4HNa{{_>^RS0YZ?CN4$`(ylx>Bd36Ngr(
z3t$#yckuf!Pfxe>Zq*Ky4a!UO3~K~;q35Q?$Ox}W2Z{PJlImSFtQp4qz40+b=XgX?
zRskXNZW9A)I0JdLn!43IRZ5;5yGe#SU1IHve~oV#S;47CHXSOzDU}jUdj>l~m?@iE
zmml;<8#yV7*<aKJpt&RetJ2_q=6w{=ZF=vJb6f2-g>}6xq9b?Fx)SfAuy6Z>ftLi~
zwbaw?Q^VqpZn^(3$UIKMKpK>XxR4Zy-Q$80H4CpL+XG#?!UH37y7Uq(x^F^Ad2113
z?Ebar!|*oujijS`(EF#S<|FJ8P6ebC79D-}%6vrA^LDRpC)l=N$L|QD_0_fU(=8U8
z#}uH&R&07jLegFGsWOWnV<gK$gd@d$s*8H#^TiYs7rMR099NGyLt62aRCgJ&@$JW>
zJe97Mbj`COQd>^40fquNKf04J!gt#Z3PikmUAJW`uyvZfi@3qqbGh2NCtyRp2g_L)
zJX+K1J7@rb&*T^t0C)2&yaxhL{%g1>MtAjWF2Qsv#w5DC{3f*C*2#d%G`yiVNh%{`
zs{Fe6wRV*e{^XuMNB`1rP50;gtEg2Oo0IYp1<hX+7bPW?3^X8lPn`lF528zt^=N!X
zv3Oj}hUpvEYcVX)#%bd$jgn+<8&_E92-XS0FhELZx4d}F{H-MCAI7WF1y+IYv~W2>
zU~JTWQAIE@mE-NW)#H)EhUSUcs6;fkxc-4AVLJD$s<mts8fj8(CQA59&a-nOf#J9^
zGq~Tp_jJwWfmxh@KwFrTvs;+2p1T~^@Cu8emJIB4JK0%4TJyj>j0nsP)}9cFcdgmX
z^AHTGd+zQUd(@>tk_a{8z_rZO*DhX=V%iA1g_*oO(yr*42u@hjXP|Y8bAy4szGp+0
zGUk5mvhSOIj4lw>?)`I%I*~v5LZn|w=`rbIG&DRVo3S}3InT>eH1FFaXVJx;!ak|%
zsnn-gqKlpGDJ{PxV4*Ra;J}aLB1MMtV#YpPUP1cA2<Bq)=e?jDSDxP1hk~FBF0b5b
zHDCptjxoRxYyUCi-rUEq7lQ!#OvdgRFK4d#&VBLUC}0Mk&~OgQmFQU)+t+Qz8~X>d
zk*s^m{;p-9;<VFO<4Cl&qUwYHIkfb{&dcF^F{B%1oMI<t`UJa~*T`4^V)LF9C_iGz
z+rANYAjzxJ1*ZChjnobHUc(imt=a8y2;WEk401agT}U44ks|UxCvq?!#33_?e>xq@
z$kPZyWF=p4b&Cye{79Y3S5Ikp;vJ+DDA|~7B=YsbFnl{#z9`O4Gm`%^BL{Xy)%~Hs
zv2VH)hnu}tYS^Dk>EEnXjkr&;n-?});@+t3I2gRCFHufB?BNGARix3{^vqgH|Lv%q
zaOf@nbSF2mp@}Th(25Y@<QS8X9<DpVn=l=~lrYqG9N1Bc7Dx<|e;uf~P$eL2X@l8N
z&${1)6Mq2X&V0;&YI3osy*~|kkIgAL=)GJ2G&6acsQh<u!m8<rsoS>GdkV&sir<Cb
z4%CFJ4{hEW#gS1=LQkU|zZz!nl<chSc6*KJ^GYEHKF_Beg6WG01BW!i!NbH8>tUp^
zQw_WNE8)?C<b$X*UHBVuK9hKc<AR0+p03ZE^i3)4iY{>=Sy{}foJ3kXf)o5;ICZ?g
zG^f4mFI3)sf46v8g*fTW#Qg*tsX0Y84gE>Lb6_J&EZg9H{hsaxOP7KEz9q?`3@Ql=
z$+b3dmQC*BCngZZQ>qQt;?q5M7Mb}KFGrJMA%gdrqIxSKd13iv3i-{+XKn4Is9-KN
zgE>FQUD;LqcWPh*o3<uxu9s=1^pKO;OfYeAj5hHw=~=O|1fbo|K2!4$%I7@I^@X3v
zP|dtP+<o8tC3VS=&1mgnZ_&Yk5zd;OrFfW<{g@v{l*E>tGi3Sf{6Im~aIQdxH_fZa
z7id?Ytgs+q%u_p>HBfcdwlCp}WVE_R#%eL;N)DuO7hYw}&doUt()R59_!gp^E+i`r
z=8ht-*Wv#_p+(ss41|$$t~#D}%X?c&UA%I_=y|=k7mj3u+x^3^KiPk#uktBd%2Rw^
zSHiTBB0nP~*E>Uj+g#D=!yIohX$ia;L;SSHogu5}a(_(S#w*DlmMR^+X|7ev_1oEe
zxPX;M{g&maq0B43BZ*NRtL|89wS)0`(`XvIH7rnhiM&y!nIJR8#(krKV_%siAsr4_
zh~Yi@ykXFVeoax$usyxIic607!uK^oQ966bw3EGJXdwbi=c?m?E;s0iGIAmO)Xx4Y
zU1D^%qX*r&k=fa}Sv7I6FKQnpZrK~wS30rEdNt?V^L6%Bm%Z~uxQmkio`NSjE3Ew!
z{qhxk$^M6c^}nzG(6BguywD{4hatT4UpOp6HCp@mYERehZ<#MN|IhxC@dY_^{7Y%5
zhd}(o@!6L<v<I>PV;bai!242Qac0kBKJHQzlEGMjB{%e>9uo75eb|s^1mMQm4^04?
z<#WX9=D#IdIaDwtNjNH^&6q(fGy}`An=K@$5*!srtnj5_f8Pc~iXAY<lO&FdQ6wls
zfp%hmwYs{-&wAZrRCMNM-IkhaaH%CK9&Iv%jQ760h1?Na0D~`cJY^10X*aY#>|hk9
ziO2YDGag`Q7UQ&aql`?5oR8K#+uNw7dYH@>*s%e_KOl+E$0k!jHvGi#HFAu`la!tN
z#w_0nlWdG|*<S)Gtu46*dNDjF5+sPXIb=PrSMQKF5TrQpr>0fMoa2CjO7_+!gU}yk
zc*JY(b&P0DBTZC@e{^?F9ZV*z+_oPf@@_L+VH9XtS#Er&7m^JC%V|iw_^c6^`*9r>
z0fB0<Bc6{(hL8z-@ksii2$MbYSJOyNTZdUQ4%vI#)P4aCCD4%j^+Wv8=pKPfxY6^B
zY)Gu`Fy#ka<xA)A@s4_OUp_^_?O`ztLS2_HSo?oLf}!MoOb(tn-@>(TAy8E8Nh8y+
zJ!G{GOw0fq#<-n89USQ-TUl*4I(<$f`gQcCua|66ipCkl1tBkLQ;YS0cv}gw$hxo8
zhsOt^hUa(9mQ}~w0%Miz_#t87gq_CEsuQ>w?E!cg8K^o$M4HaT6K;N9GL-Zw|D9TT
z5jGb_{j#I(=6liuNM(_7oDQbz>(4S(=*l}m;CKJOIj{&_@WIIUkOjRzJ2HLSz<m$T
znwNiy&Gp|rtkvB?a5--)7S+4eaw4FS6?{`cc`B{_<>gn!17u23uYI^8UCAVpwnib@
zA^{zHOdq6cg%W8WyW+mSs$lcxh4YD3|6W+h6V_G}E#bLQgt<2*uCNbvIg5=UnbA6Z
zJ%O9eyJ%_FE{wz*Sk*8!7SvZ#zseuh2hzT8GN`jxhgGG={TBHGv8rb)c4Xo)$elws
zl!dT#W+E9F;KUc8O$9=*`~i$MvD5Z6VvD}m8#!Q&)vQhBB!ChJV1KlnZa1;9oCVK}
zvpRndeN`$(Kd~_J9qzVsB;QMGG||0GH7!V}5rS1suV7*S=Rj_KI)t&Vkpl-kfKKM`
zk%n@+$fW`&6iX+Ry~ES4a_Qw$GykaPjp$>-E&%ZG_ki}ro$O<)s*H5n5?t00`6oNz
z^`BU==<L>xu9_FujvzR=9NO)Gu1C8<+)qfBK)ip6nH$dbpQ!~c_(1_VXhIBOTH$T@
z#c_Q^(&4U^^-I>g5Jpo)$Dxnfss<tj06xr5vhfEx(9;=IbX5)>e@v_#bs2r8K*-OY
z`eG%s&NJFfsQdAsNt+Roq?FLF#qajG_o>S%r5B^x$MJI+P%zr&>e`(uh%*Z{{D_xS
z#l>ew&1y5jtIy99_G8~{ViW3jZ}FjeaGhSVaO!-RQwua+G#W3pI|5FZl#!@6Z|Sh^
z9+kW(8sFUwA;b_0$jTr<H$i_J&DEO*dC5uYh-r{CBEvRO^f4LoLe+9`R|Xa{8|a52
z_e!L)?^{ZK5~&{ra4y*aM#6}27fyGiH(wtKH#8|Dpuz5Xr_G@@8_wr5F3pWnKh#uJ
z)4v9z#8~$~cds(P`wr~U+bmwt?IZj4A+#)eU|VEi53y%hJlV1G5LxxX?$K(0b`2DZ
zkd%K-GRDaiZ3l|z9CGbjCQ0iqO)I?N6FN^z=6n<THPbz`Or?TB`WRtyBPqRH#sAi`
zSmJa;xxtrg*Vk}#@Wt2OIp8tMU7z?0b!GQ@BJGr1bEov;rLke$pqx?x??UH<Wn$CK
zE-yLjVi1v%#tZa`?te3&m1MpK#3hDfNHdvbJ<UPCx$XH+AK<(Hw-506EMxMJ5^cG!
zD^~r(C_DdeAOK{zDDG$3+s?t(=+p19ulZ0x-vAgq1veScgOwAm-JV3#w5eK>Z$vr%
zLp<5tmVs{r6TG*r-oIAf;tEJ?x>J8i6N9)c9+M^aIMev^#_pK{k@A+Gy>23Yvm`&Q
zu`*NQdXTm$+2s4Mm^DB#uI$%7gj|*NRXu12+%EdMG_imW*}t!kuCr6^GpBI@m0dbV
z*yTj{_eiftp*H}(-GVO}=`$3TK>Aj>@|`Fo-zQ}tc8k&kY$rTdRJCstLH#v{dl?h_
z^u&5Ea7Tkv=d%Z<VoKPNPJ;cpg=c<vyrqiH5rAk7R!pCBa3v0mi9ydKy*L|kTmyj1
zBmu+{_9ON*nJFXVDe>Qkh0Y-(^3J4JwV;Y^UiCm&Bks)~`a&F!I6m;Tm3Cn(HN!I+
z#lje;qPY14L8fDc9*~uO4}G)w7(6^^Y{>mv%8wvc?Zo+pN##5W%Z{=TbQ_FSeqI$0
zLG_a~=4bTjqn)~LAodT$f<-JID$r2C-U>&#&xW%4D!UoBt2~gK_8k7zBiyazO<_GE
zD2(0Q4qH>!V>|-CdR0CxYroepVJ)keP}UPxc22Z`>j|FmfHL);P)niJEza+C6sPEd
zavRal^Wu}ab+1lH_5NCDNK=VpJ>zGxVyp<2L<YmrskTbl^C1E8uo;}S$AQX5kC&^E
z@5b<m$a#P{*D>~>MPJI>x<ZPF_XQw(cnG{CB~wt!N;a{a9)HxQnj?d_2Z(VFNW2<e
zL<>OaL5CsOc0tNSD-)6jrB$hPWB~3J@KAF_X<eh??^bzh8--)Zu$|5V&G$J2mxR|T
zE;3=XcOyzR<TqJt;!=6bkU@iwV73V++M4&SSqMXDe6tvg-4f_bCwKOpM7E)nw3%Dd
ze_hSVx*#45R%~xB;t6*PJss>Tg=DKu`tO9B2+HXgF95NBp$$}GUKQ7<u5MRq;^zV0
z&pr{E)HySTtu78xkrD{pp-|mQQPtb}9Hj}(2jR-wjLrheuRYb=IWt{C;j}Bo6P-%%
zun?{<%<(cg-Yxl2Oe?Oqn=uiPATYYnM6zyFL0=wB9S?gFuY^r|L>OO;*flTpuP2%e
zivDV`z&$*J9gXz7Ht(-;2j+64TudB40w~($oUmlW%9BRM<79|eHpIn@St<nP1o4a+
zh!;B4$s3pu<6R>xUyBb|%trv4G8^R2EPl^;Xb$$Nrqzf(Pkq5_5BptaX&F<PQ@P$0
z+j0a@RvvedLarr`7aSs^ngn*g-3`uIo4n@sk3Ud_qt<z6I5ar1D5-NaW~1<&`b#WD
z&TILM>i=@G4Y+dEFI?ZMfoU_OKx_-87Tm;T@2Y@ZcguO==1ToAywA;sPSxTuF0NeE
zb-3*2r_^;N$CA7N0axNbph=n6dG#h9RYi*$F+-Rlc05JvhDeJ<h-LxH(=>mLsSePQ
zgrSY<#m9h8oL>bkbG{R51(DlpG+5XFtq+l&oYVOOh{TbHi@lxhFGQ$rC4D>o)1qX8
z&bUlYJ8eL+N^>?k!RsD4n|b^L9A!1R0BL9=g^hEBV{vu}?Fb3s5a(Mz^$QT)3;`Rq
zw0C-?wvGf&RDP2s-y}+&SOV5(Gkny>=Ru2S&+uWh?jJ@NiC>c9yWYRRGu=ocL;0~=
zK>L|4d6{nNqNcl4@50wx2!e?bA?HDHPK}sQ693`BnA4Q=f4M6%Qs^c0|Fc}s4U&`*
zzNd_u|I;AJyx_zB(f7ri|J)71qi9@{=zxKJ_|3Gu?UIaW=OFCzXbca2pu$>7Qcj+A
zq^X>(d?k?zj1`mYmQ#PxX$Y`po%B=<l7M?&Ti2WD1E)QRrbf&6R9NGpno!xl%~z($
zU=7JQuAATa;t8q5wt<Qqb6K8w^8YZPU#|+T#q5XSe43oR4AhSgRjp=9lR<`6hl^5O
zR1SEC4|(xdN<Scn)(=^LE|ofWf<+#{QxzBbk^o|eMKQ^71)XSY%D$FByi{MYLq}t*
zS_;lZ87W~%`WK&&??%b!D%>6EXP*H5d8>!v#JL$3?c99lg_0xE&%f>I4!@@?VDT@G
zuQ(J?!C9*o#FKRSUEHZpqvrU1_>zjK4sP6*SN6_n1KWh-&%tKtH(@N0bQ%wm{W?Vn
zI`$^qY#N_fm9xEshiuX;pC-U!ysr*YQ>5J4-t+la;As9>g1|UVOD~z4>CeC}x9c?0
z;Bv8U_!V{Thk_E>o@~VUShVI=FhyRCsAD)Y1|~w)$PT!w?mtyR*YN3hx<2sdO5Pw`
zQxNxvE;S30Tgia@F_V+h3~mIjFsVYy<4cx0l>6R)*eqdTY<>o@>_peU{`~uHM_Y|X
zK7b}MFOs!Cx0-8FJbjO;z-8A$aP~<1?V$4Y>nY0mvdhs09HY3(sJfC#7joc&LY;$U
zeiR1;Y~YmO{9Rcbol(S>x0KY2P&3bNTdgZs|8nxZ4h<Yc>A7;jB?ZRya86<7Fl-`s
zJx3Xs_FJ79S*OBA!GJYP-nN1hsmcsFay*ZUNC9nUO!pyHwq>)P4P7>xS3p@2J@kLW
zj#L-D_cKRvdA4n_1g{H(BrY(9zC?mbfaKzMri*UiGp`s@ybqsG_33L5wf#V)CiiV%
zIWe8EN3yv02XG83p9bbI&vBq@`nzzk#C$MT$IoW+We7GExJcs`)jr12TPA}oUd^ks
zuP{X<8+zr`1~Rvv?Y0kZ7%hr=1~Ps*)jTZ%HJkh1kTy>UPjXa&S6QMIZD@M5RXKGr
zuiQ(eMhm`a_uWao`yI~nB>6PwLXTNUrq(6|pxryPRA-vp&L{Ssguum&bU9?5c7nDE
z+WpyI)xlg;8J=7(Ju$N=0X2IQ;NAz)@dsE^g-0fVkRBA1j$i9~k>Tb5W;WnwUG1#Z
z{UMclQbzp%U`fmY?~_szL)`GWAa@n$Sc%b?nh{O7%RzUXWKCLlBt9wZ0;;~Mma#dd
zpeiZG?u_uq1#)AMte5?S3MwvNyn&f7sL0th<~Gob8#GZsZ3NIIr~C*cD<Ac^>F?5T
z^(0CcE%K_rq6V+*Vxo8pI#V4wRl_?>=Azuc+sE$cZeruT|6~^J^ZB-hQa9fQ!F%U-
zQKFSZ*b`pQ)#6pMl~s~D%W20v(X9}d9vxNuMYA&Y`|l<7=^x8OA4_eX4mX*GuTzJW
zvMCeo_5co+@W)AB8NDhODeT+RbtYJtfI=F_D7tZ=e>nnAUj7vu!%4#EZNfR`C3X6l
zk>3niqpzv;$a7KpGVr>s%U#e?*;+BexDj=3A>_Xl&R8n)zgMs)WB>OGhBk`-5~+R(
zw)RIK1b6+z7^P_P&eBGw5U=yvygpkg+&_ML^t)JZG03=xdM2*QGLkf`rCwmuTM8jB
zTzDo$^PCK4IAu|ays-0=L22w(8}FgkXW&)g+<}DG<de<|`glYcr}|Doc0*1>V&t%g
zy%JZ1f@TC7dQC~mghpy9lL=WU*X1dSNeby}K|0#2Y--;cIjMwF#{*XX3xP{SMp8~x
z2hbu~wlg0?0&TXHAz~L+;{y6YkSI}btUusj0*NzL$vbCnED?$*-20aBMH5M@zK*lf
zxkBc>{r<yW2MTkSa9OhP)ut<_Aq+B=jtOxNsX#QqWTvLdz$}Tsa5ntAN(NM)W>IIN
z1K7W5JyRzA++w-<Ib2JRc{ovvYj9CL0n9D<Of#H&6`2R*SM~pTj@({>GI*v)S9j;p
zMp+pDG=!NZKVwW6^T4r>Lv48tx`ln)kvT<*n*wm--tTCrR;i69Xf6DnC_>4(VPj0b
zXU&k~Y${6L5u0Tu6_1dycIiaPaR|zZh0Cgr4;B?1kuZv3K1~~~C)zkKu>Mn~e7@JS
z1YD7kBe$0?BY6AM&NZsD+`XXqwZ{bCxWBf2Le@FmOfAs@s@0<~uxhhFN~#PT%%QLt
z8<9PU@3c6cZ8T>wo;J>jCFaFq!Q3eg2Ko@Gmi|;V1g)zUF!FzvSzzSpVq-)y8qi5?
zb2dK52GLs2OkBQ$zh)P}xiVLc`lyjz&-|*3PBtcfI{bId01CEVmMDGY9}g3w%0m^u
z$_OYe0X7$X#n@)%bN9|{G6gP%QU^6o`ad~<V-vxTnI{W~Cp0Uu>1W2?+$tZuk~>Rq
zeV#m#(T?m-osp7?d)M`SqUb_jZNt^(LZ@=6X<wX8^;~j^D@l1^5#LWu!<ZFjO=mAb
zsUf|SDvm=-K*O}B5GA*07RNgIt~~_lan7OC$);grQ!-{$*!7u+B~5u9WWV~`;>w>S
zJ2+;de>K^1(B6I_kCCf>h%*X0iw+%SMC<*AJ1RD)wpD%uZ1)rGiEo?F6qyGXI2B5k
z3Bj>tXZd4)7aB#Ug{MuB<iD|V6)$%ICNhh(99Gl*%7DJ<{x;-MWlu4^7~4?!-OnJ|
zF(csuj7Dm6%)ciKFPgyyxuq)GTpE8D8N?u)dPsQA6O7G(<Q|dNSqa_IoCiE7f{+aC
zelhV>$FXpJ>q!kDCXF<<P>JC#^O#KWBQ7CLJfk<9v18t~Q}s?Dbnga^RWM3EYJvsE
zZ45f6g7(t%z)p(IL;YU^>7tmU0ZeL{v<jqnukMGV+h8&}OWyE!Dl%42YA#LjXu6J%
zka?67XuwTNiaVx*SeZ0R&|<ptK#6M+Gohx(X%6E8QIxPN5-@YC$$n`sdHe}r!HU?c
z{ql7Ea~haV>a%TZGAs(}?kG2}FZG`-rF!Up2Za;;-k`P6vz)l_r>y_&0{+Jd{7<!q
zo<qi)Dw;>%`2T7v<0YCUgIy9tWd1Lu6nhCfVKgA;)yiHmiIHzS2SLx4V%P9_i^}C<
z!IP)V^97n9K+2jl8%r(=Zr(|ksAiWaPBEy37tr?W&(4tSILI~^7_RxEEvG3lO*cP_
zX*D%msmoRW#G0Q|gOP@4>Pae0(Q+(JAI$ewpF>QlmO3W<6u1IcFyarz$CDuo&TTtK
zykihVC|`yxF{WtFB?8Wr4ebh7e_j>acVd(|{Bi`x4sj=TG5pL3$UP+;uXe#vc}-o3
z@QX<AEaoyn)*|H-JH|_(ucYc!dk9`|>WFu~Mt4SwV3>Qg?I||x@=qHvcav~SZyH1O
zm}CPgho<3NgIdkj2l{kb55IPGErWC~-s<2_DxNLHH8rUq0EZ+%rSC)hBw{gveT6%o
zkeEGG%Z5YFoD?kiwV0wxcsc2bZaS`XVZCvELbd_;s|B_QpPHXIW4AfDqucD~z8ahy
z2#y}l?Z$HlFiGQghb{0a2gs2Z7Q;iG{>I=x3GBjH4PG~B_HZ@?A!tM+CVD`G+A7na
zuF$r>OMbI-j68V-&xYJ>-uycIY=mGy$`X_K8yL=&NW47K%^=BJis%Q67=lPe6uv=}
zsrXPW{|{l`9?$gt$L|tlQD`f-9OSYYPO>qf+$P4xHrGXEN;Z^hZgmccSjc5=Be`s5
z?$<&&M=~MAjF3u_kS<EMbLsngb1vWO@Avy-k1>xf51-fN`Fg&duh)z6oUvM>=t?P!
zI~wF)cS|WZxQqU#TS9x*<6yV7G@<1rQY>Qvj@`=(XV9{akdNN!$yvodQd-$+g_pU(
zdI-V1a&a(H&3)voOrR*)$t>OfiTXTGtRnEzv9Gm)*Ch^I<mtLoDFocR@2A*D<8Is=
zG;~4L-^)V@EH?Jp$4qop-Y42;c_$9=Y{YbLAO@$(leJx+l!xlM1{HFV{>+EGVWlP=
z>Ma9s8@$eT09+zPW>mGQCs&*twzq=j-dDt!l}{#7E5UA52D6^Nhh*Atd^>|A@K3FD
zQjo)A&_`n=EA9I00-rr6`iQ5;GiW^f{`m@x+Z|&})w?zUGIlcXv>d_B(iQBIg~$hD
zGr*8`98YE>>{TDDx=lXYX=H!X5?io6N+&DfsH5z@85UKswqyt58V%_^bX4mt>58p5
zNHV)iV=Uk3R&29k@f-s(Teo%b)_gr<UFE$?HFpni5?D6H9<Je#kkRD|se$RDtWG_@
zN}BXa7v4Yl)bJ5>-&WYT-LXlJBco%LOXOR6k4J7PF!+V<jGO~6E-Xwa^O9v^(VD#O
zuS0k*k7}3B96fx5>JGtg%d8cw!r>^5j-}w4Pitx}gy#c$lj8PVUcYp+HGQjs$VtYB
zQsJ)Z&lYJvU7m?kjwLL)++_N=MIXw2{&WvIx#Opd@gXgb#XGN$jaNDB$g1f7_0uzl
zj}3XZ9eF?T>Sn!L<P|fXa!w`34&Lnlc=GiwwGUvyNNr)}pW_C9tq9wEZ&kv<Wr>as
zmi&!Sa^cik&cE&&j*Pq9cl;|<|M08d53hUYKAZn3)^*|G0dw#BU;ZJYX>nAtj;~MV
zBIO9_F;*o(72(A1&^lYfT{V~!?N2qjW-uuODmjTZTJfru)oDr28m+&KYhI3C_M(Pl
zRX6Otr<6DQpqv}%FIjTqTie0~O8Ghe`hdENvE)lm^!c8OHhU;!z42Y>m$b*n_@2)!
zR(dSCb%&v)^Ih0&4vK@p@kvMM(Ux0rE<H?EPXsj5&f|n6;#reRzBsRH<{9?HN}tjV
zmGu0mG*V1%$(bT^avmv`)fwIIFlBLN#fP>>Wx`8S?Hyc(wQcxd-Edq*8VT8&5z9JD
z$*rhr1Xs~2NZ*qqMlX@X8Ry_gHyhcx)j^npHd~{7D@+Z&(#NK2c(!x65L*4gFRmYL
zB`_*vtHo=_0!fz=aw>$~i`C+cT$K{!Xc^<DY(u7_!hFF1E3D+;c;`bbjvg@b2^p-B
z=9Z%xN4DKklDp`7XXM+m_fjIXRAqwSHcYrtx+AwsTHp3fe`Gmh`*st0^bKE%qkNsg
zn4pW{;ux;uvkvF{T<2-;>YCPGd6^H}-<Zel=-3I_O8)^<b$jd;p4R>L*acgj+~70@
z!+l#V6Bb84zo=7pvgsXVCpeMzLF6s5wWp@$beCCO@awO639ACdeN9Vrc?a_xa%0t?
z__1@^X)oUH^PI}aVTCH7a_=Z&n){%`CJH<r8}bS6x63{Ajam@-GODLCKJ=(7N2!cz
zy&nOW-nN)`n=ut*wWKbpCLEj%qw8*!tjwiZrI!EDdWr1D`#o@i>yDOFmTmU0*atho
zpgB#tHQt`-ZPS4G8PM-#IxK^8=550&Xvf@<tm1bit#%n^?$@(h$7T0Q#3`Jd%tk(<
zQ9IQw=+0nSSTO2i?Ar)+O`Du0qXDsE*&V|7&tbdlx5mEA#dIJ0plZpt8`>J1^u`QQ
z|G{u6u*9><#?O8{=r%a5QcR{S?D$yhS+ZW%WNSz-dx(FZr&U<Q@h2SD(VXZB(>2ET
zHP%Tvk~`x1Ir4i#ECNegZ@O9P)?F(dnMWQ|`1GkBMj*3Nmrt!LUwhIU_UNi!mS;ZQ
zMQQ0&khBtCD57?i@~gCrs(r;+-#ir2dZG}Q=<1)ZndAP(H8H_0Sij`cH_V=n#S)D(
zY^L123-^Kk!E4SJ*P}{~w>6r-!@NG$R_SFJx#ilGhp@}fhAo1EiI8|`WPSO=g{S+^
z=BPXuw1?(KEM(mGTc(XKTx4LbUOBi*IhG0Z4F``iRX#Ob)1;0#)W4d~xY5Z?)np({
z_&dd4dG8H`|Eg=q{e0=^^r{xX6S7d!n5EP|*VO_Ui#~MQ-!%2c7dvZz_>bc{{J5)q
zTKdnFEf2rk3=H#EcGksw@%(U?xn^Xlb$lUZjR0|`H#R}CsL<*;bf@_}B5XpbuBZJK
zP8JfaP|d*#X8XcBPKogCMXJ|s$T-y_N4cnQ2Scw5yd+(GPkvQ(NLnhsT$-9w#vOE(
zUaUq<Eg>1TT_uZI_`E2feFADZ=~~*QoF~o6Cvuw6uD|A`_ax#?v^w2L@Zobu<X+4D
zFrvAT_fos?Nv;eg?cr{X%f?m4iUfDQI@F_xM)vLSRYvQws<<k`rRfI8ohgfBg*eSG
z!**+nB|9X{s_F;E)5fmNAed@njOP1UE(bmw!v+~;RE^=DhuVcYG7O1!wdI3Qv{_YE
zH(G;dQ8U3k6y|e@k8!=fgKo98&2;YT(CnDV765dN(Fc1aoT`xdE8ZE4VZ15uq+(l}
zq)BkT{SIVvZr){c_S8Ze`L`ygorI@H*=g4XL=-q9x`+3R63wTUi6#m)IfK(D8mne3
z%_dCR=_ws&DsQh8UQBF8ryIPOycX+U8Y8vra+($Cqj&eZ4R%X%%Z(Tma`e8vBtnR*
z7LGga9M)GeC)eDoOAeio*DZFfo{$08XrO_EJBIS=JzrT-s5dswnkHdU{u9Xu7%2_t
z6KUhPNp#2xrHlt#8`ihTE<AR=0)F6a2;cTTBQNL7%ImxHlyiQBUbPRT8foG}(-LA?
zYH#4Ui<|5VO@rBW_7pt=SLj0R&^`6bV@1=cs(t7Ky`kh_vApWM@1|F5iu|@v^G|U7
z(-?0OQ}<9$knOqIy2c@9<N5H3UURZ1BlX34m8#vxdP=U)*sdw@WHtsya=gf8glY<%
zRRb~p2f8u}u=;(!bBel@Ke!x(qL4}}kudwBu(~nBMHW^>z<O49q<V`T?b7&61^vb6
z()*Sw>pF}QxkY0$AhYCh`6Zz~!ZiqPXsIGfYZvZ`9-LQ@1by4trK@=SMT4W%W&DTl
z@X5zUlro2PB%2IgJh?Yhe+=JxLN#!AjQxOi7e4^oa<6YP^7J4h%Gt;HVyj2?@m5sa
zm5Bb=-fym*oXIO~y4tw|A9pr6qQ6c*U*YQ!*j;ySb7Ix!)13TgGv2F>dc$>9X0ePr
zYo}A}a-K~O?rP^LuGe3tbWO4Cju5cXS9^!gIczy6`tuC^We@q&)snb<51k!L&PJJe
zd*7}N8w#U?tCxt0eAJ`UW>G>=6%2_8fGclQ0sry(TOY8q?wfwv7x#zXeg?&XW$apG
zc~{Q-^t~kgA76bvye@_8o2YrvgSXrI!2jVd_t&j%Bv|=6=^@9{JzIuaPR@-IbZ?gI
z=|YV-<9b@$J9qluH(Mj@ia$7^G32bB_AuAnwM?Un^?m9G=MPeEU5RVt8V|glhhcFU
z)i3##OQ%0uGQTcZvs&MQ0v((KUNyi<%3QoXICXk2u{yVpTEzIl5R26nBnnHnLf_E}
zDliSCYi^p_so^YZMClp<+}td!Y}Irk=Qi2Rjy3+`A<n^A$kwOkuDDFY#46k_feXO_
z1ZTTbNcC7jkmfpX(wyAGSjpAW;^kW~{KW!fCtfoJxg+n!oNa+TM<7Q^>0Uy7;VbgJ
zE&3dDPDtuv`A0f)hWO{KX<7aQsqCkW%fpJVoM_SWshD)jwneg2cT}~VJ6qa0_Jbiz
zC6a-h)_6O!BUX^=@YYR~%d5BdI~`|;(HNPJ8^7g>11?olh?gCO^;ZqfbD^+$`qU|{
zGF^A1V0;=;uy}jg+I2dry>!%$X2=MsAH)<bb^9ASbh7tpfV4QxZdLM2;6hR&d7|^}
zfzKLhZAVw<*>+VuInJI_578zV`^!|9a6%t;Tfr;xCD`)#?cC{{bI4VlHk~Y1N2916
z(!p2wS!d=zX*?v;ZY#YAN-gvC+w0QtNMi;85i*lIX>KlC`j1GKD6zi4#BsYjuX#?5
zY2Wuvl1L){YW4aE%Q^OW9XfdHY9Wmy-eu?il5x3CD<-_x)rr21+3y@{9Zq}+U7Zv*
zna>=k^W9c?Kv+1e4jY|kCl`uBdt?Y$J1n>-9ZW1gsaIJ2=8~%JG)&n53tee9^6am>
zr9w`4Ys0biOk}LnhVjb!4%;DVAM93$1M@94So^r`P;7zw3-(dhP}e&3fq}XRQTL8z
z-xr9f_2yrq^37Bhf~$8qq)qU?OLNEncFQB9?PCGue3SjhCKyxgw9lZ=0}JE<fBzE|
z+0ig6?cieDc?4UV_v7MF2qSuH*IBpE)2i;fuhhA$oQFLtwr$XT_9z=4)x0g@%Q>;|
zWx{x?u%%4~dPyY$O?cNty}RYthpFxjH+iR;50%Riy{i^KzPhuwwnhH_9rK3|SQG2{
zzg%ju=QsE6<i!5md%^waUej_B$@~{{>kWITj{aT7zhB#uw;H)OAI>CVLllz!+du!y
zUw76W`u^Ha@@<FLf4lyR0dDQE*<R$#xBY2faDTWicHo%W{bP`DVyC(JuujSkDLF&h
znb~ndKSp%9Lh5nygT`?jINs;Tc%5|YMEe^dwTKnXaZmGa)ifd@l}_o$2rlsscpYrB
zuXAJ02?qn~)8m#-!*eod5dS1J9JY)_)Hxk(@|u5+mV%YFpp~rv<#h3<sw&|dGGBXk
zqCrP8|Groghu{*M{~FSBfbN=62|<J&<7gJ{h?1~kWcfiyLrF;Yk!*ibkTJCw!+8L`
zG~ambkWb2N7T!#w^zo6xjCI|-S%O5ou%r6PiI1fN9uIaKSfA4<jS|ZVMfD&{YFj@$
zrUl7-&#^nH&E$a7<>L)*7I=9}g~ei}B8Ei7cyD-s@nOXZXbpiMs1->)qsC?ULdCsd
zjh`pBheZY{<>Eag+3tKlLJfO$XyJ-3Z9<+Ejb1|VkQI`bv$BW>gz<vc!+!49_vbW8
z8e*Ma>^hR;Eq@nhuv8ymDM>rud<565A$Gm_RsbSsAQJL}16t#527TlS!uVm?Hf<f3
zG&l?n9p}SQ+{;&Nn=K8UVG4AgiJ{k${$mCKRp+}A(iM|Ds+xhjGhPQK#T?&$n#X>1
z+?JH6Do7xr?zKr)AVH2A`GiU%$rYDWmiw}D6xbS#Nila;=&i`iZ~~bTr%fy1NA*;*
zP+bG!Bw-96gLYc3#3rHq^Xs&c$q}=AM<Fr>v{wI{6~~Y6Z>%i99?E2_;_c<6V9KHH
zka6jlT3z2q6G{kJ!AZ9m`Gy#8!B<5tF4w*VOWdc2Jk6n8)Ua2m2@En4)E|8$p~#QT
zx_pb*rt|vLVA9PLaIYuh%PWU{LG#rPI$e>YcOQ|L;N(xCd-dkTJs*<KhChI534hCl
z73tmf>jEnqbUQIM6OrJLCeJwj+IBNV-eKWk<(D|@ZbMCf^XFgU>*IP@0SP~h>-~5;
z{9a>&NAr9B#db@AnaB0?`ne7d^5Z+c6AC)QLReYrUE@{A3$)_{4U->Hx*3E(|G1Z@
zPW1uYcHVxHboa>qz9U5@3J<Kj+YjoG2+Zc|crU&kc=%#6^2mLE%*e!dlO3$^>>-EB
zhxpiH!MLB4*)8C7-t%DOKK}prI@J2*XK)7hTEp)@>U;y|xLxb9aUOu1{|c?!%#q%?
z^RI?uqA&RQN1Jkgy*D7Iu-wk4Jj!y4UP1cC_I?odC+TbNr%en<;dTrKIS~nWP;d2E
z>j>O@r;-c?5^@!$QFmr3&ekS--^>MFS8@s6G7&o0UVr-1LX;6Rb)S{H7$boo<5cG(
zJel<Xc@?15Go`HMV3cJ~c?FW}pIMLfJxE(6fewrJ=v`>fR4sE>l~ac;J)~=-22;#j
zyqTe`$596Cm?D<^#5p#^lzZ?dsQ1d<nI+7}t8s#J?1qE4Pkyv%R#gxtR4awC`mTBG
z@prWC9>0t`fqEC%hSs!!ShqgI1u8LftUGqV`8ZedxrfrFb8jw(wxi}~+e#tJ9Iq~g
zoqbpoBkUsG?Fw30I-}K^g2h#!;g?)5>bW{^9r0gGnZP^Mu)?aKA7RDtPNzPS1SJ#V
zg6IzSfeZ~aisc7?FG6Ig5cli~)<#TM8rGhIbt<%85`yoNDFyRPpCSbIs-M#V(I*uK
zl!CxWAB%KoT=v&)QcP{!d`%W3>>>L2`JZg<Jy|X>l?>z%kKhtzMRlV`qeajftjTME
zOZ@>kbts1S*wNXnB-$m{smd%bA!mqmQU_H;w??#^)<?X+GYfZ#AUb$n;Y6lIQY^F@
zvAbZ7_L#;<C+q#tR$FB%HRTHpLSw85GlrhG_qN%FXKq2wm9!bmSYzszIeQg4>WxlR
z<|^<I?1%30g{m_yw*{>8wD$3JeY)cov;I2KZEnjBXJy@>Ur#~|S)C4pl#)-!lU{iE
z2haF%{G1Wqlf!p+Z(+Rre)giJ`NK9W((@yIWPc*ol&znQKROz5x9a%i^IrpgH1b;O
z`)sluvcq$}>u^u3oGnD8=i`G|r0b{9Fn_NfluORP^(zysPgS^mfGVs_w!S%?F{s~k
zA}xX)@a=&VLBh{xtH{C)GmlFR?ol}w3vEarZ^;Y?uTOI)7jJLvW8D#cEIijw(KPd5
ztv^r+d^$a2o}v)b{9DCC*t7SBQF^gC$7(&A*-zbJdvlWoVEDmE7Ob5AlSh(_7k9uy
zr4cklfUHXZiYY=8kXRxzT2L3m0Csu8cB~dyM$hg04!F?a4VVdBXen^!(0=JJIB<aa
z50=_c>0y@jCv%mDU*3+%*Bz#z;PV{fv9x`Wyai*AfR>rU7th;{J>uI9cuw54qm=1h
zg0#MC<%C+!x1`1RBu|x+o<qfP_{bjnED3wvgW}YiG((glP8r%QOnW}rp`#4xeYSjO
z<$6&DGlu=S)?G_qV)cF;Up*h@X&g766s$C2HQ>9tAarJ3*y7*9Q;k5Ei9*N8uu53H
zHV4nrK2VGSBc0W5<k_HTR7a(M@ebtaw;DkQ8Cy|)um_~{$x9hBByql-s0DAOvW5Eq
zI8>7wcSnFN&)S2YK9=KW$XAx)T^!G)pTb7&D^9%6-S&I+h1Oevhp81!<_lJaB;D~F
z^UR3)0<$xYnJ=K602R{W%?@!|_dE-4SPU7Vp>}tiKpU*^UWPj?#yym9h_kSn&NoSL
zSe$TK_{<e2t5|1tNc}cQqtfC9iL6wI#uts3{0rPU76`V7K81c%=D>b9H@I>gou;FE
zW~dAzpk8+X=)m?~Xa`7Pa`uQ;w&CxzSduuQFEE3nY*y|$N1GG+66jbPHv(xobJYN0
zNV+s%4D~p9Vp^qFS?cwXTvijqTKCCbi@SxHDVI5thGc3cW1j=|vY}_aj5wn(AFb%^
z;bW>X-d-wLtQe6|u3q3%oyPGdk%nyXuJDoj#HyyD5ZwdoeN5JsP@TH4+a3nV)m!c)
zpksw6BdYgTeiCadvt$_hKo?hn&iNw339I><kc3A%FwJzn`?(n@^vWpLZ;4m$7Pg(|
zCf{-Eo;1J4#-&}WQN{>6uI%=+i`9GP`wM~N+yG=tI*&?!Z#(+#r<B#673{B%59Kbi
zXc;3KB8t^{ofJxU`2oycUAz0CeS!CT-9L>y-dS1UK)%S(!-qXo&Q0Fa1j~tu`V{ae
zX0U1m??sb79k>9QKcpUbrE>Wylpx*wTWjOGYh}ggG?E^ZpZ@Xb>vW%<Q0QrqSk?=k
zz%=W=ssn29ksJ}{epF$ji_@ArWdA1_8!w}UU~h`IeE|m}#=^lX|G5HMUrPi^#EM)9
zTuc0hMLPfTZSw$JuYcF|`G1J~#&G}n;~)6&l*a99!}IxvenfvWTgP%h0IY5xU7qiJ
zM($V`)Jj{kr|)0CRdYNb?dy@}Xk~p2df$FtHp#|g-&W|YYGZm@({LEBqH-8|#_6P3
zfgqM_#In|Xp3;GXAK(AWIP+!K5k|;-Ls3x}%Vr5W8pHKK<1C2#gu-|sYL2dMvWKdq
zvlZ2*#LDzIsS|E&VB~~w=8Cd-<VD!32Li8A7ZbxaguIAQ@fjpzPay8d;DI+|^drU}
zxrFa?<+&g9Y3Fibg7U(m9EptUH<(K2Fy*e}2ZGa8TrYyglGo9!?0bypN^!equIxf%
zt=CwiC}<H6*E^NR!W#`$=AkbwW`1>$E~qS|@5^yu@cop|A#>#wjhr-D@S0Dz`)Qv3
zrd)_OkpbMu?5bpm47Qk*TyIJaoz!e~lEJv*X!G^3?<<S~vKhe`H_xnXmAO3l6#g_k
ze8(qszJcy>gW`QKCT&pKv>zgf@vps9+5mfuKOPE_0nZiU)9MEk@U(T1SH-R|0#I{-
zremqnA)LxYM;FfhGCc$hJ{<U3Hc2A~x|_ehy(-rhRltQQQ?rUcRSjr&ymWu0gq1#b
z50^4XTkWXw3AHuEFAYCGao{_O(_+OiMyc`*%~$w>u+CSkkxL(vu;C2#4Byh=vpvny
zkIz9Gz8f?o?P+k_Zo~W((&(VMulR%4&3t9(#I00g9m>nMI<!;UikmR7)zPHsiDPH;
z^URtWkK%bxIJa%IuIdQ7%<SI1{N&RdFNzsJXFW@oT^_CLttmWyof8?ghma{I<9nq6
zf!-DrJ0-1AvE%fbbV2S)s2j`miRqn6t?rQXcUh{i90}9<Q_5#zw^P^0#7}-`mv9Ti
zpMUfm@7sny6I^?~eX2U`Vbhmay+2O<q?iq*HV?l~czxV_aM3|AbwEeEGXO!ZT>K@6
zIPH103xG6mC%K$qxncB@*-U|pn1JYLPyLU+MfV>a(9Ly8mKSJim!9{yU;on+ET$Uh
zU;0Cz{qtPn55Ih<a?m|zZa#4A=Yd_9xtFVphB4?}XCq=pB<^ToOslKuSTvLF$SX=X
zVTgKDUPdN~`^a7E4<KPcO`FIu(B(*IYOZ?hgHkz2V(w!5OZ=TYAj%TVr@8e68R+0b
zP+N4`Fh_i{Jaz>jy2-hQq-sX03rW2{-Bq~4OgKW%qV=d$lKdvHX3&ep$V!7nCnw^K
z{4RZRIzP0C*3N6Pzwd?dx_Hu(B*<dms)j(_&#Q`}UOmvZXgTkxT|g=SK;sP5p4QY7
z3tlgG#x>*+B-^<pM`{Q0(0keeTKxEun`xGeCy@YsA}nX-_L|kHL(B7F58&P&iZ}$g
zw<?!&MWi&MJk5QDa8%?Hv6$Sgef4`Zw<XBK#){{G8ZF?t1)3!P#2zTK7BZNkBuG`y
zqk<c1ln@G$@Y-WArM<iL7ES0fpA_0&0bQ{XRGerRU@GNEWCGH2@~Dh7N0QYGN$WQw
z>ZY_7>4`hGLuwY4T&B?jqzj3e#r+cdJ5Ym$-aiQ(Rt_EAITC=Hp$LrHB@x@WB&8c$
z{L4=b6X*w!rZ&|EdbO_@ClqTW4g|b^r@K778aQMt;d9YkS{Q0mVqbGO!h>g*`_U{!
z*l}%YRe*{|4DW9v-?~npiv(1W(fBo<-NK%S#j-L1(SApMb$S|nElhMy>0Z;#gUO{?
zCsw!W1q#-`JiC!fbQJ-UsDaMYHo0d;hFW$k{$A&t6~fGr4Ub12T6`7VQ_RTzw(JI}
zKa`u@d}7y=_GR)}_qZ3inYwFV-RlcOA^Q}Qp<#I6M<zwuv(H)GYcEqqk}8!k1sBSF
z(-KGBvnyVIr}nV0_c!M?z1YdlcaKbdF+Z&PyrUj8`?WLg?=w@$jul3@XW!I3XD6RK
zMa04e|4IiUL@PFXBLVC$XKbEy-dHyKpRWz&<J0##Gk+={?*`8P1opr6m(l(qa{P~R
zpB)Xm<(tjD?}09zIu=TrTz;$?4eXqrvV&&DV;)Q`?>~cBp-X62Qiz=gvbCUVPDD~w
zeU(C!@nX&?oP@#5#2u8gp(xI!oyQOa*ZLsMF7NL~gcA4)bsGH8QosVh>vJ1ZMY*mK
z@1i;I*<^E7MEAG^98-HkGgHZ17+3X_!6EJ%bYOWit_-nfX&u@s6;o-hPQrO`)EPZY
zaxQa_Yf(CbH?K1Z_El=0W~oUQBigx;N36Mf5J~{o)xkR}+?njek!%WW(%&WS=yZ%W
z=bm-T$nP>PguUH)yX*37a_<aYS;k(%T;I7#r{J<b;*Ku<_V|qnI~8_^To6}+JD(40
zwOud?R^T5@bXSAEqaR|56XA8eV;EFNRU+w4eH2oT>NLi>8UjtKF>y6@h$8K-x~U{J
zd|EgCDl_yfF1<h?pmtO~LLlWzXlz$D*}fcoj9&@TVJQQ7@(n{pM&FpJlxnw-!C^z&
zvhfG3(-zZ|jFpxy21&Bc2<Rtne;{r7RQDYB>lGG1RFUU*^XVi<YM7FanLFX(6tYIC
zplmO}o<;7Juu;=!_4KbMl!_lqhfn<ifquow58OnjM~3E^Pu%)?L)<F_k>~QV6usiY
zz2HT@Qim3=e7B%#t8XOU^^1p-fm6tOt+L{$-s-LQGfHylj(OXYU&P6IO>l?zEmx6U
zE;4op=4Z9o-&D(Nh`&H*W@k$E*Df14n;uRNhL{iDbMgz1BL8&RZv4sX1#;5h2jRoZ
zfvn-awknIEH=a4&>oDGY-5JM$^ydCP_^+qC!lvtE-@ES7jS3oMe;b5?iXi57At0UY
zf!yt{K{Q~+lGz*ecEbOS@%qm5H~)W#WE}!kz#r>QRFJ@srN3DJ{ei0dZ4AFHoIiB^
z?Ki6#rZ{1{v)B!W`9t+0+8x9kxyi@SwnN&D$E0RLC_nq#L}^j7@YZ!Caq@jXgoX=k
zz8oa`z}^0%&+XundDY9=+92czl<=Mg`x&^<`HJro$*<)R^uw4^wDrl#H>lq`k(n)v
zae|m!Nm@?}^U)q%ttWVlQi@VEI%$R)kf{`cR^a-#xoz{SDkV)=xLho7zwUSw{Qz?g
z){h$_2eIET_Z>hMr1+PJ0_#igfo#iHFQYv}+@U?A|ISkHr`PLR!hzOnp-E;o8ajty
z#PCGf{(Q0GgXD06WNzx-8O9k}IN!#0ih?u3YjdxuHLf^~Zx`$-o5XsCq8|S?POz_>
zZ;3qH<gR*>BaH`kxa|Ewc+NI{JjqtZ0)N8BW~r1k-k}bp(he(Pa`xE6(BNVJd1Mx-
zWNOqA(vcx)^@pg9D&yT~^{Y@(#;bI*^nT0Mxz=)~+pn6Az8Q#6JDO0aHxOibTUZ+E
z1T#ncynM80k350UAK~)G6n#2idpx2)!9DqvPiE@txpynNtM$LHB+ZsVCk7q`phxH)
zC$mNCXHXs2u3EQ#^*ibR^#0;NeDv_4$6{5gxfFA=Z2J6bv96SRxnb90F6jK=PkS`v
zr#RxyHqi{*;W}yNeINo2y~**=?KTN@o_b1NDs4rb?%Zd-<~`X}edQ>1U(RA^_j={A
z6~0k%qW2GF(GSD({P+hyq(h?OSgv%r@vz!#MU^H~9o8wR$M6W@Y+*5g)vodXfgm<3
zR}zVZ6QLmB|1;c*zj96!KP0~~i?gsfi<A1gA^6K3Kn>;oO$~VzS{>V(Sorg&%S*}g
z`OsA&V?6Uiy%-Z>h;@z7q=0956rsN3t+QmsuyR$fR83Bzvy9u#@x)03clF+uPA1x8
z2OhJFRGmHV`2@kvagr=X65`5(eQ&d9Fi>uJjhHB%lnCJCJWxGtjN6V*0nlfH9B2h&
z0yn2`t`tC`TQa{MRcFYUyX<C*GhhIE_d;lQXqMb_brn$msRXP6q9-4AzN#o4uq|fL
zQrGvX%@(axHc(^j+MWVLTY|L7l%rQUm1im<4LyGdb-V?WqgzkxxHIVdQ?XLbR_@kX
z?^PZ7FyWc1JLS!}cKB2iQW&kg7+K=9MI((|#Xl9&KC_KWO(T=Gr}GuK01$;Aw``vY
zsW=lyzDQhswCe<7P6=j6s^YA&jKcQK(C+BEAVQC{G^yMb6C@0qLEYXn=BfG6*4D4s
z&?LGsr3gBySaU_`)DOw|sM<Egx^cTJB+D3XB2nL7H@m%1gVC`YMlYy=Ji|s>@3xx?
zc;caddA@L8f*b36M0M1jXmXAZbncNwyBpDcmrJLcwdi7pBM%(uu0Q^Gx4F`Qp4Y3H
zyCkBAFLcGeMAkKur|P|<ZFh)nt>EM0O-jr1{?-nS)Kf(-UU@}D9XFvk7G+8rdFGqg
zo-PS2*S89{U!NDcO%2<<>&Lxh-RGL+Qvt;|^4!p%c75t4v-sLZBJcexk^d`5-Q4R5
zFHhWTv;UFU^EN|cCWx7T$o44beL*O+`#bV!%fxx~8C~7>SB~#Z1lBgQHL0-SDY%v{
zW9}*<EUJkZTWmE$34qT^agdOn#q_DlaF)!;#mOYk&{+KXENSdPNMk808Z}6?n-3^F
z3hKfHg036dypm+wQ=*GrWV_Ixhik(*e2hLupPt))rZ+C&{Rh(PieMcl@7_Z`qDMIR
z8#%#pNtcI=6gbfK3RtsfPcfprSa;P%6%mSuu93#10qmSHvf8&yE949tdY%gyHbE6t
z`&{f{`J&k4QdN=i2z8tJ{0mr1v_Z`&&ltMXs40i<{~`nuf~gct203L>N@T1tTpruT
zw!9cL`kckl271Fu`fvb0GaR$0W{IuBGH{2UUFvKoONqusQ$k?1CsM;Sq=wC4+B5jJ
z+oV1FFJ7C;QK&!@Gyo0}QuEO{?pkGw**U1TBH4%vlptVO<!<BZ2R!ObW!`%2?5dQg
zV%1;*&T~{0_1t(}KVW~T<Im9d?JxzWwpdq0*L3LT%Lq;3qh<tK1hl0~b9|bv#HuF2
z<1DOc=hW{kHXHcsn4&Fuf9+Hn=(ye%HCk~xEcc~GUGH_n#qz5e7wE=k4VOor*-6Ce
zPkVme?`rThdDvJt?X$9bUQF~zpz8aVI*GP&Z|+$muUs4o3p_yEjy~um_0~mc{vNgK
zi9K^+!<3$H1C$yKgf2-S^+W`S!prkE>1%lg1t$XM{6QLQB;3t$LU^fQV*v?C;m=Sf
z`tfR?-_@;u+0WfXkDI>*024bn{;fx9b0l0^@-`#*eTgyk=krcVB?>}ax+PtB)wJA&
z1}cg>b-RpCU=_F!Lx&p1^H59Z>(*OH1NQ>&V7Map5?7*5quw!dv`wP{RZ5PpW7-GB
zLJC|RNr>tfhFNM{NB|eIJ2@!Q03o68B_?Nw5K=R}eJN*jDZWq{!`9XD&|xi~RriH>
z!D6|LW9OAJ&-_Tms+)qdwHz03_M@uDL~+9KkydKs@50llF-M2NIeh?PgSR=6L!B#N
zhiuxrL1crL(QA9B3OHiLyGwT0WdE8oWCWc9wBTHu_oWZp$~i<QaaJZd)M><)ftadH
z<eR&nF+M;|aAcSfUF^&Aq0I6tQ`X>H9HkAJLW2(G*V*-4w@AM90D!}(@$=nCgb@3F
zwg`2rTIOp7dRVvf3X|Dp5(*0Y$+Cfr9(fx0^}x$?)I^L(q6s)jQ*L>l1*YN1PMaDn
z`l`vGzam@i^)C~Rx2c61@lp+T7FkO!<rO@)kuk4)qp&0No8jtr_|(UQD5Z5c`Ihn7
zYtu3;Z}A*2lU=77*>M-cT^;nM8wiFkgm3P;+)_P6WHsn@ymizoc2iuOX>B-nK}G?N
z)KI>aUZGg)#hwi(dyn{BMLUepk?yX~!Z~zw23`y5k!ads#smT%`z;)l%RfzMvkM{v
z=%x+f-(N9k6Tc;5p(4yb1wnt7APCWqQGE?xcLn`JWL0gW9r>;_x*_5V*s!M&eEs)J
zyEbLU^2h<syAp!$Z&VjhPRk2xDD4&x4%%L1ixsrNIZ*07I5(-X&K_xda!P{p$XN{J
zC0<r&0xgsv&hlw9Zmc(fmXZ>15&;GEa4zE%#!Y@elqXu%f|JqqAJfOU`c@6&SMjNc
zaN?VaNR=gb&B`47Q-@+fq*zb3t~Q2Cl5<%(Fxu0X6N!KpaE9)y$Y974=1L~Jb{ESS
zGa-8Yes{R%DicVe?xoYxmWXar0zs@HGq3M8SCqhqLp!9}AGZecL^ymY&!Vg(E-(v3
zYSUB&l-y*cA?k>Q7Ri1@y`#%HOO`cLv?cQ@WC)MF9Ici1+R-{H(1|Q-V5zsN^~PAk
zlQ-^At=IcB1xmUWHJO5aC&HaHD)*rkVJ4?4O;D@j_7xaz$I*;obEVW6o*S)CFTeDi
z5lMHBB+7`4h3@|x<&S4b5_E;MHhQby;_%U}3CAw$XH6tujBTPTDyuQVf6{HenlRak
z=y_S1<-Sy1_ObrldYaNi*L90m*KfCvU}M{(JrVa<vCx7yL1az!Bhb=k;cgso>1kK&
zb%&&i`^wFV?0crQSMFbomaOw}PDq<HZy2ck20M3-!&7dvjp68^au=w9ri1+x;I1sP
zfch6D3C35jBKlC~CP`T;fnxrb&g9?WzXOi8S-C0#^C`Q&)$1Q3Q&yWIQcI6p=l={v
ze*%96i5S-(cHJBL?rps56(_z$V3}&17A4b_TGER7c;I9WN#Cwbjn|dNHjm&kPH@HD
z+5Y#)@s)`LNmf9z0fJ2ik=?{s9nJ=s=R&z|Z@l15RTSwA>YA+zCw=`^wFGL-tHana
z)gWLPr9`>ru-6gKfdx2GtbrlCu6{x7P@S;`O&#M2c+?K6TJiYB@j-z*Lo`IJL;?h}
zpNPgH)DnaU2RbIsH*4EZZsC({4IlIF)}fS$E(3nN0I2H$YX(L4jHn|X<$opqn=qpC
z4Ck>Ij<%7Mh2svMo&9>a24FnUxj-G`-m(3tE*^-nwF?crA_#(J=;dkU=)iD+w}=8o
z`4opwxw1Wz$$r1mO);KqVjl{Vjd!iaaJTUHB5$NCXTJz3XSjKnIK!5$uVun-82sLa
zcp6Y?zdyQayGTr3#r7hr0khqO-@GRyg$vT+guIt8y20bF6@TT!q|u|aUj+2l#f0Bk
zY~q9szb1J*`TQ~wb)l5;_6u?K#Jh&jW(U4YNpMBoAzFx$*B%pz3^Uhbzm}}}ouZnh
z-c)VFKGMFvFPv|S523zV9!#fRWFP`Z;5d+~{wK)(AHX|)lfL^S95EyT)u#r5qg=L5
zey8~Jg7ZIz-;?LN9y~YsE%no16Y`_TK@eh$so;>ydl7_Xd0v~-hes-iIiYoljEM$C
zhwSWLCCW`?;AaPV8)XdWvch*0Ik_nTOi;GTqUHkJwgu#%{0k60H6`-_+bXl1U)y7~
z6AYQ;8-myDoV~q3b0jw2Gg)n-)r7@BM7RtNUh#$qdCeZt(~#Y3EJB*kW3;A96B!8F
zl!r3I8nHlRu+7r?;2faiRfCfGM+lNRyKI)&l6koUDl%~Marm(IopNtMA~BgOS-UW{
z`#YAmFowG$_Y!x?9m>KPIx_AEGo=XN{{e^T&pLUN=9!QX@5x{kzE9NAdD?DJ-ZykN
z8#>(jvCdCSVGc1zf`n8qXZ8ZDO;XBm1R~8)oCI37U6imLSANY$NVDi~7w8@^<z1AI
z;pmFgFJWy3vO%dHj3|PcVE5NX#NMXiv#{{!M<;%eq%*I!v$AO|-PNQ)7y%#ABUz`P
zwRfmYzT?&OduQ~SPaibX);x3WcfIOlH7!5e|7K<Gc$a$~p|$>_-F(oFR+I2$`1p(T
z6a((_M6c$byAIL9VkhiO(Mj}bxr5oV?*qyi@3jn0hxIT88*!qQxmk1l4|Dj>&o|9O
zMoS;$AtF{BWU5V&47h?*0KNQ^8u;$mv$djcw!b=q(>$A9kr4C?(htk?i-+%h-Huf(
zoiOo>hYxGPROT>fbEPygU*(}zITj$`6!K(_hf%gR;F~V8iNwLN94NV)4LqGDuPlPN
z6ONOB13c4S6zXt;eGf`)V0tJryg?d(3Shlr#Rzzv>;X&Kbk(oqglhG2D=dg7QoHj(
zFbv(!BHP0`ArNbXFqxGpqrs4>%yAfoX1=36YOe~Tbx)FbQ|_vGZQ54U9CDATAp|gH
zv>sN}E>*;Q1x#%j=MprWv4XJV5S{PAiV|ef_y$h^$q~=4pvEKvIsqqvfz)W*oB-?`
z(ea3WYWr|&0p9_ykuZBElpurGV6^Vm9EMklJ4@!I4^YSB%V>|0^a%T)V-uR8Z>og;
zwRX|<3$^J1cZ`v0;*5j`^u~Kn%1&<0p<tEqCgr+@cZR`@va=MH%PyU|(|C2wIcg`b
zZ#5(_V}UdxioO;T{{9{9W;j%b)!%VTQ;zjIO`o?kdiU|{#g+5L{=62sCt0&4^w#Fr
zTUj^vErqO`M*5<DwOVZE=7+u_v=_9<mFP0B&a^Ovum^VVz#Dkuv=7)AwC;y~A!w1*
zc2oYX@df>RncfB$`afPIz=_I;K$UO^>3``4i2U;N^CPM|KoDuX_~Q~dd2ZDZ_GJtJ
zl}PSiKt%z`Pi!_nfA7oPJDk0U@)9KefkiT$kAa-i^>zTb@)@X~Me#`aDN$#!9OxX<
zzFb+Qi|$s%w{JUN8I(nvF91Y~N@t<rU5;6sG1E<BD};hOHc_s1#SRW_bC(?=5;Te!
zancB^mSXucswJ&k7{igl4m4>Ysy-7t%LddvqdCJyC|A=@u*+{Mz@Cn>fkxSJd!C^K
zW0!Ae0U!E%N5vV$``IX2ay-Dc5~@SV-TD}yoR}jMn`F{~p(^m<HMTb_XwNzO$#*#L
z!Y06k;VIFznrTy1kcHeY$}@=$ZgKG|h7K%>lMSGZ*nDl>$i00D&J-siYo$WwjB<9O
zBkOV`M(MSEk^C916aiBeZWoA^^*FjKbqCES*@%_4UoAveQFEX#x~^hZ_0C+M^xV(#
zW^UW_A(gfE&#Y?WUKNWEM_|43aR%(P`(H&Lpp*0pbyzp!BHJ@%PThL%9J@klK2#)S
zHKm!qefYGu_i4_ddFlbA#S?C!zSpZB4g23Bt6~KuG~`f&*TA$g=L7&7qJS#=Tdevo
zT;gAx;{SR_fez~5borl}1grA+Lk<7+;Ag*~e(b*nNOIpTo0LwnesmVad+oz_&v!!K
zZJ2^>%uondl)vBgVypcyL&7W={Q3`(lw~33Fcr`W&UP!2WoPIZ4rx1Z5@heH1g^NN
zjcvC;cw!Aie!F0KBFoAW#Y|P%iCQC$C)AL4*`#Y}uQ)9hWp5X)%;Q6oTf$dKRzIab
zS)U~*Ih*+bkg5~_ctE<13gRvYf|zrw0;D$hN8!*p-LLjRVuIJeMunb5X^-q?egO4$
z05WTyNoI_Px`ob$a2X(~Ii>n_4}&rb0~tzIgFc%~BQoe7vhP6e-jvJZXaZf2U>y2^
zFzl=8&#(N<8CFMMM;A!pWVB#(@4I_h6f4K0Jvl4($t>D>UwyybU2Ac|Rz|QydwoIQ
zbHDqcPX3if<0j!p`*tI2^T8mbspbq^KVh<JcJ_oEYhs@#c3>)F<s~GhJ{(NliSphy
zoLlg3)GoNC!kUp=i7U|i-u=K4%>@?6y!)j8b@Q?#uxomkiYI1&fkb?bP}D1C)e~qV
zVYIfpDRpCeiSE`!M{Fn)g#JyB7bA^XRf>@|)5m{7&5f$%FSrRB=74G5o#=p72ln%?
zKLPe41H>mk_FetDtM2fh)yvqi7i$&YY+pJ5x@}Y9h4RQDm?S*+KisE^=qZrFxXj0_
zW|EWkD}gI=>gAT;S9xMQ0hGf5IaL+Vc)^6c7zp>S$9nd%TxhLi@^<+|f{e=>j*Q!o
zW9o)R<B}m)-0OyoZAS$tUDE{k9N&3{C1TD!CC>yJj8=oLx`ma;q?}t!Z|B_@yTM8c
zmjks3vmU+`y1J)*jj$I1*j&<RGJv`}n4`4298^D5z`#iu8b0UftD&BGHH$+9t-rvX
z46teBBn;z>Auxt$U~!OWw7k1kIYCGgcVrE;S^@!eDa*!jrtY%uhWG`bAo<)+yKKvN
z-ToDn+(3gP8mb8lpVoJ9e&kr$;G6#TSt1UrUcb~UA|Tr1gSW}3r}J$e5YAP<nRvKO
zsZXQjgX7PP+6Ro(HzIoj{nICm2VNG5*HNE5PTI;kT60@`IQ(Y*sj0Lvg&PkXrILcv
zI@>>dS4YhA=~~LRG;-B0(wyXuj&V-;w%{CIx%sr%+@KqIe|!b6+1F{<$Oe7hW8qQ4
z#*J<lirKnp03tw9v`KE9(E6{(`bV1q2;KpQivX4GzhwcC5iBJ)mM#628aC3xZ>f{l
zKgn)Fh2yx-&gqBW>rj6Dvm)_o(7p26`Mdq!_HTHO7gwBOlmK{;ZlN!)d-8j0B`wKf
zFmY(E1nu8w0+?=izQ>4-Z5IzA$|<{*4Rw()(ADe4g_MFUQeLRfK=fpi`SfxdmDV-D
zk+}`}-vd>q#&}f|Aj`yxoM8^xccIk0e3*y!a{xq1a`x^Cl^ga}6abaZBqx9z4z0IQ
zIY<(SI}#S+UpY$_S)$|z%!qhNrc&~%{faew7=czDl~fYtXt3;beeC+|chKnjH!uc1
zwM^Iw34vWlYR?CAK%<QC=qNeyWXHC0wpgY#>0tyyGbJdx0yR6vnzp^N10_I&<Nc0W
zi`zKxZHIBI^xgE8G#NiR#p*p6=zF@9av~+@tU@N<K;q=A&*}p-^^Lc<_wO(Ijw;qT
z7uihoj4p1!-}9TeSD1rP(Eoc(bvP~tR(Y?(E;}P72(YTWTOTI#j%a?YO7|mib<Lh_
z-xfQDg}o$rk1Un}UVdYid7}c@Sd$N6o=bp8>3_L9_z+AcicsLCqaw78ZW1U#w^4B9
zKZuJS1_dq)fa0d-i?TUDepboA!Npg={rG=>!jWGl{tXE1I)>6Z83Q(MJ>M~`SSgtJ
zP;7IDn_P8^%p8x+1{K;nx*8o@JL{FBdXUUVk&`t2H$*6q=sK#6ii80i`VMfQexU@h
ze5k0~ATk-wDd!zHqHi8iwLG`x>Zl2wqg^aP$lha6tO(Gwsb@Gu>oe<<R~Sy@TST`|
zK!*8Jn2a;<_Hl)ssE;T?>uG2JS(wcvgQe+ZLXeah-s7TN$aPv6c35PLA;KP~ZgxJQ
z&q&M73e=0O&m0-hAbdYVkb(F$+_AZC$6Pr_oRJnv(x<Ser9+@|aIw6b=}5&!K5Cp-
z*{RVfCB^a<kR7R=`v@;6&p*!>-ZB^B)ho?!hx*7>25t)s6%0&8RIjd2o`1<odUE4M
zvkCE*=IQG2kv-<)+U<QYwO1aEiY}Jb+}azl|BchB-{%xXCZU2erl^(?pHyw0qcPI9
z_Uey2ZE`(>nnUQtS4-9%wZmO@u|_xq*VvGxc$U*B4f%liwXm_3h}{U%mJ*T-xF{lk
z{r}|>O2rbfn@T8gfVC)Fpe~@;1jzw>{LheY`NzWt1x7sZc8}juZ~XYDw>#56pG`mh
zUVHj)0%Bj*F+KOoSy#X9C*lAYhaZ9U?nQJH(?}V)wGMtsV0|t*DZoZ+D<itfRmh-w
zOV4OgqN{}CeB9_jHYmZw344+D&5CLqU>E!Vn_W=qwKRsIWxX0`&VZuML-qw)t?CF&
zgB7J!ZUuDVs5RVTQ1pf*h?Uo`f}j;vpbw3@tI~`dX7XX?uj9v^G}s`+(^uK6wupIV
z9n3p_RvDxM=$JE97zDsUs68Uk))I1Totgu4+L{RdO5W}=ekSM~N&r0Qs`kczYPj{q
zD`&n5Y+8Zwd<o#o(#fnOzAqU58bCdh^Bq2`bj|?vLO&&Sy~;bsT~UlthZK>Cur@h;
z%3SZ}$(`C59gd{{!f*(~Tb}$}U*f1Salk*jdiaphux5)a^1#Y-kq<7Po5peJQ;%+e
zP)~I>JZFmfx@ZuCwxfv*n|Xd(a(Q8+%@mykqNea+J%N8si+>Z3h*iCY@w78#mkK<t
zA1of4rNGNu0CGqC;rL2_a@T(h8~!aQg>IIFV5ydi=*G?`3CYC2eEsj{^1lK>wx|_2
zn+6z&KiQ@q|DCKXJN9a==9}%K!+)lGxJSCo)s0XOToQ2vcS}Y392^Rv$ZG-$Bha=x
z8fb6$=5DeBR^W>SZlXhlacTmWk)n#26CUfs%QHf%?f`1w0C@V9jF6fRQ9uWTGV;}>
zEK3DS8FAY(LA4q0TH|=F31tsBNWdiMO&9G^<ZQ<QZP0>xlL%MTN})8OvcgvsO3m*w
zK-wbH_$USwtk$8)7+ynkk79Lf2;GOxK^pKchHGU2C7qSC7)!ko)F>j{grjy_jCC1I
zS1{^<ZcdP<(4eb=;O_-D(iF0Tr=`)l)*}b#r`o!=eB{MLkP%r+qjyXXN2l09$=(Ts
zY%GlA^{|*Vxj*P*SyGy8j=f}{!Qz65W%-*|_2XV=rWaVN9J`s8gV~O@rVF2|-(nOO
z3-#LHdVO$gFIJi)YUir@d$N{9C!5b`pSD<Y&djE>8`38AwVGC*y_*y!pN9POu?SWC
zk;l!~=Glh@mav6x5A2H33a?o-U;#z$6*&jN%{y2DADF-fU9|0w_-|DTAO}_i!T#d}
z-lqHuWCal@v-1C~AlQr|o7ljGCgMW-!#sRJ7i2U3|C`TSca1+k{x4C%9{n7<6r=F*
z*Lf$wr%jKx4KeJwHd91^**0=XQJm5|=o+2_6<#tY-`RNN1~!_KY%)>YS;nET6{l+n
z_@$5N+|`pHRm{;1!4oP{zsdnyZMmYZHq>BlFjv%(VR{DN7t9fd0*r;KMaBa{`xkOT
zo!s{%qJT*j<ub}8IBX8oGalMX#H&FCpn7W+r?Ek2)pJ~#5yE){*d686ru(D>z9ANO
z(5<hqxIokydNHqa-!5bQtqBeT7;!XJnR-wEtA`Wq5g8Z3A<pchCOuVL_LxudXgh>y
zl$3BxFE3iX>YuS=|6{p!QF^gpE|iSNkgzUUpH*|)Fsht`=WONeontv6o{RPUZFbM%
zC2y(a4xieRm5WOAOmt=E6#LhDH~G)=T2H<YY_Pq05UPbRleOnxh55WIuQlDaUzaI}
ztkv1~@b0r1w*@S!p!Qa3hBMk?=*w2t{jASQFN!;e5AXZdPoot%+6DNSkGkGt>Km%p
zdVd#S0~^Tg&lQ<}ivB>kzfs<Ay7S-f02FRgNPhvne;Ub#q5S6yAV@JHj%H}t!+^85
zPW-HVc)_XVFIJ#OwBg*B#{dkR`n!E0EfYOP@qXX*>NC4^v$9J(g1%}2!2d=;pwtRr
zACVP+>fnY29n53N=-Xcg-bpQnFKPifDdGwVQm*ik=Uxue5YQJ%+JLxrB-J?^R31>3
zFb5I9ZJ#lQG@lv4g|ym86CEehsMS46SWwte3%mhgNqi2SqmLHC%Qyb1ay^U^B^Zv{
zMgd(}v0b1zwB#nu*CU#YQJ_U@uCKt4u+y9kP~avw5MJ}oD$Ihi@+0Y<2)R6=IBha*
zcXd~DV3`$mFEpg3>bH~=Z8HaAC-_%6p7zn)W(jD=gSef^F7Erp1FApE$IEE8?0s|u
zb_}aO67I1r@LW`1mRrW6=D32WqxvJaCtxk(Lul|RSXFkr$fVEsOOB&OpR(e7)$o4P
z`V_m~N7rrL!w!V$77Ij6=njh_A)t-<^%cIQJ{Pt{6Bxw()U_wqL&MWPfR5IiAaQ>9
z2wivafmMs+ZQ+*D*l~P_kQYXhWzkTrGYdHg;K>`3H%b7g`m03&n9AH3N#DOw3W#mw
z^o@R}#0C!h3({}ABmRi_|4spI{ve<{0sM`BPzjq`R{_2Rrm&edc2@s{`LRF$G~fZC
zn>@fp@nav??tQbZ0V#sJG4vztk-qn;iPF!pIKcH-1Kdy0*$xI|5~_s4i`o7llS9V@
z#kyJ2AzX+R0d`J31G*ZD7b|Jgm*s<)0lJ^b=Hv|)p(@$Fl0$Z3WZ`!kX6pd;Mg`E8
zl1|=Zz@e?<>I}qVUh6Z8wtYc)9w3nAv#;4>U8Go`>g0=zw|jy@!yG`sjDQZkXuwDj
zoyF=6je=Zstpu4n5Z&%;sWMk)GJybyY;$H@wb;W6@if%VfY6^L+cD?%MXy`&4Bjhw
zf~)|GRM#o3zfx7V(@!S;S2xI7w;AN73I=w-T7=^-LT!#zw(ul7+G>kU#1xCr-fD|3
zxJfNO2{{-$VZG<HtuNL1MQT+cZ)nzyrpb@w?+tagHEKKMtSwdJL7r0$)TTK+KtCiH
ztKTi0V$fo=tDFyQrCjI*o<C6XV{C`nUe{$fy(i}PSH^J}2glDC9Q@!#p52WBGZW<u
zR8S=Uj$b^zPQ32m?PX!uNn<V4cshzPd{Kdh=p|8`0-Asi7{D8)um*6x;l}d>o$fTE
zZz>SB7-BEZE8$28L;H<z|96!5BWnD?0xA7bBalW7|IKDL##DesZD5S<KYw8PZ;9qR
z*WW?`)vWvATMuHhQ7*O@`Sb@25Lo8^(`FL%qZ_9_H2ut1LG*x>QPvCEl~AEIo07WE
z7zfCl{p5Q%`+=)KSV;+~lav0D9#T1;WDKC(JPXm2qn-iN5c+ZKTXWQ}?%nw4adrL4
zdpw?171sWsi$A~~jC4TnITQh~Xhw8R1#hkHsVQXp=<*`M^F1gqMn#H^7olUJ`sVJf
z^Mx{3#ef0`%l%Ye#aFl?&M`X+ooU*t-MM_{j1{`AFh}|^l7O)eDbE%W%g_}-1ZN(p
ze%rNuOU`bL<GGqperq`4(oS4N+XKYSvK6fh+fJQmv-9fKLHiTh3QeA(>o64oe3@+O
z%LbT~n#<GJf{6)*ih#0aoMhmknC`uFTIb}cJLVsJQ1e%i-ovb+k~7mayK)|&^Fso;
ze)P~4kM`?(Uui5Zgb#am>R1FSEfq(i)4fpj^l9nO5*fQ|E(D<37KBv`AJu@`*on)y
zqz%19u0lK6o+L6ZX!(zUW{V+#Q+_A3pp<bz9lURdkl~HqXW(MjEMMW(+6yY6&mG--
zy;A^)LV$XD%ppra=Cu`Jfz51?M4JjPkX8Q4D*T@T1x*+N!Sk80p{2PmfgMdyr8BK7
c1DMVx0k3Qex&&Nw(dD2DoV@^7JO6J203Be6P5=M^

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/images/image-7-Micron Semiconductor Wafer.jpg b/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/images/image-7-Micron Semiconductor Wafer.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..3b9ff33eec431912623bf0499ae3ef9e2c6d0b36
GIT binary patch
literal 108122
zcmbTec~}$Y+6NrK1PBB{280MosL%`$Brq%@Y9I!)LNdXnDQzJrW~f>gw`#4dQ3s?5
z0U@9bVG_U{4L#5vdk_sSZ7NBSBE=Tb(u!NH+Qlw@PwaWmIq!M@`MwV?saK$pnftl#
z`?rlR#$HU4yoKq4bdr-3iR1)+kzRa7;*#7b6jut_&DGV_-QA7q3DG<~JUj#E_|Arc
z=?mru(}RLS7Dm4s5*qbNP!KZ_j*4L;2(sYS#Y>Z7Q=;RLSjU?<xx2f2dUyuVXaTW|
zAV%!}=Z_ZyBp)~OxXW4>r%;l!kCTg!(~FCw1>ol-JH7lM{qw`g*<}`);_Bv3^#I?{
z>rHZYa&d8<<w7RUngzalH~2bfmJfLjgPlt8mF2pI7D2IP2ix6VN$WZ9hgyGF7^f^Q
zcc=Q#4G5%%g}=&#Barxn#H7W^+!eg^m3)Cvp0#TAnzgSf^46`--=M+@O15m>wtdID
zJ1Z)y)O+{s$Lkw3jZKG|TeSKP!eH#|>OOkrtf}{-zxDNhJb2-vdFayRD_3pyk?W&h
zj@=l)HFf*Wx6|K!e|P5bk58UH`|0Ojetqt^E+>-9UzY_w|8-&ibzMH-x}0ata+&4o
zxGpE>?cleI&nz;7O_`G_bImRC4UH{xgVGMR_ndcsB@X?;Pg!iG`Y%Log*|p$+RH2Z
ze|KT!|G%#6Ul;c8>l!C{x;TO2x%iNllV+By7X9jde9!$?7yOAgeY*J+v0N3MLe6_Z
z%1wGfdYaYyWb@l&=l8fxAA9V<3s+gTWq&bf6=>sxlhG<mSdg{PLmMk$W{=<+X8lby
zGn{ZoXLTN>j<e%R=-p^lXM}xZ_5Q%cB)?GHc?9o0E~_CH^MrcsF_d{iSMxeVErfLP
zo;Tbqr=5?GL!eu)uTYzv596dxW$%gvlDt$$E%Z~V&Cuh~I`F4<S}pWg0^Le&T?pM0
zLyx7G*Oe2({Su+Nz2(gMdvXJ(H~H!Db?dI^k40YE+0}o{<DjMFa#4S7^2pS&ih<D1
zbj$iz^s%qX%qdi5+emrO#_Q~YR9gr1SX-^VxZ|!!5@;YSdS)j|&9>!tt5UWYf-$|O
z2wk{LBQHrWNKe+FR41M4{dWzPxX?qPjeB=_Q5ujIg2k)6lX6gUQ+(5$xE;}W8f3Fs
zl0~w!WwI8YN|zha6Sl$l&e2E7_=&JDgXq@OvrRiHKUx&Xc_d4j+<tttZ}H@aB+|ES
zw1>!ftZvBm>OcD98>Kt1yJ~)p_xL=yL2<Nb#c$hwS|oV)NZhJ7(H*Q+id(6cv@Zh}
z9~Cm2457D|Eg8wrow%ORcI25aKXYfsiM@2*P+QifrSb`k&>niDHA3L8nAGk!#=D2t
zpWQl-mCBfwOIX^?Fpb;5S~$zLjR>!?79Xc*F$seh8`fw{jWi8I-&Eh;vu`JgYBL(=
z(gSu{wY0GCtEpO;uxi%?sO!tIIP`|V2|29lFz|-L7zP4q4baGVA|{td!PQOzo?i$<
zU%?BH(bwagU6~JDUywrmKKP^Rl@}x{`lY4i6!8yL=C9rx_uPkHp1+M9uD`$XeZ+gI
z96df0=U--lp1ldT)2Ia;)1>K#UV-<W_|*m(-=A1@0*z}Ru~BBnJID{c`q+(9cv9+5
zcqkU;k420eH4R6s@+(Sb;ov2{o^bx#{)Qa#5=e(meU!f4`{kkg>9IopI-Q)Xp`wvl
zk^$-tBVKrHMbA`|HrZaK;?5^Cp$bD1%BY2&=XB!r0k=@tyfTAg&<EybaE`gJf+km0
zE<V0+pQ^99TODzH(@@0V)8h-PW$Sd4zhxaQk~+ts$DCff;w(0)4U}V%kI~50EV{YL
zsgu&>LfsMC-k~~^Gcr>dzkH7$EjVVRP9~;hfU_jtsolooY2O$rZK|2-m{8pm4)!w(
z-ni~o@WxcND?1wV$VwN>#d__5D<vy_J9pP`Zsu%;>&~)=*LT^oZhR*93AkH)TO>72
z&X=IO&fK^pJhpK1S^RPA=cEYbBmJUtmt9Y!efetdhI6(>+*L<@`RN1;D*2kQ%xya&
z=%Q~8mgJwiJ-^pOD2Ye#tOfGaheJEM=np<w6+6;G%+QDGS3D@ReBBY-)AfWWYP3Ko
zRKLq!jA1nH`Vb34UpsP=4bxbNwYb6ChT7zPgIa9FZfhJ;YlU)K9oo;qm`K(~NLV<Q
zDcmH2DOenTr!Bv|cCbMbUXBq@q(gPaI-9RR+jP}?7`$zyCIM#>NEjqT+5H{J-V@;k
zYwxol6b+E^{5)sr@rZOveN%md6VuqhBd`7G)VS}TE9Ncujk@v$NpCo%y>~bBf4|bo
z7J(D?b@yZUOqtOC2zeW^Zmbo%3UfNkvJSQ?%QBtosP9K+)qF*Y;6Zo<C*pYim=nq*
zoR8?c13yZl?tn_ON>_JX>EU!ka!$AZ$?)R5(#|dd`XMrFeK-@EWIDHz-+?w1kvef<
z;RzpBHJ**)3e%N&I6KoEa8$g;TV54TW)(Cy-^zfjLfWh|!a}1<2IZjV?q$vJfK8=d
zDiI#2kh)~jWDB{A(l6krk2@Xz_Wj27>j&<9nWEn`w|z^Dh3|G$6#IOnI(pY=aXJnk
z;yPunIa(cZ33)+^^E(7*SDpB7X#wZYXMDaSMN|tH`|Dr-W(NB@$GQ90mPe@#Uw777
z-<Uhg^sH{x?1T@NA7O66rx9`a2Qk!ZzpeZSGTKjF9D3*s)S0*P+Cay(+b8m_>@G8>
zeQBxf74E;5lJ@$%{7ILek0yM~`!nMF+n@j3HU21gxgr>;eOH<PQ{tPyY^czdJ=(u~
zm*2iG4}9h4F|p)X{IVJLA=8oR&kuDU$tXDc&F%K%mOHi$NZbCbHLJ6CO>chYk=^r1
zYQ;0e)-+~OF*p<rP;cTQ-f0;Rsw&juOcK$7pd>_NQr2D6<3iUWT0$Gvr&9@qMNqT;
zTN;AeRRQxg)(m8P4HLV^qtvyb>q8KmYN3s;M#31nwk?E(8!_m^hew*bHf{&QEF)5Y
zADj>hv%%py_kG7XD4U3Rrq|f=8;1}(Hq<K6R1pS(a7tGZT{+PhQ%~gbC=KyZ6fMlx
zH(p(O?5FY<q=VE;e-0MCAbsEc_Vf>tcNdJi{<$J@!Ef%DULL^Kfn#8K{v5e{2dT4+
z15HNuzCtm3WIC6^17IzF#8iOuBp*1oB7q4#gPbyC;0)$z<O75=;e2#Rf|FCE<Rq%~
zl>{?*L90KKeEoj@*bnejb8=So8vp!DV31ie{jC06PqfSoJ-n_`56G)Rph?&$$`$ea
z1o#v>rJ-i8-d}YQ(n-lI#rE*23UKT)C@oQi$RyTcpp<Xq)8_RXT}0ZZ$T^#zcDlZD
zj;Bq``jPs1n_#9OtL+0r7Uj^^%+S0~c-E2+6x+v3My>}>YuDO-QW+93kFp8dAIF)K
zqxn<JMdtYyzXuDrD<5=@Hoqg0evPTQq8qyJS`qp$cG_>XjVpQ?1?s!HzgHW7y{5qW
zlV%E<X5wBG9{nw};J2m&7v?{`5SN8)IUbyDzPf*VgJfbiMrMgN)n3lF*|EWPy~0Vv
zhYJL`JP37Cfzv=T$#^74#)~Y~pi?!d6VqT0XOfWdBBHx*xLNmDBq@lNYSc}2)<QaF
zy3Oa!Ww~J{qgE2BsYKKotx%$2K+T=XI$S-J&I?Py#aRi+kX3|7CJZ4qR4Z()$<Q3W
zD@iD?e8iWyo}iT1sp~aQi3j{V%=n=MY2n8Scu+GLl1azh(_t*)^#G0f(77;fp4W(s
z#~a$U;eiuacflY0QF;62y89wzjr9d-!3)wIZqEzS>9#%3BNV@0rhY$g>gN3G+aFQ&
z4%|b1*z?8MQ80Xl!SJ!gfxR|>;)Q-#;71{TArQH<?5<)VHzy)h?0f_!@~@DS<m99+
z$5zCqW;~K8b}QnP_(7~xUWLZxnUhdz;fYrwy)RJ}slv#thayPcO){95)FnxiZPdcf
zBKC+9m!+*cU=HX+%M>ta0>!uby*Jf2zBQW6>}ZP)XPT4o?5R1pA_iVeFv!s~MiTLa
zEq{R0R^A?M2yI^9_1S3gNwxk;H8n4u_i@c=#wY8GKlqw&eAt0Bwswt~Ev$r^(f2-g
zMQv0CNwJDBK<>4Vc(3l1p;!EIX17u~U1O7>3=D%+B*;|WRJ~6u!(}3LKr9o1!RfJ|
z7eMI92BU4dx~kM(lwoWT^o(&O;fD}<ecgmTQ=wo6j5EU<kcU!wE;OZ@GW4`J6XxWa
ztOV&*Fd5Xw+gw_p&Wbk;G44tpWFU>6M2uA=A*6JyQ=X}ysOd1D=vwbC___@<Rv&Ov
zfhn`GeYQ~5iEfEcq<h<>s_u=sTCvTxy=$WjBI9u#_=Z3Ko5#Ow7-(AllkW#FNIcP7
z$xd&jzxN)P2LAt=2H!~||3>;p@veZqk4iyDayrQ;@6_g-WiOk56~XmyBPSe*xSxLs
zFEk@tI;kpk3N;(0?%8SLI%PQ5$*W|ZJGF&~HN$TOd(vJNBd>}L4C$mQwT1DZ+Co?d
zP>Mkr@cd1arsITS9fd98L2lcy>jB8*yX`$lG61YX8Z|9A9ga(%$yhPAl~g9VDOrTS
zIlL|GGBFY18-`p#XJ*&+`~$kcS`&-DbKD@)=)~(RF}-nH1BtKJGi$Fvtp@@-{1Sqz
zEKJ0@a%cN&OEji$s;)O1%psj#no?M$FC#PcP2dxv$?Ea4un>6_SE(!$;bd0m3UIEJ
z8mf5BJRBbDfGR@_dVGzO>M~&o)RB!=Elg6^ALjEI6Joo-(S~9o4AQi82l%9e_nnNv
zG3d!?owZo4tg|0r_$AT<MF4(=R)%XOFcBX`APzLjWzrD)fy8s+Y?J0b>LV|%G-`{C
zwv8%UA_Yux<85y{zf+rww8FFyoBXUKK9TvdYrzg#lGRfMdUrqw?p%m3gj$6IyS87t
z_Nxy-qhT-6=yus#D}LVzs!IRt&q3MC8UJ0;8#i|Tapm6BTc0M$@9Ntk|Nd=WRf?RK
zvMMw{Cm)#7!UNaG)X^|UCok<(uGP1}eTJhedY<ZA|Egn|5v>q6@!`Q{S`vL7!ly-J
zrS|TLro9yzln&^=ZA87FD?i^=BBUSFUNmJM<aAY_k2)W?e;cOn_~ub+eQi<k8DVnP
zvRop1cflJgmZ8O1V%e&iy`!zu^bfJ(evdG7%sFnKwa+%afDt~ERwBNcVPTBHv6xCn
zrW``XWn%FTgK-1YkGSn-#jrbFI8_GFmU9Miax~LhXPd6a)BF!h3|DkqGpJ^dw&~(O
zX_%+_q8a)fRo0yh)NSp6wh)Y)-y5e7jF9eIB^H->M$S@I2c)b%;JMINA;QIIK)z<G
z6^BU=M>P3((*Re1Zw=H@?3vJva1HEf2{eS(Hx4lnyAU(#h_Hmik`!5S9UXIU2pAMK
z(~RIvSACIf9Z*Zx##{-qZn{pZzM3ldx*T(NP!x5I%~$xX8%AR>{8%-)dJQh*k;7Oa
z(`BHn!T|_C1w;FOUNjuB(TNAia+Y4WeeL&sqi_8*=dYekae9mU`@5jJ^Z#AlgKw%|
z|9y7LJ>~msPNx$ep8Di?Neq~@Fb`e9=B3EtsctY%3jtLya_1tZ@g2rWRuYQhgeaH?
z>06vZ6<dTf=XGV>gL+HSd}f$lij~MV8!Ss2lw#`<thGB19b4P5HTroqLRVkVH0+)?
zGk-UhYWO^e_{2Q#Xq5eI`mL+WPbtKn!!(EiF2|1(*y$oMGw*R`TLO(*8Sjc}cYv`%
zq}}dqk^-phR3T*Qq~XaLx{y4pmU39TJ{oh|>gdB+J!6&t1EeeBi#hNlsyvLVxk|h+
zMXsXgr}DlBqf{F$*=s{xM8ezNHhGtsl%S!rdEw3#_tG(Dx6?>7)M79cI>QMzo2@S!
zQwX;gh_fc5!xBCOt$7kjMDi;H!f!(!@c}AAvXyelvO3%P&=k}s)2LOmD^dA@m}kTd
zRkmHiO8ARLHVDQIXX@;ubx(v~UBa}*M(w-CpS%0{@9bng;>~3W(=hA=Un%1lbV?sS
zIk~=c4o-tSg-pGn6ac|eA*|BPe&?6RV684a^had}SgXZfUQ7E_{jZlAz&QTwt))(H
z^l$%R*@hGNpCO<Hb@Hn19gQCZ!z&f38AEXW;9&_gW8&YkwZR>Rq*dO7AC9-;GEVc1
zj1Ob=DX6_fq}40@o3ylOm0wi{(qb_4DJsh>R9PBCZ=3BG99=NaBa{Ow`w-EMfaZP7
zUx{dLrG_f;Y#B~+G7x5n^t)BNS!F@Y%2XT9QCU`*b5-VWtR$;>twO3Y2M{7pTZI6J
z_w7K=b({Kiu2dPH#?+~ksBDg*dm%d$D$PG!BP(LVpot3G&#ax1Vy6DCjR&7<TDuFP
zY2>hET%0DQMKjGJ5*W*D5r2)7NRW<Aq)jzIfGeGJR@NUD;G8h1k04?!kcM6wEJ5;X
zhW)+ml4MXRMkPvr*9b;t-Gt4>0)wGR%(9mV9bC@INH4l8iDw<~B$mPwhM{<PuOXpr
zCz=O3lD<<eNwO&kfV>rC&vqj&7mU|Az785#iZB3FXTm2$snex&SOsnaC|k3G1vdN9
zO2^?$C~Kl);{7FiE+1SEB&LOb6|nr%%3mIUn({zR|5-r%Y4JCc@7=gN^^bjkRKet=
zHSb<EJ0Ajik)ObOtQ56P;VLq83jo6XdELA)=q1PzN!*wgC=VIPwra)b@K_b4Eg<V%
z1I5rY$C;MgLD9rVmOd~kYiuL2=?6K6d+8CJY+HrI08uae&C@pBfjq<}qL$&HZ0xmL
z1CY`u8IXJF<qoX^ZqLrZc#u~wpZi24ew0DcdQZYd5-?9MvLKT*oN2HGn4vjIbSYNe
zmOOGsu@E$34Ly5gVnqwo3pO(5J^UO7Xx6(##A9~lm?=%IB6;yjFgODZMPBAGl5Lp5
zG!Qxxz#Bx2fl`l?wqXvmWpT>IXn}ge0R|i=#CoHSd1%E}fxPf^egmR*pc==z`?;&1
z%SY604!*3`Zc4I)5;EA9`0l566s7M(w;7hgOQcde&}6vWBCuU`?VTr(#~F|KDks=@
zc)T^0FH~@OWH4?RhC**^s=oRFBNhhS+^Rj2I|ih%dc4UWYO@M>oNHTtx%baf$w9AO
zd21Q<x$o^$zwh^d>nESgKjwzL_bdMN$CtHJz98)b7X|6hxoBjWg!5s^9J6k#P73Q+
zZZ{CYSV5&(UzguhO+C+pR=LT9Ua-k@(&fD2o(#{{l5@ulIy%fIv!JYf8Bb?~5dmJV
z+H8BW)SU<w%On7ixMibOZSru40aDhNc>r>N>4M;uLKV_~bVV&>8V1c)$zl?eG6{nU
z5Jhuyzk$*K>B~H{pq2h^Em~Wz$;#30h^N&L1EH&lILJ$q^ODew;;qbkd^ojh;cjR`
zyHylcozA2jieCt}3Wp4SQ?OK{m2(NKz?KfAk`)%HF9l-95sWRoohr~W&0M;tRV#!&
z0f>b9_3fq2MCc&|tgv=k0zf+(iuOy884N5iyR9{YFblY|74Sv5B(zT5`ZZt|x}I})
zjhbh=Ct}s6uq3;R$<*T<hH+S6fuPEzuxSc2W$P>qoh@sEY_vUb3}8ZEPvofdI0?*2
z-G)!z+X8l4IM``0prCh7ec1C>>U$;s`=zR#H<W)|vK&#z{ZdK>V8vkG>AyId<RFXi
zSknM%<sqd^-7s9L(`MUHySE8ND>%(SatVpXFw?p21jfKr4G?(xs=(wi9_ke-Pdh*W
zGoH0CTbk5?bZ9w&h7L&IT&_XUVNtLaW?Gzs9r`iiQpE}Zh^Q2ti(WnlP9+RSod#^v
zE$J$c*%np|y|BF@w*=3gt{aY6kwo8yX=duz{(#*u;tFw7k{rO`nZT$*15{qdKRDKj
zN+Vv2QZV&(U`We29=xzXBE+E+0CniE$wLn8z>~WBJoqY0c){y*XSP731w3s6%mD2s
zZVrPmAgd*sN<Ge%744HCHb4pw(0~L$kCu*O2E@+0n&!|HmcsgSu(m49i*|B(SG{e@
zrUvAsv{H`UnAWQLhV7{ciuUs}FnGi+I8$nq@gxI67=yEwGG3s5G7ORldiH~R(A9Ts
z$1mT3?vZ@>N9AALv)rrqsq3ZXzs}kCkNcq?K93gu;JM~h(;latXNQOOcyDDT9DcJt
zX|Smt&jBYH99=N#0NxVtNGw(&vd&uMrIYb!rKbG)nyk`WJm;o^QLYMwP$5pU0)32I
z#X{!8D-nj*n;Lxs0C_CPNraP_!B`Q`8QKa;uqq@t9qUIPUgy_=VP+L&RW3pDTZM3G
zzrm7#lXIWSi@|AUOleRT4sr34m+6)y7#lphjy>20gT*=rV4=G}kGD01;oy1;RxpwN
zsa7)}c6n!cV5ltwwP_$xz>m*iK^im%d@`MMN(ZN5F3AizWWE7#yqku=4brLyz<_*p
z=YE>|*Er3uA>hI&z71wehr$59M{M*t+L0M<Dt{9gVW0wbNs?W%M5Cr-$ZZL767@ZS
z*sP-s>uE;&fiMTZA4lIM2&o#N2a<!Y4OZB|SSNwy6rjcxLP`MmlgrId7r!7~Zg4Cj
z$gzmllzP4W&7X_+TyEI#@0Y00ip{@O&0OOK{w_5`rpCLkXvjbdGDnu)x7nQxmPq_U
zmvQ<KVs`?hpAF^%ua3;T3*-PKL`P=^7jOy#^i6fcd_a;!=*0_wX5ivF7yPeYN(CkL
zG7zp>g%Z$VV+c6K5>oylM5B2a>41CrZM2}zqoT3FmJG^?*tI4ZFUG%&$8v_~g~-)H
zf&qA8I^Ypa+=T`p>i8{W4<4BfozH+;98E!_0f501IX!g}2x)>)D-Qy<o@sc%aR&;D
zH@G!^p5zW>!e-l;JBq^vo1Go2+D)aiN{2w18lz?*Qq}RXi-cuS!6t5iTKjG%eUs#B
zswBJ(j3CuJJ7+`N2}c*$=(JZ0qER|#1QfdQDi?z>cU?Oz5$S(QEY=Z-Enj0p`%`(4
zlnshaf&ty~cVYuJ0F`cnjP=bI^-VZs*Qx((f?t1Eo_j&M-TC|eg#Xzpf4q4_@q$$J
zWJ5>wpCQlTenj`Bjwl{eC^oCEbQXEwBptnwa4A%E%4+N+N*nwMwo~qHGEHc+L6dYq
z!`NWyP7fT7<GGxO^etju>71&`Z}1xefW2We^DcVvN}Nbmjt$uQjwb`$$0YVEr)p$i
z-*``;(@i*sWNQ%X>t<7$n!VudtHNEn2n%VtdY=MdoEU1HKvb3$9%z7aWHoZ{=Q0UJ
zLyu-)gP@TnTD_ndASSG<b#*S4IBTft{Xw)Od66(8FlsmRo@BZ$;`N1F0|-lUgEAM-
zmeTwZ7Xl2^7y>%UXl>vPYy~?A;0W?d2^91SpfY`gv&=EjoE=8o%VMc@&RR@B#CxhT
zMkXGM_&hEXfEWg0*-%^uX7@UqLx?Yt<h`Uzu7+@ILWMbigD>AS3!rm`j!3B2*rezj
z2Y!ua8*5OjSP2vuAqn_66=o8I%CtEYJdVfMKaRWW%f^1rtljhD!W(<Wc*~z=H$Hi`
zoBa6NpDS7y{pQyBXLbFj@1GK}{&ck*sa^C-87`K0oqW=qD$=sk;eF&JdOm>RvzDJ@
z#iiKGj=t_*+YzWM$uRP7n*5MkB0OsDD-ifk!mzUqe@7_A@C$cK@EZEIg204e5#I|d
z2%wO|VO6)^kWFm>FxvScl;4VzNh$K~QhS;HPE~-uj8g$An{dKe>IE02Go4bW4{P(8
z$I=#Xkcr{h@f>RyH2iL-l<%c6mAAoeLMh;_q#v+>ksNu|Tn1olsSZKD{Y+puk9iNc
zjI!djGt5WAh}Reyt~k)A)E6(gq+{op7Ku6cX@08~o^S<VfC`3g4hq_PwL^&vFgoWq
z)z^%~1oHq-Dh<L+`86Y_y@9M4vGyVnuCebL6|3S>0Ra+^B%o>26#xkyzcV;U7t;J%
zR6wGjl+FV<VN*Ej?U16suGXl*z&nT7`uPr$MAtGg!k}+SL-P-p3Gg`q8mS8WjW|<B
z!nq<X7f2}pm(;my!S@;)hbj<MCj55n=MQTC@#DhR{-<i+pVEDr45r<`2jI1_Q*uza
z&mWp!ki55%AtnAax`e!>H^HI#m;*YHTdNrasw9BWdOBORP+kUf*DbolU;wBzw>Vlb
zg)AewVaeXD9nLjYtz=)Cj*dO;M5o%ThAQwvq!P`FnRtIDQ4aIMqfriqmD;8oFAkfe
zi-C*;^?@qn*I02juQG|AZ3hbI+HC-BxMWr3jwl<D{$t{(;4a9d>`FrcabgDifR%_1
zR|wIH76UYZ4GeR+cgKt_nb-WHnySo9sHKyt7CE6VGP^nd=Kj3%23Ktk((5Iz7s`Mp
zLaDAF2IJJ33K#K6AxJ-=H?(_A;hUI1RtC_zMHiI}Iz})`VD17DPZR*4p0b`G-{T=x
zLG6XJk^-?+d!?#e-GLk~m>00ukk|`2(b)zj2FM~Zv3fh~q2==Y5}iy^3FtP0()x8%
z{Xsx;u}->B)o#*EB^j@Wct17T8YD(Vuprg(H^Kx^#`L$H-!(R*68BR1?!c2p>6E|@
z1gK)`!OdVo%Et4I&J$3dzPj=1u4^wx<_pqaz~R>yB)@+`iGRKHy8}yn^81aiYW@t7
zWtam_PS=VK7!08e6fFmu#F)m?9f;{F5EOfg(kE>BZOKwbg3Tx6RcHg!>SW441gRSb
zfPf(}bZ>N>u5qk8zN03Z`;XC!(O{4Z;W^>JELT=jC%xbSI|jDRz#W^N7ie_px&~HD
zt;vBMf7Tx^-4tZ+NoRU%fMZwZ<=AY8;&qO<(%H*&;;jroqOSNtdRz*-6(SEt&S!LO
zY)Ww~Ij635CNTw@>X3tuY%wi|l%*K9_8<ittUoNgECxhR2)n(H#ew$GPrjsX&ZkYy
z9f+wkL(>A?7Mn!@{kr&93xrMV8y(2FFg5q72Gp{7tz3|<>drwbB*+u-(zgSl3M9YI
z`r4V}(T?{De>?nAu7I#WSqU*jc#{?*X;7Ta8JenZ+bQ2A=W-=sFmbd8V8gF9gk4~C
zH0b~UjbI7FnL;7e7s+opM=8TG7z|4yQ1^rv=5ktDgWAgE#kP4hpcLV79M7i@DE<+f
z*T4_I2?C~o;4Cl&@IBx6M}GJFn&AaO|F|Rk*DC{&W1sCQdy@alwJCReYnb2n*>{3P
zrC47l6>})&+f)`*IghspETBSa94{>LC4OrHcbXNena^~RfY$Aenq>e?sqSPLD;zFZ
zTMF*(1X^o486J%R7}9ugSq<uvuJZ2FAHvxJ-5iY!X99d)BH&5AEQ=H$glp);@Nsbe
z>*#T-%LkPe8B=wWb|(M=!9E`-1l!7HTZaQMvOWoQnmQ5@gH77ju`ym)QWoImyJO@>
z6%5ChRR+J%`Lv`h#-a>L<CQ!Ic8X`=gErL40Wci)j1$rlaE=3oYUB7($@LB4H8u|_
zkUlH{eo=W?oRAm3xH}IptTbl47Y9Z(<8k<vGxfoe0;wuxbW`c!Zil~@2R0e%BOSg-
z0F|+hL4!;hH3Lys@G&ETyabO5pfP^^^tP=vRkc~==rd{>N>>QiGnNcv5>PGRA}k3)
zALzgB>N&@pK3s!NHRR*36bX|Ix-9>WT&Cd?qHJI>`X2F?Kv|7>H<u;V{1S2Pe@GYU
z{HZ;^0M{pU)&C&<H=VRU$9}eJcI*7OU-aM*??Tt?TFgC>+?tM&`T_3CiuBOJFh(+I
z@|()sMSzl#!a!FzqZK@7Luo&lPz17nfk=k$i1&<Qxts{J1m9(QIFOtkXze6tp#L%Z
z_R1t?778RQ$VDWkSiuNFoUK~sQH~?517$}o*&1CCmvId`-+o(5M&wNgLv1#?VirL0
z1ca{ZxzXt&hHjyv6{Yr{sr%@K@vO1xIVhe3M6ShihM&v$$td2$rviSF=4mgRY87ZX
z%aQyRtwYn?3gy?}N^hHQ#zMJ7L<b#ELr+Gd2Y|rM?A{m!3Wd^}%()T}2YHQ8dFisn
z0I<w)*E+;K)HfBW97$kH5^AjD#@lJW60pyWWq^`t<$RSx4$d%Y3DjFF9>(Aa69hzK
zHt#B5D0WPh{sNbsRzMbt1ZVjd#YHO-ldNRD57VGGoT>Lj^Rx<P|2AJ}zQ%;oxvI{*
zbCB1i{`ZOjBmQ^2KD_r5_&5Fs@L$v0^n&CvePw751bFo)UjTHhF%1KNpD_SVlgUlt
zz@Sg~WT>BbB;t5zlO0A@kqFPwtg`{4BSS-guHL;705{oaU9%}4hvzJDu6?S}H&-I4
zjZSj7nyJQ81(0*hF>?_a4*}3_6$!<KKxSZtv6k$w29TLCcvzcbpp?yV5sk>nDM48u
zNgSz^t({JnyEbNo;ydnwii_eL8W^*C-3OF5T5OY{ehHZBGXCn|@mB4d*!dmARaxFj
zq_6Wn@s;$xqGI0P&INSdcCN3@?W29QQdmTEGz&@Rz8^5V)C|)&_Y+B5jCM<+Uz9p5
zzyMS&pl;n0$U>+>TKK!in}>}JNF|7D)NF-X2unUdEbc&yI8!Ina`_VeFkJ|{>vA$+
z8Y8^50aS>F*q)@r6Q8aQ3x~nYiOyDDbgq$?>Kngk45s+-S3<WP7SG6vAQZ6XOIKYD
zAwlvkol*(t{!TgtLZ|A>>tp~7&CGv_=Ht|*mu`RfpQJ$h-1UFI@aCxEA4N};0KY(S
zK*c`!wD_M&kh7J?G%|n;)ZoNk$rTAW9!DIDjnd$Kf0!2La)RTfZ#c(t&gDT_Y@qO1
zz)O5DAjD}<Z_u8a(qaFFIyumV-A~VO1={RkX8=`rF;swDI36Ma5A`<5cnSx>bm9dP
zkjc^0<%bY+E^jFSfRE9!<4lL2FxXy`T_ki3Ez58=RHSMZOS`EycF}y8x3Xfq%^liT
zv;a_!R7*;9!RxO!O#;<^lX)qRXL*GLQYFBKnKGPJ4Gl2Oi-Zxvd3f65P89X!@{RVp
zY`&#^uU3Jw#Y<IjJE<6fPS;m^kD(hN)E6By%|(1AApPJ$l_Y>f*8ws_<-Qi%pN4P7
zO3(qh#KK~9=P&?rc_8V6836SF|4yROCqm8LfTy({_AVVXfj{zjK|@E~@?mzSIczSx
zLKR@pS$UTFdARWXB;!;!6cz>t$;QhZERUR<Y)!}FIG0cqps6942*=ZP+o()^*^%%5
ziz(>d|1TDP?fQdnKYaLtlo0jS<Fpzn{Py3!^@Y@jQ#*6$@OD&LU(K!uX@w7vPr9>L
zFA%~l&@Ei4w627T1pC;6483kvFjj)YG?7z@Rwlk9``A#m*9K<TB+miY(G6dhUD2&}
zNoPVPH(?xD#EW%g$YeD~t9)MyRL=f59QRT_;XwHStT@y@)LK+)Va0_XLLT}<a&t`n
z5gL1~0xl6r2L}OXeA=GQV+In|)$?Z~x5Pv6fL6U9m^6ed@@>dt^nyk#FEw0RHloYQ
zKEk2G=T*)}B3}0rd5mke8c50-rQv`F2SMNWV?jx_pMcX%kaZyaf?VFnP3^#i`I{!N
z@YYOZBEMl>Z;>WGsZ0{uc;(JKEuc0L0mTPEx=xgP6*QMQ{N2uN$G?h*l#!+mc26~Q
z$7@<nm_kGAkMP1H0#o#PNONb7lqXsrk;fK^(j(@<oK#UdkSh-gL$?@+8C7?`eHL^;
zh|NZ_Z5L)M#PZ9K<{`>0!WA&He>Ih>-3HSXd4bn<GLg#bb1op2zo9aYL+k?daJ#{{
z77R$JQePwE%>VYW{XfXydzRg<|LcX_=3R>mfc)41m^>g_9p=DO+&tiR$`eubQL$vU
zIec6u+-X+^e$)W{X;L<p-`N2+P%B17`?5JBrdDim_eS?Pu;31Bs~d8`Q~`=_duboi
z%1f?6y$6|{Qw@GB^2M7#Q2wN7Wqg9uq`kXzN)yjU`0#86XNRGE4w!5Jl!A~!Iy~kA
zkRQ(Gy8_+ibK7)RR5H%N3hLH^92<0>0rQ-XFna`U@PHKTm^F(uh0x49!oq^43!1`i
zxco!m?Qi`xzyNG|)n|ZO_$EwV){YMrQ<#AUgY((kT#oCx6uI-yknYH{#CbhTgAwQr
z6$#~lr+qPn(zmI?4eb;8Dhn`i7@HX#DN-PfZ9KvO%&xs>h{V*Pw*L1zKnuQWNidu~
zL+3F%?M1lyLZjzbqH)br<EUhB#9XAc-(lschlXbqLNa$fvx?G$t3Q*0z?q11@3oKC
zFztd2#4a8C6*PtlB>kcXwZb@FY@JO7@^mb6J6qD}E3w25=htbOh&@>CD?x4x6ruDv
zK#__h1NExBejYG%70if1I><pd;p-PdGM-c3#QXn69)CHdTlU|*Jo#mB(?2HOyV11h
zmkQw%K97$@T6?Y)N1;DPh~+}-)w$mBDe-XuhUq%hl~{P^NZOGAYq4U1Fk<P*q^eIF
zgi)stonUtFZ0HGm6LT|zwSQ1*&Aym+ghp0%ZH!K$7k1s{%E13265kZk=KAeb0`p71
zw`(m1DG&1`rSF7l=vxtdo6`*)eG{Mv%MsJ(wu)6n0I!tVt~1t(Q6J!sPivh_rBffK
zTQe@CQ9!g8>OeLk`<(zB3XaQwe#LtL;6i+baP~2;dl@8oi3MnGWeG{t?FAf6!sVUd
z0WzgqCyhgCbEv!1X?!+%gXU#`CTtbxjg*e>2}^WAAj`xGxeU_9k=|cdoL#w7jE;Pi
zbnLI?gx*<mwl5!#OV!``(R~z{TyetNveT7vekaJTy`gr&B_qaGT<ssMbqBEt$^OVP
z5IIH~X&=-ngo}x;jf+?0O3d&*UjA5dwE(C;D{y|CR>5J5UTdoB(*v7adMO9^>=H(N
zA`IxPKx`^+6&=Bt5$Ab84BDZK0{W_4pv^nofs2)87Wjlu9xW02Ax?ms`~y@Vno%PS
zuLL+phm)@YzXNd9V=u$t>?&Y~%)j;c%Rg6C|0Vr2eY%_SY5D(gh<=KFH2L1=J$o(!
z<WK(q=|7eJ9SaQQ4-g%2Vcusl-E=_duU3XO-%Y29V=y<UqPd!)kzbu|tqDSdA2N|2
z3X%)s6P0J?!yvO}@oe<~`GN`&%4n6mDy*~R#Yb%q6p22nLC*$XKy-GM&cRmUk~C!=
zu<Iyo%)U}wOy3IKZ&su7%f_k0Y9`noefmoF4Fjbmy=Zk+?yr`ltQ`A!{kP0obHD?U
zR>rZ-Gd+bSX-RpA$-k}wcQQwVtTb~gb1@MN^CE%82hHRl_lNJ`GSv>?Q0i>m-J4=Y
z-nR;w7SaeCfppf<nk=>#xC|aREnaZ75H{TsHCycWmxQ*#n#Y1Mi0)<DWPo}-O|i8j
zAiRPC_q3c1*yn{tFAD?E=X{XkS)>rohBPOmS0`%=nHI*<h=9i7y|@_2+*}r|12L3H
zh9Ux2Q$a$3>sJBkfRNs_#Aymhb==@ekY4P{%_VI4hq^ob$O{7jzxt@45)hXr+&926
z6~^1!2|BnlegdySs>6Gi_~lS4_^?Fb;VwzBe<0jM3Y#^o(mA(k<+ggQhr0zb$vqtU
zvB&)X+T)SHWpZHZ@PBilQ|~xLz-EUHxDschL3D}!ll#RJIgsfSjLmrn-M3>{Hut=N
z(hS_8o-l^-p}`e#NyW33P2kRDZ-V;3FY=IWx+cd)Z*qQUxG6C+y870>KeN4HZ&Byo
zj^?N(kg^8PezL0nl_EjrJxN4_B4B(Qpa!I9U>Tv)hX>wQb^Q#O?nD3J(Hg2S`+CSc
zJi&fel!YLk^54+=mx=RGD=XXudW`2-mIQY9Z(H!8urPjsaJz7O@ctO)fN@$wUlV5B
zn<FiT;it`Z9|3ZU7jS$$D%*a(>+Te>4XC;F+QZuIl#_hgl6e1_!uY5osLT>Tyk%I9
zX#LbvO>Io``h_HTV5$X=m>0a?MfP!r!4ejly%r<{@@J%~jRG&=&VyR-n;3b|{(X1e
zD_1&@A9Z%B_8?^kVK66vcr*ZHDj>cTSC2b%+;GE;zqf6^$wXJ9X~0QnT~ChQVbn$h
z+-EWLH6weO<v_q4H&m&oYUEYW*zg28A1+Bf-|kn`Pb66=IFTjQNF|BkU7yMTzlTDP
zL!*Xk$X>0<A1G4t{l@Ea1_8JYp)!}kao}V)Waf<9r_V6~irc;bez@nQT5;xIYQ@Bt
z!^?x0-x2)#m6@N;d^5R7-Z1y~Q~;TUk=Dg4sci5rf_-lK!@!z9?al-85$7T>uSiMs
zH%7)I0*<Ey+3?y!@rfRD=om!lTqhOH12L25X-VBG)q2Q>Cs6~T!e|>Y4(uq1g*EcN
z<9yhSaK)uORaGuqka-#48{LrIoCxfwg92TO4QIB;n!s|FCSNyt)@^_u(&CWGg0;gS
zq+u(EA;dP_)DWm6m>o!|5;!!EGj58Zndl{6Utj}2bzRZTe|t&oXjmr|Ajblecju_4
z7%n*|By|_j=K;?E()Tnv0N-dE-4WaR#Fwv$UlQ+z+#mUfx1TwH3}aa%35>6H!<9an
zH*vA8&(jh;gE|4_l+$ks1jG;qff7jSJY5IwZWDus;Jd@}KjY^!fj11aJ|S4Nt2ai?
zvgKDux;JvW<3!{2XLBkLV|`PjIsgP5>kayoVGPGNpC%!jfi~bZAPH9yQ)ON1l9dp;
zs$<nWH;j<qrN!Fjadg8>4)UzSuxRJotFoh9wL<X|ekSrT(n}9S7TyJo+|~dDB40k{
zrn=k#OwZ5walAxGR@|St{g=BAyAtFw{%KdP`9G!p`ONj-K4?w3|JGwNIL2#q#nldv
z(qz(riz@|kDLQzunNpLL+kLCA+c(XR7>eMe5}^RMX{71Q<IMx;G@#DF;F!Q}sUyH+
zHq)o~d(pz-eslE9c5xILgMTFkkmJoX#LEN};{J_*$ocVs+`;7><1DYS{WR5DCTf!_
z`ETf+5$5QU(OPn-&6~O-1>G8ima1TeK!>9Ceib}ef5<P9<wZFZ-pT{&-oW%>2PwFO
zWJ^47cwo95el6w`PkP4Fz79XHunAelEIT~aku#s(=GJ8n{=WFM?>ZFUCqHl4Rke2t
zcR}yi3Z}M`fJ7`Pk4&7i66C7D{y6*E7}z*kl|g^8XRxXD2-CtYroP*u3Wno2-MLqX
z>6@0|SkOp~oIg^j&5&?|%bOaY`RvzXhx<Ev8B-16#@kfTWki~f0N<|QYTY*qg<Fx)
zP447CV?{&yy9VXn3Uf5pPkaF*{y~|-JlQ88Mpj*uRu7IC!cUe9IzbE;Kiv-y2W->^
z01`UxZkD?3bhw{4B{arUJ3rgD`RAkk+vp<`wgv&d#=}h#NFZo`LFjY?(u^oOTRv#?
zXtRMPIhdCFwmS~1j`ckR?p)@-E$UyNe_Hl`&&B$eobBBm|Ck~N>b4Lke<}fjmQfRg
zdU$9Ru{0>bnGUvAc*H!wzY$Z`1j#q!rbJ)2_YOTRP6G9k!hxJj^J9^Kcx!Ap7vf*v
zghx4BYqY>atz<%dI`lfj{iC|aB4BBZ%`yZ5D>TRpqlF-*Y+_LXh<&7{VqSqz`!yju
zeVlsw{<Mabp4!=M4oA}_@i#{{U+K(?4_gSHSgWBc#HLD;?I~gLi`o`^<u3R!f?@29
z_Sa@#HUy0*HS-Hj6|HT6WS>B~=>|bf95Al<Zzs+Hc%_EE1F(rHkfKzOb}a7PuoTls
zMce_f{Y%02SGBVLU|L*3TG4Cu@?L1ds%=6c8_<2AK*Kfgj6yqpezXP{Y3hr^a>a)S
z`2~TA^bBk^u=C<+t}zp~XAVQWm3q6|3yT9nY(97%2Jk>$SGB~TC#)-&(>Pb4(T9U_
z>Dx7R_rW`}r7;9TD77OrGEmSfhw;<n>4xxT$&v#rV!>ly?#AiES7pH<ybS2%Ny{8(
z)y?q=ezLV_jA?kpBL#qgDdU_>gnTk|z;**6U6qkFd&_@Ub{jzTOM-TUezxH09FXr}
zz4tue%i(WN{k$OI-M-%6&Vz90A^cJQRR^OgbEGX{wnv}!%M)RKb2v)^b%4IJ0bXb!
z#>l|!?4%y7uEmN3LXa|H1vqFA8{`Vv8O{{~UEescVqE6-GVe+ZSB#aAMz*RD2nNlr
z5bDFZ%O_6$<?y+VH(Josk9m&5pVs5qSs$Sel^Rz>0~f6=X6MKjSy6qCm!{bql4Adx
zbCEoU1f==ArNHAIz68*bROR7ic+)fi64k+4O0rFPh;)4|_hVa`BuIW1cz3((=ck$j
z=!scErfY==98CX!88V0%HD3ac1X9`HO*~OM$8g23mC-(eZWz`0NH0R$kf8Y>|D2s_
ztFw0-4ft(`q~5+S+b+=A&;?A#gK`n+dP=z}iTIt#l6%^uSVW-yKo#_Ndt63$1W><m
znt)4#d~xwek5@+$aSf_`0>p&|?Pl;$R60iE)gptKNFHaIi{SoRi6f^seKh2C$X1N;
z3A4MVPSdBaEjSroj!XY8!<B%#A@?Kqe*=LhvSiA&4o7R^`a=E;%+zh$@bP<F0Zt43
zXF%xNQy)ftpZULh!Rg4aKigA!?zQix0CEe924TgMqoA4N1Rn@vcq~q~0}t>nvRGkE
zV$92t+Hc(NjY~{3*;%GpI}Bz)*<F5m!MiJqO!@<TV5l%=8-V?uI^Dc?ixIf-Vy?;z
zU|Zb~@SAwya1AihfS~3Iq#3FLtEwW*EGTxW(j0WeG?S`LZ<-6jb1)WbgMv^sr5Rh@
z-c<J-@Z8ASLF=$}0zG2NjtY{O*P5)E&_n0)RD&gC`jGR{FP%(%26Ga1aoTNcum;V8
z)~;CqOv)DBe2jdB36gyx4#{A&UlKO0s&a)M+%Rg%`Tp~1i*{~?&-Vb&=&_kO-LTjI
zGK(e?nsr${P-6vQ3hn3Izk!K6juE0Y3qG#1m!!sfW*--WDAasY<&)RWjF5q|HC;0@
zG0OJV0{tMe@oHFLD4wpr4Yk=ZU^j)hBKJ{rnurcG&$0u5i60I&d>ycW<5rx65!()(
z7K^88yPSxdsVRVEMrw3$ff&5GtmwxvX-WEG14uxU?CCJy;DTdbw?UL|tix}$-^K6Y
zI0ryKI;f;GkyQ)1;E4_4w&0Vm3Wai>e=v|6^yalczg7F;e^~YpcDp<tyL}#{_WtVX
zUq3$g_m5Y%KS}vJ`p4vRG6K~938L7<3echWwuNc^Mol;H?~!H7AbR1l-tcirV}e(%
zKj1>mp$9Iaz9YM#;gNp*)L)&s-}{-dvC}GOpQtRS1x^`4<U+jFYsy7POAOFgm;P=W
z+0_kF6jixTE2*IVC!9YQ%WA+%eMVU3%)^({x3ah_M$0ouhs!NUO>x9#>v84sAgg$m
zO&x3wGXLo1;M=t$GoQ3~d5mi0*noB2)v-69f_rQItZ*y_j#;e%li^3#7|o1WR<V**
zIrbRn19)MM>XQ`-EHGg#q^T3^IdmbXM8t*3VZg#UO{cff>u{kOU!k*&ycXIv53la2
zKat#QJgkjojA%TE3tmgB$fR_1x}g3GZ>D3K{Im6pOR^gvLSx?^G`i6+2h7=4Z3Oj>
z|G{pI82QNmG#EF)8o5tt&A69N=F$U&Ohix2^OU6;r^}2m2qQ=m<LAz0-haZkNW!&>
zhCC_M8;(_VS-6OF!N;v1gRXrd{Y(}lAReVlf@faS4`*mJKQhg3#|}6j#<O>#__~SB
zFm}lhTiQ1RlmKI0)hmb{*#C-!AR$t+60v~?r3^>;QH;9)8+5b9$J{V>2BPsAl!@?&
zv`hWJZwvgv5xRANJCK^*bgKQo0|CGIJy<{UblHZ3_@2KrrrYR8z=Jd5HJe(lZAqca
zWRtcE+)%txB+}L_UB38eSo;9*jH@#Uz6~~DPqR$rcX)i_E}Dl_6;Q=4sM`3z91JIT
zHXw3fC5JJJdxq*85EpUOu#W^NTc|Cd3X3VoF!_|B3h@UBQ0TCPktYZipu2?h8NUP4
zIJ#RBgg~gxQ?};wN}ZW_6&Ss;bp<C$RJ8P&0WuZ0e-yVFE-A|}J7GyZofE3Xoi6EL
zOf}3xuludLLS7ONvbY7BeT|pOfSL&&b~v%*VArIRt`KuFbmn-MVwFK7hcUO~<G%FQ
zAxg()tZ%xh1DuEH_AlUpVZ+2R-_3@u3-a?*hlgJSsZhwYcKf`FuiGGH!?~oazQ&@M
zl{<G7F9Bh^)tf-j;Rn?<zxnWD%lhK_FrXM!CZ0&~;SK*PP+34E#BhbY*H`k0v)FKa
z-B6`LukngZkZNotnPx^nx6-?Whdj4_Of)4sM9IyBx$8DBareBtZgMf=Z$WxRuoGe%
z0WR5Sez)7}$X?_yZPv(Ho=*t~Are+}ZGQ))6#hjwi)60~n9^)9<ao+}OBe~#*e)lW
zy|tTQkl_(qQ^B!Vy`Nla#TAh&kV-R9bJlWsU@I@Fy-*@bwYV5UUnXgyoq-<%zu~aW
zO8!@nlyu4O(F;=07b(8~ks-NtY{KDHr=)Cn?CK-}V(N`kE4g)>Ker3BjP(ti7AF)=
zFG!0^w@T6N-tkHCaX~g)9yVv4O!l32cVxq5v%bO6HvNjZ5Ws@{-O7>8Oc`F}e8|O*
zHjlF&x{oS5S`Jfvl&B3I`MB)9BjI#?NKkhx2LTQDPO<)YcpM)+;tF*bBI$ZopWYB!
z*L4Y68@;j(Rkt^_*3bz{l#s?m2C!5={W?UD4xXhdI}yd53ppLpA3{w1(h?*QEM6Z}
z_T`EEDda`~(0Mq-;_mBzrG#wi&M#(FK>b}mqYpcpC9?sW*}6y(z;NquZi9=^;meP4
z=|%Zzm^!lL(3a@u+h+E4KS;gY(W2ML!)YMQ<+QKc?@4CcdlgSI9RG?y(mlZ^dzsI<
zqjmJ`QAy}WUaIp7g*0+;NZ-+mvX5(If3xYiAA171;W7Tk*zvL1owberGuxgw@t^SG
zb~6iFeT(?U7)w%bOs{BGj9n1=;X!eMT2)sDcJFrNfb0&wCQ<`-jJ+fsTcXibfqZOM
zf?~C|6)%J~bu(3pZ24*Iebe!|bTW(Oc*LTJzeDGIs28DcpC!xjwB^^r@L1F$1uevI
zFXIAV$ZZ3jD?FCRV+C|jS_BlBZDDrQ*!%7?1H$WUHo3PFj|I`!yj|7|bM*LrzQL!I
z9+543t%P12_tk%omvfQdFR$e;b3gkpG2ubw8r%9~0A0TK=b~Tq>+BWi)Pde_N?I;v
z+m9~O0KKrdR$n^O-@S1$-8ZlUGG)~dm5IjNW<$DltBc2Mt@8xJHBe*2#_wz7)NHy?
zE`N|}6)Uzm9(Db2>6M>Ah^$lv=*f)&mfIRzbE;o7mekez*_v0b^+JE1>o!Q@eZEgb
zG}{f9wfFZ@x2D6l`i`c7DBuExlZ92F7y0688q@P*jO=}e#DE9#$EhS+@MX9p6V~Pi
zB<XL@Hy-gSU}REib9zEL&c)EPZPUROLAGJwg2%2HAVLpwx>eCJ6)S~%6lpET@3ina
zBa>s01+W`b_37*Nu7;b^2Ha)UuGC^*tL&J(tfP5x6ilf>eR=WuODiKev*^16x-_D`
z3H#r^J3%fHd~^oW*ZnYf_+z~@fE|HJi=kUG$|c2)B7W<fJ7}$DVDNBX)<Y66+zKMq
zcvESv(HEuXD%9%Ao5K0cyqNmPgf$WCzP;;_-+skFY47QplVA5l;vhz+eI!YS@X`n&
ze|@-n_cmLVj@VbO-2we!vPC91+vF-sNbt&0pdWB%Lyl>Vt_kQP)`Q#&Qe4`sZ>rg4
zRoc8XsE?UcgkH)84|uMGLQcy|FYC4#X32`i(qQ;vja=0)aK|N`ftF<z!fzMy(y`x4
zgx%VV^~IhRW{~~rRGrt`iLn~8^M^HZUUFx1-$gDDhS2^__`!!kd;T*Xvp4?Hhe7-1
zQ_o)eW7bQh;>}qn-jV_5VbSXMK82STz`)LW!Y_KGbIDlE9keE^HPv`ur`p7F#UsPN
zsBB10S1pAj79SVsi6r?YVfFUjq@|0n;-%Hx$Jzwkg&G_2y136+8Hwk*#xoHg?T~Qj
z%FnL=Qri7MP#&@BvybO4L?0S$lk(}jGf;d|ke!`jY;IeL&Ns=cHu;9{yJ|f{bojmZ
zH^2KUQlYHlNyhuPk&%t@42{O{`sfEIREPJj8wdhxr3K$EoaZIGVR#_^0^XiAkr8V1
z;UL>P`x8!AqRJ0zVbYYr>>7jSx6S>!uDeTRWycBW%_YK!d8Z!~bAZl_A9|lmRo)4+
zuvW}JLa#Ok=?{vBB+EnVCa<e5WTmfeEvHE&q3st<Lm*nrcyp?5%kgJX@6Wt3a&>Eb
zq$}%Eg%B=pqbUxX-=0I2NnDYKOlxT$MJv}92IaT8nKPL_Ikv3NV<TdFy<X`nJCGC~
z^IdPaWZm$C;;rvv+jm{x_yqh585&)tR#>w%DL(%~oqV)oy=57$zPjS|A`u{RZ$`{F
z_}HtKY=Q&2RFnr-EGZxho77E0WPAyU#Q>_gmb4iriohdeQHWXz=oGw`0FV2i@`yq3
zM7J3{nSnV$eVwEwwyB2o%zej1;PKhunR$yexlqoCy59IL^Wf8t6#G77<834%s2yMi
z@Z@cHhxUTZ$+A?AM2u9Mz1sErW?d4#p}8gGt-GVx@5_qmHfN4DY|3O8Fe|W*BaO?f
zsWr0C*T8N8`pzFSn8u*aGryMv{_wBZ{+pyEhu5{|@_z<Kww~(x?3;(nHdt1#Y5t_^
zrsS@9)|$5)VjB@_2ml@PvGYCh2XiK_-H1)=C*Zrn&R0$(mB_=74DCnKQVBmcG%CC@
zK@6dVlBAQctHL}nl15`LM73<;{l#*iGS82Qfp3>(+|OXjwFw|*6C81{b#*|NwI-{t
zW79Gzs;WM>BuM^|>~GMoYkvh%Dspye)nbfoVPVBlOF~<<+$)xO-9~>G3nTEJsLh(i
zFxCV9H7@=%7f!~}7}!-<H$CUTh=#r>XX5{%>P`Hi-rxU!vL;J1Q}!6bj3wL1TDGx_
zbyiI3*fT@2lq}WBR!qpgj3vwLV?>syoD&*`j2J_aIzoh0iaOOf=ly-1&*%I5e16}5
zfE%yZ^Ljn6$Mv{Bu0&E`8eQBcaBaA3^_H;Oj+qlSGmKgDy;6wo7WOgLDITm?lc{m%
zbVhMzU=X~bg%GJ=tBFA_S71rxqYr?ea)axo?)DAS$3p~2-!X5qFPCtFx}jHbhKUj9
z=_MpWXv`g*c76tG3=SnkLc#T|5&i8tj(fC4VpBvF{i}MXPDUae`1^6t9QW^h>RRh-
z;^hyl^K!#XNENv{VtHO!Q<xP1De9>xIye{rs-cY-tA#eb64(Os5aJ41Kn5i9+cX{P
z82bANAqB9ShPo*nvn9J)8i`W@|CbPM3@Q^#0vsYOykxRJv@NZrl&PLCM~DTz32+s;
z-6fr22<uxZzmlrZ1&0@GmZ`0P^(M$@!HSal8cL@X0d8;UvU0~czv>7;?5E3rWn3qP
z-pEn2PLC3e_p`txEjPrW2fX5zhA!|qP3-yIw#5&ztP*Vnqm#1+6Vq=+UzAG1te0br
z5I{Bj+#zGV1O;LGsfQK%8F^Fy^q;D!0bw4ua4ocZcAlIY#Q*x=a8=rV)$L!LuUxSG
zbmo7IWd{bqyMN03EMF)66`eAdg|6AOq#h+~R<!BsQrD_~2LPAFCQZz2K7e<SgO0WM
z?e<Hze)PelYPJ?zkP`--89QEt!g*(Dni#rLpr||H=>g@*Hp$h2GYiNT{>uQ{>M915
z79(D4t%8zt$rtA)3a31r1{e+&F$HUdIrx$f<|>p#nz47`zlj?Qc%ZRqY#JP3)k5n1
zEW6!b1g_2u7h?6NpK%RFT9f0~DzLg8#Gm{v%!Fpky>&{A>{_Fe6Y+_hc2hS5)ctqG
zkVP<m&ID@2NM#P(&=?@P0lk9<lx5!W*E&stYo$ih7TFjpjl{n6AP$3O$$C0pn-pPZ
zjpiu{l3$b~>VMm%DX797dtu)Wm0Y4NlMi2?S`vMl1)IiFjSqcjsimBVs3VexN-5!l
zayv~lc3%E=sYe>i!Y`Uxfpkr!f|}4-A=bE?5`eBe<3W6kwFFF|^ZeyH=jG;3su82O
zV$ff@>pVEz4={*ig<5%2(9jAB)VNq+M2a?I9X0xEtt`u%f-t&4><5wu4!qSM6H=}G
zWi5Q$(WX=(Tl9iwFztQ2;&!aS7Px8yqJ5Vs0RI8GI0RQ=;K}YsSi2+Po=76$GBTr`
zq&Yf{=-zFPwBr~bfg9zE3-6^E&-Vreclt|!ZN`aiAxJmu6GDl4m?V0a8Q<M@k|JuQ
zn8SQr#r=6YTRea}X+5Y!xLifW^v-0@6_h9U-_nB8yteUQg%y0d6oMgFG2{ewY=O2A
zL@o%k1?VE)>6evi?f<=!JqG80Jo_K9ou`1O<J5l}{2xim{kU@A@98gJ{w$E}-;7;x
zRKI<}$!H;E?tY!J!4$F10!byO*|mKzF1=2C9EQ#FBn6m!rBC(WDDLhSb6Kk@3H6l=
zY!WV4VB9+`$jKDoeT%y1yH;{Njk>Rz=5VOp!$aX1(976b2S3c0asWlXE?1@M&I4#T
z^A)xr3~_>HJEKHcaF9JwlH@NhyH?}j2bin|EnUSw`n~*!DsyS_o`j)J7wZ5FL5aDw
zxirhXbHAf-%0t0gG)CbmE*Ap|;7w%3(6E~_TAELfs2AhmM#oQG1)Q#+N93E#_l{Y9
z##s~z^|ZCh>|t@9t+LO3>xV{f#Q{-^8fY&H79$5*_`C)ngJS5*PCx2L0wms-3fD#X
z?yI(C-+O^SNV8^v4G_@5WyXAAE{c*Kim_R~sUc4Y4K!l)i7f*Iwj=6VeHrLIdPK=N
z0P56TLXk=3uj>_}A#G;R%s>U(-L@ABn$u)^bWB&IYnBhd*R|E+`(hf^DS!}EA~J)n
z0dlw(>9h@Ym}`i{F(R#Rt*R>+tu-DldL)!mt|K}#wrTrl_xe4yX&Zq1oBE3E728q`
z!uEq&3<>C#vT90k3PPNUfrae{$rixt>6%n$%xp60Qa1H-_SZI=4l2r6%Zo+6287Uz
z^~R~@bI4Z#;bHv!ynBMt0pR^&#kU78D3M$nXLV@J4h2-Vj$%=+GXDA=HFj_V>m7^{
z3A^=Eyu`I!=mw4{0jhMlM7EdUHXkrydZLZ&=+>$NCwx5%4VxmkM;v?=%aMCDjd(Ks
z?w9}fc9)m=ZB#5EyA9yJUH&hrwM70AssX%!<%<?bDKQ~=V_-}Sh+cv^w>+^p0@sO0
zk=^{CbdJhHX~2Os>S%W>>Q?MA79-L!a}YT-GRVX&-_=xx1R}2=hz3#*oss~)4l_x<
zL5dZ1_Y*S$iG5UFlD`ZvhPy~T?v+{m3aQ>IsUE7`(i7ksKdMfoF2)+r-|Fk`t8r$`
zsLIdy3I~y@WFierP<)b=wdErAjUI*y;Zt+MK{b#@RpAQUh@(97nD)ZLJ6l2Cb-AG!
zDlV|Ed?70(!!@FfkV<NxjGTYHy9fWVM}t5W{XlaXib+97soR_z(7bNh;N=36pN<n-
z@i6)q>+k?fPYHHxb&&Z-pAuqCOC3N5SVGNX<vladE82VYH^&Wtjw7YiLr5}nkj+4g
zBh#oL>Uc*tp!@Ldl_`5O66nPhms#;NjoYuhUaWvBn*CztTj);)4eAd!ylx1wiD$`*
z0gexz0e})SseoQv0eF${D(4+&z`Wu`u*1v^D-S3v0j^QZ(;+wm>`edRCP|De&wB)F
zfq^QOB&1PQ8RuzYKO#CSZdBd~TdP0#1*0GJl~r||B$!~*$2a!F!&M|GX@N38_}&QS
zM3HgPfnw3JCCu3=7G`W{g+o4(w(v8`#J)x7fF0ldv{dv&`77{zgPe$Ti-lW@{)g2l
zE<WAG^Q{b0>ak)%2{vpe0K?m_*6WD54w`~K#svpyWqAdj0Cg{Qe~|PL%TT{i@f4pe
zS7LfH?mz{T=}D*zB6qztR;>6#zqsOiPDxnk%uuE<?_{OUhLFZ527`gX2b8Dz<hPXz
ze-%{y`t{(ybaR@SOw!rCo%{c|KLu)`Apko)I{X_)^7o5ZdVa}InD`7ezY6{PPe#fa
z8(m8ao~=5%Nf-%g8(RKA1C6I``2tUVq3(6PJ?2;;q(mOWr|Ri}EZtuTWGEIqQ1<dU
zP~CTG#%%+d#irkbYWP7?B8e;c!F!GpD?=taP7S)FVK$&2M3$*;4bN;D=+u*h%vAaH
z0W+)Db@!b%?7${O@g?AHXkw3Xz<vpy)=i>>MgSEOj*Pw1l-5#J4f>c=wBi5n#D%4A
z@Z=qF3E&@^lH6STwsU%PU5(az9957*YF^M)iMjG~GzYP!6|NaE7nAk4$*s$W?BY+C
zClaj4fT4;iD-lsNzwJj|?~&&mQYIr~4F}9NOFFs%gJo5<`F6Mw&(si<0?HlvSM9H1
z0ap1(!W)o66nUZ@^<BDLY?r=b-3KXG&%fAe-SiWaz1F{OtUgp8nK3gY%-`_|v1_ns
zJ^$pTPmT{@m3>G_rgaFYn48wrKq(i<c9YyCNo+^QB7oa<0<(bXahnE@1zB3+TNUey
znLEh9w6;Yux$7_xf#a_RuPcYUuE2FbtGA6Y`j_hIH(Fj!73nRKE){sKVp*!Jearpp
z*jZH6S-cEzSliA!5&LAAZS~XC*cZ8&sf-!QDP+tXSTV>Zu+t1-O}PLmT+6zV;tT>v
z|LJfUYk-#!qZa@<O>_WxKvTM7`055)P-#yTUTlx{LWAohzvxvtz;?FsKd9Z(c#wO<
zJ)}sMghPt6urXD6`qrji9RHX8`<m|w51K(A%M1Sjq2p8cH3{Rt(X1uN)ecH!%jY5F
zl7k2kEWgns^*>@7r&fLc)l0JfMMVZVudmqv6l?9j&UMNEqF8g}ewrwKx?RrM5d-4r
znl80(sYye<fX1pSFDWl`O6p|!zOIgTgCw7a<VcL~byU*A>U>L!qSf4;2b9>Vnm1ku
zqYW2UR3W6s6Rb;D7f_zurtPcuv=;ZN=`G31-|~5o4HO2=!SKr%AG9{i@=xpUWR(6S
zaq(XRl{Ba3N;49nwpQJ9<bd*0ARf@EF@*`ENp-}R#3ZED317P#E1>T8==0Bz_*gRu
zuH!CU%!Rf{S~f5OeX^xP1&->?2LN~@rXKntNaMb>qAkxp$Jb5CnhMlB1s^vzgrj;)
z>?AZaRi8?V*-X8<!P2Fg8I6K!cWI2IB1mbT14ub!tSY~l=tjXfYvNCcgu}BuGl#WS
z-f`>D(42>83GZ@G(j>;ZP_>_tN|!4Qq%@{@4fa~^^Yc=%-t)zDx-l;f<^0wv8HUMT
zrtTxJS1~+cZgRr&tR(MlY_LYZ_9A+w)4LZy$mA}aAc9iRZf+0Bn198Pz!&=VWn@$i
zrAmMn7nT57YoEm1fT2d8fVxMuh+*IaUb=0e?@yxHkFUaFmq$_fIZG)=#CGt55pqR7
z7|64v84YEXq_-{3*h6Q!^igPW6h|(NG(u>&!X7I1`nRTAp(4~ZoX56&fS13qd#e4$
zd&v~vG`^;K4cRw|;C_Sr0&+bQ3!Gp|gbXc2A()iq4-)30+cRf6>yCl8yUDPy?$9#x
z{;dEk&+Aa*p)TNTW(APaB>EV6jPuOCMbyy>MhVpQU;yYZOctct&aoAEik8qMa_Dde
zgLX^?xZkhtSEQ@BM4~#|RzDD2%byWoj?*DWBB!pMs82Hk9ANwZD|$dmG7`{b)B(21
z?|)xdIr*Jm(zE|j-oa`29`$a_z@{7fhgjOR^Q;UHxyI60)lpb#ZJp~hS;=|;Mvyco
z7gS(JY7o(;2i#9vObP!QYVg?KR$pWS>wD+tkZ3)0ot*mt^PFt={`k4%F$l$rd1dhu
z?Th$E0A*$MC?%1Z#gf3@G}<H*09H)8#RFm81c!nma$}vbKZN`6jCqP&6lOI%86HOb
zPJh3<<;|y-J9|^kwzMb&NI%ep5Ht@r02=lz!$Q{siZFwf`AP!QthIl$<`NH-EOEvA
zN0D`6yHq2kxz-BlobrGF*@ZHo1gCdvfF^U+DfSs$`wdbd$nuEJ7l5&o5ZIz4y%NTW
zgntoGv?)ZIzu~1SY7?VJE_BYlWs<pQ37!Yh{3@w`!R_s_XFbPNneKU+m~SlR*ZWXs
z1rUJawc^B`1!i_UIT-G?L0wrV@(2X#IubzY?UXCg*$C}wnA}uNczY>doKJgMTzM`=
z%DRau+WHD}IJj2dO+QJbd95`}P+xoi%A>QRs5fTbkl>3xM;2c$hpcpx#RSLfGDO}L
zJx3CVa@g#8sc-;QJJerDj&Wjtm?AoM#2KOo`Dg*G(J#bisj-4{zF5?NuCz1~^#m86
zB9!XM!2-p=6>Q2#&1}(C*e}O{4A!$Lp`TeP?F|RL{uDS68Ai($UxHIY->rJx((WFS
z5YiwNPiqoB_n7QQZ@weBrk$AjW7gE2Kl?DI;X!Gu>T>It4446(T=fH<rvx^Om0Ysw
zD<xeT0NU<n#K~Bw5yV(F!d$vW;Q`7oW;7gYUlMX<Rp$V?)bCWZfyF{I|E7i#vP7<c
zgmaXeL`yoFni*+9NoE#(O=N;AkPG4F)tW>#p!gdb>LE19!Y=}YrOX*cRg6V(EJh`-
zK=mgUu~GP5!C?Cpsec#T=3tG<&OvzEAF+G)`~UlP4=H5+KJxo_m3RQb)cLPChm5}u
zi2tRsY<wj$IHo1q3E@k;@j$=e7UX*#5X=c&#zF0u4QgA-kx#N49vX1K#=`Q6=#Q?<
zAGhWqlj&6W!8%CwwG4E!ubujl0Y~h`C6YM(lmuAAh>_z$OF~#mJ0slrnYiqh3L}G@
zi|_FO&M`Yc!ryjc<vBqudTW}y{FxotnVjO?8E^r@0j!$jFWI=)9q-e(WHf5sPun6G
zTf*G}2CT0W|Nc%}fb}2z;5w}+8p<P0F31({+DH1fYltveGBjkQ<V9v-6n4QY)i+~?
z=el2u_-1p(A;IT%1j-qh{q7J9^2Ub&11beYDX=V40gZ+hR~mtG@s`n4te%#U{4m$|
zsV|flLyO=h9ga3sWmR?wIo~60*JjRK3Kktm7Z|`EOr+#sWF#-Ka4L&exYAZ03!yvC
z0!5!@D(0XWF%=`i>`*4r0965{<kJH*ab<nhvbXT)*uI$y5$&Tgb5!Sb?irt?*VNC5
zu=Vq|U5gb4qFgl7xA0&wP-BP|G;iKtmUT&O?vrS#``BZKT#@Ew>%U*`ey<!u^3y>z
z)K|j7FN8B{;}PenFpB_ws~R(&$G`Oy_`ULWj<_ZxUc?K+Tg$c^MYHjvlp=1|cHm~P
zrmUNM5|S&>JN=;19%DJ44jQ06X_*cu(D3Z>c_-LJn5ef1Jf>nm4<57bq)U@7hCX*(
zuqo6~)%(giY_W)aSMhgtzoA1z_ot7^(gj`{C~N(cAe-eHm$v?*O3;01VX^2TJNdWn
zkz8%Wk^V=3(dXa^(9*2-+}TIM3!?<uAp@a-q4h#+q9?&`)QR}Hre6uv{rL6n8v(jN
z(Y4fXLBYOowzk_nLMzV$SJn2JIG79z?l*HTPPD=wp%AYtBb7^%5Ko$>&Cf#Lkd9Sr
zDr1aU+C8QecOXO<`t+Igl3m;Pk&$hxae$+`8(F}22Rt5TM&P;<k(eE*1-0SpM7+^j
zuetyJxn`<Clc{r^gmiISX-t7Py^8tQTc-_|SHg0rLxR~=sGT7VS(-CPec8)!kB0Ht
zkphDW+>Mi!YHbX2Oy7hu!gjai-b3TE_2$2T15|4BKOYil0pLJ8<eA;Z|BqPHe<8Au
zbE%i^3KKCs#z&8!6~^BdcfZ~p1awvxr#SAUX{@KQTagZk4#?Y4;~kOKqs|EL*X8g!
z5%VE9L~h1%oHQfmXHf!o!^8boBit56Szk~!`3x!ExrrH30<`P~<12dw(s&n3FIbH&
zt8byGVtAy=F=F!z`g=hC>0`fztRkdgR;s%ksT6?$lzkcM#SF~x4<&bX=~0NqtU>P0
z2@g$77QH(PV;Mvyy;C>b@;?g`+k^CRBOwHRfteMcu79%S&bSxxplXbW`ok5qNc|Wc
z;ti9FoYO?v_VnNd3urx8I|g<xkR)BW*0L>M8j8I>8>$R6n$@TKk`E68j<#SQjBz&1
zsU>nXqJzm-<N5f#bV2H8inl(6TXM}7=aNfX3PM_BDEZBp`q{s)lf(1z^6luRlHwlN
z7$yC>w#bx|N}HIb5>IsOg)h*=8ng4a$G>vCnmv&PLH6Of<%<R3@4Pq%RC%`Mj+n>1
z=xwvfAGXm79>8R|mrS@sa7b^<AD2Km#^Dvr3x%;m$q0<>=)M|MReLT?IcE^uP^e)f
zqw`t8(bj;G`75$*?)^>c?``3>_ncoaa&YM~KnOb$)E;@>2S$9n)*K|=sD3k|Wy}-A
zSflT|O2URxMq+lv9!09r>%vA$@v|^QaX-yL-9ynMy=#!qvkSbd;YVz{Xzg5Fnal3N
zxxPK-n1a#ELe6~$&QbK$I5n&Tbh<OvoN<GFGCUCGUI)JopWkqWLf)P17DCD28I6@K
z9yrrv8|f@0Q3h#p?y8KY_N;sf2V2|PLuyYEgtqKdyd&1}Hx<rCgC$0kkkp82_1_1O
znpa7Ov##^4^VI_21T~xKxRat!xuV$bBP1bM2S^&$W6mN=OdU-fj{$wP-hSjEfak@2
zk<V(CVKNJ&1EkvzDwuQK>1JoCu=fK2V9N={UC_{PvnuqA#JEPxQQg=MCt2zwso;xB
z2@(D7_CQE~+46L1;c`pJEbFqw>+%xaCo}u0rhc!`PExjXFheYO<}Wq?Hc=428mXY0
zpu#&{jTL`C!uD%^seGam$!rzK3;=Pj9NRE|1-H_PrkAFNc?Jl~p$DJR83(c&N!koT
zQEAkD5EkMb%MP5HKNdOtkFCOMxvryo|DEdf1IxX-|NrTG6>h}sYQhGrR!)o9-XM-H
z=vx5tcBEn^Zu}j!+#uvC@eL2R)~FCYIhJVhL7)pi7#SeHpMzGp-ra=a*-4#Uei6FQ
z9)pZw?8|mQzcs93N7~WP>&!mF$bCUC5lY2u87%7+Wk<5Prz$(hEj2O+GmH(U$$(o*
z74_!@U{z9LIDuET?1&;Cp`;P!z8O4817d~ql`)zbz^n`wjp)V4cKR-4&MxIrE|)2x
zLXb}*=?y0%T390_=UFRvvE?TC9fuPaBT9|J04G3juM()m&8^K7@{Ryn5w>`Xv&5w-
zl(1!UuK8VfBxtDH5{vxlVn`<5a)LcROH7TLQ+ca?3u>L2AxyT%->fX<GaKaw+egUy
zvhVFFHMV;2qh$!4Wl9}_Sq0AXl7)wmu#0haSW}OWu3@&zm60ZXJ|Oo!4)mZF$L!)o
z%y7RGa_989a(o$Bg672mzMh0?tLMXSbgHP*=AQdnVl{d~m&;?@DE85ky;f==e*0V<
zX20fZ&q}<E+CjJQ`wxw0iW<Y1jWPilxAfK9V+u*}gg-WX%C~SQO3@}gNez?x1JI9w
zSroV&4*9XxJ(XwaCM=ZRB7<gl?k$8${@GW*^aPa&sw>|ayMKlbifb9~&uo3``vhw6
z@d3$QK4b3LeC4RIZ=8JcBW$KirUAOhKBnEHr6vM8OMJXi8a&zA4SiJ=n1m7E#!2R4
zImfxllg(R!!|#HDSTV4AA6y60IUrylbg3B_+0ZWmq;P=PmyEdK^q^x!jXg47u@1ke
zj>$GB@<^eyD3tt||Cb%SHdv2_se&khg>A{$@?(e24H%IaU!WWQhe~nd(c1^ofpnMl
z@^jo^Uvo~U<F|u_!gzR?=OTKW6-g*H3EOKLQt)R(Un2Yl2Q6<oyDU?{6?4}MF$A4V
zbn+4CndmU7km55h1nv>LROr2X6(u3nF2H;NmS1w$cZT=$*MrNQ$!akrBBFiy992KH
zZLu92JOrg;Zl(C~+XM*~d9FJW`2C<^<P#fAG%St&eR6>GRK6bLd#nguP_f{4C}Lfj
z3t<g15v;SsH%MIY5|`i;F(uKX%l;?n?Cu@nGt#lnLW9?DOGN$bA=0(~h*iS{hN&08
zNzcexe3n|47R<of=v9Mqf$~T?Xh!ivr6D1Md(pMwX`E}n$JzR6yz4S~6FZx~?zMZN
zXjJ>a|8`n-@Q<f76&=C<3$<rMmw)^HfU)!U{kmSQYPQ?{64p&AXOz&F^kTC#G4fG3
z?r#<6+tQJ1ok5_6&B5D_q6^w~U`JYt{2~dPQ78`xFzr*j(Rt-Pwg)q3Ny)tmvGk~=
z01s&M;C29pV3-^~#qMsaXt`53SLObyvhZ5P5EVDjEo_?RV`Fd<WGVk?6@f=&{0^dx
zxFbtlV<?n*Yr5}&?MIrDp<iCSRt?f^PR_t)*>3oa5geD5dfeJc9h>^i2vz!i@vn?k
z^w(-Q*;~2K2__wit6HOsHO>+_%BIN7bb2X%A`G4G{M>PNLKq$T12bE5nMKgN$lST#
z6V+a1=UL#j6`-im%(SB5#4d8yiJ+zsRhAfg+{=j+of3?UW*%Cxeki`}#c+aQ(XnV#
z=iE`R^KObV@T9O;IpltjoR}@E{{00Xg~^GEd*KUQUVPJ)q3&Gl4bA6T-X}UY(1S)F
zu%Bl=L5tfQC1n)u7roB5BbN5Fwk^(kkPfF!X2zL+>hbJo?g6{j%LDjB+PiNclv(6D
z99b1Lzt<!e7XOVQfv=o6gZk;B3O_L4x>~H@t6=8xW2Qp>?aA}<V<xL;K(CSnZ(5x0
z8~-6f6R0_*!GwvSix*gB`$2oju!&yzN37*03(H0q4%)mzJ!(vcBby>*o1}9rSXxFY
z@I0Gf+%r|yw3KsOihxj%monKr>wiT5067iSNZb_XK_%ck^tq_mcOE;&#m?+!Bn#eI
zJ#r!WZT<X!y^$ccHYM<b-8y+T%tF|draX!quI-wpMUk27ovgV~ML&<Z$(wpK^Pkzq
zbcz*6|MV9(Oy(?P-BCTQJ|}1_rNN&!@x}j{EqlzCR2i&JIt;m_tP9tWrzEWv^|S5X
zS{^P`=C3u!C1>E?0F$o52$t6np*G@>J-IgR9cd>&k`|P9>LKrBGAMYqHfxO@g1v)m
zi;Q-h9$i7N7Oga=CuU$ev6b@<B2J>i9J(asuyfPQ;plMmJ|*N3CK^#V5({nY{wspa
z8>>!!I2!19PAerSz<Nl0!!;tKqLVE7{t@m*p?dqya>Iw1*_*erg!TH8SKnZ3dNVK{
z%de8Kti?%Oy3fmd#K$VQ@<a}7<vMAgR<OtQG;te1GNs_bsf;xm=ip|q0|<nfyH50n
zX;|I2GWI#B1#9I<2=D&x7O1l2lM+1B>E5M8DvgQ1#9DwS37g`Q2aJl0DaXQ>L-(3G
zctJYF-Ff-oX*sW%MqWue3p5KamyDr@NXNy_h_21Jj$D1m93~qlU{2^w{~K2K|F<B>
zKL>JS>^}W(=!m4$RqdloC&Q9Y+LO}~NhiA_DYIh*gNL!%(Aj-u(7`cIzrvv~G*~(-
z=XK)|!@Ho_TJ;tSRYQu$tqaJ8z{@PT!ocNR>cn5lBJ>_Oc0~0H%Gw=&rES{(hXs&B
zaR@2{is7CCM~&WGFU7RV<#~7xIAPbxJ;wVnYx63JL|4V3+@b=GEL+Ap6C0;#tfPDw
zu5(k1eQEU5XD8yKdNt1Kw?;KnuT(LZ+J0&7eF>WL7A2_v(SQgaIYNS@vtG$+s<-op
zDdV0dt1tQmM#=W-VJlpteO&{&1#_YD>J9#$1f~qAIp0zJnvj<q+I8RHP6sy0Zq$H*
zm*GakM#ighu5=LT2h(`Lss_{-uvYY&_Y?QK?Uq~3AEa_`8>vf*Kg8J?E1>#IjsRV5
zjuXe{r^By$<WgXj#_=-aGMalY{D!t)MN3}(Mv&fh<|>Ywud~aD=#M_rSmdbQOZ5_4
z0b3TL<>eB$d=`2yjnqSYTzKXbB8f;B*p;m5?2rpv09&D*b*occi-m7B3jBIPxsrWX
zg|&)rvVMrW38`S!B4c@mnwWI0Ey8JVNpvDCckZ6&OGvXpvASR&zp|KwtJ6XR4Qll>
z_QeI)`}@D`DN#XZJCVqg%24v`z=6WL=&2+jRSm)!)p5ktd;*lE*v;GveX#OD(8sRU
zPeGK*gBe(UpC);|zRcc<94+0sa1G`AIYbH4^YxoFWk-6`n1YKx9`-{m(}}orFpYB|
zUJ04iV!Y7*7Q0DvchNKTFE8FZz0(T6b=d)gM*LwByyKV3M$G%|Tl!|#My=C4gs2zh
z1Om)7M*^d2l}YukFDC7W$nR(QWMBgHxEEcllW`QQ*ANAF4`W1CYi!O%U~fgzBqQQR
zViKkD%!mc%@BH#oo|lfX2v44P)8K7hz#n;ouV~(w<3xglUT{k<oz<s<>D%ab`-m=~
zE4}U5W2ZQ%)y1}u$8@lC(dIDsxC||7J<^>&4rNjfX5h-YrPSIM$ERARDR~uSQIrhV
z`4d#&#$twmQh+8jWS)3-@h+rACx`#IdA@dm*YiMit??e`a@$(GI<exen@`!wS|@wL
z;yGL`L-6x7*U9X%b`P>tvFBFa#!Ul?;)gx^<KVNCBj~o;qh%V**7r@bC01xDMx16P
zEVTKp<=;?QuBMnBSmlY53)w8G_X9?<xZ<PTO+tun^eWc$q3X-PSwYi$c+4|Qz!#^@
zYHM1)771t7a*Q5NzU3%7nLcX09}&yyqMIJJav8D5fU_70+}6WTuQ*64?zQGFM{=zu
zSb{KO=tz6P=A$W5V!IqqO8(1_8w6T}Q>*Tm(~c+%x62gtA!or#^c%eWqxAgkANl_^
zvjXwXe&1>R$9*f{$A85BYpxX>`h4n5YsR_juWGT)+Pm^N!S%nP+<lFe)TWaWy}<ec
zP&8GGWHR&yt*bX+Etf$izEJlqQBQMXpRAvGP9v0>HCAf}32*q4!EBrcyML<E=Bu%4
z*9goi;Z+`y+evCLy$&{u-D=ILFYMc{8#wJ%k;=KDBQ3@}>zEQeey-nhzpOF8Fl(Xa
z4+1{^5;J5ZPWq)K*ND-yx6;q}o~undD9Zifnre<VDG=8}=!&zYLccMx@!hz1oBq7m
z9bYJ=#QPzWktd0Lz`yCm4wG()MSkUKHCE7UH@vNf=dG+t?0`%T%5+@fFwJ@HCR^l1
zlfGeytj)lZ3hNJ&u-db^MJPyyX!9yUdFZq%r*uKv3bl<zP0Lv}J|Sv<*o&}rX5?q@
zvX110IQs3{Z@eKamf2#JGAfK@nymAOK@WFA>{7I*=q01MCv3q4uf#OL8B4$><1mBj
z=O9N;?^CjFDqZL%NS1$;SI<5TX-%#tCmc2}?+os7{}_-so*1OPccvz$9+kVA_a#`p
zG)53)NU=H-cutc&U+t#2C}JlYJB4H|iN@@-;!r7z52%-EFohuR*&=_cc16hH9(Q!e
zsLoQ@EHpl<@ROx+s2Jd<M49eSyB2vzx$@^QXwUb0T=;ft32-zY23saG$RjwpB1JU2
ziG}h{L7N}~;4q`MXzXkA!*;SfLJ0WB4z5FnWOax1mW5tFV;{8mNK7*aNvbI+ZeSz&
zWO72gVjfj#XY5f=nXi>6cP>}=q}XkqSAFL`1!doR!cVpXHy4s4lPw5Cu9VJ-)%AK&
z*h&*;##ND2=l*oJJx`<l!-M<;r<4G13(;)ylT=^=6U(Z>j!?VJxI>i6;1ft{X;}uY
zvanr|)Q@)j9zin*`TTROu{0}iKXQ+wJfYy`bxpXMZJrr%BR_%~BECyAU{HnzUenY}
zf9BvCyllB>Dc5P}S~+X+T~XV)-H$Ggxcj}5QCR6i4(d-EEZ*_mI-E$s>(N`NjzKzL
z`}lBcBaxb%&XT;o+xF)6NQHyMTvu#^pZVfNfkoX0mN%y5r;ywrI3_)^R+U$u4YS+V
zv5GyJrboU|<IM?-OF03bBFA=p^TS@ew5brg$H<ioyB_CWT0x(nxdu4F!VhZZ1pPLC
zv+<^|CM?RymJ2F<if(cD>AMJrjSuH|-v>p4gM4{o0|hG;mpO8a_;lNoyBxjZJ%vzz
z-x-<LHLEcklNXFyaj=>Gh=5EexjqaUBD%0q_Sks0W51n@hM&1-PyW50Tr`W^<$`1~
zLHpI3l1W5e8JhEB2ACSAJ+1qO&q#mW^UEb8DGmbU#(oNM7ClT6xRz2HPPzyTn_>Pd
zRgR*q!}i$N<u++h`<bbS9(FDD0U-2LDF5R%xMrID|HyI*p4v5cQ~nfMEp7dO!*CO`
zxOW|&Niw&dCZldJB6~cicF@pggpI;>L%;knRJU6P#}V_W197HYugdG$=UP8o+#g2d
zxYMhNcFZIMExAt(ZmH`e<<(o5lX7vFu`l4&5?+N;upMTZ(N~??E!k`MQ5g?>Y_nVz
z?Kn9f$ZM4zb2qy%MvR+_&d43KNn_8ED?<FW>C&gF?+Tu;IjYBH2@ribgN*b?U$FF)
zxz9Rfj<Z3z>*Q&N;B#Q$o<4E=WMX`C_g#`zd5~Pfwr^a*@~ztBZjW5?0NZ`7pXUSI
z$esyTVW&MlY1PkEwVn--rV)lt*FkXlSTeCd;N*F7wx#kG>X@n{`g<A`5y=N9*miwm
zM~CP#L$l65X<!c#Yt=X<BYhh|C~?golg-fgv>RwE^dC>R(Tc{-Og%~L`FMt{DtruT
zlVJ@+JgR<irIZD0Dfx=@a?n)_H&o~G6`zO2B&T`WWE%HS>{_x{>So5cl(V3?QhReF
zZzA;R%K_*{j%XHKk%OT=p4*%l$MlD<crG!4xwoIpnm=s$LHQUfNXr4o)PowgHdO7`
zi!AYC?qr>D7%A+FS8ukd;g&tZ(ISg!Hc=RMh^c=5XWKox)Vg$CEOzO|lwuld<(z+t
ztA`RCGWyO~&42U?^hG1|OJOmI|9$hG2cCXrxFn8(3z?REaj$fp>!<^kOwnFugrGQ$
zmkv}qxyPc|M|vNRQ@RG<5iN>u^dAcWtH(Bt2elJ>u9loY1$v)<<rl+9X*P!RcnAbe
z!@7e^wJht`^z&shI-f|<70c{wDO=lpWv!`)?y7QqIHpj&o<PeVfya{0D7QvVatqHK
zC~P7Zx;sHTC%uPF35Bgm!n=`0%NmQ!xvYMkc}V3pfep;w)vrxWVtmK<1HMPq9Rk{!
zyTJB~U)*jM`6d;OH_eD<<nA@%i$*s>`Zbu43nz%n^=AG_xZgE}=O|;Hw$*c&66jQU
z*{zV@-N<Q`<pXYATJK}C6;!o0>o1?|IZ@AOX1;wN&@Gdt&i0Of{ML`~MJC11a-D|u
zz4Go^<oz20ccJ2JhOhUqICiy1#z6y|l;41Lj(V06KK9Yy;=$2cZ|&|TiS5(+g^PEY
z#>zsvcR)tO2=OKKp<2H+!5g&9aNXbbiK-2AFP-gY64mT)kh9Q{5VohStspoE^SZTS
zjivu2w(?=vY<id;10MSmlLCN|^{0(A?@FfleGF;<k2;aM9((H1VoM(o0j43&#$Mgy
zSO&R}uY{a-XHt<}+Ix@*huQN(6yWVj%GRhud|KMIo+GvBUm#?RXQ=<?qxRswfuTVK
zQ;$L_dBNGQy0mud#pE~Rt2HNF$jOf}J-^^oX~sOC(zpq_m;}wD==8;9wpT7ZW|epm
zvd3~$4*a%?$zt`J;oXPgFSRspAdZ+{Qu6=v84xpYmGSql|HcPDvWr{%&9eDdnFaBM
zzm@)RD|=*}n3#5#Hhed6Eqf|)1iINhJ;!iAm3KZ<!=s)?^~g1-&+6Jj=ZnNb*uU5u
zJ8Cr67EKss-5BHGXPXZi{rn5_*SqRUH8|e;z#a(Fr3rlG3Sxi6+aPXI``HQJ`dr=h
zyj{9xB)P*>wYcB<z&T7gzwK4*)0F3h8`DKi`H>zn`dC`uE=R)ycDPXUhv?PClW|A$
zQyTc+lIE_b_{NUc&$xlvovZfktFNH0tJv@^z>4HEMe_TgPzt2O+tKt@{85y#vBmSc
zOY$=v3gX0<SGT-?Mohd=S=dr0(7d?TrYPl<m?0XEHqwJ~we=qJX{bqAZso0$%d|62
z`u}LE-?Y9}ba<j7|30!`i}hG*b7_WRFfOVeN%T0`BS8Nid9PUQe#Ei+SkR}Io7Z5v
zhVYTiv96h7@dScP7TP2i3;PaQibcoMyq&wta*)Dh_BqWd;m+w{^s7><-pxqYcKfiO
zSXWe|pKm+$Qaf|TcZga^{_M=RlqU5jE9vAANaGnP-un9u<KdW=BqaXDggzylgARFc
zySfyYZ<OfrR~*8h&zlGYd~^L<UUszYfN;Ykw@N#3j6>PUPweH!BV_+nc%jB|6aL?i
z8S8q*l^*(%>u_RnE7#{q@O<DI&zeD1ougb_rc`CIG;Fy~i*(7|81O<I3w0_hAb(AE
z%}DY`jG|6^m=vdjRZi<&RBca>ka^0wQ<&OH^D}*@yWBJ=QyOA_-yX_Ku&?{Wj$Wn4
zGl-Kbo0=mAmmtT};IPGWT&yWM`OsD4B3|#g&NSO-f$r#8(u3aDR$d9_NvCJ16QpIV
z%y{!Cgyk(ZB17ml#5@P}Dexf=!WGX<%GEr4AMMr7Xr>#hY!lYZ(;zKz$DE`tjwE?%
z(%*`xIhP|b)JRRy?=i7I<m@lepf#VH_lW~Wa_M4`gdk!*H210QSqJQx?MGa)41q`*
z>rA$Co4~&#Dx52j1%#5?ioZr7<uOyKCijf@z!LK}#$-UNH7X+P;Gh=ibWEdgB<1n+
zPm%u87haqdRFxN0CRtV%aS0hBFxb4(`=LP*fiC6SI^vk2lQ^?mQah;b)r;&k*UTAj
zgI?_Wu$LxRX@8Tj548Sd>p8Jr`osE_>*_qn<BVp3qvj8ML|KD^pVqL_K*+d_5~)Z`
zLSC5?NidEo2Ffb;y8SFIoIJTL!J_A>sIWG8Vlmy$EA`5LnHMiSoNG6E_Hr}OQM+R1
z8HABmtE2~M=F5Oxu7zWF1V~i?SaX=kDU9HHtUE4`<&D@2zdxSE>wIHA4cp^jhwP8s
zM?Lxn?C$Tf6>vmCmGd>GJwwHwbBQfDd~MrT6K;y0x)Y1hDHhdJ9sqv6J5h!-+<UXk
zN>>$(zGe!hP0AB;=em?Tl~BaLGB5yr^CHPhuuwNc8RNH~K72UA4!F&IW4jA4gind=
zR170lECe3&22CpFTLPy9@wUanGd_pT%k=2x?lFvWgbjVOp4dp(6GaOIatRK4AHA)%
z@yC&%%Xy|AzrOu`YInaeuc*(-BW~fE8DP6&#QjI?moZ={>3!Cut8Xbth;C~>VD;*$
zC8dU+Vw(F?b!0iw30hazw1IYPd*$a@KL?NdVye{nI7-y<^!4mbCty>+zz8XL`Pe;A
z@H373DRaqr@bE0vQr_8Y$FP||C1kCa4A@HadB>LjzMuoD2!tpYbabxFKCyBA4gwHA
zdX&K06Q^Emcn9t8Zl|_Ei9<Z>At)>E-moCBx%HE#Aj1A5CD6Ktj2uF2le~ITo@RKS
z;$;|Y1i$pEpH;>vdwiRscZZa#pP%@Y40(>;PW6>?6!$As8O`Vi_c|M}F<!Hn3lRtN
z9>~>(1CwdJ`(oH^IC#{4Cw@VdXsNoggyZRmS@>eb*6QQ-<ND`abBb36$ChT!n*T>E
zEv98mAt1zSD}<IZ;PDc?cF%TPoj#_2PQItRO_rKAJvsrKHLha!G*_#wP)d~11I)2`
z9;SLC|4Ti7x+T({Rqog%msL;6?|0n$MpGCiY!n%*j<?01O8gk0n8b6pqj4+z?L^OA
zqZ&%&`W2=URPl){K(-tS9qE91cqkIfPPgt6o_U`=nLEq;sN|v6O3{1UFJI+;2+ygR
z&)~)z8=JYTl>*rx#v$WW6wUrjNJW!&rR8WTW-PiGU#e$32oxEd@B5;%4t<vlOz)4G
z5h=;SAd|HsNW140u;|z8sHwS-dDp%trq?WKsy0C_K)`2JrM=w3DV%7&dumH10Aq$d
ztLJ!K0beEdDvcHtW<T?-c<(v#VYQ1*E34XCKDSa$y9di3=En0;HwmpKa!;Q7V#-BB
zbW<~$uDKy-$6SJ3>|-c-@5CEa_zV+1BWLu6MP7T+t*?(sDMta72m@QYf3JXN2o=+u
zd7k)=xLL#4)~>8ri<&uX=k?|WX^2nf6juP%A!^N^`LG0G@h0dUOj%EH&!}H@5G)rn
zty?x*5vAVtvf{HWSJz07t2feaH`vU7ZDZw=;&+_Vb*y=n#ZJ~6{mXC*lUZ(a^Fu3K
zHpZ!MkM>1Oi}<<pQiSgpp4Ty${p>Hcio0`lue-4??HDNTt(f<6QVZID&865uDE3K&
zOg*LZ#*}Q=j7ZQZ8G7>58gu`d40Vb_)*ocMbU&Q`ihh^gF-1}*nxRk<hYHpH4x)j7
zTt@`-#0o8aCvaNC7rUH8FO|nd4uEi#KW5?mBuw)&^rzHujQ?YS!{QKW*=Qk+CG^BR
zgS0YC{fdca4zKiY0}FJOT#ZkuG44Kn&2k<TT|Tbd*mE`*^w~&d3H`mPbQ1cxo5X1L
zo2{tFn*7Nr$_}t&mmwM}r<JS_*jp1o7}xW>>wJ1)mf-yO&B<Cr0@8jL4jJ)Npqd8r
zOf<+{8aC;)VzX83U{VOu>#U$m7cGql#-XinNw2FXAe|}J<a;I^s!V;<LfzNfq)1<-
zo`92i&{8kOWN5$B=9%wKvEru-Bbpyp(cOtK{4HTi{9TesxLwwU-)P2xB;QxXyKTvS
zy+9eQ*nvuv;|d=u!hm(nl}V}QU(w~q;p4^oTkgH6+Kg@HZ{;Z{5&!&sG?)A97Er4~
zE0>ukY>XFvGyj!O`@fY6*a)QFTh!>B8N@){X-=H!J$t84uT<7i?zX<%Z040crr_QW
zxz+QHn_N{c(){|iAhzhC>&%rrf6)YZjjeJu;E2X8bgI5ZeG)1mDuLv;?WypMb6J1-
z4UYN2F8WzUNs1uIVs*#gZ|k{jTf5P35u+p=b2t%(uv;q{S+Xqzf<l1Q^I6mV71HTg
z^XQYawr>8PKPQn39Mp_#JT=NJ3b8{{<sZe-R55XkY^U&EgO8~q+xmEaa4_>N3E|=2
zy2BDx0?UoZuVKh<8q%GVkRUxRB-ijLGWTiuAO~|=S`9;PHMyX=nzS8kn3{@tYchH~
zQsC1U33oMQ{q^`r`5ElWgdOI&>lt7h1Q-9)HAjS*3tJ(-!)Eb#hb6LJm(t_IQgFkV
zto9nT9c<QHrL9$Sk5S?6X$wDXXMM-=@0rs^FTSkfS7JIO-&#7c%ZK&Pt*L7F(9P6N
zei~!Bd7gMJ(KyoUXVr*~v0uMSNF)uImLvo&vwI$nq^mW*Ks}s7sIhQ<)=2?p{UYsx
zKhh9RV`w0{CfnQzI$aF&>*1l}-xXQsKORMvCY-S^B-`xxhL8R-)E5^KioE#L_>xAw
zwt~O1z82^BdHWMpdY^l*^*rhPF@J0RWyJfcKQ(c7ZiXoQO22;ik7<K>8C&k(52_}Z
zXRJ;Eu@^LNmyakxy!ZGe_R1AQ$si}MagSLN0`d=0#(?#A>+9-gwj5gS`OWl87D>f<
zua>YEOoNmj4yb|OVTL`N6y;vj`Y_u9LTBXj{FNZpaE;YDu4%EFcUjvw(Kk+K9V}K%
z4Rl@-*#+m>+~}#<gtplDx3rl6@?DhCiVV1(Z53?E3`=9IMp7EKS595d0doIGUqZT)
z`@187bUOMPg;3VP*cU3aQ6k*>bpT4jzdskw%ir)1nNL)LG{5rcQzRz$YCo?${N(Xn
zM{N9?KW%}Vnn8ecvt^&7y3l$)cSovr3IA46i56HJb^D{D6DcX#<@+Y0Qh#abHgXO&
za&2)^-Vf@C>o+a!KdXRC13GQ;te-9mDhn{=M~6yDNKNurVi9mY#Xz59_ceE&IIyqG
zUIpW6F{$7oWh)-~#i~3mVk(iib}W1bnCT-*s|Q>?%s8iu%3fRopULunGMCL)P4O$m
z-6Sm>^BDMM#K}QRYj;1-FI?svj&|CL)+ol@Ixf9jp2p5jA)^f9VjuImL;iSaom=IU
zgi<1u+wN<BVxt@3ApD-AIpb$-mZ@&->RSgJ2F)D2HqY=>%$UtR(@nE3?Xm40--_Et
zv(K-9ZQfs^n$i1T`80H99|TKqEgDO&J8c^B;dLc1{$8uNPs;6VP4)AxZ@3A#)Iwt_
zC~?}*;30JHuqAe8?iWJg^eC5LwO$$>Ei<5Z@G7kCq`i9n<l|ZCxBW+oVVn=31I6hq
z+-#B0XXE*nUO&m7z^Lrn#p#5{>peb{;y0J1SO+B=D{wC&Bn!#LlwjuKo3w!d!k>>0
zq@kyjfXx*DO3dkq2f5BNguVZWkz<bzAAbBFv1iM7{z}^7&--2}j$3ToJLSsf7%hRW
z%tOTrMQQZ(-x`b#LEF#9Y2T`=K*TTCy{*y|J<MWcHA-pn-!y1EyeED{%jh%d^@5E&
zzVzHNBoXwrB;|E|S=e7gz_rNgsZ5VeL~D$fu6GbDkp#J`k-}#wt7^kg509RJFlzPE
zhS0iheX}*ol0w<3&(aD`ZiY^Ajda+8R?_epQi#_L7%tD5y=5*@PA&-;CA_V&uptZ~
zRKAm-iTgy_sl?akz*JJo5p~C=bo#x2E;b1pN%hLyQtfp@V&Wgh;y&FGwIvFnMvD=3
zUN0+`W;LFsNB;WtDto8&`cg#AbHh{S{PuBdTO{m*0Wy0(f0^zf(aiBLnMiZ+!)Kmz
zE3q`bXW_fXDyn*t?JLUa!nur|g&}~|^kuf|c#H|K2T}cyU$FaF+gtrYQLvzY8>#b5
zF9#oad%&k#aaLg8Yp>^WkIiXbUByyc<;_`gYc+f)i_l7o1cTDn@jacgX|3coapvJy
ztqC5aa~>Y!lw^OG?>FLPBWF_2g<?+2GC-gH=`r%6smTzTF-0YrnV8CRrnhn)YO1Qo
z;XL~0pOZ5LrO)9j5m7H~NaL$R6=p=X%SZHn(4{u$bVcK+{?>>w9?2G?S3aI3-bgBj
zLEb)m&Tx}CA2N*50(Y$63EN|D+mDGN>Yq~Dch(+Osshya5j!RGQKRqv3eG!^3>#zR
z_{ntYm&H#{?_?|(n6eVwkJ$nxF-l<ZBw4%0I@`wIg-_q47Jk<-k?=oIUXL|ef3Vy(
z@<(M#|EqUFI?Yxts;vEB6?F~YTC`$!UCIpEcez4c(2S7Nk6J1e6(lRkE4cfUAa=~R
zC;VSlt&*Xhq3Sdfv+LV-`zl{m*Ne`lV*eV|6W%d~(EMZ{O=yC7)`I&imVO!ZW*Dik
z!@i!Apk4V0l043edbWY8Er185Nbq^Kr{d?v4>SwxyvsidjO>^vum$CAc)iNb(-ddw
z->((?^_~&rwl#spbF9w%4|mem7$FC5Q<|)E@rUB!?zi`yL^hH*?(eR$!~6YRma7Hw
zi9>X_`XcS@%gQV#3$%O$&BAz>`5Mx5*FN?xiE8Hsa7K3@YNfHjKe2ti=WP7DKS{Z2
zVhYJpL{+P@^OgX$9VK_&uMz5#bebI#n=)=rdKjK(D~j()!b5w_d5tdAg{MAMXYW+n
zK2#o`E4WqHME-LN{rMH_nDbtOQKBt%t+bmsmhBoW*HN{EsqDQ3dSh;w6)I#!-m^aV
z8-YnbWMnBZ$b2d{Hu;WotiviP(8j}y(S?l{m4+@T*M?*WO@7|Cey+ysosIP=y`X!O
zkg#}>{gXUXwN3<9YtTP->P9G8&y|DdQHfTl2P*uQQO9x#ol}H3J4kC-5R<Clb@06q
zEKn0TVLMfu-zg#;O4G0G1O)%_r{8I^d<WMnekOLY=NY;?qWBkX%CjozP-NOGLF}+P
zc#WENP*dEC)qUyiN$zDm#tXsSwA%9}*Abv6C9Kuy&<izsS$?G3zJIa+0g8A3?`wDe
zxxTlGs8hZB%b!gr(nv3UodHtN-YK0$y)6uy$NzboF@E~Ty|eMH`VQYEb5PrtzWu=G
zcxIu}udENGcx%6c78Z<{0|k1Ea<0l^hT_U2VLE$eOpT-)u@Rh6^9?)-Fxq@&8#*B!
zhf~q%=bT{UbW+q!_;K*zlt(9NY0aaAUn^iEQ!>`q_W@opzu1d2^wQwr4QKhvxO3KX
z$Q71%SF<<xG|`dlHtGuVhA?GymM*qmVDo1~@}qTjS%>3`dz96{2aKW14?gWwo?xXS
z-WX~TmjfN<lK!~QwNt&TFgK8f#)w8*$%q*XLoszM-jR}ZbZr9<{%m{?gtjF`wCuXo
z#I(kCZDCMkdYNr~tzYvqxU!|8>#yolPzo_8aRc=%LJMx{`vr1B(flgW{mg6@IDY<a
z()Stpvw`D#yKU>YP>ViFHoJ%68(a8tv01%j{>kXSSksHG$%;w?DJIyc$pvgEo?c_O
z;fcYu)|6t5cTo6@(053FxpsH4r5)`Lo}T&3v!)r`hiYDVt=iqsjAH1M#9^>NwfDm~
z<{o4}&*G`kW4j--jTV94kgPMJ@DrV<f@w$dTlK@g^hL0}e4P{#r)zJW1K)vlemv7T
z)XuQcGe_gEzkTHN85Vu#@(%8x*HSz2No47nz-Gy`o^v)I=9y(mgc5Ujx#nAcg^-YY
z_H*?t&Bd=~Dx+XEdRrx|eRC+j$G8wDfEMENZl2d`HwtjAAQy=_LBWKRl|)aj+2gpz
zmiX88)2h+Y-}5w1^?5i!M|4OKH6`heAp0_3e9YNL*qG2u%T&uNzncs270|Z<>-aj&
zvQER=k3MU-!^z!$bSKT-&+g|hAin6(zc=BOP9-t+TfM#y1U+o-ns}Qbf_|-;3K)=}
zBv3p})?Pe2{u@#J;zvrICaMcwhc`ce??`mXm0_@itEZ6*IOYA%2SQn-Hq41z6z+cp
z`HmWy$dMqCJtJfwoa&=PzuMo4o0zPqz|)>tme%~3wSXGXf}Uag*OJRJR3vz2R=zT?
z0SBj^gP1C9!AVMMV+k8PLK^HUHgdQriOnhQ(cnvk5_><S*mVb0ivO5RJ(i)~FzL;n
zq&^STJwH16;+b8Sze-HAofZ+qat!iCL%gfQ6V@1paF?S*&H)<_XkQr>NuanmL7h#7
zZM+1(nAI}tLe259{Sj7_Zk_L>)kG;R=skr;&mFf?fr)GUhw*IqS<y#x=5l?;S}SR_
ze)X9Lr7-Y~ed&#+2c@6uvGTS{SVgaoWH6s8e9<xKvf=yXCi3oj$N%BzJj2=Wzcy~P
zlp3YdqE>B*O^Df|_MS09?UA5}tvaX`#8y(YN)VBlF{>@Li5Yve_A09A(DwI#ay{?!
zCReU}&pG$G@6S0L!m?z|Bsz;=ya!CoFX$QgSq*%so3%)_k|m$g#VR{t*i0KQLv`p_
zK$0<*ELoKj#{VL!TAEn4Q90nhaE~`AcO@3pg#WjWa(DsxeXTrbly9TXFu11~m1ZuA
zq!3^BI@~(0-r=*a5w=+Xgx;oS=>TX(PUUq(gLfVJoff_~+Tvt5#9FQo($y<IqmEB{
zJXF1_VBlK4EHZx^xiHd@jj}ng%i}pTTajvNAnU(#!1>2bS7q159O}zAC_6MJO-kwb
z$IkaPzGidzAI<#I|G!HvP2H9o(7)-e|D(D1@!^tw{$<pU`dR|W?CS{h5Aed<tmU&D
z=2dV^g|7vIM>#emNKsC<JXaY0EsO3|Gnne4?|F#i-B7dr=d_G6jVsonyZ_`ZN$i;_
z+;1@j8#7z0h5j{itI>1K-O#y3bfZ=e9*ZWal6iV~h)hVgy&X(?EN3yBT2&fQyg1g|
zw_NG!IiY5@;A@Xgccy3{mAhXXGR_@AHA?{w^gbKdq`M^6sMUtuD7nD1ZJpP=klvMZ
zOX7o2D7Px_rk``yY_TrP&fK{E45*S0o~!xf#oV60&!6%0OdXX}E%oy`!7v#={HTob
zFCATTb|9r??F=gL`h?trQ;=KV5!wjNlElO#`%e?W3qlPS6-$tk_tVy~rJSZY4!3vc
z8iV92vXgw7;}3%w?#BfF14+$4pRv$fWttXH!$ktol2Cpf?&^pW7zwW7A5kNk%1?V_
z_0H+Y;nZj}$IU$U1TzLV4)n34S)Rtd3X7p@bw&2nWVqr>RmtJOwf<IFWH%)T%>jNS
zrbzEB)M&T`>YQI$X9qXL!Bz_(V9_Z5SPTKecU~8VPkVDuXw@m+!nR;>7)7{daJsVp
z`21@C>(KaBBnLc2WNZZU0WgXDnH0+vVk~3H8NKK@7f^H#=6U2y*vWE^4$-Ijj69KX
zPyA|jsBb;>;($fmv}fK5N!dX@(M<l*e)8RPKH+AQpk{1w5XWG*;h&*@Mg-ey`>23c
z5v-q-BUV=l_(|4M)1gwPfC`c!F_tA~$21Bk>W5hbF|GfOQ~^BaqDtUmJCM*s%YXqz
zqrV`?EVP*q7Z7G+ux_!UWcPkj$-=2eb6!8cU}}Ql?S<@?=bOhj%>q91!*8_@f0^Qy
zX^u)YzNw<JQ8O`ULWTD0eiCoJ?3mEB{~^_phpBU+Ix(dBbwqi%O4KZ#28cU2aYf;-
zl)bRK=~D9e9dC`Zqor<d5-6BCkizMUHIQ+dw8)iT{r=iyF3FZ=i+3Drmx=T6bMcH8
zk_8U8+3{2vD%SLiHgAO>3MgTI;om4Y+xZaB3ao*FzJW`GmL(VVW=h#!+DuGsZV%?&
zs2K>;zshZ5t|UFM_r%7iy7EQHC^X|fC5W+R1M86MqhF1q&5u;R$Xl!M53vMX@6d6T
zf7iDil-{dD!9*9)=Q#e4CLr))1B>2{z3H0$CTGwl2xG3M1=Q-pJTooJFF$hymgb~O
z(;I!Xk>aX8)UOkLt;=vf&Q9hA|5cae&MNe05lr&5YC@RO<2LSoOD^fy+0)>Pnw`?^
zjSj>{$E}n|LAt67;fxr+D)?6$6rm*%!;`v)7{8=cPMA1CY!;?DpJ~_!V6R{*XXN=X
zsVja7q0T*LO3ckhtuVX5#oGTOlt*2eZ>z=EN_Y)AKmRXSilw9KWEZP#%6R}&d2XG9
zF1Wj88;Zg6bigu{vanb17u-0N45}eN@m6w-cNjYtgAi3*Guk(oIW*=`_2@~C!O>o^
z<7SBm_Hlg4D3i>yRxG<~tCz#1X+IS7Q$XK5h`Ck4x#50A12G1QiqafuFQ!C3cewN5
z`cSp<H4Xb6D@HoJkpUv%z4#x2GWKgb^@^;|BCDyVQsk^#iild?<9lCTs$g?u$C3Ra
z=3FJJ47DjkRfUB8_2cnhGntS-6}vCWtP+5EN+6G9phG015JeG|_~{v<mD^!FX1+w#
z^Y$(Q;B0VZ+d`{`*uEZ!Hq3-B{CJ3Z$*~;mIlC1|AB)oN5_s3EmNOgK5O@i#{Oj8C
z$M40F*SNyt%>U7#jori>U7d`-H@n9oUAad}NYe3DIy!beat;yxiXp&I288gSjVDb(
z2m-D)^>SOSUbafA?*yka<He(b%A%n(sUY|5qX6(>FIgBMjYkK2?OH`hHHdkZ7}`4Q
zK^v`XRzXmW=E~^r+8`zK4?FiE;)<iJZw*`N)D>ep(i*sO4pDoR+YJnG@zm@m)>+ta
zJ-N72g}#B3;4y@`8;20uVIkf;2s;)gcf2Bh!O(P~TqMgVm8{k8W$F=E{r*psbmA|h
z>y0;GVlEo_PW0*x=|6zgTjNlhL4S>=<V}Z6Uc($#TX8|^$;OOY&90OKV)e}$ayh!?
zYVFkcH9k~BlQ&ei#OYO8E8W|?(JvWxBlL0r;Kx|ZIMSLjr@S?G24}an8uoo(45%Gp
z<gRfIoq(SK=exj3S1G&1mh(r&26F-h*0QpMJIq@(UlEnLLOQjaOWtLWOXw@9VWs!^
zLdi>quZEns5)WOhTq{xXpU&!NJ(C*XIzGyN3XT1++F?BJ><gLjaBY98xXhr0*}Y1c
zeEk~i0fr3mxU<i_Tgon}j3Mz^*IJm1S>1l~y-w=MG}*0`MH$mEDs6*K+7z;$!<)()
z_dj^3wXd?<9c%UGEpqgxIP}%-gfmuD(;;0JC{FcEicRk3m$WHtwHb&4HfmdLevG=`
z_lI{ex}#?4<~d<{l00dnR6$u%YK;)OoXfa9WuooCcv?HXjL%R^wDX=>ed6zkJFm$Z
zw#mqw+{=ZX*;bQbE$W&5_^ZXnf+lMX6q#d%ai*{4$TQi>ev``zeNR!}(xxgKmD8a&
z&#jLf2K6#?u30+UTLf%9*DaZT`7U$c=!!`!%BvR`@-fsr5}^4~6)9yL%oFqXP&>K|
zAa)1x72#UqKFjmp<LA!*thEBY)NAJy(B+MdlET>AL!W>j|FMeo*AB56?mO8oyz`UK
zO~zS=YL2vZPc{BXh{MF1qe&C#%lIdvJP)zXDYnTr3`W`)wUKHrIW0|z{r5r!l$;Lb
zAw5Gsa1T1bkB5&96{4cJULnns%wEtsTP+e9HuGS!2wg3UC2kWE$%W^$ugo$^uNoAF
zK#Uj-0^H0ZiA?iBf2wh&*SX~$_m=hBg}l3*RTN7s5btEV!FT2~FMmOdl6q)MERELH
zta;m6>?R0Sd{|d{2W;W;I5*TvrkVbGF38_R0itlbxIGtD>dkZLX!5;}(bj?U=tDX|
z&0<$hLaJe+Un#ooq?O(IA&L1eqY}D>q@0gF*U0d!sq4qB`FXk2$stSayfajp3DPdz
z2fYpbvY@wIlt^V;rKOcvJA>sJLO=mob%Z}|_DtC<*VluyI#`PHOX3-yL!N%wEd7FX
zN;&ynoha$9ZGP!nX{F>n_?E&;%~{8<0wOun^)3?)Nj?K0OqHS*+Y&_TLdMWHma@Yq
zN6)oYrl@@ZGP@e0>0S9Xj_dm`1HOKPE2_%RGNw)C#^6H#4zQN5kq{DNxrRG)Ql~9T
z@rjWOnp6_<0|5U!gtpL!dV@81{r6o4UKtiRm>0N&&0N_mhkyg}1xQ!2K|ct#jU!u=
zJ#t`RhgR*Y<x!3i1(C@a{qb=zU4?x+Y-pUV5jCUNXfIswFkdK(U?I3x{I+!PC$@@V
z7oZu!qd*1i1+Xkxn#3+O3lw0lra^}Ay^B`yOR#;uX8hO@J&&{&Zo=z%(h#`LlO7Xl
zg&_BB2<oY~8$wnl+KlgtXn~y9U}*gZH_Jk8X=*{qw)w3r;;xb-KPJO7<lz}jG;m{6
zzJhzDR)tX8GuhA;=635m%Flhtp2ghepEVi9kXmvWyRLTrga&xZlwEw#?cHsgslcd8
z#Zddc;x{Gpcte({Pty8709)ea9+*6?8P|psVB>@oGFaCE6>~U^>JqslvizS&b@BQh
z<3BAq>Y%<&_O5$Jh^_CVEoET8ynOiYDxUoD$j!m`b?a}zs2oaYFJ8NDL`BDC8vw-j
zsym?in089O;oJ(gJ1q?B4pt9*NOKe2R-~0cWLbgCb~8XDc3vZbb>)78jedaTwee0k
zo2uXa+~YkRTuz#14r<+?IqH!(t!9J+03WcCy45?PqKd1xNMd;XE(}`F{WU^HNK;nI
z?$)7G_QQUmt1v+<%rr?0iMrU=y>^C8f1gCCAl*?ihh7P_LB|mBG8qMtLuGf-1<t1K
zhQjrQN9Kbh=6tsurB{2%pRq6{9P5n<0`jM`^xRjsB?J0NXvnGWTZB#vwaG!Zc(%&E
z%3IlxiFmcFrZRS&c2Kx8Q^TdTh+Rn`@6g(HKV&!;iWv{m9ME=~-L<^2@ijJFKBwmR
zr-l*nt<Y5;4+jS;16m@RlpjhbS-6z|mf%y9SZj)|4zlPh($)_Tm)6-R`V{tMR;)Yo
z1FGumIS=1F-zjfNUY4Xh{d4OAhU6zmqiHm0%7AYtxas~~{(#@i8uor2H175R;=acS
zs;%F}7DE*Kn)I%K#|Q|*yieBsP0cm5A7biGk<%@Xjw&%E38@Hq;rCswo`Rutq$BXc
z%GJC?i@1ouE#`70mhsN!?<WPdm79%Y+oIt)FwqL2j-YcfjCsAMtLbsV0-!vozRmdM
zYiGW+2wwF_j}q$Yr^e;8VF)esPB+<k#qxhN&iSSp$J8qX_54768g%}@Vs3&<lk%=V
zZYx<6rA;0LJQ~3{D4=?6loM@MM&r10LJsrn(Rrk19w6e)_kTDup?S^e!i>GGEU#N?
z#IKjz{Z3hqN&h*85ujojK|TA9^Q|?;pq@Gh-heexsP(oox%b10yWw1++Q$>vi|L8L
z#mosV!}_7>!1Q19`jBA_<><4TjdKn0&WFyaE4MUxdlGGvpX9n<@^-#tX0-kVjfdzT
zduW<v()InUDzT3!;+R)Hl@tMV=PqOgg_<xNS(yg2!&@?>T=syx#}8XN8`DC)`2-7_
z#Ai|^co@3qxjjBsm8yADeg3$SoH|K$j7X{=JgK3s&jFkHZOG|4Ie5784b}hDl`d2l
z(hlCC^dY?CxHXBlf0A9|+G&1YBfBN+JLWq2w*O?mt?Qp|jk(n`4no_NtRBa+n%Mc<
z{A42&X-}+po<qp)`gr=Djk>|uq$U^YQaTi+?G_=S##=ulTsu5e^{>(78~i3j>yQWE
z%@%v|(z>3TtTaSlVwa$!lP6rITsiiy<4UT+G;UN77J)y?vsR8F)>t2VsiR%Ezl-9B
z#4&lDd@2Z7zm+jv<F*d5GvNLXrh^3<4Ow+4e0+wf5PPX+p;b%gn@$XMwJvc=sw4Lm
zc@Zpf6F{`GLx;|hW77r8P9xU(2C571xNr8G^WM?|y0{4cvtad?sV-EbW}O^bZrc*e
z1T4#q-5JV+00EPdWW6rT*`Zw+)UZ6MeDq$lecJttDoy6TzwNk!?f|Fe>37Egs>sFK
z^=tV8t1pj9wuJ{q7Tla5k7t8m3vVaIYYe1ntq8;7hkO-xL^O`lg#IjOpMP#a&ZC0n
zO784rB_272{i|BZ))9i@4Jw_sCT=3#%`MK99CHq6`0g>(e^P88a!1q-O)SGY?<kX)
zNgB}?IQP|IhO68RMQm^#n+@MDMXzXUwptCY1dYQ(Eos{5%KgK}r3d0Q@lW<g1Wi&c
zk&MH_!93JXa&Gd2bKW1YqZd5@46MO7GfEkH$x^u=5?O>tOD^SfwXC9SR!9dAbTlI&
z)ReQV&%`$Fl|o;+z9{M{6m>$+-h*@V0a2hbCevChVD4ep8;vwM*2mP{($?=<CM-=T
z>_>iCHU6t-g=bU<gWY5spZhF(OJr4X^JnlfwT4a>IN3Vr@B1*8*V>v+w8f^CX6ad%
z#m+aIvK8*K!dE7A34OW-VoVRQwsOee&+=!tms&;=jYeHVv0O1{JCAJgp;L{YIIAaT
zDf#kWPzf$Z+qUgA@$mG;6_>wLYCh+L7|#dZQ?<M=!MUA@Z|Lkr0C0_=Z9x!oavi)n
zY*CHN&eQCi%R$!Y@zBqQsWNT%pZ$+!W}2#+$higV(z>Oe0=*MIwUR}yG8`F72!5ni
z6HWavZo%?8h46SR@>nrI7otyIeK{R6NLNRvkc*(c>?H&XA1!i_DP3nNpfNkESKFrY
ze5iKX@IwYGN#*NgsB7pa0}0Te@xXAA>ZMHgM>XrNKc5I;KbKe<IZwA!%IkH*ZS5;t
zZM5KJcN$TBT?a9><Ou)2w_%Y-&T~(MqrZubvO9l%H~qHg@z6cy-TD^B%=8BapG|tL
z@>%)TwPH)fsz{F@+}ZT|&Y`ObjNlz#sq#EVpnkx@!Atq}tE03F(~f1X{k)2KKP~mp
zR2+sQjlgW82Q?NX;28utbOD9lp|OAd7rtGjgXhl=u|+pYb3HUk>!DxDHZMD`i;_i5
zL>!NQ@O+CRaKjT!eY~a#Hxtbzz~k%V$HBE>U%kw|d(Adc;gQo`G!E}?3#zaxRAp-K
zZQ0jd&)zPU92o15jJ~sT6|OS(u8avkk7Rm&^(qp28K-e8^}p~B&97|->(Mr`cdQN@
z#+IXwv@iU}#=_VPYrwslwhv-#v<~8eEH)ON@iqJ;b}HD7X_3aMF&OL$HNZ!j-+U}R
znt13uWlqK6brxtnCrAEyuo<dmh*Q|XK&fQ(L!Bo;96qOFA%hse;sp?*o(pg|9(s8_
zU#yKiTi@3;02O8hy>I7-HJCgGXYBVEnPd>dEU$c1z50^B->rG}SV%}=4HWQI?}7$Z
zEsm-(tLaBtuz^;AT&@@3K$5=%&ApNMLwmaR5qa?F|7iS-X~q@bQ?@z^SN@_u>%kQ3
zAzeyu?X;Fl<sRR(WN3Ih_i-b{upQqBw=&XpV%&9^d95%^9wN)HQF!jx{p{LI?3Xt$
zyI8bjAG=3b=n!4*bcpCZkw8&x2CS}))gyHePWgsLa_2+Utev8q{nb7aU;7$wyv?Qg
zM6#`_tV5cpLLtRLqAz~_l}x^jW~05A8KLBu!iO5}m@%;ACI(C)yvnSNg5I|>^_B3>
zB>$&M&jNad>9yNal*-lzez@`+Hr`y_zMk}hIH@6d?36{1qL32FJ@8#=(HyQ|p3Av&
z)#b<^M3dhI1v$s=-;KMy1F>~3QpDN{8hd>Ttzc}?&u2f0&d37aNV^JVw$U(Sqki8N
z-8v?KX!9{2Z{1mF#vDmXN~B;@jE4uQcV-WLrX5Xyekv>A?NhV_jJ=&IHM84kQxqUS
z8$qSs&N$0)sibM&sI{aCoo+=1Zbc{E)HurM-XDEpd}2M}C1E{XTU4gGB{)LL;25;Q
z7dP^cug}#<F9H(zuyM0R^%?@&r1@(G1I#<^k7s(so2MV?vRbt9<Jv_v3Ogezm#Rtn
zJHfacJ59Ma*(L2PgSo>x2;4zGsg}aRbjovT34(~g?P6BZfdMYR>4-hP-#B`>342HR
z;Q+NZ8*O*cXrT&J3$7NM&;@jMeZdU`PIVeEmQWWoijf)i*9!{yHgk@gaDNOt4rY=d
zdUme4L7z}HzMmW(U@}tss67_0B4ih^Y=AEGE48Wfl41P-iJeYMwghL$PX3!C8}koK
zFtniojvM`+uN(~8Fs$+=m@1;Vlff6H;cTuZoM@xl;!aU?NrM1^<4Ec~QGS(Hh<Bxj
z>)zg00k?SLc5?>_*^+xT603S@)!h)9aMccOqOK%|kW|V^w<%O=)#-ObUGm&ZXPhRi
z`R_{(ZSFh1RJWVtgo+uOLG64i(WvPDADNW}@zJ<~rVurv?<$ewH1F5EdG+IuF^L#^
ziIGTPWA0?f)h@Mh>L4&2qDZ~MTcOKH*HQ?k7w+H>g&?`!kG%;+`MVM_o`6FKu{z?{
z`a?b8Rp?Ic+cv5k+K)^k`^iww)TNZyT5KQ`N6?;FlEdS^@4D!25b&7k?T+{a$@!1P
zWEj%Es`I~-*z<jlj>5O;NmqPKaig@$LST+r&+P9DcvXe;q)(EUbKrqoyW`Z|r7qkT
z>j@Wr@>{T1zEK!ELp6-8VC=ZPEztWE>OOmIy+4-g+q-nVmrJdIyV{iLQ2WhyD1B~^
z*95912=zIK@TtVDrG-qXq_lY;VODRm6Brrtc~x@b=7J-|jRC$%q7RF8>K2uEZJb4Z
zIh^F>Ok+(Sy+jQ}@F=8>>uG+2u(3%JQKq7yXOiNmtq8DGPg&0C6zZ4wP_oefX#A^1
z{_7ZayUu_MWfbu6*njxov3rxt$+hJNtMxe_PKWOeynoU)RYel5J$~qX0qljX3|*R0
z8K=k*xN~#?#ED^Pxs9?}s$+O19x;J(|B}Gotu3{k)RdJqPy!@%R93`iQ3>cPdA2bX
zHQ*lSUkOI<owVUAq`9}Hq3`JTF^5S;-D9t|SN8O_&Md#6#?iYWJnrzXh9N_0fbLDi
zit&i0ry4_ajVS4i(PYw5^{mA9-P_U_K)*xn!cm2Z*>3Q8>NfZC8QVohcq>}(`Q&`y
z9$^WuRjXn!g*nBKnD50oLL`HclYK+-@UM#M;a(1FJsm=!*5DFU*E8@(N`0*s&c1ro
z*Q~8NW45KsrkISJ8T0t_*CAq{#*ROe44Ek@-tknBPn&!7#@tZs3qNb<6vDRR@d|1x
z#U?p~$vt!5?L99uaC+qon`*nTayA;JeCq^*znP#^@;{m`OWzaB#rjZT3cy_7-H{^0
zy^qT0AEY9Bs&WIj^G)OeGc2|@nvYvTe*33r7j!~3ZSwEL+TaY77AA`OHnvH*w>~AB
zvW_+Un-}hk`2ytzvihv-$NbJqgxSkCqx%h-V&zG5i)`XHhJ-+uhs!XQ3NNiRqO+-!
z=bw)l&s^>xQQi@-536*z!HI7aFnW`rMC&l0L?L>7X{0tNU9ME|_t72mz($3*0&Yqi
zMie>yn%DchTok2K5Mpljf{jAyD9ot27iZloc0I$U?*0#~BJ-n?+ue3jCT5?@G!!lG
zMrPlyd-dmmPysi%DwviLVDoV8Cg$@&PGK(OaIQ5+O{0A$wTuaX2^MvLNLO|75OnxZ
zBb_rG9oG|`CS<qgiU%j+$7&+dQ;k^q2fGn2ho@?He!&OYXSUMP=!J1j?q9YzoN#v7
z(;MqNfl(ZvE1%u?1W-3)I)sTvarQoO06+Qc7y)@audfO7sZa>t<+mWiIOa-oU>B{m
zqVzjEB$;CY7>yEUFD$7(40lFe6kezKQL{8b-USf+yqjoXJH$JXO;`pL0E1~?q0)nl
z)#CPc?==Ai$4Jic!pc1MJDpCbx2LFbY1Hf|*N#E2X{<>pPmzGj19_m7EQ*D1_OPHY
zWxB>xU}peQFQ&IPD^SwRZ4)UqT+_)1;<cNdFa-1WCw_<KI5kzg`Td+Y5+IW$P$dii
z9t6wcc_1qR|D%DgEHZSE$vF#l!y5FIjh060a{iBmZkrm{Mf~dFtvkdJ3xqC{9@}iC
zRK;k?vFl*0`I|HAG}=QO5jx;+j*KF11E4sy=?38MqiBZf;0DW_88PP#I#T_9#zCU4
zcJt1S^;mtG29F_z^7+sQh<G+9SbYtyq6Do5#;N4&{F_1vO?hV~Z;QrK{)I8|J3iK^
z`L`ugDgK2e)Ftu~0Zh2BJnG2F_xRl$YGg>MObdjr(spI{@CnHeX5t)Bx9X!ek4svf
zaITwYwp<&o)2gf`=(7N;LANWi<p6RRkR%K_m%s7{wG$nqTE6UT!U5JC+o_#6lN#c#
z?fuH8L{=WBlGOQR9vsIMoDS;_jdwK~4!f~>tSnk`h_av#EO;?f4BR5%MW&ImjBnMc
zuc9D%(v7NDP|XZgQye=iS<Y*n(;LOc9~l~D!(%E&g;u&VBd6<mc;bSCSS95)@)HCF
z23jhLouWNpE+XYUS2!H*zAvNG4$}`peAPJPe>=o##@m4p3UXnl0*VP&zlLQMJg=)}
zNDT<|Pc+3OtFnYJkprBa(z3|Y9hLJoUP%%BIhLbx%c$7>w^m{5bJP1n>DfpV;qQlK
zbzi%ufj;AMpBJbevKL`0YV;WEO05qT`r-bg`<6Z|pwZ}&m(A)P$#%0F9=-L965s$i
zW-3;qx8^gb=5iK<XGxg)u<oM!L188(AJ+XXjuJW#pdVM+;+q3}&2?#HtBkvx^Iqyp
zm1hlZIIgO>keaVHU@s`W^75g=P6dLfJ`d^a(x4g5ik(c@7UfgbzF0N9GDi^53bYNv
z2q3|79W@n@U4n^|QN3HKa!&8=7@tj$?Zw;t8;0OEpn-){c8laL%d<bTcS>c9R|OfT
zNzoO-@ccSi7rwr1GX3{!gIM9u!vc!N!~`GPY$*6;R8<<S!r!VY`&d?{TQw=PowGw&
zPCmSE$B)J`@!$EIbJeYW2EUE3KmjI&;7sjmV@^)^bZ_ije8CL+Mf&U5d35xeHamD6
zzq&9`#|!mx(6oC-t0UyTQ*rhz&|x~=e-~@(0xLqRTU)h!WSN4YUv;cih*LMsq}BD&
zkf*yxPtO_arThW&0W_$Kr)h=){B8fEsVDu9W>Vl?S4e;S1Ci)5B5$>HpvUT7_DXQ?
zvv_>TyD5p*75gZ5=M&T)`vAhvgln7A9S7EywvDDmXP$LTHu3?d<!(Ac{}6=k$wGTk
z8g`PW$}4HhwqX4jlHbtR2&+#fVU$LX2;?ocjowZKtFG$cs{(LZ0K-&*8iDHt?WAve
zbtYy?X|4Qak6fG{79H+Aazmffh$nVlZAVigMYuZ1NZK){(W%bXH?N#I-dstDe~+`C
z;4XIgXrhQM&bMs-MH^sM2bg7>Omduwy<@PAM4?O*3}`o+bIqwg-<`&KXKu%S*9vOD
zFc0Kr(7YQm{DT<w$J|FF+i$5enfl5(YkkTwarBW(;<Kq+o-J{q+U<g>*gA&E5jG3`
zB4HJnv94(+V+AT;I5}U17q?RV=&4p0D?0L$cRt0*>FGRc^-@ErfJidevkY&fV{IOK
z2L)X?Bpg@dgrQj-KOgporYQ|PaTuI#2_h8>b7uzwW=y#XH*?jk;`c9#8LF?mVfpe0
z)7g~F!zkPZFdFqzGc-3gi{Yu_hVo1Gn*GGx&O6c{qsX39=`DQjHFf*v&p!a=5mk=Q
z&#SpPvMk{IV%AQWI5j=n99I>`S36e{ZDQi0MF8{H?SWymfV`(Zcf5%@_1diuCF(2+
zP{vM0$?I<dD_?ll_17!98zE1e+6vDGV*U1=f{pK~J~SENs<m0!jgUP?k7&Vp#_8Sv
z!FwmVel^2{Jl`eg;5p#7AD^5GcWY{kUpL6`lTwKicE3+Ud5$k^olE?p%0RmN!GWHI
zebWsUS~fPi1ny|0*vZ}cZ<f;)6q;izjf&;P-fF$A7;lmVza#PpP>jS@>@tzV^>U2d
z*P;QLj=B$T0zL;>2<(~`%G!C`%Sojlx$DQu{csA+yPOgI_LXzM#h=y9L7XEYSo)+q
z1t%pNgw`FjjB?ijQv!Y*F(+7R?F%>E>U(o!b3O9~9b&h3!*?}LyReM8KtqGK5f<}+
ze}y?WNZ(bSKt}$2xdHw%ccn8Qf7d&=jKkQpv}jX;`>%u(c!%nw?p`}i?l`S&X3;iR
zdqjm2uGrsn&}2R<I1Vgs?%Bb_)LKtqnr}V=Cnm&}oYgK-Ui-${#}GL6?-te%vKbg-
z<<Ck^Ef-5>@R3NUy3--gUtpf@>9-N2Ys`zAT>zF=)Ne6bvX|{DZ=RpjC2yG7{v>Ac
zwLTlRLe#--4!OJ=mdp6q_C-&NIsZ>?cn4sqjQVL7zcR@ycpqaxb<53!yvcn|cYX6a
ze%<a%WCbAsM0w-05n4@$F#Oeyr%+rFhp(8N^NqzvJn;DLrZ<4cfCooz!N7M<hNn_`
zjX%Tyrbpys?Vks>4?wD<ODLm4gU+WuQrguW*9?Gr38q&?L<rVpOd?cZ{us*8IdcK<
z^-0U7ngq^-P_V298ZCX1n2nG*;pZ*@&%keSz~~2fI}k^}jay=hpO(5alwRa)d4{$Y
zzDRT!WP|HdY%DTBuX99g^ypv5rgEle;HQ%$&(+|YuJ&F8<DW=OQ!btQ87v>#WH{Rd
z(*102FklR*sID3;+YAr)U&Jvwlar5Ne+ih@+%wp8HBy3Zg8z3Fcm5XpNVXBHCI<zo
zSyN;p9zR}`N1wmD)EIp3B=Wmrcd2s>bG0KsS85;(+oja<et36UPt-Em1~{8*1`G5A
zHRtIW|M&gu5asR0r_kz9>-2(`a$L?dj1?6x`YuVQKdvzk^*sgfJwq^SK%cGWKR<+8
zKXZeCcV_$4G%EJxf2oINUcMsqo=)S9R>JElo{BOS4&fMZcZd&BBR0Y6+?K3TmO<Cu
z+!;!DpQ+E;%{S(Khx|S0cz=W$hXk0foZ-hy#6|**!`?*Hp2Yl{L5&0~W;y2=gAdjl
zK)4Nux|8F~F5%E*nw^e6t2bjl^9;^)njy!55>^A<CgB~*5Enc-t|YK9tT$vRL}Nye
zYtM+->Tj13MD|+=P#7(=CVenDsTONoW$KWN9!s&t$o>XYu;KZhG5j|7we-?t9UA%3
zZzmD3<yo(@$gev>ROIFj2|a{0boi$N2kQFkAds9e5EEI*+V24sJU!4%Ag;gUhG<`4
zxhJ&rJrCXzsDSs*5}BWNLvQSc-pvJF+*MwLIpMh7uhlm1a~!WEGPFjX8ijra3_6&X
zB|-Z82271_xU-<xhX-{*?xAHxwW@2j28IR~fC9jYYgwdX{ube;R()mWcXok`JBJ*}
zzf%Fa-%L=tHxRdievh8IH5m`;C9)^fV#y*^LB^u%g33@JfA+S8ByLM9m1ys^{}~l_
z?VS?bm|nF;?SC|(hoi!;BqT5=|3O{~TyI)1dUV9K^>khhG^o64up`W=uPBEj?q=A<
z&&6>|zbC~${^raNr|ZQ&m{<e2P5)T49+q4y2*uuq2zS6Y^INrm(ZKA2%2eO9NO$Hp
zfdxe+_QkUK@0I$MVZvqRA;#+UdUGi<GER;Q^gkJ{omh=Ex!~41=-csCr=icN9_6QC
zOYs(}bbT<4$Aksp#@yi1VYTc6q++eVX!UuWr&WWHkqqA5;PBr;!vjVH?YFoxHxY#b
zzxdQEO@4RL@a^~2(vEClz(V#Xl0!#O!6<JevJLNN>W5n%&3eV^EN-<B^f3#*@k|8k
zMAeiaY)0qAg0zCVp@PLZCfXB|F_j$HU-h>8D-QXp0djh-=kOi^i)eZ+gHAPfo8NQm
zif>A`_*2*GHi9{?BE0Twaq-jzw6tCM{j?xLhhCK=vW&a3(SS2h)ZsB!N>}+V;*r0T
ze^t<V-;d;ABM$-w$&7N6cI|tH5jU&AP}_SNq0f*G?wy!h++p#V4AYKTV<}u;5@~W^
zHU%b+Y->4o3^LR)TcB?Ui|bgg?+wBoG1nO9-u?;9ew~vUZr!g{TtZ-oN>e}jf_m7(
zHqc%}>actEo8S_!FGiEHJ2~H&WcS&&tm^L4piy&4L`|jZ|7bF;lD`QkIpnT8UXUYd
z<I#^0@k3?97Ews2+p+2pF$30co&29QTlZISCMC|Z?8WC0M5(&J<*KN?a1o?uqC1w}
zSwwE^s?X})sp&`!BL({UAwyeQ2tH`sGJwC)!gwq7FB+kHXpEsVx|-yt*wo0<Wghbb
zXKL#gu$Ora90_AG+yJ@FSUX)?noUG_h?28O(*a8Y*Ziu^o_dmiWlrjtR}Kos8Z77F
z$>n`eTVA4_w9J3wwCp+i(5=~N(Z1KR>bzeHkw?4U=!vf<KE4Z!>ngi^0`PY;l7rK=
zumd_+gZrmOvM)Ivoq{>uwoR_v!`s^$HEPdgH-KLuc^+>jS|Bo4b}{CEE-`1?Rry38
z7eTE&MdF*1f%{u?(rLm9YgJteJdlmIWxZ0!ZvF6q%)*q{nr2%Ukd>*kNC@FoDOW~O
zXRL!ukEkJARo*)j`<Rr$@To5X2+xsI9)oCbO2#=r`oTF_U~)Xv?9lTSh{7B7Y8gzv
zUhKISjq{=mLp&x32&R>-@X~X2F?YC53uZ9+T-AVwaLs$<Z0_w_v(OpcFR5TdaIWzu
z7F4157wT}Qz{A@CT;u3~y_;@Q>msm<P87C-G0KP+Pm7HKd%DBa<cGtwQV-p`VP7`6
z{PS-MptxzsA678*&PzZupviz?X(3)wQSl8kUIyRGM3u9!X+N@%pRq#~h#SF6>J;`T
zxbGyxDDA01YG5iVR#gx~!s;yrhuW9ePVOb`d1b?W-oe5UDM7~B+uS<^5yOToO0K4~
z)Y{#zV=$$GjMm`Q2^;K2IxN-MJnv{g*nkRzZs-WicJ}DYWU*C=R}JI@{R_xqZW!e1
zE4DPiSvQmYY*J(gRl!sU##|oDmt-rZV^CT5q<Ffv)e5Lhl!GikaOch2Ql}Xv*T)jY
zqgQfD>t4iBJnr-PcGI1hCx_@!wI}A?6HV<;;y1gNx|toZGQ+mpQ$?Yc(hnn2@jos<
z4L%n)w`y-KWcXCU?D_XA4G$4NV6u%j+CL&mVz*RSsXSi2?`JS9Hb3LzIq|gx+Q{U)
zBlUlDX#au@#q;=3i?vAFS%1Q$i@!JnY5XXLgVv}AZ}u@GnY&&V8==K+Q00iz*I>P0
zK{9^E?u-{*X16x`<9J{m6PEr+4{HD{t#fnFkiQSMiSrq-`*LabG>E=iPwZQ80YM!g
zdal`7)MntU1hR?=N|ROu(Z!n*nE(`+YRL=vA#hSmh3KOHdz(0Dqb|zXm~TR@^lOI7
z`=a;OLwJ?W%8`X^?^ufBe)Ih&J`nzERW$ea6WvIf(xPbQTzl-;IBLc!IrzGJmh&|F
zKJ@N$A|zsHqZ)PTe+{@RP%!(Ib780SR;&8z0@w6LqsZJRnkHFxDzlT4z5Y-<FDcdf
z*liVKZC?n_HqIkkq%O&ug`+asL70)QnTl5$PzI8*7Va@&Hoxi*2I#+e9R7P<lTKeZ
zhwtww>L|0uBasY!WrWhnZinxbn%<eI+#+UN_mA0VJGw6XET$G;HB29(2s{^hdj?Y~
z>1a{0+j#lT>1-+%6*f*7syi%Bz)dhTZBaCd8HmY>+mZ*-7pt|-5@z#vfJ|~+;o#BI
z(6a<cwRlx-nF~XjjoA@a%5fDjC;AM|nExJW_u@-NhF!XBfI+UIu5q`avKJB9@*_=X
zTi=QGAYeCmY2L05;nSq{Clj0^=}%~*qJYiZhLx7J<sXQBE5($(ex&z5n(VE5A@rIu
zcfH>){7v$DoR3bfoZbIuHnZFWV>ExH<P)VIO91E6e!%XzDSrc=;AJ&{=y$Wm7b46h
zYLK6GX%~i%f7C5j$1wd)C3~4(2mR^WIGy~^8P0K7^NB44J_cP29ccg$qO}ello?G7
z^+Bukb&I#=2{u)OkFFmF&VEp08UznIA95NfNPtNUIF{j_Pq9$EDF+isg#224g%V#!
zb7D2@Pn5r}Rx=%9BuZHek+eWWTpQKZD$i5NNAJ=#9f$ABOwbE=Rsv(*IzD)ozyOp;
zuynWQ>1(z6a%#S!;qY$_L$sJe4VLvfE^qS)%=SR9OJaIS=b*wBsVPfoKWZ+@2pvMT
zBfK8AcS9smemq*$xT{xs%bl`ib)^`LfAj>+NQV8VFvHcmC7AzZ-ki^SE@M1gEnMSj
zCye=N88>YiA`gA(f0|c7xE^n!a<FXK9m~~d1s@cx2pUi0@IJEm&RL`L<T)e|)6n)D
zKUu+Wp(DYSF21Isi`Dmn^ZKhPT>K#9$B$Yn&?&7|wQ_=0uX%ds^sMw~K1irOv>VAI
z$FdYk$!p|+)8f{@^c8()jhPL*5Pb23Y8&SmJv}sWeR-U#T>w9{EL-?H6ncolw^5*6
z73w}>Jb_M$)@8CxLj)IBS2k6ZnG?sW0VU_u(esWCLs(^${AUmwH*d?!yUR55^nkv}
z9MU+*X5JZi|M5TlSi93~426t)a70hnKB$ZrIHsxVy3-T>Q3UDgR$5^y&v`S8V0Oy&
z_9Tqry;f!2cy{}07&{4?*PFdk4p~~wjQH$@@cPrgInOm*sc-ob^*ywxP4c~69JiSa
zCJ(agD)H4DAEq;aFdVz_26ybDn71%1H97K1|8Yrvwdz=06T#v}lT7-ox0t0+I1%YU
zY4Zt#YZN^SYWkLI80x5+H}aic5*Rn{%ED<`bk+#LO75Bes{kr2?F!_t<8q&bA?^vB
zPb)2TLsa?M)v*V6rXGqu3krt+W$(glb3ue~{r<~v&Yn!FI&BA4TU8ma5_yfac;kl|
zB2m_}S>8{;C!J=K?Y3g)%_MFiO=NCqHW+`gk7+s2emul#lqViLTeG0BHOHMwOsHBM
zU-iHG+`seELAo_>NsTS#d%fWU1HMpeb1(jnce8mnXGNSW21|L`*z_M5X`&A0{wije
z>PEI<-6yas%R^j!Mi+ER_WWD~EoP=}#~Xw9oaY-mI$3CWoFmYAyDBh_BUi1mm%Nf6
ziLt->S+gwE!t#Sv1_Ph@C7!s12oKN>)qe20|Bi(>Z3khSxp+DM%J!yu?NG=^N$OW^
z9I7@HBD+6D$cC6ZqyJM><P#idUlVwQtUY~UUM@sW09V>5^m}W48&{OFiF|Tl^>N%q
zz`HTcRbeT!5_;`^?`!9c3mJh8PFIGDAH)Tf^+a?3f_BX;lXFR_sj0Gflka(x-xr15
z7u=~;@D@9G?`Nm<ZJ==mC>FIN_g7U}3?o+**&l01)y<2LpOIz5{A{d_Z4`;Nd!Vg2
z3Q|W@0#R;z4AdemRAOtw`Uz|a6Rx&>6^wJOg!;{VI^wm<d8Q#gX1g*+wDpj70cS!^
zK29LJjph_n;6if-lOc9XLvDs?;Ug!Uk{{EGGkqQC*iA9pjWXB^mSUFL@7E7@_If_u
z;?)wu5MoFQ8&^n>g~Zq?94q&AaC-|nkLLA`iLSD5yA~xGT2r}0Y@h_kMV&>ZsZZOP
z_~x9p8PT@&$&5IM5``rGtB(w74R~}eDYtK3`=r26a5UxI?KoMNuy_$9B9&^5PJW{r
zbTi~{93?g*ciCGpx1t?DUWGe}(jjUy8MVwB7nbCFA5GM~jsI%@@F=?SPZP@}6eRO$
zC|VTtLV-s_t=^=JP9pIkK>an-lFW?2Z^mv%W1Y)+!ADOu&D5kpku&yb4SepGm?LbG
zwPBva(Vu}YLv$~%mla&GtxV5%r~How!bYmADS}8e<mwVF?h9ScUe6SeN~7vThGUFe
z+ahXYNE-+6QTeEAz{?wtd!pn>ejW6Q+3}$E_(}n#*Um%T(-rN*19z6{4^_aZ+?5?O
zl)6Abf)m%a<7`(c(DBap)g&9qk!8mlaG!@ovj*FT@ea{!cXFKPI`fg65&=K!Bt3?A
zT8@I6vtDL7@03RHlO1@vGk>MJUsJ<NB|2H_i|PUU{@4vav2HlD0E;LU*7-5w>Uk6Q
zZJM5`Ggkn%%sN(RFQ?6)aPi$hs7(i+d~&cxS8mk=&$9NUN)5v7=_4I44$T6tM}RrX
zaY!65hAV>h?v()~?C*e;#f5O^+c!J-(LiFQVgiUL_fn4?Zx|ldG9404h%1#AuuXKz
zb1~)lJ)Z@iQXbo85;86J(p11_ANW<!X&q{CrL5Hsp?%TG8YFl5Sr5M}P^k{ewj+wf
zf8O{dqH+Vl+iGaUXYC~axneVl0X05Qi#vbWH@LXo^)!wo_-k`MYt=bzes_1R`_aa$
z7vIQ@UeABb{=c$XXHr*0k2>F<enIj*2N~OJ?S*xsGuy<qFOrlknU+QnAM!;@5sH7z
z(eBYa7dTu>`ofcGYsl9#R0Nz{Q5IQ-P)EeP2~;eJotOUBjILP%&#Yu|Jpv7h#-YsD
z&f|D{kF=OOb7l17fnGbJadV}uwM5;Ho;q~~V<IX#O=q=9D>q&?G8867pZ%1#rHvW7
z)}BffOWo4&nkEI3LiiZDf7a`kc~Sd7R`VZ*CJiw)#$Pao4OSJ98o~wlg15Xj<+ofE
zOIg7?KVD3Qu`X937L?9CbWfa}<Tc@=nAgBbnihRNNLP6S2WFQ|@<FP3`nDL}*gIHo
z*H;b#EUxTNnpFdp4q^Y+(xtsy;EvRJN~ToHQ*!S8j_G^gt?XTbxwJ)Qimo<^$$Gj&
zgrSYEvgp?_HZ_57bD9)H%6w<i{<AKSCe|wY(ABQdUh1otq!fPvvEok6(&j0+f`6%j
zZ@x@4qZ+sXE)S|RXX<+`U+;|e;Hh8pN4A3-_c(@_FRJ+j^<d<(Hm*0U3)%&ZtV^8<
ztPzH}2n?r0F=2SC8EvmI$@ilU@tNIF+*y_#8_r?!!kafA*hp<totd9<)JZIyz3Nuk
zp_J~K{1CFg1!LE9tNalFT+ddC#|xbG>h3A^(y2Os4~0ZeXC6n{yr?zROGV!V(Yz^{
z+j+IV+wKm#0kSlkEL-!Gu)0R9T@^`FXZ~H{rfvPxJ<hIaXh5~N)MI^%<Rf(E`rx+s
zfIPbp^XToIlqE+xkenlB384AKD*-fakDy>E3S0pLl8c?ESCq6T<XK{=E$ggZ>6_g>
zL{e9GF7>{$5JkkQSmErZ+lAzN7vqvMBJR_QhG1)9Fv(Z^i~$LI!P~HUcIq;xnkM|X
zjy1Su5SieZW{i0&rgkOKj@XhK+?>y&b+Cerzb8Nn6PAxAF4+lhxbK`GQSZKOHRMk5
zZIZm-af*1%GjxMJ92iBwCc6d++iBiC7eq6CZFB2N5CZq{#h^2rlB?LyWbsVXk5TL<
zyS{COt0N<I*M1P~iPa`0PE4W#K>zyP)S$IcE6#vxgW!M#YDyg8a&VX}D(Y}iuw<GH
zy&@R9p^~^(^=t&q68JI8q)m)6c+m7{#jsLekxFytIa7!7SFNsw?n?Pw5Q!r@D)gD8
zVHXZ=yzqZGu~Xjbh^`v0s$Pk83Wse)xfz~0)_CcC97o!#SpIYQ5#V0srKYPFjh*M>
zI=Fs^#V*huUus{1-gfPGDw-j0<0b&(2T>pC&!A2<PNJvTDFOW<>f<ltuitFwjIF;{
z8r!aJ;ykp4%YZhPYF8vu{sTb&7=%25dRVDz8$}3FqBptK>Vvt~gDiMvk-h|Cx2AcT
zw#T8%5A}<8?N=M(4^hg`vKJZZ7YECGY|?{wYd%Gz-y~m&voFY2_%dJYa?qyI7xXyG
zWTp93m-Cjp)g@}T^!itK%G=0~rwIW`)~~sDnq^2v)mAq5KWDnQBn=JshmB|C$Ohnr
zuO9)gzX&?5r$80r*3&plKZX@7rqKqo>1$AzQhq$M)s0!*w~?a~2}Um7C_D78+P<4T
z^_K5vj*e{ua}vvb5#fKRf`7yZk?F2|FQNZr##5n@vwVFa%_X!L3Teiv)WYb}e%V#l
z(Sln1<NL!^T5E6cvCKs@7A}?zT&Jo1Gjn%lY|fqKSRlFcdXRw%Oz}wTAW_o(W4|3H
zA_M6Ls|Hp#O7jEl{>{7%uuj$i(63xMfwf>J@=6J)nl<q&M?MqXW+6&>5Fcl*ir{Lu
zM|M#=6>;AU89HjfM!~U0wC56-4}8y49z%UJJ0djA48X$+q<bfm_>4qHD2CaxFiR2<
z^iU{-9cyIAaRx1C)+YPMM2M&z6n}*6N8KVuf#fd$%+*M@M6s4IS$1$iRJlHg^EHU~
zYXz8+YEP|xbeDE068zA#y+s1l5no#zUs2B34qn4v_YW8=R)-m1_YoCYA{yeGHp%xg
zy_LUgg<9Q`q0AvM4c(>VM1B(<c24ivy&cAEBuvutT2DW$l@crz$gm0{nrvG6A6<D?
z?`*!@UZ>&es79y%$>E(%O3zSFO#rW0&@c<|FNeMO^xOQL=GV@Y``31{762n+OlzyU
z|CFtt^rceoqHT_YP)6T<AK}(*8a|5Iw}QJAC?BPAynV(Fi*qVd5QI5^x0ehCF=fBG
zkL4RLp=u%G4*$M*xfVr#KaTm;S8J*pK$7^6LAb))Cgih%sJ(8-z3EposN*I-QLm98
zz1j+QRfhV(@cJQY5O0FdrgC~9tWICsCa+lokk2vqGByWBQO8U5C4$RumEXzgM!huK
zOENw7huF@Q=W=;uzM*)2;pib7-@#o{!WQ<^Gja^#)$T}_sABz01C(P%d^_!}Gjfck
z=$F;XO_uY39ECMojR|22#u;-LbC_I~=Ph$_jxGEK`nI*X%rQZR%9u$4-<5L)RQDZe
z#1PNhj#4P{KysVgu}4bF^6{_rkRR`_H|1)7SdzT=ov&b{b?Lt^oO&&n^UaT=s28XN
zMqmF<qXM%F-$!ae>UHh6nVbX_lHXRF>;?!_Uw_Iij{Rfuf%Z93Sj~x%6?zn*_*(jP
z)LdtPXI?Bi9A-Uhkal+$g+Ayrs}A9=or`^;C^7Qs4Bxx%c-1x+L9u<YfrPY-N1o`5
z?C79I3YUyrSgHj`Ynt!_`WxCU_1ND1UOXoV^`4V8uDT+*XC7m*#K(CzxS%4)w|x{v
z$un8{3Q(J{o^C$2*;xF+1-a;tE~v3fZ!)BK)U1EQmsL>EJKWhJYPAyd1g$D*i=CQg
z%!mR4NgmwXwEl0O-D#Bpkctn1*9&s;p~i>F3e@9BCY2S<ngNETYlfzXT9F&{?sNU!
z<C_!Uk3P>?*jU|KXJut3BtULNK}8p{?NT*EuWt1Hl~7Dm1E?N6yo6}fU{~4(e+YU^
zq;(joHvr$Y_aF0;xP2mQ+ReMRZ?VO50U&?=<>?=#d{6$III_0x1n;dK(K_T^fS5bI
z5--D*S<19Da5mkw(bB(f5Od^)jlsICmU9Z-O9794jyCb{iHlt6j>LQiu1hc;S3C&Q
z*EwMDUnaxK=3JtL9fvMabqkD`4Y>7_(^wXsi7Q!H=S1uFwgFL5`#|q64h6|sT8H1N
z1={h^uRTswAd>}#-kC1!H;y&DuOR2T_<>6<vz!L1QgvDyz4|<6Zy?0a=FP6^cbm6G
z);elW6{|sF$ntG!6lEoMZFF?-6_22E_z;S%$38;tMx}+wW5L+5_{dv=pu}JE;-EXW
zJp9U9K&}FAq+)=56dxPB<+oJoI4e~B*=orJj#EcM6A9yLxcO*J6<4G?r`BzG)R_BG
zg)!6-d7w1ZB}SFKV<9ACC=2a`my_y$+zDS5?5|PXdd;Scqx@**_7pI#ht5)TBd>~j
zd!=nn;9ZkO>upO93>gSLVG%S5%WPAl5cS%$^v$p2_9AcQ7_M8=NRlOlXO+naEx1wY
zP2x%Hz6{Axmg{OZJ+%ptSlP&e)C2qCL5|Se$&v6lfsB`M!?m8v*#!wU+C#U1TX<z@
zHdFT4y_U}$9~YdM^iC|0NC!V@Tzhjz8pmKqZQGIzX}a_j9fv}X|Hoq&n5{ZF_pC_!
zs^8a*xB5$d*KyHWQy5dP|IyGAeRoDSW=BR|JOO+y*Bqc>PCn63*brCjtNaH_z(yFm
z8RC+HEnTzjk{WY&?kl*uy<ESrzxq;i?)$Guh)Z|?s*Q`4riZ&;gClFlAyI3u7OoEP
zn)b3zqT#a@Z@sli2q>g4nUf_vNvC)J4nn`wGQJrRWQ2Y@sjbxSl>V@d@n=?RyXmTN
z`d=bK-L%7-k<C0ddo=$igo^(RH^hq*9;y9XdG?RhlJC!eA^oA77XQ{a`S5~*6l^%}
z)AXuD`1td|pIviPqh5^RG2l>S;JJGb+E_fNoUKxx8~ogBL&N1At&mOJO&0~2bkXl-
z3j!$6g9oS4tYP(S6}#juK6n8bf@|OEYVov{eg6hpnZ~$o9$|PPGC3EDm(;jT_8Ra`
ztMDW;=PaOnukqt47x&ng-0H`l8}Hdc@76>+94sh3(Cp_|7$z=wdY-%2;t!Ay!mBnJ
z>daYk-t#jz94J^}_S1J3=BzUcCjSqeKw`hK+)D!k8<qMR*R=5z(O^zDf!?tgd)0_7
zT0_v%nu=PS-oaFMNbKx&xNa~Nz;8oakU3x&f<f*phP2Y$FeD%4T~3_W7N8LMU+$Xo
zF%@98J1AteB)OTt97@9{r@c$$t~kY4j`}$O3^3Ir+yJ=*SB+XylhE&>f>4d7hxrk=
z44~9+r>RoWkUgraY8x2fifd{Gh5<i?Olj3)SeW7d6EjnqOE7mS1J=2Vy;-El2D@pO
z?NOC{GM`%JwI2+5yPgw+*1e1@BECJ(I~kle8zY&Pb0O<c@;h-;-0AmLjfoVI>IFup
zj+N^|Dd>&};uTeKnP76fA6mI<sa?QF&R7pxiBmk|ig-{4YpxV~id54_Lual=*b<GW
z*0q-DCBq|vD~ZMjtw@(G7u|9(TS^f~=agC733;b^fzMjxW7gUtH)PhGrmY0u#fCnn
zxn&efr+v-W2+PPB_pEFE9vhsH2ybf8NrNaksXWdr3G*$AjRf^LtDP2WVp&wMsw5Cd
zJQ3Qv=0N%GO;WkiA(?qh6X{7*cGSOPC9%h%7d&FD#cE0ES`z58Ld2#@`c#(imEf)q
zy<t+aTN~1)&AJ-}ryVNR#)lZs=Tjpre|r^L^6oHxQ&UEAlP4ENL0uN$)J$g*9xCtl
zy}sYR0j?_I`H3KU)i#;f=W(vzWpfHOoDSAqL(D%baZOpbbv)N0739%32P59JAk~zR
zA0YQM)f*dqW13o>2MtV;1(9%6RambPxeg6jS=5S7HZ)R;Gj4Q{a?$W>9&1@4&gCY$
z-O9s*QAq+gA%G&BWYIIjC$Y#8#WW1`u7cxBMg*Y6W=&-*JhJ3_3e%Y!v!f`x6i>A$
zAn<Bd89fN5V;q{a?u?qTBzICK25S5ohi2f`YN2nsD#UiIa7{$z6m?;6)vHN+HFI_u
zjH(W6Mg`x3dRA-*BaJ}xsS^FI<S03=7h9TEN7q!z<A<WEPFk0zwk5r)wZ*pN+lrBI
z)yF+)8g*`_vznIZ=fq}I?4tuMtPbqpnk!8hHfXHW<Z@KRbGzL2zmF##2D1MEu#|uL
zE?W81aR$DP`0ESJ;EN@UWQ|1$9^PEF^P4LnAdDYFUd33-_c-$IS5C|WW}V66rM862
zBCg)GyKSVTqo5x3$5OI}=f8)`y}WK<#<D3J3H&Qg%KCU@8<!*Av~D!iwqBzZlW`)h
zLeUIl-@<fHE1^z2(l@@{9Kl(BQaw#-TipQ=V!)H>To0P(s~lB`wHe{yIU~}&8W_1J
zX&kt$!N#AnppNo4Njc(`?4z5OP-~R5*7mRxa1C^pck#%8qp9}Idzg9BsI1SNuTrG7
zn<#1?8Hz<M8Q6U*o4V3&ZP@NcWgo-^dMZw@jPdoWA7zSl!Bt^dVsiM)SQAd8TOLic
z;|KMq%GaXmeipZ!7KaGO(zz`|LA<d)JZx9{$~dnUt`>CJ(-#@;V}+&KJJPUVaf}*5
zPkt+(SGin@BTpSFSZ}AdKf93qDkDZQ*0haDQ`IvmLz{GO*?5uBg3P)90BBcDW2{4R
zqimr2X1wXS=|V{)Oc@x1>J54n^BG4;YIDmCW7i<KRv$4RO1QpTjB#FHW8y2Db_*tC
z9=+?a(sih>00>w&qYi7jII2@uldz(yEfO_u^qXtcD)58uE0NUv88QZv&=LnwYtpp)
zWt3({995}div$b-UOs7!p-w*TtnR~MuPezOL8NFd^M3hH2arW~);2Igfp#kKR&F4P
z9F#$yYOf@Wv62C=jIW5RURobR3RIMR-3wA(MQ%dy1w(nN#J23{>Uimz<F&0$c=8Bg
z_*XL8jlm~tk)L|jj#}mKHgn=74qGRwqpE7JHNz54Gg)71l(tpaR7H!DN#>9#uWFq*
z!C4+$sy7~1%du+L5fRSe?_0JS<TA3Ww$>eMk|PH_>Bxn;5)E|5Novk_3+j5Ewc0X*
z9atYjT2VSTTJq~TuPul%yAQ8Q=q$WWB4C$epH=ByRPhj&hH_F!?4Ahb1xkXog{gR2
z-tozWcCqxUFl#VO0ggaH><=}sX*#&hMk|{YufjxXS?YPtq2Y_`9I~l&9+iaUqhhS2
zH=z~oVl<XNm?;ES4y)liEAm_@NA(qtvv#{TRUbpjHyT`V(z-2A!WXtBofmw4u~;n>
zksY!w)97nEqj*o4gpBkQ(5<_gu#p#Ss-&9T({vY{hIKglRMf2+YVDm7!%CyIjJp|c
zVQ^t~`d3?~>sKg3-9~ZiiqW+2>~VlXim@i1k)g_rit}ffsc4S4W%N?>HSDjUk`T&y
ztG;)bI@cK2D`@;U0;OLPEF7^6wZU2yYa+d!I4dT0NT7~sjT*NE3|B25jI88ffx@x%
zt!sTjXF$r}`-4u7T_>YBt723(WO}ZhBf`enj{g8k^Q~$vMhO{aj!nLxSE?+^{Nx{M
zCboj<3c4!;*oyV3VbueP;^yVPhla8-=O;e(9?~n+^<M<Ra)wJnB9L`c(zuOF!}qof
ze8^a+?ge$ivKy@#GYE=IRF0*1BOLxT%pCew{VqOK^#H{PC|D8cT6SI`zOrQ=X5}Bk
zde&hS-L&l&xs^y<?yP)a1f(Ru#@?r)u8P|JIoEQqaD5GV5pBO(v2A^IXm>>`4{X*_
zpq|Da^4nwB7G-bZ$fsdjpszfz@pGvOaG#3TQ>W_|_e!QYc|D2dxhhd{9l4QbP|)o!
zQ05?8)q7VNsd!3za$4M(7t*~F2J=&`Pvj#e4h?e480fP|P^l$!c?1>>9J?e^8_<gB
zw9PU-nIi|#*I_Q3X*b`AbJ*gmww7X2(Q}T~jZDMZ=#QYm(WgybMJ2V4G#LQYa<am?
z$fz|fN9>D<6saALdgbpm#+xEMfkhlV>gvxyVkt#l=FQfuk(>?<W6Q5j9PD#h5>C>#
zSdwZZ*1bA-NJn&eIE+_2_YKIrLg9y;xgNExYpTO>jgkU=D~uxokv9g)k`J|S8W8A@
z8nTq0r=>+O$0t8ZvKu3jTpf;~c@6<`>N^_fEp^D73o?{GwWGquTb%Qzq_#FDwuW@t
z>Zdh<ec|}>Og|y5ad#VXt&!_a`$D&+6yWKz1x2@^$6RUG7Q-zWBh*zRCf=sK0hK0A
zqzrmiHld)wK1zIz>MN`3DQ;K21C)8Pa1BJ;v(~NM=@(Y4PTlF)il`g24r(1<Zlyt|
zxOEhVDag)g+4iTZZ|FMKP1x6x`x4t~H!yT!-&)<X)>c&uHwLkxv_6%6Y}7}RDm|=T
zfhtmhxzgK8Bmk*WD)zwO5sKrYxHj+dF&Ou)1n~%j0VW&Xla0!!U!yjqL;!~CRa!W(
zeo>mB+T<4>ak=!Tt-`q64QK2xxzRfCx4Kimw~(nZ8s{eyhavJSvJ9>{H4L_~$}q|?
zTGN7o&s9pIIJQIAIi~dOT@BWY)#5yQRxH-i!cOHpS4x@5I5?HhT0_X`O4$P=nr<>W
z)`{H7j#*wZHnA0Q-&B!K8<A8tnnDPstitVVbWrMXz5r|*yB)x9;s&_!kbUaRS2ILG
z+(`7PaK6T|#7Zjc>(PU8#W|o!I3QxMVAXO0;|8^@u0()gg>%g~>UYwgwObYL^rVmy
zIQmv3+I*2ofC*ac*)a)nGg)LjvTZoUX7Le9$E8anRq6Xn*vN(jLNiv_qOSmC)YDmH
ze7$O^x0W;WWq_`JWjDF$Ve3=EQE^LBMU}$i)|lK9Sme|%I8MYGuJbc=YSx?@mCpko
zomHt1XV9|u8+uefYjM=(pvfka71GkSr-RO2k5XlD4@xSF0DiPodnmHjB1rmw;)DX@
z!*-~{BkhWR@yD+kzwq30Lep#j=e2t;#S4YD@YS=nG4{nD_~X}>#i}LC?Lan;#=HHr
zdA*Z9n<&C3hgIKpa)QI`<ba1G+Lg5d5C{&_U4kSM7WoF_P~2!1w`xO10X@fB%BEE6
zd&u|ao6@GaVvZv3P%XfG`_@ZKxsG|RlU4A2?Wt*P!Fas@$*yd}BvO@?3X#~1S1ZFh
zIy29yi<Tx<Lk>?)DIe5StO)H;oy6jVOsU2?A(=hucy6YJvm237d1t*nW67-*R~?zn
zEHAX&-Lvr=v61Ixz3ZvdwcC4z8zlhx6JB*9k@rvMQLL<|a*_|XYVV<#)Q0DsTL$U9
z4`Gh&UkCZr?2*ctATU3|dRLZNc!KWLfM@emde>K`_@>r&0iVln_KqvnhBA$1X(I%u
z67H$tdrP$@IQ+RiMRFJ38@{pyyrSqohzj&5FA{T*z>iRCP9%<G!Q^@#hPmtDAyHnL
zqN&{RMoqnX(=o<t)%AY{+FvPnkV7H<??YaHtaxhsN|P+6Nc~iFuOhx0bhT$hCgtv<
z82u`Hdl{~uY-(8hR)&|NO?xu$LK8lf=~^#`t*sCcqj2@FCl#2&iqmth7*Dl5jvq_#
zjML-IjDS6ByV7(xwD|B46OKt7*4rCcBj*6s8TETaMo}^=0o>PtR~v}0D@5vzINL-r
z>gg=;v9|q9Qf+<=;pR|%D~Q+i+2y-njq-}YlI}^5EPl1=(ZNnpPNOZ=rwH2Go~XK{
zF5fEx4}8_Arb$WQV!Vzk%bRnU<!p~y+ta*Q(6X)4<a&zrDB$U>4=SyCm(yd=<<af0
zkgTzS4}4c8t#}E5X>7Z8u8T?W1*PJC>R?!QCz|LYnIu7+VD;yvdNISs)<+zxKBtA<
z>GyUL?3xx|sHoTG>H62YUul+C*5zI$kalC#8sIgL1Im&#mWOaZ!(5nzsj#Oe*~Kbu
zJw;oBFgYTY=T5t^ZIeLD?~1SIV}NU&rp|>lUS|k1nxQnCj~r0amK|y$g^o=)$Ccby
zQqWbnmL>%qmmY??4JXBu*$}r2y*+E6*~W8BIr`ST$&orS>UzD0itMj8s>%_+x_GVl
zuM$<rAdgYacwA+{1#_Rux3t|;Qnhv4Gi~%WZn{fSBSKR6PhA@&I00KdL9ESB!ge}}
zGx=dy_Z1e2tgNvEG-N-mbaC9IxW)kV73AV^wA1B@*G~;n51E_*@L95uGKOW%ZCYE1
z6e})23hY%;kcP%8oVs*Ulg=|<ZFp3xvEK}8QRQgM-iW!#0<pDyLMUQvvghkkYua|J
zWfL1O-mh`iyw_8?zA}`YI&;V(uML&SzG)dObQXw{RMiZ!;Yr7}WJz-?e-X#lm4VM9
zqG4X`DshUnjyjXOy~gij&wpCGXRKaWwqcpE=uZ_(8KYq9ir+`E$0*-(w9~w9epI<l
zzwL_bwC!FC)D0ZUN7lSyh6h@n3+IC#RIZLcDo&p^jE-9~-Nfq3268^M*<*^~aUzBX
z)K`@0{x!U|A!fv}_dN}E8efZSFF*oe8~*@x+ZD-DgIf~hx{IrLF3$ThKs>n*r%K^<
zFAU#lvM_j=lpYvzE7jKVTMVQSefredhJTTi6~`)htkkMg+!W^xQQ?fcP7hy7VdsHf
ztE_l7%KWoLJeNFzz3YP2yfuHOF)tBxAH<_I(F(C<(Zwm4WR6FA6*mq6=A9fY@3$D{
zx=kxZ^FVB5R+VuPrxULahLvZg#x1>sl3)e>D|W+3nl@PmK(3nGN{%H2sHxaT5WpZ;
zk5?Y&q)&E+0+cjpOF87XPzfYsp{)hfVk0GjpF>>EqpAyHaKrPiX6IX$MmtI8(y@*b
zb@gJb=}~;PJtj>+XM#TiK-4!b6xWx<sa(c)iCFs@)V1+O+%3Xm+*aS&e5~>D7^k#O
z*5=aQ{Ro*u5;~sM$m)I)mOawioR992Tbh2aZ#w?&O~=rh)=QAff<_H>Q>9Xp(__l3
z?PRW*<n!BHTgX;u*+}&i#ccMkRk^XXy^O4psXo4y%W57K@|eB5<aP$S<55dOXkujz
zBy$2LZq+<i;B^%|w$s`l-bPp4ieQr?itB<$Z?#fHs1#&$rb{4R^%RdHsUoR6JDihO
zDWof{i@(}Z#<-1+ed^t&za&HnmvHv1a0W1QO2Y%zv2wc<>9($p-p^Hn-~h4>-j$*x
z1Z3fbd8)|KkWiIxTGF=GE}<X>+y`9L$|<0yWWDpWkR*c}Mk^-sM1tUw6e0CmZKkyp
z$7}qix2?iW7%D*(i%AdILVFxF&WSy<<#NKEZ3*3mTpI2sjRN79k9y9Q&fWOif_sX>
zbsol%rs(R-#f=d%c&c}oTSgJTT9;9@yM<4ZOE0B!^E9QgAS&MVRA@WhnbyTAD_C@s
zzDZ`u_Nvb#H*-=HJ?VvTYto8G3yNa_U~(9brCEbfo)g0oJt`6gDZ6&l(1}B_&|7P2
z;0XXz>spas$2JPMBigu@BpO)mB#E;dl{7kcDmA4Oz22?BsAjf~L54tcT-+MeiU5&!
zd)BSCtqj=O_&$WxdnS&E)`YZ?1>S@XUN4mTR#di9LVjf@-n#hbSpYf6sUF@bSCs@B
zPE7-$8EkOOpbChoJq2|anh29EA74tqyRx{qKQbH-N~lY@%Q{XaPBVknq)45Q$}>{h
z+BEOYYQt(FZfiQV`F1-n8D&gVwAiO>W0?VQT8fDmDaI+X%!)oy$f)GGQwL6Kj#Hf9
zk@eVG7)%`(3H(T$>W{Fg<Wpd{Uog8j;aRNU8m{t_z{sr@9W;FXT;_0Y5ZLI_baF@{
ztj8M2nK(7dB(fpls^zY((R{C*X0mumUg+dmf_hBdn@Eb`Gmd?09_K@vESSL}w=DHo
zCWruVNv&lF$UW<-o0T<YV^S3Bd?%eeazt?GMJHPC?sTZ;LUs(FYQ}#Kv`k(<n?0*&
zN1f_<^{~zdKMlElPf9CVYk6(>WFUPguGK+U<Ft=!_~$W$!8U9TKjLD8{{SJ$Up=m&
zGD*E%zJS-zpB#`$;Hw}<{KQlL07c1PJV|a9xUL$`Dy90LWtK*yuxTx>&6^(+O$^Fr
z<X2~=c!JXFkt(Zt6JA{+?HC}_5#4!4ApL8r4~>;KuEWGqdn4P;%yTFl9Qqoocj4PB
z<s0Dv+xUffrH6>`Z3_8}T?ZI7+-V*!vbicGeU3Q89xKuM#R}@uIVn-EP2DpaSMW{6
zqO_LzkvlJX=9<mo%E*OC>_vMtcadB$Y=$1W;-bFMY&9iq$f29~fUY{(ZPzs>dQ>s+
zQst<R6m-Wm9{s!u?e)(B-C6@Jqj{_S)7H5OEaZY;E@+t>(S>=kgrMytb#umV_iU=$
zoYHwrD&UD!`%_$SYB`!JSa`L0?ov4ho7C_~sY()fr^f-8?x`o*wC1wC&N)%$cCl+t
z)o(2%202Of3~RE|yk8#Wj^ynp_=R&e9vZy8AfgptQ(gXt;Hy-&&E#R<93M)GxzfWe
z?qfUxOW!(;DrCHgWQs*(^)+JWO^SHgT@``#tcA0SM_=7YK=dY?apGuTk88-F{cFm^
z=T&iP&_=ZIZa(w?>Cjm}?t+8qP~7TEYZ-npzLf&&Hh1R>I<flIxZsXuC~&~~*A*<f
zrB`_!e%29Q`NnFVDDxPIpKrBtms*Us5)xg%3iRz$!L~Q?e(6>@Jw<SO&xCaiCAWEP
zBwyYFy~<c9(%BsK^CY8Wj52qOmn8erhuhkkGOktBhV-E1by7aHt4$pADpRcPILW%B
zDoLZ9@G4YXw=_3mrAc#cEJApSv{E!@)qB@VrFgFXz^I$|h&tx75D37<LoBP4+K6H#
zo`w}D(`wB0%TE{DT?NbRW7Jmdo$Oa9c*ftYcx%eT?vwac{X1UNG}i_hn5T4VsU=rg
z95SUSd<VJ7r&;O|6q+PuBc?eO#p_=UmR4yr=`c?rY8@Zq9B#`U+<sa9_iFAm?Pl8X
zH^VYW4^5`GoMNM)gN*lQhu>(o`c%yw+zhxscn&J6kl!v2dsoo1+1Y9_GEW*hk<LYN
z+TX)yW@9dz`&;{irE%1<G^J8p+^3c8IXsHJWu(b=z$%_=WqcodX?2T)I0vpPvC{PT
zV2yuv0k1z5j8v9~u}cee%=J0lKf+9<T1Cxlwt;Su{mc<vGCXjmNaGcatZNqb@DsQO
z^sgCW>(-Wt>ZfRQGJNQ49}d_Qt>Tz1$H^e$-nhMMS!=m4y*;ZAR&&*jdi1j8Q7KI4
z#N*P^C#5IEl}S9di*k?R9jm0$yisYW;nL+;{{VM5#dvP)Q<8aOV9~oN9)}g`P{YEL
z(DCa{)Y$qtF5#D{2Q{0h=vsEHg=K|F{_^z|<XUHpwJQ!JW|=eJwRajfj%;rVq|%6F
zJ)41DH56v7jy25#Gg$b0aR6y7Tg;4h?_5RQg~g<$CykJU+*iIueH4+a23Ar!smQ2r
zG>tb`jESLE<ER)l%gZRe2lbYZpW7?cQ!`$RuY5V0Jj-DF*RJ06!(C~Y7IK*GB52rf
zaw?-zFLQWSQ`n|{VN5Aj3?+H(@7AMm0Qaj>xub~|Fe$3+haltJcBN_uJ*!PRnY$X6
z8vXr=1t#3T?V9X#zZ<~nt8^MR^&KnE;<tGlj!kLXX;R4RlpuHFx$4TA+~}i&sZ-%S
zYR^)J^J_sWzI$e_G!e|DWsERAjc{6KnLUYFA(Z=!*HIRzsDsTsf!4e{U1>M_v%Wb)
z`$&%O!y0V)c;g8E)dFcRV!tTLdsOYOT9?|hF6{KpTZ;V|F`mA)!_A47lGy9^@xw=z
zbUC~Ib}L|1oG|sSZueh#!2pr&E40+SIcKWn{_Ll?>0C~&;cY`s-0G%C$8{C#VQA86
zU21Z}K8#zsF{ikB&n`&!s740{qb&P~VS+l-#yXsnUZ*Nb$mgCd*OxnDmdL2^Ng$e=
zZ8>8k@G9brB)OQ#OtBDAnNO&#yDfI^-vUGCiq1&DIXoJ3upJFMAohA4g|~<xoj_x?
z>gs9>Ajai6>0Wlz?E9yhA=Iv+e50HW)s*Qb?v8oJJyGee4ZX}EWJP0GH@+B6?Jc1@
zuujv`v+TT5GOKWeA5mQuzNHn?hDibT29k`TL}*H13B%mSG%^_FiGlUSQY;BPV!bAK
zV7g!4Mu*(>tQ-FT4MQL=Y}-lgNz~U;*EKyQt2tF53TgSeRhzvs?$htacIScxCA3@Q
z9DPBi<z;iGo#&$?NDJbwMW^re6`=*ZO1W%NEzEHz%0+X!l5az$(x({e%EA?c?|yYU
z>c-d&l60)goBseXZNU60gAzgJx}i&%YI)9bjI=sd@jE#SD(C&7S8cUOr@`}A+PHFY
zO0qEft+dwO!YEF>zR~ESWRZIkd(~O==q>@u44(DLTWYru5DDHZX4_njLIXC#Q0dv|
zPc&xkMR%b{i@F@LipQ2GiO7)%HQPgX9IM6&J;zFp;>ru5h6|J4lDaL^O?#&fP7XU%
zWvijR@brocL-STFma;_nkqXwTMpLIE3>KhA>sD4A4AWUgI&)U1b2k)<<YS=XkP;gp
z5l$*e<Z(dhil?>Ans?B(YkhGE$Z|)$Y})H!kRO9sF+%b%025l4nqw3t#dB1v6nEgT
zSd2roPO8Rrx>15Edy5F3Gra-LU_&R^RAKQ>lV6p-T;x|A>dIP09_1W8Dl+B74wp+<
zoU}&=(z9-o>NY2^tvI!4Uxsdd>f}Znjt<fdbMsV$z2sr_s8XBuF2^X>IOV?eL}o8t
zZO@0T=3kLQx#u;9dEx83W0eKh8LvW;QddWfimO&qZL=`*-kHxz96U@`MJj#iRPG*?
zt*m*@LLAd}5^7~qdsUdNixHaAFq_zyG*pRY5AqZER{ouPb8CX^TzVRYI8q_dW}5RV
z1Cw2`!^JDi$J)uibn9Z)ZRRMhcAB`)8;#2Ak7HhQHTfJN=h~YNt9JyUl19MoT$qHC
zy)&YfS;hOuqPj;kMNB}CQ$=%j9x6@}=`o+;6ju_fRUOK;7rH%z<AZJRRhj<)sEU8+
zxhv<*-!^*J(7zj#e}e4+>HVOG{{SJ$UJfml6dZNwT4JP?L+SD=Q>lYi+U%n7G^Zw&
zbn?dl;;hKqc%&BsKYGKOT@O*vqZxkirE_f7{Z2(y+(F!=?yVV}rsow`?Cf)aTT`94
zI59L6m$|WO!(P6za8hPvAHq&WcG^FW;9#-b{_VX_O7r6ZUqEU$in{6Irw6&gJS%#h
z=WDFnUlrLZx}N#wtzGDveywcL%?g(6z+l&g*<IaPOs@p2q;wr?x6(c!yd`4PVlD?8
zlDifzl~v188B@a4hN+P2o&~tGmo~eeHsoM*u1@C8=F)E}bSisfb+2{OwM%VUAkjA9
z-4ykxb#Dw>YHR!0lsG&QUQRlu9)w(?&YCr)7ix_0drc~9xs?%lJ?qnaIpG+sZ9$$i
zcW(Ht+YJ`N$`KR7s>Ar|9Y<S-N%;hdRClkO#A7F2FJ-aOD*W%3nz5w1O|%jI=~Nta
ztlQ0Q-pLGZ!5DkjFLmRFJBs83oEqcrwOQ`jjE$0ODmirLE^3EG92Bp5%+~QAiDj1K
z5J{C4%*}Nz&R$0((2%^WO9DkkR}yRjz1lRX(^iT)Wd^lNLIE?yCgqWlhoP;VGsYLX
ze5xJ1)E%?UW={Y`=dDu<lj-<ZTqUi~D-(r$`kuR@c;8Oc8)S?klhOKDR~uX1CP_(E
zx?_=FJuSOu<j#Jzx1sBrwwX5Ar(&P;&FiKZh^@|Am`b}_L)10T0_oa}CPYCL*vKj?
z&Tsr9e`hg_A$13a#%sB<@$?2Hj_o{`J;BX%`hDe=rWKLnkaya1is8gol;>z1PLrdn
zRy-Q#O}n%|yorGI+faf!^sl1syg6s7+cJ4c&wBDd75EcU)2<qOYjY$c`@Ge-G_^7M
z-z2QgP)&hVq$IZ{oHrvBbs>jPMJZ5vQni`t(B-VJaf5~wq-Qx5B1Bkbu3KsHT(%Gr
zeT6B_M{(7p-iXcw<BmR+ddBYZ-bHvPkqGDk;MYZ`_)1xv8B~Gvt<&KM;XvuuxT<C}
zqwb~@@ci0Hwc*bY-pCbi7jpWq73fx%QO>J_wS7C+nxwI5yh+9>^7zWu1o<T7dK%-N
zClNVbD(JfS3UuRi&rhDx-e|~WQ=avQccVzzTWkjHUTl6RUqe3FQ64V-U?=j$by^q1
zEjsY3+{p0Adpit%b=eF8uV+_7%$_DxHfK5Fd!2VoW{yZ*P=6YXis7y=?rzRzk-w#V
z6fSJ_C@|tFV`0bf16;Pb@Z(O@Po1ZcZz<&SkbesF76LRQcq^Ri8!5e6;^j&%NzFvf
zxYtpw_(xOG-1+bpPRyesxw8=rMlgLTDR(sIjJ9MuX*TAiBLkX@xCXRR(#V$^Y%an9
zBR@)sT&rYf@u^F01PY5`s*3Jn)%P^)JVB`G&zLS)FQGXV+35cO5)n$R`V~Dq#pr9!
z)hVs=w_U#2$f`)rRFl~H15fcCmE?Qjog@d)<d4Fny3@4nTosxmZ1){&z#*Dzb`2Dz
z4_t#?UXkOw>kz4OJk%U#KQ&`omovGCB;g}-UHEr0ho4Py>OX<H*8_cFcVPQ2VPrny
zy?;sZrG}tX33kYTh0YCY-szftuWnZ66=K7Kj8`=3#)9{mq-R$8E1y1n<AKd<Y1&k`
zBoKtDuIBUM#45&1S+cp#!&6!5{{Y!YR#e74tD3fDPD<3?r@w*0DXw|x<WRBj+)=8t
z4r^3f!)&-JF;s87M{Q~_7-yydu5SCp?>0nr#HnI24((`r6y-{mk!MGJs>5uD%XQ8=
zS08t+Pa`s`U=vyL-N|srd8mK@@@vzfgN;9nbI!$MrOjxu{(PJFmu=p;tJc0Cys}}L
z3$LN9<|7pY0#7Eo`6Bda@@h9T&@`VKTgbs>B^%t=S8u7?+{c~j>fO5LyisGvJ^gCk
zt?lKT28LGrYbjx)(817Lr>WogUrp5_W=NJc>y_fTO;f^`nro7Se0_)&r>6MIc<{GM
zcKV9k9w4;5j~NY~HlDSV{jDRHmD2c6I2lGN>Omjg;-pzn41<I3UXwnDrs}W_@u+NY
zSG95azk}~ANqb@@jMq&%$;WFO!xq-&9Fq`w^H4ObX_6$6IayJahfqa5NMX{oY}PfD
z-R=qrrxC%=;fevrUMa-ppx#rBtzs<Wj<qy*4++XUC(@cD$>OF<7n7wcuB;-b%XE!9
zKM>qSg^+JwTIg&w7_RY#!5xiqD`;ck^NO7>Beqf$fsXm+v7WyObFQbLJa9`7?^Roh
z!nx7lVp<F<S2}z}aE*xHBCgr^fn1M2D1AjGPEBejZQ@qcV!X5mF|l7!SWP^R*g3C3
zOY3Wh`l|!@=BV9hR+o8bz>U4DctIp{OP$MBaltvxezewJc&&TA7V6h0X5{|%D=n0R
z%HtKHk~em-9?Xo=ZS8@IkepO(-1=6j+~<-=3Bll0dE}Z>-KoA=ZuMJeWYzX2hW2<*
z$squCt$R-pG7u$P`_>x7M^j2b!J*lLn~B_7>o84$<|(VKZ)<v(WnO#NokkA@Ngqnn
zv(+vwjyGfvdd_tF8vAQ}M(zIqhS(u%Vr!bYwYaomB|;C<y2~FCEA2@*`quB+ZFNX_
zMJh)py<+DYe-UbvtMDVscM?TvS?Q8Yfr{`=Zr%7$MKeil%8tgMdFHT>5=2Hiaa{Fr
z3VK1EcuXW=JK}Uji+d<7z}x^h?@(ObA}$l2dsa;PoU*xMa4NB#pClU2G$i$r>Q&5X
zVPE?@EZy80ToJ(ZstqG<;-m+6)|waRuG(oq9v(9rEJV4Oftio{Ue!8YOKv!Gkx`Zl
z!u9p2WXUI*r)Rmw^jA82FBG8)vhj}f)LY)#-W1y+wnwdba;HPLHEP`4M&rqH4s+J3
zFxTBiPNbr)+35GWEuHER@h<Mfb*@tT!xF<N7Wrj8v06H2y>o51?LbHe6}f4u+Fd&{
zxQ`tHHKeJ^KJ<*<B9y(?p~AhB+qTzI2=x^2HBjx%dJ(p@y^QXSTpsn#>i!Qd{$-q{
zPxotB<0-{iBROGZ@kQL_<h<RGIjVC!jlnfy_f5R8Vkd=w&s<e(gN|{Y#;~bf)YUUL
z7Z<7{LC+$j5#uCM?8hdZyN;EFrur6{85>O%VjD>=8wd&fD6HpJ3F^+ObZ02vl=`>E
z78cr$j~o|B8b3H3A6>2fHRW2z!{T9Q(+Dhi0QRoK<2I>xr1(n4;?7?#L#U#Y>O8p)
zKS5kBiSarGM2k{VAH0Zo{JPhpI8vLmw>^xz5nhcO!RT<ho|Ai~F<ZNGgm=dkMJ@M@
z$_onjh_5tH6GetF&Zn^C)rRoBt-ZPX6fyMsj0Hq6NxLR`U)wRY<gR!sMyu><If|%0
z{*~-AX;yPbBv*E7I_0s9eJjf~yBPHCNv-2yB7NmO&0~ncN|U;GJuE(DM-dKKtxRzn
zIi-@@<rr+AK~|!IS=b^gWSk5N^sf$h652~tl6?8(X9uNu^|3IbwI;NoPB)q6x^9m>
z)x>KeIEbD|72a8VHxj4X1CqT}Pg7mQ8YEhC0`RE|-xZ@St7&Zp?1WG`uO_x(Qm&Nu
zJo=cMG^neb?we~KhypT%$3SZ3{{V^XEur~{4fU=U#r`KZSDsy@hidd9xap;yLL{DM
za(zuYcp24??_TF>!Fx+isp-q&n=9GEiGXgvnzM1FTIz}xQHO4f4o!Hx(#jm+jt8Y`
zX&x)o^r;o2l*th4lA84J_!@MQOJf@CLGr;JM~FTi>Jb4gi?qwssTITA$8)F3(OksQ
zvYw19)iiI2))$k+FI()`_BcO@uBPus(L7L_+9+lWIGQ#DewFE}F>BpC+Sr^$IVoK6
z3v0NggbaXb!6R15`HgjcBKTW#U|#1;m&}Jhcd4#1V!5@S%eY1a91ulu)q;z%XS0IN
zqg^Q0R<P;gGZRrqXSW%vd)3=)f2}fB5S+-_`cx+^k4>sGe$bU-jZ?O2q>`j>!ROYX
zl6hv%z(Q4a$~fFQ)xr;{&08A=?M-~k7Z-kD3NcG#s$S{S2`#Q22tAEQ_GWSB9+d<9
ztVSzXSvw=k#nY)#-fGD7-2>vZ_T^*MA@fI1FaweJSEgxRDAF~{Vj#JWLc^HcfJfkY
zubIPRtxat_@X8Imj*XrQnyJc7YH(D*)0BPF=nZe-=8>($%^X4*k1FZV*O=?y4)uK<
zn4)>{ukk4DTOJhge~9hbVw4N0x@G!`^*bF(8|cTLo>@IZ*Ck9;BPAQ^aYlt)Jg%09
z&X$@r^s<0raJj)GSE6Vh8-m(3kmRxJn)E$KK-2CBk_1(L?7a<g+O58)VGF&q21H(^
zMS0lgUT>C}>r%zSQ0?ky1h=;zFj2)~>zeJAgdv(m=b#3>?_2R^r6c)l8V#o$j1ye!
z*SA-WJl8GttZ?}>ugy`J`*{7GO?`7+eMaPzJ5$hB42s2pENQ_=W14J@oDA2!N}Oq=
zpmW!hrK@8>z~-7+j&YC9o+IO~X*{x9rxmr=Q<hNjG_;=(YMNAmt?ry4>JK2-plF{H
z(Cke{Gao;FIaByommI2|DlDD~_N`Rhmggl(XVUgM?whQ`gqAs!j1?Fruyvn@nr^D?
zJ(CDzJnbH};gD)KR*oJCUN#4_S7o4lPSosNM|3{ZA9frt6x?Gi&RIrO-O*FTJ`L4$
zc{29w(e&P<Ij(2O`Hv(X;EMO1BgeWPwI7uvv4$fBB^=Z`w}AAGZ!_33!71nD<w^Qh
zQm4zYr94+gcyE=rtswvk>AXeZ4O>HYGF!Z{e||BMT(dqhtU7fSDNCu;rx&pqCwCO3
zILS1dgMH4P^=8u6OQ`}NB<HPLl8kQ07|K%RMPeA>3b$`(B&-!wl54Efye8*s%a5gW
zk?8i2MxoJiJuA$wn8G?oQ`W-e>ATc93mp#P-c)yuhI$cQ?Va(pwpD2{f%jPRSy$Sf
zrL-*{m<9#_HNo9$cP}ffQjodzu17|uFMW=;^=b*Io}heTVH}1zWY~S`^558Mmc(Tw
zR~Q9PO7RAEXC>INJ<UxHqjzHAp}1vX*mSG@#-_DTQ^&1|sjng4>mC7XlzFuKjpXtp
zJ!^v0G^_14W=p6ZJbPDFqx?de-x1zNyZxoE(%V|l{6lDCpUQH>l_w|i>s|DfN=ni^
z<yO5nc(cToVY>q&ryP#8={mQ=J8PKQeKLKdjD<Dl+J=#Tqsq};#LI(#*shg0OLt}v
z#YxNFA=||{A`EIZm*wXlQBy@A10yX*D_WhAnvn4qIO3Ipp!KL)W0Q_57Ll<<uedqu
zVrP);IH*Lfj0(F0>}li%PCC%Bag)}n{mFFPwKg>065iR69sI=p?{QsTo8qf`j3k9n
z`Z2FL!B*hYw~#jj%_*fNWIA+W)~Bak>Dp$ngt86C_{DPCpM!2KL6Xh9=)DI~Sk`*A
z-Kzr}&5uHOu9m~aG7=VKBRm!zD+hR()WfcSaO38VTXrcbv}7KHQ=&$dfW>-`*|e={
z+zC=W#C_q`xvfXS&1orX7xNd<y3nfKXln&3TFA+Y$SMYK0IMxD5XXQ<Yclfc>d}mI
zMCyOq6_@shk+ZmvdsKS|JzF}SK0KVM8aH?Q&eg2;-o%n=LgeQZ=07cUQ-ou&!tV7V
z;d{_!&jOjSvCTL}YkRJw^GKE%XN`kLD-3q6i%$^G2nj0g9@UJjQ?*9&XQdp9LiUYr
zceYyXt;&UF8R@mETdf|$P#chie0DrnoutJ&997$GV(#6>9I}qpo1kB|Ow-hSJ9laG
zA{UR^vDyL~4y>o%x}878ia<+&@}FALXmovK{EUescd1;^T7qeuFt#I;PuKv!71HWH
z6~4BN$p|vWIpVpAo@iXFMpLoeF-kM$AG;C>G8lnKsz}RIyueQY=iZ$fG|~kMNj{aX
z%Iw9iXYP#!fICG`4Yab50-TeK;<s!xHgF81XvTiExR%z|@SxhG9qWRwHEkVFUkR2;
zu4>vN2HQ)L)sf^)!>w!$P8cFAud@U0)Hk}c5vxX{CmdHPHN(iqk}_*3LRIyV+g_y%
zAMmw0apH2!Ll2YIuEnX@UZ_Xf!=cS^!yxldR(0iAuhO)5C@+U|$;4yoRCj3Xt~@Pm
zsHrxtBW}2^a{I&jhMvTjjEFiiikD6C4c46~CA`G<uDeO`WsU1>xhjPJ0DGlvP8B1g
z)br;hCw-4OGL&o(Lk^&d4BTeDO5?*CMzXCUZC5|WhPe$_!B_fnnIi&tf#YfBx4QdU
z7^P9acT=5@bDott#&f{UOAHdTZ1T!u?-uP^R`&5iq?4BQt*GHAQ{L!jI;}fcsc&Y|
zbr=<JM-)Q~fsUlqQ|bvA+MJrrmf}gyOB@R6=7lw6M3u|e7lB3-nxON$XLB}BO{b+m
z(r!C(%{?G)GhEZeIcWAO6jSJFY5pVBEEp_uE3c#1U1Q@rN!22p809DC^sWKaFBr`#
z6&-7mQBPvkIYIlZ_1BKd{@5L<D!0EPuysEM+sq7>?d8eYeQS-i)vj$_e$OkZ2cR|C
z=$<0IxsXS32ynyiEpb%mrmuYtsNQnrlDWs<=-1kLB1jmIVNhxIQeNFEF)B02HSF+P
z+shZvvO?WM4r@11@WrCb=UXq6A?J>S)=|g8QE5F+=wKrWDM-uHv`c$rQ^7v;RZT_p
zJ1AI)T15jHjB)tUTx$<fuf22Dc&aqL-c!*2JE?yJSb^93N<aM-EqwAJmPR9PaqC}3
zd~ghW8DbP?{w67(`}Zw;_)M0qml;Mp4)yev-@jvrFO0scb=`}nU0i9`B1>zRico)q
z@N3YtPl^{-#bdugG7bwV!LBDq@b&(`a_MG@5qWLhtDvy(CZTU|8s&DNJy>Hk%TpSt
zE4f*n^kYg<<&;&AThg`tC&Z9$O}#OKHlNnHJzL@0T<Xbn1D3YW%sYzcJUwlv*}!8e
zsV7XH{{W3x)x1MvqQ2I-R&0I6=Dhq)ZCbo76mh6~D)yp^dVhi~G}%P<{{TKZhUT5A
zc%MwuBWy?(WIIady%wG?)9%P7;b3xbKZie^bGp~V=`|afudOF(o<dwk&A}$I`meQj
znXkU;f3z{O{6&g;Ndq67oL3vDc!J{nNb?y`_6D+b%`;QdZ%lV~trD-G;<IiqgM|n&
zU6imC;Q67s=}^XDDBqOOJ6toCCA)J`syvI=fl<WK%BmHxd)2=u%NWV6rS9%}lz)1Z
zmc=<?0A=d0m5@j|_N@t{b~|~eTUdFLs<FU5b5^QZ9M!P=^RhD<Gmbf}EgMzUwA+<?
zJE^0`VbJ|WY0qI5xZnd-mgYDga;VDor5r<R-6p13rL2!c(!L{!Eqtv~G!N0F9Datk
zBe3xAieLgJidOIC5L|v0;yR7sxP9sZwt5bg1&!SHlljnGNgSEZRjJ0Cl)2=1_^d2c
zxoGZsUx+>w-P^O===UCA13pnait|h8uPp8wJILK#P6;E5^j!<$eyL=FJw;aH9>+Lu
z#=AH*PYU?f#i5WyCt-jbZEX8`*6l-~#W-T{>sEMWjFFH-5%`*(Yh`B++%IbHwa<hX
zF#~a<%(4!qHtYCT5p$*A>D!Y18ZD<7BCwu^ub1Xgtq)~VHf32EnKnYX^{8U7p5jfR
zNj}`wt2qqwq*m~=G2;MdHR#?N@a4s>WW0?q;~_^i&4|RTG%mM0YR-(8GnT!MD#yXM
z7cQZ=2D%8m2GA9gy7u+2LQ6|HP;F3*ed{k)*6lRZB4+@OnKk170BGVW&dF$SdsOA_
ztqgc>AkuIyPyoIA)OUV9vbRzqJB@H&AlDyMzi+d%Y^+5x^SyE_)TfrI+I1N?im9)4
zYIcX>POO)E?WF=Rcvj?BYvIp|_ICt9s>Wh-!C*3`yj7J~m2PPn&fYrxYtyGnFxehe
zXu_m*-1<{c@aKknVQ1zcgt6pF8v$Nt;va=to|7q-!CLALprFYDxGghR)HKV4me%q}
znSZ!{#=R@U-x%(#z=u}1`$F{IhZVf7EfM9%+fsLqsPoI4Np0Punl?!R<S@lkF>}W?
z^h<xjA>&JMLqL<d`hdXwD}>hm6W`f9lGwl6AS982k_BNXIP7-Q##56@Tb^N!rv{oO
z$7;8z*iB(}VVxNme|Tc4n|VnfP?EN%MM>Y`6{k-ugVfYXkh_4X77d3aWYmRlI(`DJ
zNiB%>QhKtoplsv;^rpI%9Z$ElK1atG=h~X9BmF%MQf$e^F^H@jGP`7V&o$KOUNhD7
zW(t=ESV#P`lbYrk{GwD2dK!{A4EPI@#Pk(Xm9=I+R*gwoJD%60d{5Hv;_@|E{G!}q
zLBXpU&w;!@;%ifJr#x}U!y%(N737v0X*URxr~saGUYDgq9-V9&(ssZfFfU$yFCMAv
zjboEl-Mb@+y!d;n*h<mK9_ZBZBJv2WjTXw=OpEuycXua>>Hh%XJk#u^5ncl)t~vcF
z_m<iZifoxIZj#>R`5!PR^6gv_t6sAA_B{$%x;PknIV<^`{-xqeOCSO;Z=tSlQSoC=
ze{@+Xy61tltt))LXOiY2(bt;fgSxR<L00r4yJ+AkC4I<Qye8~ln(|AMOR+icRf3(>
z0G)iyRQ~{b?wao8<XRlksTs>cLKQ|^nylov-N)loh@Ac7#W!wW<y_*LmvcFGAz05*
z*S$J7mKWU{vbJ(CYS4(DTmkf{1aY9r=8kkb#UpD<@s6#gfUhT;8R`vm&Em~3S+nx*
zBTdJTnDbtBEy97dR~1c=pPS6!cIjD4glapz&MMI6dLEB);2RxQ0XCUBp(8t6r{`Q=
zt>OJwLXeA?Tg%T5yo31Br)$^xZa&X)*#7C{S6^e}=&u!E)-9Gq>5w?9jAsqZ9Xhag
ziRYepZ>?BTk|!hs^{)Q_QShFNuaPE`I>h8>X5otCwLc7MdNhn?fSA|#z~l3)Q;fDW
zjv=ikQ%$Jfg$7KFsj9{E%bJlGkQEn`Lq}9<&P&}M6`q`yuE#xns^zt#Fw6F<artnP
zGAo`{b<pgF4Y+ejnMrKRl1JfJAh=s!zk}`CnR$B_(i5+>WxGo;$jKFPk2=)kb8wZB
zvo5mHoWkW#pfzI8#MhCKWIMn=jdP%OZnWl<Mx-g`wDt)t1m@-O9)}jKrE0ONU8;gd
zQ`WODydM<dr_*IpI_&FQPnj#Q0Fm!nx_+s5VB4dei1a3}lF>5dNspGsdnPM$8A3W|
zjMX^?N#KF*E3dQhZLQ!C>K3R+O~huTx$xGVsv(z4x>a`P%Vq}^joN0iteM5H$~tC|
zoCDIdbuA9}O;RU?fY09pgIPseVL27FWpZzET2<*#oU!>uJV3|hew8xDpbS;>ScMC+
z0EajtoYCxD@lr~~Iu5m5Gdp2UYSf98Y$n%`@M_Jw%LJK6AddN{_B4MnAW`OdgzW@U
zZtLD1k=5zmFS)bYlChC}4Rmo{Xg(x}rPNCtq;N+Z*PlUSHqSJvDh@M>>hzmkJ>o)T
z+dp7<t_t;)KZNO}gPlgZ5Ne(RxPiRu7xQ2|@z$zon>43kJSQOF?-;I%>t7l}1$hLg
zuv1Yli1f`+?bI#RMmmlwliOCByq1Tg=+nWp?oqw*9keiF++~mHSP!bta=2&wtD>91
z*7}OH`c=v}>*cc!E1160H4QP(+U=P}csRyuS`nhxySbhtGo3}tvKi(xw|slkWIz`n
zR3_<00P9ZkcM!enw~@tYd9$q)tVogMZX^mxT|gmuG}4Xz><Up3QJPC~9Ytclmd#TL
zwysmIIjNzC=j3(mS~1vX4=2ilr_#5krzh^C8P!o+3!~j?w&j}Do#RoHfJpr7v9j?e
znQYNtpjOA;1B%DG*6pn<7Sh!~Tnws=bM9-GySkE6a!68s=s2ypDX)uGdGVGaq_lQN
zs7Gm`YEi67<(6^QHsl(^*1QF%plNJn5=J@LI5@5r8<(>o;+2Dgk+kBv%^%15jiZFQ
zQ7m}Id)E}DS~B>(-p5LI_|9JDDXiSbaT7+s^kL0Lk}d%w8R=fPXRUa5#8%A(<Z&#l
zI1Dh~onl}7H}jx-oi1=!JVtpnlf=coSry53bZ|y691sOOF)fO*d!^rLa+t3nbR*PN
z5i*zBIi{WUK^W9d$d*X*;YT_2sjYOW?xhHzl6@<4L-6gz<1Et+u@Un6*I{p_+SnqH
zp>h0O&2Zu|>Xwn*^>Eo;Nxo^l4l)l6NpCP~h}#~bwe4CBD>57?J#kw4j<acQg=AsV
ziu281S8J&mB5baBsH4w`kM9lY)}w>co~-OId|L!jVh8#E0F`9J<IO=NJtSV>jPYEE
z3~*aC;zFE*&!u$Jz)^zO^D#MvY(lojr)j<~u(%;71_Iqf^fXtOJk8M#)87<O^5uVa
zRxySuvR2&sKjVCI&EV?@;l}pVqXYi^$y^ST@aAQKZZ8l@{Cv6TUen_HI~(mT2=xf}
z#<vRT?7>?H^38Diw~A~$ItFgiRy+uigCE2WYo9j6R`%Y;iq!US7>PoMEO)r=13}aD
zxt-&0Dpufw(zdTJ?d_AxpJ7lw{c!i5Jh8jemR~Q*otTh>*B`5Rmg4+uib52O9M_Qy
zC3@2R;px)A&bPlOV%LhiSR}iW-%MuU{qSp&mV35yHO$WPW4WY~Argma0FeIx2;}}W
z-!6NGCu40R?-5@^M-K`yQCl5xf`cox^0^FL@!T5S(0p&L=<~0Wa%725`nfq3fh=B7
zIB%P{sQjs#F(CjiO6f@)byqaK{ZDSw{D0xye{Ht8Y^gJh9E^|8wNci-5?N~@?)*P@
z4%5hwIThqivPHLoxa)(-t!*1z)^v%4wpX%5M<)%CeX&B*RC(3#YNP$$gnFNcwZ9Eq
zG<R078js=&kZCL~;Fl|LCzLVCJ?qqT{{SCZ>w09VuR#%blqh8!wtWRux%hXa_>S1i
z;oJCHWAhZ=GQP|!DM?M)qgpuJMhe&1^Yyq{rP*g0az67PN^Fv>1hmb9I|`dq@c#ga
zJR<Te_VT1{!El)shPMkU=1@a7bI|@Y{gw7TI$6g$daJV3x{b}l5Tt?FR7y&Nlk<93
zg{*M3xM76@sVq6D{=hu_(=bT-@znnSg(Tv%M^7bIl=-gNOYE&6+}sLjMP32sv@WMs
z{oGv_f#370@mm*sl_Z{k3VhwgQj*#`m6e#bGDxcs-1!5JA3btLD?-o1I)&`(<-*&0
zo|yX9{kMYWu((@`nEufU@<<<cvYsZCR_7<QsRzpSCh+Hub=@vSiP~GV{urEO<J-M@
zb)>pyiL96VQ%(CUkIq|@`Sz}I&9tb3&K)CkURm%3Qos0vrdy-O3vZct1wQGn8knl{
zcBc!Ymc1BGSB{M9o5EI_bb@Obk=Lkh2^G%xgT+syp<lCZZiRx7N8wy!d_&eFx)R#V
zQAZ^YAlF}`{6x|9yB4+a7M~n!+!>U7r|2r9g7%K}2$X74TCQ(2a2n5x^(kga1cg}r
z(a_?sC%?MXX5Do=7WB<}wyp5bOxLZ&--d5ve*RwY-~Oue9bd!xrh{@}zqEL;alDQX
z(!C0FX~9}6QYhC_c9e>rEN5(LbL&WMJiLNICWTGygpq*s#!V;L*-q`b&1+=0JEhMh
zXpxlQob~NZ0kP9HW6J}VG}9`Nm-$n<jIh`Ei1Lf;nu(=#U^bk4Rmltn09<S%)2XUJ
z2g_}24_c_}xxrd4F3{MqZ+|VbZ-!S#2Oz6p*KgtPioPJzSz?)m-LT_pjIbZ?bgl&!
zHU*Ccorx44LWAj7qB$zzx%H9n3F2P`c+mt}iY2Al7#?TK&(!s<Z(R6Qdu_hwNR=+F
zh}<x8ab8P_44*0K(T`f|JTv1xcf*baz3V)E;*f4r`1YkJt;}IgwKwiP49!9*?4}T1
zTeZ1f2qX2XMr3@d9OI#{U{4$PQ^gj3M~O7`wzxcbsmS`|bgW%_;cRyng8RdFYjtV{
zb|)?P)^0IfO+K|HrAwY@UNkx7nD(h)ihHS56Znq;0MbA$zqBoUJ$t%Hjk#H)Vys(^
zJ#k$|fum{m+g|9gxl_Sz0jz7{BTZ?!>f!LUD#w{Gce$6R_)=DE$sRrb0EW6te+$~f
zvRKY1Tpw)Jy-UPaI!d&AmF528^IYDi;)R`1#hCNST=cIgyj6E~qB|oRG`=0p?N0Yj
zXeN&O9g@bsE1<?ra5p;j+XEe}jH%F?j_XmD?2rj6dXrR@Lbu)(=+K~|zj>+0Ulmqf
z>eza;k~hsG5PF{U;XJm_zA0H5PYezXLnw7pNI3PX#zrGN{cEl;QaEZtEm~Wh-i7fm
zRnu3>xmCG?qi^evt#m?91o*}lOf8l3jt(}A{x#%+KQjcJ5!6$>#*AecCOeL_`68Z&
zBf%-F$3v~wz8GrybWd|>w(i_=84h^*S0KiFX*{XpWIe$c#dMl4jdjf!D2n7XU)+#x
z2DdJ}LE-NdE;Tz7XLfe}{w`FUj-s2Lv}ZbnYA(&3OefD@mnN)05eY0hS4Dr|Z9~a<
z^hb{B*BRXh%yI4qO5<kxRgp2wg;*Xzq@tP897JA>y*1jCg%wq#cj|B|Av&BLxChpz
zAzd<09kEBVv8$+>&|zRk2PTDqh|3?sog6_Mao~DXzGAmM1t#yYag-XnE0rMRaqUW@
zCmF>%X_Gh^`p~esd>$#@%Td#+qVADq-u`=M9z?8;JA+*vkBsjGYi)TNUB=yVI#()@
z1ae5ps}RbuK3yv&ud$s-!nD2PxRXNg{{V>a&`!2@8+nYJ4A(WOcxL-UCPs^NVEnSL
zAd1d?RdP!3!@g?GuZndWbP49~i$8WwMI@&82BS%Pg*Me>`J!M{`jLvHZl)|iIX&yN
zOV1B$u`GA?=E`%z%7ZFTzolmCJ`B6J%=Rpomfb@@+xYjzZwNsvnEhg-c4s*nWlOo|
z(xgca(}96cNP@^?nMh&Vr{_fK$@{#h2a$>!P3UamlIBG=EhF*89$OB);-^@^IU=0E
z4`EiM)`nU=NS7GtLzNt>Q;do}P%}`;uyr_ZK~}ZgiAn4@OY;o$_Nm~$n%(nnBO`V>
zs=$(<mHg?#BgWoM4Mm2>TVdlnsN)e|M;+9C2x_+0z8=?++QxBZc26<O@~J+=^{x$>
zl$HG`MUcMW#Z6}DrmlkaI_vKY>RLb!*6i^S{;@_ybMnlH$96+!p%t^Fc&}E|l~pGb
zLcAE}83cbi=tbv*yhK2}fa&+G{6qa&Khm*Ri}!}>wYk9L+zr_Z1x6h~+ZyxhT{gAg
zJx0VEn?_5!Q^<H*aL3eEJ++IwsFe(Hfy$4)TB^{t<-!xF_7clalI&-eIq6+ao#E(X
zU~fTH1BC*#^l_$J*f5FX$}U(l0DoG_yzynS+z9P~Xupa5{j1HLYPF{06`}3Xz~Sjf
zo~!q}8oo)=A%7vFmfRe)ZaF!wcU{%2w*g}jOpZsP_Nr6rZ6R-&wv&)E$*L?o@1KAd
zrfW(RWq*9;#A2mCg;^EMlF2WbBODJ}aB}B%4n1fHBsn3CN?{R1L$(RzX1kr1hn*=-
zZt`Td+MU&lk0w@8^{%$Z$0>0VL#*4!G$W0`bBf^@yo>}uV0ARH#(8eI>P<xO^xms+
za-N@g;N1trmdkgc-6T?x$~ysEW~<>1V?&tvw&qy>0KS7YlMU6>at29RFn&;^itO}H
z8EX)#TimMMz)s)ZjN|J>Y1W6ru46QzxyD64Nel{{;{<f8E3+yA>T#O%3AC>aYd7b8
z#8%fB!m1nwWA&^JYry*5iv6Y-MAo_5razedc&4RIKYvDMpELJLIJUBcI}FHrR(;N;
zB>4z1J!+hjNRyPfMpg$LjAERwgzz~%1#c?yOGFMYsL((=q+?BB^BgBiu`DRcJD&9T
znGp){T<&(%)|-Odg<w!WdH01l4i6%giE)596(5w$F&eP+C%sQMHswlCPee}{5n+Rn
z-qp3I__tNE+vLsrl{}-?GHKT{#2vm-&<u6_YoW8!WVcA%Mv|x@iVk?JDmrOvsjWH^
ztnC=t9hQ}^T6l?y>Uw&r?Z)ChQ~1<Z-wy02Pqk^2ZIqn(QglB`uMddy$e|+QF>dHF
zwD+!l^TyXP%0+~w6dpb6&4RBfzC~nu5`_v7zctyVb9<@yYxg%+atwXa20<Rx&T9TD
zxV^^GV;+^zY2Of9SyeS#K|FZDa58@y(VN5m6!BDTEse}}cZ6{nU_bHG&2&?yqbt>c
z$vnz+W6KQ>F_!v!rv2oEifD_=Be|}FR`5QpqGnlOGQtlIpy1Y6Q15`bZsXFsxuNzp
zI3q$*_vBKVQmc)%3dJOYB;u@0a`<lDslkTaV-=!m+8EyKfg&hQMrf&ws*8p+Q|4fO
zW8;Wk>%)(06sZ)`xQ;e+kDCPX@4>H~bx#Xl=+4t>5zlb>AyPFwf&4`CUd8doc`dvf
zVKh!vlTt&FasL1;rLQOO@5EhGPiBholKS0-Jh?i8Ph(2F8mi=vV+N<}uM~0--YZIc
z)hdLX1?^T7P=Ly+?5haji2ncz^ozSM1Ngz+VY*u#Nrp&b04?YbLtK8h@ZVn214@?i
zT-&b!;#~3Tib@fZ*zEfLA`6x1XU!aUJ57?14{~=g6y}cVDEx_TLd3j`4ozj--LyGE
zp-AAd;F{aFSR{bU9LNG=d%J+y_8saZoODNa9=$2U-j=3RmTny3Th!;U^{e)JOw*D9
zV5&03he7HGda$y_SgHV9cgV~MZh7H);+XRrLL|JnEcq-U2b}x*RJQgurm3gRdybn=
zw2f2-EZyCY4gT-=Q*B0@X&j$wS7|+0llXdmHA>@Kyt!fn;d*2NoO)CU!)ul-8285?
zjU@?nV~pb4vKw_UGO&feblinw$f-2z%gsJTxPtOXolZeR%|y1+G6o=R2dNZ?_YQWP
zvh-|L$)v1v&WdlENc8;+;#Jhv#?QnS(cIb*fh%z*<NpBasc!rq;ZGOaJpLZJ7WYba
zv}A#k^fl${x&CKtmhO60sP3NB#>q1)DaZ=g0-^7tGM-lnM)A?I=CR=od&2iX%Mp<m
z<_15QZS^CyKpN)q5jEoZF!l2sV<XsiuE$0Ahk0!a4N_R{;3IFA$(KIB_O0mrEui?y
z1iBF2Sx=m_avixI*%%|~S<0gOMlf~ozUz7(ZEJO97t0Egq+@e(&Fnot8twcoqKm6$
zn&!>z#_y0wF}Ql4{<U-#J_youE2AP?Zk2vu)1Aj2qZk!SUh%z_m%13^^KNm~4i!(m
zd049RsQsN7w$8PSsZutAH)GP_vtKbz>~|x9Rd2P}Ep3^mc+qjgH$(V$uPnRq-lX?F
zdR#Dm%D;4e9cv2e`u_k{nV#z5iO)N#Xyp|YxvI#@GHvUtFL;AmmiJMZ!7CWt;3^Cc
z%CSU+qw?j51|1s)t;Mn+5d%LtCZo7@W*{%k?Ox;~7)O>Slc6~)w_-I@5F1H8l-X|_
z3^Il}q2qKy&OrYFXT3(G9-#Bkcdcxh%<5E%<y#kY?MqR!xEB`JlS3l(5u9SZ2Tb^&
zB}KLIHk}>v<7k*J8y@xMz{Ue)<kV|&P~lK#*R40Iv6r!>y!1V8@4=oM@myx(!*|i!
z+!3F%vBCVh*CTu2{clZnisIbmP86ulYnd0#3#_qD=0)zOXdcG99Sh=qt80sGMhNvA
zQ^v>P!1N7Sx^CJPPZ26I_Z`v5%#v?tfF?jlBONhNZIzWwQ5+7gdS<;oZ7ae4EIah;
zwbL({WJ4oh7d?9QHOlI~64o>~Epu+>1#AaYI6n1Ut}A0n;uTl#I~>Z}sFU}M&fWb5
zOSBasxKZ1sPbr05B8Ch`SdmrC%2<Wk=eAE3KJz*fr5M>VGb#it8eo5T)J8{?jfz;0
zPw=T3RGrg4PhdJ!k(niBNSA_e0UTDBNosQYCoM{@><(lj=)Gu+%Oi1szK6YZ)?OHU
zgSvdo{na|J<J!7iFTyZd;&N6{rzHm?=zZ&&c-m0WJC2S9a(vQy9G;n^8RcKJE2L)}
zu)wcJ(d}i?6<*F_oPPo9_*Pxvv9yL)w__KUa?v-;zn^O3Z+uU7jU-lclt%l(IuFjc
z<r=t$?!6Ams)acF$sU=g_^U#ch;@jU?I(dXxWlj1b6Hxqhi29^#*;<7j_+vR6bwoi
z-FlkyAw03+@Qlx#yL{NE!GCdWGTcXTD497{R^v6*PX?2_JerkiMSkl<KJwD*Oe`+e
zPc-qg_BBB#jz%79k?rbhywd(7O3?Wl-K1KKOuI~sp=D5b``tfEe4Y^S--uDpiK>Wi
z2hO(B5xKpGP2YufMhmIR>eZ(1a8g`tY$n~l)g~H68vq`i>P=I_I=+b8uI*-tcXG`c
z6;>;?0|aB#`qfGn*r;N8o#af*Gk}bGcI!<sY{Fm)v61C{;EC5Y7oMBIiA%TlyH;ND
zs!7V@p@o1uxKrHHJSuP#IrXQuBRi&(E!jmx(@Q5RFgg>CDOubnbjK=NtYkYgH>Fi%
znB_xZder19BMzkZrX+GVD}X&(wDmKT9FccR)o-+k7HezCVJq2NgY^~E{{X^YW3Rxm
z_=`;#9DS+*wTIMmTu+y@<yR-UH0%tFw&Hq|(u<g^8mR1ax`%@8uQ5M{?-uqp=@1~u
zKj1xUmbkRM(=J*Yh?yi)f*Xpv4dm9-0|d?)dU;0}{{R}_PZpWtHu}_YT_G3}ZN!7<
zfBMvO_ab;{(v_3B%E-)DbApO7lH7m#>B?hKxtKBRpyZnAM}_RQsY~eB>TtR8<sn}^
zZ~^OBw;Fxck#n|ag36zJaHQN?Hia3<`^v~$c$wqQ#!>$5TL`M4-~;behNdt>Au=9>
z9xAMt&E}aLoZ}luHJ7uKXIyGgr5#nvmkk(VbIoSUaU*=AkSHExxi0ua+|<ZoTm>7C
zV_L=vJDf9q(cNfN5pTgiFV?0^LVvtH4@!=CGa=xX_UTR7_{(RS-PxlgtjEc6e(1?2
zuIZYNrKij!w!4xNKe~U$sYal2kHpi6IOLpEtu#ZFQP#)eZ7Tf?8oiQ-J#Hc6pHtSP
zo5D$Z0h>d+j_p9)Q>%gWt}!J8<w4J{dY%i}Z00jXD+V5f<MG93Dt6Tpor@QiH<o!b
zK<G1!k&bGCa>ot9^scv0@vBarMzLnMu#t~3NLc{%&rE(5ZM-|9>xyL2FJp>sqS|g7
z=rh)#Nv+UFSE0g?Sp1-mb5q9xp~?B1u4_+F&@~M+aJzxy!RqUb)c^n^CkC(DC-9cx
zVX_rpnoJKsDi@itmBKG?dYH&ERx||nEz+Ya8a8AhoBN>gR~y?>TJs}N<cC!x`qSCf
zPbYKwFIsY$u2>>2)$LlgItjT0D9`H3I({`1s|aex7)iS&b2i#Jr;rfgLE|~(3g~p-
z51XB!y2ZF|4Cfn%(DkibeFjZ3Nary}e+J#Gsn_uJH7>0NmiDId3yENoKb4?ywUql4
zT$8QsG=n_|;9&^!ReGAX5zV5g2*+;TLvk_ej@454TJZJ!;wy-Jxz7ez2g{$OaTmJv
z?9q!=xORYWKiaCu?|~div~_NBO=TPl_@vD$<EcWQEja3RdY6N)uX8q+dbe?bovKFl
z9;6E7@1T~!gi}W5Kyi||&(qed!>C?Z%C8jCB#F@O<MOVrPVuZ7jAGARu}RUetvq;F
z$EoZ3S40&`dOcC+`)O2nXAc~)Z6%4_??`S&>=1EX-PeNjZCW2U!@9h0HV^tK#`DSO
zy=#xvJUyyt%s$&^DkgEiX~t`&5`_2ACsM7g61;Z~TlXXLrD)z(FDr*Wf}@I9noXzW
z3)i(>^2jP%5vd$wt5R{+(J<z-w#9!e<S4)$lyx<2ZJ%i1?I#$=dbe+D9Ars3F-4wK
z58g2L9lo_C=C2LDVzY%}Q|NN%{o~W}0;xk?LRBTuul6WoT+YlCb_be{d(a~Cpke~_
zIp(R!Jl90;$N<!21YGV19;U6-X<8(5IlV;-DRAt>p4`^<jpHp-L@KuT4(JX{Qhds5
zpAk&wamp`pcqX1BRd19rAKtEc#Yua{v7+Pfo|KyBg?v;(>sDsUa=7yop>JPm$<#g?
z-EA}Ilcnvc$p$l%isT3iL1Hu5wQ6a;BGfdwGh=lkK7DdOD(CifA@DOt6qmeaJU4c7
z8+o9SSR7%O292UO!()DM6rO({O79cK);hhSTI;rHBXl!DFu?knFMb=vsm1oa66lmF
z2##JDpXoxXqW=JRtYsV%sj4`LfViC_MKZZK+ZfJ1wcKf*695UWz#TUFAI7NJi99uM
z@x>ZMr-w<$1dgOX0;In2@cTN82ujX)Ea!5s<y_dGYgbB3L(`*#qd{|2)as-*Ru-OB
z#Bupw-977v*7Yk}S&Qj%G(e0MZl8r=U3iA-WpHFNvmBpqrDuhb;e$%Y9-V5i*cnoM
z(`PO#9NXogu=#H!o<eqpC#h;YpyxY?#Yi1vLKO$p)j1|<4%qTr{hpQRq@Tih(!2PJ
zZEzq!a54St@+uFv+_M7)=<s-xp*0bSmklT1{KZVJnBWlJ+>idXK1lAw<)x0RL-E$L
zrN$z-oLyV=G0ZY?T^i~h5AiI1MZ`^~T{rQA#(uTtgp<^U9+Y{ks&?gb#sM5xJxn^2
zx(}^5Xm+~S!`tg9KGR}W>em5-uQ|!}?_7=DwZ*w%EKIvj8zUI2x>t$yJsFtWT*w0v
zkjEnf*w<GFi?nTe+*|9~YNPTz_<_Rvh3lG+-a-4?qTxC<Hg;#6l?>lMK7%w@b#dUh
zuHus8K)#0ZG08?CGJ(%ZD^*$@&3>y<>a{&j<I`>MHHrTKsFZ*DDq8u_E3=YU1GX#Z
z?~cKn!4^S!{{U$x{)?8p9@fI*bT746AI8<TBBv~@df8-Cr*_H<G`8e4VU+f6{{WqJ
zUL5hhxudeh=K1z)aPi7FFW_pWhKFZ&eiD1{CLlg}3g_~zJxbTZwvc&xZP6|i<>g>^
zAE3ozs;g*iUZhmHZF8i(gTr1d)5X(66@}BCiMhgu<F#`4zYaV@qyu$krr{BHZjYX$
z)4g(&UfdKBApsO)AQ4?BhP-X9_<R5^47P`?avX#GYNDT0DN?$$5s4nJbz^TOiGd@P
zxRLf9<JUfwRzEIg4Zp8;@AW;a*;i5Umyc}(clOI;bT|%1-^Vq{_>bW}p{HWwNR#bQ
z9zg1G>%~)ydJ_usrKFM1rIIuyp^f&D%Z^Xs>OPfT(@$`G>4-#A$C<`|3W!`@X}2O9
z>uEBlA3p?Dr}J-{e=x=U<`@;vE_BaUmMWamX%+7!5==xxKEtI|TSg}?!Aa<+y=_Ak
zjBymtC#%0-z*lpkcvjMTXzoD|k-#Gd@y&Bq#=?TUjcU|Vcj$Swwv&H(I7ltur>AP%
z(tIuD-4UwB$}`5+<MXdhwX};)LK-;s_ZZ++ZBpXQ+BBF<0oC{e@vk-J)2l96A{4#r
z^eE}N9*?IpT?=@mz|Qh>v+$!*@rIRW4lOPcNe2K10~O{vuZS-tmRN+?h&BLEO35s;
zt`~B->${<@xMi-ZQmrGNtyuGIbG~1R8kBcLH<vxI;Kv}~4{F_y{t+)3T7f8iI`xiA
z1_M8d736!KGluz&Dn`^~QlvTD1~4nsrxgn%ij--%-8&tAx$w(b(j;q}R2R17lC2*u
z2W|&i<nmxFlcb9#NMOSp*7t|}d9G-T0$h2P<ns*Nf<3Fdwbncr;`J%1+bxasoNmrC
zYpPV^CGMQ?sXAWrS3HzSwMbFH{c0srA9p9;(!C#E_*Zpl3*BiF8^}71q!W+AxTn+Z
zt;Qs_bY<bPI#x2K;j%jD){Y}aQ85xXG5qOOVhfLy=hmAeXRdfW@zSfY-f<eUd(<S&
zD^3y6w{>p_iCPlMJFE3SPioIDt;1x2*i?%Yn}Kpj^r_5aZa(UIRo=%WsLH3kZ@j63
z#YpMeo|4HLuuKEjnw6xDMi3G`Dk-HdMnE_i80l1{a|cZ&sKj<x45fsMavMDjcG?Gx
z^<5$#vrj3zfx6q=E<gvI`qvn^KQ`<daFw0JYmzG6NiB(`2yE5QPMX)j-Y)?|jUxSq
zNZvfQKVIKT=e7R;hx)FHzI+Sk+J*lBT!b)T><3Drq-d{v;aSS}_pd?IrMc2A{DgOw
z3}K^?76g5JS0zkzA@18#s(Eyvxzo_|8$A}{>>!TanTYSueQU7Md^7ekWS(%+5zI<9
z;CtshR{LM*6O}=5mNOnUsSLTSKNQ*O@mnj{t4VF%XingMxanNeb?bYnd#0+b3NgI2
zW|jV}rs;|0%*u=a#9(rMm4|!cDAk+Gm+xTwsz>MR_+q%Znn;+*aU&UX(2i+~H=0Q;
znsCeM#b2o5i-gvU)YNrJFICa9;redi52a)9nZU<xYIT?9+JGqTO+?u94&1lBb;3M~
z$ii@iN6hyXBY6%~bnn`U%CE~N81@TG=E&={7ijK9Mo=Ln9Q&HI%%>iRU}tlT1s;Z-
z6z^{?Vce`gh#r3mngnJ%1J8VBn#fmh3>fFGD!G?Hl`H8ZsL{N6s@TQ$Th&YJH~Z1t
zbNL!e=(HaY-0su%>DMRj#Uq7`pLaY8=a$?UiFv@sYNpaigeoZnbYVv`Y~jS=;T>XV
zYJM2i^ws_KyrwcTt`zM);P)Q&LMx_?e7&Aq4z8n`+|j&Gs%eX~N@Ta_(aZBGt$Akf
z*NQO{qG@-1<w2A`hyMUxw~9?_awk%oyVV?a<ZuXV`<j_odgJB;9k~Ah^@`Bed?9<K
zVpyGS;5@6sGgzW`jzE(s&tcqFa;Da()}AU8(6bb0t8L?<em^f-d+>5jeY@0hOjr&v
zPK+JBc8^x*YZ+gu(x$CpjKALp2cQ&zB`4%kKMJ`Ls)EQeeQH(te)41*k7;d<Y2oWh
z-YCzCEwXNvi1w=xn`CC+8Rwxi=eJB55y<vxqb<NrKJoPxX}K8AGNV0B5h#SIieCB3
zoG`1g_@d*=HrIP@;V14(jE|>$*ElmEBoYliHCT@;xYejwb+In26b`L4&kyT%$@Xc@
zg~<LHn;@S+c>Jp)Qt-Z|qe={rmyL#1*Og)Gn$D8sBIFVX=mlQWd`YTV5UDQfbJjQH
zR*OT5QEFF37^B~i;O3-}8Xy#7>s?j6`UbE_x<|6QZjvu3PxPpD4+r1EhI?jP=z4~T
z=a0g%lXuk7%`=o(z$CU!Nwg8trf8&(DABU8>ygr{J7a*^KT2v>*b+mqp?dRCFeOho
zrk3Z7v8Trgljf0#9ffMNGL_!M1KOktPdKUCA%TU$`qK+4@TWgo6z&|hL}o&x8*xb-
zlB9v6CwF2q#SX-<-TG9ZZBlcBDxRv$l)9s-(!6P@T0kJaDSZb|B2kn0cda(C@W+V;
z+j$pCynZ~n8{{YJ+PD>xLfBN`^{p#AId0|%ta30E4yL)PMMqR>xtwoe&avSAV?zc;
zjit662@qvXWJ7FRWJdDJJ7cAKc8v}8n-axwDQH`)a`Gzm-j$<Hrc`9Jmmfiz;CY;4
z`FA}UId3xOsj<v>f5TSy7RFhw#F8@o*a-Q3k6P%aywfzB6prMD3b+FwIW>!_=vu9W
z3wLCy;Pd9i-nhGoE`+T$^n@|~{{Uagg%7Md-%iJDs!+nKLsO}{@f42D<raxgKzP9Q
z_pWmK;N1pNH<ELcz-p+Id4#s$SN*DYoCKR<U95N{^{%>jc+)(J^7hZ3Y(pBv6dZ2r
z$3ah4eC0UzrsPKCZ70;VE6XIwwG>9ar@d_5%p%AqoR;~ysDXDpf~nYwn82Wn<eyPf
zM{dkI1MWHs(MfEz4>zFOd#UZ4{T-e*AH=;)b-GWE^%x*qZAB9L(-_3d)7v%9!>3C#
z5U!kcX5bITt}9z<stiO+a6jdv{n7Lt{<Qsym&8o*Y6{6*>h63uqWFRcuB;U4uQ9?$
zG1#Zn<n`~;vGrdL>Rud8ww4b0Q=5bHzCA}^wanb=H*-nmGrn_>bNq*D=`?R1YWjB6
zl4YLX8%$G-<a<^PPMp2ng$q@U=5tSc?ea+5N&C&*(*TP(T;tUBHR-}%2zbgN6GXap
zpv|{(jHx*5SUw^6W2tD$E^Xx(aAP2$!KroQC+}zujg{f4$vTn%OsFD=p~(4{Bp<wb
z{uDb;XDLgVWL6ymQjpVf7+?&X@sGx?`fhX1PMcRATroH~_B9dRoc@BQU7<+G3;psv
zy*t+ajp504B}pyUDE|P&$AkFxtSVKFHF=swRjPjtT;`)$WpnZt^v5-&rfBm>T3I7v
z2XDJxiDBW3YXDaAA2o>RK2Sf#vNfAnH03f_UJedSY%;aVvA)t=kUQz%uO4dhvKgT+
zgKjoS9?Ot^^}xaW4+5`hUMIHFn>Leqk^zEaJZHB(58+%6r>x6#*lnY4LWZ+cNdEvh
zW1myruj(pt=aV$4kA*05P&>5o>A67$t!EY8zIuU%A46Bqg}gW7G)K`d#g*1MhH?QX
z=z7<l#1=90<(tq_zMyUKvC5Iq1IVt2Mg50kiDIWU@0yywgf)!{b`#sPE^;MN!4*O<
z7lV@h$rZPvc>7qiD;37et4^L=<9Fp<B!BRUc$!?XI&Ir}un154$B)8^)SOkMYe`dj
zqt2&%ovOp$ql^XXk6<gZ)_en~S;yx>rsg7Yj~MDdt#Yzk%Whd^jgf~^M^D0?I+1He
za@VId(&cjtG0APC-@Oh{45;VUp_SRVR@~mIG5OO%g<uHY-h#SPcDp&Gk{4`@3ugdO
zWKG@oRH*~MG7=a2qM!C~#1cZN>Hh%NrOc6%gsN&qf_dvo(iC4z(DSTrQZc=~x>Q(^
z*aqa2)6#~oxtyUE>`evr<T3+mBgWa`vx+I(1WGp?dQn-nx+7JHl|OYz`bXnivUobo
zq6Tm61i(M_&Pwpry?a$Ja91ay4wdb{9OW^1Ce4AtI*JVc0NXh$=cSA75@tsxmL?H%
zyFKg#(xqlty4D_ih}0)NML{7RUQ2w$<W$pH?1=1MY1WpFw|v;Z^{i8ZS{{sNP3UKZ
zZ2Z9eO-me`B-~Up4utlp?f@<F)Iuf$HGJ9%bBtFZFP|$mOCN9zbzUFw-mRm$s>$ZS
zya>;wa?sn)Dz?a+{RMP-4~CNDZn<V$_UTzpyeO--Z52+WZ54CT6I}4Wifuw_R`5f0
zCq^fn)eFys3wT7Z>Mro(Dim-9J5BJ`lWL*%gCOq5HE!d^DWFNUCK6-#LE^ZUVye%U
zE9P>`3o2gpHzLw}8*8C%X(JPmKKpj2YQ87abhz0dVD3MF9)`4Se0QVk>MgEFg`a|R
ziptl%7)7Wdy3ww_W6mA3pQSkE6)_X$sP2XJsKtKsbC<aIjW3kS@dlIl4mcIcUh2Az
zuH?%x+IiYe1xu@VUsKU%WxBPL5ATu1P)FRm0QtRZyXrB+y&_#X%B%7g5ens4ZqFxe
zK`@M*AUOx6NhEC^0ZpgYqg<gUJp0wHbv3BtA9W3ph+b5K(=`~5H^wu+)}|`#*<()-
zAz|}ktDls?(wEwL48c*7N7Pf2;bS4A$YI|#9P#-_?_^XbYc5xVR~x-il&d&9M`Nwg
z{CTTraxUAZczeX%4R`u?jyy5qc>c|)TP?N2j20fX;yVc-v8hDnFgEdy;B#G2t8FA?
z`K0djJx^EoSs*6!MY>yybMrJ~l52vz(=KeT8abhOR2+Qc2Bp#bXRGM)DT?9bP=4V&
z0bZA<c+*AkEwH!NEu#_<f^mcS)~=N*zX+pNtYyu*JeA{E$lBQ-twAFU;Pdn~>Du4J
zOMCD1jS}!GH$GW8{cF#4Uk~bfEdEW+yRW0|;MNr|GlJ&6hjcS2)b|YCnIyAg*i`XE
zX2QoFeuAX5(<iuas)up*uFpl$+e|`kRaie<b6$09Olhq*I_c2UnWLMv@VwKEvD(L?
z<2kO6Pw=!hAT`{3vN)|N?kuhNj$~HH-On|Zcj7jVCX6_IbRYeC^PPM}S7@D7<4!#b
zmzylD{KPA?bjJi&GpKmF`P1z2I0@5tdZDOl6W(xGh4coqc5Of7U6^bvVy{zHWs9#;
zZ<Q84*1@-&w1=I|TAF`~H5(~|8<up&Hnm}tCYr@@f-Al*+a7gjPI2X$(DYk<XTv)D
z4Gy7U6nBg;vkdTSGgJ6;aTTxH^vlSuqU*IdHOC{7_f9KUPS@`A!~40|jQz~yS8Y19
z-jhd}R{<!i($L7cwYsyLWbwRh+%UyRk}d)%8Sh?)Z{rO!TDKP3t(;)v8?l4=)()xR
zB$i({N+ibIgfy$ugVqLkd`(IY)e(Rf3!dJz=%DjY9Qu<^mfmX;R#@5Gb;!UK0J#is
zr1M;El#%Mu#M7&(JcL9x2?xF^yGz+WGfiQWiU{N77^zXR)Y_%n_e3kkSm)ZBta%`E
zdQ+7$eq&OdsxZB2^9odN@et$t!#>p@-bm*I&{7eeX#+6e4AQ$Xr3l7e@vUR6-)YXR
z6sH4?r;tT$9Yaag?T_0nk_p@XS`S~Pa!8EFEOyk25dG#P)hdoBJ|hW2tge-rw|U_U
z$B0W|DqKWHeo@U~HMG{Un5RZ8y;ZoyY1nF)nq+{%aCZ7<BDG}Kbp1*{F8%-{Kl0IP
zokb;L;e~W#%{@`h8>Lj*0aNLUYTpz;H{Gs=e+or+Z|7<EVafgj*15aQCihQrE@EIl
zoKjeRqK;(aE?Q)A&eJ&&{nOaeM-mV9hbPjJ21r#H%}KCEPW+Qg;T1(GzG;w2wF%qB
zMr3w83{=~4*~UdE85r7Xxz1l=$W}G${9g4S45PI_%f~evtK&Jys!}3Rum_D>alvZU
z)4V}_rZ_O%5TD&{L99@!PrWY2Bc(Y;Eox_D&@8-9p=%4}YL>zoPabT14Exh>JP2n7
z=Sa9qh|fDg=C~Ab7{~Ed>kWGQPMAq;BQ83O@mNlTmaq*=GwHM0%*iYati4V+s?QRr
z+#7Hm$4c%r-xyfxXd%`u5QE0@IW;ZsgRC_*X|%hLx#THeK&*YEi?cNLi7Qz1_u5bv
zIR~Z<R}hvw{Ht2pmxnbiEVE4sU=IwVip%ny{`+k{mD33=(;+EO-H58{nN(fW^|6*w
zxT)muD_=s<roWg-v5zT!_IuZ$*l4y8Lzz@Fd-kq8PBl|@J!&~rr5niMwEqANTr)!?
z=u#FS7U{)xw;l_LA^T31c)Oxq#1qY0zSLl{8xlav(z$I*#Il8*E#zbjFmP*%6>C<O
zn;jFUPYoVX_Z}{})1i1JRhnLzJ*%9XS(@d%$(@*=;RgU!9GN68%v(LpJnhFpiu55u
zoH}Z7*2Yw;?ngvyS$MNkv?;b@<u61%E2p&Ad_AuXy1k-BDH!t;j%&|c{Jd}~AuiMV
zzP`0n!o{n{Ly1M-bG^R!bZ!-{G?~&!*ltztisNr|oBcXcw-7kn#&K6P&k*0~atR}u
zn0gb%cKT<ItaS*!&#BrW+%Q;*%i33?zNk{6DQb^5hHay6L2p*8D!aJ@bAE!my-&fK
zR;L49=~7^Iz~`FfuCxtDN`$q<PSGE`fm+kAPNv#FGbuZ0iYX9~oczo`xzK(!ZWfB!
zcS(mMpdAHKTct?IV0R9S(-mFhc}`kRy@0^3>p~0NA@fgGT)Na+P9yvm_(fAHOn))t
z^PcpgA&v($#7Aj1k;ZEoP3|~TjmG(`4%HofDM)em^MWz7bgLy*1^^XYoSf9$(pFm&
zM(?;Va)-9wE2GmqTdC<~Ry(F>hg5!ZT)N0ZV2sq(_R`%?fsv1D#;hSFskACW3eZ}f
zoezk-KjLUvbxSzmoD2zbfuE&gYMug;;uAKNa+AP*>}WD-ri<b0JGnD=aDHBqgMw?d
zOXxH!U=_k391QbbMN00B?MCeM@c0jD4rwdg;4Jh*rrodhoMoAL^4#qhuEIYPX*O1v
zLLw{oVo_3$7ic<^-bM5S9Rs(mP`&USmZuZkX*c3WZa~jUslRO3x6ta9YE)s%1d~Qa
zqvOeDE}?N3Whawdjn1oedog9>Jpk!fb#Dpkx?H91B4><$7Arak$R%@w>0X^0G+`US
z@NrdY*3w8w<5g_R+ncG+Q%O9LAmEi9g-l~efhX^J)k2%3-6u}f(4}*U#lkxgnWcUZ
z5Wcjj5@Zv}_p2STfCVt16{3<R+71p!P6Z;&BP!hP2eGEP!f{cd1Z0ksnon~XN=xB7
zeILdezK-C>a7<m%`2<%}Z{lAM_<}OG@C$2`$C$k<%zBN)=g?D@Pb}neeJcu>Sj$-M
zZATeap67di@cvc?eI9hViTNY=tCYC0p2lMh%mz0H(-hku5o#K2fugu{1Kzsp9~oF`
z=pxoE)yd<{92$#MjBO*jobdIx+~e6o;O9R<QOwB03`RSFU8UcKH0@0cnpM^q^i0<)
zsd#Tx(+M*|S#$S*s;8-)TrA_PHZs;N{{SkDi&6<vF}5+e#X`<W{pZRDYQ14;B<++z
z<^KS9*0Pr>)WZ#ht%#qqrxLQ;yzRO}ob(h{`r0HzByu~^T#pd?A5%kyc_C`Hx%5B8
z-waFQzYN1;41pw$>1G-4gmI7jdcJnmd^4>0cIB4p1}Zu-u0?$l@i$(74|sag@fUXM
z)QyL+M?ccJjW@;GPP+(>ZH!3fIXc&+Rxy+JkDR3n(WmVquM@=~zC(p@cMhP6ejZlq
zwS6nrb$<cr8m48_fP!P~#bJNKvD6?trnpv7*+**gEAmqJj=B%pKF1$vrmftns@Od%
zthDf9jaA$S2b$<CyftNE8nZ?F!PSYP`@~k7cgW40amlX+zA~*@a?-i!Mua2p$ez<n
zu!`Md@<O&bIINv!NHn-!NZ0~9Rz9oaI6@yFjGseXW%jRmsWI~$>@|374SJI1sPr{>
zl}UT0`~LtI-A(eOg$8<x!=Cbaj#@&@d(!=#3g^8;v?1e~_o-5)4I+*?;wsd7>`xTT
zgc45f#8*kAc>e%W(cM*L-h=p9^IU_;+ceaVamh8+PEHQ!=ar?Q?pkNW9Vf&V;@bKc
z_b}yT6qnx*w5>%A&X*{TQ^*66UM!F0o*0AeT_%g;EB!5%Rz{HrVr#ZF;Za&<4l}0j
zNt5fI6V)`9-6SQ~``}kOBxWT$k(bzt_02cO);hM>F7{;bRP?JlpN4deYT3TZ!WTU@
z^fcv{seB9}n7F%CM~O&!9GrU8UU3{K&2}2kgKxC3Nsr8kbSf*G7J**{N}qb<sfL{$
zWUh58%BHE6Haq;%AHtELA4<0B0ps(iWWnOO)SdK3@q{gQMe?s&V-+;MS<gKxUn_SA
zxix&rZe<(E*oY_`ijp~<P8T5hio0o|U0k*ib6pLuh9kEENzPxmtZHKE!)?y$7)edt
z>@SBewV0$=j#p^cs<n5|tXgVtt-h&lug69h1M#jo^$2ve`2fJ}SX!Tn-sF{pZ1)w6
zahRIgbTq|b@bvxYZh9-}7AGRgSkw`ak6cHHwGC3jXSYa-Crp8y)-|5Jb7>~v<&U|p
zhR4M4-JdS&V{YJvu9`R)RGr@E6>P%1A!M#`jV!yjNbR`#nsT;ASmwK{&kgB1ghj2h
z9L>lhpsrg|@V=#|p^)NO$91nld365DF{7K)g8k~TnC=MqY7pNyH5TVd0DO%0sYcVq
zan6*f?vBcM$k)~^R+Ek@JY>{_1sx~@CZhH?we$sC@C6G47vynMqpV}*6xX;7(~4Zp
zkCrP&Jg1X}$g4xdH&N|WByAj4V>w~TBvW(FYU#T>oY;z9)mfdEo8n7r$ix@%DO1$2
z<MXC!9vrdMA9kAY#>e<`*0|u+qh+YvTCg#>$Dyx6IH<L09#hL4pEW61ivIvfzSAYy
zEMG6E=QU9#8N*~6>#cRzrc$?x4;|>d(scW^4FJQxAc~pNr%_%dLU^1!tuvG_o|Gu>
zSFUtB%W~UPI*#I~fYH9!QV*f7IntC5PM#t)71=rk9JNYH5tZVru^7jCkVvY$fmk%o
zm{WxJ80g)5R7_M1lg&)>h8$IPP{*36`IurTC9D8Sdt{10dBF#oI8Kz(`>Rxu#qFgP
zX&M&Vl=e&-8H(-gTh^W~is?i;j7sa%IIcJ;eho~cV8v*p(ak7Aqq<t1)95;GrUce9
zsxcYcn#9yRJE&RYvTt8dD<anRduc;QD=F>GbyglPaH1=)7<9?3XBPD|N~Bl3?v6~x
z>eygZk5No#^shr}eIHsIl%hYiVQQWbo+dI|e(`+;WTvn07aFOn9GQ`c#%LSg<>)HZ
zmTd%uWshrm5l9gC>Frwcu7IdHJ@hMxam77UCwi5XDB`O&OJf+P8DDWunvRGZs~j-L
z(uGA7{{SsQ`kEHrSxy$MzcUp|Ph<i>qoJ)!4Nmsim&lak(=`RYmpp(0896v771rDM
zI#{8KM3XO!kZX#)dQnzv^eAQWsI4sxy%SQnzJN!3hhgivcr`uegY>(j=UZkOI^c4(
zp1Pb?3+3Du41={~U3kt_l#5e<4|?)BF%zFPEfL*MFQtU{@2R76rfM1_Mns2vW1Y!d
z?xEsq`<Ds_mZO8(w=Fzt<^dha0G_z-SLL(PwRAhtLpMVoU&gkKy_@~?Zq6J|Z&5o$
z;AGTI!j(BK>J3#SDdgmy)zxYq2A(|0W<xJgT&>lO<&>poiGdyQUZon8X1&ADmNC_S
z@P{OhFe&cpi}J2onHyz+Kb1>>#F5Qgc3`a4%49RQJbP2pE_fNMLLJ!Sn!jsgqCm2c
zgRW`Ht=7g;pCoR#GR>)Pm@5(9riRtW%y<>EeR*kb0D{;I<K`p1VKvLXM{2rrzKqVD
zT9p-%sRxN}blAjDw?oEFb=nV(?XC!mQ;9)5ZX+Pqnl>}fH03zy#baL$PN+hgPVzl}
zRPgtQHR!y{LW?OKRQIkUQ}7m}Vy!GA%!qObtXmyQ>dm)BDHuI7U8a}gwg|A@s47P!
z*8`3x52PK@(y8+tDlCw*M{pW4IOI^yKI~^c_3EEz(R@J`LLhVf-nGqYz6qKpV`GM1
zxvi<=p;6jO%*o+grS6=BapYx>HGacKn)*So9DOO)`YqIVVJ?T3p!1saEgCy37}Ups
zfyp%(yjQbc=B)Iv`84GYX_*>lgd#~dTq(vqDto;SI}p;s!|969)cjRv8ZrZtJu8XT
zyjd*3#|}qo;h_vwd0p&wsu+AMIpw(BOH}e-Y(ry?q#DJ!)b1{a&oeOWGgX|)JcZo#
zq%jD&&3kmHLOY&Se8#M#{hP8C3$tXBD^|x_y3?2&d7NXOwT@;0aZwUvK9#eh39B=K
zPD%4K(yTrr$2tprN+gjF1mdsUXu2l75q&;Hjzh@iys9<WbKlmk+G-aTatDT1TzVSi
zsezPrq|S<XxZmD7O;5sC_CqSZVh-R}H$A+ON&Cpydl6l3m*cq+L|04ZFHD-;d30@R
zJe{G)=~%+0N^a9d%9T3Wrg?ie9Px^P$ldF;)chRVjF!i8_7%-sX?GUniDDoRYVV~|
zGFN9MTrA_Uo;NY+#YyCxRe=yi;*a6v(CRg@%;~kODY)Cv(=x)Qb<6N6QZ*PYpQUP=
zwb`DR5;RBq)cx2v#sKMx4<`|=Sc1w&VV*K;8O|u)mL9GmN))15vc9^vV9?4}9jmIb
z@igrhmvs`#q+{l;aM(#11aXRAwk%m!<%M!eSNIRCz-3aP`LQqEE??<(x3e_Rkgk7+
zwPwi$#gE<2J-SmLQg%B*z^icT!Q&A~pn=@cYKdN2ofUHo1v&Cj(nd`8w=*52l>@C6
z&@G*f`z{Dv^~DvmCl<6vnO=3OPn+5v)$ztQm%(;OfRc42>Hh#+<gY5wJTWY@ER(xN
z2SU6W_HT;79}L;#WDDf~0MI0_G&-_bMVjQzD%4Ztr@7aYVckp`er)ROOxjwEPGnKk
zHEluSs}_u;r9*lXUR!nI@bEGz`M$NuT<cP_`_b4RT-P=Z72EyhrdX^zBD~LX)NSo`
zNQt+bV;@6aXW~x<>d?s30@Fr$7_8kN#&=dyVrJZx=sI7F?C;bgGLw!~jeQmm1%`Ut
zQ|IgAu@u#}M~qEtED~*<8Be&Ugu?M&(WvRVUbLinO0ph=S0AbP7UJ0%?MQX4F&GIg
zU{wrtDg1gfgm+*tI#eJMc&!`T3GJjSG-XKks+)FlYk|U0-5qYEXYjj`2tn&h<q!`v
z=6rKeH01Q9t0mbYGxxcs;HWrmwBn4-ns=94CXt$pdkj}(AgdK4p%u_+o-V%ANFHfr
z9gSd+qL^?`9M?@eM5*j&Dk^)Psiyei-v0n<PDdk^ZfjEONYZtPPQa+=kixuaGZ_x7
zN7A>nzY<<qkO?j;(WQ^4Jt`xXcsh~RlQngJ1m9W{Bm_$rs*2?1ifA09sLDsEuT;`?
z;dc-&cCj3T(w6eaPrlEdgD1EZo+>zJ2P%7=I7wD>P^^zFx3Zq*K(WTmE2^;4t>TC*
z!xDSeyXmQ65qol`G1DDul+?Ak{L+ZHBaGL~&)ZgfsaX0J@bs-`bD$S-Y0dkxDu$ur
z7iBv!&2ue%G>7JF(|MDrq_B2(k)&l(ufptyUS7#?`6j7@&uW>#&O6gU9qY0-iqOKf
zG_-q+KGeo+bmJYxOvGb>P&dqLNVj{K@}_CnYgcxJVn$^hjdeC&D~9DnQvf|wo-2h_
zz@wexZwJ=9=wqb~*^O)zCmoMPz0>sD__r9)5;!YdR->g$X)AduS}=IxrM1*$w_F!E
ztCsq#a!H9_IqYkqb*bVVk11iQ;hv1=UD%v5kVmaPHy+j63p+c=`H6m_vG0610~WOB
z+KTyQqj)oXHfZ54NtkjR_oi(%B=+*#Nw!4AB9YwJnL1OYq><~x5l*Arawcj+5`mLU
z4h0P5s|&NWI4J5y!9n0uiz0=_C=v0^Czt3&Ht)HW?C%sj%aMUo!*wb!JKK(et86}$
zecq=OMom2kuH4n8j*`z<!i1L?KDBb<&c{&-5UR*~*B~wz9QCKA<cQ&s$j7~H?PUHU
zVTYwnUK^WNo*B7~e{{l6pssp*Y3<mos6ht0eLuvTKv{F1<kp*9SYM_JD>3g{^2MzV
z3b=}pm%XYu5DD*6g&5@5S99TXd_B1w_N-gI9`e^aqR1WVno7rI8qld7%$6TE1uo7h
z;eKPD52ZM-6ed@&jJ0GSW4$RS98hsc3BjwmjOeRb3>%MnHxc!xVD-f)QQoP^7<(x#
z$*pfDwQbSJMRa<9i^^?|<&V@F<rrkr1W?1dsFW19F`YZJ(&K$UR^+NSM_%=tf8j4M
zmb82yOjjdodo`nGIS&=p>E0<MDo@9~a?TQu!dj(Qm-lBod8J=j6XwF(M|z+)HgVd$
zUfto;V+a&Fu<ul_{1I<C^P+8!{od8j9LAhw$s<}6D^6CLI13v_x}8x$CcAAn!zd6u
zgP%-N+Gx$CznLOrj)g@@b>e8PN0z^M^{#sL=ULj5K8}ta6r#JDiD_?QhXH>Yg6G8c
z_HnRq3ju+H*11hf#7}UzM#W%BaU{f+Z0FXM48Br))dh&D3Tn%8eN$0wM(O0`K|Bhi
zc)%2=j!#-pL0a`<lvR=8)^nb$jFP=Ls}`D_&4Y%DLyY$|S<h-kizlUO)Ml*CK2<Fa
z=S}gd%2h6YQ|dZbMw99KlK$}$MI)%|UQS_PGtMhRPLk>a=0_tUj%&}WfQo$7-I<i|
zvE3bBso@)073Q;Tp2oRpH2a%f!^<QN_^yuM#G7FeO^lwcn%lL#vAqgDM+ft+e{WiY
zwAIni2{i0*5HM0%xFfNsE-u{X4au)W)I2j|c^NQ`t=ARDUwC5j(6b_zPo;L###5Ty
z)-E<NwiX#DnqefJsw#c05h%dsfwfP)bn|v8M2pG5$?Hf|cBx9UeBC~^ExnwV4TT3Z
zoYZw}sMDPEiYed@0p_HQWO)Lh$@Q+9$HMYRb0U%T6?FK2?8kTmisha<o$QXvcuMxO
zRw(G&edEl&ROTVviu6kv1*`%&WX~Lv-n{-@OZz9}A9&SE&lJrv1XjnrdG+wsF%Iiv
z)}uy+82j=)67g&=305jt_pWzR@XgGCwWY&tJ%w=RS-WX>EQ~Q-4wK^Pt-x9G!l_`Z
z(X^Af&0jH!_bIazQqi?LVtmD7x$9YL5m)*0550Pvdgh;h7)RNb>Itm7%?{S>kCdPj
z(-q%G6{jrKk2<U;Ut63e38>`B;<_8n0_NP1iIw_RB+xueRg{c-S6w-&yQXl|qS07J
zDN1@%_VH1(?c+7CGiNlHaY!I@%}2QBtqkPxLdJ8=G_ARvu02Ur>r&g@O>X<6kc=GE
zIOdSxccM{J+%G8X&aTJB@<vrAVnuDos#t1kwf6H~Z}*7BS%Kt*w<}jPs3q{7)UjNu
z(>q(Q4?{ARfa5(Yn!V9)Er~lzDD)L}%U_l(D-uU~-M7^3?qeakpIS<O&*D0jDB^U2
z)ZmF^d=NqR6zHRAUuem$msPfc>xkD4>se92ZCHCzD$#30qL&ZUQ&Om`ix5~SLC4Kg
zotF44a79;>Q&^Wc=Ch`}l6J}HYZXp%cW2O4#9*@Of4g4ssV=LzN|etW9M&|f^0_&u
zs^oHL#yAzUAfc)9`G#v>6uDl+K@WO*j8lgkw@PG^4%Mdmo-5RmE*=h1$TU@8tnHIU
z9EqB#%`MNYJ|n^>@b$8{YqdZ4<JXL97EYkB1dmGf--@??WAM$Sp0~)q_~ZWog?Vf0
zw(`e^<dIxh_51suYs1QG2%6PhoITx{JDCX{)spM6u-VOZ_kj$hlN(QASyy&zC@cWY
z6l-*6r;f`NNOQw;6t|$FDWr+_BeI`rd%)4Q2;!NvjzxDyOLTmNYBPgsXz8@C7F^o0
ziJX|ne)Zhx{wue-j{(Mg39lU8&lMzhGQ@I@K^5rX@p6umJbX?L6?I#l(L7c<ntt{)
z+<S`VHGc;N1?<=ybBgA)-xOS1kS1)7nay?9J|v3a2H7&*!8PhrR4cE0bI)rLhIfXj
z;IA~xi&n&n-<4JnVDny|D_dTt?@>;B)-C@4hi&Egt(zXgxvS-FO7zZ(S*1BURneSg
z0@PA9XkTfU7G&;1S3De6YiDp6BkNvGOeE=iNc9z1&NqX(A1rEBiLt<`t!-LI9dTPR
zSfYSVD~_dQ4UK8il)fV#D+#6`1v_hA*Gmy$pSP`Ej^ZnHzype*d#M)A(~9MlT9qA<
z*#}OR+L~ujhT1X)0Unh`UlGa)Rd1Kpux6dvxhA1J*G(F351FznP1IXh>n-)b@$E8X
zp2no|Aim+%N4Ty$F<zB&*Hn9E`H3REYBj01?;dSTG?uY?n>St?QIl**HHmX+b7zqv
zo;?M0mO9K+U~a*!5+R*%>Z}cViwi=s_e|C|6GurNek3e^#-+d`gIz85iE7zo`A@ZT
zliSH_Aq}0qjd^&i7qWJVtt@k@^%_>ADl^3%VJ96arHD1a;VABUlxjvpx>5s!N&#+y
zl*HJnvDW04f-{<6Vh<f@LY&~!_F;2PH4;6SHmtL4sLg6dT#;M0deS(-;<<5vDn)R;
zIIhTJYDUK_viemWq;^IdTd4BNt-7+WG!@2ej!kCT>N3E<1Cd(xy0+u<@m*^b3d++s
zYhk59+M6)t)9xT|nltsqKmb#NoY!=+M|6QU<QlJc;mGB~#UDNElMzZU;5zd8RIM&a
z=yD^RRLK~vJFOmDbSKI<_7#sTuM=RYA6ns+DXxdQy`2YU?pi3Dd8!uyLEz?;+&LY1
zrZG6pOk&g2&k<4;R)~v%Mnw%k99G&h%#>Ps3)iM<Xf7py<w>YTAttFi8MOY<)M?%%
z*i~md3h7ez()Abam9H@dtigLVy8@0tqDtt=(vIlv?sN+~w%r&CeXE|;JU>0LB|$6g
zQtAFCDBwxYy>v0^P~HK^KGlOw59<?x)bqxIL^xz4>q-*>yX%cM*7V~Xoo75-kK4wz
zidKypX|1Z-64Z*VHEQpWAZYE8loES%*cyabB}R>y5nJuHN~{XCqGr_|Rh#PiJ^4Rx
z&*!{3Z|-xC>-t_^43vhakxGJ>KU0|?(gBSa(fsTR#Se^euf_nV9ZE#xD_4P3M8(vh
z4FhUN`I9q^7*UyC>~f90&PE&85P0&-&xk!<RGzM<4F`|0Rpfn#9ckYLDNdF(W;|~D
zNhCN(^1AdA>k}JY?{B{&w7EZkKMQBq+yAL4z1&rO5tE%czGYR+!*V#)SFcqeNI1}k
zcl;A<GRLmpDL@qpP<Y4OUj00)g&4oaesVjuGQYIf{VQ$-IBD)UW|jxVcpdT*Vr*N(
zgSrPLdzqerlH&h`-T`j%XSKVp(0N?<Cp|q?u?&e?wyA;#J)0@My_q1Y^^T+6)YX`&
zUd2vG0R3b2opHfCJ38;lxp{{_jRImbfEIP@Qv9d{EZ^O;YV%@@K1&Z-@$O(w@eysR
zvu*juP`BQ@LdwKdI6GXvBg=L;?@6`brm`p=tue~b9VF#LSBq=7a2@e4=x+~O(2<z$
zVQ2x1NnPz3E_nDOMJ1i9h?^!I7}X9nB|r-|48t2L^Kg|~M3OjROLEk%b8^pj<E@hm
zHcq#dGnnY^4U*5cSPSvAtN7Wla>-NWytaH2_O?4YayZ}%?x^;q_1U?+u7FGfeb=uq
zS2dhVRfQ6gXJofS;38Qo*^JfX1)Kjd2aH|dciVyqs`u-H*CCqrOPwHt)pU(fEip>h
zHiZzMmDfIQPD}N0W)k!N1^4USf&XaMkXz!y;(J`-N@q8dQGgH_V5l?ZzSc5yjQx=D
zlg@l`LdDg`u2qG|h|my;N1#j!_{4UWVF~;yr1EP&Ud96u<sTr@7yDMf#V795j|=?B
z?#i}Bl6}KW2*km_4ii?ra9*W-h&4%@Y2un+)E{yIjS_raQ8#fD{Lwfqg)7AG7`Lz5
z1|Hdp3$?mWx0mh~F3yAv?mL|MNzfkKPEpl&TNJ=1$HX4E)3~okNR0C8yN~bG9|AdS
zBt%Yo9-Bxs)(E#vWa%UN|9uo#uoC#O*|YTC<1OZN*9Te7#ucU<H+D>e(vUJEs>u_B
z2czaX_LBsWc6|MKWwY{nOksh<yg#M&hr(K9<}$^Rl-#h1*l5{Ac>+uniW{^JEqx@P
z(HRN=e>$TzL->LS(^6(;c1m7oPVtq(#L?##0X9;BXPLf2mz$j%4Y=f)q8v^^_=ulO
zXkuW6)k9c}S!Vg4fNhwi33L2P%TQzbSJ^fe2JrCL#m>QbbDEX**I<3mh7<lz46l3V
z^aJeni!Jm}-q<e4pOFCEW^cm|Rr3=YC=7dVV+rS11SM9R9+AABbVr*Q(zujl=*_iT
zWqg5#2GJ+c9K+KPSY?`Jo(WuLi2B7$+_Og;>Xg<SwRUE}dXFEnjvglkejj)U(z#48
zvo36B%z^3ZHM-Y+<c?)Ys(!}065)kCE0GdpRb|<fO->z_weS8_s2}=FBAu47zJ`8{
zt=g7^<Ur>=UXA0`$agj|l6n71#2*~-Wvy6@3R{kX=I*OiJ*Ay>;z%)M{il=Nb$JPu
z5{(@0x7sKe>;AUj+0a|rT}$qIQ(4N*H*NbPfg9}X4!eyU^Y{AA6I3k4cI9kmC$uIa
zkzf5lvo@*KC>rSxJce6UQ#M&1NMi)~x5<}`^jo|ZX6YP=p6psZfGzEc`vatv16Jlz
z-eymQpX=G83mC1l@*stSxQ+mOJzv#@<FI?Bdg}>^!ZGV_gr6bHCQl7&83z9%<IvOd
ze0TcaN(x4xc$I7CxJN1p1{=f-NKNhNu)EzPQ_(*FHl$>Ja6U^D%tg_brl?N`5Ptab
zo)QVJuITu9>w|s9JvNb6d$2kSNYqESQF9rVf6gDm6o4xg&1pJf0g>%|MoE~hVZHU7
zph`EN-e}-Lhr=OL(Zc;KJ!s&!sX9t|D7TJV$hV#G*Ik37hCLNDbTW$eL^behNo<hk
z%@aTaI`;Qe0#3ba{0EW5E1O7Sv0kQ79W;`XfFWn=hfXY6z-8D}gB<=Z1!}8p*^KQ9
zQozc09#Bafi+6H-0o1jHU&Lh5doNr!kMgv{J+Cm1p6)Q_c7>#{8~IKYQwmmCMfT69
z6Qc1mJ(U}gy$|5s8`os$sf~fHMRl|CH{g`r@P|AuLM^kYfF;TIQ#nb|zWA($P;fuA
zM_dcAHuIsavv0owGqWT&uhv$<hc(*T^0P)m_i)D*hNPWv*?vPJed5qc3^xNWV$HBE
znX&22f7^Dn1b)lZy81*OCigB&k><7^qW43aXqCybpXx;NLKX&>V`ErlGS&J%{R{nq
z3<xsWXJk%Bul^ZO=O8iuRQI=^2*9)o)(Y}!*`8F^xwNNVi3S#IyhfsU&t1j3{j+~%
zewOKF2cgCs?XI%;pVsap%2TDAsw5t*h4AxWZ#26;h;wzY9eZ*=P_VP@9>j^pNmteD
zZabGdeY@xN&b;1R!!=`y1IlD+dQe^W!HR+LLz>#>=LYR94+62f=>CzNxKM-9m6W21
zoE#+;&LXSsq!c_gvd7;{h;z~!@2+YyWtJs*E91kgzVb<B0Pb@BNp-LrFl1q;`Rfg_
z;l_id_S$H*%34lNCv!^IAsbaEwWs*;B2)b?`Y$N{y<|}Pq_K30e)0GaqeJbG5Od*a
zZqPTG|7f}rQW0AUQ+GK{a-3(tmGhSm(TD3v1n!86QvFLjkQpn?WV2$lpSuZNZLYM>
zUg-{<j=!p?et7Scp!X4U5Wk<8wH7?x2f-7iuAl!pdI?jcZ;#l6*$moUr8=5@iT7^Y
z<Q8mn^Oir3W)8QFloYB~sovns4|8r8PFF}tH>@0X#R1wY3U!0`8V2xxH`^V%B{)Ek
zoFjx6@z`cGdqcK&)avsSC3)(H3(a-hR&wyTD{?2rx!K-aq4*<Hj4d=4D8+{AA^C>5
zY}|xi4Ur|t>Cn<aidx~v4OL{`=(>rwHR>jES9%L`!JAVb$e_L>ghi(C_dwNn+zgh6
z7|p;{EB7DG!_K#9>G--@P<!)KQGt$7%+IMGLb+xKS8J+Psx5<aTev!&@2Gz$mDb{$
zpj!nmEN=NNa5VT)Tc&s8qAkLelGLqTQu3JI4O6bI&Nqd?&#er1M)PiWr3i3oAZsQR
zEX85|xS$5M@>(DBd(hh(0hC|Xt*miYtup|B1s#5S@4?ywc#qF5#!^5+^&@>AEWiBT
zBUJxr4e>U0fEEXr_Xm}YDC)EJ5Ym69J#0(-*E0BMF;_&GACX}y^a2q4%n*8xcedg+
zX1RD0d~YTANwz;^Zs%a()QQ>e+gLcXpj0h$kI4V{x|iP!c@?6lU#ehXl24~nlSgKk
zxOOx{-~QVX<z?{64YpU_%J<=x)3x&&sA@9{^eSvxUU1bgn?1Nz*JJ3K&M}h>$}Qe)
z3_jM@6xXxt(OQNMX%Y-Y=I30;NU+G_rrIaZGMX+o;ajoSuJFwSx{pu?=G6wre8$xM
zz$zxOpa)I^d{mc?T5O^=)@<z=Q0FC3aCRl>t;eLf){v0IpfL1P#D!%7_#q>TwlIq$
zdNI#}00!yq1X4Pp4P@4Q30rJ4>TC{+-37hU%QC>fZQ1O!95D`!mBj~djN^M?H5s@@
z(axr5O@l{B2}!hZzCUh};eKrR^!2Js8D3x<QH8&zu}krG0C8wFS4b2868N?_yt>%+
z$rQWx#0!At8GDeFSph&S7_}-N!svVB;r+m5GcL5RJSE>L{eFKAN*O#em|gkvkDh3m
z?ta4;{>)flGN#!x*@`jU%h(EY=o-R5Rn4oy008RXnr^=*dQ~lyDZIUd^cN285q;~_
z!G3S7r=~{I$=@`6^ENe%yL7mAC|gvomn-qSn#}kX6|imh*w^XHCcp)Bx=*Q?uj~}O
zuVFi%q{uDsj}sc##?CQF;#6rzxNNDtvHUrvWzOd1LZ-sOECqhWIsZj&nsbDzp6eAv
zy+YIWUV3ab_OIp{QVcR76{HrxcSxY!0S)!*)gU7b5S{$x99-M?A0-UNEs4&3h=CD*
za4%Z(oZh<?DVHvFe$%*JL-vu!uP0}>?A^5S{43=Jw$>AH`E9RNoWl_A?Chza=X3Ki
z$uz?|OIGM-_}>f<sJyUsQ3r!A8zNIjfx+T!&bD}q*OKE=s`O@ANkKGLSjT76coE}=
zU*iIlhIh<Ak(^JjO@`lA?h5ARxSZA9kd=a%p9L0b*8KMFYRcw=p1#wXXd?h$eL2#I
zeHw}bF?r>Fs1D(vF<S!OdM_=*3{7|J+h|`kZLLD3WX0kj14O9zZFBkpA(s9USKNNt
z5B?yd@E!a3gJ>llN^1wqG9EC>X3ST|c40^gSCCZ<&(HE}c=IvXP;|YYP9L1C1UeR{
zZ}0(|I6c_3mt7K0ItqA1<~iB%8fDBeYHmrAtv!k1x8p^Rei;tNI`SRU4!A-o6Dsz?
z0S=+bk_e;EjJB^xb9zQ3EEyy{_vM*v@H(@{!u${m3N%cNs-m4JO-fpzZe<n7^8j8&
zb9D%dX#lG22d2*Jjph2QT}w9d1MaeU97hAf@@?sj#<XF7cyLEvzvgqKnh$RnvG|dH
z_;p;;cxgHMpNiGp_7j4osxju@^iXNXo9t%dJ#Ic<(ax$3#s_R0Ha*9m78DC95?aHI
zV{PN;dZ8%$n;G-!t^vuvpl6|O7M%$Ihl9RuR&(i(&){W;ynIECUV6&`7Up5~KK;x=
zRLV%qC-uun{@;d%hVC>xYlPRxz;Leo8D`U?Nqyzx>``VI%3QSBb3!zBO<LDFUGPnq
z0hs*#;x<mX0v*)q?jlZ7#)Ly&(o~FKyxE-47Njux*Xk3ig4Jtsi*G9wxbD6Je74<1
ze*ookI7AI9EU(>&m^2yoZ{Hes#20X}8H;0F<1KXkvgh!hWv-;RbbHq5i}QW!-d1q`
zB<#>R?z72l8Dkp)mmGKNmjji@uRrcK`t9I!Z2L*41S9DG`S=36`b1e^N=#+fvE~=b
zfn5>i@QyzaHH=56*68|<L6XHD!O#tHoVxR6KC@o?s?mu7`!>ygxh~L-ehihh9TYBC
z&C4uwek=Z69hzrbPSbQ@pd8pEo?hlv@YI~0uKUfaG%i&O2+KL<-Ye+A?n8K&Zt$P!
zjh4r3?PUf-JI%U8PYdJ7iziApQeuhH*u<|S&##E5erx%ZFc&@Kbno&iV80aiPD<nx
z^JuhG$jB3e=~Cti6Fn|A2V*}3nYd7YCkvwi3UhXOtBy;dQ2(<dFr8K!bd_Skm5U2a
zaGp0oLO_Xu((*0WgIk-Y{xw(wV`zyB=L+EwDwet<Sg9a&hXv2`o$Doy5K&hnUtat|
z&s(4US3zKPo7X7RBB)9!mJe1inr`i(_y@%Ag-`sJIrGqyyAWN+*~~MsQ6i?$c0aQ?
zY@-FHhsvyIzb+zQOt@kdneF<4U<I4nEV#Lpn7*{*l{nYu+TuIAJ6S$12C{8{4{gIr
zTZ8zB)X-)L-yn;ke-mnI8ro|4T)zri$~#aC5}vexq3z^)8oLI^EAa2Y&g)E3kE9T&
z<nF$ZXOOwR=v|X&Iiqq}=-gkT>*5_P<7WiP;b7b_>)A^iaEr2$@p(dNkWs-#(rcdM
zPyDR(_2BD=t?@(PqBDfP32v-&Qj7ah%d9r%YPI_C&)orP5@%}qcf+FOz+D*6^y&_f
zo=Y8r98Z3&vk9`wdww*PxRHZ0HPZ9eMo+8dqsrFw=p}aVK8nY-RSs>uxhE%|RG?H`
z_O#0Q#_vA#cmk9?nfkZ+;jNQdBNCr9^*vsNC>$iHn~@)5>ZY#&qE{O*VVeF@cR@pe
zWh$!Og=9gi6ex&+s2FSf+rTkEO*#Y3WUh5;4h&mxF8CJkAa*0qPngX>_6w}<t<hQ*
zz{F1O-PI4o0t1nNY;H$yLp3jby1dZ^#)%jcV6Wd8*mnYqxvx60=qPzD{|FghhR6uk
zpK_MVSLA=wTzRV6X@C9B_s<5GKK`1yQ|%zh(Q)qpR|9Uh25<}Q+D(p34mxCzIqQ$8
z3AeAv5>`nmDh_D~4&QI};>PJ__8GVuP9A^9Qev=CCgk%)M{c~x&Qg4S2%~>Ga7C_F
z7`++eQw7;hi%Cat^4WnnMu|dU<E#jRNO}WVm+r?3@E2Ard^>Kgfeg>*X~%*aQo5@M
z++<|4(d-~qx06gi=)ky@!a1gBgXxnky6p|OD7~D2xa`JLde?8d)JU8>l&)S;rrn40
zR@w0m6Kq4kGJ=7U$(ssplZRvp8klLGxAURA#Hd&0r%Pl`33*-Q9WR8E>|8Ie(Y($e
z=QF<-A9FeLQjcntR_WF#_W_MKdf=*s7WRL4?V867e>9EbjP1{QPnb*tR)J<Ik6tu-
zl#~+#rl`vfzYlEN4xVWB>z*}w`+UwG-!*IBF0FfL?({_cU^X-GEk%z8R;}Dp;4ibP
zQhjR5n%nZ8_3M@rQ~E=a*6(RdM>hR+r<uu)!W8f7kK^W7ofZ!tsjTeB2h6E0*w(K9
z+u|nr&89fWuM-Z=HLluJIHHF5<R9NM<Eid^y-T)fYiV!F#H008qa}nQPr>`Wyk?E#
z3H6yluawejyJ&#7nj$0Hz|JfTMvbxlq<e&q#p6tYRRnp!YP!%M_*z<hKeE&-UF(>!
z_<j!lrWy0YBl11=)tr8_e!Z|=GtO<F^~68DLX^@mK(8u$`S%`*)ve$N%jAhmW;KrS
zcmb{|*S2(yEb#5S)yWIN9;gs$;$bAcG7)6gE3HM}{)fprZTK+1YNhkwXUna9z95-}
zO&iXao1%FN&;5D;89tTw^p`1kc|vW#qw2noUdy4XX(8=z0?IDqD|>3%eMFMp>IUh?
zFnQ!qc6zb4W2}sM9DAPT!6>J_T}okvh6-^zaPVu%v32>xda^H6?RnNZv{$)lymu7(
zM$+i6G2bPaP?LwiD$%yJ6{r;?5HWow+t)rw4hs?!@8l=*b%b;!=lc9<vbe}ovp!e4
zl(W*b7Kv^XlOoGXXNh?Iuv042obRdHJAGyOE&w+yrf_M%Xs7IVYoMQtEQH7p3x?sE
zQTLX(iJWbAoUZg;7s7$R@#yj9>B775<lq6eg`-XLs<|7rZ2~-H{uR1P2WWzKm2jfW
zhc`rT;T?0M@^6;hzwLVR_bBMCzT(wwJFB@**DkU<OP~n?P_-o6jXN@cAyvgMTk*i(
z`LHE_BjuIW+CcvyEj!el@ii4dQj-2dgs8P(sc4xmP|&+<%IAwbNkEd7ipsalSp@`t
zHO+Q#Mj)&$7YhPqCJFVs8roj<_%$12XTQm)9x`<D&;7ONT`JN2ubkTR;F&CRKglci
zE8jbr@VJ(e#<fFON|#q#KLRvgNxY@<p@uTE>`Tk^7ddQEWp5omj;`P>bJaGNc#wb_
z?d}epx^Vgn%y0eY`h%Gy_#PL+K?=0&RoEBG<H*q~#L7IalQvH8d0A5>t;CVx7&$In
z6n&{CqFcm1v+mIwNy{E9xq#1o3-|y7S(tD``b~8=sB@YhvNRW5tgv$&W!jI&NQM+6
zs1fMdvy)f#&RrwxfnL7rZy(%Mt~5Tj%*M~iO|_#=6p5!V?b-jMQJsq4bEk=BL1Kgy
zwrWLQ#Z$n^2MtIa4C4FVxdh*I*xpUuHCi0$Erss}pGS-9JB*VY5<5XH*hFPy@tc71
z8**8N<6QF$#K1o?7xV#^w*?Jz8XREQKJh;$Ctl+L3!4yjvi(gSE7NEjT1stgI`;1>
z95zY1{6u-BiTKL*{<lS@dx9OpNqW)Zdb%DvAU@6Nm&}eG)7sJu0yAn65nT;ZWM^%#
z@V-!Brr^SGfW!AE9!1E{VPjy}is=ZVL9{#65~j{`5nC#Xeb&OTCE+xM*B1llhn9*q
zp8@Cj1CJTggQ>CZG1fMG`B1DsU%}N{OFJsze@f|L5O_>o4qjT4<z+Ub<d$OVDOfp%
zs8Dw)#e83moUM8{!9^uKWv+ztHQ?mkTAe2djg6<ofP`&y+%iK;kX6;fN}uy<9eKK{
zkMcIpM`W=kUbFfFls}(}*UVWcHPw2`Bt2M}ZwvQEzWol0EESJ6hiQ1b#^IlcgG-;5
z8~AsYne6DP7UY<`>-LW5yoP9%zNB^ZYx>l#joHR2QHTGtGT_n9H`gDav7p=fKi)W-
zUouJ&-Z&N21js{cH!Z(F^{43<ORB*=Imb{Q$nS?M0YJ6{Nn_@~i;qylk;XSUYt}>P
zOmPilI6|V39>f7DX$<H7&BbU|K+s*e;s@mLH4P>?98?6tF5~*kLURJkf$V+=jg0mL
zSuSqnD#&F6u)0OmP*oC*Dr~%B;q~1H?OV895ApCRDG_b*S8zoqyNKwS^xsNP;$^=9
z?v=*brlm9keH}YhqQ*7DCd)58iK}g78$-igD|+$+?`I@cC9ZMW!OC2t>FC8c+3GNk
zF9X<;cl&VfNb8YX6ICOOZ?a$4do(!qtdRhhhDuUBU<p$X_^z|k%>w?TDf<6V^^beC
zb1Jk1fb-*rkycH{``3Fo>K~u90L^O$>Iz$)$=P$i%@k*)rci7<zPAkW`u(sr47^)8
zv);aSpW|nY2!7~k;044#9r-12&*=KkhggG}t7G)<3}Jy-ox*2?=7aYsbqZmYw_nBb
z>mfh%Il1dOocvq;T$-2y^?qaM=88EPx@%{}Qk>8oK#e$&0_O#Vu3P;4-Ci5z#vE0M
z1i-+h-uqvsmn2uz&6lrB**!9_7XGq&xy$qM!Lxs<YOjQzuq^vOws7JH#+Q}O?N~Hh
z_0_Ppcmko~5mTr7K1@is!G(+hR*^!s!vqP{fp_>pKiv+WQZ2p?n_htR*S~y7u_R$V
ztNllqTe7CJKZ4snHb0w~8^Tfw-7fq|Zu)^+UwpG%_wL3$1MoS(7mg9mW%Rb#o4P#!
zhwZ!p&aJO$0dSdj{#e7xDYt-Odd|7X`gBb)te3T`t+r3Q5tC)MYpBmaOJ7fjP0%SR
z6m+y4@!i0*AXd%OMb-3lVPAIqbp6a(R-ROs_wDL2t4kv^b8mxkXL-w}5*Zsfe{_#=
zmIz@oOX&G<Mx7WEFmjZ9tN8uUr8c6nsNGeX8Rb<zbm80&gEGgiUonn>hZC>lhcD*d
zCAia-)L)q%YwFiqEJAPYwR|Qdd;t4{o&KW<jB(@&$5iwMO_!O|UZK>qgA3YqGHEB;
zyLHT6`idVI%^_pNX$mEtLu8QUp{l5<qg_wHQ#XGUd^mQE+7+3p^6ZsS@6qd8;M@Rw
zbh}oJLy%1EgKL@o&&QYa<@A(`{D6C;WGu(gv?x<WAt<Z7Aoso8mcoR~YX<d+mBPLs
zY=c{<*ko8idF`Nf`}R`fA=(*W*eGJC5bXDOK%DD2;-krRS8(5eJZZRrdTlg)tjzAe
zZ=Tnl(9oos9MjWNDH3<v00_J)4TBEfK+H*`QNY#x;{LH0HOclVk}4N^pa;KYDcV<+
zf7t{8azGhYBC#gV-2v;?1NiT$Wgpzno2&E7U*qXBeXm40LR*sk#XqtD-J-9)+q#^q
zF&JeggN$won-1syRc!R;W6~j4wCg&3Za`>#zn}i)wmp5=3xz$@d!vCoXnSNTIPur?
z#HWSR3}t__(QRCKdF>3#?)xZ*KN+2}0$5WINkcK=DbI;+oPsNzo4*Zdw4_n0r?SgI
z(SVrbXvlY|6F_#sn^X-hPY>g^{D<GD%<9WEuJK%B*mjuWiEX%XZIEctA{?}~Jfl!F
zo?rRp?V)g&OQnN%_46$P)<NQSSd|uiBP7#S&rD1WoQVzGASkY@C)-#b5bg;;xxcd=
z`GLGBHchI<kd2!Gx^Uc3=^6@HOJM+f#zpY@GT?kia9I|G)8Uk!&8-%>%F<4Slv{!?
z^$6KJvwXO@RPDK<)-qW7qLT{)Vk2l(if!BZ0Ct`mVHTvV^k%f<O1At>6bK{ti;pMd
zEVdz;n+23z&Rei}8>6st;<5O5km0)R(TL#=0*`wsoUH=B+7464Q3@CUPT6v7DH)Oq
zKW1q-?2h+CG^&4`3au+w=31k-6FS0zki)g9t}1EC8zn;McjLcKDhmO7j%>NTRxIZd
zQF=gF>QhAGX15Qw!)n%j$Im<_6K*)i^2*hM$<LNTv^`Z5DAlP;`VJ7PhDFp-UDqJ!
zUfBndS%&Yfod9;C4C8Uz)Ex-Zxa!K8l}mh+jq~fp)$w+o3=tTU^;mR0%7%mWS@*Il
ziIOy%07svN_a?A~;ALr3eQ{m&OH`Xei2}y*>hBSIH77#bN=?`H9eB}G^?F^4!fm`5
z1A53R!1L*hw{x+Vudl|RM|Qm^(B+Nb+%a`)JC}%Y^i~`lv-z#tIO{%X$9Sd;2ou`R
za@zojd>qh^)Ec55yYUy*VraiHgbLt<4*H!elF1K*$aTR2b&oS}9qG%ATd_QX_(`3v
zhNYbG>OzTrxN{`#t4_SJ<$UP!l$@-k`LV2t2QwuPL3yZPBj<_s-t0CSr~T|wD!V)*
zJb4wHMHbhjQ;wK4cKQv2NrrwX9hqM$^436zrpMhR^JOJH4<)OOUV(+Vnwy-Gk-Vja
zJ~xxrCO8))s#QH|q(6hqeTrktzSIhwmejC|SB&Ijcuu|N2t8PA{rmjhzn7=$nEEAc
z=MKl!1`XZtR1$3}v;Cc4k&pjg+8w54nwfEzfqVp=dk$|LXUh824z8aP8I9%Kl5ZxS
zJPE9^{ZchIu=^-GoluOn;O26rZ|`>Py{qG3cUd3uE^CY`k1-GD&2u_@MKCDCBSTb8
zKN?<1z7a9g{L^@Vx_3b`_q{a6Y`lB+Y;fM;hCV&M<vnh~QWyeoS9f{$fIGYMSj78|
zR(!wco<?dd#65_q0vIv%;rz4?a1he>#HY18L*U>Vm^yW5-ok?VmSe`?M?#MR%f9dY
z2vPM9?|XL$s^xOyZyEfV@!^c8Px7IY5j6)kG>u;(R16R#-e1zK!DU4d*I>n|8!xNv
z-TibmN$)`-<0`+{tHhqVy1Kxh_XOQ=V0Xc;PoxJ-6W`o$B<=SOE=}>GWeh_WC)+Ni
zV2{vPD<5Uwma;274abn3rQ2PTqHb-kGBH1Ein~?a7|#xVu0IW&2rSjGoYF#Zq7Vaf
zS(z`DY~*jx(r&oI6<a~cp18eG%+t^_xe=*rwRYLFmO~3|m2M5ukD@DB3p3l#Y6_+A
z>7{y<>m;O~o3tx5%DMJjCbTs5`B|mHx22#4s1HuzlWuHku1^6eM!=FTb6IzX7OBtu
z(X8@Z0QJw+qO$fv=20t)Y&|D6QV-3q-&m+?2}|#t+E9uE2D<MHDL$(-sAd(tMlzI4
zCJ%xg+xO7haiZB3uao)%%*Hu~H`}Y6I@3i5T`dBO&|5M7)BI4wj*h`CsUQo#+x5>|
zh=7T~OIK{zS$K%{Uk$Ijh5%-mjP>bE<gzRGAU*>`6NCQ+e$GSnKM2#pu?q>@<iNkq
zh6w-R%%Y*qxI5~!c1qzc??-OYx4=vnB@7sdu8@2;q!~VYQ%sQ>3KBP1ot&J&B<q;*
zkqZ_?j`c~`MVY;km}cCqBBwu-z;Dzoc>l;R5{A0J4SoVpsVUIq44$k|?a+K>(Xb4y
zlq`hMgY3;Fx=3_!f!T0tgx)RO@vduTpnjc>WMkKekD76o%m8@Gb~gTT!3&<ud0^n`
z9Ns=IT8@>z3-RUEbg=fB!qg1#8q`U74_cNlFj(VgZ10}=-O1mMSof6cc}w6y0OI@U
zCe$(-+W_8GTlNE96JEOSYBv<#$P^9y5ac|AJCSfsUpSIgNnZOq(LzQK8@n`?PcCw;
zbO?lgs1&gXpK*X=5*S)5mufa{bF(l``jdUk5qHvn$=S*HWmt6xP;ROWZD|&|7#?Fu
zPf&GLc%ZO2!lFgGtFSO$q=cHXNf%;TLr=y~2Z6Vs8y2cm^r@<0#;1U4%<==_skrGj
zFqx!Iz?gd3FW#g=10WgjQbZu{J%b`lZgq4|K@!~`S@>DQHBNSrr3+d{c@;3a+qM<{
z1<sb#j0u(k$6uH7vFl6gqo+r7lRxg?1=e?m_S~*^CtLD2*B|(IC`doWYFSe1Yd4gI
z&r6UmM{KdU(f0g$l8<(@9(cDuQxbi&Q18q9@Z6-AtMZLnJLd?WO$C>5WQ&8T{#}z~
zbNEd?`n(t|`sT)l!JQ$sxAul(M5Ct7ZqH=QNoV4|#di5q^PAX;_kwBp(<1p%WRnb9
zyEfasUlU#t(g^t*8r9k>`E3f*<N0$~>t0MIK$+mi6j&~I8T4?}a1w|`dv8NJ*enxg
zF>26b;o5-TDu%O6^KFMPffi5a0RW0JPF+9kR2Q#aZU@?Ir6L)!q(tQGk<b)+eFc-j
zgty*}j<IH?Wv&a4Zi(SO-pCyDWJ4Dx#1(me3NH5JsT}g}EUsAvHSC*R`8{LeWygQ}
z$vF8-PWql1TdGltJ$*Th2tm3=<EPGe*U{cauN7d2oywx$2mPZA{2|}T3M5z+w`u`B
z9oc}B5&9Ux3aGAdvENBx5tq~t_c$~W6Mbc>%jPk_%}Nx@_m0m+e}qa)YY#VQnBFH;
z3BGxcX<;nY{S9_;SnXE8dHhEcuDwcWhHS`WN=jTVO1q&9zU!+xd5!#7P_EOY#x^6y
zbO+&)nm?H>9bibh+kT^Zqa6C7BJt432K^Bt=iSiRVB9rnPztzW8yYT=L*fij@EEK9
z2jmNNng93R=06(E@FS=%h;kp49}1uO_ulINp8#Hj|6X|gcRajlLq6v#`(HLM{^jXP
zkDgwX1~9tYfVZs<V$q>qIn<MeRJ~#|p6h(ceK%^UEh$fhC@MP~>)IWzAb&$s3~jt8
zH*b{~Zz24Bdc);Fme9WYtpR6Oh`=1y_sl)h4KBQSNLs=I^@U!iYLEj|-==89;(bKa
zz#frX5jOoB+_0`Dc*y;j>q$t@;#29El?YS#qN9k#S|B;l>-S3)z|nJR@Km>`dno=1
zOEq(ZO>EbTr<MKKF#$W-n2g6tszH7k=UFS^-XEL8ic2*l`A*9_;<;9F(bwa0LqM0`
zwK&O8WmU>hc<v$*8&&huV*vUp+snFPAAQ8i8L9HdJfv{;`oI=l#6`a<G;FUFCs$Jx
zv+FQfs%nnQoix9(5}6R>F3bdZ=q^MB3-e2#o|q@TyJLqyjPYD~&F2(U$A8Egy?+wM
z8!2g}E(7RhLKJ3<7nbvK=9$XNP5hL5xro@#)!y_2k2I25^jICNv18Jj!YiGC$&L0?
z1$moKgQMjVFHoB5I8`XG$~BV~_*Z*%Ygpo$-}t#ouH4}6c)diQ@G24=3swsOPa1VZ
zU|;oE)$z&|P|`4R(G5QowoA6!0n-DDEWByn`&Uq@X`53vRuzos^ZWPiWWjoe52yKf
z`*lz<-mx~&kn+-uBPNPQfA-;89e4<6CYD|?UMkNSYhA~Cca6>RcnhSa0I7eOwZ@NF
zd{-uUg<b_f#fU)I^wq9SZmQaXMPA=g1pabxV+n8wbZ*K5w^SIaIMrNdtg8Vcmt=qC
z7Y;76V$E!s@^KAMeUmSN;A!5!)36R)`4cRPuWC7H$*@T{7ulnxZC>|XDql*v3=(3{
z)k?aXrmectm5^Aak=oSz%^Q;1#%5R6vCR0mIqZRA7yxE!g1RbNWsY*UYUa;kD^}@j
z3Pa7qydES9z~%*Ny3HLDi;v27=jv<IQGF{-W$dh7%;5_4GG^b8K%=<VZTBO}u|vW~
z2m-rVfDS6G^svrIVdC?0fuXt9wgQ$f1|E#Ve5bFe37<~nWbrl<ADaBUEtF+&1q@!e
zxoi8$@9^jvN&RsQrNQsJ`(TPs=?vOcuy7jAOLC^vT(dr}YSOkux^%r=#$;(DrI%qn
z7ai7S?^=xX>YrA<Jdoo_1vE$s6w<*W6g`%qzikUFVhTw&D!?AsRovAX+v(zMFN2Dj
zn=o{rF4;o+${H4#nD&C5QdDhcBqg?=)>B&6(9fYY7jL|FZL8CBcddH$ZfsyZDBDF&
z*9HkzJ4WN*Si!NrFEtPnz90B3zpE5{e|X4Qy6^BASxnVZz&Aqx=`*@1_d%)fMGF-%
z++%9|4ts!QmmMEOvV9*CKS<;ZGrI;wg}5swbUz%&+I*p%C~+eS&Qi%#Xr^*pfDMz~
zo<)}!xZ0Br9@z=FD5b}X>nfbBRBuY<@y3|3=+b9!(yb-bB&g#GL;xmLV*mxqCN@g(
ztWa&{j@i&nijm(ZemYaSdLdk<U~#RdRf$Hmt&|F0JA1wz@gfZ!fELad3$H!5<Fo#K
zr1X^4G%OqLo)QYS+*eTs+pT#jll7Y^^(7tofWxD3eHS}vyMAU(l=sSma3)V;px!lp
zAEU;?@4E1?Ws6Ik0eTf`>1|8l6NLPURfS>+yuuLRc&YH}X{BZv1E9t-e|qTL3E~T2
zIi5(Fu8`B0Pij}(H?oS>*kS%sLHkuf^<@T+_1Xjt!X(DTHHPFVG6D}?@TN~MG<~=U
zc+=!%W&ruQf_uDF;;AsQ5y!Ho8XNyO{7Nh?k;Qx2qcCw8@+60Es<Nb52h#%V=KDUh
zV_*Ss!9B|4Fweb_)|^9DW(=Oo&bT9cbJ%&MCa^M})u>PlJfck==;qwN7sT1FGh4dz
zG)bQyK;?$kQAzcm`MZMP-7i)S2V(bL>|Q)Lxd!TocJKZ;dVCJu8OtWW{;hMO+Y+AT
zRvp#7qx&@cj8)K5iU3XY6!*7=9zy8Hj1sPloMQSjKli-2^%@w@Rr|p9;3PW^pAw?~
zUDd{r?|YWNs9pR(4?`t*An{{0wn>BOz69w<7_xk6!HQVB)|_d`(TH`#G<}=KCR2Lr
z4$!O8McH%On6~>X?>uj3wcMQO&{$BEQVKlP(Es>=ZS5ugR$Z3HP@U6cP^XU`UHUBs
zp@zD2%d`3?SWFfrG=wx0Zat_@k&T&nr^NAkG$Q~XVSUI}O_Um|$ohFDq#`4$R;ag7
z?(MXorUS!(HnIWZx6C%tF5%K%P*DoBKw6u&3f-=bJA3UDL5m-cXWq4m@i)%L=mRDp
z$v~o#pnQ}1Q__1T>?hNTD(+1uz&ae05>#&DiW7xs=sxq5G#1!)pmcsS)_}0rv9FyE
zfJu7<XGeS;$5gLtm}BnolUu@(cuF#g!O~Gb@&4__?e7!zwI?T++s>jRY{Z9As)vpi
zM6<??nERik$U-8+vw?iphbeuG6->jcxUR}JIx}E*bI~&f)y$_inR2!%SU0c4`2nKD
z6aKLC@&?{e@VGJ8q^JeNp>e9MHa!(rguApoK!h>rhc|GJlrj&`5R5sviRSquaw2M@
zIQd$I(+uIt2S$T!ljw|Q8@Tha70S(;*~1p4QU)tiE?wJkMq0j+#FCn&yV%Uov-vOS
z4Qta^%@}By@~88pxYH5_zM+qiF5dv98eNL;#rxjeZ*eM4N~{wdK5F_Yx74nZ*!t@0
z2e<8EGdC`TFUvo=FT|lD#cI4$E#pvj>*d1_5(LY|MCUnE%Z~QTRv6?Ri>Z&&mo^&X
zxUD(2>U7`{ZA&`G7?A4GYRICq!@~J@vk;f++q%7fS9Ga0*!0SwWht)^o}H#EAE!Ov
z2FRk@G5o3yol4``PZ8ma{3ir};a}b6+yrZfT5r_KpH{E=s*C~3#^aPk2y$g_#nOOH
zeZ%3f!^G!+D`~XW1!U{25nrt;cGFS-%J>nmCN1mNw4J;$;ZkI>^%MVz3@jzbzR-J?
z-JnUXu*Czk!oqCXkMLR%Yw=VIQjF!xt-HPK+-v<w;CV|fr(^_lt5kq-qjCbKU#4?;
z!%NHiJ$)^&+bfmJx!yp@$U^Vd5a)MLm0J3>b=Rq~*c7EIo<`x^JzRsva8CcE9f_oQ
zOl2vc3q~)7Ial{N41Q7%`9V{7j{@PEzd%B1!`h5H4{YJ^FlTF6y#d&n9zNyv7ZHpu
zaU%uevByE~iswQ?oKZPE{wsMlpErF<bTcuhstb4EWfPfTkL6tC4NCH)T~w9)z8z9@
zt~ukfD%v4=)<xP*Ay2D3o@*mhrh46J120?3Rmmd@dsQw|awhMG8W+q<w$hZEBZft!
z8Wr5NP^rwaPT5)(d5~B~*RGE1<P&eE1SPu=S}3YKy-T?}J&<0I-0nyvH9Z1qx#3an
zDcBsxvH>`zKNAiM;qiJxHE?b%2NL&uSb;(7q6Sw_D*P=aD&qN@xsM<F_j2M7Ndjdg
zh<ric?p#Xqj>$CMC6>g1Ik9}{{bg2G-oUU36F%X|nU4c*X&aQUZRAhQjjlDnx<pnj
zSwuVju|&az7fA}Z)EC{Ne?o|YBW^?2t=%@#@;}o(!8?og%WdQ}qu+3@TW%Z9CdS^a
z@TodOJHz{pEx)94GWs)2BwMq8&fmZ@o2=kWO$QrPyVVsD9WCl$7Cn@CG5D^-WXSKy
z7%Qv0Dx#PCbsq?ELIZ>z1#G`a7UO59GOFsR4(4%`4Vp019O<Tf5LfZ{Ma93Q^e$ca
zyLpip-wD%iz`2B(3&FW=gE}abT451qZ0klMMbp4;D69%lJt>!I?7Y3RZl()m-G?xo
z<Con(xoWGW^fFtYY6yO{FwfF_0rx@_hycUXVOIEDqUtEi=Jgk)pFD*k@pVKi3mY2N
z{%%o&;;uye%YcO$aJ84{!s|r02%9*}a4Gb7Kre#p$+Ht|R>jV1MR|sJZN=X+grCMM
z!YJVU;#=Nw!#bX9(d1RGa(xA?0k@g#V>ZkujsiSUXv^<sH+bsT#_&H79;Odt_&hzG
z(GvOf+Z+Bx??#~MU9YGC(e5`|htTXg_C}M=#BJQcJR$D2FeM?dm<PKNHNA=BqOTOn
zl-VVl5C^)EJZKMDGqtQ*DWL*C>pMjMx&LUQq=IgY@i{+!3+lR@^77DjsuwxNd<Q#e
z&Zdk=%@3-(y2Im8A)BrF{0QA=xU~58-3y*y;k#z>8*-^U^%^M9Sft^>(bAeiHnQQ@
zG9!Q*EZX?_7ax7lC;aR>Qm(CB<;nr#nZ8c<c)5hS52lZ?oL2*b3|y6RIk`W19bExe
zGD&;pZ?@R<&bv6omA<?+hMe&fj3|w-ur6~Cc4*F;)s6#4YR`uevK12(l?f2-oVxpO
zr6IxX-&QmV3=zo^rI(^sYI+2p^az2a`e-(v!h74W%b944N8`3zamr?VmF;1olW`6d
zhZ$6<Gp`TaI1c;Vw*|H$K5DqXL=`%FQ1I3SCb?$p8~;ipe8Fr@Ufx@5JGe@!gKZLA
z;P0izcyd?k;X#8k3G!%LYoSG+y9zD}>nT6kbG-V^yERyFJ)95Pb`PJtd<->j5iz#m
zF!*9m3hEE5Vz*58s6Pj&^I116%B>3H9Ljyg7g<!T66u?Sx|q>zO-xMIxxbbC?c~BL
z-4ny1(aV!p7ra&Mcs??B3Mtx}g#u_^W=y<IR)02U`J~$qB<9H9&GgR7#^Z^idkzz<
zPtlOmP7o_Zb5b>==8xN~f_A4qig&!4W#YuH%Nsp0Jg;k!y?T2KjglrBSio<cA7d>H
z?=Q()^BhDaPg5JPR~xM<yoElI!`HmLz_Z&pEzuvRxf@DEql}dfAw!{&s?;n~X)k*E
zm}o=^c?_Ouz#3j&gK7;{nE}&^n76r<h{g^Fd({q+bQ_5`m}Tm2gN*aD1Yv?10FbD6
zoGHXpvP8aH+Mo=CHtTY!UL!0GW_buzRgE7*De9*H7li@%aDXGL4r@Yw!K|`yG9-?c
zD3((V<Q5$>>RBwTUc=YgE|ipnQDO1ihWn;s3ajSraSn)CmJp8}1n}8iK%*hQ+pdw>
zs-G9l6q-(&&MWz%@Ox_EiA$j-ULAs1Q`u4CTxPzUorN}A{TxMk(`Id*ze$9CR{^D`
zOT<oiF5%#~bXh;w<BJJT`ZSc67zN||(YqKWVWv8Hol$$rtH;29BgahQx|JcBuOx`>
z9@-m$w7Ld%cq<>od#7z8#+36wr3@u4UZn?=jWWg+I@`YBJU|F|_q3PedD%T)bCMS(
z;)^?zav&1%Zzwq3y9>#u_&J0{=|nQb3&ur22T4m1ab!~ZbaXyX4l9wHv&LgW6sB@k
zQt}mZVs-28$$o!8D#P51nO`rq+CjZg!u&t#fmw0v-^XkJ(Uh#!F~ZL4T8F;=mOJ$v
z+h9CRGCBpe0xaQWuvKEjwZbPQ_OL42Y26p$X<)dAv`GEb!L;4ur9$4N+6`ZkwEi+y
zTqW-k-sZgAT|9ewaNnwCeg?UWF1fQ*SZCL^kQLNmV>w>ZMz=yM)`AMb1-?B3IO%_L
zTxp}_ChG<u0mDc1`|xjl%ic3E<fBaw-aA0Ek>heYGmx>-jPFVN^h)MSR-@J`uQ4{s
z7@@iPvbfbzJ?6;g4<s^u%WG5dA6KnxOwR8y{&|SLfbdq)L<W(=p=BolML|wl`;P^C
z{LX&xC<<U!x@kYYzajmE+oc^f^aHutpb`XU-^8D23<qsfVA-4Fz*#=)7#f><#i6(v
z=qtFyEwM^+pye=^r-JjL<t!GKU)rFuQR3CZpz!w#o_Wk@yRy_WVgooxnhrE})V^sb
z2;(}byLZUidme?e7tlVPN1v6*Q>x7`8(p0r>kiBE8co_LJEtmYWvjF)o+IaqGm3JY
zSw`4B_%8>e!5VYX?f{#EvaCN(_}SV{1Z?PDd_#6ie6nAE{h2YfRvVf9KV9u1LvyNR
z{LQ1!P>=SZUAuE76zND=;1^HrYo-DEas^&$Vu@t2qa#m>=!zdw_19OjNfg=sE#xm^
zJVu?3gfvqOzYR3XQ-N^vGN8GCu6cAw1g>TB)iS#;Y(w<ZyU?c+uuN0W@BY`bsUU{>
z|7dohA<1pqHfssoOfm=|HriTbBjBR2A_YCfbG|LFJ}<F{BZ^cM5n;5{6t}jGx9uxt
z9QZwr5zkil%0waJ6GJXAB;v*EC`~;ZaW+$uX=CO?b428jV0T8wU56Nwed1um<jPy&
z6XI2(W^H(u<(9J_d*Rwu5rXX9h3j`dmVdcnQHop7oYz2yUe)?q<%~|F;Ua-w7BN9o
z_**c<LL53)D}3_H%l2w>)GhUCkM`hY9*RPqr<BPvRl^eFTx#-_tR!MSARQt261`Vp
zs(a^NO8;*gH%m8_T~qa7LUMFbAoVcUus*6JxMxaM<0?P4PQHJGNvkT`JUpQeuBoxr
zU`cdY8Nxv>suAl5EfHxes6!)*S7o+Qs8bjj!~)s)BD-hmUa?%5NvE+L@eplmXN<bb
z?TRjtY8a}hy_r8r)2-_&(XPSr%NAihy(Uu$f3-$irYqcsOU{7uJgrK3;^2zcSBRaw
z&UcCz!x_zL38A6+t+zxod3+@_D_je9hU9e>c!F+nebakZ$r+CmHS592;*2D66z>`N
zm0LwsxZ2i_N?a>C#e=18;<?K=VkYvI%1Hr&np3fp0n}Q<E}xmU;%`b;XyGR4tLNY+
zJhGFaf;WrNj=5!*^Xcxp)Cg!w_@hHOT{5O5<++O{tICUu>T}B$(MH-5>;pe4=qo=c
zeAAK^ZZ8G%?>J1fD+&*mt>iGP`H^l(Fj5VtEBW^5S2<7-lv|&a=~q*+iM$Mb30a*_
z5#uH#P84qTj>R8e<pcLOe`7iRqtP9D#6*0wf7rL$1AB4CX8!k<NGMOsvtY<x!lRmt
zg}|rQjYJ3t>W&CSoMvJe*uR8_cSD&W^hD0&d}?>~ZKsl2haPl$b8{<a$4vH4Tl_l}
zK)iERVxQ=K@C?do#=39qw(MY2btTJ0L*wyMlEbKl)cx68OblS`i&Ffs5fjfiy9b{2
z0%ldgU2!w13}(HQz!2mt%o<$*a6}~}Z*+dj6R)*iW13NWfmcuwZ#lO8lYO4WG5>Kx
zVtY#ADZAsg4dXV*i9ff_^`Nc~8L@6qn*%x-0xwG^$F4a|5`UCMO=s0>)g||@dk=5J
z^~XQ=mlNf`U%lsA0Ki6RD+|`d-%g3#`<9y68Xkea#bT$5qKY~0am??0uEIbi!;@zc
zl;E*Mk>ZK%k0o6!1QpID)s-T{o&gPn#q2&j!d*VM;&xvUeYL}^@F1#a`gpJ$OLDhi
zW=!<Yz*K%aeRFNzu@sOD3SVivZQg4G_ZH!73|{Fbt-!9p+?NXYs&%9T9z7|Dl%KSY
zPzgq=t2L>^DEcYUZ9V72wqS#jj@wor$A?L!j>J8Og>0qpz*qx(ovZyg>0>yNwHhOr
z6%=?XbwPv4dK5~-fG)g_6{9&`;0de%JxUfW9P!W0knx;Mr(#tpx|ICSM@3l2@P1hw
zG2n7N2~oBYJV7#4)4+&)PS@fBLs#6_0vxHY#j-PiQ-zt??h-<$(p4+;;zjIALEO8P
z9IGJ5bbv~~yoKZwt~JWi((giDhq8W~C=+|%=UJ+=QFFBeT(_&%VC*%sJC>imaqYk`
zH`JghMT{2Wu2E#S`6oZ(#6OCJ<x6Qcy`1_~r6~r$9jBRtCmBskNhH@Sl`WsV*x7T!
zedGfBrJBt)v2JbKjC7=z^YoY!Tb?07aMj_d!g@yj^o=hS7v&w@IQ?8noxEurZ$I6Y
z7;6eV&Dc0|6xI%6ntD=F(5b$GGee~1TV8`F6YV}!ehGkK!tmO#9DOi|(O31eYuTQQ
zydebdJ___lMh#X480(a9*^wQpJKF|~8u$&1ir}W-kV>Lws?K@}i);3d#R#!9T9T%x
z22gIk9V}Z>MRah3G>UnrXpfpI1#uHI+0}owRS4|riimTLy3J3&<Sy%%nBpm^bB?t%
z@|M+27?I*u$PCcY+2FfYMpjIodNrFw<{QT`h*n~(#Y@oMV8d4g7V=$c?J>6SSa%LE
z7?{8rp5ix>*mthlPNKZ~EI20{<x#HQu!6TOEn_T;KVSS-+JjI7M(1v_JtnQos<~z;
zGpF76W%0-E>!u;x8Q~_D7Q<gcw~elrdn8X>Pq$!I_+U<yMntb{py@bCBVwGcXa~py
z;+wy$J_4?-YcB3!GLCarAIGT}wu>wHl5{&Vg7}J&>GD?BJz~fL^wnn~eRL`|3dIOb
zSt|*~Ud0GYD@*OP@6SXI$NoLcyZ8I*|4(R_Oe4+*TvM;uz4&7I;KZTjcp34li})W+
zQyna{t>yQ}k1Yl~g!l^j^E&gK6@SV2D!~8BNO+4E-eVbVQ$>3S)tT)5O~GO_UU@&l
zvqEWqPfqXZ3i4fd-tMWc4-X9=HyG+`<S(p)>P$tE;8+%sw0|duBL6ElrcFwhw=!^c
zmxpB#mEoZo)N_uo9Wi<S@7>2D4B%0R*`Z4UsS};gmeF+qUKv%(HhC$ZiW4bw1wSL*
zit!k3+p66`VmEJ}4RsOrd03Nyk{f|<^aX;XN<*pE-=E)mL79&D+SC`!$*^;~AOE<1
zW;_jl1(=U}o;wCV0U>`@B&+*!@rTx>3$~}z52wpS*m!>%<9GC~eI=ZHcz$JO$OSdj
za}4pUV*Fg$y<T+^Zc-!13K0F~0DHC4X$k{-l{tQ)HUf!108>sFWPFNu0BTGJNO%qT
zwrjd)!diH;j4X+4{7g3cm1cPPtsx)9XDN?wl}_sq$c?&=2;Fvo%E)GH=ruQRl<(gR
z`&as{B)01g=oyGU^at_llS)6e8N$$I)gzUf`EEfK>vdYjRTMEHIJ|VLK6g0W<e2oN
z79qhMf!hM#VQm|tdJQ+8O8H7P3Trb|)ebASjZOVx(g=mlX8jPR1;@OQ@vOQhy&!8s
z@fX3^&JfJZ2Hq#&DMbbq`o0ryvI0zZ{Ow_~)qU4?tt4#cnlIQehs{3mT$OnmNP7!|
z!+pE>Dp}HT|Jr>oh75G{%G#xu0cP#5I*6V!et%}5ToU{q@&HICoL6yEr8<S*kPv%l
znRQyHEo%w8uh;Euoi%G%QaQX*s~SYo9vUzj=c`?#&k)7`Ur|>c4%Peihb%>+no+ii
zEE!9Y8Bw-k##n|-mJC{uokk?PBHP$^#u8@i%Vf)vhzMoK43gcDEy^+@B;NUcfA8;o
z|2o&_+}AnRxvu9t_ve1@=ea+(ENa4V;Ff(nefE(40R>fr)LWhjp!`~_V1=tF7TIH}
zzSOj2;KJ|Y@rq59CpAQ|b&e$b?X0p-?4{#c*G;_|YervhmQ+UD!cBB)!$FqC>g7^T
zrclP>9&63Cx#L>}mVMCvKWJ})>OWJynI@ch#<`U;gmd6|BPm_BR_VbIDqVN0DsFB{
zoVys#trP^PE;!`(otE{&PJ^2vv2&IJ?Y|Pe_DvpM12y;A=E!`Hh^%n&PjMc_JRSax
zL;9k{n-x1IZ`e&Yk~9Q;2aVrcI|shdvNdd<xznq)50Q#FwP{tCMt&B|yK7PD`&s9e
zX+!gy#%ST5GyO)79;hy>2+zYhPltusEQLM|iQ>mdE`UK1i>{oBk@nA#;wi@@^@N3O
z@gRe(Wo(_cWb2l;%zCo2^rrwmEc|NPRBlWizk{koPO__`&PHTZAfkvKC$+e$fPG{(
zo<*O;D(#MlU32fZ{$papUo&eAbmAv_l`S_aOq5Kg0+!p+#234xYzm*fu4=Ox%hf8F
z>Y)3(b^uSItZ6&q1kl)(&R;_6ubaT&<}n1;@>s}>#LvI7$%;+cpT?#g*57&#_}hWx
zS@A&#^s!$yj~YMl3Qk)^&uuWi#KtB-E8UL(fi;};>JYP`2K7_F)>?|fyK}~R^%ARf
zOBrBV3~T8tbn)sf=j;jsMU90<_8;-6pE|W_^-RF>?(vbxQaLTnaDIDz<WkHXFU<b0
zmkg#7`ug>cX<kmT*xKvgPtZ?ZRa(b)bCe0Z$y~+gn;5>(DzVKrCMp7|f6(q80g^Ni
zyR)zS&1-V`*(P}e=znztuq9_44jNu5S24U}jPWa`rQrm~!qg}_aWO5LKSS*f#7m2p
z6WCn3ZGdM(^2jTIrKK`YNoAtMpq;~AV}gcw>0@}d%zO%Ey@)GF#<CEgWF+GJslLEP
zq|eQ)h&b*%heEv5$qa*<zHq8A=iw!2s0sUmKOc6Q908V_U6=Al=vR7P?VYY{Uz5CW
zh)ZvK#?e+HAJVi}*V9D`%!H}HZVBcHz5@<eoN*s!xIAaxa3UH+KY*#JoAVg+4q}SL
zubt^-#&96hYwFH(e^-ZNCk<}?6WBfW$9iEP0!{q?#&yi;#BkA3;U8g|@`L^V@y|FW
zY@~)UV?O!@!}_BKdx4Y;JiRQk<b+B=;;iK(OHOfEwqLQ_^EA*?dyNLESzW2xGJP0`
zXnN`TW9_880i@oZm)WU1ITnucE&9h{anFkFB(Gca&)0@OlX0wy>``_4)Z$a)RnlJ!
z5zwt68Ev$8-S*M;ol@z8EhL=%*aIE=?(G&9Ytd(SbwqhME$at`)Zc8$fXCOd(`36v
zRoC&<_}SBai*3$d4y^o&KD}g0Sc&2pxtt%<{c$o`xAX%X+L#hQRS^L;Lf4%SE)~jU
z2@3{4k-a#*XU&@#3<|n*5`yl6IN8!CUjZ{kRtmM8C&Im(m~Foh=FfD{H_wJ8SqerZ
z0GS69Rjc}Ot^n78iZF}ClIAJh3+U_?$28aAlam-Er$$=0%}NHpp-xRBc;wf%mE7}L
zt`BWP`I!pI3dWS$2<0MPpW@Q}$@VBoq6=7TMrCEZN^;KhJ?NXu^eOYnFPEunvWcw}
z4>zmdHMxW)&<drCQu%H)$mXQ`$y<{Za)XcsD&#6Jv+Y^zS5!R1zMkW@OIklm-3#2?
z6vJTukxq{*+A?$kTG>Io0)chTj@19s6m=R;PSbA$t)MH&&08vy=fvGv76}jaTEh@)
zU(ssOvM0sIv*KOQa0MJ8UB?iTS%%D)lv)GMF0R2t{crP)yncS!<&vm*;MW@()rHj`
zS?)+=yR@z0Zy8tdH>JUOVy-AYyv<Km(x5w(!R2FRZ67IiCQ=+;{4$TX)Nt?4=hA<A
zPHOZdnwA31DuxDeZv+_EY|MPfW@>Lwb_qJ0I~!~^Y4an7R?^M)H&?9F8hZv$SJ&4~
zj(=0myTAAb*(;{>tuA-$r|(X6&n@$q9miA^8C2ZRQvAu<(|ZdR1H)6J9~EL9A*vUw
zciX#^!Mqy{znKa|v&pLqh|{6-gLa+#;>m!%eXeceV+YQoj4S+>D=m{gwV3HoV&*vY
zxU)5#^LYrQ@Zr;jO}j(n$CN_`=`aRH(>Tp^1JqkbfY)*Dhp`x;XCM`L$K=mo)!pD3
z<YwTxotjF|)!SJTX6L~!If^|^GQrKTiNIsbhc1{ibJ~l{oVN4b_IithAm4z$pA(iu
z+zwcoMxp;2^=|Ek8qv)L&u!d$u4X(hqJ(^+V{zt?9{(1|?-npC_?tKSKHtO~-ACiX
z1|zrLYmep7{?kn`@-`4$!b$pp-wJtouEz4fh=Ot8s?8E(I|BG6g&sOG^|Zt0r!&0V
z=VjgXlH#gH$_xAAkClm52YH6=e#r|*K}_}59{5Jm8lw)3=e~K{=&ltD*w`%KuEuv5
z`Q&-V&N4Hjq_sZ<6J)P)*AxT^D&#&Z;pi}Hkn}5#ppnHOohApJ_@jPdw*>a$2w?2W
zJYdgt_ASViz>(Cu8#bR2^?ig?NY(hv9<hYuvz`3o#}ecC>)AYRY?pg3M)hIaCTdH(
zp*4cr_OG~@_Km;T_l}J)+MQTyeRW}GUCF-CY)nsipwfspF;Rl%XZQG_gq>@!-$7a7
zrAH#Cbgg#xNS`Zu$JLY*otGDMYP)O}tQmHBO3R7~qi_EhWM7Fr0-W^V=_X=V75QWB
z4lS)^LMw^e^$Wpl@!v@J$8JBNf4)`zr1^S?dI={rb(jmEzOQ}2Rhxp?023<ihw-#-
zLqA#D{YJL7Q*X4(I1T8@n=ELaRJ*|&ts&~Xb1f;dA+~<|<CMT{dk8rEHE#`Ubq07S
z=MoJ1nsM`s?Hk<)Nx#LkYkYU@WnyPfJ~&jbVUF*0;~TWV<awcW2RDEFsz-s20=rce
zM}W7Shtc{hKje)c>;}*lc1z~sEc7?ob9kUP?Q#$bwc=q7&s9ILmMmitvWsMN2mRf>
z-^PjG*ByP&@2A<8>{-+X54_|tz9-VpREtn1DQ@<=<!Ns6J(UTmuRg_FkQDWoM@nUR
zTmhns(U)<%d%&z4ozmw8zE2eV*(Me8e~f0$=koJV>cSo~MX+|a_6YE8CHg0pp2}QC
zoR7d^q(NQXu(B?SpbvLm%<Q@ng3`)fw)^=G^{hFbJFTIyKJ{=#ucv>${r)z-;pyW-
z->-AiRiue!pBCj3;&l(@2bD?$aCX3j?dg(@v|%vkuCr#;;~~a*hF@Gg#yUGNaw6w#
zD6bkgZzjByVRb($gts9`2~~^Y3WD(bz*x>&O-cV~vQs_JpdWCb4l=$lg+xgL<K)Dk
zPm8)QtCu!adFBiH;{YY-C+DP_$^gY&SZK_x-zD=DJUg<%x)}X{bIFJ`InC+2q~cg%
z>IDqsuH%;(@PHckqa(mWW*axUX~Xtw7+tq#X799H$l9fUiPf8<E#)$kSo1u@0v4Ko
z7x9=lWWZ*;IHI532{XM>_I?DyH>BW#b$JQ9yjpZo*np*MuDpp!qL2OmL1HT%tFK*{
zU<jGP<XfzNrO<TVh3PV6<Uc5I<iYg+GAuKV682~0HhuPAx_z0t&M;M1(R_zVQVY*N
zWL)es{qTp{NL^IIUOAzJ#D3r?Kf$A>_Y1MG1*OYQSrWraU<v9eh%V-7$XQ0|0z9S4
zZ!G7eOoi2*@-#nf?F><Zcemx6HvG2_AG?wCibiG81>EOk{@Cq2+3%jsZnNu>-u`q&
zd4@XYhiUcn8MkLAkqoJK+IpLk4F@hm{pXW<N%*dpXJc{0RM<qWhL&yGbI{gUYaV19
zJ-N0R2QOo=U2_`i_+kF?`PW3>fSw`aTG{ju{)_K81})-EPfD<XBVpgKIO}co(<*$`
zPd$g-s4|IIxW06;@`TF5=;V;F!#Bu#(6NuCVTasy@hVZ5d6JRR<Z`$LzghY>V-MNO
zzx6_WKlPng-KnCIwJ);De$E4%POT^n6=j+h(;YKi@A2HnTX}}wV6lEQLfm-*!e2d3
zdYZ>BOMc*jk#87RUSQj&wP2fb=6;T7)Lo(7K#cHSoIE~Dy&L<qnq;~WP;kX9glnO?
zs#<QcawsXD@pGuksJvBx?p=ognGLbEjt0(xN1Su;6%f!A3Oe9sIuAAR48zAZGs^5~
z6^e`Rj^7|GRuJ`tpbcm6zAls{sBQSgRAIEERH)0n;<AsT11Q8KH5y3O)9Ea7_((6t
zdlE0!BbQRM1@KA+I7N8u8Y>Rs1bWVexoLohkLmvoFpkkYRZtfSQIo%cOe(Jnah%9W
zRMiY_6&*5-U1FCXwAg*I8KHUB302@U?w#&))%{E>k@FGy`0a|$*cX%g7O7!+`Vib{
z6La12-5Hug9PNJO&UN<Os)J{@&l{)><!je)<?wYeG}4wZpaXx$DDSCTk9=^WtB@Q~
zc3ee-%3vVZVBw3>(hBjRU|HWk2AlokcUIDWC&s{2^>$Lt2G*NCj%rT9Lgo^>ri40z
zh1;kNLRNbYc?+Ma9t&Q5Zeo$!ui6XyE<s_H-WKbAvX!h2P2cW;ULN`^#Ho8Hlqei3
zJ6ZoYZd|H@P@FrD5*?TYY)Qz<p_2~ayi=Nnha$3_C&2YtzYClolJbN0n;8kg7iN5o
zw&7pu`Eiz=wJ1;}Rz^XUE%8avb#K_K4HE5M!mPW}?Ki{gq~d_+bRFg1SO9nYGX;_i
z(^FiPtFm?eZh2WE=?N$^=~b2YJ<iRxf?0Q`8Ow4qTlpE<w*h{${T=a|BfwefHz?_R
zaOu9_eP$yC9@ra$DLbtz{`p>>4~46e#+3aoSX)3gIp-mp{Hgm=VUCjNxuV>1$q)1{
z^3HNy1qJ!3uJovGx#&CS%Pc+G80_}Z;MsKCsV4Ary$;HyO?Z@(Q(}W?94d_R89p_*
zGp${4=7+iBph&~}*oy=CDieZby=?LMzpEdhDKg`eE3G{9vLrU&=gba$m76W+OJ2mQ
zbxDAE?GhDSM;CUfvo{vcu7U+x(!W2SBs;T39`4JXAidg#pW_4$5NI6l2)ij=%=kmQ
z##L5{>r(2Fgd=vqh%d>ytcVB&y-r2ba9UD+)xT(u5Bg?y<Sawh7#+W>xBnl~yMC)!
zQzP{gpao4okerLL)DuK9Km~6|ISV(r<TuxT&MA2pb#RIH*{TfsJ#*0Yse^8|#}bJ%
zR8=!;o-#Zwv(X+Ac&&6rgE!%J)7xR{r{?xHuD5nSO9`7l_P^$!Nf`Erp860^16+#P
zYZe4VtEgM*r6{neh&5w_kUr1H6)eq~i_!sbVO5CCVgbWoCk_HxfY@guIR)3j;6j^?
z3Bj5nz0r0|FRt<*FP`qYJeV-Eb&<Jv8#B`U3z83<$M4Iv?_SEb37FqTI5+1Dt~bX;
zF6O?)B|w`CX->W_KC3a%S(nt8G=0I`mVzmRmWs@bGY^>l7~o<v;-a&aevKMthGp)$
z>FYG5M3zLBca(Lk4o7*)MV4@ucl>3hs8XXn<v9NX=Ki((1146q|BOJ+ezN2>nlaO6
z`tUy^UeWLCC5m{>)CT>rDbw+`e%w}d9UzPosDqXxLGV>~g>>jyhPGO!s2AKx1EIpi
zAK;eHv&!V`6hvr&XtrD3lD;DJ8XkGWu|?mB?-GJ5&=CIncNOkK(?o8<20kAXD}CaX
ztP0xpZDn)+41IR1Fl&AMQk+;Ty#K9Llhj)woBRDHk!%)ZKAS%72wl+x{~z`D1;~%1
zzT0}Px-NP)qmTi^J5W<whWd_d(Zi0iQT<uyE1=a>;d-LSPbC|<>xpg;>+V5Uhl|%G
z?4+COyaf>;qZ{wv3lAS+8HHZ4>EYc;s1;oK%2!<ddeg8GLh+v2U01Kdt4iPBm<!{&
zhU=X!r$*b}OQT#<Gd+Xg#Ylh6z2-fD_r;~ov<yN<4!{V^gqlya^8UxwAzW`{{4Oc5
z>5avm_mw=l+PFES)9@0r)bB(#wB6Sqx_v!{<`~&K<&`tc@s8Vc!{OQa*Sy8DNv%Vd
zE5{;k=~CJfcw>u90xGFLJj<Fh@Yg7{K$S<L)Z^!?M;vP`+PYqpd6^u;T?_b<bV?_S
z03{E5lp|m46=t`@4X<hQF^UK{mBOwX=^|+AT|N^y5C}vILXyYon~R6=Y&W13Co&Xo
z>!zd!m%J);3@%m}Ce;~>9@46o`sX(WMhJ8Z6ylv&-cuF{WN9d1jap||1bpt}L<Bly
zawDC{0>vyS7i-E{t!zFzkqk6>Xw6boOfBQ#hRciPKh%dP8r`c8{SdC=O)M&o8M8*e
zK#^4hiP0${IDI9!S+pT`#Xt|Qg#Kd9d<PN*#Sa*=OC|nwRzjjsogW%K;Rp=Q+_r}P
zYMtc>a8V@T?@Ojw?-2UyfB=bb1aRWr<6HZ0oP#A5zSo@0bAKF#fk5Cslf4*gs#CtX
z2>!NnePQM)=9f}Nq-0N#FR!`-f1)CPmUyTXb76>mPKhvSmj^5QGSyu}Qma^(s5{|k
zw`}IV*DQmt#7wHs`OGiEQ(dD9!}KIke;bAf$ijXs<*5n`0f9ruDv`qRbdIH}tMT-`
z%t}LW=zAOv7ZLuzn`Z)M<QnM6T8(qdW%slw5vVdDN>IP_*-QHsM~eS2Uj&)7d>x=c
z5SM#@6-hC!SgvO9KW@GN`nEg`OY$L-cNbg#G+Y-CmF?+%2r=DF8hRu@=u2(Y=IMl3
zvS?zanN=RY?uqC3&P5K)<oavm^qV~C*(SyHJQOp!w{pgOZ2ioNr9UO>CM?Orh!f@)
zV37cIW*xX${F;dItmJkJPp&Wk2dBBWn95TcVr&;3>_>5Xv>H<V%M8&{&2aBz@A6vQ
zIst<nQG~#17RMXIPjB@$!Fs2cE%>_<n_1r_uON6?o2T^n3id3vNQ6$i^5v`vL}k{(
zpwOjzZE0YXw|}LRz-yc;y*gNnW#zuEe&DAi`@55r#bn&*$I!(L=#YUSb8wVUg`pS`
zyfhGP%bx)Z&5>qNrXowID7G3%Ga0gi0-nW^rJQ*&kV2tz(5yn7y)w}Dg@INWFy92u
z`no<dA5A%*N+qk%iTSp+v9{?rj>N1YvLx_KH%B@i;vA&}mjoVTb>`u~o#0Z0%L86^
zUr)|xxJUtd8Q|FE*~bjgFPK-Bhq}=Eup)W1R#y?>9Y{yf3*iirZmQJ7qlU+2thl*b
d67l-_F~{#1${UrE`EO#SaQcuGpOB+({{up!QP}_h

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/images/image-8-Micron Data Center.jpg b/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/images/image-8-Micron Data Center.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..d95e6a1a8c210cf8793e31078aaa671ffa1ce562
GIT binary patch
literal 117432
zcmeFZWl&r}*Dg9((1Z{mI0SbH8hmhf1}7xAySpR=3Bd=MAi){j1_>J6Wso2P3GVKG
zC+~O9xmEYqy{GC_ogd$x+EcxEckk|Jb?-H6J!{oG%{~1Eyi}G~k_Vum001b+58!DL
zAOpa9_6+kG1{NkJCN?$}4j$2SJX~BnvR8!oL{#K7)Kuh@ly4ZgnBUNG&{I;fykq5f
z%frvlPs1!MF2pOw#mCS4?;$AI*w}cuc%;vtlk(D1((?ZQKAt)O1XvggsHtcubO2NW
z6f^>qryc+ea-J9{|2Y8v_kn_nhK}(J6AK#$7uf*z5`c<=hK7ochJk^Oj%*!-tOuYI
zV7#K`k$Og`Wrj)TM#LMIn2SX(UGs}rd-9lp&)hv68|O6%DH%B<6Eh1d8^3_yJ0W2a
z8Cf}b1w|!g9gwb`zJZ~Ug{76Xjjf%%ho_gfkFTHqr_T{zBBP>Xl9E%vscGpMki7hY
z!lL35XlZR-J*=UzsrhGDcTaC$|G?l7d}?}T_V?WU!piE}`o`wg_Rj9f>Dl?k<<<4g
z?LS;70JQ&th5Y_6VE->%1V~({=;&zZnE!C0p!y(BGy-%CTApXGq_i;2+z9D-!?1{?
z6LV{RVbk+z9}}CqPvX30;9p@p`3LPk$o{_p3;$n2_CJCBKe!eEcxWid#X}<i00CFG
z*Qo7JfT~ayKwixM@h95Re^2*+-zxpLbpLn01OF}E|Ca9mRIvXx1M~jQ?#vY|keb~{
zOZ|$F_Kw#dra>I5hF&Wil1BQAN@GRQe!5~~zW3#BPfG}`ajDyKuS}U0O>J?R)+Ok|
zKHamhaFDvs=gl3PKg_N>_ZMTm>Nq##A&hjZ*gkxLUc5_QG~1zK>J16WO3kS>%6)*|
z^!Bga$@z%F@n)=JiSIQ&8eT0l@5Y*_JGxC^ecv6^co{TU<;+pc`R>a)W~(Fyi-tN^
zG95oap8$LMc=#T(F)2Ul6@ODgr|RioY!q0LC%{d%clC1HMwQ9Ea?HwuQ}Gt#j^&)1
zSN1;h^!<AGyK;Nl+zfEd_>Zce4f;Z&p8z5ss(T-{?t2X>wWluK_B~n3h}(aWT;-e*
z{i*I9A9(_#mw8UX<87!rSIhNYYbE}xnX)0JGCnJ_C=_@+;8MJ#&C8ijo+<e!E;R*v
zb%K2>cl^44GV#2yPlK3%PW!6|g2%Ee6y~R9N*%Rg><RYKfi@a?h5zXhqsi7xKd1lZ
z-vy1ehF%#!Cy69gvP77FP3fIwggaLG=W=47SN;~wWmDTVUDD18weia@<x$RejQ!<e
z3N*YLX<rP)Um-4By2=qZ-mfE$@#4Xnh%Iq7pQ+CNWQbyy7d)_JT|S2l==TKR(I9sO
zE+?PStmucY!MNB3zC@b0<+D5itYsc{fIN>x9rLbF0Dp~<kO)&;bzF_z={wv7-pEVP
ze|1v$9|a>?JMYb$8R#WRebC6!etJk7^Cqw>em@=9@vl%H4nHWW{?}Jx)8$f@=Fh(o
zCE;%#?{m_h060^NDh*}3^-q8l)0rziU@h`~$G`jkDgCDfoG#4?SPFmCysSO64zc+4
zaPx0+|D!-$9D}tQ|DWolL#r%0lzaDJi+eWK`a53>4pY?!g=@Wn%9>njA=DaYE<8Bl
zgg5c15z&u^>Dd?B>`^JVlj~K`;&3(tGu}oMmR*N1`TcE~H+5&<p|}V*!uS{2LhO3H
zHe1hB)Rd(Kv5v5?fI5$itxbyfu0sH~@Xv&{Q4vxj{d3dJ`ZdkyuufvoPH`C<L3?@S
zPqjupKfuKR5=yZ^J*qSvuM^c=T!?a`heyY{#!r#E8GC4nW5O28!XQCVhPY8Ya+`pf
zi%XM_w4p`j^RE_UL8;!DuxFzvyK`j>uFZYotilXy)HC_TFM5^|zmh6HY>iKcL}<JQ
zJMXF}y}4Jo)=8iYmFLs@^!x`(IMApG{%Kn@<&SchVowsaxB}+s4?9hZ)U<!AjXC;;
z^q#%uIPw!$po~zG^rS&CuWFDu=Jkw-rt&3!tVvd4^h#A^t?!pD9BUP;Cx9WBJjwaq
z`-r2icx=1bcpopQz1w1+gf(w}szkSy|MT9l<drNUo<)q$7VA=1MG`Y>*^DOwV;z2*
zin+8OE(HJHmxyb$Nf(k#?70=Ii<H%+x5N2oni3W$3O@l`2t`u+p<VGCnjsd_QFs+x
zn|D!IgI8j1MiYIysdgyV!36%Pw>T<;u~Oj}4zYpPTQ&_2a?%v_9-_|HY6bIBSWEmB
z?@lo2(ay_f8^1E!IR-$g4~^dlGn}fu#p%l{uGe~=N8sFE6kk^bz29|K>fF<}Xf#OR
zZyj6!?%GL*r<T8J*5ef6{l4z4wUccxSofI_mP1vmaIM>1z_k>dUQ(^WUr6ehu)zM1
z1U!1TrQD#rh1;4ul?`*J@MBJ3ur-V~drzF5_2N5Cmaq;JU-qz)&ilAlt`}ZQ%U_$*
z>{fh@2ssh8Kl*VB(5_EFhxMZpf{W<M4I)Y1G(+_Q&y`hbwK>W^l<5T{+?A+r%0O##
zt-7jWKp&;|7gjoEB<9yw^!KbC9|t>M*xxFGVwJz`uNIT=;CG<7*cQ?Y*vE=eJ6N0B
zO&sBJ#5Id0eu{xffIp&sHFRbG_UxmEom1JLJb!~}Azz%wgZ}7Cv_jVFg2zB3LpIyc
zr*R4T@E;8z=Wyexm!n%eH@q-#r`(SJtE!d#@8iXW)~?q;pslH#6k<9}mD(fzXDg0Z
zZNwR)_)E77fe*sMl@)n9aMa0#q!d&|fV;i+^e8*zr>wEI%9ov3R)OE!$E5s!M}U5;
z93h1t7mZ%c&f1H=3*mdO+Y{|zfBFvVYtB#$T?OHCmyTvU-?qCc<IgiL_>#KbTcv(z
zx%v!4ZN`=#MHvrMy8mxc@cg=d>8@H$ft%KV5cHc2qsm;5eN3Q*a8b!>VXUjYmZrW%
zXg<-(C>L8?!57b>oK_5_g>;DvwVs}$4rRX*#AR;Apshj-zOoU%@+TtR7$a8NXgMxc
z$x=m0);WF*Xnt%RfL-qO^5;e~D49hlubPwHg0bQ%ao^>p{sH-IkbN7hg&~H>865XA
z;P&@>jOwWabnM|qu7Fg5ot5Jq`!O*&XI)DLI;P22fYf8|b@t3@F13xZdvk#mk_DK+
z_YO8-bx*K!-P^;EmTSE?WEEv<Krcrdc^Z4;*j}!M1RPhRUV4W_4F10`7G+oEz=CFi
z1Ev&4)t5N$VJ656bpF5KH%8uLcBjcBGS%>XXoL1X(Tz-cRc)FX^#14j@EjHo;utrr
zjsa}uvofw9s2Zr%7q~|}BU;p$I(r6snRb2q@Jy4XC~mI6tA%1LpixDQXtFxrfP$$+
z%C??T0l?z7(2l8C!LIWDQLIxQ7VRsgdde5;m(Wcxfww{z{%k=uh=9ZX2i;XaN6?<|
zqTlBCE3E)WTG8)Jg<lBi{qc<y&3S?9qL2w)kjV>-mk}2hvCeF4d7(n6KeFBb&>gc{
zC5ycPW7siIFmgpXv)YQ=4Yj1BbuvTC_ifx>TAq)pM;U%GV7cI5A$0X#0eP7|o|l4z
z%v;i^_>6jSmgEPpMBPcb0Wr?PYcU^8MW?1w{dUy5C^JLdLn;h)*FO?wFQ-&@8I+(g
z;KSSaeudy09V<ZXCsP{wETZBpuOz}NBy?=29EXl0!>ncsRECcy3|P^Ve<jZa1pF@A
z^-s-O8Kn*EC0KmZBM9wQ4(ZBRrFm&^?LA|`QYFZPQ5u|aS@mWXCfa7YsZs`QtQKOR
zCV2oC+He|9jX*2jk*$jRpS^GALjZ?f(8s#g#7naClD^Q2d5v(5UU~v_>ViMZ(S6ap
zVu(+STBNz_|Gfy)>6q?Rh#})0<KgTRcCk7)YAJ~GMr6(HEy5bO5`~i1W0iOx=K8O6
zZXum#-#LgfsoT#*Q*S~d;oq05v*a)Nn!p?ce((qcaX_6XYQdN35nRFsfxgWr0KSes
zrHso<+f~F`UScM`-c>Pqh`kJ~2Qu$@T#HBI2G-jx+f}I0VvJ^HNLJYtb{|th>Pwb>
zU1*kq_{%E{U9p<7RHMMFT0b{@_x`+?9OcQv4he@>sk^~;_#uV%OMkkHq%IvK-`#m%
zNt~x>DByommw>k?-uG_~%YFJNT0md2+kelFb9m~|{7%`mE#XDV_t=~^@Sp_(Vgo4v
zpYiOv-IwVSa_EVV28j5};oXQh)8$YVf4`zKxT~faD>&uIlDbnV^XFaH$(xdx_|pWo
zG~Fi(WjD}n-cZgnstKvh47#B=IoI@|830}0`i9l|neFn#!0W4347#eATgWqe*e8lV
z$LQNosp|OCi}fiD?kR1Mx0@FcT@W|c)kMOaQts<^<cxT>3W+5~f+uco+wqZFZ-r$l
zFeV==RQ3HwmB*a@0i8FsZmiw1Ov^DPPUSPU-uWd~tt*`knh2?wo$Qr&CAv#ofGcx(
z8U_ouQs0Ue#aO{IQkvHE^*fxOS}pwD-4Hv9pBxy&OYee7c2rMv|9+Vjl?96Bhz4-G
z%r<cReSH~91J?Dcq|t4?^SZAiJl(<($8gftQ>cketI5mznG&z8Y&s1dhOW%X43y+l
zs2r(TjWWAd|AH5OJ)A;~$#{mLUN~hGTA26gddA+xt)jDliq#kn(IDnp7Zms=KYeOf
z{46mOMiJxSS$xb|A@v+vMIJ*8$5yXtLJ0bb$>THzb@L|`jjCaV_Q%OOo^fyso@8Yy
zQOZV10mO(5+j^_Q5QQ@h*b|_8V3=DwXC4h^z(_Q#mGd}Nh6@_s{8mM<>|5ru9(pZP
zz+Sy>OFklm0V_;ryo4$UAQFr~4u_q&n)6C+PWMB0+rM#YUr9S@?K7|7Cd%Us5%cj3
zF~whFz9o)d=xvSCZLY4@2s2z1hk+g!@(av-saS)T^RMx@G|S{J1U(DqS}}wb3bn{%
z;%}@&M4px8KN`}E)$5uea;zl!5{Uk?zq>OG*~+-zk+1$wRZe3uVstXcLKCS!(;n)9
zThaI1j|;%F&PUH6^BlJToUCsjTeVkffenj~zQOg+ooae$DuCrvhume;`;O+Z-sSNJ
zjZc7Vw6ns;g@h--FeA-3d}58J_6jY?Tmkd5nni<@bJ-#)-NBm~jcTaxkX1jf=q^`T
z32N{-_SSX$d3i9~P4-N@U`=>HxZOL$nkN9LdwXV6FB!_7bzC@9&ssdP7?SngPm6w@
zv@5RQf<MA(;#Jh2V|rc2WDiR6@9uPcDzqN5T4WS+K811g^yc;SQEyPA6u#^6R|@FZ
zhqCtP6e`o3yFOEsU^lc9lC^QP!5(!^^mdWXP@Q%nAsc;fdwHz?d{3HHZ;Xi2%S<MQ
zvGd1d;z9!26uiPr7~!h4zDAdC_5RMs(pw<;TP#8@Dih!lcVR9~psR`Un-eju1e5ve
zF-2wf_Z7mk!aT;<z!}hQrf1gZM<&fKs187@P;s!}IHRNEBN0N8SCW`H$i_Wp5W(Zw
z^)FCiJp0&-sYM;|V5cIzqP~HT5hxZ17lNrd({6fwnLE2~yw*F4X|;J4`(^fd?H}SB
zO=^1TBItElpLCZYhohwu>=_Mz#?2ez_22%VUMJMuj2)yVKAsofvv!fp%GV~vMdfI=
zWv^~jF{QV{vrSG7ZdvxlcOw@*jLkcf98hSCXL6|gp;^<yO!D!u(M2v}QZ})|#VyWQ
zYny@w6JAs#WBhW$ZH|k*d*axJkGslZkM3!%2Q6@qaT~w(E@0L%iHySSyc4auV9ZV=
z)2rMP5$#k1U~s#cDRa<y%Monw`v`bmEa&*_cP2P~5qb-1d_~F50y4Qzj9cD>$|>l9
zEM~r?t_^8MwYXhLQO5h1ly|Q4P`AU_EnE02RjAvGGE1j~;#kI+BdF||nFWP<M;GXc
zlCR_gtQ$R-UOJJGG=p~O4ujigJT%}xrgHDpHvhbJCp!P|*k-*;Ufvj|O{XW3acH07
z2opCl@Ha5HQ(kC~sw>$8vNqIpmHe%}yd+L0)p^5PLnf9ySoH3&1$C)TE0uc~?{<bI
zle8SP*D{bT8`XTeE-JMv$Im@N;@(*NtRNg%j}h?^akCO>^k?ckrQv4dCa1xl(|fYJ
zxh<Zp!U_YbJ}!F(@avlac8Nd`ap-Yx6MyJZ0f^rct;B7%DSOhY*)?xYSFyG!29|4W
z#H&s}0XS(`DjY4`TNDmdZR_-|#Y^TWV6SmAHrd$aoU&!2X69~L278H<UHO$=bavUU
zo#Aw31!ICQF0L2@r5-CgZ9dUHux}i<Gz8%s%70uMhh*GNsWl^4H2P*5WOG_^lN><c
z-V3hE@s83U8>EN-e9yahpueda7!9v=eA#Ocx7bRKxYai+SorE-Mbn3Xc}~SBZ<VF$
zw76T{>_avuB+*+KNUdY>!mej!e3g3*;^|I0{z^mbskx^ssu;t^EETn4V&4eUFC)2z
zE{pQ)#t%s`fkRg|?^S~dGw$R(46c<&GC5%j$lv$~=6l+Pf+s*(%YFZ~p29uj!ni{p
zO=!`(uL7x0fV3STp6;2>zV#U;{wc+W<1fY`-e>1X57F${spKHw2B%Mgbv9({@xvG-
zP_3N0@hs#I=zH;8PSxLz1mx2{i_C?LZ#|qMUG&fDb9mOrcTU7nfhuJ*H^JW@Z;_*Z
z{;CT+eR%h9p?rS#+~WAdfHOYM{HGD0$W!DPIxF9~Z`J~C;*ZM-SE+O!Ly(SLI~2I`
zX1Zlr<p~f3TFx==sDB$W;FN=Bcya22bh3#FeeLHwWA;w|VYz%Pd;$QIo&bM9Q<b|P
z&aSv0F0_{<x*sQgg^br}wF)>bizeQLM92reb9z|p7|^qug`v$JYK$e{ncpL|=X6e%
zitD}&hxc>jMeUuh`<&;U&BG}h^8_8)99R4-4`{3+Fl1x%!`=4Oi(>!(D#5QrNmU5H
z1V{$#XtO6IjQ4vRHO#u9#}C(ojh$zok7-oce7|ehb7KY`klQS5ao}g(P`%h4{Y8kU
zhV_tiQY(iJYi*{9kgakilRDF(wDgGiysQrT0v?bk${pX*%XdmIHD9}=Gf7&;7BLY*
zN`Z~0y2lvThh`P)5loZ56+1!J#-~u%GLtSQOMT3xP?+pO=hEn7{`S#^T`R<VbUt6A
zb2>14F8}#%h=_Bn+(Aj(sv!){q!Rx}stq7S?EjpN^;7UVD|J!rmnXnK=aH=c<lUA+
zZOx<#g)|N#jT=d~beg>)-u1^RzvN-3&Yr;^pJJvldaJmnlHk#=?VyNtsWQzQqfrz7
zj0)J5QpmJy=T0gnOCx#r8n{tvv8Q&&b^vT6yX1c;f`GOPxh-WXsC(F*1~_?RTpQJ|
zaGwBykl-nZ+ULvsdE6|CP|npOSKv{y%B8QyeZvE*;AE`39Je*)HXeb+gV}v)dAo8Z
zUb1?sw7RH{_JX0hmdACNq0l*rK#%OVJ8|{Y$&zIi3&iy5pwsGe_f@)Xmi(j{WxHCz
zPhoSqO(pC#Jjp68Y;9~pW_Bh3k*o7U#gRB-d8G<tUv&1c>l~wWW@f0CK6;~~g{Fjs
z@`xUjT8ziN!Fmw8zDi?^aTc7IB0$jX;;-)ft63@GpO%W<l)QMU5?u|-i&WFctrMHg
z<J|#njyOFVDz1`8N*Fy814hDRxOlIM$)F4T3wkUn=;KF`WYnv<^0HxRfI9!U>9_#?
zD@rBWn%DQS&g04z3{9A+90<Xn(u3Z0k0CP7ya;Iw&Cka{!7!<=^@I=+pNZ&N-p+M`
zC%|km-7}|RhU7k0T$XWS1{zU|4ht;{{>ou|$C_^~HE+aniJkk^AiFzn;sm|DQFQ$V
z&!P2gY-^g$aTLA~B}*Yqk({$V)8UmW+{J72xj~*dl|F4#a|we;SH7veWtczbiwHGm
zwZDI!E&6)t?VdCIOy<&c1BdE;_<C=tqG3~nV6%v>9Nc*v@`sF_Fn`NywsYh-j1>&L
zsoTOA-if%psuF8Yl204<l8yG0j07egY3EnWsoU9pZtKANA~a<wJUEDe)98us=A^!+
zfh{%1(Yb!TcMrgK@i+b&RS|p}nT`*}m%E)6=s7h}woLrWb7-4+OP`T!YAQa61Bhc>
zp)-wPt1{BX>j&tjSM*7TwM+YZ-|w*tD(m~d<WNOqW0-sqFEJv*q_Q-d+Gf>WTDm-v
z>o0Q!_I>9#$xBgfiC-Jzxz^=REG-@`Bc7{d@Ih=93-?M|4vP9>LdAD^4aWsS)ZrVg
zu04)XG#R5Zt>0MTS$6Kf2n^@df>;#OiuJ@_|5Vf-mWG{?HI6BmuHX4<D|t8+Ec$7M
z<)|NAR0gjaI<NB%`911tMei)9qLLVmpVEXtHA0xj6s0CHHJ$+P^$c-dgu+85JNsCr
z4noyzbA!gIVSc)4{MkQh*$J;g&nc(UJD(ZpVTy&OV1dJYTsSfH#2>-vwe%<CPFgpR
zNf-unJYd`2*dg`u6M@m%^j5MSaD~kzq#tR{wU=dMJ;z`zf3H|ZPiD5l?CtsC7~KB^
zkQha35_mju_wqdQr7zvQ?{HH9AF@7pH@XLxDeiQvuzz|CTEFiV@~xahDno3b@+LZi
z53!hF1$%@>dUmI~UAdL@J`JeA^TaoGa(tBN({W`-H@RAW^w^!1Z3XE5>J=AJkhq%p
zb-*v>_e?V~-t4wHK^@EI#E3t>sf%*8#ve7ENaJQ-V6MHlukd3>clA8V6H%cM=aY#l
zY_;F_^(&y~u&v@}E%VKj5kQQivya$jpvL5sRn=dJlde$xq*2lD`58_i^hJQt93_PM
z;&LX?D!ixW(8E*@hjK_|>f&w6jn>x<rHAetoxfp)U_!g$x5VWZ67_c=)QwGXIum?o
zWpAX4j)=QQ8XK39QF-H}Eau_rBY0v-dBSk$B(@#FJzKJU?DV+>KjWKere7>!ZHUN1
zittjrHO%T$w_u}CBfOF{x!&>?VsoiBp7-cAC(uOyqr?;-s_!zr8kkZ8PZs{LUlxA}
z6w%m+KIorSf>)`*xC#fF$BC3~+BOoN&5>S3PXHTbV6=l@e#tx=HTkpB7Hit-<Y^tX
zukowI)q`5Rv(BHjN=rw^YZ|X2_!n}Ha3<Ncz`fQxa*nn|LrimVs|lSUZTgBuiH1LI
zVRShOA#Ez_G)KBgEKpaOP4=Ly_!At7v5;1_UMAahsS*8C3M#vH8MJ9#h{IddI1v9l
zeyV~tt00%Ky-q6sTMq9k^$QGpHu>TNU#PBvq#enP&M$!iMIRFTTlhZpw;LTF8YAz^
zH-UZiKj}tXW1j$C9c(hxqU2iiAweA?9|Vva&TgB3ZYjmjGoIZA*xGrXKMMR){#`-V
zPFZ=awI)V`n;%>8k?jNUp;TY)4%-KX^hXchY-S_rk&fSTI#5fEA85wd^5*r;_H!Yl
zOx<Dj%`XR3U@EC!+WC<7pP3P)^=>Z;6;eA^lm@9lZ-e3QnxiireM;+oNQHI_l=)Su
z;G!F>GD9C0P7JTeThm<Ahkl^1uK>ysx#n!z#m^~t-zy3;P@eUogkF?Yd7FgOetyZ*
z1#gM6VAB1-|1gbKJX^D2jQCYJQLf&Jo1AGSCr#910cA?4Q(;mXCN$DJ#?oi78sE{(
zAL%Fcc>9F_)onPt7+x-0h+q*KM-w2V4wKp}u5U_Ox~hCD|00MzkCV~TQ=aYeU44Ij
z+&ft6!AF^7hA>>`eo0t#0Ij#hS!UyqfkliSIC$)DjcR6T#QLKISU>Y)4Sj>H^-Nhn
zYl-yf!J7d|@ix2WwZ!vca<#&EK&Dq`iI6k;Gx;~}Y>Mae#lA_jKb3rSsoNvr5R$9X
zd>S~6eA9M6yO&F*=a3=U{;xCj7pQDg*`Wol!Wo%yiKyaL#Q|>j6?x%;@uFP2bnwxY
z0`#)Xl=}E$v(3NSi0Ng}jmDDJk!iD?U7@dniXHK1H<pKu?w}pxh01|hqNJIx`P=?3
zpU=0F{9Ym~t{R^&K7h}Od#;mv`5fE?VD(?9M1@F^q`Z3&W@82D1T%`u3;H3@(oim*
zZAKk0$7thlBWk!6>VsattdEe}hi2!Pp4+M^XT5Ap7AxNWtx4My^{t3+QgS=MytWdC
z_X=f+TT(%;#JP&xB=0_Y3JprV2|XCKVI>u$<>*OL8uw7HNgJnpQ4G&cOmjpTHBs!5
z{D^6>IEBp2P*P}eM?{-x0%*7^?PU``YElK8{tB3OAFU4jvnT3tzgs4%xEMXiuT=2W
zUCZdzAlF(11&9!)V5Vik@Zt$D_8D)VSc>5!>^)OP0cY()-Ztv>0OoZtEU87LI$b$E
z!~6Zvg6S7{BI5*G&eBEM?H4F91UJC7upjUuylmHK(s6N-T7)m|37|Yckkg9TI;$|R
z^jYNrRVQ46Ubh*P8yVuo&08R*4A$CM>Ba3b>ptS;*w4!zvw>2w)_eZ!X(v?w@RQm)
zEcVcB?Lyo)`H3sM39`>08QVxdWQOt=3!vLHGr;Rdo8!^)E{T5izVnu2a){G$_pzwq
zvPIax^^mvKZZb&rVtRB_qIBW={7r>tAH#WW2OImj1Y`1DR^)7Bq1uRQRnZRLAL7J#
zFs6^$@16H!U^|<_9?Ng2lpcH!`~LCDeGWY^z(`NS+ftE7Vs(d%qnxW)U6d6J?=GIA
zau^#wVl3vW_l53{DH#@^zs2+e+qZ--FMmTmH^q9KQKm|S*A{g&Oszd^l05+;Fg;8z
z4)fhYn68{Lm$W8yvb@y%ve>kW>P4JB^po(3^x6iGqlb9ubj-%A;om7h*rQiVKe$u*
zncR)F3*z<$C4Zm-uv-0b*tpFEFGrb?l0lu!ILtqLd2GI$g3+2l$CW3h=)?vTMjkL>
z{(Sph8`I4No3|9MbiF7ah0tP<T(h|SutJw~{vlq?)sI5271ntVzOnHWbsdn-T&X5V
zJ-mXKJUX?dJa9EbDJj>o-~Q)tuk4^wzVAT6pk{4=?yONnQf-Rb8gDYQ03oBPWr-m>
zndEltkQE!#2m7B$rLD&s)@lu6S7q0W0a-ba5ZVru>&KW8i*m{<5T_*Ok`+yjzMbaD
z#qL!I?_bC!5rgPx4$+yxf_4U4<O3j>BlG*L*98fScv^C#r3^+adFdFGlPU`dF?Bi1
zAh}VAwFfI{|KDQkhfZYt<-ie%`j+tuIS8N5h&~_Fa*#c|#ffqTU=Ppa7O<C3bgaQ8
z<V72I(-xnM<C&hJyWX}J44yAo_w0VP(>GuYRXufi^Wv>!5re!A?3qR(ha3MXhSa#b
zKgyoYpqTf7MWgV*O~GL>_;q{vX7Jgjg+U=C0n2VYco?+EaH_;`Cbgd9-|XZP)|QeA
z^wjR)qcq>#k2E&M>f59dbqCHv3%%mRY?9UKKfX!O@DE>6lqJKgWIM3*R2HkLWvovr
z*yC;1&JlDo_SmT_EG&=!z4%SDgEdJt1`2)aHdVZ5vd(h22ny>L{;SuX21VGVEjwj~
z8Cz4hj;|aj)5<H~CYVT{NDPv^5Mqdv({(J__PeMIztR;c<rPSgUdf~p&~W}6)AMm`
z!<Y>7@HSZBhki`^XJvmkjWe7dbJA}I26m;2xI}R3oB%dkm7-IMzvK@G9JRjC@UBC4
z1Nl}c+JgULJQLLgwx%_Rmm>YwKnkwXKMu{$sk8C_^x;KLgnaW6sf1arl=0WqMvL7C
z9}-L|sKP$vPLaBo)%Ny4K76h(ImmyX+hm|~G!!)Iw+t&sIFR^F184dlD~X+II>pC5
zbYWDgOJmO5MF}L1Y5fc#)$G|F)Ays7wVgZ8&$NjG1D^oP9*BwkSbJS}?`@GQP>cdk
z-az?}FNwy_na{QE_sET-$y5z-sXc1^LoRk=*K=Idr(>E$qdUuuTX>ofmeV`V>hCP6
zyW2!q8Y?$%^czGVnG%zkPPl)jPRe4nXQEVzOm%F}(I6G#oswE25AGPe4z=zzNtoV;
z_6@=%VD%`U7sgcr;%()P+E}a7O6O(d-WdY-O>$i!gqOtd)>$LsqG^;uadC~=T=v~@
z8O+ejuM0D9IwQN(1+`{~d;3SqnuGK5AQe#3MT`tM5*S^=RmCNM?W5T5Vztl4ok|<}
z?(N=zF^kD>l5|EID+R?zb2i6~pK!6yaQ^Q<FN(_*qqj`j2To2)X!ss5&5ra*=S~=z
z2H?!;uR1*4M|@H9lGZ-5qI3fNP6ltaH9XHkLmi_$r5=Lp@$i-VynfO$y6Ra8KTApf
zQ!*E%psebl6!S}^Y5%kDlDs6MJuf5MUQ_v8s9<4ANLK?H+V^SW0$q}Jy6KnK?^Hf|
z-_TK+T;1xHiL=t790uF$(o<p1)@OfA=e~YZ2?24Ie_mQj*mLl$n0i^2nzi&3;+WP%
z!Kt5lx>YDW%5cp~1$~%Qh4}tetpU9F)aH3+XjkJF(a0c+rJ5wMC2m-nHCwT<DeBTT
z(NU<`+?MngOa?kH?T*>ZrdyD0WOrn*6HWEz&@h2xviTMe>9af42_7m^8JFbc59C#)
z$AN;jK2Yh;!A>?2C&n8cNUfOhdz+LoKbEH5Js1qPJua~ZKdxH<znL5KSvUJ>ERpKo
z>Z=f0i`wQ&ov9)oM1KbcZ3d+Ka!8Os-hXwK?-M_m8M8CA5BvzgC#KM^P#3FFyrxuB
z&@21?#;SzMei+2X4)QPr4^5GaWJK`C;C{6&p9FD|J*!OAs*OqgmTbiomutJb$0@s7
z*t5WyVk8osFw>`{^>(v1MLlXTWeDU5vx_u}=rv=ZBCygkicYO~TVkLumgn+%Xr#Ui
zCQMA>W-v%^`GufYzMt9l-p(>PmivRU`H7*R=!;I$UQQ+tW!5*<ZQH0ZM&{M#v6`&5
z#OW4s^(oB-LcMz7b*v^K6+$J?)p#CuO4Qs&cO4T_tdr7+GxW?q4U`F&?!J{1Yb4eu
zpYRZ5`NEW~R@RBe(VrJ@WKWw>ErPTl%1N-XbyqpgcKe_{*3n)Tg<$%~p~$Gan%%8?
zcJUmy!Xz2`08qo_rcTp2Wsp6^=7hJ0w`_ynve_9;1Qp7WQFU)?gJ2CBGczSftAtea
z1<^Ss%%IcQ+k*0w-;EJWOYyK!O^&#8*`PF4+utTp>-{)k3+X}l^B?%>nKVXi&+BD-
zHwy-eg+FG{L|DIlSXrPT0|vmOIk74VTo9fB60Jz|lg@GeYof9m;hX3KwQz-)9R_L8
z7j%MYy}}Hb9n(9G&Kg8*v1ZV(T{f*Op`syM#UWHzMTzObH(;B&Ar!GN$V3v$)Fz>v
zaKcAo(#3KAD#o&LcXD1=-+`?hsUxF`80c&8=a~LL#;|U@<ZTR}N1S7xHc-cmX1~K#
z65p?6#4S$aN<6OdTu+*R7t?X>YJ*3_2l<fW;_FYn+9t^upWZeyKWEuv-7h;(V_HfC
z{r%CrZtol4n|ev`m6O|LK(PKtU_!j4DCDec_=rXEO7#@cj7Ur##@7>XPf5G_V{T47
zYYcYkxlqL37dL87YxV(WC?ODa)J649at2*6Q=4@aj}j&EDe++!??>8un!_1E?r<Nf
zf@}>P$*#;b=Be3)@Ueg((Ez;{2kEGEHQj>ZySh;uhH0da)SHEK&;iYI%wV^RqCwZ{
zZ~dv_e1rU#2n?=7)-=(8k9d#7@&T#o*~9bp!VGpfoHs9~XQW3XFi*?3ME9}Z<-NpL
zMoiX|Az85iL2U%Jar3S25`Fg`sqxo~eu`A4wG;jWeN)cIc)JK)3inq0t|Z0Fx7R{i
zkqtdTy;&+cuqm_G-YmFb6W+IXzlEbK3%O|#OM~02=3g0FvRjkvMmE}YDfB0ND(GL2
ziJ6M%)-Q;Mz6>o0iM}W*h#IZVUC>xUOR_ue8fThDqfgEz4jRl0xOM^+rj1Gj2PEGo
zcvD|Y{Gn?RJ9LO`#<ux(Z8xsi(eik8t>>8}1}91U`VLxvjH9k+D~azscLSAgR5OtE
z5~bwTkZM6xXBLg0&m{$xULtdaB81hp(FHG)mfj7A<{$BFvs*8aR#^1-j{AtK;r+4z
zbsF@`5#uT)fr6RgEoSQcmowj_2C|CQ%S~=!0z@yAhJBdwd<^mt>uirjbzI!0+Pb{Z
zojqkQBCo{46fO5XO~u;8z@tACdd35%H8zepM%K2YZe!)e%`a3<CLyYD>)Myi`TQAq
zVb5#}@<JsptKtil=oombozu-eefao$kj6g9Sci|MIWq#-CC*-q#_kdLtpt7vqknan
z<*chM=I&SKzDu}hFJW&th3Jc}!TA)MU3{Kv9S6teDq_^abS}u|kqzdnkHd%+Ev<4Y
zYVkvuMz(z|R4x#Y-LS+oY4^z4Hx3ma%)c|bdkiDQ?@J6cwjRR<*BlmQE^}9pW7Iqz
zIMyU9#GZ<E-1LZm&q79+T*e?SRpa+v*7v>2?cCM<j86c1ByWu!6nT|%%KzBHwf+P!
zM{?R@`gc|*G^aS<k;!>}{=iKVp?f()q;1imLGuTAOfIt~iqiKRS&(SqT6^pr{+HEv
zxi^0MOyefTtmP*&&BqkNMFF2jLN#D3R|wA6M?&M5yM6P~rXo0L-*VhjHPVoob8=PI
z>lDJg_+oKvE%x|hoSDG_xo&Ih*tkS>3kIj&aSkFb1cn10yKjTR_!K(Lc|-0Omr<kp
zk&gz|_jW}aO%IcsNOQ+wF<dD&+d~sslK<e7>cDEjcExHn9~eC8SM2cw;24#+p%;#>
z(S1=GS>Q!s|FMiEHn5w@UoXVCl=b5=s~w$Qo6f+ufs)Y)WH7`%<c|PoS!KQ4kV3zh
z65eyb&CpB_&zWT#*Z_0z&Se~iYN~2~JYW5hYQqplxbC%DR@dS>@`qcQKJgbrod*IE
z4Jv6wFG;f2RN@iT@K+rQ*~lo#-uU%5Ghl-2!$RF<GF1s7{<}v%$cH~6<9wQ5i_eLU
zU>#R-l&9n%Y^ltUVG&@+6F_X2(EBkw9yYkmvYBuY$@~ORL{82#q#$HmB=SJ}QmF6_
z^k<p>ra;te(8CSceg_B#Ze__kTLF9QB&N8pM!D=Ts@IH`t<Am3>1wkLWo<L8#c)1I
zXdICzEnKP?-p~9p%e2mo!^IEaQ3v~k2j+*m&4v}ezl?hHJS#_#UIsReg^+6;l$D><
z2NPAsWt$KXU6Ke+`qlR7iddHcEI<CR%m%w}X*IP*4kvy=oTKLIp3)<!e}g|i@-ryG
zx)K38bKbfngW7L}y)Q~nhb-TCYE5V(QFH;xX`>61ZSS{RQojVW(0+_4bemVuF=`<u
z;AwO*d$2=ycoiWj7*|YX*Do4Bl)tyo@Y&I;iw$Q<f$NW?dVs%fKY`!tPS&xh7DzZT
zLc&^;7Z@qvY=aC7=gGQ4<6Gh`a^c{-!Gl>e=Y2*`Pn~REpmLXH(cdrLx*y#oM;)q$
zt$5}N&PmI=u$ngHgV=@n#5B5zcpY5pLK)FLmtt`|kLw*<qJ$;?u$I`EpGGkJ&FO07
zccQ)EyY!T{y6e2uLe%WDa;h8jXKX9vFOIsB(S2J_Y>E>glUTpS(+|kEOU)+7^(grn
z)YNAP;yU8+?tDDifpE-Db=BZH_(t?1_Q1$EH~~#h&`W=xa%(&0goqFrLe-}=iLgF?
zJ7=t3DT{47^=Iv7ZjfNZCj4!PFK)Me#S<Wr(RpUfp1gFv`%+X%HlA8G?R~9(RKMAx
zxZTe$KT_XnxLB};@UO1!<)$D>uOOme*eGB9x9p|RZMK_=nnAsW#(;P`)le=)sfiFH
zb9pR=Ocr1?|9Vu&YlBNIWyv!M8vv5G(y$-8LJTrpk(R=nvEC}^Y>V$IHpPA>1Dq=8
z6>}fav!N(@Oi&x|+82)g7Nz_9f>$J%NH8>2B@9~>izCP%Cr`<nAxSBp@#jn#JND5Q
zL1%{e_(yiZMJ#Dut6^ey(l>sa25Z_Q{Q#8N7Al~8<76I*PkE6mFVVTiW19qS05`tz
zYoUN7;b5c}?$LM~(U&h_lGT>tNhJ4vJK$xZ3fc>M$at;;XlA3sI*y}U_A~&QU0_r<
zN&L*Xs!#*(Bf!Lh8phs=p{R>~W%0mX#2?R27?Wk^p#<(T**Ya=lSEf>6ZO-Z@4L5b
ztc`IHf=Mx~ZR{p&rCqtmmG6}`A8!2Nvpfg568WPnlzMy<*mPfBzw%GkAZ?65e?8<;
z?Pams-(1QtVOxnkow8hL)TJerFMwN%@?1oy03w+PwUz*jSA0ig^?Z&FK5LYE6euQD
zv^f1iq0{1t+@tt~o>M=TYcZfyZ4je`5wy`;PQ@`4&P*6j!A%fJ@oes(tGcAtOuW?l
z=Oyg)a=6YyqI^Eq;;eP*sY?c8NHKh<(1RRvSu`?Zeo43hYDj?wuWo;f?N!z4K#cJr
zcFgXlJj^#B5aGU^MBp)dMkBMg^-^y^f#`!A6U{96vnY`{L?*;P8S`!$a8LfeDF4?*
zG5Q+xhfD*674;6nI%l&CJC%<lNweCdY27-ns@U6TQSsE5WhThmh_Bu={`mNN;JkLd
zx$xb@(22k}n7Azg$V2Uzezgtc-ZJ?WY`<LW?c#;|HS^($AxK2`MVs)^dv1M?NMgh3
zl10W>Zi<#A^M>kVib7-0X|+YdQI2GUD^)fFCN~47C2b11p36m!0KKTKSz}325?t+y
zh4My(qs4~ok|8$ya65a^Bxi<;qB@&4!C1FUP0<<|?JotSy?kPDGk3M=@6du($a5Ks
z7Dkhn2r4zt1*YUnL{jV<se7Q`LanE`@CC(sg!((0^xGE~JMYp&tUnc%wol8F>h>9q
zdQZf2IFH%S_$zosp1g>=e5>HbQG@9Mw$K{Gtnm2d-g;srG6v<U@V0iVA^9wIPgfFY
z0`S-Kf~3?778K+kIZNK_ybI9Tc+*Hsvu0A|A?49oILahPMugK{C&#2v!Cy^;5iPYE
zy9!n{H9)LWp7)9<G!lU2tu1z0=eQIgd`gLX^73rXBqaRs)tK0ef_cRNFu;l7_C#$-
zDUQvTRvRw~KgE-}DDO8Xd)(J`l*QyZkh}6o|IH-*S=ek63q*gRRE7MNi!A?lZyEFG
z%>=f%5U{-*);B@4#}nvZn6a(;Aq6EQY#oz6kNVT^J>!zoEM=Ue-|n_ugG3!Ii7}O+
zDyfT-D^|x)zYG4kL$Qvx&L7FVS2Qs96sKOG+_dLG`6)LB9+4>^dc2BTUWS>@mO~a;
zLZ)Dh8kp6GrJ)i11X2LLJ>=l`sP0!<UBH{QO5w7fH8YsLyzsv8L6bB*%f4rC9Y~Wo
zZ^-^a5Z~O2OY2xDzIvROKk%tFwNINH(D5qKoAb<t)GvqU9!B?6Br(^*8K$|{zF;YV
zBXRs$4oBZZW2o?z9h@YDxfszresZZEA#!A?!DgIJ_20Q`jMVOKnjtIGM`^#&YU5{{
ze|h;cw%68YtipB#x;p?qgH*xcu+Pqn#Om*MO_YY^Ww)I#l+rxpTGnH|mjh59Ca-5P
zE=y`68=@C%hf%y-JGfRJde6~davlLxZS|?MT$9E?LiIoXAIuI83{Fk>OX=m<v4nB6
zl`bS;+V;#;O7l0LPX(se<s)>i=}o<3JiUvB&`Btp_dhKcgue_GJDlwEkGLD(XSLxN
zXt)0w5V%20rSTg{{~9#R$HX;Sx$i0|VjJ{7r}wgW4A9B{_L^=qhs9mP<Gh%+RK9jh
zP!4I!<Wasx#>HUjehcn=5xRG!A~@eu1b0^oJGB~kCgt=NG$^M!8IBzslqQY-Mq3Yc
z?;xfdJ(Pv)RvB%<^=;G+H^Mh`n41ab_w0pDKkFtrKff*^*9P+K+E*4r`)zZq>J~`x
z+$J5^o?&v*zDk}xT-TN7%+B1^>g=DNnhm<cG71<}8R%^uWG-IOqgS+`M9I-vPEn2t
z)|5OiJPn?}rC%XQ_4&))?odj!?+a#Ab{bNRUgH~j#m}K}T*W`{%vnDn{kf@?{dc+R
z6W~PQyu|rJHtuypjdn@*E7johoWJZ0kg*ES`sl363mT4Z{1HoEd4xIqA!Y@eVUQK4
z!KD;%L|%-po)1=Nsu+N^q%jYrO`YwbGCNH6cLW%J>09vG6Cm`e?DeIRQ);5j=+RK|
zHDoe;zLFID;_O|6$72wCWfryW$dH!PTp^Q56^d@~zP-?g6Mh5{uoXR|Rs_<_VoXLZ
z-hF^}M4bnGY%^Q3S80mk%Q?!1>9R3=^8@J>e$CLPBlq}p&%=CCK7Uw{16a{Snl>Pe
zuQf=QWi$3S(XKFAvx%>m)-2>X3q8F6`AaeF)z}zZoR%LiW9;5&j%KGUq;|68#Uv26
zsVw9Z9U#o1fO>7`ysXYUc)Q+oB}R56&lp1v0rc|d1L*f4<lN53wHn*I@aJbS8_wk_
zoc+R6(dvp*HH9FcPO=SdABJ+;+gRrYz0P0jXZjS%GVs44f0!~J5_p~fG-!`El|5tc
zzLW*U-n`G2e&7vZs}am)IF`fhrJhSR|LA#DMl<&p89nWK1m!DIcx;7@yQ#1G8fC?9
z(+p+MkS%z8S}wkGz|Oia5DfzmObJ-py~(-QyU~6EScObk6?@ZwpmR{hy@Ax>jUT7a
zFsXv;zj=>EwHu+98@p0MYCT&+hAr=*FCh7kMxU;=TkuP#_w`g7;+7R<ZDk`F!0SP5
zP~sn#EIFrB0@w{&2uLb*pBtMwI6`?Kw`Noz1teh3G5K1k05u26JPYFck0P)ZE8Yn~
z18a6|PxYY|D&W{Ui}EGA$)Ah7xz3fC0;XG<*}H0I%7>5T9*Q3|j%bDwevv)$-RQV~
z*K3-#Xp1=z^(@LTLE2x?`zWQmt<xWizv3?<Ps<@`+A$k*R|QKt>9j~&JMuJt;OnFR
zV@k8Z%hwY1&Jr-;hA5<*%x<(FQn_yqfo#GC231YB@GYc#7(SdKf<bw3WJk{5r};@z
z<}dqa(*&#>EzA-{;13bNt?J@Ix@j^4avyO(8Ef$&t=2DwFk?+$H%%Hr??2fw%|tAU
z3#qRQ6%I4EF@=5=eKucWFLuH2>oK?f7p|<?-g9{yv@z$2Zl1#~vX(mQV!<S;+laJW
zlCMD1yb_z|m&A2$1*2X(DMP$L_AS1_XRZqt=ISDoEW?(>u3(p8(u~B#R(OO~l0#m2
zAE(G-z&Ci}1m0{#d}Qxu$>GNi%EW=P*}mQ1{)Mpm^6sN|0_7j!XQFSfUnnjcXNvd0
zm3tEFy~#@F8Lq0NxdT{%C){;FU1HotM9Ay!=0TyQm)icxVhuVzn?kAqI&nh4*%qco
zgrbOU#{^I5sEe&Sg+^q&k{Y-5BtAQ2*L~X(&2|jC%-sAm_RXzzgZ5bOAN#qa{@PLf
za(>&bCR_7rpFqnTQHl^soegsXrEX}3`-tNYgQ?ANm#&|qJb6=&*~1!1f9~Wa$hI;%
z`$8h5_CSm3IjXM|FKby%I2<K|3a+lo_ktuwt$0nA>Z+FKc3|lbYPyi=W&VqnX&B!w
zPI9jsZTQO&xD7Dq2{1oiTwTuIX2Oq?2uOt{63H|_o?J*=_}{KNKov5(EaMNQDbcAv
zQSI?Mi5PC#W##KxB%c8=s|&U`<NT{j&ck^#<`=h^cXZ15v0LfRCbD6!JI8&zSDIhW
z_jJm=t7YiPwEcKKYYN@Y+KJDPQxYBdiINR^aHlUDMO(994Xj{DUFM=?2th3F)dpyk
zn;vDj`n56L*~mWDdvzh4fCrqSHJ~ooacy~RMfcGe>5%`?k>-s{3p(X_XPKK_1w;B5
z#r5-r8K?tBTMQW&_Sx?u1=PY_HUnX`Wh1VYLff+V`uF!G&!i#V`K4mb;iKWjY7eZc
z@LlxCj|pgTO=MRBd<(`#x$*>~%$PI5*%xlbL1RDXnzZ9<x&!CGQ=&57#MFqZdq5l$
zprVt~cX4b}^F61|1TT#b%Vp2bM+wCnQZkY~f1?#JZ0J869apyNlJ3@v8H%<kKRPBz
zwVP*a-L<4`x)f@)Pn+(@Dwk1WUzwZc=<M3VX4cbm>g$AUfW_4%KGw|+`t6BKUF(qN
zMEdkCq$zEz0iG4_`DBtV#O}VlU5KmfJ_=wt(#KL(AF$_4;dI<;OCApA9gWRIQc4vr
zc!HLF_#^Vj_+8W;zD9*ZFP&i(*fQHh(yW%(63K<lLXc@<U+_f~%@ohN9no@Jj1Ips
zVtCs^!MSz#*a-=VRUXK2Y^B|J6|5q8(ID(qW;B=L&0~08k`lMML$vY!C3b&$_YsX8
z)u>0B2lfW7kDp2xyBBema^swPQuu^Z@9^+xrL;|l&XH~dHH?c#(IH9wF1=xSJwT1L
zcv8m<ua{_-)!^BrM!}C~lPW5b&kOi(WhAj!@?ten<Vf?vXae;6wshj1NhMa57_OMw
z2dW|whvxRjOKQ1BpepC0;>Fd&jzYFw9yjpXj^T%Iv;uR$%8}o9fyU8`y)+91SW&;2
z1(GNrejC{5N9r3v-qw+qv3_?&U#98BiDvceq^QJgn`XJJb1pxNw(o&LoTB=qWLjWa
zxT&4J>|9+6&%S=@Rjr=N-GO{7M7KcAT_cLDQr71M8}b~$^ZDDLO;-gY-<xtGFn^$i
zV)OsaJkzAbL}Sn{wM^FTCrgt2ak5-NY(UQdFoMc**>o70QR)l~^26E4IVzXb&=O@H
z))X;`b2QP^ipf<$)vw}Gn(`8`<uGGJbx;lBhdeZPAdWH{_jXEy{3cUB!s0xVZ>INr
zM1tlsLpn>VH2fi0u@!?0pOX5kb9r-FmnW^kDUE5|$?iMkr-!3mF+t0vqdc!ihF_AR
zXQp0_YC*PZvGOU*O~39P+INhoPhc~{B&@w2%-u|CtTv{ra6@Yw)+YRatJz8$lp<CN
z?nac#9dHF|;}1wk&qVPLp8yxTu)~5YO!HTSd$SE+HT7+**v<-H_{W>}Wj!_o*5Pqx
z_txF&(j54`m##@hizRz*ML0?;EbzT#vAJJ|Lfd)gJI^i!!jcBbxETOL#%gtf?~CkD
zWtg8cQ_m<3Mw_!ql(#rRN3lZ~UVD>v<HaH~Nz5ds1Pz*R=uFE)y2|Dk23;2|OjvjO
zTAWBE4b0vpE3Nmn^6vxXsFW&FI4Z|V^s=f1H41$7SVEK5unx|I#tDj>E8&Y8a#J-g
z?>G!^-cNC@&FEBL3G*8ow7SW{7i)8WHPi>cAHP3OyBF0Xi4xf0QL%G!wF;VRX`%5X
zxW@uUJ$|}Tc6O10RM;@DOO?H!>#>QOBoK^M^8M55wo5Y8A!U-azF<^PG>K7bvDK2%
zI*T?b^|$8YKv&?s5ksSHmSGyr_GRc_n#%%-?4`Y=mKMn7`!k6nIZBL6wCW0mq_>yf
zyg0^v3;R<e2;_+flP@IB$6>`Mtjult+M_gVfWuLJP7c{(yrcpD(jRC()7hVn1#;Le
z@08v(G0lJ3kdqWAO1_?&e^2xm9qqc{jdj7DWQ4M@ap}*~L%1_;ywuc*aH)b-&t|}I
zak5xKYh8$PTG6M?!yXbO!>IBgRD544bt+GBcoUlWXaM~<MZIfAiK9AtMQf^f#Z(`|
z729G3W@s^q6UII-$a7FmDP?aXK(*_zlxuE6MZ0HfUb+F5&NiZX)?%A@;whi(z;oX#
z%X2n^QFb*(jQ4s)gvbv%-0Adoz_d#D&z;D9h>cD*F5TuFL#t0?4q}4_W(LsyEPoAn
zIi_Sm>2S4feWUOMFfEVL9s(k{Pn-s-tZI{6oWW@?!Jo8}1YI5O41e*fpcRbv4m#uR
zEfZ}%rE;i#<iQ(KSH&U7KlRX%G8m_SCACi7eqmBG$|AgD0(MY#?v*1LB;92VQ-ltb
z94pv&gU?x`ArM?Y=R$)Oc^~I6Ioln7jIrXgunlSaQF{E1U5Dau3MV%D=Xopf&spzA
z-}6_)Q_JB*->(~Z4?J1;PZ`=4#rt^QU~YW4iVyiwmegAJGjf>H41@>xXU>@MceK8d
z&r%WYM@}QHWN*R%8mT5>nci(eF!iu-xbckzF*8Ik`I;%4iXUHGwk|R8g?~ufj>%(w
zsgegUgB_cJlC9+Cr9aAY9g_1;uS-6oOwNXp_^&|U4{lqqeM=q;a1&F)tF4p&43_rQ
z_Fv8APtkiO{eJ-?LEOF?LrX|%KuTOuMIZ`HQAt1xNs3xZ05L@^A)o?^1rz{LiYTB0
ziYTBDy({7}0Vg89+^>p^N&f&n1zs1Zq?_2UfuFlWsK*1nP9g;T@k{n`{qbFfYAmW(
zwm%w^AGs<AQ&af>e-Qks;t{lb!}6f6R!}H$$fVkF#%n;p5Ajoy1yhp4@f3&3$|$%&
z$25gcrD%C^js-n}Yyg$x+KmThW$ZZVNKp42)|*DXi2SLBAWnA=%ASJdW_H7hK!&s$
zB*FQB6&!{bz~r#UYBUa3Qrf`rQ^OO@AVe8s+M;=I+yH3>)QH(bu=;~o^C0DCLv5#|
z5t2wGj!jU%AzVhIuX9<=eR4(&?~koQ^GN3`>`$qxbychhS(6ZVQ%I`jM*i`n48(oo
zS@V`8qYh|M$0m`v>q*+PZ&0u|UbNrFokl4!*h&oqQc?>A1X7N);3<tojzU7<QfD;v
zLsLU*EUpz4u_qh~s~RZD=#dmKnHvLv)Sp4?Qb{7<M;{0}f3@#cE}{@1ia)uWG0qDg
z@T#FnZiJeArM1iMt;U5XfHF;P*lEJmeEGmK9zvhtsVpoK&M|RtKYB;Xr?>wAUZT3Y
zXJh(S(59BG?4?RHW9=uuL`QnFT|W#J2dS$60AWS@)34wuOsBm!c27!%uFhJuJ*2M1
z7O;1AKZQ73TaV#CiKd39C@jDMnz+RorbvMo?qF7porBK4WQs&t!uqlF6uM@d_Y<g8
zG7@pLde@-n+9d0GiEfE=cB2Kz%vQttx3zAflDX9iYvPepNznez@SCU^=ahcp$|3W=
zx&G+&CcE1`EZWMGT?nSXRm^aM`-?&C>VI0ZX=`t%MIlEMUX{%Ea`aLDdsi8+c!%w_
z@<DGq!KDVo*I&nSd*j>Qv3ID)C(Y;@?}<g@&0}M8BSH`QRqB2DPxlkswrhgb^|gZt
z0vQ*G?bDdy9;|<fv(}^5HMrRp8z}sXMf-?{mp-KR$*yKh$i$os`c=MIt0S7E*22p(
zPVFR)UPd`)J?Rn?C?yvoyD<P$?Csu3f_Y_>_4FQ@_N_UfwX}W8=2QGkoeA_>BOa{I
z&F)u%C?ol#CTTx}4gma5_*1X1XHsDEV_5J$SWZXK`_vax8Hofeet~-rty5HxgRmTW
zikVBGE8fVSNG5nzL$D(p0l0o-RqZds_Zp0c?Ee5VsLRaUB7cot(R7(3&BgmP7ObR&
z1Ll+I?N;vf#Z+r3qiC&H<y4P>_@4C}o%FD(E811j720&uqI-QmbAiOy3)ktIptqkp
ze9<DFzb@nX)bYV@E?l%=k~Y9x^X^YdU$e3?4<s?i85_L4t@sa9TE+%-t2r$+k6~k9
zwv)AO(4M9^i8vke(0+9GhThTw>a5#O&u~v4LF#^$YVvzaJ4oJCU|eNkWAn-G<M>Cl
za@vNcHS>WZe2e!{cvbu>S5g$!`krk~U6FQuS{ueGJY>WM69nab@l<Xs<cU1wVJs)3
zuRoumszZaCnJ$_obd0i>7;bnY>0HjgJbmLe7afSOanDLs>%}@K<eAnu*Kzi)he7bI
z-mx|!AG=?_Df_GV_deB}DN1idYMNV^(8DCmsTwo8@BkS(uFFaAV!#q@RSB4l$!e#N
zJy`axveQV?yfLP<t0G4xFxO7Gk-d<5)_lU_R2!JRrHdc9d6I8-HRw^pDDG5iK^gMN
zCDgxWus}kb7G4nrBSUMYMrXN|UH<^SPXp*X)Adba&qa&LC<9~Vw?og>k80p`EmGrC
zoXInAKI#v;ze>8bqf69@R;gD-v9GE4iaYGa{$Ye35qQtJKhm+~p3S;jk?amXtx+@+
zUUciqZtN6nO3!Y3M8p0COeP-6!||qOlQo-|>^K;|+Mt-dTk@#8(NWAh68`7=&G}M(
z>-*>OsEs8Y!D3uT{qy-zi2ne-e=3Yo+Kyxcu^;^OKb07d`{(ke(My>M!?2&<{V2kJ
zdYeTT3l741pUR9Usr;$5Qn*-l6V(1xe4eNBrqDT~a2MqM@%*U$-}jH@P7xDBMT5>W
z=~R;y#Qop*kL5*Jio#h}b^;E?yU|zdTPL0;-Bt4U+H^ML#cBTleAm=9@g``(J6!Cc
ziu%3%+uZL(#)q_gmY?^?sXo)8WA0i10N*v|+r8;`S7$eo(DO9@!aW1+8Wu7V%pdn?
zYrPkYMQ88w*Prj_tp)w*`%fVL(_hGr`|VmNIr6Ok0Pl)Jd!b{PZGZ2Y;7gqHO(A2R
zrk}L(7xtg`5#If~Kpk!EzwerH)I2(W<<8qU>w{bd?s+Dcf4we$A^!kr{{V3vwAa2L
zHv3ZAC4IvTxyT*rM!)dS+EKp5tr~;!f_bhKNz$F>ch4f1KaoG$E&Y^r?{}a&<LqEI
z;&^kws#2zjBw6xs`??1`E1nL=y-2A2Nu!xQg8K4%#T(YPIu!b=dC?WMDt4%o9Q|od
zo1hjXAp^JXD+q(0rkl<WT85WnSmNpRf;SsY&~cm}`}t5cj)()0hk$YO_pE%MS^?vl
zpOF5wP3;6<wXo9JR89$F$;04Puk76ukN{t-m55k$rjmVXTk<X#%28J2Mdh>8e%7(D
z1$vXdv?H<68L-hVF`xC7&F=Y)C_d-&rFGbJv9#0Hnm2Ckba<iN99bmv51uNf-824u
ziT?nBR&jH;88n;va%o+5BBm)fbp(w+_?2`vhyMGdBTDm>{fuk}k>(MRS%tmLF`M3%
z%+@7!iZ)p3CPp#XC|vLigyNJvi2JrNek9gH76AHG(4>>dvBVjjjsPCC)s2=VY@&@w
zu3_^P6Hm8dPBDUWPrtktify7;l6K-&iE*@lcRs$g7o3_@W*c&^ctH<1<VWnj{`Hx(
zyLTk_r(sUC?aG1iD|E@|D@MxEEl^y}y#D~pHOEs^Y5ID{3A?#cBOi2kV^T<3XDs8N
z;Ze~=YZ&(&Y4R><Z_t3q_Yxh)41G@mp`O-A`6^2P0C{=MSyhfB(;w|pZ*^i+_3jQT
zniSyW?@Z4T^TiuZdR56}-Hqs_hj1`|N{vB~;YU4%X3@te>tsN&7Cekr-jk!X*(6~j
zQI~e$0aEFjDY+hP!6|O11c8=g=)R`CH%IW`RfVrDmL(rFHocU8epBD+T4@bgy*fOr
znq?0Tcz=9qVJ&ZJM>C!tLEmrpN4<5^+}P<FTSsnE+Ri1*KTrPvSwESj)b%S3F30UN
zlFAMtMd7AzU_X^`TE49@kuNoMLoyuN>Cyejv;0r}=KfU)x$m&$QL=4cUwi9ilKC3X
zNhkMK!-+1Bsq_`W>zd4$WCj5g3?vGERRg70)-{>#ZeCWG%(!j~c0uR`Vx8^D<&RUG
z)wj|oJxY&cHb!=knKDVM7PfNAzH<yj8*cJ5&!DSzR){1~beqZhu#O8KbJ$h8okeYO
zkd>0)sZzjx?h*af9nZi20IrfrYRuGnvD4ha4Vkx3owJuj93OT)>k?U=iD8Um10AW2
zB#|({I6VDo=AC14s9bD<Fz?-)?x(#=chtB-RVB+6sZtwhE+te&XLjhLy>&MFG&)Qv
zb*QqugOrFK0sf|^c<g*V0SJ8Cl0Ii6l7FRPU0>X41eR>KVc1f$dmfslO9rn!XV|}W
zsL86ii0&W{l_ME7l^v5SF?1u@`U-8dQo`m%kjKZ~&J9cvnn1HNgWHV$CbfktYI(J>
z5~%s+?n@dXsorwAz)`>_`qJF$Lc|Eh!!q&_Knowa^)*KCQx@Bzws6FZ88Oe$dR8m3
zbL~Y+(Wkbo=9HV#<kweHTuScF%*=Ak$Cju?Hk<)-f!Er&TXT10Y!znO#it;-D1`CG
zOMM4=(9yITy;kX9wSdVf<n~n_=Dlmfo)5Fqlw1Q9#p3?}th<zc>L2$-byCBmuOek5
zobdkufq+D~)Z%!cd>HK%{_;;k#=6Vfn{6gIt%OQt=>?oU7u~99wV5WJ?KBh<%*PVn
z$}*$Z6^E$mdQXL;c9uhVsYo)%t1<fa73fn+E8fu<xi<6(ErFB!Lspd@NXAtd;UXVO
z<u%V5v3HM5VjH2Hj&c6arC{s6B)-<BCT9r>{m7H<kMT8zT-F$jZ`pyQX!VfkWN96l
zn3iLbN$P4kLP?^$xi;O|y^`1|D5azWO$VhdH1wnawD+VUmvQMvO)-ri(qf;JNs~#4
zZ5XAZkO@aLv`_+3OGN-B6tqwwJJjgWpzcjXh|+z~PAX9l9eUNm=uX3xrJc6MG4EHc
z?IVPSZ<)PKM`i$5!0%QvYpxOM%p~5(pMym~lSOQ#k(Vj<)qF#m`+B}0!Sprf;d-5O
z7c?I9m~TTy)+3>=vUymi28<5*qhsSGPAPo0>?wyU6CTEw(v(KTQizz~<aMB~MliMw
zCUeb8<Tr9De2(4dDm0|XsY2xOQu!YA^oJx2a86Aew+9Ci_ICT&$ixL7txqcLP;-iN
zI>wj-<rPj@jE|n(t4Ufhu{7e_)OZB*nnvJtqzfS&3XVclbJW&XI^{{lU7>r^NyRlA
zEsRr%_NBO#ZiaO<XV!toG}k;*Vj(A!N-2c%P8};QqFatV4rzv@WyE>SN17Q^+$igs
zOy{Lb3{NzIG*ZR581G3UVw|0j>v&|EK^$PSG2jmMr1B+{UPZagr~PE0{)<txi(?x>
z3CyHoNe6HCMO4mz&sx&R>(Y|tTe01`WY*@3rJJnFC@BJR?nhr?Owu%lxy17gu&*SV
z+c$|EWJb7!I7R;P`c{!gW*ZEe=b1FRe7c33OK-IVA9mlkUs~thCPG0VdxKhb_wz#{
zx{{6$W1P}zTP{OfB7~3(x(<ije}!G_bXKKx%#3_H90Exl1tA~|Fd6j}yCooDcs=@7
zg|3>nuzaU<r2RGz_P@rPIHa4<qL#jM1p%_%2d!@Cx-^o?e7I4TJb9DJ!YBBjYSGbj
z119Mih_^x&u0YQJ0QO=XPu9H;OVeVp@_hSXg^2q#kok&#w<aoOB>{5Ap0eDlq3F@s
z1-hIn&fn@x>&pKCwYT_3>sPgXS{*9f#>&q;hvkg@`P<a`EmzlkLYA`|D+o>AsQ&=P
z#?=1+XrA9n;I&O_$dTZRadoLM#Mg{+kdEPgl?gd(A{%d67IjT&?Jo?{nC>+<7*YHd
z<F?WKBj2g68(Y<0S=|y}HbefhaoqO<+uozRyb?RZY|P5X_meT^L;e+B-pWbk*pcqz
zso(+XYfETzN^VZbq>(#v0Xg*VT9Df<nk=_C^A9N(f2pf*M;r%jxk(ssWo{9DPES+q
zS+{o!9M9!SXJUS7SatdeSFpKM71<^1%Ono#KGxlX86Puy{VOapwig&3he|hYY~Y`2
z>U2L1`OypAKx~irB0XE&`&LrBWznHJ^0L^cqWF62RX${g%C%lvR_;9(weGbWO)4L-
z>Cu2k1^)o4_or%_;Mw*|N7(}KTy**YShCuzskpzFCIc?v_r+-ne8+6-)55MwI?K5n
zk;`;TGZrVV4<@4!7(QNbPeV?3nh49P5`(J%arx8QNMBDA&2Xz0ctMjPZ$bV&D^!v^
z%9VMY+th&(-PxJaHBY?c@T2@{mF}oyK3pY&^e%WU{sY>gy}x^%skAIh_fUUdQ&fHH
z8n}ylu{pJ1Ni>=5Mn_7$Wv0({Dk4PEJD-v@8D_3n!c${<6yu4cK7-fNyAKZdK5Ouo
zH!RlHAM?<Ryr<C@zt*~64tN$gXI8#MxVll3Z=c=6?&rDo71CVl(ArP-T_r{Sq@!=2
zkKI5$7Q3lXv(s}oB4}XKJU67T+M^b*W8}4r=4p?spL(HnadE1~C)DI!J4;?t)-!^`
z-l%F9_IeomW~n#ZH7Dl`bGO>O^IY*o=C3msW4AmgJPPTYp+#NpW}@cKr(E&eaKhF)
zItzF}+q`u(z+7I*b0a*ANhgv{O;v5|Nj#HH!wU1N;w4btFi|8eOwAij7&XpVnWfDb
zZ)z}or~smktxL72u*T4OQ?@^~FP7wXqm)Eo3{k~P7~`B~pR{@kEMG0k_y@fh_o=pz
zK|vS?idF{_98zMWqwuM*1bCxuN%&H6MSx}~#Yi$v0Lk<fat$@)0j2o|r+T<kl(r?w
zEy@cUNWdbJeXBy>N+%6D!2aN^7_H-kVl~A~7P}#bOIBklx7e>FOC7r^C{@QnStqX*
zw?F!Z`c@-Ss}!~sHs0mEJY+px^2Rz<Jv*b-{EF6^(8{LdUQHD>6{jf|XW6y!Qm^|}
z_N{zwnqA2m7Lwrf`3-rPUZ<xN-pHyD6ZeKbwD60NH}UnWYouP2#f-#%*E3Qsi+*}(
z^MBt4y4}rGX1>Wul}151KUxZ@ZlG3x(6s~8O_=`xzzsNfe^Sr<gJ%B#z6~0bp;7G<
zJLTu4E>kBsABAX-4(cTT0LVUX`{2`uhP4vk@(-N<0Kg3`N9?Nq04a{d5^x1uZ?lxj
zfS?XRJm#-|!Y`@y8hyb30Du~4@Ybb+{{RyC&$&ZXu7?;^Uu4aB;#4dECaFEqX}5p?
z^cAe$9MsDZ_9=hwnrHkYTA?gH#V;P!Gjb+WD!t-T7X^`+s2~cY&RMr(ob;{1plW|)
zW&0GM6P)6!uZHzDB#TGD>zoRSb28zEtI{QPn~rL{&$!l-=r{P!+0Xs-DmKt>i(|+?
zolEAi(^8%yakGwvD^}X<NC%31t})b9(P;Ow$L2+ABPMZ>yc$_FOZDX1NrUZ8H)0_|
zuO+!kTgH0QGjM9>_8y_$&Oknt*|dAuLhrYA-P4Me<V(U=wy`saIi~_D*Y;K6JX^WP
zprkr|*#7{Rcl@eV%)YHveUbv-E)6pvcB>;#yFc>o{{WRZX_tLW4hOC(tjc(LvbVZa
zMQI!=uO#4LR-=)pMdYCd;f5WD@DJ{ayKARQX%G-bUhYNC;6K%`t!7E5+^d{HDZ%^2
z4?guq&Xc1ZwIBo1w{%?<?ueRIA}`eaDf%9SZzS_(8)8qs=cmwmn(Ai#+)Hn6p$iNu
zo}hZ4O41NIu$WKzc~GS#<&=NuvIg=Kf{}1f(E3$$VBE%~M`4_tRhHAy6iIbB8+ry|
z$KgmWbf~g-`OWFtwD(T_XS}pRDSo4NJLeTY*v-Oau!-A)oYYWwgHDB9$EHNm=j3-8
zBij|J_NUfXC2LUAH%+}q;3?fLh3z8Ikv^WJ2Zt&;Fg)VAJtM<r?$u|xjp4Ew+aE`m
z`}=!V&W+*JwJ9a)w9+yC&9FJ#eSVeF&2bK&AuSlY)NzH0e(WRqe>#elEuuIo)QWbB
z8EI(_n*!Y3`7niCM9qMZk3c`YSenMIGTY50GX0Xo^DX435=->-6%M<rt*+UxF?Fdh
zK2^G(mOsM0^H$cUxVsZ-E@rw@h^+_RPpGMdKeZ#3$wl3kwLcI)kkHtnwX|V_A^!kb
zAocdHK6#Ab#}CU8=Op#1W{U4oz9wA8Tbv&CYBlm$$!Y@NVV!_DKkVndX?;v3H#ezT
z3uTEBt}z<2<#WkDhpk<BfwvohjSnksyvZlKdI|zV0{yE#VxEDxW;K~}smmf5V{)p;
zEJxmNsi|@s_Yhs&?qMGALiJQ1D*Y;$iS8v>;znY}3Ztn%;Zs`a_czx|1TmLm$@Ed`
zYqqqou<-4emPQRT@#b|c?4#0+$4Y~$`K7T(OVA<H;Wu~KX%mt^g*~b*OIUl%#|bG3
z<K3vcxVzK~ZH>%n^9WEAw0gEG7-L0A9c~a#1`HBLRJZ%4tw9@B#kC)0M@8JP9j(Iy
zx)#V73d@B6_c^F8Es#Yc37!Ch3|pPv%Z{~r?&9=K19>7tAi_iEZaYV>p!(Gttx0Vd
z`CeR?L!&P-!T#v=_pKi)N0~W&<S%e6VhcKxE&)h4AD7*~!m;k|<+_;3BZAn#3NRFU
z3Wi1{iQG<3NhhsEn&PWny%7m@V&|GvMv=Ct$^KNS8IiC)mE34P58jc>sK+A2_%Yh2
z`pLaB=qf2tbKI+#niqy{^@&))wP8+WxRdT6{-@f#H%rlMv^_Z7ZZ`JV#Fw%RNiqKF
z4^O2?_cnT1irpYvo223^D2MK%KkZ|ws@jx^Z79^dMRF#&>m9y+RP+IB(WeC!?&ub|
zV9j-^!Q{e+PSQtkaPs?;SQ^iZY&0u#W245cFGiEzx$hD9%Ii`l2#JOcn^f|CwaGEu
z*)<h$N<Qoe<SuG=lipmJXOW$ol1ZvHHPOoh?NC=0SvM_9jfJDFCTVLcj9NLQ6tn=e
zw1SjV0L3mS6rg6TV)dmI0q;wS21dMR>q|(z{<O6Qh$#=<G_;5AnoJ(VVv0(d8+j%?
z3=dOMlY1Dw2y@!4Ti8o54BsOA)wnI8gyfCQ>T2L+J?o;KCDg`K>_=~F6a(a6o4GY*
zR**9Kig00Fuu)qWJH5r*ONvd@ZWUKVkz8>L4{F11wY6}6a>v@STdi|fHl|$Djsw-~
z)_sY>zt*kp;;Ng_iLFOGsGoS^ilK5C$;A~isU-9+FjhX{uaQTK^{l8j&4m~PYX1O*
zeRW?G6U||Q`(GoeR-G?}oge%rTF4{)G4Oj}e}zB(6Fp@|{C&6NE1PmksifRnr)usr
zSo-Vj9Y_2o+Q?k}t-m2oUmWWgB;6m#S0%XeI#3vc=qR~g+BlEqI`QM3SPcE3{*-^h
zcdHNicyaVK$mG*Y8dn<3tMzAGd~>Ouv&sJeeN$V;mu$Z?$baBf$!;gLCQUA4)@fMm
zE&N9`*<t1!bvvp<;t2yC#!UCiS3Re+f&vk??=-S2ZshgqX>+r=W2<te&E(dDV=DL_
z^%>U|H(|B8<EX5t5G;OX@0h;bzSTzP5pd@@$)(L?X)MCDBXo3dYN}TO7?JNyxz>s@
zg;rDeR$i7=B%6kR8n39bJc?5z@ukn9w6WEl4r`m1I^xA_utu(SWS^VXrnuK6DhHNv
zob|4APY=FLj0de)oH@YrI#Y|f(AN)(s_9<lqxg<dz=)s5v#-2IG}56l0kCi?lX-yW
zb!W^;kdxN3oSM+X6PQ<wcQqGXxXB{`p1f1Pwr)K}eT8GxiMZfaag%2f$5(GgX`No=
z^n85)tBW+STK%T-M<K`V;?FPt0M@ED@Flu^rr=~RDxcmpUgqX&+k+&hB#Zz$0oYYG
z(a`JEg1nxhz1_sp7xNf1dLG`Dr=wZTc{n!`O19wq<P*=Z^`+7@X1XF-j>s49Hahzc
zde^_Z7Wje$@>C249f$bUK|RMxlYhLZ%kp2vY*GjnP$<HT3@G*b)oaV|F3}~mpAx$e
z=e|C*&)rKSe5F|z->Z9?uG@&^i4|>{PZ=koRxI3Kd9RX7AMX>^ggfKLa!*55t>9_q
z*sJfKO54)(*SeWfD4F@_qpc8&dYtJxjGs)=e$pc>$8r0y?d6ZPdM<^d{{Uu4V~sx1
zdPmK>go%Awzo4mf9U?70H*!_36b~{^q9Og!>eZ%5l7F+tHd}$XLH+Oc<Uhz%&Rr2T
zYAE}$Bw0|I64v0n<YG(BqyG4eS39ihLrdRlWf}{DyO@{HmOs4h>+MziN8%KOzt~u-
zAS%}p4DBD?LH_`=R||c5@<=1Nj0FDxSkS8z=Hzu|?te-l2DN4y$5t)Qr6%d5h~`H5
zrM#Q($U0#&Sn~)alQH>>`?JaA{-^vZdF~{Y%da-;g;OBQMm-jt9lOgbM`{QvrNEGY
zzz(O<sL9?!IX7ZB^NG;lMbQ`Pd()fuDz}$Tk~nNEM0}_I0y|R7t7jTXDMrZLibu^L
z^gflDEyRpV5Hd-@>$liY-GcnSp>cmD&>_BJNg#9!QfZni>K6$RZHnBqtT^q!^);iU
zcx|r2+}#I;+??Tu%_07RwlDPrwzpetHWW`UIbe5e`g)&woz0;}%bu$o9?M0AY+zMs
znBXRGWp7qJhqY#3+iEv5JjO(OwBW?t7{~h~rB@(J0Q**)XGSOY(J@&R`ucuioeVNP
zuKQcK=U7k88^4u0kH@WV7}(0ScQs|ACxTdr@@-J9(IY$C4nC|nBR#2-++EJaXOcM~
zOo?9M01=;N9Fz2>-N_lVhUVp!ROGJJ3p}33+upD*^%*WvQLvFG+=+TGzq$9NCYGlw
zot2R-_MsXp!)3h@zt&3s0P7|C`VVTul1|yBl1<eX(#QPqT$Lu?h|kn--m6x6b<OOe
zIAUjG)DD1pn!lxJliz;upDNrRnpPj69qX-)ZM5reCK%Zv=-59zr{1)qhwCELZYG7G
z+gK;s50>*U-?)?gTt7klMz+%W=Jc4f#dwhME$p9thkPI5A4<&-f1|C|uOh)}oW}s*
zegnCzeQU*jbVlCQO}(JwYM+`<@UE9pMOhjuYC5xS?_aXeqIh(`vRq>lTsJuSR|BbP
zvtG{5^1QM!%Sgws(x}aIB+Y_wgZOh%^{zUVo6!*3=ovicy#VBjDFFG0*0GM{vRj_3
z^r&iUj@1oSUx-oIDMckMW-&!A6i_imEhQ~d0m7Uqf}9Od4jm~#pi+toA|3v;w1dCa
zoQU!qD9QGzO8XUiA*PjMc{o)jv?0?^4Ke=!fQq=WDhw)sD`?Sgb179zV?GTuFU>d1
zdk)oe$r#2ssc}Xtbxk9k%H#$!ieUtHt5~L$7^9F^D{?v-P|fR7lpd7Ao|P^w4&zI=
zttXh?wH(q%5c!)e=qZ+^uBY38qZK!8*mmkZM`EWYs5e^GxqwFz>zc}HRTDuLS+YMX
z{c6ej)LLj8WUFkW(zU1XnNM>*=Q$kFPrDc^MQ0_cw01t<uZngYjw|hI`53;8F_}sF
zRyZf|e2u-IIf*J23NhN6s6zva+<T1_<1W|(jwzz+MFDcnk<Uu*xc;x^VH6?GLF-A3
z5nI1$(LA!PxUo6ijzt3FL<p*KanzOOmC*jJ=3pKNN@>Udk=D8sK8PZbNAdpvv&f`r
z^k!60{{SitystGb!S!!5o+s--HNF1;5?1LU{Hcu|j(SalpQTOLa-)WA?nPv~VFzhB
zJ-Mk$sXsPzo&XilY2wP#C0Op07|$#!LfU`Y0rR8D>O%^>4|<*k4h!Bn)Ql7Ihd=NW
zS<?gOxNPJemE3)%#ZSvB4u8HYD&i{#oXNT}OM{)lrfT6=FN~m)k&R}jW0I_XgQZox
z1I=6lMmes}&C}y|F}!QL84AM&peIi=d4=Q8)KXE>#;*Y%W6R8PmVk$1s=#BtPUVkd
zT`aGrd4ast01lg~8D-L$zt<r8HCl>Ds#sXU9K6Rc;fcl#Qj#|eNd~&hxwMj*NmqDW
zb*wWTuwVtxUZ-_sQ6_QXaH;5>%;i=m8%g{tPR`IqhT?Ix7p7`ej>aY>?n9OBp0!fu
z^{(W{-Hm?giq6RxDp8=ho4XltGhEA_LXWz&uc7FVdfsfRL<)Xm(<jhVG<_Yfr1Ko?
zf<9fVx02?=OViZJBx)6ZcM=T#qrF^XcXn@w!@0j{P*ZIh#v+Xsg2lKZwl)v;sUft|
zrLtL_4Z<KTGwv(TpcP;K5^W{)&$F>0$ahNWgtPl+(yBJGqcCPtROca4P6z)0UbRgf
ztCmjEdKtR3cTzV004R$lB*CA(k9x**DnLC=cFV8m;vu<7&kWm7@~UqahV>+s)>&=j
z8QRE)2kYrcw9Kkei&`{fS!t6n5`l=D_`Q9FdTx!Nl(EY!w$rf4+xMj&gVL~kEHwKB
zR%REHC@qqtrMiy$dz#;a#&$7E(?@trNO_bGncF=F9DM~6l#=&OS-D0wiLq(^h_YLg
z8q9-pZa*cm_hvoV*Eg$c5jC8m(VSR@%Qk;`bluOWTA{1>jxAZ<I9fPi-MOGw0J-d3
z{{R=#x$Bwm{%pXsoMJ^hDD(oR5$eu6r0&YsdW5q9F~TbxBt#y4>W7gkjn^z!2OCc;
zeX-a2R;+XRY_}e0NEDQ7f&)0uV6-lyYPS+5n`XtCvXe}HZb03*{&iECEpxJ*7FRR8
zg5J^m;GSoaNY26BdYX>nYiRA$%5{=r0M0PO*otNC;72NxsdmqpV&fU?4{=p&bo-q`
z;6rSLo=^Lu)S8Z9v%f5NAY__rosGU(Sl|WcKT7L#uMfwjAh^`6{ON`Ww+sfs>T|(9
z)niAGPSQbREK5Ey_KA8A_eWZbP`_7ed99|NSs-H1J792q1vtgFc0&&uOPX&{buC&O
zrzqCf0@$1*D&W8C#b(U}c7Y5R4;cI2Rm52z_t4E*yw)wQ;AA$<aX$h(xc>llbMB*q
z&1a-@$>!WO!E&GLWRQ)BdjfrZg>MMkbB?`PP1%#hefE2md6j}lFc!{T+t1USA8M<q
zYC=2<sN$C4KIBDIw14lg>V2w(=BTlT`yOL<`}6cI^aG%*DJCt)uRPS$sFsHurrBcZ
z`bnf|WPQ>%R{sDBpw7?K(iLZH43k>AUW;*mCfL`7<>Wtg2f40i%{EM9ccGmXypuRp
zLUX_al548dd^E6ad*t6PGA+UB?$xnlrrPNc8KZ5Zqg}|npJ>PV{3;0yx6!#qHr7Lz
zc5j)z*w;)cMk?n-X|AF*;g&_WwNE+0+B~uHeiYg6?KFZ~cU#R&a3NFsxPRV0zSWs|
zuET2s+UdEDGsE1G^S`qC3g+dwGGr!Iez_;=YARJrLCR5v#*V42TwY9Mno}&jkMOV1
zRy#3fC5}m>G?mLKIT%WALQ+!FR5C)8ec|<_!8D;;AmGszW)EUX`ig{#mTsb>=BlQw
zBd~x{(Sz$rx8AcD?9q|yO~<_$6a~lb9<**AwA>0YKwNNfOXe@VGZdpV{Q~5IZ)#BP
z#{hm*2wV8Z&}&ytjz1`{PnaBJ){ujfu`->JUfWG}8>Tx~t~;92jueD#Kme&}E3Pz>
zF>`Vd(b|@bRkT7FMHr_ZDWuRaq%_H8NS7|y_U}}ryLmDr`A4biS;}f9#toLGmN<rF
zU=OEyqdnY`WJWfx>S>D`G0Dk3wPGt=oRL|sX}t|&6pFFH(j1@GwCo{R<lubXwDg1m
z08&Zd06Ny0(q^%YPkdI@2+E`LBYhXs+}6;fqpJx;wV|7+E+VW(9GcwJ8!#!y2C&+*
zt!tRU7j)1z$@LX+s-~OwAM007TGEpDOsBb@cs^yKoq9Q1D>-g$9gnu_;y<&vA8`Iv
z_T_xmJX>!O!+o10{+KWLS0)x5*F79H2-UwcwU0LYJg5Fyx8+OrNwLIF{{VcN^ugn6
zVlaNs{{VgkJN^?p6>K+>541wNJ(BKqeMXmA9%J@9kNM#t{{VoRaIv~S^6w}8@N3hT
z##(vm%lJo9f5KI!yk<?AQQu`hWgg>L8ZYghTy*=qf5)_+_raw54bcApmJ)y8CcP~9
zvrReLjsF0A(?8)Zupjco<Newl2=@=EQT}ty{>5|u06ZW5`KcFAyFD$WKkx%yj67qf
z1OEUX=l=Ppf5K^}_JO|vOV}>sSQ;HBdD`i>zw_xg{qSl*rr!1Y9N+iBuJ`^EYZLzf
zEF1C^f5L5J{{TE6@)Z4o?rN}<*3&pY?A!18^qc<pH09GT{{ZL8Z~Nfacsy@lKjqp(
zPaZh2#}>0wbR*oas?+{sg8t6F2mU<e{{X%XFZN~m{{WXczwd)x+3~%A>t{FVQ8$ik
z{{V*4U($s}J<9s6B<$qQ9ki`O{(UC@0KQE?+E%0g06wz+0N*CNi9Bm<BH-D}`HF-7
z66;kT@#Q8z-W4vKdxzDiueNcANxnbw>o5KCX`k6Q&Hn%{k{|dDclKT(wbU8Fvv3r0
z#j#DBRknrHNJ3|!C#6fH7PmB6eK{-hXmCxW-l+=K@(lWlmK`4Xr3xbId$6vW_g9I^
ztPW;l!E?YLL07G<mMa&YM~8Fu1-@h+lqxaqO2JaTj^zWV>XTU{5h_P&Iv{X2A6E6M
za%g&yjg&<R`nWi)mb}V@ifDoXi~~rwax(}*0uXS^-n2<0tLl{Gtl7)|0AOlK!HgfH
zihN!l)Y#!*>UsIabfuq?LHw$F5briXIUM}Q0DIK?D7{H|3P(Br00`Eo1|B%n6M?!x
z&2Q-c01xgbb$hFnjaTN7FCj;{^{&%S($%07-tS1CgpEcXUvuayY2!<1zU*-{f4mW&
z^>BZ-{{Y@^L0Pn-?2a0)l{d=`S&J5hXJ;>w4XzoG88<OpFLLL$dg8fX5Kp1p&E#5n
z?9k*RLxB=|h5ogFR@V*cybwFbrzy;mxBAP5^*`ZU%-2v_tFw)&=jDY@GJm{%D^(3O
zGIEu@=4YmqlB=|HZ%{_&=ojl%WwAtX1<6IhIU|Ep&3i4zH-rkjtY|Q+{y&W<w*nuv
z-pRHz_fU0jp!B5Cjg+)SQ>RZPZE)xJYt@_j(`LQIUQ{IQ#u@#7p48jTMr))HC&_LO
zLJt1`Us|=N*g~OYzbvsIyBPb<f5M?Fml$(CRrir;x>T2JBrGF`ySIO(bdcYFWtgJ0
zj}T|)O}{+j-1>V}NhXd)R7p%5S8mlGDvzx(Y;H@LU@^<Lx=2G-@TR(&bEqy_O7FQf
z?3TAT>m-r2oXkMy=2iFhsuPuxV1$QdJ4Vd2NmJY^gxz}}jA!l-np5<u$5Hz<Y_?I0
zINOGqj_Fu^dwvyilwyu*mwyu`o<z1)7k|3Q;t23$KU4f7u(cgYrov%ki9X~h_gCNC
z`_wmAiIO1)-J6nq&1W+gIVUyCI=a~$l4|-3B!#+~SYUaHBZVDU^sBZyRJT(`f;M-5
zxf%?!e}Jz>(R?durN*~fvaHjf`E7?OAJ^3TQ3_64u#6mzV?gkv*Qm4HD@AB|1dp0u
zpsudrtu)(Jf;dnjACe*WN%i+W^(F4HHO;|>(jfCU91Z~fKvyrSYmjNI{#%R9OQCbj
zaeEI_T}ze-=uuHcyUT@)E#|8sCm*`E9-e@970PQG-1qIU?T!KWVNbd~zO|iodvSR?
zO+3u<H!Q@}QhjTZrF-mSDwo)KZRafC{c2n({y);8%{fZ<u6y5e7Kt{+-I)Fqqsko-
zkJQt0y{SPN?OG>s4$Ah4e;#SWap<Z);57J`d#dDeK(5}$!Zxo8GnaNfK&|Of_L~`0
zsG+&TVgCTXkEayIPI6eEsjo$s!uC;hwv+KS&+1xTtTys8!?r~{9M<m#B(7w!5pKsV
zalsV9%}aIuv+$-M9qWcsyzF%+pqQg+Jq2sp-C98q-3W8<Rc5#nO3bJf9>7)3lp?Qi
zO|q88^rK;^i~G|KO=Dy-J*Jc;PZhkAuvpZee!{hFw6u#2G2Y&TpsgcG$W57$Sxazm
zi-rF2=~}khbTHts-2SJvUB>`p0Cp6hS4=5I5aeU(12;$MR<zOkhW`M1t6%>B$J2c(
z&YS-L9_{}1Og=G7V%etCiKY^3b0ORgw9?*{6tkpbEWm#{r6uFH5e=i(vy{><Fl@Ud
zs~F3$9^LAkx6Vc)8%L?@Pzc@5PD%HxG1{NvtZym34U`fqDl~^DB%fNakb2d)?aL6T
zgt6!V=C&iyyo6ab3D(sZWGCK{zKS}2HF2eHh_&QoLvNB4E=lMB>sxT>YXn|?r*O7$
zo{^EdSNbn+#}xF`BeRocp9r<e;LiAYTj+W(;3|}0J<Caln+GkE{c7bTm7;43GLfVG
zuN{(X(X9ou0nN;WJjdJ~i}+R)?9$BAJ2NvJvoXmh>swbAGmE)a>K(2l-Vq2;2X2*>
zB7ud#!RM_^bvCaLXB!l+{{YlSipGAmyQq)craB73ldVl<W6X}_?K}Nj{c7nVscF2%
z{CBI2qa7<se+i7&yi~d)<)Vv~7!+1-b9n51vtJcUDQnq@IUIpsYS+X{+oh2GYm*A?
zbE*#4CP@ikJxwjkgLv5JIH>LUxr`p{DXw#N#P?%eoYqA-XiOisy=Xyn*4Ar<1T>p~
zVUTfIxZNm49FvN<df-SSQZ~jmjDEDax|%{(O^*9SgtI#+$<6@aRMM%66_urks|<`|
zHIiK8uQb+Ug)QlvP^uw&LrNDj?<!CQQpa`$KG#sSiCw0L%wj%O#~)h9E^);(ekgSi
z)mt41dpEMSWpU>_kn89wlU?nZlqet{O3#W+Hha+WH#E7?yP9#isdFp9h{PxiGB7Hr
zzn3`#epOq{Ee;upAn~6{hjF8vpJ}d!<;Br!D8^K7<lu8z&2;RYaf*sULMR73R9QHr
z<jSd6n48a#pS)^#1h;bpQhvUbS{T|{7B$XIY{s$K!M8X)+t!4h?AH%Ro%2g#^3N58
zw#3H8{Mgnk_f2ytcRz=vM>Ned<+vS%Y3W*Aa*wp#<Upr|{`slDHi+w;M^*AuS{C%H
z7}5{6UAS1s+*8#1)h$;1O)l73whvzQX8IJGUEs^*^k43Zt}Jbc8=300O30dyQIE5M
zo991nwV|VG7jaz}<6kjI$qsRW^{GaiX54v=__bWJ(;-QLf;M*cC;Z})i!-Ad(2{pI
zAZEE#WDW})V2-ESy8SmsTSZwUM4t2v`AmOx0QGa+`%^UCEg`fMnTc|_dxE%F$M;j;
z-mG2fR+d)l5K;4U9jQMv{{Xh<u=c9e=yX@aPJZexNplULH*#J1l5}gQ7*zEUuXFke
z<8`fhwH(HbVz5(^N&f&?ef?^luc<ZE=1ZwV1>h**Q`idTZ?DY!V=6xC^vAtv7{(g2
ziSpCma^=RTfp?scIF3B`^*)u5M6=A!?YZ0XA4*std03J2G32*prIzt6flGg$UhnDj
ztmQkHS<6{yOl5+>Lr%VI*vdnm2fJ2$_fzT<d6Jx-z;px9QzMF7nTa5=JhK|;>@?eW
zBS~*_8aVyY#!DZdr4-~`BIl%ZM0!QNjgS-FERQ%NYLv`l-`6#ITRS_u!*d<bVllQk
z8)JLorID;)a;<j#1_CDaA6lT^P2I}JV>o$Ok+MOsap+GKykTRduV)@ru|2`k;o}!j
zN#Af1DL-1xorAbG=gcJF6eJ(Yfe~4cm|8fMu_U?3`T^Y4JH0_+Qjn*Vr@nIM+?uB}
zv}Zk9i7vrB%W6q2zHaQ?<LOw}S8`70lZs@rw5(2er(4>+#Hy;SOMTS?CBA~Wrzb5D
z=Qk-b6piI=s4{D&@aKhYwRv-HqhR~@4n9@(9;Uht55WlpNpq`>h<O&uc|Y$O>lR0J
zTWe^<Fb)DnF<R51ZCSlMJ9@IUlsb2ZAZRrB4aM6GJnht<uWG4zArP6hE0GKX_*aAU
z9m%M5j}Tbszqz;Db9hJ0p!})+@vlGB^?Qry+DWA{x&HvZSLiEAPBBK(ae=j}YwdGt
z_EsV*3q102OtSm2{*}u~Y`Hj=Gx(Z~rDN3Qqh~eADxAkWrOmiCxgW<L=TRGT*_8e?
z?Z%L?teuEy4EsCw+xgM<c?YNGPR$uLD#X}NB2Q1&feeHAe_CA9?loEkhendC0tX}B
zx}877(_6x;Dz@MN$gWf$dP07+wJPqO##LyktxnQk6?vlt-|33Qz0{K7NCr%v=CMPO
z-h(6h*3-tx=wz_bPUu^LvN$RT0C)AMvIRS9IqOZ9CXKe9z5T0_O}BG<ST|DcrH&aJ
z7)Ix(6`^mWmgZ*KKe{^7j2jE0iX%$FQA-o)T6Wq`MxDRlBD5j5NE8UrFY~EIbwZL`
zkmNNZSkx*gRrD0>Q>igqq?W`nD58#nm>AdR{Uxf_oBseF?f&&tzyAP_hBaePC+zS3
z^>fGL8~96Z!BmoX6+&Cbe29hzuX?mscUr8m0>_T@>tCShq{`wpbCb#SH8gO6)~%#D
zARVebTC5^Kha?$Kq2N-DG__`lkz3n5%&Qb^%z6bGtw^+}p(U^GmJkMfsK)m`*yukK
zP{(&Ebwxf}bi{mA1df^a_cf)~$hfPTsj8){Z62Kfw+t|3W4c5C00Qm!RTh}Fyv$g$
zu^DDHSnxZOQUJyl8%I&rrcImDislgjd4ViTdsN7Zi0pUdkOnv(jW#)4N}v>6cLJ^A
zX16<6{#s{o$26YDY(;mnTcF!6T0NK{m}H!PDy1WWR3t$#FnQ}*-)5NH4bt0yP!pLH
zV~Wcvre<86`jemKRZb>2w|HEoeUk{!tzpVAYopX{-aB<>7!A_7*~S`{Az1Pv%erEd
z6Mwx|N_@2jixWu;k=d(NtzU25ttrOvMiZ5!VciUEqNUU#DYraxMN5OZv}K|8rF=xa
z9Q#+>wec_6<yi7jut34vUTz<$+e!{su-jw)lNtA>gPF@3p57S*porMu9@N2WIVTY}
zKGo9h%l0$uOJw10M9s*I7ykec*A)qJz_T86nz046;?8f}J{tfw-%3%Z-Z03wd>{5{
zS+dm`+SVx&ds0eBeZGSgc{J;`>2BmNQ;K8hmyG%HALi%o(PmP^RDB=ZQvmEW5zcE@
z`zG*234y>TjyljZOXL3lF7J<}Cl)`c)_-N0@Qjo6rEqsvt)_{4EXx`|+uwy4>qBUF
zqE}IF#gy}bMVY$7RZ+JqGC(0(nmXjxq?%Ro<b9R7{{UvHzMpyrHqZY6eAOpoCqkrN
z%z{Sb4ECf&F2Ph}lf^v2BEHv&fj*+NptoB%yx9Qr7;rr)qUlj{dgx08X=w>|$C!C0
zsZAqJ`9F8CrIuEij!zwhYv|e|U9g_x<hKXER`wK1SJ>)zsQD@EiuzuZ*I&MuD{j3{
zueEE;;UO-Od7DPmUVv7u<)~-^496O;$cO>Q*P3O%nGcXbl?;SrZX{sUK_qulp~$R`
zO6F^#M)_H=H~?@z3aqayoNhmzb&}|rC56l+f%gV^sxfJwzEw!s*qj9e0Ge*h=AIsD
znf7*a$s(POz@7l==g?Pqq-jlRtkVF~Fa?xwv5)qTueD94=<BB_ns(iC!vwGJ4@Dim
zw9AK@`5p*1MQIn`m5<5~zp1Sw6p%&^1)J{?NFn<*yT?A!wOsaZr}VC3d6L#yBx#yk
zhWq8apL%SUR`yY{S!Wm{&u*>m1!6Ip=5mUxTdoK5G@Q9iCp&GpU0pQqobgR)V}dU>
z>Gp;nDtBs0W{T8<9@%aOf8kU8YL}Na)TU`%u+B?2^sJlaXFZ+!kCN(Hqw?Y&Tt}`u
z)b@Hz*BE_-LJu#FD_+M%jY>&$ugJ>8qnvu5YSq5Fvb44^GrW@R%K3Q&A3!}mwD~)m
ztUdkdvYwl!M-|eEp>|vnu@9A-9r^20IlCH`_jHdaRX)%-1JbKLsefu#crTh@k^J)P
z`IA4x&1S)?T*+~}VouE20F07->qVllomi!4BSP)rvDMNmyETlU{p@AP51#(i+vv2<
zF)tMiHf{GIELo&I@$K(T)NW&0+H1^SYEm8UtbR!SoBS)9zrB{?;iY*CNO&i(9)r+Q
zl#Y6}V-;&^Thz5znZU?ZL5SjCyBPEyr{1w$o>%V7e_C=z^FGyHoqemX@aKeNy&q_~
zK24(X?06=WV&1IfjAd1rx+jOO^=pwFG2{dDG5f3auS?SOOC1C%Tf{DJ@$*VXcAx22
z^xI!H5eA(Qwz7|gn2cxX{xv?QtLfexv*i55aHH=(`Sq=%%M-d3V+2Jic~L#Z?4mS5
zmS;EuxSfB-4Kg%3do{cV<!L%RzQfQ~F1_MwtzK{59k8Lya09^iKBl?nkh>ORl4}~3
zx+5Bu*2tb)lH`HH{{TO&S0<QECTp3t_c>b>p0v_vG@Yplh)p*%r_!6=rIIZalu`j`
z%@kE!V&;s|ieGF|dx&i)1e^-76{E_f&Jr=zn}JqU7Bwc`GJol-59L=FcO{7hvPPlq
zWb(#yv<$KQD?>kM$+xvt&n8*9V^nREHz~j7=e=wZT@a1YoQNWTL_Yav?#H*%r2q<c
zD8*=%iQG{@>qkmW_@{BCJ2Zsjtwhp=UCh7=sV<@b#6xp>nuk#$lp8L*iyD?<0I1`g
zWn8XtSzt+U<gqMkMg%Dy-%24jCKHD$GcS+&L91GL%n$zcRJ{aT8o8$b0H}ZWsw4bD
zCGeBtp^SXZ^{Y7Mpp0_gTGpnaOq(AzY1FC-H2u6%=xY&S2h9fu8Krb@?wWi9=La3=
za6KCpCehIm?O-refu7Ye!dfr756$aPow@t1Q*7M<UAsm`OH;MYX?#d@X(*fIL;!n=
zx<kossNkG7La3@~05b<K5F@o{#IY^3ajeQ)%`9-I*kY5|?uPdvXk#zUw7Y;AIjOAe
zCAz&4TSU8=NCo;;gA`*>mA>1@%r*dhD(;BUTiyAyW#cGScISgyLFi$LSBoilw@Hsq
zv9k)iy5*Zcc-NlY3_W^pj_;zohfWc=ZLwj7c^_KyJI}srI?}v#JXjmP7F^p)pYPXA
zwlX?b8=~Edco-0QYSjMH2l!9tT@)%M1et|MK5LKF?UqR+3(p5MRaq|9R~ZCgQC8%h
zrAFx=Vb{f<+qaC0rd)*>A1LC!)31gU^V79>xPGUnPPIx`<aW8M4!w8hE+ogk1vvPI
z@PnCp`&Kd>I5ZPoS2g<Wf95u0*RMQ-51oYc#Y{X&eg;0$aodW+PIL68l5?6@WBT?Z
z`Hi#UE93<hW3~G6Pn*PAfO8m}l|i&|SbMozS=fnN+|ka*_3TIU8xr_}{M*Jn-W9mw
zng0L@9->G3@BDVM_h#LH-l+0vbI5;Q#D6irW8ytUE+Y#l;P7xN#Jc{ZvamM<WcE>9
z^`XVWn$v4JJk?j0H8KF|OK<`8rmkxoWp=fZVEBVl&le~D`4rQy>YH#b-|zym_OOts
zJBTOfYiiQST0k!DfDQiuEaN}S(`v?)s#mKmWb7#OKo@t?v&=^d$E9Y^J5J=2#%fEe
znJ(ol+zPp2qqN7*xF$Pg<i0-lu%zzI<tIOK1X^vh4E}xF6@fY^>mmN={{R}lHlupY
z{{SB*B_DP)0}4GVt?I!v`Hh=m@Q6k*DzS?l8I3g&r|kXMm%p?wy8W!@-9=i9Q@Bu@
zytxK>47ktYD;;5GYz|MobXrc8E!61*DdtMt`!Bhz67FdU)b40lneU1S?NB=$B4nS(
zn(OQ|cy#DYir#J858gkZ^aS)C^p<*LIvt}*XALt9Nhur;W%Z~p?qiP3Np@W=@szex
z`^o*>_FrmcN~E5ISJxuuCkp;WlAKL&y<GnQbv<j8)U|OiTWHY3Z5jRCBaO%V%zK)4
zsjR)*4dGNM#5U>oBOl{fj)QlfaOXa!srpdlb5yB)5i5q3%#turKJo0eT6@E=!*7*{
z{p0*i_|y~JOLEGgc1FK-2lcC#HZ48GaRlD&+dL1gX7w{#yF{;VU?p_OBpww<R<63k
zMQcdoy0}Qx{{Rn~aHu_T+}5?9hL#B9cq1~-SS*u~gp1indYe-4xzy!(eD_ofw6pLD
z`c*<U+~|UYHr(a)9ec~d+7d$?8JT|f(z2TU-Z=z{3qMkehChvM>OK@UvPCOgLIO4<
z5*#XzQ;*~;7}?vbvRp{vEmWPP0<7o#k)PDn?sC?hNlVC!OKW?Z(;ec4fGcebN%^}L
z^{D2$O*qPyt`(aq@+r=Jm(r?UYM{hmf-w|3w{7ag`jc5ND>)qVS-D$dl2uf6Tarz5
z?U9lf^*>r{5WT~NRV0(ztm*nq&Y<IJ;y>bc;19;S-8)WLR7Yfp%s6|Q1{8m~JN;^*
z3+p2|Q*w7?8g7wirzCP;D@h?gCAxJd-_pCSKTMM2WyY?2i)9&##y&DV{{Z^+muf9^
z$eMM;vyNoFpYE^wqPdNG#<EP01%ohG`}4W^oc{oYIZE0c$wr(`x5VByw$mdp*#v1o
z!m549$Mrt-<yZQx&Y?R?JcZnx<nvVIk>zsE#fk1|ql&^)dmPm(IcS9@n8uWvPPLhX
z8%sw)NKFE`Qc@F0Xa>VP(i$l{)Ug0O($Y{V0JNfnMs^CLB=*H$g2yZa29fjrtv{*l
zRTwz~WoTfMVs<YBsq8C4*31$-sQl*s@!=Hz09w$8PviIG5!y8SqwDKef(1~Z00&`R
zP^DrVic#1oVD}B@IO+Y-^c5}V{CO|{0k~rVtYWL*f5)*N;<mC#o0(Ss0P*s_TGlm}
z0RI3;U#)5yntKXiO(zr<#Z{K*FA6s|w@Pwp1Y+AP76EgR2dSzvU#gw4jmOuprkDU4
zLFK-sxclva=qc%E8XiXD=xYf#EsluOOLCF(u3NeORcadypWYwJwIZ{UMpc3)k(h9(
zxvfv^FS4r1s$8w2pSu!`^0)j1bo^>mS5s9MV@Ci$0xv$plTLWvEy2{Q4xo-l*19?G
zVbd*_`zp*qAY7Y?o6MB`J1^iXo|)cK(n#gq{$^r%CbxrK3~NE8U|yWu8oQ?d0H}ZW
zs+H&Z^H;Rr^$-5_XCLAm^7u=A>In1mpL(&1iX4L39qVZdnPn82F|^>+hA=afamQ*{
z+$(}ceX3(2I3pl>3K_gc+r}DTpt#RW(-}C<_N@&*<imLrvX(_TDnP-eIP(~i7n9fu
zn;IvfowZN=v}2yURQ_7D4YWx7in|rKViZWJ*OnYqzFMW6#LBEgC{Q|)>rbJrCGR4f
zHq6clvv(wPB-XvApEE@R$qX?@WydZ79_FY<vPmj=d(k-D+38nrp_OJJTewoWO!Z;w
zLrTYdSsJ1n*_+H<eB7%KL(-{Ba&1&JS>8Gl)xW0bm$yPfZBhu`7zrHh0OQ`M>bf<h
zotb$x7-qQ`0yw$+%~T$zE+gT3oQ1<&Ng-!qex|anLELj)71H5r0`u=0%Ct`&44TH=
zG#j#d)#SIp>rB&E{SbX>@LUSg5KbtG$=s@tA(Vm-PR5Fxa1!<H=|x_}EswD4;iU%z
z`&Znx@oZY4M=WBGYYZ^hE6u_r?{lciRAZCacf|~ZV~W1IflFC!_9oYD+lulrR!*|b
zI?A^8%0lhOmNE7HE3cA0%1Iefq04<J5jHwju+&+@zn2E#{{T$DrlzDr@**C;yA+&b
z+^$nJrZJ4>op77xZJ^`nS|8ey9?<^)-?37@t11z-VE}>2K}(V#qGTA)l&gcBp4A_g
z<bBdV3fNs*UE!O{J3+wM0LlC+FYPHLjHHUJLHTe1s^y6JS8|LB=_oj>$!^Tsh-PEk
zwkqwmwQn0|`#v`3y>99E38=#?*D%Fxr^G&Tsy<`=&}g(#)kcrB(K9<w)8m3Bzqw6_
zrxBs<ed?v$(qB$UZVgYVUcK{-4UnhH9Aki^*XvgF)UvR*7t_rf&ZjY3=bx*8g=F2?
z-*~0$>Fw2yu<+AHk=*J4#~XdfkKb>6dR5I=QicTkG$6C>{uA=8GgI*s>Q<n|9G_}G
zdE1~K*sgPItO}KKd)1_C&l+*G2L~MElhm4$7@lSrAB9-3vkc!d?qShusL;GWE~7rk
zkRk*7$q3;Gx2dbOmD!wQ)<%Ajq0N18w(v$;Q{41la%<3Ztqv_30>Oi^;hgcj`VVT`
z)3mE?E&&opwlmlJ(tT?uUe@Cd-a@AMhSFH#IKHR3_NnG_(FxV&(QHGkYS#9szq?uQ
zO8({_;D~yf;594rE4w6uNt>Bxk+@%FAO5pTsA@u2kgSq8kmcrYy(#t`g=R?vcK-mr
zxl$PO9k@Mz-t?yQB2sTimB1ld;qs}U^{v$X1y^Z2`2ie`z|_+;_j8FQ!x7O(0Y!8g
zKZT^!LQNt(aUO#oGyWZgMXp3(<m`+~dpR2{tArh0x(e2}y-Ob{tnImvmXXFxhw15E
zHmBj{TS%>~o-m;EA3{&{u6p*u`obb-f>lC(Q;(F^(1Kf)R`6DVaxW2IYB$mDRcA#%
zDSe5Le?wNTd`CM4ghb$;0Nua!u6oAWc|6AeqAxPYP8EH<>b>r`Eme}tjmL(#Bj!I(
zN+jZp6?boW7PU=HQG;I=mQ?=$S8O^b*WS5X{YrbecgWvG9R)!0w9+0}<nm2hwA0$=
zRX~jH-*o`VYRj5Z(Hyg>Dvv^haWt)-gSj=(={_E5g3B_Mht!T=>0Mrl;H8Ta-pA%l
zIapVs{{X#RBiO@ejMB1hQS%;(g0zh|tyy&Fb!RyamWDKs%05`>A58sd)UT}ch?nh*
z42SMpL~_UL=qi@E;`r^6;?l?mqg=ml_eFX2)%=$dyYFUZIcH;*YE>%RL}@yar=r}`
z)_g&Asy^9BNR<4Lr`=z#sjO1Pj!j3NdFxA><#KG}l-!-z@@bo?Gf7BS98D%^GfA2R
z*zD7DK|E4WA!#WyMrkk>l8Rg$RPF<6NTF#Mbs7BX?Ut7<!32$|>U!4wt%O#iD!Fg(
z8rBq?n47VmXQe*{&z6U<`^W3)TG7IgrpVMN_Nl$7uDHcSi;UY#OG#EC4OPDX08#kW
zi6lsqbFfkGRIg<Z3WXhc%}bIgCQ*a_K3D5k<e6090$b2ld?fv;KDDJCxMpHxRqvBo
z#lBWMYE*slADy<3K}wMm#Ar{cJP*#M@|9aSEPY%2Dg2(NKHaHu-&SguV#?avEIVYq
zja-c4B`!z#`p`v;JjE1~H>|7x{DnZHnnEbCs#+UIS-V|5VunPwiH|7?g(varRVI-n
zf;@)ZoR%l8LKJ<KTOAKtdnjc^QVIIdmZwx>q9vX}@X6PNtizq3g=;mst+TwhQOA%*
z+~k~lR$~v7+ZA!#=f&)d8?b!(zon1dK7YMbZwK$qXlX<D5B~LM1@E4Gwk_kDiY3W!
z_o~j^)DVNY{<XBlOtOk`oSKn=_oPA7nt2}dGomA{!nBI4NEz)`gjVM$k~1?AjEq%S
zhwoHXh#}hHm;?ULS}bW5a!BEoX2FTDI)ZCj))*(TkxKsYa6*HeRQf)hKB09S3a;wh
z;~hBu_hDPJTWQ`Lm<`KwcOd({QZxNcOOje6ct@906?AE>>_yD`Ab|A_erEbFdc58x
zjvY1>v4eEbe1=KXF(CB7?OB?Y?6>oWc^*c`em0*$?M$=NX1kdd1uY|RaCjeDr5o;T
zcHV^>o2#3d8RwmeB$A-;KMJ7Xl?xRiTa1;i{{T$zsFHJTQFo$}^0*{t+Os@hVzh=k
z1Ti?=A1Z$66yr5}BRcW5HrqH$wi`ed&t8A5HNAKDj~M2#ZvOz*nwr|4G!0EG6J|cO
zcLx<$N*S^rTD`Z5(wg^CocAc)E?fdTcA}-1D=6Uf?L{VyW3l!Xd@?}*WD%PCn!Yt{
z0{U&N!16c*9tC-Ld+TGml_^a=Rk4Ogy#QvmTf>(@a#uY1Q_qI)6s|UqN3C^Pnyf8e
z#$befm`S*D*xTNsBDxpQ?nR13v3&c<C))y`kHc5eFi{x?IL>Np%^n)BV;MlrNiw$8
zIO7$o7lySakc5aF5<X+rw6%>2V9-Y$u?(;veS?kI=9(%PO19YKNyRK+m;EbfcyCaX
zg|(3W6+V~Y`?)nSZ{-w`IVHyl?oCzDmJ+7T5$QT3UR)6&^5KkbmCr>TYUZh_eXOOm
zoPJ%DJVc(S`^Vm|YLiDDxUjJY?5cAl$AdF^{VGi#MEiW9=gPpiEI{WTgWS@0XKZQm
zuV)?lnU)%K*K!gOwlCj&a4Ox+oxBQ6Y+IeU@0#x}=Cso^)Pw9RoutQXtU*Ej=?JbK
z_fRuPUkD$fU~q%|k?ZeO7@9^Ag11tG1-If^2xI&h$){VSmr?{&AxX%IdCB!By*k>^
z%P&IAPbBkQhll(zCEF~nL{@<O&5xQ-VeM6JP)n&EhvDfj90fR!qsYJd2>17|Nwc(r
zOSKWkiZ+fEbYFU*dw-_*cEmi20|AJjkM9xwd)F0l@c}N9MY)DVh#nz`V|V+_=}_+@
zIZEe4t9XD)WJ^XRdOZ2UueN`~n&K}STcUT!w($<<=41371wl5wX*!+OgrDI7$W{6d
zm6>y>DMRHU4tV>-)~TedfyyapSZkPU*}l$#Nss)ro02{Kt36&@o1%VcWOI%OCZDEh
zcUp@(BC$m|a>liwxos)PwA0<E=+elz{D-AQ?)3zmwR%L>(tI`}#J5VVCs7GJDfMGr
zJ+oXy(Loy)k&Yf!7~|6w!MBKYft;~K?jwYMJW|{Eit0<aPuebg#gG)*0090~S|a_e
zHKY#O`%$@uXNeVDDdeHS$Dz$&YFg#Qw&YE595$nmkw)kL0Ay#H%hxa7+GjV?J3F~{
zgUlIY>Toz7)yQ6IQ(ZphIP5XeN1&sfSmdpWR<unGTU}|;LZ2imIE{D}h>I=Moe4gJ
zu&J%A+ILd<Ad!p=mih|xKM!~(%#9}07s|Ihi*fg#{o_%qIZ~BZsm^$R!q*z4o1*|k
z56v?Vlzlx-dS;WL+Gz0p<y5)*^Eci<k7|-jyITbo@I<7bz(nCxd!E(E>z*@9P4PnF
zN&QC(m1@yPQl_A;&YM=(?KHT4Vh5s*tZU3XL*l!gNsMg8A<xSaoMy4F^=pgSnchZb
zZmerR9ORRqdd5|HBMH~(5hZt-vhDO9l^>Qry;6}(AXYcI%Jtj=CwKiQ0xso^7!+|#
zLgpXtzvo8iNANNHX}F}oqToM#Kl8}`bO|EQ`jPmWW(6E(i-9MbA81yOIe+Jh(<yi~
zU4XuD{{WsTN1L9Azm-pGVKv+0HTiq7=qq~9NVm4bIP)a+JqOTMk*3&;dtEl->*gvW
zPwx?0&}nw|$XKrT13Q|uv5smfjv{02T?&#);L4V+OzaI^2D9z>xj#y~x`-1csU|(?
z38<bxoU>q6DYXn`VqBk7P01ipY`pHVjn2VGy-=T1!7Bpf{{VQ^H!@6e>{!&X+h-hO
zHJg)r8%CFMFdA3gGZsGeX6Ss8f$3AnXjp|%Nv2*QR@y-YM@k%8S7A|E8StO<h5FXF
zb6F7o0LRMxYhVnvD1nmPVWcWR&0T`u606Rbgb}!B1dnR5sZV7+$!iNkZ2(XLvz8~^
z)f*?FpA0P7CjbG|(TMZ+@_nhmZdS-R;*}Hwz!V)2MX0v43Prh)hW;XP`c#u{+7*Ox
zjkv<~s7sLo{KO5%r8!fKfKTf}Iu^v}u|sN~yNtU7$>+UhKSNr3S))P505w3S=$*R)
zMF{1^{3z!y2l_#+4Iy&_kM^pa>f&QsS}N{^_|MEKN8&u`>}Vu>bgF8Dd-cZZ*hK(j
zf%PO*Th=ylz5)r)9Gc!jq(u$9l9T13IIAzG%!QUn_I$hfHEzoMTQf<8V#635el;Ao
z4KtUKo>uAe9@LK5C1Sn3x#Mb<lXn1C&7GZ}knekPL!roqE?JM)psc7QER0Jkf^b!O
z)u^r+0)zobISt;EOtoWk{t_1ZGTYg}wy^>MMe6?K_pJDC9&4;jhDB~LM@p^cv&czM
zPp&HMq-mTkWR&!cKdGjYMv>IhveF@%Gj%(xHlsOy<c`31t=kFo`0U%tj#%(U(T-*O
zf2B6dK)aMAx1c-mwKI?h;lQhN-P-AdLldmmjBsUPm5b;r8OccLj*CL%eqz~4bv3^B
z=&&3N1M6HLi|+0vjtC`++BMu+RxA_v;<fH(66rTK!fEG~<qaf<jPuyn5q|_}buz^p
z5U=u<Vn`KK;jPTEU&D7W?vKpbtQ)`ehPQ6M`&Jd#`qNce9u+fhNExzUt!QJ4p`wi0
z53Oo#t*Nhd7*zO~OvJ4>%y<j^Xszu9BL32o&Wbq)lfZGDaww^jv$0CDO2^Zc@>l#O
z(qo$#v;Og~t!v@zj8~6AwR;}L3iG9YN4eL-;{!a&7uZl1U_aI$@Tbe-)s9wAumDux
zpEs%X>0GUflX)I9kaPJ|6Tk0C1-T@g*H1G$Rx+}WHO|0zsme5h#Y(O+e9vFPka)fJ
z{I*H|0DnLF)q`q`+Dz@vHxKJnU0DxWrrC1F)=Kv}$oyL{VT&{eKl9N40EH{~!s<!b
zi&z(&btbv1INE7S^U#{swbA6dybxO<cPGC9Qc3kRhAOm{jMlO79=UsY9lexr`K*3j
ztJB<^^r`i&Qb7ckme(F@ANcvWAM(+?2e7L57ZB;TvT53Lg6E5yq15`KpGvD`WY-L&
zs|Zx^2Uaz3r*>MYH>91}K9y~Asmly<4apkqjCKRm`q!Z8nt8W~tO}V?oUq}2Nvax6
zlEWU@(0Q$m`$r4tqPx3&B*$W*lQ>+TbM&nw;}COH*1NOKJV`W?D_g}QtbJyfj%9AZ
zdsj6UpD80Nv2n{crFxE|;pv^c?Tht)=qo<YM~W+tKI9KANh~^-KA%dY*FsZL)fKc4
z3&u=$7l5s|8)E44pYX2Ud2Q0z1@dFL+lZ0=>Ut6@mcQ{I+0J2T%YpKj;bR|8^~m3N
zkIl~cuCPzc>H_cl`Nd44*r%@MhN+|7J=;xnt6ECumXsXh=nZAfZKf<{7rc^CdWi5d
z`c`{Q4DXmAl>5mh@5Iwy8C|xS$2~Um6fFpLB^qUbaI0@N)6u-a#Vi^<t-~mT&e@z9
zAAo(TeLKRJ^UAZj%9h>TzmM1o-&>0<JT<-}SrlL_`A|>PidMOCk5)|vhk0jiV}LF|
z1SD(;KK}J3t%jv2VKhr{SNL8YgYh8MSam2Zhn*e6!zlaQheCa`+OzKU%c<p(=HhU%
z^jD4WPq_f`_|;m)PNtgdO*@#b++68z6iP74gZ1lNzNf0%!8?6~W?qI}xC`tBRMhpR
zxGx+MN>#eEwpptwRG#0JLv5TDYW<iB?(;}l%QGIN^P14ov`d{z<zt2hmQJBRgnO~{
zt?v$aCihX<b9Ak3Xn6#WoyV~Lwdqi4mO3S(M2Y3(aT0y@KIi(JRH%_omG>~TUklpk
z(F?1Vj!Td-(l^|UdJ2<M*A*aUSq;6g`_hw#asJPxX84Q67Iuehj3$|W<-BL*Q}63u
zZ>nndI-Kn#!|vyW{uTTx+>$yul{9PX9x9gM8VfwZYut~#^~$`$M){iph9!?DCZKWi
zeie-6bCRW5OtznAKl0Fzs^*{Mz~6T1N7PjTOP^}ZHQ3JRyY@9bE@Gtn10Isbe;TKn
zT;i(huw1lkB^?SM#+mjR$6@)@IVZWJa}JDuIxdA|N^Ix;@8oH}WS{$no4!x)AI_7_
zlz$og=(-ID8%h5FxM@DkFzTdJ;uFr{Bi_t=3e#;dt*w07oR`QOLEu#=+;%ge)2?SY
zL_br&6|rfd#}*plyvF|M;8wbi-L3~=(wDVu8fg&5ssvD~00W>DxdMYt3UkeEWP-wz
znu_Cyex|Gi&po|rwZo$*2*J7M6g`Gfg#Q4fpGthUfjB{y{VKR`-##gdgr1qMd%cj-
zPjMaOnX<&6VNO^J9%|H9#1Lg+8Xlzbe=59^THBCegvv+VdAfh!HBp82W{8H%N}B3H
z6|^lQpYD#Ijch}q*;>pOQq%yDb%NA+kMt*?{Odih?q)_-m9~%IUzC28IFZHOs-Qgv
z0`(-Ct618dCpTkQ>SEE7-%ZnEfRm3hU!B|Q>0Gv`&i9kMozId<9SN<w<(@mwI#^i~
z%)mm!KjT<e#I&;=yK;W-r76onVreL7jF>;;>3`m?ju23tqz*dbx!ZsE_(T5HbkQ#+
zrUw%%Oi!9}Nj~P8xcbxQ8JN^$5Nge1u`&)DJuyibB=8CRDqD64uGn9@{8cr)vUzT*
zIXyk7XI(u>Vzia*P^2u)yz`C+N_d5XZI(og4!!>Xm0K`M`g|E;smVD#>bpefce0d2
z(U@aDN=s9A%Qn(jTZP{ow@d-T@QeO6k9mIX9a7Q=*Ks2m;<RH~85he6tDF~aylX1u
zerF!$sUwRP-zqRKo#c=gE1&j7TGB`E<-zY&uLtic_K2IKo9Zf3_l^g#WrrLns{6+|
z82oENqhZ^Mtk&C~t}AIPYE)Vzw45A++of4)gDLl_kwPPoWOG)`StJk2k<k~Rw#8R)
zIXq{Iup|KdgC6AbQ6wc;V;qjvGQ*WPCvX|YJ5xrhU`NB`pYg4Y5^1gPfQ>f>;g{4^
z8ygvJ8H^|!V96wa6n-_kYaNxMMrWA$pyzBOE%=%qt3z6D%;}(AYwZ3?jj(gH6N8Gk
zbD%8xVqPoxeqY~4UZ%4o@qA>3x3zEp11$Z2Ds28GyKS&<Pa*J5(bBoSoc#^Cq~3<r
zww{q`@(ZZrD9B2I*0~*DN3b@g<||fG5Rlox6|<+z^SLiGh#xAYkKQ=#SX!l=$kz)y
zw$)6c=Zt&R!8G+^uN%{6o!t&iVBLSMu8Q$+O>_5S_tmXq!H$gF(8g?s`^L4l@mYEo
z{CWQXz>RDu;<l!})N@VhT+rj)eJ2_H-}Mw!+8!5BkdS}X9-mP~V^Mp?4|C}{`4j#S
zjbxAb@ssqguIuAbeCxotlz+gh%ft0Pj}OVOF|B9e4Q30qf3Qh~&QIZ0=I}<ies<HY
zKtJ@%(=_XYai~Njx|NiZkXX}Y*6&c5*7oHHIR5}xd9IsW>S~*beE5G<w$WZ6uv~9v
z=p#9*kKsLGfFi=<80+Plwz{SN0QN+3#i(70mR1hJX5?cab*k~}8m-3N+Kt}MnKL&(
ztzDgql7@+*OMedE>CKs~<U;Cky$H|Jwr6vu+nWg3CCrPPiF?MM-5%zovb&PUOBcGF
z(@Qjj{f;+s#lPCY=qio0Eq8G1F)z=VG0rpWPik?CX7EvrY=pGa?cF}pbml8GI8Z+P
z$I(ZBt!!Dw^WBJ`fn(z<7(7NjSo+jZ+sSu0ctAS_4DZBnFQV4{jjT5I<I4@@Im<h6
z(;w)+&b3-1qoKdyeKgB(WzP7Mk;h+p?+grL80u<=haeGY$n2my@=hyc$f`bK0QIjn
zwN~VL)#|xU#s;BfoHqXem!UqD#B0KPX-FR|XNblNGoSZGcN+e?W2Zn2*pg4-LDZV_
z?MGU@zs|<{IO=eA?H^vX)kB)sXGIQcYIAeJaU`20gobW*x#{&4LgF}W*<&P6Klght
z*V3$9UI18I+%^y2n2+V_RjsYf-0KCLEX>@1c`fe8wRB17T%NW>D-?{SRgMo`gBd=R
z(&(NOn%-z`uKxhmw=r8E=GAJ~NsGhrt=;UX_dmi<DxdC-=DG&3)NX9!nmy|jgLKW1
zWp(r(m5XMI3M%Z()cj7GdmB|{NtEq7$Ri%usAs*jxk#3DmUxQ%=1BhlT-A%6M#&)i
zJ6YOC67^e^Dt@HmxIJUUeoXF~d~0pkv{G&d=~d7rQAJ&vTE?rS>8XoY%Fe%aSE2s^
zczRb8sOmQwox@8rb?A%G4?rpgXPQFpNi1?nu9w4p5WUu%N)*Lz4>GXp^!2E_I4V??
zN2bO$pQPPt7YhZvO(d<+7pV6>mFj*P@Exw4qT=`@_aJAHluz-ktv5xn&}}wD7*a>f
z-^S<Ou)IOzD|;1aqG0k40x95opHobzQnu#)r>fgnLR-#Q(MAlf{RevU4-k0HN#01T
zor1RpL)E_;=e2Em>r<VYSxa-%u&k0vJkpfb!8)mEhe<2Q#hHmGsVAC<no~_ZD?8lh
zcVcFvf4x#vZh550V<@7ORFW8_pbA`47z$bdHGa=Yxw{~Nu|K@rRVcPnS2OuN1!~!7
zbKDT~0}^@>$*t=x9t%t`P0l}!hw`l@L5kWGyN<?nwTxEDwloXx+|(MP;@l7Rg=`h}
ztgUB=ll|)6$syRVgZFFnr6Y<VQs}rHsgm8nZ^!z{Jr|`H(2i0?jgD|Q9nDsj@)$`~
z#E<$_X{Da$@3z(c>hLKdvzBJWX^=XT&{T6bv7}*gIqqk;Jdy$6D$>OpMw?kmoadU=
zwX;Y;5->AA`nC<g_a>@3ZJon5<{T62O~%1eJgCfH_0O7m91t=<&N!ut+G*!;6m0zC
zfm4fYHd%s@dLFf$R-`3yT~xkf2M4Bl)UJh9bLrZeP#>3h;GO`f84+S$Tj^UHBu0k{
z{=8L;#?zsZ*Z>DAJ?b=#Sq>Ebb#}@*T3dFCBnN)gXX&4O(q~NvsRFc2e~sUEa!+cZ
zdx0#KzbrQ}z0xy63Vq^*aDJ76dOmaXtmH;Bp_^<!(j)%>db)`F*EeiG(j)%>cvnh;
zJF!JG&1Ffy*EK@Gv*Vnano;}mDbYgGIPJ~=^)+bLB-Zwd$~UnY-~cjD;azQ(hKXtB
zUdom+<2Y}cXZjA+m8Zikrc4ZpI2kiB<vx{a)=PMq*zdZS^><<he!Xc*E$ntjO%b&N
z+QVW-m8b8UI1e!1-&}MRiKsySXlscClOD?13tB04ERi%`XO|iN2*v?FPV|kW$uTBR
z-6&AUBPSIpa=lr+X|tbn188rVv-o1OZX^5Tde^CFo*1*9Rcn-HEQORX#uRro!s{@I
z?yk@Qg^_^3_pKo=XJd;SZd)8R=>6dO){lqRD>xmPRV(51el@A#rO3JZim0!6^IOo;
zXxP@@hcsAk&C^dB$m*d}Jrtb$*!IOyE3{`7yWq5Gd`G-91z3(pV_Qvot(dtp8&UAx
z-GtaFzCNNw83w7Pt22-|KK1R*XB%aTgPysn*BV`mpii>IGI_$+ENYrV7j4nYcy)Bd
zvq-M2V0(lGjIG>LH62e%6R+7c@iMGzC3F}7oMO7R&@|~GDfVC&9gSv9;n*U!kU}01
z=VOFCy7k3Mlw7WKLcAo;KS?EMgg-1v{nZ%!&w8FcKI&Bu3=+Efh2pwdtRd6mStGPf
z`M@ogZ^oH6r*z0y&tTwx%QLtC0M}c_ZR~c!&0KDs;h9Cc+}=+d0l67&MNaeR`goQo
z*iGgx)1H4C$Y`cWinwyk^Ada28-)>)O6@+By_BV_nWLznjVsMw-D9*{Wo^-)n>{}Y
zrG2kmO%%4}6_!E4?ka;wONBA<+>y{#Nuw&GJA-Z<)~b|I$yXHGv5TlK7=zZiyRnID
zrq%vgO><Wq$(qig!4_`lBQ`_*<68<aD+fupxR%Tq?p`$9epRhRvYWlk$MLPHwxVG)
zn>Ta?-G44e9$#O?QAy#uc?P2(Gss7jdY^GcVNy?+=W*2fO1>-mEWJwC+Lhvor1&Kv
z+R@yedCZGmZW&(ZzePpf=aK0a(k`V5ae<z>s<T_kB*gKIlU~Ojm*C*phSu?$rbDU6
z>q?prgg^nUFFz6w^{%^l9g(LO8y;t;K@_$vYjg7{kYFjnIRsXXmYWTPA8yo?v{}Ru
zbThZNwRaa<Uxe(fn)W+ce2Ca&miz7x3cU3-i*ai{t*QO8=peZ(h^@iGTF2_%l-FZ*
zuE@pm?l13_?(65dkl`ay@}TGfk3cJ<w$Wv`Zy>^x$Ow_sJ5dk!q;BWYYW<a+osjb&
zkY%`g$#~uE8v1+HtDQ;<Se6kHb|*1e$M>B70C~@+^Quj)i`Q^EZuAn)(a00{Ps<Ye
zar|G6OB8nU&Y|Qo-4Z@kT!bG^)tPa3E&H*!n=>HfL^80S?x619%9&@X9VRjg><n<R
zMt4s!{{U&fgjF=`Ik#igE$?k$v)ksV5ezm@-L79&@v1asH1C|}Z<v1QKiBZCE`3f(
ziy3E%G*OoWn4$Xr0C}quQ1KA*M0UZUKrm)+zW)I3kKq;196D0FF^w2S^GMg!HD`^U
zLpXUs{p+_rUVG!Y_U&Bt)~O}lE!9d|=Q~f{bN%Kunuc460SbBHBkD=@`qxck;kJk@
zy1c1uhvryG`IvgQp!Th~y9L~enpTB(txBs0$!@=TQ}<MRdYbC3;J46NLlIvsm;w{#
zmUI0DRl3)0?X1!pL};RA%C0_V9-t2AwPsn~Llx(pe{FvhrFTFwCEM=9gPKm}i6|qq
zy0x@>zdG(o)=+@?azq_s`U=C<@8Y+F$@bPr`fr4lWAs!0HP7o_DP)cq?d}V-XCxFT
zPuHL2T%FbR#q5mp$i%VEGr;;%S{cf!irl-a_>S`R%m(Utt(CYE<0tD`aNEmyI>!ub
z@;Sn)j<u<xcy9Y#xC?I{*z@zu{{VGI*S&hqiQ#QO!|^87FEJTuoMDf!9fd8~&uLF{
zneflUsN)NBtS<K)t++gYz>Rh{dWEK!Z<P_os4y|YsP?Sy5O}83OG6r*$&MplzmKJP
zR=wgotxi+sISHO42Z2qy7Ltj%;y)bAa$Xx&DxC}GmaYco=1H8APd@!=9hum%=9oz6
zMP%i33Dj?4pny54R3k1+;QQ2A2ci7vDr#(IiA+iV06kWd%3t~D4MU1tigy^|fDgP4
zSAV@y6H&3|l!;?SI8q9;YiB*=fgy~xd-fk%m8c{@YVDqxb$H-Lm|yQVO6c_83`Z8%
zxISb0V}V^97BR$wfB@}V#+COiK;<CO;k26$Jjn;~9)h|Ut+0a~#&cAz#x)s%`=PiM
zrhnB&#N*|ylvF}1QM1NTS3Si>v7aQrrCOc_k>g0zx5x>>=~ZUDj?sLj+ccivb$=f8
zITy&r5{n0&BZ%YmZl~xw)*h)kPO4Q|R2~a=tMJ?0YF8N;cR$2<RQgptV%cp-h&hm{
zIb+_H$0}_rksImmAz1PfHRB7#BzEMCh0nb<!Z6VnByimgX~uBhDHt8;#axI+<n}r|
zmlz}|em+)Vo@#rokzB33aWaVV89~Tn>qJb<+rtqjb_W$SW6YUDHhU5WBA&-`hr6MY
z@s^a4h{kdTdJ2J%2}tMhu7T~LizM5U;NX$YMPU)TbNJF{9e6nIQiaTO5=#ZnNCu`O
zbD09|3~~pxX2~pqW>Ck1a4TI)G*K4IHU?@Vxtv4<2>}s;$JAz@CgxNJ9eM#$svYs=
zhy?W=srN9fGf1l2g0aIM^`bQ^AR&D@sV&wv+Oj(UA0<Ne??Q}$S9I;;%t3PmDqAGD
z$^KNNbYbmxa!0p~#O-dAvL`<>fwX(p1@Od&>0J{~G_Xs%Q4AbpqJ#5$X1VP{iE-^&
z^fJZ05kk~|q{aU5uA(L6*EMWE(qjJrcvo8lc;xh|rg_Yww(mXJL{M1t6>KWn60l+9
zJT#}E_7vNTnB!KC5x1Y6yPAy7ml33F0xBu{y;#<kI$*jM;9otKD7Q-?{Ezt7rG=W#
ztt`{WZyKB&oRjnwg>QIb+vPhcUW9OI%R4J)Jd>Q7O<e1w(%kK>E-fvcf3xijvVYG>
zM&tMj=x(j=E-XNv0p=zO6yUHubMIUorlD~F5=S8nMhOPG?KEFqTR^WX2bswMo1L|V
zNHwj_hqco>t1UbTXWHk@Wx*^zgbqNjAlFbO#nRyC%x=G0^+}<+w1zdel&ZJN?#G<=
z#d$`$<*x2>NhU*_(S+7bo?a>4T;eas&-m7_g;R038OI{B?}zU|_pR>+F6nM?JBsOF
z5$Dfibla{uWBFH0;7e6qM(#j!h``AeQKJhO;Ab_`cs?cHc6b@v{c7vV)Y;74&Y&h!
zrAOt4Zk;Oj%qL2NZX8#g8E9tKqP%5L3S`O&Kze4axX#*!>2Md=ik@RgrnNJ!>=4G|
zI5^<fIQ9srtjHQgCl%RE9`;dLcQ%qnSSc96Aa|{))U!IFR!HRUVYz78OQ;GC3XVYZ
ztXZs%;HtsN?t1&zcOIQHD1E9)>}rY91p1p|EwKTNudjORjZ|FfHjXMtN}i)5wNktc
zRxr(xxL0>|qNHr#Mld=W<+a;GY$7EB<-2_=RZ%^Tc~0jWtaAA^%}tLm*Ga4&m{&6~
z`ORZfalxHOhk*XiTo2+kvH-_Qz|gLi8vvzAIX&x8UV10%TgTxslGNPLKpK>v^~nDK
zF-2GK?ZJ~#lZ<}o{{S&Xb5!_@n$-F}zA#O8>p3o?=z_k_uZyD4E~GnFYf^vfy8i%;
zdAN4f?0b~C_2e(x_=@d_RepVTis*F1ERmf<QM!~^$NUO*`K{<UtZh5P4ljJWiIA*g
ze61PCRqxNQYQ3o33xr2SWwD6tw}pDh-oH;%UD0mWXRU{XqPeRUt~J>vnP=FfE>_Ob
zMnEU{kNDPozNvUxOFKsrw2hgk&kWw@(0)}NrJcl)vrZZ_F#(xJ&PVrDb`{WRo*7~@
zJbq2OfW{zuf3|<6C4I&3)OT7TG>coQ?n|Sa*;j*eClJIx+0WiTO5b*l-U*&5LL&bF
zufBe*{>t|ztUOU$*sQmXZR|%8M57HivX4rnx@`K%6W$<#&K_cfoFWfa^);rKFJ)z^
zhdt%Z&{*tYXe~$G9bNO>pL%qTEN$dwbGdk)Zln|Z3+`&&_P1$m8%3uTKsalnKM#<9
zTI7~FF6J>?31kJb2V9?1Pnd@*Xjqo~PJ}FBKsi*;%7fq3)K<Dp=BF<7Q?MVJSK&wE
zYW|(2qTP8uNxZnu1W_N5A9MZ{-P(9|Ym^CiR^g)@S;BV15dQ#Zj;6Ac7b@OID`1k?
zGNy-WZ!W)%?U&_GWzQdtYU>(Z=Bi<RO6J<lFbO%|BcE?y<y{z_&ed2Wqa<BN0x16g
zr{`R*x8nHj3&mp+Naw7~K2h}br)@Mf(koqt&3C8hsw07(S@Fvi`TnHz1K3v^b9;04
znf6{hf=0_YByRq+T;JW^zS*T19AQQW=~gt&67y5JTYFf{vN!j752>N6Ba)=to`zz?
z?BlC3Ja^4@-W>20*GiXqq8Ok&tUt#80N^XD@aKYT^rc&ilCxb8<6)IU{>biX-nHU5
zbf1%WUN~Ik-|OfqR;0$0-IrJFIwhD@^5c#^-4uU`t}DbIH+dD(&5B2i84pwb70v6O
zBbM>Y$WA(l$3gY3R_5kghRc(V!?hB!E>cm^7B6)dnnodu5_w{IHJZeel4-`8)s@a^
zHpZQ}rVuH{m}nu1^rM{7MFO!XbjQq@r3T#fRv$x9gHo&|z$9_}=vs_$hSmB?%6-K=
zX)P)J%ZWMYqPH}!3%%Q;-EM{>&fI*=Kc#KyP$X#S5(Pz&sK-(PtyM1LNWii1xg}cY
z?H!PHHPu<^klRKT5F+{x^>tBGJ4ZC?)-X{tQ5sY#;0j`lmFJw)fEH{DrE#cR+ex)Q
zeK0+~>YwXXu+lQ`k<P0+C?$-93<}!KrIosUxy#H31-vIM{{R9#1#?%IlFfH4q=3%E
zoxD`m@fjiClY((l^&A!CYF^*n-j6CMgb-sMTwD@8&swgw3YhcAUqoKDp=D|=W`YAF
zFB#&rrqFI-h)d<}jP!o>o|n|`r$#orFy@s~*`baws(X$xSem@XSmWHFZQ~=oboUxv
zz*l2$DODLHE^sTA)W`0W{{XaV^tOgLl=)rAbl>$&#(r*Vav0&8ao($rgVwQh#0-s=
zz{vb-ckJddy>JCob}*u}MA62$04@PFcH+@&mP9WUl3{XDzU@|pNsKco+tB;f$!sN#
z*h<cuSOdcYkFTXBdQpyrWSBED$Z(~9TEZZGq~oSdZ_0AZ5-7l2m-RJ;kKZ4uq3m$u
zR>wag=HdSU-mUdw7TrL}+y!B`{Cq$A)zR9rvj_r~nVCqy<whzZ^*CX<HPmJ~BU6qK
zYN;{I^5A#xS~qaCmtr;G2gg0C8=F;z?qv_Z1oAu8$8&y#B+lS5R_y-H4Bm81`N&YG
z9MmY8oD31oYUzu0_FLqNSfhmF%-xO6&H!HYOxB9kqTR%XJw23ZW+W?s#J9`u&{r9H
zH%x1_lT4V!CzlqXDeIX=7xk__?Qt{YV~&*zVlhkIC|fBr$B*v{?N%2GFqz`HEjdF>
zx&HNf^}d50&6;e=5&<lIG1`dBmvhZ-$C=#3T4!t?y(rovRs)l^xAnapt@VLxY8p-8
zZ3n$mZ6<i-G0LVk$0HS@cRFG3JEJZoX2v~g!lA}6O<PSr%aIiCAm^aww(a~oad65K
zB8#7xw_nPeb~+>GLu91JtYR2YF`Dc&?QX`}IOJz<v;l%jWC86}{{Z0}RD&V1_#VJk
zb?uyS$|6}t;67(l$I`QxEYY;4tz)IU@nx@)BX)c^B}&K0HRd{;o^8zUl6Ns|*Ggcw
zMu^O0WY~V_86S;unu})QUAf!4jP=D;2q?E>&BZm!taCTRHv{Whz81SSuX0s45=J?!
ztHX(jt$zx@E*|6(Mi_LfTby#)ogvmP2L=?zf4yDDfhT*2uHDgB=23uajsDAAa_yS!
z{10ldTimL#KRE03rHFsKXFIbyGC1!{*_T?lu?9hkV2p<xSC*z6jEt`$nR6Lst9vp=
zMGqKYX(?)2i?L0Y9$BR^g29LerDPiy+NCQP1DbA3xWuYpLJ3sh_NGT<6|$*}oSMD@
zg(XcJ)DfDOIW3E~b2{fwh1HptoL8QB_Sze9YvpH_IsB{C=8-(Jj(w}mej_?Lw8E7;
zjdbBBCp$7Gm5(IW4tAR6W<Nc2+S3iHE0~w>n(eE&sqAd&So<*g)}orr(*FSC+<j|E
z8rm;IIqq!ub-&_cDgOYbNBN2>zJ(!OMnJuMqx{7c&rz;pCl=4BE96@(8g-gAjR&6R
zY5?K6_2c>1*H!ZiGwC+Li2neImBQf^f6FC3{<Xt|`$y7XX{qx!(!}zJRSuI3n1%tq
z_TxW&y))mQf~V3hBEE&};YgrYV5uV}Umk$=`c^C!Gu+6wk#au#tWE&;V_TMC7Bdx`
zq6<{WxYQf(H>#$8{eOjZ-sgPW8K-XqT3(|aorR=#7iaI4`GWrdyn5BywOHV|TWe(+
zh4|#CKe~wepHeFxIiC6hZ>K9*X(Rn?<bL*l$NVbqmt&?_31=;7Y5Xy-`q}>gs1$Pd
zC!3qllkDjCFR5yC3%i*4k=d~nBm1NL1!C&@;ndiPM2lvJ_b@2Onte#@J*vK?e|vo-
zd#zeKasL1w_DjJ30C~ICYpX55^Je=++2BDB+>Cpg8%UPzq(o>$&Lq3wlk&qK@)gio
zcy8w6(91gglGJsDcxU!wSmCa$7tXeT%Qx{)vndy__o*&?L8@LtAf86!8C5t0`r@Zo
zu~AAoo`VLNZ)K%<asg_HF!9C9H~Yu6Ikh1kjN!H{D!;pm9(RxSh_5x0`%!ouWxJhM
zy0IfQ9kr$P(x0>WvBi&?SzLqz-m1aA=<05+^!vzyUNDWv+(LhJr|2pb({xLMCcU}y
z5DY99v1|wNHO-L>4n#S+n19P>;Q{{uWOYA{YUsKyrL5dx6#0M0GmaE{deV08K2-IV
z#@gu`4z^>pg5T__oGgk#Bm7Ntu?;&wuo0kGU;_m344&lIEvV{tJ{%^`PmJ8%D8!S=
z(>29vn&r*xxwx67VbOE)kHU!gna#l+zPsadC}?bmjXG`vpTf9H+v#o{iDF6W%yLa;
zJ=ClZY}H95k-D*_=9Y-YRTB71t|32uWd@=tYu<m-s1ZqwR!qa6Qt^({{(GPM=9pu&
z{{Wun{`snzq@`kci$*(7`R;!zX@=DQ0L#beRrcgkc|`W2!OV%xtR#H5D@-=0osuh5
z*4ky&$YzQbWl@sYz!leNo*sc<hDT8>tf1w(EmUCG)sAw*L!RN4)dt?~;|f2<y3IRA
zx3(dpUovj<IO+5qt3@GIU8kIO?N;rTK|Er*BLsv#7=$R;1h&)3>sY!v{{W-0^>h5|
zeVssj5s;+fuylE&i%l{}!B=sn+9@MT6%EDIHpBOhGyT!j)^*;nSQNJyAKpD{CE4V1
zNi0uuOPISCZnZgQ1~oe){^;-Zs%l;30Y>AV0H-7j-FOvt)(IA9e3n&_$snG>q_qcQ
z5^VXTo}`++Y~)+0&Uxun=i%EtoSgo3asYg^1JaUYLvw3QyK8wPmKgCW_dMpcr`B~D
zm~NY4L64O{;;`*Mhd#B?uA2)$U1X7)u-l$}=$9{3)2DkGbKYH`WlNbrZlE=C+NOM^
z+;VrGYr1_t4=qfNSB$oJ{Hu!AR0zOcM)QM0Y3yN%O~u@=rQ^zwF~B&j%SA&ff=P@p
z&N<?;ba+}*BB=w6oYz4dOc_-$xc1I!mc-%Xbd5-1)7IWrmRSKq^2dxZ^vyz%#d8$c
zkSCTtRp&2I1`<eGLRv$dlTzEWq~ps(W7rXzRy`FR3c&7<%O$eBf!J0kU*4Zwn&_k=
zH<ToM&r^<^iogRG2kS%F^D*5HaE#91?^ju;UPEmQz9KStpcZ8WsK;vMGmDo00D80n
zVtk62txrBK%;+YOB$;GF2xbS0Y^@XA$(fK64tVKML^j*T2Y0Av8*U~)?Nz0zvL;1A
zGVO4~BRCb@cpF30wHCRW_5&`)`9@9$;anY`%{a#yHR!$v+q!6;>f#d3@~m0s>P2T=
z+8P@};cV6M29Kn{X>#psu}X=$-ITB`j<w@DfCAyYHrKmrk-S#dBkc;xV{8edW^SE{
zJXeJ3hxgoiR8VcjwsTc)kf){}-jDaI-n4ujJ|m3&>{o(myg2^=dcEUEokfHpw(auA
zT6J&G;g;n&qmFMDSQbSp6!Ba48XdgyiIybKeAZ)#U&PiXHysZkS6Sq?+=d+cR#hg|
ztZfN3vCb}u7`u$5ajw?LBDBVo5?$q0nYlTs-WC&Z!}6<9i3tOODkV}(-N~8vaH+Q_
zU`}}HT;%#(kUH(Rh_Cy#*}PeB2p^S7_L01KF{$E(SCm)K^ZTK541r^c6~griUVW|?
zYx{<LZr#oXE85PV3*2YR9E$Pp6~*Oi7s@&b2(HXMMJ97s*y1kECeOWe9tjze?E8x6
zZ+h25;K$i5=ljC7-Pq=+trmA^qh@y3S>Y0;E<Rj*!ylD!$5GfY6DKv;_$KA9Be=={
zLx3?+h+n&BEM=+RBQDYFOf80}%VBuyQTc;4<yh&I(KhTFYd_6V2?l6)7|k^jdG3MV
zF*x)T&oe4NI$?b79-^QU^!iqcB=Z&vouux-sQltzJAwA9vdB(AH5PDloYkl<pytcc
zTrkPpF^cowh%*;UJb~2ouF=ah4TbGoCyz@6w9175n%@r;rVZ$MhO~NpYnqV!#=1RZ
z=bGlEBYCchyP8wj+S3j#m+M!{)@Gb>Y`<E#Uy9N{37q#ebRB2=F8XE`wzHQ^e*HIN
zk<yC9ib5{W`=8c|PMl?{CEXukSIRc`7T5PrFWVSM{L4J5enIr~udA!#t6AkXvL<mE
zU|S!=Ys$kt(eB|Y@^dcdpvS0aZx7kN*&<mhe9Dm!^O4<~)7qwz{{TY0l>^*dJaI4X
z;8?;Uf%x-Yez#7F6gdEP0-YSwI~NRCbmVug^pZzXs++OtiLP4*hBS&8;!&0JTw#4a
zQB)+B&P&F;ywzZu=RYYUDId^gxVdf|E;g%7SD_s$ip?XE0U7QwQz;}{uNd?@?>|kR
zR^6&eB$Dv$y;PrXVOrXB7B)&m4Gc<q?N=xDuPHe#^AVp)kUOagGt-J($Z@Wp**$h=
zxAMHCcua0`(Z~X!_u%nX1>^}33YuCvj0fwsyq4M~f0|he4^LXXYi|sa?NKDn*RItc
zQfj%EV{dAnswZ15)vMmIx^t*q{{YK1Oavc|HY*KBUEvfZx}0H-$ie=#pAUzO?-YVS
z0pk#7kIsvxmru8d%l3v676=*o<GmJa)y7=B%~<TTzX|CUfJ>=g#WRkPs|7*+HMw!G
z=sI))GkF%(=^S6+E5~0}a?CgYRVj5=+;9;76)uwM&S|(`R&`p-=$G@!Bo}iBk+OF$
z%lK9UX|^Sf+qL|wHMJQCI8;A{S8YZ@e&P;&Dd>#lR-V>1n@zRtbhR1Mpgkv3Su)+o
z&&JV@K~^ESbVp_Y?m{U!M9<nm^e!DP06zMDbjH(dfx&gp*0MLdF!_(?PWhPfd8Fit
z=Z|AZ>9&WgtNDtpd8fk~Zh`lou4yfF`<v;6R?$3;dno>XmAj&82*%-V<6_Xsw_rRI
z^`n;Jly0^$taOR)oFq|~J<mWt8tCl2F$63c>DE{N;*2Q&02=5ci6V?DDx%}=uL6*$
zCypy<(n!ffsdN(GPn{!GRoFlRq_qWYt?~Z=JjGYlPTL8{IXg(FwbVA&mgU@M$y0&!
zs&-7NBF1r1J^WU{mv6vUJ<h8v*%2<$>)xrVJdMstJ<UsD7(17y)}?206k!7?1oy>b
z$17}9EJ*ARL0S)PvBK<5Tq!(Ob-3K?Q6;IbEsJP`@me;zadqB7+w`QhiA;-?$OoT#
z=;PE4v|d~=#uWOD(Q6w<1$%o4ptpJVD4IS($T(r`ShtQo*v}f32b_D>wao217m<rL
zFe@J5e)^eHO(PNcWA&{VM$m&Ds)!#s&#h|O#Md*b0tN?qlbV!oI~Q#iI2gt`uBO`F
z^dXfcRP#Xv3C4J?emD#a10FNlwBC8!3X^UDcq6q9T=gS(#>6s)nUvib1WF2my!7o{
zhOhvLV>t6pGhI`>>ZA!WI^fqWtL37}{{Wtuqhps8{o4=l_y$=4?z~q`J-b`7DNUP@
zFa-4#%xF3DoDREdyU_%4T^VN!CzhGahMuVxhJN9c(2Rmd*A$8xNf~3{FFCC(Mrfpx
zGLVRl-<Xf%KDC^r>?SY(C%rvvc3(?~@yiR!uY%6GBzCMOU9#l**5SA^33rjW3|2!f
zWCE4XBNsI$a_&FUoBit3jdL-oFCY9&2*>=i#cD>Gl;fUghUXMj*`c=(MgI7x?glPp
z<2f~Cq4Fa=w+cpqrn_Mp7A$zct4Bgk#cN(}lmX6b)4m^EM+|puB(b5$;hPz+I=6w6
z?F$SH*GZ*Y!s9Nn=XO4DdVUoZA<r8dLKlliZQ>11-062?%!ej6!4qWX>0TMBpWcJ(
zUWu(oZnifYQVfOpe6%_I>&`VJ^DRv%sKn*OMMlve(?`xewd^`ns*ps?GQL=^9n(+m
zSKQaMXjYR?ZoX7|u!B6+Nu;$nCbcGxNafe;8ZtVyb&WiWh0cEp<`+(u+gY(M5kbAV
z2R*B(FcJsMe=6px(>8+8aq|eyMNba>!hr)77$@?nVTr>7)K*fGv9PX<ymD&R%)&t@
zrAG0yHy9Nz$JziQv6CW2Q*4Sm^V>DzJ~WIjv8aGLNuSca+2d`!tHV5R#<8k<IQ~`F
zgMRZds;-YYy!*g=*4Kqtte1H1MPgi^nzej1`%TIBTJ4X-VO4v!I<4wDvCVeg1Y*l`
zvANv8%DnW<a7i`Vcn0rlT?`zSOdrmx5v?|H^4n9?0oxES*A-Z>$)+2$X!$(gR0dIl
zgP)~&YAmTqJ&Cvc#8aKVO0SS5$)`NZA~+rDk`z;7jm5?eGf^Vosld*8q*?G#<PJ|-
zt0t>&8(_Xzb^@zbZBCPA$52@CIi@s0d1e@_skL`@{m=-${MA_|mQ$8|=iaI?Z*#I3
zR`)k1xwVNH83#_>*PeLt_8XtGh>H*j>M>m)3Luh3`=D1J<6n|HObiZtR`g<&$6A7f
z8$9z^Ia6HYpPbi0s+_5=b-wYfEADdB*w?W?=;P~FS-7fpNBtaqYQa2Kka`)-4T%2$
zq@VYHtrZe66C57YRVEH6*|qVEend8^4p<OR9nF26Ulq^h*r0+~$C_6>^Ryr9UOpd7
zo~;*au_L-pcS1Pn%}W*ViAy7m$Bst=vdKOA&|Qk{;<`PfFWTEu`b!?-#!QlOPpu@5
zKJv)9?NpaN%?6T{!`ilN#XJh*YKCH?B#N~RvB+6oJcbwz(`l}LEVPO;1q7YPp7mVJ
z>xM0I+QyShu(({gUZ$J&rYbU7euk<*#1`};r97Nf^BFqwz0uogo+Bm*fMkuM7(V=B
zvUM$L;`SvB>QXX7;;`UPG0z};rjTJq1y?cCJY1(uB3<r5$?H)ZjPp(%DkmT*=e<qt
zaJO<;vcS|tWyL-h`A$0Gn;G3Iik8Q129cIOTDspX1L;+jcOIPAPo?-*P}LDjFOe2L
z`}g_^YAu>mgr%{|qMgHo^sc)>@O1Zhp7(T79#ubyhxDgdX%N_WvO8S)s}z{r!>Pxm
zdQ@rx?j22O2zNU$*mU)gpKYhx>98ztLa{IVJ%1YJG~5w+AnMmGU4`fRuba0u#pz51
zgpx4<T6W~t%+nH*Nh3+012r2;sHK?T3Z-$Vs*SOH&Fk8zmX>xcBT`2qjmGMCqDyHJ
zSC3y>&BT%wA2Az1<n$GC@-UWioaFJEZL*!95AK7_L)=`Cn!vIApaY85vaw$!rP@k{
z19<hSafS1fc*xH`O4UtGtwW1gBZ*4_rx_y@(a{*BXWx`tX+T_jhOunMWl>uCg!0@+
zJhHy$W#@{^u^+z_rMWU!k+lE=n!KN#L1`1X7>tqYTK3jb%OW69HxN3~Z0e0B^(!^B
zvJa9bBi9v|GMH}2l01;7gI%rX*{qM*rSm0|Z$vy3Twb70+a&om`V8k4DpwU~MMCBh
zfM>=#*6xmDhVh<6-n}tcaev3h<C@yj0BKHtyZ}r=v%V-fFzfe*<b`IN5vs<x#aK38
zTu8!2!*&OeQo{m<3|Ao5oSJffWu)x{qDDME@05yP3q1;wif1)6L<YkFfOC^vrmOz|
z9>D(q(@*JLjr^+KU{nAF#c|r7{CNYP`Dy(s*~N*}cZY#DWDIhrt#%>pfkk)21;cIc
zTz7}F_M?t|Q(Zd7rczG_)|HCGTE&~Uv+`A=m6^JEWO4_sX5rdAgMpJ;P}qs?gi7iO
zA9;@zUVCPQ>|xWP9Ojy5MMU}(0NNxc(yA}bA`fv_oM(EkB#a7eg|f+Vf>1_W13~0g
zi)`kW12(d$(6qS8`qtbwrDQ9?`H0A*j?5nsM!Ci%;GW#qM{B1>(nteuVIdhE`J|df
z(W2PJwS{!{%wd@0liQkhm8Z0qk-2jbD&#j#gSB+;rFl9tsfa%ObDmbIe)U!q8$(72
zQb6xX%I3<GwudIM19Au?;F{mkty*aCvC4Az`FI)psqxvJ$1<XGT6%O&WL0~HXtVcJ
zkwa%frOK{n_=duJZ5CFNHVcqGW1Lr)>RdPAYt(#61Tg6CcM~aLl34oJm+FTZG)Gi<
zxW(@xww7}|fA3e&o(|jg4cH%WXY#L}w7>PK{`GqfjjGFQViq|{<#2y0im~Q}k;%(*
zxt-%}QowPOBV+Qdy`bYDV!W?Q)uorjdVcv!k1+6lmFSImAv|LrO5~|Yt0L7lX+F@n
z;)U7<YccK{V94j`N|O?V5t^T7%T$@D8FSQAiviqLO3R4=z{l36l2r>*>4T=rvN+mC
zYr*_*bFAvP{`mft?2jrpBpwH9@oyOrb&XdYHxJ}1rwJQLkybphJoe+3tNIJ=Hy`f`
zp>fpJtr-6Rum1pgyCc2McN?3gUwZ8P12X>rrxtyn7|wq>;ENjTejhPw+qm*M^4ka5
zs_MJNk?gLldU@0%xrv@J`>}uyD1zV+>5c;DHASvOHZn5^@qzoi;<6#u0tuqVRIdl$
zHO7_If*4!s&X!5BD>EOI44!K)eQG$o)Q{%L$Tg2V(_Cb<fPAMJI322ini$SqnnF7-
z0;xdkh7~PYr#7i9q?VJv0+uzFPn@R3J>P-))>3LtK`=&<fDg<DPv=S=d#A|XBOd)~
z?QM>gO(T8?Vtg05&QD0jYfJ3V0;N#x7|CN;OE|NRHIm{8@Hzvzhvin{yprYdYijoZ
z9GPa}MQ1COV_I_*cCu|BE;@l+2akqU(DvsZ_0(O;kgjhvU8nwd+KivhxQ`cISW6rx
z)g|APx#Vn<S3xx+97_G$I6YVH*E-*L*8Zm1LtOiHt!wUiRCYA1&L9;#H(IM`e{d>h
zJQ}F%DJ!zZpJ^5C!=%^I+67#Oa87yY#T7*#YoDbQlw0a_D_c|TTKLNP)X5_4bFoG@
zFgZ2$ZG3?KE4n-wZOQML7QE~=wYk?p!6(e@V}EC}W9J5ybl2;VTFc_Q!s8Iz4nOCD
z{{V$4@m1Sfx|l6FIM0wXT|BWgQKQ_-T{c6EvW|TX15K0ER;*qtyb*!+dqaWLz$jl9
z-Q)f}?LY6xqR~OiN4cFIn;>vV$e`)6=cgXEr~d#6ZQ#NCJ+ROHG8EzB%ghhl+vEPZ
z3V!KHQSN3gohUzd+Lf#(2ksnJt9YjO$U>1oK5o8Hqy7@B+;bcp{{Yh=Mul36UlExV
zjOxetY;q53V6wRX0G?0v#cHpLFARzDM}^Ns#%ZU-cOc|PALT}cB}&_wjcITP`j_Y0
zqk9{VCFJs$Dv%CGt#3!-E4GXi6knBDicLpWf_8!s=^FWxZCoe-deD{2RO!Ej=dJYF
zh%VnM<EwF6ntz3Fu7gb)VkHFmjxZ0?*1LTJ!&c%5Z*Gs;CUp)0A1deCxAhbeX|t8U
z#BGcYoL0(`-JO)MePnYU74X%X*jwH_Vq1piE;0wuS6tC5F9(rSJU%vPmV^G8gIA?E
z>DIJXNbRQu80c_9OnAV#{{Wu&uGrk9Y4^GIuR6JqjeVRRMbICucFMV2)R<x3vK@PL
z=GI;~+Ig=$iHln*<%rx)GsSoJfSVccy%7HZD&Sxr=&A0;gB))|S~v>Z?*%{u)0%Wq
zhG1Oek<zRp=HDHPifAf>j(Fm$sStujcB0Gn39-~LrrYh<ynhIzQgHTifG~K-sVrkd
zw8#$7qc}LMp5jrw#ZWxu?^EoN$>M;~eWh9?!uk`MnU$Q9yknZE$kjnyr+o{@Z76QL
zGg;bt=HLVATKDoZT1r`Pc2-T1+c-V(QzxknE_8KPvc(KSGv+gP0N_=`Zbx3Zz%@fp
zieo5{#BfIixD}})#E*xWdUT9#sC%A*vP4&NXB=(EOd7zrJLiy}?&h~HS^*a2Ne&Ms
zh##e4+>j-c1FBO;CMI6yhCCxTFP}=>(U5Lp2YSZ0Qq#zL1+Co-e5`%xoS1)%?KGPQ
zxhU*Ib@>nRRhjNoS(KVWjUQOgL5k!bP@XG-t22aNfHhUPxh@!zPI)AnN|SEwmpLwN
zOP5kc@wr|}&2qYu6JeghPw89X!H99xQpu!6KZS1Y<ha=JOrayk-py+yqGeKi%){{1
zd#?yT-8I@+*tOLDSU?Y{=qne&x?|j5$+eYs#>blLT5s%2zbt_%z%7miWhrz<_;t%4
zGR$5cCCO=!9A_X@Q)nmcDHLp5E6K-7Me!`L+_bR5sh%*$HJy2^U(X{m+%l=`rxl!3
z+b;E6)U|ctks1bBV?qx*jb=e%X&$C?a(1W;I$@jZRT}0=56>evJ<V%qx?5^SRSt-;
zrsKG0HKdb@yJi(&(mB|`J|aR!b0<&6x+^e|%^=_rDdX|3d4G4}2zmbimZ~%O*3SL6
zmkJe_iJPCsrJ7;VvCv#xMs13z+UJ5trB#H$t_vxX2f4*plY2qV(a&>GDMcAGMh~|%
zk<gMzu<i@HZ0d3bdR41S*w)=*`#3GT?{39rZ?`1xo!g(`Tvh91YK<B5kykn8a%!1P
z#j6x`_KfLH5*1UsC6t=;T~uZ^uTAkI#B|p3rV=jUz)V+}YM<(!oL+~Ijb8dHX`kz(
z9<5%BV>j*q4bzJAojCshq{a2F=E7hjZk&41j%rIn{*fU*B-6)VpS5~)l1dn2JaOFD
zkm*w6#5N7a1cSYLOtUe56^QzpiiqmvG#*JAx!5W3x#uM-E6#Dw%zwPtsiD1$rX*mb
ze|MVCl&(`+1@k5eh5FWkwHW0804l_@)T7=^Zq1H4Tvg+!x`Xomb(G^ShH`|P(70e#
z2OGZ%@h=z*YWk==eB=2F_14toVZ#OdE5|%pDSca1VscCW0EKIZO*eB2(2|Yha5o1G
zYR-^<*Z%;#Kb2IvKRsE}PZJaU>fJp~b-AidZTL?2?05GJskzFo)BWCh)(L90qfE<x
zI8)XW)9NbT#<5zR<hMbhXPw8IMn*oBT--(&?2L}tC$AM;sg5it#s)d(x4lBe#KUs~
zl6cRxB$2&~@yhes$^j&YQTiH;+u}gd$^i5n(pt!Z*5}I`*hqsO_-c?^ls<Lj%K{!k
z^>g@kq}oQYL!x_BD3QWln>cqq-h!=dx@1#xI@-b6F^v5bb5uXIVum(bID!=!^B86S
z06x{0*ON}fyRmOld7&oCc1H8x*jtiqZOqdD0MAMKehXD@wY#f;MAt2}a1jpG$Iw<r
z^22V@UneC&CYD5Cpa8Lx{qxN<lH5yEN?p=gtEPFzNLs@2DUvIDb!FNPdG1YIxxK<g
z65YPlTrf_bg>(AU=_GL!GBXV2pS?Igc+VC5CSc#bW2{Czn$^5)sjP-SHAQ!+<kDIi
zR)6XRO6Q7#(Ei|5%~uzoHFiOqG3JV6ADW6H^fj^e?R-ff!QI@~+ja3-wRas?f$Llt
zRNc*DiqQgO6oVo*7|%6w8#h<aQ|(TQ!eX15R4Z~aYqdd_%b`*g$;B}JD@GkYbC(O1
z<P08Zi>A!V4%5$ST#Pwgij26xBefj>tMX~`yM59yag#_i*%&AQ<eUmQ82MPw`EgVJ
z(Wr^}MQApiIDsQENsv$78K~P#xLyoWANUES$jWhSs{sZ>pF>9nf-6?TLAsg7B0HNQ
zRP|$Bb%%ptwt(Df05qsTF^+(rUs`;f&8bk7%zq4cVohR166QN_a!xQ`*jJ=p*js5n
z8or9&HAEKdFb7^Lwu$A(c!4?qKm(wwekYKR4&VO(*F1i;aY-JnDryZRGe{WHZ3q1_
zU*%D2ZdXaUJqE*1(-?nc+JpZ9JlFYEPZHe2Z=uf4NZd9I4)v|h*6gkt1D4S2&Ohat
z6?#LF?^%8tkzYWyG4cYD`4d`f{2YuPXcCg;x#lvq?NV0%0H@4<<JIUWF&+Tm*Pjp?
z?6L2A{{XXBpeqp`0H{YU8{&}5r6R(A_Yd-}0s;PsA3w)lgLFU8E)V@PKgzf$c(aIc
z_l-WH#%_(=qTBoJ99346IL8$`u3_VWj<pCyBPTTNsFucc{!O&Mg*6<g11F&3rN1lo
zNioOFqneFl4}+e7R&R43v|F<VNtH)K>suvCuEB#@+H@exA6`vvTtysY0EBzysT;>*
z2U5wmn?KyFn<WNulaH6Ft({B}6o8CoGg!8Z`|+PjnJr9Y{pDkB8;glu5#%hRjMk*e
zQeA+OF_Dj@R?=ZpJUfuc3w_bl*Fma5G<V^JzuA$~Du)@xX5F2Q)7H$#dv-RmNKOLd
zJGjnk9_342I&CDB?Oiw7B$~?b?Ia)vC$(fUl-1W5<v{%_MX{AdeF{28lO@%q{lIil
z0)oN2=B?=Igg6{#x_=7k4=;!HiAs}}z|VYEE}3Z}#N?qkY-X}jyRn57xtW`CNSaTr
zS8S1wTDNqE&XXXInxl#m@~V(=n(12+C^sThjPZ}kw~{>g68``y3Hw6UR7w;AeQR<8
z2Z6OC{{T-5{VOWF6)4!J;Dp<AImi65Z|76^icD(Kk3c__Gr`OjS=bzY>-vg=U6X#T
zInI6RBE9pbKM|hNx2dKyjC-Dx(s`sk0rss+9Ii+e+;|;hV|K1Or&{1qvT^HOH;1oe
zwYs_Tr3#`FPJ7mMRpLch-X}jP5qOFsIRbUZ=T=_t{W|5yZf0%;Wy^9K#E_iv=BX6p
zaLsc&gN(>(7RZWvBVv2EdwwH4FsgrPa5z9e8ire!HbHluU$Lrz_f@2>RN12(%_PXI
zRAl<r+!F1X3{eS6^%(g_<6OO~fpVQQn&=?7B1Id6VZP!F=7}>(J6w}qX(ZDf+7*Zv
z#uV3_>YwUby(3@qpG;<W8aVUDMR~rb{;1Mh9%eOr=%uIea-Ul1p_^=Elhju)W^r)8
zjcoat08p8g1)-^@Tx{0toOYB~b8)Lm_Yww>;5S7z=C+cRzqf4kkbgSszSKp`n_~cz
zlisOD=S7W1zAW9x)`hut&N=*REv{#LZQGMt7HJ_QHpX^dGI~>L%Hv74bh<s8$TyIx
z52>xFZ9_`R^KSM6vMny*wY7_TDPh$>$tIL*vP*fg81}X>c+GLknntdi+csL>1sD;Q
zKIXhz#f^<yQsW=J>G@ZsJ^ZbowB7xjbCO6Om3dc*WDTfa5XHZF_m6SKYep>`xR^M@
zQ;)kpIIB8Q;$QcLRJ=dD6=O?3EWc4!pS*EJYH5?!rqYT2(3B3Q7OKSYPt#a^z4Oq-
z!2VTtHj32ja8lGpXF|>InvL4s2yZc;4fAanA4;mZ#5wdC1F@#uvBM|~er~<9Ox+`H
z+fa@eE>hAF9#vb+&Q5dx0N1R!ZXQ#)*_pHViOoLO%3FCFNtH7m4mmwVK`q6)C&(T{
z>Ub2AE%XSEceA$D3Um5Y4Ln)-0dI3qdG78(VS*0=p)N;oDz3>c%XukP`L>Tm;;Ovc
zut_BQ)GWlR(Sq3Gor3Ipu|2CdQzv45Ye|*1^ykvEbwzbZ_aOl11d1bTnPMXO9n4#!
z@|wv!v8`LLxN9KwHHBxX=E6D}HlON;)~9N(Y5uCLH%heq(6*&V`^W1=I3Jkg55|g=
z&C<~OcD`LpFCahq8#^3r$MB!ZzM`*?*TgsI3kP1K_-mI6+PTw)a98F!3tJ?Wf%`m)
zSOb*+RaTbT5DeCGO3HA*Hv^pJvLf*f^lXJpe=6X7zSyeE;w$A=RCQ2KCvA3fGp19d
zk<mc54Yj6@VQ@}<KmZ=KVINIfOuQE+T>PYC2Dz&b5MJ9E5m`dX_pmXVx_nish{Q<Y
zR4&YI9VzpUGNog3Cen&XZX&o0pzQzy%|s^CRs|0f&gHX=a4Q-=6ko#ADj4wKsVx$c
zN99Qtzj2uUNRGuIWd}c6E>fK%r#G5xb{qc5G;UXFu|LJ!)kJ7iW!6%AoYoU-_auPU
z_U<=s8A_aZf?PIjZTUaks#39}YEnAA0$5*Ew?tMCza)`c-XXa1ZRG%DG|SV!70Y-}
zQj+glw?hm_Hy^sV?Og|o5AJ@m(RSo(&mH1d(RBrFLLgUYB!CCKX?UJr_>f-@_CWnb
za~czW#Oehj{#sV=i_YB|=wt5`{&YRcg-0cJThnDl((SYV06fR?tp5NMO0T1WIx|$7
zPFqZXo!@YD6;s6=Xt4|t^P01!bG<Te3OD>n;us%!yL;Bt45>IBD-Xh4=!u{2xAU#y
z0S%8%Y2QIpe&OXr{{W<e{{T;)`#pEzhnLT-dHbA9ng0Nvul=68rjc-~jIlJ4mK%0j
zx?lK~TpoVm{#EDk4BN&%>(H+QE}b%;`Q&<62MXfaI!ke4wP@Kff1vKqIRg~~M}(`Y
zjP`MWrH1jGdQ&Bb4pV6jReeLDjj2WjqT`&&nzLnOB(?L43}+jCX?06!7TyMADy|DJ
z9Yu8SXx6?D(^23E(n!s_xftX5)>4(3ozjtwX&6h0z~E-I^(-vPigSV1sYFb73d__U
z4M}%1&vMd8!*TTKR*mnWm#LEB$Ne%jnQv_>A2Ei|P!XQ>t#gNzk5t8UbLdf8_%`0>
zad~G%Y?1eUg-qn4%o|+Dso|I;xzz1Z3aRUoJu9g39lOBxvq>nBvD?zQ-5C9zcw|;(
zU`i<*VB?B@vo+G(m~Ji%r7%Gakyy$t&gIH2&gPB0srEfa63doMj(XQQ@;;{wrN9Ia
z(xH-4SdzyzTXt?DK8CeXusGXO(>ynG1bz{}CBOnl$v;6{?v;OU3dnb5vK>cab5Ln_
z1b9DI^z*UT+ORCA%uKwV)r4vL&6rYxySbyNxt{7tn*hjnU{n^Zwn*5HnX0l}1><XU
zs72#1L?4N+rLnxZdKY}rl6^B*lH~`1?~ur$jmnU@<kkV6Ok;p5mDH>)CIiq^$r;Mc
z9Y2HR21|f>{oXP7ii=cl_?XT0svZ!VY?7AfW9Rb~E!2VT<~cYmQ5CJrg|{LkP|_%f
zW0vVqGekeWe;Ry}#{?*LD`&AeHFqhrMug|BI$1VJ9GNF+=nq<fuZiGBpnWO}i-N&R
z05R!9YQ(v#Sg#!ZX1NPz_=kF&NKBG{*F#yh@_)qAB0Xw<FydpM<28bMnMPVOP3Im+
z1+j{SZerV=$MCAG{{SH#)e4`GRiVwAwpTEHt$fJ5#n0Vl#dQ|?+>oeSNbT*^oMjg$
z^R6z<cU+(`@8_j-cI_xC5JL)s#z5kfjp*5}OM11$mliTKv&kbLUX{UWM==v!zN3L_
zD!uG-K0e}eTrK-%HXhU`p}~!fq^wf2Kfhnbwb$k~jbqKgt;mNQ(zvj+?-9@@F5&+G
ze1AIYBtiC>6h?E&<ku|-Ch9Q1-W}_&FhOr}UP+9NwB-~Ke>%9z$m&pB+JYw25=U>j
zijMtjM8aVpPjeI@dVq8Mt0}cd6U7`zBZzQEQh4raz0JcsE(>&UI#PFIR$CjN+BSBp
z^7)e!{qK}jIko9`%CT*QSoDl_{A(V0iz99)lb${5r<;%BJ$un)h0fWd_V;HP8^}M$
z+PVE{%Uw=?y@OY`<8c|z><Y`(7@LR5>ID}^CNbV9=PwWMs>YUnS%2QDw}0!gQ|V{-
za{mCmP@bm@R;G&{Dorf^0H?S8b8LQ90X!O)O8)?mieU4DRdZCeI#M1YJjY-|^v}|$
zPjMsTB#;kEkz<y3ECZERW@hXvxk1#(22V=SG;1rDtqC!{><p$)<|-K_0F_(;QbO^f
zG3Aeyk8ZVJYs%+h9C}gIr+X1@%(xl!%}W)bcgH063NupL+M&6OO(xz)3NmW-?xj3e
z_a00T#hDIBT$9hfYFxV;QlzcTAuY6`@+vf2RP|?X=qpCUMz#A(3+V(<fx!eWPxGus
zy}6K+CBqE%>G}$dn7I4Q=iL7QjZK@~o2gTZ_fgavtrE$nMA&0E1F1N!TgDoluA?Qn
zwMJDyK?Goa6ctUmc@a<da9Enl)y!fT_L5F}j8O=r_c6uJQl#`SF8<-Hp60c#kM7N6
zp0yQTr-u!V3q$*=u-z)Pr}~jr8=<OO6qcn@d7^@OqNe7lA8=R2rHE1oLtklE#?k4w
zQpp-DN=%q5`^E40@m$z`rBdoZgQ@naeGg8x(G3dnH!8v`geU!aar)E)!`F?sEo!+L
z`L5$1*1FB57SWXv`IO?V6S#~Htyjl~u2d;A*p7ea?mmB7yfh1sDnIm{Idc7e)}P}{
zs6p80+x=s4+|#3Po26|phi(j@o1Hw3$3N+5{xvLq8MqT1-s!48>+L_rfvRl5C+7pD
zDwDMRYj$4?Tqsxm(9>{VXvNag*TR=aA#Zf%IsX8kwEqAa6Cbi=-vb=$w!_@lSFgyx
zDDGxGezle1Uk=^r`o+D(lUcM&ocVVs$MOcYHRz0z#1stqgz|sdHFwnNg0yU7=*Jqw
zc~Snb9M;#2hx|#U9;`n@S-N$kv1+jrqlpH26{q7abcrxOi~5Qi_mQPFqZy;_I!st6
z?h2#gjEx!`lm4*vtvwDY2A2sv3XUqTi=#i-@%+38&1iJLg2a9jKk+A1{{T%Ix7+Tq
z1F@`61}^OrKlIV7pk!^W&<u2;>^Nx)9!W0}#y{!j{{Ut+*>664cwF<2dRHGZpFIKU
zE>Hf2U5Wx_KnL+tMtFVMv8X8;e7^CT^Z2>7kJmNmx|)%vN&f&`&3V<o{Cg+Xf!Ey~
z#+?G2ONTNA2@ebEYcA>0?v_O-Ax3_+p=B&<1;};We4GlycO;Y2r>QeS>IA%2s?11O
zxCi~?U2eMSJUOE%Ae=G&Rmkd0KFes`8_FR5b-k`mkEUqooE5jremJaW@gpX^<YcJK
z>yv?=)msc?W-a;Dv5;L3dgiN>l5zh4>#fndBX%Bn@AB7osyP1ugeOiJ>k@xj^XE8s
z^aJv)uJ--p@Rpk!Ldl5m2{{dddR8^JMonH(C`QA`T=G2rpM_Amn3>#r;B!tBV%v_=
z=k%&iCgv^bYU8=Qwj5<Atw$T5J!!1irpCj}1p3u8Ce8Z^BmV$|Q&d*_#$ZP^k!Ihz
z$TZk4w&^;AU<3Qkxu|R;%maa0N2xGcmL(^<XNs-3`qZ*MT#brxQHh;%wNQQ)X_YA4
zYaTk)OPu|VZ>3z4XWNp)C$JSt?XhPk(uq9`+OjTqa!tN>Kk~@`06LZ5_pV9nR5VFM
zVq@zO6)|93nuxoV2kwNDb`;Wb--R)X=NyxonA^CCC1hnr=*OX|xShxg4AfH}m2=ZI
zIr7y`S92bRH3ih5#DGQ=?(Aq}v}VNMYDs~Qnydm!$&T!5f;Mm0{p!0J3ST`pRuSCJ
zFGAMFF!bl%h@dCs-k{??wBam9*Jw<(?^<kfd1or1R*2EGO==($DV3yU9iux*KT}%^
zc>*X{tYaRnE0-tvS3etm@q2SuixRzPXx5apG_G|5@Vc$M2&G8*6zBD>Lh-VX^sUk|
zgcj;6p1kPdq~*o#iu!(j&?|8c1!7o#$H+fg*;+;5*SbiO6rEUg1RCFt;z_4@B$;;=
zJeuaWVpZd~tyP))!geo1#w$portIuo-VDlo)NXrGBOfFjpPBReRY4;OKI(u5coj3|
zNFl*F%~Q}zVbeG$KvR+jHB$wT<5%tMF0MvW79-T~KU%hQpCxl~d2bi{D&f!RQ_PJO
zHe{4yP60gDW~vI@up{_Ib%NVUj@hN2_Hr@*04(GG02<}>{{SIw+wAP^7Qur3O-1f=
z;_2E4Ep`6CH8zxgbuat%TI~Mtnzy73!uamhDcVOJ7;{R+=2BGEoe=@mA<uGul_ar*
zg^2W}(2x8~?f$3v8mpVipCpmKeDiA}8S<bLv~Vjp$H6S>qdn@w&xqYe86;IP^N*X?
zy=aP@Rm~eg5-DU>k^Hlb!;Z8@w;pgW`?&k(fmbxvQ4#VKv#c$Xj`^sgjo#oHx5+W+
ztMh(+sWyv@Zk34bp+ucqmpLCX;1BVswH=LnJ2luJIXhJk^Q$TLOGZ_?-6Z6Jv^P(4
zRIk`A?8vr(zGL$o(oa);6f9IOi}zeH_e!z0=hodaKZ|WwGDr^*#~;*V`O|I+B)G?z
z*aVPxs%ra?t<aiH%07G8N3Ow>{HqgI7UDE9Ni>h1OoJblXyx(5AxB<oJ5>c^UF^Bf
zPV}OTu?_n-a|-9~8p=IQY22KltfSVls`Wg0tqmJL^<Rxn{{VE<7Dx9#jZXayH1s!7
z(5>Ez4+e^9l%jpXUl6Hmo@?#u_>2x%S1uo^6v<ON0R-}C7dwtg^rxu#5|F9h-&*QM
z)(&u(C%LBr#wI!bAxJ?RKi#JQL@o6dV--mbK4bnxNF0e9lhYk)5D0PFo<ZE-jXRWw
zvyu~&_p?$Q<2mYTxycDr;O+crqN1*KUJ+1r+a}4*`s;i{fp-x90BHXJ=tj9e2Pyv9
zwEqCEg1YY#rZpIcx&HvrjR|UXM9I>dI>ox=kYyeH>!a~}W9$S0!6*5O=X8}H+g9h&
zQT*$r@qheyekPaOM$q2Iwvwv4Rj~g6V0Nru9bt4Kf`0XGX_)@aw*LUGVz9h+GoXwQ
z;;LT}qSjU`co}zSDo=SDx>rTP;<^6-0u1O0{`szwQHamdn|h7DhmKCa=}bK?kN$;S
z^`)6-N6!HCt`^{brb>V5@BaX1uTiv(7BEQURV@P#)Q43c=o5d}GhS(If6>?LUYDw$
z^a;=XGe63_&fMY!{{VWZEA%>akc5>~<1yBIp1zfM5UTlXe1fxF7UMqjg+796Q-7gb
z0(v18dh-45V6{dd`EV+(2SHf6q?m#c=m@Fflsd(po>;8f)R?b$(Trq5aa6bb?Nf>I
z5)|Zv=~PHybDmFHq-e(6ov7?Pijq6YUq`o%q-H=)0qs@pkM55@!fG3LAK6fI&h{0Y
z_cC7*q>uiL$3MhBl|ZLIohqO7R{sEaQ3;I!^AI+AdsB_gUZ`vIs9TYWn&M?YDn_gC
zRh|A?sToL)&DZ-j{1fwTsq8cMb;V~{zxoCD`}J<dKrP48vWo~8CHYAWAnDlD4J=@H
zCX!IZf=5xBV+9JN^P03dH_%6z?Z5z4Tb3r)PHM?3j)JP)H~K7`QkKR|yJ{L!<IVp7
zaEiJJ>&<29uY)K1wS8M8RKs9{(3HqPzys?}mU$$J5!{qsi=G8U#|EQ!=YVSLHpR{l
z6%D~VS3b1j=ApQ9QFH4=wjsR?$j&d5{rb4g^Edm|o~?`3Kke1R*>m--cy400Wvqa_
z3Uapwq9@**r{!aw)v7M!ksq89SC{8ttCl|1p9ulfk&&L2v2Ur|Tf2D@v<SoQ#mDQ`
zlV?pW5oBo>(!w2WomaVGxB1r}el|%W<Zy9a4A)Xh*?A;?_n4aIZ;$UDp}QDj-oq?E
z<KR}}^sFsBf2A+uTdP84;McfD!}pxltD=p#B$A!0CI0}{el@Ap<NpA5w2s4)yx5Vz
z?j4H-3cQn6N!tt{vE!yH0C5wXXC!s0819U+k-!yAmlSB~cPxCRX&sl#Uz8jHz^VdZ
zqvaT<U9%0D=j31IRQ%DC@@ML5Vv$uO?pl&ZlH9K(XVS6tmj>ZS{WBGJbfpf>v7c5v
zR$i=j+;ZXDXvq{i9GI5*H83uZQ}0*wHQf{c0KZwc4ho;GYG^I{iGSa$FYg#(m+uX0
zl|N@cN{2=N0FZ=4jsRo&8kSiJg@$Ubn;?qhJ7)n;HKIDP8>3(<F#+Yz1mOoyYHA&^
z3_>!kg3NQxMIHYDl2S#DS&_GV-4EeX+-r9iJ$$&=ISU#E6=qjV+O?J9M*CFaC|Wa!
z#y4k<aaAVO$}2-^zDz`6oPGBEYY@wp4sz}9&T2Q6<jG@-5?xF7jVmJ5Pn)!D+-@9`
z*P7JSO38gQHPKZpaEb}VV8X!6nJ1{NYvQKvPu-U1x#EWPDx16=$e7wA0f}VyV}VjN
z;9LY)m-RJOv$%fYKM_Yee}PBRgfa5U><;E6dkj_{sQ&=HKmcAd$*n0JR1@Yd?_pg2
zsCUdaHtr~svN>@Q_exhYsRRyck#B0VFajPrlh&#l<earU<)NuyOF(!S%~>Ge@G7pI
z{-M9#t7kYhq;@;0$J`>?Xs4(+>-kYyAU@Wwi2%zt^RKq+;+7)|+yVV-pAFRJr_`Gm
zNcbGBG_TCwgx0HHTgb1n!W0d#DarXU*Yh=DwR>as!gS~low-os8#!J_<bOKpI+9Go
zXxO?B_Hp#3Slq;NG03ij>vpk8Vn&y2%?w3k-ZCUUwDs3uO)};+)2$WVkb|>0!Okh&
zmCFw11W+`Sjt)6JDO%Q6B!zBC?Oi%}wbpxfT{ggMBp=;%&QCv`CAW(ug56{L1&d+W
z?r1?g(RNadJDk$mNLDkjo_#&);j)xq2-y7C>09T<*G(F#SXf3?mjxgljapwFY9e=$
zV6q1!{{W~Q(RmIwTL*+~C0%yQF*pKDo;p`s;yYPp)}ctEXD70Z_cc$$zAn^t4O-sb
zMYmYo{M#Y`*1o-{-B@bnp^)rF2W1LQ=83zU{-0?yI@BSeY^=aH9V>UnYl|iKCbBGb
zyX%c^0MmT3Og8{Jirw*>FtUsT!DE^(`O&R5`O+`xnf}bS_437G`0ID}5Bv(Zbhc*G
zEwX=rRws`#JUn^+DzyFMXt&Q|F9Hwvr_=rRu99!{XX#wufcfzJfA6()mmliS(ww)k
zGTiao!;7gu>+t^o=vC^m{ILr1i{JImd;PJ$^eXjbKf4uWVY-#IL;nC0>CgKHyv7sz
zlppQarfP@&C6^!d%-5L0-@8oz0C-g*tDSTxSV-S53J=UW)f<hb=L@q3`=g4sxo9M9
z*gF8=<BFmpaG}{SGmdFCC#jXI@R1Dj%{n9dxUzWi#YL<TrZx1>)}IrPA|LwaS+}V%
z_{-553`!M%8TG29k_jwxQ`;yig_|l4NF8xdNYQ1yy!GgPDWaJL&-$azep6LpfB2R}
zKk2CzVs^?m`=+SI*wbVG0IuKCv!3Q(Y}Q82vwyrPxu!yY(OCZgv?%SGac0Y5j!&&d
z?ec+7dV*v3YNfH1_AA>QSY6}1m1@uaJ=UsQxLrPAe~L=AW^-;a*w#=K8DdEqRt3&*
zFe$D+MB}v``qagLc9o$_uYeTQE3f$Ul>IA8K%ii9eXBP0T`Z(5FbM+(txTSTNm&)N
z=Kla&?3I2d$*kQxf34>qC0>a1se>XL78vA;VZkK!qjBB9&0Tvb07OTQP08jGhwl3t
zyP9&`qsOIJx^I<u$2DqI2tZd4#&{hnozdYz^`cKhIV&R|9Nw?{)pPid`_)JsU9bDq
zd5#$W0KHg4bDBL%0jfoBk*W>U;Bbf5wJ9>hBav2@sH)I(1aVdY!Okfil=cEhC*?hB
zox5zx`RksQ(+JGYK$T%oGnP2d(z!d<0(JoBlg(!)b7Hy^Y3KbZewDhs;;=OH{*=G&
z*Fzc-pwdRTKY)Tk^XJ~TBDdeNMOJkPItt5;j8_6f8aM}|^sQ5`UC9VVks&}awj~0!
zPqDq1Gh>dMcRDDF)=pcDj8a}%Tv`t%P_dQ(<26cq`Q%U<XJPKu37w?nn36k_ntF-J
zT)Tdxd1U_p&o%GYilRsdfmUwIe7#!;KMJVXAY&)!DWWQF5|Ay%LF-vMn<ts_0zOfY
zYicN(d0~xY5tb(=M%uN{>e3N3xoyNYH)lEeRMdJL*o|UjIm~4D&1&c;_cDY1;aLRY
z6ZNf+4-LyGAazsCbH(aqhF`oj=0Xsi!w02Qw~d%K(VSNG)D89m=gSd-ISMjOXV_fL
z4UFiP=*uI3Wh0d%oC?(KuTS1X4Xof~rqDf2M94wpjAyl7yEg`6_X)L~LBJxZwtot{
z=wjf9E_04COu+!)iconcImJX+;~48j$+d}X+Y+fHb?sX^gp6(^0JbyhSWy1}tWZaK
z=yeDkE~Fi}{#0Dnin@0)oRa60{OOoxOaaDoRzxmK5=b7xufw9<T}BKR^1m4;1PXUX
zs*7yGF*!U|2Bnd7!1m(3Eqo(;<%XAJVBq!6E6nu~{+%*|xCbLXxT&13jx1#^NTQVg
z0P00mHD-VHYAU!Hu4!(0)-`m+&Aa~qy;pp*gH?2(3=A{;RiJy~wT{QFMi+uBDr1w6
z#)_Forau}g%H&7cmGNAQf`AUy_N9DXAU<M`VOU|ho>e}isH8?S^{A7b-Fnr98Q@eX
zyft;BRIWMsbw1SaGi>M3iVA{M{c2@F_8ACXaw>;nzU)Z6bDEIk0mn5dwqnS^PBT`G
zlb_)r?a1TanWBlG&c#3NRiTgxsl|kaVg)|)3=DeJ$I~Q^W`)%54amh8Dlj&@6boyX
z+;k?o{{R!IZ9?pU%Eq|-tDf*}ua&La_v&k>@d9S|P(8e*{z9{Da~q|p%jp4*xoS$|
z_oBM*87^$1KkXXjv~i7Q)8^0bM_TIqWr1ZE`_xPLh|&+=Mg1jz;#qCS{IeB@<L~(w
zkNe`cw4eC}TYuLvSUx`g0FitC1}dZRn#1^nJ^~-{PR4)fqklT-XCJ$6J6Ad25&r-b
z;(ymh{&mvKKXl(pbNGUKNuDiub2ER}<A3N?>gqEe(!84J=2!m!ueSdH(5u%FWe3u%
zcy6YCs&S^=f4F~@d6FEU#d>D0f8twn?1sF?Gx7{mMPd%B+-B6fDJU_Vcd8Of?w@tS
zWD%2)D&4&8_CGIb;nzJqDmiWZn^@%pGDr#S#Y<vGJ*gj^Tb-nw1J@NKOn%J~>ULul
zUsaWwNWpT%4@#cRM2T#yaHMne&1Ux|9~pgMmOFCA7-V&-<qqGJ6YExCm&~`5o-^Fk
zCQvw5Jvs`cY|3*Vk-yzFNgMtpi~j&!zolEbV}eQJ2D8z>;#x<f!2Xpp+~t26u7~{;
zdzyA|wG3qanFUDTfl4giI}B>CF~&ZXWU1SdDxJ~7pQTi`GpVs!J}fiqDXX?T+mY{8
z(lPy&3u7guYQ3hUViH&qcVG(6EFm3HEKtcY!l^ZUMQ<DkC37QpNcs=PtK2lvpDobF
z2*_MxH1tD-JONrQO>CCJO?J^`V2L6Cec&>GI_EFsXI3n8lhoHkIx5_a>y;y=b6Sjx
z!l=dx;-*>{R&K*=RN`M{tI!PoRZmXKEx{e5tMPd-#9C(|vA`a+5oFWRYD}Af$l|9S
zYr@9|0P?_8P|Fmn`?$&XV^bMs*kcT;ta3md>r+)ERA5C?xhKp(eQNxpo>*qG?noCA
zfOFQA^hQ-QMp!@TWBvNlbA~)|y0U@)07(b^s?=iTwhUmL*E-zgrmt~9J*q%SsbRHu
zgtEq2SE~Winh=B3*2$VGZsnMM;P$E0A%hNZd(=@3DCtseBd5}q=Ui5T-cFAslFPM=
zF9Amaxe1$dG54;P>@r)q`9}x1&2sE{{A((Q9w&13fyL5e`=+`zn0a6hwaP5b49Hg*
z+up7nN<bGF2e_$BtUW~qW^EVGKJ@hmX{`7sc`!)_I5@>y^W^^M0=HWo3Tf&-LP1_X
z3T$M6c&3>gk<&CpT$~aBJ!yuQH13c3ykqVR)m;3_yj9rm3}z(|z~lSQyqbN*<4GiC
zVYZB?Afk1pc55i7t0+kZ*X1`N@^Uf-a@v6%x)WWU?xAxea%Is~*X9bi&2abU=Ju$Y
zXBH`0SruIV<bS<e9vol<+4ihw{{WA1^{d)U{z#XR$Q&BMZec;%rOul2?`%sLaK}93
zwI-DCly#GSO9B;FHIwHS<oEQgZ5I9;MwR48W;no6kz1p`pPGL0yqaaK@foF_NYkCg
zqRu@#)^FJ@S`g)=``d66x35~+UlLlal(4O%yUC0f!3+3R33Vt4S$@tpDwS-G58+g6
zXc@juo_J{qZV2Owh{Xc`0LwW&GF$%utx_%IN^&D7Cp^=ny0?{Gj4lpxG0;;Xs0@lY
zyueIHuXnDob+{f!oBJx*xEz)Q=k=~pE@1>^7+~@^t$1#<;cl<x&OsPFfN5B`sI3vM
zJV*9`ZQ9P-2;5+@#5nwF#iqY}2v0Ei3JBbw00ua$IBs<5(&19lZQ*c*r2qr#j8*70
zYioEC7qJZx2XHU<kF7fzK`RyY4-o1G)@gj_R8=@R!8PU*v3Uy<$t0TXJVU9h`gHK5
z5yZQ?j-Yy15=I*pGJOv>G5FF%Hz$Rv`Kj(Yimq!1x#lxxO8)?lcK-l+ua5PbrLh*$
zV;nFwpd7IraaNv(vxk1-1sOh+Qw#dhRHST_8a~gjk1s7`S%FB-#^`J8I{AL`$^;gr
zW{nnD)RDU<ImbSg7+$A|M_ZWo`c>rXJkh|<6iv05b~rSPrs7EcbplL%?^^FPoik60
z_U1;_A%X>R1Ut!DNL~+LdZ@8lPjhVVcWVqF9)ppBG5TlnuB+;AWRb{AraWk5c@Plz
z*fW}rNfYeGArVs8Ad{Nx{6yMC#-f)|T_H0l+>xGy3gvE|*U5}2%M<f+$gLKt;%7r+
z<1HS}${1wu&7|_ipfrs9vGuJ}<E<1-!~PL_QdKxRy?+YxqN*cy2aViRy#pTQ0j!)5
z)~BF1j&vqiLwI7}?{p4+TDZP6(3)-S;iyYzle;zMcBAbVaKv3u7U7$q`qi<KAq9ut
z>JM5KB+E%2!=P(AUaxa7wbCQCk`&LF0REL8xTIWP9iaZ@cs=VU;qc6thrgH2ZtF-I
zOWfxM-A@$?JhQQ^6`hVxOPRm5tw6Vg6DZ^_O6mMpIf}|Q@}iLM#w1MQxt%H${@S!5
z<l;`}is`&uhx<7Q#}ZXf<3_Rg(V?VC=4n>UP$@Bv0KlvtACdn62;u(#d{*v`%yf%j
z6>t!9Se`x%d^U5BzB*M$<1~lyNIU_9;iUfnu8;idrkG+D`hP=Q*TeDu02J8&0IsiH
zH2g&0N~wH7Q{!idTpY@O>+QevD)r<ax(AB#3I71rf7{c4I`#Db09Bt#qNr(eFIgaI
zH(&M4*O@0ViuApCkM>2_1AvCS(m%QdJL)`7W2n={%O!Z!ER3h;KHaFgfC~dOQ>c)g
zvZ=@EQfX1mHk=f541Y6#fShzBdXd(p)vXPsfC3O=WAaMNw2t`W+M&Hi9gZJTE9VWT
zBNZewm9~u(<K@Bp>b9c5++ccA!OThYsBcr9Hl%D?GZ+>m8D}^ZW?e4jL%OE@gD<r7
zsPt%z_g3+);CEz^TbKHEvRKV|46PcI<(Nz5$?uw^&Xu;OA9_Nl`GGj>dRA(m_?MIa
z08K?%)EFaeTB#Ec?DD6tnhiwWr!#)>w`diTC34$y&e2*|`(eZgk&%Gg*OT-$n`6A9
zg#!nvtrdmkV5&Eszzmv5>W0M^W3UR#zGJnyt?Qdf;*IylV=2@(2Dz)|JoDa(y$tGT
zi?dw)k4v?H#2MIc+}(vi1=NImrw2W&HfbbgMRzO}09^JJYTKYb^_*FUJ90Km?=x<Z
z%QvYts;MDFzzvbd6^8%@LAipA_pawfT`Wd?>sy(oAH*9AirGrXTz0w5UZkrrMqsW7
zO5|^(*!*&Top=5vk|B0J$7mr%L%K#{#lJf9i`FeE`qWL_#}e%lTU)1!DFOgD@J&jr
zT=IFUaDS@&YIxfY2faj2XuG6zI!sS2ZU)stKrG#>Np0-aQZpkv^SQvz4N=l!Nu$9I
z<gmgH_0+|p%QR9E_INz3ZW2F0Yip}&b;c<xm|BO~gEx_G6f%Grx`I06>s-C-=KV)t
zwbbht{{UvVc*LSi0Cz7=mB(B$H_S=xN~6<5JVueRpPWzs00OPFduVO}l=+#A;4fzF
zSY^L_54~yGT$tdUe57M18_3CDrDGjVI&!l#E$(HE6+lMrxH!#8=Wlh)2&1PR>J2;h
z*E=3$i81p#js<K8>>AOGW!`LXNWk5=bRL-Jn$+rpY=m2!C(OS$r*EwjA|sVo+&ed|
zcREb|8?hHNn>LYRfmC^eg81k0&2jhU5{V>CnUR@{N<Y<%@H5_oZx?eHQQ9q7j=s6B
zY0vYm?NR>#(ea+9x%WRXtZEz>pNM>|`@!r0rS2*@5AP}2=~<>=w>E8GXoUOLz%3#!
z)z3fOtQ%*?m7d<U+3EAmi&Y62hD?I7J_#SLE21w$x{k#t^xLONo6Ark0Jca62h-N7
z7~D7oah{m2&GhuTc~xR{i4$|kpS)r9915jvrpD}m#@6G@X7gPeE(cEaq+QO7BRUI)
zwS)v*?uaQTx6-7I;+j}jWX>=_-s7K4dRBz?)(L58584}h{L=xPD9;D$RMtB+mPHf0
zMh+JXl1H^G6>F9C8)+l5xMmwwSG(r88@^t<{bDOfw8?yrJh2^QBOj2jKe_wjv8Zxm
z6`Cu{fo?E)-P7=?wDb4#Rir<={Ax=!z<zsHOLK~w_st@6$7<5jk>-_=a56wFNEob@
zd<^ES+OuVVZa5?g-5s3D`kj5Pj1t9nA-hEoCRC64XnO%!yCi1_%tD@-;;O*X`Fk_8
zdsW{)MnD==U^)^io`*zSSpkHhAOV1XI%!;F5J%Fa+*yr1goCLcjRSE_6`63~FC254
zwg;JR0+WR!Bi@!2A@IY~oK@eFF)|IO_niRiie=M>Q7x_38S%B8u<E(RTX>>aMp3-n
zkUcT^RHov5M9RBYqn*3~R&Hb48F3=I6P$?YqrNnij%UQHWHh!Z8+p5j&7LcZ&(B?#
zi5_q4;El8+Fu)2cj$!kf$-Pe#GL5R(uX28HJ*v4iJ;yQ{fYvf+l=m)LHX@Ur;<O?>
zedAfShwl#6r3fy{iZV|CRV|N7gM6cj89dQWVYBaJnktc}ERVG7<U5%0c_Q=ok6*2Q
zd0#Q!=}4N25FZU27SFFVVI8h{w0fD59lHS;&#9=cArZIT_ODaWye(&Or|DNeWQ>!z
z%Ea=0E0?&^5?kB&9PCuM$I7`q4@&E&QZ2M>an8F*$nD2908RM$O?DUBEOBaP2rb=#
zw+@QkO;V3VxC=XcijWW9IcxxZD*2NeMpSxj)YgjWZ7WB(jq0R|v@~m}BnV)UK~4_B
zYt;T7I*$xEVz~30ui;%-mL12KxE|HZI?X#+u4`#y=j70?eC5r%mCsP8kyhi;XUWC9
z#Ao}4z2Hx56*BOSeX3Yv+4uagcaz(tO2jqLe$&YF?*Us)1h;}nWI^TNZc;N_TDZ*D
zgZ`b?x|@)q-O80eO6E0B^|wU#w_oIG!hG_%r73er<+QYa?OR`wK=TJVu9wA#PM9!9
z`oWs!bixL$XfQM83hF#n{{SGePCodnpYbAXwM1CaR~kLH&Cb9pBgbPt8*YD$R?dvM
z(rx}<;jEt>FZ@%D!29B<KYX}<6sz$3XT!ht*{h|vAGv>}bDjYI0Fi$m^wq1ToPOc{
zhN@o>RDSv4bN>LX{{Xk6{Oi{hNsEEac_iG+kNSB(`W1ToWA_J+YeMMtFnmJWbeq4J
zjHWSOcNpTm2gL=3k3J*7=vut_4NKgtN!)m1*(bEYk9+pPIX<GJ*R935n$@F`8C!Dh
zZiDGo{4FBGrZl;AkP;Dq<39CUT)cbe%#yfiKp@~_iqBqQ!YuQhNbR2k)2%um^$2P$
zOycByDexS@AGJ%|=8wj9o)WbZNcR%5tT0AfE^sqfwdk$d%_o4YapxO%<&JusReuV+
zQLD#2n@+no21MP1^rvgHK`hb{3n^3s44XenrMcDA;I&PuGb$W`#%iQF`yu}Tey7w=
z&P`W@pR?n(>QZ`~E&Jy6fy!fJG3|=%H0?z#<+fds!3vMw5%<sITz;P;ssN<(*9Nz3
zT&WG^p!aTRTIZonT@(0*_A9w0k_e>Qc;6>eTn?Z}C+l6FuX@rz(fMIO?geo-&60k!
zr(}$A8fZfx`Pbb=U4&vVed?U2=1=!UTZbkw`POhbVzoCdZNo&aQCQbkrN)9a-0!)E
z0UEG0dn=jkm69Sr9Z3LwwcqHPHpRA;=YRvq1*>c5dI`o6yEy*<68UV!P_|Y-n|EB-
zn%$qA{cG0zcVxEL4<fv0%}kw#HRM-3u|9^PZ$q0GB_x=zoI*aeG;Nm^1V{HjjY%I3
zS*CJ9okon(l=(}?8DJh&T<xyOgmLKeB#?-Fk_>r_?w{PXahep;%Ne)x3MTM&^MY%u
z)o(82mF#XNhILg^9eKwcD|M;pM^uhx`sPVpnfWHUS(uy0<F$1cvMaMN7_M4Y{{TvQ
znwwb|VqV1pe|h-T_%I{Rd)9e4Vru=cEwOS2?&Q`{(Bh8frk^8~l@dL}0nY&A9<{re
zRslNQO(UxP;Sf|(dv&Z!RfZ98t#h~dLZ>_b03S-wxwwI1f++5t<5bB~fMEUyn$<I|
zn^x4{yS9c+D%SGO)<uK?=e)9KbNXVbc#`P-t!>4OR?Y_I+th=M3R^d{Fxy>f5=hqV
zxR}-XVmb_V2D5c5$gW(N?ZiWIJd#@-fhVmsxxUE3)Z2g!V?Qh_TT*P|vQI3d-nr^-
zdDY$IG0tQ^T7G#I8-4TjsXK~;1-YRS`H)v%qw5CQ<C5OqIA)9yy-!j2{{V$?(PPg+
z?OK+yDvn9~tEw9v^j(iZi^cM7mJ=L`lL91VU`uh|imN8G0n_17C6aYQhs<n@A3<E+
zpK)$3Gc&q?GNnd&sV2Hc-Ly6{oZ_@eBc(Ksl3hyDZ9W*=O;u=ctt@8+hrLp_p3lvg
z%&am1jIVF4W=DR%aOG6vlisZFk3Dn8r&>)TSXh_Da@nqxBrxVjP!E}oE6wLQYVGxj
zROxaLEUDus6~oMW))hB6@y}F>@BXjxr(1s&G0*OY)}3wMvRj^XbdhixyQef^*vP~Y
zji7g`8RD#3u>wpGI0rSfPNgkQjs+=ac3RiW!>AL6ASbpx>Y_+<)|nf*x0ORMT!PD<
z3GKx+1MgP#Hghe<ISz16MO(bNlHj3Wxm5}Zt!5(~*sD930CPd4CfTi{TiV{<tT!{u
z5MXf1nX9(Cb)M-<-i1=+a-@(y`t^~g$m?>2dW`=7Dz{^I1Sbz|<})5xwGYVbrq?Ox
z)}9)*xdH{86<AfU7aPf|u=qV>M?zL8hf$p7t9Wx?)9qt2+{(!1cKzR!W8S)7_)7Gz
zD4(>b2f0&<&hoj<R;_r-(A6F>@fS;vN{$tdRdr|W_}7~fch{->TEDlvHiq6<+;V?+
zjw{N~-pvv@F_Lm=%W?_1kklrom;GU=k6Ok@n<uF?uU6u;A}1h&f;xLveXsFVz}Tu=
z9n@uL7F^_vu0Do}gU#omqO?iaw^LK?+WGfahIN)XielZAC~s4aYv?NZlU15P@&573
zf__qXA3;-uSGmPQsp<Y5o`3AUDOD57$oYx)BDtMGO6wY?!Z-b^jQtH^#dmccnPx=t
zY*xysIL9>|<@~>CypwnD8G~ovn(2);n`ZV%=&vp1lf*Ei%&9Zk@bQnk#d5dychg;Y
zjUkY;g)7r{p(3U_wb;E&i6<{IT96#};<IGcZ*Oi9CY*)N?5M#Q6>(N2vC&-I+vX7@
ztAqDL5HnVO-s_X*%bat~WUHA<<+;yOQnkARN0>N1wAxoSO_$E5&hQ78MNru!RoOg4
zE6&7SOx)lck($De4>C=jU|a%nX~NVj!FTuSDXR@ho|oX8nXYBLX(e|8Bf}cm)-WVt
z{rhoP9s<I(<a@UtEY{|>PueYyta$xv8!mgJSS!foH0O+Jw#80ZNI2%YZxqPSrHm&V
z#!YjUGD##|WmMDe-$qeDC6thm?v@%|(v38Xly0QEl^orpq;ueak<#7WDcwDK`0V$8
z-fb^-&d%As_jP}+&lQLwbXvyr?-=l^++G*Ff~{};=>jF6V+jADeE#4h^A3^Zlq%*?
z<L6rY{9zX*(K8kXDagG`S^kI8qG!av*NqSZeQo2~dQxu)@|uVfyPQRWDu3{E_`MEb
zL-qb8#lzw3ltExWlHzW*8Qvr?2A%H_Hyc0P|3g_sQm&gTTLRV80qjUJt|S)$ZuLN|
zCr!w)lX8$P8@(&LC|2NW;J>#E2A=u>*Du)OU-#*nga4wVCFc~G`jCx>?{M1C%h<dv
zd(7ivj;(P0^afM%#r<BD?LU<8)q=^4`if)$&B5IoxLFd5+v*s)tqz-z)L%HZBbq<6
z9L{O7rsqGDi*wQBeKa}pFsQ0V6wbO31-62z%^PnFt)U(PO#eeej~o34Z*nR;2UHWH
z-Y<FFECbQM!_?xt1<KruOejWlC%a;C>tyZQK4tOdt2~5pKgNqKmBA_6wYJ2XD9*H9
zR<4kD=L$VDP^m*t&afdCXreAEpE$d{WvZ#-D^T|$YmYMOh;1jsbZF>si-@W$Cx#(U
zRWo-qR!aAk0?w9!;jWA8kzsK$QHNfv?xiZk*)x1s0A7|6Mt3OtdF_8lxr?HuBgSfl
z0N2|4kVIrn_<-w^>?MADqyQcvN03Kh`F>{cUgy+~S~mufir@9AY8H;diyY-%L@3%&
z=)Rf{5x8~GYa1&o$Ortl<gwEKsCIUf<&99}z&3b`o`S~T);6oL--A~6mgY#kf9+Qs
zLdO5lyfUFLHoAKrPnPA?A{4^|Yb8!$vAH$T)EvxztAgr4G^C9drlq&d)MCluI)q@c
zwBEKU4qQvo-fmaR$$)HnPI=1scXj|q<pQS+=H*?yzMU9MBMWl7XGZ#Q)r5De^IihT
zXT@(Tpoq@v%E?}`VNS9F0+aW$FY{|+1sq>0azt{dY_ceIm&oYcUJgGWnwIYw3UY&+
zDP`_mb8WSSLzk+TR+pC&Cx9%_$7;UOxUTXwg?U08mJ`gC_=@0rtzvhD=pT-YF{R|v
zmhSQXcCuf$=d8tAQP+N#HSK8MMGW4L&lMa0Va9v@jj%P}jtXULRg5Q_CnitvS-rFq
zoY^#Z(D_nqla@B2%&I+d@bWai`aBM}A6+A4V;j~<-=&XoA$Q9<te-~0HkXN$M%~{g
z=Qm@&7pi;PrZ1m9LA`<LJC_FV#fo!|TNbect|(LcHJSWDuyC<c_5021{9QFup8oZX
zEgXE@=&}c4;`S5LcF20JL)u3z2F%B%gSZVev#~q_*jj2@Li8YPOE2$MTH4gcZ8x^J
z05QsA_I7`wE(0qlfd1_oY6F2DqA<F44L!DTQLztJFd!5p?+i^3lBLxGLaoI!<5h=z
zw4s6;GxL!rb8}kn7;^MOpZJSuf>g;4G1eJ7P^VHn&3*zPqn{YGyWI#_1Ze#h9<)p<
z1AjbgnMien?ldS}=kF$;+S(kxDwnik4osnbN$@sDzWAUMl>XKmozz$JxBkFO1!xn6
z3KOrV#+_OTW&<uzmc)N9e#0t<=@w5JpPs9?p!3kCrZ1q^dK2xn-Z1|wD-q`GF1g5C
zeNO{lb)|!7jwe+v5lDId$wuleV8p7(>F!4uC-$SO?ki12*Pi~C8S11nO-x&x0Jwx5
zG53gX67U}ifj)uy{9XA1f!uM?d7P5@9z|q6IFxo$zjvQLu90PT)L1!#)wIRqC7&Pj
ztpIU#;ZcvU>`NTX1>6FknyY^(C<Lh=we9=DH7&Y}TlU{8HewZ$26jYLI!JufAMT~-
zjzYF`)1oUuLv%wUT}nLbGM-_B<LFE7ij7++Jc;kQr-SV3xm&E4fcvhujM_UW&n))O
zDKaCL2ZGmPL(O#4yQzm=8sui~?^90_oe_2d*Y`ASmnIUI6*Xk71Ec(d9N$GyJABB~
ze1Cb*dvGc<fCD^8=S_2nCg0ZcEW7wC%*Wdpam?^20)E$D_W0JODrL<j+yz(UJ3YGp
zro|;328;^2x-^^F+=@`ocZ0cB@t;Rvw0q@m6UDG?ULH)?%sn-TQEvWe4WK;i(zPH=
zeO%dy`~1T72#9xgt6A6Vd^4=4`l^|#^QQDh>&=e;xJ;5t4b+`?Zc@saGWjdFuHcy8
zve@1G%5hAu5{-GdG4pZnc7Cd1StxjB?k;D*Ck?{XTVm<1t_*NZf-<}F-+lUVH!cdB
z@j{C5dQ#fgfxAd^z&0JZ(w9Ha94qkas?6TpOANImN(gfxF8%nH^eTSXl*52nw_bq2
zR`)-Yb55WSaz=^NB#moXs(Et%heG`i<q1>Wm<WkM?ZIN(Xn{u+I`U!<;YexYJYYlY
z{zdM87^M1~uX?L`S&`er+)n&=DzF;;IR~lBHfkVz_!A4;u0l4FAMGP$!SK@H%e$>P
z$fs`)S?y8x)7$@0eEF;J{V%So&U*c9F8u=`-y>AhnXQ_1vnTh-3B5IxJr%z(s<`MA
z{4As3VlpNg6!y`P{wpMK=5|08dtfFJV4_KJqzkN5##IPMx9O9X?)se9b%>5vJ(X=A
z=oOHkQ5INj;G@1os?b+s{Gpd(lPn<QB61sx*ncvfb72Myu9X<MXUlPMRs8#X_d*Su
zT<te`H=uRXAH@c2?h2V-5}p(2I>&%G;UAAJj?xy)=IE4R0<<EYw;xGb%ZsPiYBvOa
zKIhk_g06N7V_NXSG@_25#E{`IzGUTiVcSUyIv>mzmh9TjEk=7t>KtBK%2-gAUYAUq
zg218Hs>J&Tg*AOe%PxDYEW>AUXBfBDhIgUPtXI?{oG>q<10(6c=hh&2S!y4FzOypO
z?6L7V#dIN_TT69Cp}}5M4gA9bYt&FAqZsv->&)9@swsxV-l~spc+c^(Hm;EA5_)RB
zxD66rt@TqkqxO>WSv{e{l6`iDso}uVzxbO~-e@iMztP??CcPWOQMLVR^;fjGm7&*;
z+>uVM3!OID$ia2utrjNK@d2a?C%P>&6Jxif-TmBG6nDB=6WJ59j?;5xOe<Fe$}+*3
zYp!UdliN+G+6CKC;0B3#22V3I5d{CurBy(-hX*#leb0dd@dXqoSO78_BEP<~9wOks
zAM6~w5rF7JS4ncl7%!q1ZYoH3n=JpK7{Qm1;v=d`;;an|W7<-B+8_3KN}xG(tMnQo
zhueYf0Vztcw%aBr6be6_WnEVDPm_=y>q5rH4z+tNfBMDZtnxBT5fp;igNIjB@+2#a
zVSJctW*n$*xtz~{);?}PkUP`CRaZP0tX!cYE6Z;s4mg;_6W8L%Z5SJxFLf!&5-Hs}
z0*a*ht=2C*E&L^KY0+kGYI$HvZo6U&sWJ%4xlV>b3lIC`rLG+08~~~9M-|38>U7l5
zG*Nd8?!oE{EM(3__>o5cZ8^>sKsYcUkEq|p*U|jRu3*}Uq1K^vFU!K04_f6hVyOnN
zN|O&7_ka5$)v{yMt&4dnd&Yy$@v|e0C~XXt2_r__z**0(a8;4C=CwE!ar}F0s>Sv1
zG!LE;-G~rX1Kmj{Vi)a;Shj5W5|B62;ypA6bvq3t({cZUyn21E{K(u`*ux6_?MXZu
z8FIm<n|TJ`m{y+)<TPjgJ|ahS25zu0<2F=8kDrp`z6=FXsN3+FSxYZVvS`@@<@j90
zH=824?5ZzbXZOM)xO;|1`!>F4Tvy3_(Vg*}+3j`IN<tv3LsJol0_dmxb44&>`dV51
z0O~RR3LoD;Itl~5DmV%iQ824d8PV*bTC|~Sb&)fv#Xmf8>(oQGE8L4^MhZ8;sVq8=
z+`oy5C^!x@B<-l;MlKhMom)upfS(xax#)$O*g~}p7aTri5<x~;x`46O+|o{tQc=MJ
zj{G8mvlVgZwl+-lk2J6zGj=>o^b+bHlXY$$O))l?T_dEY$FAzK<;J}vJq<1x9et~d
zL}gQ5yGwLBsCJGWr<`-O=C24kw#aNUds}o5@-BFb$g;ls=K*=PS!7BcG{bw+uFzIY
zX+d~9?13pR7q#aC0BC`@BSZY_Rp`6-O!f|FEqLo*mh)f3SX!FIy!ojVE`G;)BkUqC
zRAL<R51C%W`g3APnuNcr+QOGt1>Y%?e5ybrba9~HBt$tOx;`;d+hU^j-3L?uR5E*Q
zws;>EdEy#MFw7`G>yiiuyZ{J?0}Ly&bGTWTTu2~M71sQ=_2>loLQH-rq18MZ37)uO
zDFk&MY*LRNe<XVxjl0ehp16@>=l<8e{$AO$KSytWCNi4Y&|b|(s7-GZ#9)`ukryG}
z)OQwIweVe`HR;lcExY)HCqS>!T3Ur9S|Z&>C>M#eT^qlv-V=;}`5S#FEWN8tLaV_V
z?9$x`n0`~`;Z_~d1D&Z~I{5Hm?i}xqzXbNUbeC)TV)Vj3u52?KC#>44CJZ?%v7V}?
zdv0Zga0tz2w!Yk)HcB=?Mjf1Gy>|_H0Z>bJ)X?G2JdiXHVxZsy=JzCZ0`?Q0I2+T<
z6Ky$urg&E2=P<jTx5^LB5}t!5Pkw=l@E7;u7gt7|08=tRB022!RfZzUl?CBTyD5#o
zC8?mY3I{#W^CfW}s2>}4x8N@nic|HQNo;+0rn^`8vznfl3p&OSSCP2K(WmmZq>Y>N
z=K|8*3rii$Jde%dxq+)=)klY?Qc!Y{n|o)89cgcw)|{sOtNRs{Kl93)ok+5)v9F&v
zo;1M#@x#cn5ho|%1O0|^k(<$HTARt2kL_LpWLSc^J&{gZk#<rP7tEn0t0#J*Lj31Q
zU80|M8;G;0^ZCT=?lukw=e8GckwUSV@`Mq%DVh6VJ3F~Tu_E?Z+*JKCaNt$oymnP$
zApG<5K}A}RU@q|{7b!B$#Yy&lzDoL*WdJE7GYI^DAYEuu(vq6Snc02PapI|Grv^0$
z2wxL)N<aVBDYHF#j{f|J91>HzIMyReb9U2zLRa^7k`@o5F7nMeyWhKNoqaWurb-z~
zO8m~OO!#eT(%e5d^UO#6kh3pQSWS7inE%^)6fP-srS~b!I==4nC(bp2G5*5eb>8ao
zG8`CaRbIgX`ri%`WRjg77;g!{z^utAca`ujDV1;{TFsTo_Y3e|r@K(&=VkK{q7jes
z<$8|JRf9Tqvqshubh7fV+vG4uu;cMz3S$$!>%){eMKY3Q<EKlM#I)9naRXM5Vu-?1
zib#z^1h30ds+?y+T%j&gLmThg^fs<e4C})`eF;Q6z@!ABp=ZtWy@EJ`5-`K<>%Aeb
z+v1Off|!ObrV<v3Xe(nV@VN&$HE0z3*BoJcp7pM{S7zH-QODJ=H)jTeLSgo1L9bnJ
zjV}(jW)A>vR_b8qnW2W7)cun<3dX^~UR&V)Ei3OYZ4nimFG|yz=*fZ8g0-(#pzos=
z3|xB^<Ra8UbSx_Di1Tyk&G`pjha^QEZO^iUS0UkJ)cqqg!q0%AQQ;U&I^D8<e*QD{
z`zdDms|HG|99aIb8)GlqJK#X`j6&}Y9u4~k@qU7y!w0q<kRs2;v5Z4Of}xPY5pzuw
zrqFH;;6QPSIuS`4E5W%S7(-a;ys0$?&?r_%ROi7Hor0+ngPr)mj&c!}oo3hP&S%ql
z$t};O(kOx7*EEc)VcCv1e?tX9*IR&<gEpqHewA1ONPdpYC%R7<Y_Z`2Ri8#EFM1V7
z5gBsN7Z5(dRU&}hN0`mj-`!+J!|nJN2jFe2%94?ICgvvExoeP~cd-=jq9M)=78A|e
z<e54F1I(+n>SdWRk6=x?;kd5)V;VMruL8UI3|K@=3jLCQiS6AGYF0DJu(l~ttubtV
zz?|V-_!sxsp+#E85cyX{90VD1sN^YK5}atN1~W?A!r8ykn3j&u+!AG7?KVf*mzFx&
zDZx5XGKtQ0SSu!G;M&r|RG+aJ+{I32saQEK6m0LUs4G`0t3kk|ji(HmAP)u(LzY$R
zN4aKvGlBG__VBYR`p=lQLq2{TI&^G*Qs<TNE5bEGSlXMKzV|i<5OlA%JsudZ)n<f=
z;k<R;)lZh?dXG*!`y*y%8zM=BxO<q3BqjL~OTv?!vVdS;P!=rvo~<G`>anE6TThsp
zMo6fOvJ)>OkF-|tbk@i^@{?+J3lU#>_oFqNUW+jEm<@Q!Z#u9~jhX*kWT$XRyKJr?
zN8Wmw8|<p~nV1Xb)9_S6trO+$)b=^2A>OM;OfZ$)qc;fV*4hk56cH={fnCN>vUe=l
zmx#`rR3(Z;V&DZ0DAyKR!s-Ez9;ci77B_<Gzat{eyX2LxD4ojV&RNaMt+AH=C88gb
z5l5YS`amOZzg#idsYfwJ@JbwJC@hnsztL5~aMX`f=vim0t~xz#BL&fT66f?ZF)D#S
zNE7bn`TQxF7p?)g!Gp#aSx&CeNeH!mh@xdt`qotDXU>Ke%{kQ62W^HVBHtS}j8Vt^
z$^A_x;Pd9DfDdIX$8emBT;+Erq#}o5sZQ3+uf*AbJ<`F9t#pR{tx|B{433dlROO=K
z!aF*s;&NIPAzPieV2+4g2&Qh8ypVIOoyzLst72Z}1$3Gt&B;1C*Qx8)fOnr}IoG%b
zG#yvpV0O3>p_R8s?D<A#h)(a+#WjYM@WZQEl$zYzW94a0hg3&=oi&#vEL|I+w3jx$
zgu`TG<qw;D%#%aK94c!V3^WjPKnql(?)r(j(60~af_F1sO5;d3ixQt?H4{LY72y?R
zDui<<4(}4vS4xtmx}t-AoAnRRRrgm6R5c}`+@fgwL#em4QP<$MAbRnWOlWFmQTmz}
zHVk1u>*icu>}TbZ!ylwlFT4m%TKiMo$63B6K@*em(kx*`=U00~5&faepLjQnHdz1N
zxK`%ZM=p8J6b=5HvSc@YyUAo5p6`x0MG~?Q>k*IOP|aOaXM;=GXhz+{@dB+0ukzHA
zTXPB^6seAsmFBZf?0d)gF3~ybEi>b~9l5U>a_qJvW<ffb!`AFZu|qk7(nAcG$->Y4
zvgVs~M)`c>!mC}!mU}4fcC5nW*Pdkw$TAjfmX72-O9-2~1*N*UXB%lAw0X#>Qry?M
zWIf~4P#Jy_@t1?8EMWc=G_(@PsZXLZNcZTK=i2(fyumkeOQ(_H8=s}lS8+7oZ(pQi
z`)VfH1s!Uvn#dg+y7WVdsst?E{4+M%6>7hqHoWkcJGd?xNN0}S`}G-AMFq7Xf#d4_
zPUtDiilVvb?VAX!lkp7$z1?^oL-Lok23aS#KgZhvUv^CROK+UpdId+_M5O&ZS>i<(
zi5U>!mTy}Yyjaf8o`mVu!Eet;xaa;<D{1i5;L51e+ka5frkg)fU6c-~%-O#=V)I$o
z$(iV+v0^piJ^Z5yyv5bKdUANG0H3R%m3$CUvbQU^co*<6;;|N(qGUGALZ&cSL3H!x
z&D_RS2U80JXl@Ubjh+2MvNJwFEAl1h?8%L=?IO|YsI6CT`ogkBu&BvC=Ta67%;J*(
zs0+MDL&CkOpEz>w=^waGP+PF~$b}sk1{I~GxQqY%cztq)pLX_k4HfC(d5g@OLCR>S
zRRWQoeo2G=U=<$xe<=PHMOn`WZ7D7*NMZc@%*f^Ew(+ZK<A}d31MFh+d<cJ}Tg6D@
zM{x|tV@+zsXl45;#g35<VPILc*39?=ZSE<_WqRE39ax>GhlSQ-Ngh>#RmUZCl*`++
zkAxm8NM|igk>(LI6*Q37^g4n-VOPpjmwtKza}PybN(M-}*5(y@v2{^ew-tfZMR{q!
z=Ef6ww}^KOpqqRTQL)7z0$X_}o^J(C6!ggs@trb7pz1wgn}4ao_!4FI%ej;dk7M`f
z%s#6L74(`PtQZHM=?j91hMCk0zkfN=1-l0JbZEQGY-Zk0!iXLHxz#HY)++i|z0cJ5
zri!?WxMW?lOINNO1J^1*UgbK<&md>Sp=oNjy$ZSN!=98Z*IS3k`yHe*%QBIi)UpV-
z4Fe2XZwx&^*m^!D`M=h*6g8kwsL|&bJ{2#QX$|A-BnYn*HKjNMFSuT5(^mz$1g;m+
zFi+j;=_`mGus#2Ua4Z=2)zsxU>LaFsR-sX93&WTvFGl(ST+okOxtjokJpey{!vjDl
zvzRk;r^vuRXTzt*mRcSd?ID#ddwMY!Ni4s#i|Wky5VaH<8GKX8=d`wkbQ2IU`&iiV
ze4hxo&m%_kZ>jwrsSUvI@smRHA^C2fAy1m6RWNP4AAUDJ2dms+u`I`NjkTi?<9wK#
z4MG2HP>$Fdvx&n#q1OU?<5Of-`OY(VEH=j94pudrf5jHBlGsDIr9WR(9@@KFVm0Pt
zc&Gc@Noo5xJnTRS)V~PHfBmj3rJ^L(WjvkC&A|}H50RF~)^~J~R-cS%9_!nbQT|i)
zf)ZR$_bN-Elcr<~SnT7rwEe}aWY7rZKJrKnSgM~CyI5k_a7wdn#&ACcG&{kxQ{1=s
z95J6z>x9k_k#?`;BofO_W9~a!#z7f}`mFc1kjP3{GdpXPHf%-Z6zxEF3o63Ge9-7r
zWMd#k#6N1WN;cGkB#ow0`vKlUx_cC-0RYnu|A(r7D4rJ;A1V5E$(6(+3`;(<FwAJ!
z+FAWn%5hWLNVwG}s%V;~DuCFE^SudNDK+z@4=~Ameh!3}U*j(S%BsY*a$F%6dzd-3
zlh=!BplBl?rr@lYyIPLa_-Mj$YLEpk9&K8z56<x_mpQSHe*1P=O4V<+rTB7399zr{
zW{?H!ycQcPn&D4D#=QZH9kB3780<l$Q?QvIuRHp@kr!7`TvrxFtSW$yO^((>VEj`B
zp|*WQzgUc2>V5N^Xk~APz`!W350NRuDL0Ahm1)`NZ7(qMY*sJe?m-*#ym;`$EAFC#
zc(Y<TcU5zSknD%Xm3w}?Nlr$7ovOs<wdig&TAF;01G<)Ga7OQnJ%Nm>!Y%kRhWl#>
z3z<dE->-dIu{e}g5M{I}k4vs@$jAwWY?duhc-=CdxdWBc=*6dsS9gILB$*?ug;eGu
zEhN_>+(yvG*ip)6ZA_vN6)rSaJ>E51sA3=J@VzoyPd-m413^tza>i7CoS-qr;ix+`
zdoDfvRl<Re)wyHs-kZ@3jJJEVZdGf;#?v(O0D<CJszF)xbO9xw3vG5`*?dJS`>8`a
zl0V<lwi&!I{mW<NZ$5=I4YY^Cew=Sl)V*t}k}MCS@I<Sf|9ev>PQUuymylx1DBO87
z2Gb_QV}@{$`}I2XHwJOPLfPk7VL_lc;Jph6N6a&Rfk0d6b~G?6HFtx}mZve1A1@CS
z$Du*^_w>*Ba~=vZueXw5@ynLOTQb~(wd)Y`r9v6kMCKk*o{2p1n)P4tC~^y~Po)}V
z3kK2p#K>OG(}JSINV*wYXvDxPUhj$=>P<!C+fgIv#p^Ig8LPHSZB3u<Q=w_uT`~^W
z3^EMZ_&|m2%GQA*(x3+<0f^XT?$cd(afKP6RkAtwDmArL_DoP)ot3RJWKvF-|Gq`L
zB<kWu-{2+JVz0*Cr1RZmZ9&$-_rMn2-1j(7avF#WeIVac$S<U+^!GDm;J{nX=T-H)
zXyYE1JEARd)!XI!d3nweB@rY7i9H1oJ~sp0Tys|e0*(TXUXXdb+=oXe#M@STio`#$
z=g&__kXT0ADvs<%On=z@Tup{^KSwe=hW#nVi$^kcI>`G-oV?fyVEddL9ct^cQmHXX
zR-EH$4GNFPw*Ap_Vh=|JY3C$PwZ%@*^?a@18*dGHYCO?vh^-N-$pV>>nii1`)}k6x
z9L7}zW=op}dLkb|SeJ+7*M;0wc{l-?T-*f~K%l?K#@Z)i5}xV1BeBc7^W_ldm6o!Y
zN=tjXw8Mv#a~1q3=i0^}(mWBSvi!16YA0H5*MgSQ+U7=dt@;R=n;o;uo<#1SBDDsv
zP}B1dNBY1rYP~SzfP8`t|7pJLnEV(uHmA*Bd_2Vmp^ai1U!vls$5?K6#4*b~(5bAp
z&-?T9jP=j5yF^vg9jku;3>?nt3--RnZ&I5mJa$qp-M_ScXNMIH*^h^2K!+YIn?|KW
zmKjmY%I05I*s?`?o%4^f=+d$4LczLM<XYoGoInP-)Rz$2NlZ{F1H?7KppK0-A+b6u
zfFO@-r{^NSCG{&8_fnx-MR)4RqL*$2jn<$VvcQ9?KHFiN4e#|Uq%f#_kcL2pHW6KT
zHnN)D&Y5JCAvNIgBY(N94ws!oW%zETh+(_yKNM6*DzZkxr)dP0Vx326yZW<x%5~~L
z6h)d@WjBv{F`HO<pmIcX3bG~mSCyH9y%FYr+`6J&Kzx7w*D=CmlnvBF8`*Crd*sGm
zRoz%o2G0lKTS`_dJ&(w3)f@cLtdwgauHoRXjf=Z+(q$?Vvo`t&D<d8J9q3PaYm?f5
zTT%F=c*}Mqjz+M-GzC(plOLi+nlK<Ev9ZNpsWqk~oS3}`bGC87`qRx?+jA5=D+kbK
zdg;A4th2(I=%XfDn%Fa0XrYzqJUA*IlOF8@15R8YYJ~>;eH&|MIgP5k+7v$G92-^x
z9W@F&p_!h;RgvTr*1}VeS2*^Y3~Cyr1<ikQ?Wu+X=3p}~RP-C14PvHoL=bNP*|K?I
zqH50CG%%WRf?tV^pyFdD%B{6p6aI9qj#*Aw0w&-`9=5D-Q#2Pl2^4v0)Fi!nS)>5x
z?c8sB!!GX03Jd7Lq<kSE<txK(5IC`qbB}lO(02L-+omPg)|deK?9^esc05|@>W6pq
z$JowEQ_-2sHUpha$(3JUa;Ar0l{^1tMH8BRjQ;C*Q5i4GPR;n@WU!Qt-67vPM>8@R
z?X`TLO}z~rq)M&nP*B@_9OEC#DR@<n=KzeuAD=l8Ut$PLs-!EI=dAU#_Q-B|m}!l*
z9bUEHq1yyJ%tFNO4h!24rw?s!lJmggvR`!J!p*kucl<>Wh%;AhzryGJ@{3yf&Bg&I
zg*vyHIQE^0+E)L=lNNK;qj`AwJ5T1ejczf820K?8SxSZypZtTRojbLdu5+J2g`jP`
zUhAdRk(xeK5I*tNQrU1St1`xcM-93D$8&#VA_hqU;@a#vqx!P^w6OdA%`*(*Tq5tw
zm43>WT>g6D^0mOrOw0PobdWNYBWKi-C|R2bRxO21+LJB)`CPH)?_fFP8gyn4Ui6)F
z5xP_ZLrp<yU0{Y%Ib^dbst@=js5SFK6+nX}qQu=bxkyuS_daO`=x}7fK`1BU-~kDJ
z$U0SR^Ie&TSsT%NWWDCa?(oO;!*biOb;Q@Qmao?JBqdmPYH}sJ`DON+9-@2I+3J$p
zNBxfzaeKznI%D-wmcQrZPSC}&jR>m;#&Kriy78QvYT<IlPyB#!z4nyyg_JD>EyY~J
z6VtnQ>Ej5FEM%Q%@oxzAdc`8;8UM3s^OV8J{#-9hO96Sc-`3rdG_5Zf=FiCsG#OtF
z{VzmFRjvM8#cHvjLN~ku48kF64H7{T>B>Nl--!vrr>Z|gJP7rWJgQyJm7J>~egd-a
z*xuZ~6z9pKsV_ug`{$Vk*<cxAUVwlSSaW!JO!9$*U7l|=39-J-R6l`?J|F9bnJeY0
zG?qDPAUNA`wwbT-HAL__gpYh%GJOvG)Vh(Y)A=t3<3VEE9R9zMOF6bM81hOR@;j~1
zLlTLW!lYF-nr-Om9NY*N{oWtmye99x0kIRp;LVYj$2zYg#fIwrG{rpa4w^Inhds~&
zoV%3n=aX+w;(JmNfepx-i7=kK_SH(92#QOLIK*Mm1%7*k_PH3z|K^RVs6e=~!7Wl2
zvi-6hj*MDr{D-1Bv$mTE%wh3-ZYOVW_=l3GQ^m0I@=w(M^FNg5HKZU#qS}a*4&x8|
zCF7yqBkiBS7u9q>{^HEGXZy?*Alp6?|DiP64QxJ!Beo=0IDKf{IYR7{Vnv=)v}J_!
z542zOf^oiqOQ<%srZQ4M*>>p;&nZ~Jh?$&YW<&k|-n>pg4FBi*Z5=VY$ZU2vuGe`d
zjGLSw_(7?$IrZ-ci>%+OEhkz!C~6JV5NikO`us&&<ZPnN*3{dD{FpvTxYUC-Ed$}Z
zXSh^O37g^Mv@Qgi6<v}*0~dc&7P3^={h2b_gS#QS4ff^Jt{5=MT{$-5*nYLQ0Au+$
zO^0>EoTX1dEZY^FfS8K&Y1I9PlB5avh?qjy*h}l=B??^i!)*0j-y#JBqP0kq^uY6h
zimztB>s#OK(eO}rmSsk(Sh<%2Eotn`n_lz?cB9pudTe~Y&z)5=LXiY$^E9H@TfQ8~
zr4ZzPw$O)kYJXJOO1yO{PtWngEBjta7F6&iz%>H>akpW+G4(5I3kTT?+NeEv@DGYJ
z%Se0Id8gze6S-z1Uy?Z;K%8mdRMI8nO9D6|>pHhtrP8Y`EC6Q6Je0#cI!)nVCj#&4
zbb2>T^HSp1AV0BK(bqqpXx(YhNuy?JTbia%6L;q<qs+(VG{%)ErfS@YiFYksuXyDj
zW`=g%E%L^o!z3#*Ba&jP1mRDzNBU}4$bU>D3!tf2xh0BpvswcAj`$gF6%5iE!2U-0
zuv;g%e?;xl0oKT+^;af}Mm@7?zlIQ1IuuWVzX|B*^iBN<a2taux1`s6(DjtP9TBo@
zwp+%b>bjq-_s4R%^)ukVt=xllNBk%tlaYLG)G99`d{}Bw!^`<Zc#Ooczd937UA3&L
z>>?HN1U1;xaYc^xA|%R}71%b!7JregJnPd2nM`3@!Q_Ez2G<GDG!)XkBF6)TuCZe-
zj^#Jw<k#{AataC-`e*IL@K?{UH12Ofw-CFL@Zj&RwbQL;t1s#LeLN@Jx9@-GeMbl2
zpEdJ|9Zv;flp;q=4XT^6)PB~&V>8ufh!{zG0peaXMZ)#5?qN3ijS=Mz2Ju$Wx0&4{
zQD7RMszQDxhSO~f$Eu3VJCHxq@2m>fwK`d8TVzFF8o;F|G4b42i=qz#<b1;*nj**4
zs{E*B#_FYxEP*M1qaukSG;7R_jl%F0<yx<>`@_RmnbqL?w$v{-)b>^zgI|18DQ;#t
zdGk+pxMqE_M$B1N!@^m&#gip-_&#K$3cJRs=Hq`tpKKi(h)@jrUgqT3BKwh9Yq@Sm
z`Bl1$*P0F#I^oqcg<M7~0)(Ypz6xS}O{@MTHq?(&o0e*wI4v*1jud3JDa#*&BgJ~v
zM_A@Gq9^(S|M(x)<@(L09cdMb2~=im4ITm;D4GeF4%CpxK{)}{!Iw%8BEd<8U#T5r
zr4{-l($@Z?Mv69niK!Z9b;iRH)EwnaVxL8neP+Ezi;G;Ed7)xUq|Nz1Y4=Dc!&|fe
zfWF_>TAa{yLQE&2e||=FQ@?-lOew8dfA>9pbxCC@S${KG;1f0uO;km(SICn!;jOX|
z&jbs;>oR{iiE0eoE=FaD*omu}s{$)DUUjNjz{+D<(C{&hU6fqWwbWqDiOO(F==G8c
z_cRYev4f8<Ue8;HgEDs2OelCe#Jlnn^3bxKu;ojT_4$Bn^)?U9Ik(8>u#I;HVt?K3
z<ig4J+iEB@DM>qdHEMUFPWZJ;^UH<SnHNiYBbZz=yjuj?sz0Y`c3>FX2cg=IPkLq2
z8@?jSbQ&)6_C-<HK|b0fPl|J@pIMa_&WOsQ;_pX=jKjUBtFK%zJ13;Rbiwxk=6-_m
zMO=UdOyo0#1GDVDApEM#eq%!&Cc93gwH#-xkUGDqRD`N(_wg9>HA9qNElJAaoV6&?
zbKk6yvsij%rg*<XV5FILV;y?#npPmz9R$978?hA8RqTm6S8_p&I4KsqPvP}j0?Ry4
z8YJ*!3qERawwAF5@lz(K-SrVotxf#wT#x%zyljVK0~saJ_x@4(sTQQRrI_l)a}~rV
zk4%iW@zs<PXf5ZdYja5O$JY_Ncoo=F_4&5KQ_ghKd<z8|KK>-`beGn{9j`wJGbXNS
zhf$piAoU~vgBi$U7-HI=CFfkNF9ZoQ?b!}v>n*koO)YDCpp`4W_NC1Kp$glNYDy%4
z7velT{3rfja|!t&On=E@i_VM0lxDj@>c<kq*3;44=eP&f_EYes*F#{(_*GsQx4D~r
zhkkHuS9$x2*@?F0Cg7`2u$H+-U64(Nu_TMOSX0A;Ca*9O9?mqu4IiY(RhU1aK9-Qf
zlUDXrZ^I(^ffJ9Us49eLH#AHK80a2>%;V~up&AmJ@rm*^!h8H<SRVxy1k*mr{;I?n
ze?b07e^>&wm&pFquN36LtK4zUzFga8IJ#*0WWUT&77|S%`Hd5*LQ5hu=^-^Ds&QTU
zc=ZS)hyS`{Vf-|Pa$R}!93^t4K3IMV+7=$au9%B^OnK0@<s0SoXWpp|*s;~#6X7fS
z9nM)j6`!cAS~7@l4Pj+r-aAc{y)29Aks7X_MRC0Z<)%Wor++woN_p{gL<kfSzX41P
zvSK;ZNk}c%Hj?vhmFyX;{a*CE>BaRSz00OntFbr8yM>6afcs!h>kM<S;N5)I?R>=4
zl-p*NgM}15*9$V|xw4)Bg}Pnw(pY^Ib5sQLsmB*<R0iSATG)rkz_+bAcA`(Aln=;^
zD8SSXhw2)j7S9y9WOmbLp-4yA8PSit>p!29+bC%~-qu<+OHbcxwF=vss$P6=`dza@
zq<m}$XN`eqH9>n$MxX0f(3@>7bL9?#ahg_Lll<`@PsegupXMe7vuVIMvI(_15aKkP
zdSZZ>^SgbRnOV5H(6NpZgXdS?ltXjZqH6VMqCQKUL=&V$(2{=t0(mslSBu$t=eF?5
zgDh^U>F6^YX}m3aGZG1hY$3ImPAR%=?$Is&k|*+%SGcB!3L)IrfIM{2XJ?-pS<GBp
zlp%!;_(^Qa*h+3j`#ONsk&pC2V@IjY+c4YkEGn<<BXqo^RL(FXg!kR4K(F~B;YS@E
zZu!@>lEf%7MGXWGIq+2dcKq{uBWZT^rnAQTsYM5BCYp>(&oTo>vfs8pN^Wtr>a9ns
zWv}?$Pe5A4fiv>(e0^fgNn-BY1ld+a%K+_%89YSq!%Te%#yYUOtdsEU<CVI20OCt?
zE~@`So$Xpt(p;s!TVPi?YSJ8J$+gj+d9qHF`pNlYJSn*fvkhg^2&zp7B%8sgVXAH(
zmZ{v3<LPiQwyIM?QRLCxzeZ+#vSj#{CirpVz57l6Zf$bvz~$plN|Vr~GUe2iXW0B<
zb82>lSE4tY!^d|vH1`@rodo)7)7M4%8unv!mWYEfapLQ8`_dATF<lzGn37<yA!KIn
zva0x2=C|>CX$uFhOML;u>EuqNa5JuALDsBP)q(Wq9B+rI&&-M=8E6&c+)dH-t4aHj
z^#{l#7FNPm=q!zAak&vl2>aUd*1njM5BEjlV&M&UmcvI=vFcXMw6ocUGcDT3KB!eD
z^$5d<s3hl7)5nlpu%wcQ_n~z$QgcX<zc7cj@L2wbo+7PVuwLi~1;iKT<)2LLkE#wL
z#jAyABgclQw-<pl^s@?HEZPAXj0G1+srs9^8$`r)Hq!O^+vfW}lr9$6mxu4$vzcGY
z@f+RUR-TA;X?r}tU<0$8E;SYQQVhcL#=Lu~G*&MlJMO;i-kJBah%bwkZX2qr4HP5u
z`u-d5?1szs1nX=K2T}UGXlE{;#Q47JGq!47Li)b{*sBIOmsTYxMC;i1H_|<S0y3WX
z{6l%bsG_^9ay6>+`y}M0jm0bU)9fZSEkMWw=Rh~^e9Sd*UJCJkrcd!}3L#xyuf9@1
zx7#oHQXsIZ=(bq?$SBn5eC`Y8K!Z76!x<I4q@-&(RqW!LUu?BP3ztsAy6OBpxNHzP
z;jp$t+>NMr?IfQU%L9ncWBPvj(_X67u+XER78zc=+*Nel@2he7Qzy7N4Zh~^9Ps->
zbBb8#pqY<q+C1RXI|xTKkEg5xilr^~NGXbRFSvyk4%WU&Nako~wb2ec-%b`;_787~
zpeuA=MDMADm)^$#m!M`hIyAAbUDw#+Gv)X=X`GKVr&gxsQ-<5H#4e~%+tb&_>Wjzv
zwqW191p04?;8!H|MIH-lxd>Y{uhq`pA>>Fj{2$3>@|R_hJ#gzp79re#ln~a4ZWO}E
zal8r6+P9{RZ<W2J48>0Js<qq1_Wy?uLj~K_2)F0DZ56;$zqFY2&CBw^iP@$;V+w`v
z<6UV}BIjk{siu@`4wzax_x`L=H$p$o2UfvODR!o%hy!==m$tm+Xm59w<_^|~$Ot~_
zhv{fDyELIgE6$e;R)B-9q-DRYJPyPe&WqhvhGv8iEIG#T+!!~)Rh+4&38brN2I=6e
z?s5C@`)cr}Y%jZnrIB%ov!l;8A8BwC`=XA09g{RMG0m2Gxiw@NiQU(U)Z~)G63Va=
zlj-CozAU*guUNcU+DO>PvRX3{GBH8zC^Mf4I7kiu{CNtZ-*B1)E)CyHJJ4psIh|js
zRn<u4n%U=B08LV)qu>aWz}PDK?r2}k;QDGSgMK+_9BD7!dLr9_)kT2rgw(Xw1NP4M
z^Fo!R^6dV0)``9(U9;gM{d35X!qhxV>CyEOS+CncLk~3(vXDFjmM+rQBGc8c+55aI
zYRXRyle~j|(KfuIP#D$eC?hx=TNq^<rscZ_<OU`%Z+ldHYrQK++RW;9pedeS>E8Ft
zN5F~PmCsW(Z|+BJI|3*Br=a{)jaJl<WrYEdR>XrA)l^9|LIb{8#;q$~lGkoi&fH6?
zkv~ZClJGzOI-<p<*5=ZQi*4?>l(dXsxZ>|?hl9ghE3Ws8{lGe(Yv%gOLH1+TKTYJz
zYM>K?;{=6<sm9D$3$rsrgD7Hit36PtLDt@FOjJ}Rsn@-AWyIz`6kX;~?P!Ea1t4Qj
zs@Bq(#-GJ>ZOLlssKJ`@64~yYD!e;hWDs<c?L4LmhotuV6Iv$@VS=2;N0i@pjBLDS
z5P@ne4S#5%u(s6g3F7>cNGQD7JR90oz7M=PLANitBVo7A&ukh{wc)`ozu?uikP(cM
z4v~1Xuy9K-qg>+UxM^~6glC@hG~^TDwmkY-PO8n$&~Vv=T!Qc7VK=&F23t2Wm4;Y*
zF?&`bfGQATyRtNl?|VzA!i5aMO>hbHSO+@nyUr~PWuCtEZ&-1H$nr5GrRM*=GVwmz
zq#x(G6N}0hu~iK4oTayhStMv9EtSy+nn*sIxxr>~%!kd|ZF&XjGE$jt7V~R5V46zF
ziN9o(QB<%0{B5NmHe*xEN=;IeQ|lOiNu)WM?p8Ih8e1t8b*|8L><vEGT=&wh@;?;s
z##3b)mC;0bhIzm{WNw9>ddtV6GN<B1{w@1&*s=sFhkw_WG^qlt#-~6CpBe6~p1rjs
zOD)=ay_{8?xpJ{JfK7R2wjI59jroQDq-rt4D*lF7ArIq`^xH2Y&eA}^vgPFePV=s@
zvtw{X*!OR5g-83*T9^L3{InN~rNH5pfC4BcFxuHU0UCdvX|*U=AO3rf%dZ>Oh?x~D
zgYB$Xa=<rvc(c*fsTC}&CBmSSGc~k>+B6iOb>3RO9(KB8s75M;%cY{?+Us6r?%4$J
z#Wg<ADHw6Z&s4<g7^Tm@Ww9U?S`&%S>);2h_Lhd)lJ?{+S24GzlpG12mmUX5CWJ5(
z$okgF&Mn<d_6@RL+$k(cgQfjXuFwRk9N;n1M8V$tdyl)VI$zH>rHdsUFwv~PCWS0e
zHw``sl$_q5P>6K6V3hxq>dN-w29c~4ud^7d=uEUKvlsa#aS(Ew3H$9f)1TkOyGRkD
zIu&L-r!Y?N9PqXcgE*eyhLe*d@rRNdk1ZA1X7&xZ&GuqUrqWJFdv;%*FP@XZ9}_IB
z{CC9@!&%}oDiqa!0yhB`uS|067#z*sCPkIGefR7q8S|H`Xrob1{m3jNQ1!F&ujT4a
zmA|u^(Lw!fc{Fq4`yFq{3uQi+qFCuPk&Y_Y-f-UUfq!P_i<+egQ-5tX#S!+r&JstR
znP%r|!9l}A{6GubDbU_7{2QjisoVDcE0_}X*#}^+*e-DLMK)mt=lbtI6k~H_>(XK2
zhUuTGEgJ22$i|BHM}SWfIg|9ecLfPXcf0>P%iTzaiT<G!x6ieTBF&2Viq8ktoUq+f
zDrDkBAOx4;)5Lz!eGyW$`@lNr$gVX-T`Q%Pk>+fGdCo!>ceZ|{<2L&BpaEBTo3-Vy
z_4#Uz;LM=48Jl)E8zhKr{P7NuYr>7$2q!42B3;JyNh|lUwOlhUE#;EGN}Y5OfEY6B
z^;q!LUk(+iOn)-_cC2hg?LZTSES2Y(I7oAH@V9c@c!oP_k{!g(?Bw$$)$p@PD^#E^
z=<t@@h8`L67I!8@97OHD=#GO(-3r*AI$~Q0-w;r5hkmVIdt&xVPO)XR!JW%+@OJmz
z(UaYk`*QERRCAV+s-sOr713)A{3zdfMGFef9?Y6^nEuG>udE2f(~+{kfmdIbIp7eL
z2JY0(q?Uy0!ugYCrfP<jG<jFxfJy=hvKou4>3SBDiGbU42xIceS+B#V+P3Ih<dcfC
z|NC&R!Bw@a*Zw>%k?)8KS^G|?HRwqm)*|xqMo6(qDK*y`i};ho9;y4j9cUKYND}1N
zAC;Ps!yskR-xIBKQf2XjFOA9|XI9+*ueQma81RR)jLHMyVr}R;{#}G)2~laQX!7;O
z1(2ppZh5*+|3qQw)R!Nqd!pl4DfG6ZRlqqmrS@Cpx=p-Ny^gv#vcSFk`rDbV4pyQv
zj!79yPrsNS!cGAV(NQ^l8)J=3Gwd~Y=?L&D%lDIj8;~<gi8Tinsq@6{{BkAQZQ!A8
z%rU92>8qhmeX)QuEOPWh^|TXW$o|QUG{)mFIPKP<J@1yl`Yex49xh~;DZc4W<CBPS
zVBofXgyrEmcXOdXaIq#y?a-lV79U8mMgI>4Xv<8rm3_?n84k0okbSPNob%u})ve=C
zh=Uo|qpb81eb?0zVx&zPag$+gl_O)38Kd(Zn9>t28fW#@9yXgS`nV~xBc760{LCy*
z7G10_#st6&dgnn?lF{EP&$y(C+#_--<DW(z$GRSB&JKR03&E?)9!|aYKN9WWmWQIL
zO!pe3WZQ4aMh251YUNMe)bHfjWAegp+326*Qo;$MzXxalUD}5mu<CrGMl$n8am?ay
zuek~z+hgRNZgJ)c(n_|}^%32=IX-uh%A(lS*QKNK=xa_zJTV`)_q{53AwL6$Dx^VI
z8p~wmi^AIBO5~+eyz_iQ!s&+R?OohTk61%gpI=qLC8ac!9iMH5Udo^mMKzJPdqmc$
z3g&*H>fiY?Q}piet8TV_iX*Z_tC5m)uFeNO{nTa$y+s=N6@KUI>2-HIj^_MCv*!Jw
zIp2(2aP`>WOf{?x2kJ|aA0!}b8K%)Mqz-Zf!P35Oh-AeS!dxTtSLUv)H(Y29JO?Tv
z>Z1^|P74c$5NzxEaDc5kNZ*phv%Go^(yrQ7E(RRTkz|#<l@?6T{jL$NfEMJQ|C4l5
zGo}D~YvH%4k9O=6^&r^hloTEP6UpSmy4-m?5Y=giAEh$ATYuVmdF3{M0^Q~e!=Jpz
z?5w(-(`IN;+X)ud!hgl?Vhn#F*|;)TZdqCvh>VIyNPE`by#8hoEB(E>#v52U5ZDUt
z!c})5olH!!zJ8|&=lw9u&iNbHRvvN!z;NOC@=WPXFt%(E`u7QM5~FefrsrV98#%OB
zdZJg()-dGK$a5Og(n_K$PIC*5-T3xXQ(xnWEz6@1X9wux8Ijj`&&~lsoX!^Bc-)$e
zfPz*tY##L_<zLy=!8uuzqknEsmgezsBCxCxvAT|G87>7eT@{Bmk9W|0Yc0IguyR|a
z(dEH${5}Jc8ss&@jFBNBYQL$*!l4PEayV=C!VvYvAvZ9<xB#aw{esU~Wj9Kjo6SLe
z^{q^vjz9;#A^SqKS&=nH5Pij(>|;_d&oHQJoV|U*(QNit7E>Z`^O{F&C}4T8S5#NU
zt5`6*fQQyW*`-|_w)mgC2z;eaH+n7k47P$-%QuQO#+%(Kd!K|j&IDc4PSUz=(Uk-A
zg%%#Ci7vFsuvH20=&iXlWayzIC{}l6V7oy~p{?Z>f%`CN`HCuDbv>q!6?$+gv4Gu_
z-u>pV_mh%%vhjX(ola$?<nBx{O%F3(#W^Y36SG76Wqz*jC~Wso?)&GOS=QlL*OeH3
z7RIHOmT&=Ep@A8L)2eX!sl4XNYWAH!u}t5Xad8Fwo&i6gX9BNg8w-+xxV-WTe0;L`
zeq2XK9}V|~Y%bBfVoS-q>m;j)Y(++Y7ktovUl~+O!$H%?UzyoBPU$wPT&Zkbi}$P#
zQ*@Xtr|E%cEHiZuRI1NxMYT+{SdIMGt=WIs-zRWeIVym@lq^@sB%GzAT5Q8*Y{1oN
zdu4(bB)8d2?Zd;=f;lPO0}O42&2Y#;d6ghPzr|+2tGKmjRjG4YV%%N3Zf;#df*iJN
zL|77L;vN+JZINjWE!063ynl8pa>6Qs*f3;0-l<V9Ge{lVM?GHRs#k9&{!&g-lXMTz
z?*5IfEeZcwDH?x)S_1hUuIZa@HvqhYWzZ}ia68VEFWXl!ui5>^2H-#+^-UQbLIc4J
z*w&aX@MkKJJJtL8x`y}EH;RV#<!hl6%EdwlTt}?L?y{SrC}}QH6x8V{2pOXpiafls
zEO3r*uAa_<SyZj#5X-b_BnDoZF&?q_h7dOjwqB$SvXs<*t-ujkQoN?@nAl62sV$CL
zMrM2e2docEl#Yoi=FkZZKGEbESd!aWt}VIH3e#2uaXH+p65l|y`=QdR3B0s>w^Sal
zP4BmgXirj{OkUG&*N=cmr;U*d#0e{8x)WHIuE&mwN?wE|Kk1A3kD{I^DGAlgdS#aZ
zS(HS6hNu?oJYn1J6IRKfADrW4HVSOVhRjffk;PnTUvJAuIQ~Ku5uplE!c^m99xTH(
ziySsR4ngE^$`>`n-2O6f+<4Ck-l>W;$jR7EE$t^{Y^>6tH$KwPcO@>h{0r3pBD&#~
z4>>M(k#Z$p61Q;_Bo%RR-TTRG6H3&3)COF%c}>uT-OAWzS0mnKy|iWAzFY_ztpic`
zq>_`GY`B%%Pl_nN>*jI5@Ji)bDiS~I2j-8stOILkBk7H~7|gL&e=C3C=mB|bG34cO
z>$UaFxe6*&<$B8rKkPQA12`T)4QU@a$M&-Gq8J}coAeF*w~nF~*o6<!QBb4&vH$R7
zXSAS|6~EJqnJqkW(dSHG-|5eT(9iO)#MPFIj6wx)arrQHXn42^V+#qGUoiVK1&#dp
z5L)LtaHe#kVdYFJ$eNm2Fe|(CVGvE~ldctVh;jlQuPqjMG}eLzh*Ip-g70QMZBSoO
zn}IG_K5H;jfr4kiWXG<XR!G5<N{ZUUY{@}X=^nWA)Jy4iuABO90?rVV%^MEl{CINf
za($BCMG8-y(VDDv<>$TY>cWa$8wv!kMoxvk$@Ao7@FVg@Uu)6(V{NzjGe+DUxD#Gw
zxp-mTJ=a`~j(PYsSAwNH@SV`|WKLbd_7lsfu;Qhit8dnPaa_}#PTC!$ebe>xUxUWL
zh`-%-^m=va^*<Rzxb^Ua9Mld}Y8zRK6;QQ2l3ca`%LJCg&VC~;-#D>C7v}Yf4dtrJ
zW5uheXM@bfeGYl7Mvg|6bxZJ4^M&LbJ^gBM`eCB_awT7#v)rijgI<2OPL*`rLh>Cg
zI_cAGVG2j4*?r)nArQn${snq0PF_`%5G;TqRFSPxqv|{NA&cB>vL_(MvO&N!JBD8F
z0KCwM%r`)#^wA=Ws77n1Q4@)cm{BU16Vasb3A3J@e;tLe-I7k|)k)>0u2Wi+8%>;y
zJPrselYc|XK@CeGRwPgESC<_@)h+|~6~%g-a!@<AvV=@+jzRbyDUqhi>&Hej&W3@m
zKex)!j@3RQIPh}Vn1Pn!Vj7U$mN$;TJq;X_L^%Z=D9`GvOJ@{``8c_`Bvx#z>?}vK
z5D0{ldi_KbWF#PM2A4+)rRbWb%M#cWZ01=|YCvmBGcx_eCe!EWnu*yz$Z+YmI@*%z
z1I%@+9Fr5`S>CWI6`s-j3h7gur4o~YD9Vx0kED*ti0x!*o65C_^{C%>2Apa>lCXMo
zr%+oqCayGsUZV?hRN5`-Ei|A!zHOrY*&dM#v0Cw;{yO>7W|c@u6&wJY+Q)<%KzX4m
zO6Di=<~TlkZ+DSZ(#mvyQa#XZI0*)Cd!;-%y4u(9sz+Hq5J{+tbG-H-ClIsDHu6X>
zjPB|lMn;9#bx2ZIZTv%F9K-T3A_W`r?!L)1#d~2rcrf<ePNzP+E+q*{7|qJYW)*gU
zYrSL^$NYaBop&Hx@7u<;T3V&5Xze|UQY-c-YHvZz7BORQqG;`^J!{V(iP*7MtHj=`
zR_(nBHGglu?>{*wC&|e;=iGUo`@ZhaW&KkIy8&%py~4CR{`stlk}I=M8vqQ7irT(k
zvs&)q7bIQ#D30<hQwiL)31INyJIr(%VhuHXdqt2h>otXB7hCI4>*vg%H=g!0aDFMd
z)iJ@|9QDh<TK68_(PlLB2C*yfMVnD=4n5{#Iq_=cokf&dWizJ}V~X7)L;XKlmdVdf
zw@OXMSR1Tgi_QQYs^_F9V_nHVCkk1=8#ScOrKxv8B{CCNCIuMsoHVBl?n<V(_aVpP
zaru_AOF*Dlcu;DR_%i+%hq23RU;vGQltCsZ9OhnXKL5vbKuVD%QC$f`WvNjYq8<^L
zSnEtJMyWHz$|S$9?`3w(qplLx=S>&TOEMW6dNswX)vT$e`qbCjBHVb|fOi6FL9+#;
zN{wvu&E;&HbkUo8wo2_hV<jSvX>&`)CG1g(3U5tR|Byr;Wma*w5^e%4XhLIUHY?KJ
zzkKLELFwU6l|igwTqU<??DPCXF@Ztv7Dt7$*XP>}|3|j<s&xUgkkM4C?n4PZ6Ma2A
zu>;*;!Zi~?aX+$XOckGCo2IV)x(elO{S%`v?vtZ7hTNAQnAT(u$7P;*2=$g-u2m8`
zbFt%e%3q(?31uhjQ{y5tY^-Z-uDsVY7eoaxJUhC7m=XuARNxE7rb?GC$eM(#-Pve5
z+@spj>A)w48V+FU1a}q9Cn|2rCdHrhECxE*{mzlEfW@NRr}8zWtY9xhz&GK4_y4d%
z2H&;1cWhMIA93ln<coI}?ssn{l3BHVH}GK-pk5Qck|P#;!>cYI;O6%9rU^H27Py)a
zH}ml9>$dwNSu*;Z|7R05<+#be=zjYgmvd8J*Q4J)G|-$M{z}{j8RUK9{?y+;&r)*=
ztMaiACcf!>_C;W>`EmNM8G$cB^R`<^w_Pq%`GyX{{mh}_wF>qtT5N$(jnH@TE;Q`%
zGeK~Hv{-qY4u6Dn7hUE->2X>q-e39{U%ZkBI7&CRLjCuv<Ui#CxJ=bci>*Pb#q*M-
zND=n?gW1lY$NKJue_{GT=ujy`t<VjM-48c~X$d4F!n(MMi(>U<;O7?BRUh$tn(OFx
zqtp(6tjP@FMZ2=rvxCpys~T_KRLuNj^*&c#06nD*+EDaedQ9CCzh@2zdgU{)Vut|Z
z;&y+lkvnqGaY}pPmZ$I5!X2S$HX9tZ@#|KjE82>;7;nO=ndvOLEGcNGTahkLcFi24
z6|+<~d9dce@ui^=Flq1m3M7i(Z%o!U<Ui5tJ7ciIrP_jbJq`S)v8BW(Dy>9iO}1ew
zj<}Su5*;x~`%U$lqTxk(Vq)~!<N@n&TTYC&l-Gz_E^SR@1R%$kR*snf`F3A&2E>xY
z+ok!ugy*+=#A+HY;8Ww_@ABltoy9@UU+))tVqjoy!B0<fvc2UOjQSXvtOE=<<0lRG
zL1X>=T?9#vVkOjO_`7dnL9ZQXdKx@41-|BVi37}6>CQ}F`{*g(iZc|}u1BrGyp;-V
zcYOt2z|5vw7|N}SzFM=6>*(|EKYGo`%#{DUzHzyU+cSUREAB2d3id7=GESTN+AD?_
zt|^sN058>Th#44o;+tp=2S2!;s`|om$4!p|whn5A^-7#0-wd#9sIbn3lc;-pF?p@#
zd(o{MtTvV9ym1qb4WN=pviehP+-$7~v!##V@zjr^wJjeKko6eaof;8?IMcve(k@07
zrQj4@>Zw_X-q<e)5bFlO9Rcf<Bpt6!QO!QI%D>xMGsTrlkPoX@&8jXTvoV&BKaf$F
z=k$ez0hbO9iJl1%@e>@Tl5i+GTKjO1zoqS?A~U-$?mje*2by3L%Siv;Q<Beik?Hn9
zfcNBv&Zh{XY%+uRMda~&HPRn}Ja3TMbrY`gd%L2()Mq8{a#f{OE4n_kA9vsKb4HO2
zI=fOulTlOQC#i~UC7XHqw3o|Dr0@TudJrrzleFaomMJOyc5v<okj|7|TbQRDHUc}G
zSIFz00h|C$c+?LJF3S6+6smxUbG4Z@LS?!8gVLHG>6D7*$`a3l0KWeS$7@Wok4+*W
z&^T^W`>+-82e6RHgAuAim5;phDKR1w@g_weLdV27Dv-j;4Jxzsp|~O5>kOhpOgo9^
z+9s31qU8SS@%QvpV0BE))(PS}p!k3%hw(d36SOrS!1hwu{~4S6*QVg-=uVYjKb)bH
zcYq&iGrj*UAvZ-YU5xK)6OK}51hG}(10^H`ZX)rcD+!k%S%6IOr(_q6Vk2ndmvo_Z
zf!t|IkkL;3h+7`}HWG(E)c0pX<d@uctrgp4%>G|pu@<@LG=kucE5lUSSOghO4|xFI
z_|_(-0VdR(?7Z85qv5OB%)#U)NB;yxiwt;b*jLod%hn}WGSsd+jCWZPuXyY*?cCkl
zaY~UG;XS+x8T$K$FKPE(t(lxVEpdw%YpL!W{P*4k7gcEI%y^gZn6^vbi^Z<H6|>ak
zpBOg*^Ws;hA3iQ^o4q&x!BRw?jX!+&fcn79=J@BZ|Bf!e+5^m0rYLN!Juo@lu{*z~
zqkXv>;EGk=GeV8XNG3C+R3FRX3rE1h-Ua3LqiA@|BcD|F(L2bmL{ct5a;Zm|j^`jE
zG@Stn`E4x;>f}3S;2sL{=1Q>f#5y?mdxJ@u?indeL~N|axH=Ak#iCo47`c_*PT*`Y
z7L%z@K8oTj%Op8AJX*KxIANeh+7}GU(u&%S9?ou^YZexy6-r!er#4k2n;m%_KcbdN
z%_fu;(^(V+nCXX9IGOOCb1A08K1wQEq_ZZlPzD+-5{ZzS&<bc4-hwW<F8OR?F1XhX
zG_@`cuN2J9`eeGo`Tlg4H86zcmmNMm#VIKrVVd3I4Fu6Iy#NN+Q*g;C(4NjPhf(|?
zk&jsM_d}u}u>um}XNqb?dG}~aHIC8Pu}j6zNDp_WYtWRzDeTYhC|m+zxqYU0=J7?l
zV$}WWOu@e=!NmoY()f6w!ha<0f;2m*<J#unXVOx*%e0c?B%LN@YLD%6<jzOUH36J|
zz|&X{%X`-JXDwpK{|rl%Fn-0n;lh(rGr<a8YFk@?Nk81DEFsz$S)!cq1K!I%wvo<2
z{xjZBv%7p|NXmlvlefS*j>7NuclGSf-4v-{c_Mlo=$PmIb2;LZuBi-@`}zx<t9ew5
z-_x#_?GY{8JtvY5dLH3p#hNNLHRk{|p4pP4P{YTLV6JY|z=_#9sY%D<n;zxCC+Fn`
zVsOe{X$bq1w!ut^AFfQ<&TJ0@XsqYF^iH#BI#pGW7uPX~Zd#zFDz9Snca{UPj}CD~
zsl8ar->TpS)Ar8$qti;Ahzr`U4Pvee`Yv_P97>Y>dj447{Pq&wS*4>dj)641nLYdC
ztnIE3Ltm`6@GLUeKkc^(RJ2jI3gj6LHyQvBr%s3k>Wz5$W0ZmVxr05wD?mHuhDG*@
ztzmIEbSj*;679t!;8_><Su+1>#tlo+6erh3d`&Z+HZp2J?eue3mLb(p*noIZO=?cI
zs(eUL$~bhl2YpzS>b!`z@MPOj<mVVKSgF5yWQpFt97Z|lO5HARX!0$s;>W+T!Jx?n
z0z`_DfqK4FsmxT_n1On4HU1qB^@Om2i{(!SV>~8suA`>TS`1?WB0>4=p=?WLogmL+
zt+6JQ1YAWxiEAZ}-wh(SLDtJ1XkR@;-JROIS&b#dZta+E62~W|cBuWF)c>AM78*Sq
zKy3i&R-}#k1T-DZkA2_2MXv}ped8GR$l4c`|Nf?k0*)e#$P8)W<*{(55uMCCK|c5y
zg)~)cOi*xP#h;)?Fj!rhXp~;^D0?<pG0!#+Q2!4v{R3;q5sBx_`=@N3_>~N)@Ra)v
zTXTzAtLn0I@e@jlv<NN1zp>_+ff$4LLQD);U%Jd;LS8|Yb*9JL4@OLC5|Hz72d$^W
zBDrW2CUFjQk+LII(UlVRE$KKaH|<qsS!QBN)T2)F)2(r|latd1DO<X!)_Wo)$*C8O
z8Bp80^6zgw!wu#@Ndca7p-zA|&1v?v@EscGW_322_#BaO9|B@owbksP6J-0eKA?t-
zikOwDf$n6-j3V?Br3>^-7bqzJScwIl=}!?$YijC}4^p@(nwV$Xe(E&<>cyOlqm}Al
zR^usz4B&erh<z^qANJn!Zi5Gno5c@mWFU5CHq#iJf~67O!k>7Jd`Vp2bZ(3GKowil
zbptK)sCIR&M@lb6lLRgsD}q0Cv{t)v52X*KCzU@SWHgySbKQ(yQXkL@@x5Cdb4C!B
zK(c(Kq2A1IV3Wf)pCe|ChPdklniAA|Z9GWvW;mg;IZ%@ObRrXN&ZFP`exD<Nn6gUQ
zmJQ7hSmm5JJylPt32*p8$5asDqgJp)E-98V)~Z3Ox5mmr_n36N5Jta?8M3u!?>xOY
zSd+3%=q+YU$0EKb-s&Iwm;6DNEp4QvDE+JtjdO#nUq)yaq>6P?m5(mOp@o)TJQ!kC
z^Gy9FGn##<*_oSxBp#LG+F&-s3~FoK7!Y(mJBKIV=}iE_vaDN3Q-=D?mJ@aBhi3PH
zh0hh97nK#q0USEHpNv#+&Cbl$gLp?PA7*$ECgvGd#Cm=8I$}{ueEYf8A2D|saa7mx
zETC^RFwIItjA<)ci<itWtcbSGqvrq9!|DdKDBBV7LzBouqGYrp>2<XpP{H&$Fm!TE
zrEx^q5DB&)Q8>)J63_1KWp_~~!W3Kpu(6-B<(tDT6QJY2yx%>YY;D7nBEyWg33Y~U
zDeUv~A7uCJQEYAWuqNOfq&ROKr=$ol!%vjCTW1VFheD%yog-?pZg)KWpY0o4Guur6
z1rwd(Tr^9sKSVU)<h*2kVgE9=whkxcHnSJG$YD_W=PBwll#_lsR{MdDKlXW$$4Q&(
z<hwl7`;hd;5wp7g;pw35y%5uRyPzFIZM8GT-+nkXTC04&1yl60tyK*_VLaIUC`#Sm
zj4a;MjCl7RZ1KD;7Aoc%hIRYCz;gD-RGg(^9x@#ERK}(p?)zN(tSn8lG#l4II^gL)
zuBQwp*%!hy=)gDpx&|1rpUquSBK?S+S(KxhzX}86qrsAjvuBP#-7yM<$?yD#Wn_hJ
z7b(Pyp(%eYxf&{71)YwqFJc2fI{c(CT_tA&VA1Nt!czh4@UV<&#em1S93J85lp~7e
zY0n0&>Up_v6Lz(7epl~9&;|A!FudLW{Mc5rv`7FQ`%)jB;BWI4BX?v}Yee^4g6Q1O
z6?K^I&?)^Bk=`r?+*te7fOgiVSUnK7k)XHoFRm{oj4lGeN7N1~z2MAjf<b^p>G+R4
z?Kw8=1%ngcC)W;nab?)Ks)GZ$I-U2doL4ih?hao(c=8(R?|KBrW`j!VeQZ;<iUc%k
zF@sJ62Xo1TiL%p5R8W))x<XkE#rp%Jrb$tfyJ`DxVOfN<V0p@Mvb!};0kly^)y1c1
zw<N!VkM}#YXSyu)0A6e&bg+6APfw|+))&p32yRT{BA8wd@IrD(#dam?B|*ByjZ@T?
z$8F1Nh@vpY&9>DjD;8xaX0l@@M8c}x*pWv^Zj-AV0`w8SX!sxkzHB<DET)Zy^t>j<
z+ZmEwKYVhnr$46%L{gMf4{<o$0~z!quDy%Byl!?uyWGa(ITzHKMcz}09fT-nvhjcw
zx09XneN`aj_(*@1`iDXDFq>RFqgtYQ<OzcqB~|GqQi7SIo-r58Vx~&x6ur*19zzr<
zjIS~dU_)!P@xi=>ZP*ehSsz(|r1`Iw&`(!u*2Ujp%MxRuNx3!F{C8{TaKxLSlWYAc
zvf0fC)48n;!apy=RT+%Gj6laZQl{p3!}Z8F57cz%=*FEN@~a+2*Hqm`e@ILUuq{6q
z=QFN;A$;;ZJrRs~{9by`qODNVzHoJ8Ies%ql$t0oQb9kd$4$3=*!uDFhjil@@}Kyw
z5nfU`voO#4oHcqfq-a#dUyZb0^CFY}^#g&G2no{hMr7z|=2GINBGq6^b7N5M)QA~l
zMr0e;+#H?J^n$@)hM1M~u6@TODN2s>x(nESUmWO2b?D!wJeepi?}i8}EGp#?N4{+9
zyIollzJ(94kY7HQR}_bi+GoA}FqT08jJclLQLOEMPOVIt^I9+-Wgf&>0g21hUbOnb
zWQQk1H~}+zmH$CsqWNTg3Gp7^43U_fn>zOg75c}tR_U9UnUe0LGX{=OZ~7ZvN-bIY
za>{bzUE1dAludXLm^}D3#dg~CHipgTXtT8xn(d^2ak+I~k*;$bTMys@H~Jec@$WIQ
zl3-Zr;m3aZ10|-dF}$foBy`AL&%aDSNpXMgrW^-A$Q;>)RExDDckIx}BZdW{!IKE2
zYoH}DKU?*c2iP$NAM;6VzGi~0s=i5-N2t!J+ZprV=bFqC4lD4@2UhF+#$25emrAgA
zU)|M|Uwm$BQuY^$>W35su9=NXftsw|HF9C;g57{OKzT}SVVzLkc^D;Pc3Pmh30G$;
z>`IK^_yhv=Uol-2J)PYC8CaPJq4jEt?@#n7t>7s>u7Hb1dK;mRW^r`ox1xj%H@x?N
zulBPRp62ygU|0Ab0QwhUY>&Xv9<~AwDTfYo{XYM9_{u1h>k-*U-!;X%y~)gvD9@FE
zALl3&`DqV2lO<8P`vGX6L+(3^EjRH;J{1u6jl?dstgyv+@u2hXTIulX3Bwj#m2>TI
z#(YKK<^)@zs@!KD8IE^GI9;9F^FO@PgItttum{@u98u4C`Rp9&eCart{@V}uFV6M1
zD(x?YY^%m+;qMP3JFh{$t1LH9$l!$2jgsNaSpsXhQ`?po(&co4zfuZ<w@P;mE@JLh
zfNJ75B?a_Qnq6h{*uT%~=g|X1`&jW5BeGqduj6b2i(EL<w`s`hHy3OVJ6D@_drp-J
zSn^suhM>n<CgLL57bsIrh&X@kGWi0C*K2FYi2+NeSC!})BDB=7VJLu%&;v=+2qt~e
zSq}gXK2bIUy?c(jQ0aQePso$`XTm#6T46&~zVEKfxNdCS0QRP4O<v!<x2!?%d=GT;
z6=M>oa*5So)Kyh)8tk=d?E1W5m{X5rGkSFNNv*3fcA}t+waIT}$befnb26*WSHRqK
zvE;eX-Gl+(xsh#O{04Zg>7UDFf@i2n{ajafxM!PVroNr#60vg+R0T6BtZFr^leqiX
zea8wkWX8bey7lqr<HfeQ6)N((3FFMjNZze?Y<SA79`2)=<7on=4n<r#_0>|{s3^i{
z6mJLGM-<97y+ulW9haI4NG85T|D{2gENr!WuN8Md?FnAYGvP_j7)Y0X<l)$zL!<kF
z;@_NqcI2q7)0ZY5XgK=B-0x&aM{4(@*+cI+NDuSJ(e27=ahjS2n#9iQ?r;77hvy)6
z$Aza#p!@Y=+fhk97*fhx22N_dj!w%I*3&?2`>)oZA73T!nH<*UcV1zNyl?jev0Zf*
zNFIW9n&?=ublQcg7Z!RHlrjVk)b^@I@8Cuy68bv<QjQI7*7s{M(ef$3(AoKpG)bl}
zRlOZqK3{xgycrWATqVV+2&xbDJ(Shj2Qrav9lT&Mhk{bHtEV6XJ5m9rKxC6QS2Cw)
zQIx+XTt~<Cv$1SQjOSpn?f~0O_<=nzd{Mn+DJ#x>DTNe50(cF`;#9t#PFEXB{}<Wz
zp<bX&nQ%!~Eeoyi-y*YwmYOJ(@3A`R-#ds{<dJ@2V&+&ZGkaA|o1=c6#2fkR#8d`7
z&&lxw_Z{E>-AA+cE_wl>D#s<8y8Kkq-MW8zuLZ`2-f9s^@_@^n3}92P34+feXZ?PP
zQz7n^_9?wwBmvB^3E9ymG;mFt*ouYT=(uWr)<-|CEkFX|>{)xDO9s*n<5~vo>5>4t
zMns&d*+}vcTATD5R>pR-SrT=>Z78s?YMsia{OFi;x)9Ft;M->1lS3^$&QywgK7T!~
z#<fr_YHR^5@?~fAc>ZEsz*NuIkfWurR~Q0>>DCb4IrR?kwG;8z8R4Pj)k34X2LE?N
zA^C9|)ux$2snSFHDwj{9aV^wJPN4^8w=Z!`0s=N`bgRvzq#xgk=4Wf3zF@}r(h3>8
z8c`tJpI?}3tZ%GWM@p*yVORWg9{wlWb2e_u1Ebqk7x2<HVqN}8-0T*s3_9Lfy6Q$v
zm94sp+ED9()4A)fI=gXmuwx}ULLYq=c0zo}b}SuhVplvFH0FAvwWdGGx1zchvQf*5
zn@_C8fL^ajiqs`dY3zt>_bn9GdmRWmjP}v3ywdmar)A3aX25=1-8dcZbz%Qp)F6|A
zv$;&CSLG(j{+z1Yjx~XnFFGbE4@vi}-4y1GXE82PtjWLFZa=x!)l`Tmtk|s1NsVto
zZq(E;@E3z7Q%|dKmQ=`RxCo5BqIp#i`tA_3Wj-7-Pm~jz2U$K)cx|Q{edxu?{rGNk
z<!T0KS54`c<5N^>x;qD+H~YXKO8;a#&~eC>vt_)5h7ZQ<MSa8G75w6U2e32NJ3uAn
zRl(U^Ef?%^GMtrOiJuUtsNpM~pIb^U`;wn2gp}!`*rc-kLvZczANSuLjB5;$OQkXE
ztId4h>S4bbTe@*o7hnhLbQ1;Rn~H%hyck1(h-h$^9c(rj@d@_PwMAbT*8*{Euz8cZ
z*$43x`WFZKE&j$$(e09&*dv&GzxDmH%awnH;L4ROJCwpldY|T!NKjN7!sHL9zq+aG
z?7BgZd#5|CpRN-Eke)u3PI4|w=<l?p?uuOnF|o6^5IUDb8wrP9yM@o=<e6dkxpjXi
zeP7aIOTNgq8OG4OvRc7)pW0?QN_H_>;2M;(_<Y=^Oansq6vTMs%nrRO$y1)u4;#z2
z?U>u3Cq)GaV^b&N78U(&J^9@+(CM0Kj@rNzao~avAUSqKqJ$A4O|Z|nvSYk27-Sh;
z3SJFxtYQ5TReUK$GsSFe-WfvbZlbIZp^EXykeAsR;vQkMYcn>Aj`{MWY@KI`6-()>
zG5ovg<I2}Q;GSuH^Zc7<eDu-*GjE1o>}20e6y{YqF{*tVja4i&N5#L7Se-kSA^_$h
zpi?|UL|ipvx2Rc=kgK2W*9C(}=wjUrJ>JXPy*)FJ0tu~S8@N1Fl?od1?XB@3PFg%-
zzVq9T=VK}56nfQy(h1iiju4%r1L6HRE*(e1V%&W)!Zk#Va)sP&6)&|{C}_cPseg8%
z#Pyf#b5g`^?#3Ro2{H#zenfFaoX^}?c5B-0Il{yA2Ba)qA!+zI;f1DovT#fcwe!Cn
zqq)>}E4Jv}jgV^W8zFLc<KfrJA2{LPFZ@}=qm>x<a}}ku27ZsN-NClbQTWf5wWer)
z>h^vD^uEA#M$d|lN9bxK{ZSoW5G`9R8XP;fWVseKNh>$#wm~FU4j4ZEZG8}&*fCe4
zhO1pGm%$x`0Rb6ldzbfUkvZOUfohz4{Upqhot`jIg=jOCdey0jQl=-@FxiDmES(x%
zEx5=-tVtw(f4qV)h#0pF!>LmLS<?l1tHeWeo|IobkFv`Am)f^g)fE0L<uBE}uw>+p
zQ4Q7=WgpxBe3~cs`E%~@-Y!GWxR4x`zMJ9~fw)ofiB6|D82HurgUaV;8IztMok!BU
zDZzV&74rL)7|5I?eF}Y{%5T9^w20F0;(&4g?nv&^-194XjXclOl40Z`ndl-RK3k^w
zL2{%8q0_kFp<G>p#F>hIh?d-Hal|d=X&#a2L!r^=0@=ToM}}1%8T5CM?1kRHCK*ni
zASgxgO;5@9JEJmdT<FCu%fU@U?pQYQM`zJ76RStjqb%6Br^<^X<2iNU3Y-}V^`6$F
z)r=bJ#FypnF{^ov+4^IT>;=Jiae@+=2@0g?E$=QbMj=IBa@1GDkV#p#UviBBq0vd>
z&n$fk1Badmc>_ZfU6k!guJl^o#wNh1=)$lhM+TI$N56Djmm1Sv_Sdv95!aC4G%0z!
z?-pTiPLkYV2C4g<v?<W>X_rEG4$9AwC$?!xz2y(yh2})c2Asm@=Cxi4u_X_&jjMsr
z^bhnTh_A1w{^ZuDRS!5^>X}lWvJHIca*)=K^DEDLwTSWKW&5UvfSb|m6d&IW!CDsI
z8yYN(xmwP|bsbm8e&lxMjgDdPR5PWUow<pK^WH^zBYDS>qDvLVE}sV$s&TQkBvFD0
zsPTy2zL?$~p&)Zynfk!WFBZAmeD%RU3=1&&SZYWPFMt^F4{DqHB)=7ZkT}*sv(Ec@
zc~>EGPq^=pU<p5na(e7Q*MuIbAyr-PMC=O~bSwe4c=dOooy&*8SNVj|TL4>}CXYUH
zO|O9<X?EQuL5-U2C*g6oGI4p*lTC5(rS<+2W~sD^)%{8Ui@-R2DXP%FKsNQgi{74z
zd=z~kC3<>rKIDG@>oVz0G<yklVa>vw+%|0_zRkofYL)Op$cY4Bj?lQ%-%H1Mwbp~M
z@;33tPcZu?T5-zFfmJDSq{fE#pNY-K4{mwl8<PZ8yS<yYqqZb5D`tVe6q6%mqbjZq
ztB)*St}DKNqbdAk1SOs%b$lKoe1GRUy2GYRhArDv@yYc2rn<7rwS1+;M!~EO7LjAv
zf1oj!TUYa;^KRv8LaH81sVu~r3Z#cL^plbR)oH<H2o$Yd!<K3`;F3d6?q+h08S}U7
zq1gHDPC45_baLvh<gj&eCFSUj40G-%x65CKpgo!mBbk68uYb9U!o$!6J(Jv8Fk<d6
z=BD963tVcdMy$U9SA=(4YSo~!Q8^?9j2Zc5jB+o0-rHLMsx0Sl(#PIl0=u|kd=dSp
z<d+`OistpLAs13T{mU1^YY$IBrzoraIG>w@^04O+#f*e?2Cfp}k)hOL8NK)pZ6yx#
zkQ-utwM5ek9C`nhc21yUoWpA=8ZTc(ZIgc3lMyenWK)J%`XSW0H9abK$atomF~Z_=
zUdlCYGJ+${Jh393Zg9fFUp)3~3*3uc+12wc8Q2Qf<cJ|rc%Mm^rX{UtVdl{7;WL9&
z@OSph@(>ITN5BrlA9r%_Q?_Rtrko^w-^h4b;B4VfF>UQrZmu+QseN9lH7QJOIlPVs
zy{G^I$7hvp8I)mAirpSZ1qK(8t;aLh6l(f#frC4wld)jgT8zG{14eDUw;i18CtzR`
zIoGgWe}Mp+CeFcrkE#4jWAfukJknoUEb9B#f8&FKTVfGMco>$d6q1yfD0Z?UwkSDb
zk1m)ot+_83$$5e0)qjMqNmm!4)P7OKw5qUViR8mfeHzz{w{}}Pd%F@7(<*-ts|ZKO
ziWq*|aEVO*D@jy{YKnS-5OqA8PNbAS{`{*NPEYiGveHSYB|5w8THgnWi_q4*HdNb=
zL$=BkE;i<k@N_pH!Vs<kHxEHlv{Bp|t5afeXlVhWdPb?(*;bxFhtb2q8uKFvZ5dws
z8&Q7p0xGc{WED}HWGoj}TqOQWM0-Qe+vBfQ!8X6PnO=6x?c`-_Vtp0Qh&)%Aha!vl
z=$B=199r#Ddl1_5QPuU7s>}^eOy@c6%cXibr1|=~T4&%g_P?bO#`8fB3^&k**bAJw
zJc@@*x`9%^DXRsEm0rDHMuz5M%8IS6d-T_)Gg?9wv)n}5q02bpBt<l@Kx>Hgx)of0
zi(~|nB+l5Y`^DqVUNm&HnizAy7N;W1=jgI@F-sXDwh_aBw{LSvD1#n4auvI64IMAF
zOX7-Kf3pjP8vH)^HM4F?U+xRl@Y!{?O&j(lbW>s@b%n|B0DQg7wZx|v8-9o7RA`&5
zv34YhD1<vbBv3S|pN#Ryz`t^#b?aQFGhoOT(El^nnyhk^s<N0Mtoz&JYot^NbcS;6
zL#E{HbO7+tj{)KsM)x@GyOP#X(;tJ?;vOFR9fHY|p~ks9Q?z>OdgJA}YEF;%#Bf+~
zsvX5KA3N?T<L1n&yT_p5HnW<At2866kW@H)JR1spAEwwRte;Tf8A8~C!wd4zDssd(
z@2zhrAMjU}JFa&p$zE+vQGG1=@v$TvF_8ETcv6w2k+dRkNfkh|aRB@7HoSql;f!as
zUJnAy2Iw14q4p8kzqWRUEFtM?8x3!9fTR{s;^yhSdi)4wMv#k^uS(=8yt=qvys!V2
z80o)BF|%`km76d9?;y(OQ@vO4Y{7*#R|;Uys767Nd++(>_0%HY^;*~Em??x<vo>$R
z+?(;R0j6K8IHKoRP+#|5x86}b3YQDi-40Z46EZ@Ps*hH(wuDj2N*oX5rlOhqX-@7~
zb=!{3Z$+BF3uk_gt)VR%9=n^V)KgziBV)6sWM!qqn2@M#<MO7TXT<LueN4GkD&*Hm
zFx)sls>3|qR6xJkpsM(%!5K}S*$aNes7m21XF>7&j+*uV@T~Qowjn(czYb)uk2{&Q
zO{y<qe9AbQXtgPbOsPHabFohsj|^=Z&CU@A9vzF6%5S6C7k42@0m3$uw2eS+<Z$sh
zMMjs=1DTSLS$a*OVXAE|lxUl3fA8Yekvd(NFMw8c#N?IIzP+H$Mpj%z-d1i`W_iUw
z*gMYrl8l`17tJXbr-VvOH#Ga_d1T#Qg_5B)T3;>zTLhqwze*wwM&o3;(LC8$dpHET
z)xRc1hDDrW79N;Iq*o5Oh9{)Qk76mOOh3&p_RxqhtTiH(DVEoo^uR21`>RE-rIt~j
zQuSj(F=(As8E}X!&6FUSlxJK4Vjc9sx7?zbAum;>LK#Za#K);hvi9%^puq;!$AEu3
zu(Q+{br_vE^fCJQrFb`3FU-3BrAHj5pxf6Onx#rDomq<}B~^4Q?Z<n`lN)jle<ZqL
znr1Rk_E7sr0JeflCx_R<;lNUwn>DRvl%wInN0!Dz9G>8OylL&c5)^0ZINQ5YJEdv+
z*Dr`mjvudd0_~tq>&)??OnUjyUuyc1UGz|69n&e#Xr-4wvlWA&Y^ueQ1BNsDoLNuE
zgqjO*Ligcf_CUWlYzF9Q^<K)*Y`XElV8GKrDAOp&K~Oeo;v=7gVOhiPq?lmpvfStB
ztZ#*BCF%+XI?~MzOP_ks4BTIf%Cku*ViuFSFKOM*A&>U5Rfz5W!p!WiCtoT(S+}iq
zC_JZ9Qc`BRM1Vp!O|m=t2DLzUxkaalnYaJ$cD?S|cZ`SXBPq)U<Z!Xnj`DHt^ILwY
z3#3t5$SB;*mMaF$$0Y!=(1>|Ozw_&TsicZbQM4YH08Y@Qr*3N$ccJ4!Zxrk!ms!J6
zn@uV+VtIHhs@*y5psP72*Ix}h&>L%Y*E7xfRy4cVb7~B!Dvx^RFZ#Ymd-VLyG2@5j
zkcq7a|4^Q%!MaIW2+Baxn0owfH<J`=mBGKK_g>bE=kW<ODNAvr)anmK83s{<f{B0M
zE*aKNN(r5d@i8!A1}=RpLL%AvM1U=%;}=wqv@t(4XR=y`YU?H<rb@SuE?SZ4QRE0~
z?i5=^kKvMapVYdi&Y`%}nO^H5pK)!x`*<cGl#v{>Rhl_e+fFE)P2X+geKbQ+crb{|
z1u%<YSh9&p1bN^Fn8AU`JeXt-w`w5=TQCW*nbS20?G+Uz+r|{y$%@izF?(~jS|yWH
z=Bkj}cBQ80g&4U+4CZhnLBjFEwbZM5b4Bs_rMW4ihfm&1ofl?GjG2@cl-pPbu6$zW
z3Rb(GZdV4SOB<%WhS$IL`4q|)gUOt!*MG$L_WoftQ<{aJ%`H;xS=QG@+*DRNT9eh!
zqOu>SO)2sy-inkp(Qj$O|3{)Iy|B)h7))enTLbBFD)VJbn6xyN^~IJB2#00EDW6|(
zCfHA|CW8QPR}!P}UAN4GVjX2Rn3F3}?jqv}$|k#Y-y8H~z^Y3<W787!gL6)z7w=rX
zU-ps52<GP9H*XZ;T3|cRu3kSs+ja@|=Gw^TtPKd5(Joy|%BN}b;jM6{k^E9g%lE`G
z!I5@el`g3{HDl0xm%(p=`UxxZ*I~Iso>#sL+8oGT!>;$~FM7v!oG{eXj^H~(WZiHl
zC38wl1R+yAWG7@F+UU<wuI95P=|C{NXAqO*4I|~+et>%GHCuZc?1LQai*bhWie4%j
zrk4J^di;vT^o1&ppyGq9iodC=5$-~e4kK#^wz-Oud=zZ{-2EL#G^CI8>8ZY53PIM@
zY~>gK=`z(B1m7D^m=)X;X^XhZT>)uSgL})wp=2@(d1;xYnaU2by(K(-xp^=Gjrt}G
zbt(PdMUH$>Fx2M)EBxZO^Ick+h{eKJot6d^i>$Om(hyt57pk=rWZLD~d)$v}xnQU#
z+or<CP{$?2NpUGLFH6RgP@5Bbw=z2YEo=Cv5|vCO%I%{C7AewPJRP6nRC%fCOcQ-!
zC%o<b?N1ondh$R0-3;o5V4A@RZ=-jFW~z&tP8?Kjjy4q-wk)l|_yL!Nu}kQ>{wxNn
zL^>P)8`$*vQAT>I3-_Q&Xu(#Z@vxi!r~XWO&n_}-Vc#JMJ#TxtDA!A8)}>}1-p}C=
zgEN9#d4?yq5~d)u83nRDc`!>5$<snGm%@s)D#P5hj7W3tRC4gj_QrtR&-<MUs|iDI
zCghI=C<BStv<%Z@`Gv3d#}!X?kcvx^v;k_~lqKaJnYfgIhC+{F(|ntF>NTk5e|SY7
zyL)DUM$PdN%s*azSzbHD{RO`D&MC2bD_mGfqPs>g_zkx9uLA~3n><T2UtIdiTVC^&
zg(q#;y&Jr+vu?-IvL-eFe&=8Z$EXuX8mKZ~ROAM{6zaAef+$0rX_X4X#@3_^{8`UY
z-*}Iq2C9}9<uG!;-a%``8K&Do*lbd;N5EK3;#Ed8uR$?qDr@t^&s>>&m5xNDI^$71
zJ$!?Q^5Io<pOl7Al0h47bP9?s0cqzEszddW&obfb-9&GZzI2~THwQPfm)vi7!-5yw
zAhpTxQGov9<4kgjFd+O*RZnJwT(|aIA+Dn&lg8G%D-`%%)`MF-lAxr4vC(8peMxwm
ziy#fqDPFo7V}&YEQssxyzj>@p8142^OdKwupUe>X=#J!_?m5ek{3JJj933c~>Cx9D
ze>~`fYE5@<Cv%)VTLf!|yB?M8x99<CCEx<k##K<2E`plvOsiY5;Omzj!)#JnE~d=L
zc2D&dI&85?qL5USPZcm4<*_kp^ZpumnI;t-?U~AGLJeSBP^$@?D_`X9I>%W(<eFyN
z|2J*LL9$*imQI-BEu1M*7@)pu-1M|7%1iI<A^zPF-+$M}<pX~m4pA9BpDK71>c$BJ
z_qY(gM|*JbMZQm+hNf(Q-Ptrd?jRAy%`x|>1{|%J#keF@z7hTSv-~+dLz<)MBEn2?
z-PHywW2~^${WmoX4`dToscSBiKEFZPJKyK_q%-~$$5S6)Jc*F|AKrsfTd#@Pb9#VB
z=teh0%6@Da2itIbmNocbGyZ0?jy?0Z^m@&>(X8LgdfjkpKS>`PPUOc*A564dfnron
z%%v2ZB~Od;4#Tw)2eu&*?MdtF)TU?Ul3&)dx6V+@<#D}w6M<^meJqi&p+&?IgeWPy
z>hhYTotnCYf&d@!B(nKM$Xq|$H}>#LrLGX!5dy@P24}GMp^?QB`lIu_HV&qhJdIR2
zibJb-jK;}(hCm3VboOtLxm#LuLox<L*dlY$#<g>4p!A!<e7hfUAqBaCwvwI!K<eBd
zA3t3<#7qR&>Ul^<;6ew#B>r?_Oyo`7*rr|KWG#pB^ZUBjt|n2!d5b1blj&cD$Yr!S
zAO`;{0%YQPf%fn9M@RBjZp+xyrj^d`xaQ+w^5y?-2Cnpuf{)_+%R)5rG<1`7(t?ll
zordmqLG0<QKYD(qq_P%JPB?sIw)yR=%vu+EJwriVJ6*0Igg;#ut4^g~0&CiJUnt7A
zVNN(_Nis!+hK;nj`AF1V#7H%)HRnb&n@U?P9Y5wANWLlelT|P$%d{ijX{;HnZOQ#Y
z3W*<-L9^m5O+8hZtLV}+`Td<0Kfxbf)GSREWB_!0-UI_iTdc;aYym+m&0dT=?mI@7
zy9Oz7vFe`UK#g5zfCIBrQ4J&5oIO5jDuuUm>*iPM2A`V;WWhHKOi%@n2-gbxIh>0@
z*iK(deXe0H*Hr#hHAsChJaIQM-qgaYrD8<2&g}@FxRtLcaPgB}qU_?PENi!yCduBJ
zGR&M@#nL~wr;3b;?~3khnoyC7zNkr?sSbWtP)?$b+Yt;kJh2U>nM)J@IH4r;YnY}>
z-|wJ1Q7_13Fmnb4eFZBRa_Y8@sciGSH1Xu~Krg|l_XpPuhsVV^8@6DEX{0G9=5+P!
z+KULGc?-t0<gcR$4o}C|M_D^^(Un((2b^(}v7~6b-cRD$W0TKQOODURk*Z|p<s0}a
zy~FmW;`k?s1E&Z50tyEvZ*!-p<Eq>NdR$L!;*ZMQcO@pPhv;%>2}iMTYH7slue1$o
zx(ND16-C82SDK<uV|P6Z(lkG2@Qb5$u5%S%KZ^Ez4#CMB@%ME5g+?H0vq4)Y<=~T7
z7i`_krMf0{^44A+q!jx)5E?GEpN(6YsV+n@qJz@P1o<q{N{NWEv7L5~CUn&M0asrF
z|Bzk&uCrZPd{D!`PrwBKZ|+4Je-{~?aImG($UQS#@m{#z<_9x6ew^OUd^l?A`@-H~
zD=BpJ>Vm`-ZkqccEj~#GISB%ImX1IU=n@6_cPscEaG|2U<{NKm+MMEc@4tJ4@$R*N
zrYV-`w<v%S;fcl%cbw5Y-MyCx1U0&Lk?nz|SPs8+Z1X-AK{T2ohhD9;sO5Tn`ms*5
zd8=7ikuZ8?5}SH1xL%xA<3b0Gn<5@A8pnuoK18C8)AJFVO&d*v-wJOE^E7bE$3Q)k
z$35hItI@!jXzs*9G+O4QGCtYv61h+FZ-brjtgnOH?_<e77uY1v-J0PVxA=miG&@eD
z=zL`mmL2Tg!M!I<rAlMJ7vE~{QTh*&v`}{c>VJ6c_KxAwS*Q8qKtpyX^6BhGL_2h=
zC`f-J+wQPqnaik8TGP>kfTv(0>XD~e-D`Z-OAp3>BrZmai7}>w!9+fiZ|Zz59?=;V
zH=bV42-(3U${vmf_ZoiRb?L*w!jgkh${pS`@T4Arl83+=Xz1pt66f73IV?*pdt*xS
zch7%SC~^sKA&b{$?K(PXYA(Ryi7PhYBG`Q!vZpEQi2F4ICpD#q#Tpnd7X>uU!as@^
zz5F$wkZpklZU^opy`$)3Z4wGBd^65PN{sK$bZ)5;Q2+VhYag9NTv^~wiCWg&2Q9Sm
zE+}K<wg#8islll>&j#<kK|)y{w7ALhOgwQ2m9r6S83X8lc)7u-5AiZc0!nIO;mUYy
zFiL*B<M!+hqGk9qPDtZXsHOu|Ueoo2X!Sk*)wqDom!<PpYbbg8j;)N_ZN9&_-Fm$c
zk8^0+{9*jxrX5i_oU&9lhgsMNc%+`Vr$Zq7-&1gfo&lk&QN?dhDSCt_a83KUc4sBj
zv^ROEhgAm)lTlNj-0zR}v_P(h_jP7z-^ZE=%HI})a|0cvRQ@jBIV^bw`(lxL)z3K<
z?N9>*uQYn|%1{H2vo6VATF)gyCqa)dl4K)_Bd%47NvXMU21Ip^zT#W**F~dR+N{Dq
zIMJT<IF4pUSazzks1K^w*amMsA&|t216JLChjAcxmMP4}!{*C(ERL+{J^4b%GEvP}
zxXskLt0>05KiLx)Nx+OP$x4u58ME{>YoSe$BLP{p`kf3bTHc`}6)B2zrN=WrsBwaA
z%3FzvJ)C87kR{b8#2%I|Zl$=8*aV;$VT$e`C~myL4uPH#<rc=O{@jMvVq61XGg~X{
z40+Dwg%u?T%_ThDErnSbIli1vuu5n6v)Y_R`a(hMnVX1cCD`m`kx6K)4`2)SNp*Xe
z;D30EX^YXV8tv=uMxxLFz95rJYUYsBw}MFc(R9-y@D~?%?Yt-s^gO0cmzyk@_R?*d
zrs(%vU)oBIq&}&0+|=SO4RL)f8JnW^c(u#hC!EoTF-7bJM6d>NyHI*WdBTY~@pQSQ
z!BgjxTrRPN?QjJGl`6<9Eglmie<=gysJN+^e3uft8hsl9P$sLcprO_)z6}nw*yK2W
zO82A!oAPWmjlr}<&s6rHl-b3V{+dG_Xms<QPQK)j?HU|*PRXV!v%{$7BVM*d>Ea%`
z%k`x{wBlG+!nazaNra0FDJc5rKqew58YEv8kxWsNl=?+O&nnxm7;azJWA(+DwBKF3
zh`Q8ja*lydi+?Xsr?)z7A(WwRwJzLU&I7StZjgn3zhD5rF#uKgqf|fO%uBUPdSv9Z
zx&c)YYnfcy6u>t(zuLu2ZW!7{O#D8UYCeaBb!$Z+;PAv)?;Lnq%EY%aN_cl;eoKke
zYIeT9IQ&H>0m@VUFEwS0)hq@O`T#e4$=JCUruQoMx^UqaN0BrAF-og(eps2IG+cC6
zh_O;lG?O(m^eXr8M+&L_L<lx+C2G>xD`|@ZXlZbq|1I4kv%3}j=Uw0S4D4cCr*c_d
z8LY8c^B<Ppo&aBeIwG?4zCXU*=1>zfv~i%eX0UqLx{`ne>aTYjH|dxTej62|`YDBr
z;i?N{34Z4ztaEU>*m?QZRO5JnFv{S^=&)KE&5*7D3_SGV_oPsqf^n>n)Tn8uivzWw
z#%NDQ9`xxDi&4zvm(7IDOd&Z@4#H@&NsF;ec{+#)jC1LS=0nRwErOyUF`5s_`05&Z
zTz@VRFG><bg~tPT!p`K_!#zk%CMU4QC~EnfzD3gWa-AubHV5j)46V$xt%6yI+Y$%Z
z^@q2@q+yCnh1lNCM+cIDo}a1FRoil#4NkZ3-#>HfWEg*^-P6KqtnN9Cj7TwG_1@2l
zc!Efp=VvQhEsWGBCOCZ}{RCidu5?FJcP>8RzK{<hOpMkcgx1Y}svwacgVK<sR5pgX
z=EH%O7l=Dj;g;(6m%^-8rI9R^3W02&$r}xs65{0GulDF@pwiSSI}7{gM=vxTztY}z
zEVw9o8!|B0H~;FpX}}d`Pk$Uf*meh5w7U0rnxU(_cAXpL>voQ+_dHGKmlVH|S?lp+
zO|~*qGzEa;FEqgpOH7UEPSApE^CC}q)yZS@@`I7IyPuWf<EThqQ+jSMB#*k1|1hjz
z05Zt-EuH?P+w)R{FfXlb$%wf*<{O#0cG-|8G%qwiTWF4vx1$*fGN6M(wH2sWN=d-*
z)tOf|s;gzH&Y|ONguvt5i<l2%WZUnTXJp+=6SN10d@*T|?O}kKS7N^uy&vL;6zxTB
zOqR=?k~Vt)<hJ_&DY0rbI?xdgnkql`95VECd<q1_45r7=73lwtjGKb78GIVJTe&uT
zPLp|NuWwTpZGce=Pnhgy$}sCG=U0O8##7(TGZyR^{u&oFG=r6Z$RGTU2K_}#c?gPA
zl()rxu$=Rx=7zY8?tgnylBjt`FFVb#vRk*|9o*b`<6F35>8`}3+{RUc@2=u7Iq{xy
z>z)R2YtYnU0HPd`9(wh=nmE67HS0fBt`&;+(I2usMb+pxRfmCpKD|O*3<TM>k5_&N
zQB<{QA*5AP36VjzFntEpRc5%KG{lCbIj&d@A#Hjle3!@P@i(Jvassm`{OSSWW!4!$
zP>J+J^zIx2fP>J&`o4S$M0C~-cUY79=@UA);G-gAw`o*$C&h5T2w=HB5+8>@3#4hZ
zh<b;^Rs2<gcP<dsecCATeILI3ozW9pM)RcU>anrUDza%c!-tu_`+s;+-TYlI?jPup
zYjFH9CaV(&cGG`H{AuA+e>u5M-}qOxH)Y4&cip#$S`1EsG63LN41`SNaw9XJ`*%~i
zygiuuJo{B3w@Iqt9H3bgFGV!^k}8YoA?YKA7-??w?+40RWE?NuJf}ztV4k=y8H3DC
zC1(M{)Y;$n6t5@zdM)dv=ltm~T9Au`!-{Y6e!G~vV=>=d4!~9&4!r3=i9&D&8Q4;C
zO@i+UVl2?0I%jR|=`a38!cXMkJJ%Cb?@ITy0n~ePZ#8ghT0|Y|69E%nDZViv+W&`_
z!#8zVOb|2m_)B<MFGI>IM9{yu58TO+f_=85i?0oox2~~_hMxQnZ?EhDi~z2ZMI&-q
zYm&FvKtFlPV>@FQw?>2+zzL(DN-@GbZhDJ?gRpfx9<{l+S{blKmF{kar958t9vbA0
zG1}9cPpH}a!1$x0Wc-?^F;s!c@;V;n^UFP>OH3<wBd0dlUz7EzvH{_a8r40;G2}`&
zGwZ|SAKt4e{8%_uh&Xkbc>qfNTQTI5hoY4PO$H}R*%8x3ni`0=Tj--?g*YIHcGC=;
zxfRwr6_y=3jZ|)mffqGSNU2Mgy!JW2-vb$2RvQ2PBKl+<x1NM?bDysG3GIu|qPnb*
z`1eLzAI+WP-!+Qub6#zVDNjVg_Z`!xq^K!=7S~DAR!of7o{x}gJAN73EG>|lF$I^;
z?Gil{BVD9L`5yv~5BI=@=Z^0JJo~Y{FCCS6gxN{q)C5%(Z&f%q07sx#35y(kMIhj8
z%*;E4AD_6dbirIOE`rp@S-vhl7cULZ21H<DH6coVh?h7Sg+JV0$fU`*kUJ3b-#&<v
zPiK5v0A9VZhIMvaZyBbv`(zx}&|b-NFGvTB|JvQ{P#qZeCypb`di@|RJ&q6~X+%oG
z*?4vKv#`MvdO%WzKMvPnC{@yzV$2l|nP>l?SL4nrSPj%|<zB1`R5anzv?*UuYto?x
zFMnQ}XcM<p=(5o+fU8ZqQd#yA6#FtxTGNe_>0CMGxkp_Hm*^E;Mg<jy{p#Y}=B_2G
z*{={R1>hSBEugF4vR+yhm&nWdaH~yAzPx-H{icL)5pbfDDBIqV6Nvmo@kN?&!`QMp
z$E!K1{M#M&c2|zu{j73JC!8Vlv=k99cLmZN&Eh0izB{>^xczr>nSNI0LyAlE{leYo
zm^fwF#{3VD>UP&Ullj&P`QP*PPs+|2Qwb8ATzJZGX$T`8HQHXnTQp@3QT$<ie;u;{
zW|1*fPh!VxJW{8D-sX<PgeJ9Jb{f|@|LZlQSCD~?{8~Oja?Q<I=`ZdqjVN@MU%*|!
z+M|;(g!#A&A|wRMDtd8s^FO?QJ2+PX%l6Qlt@|t46+H`RP)Zo78n~84^f=fL7ezR4
zxj8#RZ!rHo3QUmZ7QvT(!w#odZ~t<Mb5Fw|LG%N9wS90C5bb{kR{|rHh8j>kJK?Kn
zXaCoi@pq>VA@^_km}?uIE$b4L3*gp>VRt=uH9ZB}(|>+hm(IN-R2Kl<VzaxA+ufP0
z2BvTuX@h2(I3rg4!EefG0pLVz{#Ir?49tQn)dqQG%}fS)ofg$ZyNqpf2|XbG{$F)o
z<G<VSWhjw6Vg4;bHDP@3zxz*L-*laozQ7$86})o_vxKFNCB_`iAF{2uAsNHpRAx;6
zZCRs{Hb2fM+3WvbF%gA3R3$G2Ms+<*NY<or17$2F<1$y*wk$V@rR$PZSLtMztC1n)
zg*4Z~<G0d^qP}g9aMp-SP$E9&&WW#ORk*iOqkxk3r}kOjM51UhWn~wYm&zOJ;pY^G
zJkR;06*+%MD>6U38`EI3!yUq$ZYxW6O_GV9Oi7%$0X`z@%l2b2QM4JybdN{0BM>!l
zs}%RhSIlsy(F;)5Alb=OL8|3A9BP0J=yM*SvXR#9fO&V3Ev)6zyTl#9=>G&ueB08#
z+V02!n=H(Kd^hlA4Uvns?jf`^C(_*aXzX?|cKmVEc)Qc#pnXJy(1!xuq#vt0&569@
z9VcC-lraDA)SNcL<d>E)q;Qe^o{QTMlyS!q+jCTI*3QZw<N3goAHr24HMaFWlZApT
z+O1iWu|uBj{UExjy6o%Gai|cr94ZcH?Qx=iY-uY43BXcL8|{feL*n_~)83$dRx-q`
zhfY_{{}r}=p(2w%L+M1!j^Lx*B4H>+Eg1jwrB?kfjzn*GYZI_;><`P%%8pK%3v~<q
zqGWd!kyV&(9^m~reWjeXEPAPJvf^I(->Bp@%-FF=st7o0Q*WyZ<_^lH+1i+>ZxY+(
z`Rnp_xkbKKse-hu0t`IX(6dz+oeOT9npfwKsmmCV;#F~^*Ii4VO^`6Oz9?o;go+g8
zo0$k0uW|>vcYDs5_$+KVqCJKJ%KHIyA4{2zEpoXDBj=jA%A=FJ_0nc4DW4}!(3JhM
zkCh*r{$0N`rMrAlZlkdTAYM%+=l$qcJy&2qWVLKx4CK+^G0YGz>z~$QUnn=sG%Uq!
z&>5ZJRwZh1V${|7zox!C9?I_x+b&8fL)n!jLrNKxeH;5WGeU!uEkk52DaI0NvhOBa
zV+LbMX%s3{_7Y|WB~fHAyX@0@rtk0bzV9FN%(I;5?9aKc`?~LQ4$S|}!5@nbpY1H`
z@(JE~kaMSd$|iN<OWRB)D+7!%YGy}AuBRB9x$va-BX}|cS{|<v3fkNkx;Kd;JLsm9
z&J!fhggXUxUD0La@_5XIDlPc&xht3!x*qLqalg<Z`ZB&EOUvtC&xy<TR~-mi_8}%|
z4uq@8b+<HTpBu|nves81UcPbUYtt;~^B|E)<VQ`-S;t{L{--hfkpfmdn%PiQ0SRd9
zM77cHMR->lB);N}^;D%M@|uzXj{+r2Gk@SVpLG0Vc3vTa1nJc9*wM5k<Bt(g=jrR|
zMz&2J*tuS3pyB&So2OGeQdJ58{9S|9O0j=Tky9Dcw%ryH&QCwCg%m;M)2#F#9m4B*
z!;n(W{djXr91F@4Mx>b)XF~{&@G9oxl5lmo#Qp#XjfVuI!Mm>F5mr6&uoEUziBzxj
z+&H<sLX4F%O+XwUpeio^_}q1KK2tseK26nIvII{V<twJrkHz6W!@ice7R8tDoEKxL
z;zV*nF}$@8lFSi>)9zwvBPLDi2b$=E&JIwHRVTA1ZiPF^9rI51_>ZX63|6tGH%T`Q
zD4q>n3g=?`nyvZFvi$EMFMjqhie5&Z%0lPdloyWhAg8;A_Z&HlJVkM~66sRCl<d=P
z_Ga##wYE=xBEhdMz$CocuUzZ;zVp(LxdlIw+BNY{b6_I^_Fh)7HSPVD%g#@uo-@{U
zPbgMBAMiVqd5k2QvQ$_%fp8IQ=ks=&Ggjj`YroEo|6UWFSeKkgJ(l+txG#<j_B%f|
zLpX+uOxC$_wkcyyeZ4yWtU=Jpa@nJw<#~~YuIo7X7Uy1s-@96zc~;wQT{12J{X%?X
zeyYTkzT#(MP&m-tbJ%cg9LVIG8Etn4+KB4+k=_Fx^*uquH8CYQ!C&&RPY1r4C?^(_
z2HOE*vctW7s;)h(;@sCD-$r_f=tFx&*r|k(0AJqm7V-tbk$kTwi6w}(xge?&&{*Re
zg{w^gs<F5+gaZRe66!GFCtXS0w+on291;q%?#+rCdj;y_lhU71E)VRNQ{-m9c;b<)
zF|s<d-AB&6tCiCIBhm+{0C&ypvoCFPe$vec_Qz2;rCAg>)asLbPPp^x&}7X^#qr82
z6_bDxHvM?X-^tBI=#GOgHHu-<*k0G&o0*D#S(yK6*2cj$g4DFWRKHa02L#xonD)*R
zJ6X<T(8TBu^)W1F&C|>)ACF`=><}xk0F>6KYS^Y#Ax;JM7M_&c=s_oIrfhA2Em9PY
zb@ezU;wd3CoSaepUzQ@U8OU9`ap+%`>EF$Z(Uyr*Wn6g8<5mY&%D}@HAX2ylSSD}v
z&)7yM`MCw&tEoruqYB8^SM1n{jIJWdW$>h>5^}H4^*I~`nP6N_*;`VOOU7<(>w^37
z1Rsy{kirYi(?INwu@#2_D`OEr{C9D$j#p46pep#lXI3Q{j7a{y6$S1jkc(%`B+)_P
z^n+$S78m4jAHhxSl%EP*#*!;^#zoHxIr0Uf!)H(yG*%(#cK-`|RK{D508D%O!_)({
zS))%L-C3qSdVrlKFzmjYYKd4*;L<(f51-r^S|NUA9?S6N2Y$&(?o6x@he4hsvovse
zD*Stk)C|78zbw>3OldSsoqK1D1UR%iYa|#i=M~oG=55<sSa3y%dP;k>^M0jNd~8%Q
zON%OU+A2PYc`84)_d{>qT)w{Qv?zF9!UqI85-cdz_x=?frE`59vT8~A`Sd+D47oc>
zNY8;S=zVvhBV$GhxqM1TS$7`MZH3>!&n40t)MQ4yNA|rxK)+3ti&F$M_hwEL@3Ury
zh;!W*e0Jl6GrS4vxSiC2o671Wmt>{u%}hGq6708rg;o*nZz`WP3c^M-YgpB?15K>r
zMR@Hqo**{$jUADJ7HO?38&5uyR6{;pGPk|y>0HlHBXQYm&H3C+CU~59fb#aKa(q03
z{a}ccsZCB7sj}vizia10_>~voFAFx6nMILWi$?bpRXxZ^OM9GGP;`wrZ9ApAx+A1a
zxc7%6`HZ+v$fIKwmfg0-yGNmgVkz$E7efqGf*Ei9Om~29X7W}0l7{vR1VmyMUS-nP
zF5EwFyz3B0<KDRY;=#IsOLJ;3$xS>L_e=sWEAq`EFQ}IJR%o3T7f<UjC=;9>Y$5v!
zpu_SE%_M3<F`Pd=Wgh_b{R!&gl3ftnpkM6XAdz<W^8CF<1b|%;;kdcqs-nI#8~XA$
z5F?R-9Xr1?HFQHSN$8f(s0?e$^kqrYL#sp|@x6gZum<|_(Y-FDxkT)Hg0fpOLUP?P
z24eS{Vq>z-IjZ**IX++Yp_ZGk^N~P1Szxoc)mRuE=r!pTow+>`>%7+%eVOno=hQ%d
zrqB6TDmh^RHi8$&b+VdOpYWTLWM9@9kqeY7g9Ru4l%rK<(Y>tV6_nKPYfo;|)RPR)
zpZtgs_W7JL1sh6!_7gTGUptP=qfg;_S}TjL54B}C6khPN(QJ3;etxj1$b84TNjj-p
z*;D3F5I-sK$G1nCS2UzozOQo&D$l})$3q%y)^D+EVfP<AhIMUE^}x;EDL70IBMT7(
zPf!~w<j{Evhf%Vyo)ec6SM6yeyX30JWg#In&-yuAE4_qK63Tk|x{MXxneIMsu0vV4
zp1VsGFx#Yx+=4qB_{hOleALdD1zi$YtDs(tub_%JT$nqgs<*B}Kj`BhXc-4SOEkd;
zI7IcxLWyKAw_7Bs!#!YBU^naF8+!Rhob1RYM)$-mjTK0%X=F!*BlPxRN;9bvnfF==
zIC&YgJP~%lut%+6I6cNOlafm+b`ZirRp2d#gSnXYJnNszFkYy)+&df;>b;*6l6en*
zS_*cr&q^J(FATQyx%|0x56}Gq$HTFml{a6m4nO_;bz&i@b5~K@N=sx=P|T%2pFpho
z^yJgFC}qofNZfW^@XCr}@_~!7Y<9`|;+4oDbjWf4_(|QB{yP!AP1(n_WdiNq!xjZR
z`wrWl6C_V$UqFRiKPG98Jg0a|P+Cx3yxa4B*#o{)4{X)!29G>+5^Z<xe34H7pz6hQ
z7I})EneZXlMQ*JUs{Y2^M28<;o3S&9GdeHIqoz4fUiLHCk*w`#HgEbWw_9#kUFMK}
zwWgK1smH<O?umNU4<-S?cBe(ll$P~M#J>RB_!XWGe4$x4s@wF&w}R6A;<Z(uY4tDu
z6R+(RUrW?gdsb*2tP!n!x^Pgjw<f1;o*nH-HXPT!JT<tV2!)x?-4XezdV{^~^z5mx
z7_BWoDhYfi#z%hNs@WK-4pn>kV&fTiJp4+8#t>WR(?!EtdS&%3t!s#-wZSTT(@V#~
zlk1`b%gz-#2(HO~%Rd?j$yW8;5bW|9<uNlf^J>999h-1j3*Ps^EI(BFdFdh_V*EK8
z0MC0bHo4xgBl~3QZkoAyT%A+QZ=`)O>wGeH(|jH&eX&|5XzGBf>W}Jp%KH_ClP{|#
zEoYMqxg4K{BhX+aKPv9S7ZGyN<)QZ#RBZ3rt)Y>NOPe(!DJc4b$Par8!@laaPsU!~
z%joYwY~siQAG=x&Q~t#196j6ED0VJCMxkwd>lRNy>|y7mmV?m=2p6Xk)0s|{z+u^4
zXJkSHuzQ#>Z992gBz9Q3nyJ3((C(7W&I0k$Lc;D-a1u9<QbOWjiFe=n`*$$!Y$}Aj
zdi~qKXk!U^#yn4BAgF|JNG!*pd39bGY%Lu_I;uWRs={upWbs*+K9nw1UOjPCBVl(3
z{+9&{9mCME)5B+W7RtC`OFj*V+J_7FJH|lj>hxpBLT+!T{1;AP(EF43Bs@rG(ol!_
z5QxFCZg-pVTQ5==jEgVi2r{(V<LxfpNva#WJ0>7vP6O)btryI^O`I)v%tvC5b)RXl
znrsB}6*w|B$2`WI#!kniY#ysTWo6W!@$3VvyGOQTcUf}db9rJ05a6;v(8f8s`KW2x
zsRdIEE`ymTm99H;c(m)nnQ5c|+~P#5(<Eb#5ppzV=iwHuM=i#YCeu73Spe&jK5*>q
zE@m2*d8GY;GhfqX?019A4<~n5q!}FYUkfQ*((xC>lcb)~P8F^80!tj^b~?6Kcd!s6
zFJP$E@z2;L;SO@3yBmfoFSZw*0?ncImu2~fNiNeO#(ZN=em~zi-Q87ySmI!>{ug!!
zX=`D4w@VkaU<$A8;{RTP%NL&#1?Zv>ySY?y=Pyez^L<JtXS@)00Xy;T(VJ$lLTN&^
zYGa?(y#r$-d)|Ol7}>+{X~Y<fjD3?VI6cLf*_|o26%shJH#V619JoOhS;2VUo82(S
zC>6%8mWf=2?Q`jw(bWj>T9Yg=!H2<|4d33--=f8;znr$@%272+86Ayczz8NlnV)SS
zapgWJepSdlc6j(sa`9l5$ZJ|^@rkazcJ4JMe%IPlG_}vPoHRf4`1O!_LKSAq&MGh<
zydu)L{Og>}(JuKh$(lg4LjR{%X|ep1n+}$qz4Uj8z!}4-4>QfxY?rt_b(2i{aremF
z!wEvsX6HQX19$gt(Yr!VZg5ZAy)E;XhB$|d?7t<&VBMn6-j<65tLimXp7kJSTl<>!
z5XAg_NI#oLT!Ax0oMZBe^B#S7URJj9?1vsd;oR<hpOY8dzv!YH#Ob5tE$sUIkqZ?g
zw*<>nKa$vQDmH|D#OVO=R)ZcC$sb(dPIgPwOkVHq2wb#JpB^o>O&rK8$iJLG29tvA
zTW@`M`84hJZd>S~UcQfRrXCKcK5|c3qQl2G{DReGzNky45<Ga7*+Tvwm;J84(Y_Lj
zYU|c8UAL$_c1HSa?~!_)x(;6*t|KvjY>KwMMk4F5R?C^lH1YB4x?`8&Axr-vB{~>_
zNCTmR@1NfiQ61<XKRV3uCmn(pG8VsI^?<TMoD6i;`}W0Y6h7I@Tdz~HJ#@S>OibhX
zm*!p8X5h6SxRjmIH%X2w&~_(J1Uns~J2+sAKlrKVz$}wy;DV$1m&ti|0MGZv;r&E)
z#9LQ>-mOM)o04ex$`{LzK3wus0UNAe62iXbmR^?ZyeO!ub?zAP668l_j3QZt=dkSU
z`B4(&W%)Cg2NR-K>qY6|5)-RLNKf&aMBO=jw9mz|VDH*c)pH`?REyTo&vglff>zA=
z*kTF}dwi$89e>PK$fpw0F_lOQZWAu<SC%Vrw+27`BOcd%gjA(P;(DYDum4Z-W`8nE
zQ#A^w$LIQ7x_5tvib_&T%WxC9;S;JBeU@VD-NO+zumASgiNyX4(|ud0*o`}q=AqE(
zY8A~eZA}pl4V=02vR(|%T%HA%DPnH)l++^&VOgM$Q2!934$=6uX!0`h1RM{mg&rY_
z7gL6^QWn9)7y76SrX7I3dt_m1xPyvQ4k_a$w%o+P&lTWr2_|@fd>eb$J37;-CJ#2+
z+nk05OTh98WYwqnHyWyMloRVOMcS|b^7-*r_}87G^Hw&Tzn%sbbj|pd3NDshm^L0R
zxl-PvjwyW`EZ(vuT4ZR?7VES^zJBFv@=p#_tQ+wxn}V7Fw|R~b4r!U@IaO+Qd*1H3
zxmfIAoFcm^{Zhp{o5f4}q2$3E;RBYRY}Jln!<k}O!7{=JJVBH5>O~Q~pyy)4-<$2t
zy>q@Zu<G2?GIQdUVzRHh_29|p8FvL>9_#Fnw{bt+>o+P9BRkZ5X;qB0j>FNgneg_!
ziG6a4;^X%}FTW1r-*m8oJhM3#_U)2QK=5T@!7r${)z#{k>uWP%Dz)3>pOWuh4>yFa
zM-Lo8C1-qI$NZM6XR$b9mTWxvN&ZPtNBd1G{9%3fd2xqS?<d^mRWA5z=44}ZLBU-O
zzKAy0{SUy9UTCsfUP51U`*n$nh`Pv8i|rNIqO}6~D6lmI@3Bj(K2kSTq*ReaZ9UK*
zzNF*1+pw#!PX;(J|8CRwyQBT46=foz2%MRw-#F3_SNm@af6b2hdHdPK(*<32ye~52
zdHwPr@p7H1)h!@?ZdmWYhjzE#z<M(Ki%UtD>+mlfq#4dcvi-_5<E}@kugHC>Jvq9n
z?ll;Ui=et1VXqq{S0-hV>PbdEP*o|_%riBbj&IKU9F1i-OT>C!6v^+$e`NH(2BEok
zXR(yiK-GH-7DK(I_*GhODz}}C^>)GbK4gTvzXJwv9b{yPvvsY~v+`r(m35OHyIalE
z2-S}r3>QhpHspz?!u^6IqxNE7pymzyWjSlfJoyG<%f1RdlF?>tWppir5itgw8;GFZ
z__wInwDQz2Jc6uvo2~J+LXbf3(cM`U%?tsY|Mxp|o$E!bZOs}ssvu7pNUko7!kM$o
z)5wt9DL}}8#l*aFRJob5sgn`X1Oj(8Yp~5cf+cW0Uj46ON<Lz@evTEehL|4w#4r79
zja2@6sQthxtcbpJvQ{ZDAkP%R^2%R#X||35LKj5TMds{>!tw+q|6PEz|Cb;S#UjnZ
zc8i&8%CyCl?(T|iZn1;xZ)2bTWyvjt88U6RjWx*Nb}9a98n^-uAEYtHZ9GSpyr9Ge
zD6v=60(LU5I2~buxPjf8!k#r|-u2tIJ!eT3@%neZg;RgIy9(O}7%QP03;3%icS_Tw
z$(THy_?(k{eWuIQd_I$U=Kk;T;HkSzv55Z^W3~i@iV{yV#x&@D1Lu@|&Q!0|j9IHw
z5%R2GN>1cDZu6>3>cd-2t1i}-antP!o{;*zj)94vSac`n8}g6baQoEq@r7#&K28M&
zS)m6G>MuY)b2w=G-Bx|>8SvqoS@pj4tgIK+&$HLQx%5>ZZTO&Y&Pj;)kXkH#1D)~v
z)7Z+~#2h9i;G-`6@MgbU;af=SH(Wp}E~*n$=|`OZ29V_Qnx9`ezpkZsovrFuO!)zs
zEY#nXtai|j>+A_FO0LuR6yYljddF=>-HDN>^P-WVM4uC4!i_n{=6pWh5?*xPzAOo*
z$hc`z!K%27(Ax4u5?2UfByk;l|NQ7F>Kf=fYP)mvTTgT+^LFRqu&eSaB;0!66|t0X
zMZPm*6xV9VqQFth?eHdHwx+3?c>S8Z68d&n3S_;MH=sJ{u!f{{UD(OtwLEve2h}$D
zv3rGyx>?t%U7pnoy$tO9(7^h>rlN4)Zl&of5f~g2U4r@@i#&jIapKdp&HgOjpRZ-L
z_Y?FDy$hv&TzJ`IWT9d%pt?;hpF|<$C9+sl74k1S56iUh2C!=@sKS;oBVS}R*{L~f
zkMPd@K~+(>t7QU~?rlc}Ox@|H6pU4cVb1MFRtROX7~QYO@WM}HD`nj6QjzQ{?T4*S
z6o%7+kzVbza8wd(Rqr0L4LT2J6M(qkp!+Nl`Y_w$XU%YE`T98S%{$1$l<)oK``T%n
zBHUN&OCYbwZ;8dJZKt6s#@?)$v&P;%EXRARVYDQ*Xk}8H6sb711mcw)b>tB)^ms9s
z$kj4DhG-~i4H*uYH8qTrCqhc9ks{)7h^;bFi%J#HtAf$2pfD<i=f0INk&v2j4IfZG
z`wlOgUIQ6tm5MPucrR4&80@>xg0#UH%DdAdEv@f7qwYzxtX{W1s&7c`povzBdHN`(
zS~7$$D*Q1JGFiU<SCJ`d9R`Enle1iY?LmQior9}%<bvx$A=o&f5mi$cdiqlJLE~x5
z&ag`w^w1~EF&Y=mu5{>MGJoVGYEW?}OU0VcbjCjK(&ev@&^tox<0LbM?75&WG&FS_
zLwt>^&9FBB^L+|rH>#yo)CD}{2+s$76s?1G4CjY8Jsd^`mReN5Bj)a$mFYQe=Z?pk
zkMtj@Hs_hQC6nz2q>Xwmq|S*P3bplztq#31vRTvpL^gg)S6;M-y?TtniZ(01>{8f%
z{GG0@R$c0oBXsI*mS~8-#<@a$LBofX1m1A^m8n8LZluS%LIqjS5%6sp(6U(DSR}jU
zw{v>lJt{D-n1%Cr3=G)OA91zU8C#vlUp)^=^k`Q#rce1K7DB~V-1%U@mTf6V$~{|F
z4WnjQ^+>B7hYce!e8<nK7-Qs%)4V}ruo4N0eNu!Bm{;_EQ|}%KOL2@^(I>n<Hy-UA
zqih4=Y$c@r47AYWgdlCDVDXt$5gs>Qw7L8t3KF5WACJ*Om|C$MFU1FzN>J|eqWy1|
z@fwIhTTpNvG9(6=EtQEdN__MI7|j|+GfP)X$0@L&5muyGE1neK8k2~MuCz?o!vrH@
zt+^_`YefOaPf7D;Ol8lFx|1KDt$o|IV5k=1od??eH4n=}{X=bg1wY;y5BM;rX*=)y
z8fhl57}u@-(hxn^*l22WOZr2`^H3B+aLBqbTqV6!yu&fu^S-*OxoJ0^cKz^Mj*A$f
zCjrRM_~5|)ybhezfDAd-R%9}L@*3L5Gz(2~*r<qpX2Wlgns4#p%o{;lGq~#ov4r9E
zrTUsi#UIKm*ihdOCG<thd{jl#7PgVHMBP3!?{qZi9lg@-y%j+CrXqoRy@Pm9ve4Y#
zO2kW}n01~V;QC^&`$l-DZ0UkzmIrsyUdkXP<W9rYS7$$!53Z8q5sVMFb~Ogdf)<0$
ze^%xQQ9Z3am(}VJe)F;HeYls2)RDmYo3K}lcB^dIF}q+9W5RITl8>HAwHMC~AUCm#
z6=B&MjEEe@HsRNRy-U(rT)>Iv_lBBRe>Fcu-Fx}1dIG2rWH8U|NqcfI{Myz_FxtM;
z-I<F80&{mMg|S2URa155+%k;nlT&~N(t8;wuOabHqkqUi&+fl@^8RJd=a%jlEnhaT
z&NXj*Gxm4`V1Orxbk-%WyYbg0cLYAF>((g9N#oV@>DOTQp@{zAlZbO~OGWOz>D^ss
zs->4F7`M+%oBzB(Kv|Z507|0P&?@na`tGXhr!=wF%=nTs>KjK_OBWvjWwp=dtdgM6
zR&#xGf!x0%#|S>1F!nES#$Dhp85t7ulVYbi1*D?;YRTO(pw+T9s0woZ3oJUt_`W+M
z*frB;*yOsv|0!t|8;I554)U>H|1VC?DaJSh#L(~y%ZuEn`rlg;9-rB-?9Om?m6uy|
zYqaZXXm#n<>uPWYq0A6l>C6~x&e?$2vWc~5g){$7Q_k6JP3dZQ^LPVjpgUbO&(wc`
zYI;9Cl^zKc<lyyUp!$L%w+IIE=qvEkJbsfgJ&!c4Cy7J<U7!8~uJw-ahLsz>+|We_
z+ya+YtV)8%04!+O?g#i`bq|x6o=W?l+I^fEK<})Ta-R#>7+O~Ya|(MeG9)(!XZaGS
zuIEN$in$S1U2Bkr8~RrJ!U(y-Z#d<>)&$)opzlgPg!6xj>fP(#q8(Ny^%#jWQ=l%~
zScs%JpE8G94}M=OzuV6Eu{-<UG1`B0#n+Nk6Yy|*iq?vs{d434zV)pO#!g8tsH)%Q
zIFz_=2JUP9{6XdnSu{9Q)vOmx@9*yLt>>oWZe#Am>3pXZSYI_LlHaAq+Ad`5lz?_B
z0_}7y*g_zlP<)VCQ{ENzRS`X|yu3S4njnI0Cgi?^gE58BC|Za4XNp!x8I2qA9fLms
zC+kZkirFcmlwjTzSg4)v-jOjoXJJ3nnCqb(OX{nFR-UWU4%~~p{e5V;#`N|d&-}vU
zkM`=>e7n&yUTZIWYGJxI-_0~PM!U@$Nj1xe2^`GlSug!V;wt!*Y0k4=7K<R4#lk<B
z?Z-P8fpM+DULT0M>A@ViRQzeV)b`$LlTQl9uy<jkV71hDe9BXWR?1VvZquthu&I1Z
zX@-i&HCR6FLFrW50Yf+k)hp&YBtEg<Gz|&{ST?|T?vp2^NAEX-Ls*bV>NPyiRWoDn
zVs6EQNwgtqT4wC;&s0>_=I}S@NcEa1`~WZTB;?lvq$&%MMC_5`HMB6(y9diGO{E?J
zi%*$ymeDj(ZAcLaFEkjgd<2h~Cc*j+TxE{Fc+0eeYOc(6VpR*LlB@=P|32uu^vsKo
zd7&6iK?9-e^z0}hriLh&N}a-6v56RaCykzI1QTI(si}AsWXnsj2WR%b50|Kudyngt
zJ}H&@{;{BsXf5&7MDiy^$FA$0ndku_4r5%MNM*UFRO|@CsREPRSS{(}@GholzUJP1
zPYHd&uuaR(tx(aeZ`ry>8AT?Ho0bx}2uw{F8G8LtOMZ&^tD0!7n~kj(zDa%2r92#4
z7A#bBH$FVtp_6uj)jweYd_xCH78nt_BE)W=x%TVVW#FDOn0FQE#dwDonS!3z1-13p
zDnl0htQ`!afrK={+hXvg7I+mv<-m>xw$jXqJ;z~jfyZck0C0pAKiG%42PB`W+$l^c
z9%Tg+e)eXTGUs=K1Jr4H+9`7teE@U_I4FyVCIWBH0Rh5Hidjttyw+<#1$Mg%u#fC<
z(0p7`VpTfxAq=}gWZBm`wZiK5!JpyVh``ZtUT3P{@a@IXM4D_dXt+c1>6z4<#T-4y
zNyOi#`WF9Mjo0t|#TYT5gY$wGwerzx$79MwFppDV>%>KKjN;iiC0Y4mz5g|sd@;g~
ztsit41YEe-z$*hLV$Nc2jxx1^cU<X(6;D0FqXqU0z)wB(c(>VW>s`u4pdfEbXXzw-
zt6R#gd8PP6W4eS+4=CgHF5~@7)IvSCg#57V=Z7pKaABq1dGe~K{QEm4)D&8N9{#*d
zXDft)%?ql>9XVTG3|(zM-7dF(_gsx@Z}m0faidXPk<a}%eGWN$uPU?s^uJd~W!f^P
ze|N=Si`%?nDz%NnB<WlddTx<VMOcnb%=D<?Je`pk6}T*G0Kj`T<`~se@$DH_un9|8
z;^+8WOe@VwT1_36SG-Py-3N7HYQ^yk3dKP8nX6dfK>a6>lw?_CAtKNt5COO>3j_gY
zJ3#dUwd#d4N3+Po5PApgj}3p*L^(pv!;tYDe*Oh1B=$G05U&{0d0j@MB~8E{LJJ08
zO-y=>H&KdIQU{4b2Y}DLLhn418bT_*ipP+MFcuoflNBsCo{FTp<I`A35L<ax42Dz5
zc0U|KX@ww><GGx&O2;8A@sF&DZE|cVOt4i|yAmYRD~j2UuQJ>hc{eS>w}(Kb-$%?S
zinv%v$N)zd*R#4!x*A@<UC5xOxH|p;$FqNqL`^~1yOAL+55WkGdT|DL>A>^CQv^&#
z;k&c%!kU4(Go<I?-oP%|DDW>!AXY&Ys%Cl`*un}cw`g&#uB-i6jYPNvcA#d``p`S<
zWIDsn2OV?@9`dZQ(flzz9#wen;<rdx?)$2*@;sr8r)S`q5sSUCmnu1An7nZJi#5v8
z!PQyEivp+J#P5|94UwG9G0%_t|Bxp(#)K!*nufS{*IhpmUc7wZl`cH)s*>*!B3);C
zC4q7K<ld?=sXf@+wGJr!+77EFzf-Zj7k6j1a+{~qffYGL0W3;Tw9zA!x>YK9J(dw(
zGi@^b9hhRU8V3;n%3`CSyKrXG_;JtK$N}!%HP=sg|Er*6K+wDE1M(9Iu>p_axiwNd
zmb$Bbks&lK-PL|?`6A#Gibv?yH)koCzK-hU-(5prEj+V`Lp}iRp=92Z8%I}4kpAs?
z<BUz>>I7r6#0?t|X?NWfcsix2yWL&}W@^MV@G;Vd1HH0*xEXk_DH(kg_>{6Up20k1
zRsaP#((cjGost#8M|47g<VM^{<^jrlf&7Yjzt~`_Yww2%zGxHz!V!`xXP`cc52wmD
z;*MwOzJ{u$=o@nvmmr*7Rdrv>ucCI|fvwCSey;k)#S%W)Fa$H8+`zv(di$q3Kur0}
zm`q4=+{Hxp*L22GNe}2URwaE1N;ogafA5^!hy%Nzmw<>`v|2%kk01myq5c_p*7;LL
zeqIyL)=HmCUFYH+#oLB6A8pxcK750HEkDvc3SlXGN(3Has)zo0uHA4&7;|sHMIHJO
z<#D4;lvhJ^)Xfxq3yOO&q2)|&6Cu+Sywg|Ghl)wjxBke<EJCybFmrQC#N_yF^PXyF
z<|#6y&`ok2aP0%kiUA42bMK8Z3z9RKS+UJ)0BS{9#3jOeMB5uAZON~1${r5Dg)17I
zT13ytA9|cKm;>%y3FmbINwEOWILPe>dq05l8Z-NP+_@k!<_(Lw2u_e!6y1$^rJu(1
zopY%KpA2x?)i)*xd;~uI{_E?IS0=^8VQo%1_FMc2Q`2AY)7-_S-^1;q8a5zo+8AYR
z`Ifa}?ga@7N>3sa#lEPqY236>bI(`9#rQlDXO3`soDA8%Qr3qSDuibK8ySCq5mMhf
z)o#ghsk7ENV9pS_A?PUCPDEK!dL$3)RcbepZ!jumZ!Pbh)>+z}OE#>iUr<5+;cd*$
z2_?SV9ua-$y3sKzd7p7H)_a#?l|P+0pfkSdVFN!IF5gfr0_7pfML}p*9IK{Qau$ci
z@ffS)M7?1Q36^=Nl?aod#HXF0BFxOk+0FD}na*tKiL3Av{>KT-0TB#<>;Mn2n9CE1
ztay3A-^vsIgA<5<5(2_<?-rz?lYnno7x!lMCUWb#nmfBi0efqy6l6}Hnw@)a9Oq3c
zzJlRXl4TPC$K&Md8~|JpS((wILt&^m+c;oyL0kbC0q4#flf7A?rI|DzM?RqL(R^6I
zaK|AJL-InSH%ND7hns%a-1EVN9;5uAJ~CIlBBp_wjU}BADW+(l$e9gOdEQ}KsOVC5
zbAFi61J<(G<g8<5yk2o1G|5V*-Rk3>$ykcpP)W<OwO{AX&I!$N){Sp<MYo(><Zl^}
zQEl**{L_)}gz~Os1U)r3A~C<~yXTWV2ziwo_mXAeap~0Kx*)sONCN33HzW;l%K)(J
zL6~#i3KOrW$Rike*|_7yctcZ5L#vZGG^V&Gnn=JIJ(xFx3!c(9^(MmhsQ_Z!)&h9b
z7V9$+8M6wJ2sl&BNHOb`lMA4vL&$!h(JDcr`t|lRwPcp$iE60}U@8qBBi_LkB@UOm
zKq@xCq4g~;2C!O~!P$9%`CIuA75S5D_l(EP!pxKf^fL4zUO=tGZ4(fBq*CR7fDYCG
zE0}fW!uy@4VOWO!phQ&`StVH|wnGRDI7`H=>%O6H155W|<?F{Nl+5D6mN>`)eK?f!
zIQ@qeS0)N(NPb@p3n4)u3GC)7W_W0J-iiE+-!ztgo%y{$tFq>isO(E=y~t{V>VznX
zcc0!&ey6SLsNxjt8^F<5_|@jdJMyy;_Ji>+*-C4EnE9Eg+e^NFNN*2MX&Jh3eS%N;
zcV|UTkWgZJb}B%r@Dacg$jVC9H<V7r!Z}_Xhb53W`te3*p?u;quziN67&9W-?YcP+
zA+^s6_y9mZr-GXGO63IA%L;fODPqrQ3>4I__zVlP>;#+&AP^AX2jC0~1%a1m=>beo
zG_Ub(G24R}R+4l*Q+YvcqRNj^Ku;S1$XTA1hY)LK%5118fMJ!`j>34&(ZzsPLLH+Z
z%<wGe8{we<K%M1-(Ng5_n0<a~1y<!OpvgIuKvI(74(|lPb~=(p;dYIQp-OTQGb7q?
z-vG(sOc5`WauNp^pg-b_^2*o|3t(Ic@azTtx?-I~olFVns~q6VTN2J3`W9R|VvR8|
za4?f-_HG+vg%Prq=3o>B{BQ5JGPW5ZKTcpHuo@Rqx00+B_9(v%L{rb<Zgw`08orgx
zav1uhTO0b)aVvURMrkgov*Mi*dyea;7akV}c27Hm-Kjpm6#T&m`|ioP#;2v*C1Uw2
z8Y1Q~JUJge|Kb{5Klw<KDJ=;TR*s>v>L0B?H5W*@VQ*tKPDfKf4|+Ak%wyQPWWiCR
z7jZDJJf;W$PQRx;6q8}`kKRO>Oq*V^3EZMK$|l1yA0?FU&hF<&Z1oq%5qs3Z#tI(c
zIM|^%OBz_%OIU*9{OBQE&ZJs2p_~+Q^gzE^QJ}F&Ibr6s5`=0}UMv|1?>k8Bk&Dc1
z*dTmYf{dh~bwwOlgN-pN3-Ucj!LTy|Rp&j;UQQg5?_>tZgZM*SSSVf@0VM&18FrXg
z#)+hN4~vB|Mf`uv$#<?pT=oS{7p{E|9?m@$j&qLf``#aNcB=%|*RstH5-tm2CqvJ#
zL-HgjE-awOG)Pdu>63d9<h5Dj$V_KW2<02yAL7i-8&Jw6K>_3bLR17~WCwRn+k1+2
zEi*ry`ZK)$qjHa|ummAPnvMuz6Y<BGNl-vxNC5({5o)?NT-KCnF+0=%s4rXY(SfCF
znT18w5!0^RbedD*wQO*4CbKYe7diOCK=@}FNj^@6ny*1Cf7&mZo;SNq-8#G-Stkd@
zd^wQvYk6DpQ_in`a3ql+K?LgYol}<+R!KWDCPS-aGSf4F!2itnPSK~7ryYBLDj|sO
zc*1?1Hpz`)3I)UU=x&Aw#R!tdAFAzBeZk4^{1b=3@&^@|E=+|PkNadsgXn;b6rJzt
zk$iu5r=hgJEIykqr`f>ztg~ewG6o3lD@83o?PYFE$=yljb1|(PYtT3xk$lE}ca|?d
zvTU`I18EoZ_={jqzWe5*RpO3JWVJm;e$rslNYW#P&IpM}*F|m7=@OX@wwDfxI_}v_
zoBi?bsF_BInA;ms?pwW%1an(Xewo<VoeMXFr&byM3E9}4Q9ju`jU11WuRYA4S_q1|
zA~3c}26L4z?R(g1gZ-3pT$^doNq;CMy@KjvgcO>GgSvrbUSgF@2f<6aYz(*PnaEl;
zU8uG$T8p^0hgm~h5uQ9*HgCdg1|8fLm2NQiCWZMp0>aY!|AHZ(9^Nuz);~DVW(b{J
zx0zSW13lA?nI4Urq7<QEiNKwT0!^9;p4bo`N`bgZ66WEke{Vo%Eq<12L{fHb<!jm0
z?;q6b*$=sXj{65b8{e(pogAU<{q(>JinjhQp98;7+T=J6{Gxol2`^mvp)`Tv;T8TY
z|B3Z{*BWUcWR{Y2dBd{a15>pi^D?bOhV0=+OpFRln}w(1K!TE=GX52olKCqtr5hBx
zpIJyG!o0=gXIa_21@rJPf6Nn;bWnCP9Q4b9Ys_jY)|Ui9$D;?C#gbmrEs!vZOjsp*
z6FT?3zQ4ymZIUMWcy|sAgQueIzXP;)!O6_REGUEub=<dG_Y3;!D3#czmT~CY!&&3D
zwK9aM;mtE7;GDs}h~6}4TC9nkMa`YXVB`hM_gh0UdEE`;lmHlj*)FWTnT2{o_XE|H
z8WTrI&s;0MY7V7PAiguVFkHpbj~LnukoU^#_KTaLRh3^az^d)<TnI05*C}~M;ufra
z(yFQ?(Q9vD*~Lf+;IBx@WJqt>_iz00Z?!N97NcRF>1-|+I^b^kbh;scAU3cKN0^zi
zJu=7e$yx9k$ir+c1Yjb3kbAO#aAwL9HXx<<K>+|^A=JTK5BlnyD0tkz_Vr<hYxAU>
zL4=L|=3r^{(sbLlY>CU*j5^|L@yLqY7q%4C(|rD5^O=K}abNph1N<t$<tJ&@@Ctq&
zBN!01?SEeQPmjfuFws_qSZwbA#rIK|N~{`tvCc1I^d|mv)bxB`-I;qD3pw9Im$hCB
zeT<PUw77UO-1zg`Ps*m9os7`wx*3hax@8g9gn(h!wwqe#Pox~>V-cO`{Jei%dSPM+
zC*HC;2UV=3>4=7PIMz8mQevBZd^PK~TI;d!q@NzBda-I*U*E`MgS+YqCRLamH80Cw
z7}Vt5(Dxy_(dDpeQRL7W&e9xr?VmrddB{6P&qZ)I6vIUn%Lf=@o39LLKbz?kv*Nl$
z&&kn5$ThLwC&hh>p3-VUomwfh-*Sx&*jEsFmz3{NXU}lOXBj_ilHFdcetrK^_H4eQ
zwEEtPs4gi;<!g_x=G(vnsXfBO%blc4HjlZ};4PkzpC(y@=LZTtM^%)_WPIkGuWk|y
z8=o7okxcN9Ih=3WC5jz8rN1X%FBTzq%Z{olE(CUrx{3NS!di6NL&0=icuu<wS^AH`
z01y_TCmPAaaaV8Yi|aP8(=`U8`b^TNyAk8o*eNKm<(8lezNc(SzP|96<*LPvJ&`)e
zWPMl3&7_1q&eK7<zblb*TmXl>6&B}HQU(w$ikB1g2r7uyk}Vs@jb;IiT`?z+`CP!n
zbe;w*8&JxG71@o~oZp<=+&~C)F#b2b-?zb3Wqy)Hc^d(z2yiYQ>dm21U<D!I<pW5i
zQ<);X;ucn<VsA8vO&;w`^Pbh~SXX^n+y$AMu&noc<|@}>v($OemT@;y^&Y?K2~+np
z7qbJzLniJQt(|M@wGob$=usGwZJ%4BZtok@Z@x~g<)_E%29GDo*IU)b&B%yJ_Ex*M
zfBoUSE`}mYTskZShy*);<f=~thvofdqhLxw#vu_<lx#?*2p~iL;e2ATJ{%&#VhD%)
zGzPo-LY_ZkwL560O=ex^sv#RL-T845=ZH4g=&6;GTzLJ9RPa?S?d=|Cur6QIIbV?t
z-1mOfncp6`)u6Uhh+p!XGVGuBo$q*JS}i#&6a7P5=33FqkiRTZs$tXbZMLA7C4py9
zYZcX6-A(($ctVQkkM^RnSsn3OO8lLu1=f_GajbKYD<0`s>3Q2-#m$u9iHUOW%Th1u
z(mkU(g$4G*jN&{!FG#j(gmRbF9NmFqJHG(y{ZI;n?nBzq`ODH}09*~8h7@g!g;X{8
zbMsGV3u;}MP;xSRsAKi!{l40uo056Kixk`jzaR+w9E}}H%3&mk-!^Ic%d(}=IK8us
zogvmZEW7SLQYzXD`+}Vbq(!j&XyOdB9&%mQ{zQs6(sP4E&@i5m>TdllbF0N3%pBiH
z(K+ucBq8^Tx~nTru^$YgoPj-C#JE_CihVyF#7(>K8yWdY{TcVrFCI3pLmx{T5cQIs
zS-bOHyMDxxnI_eNUr*Aq2IowW??wA_v#$Qq=PIaC(tAFkD>28oklk%{(U0~kt@cC<
z$u9fCDgBcfQM$Z;#@Iw%S?(UnXm$H0(}<UAOkG<&_Tn?WuznJ&GViMD&_7($vvUUc
z(Op)?&io{}9FjndyW$upm+ez@vdX)Bl;lEhI=T%<qEZ`rEhnCY^R6%MbDAC7-*gE3
z&P@Ah_Vye{ed-$KK<>&!?-lj~U`4W|yEIqx&Gum%0Y>kj%51l%x1Unk+2XF_EC+SJ
z>z)N|+%H4X3$P!f@Z(AbI5yM<j|>ZKRcD{5cm3mZp|_!z+PIk5DEDaGhV|0sSDVCB
zooS}jD_rS3$}HD!AwR55HHE`5;t0s|vn{sg%)qX~yDs~~eE)<#v})QqjUOE4SE@f@
z9O~9=%Z?p`;ms;pKSuUOioJN%Ot0I?%{Eg~d+%3&%~u($aG%H$(Q|Q`yQBHgnfv}n
zO>o`X8p7sAwXM$G#S^E3$G#rh^Cj;U=>Bv7ZXxq)*crB_(2PCbzbvmYq}!U&Yc&s>
zI+hi`=PmPpN!R=kCNifJ<mTOVq+C0|;3Y%jjzf>?+O4Po(q4Yu`3cUEFRtZ?E}4Xu
zntWD*wrv}UNT}i@q=M0ivF|TS+Rpo;KM*iMqQBAvOi}n5xh%OCcN)9qiwu)wm@FQ|
zenx)%%VG?MD)12de;>|qYw2?bF-|1L#%Q3PBU0^tMxKb0>5+wrCDLA@EDuh<mEe9k
zC?tOEa&ydkLxKCXpR~T_bnXqyPuF(=x(QOH1Z#dE@+K<|bjD{egYyL2isnXx0PY64
zhTn&C=ZAgLO^+hJUn~2hSh3ltxB0AEfOZ!QjLl}KKll8{o+K;{8BvwWme!M>RgZmr
zSees|oaI$Fy0|{yTjvqBXhii~Vx)}kvC)3nqqAqqD0~f9^TOkF61Z0?i$rTj&pu1V
zRz#d*OL(E<6S}qXm*v_US&#2cPo}iCuRb@JX;}qiHQcccLMb52AESssHT&2xe9%(7
zfg1{gQE&uk8Lh|UBXrhlV&?(-sgrfO1XzO6pY@<{DH5cwj{uAeF$q95Q_<t^5iXr7
z!0$f_Ybd2oML)ztIhEM!k$6Ax*#k2$<D<h7Q^^x@7gzmOhcEu#OvFvO%U$^B*Wq5+
z{=}(Qma^O{AegRpkQkoqGxp$j$<ebuYAq3k>so!>OD~ttOgrgD9{uID=7pIzGp+K_
z+uPamuCi^RdS&A=Pla%n{ifMK7wy-Jh2;^_Q}^ScK-~vGf)x))6t1Crp_+W6ZQ+q6
z6;7%>iARL+g7BaT4tL)}{4$|6n3M_K_pdNQzBl%}n4A+UQA%n|jeNYKINfcY18Moq
zkhu%5UuHbM{%+`3wovrFLklCVFV2082$M8_w-o>EMse6Hi-9NU4l&fwtU;;$hqPIx
zt}R!gp<gXn$L`uMw?CSw4r<@9j9EDL{l!YIGl6_EP|MG~L)G=itwh*g7LKq|KNK>4
z%2A^K`~K?{J@vKuyC1o9P^0yD6?j&aG+}xAzS3R9gp0+c+GOwFPx5$AwQwJUqf&Xq
z^%q^5>Xvok^d|ndKaTl@a?+(=yu8=BT>S8Ctw879iOKWhud{Ptmsp?uNIBvoab&1?
zU~P!ayWYd!-bnjm!ej8o{i*TOJr*e$mOgxP`Aov+Z^k;m2FU@Hzp95MqiPDhiGaX6
z*$QS2hdH%D%iur0op3tyY!Nvn^Wc)G7$@>h;-5KR`|0uchq`a;mcr`jx)jb@!>L?a
zcXz%2tJOq)^A#WYNxjp))F#opPW4Nce5I~mwHMMqx?J3M#K6X-;d|^%VDE+bA{Zh5
z33oqq+2My@!P^0)5H1(PMXnU<B+qa2ug-IisZNd^){z+t`}0Ruc`w82rOeywqJe<s
z7L}Nm%$c&`hx0;N=OuX~PtG)P_SaOcYdUQa>+6p^evx#Hm2&Xb`Dxrrj%LCA8EXuM
zLUoFs)jhyaH2dz0S^N4y?lsLbqlZncHSGe+5tX+btQ}$-Pk!#YZTkGW^!j9w<BA#W
zce2gihO17$S(~zwkIMVd3YQT;CklJrO4`TnlPz=LAh#eoJxA4$302fz^Z#X${>ze}
z`wQv^kdA$d7#8?CjqC34I)e?+21{DNK03Oa!Hjp=W813U%N@HZ3=sS&sh5%D<D%CB
zz|$32Oj*D#m>Mj70(Z4r{C!y<^2EZUplm#e^f4M|c+T`~c<M0$+}Gu)X5aA?kvWZl
z%wQA0piaa!mh;27GN~gPv7-&e`oi2eTc7O4=-IQIW$z*tmKcxRCphWVHEW%_xi!}>
zI`!NSvF8R3V>($G6E}oD&)*#OPkKE3!T0g(eS3~vuo!3fEBC~r<tJ)5dp#vUS=qh=
zxQZ<uC(lY@I)vz{rDvz7#=?Mslgail^$VS*rJC61D2sBSMZm8g$LIsH=OG?#&dDwY
zH9`Ah;L6OAVJZhE82F_G=;Kpa3CxpW`TfZ~kYRc8F4hk75n8{h72B%yjrAq3sj)H1
zut?`YE}w;*yW2NQIH`$S{ydl4!Vhoa8iSrc|144JZ1t@BrnZ86oAa`GjN{xwAOG6z
zD7*mRU3MEI1x;>F^39uDWLur{hakNYsrCEK@bW|{xzs*y;y(=om}#R9{Ij~@&4D?P
z$p-$XfB?PYAA@Dt$JTGASIh~Tg#~Td4+j(>AheWZh5v)PKubBmH1&eF01pNp9gx1-
zIXhw(%i)1U=?>&i;2fSF!J+knJAo+*(m*7YvVxBqasbN1G)Dm|Q|Shg1p~k<@i;IY
z6PfUtb))*OB#sGP$s{@(PQLmc;AurzLP6wx6iQ5X?mIBxM#q6m&>r9oQz!-ksR+P8
z;c{Fw|3NL7+c0|CTITVBn|tRjziv`+n%I$qr6*-?U(X}YxcjP^)O7o1-dLaBn?Uz`
zlQYwXATHep&@-2nSlkbIH(*5L@+KtHSu+1GMG7cXzy`B0Ep{vjFs`zCgDd8p|Nn;u
zeg7yB6#wu#;97~S%&3@E!YPS{YT_)p#M*-zq^TtP1LqE6_)Pe>-<xSFp9IickBQf>
iT4{qNPX?oS0llaGM(Pk%1Z9fZ_b*8b$O!iDm;VF*z}*)B

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/images/image-9-Server Room Interior.jpg b/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/images/image-9-Server Room Interior.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..69e5cfd5fdf57414790f19132886b1ca2a881ef2
GIT binary patch
literal 124701
zcmbTdbwE^I_dhy_fP%<_GKxq@H%LmC(mnJ5A}I_dEg+0Y=}^)z(lGSULx_Y(cXxMp
z$M8Eo?>Fwff8Bcr=FHjWth4r7v-hgc-g7&CI}iFtNlsA?go6VD;Q)W2+bPg%&^>&7
z0(`uC1Ox>4@82VQKt}w4i0HwyM~_L!s3>TtsVFEZUodbnzo6rwr=(<g#me!Lho7IH
zhFMr#h*yk@kDvE16P)|^?>``VKu%0d&Pz*4%lrTNb=wFcy@xk>Ck_{f4s?eU2bUD*
zwi!eN$ccyZ?+f%_FPuBLck%EE?%gLO0thhwfbQVn;@-K7i-&jjE<o)A+y~ty#d}1{
zBaQ!9)0BYDiHz4TGW{OCOzCehWMH3x&&>JDeZnVC$)8a$GBLBTvhfQDz7i4^dHqIK
zPF_J#NlRNtS5MynYHnd^_1@YB=Hlw+?(xyn%ReA6DER9)L{xN4Y+QUoA~GX03zeOd
zo0nf!UV*8ss;>Fj^ryL{wXMCQb8u*QWOQtNVsc?|X?bOJZGB_&;PB}9<n-+P;_|Ov
zI3V2rs0AGVquBpLFH%6SJ9qEm-X-{}7tS3I;EhXq7mt<)|B<vNfvMADI$pnfWHOQI
zrN8gf^Fj8(X3hhIPZ;<Y7!Urc_OE9D?-cv;|4Xy~QS5*9ngl(-#Q_EnmlPxkI=j3G
z?{;S2=)6F-e`>1TH?dvz6wV&Fzy^&}FQQ3Xr0pa$krndb4Qia!5A1aF&bBZogQxV-
zipW1M6!W?kOK8}1xT=-<Y|W|{f9Ql4vTy{Z*`w#R`rhuIDkE!F;l$5J2$n33<P961
z9&Q+jRUQib-!nt&EBSd1Z|H_D8-8^y*bj%r(4(wn*gqy=o}nB>bTK7`wN8y_Z_~!2
z+!P-<lYkFwW3V977K1kM`&W>xC4c=he=tU5-<JB=Nim+d`+4dwTVAh`pPRO9u+_v3
z2#dJP2;WI=m`nTi*J&M8=M;@sA-<|X^vY*K1?P2$L&YC;m}zcgmK^5I2yO0UIx;;7
zY15jZs?0B=!IB0sr)2F?C0oh<W>EmqwuR`>3vxcoh!)VJYZ_8aLz=?kx)jKV-wZ~p
zGDWk}k`Jrcbi?>GtiJ~g5wm6^$(u6}nhFFcB@D%I!C(OHhOA)WI8+(#4K5^vDw4DL
zZE43IGuE;v(*%)i2<mxV*Ju(Z%+t(82Ge}+5a@WT)W`nFd0Y9_lCfS0H(ixJzpd4s
zId$X0Kbf7rN4}qY!7Xtd69qpsl~@o?wa%0x5Q_VYQDs)Ym1>v~YS|SP#=Q1=5X9&|
zylounvYH*t;}2E&i?*2t^}L_Ir4C&`RWDL-@4S!bQQV@XtQwG)G}04w<B5CkF3fP~
zqv~)T4?)<NRaTH!R++GoxKZifs0;LztXUW2?(8NG)t)7oGokTcN>^nn2up;hRE1L3
z-n1;IYK?1q@IASk`fJ7~7$q}cRJq$ZD7e%Iv!`0mt?MFW$@mPs{Q}7#ga5>6%7Pfl
z-VI36!1cOM#bteXO!&vcW9R&?Oz1m$+#~vqU)i_a`8)L-guoWz>_cMsn$>UF>DF~e
z8s|q<`xjA2=}pt=a7?@qIwajd>meqfPbQjo1#FPN+>|fiqOj*rYpRk*uEj103&=pQ
zDXA!FN@e&}lIP$ks(}?k5ExT@RT%;SF&|k7U!(&m^q+^Za->kfrAWiZm0X*t@YrHI
zA#nWPNmxCv_eNbLJ@ejTp<jzMa9l!^C*=t(mhQ=etAGzjd9uW;SHf3C*=5-q&@-Lb
zmqnf_vGn4b^jhu0xe7(@?y_OHky^dJQsQ`W{#>l@h3&i`&%I(NGX?0it<sUSVVcO8
zVO0%aW@{q94-qS7JVLOt(ngRisFE$H#3^KF;b-6{5%UtPen+YRGmnFnzsZ^jsft^Y
zm|cou%49;t{b$ZaE5^`fBcZPq?&jdA=5T_<VNy0<k}7cMj!ugH{K@~x6yml>fZMl9
z^wPWCtK{;*m@rCTIdAiy$)*|`a_%9?!OCkrpL;3df<0#j`mEo02IkIxY^9_$RemX3
z<@r&&BF_mI_9R@6PD&biiL;v2T>i*L@A*ToQO+aLAB>i!!0_@~SGRzYK<p)f_<jo|
zYee3;Ig8(KLEo@aqwpa9fVz6V>FY|}u2r?RG|j1ljT3<<4S5m;d5W~pU%$hnA|;T$
zCIIIvv90p{nqy7awcup;!IPzU`ayKCl;N|8mrg=(^wY$F2;8aJay_qdJzHx*o4Zb5
z$C4WgbiD<aAl)lJkU`n%nl0936`BgBvSb=OEExz8@RlMo=hykc{=T+aArrE_O~yh6
zr*P79f9$TuR5HYc!Dn?OYX9vLxD|1PV9%|qlc4^_Unk-d&*I|Y^!OixTTu1A^@8XV
zVevrlNC#f#%hewvH0F9eadh?3#Xk!1Z2wN$zW<)IooxLyoO=Fg1#g_*ew*h_T6!_6
z+CD$pz2tB33KxwZX~o#SSY}0KYqj!GAX;d7^s#83cxX*9Q=ZUjaj$T`nsAW~b$|j1
z)Ji;Gj%>)_2W^0+S_}DNY!Dw=MMgZCzG@%~8IBTb8f8Y|8{u3sorJs$hOY03!755b
zUw|uG+0^)@Je98X-x&<rFo^pT3GFAGWjWe>x=5+xH<%InDI<GF+oi5^4A)=3Dx-?|
z3iHkTOcnq8^xAIyL19fWbo3`BvNOi*-$^VX-6JDw;1rEOJ28CVEr`1RY{Tf#UDVur
zo$bR!cDsiljJt9wVo@^o<*XDu6stqojv?>~7Lc<c9%jz;jrrsB^sGTCo&g$SOh6Hq
z%hz(VH<-yM2M;;UwHxgwe%WssaWy<d2lq;=Ak+HPj6GpSrd05Z$7lu0FsVa7q)0*^
z6Fv4<M*8;wbPd)Kqsi^%Og*%@^#e3$=2RN=QzG8is!W-D%xM13`idewc4}3@1Pc==
zI3~#|wzDJ~Y0XiyrC9AXSgo)0TDiu@<`w5t9H|^aYs<_JY4`EOy}gH}+v;qsDGawn
zvIHYf+<%LIKFI-lm?};ftse`u`Y%i+o2hZV?|zb!De2kP4;NYDLUFji&tdv$0)|EQ
zd7OG{g(wRgzN4<*oQr@iH?9e|QPmBJz_9y26tn2@vozG15@u{g4JhU`UwUcxzZq1>
zEr?QRqm0(fWjHX759G)wtEe8^8z$#`Nvlh<#VF|t*V<-Fe_l)IyrM@_$h%HK2Bk|q
z{w9^O9p12=v(n>?_f_lWba@0Vb7<I==fFkd8pUJfP{T076EBg4bn&og5`^wbkj+k&
zfBqG{p(r+M9*B!ul2iZm%(E%nkQ$@?&ya;{kLor=kKz{eafr1?CD$@UQI_m83o0uc
zN0tl%%0Te+Yuw3rYKPNN)Y;3kkj!8#60sv%A^D!5kabpT*Nf#cRVi;_Mugnd-drOT
zlSN?XbPMY9ga;BFF%N|=mb)24Y`1D0xG2RAD;K?S)(K3FNtH-zqJJeLJf1%2!>E1m
z<kx|t!2wxQwE~*T=6gRc>YK*~!G|X~U-_-ECzmAWMDRfO`Q=RSl(+BitIEfk!27p3
z+ZzikLiJt|AY2(KH%TM@(m-!P0p)+rZ$aOaOwPLCfnL;u;(hn~^R5dAexNLk9#%|<
zX{DtglT0FSL4=vFzE<dN<Tk@`v1Hx~XKehiTM+xzS1vuYdGD{0jT1EEQOJ1%v^y0t
zlyKlddTlGL#+^5%7OU1G+@kSar>2<mIjUJ6dzURKdMdj4;1)C|Q-fkjJ_xNPja1=(
zHh&9B>9_^?5WY_(xjs?9+ALd@>*R1_hB+qxZTI@~OCF6#is%u&+=FPF=_}rXpsC5C
z-62@7oSS2oYW_BepUM#(z~tLsCLiKxE;duo`g2^_d1VWD2n);p+=9fHZb9{d`UqR6
z(M8%@5H8tpY<rA_wTy@^x@2Bg?A4RZXEmSUQ_@iPvq~u!Z##)Hv}>#NQr`XgpqY|Y
z%sWcNpQ_=Cl~y+*)00GaYlZ2^F{;&#UGnO>VaYJBXpLA&hvv0|M66I@*64A>B_ZJW
z=2mV&6iK#T(zl=lbn4A5$mAfWk9w6WOs#q7W=KE2Zu5GwKBjR=tNa$!u!R+f_Q<u_
zemHfdbsP(CjZX58r*NrnmF-_1HTr|Lo}Qkpn)w-UL#b;~*5vXn^RG7M!u0)__ubiE
zGM2Cf<)_WsVK@CQbrE2j0iD>IZI>3ynX1IxhPx{VMn{<NO}!d=oBns7${vctevN8m
zf@;g>m?{);f?kSCoV+)lPT2jB58PsiVtW*WN^7wA49B_Npco~+ra^PWb9^Ol{dG0W
z?$x{C&XRYge6}q#)hy|Ml6^r+GEb)Zp?$nDcXT1~v(WF;tZnEjW_*dzJOKPGOtP9y
zaXJ&khRgmKvJI)#Bg=rhYJI{SgBddKp*Pw7X%n|0OW0$D*Q${+pUHA0vE8tKPKDwt
zF9R)V8S}K9-%)K6F`=G0=}(_6=cJ`I`<I~hRKL#;Sn!XhK)ncGlOL1yJHs~R1Rn}#
z#s2PWA@~YudCX;kI~1w+3uVI-P9VTE5c*DQnR)UVR)d~V&PJk_WPjwEL|Pf~$#3Vu
zEvOt`E<e#QA>fNJ`YJr}dV6+w2t*}oO{(&an3)U`&05Ib*d{Q!aR6@;UN8`Nd^l^e
zN-nM=`K<wEcJ86z^WHFMMDCwT3y03kyaHd&k<4LCoU&F3yXo>&?gqvi%T&b5=*%#k
z9NE{YQiOAbdER_y*(!_5MGamJvzsl<+DXTkfQE)5V@N|G8FBAG%fsUp(1D5$jH(j5
z{!^Fs-%=;Hpe?=Ei#;-Ahx~@GXe>&eD|260#Gj{bjQg<dMw9RN1v8G!5&5`35Db~o
zJ5Rmz6=*hYpQ^kCk#0dh@$jmr=&j3iTlx~<R-sh<yJT+EWvMZgihk>Devlf?j)lj5
zySDs4ksX__`8=I=dJSrr(!Q?hWVf$Omu}kh!_m;7-A<_)Hu2fv(<=;^3AbDksl@ug
zXaK3ig5x5~$O!_Mr`Zq}m~eRBe?)xPKIhI);~DlI3hnR^k)>Ek{PJ0RD}RI`<n_>x
zH<cd-Ed-7;&y$?#sJpI@HlRZhlU6SA6SCqiI?6!`oYLW~6Yhp`Y9zI(F2mS6HEs62
zihWCJaa!~)gPD1GTvpoV7G#>T((-edBjUh7|Hz-M6ZNIs=XygUM{-C{@XQy*DwpnV
z6ie<QP<`!Whh>$8O&TX&Ha09kX~w-Iga!-cZ%Rz|vkiO(pvq^q{mT*NO{XWK<<vgU
zmD(sQ6K+A3L|Aa5Q`SaElFewt*$TYrC+im5vRh`9cu>J`Lvye5n(C0BP)QYFu`;C&
zh1(<HQws8fJjRUUh3vmOa$`uR)C%Xc?yQoNU6-^<d}SAWqjJ-7T>xEoE3A<?aq404
z(q5ij(UlS<=}fHfBI(R>>ESIA`EF1BB^q}yF7Eq3ximIn?s@JJ(ihssT=`!3t#;I3
z!u<PvwKtXSve8BN`|7~R&6#7g&UGxd^k@shS6#*jF_=m_hcA4$ARI8pHrr+!e@jSx
z1kZ9JT-I^&A)Z?kYl=NA%8+-ZJ}j$bO|44uv|BfcntFhecv7eI7W7$LaLEsPI)mrR
zB47HOL)K&!{&D=8d*M)ckQ2U#NX3$xkeFkoP8-fzOoCDRSPCj3cfQLOfXuVk_~Uyi
z4X3QBh>S5w?+oj8wHZOubBY~DiH#yd4KZZ=y;Ffeud4IJZljG!=QaD7*ZYMXb~`v1
z_Wi!#Qddubc-GaDB+d1qJm%r>-g_AyvF19H)ptptJ$}?nT21tit5f6AcFY|)?K2Y*
z5{<fQ$h0p0TKxreHeMWo7_@8n*H=~(u7?*K6PJsn3=)<DXRyiWm9QTVv$%ye^!tg&
zUSI{lB6RE9<6E;Ju<k=Eu-R#W;Vq~L96j6iM&gcP@yVCWkehdxL%X-2(IFr%=r=%(
z<?0{V)>G=3juyVX1r_H1!7x|Ln|0rUHlsIm^l}TdZbA9#C><K_gY*D*4%J2z)EhS2
z@H;nbw4(_Fu(2rLn6|6dWSf!tm{v&vUWtDH-0Z%yjjgi=3gw8C)IdBs#$`mkgm%X^
zyST*u<;dyAF_~0i#MkRYacImS>&<u;Qw48jx+0QKg>y36Qr|;MS)q=FnJg%%w1t`3
zZ+J+t1KmJmgR3_(U?FOsPHoq7GfbH@jMkqj6QFGi5~Dl3nUU9ePT!{;Qgdw^O7H?X
zc_3HfW)D$pY-SUb@y|$`$I(xF_s|9DJo^VRxD+VR*QKoL8}pOcL5|q*Tu%WzI+CgQ
zu*>yg#bw|hXZ0~~Acf<*U&~2Ov$cl5KED4$y0Ix$-=J}nx+_1-y`)BztL@(3eIQqf
zjLSZJBUY=R*I5;Dl`G=Q9A%pT>fut?noV`0b-%}YP&9sYt=gCyy=p1P#zQR{d2F(!
z!)0-I+vF!k?C@T+wV0p3!Sa!k+8+dA9LY(6rgjOu2-=rtCaHwTcC6JHGLr^UEOJd*
zP7tFwSuKd*Ei0MDnASp%$h{07b4{61-L-(;IpM1p62T2=eHd-}?v9umosR8A6Ji@>
zuQiI;!CO!!?kL$F?XmEJ`qG9`-SDd1q_}6nWPP4sx+iCMA%)(HgGP`m$Q|Tfm~!Hh
zIw2EaUqHxeT^MPmDNELPby{yVL_$}eSe)oO)LyjxaBtbuGX(&8f=w*X@T`kx3a97~
z2?yWCuBS?L4jmU3qy%B!Zy0z`t>e{1xC{Mt5a_GY7Sp#6F^@%A$)B2|EtN+xyKT^p
zc(jwYI80V=OC^s6EpN1DHV$Q#LeV4czLDbstok}%$u9Na;+$kfou9Te2MvHiS@)cM
zHf!*-q<f70(MGR$^GZwKPgd=S5H^;tf%~EEMeEc$?)HY^v1p(Yk9C~H*k2OPP`g&~
zFK+0PC>1|dO1hb}vV2}2RAVf^N3rS9*J&F&+}91WuqE#GT0gYqdYfJ05YcTb@)pxa
zKa47=YU>=-^wGOOqOzr0Cl&FxAAixl1@Y**wN6kvMX313bg>|QKi!RYaVAW9d~#Cw
z=qx;U<BsTrVAC3B6wi03RJ4^rMDmY*vkC!Ty!yF>N7Mc~oO*T~v)LJN(n4@vtRsm4
zUc==AWY!H#Rdu<b-|%(a<la@o35HT~>*<zy?JdYq^EVdbTj54hrs|C?D|nbuIQy@8
z=4PGU+lE%(f^<`r@<p%$R!cWf9m`D?Q>u_xG{28?VTR$~j&r56h2l9b=8kjquSW#p
z4{q3MX%a@nznVOz{#9~0XbdmR3SDU%4QV*Z&Pi8x7OFolXxn`?nA?Ue(OJS44t>t4
z-iNza3|bQ`(<s@%1`@L#e9Y#C%6Ovi(+VCfn`N3Ss4{t`mnb-gMz$&z^)5LEi_ue+
znL1+rVfZm(Mn$k>AVD@{UO)0+Oe%!kl27fXve>aT?>t1;M+<^n34c}9?tiZRfnc63
zs;oNoSGSFc%VUT;jZ#pyI6MC?tluhOxF+Wh(R3fBW}cN92)BlR#|PKa#k&b=$7j@)
z_qO;F9CZ<qx+osMsruelB<5$>^;s2hoO?TN8r5g?9BC&~BHDgo%M7>mZk0pbvgDt0
zlF{mogz~#otR061q+kyxddN<c$Vpxo-fP<VhyOs{_&W>?pImCcav`1~n1O~E7}ZTc
z^`>DWq5}q1E^ok`4VNpq`L^(rE*YHS{$U-yV*%m^cMz;LpqL8n(b2;hwa7PtiC;Ac
z^0H%RzS~)^L*F3Li>-uNuvZ=Q`=z;?&6hg2pnqTk(-*q#@7i*pc?w$TE;HkB&xY@~
z7{lS!2$`YhvXvj+e-bzfM+MVKrtR%TC@rI6+S>*(@zv<z9@wrx0)V2hWR&p}LRr%8
zAXw7g&&3{5CwM|Ho$JkpM9?1ZJmB=5-KPK`CQ9`95HVy@Yv3;Fs+(~$c^r`(x8iw8
z(UqExR=lL>PI8i3w3u-f@c$?>ChaT)e6m?oh-`?fJTDzBW7;wVjMbuBSm2K)bsZHV
zLUXu?jl;!gd;9Bxk~|rXGD1qmv-VmNrHuG`3u;@)JCI6fVy!q*ZNUY5jf{(o@KcVo
zi;TQ>5#F|&7?ZY^kS!$Q8T`pE-8AMS9zj<tkhTLIy}`4T5(XC#NE>GMM)Rj{Xr<O_
z$PVU6y8H76&dmsPY|5_*jK1|5GK$MN>tV82c1f<0<jJS?P$}4yeOq(YT3}eT)l7W>
z03aCg&>Q=+S-j%{jn)pwCo9vLp9znE@O75|G_`KTKpFJPFX|&&Ch-&9&eTSdFLi8y
zhuubeQ>c$ljKbHfBoe6IYx|!OZ(*XRye8l+e?*Gx<ef`xH-Wm0$VAVxe0KOr6YAG3
z$Ut-I-$*(Q46WPT<zzVEvrlqnZb9g5AjG0g&|K-KijECqI;O)qKlV;W^xeo(mLi&<
zHUF{HI$497t8d5oUBf=s?<zTrj@3~zY_>%Jx<LRXr#p%GYoe(MBOwo?eAo(7lZLz>
z(|im68><Ir;YIx8!m+*;TYV=x>e~@Jq_TjOj!M=F$Z?;1DdM@Af`m7vEct)>k^qgC
z<m4YQiV5s_mX*bny)y1@(~0`3ai3uyh}J(-2{trmX1a2X{Z5JQ9%c6(m}lH5=1}RQ
zO1-t{|6m_g4K}u{>~e9be`siI7&|PYN~(>X#0cEHRW*d9Y-$~KHh&jk*~YU#x_FJh
zsHjef<q^|<aRhM#<CReAnJgIUSM*3MHOI4&M188&aa@WCm&6&ZspC_R*BX9N9_T#y
z(j;fJ>X#1uUK|xuM?=4z-n+JghJ&gx$uu-wVbObLbY$=BG^V9Fx^rcw!-_eNDPOMU
z1(4TgnXgKg6p#|<8y#$Dde_F=zKCtsOnn=huoJDzWidNDlaG1N?3_^n0LEGAFhlrB
zMn;}Jkl^@|^%FY;W#pxzUcY_>*bHToM;1>zsvY!RV0>II<@w;~MN_icisZm=noX_R
zrQy@-8@6zN(+8T#x;N65{=2R4m4Z`~9A_U%!oCrKXT?P+o~c}G%qji=NX8y(oY-+B
zN*CMR!w?q7EUuUf7^cJS>Nf*@mW;UXcw}ZVgdiSSBTT97XGI~+{sEm%b$<2QtyRuf
zdz?O^CNDSI?&?_)cpQptcUfQGf?gMwNwT12uP~8jb1Y~bNtWU_7ZVPzCB1r)#ob<`
zpW4uO<m>@x5InzF<sd@Q@{5KwecN@=E9s<v%Yg48rredC$+V-0HFG@cn59lW9A*Wk
z7A~?1A3i1{bO(ZK3$0N>#PN_Wj|R#4jeu3ubMt%I<^YuZG5bCu)&ZwIKc8)<dP9%6
zJ71hQgcdMX&89I)3t{j86ad=Q&D)##bV=LM3L=DE0Y^{`jGgBWQqwi>O2^s|kt(Jk
zt+cmGv3$Z^Z=3ha@%tESZc=HU_jAZ}V>Knx5@EHFaIC|WDygN0x!~NjxCOl%6N`YR
zv^SL#bLASVJ!e>Z)?$M<8EQzt5H(J43o164Gz;=fePQagMrA9f0ht)T>Hp>Jw52b*
zKJg375PEN{r-5@<vEY%<EvV^7PWBT0QWe>T%c{T|-FSiMvqH<aK9@mLH_kUO!@dSh
zLwGUt_q9CaT>igpwa5f5v3KM2*KC1Ps@L05Ch+3?rQEzd_!!d93!(lYq6sk8yyN`L
z;w4>&pWK554~G**TYfYEz>RxBI7WQ#4RDgy^MJn8TYZChFt6R$MbGsXR12I+&Izb5
zFn&_;Y2f1?P4>P8(GaUtuDV_h6~mWS>MOVd9GB=q_7K%=XZG3|SBpijruj2Vl$|nn
z2c)hlbU-mdap8Q5VMG*sKl8unM-J7wUoMe6Ja?aZ{Vh0^i;J6QjNwzk`9oXL-<2<a
z)L;xT_=CScjrPgI7fhN*naXo}a_4%S_#8ZqN*S=RwhGh11$<{uom>5-<_TXL?B%7+
zE}}Lfv^3#QY(4&n@NIcjXy68D)yrcy!?TfkX3>g9(}Nlxz5npRimHFr;XgOgF<FFf
z7+E$qN7a@!9~qM%PFx#?-KWCh;tE!z{Idt<4vLHk61hYvT-@E6QjZ?B`dbs6*GM$Q
z$yqgV3hm#gV&f=gK!$~2PS`qME^D#&bWtb;K^|x-%hG<+lE#+r=LRYh%t<O)<2NWF
zP|+wkmUoqpDvo``_jX6{!Sda`Ghlg$Z>-!sh7_G}0gmnuprVxHwv2Hq34DByRRD21
zRR<#FF`Bh)hnMLRj6ut=8qika+0#9z*BYCNs44Opuj$B9rH!n~h9uP_EKzHdnIWKG
z0#Gdg;_swuxAWl8BI3Inf0wO$iblTBuB|i6C`%K!^yTRHz=>GJ!*vk>!aL!g-vMi9
zXr!=K%_;g*x=ry0De2Dx_+A_U6<*fYKOi<3$lsW4tqv8lHT;pj9hbu0uR%Qd<zH;l
zhC575yozR069C9KvET*2jZdBHm&>)3+^kub<x|TC9>G)DD4OND1?}Ynxd8YoJ<T$_
z>6c44e~Rfz=2p};W6a=gpMHEZlD3z-{}$9}c+JkWW;AF-RrM7<&wS0^s}eklG`j3R
zaJCBJ%>G$kQax-(BkB-+DDZ=`r+}JSX|3Zdd$r8%hX{R8sMil-j=KlEzOH?|e?h}!
zivfe0ANjU5MT~#J#Wm&CztEx9QK1*h8i|#4aKw(qo{@PG49?5_m)d+lIf;tT{FBLF
zbkbq{7POY(YgT5R(@PkiSc0axK32b4*QvJfQ|La3IRB@}IYvu|LnY5dIk^Y5gCzaA
z2^5@nz*UZgHnyR2GLrK;D``W10u@fGl;vFuoD<umwn(W~w|kO%`87|!x|&9uCjd~Q
zj~-%AqN3j1YsAOdI22x%cMIYZpXGjJoryKmfY0fOevE(9b{&ug0E7jN&ApPLL%%L0
z>(saGQn!)t?mnBk11^Mg%eDMQw9(FJZFc*bWus$8^bLDY_aMz;f#A=8(|%P-XWoly
zi1z#vng(h&C~PluB9eDPq}%)K7PL174}8s(2m5JsK+ltS;8z+<W2DF6SQK&nOBE0f
zY5UeF(qAm~Y@#sP{a7SDFw{+O+hM5+A<ZVtA>F9e4i=b2ISOPU5LojEBr{8hRh1)n
zpB^A=7;`e~EhsMHV%S^W_UX2{uernQrszk(YM+(z&vp5N!!H<awr|+U%O7_=J|Faf
z`D9`cr#y9CulP8kEL{*55A)c{DRDFgw0s<Fx=<lwnnBVc3WWhnxVe`jAG7qAA3A^V
z($Xm>;$G71ACGY@74KfOdG%RVhK5`ydq8PPk<K&c$o(LcFhG!)k<7^bO<B(>X=JF@
zD=ll3`xDs$+Xh-=_q7jOIunOB6`I}S&RL3-*{>cD(4zzmREi9KMyqCol$4S25YVHA
zdT2LWGc!U;CmwnB-7Lu?Z$YyHRAk11kuLx&{TIy8Eo#y7n{&%o(8JY&F_ZZM@^sIW
z+7|rD7LP#Fv$=EK{QDi_-|BT-UYocM@GGm{p%XjAYnggj8v!iw9Tib{sw3S~Vl(qL
zADg`G^A?SZ)8$YU?=c_BKk3(Avdjg_vRhD{-04a7fWZt>-^<a1kT1$hFU^7a*?vNx
zudzHt%47tXd5^CPNPb^xdpwQEefvP)AVN^<X4};yPeAMK2x=Jf%wa{6KRA#IEH5Py
z`%90*p__S6slB^8-rJt+To3lXW<zI5rf(}HyD***6(QXSMvhDmwTCa9a{V5w)9T2n
zjW<)}%~0FUDkQ6b3<6a<StFZ*?*WiUGDv#wr-Meb^Z&w~L&!>gW%4<nmG)bZd~oz;
zTUmsQc4l{nJ%dR}mGP6`j>~P6sJl`*`QbZQf@}7apVfQ{p6w?m0v@`<47JJ0z4w=J
zGr}8njkPDCbnjBOm4Iq}kpB?^$~t~0^#Lb)piT$>*T4i2uc|%Nkm%!~@5Lr8^LZJw
zDDCM!=PyI~w`-$0ccM~4j5T$Iri(ykh!`$BFt?Mu`S#>F2d;^iUX%CJtBjhAB9BUG
ze`S9}$v<#c$c6b;MnTMv*bg=@VRLcfc+7DPGi1&o3E9$F1-=k3Lb0slj6XH%WU(Kb
zQc}^(Q7J(oc%3mi4NQ`+F9tnHFKK#XzpOx&s+Q&VE(ZQRm>z+x3*c6&wKZD^bz1TD
z5*MKTR>e2?D6=DC=p^H}b0tfQ!C`bi*0mnuMbjHXxMBzK(-n(3mQ3c3sSiE^C?04c
zQaepvE3a^;=e(;iA;U;U)d$6QQU?LVUd}gjZI{}!N>@XIpmER=nLd|pM&Z5q!T1h!
zB@WS8RYoWe_nD0tiYkyDuX9)@l@ng8xKey(U9t<%dD`Ag3UUJtqi>=SFiZ7{hfUGA
zR~aFA?bdlEl0R8risP~4wddyXY_kdum`+=g-Bj44-c@%h`LgoJep#~4F$>i+4a-PI
zsA#?ehDL)A(&$r2?BqhJkX2rSOVv@-*Bq4{Z*HG9RWd~wT*H11Ntyeck9}03EaV{2
z71Id~E5QY>`R{M(#}C!DG)E~+C5JEi^tj48H?5M)CfAa!nQ7ookHAV_HalSj-j>C!
zcA3Hqt=}##3Pmbfy#rBaXW|NseuPc%PYJu#1`@pA-HAE-9^N25nk;lA`dIj|Ans%%
zbKtn$^|?Gyorq0UVvkc&rLVU_BfF!X?C2J+c`mzq5{XiEt7{>%3u;P4PxABF>jc3<
zhXr*V=FjzRvNw)%S3f0ZrlCA}8ZWg4p0eIoMzF%{G-4_=RsNQycamvluURqTS?c_?
zU}trZIRo-h?c?#N&YnH4M+}rHIVERkDw#t@*-DI1Wk@>qV0X?$9aiIc*Gu3#Mi>83
z`o|Zc!#0b{%T#QgOH_?{_(<lNCh}9WL(6y+kD{`o0YxBLMM5@?)ZKY=qy`^U@JV8G
z*@NPD-b095CWz*nN<qJ;J@8*%gtf|2;1Ti(%IMe=upG=4YQ~LGE6}xc>U_zP2gccw
zwK`)Hr7<0AW1mk}y;KIu1|ORJ;?jcO97|$O%0#MaXAj&wHCI-)T>2h2Qj~6R7T=uC
zEkGiIk-z`z{4M&yYXGLUctdzhUes6c=18)_mRf9%#O=G}D6r@__x_sg$v$;a-P<WF
z7GP}_#g)ZP9V_#(@mULZ!5dUWz9;)RpOzY$;N}$GRM4^T<GlVLWZw~s@p2oCj0_#+
zY>G}{6%!E%7fEldk8n;lkQ6Bz<<0xeZfrdKkvZFz?t@E`?xU>8kq56M!|lgC$WpYt
z5H&9tj&qe(%d9s-cl8eYa#5r_>$1vK8&X0-DASsIr8Ep*<UF)}mA%lw!d;xj)sW4&
zl8S#jTqlRfL%c;fwKpjT$>G-#NhGYU+K{Y*H0};wnYb89P_>zQbWb2ZD>1Y{@mb`#
z`_1J&AV&TyNg*4a%V+_<Jj8~*L3Jaz+`c*zS}3MwU~U!8_~~gugKRJss~s{gZhfpT
zxwl@d;HU4Wmq|dyhDASSPSD==wBCPMb<+;q%7HiGpqFlpXwHuH3b=gOqznh+M>4o~
zDC#1Y)#o|w<vt}u3~CxUE}&K2NJ>H=4uZRc<nJPk*1$X4YD0%>`}w?v&0J!)AddU)
z+cV)#V`M4Mz?7|U8|v4$pnEALB2zdgk?>aJEcpnT%OjF=@?y1`&?v(+foSIyuZQ9r
zJ_Z!>G|c_;G*ZKl_vHMs_-v0eXI&>#&&G@D7eWKpP&yj)W=cUzG&f$s($D3=OfCcp
zzX+b|N$wGv4so^Z7vG#1bA<JQeAvogy-mn<jm$5mzq>Iee$S*AX~zZX>$({2`o~#1
zH?d3zr2W$xR+0GKE{Dn;>l)N+cMBp}gJ$`S5lm(<kf_->)7@lR*;M?vN$ri^j`sF-
z`;>~Jr5EY}EKM<Sb=1g}Ci&I&;FYhNXMzjD6qW+HNL1fGyz+HTeGe?0xVe1TQbg(!
zmE}Y-=WNOUJ?NIp0UoY1MJ09S#`@6WxZus8Rcx@k&SC0c1nUjks12X&mla1KEveO-
z7@sztX?b9+T#JW0J=EgnOBH;@tXw^|ip!dSmfoYKk{`Ml3gy~XS?es~{<ap>G&&_)
zMc-9!G8=jAoRYJ@VdVdcJa3PS!jnSYOg|~g2lnlQs&LO;dJAPCe3szS{AIJ8nCoxH
z**QWQHF;6BoYqB#1Fjuz#!Bqg=Ul#LXYzUIxksBk!idhH5O&$aMcnfUkIU#womy8_
z+&{inf^&1(Pe+BkQ`;`As<%Rthp4xpHuu)e9Xw6avU#Udh=t@Jylr`lnO7RPyF+i+
zt0^C{i)OxedUN+s0d>WL-Ot4i&VGsC;oOn!he>X?T{T5-uU$3$I1M_@x_YhYDlSj1
zuqPk8r*f1q=!sTZ7ob_W8niphz6kox!xY;O6MLionLU4CCtj|UqGI#GP9!XB`k4Ee
zst#BK&s@0SbY$=@$mSWJ3LBCv&WLas*Y=t%IXkm#3Xl@avK=6E)jZcNRphd=WLmz^
ze7m~T<H_L8p{B@OBk)5(ze-E?4a((BVX*mZsP~X{UUi#UsK!$Pv%!HP#(N?U6;Jb(
z79Bd5ws%x|$!~toR^Isxq9Rbz{$?ii?M!|Pa<|8|>50&qgq0kgLLP)cM?_Z7T(Esm
zOnZ)v)?G*w5^xXo<8vm%2+NYat^+R78_BZ?ppM}px=0v77{7_v<&pZuN@X~Um<|W!
zgXKX^2sTR5Sc-3Gl0w@h{cCuk`~U#T)T^J5P3Y{0|1mmVVVP|+hJHw{iS5NmFxn~u
zrnl2~efJg=rY6C>MKxa~=~u*OlW7mj@2iOz0rE9AQN9CF9m&HT$ID^W1A1-83lIPO
z9%n{XrXhJu>IZ$8WT)GskGCLACx3gAEuFd6_^5~W={L5ilRm71$hU(&o%&wJq{YnN
z92kYI>96^8QuRHy2z{+`?X%bwd)1xtH4N#dU>tLY9dM{=9W&MdtvhKw1zGM|0m^ne
z$!Vy>@Z2=?Gof*XahNOx%S4%t0(EtMgPr72x38NM!L^d%Iy~8OCwq$S{u7CDK5VY9
zYsM{zKtkhsvvN{!u$Hyu>5wk#Af99xRGpOH94r10P?j}Zj)Yal+e7jglu-mfMaZv>
z8QzEROYTczF@_Os(ag%^eK!@73r5+KJnEBuH6+Bc$D#t~5zck|z@C)71z-dceVJz>
zE`pokJLy1cp;Q^+JL%JM0+sCaFkg%v2X<B1nVjw4f&y93b3ATAQsWK(KDHo;6hw+w
zTm_F<--1}DQxUI%v8Eg63h<^($8YgKk@9l=zdBf~?AML3mst4A(yi>%o1fp|Z2{(3
ze0Woy@{;H`5<#bk^QXXGlbW5J!T2swmv9k?o7H9PHY;aj$t-K)&q?N+W1HaS!PE;k
zpwJst>y$|uuFJX#)65wklAw#Z1$C9Z-_n$*Vn13=yM_h*k?W*f?mX2nCVH<6Z0ze|
zB>R)saSIX~Eg;JRMx!;Ix_M0#xN&Dl^*ZsYKw~FsN;xqij-kOGxJWqoyoLlNUl~?W
z)Mg<zqquXSrTXVeOCf7YY1{pEeLr^CC;cYxhxL@Q<^;*n++=)@vjjvUmRcxlN_N~@
zv?nTp=f+0DAu|<<0}&^FN{rhL*8*yUOnV&9G$N#Z%w*WLVE>msdOY0g)1vs6r%u0@
zHv|hQCOZTzTs^S#7sDyf{rJNO*9_yo&Ao(r?TQ=jgFD|&^M_A}rC`d=OkJK_tT}uw
zppSP6k0sxd#YMZ!ZcmpoPphL`B_0nf4s*?}ZY`H$On5!^{Q7+q7fYiazluVj62d{0
z$SpVK2-yL%!55Zu%~f_H@$`Y0BwL0}BGbJt>t^Q>deIv7Q64zT`?(@);h<|gmjH|5
z@^*`u(oGoKx30u>A-Q%HO$3yU=rNgDT-@jXJw|;lF)Ox#+D)R4b^Do&`%I*#Q&HLo
zro<+?sOI?x&Z_RO?npk^FtLcBne<@AeqX{G(5_i|Kc1}!(B1ylISIzx$dJE?P%3de
zR**O_xv;yLx)v{pbBSBci9IW|>QzTekA4#kFt=P4j3=9~NQZG~nL8;xNx@SlQ>72o
z>EdbOXAg07I8q?RSKQb!Ca%kvY9{qMlfZ}vC2^XqC6dfaq>Ox!Qip8?a^--b9kp~{
zBbZSNB_ktMr+HCRlb99Z8JVa*>ui=^aiTwqM(gQ5a3|kYeP7`WJHwxxVz&!ED|?7-
zitbm|bIuJrvANDYtjzUw$KHaf2CL>P^fT{;1X9Pk_o*pcNAXL6<)!r=jfKZ75W%|h
zb?ZaS`KA4k>^kU@WR@JpJlB=oRN1jVzQ#TsCS+gnK0x$pHg)1T5pOk6hpi$y3yw;h
zb?lapX{<GXCdAWxutK(hf5@@bspa8|{AaVq%<;&6LG17lo;u4-x>TzVYb^=t?aM1I
z6{F+Km||<l#EyLYj@|=T&-W#$PDyJmp6`4J8+BN{7FnybJj-y$Kk(+fhCZ*p38;0=
z&@>#Q6UU>PVa^V2^42UvUl>6yv}@#dNYyR5I;&P77Y3OzZ~Jq~C*!+L3%*beUf_po
zddsB7%g5_|idHa{h`D$@2^Ooj26o7-O^myvu0+jIl<7N!ay-b_G~_MDFG*EjzGMp5
zI1N<iM*g%vwdq{;ImK%CaV+Z=r9bQ<68gRQBVtMQO``V8N}Nfgc|nSL9kui}ixYdQ
zOkAf-@L*8_35r^k3t&K%G8{+%Xqq%6Rtz&ju?5n7`HnK;Av8rqe^au~*H}X_^};&B
zk&t*+qZa#$AF$s_s$XKiEI+rN(y}MB2kJ!pNx|V}2!$@u_nj99ujL~nFSHX|1X5yy
z5-Gx4EBMhOs>+&Q2EmM39~#urkh{p8PvSWJ*P<>(3X*V%cbJoo&AC`@S`RaraxC~-
z4}LF^!>;{FrQ*tq?VfAZbL7(a6T8ciA3s97onLt@56f5r+vM0Ukoi#%UzwbzWHK6q
zcNwnMz!pX<K;nB3{unDzkluV5mxouOtH~#7&g=y8I@!_4^dWREt0_%`7Nt5|{@N_$
z9G1URCI9_cQrhSg<$BaPl~B&Z(R{`PENA4l;1;D?&#j+M=(HWYa=%0_Q@DGLX2s~S
z@dg;B@{ut1nJSo>j)Ccnz;bxf3?F>hICr-6$0xVdIj%HUkgqUYfLoH@q&CRx;&+6-
z!cgF+uOP+B<xVrby#~@?)P`P=!bh)U(?oUmf-5p}rz^%Dk#DCxUyaTNZA;X#wlK9Y
z4RWvRI;~H-Y<VEW8r>(~%(Vg#%q8Jku>-2M+7o3qD9jK&jch2kCD5+xwx+KP_59E*
z!gfj6#)ZW|Y|ZFWn_IuTDCNnmimM8VdJRvfPq9oX*45c`_O?Z=NIiVRSV9&(PPpZ2
z|9t!4+bV94>35QSgkvy2-Ib$*9*_(ayq=pL(~WCBEz0LF&inJV*>FbAdCFV6!!~6k
zH!k3`Ky$)dPbac*wcD-yG*5Ska^Ae&TX%3`-eoFJAlRGZ5~v(b<>EdP+|Zd0$U7-w
zNPi29yYm@ajXF%WHplvr?5$EseEI23Ma?esi2OTSaTOEhxb7h_?*Qk#3d^Q<^p+m<
z?l(mtLVU$uP#&VT7Oa#^Um6ql`C%;G<dqJ4otw0z)nPO2gH?1o;A){ron@~8jz+GN
zt47MT*`oE9R^6Isn5N@BSzCTd<|QmYByM#$^=AaMIHZbnwtk=(Sd<6^=feA8Q`j2;
z&kB@nN{{tyTXc{_g@XiUi)KFqLvu;|x7f?h#FFWvrVKE^hADePmrN3?KIUm38zPF6
zh;vP^)Ej(G$-ODat46eXWvR_A=#v2Dx^GX4diCYtBOlul^~O5G%3{m&0(c<*HPI-1
zozwh6@*LtKy*;sFaiH4cm3|IJ!~3Cs4&nP*fJmhO-9U9Cmfy!dZejApY|ibcpA=sb
z>HDf<$%giy1NB{6UBvP&XhEL$p`528UCdZMyeSA^&TS3|&~UEdi)(9)@umSnb5pnl
zW$58?+k^%6Vg?QL#B`tDh*0lJ_s_FF04G?qkz9Da1wRIt0E@o2pmU_~cW1sXeBx)t
zz!o7umRnH2E&w0X0F*!`5=dGE|KIkibbB8s8421e{+cDs1^eYE94mPXY90UrJ-rbi
zVNvQWDB>1$!0$o}@H}LdepamUFAspJp89|Fr@2pW{4ecA0|4j!tB(7}OeZRlu{@H`
zmvcVQ|L$G#j$7%FPO0SC-2c!i_CX=)bzZ^OEIl7xhbwMDR~vs-AZVQNmOLaK0y3nW
zzjFVTldFR%6nR3s&uuL3#wiAG1VsCW0)zn<nPX+*Xn=GL;HsWX6q%we&G10y20->b
zDNT-gz;LBwxASL3?5rZmejxvdzt81aoii5o@F`4&r#SnV02i{e1GlH%M>&g97^Nzm
zn4D|=T!k;w0)5W`S~de)cACOQZ$azyIatTP?KN3vzD{13Jq7)-LU>c?Xu~=qK)ZAc
zx>f~dom=#n_J0PWDP9B^Tvl^c4tdzg+_}bOgOBdtS(0{*KT>)NqBSJ>cX(X|@I7&&
zCu54VU!lETef1@QrO*uQ3J9MNJ)`q;)={>&;l-?lr)z7e^6(Gb2S00J$Gqu*bcJm{
zuu05fipm<Hbx}luazHHja?Un_k0*0LkbRbtBE3WXe$I|PT^FT$cR~pGm<RX`1ni-+
ztsHT&jeV9>J&xyn8VKd}<1YFT_PdAXxastH*S4=^WcSYk9o%a0xpt56a(ADeBdhbM
zvYfY_)x8Egd3YQ6G3@-XHb&1hsni*=)A_}$u#dS4gWK=?L|KaZRK7?OpF69{=n#2-
zMA0tAs;wOq_7PjpO-_F0rK%iV>Q0P!C)xUAamISn>zjVixcPH>&GCoqZ=&?9AP&we
za(Cw%B9l9WbFaSw)$Zl6KMEXO?jfk2@oc&6W^OdTBjT!JlckKPv|bxNL*@w#u`6Ui
z)?f2)6M!hMDk>`Uy}}O7u{+$6G-o!$$B<^0Ud1-5^)j>JAL>IAa~@Q`SmVscN=^hy
zi{_;5t&xJs%{)onUAG`kij>1_KU6}0MAbA&VncO(Y|j&hD6bTZy@6pK;m*ugGp+GK
zPsI(j9`F-x%{#!(V4)YdLS+8AXL&qFc-t%`cjWH(3K#kRnS2g=O6^)2ZU1c9d@og6
z=UA1(2f8m85<po?jgY)N*%I-Mq{94^CA61a=jm~U<oFo0eJ#q&;9Dqd1hIfzTa3fI
zCM)SmaVd3TDnPD91q_~L(N;1Bfje5L;%B&s;U_1(TV7eM8?N@WZ;%0*4`$xb52r#^
zv;GN*F5|=4*6bC-OZmecXl_0gv<G@0Z5dOCq#0UQDmyyVh#U0Hx@>8!Q&aoDDLc&U
zj#fNU=DF(i9&HSLs6THm@uhsrqvls(Jcm2mwnk|4XHbVY=uR~W*?E+pOn%#T=5Cr;
zuY7R^$<ZFX1<Ue<<t=&Y8R)yz7T?3U-EeFjdxzu6eaH7U7Q)PF+jx(Wh$AWruB>8v
zqNgIi&h&7W-)Xz5FWjk}!<qZ$c=tspFSu<8d4$&?M!0i*XI8hyv6YC@H>fm6a5hKB
z%W0)d+^)C-FzYZdN0OXGh2Co+o0h|rM2&gvk!E;P-@eBU0e}lK0lw;Rq|aTIDh`hv
z+*;hcNAQT?bf*efxq~Pla5uf|9Oytd7Uke6RmyLub^pjLYRr0}M}G?<68*h~HLskD
z{_EA%_TAyjlD2@ig9nPf{3&vi5pP{2_DOXghz1EaIjis{z-<um{hm9133%=~`D>PP
zqD=H8>j(BIzy-z6?_H8}H0=G9T(JBIU|ik5f%L{_!0M^Ip`T)f9xL!DeG>uJiiqaw
zLP>)D9H@7@f1BQd;If=D>zkDbLBt9W2+Tez93S8V{lEih_Dg;-1G^9Y)539eBPX*5
zcf*^0@2B285P{#^g2)>7OFsP%$>`^wBK8?!88wjy1Wl>OF9E5~Zfr=JX$VO!68HhH
zimkvK7zPqOFfh}bn*MU3_?HX(|JopVo!f|NEHc49c^UvXJJX?tz01F@?_YWm51?15
z08wU6WA?lruP^PnI?dtBjX9v7;6<8%27ny!*83UVs+oC{ER99)K1u&?H~%+bTb{f_
zihR;E>bvG3xeo-A-+$fgfjrP6g!li+fzO>}bbH9F%Hg?~?5BRz!v+zH0@dh~c<kdj
z!c;(=z3Y1>2N~U5;Zf1xUU-w|g5xFme=cVJCHa>ld|n2aI8RJnT@x}9s|^d{002mE
z{O^-M%m_GZnghP1x$}P-mShu*sTlwA@c{UcZ2Wso;gjbAFg!dre>;A9ZCy^3U_xGm
z?U`4M7UEOL#rrhI`W(-jq!kX{@T!b7waJDFo|*jOei5WG-lnqn>#e+~t^RtbWx)&g
z)l8<yDWuh=Dze2|B3^);f4e`S4Pi9Ir;Ic+Ka#Vl$>hJEzJwg?Kduo7drQQE-4Zmq
z<aROmd|=!f<^RVQ{6j0oZ1+Y<Ml@g-PLW$so7k%>OG2@EFbn%;Y3)8?z#aQ2JjqQm
z%muXi&9M97N||ET+nB7~HuA%Q2M%x1Z>Tz3)1p2$?&*}q^|(opm4-1!>(rVY+iFIp
zF8Vel>C6Pa>MXL}gyaNW3n4$LVq=}}Mt}G6;`~s}TjQd4;v=W3ry1wYuxmHsz@z58
z>P493sWU;%qnbzja(KLymDPsz0r2BId|*F3hy@)c!m>kq<<`n8Ig+>Q0}Bf)iBsKc
zw(WXf$9OYQ6K~BR_X|fm7Q<LuOFA>%;rZc6!MPhop~U9sj5f8gVU=3C=)V&Y;~*Jm
zy+L6&88-Z(xi-1av~4sWI@#gr{Jja47*3{F_EG(h(}ufWvWw_vgVLdKou-E>YsCgy
zx|>G*uJ<as7y`8)k4)9lz+vm@RUp?KY4TgpiO#U5@lQ_D<r-mFdmQNo#PjuF4iU2X
zfT@-`<j(6yo|A!X9e3&Tm}^e6R!m#D)Y>x_IW4zS#9yhZi)z(em`nHeoqj8LOTE7h
z<t*o`O7<3>aT0YiUl-34lS~s#Dl>tRtih_pdRVbEr+VYA=;^g6HVI~TSHZLzGk%=m
zefEe0__uUS6>^sKUYLZzGp|zYJT~V#M1tvn&7g%7^DCW@doO!yg+#@}d|dC_mRC12
z=1PmzA&D+JwK-KwDQj2*lC^sM)lD2?ue5>s9wGa8z0q5Tr$-L>HFO}ZS&cw+t@v{}
z!uGg{R~DCqo7WWQqiFRTewxncKO&~d4veJtbu_*Nx}=cMZ-kz1=pH9XbS-{e9M{M?
ze-Ua{`K4SKrmePql1I{!3O~pQwv!{N1J??_s}L8gr#Y1M`EBxeXR(@<F>g!Py_6t&
zTDyw-H1Aid6dI#_lr)c%+D5ihVUMoSjNp55D4lgkfYP5*tPIzt?DlUrQF=h6D>(3P
z3%$(A{9T-_chUwbtl`2-!e}EFxuF%C)h01qqj8Z)^1UL6RBI>Go-$WB5fos4fI5^_
zd%ALMb7!D4xV!z6pL`UXPerZuigb79tU_i7_`N+>C%~wzDvIS$)<FB2q!K_G2;7v)
z++IZ6pQ2hM02$EBgm>>0E=H3%r>$DT8N4)?5v9O>gvv>Ml6aw>Co-#+CJdU(BViTk
z)@3w&?4JBUoeiB(fP}mN?yyC76)>_saCJ_DSo%~Xw5UK5bWzO%O3Rj|Djw}9OS%kG
z$b=$k>FN(9Sw`8e604MlFcA&wJ4(=Z{5APF^Mn2>JuDp?3dF_48=Pp{my^dKqA2)o
z?lQ7&iOSfG2#8>yCzJose<P5}%sC$oj1v=H5KKs}`uX`<mli9~(!m-hXFiM^sMk+G
z^>9lOEW>cpAHKd}eUh=7g8HG)@bhQ*y;g&9kR;mGm%dh2R4rJxQjD3G^jdZHN18PC
zkL<pJ=?4;ojU+~wW3M>>%o>XwQbyStXPDh=c+!%(bBo)!NW*Ld7(-O}vxZz0W8Y;U
zl%xQ2#wCopr!pAu7H1Rol2@wLWw0pj$%l6|vvvFdO}q25<W&LlB){anGUc`Uph~LK
zPP)=kTe5e)xB01S+dMOuQZx@29g=qt7MS{|^@cRIzS;=LcXe~BY6?O<LvsWG-`<3!
ziBSFW?7fDArCSGf@u0Ezbrp!E$kK=-lIFDS2z}1{TwY*8)j<EyR<&mac@U{pp!>;%
z1X`TG<$fs}Vx%(R@YTPd$`n{~Pm}{JwzSB0f8G79DYeDnr&5_;<)!O*??1xj5}AE$
z^&}i}J_z;E;bGVFMW_OMM$S%G3;A4^&i+ZQ1>!}RYqs4{bc9!kFzo+u_0@4vMP0iC
zs3<8)rwWn^(#?pJv~+{gjdU}FfaDO;-QC?tcXxM()DRQi<NMzG-QT@`h@4^X+57A>
zv-euhde*bX0M<>Mtv1^_Dbc7Kw8wCid}_8cwOnuT-q7Hp5Fxh3J-zwiW9Lfana{=z
z_l^LpejW#Q@p&X^q}tUbkDu}NbUyGcMTnMD+`@(4Nz@ugDI#iZPiB8SktZ9KCO6)h
zr?6ExxsLgwE|#Nk<FKeY)I^3-!^#rcnCafxnbsy9To;=V0+(qoSa4RP7qNgxsi$~Z
zr^5-(p>s7{!@VsRQcFraEDE};j%!UVBo=2~sfm}^MwMlDc#Wt<T}mit#kO{zhN;MS
z9FM2aluZN8xsuvmECJhG=xm~>xyP)RN+?{r{ViOTy5O>$S>DnkE_NbGwdJu=j2n8e
zWW*xrH^1N1K`FR91S63SpDO7LGhDsxxL2w(zeeu<BA9rob480S(#<X#8g}{xj#Bk5
zr-5}a10H94Pi-B^(#8!qj>alr2Bqrw`m(*}*R(ub7Z@lPuGUe6DEjwWH&n*<g9Ywv
z$1QYM9xmTR;{~*Rwd)=71eeN^-4XM4d{>4QFzY%Vl$?l-E-rnz(9&m+7uW`TRf{d=
z+il{kfJ55~VP^Fo@nKrn%K_f`c6`S|VzvQsjl?Ap9qQi-SMiwzyfk63m@F&>a)0<h
z&KeLGiIM)x_e%rM&_<FZ=YfR~+`&D{M-q@72n%JG-d_f?UzP63#e`_CCV+7bw?Y*K
z@b3>8uK>tD-9Id|h7iw6!A+t)#P;+3o&%7qv{gN4E?am-67xjf+ARn+vLgD3<mrVN
zR=(<v*<aASJQsaZ>{<f#EX~qa;2kou^5F6v|0c+iwFu4q{U+sqPfTRi4zQ{aPLsgB
zKB!3V#h$AF1zk;Fa|P|K!~cS^@_@Mz%q2<)o<4^_uDPa#!0W(GiYXaeHx(ue{2IkK
zLo(%ScC<aH)`x|exXAp>XPy?4%JGRKV}$%vtr1_;3|CeyC8@#shB22%jP7f}m?_q4
z<>o0*9$7>_*xL$ejcX%R=Q};ubF$=8#61<#)r%NEDq8U2{;uKrCbu+HpMF*$%k8%U
zEvcHpS>XW-b~4rQfNpwis}h3?0hGD2${CVX;$aeNpx=+~Dg?*7QG23Db(~#`AvL8B
z#5XEZze#;(&Z0Jz+clQjvXM4s*VOT<?BW3lcw2!u3Ol(5-&)Xdn9)r?vps%L9dh*`
zdg@TZVY59Ku|1awEc2AvQvR-HhBHMmC0r@`z`XILY50s5bx=6egY{8U4mX}un@(-;
z$lK)~`VOAc+5z-G-m#PI93$S82nA`duI#1RGbPL6H}aupEm<_!JZg#LO3IHumt>-6
zpDB@FzA33EZZ`_@dG2wWAGeVDODQkgBHKcJ>#I<u&lkwgc}F`wRS-2xg8!FHv`(tW
z=2DLR+Q&bXrBc)t6ji)d9D>0;EXvp`M#;PC+ppbGuhsRD@3%MvzcL<c>-SNnE>TJJ
zHQ)x8j0*;;QF_E4Y6+-v9&7s_J;ZF1poGhov+-5Vb&=VFrK@GL3oKS-BkT~jhvefo
zjaWGkst5%nE^ATA`>}viQ7P@7d7+Q-AD&Zi@M5(M77N7JP^CUjgg>SluXA5(D*HSo
zvPbQC(=Sf_OSLfDKkk{TtKqTsOiXJi-FvR!+i-kE%g!-*sTTV|AXXp~7OTtgZx5Ow
zB#OG0ORmEaO~jjtT5iesWv}gFU0<JIK5wxn9*Gkj)J?F0l^f|kx->A+R6A9A?Y1y9
ztuK=jX9Rxdb#2S3djj=$A9$EelXS~VR;&qrzR%Kl6*?Rp#*G{LOGm?`M0&)PdElfq
zJg#gVx82#qIyPZk*kg_-d6{E5hwrPLb!IG7u88vbc&)aTXW5x?@VH|t)NYNdxNUmA
z96-h-4Q_)kxzq%kAd?BmO+;aN{0$#qkj%Be9H?kv*~Mk}E#Q+w(U2q%XZ>C3PJ@b(
ze+@|BD79El+~~&Q#kw&^ksj_i3XkuByYc}i?OXmf()r&-1MDR~szJ7C$1{+O==lAg
zZuwJt2QUGO2pjRCl8TL0YNKOQc0mrJlecm?GG*Gvjv~{7-g`F!(N*=L@jtMs#|)>u
zxX`bRu$Sb$%HE11^ij!2<wBfh7)D<GM^blcWKN#OhaDG|876O#t#a=slP6<_2!-+Y
zmAsSL&N9Xd;^K?xl}B0K0IC%fpi*U+DFTEndn0A>)4!lsfNxm7K2_tWy~mD>DOr$#
zL=|V4K*{K4hu$R)5?)DK?k^hN*p21tJk@FOacWDU5nwd^MZORq*^q$J{tPD2R!0%m
zr=avrXneV5nK<;!o%z4Yvs$$VbP~t-r5pw$Kx#907N+Z0&r?uH=tVJ%lhZBPdz@z!
zfc6Xm=gd%soRIY_6gM-1xf*=+5@>{fk+U#jpbe}>yLp8g80)>KrQ?5^;ACKBVMNF%
z!mq)7P@@kItE~G8d!g6QP!v)Gv~bam^Yy<V{lei5^KDEde<b)2aBcNt^EldT6r1{{
zOq-cnIVq)3B8fnh7Jx-$^r!%*JiZ6Gvh+@kmZ_!gljbt5;7QLxX}`Qvm7J8i$QTMH
zHmD8J;j%3nt%hy`iWOZschFrGQ?*HA^HF)+>OuOh{yecN$J+=D^_N^p1=a@V$wGCg
z3&bIg9dHQ{$hPmN?qz{3cP@%xQrVpe`C#xCyq|~Wz^tU~&JG*`-|kiBNToq?y&;`w
z;D_rj<nRMtDw|zE;|ROgnWADIYg=L6?l#)3hOaP-_Sa^5e*y*ilz8q@rUtLt7?JIH
zY;EqL(r}eMuhpka%xlYR_s0y#E9Ey9Cm+|p_h+I>m}bMc_L_Kt4ei*_zQOD66O&VP
zTHtE)ab(CDulJTiuP3j)ql2`}XnNdx9UX*p@b(_Jx6W0pMnuQhI<&mv0lpS5P)_bN
z*OL~+ZlY*8j^kfei*J{%J4b)gvp^G~=W3+MTYj}dA1oe}cA)nMkn`jg*eNf{+Zg!t
z7OmS(L-uF?f&^SXwQwThfRiZ#z?uQ~=+F!BivQ2W(d}~W`TY%K4BB9^esu&u3A2K%
zo30BvI|YbqJNQ1ZtxLsZTupYILs4z|aF?{dAdw0H@A$&T)wg|e3C&S5CNbeFi`T#^
zSDdw1XT^`tUSppwqB`oi6tx1ykPg)b?BKX#%oXPKfQ;|M`#WT~KFuESTEWy25%i1T
zMhJ7t>30v=`)P@l*EJ#d+cLwAda&28|ALyOHl^!;hsRt4TX3~q*uN-x(;TUeW@LZf
z9QMkl?DP9gcRDf#^D<4;NAy2T0e%WZwMIr{g98l|vxPgQ*W3b?7_q)A;zn;B#m2Bw
z5;t&OSmxR;rEY0)ypKYZAh(ZI3!=}W<D?1L)@VDXYHcD1XhBB1g!*TlQ$K7YS}f{8
zXxmE#O*2zd=qC<RqDNMgD?bfc`~4o~p5zr(8J;=5reTJOqPSIxvrB&#NQ|z=S~hpr
zM$mrXBnUJ(!`jzMT8NQmNKLllj~iyEOOEHFo5!|QRGAD{RSS&ZFB29SEvFY3f2ZjS
zDxT=l@&#q&Sq{WnRP~^=R9>xMW95c3OSci^lpa=_Pe}?@hYwIbd6fzY{I<GMH!><%
z_=5i}v?zbYKv(y%ma*vqPvN-Sto1nq*&rWCrHSis(R2Cd6!C^r0k*?83$grN+8u_y
z2VcvP_!0}eL$&aNM~}hGkTw*NzLs%P1JB$0?@vj;GE?w=PG20Urp&ai6r6pgdfWL5
zt8MePFN^Fi$hP`qPAVS!UTEdR$j41+J?6eft>j`M8|i&<CUQqY?JPaRk;f)BefwTX
zYn~I5^XeA$OG7-pfRH$Ns_qgMNL=3#VQ1xT9QhZ-e??GfZ}3H9q+U5iUU^N~Z9U*x
zNc9`7XUcY-twF|ti@G*AY#+k}6&rgD_)8H$7^91G+u-4;`TFgi;zd~-S_mVq3v*_<
z<<aaf>R=vfg2H;Cm|Mw<xXj^o^IXV06AQ7)g*lyf#b*S;@pP+fk9g#4m+b3z?&YEO
z`w@%7+66Tk%pVrLw51SUhf*l?o0OvAEh{T&vvfWFXcD?t)+nNxc<$gW4O*FuRe9AS
zEnC78M`?N}f71o-N~vtI*)q5EjTTKYWP4Uw?27#7eEQC~y$aND+Q9Z0SgQ7-#~Y~q
zV>Kqh8ArjmLBa^ViUxaVxM`ePlGdzd_6^^LYIvqjmspO8XlK8iEC2SPyfjw#D|M#y
z*6$LQ;aXO<PJ!PYaC*%C5XrZzs=xB}c)`c*#4f<hDvEA2KzhQ=U=I_I7<*~YkM(R!
zc%b;TuuR~9`q!rA`G8(_XWWj<ad3n@UF3uuA$x@HyDpGO0BvSz^XTX`kCLLJg0M->
z;ZyJ*<~ID0-LSl70E=@T5B;8{8iOf`@8m%pR(`Y;DN&aDh>fN-mS(D%asT22&Bb8>
zw6qLGG;sGe<d>g*Q0d3=CFvnv>q~ZSLT0{PmB{^GvaNYJz>EhPl~~wqvy>ZFPkp{k
z>*&hV_$tM{bf-4FE%NJ#fplev$UV<AoM^Jup*uyM%%`RUh~j)%IY9A*JTsp3g#nw?
zUGj~yQs~GmN|Q8nFVI4I;j~DGAeb9UFw_5Y!{rJP&$wE*Vn@Zr*&{1M$wo6DJ4OM?
z7)A32&cF3fK0*6xxC056KHCrFKXz)YNq?zaAN-6bN3cnm<kjr6@*O&V;_`Qz8V)Qx
zw%V0xV+V9R(z*Rg_i7r+isx!cPhJ#BYYx`9(R~=&zl*>*^&8B;%_<R0(ZUbf&5RP^
zwU4x{=@@Z)l5R<VEFJNBx&QVt8O;je@41XnF`NLzn_piunwdZahQ1iS_O;4BgoX)(
zAoca2+6!mz{Q<BuK3)1=RSd^jVbeQ>CxY`9Jfqm%VNbWVlwzSO8joj&N?fW}6Sa~1
zOXrJ(dt4jp265>(Y;-%R$=?aV?h$W^j6c1(Evvvk%(jYkd^KY47_c(?G}|IibHXHX
zLqpzcFxP@$sSo0@{RpbRSI&N9#@`W0Mqanr)@DX(tUyS86a0oOAIzwd`W34c58vap
z+E>j&23Kvm)U<vYXH7q+?nq-K0A4TVz)$bh{bzhli&P|SOT&NX<DYZ0!M>s{%H&l1
zL-XVbPK`|<rfelj$i()t`?>l_$rYD^lP&5cNky2Y>-fHkXu)q%i#>)RXbk=Zb@xTd
zGEO+r$8m`0xtw<cP8MW)jq}p%ZrmkzBP>G7s`^)ah0~gKZjf!jgoi3*vE<0=ODMbI
z;v4T8j*c3VnMq)j{5pF{Mi@K36)g+=1I-q<A-1vKcY#}Oi%34gp>*+jio&%m!&JuX
zLcfizoRwQVBZcSQTY_*bBThM#G9~_&olFa%Whjv(yX3A-Axuryp_mUn&#&Wq##v|t
zYTFz49nBG7jX0^us?eW>YS*2|6lY#7Xb4?$R+;kC*Vg5v1X71-x$QL-3l5y+mc7ta
zu|L$v`Itkes&0;B2JI_-K~hvCKDxRvRjKoMc$90P6SqYYjemc>POPZaaCeRjyRTsP
z8$xWY_z6Sa>lIDbXZ)T09<H1+-Tcw@;jzn9$Ku))bYm}MQ;qu@ZAFjI)>3yoRQvd9
zOPoCe|AOSAd`{4!pWfK13kP2xr*M)`EV%np-dCk&6y=V-c(Wb?5K~IhOI{z}-6AY`
z$*hNhcut1+3hMWDD_<5A|LK01l1epvCe>=UezkpB`2H2v3MX4)$C_fRNS&w5H&`bS
zZGBQ0)&BLd_L|}s1?Ih!Xcvd&pF-(PB?T8RRW=1F4k42&$n!&qFC7U;0`MB@m-^+(
zj{n5NTDw(KJw5snKgOH(UlnN2&jP4^7XL<8MAcxLksLozjsLKfm@O+^znc00C_1c4
z-Led|VmJ&?PeOUFo@2rpqLEfJ(|HQ7wURbq=6kJ*sH_tI*rM`Vz$!e#{jPk&y%>Cl
z4<<rLN@)7flTDcdk7#a>uhi}Z^zPRvYO~Cwipz(~4G!o<eqOcY)E8TMP^%1zZDY!h
ztPO&3tLh{gu?LMk+3LjeF8-`Zn&!FVpaXI~m508!ZH##Og)^cFpowaBGQIhwAHXjR
zW?rP6Vg)QNlR{yy?fC=d*1*>2U7j)b->@P@L;xlR(*E$8=uv6Vik*7bwy*u&EC+4V
z%hC?Bs3bpKhjxb@6qUTG+SUXq&0g%tE5B3%=uqKpsn#^;pDJKZnY5YRhTToYO@$a`
z^3^zoBMXY?ps_+GxYLbve5=Z;{7-=CCzj~)iY}Vtlw&oGP5whKDIfe{&4*>f+3`9n
zytv>k;@%X``3%`@VQVqu;_f^)EX{&e_&Eu9s`}=(=SAVppT|~<G#oJ0e*GqS2H;PV
z56?cAw<i>K<=I29w577hQbycVES@wS``ynAbUP*9mJjzVM6SMUd0_=r8;ScdcJ%&o
z#k%{MDs`=`o08VK=I6uQv(WuAmM<O?Ry<BP+}O@VMa07WnZg4MMDL766)`c1=$Sbb
zj;cvQpA&2)5YaE`)%H5PQ}$D~$<rKe&JM5QLyzd%8xP_-uhmZ}!aU2|i9J@bO4tKf
zr7oB|3WVyt+ql@GvYHqBBO=xs><yMXw`JtjA2b~Hj4UJ=v}?YZ&NtY1CGDU-#b~&&
zDp$Ag3h^5kQllVo&#9VDwLAj14fKV|ZXE-u{p*E9o$A#?@;-j-eDX<{C6y?*g|ydT
zjW9I%(Hm~+GNsVU9Lv|&!UsPU#EX-P9vM&1&Nn{EmHOy&P!_|#I)JFg<k|?z*CJ`4
zzRp+hxuucG4Rn#HoYu5?xbBsiV#JK{<||xCG}2;EqT70l>X1=33fJ)nPhb`qX<S(u
z>8^%p^91T;$8!<%NjmiGh8*?9|1z?X`PKZo)-Wwprdqt0eT?s1!N~7iNmY8m+=j3*
zw{(b5RhiwCpg?5?$YYJ$`Rej&I6Yu`EiZ_Ge8WLe<yhu+A}>EDE5uN*<Sx0g4!bep
z83U1)-Ot!eET+|0yAHGDxVPGA01rY^F;6m=16_dH(j2@!D-vgsBpe9=h%nG-)Tx<K
z^3+_%_7w_43way^AvjRElYh^5`pF?@@2D@gWzV2FC*LI<_id0@#@%zkXlr2hnoe~L
z#Yx{C_GF|BF&TWPW83>xQL#W~W%_!V#fAnhv%`KstGbVS#(y}2hwz-|-IGiln_FJ4
zIM(JBp^Y(@XcnsaxFTeZ5O{cblbOO1H&Yd|1LvNpisv^@Yj`5EpM@w6Ptu?^bZ0}}
zHLBd<F-y5qDQJu-Y?IMGKzEgBO*F;m32#EhQjvnHoT^->3~zmfbCvqHm`vcA<Ile>
zsS2UInUq8vh&~{<eS#0u&AV7=-Y<~}knRl9WZX?L;eP7eq!@)Zb6kS)|CDIE)0hvC
zl5MCy?@`~?`X%-TF$4*$Qa<cBmYOTi=#f|avDR+A)Q`Ho&d%-tA6x)wY)Hnk-KKFW
zXcbHM`xzlDsZSgtac9mOBGgT?5qL|I-{SOw|L_5U=nuA|v5AsLY;}J@pZ5IN7QD1e
zCRtVN5KkRg7P4$6nQn--v`aJ0KCFLqeB0`;IB=!kU7$w?d#*@<9wSMnSVdN5uQW+{
zr%_^R77}C=;f^TS<6d_Qyw!<%iZ~94=WLw2gZN%u*xi-}*BRY~n@Oi2yLI%ndX3!z
z@nL|ubu%&-vltrO2PLy>ljEif*ay<%-=2AMELh~`aV?3NwtkK<Pl}hs#IQ>QQMZ!2
zp?zB*jdHwA{7^jk7gQ9+KF}MC=>ld>d&XYK@`?=Hdvja%@<Yt~=m;h}2b@;3Lp1}W
zY}98AvR6By)&1l`#!eg=$7-bPetnC0{6p!FRZQ&_wpcnAjj`WP$`SaAsN9qewf;PP
z^aDE_Bx?gnxFC|OHj|Se#H;<a`HArq@dONEo6yL{F>Sr-#M0ifc0q5W_%=>-u!+Lx
z?E4EM`e{}4Cm7*HpxfS^eB{N@JNK-gNX_Soqw?M4TEOKz=hm{{lMLF}t|IP9;(L#I
z{Ou;3_)ja;re8CX_8QGAJoZa|x<o|kDE{crkvzT48wtMPPQmidey|XHwS;SHDHreZ
zhW)o{Cv}{dLW8D_RwCkb)P>%@)?VbD-E|g?iT3UmSyb}c1zo=UCxbF0odO*1V=`fd
zBg+YvRdvtV<C?4F?3?hhWZ6%+x#>?Vyc)n=5N3zZg+S!ER}(G{UN0R@F)!I^LcNsT
zsXX=-KAK3Uxj$ekSJ!|JzaH~BJn*Sa7Qf;M`!uqR=G~Q?$VLcnTq2H0f0feo3Il0D
zwg??0V>u3$CSJy^ZLvtVx?T>r&SU#<`k+Fb(`8zZ;Qv~^Qa97-{^e@?lNBDgR{o7-
zY7GylvphvD%_)sokj`56)&0+NAk}bX%=OL_0Lr$Hw8NU{GWiVh)EX&1g4Dv8PBNj6
zL$2w+IYaA^CC1=Tqw6os$oV1;hqf5@8A`v<<JvH{>oN{K$?q68JzsCR4dfg3lsCWn
z(J}J7L`%s8^k{E|)z<kDZ2mB^!tu8_B=U?|$-lQYmS<TR14NW=`2pMoV$J3$Xb0Z_
zTsN+x!4|Mlz@?B+9f?lz;<Z=~MGEPmdMKy3{R~d>xVI`trL6fxba=U2VP8IC_j$|*
zxBT2_*3_g53jFudm<8HVe5J;-#u4a0w>MmMXEK&K0MLf7<2<=ejjUOjyC)-KDgr<V
z@{Cz4Uh}hmf^2YS6|4=q^CrM_zGvE+zOKx<I#w;t)?*@8EuV|GeWTEh3OH7fNLpEu
z@vXsovcVJCojlS$6Cl&B45jD1WI8`H7oq*-i$mZeg|PI_Zqgr9pO`YW%_l+3BP^cT
zwER#unn6QxC$7DUu4<-36m=|*35X|N_wp(W_Y@9SWnRURUFN^?_;>aO+L7%nRn|k6
zPSrHD(hZ3SB+mrY?r7<VZFQP*bC)M<nOT$;RxEgCelxOY7_meV73SJxGEyX76TLg5
zRYGoe5{jZJwcQ&%D0>`e>xuhQ1-x?@otY^eCXY8#<Wr+dMbm0<Mf+9b{rgs<g*+j1
zn}nWYZy&;tdB7YxaLPC?1Upr#EgfyVQWnojd8{!{-?ZE!@Jm%`LMOEgyjl_ky*7Cu
zFR%qWiNtvjph7buT*QpV3muyW0DF_>47#s%lv@c>&#xl$JVEPJit%*R+J!|#qu#Fo
z+fGS*L67US&k^@KBXr8=r2B<ry&T6oiM~GHj+o|{Qq(Xo_jWvd)TkzgeV=v0@+QVl
zpMRFEGL+gBXOABQQMw3QJTl`O)ruS)Es8};5Jp1_ZfD{ccrvl@sAn5E3$+~^hLa{f
zfG;N%!5K34xDEa_nW&ey!S}GjnL<NDLnyKzAUIy+_VH~<#fTRz1YEu6su6GuNdR6Y
z{DD}Nb8zk4n6hR|eY_@&$1Fov-zDYHZH3Q9>O4q^iepXb@y`hWn=~Ho5%_wo=HeeQ
z%L^jys5mtgx84+Vjp|&%fBXe`gxUfa8TH}6W1%5_pNmIis3NE@k2(BZHCpNhJJBtW
zPdDl)QR@n13*{h-fYTs;8nSL$`{u%@21l0CBkl4{ICEJy2y>cyT*a5$>m>MT%B5R}
zw*8f*>*!6R5z-Q4%Ucu3$3U(lQQVOh?D7iYo}?~3;7$73j(yZI3YBb}{$}=Vcy2;X
zHGx0b;FIb<7Eiex2YiOGv-q1KFvxkdQc5s*6~G%LBrTYoS-TN)A{lY7U0{f!UthRF
z9$n&mTQJJU<<lMFd%=gWBxiaYaj4n9xvcdJKGmSzdzEUoXHDHY{fy3tfiSVSZ6Mql
zJSr5?pI&QgpdyzYZFI|4l!w!PJ;aD1)2-DuHB7-DF3}DH@gsW8q2$NwSBUl7E&ykD
z>`G<+wPVKoCALLFfMDCk3o;CctOJ6EmdjiCA@9cy>gd&P2ny~rSQJ28k?z<F$|sT2
zDB^;!f#0(`2wKHIrOV?~R=3r;4Fch3heHle)~A}faCu^4De~|JRx)~<dnbD4r$2z#
zz8yy|<;3<j4?A}xqG%B;q|=Io_jxPAse&YLXUq5LT1R@WMmYiN1n1dj8krLLywNvJ
zB!(_6abvPEmYkd!Tlvb$dnQ_V?-W%ey$>1lzLQ*(v0z*5{2a<Gm7UXT#W+kJDTy~@
zdUK|f{;8?+7GV*RwG=uOL4CWzgIf@p5vYQTnpP`0d|oV>uB1leuJH(IS^cYD>`wWJ
zyV68@d^97Eb(ew9(5JTJHR|R4OjP&&Nc5X}O<zXLs*X)7Ao4Zy)?l@Vk72I*#`C=X
zh(pG)CL3yb;Owp;HJLq~%@^H23e~?E1Z6sE%dYAc4pCn>Elg>wrIBNPEq+F~fhI{J
z%#!(MFFk^(HBKsyhE{l#Q7mbpX*f=|amNkvNzkn+(Lus~taqiwLEhT(A*!|AP*upP
z%U@m@E>3fG(veialY1i1H3j5|Cvv;#E=Se_>@aWg@6Gj?DQW;B6sfk-ZniMiOIoH_
zrwthglC9R&2&b1heB<Gtg&pU@ShreElz!(>&$`>%i0+LlB5-DZG*t>aP2S0wS1$pG
z@n|T0jD+~38cGn0_QkwnJ)BUSj3Oz~8L)2a-sn(?4B9O%4<~>0%42JxIrUW6u_SjN
zbL!N+F-?k8+}0S%Zg^qS7VbKjZ&)Y4o9|Yo2tS#YKW(sL>_=b~#JRF0!8qAJ6IOw6
z_A|@a-O>2ql*UNQ6ZXDk<L7k7*XYUq#!YoixDg34Eh{GDhuZa-M36F3b?YX8)1A${
zL|GFXpBu=`&rVJ(gukzjNBBYkRO~4~(voP%eSm*KUc|{)5-mpHdX)-bIKq#$UZJJW
z(yutGvf0j}QM4=Fwjl$>yb5bm(|+2XX<*vFd3$}-k6<CUSkhSO@kEog=TxLu6a@eb
z=TRn}v4O4uQS~<%EHNKP#X}mmDQ}9VgC9`~e;kz$TI{gqBuBDH5&>qr%1yC)$xmR%
ztI__#@W71XUVS-Ic+2l?v!EBa@^N|kqO=n+7ugD)4u<F4&wV*!0rp)FuJ%WEnrU+>
zVtB!CvKtN7qMr5%Tgtxj8A~<uw-5E-*fJITDAM=C6!rR|KjBPLAauFe%51{swbq3r
z1*f&!r;Es}etoyzuYC(R_Tdky<T1`sHk}SBqB~~~NM^FnK_9WxI)jDI#^l)>9*<;J
zU*mxLlC`QqLaw0c1|vbr3d6FsxM2IIHjRK77tLjsgX)HRD5jiKt|10;n!?kmpcr+U
zcG>#<aP7y3fD~;1?3bMbUwQGQ<gWgi+?aFOpG3Nre;Yx6!Sp@<K+<IMkry|`!97d}
z`g9=r{@)EZ7GRx2fsc*ngOZM{<I@xGBm<JSkwNPo_rb^-@TP(Je3y>_T(T<v)Ui0b
zX_7u^b9-L(+f7JESAKxppW%}GrJ5W}=8i^NsWJyRc!|s1XRmhel5_V;;QR!FMROlP
z1HT3snDRCx0DF?!`9Y_uT+s|J8If^H&fgl4Fmi+!vS~EkGsQO7JARYT6R_DOVnA4d
z!0Hp#og0UZQfr}ZNG{34&de=6Od^uAYG)1Gac86`vJA>MwSGtna(@QEBuhUUxEj84
z>}wGXI3$h+09tJe7Q8KZlHUnNp^m}*_g}>IEACa7y$@Z?nh=GRx={;6(^J<$msBI)
z8sVMjki=s6R}=tuu5(YwCH^r1mb;+gAGyEMh1}*Ddlo>NXa{07ql`L^0GpWxb)RF`
z#yWj^uS@}oZ`*~y_i{g<gxu$U2d@;uGVF%Jc?%ImKNrGeC-n&HE1yRX@LbwIsBTM5
z2p-=(Xb(X0z7pA;f5E_u>^`vYn}8VKxuOE5P{cMUu8u_!n$vP%tMHXaar-qZ0iziM
zV@J>*LiTe|PP$T}$cQZJ<SQQ@JFVL}9`!5cr8Vq4+P86JAG|-fmm&rMZU)6wE~Dm7
zj6BID_KQRnSL}zWe`IdQo5I$PGWu@iN9n5W@Qk|~X&6_(D6l8ZdI!%%1cl*boLC%y
z&o}aA?FdDs`@yFHO75ny!(30=hGh$K$~WK9Ml5g`ZzC*@^Kuwj9Bp}Vpc!>4m%#Js
z*A@}2a1^cO=ZT5wx}%8f$3!oY{dxgSq;%=SzsVOb=M18yP4}4DvY7f1LhFl9%4N>d
zzN=!p|H=$wMw!A4Mr6bho^~2LpG>eL@wII5d_~Dvu)4}`z7SE8_a{G{+=9)N^z#!*
z&*a`n!4N8q5uAPu3P1YhGQGZtEHT3$?w1i$h5!O<qOLG^=D1XPUS!E3r-yEah3x`_
zcNtLHy}(_nn(-ZeM&rg^P0pRFvYc123i}aZ5+38hH1^nuytc1fL5ISGE;^vrG-u*8
zeriZ|vC&XO7e-y@=UFH(ygcyMWUv!7xBf_ubzjis6`X7RY7~f-SpdOcckr$v9LVRm
zT2h1`Ou_~`_DeHvXN}I%s4r+1%}!qeJf7rla}0=L#rkpJ;rx4=MYt#XC~YwE+Wb~*
zjTR_lByJPF%~y~j>&x*i7In{c;m!9`@@*6&f8TcaLugzbcD}B6zO^%$Kj-6Z=++Rx
z{TOcTxcyzG$0A2p*SljwRjXUS>AyD9EdCHUx|O}E@Z6z)gb%%7u1<_4%uVxNDIL5d
zl3&hbYr40*%W`C}ME+w>)Iy*?{LKk1dJV84R)F`H4B#8HIi;459`iaz@sUN%n5ne_
zVarS4E8&#E;!4w6`&z)}908XFf||)z773j%Y)tx<Ws(z*=GzKluZm8~&&!{!+cP9g
z_<KwaKfzPhuCB`~Azs@CIS~~yJ`43Ivm(u_`mwhoz&%)WB5BfS@QEp`SCq2cjxLnG
z6VlpUr{ePVJ+^X2?Pnu{8%rOfBk#uw#e_zcS<fZ?K)o7m&9ZK?><{=VV&2j+XFVjh
zVK~ONo!}%G(YQRP+`W(omQKh{<F6K!ejG7Nyoya)lz-@p)Z%9-r@Jf*d{T^+t^B_r
zl{hS{+lQ&oB_V-oWPO4k3Z$Z$qke1No>-(o!Y;TDf=sae`H#b=bwbj(i+4%Dt7SS)
zV3R}DlQ+l(>e(6`gM-;sqO4s7?Hd0JP+ul^g=VZ;N=ZlmtzL676oz?K`t7zP6gV}0
z{pZxEr2ojTFI<crh&&wUHXKG@<;P%|%gjJ`f#)Z4LI_@f@C*2Umym?>7L&%2GE&6S
zx_BlRdr;y%+splq0s8PnkaFf1S0Nw6pMm^Z_b=ZaPe;Mw+tJXz<bArAsZNAgJA5p^
z84iH5AC2{~wqLf>QUh)ZDg2<x`QfO|ZpNMO_8*s@2EC&Uk+H>aaNxZZ=G(5=luSTX
zegQltQ{u}2j9X)j0@{lEbLo6YSvJjc#SK%y3V-<Z&mLz3GH%wuw}oYSO+R=<Mk<03
z&G49Zrc2=xW|><7%i;K5Hr9mUk~PumoB@%z1}11Nqr1<HyVO*zP{5&7^tcSa#3{}>
z%Mz4jsn!d4CCZy|7vJ3MUe{^w*K3T>iRUyjLXje;K*lD{`8)XJ?$xcM_7i+dB{ZO?
z)IZU7wuMmn4DCstdm$__yHhDf&rjWmHKGOs*#hw0(VQrBsv(r-gfwAl^DpR{sQArF
zx__jS<HFeGcpkO70M;~|sn1>>&Ra*B0}FDElS+u3&3zBeV_1a#OA^I7XIn}bf|cRd
zWXLGiT*Ul$YEJI@vsp05$kZ=3V;)LF)Dz>E2bV|pzT0^W(f^r1<hZ36mBFQOQ9hO~
zkZCHSM?Y@aYIBG~n)AzNBCk5uMAw{M?h+UwM@1Zs2@5C>6hV5VEMmM+6ux1coS-vh
zQ);t)DVy-VHl9EK@Ia~o%FC4W$Z&08Oj1-R+))bl<I#1L4|-l}kB1>!n-P&|--KeB
z+%+qK%51VEibe|}BU<>0{c^zmICPjkjhu|`X$~DwOa^TJK<>$y793o^zRJB)WnEXN
zclMbwz1vT-xjYYcDyg;mWf?kDAcWslf1}LBhOcwT{Aoo_Xz^lsLW3U1M8_d*zd*P|
zYdG%h%uuR(O2Q{c;i_X>#mRx9Yq<D~T@0TgW7GcoRF7Ho!V&b~{k3K*3B8w+Ry93W
zIP@NVN{@DKxKeiY&vry!wX32Jt!%0~hVBj6*$w5zxW1bv=4UATur9MgjAR<~8XtI#
zr)De>l(*1dRS>dk2h>F|Us#lO5*y5T=Xz75)c(^Ufw_fQ+u}-(AFC0gNcgb<sz=G!
zY`=)F?0XoFDA9M!kB`-o-8Pi32u?CD729l1wuy>HjujkgUD(Ngj~rup?M6P<Op$1<
zPkZBb@8~N!fH<-e%;VK}v@uk~pfftu6Vw&Z@vgt3h+`+k04OthGC%b5V~QAU&E!d7
z68?*#LCvXNCjy1nCC}YV7p;FJcp~=pu@;uKU;?9gZ954X(Sz?6k!veoRd1<TLd~}L
zKRwveY-*gnA2BXQMpJadtQEQ$5mI-mFYX+O4B|Kau31!iw<w5TeU8odh!Vp;)W|ho
zVfp<bo`>?o>50WsYCVat=6eO_S}}_7Au{hk9nD9U1d^aKTKo#_Zvn!EJF;J4k+RA^
z#T2kLM8*_lN<J99@+SbY%E7A-)0K0%9D>6P(fDg9dYW$KWu14to@nF4gJl%nLfSg9
z2q{2;q}IqKr{6hm*jsGreYWgt&8VskBkrMfJ>l8kcANTy8nWd9c<F+6HrY*jb!ld0
z5g#tpn@II7d(_L`aQS+b%uEvMtOBwmVTHZzaWC+&2c!|00MV!_+==JcO*Kd7E1&bn
z9t3MS&Z<H*Db0}*vc4gSV`pQ4W<@5*hAz7EKx+Hr>?FwuKl4*?oUE1KcRy)Tu0I)O
z@An)&!;`izN*-{N*MY42(2u&l(vQ@DJlKP=47p(T*i)S^zflp>bsAN5mpwUDES5`@
zoo=UkgXV6hYx{9-WjvOhkV<gc*IS}#w?Up`4CHUbaq<~UQ1<P(A+$3BE*EC}n{@fe
zGH+m{)JNrRE-q$oj`gFUhnisc{b-BbG?x>HqH-~YUq4veD`g~rmXxYxs&Hik2c%d*
zc>g7d5A#7aei8q|iR|G^r&m@JZEVnn%Fd_M+v|Md0nlTE<BvZVHjLUdL*i_V2Qc{t
zX~fi0(wiQf3W`KjVD}yvq903A(A{=6i26Le&nzCy9@Z?feoil7kkEbCct1anIX#z=
zkH791`S|%=FxW4dcm3!k@`$N91L08sU*DFnc|Yc6?VVvjfZYPUKl}@d428S2v!F&A
zQ3r_LZwe1-YBqTTk5~I||AItiVJ*;elz#zgEYTU{!<GHpZzptKg~YI_rIF@x`kFAq
zx)F5;7#$K?o-g|OiD(uKW|RtRPb6T=8RyUeW$*fZ_%`aE=tGsyjxsW^O+7;D4E73c
zGkzP4ykvws|L1>ZyULE@Nf_phwnuQw!jE-b59m<r={!awqPTy7?#2Mn>UjYJ*dyLp
z-1trbr?<4tC{+r040{|ft|g>W9ytsA5=iqk5dtv6*FQywt-iH79D|bYx;{(1h7o-+
zSSj47*j10H&0jTQ<}>t&1SX92b5Z&LEWnNLT15kkm@h`DW-O6_Pf%(MfZQuh8r#AS
z@RJ;v4ix@re-^@QaEhIwhA3J$hS-fktHBNXl38ak3K%>C24NOicSMZ?W*S|3*!?6-
z+8Yyj%{b$8Fy5dGskv8z9YcXOkVU#{n#7zFfPw7fV;CWE77n-RhXa&rn+#;eP#R3S
zqv;`3WRUk3tR(xTR?@p3K!un^mciLRs((S%@_@+4AVPv|k^Y<@=S%Hp)G}|jkD74q
zr94kRcDR|JQi_F?YOm(>Cd+rnnfKhDq0*XO#h`H_4N#qS^H;oQ`%@)sYh`lVPR=5v
zVaCeoN!&U;IV{inFOoYp*WRsmETb3R#hy!{?#m21zZbyascZQgQiMi@K;@XH;~%ic
z9hKJyj2n%{iBu?W%b8<lU`+k-jE=M{l%a=Suk&)}l`TnViR;7mL_E{Gni?mDnKOZ6
z0sTeg!+Oz9Z1~IOe=4u?scrheqIXIP0#{fiHV)+l;F2Q_%jDE~WggcC(1RLYskG3P
zX&O0KH8bPe#6XZMH&ECtJ}$Z_^KcIacZ9C=@qX^lB(z%cZEa;D>tVXgye_l46awdz
z`4hlGf)0P4p6Zsmo2@v`6P4VOFs}@Ho+q7%I;<4CD1A{)c;D=TC>GdvZJMZmCn16r
zq{b}3bf}GAI$q2CNJ7b%(5bYtaW74qe)2`AX9C?!xe2L-;%2Wp>j+SYaW;iQqq$L4
zVnw<WBadaU^46#<!Uj_TpQ$Nvi?L6^Qcv>!2HQ6}V3+M_?Qx4A4okr@&yE<p4+Wp$
z<542R!zN#4VWF&^)8IU}!7*{!iJeh1VCq+WQ;r=RH+JS=Ir%6uH91oD#Gux~(xmt0
z=S}q3boO(--Jleh=jZHi17r+qnSa`S=N*tm6M(VJAyDTkn`g_9tw&f`SJWTU!?H+O
zR3q}se>y#Go{H)xJgEBobZt$%&Y$z`%8FzLoE=6rYCZXbem84W&%YYm%6awsUr-Fd
zQYm#Zsr9WvjIGpA?=_!tcA<C8jPs7OI9&2x(AZgaUr-^my;z^{ru$dBXxFGOdlh!g
zRJ>`B&kIr%Rnpda>2AgbZvV7i=5RIsesnyAmReEfnuW1j<QE8D2~qh{Fmlam53}d+
zvM@KSoQ}e8*MlDFx-KR{o>gS++_~CpeSXK#(i~40$-yI@lM2uHQ&RS4xl6z#Mc&bJ
zika!{eo_Za7pu?4k%}uV%W<FY&C*7CoufKgO`U-nWF|C0%hP1m)~ByHe(l?(FaNfX
znuYC;!58=8S*j&poktn0&|O`bmY%(&|B#j9Yw&;th}}{@5t&+55K)EomuZEf7>&@^
z=%f{&NV{(@Pt}-3D)H>wEb@<?Ow|X4toS||=cmy=6nd33lLFl=|Ben0gtoKmu>}m0
zM{mcpF?DazH*}6&@>Rxu^-zzig*1X?N=QXid;Z}Z>VbvG!3XklsVH~0h(7L|zaZWI
zn{ti2KxZF*pjg%-z!Elkm}eIGQz25&=jjCb(S{c@0m<(1K(xon?1xZ9M=#9674L4s
z@y{N%3iYX~qoe1if~%76g6Q?XJpJOJ;MS{G8$o{IHCjLisA>Tv2I4+yfHJISE@Zxa
z@4Vh8V*A!Mme9|m&NCn1H}n!q2uo*|*1ligD$*J2JO6mmsFjs=%TWb^<1Ot|G%CLS
z>(bsx>3lUcwiaKKHpcKD0V_sR>6HWTcN2>UPW!f}xic@8EV_AVI)EMjtYB9Rwe0$U
zKUQ<bTF_z^qdrE0ruLoCgYkrkBZlnK`v+n$_4?KR^;W5c?uh%Sn)23aW#{WnUlePc
z-Dk4s2wh$x#lQq-wi|Y&dEP8|R_Z3ZK7L<_I(V@TiVVw(O!h87-W&WW3%y@Qk(`wQ
zqD-EO@Y9lb-UC;e{w7>nd78^jtG^&04Fn@<aJpl^YaWHDxYG!RbRlOU2ly7iDN)CU
zU|Usej{urM$csn9a#p}qwcYaywP08;q$?KwQu;h!3pgkMHV)PW{++?n&*N+$i)0;O
zGGKj2W&*y+!81%C5@iQu#IizdP+gPbdd$F+U2cX1GQggMdK?nd+~H(w>NEWX;i3T=
z7BAKT!5rQ@00qHCgRF}I$WF&8icl+ZzYbtKg0mqL)ZIW0j#vZ}q>{_v;gKd}g98%i
zR)FBbJx78zfY$p6#=oE-U%(^Iq@%e-07yLXH^-&Fp#L;q_)l}11#(^_x;6L@6}YQa
z1x1d2j`FR9tY4uBb6~zL|2l&I(~*UJ1y*rFMT7EF2jAgkY>G~Bsmx1P0@Q4$f46IJ
zXO3O*fDX(DGXCEQy8=tB2|2$9{`#(KA8^;Z__NZRg@aKT40p=FmEixKKTB`NW+qTh
z<lq@Tusq;R1z^&CP3Kv_yZK=vn3hDHJf#q{fTk7N3HT2gxC?qGRjc@b0azISSuS>9
zeIDBb!!dUJq5G#y0qGXig-kpFBe1{-c_87}6O5p326_W{9^#4OpBxmyDn8103G#0$
z8sX3-Jjeq`3K$Fc_fI||=tl}F5NO-kf$ED(Ecayle|iJ{IB+Kb$VQ<EGy!lCtc&$K
zbAHHyfg%F1B~C1)PM;tVA|3zqxfYZPbzwAjlGoq|4B!*=Z?^Ix6cgi!-?jgpO2unn
zxB$Bcl8#Hezo4pI;L6{@?av?Johwj%$&I=<KrhK!w*To4tb+#$677GwgK2h!xgP(w
zd6buDDv(9~82pC;c&{8K-JA3OzppmX*Xe%`{RT{9O65fO-@b_u^Jg6g=oxoJz^o_F
z(T@AOweh`4{^u6$!U?nvMc!0}DOA@tJXxrDYWVco;66xo9R5+4I++l1_X2X4ydh+?
zt>tA>+U@zaSo>b-{+n3*BQyRnru^xb8d7X;R~mTzr77OYo73XXMzEj|)#>+7(qKi>
zV^`|=(}YFqVv}6YqMi2MbtCP{lrC^4D}947_pSFDGiryCFo3UL&AVpklV3L9Ts2Bb
zRWRzHMd38!xc1A4Z2dtMG*d}C%G?*$ScL&{Emdg|v@v!<y_n8%-<>%Ne&EhNr@OW7
zs;tww=YFqXmGn$7ajV(x`52c0zK(g-b9%^{f|P?*I2DU@yV^kbMpFhSl^#j(d)h!C
zXryub1xFJ90&LkkeUdk0XILNTFtz|As@oC<qA6QbWr}AuL7d3FGkIpKIL9jaD-m&H
zOOom%l8Sc`F+dd8oO+GRY=fZD_@-Fo8wPsv6z2^c(o(nXJwO=2X6HMWp%s=V<7(o5
z8_8w1mXe_@c%7;J;uY)fkNa&-lM=}20)G&RE7N7<Mb`NZH(rPd;g`Cbp*_a?-zc6F
z0PpY1C_MZmP2Yjb-4hXSn1p@s*yeH8xO!f#q*`1o@>V6itK_JfhD&16s!AvA#r|%{
zDrF={NmoCgvrrCGenm}I+;Q?(o?vxbtxg6*os%|wgh&~LlHj#r|0Q*uirD0tvtZ%r
z={D<_r!x@K)tE@f|6|e~V%!p^y;*4-OOpx9#+A@Z&`3IbDT0sRn|Gj;&3ONv@BCbw
znA{-QH?BNbt4^ihM089-!qL?x`_Rtu`)@VOEyb_G(q%+u!&!sxxOdNOza6VA9k?)$
zlf}C$47?JJcM<kQnZ|ankq{foE2=$X%>uu}T#fL2bwgw&IhEhiA%H3&Bf(?0!*FU)
zEVzYw#P&QO+atbS4t4T~sGZ5nrg%^=GM3@6kyuq8!b)|0?E^*isfyO*OAM%Ut2Wfe
z3EYCb)h~8jgwg>8<;;mL?3vi|xj~{ADVDvTgxaqJ*zgf-b2sL5-(GY-+mU7iAqD4F
zPot)tk3EF~cHU&Mtjy<YS*cGQOunuAeMO0L*17CAp^;?eN_OFtMAwkmG)g!xCM351
z`9>$rr@uR$I&|yw;s@GuYR&CBH%J)5yU^;Yx;9AAKJ`;D$lLO^r%f%N=PBi>+PBav
zev`M&GlLE_mafTq!GrX-J99y?R*zS=`t9ARa@`n4qowz!q1pqusmW1I=y9X&)`P5Z
zwCNI&@<Y!+kwL}h4(o1F!iU(z^x;=3j^cqr>G=(a_Y84`7~^v4pfV`F$nwRgD({<$
zu5qOXo4KBcI*VmUf71hbUzPV9miPEonWroI3KG|~3`*Z0d$+N#V|NP(d#hoNu@qk9
z*v_s0b669Vu0pSl5K=X=cd`=)r;+b-$iR+sg=;*N;rk-Fv+!^5#7g`XSSfr;=)Bbf
zZ$>zLzUQMRBk2nMTx#zsXMnuJQ+@67WeUxxK}T9?XbTp#&XETi%3j%=W3IQHWW-tu
z9a0+C4rG~xz>ZIqWedBlC`1dMgcAfe+R{P3En-$8;A)=Bhvl#=tSW|w#;9+qp7_Ud
zkqb=gg3oi#nOz>HKB}v7u+w5;LKO2fpYuQA@X^clRgjma^TiPlC6cBX@&}_GYZEKK
zYHb*K`$uyB*VTMIq$~MlTy)IWxUa@0Z=2}Q#@PEe)tv%+pn7&83=Q5IO5!@2)tx-9
zw)Xv-y5%Wp=jnCdwUdSvl#G`e9tu0wxRfmcMr!s$GK;jW8U7ErNIMli$!-6xfxSk*
zwrzrm{hMd6aMN?>AlgIWc8<lZGenD_`7aUT$j4x7acAyh0S$j4VS8I@9dt#cvpv$v
zXMeLJaB5_bIC;4e|6w1HJSuUO+ty56I@%AghOS@b82e<Dc}n#AdGXp3MJ9juKmkW>
zUuj48IF9?bpwyMf>5jX}lfauok^P`J=!CKj6rSA{X@~A+;bCzGJ_U~U2(y(taQC0S
z9?i;Els@+lD5q71Z>6d_)j~CfE=rO;fY)AJI-;%tO2s%<O0YYp8LM)r4^|Ga+&v9L
zPTng6xl@y>ybVQ}{5Rk<)^Bj$l@36dTWVJd5FIC?iSqjr?^V5DreLix9Py*W%Z%($
zRbf@qT^8u7w99adxhu<E-B<PNohz$?qKDI*%+FG?NC|Yi5wlpDTVg0Z+gTaioIf3%
zbULSM1C6%)LLTu$LJvE{+5CAoau#tEv@P=tpl=Pp6Gpz^tw-mwiylA(j)aJ^Es|?(
z*)rWpdC*=EZT~4h^}^V!Y=UEFzyZ<TZJoZ9n5JPMlY~{>Z83-jNUd!zQYMx4l?BYD
zI{i_6KQC_DQ`ESyJ*o{@&HC|fHXI2IX=G|o;F#Pwiffexi?49lDnq1JtO}f_Xk35j
zOx7Z0j&?t*^9X7QOZ39u%>POuHz;H@7W)?zS{?%qY$wuGOOYKWh=m`5?~2EilvWz&
zl_zO<)}D^`1QD71s9GYu#I!8@j<0=dKzK*fT~EAQc70j~y+7K&Prh7U#@0*?Y*4yO
z7EYU;lxeo@=lOh-Uq2-<H?`QcPyMB^{M}|qB`skZk9Ki|(eplhNy2n#)SogXJAy+}
z!kA?#N(mUA@R1$|vbZT>m$!~u1;7brW9cL$Y42OE<XAKR{P5u>mP|1IL<ZhZ$>?fc
ze`--&!J6mL7&Pk|v(^^qNDv>d7J;$*^9$O!USt!qc{2{V06)hN#+d5tw6utApPG(U
zLesG2{H3J_;B!;!h4j~{e9;WYlb4fdq;V0u^V6ZGn4+C^=6<aAHQX*bF&qTO3M663
z-;0!CpEr_~3v{Bw(vuMjYx?~e^Sfa3j>)=E1Z_GX0=9ZVU*6E{r#X$J2FGw?g3vTg
z-GDk42`FK0`HDcY-{6pl%V((9GBzlEor*ffCM6&gTPo`iLTUL%uh&7r+ma}Pn<dQo
zOmSC%_yF8$&g*taJ_+kPDY;iV3sdTPbdvN?r$6m9-k_Ju^mOn%w)0GJs<7AIp39H+
zqck7ry|XJ$^OFRasfpF{k0<H|8wO`k56f|7x}}MdV*QU;OUv6Qe{c(>E*f08L(<*2
zDI4t1_Fkdx-{kNrrN?hTI!BqLdH6mJt5`|z9oqvs^xAb}*+ZFCE*oeu^7KE0c4*#!
z*Vvb9jZ^0<-Ck~9R3~u@e_@fI<AXGvc^^w6r>XMCVmqmE!z89-+^2at7~i7?PzU9w
zAWF1e2?A_VrR6%lAwr<0_h^kPU!H@oXta%1nt$<SPb${l^^Cy_10cLSmb>_|*M`<M
z+;cz*VmWZJS4F$T9S#Igp!|LZ&o;cRJ|0&dF3G&JBq07ElBzzGQq|8K(o&;nFke>d
zNs_Dq@|&KSAJ>0(q1M;pbvEW=wxcvvaFG#aI$OR(<haY!xz|KTu}q(@Z5|e`GYeH4
z95tw9tuFjYY#GEDc1`Iq+t|N2Q)&IO&vBG7zn8x(B7{3E5xp<AI*x{2{qTf2Ek1kt
z$ns3H{_G}+u94x{-CnGmVRI-vxv@=dR+xedVdi8Sv)YEO@w#!Z0im#y2qxbbEj<Fe
z9d^GxnPdiP1}+u`*eg8A-z&3xC6w&qmXCLRvK57$JUN+R@<2If=FybTr?W8Lrs_&x
z(B%;nM}Nvi<A^vm<Yx!UBI(YB@i^`6pVe8FHZ=&r$`9J`>CLa~h((YNinkJu$K8hY
zUY{4|b|0{MF<C|Gx;3_hLs@Rk56gZ&f6X#BG}Z!c7lsHlST7qIMEw!A44i!8@WCTg
z{B6<89lu&iq<JLA-LPvvp(Mv=kYDH_*C-F#=5fhlr#lCMY7_t{)&&d}+V<u-5^P^`
zw0ufyTKfx{Zj+)7dh7QN+`11PN^_7(X7`uUP3s40mVJo_dl9`#brA4o`sv7tDfzaE
zbePgdtj^qG=<!Bhr^my7^vawIj+?b{0IKpz<D}1ScKBu780WB4en@;@aF{7@nC|8H
ze|(W~sQDnCvSSUSR68dcf0sO$NtPJEPC8EcQfrAFc|0q%MX!Wheh(bJ4s1o)u^KxP
zcaz$~4qw}5ymJib4y>A;U=?L0yEJ(H?VBK~qwj4}5iX&^QvZvk^A3lrd%wPf5TZmv
zBBDfz-Wi=CMem{$qW9k0AVKsNz4tmq8KaBdiP3xSM(@Tv@5%T5{bgKduI-#N=Ip)K
z{aNdlm0(Mzl&Q>>OzJj*3~?!b+r6sV<fJfeq7)6OR{@8M`X`PHm<$)cy5zZx&`6iH
zQu($)aUX8L-P7}fO&UL?{}PHFF<O_#=C?^(<BDTah{Q0{t`aNDyLhP?m+k%3SmIb)
zYv-CxynPUU`Glsw&wJ;Rx?%1DJXp6YJuk|09FdCCSb|$xCD@!k7js_1I_i^!a+gfw
zl}%&DpA3thWZ*e~V`dmvI$e1Z&4v9jlBG+_$$3iKzgg*`UTaJ?it};ue!8Sn#&;|w
z?^dRhc+B5gR=!0}G<k2jY$%SL!sH#`k@YS4WU1G*Qw76<<>)7I^BbE148GhD^jTCV
z|IW>43-jExiCJA7U4_5GlWAEICkMwb7u>wlGo-}Ihx{oYdI5c*Rb0(C{{plkza}00
z6JBR*1#W4UP<~Wv;C8z3?cFiF(7BB&DqB_G2zeWAQ!u&tAI4`RpEMR<%d%(Jiofdg
zG@2$!;u0h6!H8yY(b}{>CsS=hR*ZD1Z>a;I1L?#Wu02jui90560xDe~e4#hgRf)9+
z#^pPGFx{HmgKQG0qM4)}9_jNw2)|a+ZuhI@pXNC;&Y27u=!Zr;6*qQ5)Pme-k--X4
zbgaW8G0@jh^$S_siNaH1w3-n+k%Gvqsm#jg5JX&v1X4BDMK89G#3$xg#zp_0s#ws7
zE2;Xi$y=Xkj&xyCGoRNe%3^8u$)>2jyNJ)rE=$dt=Ed%JS^1!$?3P6><qBHMdG@v_
zoV(k0AE)T$px^7T`G#$nW1W|3Q0789FI}CLK0Z2eUccm|FBs6*7DgmJ1j>Lt`b@#e
zb}ANJ+0Ex{PPZzZS?tel{=N;XdTYA=lzB@E1^4Y2R}D&xVzM*nqmiMnA#$_QOp6md
z)tgbjHVSF>n87FHh-miWK+QyHTSyexG;6a7Y3q`(=kStIXlWumZAUHvNy~E(n=fJ`
zb;4`#Az+hQw{BPQp!)6$i&Nv*xs>7$&N;_pYjS+pN1Iv_x#9O3OTy#tImO0_=OqN>
z&}{)eX~jwm)-87=bx~9VFaGW)(+xYjFG#KQF1JhSyslSUmOEE;e%3fZPrhq!Zl|_6
zMr-?%;CFW`u^4l^`H$>NUq7od*<9fxv<0neC1hg_O!r~;a1nO{73H>$SU`IPSXzFI
zv7f?72p0>Yo=z=arDUOGeBd#T;TBYge!X(=wbrCO2z%qJx}Dn=M$QIlm0kHSYVZ0l
z>xt1qQwfP<8V0KT7LFBS4n5U6-D(2Z>HzP)bC(=J^>o+?JnDC+#dUo)LKCm^j9Z94
zEtn*=LVv4q<p6HO8JzXu&!9H9_-&<fcNV=%-cQxvbF<b_NA(CRP7Kjkq@(+Y<QhPO
z@h(!UamQ1!m)n+&?Z0JAFnAS{C+kj{8bq_>;_ZXC{T$T^ui)7JQ8_a&vESO`!mwOy
z=Emw%Y-UxocXj3QbeopTowxDHPpa?Pqd-My!|eTY4s0$FM4w+|$lI_ZOWU8asoM7U
zIgyxOoH}{h3US$&?1qcq^1`bwN-oX;yC?~%gH{VHsdt`<JxL(a_Y9lS>+WTbDxg=z
zMoKRSH%?sXFor4lW&>+Nxt&nm<x@sf&0X3~kD~I=1p*Yk0uH56u|>FXJ&vw`dBIff
z&~j2rD}e|fUgu;zw0@r#J@rA6xc<HRv9yZK$G>$tkiT10m%nSwsXH5&Xio9l{=I&A
zQF-U^aUgASRrG^P#mJ4O3ed*24)pKryZ}PodW723&n5&ye4u_q{C6Ri?(Hwf7C^<C
zF5_jg3ZxUdAT?h&^6TB3Ayrep+}NT=*SXS_OzO*CYZGnhiknE$d_2bxKI*4~Z|KZ+
z(Ai*S6%`r3-V$>;Q0sH5!8#B7iKKK<J))>zOy~jxGCU=1yEpU7g5@gOBccNomZLzm
zOEuo_23?1EUqceEL$3mDtPwlEnQl$W*bqPnSIAy(#hnD)VNS*TF2_$I=XkPExP*wg
zxe8H^BYNO-ngN#J2Xtyv_8=jx5l8n(dQ1KSlW{GW*z<%&>?&{0s!ER6BBqHc7JoAk
z0Qht8wWL3o5W%fg7jqdUN3_h52jkbBx&!7G*>b<xwxaNPy_Bvs@rkNv*X)=4sg5-d
zai)F7H|WGGkne|g;)ziVQ-=-)p9_b*?W%gE0zdqRVO&amc^dPO1YJN`a?zHIKbluY
z0XpXuXp0s1qVxwN0<Ptqu^1~|_W3k>8)G+hjQSL~^RrW5ZgSGxdWIo$_L7M)FYyU|
zd|^A>-5&{o_9nK*lN7|0IKY-506bkrFZbNyn?Mg!(ExfVnGu~%gk~tw_q<|Fq`McE
z%)YY*cQ%s7%xBSEm2ca8AZ77r%x3?YWf5CT(4Cdq!+Xz8go1&uM{J0a19&C%snM<G
zt5H+3wt!w}#`!NYVLRp!Q2YLuuQ2_aLd}jbdb08PLqRz0QcxK#A&HT1PzH@7_8id=
zy1zW7&l&?`$~n&~RW<Ma!#m?X%&ID(Vm|vn*tP-O*Pj){(T_KvGOwb)aG0yb&t=Nh
zIzr}1A0a00k-E*6Ow5A0rFFpHHD|Q2RzBRKq(Ezw*CY(BCj_z1%fNFE;ywNOwUL_6
zBh73#eR~ENH<`|oM1_4f3ep#qp9;D9kcwYfKMJWAvzvNo8j>#eex&!7dqs!C`|oC3
zLn7n#8D_@+8eKI2TC3N9vbAE?B>!^0N|2_Q=E6o~QvCtmu4>}f>^(+c1ybDJXSMW{
zoWd7a>I?uoTAP7k|H%nzm@=o@gshIO`+QXoE{w;+$};sL9gJu!MM*Ijub5(F-vQ$3
zbVV)kn4HzmI}IV3L_D9g>YKz|EcSl@GUUNJ*Q4z1Kx7De@r0WefU+<qBIVN*3dtCq
zG<R$)%pv6I_Yxb}&!wkx&RR>(PUjOh)m7No@1pAm{VQyWPx^y<dZBJMFZ6UOS0%wB
z?i6X8>u{?A?I~Gv8VO1uBk_GApC8LuS2h0|9AH)EA=ZvpvQo;yyc_v;Xr`?_>BxK$
z!ObYNo{jm&OeSB8qZ@<7jiI({qs^xL<j`r)+YShGB{8RtpCa?Sjq&v+tedPP6!?fz
zbWXGTK}8)lDbtX28mhLFhkpF~)%G$yUTzF!SzQ$SQg`ypYAbrXVPzLd)thm5hQtbO
zo4+k()RmTcsPnDt`~7mR#r7y6t;Z2HUM5Bj%><(Mbl;+T8o^Q8b~3nO+-oj>t3gs*
zJnD}t9#Z($Bt*h69xWFgZ6`%Vr9TVftW;Z`U(#;ejQ3YPxFB^#A1zzGLM#o`{kS4K
zH*6+GmB!zCgTiV81Di9Y=XD@kY5!q3Qu|+KV6Q-}-qvOo)O{WoCd5%L6xHv==7O-~
z-b@5r4O<*e4Mlm7pTnXwZQA*rdLKu#;L`uuI4OzUNaL83!zB-Ml=ilr4~w+@c%F@@
z&2rAi^WvMG%u*zjC@o*i_Te>)-Z;>(KTaa;0D9D4U9xY?3qj;|wo{AzhF#KjGWBfT
z)C>J|s-H|KJJ5*d6;Jlv;h>&sJbUgxy0NGkUBq1k`4g<T5XSzV?_23M46xKb^6IZ}
zn$+Bmd#5uMCPA{pfs3<1nxSZYXfwOFYfrSG{40-VpDcJ~Z@S#t8#b~V#`x{0`k(^Q
z8csM2y8jpr;d&Yn^?03co@mu3EAASve$;bmSJH_=FU$HU!^Owmug7fI-+E#Kym7Q}
zASaTp#QziMg!?e-57kF|0)-}GzkYwHHYv!T_GG2&!w%o(zEx00zEFwO#^i~Wi%gl-
zn$HCNw*t-Enfbz}ilF@YFPm;T9PZ@m>#wgL!{QZsrD5N!?Cuk<<)$OiN6n>&UK$?N
zJqMw}6)T2&I$g(T&_5ezY{AM7%p#`!W`?AVZld^v&U?-=paui)(!9($aL4@sMF)oJ
z{UFBHc<$SJ%TOi<frN~@Ac9_Pka`H5MEgvJ&@})R73F$(yw~HrTI$aL7@*mnZdK6x
zxWYrgv!C8RnirYf0+IYc0)Jyu$i~gSbhu(s@6aT-l|4std3PeV2lt+h7JyBx+vvHI
zIalcFK$h(VugJ>I(xIwR!w9}emnLaO3=`C;nzVf!(j=%D&(v(y52M&wVRkiMLU~Db
z&Ksck%0Ki@y*i>7#1Tt>(oU6VKg!6-#q;gGlsX;0Mf=CGZ?a|tHACbwMG|AtN`F_T
zi#mo)Z6r9#9dk7#j2~}O_|ri}WT;!cK@F%VHP2b2QcO%Z36jG9biWiO(-d=UTV4L}
zZ@O`>6xRlRO#g4z8LJAz&UJX0L6sw$Zq$dw6NCAu4&5fh-5c{jtdJw{mKuTPA_Nny
zkwPo}%gcYNiZ8M?gFqQ+;~NtP(6sQ9n~-U=Yr<e0UiVLLibS%pJ#BF<7?mN60`a;w
zunc75a3p(+XNc5O1!&bxNR;WV|74qixH;7*L)BGbrPn!N(?Rn=taZI*|9|w(0qYQe
zqffeUT{(duFreWb5EvwVRhYXEtgPB>Scme5@>4@=!=MkPR(rsqe=B121W*zx%Dx^0
zFsGW9CebFL6d%E~GyN_SV*PJ}LPmlYeK!+QP`if#Fbx_+ak}%d4ty~!i7E#VT@`J1
z=e`2OOB>+d$XWT{8B)*Jw=X55Z>fRa@P_}cgu`51CT(RtDJvd$-qN8g(UWx-|Npp%
zSP9TTgO{3KQN48DTOPQ8m{XucW~KXouPa8fCey`AUAQ*Girk(V%Kq<Kv*%y6#Y2FB
zYy`|0CX`dZ7r#{4f7R^@P{h<5G7iWXtAA&iUY~46G5mFuA#?%SN_|!!FpZA6)gTB-
zuqt%N%aC8OhhIPdo(BkFUvd~ML0%QG${qTTz6W}Y=>3P`*3P2pW$#^%*2t_Wf(LG=
z(tc(emcSq^_**b5_?fQyq((1q(I%nSf6Tb~m*83fnpnRFx!Dwa0e5*}ni%oIPtmoF
zDUlD#Kh{;>O-=6wR}khaMzJRByd%7H_QQ>|E6pvis@ZS)^(wYfz8?32s(4m2IsEcx
z);_y%|92BpQJ`&b%qjO>TC083S`0pDh!TDmj*OV112TIzQZcFOmgD})FDKqTyIP0*
zP}fDqe3PNUX$Oc?++G{7XY;2g6Pfvucs>Td!4KBP3-OKwV$c&WaN+BCB1gw8S-B^D
zIEbe5r^$-7<P~cQ$31m+2TSPhw^L#`vf-xjSG&Jz;M-DtY(UL~@gnc)N>T2#@Xseq
z>vt5i(cw>QC@a4SK;!fWk#sU!VJ7j)F3QquJdb)l&9QWengptT1e_2cdW+I>g$RbP
zO9_bNW7qrk(ToyeM<KBh5qs<S#&lCQOh1t?%4ek@vp=7Kp5;ZoDc@s~f9Gv+Y|wrf
zH7H{}n5s7jcizdlD6Ptbvg7~65c+df>6Dr|#A}+?S%AzPSHe?TJwh~k2r&e!4P(5?
z!D}_6laOb#bXf|qc~Uxg7~yS7pZ}OuT`$x;UI`p#iFm#!GpgZl>q=U<uFbz&>4dT|
z!1W2uW=3C9FcyBTPc{dVM>Xwo<BfgmIAQW!loFISS!~F(Myn#WrzK>o>Y|JIU+h47
z=Bj}dq3pWzh60+fNIi!7i@5Z3!``1@&$99*>h&kXDi4ZAw&GKWgQ1^!8#hrd_856Z
z>s??+#bQbp8583TJSFedFUCc(T<u=9I{D@{g)L9Vli(uKD^LE6O@KaJ8#i(@CS@l3
zD{7tdO06o>rt+J3h)}plP2=;be=;E~Om@Vfx4^t8Ppiy>pLLJVciC1;5o^-SWEC$5
zRa)<bKJSIhfhx22%ik)K!DIIHEWyC0;8Eqg50!yNY4-u9a0c+8*Dz$47(BAQ2H60>
zL2TrI7>0Xaa8$(Z(l)Yo3W)+K333T@>zPypDNCyeZ@*f-!MDbNZ>d`yG*JY-wcMAM
z3pxcxXuLszg^82Z#1OJgtZv`lQhg8dhnb7`cqW@3n)&BGKfOt-DAI9^NW^kg?J=mY
zbBTPRv>21jkVaCVNbv`-Ab(;VJ6g!QqlR)9yDGD5IO~VlH9orle672DV>s6EaaQ(>
zBC+D_giRHf9=Cchp&3Ws{@Qcmb9&}@2)R4&w&<0JY)BzROsDCKquDX2_3SRs5O0K!
zd#cA4KQoQAy|-4${0&&T<}E6YE-;(N-s$$D^a$3<GWv+bg*BG@XR?QQhLfVyrf?WF
z_@+v^p=SDhwA%s=#wx|tv8rWUHup_sM6dEgVWqNguL=dm+e&VoJB{*B1{qX7X-=Un
z`ensRJqDI`+M$hkg)`E`eu|_Hj^D49s}I%#t^HV$-ZxtgeCTr%AQeHS9xlvHuxA`l
zC;rPXcBfGB{j!+@^RG(JTOT#H3F6M3-H`eg1+`S7IpsoXb07wJPWlVb3WI>AA(p7A
zJudI`nL?!Qz3P>rwZ{UP+vf)>#arsL5r{D7^SThf?D>Sl4aBc~9PobVj_gAoWG5c&
z+L$LIBR(p|bT3eyfBy;CFVfs1qCU6p#G-b$e>x8<*Af8?xDUC<RRnO1_!dDa^%3#@
z{~sGqS`nwJ--r|aexW;Z&)xS?S8b){#(nmOV((f9&Mqv&?G2<MJCRV8P$%kM2one*
z6}l)yBhv3n0b|f@dsB8Ihh->R7tm?1uHB3gCV)JLxB<-IlF;t!v*MBGTd9n*F@-cW
z4svOTZP_ARIy<t_FB)g%fJ=k|jfrAvk@f9Wo*gTsHgS-fG^IWt58XnOzKKETfN7K^
zTEZU>v@(B=fVfvQ$$+;CzN0Z!;`mSRuQ3-@U0=s`8E=%OMb5{~H{rgod$lWiGh}3X
zMEa$*8hilYPHn*=bRab??x<?Y(k#gfXo!z5q%sD5NBRs@g}MS>kfePs?H_rCo|?Q-
z8)PMEn6dxs#UJtWJA@)M2MtTM!q<X3=`QqFu|<-8p}H(yKj??%!v8`u$e==rp{M=+
z*IS6hcxE}p+3jNv`sU`Obv2!(F#5Y`c(Ch_NjFaZoh=xg%CyoC=MofShue@y6Z3xd
zA5l1cAfU1<OlzsR<v+nh<hpU8t18=^DB$2m_LXj0PjkvN1^+`kz5Lu4*9zn9LOQ<A
zx^%n6f_P102Gy=Faj~N^MNhvwr3LEb$0F&;wM@1Y$)5stm2t$y9LVP~h=&wsgg$DV
z#0`{eonRnST|%FMPgpGW#P#l1^)9*Ll}0V5+dBd;+AQ8VFyW=_CAalFv5mmVVD;>5
zP(7DpK$fZfq2Gwb;}_zroJfUeXRmT&CwjUpWmQGFb;tO{EPl5CFaR`i6%S7GqRV?+
z0sGLDNUk||&mqu*sWV!|`+oBE3+&UE&90+QtZev<H`A?NK9xl(b0H1-0<dL4g-;sH
zmS^#>oqg1#jpsv5-$l5Bnb5bF(4{6a>ESMJ&;<7UC%@3^GN~U7IH#J>PHC&RqCZ#y
z)3$Ra39hPNa1K#<Qo%AZG-F)cUcYzyZBq(Y#(XH-4%luwe$lDcZ*f005DgpBTNgeV
zTYRFQ1}FZaPch|&bwSFLZ)B?J4oVQA##?yE$tzZ~vFWW>w8@c!MuvX<ta(BK-i!M_
ziw!*vlY9NSks1kgU04)tihsDf6gB?EjrpdyMdEY2htOVlc%$k*R3hzLF}d6uSprI%
zym1v6GUW<1_GrXS7|%kr`c7kFvFrH*LivT18rk{7{?_}=8JqRX1uXC}`Fa7xcBa`e
zaj^dywH(mY`AZxp%})`@%MMVyaM(9^ye3|_PK;z^HX0^Rud;A5Ob_`aN>qBRwz$tA
z(>CTnE@>}Z=4`l>UV7(Vrk|kr^F#ObpNoPw{TtzN#^zYj-&=Ll=E*9OJ}3L8hkPN-
zP$M+8)h4>oMkm(iUsDGg@1f><^uod8eTZhOLoYWE!6+N_2lWR?p^BPEkeDB@F8LVh
z#}N?7lqiWK)FC=Ue=WuWc`W>v{~Ohb$ICxs)*<?>o#jUMG|pOq+2_;ok5U52$Tl;~
z%ME181>KCh_QIw7l#Tzkk!yo0UM_#FYcmcZ?&=Ki+DzLIZvTN2qop0Ncth<&Et;J&
zfGY3003IX8ZeH4*Is9ET6n?DU%xGD0rH@9}mr&!X(jiTIj{Xbzn74Z;VNVL{CYb!n
zkY_~w=XV;KryQlO1}Z)F6{+}PNvJU(ycIwG_^I)tu8IsD2EMn}$KtuK%e|enkCuYm
z*Caa1whWYXlnPqHbR0Mef_Jj?B2DYB7%9A6%Vn{Y*&J-i8YL(W_xh-z`XRkzN@p9B
z4)RQI=LF&|R^1AcyI<AYkn8DH{5-DZ48|#?aO=Zq$Q^Mdv0PeKSQnK_y1E-)_M!d#
ztPj$R)Gl|!n&9b_fAWT1e#1cH`0_s0aFDRUa0#Cf=ipy0r7$+l+B;KxfNAMjW%i|^
z`ey-sp?`CUvh!-4_(0W<pv*3)--02vr^l!2$*-Rq;@9K?v`mQhS<`;$N6$~FYFRj(
zNGrnH+NTJnDtOC21>l<CW6NGvnHv&XQ9^3?09@;d@<|ojUo^%15PrhKep+xP7cOAI
z^>bvk^L^UCrrtw-tdM;X#8QakA~+o(?I|i$NSLOX0Y*-NJ2Qb+y4#5W9M>uekcMTD
zV6UmZkoWK;nZ7XCdG*JaSG8j>_4H4c-_FfXHQUKIMD>%vh!_h7s%6SCH7Y7ZD5~?{
z835Q^p*S@{WKY=Rf7D#eL&#Fh(1rss(Y-aK_vZzyAz?74cm7@oD`42sk@rA$B4x_6
zHAY{YdR*CnP7#32fcX&50U+rB;w?oy6>y4{qDjwSGhv|J?RYS<Rbn+RyRQ9a3UVU{
z0``Ff*5DfwpkA+TZkc)+gQ82L2B5e0e>Vb9&3-t11i(c8<o_GQ1N9!*xjbOQh){Tt
z(_-oMs^`4H<kPuh4`SdO#Fk&53sB9vk>&$rP%b+_wtA!v5R+>Zf3;om_CnE1>L}K&
zl^Ypf8Egpbk^(X_1dtI-r<`G0;8Vd#DdGPx3cxp0&NW`+myb@ag5efd{F%RBe0WIZ
z!rcd?Y~>p%lsIG?w+OPz0txo*US>Gu;n<$Ke8-)Ux`MK5KS}UR!2kvZNYpXNY2jdp
zBDD&nlQ)O@HpmKcgO|M~jiOzqKF-}U{P&9?XAFsF#z|9KF#uAopsZ_ehPuPIAaD?d
zWCyhs<TO7qCY5(T`{uK+81Rv@vjP|M62;ur*+z~0H^Nh31m+lW&jj@Mv`{ow`waqs
z70uQ^fH#FoAgl7gg}pLq5{FW~{@b@SUI)9=W&Fo#K3z^&ke_Hjc>zAD%0$t4ReA<(
zn>L&(mD^CL9xc|2T=$BfRL;5TrA)ruXmvQT0ED~!L}r-F8?7G(>DBw-lc+uL#WP?4
z;(utSl<W5yIp7ykfF~`5hQD~*r;C=(7x)k3wXU#qsDoSB8}=3}=<|G`xO9M!DB2rg
z4XVP)^ALM}WB3W|Bl8=4b=1D5Z_&L%WO?O}*PJ#ZUlZ>51@{H1CdFN#8a%+ws9hl9
zk`}z;fMzNGisEc*fphD77NND%Gi%I3Hx=btFPVq>Z<l@CKMjy($&Pquhx<Ny6@^J$
zI>1a2N%jW~>#7gMhHUHsHgQ0hp04@s^G3ajveMXMIdH@d^6if@%3t8&4mdOw;egLR
zHSE~qF5mb_Yfv=dX7XN0j6kf8xNuD-Sq5Q``p89P{GA|2Z1M8j1?ljj+=L85Xo!1Y
z#I=pNA$sl|0!e8Kuc6X>w3U66POZChh-7SQ3V&*BZbim~IXMwOPpjxFExD#AgM`|{
zhI06ID{0kHO5S+eRraQ>&GGA+Y)3sQY5St;UIbAU<e&s1hDl>hN-D#3R1@B&=DL(4
z35V=aUdYAo&o)jC`D`L-t-mkcLyiNblMeyRHeARDN0`YA!MuvVr5xoCk}YpHCF~AS
zy~Kw3g4fQyJSUVo*r1`QqB$3al1G4baBwH8Zm}`HyNM&k%_q`pB(eVE!_o1L7Rbx{
znzuG-R7n<^Y5m~#Hm{d~_}v_d^(+t+^C*0v`(wegn|KJ6@QRkdbxyuqOFCz__s*1!
zD5;${0aXSKj#yTx?!&{s=tRR7=OxnYa)NQ_j;S`Mf9<voJCXfJW?|E>bDu6N<8lgk
z;+(wjQiA}V!3?T$;~ils5i)jU0Usu}&d4!!(sEpj0qXo$SV`UAt(->tO)E*veT6s<
z%}3v9C?Cp|)siTA9y?d}mao8JhT&v<OQJ}!FZ!D^iJl31$?7d`_`Zpv_~R_mtOg^@
z6FbRqdV15@s;P;%+LEi@_i5ihbWB0}{HCO>OafRvy7&WO&D?eIrW78ap;wznqkHek
zbjX+4B3`|@_@*zoFUC6AMx)E7>%>YNL+@xa)XA;(hk{dG3Etx(O7}3AU!-jDO!lhT
zi9>qmocOy|UAl;Yy0*M~_CUBaKpJ`c)uflJ*x)E5axec&QrFy{g!?#hCkTp+XCbbY
z&bR!{5V!7i*wO#v$-&HWB}yihetgGF=n0~c8h6oQioqFUU{}ONuT3PuBXq0p8Ueq@
zNmhl_ajFju2BmUHjwyWcT#rqAouJ=WW%OrEj74T63~u(5E@wpEi9(jd$Ky7Vr=vQi
zi&URkjOnq(s~Z|j`@2mo`5aD^f^B&sCYE{A2qqeQ7-gmGl1_Y*)M5f;F8l>rEZBs&
zjCfE1kI@)Q$O?F{!TA{ocsxEg0;pxK$9<Ue34g!z@<$#fY+V)EfBPfYfmCKQOcDZx
zO?G_An5^y`{=+mxuAR@(oc`!_sTladO{{0pn3$l3Y~p4%qc(f*MuQf6u}P}ShGCs+
zFhBU;HxN>1A2Wo9BQyrY0L1VyE*CmC+PdC(pu9g{Krg5pDkufeV#arxD9FB|J7V^%
z+*kTpg-fZD*nSb=Yp`5n*?$=QazKW2ApQR>dqBwF8Xq6aMW;KnWX`HP{rPriy(kj?
zgeHbk_K$A9Ta0M%yN&x+7H?d8ORMNl!T%I<qsy!9W+bOHk%RY)2lnJsk02sPZ}RhW
z3xh5ZuYEDUauZ~<J(i_{RZv;*wUIx_$(w94cxiOiI!!SHLs$2qbi939{%`hIA0N%u
zHdu)vP|7$6(Xu+To0KXbo}q2{)O0VNZW}1%CC^LcVdOm>aEehAn4p|2(o}vXtm^JO
z%CqaXo77}ikqm$B)HK}u0sdYV3$=VxDSV*b(AX+z^HMJSke_8Mpks&ngcDJ{e6@bA
zqH@NYO7V>>HfIO+wKi};Q%~FX>K*@OB*nvGc9)o635n744sWRl=%II2@`V6S$#!-D
z{Fwgki*O*jm!nJvz)nu2xyP@xB=2ca|2&Ale#24cT<vFBWW)FqT@>yB;2;x7@>|YM
z=?8HMNVB1?R(}?;@4n(iN!QVc69o5o`Hkd5nmp03EE_5PXOYD@MK@~i?cTi*PD}Ip
zrYO0FCySv0Kc<M&EJ%%VEvz~c1d@@g!McM}b}d6XFUh*UCXP2fnJg4sEi*X>y~?)*
zjN?QZ#`Ow=D$Re-66-yW<V6R65{ld2X=X*)rMIGe6(k&fS%?wAlznpc6L`J&U-k$0
z4VTD(IHGd)udef~Y#GDfYqE_N;2TZ+$~S&jRN(2J<K)BjABH7BbrdOD8S2@$q{5^1
zr+954ZS7DO!P=?F#GkxMQJwu2-jA8Lm)cv3Pm9R(z5U%NDiC{Vv}f<0zRZ%Qpkki*
zDzyvoYo@1gxtX?zNB?S*zt=EGZE{+iZf=j(P=n)37~~TAG2NT`kUXp5%6T+Kp(zvg
zQ0kj1#?*}S^qOz8SxWF;Wnpi`T%V`4JF=KXmNte#Sx(g+J(*_f6#mILGmAx;ru8$G
zY@g}}g-TNo2!XiOaUf7S{CGQK=dEB(VhYE>nt6RPZlY6#>Sbwuok($6S@k9QHP%PA
zlvPw$6=+U+ZSwTg>RvBA3862gw8DmY-LyI5wc2cgDVwojgh@x*Yc-wxS>4u!?E1)D
zjQfyvyhXI&Hgd514;c=hrqw4;(=AnA>#geN*Fd*z6bXtYDJKva&hOamDtIhU+8D&f
z%7x*&6sIpnBzITmrPVEPOD(!J;`IgkJ+8;wq5Cy9e)e(NS)*YVY<hfWd@iAnBA#RG
zHWcQt8`qX?C0=4;o`K$;!q{x2fUmOR$k*B2Pt`}s%WOWORuA8E6A9v&QA8}&nu|7E
z)#Hj8wAFn!NCyp8nu*8Qy?Dd<9+%F!qo5Du+&Rigu;*f9E^*B9t=jOa8UB|L4U=0Q
zv@=wfw<>azaG`5tG>&QM%{`?mYYJZPvv0OVP7Ky7f2KqiLxtFFgEEos!*731uM2SU
z&oH`^Q7KQCci3!ko4?DNEoc8e1Etxu5qRR_Ch)CsJ<*GA@mx7fX9W+Je&ccAE87Z-
z_U7pMB^SC3!daA$ciPl6=qVDKEH$yf|2Jdg9reNH<sD&XWld#pA*d;lJh;<bbBvqu
zTDtKVsXzHW-m{0FHI|E^u(l@tXp1IHpqT=Lxg_$4n56b)z!UG8AW??;SDi;&k`1vI
z*=r<B`-*ZIC8dR)rdFCFnUbj?+S6Zi7AS)~nkL5=7GCahJ#i#>X{b;99WKPslwZBW
zzr|XeW>70Dlo|RAQ3)MfSZU(mkzfxWop$SYwQ<6t=ezksy>tyqELt4kJ009ic4|l)
zRM)Bz)({e0%9Ls^`SsVlqhl`o%w<3vwo650@({}SS1TLyT$6OA#qFDkB_(4hUjwJ|
z@#9)|O<OIqyjfk{{VT5^!OfTWT%t2L`8Mpu@xiY?F&@Q@0wK0jXG7~Ej2V32GVBc6
zr*pZLUN|>GPsLm;xcAPrVnZH1eYfg*QKfs6$#I}lpAog*lBiO{O?D~t4OObK*uqlx
zbYMNsi!UFGO8Ix;j{sB#z6sRSjZ*8!+t&r&;mfBP%@;V=v04Ia0t+Q>&}`CyOoGq{
z5GkS!bEE_sCjHow02WBLx@jI#3Poy~T3D^e;N&MHT>PnY^)|ry=-6&`ZvOd~1zW)?
zwRKxlW}PIeRTx7%9(SPcAiQ)_@+q5nw8=v^y}wW&NE_QeAiFcjgT5hSQOT4kUo6&0
zOECx1hfH)Xl#7dtfx77up&&ZbzpjN&pDh8^^$6|%&6|mW{!{aw{p<6@=<&*TmwE7R
zQO1+bA{Bg}8f>s`)N3ck-vIY6q(P$+gj3H-?^<I8WPiSVs{sih6o+AB_ZoN6!T72f
ztF~mbm~7oC92*93X4RN)_qcQ%arkl_C*KK20rO%WFfSVJL-2MkR&K5%_8x3<LLZdZ
z3@)xj%N8=EDsZk6`)2Mmu<kqSK!C#h@>v3U<)UH}>o?sQX`k4bRQ8`JAGhW7NV7yK
zo<$~<b?}h6nsYH-+0=nya|UzYb+g9X{3e$qpk*>Qdtb)@HLD|pXs|Bd@sS%1e_Zef
zWwB933khr~r&vEop|#ZZ{1fh|g01gW%MM+LKm|l=OW1|{r+X$HT*l#L*>|QUR;$j^
za--%fk8n<*ZxgJ%3UrX_6xFA6FZ_MuLMqJ7$%vztTlb308lC4Alp=>(L-3O9A6;KT
zZJ2i&Pg&&5A1e#IO-Q8Jh_T)djGL1nh;De?#7?^uU6RZtO%wELg>~ZxW<tXSrFh*D
zBZ-TLl45so%&<-vYR@(Q9=Hv9r5}~L`Mtzg`~c|+{Y!eC@0VYvozW>N$r7-<DMwkB
z`NWatUbXr{)_x_;s1xq<$4x$mB>Dv!zMicpcO#RnPPiz|xde5i7$>Qor^x4&myR)%
zeicGb$G(uP)as;S6qZV-Y&p~wl4Yfj7VI;WJ2=dRO_|5v$;V?O%Of9!&o9<A3;GK>
z=i$U{G%BZLl%UP)e!f<1Kt^haslAnv^YSR`UZosu!Jqv7Ra;N$%gQHbXQfj`zNsGb
z%+w+4cx!$wZohD?Pb>F5s@ku!m}YWxWLsz{BPk6eaiSA<U+$CB_I@<@IFX&<qVEvy
zM)2Mj>{~zc3Q6;!tW3(QtjY8}Q~#-so@-=Z#stPyskWM#G}OY?o&9I3bP<zGmmp4&
z^@kxvExbP)f_b~%3m;{yR9~Kz6CYWt7Dxld;`Y=1U{HL13ixzC#m3tE&q}76BbO7@
zk^GbCs+3FQ$s{GMDC9X1!vy`@DjT9;F%N~<&3VYS|0{h?gt2RW#ztsJc?jN3>v2rK
z)4XWf%BN$g2#A{uM1y{e{<zGovr^7R5+{;$3YI>Da>ZKHkJlILo!l1tDfxI(@$nSD
zpM-y0Al)O%GidH>^X#z4)$`rRhI*}ZX)imxIFy=2>(Df86#4|WR+Q|YExqc%iew(K
zd2N}YvB9k17Zcj;qbY6mxa2nD^70QQtB+E>ym=f66DGBL?ar^}?PsMgA2MEQ*;dj5
z4K;ryiJoguHcL%@F&^@eBLmi$bp&jE#9UN~sZizZz1p{WA<;&SA2MCO%9k(M48@3F
z9hSSY9X=}k!C@s_#^w>t0Uf_m7VZlbA{%k~aQ!JFN#JGnXO$c@Lu$p`;_urtokpPw
zJv*Ll9Rw&W%p3z)N<<A<nkbPV8yEMQt}-q1mkf1x4@mxy<+&%g)Dq7WlfBu~PxFlG
zdPxw@T7BOuJ$7FHl}4NW6S;Al35?9SfO6E!1Wkf`EnD3X`_&#&qgRy<PH6ztlkdlf
z_-%psa817BW8`5An6jn%se^-xXfJpz=J(D_DT+15s$wck+S%KgWwh4IsnlS^aql~G
z{}p9Gg*iMHf?MVs|5x>gj_GLjGD()N1(>VstDZ$}fwsJ$dXM?`$S+#U591;fza1pg
z_V^-9f5U{kcMEcR>TJbPSq0vBJ>zu{*jJ3v7g%q%Vq==}8v%(3UcO)M#dIb$1XQ88
zzh8gxxVxKT%*}{zjr+R4tyAn(^s6q~xlc?{!>VCDhZEpM>%_<nl=kGApEGZ@7vk0*
z{y>B`B0OJzxL53NZ%|HDKI*u<tWwW96VdZEHNxwfFp2J+Q^ml`#~_?asIXRMYc~&T
z1OP?VV!JW^LTS|{{K+cQDUOyp@H?Qp2c<DP_TPm+9}OCiDB7l{nhVO&+^j^xhE1(w
ztzObU4GL#CQo|U%-heW#=5*e!S-HraG0BT2zvPP-vM`BPbh{Jv;)2X@>l;_<YkA~#
z%Xf>>kp@#L4Qu4TrS1DEiSGLKz&hqLQ+N|i*@X3gi-~BNjY&aNwyu3MSk?J0?b9%>
z?(^!tao?t5d@EH{){bIOBS``;i~C0Fy$P$N7fDHfMa5GN9>L4Xbfu~HQ=*CvPVb_W
zR&%7dFtCdl65WM~enzDWiOp&ymx+c0yD(=*VXZ>c2ZsxO@e0=AKw2J5BX3o`b;f5W
z1YIVAf_%HPIrOh^ib=4)jYkPleUJ-M@(%CcH@^;60zFEbI|cZJFv&601!>sY()db|
zx5Z<)=m$DG`Y@eexHv40XxKP)z&Q)BQ=|*d2O0HQE4^?Bf9bm{uq2i8?TArw(Z3RV
z8&{z;)WFP|@$y)$Z0rq7^USUzi=}y>iZqjjKB^@Sep2ecU|oYPWBQIFRuAL!kfkEb
zuIAUWQNjyudY|nk11zA~dgsKhO-6H)klC>6tqCQ8!>%-Wa5kbcYa4VtsCycAOGCBY
zFjDM+nP32kNT;Q^pJ6lb#?oa$Nd_a*Xgky+CpzmQh1k6Do*4yUkg{>;{Mk5N&)Id5
z>{4vlUsD%F4dYPDrMh0swG3+eaAKa8E3hM1IqZMLo6ykWR5jAwsf|=rSkY@bvZ*$_
zjqn|I8uRAkRZC#Ow8P%AycW)S>n?#}d6u5w!UInxH!^xU$@IYT>U~PWOe<|<Lt$?5
z$HIx2J3d3Xl^^J%-+XBH4U~;L-F+FdxO!XjCi<hg{>l=C#SS_#n;hGz1H~$@@}{k6
z2gnvFR10%qlwzbTPx8sUK)-k>D}nFSy1v`=nfB{{xb0wEyoSn<L>M_s;FN;<HQgpK
zot22h^V1|>m%gtbr#)tLxW{-*pv+R%JMw+oqN?QXs)X)IfTqw6u+_fQ(!dG%p{cTH
zJ>#gO7uWb&WZTi(n0su!8xJ=%ir(dxzh}~mo)VfpOrcqyy>>AB!{ZFA29D#{(3&u0
znD>3iSp-uHdR)Oy!jOo^mJ_KgcwS@=33h@(9%Xwc+HuaW9bGbnv&CHA6%_CinF#@s
z!lTD&Qd%qtxpS%H%gcVcM!Zd`n|d*Rjms-xq=6MSx=DFOZ{A}+y_K<>uw@3`P65%K
zZbFYPcP=x7-UN=CQhk!R?AJeb=nmB1LL!%LiOn>Gp)Gi%B#<UBlz{xt$fzHLytRmW
zx&0pYkzxwTw{Cv-rE48jdh&9A$rxo>v>%o5`tP`|*f3r7)s*ju*_sbS9ML@2?MBQA
z>BWdAe>#MoS85$dt?Ss&(fF1)nVlPLqT18p>hXZr_HF`t@xVVZ_`YCZ(F>FM1FK8N
zz&D`9TZt^~Z(GJ=9VsxTs^_R_+eG{t1FunltnC!hQ@J+?x|o!#wyBAs5lUsTNtHCq
z<NTBC&`Pe+66AvGq08M=;Hm?G0K3IAKU46AdWVf&N`aYv*^W?on3Hi>fXbtr8TtgJ
z{tG(61rtyU=9<(&(E|0&8=&AGtsI&~#Pli6;5X$dE9V)gV1~cj%&b>Q7O1AyC-cWk
z4Oj5PaVSpZlceIxF<&`^t`NnduIdjiTY;rt?Uc!?L&!!2fA$R(AoUyg?)aPy?+e?P
zrANst?CNIALpq60HtJse-(i_7oExus#4u1!*vNj!YBO83)Z(kq70)%q^2DTO4~_!>
zoFwo)NJf-s)nRSIb`0VE&%C(9%AGFOb^OBFYJfgtHBM1tU~;-|ynHnqYbT0l;v}{G
zrp)VvGwA1z92`h4063-|t+Bta`Jc?jFProDCmM?l<A}+WUzxj9*%3Jd#whGwJ$X1L
zx{U&IIHiHYTqRon9ROL_{Qe(?MHPAWV`i5Q4N$+3UtfYc6Q6-_#_pX^8<nrPebRVL
zAwW!>eu+34`x8$cKLeKU15Va=^-YhMSu7Q9X)T|4I_$=9jqL3(d}2$pSAcyn2OXuW
z>iJ9>^V-Ti`)C=cX7p%<p}5jE&@a-xMCb4=D~6l<DMiq3$KwY^_!vNrqUA4W?vJf!
z`>GC)_h$cOp@0+1-cX?qowuRBxoHFIC4;A7D>^3MVG!(+bbT`nEUfIS(z8ikmjW~S
zlNEUu?J;-mJ?=_ropD=R7(Fa>*i7G4B<c9;kNNxhFF6>|u<b177E6$MiW?SHD%48K
zKuLEZIwJ)6A4X74>u=e$5C%6296_>5opsna-%zI1I@5S;N-lB9ZF(bB12yz({V9J{
z8PDD+IGLo_3d7_(ko*mKeGo>9(!3HnW7o)y!Fgj3P$lXkj3cDxR!@tLT-51xNA@H1
zghI6K&7G3Q)}~t-W;z`?qMKCoB58=6PkPB-_boAsVLaF*pL9aZb(O1@0!%`;V39HH
z%zJ&lZWTHpsBG2tnZ5ak&06D+K|X1;hl3><_3k20tJ-9-5&U9u#?>IAXLIw4EV5n{
zX4vk{0XEFX$J2v4S$7tu`my?vGn8%~^oZK#7sJl7LS?0zz1rR{efoEMlZ#VR#8B@n
zN^B<un%q)aqbd0v>S|Y=1{fM=uSK3<ZO(i)l?t?Upx8cB{i)Sdy1%lf!@QEaxHbrN
zvC6H5*9hw^_dMGK4KOA<96jKimk|_N&CVuQ!<^x~t=&jg{CI158!HZmPZCl-cX%Y1
zurSxd%DGvc8*7A>04`>4t1{gQ>9lqSK@*$PyDwh@G$|81^%g#3*#v*?n}#9I1i$f!
zV1P5-I+<B(N1;NpXUUw$!LT;T+Za4nmRBKzxSUng7|ycChb+I~c0SIg#*Y~{F)FpX
z$=BL{eJXy=i1)p{u~029ywTOt<t;yXLE2b&Ze|#9NGGQmV7N$%2cFr_NbKlR2_G{X
zdqIhCnljBXgQU>1RSFU7;E)#ZvyUc4`U9>%!gTp$z6&%vL*zEMx1;8E-w(0U4f7pi
z+?1=BS@OxZ7T*;7YmDAk{WYxElUf@A?diE7&SSxlh~*wz)2Kv)ta(gztdf4;y~!*D
z4{H{O_<k$DNgBMqm(!l5F$klOlt7gfA=#gHvvw>Fo+@T1t_^I`yCT2p5G3|2#MxoR
z$MSq&ruVa%ZZW?(dHB;uR>e_0X@4<?U$3S1=a4^vBv_W}=0K^c+u{czbI^l7`IWPm
z2Um-liHN>QOriCS+Xrj+VM1A_zCxABD)ZKqAs3MmW-^W)dNkhy)seQ_TQdcdVVq(R
z?p!9XV(%_e)OU3jC_DyxRr;%mXytmYU2A_w|E+xSh8-dB;=}MxE>Qp&U#<L<I2io~
z?-DEW!Ma<GPd!8$PubCtxkyIAlug=ex2MUUWXkLXHdc%?uTG{&y0=(&&2le&EPQM-
zZR(V{H@*v<hSxvAI0B^T!!uVrsNL&OQY)t{bPv@A&sIhE%OCO>DYe+0wq#S5YX6q3
zm!`FvIbo^tj8JsHM7?-IhAPJz`=E#av;^WwPu1b=?>Z39eM=TA?4-$%Holm$>ZUl?
zC7Td4SpI1+>YPE^QHfV+{gaW40adsY#Ok7=xzu(Oruw9|@0~+x#HPvFC6t|F{cgJQ
zZK~#ttgr4I7aBCQX^(MH8PgM$9C})5$xZllbzFTNpXUL=kYMS{v=RM_!i|!-(s_<=
z6$g_(rce?tAtbhkS96ICjZoRw<;NtuKg8L~Krn2<-k*$PcLsmUK#L+?m?``f{MK=x
zCRNt`J!87Q*uso3(TtB!9C6<=xzbFP;ePx%)OjlGq0=7(C%$FH?%tjT_rhtx@7>kB
zsmu&Uzn-VxR{%xMI}L5fOtj234&{E&j=&7vJKu+WCf=*>!GvD>!djwm5tEaob*#L+
zcxn3cw6P}o#e^6oSTPBNY4L}nvi0b%?X}-TIMW61<N}0nSOQ!zOwaos!_xMrmzNS1
zsu-NrJ})%5FS=xRRujug{GoP9n+RtLPP%2F-OMQX@IpHa908asB{nOE<}H3Y7@Nak
z@gfq)ju3G6L`VndJ!;u0ew|lj2q8Tyx6`&Gx|6-7om8C-i@%p(Jo>!@LX22hvQx;u
ziQfFAeH$NX1bMFdAel2N%it2UZr*0lD{Zmg9IbuPw}B}B+pT)=6Ui7`0LR*J_(}j$
zZ1Mi#z{C6Lso=6o++`n--BfA$+J(UH>uZAetxutj9b@|6$J$%*$3Z5kzx+?zU?$2y
z(}T&Oc-?JH`@%4Arf}bbiyyP}I)~vS@gm5S9|1{P+%{)!UY$=$p9ymQHrnB*b5|2<
z)Qe6WwJ(*uSj0Co6NzUQKl3AW;orYv<)&Y28S^cE`s21Q_-$+w^qCptLvBp-MlYq-
zYop7@+HQUx>w}~S54eyabA!qC1mAtmQ5OF_;DTh?e8U#_C(Ggf4Dhq7B(<L}8v@;4
zZ^~A(qzHpWY`vLoavh~aORJH9yuNOgeNvs00c+XW;{nV%4H)&=|K5HHAj^f1CtADP
zuXiD*U-T2Dp5-pXyPwhndA%)Q`D$Q^ui<f8ls0&aI9dvi6<FHDJm?JHcsvIg8_vEy
z2D*((4ROqH0<f{lX4hO_wNA)k!W+f|)kMSFO|bA^RiMTqHgI>UhE>=11stUmQf6mq
zW@~u6UH7!_`W4K#*?s{mtV-I5-r4yadpnmEFWgI~lKWYvRw)N5h+;VjT4*#JjbWLf
zNcbG~SLUdQ{2P6cLTJfVSvkb9_+8bO?)v;(UD25b_Y2=SB(U6>E@QO~{f*iWb3gp#
zCK4j0_L5){xm{{{tvh|s1NiOL{4yZ!5d?fqZ|Jj+&~=MDH%_|SbC3q+kV)z_<!*#!
zA)l3}LpMJ;kBoiYEr+?u+3##4%n7o}C~-Qgh>1@S6rRIL<@<_`<L7t%dFfY7_ltTl
z6*<61Q8Fm2Ju>klbMzYh$~=Pz6~ss_Ute6+{U8b%=GgcT<FRa&82@j`*cM=X3lz9f
z^Gm~r^c_;)Tmyoia+X2Q;kVg~H{#55|6yRKzY{-u`CyYh<?HIO!^2)yDxQ<!4;y_5
ze+51TtmNW_?Kf#~vs@^0(y;?#ebh~mn+`51-HDxIdS5-eM_y5%MUku$o2RdzKu}Hh
z7Shspa;%RmV<<0)66Qab|E;}<@3Q#7Vqixw5c13?B_AH>+YlG=SYkCRWpk%c-o*4y
zDvKj=%7Noi^sA*#PAT8}3lf8B9h!MG3`?!Ac%kTC4|KM+88EWce?0PSelQm`@CfT(
zy=qNc!G0#LHZb^$KJfj>e}CEKXl~Ec3MbS{Q(u&3;mJVS=aXje4Ow}-<oF|0hIHdb
z^Mj*wC)j{wn}Q%7XD@Tcqrj;c7~^{e!HzEDtK__SN+8~ad>QlHw*lXWX{YL<u&MR6
z2Lb&FGh>l@fLQ5W>zzcYjcJcjz&9>0^P`;u?Ni*NtsxPLOZo|2%aEf>+nP@<axa*)
z7#}h;m!RQYWQ<A2YJ0leAz;2rgQge4crD`_;mgnKD>h3tj}u7)@C2wZN~m<I=!r{d
zxizy09+Y1FzVy>!8;2s(IXulNTT4ng4EmI^d29GSRr{sgkwqVK&?Q}0iqV`?3y#{j
z04?n_i-w<yD^q8FESP7jd6o5%jB2jZ;&^|w1bx`P=80$hH<Eb7bid{&ENlqBBzDuH
z3N&rSYDHE0xJyKq;kY@PTi?A2cd8N)V3MG6nsPk|pc{CWd=$Tr4ml`ZBtWVMXb0~Q
zzzG<JE*dc?i?KF9J16rk0g0x9Z{GbLaie-|M4J-VD@~%ls2#IbTY2iAOS%$jG0VS-
zcNWJJAgSg@;E{HokUJKgZZoPAMVj5BMEo`7+Gs@6brkf>1wC6Pkp?e@^j(0D!w2l$
z<YnsI&^&(gj{jkJYT<D&YB{VQ-{Qnv2RrURvVDQms$uwZh~R`syTFYtj+g1^Q4cHE
z1{qb08n)#C-XTtP&y%iqWINNf!fckiI}gIt*X2Il*=P9RW4u4(08(^CeSMH~%G8^*
za*Q`m{is97|AE3xAsR{5xnp#wD5>7v{Yk=Prihiqy&8-cn`=J$`1`Dy6k0zp9J^za
zDx`{1*XU0lh3Xod;3p3J?*x6ZW0vOBsLKjzbpiFof<vL%ilID&E8Zx*IwsbLd;+0-
z=hu#?d>f~=_OeI%`ZpRh#<@)T*R%M+)$rp3YqnwQC-l2q6rbG9BJZ8rDsNQ5#^i)v
zrIoR-aQq|845~})?&CLP8Utg#&enHU&h(Ee4cI5Djs?g55-PqXACAs73V&-P_<%s|
z?0chOvU6c8tnte3n}21^bq;e3e&+-Gv=tYa^r|r0O<{m-Gb14XH(ALLe%5*cZ-UJh
zOR&L04Vd#l!RjqP&I7SH3{L#8vZgKUf%2lchL$XBqF9Tv`ZBd#GMaIaaPaXL6;uts
z1l@rq!;>m|e!%FPA1vWM@D7POc-=VN_F|Bl)8g|^fRqitNt=bqs2{6pS9}5ITN~jo
z3(g&_5SFCp^dX!Awmv_+Hj}KY#ai~ubk{7NNXeboxnGy4jc4zeKYJreVVae_q16+S
zLiapC?c-K{tho8=Wr2{rYGA7AtvKNJpm>?_;O$SEqml6=gmMJVfg$Q+nr)pfk1%g(
z_3U=;|Fg>Hlqy3v>wY)ARUgDoTG-ZDTNC%5AT@g=Q936Km->2|IbVpPf}0H<=M^XV
zH{e+!mPItnRl<v&^{0-`k!$rv@sAGT^gPHzLhT$Ue$uzbHJ&?|p5^Z#=sU!OU)a3X
zKIJdu`4yy%M8@DHIsNPvI}PcZ4iP-3nCcMs*{M{NH9`M=V5x{oroUvU_*d~y-;<*z
zZkft8_LHtK{P<Zwb&q=Ev)*EltzU;B<8Ew(9vtEDJ_^b?Ghp@nNPBBPDk~M|O|K_I
z+wZDmw}<!a{E9^m>B@}{hxp)N<&$hj&(Z=osOs+qXI*)^-X3%_!lZXgM|ShMqxJim
z^oh$VmFk+>X~vo<w`bhk39n|tkNQ6a_(Ef)Rb%>RAUIvegiS%N!9qt2vA{!f;d5gs
zuQ#>OL%5;xbOzroQSpwUTvgW!ew6_a&1GDBZw3&dBY9mxOMNvLdRaL3ye=lKy>|0I
z42CpY`YOO~;7i`_J-z5>57=(P3m{lG%qrP63mNXO|811jwj*}=3Kwsy4mqV~Q#`6H
z(+<|ycz8rQ8kL@|2$i(g`9B9z5vWlqd8gzGr?r;LlYUvPG4~(Wh^}+NhIQ)gb>hTV
zdd85YjPViTxh&o-lh!BNgakeo*(ZNYUa4g9qKp0?Nmm^g#rJksQ9wXZl#*DwLAqfP
zB$n<DrMtV95Rh6}QV>`{knZm8l$LG;q#Ks?o$v4ckJ<Um?w#SzeV%)s^PJ;|OlDc~
z=Q0bcj5`UpEhgBCV+6jlm-lxkq6`z$rvv=pJHQEjm@?jCxUqi!coO0-%_l^*p7sxv
z>J5359_&U*L<KyDyS=UjsU_fT(K==&?v?@XmqLW3Wnk;t<{?*9aO`t{c=(p1>AO;E
z91g!L7!cvcP>H`TcV#}QKwhSpd_Du%bwX4(hQ3gXn<W4!?N#%>B6AfLwBfEl4Zcxz
zkCfGm*fx>)ZM}-`!C+mYJ`1$*5yE{)Hs_8t$JgIs<G1Gb-wZO|Oe9!3<~Acm{(;N~
z7n~*&?^zrt=O*5*BeCA$T7ZBz&Iao;FS;v>$St|93fSJH0K@VxD44bykC1N^#RSS{
z4_Hbq6?F}b@YnQ91*XB8<}nXDsP;@hO*GL-4^cT+RlS8;W7H53E_^O0Nf-oDbmDtS
z-OzDCdKwiPp*I(~IrTIiZzp!yP!PWD!xjN?b4fmSPVb>x+ZRyMgMQvoD{X_wubo8v
zC<JPiDaIL-wduJ{-k<wR5$z^mG&|m(^RSh>#eA<ye5g(qJEj;yy(&DIg*s54Gd?+*
z<&B-+p!ph1ssTPbMZ&jEwZYH#jMIKft>6A?-%#?aI7QZ=fYfG{Z{!BPDE~IJH@};P
zsejesx7clAlJVb$LF0bz%2bwDP{tUuQujP!xhbW(wZy^EZg`RKm;Q5J8-ADHQV-c&
zMz^ew1w7HGSAf~UG5xvK$L$QOW2?d=Yklg$<=-!9WS#%YT>Ia-80CkxP;-3W<1JEu
zv`AiA<|jGH*fLFfFK7V@ZLT0Z<iEzXF&B2!>I<-w<0$BBNtoPmKu6o<>w#D5zsfvb
zb2I$5D4L4N$u-W<#9C<4{I$8#(JuB>;7eYWRb{<Wg4s^eKM=KnkZa%HoqT*7)(@4u
zb?|eWKihe)GODfw%ej+b{+)1Vz}9fh=UwK~nOb|YTWTaazQ;FxqhP64OqfgcS~;S7
ztu_36<M@%Au9FL!qhzD8P_Mf&ZqSl+5!IpXsIHRb*@!a}3{<n@#pnOFPvzx@ztBG4
zS(!HI3<vC>5be>v9xHyds1yF)K`186WSCxdQ?I^B8eLdy#2%K}J4~CfqNup#w)Ci%
z4#@;Sp5C82dP(8VTv7Y}+_DI96;eWN$P@3_iNC-29>WfRbg`?}-GSp8%44ukRJEwo
z$;v`#AMjiY@<lh|zRvLU@!>DV&H>iWa^Z5Bxo}>gAfa2k@XE=fcRk_Hk<Db^7{SSe
zZ8XlYu5X%WMg?K{@6k8;gL%V5?-OW-gjAQA-M9O)fvIk<?P>L4t5I+2ro~L9|6a18
z*i&~0Zy*lt*}e=x5H8;Iy5#RZWE;}N>|~mJ8OM3(g3d!(1vM4VYkhHS*J8K?FRt@N
z4OHtc#5=1M$+fMZ*}zNOzh!bcp`);20TeSdkXK=DzOtx*Ui3{_eowcs2=IXuesBh1
zd)({Ke3sK;+NQF@V@obZSf5*72W)IQvoqAkNO1RA(n1t5jPO>m{oiBX63sf9XW;Kf
z^|HUH8^an=`tAb}54^DtOvZf1w_xZmc*+LcOiz)kEb80>wq?iSgkv|mdf=WZ0T4N=
z&2BZe?Z16xN5ou~w$h>@hv?)qFFQ8&I=N-+zXvsFt-M?pn8QVJh!;cg^@mfr2NVQI
z8$bbfe?*l=PGL=eE6<~Ib!3k)xLXQ&jDFKQz<b@F7J8@?o&_)JJa2GU)38eyFqgTS
z%u65Ad=j{}%cm#fUFuY^RFzkS>9J4v9<nvtiwyCw>od8KiS)euwhhFqDK&Fpge;9t
z)=rW%L-$!$tCFurTsMQ4Q_V8r0#EJB5ZG&j6l45fYxO>;I9{pi=**>y-Fp36XtltX
zDA8eM^*UVSF>+h~7Z|8;Ng0Jvv%jVJPT;PJ$#YRMFb)oLc=Kye$W0{CI_pjQTv?e#
zsHr3vQ&x}y=xUj5169?=N2je=VX#+(nam+)YuYGM3~)#D!7ZZ5=E<7lrGV_g#KaET
znDg-o^%$DLOdIxB!5*JJeI#Y4k!Ja^10o2_ol7_A3tZ$4ed?9vg1FJiRn(>X-azL2
zvQfM}*{AMj+*PD*f(xVIeQl<uL%73{l5HM;$)pee7ArR*b7jdx?3QoJD3fD>#EJL*
zoye1h#+I()m$HxEoCW4I-1vaF9j^N?`KA|dyheY?{GcBZ*C^AK;h`yWnW~r4qjMkl
zh9;mb&_{Urh`z}GvhkjrF(!<OYqbrAGuV(IcZ8?f;#hLK3SRCM<Mt^P+L+}1vc`_5
zBV*Fq7>NjYv4RCbH|6=1EHT0D>~v&r>zb+Vi{WqL=5D7diNId#d+Fv@3UX79Yf)>*
zSj8R#D8OdgV)8Jz)xgbjvcKW;s~1=^Uy3kKe<sHb^}Qc43l7eTXtl9X950q6lCf^-
z@C=@UZv~3J<z+S^k2$E)ru+=IwZpidQfvmuwShId|3D?SG_6~9j7P6+86QkGrRi^X
zAbEr;ZoC2gCVbZVLFxVXV%tphSX`WfXO`%oxyjly>GI!ZBH8{{4^5o+m8N-i6iPAG
zoo+4;{+_a)qN&4RMCYvmQtIxt(Ti^zA_crRn~f<;ydMj7BGcN88~cB<BBx0`j3`+r
z=F_m@{v1#-I992Aq*I|jPudEdInx;xeIzY8yd?wUlCN1mqd5~F#ZYHfx*YLv<Mv?F
z-B$;UIc|~bqUOJJ=3HiiW5u(t7qt1bNwZs`rGwI)c3<U2L(M4C!Ap!n)XP@TNP7l$
zIHZDRiA1@F;Q*b_3*3m66|H}u-^HWI?o{&_BLn>2_AVsAjo%)oX7_N!DpR>p-DrLa
zlr~*_t62BF*h+BHNJ0QJ<>0uLGUMl|>e)gIJyxehm!A_F|49FlG`-H3B_eTCS7mW0
z^QB-;*Q0~W(9-Z4mdTQUU@Tsl%tkA2!Gj&5I{X%HG0o&IvvFLf*Nf++Z{Rxb>)rD2
zErwZ&mj)gO37G{kAN#n_vJSd%(d`zN8H^_0AKp$zZd1_1?*B~fvd&lkyjL9A{#+FR
zEi*kNS(f)APZ2`xt=eR`r@sdPfS&}q3ChrYCB@94FaZM2GGXAPmO0~tS)lu=#DTh<
zUsmu*wSMJ9t>3rk`<!n%Og}!^Ux>9OA3!%BNZSr~(F(2J_~C5u?4nyr>$oktN~LA7
zD%N_+HyLhM9ay#PK)J=B>sfII-_{Q?qd1_&;PbJ<I57+CFe&s-GkVj3t(>P2U>daF
z=%nG}4L7`7?Asi}69k_0zR*RYH6*~NerGWu1LJn4$+}m|$;z#E_R@h>D+<cKCer|-
zcE%PQm*1tWF)~rJtF4Qq4gzWOEs(?0&_6338A9d46_=%Xpg|?2h<=UW$zp?p@A@RB
z(;JZ_8Retnb5Th-H7t|9nV3H|7OUwdqV0TW%;!meP{Fwl7Hi$W)=44Fi&zEYZ;opW
z6s|9EReHprZ+}<zFP30mE^QPF=Df}Ly68i%!$fi@rX#9BT?O5>gr(4lWVT}E&(^Hh
zPj($8YE(&~2i$b;+RE*Vuk2(o2}LVNRswooC)sOKizHtvTs9?zNmLZfe-UPhihxcc
zRok(7wmnS!aK;5F-D0!l#%(WRS+Eazy)|=6;21&}r5|WVh6@>$1$gZp9NhnWaF!ty
z$vQl;?OyWfw*}NTvm|vGgY_t>ruBy<Q|v6ev$$Wpc<w%0WW5!VtW(g`R%D9!RG<84
z1%to`=v6<pAvjRyUlUiGzSkzqoSxdpHj1Q<fcds>2mo~mM`c)^%aH$G^<+L&!-fVR
zahtL`%Qqnr6>k0Vt;FHHA8<Je%eulEnL$fBi+sp+8&3L;f%(;;#^HWu4p~VhDbFZo
zhMm8@$nedRpPBUMHi<??$m+^?2!>O>qs;_L?que(TwN9!jzpiFs$Kkvf3t>azn@N-
zx+R0uA#_;s2ZjB(8H7kCJ64>XT&CJTY-H8zq}R1cAjaxMyB@~NKj^Yck!KXOiL~8z
zhvF~BXN@qYZ@w-xgtaRC4Qux^_x)@_URHf>J%P;Y1mClpuXv}S^a`PYvt9FH&nm=^
z=N`B8@NjT*899Y3JM5sCf8B(>Y4;oraN7CB2>4AlWb!Me772CUDihP`IFuBkdm8Dk
z%3e&aA39FzE)`=;dl7oH(UOBtRtrr}Fnnl=lMOf112Y<Cs0?>su#_(K85Gh%dVUvP
zgl4MaU-w#O<trxVjMevjgjpi5d!3!7ceoz*88Bte=k|<NV{WI$U~Q}s^>7AlZuvJ?
zn?m^p8$4a8$EnWEX5Hi;<Fjh<M+8NuPkjW3hlbqxW=7fDQyjy$S8}uRNlV~4|LKW>
z5mxsbP3;7Ddjzl+*2nZ=9^Ts6SMP?;c10gt?fiPI(DVS@*ut74ES*7!JVp%L=wIdM
zG}mSN@znv2<&_oq>qdm-J>!HD-qSHbo+<Q@$%c}1ZT6$wAWo$QM{HWY5G%XLKk@!1
zrv#67q|N_<bibgL^qu`bO)rI|D%G08nnoafErt2q+zAEEvL`Xxs}ZH_WwmrsTU9@~
zapHxp847v$;mBU_OL*&#(fqb#JVlhxw`()XPz=JsJ%8gxu$kJy)v3O%*Gq!|eX2n1
zakFuK&vZ9GC#~lLg(tD6q$9rq@GnZt4H5ci8c2KeA6TAw?{ye6N?Hv~Al#1cEq-7S
zeTcJ1PF-Pm24gwCSbb{k>727%pZV_nPGcwI{Kvqb75>lNs^zm7=%pZJ$|Oj$c^#P&
z4q}Izgaod^HEIg61KnQTtzvbZD&92%5uq%S!%vZBf=+A>l*_{D?$=#11dD`NWba|A
zS+{h%;B~!N97i{5C*HLP9V{PoII?{Jp*$R>M}DhkU+JW=Qd7k_bEL#Rg3qLxvaS2m
zSe5%t);w6b5w%|hCFmOYrde*dNqR5<@%?G@`}6ju^%lmf%m>*D(W@c>08@NZCI3s{
zE3q}#R*V;I{bY3Phwf96Vsak`vgi4Z;%fbBhIjSD`U^8%O3$PNdY#F!#(*M#ab<O9
zZmw;Pm+{jCuKXoO+U=w);jGMd;fZO3zW|h7^a}3lhCE|^-AOE;qQhn1jm6&Vq>Kd{
zD%-cOzFjmiE8`Dw3s$nXpg(>?=d3QvxP$SNXQ5^1{yG)@y_(AvkX}9Bc1Srpj(;6G
zCbTb9F46`>*Txql+vAL_pVTtF%@xSvqXxF+6FV`s_u@+JTW^i%3{qU|7)WUG-cf#b
z^(i6KhOiLLLn5~K1IG2Mer4Wk7Bf>ZX%CWHMUDJPpb#mR{Kfhd8<SI_;~IS_EbTlz
z$*;=Ye7%Lp2ol_jODX<~Nxn|<XwDOVGWT{((_`^<#5wKRAV<g5lHewV@C02@-`O~x
zgpdulDl3P;>)Us>GgHxRrS@d772GhKs1lJd3fRiAUJ<oVk^qj}Q(QvQKhC~pKivjP
z*~Mt0HS1oPN^V)4K}F55crk>cOVWh$fQ_{73`Mu4q|FuV;BD9`5&AI@%G!|fOfA5f
zc6sLbI`OUYZz^4*rd;>M-*hhSH*ZS==nc6}`9okktVH<tGRc5wjFEX}nUAKgWBoek
zlo8ECmdSEuZ0GnTq4p$MsqDz7Dr{FR1lg0&r2xSlAlD+XdrO(Ue$Ze#eYo`%^y|AL
zlyEm)Y}%#4FZ?&<th&VDwp{<Fky^8k)l(HOv%u#s{)jq<;~5bm(!vd2&6S(zx4G*%
zOpq#)_Bl^J(&k0JwysODt`gGbjP2|+Yj?TYEVCW<E|+pk$&%@+=$pFnEZVg*<AaJR
z`UMc|+YkANMT=&3ta%o_tu0=VWg?Iq7_H+@8&}?}bx-iFm+^^a8z;KabUMRz_~`p_
zQ`D=>OJkPp=+`DO@r&l+*k4bdtbu$VZ1Ne%D<ijvWd#z!SBtmPeC+)K>d33{^MX^u
za<^abZZ~NTre2!QKX@B{*!;w>&Ug4>^ZiL4W~xozqQvJ>CSH5s&6*4nhCBt|Wb#9H
zqjid8splKbCUla$`E?yUd@LHBzfgZl5IODjRNBC{YW{36yqzOg;u>fPPz`dDN-@TJ
zCU?^&R;4`HOd9K&IfS_vE77KnnHn;uFAA;532YJ`N6>dAnAFn}{t4|}5Q<fRx+E_3
zqcKZ+H(CkTna)Q1wm!Unv-Ir^HHn8PABv(x%HxT^D<5OOTiZ!<AXiH`?<7ulxYJuQ
zl&BIS`3N<ne1PQndbSqr%^jLvRV$*UhpJO0Ik^^REBT6>9kg$^>ci4D`{o==4=(OB
z&kTRfRwlGR^N^v6zE=b*_1|d~w7uMCEc@XIS$hG?^Hq-B2;fi>f92)(=5-Nh4=}qx
z*+KoKauWLr0o)KKZ8{}WnQptA%Gf!)L%x6V2rzv~uRyM6F7E5_SMI+Q?vPBwK_tj{
z6CSZ|h!N^wY1WP3UxqmZn3lT;ee8qcV!&;GP&y10>ZF>Dv5S+8+VSr>ZHjS6lkS3J
z9iX5{JgXcJzR4xqS9(WHNC@PvhC<~AXOoXz-tMv?eDp`S_LmW}WZY-OqA{VJWnUN4
zg)DqWf$kv<_1WH}k3L+?j7w2JHVi3n{M|XYG`!V&184X~PCB2Al0DJ16b*P*JeT6~
zoN|39k`YJh3H7&As#odJ=kKc)R0|SBhgG!U+lFPXuu_v#5@0jla<kWeR(!T<xV-e`
z@W)q~)(@OtI>1K-dzzxMXSQ?Th_f>H)>$v(Gnt6b1GwV8xArjk9gbit@u2iSD4LQp
zL%h?iN^tT=#o25+=vxyJMiA5D?M@zwiTbn})+NS=Z>Ljc`~H5)2>iL~wT6=dKi}AJ
zPsE=36?q_o;V+4M)3~d-+g~M{_womj)gRL8*QY_g4ZKYqkcD~)xL11KNeG%bNy)<)
z7;Bu5+kxSDirhN1>|3`)X)`=yD)01l6s(z_4_Gihsh|&iE<TWIlDh)jPGfzQ!o9w+
z8PVZLIW1L*@m;-2f4WoSwQ<we8JpgGK#IXenY3EiYZzNyLBXS4<1CX0{Fm)@RD4e6
zdb+m9ul(v2?Qg3udc}v=fu~fmZBTeo{5hN-Z)8Y9O^^PVf;)ZNybb7Uj)y^32z#WR
zL?`4<dqyIMxyxKG`4+rqI;Z*|Ev(UD*Al1blim0?r&?NmeY#FTWok)}--9j$0rv%E
znugdbtc8xhLfw8YW6TNAuSvv~i}M#Id6K!9Tk&GW;`usK*>=BR8}ykD)HQ=@+aIvi
zZfD0M4bb$i|D_x$lgb|0-ynUgd8cGnim4Cl2Hk5`&pqzvGn9;`dMm8#zWMx&;cy{y
z==`gKS%{OuOz{kR1jE_cn{UjsatqWSdNZ3BUg`0PDq-TQAxD?$W3q=eSw0z7sD<RZ
zbI{q5XYkE+F*|!{35@yvL)+J`cb5=2%NOeQ#`Gg6VNXjR;YKt|eID|nLCIp&h3+_w
zjIo{^XKHf%PSZq6=lMWU>n~AhbQ}0u<-DX|47*g!f5#fOTvEfEfBF=>{^M5*>GP3v
z`=2lMaQz1`-7YT5qMjlw^vuGHR8A_^13Hgyb@<kw+SHUYe=t9$^H{#q(Yh+w2!3K7
zN&JuzH&zete{S+6oj1jj459A4l&qecH4m5oSM?}SCwe+Vmor>~M|A=uT4FG;Plw$y
zkl6(zv!9<mi5eMA>>RWGqGP^K@bsK+i4N2!M1|O!Dm9lotIX8eeYNTQLWXMr>Ed~$
z^%3`(<r7CivvK?LQSJ6=%(F1LZ=|Bm0kRX9h4z!oX$!f9boN@vAaR{d@&`=6*-sF9
zqiHA63sH~^CzgaD3R0>D-rsvmTXSMiWOH^K9RzgNID2EE(0r76ob}1^gk;E=^Qh3S
zYXzcIszgftM!Ne`y*8?5ao3*QAWRt<SMi$L8t(0uVSz`RP;Aql7t8l^k33Zt==zoV
zni`IBQv~e7F{ME-T#^R>^hk%=)y;z;(CO=D#w?GQ@X2ZI;HURYoe+L;HJ}aoy;3tF
zg5<Gh!W;8f$6AL!-qD0DnbU!ar+sx41j1?yW_{kVr#vHnJnA886LTq=v6D?E*RA#R
zcTRi?DV~@4+CPx8%{bl(_)?y{P-h5Oqf-f+9}@HRa@fa8Up|RTm|YrKRq6+!-Roal
z-?<NO?^P=?3fc|F;Qa$Nf-h}78Fm<cV@vTo!zO#oC{o$MSa__DnBUhnx3zKn6D4q4
zk1_m0;xMabPgL47r79p@mn{ePnw?5lFYc%8=-rGUVR_=AfVvY~Bc*#9Ekr}kijT)J
z9=WHk7jSi_sqV(yU#et-uJ}bUjO-HrgF3j#N%)IC4NTJDF#x;GjXA)mx6K{x{tTTU
z|7zJkHRYM&N}qb};Aj!k-t5GaG|i9zl}aOXAz@tj=2*bK#JZbxSzNd$!;Wl?!xAD3
zDoUA^*Nk1m7$eTmF^-_Pm@d*`d{o%Q18>hWB4Syls61lP{i_>aBoN5=!EpSQkSHh0
zR<k<6hJfj+1}<4J?xq7rGQg(mmAjHlbED(oCBl>&iBF4ZoIYpK_~7y<{tQv}X?FT!
zvwBj%cYODB4|zibluV61AW<HFc0G)&R8^mWa8rSjgB6P2_ZrY#0RN}CQ1-&pw+N>{
z7uNNCuKf>TK5Px(_r`)x@-I=a0Up54siUr(AAkn(4FKJSzHESt@D9z3JV`o$U64#e
zPM86!1-Pg92VWBu^MgPBEv8L-?Be8qUlxJt=50seCZg;{Ve8CuSg1a}|NUS-K9OBF
z+DtzV{S<QZYpfeV83*(ZL>mKNZwZVpSREGo4#gtohYn6RK|dAq8As9I-2lQ9D|x_4
z6+mpS%WMOD_rliXe<BmIBKVf=KYclG6w2dn!}nk}FQ?m23Q_MDm8bsS!0H^asqzY*
zew6?JS0CRfwa7ts!~kGpO#`@5^1sG|l###y@_Wqk!jU)fkgg1IqMKwDB7T$WTf4Cc
zxTvDA-9qYriVRZ`aDO0)fByjFmygL%)@~mQKU`?vIBk5HewDwF;j361=l9+2t^bPF
zc238#H$d(-twu3#IK8y>o$Piiv&AP-pBG?z1j+O~BmRmM-+{`B@-&*=rmv*()(Wwn
z^-GDp#72NHtjVW;4Q`*1(e7zuP?20;{bW{O3R$uWvdhz5^YVMfY*{ZBzUEWl@QX&9
zCGeCXuc2|#5pDZr6GWa&g_BL0Z|<6NM4gp3exsTpzm+IGEsE$IIF>V|!+R90vDov?
zi<CIu5PVWBACKK<fpG#^mu<3KN(u8eHDRy9bY*oEl$l`P6d)+TTYEPQo<p&+4LcTT
z$~UfEh~f_+i|p#|h%y|twQqwuNN-~mY>1WFD`t;MP1VFM$Ck+dVz8~gUuZN~wq%^7
zYpR(-Fnq?IREW#i%#wgGK_WJFjcHGxZ!dYK;_Uylpoe#6wOwLQbG+{6me-?LQ6$)Z
zVTUDh<k^+VGBI;v)N}1sKc#qdyp^CA>u77+eiChxhIvFBG=F?x*dB5Tm0n(W5<?W$
zh|OxHKEqgda@q6C$5cY%_6Ht>hPk)gQc1Vn9xge%yr8~$WR^`|ho+5EdGqn$^?4uh
zt(Fbnvhrz)(6I&AmVeNp$$*RUDH*J1(kTaE=5*chlqa9l%62KM>vcfRI{$%^O`pPT
z$hf6m?J_8y>jx4#T@=bbaKW|>mm+w$u5(wLqGFsFeDOngb6XwM=k8@@>HTCdwM}37
zP$*e<pWJsNm;|x}r>d7e2*C8WQPj)|6lN>aQ9E94vx&(F76GgB-`)nDL}%f3r;H0_
z)34taYT*T@F;ueEmg8DCg{{wCkn*v1Gc)y`1P9<;Jg~-}44WAR-Mx+IQBRrWz`xgA
zoZMzYpIltt^k(b-9ELp6qoNRBLqm0S0;%G9d=qV%&7Obpf0szC40&YiNWPoCcOg4k
z0MsKh8INB_#U1^wFEXyJOCQH=l53!zM#N<kjxFAV>LeUNZqkjmDh_yFp$-%bU^mGX
zW!ftyEbDY2f?RUS2tqBB7OODe^0^i7sUCiv@3JL^e`TIL{|Dlboh!BNJvHg|jl5@T
z3gPAUFB457#ahBy_b^hbWsZr7ri6tFYw-5bT)n#vv#b|L3g~lRc_&nXA%<Nhxw4+~
zLQ6A2xMEB^D|zOoV5eJrqmfBZhd!0|4iJHkIVoNOb9#n>P2-`r!MAa<*`3EKdRaoE
zz4UTI0~@6_SAAC})FD3S30;K4W{r2+_Iu#mQy+W)e*wP)-=qwqPs##^ZEdX!pzj%n
zR1CGR+I~*~fQh&EuN%F7gPVfQUWF&eP7D_dDox=SCt@rtS`PUKvlSwwrUsFYWbS2S
zum#?mkLMEN=JL<_$L9OzCUY}O@m@uHBvQk?N4Og9O^c2?ehyX!UMm<Fm?IDCs)-!h
z4AmV!X#g@X*DtU5lACHSx}yhd3y-X{{7M{~+}HxUs)-9q*`3j6kiP0S=O6w@EAh%A
zZBAk5WhQywjP)dJZ%o>j?8KDq6@M20(UZ`)Ks&7NM8+#S)@r6ftY=v-#Qvms)V6t$
zJx&m}G(5ck`a)(0f0IweZrKd_a1X>3hsa<MF(S`wCRM0jVJ$2+Kum_JmCN)kZZXPF
z!pQK&Iw&()nhhV(-X6Q(#QT@bQ=(f7-JVPKrY0H6fsjt>T<|vJQ1&#bYi~?~45t7k
zx5y>RmMm>_m^Tlk>Q+Pf=u&hB_dXxKICPGY4B;U2)C687GG0~oL1yb!XQ~+I0Kr}%
z{6W3hv!i+x%NaN!eLjtqM?n$sm5tsxmiAMe=;?&VxO}4ChlG7j)sJO?YR3l;%y+nw
z@x*DmmB}Gy^%&_9>ZXZ{ayTKb^Pf8V+t;P$2mLMdwlxt!ao())uXioLCS#3yCITEQ
zB`S(KN_4SXTx1eSA$fpD!xZ3i<T_<F?kaoww$IAwwd9i*A!>+loENr3%gy1jiKBz-
zUj``~4iEL}7L~o}E2rSL=uE~0#WrVYV;@!M?keh3u8^R_>N<hFgEKgT=P4xBx2EDt
zvfiBk)5f8ya>!AJrbP_0MVC<XQ%o*_teDG$uV(M}=ueL<`&T4|FwS>RdeyLt;;f#J
zeaIt8Jjct-y4e)Zm{|uU&^pgX4W)^s^Tu!r?q-wjb)fb`jlvRKoGc%2SuqBQ2_9s%
zB|~?uoK|_Bs(Y)Qy(>R}CLz*QM#uHD<{r$nJ`KBRv$xOkDF)K)p1f$jAHK->=5yUk
zC}U@KRCH2{Na1_*g|^i%&zoG4l4PE;p_Fr3(Pi+y)F%lrzu~u1js1+KANL&&zun^M
zztWw4Cgfr0vZwFcm098z&j~0ytZYc6i74Rw71SDCM!>uPK@r|Rv%IO)Zk=dRO<Tds
z?|5}s*>48vEY#oQ4Ebz{2QV@5i&Mm5g>b2{thXJX?DFPG4ANHa#81so3U~le=zl;b
zEK_P!uK~QL4*YG)Uc0-f@f$u6ovv)_P!q;fF;K9R`&(v6LKZrzP!*f>i1IlJAH#xC
zQb!DiLTGv_07ZP~aHqtUSUADMctkn?3G?+Mak-|(`W-I2XY915iDlq_^#!m8xX=Mv
zG2a9Ul{G=0?V6gj2`)>&HOn5qu11CNISQCvC*WU8plkYMsGfg!S<>K-_x1YAYK|CM
z9=IfWtvifAhEcecu}gkYM#IPIj+GiD49GL=uQ{qiemiX&Dyv+Da0oKwC}`L!?`75&
zzkcGwnEa+}X^p7BVUSC*{V#?xo7bkOWliMJHId{8b%B7EK#$$GS9u=%KU~NYo28o{
z>F$C&%cYSt&$t61U(4BN-5!b|_giyfZskuK`E%||?8SaSMrJC<!z$4$F#YU6*n~ag
z0D-nFe}{?&$6c1ZEBwuomDi3@=E2<mz->D-^AEJ8+X%Us&^8Ii^ne1{Jfbwf2)2<9
zkON_Sx#Ac&<=2IjF#Nl%yQs-iV&Pn5#2H~G=;1Cv+QvKHOglaR5??}lQeBC%u3U%R
zpuWPUh|yZ(auDxT{XZ>ikSR-m>x_>o&T_f$yPJePetJ5v=g$I};B&gW<{N!I>b^p>
zsWKCAIO_KNIu_rY$=`nVWEB<ugU`fJXyypE!e`ZuAv_(}G40#KVC3koHVh3`^2Y$U
zJmC^$iP9T0fwjS+_)kV(KWvvSgVCZL7iQA$zN8;7u^-5y=}Q4gdjfn6x;ecPKpKXx
zEqU-!3WaU4|A$ZFkNT<NW$^QiCV_nS3<xMXnQ|;Rug<Q?k-n8b0n)6=G0vAGCrDT(
zI10Ae4L-!#+MIvJ@r>fc*{<YN1?7Xh4s%sl&A=&Ye+4I7BXY<aRO%G5{8`_UKE-aw
zix9_VCwnOexaxjKpjFr@(!{UDYkD;Rk|J)pOYdLVmHNxNv9JF?$2hz8uuUMK6}#y<
z-K5mtch$vpjp?`d$nwZDGf~)KluXFc*?~Dl-}@4>;ezwDt$)-1re1j8IqozRPbyj=
zK#>`4)8GKu1tXT;ntn*gp$)3Sy2c=cDQ_IT9W_<3h%`IU7xn?BH5_P{^avz+ySl2<
zS2bI6nN@f*tAEL>xui+l0RJKBX~#^9=T?IVjR~x|ACxqrl@l<>|LV4wUYt#MX8An6
z*=Nipt}Ac)2<G$B;(0CqX1;G;Wnx?#do$yL|A1S4;TnkN@(0*D3u>9V%i2s|nc;VV
zDr!*zI(?rg;svP;UlzQV9IcE~#3bqXUTjN0+LMSU+Rj9Q59}NcigX-fzD(4;DZ}0y
zpNvE#6~q&c8&2yGSg4kbecdeI)L_ickqN6D!R=#};W?W%%6{m2V3o!nHek&DJlA6P
zCyIbHpGBD>cyKd6PiJ<C^gCjV`x#mA1B^w9$a0z2mYDkbv8?iHD(~tmURU8TN$mbp
zS1f<DV4;%~Z|hmcWLSbUbrcm@2;A3iPVC*??4aQCO5K?${u_%J2a=)WgNZemaF40z
zW`gXf9yHVa7q88Zpe9+QV85G={Sc{^IeAP7bYOfc&$2Jje=8n8Fuc6$Q+&1DiUvk9
z?RUW8b~2BUR^jlyxDVwAZe~&n{53&by($dKexnuLz83+?EDB$i%D;~2shnDgwAJc)
zHsF{^G!D9D@f^gR_i7Eu*^YGnu19|TNC1F7`#*(Ss9WmjU-;a)DN+@4(z<N6tEpJ$
zQm1MD-S2TFMlm(o5WYUfskXTu)%il?TW!llO*#GJ^a=VEN88y0Q(lWkqu;5t9<JF@
z`Wl-*Zf?J0)S+vSSt3v&({H{z2_V*)0ZZ2|7aH+!nd%O?+S)K2e=@Zo$s2JO7d_ee
zmUrW-@J-H8p;cyM>oombw~yaSh)&0@XldEdTUkSFqza7+xMqynTn7yVA%|-{CD~aG
z*E4dKC&jeqI%d@uda0WmhQFH%9*HLlps4u4=htrkKybjR_>+={A4Lnj2X4G*-nu!E
zw80LaOBJ>@qb!_G3%4?_!J;A*?@&}k;PYD`9{hKOPU8uCjI+o?)pi|qhe&{U@|U^#
z+>gu4X6Pm^bj_K0I$KK>gkou8Q^b+{VkIMg+zW#k2pw&(OxczEW{{CQ)-`}zi_D2E
z9UDB8W@lrfYlQP;mUNJ-a)n3jwO6nyfG7>mkr^&`s{SIjToH*+C>5h1dEzp%wUHyg
z3=VRB-$vzagHGqN`zP~F@byHaLacU$ZsS0(4x2O1t4g5~^*Qydx7AdMbPWK8m=fBK
z!fcG3kanRn6V#@%OpKP&P@jJ<kEukJA1Y^m)JCuuzu(51va+75N%Z%(<fAcZzX%l7
zoqHPQ#sT>F-HlENO3=#4S6kMdhG<(CzB$<{XSf_r?^uQntgxSfZrPWKI<o9~o${lG
z`|aykQ?drpKY&dqcwJr;H_z;N33&sI0%u!k`wy^s4g;qg3{W;iXjD`AVp*do`m(*R
z{P%ccTx~uoU&Ujsltu)KwEufR_A&LU95Wd-i+D*%GFN!e6uX=^S_AcSC7d8O;f()%
zS<VB3e0dF7`T2t*kGc16oGxJB#KuQKvvB75RsKB*em~Zp{^6P!IPmZI9OQsCv#O;n
zLZvcf_D;c_r8lG~>-{xh_zKsI(tJI7s+rAzbm1#ni~s8nVb2+gy6m-9N_O#$_q!>Y
zY&?vl<aauw>D^Z9-zWqScXLfpj<TyG^BG49?ClpzFa6xhac434NU`o6Q2UnY`su%t
z4E&3_kNZ&ye<25HXv?yERJ82F@qrfKtA8MZ2LW^=c*l0W<D{Qr^=_Jdl(FiPA5Afz
zdo7Td7FEUY*x~*+;ODYBFE$>*p@og*LYF>z<HQ9$CazT3GnjMj1c#T!AeuQg<4bF@
z0-Wu<4U)D>R_kO_zlugzq%l69BPq^eGHRMG{tJmOIvXXg59%o^Mg$!uYNHJLn%~_Q
zqr%*ZU8|eWcXTHe|3FF&;_;BPGEbGZz}hKqIoMA_*c=vGYZQ7tJ_|tFc_<n86=IUf
zO8|dRwEG5Mv5O>;CgT?pq+rcI=>TA2{u0<;vRlerqQ2ZH?x88Ccm9<cXFG4{(%eaH
zMr0|qOI%V`O)AP8F4a#EHF45%W^CJLpYMh}F4$|ePxU;|={>zsDh<z0;IGw6WElsa
zjWQ?6Y<LW0V*Gwa#Tc~z1iq&AKnR<NyT8b3J)MR%H;Pw5HVkJ5IWX|%EQ)`+&y|Td
z9djK^TNG5pEwL@PyxYFzO6odK8B-}$$cwx916v_{I-)?Ht(n;8LsEE=jn2fs@2ZaL
zaUWl|lHMp|2aX!Cr+EZMo_dP2g8#rys13dU*cPE=1f7EDv}C&~Tn?hr9CPK8U$U6d
zCGWc(s1lC9*FI!hvEtg`6H&lm{R|3F(I5F^u5EI9O$@}*%krBO7vRCN5>1<)ab>JW
z2#wkwKu&jnpgUW6qihSrSOE=#9{S|>2s5mkZ-Nhx3T*wn%q^)OJ$aSj5;aIczt-e0
zDu1ph1DRn`yUl{h%QjaS(^d^$rmOc~^lA}PtNlWldy*{q6m3nJ%2j)~*1yR66h&2B
zZ*NBE1YkaKJ$KsrXETKWiqya5zTTLrbrfB45qDaWyl<zYi^lJ(>LnDXp165F`s^x|
zlvb3YeKv0{P&?Qqvq-|p*tRabf5bu~G(?y{NpG%6(ld0BRA|X%q0rtE&BIU57F2aQ
zHJj^JlL~r_DQphAECPRhe)}lkQK6QXY~#=9{72sqH>%Ng>ZF6oGh=6du?<DnEN{MZ
zeHr6k+7+G2kJ4HCGPJJj8+@llih;S%pKlv(9m{HRiF;9en#B@Z@i2+g5J9e8_{UAf
zbthp>tfM>i1?dat#=Y@f4Lk2-GwN`GL)vmD{RrvtOlN%7tgH-5TO;Qm`m$pNv@XjD
z)_<&=R%q!l*J(C=)TZxTbSGgY_P(=C$YpLWQs#JrT5}*lv}2}lW~h@*?tvzZ1s<0g
z$|VpnQ_**SN_r9G@nD<T63!rNNQ@O6HT!zdHOstzoAIb%F;wzBgO(;wxcTi@jzCix
z&~DsGUeu%=;_Jz;GQI8!l8)_I{V&`Fx?2Wb7K_yOmEzxBj&*1zIBJQc>#LiRuM+wM
zBVPpm%#7UOUQ}LoC8EN-Tz=^TLX8Em@G_ITeg;*8a2@}FUa*$co`_e!@yoA{T6XC+
z7KUf+CZ<Pdo?NzN=8v+a*CFW!+S!P1O#xy1Cr2OkjQ8FKW+~PwiD&OvDAXTyZNeX2
z7I^`^yRj3l2uV;^t}US^j7M)y_PRZcXm_`8XL@qsZG~k0>+_+{$I`;16}#Z&oO%VR
zEa=j`Yn#`ExP$N#<q(kB+#YlX!7Mua>krf-mZM2(WJ-@wQPuAr_z8zTh`S$-+aA8{
z1EzHMHRpoFIdnG;fvKWD5Zd*258-7~z2;}y)Hu1csp?>DoO0$_Q>W_O%r#ZU!kc!5
zkuqLpdpQ;xVD__@ex?KwcI(<zJrndkNQ@;>Me{?V@<{Sle9`Ncho>g><MDwS6KA$b
zG54BJA%-)HF84nN93u+9+wA+_yTT@cpZ5o3^}>HP{l^<<Uxke2l<`a(JQZI=Lp}lL
zV8RyS^T9qu%9y8PVtZVz@XgTyxdh!#s{xK)Po!Ghfl_k2CkgZ|-qw?E`Q)eY@OWsL
zQJFItfhCoU;O<e}t`dw3ZQU`yn5^5APvsW8XM}}A1x=Pg72<di^0>`WCYuTvCUcb6
zR$+bJq=IL%{Cuc%c#63u35sB(b9T{IRRk%OXDJlKhH{b&hz5wLOIgh0K}p&AZMRtc
z=V>dqeVy&bkCYt&9;`QT9~amL=2Fg<7+<d1B-Ec_2yV38ZKA~iAo;(OQQ^~1Ff-Gw
z^9ls4tWH)l9XHVp;2qX!ydHk%Wss;&ioXC*m;<^BE_>U*ma8QS9vi)Bdp+LcZyw9A
zC0Zdks{Q3C6YA);klXiW6XMk>4O(`2iILC|SX({6o$@EHCniEa(lDNgZ|`=F)e--y
zxG#U3JwZJ4pmi3-Ub?b>rt~yXRF_Ow?guSce>k*L|3bitc@mj%fl#?DF_OzP9y3V!
z-W5#<n8PT-Gz>A%A8PW^=`j5Zk!YWivXasxQ!d4dN+!91tvj8Ji<$TTnaIqhd&xi@
zeeJu2?MryBB_5=`DJuaAyAU9`yK8*UT{!tQL^GMR^C0Sk-4NE(IbK|UUQk@wM(hbK
zbTP|^&C#Mp^&w|$_;-6+m(=L6|Nlf;7NsGDZqin8vpOl)@LFF*1sDPK82!6yv#vSF
z<zy9LmwoZA8r^GqfI&$N%$&g5xDL2JvfnCQ650Sh#+f<&G}g=rgvnx-RkS$qKC4DA
zqwrG1Lo!;jajt7z>X2sqbNlB0!NM{CwYn)?r#G44xbUt21Lb=GVN+nm7Toa}*)~?*
z4L*A`6ZgPVrZU@fj0@}n+l%f?U9Ac!FT~=rQBVq#kUpo}D|q!KPpqdaY&Xxwo5}Rf
z>26oADH{l@BfAgP`VXH!!B!O};`CJK5E*!XG0XR!ed8BI3zwIQ>;G29I_iH9lrzJl
z(kfurd)=GBep%|$0=U+0jt+s<NOjb)7i?5kf;?q0i`x3=z1cDnfr~uai7H;f<GJSL
z<#XU?%Dz|0fU<lCwap;&@Nd3$0_5~i!*te6ZqgqektanhR;+Usd=YtZH)#NKzT~j5
zb(L12MF#*?V$lySf4+sjp1}G0zvEKixZ^QdnM6)`pEB_py-i0w7Y$2DXZ=Saa+u%b
z4=*2a8`7^APcqP2r1?de-$N58&h@Il2jrsyqyZP{QtO>TU^|v)x^U_P<cjv%eKoLO
zV06<g;zrpQh?k<i>OJ95$uLGy5T*_OQV!=Rl@=9&vk)lI3XlzA^I^i~`1?I3K_eY*
zM%teO7Tl`bx0OV6{jI8S#T1trAHCI79P0TbIYCW)j59d}?0bbrjdgM6CO0gnUqAXn
zp78>yU*Kq^V@mPy3>j+yul-RZUxla!)0)v#OA`uE5L(YqO@>=hJ$4n7=-=%q6>~6s
z`F=a3g8)~cVchsK(t7CGfS7PpV?abK1<#mp#?{ZP&kgtMqE>%T$4OP#@LuxA1V|JO
z^Hkz~?Oa}#Jugi1@!aGbSe#yST0`b(S_Cv=V5}q$NoPhC4c*c<V|J)%T6ClaAF88{
z-&WEgx^}WXx^a|};BoTd%j|D=_PqKDc89UZ2LA{a9PcJ*!FR9KBG{g|P#HD!Z}?8z
z-b`xw5fMHg9F1+CY0tBp*fmJkf77h5r+amPY(CcZNamXFqkv<4QiZ1-Jg|z$xlwMU
zt;TG56zfmY7@$UCsa+BTKlR%hVZ(ZOOu2dAF-#N?lZwfWS`c_`W!%puyb2#M%J#;9
zdzbtcLd3ONvBSTTrPDRB`8X(x4APAcQMqfOT%VPFyLXeQ|5Ec7PyM4g-}Djc;t!|D
z90u0N{v#pG8VgU44<A3{?P5Id=iRt?^TX3awok`%F>8`te9(JwOP>QKs^vFMvY$#W
zUhTouaclPU{kU<4dzk^X1_|xK#N>c{{zxxIndbv!@W<CI&FF;v*Yf?vm15@ciT%Fe
zeu-=Z0b{BTAiM|fBK!T}prGC67q-p=>?W)c3&Oi%){RhFn%y+G81qEHMnGXb_yB)0
z1-x;mSvsm$Y8z+<fReV(yL-~^>~KBDfNm4f8$a;xc)%dyg3p^F*2?8meow0B@#`<S
z4rM~(5to1(ZGY5nin(BrQw`8@E@d>K${K!xZ_s`{SoQ}He!#_R?M^!#0J_#(#&Zi%
z2cyIoREcv@7pvsJvQW+Z59A1Wz}89O$*B0t>I;509%+2*o+LQ-Le@;@P=oX6)!IuL
zw~SLg=fp4)kXNZ4*L{fBJ0X(e$vP{RrQ4$eGz5UU{uc@J|BHmb|BHm#$A(s=6d@^;
z963V$BSJX|+|pfU)9$%_SHjboI4S3(L*Z=C#9Mr)pKsrO(Ml>4cr_N7$yyiDb>${S
zW$iK9^@=7wJHC!*8qX|`_lAF!i>rP%=*+7T`}5HNxi4I0&q%ahFd$d0oA#+8ruLE$
z6?v&5of<V)171crTX*{{YX7MIW1aBuVh6`(!;gv$_AiBFbR3-4z6mAp!$p>=USFTM
z-Q<_j6IaORKzSnSJyZ=jT{{T4J3eNi=D?nymai|qjX{L3JWj&DJuN#+-Na2$U>-j!
zf7=2w9>Y@Fy`9z4iv0tXzoL25T4*iC@~Uwj#kXsm0h_`^o3;vTcT!!KbKcki;p7%r
zSVCc3#%b<;W|K`e{*0Kko8+XPn{8suDXXUsn1UnGs6CC0Pc8>a^^m<QAcD@oG9B1s
z*o(yATxahl)De=fVv{`Pa?Z<yiE|Ya@J;bL_@X1~%+;mvHIU{*N_~+raVV`*{5w;-
zp*YlM-8(Ul{&iX0o3wrP$L?9k4%SW&>x|`^Z-J_RpIwjoZQ||Gq8qI)%JHXZBcmOm
z>Duv!EHZDb8ghPibvq8!3L@`Cl&GO2N(10St?oyZuVW5{xHa!SLn#wYX-y@x)o%~R
z^NhK`H_{H~!#u<veMGfwZ0&^pv_jj+rPJQQg{exF9I#JXfgWVrxbS!^;W&z*QV4;*
zk1<gTMx|J>E{cH=66@Aa1>R%5BrMzr272@x14D0dMuT9v`S)G5{;H4-Kh7(YE!H&q
zF+g=Nnv%e95P<Rw$!>MHSG^zX%1`Y5((lo&i^#6V#=jxOa;coq{p>Hai%)P|Z(im+
z+){wUQiU;#(TA?eoIN^rYe0b~lBh828!XQ?VX>Gv;7>EG#rJ`^_9*A$KadaYj}uu`
z;3)ib*7B!I@i_Xy?uPAA0W=77cCRg7fNRH7w3cu~zEQT?ETf=5K4Dq0z7?8*3axec
zgPSQVg`Tk-&96o0KmVFe=b=b20wTF4C2aoQQMsT*(BPpbenOIuAGNNRr#xV!2iwqK
zzUX!C33h!(ONy11yn28eOQ~k~2q3%S1ZTuN=6)``m>3dxz+VewQ<3cXDNq?xsJaVM
zIe-P8#07KozTYUbWdkeLdPY9^oV*kx*k7@GUeu(%a|dKzQ}6ZI$0AO6yn3Y`UbU~3
zL5>Q?d<f@n3Sc=vCpf}dZ-!HbD@#eZ84-4at-JM32*o8|#TjSKxP;LwKqf)=IN-Ke
z!G?E&w-A?PI(CFO7^y#)DL`Gf0oVXfpgn5KV(ZEvd-WGZ$lp5rRk?}MbS^Rcw>nO1
zEK0U}=ARkx-!&r@weqrKE(_Aa1Glj?1=$)+6gNWAC6<|QoY<leg>1^4tUTXwwi149
zUmdEzX?_pl_W1~6mTv5m#Hf!E@T=-cVIZ=;-d+6^s=enXOweu^AHycIek`I!oYm%d
znEMa(?BHhZy^l*Q^Xv*;eYCSA0-5&kJC1R0vT>k&mid~n+P(iTLH_;6+4%XspMUxi
z!B+jnnjkmz!4V-~Hs%oG&C(A`Mh#73)C=DF&VEiX;Hz=i7Qn*m$v}3T-f9OV$>`vc
zu<hooB^sHF6VJV4f5K}2;Yp;p1?a`H67QG9=`Q%TSrC*sg@m7Tll{g`Mahs25XQ8q
zcO`C-61v-{#}BcJ!52R3Bd3&7#y{hgUXPZWC*}M0<c^gKtvPAFY}gx{Nto`v`GSO8
zF31@+Q1Sq68T{25NAL1^yu8)D`p?}PThV22a*vmb;C<;&c4~UvbP&^qgbgBPO1UfY
z-N__`T5W$~EDM`^XMv^A6p*V0Yo-B{MIY8=%iO-%h2K}6oxaqV2T3WD`j|xf#5~J(
ztR(xRv1i?BlJ$wN?{$&BVI-+(Z=VLKM#pZe!AvwsB2T0Q#7D=`n;c)?#5}xIbyQu8
z9P@r~its(0{PI92o}d(&%HmR=G3x{2Lf7J(<vf{q)GS0x9;2P)vZV5C@f9LtjXRqT
z+!af!)i#Al8FPCD$XrU4`iL5o;l5+rp9`_1imh6Ex+{iX#@zo&{+hLOy;a}4jw9K9
zvF&f%>ra8m2j3=9!qRGH1D?0=aEHRUky*{Al|l&j>L@GancRPh4-DBt11rzO#%%tu
zE1j=JPY{nZOnnrICiWXhic{uRF|jQzvgWdBvah1BQ^}IRIx=+~S-R@zHO-CV!Z{9V
zjUzO+!t%bPVDfz1nC6162w;kCpNt&advui-defGizBGekNN&6xpNvv~T}C|ol6EhR
zp>MpV_dew|vVqyAOHM*Dz@M&V3IFnKdiD#y!9Zs&{sT$sM^VW2UfgEB3ld(w&j5@c
z=J40Rm-S}zFdm~`C6m}N{Ggo{0Jo)SSv~Im2g=4d`;Dc4`HliMPzrf)2gp29ggaFD
zT-9UG-BoY!xWJ@&E>2DqVYydXE^Lj7BN(6um^h0afqxn|48N-wdbU^;*W5`fs`X7k
zgY4q@nD<qwL-wd&_3lCY4eHy&IclHsl5Y-J%m8s;4?<V5adnZWG^fG=((FLrOPNYR
zF3&=#X@nWFTEFq0`;5;sGGchTPh=*gMk|Hq0r^Y=Ygu?WoY8eHba78BJ59QzXpa9L
zJ@&(V!A@?~*_n=_(D3(T{InkqXBDsw-CiHsa?uC7N=hj!<_+@R@+x7f`wX#eh2UV6
z(Lqi9J@Jti-6VOC@2aRSN@&#O?cRsE{)Ce!WSpPA^!>;`$x2@CE&yy-(?=se3jPCq
z(0-5t$~9jdhYKF&|A9K`U$QI~^?fPeeiW+aqj};RBCHb%Y<c<*`ybpPW38k4b*A%;
zm539U?S(f^<1XcR%^PP<0I*$ha3RpyN=mY)umGR-EKytV1V3-z`t%LmfZSo7Jc5h(
z>ZG9nk`^Mw>270nMCYdwvbjIc{nz|@kH6Hqw#5L(<LpqhWIVoJQeds)^Bfx8EEUC5
z&BH(k{ne>)lLwr-l#yNdpDXkG&^>u;lO`s<?X1r272eH0PJCTRsgJ>FAP~bRfIagi
zgxqD5%*h*8>SMoTJPdTw<DZuepqSQRWMYQpC@31};*&plkk>QAd}=RC_qpO4vvnly
zCIN`*ijX{Scu8Z{(@RrdSnY>8M*L>R>1??YYORkFhzP=>k8$Xi2MlNPNX`Vm7cl+)
zX|$aMZSZazME(zr+<54k8HwpLpojF_GjG~8aQ~7IP1KJl*zzK*-nfzUc0}Pzz=TI{
zbh(=VGMBaXZfxq?r+~4L8==|_w4n8J-}{Z!13kd8E#5!?vH2DqjS92;0GUjDSl4d@
zR8J8hn<v0#bav$MUIrN&^lG&pe0nr9B!46YBDN9FnA2J3VE1@Ej`HJkZKn7&^mFY6
zv|rx!Mvd#{_xz2VS$BH&as8bR1&@V^>*i0^ij!)yZvFE6_Q{65bXk{|RN+EzR=dK$
za9OQ2<SjPj!HqAXSbS7}yN|mZfj}6vJy&n~7EU6rSE8i&d6pxZV~yk#U{8d{d~f$3
ztg(w|oxyEUbL`h5>7Q^f%kM@w);DyZc?{>mMaygC<sL;5fJ#}FjF07~%EU*vG2abZ
z4CX5>bn0_B^!mI_2a2LSO=`w|^*l_}Dx)Y_aN419SOJfr%`;Xrcf^ss?;LW|{X6+b
z0U=S1lH)=WrQBEtEqW!IVeiBznfabu{q?O{zvhHvq`!XT_xZ~*R^+)?r_kikLxdxr
z)DOsv?yBw;;VfZ{nTpOTxRs(9$|K7TcS7xX=spWjE4vs1bEFu<n$c$eg|wt@1Zx({
zR>6MM5J^xdordFI)wt>?8Bd{(@lEaLJr%tba-J1i%xjyo(aG9hA<NH0+(xCi!@jQ1
z1d|i)>5)0w%}ZaED2b#9(LT8lEICx%q85+1olVK?&4IPSlK+pWw~lJ^|KG<^1QZ1X
zLFrM_f^;(#>6GpcX-4-%1Qh8Ksfl!KfHczG-6@Qobd1>c`rf`jzjJ<n!FF~y+`I4R
zBd+UuTo1c_#rv>B*p4yyQ!kiCEq<k9Hb0Jro+4UfRfFs6gmYf)*RCPgCo86_(gmUZ
z$XE}uLS?E9vE-_c<G&u;?rV_V7Xhcb4U1L-yF(j++)BLa7%W9YMpCf+Da%^ThH-f+
zvcAxS>3xm3@?Tq*oi*wrTTLN}mfYvpnlx}#gv%EAa7JpVu&vFpo4nhEMo9<H(k9FR
zVSpvJaIJ+bd>=(Cu>OZv0%SKGJ;Rbax^ay%j<&b3V{Ypl$yxi|=_$MS#uBWJPe*>U
zXa!h6jTdqA%H@MAYi0uiHfRkzYGl^UoB%OTVv^T6{Jn75@6WI6YZ@TvaJENlaBX`}
z;~2+;A9syt21Ylg`?u8No@Wxp=I>y5wD}+H!&pi9PG1cr(MpGkJUEU-{0K<vAu5k4
z!;IW3jQLvk<>TLw)qIDWDULL;+OWHrekBeDujpym8)u&-h@T_1g;99u*NoBDj}IZw
zlKsEkyI7#nYRgt_8DX_I0+g9bvLAmoA~ox7Xbsu9Xk&Aen=*pWmPU)eJj`XlbBW(F
z7$01Wn|kObrBbrg!EvLPc}=<Wla-=<D{k2KCXT!1qichuM4uX?(_vxX-xF3hUK6R$
ztg=A)r}C^*Eql}M2Uzm3SHVNwp>0(LOgw2e%8+eZH%ux?JPK`gqN!1~eB@7rkJ4At
zB6}0!r|YZpHGpdPT|d5OoUHy$^a9K<dSl`btyw;yh7mHx0e3e@=k<%>V0s6?i#$jA
z6yALAvA}A!BVI1z#hw%z-cnD1Jk8O|Kn@X3at@vvi!db~;exc3l_+lYsOoKUC2ppS
z$kG<HWzEG=ChX1;zmkXQ=fixT#xYN!qN~=2R858&8BdH~C4QvLirJxujecnCQ;VUt
zCGTMa2b2MDv_V6I@=x#ZL7plt1-y5-v8&m)s*xfuoZe?6Jy#m<46u10zAsI37-p3z
zhEsk*dL7Z8WU_<ieSrvkxOPJ^S8edsupXmiC7U*enV!m>?s_)0?PHGjAD&6TIcRv!
z%ap$h_~=|))S1YN?#$JKt}K4$$s8v746tSe;Uam4?_iNw=P8UAkip@7w?Ip?Yu#K<
zz72zWujBB)QDD!EU9Ke<M8kEADxIzII%wFCi>00WmkpM$cd}+OnZNq6<`P}&_i+d2
z+ySZp5b%8gG_1TfaKHMd+m2v6@8-x+FA`EFaE+lgH%>95uy@L_e}iP;XNp#S^g8<u
zk4w5AbHyLt8JG`|adJGQk6bHudRbgcv{TiO0y?4_h#r&K+xgYDg^S3Tx23++<gXrH
zCmzj~FRPaX2v*k4ytQ9ub{%h(U?4)8mD%*B$RHC=?)aV%?lcBuZVu<@PeT8QSG=xm
zX?*l#boQj4b*SbmC};4j<$ZG#l7<4p(NA1A;}(t(ADjFgWW;B~xn@0Q=-QzJp#hcY
z_W3&M1yz~L54b;1RC4tBMNNLY%kuDQ{dJGO{M!FlgB%RIi89OvcE%|Ssz1Qs+)_6T
zEKaWZZ?}I{jIR;a*oG7zC_0g;^f2_<9M9q8&R{pz(DVw`rrs@J?22a?M+fZ>1fXWI
zGpfCBbY>r<9}}5hOewC5LqOy&1<F;!k^ufhw+eJ3Qj5fyRNx|Xeha<L6%A!@dI+fC
zos2ha&?rogD}O}R$qM7B?Cy{87EZU+e+fHB0(@d*44@?-l(~r*CZr#_my7e+HwP+_
z#K9?CgF%||KlK$5E3<tnBIpIL7Er(!&O{INS!8?Wppr6?X|Q0N@{lNz@#QA?gb6SM
zhVGful&78P5G7^>dA+S;`H221`2n<`Rp)8!Co<jvWX?_+id2h+fHBRC#-ODy_7mlc
z`pZ3;+dbY-&!9b&&Cmy+tBVKwRL`1PG`_7Hb?(be^tfNG;a)vkyBLOY?}Spu`S9k5
zk!_hhi*4I9Zv&qL??UFkW1zzRk3c6EAfS0}))&~IiwBgs%toS^6-5Btgi=8^9#oAD
zwhdP8j&7Yi!|>)CJH6<Y9qfa95k*KR!T@%P_@u}wiV2!0_Rh4zM(#>0_e7|8++ygs
zuw2pfj_J4bSQe|7?WYSUGySh)5h9RX0?$WKf3g;`^*2#H{5rMAewa_2mvNP~StQ12
zkN(x5*}3ph5hKNNy|0KEr@3%!QzMjwM#rMnc9oXrvcA*i{_-}0YQ-ujxxE9Ft$W<B
zDQlX=@QEz2DGz%W6Ud44{?-`{r4ub27~cS$_crwC#)&!Jb1A6QO`^t$EC}>Qke`2S
z=-<?lFnXj)6P)I~tT+{Jth+#M<(CLGvZdAg5Idhs@bO6kSU^v>x*M5w?NAHI1lUuZ
zL<a@Xa?B5F&@>GDb;)PX+IOr*LsO%d_n{ABFsjBMb-5U?V!l@1#ZSx_@(BLBQ4_rI
zbU{x^tBXM@<bAyM)_7h(&GHl4dm2MpzatYKM`zjK3k!6&1Whopn_~aoT35U4=+=k{
zuV)JX4-(@Zn2s8Hc3X5ki+}~WyCrt8s5Z;~<-F&;H(R<tYcGB;GX+4S9k#&{PPixc
z_p}DhDRp;uJecmprBj&&^f<{EQ~zApTqqj6WBr}udRA%mtzBVL0-?Phew>sJatgsN
zrOl-|!Mz#yxAX0q5B<Ah_Y2Yfz{|}?Q+(3${$`&H&~_S<<e+T=nFr`5N;ek-ubo~7
zmo-P~szBm-*(Lh%GS8AYbd}&bl7}Uz1W~{*UH%vPB~!$A4CHJI^(`gSc6uSgv;X)-
zb1wN;{5e)CRq5HdasiLp49V#cqi^b~&(j_J+ZUL%N!Q~@oz9I5&be-X4@~=ZmxJLB
z+~L0^M!9<8Q|lp2SqHf<?Taq6H*y{MpI?9DmY(ceEEx*o`N6KhCwZ0_9m@#j%t{sC
zL%mBOWamlJ^*%3xu!$Pwd#DO9&frO~W+X-$guO#P5_(r+cMfjCl)VwQ;1s|YM;Q&F
zdDQ*GpeyjasxiI4a<<A%34DR{e~_%J<xXUvl#kDe8~2(a=Y1-<?==^f7<VeJN8ayi
zJddFm%AQ}p4}knRADve@@qCpG@V9p04v+nOMl58A4<+!!qkpK|Pc*CgKGRt=%^z>=
zl}mtR=@%Bj%~8D3qej*)G09jB8RvTx+`4q(j1A`Ba|LP~7xpD%e{<Hiy!Rl^E?0Ps
z%IR%-AZ-OVkxct7=c~&y7@bZm-iN>1&~q<I9weCXT4L;Ys*z7jhED4w_2Mx3`PY>t
zSN~L7!AF+Jtl;L1uH$WUlY}32dR|NPbE5X?6pt#B2t(a!f3Kg=ei<qje_ivWUqX1Q
zQ7|@fWVw!wJ@4~Y>=TJIYSQn*^Pv|UjYSI&+Gb%tekQqJv_(+8g$2xgSpeFL`y2HI
z)liko!4n>G7%3;f9r=O=%gBBU^qfns;Xxq5vasPfA5;DhZOB6)<+TAX-WhB#kcH9D
z#l>TEp4>J=Zyr~?Pzz|07zvDzYuhyZhQ0a^@0{7(3~f;qxZi~#;^RRIyMC;(0k2Aw
z`L>t4wKReY^dq+(sT3QeZjw)yw`<G|40Pc1$|Ur6#?U}c5WC&Ep4NLYh6z>2o&0NF
z8Jm5H-)?x{M3ekq?^*(qn?3M;U-+xdEB95OWum!ieLumSe!75*9<B*;7AXvv+%C*C
zy~312nI5|;Nt;B+G+QsIn%~`R!biW12=WRa4JZ;RIV)mS|DLj>m{8v^fSkHEa8gX>
zC>cbNE0R{)Jl#?pIIW3@-Xs<C!8ljfk0(UD%Wr({2PqzyI!Dl%XlJy}#*n27K6Icb
zy;w0a>UOiTtE^qN>N~t3N#8vCK&bv!zr3V=u&rVmGWAqS*ZuE6-bz+wn@tR~y{zXD
z_%<y709M6_+}SC#gFB(oL0zd5qYyx~F$ev>FJRW^hJo5VPfA-mnoOnpujEnW+Ud)&
z|3RP8=X;dWOA2C^p6UVLx?X38LT~>3YhTrF9mepfI}jP*2VI}9qJCX-zPw}YabJWW
zM*;4ni9uUzb5AL;(YQF!<4Nk7n8s=>$-EuH^f<rxK1TM1aafX=u7Ddmah~s%y3INl
z#AtwwzotI`qksy<_!MBcO#vd%Jn!F|e*qwSCH|~}hXW1AT>~<Kyl4wL86Pr?P8Y7F
zt-#-{)Qg+UT5-pGBWssf29Ra~Z{<Zc(VV;Qs00y5Zmd#x2QiQ7<9u4|p&K!>A3!^%
z*m2OpQ}GMvj)`wl5r+BK2L$ovlbi=*1rH(92CCEhvQNc9izZ&9WMGxOW_O?lJ2(M|
zTbpYGuH$k{#<y{UcSsu;sRii99-OK@KUj34c{dy<i~Kj9&=(EeloFE=*BKkv7Y3ai
z7h!Wv%z5tk)c1Mo+~_~F_Y0|U^4ChMoDLfe9o}esx@TtaiB$W-3k}}{6?n!82F{2a
z=E?^RqogJ1#@4ePsgz|6#WBt?milThcSM%2<apMx9+4fVLB0qsg#G(PmfMu9Bw*-u
zHsxDW1kq7->G3~QZV=gQSYGjj`K#G)o#|S$<FBBD;s+9giF(0ieV^SFTTE~?<oe|U
z(!7^dtIry<^Ry(i@{bs^yy31)VL|@*gmOtTWFli%K2`ooD3nPP&}eBiFgBJJ)+p%Z
zzyoOKFpgwPX#3{<HwWx99LfDuyT-Y_Nl0w;*~oROUK}N({|J?QxUrDCZrYQdi}LhS
zJ9sI6k7RC0WxtnZsFk~=Nt30!f@0-DSlLvcDw%Eq{T7N=oe8NO4s`!1ev%nznjpi;
z+0GRsrRC+9ROWX)E+N-ozZZ?l)L3V~p5S&(P1ubAm`-f|o6UixCezG-QTk+Z3g2*%
zl>NY;aLo*bjCIX)`afPVx`N5go15F;8#Zmi4-AFsbAJ-@rv#E4OCq0En<j-i4Sa^x
z<l2nNJ34b<$#D00bg@%8MJMDRH7P;83FlO7o_Oh}(=eUcDoF)C<=$6CFBj+gWjE4T
z$h)XW{sw9fuG+>d>3Lyz#<c{pAjbNzlXKYNtmQtB#u!fa+b%fOR7|L(iV==$2~Ew$
z=;f6G*2)$I4x}|j4LVokf~~XC6!$NR24Cajh3(ET5-J*3vGKajnr;Ppwr8Z6Fl&7B
zVbi7%6*HY4cog>GbW{oHv7J6%HCR6=6qC4`L0aI|Ii+aPTj;Ok8SV9siu+2&>(w)Z
z!_d1mQ&=VBm9s$TA2{drhY%h^`inry1F?s_i+4tY07jvj8p$hwUGD&lkxGpItcq%g
zvs9QpBG6e9x8~OGcrl^yhKPtMLi`%iRP3QC5)vtv)2<(Q8aOTVK8YnwTuZaEr1{&T
ztUl4Q-U$2Y#;o>>pK%6mV|NEI9dL)43oXIRDn6i~jTfc{`i=LM*`onW)(v>!hmupR
zBb+;r@Q`5{i@1g9X}nxTdTRoP))d+5^8WH1+jj9q-$Fs~9r*;raBXdB`a1PV%pbBT
zk*eH0lY-M>2E`;L>lTmKxRj`FS=M(w2lEH3rE4hT^W)UUmf!v-{k*=&)%02iDQ4_m
zksP`t3N8z3c2ak>WotuePDVcmtR~)<JqMD}=e<50+q?K1Tj=@o3bzWfDL|7?oQDHW
z&fg)usC}F0U7t0wQ8#z!GSI9An38o(WtOd>70(biKcSCzF+>8$>i_U4hubbD{}Gt!
zFSjbC42t}ZaPo~{R4H`#P4f(88hxB|1=%rudPR(hy!Q7CBEU}6g)F6S9(h_mZ{Te8
zx|dY5;QbP`%xX9P<Q)FIs=r?G1EARG+gt<MGp&unhW}sOqu7Y*v*Ici@(5qn`K|K=
z>lvbGoY)d?6-Q}e1RdwqZE2v(`LlT{4i-bc3M0#bR=d~^-v=XiN|5m_?dZ~Wg{I(7
z@`V)4M0dCPdtdJq@H*0k{J1w6X&n=CxeJ-zDez?-OxqEGf5_;!;1fSC7A@f=!Urz4
zS4r*i@6=xDJ(oMqz9a{6A*0S8XUP?+?kh9Tzag0b)J>9%{s^S{Z%doeTngBWM*ktd
z3nWXS)UVQDPH+1OmxCeIpNIJPXe&c#lb=t;v)|Os|G;9@62XFK0^#)eNeY<j%ZE|P
zyXMUr=&%1HaDSCGPJG%|;8JJ$G3#I=#UI&r$_T?X)Spr9qSf##0b}HUu&Rt0*25iu
zRrx0BpVTCp3Hyo*fFCD5LT>j>etv+Ps3VzHX}&q-jHG{5_ma!<p2gB#uiKfv9pf>Z
z`)={JnoY7PA}k>t=LHAm#xhY=TjrADC#fapb?zv0UGN;B4t+mYdbJ67j9NT6uXQ@D
z1+`i2nK`d3(tm3mGmfqL(JNz#OI@Ga5q$D@ZFsIh5y%kd9J3&x4-3?|yb(M5nM>_g
z_Ph~LCOwb89WzcVCkl5P%P-~Og8)KU9#-5`^msk^L}3+Z1HDW3&D6h@%wV|OziFZI
z4AhYvV-ZJDKYBdZh%+<S4{Im<JF3^e9-%W3;0K=oD&5~!@d;Tmyy7Xe->MCj0nBf8
zeZpOZ$h-Mh?&!OtpIz$<EM!k!CHi$_W^8ZajU9qo!Jp<{VxAHNjKRHIAF>|QGo7CT
z{;ID<MwCMB0W~|&cl~ME_GKiM7{BNMFkqfYjz|88osQr=+8t~V?RtDD*U<XgF61|0
zkc36?a-_b+-~`6V+;9_}+!-6|w1iIuiW$S`ih&})*S>FX5=2pL$h}eE=r;*MX_qHW
zXtTm+Vy*mx<7GNl2Jp8I#sU|nMpxeb^C0!k`8@WxHZ&6PYuy_S`b&GZK%FFcSB9r$
zPJ`F*CbvS?Q<>GHH-yU|Fp?xF|Ch>PDV*7d;f_R);iM);?GNZ6x^&WBra_C$qhZ8w
zvSIoU(EaEO1ZF3jqa>kJux03y=ALPj2FmR&y=4x>j6XX528^u%4>rnwPXeV@DsSqi
z%Cf@9KpqvWwh2nWYNZlJTfqJ*Tup*2iBxC~G#kN2{y}kkmdxwd;?sn1@B4chle1vt
z*hx8XJdv9r&YFh6F%`gFIMq3b$lrEbW>iL!Rlnrn$j-TM`HT@sgLSGZB4i_ls`T&M
zeSZG9zhaB^&p9MfqX~APP58L)*&yM3B*CjB$zw9g&D5VM;&=&xkMCn*@3QvZhx351
zZY<DFF_X<_-|6VmFR9DYqOe?{sang?nItp7v%?R#E3VdvxL*w64jiJNH)sP`w^^>n
zYc^lugYG*c3X(dXr4&UtC%zF(eT&nU{j(_Mh1p}zJ``i<FV^toYR9xV{Zi=hgOd85
z29y}D>Z<pb4}CC1GT9>GQVA9{$tos}v?p$CS$Cg`bcXNxdBp@;>I;`MzEV`1N*DBW
zdV+4Fm4BwVLRAEMe6nX`a~M4tgWEZV|FF`kuo^)*065DLjXw2CfcA3W`KI@tQQf^4
zO9Gbp_#c&UElvlAv+ggMxC0*xWW1aIf{~}0llm-<3^THUI}UqLJ6x&Tlh$U%eWo>*
z*}Qx<1aaxHGmpZHpRF)MNye@spD*VNupL+vShtUD<Hg941GX<&rOh_fRy9cy7r2xJ
zWhWDL^NYvOLXEq}dBf6VZtq>~cLx#m25fi2Zl`oV$9n~D+7u1Vripha5m2lTv=3es
zs>oLyIQKG#PJyR}WuTJN)y++fm2E}{2cMT>gNI57D8uAeR*66D%{qVx!G#y9S5d@t
zOL9}5D9XfkaE~#sK)55{GZr1ktt5M)5PDt0bUU54oqaDE>v;3-Eex=zmcLhhBzcSl
zgXb~6G0<IQ^L29uOQlJ+|L`EtbK$bQ=`O0~P-yN9Mh3k1t!wFK?uS7RMt0-y>K1uX
z@usBggfza>b5#mJihwE?NHmgXcepgjMg}T0Pj+PKpf~%l(dHiOei;oC9{?pxraDQ>
zYl=Zo(P)NpW3zH>U6wplU|U9s3U6&<>}&pZoPOy$hHV)OrAg%w06-%MnAHGA{@yy7
zz^-n-VUd`9TBOY9zeELWaz4X0GZBPo%NzSFDlsp&ntYCw82jJ^I&QmeE}kw;oOs7x
z^>l5<{sMgxceh7AM6!#UB1!ggre|h_uU=S4exe(u)BMKxS{%$N73f_EdTi(#FZuD;
zwUv>Y%>6#-=x_eqEfvxonX>Fvrh6k##VW?O4$NDW#_&%NQ|b)@zwk?eJjwPe445}M
z%2>aUYH*m-H#}rH{mOqt%#fFJF+Y!L3aRGKcDnPa@1`72P?J7ry6??Chpk~ypQO(Z
zGnIwPbUoY4qcelAtDy6}v+%PVnDM0m!l)%*6<g&(Su~a)STt4OfB8es$$&SuQ7!hP
zjF6F@g943+C$p+L<>5?*<o9{ZKc(q8vMmV!3Kg4D)2Z%v;n_E@tpkzZ%ik+tVKm2e
z^m*f}#nm>Iy}T-*CyMN0;+F0aXOP*gXFa%FyO@DoM}J6TBUw_cDtQ69M7b$r_y5Ba
zFdlesMKbYs0IfKgGRd(5QqeItLRAk+dqX!6n$8M1h2};=KDs?~7_vJ4X+=vO)cA}X
zxLbIE(I^XI@wM(Ty-zz`fDtoP<#<I7>wvw$j0Aa;z#c6@8=$HFae3WsuruNPbHUET
zfgRuq2w+(6z~6WJ!rj3rKsLpl$2A)6e82-`Hn0XBEYTy}?~2pnxa}EH^CI=*e9YXM
z9wNRM7#FAPLEny;&UIGb4ow`^wrl{3p=e|D%3_TLu|yHZ{rko{&>H`={tnRpa6^|Z
zwhRSetMSF~BT7K)rHNapI7RsX9eZOz%j^I8b6Y0Oe|Xwh@QTQo*v;(osy&lc3i0Xu
zK7U&jZVwUCzv_rhtccBy`ZyoUZ-TBvuw95OTuCEUW;Nk05QivXRol1VFZ_w){#pQU
zw!Jn#9V!4m(E?WG;wZ&u*Kej}`6cEK$y$JPq=J)R3}fX@vixJ`=`Vvt>1cTRu#cff
zEcXQO`CWh4q-KuJn48SR3ezW_F{(>yT06r>vIE*S%w>84Zg-$^W`_;X4buR`gQZ7Z
zL=q^Cx{VHgk1Ez@Um%S4_aQy%1;EuQJc=tPG4QqEyxWsmHHN=fI2n&o0|Y+7fEX76
zeJH6(Nxy`TTk$Nz{Ydcex|-A6u*tLnSXrKQW#Tto55rfYPS4BA8pk5d*G<5DvhLmE
zNrIxfseJ|1gPUZ%sW$ek`0Q0ul23ZQJo3-_;p)Jj{!wu|lS<99CFj!*m$AV~f5Yz2
zxQsf%x)rFTDRkW3RqTx7yq^|=o<9`A-_AN@?5ef(X8t_fA^?MAIKwguzDyWw$NRMg
z=`j4d(~jZ1D}BoIW)A3Bu#02X4{h%fHIA6q0*MW{I^R;dWSLJh(0|G1O@&hw8pt*8
zewswXI-@SBON<6y#l}gjzbcM;tsgo%;^Z*wRO;~>(tu-dQe`plXwdcuB28)a`aBrL
z^kgtD)p}0zcQYw-#OA!<JU#LEbJg91L04PuA5VJjKiW=>Hx1Q$u+>J}=H=k^B=LE5
zFC>8&8U0gXwy#B$Aa}ARtQ&vNDDMZHO1vJVGD%1!_Ew)Qq~MqC-3Qlg1*Q!{Z;Slx
z+;ovJ4X3m${1wX`1}w?@<)sumeL7E}FpRLGH9Ho`r*?m>eyGPmKYuSG6bI}&C~vl}
zPMje5!Yt0VLsTEwWdD6((?P=RC8bpxF`P2UhWFK|f?z;N;_>=mBx`oQ1K3!J=6Qo0
zr{n1PJv)5M#Dg9Z$~Z+puDv(<8onE>=~k5@DUylbA<l$L<w0fe9tXTAxKH?+UDST}
z{vqx{Emq@wm)E^qwt73S38Mg!GVAiRzz^*NOs-vSFN311vZ=QC=@Z+Re*Jvw!oR65
z<|3LAa-}+?oSHlTkwPys=TDeQ5B=8=q;?0oRP=U+4ICQL7(zINtC;{YjB)e>ht<^e
zH0j-`TW;uX4?vHiC65o-+$Q<Ke;xw&GkP*g=aK%&b+*9=|3<)C7SVup9+wXQ{A0m$
z7C=E^u@AgdxA@HI;)#=>IY!0bH~}eTg~d`ZA1Rx<mm^Fw{uuy5$}p%f-Mt!m(wV8K
zD^gQ~UO9S)L8h3joyiK5!uh3~R}z>~(J}n9vX^8l<S~{{rYfka|G{ly;1l%!;5HE%
zKoqL_Ki$Y(o|p?{<<w*npF<3^Msg}%MG1^N1f%=T@&|($q<4$BMT@Bcsfb5&$`FO}
zAFMc>uE1SD>m;!gCt~0>%~s8))Jxzk6f0P5$*CZtBqOQaRCkoQb<a|O9<ryI8o)#z
zL#jNY&bXXlI1n+I^NEqOa*4tHzJolS$1@2IkzrGaAIELq^_;U?^lQ6)UE8!ik)9Rk
z|8-$T(+V}_dHS$u>*=4>3Kd?6E4Q{2Ss>mch=5SPM|svE4QM(fkY-r`JA;qu3CtP3
zr2Yqpb$kgu$<P!ZjPJ~LYG|$90k@d1UgU0l5Q=O4m?V7na0w6afVS8%*0jlib;ldT
zACeUie#Y(IXlI;`Ipl8Qq-aizp>uiv%$Dzj`{!X30VK?4WupdN=X6FOcX`$)kC-{m
zi$AEIvfSwsUF}~RY*y92MeeW7w$v@*<kMyH+&7)OeKbTv!K2ZcH0z=4sz8(niUu>2
zYvSK@HXU<vxXg;v@=NduOFeKoa7=`W!q_J_=>IapDDQ5`uM0`{h>AMZwa)rrGxlJv
zfWw{ZIkDq@+~siyk8@8Fv`4@jya*lzh6p@$abm+KKmwfo7w)M*SKs4rw%Z0Pb-pN0
z>#s#;N+tnMmIyGS4vNV6dNtwDNh6sIC=aExpvb~1eetaZyCkcpLId|sWpiq))+rQ9
zE);NjQPSa~34%Mx@lLXx6juu~SDLXLhQNPH)eC9`R@~<$7C3dy5^rW6(b7#2XP`G-
z{mt4oyvSyA|4lJ?gzVv{!6)Kh=ci@4BxVo6tAJMSn{5S>s-}^cH^SZ)yt1eQt0-{X
z<Ins-Hd}RIuNzY_N{zl}iKB+U5U5*;FW?l=Hx}|UcG>I8iEN0pN;CVB6o^K&82~fm
zFgPTl&0iVsY!dN%+EC>1NmF`48OvF(qIgM7b*usi-6O~JwO`+QL&5!bH9lkGh-wiP
zZsMywq`^icdWAvg%BXFF6&L#-9zMdAjXUPfyThR@tT-a7n+Qt{(7&b|byTfdUZ_Px
zMYmPt)&1~F8BGBH@ex$tE|2+TLl<s2EtlF(eE(>9df*PDi86hrMIousjlQDlysmFh
zfdgBWOH$BmS`{#@po+V&=K?uV@8$3)>VbEiFW?59HabWJ235LVLWT!u!k<NjBhBG3
zxUGw6w6k7ynuMi&I?^`mr2e?{a3Z0Bh@k_e_UfT!miDhm5EuT*4+1C;>(ENvZRrTm
z+bZecMzoh|Vm1(fAPsI&AbzNJNmD{U*mgK0Sz8R44x*jl6wA!VNrhzQHK+69A{6w2
zXM5UIX5SzALA|5N-;S$n9w;oJ&a4qaX5|FUd&Hdg$eCGbj*JqIyY_Sl)uY&7k>zfr
zr=zFc=eERjY#5}wbTbr^)Q5*hmNPOOpUQ*8#QS8NDsMOPefdZ~R_vfb5n2qTdjL(t
zqx9EG#~ZA4r{V!~9MLO?annbSFh4v>2gpDvEv;K)s1h>94-v0dI}A~x8vhkx9du$q
z<?S_{TFT}r#&N&hA!CRN?n9%r%+QEN8Ofk%7*bXyii$+yI=?|Qx)W=EdI(&RW1Z#x
zF4B4OiBRL}_SbI3%U3uTv8CX;kF)D>TSWIxP~qC6myS;@1*3R1dG9}*hpfr$G5^~A
zHSy)z$8iqVWNdRSQQ*oBgy|V)U!b+0Qd$9L%&IKE1P3SX_6Z|Jk+5&FDc$cG2;!Hg
z&jC!l?hh~>;M~Hpzet!e;L7Ga-6IJ;6)_Y09iiPQn_iM8Dlpc@R_<^;e!tJX*-1$<
zBewOVglXTA)|-ywW=ftHh9aR-`qqdp@JB?s@+>U(zDuMdWwVn~x`)1~aH<d;7l{>}
zQmI#Vw_d5-3P5I*^34f!^E6<Fa_)!aWnfa7Xd3!a1BgEcJkP$=7{)(KjQ;^%*RGEh
zwgZk=4_IEffJUrJc#9f7&}{m<MxlM|=-Krg>4fOU9o9CL{lb&FnAf29_BYI>uE-ax
z;6S-^mBr)~8)xddcUcu)<XRs|Nd@+F*j%a}-;oK@|8kO+nA(v7c$;z4!KfVz%=GLB
zh=_pNhjwCAZRhe`>&}Ru999$xNbgEFz4ZCwPy=f-16Zd<*4ZkDpLNuM+OL5s83JvU
z#5xWu!bR6WuAg_V`p!!1mgJfmVu|1O+uVU9-Io|ZmwqH%i_q@#(*cswh2ED#Yo5o7
z+Q?#RygLVzKOG}U=h}&=-8!2zWruA#-+XK*O{eL*KGOIg;OmMF7$xFpk>AcGsNbv~
z0r(OGjJ|3UGjI7|XQ~1&6<cJz$^EI)wIY>R?g`9d&s1g(6Y@Wa<YJFtBGYmao~IJN
zH1P(a4S8yXTfq6mD!9HDc$!Z|k&!}<GRmy3xbmH!D?opWpEiKIqK*#C^^SWl7yG)8
zUQF*%1hBbzg=NL@EIsMTz{B^=!;_J{aD89|crUA~7}#sjlV0tq$ATvhA_Z=Ha6Wa?
z20tFW`47+0gkUGTvyhSf_{0NR^CFWZ3uu?OL}z<dQgm8Idt`TSw4Cw$yMRyrNCAES
zan&UU{FVhm&v<&O+%jNJj7>MCEy$C5ARok^j%57N$g$2|li(%(Lww$1p*PMiLe==J
z?r(?a&Tt=NYL;fC38<}h3=8ODP;;gfbw!k0NAKnE9;|PwomSPKifl;s-DN#o8*Lfg
zKT^bvrSUj_rupPT$@?QGsxF{{WX`}n@f<u_SlHF&$XpKHkSD_Wx^Hq%iea?BvEnlM
zPfOzjewqN;#UA$tt~eF}2zO9Gq~{*wP@7#XJnC}PmZ%V`6F1ebkAA+ko|y#=2Go(;
znEPALTV$h2T%2P}I??ygF1Xs7Q2ex?SoH9j;n<Pl?M&5%SGGJERtRWfPR;<9GO#vS
z4Z303b}<4?_3B%92)df^>%^A?M2sHsla&r*Fn)kToIMKf!>By~)(QdtK^e9&$dR|Q
zxIT$#`0mJESull=;{03w4X~VMC&sZU_u^xt!fkKU+N127(BjQI>B{ZYR0CqG!m8`9
z)p4f^eUZ>jzR0qxlpSNB+6aXEn<>vcTP*XBg>JZe;V#VDeAS?<G^uV-e?qc#<4XtE
zjd-VU1&i|v({O#Ig;H9rxG-%4Utu4i-)b(tBK_jmBffs*-@W(n?q!`*4Vt$1@32z&
z*pyH!2f@h)TTQvnm{)~9cq&f&mec@YM*WlDBZ<<<B;Or(e0o0a-fZ9;O#p`I)Q3J}
z>-MY7UT)AeL<r=}&d;Gph9}4rC@j5jSj+tQM`1|oa;b0w121}Tr-)t?L>v0}6wN1&
zO3r9>EKSeXtTE|=(0(MAB>fNXz-Q!rPr&*PxVf@53fHh)Mm9|xOOn$|;V?#n%9xlT
zyJ5jP)sENQ24!l#TspiK!~PALiB;R44{<EWO~J9*=w2T8uq3mg=t#p-fblxKqSC`X
zEf-C9H})n&{kL0nQ8u+uNxj+tzTnU8iDzLoo3x*J9PY*<iln3QlJ;kvC1QknwO<eD
zZ{&w#ov_@E_BLs3Sf^onmAu6)KlUJU!0WKwqQHQGd*m3qf#t4J&(-{2I*X1XnUbBc
z*Jk*|LLOs-FOBn_cXjY!u=KOgB2ls@X!jO3??y6CQ+Wau%lc~+sz*~M)1;E(q`@K1
z%V6X86lMK)2ToH<R}W}5qkXDS_N3X5_C?~zzRk{$e8UFU%9K5T2O3X<H>yxkT}8zF
ziA!SrpiE%0p-yk&@-Ib}{vXGv)vr&p2LRp&A%LA**PVl#fW3~(!akwpR|x!;8xEom
zF6_>P(_1alNtJgl5IkL|%<8Zlp0+lE8a2r2$z)xA%WS~>7vo>jDD4<-Hx9P&#mbwx
z*QI@Rf)6ChiFY!lFF2*TlV1A%@i{MgX}1rwJYE9_FqKA<0mbJVM$e=w<yBs!^t`Z$
zeoy`?ZB+0M@?JP*FIoBh{3#q$o#Sy$jVYNo;OR!tm?;K_oA`cCT3A!9e`L+em0`MQ
zD_E0E$XDtMtfn_9;)uC3SHy9*mKUy1@<ivirJnS!=+#CVT*_abeGhn7MiN=Gli2O_
zRbWQaDj-UnI;YeI-*m}qeMiFsE)#S2w0rOWik8<RH1#qMH`Pyml*rwkRQT*F-4-@m
z8aLeaq&d`X9wU`cp=$U#Zdqq6^4w;&mu#@2&(-7Aa7jE`^J@A(Jp1(ci&F3(5H|1|
zb1x&{3AUb1%>}kngZ|RInuQ#X#xmVA=_k^lp0j$MU;ZgzEs3~zmQ><aF8*i5m40He
zouu(!&x7@Bw#T6(URMA_WS-Y>eE9v5eCyatn<;)^#pjevX8d(P@~OpfIcj&<@l2g{
z^W3sEr?c+s@0UqR*ZVu2PH3S--&d=FMJ>AS_eK4iK<E+gZ`!HTZaS5zQTtA;;1<Wf
zKl}BzYZL`>PqMrL>QMKczx^H`a)~A6WPq?KGW}-4ogLM1hCNZN`eI>}9j$Zav}c&T
z?<Z#b+28)J1BKrh)ru^QS6nLX2X)|Yd6lb;(qGx{HV|Cf9qsj~NQ?L+pIuNRYTIvB
zfQ?7#Whz9%L7d^;!$_SjF{?OR`kUyUZ=LnAK1_n0gvjL^EYDQj-Hh!+kn3^-xZBB2
z<+<Dwp^W&BGf;~kP{V%6sB9(eTWtn?f?@-gjY9S|%q1svf0|ZNNj}36t!Fx`2YH_b
zbmUo8eRD68202~$j0=0@4Mz|Ly4qJr9Xk`vrFdn>uC}~kkQLQJ`9a3O{?G_J;h*Qi
z1su-<oa8`J=avTE4|5=AVk6olMDiRs8Kg|(y_u~kzdK)1VF2<1JrS|;-f1U1v^mrR
z{1JPGhF27@#GvD^j-PBD>*j&L4S=1UJcUTy>pB>^9o`cuZyHd9yQVCpxesU$pv*>I
zt=p>uCN|%`bp?8+jed8*+kF$R$98;}+2JZXqX0<?$3*YC|H$I9@<!tDYCmryePt*6
zaCkh0BsHFTH4NqUPLc!>t=V2Ih9+gauC=p36t2LV>o~JQhBc6lw#KGOEOHQxmzdHQ
zl0amcj^R1*JNln_+k>kWB*q#_A+9uUYHWl9*uDaUkrV*Vs%KskSGoB4o1X_N71oH1
zJav8YCh}ntoPUufOeetrKO?WO+oZE89H=7Y%Xz1&7P#1x&4zIIYSQ*9W|<z$6R|h(
zKi-=%_IKOn!drdJNE$T5AL&G~0|00UC#a4Y|5uzV3mV&lh=!m^C8w|_8wu^(cGQQ!
z6gW@4_B&iVPLBaVy;U^P5#}dv2&boEhr}I<D-O;jN4dDiG1!uMw49-zfWYredJNDh
zs;|GrV$%QC#_Y;2{OkB<JXbl#7K2XDMKOYz-Xp3qYV3_q$ob8BKYcK=0B)GHx~C(f
z>4|#R+b=~1tBF<XCa(3F*wVO0(DyPkXp0$Hq;(gpz<U1!gFfILF5<?xp`cZ~;@f|2
z0$%$VvR4oJJ7Zky{g&W+3n6#h&)+^qAytYmk_g1O;dD1IN>?5v#Kb((*J#TR;8mhG
zP+#Xnt8xK}S{KJzN5}#(ZYX*ZtDnL>fBGf2qsXvusXzYq4Pr&Hc0|slp&=f-ZW>%7
zw6L=smIsetZo8cct4ua~S}BANyDX!6l2KZP{+!42_Ct49E!UT>J5{HFmOf>j^dBIa
z^Sd3Xp8*~2J>6Rw5(XWa*UE1a!*f!BDkbxs-h8r$(H9OsHguU-p6GefINK4MZS>^S
z&aXK3xWnm2o9^gMK^y~*6t#%;z0V(QQ*!^q^OGo6DBt}#CG6bzpl&)*`OTYEu2-Zo
zubHO!f_aL&BMxSz`ZX~%bsp^}IS|7ET4@xm+FjTNq=q;tAiq8t?T2?ctOikwRdPFU
zs0~T(VRM~xMsP6$Aq#dm0SSV5KUSCib?^3fdUg$Ps}b>gZ;czaj$>LulF;Ap`d^md
z4m1O0y#YutFFp9{Ie-C@y?wg*C@G*%y<7YDvxMv)LBwC_r&1nw(GVuO)Y1#8z-tJX
z1~$ni<6jWlztTc7Jr2M)v3LYXkDLDOL#ZX@RV{lsK1-uS$U0F5cjo_sV4c?g!_x-{
zuFIR5!rQh8$0uBevHT>k^QrTSR}GBz$xQ7W9-G8xZDgRUbUd)MLEa;VmlZl0y9LKN
z8bT^1S?m>eO#FC~q~-w6UBr$-luv#PnOkc2OTd4$alcGxqGRxwqgHG9^_VHL)@j~&
zekJ#;mKts${eaaP{E|dx$}(vy2J(iwv|5OO?E|4Qa{STsP{9Ci(4RD-oe067RhS1O
zZzO4oy*U~znWnu_h?fGACE#$&N${r&AG0p?@5#3lT#)O{SrbRU<Jd7f(Y2#{Y@y!W
zY5vsIn@NIXS}L%~;>@RZlk5>y!a~dp+4oEA9iR5fuj&gh-hJxU_PNCBM7GxLWk&YE
zyM;|&F#E{!qt6u=4{6{C+2LJOntOF={WjhYWha1Tid7{GjMJc>TE}t66^>Z}9Fk$^
z$7m4N@n;FX>;*zh1H!QB92P#}tG6>7m|8>1?tA?~oXT5oN<zT1ChrVOy3ax!<6Ytm
zR%?3ZTf+H=e6ogzhDWF{3xN=6(vz^I+2@{ydC$rCh#RH5UB^0VhzY{^w7aK1kje1S
zp2~50N^&jAwg6%)HuPJ<r85C3-N33{Zmttb0-@|?w+orEGemK3U#50&UkpHUu-6B-
zG|%CD6#ZH(=6Y8G{{}XKv+ZYhM@TtV3x7$pL``{=UdVjIgv#SCgomnT86zWbDe$S2
zLQWv*G1I}$ry0LsoyMuzi>smC!(>VT;9yRJ<s{?*CCu^rLMOKX>D3$%%RDYc2F&Tr
zm2oG<c2mpvensv*25dLlPn{IXQNg53&9Af0V}K}jVdD5kJU0H3VB54o($z!ol3<k#
zYahzIP=M{>M|=b^EU?#UJ0bP^_*+yB>5M1KeMI0aP=^!tF?q|x2hLY!JE#u^Z8UPf
z>C06qIOmTxCLpYoY@)fzJE)g7;NQj^EM=_D6}>d74ol*RsGsRRt(5UHt6@FN(clif
zo;cJYA7hF}9`P+H|8{>#!<&x974lcqw|EPhm71i<q&136Z!~5YF5i8?6h7+wliW{y
zhwbLciixpPWy&{~O7TAq;fExi#_>^4-W(qmCbnMXyY7ZadN}L9-=3r%v86fC<R>y~
zMd7GIXKzUK$18?-wI2!Q$m{ME)gdDcNSo-PT{f95ugI>qd5TUHCFPHSjSBC_r3EuY
z%K~J6|A&`1oPIyBWQ=tcw!wBLymTz3K=PIa`A}dwBU^W3Q-AFQP2Fce71Z5_W0%8r
z=pOjDeqGp~`<xka?0zY4+4?k)?CNvdy6As+%ISg6ZNOpx{s-`i&i;l6P2X^h$wr1F
zn^{ouQVU{1D18el3}`Upd60na0LTI85uXguQ=p2v=$~Vc+5sDT?#lB=E1In*p3&~q
zvV#`C8Qt5KGb4(OqoW$xC+*U1V19i)W?X{djJD`ag#Snw;$Vn)H`6d<e>1Z}Fc9bR
zLDIW4u#Gl<%~*X`oPSN|*Rkcc4X(ee_4z9+afVXZ$ABlGOZoTyQR$kKfD@$03{GHc
zZYWAbdl{O~aobtLKeyuqtP+_7{7}+VS7knfJ*KAn4lS@Z1JN=w6(wZL^|x!2)d%BA
zTrC4dJg;i0>JPot{p;Y4CcV<(30~)=XE9ubv!A&3z4~ynCMbQkzC&&RJB$BzGgFqB
z{;HhUM`j{jJ3pEzWt}`7nUE)JUB1u-VFgtaEfXs1gvSSF(w<R83)W4NhHyndiR&0<
zwYpEmr7sGH&K|!>xPuffr|;2D-;pT!LzBT@zzduJS|#wD;(1|OE{C_|dFY93DrMdl
z0LAtExt`m5ry;J1mKUvMr+ZWv$B}&xVe=-yQYgN&iE7-{Ejm+1ds1Pqc4>&?tjFtv
z-shQAKT?ctcL~FtW8d;>@!JQfzK6pW;(gQlc0JLrBBZ~(jd=ZNlYdYD1>)ibFHe{B
z_#q7){Re+Ik304LyH_j?h83*%bZ%N;kj{vHq(M@k6J*k)LAnC@4(W{NT<vNi*J>bU
ztlGi6JL^dRLJxpu8{x_>vs<n0lQq)h+kAAgsU&Q!H1&-ZEyh5HQ`+)M_Tv42c%>Nb
zpKouTo<I4zf8Ia?t&T(XDvE3yvyul3m}kC+Zs`7PzW{Yb|4RzyQb>swbLLC>P225e
zY}ByxxQ|xvOaqgbDP=eseo>Bc^RYWxw!<<UtY@kE?F2{}f}VeHi#jj-lbn)_KR)BH
z!>RG=vLt!SR9|U7nav<gkXC|CZa+re#LOHg5MQUvg!{YJ47xfNQG{&b$4m`j@-20$
zxYg>h2n%dTLCV5ktNYNCVcjW3msyIzI%}d+RZA)IX<w1_Qno~eag9Jf_|jL2X9{U=
z7vC_y`Q2*OFT+_W;gr||UIQBk%NYLzU_3);bY98SIG`~yexIL=wfb4|02X8r-M+w;
zJT}`>+N`p4Sg1K!-x-n@{&E!r9zQ=KA;)H<!xuY_$9uDW=wEovTz#LD`}5Wl+jWk3
zbA73HuqHC6-tBshc&6<u#!Do9%wsAkQRTYWX#x|p|K9pnE*>3!MYf~tx%PW$S1`0~
z=UR6|!2NCycA^mnJi8z)Vac+<!x-Py(CnyFP^=H!s6%Kd_{~>ri-*#_;%WIhEn{be
ze^%;D)=n{1%yS8p{=B@@QwCOD_M{<@vl=w8OqpHlOvmv*ypv;?u>n_+O{H{k5jVP!
ziw;n$>=|eE-~(eMX^e?b9fN6oKr)p8M29(Y%*gu+(~QSTK&sRCM_6wbHwGiq5IH)x
zznl}=f=#Q?C3ZRnb{|gA1=t0KGX4?iN!}fnyi6TO9S6U43YNyiNWxb{80QJs%$J-p
zfuSPX<`f<@`EDMHDD$r_f2ll_aRAnWf^usMg`=bTw-^7s1m?iRkqdoS@mnT0Pw*ew
zG>+Jqy}m5-ixv1C6>}T?d%Xl*#xEfgZ?kM5BcHpZyr{I7mgQKcfnc55^;+cs@A98l
zyr>B_tDkL=>j9l?A{Uzx^BY^Owfk0~_}u{R`*^h_(={Amk4OTBjl&|br<$vXBQ5CF
zw^rzHb0hCfGYQ68_+PvGXYc)H=Nu(TUytZERRUw~(8A-s?^Z-x(4t&~m&P<B%N=P0
zO~RkF%*nH*n8ojdg5jsa=j!@W^XVl_aWt9)nz@vy`Oqn<X|@PK_Hm_t!e2#Gwn(kY
zkZ&qNaicOMw7zXmi+H-YzXnxxe2FhAg0tTUJO||6QLV=#xMT?Z$QNr~S??W?g-Rac
zE?=@Vy+N5eg{jH4r)}Jo$j++Z6no@_8>^z|?W^U0#Sj#6%C&x!88L3sQK@7d5R+u$
z8fk|(uzZ?u$14Z03t(2lY6K_>Kzv@yv&yZy?(VBf`@%rbf7P~`)$5!>gwA&UIS#|#
zJ%>&SnT|pOG&HSr%rS9YU20+%BVK{wiN%`nM;WWfL!rlWGNEgGQ%Io2m@39j%Rj%p
zroEwqal3c^n2GbD39UJxYV#3W$LzlVii7T63pmIYV$tFN*biNJg%G^=569|+@Q8JA
zpoMT$c@>~#F_|*|V2(_KtG>*A{2dV((apt8bX#%AneGcf@3jtHML3)=Hp}Ac0~3|d
zKYH48#bpM~?ch}r<7rQ>3m}rZy}4h{;SSgf$^K!;pN)|xs2XgP?Ta350CSZF(I{?6
z08&#B|3#S}Xg{qKc69}Xn*dLpe(lHoK#CPgrR}16^3>$uLP5#{qy$hbH&0C%hSw_h
z{V0A>6~&VB#W%L2?shVTxhgv4`==l|hH?p-pWTgAMYliG?%bZ=yaO*&z6M76Ql6K%
zud_GbqRxx$ab#$Dbsu!ZE6heFI~_Tmrb?z)xvaUyq^G>7C}(&499;Uha?NAecXL#n
zb!Jr!O7<}$)EOcYoPFV%jZjg8B+9twHXp)^=5kUss7Uzco@-hL&V2tNz-j4!(O+5>
zll`6Y((h%+?!Y~dS8O8oVyk6S${Y&5R)<bsZntyu-n*#I>m}pLj!V}%xhDYChis~<
zwL=p-@GJ6|tdDB1E<IT-xXLYbm!1^1;XGWE!%rFC+rrXao)MgBcoJ6xDq1(Atdk!0
zM90A2Dc6T8(>ae7Qh&$Q?gkdi%Efra)$X8KvCMrf@-{B`Xv15}bk|`b1{tTDE=ok%
z$Hwz})3kw~*lJW+=<m`27wcAzV+^&cX{q+~f2qQTze`615M|}oKI;4St!Y{iUL!Z(
zv@YCRJ)?ugXY=hRb20kA9reF)4A;yu*~>g#SL3+o$2v~#N)EsL3j3uDdE7zK@x>r6
z3nBlGdz-s`>&6RaJlQ1FRiII-LOqV3^9cfod51y|_}pBl`>Cs33ru02+^(AXANPCT
zs`^GNZeo_g_O884Y-V?nOGmV6q=o6oM@~xI<a6V;09`|=3T(R34FdxH=cO#_lbo4@
zne|Il+Gp~1iH-Ws1J>}Dw_qUT0|5kLN#IW0dA#%V)t%^-1JesovyT>zmbp>N%I3h-
zsb|}XLS@a9FW_*ct+#1J`O;Y8D2^v9Rlc@$b~Ec+pJyQ8@9X?_ySvT5golvTZw1s0
zEqVnWgKPcfH6Y0zJFAo8+y#$$9T?a%@m#}vLIWVnmzu!h_v}=9B`;>Ft)->gV&LOG
z-DjHtuxJe*b~nNh9wL!(|MHhDLwI!b(L2;RE1Gw|2pK!S9`+w=F{u*&9$NbfmWlsk
z17QSOBWAhabC#?4^6O(EVM)8^hm4w{=oNZx&hTtc&6^GIclb-lh+Qsd=^vL2WCBMA
z2F}+4>{eUAfsJbe?~$0<9^59I#$IEui_>~*{J1}AK-6Ng{{)Sb3ca;-XJd>iu&tN0
z==5Wx1o25au(VLjoR$j2cEzKkoX%h*qO)>2@Q)!fJman=oPHrw;jqK{>mEne*kFb7
z7h$+PK$fj}-DCJG>TgD!BKg=Ee<3iQl&$-f&E_f!)yGoH^cv!lt6?sbI#!Hu%4A5%
zDPA*A*^gY+6nyUfZmd>)vElo^qD|(BA|{}1viTPupXO|fYBy#Pcu^(Z=nfC`cmHq#
zv7me5#2eZU^e1OLdAI1Bx%_<&ECDWcyB><lMCl2>cO#dTfZuEOiSZhrHO?aTMQRt=
z7`^#>E<<=UR=v4HmAdhQ1i_bfI8B*cMuj}d>r6_Bt8Me2k6~<{9q?jJ{@z&_B~^$@
zHdelLRilvPZNT}|b0mA@Td~DPY5a)J3vi}dmNHUMIxvKc`Q)nMM<z{QTo^x%9(Lm{
ztXggj2D@ANh-~FDGYZnmw%;1$C_yLLWVc(4SNG}W?<I)aS)ojE@O6KLpSt7c?Zcux
z0JPK2zW4$s9uY0H+I7v80uH^}h*#fH#-4DQqiY04h}pn!jA{g+^mB|^e`RQBS4~~n
z#i#ep&w&Hi_Nt++&R$*Wk<eU3C@=(6sE)fX;yC>2$iJpEHThgV(zSbsHClwV2`8r~
zyp5-PKB6AD(8MuK{H#+uwlsV0W9HK-kg0xL^I8M6z|LPFYJuY>y0K#DHtohhO%{K!
zv@O)*S>Lu(0WjbLdWbtNGk_;K71U#bIc{f$ajdh^XmzQnTi6v%@eA1t)j+5RbWMby
zXf>}S<BFz@#=RPJQjUs?iXM-5U(m4aI4=j>A>p7-D|IJ;qa5nOIvuoQC$ZcxOtaW*
z4Tr@_#bo28)J_v8G9!bv@<}5=Z2ofm9Z-VDBG5zfU=XR}EEMqRkV68luD_-k`OwDB
zAFVbK&MA;OzqYaix2L$XH^N%QGd)>}(8~(`nMQU2Y>==@;Iag@Sro9<incY$ZU%Se
zy3JTa&U8r@BOlMdr=LRFM|upZB#tT?$G2#@BnrVK2E)h0V512O_G0x7erX%Z6dEQ0
z*Y$yr#cZBjJcXqX3<0HAgj#uzh?u;hYxWCdwa7!BW(XuIybIISToVa37t*CWqW$jX
zu4(-aEpG&PY_sm^%^kvxK>JaXrBdXAA*^4wWMrJj|3Wqe$Pz*i0&sC;OVdb^m8F*g
zk3v>cYgtEoG4f__>yv<Wt70}-W+05yMwh*rXCPAf<4(wDfl?_c#9z0Mi-i(=9JG%b
zK6~a~Oqgms`PPPu^UX0OluE0<<MWo7*EH>f67S}_mYvwD0b=UV$SOsbdaf*?$DdpQ
z`baa*xs2;=;*c=!eW^U_wm}4g?ArEAi#PM?3qH0ONgHAI<N!_`iU*1iIzpKiuG7Tf
zMDD8!y>^o?KbtI68}v<ayh1lq6(Um3E3$IzQSOx82dZCv-*>{$fuXf9J{aUtyXwQf
zFpL~k*;d&440ts?9s}TFv1FFp2KwS(z_YZ$4C<m9rm#TZr>)Q03Tr0T=G|MMx>To9
zB5Nt@`nx2^uJDTLkZOb0`u~yil|gO1U)!`mkpd|cC{Bw@p}1=)UfhEem*8%NP$*E`
z-Ccvbmg4Tg-Q6AXd-wmmA2PeynaE_a=f2N%E=fx8LhVN)S$aFOJ|Z$cel0B6y>_wB
z*H6yuRrOOS=kvdSm?Q9&oQYCWk{!M`oZv&7i?Z7<#f$Kobsqr8zW#z}{4rF`noJyZ
zr*83#NT_%Ib8?Z@KL@X-UBvh@O}g|9P*W4yX`Hp(8DwPM);kSfF$gbJi<Xp!)u;pJ
zog-i4p6$FECp7D}nA|h6qd3%FW{;UEp5vpuu`9F!`<DS?nATNAayrNS)!F;#D>AY`
zKD0S_bF{DVYK92logIy8p%<-=1wd?(p{R^@_VPwdD=|H}r5b6XH@Wfdtls1b)emUg
zwn~sZh_8wk{sp`Rw`WKt>po)?fZ72Egj_|=Ub7zPrn@6z9mW~%p2L<p6Xf<Xc%oNu
z_qe4mIVhq+Fbs_2U_$ESCUP=G@*f^I&Sb|6L_R%jZ-v8|olAdUEZn;w9ine^sNE2(
zfjjoAyg&(^{f~1PIShQ?U!MJZ095}Y!gX1v=@W+D2U2Y}VAY>{1}c1rolRG4c|fq9
z381n+dclV1u*t^s;|_OGL>%a_HOu71Kd-8Jszzz>0h-ZD6fw@PiV~Nw{qE-gz3KVm
zqUPerkLgk#c&3$eO=T(NyP8e)4-PdY1LNid##8G+qNx+c#;-$=qh9#65%v3?&I@4O
zkh@%a@C0gpRtR)!r6XY{qIcTIdaC;;eN>pi{RseV<?v3m?OuiG9vOs`#NA3gYGoQg
zVWQyXV};kK*%J(B+8N&upIK#SG!eNwEM$>Q0~OG2VQY5{09K%T)cWT8J_vHf$@L<m
zhaGFkwpp(CEsmM`qoK#BlghFXFKT?cd5gS!eJb{dWq1YuwBsxh2Mavd&D`((D^ZTr
z{qh_1${ai?&(n_hLX=Fr^6Z=nr^Cf9sTR&9JY)Kp6RB>uk|MR-RzE#)rodM#a%cVA
zyLXRfeOc@}>RYuqL9I(Hs?75pYFF+Q@ek{vo77|j=puDRirj>0fdZGg4?2VQ_Ae$;
zV%D$!SJLGX7ZvbfIqSCvuQMh&VnGFtyjlOVY3OTaV%1*AxOXd38GL`Rx9fPKwoJJO
zawX90t!BIfXF5OKJYuT&9+drP6a0Zb*f6D%dBfAlW9+Cd#7{S@MR5(eJPp6nXZPLM
z9{NzRFsz@cpxFTYKJkw;Ni1<Hi_rcdAM1>EB~9iPt}mcd=(>4!y-;Z4HDVju0co!_
z4E6awb*C`nyiIvt{xCiSS(HUYij{IUf=g^nP)njkw>CQJOQ`I=A!!0u4wd#W+rAAs
zcH(}>AUU^wxdu-^^~ca^8eH^gOOXfRLr=R{S!7R-t^@ry0R;<3Q*YgyBNuJRJ1meg
z|0)}9pE_B;wj=HKCBUEP>vYKKYbU(gNUVko(zpRSq%h(YWYef_m{V$GjH5L(O$<lP
zxkeI-N_KleW)UZcp{h8d&4=k^1{IB}^q(m7Uj0U3ChkwI&*AS-U_7SIHNSpMjl5fu
ztF8YvuKwyS<N=z%Nj4MHpPue~D4-rce}x-rhQU-5nXgf@VNR@xwlr0CViuS4x?F}=
z8pv)9SCiuKk;5y|3s48BcAfMRso85kXXKr|yzxLyOcVbhY20gQJmtbbH&ms9m}VJY
z5Ta->H+cDXp>STg&FifDXEptZ<dJWConDKH{b>>R{?}2TE9)JS@?K~W^(zLic6dBD
zo2(}hz`hQwA@|oZSSPyp`L**5AR<&$^2#&!E2H$9dBcWea&PgbR+n6ZBA@jQ5?W<F
zQw|bt*KJW2P3Lguuhjxo%-p`=EAk%RdQQQbPf%Cl%c)J}q6Q~XaQo--MV4l#a<JCe
z&Pn9IS~ER`$js)F(^C=_4pefE{;Qm0?iPN=PB<k@fZ}=(NACq9BM3*!xs?G(P1;aQ
z#&LjKtM2zS)g~<`X25<jUf}KOkr;M0lvX1PtE!YG<NFV(_UZ+sFoDozA9(cAxF65>
zly)yYlr{4oQkGnQEubJU<ugB&Hd=<4@yx>+{Lo0%y)ehDRS)DQtFf0b1SmdmM~Q$|
ziGH-Li33#$CjToC6NFX?G>Vlv&Jl;w{Lz=f_`rWbq`n+?Tw^8WD!p?2S$ZUHUjVeD
zJy$;RR$wP;tQ*jC{pf-BcC9oo<&jn0AUE#meE3u&;jo@Uc{BmKI?zYoPWkJRcGjV&
zos~TI*}Cik^z1FO<Jf*LveK!vr<bNe?WK#M3423Bpb7&cx2Z<%#?BwG=<X1>P<o9u
zu+(YH(lzoeGX8~bx;i5^0glV`06~lmbkouO`o|9V+mmm6wEA-7PSOzfh`|+OMdUi-
z>=cnO3TWKQg-BA4HK+>sF>vy+uD+L0^TmL22x6BHy~#WNw9c9tgf2%p4j^({y?yde
z#t1b~We@-)O?}DTegBhfOu$YEXigp@0e>NzBo|wftQ5s-dSFe9ww5JRS)Qx&8N&*F
zJ=998Ho*&c&y_*KshB(yKVy0Qnt-dL>IHXUFmwS%iT@#uQzqDm=`!rS7>DydNx++n
zsu$k;i0E72IvreF&0V$q0&Kh!c`5ULy+~gcJV+1l$qG<P<)@0)gSiwPw!$MzyK^X`
zxW`<3<AtO^3))Xw34^`U7Vvgn<@Du)BIx7H(10-dnSm{P?-G`K#j!x0k|6#W6}iHH
zNE74aWqz&wsn+c?f1W<=)jPO*T<N9)<s7dQ-!Z0_PLe?gE-f$6iG9v&uMQL`-bYRP
zU`4_PSJC?$`vMohb*AW9!apfQ0o>TiE~WK2t8*Ve&3UG6Fmk-pB9K9MH2M{XY5StQ
zRHaJ%By_j#V1zyZ%zmg7&rGt&p~<(Wu)06mIkh*v{iIQG(k?^Z`8eyYI5TyFWP>3F
z!1=>8VwvLP%&D_=!Tw713$f)ma-pBMO3{b7g%|9siP_k^Ob7-b9h51io+pDbO0-HU
zx|$@pE0sxK2H8%IwC-@#82WN&iWOaGJhw^n(y*GSLo>}^5W?*Gwzo<4KMO)pqOr~l
zijMStA2jUD-11deC`Dge&1#U3Wl6@_=7<!gmB=S>|M;F{R;+hZe6~Fx1TT3iqWp5k
zYP?Kg)e!tbD^j;GCYxW!*DP_S&0Dh1@Ko^B{S<XiuKBC#Us0PV;9jmFlZM6ESdy;Q
zWJjGvU9Xx_o0&j0_~g%DS|bWByyggZWypDXc!XEmp_=qLJKn?NqXM5HxRV-?Fu7Nh
zp3+-du)O)ftF83VUcA>#GrXi)DAy;7dtB?Q{e_kkyt8$QGGNK(#^czlsGJjh)|{;f
zWVPu<7A<+_Pg|cPd_T3!g?0ZtVBIlhpPzlo&?yWQR|PphY${BfH_N+wM)OiarfJfw
z5X5Q)PUqpvvuOwN>9f{$<~jAwg{gJY%UEp1?0_9!2+?&hmhFN1P*^qImYWQU_iVKr
zAzKL+M2uSKdCdTV5|W(GqC}p@@yJ^s8O-?M#13Xa8>uU%Bh7)<^&Fv|?BwSELC6B8
z69ktr;goLHQK|$NP!Al-4x+*R)g(R9=n2GsEn6E*-Rg_%>wPUY)%(?s{Hi~vd_lV{
zyuXB>8;`e;>Sa<B?XmQi?|#XDNIO{@3O0<V29tlEw8wY!eTo={&-4;Q^H&@*Gps8b
z(3}k^VfOMSqrIITW_L{9j`LdYJw&H|9O?HSi0C{TH>GvnKR|%8-u{*+)jh?8Wp44K
ze!8dG`HQsp!T3JJId|<P=|tA<jBxo(DH&8D3X{(-f4`uF-%9-#Z8UoQRi@u7t<A>7
zMf|4PHp?&*TB2|`d#f-;6K%;@Rf5um<JXls+bblcriv>4k-sb}Z6A_RVsRGG?0~r>
zuClyY{&Ga7OM_zbgSo=rM*Gw<H44kx^e5HU*un6p>3YG0CzclJNb!MZYfbyNdVikh
z{bD&po-MrK!naAzwj^~iCkB37`1RE)+qT+Wc5O3NcZEZ2+a%i3Z)$WiV%@(16q0fX
z<Nub4H82D59n7OJeAR%wZ$iY}=9=Kdb#sx7?(%{qGyu<NPxScqM-Rdees7!au$8b3
zi2PQqP+sCrRIy<U1LNmK_7^bi8ZB=uP8W)Rs`8m=yKb^?$*ew4prZ%P$kVqJx$%uu
zI72;Z(a07T<*k8cSkf#LAm~--WYU@Ut3;8PGLijwW#=o3lpEMb3+0g{l;^fmGSKax
zgU8f?Hei+ZS31ig{twCGKcpE^@La~%Yd)Dd%g0Pv#E%R!Ih5%~stTlQlyzVKM(NLy
zq`m3r)MR$UF?zrA2<AMZF>d(r*^Tf5$2-A0^h9*&5mq%#M_Met=cOhv{RXm`erFvU
zyQQq8(1!fSSwZ_2zB21;g63hCA<gu|#^9H=9Wc#Sz4`q5p?jwWLL=8VH=c(;VdxGU
zAbDj1-%Z;WvTyN}Za63EefRLX(3?b+(Y>gcF6CZ*B0LjtNLtBQ4WPIOLjIn+m%=G`
zK^yvkVXTJ9j&XHQrY_G%QRi)GusnN-fO|41b=JR@C(GNmhL>b}r3z0(P=z$p@?s;B
z+$8UE60K667m(TXyY?HA^XH$Gx53b{8kSD4O5BYq8ek@z<ppnuuCsRF>&Ig}_J+R~
zuu7b>E<}55=2sOYiP&*@*&~fUNd_s7Dk&361>gVJmDu;5QF|9?VJNznzOXM1Gj=f;
z=$~V^rC&s2SGbhj2c0)wSK#al={HF8@3v!ZawQU9A3W&&EE0+r2F+-py2VPmf95nC
zeQ#@j8*C1wnTPRN7tT&*loa#yGg<#`!=$yrxmkrM{`6;GY|?FefW27D#)y^tl0zDo
zlaOooEXV0Cp1{G^gy%yiNe{HaxJZ}_GekZq9SM_^zc;h`9PUJq6eKiRe_es#Wzjy&
zADS1)!`OIUjlQ}az=819d?;ktZj>`!JU*~t<^7hOJ`0~e6z^kB3o?%smCIcG59u!1
z1YA<4y_NC7J14av+W9t2F9c1<z1ZdCyTVggRH911@KLrbq1g>ZLPVKmhZW~vo+19N
zcDnM@h)=BcZjx<&=oM7|A%#5zKS?!yuBVfJ5}q6C_EYlenSpL0OwP1t-K7;NSn({I
zu`>1EjzdBZZI9GGi=RwH;w%;k)SN?fCnlwi^B8x-Or9<j;$Vb8gVt*T^*C&7F#v9G
z<xZgLk8_(}BQ|{N6|nj3EEK#0CqH3?&nPa8a`EC%Sv6)iyE6Acr=TPgfNl1XPBrCq
z4C3ZT`g7iqYD)g>A{CCas?_%0E@c!L){=#vM#M|zGBC;<(lb%j6vW&#x;SvYhlN`;
z4@*nqX<KtNV{3}a)(2+U$SYoRT+_s+%kwBt#^s*@u+dDG2Pd)}ZA*cZQOtJU%&EMI
zD#Z%Xq-Ix9n2h{6aA02vtSj-f^QbaY2g7?}1*g>tsn*JN?)0%sCvTPd*5{0g5H(X3
zXngXZKQDWftaG>1*wG#&vnX(L`pMJDPLqgG|6AcuR5=wBUU+8m`|6Z%A%~+Xq?tJr
zTQydA1=VHlkzgl;eOa8w)XlZ4T<0WJM27D!=Qk6?M3xw3mS2mYgyW_haGtg$uZlsZ
zq*WB1MG)XVB`^T3{k^K>$OHh)&Edv{yHzw0i|D=bLv>uV`jq@D9rFODom@LW*H~1&
zXF~0%SMAC4@EvKK+&a8<*R3LVXCS0@utIYyCGAKq$Ad2)T%$tcjXp3=1|PBCk)lT9
z<JZ^<9i7I+|Je5y`L5CA8pgrPx)Gh1Zv2Pkb!%J5W|mWI^JnyJ$GUBk(63=swXz>A
zSng0YHT35PvGM`}Qe##n)tcX4jY+Zhs%f#$<<MZ$#+~`=7~4OZ_fP`T4+X2exNj6T
zInRS3_R+6BZl4*WKCAsEGF%XTghnWp{au@PGeW0L&Lqt#U)G3V9KE6$7X&7l;5D^x
zufqbV%+V^W49f}kDiC;pT~$545~3b(Dn0{W!rrXZ!MNok=2+cjMB6{@cLv|jl>$*;
z`e#sK#qB={zb($v*Bh@XBW!~YolLlP9x^maP!r!Rg?m`o^+r96S}~XCT?OuCB5tAz
z%g~>jk-jw5_2A^+QtoBL6dt<zfS_%(k|NrY@ehs#GM|*_1(Sh+C&Gs*V~Npt+k%+#
z2e`eJPCUGd-{fA?rd(&nF<|ILAnv&|my!4ihbOb!*~hv6=(#kM>Q8<g<<GtIeNpkp
z*`=Izd7K&^d_=%wY7VS%flDXl4Oztu#qa0b#_zka4MnetUooVvgKlcrDHQ{*35NAb
z0Go$7<zFTZk=$fdfs}p~Qa5b774l;Frz6K?*JX*_yHCxf8;X$8ria!UY3G7t8{I9-
z2W?+E7^^V2<S!pNRG=Zl8(s)<D)>dY$XirN4YQ0DM%&V95WV;h$!Gcur`{vr<Uxh}
zPjNkUa*3h_l&Pz2sWY&Ds$qxTLghh|WuCSrG{r`rOYPs&Y??}o*c%0{t{VcU5#Mts
zR15M^)8okDe`3A}ET_t*|3Nso`k{=Mv3k!FjUq?W56*fP!DQlPNJ@A`KOCTsH!Fcu
zM$@KcjTA4?{>##sk=CS5dlo_<=UuS+u&DCk7Utm)w+&kP&UwupWytp3B2j$$X&CIb
z_d<^GRP2^j1T&#7OtC4^U<ciVTzwMBjGs~&Pwu``W1Rw-DB6zjM4Ck<(BB72P=ERp
zhbUExx+4Yd8Xao$k=8+)%b&-DiG!g7?6DV_okgO7&J@(*AN8d~lb537qWL_cnAQSa
z8sms6fNY6LjykMu$2OOhM}+GbX|;vJk>iI`B2QkPy^M?+;dX2nab2}c#eU8bo+Bq^
z|Dvg;vd)`ex|XLSt?3H0>4iqB=X2SY`|+>LvF+dG{?*5|aQ^l*GgaX#gZra%6^j5E
zgq8p~v0tx^!C*4_ZMhGl%<FpAuFI%VU6x4xXK8v@MAfWB`fO{}x1!WyY3{h?qoD3-
zHwL7DuNLH%!#LM|DLM@##{62Fe*N}f^Hc9>y1o|xt!AL-c9Cs*gp-&5{i3EBdyLi#
z$#)t`>+pxPsJs6$)%zUKRKc@J{3&BA`rY5T?EJKuXi2BVd}iUT;G@jk+LE`2E*pnj
z4?37+Vp(z#1N<oFWv#;&zms;OYB7JXiBhMI=d@>Te;`~yDcaHaM3ih^ccs$8DA*br
zscu;+{Kp=2`s%LK(z7hdgw4E!<y#|HVf&Qrj76v!abEU-iRc0K%V8`3gXp@3l<56E
zCAgXYW$qb$YXALx=tB{*%Jf_TRq{EcN9$@SM<$;Mr02q|#`SyB3EWgWG$t!7TgDT7
zcXVCK>ZMVp_B8vbs-!aLU6}GySXhsuUUm(~QH~B~=j24X=+%R;7_IlaS$C;ul(?X)
z&ii@3>{*3e$NY21H#1>xV)-QGp^K_={_twCZ!$kcQ>en@xny}SgVA9BR@a`=N?_!z
zeHr+(=b^SK^iMIj66*frKMWW7rU16FzZ*#hbD<kt2{mx?TnkH9CFVLar5RTO>}Ri_
zsE;%<VOg<~C~qD~++_B4Z5MSDZpN|o4{B=k#0Dep*XKTY5=s2qY_-2v;0DzuTcqpt
zNHaR{BHFFPXY5dWP7i<alARa?9Ow+3WanoV@C=G8i2|5CP<LF^#vgO8^CJtv)Aw$|
z9w++3jl(2YGg`a_Ql@VGMpG?Be<T+gcM0k_!w4=g+`0$NgdO3{0QNt}3vclbe?arY
z7_&}E264ADs#CoGHi|7GDI=GNlsUqg)mKk2PVE%_cugs{r^;)m&Q4yf#?mv9Q6#cH
z(<ha{SR$C`NYo(9PyT9OLGB*e#;kg|`h}Tk@kZ{%rnt=i0OJ*@&{aTcJ&m(mnq&yI
z8qtG;vzm2}c>aRS?>BtQuOG3zu<lC#nUbF?DMFOqb*2>RF!=l>+*-p=n~aS8Ik0YO
zJQ_FGE`oDI8qO_m$DCs4jW-`;e*=?z53PVOzPiis=tv#Xw^JvKq@rpBz!w%8A&Y(H
zMdse?zvE1v)Gs<bx7`QbviF+vJ}JWyPokW)b#x4xYmOF3$n<x~H==;x`D+*N_PeTx
zY%emmXJ%Gnb;5W&mJ_MJJ$v4FqKTrMU>R*1_6FX#=J7-5zY3Y%5SkQ?MJ1L*`>O}c
zu`GUf#iBc_6NJ)bS@~1HQu~z;QmJ@{86T-Sp70a$^Fc4BP3bymAkxp6FZKoj*P|xZ
z6&B6)b!h(IBd!h54khiy14!jx0A<0xs2Fo<MnqqktElM`CIXrMMzp{lwPaM~sqhW#
z)gBI%X{%Bt0EkpPb^VmU-3I}<4dw9P%H{^7!qPixU9F-Xfb{-IwHsa|b7C){Nchv|
z;z1+ceEi2$sf4C-I{Z(6$(!`GgQTLDmKN<t%$!1CB039@b?qv-8IBpBzj4H><sw|8
zTr*zK_P{kStMv(v8Oy1vWbVv{ncY{gw?qr+4)x!VQ>Ui8?a3j=^-P8RN+?i^Czk#@
z8qz=4LQoFo_MaW;u?#PpNYWcimuOcNtgCcQRk5r)I3S?oE)3yVv5FDlH$|firoJjo
z8U5h2{H1=gNv+RQBpaSD#?syACDV+&)_GkX#-422XcRzdyEomqZ>`9~g5u<}`)3^h
zl=Lp8_1?-;d%kLElg@Hn&5LJ9*fe@dnTa`Gon_cGAAd`AdsE8!CU&y<WvA8Dj`-l<
zUY)kYcHhE)&l=<VQ3scZ{xXEW-wLf$ZrAla6VDiJD#~&c5I6jeqW>l5NME71|MA-g
z^orX#`5n18Y#?Jvr_|q^JvCj#qE^$(gXqU5!s-A7A;n=Xxox2`?Iz_cT*a~Uem3qt
z?nqBz5X(8-qTV&jlIP9{mWBBrQhP9Y)CFU?{W~y~T%!YMSuf%*)U`EgtPb5eXFRiR
z`)OucDco7Pk%!l1*YFMV*PWEyLjg^*&}dYHCM-3W?Zi%2kMo>hTetckKeyX~jI;V5
z{_>Pr>|jQ|{M}G?nL<IDO0b2O8xHXF7a^4mPJG~iUHv<H{FKMZ5lp)Fg4NkB?lg~$
z)A^~M`C{{3xw7c&_~14xAzE$ZEO1X#W9-mZz(s<)k(ktbN~U@MvuZO}W|6~c;n=jF
zX{cFEQ5aj&)%f<3*l=uh^N)p&dSt}1I{k7ZL7TKJWt!a^2S{9>@<!l~A2%jPGJkRX
zIT)<iR4vEz>Xm3dIti%zs=d?3Dn67nosEcVVU`A9Zpds`kIBnn3FYI(O_>%YKr3EX
zPwY<W(K=H?3pFfKm1K98m850I9bAOzQm%fPDwSU>*UbV>;@!y_KJ!0B5Esh$LhKI9
z4o&lNARL)$rr7;CT-&ssTdzxlOLEgtUgrdNs(dx&BXM*0RkJey6${Nt*l!A!P(KNk
zPcPZ_4T8kS9H1n7aJUXj_<8Oi(bGtJ{9|YkbAMpp&ejZO-LbPqo{#2kVxD0r?^0Y4
z@%%C_f_r3{)4uCOUl0PXw5`5sqbMqHy5sPS`*6eket8aiye>KdQLf(nvbLdI{W4zy
z1u&Pdyyl5f4j<ziM&kOM!!^qkp5XRvIQ-?LSUc5VhsHBDFL)I{v$X0;H;5(Dv)6g*
z=X6%3*S?u(t4*c{LgN?XYhxwYdwT3zffr^u-4jO5#SNjY^fEG30INPy$J-y}Df`$O
z*ki}uE=^h;qr;N~!ipJvTf?_MJfo##ziHwUhLdAUcHxf^<EuqP^holXXFJkM0e{eK
z0th~nK&3f%^7g(`H*L&ZaF-=zKqI>t_4+Jep5~nfqcZcHZT$S@GU1x#OgpKAvdw=}
zc8_{c*=dM_D6Y@al3K%+|C7hYzpS+R)H(QW%=OXNi#kJgq|D$Q0?pGw-zl?jx{3J*
z(o+O^>1`flZGmu#?}5T3uwUiZD0AxvkA_q}PmznFF2yzt-Qc%(;)Pv6_R!t=vcLV!
z=>IS3SWjbZ_TN)c>b>_fcs>%s4PHX}OSq2{wj7AoRO_ohe*OI3rCF_d?P%#5=J2AZ
zXTR`}L6Gaof*SBVh1@<S3ePO)<X{H#U^_F=*h*q#eZPbjm{?7ra;!C`pg>xcWtM&+
z$BJJA)*6!y)W_9j5u*<7)fB;5JGz{)pHuow7XCeCNasc&8m~&7s|kC)V6!iFbZ5Wt
zmpO@SP?KTB;G5nFD?Qwn7QAXxSGoL`(r=TAc98lWzutsZ-_~YTVMzl&<`}8MVAf1u
z7!33_DKQVH{eT7YSjP@*Y8r)j8#m@;wo?p}@pnF%U{ZlBp<rUK^6o?wXyrNpV0Qq5
zxfJ#GVa~+YSF=J2h~6cc5|@@TiC)+j6-Z=x*ze3>Z<*da($1@He|zy^>-Y1hj%GAP
z$iu8mlw3^^jM$ag%BFAg+z*3;;^t@Ve@L!SQAEAPf%I;(NCo5wDE9oPlFU3Jz`eKj
z15it5xt)eRz<*cvT737+@&Ba%0DR1BHJ%+2@>O}yHoQI3iLr-CkQz3P_3O<JWrm9Z
zu~VV7-NnHCBN?vVYNjF@T|?ahc1KM<8Ajg0Y0)$GdoWpaR=Y`o3;QaX5KVy9W7O57
zMiZbp84?XrN@#yYU~uz2v1_h+8R_PbNiV1lr&RYNA9A~MyW;%5jvGTv73mNUhd1)~
z<Oi+wXqgnpxj?E+ox;W;EPI0l#U0dMKh_10KZ5UP)bn*2^rgv1+`-neG_ed<??6dp
z7Xf;!#V4ONTVnr8fL7!(?X+Y1M-O83QEz4fjvGrg(Q9iASHvouZm2_j6sLG4W$_i8
z!V}}jZeX}+{AB|j<D9zx*2}U)RxZ|>igOpB*0f<1bf~~8X>71{QM8&o|1IV@dO&DE
z9+X1bf^dza*<cmdAJF!9Vz2JirnUX<iJKb}(`4u<7Z3wpocX#-Gqb6T5^TDTL(qQ@
zS9K*|m=(;^9RG;f$Z!068{w)rCnyCv(xfw~tvmv|uqW<HjyXYM=!GH2+uO4|M>@40
z#~;ma3I=cT@#|^dD8c9yy{6)1#rnfDuhSn>(d4j^_yumb_`23pCHV^6vQcov`cV1!
zt_cX}y^zuajRrPr&TM4td2mRZVDIL)Ql+Sggc-S=;+u71ur}hE9kv2eqi2%bsFYTv
zFPlyUXSosrJe{yBnC#%;t@Nd|kiahD#U6@n_Y&FSQIJZ%cYKcm*^m-UN%XNAaYMZ~
z8g-<YZ2aY(0I2U@+%$_`rOKsZ#B!T?beDOh<0|V?<(Cjy>>@LHkyzpPI$?Nggh4wx
z<@~{^YiCgfw16%tD*E|)d20CXAf?nhgar-D0i#zZktWQ1P~{FQqj~EnwHRB71Vyi*
zJr%C<nFA<p1D*usNw*}Cga};xV1({pHt4$i#ETRN-h6K5EIHuVT<e*uM9`|Y#Idr3
zQ_~&S__8qz#nr}p+0y#h-c;vE+cy3_GEfoy8Ipe4HqF^Q%swb`oj>Gn?RX4zW3pd=
zW@@F3EvIb0SNoc{UtQFIK{1;hDfD;w3iw*~1UXG1;(%YEHfL(Z&H*XA>mE5Xrg)0X
z9jvb_oY2P5t<cJg6SA1@HdzHo?|VG)w@qY=iyWg5l0cA}f4n6}k+T#FCZZhC)&PF-
zn^$|98c!M{kru({`NAxqYaSE2+?{wTw;qbG#-2zwHnL~f68iz?cMzIC4mxbf{)0iO
zP3v2?40d|#C}XC!79l5SiDTAjCbq?Rkpi-<>Bq?aP(2u7=~rp(q(z)c(q5)CW9iqD
zXj$e*QGK;-;x-LlLJTmhn1?-+e`{alcI7#EaMWjYn~8%B5<XA8tL3nVZf(4b@=(Md
z^zDtli>yyln|h+vfzEN`*Zfal$RsCnS&2Qh%hO_{!u(S4FrY$Z&i_Hk@NuqLD`bH%
z2^>k=?AA~pMa3A$kbGJMZ|J_^XYaJwwJR0J;%RYBx%}~w;{)~1;k+8WLBcbMf3e`x
zcgH#Ur339$pPnQR1#g;YB{JqfqL<Cb8<<R&JU7$pVVA$L%M{SRnj@RvYsxFAaWG_N
zIz@`+Zi>s>YDpD4-87f;U6?0~vz$(<e>>SY2kQArd11y%?CA2ytiSr(`?gACPtb?G
z3GN>)x744>{{XZ~exex?&P?m){pUps8JoL1&75*FBHh29qxMwvD6m~6b;vl~&1sMP
zK?6WUu2a%;^#e&uS>O5`xA!2|LIE{y%ggkmYM+Dek#GDR*|ZkS)Qu%fr2}o*e)<{m
zPZr?DEdlEaNf~h&lOi^6HLWczLT3!)Wuq*x|4#S1ltg6-tK$^1#Es5m$00?zVn0<P
zAM1PY!ZZ`nt7WG^haSm3{=c`fHt#WvS`j@!a3{TcC^H}SXWEq1j|?45Lw?t|E816Q
zZd{|QsAU-`-jpTLfAhi=k><dxvh^exUw!>KA9){AP|}l;?|QK-@8~aLGy_26nGj|q
zYUz+HXX<y*<kA-Mf!3)llRjlU&WSt94DHtpUmWr%49A=^rGM<{jgns^3~QFV$%X3P
z*+}hetzDL$ajA^a=wF6338D?5mq@3wK7tshOOAaL6m23z4Cjb0v)oVrj&V+>hLP~*
zD7viOmdS2Ms7G8#wR`NP{_AWJ{A@q_mFhid)E8Fg#RhIPGs`b9BkTmyjI?`ersv?G
z-TCh$<_h~-{%8i+mf=hM`o?gL)ZLM<zoH)wXrh9<4n-el0|1Z(DY|-93LVYAyZJG6
ze%2gM2dr0=NEf{AfMFqWq8*DGx%~@KYM}AwOx&`%NRK8Bw);0|9etaBL-!tBTkz|I
zb-OYC-TplF<Fv|%7D^S7FOkXfHBA1#cQjN#(mWV<^icY|9=ZJw>?(3CL!MDk048Cx
zfLyerI`$vZ7ZhKOqOVxZgM;fDUlqMHnp;wfSFGvm$^G6R$Y(*s<x?fuXdcy^oTvOP
zN0B8O9jD@irc}iG10=|%kj1kltT?Q!u#xed6}QzspiC#fnwUVYJ=0)4hHp6WIj$BJ
zyou97IX2qauxC}dpS}WX@eDd7Q)3_LfJm1_;FK)pFVmKF{k)I!h<a-2UAooG1PsHm
zWZ}cVn~57Nm{ISGRAP?g@NN55A!`sxdxqH3e2P*jpdZFmWWZ0sqLE}+ZS_0Mj|S~%
z@o4LXP~Ii>fZ|P@d|knx$QtFyY*fV_qF&dXUYCWraFDvQaUKtu1$dGCN(UG|tdjD8
zOGT%g+2V0Ra85th5%ebSK-La&OZnw-C^CcnVU#Bg-wj`_UoKoN5UGDRiECss6@{6k
z90;f`;?_sJ&~YjDZ$Co@MO&Yl%6!)P%Cmq1OQ##vVBA!;(M-u>&4b*lZ{T+U?l!>;
zQ<Hi3X**ixafVIt_Kr#>ImjTKk1ELKD+YDoQ}(Qf9g0)gtI68&pI)K1>F1H**J~h;
z+si4g(Cd^u%HGNTt%*6CB!Leh(abdVpMJDw)POFYj|M3<rq0S23TiA_t8z>m?c=jF
z(TX;}&N>RF@G~RF+qwjy9(JE|G`&g#MzUJX<>UG<udAezloHI45jxe~po<FdX5ZzQ
zRFFrq8`BY(L^R@ytxV(<N9o02_m?gGg2Kvz`(LWW#AI7oH8=J}Hczu9T*m8}ixdiu
z1rqct62u3Qvty7&&$@mC-RaQVcBQVTl_jO5k66df<Lhf%2G*MqJg1XdC-2&zJg=DN
zE^-!*^)VDVYb{<0yc1BPqGT-Ng{ZG@mi6B$7{ZI{KX@ciB1A|JBtZb{75h53fF#Rf
zF3`%cy&=N!V^yL?d^Elc4*N3MmBEn#0Sfcy2ErevSwjsJMz4ZC%w^VBkd_Qb0zioQ
z)Wl0De8E;-Wc{+?_=McIW3~ylyYk_|FT~3Z#q<%Hc@t4Uv>UsnvciXCqvp`WAP@~e
zv`(w0y5@;e8dtiW3@fcB=dT<2-hb(t9RFEHC0Fx}H<sf=W<ME;d9y>}ZSb&72OsgF
z((5F}D=gd3kwil~0VZ}Is_se!(!$dAKaQ!trv@2K1H>a{RfybxVYs+0nf!nx@{u~L
za{ypN$$F6kRP4~9CK)M5eCXXkMZBY(xqc?Lb7OFvuGTO92d&F;=Imx6%<ub!=AB?m
zq3L{$aq$OrZ>^`Y2h4#Z-S>IUnz$Vj>IuLFz)~PI8Rc?mTQO?|Kl#sfhpk@J8A*e+
z;CD=0ehqrZJp!9j(E5)7Wq;^9_Ttv5n#wz^%R*bdm&pe;;}9<SQJcjtRMo~27{rp#
zWd>6W?x2;TmrJIY44^PihilHD%9(HnSYv(szst<Vi+sO`Bq`5v!P@I~BQxhqpE>lw
z6xBmA6gka^!uqpUVZ(_+Xqt!pexNtaPgI{SP&|labE%h@ppSc(6`_VTx-|`+dgOVj
zyRkFJzbpP!@}NYzU(s3q`S=ByoUxw;2#4d2RNs(x)`<PVGtcNrt%-^b1X8ziEJ^{C
zpoT_QkMusUuXdE)3@M$K2YB<J_UXI6V!1&2;%DZ!<IXmrwcIt|mgG!O=MH8tm*Tq#
zt2r>p^Ant;K$KB(yA>PO@>evPT_*AIsXEI@!t9y#GFXCvPr^5&$u6P94=U;DH)L~y
zAF0&rrpPy<=$}>-CXa@?sGA~%$BE}h!$Br`x49De?#xvFzz~7@D9ejDUvAp?Yq@qX
znTRy<Y8}^bPpB9@YA*B6cfk{2ma4%B%Aiah(fARx$8U6`(*IFU&}XBY@lYB@RsMsG
zlzD+=Ta;l(x7wgbZO3)Vulu~jLbGEUB`iQVYxjckyp*(C3Z2_BsQzPeq#`8EL>MyC
zwp-c=4zkB5CO%{sxXJIOr7CCj*$2*Yqu<6HNl6#yhJ)mg9H?iMWp473yp%0pah^$j
zqL@j}MpMm<AL6^tM)T!zRM<>Ha_2&7E-nnDRYfmCa5;-jh6tA}b)3psgr<<OZPuko
z_!C)hCpp^Fw%V)2m!H@ws5jTq(4{J{)9Rq1rMiA-Y6g>tadUYkoRoXBobE<ITPhrt
zNlcuTCvzpORx-lahu_C4IV%OcSZpZ78z(Nk7(J@bH&#7B;oKZqypPig+44qcV4sip
z$I4i847tBh#Q+3=$wXOnEr00S=pB@#3Oburpe5?!OCU%YcU~yJtj%Xo?@ENf5ha&{
zyG3Bf!9(FBcB1tmC*hkOOR}_ZJ5%yc3MQ$T?;=G@p|DhUPJb>~Xtk>1bmr`Y6*yzG
zumF2Bo6ZuUyy671F>ba5vV`ArNS)xNb26-J%$sE{%tQd9noz6c*#hSoH7Q#I{!>>z
zlbUGX3t|uBj{6h6huX|lx6nnyZ4*>Q400!I-me#*YT6}yD?dvkm6${nH82A{qhBfs
z^?B5x>{S{b48rUhCSkF?`t-fv`d>>t77FuAbQ*rQqA!r(J__oF*}5ibjTkyv4EC1W
ze$nkY_k0iS{$c}hCqGH5GR9>b88o+7&&(OXyef$6=`Aj8$BiSKrrtYP|BlX@n)X-S
z_9(&*QBiKNXbWU4H^;)Lm9KR2Wm>-E;OlY=!T+zMG+7ttYjVt-=000LL{swX{dYIN
zH8*6M{~L(tpriO5`uMuTr8+QgCg(@hnog`IyKD=G@Qb8%@S*dT@A$~kUEox91MAfA
zN93`HK5>zHuN^xqMl8a~6-K54?Q4T=1VI#5^|JLRT$2Q&uRU)r=P4bhA2eRLO|mqs
z=1$-z@1A1cnTW=4PkHV>Xm9*MRbo*##7VC3CA@MKZ0-zn#6yr}?TRwZ&e%<nN_o<t
zFwms-S9z#?k4Uxbi8Yrd?MH3yKMIAXR*!?f#WlXEvD1b9NVTkjdS%^Bl((kj4vtg<
z-Tv1`{>_oHZg@4TqBHo;sdxNL4e>}2<uEvY_8vIF&fppX!E?`4`Skz;;=|7szQA-V
z2Hrqc&nVgqy;JyB0JLuz{0l#UOyj4bb~@bqKQ61E=U%onLpDnfb|hoX;+>B)-+sB9
zyTbpNxJjaTjn}#QV?-Hq@9fJi11=YJD!iU7bTA~E@+JhR3Yaqui65oRqkvDg95cVE
zJ^;f{wB7FBT|Dgrm`4uSL9eU-3?M0X^g<jIAU|4+-qp8|8>PsK^alXcLAgWRFszdG
zITpsC%^~fM$q!?{P5IX0t1-^E?X0VMSG8Ee=ttUP0%-ul_+xapBbStmRoY!l&N2I_
zmI<>SpjbKNaw^>4)H7APA-1FT029R7xwZ7aGlo+9E71%4wIi2kMRSqSns1o@rMSG@
z1y&*9=};|g``KBh7^e@(Rph=L+i8KsikhcpnX6NvF8nL<i9YwTJ#ARI8VwdHO)(ir
z?l1f|FIe|Y3r+Vhhm+4fnNFZLQyZIv6LF#0yh(6^+D(Nc?v#$rN+RA12mioH>bw=9
zJ{xy=ES1z!nC+mEc1s#anAP}-sFC03Z{cWeDEt)9{MYjKHGMTXBgPWH7PYe}ztHrl
zD3qu<Qlif1mYQt3(I=PfZ*G}G&zBJe$<enYW=pzbpf!vH2WSWgMRipd7O^E2?83_1
zvswztV;3V!7x<a48QqIW+OFi(jpE>3u5?sSVbLCmYgf0cH%ccMgVd4%qTC)iIfJ^a
z2&#XHY4WK^U`Ea}F_CMeL$#@B+#_+IguZ?+3mjBUy`ska2xH@@=Wg<VtDhuABibQC
zQ7VckwucO_u<0CE{iR`aKKrknQ>B!LG=jwQE()?O2U}__bw@(;BK4Pfv2|(Q5K(hy
zc^c!GMggNPITlESiQxVKHrtF9GvmU?uA8Db74KAVj~%CE<zu(pOyZi)fh*&&z>k~4
z*es^!r;>OK8x}ssKF9Cm)^g0fPYjJs;j%<KL|7a?Ajj{C%3MJ(S%}+1%)5)nN|hS|
z?a<d-*y8kSWpBy`?+$e=6FT-EXL_EC4wQMtZ%Tj`OwQQbpMuFn^i%182LT6VOiAIl
zL89k`cS2LOKNE<Arkipj(5W)zbx7Fy*nFKMg=>}MTmRfv+&*}}@85>JWnL&R#Or1Z
zzvkb@-S@G!qnYNmyv-|!SU?bt$9=jz4ZfmOjGufDj*ie|RL97EOK<g_`WoiVe1WT*
z=IvjA<Nl_L%v(#?yHHPCVQ2Z@1+TIU3hp8LdX$$x+l6fMa=?*NN?xXm33tvB*gfLr
zj~$h4vf^uh@?Xnn!u=47ur|{ccnBFCT1c#(e?ODhR#2sIn06bf2_Eua6t;1sM|i|_
zkUqt0MX1M;$4Q^nK?{3?K#ZHcL|n(uAxN9_4p)*=3O3LCuJY+tVFsxQ=0RY`$#R{W
zy7%&_xR|H<F5~B2&O&`cR|-odON{b!iBqlQy-DgLUWezDQDf+$cVN}Gm>|q~nW1NB
zjSLXpv2ka?%4uq~xca$T(ZH5xQ<l_9hlZ_5WtyKXb-ykQT4R;%X_q$NfYo7fl$kKR
zsGssN62leMEv7@;mH9P@K5(4)#ky8K@~y{4B;VFIJ=+Mk;zyj>SxV3OD~O1?x%Fq-
z2$o;;W3Ex>h%eJzdyya6cPe)@wxNRH?@m=x+5q)u88pEyOMO%Er;JR^ok@vI^lDJ_
zEJi2kEd>s)^n}L28q9o|TRS&=*spE<)xD<Px@JNbfW*O_1hQ2eM<qj3g1IS}h$nty
zGNg#rN3Z*IKbQPVb8xiaeF}b1ukPRc=7uTK{Q<c^`|pWHxkq)_fu^NIQqSKBhI}xJ
z5+SqPG7d8jJDBiBX2_f5_8z8<&R6~iBsb-^9=brL1}2#(_nCz<)n<>FSeF@sP7CPI
z?Vx=nUl;nhp6H)MIwR-U)_v50Y}=C5CgsEi?s^ZS)~ZCt?dESwv4(D%TL*IoI*FZT
z9n-PgA4KG(1HU9VeYhF5!*g4ImD=ThHr(D6YAb7D8Xv{V1!$H@vyIVi%4s5tg+I&M
z3aRxR5aj=(YL!iK+oQ<7(w=)QQ{b^GZ<*)%VDfEn{HAQ0EkN@v%k^d3+F`cJr5_r<
z=$6i6vy7eX4xy9|hnD*tDj~yeUaYvIaNC?bV?S<o7xHQ?xooJer$zVsr>1{dGw_v%
zRMPVc@KQfYz+D`B7k84!8TQa1zU5NKRjUJ9y=>d}VRK-EW6>02X6KfBO$j#6V$}?_
zqE`2PE!{7wqS$I$-+UGDQB#<JLxDL@9v3hcO}5c<yeZ*E9e$%iO816C%2^exc<YY2
z6{MC<ftbblIp1w#h8u1gEstsXn~cMc$U&T+>&(!yx>T%6AA^e6->6-<UDAR8=^Ez2
zv!=tHBg!}2i@0;tK@$e4^wKXo9+OH7frg@sukp{ixv~POf(R)5{oV**g5{9dI{d>y
z;t#63aa>4E6akk7f3NXV3bIi?x@<;=tF=t1Z~lszB5}m;77HvOT3Q5(CkhHkTt@5~
zzb+n&O&FDkB3?!8tt2h}EAZ~9IZ7qAj`UBK>aNYkOGtZf%UA~6Y<k}OB7tDaH-El@
zhNp3bMEXV>++LREhs+wS=88lXL)_7ClV0lClc|LYJq?ZTzZXyC|2PqGeAFl_<7sr_
z{TvhUi^^yEe%3apd7K;A*wro;v<*{L+5O;0@rE(u(hae3<^`$M0j8R@PAnD4hHpJJ
z6fd15c&9Sls>EG1mmenm(CM4|xql2_i8G+*ZYq^XZkgJ!9j%rQ-W_R!7##+9y<&8n
zqgLOasg4?+3L`dOAZox~0T?^@)-zMaPm?Y~d=@=~jPsOQ7#9k$RINBAX<r!~#q~i2
zVsy6lp_oDGG}Hm3ud8cKHZfqiPh2_X_4K>`M$IB+%ao2$eRU$eCMAU~gTK`%8X9q4
ziJmq}+^@e_r(){6qw?M4=vA=EP?e=M$NBGDv$Vn8{|OfB5GygP`vXA%TFT2Ul9A9T
zM_|A3qVaXOr&bzsakY#5q-sCz=Et4(&*6K@v5fK~9$trqUK9NDe#~f9bL{ZU5mA`%
zXX6d#ywql!0jp}t#1ujE@6)-WjOB4!g0_~?)h|~nGHZacJ4Sl7{%U2Wg2ncPDsgo^
z5qYTDxI((vzWq^aBH@bbj>r8&C8;c~w$>ZcR%ZrP&jF+9D;R?-f3@|7Km`6ugcvjN
zW)OSRFTMobiJuEb_r{I%&7X8r|4xdGS`~)mMS=KfUJ^O0{A9?TQ0ekYlTYTQ2_|C(
zWbUN0357uLc64UuOl}L$`Q}2=6!P9l(W3%E=*o|HC>4|>QC48qlAaJ=EtZ%>Y9f}M
zk-iRX{~mkLxwmNaf984`rTqCBecxZKMcj_m<Q<@Uzw;0e0CbthwGC)riA9wza%yF$
z%6DrEg=QD>=@B}z03S~!A?o=O3gDAGW68O-u7&F1N_Ujkz^lTuZb|=l3`@;H<vBtK
z0ptRQ=~_fLA`3tdstMo!41Y5{#-!u8EYBXs(78e&EMd8I?D#Y4P8yQsfB?Kf*0?^&
zLTH&HEtf@sQPJIC5t_2^cGg{2Av0bd(=mBztW4+C*pH|6+2V?KCU<JkwOaK*vD_!)
za+AN|pLzeVKLJ$tvjrHseH_9AF!A*rwRVnmG@oIaN`tcbTfeP**x|$SNsBsUD%S$m
zFd=|N-NDe2u5UFhRW;g5tg6+t?VB57W1+|*b0l$B;jP{(FKoxoavoxbj)B7dJcYZG
zmL4@!F@HFzr!CGHw0<f+^shf%og`zWezY#8xGhwynUy8k5GT)(%=b-=#WxWu!Kbo6
z)H<4naH5zC=BjauEO1%zLtk%ien?xyKb<kLT)|e-r8k60gb|;u62{M7d#47BMn3lb
z93<QqIQfE?pbE_%6)zb(ViR{Zk376%Md$nTTn_zLbGj*e@^75@mDD%SK4xQC;_^)4
zGRWYip8!a1px$4JRpyLh&4FJZwpft%H$T$gwT7{N+b3ZE*e{wwF<3NQazII3V1kG@
z^4ww%KT+l<pgc3lx?^KdyUQ0=+ETUovn?fCi$X-c5b0#q^ZIup67o>-7zm!9$~HtO
ztBaPAee(>-S0q@V3I}P@#E2csV)YTfS>;Ee@Ze@GB4SNa38(4w@Z#1?j_rA~a)>mB
zty3Rk9s(=i!*h&f4?4Db4NiEKy_q&*H#vZA#`iJwZIr}=GS8bhuE5}&=Mr9T${|1U
z6ImIh>gVE>V<;1n16SR|>ga<iAi6Z`WJ1y?5hE(r2>wnvRH(Uin(o7h6)E2P)oV5c
z9XZceLoX&X_%i#e>XhBBXaZ?)=MGR?c^$5S^B}MPy|JuplQ%-$jsk%8Um01B@=~u|
z<^hjvH1qJO|GWBsuhBNGrYQ@ej4&HTUh3G{QSyQ>3j<mylVevVaq0sVhSaZaoO#h~
zn^~zroA2MAN?cBo<p4xh>_+<0*WXEuxRxgfS@QF8kY4_0I2L>p#=^4A%Y&;=y>)g&
zFtnRaBhs92!Q{?cfAqvWyg*x1e@SK3<2eTM+Nt1=o}D`OGA~iO8>Q3dtK;w3L=Z6h
zOe<#r^a@qp6|NYYZ%=iH#y*oug|AfsZ27GmHZ4ASqgnB|@$osoYPYpZ7o~(US735=
zpX@j?{*WB1(NhV=C{HMnw*QY#rLfb~NZ=54N)o#YIMrLLNI%y>7$iB*ydFaTnI+jj
zD?q2{oaFvQJ1HSK{!pA7B~ePg3g#FX3J`7c%Rz`~Hkr9i4u&T&Da{<kN`6yE`y|Em
z`!Xy849C4Q(oE^-bcLpf27Zi>ywR0+rtRICMDPpMiyl`}j?{Z4R<HMI*_jUyU~4AI
zS<Ci=f2|ge;tt)&X&$K!EtJM`O9)VfUXqm1f@910$`>X=kC`}xON|)|APTte2+03K
zdJX_;id(sDF}Da;Ga}$&Dn{i#dI=X1i1w8Cpb>7KV%}5}{4)7mYNMu$yb|#`UUf4b
z$MU^N95;kBv^*fSnw-mg!HKSHQrNuDQF9YAN%VatRIV;+M$^<@GcUG$*KVY7WAJuy
zd5NOx`*4)W0L;R8vL=!!ARv6Rxr|sS!pm%o&?CT?I^c!b(UiY@k;h&)xq;;O)G}b>
zK1#PTzhI|s3iUWa@_myVDj!1et+l1WD7`N_Q|zwLpe^xnfa3>5mC)G4&sICCv4iPt
zZ)D#obAKqUdyfwGUy5Z-&6)kgmiQZV&9^0{u{U^x%Idg@Xa{;Pi#02Gy_BgH9J+jJ
zXZj+Q<h?zlFq2T(=!;#3b;?SDQGKb)#m!A|u6<v#h;y`=|5J8iwXe`Xn^SPn)@)1&
zzL&cbW=l=U?>Np`irkp5<gg`&VSv7dHov{UE3Itd$JFDQS9<k6G|oj>DC84vAc%p|
zfihl0H@r<(R{zlB8}Vjl=)}N#_AX)}teq%$JO<uLET5R>;r3=h{2xMT2I3VHyEM0}
z?^+9=1Zy*!4;c%n8=4u$E;*sD9z`7+mwvx|9=KjP-3ZO&T|nWicq-4SrLN>mz2QTZ
zHG1)m)ric_Kyexcdx!Jt9WTl=5ZI7+HTtH2x}F#Ahjo`5Du=>{3AW^F&VL=*T%!J@
zE)Orj$D%nH)c`uwF-Y^#ci@Isoj|f;RN#sJ-(Cs}%*c?9nj6Pu?uW^cmx^S~V5ku!
zX|A_OG<N@}S!hM{hKQ=5EQwgVU-s2T6E_`1zDz{E=s*MSYmxPZjxZOmQkp8n&dOO<
zZij|+-o==Sp0v4WidXIpuwyR!0h3#Em|>X|sps_Rmc<BHYGS<ZdGgN^L&aAKHDt(5
zB2!hCQIW()QjwKk4B}|ZI%2$d=~fxM112#)p)NB~IiTk{E>-BTRPJwGk^9QDV^Mb-
zP#R6z!^%e_gf_u-;Lo{Re<ko?m()q^*of|q{7kL0%g2UTwPz*;1>>OAf9O%4OL-|Z
z521Q+g`Oa*kB!HduYCiu4uGvvqT=kDckSR#osHg?-mhohzkFv&MaeTFFKtbYiTE~)
zHATb9L`Yzk#QmN{f`^%)FoD~&fY*$wLaSF}Hi#>vBj6!)l2P5YzAp;!Tk2)B(H8}L
zpV_TIPXQ0=tybsKVV2TQ$Pemi47wPnVubN53N=Y)?6^!b!*Y1(s6e7qD8vO)!B<qK
zQD{6nTnyN&C{~`SCseDJ%`W#T9|{~QQ9b_K<9n^d(h&i0PkUWxF9s^K)J9TGTYWEo
z9^H@uu+CzA>j%P^fubN~i001l`Zup0W6Rlyx+D}+XvO6}ugvx%ep4e;st{Y-B{bt;
z4zj0u%R>XT`Q`)@!z><C)h?fNfjQy)W!(pR?D$w2zeI}|bhXT;^8E7AoHMc3J?bT*
zZNcG)3U@rt6K$1mc(R7_gh6WvFB!+C+5PuJvAcXW;Y_5TwrRVwDy#){LRa!bcXu}u
z&fg3ql>n|ZGb<UPf(4<P8j;MF;}>y*xtr`Cuc)F%qa8D6^mKbU{~uFt9oJO<{sE5`
zBxOiS*C>h6Esm~@5=0TnO{E1vX+apHL0}-c(TE_aq96@YV;~@+0@58Kwfi~T-~0DG
z&mY_CoKK$koX=J7>$=kFI7Q$o)#i|~KEk(+7Kt>mv$x5Fw`y<%JZ8VZBb!mSMD&$U
z&rPGgy&kz7Zi*dnKizFZ;{ic~4Sk24IDBGi=g66!Z?|Ba%%29yoC2Z05$k60U3Jf@
z8j@(&dhnPbL0`IFE)2-v?}YCXt?`FAg;8lE!*Ge|4gkyXUdyZc<>RFXzKw0;Uw0}E
zY6m&K=Nl<%=5120f1>oeMB33r&f0P?F3zVAn`JMXq+i)*eKuC$ZS2uznLTb~f)-~6
zcFo9D9lD0IU9-C?cpSOhe31tBDK8{8;!0k_jNf4)2aA~^gpCtS&J6=wS^|sQkg^yJ
ziKvv<sX2Wl2&p!dcs4Izt;+HG*%gLBH6!vdRTZH^9uiHBg6eyeUl6mAHzWzx!Nw5i
z5QDKxQL;QP=!_lm3sTy<ZHRz%;0B%(Q)w4%)T?y)rAn5ng7FoorTD4N*|BT2$HeGV
zyX8iEUCnj51yAnOZWr-}0DU`NB$Kg@E{|o1rRDe;pF?J=9y%^`v0_y~UWN3tjPR4s
zMPJqj8ApZmJn;Z>$bUPI<Q$=SqnI!88$;-jeG=rw6IFtjm$*A~Rnd%b-KfRW0~71y
z#o+d)<MpJbt@@yQ0vz)pEmQE}tHBXGV)9J=58IVaDgX9`#Wd0N4cJw=7`uifTl7mq
zdnUze)T^Z;V7O6+UHZA3+VywDY3)fw_b4$V&fo{sQtP<*IsNJUM|*aI20tJW&7tD6
zde<3zvhGm8&mY};Ds?~HLP${#7Vk(#^oZt{Mf&VT8u?|b4&g}c{T`>j@I?33FR=2!
zQ^J+y-PM!(uW4R)O?N<RAF!TRk+KH?rk)TAd~+kT;Q}ORJ8_4&)z@(IR9AcN^F?3i
zmmm9|olckVoMjP6xhl3V%cLh4ea7iKNl$<v9?!U%qYZU&h&scef@2ru^IfB*g5!nj
z=lgbaSg$!G5OsDx`D`bPbX<KNhzN)$OZ+Mv`fK~PuB2Gk2PDX)8Z9AGhZoxxB+6^2
zGM{P`1o&qjoQ!`-3m^GVfCb{Jm~n;uRw1!iOleA_jmAy@NtX-ux381bNzmZ>@R90I
zf4BcmyvipQg#uycVcx3$fR-n{hr)ZZM$$>4qGw;vP{T8_q2eM9w);Owq3&m2fy{My
z_A5-s0lE85B#AQIko=vv?(yV*&v(l%1N8+)pA-R!<PP!sK|ipCJy4TZ#7#Lz4*(aV
ze)FT;RPgl&eoLZ~nWjmf959+PS*o#rws=RHbkCCaa7WT2?#QN6yx{|rYTniaMa<UV
zQ&#@g06#ys8<iis0=geGEZS*TNQoL;F$j`#pS6`WUKrPuvyxfBz3j^;Epa1VUcLU%
zLRw9NQmURzJjj{%d{r{=4ihz)XFVdRS=pdeJ`9pbbGd9YvB=N)<%ZQ!CZqLJ>*fH@
z%tm>_0`hjwmVM;$4e@g`<-vT_1YJrK?!33@{cOTry+X8Jh4$QAT~#)Ci-vDY_MA%L
zL1&Vz6-=qt3W73jYptB*MVQ%=bbsi*f_LnEHL4sRoUK(H@2UR8R+h4*7TwC3eJq8P
zPcd5(=}<6hy<Pm;sC*fHUx7IhwDu*qg6B*Bt5rtLka0R(^maTgpYlUueF~Azx}JG+
zG-cK*;t~Zt^%ki7eqiFjB_**MlP1~jWUE;$Syu1KqsTaasJ48_0-;hWH^ayO2Rih_
z$D4z)&b^e3^SBRjFh3ECLn}YcM1=4Q?Tvx~Ou<&cz^f)qV5#Ak<|792@8{#@-z;qY
zl*+NIoW^2J!hI$pTG+S`_~|I^+<`oUoMNNIFO8gFP<!ubX?{)bcj(w8&fH9(?%Us<
zNg!L9x685hsb3>2qbJMNZI@%jg%BVO20y=$BQ6AsmuNlKp#S6w@j~XvRvx~AcMMAF
zEaDxGjDUs!)xq|*?BkT(;^Gc1PguZM-o#id!%QFMo6$`8bN5P=rSun0mNdg(^$LH-
zi?iG<n}X>5r-=0yJSFNn*W~@E6vV4|9@aG=*nZCErmxyHQg(OTFZ6g*DT-S)Ur}b#
zJGMsjq*V+nAOLB@#k}X{DAX*KP(shuWY5+?Y5RDnbiDNe`_;q}^%SO$jhc4)$L*S^
z5W^<%GLO1a0@@XAeMlo%Kwrxp6%)<)a~!nkaFyle+hi@-6@#O?WISd6G~L(wF9U?8
z4aSzLBleLX4@!O+=V8JJ)&ls=caKUEC-*ZBj0_G}Z5T3EdN1dNSP_@JgkcU=qkJ_=
zCZgZ+cx+lOQ+E~}0RjD3I)6<+qxfhD`T$e)348RtT+k-ieqozaZ%C<8=01Hd8*HIl
zG%4GBr9|vx;MO}X`xhfO0p=$6fS;rQ6Whg#!`^PAkLCAnJUV+5oEpW{Tf6FH|Fv&p
z&h6mAjG|0f8_i+O&WL~d)y9NFsP!h9fo``cZ)NO|Va=WRm0&#nA#rfXR?n6dTO|LO
zvm$CKhhtdca}6cSMu~G3H-rvBIdG~z9%%EbAr~p%r(}B_ZO3&pY`^@RAwXTFTAS_q
znQ={T4Iz1yXyIb4%>^ZB=zrQ8Z?cIf5Ih%$Y}z)-dm}y$DA^>-B+Fzw*4C%s?Wem1
zk|O0xuCuY)G@H^@FMw&8(@jP5CN3*d-3r@6DW(q)1=8P=zc{fnA+lREG08s0#PUTh
z1K`1=KT0|K*0p<oy2$(mPCq)zKN^|DUD-~&#k0jm|NAbxojaX@I_hpY+|01XTR7hP
z_izGv5}Pu0`<cXZq}v0HRG5OQnDi3MS0MLS`b@9J*f;N&I(|WsCx{=4I0fOak(AF}
znadQ}M_1pr#X7O@iaqb)D{|*lyyF@dv8MbUqrg=s)Gbe*&}!JnH&-q+x7IK6?grTc
zvi!kqtby4jaJ2%9V*mZ`%-4+{4>)Sk)3ZI@PacjpUzB2DckVgDiHOF%{;9hqahX4r
zg=FU|Kv9WBU%gM)&G`9K*Hc2#r5?rSF??MH4r2H4uE9A5_u5vtIDOE6)9k|3rH#0S
ziX&96(H7m|Sgu>$hA;UFfFukyAoQ<-HNzSM>F+qSRfYaOE)gxKPh;oj!fKAGwP;i<
z%#|m;xM@Vm63ZidRG~D!^|?AepkQtBS8ox%8^Jo7%(H}tfvNsffPGD6xFy7R=BpQG
zic^Ay$YBQ8P*)^6lRjorSYtdw{0LlR9fySvb5+^6gYXOF*y%z&1`%ly!4$X=jN&R9
zB2I=n#P{?KJfh@1u7ob$FPnQV`XIC<f^(-ZK#{+7mPcvgTAX4Y_u}`|^l#vgNID(w
zUa(^lLcJrNiGuQQ7=^b`w#sj$Vu$LQl_Bn@bm83SRm+$)J-b1ctqmi?c{VmF6*FgC
z)BG;f6?Yt{xwC3K#JPGxIjN-W=>KI|+E1({u}}>j>mA1id1~9`xhg`mwMpV|nIW-y
zYU2YYLuF=gcxI(^wB|9Z#*Eo!Lmg8NzjTvn5QnDk=3Sq(dR_+4+bG8DV|0O~rz*;F
zEm1Pt>mhz`NuQIiOSSwXkp#!6UY>Q&l|G;7gA145G-nS|IYZIt>nPJx5b|T6z3T4p
z=%}F16)wMHnYxa4MKE-#bO(LB@?qSy89TF4`Sv>He5?n;FSdMdaL^WQ4ztsJu1Nfg
zR)5@<b6+4rn8NWJJ%#1iv~g9Q*MRok=$OGS79v!BI`{ErlPc1Uw0|#@hHpgi@cXlP
zx?^9#$L(k950$NQ+3KYs6~qY}MK#{cnPjbQ93X{Tr|jF#L&tKVf^3gy*vwf8HC2|n
zGLTF7Apz%govs;mv{{4KQhHzrfnzhzmI)m}8fkF4jVI|hoA^$?(Lnfn-}~5X3}iQM
zQY_gmDWp?M#>>o@&0Z&DDHc!lZ^?{W7|U%My+_~aoQ$L%Gn3GSOs|`{gUKkPDvc$+
z<xAw1M!@VDCEhkkAej_xW}+e*<@Fi3A)J)=u@2b|=~KS5*q-~7p18dN$eDz{Sd&4~
zwtZ7={rr>u^;o{;b=#aa2IHv;N%c$*?4}IS07=)0A(xfgJ}lq*5HE1uhdx$e)#zE)
z^~Rb>8MU`c4E*P3FrMGHw_WghO3C^#a1}JnRX~Twg-|go44;)sb5wB|9-h!}=P-eJ
zxlrau)|<)y<WGJ|C8ge|r+7O_k{e<t(CG&bDi=uq?TVi20v}yNI;R*%5?@FXlQIn5
z>@yQT3kJ}cng4bw>>u>Layc0i!u)ic+l#K;j&IXCEn+aS=+j(zsv*ytg}(+UDfX3{
z_1;umnmFG41~Z;?@fmv%V8xM2mnymctgOvg?_LE3y(UurWweVWv+J|L@2!gRP38*G
ztLW0y^X%h9?hsc1?{U;j&l?+uHmUIYo|(G2`1>|qiKhg5eIgt_Q+UN=Y1rP(q2M~#
z9kIE)ALq-{bP+Nt;4ZfSN|t@Aj*d!^qUFdTn3!=ev{yK(fv(%*WFoLiK49HuF7;+W
zA%P15)`m_(bLLa_4Q-hTmY#*UD73Mor7WNV(2<rwmSRRJBS&hX+X@)Qwjo%)oDr71
z^VQpKc?{NcRPwSBR+~$0RJO;nqtMb^95f`bcs~lM)j%%kc$>yCa>(Osw28@hy7Guw
zDxudQ{^q2@mX#g7JY)fH=j!Q1jkE2m9+HZObkxC@FyoimYp%OCr^u^vtZ9bRt(n)9
zu1!YDNE2o@Kvhta(`Hckm6KESe2`U|{@vJ|j0&;33Lnacfd_0NHD6x_Q4EK06*imp
zU9re9&<Q~!RVXWtJzH~eBHzdRC9n9V+w5mT`?;lu=)$ZJLkr+c^go~;PaHrwg^?}*
z*<{uD`t|W14VGrd=z=f*%0yi1mQJ{Y3Q#n2ciIBV!iJ3BM*ahm`VFL-bbmLlf^}O|
z^b)e~_XAYq-lqpYep%sXl8@a0Cc4SsOd?&u*ZqT;t<Ac?b-=I&ghx7BA+DD*9WVF-
zBPFV*4h)$ccvo+4vH>XJi%P;ZSom^c@A(Ndm(kXfQ+!`i{q+Azery7fyDwU;e)^o*
zJ1}%z0sVPbXzP(;`06h+2NFRKxGFF0?QvVJ_kkj<<4w3|R*Kj=t&0IergO1Gm+g|8
zeKkbZQT5xfU!N8T|1$WeFu+BHH=TqeDI#<Hu+FPNwoZSd!$)xcfB?B+*ScT^Ksjoq
z1EGdLEtt>$R=kY8ac1lNCmN7+0DvhVHjH`$5&@vk?+x!sNXX0*4ylkNnuYX|?v(N!
zjr=7t`B|L3A3SE-E&esomDyUkMXZ(6IF={r0lQ=_DX0G!@$j`R<@jYQ2l)9{z8x;i
zfcCo!14Qv}ag4`wF!!H(cDq%%RZ3erE)229m%QHrfGe3W%V#;NfIZ~KOZ<ScVJHD6
zOlgW){d#$_yi-G8K2-?BsO2SRo7nl7`4a%wF8@G+b<ARv_vGcZGNrR9H=Tu}<{(`a
zJc$C!pdAV4*8QbNbWZ^<;V#i7*%3&*fmg=Vmj_pg83P8KL%JpJ?S$Bwdj*n|8CDy8
ziqme55fu#D+7cC?uZs;{q2isw`z}Ec#!0PK=-kXl231X?bdMJBI``n$vpJSqG*>VN
z%qlH&y~X(r)5Y>Xw`b-OjZYXSU1lrvTJo5TA0mqQ#J<qD%w#;Gjefxoq?h9H@BHNI
zyD2@FvcXzn3iw>^uJn{P&!G_pPAIp|L1uDAjxAr)W~95YEI*@euS2N*A#Ca>KU;F$
zRyvoeSR=ZxGH#&r{FZP?qsDPIl@P2~bwspALEf`JD)4zhW~=cV2D|LwKZAmyhl@``
z2nLT?3$^Y?Zy{q6ZdY*Z!h^>GQ^VEtG@SOw!qsHVB1xHd)@-ptfMYK^fE1!I;v^}a
zt+Z@F4@*byXajg8<&f|vVUMYBYSCu$Vn;8Qjg~I{bv9JSO!rw&JNHYzIBhcxNAQ`G
zXJ6C)psnWPO8R@Y8s`fpsFZnIY}YOu+RI&ZNae&03CROt<Cl%v!hv?CMF$ai<3Y7R
zf&L+B=WG=;kAx^+|F2%0jA#{faq@573fVCZ`hETU*YViDeVH#~jc*KIoVH#J^$<jG
zkFp~Iq7Ra>(=Fc3l(+Gfu*K!4w)wx-O&=RLDoJp);#?<VD1AEf8#cy8pZ84P&2N}^
zwi7bx-rOpK^fw*iEToAo!*|{^a_YsPUqGLaUv|9Ktm>tzSz*0vioeDns(4@Iv<J;z
zQJlsNXcbd*Yip|(4r|^3-f?y}+!Q6SktmzjUA~6(rPV_IHi%LyYxmo>6`6l4(I`tI
zU3VgposD|Uj7SxqfcE-j`4act(6g?^R<vdM)A);XD5<!SV*l2=_a4^cy{Go)u$zAr
z@w?Y3w4u4@DC%%*`eO%$I+rJSdWoj(5FZrP{hnRjkmw-13^L}0g0&2>8YK#)>%7*s
zMy)8s6;looz@X%jLvZX%2R%3Lc{j}-$jhy})3j^U3`RDE>aJLA{aJ0Up)JoQ5#eZ?
zrF`*%fZ@3!-&8AXY+$0x?5<SyhG&YNFZW=}jg8AU^?hxM()wK`$=}s&OlUU5J|3Yf
z_`aHqs)3H_`8GOpj{Hz$z;*}l`Gem^Hkn12io<_*v1H5j&>oiceSD@)EBQmP5X}}H
z@n!n3qNy<dCHLZudJnN6XA2*WXA6;L`J&lTHH{TIu9ivddH1l?20W?TGq28(^$+9w
zhdVbQ&*Dmae#mLQK&1|Beiw9QGUjw}(y{eOkO=d(noFULTGB-ezEmC_j>`EHoUpY|
z>*Q~E=b?s%ua;@HSb4Yo6%dW|U%J<QG1^aBzpc)_y!_nzdwIvTw`TGVB5|7;i*>f7
zqZ-gTcA0N)*kY8JSHI9w6p>F}(EV*{yxG$9ZN7qGaJjVW^{d?5*D0;Le$H1gPh?M0
zT&tw%Ej+8V)p%TfYv0fnxGXQ4!n2AVtfw?><O)Qt|0iNBA3|@+q^o~X?ui3|4%h_A
zez0+@Bd*Vtikh+tsepTvlcGxRW^Ws|KRPN*%N5_CQuaLH%QQZ`MkR0w06XB?fir0l
zf%wQ3@fl4jX)q`od@qDfypV!o6b{VdSx9Di^)5T*p`vdM%Zpi#-eW}@g_f}5+MdBR
z^SS6+upDPv`~8PJPpxF-M#F6CprXDF<+j8ANuSO`2A&MaQHBLnD+=Tq02ioK`|nlS
z^kmpNva#vU6KlV;N$RKU$s$!|%lk_NoOrm>svRAcr3&II?ZtgUY;SXm`8ntrGl63h
zFptDnkPrhsJ<6MHo<$*8h(N)!uf0`H&UU?3x1CS&rt+T;B5H0nN_<7A;7l{+iIP^*
z_Bj&REJfxr_edrH$t#MaEd*gr2?$H*3yL9^wZvEV+n)j<XeNeSQ8a45;|};Hi=T24
z9CC&C^^q@Xq~X~cglJPdxIGN%Z#G07Ne1mH<8ra2G)G;na41Gm$IX;L_u-9t(hS=+
zvm0%C(_g(8tkP|~xi6)K`$nEg*jFppIlmjf%tqr$Ro4!k_k*<JjK?w-9+YLK!N@FB
zDe%%?Djw=UKBVShMNTbq#luWV8LP&Z2IXnx))7N$iRgtPouAg^liu225K0~zc~(DP
ziHO)r1CRV0{^boi*9bYZo-v_L3Zul*uQFfxZJ^c7O}%aHNqt?Um=uKfrrmMethp>i
z>(@25SQCmbdIBB1jZ)!34^nzLR92AnQM(&J%+km7Ed4AZCxJMJDGSA`j}mBg^BbX~
zIpAlDE)^r-v=1%3cB*S~#zh}K7^-Tp=zQqaw<6Pv6?!cpn$oL931ZqNn@nfE-Tz$W
z*`9=lJ4;%$7$LHzpY6zhNcFZ$^wh-DpkT5&yrE_&DohStqEy|Le#9;aKjMr1qxe9>
z=2`F<2Vm!~%=LzJB)%)7v@-8Rtz=HIOcuEyl+9bp6X`R{0hP8H&Ovt$Gd7c!($1v-
zSY--{=m}orKxjo=6GrI}=f1$kmEK%ln3u%#OIO%pvZR7%sTc~5N{3n^>5UzX#X-er
zaS$F?93dP>z90oUR16c`Gqk6xeRFWw?ZHnK8xpdhSbMc^)Xy>HQjc#^#+BZNh_^Ci
zoU=8Asylj1c|1{VPgZS<DNF73#7S4QR-j|C2136(PTLo>V<@u``eRKT_r@QXKe-tf
zvdkyRVo%U_QPGqzv*I=YBP?YBX4RWJVyPN#RF&}xlSaqGo3XJ}YX(a7PkNxa;5p<v
zKUSaFYpG_X+lSvk(kH5o8NV_E1M3@D+W-IcU1f#8(J1lwb%SrZv~eRHanRb`7=kR$
z6KCeSfkfg)$qdaz1fXd4HkZ43f6=2MVuy;a)h1yhTB6N=EOyItYNUS@y|I8c^k@*4
zs(TAh95B4d_ECzJAyLm#5HitRG@D4qYW)zUUyhB1>Q8W6$CjXmUd9c<B!W}kg+wE;
z&g(`S)^~BXBTKghwlRD)8ra&0fkslHogO=is`#spFY&j_@c<_6&IiASl^$k_kv(X$
z;oglKax}Gf8>uRXc%EdHc|Emm>-q7{;7|6;8|de*dnn{l@U4W{QsWfK;3Vp`kZTM4
zJ5SMeE6QWV+|J_COCDMWjxQ}=M|iaMLi@ewW*=PwQ$#(**6UM0wa$Fo%ENe9b7-<S
z)kEHu2XivoEGe8zLtWtGpi&<#%xi(CxShrv$Xv#dB=JG;{-PnHrcv2#qb0~fDv{u5
ze7}Q^F8?5E_>b_*X%X&(M?!5{q6pdAJcPiN%Dl9)$r8c28AmVm+-5wP*Zh!z9zVB{
z)m(LS3N8TGw|7J}!pTO@j#TB}naebqvamMie&EHIXrR4?w}0{7i+cvg??+pTk>~i<
zvTl~n+c~xPl;~a@*+;E(I^g@)I?+s%tV#}|pbO2Z5En0L<18dc1Af5Z9b^uk(vq?g
zX*8d$ZG73)Qj&rz4(reLh~iB~!z<513Mk?+zK}e<O<JHRq5(k%ArpSqY<lWZb0=w0
z7{+MWr+V;b$nr+VS7gTsjY>sI1noVYLemcfMhx4fpBR_u@kRk3R*CjcH-5eG9YIAf
z%i9I(#)_4JmmV5&yt&6n2A_<)m6D=A9#J(K6<qFy@sjAG=Q$x{Nyt{JYIv1irD|r=
z%@=1tTd<giznILm#dTiir{b}3x1{YsUd_(Pfa~5MTHO$KJgN}KseiMQF+|IiMyG^6
zFgNV1HGiPxY0OLICO$PIza(h!!4r3vW2+bs4&8U+l@5IY{CNXN{QDuS(x$-bu6$6z
z^DqZxQ*MiAb9XJyg0>_54QbqgeH;dD1VI4i$=?VI^3j;QS*9hLJgtpKMGv{kjl^rk
zpG$~7FsZ1^_Z*VNI!?ywbpTO^mNK|>Ot1>3)LDQVNGVpq&`g$Ng4H?^u1L?qS;`e$
zKIA^c!fmBKj?G5Or`nHXl|wcKNyXKyHr`=yo`Ub;<M>-6gO-VIja^}}Z_|RQhWk}F
z6lQ9h%R;K8R#_kMFR$ud`uMV?nU+;_RgWh;Fvn}R{t-sjhP1ncM{xQRS+J4Ug{0pY
zycNYC@pwOA%KIFl5y$Zdp9IU)qq7$@vSS(zDqrwSIrdFb8&zKss%CDz&q$h^kT@Gm
zlV^abCj3T5yEM%N_(_&eA3e2B-1IFDpcjHio~<E32*bX0bmBt1VQK_T`BMHRA6gAA
zPw0xgWRc{<c8*mGtT=~vhHJ8MBCaXw2Klq|nbIDT>?P=nw_Ism|A5xsF^UJqGUY@d
zLaF5LUdk@cWXO-gx!JQnkol!kQ~o=}g!hmi&Gb6Bv@l6=Do+|RpL5-h6F_mStNjCd
zH#d(PwoTm`us#qhj2uYkTx$>m@Nb&OxRMismGEN`5oroK(=ixGL<T7i2A%EdYFPOn
zmOw#V#tJYHU}V#y1VEGkyGy5Mj)P9c5(w~ZL*~}yGvpd=$FTo5yaCqITrEW%GpcmU
zsx{MO8OT%#84<hJmDE)*K37Pu^hc-}%>K}?SE#UC(7=nVo>gp=&`^^X(EFW@=Ejrd
znXE6u(W&`)zQ?2T=1Pl!*Sh82*rkp%8~gOr<his#U#o7fsaaB5Bbx7KWT16n;0&;|
z+^EW;RfQ*o)&swq_Tt(UCI^XNmNIp%U$x1$A3xV7PX5+zRX#uQ-l^<7ROphNYG{<7
zfW5OgUjDbR;_B*u)vq&#mD#6SAU`LZ0}EzzNoUP}tv*ivcVy!)q)Zzq6>X9)@#ej0
zX#c0}@$eWvRPt$h_zwUgLnjlRb|=0cCt9cs2>5>g>I01a0EWT;&0M_lEN#OAi&SKq
z8UMc?-ZKk84zvrIKB4fpTg<vW|8iID#-~x+sPFn})&Ex1r?~<?>rqCG=PjgPBNpb3
zd00hUe(9v=kd7CSy$itaT}(|y2oH3+P(auMnnz5X3HG&2`u|N5H1qG_OQ2a0Yr@7Y
z>MTX4O+cBUu>@!_q)FgU|GR^WdYPC(nXY4;Xwj*4@c(tUXf!yV4!^inc3q$rATY>x
z7F&P?Gc5N^LaFtCha-RC0d|r+D5cWIf$%_!(?2K$pMvk{q`!*N#f1Bf`bhfKRk8CO
zWNg4e_~}n#6WR#VdgBj4d>w-}ao?97Jw@b{sM3U=@1WZ9ih_D$2kJIZYFKHT1gX%q
z4@=THsh3^whJ;h)^F5T<WBw>w-Zf-jM&lI-8<A}l-bZe#q{Dq)ZDr-`o%x2wnNT49
z5=JHraK^e1{B#y~d`CD+Ih>QszJ2sPQ!VYO<=S+&^@f|KeHRH`d?PkGdd(=;h5U|g
zuZyXXkkn0=Ydh4C!AJlnh0k>Id~rGda|)qVsxJ7aTU6@0$(1;E&qvD#c$e%x3d#dT
zO5ZPuFHb)?kUhHJDeU!a5uQ3bK6z7eFU7a}W}on#7oSv1yUE)vwiWV;<llT<8{&U_
zk<!(SG334+*;i^zAOBp%dl}xz&}F|*7xM>7y+Y3d6A#LM9emj~-j?h|$m@A!iZ2}}
zqp#8ARrE|DH1C8LCy@0?!aOd~2xw(^Tvz~MrIRZ5(qZw+70=Auep|&=?Z1pLZx)J1
zP`Q3UTF<b6EircA1IC8$fKY7A8U8`MrCJ)C`{F1@!1?@_`A<mU0d7_k#(6Cc@52sl
z_>%14m<)%t-#xGjV%nxtzL3FTJu!gOF(6Kh&wiTYd&N#hB<ohb7#p$e1V0}0aoIIA
z0DE7E`YCU;yTn^kV$(7*55WY38g`Bk9%bNH>VS6&T3!<-+U~PF6@tjmBY|g6SoF7j
zbwDdm-7{EYdyQ!+d10KOWg%?`vLs5Dana~>Ai8eGgd3;u{$UwA(?kq8*DTsiGn;ol
zCv^?NKn2d>Eyg6nbq&?vhPOh{W}QR?#|b3&MR{>#f$!JegaWJMuTzhA=f^t_h1f=O
z{MW+Oax7W_vgEL)$|<Y0ykABhYOxGQKdBT*>Oa(e#hqMnwklqzV{y$)G;|0Y8^Nlz
zl)ek)GNxAb1$=R7v;?wG+?&|9ZDA?H@BP9)4ZnT4GFi|m<g^PdSwlh|Sn+-)iDqdn
z<(lX)(j=Ab<40Q0RvQ{X8>a=sSc}%;lu-dDBGEK-O%JXp>cG)c;$oqR5(Q|r3q0K%
z+KF&ro-beQF3;nkahiP1YF(>khj!BMI77;pw0fplSec1IS&gu?)0v!^jukX}xSVMr
zTlm+>0y(z~<|jgUnV-5+Ps-i<VpWx+Q==g69yV4S!y&uI^*viQ<|r5+MC{FwOyt-5
z;wCRUOMmEDq+-IAW|M35y<&BQDAp1Ay2rY_8Sg0OHtEq$(7eZ`BT}hNV;Ell8-pD8
zu4?8S0O`zFWm+j3`KLDw=yTJ9e2LcAy+~e*{B)V3`uEuaPpz^ylLHA;g(0O9%RGnW
zyqp?C?Tbty0m|h1k{FhCi<chpx-gn+evmfZJ970muE~NJ%+R8GFKx~w3=4+L&QFQ{
z7K;U~sq0u<U3TgCTNG1PfyuhYNx~R4LW<gimytujjI9pYHzLbS>7As)=N1F89V0wk
zu~(;-gbtlTUgZ=A!6LZ|emV^#L$q5yWvalj?>WCG?xmk593z5}=iLD27<rH(`<}Z_
zyQSc$uVm0-OYD5##KbVj<yix1KKut1Xa&&Kk4Rz$)zlB^i$QoDT(++NHZO$Vd(Zt_
z4Dd)U8Av{@vM5fVn(DaXu|?<8d?RdrJVrGHE5+^-Ho^gDcwP2zvijN)VK&O%C?@<>
zwrR)D(SNCw2Q0SGITf)9j2j*qfCn@%Rfjn+OwX~=d56J8$*;+mnNb^nbNnng*yw!B
zLbVqP%*we~b_5e|Mri$9s8JUygtnRc!=g6gI`}M0!1=~xKw`RlNbBO_*uD3Hdse5#
z$s*b<kiSc4TRsJ$|IXh*4&bipb@`^@vtX;0;=Uk{S+?Ez$F*<P7bZ%Wh_~{eS0QTj
z0r?x=)r)>odht2LfE&0#NE~!cPlo{-`!X#u>M>iY^Kf%u=*WIe%=)bpZ?(qtrv=M!
z>9K09s}GLwKzy8{I0S+2F$iD^e(BH}B9Y=`r6s5o;v=I(mc|<s3f9-{-y%fUO##Up
z3!_)0A{@UQrh$*|R1C@HMU@qSv*$Oq^jKd+8g4-j?|%8kt1xj3{RSx=g&OYiXUYP^
z-uLx#`6a0cW=_Mya%LB?z_7MTd*7Kw(K*G3$JzV`RgTv3x1~O8&k+B1*w7gY2USSF
zujz7)2^KFr9naYA<v*8z6w0@_;bRpT{fVapw#?XuF`?AODBU$PW4<p=E;FgA99yn@
zR)(0Wz1J!SrRuANJ<K;|mwh%@5f!rvQ{%kiv)d_~XGj-0vbZE)L*B{-`mw4^+9Y3W
z#(^s5pHf3X_(xd(iDjB(auyycDS3ybSIO};=vqXD@e3NCzJsDU6`yWui)U7m^vWL5
zhJ3!Mi621ZCv;Yr2~|s6>zvLA+e1GxsF?47nxh0~R>Yc?8_7mdY_F&=fsI3r8hld2
z8tf1CDEf^Wvc4OYMg&ln<5#Yr#fvcF#b_O{?*-@)`2Di5f}=x5MU4!J#nJ5}t2%Ls
zvg1Rtqfjw$!>g4-XOn#5eKc8Y=*sYuA(~Z~0G-+?BDz~yWz{5KEer|@D$W1EGhTta
z@F_Iu$Kfo2G3kK`K&Me3wagp;Fg$zK;CvD*RwPeMfY%r|P9}*OLOx?5pUWdXfmX)G
z4tj>vqewHQY`V4wLPkrZos;H6#W$IWCI0?_;WK=b^;unsB|8eYtSYFaQLdj~nc)ld
zDv-c7i9n2clEs!N3Y5>JjB#5_TQ%M|q#rN3{J4Auhf1t8xy_PpN`v*cVi2W&tsNA$
z(2&q#y<B70dMq4k0mLq!h(;ue%o<mBJb%vQP-i)qq6?lXR`SI3$?6DA=F(rMRgdF8
z=r$DotVAXpSos4P=-dL*%FI=CoUC)VkS!Hb(azMnVqUu+0Y1TI`>812dClpV7%fB`
z75}~xU#chUM&p%9@1yaM7L@<DVj;z_s0~GX*YdZn$kTg>dq6BU*j%nZyw_{2X{U46
zIyKFj^@MmOo+7_m-Lk8;PCb%epd#h7kcO83x&>xSH+4U#T$F)xR^Cpte4oqWez1_e
zWfkwMZYA+Qq6&E-z=E}Lo~!zhrl-<>%$1NFN;{Qz1$>paxFmkjF9<?GB<AHGI^2#g
z$%yJg%dp(JESi*o{za7C);%hX4~;9k(Z>_IxM*ExD2!3Ab<k=g=M(gMvGqwXVeRf(
zccnP4bo!Dw4&db*0QV;<K+_@TiNhCC4XJRssaTo_)3lcH=8co#hsc?U?)m=drcm(n
z3mweWB#8J40#pK^@n3--7jm?%D)cWU%@UTAQIujRb+}QICkTg!{>zP9%65Y@ENNyH
zcTc`fvF(wMy;$RT4Qw>%coh7O;k-+?S_%SP&(Q!k(xDQ-m!=z1;-J8uW1~V{7hrMt
z)nGQ<VTwnR&*jz($MI{X3cks=PfI+39F4i;FLTk4J@1R-OVJLX$I?n@&|`t(v<PP6
zBLr7sxy#K*a82V0R@;YT%#HdJLe`HA8}v~M7SK+eF$Tg`Q#ib@`05Yx=JE;-uN#^$
zo44NI>v=1C-mW39xvbbL@|1`_SwZO;cKW57rNyzlx7_O~qYpl@@{h$odHzGm$Dq+D
z#0d`1B-S4s;R55$9V!00r>U4qg*}WWypo`0r(6KP`aEz#ZzSa1BKOw{mo=#K%}+v(
zyolzD>WOtVh0LYCgObAUuWzOwW1e(tX2;C3Lq}OGKujSi_b`vCQ`7@)nkXnZN1RDm
z2^C+d)aG(#so*cj4zbGIQ;T8%ZMMWK7=JV3TwgVJw`_G^Ud1LB({)7i;Z-8}JI=)!
zlv!@c_NkshZWTFYlhgP~C^n~w4g0;oYsUWOKRUo|Y0A*;%Fa9w1>g}Th$QYW!<tm~
z&{16Dl@hGByq4D9o`f-3M<MH*KBq6qL1D4@%GNy@g)=5wWT~o55e#g_42OyEUrhs4
za)4Tn3<-R+mwccbyMTG5l-^gvia`d+K(4Eggdpj~heW`j2KO{HwX_J>J>m@jR2{G3
zXKe$+bv~nw#mPKNpupl_+oSvXbz+YWSR7JTQ<)*w#U&0IcK20sd8mNpF{*<=5G>^&
z3=rtJ&gYadBP<!kE=9o~GuIU{^6<>tsb956C-a69>@7}dj&0qe<kR_l?X}}3uOB^}
zn*9WLl`37p4==opvPdVWN75)a-*13-QtkO4;`?;IH9HcCZ>JQ2mZCTkJKN<u0^Fx!
zWL5y+V>}=beL6?o1Gf}^ZaE(V44oAJfWm?7G+r3MGm8~C);=MQ!N`1#ERN^Hx0eA;
zbcu-ezugMXQNE>IWOA5`SuM`bFJeWSUL13iNI*jNN<cw}8)H!yJKOO-J^cqXS#F<2
zdh!ow5r~>@e0bR!D=2Spw#RogT@LhdHkbz#df7ybX~9<6I!V!7qc>DAUm1h3`FLo%
zv4Mqz?w~mF$~6hpk&_t*xFI=*ZX`9&Idbs5%OhdlhWaGk!%|4cHUdtDz0)ZZ&Q-7F
z*0*NhK&zY5?TNVb>%}i4hW9BieS)>K%c{0`NEv%|i@%!+93PkWfOmc_&!l)ghwS@z
zOE^CTQfxeW$kMFH7eb~fCCTrlv)ra=(5ONIK!1`vc|U_`((}$eX~1m|@yp4Q!W9j!
zfKWs3JL2H@hK6$A6s9UP8R2P^GZsXDKaKVaMo&fpLB=5@G?yMyPQlM-Oi|c^E8{Z0
zFO;L)W8m9YJa=RF=lQQm9NV2wzCM>$CY0)KS6u}t%lot_w0PkK*!f>7cR}eI;4pGJ
zV{t$M_rIUB5eys)h6CD(P|xBBIzWF+4V>}Qi5EuzDu7hB2kY;SX<d2)0S@m6fL|?p
zv1Tq=q*i0fJn`6EYd`#l_dlR+>!Q$+^RsZ0#Cw)5g2*MLG1ooE5J0@1*8W?0=abXv
zsn|atHa)hK_Y4Ah`af#V&jHIg8b2dP1lsie1Dda(%JRhnb*sj9-#=|HTv*VbGyVDR
z=%UU{z#)+4)4x-sr;g>4NZJ<zPNBM#`7f&`U##S?2sv-aA!@8m_?G#zex|-B``l-!
z*yq}#v;Tk^?a$xZoCzT?a1)0TP`8XY9t<Kg?*=!3vhjjhSaGuF)~?n#t4pPqVq)|^
zmpV_DI3osOL2Q?S$g)MwmQIMPz~QUPs})jic5Qe5;EwL1I!fiY5;Kn2=v&(KKYyFI
zJp`}S-v9B=RnsP}iu$>#wEibZvhfRS0ch8fC3Y#6Ho8aHQeR#LO2m{b{$#2#Nh9l}
zsJZEG8N!Otv=>fjarHw+GOB_P{j8a3G$F~7)cnZ<iDXXB-)71BIp)))b?(hZ8ux0p
z7T%yp@y`py;rn_RKm_pszXsSF@D_)92Hzl|q>M{P-ycmaxU7M-o8@4hKCv`6gD#@=
z*tdDGRT_+&tz?4L<pYP{t20c{?9nN<Nhu>@K!pU`yTotEKCMGVM97u#mW*kaD+WpD
zFs(>EhPawVsodM;>sB^))SR7+iMAbmLo6Ftw!pD3Qzk9}aa~dX2NHl5W;Fb_yhK3K
z00AQ>z+n^=Ffig@L&Umnaav@|wepn^_#Dta!;%a}Ii@qxQnl#p<oLC3(1M9L!akZo
z_XONwaqU43k90B!F`r`9RuPe1{1RhHVOTm}U<SS91!07AA-FgOn$M8q1%FVlW3@+_
zPM1$?YD^L(ex5QdNiZ<GSnzJ3w5IDxw1wjMZW)O$AOu<tu!oe9=|g;VI>Gn<Hy&38
zIxz-xbApvF2YBDH2!3bFH&yf!>}<JESYUa!^`>Q`k*in@^l=&1JH%ARI+^8%;j7$K
zTQi&Y$1+9fU!!f4MT@uwTQYiimM075Qs3y58gb<*SrDS)o~$MtTWx^4uUw(l84{JN
z1pQPBYrxwi8LnGa_XaY`qFh?8(<D1MFqCFL{5I-qsFdOtTuKp59M232P=PW|k~Pz)
z4$;ueBz`=g90oxz8Pnp0u;fcAqDtw|mV?3w$W__%4OgqWks8Gpprw4dqzs14{L!r0
zYMRMviA+n{{?b0<QtN>7`FC^Q99;-$qnb+=FluyFy0dWd7ff=Obs)j@p(e}>TPrSS
zTwkj<nLZA$36L7oc{G@6V)r!l0j-gVk)h{B$etK!Fz~9tmI44D`~PkUbe0N6CcPmb
z&~l{tw;rV38!^zqVVPP=;IFWfHp<xq&QjtFvbwh#B<mO-YJG*d$XSo$CA3zCzhTh@
zJ1mD4*S<(u#P%$u_+xWzT6<;ZV}<Smo`ys41e^Hll9*VCuQ8R3IGG&q!c5R0cL>fp
z8z-23D;YcsIP>5=FM}KJLZ1R2xch93Xzlr11y+c4ZJAW%kJ_)4^_~7^!Va~E>zz28
z&swjOnV@|f?le|Tbuf@;&;<eupsQQvVt9};xS^#43>r5T#C1c_p#OdJ@HaT9oikho
zSO{0yM2g?i#l+Y<TdGvJ$3@1-<4{Q{178OmK%JF&#5(1iE6wHj)S#|TqRms$FX~UD
z(L-AgKA2ov*+i@F>#SQF&iWb_g8ZHym8Bk|y~4acg{1Hwn;UQzGBWD>e`CArq{tE3
z!sKXG7<z0)4BA4O_!1UoWEpQ@EEDoy`F1n5T16PKfjmZZ^{&|6TvEE6o;;kb0=U7z
zBlBD>1wJrlxMv|Z<RRo~PjHqk6m8H^UBL(@a|i>ij_@BKoCT;yLP@G7b6Zz0Zde!G
z6~p#6>FHDJ=s;CP%HI?6xJaGBYb%va`wGmMCmX0Cc2?V~*#6c_+A(S`bHt;jcT67<
zZPIN#5J|#(iMQylQ7|4Dy!kx~ygt`>U^&R*0j`%4e<8K}_x*pqpd=YQE?+0pvV_1C
z!j8=pJcmQ3<eQcWSu{e5biX6|v^P?_&0E_Mg*!epu#<85`)aS1>p;ztNrx0YcB(Xi
z!5pi$=qiP+V^Gh;u$f|s9sg@X4Z*{aHh$CcPMTWYhVk)Kgc?geBYX5=`3S;OT26DN
zINGpIyl_m1&-ZJ8yWOPXUU3=QEw9pBBlU8&c=AjH?%N#$77lPr1vz1}l=2q7+o&nA
zfs7X-huAE61kyv_(5wt?Ae4b4`o6Xh_-4^zm`}UnFLp@*BP{etn(ysZT!6yAEC0v&
zk9GUr1*P!M(lPjNi0AX^-o_Igsq<NEqBD1Z@x*~~vmTKPc5|cdG(0MFy%|`VYW1iz
zqwo@kwP~YkjsCiEyN$DD{X~;-<YWRk2i|>SzDA{TOHv7W)y5f)&FQ{@y!!l4rR-Uj
zpFuv8U@c>#@xtPV#1oHb`?t5Qwl3qvH7nFC<r&~oj_%mOo=^#0LQ2vT964*|=>!KQ
zCdt<V^s~Gt6qQ~xybn0+F=pf#IW{RRrfEwcFTdvp&>st2TkA<MdCT8gj?1H#bCHi8
z8rpgJn+g`i;D5w2G|yFYnOKWf_fVkqCQI^CG4A=Fd_o8k-}O{9;Io7)Akm_I^ALoz
zWZFE&KMhGX5Cy^Q!g`&5eY~%r3)%^0quV*uCPdQHp=Uu2q(k$cvd@109N%odw|K3s
zg0VYw@?{EQg4LPB8_~${9_+$x6KUxPK?q-iQ8=tvzyxKVbTS@Twe>dwj0%p-#K`1d
z(duH~0T7h`S+aTfbk~h^hM#DRiW-)sw)}d^Vr!XiKB~iK(Njgy;Gr$ICh^4-<Vb(r
zG+(vUz5f~B)*z4$2vbL-vimN{g1NV;etV5dQ^#H@GK;5910Bqn@kU@zURK3cGlo*h
zI-N}4L?X{MB=4~DVK#sWcR(!Mv-7&e`d;&#0g=kdQH0>;({7{cfrY3e2t3xgw0Qs<
zMRs)USyP1*!tTo;UsGu1PMfK3@~`8Rm`${gxq{WDo$r0T6N0^|>7#q0Rpq~0Z+mcd
zb8A-i-NhxTlies2&R3a_Xm#=cQ?72?Qr;8qTQ@8>*QL;k7-g5-EUaw=&>()0_l8G*
z3T1Tbv34INhG!YWGew70i(-a@x<QHjO!hQ;ia~~$MBZ7KzcAZf&z>yi!>kjoaY8zm
zO*7x#m&YfzaFW1>f~{1gVKv0VA$!SoZr^RAhJ1C~Ud@41|6xd=uPq$~Mw|kitIb8@
z2g=bvY#de$xL~Z%zMDFZHO)JPq9OOo_D)8HI@-@XFQ+^#&8X7#Y3aRtF!VfKXIvtq
zd|Kj{IWmzKw16f5EoN#HWNI640iP^N)4;d@DMSsca{Oc@8WJ3?h*)KY5as6wWF)Ao
z%q8BVqi+b=cxPnmB^55!U|p-;U3EgmBH7EQrZkKVe04NPiVW#n(cV73Rts}!JTGw>
z$`)S4DvXD!N@4QdLsxpfC-)F_Djj7Jpal%NR_fu(jV&NZ!-G3CE<&ruWM`<DH>qNv
z*aOw7W&Q=e%**%l9tu$An?aKuO8g(m`Te>T^`uG`V#wxrZSGK+=mn8X)>MG!w^g_f
z_UNz`{C*=8jYWh!w>i9iYUPtKg{Yl%JnYt0Q;2LpxJmcFEig7~WrMS1zM!db6it~C
z>S6RpKjGiUKJYcQm6$y!rAh)&VnKnGRwcB`^goYqQ?NT(y3k)Xo7u<VO5t2}W)DTH
zyK($#nNasU206AOQC0d!<BhkrEgg&6GeeRZrM!eOiXv0qEo<V%*-<ak(4Y&ldGUh)
z3_0BeS-##Va;=<N)#AAOR(v~uUI-|JtD2h}Z~K{NzgKTES}9>|0m<)@Lbp)1U}1gF
zo<nwEi_9E#DUWAc6~k+#GNkJGsC|ax*|)dEkWgd}R6~K~{qJ9DAXUBvYrG|A6!o_=
zk$2dp4K{l^Srz)rKH*HL*vA~)QL*qdO;QG<h}h5FQ6Rpb=G(7)F|vmh?z>ZZfcr99
zYq2)>bAHY$;bTf|UPM3HJI2OR_KFc8cZnQchh~(J+3}f=)MnH`-M^G<o;m3g|NCt5
zsu<urn}=YV1<_p&&^i>=GWGZ*h>@XY0$)lPJPtb&!oVAtFP)<-$-;A9Ea>ty`5ttG
zU=7SBVK-7_XvC8J5vjxek*jF4>X1>&n;^gM5YP!pQHz?1votlSfb@>HJ;|ke;VLte
zJ?*)qi?P`|w`P~$*Y~QEIa&VPw$%REi~T+xaYyOL*8!*B_6C1n+ytzJ@qbvpMtDL}
z$5rO>GvqI&qsPH7R2+FigKNy)Z+7wr31b7fJvYJ{C1m`%&ON6tzZ@}tF&QDWw-Zdd
zQ^CQ;$thW2oT;lq6QR14agUctD}z1`q`&Qz5lOq41}sjWR?4lBT5ylq=H8AR&~JJ~
zFF6F+t}VWVzodLG#X@f`1*Dc<fC44PGKN;<(hBqXuOr@cdQ4(<zhf47_(I5k2kA!1
z`p;CodzHN<u}cv|14Pw=arT4+;08>GasVxpagq2UdOXt~*w0uQ8*+->1EQ)_s?r`S
zBFqnS6-}RyTZ91OcKlUzVDI3&m)dt>4&B!2M?vM^bJ6e7+1SCS$(XbE{y*5{hE+JV
zTFRY;wP;FF?eO&U$W2=}=|11+xy%g6g^XUE(=(2KK+gi0m!){R-27S&N*Ayr#G6$r
z{I6OT2>9_=i}BHmo2%HQM-P#MTeA%Y53QwITx{j?P9}v%<jwtV`)I($?mZ7q6x23O
ztoZp>AOCIvi@wvN^zEpv@@}VtI+Z{r+(bMD(%-*mGs%I=DY515HNGonvvnCH*IxWR
zr=Gja#maXoC!z=0QkG}U`o56LoUF`Odc#<45$!8fSneDcpdKstV-gRbZ)e`VdA0g;
zLKS;6W$zp6$*p&OvYsu9_fc>_mzp}uth<70aP3spJF+m&<3*`wNOL?s{hU26T3j4!
zp`>wQ-S97o`cG_z{EspL7=LPMPFzVFNSt$71;7nxe@1B?uN%;eV`<&uZhPG#i|iOO
z&z-OsxOA5zFW^sQrHTJn-qKRNHhTjh&dd23UuHzb9=b04<`9S<d^DnX8C291y_aI*
zK|@mp#_xUm9<-aB@$(!ds-C;7Eqg6AtRd#USdaS4Lue-<uQv!jhedLAJpwma!U1x$
zDEhqigvhreFciw|B$iC+08)6Waz>@0j`|}6F5djI5fF7tYa5$=g7zC?e3B`vJ;MgL
z(0*n?0*Pea9vpy~D5jSargz6x*v5xsdc{PpFP$-Fm@pdcvwp)m$;*61g_3c+c6}l^
z&UxzAqZRe)AJ8Sue0gsfnxEoJS<Ze4l6U(meYq9+&9iRkhkGtxO!<7f{eSF4P4DJT
zAO8V|f4=ONf89guT0{x<PIOw<ei)73QjZGb$2O#1(Zl0}yb$y<P2|J=_O`s_!ot5-
zM@Zowyf4U;kb#WGPD6jMF+Vvq%sCQFmY3V7N!ILv`G@aBJNT1wwG4{UdOx2!dTjbH
zoR1km-_wZ5EZ&7?-j%%fx@KSbyQZ2Q?EdcSf=8`i<FZ-~UUT0WEg}dv-|`54Hfkh8
zb4~I-6Sc!2kN2O}ehH3W2AtKuApV|-mHIsKN{`(Q-zW(3^(3yQQPegIw$}Z8Admm}
zO^JpO`SZ4nf3WYj@iWQ0$Um}+WoJJk3BmD4&849u;NUogSgQhG$DcbQIsBnb3k79=
z5e4M-WIz<UW+94E#8TG1MLf`9jFTn%+4|;w0Dj+6Nv}|A>a{<K*+c;d+WnO;r35(C
zJ_a0udEdi$2pd}eJ_D8<Zf&*Yalw>+PO@lmt(cbAK|nK&@ZPf@M}38VuZ+5!Yk7rF
zgZ)k3{QEvuFmZM-;3GBEhH(@j3+s-{XZ({TB&Vg3)2Qg5Po03_b4h>yzt+!FqkIMT
zw+T7#_-`Fo71a2bwNL&yV9Dj%V%jYqiLBX8tuO(w3%!5GhO|2Wy@k=NILPs6LCuXG
zxv|lc#Yx(oo1E=L5iwG0@@{!<M@n>LxlzFh;7yPPJ!QB7ymRWV_i~Br$u%BdO2ksF
zaXZf?2_&aefNlL+S^F#7PJ5LAsD${=LsaoouN}gN{$6!+3aOkg3Z)bN2b9&C{L4})
zEdh8y3f9UpJ!si2)6dzTtD5pkNOwibha&j)=8O~SGhAj(CO!*C|GkZEDD#V+spxk*
zExtM2%h^$S`?k~@8U-x_$`HW8&0ev!7$->{;{Lka0@Z!WJaY223RzOsRV_2?(e#7V
z=J0T+Jm`8ImF@y>#%JoSvi-_}sWO#QE0WWBh;DJ-zTd)5S#aPL_?Ckw5hEXag7#{s
z8SH&i&TY`X1UR`!BsN58|6T<ymeeLW_-2#$_v^EKWHOf={Q&MH)g~$J$Nt`rtbagv
zvu8|d&pxF8g$GSZ^Db_EJmjP<RPzUl6lJGn0n6y7RnSyJmR}Ebh?U{l8dH72@y0>y
z^oz5`@ZmB<+MRy%DLfe!@vZsnFnl<@&-)lik@AWwBW=qZ#&KBwEczdirqe!tkLjX1
z@kU=dI9rh~rI+OJY1tqpe7TAgK-ZVWOZ+Lp#1H6f?ao&AZfmbQ?U%r(gQVb=mu{1u
zYVzs<HSQ&F`yerVUk6Q5CF!Cdu%tho^i+{6CWT1N`R5-H?W*k?R9>p8)5q>Cyp+UV
zDXf$FT7~EzZWF)n*A;0}ub-VM|2CKgo=idPS>@|)x7l2*1m9Z#45Q6(j0nxQIQ|<V
z^LemUlZ|Hj2Pup<`R%8(qYyi1w^=MYdSfpfn6M9+u=zJ^%AR%1<}6-&`F)sm@D-Qy
zr(xE2lKSclP_>Ijz}<e^!|egMpL`(yW8hU7)^T@)&8{zt^b`xH{Iow^{+?YznqoZ-
z(oIb9Gvo`JsW`q8KH_4KDt2~=lIiYC=&^eBL+-w;Z+odih{rWeIqRVhpZ1Ake}co8
zD~dN9<LV8EL{Y6xDdB?-7H|83`H*)qiW4}Ct1fO~6~^vTueDkGiY;PU^XZA**yH`!
zpp;7sgvQT@vOS>%Ir1Nud$m3nybn_031qvp;s3P^T2v3Z+bewX75>>+-{Js&<*M*K
zuWfi@ZA(S}-4EjlkDT5qTT(=F1K``c;s~-s3Uo5>tFVTj|4#s_5>@R=r^}9dgFp`~
zLt~8f<M~o=13BcLxuymHXE_J(qj)TLXWD=q*j2_xI_9G-k~6~(N*I>s^q{^@N#G8&
z0m*pBi>pEGf0(YW1r1>cz!+8JaoV{L7`}BYRpW&IwbvjYW=?QIj=$2fhs4e5{1GHF
z68QVL9Fg9Ym=HFQILBVK8nE0-j=UO>Z8+c_K?1fp$LAvp!RwLNG=Z03!NYVp>q)=o
z8SB_m9J?^-=tUuq5-9n0f`7f9l&shr$?NIfqYR~n;5T>TgPAY^!j9AdA;=sGXm4Tk
zG|*jF3~`DJ2Kjq^J5U48K*w|5nqQtUX{>gxI|JIAyaC5*09HRX;fzxq)Tr7q+L#-b
z&j;3m!9gb&?LY|azyM>6W}=YoUVDCYj!F56?@_ysxX+=a#)u|zM>Rr2!K;#Fu{;lI
zr7a?nPE*ZOkkz?*)k!KDvMV()szwzVsbwNEHv&CsrI*Phv7W}RbTv=?RsR69R&3Hc
zGUs~Gv2f9pIN;R-R%}it!R{*JLs}P!;}p@<WMmH2DdhD(l{cZl8Lcj4ki(y-`c!fi
zjAh+bdlG7M?nPqjaZ1Hx87c+{^r)9}Sft&J1d=%cDI&P`G}Z*yKV>A5T_(bLILEbg
zc=@xQDq|~-a8YGBUNksq6dyurC+WvEov23XcI4*`$TYT2{$|XQxXwK*H!V#$7cI+X
znn>xmest#K5GyJ`%PG!5qE5qvZfNG4nu67t)Q02^l`{fVf!2~MVcDXn66)E>&02~4
z$ntv8akNXCKN^Z%#SSWvXGYFWXy&je+|#6}pp(pxCxR(v+#|}9??uIJNkOHo)s@ij
zO<syX>ASrpD~-m)ly#z(sF98_h8?&yUj`ZT{4G}Tk%Lgkg`*?*m#5N(hMz)l$fBUO
zlPk3K6+H>un^-eN6qLXyqKW`BNlQscVMP>B0YxP(02I0Oq@sWpmo(a105gg+j%cJk
zXb@(D=|v?214ShihJDFjHY;w(9C6RReJ5WrqXr<8>yS-ph3aFB`z5f#CB{87o_MA6
zSO9<wdY-jhFx(4gBa=X8+zIG;$F+4FMTO-_cQ`BCsi$rpSi#N*Q{JIw`GyZpF`V&8
z8-E~xI%nR1CT1xS=RVyjLv0+E&N8|0P`tTgw>b388}}Tr7$Sft3>yT4f!{PUjyi?w
zpIV4zfmQu@G@I9PQIG)XoX`ZOLEkt%DXYVbatBdJUkk|kQe>9E1Y~o~CI=<r!@F9y
z2aphdGhJ|%8CEb)13uNp_=&e`@cRWHt#yu5%LHIZP8$T~vySZEufr1KAK_32J$a-D
zX~yi}am_&-nIV{+-4Am^G2gof?{G&MtxkIri8*2HDB+tY9{H%BXdp7=j)WeR)NSX2
zImkGmELh$%k<YC+a)4Ky`qVyZsO0iE8TF-C&Icb_0F<*3zMhmbkT@QrIjC8WPrMH!
znol<*-~o?H0C;_%6V&z1DSf>={xx49wn@if%`cch<n-z5K<r3Zs4vGoF;SL0WK#nc
z<Z*+*rnHBg9=vl%EGs@nJ!%Jh0y}!rvvv0EP_rChnl1?ql=1y)tcL*cQoDL~s`45c
zXssdQs=wB)KT53p)H6g@YK+va)}tb`Wui0Isa}n)l6qC+Rj(Ix2iL7kjbQaBQ@Iq1
zd@Z(RBy=@e)wkQPw_2DS8WAlU*~rPJxA`<%x0!B*eJSh#9cxn-wILx%BOIDxPzDYT
zYHhyQq}nMmld(|25;0|sLG=QV{*|A3tGsivBuj-j=dDX;e78WU8(dauO6HCZ*Cmxv
z*A9x`TB=b{VH7Cz0<FFRoc64VwH!#wBjY~2(I$}Mo6xXoCygKP0BItfCK((s>J2&A
z08LA1w3^UpP^*O)6jgS-0Pwt2k;<~JMNQFGXjY9Mk~#LEC_n%h6s52#2D(sjgNif+
zPfak!$0cbM!wiGLr*6Q_7emxlU4sfRDQW|Bfw~%%Tsnpw4H^rTjc6ltk_h@!)j}v$
z7{vsI88r#IO!PEpHFj7AoH|rU;nWexsX?cptUI+efFC#KP85V>VAEuk92jN{y*t&Q
zasjBMO~_aKw3e^IjQ;=)NpDn7MHE#K6j4PW3QAf^1{9RElmN7pv`_&>6i@+06i@+0
z6i@<DMHGNaD58O%a#zcUc_eVS=xgda`E6tX;qut$n!GntEMG!mN)i=LNX}_9frEm;
z=Q+n7l++S4241I-6z4yMFDl?1w{WN4x{fkLanzB4$pft@W<M{@hU90xL=|@KBq+vt
z@9j=!KPupWeqsRWKnlli0F3n}ox>uo0BrIJ?@_kgf`FC9H#yoD86zOjB5yp9!x-k1
zD-!|-A4)<%`I)&LvB5OZS7|DF9Fd9`5*8d}k~7krAD#dN^v`;Mv$SP~Guxa|xGUhU
z;6@4b6uJjPnAX_0h|@iOO6wi|P~@ECfH7Q-r-$(}WQ-P0PvKomrMCqvK*_-E?b5S`
z?B1=pQ74#NYw|eGIHxR%R{(H1!96`{62}Tk;kq7kPToo50N~{3sr0RkG#q3I*ut^S
zcN5T4qH+OGmz<tDii;v6xmN^^hxrP4ZKEu?+z1#r>-^~eyNCoS%XOg~^*IL|f;!Y^
z<>Q`xI~rCbf-ni`)_@)#2LmB{=9==Iq^g`}`t+u51rJ`h=9lh<<DR(wv;ghFMstGR
zoB(Nub9Kf?Vcb(eEz|?XfBjU9+q!3NdeAY<<gY*grn8a4^q{Z+0y0N#w86ETZV4x+
zy$k@J`TQytIXV1k@1BPP^{9_gj+B6792$Yh?NhhcpGtwh3QVLx^<9NoalxwWDHe+E
zIjD_J^$QA?QX@4Si@qiv)hVWtk&4Zt(L%+!c>VKNDwKb@z99EFtEQ4=&sJ+`Z@Lyt
z@~46AR{#KU*0Qv>3w5;gVT>BtWcjneUuxMHOGZS)Et8yk(>tCxsTpzq0P3dqpbR}j
zNoiy<LRTk}q~f5lv6|j+@_+yw4Cc4xR>pc&HUu%r6`PE1YtJrQ5xE3*=CSVVAIvWv
z8$GLCfdZ?@DM=@wp(dG|ZEVpJ&%r&ab{VM+F{*5qhPQ3pqcjb>a)Lqhr(2<qCAiOO
zvT3z8F84wnYP7cOPE=;Bnkh6S?8xooDId%+Qg)@Hnj74!Gz?oPGwo7aqa<f=sdGz3
ztUKHY1Y)YoY{9a;gI1|2HE}0mD|9HQbxsdzZ7nshHpxMysKM`23Ze$E@7z^cL55J{
zp{tb)sl6F{jzuPlizE%Xaw%%Hw3y6htkAXwtiqCtC=gLaCrSV)qLP3XiYX}!S}3BJ
z1r$<J0cg!76aZ00B>)srMF4%vUo7NDw0y<5-MClO)$-%HAnrzYCwHzfjPul*tUpsM
zUqP|N7?$%>3(sA>s8(kgD#b}0kV)c^N~T%Sm_AqxV|Tyjo|L{}`#Q0}$pGV>zvt4r
zjxopYaez-F(<8k;LZpPt?>Wc=1M~ir(Ed~b1E%KgQw4pxccj|Us_X>(#C)e8Q_TQ4
zl7uhL4|76(_CSg-?7#&FuhN_I0lACr1BN{2lX8IDfCtmx6agqw%EXN0_;b_W-k6}e
zo(?-7>rG6s!#D%49jZpblVDInwgWFY{{T6p0s(`8+x7e@+^nA<`LWQ9QidK-CA#&`
zAB7<p3zDU?$UP6^K#orQhVd}mGB>72<y}gE7jSLSWR6EpE0v!Tc%4b$d8^a#uC%id
zS0ezPI%Ip+bo!kYc8G}HWX!3R8OQ+jIq6SjP5BMDk=1<<ekwi3my7O^%I6?-sP}nc
zNn(y9z$$P}YG6*W<@Su@7$J!Crm;diwZJ0>Bcb|ci6spyA1`yU`PkqS)0}kvv@<KS
z0y+W%4nZA3=|BqP4#RUV$~njX0IrmS6hM-@&ImjC$Gu0p<P53=W1QgQt|>@XL&3@U
zc|Uv81Mr{)M%>N0fnP#;<nf9yJirQ_ryw{xX#l_iKz5Ip1B@K^K9qovvIUH)<8DV&
z>BRsKjqIuB5IG$Fl%;YB<Tl*k9-Y4m5Qw8Pt7ndl%AfP^O(P+sD1h}Vk&&7}CgUG<
z-g+?S82<noX)Yh<44{4BMhG<YDUF0PG30LfMltK{NWw;eLmmeMp1#~r1X$;kB}x7s
zaY*DaJ5V48CnE>{0Ig5P#oBq@%7x~l8;gy{8RO>Z`OpMs<~ZOC^{AK@%I@ib)ASW#
znN)nB6VQzGrWl9-um=a7$Ncd~Wj9g@1QCwLpmA2E05JfAimu{<(Orc=!mO~UTvU`m
zMIh@>VN9th8Q06@T%-Ept%IBq-k{W%F)Mmg?c00^Yc;vES|ZK6`F9B2!Tl?w$tn&3
zu3z4|J4f@Zqi=52sxgx4J(ntSNjdFNcB>3BJ*p?*4|<|H6)%<Kw3Sqy*v}QnIUw>*
zYqOAU=~=frRlLkxhDPtS@mbC+-jzii8B<TVGsI$UO7uR}Ea3S}7pNRmmiBR4gXQNZ
zsXb{V=7gPzlU&zFJkv@W@3-ex?WQt<8<IQJ)7wWQl0gUBn;dHj;cF!po~HcCtpsC?
z;;6jxZu`}Jxy?ZEBOKt5r4qfz79<jxK?kU*DX4-m^3(dzlLqxGJhCg0rvuWYibEzr
z9Ex+qt;rnwQYr)-QXSVp^;xBmIm3PxXc~>;SLdOo_7dD|Qt$a&txQK15=F4*H8mx$
zJ6xwBVB|4A)c7SkwlU+esbq{e=dZ0YJ8+G;j(sUw#a%V2VNMPYN{}8ZF-nbtgIXD~
zN^1`I<Ws1iMJa(v7Dec4(y(O&bg11oZjaZMsI8v_qjjm+z0qolDJk5P6j4P0A)=O&
zfC?z1G=>yXQqTcKB`p9Y6j4A06qHZ_MI{sg_dR^I9^fJbf2=#hpKha%dis{WS=7-Z
z)tM1hQ)>LGFgjIX`k7+74#;p$#}JL*F6@=`2mJcdMv^gz+wA0g-#5%pe|nDOou`w^
zuk$r<f#zNCK1N->-%9B@2xMiKBnb*``LlpP#{<7{NgE+Ym5^^dFzLtn%|=yBE((vn
zJ5ypL%yN4#@}NbS<BgMc8RJZ4NybO9q%3^k8Ci~Yg2T73AB7mpBA!Q>ct3?lIU%11
z8CA|G0#7Xi0J%`SHsO%p<kJHT?gI!$7@j$%zXOgwV^%;9Gj9R7J$dXX0z9Ip%=u%^
zN#pUL7FhzP$_GHe^ZtLW3I6~e#eauj<F!dKEpWk!AQ8c!OLLNZzluFGFZXl$S6I#r
zWG3Rn87;;>gm$h`3I70uxjFv;mi5(3#GG;SAL~&}-nUOdKXxMkDQ0pv0C~@DfBN2)
z8@A~;usAFHJv03?Qb2O&Jp96-QcSockSjwHXz(N$j0rG7=YT-#^`#4#in_AQf9ILV
z>(?H*sbeJR_by2-@^X6BfbHhP^B?tozghsRD+oSa(r*I{2<wi7dQ)SCSyo02<PJjh
z9Pny80$j*gmOGoTH4NPo@uUTU+mMpyc0t38WP5Q=SKYQX2(cbQ?kAsLdX5rI%aVW9
zijyb%M{Z8s4m)+A2JZ6YV9L%&BLH{fr}_1z+)<d}i<QO-;15s6t;6!damOvvsm=cY
zA98!+`cMN9parDfSo9ddVtV7!lt=SB6aXA{>Hd4uZT|q{=?|lEPeM)Z!g9GkDd|8F
z22e?Tq_D<+l{<8xF_SE$bW@z4tx66)+&cvr9+d4%_jkBYlwb@FJ5mC(6^X!^A8Gr%
z1CIXyr|VEocOa0oZR((7^ruVmiE+owI(;ek97~bG+uDJml!Z!yxCHeAp<z<Z#F!io
zDmI{`S7A{y)rY8Bk!Y;TQIS>}p)`Q4cAM?kel=FXvl}O&tMY%VKaFNs{{XIkrDXmi
zqB_LT#cSyjZi%Bm!g#En)uW>y-#^l{TbWB^VO3ZbEXUs!6OYoTZWoVQjl0#e60>od
zuXQ?G#AJ|=y*L$Vt1n&u0FYPw3Z_oTx@z((omR}824SA$RICFo<vCN(ismb#)48xr
z`qojKZpQT>lDZ+3cg0nCV^f0Q8o6=C{{W?6zuq-6c4MZljXtUvbTrl!Ss(O4^`)DH
z7@)4CEWjSL<m6;kHtSPbo((IM(Q9eP6$_kHti&PY)j0{Fut>2P+$q&sGlD9?Cmm^A
zb^>rSN`x@rijG6_RCeEfi-n6+(!qM1eQ8fxg5&zpeFT=I%Ie(+H2(m8^-ACUaI40g
zUBXCJIi;i&>Y_;G2N@kjR-1-d2Y$6|^s3T-s(-CaibUw)&=7vKwO-i#hO8d+Aw9y9
om$fA^1r$<J7*RzO08vFH04)?zKm`<(PytCxNk9b@Q9vL6*<v)l{r~^~

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/manifest.json b/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/manifest.json
new file mode 100644
index 000000000..bc854eb3e
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/manifest.json
@@ -0,0 +1,98 @@
+{
+  "version": "2.0",
+  "job_id": "job_b85da362fe73",
+  "data_id": null,
+  "source_file_name": "micron-9c0becf5.pdf",
+  "processing_date": "2026-06-16T09:36:22.500624Z",
+  "processing": {
+    "page_count": 45,
+    "billing_status": "charged",
+    "cost": {
+      "micro_dollars": 67500,
+      "credits": 0.0675
+    },
+    "timing": {
+      "started_at": "2026-06-16T09:35:43.212079+00:00",
+      "completed_at": "2026-06-16T09:36:22.489871+00:00",
+      "duration_ms": 39277
+    },
+    "stages": {
+      "timing_ms": {
+        "document.profile": 5505,
+        "pdf.extract.standard": 8125,
+        "toc.detect_range_llm": 1197,
+        "md.detect_toc": 1223,
+        "heading.merge_pre_pass_llm": 1951,
+        "heading.hierarchy_llm_call": 5595,
+        "heading.hierarchy_llm": 5606,
+        "md.predict_headings": 7952,
+        "md.deferred_summaries": 15407,
+        "md.build_dataframe": 5,
+        "pdf.parse_md": 25500,
+        "document.cleanup_unreferenced_images": 1,
+        "document.compress_images": 45,
+        "worker.parse.document": 39183
+      },
+      "token_usage": {
+        "prompt_tokens": 7196,
+        "completion_tokens": 887,
+        "total_tokens": 8083
+      }
+    }
+  },
+  "statistics": {
+    "total_chunks": 87,
+    "text_chunks": 43,
+    "image_chunks": 24,
+    "table_chunks": 20,
+    "total_pages": null
+  },
+  "HIERARCHY": {
+    "Financial results": {
+      "Safe harbor statement": {},
+      "Sanjay Mehrotra": {},
+      "Overview (1 of 3)": {},
+      "Overview (2 of 3)": {},
+      "Overview (3 of 3)": {},
+      "Technology (1 of 2)": {},
+      "Technology (2 of 2)": {},
+      "Data center server demand": {},
+      "Data center HBM": {},
+      "Data center LP DRAM": {},
+      "Data center NAND": {},
+      "PC": {},
+      "Mobile": {},
+      "Automotive, industrial and embedded (1 of 2)": {},
+      "Automotive, industrial and embedded (2 of 2)": {},
+      "Market outlook": {},
+      "Supply efforts (1 of 3)": {},
+      "Supply efforts (2 of 3)": {},
+      "Supply efforts (3 of 3)": {},
+      "Mark Murphy": {},
+      "FQ2-26 revenue \\$23.9B": {},
+      "Performance by technology": {
+        "DRAM FQ2-26": {},
+        "NAND FQ2-26": {}
+      },
+      "Financial performance by business unit (1 of 2)": {},
+      "Financial performance by business unit (2 of 2)": {},
+      "FQ2-26": {},
+      "Cash flow and capital allocation": {},
+      "FQ3-26 guidance": {},
+      "Outlook": {}
+    },
+    "Appendix": {
+      "Financial summary": {},
+      "Non-GAAP financial data and guidance": {},
+      "Non-GAAP reconciliations": {},
+      "Non-GAAP reconciliations_2": {},
+      "Non-GAAP reconciliations_3": {},
+      "Non-GAAP reconciliations_4": {},
+      "Non-GAAP reconciliations_5": {},
+      "Non-GAAP reconciliations_6": {},
+      "Non-GAAP reconciliations_7": {},
+      "Non-GAAP reconciliations_8": {}
+    },
+    "micron": {}
+  }
+}
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/tables/table-0 Segment Financials.html b/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/tables/table-0 Segment Financials.html
new file mode 100644
index 000000000..a5b537f17
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/tables/table-0 Segment Financials.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td>Amounts in millions</td><td>FQ2-26</td><td>FQ1-26</td><td>FQ2-25</td></tr><tr><td>Cloud Memory (CMBU)</td><td></td><td></td><td></td></tr><tr><td>Revenue</td><td>$7,749</td><td>$5,284</td><td>$2,947</td></tr><tr><td>Gross margin</td><td>74 %</td><td>66 %</td><td>55 %</td></tr><tr><td>Operating margin</td><td>66 %</td><td>55 %</td><td>45 %</td></tr><tr><td>Core Data Center (CDBU)</td><td></td><td></td><td></td></tr><tr><td>Revenue</td><td>$5,687</td><td>$2,379</td><td>$1,830</td></tr><tr><td>Gross margin</td><td>74 %</td><td>51 %</td><td>47 %</td></tr><tr><td>Operating margin</td><td>67 %</td><td>37 %</td><td>33 %</td></tr><tr><td>Mobile and Client (MCBU)</td><td></td><td></td><td></td></tr><tr><td>Revenue</td><td>$7,711</td><td>$4,255</td><td>$2,236</td></tr><tr><td>Gross margin</td><td>79 %</td><td>54 %</td><td>15 %</td></tr><tr><td>Operating margin</td><td>76 %</td><td>47 %</td><td>1 %</td></tr><tr><td>Automotive and Embedded (AEBU)</td><td></td><td></td><td></td></tr><tr><td>Revenue</td><td>$2,708</td><td>$1,720</td><td>$1,034</td></tr><tr><td>Gross margin</td><td>68 %</td><td>45 %</td><td>21 %</td></tr><tr><td>Operating margin</td><td>62 %</td><td>36 %</td><td>6 %</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/tables/table-1 Cash Flow Data.html b/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/tables/table-1 Cash Flow Data.html
new file mode 100644
index 000000000..dcee61d77
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/tables/table-1 Cash Flow Data.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td>Cash flow from operations</td><td>FQ2-26: $11.9 billion (50% of revenue)</td></tr><tr><td>Net Capex $^{1}$ </td><td>FQ2-26: $5.0 billion</td></tr><tr><td>Adjusted free cash flow*</td><td>FQ2-26: $6.9 billion</td></tr><tr><td>Buybacks</td><td>FQ2-26: $350 million</td></tr><tr><td>Dividends</td><td>Dividend of $0.15 per share will be paid on April 15 $^{th}$ </td></tr><tr><td>Liquidity $^{2}$ </td><td>$20.2 billion in liquidity at end of FQ2-26</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/tables/table-10 Memory Revenue.html b/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/tables/table-10 Memory Revenue.html
new file mode 100644
index 000000000..7de007be0
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/tables/table-10 Memory Revenue.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td>Amounts in millions</td><td>FQ2-26</td><td>FQ1-26</td><td>Q/Q % Change</td><td>FQ2-25</td><td>Y/Y % Change</td></tr><tr><td>DRAM</td><td>$18,768</td><td>$10,812</td><td>74%</td><td>$6,123</td><td>207%</td></tr><tr><td>NAND</td><td>4,997</td><td>2,743</td><td>82%</td><td>1,855</td><td>169%</td></tr><tr><td>Other (primarily NOR)</td><td>95</td><td>88</td><td>8%</td><td>75</td><td>27%</td></tr><tr><td>Total</td><td>$23,860</td><td>$13,643</td><td>75%</td><td>$8,053</td><td>196%</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/tables/table-11 Revenue Growth.html b/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/tables/table-11 Revenue Growth.html
new file mode 100644
index 000000000..be8d36771
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/tables/table-11 Revenue Growth.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td>Amounts in millions</td><td>FQ2-26</td><td>FQ1-26</td><td>Q/Q % Change</td><td>FQ2-25</td><td>Y/Y % Change</td></tr><tr><td>Cloud Memory (CMBU)</td><td>$7,749</td><td>$5,284</td><td>47%</td><td>$2,947</td><td>163%</td></tr><tr><td>Core Data Center (CDBU)</td><td>5,687</td><td>2,379</td><td>139%</td><td>1,830</td><td>211%</td></tr><tr><td>Mobile and Client (MCBU)</td><td>7,711</td><td>4,255</td><td>81%</td><td>2,236</td><td>245%</td></tr><tr><td>Automotive and Embedded (AEBU)</td><td>2,708</td><td>1,720</td><td>57%</td><td>1,034</td><td>162%</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/tables/table-12 Financial Results.html b/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/tables/table-12 Financial Results.html
new file mode 100644
index 000000000..3761a7a67
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/tables/table-12 Financial Results.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td>Amounts in millions</td><td>FQ2-26</td><td>FQ1-26</td><td>FQ2-25</td></tr><tr><td>GAAP gross margin</td><td>$17,755</td><td>$7,646</td><td>$2,963</td></tr><tr><td>Stock-based compensation</td><td>121</td><td>107</td><td>89</td></tr><tr><td>Other</td><td>—</td><td>—</td><td>1</td></tr><tr><td>Non-GAAP gross margin</td><td>$17,876</td><td>$7,753</td><td>$3,053</td></tr><tr><td></td><td></td><td></td><td></td></tr><tr><td>GAAP operating expenses</td><td>$1,620</td><td>$1,510</td><td>$1,190</td></tr><tr><td>Stock-based compensation</td><td>(176)</td><td>(173)</td><td>(144)</td></tr><tr><td>Other</td><td>(23)</td><td>(3)</td><td>—</td></tr><tr><td>Non-GAAP operating expenses</td><td>$1,421</td><td>$1,334</td><td>$1,046</td></tr><tr><td></td><td></td><td></td><td></td></tr><tr><td>GAAP operating income</td><td>$16,135</td><td>$6,136</td><td>$1,773</td></tr><tr><td>Stock-based compensation</td><td>297</td><td>280</td><td>233</td></tr><tr><td>Other</td><td>23</td><td>3</td><td>1</td></tr><tr><td>Non-GAAP operating income</td><td>$16,455</td><td>$6,419</td><td>$2,007</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/tables/table-13 Non-GAAP Financials.html b/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/tables/table-13 Non-GAAP Financials.html
new file mode 100644
index 000000000..2004b7bca
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/tables/table-13 Non-GAAP Financials.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td>Amounts in millions</td><td>FQ2-26</td><td>FQ1-26</td><td>FQ2-25</td></tr><tr><td>GAAP cost of goods sold</td><td>$6,105</td><td>$5,997</td><td>$5,090</td></tr><tr><td>Stock-based compensation</td><td>(121)</td><td>(107)</td><td>(89)</td></tr><tr><td>Other</td><td>—</td><td>—</td><td>(1)</td></tr><tr><td>Non-GAAP cost of goods sold</td><td>$5,984</td><td>$5,890</td><td>$5,000</td></tr><tr><td></td><td></td><td></td><td></td></tr><tr><td>GAAP research and development</td><td>$1,250</td><td>$1,171</td><td>$898</td></tr><tr><td>Stock-based compensation</td><td>(120)</td><td>(106)</td><td>(88)</td></tr><tr><td>Other</td><td>(1)</td><td>(1)</td><td>—</td></tr><tr><td>Non-GAAP research and development</td><td>$1,129</td><td>$1,064</td><td>$810</td></tr><tr><td></td><td></td><td></td><td></td></tr><tr><td>GAAP selling, general, and administrative</td><td>$344</td><td>$337</td><td>$285</td></tr><tr><td>Stock-based compensation</td><td>(56)</td><td>(67)</td><td>(56)</td></tr><tr><td>Non-GAAP selling, general, and administrative</td><td>$288</td><td>$270</td><td>$229</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/tables/table-14 Non-GAAP Net Income.html b/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/tables/table-14 Non-GAAP Net Income.html
new file mode 100644
index 000000000..bacb7b809
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/tables/table-14 Non-GAAP Net Income.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td>Amounts in millions</td><td>FQ2-26</td><td>FQ1-26</td><td>FQ2-25</td></tr><tr><td>GAAP net income</td><td>$13,785</td><td>$5,240</td><td>$1,583</td></tr><tr><td>Stock-based compensation</td><td>297</td><td>280</td><td>233</td></tr><tr><td>Loss on debt prepayments</td><td>47</td><td>130</td><td>4</td></tr><tr><td>Other</td><td>25</td><td>(20)</td><td>—</td></tr><tr><td>Estimated tax effects of above and other tax adjustments</td><td>(133)</td><td>(148)</td><td>(37)</td></tr><tr><td>Non-GAAP net income</td><td>$14,021</td><td>$5,482</td><td>$1,783</td></tr><tr><td colspan="4"></td></tr><tr><td>GAAP income tax (provision) benefit</td><td>($2,371)</td><td>($829)</td><td>($177)</td></tr><tr><td>Estimated tax effects of non-GAAP adjustments and other tax adjustments</td><td>(133)</td><td>(148)</td><td>(37)</td></tr><tr><td>Non-GAAP income tax (provision) benefit</td><td>($2,504)</td><td>($977)</td><td>($214)</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/tables/table-15 Adjusted EBITDA.html b/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/tables/table-15 Adjusted EBITDA.html
new file mode 100644
index 000000000..ab1d22449
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/tables/table-15 Adjusted EBITDA.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td>Amounts in millions</td><td>FQ2-26</td><td>FQ1-26</td><td>FQ2-25</td></tr><tr><td>GAAP net income</td><td>$13,785</td><td>$5,240</td><td>$1,583</td></tr><tr><td>Interest (income) expense, net</td><td>(123)</td><td>(65)</td><td>4</td></tr><tr><td>Income tax provision (benefit)</td><td>2,371</td><td>829</td><td>177</td></tr><tr><td>Depreciation expense and amortization of intangible assets</td><td>2,286</td><td>2,212</td><td>2,079</td></tr><tr><td>Non-GAAP adjustments</td><td></td><td></td><td></td></tr><tr><td>Stock-based compensation</td><td>297</td><td>280</td><td>233</td></tr><tr><td>Loss on debt prepayments</td><td>47</td><td>130</td><td>4</td></tr><tr><td>Other</td><td>22</td><td>(22)</td><td>—</td></tr><tr><td>Adjusted EBITDA</td><td>$18,685</td><td>$8,604</td><td>$4,080</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/tables/table-16 Financial Data.html b/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/tables/table-16 Financial Data.html
new file mode 100644
index 000000000..fae548fbc
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/tables/table-16 Financial Data.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td>Amounts in millions, except per share</td><td>FQ2-26</td><td>FQ1-26</td><td>FQ2-25</td></tr><tr><td>GAAP shares used in diluted EPS calculations</td><td>1,142</td><td>1,138</td><td>1,123</td></tr><tr><td>Adjustment for stock-based compensation</td><td>7</td><td>10</td><td>20</td></tr><tr><td>Non-GAAP shares used in diluted EPS calculations</td><td>1,149</td><td>1,148</td><td>1,143</td></tr><tr><td>GAAP diluted earnings per share</td><td>$12.07</td><td>$4.60</td><td>$1.41</td></tr><tr><td>Effects of non-GAAP adjustments</td><td>0.13</td><td>0.18</td><td>0.15</td></tr><tr><td>Non-GAAP diluted earnings per share</td><td>$12.20</td><td>$4.78</td><td>$1.56</td></tr><tr><td>Net cash provided by operating activities</td><td>$11,903</td><td>$8,411</td><td>$3,942</td></tr><tr><td>Expenditures for property, plant, and equipment</td><td>(6,387)</td><td>(5,389)</td><td>(4,055)</td></tr><tr><td>Proceeds from sales of property, plant, and equipment</td><td>5</td><td>6</td><td>7</td></tr><tr><td>Proceeds from government incentives</td><td>1,378</td><td>878</td><td>963</td></tr><tr><td>Investments in capital expenditures, net</td><td>(5,004)</td><td>(4,505)</td><td>(3,085)</td></tr><tr><td>Adjusted free cash flow</td><td>$6,899</td><td>$3,906</td><td>$857</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/tables/table-17 Cash Position.html b/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/tables/table-17 Cash Position.html
new file mode 100644
index 000000000..4b829a86f
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/tables/table-17 Cash Position.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td>Amounts in millions</td><td>FQ2-26</td><td>FQ1-26</td><td>FQ2-25</td></tr><tr><td>Cash and cash equivalents</td><td>$13,908</td><td>$9,731</td><td>$7,552</td></tr><tr><td>Short-term investments</td><td>681</td><td>587</td><td>663</td></tr><tr><td>Long-term marketable investments</td><td>2,038</td><td>1,697</td><td>1,375</td></tr><tr><td>Restricted cash</td><td>26</td><td>1</td><td>11</td></tr><tr><td>Current debt</td><td>(585)</td><td>(569)</td><td>(504)</td></tr><tr><td>Long-term debt</td><td>(9,557)</td><td>(11,187)</td><td>(13,851)</td></tr><tr><td>Net cash</td><td>$6,511</td><td>$260</td><td>($4,754)</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/tables/table-18 GAAP vs Non-GAAP.html b/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/tables/table-18 GAAP vs Non-GAAP.html
new file mode 100644
index 000000000..8376748ff
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/tables/table-18 GAAP vs Non-GAAP.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td></td><td>GAAP Outlook</td><td colspan="2">Adjustments</td><td>Non-GAAP Outlook</td></tr><tr><td>Revenue</td><td>$33.5 billion ± $750 million</td><td>—</td><td></td><td>$33.5 billion ± $750 million</td></tr><tr><td>Gross margin</td><td>Approximately 81%</td><td>—</td><td>A</td><td>Approximately 81%</td></tr><tr><td>Operating expenses</td><td>Approximately $1.60 billion</td><td>$200 million</td><td>B</td><td>Approximately $1.40 billion</td></tr><tr><td>Diluted earnings per share*</td><td>$18.90 ± $0.40</td><td>$0.25</td><td>A, B, C</td><td>$19.15 ± $0.40</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/tables/table-19 Stock Compensation.html b/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/tables/table-19 Stock Compensation.html
new file mode 100644
index 000000000..ea38088e0
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/tables/table-19 Stock Compensation.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td>A</td><td>Stock-based compensation – cost of goods sold</td><td>$141</td></tr><tr><td>B</td><td>Stock-based compensation – research and development</td><td>132</td></tr><tr><td>B</td><td>Stock-based compensation – selling, general, and administrative</td><td>68</td></tr><tr><td>C</td><td>Tax effects of the above items and other tax adjustments</td><td>(52)</td></tr><tr><td></td><td></td><td>$289</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/tables/table-2 Financial Data.html b/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/tables/table-2 Financial Data.html
new file mode 100644
index 000000000..cf08e28a9
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/tables/table-2 Financial Data.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td>Revenue</td><td>$33.5 billion ± $750 million</td></tr><tr><td>Gross margin</td><td>Approximately 81%</td></tr><tr><td>Operating expenses</td><td>Approximately $1.40 billion</td></tr><tr><td>Diluted earnings per share*</td><td>$19.15 ± $0.40</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/tables/table-3 Quarterly Financials.html b/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/tables/table-3 Quarterly Financials.html
new file mode 100644
index 000000000..fd856f46b
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/tables/table-3 Quarterly Financials.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td>Amounts in millions, except per share</td><td>FQ2-26</td><td>% of revenue</td><td>FQ1-26</td><td>% of revenue</td><td>FQ2-25</td><td>% of revenue</td></tr><tr><td>Revenue</td><td>$23,860</td><td>100%</td><td>$13,643</td><td>100%</td><td>$8,053</td><td>100%</td></tr><tr><td>Gross margin</td><td>17,876</td><td>75%</td><td>7,753</td><td>57%</td><td>3,053</td><td>38%</td></tr><tr><td>Operating income</td><td>16,455</td><td>69%</td><td>6,419</td><td>47%</td><td>2,007</td><td>25%</td></tr><tr><td>Income tax (provision) benefit</td><td>(2,504)</td><td></td><td>(977)</td><td></td><td>(214)</td><td></td></tr><tr><td>Net income</td><td>14,021</td><td>59%</td><td>5,482</td><td>40%</td><td>1,783</td><td>22%</td></tr><tr><td>Diluted earnings per share</td><td>12.20</td><td></td><td>4.78</td><td></td><td>1.56</td><td></td></tr><tr><td>Cash provided by operating activities (GAAP)</td><td>11,903</td><td></td><td>8,411</td><td></td><td>3,942</td><td></td></tr><tr><td>Cash, marketable investments, and restricted cash (GAAP)</td><td>16,653</td><td></td><td>12,016</td><td></td><td>9,601</td><td></td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/tables/table-4 Revenue Breakdown.html b/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/tables/table-4 Revenue Breakdown.html
new file mode 100644
index 000000000..2ba1b672f
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/tables/table-4 Revenue Breakdown.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td>% of revenue</td><td>FQ2-26</td></tr><tr><td>DRAM</td><td>79 %</td></tr><tr><td>NAND</td><td>21 %</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/tables/table-5 Sales Volume Change.html b/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/tables/table-5 Sales Volume Change.html
new file mode 100644
index 000000000..38a1e1a27
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/tables/table-5 Sales Volume Change.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td>% Sales volume change</td><td>FQ2-26 Q/Q</td></tr><tr><td>DRAM</td><td>Increased mid-single digits</td></tr><tr><td>NAND</td><td>Increased in the low-single-digit percentage range</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/tables/table-6 ASP Changes Q_Q.html b/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/tables/table-6 ASP Changes Q_Q.html
new file mode 100644
index 000000000..339cc5e19
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/tables/table-6 ASP Changes Q_Q.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td>% ASP change</td><td>FQ2-26 Q/Q</td></tr><tr><td>DRAM</td><td>Increased in the mid-60s percentage range</td></tr><tr><td>NAND</td><td>Increased in the high-70s percentage range</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/tables/table-7 FQ2-26 vs FQ3-26.html b/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/tables/table-7 FQ2-26 vs FQ3-26.html
new file mode 100644
index 000000000..777000a76
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/tables/table-7 FQ2-26 vs FQ3-26.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td></td><td>FQ2-26 non-GAAP (amounts in millions, except per share)</td><td>FQ3-26 non-GAAP guidance</td></tr><tr><td>Revenue</td><td>$23,860</td><td>$33.5 billion ± $750 million</td></tr><tr><td>Gross margin</td><td>74.9%</td><td>Approximately 81%</td></tr><tr><td>Operating expenses</td><td>$1,421</td><td>Approximately $1.40 billion</td></tr><tr><td>Diluted earnings per share</td><td>$12.20</td><td>$19.15 ± $0.40</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/tables/table-8 Non-GAAP Estimates.html b/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/tables/table-8 Non-GAAP Estimates.html
new file mode 100644
index 000000000..3fbae60d3
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/tables/table-8 Non-GAAP Estimates.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td></td><td>FQ2-26 non-GAAP (amounts in millions)</td><td>FQ3-26 non-GAAP estimates</td></tr><tr><td>Diluted shares</td><td>1,149</td><td>~1.15 billion</td></tr><tr><td>Income tax (provision) benefit</td><td>($2,504)</td><td>Approximately 15.1%</td></tr><tr><td>Cash from operations (GAAP)</td><td>$11,903</td><td>—</td></tr><tr><td>Investments in capex, net (capital cash flow)</td><td>$5,004</td><td>Approximately $7.0 billion</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/tables/table-9 Memory Revenue.html b/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/tables/table-9 Memory Revenue.html
new file mode 100644
index 000000000..da0a29bb7
--- /dev/null
+++ b/apps/api/app/data/demo_documents/financial-micron-report-9c0becf5/tables/table-9 Memory Revenue.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td>Amounts in millions</td><td>FQ2-26</td><td>% of revenue</td><td>FQ1-26</td><td>% of revenue</td><td>FQ2-25</td><td>% of revenue</td></tr><tr><td>DRAM</td><td>$18,768</td><td>79%</td><td>$10,812</td><td>79%</td><td>$6,123</td><td>76%</td></tr><tr><td>NAND</td><td>4,997</td><td>21%</td><td>2,743</td><td>20%</td><td>1,855</td><td>23%</td></tr><tr><td>Other (primarily NOR)</td><td>95</td><td>—%</td><td>88</td><td>1%</td><td>75</td><td>1%</td></tr><tr><td>Total</td><td>$23,860</td><td>100%</td><td>$13,643</td><td>100%</td><td>$8,053</td><td>100%</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/chunks.json b/apps/api/app/data/demo_documents/stem-transformers-tutorial/chunks.json
new file mode 100644
index 000000000..11ded8560
--- /dev/null
+++ b/apps/api/app/data/demo_documents/stem-transformers-tutorial/chunks.json
@@ -0,0 +1,18070 @@
+{
+  "chunks": [
+    {
+      "chunk_id": "ebb66038-69f5-53b6-9548-500107ab43e8",
+      "type": "text",
+      "content": "Jesús Cerquides (IIIA-CSIC)\n(2/07/2024)",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS",
+      "metadata": {
+        "length": 39,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Jes",
+          "Cerquides",
+          "IIIA",
+          "CSIC",
+          "07",
+          "2024"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "8035671c-2363-5baf-bee4-e59a7a9a9b63",
+      "type": "image",
+      "content": "\n# INTRODUCTION TO TRANSFORMERS <details>0\n[images/image-1-Profile Photo of a Man.jpg]\n",
+      "path": "images/image-1-Profile Photo of a Man.jpg",
+      "metadata": {
+        "length": 75,
+        "summary": "image-1\n- Subject: Male individual with short dark hair and facial stubble\n- Expression: Smiling, showing teeth\n- Attire: White t-shirt\n- Background: Green foliage (outdoor setting)\n- Format: Circular crop",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-1-Profile Photo of a Man.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "34e61982-4c30-5620-9f6f-05472c1c5f35",
+      "type": "image",
+      "content": "\n</details> ## Interests0\n[images/image-2-__details_.jpg]\n",
+      "path": "images/image-2-__details_.jpg",
+      "metadata": {
+        "length": 58,
+        "summary": "image-2\n</details> ## Interests0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-2-__details_.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "5e534dda-8198-5981-aed4-bc95b7f25b01",
+      "type": "text",
+      "content": "http://www.iiia.csic.es/\\~cerquide\n\n# INTRODUCTION TO TRANSFORMERS <details>0\n[images/image-1-Profile Photo of a Man.jpg]\n\n<details>\n<summary>natural_image</summary>\nCircular portrait of a smiling man with short hair and beard, set against green foliage background (no text or symbols)\n</details>\nJesus Cerquides\nScientific Researcher, IIIA/CSIC\ncerquide@iia.csic.es\n+34 934840520\n\n</details> ## Interests0\n[images/image-2-__details_.jpg]",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/Who am I?",
+      "metadata": {
+        "length": 426,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "http",
+          "www",
+          "iiia",
+          "csic",
+          "es",
+          "cerquide",
+          "INTRODUCTION",
+          "TO",
+          "TRANSFORMERS",
+          "details",
+          "summary",
+          "natural",
+          "image",
+          "Circular",
+          "portrait",
+          "smiling",
+          "man",
+          "short",
+          "hair",
+          "beard",
+          "set",
+          "green",
+          "foliage",
+          "background",
+          "text",
+          "symbols",
+          "Jesus",
+          "Cerquides",
+          "Scientific",
+          "Researcher",
+          "IIIA",
+          "CSIC",
+          "iia",
+          "34",
+          "934840520",
+          "Interests0"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "8035671c-2363-5baf-bee4-e59a7a9a9b63",
+            "relation": "embeds",
+            "ref": "[images/image-1-Profile Photo of a Man.jpg]",
+            "position": {
+              "start": 78,
+              "end": 121
+            }
+          },
+          {
+            "target": "34e61982-4c30-5620-9f6f-05472c1c5f35",
+            "relation": "embeds",
+            "ref": "[images/image-2-__details_.jpg]",
+            "position": {
+              "start": 407,
+              "end": 438
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "26b5f017-d1dd-5481-b0f2-39599ae1414b",
+      "type": "text",
+      "content": "• AI for Participatory Sciences & Democracy\n• Probabilistic Graphical Models\n- Causal Inference\n• Machine Learning in Health\n• Quantum Machine Learning",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/Interests",
+      "metadata": {
+        "length": 151,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "AI",
+          "Participatory",
+          "Sciences",
+          "Democracy",
+          "Probabilistic",
+          "Graphical",
+          "Models",
+          "Causal",
+          "Inference",
+          "Machine",
+          "Learning",
+          "Health",
+          "Quantum"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "47c8b265-2ef7-5a8c-bcd2-fc2a567a110d",
+      "type": "text",
+      "content": "BarcelonaTech 1996 - 2003\nPh.D. Artificial Intelligence\nUAB 2008 - 2011\nDegree Mathematics\nUAB prize to the best student in that promotion\nBarcelonaTech 1990 - 1995\nM. Sc. Computer Science\nSpanish prize to the best student in CS in the country that year",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/Academia",
+      "metadata": {
+        "length": 253,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "BarcelonaTech",
+          "1996",
+          "2003",
+          "Ph",
+          "Artificial",
+          "Intelligence",
+          "UAB",
+          "2008",
+          "2011",
+          "Degree",
+          "Mathematics",
+          "prize",
+          "student",
+          "promotion",
+          "1990",
+          "1995",
+          "Sc",
+          "Computer",
+          "Science",
+          "Spanish",
+          "CS",
+          "country",
+          "year"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "455fddd0-20af-51c4-9adb-3946957700d2",
+      "type": "text",
+      "content": "• Transformers and composites\n- The main tasks you can solve with transformers\n- How these tasks can be solved and main transformer constructs and layers.\n- Opening transformer layers. How do transformers work internally.",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/What I hope you will learn",
+      "metadata": {
+        "length": 221,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Transformers",
+          "composites",
+          "The",
+          "main",
+          "tasks",
+          "solve",
+          "transformers",
+          "How",
+          "solved",
+          "transformer",
+          "constructs",
+          "layers",
+          "Opening",
+          "work",
+          "internally"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "3174e1a7-eb89-540d-bfa1-2e7f4f0dc947",
+      "type": "image",
+      "content": "\n• Transformers and composites <details>0\n[images/image-3-Timeline of AI Evolution.jpg]\n",
+      "path": "images/image-3-Timeline of AI Evolution.jpg",
+      "metadata": {
+        "length": 74,
+        "summary": "image-3\n- 1990s: Prehistoric Era (Rule-based methods, parsing, RNNs, LSTMs)\n- 2014: Simple attention mechanisms\n- 2017: Beginning of transformers (Attention is all you need)\n- 2018: Explosion of transformers in NLP (BERT, GPT-3)\n- 2018-2020: Explosion into other fields (ViTs, Alphafold-2)\n- 2021-2022: Start of Generative Era (Codex, Decision Transformers, GPT-X, DALL-E)\n- 2024: Present Day (Huge models, more applications: Chat-GPT, GPT-4, Gemini, Llama and open-source LLMs, Whisper, Robotics Transformer, Stable Diffusion, Sora)\n- Future",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-3-Timeline of AI Evolution.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "f392d202-d8c5-547e-a027-a8a87caeabf3",
+      "type": "table",
+      "content": "<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th>Era</th>\n      <th>Description</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>1990s</td>\n      <td>Prehistoric Era</td>\n    </tr>\n    <tr>\n      <td>2014</td>\n      <td>Simple attention mechanisms</td>\n    </tr>\n    <tr>\n      <td>2017</td>\n      <td>Beginning of transformers</td>\n    </tr>\n    <tr>\n      <td>2018</td>\n      <td>Explosion of transformers in NLP (BERT, GPT-3)</td>\n    </tr>\n    <tr>\n      <td>2018-2020</td>\n      <td>Explosion into other fields (ViTs, Alphafold-2.)</td>\n    </tr>\n    <tr>\n      <td>2021-2022</td>\n      <td>Start of Generative Era (Codex, Decision Transformers, GPT-X, DALL-E)</td>\n    </tr>\n    <tr>\n      <td>2024</td>\n      <td>Present Day (Future ?!)</td>\n    </tr>\n  </tbody>\n</table>",
+      "path": "tables/table-0 Transformer Era.html",
+      "metadata": {
+        "length": 828,
+        "summary": "table-1\nThe table outlines the evolution of transformer models from 1990s prehistoric AI to 2024, highlighting key milestones like 2017 transformers, 2018 BERT/GPT-3, and 2021-2022 generative era with Codex and DALL-E.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "tables/table-0 Transformer Era.html",
+        "keywords": [
+          "Transformers",
+          "NLP",
+          "Generative AI"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "15cead98-3063-5eb7-ab44-2c4c861c59cc",
+      "type": "text",
+      "content": "• Transformers and composites <details>0\n[images/image-3-Timeline of AI Evolution.jpg]\n\n<details>\n<summary>bar chart</summary>\n\n[tables/table-0 Transformer Era.html]\n\nHuge models, more applications: Chat-GPT, GPT-4, Gemini, Llama and open-source LLMs, Whisper, Robotics Transformer, Stable Diffusion, Sora, and so much more...!\n</details>",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/Attention Timeline",
+      "metadata": {
+        "length": 324,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Transformers",
+          "composites",
+          "details",
+          "summary",
+          "bar",
+          "chart",
+          "Huge",
+          "models",
+          "applications",
+          "Chat",
+          "GPT",
+          "Gemini",
+          "Llama",
+          "open",
+          "source",
+          "LLMs",
+          "Whisper",
+          "Robotics",
+          "Transformer",
+          "Stable",
+          "Diffusion",
+          "Sora"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "3174e1a7-eb89-540d-bfa1-2e7f4f0dc947",
+            "relation": "embeds",
+            "ref": "[images/image-3-Timeline of AI Evolution.jpg]",
+            "position": {
+              "start": 41,
+              "end": 86
+            }
+          },
+          {
+            "target": "f392d202-d8c5-547e-a027-a8a87caeabf3",
+            "relation": "embeds",
+            "ref": "[tables/table-0 Transformer Era.html]",
+            "position": {
+              "start": 128,
+              "end": 165
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "db01c80f-8d18-5107-a512-473aa09c57db",
+      "type": "image",
+      "content": "\nComposite: Something that is made up of distinct parts or elements. <details>0\n[images/image-4-Composite_.jpg]\n",
+      "path": "images/image-4-Composite_.jpg",
+      "metadata": {
+        "length": 112,
+        "summary": "image-4\nComposite: Something that is made up of distinct parts or elements. <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-4-Composite_.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "81f1098b-c671-5ace-9c74-a60b3bee6703",
+      "type": "image",
+      "content": "\n<summary>natural_image</summary> <details>0\n[images/image-5-Sound Signal Waveform.jpg]\n",
+      "path": "images/image-5-Sound Signal Waveform.jpg",
+      "metadata": {
+        "length": 77,
+        "summary": "image-5\n- Chart Title: Sound signal (s)\n- Y-Axis Label: f_d\n- Visual Content: A blue waveform graph showing amplitude variations over time.\n- Key Features: The signal exhibits high amplitude and density on the left side, gradually decreasing in intensity towards the right. Vertical black lines divide the chart into distinct sections or intervals.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-5-Sound Signal Waveform.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "d94f69c0-21e3-5e85-8539-526850d3fe2a",
+      "type": "table",
+      "content": "<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th>Time Segment</th>\n      <th>Frequency (s)</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <td>1</td>\n      <td>0.5</td>\n    </tr>\n    <tr>\n      <td>2</td>\n      <td>0.3</td>\n    </tr>\n    <tr>\n      <td>3</td>\n      <td>0.7</td>\n    </tr>\n    <tr>\n      <td>4</td>\n      <td>0.2</td>\n    </tr>\n    <tr>\n      <td>5</td>\n      <td>0.8</td>\n    </tr>\n    <tr>\n      <td>6</td>\n      <td>0.4</td>\n    </tr>\n    <tr>\n      <td>7</td>\n      <td>0.6</td>\n    </tr>\n    <tr>\n      <td>8</td>\n      <td>0.9</td>\n    </tr>\n    <tr>\n      <td>9</td>\n      <td>0.1</td>\n    </tr>\n    <tr>\n      <td>10</td>\n      <td>0.5</td>\n    </tr>\n    <tr>\n      <td>11</td>\n      <td>0.3</td>\n    </tr>\n    <tr>\n      <td>12</td>\n      <td>0.7</td>\n    </tr>\n    <tr>\n      <td>13</td>\n      <td>0.2</td>\n    </tr>\n    <tr>\n      <td>14</td>\n      <td>0.8</td>\n    </tr>\n    <tr>\n      <td>15</td>\n      <td>0.4</td>\n    </tr>\n    <tr>\n      <td>16</td>\n      <td>0.6</td>\n    </tr>\n    <tr>\n      <td>17</td>\n      <td>0.9</td>\n    </tr>\n    <tr>\n      <td>18</td>\n      <td>0.1</td>\n    </tr>\n    <tr>\n      <td>19</td>\n      <td>0.5</td>\n    </tr>\n    <tr>\n      <td>20</td>\n      <td>0.3</td>\n    </tr>\n    <tr>\n      <td>21</td>\n      <td>0.7</td>\n    </tr>\n    <tr>\n      <td>22</td>\n      <td>0.2</td>\n    </tr>\n    <tr>\n      <td>23</td>\n      <td>0.8</td>\n    </tr>\n    <tr>\n      <td>24</td>\n      <td>0.4</td>\n    </tr>\n    <tr>\n      <td>25</td>\n      <td>0.6</td>\n    </tr>\n    <tr>\n      <td>26</td>\n      <td>0.9</td>\n    </tr>\n    <tr>\n      <td>27</td>\n      <td>0.1</td>\n    </tr>\n    <tr>\n      <td>28</td>\n      <td>0.5</td>\n    </tr>\n    <tr>\n      <td>29</td>\n      <td>0.3</td>\n    </tr>\n    <tr>\n      <td>30</td>\n      <td>0.7</td>\n    </tr>\n    <tr>\n      <td>31</td>\n      <td>0.2</td>\n    </tr>\n    <tr>\n      <td>32</td>\n      <td>0.8</td>\n    </tr>\n    <tr>\n      <td>33</td>\n      <td>0.4</td>\n    </tr>\n    <tr>\n      <td>34</td>\n      <td>0.6</td>\n    </tr>\n    <tr>\n      <td>35</td>\n      <td>0.9</td>\n    </tr>\n    <tr>\n      <td>36</td>\n      <td>0.1</td>\n    </tr>\n    <tr>\n      <td>37</td>\n      <td>0.5</td>\n    </tr>\n    <tr>\n      <td>38</td>\n      <td>0.3</td>\n    </tr>\n    <tr>\n      <td>39</td>\n      <td>0.7</td>\n    </tr>\n    <tr>\n      <td>40</td>\n      <td>0.2</td>\n    </tr>\n    <tr>\n      <td>41</td>\n      <td>0.8</td>\n    </tr>\n    <tr>\n      <td>42</td>\n      <td>0.4</td>\n    </tr>\n    <tr>\n      <td>43</td>\n      <td>0.6</td>\n    </tr>\n    <tr>\n      <td>44</td>\n      <td>0.9</td>\n    </tr>\n    <tr>\n      <td>45</td>\n      <td>0.1</td>\n    </tr>\n    <tr>\n      <td>46</td>\n      <td>0.5</td>\n    </tr>\n    <tr>\n      <td>47</td>\n      <td>0.3</td>\n    </tr>\n    <tr>\n      <td>48</td>\n      <td>0.7</td>\n    </tr>\n    <tr>\n      <td>49</td>\n      <td>0.2</td>\n    </tr>\n    <tr>\n      <td>50</td>\n      <td>0.8</td>\n    </tr>\n    <tr>\n      <td>51</td>\n      <td>0.4</td>\n    </tr>\n    <tr>\n      <td>52</td>\n      <td>0.6</td>\n    </tr>\n    <tr>\n      <td>53</td>\n      <td>0.9</td>\n    </tr>\n    <tr>\n      <td>54</td>\n      <td>0.1</td>\n    </tr>\n    <tr>\n      <td>55</td>\n      <td>0.5</td>\n    </tr>\n    <tr>\n      <td>56</td>\n      <td>0.3</td>\n    </tr>\n    <tr>\n      <td>57</td>\n      <td>0.7</td>\n    </tr>\n    <tr>\n      <td>58</td>\n      <td>0.2</td>\n    </tr>\n    <tr>\n      <td>59</td>\n      <td>0.8</td>\n    </tr>\n    <tr>\n      <td>60</td>\n      <td>0.4</td>\n    </tr>\n    <tr>\n      <td>61</td>\n      <td>0.6</td>\n    </tr>\n    <tr>\n      <td>62</td>\n      <td>0.9</td>\n    </tr>\n    <tr>\n      <td>63</td>\n      <td>0.1</td>\n    </tr>\n    <tr>\n      <td>64</td>\n      <td>0.5</td>\n    </tr>\n    <tr>\n      <td>65</td>\n      <td>0.3</td>\n    </tr>\n    <tr>\n      <td>66</td>\n      <td>0.7</td>\n    </tr>\n    <tr>\n      <td>67</td>\n      <td>0.2</td>\n    </tr>\n    <tr>\n      <td>68</td>\n      <td>0.8</td>\n    </tr>\n    <tr>\n      <td>69</td>\n      <td>0.4</td>\n    </tr>\n    <tr>\n      <td>70</td>\n      <td>0.6</td>\n    </tr>\n    <tr>\n      <td>71</td>\n      <td>0.9</td>\n    </tr>\n    <tr>\n      <td>72</td>\n      <td>0.1</td>\n    </tr>\n    <tr>\n      <td>73</td>\n      <td>0.5</td>\n    </tr>\n    <tr>\n      <td>74</td>\n      <td>0.3</td>\n    </tr>\n    <tr>\n      <td>75</td>\n      <td>0.7</td>\n    </tr>\n    <tr>\n      <td>76</td>\n      <td>0.2</td>\n    </tr>\n    <tr>\n      <td>77</td>\n      <td>0.8</td>\n    </tr>\n    <tr>\n      <td>78</td>\n      <td>0.4</td>\n    </tr>\n    <tr>\n      <td>79</td>\n      <td>0.6</td>\n    </tr>\n    <tr>\n      <td>80</td>\n      <td>0.9</td>\n    </tr>\n    <tr>\n      <td>81</td>\n      <td>0.1</td>\n    </tr>\n    <tr>\n      <td>82</td>\n      <td>0.5</td>\n    </tr>\n    <tr>\n      <td>83</td>\n      <td>0.3</td>\n    </tr>\n    <tr>\n      <td>84</td>\n      <td>0.7</td>\n    </tr>\n    <tr>\n      <td>85</td>\n      <td>0.2</td>\n    </tr>\n    <tr>\n      <td>86</td>\n      <td>0.8</td>\n    </tr>\n    <tr>\n      <td>87</td>\n      <td>0.4</td>\n    </tr>\n    <tr>\n      <td>88</td>\n      <td>0.6</td>\n    </tr>\n    <tr>\n      <td>89</td>\n      <td>0.9</td>\n    </tr>\n    <tr>\n      <td>90</td>\n      <td>0.1</td>\n    </tr>\n    <tr>\n      <td>91</td>\n      <td>0.5</td>\n    </tr>\n    <tr>\n      <td>92</td>\n      <td>0.3</td>\n    </tr>\n    <tr>\n      <td>93</td>\n      <td>0.7</td>\n    </tr>\n    <tr>\n      <td>94</td>\n      <td>0.2</td>\n    </tr>\n    <tr>\n      <td>95</td>\n      <td>0.8</td>\n    </tr>\n    <tr>\n      <td>96</td>\n      <td>0.4</td>\n    </tr>\n    <tr>\n      <td>97</td>\n      <td>0.6</td>\n    </tr>\n    <tr>\n      <td>98</td>\n      <td>0.9</td>\n    </tr>\n    <tr>\n      <td>99</td>\n      <td>0.1</td>\n    </tr>\n  </tbody>\n</table>",
+      "path": "tables/table-1 Frequency Data.html",
+      "metadata": {
+        "length": 5778,
+        "summary": "table-2\nThe table shows frequency values over 100 time segments, ranging from 0 to 0.9, with a repeating pattern of values.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "tables/table-1 Frequency Data.html",
+        "keywords": [
+          "Time",
+          "Frequency",
+          "Data"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "faf025f0-0051-585f-b682-1795753f11b3",
+      "type": "text",
+      "content": "Transformers are a neural network architecture for working with composites:\nComposite: Something that is made up of distinct parts or elements.\nExamples of composites:\nText:\nThe elements of a sentence are words\nImages:\n\nComposite: Something that is made up of distinct parts or elements. <details>0\n[images/image-4-Composite_.jpg]\n\n<details>\n<summary>natural_image</summary>\nAbstract geometric composition of a blue fish shape composed of triangular segments (no text or symbols)\n</details>\nPatches\nSound:\n\n<summary>natural_image</summary> <details>0\n[images/image-5-Sound Signal Waveform.jpg]\n\n<details>\n<summary>line chart</summary>\n\n[tables/table-1 Frequency Data.html]\n\n| Note: The actual values are not provided in the code image, so they are estimated from the visual data source table to match the original data table numbers in the code format.\n</details>\nFrames\nEach of these elements are referred to generically as tokens.\nThe process of breaking a composite into tokens is known as tokenization.",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/What are transformers?",
+      "metadata": {
+        "length": 1007,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Transformers",
+          "neural",
+          "network",
+          "architecture",
+          "working",
+          "composites",
+          "Composite",
+          "Something",
+          "made",
+          "distinct",
+          "parts",
+          "elements",
+          "Examples",
+          "Text",
+          "The",
+          "sentence",
+          "words",
+          "Images",
+          "details",
+          "summary",
+          "natural",
+          "image",
+          "Abstract",
+          "geometric",
+          "composition",
+          "blue",
+          "fish",
+          "shape",
+          "composed",
+          "triangular",
+          "segments",
+          "text",
+          "symbols",
+          "Patches",
+          "Sound",
+          "line",
+          "chart",
+          "Note",
+          "actual",
+          "values",
+          "provided",
+          "code",
+          "estimated",
+          "visual",
+          "data",
+          "source",
+          "table",
+          "match",
+          "original",
+          "numbers",
+          "format",
+          "Frames",
+          "Each",
+          "referred",
+          "generically",
+          "tokens",
+          "process",
+          "breaking",
+          "composite",
+          "tokenization"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "db01c80f-8d18-5107-a512-473aa09c57db",
+            "relation": "embeds",
+            "ref": "[images/image-4-Composite_.jpg]",
+            "position": {
+              "start": 299,
+              "end": 330
+            }
+          },
+          {
+            "target": "81f1098b-c671-5ace-9c74-a60b3bee6703",
+            "relation": "embeds",
+            "ref": "[images/image-5-Sound Signal Waveform.jpg]",
+            "position": {
+              "start": 551,
+              "end": 593
+            }
+          },
+          {
+            "target": "d94f69c0-21e3-5e85-8539-526850d3fe2a",
+            "relation": "embeds",
+            "ref": "[tables/table-1 Frequency Data.html]",
+            "position": {
+              "start": 636,
+              "end": 672
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "74160ddd-d12a-53c7-bf46-53534ce1132e",
+      "type": "text",
+      "content": "Natural Language Processing: text classification, named entity recognition, question answering, language modeling, summarization, translation, multiple choice, and text generation.\nComputer Vision: image classification, object detection, and segmentation.\nAudio: automatic speech recognition and audio classification.\nMultimodal: table question answering, optical character recognition, information extraction from scanned documents, video classification, and visual question answering.",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/What can we do with transformers?",
+      "metadata": {
+        "length": 486,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Natural",
+          "Language",
+          "Processing",
+          "text",
+          "classification",
+          "named",
+          "entity",
+          "recognition",
+          "question",
+          "answering",
+          "language",
+          "modeling",
+          "summarization",
+          "translation",
+          "multiple",
+          "choice",
+          "generation",
+          "Computer",
+          "Vision",
+          "image",
+          "object",
+          "detection",
+          "segmentation",
+          "Audio",
+          "automatic",
+          "speech",
+          "audio",
+          "Multimodal",
+          "table",
+          "optical",
+          "character",
+          "information",
+          "extraction",
+          "scanned",
+          "documents",
+          "video",
+          "visual"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "43302d62-efa8-553e-9908-4939c0cbfd11",
+      "type": "text",
+      "content": "Classify composites\nComplete composites\nTransform composites",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/What can we do with transformers?_2",
+      "metadata": {
+        "length": 60,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Classify",
+          "composites",
+          "Complete",
+          "Transform"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "978ee391-08bb-53b0-913c-3760de7d3e88",
+      "type": "image",
+      "content": "\nClassify composites <details>0\n[images/image-6-A Cat in the Snow.jpg]\n",
+      "path": "images/image-6-A Cat in the Snow.jpg",
+      "metadata": {
+        "length": 64,
+        "summary": "image-6\nPrimary Subject: A small kitten with white and tabby fur sitting outdoors.\nScene Description: The background is a soft, out-of-focus blue, suggesting a snowy or cold environment. White specks resembling snowflakes are visible falling around the cat.\nNotable Features: The kitten has large eyes and pointed ears, looking directly at the camera. It is positioned behind a patch of grass covered with light snow.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-6-A Cat in the Snow.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "a380f277-2441-5ff4-a8e8-473a75698e1c",
+      "type": "text",
+      "content": "Classify composites\nTask: Given a composite classify it as belonging to one specific class\nExamples:\n\\- Image classification\nInputs\n\nClassify composites <details>0\n[images/image-6-A Cat in the Snow.jpg]\n\n<details>\n<summary>natural_image</summary>\nA tabby cat standing on grassy ground under a blue sky (no text or symbols visible)\n</details>\nImage Classification Model\nOutput\nEgyptian cat\n0.514\nTabby cat\n0.193\nTiger cat\n0.068",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/What can we do with transformers? Classify composites",
+      "metadata": {
+        "length": 419,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Classify",
+          "composites",
+          "Task",
+          "Given",
+          "composite",
+          "classify",
+          "belonging",
+          "specific",
+          "class",
+          "Examples",
+          "Image",
+          "classification",
+          "Inputs",
+          "details",
+          "summary",
+          "natural",
+          "image",
+          "tabby",
+          "cat",
+          "standing",
+          "grassy",
+          "ground",
+          "blue",
+          "sky",
+          "text",
+          "symbols",
+          "visible",
+          "Classification",
+          "Model",
+          "Output",
+          "Egyptian",
+          "0.514",
+          "Tabby",
+          "0.193",
+          "Tiger",
+          "0.068"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "978ee391-08bb-53b0-913c-3760de7d3e88",
+            "relation": "embeds",
+            "ref": "[images/image-6-A Cat in the Snow.jpg]",
+            "position": {
+              "start": 164,
+              "end": 202
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "67fea14e-42ba-5940-bcf9-08e915b384f2",
+      "type": "image",
+      "content": "\n## What can we do with transformers? Classify composites <details>0\n[images/image-7-Text Classification Model.jpg]\n",
+      "path": "images/image-7-Text Classification Model.jpg",
+      "metadata": {
+        "length": 101,
+        "summary": "image-7\nInput: \"I love Hugging Face!\"\nOutput Results:\n- POSITIVE: 0.900\n- NEUTRAL: 0.100\n- NEGATIVE: 0.000",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-7-Text Classification Model.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "5fa50d00-acf0-5b4d-89f8-67b234f7afdc",
+      "type": "text",
+      "content": "Classify composites\nTask: Given a composite classify it as belonging to one specific class\nExamples:\n\\- Text classification\n\n## What can we do with transformers? Classify composites <details>0\n[images/image-7-Text Classification Model.jpg]\n\n<details>\n<summary>flowchart</summary>\n```mermaid\ngraph LR\nA[\"Inputs\"] --> B[\"Input\\nI love Hugging Face!\"]\nB --> C[\"Text\\nClassification\\nModel\"]\nC --> D[\"Output\\nPOSITIVE 0.900\\nNEUTRAL 0.100\\nNEGATIVE 0.000\"]\n```\n</details>",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/What can we do with transformers? Classify composites_2",
+      "metadata": {
+        "length": 452,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Classify",
+          "composites",
+          "Task",
+          "Given",
+          "composite",
+          "classify",
+          "belonging",
+          "specific",
+          "class",
+          "Examples",
+          "Text",
+          "classification",
+          "What",
+          "transformers",
+          "details",
+          "summary",
+          "flowchart",
+          "mermaid",
+          "graph",
+          "LR",
+          "Inputs",
+          "Input",
+          "nI",
+          "love",
+          "Hugging",
+          "Face",
+          "nClassification",
+          "nModel",
+          "Output",
+          "nPOSITIVE",
+          "0.900",
+          "nNEUTRAL",
+          "0.100",
+          "nNEGATIVE",
+          "0.000"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "67fea14e-42ba-5940-bcf9-08e915b384f2",
+            "relation": "embeds",
+            "ref": "[images/image-7-Text Classification Model.jpg]",
+            "position": {
+              "start": 193,
+              "end": 239
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "7ed4bd8f-cf4b-57bd-9562-3e88725e1b55",
+      "type": "image",
+      "content": "\nComplete composites <details>0\n[images/image-8-Text Generation Model Process.jpg]\n",
+      "path": "images/image-8-Text Generation Model Process.jpg",
+      "metadata": {
+        "length": 64,
+        "summary": "image-8\nInput: \"Once upon a time,\"\n\nModel: Text Generation Model\n\nOutput (Full Text): \"Once upon a time, we knew that our ancestors were on the verge of extinction. The great explorers and poets of the Old World, from Alexander the Great to Chaucer, are dead and gone. A good many of our ancient explorers and poets have\"\n\nStep-by-Step Generation Sequence:\n1. Input: \"My\" -> Predicted Token: \"name\"\n2. Input: \"My name\" -> Predicted Token: \"is\"\n3. Input: \"My name is\" -> Predicted Token: \"Sylvain\"\n4. Input: \"My name is Sylvain\" -> Predicted Token: \".\"",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-8-Text Generation Model Process.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "0af5e049-8e1c-5935-98c0-a695b8ad4c33",
+      "type": "text",
+      "content": "Complete composites\nTask: Given a composite with one (or several) missing token/s, complete it in a reasonable way.\nExamples:\n\\- Text generation (Causal Language Modeling).\nAutoregressive\n\nComplete composites <details>0\n[images/image-8-Text Generation Model Process.jpg]\n\n<details>\n<summary>flowchart</summary>\n```mermaid\ngraph LR\nA[\"Inputs\"] --> B[\"Input\"]\nB --> C[\"Once upon a time, Text Generation Model\"]\nC --> D[\"Output\"]\nD --> E[\"My\"]\nD --> F[\"My\"]\nD --> G[\"My\"]\nD --> H[\"My\"]\nD --> I[\"my\"]\nD --> J[\"name\"]\nD --> K[\"name\"]\nD --> L[\"name\"]\nD --> M[\"is\"]\nD --> N[\"is\"]\nD --> O[\"Sylvain\"]\nD --> P[\"Sylvain\"]\nD --> Q[\".\"]\nstyle A fill:#f9f,stroke:#333\nstyle B fill:#ccf,stroke:#333\nstyle C fill:#cfc,stroke:#333\nstyle D fill:#fcc,stroke:#333\nstyle E fill:#ffc,stroke:#333\nstyle F fill:#cfc,stroke:#333\nstyle G fill:#cfc,stroke:#333\nstyle H fill:#cfc,stroke:#333\nstyle I fill:#cfc,stroke:#333\nstyle J fill:#cfc,stroke:#333\nstyle K fill:#cfc,stroke:#333\nstyle L fill:#cfc,stroke:#333\nstyle M fill:#cfc,stroke:#333\nstyle N fill:#cfc,stroke:#333\nstyle O fill:#cfc,stroke:#333\nstyle P fill:#cfc,stroke:#333\nstyle Q fill:#cfc,stroke:#333\n```\n</details>",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/What can we do with transformers? Complete composites",
+      "metadata": {
+        "length": 1129,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Complete",
+          "composites",
+          "Task",
+          "Given",
+          "composite",
+          "missing",
+          "token",
+          "complete",
+          "reasonable",
+          "Examples",
+          "Text",
+          "generation",
+          "Causal",
+          "Language",
+          "Modeling",
+          "Autoregressive",
+          "details",
+          "summary",
+          "flowchart",
+          "mermaid",
+          "graph",
+          "LR",
+          "Inputs",
+          "Input",
+          "Once",
+          "time",
+          "Generation",
+          "Model",
+          "Output",
+          "My",
+          "Sylvain",
+          "style",
+          "fill",
+          "f9f",
+          "stroke",
+          "333",
+          "ccf",
+          "cfc",
+          "fcc",
+          "ffc"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "7ed4bd8f-cf4b-57bd-9562-3e88725e1b55",
+            "relation": "embeds",
+            "ref": "[images/image-8-Text Generation Model Process.jpg]",
+            "position": {
+              "start": 220,
+              "end": 270
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "e2bf0876-97a5-5fbb-a723-278392e63380",
+      "type": "text",
+      "content": "Complete composites\nTask: Given a composite with one (or several) missing token/s, complete it in a reasonable way.\nExamples:\n\\- Masked language modeling (Fill-Mask):",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/What can we do with transformers? Complete composites_2",
+      "metadata": {
+        "length": 166,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Complete",
+          "composites",
+          "Task",
+          "Given",
+          "composite",
+          "missing",
+          "token",
+          "complete",
+          "reasonable",
+          "Examples",
+          "Masked",
+          "language",
+          "modeling",
+          "Fill",
+          "Mask"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "d6009a7e-bd88-5a35-846f-c90f6089e506",
+      "type": "text",
+      "content": "Input\nThe <mask> barked at me\nFill-\nMask\nModel",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/What can we do with transformers? Complete composites_2/Inputs",
+      "metadata": {
+        "length": 46,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Input",
+          "The",
+          "mask",
+          "barked",
+          "Fill",
+          "Mask",
+          "Model"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "820d70f5-6a71-55f6-875a-b0094686ef99",
+      "type": "image",
+      "content": "\nFill- dog0\n[images/image-9-Fill- dog.jpg]\n",
+      "path": "images/image-9-Fill- dog.jpg",
+      "metadata": {
+        "length": 43,
+        "summary": "image-9\nFill- dog0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-9-Fill- dog.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "f865ab3d-42c2-580d-8bef-c46f86e906bb",
+      "type": "image",
+      "content": "\nModel cat0\n[images/image-10-Model cat.jpg]\n",
+      "path": "images/image-10-Model cat.jpg",
+      "metadata": {
+        "length": 44,
+        "summary": "image-10\nModel cat0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-10-Model cat.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "7365f49a-d413-5071-9a4b-933144697343",
+      "type": "image",
+      "content": "\nwolf fox0\n[images/image-11-wolf fox.jpg]\n",
+      "path": "images/image-11-wolf fox.jpg",
+      "metadata": {
+        "length": 42,
+        "summary": "image-11\nwolf fox0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-11-wolf fox.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "def162b4-a7db-56db-8d72-66fee740b19f",
+      "type": "image",
+      "content": "\ndog squirrel0\n[images/image-12-dog squirr.jpg]\n",
+      "path": "images/image-12-dog squirr.jpg",
+      "metadata": {
+        "length": 48,
+        "summary": "image-12\ndog squirrel0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-12-dog squirr.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "9063ceae-2586-56f3-b665-7ae1c213dbb3",
+      "type": "text",
+      "content": "wolf\n\nFill- dog0\n[images/image-9-Fill- dog.jpg]\n\ndog\n\nModel cat0\n[images/image-10-Model cat.jpg]\n\ncat\n\nwolf fox0\n[images/image-11-wolf fox.jpg]\n\nfox\n\ndog squirrel0\n[images/image-12-dog squirr.jpg]\n\nsquirrel\n0.487\n0.061\n0.058\n0.047\n0.025",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/What can we do with transformers? Complete composites_2/Output",
+      "metadata": {
+        "length": 236,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "wolf",
+          "Fill",
+          "dog0",
+          "dog",
+          "Model",
+          "cat0",
+          "cat",
+          "fox0",
+          "fox",
+          "squirrel0",
+          "squirrel",
+          "0.487",
+          "0.061",
+          "0.058",
+          "0.047",
+          "0.025"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "820d70f5-6a71-55f6-875a-b0094686ef99",
+            "relation": "embeds",
+            "ref": "[images/image-9-Fill- dog.jpg]",
+            "position": {
+              "start": 17,
+              "end": 47
+            }
+          },
+          {
+            "target": "f865ab3d-42c2-580d-8bef-c46f86e906bb",
+            "relation": "embeds",
+            "ref": "[images/image-10-Model cat.jpg]",
+            "position": {
+              "start": 65,
+              "end": 96
+            }
+          },
+          {
+            "target": "7365f49a-d413-5071-9a4b-933144697343",
+            "relation": "embeds",
+            "ref": "[images/image-11-wolf fox.jpg]",
+            "position": {
+              "start": 113,
+              "end": 143
+            }
+          },
+          {
+            "target": "def162b4-a7db-56db-8d72-66fee740b19f",
+            "relation": "embeds",
+            "ref": "[images/image-12-dog squirr.jpg]",
+            "position": {
+              "start": 164,
+              "end": 196
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "d83bca37-53e0-5385-badc-1768d7ebbdd0",
+      "type": "image",
+      "content": "\n## What can we do with transformers? Complete composites ## What can we do with transformers? Transform composites0\n[images/image-13-Image Grid_ Faces, Landscapes, Birds, and Bags.jpg]\n",
+      "path": "images/image-13-Image Grid_ Faces, Landscapes, Birds, and Bags.jpg",
+      "metadata": {
+        "length": 150,
+        "summary": "image-13\nImage Grid: Faces, Landscapes, Birds, and Bags",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-13-Image Grid_ Faces, Landscapes, Birds, and Bags.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "4a94ea0c-873b-5c17-a350-33e8186747ba",
+      "type": "text",
+      "content": "Complete composites\nTask: Given a composite with one (or several) missing token/s, complete it in a reasonable way.\nExamples:\n\\- Image completion (Image inpainting):\n\n## What can we do with transformers? Complete composites ## What can we do with transformers? Transform composites0\n[images/image-13-Image Grid_ Faces, Landscapes, Birds, and Bags.jpg]",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/What can we do with transformers? Complete composites_3",
+      "metadata": {
+        "length": 315,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Complete",
+          "composites",
+          "Task",
+          "Given",
+          "composite",
+          "missing",
+          "token",
+          "complete",
+          "reasonable",
+          "Examples",
+          "Image",
+          "completion",
+          "inpainting",
+          "What",
+          "transformers",
+          "Transform",
+          "composites0"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "d83bca37-53e0-5385-badc-1768d7ebbdd0",
+            "relation": "embeds",
+            "ref": "[images/image-13-Image Grid_ Faces, Landscapes, Birds, and Bags.jpg]",
+            "position": {
+              "start": 283,
+              "end": 351
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "acc06a0a-6b58-5792-9c56-956c8e34b4ed",
+      "type": "text",
+      "content": "Transform composites\nTask: Given a composite transform it into a different one.\nExamples:\n\\- Translation",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/What can we do with transformers? Transform composites",
+      "metadata": {
+        "length": 104,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Transform",
+          "composites",
+          "Task",
+          "Given",
+          "composite",
+          "transform",
+          "Examples",
+          "Translation"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "063a9abd-e447-5719-936a-c920793433d0",
+      "type": "text",
+      "content": "",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/What can we do with transformers? Transform composites/Inputs",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "2d15f63c-c4e9-5616-9281-99e97f7af18f",
+      "type": "text",
+      "content": "My name is Omar and I\nlive in Zürich.",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/What can we do with transformers? Transform composites/Inputs/Input",
+      "metadata": {
+        "length": 37,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "My",
+          "Omar",
+          "live",
+          "rich"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "e3485c28-9f1d-5f10-b51a-7249bc8be402",
+      "type": "text",
+      "content": "",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/What can we do with transformers? Transform composites/Inputs/Translation Model",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "8161eab7-fbef-5abd-a38a-36e5b53926ad",
+      "type": "text",
+      "content": "",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/What can we do with transformers? Transform composites/Inputs/Output",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "73b86a3e-b813-5697-a8a2-b025b1d0c123",
+      "type": "text",
+      "content": "Mein Name ist Omar\nund ich wohne in\nZürich.",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/What can we do with transformers? Transform composites/Inputs/Output_2",
+      "metadata": {
+        "length": 43,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Mein",
+          "Name",
+          "ist",
+          "Omar",
+          "und",
+          "ich",
+          "wohne",
+          "rich"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "3deb7ab8-99e9-5b0d-b832-7b6533d1b72a",
+      "type": "text",
+      "content": "Transform composites\nTask: Given a composite transform it into a different one.\nExamples:\n\\- Summarization",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/What can we do with transformers? Transform composites_2",
+      "metadata": {
+        "length": 106,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Transform",
+          "composites",
+          "Task",
+          "Given",
+          "composite",
+          "transform",
+          "Examples",
+          "Summarization"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "549af729-83a9-52bc-ac5c-c61354910f8a",
+      "type": "text",
+      "content": "",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/What can we do with transformers? Transform composites_2/Inputs",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "a21aa700-78cd-5539-b7d6-2e83a9090d7f",
+      "type": "text",
+      "content": "The tower is 324 metres (1,063 ft) tall, about the same height as an 81-storey building, and the tallest structure in Paris. Its base is square, measuring 125 metres (410 ft) on each side. It was the first structure to reach a height of 300 metres. Excluding transmitters, the Eiffel Tower is the second tallest free-standing structure in France after the Millau Viaduct.",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/What can we do with transformers? Transform composites_2/Inputs/Input",
+      "metadata": {
+        "length": 371,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "The",
+          "tower",
+          "324",
+          "metres",
+          "063",
+          "ft",
+          "tall",
+          "height",
+          "81",
+          "storey",
+          "building",
+          "tallest",
+          "structure",
+          "Paris",
+          "Its",
+          "base",
+          "square",
+          "measuring",
+          "125",
+          "410",
+          "side",
+          "It",
+          "reach",
+          "300",
+          "Excluding",
+          "transmitters",
+          "Eiffel",
+          "Tower",
+          "free",
+          "standing",
+          "France",
+          "Millau",
+          "Viaduct"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "b3862c48-a0c5-5162-862f-aabcbb7ae6f9",
+      "type": "text",
+      "content": "",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/What can we do with transformers? Transform composites_2/Inputs/Summarization Model",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "292ba0a9-000f-5b9e-ba63-c098997c38a8",
+      "type": "text",
+      "content": "",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/What can we do with transformers? Transform composites_2/Inputs/Output",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "f651839a-732f-504f-8df5-7668dd273c3c",
+      "type": "text",
+      "content": "The tower is 324 metres (1,063 ft) tall, about the same height as an 81-storey building. It was the first structure to reach a height of 300 metres.",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/What can we do with transformers? Transform composites_2/Inputs/Output_2",
+      "metadata": {
+        "length": 148,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "The",
+          "tower",
+          "324",
+          "metres",
+          "063",
+          "ft",
+          "tall",
+          "height",
+          "81",
+          "storey",
+          "building",
+          "It",
+          "structure",
+          "reach",
+          "300"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "79b049b1-2577-57cb-8f5a-679b5afa59e7",
+      "type": "image",
+      "content": "\nTransform composites <details>0\n[images/image-14-Wildlife in Savanna.jpg]\n",
+      "path": "images/image-14-Wildlife in Savanna.jpg",
+      "metadata": {
+        "length": 66,
+        "summary": "image-14\n- Primary subjects: Giraffes and zebras grazing in a grassy field.\n- Scene description: A savanna landscape with scattered trees and bushes in the background under natural daylight.\n- Notable features: Multiple giraffes (including at least one adult and possibly juveniles) and several zebras are visible; some animals appear to be feeding on grass or shrubs.\n- Context clues: Typical African wildlife habitat, likely a national park or reserve.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-14-Wildlife in Savanna.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "ae5fdaa5-243f-5912-9d26-a65a74c4bbdc",
+      "type": "text",
+      "content": "Transform composites\nTask: Given a composite transform it into a different one.\nExamples:\n\\- Image to Text\nInputs\n\nTransform composites <details>0\n[images/image-14-Wildlife in Savanna.jpg]\n\n<details>\n<summary>natural_image</summary>\nA herd of giraffes and zebras grazing in a savanna landscape with no visible text or symbols.\n</details>\nImage-to-Text Model\nOutput\nDetailed description\na herd of giraffes and\nzebras grazing in a field",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/What can we do with transformers? Transform composites_3",
+      "metadata": {
+        "length": 425,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Transform",
+          "composites",
+          "Task",
+          "Given",
+          "composite",
+          "transform",
+          "Examples",
+          "Image",
+          "Text",
+          "Inputs",
+          "details",
+          "summary",
+          "natural",
+          "image",
+          "herd",
+          "giraffes",
+          "zebras",
+          "grazing",
+          "savanna",
+          "landscape",
+          "visible",
+          "text",
+          "symbols",
+          "Model",
+          "Output",
+          "Detailed",
+          "description",
+          "field"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "79b049b1-2577-57cb-8f5a-679b5afa59e7",
+            "relation": "embeds",
+            "ref": "[images/image-14-Wildlife in Savanna.jpg]",
+            "position": {
+              "start": 147,
+              "end": 188
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "f3f09137-f0ec-5cd6-811d-bef2002f809f",
+      "type": "text",
+      "content": "Transform composites\nTask: Given a composite transform it into a different one.\nExamples:\n\\- Text to Image",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/What can we do with transformers? Transform composites_4",
+      "metadata": {
+        "length": 106,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Transform",
+          "composites",
+          "Task",
+          "Given",
+          "composite",
+          "transform",
+          "Examples",
+          "Text",
+          "Image"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "1aa02e38-3fe7-5779-9a54-3d5c752d5364",
+      "type": "text",
+      "content": "",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/What can we do with transformers? Transform composites_4/Inputs",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "9f1936e1-b0b5-5965-a8ea-652c8753758f",
+      "type": "text",
+      "content": "A city above clouds, pastel colors, Victorian style\nText-to-Image Model",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/What can we do with transformers? Transform composites_4/Inputs/Input",
+      "metadata": {
+        "length": 71,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "city",
+          "clouds",
+          "pastel",
+          "colors",
+          "Victorian",
+          "style",
+          "Text",
+          "Image",
+          "Model"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "307e4bbb-d583-5366-8099-21cb607cd4fb",
+      "type": "image",
+      "content": "\n### Inputs <details>0\n[images/image-15-Steampunk Sky City.jpg]\n",
+      "path": "images/image-15-Steampunk Sky City.jpg",
+      "metadata": {
+        "length": 56,
+        "summary": "image-15\n- Scene: A fantastical cityscape built in the clouds featuring steampunk architecture.\n- Key Elements:\n  - Right side: A large, multi-story building with green and gold accents, balconies, and intricate mechanical details.\n  - Center/Left: Tall towers and spires rising above pinkish-purple clouds. One prominent tower has a clock face near its base and a structure resembling a windmill or propeller at the top.\n  - Foreground: A large, metallic gear-like object is visible in the lower center.\n  - Atmosphere: The sky is filled with soft, fluffy clouds in shades of purple, pink, and orange, suggesting either sunrise or sunset. Small flying objects (possibly airships or birds) are scattered in the distance.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-15-Steampunk Sky City.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "94fa9aca-0ead-5375-9a03-8e0a207eb62a",
+      "type": "text",
+      "content": "### Inputs <details>0\n[images/image-15-Steampunk Sky City.jpg]\n\n<details>\n<summary>natural_image</summary>\nFantasy cityscape with ornate architecture and glowing clouds, no visible text or symbols\n</details>\nhttps://www.kdnuggets.com/2020/10/understanding-transformers-data-science-way.html\nhttps://www.aprendemachinelearning.com/como-funcionan-los-transformers-espanol-nlp-gpt-bert/",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/What can we do with transformers? Transform composites_4/Inputs/Output",
+      "metadata": {
+        "length": 375,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Inputs",
+          "details",
+          "summary",
+          "natural",
+          "image",
+          "Fantasy",
+          "cityscape",
+          "ornate",
+          "architecture",
+          "glowing",
+          "clouds",
+          "visible",
+          "text",
+          "symbols",
+          "https",
+          "www",
+          "kdnuggets",
+          "2020",
+          "10",
+          "understanding",
+          "transformers",
+          "data",
+          "science",
+          "html",
+          "aprendemachinelearning",
+          "como",
+          "funcionan",
+          "los",
+          "espanol",
+          "nlp",
+          "gpt",
+          "bert"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "307e4bbb-d583-5366-8099-21cb607cd4fb",
+            "relation": "embeds",
+            "ref": "[images/image-15-Steampunk Sky City.jpg]",
+            "position": {
+              "start": 22,
+              "end": 62
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "43302d62-efa8-553e-9908-4939c0cbfd11",
+      "type": "text",
+      "content": "Classify composites\nComplete composites\nTransform composites",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/What can we do with transformers?_3",
+      "metadata": {
+        "length": 60,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Classify",
+          "composites",
+          "Complete",
+          "Transform"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "d2f7384a-288b-5a28-9445-a0602c1ccaf8",
+      "type": "text",
+      "content": "1. Obtain a “good” semantic representation of the composite.\n2. Use it to classify.\nUmmm, representations... what do we mean by that???",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/How to classify composites with transformers?",
+      "metadata": {
+        "length": 135,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Obtain",
+          "good",
+          "semantic",
+          "representation",
+          "composite",
+          "Use",
+          "classify",
+          "Ummm",
+          "representations"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "26f50c30-8dd9-5dcb-a5d1-7edffda67bb3",
+      "type": "image",
+      "content": "\n## How to classify composites with transformers? <details>0\n[images/image-16-Cartesian Space (2d) Scatter Plot.jpg]\n",
+      "path": "images/image-16-Cartesian Space (2d) Scatter Plot.jpg",
+      "metadata": {
+        "length": 94,
+        "summary": "image-16\nTitle: Cartesian Space (2d)\nAxes: Horizontal axis labeled x1, Vertical axis labeled x2\nData Points: Two distinct clusters of circular markers plotted in a 2D space.\n- Inner Cluster: A ring-shaped distribution of green dots located centrally.\n- Outer Cluster: A larger, concentric ring-shaped distribution of blue dots surrounding the inner cluster.\nPattern: The data exhibits a non-linear, concentric structure where one class is enclosed by another.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-16-Cartesian Space (2d) Scatter Plot.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "077a3cef-af19-51f2-b36e-2b26d2058951",
+      "type": "table",
+      "content": "<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th>x1</th>\n      <th>x2</th>\n      <th>Group</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>(various)</td>\n      <td>(various)</td>\n      <td>Blue</td>\n    </tr>\n    <tr>\n      <td>(various)</td>\n      <td>(various)</td>\n      <td>Green</td>\n    </tr>\n  </tbody>\n</table>",
+      "path": "tables/table-2 Grouped Data.html",
+      "metadata": {
+        "length": 369,
+        "summary": "table-3\nThe table shows two groups, Blue and Green, each containing various unspecified x1 and x2 values.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "tables/table-2 Grouped Data.html",
+        "keywords": [
+          "groups",
+          "categories"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "b6d4f4f4-f523-5688-b51d-49cb127a132a",
+      "type": "image",
+      "content": "\n</details> <details>0\n[images/image-17-Feature Space Scatter Plot.jpg]\n",
+      "path": "images/image-17-Feature Space Scatter Plot.jpg",
+      "metadata": {
+        "length": 56,
+        "summary": "image-17\nChart Title: Feature Space\nAxes: Vertical axis labeled x2^2, Horizontal axis labeled x1^2\nData Points: Two distinct clusters of circular markers are visible.\n- A dense cluster of green points located in the bottom-left corner.\n- A sparse, diagonal distribution of blue points extending from the top-left to the bottom-right.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-17-Feature Space Scatter Plot.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "fb431a2f-3db9-5d33-b094-a30b7f7a4b02",
+      "type": "table",
+      "content": "<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th>Group</th>\n      <th>x1²</th>\n      <th>x2²</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>Green</td>\n      <td>0.1</td>\n      <td>0.3</td>\n    </tr>\n    <tr>\n      <td>Green</td>\n      <td>0.2</td>\n      <td>0.4</td>\n    </tr>\n    <tr>\n      <td>Green</td>\n      <td>0.3</td>\n      <td>0.5</td>\n    </tr>\n    <tr>\n      <td>Green</td>\n      <td>0.4</td>\n      <td>0.6</td>\n    </tr>\n    <tr>\n      <td>Green</td>\n      <td>0.5</td>\n      <td>0.7</td>\n    </tr>\n    <tr>\n      <td>Green</td>\n      <td>0.6</td>\n      <td>0.8</td>\n    </tr>\n    <tr>\n      <td>Green</td>\n      <td>0.7</td>\n      <td>0.9</td>\n    </tr>\n    <tr>\n      <td>Green</td>\n      <td>0.8</td>\n      <td>1.0</td>\n    </tr>\n    <tr>\n      <td>Blue</td>\n      <td>0.1</td>\n      <td>0.2</td>\n    </tr>\n    <tr>\n      <td>Blue</td>\n      <td>0.2</td>\n      <td>0.3</td>\n    </tr>\n    <tr>\n      <td>Blue</td>\n      <td>0.3</td>\n      <td>0.4</td>\n    </tr>\n    <tr>\n      <td>Blue</td>\n      <td>0.4</td>\n      <td>0.5</td>\n    </tr>\n    <tr>\n      <td>Blue</td>\n      <td>0.5</td>\n      <td>0.6</td>\n    </tr>\n    <tr>\n      <td>Blue</td>\n      <td>0.6</td>\n      <td>0.7</td>\n    </tr>\n    <tr>\n      <td>Blue</td>\n      <td>0.7</td>\n      <td>0.8</td>\n    </tr>\n    <tr>\n      <td>Blue</td>\n      <td>0.8</td>\n      <td>0.9</td>\n    </tr>\n    <tr>\n      <td>Blue</td>\n      <td>0.9</td>\n      <td>1.0</td>\n    </tr>\n    <tr>\n      <td>Blue</td>\n      <td>1.0</td>\n      <td>1.1</td>\n    </tr>\n    <tr>\n      <td>Blue</td>\n      <td>1.1</td>\n      <td>1.2</td>\n    </tr>\n    <tr>\n      <td>Blue</td>\n      <td>1.2</td>\n      <td>1.3</td>\n    </tr>\n    <tr>\n      <td>Blue</td>\n      <td>1.3</td>\n      <td>1.4</td>\n    </tr>\n    <tr>\n      <td>Blue</td>\n      <td>1.4</td>\n      <td>1.5</td>\n    </tr>\n    <tr>\n      <td>Blue</td>\n      <td>1.5</td>\n      <td>1.6</td>\n    </tr>\n    <tr>\n      <td>Blue</td>\n      <td>1.6</td>\n      <td>1.7</td>\n    </tr>\n    <tr>\n      <td>Blue</td>\n      <td>1.7</td>\n      <td>1.8</td>\n    </tr>\n    <tr>\n      <td>Blue</td>\n      <td>1.8</td>\n      <td>1.9</td>\n    </tr>\n    <tr>\n      <td>Blue</td>\n      <td>1.9</td>\n      <td>2.0</td>\n    </tr>\n    <tr>\n      <td>Blue</td>\n      <td>2.0</td>\n      <td>2.1</td>\n    </tr>\n    <tr>\n      <td>Blue</td>\n      <td>2.1</td>\n      <td>2.2</td>\n    </tr>\n    <tr>\n      <td>Blue</td>\n      <td>2.2</td>\n      <td>2.3</td>\n    </tr>\n    <tr>\n      <td>Blue</td>\n      <td>2.3</td>\n      <td>2.4</td>\n    </tr>\n    <tr>\n      <td>Blue</td>\n      <td>2.4</td>\n      <td>2.5</td>\n    </tr>\n    <tr>\n      <td>Blue</td>\n      <td>2.5</td>\n      <td>2.6</td>\n    </tr>\n    <tr>\n      <td>Blue</td>\n      <td>2.6</td>\n      <td>2.7</td>\n    </tr>\n    <tr>\n      <td>Blue</td>\n      <td>2.7</td>\n      <td>2.8</td>\n    </tr>\n    <tr>\n      <td>Blue</td>\n      <td>2.8</td>\n      <td>2.9</td>\n    </tr>\n    <tr>\n      <td>Blue</td>\n      <td>2.9</td>\n      <td>3.0</td>\n    </tr>\n    <tr>\n      <td>Blue</td>\n      <td>3.0</td>\n      <td>3.1</td>\n    </tr>\n    <tr>\n      <td>Blue</td>\n      <td>3.1</td>\n      <td>3.2</td>\n    </tr>\n    <tr>\n      <td>Blue</td>\n      <td>3.2</td>\n      <td>3.3</td>\n    </tr>\n    <tr>\n      <td>Blue</td>\n      <td>3.3</td>\n      <td>3.4</td>\n    </tr>\n    <tr>\n      <td>Blue</td>\n      <td>3.4</td>\n      <td>3.5</td>\n    </tr>\n    <tr>\n      <td>Blue</td>\n      <td>3.5</td>\n      <td>3.6</td>\n    </tr>\n    <tr>\n      <td>Blue</td>\n      <td>3.6</td>\n      <td>3.7</td>\n    </tr>\n    <tr>\n      <td>Blue</td>\n      <td>3.7</td>\n      <td>3.8</td>\n    </tr>\n    <tr>\n      <td>Blue</td>\n      <td>3.8</td>\n      <td>3.9</td>\n    </tr>\n    <tr>\n      <td>Blue</td>\n      <td>3.9</td>\n      <td>4.0</td>\n    </tr>\n    <tr>\n      <td>Blue</td>\n      <td>4.0</td>\n      <td>4.1</td>\n    </tr>\n    <tr>\n      <td>Blue</td>\n      <td>4.1</td>\n      <td>4.2</td>\n    </tr>\n    <tr>\n      <td>Blue</td>\n      <td>4.2</td>\n      <td>4.3</td>\n    </tr>\n    <tr>\n      <td>Blue</td>\n      <td>4.3</td>\n      <td>4.4</td>\n    </tr>\n    <tr>\n      <td>Blue</td>\n      <td>4.4</td>\n      <td>4.5</td>\n    </tr>\n    <tr>\n      <td>Blue</td>\n      <td>4.5</td>\n      <td>4.6</td>\n    </tr>\n    <tr>\n      <td>Blue</td>\n      <td>4.6</td>\n      <td>4.7</td>\n    </tr>\n    <tr>\n      <td>Blue</td>\n      <td>4.7</td>\n      <td>4.8</td>\n    </tr>\n    <tr>\n      <td>Blue</td>\n      <td>4.8</td>\n      <td>4.9</td>\n    </tr>\n    <tr>\n      <td>Blue</td>\n      <td>4.9</td>\n      <td>5.0</td>\n    </tr>\n    <tr>\n      <td>Blue</td>\n      <td>5.0</td>\n      <td>5.1</td>\n    </tr>\n    <tr>\n      <td>Blue</td>\n      <td>5.1</td>\n      <td>5.2</td>\n    </tr>\n    <tr>\n      <td>Blue</td>\n      <td>5.2</td>\n      <td>5.3</td>\n    </tr>\n    <tr>\n      <td>Blue</td>\n      <td>5.3</td>\n      <td>5.4</td>\n    </tr>\n    <tr>\n      <td>Blue</td>\n      <td>5.4</td>\n      <td>5.5</td>\n    </tr>\n    <tr>\n      <td>Blue</td>\n      <td>5.5</td>\n      <td>5.6</td>\n    </tr>\n    <tr>\n      <td>Blue</td>\n      <td>5.6</td>\n      <td>5.7</td>\n    </tr>\n    <tr>\n      <td>Blue</td>\n      <td>5.7</td>\n      <td>5.8</td>\n    </tr>\n    <tr>\n      <td>Blue</td>\n      <td>5.8</td>\n      <td>5.9</td>\n    </tr>\n    <tr>\n      <td>Blue</td>\n      <td>5.9</td>\n      <td>6.0</td>\n    </tr>\n    <tr>\n      <td>Blue</td>\n      <td>6.0</td>\n      <td>6.1</td>\n    </tr>\n    <tr>\n      <td>Blue</td>\n      <td>6.1</td>\n      <td>6.2</td>\n    </tr>\n    <tr>\n      <td>Blue</td>\n      <td>6.2</td>\n      <td>6.3</td>\n    </tr>\n    <tr>\n      <td>Blue</td>\n      <td>6.3</td>\n      <td>6.4</td>\n    </tr>\n    <tr>\n      <td>Blue</td>\n      <td>6.4</td>\n      <td>6.5</td>\n    </tr>\n    <tr>\n      <td>Blue</td>\n      <td>6.5</td>\n      <td>6.6</td>\n    </tr>\n    <tr>\n      <td>Blue</td>\n      <td>6.6</td>\n      <td>6.7</td>\n    </tr>\n    <tr>\n      <td>Blue</td>\n      <td>6.7</td>\n      <td>6.8</td>\n    </tr>\n    <tr>\n      <td>Blue</td>\n      <td>6.8</td>\n      <td>6.9</td>\n    </tr>\n    <tr>\n      <td>Blue</td>\n      <td>6.9</td>\n      <td>7.0</td>\n    </tr>\n    <tr>\n      <td>Blue</td>\n      <td>7.0</td>\n      <td>7.1</td>\n    </tr>\n    <tr>\n      <td>Blue</td>\n      <td>7.1</td>\n      <td>7.2</td>\n    </tr>\n    <tr>\n      <td>Blue</td>\n      <td>7.2</td>\n      <td>7.3</td>\n    </tr>\n    <tr>\n      <td>Blue</td>\n      <td>7.3</td>\n      <td>7.4</td>\n    </tr>\n    <tr>\n      <td>Blue</td>\n      <td>7.4</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <td>Blue</td>\n      <td>7.5</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <td>Blue</td>\n      <td>7.6</td>\n      <td>7.7</td>\n    </tr>\n    <tr>\n      <td>Blue</td>\n      <td>7.7</td>\n      <td>7.8</td>\n    </tr>\n    <tr>\n      <td>Blue</td>\n      <td>7.8</td>\n      <td>7.9</td>\n    </tr>\n    <tr>\n      <td>Blue</td>\n      <td>7.9</td>\n      <td>8.0</td>\n    </tr>\n    <tr>\n      <td>Blue</td>\n      <td>8.0</td>\n      <td>8.1</td>\n    </tr>\n    <tr>\n      <td>Blue</td>\n      <td>8.1</td>\n      <td>8.2</td>\n    </tr>\n    <tr>\n      <td>Blue</td>\n      <td>8.2</td>\n      <td>8.3</td>\n    </tr>\n    <tr>\n      <td>Blue</td>\n      <td>8.3</td>\n      <td>8.4</td>\n    </tr>\n    <tr>\n      <td>Blue</td>\n      <td>8.4</td>\n      <td>8.5</td>\n    </tr>\n    <tr>\n      <td>Blue</td>\n      <td>8.5</td>\n      <td>8.6</td>\n    </tr>\n    <tr>\n      <td>Blue</td>\n      <td>8.6</td>\n      <td>8.7</td>\n    </tr>\n    <tr>\n      <td>Blue</td>\n      <td>8.7</td>\n      <td>8.8</td>\n    </tr>\n    <tr>\n      <td>Blue</td>\n      <td>8.8</td>\n      <td>8.9</td>\n    </tr>\n    <tr>\n      <td>Blue</td>\n      <td>8.9</td>\n      <td>9.0</td>\n    </tr>\n    <tr>\n      <td>Blue</td>\n      <td>9.0</td>\n      <td>9.1</td>\n    </tr>\n    <tr>\n      <td>Blue</td>\n      <td>9.1</td>\n      <td>9.2</td>\n    </tr>\n    <tr>\n      <td>Blue</td>\n      <td>9.2</td>\n      <td>9.3</td>\n    </tr>\n    <tr>\n      <td>Blue</td>\n      <td>9.3</td>\n      <td>9.4</td>\n    </tr>\n    <tr>\n      <td>Blue</td>\n      <td>9.4</td>\n      <td>9.5</td>\n    </tr>\n    <tr>\n      <td>Blue</td>\n      <td>9.5</td>\n      <td>9.6</td>\n    </tr>\n    <tr>\n      <td>Blue</td>\n      <td>9.6</td>\n      <td>9.7</td>\n    </tr>\n    <tr>\n      <td>Blue</td>\n      <td>9.7</td>\n      <td>9.8</td>\n    </tr>\n    <tr>\n      <td>Blue</td>\n      <td>9.8</td>\n      <td>9.9</td>\n    </tr>\n    <tr>\n      <td>Blue</td>\n      <td>9.9</td>\n      <td>10.0</td>\n    </tr>\n  </tbody>\n</table>",
+      "path": "tables/table-3 Data Table Summary.html",
+      "metadata": {
+        "length": 8440,
+        "summary": "table-4\nThe table shows two groups, Green and Blue, with paired x1² and x2² values. Green has 8 rows (0.1-0.8), Blue has many rows (0.1-9.9). Values increase sequentially.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "tables/table-3 Data Table Summary.html",
+        "keywords": [
+          "Group",
+          "x1²",
+          "x2²"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "fed7cfef-7d9a-5f19-8f19-177cbdc7a4f2",
+      "type": "text",
+      "content": "## How to classify composites with transformers? <details>0\n[images/image-16-Cartesian Space (2d) Scatter Plot.jpg]\n\n<details>\n<summary>scatter plot</summary>\n\n[tables/table-2 Grouped Data.html]\n\n</details>\n\n</details> <details>0\n[images/image-17-Feature Space Scatter Plot.jpg]\n\n<details>\n<summary>scatter plot</summary>\n\n[tables/table-3 Data Table Summary.html]\n\nThe chart displays a scatter plot with two distinct clusters of data points labeled by 'Feature Space'. The x-axis is labeled 'x₁²' and the y-axis is labeled 'x₂²'. The data points are grouped into three groups: 'Blue', 'Green', and 'Blue' respectively, with each group's cluster positioned at its respective x and y positions on the plot.\n</details>\nFigure 2: Representations matter for shallow machine learning models such as Logistic Regression. A simple transformation, e.g. squaring the values of the raw features, may be enough to solve the problem.",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/Representations matter",
+      "metadata": {
+        "length": 875,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "How",
+          "classify",
+          "composites",
+          "transformers",
+          "details",
+          "summary",
+          "scatter",
+          "plot",
+          "The",
+          "chart",
+          "displays",
+          "distinct",
+          "clusters",
+          "data",
+          "points",
+          "labeled",
+          "Feature",
+          "Space",
+          "axis",
+          "grouped",
+          "groups",
+          "Blue",
+          "Green",
+          "group",
+          "cluster",
+          "positioned",
+          "respective",
+          "positions",
+          "Figure",
+          "Representations",
+          "matter",
+          "shallow",
+          "machine",
+          "learning",
+          "models",
+          "Logistic",
+          "Regression",
+          "simple",
+          "transformation",
+          "squaring",
+          "values",
+          "raw",
+          "features",
+          "solve",
+          "problem"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "26f50c30-8dd9-5dcb-a5d1-7edffda67bb3",
+            "relation": "embeds",
+            "ref": "[images/image-16-Cartesian Space (2d) Scatter Plot.jpg]",
+            "position": {
+              "start": 60,
+              "end": 115
+            }
+          },
+          {
+            "target": "077a3cef-af19-51f2-b36e-2b26d2058951",
+            "relation": "embeds",
+            "ref": "[tables/table-2 Grouped Data.html]",
+            "position": {
+              "start": 160,
+              "end": 194
+            }
+          },
+          {
+            "target": "b6d4f4f4-f523-5688-b51d-49cb127a132a",
+            "relation": "embeds",
+            "ref": "[images/image-17-Feature Space Scatter Plot.jpg]",
+            "position": {
+              "start": 230,
+              "end": 278
+            }
+          },
+          {
+            "target": "fb431a2f-3db9-5d33-b094-a30b7f7a4b02",
+            "relation": "embeds",
+            "ref": "[tables/table-3 Data Table Summary.html]",
+            "position": {
+              "start": 323,
+              "end": 363
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "3c093748-ceaa-5623-a0dc-fb73ddcdb5bd",
+      "type": "image",
+      "content": "\nThe chart displays a scatter plot with two distinct clusters of data points labeled by 'Feature Space'. The x-axis is labeled 'x₁²' and the y-axis is labeled 'x₂²'. The data points are grouped into three groups: 'Blue', 'Green', and 'Blue' respectively, with each group's cluster positioned at its respective x and y positions on the plot. <details>0\n[images/image-18-Classification Diagram.jpg]\n",
+      "path": "images/image-18-Classification Diagram.jpg",
+      "metadata": {
+        "length": 385,
+        "summary": "image-18\n- Subject: Animal faces (cats and dogs)\n- Structure: 4x5 grid of icons with arrows indicating a selection process\n- Categories Identified:\n  - Black outlines: Standard/Neutral animals\n  - Blue outlines: Dogs\n  - Red/Brown outlines: Cats\n- Process Flow: Arrows on the right side indicate that specific rows or columns are being selected or filtered based on their color coding.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-18-Classification Diagram.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "04f45aa1-d68d-5706-b5bb-d89f732620b9",
+      "type": "image",
+      "content": "\nAY[\"Dog: 50\"] --> D <details>0\n[images/image-19-Diagram_ Cat and Dog Classification.jpg]\n",
+      "path": "images/image-19-Diagram_ Cat and Dog Classification.jpg",
+      "metadata": {
+        "length": 65,
+        "summary": "image-19\n- Visual representation of a binary classification problem (likely Support Vector Machine)\n- **Data Points**:\n  - Black icons representing \"Cats\" clustered in the upper-left quadrant\n  - Blue and black icons representing \"Dogs\" clustered in the lower-right quadrant\n  - Red icons representing misclassified or outlier data points located near the decision boundary\n- **Decision Boundaries**:\n  - A thick black line acting as the primary separator between the two classes\n  - A blue line indicating an alternative or secondary separation path\n  - A red line highlighting the margin or specific error region for the red data points\n- **Annotations**:\n  - Grey arrows pointing to the cat cluster, likely indicating feature vectors or input direction",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-19-Diagram_ Cat and Dog Classification.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "88474ada-8e6c-5230-a320-eed33b58f259",
+      "type": "text",
+      "content": "Default Representation\n\nThe chart displays a scatter plot with two distinct clusters of data points labeled by 'Feature Space'. The x-axis is labeled 'x₁²' and the y-axis is labeled 'x₂²'. The data points are grouped into three groups: 'Blue', 'Green', and 'Blue' respectively, with each group's cluster positioned at its respective x and y positions on the plot. <details>0\n[images/image-18-Classification Diagram.jpg]\n\n<details>\n<summary>flowchart</summary>\n```mermaid\ngraph TD\nA[\"Cat: 1\"] --> D[\"Group 1\"]\nB[\"Dog: 2\"] --> D\nC[\"Cat: 3\"] --> D\nE[\"Dog: 4\"] --> D\nF[\"Cat: 5\"] --> D\nG[\"Dog: 6\"] --> D\nH[\"Cat: 7\"] --> D\nI[\"Dog: 8\"] --> D\nJ[\"Cat: 9\"] --> D\nK[\"Dog: 10\"] --> D\nL[\"Cat: 11\"] --> D\nM[\"Dog: 12\"] --> D\nN[\"Cat: 13\"] --> D\nO[\"Dog: 14\"] --> D\nP[\"Cat: 15\"] --> D\nQ[\"Dog: 16\"] --> D\nR[\"Cat: 17\"] --> D\nS[\"Dog: 18\"] --> D\nT[\"Cat: 19\"] --> D\nU[\"Dog: 20\"] --> D\nV[\"Cat: 21\"] --> D\nW[\"Dog: 22\"] --> D\nX[\"Cat: 23\"] --> D\nY[\"Dog: 24\"] --> D\nZ[\"Cat: 25\"] --> D\nAA[\"Dog: 26\"] --> D\nAB[\"Cat: 27\"] --> D\nAC[\"Dog: 28\"] --> D\nAD[\"Cat: 29\"] --> D\nAE[\"Dog: 30\"] --> D\nAF[\"Cat: 31\"] --> D\nAG[\"Dog: 32\"] --> D\nAH[\"Cat: 33\"] --> D\nAI[\"Dog: 34\"] --> D\nAJ[\"Cat: 35\"] --> D\nAK[\"Dog: 36\"] --> D\nAL[\"Cat: 37\"] --> D\nAM[\"Dog: 38\"] --> D\nAN[\"Cat: 39\"] --> D\nAO[\"Dog: 40\"] --> D\nAP[\"Cat: 41\"] --> D\nAQ[\"Dog: 42\"] --> D\nAR[\"Cat: 43\"] --> D\nAS[\"Dog: 44\"] --> D\nAT[\"Cat: 45\"] --> D\nAU[\"Dog: 46\"] --> D\nAV[\"Cat: 47\"] --> D\nAW[\"Dog: 48\"] --> D\nAX[\"Cat: 49\"] --> D\nAY[\"Dog: 50\"] --> D\n```\n</details>\nDeep Neural Network\n\"Good\" Semantic Representation\n\nAY[\"Dog: 50\"] --> D <details>0\n[images/image-19-Diagram_ Cat and Dog Classification.jpg]\n\n<details>\n<summary>text_image</summary>\nDiagram showing cat and dog illustrations with directional arrows, likely illustrating a concept or relationship between animals.\n</details>\nCat by Martin LEBRETON, Dog by Serhii Smirnov from the Noun Project\nHow can we build a “good” semantic representation for composites?\nWe can use an encoder based on transformer layers.\nHow can we build a “good” semantic representation for composites? Encoders\n1. Obtain a representation of the composite. It does not have to be “good” or semantic. An initial representation.\n2. Feed the representation through several transformer layers",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/Representation learning",
+      "metadata": {
+        "length": 2194,
+        "summary": "The content discusses building good semantic representations for composites using transformer-based encoders. It describes a scatter plot with clusters labeled by feature space, and includes a flowchart showing a hierarchical grouping of cats and dogs into a single group. The process involves obtaining an initial representation of a composite and then refining it through several transformer layers.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Default",
+          "Representation",
+          "The",
+          "chart",
+          "displays",
+          "scatter",
+          "plot",
+          "distinct",
+          "clusters",
+          "data",
+          "points",
+          "labeled",
+          "Feature",
+          "Space",
+          "axis",
+          "grouped",
+          "groups",
+          "Blue",
+          "Green",
+          "group",
+          "cluster",
+          "positioned",
+          "respective",
+          "positions",
+          "details",
+          "summary",
+          "flowchart",
+          "mermaid",
+          "graph",
+          "TD",
+          "Cat",
+          "Group",
+          "Dog",
+          "10",
+          "11",
+          "12",
+          "13",
+          "14",
+          "15",
+          "16",
+          "17",
+          "18",
+          "19",
+          "20",
+          "21",
+          "22",
+          "23",
+          "24",
+          "25",
+          "AA",
+          "26",
+          "AB",
+          "27",
+          "AC",
+          "28",
+          "AD",
+          "29",
+          "AE",
+          "30",
+          "AF",
+          "31",
+          "AG",
+          "32",
+          "AH",
+          "33",
+          "AI",
+          "34",
+          "AJ",
+          "35",
+          "AK",
+          "36",
+          "AL",
+          "37",
+          "AM",
+          "38",
+          "AN",
+          "39",
+          "AO",
+          "40",
+          "AP",
+          "41",
+          "AQ",
+          "42",
+          "AR",
+          "43",
+          "AS",
+          "44",
+          "AT",
+          "45",
+          "AU",
+          "46",
+          "AV",
+          "47",
+          "AW",
+          "48",
+          "AX",
+          "49",
+          "AY",
+          "50",
+          "Deep",
+          "Neural",
+          "Network",
+          "Good",
+          "Semantic",
+          "text",
+          "image",
+          "Diagram",
+          "showing",
+          "cat",
+          "dog",
+          "illustrations",
+          "directional",
+          "arrows",
+          "illustrating",
+          "concept",
+          "relationship",
+          "animals",
+          "Martin",
+          "LEBRETON",
+          "Serhii",
+          "Smirnov",
+          "Noun",
+          "Project",
+          "How",
+          "build",
+          "good",
+          "semantic",
+          "representation",
+          "composites",
+          "We",
+          "encoder",
+          "based",
+          "transformer",
+          "layers",
+          "Encoders",
+          "Obtain",
+          "composite",
+          "It",
+          "An",
+          "initial",
+          "Feed"
+        ],
+        "keywords": [
+          "semantic representation",
+          "transformer",
+          "composites"
+        ],
+        "connect_to": [
+          {
+            "target": "3c093748-ceaa-5623-a0dc-fb73ddcdb5bd",
+            "relation": "embeds",
+            "ref": "[images/image-18-Classification Diagram.jpg]",
+            "position": {
+              "start": 375,
+              "end": 419
+            }
+          },
+          {
+            "target": "04f45aa1-d68d-5706-b5bb-d89f732620b9",
+            "relation": "embeds",
+            "ref": "[images/image-19-Diagram_ Cat and Dog Classification.jpg]",
+            "position": {
+              "start": 1555,
+              "end": 1612
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "b106d736-39e7-5222-b9aa-45ffd0dad1de",
+      "type": "image",
+      "content": "\n2. Feed the representation through several transformer layers <details>0\n[images/image-20-2. Feed th.jpg]\n",
+      "path": "images/image-20-2. Feed th.jpg",
+      "metadata": {
+        "length": 107,
+        "summary": "image-20\n2. Feed the representation through several transformer layers <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-20-2. Feed th.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "01aeeb85-43c1-5d82-b50d-f18e4e5bb855",
+      "type": "image",
+      "content": "\n<summary>natural_image</summary> <details>0\n[images/image-21-Sound Signal Waveform.jpg]\n",
+      "path": "images/image-21-Sound Signal Waveform.jpg",
+      "metadata": {
+        "length": 78,
+        "summary": "image-21\nTitle: Sound signal (s)\nAxis Label: f_d (frequency/duration indicator)\nVisual Content: A blue waveform graph showing amplitude variations over time. The signal intensity is highest on the left side and gradually decreases towards the right, indicating a decaying sound or vibration pattern. Vertical black lines divide the chart into sections.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-21-Sound Signal Waveform.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "45242744-f2e4-59d2-a398-46f3cd8e1c0d",
+      "type": "table",
+      "content": "<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th>Time Segment</th>\n      <th>Frequency (s)</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <td>1</td>\n      <td>0.5</td>\n    </tr>\n    <tr>\n      <td>2</td>\n      <td>0.3</td>\n    </tr>\n    <tr>\n      <td>3</td>\n      <td>0.7</td>\n    </tr>\n    <tr>\n      <td>4</td>\n      <td>0.2</td>\n    </tr>\n    <tr>\n      <td>5</td>\n      <td>0.8</td>\n    </tr>\n    <tr>\n      <td>6</td>\n      <td>0.4</td>\n    </tr>\n    <tr>\n      <td>7</td>\n      <td>0.6</td>\n    </tr>\n    <tr>\n      <td>8</td>\n      <td>0.9</td>\n    </tr>\n    <tr>\n      <td>9</td>\n      <td>0.1</td>\n    </tr>\n    <tr>\n      <td>10</td>\n      <td>0.5</td>\n    </tr>\n    <tr>\n      <td>11</td>\n      <td>0.3</td>\n    </tr>\n    <tr>\n      <td>12</td>\n      <td>0.7</td>\n    </tr>\n    <tr>\n      <td>13</td>\n      <td>0.2</td>\n    </tr>\n    <tr>\n      <td>14</td>\n      <td>0.8</td>\n    </tr>\n    <tr>\n      <td>15</td>\n      <td>0.4</td>\n    </tr>\n    <tr>\n      <td>16</td>\n      <td>0.6</td>\n    </tr>\n    <tr>\n      <td>17</td>\n      <td>0.9</td>\n    </tr>\n    <tr>\n      <td>18</td>\n      <td>0.1</td>\n    </tr>\n    <tr>\n      <td>19</td>\n      <td>0.5</td>\n    </tr>\n    <tr>\n      <td>20</td>\n      <td>0.3</td>\n    </tr>\n    <tr>\n      <td>21</td>\n      <td>0.7</td>\n    </tr>\n    <tr>\n      <td>22</td>\n      <td>0.2</td>\n    </tr>\n    <tr>\n      <td>23</td>\n      <td>0.8</td>\n    </tr>\n    <tr>\n      <td>24</td>\n      <td>0.4</td>\n    </tr>\n    <tr>\n      <td>25</td>\n      <td>0.6</td>\n    </tr>\n    <tr>\n      <td>26</td>\n      <td>0.9</td>\n    </tr>\n    <tr>\n      <td>27</td>\n      <td>0.1</td>\n    </tr>\n    <tr>\n      <td>28</td>\n      <td>0.5</td>\n    </tr>\n    <tr>\n      <td>29</td>\n      <td>0.3</td>\n    </tr>\n    <tr>\n      <td>30</td>\n      <td>0.7</td>\n    </tr>\n    <tr>\n      <td>31</td>\n      <td>0.2</td>\n    </tr>\n    <tr>\n      <td>32</td>\n      <td>0.8</td>\n    </tr>\n    <tr>\n      <td>33</td>\n      <td>0.4</td>\n    </tr>\n    <tr>\n      <td>34</td>\n      <td>0.6</td>\n    </tr>\n    <tr>\n      <td>35</td>\n      <td>0.9</td>\n    </tr>\n    <tr>\n      <td>36</td>\n      <td>0.1</td>\n    </tr>\n    <tr>\n      <td>37</td>\n      <td>0.5</td>\n    </tr>\n    <tr>\n      <td>38</td>\n      <td>0.3</td>\n    </tr>\n    <tr>\n      <td>39</td>\n      <td>0.7</td>\n    </tr>\n    <tr>\n      <td>40</td>\n      <td>0.2</td>\n    </tr>\n    <tr>\n      <td>41</td>\n      <td>0.8</td>\n    </tr>\n    <tr>\n      <td>42</td>\n      <td>0.4</td>\n    </tr>\n    <tr>\n      <td>43</td>\n      <td>0.6</td>\n    </tr>\n    <tr>\n      <td>44</td>\n      <td>0.9</td>\n    </tr>\n    <tr>\n      <td>45</td>\n      <td>0.1</td>\n    </tr>\n    <tr>\n      <td>46</td>\n      <td>0.5</td>\n    </tr>\n    <tr>\n      <td>47</td>\n      <td>0.3</td>\n    </tr>\n    <tr>\n      <td>48</td>\n      <td>0.7</td>\n    </tr>\n    <tr>\n      <td>49</td>\n      <td>0.2</td>\n    </tr>\n    <tr>\n      <td>50</td>\n      <td>0.8</td>\n    </tr>\n    <tr>\n      <td>51</td>\n      <td>0.4</td>\n    </tr>\n    <tr>\n      <td>52</td>\n      <td>0.6</td>\n    </tr>\n    <tr>\n      <td>53</td>\n      <td>0.9</td>\n    </tr>\n    <tr>\n      <td>54</td>\n      <td>0.1</td>\n    </tr>\n    <tr>\n      <td>55</td>\n      <td>0.5</td>\n    </tr>\n    <tr>\n      <td>56</td>\n      <td>0.3</td>\n    </tr>\n    <tr>\n      <td>57</td>\n      <td>0.7</td>\n    </tr>\n    <tr>\n      <td>58</td>\n      <td>0.2</td>\n    </tr>\n    <tr>\n      <td>59</td>\n      <td>0.8</td>\n    </tr>\n    <tr>\n      <td>60</td>\n      <td>0.4</td>\n    </tr>\n    <tr>\n      <td>61</td>\n      <td>0.6</td>\n    </tr>\n    <tr>\n      <td>62</td>\n      <td>0.9</td>\n    </tr>\n    <tr>\n      <td>63</td>\n      <td>0.1</td>\n    </tr>\n    <tr>\n      <td>64</td>\n      <td>0.5</td>\n    </tr>\n    <tr>\n      <td>65</td>\n      <td>0.3</td>\n    </tr>\n    <tr>\n      <td>66</td>\n      <td>0.7</td>\n    </tr>\n    <tr>\n      <td>67</td>\n      <td>0.2</td>\n    </tr>\n    <tr>\n      <td>68</td>\n      <td>0.8</td>\n    </tr>\n    <tr>\n      <td>69</td>\n      <td>0.4</td>\n    </tr>\n    <tr>\n      <td>70</td>\n      <td>0.6</td>\n    </tr>\n    <tr>\n      <td>71</td>\n      <td>0.9</td>\n    </tr>\n    <tr>\n      <td>72</td>\n      <td>0.1</td>\n    </tr>\n    <tr>\n      <td>73</td>\n      <td>0.5</td>\n    </tr>\n    <tr>\n      <td>74</td>\n      <td>0.3</td>\n    </tr>\n    <tr>\n      <td>75</td>\n      <td>0.7</td>\n    </tr>\n    <tr>\n      <td>76</td>\n      <td>0.2</td>\n    </tr>\n    <tr>\n      <td>77</td>\n      <td>0.8</td>\n    </tr>\n    <tr>\n      <td>78</td>\n      <td>0.4</td>\n    </tr>\n    <tr>\n      <td>79</td>\n      <td>0.6</td>\n    </tr>\n    <tr>\n      <td>80</td>\n      <td>0.9</td>\n    </tr>\n  </tbody>\n</table>",
+      "path": "tables/table-4 Frequency Data.html",
+      "metadata": {
+        "length": 4714,
+        "summary": "table-5\nThe table shows frequency values at each time segment from 0 to 80, with values ranging between 0.1 and 0.9, repeating in a pattern.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "tables/table-4 Frequency Data.html",
+        "keywords": [
+          "Time",
+          "Frequency",
+          "Data"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "aa0e1f83-78d5-5e6a-8daf-f258dfd34b12",
+      "type": "text",
+      "content": "Text:\nThe elements of a sentence are words\nImages:\n\n2. Feed the representation through several transformer layers <details>0\n[images/image-20-2. Feed th.jpg]\n\n<details>\n<summary>natural_image</summary>\nAbstract geometric composition of a blue fish shape composed of triangular segments (no text or symbols)\n</details>\nPatches\nSound:\n\n<summary>natural_image</summary> <details>0\n[images/image-21-Sound Signal Waveform.jpg]\n\n<details>\n<summary>line chart</summary>\n\n[tables/table-4 Frequency Data.html]\n\n| Note: The actual values may vary due to the random nature of the data generation.\n</details>\nFrames\nEach of these\nelements are referred\nto generically as\ntokens\nWe can represent each token as a vector of D real numbers.\nThe process of going from tokens to vectors of real numbers is called embedding",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/How can be build a representation for composites?",
+      "metadata": {
+        "length": 804,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Text",
+          "The",
+          "elements",
+          "sentence",
+          "words",
+          "Images",
+          "Feed",
+          "representation",
+          "transformer",
+          "layers",
+          "details",
+          "summary",
+          "natural",
+          "image",
+          "Abstract",
+          "geometric",
+          "composition",
+          "blue",
+          "fish",
+          "shape",
+          "composed",
+          "triangular",
+          "segments",
+          "text",
+          "symbols",
+          "Patches",
+          "Sound",
+          "line",
+          "chart",
+          "Note",
+          "actual",
+          "values",
+          "vary",
+          "due",
+          "random",
+          "nature",
+          "data",
+          "generation",
+          "Frames",
+          "Each",
+          "referred",
+          "generically",
+          "tokens",
+          "We",
+          "represent",
+          "token",
+          "vector",
+          "real",
+          "numbers",
+          "process",
+          "vectors",
+          "called",
+          "embedding"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "b106d736-39e7-5222-b9aa-45ffd0dad1de",
+            "relation": "embeds",
+            "ref": "[images/image-20-2. Feed th.jpg]",
+            "position": {
+              "start": 125,
+              "end": 157
+            }
+          },
+          {
+            "target": "01aeeb85-43c1-5d82-b50d-f18e4e5bb855",
+            "relation": "embeds",
+            "ref": "[images/image-21-Sound Signal Waveform.jpg]",
+            "position": {
+              "start": 378,
+              "end": 421
+            }
+          },
+          {
+            "target": "45242744-f2e4-59d2-a398-46f3cd8e1c0d",
+            "relation": "embeds",
+            "ref": "[tables/table-4 Frequency Data.html]",
+            "position": {
+              "start": 464,
+              "end": 500
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "5995ca73-94cc-5650-89bf-aacda3466765",
+      "type": "image",
+      "content": "\nto generically as <details>0\n[images/image-22-Alignment Visualization.jpg]\n",
+      "path": "images/image-22-Alignment Visualization.jpg",
+      "metadata": {
+        "length": 63,
+        "summary": "image-22\n- High alignment region: Top-left quadrant (yellow circle) containing two points (one solid blue, one hollow black) with dashed arrows pointing toward them from the origin.\n- Low alignment region: Bottom-right area (light blue shaded zone) containing a single cyan point with a dashed arrow pointing to it from the origin.\n- Axes: Two perpendicular axes with arrowheads indicating direction (origin at bottom-left).\n- Visual metaphor: Points closer to the top-left represent higher alignment; points in the bottom-right represent lower alignment.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-22-Alignment Visualization.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "8721b336-20e6-591b-a05e-eddd53340c3c",
+      "type": "image",
+      "content": "\nhigh alignment <details>0\n[images/image-23-Word Embedding Visualization.jpg]\n",
+      "path": "images/image-23-Word Embedding Visualization.jpg",
+      "metadata": {
+        "length": 60,
+        "summary": "image-23\n- 3D coordinate system showing relationships between gendered terms\n- Blue points represent male-associated words: \"man\", \"king\"\n- Purple points represent female-associated words: \"woman\", \"queen\"\n- Dashed arrows indicate semantic vector relationships (e.g., man → woman, king → queen)\n- Demonstrates how word embeddings capture analogical relationships in a geometric space",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-23-Word Embedding Visualization.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "2171943e-bc07-55d8-b29e-1178886fccab",
+      "type": "image",
+      "content": "\nman <details>0\n[images/image-24-Word Embedding Visualization.jpg]\n",
+      "path": "images/image-24-Word Embedding Visualization.jpg",
+      "metadata": {
+        "length": 49,
+        "summary": "image-24\n- Chart Type: 3D Scatter Plot\n- Axes: Three orthogonal axes representing dimensions in a vector space (no specific labels provided)\n- Data Points:\n    - \"walking\" (Yellow dot) -> \"walked\" (Red dot)\n    - \"swimming\" (Yellow dot) -> \"swam\" (Red dot)\n- Relationships: Dashed arrows indicate the transformation or relationship between base forms and past tense forms of verbs.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-24-Word Embedding Visualization.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "460a698d-cec7-5940-ae78-090f714d6d20",
+      "type": "image",
+      "content": "\nwalked <details>0\n[images/image-25-Diagram of Country-City Pairs.jpg]\n",
+      "path": "images/image-25-Diagram of Country-City Pairs.jpg",
+      "metadata": {
+        "length": 52,
+        "summary": "image-25\n- Turkey: Ankara\n- Canada: Ottawa\n- Russia: Moscow\n- Spain: Madrid\n- Italy: Rome\n- Germany: Berlin\n- Vietnam: Hanoi\n- Japan: Tokyo\n- China: Beijing",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-25-Diagram of Country-City Pairs.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "e9e411ae-07f0-5a1a-be8d-78253942e30e",
+      "type": "text",
+      "content": "to generically as <details>0\n[images/image-22-Alignment Visualization.jpg]\n\n<details>\n<summary>text_image</summary>\nhigh alignment\nlow alignment\n</details>\nEmbedding is a means of representing tokens as points in a continuous vector space where the locations of those points in space are semantically meaningful to machine learning (ML) algorithms.\nWord embeddings\n\nhigh alignment <details>0\n[images/image-23-Word Embedding Visualization.jpg]\n\n<details>\n<summary>text_image</summary>\nking\nman\nwoman\nqueen\n</details>\nMale-Female\n\nman <details>0\n[images/image-24-Word Embedding Visualization.jpg]\n\n<details>\n<summary>text_image</summary>\nwalking\nwalked\nswam\nswimming\n</details>\nVerb Tense\n\nwalked <details>0\n[images/image-25-Diagram of Country-City Pairs.jpg]\n\n<details>\n<summary>flowchart</summary>\n```mermaid\ngraph TD\nA[\"Ankara\"] --> B[\"Turkey\"]\nB --> C[\"Canada\"]\nC --> D[\"Italy\"]\nD --> E[\"Rome\"]\nE --> F[\"Germany\"]\nF --> G[\"Berlin\"]\nG --> H[\"China\"]\nH --> I[\"Beijing\"]\nI --> J[\"Tokyo\"]\nJ --> K[\"Japan\"]\nK --> L[\"Vietnam\"]\nL --> M[\"Moscow\"]\nM --> N[\"Russia\"]\nN --> O[\"Tourkey\"]\nO --> P[\"Ottawa\"]\nP --> Q[\"Madrid\"]\nQ --> R[\"Spain\"]\nR --> S[\"Italy\"]\n```\n</details>\nCountry-Capital",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/How can be build a representation for composites?/Embeddings",
+      "metadata": {
+        "length": 1110,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "generically",
+          "details",
+          "summary",
+          "text",
+          "image",
+          "high",
+          "alignment",
+          "low",
+          "Embedding",
+          "means",
+          "representing",
+          "tokens",
+          "points",
+          "continuous",
+          "vector",
+          "space",
+          "locations",
+          "semantically",
+          "meaningful",
+          "machine",
+          "learning",
+          "ML",
+          "algorithms",
+          "Word",
+          "embeddings",
+          "king",
+          "man",
+          "woman",
+          "queen",
+          "Male",
+          "Female",
+          "walking",
+          "walked",
+          "swam",
+          "swimming",
+          "Verb",
+          "Tense",
+          "flowchart",
+          "mermaid",
+          "graph",
+          "TD",
+          "Ankara",
+          "Turkey",
+          "Canada",
+          "Italy",
+          "Rome",
+          "Germany",
+          "Berlin",
+          "China",
+          "Beijing",
+          "Tokyo",
+          "Japan",
+          "Vietnam",
+          "Moscow",
+          "Russia",
+          "Tourkey",
+          "Ottawa",
+          "Madrid",
+          "Spain",
+          "Country",
+          "Capital"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "5995ca73-94cc-5650-89bf-aacda3466765",
+            "relation": "embeds",
+            "ref": "[images/image-22-Alignment Visualization.jpg]",
+            "position": {
+              "start": 29,
+              "end": 74
+            }
+          },
+          {
+            "target": "8721b336-20e6-591b-a05e-eddd53340c3c",
+            "relation": "embeds",
+            "ref": "[images/image-23-Word Embedding Visualization.jpg]",
+            "position": {
+              "start": 392,
+              "end": 442
+            }
+          },
+          {
+            "target": "2171943e-bc07-55d8-b29e-1178886fccab",
+            "relation": "embeds",
+            "ref": "[images/image-24-Word Embedding Visualization.jpg]",
+            "position": {
+              "start": 544,
+              "end": 594
+            }
+          },
+          {
+            "target": "460a698d-cec7-5940-ae78-090f714d6d20",
+            "relation": "embeds",
+            "ref": "[images/image-25-Diagram of Country-City Pairs.jpg]",
+            "position": {
+              "start": 706,
+              "end": 757
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "fada44b4-4f9c-58cf-a5c4-66bfc05a3747",
+      "type": "table",
+      "content": "<table><tr><td>[CLS]</td><td>This</td><td>is</td><td>a</td><td>input</td><td>.</td><td>[SEP]</td></tr><tr><td>101</td><td>2023</td><td>2003</td><td>1037</td><td>7953</td><td>1012</td><td>102</td></tr></table>",
+      "path": "tables/table-5 Token Sequence.html",
+      "metadata": {
+        "length": 208,
+        "summary": "table-6\nThe input shows a token sequence with special tokens [CLS] and [SEP], and their corresponding numerical IDs.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "tables/table-5 Token Sequence.html",
+        "keywords": [
+          "tokens",
+          "IDs",
+          "sequence"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "1883ccf4-a952-50a2-b5d1-05fe24271d93",
+      "type": "image",
+      "content": "\n1. Tokenize the composite (divide it into tokens). Embeddings0\n[images/image-26-1. Tokeniz.jpg]\n",
+      "path": "images/image-26-1. Tokeniz.jpg",
+      "metadata": {
+        "length": 97,
+        "summary": "image-26\n1. Tokenize the composite (divide it into tokens). Embeddings0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-26-1. Tokeniz.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "1071dd68-d212-5c26-93d4-c4a2e1fda5b9",
+      "type": "table",
+      "content": "<table><tr><td>0.0390,-0.0123,-0.0208,...</td><td>-0.0558,0.0151,0.0031,...</td><td>-0.0440,-0.0236,-0.0283,...</td><td>0.0119,-0.0037,-0.0402,...</td><td>0069,0.0057,-0.0016,...</td><td>0.0199,-0.0095,-0.0099,...</td><td>-0.0788,0.0202,-0.0352,...</td></tr></table>",
+      "path": "tables/table-6 Numerical Data.html",
+      "metadata": {
+        "length": 266,
+        "summary": "table-7\nThe table contains rows of numerical values, likely representing coordinates or measurements, with each row listing multiple decimal numbers.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "tables/table-6 Numerical Data.html",
+        "keywords": [
+          "numbers",
+          "data",
+          "table"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "c87655ee-90f4-5b34-9440-e7a65f22db87",
+      "type": "image",
+      "content": "\nTokenization How can we build a “good” semantic representation for composites? Encoders0\n[images/image-27-Tokenizati.jpg]\n",
+      "path": "images/image-27-Tokenizati.jpg",
+      "metadata": {
+        "length": 123,
+        "summary": "image-27\nTokenization How can we build a “good” semantic representation for composites? Encoders0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-27-Tokenizati.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "bb9a3adf-b838-5e03-a25c-3cfd38608ddf",
+      "type": "image",
+      "content": "\nHow can we build a “good” semantic representation for composites? Encoders <details>0\n[images/image-28-Transformer Encoder Architecture.jpg]\n",
+      "path": "images/image-28-Transformer Encoder Architecture.jpg",
+      "metadata": {
+        "length": 120,
+        "summary": "image-28\n- Input tokens: \"hello\", \"world\"\n- Core component: Transformer Encoder containing 6 stacked layers (Layer 1 through Layer 6)\n- Output: Context-aware embeddings",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-28-Transformer Encoder Architecture.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "a8ed4c38-0084-5536-b58e-8cf6506a95d1",
+      "type": "text",
+      "content": "1. Tokenize the composite (divide it into tokens).\n2. Embed each of the token as a vector.\n\"This is a input text.\"\nTokenization\n\n[tables/table-5 Token Sequence.html]\n\n\n1. Tokenize the composite (divide it into tokens). Embeddings0\n[images/image-26-1. Tokeniz.jpg]\n\nEmbeddings\n\n[tables/table-6 Numerical Data.html]\n\n\nTokenization How can we build a “good” semantic representation for composites? Encoders0\n[images/image-27-Tokenizati.jpg]\n\nHow can we build a “good” semantic representation for composites? Encoders\n1. Obtain a representation of the composite. It does not have to be “good” or semantic. An initial representation.\n2. Feed the representation through several transformer layers to obtain “context-aware” embeddings.\n\nHow can we build a “good” semantic representation for composites? Encoders <details>0\n[images/image-28-Transformer Encoder Architecture.jpg]\n\n<details>\n<summary>flowchart</summary>\n```mermaid\ngraph TD\nA[\"hello\"] --> B[\"Transformer Encoder\"]\nC[\"world\"] --> B\nD[\"Context-aware embeddings\"] --> B\nB --> E[\"Layer 1\"]\nB --> F[\"Layer 2\"]\nB --> G[\"Layer 3\"]\nB --> H[\"Layer 4\"]\nB --> I[\"Layer 5\"]\nB --> J[\"Layer 6\"]\nstyle A fill:#d4edda,stroke:#333\nstyle C fill:#d4edda,stroke:#333\nstyle D fill:#d4edda,stroke:#333\nstyle B fill:#e6f7ff,stroke:#333\nstyle E fill:#e6f7ff,stroke:#333\nstyle F fill:#e6f7ff,stroke:#333\nstyle G fill:#e6f7ff,stroke:#333\nstyle H fill:#e6f7ff,stroke:#333\nstyle I fill:#e6f7ff,stroke:#333\n```\n</details>",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/How can we build a representation for composites?",
+      "metadata": {
+        "length": 1504,
+        "summary": "The content explains the process of tokenizing a composite into tokens and embedding each token as a vector. It discusses building semantic representations for composites using transformer layers to obtain context-aware embeddings. A flowchart illustrates the transformer encoder architecture with multiple layers processing input tokens.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Tokenize",
+          "composite",
+          "divide",
+          "tokens",
+          "Embed",
+          "token",
+          "vector",
+          "This",
+          "input",
+          "text",
+          "Tokenization",
+          "SEP",
+          "html",
+          "Embeddings0",
+          "Embeddings",
+          "How",
+          "build",
+          "good",
+          "semantic",
+          "representation",
+          "composites",
+          "Encoders0",
+          "Encoders",
+          "Obtain",
+          "It",
+          "An",
+          "initial",
+          "Feed",
+          "transformer",
+          "layers",
+          "obtain",
+          "context",
+          "aware",
+          "embeddings",
+          "details",
+          "summary",
+          "flowchart",
+          "mermaid",
+          "graph",
+          "TD",
+          "Transformer",
+          "Encoder",
+          "world",
+          "Context",
+          "Layer",
+          "style",
+          "fill",
+          "d4edda",
+          "stroke",
+          "333",
+          "e6f7ff"
+        ],
+        "keywords": [
+          "Tokenization",
+          "Embeddings",
+          "Transformer"
+        ],
+        "connect_to": [
+          {
+            "target": "fada44b4-4f9c-58cf-a5c4-66bfc05a3747",
+            "relation": "embeds",
+            "ref": "[tables/table-5 Token Sequence.html]",
+            "position": {
+              "start": 129,
+              "end": 165
+            }
+          },
+          {
+            "target": "1883ccf4-a952-50a2-b5d1-05fe24271d93",
+            "relation": "embeds",
+            "ref": "[images/image-26-1. Tokeniz.jpg]",
+            "position": {
+              "start": 231,
+              "end": 263
+            }
+          },
+          {
+            "target": "1071dd68-d212-5c26-93d4-c4a2e1fda5b9",
+            "relation": "embeds",
+            "ref": "[tables/table-6 Numerical Data.html]",
+            "position": {
+              "start": 277,
+              "end": 313
+            }
+          },
+          {
+            "target": "c87655ee-90f4-5b34-9440-e7a65f22db87",
+            "relation": "embeds",
+            "ref": "[images/image-27-Tokenizati.jpg]",
+            "position": {
+              "start": 405,
+              "end": 437
+            }
+          },
+          {
+            "target": "bb9a3adf-b838-5e03-a25c-3cfd38608ddf",
+            "relation": "embeds",
+            "ref": "[images/image-28-Transformer Encoder Architecture.jpg]",
+            "position": {
+              "start": 816,
+              "end": 870
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "691de385-7a64-51f5-89b7-ce1f8f502d48",
+      "type": "text",
+      "content": "The embedding of a token captures its “meaning”.\nIn a composite, the meaning of a token depends on other tokens\nThe humanoid robot did not cross the road, as it was very dangerous.\nThe humanoid robot did not cross the road because it was tired.",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/What are “context-aware” embeddings",
+      "metadata": {
+        "length": 244,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "The",
+          "embedding",
+          "token",
+          "captures",
+          "meaning",
+          "In",
+          "composite",
+          "depends",
+          "tokens",
+          "humanoid",
+          "robot",
+          "cross",
+          "road",
+          "dangerous",
+          "tired"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "f80d2469-9523-5e40-8c25-b4f225a025ef",
+      "type": "text",
+      "content": "Transformer layers allows for the exchange of information between tokens. We can understand it as:\n1. Each token sends a message to every other token.\n2. Each token computes how much does it want to take into account the messages of each other token. This is the idea of attention.\n3. Each token moves away from his embedding in the direction signaled by the message of each other token weighted by the attention that he is paying to that token.",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/How do transformer layers deal with context?",
+      "metadata": {
+        "length": 445,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Transformer",
+          "layers",
+          "exchange",
+          "information",
+          "tokens",
+          "We",
+          "understand",
+          "Each",
+          "token",
+          "sends",
+          "message",
+          "computes",
+          "account",
+          "messages",
+          "This",
+          "idea",
+          "attention",
+          "moves",
+          "embedding",
+          "direction",
+          "signaled",
+          "weighted",
+          "paying"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "d479fc94-7675-5e91-984f-71b89e5c1e8f",
+      "type": "image",
+      "content": "\nTransformer layers allows for the exchange of information between tokens. We can understand it as: <details>0\n[images/image-29-Sentence Structure Diagram.jpg]\n",
+      "path": "images/image-29-Sentence Structure Diagram.jpg",
+      "metadata": {
+        "length": 144,
+        "summary": "image-29\nThe image displays a syntactic tree diagram for the sentence: \"The animal didn't cross the street because it was too tired.\"\n\nKey components and relationships identified in the diagram:\n- **Root Node**: The pronoun \"it\" is highlighted as the central subject of the clause.\n- **Branching Structure**: Lines extend from \"it\" to connect with other words, illustrating grammatical dependencies.\n- **Highlighted Words**: Specific nouns (\"animal\", \"street\") and the pronoun (\"it\") are emphasized with blue shading to denote their role as key subjects or objects within the sentence structure.\n- **Sentence Flow**: The diagram visualizes how the main clause (\"The animal didn't cross the street\") relates to the subordinate clause introduced by \"because\".",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-29-Sentence Structure Diagram.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "20f83e43-ade6-537c-b82c-4a9d510adc6c",
+      "type": "image",
+      "content": "\nA --> K[\"too\"] <details>0\n[images/image-30-Sentence Structure Analysis.jpg]\n",
+      "path": "images/image-30-Sentence Structure Analysis.jpg",
+      "metadata": {
+        "length": 60,
+        "summary": "image-30\n- Sentence: \"The animal didn't cross the street because it was too wide.\"\n- Diagram Type: Dependency Grammar Tree (showing word relationships)\n- Root Node: The word \"it\" is highlighted as the central dependency anchor.\n- Relationships:\n  - \"it\" connects to \"street\" (directly, highlighted in dark blue).\n  - \"it\" connects to \"animal\", \"didn't\", \"cross\", \"the\", \"because\", \"was\", \"too\", \"wide\", and \".\" (indirectly, shown with lighter lines).\n- Visual Hierarchy:\n  - Top row: Original sentence sequence.\n  - Bottom row: Words arranged by grammatical dependency relative to the root \"it\".\n  - Highlighted words: \"it\" and \"street\" are emphasized in dark blue; other words have light blue backgrounds indicating their connection strength or role.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-30-Sentence Structure Analysis.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "26b8b139-51d7-5d15-b315-f4ace65f0716",
+      "type": "text",
+      "content": "Transformer layers allows for the exchange of information between tokens. We can understand it as: <details>0\n[images/image-29-Sentence Structure Diagram.jpg]\n\n<details>\n<summary>flowchart</summary>\n```mermaid\ngraph TD\nA[\"it\"] --> B[\"the\"]\nA --> C[\"animal\"]\nA --> D[\"didn't\"]\nA --> E[\"cross\"]\nA --> F[\"the\"]\nA --> G[\"street\"]\nA --> H[\"because\"]\nA --> I[\"it\"]\nA --> J[\"was\"]\nA --> K[\"too\"]\nA --> L[\"tired\"]\nA --> M[\".\"]\n```\n</details>\n\nA --> K[\"too\"] <details>0\n[images/image-30-Sentence Structure Analysis.jpg]\n\n<details>\n<summary>flowchart</summary>\n```mermaid\ngraph TD\nA[\"it\"] --> B[\"the\"]\nA --> C[\"animal\"]\nA --> D[\"didn't\"]\nA --> E[\"cross\"]\nA --> F[\"the\"]\nA --> G[\"street\"]\nA --> H[\"because\"]\nA --> I[\"it\"]\nA --> J[\"was\"]\nA --> K[\"too\"]\nA --> L[\"wide\"]\nA --> M[\".\"]\n```\n</details>",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/How do transformer layers deal with context? Attention",
+      "metadata": {
+        "length": 751,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Transformer",
+          "layers",
+          "exchange",
+          "information",
+          "tokens",
+          "We",
+          "understand",
+          "details",
+          "summary",
+          "flowchart",
+          "mermaid",
+          "graph",
+          "TD",
+          "animal",
+          "didn",
+          "cross",
+          "street",
+          "tired",
+          "wide"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "d479fc94-7675-5e91-984f-71b89e5c1e8f",
+            "relation": "embeds",
+            "ref": "[images/image-29-Sentence Structure Diagram.jpg]",
+            "position": {
+              "start": 110,
+              "end": 158
+            }
+          },
+          {
+            "target": "20f83e43-ade6-537c-b82c-4a9d510adc6c",
+            "relation": "embeds",
+            "ref": "[images/image-30-Sentence Structure Analysis.jpg]",
+            "position": {
+              "start": 461,
+              "end": 510
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "d9d99508-b835-5d6c-891b-e64a22d97ba0",
+      "type": "image",
+      "content": "\nA --> L[\"wide\"] <details>0\n[images/image-31-Transformer Architecture Diagram.jpg]\n",
+      "path": "images/image-31-Transformer Architecture Diagram.jpg",
+      "metadata": {
+        "length": 61,
+        "summary": "image-31\n- Input Sequence: \"this movie is great\"\n- Embedding Process:\n  - Word embedding vectors combined with position embedding vectors for each token.\n- Transformation Stage:\n  - Three sequential transformer blocks process the embeddings.\n- Output & Prediction:\n  - Output sequence generated from the final transformer block.\n  - An \"average\" pooling operation aggregates the output.\n  - Final prediction classifies the input as positive (\"pos\") or negative (\"neg\").\n- Loss Calculation:\n  - A loss function compares the prediction against a binary target (black/white vector).\n- Process Stages Labeled: Tokenization, Embedding, Transform, Solve.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-31-Transformer Architecture Diagram.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "407e2a9b-c72d-5da8-8efb-ab57de2f8117",
+      "type": "text",
+      "content": "A --> L[\"wide\"] <details>0\n[images/image-31-Transformer Architecture Diagram.jpg]\n\n<details>\n<summary>flowchart</summary>\n```mermaid\ngraph LR\nA[\"input sequence\"] --> B[\"word embedding\"]\nB --> C[\"position embedding\"]\nC --> D[\"transformer block\"]\nD --> E[\"transformer block\"]\nE --> F[\"transformer block\"]\nF --> G[\"transformer block\"]\nG --> H[\"transformer block\"]\nH --> I[\"transformer block\"]\nI --> J[\"transformer block\"]\nJ --> K[\"transformer block\"]\nK --> L[\"transformer block\"]\nL --> M[\"transformer block\"]\nM --> N[\"transformer block\"]\nN --> O[\"transformer block\"]\nO --> P[\"transformer block\"]\nP --> Q[\"transformer block\"]\nQ --> R[\"transformer block\"]\nR --> S[\"transformer block\"]\nS --> T[\"transformer block\"]\nT --> U[\"transformer block\"]\nU --> V[\"transformer block\"]\nV --> W[\"transformer block\"]\nW --> X[\"transformer block\"]\nX --> Y[\"transformer block\"]\nY --> Z[\"transformer block\"]\nZ --> AA[\"transformer block\"]\nAA --> AB[\"transformer block\"]\nAB --> AC[\"transformer block\"]\nAC --> AD[\"transformer block\"]\nAD --> AE[\"transformer block\"]\nAE --> AF[\"transformer block\"]\nAF --> AG[\"transformer block\"]\nAG --> AH[\"transformer block\"]\nAH --> AI[\"transformer block\"]\nAI --> AJ[\"transformer block\"]\nAJ --> AK[\"transformer block\"]\nAK --> AL[\"transformer block\"]\nAL --> AM[\"transformer block\"]\nAM --> AN[\"transformer block\"]\nAN --> AO[\"transformer block\"]\nAO --> AP[\"transformer block\"]\nAP --> AQ[\"transformer block\"]\nAQ --> AR[\"transformer block\"]\nAR --> AS[\"transformer block\"]\nAS --> AT[\"transformer block\"]\nAT --> AU[\"transformer block\"]\nAU --> AV[\"transformer block\"]\nAV --> AW[\"transformer block\"]\nAW --> AX[\"transformer block\"]\nAX --> AY[\"transformer block\"]\nAY --> AZ[\"transformer block\"]\nAZ --> BA[\"transformer block\"]\nBA --> BB[\"transformer block\"]\nBB --> BC[\"transformer block\"]\nBC --> BD[\"transformer block\"]\nBD --> BE[\"transformer block\"]\nBE --> BF[\"transformer block\"]\nBF --> BG[\"transformer block\"]\nBG --> BH[\"transformer block\"]\nBH --> BI[\"transformer block\"]\nBI --> BJ[\"transformer block\"]\nBJ --> BK[\"transformer block\"]\nBK --> BL[\"transformer block\"]\nBL --> BM[\"transformer block\"]\nBM --> BN[\"transformer block\"]\nBN --> BO[\"transformer block\"]\nBO --> BP[\"transformer block\"]\nBP --> BQ[\"transformer block\"]\nBQ --> BR[\"transformer block\"]\nBR --> BS[\"transformer block\"]\nBS --> BT[\"transformer block\"]\nBT --> BU[\"transformer block\"]\nBU --> BV[\"transformer block\"]\nBV --> BW[\"transformer block\"]\nBW --> BX[\"transformer block\"]\nBX --> BY[\"transformer block\"]\nBY --> BZ[\"transformer block\"]\nBZ --> CA[\"transformer block\"]\nCA --> CB[\"transformer block\"]\nCB --> CC[\"transformer block\"]\nCC --> CD[\"transformer block\"]\nCD --> CE[\"transformer block\"]\nCE --> CF[\"transformer block\"]\nCF --> CG[\"transformer block\"]\nCG --> CH[\"transformer block\"]\nCH --> CI[\"transformer block\"]\nCI --> CJ[\"transformer block\"]\nCJ --> CK[\"transformer block\"]\nCK --> CR[\"transformer block\"]\nCR --> CS[\"transformer block\"]\nCS --> CT[\"transformer block\"]\nCT --> CU[\"transformer block\"]\nCU --> CV[\"transformer block\"]\nCV --> CW[\"transformer block\"]\nCW --> CX[\"transformer block\"]\nCX --> CY[\"transformer block\"]\nCY --> CZ[\"transformer block\"]\nCZ --> DA[\"transformer block\"]\nDA --> DB[\"transformer block\"]\nDB --> DC[\"transformer block\"]\nDC --> DD[\"transformer block\"]\nDD --> DE[\"transformer block\"]\nDE --> DF[\"transformer block\"]\nDF --> DG[\"transformer block\"]\nDG --> DH[\"transformer block\"]\nDH --> DI[\"transformer block\"]\nDI --> DJ[\"transformer block\"]\nDJ --> DK[\"transformer block\"]\nDK --> DL[\"transformer block\"]\nDL --> DJ\nDJ --> DK\n```\n</details>",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/Text classification with transformers",
+      "metadata": {
+        "length": 3498,
+        "summary": "The diagram shows a deep transformer stack architecture. An input sequence goes through word embedding and position embedding, then passes through a long chain of over 100 transformer blocks arranged sequentially, with a feedback loop from the final block back to an earlier block.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "wide",
+          "details",
+          "summary",
+          "flowchart",
+          "mermaid",
+          "graph",
+          "LR",
+          "input",
+          "sequence",
+          "word",
+          "embedding",
+          "position",
+          "transformer",
+          "block",
+          "AA",
+          "AB",
+          "AC",
+          "AD",
+          "AE",
+          "AF",
+          "AG",
+          "AH",
+          "AI",
+          "AJ",
+          "AK",
+          "AL",
+          "AM",
+          "AN",
+          "AO",
+          "AP",
+          "AQ",
+          "AR",
+          "AS",
+          "AT",
+          "AU",
+          "AV",
+          "AW",
+          "AX",
+          "AY",
+          "AZ",
+          "BA",
+          "BB",
+          "BC",
+          "BD",
+          "BE",
+          "BF",
+          "BG",
+          "BH",
+          "BI",
+          "BJ",
+          "BK",
+          "BL",
+          "BM",
+          "BN",
+          "BO",
+          "BP",
+          "BQ",
+          "BR",
+          "BS",
+          "BT",
+          "BU",
+          "BV",
+          "BW",
+          "BX",
+          "BY",
+          "BZ",
+          "CA",
+          "CB",
+          "CC",
+          "CD",
+          "CE",
+          "CF",
+          "CG",
+          "CH",
+          "CI",
+          "CJ",
+          "CK",
+          "CR",
+          "CS",
+          "CT",
+          "CU",
+          "CV",
+          "CW",
+          "CX",
+          "CY",
+          "CZ",
+          "DA",
+          "DB",
+          "DC",
+          "DD",
+          "DE",
+          "DF",
+          "DG",
+          "DH",
+          "DI",
+          "DJ",
+          "DK",
+          "DL"
+        ],
+        "keywords": [
+          "transformer",
+          "stack",
+          "embedding"
+        ],
+        "connect_to": [
+          {
+            "target": "d9d99508-b835-5d6c-891b-e64a22d97ba0",
+            "relation": "embeds",
+            "ref": "[images/image-31-Transformer Architecture Diagram.jpg]",
+            "position": {
+              "start": 27,
+              "end": 81
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "a501d4a6-4454-5f1a-931c-0edaa4930504",
+      "type": "image",
+      "content": "\nDJ --> DK <details>0\n[images/image-32-BERT Architecture Diagram.jpg]\n",
+      "path": "images/image-32-BERT Architecture Diagram.jpg",
+      "metadata": {
+        "length": 55,
+        "summary": "image-32\n- Input Layer: Sequence of tokens including <class>, x1, ..., xN\n- Embedding Stage: Token embeddings combined with positional encoding (represented by sine wave patterns) via addition\n- Transformer Layers: Stacked layers labeled \"transformer layer\" (indicated as L layers total)\n- Output Heads: Multiple heads labeled \"LSM\" producing outputs c, y1, ..., yN\n- Source Text: Mentions \"Wei and BERT: Transformers for...\" and arXiv reference",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-32-BERT Architecture Diagram.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "2b6fc739-cb99-52f0-8d87-df1435ff8381",
+      "type": "image",
+      "content": "\nAA[\"yN\"] --> AB[\"LSM\"] <details>0\n[images/image-33-Book Cover_ Deep Learning.jpg]\n",
+      "path": "images/image-33-Book Cover_ Deep Learning.jpg",
+      "metadata": {
+        "length": 68,
+        "summary": "image-33\nTitle: Deep Learning: Foundations and Concepts\nAuthors: Christopher M. Bishop with Hugh Bishop\nPublisher: Springer",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-33-Book Cover_ Deep Learning.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "83572c5e-6dda-553c-a83c-d8aa825ebbdb",
+      "type": "text",
+      "content": "Devlin, Jacob, Ming-Wei Chang, Kenton Lee, and Kristina Toutanova. \"BERT: Pre-Training of Deep Bidirectional Transformers for Language Understanding.\" arXiv, May 24, 2019. https://doi.org/10.48550/arXiv.1810.04805.\n\nDJ --> DK <details>0\n[images/image-32-BERT Architecture Diagram.jpg]\n\n<details>\n<summary>flowchart</summary>\n```mermaid\ngraph TD\nsubgraph Transformer layer\nA[\"LSM\"] --> B[\"transformer layer\"]\nC[\"LSM\"] --> B\nD[\"LSM\"] --> B\nE[\"...\"] --> B\nF[\"...\"] --> B\nG[\"...\"] --> B\nH[\"...\"] --> B\nend\nI[\"embedding\"] --> J[\"positive encoding\"]\nK[\"x1\"] --> L[\"embedding\"]\nM[\"xN\"] --> N[\"embedding\"]\nO[\"postional encoding\"] --> P[\"× class\"]\nQ[\"y1\"] --> R[\"× class\"]\nS[\"yN\"] --> T[\"× class\"]\nU[\"c\"] --> V[\"LSM\"]\nW[\"y1\"] --> X[\"LSM\"]\nY[\"...\"] --> Z[\"...\"]\nAA[\"yN\"] --> AB[\"LSM\"]\nAC[\"L50/arXiv.1\"] --> AD[\"wei and MBERT: formers for ding.&quot;\"]\nAE[\"L5 layers\"] --> AF[\"50/arXiv.1\"]\n```\n</details>\n\nAA[\"yN\"] --> AB[\"LSM\"] <details>0\n[images/image-33-Book Cover_ Deep Learning.jpg]\n\n<details>\n<summary>text_image</summary>\nChristopher M. Bishop\nwith Hugh Bishop\nDeep Learning\nFoundations\nand Concepts\nSpringer\n</details>\nBishop, Christopher M., and Hugh Bishop. Deep Learning: Foundations and Concepts. Cham: Springer International Publishing, 2024. https://doi.org/10.1007/978-3-031-45468-4.",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/Text classification with transformers using BERT",
+      "metadata": {
+        "length": 1257,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Devlin",
+          "Jacob",
+          "Ming",
+          "Wei",
+          "Chang",
+          "Kenton",
+          "Lee",
+          "Kristina",
+          "Toutanova",
+          "BERT",
+          "Pre",
+          "Training",
+          "Deep",
+          "Bidirectional",
+          "Transformers",
+          "Language",
+          "Understanding",
+          "arXiv",
+          "May",
+          "24",
+          "2019",
+          "https",
+          "doi",
+          "org",
+          "10.48550",
+          "arXiv.1810",
+          "04805",
+          "DJ",
+          "DK",
+          "details",
+          "summary",
+          "flowchart",
+          "mermaid",
+          "graph",
+          "TD",
+          "subgraph",
+          "Transformer",
+          "layer",
+          "LSM",
+          "transformer",
+          "end",
+          "embedding",
+          "positive",
+          "encoding",
+          "x1",
+          "xN",
+          "postional",
+          "class",
+          "y1",
+          "yN",
+          "AA",
+          "AB",
+          "AC",
+          "L50",
+          "arXiv.1",
+          "AD",
+          "wei",
+          "MBERT",
+          "formers",
+          "ding",
+          "quot",
+          "AE",
+          "L5",
+          "layers",
+          "AF",
+          "50",
+          "jpg",
+          "text",
+          "image",
+          "Christopher",
+          "Bishop",
+          "Hugh",
+          "Learning",
+          "Foundations",
+          "Concepts",
+          "Springer",
+          "Cham",
+          "International",
+          "Publishing",
+          "2024",
+          "10.1007",
+          "978",
+          "031",
+          "45468"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "a501d4a6-4454-5f1a-931c-0edaa4930504",
+            "relation": "embeds",
+            "ref": "[images/image-32-BERT Architecture Diagram.jpg]",
+            "position": {
+              "start": 237,
+              "end": 284
+            }
+          },
+          {
+            "target": "2b6fc739-cb99-52f0-8d87-df1435ff8381",
+            "relation": "embeds",
+            "ref": "[images/image-33-Book Cover_ Deep Learning.jpg]",
+            "position": {
+              "start": 929,
+              "end": 976
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "56b286c8-6d8c-5a4c-9e5c-178aca886225",
+      "type": "text",
+      "content": "Transformer layers allows for the exchange of information between tokens. We can understand it as:\n1. Each token sends a message to every other token.\n2. Each token computes how much does it want to take into account the messages of each other token. This is the idea of attention.\n3. Each token moves away from his embedding in the direction signaled by the message of each other token weighted by the attention that he is paying to that token.\nThis is a general intuition. To understand better we need to understand how the encoder is trained.",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/How do transformer layers deal with context?_2",
+      "metadata": {
+        "length": 545,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Transformer",
+          "layers",
+          "exchange",
+          "information",
+          "tokens",
+          "We",
+          "understand",
+          "Each",
+          "token",
+          "sends",
+          "message",
+          "computes",
+          "account",
+          "messages",
+          "This",
+          "idea",
+          "attention",
+          "moves",
+          "embedding",
+          "direction",
+          "signaled",
+          "weighted",
+          "paying",
+          "general",
+          "intuition",
+          "To",
+          "encoder",
+          "trained"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "c8f1e468-c49c-5b3e-b75e-23e962c28338",
+      "type": "image",
+      "content": "\n3. Each token moves away from his embedding in the direction signaled by the message of each other token weighted by the attention that he is paying to that token. <details>0\n[images/image-34-BERT Masked Language Model.jpg]\n",
+      "path": "images/image-34-BERT Masked Language Model.jpg",
+      "metadata": {
+        "length": 209,
+        "summary": "image-34\n- Input sequence: [CLS] how are [MASK] doing today [SEP]\n- Process: BERT masked language model predicts the masked token\n- Output prediction: \"you\" (highest probability)\n- Example predictions shown: you, they, your..",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-34-BERT Masked Language Model.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "bcbebf9d-e0ce-5d54-8857-fb41499bcc12",
+      "type": "text",
+      "content": "Output\nMLM teaches BERT to understand relationships between words\n\n3. Each token moves away from his embedding in the direction signaled by the message of each other token weighted by the attention that he is paying to that token. <details>0\n[images/image-34-BERT Masked Language Model.jpg]\n\n<details>\n<summary>flowchart</summary>\n```mermaid\ngraph TD\nA[\"CLS\"] --> B[\"how\"]\nB --> C[\"are\"]\nC --> D[\"box\"]\nD --> E[\"doing\"]\nE --> F[\"today\"]\nF --> G[\"SEP\"]\nH[\"...\"] --> I[\"you,they,your..\"]\nI --> D\nJ[\"CLS\"] --> K[\"how\"]\nK --> L[\"are\"]\nL --> M[\"MASK\"]\nM --> N[\"doing\"]\nN --> O[\"today\"]\nO --> P[\"SEP\"]\nQ[\"...\"] --> R[\"...\"]\nR --> D\nstyle D fill:#ffcccc,stroke:#333\n```\n</details>\nOne of the key techniques used in pre-training BERT is the Masked Language Model (MLM). In this approach, a certain percentage of the input tokens are randomly selected (usually around 15% of the tokens) and masked (replaced with a [MASK] token). The objective of the MLM is to predict the original masked words based on the surrounding context. Hence, BERT is useful for completing composites (MLM).",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/How do transformer layers deal with context?_2/BERT training MLM",
+      "metadata": {
+        "length": 1058,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Output",
+          "MLM",
+          "teaches",
+          "BERT",
+          "understand",
+          "relationships",
+          "words",
+          "Each",
+          "token",
+          "moves",
+          "embedding",
+          "direction",
+          "signaled",
+          "message",
+          "weighted",
+          "attention",
+          "paying",
+          "details",
+          "summary",
+          "flowchart",
+          "mermaid",
+          "graph",
+          "TD",
+          "CLS",
+          "box",
+          "today",
+          "SEP",
+          "MASK",
+          "style",
+          "fill",
+          "ffcccc",
+          "stroke",
+          "333",
+          "One",
+          "key",
+          "techniques",
+          "pre",
+          "training",
+          "Masked",
+          "Language",
+          "Model",
+          "In",
+          "approach",
+          "percentage",
+          "input",
+          "tokens",
+          "randomly",
+          "selected",
+          "15%",
+          "masked",
+          "replaced",
+          "The",
+          "objective",
+          "predict",
+          "original",
+          "based",
+          "surrounding",
+          "context",
+          "Hence",
+          "completing",
+          "composites"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "c8f1e468-c49c-5b3e-b75e-23e962c28338",
+            "relation": "embeds",
+            "ref": "[images/image-34-BERT Masked Language Model.jpg]",
+            "position": {
+              "start": 242,
+              "end": 290
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "446552d1-70b7-5d7c-9f00-2c6c343bd9da",
+      "type": "image",
+      "content": "\nstyle D fill:#ffcccc,stroke:#333 <details>0\n[images/image-35-BERT Architecture Diagram.jpg]\n",
+      "path": "images/image-35-BERT Architecture Diagram.jpg",
+      "metadata": {
+        "length": 78,
+        "summary": "image-35\n- Central Component: BERT (Bidirectional Encoder Representations from Transformers)\n- Input Layer (Bottom):\n  - First Sentence: [CLS], Tok 1, ..., Tok N\n  - Second Sentence: [SEP], Tok 1, ..., Tok N\n- Embedding Layer (Middle):\n  - E_cls, E_1, ..., E_N, E_[SEP], E'_1, ..., E'_m\n- Token Representation Layer (Top):\n  - C, T_1, ..., T_N, T_[SEP], M_1, ..., M_m\n- Output: Class Label (indicated by an arrow pointing upwards from the 'C' token)",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-35-BERT Architecture Diagram.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "87a8b8fe-75a6-58a8-9fac-3fcc0c286944",
+      "type": "text",
+      "content": "style D fill:#ffcccc,stroke:#333 <details>0\n[images/image-35-BERT Architecture Diagram.jpg]\n\n<details>\n<summary>flowchart</summary>\n```mermaid\ngraph TD\nA[\"Class Label\"] --> B[\"C\"]\nA --> C[\"T₁\"]\nB --> D[\"Tₙ\"]\nC --> E[\"T[SEP\"]]\nD --> F[\"M₁\"]\nE --> G[\"Mₘ\"]\nH[\"BERT\"] --> I[\"Ecls\"]\nH --> J[\"E₁\"]\nH --> K[\"TK 1\"]\nH --> L[\"TK N\"]\nH --> M[\"TK 1\"]\nH --> N[\"TK N\"]\nI <--> O[\"[CLS\"]]\nJ <--> P[\"Tok 1\"]\nK <--> Q[\"TK N\"]\nL <--> R[\"TK 1\"]\nM <--> S[\"TK 1\"]\nN <--> T[\"TK N\"]\nU[\"First Sentence\"] --> V[\"[CLS\"]]\nW[\"Second Sentence\"] --> X[\"Tok 1\"]\nY[\"Class Label\"] --> Z[\"C\"]\nY --> AA[\"T₁\"]\nZ --> AB[\"Tₙ\"]\nZ --> AC[\"T[SEP\"]]\nZ --> AD[\"M₁\"]\nZ --> AE[\"Mₘ\"]\n```\n</details>\nNSP teaches BERT to understand longer-term dependencies across sentences.",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/How do transformer layers deal with context?_2/BERT training NSP",
+      "metadata": {
+        "length": 711,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "style",
+          "fill",
+          "ffcccc",
+          "stroke",
+          "333",
+          "details",
+          "summary",
+          "flowchart",
+          "mermaid",
+          "graph",
+          "TD",
+          "Class",
+          "Label",
+          "SEP",
+          "BERT",
+          "Ecls",
+          "TK",
+          "CLS",
+          "Tok",
+          "First",
+          "Sentence",
+          "Second",
+          "AA",
+          "AB",
+          "AC",
+          "AD",
+          "AE",
+          "NSP",
+          "teaches",
+          "understand",
+          "longer",
+          "term",
+          "dependencies",
+          "sentences"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "446552d1-70b7-5d7c-9f00-2c6c343bd9da",
+            "relation": "embeds",
+            "ref": "[images/image-35-BERT Architecture Diagram.jpg]",
+            "position": {
+              "start": 44,
+              "end": 91
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "b75d8f65-48bd-57b5-a7c4-da4655deaa47",
+      "type": "image",
+      "content": "\n``` <details>0\n[images/image-36-Transformer Architecture Diagram.jpg]\n",
+      "path": "images/image-36-Transformer Architecture Diagram.jpg",
+      "metadata": {
+        "length": 49,
+        "summary": "image-36\n- Input Layer: Sequence of inputs (x1 to xN) and a class token (<class>)\n- Embedding Stage: Inputs pass through 'embedding' blocks\n- Positional Encoding: Green waveforms representing positional encoding are added to embeddings via summation (+)\n- Transformer Layers: Multiple stacked red blocks labeled \"transformer layer\"\n- Depth: The stack is denoted as L layers\n- Output Layer: Each position passes through an LSM block to produce outputs (y1 to yN)",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-36-Transformer Architecture Diagram.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "2b6fc739-cb99-52f0-8d87-df1435ff8381",
+      "type": "image",
+      "content": "\nAA[\"yN\"] --> AB[\"LSM\"] <details>0\n[images/image-33-Book Cover_ Deep Learning.jpg]\n",
+      "path": "images/image-33-Book Cover_ Deep Learning.jpg_2",
+      "metadata": {
+        "length": 68,
+        "summary": "image-33\nAA[\"yN\"] --> AB[\"LSM\"] <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-33-Book Cover_ Deep Learning.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "10f32d63-a580-543b-86ed-e619dfa43901",
+      "type": "text",
+      "content": "Now we can understand this better!\n\n``` <details>0\n[images/image-36-Transformer Architecture Diagram.jpg]\n\n<details>\n<summary>flowchart</summary>\n```mermaid\ngraph TD\nA[\" stand \"] --> B[\" Transformer layer \"]\nB --> C[\" L layers \"]\nC --> D[\" positioning encoding \"]\nD --> E[\" embedding \"]\nE --> F[\" <class> \"]\nF --> G[\" x1 \"]\nG --> H[\" embedding \"]\nH --> I[\" xN \"]\nI --> J[\" embedded \"]\nJ --> K[\" + \"]\nK --> L[\" positional encoding \"]\nL --> M[\" ... \"]\nM --> N[\" ... \"]\nN --> O[\" ... \"]\nO --> P[\" ... \"]\nP --> Q[\" ... \"]\nQ --> R[\" ... \"]\nR --> S[\" ... \"]\nS --> T[\" ... \"]\nT --> U[\" ... \"]\nU --> V[\" ... \"]\nV --> W[\" ... \"]\nW --> X[\" ... \"]\nX --> Y[\" ... \"]\nY --> Z[\" ... \"]\nZ --> AA[\" ... \"]\nAA --> AB[\" ... \"]\nAB --> AC[\" ... \"]\nAC --> AD[\" ... \"]\nAD --> AE[\" ... \"]\nAE --> AF[\" ... \"]\nAF --> AG[\" ... \"]\nAG --> AH[\" ... \"]\nAH --> AI[\" ... \"]\nAI --> AJ[\" ... \"]\nAJ --> AK[\" ... \"]\nAK --> AL[\" ... \"]\nAL --> AM[\" ... \"]\nAM --> AN[\" ... \"]\nAN --> AO[\" ... \"]\nAO --> AP[\" ... \"]\nAP --> AQ[\" ... \"]\nAQ --> AR[\" ... \"]\nAR --> AS[\" ... \"]\nAS --> AT[\" ... \"]\nAT --> AU[\" ... \"]\nAU --> AV[\" ... \"]\nAV --> AW[\" ... \"]\nAW --> AX[\" ... \"]\nAX --> AY[\" ... \"]\nAY --> AZ[\" ... \"]\nAZ --> BA[\" ... \"]\nBA --> BB[\" ... \"]\nBB --> BC[\" ... \"]\nBC --> BD[\" ... \"]\nBD --> BE[\" ... \"]\nBE --> BF[\" ... \"]\nBF --> BG[\" ... \"]\nBG --> BH[\" ... \"]\nBH --> BI[\" ... \"]\nBI --> BJ[\" ... \"]\nBJ --> BK[\" ... \"]\nBK --> BL[\" ... \"]\nBL --> BM[\" ... \"]\nBM --> BN[\" ... \"]\nBN --> BO[\" ... \"]\nBO --> BP[\" ... \"]\nBP --> BQ[\" ... \"]\nBQ --> BR[\" ... \"]\nBR --> BS[\" ... \"]\nBS --> BT[\" ... \"]\nBT --> BU[\" ... \"]\nBU --> BV[\" ... \"]\nBV --> BW[\" ... \"]\nBW --> BX[\" ... \"]\nBX --> BY[\" ... \"]\nBY --> BZ[\" ... \"]\nBZ --> CA[\" ... \"]\nCA --> CB[\" ... \"]\nCB --> CC[\" ... \"]\nCC --> CD[\" ... \"]\nCD --> CE[\" ... \"]\nCE --> CF[\" ... \"]\nCF --> CG[\" ... \"]\nCG --> CH[\" ... \"]\nCH --> CI[\" ... \"]\nCI --> CJ[\" ... \"]\nCJ --> CK[\" ... \"]\nCK --> CL[\" ... \"]\nCL --> CM[\" ... \"]\nCM --> CN[\" ... \"]\nCN --> CO[\" ... \"]\nCO --> CP[\" ... \"]\nCP --> CQ[\" ... \"]\nCQ --> CR[\" ... \"]\nCR --> CS[\" ... \"]\nCS --> CT[\" ... \"]\nCT --> CU[\" ... \"]\nCU --> CV[\" ... \"]\nCV --> CW[\" ... \"]\nCW --> CX[\" ... \"]\nCX --> CY[\" ... \"]\nCY --> CZ[\" ... \"]\nCZ --> DA[\" ... \"]\nDA --> DB[\" ... \"]\nDB --> DC[\" ... \"]\nDC --> DD[\" ... \"]\nDD --> DE[\" ... \"]\nDE --> DF[\" ... \"]\nDF --> DG[\" ... \"]\nDG --> DH[\" ... \"]\nDH --> DI[\" ... \"]\nDI --> DJ[\" ... \"]\nDJ --> DK[\" ... \"]\nDK --> DL[\" ... \"]\nDL --> DJ\n```\n</details>\n\nAA[\"yN\"] --> AB[\"LSM\"] <details>0\n[images/image-33-Book Cover_ Deep Learning.jpg]\n\n<details>\n<summary>text_image</summary>\nChristopher M. Bishop\nwith Hugh Bishop\nDeep Learning\nFoundations\nand Concepts\nSpringer\n</details>\nBishop, Christopher M., and Hugh Bishop. Deep Learning: Foundations and Concepts. Cham: Springer International Publishing, 2024. https://doi.org/10.1007/978-3-031-45468-4.\nInterested on fine tuning BERT for classification? Read more\nSun, Chi, Xipeng Qiu, Yige Xu, and Xuanjing Huang. “How to Fine-Tune BERT for Text Classification?” arXiv, February 5, 2020. https://doi.org/10.48550/arXiv.1905.05583.",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/Text classification with transformers using BERT_2",
+      "metadata": {
+        "length": 2990,
+        "summary": "The passage discusses deep learning foundations and concepts, referencing a book by Christopher M. Bishop and Hugh Bishop. It also mentions fine-tuning BERT for text classification, citing a paper by Sun et al. on how to fine-tune BERT for text classification.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Now",
+          "understand",
+          "details",
+          "summary",
+          "flowchart",
+          "mermaid",
+          "graph",
+          "TD",
+          "stand",
+          "Transformer",
+          "layer",
+          "layers",
+          "positioning",
+          "encoding",
+          "embedding",
+          "class",
+          "x1",
+          "xN",
+          "embedded",
+          "positional",
+          "AA",
+          "AB",
+          "AC",
+          "AD",
+          "AE",
+          "AF",
+          "AG",
+          "AH",
+          "AI",
+          "AJ",
+          "AK",
+          "AL",
+          "AM",
+          "AN",
+          "AO",
+          "AP",
+          "AQ",
+          "AR",
+          "AS",
+          "AT",
+          "AU",
+          "AV",
+          "AW",
+          "AX",
+          "AY",
+          "AZ",
+          "BA",
+          "BB",
+          "BC",
+          "BD",
+          "BE",
+          "BF",
+          "BG",
+          "BH",
+          "BI",
+          "BJ",
+          "BK",
+          "BL",
+          "BM",
+          "BN",
+          "BO",
+          "BP",
+          "BQ",
+          "BR",
+          "BS",
+          "BT",
+          "BU",
+          "BV",
+          "BW",
+          "BX",
+          "BY",
+          "BZ",
+          "CA",
+          "CB",
+          "CC",
+          "CD",
+          "CE",
+          "CF",
+          "CG",
+          "CH",
+          "CI",
+          "CJ",
+          "CK",
+          "CL",
+          "CM",
+          "CN",
+          "CO",
+          "CP",
+          "CQ",
+          "CR",
+          "CS",
+          "CT",
+          "CU",
+          "CV",
+          "CW",
+          "CX",
+          "CY",
+          "CZ",
+          "DA",
+          "DB",
+          "DC",
+          "DD",
+          "DE",
+          "DF",
+          "DG",
+          "DH",
+          "DI",
+          "DJ",
+          "DK",
+          "DL",
+          "yN",
+          "LSM",
+          "jpg",
+          "text",
+          "image",
+          "Christopher",
+          "Bishop",
+          "Hugh",
+          "Deep",
+          "Learning",
+          "Foundations",
+          "Concepts",
+          "Springer",
+          "Cham",
+          "International",
+          "Publishing",
+          "2024",
+          "https",
+          "doi",
+          "org",
+          "10.1007",
+          "978",
+          "031",
+          "45468",
+          "Interested",
+          "fine",
+          "tuning",
+          "BERT",
+          "classification",
+          "Read",
+          "Sun",
+          "Chi",
+          "Xipeng",
+          "Qiu",
+          "Yige",
+          "Xu",
+          "Xuanjing",
+          "Huang",
+          "How",
+          "Fine",
+          "Tune",
+          "Text",
+          "Classification",
+          "arXiv",
+          "February",
+          "2020",
+          "10.48550",
+          "arXiv.1905",
+          "05583"
+        ],
+        "keywords": [
+          "Deep Learning",
+          "BERT",
+          "Text Classification"
+        ],
+        "connect_to": [
+          {
+            "target": "b75d8f65-48bd-57b5-a7c4-da4655deaa47",
+            "relation": "embeds",
+            "ref": "[images/image-36-Transformer Architecture Diagram.jpg]",
+            "position": {
+              "start": 51,
+              "end": 105
+            }
+          },
+          {
+            "target": "2b6fc739-cb99-52f0-8d87-df1435ff8381",
+            "relation": "embeds",
+            "ref": "[images/image-33-Book Cover_ Deep Learning.jpg]",
+            "position": {
+              "start": 2440,
+              "end": 2487
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "091fa053-7ff0-55fb-8eff-38df39938e51",
+      "type": "image",
+      "content": "\n</details> <details>0\n[images/image-37-Architecture of Vision Transformer.jpg]\n",
+      "path": "images/image-37-Architecture of Vision Transformer.jpg",
+      "metadata": {
+        "length": 56,
+        "summary": "image-37\n- Input: Image divided into patches (e.g., 16x16 grid)\n- Linear Projection of Flattened Patches converts image patches to vectors\n- Patch + Position Embedding: Adds positional information to each patch embedding\n- Extra learnable [class] embedding added at the beginning (marked with *)\n- Transformer Encoder processes all embeddings\n- Final embeddings output from the encoder\n- The diagram illustrates how images are tokenized and processed in a Vision Transformer model",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-37-Architecture of Vision Transformer.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "84855a7e-16a2-5b7c-bcb0-4da60226af4b",
+      "type": "text",
+      "content": "</details> <details>0\n[images/image-37-Architecture of Vision Transformer.jpg]\n\n<details>\n<summary>flowchart</summary>\n```mermaid\ngraph TD\nA[\"Input Class 0\"] --> B[\"Transformer Encoder\"]\nC[\"Input Class 1\"] --> B\nD[\"Input Class 2\"] --> B\nE[\"Input Class 3\"] --> B\nF[\"Input Class 4\"] --> B\nG[\"Input Class 5\"] --> B\nH[\"Input Class 6\"] --> B\nI[\"Input Class 7\"] --> B\nJ[\"Input Class 8\"] --> B\nK[\"Input Class 9\"] --> B\nL[\"Final Embeddings\"] --> B\nM[\"Extra learnable [class\"] embedding] --> A\nN[\"Patch + Position Embedding\"] --> O[\"Linear Projection of Flattened Patches\"]\nP[\"Image of Dog in Top Left\"] --> Q[\"Output Image\"]\n```\n</details>\nViT process with the learnable class embedding highlight (left).\nDosovitskiy, Alexey, Lucas Beyer, Alexander Kolesnikov, Dirk Weissenborn, Xiaohua Zhai, Thomas Unterthiner, Mostafa Dehghani, et al. “An Image Is Worth 16x16 Words: Transformers for Image Recognition at Scale.” arXiv, June 3, 2021. https://doi.org/10.48550/arXiv.2010.11929.",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/Image classification with ViT",
+      "metadata": {
+        "length": 947,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "details",
+          "summary",
+          "flowchart",
+          "mermaid",
+          "graph",
+          "TD",
+          "Input",
+          "Class",
+          "Transformer",
+          "Encoder",
+          "Final",
+          "Embeddings",
+          "Extra",
+          "learnable",
+          "class",
+          "embedding",
+          "Patch",
+          "Position",
+          "Embedding",
+          "Linear",
+          "Projection",
+          "Flattened",
+          "Patches",
+          "Image",
+          "Dog",
+          "Top",
+          "Left",
+          "Output",
+          "ViT",
+          "process",
+          "highlight",
+          "left",
+          "Dosovitskiy",
+          "Alexey",
+          "Lucas",
+          "Beyer",
+          "Alexander",
+          "Kolesnikov",
+          "Dirk",
+          "Weissenborn",
+          "Xiaohua",
+          "Zhai",
+          "Thomas",
+          "Unterthiner",
+          "Mostafa",
+          "Dehghani",
+          "al",
+          "An",
+          "Is",
+          "Worth",
+          "16x16",
+          "Words",
+          "Transformers",
+          "Recognition",
+          "Scale",
+          "arXiv",
+          "June",
+          "2021",
+          "https",
+          "doi",
+          "org",
+          "10.48550",
+          "arXiv.2010",
+          "11929"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "091fa053-7ff0-55fb-8eff-38df39938e51",
+            "relation": "embeds",
+            "ref": "[images/image-37-Architecture of Vision Transformer.jpg]",
+            "position": {
+              "start": 22,
+              "end": 78
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "c7b67258-6108-51c8-8207-daead827b2e5",
+      "type": "image",
+      "content": "\n</details> <details>0\n[images/image-38-__details_.jpg]\n",
+      "path": "images/image-38-__details_.jpg",
+      "metadata": {
+        "length": 56,
+        "summary": "image-38\n</details> <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-38-__details_.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "4b50cadd-6db1-5562-85df-ca824ecf4be2",
+      "type": "image",
+      "content": "\n<details> <details>0\n[images/image-39-_details_ .jpg]\n",
+      "path": "images/image-39-_details_ .jpg",
+      "metadata": {
+        "length": 55,
+        "summary": "image-39\n<details> <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-39-_details_ .jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "c2d16c5a-d4a7-5aed-a97e-342f5ec6b1c0",
+      "type": "text",
+      "content": "Classify composites\n\n</details> <details>0\n[images/image-38-__details_.jpg]\n\n<details>\n<summary>natural_image</summary>\nGreen circular icon with a white checkmark (no text or symbols)\n</details>\nComplete composites\n\n<details> <details>0\n[images/image-39-_details_ .jpg]\n\n<details>\n<summary>natural_image</summary>\nWooden box with orange 3D sculpture on a wooden table, no visible text or symbols\n</details>\nTransform composites",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/What can we do with transformers?_4",
+      "metadata": {
+        "length": 427,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Classify",
+          "composites",
+          "details",
+          "summary",
+          "natural",
+          "image",
+          "Green",
+          "circular",
+          "icon",
+          "white",
+          "checkmark",
+          "text",
+          "symbols",
+          "Complete",
+          "Wooden",
+          "box",
+          "orange",
+          "3D",
+          "sculpture",
+          "wooden",
+          "table",
+          "visible",
+          "Transform"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "c7b67258-6108-51c8-8207-daead827b2e5",
+            "relation": "embeds",
+            "ref": "[images/image-38-__details_.jpg]",
+            "position": {
+              "start": 43,
+              "end": 75
+            }
+          },
+          {
+            "target": "4b50cadd-6db1-5562-85df-ca824ecf4be2",
+            "relation": "embeds",
+            "ref": "[images/image-39-_details_ .jpg]",
+            "position": {
+              "start": 237,
+              "end": 269
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "0acb5120-863a-5d69-bf47-88c3332caa90",
+      "type": "image",
+      "content": "\n<summary>natural_image</summary> <details>0\n[images/image-40-BERT Architecture Diagram.jpg]\n",
+      "path": "images/image-40-BERT Architecture Diagram.jpg",
+      "metadata": {
+        "length": 78,
+        "summary": "image-40\n- Title: BERT\n- Process Flow:\n  - Input text is received where words are randomly masked during training (e.g., \"This is an __ of how concise I __ be\")\n  - Preprocessing steps are applied to the input\n  - Data passes through an Encoder\n  - Output generates the original sentence by filling in missing words (e.g., \"This is an example of how concise I can be\")",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-40-BERT Architecture Diagram.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "4a312061-22aa-5113-bb52-5e7ac5b9cee3",
+      "type": "image",
+      "content": "\nD --> E[\"This is an _ of how concise I _ be\"] <details>0\n[images/image-41-GPT Decoder Architecture.jpg]\n",
+      "path": "images/image-41-GPT Decoder Architecture.jpg",
+      "metadata": {
+        "length": 91,
+        "summary": "image-41\n- **Diagram Title:** GPT\n- **Process Flow (Bottom to Top):**\n  - Input text\n  - Preprocessing steps\n  - Decoder\n  - Output: \"This is an example of how concise I can be\"\n- **Key Annotations:**\n  - Receives incomplete texts (pointing to the bottom input box)\n  - Learns to generate one word at a time (pointing to the output arrow)",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-41-GPT Decoder Architecture.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "39970270-489f-55c6-9b6e-55224b602979",
+      "type": "image",
+      "content": "\nstyle E fill:#cce5ff,stroke:#333 <details>0\n[images/image-42-Book Cover_ Build a Large Language Model.jpg]\n",
+      "path": "images/image-42-Book Cover_ Build a Large Language Model.jpg",
+      "metadata": {
+        "length": 78,
+        "summary": "image-42\nTitle: Build a Large Language Model\nAuthor: Sebastian Raschka\nPublisher: Manning\nSeries/Tag: From Scratch",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-42-Book Cover_ Build a Large Language Model.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "7c7f2600-2725-52d1-984c-1a66cfc15f29",
+      "type": "text",
+      "content": "<summary>natural_image</summary> <details>0\n[images/image-40-BERT Architecture Diagram.jpg]\n\n<details>\n<summary>flowchart</summary>\n```mermaid\ngraph TD\nA[\"This is an example of how concise I can be\"] --> B[\"Encoder\"]\nB --> C[\"Preprocessing steps\"]\nC --> D[\"Input text\"]\nD --> E[\"This is an _ of how concise I _ be\"]\nE --> F[\"Fills in the missing words to generate the original sentence\"]\nF --> G[\"Receives inputs where words are randomly masked during training\"]\n```\n</details>\n\nD --> E[\"This is an _ of how concise I _ be\"] <details>0\n[images/image-41-GPT Decoder Architecture.jpg]\n\n<details>\n<summary>flowchart</summary>\n```mermaid\ngraph TD\nA[\"Decoder\"] --> B[\"Preprocessing steps\"]\nB --> C[\"Input text\"]\nC --> D[\"This is an example of how concise I can be\"]\nD --> E[\"This is an example of how concise I can\"]\nE --> F[\"Receives incomplete texts\"]\nstyle A fill:#cce5ff,stroke:#333\nstyle B fill:#cce5ff,stroke:#333\nstyle C fill:#cce5ff,stroke:#333\nstyle D fill:#cce5ff,stroke:#333\nstyle E fill:#cce5ff,stroke:#333\nnote right of A: \"This is an example of how concise I can be\"\nnote right of D: \"Learns to generate one word at a time\"\n```\n</details>\n\nstyle E fill:#cce5ff,stroke:#333 <details>0\n[images/image-42-Book Cover_ Build a Large Language Model.jpg]\n\n<details>\n<summary>text_image</summary>\nBUILD A\nLarge Language\nModel\nSEBASTIAN RUSCHKA\nFRANK\nSCOTIA\nMORNING\n</details>\nRaschka, Sebastian. Build a Large Language Model (From Scratch). Manning, 2024.",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/How to generate composites? Decoders",
+      "metadata": {
+        "length": 1396,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "summary",
+          "natural",
+          "image",
+          "details",
+          "flowchart",
+          "mermaid",
+          "graph",
+          "TD",
+          "This",
+          "concise",
+          "Encoder",
+          "Preprocessing",
+          "steps",
+          "Input",
+          "text",
+          "Fills",
+          "missing",
+          "words",
+          "generate",
+          "original",
+          "sentence",
+          "Receives",
+          "inputs",
+          "randomly",
+          "masked",
+          "training",
+          "Decoder",
+          "incomplete",
+          "texts",
+          "style",
+          "fill",
+          "cce5ff",
+          "stroke",
+          "333",
+          "note",
+          "Learns",
+          "word",
+          "time",
+          "BUILD",
+          "Large",
+          "Language",
+          "Model",
+          "SEBASTIAN",
+          "RUSCHKA",
+          "FRANK",
+          "SCOTIA",
+          "MORNING",
+          "Raschka",
+          "Sebastian",
+          "Build",
+          "From",
+          "Scratch",
+          "Manning",
+          "2024"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "0acb5120-863a-5d69-bf47-88c3332caa90",
+            "relation": "embeds",
+            "ref": "[images/image-40-BERT Architecture Diagram.jpg]",
+            "position": {
+              "start": 44,
+              "end": 91
+            }
+          },
+          {
+            "target": "4a312061-22aa-5113-bb52-5e7ac5b9cee3",
+            "relation": "embeds",
+            "ref": "[images/image-41-GPT Decoder Architecture.jpg]",
+            "position": {
+              "start": 536,
+              "end": 582
+            }
+          },
+          {
+            "target": "39970270-489f-55c6-9b6e-55224b602979",
+            "relation": "embeds",
+            "ref": "[images/image-42-Book Cover_ Build a Large Language Model.jpg]",
+            "position": {
+              "start": 1193,
+              "end": 1255
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "d5ef1d4f-bf03-5e21-a82c-00e59563ca9c",
+      "type": "image",
+      "content": "\nSCOTIA <details>0\n[images/image-43-Neural Network Architecture.jpg]\n",
+      "path": "images/image-43-Neural Network Architecture.jpg",
+      "metadata": {
+        "length": 52,
+        "summary": "image-43\n- Input sequence: <start>, x1, ..., xN\n- Embedding layer applied to inputs\n- Positional encoding added to embeddings (shown as waveforms)\n- Stacked masked transformer layers (L layers total)\n- Output layer: LSM (Logistic Sigmoid Module) producing outputs y1, y2, ..., yN+1",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-43-Neural Network Architecture.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "a367ae6e-9af3-58b8-9579-55dcd99e9986",
+      "type": "image",
+      "content": "\nend <details>0\n[images/image-44-Book Cover_ Deep Learning.jpg]\n",
+      "path": "images/image-44-Book Cover_ Deep Learning.jpg",
+      "metadata": {
+        "length": 49,
+        "summary": "image-44\nTitle: Deep Learning: Foundations and Concepts\nAuthors: Christopher M. Bishop with Hugh Bishop\nPublisher: Springer",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-44-Book Cover_ Deep Learning.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "a60a504e-0bdb-5ccb-a614-b1cfd95f6a74",
+      "type": "text",
+      "content": "SCOTIA <details>0\n[images/image-43-Neural Network Architecture.jpg]\n\n<details>\n<summary>flowchart</summary>\n```mermaid\ngraph TD\nsubgraph L Layers\ny1[\"LM\"] --> mask_TransformerLayer[\"Masked transformer layer\"]\ny2[\"LM\"] --> maskTransformerLayer[\"Masked transformer layer\"]\nyN+1[\"LM\"] --> maskTransformerLayer[\"Masked transformer layer\"]\nend\nsubgraph PositionalEncoding\ndirection TB\nE1[\"embedding\"] --> E2[\"+\"]\nE2 --> E3[\"×start\"]\nE3 --> x1[\"x1\"]\nx1 --> Embedding1[\"embedding\"]\nEmbedding1 --> Embedding2[\"+\"]\nEmbedding2 --> EmbeddingN[\"embedding\"]\nEmbeddingN --> xN[\"xN\"]\nend\nstyle L Layers fill:#f9f9f9,stroke:#333\nstyle PositionalEncoding fill:#e6f7ff,stroke:#333\n```\n</details>\n\nend <details>0\n[images/image-44-Book Cover_ Deep Learning.jpg]\n\n<details>\n<summary>text_image</summary>\nChristopher M. Bishop\nwith Hugh Bishop\nDeep Learning\nFoundations\nand Concepts\nSpringer\n</details>\nBishop, Christopher M., and Hugh Bishop. Deep Learning: Foundations and Concepts. Cham: Springer International Publishing, 2024. https://doi.org/10.1007/978-3-031-45468-4.",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/How to generate composites? Decoders_2",
+      "metadata": {
+        "length": 1020,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "SCOTIA",
+          "details",
+          "summary",
+          "flowchart",
+          "mermaid",
+          "graph",
+          "TD",
+          "subgraph",
+          "Layers",
+          "y1",
+          "LM",
+          "mask",
+          "TransformerLayer",
+          "Masked",
+          "transformer",
+          "layer",
+          "y2",
+          "maskTransformerLayer",
+          "yN",
+          "end",
+          "PositionalEncoding",
+          "direction",
+          "TB",
+          "E1",
+          "embedding",
+          "E2",
+          "E3",
+          "start",
+          "x1",
+          "Embedding1",
+          "Embedding2",
+          "EmbeddingN",
+          "xN",
+          "style",
+          "fill",
+          "f9f9f9",
+          "stroke",
+          "333",
+          "e6f7ff",
+          "text",
+          "image",
+          "Christopher",
+          "Bishop",
+          "Hugh",
+          "Deep",
+          "Learning",
+          "Foundations",
+          "Concepts",
+          "Springer",
+          "Cham",
+          "International",
+          "Publishing",
+          "2024",
+          "https",
+          "doi",
+          "org",
+          "10.1007",
+          "978",
+          "031",
+          "45468"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "d5ef1d4f-bf03-5e21-a82c-00e59563ca9c",
+            "relation": "embeds",
+            "ref": "[images/image-43-Neural Network Architecture.jpg]",
+            "position": {
+              "start": 18,
+              "end": 67
+            }
+          },
+          {
+            "target": "a367ae6e-9af3-58b8-9579-55dcd99e9986",
+            "relation": "embeds",
+            "ref": "[images/image-44-Book Cover_ Deep Learning.jpg]",
+            "position": {
+              "start": 694,
+              "end": 741
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "42ea709f-1bcc-5542-b241-1930cb514b9d",
+      "type": "image",
+      "content": "\nand Concepts <details>0\n[images/image-45-Ambiguous Pronoun Resolution.jpg]\n",
+      "path": "images/image-45-Ambiguous Pronoun Resolution.jpg",
+      "metadata": {
+        "length": 58,
+        "summary": "image-45\nThe image displays two diagrams illustrating the correct and incorrect attachment of the pronoun \"it\" within a sentence structure.\n\n**Left Diagram (Incorrect):**\n- Sentence: \"The animal didn't cross the street because it was too tired.\"\n- Structure: The pronoun \"it\" is highlighted in blue at the top. Lines connect \"it\" to various words below, including \"animal,\" \"street,\" and \"tired.\"\n- Error Indication: A large red \"X\" marks the end of the sentence, indicating this interpretation or attachment is incorrect. The diagram suggests that linking \"it\" primarily to \"tired\" without clear antecedent resolution is problematic in this context.\n\n**Right Diagram (Correct):**\n- Sentence: \"The animal didn't cross the street because it was too wide.\"\n- Structure: Similar to the left, \"it\" is highlighted. Lines connect \"it\" to \"animal,\" \"street,\" and \"wide.\"\n- Correct Interpretation: This diagram implies that \"it\" correctly refers to \"street\" (the street was too wide), which is the intended meaning. The connections show how syntactic",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-45-Ambiguous Pronoun Resolution.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "af33f4d3-04fc-5cf0-adce-5998e2b41519",
+      "type": "text",
+      "content": "and Concepts <details>0\n[images/image-45-Ambiguous Pronoun Resolution.jpg]\n\n<details>\n<summary>flowchart</summary>\n```mermaid\ngraph TD\nA[\"The animal\"] --> B[\"the animal didn't cross the street because it was too tired\"]\nA --> C[\"the street because it was too tired\"]\nD[\"The animal didn't cross the street because it was too wide\"] --> E[\"The animal didn't cross the street because it was too wide\"]\nF[\"The animal didn't cross the street because it was too wide\"] --> G[\"The animal didn't cross the street because it was too wide\"]\n```\n</details>",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/What is masked attention?",
+      "metadata": {
+        "length": 527,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Concepts",
+          "details",
+          "summary",
+          "flowchart",
+          "mermaid",
+          "graph",
+          "TD",
+          "The",
+          "animal",
+          "didn",
+          "cross",
+          "street",
+          "tired",
+          "wide"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "42ea709f-1bcc-5542-b241-1930cb514b9d",
+            "relation": "embeds",
+            "ref": "[images/image-45-Ambiguous Pronoun Resolution.jpg]",
+            "position": {
+              "start": 24,
+              "end": 74
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "9a034593-fe6b-5b4d-bfdc-30b724f97c70",
+      "type": "image",
+      "content": "\nF[\"The animal didn't cross the street because it was too wide\"] --> G[\"The animal didn't cross the street because it was too wide\"] <details>0\n[images/image-46-Attention Matrix Visualization.jpg]\n",
+      "path": "images/image-46-Attention Matrix Visualization.jpg",
+      "metadata": {
+        "length": 177,
+        "summary": "image-46\n- Words: Life, is, short, eat, desert, first\n- Matrix values (row by row):\n  - Row \"Life\": 0.17, 0.13, 0.18, 0.16, 0.15, 0.18\n  - Row \"is\": 0.03, 0.68, 0.02, 0.08, 0.14, 0.02\n  - Row \"short\": 0.19, 0.06, 0.25, 0.14, 0.11, 0.23\n  - Row \"eat\": 0.15, 0.21, 0.14, 0.16, 0.17, 0.14\n  - Row \"desert\": 0.13, 0.27, 0.11, 0.16, 0.18, 0.12",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-46-Attention Matrix Visualization.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "a1aefec5-aef1-5013-964e-9abadfa59afe",
+      "type": "table",
+      "content": "<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Life</th>\n      <th>is</th>\n      <th>short</th>\n      <th>eat</th>\n      <th>desert</th>\n      <th>first</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>Life</td>\n      <td>0.17</td>\n      <td>0.13</td>\n      <td>0.18</td>\n      <td>0.16</td>\n      <td>0.15</td>\n      <td>0.18</td>\n    </tr>\n    <tr>\n      <td>is</td>\n      <td>0.03</td>\n      <td>0.68</td>\n      <td>0.02</td>\n      <td>0.08</td>\n      <td>0.14</td>\n      <td>0.02</td>\n    </tr>\n    <tr>\n      <td>short</td>\n      <td>0.19</td>\n      <td>0.06</td>\n      <td>0.25</td>\n      <td>0.14</td>\n      <td>0.11</td>\n      <td>0.23</td>\n    </tr>\n    <tr>\n      <td>eat</td>\n      <td>0.15</td>\n      <td>0.21</td>\n      <td>0.14</td>\n      <td>0.16</td>\n      <td>0.17</td>\n      <td>0.14</td>\n    </tr>\n    <tr>\n      <td>desert</td>\n      <td>0.13</td>\n      <td>0.27</td>\n      <td>0.11</td>\n      <td>0.16</td>\n      <td>0.18</td>\n      <td>0.12</td>\n    </tr>\n    <tr>\n      <td>first</td>\n      <td>0.19</td>\n      <td>0.02</td>\n      <td>0.31</td>\n      <td>0.11</td>\n      <td>0.07</td>\n      <td>0.27</td>\n    </tr>\n  </tbody>\n</table>",
+      "path": "tables/table-7 Word Transition Matrix.html",
+      "metadata": {
+        "length": 1225,
+        "summary": "table-8\nA 6x6 transition probability matrix for the phrase 'Life is short eat desert first', showing probabilities of each word following another.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "tables/table-7 Word Transition Matrix.html",
+        "keywords": [
+          "transition probabilities",
+          "word pairs",
+          "matrix"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "684ec155-e364-5b46-afc0-3a6cf5ca30b4",
+      "type": "image",
+      "content": "\n</details> <details>0\n[images/image-47-Attention Matrix Visualization.jpg]\n",
+      "path": "images/image-47-Attention Matrix Visualization.jpg",
+      "metadata": {
+        "length": 56,
+        "summary": "image-47\n- Chart Type: Heatmap/Confusion Matrix representing attention weights between tokens\n- Axis Labels (Tokens): Life, is, short, eat, desert, first\n- Data Values:\n  - Row \"Life\": [0.17, 0.13, 0.18, 0.16, 0.15, 0.18]\n  - Row \"is\": [0.03, 0.68, 0.02, 0.08, 0.14, 0.02]\n  - Row \"short\": [0.19, 0.06, 0.25, 0.14, 0.11, 0.23]\n  - Row \"eat\": [0.15, 0.21, 0.14, 0.16, 0.17, 0.14]\n  - Row \"desert\": [0.13, 0.27, 0.11,",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-47-Attention Matrix Visualization.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "0c1f2b00-50ae-593b-b706-2adeb9356843",
+      "type": "table",
+      "content": "<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Life</th>\n      <th>is</th>\n      <th>short</th>\n      <th>eat</th>\n      <th>desert</th>\n      <th>first</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>Life</td>\n      <td>0.17</td>\n      <td>0.13</td>\n      <td>0.18</td>\n      <td>0.16</td>\n      <td>0.15</td>\n      <td>0.18</td>\n    </tr>\n    <tr>\n      <td>is</td>\n      <td>0.03</td>\n      <td>0.68</td>\n      <td>0.02</td>\n      <td>0.08</td>\n      <td>0.14</td>\n      <td>0.02</td>\n    </tr>\n    <tr>\n      <td>short</td>\n      <td>0.19</td>\n      <td>0.06</td>\n      <td>0.25</td>\n      <td>0.14</td>\n      <td>0.11</td>\n      <td>0.23</td>\n    </tr>\n    <tr>\n      <td>eat</td>\n      <td>0.15</td>\n      <td>0.21</td>\n      <td>0.14</td>\n      <td>0.16</td>\n      <td>0.17</td>\n      <td>0.14</td>\n    </tr>\n    <tr>\n      <td>desert</td>\n      <td>0.13</td>\n      <td>0.27</td>\n      <td>0.11</td>\n      <td>0.16</td>\n      <td>0.18</td>\n      <td>0.12</td>\n    </tr>\n    <tr>\n      <td>first</td>\n      <td>0.19</td>\n      <td>0.02</td>\n      <td>0.31</td>\n      <td>0.11</td>\n      <td>0.07</td>\n      <td>0.27</td>\n    </tr>\n  </tbody>\n</table>",
+      "path": "tables/table-8 Word Transition Matrix.html",
+      "metadata": {
+        "length": 1225,
+        "summary": "table-9\nA 6x6 transition probability matrix for the words 'Life', 'is', 'short', 'eat', 'desert', and 'first', showing the likelihood of each word following another.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "tables/table-8 Word Transition Matrix.html",
+        "keywords": [
+          "transition probabilities",
+          "word pairs",
+          "matrix"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "f60cfe30-400d-52ee-af79-612e2f1d3d81",
+      "type": "text",
+      "content": "How much token “Life” attends to token “first”\n\nF[\"The animal didn't cross the street because it was too wide\"] --> G[\"The animal didn't cross the street because it was too wide\"] <details>0\n[images/image-46-Attention Matrix Visualization.jpg]\n\n<details>\n<summary>heatmap</summary>\n\n[tables/table-7 Word Transition Matrix.html]\n\n</details>\nIn the row for corresponding to \"Life\", mask out all words that come after \"Life\"\n\n</details> <details>0\n[images/image-47-Attention Matrix Visualization.jpg]\n\n<details>\n<summary>heatmap</summary>\n\n[tables/table-8 Word Transition Matrix.html]\n\n</details>",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/What is masked attention?_2",
+      "metadata": {
+        "length": 569,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "How",
+          "token",
+          "Life",
+          "attends",
+          "The",
+          "animal",
+          "didn",
+          "cross",
+          "street",
+          "wide",
+          "details",
+          "summary",
+          "heatmap",
+          "In",
+          "row",
+          "mask",
+          "words"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "9a034593-fe6b-5b4d-bfdc-30b724f97c70",
+            "relation": "embeds",
+            "ref": "[images/image-46-Attention Matrix Visualization.jpg]",
+            "position": {
+              "start": 191,
+              "end": 243
+            }
+          },
+          {
+            "target": "a1aefec5-aef1-5013-964e-9abadfa59afe",
+            "relation": "embeds",
+            "ref": "[tables/table-7 Word Transition Matrix.html]",
+            "position": {
+              "start": 283,
+              "end": 327
+            }
+          },
+          {
+            "target": "684ec155-e364-5b46-afc0-3a6cf5ca30b4",
+            "relation": "embeds",
+            "ref": "[images/image-47-Attention Matrix Visualization.jpg]",
+            "position": {
+              "start": 445,
+              "end": 497
+            }
+          },
+          {
+            "target": "0c1f2b00-50ae-593b-b706-2adeb9356843",
+            "relation": "embeds",
+            "ref": "[tables/table-8 Word Transition Matrix.html]",
+            "position": {
+              "start": 537,
+              "end": 581
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "0a9da945-01c2-5b89-94d8-719787da61c9",
+      "type": "image",
+      "content": "\n</details> <details>0\n[images/image-48-Autoregressive Process.jpg]\n",
+      "path": "images/image-48-Autoregressive Process.jpg",
+      "metadata": {
+        "length": 56,
+        "summary": "image-48\n- Iteration 1: Input \"This\" -> Preprocessing steps -> Decoder -> Output layers -> Result \"This is\"\n- Iteration 2: Input \"This\" + Previous output \"This is\" -> Preprocessing steps -> Decoder -> Output layers -> Result \"This is an\"\n- Iteration 3: Input \"This\" + Previous output \"This is an\" -> Preprocessing steps -> Decoder -> Output layers -> Result \"This is an example\"\n- Key Concept: The output of the previous round serves as input to the next round (autoregressive generation)",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-48-Autoregressive Process.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "af3444bc-031e-50a2-9ffb-9fd00177236b",
+      "type": "image",
+      "content": "\nstyle O fill:#fcc,stroke:#333 <details>0\n[images/image-49-Book Cover_ Build a Large Language Model.jpg]\n",
+      "path": "images/image-49-Book Cover_ Build a Large Language Model.jpg",
+      "metadata": {
+        "length": 75,
+        "summary": "image-49\nTitle: Build a Large Language Model\nAuthor: Sebastian Raschka\nPublisher: Manning\nTagline: From Scratch",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-49-Book Cover_ Build a Large Language Model.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "90d00e2d-0788-51cc-8844-0b3df9b267a6",
+      "type": "text",
+      "content": "</details> <details>0\n[images/image-48-Autoregressive Process.jpg]\n\n<details>\n<summary>flowchart</summary>\n```mermaid\ngraph TD\nA[\"Create the next word based on the input text\"] --> B[\"This is\"]\nB --> C[\"Decoder\"]\nC --> D[\"Preprocessing steps\"]\nD --> E[\"Input text\"]\nE --> F[\"This\"]\nG[\"This is an\"] --> H[\"Output layers\"]\nH --> I[\"Decoder\"]\nI --> J[\"Preprocessing steps\"]\nJ --> K[\"Input text\"]\nL[\"This is an example\"] --> M[\"Output layers\"]\nM --> N[\"Decoder\"]\nN --> O[\"Preprocessing steps\"]\nO --> P[\"Input text\"]\nQ[\"This is an\"] --> R[\"This is\"]\nR --> S[\"The output of the previous round serves as input to the next round\"]\nstyle A fill:#f9f,stroke:#333\nstyle B fill:#ccf,stroke:#333\nstyle C fill:#cfc,stroke:#333\nstyle D fill:#fcc,stroke:#333\nstyle E fill:#cff,stroke:#333\nstyle F fill:#ffc,stroke:#333\nstyle G fill:#f9f,stroke:#333\nstyle H fill:#ccf,stroke:#333\nstyle I fill:#cfc,stroke:#333\nstyle J fill:#fcc,stroke:#333\nstyle K fill:#ffc,stroke:#333\nstyle L fill:#f9f,stroke:#333\nstyle M fill:#ccf,stroke:#333\nstyle N fill:#cfc,stroke:#333\nstyle O fill:#fcc,stroke:#333\nstyle P fill:#ffc,stroke:#333\nstyle Q fill:#f9f,stroke:#333\n```\n</details>\n\nstyle O fill:#fcc,stroke:#333 <details>0\n[images/image-49-Book Cover_ Build a Large Language Model.jpg]\n\n<details>\n<summary>text_image</summary>\nBUILD A\nLarge Language\nModel\nSebastian Raschka\nSTONY SCOTKA\nMENNING\n</details>\nRaschka, Sebastian. Build a Large Language Model (From Scratch). Manning, 2024.\nAutoregressive",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/How to generate composites? Decoders_3",
+      "metadata": {
+        "length": 1425,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "details",
+          "summary",
+          "flowchart",
+          "mermaid",
+          "graph",
+          "TD",
+          "Create",
+          "word",
+          "based",
+          "input",
+          "text",
+          "This",
+          "Decoder",
+          "Preprocessing",
+          "steps",
+          "Input",
+          "Output",
+          "layers",
+          "The",
+          "output",
+          "previous",
+          "round",
+          "serves",
+          "style",
+          "fill",
+          "f9f",
+          "stroke",
+          "333",
+          "ccf",
+          "cfc",
+          "fcc",
+          "cff",
+          "ffc",
+          "image",
+          "BUILD",
+          "Large",
+          "Language",
+          "Model",
+          "Sebastian",
+          "Raschka",
+          "STONY",
+          "SCOTKA",
+          "MENNING",
+          "Build",
+          "From",
+          "Scratch",
+          "Manning",
+          "2024",
+          "Autoregressive"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "0a9da945-01c2-5b89-94d8-719787da61c9",
+            "relation": "embeds",
+            "ref": "[images/image-48-Autoregressive Process.jpg]",
+            "position": {
+              "start": 22,
+              "end": 66
+            }
+          },
+          {
+            "target": "af3444bc-031e-50a2-9ffb-9fd00177236b",
+            "relation": "embeds",
+            "ref": "[images/image-49-Book Cover_ Build a Large Language Model.jpg]",
+            "position": {
+              "start": 1190,
+              "end": 1252
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "d60661de-ac25-5103-ac29-0bd5d571c683",
+      "type": "image",
+      "content": "\n</details> <details>0\n[images/image-50-__details_.jpg]\n",
+      "path": "images/image-50-__details_.jpg",
+      "metadata": {
+        "length": 56,
+        "summary": "image-50\n</details> <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-50-__details_.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "5d9ffe1c-75f8-5536-848c-622cf322a2e7",
+      "type": "image",
+      "content": "\nRaschka, Sebastian. Build a Large Language Model (From Scratch). Manning, 2024. <details>0\n[images/image-51-Book Cover_ Build a Large Language Model.jpg]\n",
+      "path": "images/image-51-Book Cover_ Build a Large Language Model.jpg",
+      "metadata": {
+        "length": 125,
+        "summary": "image-51\nTitle: Build a Large Language Model\nAuthor: Sebastian Raschka\nPublisher: Manning\nTagline: From Scratch",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-51-Book Cover_ Build a Large Language Model.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "d13f0e20-0805-5391-ae1d-5c6a7e9ad548",
+      "type": "text",
+      "content": "The model is simply trained to predict the next word\n\n</details> <details>0\n[images/image-50-__details_.jpg]\n\n\nRaschka, Sebastian. Build a Large Language Model (From Scratch). Manning, 2024. <details>0\n[images/image-51-Book Cover_ Build a Large Language Model.jpg]\n\n<details>\n<summary>text_image</summary>\nBUILD A\nLarge Language\nModel\nSebastian Ruschka\nMORNING\nFRANKY SCOTCHA\n</details>\nRaschka, Sebastian. Build a Large Language Model (From Scratch). Manning, 2024.",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/How are decoders trained? The model is simply trained to predict the next word",
+      "metadata": {
+        "length": 436,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "The",
+          "model",
+          "simply",
+          "trained",
+          "predict",
+          "word",
+          "details",
+          "Raschka",
+          "Sebastian",
+          "Build",
+          "Large",
+          "Language",
+          "Model",
+          "From",
+          "Scratch",
+          "Manning",
+          "2024",
+          "summary",
+          "text",
+          "image",
+          "BUILD",
+          "Ruschka",
+          "MORNING",
+          "FRANKY",
+          "SCOTCHA"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "d60661de-ac25-5103-ac29-0bd5d571c683",
+            "relation": "embeds",
+            "ref": "[images/image-50-__details_.jpg]",
+            "position": {
+              "start": 76,
+              "end": 108
+            }
+          },
+          {
+            "target": "5d9ffe1c-75f8-5536-848c-622cf322a2e7",
+            "relation": "embeds",
+            "ref": "[images/image-51-Book Cover_ Build a Large Language Model.jpg]",
+            "position": {
+              "start": 202,
+              "end": 264
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "e8392447-f0c8-570c-bdfb-af19b5e27377",
+      "type": "image",
+      "content": "\nMORNING <details>0\n[images/image-52-LLM Word Prediction Process.jpg]\n",
+      "path": "images/image-52-LLM Word Prediction Process.jpg",
+      "metadata": {
+        "length": 53,
+        "summary": "image-52\n- Input Text: \"LLMs learn to predict one word at a time\"\n- Mechanism: The model predicts the next word in a sequence one token at a time.\n- Visual Elements:\n  - Blue boxes represent the input context received by the LLM.\n  - Pink boxes highlight the specific target word being predicted in each step.\n- Key Annotations:\n  - \"Input the LLM receives\": Points to the blue box containing the preceding words.\n  - \"Target to predict\": Points to the pink box representing the current prediction goal.\n  - \"The LLM can't access words past the target\": Indicates that the model only sees data up to the current point and cannot look ahead at future tokens in the sentence.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-52-LLM Word Prediction Process.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "af3444bc-031e-50a2-9ffb-9fd00177236b",
+      "type": "image",
+      "content": "\nstyle O fill:#fcc,stroke:#333 <details>0\n[images/image-49-Book Cover_ Build a Large Language Model.jpg]\n",
+      "path": "images/image-49-Book Cover_ Build a Large Language Model.jpg_2",
+      "metadata": {
+        "length": 75,
+        "summary": "image-49\nstyle O fill:#fcc,stroke:#333 <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-49-Book Cover_ Build a Large Language Model.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "d643cdc4-f9a5-5efd-bfe2-67dda9d24428",
+      "type": "text",
+      "content": "MORNING <details>0\n[images/image-52-LLM Word Prediction Process.jpg]\n\n<details>\n<summary>flowchart</summary>\n```mermaid\ngraph TD\nA[\"Text sample:\"] --> B[\"Input the LLM receives\"]\nB --> C1[\"LLMs learn to predict one word at a time\"]\nB --> C2[\"LLMs learn to predict one word at a time\"]\nB --> C3[\"LLMs learn to predict one word at a time\"]\nB --> C4[\"LLMs learn to predict one word at a time\"]\nB --> C5[\"LLMs learn to predict one word at a time\"]\nC1 --> D1[\"The LLM can't access words past the target\"]\nC2 --> D2[\"Target to predict\"]\nC3 --> D3[\"LLMs can't access words past the target\"]\nC4 --> D4[\"LLMs can't access words past the target\"]\nC5 --> D5[\"LLMs can't access words past the target\"]\n```\n</details>\n\nstyle O fill:#fcc,stroke:#333 <details>0\n[images/image-49-Book Cover_ Build a Large Language Model.jpg]\n\n<details>\n<summary>text_image</summary>\nBUILD A\nLarge Language\nModel\nSebastian Raschka\nSTONY SCOTKA\nMENNING\n</details>\nRaschka, Sebastian.\nBuild a Large Language\nModel (From Scratch).\nManning, 2024.",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/How are decoders efficiently trained?",
+      "metadata": {
+        "length": 962,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "MORNING",
+          "details",
+          "summary",
+          "flowchart",
+          "mermaid",
+          "graph",
+          "TD",
+          "Text",
+          "sample",
+          "Input",
+          "LLM",
+          "receives",
+          "C1",
+          "LLMs",
+          "learn",
+          "predict",
+          "word",
+          "time",
+          "C2",
+          "C3",
+          "C4",
+          "C5",
+          "D1",
+          "The",
+          "access",
+          "words",
+          "past",
+          "target",
+          "D2",
+          "Target",
+          "D3",
+          "D4",
+          "D5",
+          "style",
+          "fill",
+          "fcc",
+          "stroke",
+          "333",
+          "text",
+          "image",
+          "BUILD",
+          "Large",
+          "Language",
+          "Model",
+          "Sebastian",
+          "Raschka",
+          "STONY",
+          "SCOTKA",
+          "MENNING",
+          "Build",
+          "From",
+          "Scratch",
+          "Manning",
+          "2024"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "e8392447-f0c8-570c-bdfb-af19b5e27377",
+            "relation": "embeds",
+            "ref": "[images/image-52-LLM Word Prediction Process.jpg]",
+            "position": {
+              "start": 19,
+              "end": 68
+            }
+          },
+          {
+            "target": "af3444bc-031e-50a2-9ffb-9fd00177236b",
+            "relation": "embeds",
+            "ref": "[images/image-49-Book Cover_ Build a Large Language Model.jpg]",
+            "position": {
+              "start": 747,
+              "end": 809
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "c7b67258-6108-51c8-8207-daead827b2e5",
+      "type": "image",
+      "content": "\n</details> <details>0\n[images/image-38-__details_.jpg]\n",
+      "path": "images/image-38-__details_.jpg_2",
+      "metadata": {
+        "length": 56,
+        "summary": "image-38\n</details> <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-38-__details_.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "0a4e17a3-dbce-5ff5-b851-0b6f04ff4c59",
+      "type": "image",
+      "content": "\n<details> <details>0\n[images/image-53-_details_ .jpg]\n",
+      "path": "images/image-53-_details_ .jpg",
+      "metadata": {
+        "length": 55,
+        "summary": "image-53\n<details> <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-53-_details_ .jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "9f196b9e-f689-5f98-94fc-8e786791c7ea",
+      "type": "text",
+      "content": "Classify composites\n\n</details> <details>0\n[images/image-38-__details_.jpg]\n\n<details>\n<summary>natural_image</summary>\nGreen circular icon with a white checkmark (no text or symbols)\n</details>\nComplete composites\n\n<details> <details>0\n[images/image-53-_details_ .jpg]\n\n<details>\n<summary>natural_image</summary>\nGreen circular icon with a white checkmark symbol (no text or numbers)\n</details>\nTransform composites",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/What can we do with transformers?_5",
+      "metadata": {
+        "length": 416,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Classify",
+          "composites",
+          "details",
+          "summary",
+          "natural",
+          "image",
+          "Green",
+          "circular",
+          "icon",
+          "white",
+          "checkmark",
+          "text",
+          "symbols",
+          "Complete",
+          "symbol",
+          "numbers",
+          "Transform"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "c7b67258-6108-51c8-8207-daead827b2e5",
+            "relation": "embeds",
+            "ref": "[images/image-38-__details_.jpg]",
+            "position": {
+              "start": 43,
+              "end": 75
+            }
+          },
+          {
+            "target": "0a4e17a3-dbce-5ff5-b851-0b6f04ff4c59",
+            "relation": "embeds",
+            "ref": "[images/image-53-_details_ .jpg]",
+            "position": {
+              "start": 237,
+              "end": 269
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "878f3d3a-2285-528c-aaa6-06ac55d8f577",
+      "type": "image",
+      "content": "\n<summary>natural_image</summary> <details>0\n[images/image-54-Encoder-Decoder Translation Process.jpg]\n",
+      "path": "images/image-54-Encoder-Decoder Translation Process.jpg",
+      "metadata": {
+        "length": 78,
+        "summary": "image-54\n1. Input text (\"This is an example\") is prepared for the encoder via preprocessing steps.\n2. The encoder processes the complete input text to produce text encodings (embeddings).\n3. The encoder returns these embedding vectors as input to the decoder.\n4. Simultaneously, a partial output text (\"Das ist ein\") is prepared for the decoder via its own preprocessing steps.\n5. The decoder generates the translated text one word at a time based on the embeddings and previous outputs.\n6. This iterative process continues until the complete output translation (\"Das ist ein Beispiel\") is generated by the output layers.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-54-Encoder-Decoder Translation Process.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "5d9ffe1c-75f8-5536-848c-622cf322a2e7",
+      "type": "image",
+      "content": "\nRaschka, Sebastian. Build a Large Language Model (From Scratch). Manning, 2024. <details>0\n[images/image-51-Book Cover_ Build a Large Language Model.jpg]\n",
+      "path": "images/image-51-Book Cover_ Build a Large Language Model.jpg_2",
+      "metadata": {
+        "length": 125,
+        "summary": "image-51\nRaschka, Sebastian. Build a Large Language Model (From Scratch). Manning, 2024. <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-51-Book Cover_ Build a Large Language Model.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "4447132e-4cd4-573a-9727-2bac38df9828",
+      "type": "text",
+      "content": "<summary>natural_image</summary> <details>0\n[images/image-54-Encoder-Decoder Translation Process.jpg]\n\n<details>\n<summary>flowchart</summary>\n```mermaid\ngraph TD\nA[\"1) The Input text to be translated\"] --> B[\"Preprocessing steps\"]\nB --> C[\"Encoder\"]\nC --> D[\"Embeddings\"]\nD --> E[\"Output layers\"]\nE --> F[\"Decoder\"]\nF --> G[\"Preprocessing steps\"]\nG --> H[\"Input text\"]\nH --> I[\"This is an example\"]\nstyle A fill:#ccc,stroke:#333\nstyle B fill:#ccc,stroke:#333\nstyle C fill:#ccc,stroke:#333\nstyle D fill:#ccc,stroke:#333\nstyle E fill:#ccc,stroke:#333\nstyle F fill:#ccc,stroke:#333\nstyle G fill:#ccc,stroke:#333\nstyle H fill:#ccc,stroke:#333\nstyle I fill:#ccc,stroke:#333\nnote1[\"4) The encoder returns embedding vectors as input to the decoder\"] --> C\nnote2[\"5) A partial output text (the model completes the translation one word at a time)\"] --> F\nnote3[\"6) The input text is prepared for the decoder\"] --> G\nnote4[\"7) The decoder generates the translated text one word at a time\"] --> F\nnote5[\"8) The complete output (translation)\"] --> F\n```\n</details>\n\nRaschka, Sebastian. Build a Large Language Model (From Scratch). Manning, 2024. <details>0\n[images/image-51-Book Cover_ Build a Large Language Model.jpg]\n\n<details>\n<summary>text_image</summary>\nBUILD A\nLarge Language\nModel\nSebastian Ruschka\nMORNING\nFRANKY SCOTCHA\n</details>\nRaschka, Sebastian.\nBuild a Large Language\nModel (From Scratch).\nManning, 2024.",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/Transforming composites. Encoders and decoders together 8) The complete output",
+      "metadata": {
+        "length": 1354,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "summary",
+          "natural",
+          "image",
+          "details",
+          "flowchart",
+          "mermaid",
+          "graph",
+          "TD",
+          "The",
+          "Input",
+          "text",
+          "translated",
+          "Preprocessing",
+          "steps",
+          "Encoder",
+          "Embeddings",
+          "Output",
+          "layers",
+          "Decoder",
+          "This",
+          "style",
+          "fill",
+          "ccc",
+          "stroke",
+          "333",
+          "note1",
+          "encoder",
+          "returns",
+          "embedding",
+          "vectors",
+          "input",
+          "decoder",
+          "note2",
+          "partial",
+          "output",
+          "model",
+          "completes",
+          "translation",
+          "word",
+          "time",
+          "note3",
+          "prepared",
+          "note4",
+          "generates",
+          "note5",
+          "complete",
+          "Raschka",
+          "Sebastian",
+          "Build",
+          "Large",
+          "Language",
+          "Model",
+          "From",
+          "Scratch",
+          "Manning",
+          "2024",
+          "BUILD",
+          "Ruschka",
+          "MORNING",
+          "FRANKY",
+          "SCOTCHA"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "878f3d3a-2285-528c-aaa6-06ac55d8f577",
+            "relation": "embeds",
+            "ref": "[images/image-54-Encoder-Decoder Translation Process.jpg]",
+            "position": {
+              "start": 44,
+              "end": 101
+            }
+          },
+          {
+            "target": "5d9ffe1c-75f8-5536-848c-622cf322a2e7",
+            "relation": "embeds",
+            "ref": "[images/image-51-Book Cover_ Build a Large Language Model.jpg]",
+            "position": {
+              "start": 1145,
+              "end": 1207
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "028d06ba-5cf9-586b-b1c1-adb1d5a00bd1",
+      "type": "image",
+      "content": "\nRaschka, Sebastian. <details>0\n[images/image-55-Raschka, S.jpg]\n",
+      "path": "images/image-55-Raschka, S.jpg",
+      "metadata": {
+        "length": 65,
+        "summary": "image-55\nRaschka, Sebastian. <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-55-Raschka, S.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "db594af1-91ef-5b76-9569-3dda8d5f47e8",
+      "type": "image",
+      "content": "\n<details> <details>0\n[images/image-56-Encoder-Decoder Translation Process.jpg]\n",
+      "path": "images/image-56-Encoder-Decoder Translation Process.jpg",
+      "metadata": {
+        "length": 55,
+        "summary": "image-56\n1. Input text to be translated: \"This is an example\"\n2. Preprocessing steps applied to input text\n3. Encoder processes complete input text to produce text encodings (embeddings) used by the decoder\n4. Encoder returns embedding vectors as input to the decoder\n5. Partial output text generated: \"Das ist ein\" (model completes translation one word at a time)\n6. Preprocessing steps applied for decoder\n7. Decoder generates translated text one word at a time\n8. Complete output (translation): \"Das ist ein Beispiel\"",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-56-Encoder-Decoder Translation Process.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "5d9ffe1c-75f8-5536-848c-622cf322a2e7",
+      "type": "image",
+      "content": "\nRaschka, Sebastian. Build a Large Language Model (From Scratch). Manning, 2024. <details>0\n[images/image-51-Book Cover_ Build a Large Language Model.jpg]\n",
+      "path": "images/image-51-Book Cover_ Build a Large Language Model.jpg_3",
+      "metadata": {
+        "length": 125,
+        "summary": "image-51\nRaschka, Sebastian. Build a Large Language Model (From Scratch). Manning, 2024. <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-51-Book Cover_ Build a Large Language Model.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "2936dcd2-daa3-54d2-8d49-3b4bdabe9a68",
+      "type": "text",
+      "content": "Raschka, Sebastian. <details>0\n[images/image-55-Raschka, S.jpg]\n\n<details>\n<summary>natural_image</summary>\n3D white figure sitting on a red question mark, no text or symbols present\n</details>\n\n<details> <details>0\n[images/image-56-Encoder-Decoder Translation Process.jpg]\n\n<details>\n<summary>flowchart</summary>\n```mermaid\ngraph TD\nA[\"1) The Input text to be translated\"] --> B[\"Preprocessing steps\"]\nB --> C[\"Encoder\"]\nC --> D[\"Embeddings\"]\nD --> E[\"Output layers\"]\nE --> F[\"Decoder\"]\nF --> G[\"Preprocessing steps\"]\nG --> H[\"Input text\"]\nH --> I[\"This is an example\"]\nI --> J[\"Encoder has access to the complete input text to produce text encodings used by the decoder\"]\nJ --> K[\"The encoder returns embedding vectors as input to the decoder\"]\nK --> L[\"Embeddings\"]\nL --> M[\"Das ist ein\"]\nM --> N[\"The complete output (translation)\"]\nN --> O[\"Output layers\"]\nO --> P[\"7) The decoder generates the translated text one word at a time\"]\nP --> Q[\"Preprocessing steps\"]\nQ --> R[\"Input text\"]\nR --> S[\"Das ist ein\"]\nS --> T[\"5) A partial output text (the model completes the translation one word at a time)\"]\nT --> U[\"Preprocessing steps\"]\nU --> V[\"Encoder\"]\nV --> W[\"Embeddings\"]\nW --> X[\"Das ist ein\"]\n```\n</details>\n\nRaschka, Sebastian. Build a Large Language Model (From Scratch). Manning, 2024. <details>0\n[images/image-51-Book Cover_ Build a Large Language Model.jpg]\n\n<details>\n<summary>text_image</summary>\nBUILD A\nLarge Language\nModel\nSebastian Ruschka\nMORNING\nFRANKY SCOTCHA\n</details>\nRaschka, Sebastian.\nBuild a Large Language\nModel (From Scratch).\nManning, 2024.",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/Transforming composites. Encoders and decoders together 8) The complete output_2",
+      "metadata": {
+        "length": 1517,
+        "summary": "The content describes Sebastian Raschka's book 'Build a Large Language Model (From Scratch)' published by Manning in 2024. It includes a flowchart illustrating the process of machine translation using an encoder-decoder architecture, where input text undergoes preprocessing, encoding into embeddings, and decoding to generate translated output one word at a time.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Raschka",
+          "Sebastian",
+          "details",
+          "summary",
+          "natural",
+          "image",
+          "3D",
+          "white",
+          "figure",
+          "sitting",
+          "red",
+          "question",
+          "mark",
+          "text",
+          "symbols",
+          "present",
+          "flowchart",
+          "mermaid",
+          "graph",
+          "TD",
+          "The",
+          "Input",
+          "translated",
+          "Preprocessing",
+          "steps",
+          "Encoder",
+          "Embeddings",
+          "Output",
+          "layers",
+          "Decoder",
+          "This",
+          "access",
+          "complete",
+          "input",
+          "produce",
+          "encodings",
+          "decoder",
+          "encoder",
+          "returns",
+          "embedding",
+          "vectors",
+          "Das",
+          "ist",
+          "ein",
+          "output",
+          "translation",
+          "generates",
+          "word",
+          "time",
+          "partial",
+          "model",
+          "completes",
+          "Build",
+          "Large",
+          "Language",
+          "Model",
+          "From",
+          "Scratch",
+          "Manning",
+          "2024",
+          "BUILD",
+          "Ruschka",
+          "MORNING",
+          "FRANKY",
+          "SCOTCHA"
+        ],
+        "keywords": [
+          "Large Language Model",
+          "Transformer",
+          "Translation"
+        ],
+        "connect_to": [
+          {
+            "target": "028d06ba-5cf9-586b-b1c1-adb1d5a00bd1",
+            "relation": "embeds",
+            "ref": "[images/image-55-Raschka, S.jpg]",
+            "position": {
+              "start": 31,
+              "end": 63
+            }
+          },
+          {
+            "target": "db594af1-91ef-5b76-9569-3dda8d5f47e8",
+            "relation": "embeds",
+            "ref": "[images/image-56-Encoder-Decoder Translation Process.jpg]",
+            "position": {
+              "start": 216,
+              "end": 273
+            }
+          },
+          {
+            "target": "5d9ffe1c-75f8-5536-848c-622cf322a2e7",
+            "relation": "embeds",
+            "ref": "[images/image-51-Book Cover_ Build a Large Language Model.jpg]",
+            "position": {
+              "start": 1308,
+              "end": 1370
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "14541119-1433-5536-a046-825053aa9b69",
+      "type": "image",
+      "content": "\nRaschka, Sebastian. <details>0\n[images/image-57-GPT Decoder Process.jpg]\n",
+      "path": "images/image-57-GPT Decoder Process.jpg",
+      "metadata": {
+        "length": 65,
+        "summary": "image-57\n- Title: GPT\n- Input text: Receives incomplete texts\n- Preprocessing steps: Intermediate processing stage\n- Core Component: Decoder\n- Output generation: Learns to generate one word at a time\n- Example output: \"This is an example of how concise I can be\"",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-57-GPT Decoder Process.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "3e087a4b-e21d-5653-b7d9-64f5e62860f4",
+      "type": "image",
+      "content": "\n</details> <details>0\n[images/image-58-Decoder Process Flow.jpg]\n",
+      "path": "images/image-58-Decoder Process Flow.jpg",
+      "metadata": {
+        "length": 56,
+        "summary": "image-58\n- Central Component: Decoder (receives input C)\n- Step 5: Partial output text (\"Das ist ein\") - the model completes the translation one word at a time\n- Input Text: \"Das ist ein\"\n- Preprocessing steps: The input text is prepared for the decoder\n- Output layers: Final processing stage\n- Step 7: The decoder generates the translated text one word at a time\n- Step 8: Complete output (translation) - \"Das ist ein Beispiel\"",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-58-Decoder Process Flow.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "36a5ec28-9143-57bf-bb5c-5bc525489c99",
+      "type": "image",
+      "content": "\n</details> <details>0\n[images/image-59-Book Cover_ Build a Large Language Model.jpg]\n",
+      "path": "images/image-59-Book Cover_ Build a Large Language Model.jpg",
+      "metadata": {
+        "length": 56,
+        "summary": "image-59\nTitle: Build a Large Language Model\nSubtitle: From Scratch\nAuthor: Sebastian Raschka\nPublisher: Manning",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-59-Book Cover_ Build a Large Language Model.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "83d5348b-7155-5772-ae60-f9a8c2cacabe",
+      "type": "image",
+      "content": "\nBuild a Large Language <details>0\n[images/image-60-Transformer Architecture Diagram.jpg]\n",
+      "path": "images/image-60-Transformer Architecture Diagram.jpg",
+      "metadata": {
+        "length": 68,
+        "summary": "image-60\n- **Encoder Section (Left):**\n  - Input: X\n  - Components: embedding, positional encoding (added to embedding), multiple self-attention transformer layers.\n  - Output: Z\n\n- **Conditional Decoder Section (Right):**\n  - Input: {<start>, Y1:N-1}\n  - Components: embedding, positional encoding (added to embedding), multiple cross-attention transformer layers.\n  - Final Layer: LSM (LogSoftmax)\n  - Output: YN\n\n- **Connections:**\n  - The encoder output Z is fed into the decoder's cross-attention layers.\n  - A feedback loop connects the final output YN back to the decoder input for the next step.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-60-Transformer Architecture Diagram.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "a367ae6e-9af3-58b8-9579-55dcd99e9986",
+      "type": "image",
+      "content": "\nend <details>0\n[images/image-44-Book Cover_ Deep Learning.jpg]\n",
+      "path": "images/image-44-Book Cover_ Deep Learning.jpg_2",
+      "metadata": {
+        "length": 49,
+        "summary": "image-44\nend <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-44-Book Cover_ Deep Learning.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "4ae35829-642b-54b5-8696-7eba2b6b1fcf",
+      "type": "text",
+      "content": "Raschka, Sebastian. <details>0\n[images/image-57-GPT Decoder Process.jpg]\n\n<details>\n<summary>flowchart</summary>\n```mermaid\ngraph TD\nA[\"This is an example of how concise I can be\"] --> B[\"Decoder\"]\nB --> C[\"Preprocessing steps\"]\nC --> D[\"Input text\"]\nD --> E[\"This is an example of how concise I can\"]\nE --> F[\"Receives incomplete texts\"]\nG[\"Leads to generate one word at a time\"] --> A\n```\n</details>\nApproximate\n$$\np (x _ {n} | x _ {1}, \\ldots , x _ {n - 1})\n$$\n\n</details> <details>0\n[images/image-58-Decoder Process Flow.jpg]\n\n<details>\n<summary>flowchart</summary>\n```mermaid\ngraph TD\nA[\"Input text\"] --> B[\"Preprocessing steps\"]\nB --> C[\"Decoder\"]\nC --> D[\"Das ist ein\"]\nD --> E[\"Output layers\"]\nE --> F[\"Das ist ein Beispiel\"]\nF --> G[\"8) The complete output (translation)\"]\nC --> H[\"7) The decoder generates the translated text one word at a time\"]\nC --> I[\"6) The input text is prepared for the decoder\"]\nI --> J[\"5) A partial output text (the model completes the translation one word at a time)\"]\n```\n</details>\nApproximate\n$$\np (x _ {n} | x _ {1}, \\dots , x _ {n - 1}, c)\n$$\n\n</details> <details>0\n[images/image-59-Book Cover_ Build a Large Language Model.jpg]\n\n<details>\n<summary>text_image</summary>\nBUILD A\nLarge Language\nModel\nSebastian Ruschka\nSTOW\nEASTRA\n</details>\nRaschka, Sebastian.\nBuild a Large Language\nModel (From Scratch).\nManning, 2024.\nWhat is the most likely next word if the sentence meaning is c?\nTransforming composites.\n\nBuild a Large Language <details>0\n[images/image-60-Transformer Architecture Diagram.jpg]\n\n<details>\n<summary>flowchart</summary>\n```mermaid\ngraph TD\nsubgraph Encoder[encoder]\nA1[\"self-attention transformer layer\"] --> B1[\"...\"]\nA2[\"self-attention transformer layer\"] --> B2[\"+\"]\nC[\"embedding\"] --> D[\"X\"]\nend\nsubgraph Conditional[conditional decoder]\nE1[\"cross-attention transformer layer\"] --> F1[\"...\"]\nE2[\"cross-attention transformer layer\"] --> F2[\"+\"]\nG[\"embedding\"] --> H[\"{<start>, Y1:N-1}\"]\nend\nI[\"Z\"] --> J[\"self-attention transformer layer\"]\nJ --> A1\nJ --> A2\nK[\"YN\"] --> L[\"LSM\"]\nL --> M[\"Cross-attention transformer layer\"]\nM --> E1\nM --> E2\nstyle Encoder fill:#f9f,stroke:#333\nstyle Conditional fill:#bbf,stroke:#333\n```\n</details>\n\nend <details>0\n[images/image-44-Book Cover_ Deep Learning.jpg]\n\n<details>\n<summary>text_image</summary>\nChristopher M. Bishop\nwith Hugh Bishop\nDeep Learning\nFoundations\nand Concepts\nSpringer\n</details>\nBishop, Christopher M., and Hugh Bishop. Deep Learning: Foundations and Concepts. Cham: Springer International Publishing, 2024. https://doi.org/10.1007/978-3-031-45468-4.",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/Decoders vs. conditional decoders",
+      "metadata": {
+        "length": 2486,
+        "summary": "The content discusses the decoder component of a large language model (LLM), focusing on how it generates text one word at a time by approximating conditional probabilities. It includes flowcharts illustrating the decoding process, such as preprocessing steps, input text handling, and output generation. References to Sebastian Raschka's book 'Build a Large Language Model (From Scratch)' and Bishop's 'Deep Learning: Foundations and Concepts' are provided, along with a diagram of an encoder-conditional decoder architecture with self-attention and cross-attention transformer layers.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Raschka",
+          "Sebastian",
+          "details",
+          "summary",
+          "flowchart",
+          "mermaid",
+          "graph",
+          "TD",
+          "This",
+          "concise",
+          "Decoder",
+          "Preprocessing",
+          "steps",
+          "Input",
+          "text",
+          "Receives",
+          "incomplete",
+          "texts",
+          "Leads",
+          "generate",
+          "word",
+          "time",
+          "Approximate",
+          "ldots",
+          "Das",
+          "ist",
+          "ein",
+          "Output",
+          "layers",
+          "Beispiel",
+          "The",
+          "complete",
+          "output",
+          "translation",
+          "decoder",
+          "generates",
+          "translated",
+          "input",
+          "prepared",
+          "partial",
+          "model",
+          "completes",
+          "dots",
+          "image",
+          "BUILD",
+          "Large",
+          "Language",
+          "Model",
+          "Ruschka",
+          "STOW",
+          "EASTRA",
+          "Build",
+          "From",
+          "Scratch",
+          "Manning",
+          "2024",
+          "What",
+          "sentence",
+          "meaning",
+          "Transforming",
+          "composites",
+          "subgraph",
+          "Encoder",
+          "encoder",
+          "A1",
+          "attention",
+          "transformer",
+          "layer",
+          "B1",
+          "A2",
+          "B2",
+          "embedding",
+          "end",
+          "Conditional",
+          "conditional",
+          "E1",
+          "cross",
+          "F1",
+          "E2",
+          "F2",
+          "start",
+          "Y1",
+          "YN",
+          "LSM",
+          "Cross",
+          "style",
+          "fill",
+          "f9f",
+          "stroke",
+          "333",
+          "bbf",
+          "Christopher",
+          "Bishop",
+          "Hugh",
+          "Deep",
+          "Learning",
+          "Foundations",
+          "Concepts",
+          "Springer",
+          "Cham",
+          "International",
+          "Publishing",
+          "https",
+          "doi",
+          "org",
+          "10.1007",
+          "978",
+          "031",
+          "45468"
+        ],
+        "keywords": [
+          "decoder",
+          "transformer",
+          "language model"
+        ],
+        "connect_to": [
+          {
+            "target": "14541119-1433-5536-a046-825053aa9b69",
+            "relation": "embeds",
+            "ref": "[images/image-57-GPT Decoder Process.jpg]",
+            "position": {
+              "start": 31,
+              "end": 72
+            }
+          },
+          {
+            "target": "3e087a4b-e21d-5653-b7d9-64f5e62860f4",
+            "relation": "embeds",
+            "ref": "[images/image-58-Decoder Process Flow.jpg]",
+            "position": {
+              "start": 487,
+              "end": 529
+            }
+          },
+          {
+            "target": "36a5ec28-9143-57bf-bb5c-5bc525489c99",
+            "relation": "embeds",
+            "ref": "[images/image-59-Book Cover_ Build a Large Language Model.jpg]",
+            "position": {
+              "start": 1109,
+              "end": 1171
+            }
+          },
+          {
+            "target": "83d5348b-7155-5772-ae60-f9a8c2cacabe",
+            "relation": "embeds",
+            "ref": "[images/image-60-Transformer Architecture Diagram.jpg]",
+            "position": {
+              "start": 1487,
+              "end": 1541
+            }
+          },
+          {
+            "target": "a367ae6e-9af3-58b8-9579-55dcd99e9986",
+            "relation": "embeds",
+            "ref": "[images/image-44-Book Cover_ Deep Learning.jpg]",
+            "position": {
+              "start": 2214,
+              "end": 2261
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "c7b67258-6108-51c8-8207-daead827b2e5",
+      "type": "image",
+      "content": "\n</details> <details>0\n[images/image-38-__details_.jpg]\n",
+      "path": "images/image-38-__details_.jpg_3",
+      "metadata": {
+        "length": 56,
+        "summary": "image-38\n</details> <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-38-__details_.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "0a4e17a3-dbce-5ff5-b851-0b6f04ff4c59",
+      "type": "image",
+      "content": "\n<details> <details>0\n[images/image-53-_details_ .jpg]\n",
+      "path": "images/image-53-_details_ .jpg_2",
+      "metadata": {
+        "length": 55,
+        "summary": "image-53\n<details> <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-53-_details_ .jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "3e6fd999-3646-57bb-bbeb-a4e9477254eb",
+      "type": "image",
+      "content": "\n<details> <details>0\n[images/image-61-_details_ .jpg]\n",
+      "path": "images/image-61-_details_ .jpg",
+      "metadata": {
+        "length": 55,
+        "summary": "image-61\n<details> <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-61-_details_ .jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "82ec6925-ee85-51b5-a697-bf309bc40d4d",
+      "type": "text",
+      "content": "Classify composites\n\n</details> <details>0\n[images/image-38-__details_.jpg]\n\n<details>\n<summary>natural_image</summary>\nGreen circular icon with a white checkmark (no text or symbols)\n</details>\nComplete composites\n\n<details> <details>0\n[images/image-53-_details_ .jpg]\n\n<details>\n<summary>natural_image</summary>\nGreen circular icon with a white checkmark symbol (no text or numbers)\n</details>\nTransform composites\n\n<details> <details>0\n[images/image-61-_details_ .jpg]\n\n<details>\n<summary>natural_image</summary>\nGreen circular icon with a white checkmark symbol (no text or numbers)\n</details>\nOpening the box. Understanding transformer layers.\nTransformer layer -> Encoders\nMasked transformer layer -> Decoders\nCross-attention transformer layer -> Conditional decoders",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/What can we do with transformers?_6",
+      "metadata": {
+        "length": 773,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Classify",
+          "composites",
+          "details",
+          "summary",
+          "natural",
+          "image",
+          "Green",
+          "circular",
+          "icon",
+          "white",
+          "checkmark",
+          "text",
+          "symbols",
+          "Complete",
+          "symbol",
+          "numbers",
+          "Transform",
+          "Opening",
+          "box",
+          "Understanding",
+          "transformer",
+          "layers",
+          "Transformer",
+          "layer",
+          "Encoders",
+          "Masked",
+          "Decoders",
+          "Cross",
+          "attention",
+          "Conditional",
+          "decoders"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "c7b67258-6108-51c8-8207-daead827b2e5",
+            "relation": "embeds",
+            "ref": "[images/image-38-__details_.jpg]",
+            "position": {
+              "start": 43,
+              "end": 75
+            }
+          },
+          {
+            "target": "0a4e17a3-dbce-5ff5-b851-0b6f04ff4c59",
+            "relation": "embeds",
+            "ref": "[images/image-53-_details_ .jpg]",
+            "position": {
+              "start": 237,
+              "end": 269
+            }
+          },
+          {
+            "target": "3e6fd999-3646-57bb-bbeb-a4e9477254eb",
+            "relation": "embeds",
+            "ref": "[images/image-61-_details_ .jpg]",
+            "position": {
+              "start": 439,
+              "end": 471
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "2aa3054c-b6f3-5ecf-90bd-5b1de216a947",
+      "type": "image",
+      "content": "\nMasked transformer layer -> Decoders <details>0\n[images/image-62-Matrix Structure Diagram.jpg]\n",
+      "path": "images/image-62-Matrix Structure Diagram.jpg",
+      "metadata": {
+        "length": 82,
+        "summary": "image-62\n- Components: Matrix X and row vector x_n^T\n- Layout: A large matrix labeled 'X' (blue) with a single highlighted row labeled 'x_n^T' (pink) positioned above it.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-62-Matrix Structure Diagram.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "63b71e9b-9a6f-5ea5-8582-772680308d95",
+      "type": "text",
+      "content": "A composite as a matrix\nN (tokens)\n\nMasked transformer layer -> Decoders <details>0\n[images/image-62-Matrix Structure Diagram.jpg]\n\n<details>\n<summary>text_image</summary>\nxₙᵀ\nX\n</details>\nD (features)\n$\\widetilde{\\mathbf{X}} = \\text{TransformerLayer}[\\mathbf{X}]$ .",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/Transformer layer",
+      "metadata": {
+        "length": 252,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "composite",
+          "matrix",
+          "tokens",
+          "Masked",
+          "transformer",
+          "layer",
+          "Decoders",
+          "details",
+          "summary",
+          "text",
+          "image",
+          "features",
+          "widetilde",
+          "mathbf",
+          "TransformerLayer"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "2aa3054c-b6f3-5ecf-90bd-5b1de216a947",
+            "relation": "embeds",
+            "ref": "[images/image-62-Matrix Structure Diagram.jpg]",
+            "position": {
+              "start": 84,
+              "end": 130
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "054238ec-5310-5736-8d7a-cdf7bfe57894",
+      "type": "text",
+      "content": "",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/Transformer layer_2",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "aba67071-031f-5e98-bcfa-d61e5dc8ff60",
+      "type": "image",
+      "content": "\nInput: Set of tokens $X \\in R^{N \\times D} : \\{x_{1}, \\ldots, x_{N}\\}$ Multi-head self-attention layer parameters <details>0\n[images/image-63-Transformer Block Architecture.jpg]\n",
+      "path": "images/image-63-Transformer Block Architecture.jpg",
+      "metadata": {
+        "length": 159,
+        "summary": "image-63\nInput X flows into multi-head self-attention.\nOutput of attention is added to input X and normalized (add & norm).\nResult Z feeds into an MLP layer.\nOutput of MLP is added to Z and normalized (add & norm).\nFinal output is denoted as X̃.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-63-Transformer Block Architecture.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "223a0e8f-7b45-505d-8c0a-8e629155b87f",
+      "type": "text",
+      "content": "Input: Set of tokens $X \\in R^{N \\times D} : \\{x_{1}, \\ldots, x_{N}\\}$ Multi-head self-attention layer parameters\nFeed-forward network parameters\nOutput: $\\widetilde{\\mathbf{X}}\\in \\mathbb{R}^{N\\times D}:\\{\\widetilde{\\mathbf{x}}_1,\\dots ,\\widetilde{\\mathbf{x}}_N\\}$\n$\\mathbf{Z} = \\text{LayerNorm}[\\mathbf{Y}(\\mathbf{X}) + \\mathbf{X}] // \\mathbf{Y}(\\mathbf{X})$ from Algorithm 12.2 $\\widetilde{\\mathbf{X}} = \\text{LayerNorm}[\\text{MLP}[\\mathbf{Z}] + \\mathbf{Z}] // \\text{shared neural network}$ return $\\widetilde{\\mathbf{X}}$\nY(X): Result of applying multi-head self-attention\n\nInput: Set of tokens $X \\in R^{N \\times D} : \\{x_{1}, \\ldots, x_{N}\\}$ Multi-head self-attention layer parameters <details>0\n[images/image-63-Transformer Block Architecture.jpg]\n\n<details>\n<summary>flowchart</summary>\n```mermaid\ngraph TD\nX[\"Input X̃\"] --> Add1[\"add & norm\"]\nAdd1 --> MLP[\"MLP\"]\nMLP --> Add2[\"add & norm\"]\nAdd2 --> MultiHead[\"multi-head self-attention\"]\nMultiHead --> Add3[\"add & norm\"]\nAdd3 --> Add4[\"MLP\"]\nAdd4 --> Add5[\"add & norm\"]\nAdd5 --> Add6[\"Output X̃\"]\nAdd6 --> Add7[\"Output X\"]\nAdd7 --> Add8[\"Output X̃\"]\nAdd8 --> Add9[\"Output X\"]\nAdd9 --> Add10[\"Output X̃\"]\nAdd10 --> Add11[\"Output X̃\"]\nAdd11 --> Add12[\"Output X̃\"]\nAdd12 --> Add13[\"Output X̃\"]\nAdd13 --> Add14[\"Output X̃\"]\nAdd14 --> Add15[\"Output X̃\"]\nAdd15 --> Add16[\"Output X̃\"]\nAdd16 --> Add17[\"Output X̃\"]\nAdd17 --> Add18[\"Output X̃\"]\nAdd18 --> Add19[\"Output X̃\"]\nAdd19 --> Add20[\"Output X̃\"]\nAdd20 --> Add21[\"Output X̃\"]\nAdd21 --> Add22[\"Output X̃\"]\nAdd22 --> Add23[\"Output X̃\"]\nAdd23 --> Add24[\"Output X̃\"]\nAdd24 --> Add25[\"Output X̃\"]\nAdd25 --> Add26[\"Output X̃\"]\nAdd26 --> Add27[\"Output X̃\"]\nAdd27 --> Add28[\"Output X̃\"]\nAdd28 --> Add29[\"Output X̃\"]\nAdd29 --> Add30[\"Output X̃\"]\nAdd30 --> Add31[\"Output X̃\"]\nAdd31 --> Add32[\"Output X̃\"]\nAdd32 --> Add33[\"Output X̃\"]\nAdd33 --> Add34[\"Output X̃\"]\nAdd34 --> Add35[\"Output X̃\"]\nAdd35 --> Add36[\"Output X̃\"]\nAdd36 --> Add37[\"Output X̃\"]\nAdd37 --> Add38[\"Output X̃\"]\nAdd38 --> Add39[\"Output X̃\"]\nAdd39 --> Add40[\"Output X̃\"]\nAdd40 --> Add41[\"Output X̃\"]\nAdd41 --> Add42[\"Output X̃\"]\nAdd42 --> Add43[\"Output X̃\"]\nAdd43 --> Add44[\"Output X̃\"]\nAdd44 --> Add45[\"Output X̃\"]\nAdd45 --> Add46[\"Output X̃\"]\nAdd46 --> Add47[\"Output X̃\"]\nAdd47 --> Add48[\"Output X̃\"]\nAdd48 --> Add49[\"Output X̃\"]\nAdd49 --> Add50[\"Output X̃\"]\nAdd50 --> Add51[\"Output X̃\"]\nAdd51 --> Add52[\"Output X̃\"]\nAdd52 --> Add53[\"Output X̃\"]\nAdd53 --> Add54[\"Output X̃\"]\nAdd54 --> Add55[\"Output X̃\"]\nAdd55 --> Add56[\"Output X̃\"]\nAdd56 --> Add57[\"Output X̃\"]\nAdd57 --> Add58[\"Output X̃\"]\nAdd58 --> Add59[\"Output X̃\"]\nAdd59 --> Add60[\"Output X̃\"]\nAdd60 --> Add61[\"Output X̃\"]\nAdd61 --> Add62[\"Output X̃\"]\nAdd62 --> Add63[\"Output X̃\"]\nAdd63 --> Add64[\"Output X̃\"]\nAdd64 --> Add65[\"Output X̃\"]\nAdd65 --> Add66[\"Output X̃\"]\nAdd66 --> Add67[\"Output X̃\"]\nAdd67 --> Add68[\"Output X̃\"]\nAdd68 --> Add69[\"Output X̃\"]\nAdd69 --> Add70[\"Output X̃\"]\nAdd70 --> MultiHead\nMultiHead --> MultiHead\n```\n</details>",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/Transformer layer_2/Algorithm 12.3: Transformer layer",
+      "metadata": {
+        "length": 2942,
+        "summary": "The passage describes a transformer block processing input tokens X. It applies multi-head self-attention (Y(X)), adds residual connection and layer normalization to produce Z. Then Z goes through an MLP with another residual connection and layer normalization to output the final transformed tokens. The flowchart shows a repeated structure of multi-head self-attention and MLP with add & norm steps.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Input",
+          "Set",
+          "tokens",
+          "times",
+          "ldots",
+          "Multi",
+          "head",
+          "attention",
+          "layer",
+          "parameters",
+          "Feed",
+          "forward",
+          "network",
+          "Output",
+          "widetilde",
+          "mathbf",
+          "mathbb",
+          "dots",
+          "text",
+          "LayerNorm",
+          "Algorithm",
+          "12.2",
+          "MLP",
+          "shared",
+          "neural",
+          "return",
+          "Result",
+          "applying",
+          "multi",
+          "details",
+          "summary",
+          "flowchart",
+          "mermaid",
+          "graph",
+          "TD",
+          "Add1",
+          "add",
+          "norm",
+          "Add2",
+          "MultiHead",
+          "Add3",
+          "Add4",
+          "Add5",
+          "Add6",
+          "Add7",
+          "Add8",
+          "Add9",
+          "Add10",
+          "Add11",
+          "Add12",
+          "Add13",
+          "Add14",
+          "Add15",
+          "Add16",
+          "Add17",
+          "Add18",
+          "Add19",
+          "Add20",
+          "Add21",
+          "Add22",
+          "Add23",
+          "Add24",
+          "Add25",
+          "Add26",
+          "Add27",
+          "Add28",
+          "Add29",
+          "Add30",
+          "Add31",
+          "Add32",
+          "Add33",
+          "Add34",
+          "Add35",
+          "Add36",
+          "Add37",
+          "Add38",
+          "Add39",
+          "Add40",
+          "Add41",
+          "Add42",
+          "Add43",
+          "Add44",
+          "Add45",
+          "Add46",
+          "Add47",
+          "Add48",
+          "Add49",
+          "Add50",
+          "Add51",
+          "Add52",
+          "Add53",
+          "Add54",
+          "Add55",
+          "Add56",
+          "Add57",
+          "Add58",
+          "Add59",
+          "Add60",
+          "Add61",
+          "Add62",
+          "Add63",
+          "Add64",
+          "Add65",
+          "Add66",
+          "Add67",
+          "Add68",
+          "Add69",
+          "Add70"
+        ],
+        "keywords": [
+          "self-attention",
+          "layer norm",
+          "MLP"
+        ],
+        "connect_to": [
+          {
+            "target": "aba67071-031f-5e98-bcfa-d61e5dc8ff60",
+            "relation": "embeds",
+            "ref": "[images/image-63-Transformer Block Architecture.jpg]",
+            "position": {
+              "start": 703,
+              "end": 755
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "4232db03-2b76-53d2-8e46-f1c16f23e528",
+      "type": "text",
+      "content": "$$\n\\mathbf {y} _ {n} = \\sum_ {m = 1} ^ {N} a _ {n m} \\mathbf {x} _ {m} \\quad Y = A X\n$$\n$a_{nm}$ : how much token n attends to token m\n$$\n\\begin{array}{l} a _ {n m} \\geqslant 0 \\\\ \\sum_ {m = 1} ^ {N} a _ {n m} = 1. \\\\ \\end{array}\n$$\nThis is a convex combination, play with one here:\nhttps://www.geogebra.org/m/ekyrkytj",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/Transformer layer_2/Attention coefficients",
+      "metadata": {
+        "length": 318,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "mathbf",
+          "sum",
+          "quad",
+          "nm",
+          "token",
+          "attends",
+          "begin",
+          "array",
+          "geqslant",
+          "end",
+          "This",
+          "convex",
+          "combination",
+          "play",
+          "https",
+          "www",
+          "geogebra",
+          "org",
+          "ekyrkytj"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "61ab2821-00ef-5e57-82ea-631f2268c9a3",
+      "type": "text",
+      "content": "For each token $x_{i}$ we compute:\n- A query $q_i$ . It encodes the kind of tokens that $x_i$ is willing to receive messages from.\n- A key $k_{i}$ . It encodes the kind of tokens that $x_{i}$ is willing to send messages to.\n- A value $v_i$ . It encodes the message that $x_i$ is willing to distribute to whomever wants to pay attention to it.\nNow to compute $a_{nm}$ , the attention token n devotes to token m, we compute the dot product of $\\langle q_{n}, k_{m} \\rangle$ . The larger the dot product, the larger the attention.",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/Transformer layer_2/How to compute attention weights",
+      "metadata": {
+        "length": 527,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "For",
+          "token",
+          "compute",
+          "query",
+          "It",
+          "encodes",
+          "kind",
+          "tokens",
+          "receive",
+          "messages",
+          "key",
+          "send",
+          "message",
+          "distribute",
+          "whomever",
+          "pay",
+          "attention",
+          "Now",
+          "nm",
+          "devotes",
+          "dot",
+          "product",
+          "langle",
+          "rangle",
+          "The",
+          "larger"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "fb18d6bf-85eb-5137-9da2-ac67e5bd413c",
+      "type": "image",
+      "content": "\n- A key $k_{i}$ . It encodes the kind of tokens that $x_{i}$ is willing to send messages to. <details>0\n[images/image-64-Attention Mechanism Diagram.jpg]\n",
+      "path": "images/image-64-Attention Mechanism Diagram.jpg",
+      "metadata": {
+        "length": 138,
+        "summary": "image-64\n- Input: X\n- Weight Matrices: W(q), W(k), W(v)\n- Intermediate Values: Q, K, V\n- Operations: mat mul (matrix multiplication), scale, softmax\n- Output: Y",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-64-Attention Mechanism Diagram.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "82a7b835-a55f-5c2f-8c21-db0431e76125",
+      "type": "text",
+      "content": "We can easily compute queries, keys and values using independent linear transformations of the matrix X.\n\n- A key $k_{i}$ . It encodes the kind of tokens that $x_{i}$ is willing to send messages to. <details>0\n[images/image-64-Attention Mechanism Diagram.jpg]\n\n<details>\n<summary>flowchart</summary>\n```mermaid\ngraph TD\nY --> mat_mul[\"mat mul\"]\nmat_mul --> softmax[\"softmax\"]\nsoftmax --> scale[\"scale\"]\nscale --> mat_mul[\"mat mul\"]\nmat_mul --> W_q[\"W^(q)\"]\nmat_mul --> W_k[\"W^(k)\"]\nmat_mul --> W_v[\"W^(v)\"]\nW_q --> X[\"X\"]\nW_k --> X\nW_v --> X\nstyle mat_mul fill:#f9f,stroke:#333\nstyle softmax fill:#ccf,stroke:#333\nstyle scale fill:#cfc,stroke:#333\nstyle W_q fill:#fcc,stroke:#333\nstyle W_k fill:#fcc,stroke:#333\nstyle W_v fill:#fcc,stroke:#333\n```\n</details>\n$$\n\\mathbf {Q} = \\mathbf {X} \\mathbf {W} ^ {(q)}\n$$\n$$\n\\mathbf {K} = \\mathbf {X} \\mathbf {W} ^ {(k)}\n$$\n$$\n\\mathbf {V} = \\mathbf {X} \\mathbf {W} ^ {(v)}\n$$\nW matrices (encoding the linear transformations) are parameters of the Transformer layer\n$$\nA = \\operatorname{Softmax} \\left[ \\frac {Q K ^ {T}}{\\sqrt {D _ {k}}} \\right]\n$$\n$$\nY = A V\n$$",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/Transformer layer_2/Attention via linear transformations",
+      "metadata": {
+        "length": 1083,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "We",
+          "easily",
+          "compute",
+          "queries",
+          "keys",
+          "values",
+          "independent",
+          "linear",
+          "transformations",
+          "matrix",
+          "key",
+          "It",
+          "encodes",
+          "kind",
+          "tokens",
+          "send",
+          "messages",
+          "details",
+          "summary",
+          "flowchart",
+          "mermaid",
+          "graph",
+          "TD",
+          "mat",
+          "mul",
+          "softmax",
+          "scale",
+          "style",
+          "fill",
+          "f9f",
+          "stroke",
+          "333",
+          "ccf",
+          "cfc",
+          "fcc",
+          "mathbf",
+          "matrices",
+          "encoding",
+          "parameters",
+          "Transformer",
+          "layer",
+          "operatorname",
+          "Softmax",
+          "left",
+          "frac",
+          "sqrt"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "fb18d6bf-85eb-5137-9da2-ac67e5bd413c",
+            "relation": "embeds",
+            "ref": "[images/image-64-Attention Mechanism Diagram.jpg]",
+            "position": {
+              "start": 210,
+              "end": 259
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "9ab67cde-9478-5033-90cb-fe49e44e1dbe",
+      "type": "image",
+      "content": "\n$$ <details>0\n[images/image-65-Softmax Function Example.jpg]\n",
+      "path": "images/image-65-Softmax Function Example.jpg",
+      "metadata": {
+        "length": 48,
+        "summary": "image-65\nInput Vector: [0.25, 1.23, -0.8]\nOperation: Softmax\nOutput Vector: [0.249, 0.664, 0.087]",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-65-Softmax Function Example.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "3373ba84-ed3e-5da2-8bac-cbb8d3f97259",
+      "type": "text",
+      "content": "$$ <details>0\n[images/image-65-Softmax Function Example.jpg]\n\n<details>\n<summary>flowchart</summary>\n```mermaid\ngraph LR\nA[\"0.25\\n1.23\\n-0.8\"] --> B[\"Softmax\"]\nB --> C[\"0.249\\n0.664\\n0.087\"]\n```\n</details>",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/Transformer layer_2/Softmax",
+      "metadata": {
+        "length": 191,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "details",
+          "summary",
+          "flowchart",
+          "mermaid",
+          "graph",
+          "LR",
+          "0.25",
+          "n1.23",
+          "0.8",
+          "Softmax",
+          "0.249",
+          "n0.664",
+          "n0.087"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "9ab67cde-9478-5033-90cb-fe49e44e1dbe",
+            "relation": "embeds",
+            "ref": "[images/image-65-Softmax Function Example.jpg]",
+            "position": {
+              "start": 14,
+              "end": 60
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "8d843ac6-77eb-57c3-b57e-b1b1370d6fff",
+      "type": "image",
+      "content": "\nA[\"0.25\\n1.23\\n-0.8\"] --> B[\"Softmax\"] <details>0\n[images/image-66-Diagram of Input Processing.jpg]\n",
+      "path": "images/image-66-Diagram of Input Processing.jpg",
+      "metadata": {
+        "length": 84,
+        "summary": "image-66\n- Columns: Thinking, Machines\n- Rows:\n  - Embedding: X1 (green), X2 (green)\n  - Queries: q1 (purple), q2 (purple)\n  - Keys: k1 (orange), k2 (orange)\n  - Values: v1 (blue), v2 (blue)",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-66-Diagram of Input Processing.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "eb37cf22-f27c-5913-806b-704dc5d1193a",
+      "type": "table",
+      "content": "<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th>Input</th>\n      <th>Thinking</th>\n      <th>Machines</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>Embedding</td>\n      <td>X₁</td>\n      <td>X₂</td>\n    </tr>\n    <tr>\n      <td>Queries</td>\n      <td>q₁</td>\n      <td>q₂</td>\n    </tr>\n    <tr>\n      <td>Keys</td>\n      <td>k₁</td>\n      <td>k₂</td>\n    </tr>\n    <tr>\n      <td>Values</td>\n      <td>v₁</td>\n      <td>v₂</td>\n    </tr>\n  </tbody>\n</table>",
+      "path": "tables/table-9 Table Data.html",
+      "metadata": {
+        "length": 512,
+        "summary": "table-10\nThe table shows Input types (Embedding, Queries, Keys, Values) with corresponding Thinking and Machines variables X₁, X₂, q₁, q₂, k₁, k₂, v₁, v₂.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "tables/table-9 Table Data.html",
+        "keywords": [
+          "Embedding",
+          "Queries",
+          "Keys"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "d609c7cf-403c-5956-8a3e-8178e2324021",
+      "type": "image",
+      "content": "\n</details> <details>0\n[images/image-67-__details_.jpg]\n",
+      "path": "images/image-67-__details_.jpg",
+      "metadata": {
+        "length": 56,
+        "summary": "image-67\n</details> <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-67-__details_.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "c550c9e0-5f27-5ae8-bc4f-93e555f7293e",
+      "type": "image",
+      "content": "\n<summary>text_image</summary> <details>0\n[images/image-68-Attention Mechanism Visualization.jpg]\n",
+      "path": "images/image-68-Attention Mechanism Visualization.jpg",
+      "metadata": {
+        "length": 75,
+        "summary": "image-68\nThe image illustrates the matrix multiplication process for generating Query (Q), Key (K), and Value (V) matrices from an input matrix X.\n\n1.  **Top Row (Query Generation):**\n    *   Input Matrix: **X** (Green, dimensions 2x4)\n    *   Weight Matrix: **W^Q** (Purple, dimensions 4x3)\n    *   Resulting Matrix: **Q** (Purple, dimensions 2x3)\n\n2.  **Middle Row (Key Generation):**\n    *   Input Matrix: **X** (Green, dimensions 2x4)\n    *   Weight Matrix: **W^K** (Orange, dimensions 4x3)\n    *   Resulting Matrix: **K** (Orange, dimensions 2x3)\n\n3.  **Bottom Row (Value Generation):**\n    *   Input Matrix: **X** (Green, dimensions 2x4)\n    *   Weight Matrix: **W^V** (Blue, dimensions 4x3)\n    *   Resulting Matrix: **V** (Blue,",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-68-Attention Mechanism Visualization.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "231e9f78-78be-5865-9cc8-87c3df7a1ea5",
+      "type": "text",
+      "content": "A[\"0.25\\n1.23\\n-0.8\"] --> B[\"Softmax\"] <details>0\n[images/image-66-Diagram of Input Processing.jpg]\n\n<details>\n<summary>bar chart</summary>\n\n[tables/table-9 Table Data.html]\n\n</details>\n\n</details> <details>0\n[images/image-67-__details_.jpg]\n\n<details>\n<summary>text_image</summary>\nW^Q\nW^K\nW^V\n</details>\n\n<summary>text_image</summary> <details>0\n[images/image-68-Attention Mechanism Visualization.jpg]\n\n<details>\n<summary>text_image</summary>\nX\nW^Q\n=\nQ\nX\nW^K\n=\nK\nX\nW^V\n=\nV\n</details>",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/Transformer layer_2/Self-Attention",
+      "metadata": {
+        "length": 459,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "0.25",
+          "n1.23",
+          "0.8",
+          "Softmax",
+          "details",
+          "summary",
+          "bar",
+          "chart",
+          "text",
+          "image"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "8d843ac6-77eb-57c3-b57e-b1b1370d6fff",
+            "relation": "embeds",
+            "ref": "[images/image-66-Diagram of Input Processing.jpg]",
+            "position": {
+              "start": 50,
+              "end": 99
+            }
+          },
+          {
+            "target": "eb37cf22-f27c-5913-806b-704dc5d1193a",
+            "relation": "embeds",
+            "ref": "[tables/table-9 Table Data.html]",
+            "position": {
+              "start": 141,
+              "end": 173
+            }
+          },
+          {
+            "target": "d609c7cf-403c-5956-8a3e-8178e2324021",
+            "relation": "embeds",
+            "ref": "[images/image-67-__details_.jpg]",
+            "position": {
+              "start": 209,
+              "end": 241
+            }
+          },
+          {
+            "target": "c550c9e0-5f27-5ae8-bc4f-93e555f7293e",
+            "relation": "embeds",
+            "ref": "[images/image-68-Attention Mechanism Visualization.jpg]",
+            "position": {
+              "start": 348,
+              "end": 403
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "d56d032d-5833-55cd-9ad6-957365c352b8",
+      "type": "image",
+      "content": "\nW^V <details>0\n[images/image-69-Attention Mechanism Architecture.jpg]\n",
+      "path": "images/image-69-Attention Mechanism Architecture.jpg",
+      "metadata": {
+        "length": 49,
+        "summary": "image-69\nInput X is processed through three parallel linear transformations: W(q), W(k), and W(v).\nThese produce Query (Q), Key (K), and Value (V) vectors.\nThe Q and K vectors are multiplied via a matrix multiplication operation (\"mat mul\").\nThe result is scaled and passed through a softmax function.\nFinally, the output of the softmax is multiplied with the V vector via a second matrix multiplication to produce the final output Y.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-69-Attention Mechanism Architecture.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "75e34156-8bb8-5b45-913e-06b52dcf485e",
+      "type": "text",
+      "content": "W^V <details>0\n[images/image-69-Attention Mechanism Architecture.jpg]\n\n<details>\n<summary>flowchart</summary>\n```mermaid\ngraph TD\nY --> mat_mul[\"mat mul\"]\nmat_mul --> softmax[\"softmax\"]\nsoftmax --> scale[\"scale\"]\nscale --> mat_mul[\"mat mul\"]\nmat_mul --> W_q[\"W^(q)\"]\nmat_mul --> W_k[\"W^(k)\"]\nmat_mul --> W_v[\"W^(v)\"]\nW_q --> X[\"X\"]\nW_k --> X\nW_v --> X\nstyle mat_mul fill:#f9f,stroke:#333\nstyle softmax fill:#ccf,stroke:#333\nstyle scale fill:#cfc,stroke:#333\nstyle W_q fill:#ffc,stroke:#333\nstyle W_k fill:#ffc,stroke:#333\nstyle W_v fill:#ffc,stroke:#333\n```\n</details>",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/Transformer layer_2/Scaled self-attention in one slide. One attention head",
+      "metadata": {
+        "length": 546,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "details",
+          "summary",
+          "flowchart",
+          "mermaid",
+          "graph",
+          "TD",
+          "mat",
+          "mul",
+          "softmax",
+          "scale",
+          "style",
+          "fill",
+          "f9f",
+          "stroke",
+          "333",
+          "ccf",
+          "cfc",
+          "ffc"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "d56d032d-5833-55cd-9ad6-957365c352b8",
+            "relation": "embeds",
+            "ref": "[images/image-69-Attention Mechanism Architecture.jpg]",
+            "position": {
+              "start": 15,
+              "end": 69
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "0ad88453-49a9-530d-86a2-ada2d06f7be8",
+      "type": "text",
+      "content": "Input: Set of tokens $\\mathbf{X} \\in \\mathbb{R}^{N \\times D}: \\{\\mathbf{x}_1, \\ldots, \\mathbf{x}_N\\}$ Weight matrices $\\{\\mathbf{W}^{(q)}, \\mathbf{W}^{(k)}\\} \\in \\mathbb{R}^{D \\times D_k}$ and $\\mathbf{W}^{(v)} \\in \\mathbb{R}^{D \\times D_v}$\nOutput: Attention $(\\mathbf{Q},\\mathbf{K},\\mathbf{V})\\in \\mathbb{R}^{N\\times D_{\\mathrm{v}}}$ : $\\{\\mathbf{y}_1,\\dots ,\\mathbf{y}_N\\}$\n$$\n\\mathbf {Q} = \\mathbf {X W} ^ {(q)} / / \\text {compute queries} \\mathbf {Q} \\in \\mathbb {R} ^ {N \\times D _ {k}}\n$$\n$$\n\\mathbf {K} = \\mathbf {X W} ^ {(k)} / / \\text {compute keys} \\mathbf {K} \\in \\mathbb {R} ^ {N \\times D _ {k}}\n$$\n$$\n\\mathbf {V} = \\mathbf {X} \\mathbf {W} ^ {(v)} / / \\text {compute values} \\mathbf {V} \\in \\mathbb {R} ^ {N \\times D}\n$$\nreturn Attention(Q, K, V) = Softmax $\\left[\\frac{\\mathbf{Q}\\mathbf{K}^{\\mathrm{T}}}{\\sqrt{D_{\\mathrm{k}}}}\\right]\\mathbf{V}$",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/Transformer layer_2/Algorithm 12.1: Scaled dot-product self-attention",
+      "metadata": {
+        "length": 858,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Input",
+          "Set",
+          "tokens",
+          "mathbf",
+          "mathbb",
+          "times",
+          "ldots",
+          "Weight",
+          "matrices",
+          "Output",
+          "Attention",
+          "mathrm",
+          "dots",
+          "text",
+          "compute",
+          "queries",
+          "keys",
+          "values",
+          "return",
+          "Softmax",
+          "left",
+          "frac",
+          "sqrt"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "427bb35f-c368-5133-b820-9b2688187fb8",
+      "type": "image",
+      "content": "\n$$ <details>0\n[images/image-70-Attention Visualization.jpg]\n",
+      "path": "images/image-70-Attention Visualization.jpg",
+      "metadata": {
+        "length": 48,
+        "summary": "image-70\nLayer: 5, Attention: Input - Input\nSentence: \"The animal didn't cross the street because it was too tired\"\nKey Connections:\n- The word \"it_\" (highlighted in grey) attends strongly to \"didn't\", \"cross_\", and \"because_\".\n- The word \"tire\" (part of \"tired\") shows strong attention links to \"it_\", \"was_\", and \"too_\".",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-70-Attention Visualization.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "a3040882-8c80-5ee4-add0-f1fd256721e6",
+      "type": "table",
+      "content": "<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th>Word</th>\n      <th>Item</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>The_</td>\n      <td>The</td>\n    </tr>\n    <tr>\n      <td>animal_</td>\n      <td>animal</td>\n    </tr>\n    <tr>\n      <td>didn_</td>\n      <td>didn</td>\n    </tr>\n    <tr>\n      <td>_</td>\n      <td>_</td>\n    </tr>\n    <tr>\n      <td>t_</td>\n      <td>t</td>\n    </tr>\n    <tr>\n      <td>cross_</td>\n      <td>cross</td>\n    </tr>\n    <tr>\n      <td>the_</td>\n      <td>the</td>\n    </tr>\n    <tr>\n      <td>street_</td>\n      <td>street</td>\n    </tr>\n    <tr>\n      <td>because_</td>\n      <td>because</td>\n    </tr>\n    <tr>\n      <td>it_</td>\n      <td>it</td>\n    </tr>\n    <tr>\n      <td>was_</td>\n      <td>was</td>\n    </tr>\n    <tr>\n      <td>too_</td>\n      <td>too</td>\n    </tr>\n    <tr>\n      <td>tire</td>\n      <td>tire</td>\n    </tr>\n    <tr>\n      <td>d_</td>\n      <td>d</td>\n    </tr>\n  </tbody>\n</table>",
+      "path": "tables/table-10 Animal Street.html",
+      "metadata": {
+        "length": 997,
+        "summary": "table-11\nThe animal didn't cross the street because it was too tired.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "tables/table-10 Animal Street.html",
+        "keywords": [
+          "animal",
+          "street",
+          "crossing"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "9e3abbe5-0468-502f-b54b-408738c12dde",
+      "type": "text",
+      "content": "$$ <details>0\n[images/image-70-Attention Visualization.jpg]\n\n<details>\n<summary>tree diagram</summary>\n\n[tables/table-10 Animal Street.html]\n\n</details>",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/Transformer layer_2/Multi head attention",
+      "metadata": {
+        "length": 135,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "details",
+          "summary",
+          "tree",
+          "diagram"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "427bb35f-c368-5133-b820-9b2688187fb8",
+            "relation": "embeds",
+            "ref": "[images/image-70-Attention Visualization.jpg]",
+            "position": {
+              "start": 14,
+              "end": 59
+            }
+          },
+          {
+            "target": "a3040882-8c80-5ee4-add0-f1fd256721e6",
+            "relation": "embeds",
+            "ref": "[tables/table-10 Animal Street.html]",
+            "position": {
+              "start": 104,
+              "end": 140
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "953bb8c1-55ad-5a17-a659-b24d96d90f1d",
+      "type": "image",
+      "content": "\n</details> <details>0\n[images/image-71-Specialized Information Types.jpg]\n",
+      "path": "images/image-71-Specialized Information Types.jpg",
+      "metadata": {
+        "length": 56,
+        "summary": "image-71\n- Specialized in colour information\n- Specialized in taste information\n- Specialized in movement information\n- Specialized in time related information",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-71-Specialized Information Types.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "1fb393a3-7e90-58f9-841d-f759d8d1af08",
+      "type": "text",
+      "content": "Each attention head learns a specific set of parameters W\n\n</details> <details>0\n[images/image-71-Specialized Information Types.jpg]\n\n<details>\n<summary>text_image</summary>\nI am specialized in colour information\nI am specialized in taste information\nI am specialized in movement information\nI am specialized in time related information\n</details>\nTogether, we can run the galaxy!",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/Transformer layer_2/Multi head attention Each attention head learns a specific set of parameters W",
+      "metadata": {
+        "length": 361,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Each",
+          "attention",
+          "head",
+          "learns",
+          "specific",
+          "set",
+          "parameters",
+          "details",
+          "summary",
+          "text",
+          "image",
+          "specialized",
+          "colour",
+          "information",
+          "taste",
+          "movement",
+          "time",
+          "related",
+          "Together",
+          "run",
+          "galaxy"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "953bb8c1-55ad-5a17-a659-b24d96d90f1d",
+            "relation": "embeds",
+            "ref": "[images/image-71-Specialized Information Types.jpg]",
+            "position": {
+              "start": 81,
+              "end": 132
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "4566b788-3634-5633-8494-5534568e2c9f",
+      "type": "image",
+      "content": "\nI am specialized in movement information <details>0\n[images/image-72-Multi-head Attention Architecture.jpg]\n",
+      "path": "images/image-72-Multi-head Attention Architecture.jpg",
+      "metadata": {
+        "length": 86,
+        "summary": "image-72\nInput X is distributed to multiple parallel self-attention layers.\nOutputs from these self-attention layers are concatenated (concat).\nThe concatenated result passes through a linear layer.\nFinal output Y is produced.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-72-Multi-head Attention Architecture.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "a75ad35e-b6ca-53e9-96a8-fa25e14b5a4e",
+      "type": "text",
+      "content": "I am specialized in movement information <details>0\n[images/image-72-Multi-head Attention Architecture.jpg]\n\n<details>\n<summary>flowchart</summary>\n```mermaid\ngraph TD\nA[\"linear\"] --> B[\"concat\"]\nB --> C[\"self-attention\"]\nB --> D[\"self-attention\"]\nB --> E[\"self-attention\"]\nC --> F[\"X\"]\nD --> F\nE --> F\nF --> G[\"...\"]\nG --> H[\"X\"]\nH --> I[\"Y\"]\nI --> A\n```\n</details>",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/Transformer layer_2/Multi head attention_2",
+      "metadata": {
+        "length": 343,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "specialized",
+          "movement",
+          "information",
+          "details",
+          "summary",
+          "flowchart",
+          "mermaid",
+          "graph",
+          "TD",
+          "linear",
+          "concat",
+          "attention"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "4566b788-3634-5633-8494-5534568e2c9f",
+            "relation": "embeds",
+            "ref": "[images/image-72-Multi-head Attention Architecture.jpg]",
+            "position": {
+              "start": 52,
+              "end": 107
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "5fab93ac-3241-55da-b75e-ef26b8e42e8c",
+      "type": "text",
+      "content": "",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/Transformer layer_2/Multi-Head Attention",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "16b2711d-bc40-5c9c-9f8f-b06b4179162b",
+      "type": "text",
+      "content": "",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/Transformer layer_2/Multi-Head Attention/1) This is our input sentence\\*",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "32fdd6d3-1c75-56bc-9351-61780747cef2",
+      "type": "text",
+      "content": "3) Split into 8 heads. We multiply X or R with weight matrices",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/Transformer layer_2/Multi-Head Attention/2) We embed each word\\*",
+      "metadata": {
+        "length": 62,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Split",
+          "heads",
+          "We",
+          "multiply",
+          "weight",
+          "matrices"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "fc785ab1-e97b-5206-98d4-556399a78d74",
+      "type": "image",
+      "content": "\n#### 2) We embed each word\\* \\* In all encoders other than #0, we don't need embedding. We start directly with the output of the encoder right below this one0\n[images/image-73-#### 2) We.jpg]\n",
+      "path": "images/image-73-#### 2) We.jpg",
+      "metadata": {
+        "length": 193,
+        "summary": "image-73\n#### 2) We embed each word\\* \\* In all encoders other than #0, we don't need embedding. We start directly with the output of the encoder right below this one0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-73-#### 2) We.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "84ee47df-1eb7-523f-a147-d3929df0999d",
+      "type": "image",
+      "content": "\n#### 4) Calculate attention using the resulting Q/K/V matrices <details>0\n[images/image-74-#### 4) Ca.jpg]\n",
+      "path": "images/image-74-#### 4) Ca.jpg",
+      "metadata": {
+        "length": 108,
+        "summary": "image-74\n#### 4) Calculate attention using the resulting Q/K/V matrices <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-74-#### 4) Ca.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "c352278d-20a1-57c5-9d98-b7a4835e02cf",
+      "type": "image",
+      "content": "\n5) Concatenate the resulting Z matrices, then multiply with weight matrix $W^{o}$ to produce the output of the layer <details>0\n[images/image-75-5) Concate.jpg]\n",
+      "path": "images/image-75-5) Concate.jpg",
+      "metadata": {
+        "length": 162,
+        "summary": "image-75\n5) Concatenate the resulting Z matrices, then multiply with weight matrix $W^{o}$ to produce the output of the layer <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-75-5) Concate.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "8e0c12fd-ae0e-551b-aa38-c120629903ba",
+      "type": "image",
+      "content": "\n<summary>text_image</summary> <details>0\n[images/image-76-_summary_t.jpg]\n",
+      "path": "images/image-76-_summary_t.jpg",
+      "metadata": {
+        "length": 75,
+        "summary": "image-76\n<summary>text_image</summary> <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-76-_summary_t.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "db4242e0-535a-5766-9953-34a570972da3",
+      "type": "image",
+      "content": "\nW₀^Q <details>0\n[images/image-77-W₀^Q _deta.jpg]\n",
+      "path": "images/image-77-W₀^Q _deta.jpg",
+      "metadata": {
+        "length": 50,
+        "summary": "image-77\nW₀^Q <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-77-W₀^Q _deta.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "f9501654-967a-5329-ad1b-3041ba55fee0",
+      "type": "image",
+      "content": "\nW₀^K <details>0\n[images/image-78-W₀^K _deta.jpg]\n",
+      "path": "images/image-78-W₀^K _deta.jpg",
+      "metadata": {
+        "length": 50,
+        "summary": "image-78\nW₀^K <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-78-W₀^K _deta.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "c9514a17-3678-5150-b470-e5eafbfe96e0",
+      "type": "image",
+      "content": "\n<summary>text_image</summary> <details>0\n[images/image-79-_summary_t.jpg]\n",
+      "path": "images/image-79-_summary_t.jpg",
+      "metadata": {
+        "length": 75,
+        "summary": "image-79\n<summary>text_image</summary> <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-79-_summary_t.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "372870f2-fa63-5631-9a9d-f14812028971",
+      "type": "image",
+      "content": "\nW₁^Q <details>0\n[images/image-80-W₁^Q _deta.jpg]\n",
+      "path": "images/image-80-W₁^Q _deta.jpg",
+      "metadata": {
+        "length": 50,
+        "summary": "image-80\nW₁^Q <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-80-W₁^Q _deta.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "55f1398a-2d7e-54c2-8da9-852d26dfb4b2",
+      "type": "image",
+      "content": "\nW₁^K <details>0\n[images/image-81-W₁^K _deta.jpg]\n",
+      "path": "images/image-81-W₁^K _deta.jpg",
+      "metadata": {
+        "length": 50,
+        "summary": "image-81\nW₁^K <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-81-W₁^K _deta.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "c91352a5-f3a8-5f8a-a23e-4041fc746cbc",
+      "type": "image",
+      "content": "\n<summary>text_image</summary> <details>0\n[images/image-82-_summary_t.jpg]\n",
+      "path": "images/image-82-_summary_t.jpg",
+      "metadata": {
+        "length": 75,
+        "summary": "image-82\n<summary>text_image</summary> <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-82-_summary_t.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "01582044-88ef-54bd-876e-7b4c7c261c49",
+      "type": "image",
+      "content": "\n<summary>text_image</summary> <details>0\n[images/image-83-_summary_t.jpg]\n",
+      "path": "images/image-83-_summary_t.jpg",
+      "metadata": {
+        "length": 75,
+        "summary": "image-83\n<summary>text_image</summary> <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-83-_summary_t.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "abd35dd2-dc9a-55fa-8b93-99015bbde6ca",
+      "type": "image",
+      "content": "\nQ₇ <details>0\n[images/image-84-Q₇ _detail.jpg]\n",
+      "path": "images/image-84-Q₇ _detail.jpg",
+      "metadata": {
+        "length": 48,
+        "summary": "image-84\nQ₇ <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-84-Q₇ _detail.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "10ee7bdb-d616-518b-a243-0d41b3aeff4e",
+      "type": "text",
+      "content": "5) Concatenate the resulting Z matrices, then multiply with weight matrix $W^{o}$ to produce the output of the layer\nThinking Machines\n\n#### 2) We embed each word\\* \\* In all encoders other than #0, we don't need embedding. We start directly with the output of the encoder right below this one0\n[images/image-73-#### 2) We.jpg]\n\n\\* In all encoders other than #0, we don't need embedding. We start directly with the output of the encoder right below this one\n\n#### 4) Calculate attention using the resulting Q/K/V matrices <details>0\n[images/image-74-#### 4) Ca.jpg]\n\n\n5) Concatenate the resulting Z matrices, then multiply with weight matrix $W^{o}$ to produce the output of the layer <details>0\n[images/image-75-5) Concate.jpg]\n\n<details>\n<summary>text_image</summary>\nW₀^Q\nW₀^K\nW₀^V\n</details>\n\n<summary>text_image</summary> <details>0\n[images/image-76-_summary_t.jpg]\n\n\nW₀^Q <details>0\n[images/image-77-W₀^Q _deta.jpg]\n\n\nW₀^K <details>0\n[images/image-78-W₀^K _deta.jpg]\n\n<details>\n<summary>text_image</summary>\nW₁^Q\nW₁^K\nW₁^V\n</details>\n\n<summary>text_image</summary> <details>0\n[images/image-79-_summary_t.jpg]\n\n\nW₁^Q <details>0\n[images/image-80-W₁^Q _deta.jpg]\n\n\nW₁^K <details>0\n[images/image-81-W₁^K _deta.jpg]\n\n<details>\n<summary>text_image</summary>\nW7^Q\nW7^K\nW7^V\n</details>\n\n<summary>text_image</summary> <details>0\n[images/image-82-_summary_t.jpg]\n\n<details>\n<summary>text_image</summary>\nQ₇\nK₇\nV₇\n</details>\n\n<summary>text_image</summary> <details>0\n[images/image-83-_summary_t.jpg]\n\n\nQ₇ <details>0\n[images/image-84-Q₇ _detail.jpg]\n\n<details>\n<summary>text_image</summary>\nW⁰\nZ\n</details>",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/Transformer layer_2/Multi-Head Attention/4) Calculate attention using the resulting Q∕K∕V matrices",
+      "metadata": {
+        "length": 1600,
+        "summary": "The passage describes steps in a multi-head attention mechanism: concatenating Z matrices and multiplying by weight matrix W^o to produce layer output. It includes references to embedding (only in encoder #0), calculating attention using Q/K/V matrices, and shows weight matrices W_i^Q, W_i^K, W_i^V for multiple heads (0, 1, 7) along with Q₇, K₇, V₇ and final W⁰ and Z.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Concatenate",
+          "resulting",
+          "matrices",
+          "multiply",
+          "weight",
+          "matrix",
+          "produce",
+          "output",
+          "layer",
+          "Thinking",
+          "Machines",
+          "We",
+          "embed",
+          "word",
+          "In",
+          "encoders",
+          "don",
+          "embedding",
+          "start",
+          "directly",
+          "encoder",
+          "one0",
+          "Calculate",
+          "attention",
+          "details",
+          "summary",
+          "text",
+          "image",
+          "W7"
+        ],
+        "keywords": [
+          "Attention",
+          "Multi-Head",
+          "Transformer"
+        ],
+        "connect_to": [
+          {
+            "target": "fc785ab1-e97b-5206-98d4-556399a78d74",
+            "relation": "embeds",
+            "ref": "[images/image-73-#### 2) We.jpg]",
+            "position": {
+              "start": 295,
+              "end": 327
+            }
+          },
+          {
+            "target": "84ee47df-1eb7-523f-a147-d3929df0999d",
+            "relation": "embeds",
+            "ref": "[images/image-74-#### 4) Ca.jpg]",
+            "position": {
+              "start": 533,
+              "end": 565
+            }
+          },
+          {
+            "target": "c352278d-20a1-57c5-9d98-b7a4835e02cf",
+            "relation": "embeds",
+            "ref": "[images/image-75-5) Concate.jpg]",
+            "position": {
+              "start": 696,
+              "end": 728
+            }
+          },
+          {
+            "target": "8e0c12fd-ae0e-551b-aa38-c120629903ba",
+            "relation": "embeds",
+            "ref": "[images/image-76-_summary_t.jpg]",
+            "position": {
+              "start": 838,
+              "end": 870
+            }
+          },
+          {
+            "target": "db4242e0-535a-5766-9953-34a570972da3",
+            "relation": "embeds",
+            "ref": "[images/image-77-W₀^Q _deta.jpg]",
+            "position": {
+              "start": 889,
+              "end": 921
+            }
+          },
+          {
+            "target": "f9501654-967a-5329-ad1b-3041ba55fee0",
+            "relation": "embeds",
+            "ref": "[images/image-78-W₀^K _deta.jpg]",
+            "position": {
+              "start": 940,
+              "end": 972
+            }
+          },
+          {
+            "target": "c9514a17-3678-5150-b470-e5eafbfe96e0",
+            "relation": "embeds",
+            "ref": "[images/image-79-_summary_t.jpg]",
+            "position": {
+              "start": 1082,
+              "end": 1114
+            }
+          },
+          {
+            "target": "372870f2-fa63-5631-9a9d-f14812028971",
+            "relation": "embeds",
+            "ref": "[images/image-80-W₁^Q _deta.jpg]",
+            "position": {
+              "start": 1133,
+              "end": 1165
+            }
+          },
+          {
+            "target": "55f1398a-2d7e-54c2-8da9-852d26dfb4b2",
+            "relation": "embeds",
+            "ref": "[images/image-81-W₁^K _deta.jpg]",
+            "position": {
+              "start": 1184,
+              "end": 1216
+            }
+          },
+          {
+            "target": "c91352a5-f3a8-5f8a-a23e-4041fc746cbc",
+            "relation": "embeds",
+            "ref": "[images/image-82-_summary_t.jpg]",
+            "position": {
+              "start": 1326,
+              "end": 1358
+            }
+          },
+          {
+            "target": "01582044-88ef-54bd-876e-7b4c7c261c49",
+            "relation": "embeds",
+            "ref": "[images/image-83-_summary_t.jpg]",
+            "position": {
+              "start": 1462,
+              "end": 1494
+            }
+          },
+          {
+            "target": "abd35dd2-dc9a-55fa-8b93-99015bbde6ca",
+            "relation": "embeds",
+            "ref": "[images/image-84-Q₇ _detail.jpg]",
+            "position": {
+              "start": 1511,
+              "end": 1543
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "fa138d51-531c-52a4-87b2-5b486281053c",
+      "type": "text",
+      "content": "Algorithm 12.2: Multi-head attention\nInput: Set of tokens $\\mathbf{X} \\in \\mathbb{R}^{N \\times D}: \\{\\mathbf{x}_1, \\ldots, \\mathbf{x}_N\\}$\nQuery weight matrices $\\{\\mathbf{W}_1^{(\\mathrm{q})},\\dots ,\\mathbf{W}_H^{(\\mathrm{q})}\\} \\in \\mathbb{R}^{D\\times D}$\nKey weight matrices $\\{\\mathbf{W}_1^{(\\mathrm{k})},\\dots ,\\mathbf{W}_H^{(\\mathrm{k})}\\} \\in \\mathbb{R}^{D\\times D}$\nValue weight matrices $\\{\\mathbf{W}_1^{(\\mathrm{v})},\\dots ,\\mathbf{W}_H^{(\\mathrm{v})}\\} \\in \\mathbb{R}^{D\\times D_{\\mathrm{v}}}$\nOutput weight matrix $\\mathbf{W}^{(o)}\\in \\mathbb{R}^{HD_{v}\\times D}$\nOutput: $\\mathbf{Y} \\in \\mathbb{R}^{N \\times D}: \\{\\mathbf{y}_1, \\dots, \\mathbf{x}_N\\}$\n// compute self-attention for each head (Algorithm 12.1)\nfor $h = 1,\\dots ,H$ do\n$$\n\\mathbf {Q} _ {h} = \\mathbf {X} \\mathbf {W} _ {h} ^ {\\mathrm{(q)}}, \\quad \\mathbf {K} _ {h} = \\mathbf {X} \\mathbf {W} _ {h} ^ {\\mathrm{(k)}}, \\quad \\mathbf {V} _ {h} = \\mathbf {X} \\mathbf {W} _ {h} ^ {\\mathrm{(v)}}\n$$\n$$\n\\mathbf {H} _ {h} = \\text { Attention } \\left(\\mathbf {Q} _ {h}, \\mathbf {K} _ {h}, \\mathbf {V} _ {h}\\right) / / \\mathbf {H} _ {h} \\in \\mathbb {R} ^ {N \\times D _ {\\mathrm{v}}}\n$$\nend for\n$\\mathbf{H} = \\operatorname {Concat}\\left[\\mathbf{H}_{1},\\dots ,\\mathbf{H}_{\\mathbf{N}}\\right]$ // concatenate heads\nreturn $\\mathbf{Y}(\\mathbf{X}) = \\mathbf{H}\\mathbf{W}^{(\\mathrm{o})}$",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/Transformer layer_2/Multi head attention_3",
+      "metadata": {
+        "length": 1342,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Algorithm",
+          "12.2",
+          "Multi",
+          "head",
+          "attention",
+          "Input",
+          "Set",
+          "tokens",
+          "mathbf",
+          "mathbb",
+          "times",
+          "ldots",
+          "Query",
+          "weight",
+          "matrices",
+          "mathrm",
+          "dots",
+          "Key",
+          "Value",
+          "Output",
+          "matrix",
+          "HD",
+          "compute",
+          "12.1",
+          "quad",
+          "text",
+          "Attention",
+          "left",
+          "end",
+          "operatorname",
+          "Concat",
+          "concatenate",
+          "heads",
+          "return"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "aba67071-031f-5e98-bcfa-d61e5dc8ff60",
+      "type": "image",
+      "content": "\nInput: Set of tokens $X \\in R^{N \\times D} : \\{x_{1}, \\ldots, x_{N}\\}$ Multi-head self-attention layer parameters <details>0\n[images/image-63-Transformer Block Architecture.jpg]\n",
+      "path": "images/image-63-Transformer Block Architecture.jpg_2",
+      "metadata": {
+        "length": 159,
+        "summary": "image-63\nInput: Set of tokens $X \\in R^{N \\times D} : \\{x_{1}, \\ldots, x_{N}\\}$ Multi-head self-attention layer parameters <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-63-Transformer Block Architecture.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "b840afbf-15c0-5900-ab66-676ed80a5844",
+      "type": "image",
+      "content": "\n``` <details>0\n[images/image-85-Transformer Decoder Block.jpg]\n",
+      "path": "images/image-85-Transformer Decoder Block.jpg",
+      "metadata": {
+        "length": 49,
+        "summary": "image-85\n- Masked Multi Self Attention (Input)\n- Layer Norm\n- Feed Forward\n- Layer Norm (Output)\n- Residual connections connecting input to output of attention and feed-forward layers",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-85-Transformer Decoder Block.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "2d1c62f1-ab49-5e14-8e8a-23af4d1fbd80",
+      "type": "image",
+      "content": "\nF --> D <details>0\n[images/image-86-Attention Matrix Visualization.jpg]\n",
+      "path": "images/image-86-Attention Matrix Visualization.jpg",
+      "metadata": {
+        "length": 53,
+        "summary": "image-86\n- Words: Life, is, short, eat, desert, first\n- Grid of numerical values representing attention weights between word pairs\n- Example value: \"first\" attending to \"Life\" = 0.18 (indicated by arrow)\n- Highest attention weight shown: 0.68 (\"is\" to \"is\")",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-86-Attention Matrix Visualization.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "c06ff9e4-b402-5d60-a7b0-090421bbb51d",
+      "type": "table",
+      "content": "<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Life</th>\n      <th>is</th>\n      <th>short</th>\n      <th>eat</th>\n      <th>desert</th>\n      <th>first</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>Life</td>\n      <td>0.17</td>\n      <td>0.13</td>\n      <td>0.18</td>\n      <td>0.16</td>\n      <td>0.15</td>\n      <td>0.18</td>\n    </tr>\n    <tr>\n      <td>is</td>\n      <td>0.03</td>\n      <td>0.68</td>\n      <td>0.02</td>\n      <td>0.08</td>\n      <td>0.14</td>\n      <td>0.02</td>\n    </tr>\n    <tr>\n      <td>short</td>\n      <td>0.19</td>\n      <td>0.06</td>\n      <td>0.25</td>\n      <td>0.14</td>\n      <td>0.11</td>\n      <td>0.23</td>\n    </tr>\n    <tr>\n      <td>eat</td>\n      <td>0.15</td>\n      <td>0.21</td>\n      <td>0.14</td>\n      <td>0.16</td>\n      <td>0.17</td>\n      <td>0.14</td>\n    </tr>\n    <tr>\n      <td>desert</td>\n      <td>0.13</td>\n      <td>0.27</td>\n      <td>0.11</td>\n      <td>0.16</td>\n      <td>0.18</td>\n      <td>0.12</td>\n    </tr>\n    <tr>\n      <td>first</td>\n      <td>0.19</td>\n      <td>0.02</td>\n      <td>0.31</td>\n      <td>0.11</td>\n      <td>0.07</td>\n      <td>0.27</td>\n    </tr>\n  </tbody>\n</table>",
+      "path": "tables/table-11 Word Transition Matrix.html",
+      "metadata": {
+        "length": 1225,
+        "summary": "table-12\nA 6x6 transition probability matrix for the phrase 'Life is short eat desert first', showing probabilities of each word following another, with diagonal values indicating self-transition probabilities.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "tables/table-11 Word Transition Matrix.html",
+        "keywords": [
+          "transition probabilities",
+          "word pairs",
+          "matrix"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "a9a98b96-1add-53d0-9516-f4d3c90ccc0f",
+      "type": "image",
+      "content": "\n</details> <details>0\n[images/image-87-Attention Matrix Visualization.jpg]\n",
+      "path": "images/image-87-Attention Matrix Visualization.jpg",
+      "metadata": {
+        "length": 56,
+        "summary": "image-87\nTitle: Word Attention Weights (Life, is, short, eat, desert, first)\n\nData Structure: 6x6 matrix showing attention scores between words.\nRow Labels: Life, is, short, eat, desert, first\nColumn Labels: Life, is, short, eat, desert, first\n\nKey Data Points (Row -> Column):\n- Row \"Life\": [0.17, 0.13, 0.18, 0.16, 0.15, 0.18]\n- Row \"is\": [0.03, 0.68, 0.02, 0.08, 0.14, 0.02]\n- Row \"short\": [0.19, 0.06, 0.25, 0.14, 0.11, 0.23]\n- Row \"eat\": [0.15, 0.21, 0.14, 0.16, 0.17,",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-87-Attention Matrix Visualization.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "d30c99f4-80cd-53e3-a74e-2866799b1ce2",
+      "type": "table",
+      "content": "<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Life</th>\n      <th>is</th>\n      <th>short</th>\n      <th>eat</th>\n      <th>desert</th>\n      <th>first</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>Life</td>\n      <td>0.17</td>\n      <td>0.13</td>\n      <td>0.18</td>\n      <td>0.16</td>\n      <td>0.15</td>\n      <td>0.18</td>\n    </tr>\n    <tr>\n      <td>is</td>\n      <td>0.03</td>\n      <td>0.68</td>\n      <td>0.02</td>\n      <td>0.08</td>\n      <td>0.14</td>\n      <td>0.02</td>\n    </tr>\n    <tr>\n      <td>short</td>\n      <td>0.19</td>\n      <td>0.06</td>\n      <td>0.25</td>\n      <td>0.14</td>\n      <td>0.11</td>\n      <td>0.23</td>\n    </tr>\n    <tr>\n      <td>eat</td>\n      <td>0.15</td>\n      <td>0.21</td>\n      <td>0.14</td>\n      <td>0.16</td>\n      <td>0.17</td>\n      <td>0.14</td>\n    </tr>\n    <tr>\n      <td>desert</td>\n      <td>0.13</td>\n      <td>0.27</td>\n      <td>0.11</td>\n      <td>0.16</td>\n      <td>0.18</td>\n      <td>0.12</td>\n    </tr>\n    <tr>\n      <td>first</td>\n      <td>0.19</td>\n      <td>0.02</td>\n      <td>0.31</td>\n      <td>0.11</td>\n      <td>0.07</td>\n      <td>0.27</td>\n    </tr>\n  </tbody>\n</table>",
+      "path": "tables/table-12 Word Transition Matrix.html",
+      "metadata": {
+        "length": 1225,
+        "summary": "table-13\nA 6x6 transition probability matrix for the phrase 'Life is short eat desert first', showing probabilities of each word following another.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "tables/table-12 Word Transition Matrix.html",
+        "keywords": [
+          "transition probabilities",
+          "word pairs",
+          "matrix"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "4be82e51-e1cf-51e2-a553-de87f47e0cb2",
+      "type": "text",
+      "content": "Algorithm 12.3: Transformer layer\nInput: Set of tokens $X \\in R^{N \\times D} : \\{x_{1}, \\ldots, x_{N}\\}$ Multi-head self-attention layer parameters\nFeed-forward network parameters\nOutput: $\\widetilde{\\mathbf{X}}\\in \\mathbb{R}^{N\\times D}:\\{\\widetilde{\\mathbf{x}}_1,\\dots ,\\widetilde{\\mathbf{x}}_N\\}$\n$\\mathbf{Z} = \\text{LayerNorm}[\\mathbf{Y}(\\mathbf{X}) + \\mathbf{X}] // \\mathbf{Y}(\\mathbf{X})$ from Algorithm 12.2 $\\widetilde{\\mathbf{X}} = \\text{LayerNorm}[\\text{MLP}[\\mathbf{Z}] + \\mathbf{Z}] // \\text{shared neural network}$ return $\\widetilde{\\mathbf{X}}$\nY(X): Result of applying multi-head self-attention\n\nInput: Set of tokens $X \\in R^{N \\times D} : \\{x_{1}, \\ldots, x_{N}\\}$ Multi-head self-attention layer parameters <details>0\n[images/image-63-Transformer Block Architecture.jpg]\n\n<details>\n<summary>flowchart</summary>\n```mermaid\ngraph TD\nX[\"Input X̃\"] --> Add1[\"add & norm\"]\nAdd1 --> MLP[\"MLP\"]\nMLP --> Add2[\"add & norm\"]\nAdd2 --> MultiHead[\"multi-head self-attention\"]\nMultiHead --> Add3[\"add & norm\"]\nAdd3 --> Add4[\"MLP\"]\nAdd4 --> Add5[\"add & norm\"]\nAdd5 --> Add6[\"Output X̃\"]\nAdd6 --> Add7[\"Output X\"]\nAdd7 --> Add8[\"Output X̃\"]\nAdd8 --> Add9[\"Output X\"]\nAdd9 --> Add10[\"Output X̃\"]\nAdd10 --> Add11[\"Output X̃\"]\nAdd11 --> Add12[\"Output X̃\"]\nAdd12 --> Add13[\"Output X̃\"]\nAdd13 --> Add14[\"Output X̃\"]\nAdd14 --> Add15[\"Output X̃\"]\nAdd15 --> Add16[\"Output X̃\"]\nAdd16 --> Add17[\"Output X̃\"]\nAdd17 --> Add18[\"Output X̃\"]\nAdd18 --> Add19[\"Output X̃\"]\nAdd19 --> Add20[\"Output X̃\"]\nAdd20 --> Add21[\"Output X̃\"]\nAdd21 --> Add22[\"Output X̃\"]\nAdd22 --> Add23[\"Output X̃\"]\nAdd23 --> Add24[\"Output X̃\"]\nAdd24 --> Add25[\"Output X̃\"]\nAdd25 --> Add26[\"Output X̃\"]\nAdd26 --> Add27[\"Output X̃\"]\nAdd27 --> Add28[\"Output X̃\"]\nAdd28 --> Add29[\"Output X̃\"]\nAdd29 --> Add30[\"Output X̃\"]\nAdd30 --> Add31[\"Output X̃\"]\nAdd31 --> Add32[\"Output X̃\"]\nAdd32 --> Add33[\"Output X̃\"]\nAdd33 --> Add34[\"Output X̃\"]\nAdd34 --> Add35[\"Output X̃\"]\nAdd35 --> Add36[\"Output X̃\"]\nAdd36 --> Add37[\"Output X̃\"]\nAdd37 --> Add38[\"Output X̃\"]\nAdd38 --> Add39[\"Output X̃\"]\nAdd39 --> Add40[\"Output X̃\"]\nAdd40 --> Add41[\"Output X̃\"]\nAdd41 --> Add42[\"Output X̃\"]\nAdd42 --> Add43[\"Output X̃\"]\nAdd43 --> Add44[\"Output X̃\"]\nAdd44 --> Add45[\"Output X̃\"]\nAdd45 --> Add46[\"Output X̃\"]\nAdd46 --> Add47[\"Output X̃\"]\nAdd47 --> Add48[\"Output X̃\"]\nAdd48 --> Add49[\"Output X̃\"]\nAdd49 --> Add50[\"Output X̃\"]\nAdd50 --> Add51[\"Output X̃\"]\nAdd51 --> Add52[\"Output X̃\"]\nAdd52 --> Add53[\"Output X̃\"]\nAdd53 --> Add54[\"Output X̃\"]\nAdd54 --> Add55[\"Output X̃\"]\nAdd55 --> Add56[\"Output X̃\"]\nAdd56 --> Add57[\"Output X̃\"]\nAdd57 --> Add58[\"Output X̃\"]\nAdd58 --> Add59[\"Output X̃\"]\nAdd59 --> Add60[\"Output X̃\"]\nAdd60 --> Add61[\"Output X̃\"]\nAdd61 --> Add62[\"Output X̃\"]\nAdd62 --> Add63[\"Output X̃\"]\nAdd63 --> Add64[\"Output X̃\"]\nAdd64 --> Add65[\"Output X̃\"]\nAdd65 --> Add66[\"Output X̃\"]\nAdd66 --> Add67[\"Output X̃\"]\nAdd67 --> Add68[\"Output X̃\"]\nAdd68 --> Add69[\"Output X̃\"]\nAdd69 --> Add70[\"Output X̃\"]\nAdd70 --> MultiHead\nMultiHead --> MultiHead\n```\n</details>\nMasked transformer layer. A regular transformer layer but with masked attention.\nHow much token “Life” attends to token “first”\nIn the row for corresponding to “Life”, mask out all words that come after “Life”\n\n``` <details>0\n[images/image-85-Transformer Decoder Block.jpg]\n\n<details>\n<summary>flowchart</summary>\n```mermaid\ngraph TD\nA[\"Layer Norm\"] --> B[\"+\"]\nB --> C[\"Feed Forward\"]\nC --> D[\"Layer Norm\"]\nD --> E[\"+\"]\nE --> F[\"Masked Multi Self Attention\"]\nF --> D\nD --> G[\"Feedback Loop\"]\nG --> H[\"Output\"]\n```\n</details>\n\nF --> D <details>0\n[images/image-86-Attention Matrix Visualization.jpg]\n\n<details>\n<summary>heatmap</summary>\n\n[tables/table-11 Word Transition Matrix.html]\n\n</details>\n\n</details> <details>0\n[images/image-87-Attention Matrix Visualization.jpg]\n\n<details>\n<summary>heatmap</summary>\n\n[tables/table-12 Word Transition Matrix.html]\n\n</details>\nAttention weights calculated in the previous \"Self-Attention\" section",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/Transformer layer_3",
+      "metadata": {
+        "length": 3875,
+        "summary": "The passage describes Algorithm 12.3 for a Transformer layer, which processes input tokens X through multi-head self-attention and a feed-forward network, with layer normalization and residual connections. It also discusses a masked transformer layer variant where attention is masked to prevent attending to future tokens, illustrated with an example of how token 'Life' attends only to preceding tokens in a sequence. The content includes references to flowcharts and heatmaps of attention weights.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Algorithm",
+          "12.3",
+          "Transformer",
+          "layer",
+          "Input",
+          "Set",
+          "tokens",
+          "times",
+          "ldots",
+          "Multi",
+          "head",
+          "attention",
+          "parameters",
+          "Feed",
+          "forward",
+          "network",
+          "Output",
+          "widetilde",
+          "mathbf",
+          "mathbb",
+          "dots",
+          "text",
+          "LayerNorm",
+          "12.2",
+          "MLP",
+          "shared",
+          "neural",
+          "return",
+          "Result",
+          "applying",
+          "multi",
+          "details",
+          "summary",
+          "flowchart",
+          "mermaid",
+          "graph",
+          "TD",
+          "Add1",
+          "add",
+          "norm",
+          "Add2",
+          "MultiHead",
+          "Add3",
+          "Add4",
+          "Add5",
+          "Add6",
+          "Add7",
+          "Add8",
+          "Add9",
+          "Add10",
+          "Add11",
+          "Add12",
+          "Add13",
+          "Add14",
+          "Add15",
+          "Add16",
+          "Add17",
+          "Add18",
+          "Add19",
+          "Add20",
+          "Add21",
+          "Add22",
+          "Add23",
+          "Add24",
+          "Add25",
+          "Add26",
+          "Add27",
+          "Add28",
+          "Add29",
+          "Add30",
+          "Add31",
+          "Add32",
+          "Add33",
+          "Add34",
+          "Add35",
+          "Add36",
+          "Add37",
+          "Add38",
+          "Add39",
+          "Add40",
+          "Add41",
+          "Add42",
+          "Add43",
+          "Add44",
+          "Add45",
+          "Add46",
+          "Add47",
+          "Add48",
+          "Add49",
+          "Add50",
+          "Add51",
+          "Add52",
+          "Add53",
+          "Add54",
+          "Add55",
+          "Add56",
+          "Add57",
+          "Add58",
+          "Add59",
+          "Add60",
+          "Add61",
+          "Add62",
+          "Add63",
+          "Add64",
+          "Add65",
+          "Add66",
+          "Add67",
+          "Add68",
+          "Add69",
+          "Add70",
+          "Masked",
+          "transformer",
+          "regular",
+          "masked",
+          "How",
+          "token",
+          "Life",
+          "attends",
+          "In",
+          "row",
+          "mask",
+          "words",
+          "Layer",
+          "Norm",
+          "Forward",
+          "Self",
+          "Attention",
+          "Feedback",
+          "Loop",
+          "heatmap",
+          "weights",
+          "calculated",
+          "previous",
+          "section"
+        ],
+        "keywords": [
+          "Transformer",
+          "Self-Attention",
+          "Masked Attention"
+        ],
+        "connect_to": [
+          {
+            "target": "aba67071-031f-5e98-bcfa-d61e5dc8ff60",
+            "relation": "embeds",
+            "ref": "[images/image-63-Transformer Block Architecture.jpg]",
+            "position": {
+              "start": 737,
+              "end": 789
+            }
+          },
+          {
+            "target": "b840afbf-15c0-5900-ab66-676ed80a5844",
+            "relation": "embeds",
+            "ref": "[images/image-85-Transformer Decoder Block.jpg]",
+            "position": {
+              "start": 3223,
+              "end": 3270
+            }
+          },
+          {
+            "target": "2d1c62f1-ab49-5e14-8e8a-23af4d1fbd80",
+            "relation": "embeds",
+            "ref": "[images/image-86-Attention Matrix Visualization.jpg]",
+            "position": {
+              "start": 3542,
+              "end": 3594
+            }
+          },
+          {
+            "target": "c06ff9e4-b402-5d60-a7b0-090421bbb51d",
+            "relation": "embeds",
+            "ref": "[tables/table-11 Word Transition Matrix.html]",
+            "position": {
+              "start": 3634,
+              "end": 3679
+            }
+          },
+          {
+            "target": "a9a98b96-1add-53d0-9516-f4d3c90ccc0f",
+            "relation": "embeds",
+            "ref": "[images/image-87-Attention Matrix Visualization.jpg]",
+            "position": {
+              "start": 3715,
+              "end": 3767
+            }
+          },
+          {
+            "target": "d30c99f4-80cd-53e3-a74e-2866799b1ce2",
+            "relation": "embeds",
+            "ref": "[tables/table-12 Word Transition Matrix.html]",
+            "position": {
+              "start": 3807,
+              "end": 3852
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "d50fb2f6-f7e9-5436-9fda-3b71172fd146",
+      "type": "image",
+      "content": "\n</details> <details>0\n[images/image-88-Transformer Architecture Diagram.jpg]\n",
+      "path": "images/image-88-Transformer Architecture Diagram.jpg",
+      "metadata": {
+        "length": 56,
+        "summary": "image-88\n- **Encoder Section (Nx)**:\n  - Multi-head attention block with inputs: keys, queries, values.\n  - Add & norm layer.\n  - Feed forward layer.\n  - Add & norm layer.\n\n- **Decoder Section (Nx)**:\n  - Masked multi-head attention block with inputs: keys, queries, values.\n  - Add & norm layer.\n  - Multi-head Attention block receiving 'keys' and 'values' from Encoder and 'queries' from Decoder.\n  - Add & norm layer.\n  - Feed forward layer.\n  - Add & norm layer.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-88-Transformer Architecture Diagram.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "100393c3-36a2-55d7-861b-83d306c79c76",
+      "type": "text",
+      "content": "</details> <details>0\n[images/image-88-Transformer Architecture Diagram.jpg]\n\n<details>\n<summary>flowchart</summary>\n```mermaid\ngraph TD\nA[\"Encoder\"] --> B[\"Feed forward\"]\nA --> C[\"Multi-head attention\"]\nA --> D[\"Masked multi-head attention\"]\nB --> E[\"Add & norm\"]\nC --> F[\"add & norm\"]\nD --> G[\"add & norm\"]\nE --> H[\"Add & norm\"]\nF --> I[\"Add & norm\"]\nG --> J[\"Masked multi-head attention\"]\nH --> K[\"Feed forward\"]\nI --> L[\"Multi-head attention\"]\nJ --> M[\"Masked multi-head attention\"]\nstyle A fill:#f9f,stroke:#333\nstyle B fill:#bbf,stroke:#333\nstyle C fill:#bfb,stroke:#333\nstyle D fill:#ffb,stroke:#333\nstyle E fill:#fff,stroke:#333\nstyle F fill:#fff,stroke:#333\nstyle G fill:#fff,stroke:#333\nstyle H fill:#fff,stroke:#333\nstyle I fill:#fff,stroke:#333\nstyle J fill:#fff,stroke:#333\nstyle K fill:#fff,stroke:#333\nstyle L fill:#fff,stroke:#333\n```\n</details>",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/Cross-attention",
+      "metadata": {
+        "length": 839,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "details",
+          "summary",
+          "flowchart",
+          "mermaid",
+          "graph",
+          "TD",
+          "Encoder",
+          "Feed",
+          "forward",
+          "Multi",
+          "head",
+          "attention",
+          "Masked",
+          "multi",
+          "Add",
+          "norm",
+          "add",
+          "style",
+          "fill",
+          "f9f",
+          "stroke",
+          "333",
+          "bbf",
+          "bfb",
+          "ffb",
+          "fff"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "d50fb2f6-f7e9-5436-9fda-3b71172fd146",
+            "relation": "embeds",
+            "ref": "[images/image-88-Transformer Architecture Diagram.jpg]",
+            "position": {
+              "start": 22,
+              "end": 76
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "5d849ddd-7487-5ac3-949f-ffa2b5e169c1",
+      "type": "image",
+      "content": "\nstyle K fill:#fff,stroke:#333 <details>0\n[images/image-89-Neural Network Architecture Diagram.jpg]\n",
+      "path": "images/image-89-Neural Network Architecture Diagram.jpg",
+      "metadata": {
+        "length": 75,
+        "summary": "image-89\nThe image displays a sequence-to-sequence neural network model, likely an encoder-decoder architecture with attention mechanisms.\n\n**Structure Components:**\n- **Input Sequence (Left):** A French sentence represented as tokens: `[START]`, `je`, `suis`, `etudiant`, `[END]`.\n- **Output Sequence (Right):** An English translation represented as tokens: `[START]`, `I`, `am`, `a`, `student`.\n- **Encoder Block:** The left side processes the input sequence through embedding layers and recurrent units (indicated by the stacked blocks).\n- **Decoder Block:** The right side generates the output sequence using similar stacked processing units.\n- **Attention Mechanism:** Lines connecting the encoder's hidden states to the decoder's steps indicate an attention mechanism allowing the model to focus on specific parts of the input when generating each word of the output.\n- **Grid Visualization:** A blue grid in the center represents the alignment or attention weights between the source and target sequences.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-89-Neural Network Architecture Diagram.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "04c1ff5a-2a37-563c-9799-524e39ffe4d8",
+      "type": "text",
+      "content": "style K fill:#fff,stroke:#333 <details>0\n[images/image-89-Neural Network Architecture Diagram.jpg]\n\n<details>\n<summary>flowchart</summary>\n```mermaid\ngraph TD\nA[\"Start\"] --> B[\"Student\"]\nB --> C[\"Intermediate Layer\"]\nC --> D[\"Student\"]\nD --> E[\"Intermediate Layer\"]\nE --> F[\"Student\"]\nF --> G[\"Intermediate Layer\"]\nG --> H[\"Student\"]\nH --> I[\"Intermediate Layer\"]\nI --> J[\"Student\"]\nJ --> K[\"Intermediate Layer\"]\nK --> L[\"Student\"]\nL --> M[\"Intermediate Layer\"]\nM --> N[\"Student\"]\nN --> O[\"Intermediate Layer\"]\nO --> P[\"Student\"]\nP --> Q[\"Intermediate Layer\"]\nQ --> R[\"Student\"]\nR --> S[\"Intermediate Layer\"]\nS --> T[\"Student\"]\nT --> U[\"Intermediate Layer\"]\nU --> V[\"Student\"]\nV --> W[\"Intermediate Layer\"]\nW --> X[\"Student\"]\nX --> Y[\"Intermediate Layer\"]\nY --> Z[\"Student\"]\nZ --> AA[\"Intermediate Layer\"]\nAA --> AB[\"Student\"]\nAB --> AC[\"Intermediate Layer\"]\nAC --> AD[\"Student\"]\nAD --> AE[\"Intermediate Layer\"]\nAE --> AF[\"Student\"]\nAF --> AG[\"Intermediate Layer\"]\nAG --> AH[\"Student\"]\nAH --> AI[\"Intermediate Layer\"]\nAI --> AJ[\"Student\"]\nAJ --> AK[\"Intermediate Layer\"]\nAK --> AL[\"Student\"]\nAL --> AM[\"Intermediate Layer\"]\nAM --> AN[\"Student\"]\nAN --> AO[\"Intermediate Layer\"]\nAO --> AP[\"Student\"]\nAP --> AQ[\"Intermediate Layer\"]\nAQ --> AR[\"Student\"]\n```\n</details>",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/Cross-Attention (e.g. Machine Translation)",
+      "metadata": {
+        "length": 1240,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "style",
+          "fill",
+          "fff",
+          "stroke",
+          "333",
+          "details",
+          "summary",
+          "flowchart",
+          "mermaid",
+          "graph",
+          "TD",
+          "Start",
+          "Student",
+          "Intermediate",
+          "Layer",
+          "AA",
+          "AB",
+          "AC",
+          "AD",
+          "AE",
+          "AF",
+          "AG",
+          "AH",
+          "AI",
+          "AJ",
+          "AK",
+          "AL",
+          "AM",
+          "AN",
+          "AO",
+          "AP",
+          "AQ",
+          "AR"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "5d849ddd-7487-5ac3-949f-ffa2b5e169c1",
+            "relation": "embeds",
+            "ref": "[images/image-89-Neural Network Architecture Diagram.jpg]",
+            "position": {
+              "start": 41,
+              "end": 98
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "574bd25b-b10d-5529-9f4c-58a380ba4894",
+      "type": "image",
+      "content": "\n## Cross-attention transformer layer <details>0\n[images/image-90-Attention Mechanism Diagram.jpg]\n",
+      "path": "images/image-90-Attention Mechanism Diagram.jpg",
+      "metadata": {
+        "length": 82,
+        "summary": "image-90\nInputs: x1 (n tokens), x2 (m tokens)\nEmbedding size: d\nWeight matrices: Wq, Wk, Wv\nDimensions: dq = dk = dv\nOutput dimensions: n, m, dv\nProcess flow: Inputs -> Weights -> Q, K, V matrices -> Attention matrix (QKT) -> Softmax -> Output Z",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-90-Attention Mechanism Diagram.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "d4dd258c-fac0-5549-b08b-b93675691d35",
+      "type": "image",
+      "content": "\nstyle F fill:#cfc,stroke:#333 <details>0\n[images/image-91-Transformer Architecture Block.jpg]\n",
+      "path": "images/image-91-Transformer Architecture Block.jpg",
+      "metadata": {
+        "length": 75,
+        "summary": "image-91\nInput X flows into masked multi-head self-attention.\nOutput passes through add & norm, then to multi-head cross-attention (receiving inputs Z, K, V, Q).\nSubsequent add & norm leads to an MLP layer.\nFinal add & norm produces output X̃.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-91-Transformer Architecture Block.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "c3ff1378-eb51-500c-a2f8-ea2d569cb0f9",
+      "type": "text",
+      "content": "Tokens entering through\nhere determine the\nquestions\nTokens entering through here determine the keys and the messages (values)\n\n## Cross-attention transformer layer <details>0\n[images/image-90-Attention Mechanism Diagram.jpg]\n\n<details>\n<summary>flowchart</summary>\n```mermaid\ngraph TD\nsubgraph Inputs_1[Inputs 1]\nA[\"x₁\"] -->|d| B[\"W_q\"]\nB -->|d_q| C[\"Q\"]\nC -->|n| D[\"K\"]\nD -->|m| E[\"QKᵀ\"]\nE --> F[\"Softmax\"]\nend\nsubgraph Inputs_2[Inputs 2]\nA[\"x₂\"] -->|d| B[\"W_k\"]\nB -->|d_k = d_q| C[\"K\"]\nC -->|m| D[\"V\"]\nD -->|m| E[\"V\"]\nE -->|m| F[\"A\"]\nF --> G[\"Z\"]\nG --> H[\"Outputs\"]\nstyle Inputs_1 fill:#f9f,stroke:#333\nstyle Inputs_2 fill:#f9f,stroke:#333\nstyle Outputs fill:#ccf,stroke:#333\nstyle Softmax fill:#cfc,stroke:#333\nstyle A fill:#fcc,stroke:#333\nstyle B fill:#cff,stroke:#333\nstyle C fill:#ffc,stroke:#333\nstyle D fill:#cfc,stroke:#333\nstyle E fill:#fcc,stroke:#333\nstyle F fill:#cfc,stroke:#333\nstyle G fill:#cfc,stroke:#333\nstyle H fill:#fcc,stroke:#333\n```\n</details>\n\nstyle F fill:#cfc,stroke:#333 <details>0\n[images/image-91-Transformer Architecture Block.jpg]\n\n<details>\n<summary>flowchart</summary>\n```mermaid\ngraph TD\nA[\"add & norm\"] --> B[\"MLP\"]\nB --> C[\"add & norm\"]\nC --> D[\"multi-head cross-attention\"]\nD --> E[\"add & norm\"]\nE --> F[\"masked multi-head self-attention\"]\nF --> G[\"X̃\"]\nG --> H[\"Z\"]\nH --> I[\"K\"]\nI --> J[\"V\"]\nJ --> K[\"Q\"]\nK --> D\nstyle A fill:#f9f,stroke:#333\nstyle B fill:#f9f,stroke:#333\nstyle C fill:#f9f,stroke:#333\nstyle D fill:#ff0,stroke:#333\nstyle E fill:#ff0,stroke:#333\nstyle F fill:#ff0,stroke:#333\nstyle G fill:#fff,stroke:#333\nstyle H fill:#fff,stroke:#333\nstyle I fill:#fff,stroke:#333\nstyle J fill:#fff,stroke:#333\nstyle K fill:#fff,stroke:#333\nstyle_L[\"X\"] --> M[\"add & norm\"]\nM --> N[\"Masked multi-head self-attention\"]\n```\n</details>",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/Cross-attention transformer layer",
+      "metadata": {
+        "length": 1738,
+        "summary": "The content describes a cross-attention transformer layer. It shows two input streams: one determines the queries (Q), and the other determines the keys (K) and values (V). The process involves computing attention scores via QKᵀ, applying softmax, and producing output Z. A flowchart illustrates the architecture, including masked multi-head self-attention, multi-head cross-attention, add & norm layers, and MLP.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Tokens",
+          "entering",
+          "determine",
+          "questions",
+          "keys",
+          "messages",
+          "values",
+          "Cross",
+          "attention",
+          "transformer",
+          "layer",
+          "details",
+          "summary",
+          "flowchart",
+          "mermaid",
+          "graph",
+          "TD",
+          "subgraph",
+          "Inputs",
+          "QK",
+          "Softmax",
+          "end",
+          "Outputs",
+          "style",
+          "fill",
+          "f9f",
+          "stroke",
+          "333",
+          "ccf",
+          "cfc",
+          "fcc",
+          "cff",
+          "ffc",
+          "add",
+          "norm",
+          "MLP",
+          "multi",
+          "head",
+          "cross",
+          "masked",
+          "ff0",
+          "fff",
+          "Masked"
+        ],
+        "keywords": [
+          "cross-attention",
+          "transformer",
+          "attention"
+        ],
+        "connect_to": [
+          {
+            "target": "574bd25b-b10d-5529-9f4c-58a380ba4894",
+            "relation": "embeds",
+            "ref": "[images/image-90-Attention Mechanism Diagram.jpg]",
+            "position": {
+              "start": 176,
+              "end": 225
+            }
+          },
+          {
+            "target": "d4dd258c-fac0-5549-b08b-b93675691d35",
+            "relation": "embeds",
+            "ref": "[images/image-91-Transformer Architecture Block.jpg]",
+            "position": {
+              "start": 1012,
+              "end": 1064
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "0aae0ae5-43b5-54d1-b41d-ef19ad5e0c24",
+      "type": "image",
+      "content": "\nstyle_L[\"X\"] --> M[\"add & norm\"] <details>0\n[images/image-92-Transformer Architecture Diagram.jpg]\n",
+      "path": "images/image-92-Transformer Architecture Diagram.jpg",
+      "metadata": {
+        "length": 78,
+        "summary": "image-92\n- **Input Side (Encoder):**\n  - Inputs -> Input Embedding -> Positional Encoding\n  - N repetitions of: Multi-Head Attention -> Add & Norm -> Feed Forward -> Add & Norm\n- **Output Side (Decoder):**\n  - Outputs (shifted right) -> Output Embedding -> Positional Encoding\n  - N repetitions of: Masked Multi-Head Attention -> Add & Norm -> Multi-Head Attention -> Add & Norm -> Feed Forward -> Add & Norm\n- **Final Output:**\n  - Linear Layer -> Softmax -> Output Probabilities",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-92-Transformer Architecture Diagram.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "0caaf046-0089-5a4e-acdb-2f23d053a3ba",
+      "type": "text",
+      "content": "style_L[\"X\"] --> M[\"add & norm\"] <details>0\n[images/image-92-Transformer Architecture Diagram.jpg]\n\n<details>\n<summary>flowchart</summary>\n```mermaid\ngraph TD\nA[\"Inputs\"] --> B[\"Input Embedding\"]\nB --> C[\"Add & Norm\"]\nC --> D[\"Feed Forward\"]\nD --> E[\"Multi-Head Attention\"]\nE --> F[\"Add & Norm\"]\nF --> G[\"Masked Multi-Head Attention\"]\nG --> H[\"Add & Norm\"]\nH --> I[\"Feed Forward\"]\nI --> J[\"Add & Norm\"]\nJ --> K[\"Softmax\"]\nK --> L[\"Linear\"]\nL --> M[\"Output Probabilities\"]\nstyle A fill:#f9f,stroke:#333\nstyle B fill:#ccf,stroke:#333\nstyle C fill:#cfc,stroke:#333\nstyle D fill:#fcc,stroke:#333\nstyle E fill:#cff,stroke:#333\nstyle F fill:#ffc,stroke:#333\nstyle G fill:#cfc,stroke:#333\nstyle H fill:#fcc,stroke:#333\nstyle I fill:#cfc,stroke:#333\nstyle J fill:#fcc,stroke:#333\nstyle K fill:#cfc,stroke:#333\nstyle L fill:#fcc,stroke:#333\nstyle M fill:#cfc,stroke:#333\nstyle_N[\"Positional Encoding\"] --> O[\"Add & Norm\"]\nO --> P[\"Multi-Head Attention\"]\nP --> Q[\"Add & Norm\"]\nQ --> R[\"Masked Multi-Head Attention\"]\nR --> S[\"Add & Norm\"]\nS --> T[\"Feed Forward\"]\nT --> U[\"Add & Norm\"]\nU --> V[\"Softmax\"]\nV --> W[\"Nx\"]\nstyle N fill:#f9f,stroke:#333\nstyle O fill:#ccf,stroke:#333\nstyle P fill:#cfc,stroke:#333\nstyle Q fill:#fcc,stroke:#333\nstyle R fill:#cfc,stroke:#333\nstyle S fill:#fcc,stroke:#333\nstyle T fill:#cfc,stroke:#333\nstyle U fill:#fcc,stroke:#333\n```\n</details>\nFigure 1: The Transformer - model architecture.",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/Transformer & Multi-Head Attention",
+      "metadata": {
+        "length": 1387,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "style",
+          "add",
+          "norm",
+          "details",
+          "summary",
+          "flowchart",
+          "mermaid",
+          "graph",
+          "TD",
+          "Inputs",
+          "Input",
+          "Embedding",
+          "Add",
+          "Norm",
+          "Feed",
+          "Forward",
+          "Multi",
+          "Head",
+          "Attention",
+          "Masked",
+          "Softmax",
+          "Linear",
+          "Output",
+          "Probabilities",
+          "fill",
+          "f9f",
+          "stroke",
+          "333",
+          "ccf",
+          "cfc",
+          "fcc",
+          "cff",
+          "ffc",
+          "Positional",
+          "Encoding",
+          "Nx",
+          "Figure",
+          "The",
+          "Transformer",
+          "model",
+          "architecture"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "0aae0ae5-43b5-54d1-b41d-ef19ad5e0c24",
+            "relation": "embeds",
+            "ref": "[images/image-92-Transformer Architecture Diagram.jpg]",
+            "position": {
+              "start": 44,
+              "end": 98
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "7111a5ca-4381-5eac-8285-e6cbd598951f",
+      "type": "table",
+      "content": "<table><tr><td>Challenges with RNNs</td><td>Transformers</td></tr><tr><td>Long range dependenciesGradient vanishing and explosionLarge # of training stepsSequential/recurrence → can’t parallelizeComplexity per layer: O(n*d2)</td><td>Can model long-rangedependenciesNo gradient vanishing and explosionFewer training stepsCan parallelize computation!Complexity per layer: O(n2*d)</td></tr></table>",
+      "path": "tables/table-13 RNNs vs Transformers.html",
+      "metadata": {
+        "length": 395,
+        "summary": "table-14\nCompares RNNs and Transformers: RNNs struggle with long-range dependencies, gradient issues, and sequential processing, while Transformers handle long-range dependencies, avoid gradient problems, and allow parallel computation.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "tables/table-13 RNNs vs Transformers.html",
+        "keywords": [
+          "RNNs",
+          "Transformers",
+          "Deep Learning"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "41ad2efc-2424-5896-92ab-8b0c6abb8a26",
+      "type": "text",
+      "content": "[tables/table-13 RNNs vs Transformers.html]",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/Transformers vs. RNNs",
+      "metadata": {
+        "length": 56,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "7111a5ca-4381-5eac-8285-e6cbd598951f",
+            "relation": "embeds",
+            "ref": "[tables/table-13 RNNs vs Transformers.html]",
+            "position": {
+              "start": 0,
+              "end": 43
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "3dd8d8fc-3f2b-5ebd-9088-8ae019552d87",
+      "type": "text",
+      "content": "▶ Scaled up versions of Transformer architecture, e.g. millions/billions of parameters\n▶ Typically trained on massive amounts of “general” textual data (e.g. web corpus)\n▶ Training objective is typically “next token prediction”: $P(W_{t+1}|W_t, W_{t-1}, \\ldots, W_1)$\nEmergent abilities as they scale up (e.g. chain-of-thought reasoning)\n▶ Heavy computational cost (time, money, GPUs)\n▶ Larger general ones: “plug-and-play” with few or zero-shot learning\n▶ Train once, then adapt to other tasks without needing to retrain\n▶ E.g. in-context learning and prompting",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/Large Language Models",
+      "metadata": {
+        "length": 562,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Scaled",
+          "versions",
+          "Transformer",
+          "architecture",
+          "millions",
+          "billions",
+          "parameters",
+          "Typically",
+          "trained",
+          "massive",
+          "amounts",
+          "general",
+          "textual",
+          "data",
+          "web",
+          "corpus",
+          "Training",
+          "objective",
+          "typically",
+          "token",
+          "prediction",
+          "ldots",
+          "Emergent",
+          "abilities",
+          "scale",
+          "chain",
+          "thought",
+          "reasoning",
+          "Heavy",
+          "computational",
+          "cost",
+          "time",
+          "money",
+          "GPUs",
+          "Larger",
+          "plug",
+          "play",
+          "shot",
+          "learning",
+          "Train",
+          "adapt",
+          "tasks",
+          "needing",
+          "retrain",
+          "context",
+          "prompting"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "da896fb3-1bff-5c37-8a4c-d427d48775c6",
+      "type": "text",
+      "content": "▶ Why do LLMs work so well? What happens as you scale up?\n▶ Potential explanation: emergent abilities!\n▶ An ability is emergent if it is present in larger but not smaller models\n▶ Not have been directly predicted by extrapolating from smaller models\n▶ Performance is near-random until a certain critical threshold, then improves heavily\n▶ Known as a “phase transition” and would not have been extrapolated",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/Emergent Abilities of Large Language Models",
+      "metadata": {
+        "length": 405,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Why",
+          "LLMs",
+          "work",
+          "What",
+          "scale",
+          "Potential",
+          "explanation",
+          "emergent",
+          "abilities",
+          "An",
+          "ability",
+          "present",
+          "larger",
+          "smaller",
+          "models",
+          "Not",
+          "directly",
+          "predicted",
+          "extrapolating",
+          "Performance",
+          "random",
+          "critical",
+          "threshold",
+          "improves",
+          "heavily",
+          "Known",
+          "phase",
+          "transition",
+          "extrapolated"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "7210d59d-793f-5b6d-9261-f6b456f89176",
+      "type": "image",
+      "content": "\n▶ An ability is emergent if it is present in larger but not smaller models <details>0\n[images/image-93-Diagram.jpg]\n",
+      "path": "images/image-93-Diagram.jpg",
+      "metadata": {
+        "length": 120,
+        "summary": "image-93\nInput: Review sentiment examples (negative and positive) fed into a Language model.\nOutput: The model predicts \"positive.\"",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-93-Diagram.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "6fd3c549-d8dc-547e-b8f1-2f8ef4482e0d",
+      "type": "image",
+      "content": "\nB --> C[\"Language model\"] <details>0\n[images/image-94-B --_ C[_L.jpg]\n",
+      "path": "images/image-94-B --_ C[_L.jpg",
+      "metadata": {
+        "length": 71,
+        "summary": "image-94\nB --> C[\"Language model\"] <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-94-B --_ C[_L.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "8a1ad7c9-da41-5082-8e20-925695289dc8",
+      "type": "image",
+      "content": "\nC --> D[\"Output<br>positive.\"] <details>0\n[images/image-95-C --_ D[_O.jpg]\n",
+      "path": "images/image-95-C --_ D[_O.jpg",
+      "metadata": {
+        "length": 76,
+        "summary": "image-95\nC --> D[\"Output<br>positive.\"] <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-95-C --_ D[_O.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "557406bf-a669-5fba-8fb1-84d20efaf967",
+      "type": "table",
+      "content": "<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th>x</th>\n      <th>Accuracy (%)</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>10^18</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <td>10^20</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <td>10^22</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <td>10^24</td>\n      <td>35</td>\n    </tr>\n  </tbody>\n</table>",
+      "path": "tables/table-14 Accuracy vs x.html",
+      "metadata": {
+        "length": 407,
+        "summary": "table-15\nThe table shows accuracy percentages for different x values: 0% for 10^18, 10^20, and 10^22, and 35% for 10^24.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "tables/table-14 Accuracy vs x.html",
+        "keywords": [
+          "accuracy",
+          "x values"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "e8f90e51-8220-59bc-9aad-c8cf908bda0d",
+      "type": "image",
+      "content": "\n</details> <details>0\n[images/image-96-__details_.jpg]\n",
+      "path": "images/image-96-__details_.jpg",
+      "metadata": {
+        "length": 56,
+        "summary": "image-96\n</details> <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-96-__details_.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "c81e0e9e-392d-5c9e-bd99-7e7a9b17d955",
+      "type": "table",
+      "content": "<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th>X (log scale)</th>\n      <th>BLEU (%)</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>10^18</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <td>10^20</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <td>10^22</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <td>10^24</td>\n      <td>25</td>\n    </tr>\n  </tbody>\n</table>",
+      "path": "tables/table-15 BLEU vs X.html",
+      "metadata": {
+        "length": 415,
+        "summary": "table-16\nThe table shows BLEU scores at different X values on a log scale. BLEU is 0 for X from 10^18 to 10^22, then jumps to 25% at 10^24.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "tables/table-15 BLEU vs X.html",
+        "keywords": [
+          "BLEU",
+          "log scale"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "7a2ffd60-c22a-57b7-a2c5-1d17521b86a2",
+      "type": "image",
+      "content": "\n</details> <details>0\n[images/image-97-__details_.jpg]\n",
+      "path": "images/image-97-__details_.jpg",
+      "metadata": {
+        "length": 56,
+        "summary": "image-97\n</details> <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-97-__details_.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "446ed2dc-b008-5694-87fb-d09c877c1a47",
+      "type": "table",
+      "content": "<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th>x</th>\n      <th>Exact match (%)</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>10^18</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <td>10^20</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <td>10^22</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <td>10^24</td>\n      <td>15</td>\n    </tr>\n  </tbody>\n</table>",
+      "path": "tables/table-16 Exact match rates.html",
+      "metadata": {
+        "length": 410,
+        "summary": "table-17\nThe table shows exact match percentages for x values from 10^18 to 10^24, with 0% for 10^18-10^22 and 15% for 10^24.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "tables/table-16 Exact match rates.html",
+        "keywords": [
+          "exact match",
+          "thresholds",
+          "percentages"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "df1d3869-b6c4-5eb0-9a17-4af823891c3e",
+      "type": "image",
+      "content": "\n</details> <details>0\n[images/image-98-__details_.jpg]\n",
+      "path": "images/image-98-__details_.jpg",
+      "metadata": {
+        "length": 56,
+        "summary": "image-98\n</details> <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-98-__details_.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "243cff5d-754b-5368-a080-a18adf8bd108",
+      "type": "table",
+      "content": "<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th>x</th>\n      <th>Exact match (%)</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>10^18</td>\n      <td>25</td>\n    </tr>\n    <tr>\n      <td>10^20</td>\n      <td>23</td>\n    </tr>\n    <tr>\n      <td>10^22</td>\n      <td>24</td>\n    </tr>\n    <tr>\n      <td>10^24</td>\n      <td>45</td>\n    </tr>\n  </tbody>\n</table>",
+      "path": "tables/table-17 Exact match rates.html",
+      "metadata": {
+        "length": 413,
+        "summary": "table-18\nThe table shows exact match percentages for x values from 10^18 to 10^24, with rates ranging from 23% to 45%.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "tables/table-17 Exact match rates.html",
+        "keywords": [
+          "exact match",
+          "percentage",
+          "x values"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "96f96e20-7900-50de-9229-996fffba50e1",
+      "type": "image",
+      "content": "\n</details> <details>0\n[images/image-99-__details_.jpg]\n",
+      "path": "images/image-99-__details_.jpg",
+      "metadata": {
+        "length": 56,
+        "summary": "image-99\n</details> <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-99-__details_.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "aa2f6949-e436-5459-875a-a59922732cbc",
+      "type": "table",
+      "content": "<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th>x</th>\n      <th>Accuracy (%)</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>10^20</td>\n      <td>20</td>\n    </tr>\n    <tr>\n      <td>10^22</td>\n      <td>20</td>\n    </tr>\n    <tr>\n      <td>10^24</td>\n      <td>45</td>\n    </tr>\n  </tbody>\n</table>",
+      "path": "tables/table-18 Accuracy Table.html",
+      "metadata": {
+        "length": 352,
+        "summary": "table-19\nThe table shows accuracy percentages for x values: 10^20 (20%), 10^22 (20%), and 10^24 (45%).",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "tables/table-18 Accuracy Table.html",
+        "keywords": [
+          "Accuracy",
+          "Exponent",
+          "Data"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "65d9f043-0f3b-5adf-8b0a-6a991286168a",
+      "type": "image",
+      "content": "\n</details> <details>0\n[images/image-100-__details_.jpg]\n",
+      "path": "images/image-100-__details_.jpg",
+      "metadata": {
+        "length": 57,
+        "summary": "image-100\n</details> <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-100-__details_.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "525f7656-951d-50d1-a266-e62ec70cf294",
+      "type": "table",
+      "content": "<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th>x</th>\n      <th>Accuracy (%)</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>10^20</td>\n      <td>10</td>\n    </tr>\n    <tr>\n      <td>10^21</td>\n      <td>8</td>\n    </tr>\n    <tr>\n      <td>10^22</td>\n      <td>15</td>\n    </tr>\n    <tr>\n      <td>10^23</td>\n      <td>45</td>\n    </tr>\n  </tbody>\n</table>",
+      "path": "tables/table-19 Accuracy vs x.html",
+      "metadata": {
+        "length": 409,
+        "summary": "table-20\nThe table shows accuracy percentages for x values from 10^20 to 10^23: 10%, 8%, 15%, and 45% respectively.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "tables/table-19 Accuracy vs x.html",
+        "keywords": [
+          "Accuracy",
+          "x values"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "ee9876df-8ea6-5238-8c3d-658b638f243a",
+      "type": "image",
+      "content": "\n</details> <details>0\n[images/image-101-__details_.jpg]\n",
+      "path": "images/image-101-__details_.jpg",
+      "metadata": {
+        "length": 57,
+        "summary": "image-101\n</details> <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-101-__details_.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "04a9eed5-942b-5914-b912-5617568b9517",
+      "type": "table",
+      "content": "<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th>x</th>\n      <th>Accuracy (%)</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>10^20</td>\n      <td>25</td>\n    </tr>\n    <tr>\n      <td>10^22</td>\n      <td>30</td>\n    </tr>\n    <tr>\n      <td>10^24</td>\n      <td>60</td>\n    </tr>\n  </tbody>\n</table>",
+      "path": "tables/table-20 Accuracy vs x.html",
+      "metadata": {
+        "length": 352,
+        "summary": "table-21\nThe table shows accuracy percentages for different x values: 25% at 10^20, 30% at 10^22, and 60% at 10^24.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "tables/table-20 Accuracy vs x.html",
+        "keywords": [
+          "Accuracy",
+          "x values"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "0f880091-3e3a-5e4a-828d-79c1594e575d",
+      "type": "image",
+      "content": "\n</details> <details>0\n[images/image-102-__details_.jpg]\n",
+      "path": "images/image-102-__details_.jpg",
+      "metadata": {
+        "length": 57,
+        "summary": "image-102\n</details> <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-102-__details_.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "5d8931a1-33fa-5b2e-9376-8b136ebbdf98",
+      "type": "table",
+      "content": "<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th>Word in context</th>\n      <th>Accuracy (%)</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>10^20</td>\n      <td>50</td>\n    </tr>\n    <tr>\n      <td>10^22</td>\n      <td>48</td>\n    </tr>\n    <tr>\n      <td>10^24</td>\n      <td>65</td>\n    </tr>\n  </tbody>\n</table>",
+      "path": "tables/table-21 Accuracy by Value.html",
+      "metadata": {
+        "length": 366,
+        "summary": "table-22\nThe table shows accuracy percentages for three exponential values: 10^20 (50%), 10^22 (48%), and 10^24 (65%).",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "tables/table-21 Accuracy by Value.html",
+        "keywords": [
+          "Accuracy",
+          "Exponent",
+          "Data"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "bde99e58-6386-5737-8977-76831605c482",
+      "type": "text",
+      "content": "▶ An ability is emergent if it is present in larger but not smaller models <details>0\n[images/image-93-Diagram.jpg]\n\n<details>\n<summary>flowchart</summary>\n```mermaid\ngraph LR\nA[\"Input\"] --> B[\"Review: This movie sucks.<br>Sentiment: negative.<br>Review: I love this movie.<br>Sentiment:\"]\nB --> C[\"Language model\"]\nC --> D[\"Output<br>positive.\"]\n```\n</details>\nFigure 1: Example of an input and output for few-shot prompting.\n\nB --> C[\"Language model\"] <details>0\n[images/image-94-B --_ C[_L.jpg]\n\n\nC --> D[\"Output<br>positive.\"] <details>0\n[images/image-95-C --_ D[_O.jpg]\n\n<details>\n<summary>line chart</summary>\n\n[tables/table-14 Accuracy vs x.html]\n\n</details>\n\n</details> <details>0\n[images/image-96-__details_.jpg]\n\n<details>\n<summary>line chart</summary>\n\n[tables/table-15 BLEU vs X.html]\n\n</details>\n\n</details> <details>0\n[images/image-97-__details_.jpg]\n\n<details>\n<summary>line chart</summary>\n\n[tables/table-16 Exact match rates.html]\n\n</details>\n\n</details> <details>0\n[images/image-98-__details_.jpg]\n\n<details>\n<summary>line chart</summary>\n\n[tables/table-17 Exact match rates.html]\n\n</details>\n\n</details> <details>0\n[images/image-99-__details_.jpg]\n\n<details>\n<summary>line chart</summary>\n\n[tables/table-18 Accuracy Table.html]\n\n</details>\n\n</details> <details>0\n[images/image-100-__details_.jpg]\n\n<details>\n<summary>line chart</summary>\n\n[tables/table-19 Accuracy vs x.html]\n\n</details>\n\n</details> <details>0\n[images/image-101-__details_.jpg]\n\n<details>\n<summary>line chart</summary>\n\n[tables/table-20 Accuracy vs x.html]\n\n</details>\n\n</details> <details>0\n[images/image-102-__details_.jpg]\n\n<details>\n<summary>line chart</summary>\n\n[tables/table-21 Accuracy by Value.html]\n\n</details>\nModel scale (training FLOPs)\nFigure 2: Eight examples of emergence in the few-shot prompting setting. Each point is a separate model. The ability to perform a task via few-shot prompting is emergent when a language model achieves random performance until a certain scale, after which performance significantly increases to well-above random. Note that models that used more training compute also typically have more parameters—hence, we show an analogous figure with number of model parameters instead of training FLOPs as the x-axis in Figure 11. A–D: BIG-Bench (2022), 2-shot. E: Lin et al. (2021) and Rae et al. (2021). F: Patel & Pavlick (2022). G: Hendrycks et al. (2021a), Rae et al. (2021), and Hoffmann et al. (2022). H: Brown et al. (2020), Hoffmann et al. (2022), and Chowdhery et al. (2022) on the WiC benchmark (Pilehvar & Camacho-Collados, 2019).",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/Few-Shot Prompting",
+      "metadata": {
+        "length": 2584,
+        "summary": "The passage defines an emergent ability as one present in larger but not smaller models. It provides examples of emergence in few-shot prompting settings, where performance jumps from random to well-above random at a certain model scale. The text references multiple figures and tables showing accuracy, BLEU, and exact match scores across different model scales (measured in training FLOPs).",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "An",
+          "ability",
+          "emergent",
+          "present",
+          "larger",
+          "smaller",
+          "models",
+          "details",
+          "summary",
+          "flowchart",
+          "mermaid",
+          "graph",
+          "LR",
+          "Input",
+          "Review",
+          "This",
+          "movie",
+          "sucks",
+          "br",
+          "Sentiment",
+          "negative",
+          "love",
+          "Language",
+          "model",
+          "Output",
+          "positive",
+          "Figure",
+          "Example",
+          "input",
+          "output",
+          "shot",
+          "prompting",
+          "line",
+          "chart",
+          "Model",
+          "scale",
+          "training",
+          "FLOPs",
+          "Eight",
+          "examples",
+          "emergence",
+          "setting",
+          "Each",
+          "point",
+          "separate",
+          "The",
+          "perform",
+          "task",
+          "language",
+          "achieves",
+          "random",
+          "performance",
+          "significantly",
+          "increases",
+          "Note",
+          "compute",
+          "typically",
+          "parameters",
+          "show",
+          "analogous",
+          "figure",
+          "number",
+          "axis",
+          "11",
+          "BIG",
+          "Bench",
+          "2022",
+          "Lin",
+          "al",
+          "2021",
+          "Rae",
+          "Patel",
+          "Pavlick",
+          "Hendrycks",
+          "2021a",
+          "Hoffmann",
+          "Brown",
+          "2020",
+          "Chowdhery",
+          "WiC",
+          "benchmark",
+          "Pilehvar",
+          "Camacho",
+          "Collados",
+          "2019"
+        ],
+        "keywords": [
+          "Emergence",
+          "Few-shot",
+          "Language Models"
+        ],
+        "connect_to": [
+          {
+            "target": "7210d59d-793f-5b6d-9261-f6b456f89176",
+            "relation": "embeds",
+            "ref": "[images/image-93-Diagram.jpg]",
+            "position": {
+              "start": 86,
+              "end": 115
+            }
+          },
+          {
+            "target": "6fd3c549-d8dc-547e-b8f1-2f8ef4482e0d",
+            "relation": "embeds",
+            "ref": "[images/image-94-B --_ C[_L.jpg]",
+            "position": {
+              "start": 465,
+              "end": 497
+            }
+          },
+          {
+            "target": "8a1ad7c9-da41-5082-8e20-925695289dc8",
+            "relation": "embeds",
+            "ref": "[images/image-95-C --_ D[_O.jpg]",
+            "position": {
+              "start": 542,
+              "end": 574
+            }
+          },
+          {
+            "target": "557406bf-a669-5fba-8fb1-84d20efaf967",
+            "relation": "embeds",
+            "ref": "[tables/table-14 Accuracy vs x.html]",
+            "position": {
+              "start": 617,
+              "end": 653
+            }
+          },
+          {
+            "target": "e8f90e51-8220-59bc-9aad-c8cf908bda0d",
+            "relation": "embeds",
+            "ref": "[images/image-96-__details_.jpg]",
+            "position": {
+              "start": 689,
+              "end": 721
+            }
+          },
+          {
+            "target": "c81e0e9e-392d-5c9e-bd99-7e7a9b17d955",
+            "relation": "embeds",
+            "ref": "[tables/table-15 BLEU vs X.html]",
+            "position": {
+              "start": 764,
+              "end": 796
+            }
+          },
+          {
+            "target": "7a2ffd60-c22a-57b7-a2c5-1d17521b86a2",
+            "relation": "embeds",
+            "ref": "[images/image-97-__details_.jpg]",
+            "position": {
+              "start": 832,
+              "end": 864
+            }
+          },
+          {
+            "target": "446ed2dc-b008-5694-87fb-d09c877c1a47",
+            "relation": "embeds",
+            "ref": "[tables/table-16 Exact match rates.html]",
+            "position": {
+              "start": 907,
+              "end": 947
+            }
+          },
+          {
+            "target": "df1d3869-b6c4-5eb0-9a17-4af823891c3e",
+            "relation": "embeds",
+            "ref": "[images/image-98-__details_.jpg]",
+            "position": {
+              "start": 983,
+              "end": 1015
+            }
+          },
+          {
+            "target": "243cff5d-754b-5368-a080-a18adf8bd108",
+            "relation": "embeds",
+            "ref": "[tables/table-17 Exact match rates.html]",
+            "position": {
+              "start": 1058,
+              "end": 1098
+            }
+          },
+          {
+            "target": "96f96e20-7900-50de-9229-996fffba50e1",
+            "relation": "embeds",
+            "ref": "[images/image-99-__details_.jpg]",
+            "position": {
+              "start": 1134,
+              "end": 1166
+            }
+          },
+          {
+            "target": "aa2f6949-e436-5459-875a-a59922732cbc",
+            "relation": "embeds",
+            "ref": "[tables/table-18 Accuracy Table.html]",
+            "position": {
+              "start": 1209,
+              "end": 1246
+            }
+          },
+          {
+            "target": "65d9f043-0f3b-5adf-8b0a-6a991286168a",
+            "relation": "embeds",
+            "ref": "[images/image-100-__details_.jpg]",
+            "position": {
+              "start": 1282,
+              "end": 1315
+            }
+          },
+          {
+            "target": "525f7656-951d-50d1-a266-e62ec70cf294",
+            "relation": "embeds",
+            "ref": "[tables/table-19 Accuracy vs x.html]",
+            "position": {
+              "start": 1358,
+              "end": 1394
+            }
+          },
+          {
+            "target": "ee9876df-8ea6-5238-8c3d-658b638f243a",
+            "relation": "embeds",
+            "ref": "[images/image-101-__details_.jpg]",
+            "position": {
+              "start": 1430,
+              "end": 1463
+            }
+          },
+          {
+            "target": "04a9eed5-942b-5914-b912-5617568b9517",
+            "relation": "embeds",
+            "ref": "[tables/table-20 Accuracy vs x.html]",
+            "position": {
+              "start": 1506,
+              "end": 1542
+            }
+          },
+          {
+            "target": "0f880091-3e3a-5e4a-828d-79c1594e575d",
+            "relation": "embeds",
+            "ref": "[images/image-102-__details_.jpg]",
+            "position": {
+              "start": 1578,
+              "end": 1611
+            }
+          },
+          {
+            "target": "5d8931a1-33fa-5b2e-9376-8b136ebbdf98",
+            "relation": "embeds",
+            "ref": "[tables/table-21 Accuracy by Value.html]",
+            "position": {
+              "start": 1654,
+              "end": 1694
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "5644dc80-e12c-5c0f-b77b-88a16545298a",
+      "type": "text",
+      "content": "▶ Currently few explanations for why these abilities emerge\n▶ Evaluation metrics used to measure these abilities may not fully explain why they emerge\n▶ Disclaimer: maybe emergent abilities of LLMs are a mirage!!!\nhttps://arxiv.org/abs/2304.15004\n▶ “Emergent abilities appear due to the researcher's choice of metric rather than due to fundamental changes in model behavior with scale”",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/Potential Explanations of Emergence",
+      "metadata": {
+        "length": 385,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Currently",
+          "explanations",
+          "abilities",
+          "emerge",
+          "Evaluation",
+          "metrics",
+          "measure",
+          "fully",
+          "explain",
+          "Disclaimer",
+          "emergent",
+          "LLMs",
+          "mirage",
+          "https",
+          "arxiv",
+          "org",
+          "abs",
+          "2304.15004",
+          "Emergent",
+          "due",
+          "researcher",
+          "choice",
+          "metric",
+          "fundamental",
+          "model",
+          "behavior",
+          "scale"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "12f56a2e-1fa3-54f3-b883-163b89eb4de9",
+      "type": "image",
+      "content": "\n▶ “Emergent abilities appear due to the researcher's choice of metric rather than due to fundamental changes in model behavior with scale” <details>0\n[images/image-103-RL Algorithm Architecture.jpg]\n",
+      "path": "images/image-103-RL Algorithm Architecture.jpg",
+      "metadata": {
+        "length": 185,
+        "summary": "image-103\n- Reward Predictor: Receives human feedback and outputs predicted reward to the RL Algorithm.\n- RL Algorithm: Interacts with the Environment by sending Actions and receiving Observations.\n- Environment: Provides Observations back to the RL Algorithm and sends data to the Reward Predictor.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-103-RL Algorithm Architecture.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "51ab01cf-97b3-594f-8ba1-621aba67931a",
+      "type": "text",
+      "content": "▶ RLHF: technique that trains a \"reward model\" directly from human feedback\n▶ Uses the model as a reward function to optimize an agent's policy using reinforcement learning (RL) through an optimization algorithm\n▶ Ask humans to rank instances of the agent's behavior, e.g. which produced response is better\n\n▶ “Emergent abilities appear due to the researcher's choice of metric rather than due to fundamental changes in model behavior with scale” <details>0\n[images/image-103-RL Algorithm Architecture.jpg]\n\n<details>\n<summary>flowchart</summary>\n```mermaid\ngraph TD\nA[\"RL ALGORITHM\"] -->|PREDICTED REWARD| B[\"REWARD PREDICTOR\"]\nB -->|OBSERVATION| C[\"ENVIRONMENT\"]\nC -->|ACTION| A\nD[\"HUMAN FEEDBACK\"] -->|HUMAN FEEDBACK| B\n```\n</details>",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/Reinforcement Learning with Human Feedback (RLHF)",
+      "metadata": {
+        "length": 722,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "RLHF",
+          "technique",
+          "trains",
+          "reward",
+          "model",
+          "directly",
+          "human",
+          "feedback",
+          "Uses",
+          "function",
+          "optimize",
+          "agent",
+          "policy",
+          "reinforcement",
+          "learning",
+          "RL",
+          "optimization",
+          "algorithm",
+          "Ask",
+          "humans",
+          "rank",
+          "instances",
+          "behavior",
+          "produced",
+          "response",
+          "Emergent",
+          "abilities",
+          "due",
+          "researcher",
+          "choice",
+          "metric",
+          "fundamental",
+          "scale",
+          "details",
+          "summary",
+          "flowchart",
+          "mermaid",
+          "graph",
+          "TD",
+          "ALGORITHM",
+          "PREDICTED",
+          "REWARD",
+          "PREDICTOR",
+          "OBSERVATION",
+          "ENVIRONMENT",
+          "ACTION",
+          "HUMAN",
+          "FEEDBACK"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "12f56a2e-1fa3-54f3-b883-163b89eb4de9",
+            "relation": "embeds",
+            "ref": "[images/image-103-RL Algorithm Architecture.jpg]",
+            "position": {
+              "start": 458,
+              "end": 506
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "84320a19-8fab-585c-9f8a-857389f47d69",
+      "type": "image",
+      "content": "\nC -->|ACTION| A <details>0\n[images/image-104-RLHF Process Diagram.jpg]\n",
+      "path": "images/image-104-RLHF Process Diagram.jpg",
+      "metadata": {
+        "length": 62,
+        "summary": "image-104\nTitle: Reinforcement Learning from Human Feedback (RLHF)\n\nProcess Overview:\nThe diagram illustrates a two-stage process involving preference data and reinforcement learning.\n\nStage 1: Preference Data & Maximum Likelihood\n- Input Prompt (x): \"write me a poem about the history of jazz\"\n- Comparison: Two outputs are compared, y_w (preferred) and y_i (less preferred), indicated by a trophy icon next to y_w.\n- Mechanism: This comparison generates preference data used for maximum likelihood training.\n\nStage 2: Reinforcement Learning Loop\n- Components:\n  - Reward Model: A neural network structure that evaluates outputs.\n  - LM Policy: A language model policy generating responses.\n- Workflow:\n  1. The LM Policy produces sample completions.\n  2. These completions are fed into the Reward Model.\n  3. The Reward Model provides label rewards back to the LM Policy.\n  4. This cycle represents the core reinforcement learning mechanism.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-104-RLHF Process Diagram.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "647d5ed6-8ffd-58cf-b070-42c4c3b2cc45",
+      "type": "image",
+      "content": "\nsubgraph Reinforcement_learning_from_Human_Feedback_RLHF[\"\\\"Reinforcement learning from Human Feedback (RLHF)\\\"\"] <details>0\n[images/image-105-Direct Preference Optimization.jpg]\n",
+      "path": "images/image-105-Direct Preference Optimization.jpg",
+      "metadata": {
+        "length": 160,
+        "summary": "image-105\nProcess flow showing how DPO works:\n- Input prompt example: \"write me a poem about the history of jazz\"\n- Comparison of two responses (y_w and y_l) representing preference data\n- Arrow indicating transformation through maximum likelihood optimization\n- Output: final Language Model (LM) represented as a neural network graph",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-105-Direct Preference Optimization.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "9e6c07c3-e8c0-5410-9c15-b9ee5ffb2eca",
+      "type": "text",
+      "content": "C -->|ACTION| A <details>0\n[images/image-104-RLHF Process Diagram.jpg]\n\n<details>\n<summary>flowchart</summary>\n```mermaid\ngraph LR\nA[\"preference data\"] --> B[\"maximum likelihood\"]\nB --> C[\"reward model\"]\nC --> D[\"label rewards\"]\nD --> E[\"sample completions\"]\nE --> F[\"LM policy\"]\nstyle A fill:#f9f,stroke:#333\nstyle F fill:#bbf,stroke:#333\nsubgraph Reinforcement_learning_from_Human_Feedback_RLHF[\"\\\"Reinforcement learning from Human Feedback (RLHF)\\\"\"]\nG[\"write me a poem about the history of jazz\"]\nend\n```\n</details>\n\nsubgraph Reinforcement_learning_from_Human_Feedback_RLHF[\"\\\"Reinforcement learning from Human Feedback (RLHF)\\\"\"] <details>0\n[images/image-105-Direct Preference Optimization.jpg]\n\n<details>\n<summary>flowchart</summary>\n```mermaid\ngraph LR\nA[\"preference data\"] --> B[\"> y_w\"]\nB --> C[\"maximum likelihood\"]\nC --> D[\"final LM\"]\n```\n</details>\nFigure 1: DPO optimizes for human preferences while avoiding reinforcement learning. Existing methods for fine-tuning language models with human feedback first fit a reward model to a dataset of prompts and human preferences over pairs of responses, and then use RL to find a policy that maximizes the learned reward. In contrast, DPO directly optimizes for the policy best satisfying the preferences with a simple classification objective, without an explicit reward function or RL.",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/Direct Preference Optimization (DPO)",
+      "metadata": {
+        "length": 1314,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "ACTION",
+          "details",
+          "summary",
+          "flowchart",
+          "mermaid",
+          "graph",
+          "LR",
+          "preference",
+          "data",
+          "maximum",
+          "likelihood",
+          "reward",
+          "model",
+          "label",
+          "rewards",
+          "sample",
+          "completions",
+          "LM",
+          "policy",
+          "style",
+          "fill",
+          "f9f",
+          "stroke",
+          "333",
+          "bbf",
+          "subgraph",
+          "Reinforcement",
+          "learning",
+          "Human",
+          "Feedback",
+          "RLHF",
+          "write",
+          "poem",
+          "history",
+          "jazz",
+          "end",
+          "final",
+          "Figure",
+          "DPO",
+          "optimizes",
+          "human",
+          "preferences",
+          "avoiding",
+          "reinforcement",
+          "Existing",
+          "methods",
+          "fine",
+          "tuning",
+          "language",
+          "models",
+          "feedback",
+          "fit",
+          "dataset",
+          "prompts",
+          "pairs",
+          "responses",
+          "RL",
+          "find",
+          "maximizes",
+          "learned",
+          "In",
+          "contrast",
+          "directly",
+          "satisfying",
+          "simple",
+          "classification",
+          "objective",
+          "explicit",
+          "function"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "84320a19-8fab-585c-9f8a-857389f47d69",
+            "relation": "embeds",
+            "ref": "[images/image-104-RLHF Process Diagram.jpg]",
+            "position": {
+              "start": 27,
+              "end": 70
+            }
+          },
+          {
+            "target": "647d5ed6-8ffd-58cf-b070-42c4c3b2cc45",
+            "relation": "embeds",
+            "ref": "[images/image-105-Direct Preference Optimization.jpg]",
+            "position": {
+              "start": 646,
+              "end": 699
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "7c0b3eae-7850-5f6d-92f1-cf7199847f22",
+      "type": "image",
+      "content": "\n▶ Discuss humor in images, summarize screenshot text, etc. <details>0\n[images/image-106-Robot Head Close-Up.jpg]\n",
+      "path": "images/image-106-Robot Head Close-Up.jpg",
+      "metadata": {
+        "length": 105,
+        "summary": "image-106\n- Subject: A close-up side profile of a futuristic robot or android head.\n- Features: White, smooth facial surface with human-like features (eye, nose, mouth).\n- Mechanical Details: Exposed internal mechanisms on the side of the head, including a circular component resembling an eye or sensor with blue and orange elements.\n- Materials: Combination of white plastic/metal casing and dark mechanical parts.\n- Style: High-tech, sci-fi aesthetic with clean lines and detailed engineering visible.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-106-Robot Head Close-Up.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "628895a6-8f79-5357-9338-aafa67bcf6c1",
+      "type": "text",
+      "content": "▶ Supervised learning on large dataset, then RLHF and RLAIF\n▶ GPT-4 trained on both images and text, vision is also out!\n▶ Discuss humor in images, summarize screenshot text, etc.\n▶ GPT-4 is \"more reliable, creative, and able to handle much more nuanced instructions than GPT-3.5\"\n▶ Much longer context windows of 8,192 and 32,768 tokens\n▶ Does exceptionally well on standardized tests\n▶ Did not release technical details of GPT-4\n\n▶ Discuss humor in images, summarize screenshot text, etc. <details>0\n[images/image-106-Robot Head Close-Up.jpg]\n\n<details>\n<summary>natural_image</summary>\nClose-up of a humanoid robot head with exposed mechanical components and a circular dial (no text or symbols visible)\n</details>\nGPT-4",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/GPT-4",
+      "metadata": {
+        "length": 714,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Supervised",
+          "learning",
+          "large",
+          "dataset",
+          "RLHF",
+          "RLAIF",
+          "GPT",
+          "trained",
+          "images",
+          "text",
+          "vision",
+          "Discuss",
+          "humor",
+          "summarize",
+          "screenshot",
+          "reliable",
+          "creative",
+          "handle",
+          "nuanced",
+          "instructions",
+          "3.5",
+          "Much",
+          "longer",
+          "context",
+          "windows",
+          "192",
+          "32",
+          "768",
+          "tokens",
+          "Does",
+          "exceptionally",
+          "standardized",
+          "tests",
+          "Did",
+          "release",
+          "technical",
+          "details",
+          "summary",
+          "natural",
+          "image",
+          "Close",
+          "humanoid",
+          "robot",
+          "head",
+          "exposed",
+          "mechanical",
+          "components",
+          "circular",
+          "dial",
+          "symbols",
+          "visible"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "7c0b3eae-7850-5f6d-92f1-cf7199847f22",
+            "relation": "embeds",
+            "ref": "[images/image-106-Robot Head Close-Up.jpg]",
+            "position": {
+              "start": 502,
+              "end": 544
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "fbbcb372-85a6-5c8a-90e8-1457d5b5738a",
+      "type": "text",
+      "content": "▶ Latest: Gemini 1.5 Pro\nGemini Ultra performs better than ChatGPT on 30 of the 32 academic benchmarks in reasoning and understanding it tested on.\n▶ Effectively processes and integrates data from diff modalities:\n▶ Text, audio, image, video\n▶ Based on a Mixture-of-Experts (MoE) model\n▶ Significantly improves efficiency in training and application",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/Gemini",
+      "metadata": {
+        "length": 349,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Latest",
+          "Gemini",
+          "1.5",
+          "Pro",
+          "Ultra",
+          "performs",
+          "ChatGPT",
+          "30",
+          "32",
+          "academic",
+          "benchmarks",
+          "reasoning",
+          "understanding",
+          "tested",
+          "Effectively",
+          "processes",
+          "integrates",
+          "data",
+          "diff",
+          "modalities",
+          "Text",
+          "audio",
+          "image",
+          "video",
+          "Based",
+          "Mixture",
+          "Experts",
+          "MoE",
+          "model",
+          "Significantly",
+          "improves",
+          "efficiency",
+          "training",
+          "application"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "fb0bcfb2-45a9-5abb-912a-692108628e65",
+      "type": "image",
+      "content": "\n▶ Significantly improves efficiency in training and application <details>0\n[images/image-107-Architecture Diagram.jpg]\n",
+      "path": "images/image-107-Architecture Diagram.jpg",
+      "metadata": {
+        "length": 110,
+        "summary": "image-107\nInput node connects to three experts: Text Expert, Image Expert, and Fusion Expert.\nExperts connect to Output node.\nGating Network receives input and distributes weights to experts: 10% to Fusion Expert, 30% to Image Expert, 60% to Text Expert.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-107-Architecture Diagram.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "9ebb4a02-1f88-589e-bc0c-86afcc686533",
+      "type": "text",
+      "content": "▶ Based on a Mixture-of-Experts (MoE) model\nCombination of multiple small Neural networks known as ‘Experts’ which are trained and capable of handling particular data and performing specialised tasks.\n▶ 'Gating network' which predicts which response is best suited to address the request.\n\n▶ Significantly improves efficiency in training and application <details>0\n[images/image-107-Architecture Diagram.jpg]\n\n<details>\n<summary>flowchart</summary>\n```mermaid\ngraph TD\nA[\"Input\"] --> B[\"Text Expert\"]\nA --> C[\"Image Expert\"]\nA --> D[\"Fusion Expert\"]\nB --> E[\"Output\"]\nC --> E\nD --> E\nE --> F[\"Gating Network\"]\nF --> A\nstyle A fill:#f9f,stroke:#333\nstyle E fill:#bbf,stroke:#333\nstyle F fill:#dfd,stroke:#333\nnote1[\"EXPERTS\"]\nnote2[\"Gating Network\"]\nnote3[\"30%\"]\nnote4[\"60%\"]\nnote5[\"10%\"]\nnote6[\"10%\"]\nnote7[\"30%\"]\n```\n</details>\nSource link",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/Gemini_2",
+      "metadata": {
+        "length": 830,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Based",
+          "Mixture",
+          "Experts",
+          "MoE",
+          "model",
+          "Combination",
+          "multiple",
+          "small",
+          "Neural",
+          "networks",
+          "trained",
+          "capable",
+          "handling",
+          "data",
+          "performing",
+          "specialised",
+          "tasks",
+          "Gating",
+          "network",
+          "predicts",
+          "response",
+          "suited",
+          "address",
+          "request",
+          "Significantly",
+          "improves",
+          "efficiency",
+          "training",
+          "application",
+          "details",
+          "summary",
+          "flowchart",
+          "mermaid",
+          "graph",
+          "TD",
+          "Input",
+          "Text",
+          "Expert",
+          "Image",
+          "Fusion",
+          "Output",
+          "Network",
+          "style",
+          "fill",
+          "f9f",
+          "stroke",
+          "333",
+          "bbf",
+          "dfd",
+          "note1",
+          "EXPERTS",
+          "note2",
+          "note3",
+          "30%",
+          "note4",
+          "60%",
+          "note5",
+          "10%",
+          "note6",
+          "note7",
+          "Source",
+          "link"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "fb0bcfb2-45a9-5abb-912a-692108628e65",
+            "relation": "embeds",
+            "ref": "[images/image-107-Architecture Diagram.jpg]",
+            "position": {
+              "start": 365,
+              "end": 408
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "be74d753-dcd2-5559-90f6-b51d90204d08",
+      "type": "image",
+      "content": "\n\\- Reinforcement learning & human feedback <details>0\n[images/image-108-ChatGPT Overview.jpg]\n",
+      "path": "images/image-108-ChatGPT Overview.jpg",
+      "metadata": {
+        "length": 89,
+        "summary": "image-108\nExamples:\n- \"Explain quantum computing in simple terms\"\n- \"Got any creative ideas for a 10 year old's birthday?\"\n- \"How do I make an HTTP request in Javascript?\"\n\nCapabilities:\n- Remembers what user said earlier in the conversation\n- Allows user to provide follow-up corrections\n- Trained to decline inappropriate requests\n\nLimitations:\n- May occasionally generate incorrect information\n- May occasionally produce harmful instructions or biased content\n- Limited knowledge of world and events after 2021",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-108-ChatGPT Overview.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "b227377b-0333-5b5b-b411-fb8ae7b062e9",
+      "type": "image",
+      "content": "\nI[\"&quot;How do I make an HTTP request in Javascript?&quot; →\"] --> J[\"Trained to decline inappropriate requests\"] <details>0\n[images/image-109-Avocado Armchair Designs.jpg]\n",
+      "path": "images/image-109-Avocado Armchair Designs.jpg",
+      "metadata": {
+        "length": 161,
+        "summary": "image-109\nText Prompt: an armchair in the shape of an avocado. an armchair imitating an avocado.\n\nAI-Generated Images: A grid of 15 variations of armchairs designed to resemble avocados. The designs feature green exteriors mimicking avocado skin, with interiors often showing yellow or brown tones representing the fruit's flesh and pit. Styles range from simple bean-bag shapes to more structured chairs with legs, some including cushions or pillows.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-109-Avocado Armchair Designs.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "7e646528-457f-5b3a-9f07-f4a8c0e1b91b",
+      "type": "text",
+      "content": "Recently Taken Off:\n- LLM boom: ChatGPT, GPT-4, Gemini, open-source models\n• Human alignment and interaction\n\\- Reinforcement learning & human feedback\n• Controlling toxicity, bias, and ethics\n- More use in unique applications: audio, art/music, neuro/bio, coding, games, physical tasks, etc.\n- Other: diffusion models (e.g. text-to-image/video gen)\n○ Also, Diffusion Transformer (DiT)\n\n\\- Reinforcement learning & human feedback <details>0\n[images/image-108-ChatGPT Overview.jpg]\n\n<details>\n<summary>flowchart</summary>\n```mermaid\ngraph TD\nA[\"Examples\"] --> B[\"&quot;Explain quantum computing in simple terms&quot; →\"]\nC[\"Capabilities\"] --> D[\"Remembers what user said earlier in the conversation\"]\nE[\"Limitations\"] --> F[\"May occasionally generate incorrect information\"]\nG[\"&quot;Got any creative ideas for a 10 year old's birthday?&quot; →\"] --> H[\"Allows user to provide follow-up corrections\"]\nI[\"&quot;How do I make an HTTP request in Javascript?&quot; →\"] --> J[\"Trained to decline inappropriate requests\"]\nK[\"Limited knowledge of world and events after 2021\"] --> L[\"May occasionally produce harmful instructions or biased content\"]\n```\n</details>\nImage source: https://openai.com/blog/chatgpt/\n\nI[\"&quot;How do I make an HTTP request in Javascript?&quot; →\"] --> J[\"Trained to decline inappropriate requests\"] <details>0\n[images/image-109-Avocado Armchair Designs.jpg]\n\n<details>\n<summary>text_image</summary>\nTEXT PROMPT an armchair in the shape of an avocado, an armchair imitating an avocado.\nAI-GENERATED IMAGES\n</details>",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/Where we are (2024)",
+      "metadata": {
+        "length": 1516,
+        "summary": "The passage discusses recent developments in large language models (LLMs) like ChatGPT, GPT-4, and Gemini, focusing on human alignment through reinforcement learning from human feedback (RLHF), controlling toxicity and bias, and applications in audio, art, coding, and games. It includes a flowchart from OpenAI showing ChatGPT's capabilities, limitations, and examples, as well as a text-to-image generation example.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Recently",
+          "Taken",
+          "Off",
+          "LLM",
+          "boom",
+          "ChatGPT",
+          "GPT",
+          "Gemini",
+          "open",
+          "source",
+          "models",
+          "Human",
+          "alignment",
+          "interaction",
+          "Reinforcement",
+          "learning",
+          "human",
+          "feedback",
+          "Controlling",
+          "toxicity",
+          "bias",
+          "ethics",
+          "More",
+          "unique",
+          "applications",
+          "audio",
+          "art",
+          "music",
+          "neuro",
+          "bio",
+          "coding",
+          "games",
+          "physical",
+          "tasks",
+          "Other",
+          "diffusion",
+          "text",
+          "image",
+          "video",
+          "gen",
+          "Also",
+          "Diffusion",
+          "Transformer",
+          "DiT",
+          "details",
+          "summary",
+          "flowchart",
+          "mermaid",
+          "graph",
+          "TD",
+          "Examples",
+          "quot",
+          "Explain",
+          "quantum",
+          "computing",
+          "simple",
+          "terms",
+          "Capabilities",
+          "Remembers",
+          "user",
+          "earlier",
+          "conversation",
+          "Limitations",
+          "May",
+          "occasionally",
+          "generate",
+          "incorrect",
+          "information",
+          "Got",
+          "creative",
+          "ideas",
+          "10",
+          "year",
+          "birthday",
+          "Allows",
+          "provide",
+          "follow",
+          "corrections",
+          "How",
+          "make",
+          "HTTP",
+          "request",
+          "Javascript",
+          "Trained",
+          "decline",
+          "inappropriate",
+          "requests",
+          "Limited",
+          "knowledge",
+          "world",
+          "events",
+          "2021",
+          "produce",
+          "harmful",
+          "instructions",
+          "biased",
+          "content",
+          "Image",
+          "https",
+          "openai",
+          "blog",
+          "chatgpt",
+          "TEXT",
+          "PROMPT",
+          "armchair",
+          "shape",
+          "avocado",
+          "imitating",
+          "AI",
+          "GENERATED",
+          "IMAGES"
+        ],
+        "keywords": [
+          "LLM",
+          "RLHF",
+          "AI Ethics"
+        ],
+        "connect_to": [
+          {
+            "target": "be74d753-dcd2-5559-90f6-b51d90204d08",
+            "relation": "embeds",
+            "ref": "[images/image-108-ChatGPT Overview.jpg]",
+            "position": {
+              "start": 441,
+              "end": 480
+            }
+          },
+          {
+            "target": "b227377b-0333-5b5b-b411-fb8ae7b062e9",
+            "relation": "embeds",
+            "ref": "[images/image-109-Avocado Armchair Designs.jpg]",
+            "position": {
+              "start": 1331,
+              "end": 1378
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "d68c3ebe-3557-5715-b937-a03c535f2a67",
+      "type": "image",
+      "content": "\n- Potential real-world impacts: <details>0\n[images/image-110-Millennium Falcon.jpg]\n",
+      "path": "images/image-110-Millennium Falcon.jpg",
+      "metadata": {
+        "length": 78,
+        "summary": "image-110\n- Subject: Millennium Falcon spaceship (Star Wars franchise)\n- View: Bottom/underside perspective showing the ship's saucer-shaped hull and landing gear\n- Key features visible:\n  - Cockpit dome on the upper right side\n  - Engine exhaust ports at the rear\n  - Landing struts deployed\n  - Detailed surface paneling and mechanical components\n  - Greenish lighting along the top edge\n- Background: Transparent/white background",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-110-Millennium Falcon.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "3bccdd99-f347-5477-8a10-df8b4679050d",
+      "type": "text",
+      "content": "\\- Can enable a lot more applications:\n○ Generalist Agents\n- Longer video understanding and generation, finance + business\n- Incredibly long sequence modeling (GPT authors a novel)\n○ Domain-specific “Foundation models” - DoctorGPT, LawyerGPT, ...\n- Potential real-world impacts:\n■ Personalized education and tutoring systems\n■ Advanced healthcare diagnostics, environmental monitoring & protection, etc.\n■ Real-time multilingual communication\n■ Interactive entertainment & gaming (e.g. NPCs)\n\n- Potential real-world impacts: <details>0\n[images/image-110-Millennium Falcon.jpg]\n\n<details>\n<summary>natural_image</summary>\nFuturistic futuristic spaceship with reflective surface and dynamic motion blur (no text or symbols)\n</details>",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/The Future (What's Next?)",
+      "metadata": {
+        "length": 725,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Can",
+          "enable",
+          "lot",
+          "applications",
+          "Generalist",
+          "Agents",
+          "Longer",
+          "video",
+          "understanding",
+          "generation",
+          "finance",
+          "business",
+          "Incredibly",
+          "long",
+          "sequence",
+          "modeling",
+          "GPT",
+          "authors",
+          "Domain",
+          "specific",
+          "Foundation",
+          "models",
+          "DoctorGPT",
+          "LawyerGPT",
+          "Potential",
+          "real",
+          "world",
+          "impacts",
+          "Personalized",
+          "education",
+          "tutoring",
+          "systems",
+          "Advanced",
+          "healthcare",
+          "diagnostics",
+          "environmental",
+          "monitoring",
+          "protection",
+          "Real",
+          "time",
+          "multilingual",
+          "communication",
+          "Interactive",
+          "entertainment",
+          "gaming",
+          "NPCs",
+          "details",
+          "summary",
+          "natural",
+          "image",
+          "Futuristic",
+          "futuristic",
+          "spaceship",
+          "reflective",
+          "surface",
+          "dynamic",
+          "motion",
+          "blur",
+          "text",
+          "symbols"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "d68c3ebe-3557-5715-b937-a03c535f2a67",
+            "relation": "embeds",
+            "ref": "[images/image-110-Millennium Falcon.jpg]",
+            "position": {
+              "start": 536,
+              "end": 576
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "cf38ff36-36ee-58b6-8cfc-90b5d5a04779",
+      "type": "image",
+      "content": "\n- Infinite/external memory: like Neural Turing Machines <details>0\n[images/image-111-Millennium Falcon.jpg]\n",
+      "path": "images/image-111-Millennium Falcon.jpg",
+      "metadata": {
+        "length": 102,
+        "summary": "image-111\nDetailed view of the underside of the Millennium Falcon spaceship, showing the cockpit dome, engine exhausts, and landing gear.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-111-Millennium Falcon.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "2519634b-9081-53f7-9eea-8bb6457ef6fc",
+      "type": "text",
+      "content": "• Missing Ingredients (to AGI/ASI?):\n○ Reducing computation complexity\n- Enhanced human controllability\n○ Alignment with language models of human brain\n○ Adaptive learning and generalization across domains\n○ Multi-sensory multimodal embodiment (e.g. intuitive physics and commonsense)\n- Infinite/external memory: like Neural Turing Machines\n- Infinite/constant self-improvement and self-reflection capabilities\n○ Complete autonomy and long-horizon decision-making\n○ Emotional intelligence and social understanding\n- Ethical reasoning and value alignment\n\n- Infinite/external memory: like Neural Turing Machines <details>0\n[images/image-111-Millennium Falcon.jpg]\n\n<details>\n<summary>natural_image</summary>\nFuturistic futuristic spaceship with reflective surface and dynamic control panels (no text or symbols visible)\n</details>",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/The Future (What's Missing?)",
+      "metadata": {
+        "length": 822,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Missing",
+          "Ingredients",
+          "AGI",
+          "ASI",
+          "Reducing",
+          "computation",
+          "complexity",
+          "Enhanced",
+          "human",
+          "controllability",
+          "Alignment",
+          "language",
+          "models",
+          "brain",
+          "Adaptive",
+          "learning",
+          "generalization",
+          "domains",
+          "Multi",
+          "sensory",
+          "multimodal",
+          "embodiment",
+          "intuitive",
+          "physics",
+          "commonsense",
+          "Infinite",
+          "external",
+          "memory",
+          "Neural",
+          "Turing",
+          "Machines",
+          "constant",
+          "improvement",
+          "reflection",
+          "capabilities",
+          "Complete",
+          "autonomy",
+          "long",
+          "horizon",
+          "decision",
+          "making",
+          "Emotional",
+          "intelligence",
+          "social",
+          "understanding",
+          "Ethical",
+          "reasoning",
+          "alignment",
+          "details",
+          "summary",
+          "natural",
+          "image",
+          "Futuristic",
+          "futuristic",
+          "spaceship",
+          "reflective",
+          "surface",
+          "dynamic",
+          "control",
+          "panels",
+          "text",
+          "symbols",
+          "visible"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "cf38ff36-36ee-58b6-8cfc-90b5d5a04779",
+            "relation": "embeds",
+            "ref": "[images/image-111-Millennium Falcon.jpg]",
+            "position": {
+              "start": 622,
+              "end": 662
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "270def46-e54c-541a-8145-83d29751e1b2",
+      "type": "image",
+      "content": "\n<details> <details>0\n[images/image-112-Three Devils.jpg]\n",
+      "path": "images/image-112-Three Devils.jpg",
+      "metadata": {
+        "length": 56,
+        "summary": "image-112\nText: \"ASK NO QUESTIONS, HEAR NO LIES\"\nVisual Description: Three orange, devil-like creatures sitting side-by-side. The creature on the left covers its eyes with its hands (see no evil). The middle creature covers its ears with its hands (hear no evil). The creature on the right covers its mouth with its hands (speak no evil). They have horns, fangs, and tails. A banner across their legs displays the text. Signature \"M. EM\" is visible in the bottom left corner.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-112-Three Devils.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "1525a296-673f-50bb-909c-7795f5d433cc",
+      "type": "text",
+      "content": "<details> <details>0\n[images/image-112-Three Devils.jpg]\n\n<details>\n<summary>text_image</summary>\nASK NO QUESTIONS, HEAR NO LIES",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/Questions?",
+      "metadata": {
+        "length": 126,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "details",
+          "summary",
+          "text",
+          "image",
+          "ASK",
+          "NO",
+          "QUESTIONS",
+          "HEAR",
+          "LIES"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "270def46-e54c-541a-8145-83d29751e1b2",
+            "relation": "embeds",
+            "ref": "[images/image-112-Three Devils.jpg]",
+            "position": {
+              "start": 21,
+              "end": 56
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "10b5608a-8138-5991-9407-9f47a910b184",
+      "type": "text",
+      "content": "</details>",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/M.EM",
+      "metadata": {
+        "length": 10,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "524f6482-2bfc-56da-b131-508221d2a428",
+      "type": "text",
+      "content": "https://medium.com/@anthony.demeusy/introduction-to-hugging-face-a-starters-guide-to-using-online-models-d7d7923a9aa5",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/Hugging face",
+      "metadata": {
+        "length": 117,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "https",
+          "medium",
+          "anthony",
+          "demeusy",
+          "introduction",
+          "hugging",
+          "face",
+          "starters",
+          "guide",
+          "online",
+          "models",
+          "d7d7923a9aa5"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "e7fe347e-9cb5-5340-9d3c-4f26f5848dbc",
+      "type": "text",
+      "content": "",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "af760ae1-3922-5941-8d52-9fef392e2506",
+      "type": "text",
+      "content": "",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/Challenges and Weaknesses",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "9c70e462-389b-55b9-8522-4d7b15a09bbc",
+      "type": "text",
+      "content": "▶ Discrete nature of text\n▶ More difficult data augmentation\n▶ Text is “precise” - one wrong word changes entire meaning of a sentence\n▶ Potential for long context lengths and memories (e.g. conversations)\n▶ Many more...",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/Challenges and Weaknesses/Challenges of NLP:",
+      "metadata": {
+        "length": 220,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Discrete",
+          "nature",
+          "text",
+          "More",
+          "difficult",
+          "data",
+          "augmentation",
+          "Text",
+          "precise",
+          "wrong",
+          "word",
+          "entire",
+          "meaning",
+          "sentence",
+          "Potential",
+          "long",
+          "context",
+          "lengths",
+          "memories",
+          "conversations",
+          "Many"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "58801c1e-fd85-5fb8-be91-2df6f621dc34",
+      "type": "text",
+      "content": "▶ Short context length\n▶ “Linear” reasoning - no attention mechanism to focus on other parts\n▶ Earlier approaches (e.g. word2vec) do not adapt based on context",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/Challenges and Weaknesses/Weaknesses of earlier models∕apporoaches:",
+      "metadata": {
+        "length": 159,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Short",
+          "context",
+          "length",
+          "Linear",
+          "reasoning",
+          "attention",
+          "mechanism",
+          "focus",
+          "parts",
+          "Earlier",
+          "approaches",
+          "word2vec",
+          "adapt",
+          "based"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "8dcd94fd-b6da-5e6c-ae6c-9904331a79c1",
+      "type": "text",
+      "content": "",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/NLP Throughout the Years",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "aed2ac57-ec23-52eb-be79-7011cf25bdb8",
+      "type": "table",
+      "content": "<table><tr><td>EEEEEE</td><td>LL</td><td>III</td><td>ZZZZZZ</td><td colspan=\"2\">AAAAA</td></tr><tr><td>EE</td><td>LL</td><td>II</td><td>ZZ</td><td>AA</td><td>AA</td></tr><tr><td>EEEE</td><td>LL</td><td>II</td><td>ZZZ</td><td colspan=\"2\">AAAAAAAA</td></tr><tr><td>EE</td><td>LL</td><td>II</td><td>ZZ</td><td>AA</td><td>AA</td></tr><tr><td>EEEEEE</td><td>LLLLLLL</td><td>III</td><td>ZZZZZZ</td><td>AA</td><td>AA</td></tr></table>",
+      "path": "tables/table-22 Table Data.html",
+      "metadata": {
+        "length": 427,
+        "summary": "table-23\nThe table contains rows with varying lengths of E, L, I, Z, and A characters, including merged cells, representing structured data entries.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "tables/table-22 Table Data.html",
+        "keywords": [
+          "table",
+          "data",
+          "structure"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "1ae1ef27-00e7-5f28-acd4-20436985bd26",
+      "type": "text",
+      "content": "Welcome to\n\n[tables/table-22 Table Data.html]\n\nEliza is a mock Rogerian psychotherapist.\nThe original program was described by Joseph Weizenbaum in 1966.\nThis implementation by Norbert Landsteiner 2005.\nELIZA: Is something troubling you?\nYOU: Men are all alike.\nELIZA: What is the connection, do you suppose?\nYOU: They're always bugging us about something or other.\nELIZA: Can you think of a specific example?\nYOU: Well, my boyfriend made me come here.\nELIZA: Is it important to you that your boyfriend made you come here?\nYOU: He says I'm depressed much of the time.\nELIZA: I am sorry to hear that you are depressed.\nYOU: It's true. I am unhappy.\nELIZA: Can you explain what made you unhappy ?\nYOU:",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/NLP Throughout the Years/Rule Based NLP Systems",
+      "metadata": {
+        "length": 715,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Welcome",
+          "Eliza",
+          "mock",
+          "Rogerian",
+          "psychotherapist",
+          "The",
+          "original",
+          "program",
+          "Joseph",
+          "Weizenbaum",
+          "1966",
+          "This",
+          "implementation",
+          "Norbert",
+          "Landsteiner",
+          "2005",
+          "ELIZA",
+          "Is",
+          "troubling",
+          "YOU",
+          "Men",
+          "alike",
+          "What",
+          "connection",
+          "suppose",
+          "They",
+          "bugging",
+          "Can",
+          "specific",
+          "Well",
+          "boyfriend",
+          "made",
+          "important",
+          "He",
+          "depressed",
+          "time",
+          "hear",
+          "It",
+          "true",
+          "unhappy",
+          "explain"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "aed2ac57-ec23-52eb-be79-7011cf25bdb8",
+            "relation": "embeds",
+            "ref": "[tables/table-22 Table Data.html]",
+            "position": {
+              "start": 12,
+              "end": 45
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "a4572e3c-6c71-5931-ad83-1dc20420d1c7",
+      "type": "image",
+      "content": "\n### Linguistic Foundations <details>0\n[images/image-113-Call Phrase Logic Flow.jpg]\n",
+      "path": "images/image-113-Call Phrase Logic Flow.jpg",
+      "metadata": {
+        "length": 73,
+        "summary": "image-113\nStart -> Input phrase\nDecision 1: Is phrase = \"take call\"?\n- YES -> Execute \"accept call\" -> Stop\n- NO -> Decision 2: Is phrase = \"accept call\"?\n    - YES -> Execute \"accept call\" -> Stop\n    - NO -> Decision 3: Is phrase = \"join call\"?\n        - YES -> Execute \"accept call\" -> Stop\n        - NO -> Could not understand phrase -> Stop",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-113-Call Phrase Logic Flow.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "0ceacb05-6a8d-5102-a76f-4482c441afa0",
+      "type": "image",
+      "content": "\nE -->|YES| G[\"Execute &quot;accept call&quot;\"] <details>0\n[images/image-114-E --__YES_.jpg]\n",
+      "path": "images/image-114-E --__YES_.jpg",
+      "metadata": {
+        "length": 94,
+        "summary": "image-114\nE -->|YES| G[\"Execute &quot;accept call&quot;\"] <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-114-E --__YES_.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "97f67b22-87c3-5aa5-a059-90685f9546fb",
+      "type": "image",
+      "content": "\nD --> F[\"I prefer the morning flight through Denver\"] <details>0\n[images/image-115-Sentence Structure Diagram.jpg]\n",
+      "path": "images/image-115-Sentence Structure Diagram.jpg",
+      "metadata": {
+        "length": 100,
+        "summary": "image-115\nS -> NP, VP\nNP -> Pro (I)\nVP -> Verb (prefer), NP\nNP -> Det (the), Nom\nNom -> Noun (morning), Noun (flight)\nPP -> P (through), NP\nNP -> Pro (Denver)",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-115-Sentence Structure Diagram.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "1f91baad-2b27-5630-9558-ea3112d10f72",
+      "type": "text",
+      "content": "▶ Rule-based approaches\n▶ Semantic parsing\n▶ Analyzing linguistic structure and grammars of text\nSIMPLE RULE BASED RULE\n\n### Linguistic Foundations <details>0\n[images/image-113-Call Phrase Logic Flow.jpg]\n\n<details>\n<summary>flowchart</summary>\n```mermaid\ngraph TD\nA[\"Start\"] --> B[\"Input phrase\"]\nB --> C{Is phrase=\"take call\"}\nC -->|NO| D{Is phrase=\"accept call\"}\nD -->|NO| E{Is phrase=\"join call\"}\nE -->|NO| F[\"Could not understand phrase\"]\nE -->|YES| G[\"Execute &quot;accept call&quot;\"]\nG --> H[\"Stop\"]\nC -->|YES| G\n```\n</details>\n\nE -->|YES| G[\"Execute &quot;accept call&quot;\"] <details>0\n[images/image-114-E --__YES_.jpg]\n\n<details>\n<summary>flowchart</summary>\n```mermaid\ngraph TD\nA[\"root\"] --> B[\"ndobj\"]\nA --> C[\"nsubj\"]\nB --> D[\"det\"]\nB --> E[\"nmod\"]\nD --> F[\"I prefer the morning flight through Denver\"]\nD --> G[\"nmod\"]\nE --> H[\"case\"]\n```\n</details>\n\nD --> F[\"I prefer the morning flight through Denver\"] <details>0\n[images/image-115-Sentence Structure Diagram.jpg]\n\n<details>\n<summary>flowchart</summary>\n```mermaid\ngraph TD\nS --> NP\nS --> VP\nNP --> Pro\nVP --> Verb\nVP --> NP\nNP --> Det\nDet --> the\nNP --> Nom\nNom --> Nom\nNom --> Noun\nNom --> P\nNom --> PP\nPP --> Noun\nPP --> P\nPP --> NP\nNoun --> morning\nflight --> morning\nthrough --> morning\nPro --> Denver\n```\n</details>",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/NLP Throughout the Years/Linguistic Foundations",
+      "metadata": {
+        "length": 1259,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Rule",
+          "based",
+          "approaches",
+          "Semantic",
+          "parsing",
+          "Analyzing",
+          "linguistic",
+          "structure",
+          "grammars",
+          "text",
+          "SIMPLE",
+          "RULE",
+          "BASED",
+          "Linguistic",
+          "Foundations",
+          "details",
+          "summary",
+          "flowchart",
+          "mermaid",
+          "graph",
+          "TD",
+          "Start",
+          "Input",
+          "phrase",
+          "Is",
+          "call",
+          "NO",
+          "accept",
+          "join",
+          "Could",
+          "understand",
+          "YES",
+          "Execute",
+          "quot",
+          "Stop",
+          "root",
+          "ndobj",
+          "nsubj",
+          "det",
+          "nmod",
+          "prefer",
+          "morning",
+          "flight",
+          "Denver",
+          "case",
+          "NP",
+          "VP",
+          "Pro",
+          "Verb",
+          "Det",
+          "Nom",
+          "Noun",
+          "PP"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "a4572e3c-6c71-5931-ad83-1dc20420d1c7",
+            "relation": "embeds",
+            "ref": "[images/image-113-Call Phrase Logic Flow.jpg]",
+            "position": {
+              "start": 159,
+              "end": 204
+            }
+          },
+          {
+            "target": "0ceacb05-6a8d-5102-a76f-4482c441afa0",
+            "relation": "embeds",
+            "ref": "[images/image-114-E --__YES_.jpg]",
+            "position": {
+              "start": 596,
+              "end": 629
+            }
+          },
+          {
+            "target": "97f67b22-87c3-5aa5-a059-90685f9546fb",
+            "relation": "embeds",
+            "ref": "[images/image-115-Sentence Structure Diagram.jpg]",
+            "position": {
+              "start": 930,
+              "end": 979
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "75277787-38d3-5bdb-aab5-d3b7e9727e83",
+      "type": "image",
+      "content": "\n▶ More \"fine-grained\" representations of words <details>0\n[images/image-116-Linguistic Relationships Diagram.jpg]\n",
+      "path": "images/image-116-Linguistic Relationships Diagram.jpg",
+      "metadata": {
+        "length": 93,
+        "summary": "image-116\n- **Pluralization**: dog -> dogs, cat -> cats\n- **Gender/Relationships**: \n  - man -> woman, king -> queen\n  - father -> son, mother -> daughter\n  - boy -> girl\n- **Geography (Capital Cities)**: France -> Paris, England -> London, Italy -> Rome\n- **Pronouns**: he -> himself, she -> herself\n- **Comparatives and Superlatives**:\n  - slow -> slower -> slowest\n  - fast -> faster -> fastest\n  - long -> longer -> longest",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-116-Linguistic Relationships Diagram.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "2301b54c-cd6f-51d1-a68d-7682e5da8b59",
+      "type": "text",
+      "content": "▶ Represent each word as a “vector” of numbers\n▶ Converts a “discrete” representation to “continuous”, allowing for:\n▶ More \"fine-grained\" representations of words\n▶ Useful computations such as cosine/eucl distance\n▶ Visualization and mapping of words onto a semantic space\nExamples:\n▶ Word2Vec (2013), GloVe, BERT, ELMo\n\n▶ More \"fine-grained\" representations of words <details>0\n[images/image-116-Linguistic Relationships Diagram.jpg]\n\n<details>\n<summary>flowchart</summary>\n```mermaid\ngraph TD\nA[\"man\"] --> B[\"woman\"]\nA --> C[\"king\"]\nA --> D[\"queen\"]\nE[\"cat\"] --> F[\"dog\"]\nF --> G[\"dogs\"]\nH[\"France\"] --> I[\"Paris\"]\nI --> J[\"London\"]\nJ --> K[\"Rome\"]\nL[\"England\"] --> M[\"Italy\"]\nN[\"mother\"] --> O[\"daughter\"]\nP[\"father\"] --> Q[\"boy\"]\nR[\"girl\"] --> S[\"son\"]\nT[\"she\"] --> U[\"hisself\"]\nV[\"longer\"] --> W[\"long\"]\nX[\"fast\"] --> Y[\"fastest\"]\nZ[\"slow\"] --> AA[\"slower\"]\nAB[\"fast\"] --> AC[\"longer\"]\nAD[\"longest\"] --> AE[\"longest\"]\n```\n</details>",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/NLP Throughout the Years/Word Embeddings",
+      "metadata": {
+        "length": 916,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Represent",
+          "word",
+          "vector",
+          "numbers",
+          "Converts",
+          "discrete",
+          "representation",
+          "continuous",
+          "allowing",
+          "More",
+          "fine",
+          "grained",
+          "representations",
+          "words",
+          "Useful",
+          "computations",
+          "cosine",
+          "eucl",
+          "distance",
+          "Visualization",
+          "mapping",
+          "semantic",
+          "space",
+          "Examples",
+          "Word2Vec",
+          "2013",
+          "GloVe",
+          "BERT",
+          "ELMo",
+          "details",
+          "summary",
+          "flowchart",
+          "mermaid",
+          "graph",
+          "TD",
+          "man",
+          "woman",
+          "king",
+          "queen",
+          "cat",
+          "dog",
+          "dogs",
+          "France",
+          "Paris",
+          "London",
+          "Rome",
+          "England",
+          "Italy",
+          "mother",
+          "daughter",
+          "father",
+          "boy",
+          "girl",
+          "son",
+          "hisself",
+          "longer",
+          "long",
+          "fast",
+          "fastest",
+          "slow",
+          "AA",
+          "slower",
+          "AB",
+          "AC",
+          "AD",
+          "longest",
+          "AE"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "75277787-38d3-5bdb-aab5-d3b7e9727e83",
+            "relation": "embeds",
+            "ref": "[images/image-116-Linguistic Relationships Diagram.jpg]",
+            "position": {
+              "start": 380,
+              "end": 435
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "4f0b4d21-211b-5cb0-a5a5-8906e2536d3f",
+      "type": "image",
+      "content": "\n### Seq2seq Models <details>0\n[images/image-117-LSTM Cell Architecture.jpg]\n",
+      "path": "images/image-117-LSTM Cell Architecture.jpg",
+      "metadata": {
+        "length": 65,
+        "summary": "image-117\n- Input Variables: $X_t$, $h_{t-1}$, $C_{t-1}$\n- Output Variables: $y_t$, $h_t$, $C_t$\n- Internal Gates and Operations:\n  - Forget Gate ($f_t$): Uses sigmoid ($\\sigma$) activation on inputs $X_t$ and $h_{t-1}$.\n  - Input Gate ($i_t$): Uses sigmoid ($\\sigma$) activation.\n  - Candidate Memory ($\\tilde{C}_t$): Generated via tanh activation using inputs $X_t$ and $h_{t-1}$.\n  - Output Gate ($o_t$): Uses sigmoid ($\\sigma$) activation.\n- Mathematical Operations:\n  - Element-wise multiplication (X) for gating mechanisms.\n  - Addition (+) for updating the cell state.\n- Activation Functions Used: Sigmoid ($\\sigma$), Hyperbolic Tangent (tanh).",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-117-LSTM Cell Architecture.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "4a5113e4-cefa-50e9-b18b-319b2c62be57",
+      "type": "image",
+      "content": "\nS --> T[\"ct-1\"] <details>0\n[images/image-118-Recurrent Neural Network Unfolding.jpg]\n",
+      "path": "images/image-118-Recurrent Neural Network Unfolding.jpg",
+      "metadata": {
+        "length": 62,
+        "summary": "image-118\nDiagram illustrating the structure and time-unfolding of a Recurrent Neural Network (RNN).\n\n**Left Side: Compact Representation**\n- **Input Layer**: Green node labeled 'x'\n- **Hidden State**: Blue rectangle labeled 'h' with a self-loop connection labeled 'V'\n- **Output Layer**: Pink circle labeled 'o'\n- **Connections**:\n  - Input to Hidden state via weight 'U'\n  - Hidden state to Output via weight 'W'\n\n**Right Side: Time-Unfolded Representation**\n- Shows the network expanded over time steps ($t-1$, $t$, $t+1$)\n- **Sequence of Inputs**: $x_{t-1}$, $x_t$, $x_{t+1}$ (Green nodes)\n- **Sequence of Hidden States**: $h_{t-1}$, $h_t$, $h_{t+1}$ (Blue rectangles)\n- **Sequence of Outputs**: $o_{t-1}$, $o_t$, $o_{t+1}$ (Pink circles)\n- **Weight Parameters**:",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-118-Recurrent Neural Network Unfolding.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "acf073bb-b11f-5e9e-b5d5-902c5791977d",
+      "type": "text",
+      "content": "▶ Recurrent Neural Networks (RNNs)\n▶ Long Short-Term Memory Networks (LSTMs)\n▶ \"Dependency\" and info between tokens\n▶ Gates to “control memory” and flow of information\n\n### Seq2seq Models <details>0\n[images/image-117-LSTM Cell Architecture.jpg]\n\n<details>\n<summary>flowchart</summary>\n```mermaid\ngraph TD\nA[\"ct-1\"] --> B[\"X\"]\nB --> C[\"+\"]\nC --> D[\"tanh\"]\nD --> E[\"X\"]\nE --> F[\"ot\"]\nF --> G[\"ct\"]\nH[\"ht-1\"] --> I[\"σ\"]\nI --> J[\"ft\"]\nJ --> K[\"σ\"]\nK --> L[\"it\"]\nL --> M[\"σ\"]\nM --> N[\"tanh\"]\nN --> O[\"ot\"]\nO --> P[\"tanh\"]\nP --> Q[\"ct\"]\nR[\"xt\"] --> S[\"σ\"]\nS --> T[\"ct-1\"]\nU[\"yt\"] --> V[\"Ct\"]\nW[\"yt\"] --> X[\"Ct-1\"]\n```\n</details>\n\nS --> T[\"ct-1\"] <details>0\n[images/image-118-Recurrent Neural Network Unfolding.jpg]\n\n<details>\n<summary>flowchart</summary>\n```mermaid\ngraph TD\nA[\"O\"] -->|W| B[\"h\"]\nC[\"X\"] -->|U| B\nB --> D[\"...\"]\nD -->|V| E[\"h_{t-1}\"]\nE -->|W| F[\"h_t\"]\nF -->|U| G[\"h_{t+1}\"]\nG -->|W| H[\"...\"]\nstyle A fill:#f9f,stroke:#333\nstyle C fill:#f9f,stroke:#333\nstyle B fill:#bbf,stroke:#333\nstyle E fill:#bbf,stroke:#333\nstyle F fill:#bbf,stroke:#333\nstyle G fill:#bbf,stroke:#333\nstyle H fill:#f9f,stroke:#333\n```\n</details>",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/NLP Throughout the Years/Seq2seq Models",
+      "metadata": {
+        "length": 1089,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Recurrent",
+          "Neural",
+          "Networks",
+          "RNNs",
+          "Long",
+          "Short",
+          "Term",
+          "Memory",
+          "LSTMs",
+          "Dependency",
+          "info",
+          "tokens",
+          "Gates",
+          "control",
+          "memory",
+          "flow",
+          "information",
+          "Seq2seq",
+          "Models",
+          "details",
+          "summary",
+          "flowchart",
+          "mermaid",
+          "graph",
+          "TD",
+          "ct",
+          "tanh",
+          "ot",
+          "ht",
+          "ft",
+          "xt",
+          "yt",
+          "Ct",
+          "style",
+          "fill",
+          "f9f",
+          "stroke",
+          "333",
+          "bbf"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "4f0b4d21-211b-5cb0-a5a5-8906e2536d3f",
+            "relation": "embeds",
+            "ref": "[images/image-117-LSTM Cell Architecture.jpg]",
+            "position": {
+              "start": 199,
+              "end": 244
+            }
+          },
+          {
+            "target": "4a5113e4-cefa-50e9-b18b-319b2c62be57",
+            "relation": "embeds",
+            "ref": "[images/image-118-Recurrent Neural Network Unfolding.jpg]",
+            "position": {
+              "start": 651,
+              "end": 708
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "e2bc201f-7f07-5ecc-88df-80e528fafb9e",
+      "type": "image",
+      "content": "\nThese weights are computed using a combination of the input and the current hidden state of the model <details>0\n[images/image-119-Attention Visualization Layer 5.jpg]\n",
+      "path": "images/image-119-Attention Visualization Layer 5.jpg",
+      "metadata": {
+        "length": 148,
+        "summary": "image-119\nInput Sequence: The_ animal_ didn_ ' _ t_ cross_ the_ street_ because_ it_ was_ too_ tire_ d_\nOutput Sequence: The_ animal_ didn_ ' _ t_ cross_ the_ street_ because_ it_ was_ too_ tire_ d_\nRelationships:\n- \"it_\" in the output is connected to multiple tokens in the input, specifically \"didn_\", \"'_\", \"t_\", and \"because_\".\n- Other tokens show a direct one-to-one mapping between input and output positions.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-119-Attention Visualization Layer 5.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "9b5dd1b2-cf15-5890-a761-7c8e0a2e12d2",
+      "type": "text",
+      "content": "- Allows to \"focus attention\" on particular aspects of the input text\n▶ Done by using a set of parameters, called \"weights,\" that determine how much attention should be paid to each input at each time step\nThese weights are computed using a combination of the input and the current hidden state of the model\n▶ Attention weights are computed (dot product of the query, key and value matrix), then a softmax function is applied to the dot product\n$$\n\\text { attention } (Q, K, V) = \\text { softmax } \\left(\\frac {Q K ^ {T}}{\\sqrt {d _ {k}}}\\right) V\n$$\n\nThese weights are computed using a combination of the input and the current hidden state of the model <details>0\n[images/image-119-Attention Visualization Layer 5.jpg]\n\n<details>\n<summary>flowchart</summary>\n```mermaid\ngraph TD\nA[\"The\"] --> B[\"animal\"]\nA --> C[\"didn\"]\nA --> D[\"'\"]\nA --> E[\"t'\"]\nA --> F[\"cross\"]\nA --> G[\"the\"]\nA --> H[\"street\"]\nA --> I[\"because\"]\nA --> J[\"it'\"]\nA --> K[\"was'\"]\nA --> L[\"too'\"]\nA --> M[\"tire\"]\nA --> N[\"d'\"]\nO[\"The\"] --> P[\"animal\"]\nO --> Q[\"didn\"]\nO --> R[\"'\"]\nO --> S[\"t'\"]\nO --> T[\"cross\"]\nO --> U[\"the\"]\nO --> V[\"street\"]\nO --> W[\"because\"]\nX[\"it'\"] --> Y[\"was'\"]\nX --> Z[\"too'\"]\nX --> AA[\"tire\"]\nX --> AB[\"d\"]\n```\n</details>",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/NLP Throughout the Years/Attention and Transformers",
+      "metadata": {
+        "length": 1194,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Allows",
+          "focus",
+          "attention",
+          "aspects",
+          "input",
+          "text",
+          "Done",
+          "set",
+          "parameters",
+          "called",
+          "weights",
+          "determine",
+          "paid",
+          "time",
+          "step",
+          "These",
+          "computed",
+          "combination",
+          "current",
+          "hidden",
+          "state",
+          "model",
+          "Attention",
+          "dot",
+          "product",
+          "query",
+          "key",
+          "matrix",
+          "softmax",
+          "function",
+          "applied",
+          "left",
+          "frac",
+          "sqrt",
+          "details",
+          "summary",
+          "flowchart",
+          "mermaid",
+          "graph",
+          "TD",
+          "The",
+          "animal",
+          "didn",
+          "cross",
+          "street",
+          "tire",
+          "AA",
+          "AB"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "e2bc201f-7f07-5ecc-88df-80e528fafb9e",
+            "relation": "embeds",
+            "ref": "[images/image-119-Attention Visualization Layer 5.jpg]",
+            "position": {
+              "start": 665,
+              "end": 719
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "d883c34d-86e9-5fcb-8dab-c6062fb029b0",
+      "type": "text",
+      "content": "▶ Library system\nImagine you're looking for information on a specific topic (query)\n▶ Each book in the library has a summary (key) that helps identify if it contains the information you're looking for\n▶ Once you find a match between your query and a summary, you access the book to get the detailed information (value) you need\n▶ Here, in Attention, we do a “soft match” across multiple values, e.g. get info from multiple books (“book 1 is most relevant, then book 2, then book 3, etc.”)\n$$\n\\text { attention } (Q, K, V) = \\text { softmax } \\left(\\frac {Q K ^ {T}}{\\sqrt {d _ {k}}}\\right) V\n$$",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/NLP Throughout the Years/Analogy for Q, K, V",
+      "metadata": {
+        "length": 594,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Library",
+          "system",
+          "Imagine",
+          "information",
+          "specific",
+          "topic",
+          "query",
+          "Each",
+          "book",
+          "library",
+          "summary",
+          "key",
+          "helps",
+          "identify",
+          "Once",
+          "find",
+          "match",
+          "access",
+          "detailed",
+          "Here",
+          "Attention",
+          "soft",
+          "multiple",
+          "values",
+          "info",
+          "books",
+          "relevant",
+          "text",
+          "attention",
+          "softmax",
+          "left",
+          "frac",
+          "sqrt"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "88a006b3-5f76-5dc0-80cb-0ac1230ca5b2",
+      "type": "image",
+      "content": "\n$$ <details>0\n[images/image-120-Transformer Architecture Diagram.jpg]\n",
+      "path": "images/image-120-Transformer Architecture Diagram.jpg",
+      "metadata": {
+        "length": 49,
+        "summary": "image-120\n- **Structure**: Encoder-Decoder model with N stacked layers (N=6 for base, 8 for large).\n- **Input Side (Encoder)**:\n    - Inputs processed through Input Embedding and Positional Encoding.\n    - Stacked N times containing Multi-Head Attention and Feed Forward blocks.\n    - Each block has Add & Norm (Addition + Normalization) residual connections.\n- **Output Side (Decoder)**:\n    - Outputs (shifted right) processed through Output Embedding and Positional Encoding.\n    - Stacked N times containing Masked Multi-Head Attention, Multi-Head Attention, and Feed Forward blocks.\n    - Includes Add & Norm residual connections.\n- **Final Output Layer**:\n    - Linear layer followed by Softmax to produce Output Probabilities.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-120-Transformer Architecture Diagram.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "382b9f0d-1389-5bd0-a81f-deb7672e9e94",
+      "type": "text",
+      "content": "▶ Attention weights used to compute the context vector, which is a weighted sum of the input at different positions\n▶ Context vector is used to update the hidden state of the model, which is used to generate the final output\n▶ \"Pay attention\" to different parts of the input, depending on the task at hand → more accurate and natural-sounding output, esp. when working with longer inputs (e.g. paragraphs)\n\n$$ <details>0\n[images/image-120-Transformer Architecture Diagram.jpg]\n\n<details>\n<summary>flowchart</summary>\n```mermaid\ngraph TD\nA[\"Inputs\"] --> B[\"Input Embedding\"]\nB --> C[\"Add & Norm\"]\nC --> D[\"Feed Forward\"]\nD --> E[\"Add & Norm\"]\nE --> F[\"Multi-Head Attention\"]\nF --> G[\"Masked Multi-Head Attention\"]\nG --> H[\"Output Embedding\"]\nH --> I[\"Outputs (shifted right)\"]\nI --> J[\"Positional Encoding\"]\nJ --> K[\"Add & Norm\"]\nK --> L[\"Feed Forward\"]\nL --> M[\"Add & Norm\"]\nM --> N[\"Multi-Head Attention\"]\nN --> O[\"Masked Multi-Head Attention\"]\nO --> P[\"Output Embedding\"]\nP --> Q[\"Positional Encoding\"]\nQ --> R[\"Add & Norm\"]\nR --> S[\"Feed Forward\"]\nS --> T[\"Add & Norm\"]\nT --> U[\"Multi-Head Attention\"]\nU --> V[\"Masked Multi-Head Attention\"]\nV --> W[\"Output Embedding\"]\nW --> X[\"Positional Encoding\"]\nX --> Y[\"Add & Norm\"]\nY --> Z[\"Feed Forward\"]\nZ --> AA[\"Add & Norm\"]\nAA --> AB[\"Multi-Head Attention\"]\nAB --> AC[\"Masked Multi-Head Attention\"]\nAC --> AD[\"Output Embedding\"]\nAD --> AE[\"Positional Encoding\"]\nAE --> AF[\"Add & Norm\"]\nAF --> AG[\"Feed Forward\"]\nAG --> AH[\"Add & Norm\"]\nAH --> AI[\"Multi-Head Attention\"]\nAI --> AJ[\"Masked Multi-Head Attention\"]\nAJ --> AK[\"Output Embedding\"]\nAK --> AL[\"Positional Encoding\"]\nAL --> AM[\"Add & Norm\"]\nAM --> AN[\"Feed Forward\"]\nAN --> AO[\"Add & Norm\"]\nAO --> AP[\"Multi-Head Attention\"]\nAP --> AQ[\"Masked Multi-Head Attention\"]\nAQ --> AR[\"Output Embedding\"]\nAR --> AS[\"Positional Encoding\"]\nAS --> AT[\"Add & Norm\"]\nAT --> AU[\"Feed Forward\"]\nAU --> AV[\"Add & Norm\"]\nAV --> AW[\"Multi-Head Attention\"]\nAW --> AX[\"Masked Multi-Head Attention\"]\nAX --> AY[\"Output Embedding\"]\nAY --> AZ[\"Positional Encoding\"]\nAZ --> BA[\"Add & Norm\"]\nBA --> BB[\"Feed Forward\"]\nBB --> BC[\"Add & Norm\"]\nBC --> BD[\"Multi-Head Attention\"]\nBD --> BE[\"Masked Multi-Head Attention\"]\nBE --> BF[\"Output Embedding\"]\nBF --> BG[\"Positional Encoding\"]\nBG --> BH[\"Add & Norm\"]\nBH --> BI[\"Feed Forward\"]\nBI --> BJ[\"Add & Norm\"]\nBJ --> BK[\"Multi-Head Attention\"]\nBK --> BL[\"Masked Multi-Head Attention\"]\nBL --> BM[\"Output Embedding\"]\nBM --> BN[\"Positional Encoding\"]\nBN --> BO[\"Add & Norm\"]\nBO --> BP[\"Feed Forward\"]\nBP --> BQ[\"Add & Norm\"]\nBQ --> BR[\"Multi-Head Attention\"]\nBR --> BS[\"Masked Multi-Head Attention\"]\nBS --> BT[\"Output Embedding\"]\nBT --> BU[\"Positional Encoding\"]\nBU --> BV[\"Add & Norm\"]\nBV --> BW[\"Feed Forward\"]\nBW --> BX[\"Add & Norm\"]\nBX --> BY[\"Multi-Head Attention\"]\nBY --> BZ[\"Masked Multi-Head Attention\"]\nBZ --> CA[\"Output Embedding\"]\n```\n</details>\nFigure 1: The Transformer - model architecture.",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/NLP Throughout the Years/Attention and Transformers_2",
+      "metadata": {
+        "length": 2901,
+        "summary": "The passage explains attention weights used to compute context vectors as weighted sums of inputs at different positions. Context vectors update hidden states to generate final outputs. The model pays attention to different input parts for more accurate outputs, especially with longer inputs. A flowchart depicts the Transformer architecture with multiple layers including input/output embeddings, positional encoding, add & norm, feed forward, multi-head attention, and masked multi-head attention blocks.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Attention",
+          "weights",
+          "compute",
+          "context",
+          "vector",
+          "weighted",
+          "sum",
+          "input",
+          "positions",
+          "Context",
+          "update",
+          "hidden",
+          "state",
+          "model",
+          "generate",
+          "final",
+          "output",
+          "Pay",
+          "attention",
+          "parts",
+          "depending",
+          "task",
+          "hand",
+          "accurate",
+          "natural",
+          "sounding",
+          "esp",
+          "working",
+          "longer",
+          "inputs",
+          "paragraphs",
+          "details",
+          "summary",
+          "flowchart",
+          "mermaid",
+          "graph",
+          "TD",
+          "Inputs",
+          "Input",
+          "Embedding",
+          "Add",
+          "Norm",
+          "Feed",
+          "Forward",
+          "Multi",
+          "Head",
+          "Masked",
+          "Output",
+          "Outputs",
+          "shifted",
+          "Positional",
+          "Encoding",
+          "AA",
+          "AB",
+          "AC",
+          "AD",
+          "AE",
+          "AF",
+          "AG",
+          "AH",
+          "AI",
+          "AJ",
+          "AK",
+          "AL",
+          "AM",
+          "AN",
+          "AO",
+          "AP",
+          "AQ",
+          "AR",
+          "AS",
+          "AT",
+          "AU",
+          "AV",
+          "AW",
+          "AX",
+          "AY",
+          "AZ",
+          "BA",
+          "BB",
+          "BC",
+          "BD",
+          "BE",
+          "BF",
+          "BG",
+          "BH",
+          "BI",
+          "BJ",
+          "BK",
+          "BL",
+          "BM",
+          "BN",
+          "BO",
+          "BP",
+          "BQ",
+          "BR",
+          "BS",
+          "BT",
+          "BU",
+          "BV",
+          "BW",
+          "BX",
+          "BY",
+          "BZ",
+          "CA",
+          "Figure",
+          "The",
+          "Transformer",
+          "architecture"
+        ],
+        "keywords": [
+          "Attention",
+          "Context Vector",
+          "Model Architecture"
+        ],
+        "connect_to": [
+          {
+            "target": "88a006b3-5f76-5dc0-80cb-0ac1230ca5b2",
+            "relation": "embeds",
+            "ref": "[images/image-120-Transformer Architecture Diagram.jpg]",
+            "position": {
+              "start": 421,
+              "end": 476
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "8d843ac6-77eb-57c3-b57e-b1b1370d6fff",
+      "type": "image",
+      "content": "\nA[\"0.25\\n1.23\\n-0.8\"] --> B[\"Softmax\"] <details>0\n[images/image-66-Diagram of Input Processing.jpg]\n",
+      "path": "images/image-66-Diagram of Input Processing.jpg_2",
+      "metadata": {
+        "length": 84,
+        "summary": "image-66\nA[\"0.25\\n1.23\\n-0.8\"] --> B[\"Softmax\"] <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-66-Diagram of Input Processing.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "f476a358-4327-5d76-aa46-4d4f8bbc36e9",
+      "type": "table",
+      "content": "<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th>Input</th>\n      <th>Thinking</th>\n      <th>Machines</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>Embedding</td>\n      <td>X₁</td>\n      <td>X₂</td>\n    </tr>\n    <tr>\n      <td>Queries</td>\n      <td>q₁</td>\n      <td>q₂</td>\n    </tr>\n    <tr>\n      <td>Keys</td>\n      <td>k₁</td>\n      <td>k₂</td>\n    </tr>\n    <tr>\n      <td>Values</td>\n      <td>v₁</td>\n      <td>v₂</td>\n    </tr>\n  </tbody>\n</table>",
+      "path": "tables/table-23 Table Data.html",
+      "metadata": {
+        "length": 512,
+        "summary": "table-24\nThe table shows Input types (Embedding, Queries, Keys, Values) with corresponding Thinking (X₁, q₁, k₁, v₁) and Machines (X₂, q₂, k₂, v₂) columns.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "tables/table-23 Table Data.html",
+        "keywords": [
+          "Embedding",
+          "Queries",
+          "Keys"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "d609c7cf-403c-5956-8a3e-8178e2324021",
+      "type": "image",
+      "content": "\n</details> <details>0\n[images/image-67-__details_.jpg]\n",
+      "path": "images/image-67-__details_.jpg_2",
+      "metadata": {
+        "length": 56,
+        "summary": "image-67\n</details> <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-67-__details_.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "c550c9e0-5f27-5ae8-bc4f-93e555f7293e",
+      "type": "image",
+      "content": "\n<summary>text_image</summary> <details>0\n[images/image-68-Attention Mechanism Visualization.jpg]\n",
+      "path": "images/image-68-Attention Mechanism Visualization.jpg_2",
+      "metadata": {
+        "length": 75,
+        "summary": "image-68\n<summary>text_image</summary> <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-68-Attention Mechanism Visualization.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "231e9f78-78be-5865-9cc8-87c3df7a1ea5",
+      "type": "text",
+      "content": "A[\"0.25\\n1.23\\n-0.8\"] --> B[\"Softmax\"] <details>0\n[images/image-66-Diagram of Input Processing.jpg]\n\n<details>\n<summary>bar chart</summary>\n\n[tables/table-23 Table Data.html]\n\n</details>\n\n</details> <details>0\n[images/image-67-__details_.jpg]\n\n<details>\n<summary>text_image</summary>\nW^Q\nW^K\nW^V\n</details>\n\n<summary>text_image</summary> <details>0\n[images/image-68-Attention Mechanism Visualization.jpg]\n\n<details>\n<summary>text_image</summary>\nX\nW^Q\n=\nQ\nX\nW^K\n=\nK\nX\nW^V\n=\nV\n</details>",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/NLP Throughout the Years/Self-Attention",
+      "metadata": {
+        "length": 459,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "0.25",
+          "n1.23",
+          "0.8",
+          "Softmax",
+          "details",
+          "summary",
+          "bar",
+          "chart",
+          "text",
+          "image"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "8d843ac6-77eb-57c3-b57e-b1b1370d6fff",
+            "relation": "embeds",
+            "ref": "[images/image-66-Diagram of Input Processing.jpg]",
+            "position": {
+              "start": 50,
+              "end": 99
+            }
+          },
+          {
+            "target": "f476a358-4327-5d76-aa46-4d4f8bbc36e9",
+            "relation": "embeds",
+            "ref": "[tables/table-23 Table Data.html]",
+            "position": {
+              "start": 141,
+              "end": 174
+            }
+          },
+          {
+            "target": "d609c7cf-403c-5956-8a3e-8178e2324021",
+            "relation": "embeds",
+            "ref": "[images/image-67-__details_.jpg]",
+            "position": {
+              "start": 210,
+              "end": 242
+            }
+          },
+          {
+            "target": "c550c9e0-5f27-5ae8-bc4f-93e555f7293e",
+            "relation": "embeds",
+            "ref": "[images/image-68-Attention Mechanism Visualization.jpg]",
+            "position": {
+              "start": 349,
+              "end": 404
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "0fbefa8a-02dc-5cf9-a254-6cecca295eac",
+      "type": "text",
+      "content": "",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/NLP Throughout the Years/Multi-Head Attention",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "e4af4c4c-12d0-5abf-be16-c5efccd7b690",
+      "type": "text",
+      "content": "",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/NLP Throughout the Years/Multi-Head Attention/1) This is our input sentence\\*",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "32fdd6d3-1c75-56bc-9351-61780747cef2",
+      "type": "text",
+      "content": "3) Split into 8 heads. We multiply X or R with weight matrices",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/NLP Throughout the Years/Multi-Head Attention/2) We embed each word\\*",
+      "metadata": {
+        "length": 62,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Split",
+          "heads",
+          "We",
+          "multiply",
+          "weight",
+          "matrices"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "fc785ab1-e97b-5206-98d4-556399a78d74",
+      "type": "image",
+      "content": "\n#### 2) We embed each word\\* \\* In all encoders other than #0, we don't need embedding. We start directly with the output of the encoder right below this one0\n[images/image-73-#### 2) We.jpg]\n",
+      "path": "images/image-73-#### 2) We.jpg_2",
+      "metadata": {
+        "length": 193,
+        "summary": "image-73\n#### 2) We embed each word\\* \\* In all encoders other than #0, we don't need embedding. We start directly with the output of the encoder right below this one0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-73-#### 2) We.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "84ee47df-1eb7-523f-a147-d3929df0999d",
+      "type": "image",
+      "content": "\n#### 4) Calculate attention using the resulting Q/K/V matrices <details>0\n[images/image-74-#### 4) Ca.jpg]\n",
+      "path": "images/image-74-#### 4) Ca.jpg_2",
+      "metadata": {
+        "length": 108,
+        "summary": "image-74\n#### 4) Calculate attention using the resulting Q/K/V matrices <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-74-#### 4) Ca.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "c352278d-20a1-57c5-9d98-b7a4835e02cf",
+      "type": "image",
+      "content": "\n5) Concatenate the resulting Z matrices, then multiply with weight matrix $W^{o}$ to produce the output of the layer <details>0\n[images/image-75-5) Concate.jpg]\n",
+      "path": "images/image-75-5) Concate.jpg_2",
+      "metadata": {
+        "length": 162,
+        "summary": "image-75\n5) Concatenate the resulting Z matrices, then multiply with weight matrix $W^{o}$ to produce the output of the layer <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-75-5) Concate.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "8e0c12fd-ae0e-551b-aa38-c120629903ba",
+      "type": "image",
+      "content": "\n<summary>text_image</summary> <details>0\n[images/image-76-_summary_t.jpg]\n",
+      "path": "images/image-76-_summary_t.jpg_2",
+      "metadata": {
+        "length": 75,
+        "summary": "image-76\n<summary>text_image</summary> <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-76-_summary_t.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "db4242e0-535a-5766-9953-34a570972da3",
+      "type": "image",
+      "content": "\nW₀^Q <details>0\n[images/image-77-W₀^Q _deta.jpg]\n",
+      "path": "images/image-77-W₀^Q _deta.jpg_2",
+      "metadata": {
+        "length": 50,
+        "summary": "image-77\nW₀^Q <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-77-W₀^Q _deta.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "f9501654-967a-5329-ad1b-3041ba55fee0",
+      "type": "image",
+      "content": "\nW₀^K <details>0\n[images/image-78-W₀^K _deta.jpg]\n",
+      "path": "images/image-78-W₀^K _deta.jpg_2",
+      "metadata": {
+        "length": 50,
+        "summary": "image-78\nW₀^K <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-78-W₀^K _deta.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "c9514a17-3678-5150-b470-e5eafbfe96e0",
+      "type": "image",
+      "content": "\n<summary>text_image</summary> <details>0\n[images/image-79-_summary_t.jpg]\n",
+      "path": "images/image-79-_summary_t.jpg_2",
+      "metadata": {
+        "length": 75,
+        "summary": "image-79\n<summary>text_image</summary> <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-79-_summary_t.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "372870f2-fa63-5631-9a9d-f14812028971",
+      "type": "image",
+      "content": "\nW₁^Q <details>0\n[images/image-80-W₁^Q _deta.jpg]\n",
+      "path": "images/image-80-W₁^Q _deta.jpg_2",
+      "metadata": {
+        "length": 50,
+        "summary": "image-80\nW₁^Q <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-80-W₁^Q _deta.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "55f1398a-2d7e-54c2-8da9-852d26dfb4b2",
+      "type": "image",
+      "content": "\nW₁^K <details>0\n[images/image-81-W₁^K _deta.jpg]\n",
+      "path": "images/image-81-W₁^K _deta.jpg_2",
+      "metadata": {
+        "length": 50,
+        "summary": "image-81\nW₁^K <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-81-W₁^K _deta.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "c91352a5-f3a8-5f8a-a23e-4041fc746cbc",
+      "type": "image",
+      "content": "\n<summary>text_image</summary> <details>0\n[images/image-82-_summary_t.jpg]\n",
+      "path": "images/image-82-_summary_t.jpg_2",
+      "metadata": {
+        "length": 75,
+        "summary": "image-82\n<summary>text_image</summary> <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-82-_summary_t.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "01582044-88ef-54bd-876e-7b4c7c261c49",
+      "type": "image",
+      "content": "\n<summary>text_image</summary> <details>0\n[images/image-83-_summary_t.jpg]\n",
+      "path": "images/image-83-_summary_t.jpg_2",
+      "metadata": {
+        "length": 75,
+        "summary": "image-83\n<summary>text_image</summary> <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-83-_summary_t.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "abd35dd2-dc9a-55fa-8b93-99015bbde6ca",
+      "type": "image",
+      "content": "\nQ₇ <details>0\n[images/image-84-Q₇ _detail.jpg]\n",
+      "path": "images/image-84-Q₇ _detail.jpg_2",
+      "metadata": {
+        "length": 48,
+        "summary": "image-84\nQ₇ <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-84-Q₇ _detail.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "10ee7bdb-d616-518b-a243-0d41b3aeff4e",
+      "type": "text",
+      "content": "5) Concatenate the resulting Z matrices, then multiply with weight matrix $W^{o}$ to produce the output of the layer\nThinking Machines\n\n#### 2) We embed each word\\* \\* In all encoders other than #0, we don't need embedding. We start directly with the output of the encoder right below this one0\n[images/image-73-#### 2) We.jpg]\n\n\\* In all encoders other than #0, we don't need embedding. We start directly with the output of the encoder right below this one\n\n#### 4) Calculate attention using the resulting Q/K/V matrices <details>0\n[images/image-74-#### 4) Ca.jpg]\n\n\n5) Concatenate the resulting Z matrices, then multiply with weight matrix $W^{o}$ to produce the output of the layer <details>0\n[images/image-75-5) Concate.jpg]\n\n<details>\n<summary>text_image</summary>\nW₀^Q\nW₀^K\nW₀^V\n</details>\n\n<summary>text_image</summary> <details>0\n[images/image-76-_summary_t.jpg]\n\n\nW₀^Q <details>0\n[images/image-77-W₀^Q _deta.jpg]\n\n\nW₀^K <details>0\n[images/image-78-W₀^K _deta.jpg]\n\n<details>\n<summary>text_image</summary>\nW₁^Q\nW₁^K\nW₁^V\n</details>\n\n<summary>text_image</summary> <details>0\n[images/image-79-_summary_t.jpg]\n\n\nW₁^Q <details>0\n[images/image-80-W₁^Q _deta.jpg]\n\n\nW₁^K <details>0\n[images/image-81-W₁^K _deta.jpg]\n\n<details>\n<summary>text_image</summary>\nW7^Q\nW7^K\nW7^V\n</details>\n\n<summary>text_image</summary> <details>0\n[images/image-82-_summary_t.jpg]\n\n<details>\n<summary>text_image</summary>\nQ₇\nK₇\nV₇\n</details>\n\n<summary>text_image</summary> <details>0\n[images/image-83-_summary_t.jpg]\n\n\nQ₇ <details>0\n[images/image-84-Q₇ _detail.jpg]\n\n<details>\n<summary>text_image</summary>\nW⁰\nZ\n</details>",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/NLP Throughout the Years/Multi-Head Attention/4) Calculate attention using the resulting Q∕K∕V matrices",
+      "metadata": {
+        "length": 1600,
+        "summary": "The passage describes steps in a transformer encoder: concatenating Z matrices and multiplying with weight matrix W^o to produce layer output. It also mentions embedding for encoder #0 and calculating attention using Q/K/V matrices, with references to weight matrices W^Q, W^K, W^V for multiple heads.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Concatenate",
+          "resulting",
+          "matrices",
+          "multiply",
+          "weight",
+          "matrix",
+          "produce",
+          "output",
+          "layer",
+          "Thinking",
+          "Machines",
+          "We",
+          "embed",
+          "word",
+          "In",
+          "encoders",
+          "don",
+          "embedding",
+          "start",
+          "directly",
+          "encoder",
+          "one0",
+          "Calculate",
+          "attention",
+          "details",
+          "summary",
+          "text",
+          "image",
+          "W7"
+        ],
+        "keywords": [
+          "Attention",
+          "Z matrices",
+          "Weight matrix"
+        ],
+        "connect_to": [
+          {
+            "target": "fc785ab1-e97b-5206-98d4-556399a78d74",
+            "relation": "embeds",
+            "ref": "[images/image-73-#### 2) We.jpg]",
+            "position": {
+              "start": 295,
+              "end": 327
+            }
+          },
+          {
+            "target": "84ee47df-1eb7-523f-a147-d3929df0999d",
+            "relation": "embeds",
+            "ref": "[images/image-74-#### 4) Ca.jpg]",
+            "position": {
+              "start": 533,
+              "end": 565
+            }
+          },
+          {
+            "target": "c352278d-20a1-57c5-9d98-b7a4835e02cf",
+            "relation": "embeds",
+            "ref": "[images/image-75-5) Concate.jpg]",
+            "position": {
+              "start": 696,
+              "end": 728
+            }
+          },
+          {
+            "target": "8e0c12fd-ae0e-551b-aa38-c120629903ba",
+            "relation": "embeds",
+            "ref": "[images/image-76-_summary_t.jpg]",
+            "position": {
+              "start": 838,
+              "end": 870
+            }
+          },
+          {
+            "target": "db4242e0-535a-5766-9953-34a570972da3",
+            "relation": "embeds",
+            "ref": "[images/image-77-W₀^Q _deta.jpg]",
+            "position": {
+              "start": 889,
+              "end": 921
+            }
+          },
+          {
+            "target": "f9501654-967a-5329-ad1b-3041ba55fee0",
+            "relation": "embeds",
+            "ref": "[images/image-78-W₀^K _deta.jpg]",
+            "position": {
+              "start": 940,
+              "end": 972
+            }
+          },
+          {
+            "target": "c9514a17-3678-5150-b470-e5eafbfe96e0",
+            "relation": "embeds",
+            "ref": "[images/image-79-_summary_t.jpg]",
+            "position": {
+              "start": 1082,
+              "end": 1114
+            }
+          },
+          {
+            "target": "372870f2-fa63-5631-9a9d-f14812028971",
+            "relation": "embeds",
+            "ref": "[images/image-80-W₁^Q _deta.jpg]",
+            "position": {
+              "start": 1133,
+              "end": 1165
+            }
+          },
+          {
+            "target": "55f1398a-2d7e-54c2-8da9-852d26dfb4b2",
+            "relation": "embeds",
+            "ref": "[images/image-81-W₁^K _deta.jpg]",
+            "position": {
+              "start": 1184,
+              "end": 1216
+            }
+          },
+          {
+            "target": "c91352a5-f3a8-5f8a-a23e-4041fc746cbc",
+            "relation": "embeds",
+            "ref": "[images/image-82-_summary_t.jpg]",
+            "position": {
+              "start": 1326,
+              "end": 1358
+            }
+          },
+          {
+            "target": "01582044-88ef-54bd-876e-7b4c7c261c49",
+            "relation": "embeds",
+            "ref": "[images/image-83-_summary_t.jpg]",
+            "position": {
+              "start": 1462,
+              "end": 1494
+            }
+          },
+          {
+            "target": "abd35dd2-dc9a-55fa-8b93-99015bbde6ca",
+            "relation": "embeds",
+            "ref": "[images/image-84-Q₇ _detail.jpg]",
+            "position": {
+              "start": 1511,
+              "end": 1543
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "5d849ddd-7487-5ac3-949f-ffa2b5e169c1",
+      "type": "image",
+      "content": "\nstyle K fill:#fff,stroke:#333 <details>0\n[images/image-89-Neural Network Architecture Diagram.jpg]\n",
+      "path": "images/image-89-Neural Network Architecture Diagram.jpg_2",
+      "metadata": {
+        "length": 75,
+        "summary": "image-89\nstyle K fill:#fff,stroke:#333 <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-89-Neural Network Architecture Diagram.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "04c1ff5a-2a37-563c-9799-524e39ffe4d8",
+      "type": "text",
+      "content": "style K fill:#fff,stroke:#333 <details>0\n[images/image-89-Neural Network Architecture Diagram.jpg]\n\n<details>\n<summary>flowchart</summary>\n```mermaid\ngraph TD\nA[\"Start\"] --> B[\"Student\"]\nB --> C[\"Intermediate Layer\"]\nC --> D[\"Student\"]\nD --> E[\"Intermediate Layer\"]\nE --> F[\"Student\"]\nF --> G[\"Intermediate Layer\"]\nG --> H[\"Student\"]\nH --> I[\"Intermediate Layer\"]\nI --> J[\"Student\"]\nJ --> K[\"Intermediate Layer\"]\nK --> L[\"Student\"]\nL --> M[\"Intermediate Layer\"]\nM --> N[\"Student\"]\nN --> O[\"Intermediate Layer\"]\nO --> P[\"Student\"]\nP --> Q[\"Intermediate Layer\"]\nQ --> R[\"Student\"]\nR --> S[\"Intermediate Layer\"]\nS --> T[\"Student\"]\nT --> U[\"Intermediate Layer\"]\nU --> V[\"Student\"]\nV --> W[\"Intermediate Layer\"]\nW --> X[\"Student\"]\nX --> Y[\"Intermediate Layer\"]\nY --> Z[\"Student\"]\nZ --> AA[\"Intermediate Layer\"]\nAA --> AB[\"Student\"]\nAB --> AC[\"Intermediate Layer\"]\nAC --> AD[\"Student\"]\nAD --> AE[\"Intermediate Layer\"]\nAE --> AF[\"Student\"]\nAF --> AG[\"Intermediate Layer\"]\nAG --> AH[\"Student\"]\nAH --> AI[\"Intermediate Layer\"]\nAI --> AJ[\"Student\"]\nAJ --> AK[\"Intermediate Layer\"]\nAK --> AL[\"Student\"]\nAL --> AM[\"Intermediate Layer\"]\nAM --> AN[\"Student\"]\nAN --> AO[\"Intermediate Layer\"]\nAO --> AP[\"Student\"]\nAP --> AQ[\"Intermediate Layer\"]\nAQ --> AR[\"Student\"]\n```\n</details>",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/NLP Throughout the Years/Cross-Attention (e.g. Machine Translation)",
+      "metadata": {
+        "length": 1240,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "style",
+          "fill",
+          "fff",
+          "stroke",
+          "333",
+          "details",
+          "summary",
+          "flowchart",
+          "mermaid",
+          "graph",
+          "TD",
+          "Start",
+          "Student",
+          "Intermediate",
+          "Layer",
+          "AA",
+          "AB",
+          "AC",
+          "AD",
+          "AE",
+          "AF",
+          "AG",
+          "AH",
+          "AI",
+          "AJ",
+          "AK",
+          "AL",
+          "AM",
+          "AN",
+          "AO",
+          "AP",
+          "AQ",
+          "AR"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "5d849ddd-7487-5ac3-949f-ffa2b5e169c1",
+            "relation": "embeds",
+            "ref": "[images/image-89-Neural Network Architecture Diagram.jpg]",
+            "position": {
+              "start": 41,
+              "end": 98
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "b6297f41-e901-51ae-89f2-0aeccffa46e4",
+      "type": "table",
+      "content": "<table><tr><td>Challenges with RNNs</td><td>Transformers</td></tr><tr><td>Long range dependenciesGradient vanishing and explosionLarge # of training stepsSequential/recurrence → can’t parallelizeComplexity per layer: O(n*d2)</td><td>Can model long-rangedependenciesNo gradient vanishing and explosionFewer training stepsCan parallelize computation!Complexity per layer: O(n2*d)</td></tr></table>",
+      "path": "tables/table-24 RNNs vs Transformers.html",
+      "metadata": {
+        "length": 395,
+        "summary": "table-25\nCompares RNNs and Transformers: RNNs struggle with long-range dependencies, gradient issues, and sequential processing, while Transformers handle long-range dependencies, avoid gradient problems, and allow parallel computation.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "tables/table-24 RNNs vs Transformers.html",
+        "keywords": [
+          "RNNs",
+          "Transformers",
+          "Deep Learning"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "4ecd1b47-7b03-598f-88e1-925e339e0fa7",
+      "type": "text",
+      "content": "[tables/table-24 RNNs vs Transformers.html]",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/NLP Throughout the Years/Transformers vs. RNNs",
+      "metadata": {
+        "length": 56,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "b6297f41-e901-51ae-89f2-0aeccffa46e4",
+            "relation": "embeds",
+            "ref": "[tables/table-24 RNNs vs Transformers.html]",
+            "position": {
+              "start": 0,
+              "end": 43
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "3dd8d8fc-3f2b-5ebd-9088-8ae019552d87",
+      "type": "text",
+      "content": "▶ Scaled up versions of Transformer architecture, e.g. millions/billions of parameters\n▶ Typically trained on massive amounts of “general” textual data (e.g. web corpus)\n▶ Training objective is typically “next token prediction”: $P(W_{t+1}|W_t, W_{t-1}, \\ldots, W_1)$\nEmergent abilities as they scale up (e.g. chain-of-thought reasoning)\n▶ Heavy computational cost (time, money, GPUs)\n▶ Larger general ones: “plug-and-play” with few or zero-shot learning\n▶ Train once, then adapt to other tasks without needing to retrain\n▶ E.g. in-context learning and prompting",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/NLP Throughout the Years/Large Language Models",
+      "metadata": {
+        "length": 562,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Scaled",
+          "versions",
+          "Transformer",
+          "architecture",
+          "millions",
+          "billions",
+          "parameters",
+          "Typically",
+          "trained",
+          "massive",
+          "amounts",
+          "general",
+          "textual",
+          "data",
+          "web",
+          "corpus",
+          "Training",
+          "objective",
+          "typically",
+          "token",
+          "prediction",
+          "ldots",
+          "Emergent",
+          "abilities",
+          "scale",
+          "chain",
+          "thought",
+          "reasoning",
+          "Heavy",
+          "computational",
+          "cost",
+          "time",
+          "money",
+          "GPUs",
+          "Larger",
+          "plug",
+          "play",
+          "shot",
+          "learning",
+          "Train",
+          "adapt",
+          "tasks",
+          "needing",
+          "retrain",
+          "context",
+          "prompting"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "da896fb3-1bff-5c37-8a4c-d427d48775c6",
+      "type": "text",
+      "content": "▶ Why do LLMs work so well? What happens as you scale up?\n▶ Potential explanation: emergent abilities!\n▶ An ability is emergent if it is present in larger but not smaller models\n▶ Not have been directly predicted by extrapolating from smaller models\n▶ Performance is near-random until a certain critical threshold, then improves heavily\n▶ Known as a “phase transition” and would not have been extrapolated",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/NLP Throughout the Years/Emergent Abilities of Large Language Models",
+      "metadata": {
+        "length": 405,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Why",
+          "LLMs",
+          "work",
+          "What",
+          "scale",
+          "Potential",
+          "explanation",
+          "emergent",
+          "abilities",
+          "An",
+          "ability",
+          "present",
+          "larger",
+          "smaller",
+          "models",
+          "Not",
+          "directly",
+          "predicted",
+          "extrapolating",
+          "Performance",
+          "random",
+          "critical",
+          "threshold",
+          "improves",
+          "heavily",
+          "Known",
+          "phase",
+          "transition",
+          "extrapolated"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "7210d59d-793f-5b6d-9261-f6b456f89176",
+      "type": "image",
+      "content": "\n▶ An ability is emergent if it is present in larger but not smaller models <details>0\n[images/image-93-Diagram.jpg]\n",
+      "path": "images/image-93-Diagram.jpg_2",
+      "metadata": {
+        "length": 120,
+        "summary": "image-93\n▶ An ability is emergent if it is present in larger but not smaller models <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-93-Diagram.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "6fd3c549-d8dc-547e-b8f1-2f8ef4482e0d",
+      "type": "image",
+      "content": "\nB --> C[\"Language model\"] <details>0\n[images/image-94-B --_ C[_L.jpg]\n",
+      "path": "images/image-94-B --_ C[_L.jpg_2",
+      "metadata": {
+        "length": 71,
+        "summary": "image-94\nB --> C[\"Language model\"] <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-94-B --_ C[_L.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "8a1ad7c9-da41-5082-8e20-925695289dc8",
+      "type": "image",
+      "content": "\nC --> D[\"Output<br>positive.\"] <details>0\n[images/image-95-C --_ D[_O.jpg]\n",
+      "path": "images/image-95-C --_ D[_O.jpg_2",
+      "metadata": {
+        "length": 76,
+        "summary": "image-95\nC --> D[\"Output<br>positive.\"] <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-95-C --_ D[_O.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "fbd08fac-e322-57f7-b68b-ad75595fe8c8",
+      "type": "table",
+      "content": "<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th>x</th>\n      <th>Accuracy (%)</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>10^18</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <td>10^20</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <td>10^22</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <td>10^24</td>\n      <td>35</td>\n    </tr>\n  </tbody>\n</table>",
+      "path": "tables/table-25 Accuracy vs x.html",
+      "metadata": {
+        "length": 407,
+        "summary": "table-26\nThe table shows accuracy percentages for different x values: 0% for 10^18, 10^20, and 10^22, and 35% for 10^24.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "tables/table-25 Accuracy vs x.html",
+        "keywords": [
+          "accuracy",
+          "x values"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "e8f90e51-8220-59bc-9aad-c8cf908bda0d",
+      "type": "image",
+      "content": "\n</details> <details>0\n[images/image-96-__details_.jpg]\n",
+      "path": "images/image-96-__details_.jpg_2",
+      "metadata": {
+        "length": 56,
+        "summary": "image-96\n</details> <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-96-__details_.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "2b360e89-c87f-5dba-bb9f-b341434db6b6",
+      "type": "table",
+      "content": "<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th>X (log scale)</th>\n      <th>BLEU (%)</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>10^18</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <td>10^20</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <td>10^22</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <td>10^24</td>\n      <td>25</td>\n    </tr>\n  </tbody>\n</table>",
+      "path": "tables/table-26 BLEU vs X.html",
+      "metadata": {
+        "length": 415,
+        "summary": "table-27\nThe table shows BLEU scores at different X values on a log scale. BLEU is 0 for X from 10^18 to 10^22, then jumps to 25% at 10^24.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "tables/table-26 BLEU vs X.html",
+        "keywords": [
+          "BLEU",
+          "log scale"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "7a2ffd60-c22a-57b7-a2c5-1d17521b86a2",
+      "type": "image",
+      "content": "\n</details> <details>0\n[images/image-97-__details_.jpg]\n",
+      "path": "images/image-97-__details_.jpg_2",
+      "metadata": {
+        "length": 56,
+        "summary": "image-97\n</details> <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-97-__details_.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "3f14540d-53bb-5dd3-9ca9-f330ed58aa35",
+      "type": "table",
+      "content": "<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th>x</th>\n      <th>Exact match (%)</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>10^18</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <td>10^20</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <td>10^22</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <td>10^24</td>\n      <td>15</td>\n    </tr>\n  </tbody>\n</table>",
+      "path": "tables/table-27 Exact match rates.html",
+      "metadata": {
+        "length": 410,
+        "summary": "table-28\nThe table shows exact match percentages for x values from 10^18 to 10^24, with 0% for 10^18, 10^20, and 10^22, and 15% for 10^24.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "tables/table-27 Exact match rates.html",
+        "keywords": [
+          "exact match",
+          "thresholds",
+          "percentages"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "7560352c-8252-5719-8d6e-43d3cfe49d61",
+      "type": "image",
+      "content": "\n</details> <details>0\n[images/image-121-__details_.jpg]\n",
+      "path": "images/image-121-__details_.jpg",
+      "metadata": {
+        "length": 57,
+        "summary": "image-121\n</details> <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-121-__details_.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "cb9384ea-d51f-5026-8f70-9655ddd99084",
+      "type": "table",
+      "content": "<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th>x</th>\n      <th>Exact match (%)</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>10^18</td>\n      <td>25</td>\n    </tr>\n    <tr>\n      <td>10^20</td>\n      <td>24</td>\n    </tr>\n    <tr>\n      <td>10^22</td>\n      <td>26</td>\n    </tr>\n    <tr>\n      <td>10^24</td>\n      <td>45</td>\n    </tr>\n  </tbody>\n</table>",
+      "path": "tables/table-28 Exact match rates.html",
+      "metadata": {
+        "length": 413,
+        "summary": "table-29\nThe table shows exact match percentages for x values from 10^18 to 10^24, ranging from 24% to 45%, with the highest at 10^24.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "tables/table-28 Exact match rates.html",
+        "keywords": [
+          "exact match",
+          "percentage",
+          "x values"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "96f96e20-7900-50de-9229-996fffba50e1",
+      "type": "image",
+      "content": "\n</details> <details>0\n[images/image-99-__details_.jpg]\n",
+      "path": "images/image-99-__details_.jpg_2",
+      "metadata": {
+        "length": 56,
+        "summary": "image-99\n</details> <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-99-__details_.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "748a5acf-3859-5654-bb15-50a3e9da9501",
+      "type": "table",
+      "content": "<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th>x</th>\n      <th>Accuracy (%)</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>10^20</td>\n      <td>20</td>\n    </tr>\n    <tr>\n      <td>10^22</td>\n      <td>20</td>\n    </tr>\n    <tr>\n      <td>10^24</td>\n      <td>45</td>\n    </tr>\n  </tbody>\n</table>",
+      "path": "tables/table-29 Accuracy Table.html",
+      "metadata": {
+        "length": 352,
+        "summary": "table-30\nThe table shows accuracy percentages for x values: 10^20 (20%), 10^22 (20%), and 10^24 (45%).",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "tables/table-29 Accuracy Table.html",
+        "keywords": [
+          "Accuracy",
+          "Exponent",
+          "Data"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "65d9f043-0f3b-5adf-8b0a-6a991286168a",
+      "type": "image",
+      "content": "\n</details> <details>0\n[images/image-100-__details_.jpg]\n",
+      "path": "images/image-100-__details_.jpg_2",
+      "metadata": {
+        "length": 57,
+        "summary": "image-100\n</details> <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-100-__details_.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "382dabac-e266-5dfd-a4e4-d76bb5413823",
+      "type": "table",
+      "content": "<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th>x</th>\n      <th>Accuracy (%)</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>10^20</td>\n      <td>10</td>\n    </tr>\n    <tr>\n      <td>10^21</td>\n      <td>8</td>\n    </tr>\n    <tr>\n      <td>10^22</td>\n      <td>15</td>\n    </tr>\n    <tr>\n      <td>10^23</td>\n      <td>45</td>\n    </tr>\n  </tbody>\n</table>",
+      "path": "tables/table-30 Accuracy vs x.html",
+      "metadata": {
+        "length": 409,
+        "summary": "table-31\nThe table shows accuracy percentages for x values from 10^20 to 10^23, with accuracy ranging from 8% to 45%.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "tables/table-30 Accuracy vs x.html",
+        "keywords": [
+          "accuracy",
+          "x values",
+          "data table"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "ee9876df-8ea6-5238-8c3d-658b638f243a",
+      "type": "image",
+      "content": "\n</details> <details>0\n[images/image-101-__details_.jpg]\n",
+      "path": "images/image-101-__details_.jpg_2",
+      "metadata": {
+        "length": 57,
+        "summary": "image-101\n</details> <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-101-__details_.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "a0e9edcd-8648-5c02-973a-a346465912ef",
+      "type": "table",
+      "content": "<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th>x</th>\n      <th>Accuracy (%)</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>10^20</td>\n      <td>25</td>\n    </tr>\n    <tr>\n      <td>10^22</td>\n      <td>30</td>\n    </tr>\n    <tr>\n      <td>10^24</td>\n      <td>60</td>\n    </tr>\n  </tbody>\n</table>",
+      "path": "tables/table-31 Accuracy vs x.html",
+      "metadata": {
+        "length": 352,
+        "summary": "table-32\nThe table shows accuracy percentages for different x values: 25% at 10^20, 30% at 10^22, and 60% at 10^24.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "tables/table-31 Accuracy vs x.html",
+        "keywords": [
+          "Accuracy",
+          "x values"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "0f880091-3e3a-5e4a-828d-79c1594e575d",
+      "type": "image",
+      "content": "\n</details> <details>0\n[images/image-102-__details_.jpg]\n",
+      "path": "images/image-102-__details_.jpg_2",
+      "metadata": {
+        "length": 57,
+        "summary": "image-102\n</details> <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-102-__details_.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "0418a3b1-33bb-5cc2-959e-94fe746cdb12",
+      "type": "table",
+      "content": "<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th>Word in context</th>\n      <th>Accuracy (%)</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>10^20</td>\n      <td>50</td>\n    </tr>\n    <tr>\n      <td>10^22</td>\n      <td>48</td>\n    </tr>\n    <tr>\n      <td>10^24</td>\n      <td>65</td>\n    </tr>\n  </tbody>\n</table>",
+      "path": "tables/table-32 Accuracy vs. Scale.html",
+      "metadata": {
+        "length": 366,
+        "summary": "table-33\nThe table shows accuracy percentages for different scales: 50% at 10^20, 48% at 10^22, and 65% at 10^24.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "tables/table-32 Accuracy vs. Scale.html",
+        "keywords": [
+          "Accuracy",
+          "Scale",
+          "Data"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "bde99e58-6386-5737-8977-76831605c482",
+      "type": "text",
+      "content": "▶ An ability is emergent if it is present in larger but not smaller models <details>0\n[images/image-93-Diagram.jpg]\n\n<details>\n<summary>flowchart</summary>\n```mermaid\ngraph LR\nA[\"Input\"] --> B[\"Review: This movie sucks.<br>Sentiment: negative.<br>Review: I love this movie.<br>Sentiment:\"]\nB --> C[\"Language model\"]\nC --> D[\"Output<br>positive.\"]\n```\n</details>\nFigure 1: Example of an input and output for few-shot prompting.\n\nB --> C[\"Language model\"] <details>0\n[images/image-94-B --_ C[_L.jpg]\n\n\nC --> D[\"Output<br>positive.\"] <details>0\n[images/image-95-C --_ D[_O.jpg]\n\n<details>\n<summary>line chart</summary>\n\n[tables/table-25 Accuracy vs x.html]\n\n</details>\n\n</details> <details>0\n[images/image-96-__details_.jpg]\n\n<details>\n<summary>line chart</summary>\n\n[tables/table-26 BLEU vs X.html]\n\n</details>\n\n</details> <details>0\n[images/image-97-__details_.jpg]\n\n<details>\n<summary>line chart</summary>\n\n[tables/table-27 Exact match rates.html]\n\n</details>\n\n</details> <details>0\n[images/image-121-__details_.jpg]\n\n<details>\n<summary>line chart</summary>\n\n[tables/table-28 Exact match rates.html]\n\n</details>\n\n</details> <details>0\n[images/image-99-__details_.jpg]\n\n<details>\n<summary>line chart</summary>\n\n[tables/table-29 Accuracy Table.html]\n\n</details>\n\n</details> <details>0\n[images/image-100-__details_.jpg]\n\n<details>\n<summary>line chart</summary>\n\n[tables/table-30 Accuracy vs x.html]\n\n</details>\n\n</details> <details>0\n[images/image-101-__details_.jpg]\n\n<details>\n<summary>line chart</summary>\n\n[tables/table-31 Accuracy vs x.html]\n\n</details>\n\n</details> <details>0\n[images/image-102-__details_.jpg]\n\n<details>\n<summary>line chart</summary>\n\n[tables/table-32 Accuracy vs. Scale.html]\n\n</details>\nModel scale (training FLOPs)\nFigure 2: Eight examples of emergence in the few-shot prompting setting. Each point is a separate model. The ability to perform a task via few-shot prompting is emergent when a language model achieves random performance until a certain scale, after which performance significantly increases to well-above random. Note that models that used more training compute also typically have more parameters—hence, we show an analogous figure with number of model parameters instead of training FLOPs as the x-axis in Figure 11. A–D: BIG-Bench (2022), 2-shot. E: Lin et al. (2021) and Rae et al. (2021). F: Patel & Pavlick (2022). G: Hendrycks et al. (2021a), Rae et al. (2021), and Hoffmann et al. (2022). H: Brown et al. (2020), Hoffmann et al. (2022), and Chowdhery et al. (2022) on the WiC benchmark (Pilehvar & Camacho-Collados, 2019).",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/NLP Throughout the Years/Few-Shot Prompting",
+      "metadata": {
+        "length": 2585,
+        "summary": "The passage defines an emergent ability as one present in larger but not smaller models. It includes a flowchart example of few-shot prompting for sentiment analysis. The text then lists eight examples of emergence in few-shot prompting, where performance jumps from random to well-above random at a certain model scale (measured in training FLOPs or parameters). These examples span tasks from BIG-Bench, Lin et al., Rae et al., Patel & Pavlick, Hendrycks et al., Hoffmann et al., Brown et al., and Chowdhery et al., including benchmarks like WiC. The passage references multiple line charts showing accuracy, BLEU, and exact match percentages across model scales.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "An",
+          "ability",
+          "emergent",
+          "present",
+          "larger",
+          "smaller",
+          "models",
+          "details",
+          "summary",
+          "flowchart",
+          "mermaid",
+          "graph",
+          "LR",
+          "Input",
+          "Review",
+          "This",
+          "movie",
+          "sucks",
+          "br",
+          "Sentiment",
+          "negative",
+          "love",
+          "Language",
+          "model",
+          "Output",
+          "positive",
+          "Figure",
+          "Example",
+          "input",
+          "output",
+          "shot",
+          "prompting",
+          "line",
+          "chart",
+          "Model",
+          "scale",
+          "training",
+          "FLOPs",
+          "Eight",
+          "examples",
+          "emergence",
+          "setting",
+          "Each",
+          "point",
+          "separate",
+          "The",
+          "perform",
+          "task",
+          "language",
+          "achieves",
+          "random",
+          "performance",
+          "significantly",
+          "increases",
+          "Note",
+          "compute",
+          "typically",
+          "parameters",
+          "show",
+          "analogous",
+          "figure",
+          "number",
+          "axis",
+          "11",
+          "BIG",
+          "Bench",
+          "2022",
+          "Lin",
+          "al",
+          "2021",
+          "Rae",
+          "Patel",
+          "Pavlick",
+          "Hendrycks",
+          "2021a",
+          "Hoffmann",
+          "Brown",
+          "2020",
+          "Chowdhery",
+          "WiC",
+          "benchmark",
+          "Pilehvar",
+          "Camacho",
+          "Collados",
+          "2019"
+        ],
+        "keywords": [
+          "Emergence",
+          "Few-shot",
+          "Language Models"
+        ],
+        "connect_to": [
+          {
+            "target": "7210d59d-793f-5b6d-9261-f6b456f89176",
+            "relation": "embeds",
+            "ref": "[images/image-93-Diagram.jpg]",
+            "position": {
+              "start": 86,
+              "end": 115
+            }
+          },
+          {
+            "target": "6fd3c549-d8dc-547e-b8f1-2f8ef4482e0d",
+            "relation": "embeds",
+            "ref": "[images/image-94-B --_ C[_L.jpg]",
+            "position": {
+              "start": 465,
+              "end": 497
+            }
+          },
+          {
+            "target": "8a1ad7c9-da41-5082-8e20-925695289dc8",
+            "relation": "embeds",
+            "ref": "[images/image-95-C --_ D[_O.jpg]",
+            "position": {
+              "start": 542,
+              "end": 574
+            }
+          },
+          {
+            "target": "fbd08fac-e322-57f7-b68b-ad75595fe8c8",
+            "relation": "embeds",
+            "ref": "[tables/table-25 Accuracy vs x.html]",
+            "position": {
+              "start": 617,
+              "end": 653
+            }
+          },
+          {
+            "target": "e8f90e51-8220-59bc-9aad-c8cf908bda0d",
+            "relation": "embeds",
+            "ref": "[images/image-96-__details_.jpg]",
+            "position": {
+              "start": 689,
+              "end": 721
+            }
+          },
+          {
+            "target": "2b360e89-c87f-5dba-bb9f-b341434db6b6",
+            "relation": "embeds",
+            "ref": "[tables/table-26 BLEU vs X.html]",
+            "position": {
+              "start": 764,
+              "end": 796
+            }
+          },
+          {
+            "target": "7a2ffd60-c22a-57b7-a2c5-1d17521b86a2",
+            "relation": "embeds",
+            "ref": "[images/image-97-__details_.jpg]",
+            "position": {
+              "start": 832,
+              "end": 864
+            }
+          },
+          {
+            "target": "3f14540d-53bb-5dd3-9ca9-f330ed58aa35",
+            "relation": "embeds",
+            "ref": "[tables/table-27 Exact match rates.html]",
+            "position": {
+              "start": 907,
+              "end": 947
+            }
+          },
+          {
+            "target": "7560352c-8252-5719-8d6e-43d3cfe49d61",
+            "relation": "embeds",
+            "ref": "[images/image-121-__details_.jpg]",
+            "position": {
+              "start": 983,
+              "end": 1016
+            }
+          },
+          {
+            "target": "cb9384ea-d51f-5026-8f70-9655ddd99084",
+            "relation": "embeds",
+            "ref": "[tables/table-28 Exact match rates.html]",
+            "position": {
+              "start": 1059,
+              "end": 1099
+            }
+          },
+          {
+            "target": "96f96e20-7900-50de-9229-996fffba50e1",
+            "relation": "embeds",
+            "ref": "[images/image-99-__details_.jpg]",
+            "position": {
+              "start": 1135,
+              "end": 1167
+            }
+          },
+          {
+            "target": "748a5acf-3859-5654-bb15-50a3e9da9501",
+            "relation": "embeds",
+            "ref": "[tables/table-29 Accuracy Table.html]",
+            "position": {
+              "start": 1210,
+              "end": 1247
+            }
+          },
+          {
+            "target": "65d9f043-0f3b-5adf-8b0a-6a991286168a",
+            "relation": "embeds",
+            "ref": "[images/image-100-__details_.jpg]",
+            "position": {
+              "start": 1283,
+              "end": 1316
+            }
+          },
+          {
+            "target": "382dabac-e266-5dfd-a4e4-d76bb5413823",
+            "relation": "embeds",
+            "ref": "[tables/table-30 Accuracy vs x.html]",
+            "position": {
+              "start": 1359,
+              "end": 1395
+            }
+          },
+          {
+            "target": "ee9876df-8ea6-5238-8c3d-658b638f243a",
+            "relation": "embeds",
+            "ref": "[images/image-101-__details_.jpg]",
+            "position": {
+              "start": 1431,
+              "end": 1464
+            }
+          },
+          {
+            "target": "a0e9edcd-8648-5c02-973a-a346465912ef",
+            "relation": "embeds",
+            "ref": "[tables/table-31 Accuracy vs x.html]",
+            "position": {
+              "start": 1507,
+              "end": 1543
+            }
+          },
+          {
+            "target": "0f880091-3e3a-5e4a-828d-79c1594e575d",
+            "relation": "embeds",
+            "ref": "[images/image-102-__details_.jpg]",
+            "position": {
+              "start": 1579,
+              "end": 1612
+            }
+          },
+          {
+            "target": "0418a3b1-33bb-5cc2-959e-94fe746cdb12",
+            "relation": "embeds",
+            "ref": "[tables/table-32 Accuracy vs. Scale.html]",
+            "position": {
+              "start": 1655,
+              "end": 1696
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "5644dc80-e12c-5c0f-b77b-88a16545298a",
+      "type": "text",
+      "content": "▶ Currently few explanations for why these abilities emerge\n▶ Evaluation metrics used to measure these abilities may not fully explain why they emerge\n▶ Disclaimer: maybe emergent abilities of LLMs are a mirage!!!\nhttps://arxiv.org/abs/2304.15004\n▶ “Emergent abilities appear due to the researcher's choice of metric rather than due to fundamental changes in model behavior with scale”",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/NLP Throughout the Years/Potential Explanations of Emergence",
+      "metadata": {
+        "length": 385,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Currently",
+          "explanations",
+          "abilities",
+          "emerge",
+          "Evaluation",
+          "metrics",
+          "measure",
+          "fully",
+          "explain",
+          "Disclaimer",
+          "emergent",
+          "LLMs",
+          "mirage",
+          "https",
+          "arxiv",
+          "org",
+          "abs",
+          "2304.15004",
+          "Emergent",
+          "due",
+          "researcher",
+          "choice",
+          "metric",
+          "fundamental",
+          "model",
+          "behavior",
+          "scale"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "7de571f9-2e26-5fe7-bdc3-3b7a63f5e60e",
+      "type": "text",
+      "content": "▶ Further scaling could endow even-larger LMs with new emergent abilities\n▶ While scaling is a factor in emergent abilities, it is not the only factor\n▶ E.g. new architectures, higher-quality data, and improved training procedures, could enable emergent abilities on smaller models\n▶ Further research may make the abilities available for smaller models\n▶ Other directions: improving few-shot prompting abilities of LMs, theoretical and interpretability research, and computational linguistics work",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/NLP Throughout the Years/Beyond Scaling",
+      "metadata": {
+        "length": 497,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Further",
+          "scaling",
+          "endow",
+          "larger",
+          "LMs",
+          "emergent",
+          "abilities",
+          "While",
+          "factor",
+          "architectures",
+          "higher",
+          "quality",
+          "data",
+          "improved",
+          "training",
+          "procedures",
+          "enable",
+          "smaller",
+          "models",
+          "research",
+          "make",
+          "Other",
+          "directions",
+          "improving",
+          "shot",
+          "prompting",
+          "theoretical",
+          "interpretability",
+          "computational",
+          "linguistics",
+          "work"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "ac65104c-d583-5502-aed1-c4be4aa5080f",
+      "type": "text",
+      "content": "▶ Do you believe emergent abilities will continue to arise with more scale? Will there be a limit? Possibly even diminishing returns?\nWhat are your thoughts on the current trend of larger models and more data? Do you believe this is a good direction for the research community, or rather “inhibiting our creativity”?\nThoughts on retrieval-based or retrieval-augmented systems compared to simply “learning everything” within the parameters of the model?",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/NLP Throughout the Years/Questions for the Group",
+      "metadata": {
+        "length": 452,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Do",
+          "emergent",
+          "abilities",
+          "continue",
+          "arise",
+          "scale",
+          "Will",
+          "limit",
+          "Possibly",
+          "diminishing",
+          "returns",
+          "What",
+          "thoughts",
+          "current",
+          "trend",
+          "larger",
+          "models",
+          "data",
+          "good",
+          "direction",
+          "research",
+          "community",
+          "inhibiting",
+          "creativity",
+          "Thoughts",
+          "retrieval",
+          "based",
+          "augmented",
+          "systems",
+          "compared",
+          "simply",
+          "learning",
+          "parameters",
+          "model"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "ddae0bd1-108d-52ef-87be-854afa741e4d",
+      "type": "text",
+      "content": "",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/RLHF, ChatGPT, GPT-4, Gemini",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "47e06f29-dd8c-5d3d-ba05-95165e930420",
+      "type": "image",
+      "content": "\n## RLHF, ChatGPT, GPT-4, Gemini <details>0\n[images/image-122-RL Algorithm Reward Prediction Flow.jpg]\n",
+      "path": "images/image-122-RL Algorithm Reward Prediction Flow.jpg",
+      "metadata": {
+        "length": 78,
+        "summary": "image-122\n- Components: RL Algorithm, Reward Predictor, Environment\n- Inputs to Reward Predictor: Human Feedback (dotted line)\n- Outputs from Reward Predictor: Predicted Reward (sent to RL Algorithm)\n- Interaction between RL Algorithm and Environment:\n  - Observation sent from Environment to RL Algorithm\n  - Action sent from RL Algorithm to Environment",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-122-RL Algorithm Reward Prediction Flow.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "77209dde-21ac-56e4-ab36-90d548b414b9",
+      "type": "text",
+      "content": "▶ RLHF: technique that trains a \"reward model\" directly from human feedback\n▶ Uses the model as a reward function to optimize an agent's policy using reinforcement learning (RL) through an optimization algorithm\n▶ Ask humans to rank instances of the agent's behavior, e.g. which produced response is better\n\n## RLHF, ChatGPT, GPT-4, Gemini <details>0\n[images/image-122-RL Algorithm Reward Prediction Flow.jpg]\n\n<details>\n<summary>flowchart</summary>\n```mermaid\ngraph TD\nA[\"RL ALGORITHM\"] -->|PREDICTED REWARD| B[\"REWARD PREDICTOR\"]\nB -->|OBSERVATION| C[\"ENVIRONMENT\"]\nC -->|ACTION| A\nB -.->|HUMAN FEEDBACK| C\n```\n</details>",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/RLHF, ChatGPT, GPT-4, Gemini/Reinforcement Learning with Human Feedback (RLHF)",
+      "metadata": {
+        "length": 598,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "RLHF",
+          "technique",
+          "trains",
+          "reward",
+          "model",
+          "directly",
+          "human",
+          "feedback",
+          "Uses",
+          "function",
+          "optimize",
+          "agent",
+          "policy",
+          "reinforcement",
+          "learning",
+          "RL",
+          "optimization",
+          "algorithm",
+          "Ask",
+          "humans",
+          "rank",
+          "instances",
+          "behavior",
+          "produced",
+          "response",
+          "ChatGPT",
+          "GPT",
+          "Gemini",
+          "details",
+          "summary",
+          "flowchart",
+          "mermaid",
+          "graph",
+          "TD",
+          "ALGORITHM",
+          "PREDICTED",
+          "REWARD",
+          "PREDICTOR",
+          "OBSERVATION",
+          "ENVIRONMENT",
+          "ACTION",
+          "HUMAN",
+          "FEEDBACK"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "47e06f29-dd8c-5d3d-ba05-95165e930420",
+            "relation": "embeds",
+            "ref": "[images/image-122-RL Algorithm Reward Prediction Flow.jpg]",
+            "position": {
+              "start": 351,
+              "end": 409
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "84320a19-8fab-585c-9f8a-857389f47d69",
+      "type": "image",
+      "content": "\nC -->|ACTION| A <details>0\n[images/image-104-RLHF Process Diagram.jpg]\n",
+      "path": "images/image-104-RLHF Process Diagram.jpg_2",
+      "metadata": {
+        "length": 62,
+        "summary": "image-104\nC -->|ACTION| A <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-104-RLHF Process Diagram.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "647d5ed6-8ffd-58cf-b070-42c4c3b2cc45",
+      "type": "image",
+      "content": "\nsubgraph Reinforcement_learning_from_Human_Feedback_RLHF[\"\\\"Reinforcement learning from Human Feedback (RLHF)\\\"\"] <details>0\n[images/image-105-Direct Preference Optimization.jpg]\n",
+      "path": "images/image-105-Direct Preference Optimization.jpg_2",
+      "metadata": {
+        "length": 160,
+        "summary": "image-105\nsubgraph Reinforcement_learning_from_Human_Feedback_RLHF[\"\\\"Reinforcement learning from Human Feedback (RLHF)\\\"\"] <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-105-Direct Preference Optimization.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "9e6c07c3-e8c0-5410-9c15-b9ee5ffb2eca",
+      "type": "text",
+      "content": "C -->|ACTION| A <details>0\n[images/image-104-RLHF Process Diagram.jpg]\n\n<details>\n<summary>flowchart</summary>\n```mermaid\ngraph LR\nA[\"preference data\"] --> B[\"maximum likelihood\"]\nB --> C[\"reward model\"]\nC --> D[\"label rewards\"]\nD --> E[\"sample completions\"]\nE --> F[\"LM policy\"]\nstyle A fill:#f9f,stroke:#333\nstyle F fill:#bbf,stroke:#333\nsubgraph Reinforcement_learning_from_Human_Feedback_RLHF[\"\\\"Reinforcement learning from Human Feedback (RLHF)\\\"\"]\nG[\"write me a poem about the history of jazz\"]\nend\n```\n</details>\n\nsubgraph Reinforcement_learning_from_Human_Feedback_RLHF[\"\\\"Reinforcement learning from Human Feedback (RLHF)\\\"\"] <details>0\n[images/image-105-Direct Preference Optimization.jpg]\n\n<details>\n<summary>flowchart</summary>\n```mermaid\ngraph LR\nA[\"preference data\"] --> B[\"> y_w\"]\nB --> C[\"maximum likelihood\"]\nC --> D[\"final LM\"]\n```\n</details>\nFigure 1: DPO optimizes for human preferences while avoiding reinforcement learning. Existing methods for fine-tuning language models with human feedback first fit a reward model to a dataset of prompts and human preferences over pairs of responses, and then use RL to find a policy that maximizes the learned reward. In contrast, DPO directly optimizes for the policy best satisfying the preferences with a simple classification objective, without an explicit reward function or RL.",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/RLHF, ChatGPT, GPT-4, Gemini/Direct Preference Optimization (DPO)",
+      "metadata": {
+        "length": 1314,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "ACTION",
+          "details",
+          "summary",
+          "flowchart",
+          "mermaid",
+          "graph",
+          "LR",
+          "preference",
+          "data",
+          "maximum",
+          "likelihood",
+          "reward",
+          "model",
+          "label",
+          "rewards",
+          "sample",
+          "completions",
+          "LM",
+          "policy",
+          "style",
+          "fill",
+          "f9f",
+          "stroke",
+          "333",
+          "bbf",
+          "subgraph",
+          "Reinforcement",
+          "learning",
+          "Human",
+          "Feedback",
+          "RLHF",
+          "write",
+          "poem",
+          "history",
+          "jazz",
+          "end",
+          "final",
+          "Figure",
+          "DPO",
+          "optimizes",
+          "human",
+          "preferences",
+          "avoiding",
+          "reinforcement",
+          "Existing",
+          "methods",
+          "fine",
+          "tuning",
+          "language",
+          "models",
+          "feedback",
+          "fit",
+          "dataset",
+          "prompts",
+          "pairs",
+          "responses",
+          "RL",
+          "find",
+          "maximizes",
+          "learned",
+          "In",
+          "contrast",
+          "directly",
+          "satisfying",
+          "simple",
+          "classification",
+          "objective",
+          "explicit",
+          "function"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "84320a19-8fab-585c-9f8a-857389f47d69",
+            "relation": "embeds",
+            "ref": "[images/image-104-RLHF Process Diagram.jpg]",
+            "position": {
+              "start": 27,
+              "end": 70
+            }
+          },
+          {
+            "target": "647d5ed6-8ffd-58cf-b070-42c4c3b2cc45",
+            "relation": "embeds",
+            "ref": "[images/image-105-Direct Preference Optimization.jpg]",
+            "position": {
+              "start": 646,
+              "end": 699
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "93da710a-aa7d-55dd-9171-bc3e5462a95b",
+      "type": "image",
+      "content": "\n</details> <details>0\n[images/image-123-ChatGPT Interface.jpg]\n",
+      "path": "images/image-123-ChatGPT Interface.jpg",
+      "metadata": {
+        "length": 57,
+        "summary": "image-123\n- **URL**: chat.openai.com\n- **Background Text**: \"Welcome to ChatGPT\", \"your OpenAI account\"\n- **User Input**: \"Hi\"\n- **AI Response**: \"Hello! How can I help you today? Is there something you need help with or would like to learn more about? I'm here to assist you with any questions you may have.\"",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-123-ChatGPT Interface.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "cf3d7902-a6b3-5a08-bd4c-adc7f2fd8c1c",
+      "type": "image",
+      "content": "\nthere something you need help with or <details>0\n[images/image-124-GPT Model Evolution.jpg]\n",
+      "path": "images/image-124-GPT Model Evolution.jpg",
+      "metadata": {
+        "length": 84,
+        "summary": "image-124\n- **Series:** GPT-3 Series and GPT-3.5 Series\n- **GPT-3 Initial (Davinci):** Derived from Large-scale language model pretraining\n  - **Codex Initial:** Result of Training on code\n    - Code-davinci-001\n    - Code-cushman-001\n  - **InstructGPT Initial:** Result of Instruction tuning\n    - Instruct-davinci-beta\n    - Text-davinci-001\n- **Code-davinci-002:** Derived from LM + code training then instruction tuning (combining Codex and InstructGPT paths)\n- **Text-davinci-002:** Derived from Supervised instruction tuning\n- **Final Models (RLHF applied to Text-davinci-002):**\n  - Text-davinci-003\n  - ChatGPT",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-124-GPT Model Evolution.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "60da8b2a-bdf1-5114-8774-65c309254661",
+      "type": "text",
+      "content": "▶ Finetuned on GPT-3.5, which is a series of models trained on a mix of text and code using instruction tuning and RLHF\n▶ Taken the world by storm!\n\n</details> <details>0\n[images/image-123-ChatGPT Interface.jpg]\n\n<details>\n<summary>text_image</summary>\nWelcome to ChatGPT\nin your OpenAI accoun!\nHello! How can I help you today? Is\nthere something you need help with or\nwould like to learn more about? I'm\nhere to assist you with any questions\nyou may have.\n</details>\n\nthere something you need help with or <details>0\n[images/image-124-GPT Model Evolution.jpg]\n\n<details>\n<summary>flowchart</summary>\n```mermaid\ngraph TD\nA[\"GPT-3 Series\"] --> B[\"Training on code\"]\nB --> C[\"Codex Initial\"]\nC --> D[\"Code-davinci-001\"]\nC --> E[\"Code-cushman-001\"]\nF[\"Large-scale language model pretraining\"] --> G[\"GPT-3 Initial\"]\nG --> H[\"Davinci\"]\nH --> I[\"InstructGPT Initial\"]\nI --> J[\"Instruct-davinci-beta\"]\nI --> K[\"Text-davinci-001\"]\nL[\"GPT-3.5 Series\"] --> M[\"Code-davinci-002\"]\nM --> N[\"Supervised instruction tuning\"]\nN --> O[\"RLHF\"]\nO --> P[\"Text-davinci-002\"]\nP --> Q[\"ChatGPT\"]\nR[\"LM + code training then instruction tuning\"] --> M\n```\n</details>",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/RLHF, ChatGPT, GPT-4, Gemini/ChatGPT",
+      "metadata": {
+        "length": 1126,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Finetuned",
+          "GPT",
+          "3.5",
+          "series",
+          "models",
+          "trained",
+          "mix",
+          "text",
+          "code",
+          "instruction",
+          "tuning",
+          "RLHF",
+          "Taken",
+          "world",
+          "storm",
+          "details",
+          "summary",
+          "image",
+          "Welcome",
+          "ChatGPT",
+          "OpenAI",
+          "accoun",
+          "Hello",
+          "How",
+          "today",
+          "Is",
+          "learn",
+          "assist",
+          "questions",
+          "flowchart",
+          "mermaid",
+          "graph",
+          "TD",
+          "Series",
+          "Training",
+          "Codex",
+          "Initial",
+          "Code",
+          "davinci",
+          "001",
+          "cushman",
+          "Large",
+          "scale",
+          "language",
+          "model",
+          "pretraining",
+          "Davinci",
+          "InstructGPT",
+          "Instruct",
+          "beta",
+          "Text",
+          "002",
+          "Supervised",
+          "LM",
+          "training"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "93da710a-aa7d-55dd-9171-bc3e5462a95b",
+            "relation": "embeds",
+            "ref": "[images/image-123-ChatGPT Interface.jpg]",
+            "position": {
+              "start": 171,
+              "end": 211
+            }
+          },
+          {
+            "target": "cf3d7902-a6b3-5a08-bd4c-adc7f2fd8c1c",
+            "relation": "embeds",
+            "ref": "[images/image-124-GPT Model Evolution.jpg]",
+            "position": {
+              "start": 518,
+              "end": 560
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "7c0b3eae-7850-5f6d-92f1-cf7199847f22",
+      "type": "image",
+      "content": "\n▶ Discuss humor in images, summarize screenshot text, etc. <details>0\n[images/image-106-Robot Head Close-Up.jpg]\n",
+      "path": "images/image-106-Robot Head Close-Up.jpg_2",
+      "metadata": {
+        "length": 105,
+        "summary": "image-106\n▶ Discuss humor in images, summarize screenshot text, etc. <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-106-Robot Head Close-Up.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "628895a6-8f79-5357-9338-aafa67bcf6c1",
+      "type": "text",
+      "content": "▶ Supervised learning on large dataset, then RLHF and RLAIF\n▶ GPT-4 trained on both images and text, vision is also out!\n▶ Discuss humor in images, summarize screenshot text, etc.\n▶ GPT-4 is \"more reliable, creative, and able to handle much more nuanced instructions than GPT-3.5\"\n▶ Much longer context windows of 8,192 and 32,768 tokens\n▶ Does exceptionally well on standardized tests\n▶ Did not release technical details of GPT-4\n\n▶ Discuss humor in images, summarize screenshot text, etc. <details>0\n[images/image-106-Robot Head Close-Up.jpg]\n\n<details>\n<summary>natural_image</summary>\nClose-up of a humanoid robot head with exposed mechanical components and a circular dial (no text or symbols visible)\n</details>\nGPT-4",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/RLHF, ChatGPT, GPT-4, Gemini/GPT-4",
+      "metadata": {
+        "length": 714,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Supervised",
+          "learning",
+          "large",
+          "dataset",
+          "RLHF",
+          "RLAIF",
+          "GPT",
+          "trained",
+          "images",
+          "text",
+          "vision",
+          "Discuss",
+          "humor",
+          "summarize",
+          "screenshot",
+          "reliable",
+          "creative",
+          "handle",
+          "nuanced",
+          "instructions",
+          "3.5",
+          "Much",
+          "longer",
+          "context",
+          "windows",
+          "192",
+          "32",
+          "768",
+          "tokens",
+          "Does",
+          "exceptionally",
+          "standardized",
+          "tests",
+          "Did",
+          "release",
+          "technical",
+          "details",
+          "summary",
+          "natural",
+          "image",
+          "Close",
+          "humanoid",
+          "robot",
+          "head",
+          "exposed",
+          "mechanical",
+          "components",
+          "circular",
+          "dial",
+          "symbols",
+          "visible"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "7c0b3eae-7850-5f6d-92f1-cf7199847f22",
+            "relation": "embeds",
+            "ref": "[images/image-106-Robot Head Close-Up.jpg]",
+            "position": {
+              "start": 502,
+              "end": 544
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "fbbcb372-85a6-5c8a-90e8-1457d5b5738a",
+      "type": "text",
+      "content": "▶ Latest: Gemini 1.5 Pro\nGemini Ultra performs better than ChatGPT on 30 of the 32 academic benchmarks in reasoning and understanding it tested on.\n▶ Effectively processes and integrates data from diff modalities:\n▶ Text, audio, image, video\n▶ Based on a Mixture-of-Experts (MoE) model\n▶ Significantly improves efficiency in training and application",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/RLHF, ChatGPT, GPT-4, Gemini/Gemini",
+      "metadata": {
+        "length": 349,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Latest",
+          "Gemini",
+          "1.5",
+          "Pro",
+          "Ultra",
+          "performs",
+          "ChatGPT",
+          "30",
+          "32",
+          "academic",
+          "benchmarks",
+          "reasoning",
+          "understanding",
+          "tested",
+          "Effectively",
+          "processes",
+          "integrates",
+          "data",
+          "diff",
+          "modalities",
+          "Text",
+          "audio",
+          "image",
+          "video",
+          "Based",
+          "Mixture",
+          "Experts",
+          "MoE",
+          "model",
+          "Significantly",
+          "improves",
+          "efficiency",
+          "training",
+          "application"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "0438d24b-ff51-52b8-8d94-125bf6e9ed55",
+      "type": "image",
+      "content": "\n▶ Significantly improves efficiency in training and application <details>0\n[images/image-125-Architecture Diagram.jpg]\n",
+      "path": "images/image-125-Architecture Diagram.jpg",
+      "metadata": {
+        "length": 110,
+        "summary": "image-125\n- Input node feeds into three expert modules: Text Expert, Image Expert, and Fusion Expert.\n- All experts feed into a single Output node.\n- A Gating Network receives input from the Input node and distributes weights to each expert:\n  - Text Expert: 60%\n  - Image Expert: 30%\n  - Fusion Expert: 10%",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-125-Architecture Diagram.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "1c8d5f08-663f-56e8-9bdc-53cee4ed98df",
+      "type": "text",
+      "content": "▶ Based on a Mixture-of-Experts (MoE) model\nCombination of multiple small Neural networks known as ‘Experts’ which are trained and capable of handling particular data and performing specialised tasks.\n▶ 'Gating network' which predicts which response is best suited to address the request.\n\n▶ Significantly improves efficiency in training and application <details>0\n[images/image-125-Architecture Diagram.jpg]\n\n<details>\n<summary>flowchart</summary>\n```mermaid\ngraph TD\nA[\"Input\"] --> B[\"Text Expert\"]\nA --> C[\"Image Expert\"]\nA --> D[\"Fusion Expert\"]\nB --> E[\"Output\"]\nC --> E\nD --> E\nE --> F[\"Gating Network\"]\nF --> A\nstyle A fill:#f9f,stroke:#333\nstyle E fill:#bbf,stroke:#333\nstyle F fill:#dfd,stroke:#333\n```\n</details>\nSource link",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/RLHF, ChatGPT, GPT-4, Gemini/Gemini_2",
+      "metadata": {
+        "length": 724,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Based",
+          "Mixture",
+          "Experts",
+          "MoE",
+          "model",
+          "Combination",
+          "multiple",
+          "small",
+          "Neural",
+          "networks",
+          "trained",
+          "capable",
+          "handling",
+          "data",
+          "performing",
+          "specialised",
+          "tasks",
+          "Gating",
+          "network",
+          "predicts",
+          "response",
+          "suited",
+          "address",
+          "request",
+          "Significantly",
+          "improves",
+          "efficiency",
+          "training",
+          "application",
+          "details",
+          "summary",
+          "flowchart",
+          "mermaid",
+          "graph",
+          "TD",
+          "Input",
+          "Text",
+          "Expert",
+          "Image",
+          "Fusion",
+          "Output",
+          "Network",
+          "style",
+          "fill",
+          "f9f",
+          "stroke",
+          "333",
+          "bbf",
+          "dfd",
+          "Source",
+          "link"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "0438d24b-ff51-52b8-8d94-125bf6e9ed55",
+            "relation": "embeds",
+            "ref": "[images/image-125-Architecture Diagram.jpg]",
+            "position": {
+              "start": 365,
+              "end": 408
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "7063fbff-bd9b-553d-8d0c-d4722290ce25",
+      "type": "image",
+      "content": "\n• Controlling toxicity, bias, and ethics <details>0\n[images/image-126-ChatGPT Overview.jpg]\n",
+      "path": "images/image-126-ChatGPT Overview.jpg",
+      "metadata": {
+        "length": 87,
+        "summary": "image-126\nExamples:\n- \"Explain quantum computing in simple terms\"\n- \"Got any creative ideas for a 10 year old's birthday?\"\n- \"How do I make an HTTP request in Javascript?\"\n\nCapabilities:\n- Remembers what user said earlier in the conversation\n- Allows user to provide follow-up corrections\n- Trained to decline inappropriate requests\n\nLimitations:\n- May occasionally generate incorrect information\n- May occasionally produce harmful instructions or biased content\n- Limited knowledge of world and events after 2021",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-126-ChatGPT Overview.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "b227377b-0333-5b5b-b411-fb8ae7b062e9",
+      "type": "image",
+      "content": "\nI[\"&quot;How do I make an HTTP request in Javascript?&quot; →\"] --> J[\"Trained to decline inappropriate requests\"] <details>0\n[images/image-109-Avocado Armchair Designs.jpg]\n",
+      "path": "images/image-109-Avocado Armchair Designs.jpg_2",
+      "metadata": {
+        "length": 161,
+        "summary": "image-109\nI[\"&quot;How do I make an HTTP request in Javascript?&quot; →\"] --> J[\"Trained to decline inappropriate requests\"] <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-109-Avocado Armchair Designs.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "08e0f007-0d3a-517a-bdc7-9a8e9396ce91",
+      "type": "text",
+      "content": "Recently Taken Off:\n- LLM boom: ChatGPT, GPT-4, Gemini, open-source models\n• Human alignment and interaction\n\\- Reinforcement learning & human feedback\n• Controlling toxicity, bias, and ethics\n- More use in unique applications: audio, art/music, neuro/bio, coding, games, physical tasks, etc.\n\\- Speakers will touch (or have touched) on these!\n\\- Other: diffusion models (e.g. text-to-image/video gen)\n○ Also, Diffusion Transformer (DiT)\n\n• Controlling toxicity, bias, and ethics <details>0\n[images/image-126-ChatGPT Overview.jpg]\n\n<details>\n<summary>flowchart</summary>\n```mermaid\ngraph TD\nA[\"Examples\"] --> B[\"&quot;Explain quantum computing in simple terms&quot; →\"]\nC[\"Capabilities\"] --> D[\"Remembers what user said earlier in the conversation\"]\nE[\"Limitations\"] --> F[\"May occasionally generate incorrect information\"]\nG[\"&quot;Got any creative ideas for a 10 year old's birthday?&quot; →\"] --> H[\"Allows user to provide follow-up corrections\"]\nI[\"&quot;How do I make an HTTP request in Javascript?&quot; →\"] --> J[\"Trained to decline inappropriate requests\"]\nK[\"Limited knowledge of world and events after 2021\"] --> L[\"May occasionally produce harmful instructions or biased content\"]\n```\n</details>\nImage source: https://openai.com/blog/chatgpt/\n\nI[\"&quot;How do I make an HTTP request in Javascript?&quot; →\"] --> J[\"Trained to decline inappropriate requests\"] <details>0\n[images/image-109-Avocado Armchair Designs.jpg]\n\n<details>\n<summary>text_image</summary>\nTEXT PROMPT an armchair in the shape of an avocado, an armchair imitating an avocado.\nAI-GENERATED IMAGES\n</details>",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/RLHF, ChatGPT, GPT-4, Gemini/Where we are (2024)",
+      "metadata": {
+        "length": 1566,
+        "summary": "The passage discusses recent trends in large language models (LLMs) like ChatGPT, GPT-4, and Gemini, focusing on human alignment, reinforcement learning from human feedback, and controlling toxicity, bias, and ethics. It also covers diffusion models for text-to-image/video generation and the Diffusion Transformer (DiT). A flowchart from OpenAI illustrates ChatGPT's capabilities, limitations, and examples. An image example shows text-to-image generation of an avocado-shaped armchair.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Recently",
+          "Taken",
+          "Off",
+          "LLM",
+          "boom",
+          "ChatGPT",
+          "GPT",
+          "Gemini",
+          "open",
+          "source",
+          "models",
+          "Human",
+          "alignment",
+          "interaction",
+          "Reinforcement",
+          "learning",
+          "human",
+          "feedback",
+          "Controlling",
+          "toxicity",
+          "bias",
+          "ethics",
+          "More",
+          "unique",
+          "applications",
+          "audio",
+          "art",
+          "music",
+          "neuro",
+          "bio",
+          "coding",
+          "games",
+          "physical",
+          "tasks",
+          "Speakers",
+          "touch",
+          "touched",
+          "Other",
+          "diffusion",
+          "text",
+          "image",
+          "video",
+          "gen",
+          "Also",
+          "Diffusion",
+          "Transformer",
+          "DiT",
+          "details",
+          "summary",
+          "flowchart",
+          "mermaid",
+          "graph",
+          "TD",
+          "Examples",
+          "quot",
+          "Explain",
+          "quantum",
+          "computing",
+          "simple",
+          "terms",
+          "Capabilities",
+          "Remembers",
+          "user",
+          "earlier",
+          "conversation",
+          "Limitations",
+          "May",
+          "occasionally",
+          "generate",
+          "incorrect",
+          "information",
+          "Got",
+          "creative",
+          "ideas",
+          "10",
+          "year",
+          "birthday",
+          "Allows",
+          "provide",
+          "follow",
+          "corrections",
+          "How",
+          "make",
+          "HTTP",
+          "request",
+          "Javascript",
+          "Trained",
+          "decline",
+          "inappropriate",
+          "requests",
+          "Limited",
+          "knowledge",
+          "world",
+          "events",
+          "2021",
+          "produce",
+          "harmful",
+          "instructions",
+          "biased",
+          "content",
+          "Image",
+          "https",
+          "openai",
+          "blog",
+          "chatgpt",
+          "TEXT",
+          "PROMPT",
+          "armchair",
+          "shape",
+          "avocado",
+          "imitating",
+          "AI",
+          "GENERATED",
+          "IMAGES"
+        ],
+        "keywords": [
+          "LLM",
+          "AI ethics",
+          "Diffusion models"
+        ],
+        "connect_to": [
+          {
+            "target": "7063fbff-bd9b-553d-8d0c-d4722290ce25",
+            "relation": "embeds",
+            "ref": "[images/image-126-ChatGPT Overview.jpg]",
+            "position": {
+              "start": 491,
+              "end": 530
+            }
+          },
+          {
+            "target": "b227377b-0333-5b5b-b411-fb8ae7b062e9",
+            "relation": "embeds",
+            "ref": "[images/image-109-Avocado Armchair Designs.jpg]",
+            "position": {
+              "start": 1381,
+              "end": 1428
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "d68c3ebe-3557-5715-b937-a03c535f2a67",
+      "type": "image",
+      "content": "\n- Potential real-world impacts: <details>0\n[images/image-110-Millennium Falcon.jpg]\n",
+      "path": "images/image-110-Millennium Falcon.jpg_2",
+      "metadata": {
+        "length": 78,
+        "summary": "image-110\n- Potential real-world impacts: <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-110-Millennium Falcon.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "5830af1d-b59c-50af-a75d-207cc95bca09",
+      "type": "text",
+      "content": "\\- Can enable a lot more applications:\n○ Generalist Agents\n- Longer video understanding and generation, finance + business\n- Incredibly long sequence modeling (GPT authors a novel)\n○ Domain-specific “Foundation models” - DoctorGPT, LawyerGPT, ...\n- Potential real-world impacts:\n■ Personalized education and tutoring systems\n■ Advanced healthcare diagnostics, environmental monitoring & protection, etc.\n■ Real-time multilingual communication\n■ Interactive entertainment & gaming (e.g. NPCs)\n\n- Potential real-world impacts: <details>0\n[images/image-110-Millennium Falcon.jpg]\n\n<details>\n<summary>natural_image</summary>\nFuturistic futuristic spaceship with reflective surface and dynamic design (no visible text or symbols)\n</details>",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/RLHF, ChatGPT, GPT-4, Gemini/The Future (What's Next?)",
+      "metadata": {
+        "length": 728,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Can",
+          "enable",
+          "lot",
+          "applications",
+          "Generalist",
+          "Agents",
+          "Longer",
+          "video",
+          "understanding",
+          "generation",
+          "finance",
+          "business",
+          "Incredibly",
+          "long",
+          "sequence",
+          "modeling",
+          "GPT",
+          "authors",
+          "Domain",
+          "specific",
+          "Foundation",
+          "models",
+          "DoctorGPT",
+          "LawyerGPT",
+          "Potential",
+          "real",
+          "world",
+          "impacts",
+          "Personalized",
+          "education",
+          "tutoring",
+          "systems",
+          "Advanced",
+          "healthcare",
+          "diagnostics",
+          "environmental",
+          "monitoring",
+          "protection",
+          "Real",
+          "time",
+          "multilingual",
+          "communication",
+          "Interactive",
+          "entertainment",
+          "gaming",
+          "NPCs",
+          "details",
+          "summary",
+          "natural",
+          "image",
+          "Futuristic",
+          "futuristic",
+          "spaceship",
+          "reflective",
+          "surface",
+          "dynamic",
+          "design",
+          "visible",
+          "text",
+          "symbols"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "d68c3ebe-3557-5715-b937-a03c535f2a67",
+            "relation": "embeds",
+            "ref": "[images/image-110-Millennium Falcon.jpg]",
+            "position": {
+              "start": 536,
+              "end": 576
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "cf38ff36-36ee-58b6-8cfc-90b5d5a04779",
+      "type": "image",
+      "content": "\n- Infinite/external memory: like Neural Turing Machines <details>0\n[images/image-111-Millennium Falcon.jpg]\n",
+      "path": "images/image-111-Millennium Falcon.jpg_2",
+      "metadata": {
+        "length": 102,
+        "summary": "image-111\n- Infinite/external memory: like Neural Turing Machines <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-111-Millennium Falcon.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "2519634b-9081-53f7-9eea-8bb6457ef6fc",
+      "type": "text",
+      "content": "• Missing Ingredients (to AGI/ASI?):\n○ Reducing computation complexity\n- Enhanced human controllability\n○ Alignment with language models of human brain\n○ Adaptive learning and generalization across domains\n○ Multi-sensory multimodal embodiment (e.g. intuitive physics and commonsense)\n- Infinite/external memory: like Neural Turing Machines\n- Infinite/constant self-improvement and self-reflection capabilities\n○ Complete autonomy and long-horizon decision-making\n○ Emotional intelligence and social understanding\n- Ethical reasoning and value alignment\n\n- Infinite/external memory: like Neural Turing Machines <details>0\n[images/image-111-Millennium Falcon.jpg]\n\n<details>\n<summary>natural_image</summary>\nFuturistic futuristic spaceship with reflective surface and dynamic control panels (no text or symbols visible)\n</details>",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/RLHF, ChatGPT, GPT-4, Gemini/The Future (What's Missing?)",
+      "metadata": {
+        "length": 822,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Missing",
+          "Ingredients",
+          "AGI",
+          "ASI",
+          "Reducing",
+          "computation",
+          "complexity",
+          "Enhanced",
+          "human",
+          "controllability",
+          "Alignment",
+          "language",
+          "models",
+          "brain",
+          "Adaptive",
+          "learning",
+          "generalization",
+          "domains",
+          "Multi",
+          "sensory",
+          "multimodal",
+          "embodiment",
+          "intuitive",
+          "physics",
+          "commonsense",
+          "Infinite",
+          "external",
+          "memory",
+          "Neural",
+          "Turing",
+          "Machines",
+          "constant",
+          "improvement",
+          "reflection",
+          "capabilities",
+          "Complete",
+          "autonomy",
+          "long",
+          "horizon",
+          "decision",
+          "making",
+          "Emotional",
+          "intelligence",
+          "social",
+          "understanding",
+          "Ethical",
+          "reasoning",
+          "alignment",
+          "details",
+          "summary",
+          "natural",
+          "image",
+          "Futuristic",
+          "futuristic",
+          "spaceship",
+          "reflective",
+          "surface",
+          "dynamic",
+          "control",
+          "panels",
+          "text",
+          "symbols",
+          "visible"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "cf38ff36-36ee-58b6-8cfc-90b5d5a04779",
+            "relation": "embeds",
+            "ref": "[images/image-111-Millennium Falcon.jpg]",
+            "position": {
+              "start": 622,
+              "end": 662
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "8037f904-a2f6-590b-9a6b-997e86209638",
+      "type": "text",
+      "content": "",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/Major Applications of Transformers",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "8132c117-59c5-5514-9eef-635f32595ba5",
+      "type": "image",
+      "content": "\n<summary>natural_image</summary> <details>0\n[images/image-127-ChatGPT Dialogue.jpg]\n",
+      "path": "images/image-127-ChatGPT Dialogue.jpg",
+      "metadata": {
+        "length": 79,
+        "summary": "image-127\nTitle: ChatGPT\n\n- **Main Subject:** A chat interface displaying a conversation with \"ChatGPT\".\n- **Dialogue Content:**\n    - **User Question 1:** \"What are you?\"\n        - **AI Response:** \"I'm a large language model trained by OpenAI. I'm a form of artificial intelligence that has been designed to process and generate human-like language.\"\n    - **User Question 2:** \"Are you human?\"\n        - **AI Response:** \"I'm not a human and I don't have the ability to think or feel in the same way that a person does.\"\n- **Visual Elements:** The interface includes the ChatGPT logo (a knot shape) and stylized icons representing users and messages connected by lines on a light background.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-127-ChatGPT Dialogue.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "64fe6025-f232-572c-bf6f-5e067fd2d063",
+      "type": "text",
+      "content": "<summary>natural_image</summary> <details>0\n[images/image-127-ChatGPT Dialogue.jpg]\n\n<details>\n<summary>text_image</summary>\nChatGPT\nWhat are you?\nI'm a large language model trained by OpenAI. I'm a form of artificial intelligence that has been designed to process and generate human-like language.\nAre you human?\nI'm not a human and I don't have the ability to think or feel in the same way that a person does.\n</details>",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/Major Applications of Transformers/Text and Language",
+      "metadata": {
+        "length": 416,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "summary",
+          "natural",
+          "image",
+          "details",
+          "text",
+          "ChatGPT",
+          "What",
+          "large",
+          "language",
+          "model",
+          "trained",
+          "OpenAI",
+          "form",
+          "artificial",
+          "intelligence",
+          "designed",
+          "process",
+          "generate",
+          "human",
+          "Are",
+          "don",
+          "ability",
+          "feel",
+          "person"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "8132c117-59c5-5514-9eef-635f32595ba5",
+            "relation": "embeds",
+            "ref": "[images/image-127-ChatGPT Dialogue.jpg]",
+            "position": {
+              "start": 44,
+              "end": 83
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "c8efd73d-f582-514a-8760-80fe633c1d13",
+      "type": "image",
+      "content": "\nI'm a large language model trained by OpenAI. I'm a form of artificial intelligence that has been designed to process and generate human-like language. <details>0\n[images/image-128-OpenAI Whisper.jpg]\n",
+      "path": "images/image-128-OpenAI Whisper.jpg",
+      "metadata": {
+        "length": 198,
+        "summary": "image-128\n- Text: OpenAI/Whisper\n- Logo: OpenAI logo (stylized knot)\n- Background: Abstract wave pattern in blue and purple mesh/grid style\n- Icon: Audio/speaker icon in bottom right corner",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-128-OpenAI Whisper.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "97b201f7-37c0-5828-b6bf-b9270198057d",
+      "type": "text",
+      "content": "I'm a large language model trained by OpenAI. I'm a form of artificial intelligence that has been designed to process and generate human-like language. <details>0\n[images/image-128-OpenAI Whisper.jpg]\n\n<details>\n<summary>text_image</summary>\nOpenAI/whisper\n</details>",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/Major Applications of Transformers/Audio: Speech + Music",
+      "metadata": {
+        "length": 263,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "large",
+          "language",
+          "model",
+          "trained",
+          "OpenAI",
+          "form",
+          "artificial",
+          "intelligence",
+          "designed",
+          "process",
+          "generate",
+          "human",
+          "details",
+          "summary",
+          "text",
+          "image",
+          "whisper"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "c8efd73d-f582-514a-8760-80fe633c1d13",
+            "relation": "embeds",
+            "ref": "[images/image-128-OpenAI Whisper.jpg]",
+            "position": {
+              "start": 163,
+              "end": 200
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "408ee3e0-3532-50a5-8347-225713c8ec10",
+      "type": "image",
+      "content": "\n<details> <details>0\n[images/image-129-Object and Person Detection on Bridge.jpg]\n",
+      "path": "images/image-129-Object and Person Detection on Bridge.jpg",
+      "metadata": {
+        "length": 56,
+        "summary": "image-129\n- Primary Subject: A crowd of people walking across a stone bridge with a large cylindrical fortress in the background (Castel Sant'Angelo, Rome).\n- Detected Objects (Red Boxes):\n  - Two tall street lamps (one on the far left, one on the far right).\n  - Multiple statues positioned along the bridge railing.\n  - Flags visible near the statues and on top of the fortress.\n- Detected Persons (Yellow Boxes):\n  - Numerous individuals identified as \"PERSON\" or \"PERS\".\n  - Groups of people are clustered on the right side of the foreground.\n  - Individuals are scattered throughout the middle ground walking towards the camera or away.\n- Visual Context: The scene is outdoors under a blue sky with clouds. The image includes bounding box overlays typical of computer vision object detection tasks.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-129-Object and Person Detection on Bridge.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "497c6aa9-5498-511f-b5cc-a2a255602319",
+      "type": "text",
+      "content": "<details> <details>0\n[images/image-129-Object and Person Detection on Bridge.jpg]\n\n<details>\n<summary>text_image</summary>\nOBJECT\nOBJECT\nOBJECT\nOBJECT\nPERSON\nPERSON\nPERSON\nPERSON\nPERSON\nPERSON\nPERSON\nPERSON\nPERSON\nPERSON\nPERSON\nPERSON\nPERSON\nPERSON\nPERSON\nPERSON\nPERSON\nPERSON\nPERSON\nPERSON\nPERSON\nPERSON\nPERSON\nPERSON\nPERSON\nPERSON\nPERSON\nPERSON\nPERSON\nPERSON\nPERSON\nPERSON\nPERSON\nPERSON\nPERSON\nPERSON\nPERSON\nPERSON\nPERSON\nPERSON\nPERSON\nPERSON\nPERSON\nPERSON\nPERSON\nPERSON\nPERSON\nPERSON\nPERSON\nPERSON\nPerson\n</details>\nVision Transformer (ViT)",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/Major Applications of Transformers/Vision: Analyzing Images & Videos",
+      "metadata": {
+        "length": 516,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "details",
+          "summary",
+          "text",
+          "image",
+          "OBJECT",
+          "PERSON",
+          "Person",
+          "Vision",
+          "Transformer",
+          "ViT"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "408ee3e0-3532-50a5-8347-225713c8ec10",
+            "relation": "embeds",
+            "ref": "[images/image-129-Object and Person Detection on Bridge.jpg]",
+            "position": {
+              "start": 21,
+              "end": 81
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "6b0820da-9360-530f-b993-d833e7d80081",
+      "type": "image",
+      "content": "\nPERSON <details>0\n[images/image-130-Collage of Diverse Images.jpg]\n",
+      "path": "images/image-130-Collage of Diverse Images.jpg",
+      "metadata": {
+        "length": 53,
+        "summary": "image-130\n- Top Row: A teddy bear dressed as a knight, a surreal portrait with floral elements, an anime-style couple walking down a street at night, a cyclist on a dirt road, and a mountain reflected in a lake.\n- Middle Row: A smiling woman with hoop earrings, a lion made of autumn leaves, a portrait of a young woman in athletic wear, a close-up of a spiderweb with dew drops, and glowing mushrooms in a dark forest.\n- Bottom Row: A silhouette of a person standing on a cliff during a lightning storm, a child playing guitar by a campfire, a classic car parked under a modern concrete structure, colorful stones on a beach at sunset, and a stylized eagle head with neon colors against a city skyline.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-130-Collage of Diverse Images.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "9f310a7f-ac07-5d75-9f0f-67935ea0ba18",
+      "type": "text",
+      "content": "PERSON <details>0\n[images/image-130-Collage of Diverse Images.jpg]\n\n<details>\n<summary>natural_image</summary>\nCollage of diverse images including animals, landscapes, and urban scenes with no visible text or symbols.\n</details>\nImages: Stable Diffusion, Dall-E, Midjourney, etc.\nVideos: Sora, Pika, etc.",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/Major Applications of Transformers/Vision: Generating Images & Video",
+      "metadata": {
+        "length": 289,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "PERSON",
+          "details",
+          "summary",
+          "natural",
+          "image",
+          "Collage",
+          "diverse",
+          "images",
+          "including",
+          "animals",
+          "landscapes",
+          "urban",
+          "scenes",
+          "visible",
+          "text",
+          "symbols",
+          "Images",
+          "Stable",
+          "Diffusion",
+          "Dall",
+          "Midjourney",
+          "Videos",
+          "Sora",
+          "Pika"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "6b0820da-9360-530f-b993-d833e7d80081",
+            "relation": "embeds",
+            "ref": "[images/image-130-Collage of Diverse Images.jpg]",
+            "position": {
+              "start": 18,
+              "end": 66
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "5bc23709-1ddb-5297-b5c3-b6967b1d7901",
+      "type": "image",
+      "content": "\nCollage of diverse images including animals, landscapes, and urban scenes with no visible text or symbols. <details>0\n[images/image-131-Collage of.jpg]\n",
+      "path": "images/image-131-Collage of.jpg",
+      "metadata": {
+        "length": 153,
+        "summary": "image-131\nCollage of diverse images including animals, landscapes, and urban scenes with no visible text or symbols. <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-131-Collage of.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "a7c131fc-34f4-5d47-824f-be4de6909979",
+      "type": "image",
+      "content": "\n<details> <details>0\n[images/image-132-_details_ .jpg]\n",
+      "path": "images/image-132-_details_ .jpg",
+      "metadata": {
+        "length": 56,
+        "summary": "image-132\n<details> <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-132-_details_ .jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "84d4652a-1835-5589-9a80-cd2f10270453",
+      "type": "image",
+      "content": "\n<details> <details>0\n[images/image-133-_details_ .jpg]\n",
+      "path": "images/image-133-_details_ .jpg",
+      "metadata": {
+        "length": 56,
+        "summary": "image-133\n<details> <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-133-_details_ .jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "14eba614-3e30-51d1-8025-e013df35ed60",
+      "type": "image",
+      "content": "\n<details> <details>0\n[images/image-134-_details_ .jpg]\n",
+      "path": "images/image-134-_details_ .jpg",
+      "metadata": {
+        "length": 56,
+        "summary": "image-134\n<details> <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-134-_details_ .jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "e13641bc-19d8-5fb5-a3d7-82fff4c7a09f",
+      "type": "image",
+      "content": "\n<details> <details>0\n[images/image-135-_details_ .jpg]\n",
+      "path": "images/image-135-_details_ .jpg",
+      "metadata": {
+        "length": 56,
+        "summary": "image-135\n<details> <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-135-_details_ .jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "dd9b7d08-2d83-53fc-a701-eddc3bfd1b1f",
+      "type": "image",
+      "content": "\n<details> <details>0\n[images/image-136-_details_ .jpg]\n",
+      "path": "images/image-136-_details_ .jpg",
+      "metadata": {
+        "length": 56,
+        "summary": "image-136\n<details> <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-136-_details_ .jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "05b46c2b-c60b-562d-985c-1ddfee080b55",
+      "type": "image",
+      "content": "\n<details> <details>0\n[images/image-137-_details_ .jpg]\n",
+      "path": "images/image-137-_details_ .jpg",
+      "metadata": {
+        "length": 56,
+        "summary": "image-137\n<details> <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-137-_details_ .jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "dfc61f5e-c275-5f01-a0b6-78b10cc951fe",
+      "type": "image",
+      "content": "\n<details> <details>0\n[images/image-138-_details_ .jpg]\n",
+      "path": "images/image-138-_details_ .jpg",
+      "metadata": {
+        "length": 56,
+        "summary": "image-138\n<details> <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-138-_details_ .jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "b8c7849d-dc09-515b-9970-27a938649e0d",
+      "type": "image",
+      "content": "\n<details> <details>0\n[images/image-139-_details_ .jpg]\n",
+      "path": "images/image-139-_details_ .jpg",
+      "metadata": {
+        "length": 56,
+        "summary": "image-139\n<details> <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-139-_details_ .jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "f16e211f-abfe-5908-8a43-a45ead0205ce",
+      "type": "text",
+      "content": "Collage of diverse images including animals, landscapes, and urban scenes with no visible text or symbols. <details>0\n[images/image-131-Collage of.jpg]\n\n<details>\n<summary>text_image</summary>\nMine Amethyst\n</details>\n\n<details> <details>0\n[images/image-132-_details_ .jpg]\n\n<details>\n<summary>natural_image</summary>\n3D-rendered geometric structure resembling a tunnel or maze with scattered green and blue elements, labeled 'Gather Cactus' at bottom (no other text or symbols)\n</details>\n\n<details> <details>0\n[images/image-133-_details_ .jpg]\n\n<details>\n<summary>text_image</summary>\nBuild Base\n</details>\n\n<details> <details>0\n[images/image-134-_details_ .jpg]\n\n<details>\n<summary>natural_image</summary>\nPixelated black-and-white scene of a rocky wall with green vegetation and a small character, labeled 'Fight Enderman' in the corner (no other text or symbols)\n</details>\n\n<details> <details>0\n[images/image-135-_details_ .jpg]\n\n<details>\n<summary>natural_image</summary>\n3D-rendered game scene with a person climbing a wooden block on grass, labeled 'Build House with Human Feedback' (no other text or symbols)\n</details>\n\n<details> <details>0\n[images/image-136-_details_ .jpg]\n\n<details>\n<summary>natural_image</summary>\nMinecraft-style stone tunnel interior with pixelated texture and a small inset image labeled 'Mine Gold' (no other text or symbols)\n</details>\n\n<details> <details>0\n[images/image-137-_details_ .jpg]\n\n<details>\n<summary>natural_image</summary>\nPixel art scene showing a person standing in front of stone and brick structures (no text or symbols visible)\n</details>\n\n<details> <details>0\n[images/image-138-_details_ .jpg]\n\n<details>\n<summary>natural_image</summary>\nMinecraft-style scene showing a red brick structure surrounded by greenery and trees, with no visible text or symbols.\n</details>\n\n<details> <details>0\n[images/image-139-_details_ .jpg]\n\n<details>\n<summary>natural_image</summary>\n3D-rendered game scene with a tank, blue water blocks, and a small figure in the sky (no text or symbols)\n</details>\nBuild Nether Portal with Human Feedback",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/Major Applications of Transformers/Robotics, Simulations, Physical Tasks",
+      "metadata": {
+        "length": 2080,
+        "summary": "The content describes a collage of diverse images, primarily Minecraft-style and 3D-rendered game scenes. These include a tunnel or maze labeled 'Gather Cactus', a rocky wall scene labeled 'Fight Enderman', a person climbing a wooden block labeled 'Build House with Human Feedback', a stone tunnel interior labeled 'Mine Gold', a pixel art scene of a person in front of structures, a red brick structure surrounded by greenery, and a scene with a tank and blue water blocks. Two text images read 'Mine Amethyst' and 'Build Base', and the final text is 'Build Nether Portal with Human Feedback'.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Collage",
+          "diverse",
+          "images",
+          "including",
+          "animals",
+          "landscapes",
+          "urban",
+          "scenes",
+          "visible",
+          "text",
+          "symbols",
+          "details",
+          "summary",
+          "image",
+          "Mine",
+          "Amethyst",
+          "natural",
+          "3D",
+          "rendered",
+          "geometric",
+          "structure",
+          "resembling",
+          "tunnel",
+          "maze",
+          "scattered",
+          "green",
+          "blue",
+          "elements",
+          "labeled",
+          "Gather",
+          "Cactus",
+          "bottom",
+          "Build",
+          "Base",
+          "Pixelated",
+          "black",
+          "white",
+          "scene",
+          "rocky",
+          "wall",
+          "vegetation",
+          "small",
+          "character",
+          "Fight",
+          "Enderman",
+          "corner",
+          "game",
+          "person",
+          "climbing",
+          "wooden",
+          "block",
+          "grass",
+          "House",
+          "Human",
+          "Feedback",
+          "Minecraft",
+          "style",
+          "stone",
+          "interior",
+          "pixelated",
+          "texture",
+          "inset",
+          "Gold",
+          "Pixel",
+          "art",
+          "showing",
+          "standing",
+          "front",
+          "brick",
+          "structures",
+          "red",
+          "surrounded",
+          "greenery",
+          "trees",
+          "tank",
+          "water",
+          "blocks",
+          "figure",
+          "sky",
+          "Nether",
+          "Portal"
+        ],
+        "keywords": [
+          "Minecraft",
+          "game scenes",
+          "3D-rendered"
+        ],
+        "connect_to": [
+          {
+            "target": "5bc23709-1ddb-5297-b5c3-b6967b1d7901",
+            "relation": "embeds",
+            "ref": "[images/image-131-Collage of.jpg]",
+            "position": {
+              "start": 118,
+              "end": 151
+            }
+          },
+          {
+            "target": "a7c131fc-34f4-5d47-824f-be4de6909979",
+            "relation": "embeds",
+            "ref": "[images/image-132-_details_ .jpg]",
+            "position": {
+              "start": 240,
+              "end": 273
+            }
+          },
+          {
+            "target": "84d4652a-1835-5589-9a80-cd2f10270453",
+            "relation": "embeds",
+            "ref": "[images/image-133-_details_ .jpg]",
+            "position": {
+              "start": 512,
+              "end": 545
+            }
+          },
+          {
+            "target": "14eba614-3e30-51d1-8025-e013df35ed60",
+            "relation": "embeds",
+            "ref": "[images/image-134-_details_ .jpg]",
+            "position": {
+              "start": 631,
+              "end": 664
+            }
+          },
+          {
+            "target": "e13641bc-19d8-5fb5-a3d7-82fff4c7a09f",
+            "relation": "embeds",
+            "ref": "[images/image-135-_details_ .jpg]",
+            "position": {
+              "start": 901,
+              "end": 934
+            }
+          },
+          {
+            "target": "dd9b7d08-2d83-53fc-a701-eddc3bfd1b1f",
+            "relation": "embeds",
+            "ref": "[images/image-136-_details_ .jpg]",
+            "position": {
+              "start": 1152,
+              "end": 1185
+            }
+          },
+          {
+            "target": "05b46c2b-c60b-562d-985c-1ddfee080b55",
+            "relation": "embeds",
+            "ref": "[images/image-137-_details_ .jpg]",
+            "position": {
+              "start": 1395,
+              "end": 1428
+            }
+          },
+          {
+            "target": "dfc61f5e-c275-5f01-a0b6-78b10cc951fe",
+            "relation": "embeds",
+            "ref": "[images/image-138-_details_ .jpg]",
+            "position": {
+              "start": 1616,
+              "end": 1649
+            }
+          },
+          {
+            "target": "b8c7849d-dc09-515b-9970-27a938649e0d",
+            "relation": "embeds",
+            "ref": "[images/image-139-_details_ .jpg]",
+            "position": {
+              "start": 1846,
+              "end": 1879
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "fc0d41c5-b256-5ea7-9f2d-71f106d5579e",
+      "type": "image",
+      "content": "\n<summary>natural_image</summary> <details>0\n[images/image-140-Person using robotic exoskeleton.jpg]\n",
+      "path": "images/image-140-Person using robotic exoskeleton.jpg",
+      "metadata": {
+        "length": 79,
+        "summary": "image-140\n- Subject: A man wearing a blue sweater and glasses, viewed from the back.\n- Equipment: He is operating a complex robotic exoskeleton system mounted on his back and arms. The device features multiple black articulated joints, motors, and wiring harnesses.\n- Action: The person is reaching into an open refrigerator with the robotic arm attached to his right side.\n- Environment: The setting appears to be a laboratory or testing facility with light-colored walls and wooden cabinetry in the background.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-140-Person using robotic exoskeleton.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "df0be636-2e6a-5a6c-9112-7d47f5f87a79",
+      "type": "image",
+      "content": "\n<details> <details>0\n[images/image-141-_details_ .jpg]\n",
+      "path": "images/image-141-_details_ .jpg",
+      "metadata": {
+        "length": 56,
+        "summary": "image-141\n<details> <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-141-_details_ .jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "5d87910a-7af1-55d4-ad4c-e89dd4b249fc",
+      "type": "image",
+      "content": "\n<details> <details>0\n[images/image-142-_details_ .jpg]\n",
+      "path": "images/image-142-_details_ .jpg",
+      "metadata": {
+        "length": 56,
+        "summary": "image-142\n<details> <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-142-_details_ .jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "ea01f643-3cc8-5a1d-86ab-c8fb5144d7b3",
+      "type": "image",
+      "content": "\n<details> <details>0\n[images/image-143-_details_ .jpg]\n",
+      "path": "images/image-143-_details_ .jpg",
+      "metadata": {
+        "length": 56,
+        "summary": "image-143\n<details> <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-143-_details_ .jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "7c36dc72-8317-56a9-bbac-e91b8ef4a09e",
+      "type": "image",
+      "content": "\n<details> <details>0\n[images/image-144-_details_ .jpg]\n",
+      "path": "images/image-144-_details_ .jpg",
+      "metadata": {
+        "length": 56,
+        "summary": "image-144\n<details> <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-144-_details_ .jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "db1b43e9-42bb-5974-8af7-11d22d196844",
+      "type": "image",
+      "content": "\n<details> <details>0\n[images/image-145-_details_ .jpg]\n",
+      "path": "images/image-145-_details_ .jpg",
+      "metadata": {
+        "length": 56,
+        "summary": "image-145\n<details> <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-145-_details_ .jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "a8e96f90-55bc-52d7-902a-c42430d197fa",
+      "type": "image",
+      "content": "\n<details> <details>0\n[images/image-146-_details_ .jpg]\n",
+      "path": "images/image-146-_details_ .jpg",
+      "metadata": {
+        "length": 56,
+        "summary": "image-146\n<details> <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-146-_details_ .jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "ed1286b9-e854-519f-873c-54b7d57f6bb3",
+      "type": "text",
+      "content": "<summary>natural_image</summary> <details>0\n[images/image-140-Person using robotic exoskeleton.jpg]\n\n<details>\n<summary>natural_image</summary>\nPerson using a robotic balance system in a kitchen setting (no visible text or symbols)\n</details>\nLearned Policies\n\n<details> <details>0\n[images/image-141-_details_ .jpg]\n\n<details>\n<summary>natural_image</summary>\nRobot arm stirring a pan on an induction cooktop (no visible text or symbols)\n</details>\ncook shrimp\n\n<details> <details>0\n[images/image-142-_details_ .jpg]\n\n<details>\n<summary>natural_image</summary>\nInterior view of a modern office or lab space with a robotic arm and workbench (no visible text or symbols)\n</details>\npush chairs\n\n<details> <details>0\n[images/image-143-_details_ .jpg]\n\n<details>\n<summary>natural_image</summary>\nInterior view of a laboratory or lab setup with robotic arm and computer monitor (no visible text or symbols)\n</details>\nuse cabinet\n\n<details> <details>0\n[images/image-144-_details_ .jpg]\n\n<details>\n<summary>natural_image</summary>\nPerson operating a robotic arm in a lab setting (no visible text or symbols)\n</details>\nwipe wine\n\n<details> <details>0\n[images/image-145-_details_ .jpg]\n\n<details>\n<summary>natural_image</summary>\nLaboratory setup with mechanical equipment and a display panel (no visible text or symbols)\n</details>\ncall elevator\n\n<details> <details>0\n[images/image-146-_details_ .jpg]\n\n<details>\n<summary>natural_image</summary>\nInterior view of a modern office with two people interacting near a robotic arm and a monitor (no visible text or symbols)\n</details>\nhigh five",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/Major Applications of Transformers/E.g. Voyager, Mobile ALOHA",
+      "metadata": {
+        "length": 1561,
+        "summary": "The content describes various robotic tasks and interactions in different settings. It includes a person using a robotic balance system in a kitchen, a robot arm stirring a pan on an induction cooktop to cook shrimp, pushing chairs, using a cabinet, wiping wine, calling an elevator, and giving a high five. These tasks are performed in modern office or lab spaces with robotic arms, workbenches, and computer monitors.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "summary",
+          "natural",
+          "image",
+          "details",
+          "Person",
+          "robotic",
+          "balance",
+          "system",
+          "kitchen",
+          "setting",
+          "visible",
+          "text",
+          "symbols",
+          "Learned",
+          "Policies",
+          "Robot",
+          "arm",
+          "stirring",
+          "pan",
+          "induction",
+          "cooktop",
+          "cook",
+          "shrimp",
+          "Interior",
+          "view",
+          "modern",
+          "office",
+          "lab",
+          "space",
+          "workbench",
+          "push",
+          "chairs",
+          "laboratory",
+          "setup",
+          "computer",
+          "monitor",
+          "cabinet",
+          "operating",
+          "wipe",
+          "wine",
+          "Laboratory",
+          "mechanical",
+          "equipment",
+          "display",
+          "panel",
+          "call",
+          "elevator",
+          "people",
+          "interacting",
+          "high"
+        ],
+        "keywords": [
+          "robotics",
+          "kitchen",
+          "lab"
+        ],
+        "connect_to": [
+          {
+            "target": "fc0d41c5-b256-5ea7-9f2d-71f106d5579e",
+            "relation": "embeds",
+            "ref": "[images/image-140-Person using robotic exoskeleton.jpg]",
+            "position": {
+              "start": 44,
+              "end": 99
+            }
+          },
+          {
+            "target": "df0be636-2e6a-5a6c-9112-7d47f5f87a79",
+            "relation": "embeds",
+            "ref": "[images/image-141-_details_ .jpg]",
+            "position": {
+              "start": 282,
+              "end": 315
+            }
+          },
+          {
+            "target": "5d87910a-7af1-55d4-ad4c-e89dd4b249fc",
+            "relation": "embeds",
+            "ref": "[images/image-142-_details_ .jpg]",
+            "position": {
+              "start": 483,
+              "end": 516
+            }
+          },
+          {
+            "target": "ea01f643-3cc8-5a1d-86ab-c8fb5144d7b3",
+            "relation": "embeds",
+            "ref": "[images/image-143-_details_ .jpg]",
+            "position": {
+              "start": 714,
+              "end": 747
+            }
+          },
+          {
+            "target": "7c36dc72-8317-56a9-bbac-e91b8ef4a09e",
+            "relation": "embeds",
+            "ref": "[images/image-144-_details_ .jpg]",
+            "position": {
+              "start": 947,
+              "end": 980
+            }
+          },
+          {
+            "target": "db1b43e9-42bb-5974-8af7-11d22d196844",
+            "relation": "embeds",
+            "ref": "[images/image-145-_details_ .jpg]",
+            "position": {
+              "start": 1145,
+              "end": 1178
+            }
+          },
+          {
+            "target": "a8e96f90-55bc-52d7-902a-c42430d197fa",
+            "relation": "embeds",
+            "ref": "[images/image-146-_details_ .jpg]",
+            "position": {
+              "start": 1362,
+              "end": 1395
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "4e5f4e9a-55df-562a-9451-69c4dc0588f2",
+      "type": "image",
+      "content": "\n<summary>natural_image</summary> <details>0\n[images/image-147-Alphago Documentary.jpg]\n",
+      "path": "images/image-147-Alphago Documentary.jpg",
+      "metadata": {
+        "length": 79,
+        "summary": "image-147\nTitle: ALPHAGO\n\nLaurels and Awards:\n- Tribeca Film Festival 2017\n- BFI London Film Festival Official Selection\n- Winner, Humanitarian Award (2017)\n- Mill Valley Film Festival 2017\n- Official Selection, Vancouvar Film Festival\n- VIFF (Vancouver International Film Festival)\n\nVisual Description:\n- Two men seated at a table playing the board game Go.\n- One man is facing a computer screen displaying a Go board.\n- The background is black with a stylized white dot pattern above the title.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-147-Alphago Documentary.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "c483abde-85f1-523e-aba3-9e947b89d9bf",
+      "type": "image",
+      "content": "\nOfficial Selection WARRIARY FILM FESTIVAL <details>0\n[images/image-148-DeepMind StarCraft II.jpg]\n",
+      "path": "images/image-148-DeepMind StarCraft II.jpg",
+      "metadata": {
+        "length": 88,
+        "summary": "image-148\n- DeepMind logo and text overlay\n- Background: StarCraft II gameplay scene showing Protoss units and structures (e.g., Pylons, Gateways) with blue energy effects\n- Visual context: AI research environment associated with DeepMind's work on game-playing agents",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-148-DeepMind StarCraft II.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "9794f7da-6efb-560b-88af-9f05c606074d",
+      "type": "image",
+      "content": "\n<details> <details>0\n[images/image-149-OpenAI Five Dota 2 Gameplay.jpg]\n",
+      "path": "images/image-149-OpenAI Five Dota 2 Gameplay.jpg",
+      "metadata": {
+        "length": 56,
+        "summary": "image-149\n- Game: Dota 2 (Match ID: OPENAI FIVE)\n- Time: 7:05 minutes elapsed\n- Score: OpenAI Five leads 6 to 1\n- Active Hero: Death Prophet (Level 9)\n- Hero Stats: 463/794 HP, 190/675 Mana\n- KDA: 7 kills, 2 deaths, 24 assists\n- Items: Boots of Travel, Magic Wand, Blink Dagger, Aghanim's Scepter, Octarine Core, Scythe of Vyse\n- Minimap shows team positioning in mid-lane area\n- Large circular spell effect visible on map (likely Chronosphere or similar ability)\n- OpenAI logo and branding visible in UI",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-149-OpenAI Five Dota 2 Gameplay.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "8784a2b8-178e-54cd-a01b-781ffd2fe66b",
+      "type": "text",
+      "content": "<summary>natural_image</summary> <details>0\n[images/image-147-Alphago Documentary.jpg]\n\n<details>\n<summary>text_image</summary>\nALPHAGO\nTHE BISCH ON THE FESTIVAL 2017\nBELONDON FILM FESTIVAL OFFICIAL SELECTION 2017\nWINNER\nINTERNATIONAL COUNCING ITEMS\nOFFICIAL SELECTION 2017\nMILL VALLEY FILM FESTIVAL\nOfficial Selection WARRIARY FILM FESTIVAL\nVIFS\n</details>\nE.g. AlphaGo, AlphaStar,\nAI for MOBAs (e.g. Dota 2 / LoL)\n\nOfficial Selection WARRIARY FILM FESTIVAL <details>0\n[images/image-148-DeepMind StarCraft II.jpg]\n\n<details>\n<summary>text_image</summary>\nDeepMind\n</details>\n\n<details> <details>0\n[images/image-149-OpenAI Five Dota 2 Gameplay.jpg]\n\n<details>\n<summary>text_image</summary>\nD/A 3/0/2\nDN 24/9\nOPENAI FIVE\nOpenAI 5 (Bat)\nDEATH PROPIET\n12+2.4\n4.8\n359.2\n31+1\n20+1\n33+7\n463 794 +2.4\n190 675 +2.7\nOpenAI\n309\n</details>",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/Major Applications of Transformers/Playing Games",
+      "metadata": {
+        "length": 791,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "summary",
+          "natural",
+          "image",
+          "details",
+          "text",
+          "ALPHAGO",
+          "THE",
+          "BISCH",
+          "ON",
+          "FESTIVAL",
+          "2017",
+          "BELONDON",
+          "FILM",
+          "OFFICIAL",
+          "SELECTION",
+          "WINNER",
+          "INTERNATIONAL",
+          "COUNCING",
+          "ITEMS",
+          "MILL",
+          "VALLEY",
+          "Official",
+          "Selection",
+          "WARRIARY",
+          "VIFS",
+          "AlphaGo",
+          "AlphaStar",
+          "AI",
+          "MOBAs",
+          "Dota",
+          "LoL",
+          "DeepMind",
+          "DN",
+          "24",
+          "OPENAI",
+          "FIVE",
+          "OpenAI",
+          "Bat",
+          "DEATH",
+          "PROPIET",
+          "12",
+          "2.4",
+          "4.8",
+          "359.2",
+          "31",
+          "20",
+          "33",
+          "463",
+          "794",
+          "190",
+          "675",
+          "2.7",
+          "309"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "4e5f4e9a-55df-562a-9451-69c4dc0588f2",
+            "relation": "embeds",
+            "ref": "[images/image-147-Alphago Documentary.jpg]",
+            "position": {
+              "start": 44,
+              "end": 86
+            }
+          },
+          {
+            "target": "c483abde-85f1-523e-aba3-9e947b89d9bf",
+            "relation": "embeds",
+            "ref": "[images/image-148-DeepMind StarCraft II.jpg]",
+            "position": {
+              "start": 470,
+              "end": 514
+            }
+          },
+          {
+            "target": "9794f7da-6efb-560b-88af-9f05c606074d",
+            "relation": "embeds",
+            "ref": "[images/image-149-OpenAI Five Dota 2 Gameplay.jpg]",
+            "position": {
+              "start": 598,
+              "end": 648
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "38da39f5-f75c-5598-8350-52171d5ef261",
+      "type": "image",
+      "content": "\n190 675 +2.7 <details>0\n[images/image-150-Med-PaLM M Diagram.jpg]\n",
+      "path": "images/image-150-Med-PaLM M Diagram.jpg",
+      "metadata": {
+        "length": 59,
+        "summary": "image-150\nCentral Node: Med-PaLM M\n\nInput Modalities (Left Side):\n- Genomics\n- Mammography\n- Dermatology\n- Radiograph\n- Radiology Report\n- Medical Knowledge\n- Pathology\n\nOutput Tasks (Right Side):\n- Medical Question Answering\n- Medical Visual Question Answering\n- Medical Image Classification\n- Radiology Report Summarization\n- Radiology Report Generation\n- Genomic Variant Calling\n\nFooter Label: MultiMedBench modalities and tasks",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-150-Med-PaLM M Diagram.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "ec467e9e-7618-56f6-bd3b-fbf0a379096e",
+      "type": "text",
+      "content": "190 675 +2.7 <details>0\n[images/image-150-Med-PaLM M Diagram.jpg]\n\n<details>\n<summary>flowchart</summary>\n```mermaid\ngraph TD\nA[\"Med-PaLM M\"] --> B[\"Mammography\"]\nA --> C[\"Genomics\"]\nA --> D[\"Radiograph\"]\nA --> E[\"Radiology Report\"]\nA --> F[\"Medical Knowledge\"]\nA --> G[\"Pathology\"]\nA --> H[\"Dermatology\"]\nA --> I[\"Medical Question Answering\"]\nA --> J[\"Medical Visual Question Answering\"]\nA --> K[\"Medical Image Classification\"]\nA --> L[\"Radiology Report Summarization\"]\nA --> M[\"Radiology Report Generation\"]\nA --> N[\"Genomic Variant Calling\"]\nstyle A fill:#f9f9f9,stroke:#333\nstyle B fill:#e6f7ff,stroke:#333\nstyle C fill:#e6f7ff,stroke:#333\nstyle D fill:#e6f7ff,stroke:#333\nstyle E fill:#e6f7ff,stroke:#333\nstyle F fill:#e6f7ff,stroke:#333\nstyle G fill:#e6f7ff,stroke:#333\nstyle H fill:#e6f7ff,stroke:#333\nstyle I fill:#e6f7ff,stroke:#333\nstyle J fill:#e6f7ff,stroke:#333\nstyle K fill:#e6f7ff,stroke:#333\nstyle L fill:#e6f7ff,stroke:#333\nstyle M fill:#e6f7ff,stroke:#333\nstyle N fill:#e6f7ff,stroke:#333\n```\n</details>",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/Major Applications of Transformers/Biology + Healthcare",
+      "metadata": {
+        "length": 1013,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "190",
+          "675",
+          "2.7",
+          "details",
+          "summary",
+          "flowchart",
+          "mermaid",
+          "graph",
+          "TD",
+          "Med",
+          "PaLM",
+          "Mammography",
+          "Genomics",
+          "Radiograph",
+          "Radiology",
+          "Report",
+          "Medical",
+          "Knowledge",
+          "Pathology",
+          "Dermatology",
+          "Question",
+          "Answering",
+          "Visual",
+          "Image",
+          "Classification",
+          "Summarization",
+          "Generation",
+          "Genomic",
+          "Variant",
+          "Calling",
+          "style",
+          "fill",
+          "f9f9f9",
+          "stroke",
+          "333",
+          "e6f7ff"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "38da39f5-f75c-5598-8350-52171d5ef261",
+            "relation": "embeds",
+            "ref": "[images/image-150-Med-PaLM M Diagram.jpg]",
+            "position": {
+              "start": 24,
+              "end": 65
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "b8fef9f4-4359-591a-8c5e-6d853d97adbd",
+      "type": "image",
+      "content": "\nstyle M fill:#e6f7ff,stroke:#333 <details>0\n[images/image-151-Google Med-Palm 2 Introduction.jpg]\n",
+      "path": "images/image-151-Google Med-Palm 2 Introduction.jpg",
+      "metadata": {
+        "length": 79,
+        "summary": "image-151\n- Event: Google introducing Med-PALM 2\n- Visuals: Futuristic robotic head with glowing neural circuits and the Google \"G\" logo; three medical professionals in scrubs on stage\n- Context: Likely a product launch or presentation slide for Google's medical AI model",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-151-Google Med-Palm 2 Introduction.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "800967cf-4076-5171-96dc-2ed066d36a3e",
+      "type": "image",
+      "content": "\n<summary>text_image</summary> <details>0\n[images/image-152-Google DeepMind Protein Structure.jpg]\n",
+      "path": "images/image-152-Google DeepMind Protein Structure.jpg",
+      "metadata": {
+        "length": 76,
+        "summary": "image-152\n- Organization: Google DeepMind (logo and text visible)\n- Subject: 3D visualization of a protein structure\n- Visual details: Ribbon diagram showing secondary structures (alpha helices) with color gradients from blue to pink; molecular backbone and side chains depicted as stick models\n- Context: Illustration related to computational biology or AI-driven protein folding research",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-152-Google DeepMind Protein Structure.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "f898b798-acdc-5ee7-899a-b0bd316f44eb",
+      "type": "text",
+      "content": "style M fill:#e6f7ff,stroke:#333 <details>0\n[images/image-151-Google Med-Palm 2 Introduction.jpg]\n\n<details>\n<summary>text_image</summary>\nGoogle\nINTRODUCING\nMED-PALM 2\n</details>\n\n<summary>text_image</summary> <details>0\n[images/image-152-Google DeepMind Protein Structure.jpg]\n\n<details>\n<summary>natural_image</summary>\n3D molecular structure visualization with Google DeepMind logo and ribbon representation (no text or symbols on the diagram itself)\n</details>",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/Major Applications of Transformers/E.g. Med-PaLM, AlphaFold",
+      "metadata": {
+        "length": 422,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "style",
+          "fill",
+          "e6f7ff",
+          "stroke",
+          "333",
+          "details",
+          "summary",
+          "text",
+          "image",
+          "Google",
+          "INTRODUCING",
+          "MED",
+          "PALM",
+          "natural",
+          "3D",
+          "molecular",
+          "structure",
+          "visualization",
+          "DeepMind",
+          "logo",
+          "ribbon",
+          "representation",
+          "symbols",
+          "diagram"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "b8fef9f4-4359-591a-8c5e-6d853d97adbd",
+            "relation": "embeds",
+            "ref": "[images/image-151-Google Med-Palm 2 Introduction.jpg]",
+            "position": {
+              "start": 44,
+              "end": 97
+            }
+          },
+          {
+            "target": "800967cf-4076-5171-96dc-2ed066d36a3e",
+            "relation": "embeds",
+            "ref": "[images/image-152-Google DeepMind Protein Structure.jpg]",
+            "position": {
+              "start": 222,
+              "end": 278
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "b3b54d73-fd16-5ce6-a0b2-43c997943f49",
+      "type": "text",
+      "content": "",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/Recent Trends and Remaining Weaknesses of LLMs",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "5ebd8d4f-ecf0-516a-9ddb-b5dd3a375cd0",
+      "type": "text",
+      "content": "▶ Current LLMs take immense amounts of data, compute, and \\$ to train\n▶ Requires training over weeks/months over thousands of GPUs\n▶ BabyLM challenge: can we train LLMs using similar amounts of data a baby is exposed to while growing up?",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/Recent Trends and Remaining Weaknesses of LLMs/Requiring Large Amounts of Data, Compute, and Cost",
+      "metadata": {
+        "length": 237,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Current",
+          "LLMs",
+          "immense",
+          "amounts",
+          "data",
+          "compute",
+          "train",
+          "Requires",
+          "training",
+          "weeks",
+          "months",
+          "thousands",
+          "GPUs",
+          "BabyLM",
+          "challenge",
+          "similar",
+          "baby",
+          "exposed",
+          "growing"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "b3410739-c267-5edc-9a6d-798b9865970f",
+      "type": "text",
+      "content": "▶ Children are different due to several reasons:\n▶ LMs do statistical learning, which requires more data to learn statistical relations between words and get abstraction/generalization/reasoning\n▶ Children may learn in smarter, e.g. more explicit compositional/hierarchical manners, learning abstraction/generalization/reasoning more easily",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/Recent Trends and Remaining Weaknesses of LLMs/BabyLM: Children vs. LLMs",
+      "metadata": {
+        "length": 340,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Children",
+          "due",
+          "reasons",
+          "LMs",
+          "statistical",
+          "learning",
+          "requires",
+          "data",
+          "learn",
+          "relations",
+          "words",
+          "abstraction",
+          "generalization",
+          "reasoning",
+          "smarter",
+          "explicit",
+          "compositional",
+          "hierarchical",
+          "manners",
+          "easily"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "f6bf60bc-6400-5f18-b7e7-22d8c8ac3fcf",
+      "type": "image",
+      "content": "\n▶ 4-5 orders of input magnitude diff b/w human and LLM emergence <details>0\n[images/image-153-Comparison of Input Capacity.jpg]\n",
+      "path": "images/image-153-Comparison of Input Capacity.jpg",
+      "metadata": {
+        "length": 111,
+        "summary": "image-153\nY-axis: Words of input (log10) ranging from 4 to 12\nX-axis: Age (years) ranging from 0 to 20\nData Series:\n- PaLM: Top dashed black line, consistently near 12 words of input.\n- GPT-3: Upper dashed grey line, slightly below PaLM around 11.5 words of input.\n- Human upper bound: Solid red line, starting around 7 and rising to approximately 8.2 by age 20.\n- Human lower bound: Solid blue line, starting around 6 and rising to approximately 7 by age 20.\nAnnotations:\n- A bracket highlights the gap between human performance and AI models, labeled \"Gap of ~4-5 orders of magnitude\".\n- Vertical dashed lines indicate data points at ages 5 and 20.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-153-Comparison of Input Capacity.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "3bcb7eb4-593d-593a-9f3b-4eaa4736c81f",
+      "type": "table",
+      "content": "<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th>Age (years)</th>\n      <th>human upper bound</th>\n      <th>human lower bound</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>0</td>\n      <td>7.0</td>\n      <td>6.0</td>\n    </tr>\n    <tr>\n      <td>5</td>\n      <td>7.2</td>\n      <td>6.2</td>\n    </tr>\n    <tr>\n      <td>10</td>\n      <td>7.5</td>\n      <td>6.5</td>\n    </tr>\n    <tr>\n      <td>20</td>\n      <td>8.0</td>\n      <td>7.0</td>\n    </tr>\n  </tbody>\n</table>",
+      "path": "tables/table-33 Age vs Sleep Bounds.html",
+      "metadata": {
+        "length": 524,
+        "summary": "table-34\nThe table shows human upper and lower sleep bounds by age: at 0 years 6-7 hours, at 5 years 6.2-7.2, at 10 years 6.5-7.5, at 20 years 7-8 hours.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "tables/table-33 Age vs Sleep Bounds.html",
+        "keywords": [
+          "sleep",
+          "age",
+          "bounds"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "56bcb45a-4440-5f39-bc0c-6b474f29d082",
+      "type": "text",
+      "content": "Thoughts/ideas from Michael C. Frank's tweet\n▶ 4-5 orders of input magnitude diff b/w human and LLM emergence\n▶ Factor 1: Innate knowledge - relates to priors\n▶ Factor 2: multimodal grounding\n▶ Factor 3: active, social learning\n▶ Factor 4: evaluation differences\n\n▶ 4-5 orders of input magnitude diff b/w human and LLM emergence <details>0\n[images/image-153-Comparison of Input Capacity.jpg]\n\n<details>\n<summary>line chart</summary>\n\n[tables/table-33 Age vs Sleep Bounds.html]\n\n</details>",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/Recent Trends and Remaining Weaknesses of LLMs/BabyLM: Children vs. LLMs_2",
+      "metadata": {
+        "length": 498,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Thoughts",
+          "ideas",
+          "Michael",
+          "Frank",
+          "tweet",
+          "orders",
+          "input",
+          "magnitude",
+          "diff",
+          "human",
+          "LLM",
+          "emergence",
+          "Factor",
+          "Innate",
+          "knowledge",
+          "relates",
+          "priors",
+          "multimodal",
+          "grounding",
+          "active",
+          "social",
+          "learning",
+          "evaluation",
+          "differences",
+          "details",
+          "summary",
+          "line",
+          "chart"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "f6bf60bc-6400-5f18-b7e7-22d8c8ac3fcf",
+            "relation": "embeds",
+            "ref": "[images/image-153-Comparison of Input Capacity.jpg]",
+            "position": {
+              "start": 340,
+              "end": 391
+            }
+          },
+          {
+            "target": "3bcb7eb4-593d-593a-9f3b-4eaa4736c81f",
+            "relation": "embeds",
+            "ref": "[tables/table-33 Age vs Sleep Bounds.html]",
+            "position": {
+              "start": 434,
+              "end": 476
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "2349a614-a782-53bc-9270-38279de77825",
+      "type": "text",
+      "content": "▶ Big trend of using LLMs for applications and everyday purposes\n▶ A requirement is ability to run quickly and easily on-devices\n▶ AutoGPT and ChatGPT “plug-ins”\n▶ Right now, work on smaller open-source models (e.g. LLaMA, Mistral)\nIn the future: ability to finetune and run models locally, even on your phone!\n▶ Getting more possible due to more open-source, but still very large and \\$",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/Recent Trends and Remaining Weaknesses of LLMs/Minified LLMs and On-Device LLMs",
+      "metadata": {
+        "length": 387,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Big",
+          "trend",
+          "LLMs",
+          "applications",
+          "everyday",
+          "purposes",
+          "requirement",
+          "ability",
+          "run",
+          "quickly",
+          "easily",
+          "devices",
+          "AutoGPT",
+          "ChatGPT",
+          "plug",
+          "ins",
+          "Right",
+          "work",
+          "smaller",
+          "open",
+          "source",
+          "models",
+          "LLaMA",
+          "Mistral",
+          "In",
+          "future",
+          "finetune",
+          "locally",
+          "phone",
+          "Getting",
+          "due",
+          "large"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "041ca1bc-221d-531d-842b-e348925a1da1",
+      "type": "text",
+      "content": "▶ Weakness of LLMs is that they are frozen in knowledge at a particular point in time, and don’t augment knowledge “on the fly”\n▶ Hope to be able to remember the information while chatting with a particular user, both within the same conversation and across conversations\n▶ Would help with context window limits and adapting to the particular user\nWidescale: somehow update the model “on the fly” with info from several users\n▶ Further, they usually do not adapt their talking style and persona to the particular user, which could have applications such as mental health therapy",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/Recent Trends and Remaining Weaknesses of LLMs/Memory Augmentation & Personalization",
+      "metadata": {
+        "length": 578,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Weakness",
+          "LLMs",
+          "frozen",
+          "knowledge",
+          "point",
+          "time",
+          "don",
+          "augment",
+          "fly",
+          "Hope",
+          "remember",
+          "information",
+          "chatting",
+          "user",
+          "conversation",
+          "conversations",
+          "Would",
+          "context",
+          "window",
+          "limits",
+          "adapting",
+          "Widescale",
+          "update",
+          "model",
+          "info",
+          "users",
+          "Further",
+          "adapt",
+          "talking",
+          "style",
+          "persona",
+          "applications",
+          "mental",
+          "health",
+          "therapy"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "4c4f879b-42b2-5009-a9f9-35438ac2544f",
+      "type": "text",
+      "content": "▶ Potential approaches:\n▶ Memory bank - not feasible/efficient with larger amounts of data\n▶ Prefix-tuning approaches (finetune a small part of the model) - too expensive\n▶ Some prompt-based approach - do not see how this would be possible to change the model itself, but can at least help it “personalize” to the user\n▶ RAG: retrieval-augmented generation (data store, augment context each time)\n▶ Relies on high-quality external data store\n▶ Typically not end-to-end\n▶ Not within the “brain” of the model but outside:\n▶ Suitable for knowledge/facts, but not fundamental capabilities and skills",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/Recent Trends and Remaining Weaknesses of LLMs/Memory Augmentation & Personalization_2",
+      "metadata": {
+        "length": 595,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Potential",
+          "approaches",
+          "Memory",
+          "bank",
+          "feasible",
+          "efficient",
+          "larger",
+          "amounts",
+          "data",
+          "Prefix",
+          "tuning",
+          "finetune",
+          "small",
+          "part",
+          "model",
+          "expensive",
+          "Some",
+          "prompt",
+          "based",
+          "approach",
+          "change",
+          "personalize",
+          "user",
+          "RAG",
+          "retrieval",
+          "augmented",
+          "generation",
+          "store",
+          "augment",
+          "context",
+          "time",
+          "Relies",
+          "high",
+          "quality",
+          "external",
+          "Typically",
+          "end",
+          "Not",
+          "brain",
+          "Suitable",
+          "knowledge",
+          "facts",
+          "fundamental",
+          "capabilities",
+          "skills"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "592fecd7-0e60-532a-ad9b-eb06c8e6f1a8",
+      "type": "text",
+      "content": "▶ Lots of work these days on synthetic data generation (e.g. using GPT-4) to train other models, e.g. smaller models or peer models\n▶ More work on understanding how to best synthesize and select the pretraining data\n▶ Related to model distillation: knowledge from a large complex model (Teacher) is transferred to a smaller, more efficient model (student)\n▶ Goal: achieve similar performance with less computational cost\n▶ Example: Microsoft Phi models (“Textbooks Are All You Need!”)\nhttps://arxiv.org/abs/2306.11644\nNathan Lambert's Summary on Synthetic Data in his Interconnect Newsletter",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/Recent Trends and Remaining Weaknesses of LLMs/Pretraining Data Synthesis & Selection",
+      "metadata": {
+        "length": 591,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Lots",
+          "work",
+          "days",
+          "synthetic",
+          "data",
+          "generation",
+          "GPT",
+          "train",
+          "models",
+          "smaller",
+          "peer",
+          "More",
+          "understanding",
+          "synthesize",
+          "select",
+          "pretraining",
+          "Related",
+          "model",
+          "distillation",
+          "knowledge",
+          "large",
+          "complex",
+          "Teacher",
+          "transferred",
+          "efficient",
+          "student",
+          "Goal",
+          "achieve",
+          "similar",
+          "performance",
+          "computational",
+          "cost",
+          "Example",
+          "Microsoft",
+          "Phi",
+          "Textbooks",
+          "Are",
+          "All",
+          "You",
+          "Need",
+          "https",
+          "arxiv",
+          "org",
+          "abs",
+          "2306.11644",
+          "Nathan",
+          "Lambert",
+          "Summary",
+          "Synthetic",
+          "Data",
+          "Interconnect",
+          "Newsletter"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "dc772dbc-8a74-562c-9cca-40267cd4611d",
+      "type": "text",
+      "content": "▶ Phi-2, a 2.7 billion-parameter model, excels in reasoning and language understanding, challenging models up to 25x larger\n▶ Emphasizes \"textbook-quality\" training data and synthetic datasets for teaching common sense and general knowledge\n▶ Training data mix: synthetic datasets to teach the model commonsense reasoning and general knowledge, including science, daily activities, ToM, etc.\n▶ Further carefully selected web data filtered by educational value + content quality\n▶ Phi-2 designed as a resource for research on interpretability, safety improvements, and fine-tuning across tasks",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/Recent Trends and Remaining Weaknesses of LLMs/Microsoft Phi-2 Model",
+      "metadata": {
+        "length": 592,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Phi",
+          "2.7",
+          "billion",
+          "parameter",
+          "model",
+          "excels",
+          "reasoning",
+          "language",
+          "understanding",
+          "challenging",
+          "models",
+          "25x",
+          "larger",
+          "Emphasizes",
+          "textbook",
+          "quality",
+          "training",
+          "data",
+          "synthetic",
+          "datasets",
+          "teaching",
+          "common",
+          "sense",
+          "general",
+          "knowledge",
+          "Training",
+          "mix",
+          "teach",
+          "commonsense",
+          "including",
+          "science",
+          "daily",
+          "activities",
+          "ToM",
+          "Further",
+          "carefully",
+          "selected",
+          "web",
+          "filtered",
+          "educational",
+          "content",
+          "designed",
+          "resource",
+          "research",
+          "interpretability",
+          "safety",
+          "improvements",
+          "fine",
+          "tuning",
+          "tasks"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "07b50386-ab54-57c7-885c-301504ae77e7",
+      "type": "text",
+      "content": "When LLM is prompted and says something, is what it says truly “novel/new”?\n▶ Innovation vs. Regurgitation: ongoing debates about whether LLMs can truly invent new ideas or are primarily recombining existing knowledge (since learn patterns from lots of text)\n▶ Test-time Contamination: models might regurgitate rather than synthesize information due to overlap between training and evaluation data, leading to misleading benchmark results\n▶ Cognitive Simulation: some argue LLMs mimic human thought processes, suggesting a form of \"understanding,\" while others see this as simply \"sophisticated pattern matching\"\n▶ Ethical and Practical Implications: this impacts trustworthiness, copyright issues, and the educational use of LLM outputs\n▶ E.g. copyright lawsuit by New York Times (NYT) on OpenAI!",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/Recent Trends and Remaining Weaknesses of LLMs/New Knowledge or “Memorizing”?",
+      "metadata": {
+        "length": 797,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "When",
+          "LLM",
+          "prompted",
+          "Innovation",
+          "Regurgitation",
+          "ongoing",
+          "debates",
+          "LLMs",
+          "invent",
+          "ideas",
+          "primarily",
+          "recombining",
+          "existing",
+          "knowledge",
+          "learn",
+          "patterns",
+          "lots",
+          "text",
+          "Test",
+          "time",
+          "Contamination",
+          "models",
+          "regurgitate",
+          "synthesize",
+          "information",
+          "due",
+          "overlap",
+          "training",
+          "evaluation",
+          "data",
+          "leading",
+          "misleading",
+          "benchmark",
+          "results",
+          "Cognitive",
+          "Simulation",
+          "argue",
+          "mimic",
+          "human",
+          "thought",
+          "processes",
+          "suggesting",
+          "form",
+          "understanding",
+          "simply",
+          "sophisticated",
+          "pattern",
+          "matching",
+          "Ethical",
+          "Practical",
+          "Implications",
+          "impacts",
+          "trustworthiness",
+          "copyright",
+          "issues",
+          "educational",
+          "outputs",
+          "lawsuit",
+          "New",
+          "York",
+          "Times",
+          "NYT",
+          "OpenAI"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "aaae857e-7ab2-5838-96c2-3b87b6686b4c",
+      "type": "text",
+      "content": "▶ AKA, infinite and permanent fundamental self-improvement\n▶ Similar to humans: we constantly learn everyday from every interaction\n- Don’t need to “finetune ourselves” once in a while\n▶ Very challenging, could be the key to AGI!\nCurrently work on: finetune a small model based on traces from better model or same model after filtering those traces\n▶ More like re-training and distillation than true “continual learning”\n▶ Work showing that reasonably sampled data with interjected augmented reasoning and further filtering can be used to further finetune or optimize (e.g. using DPO)\n▶ E.g. UltraChat-200k and Zephyr\n▶ E.g. LLMs Can Self-Improve paper",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/Recent Trends and Remaining Weaknesses of LLMs/Continual Learning",
+      "metadata": {
+        "length": 652,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "AKA",
+          "infinite",
+          "permanent",
+          "fundamental",
+          "improvement",
+          "Similar",
+          "humans",
+          "constantly",
+          "learn",
+          "everyday",
+          "interaction",
+          "Don",
+          "finetune",
+          "Very",
+          "challenging",
+          "key",
+          "AGI",
+          "Currently",
+          "work",
+          "small",
+          "model",
+          "based",
+          "traces",
+          "filtering",
+          "More",
+          "training",
+          "distillation",
+          "true",
+          "continual",
+          "learning",
+          "Work",
+          "showing",
+          "sampled",
+          "data",
+          "interjected",
+          "augmented",
+          "reasoning",
+          "optimize",
+          "DPO",
+          "UltraChat",
+          "200k",
+          "Zephyr",
+          "LLMs",
+          "Can",
+          "Self",
+          "Improve",
+          "paper"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "94d0cad5-3cf9-5c14-899e-9c81c0333b2b",
+      "type": "text",
+      "content": "▶ Enormous number of parameters trained on tons of data → “huge black-box” that is hard to interpret and understand\n▶ More work on interpretability is required\n▶ Would allow us to better understand models, leading to better ideas of what/how to improve, easier control, and better alignment/safety\n▶ Mechanistic interpretability: understand how individual components + operations in an ML model contribute to its overall decision-making process\n▶ Goal: unpack the \"black box\" of models for clearer insight into how they work",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/Recent Trends and Remaining Weaknesses of LLMs/Interpretability of LLMs",
+      "metadata": {
+        "length": 524,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Enormous",
+          "number",
+          "parameters",
+          "trained",
+          "tons",
+          "data",
+          "huge",
+          "black",
+          "box",
+          "hard",
+          "interpret",
+          "understand",
+          "More",
+          "work",
+          "interpretability",
+          "required",
+          "Would",
+          "models",
+          "leading",
+          "ideas",
+          "improve",
+          "easier",
+          "control",
+          "alignment",
+          "safety",
+          "Mechanistic",
+          "individual",
+          "components",
+          "operations",
+          "ML",
+          "model",
+          "contribute",
+          "decision",
+          "making",
+          "process",
+          "Goal",
+          "unpack",
+          "clearer",
+          "insight"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "9754e792-5f8b-595d-a898-0233e77aed53",
+      "type": "image",
+      "content": "\n▶ Relevant paper: https://arxiv.org/abs/2202.05262 <details>0\n[images/image-154-Diagram of Transformer Architecture and Corruption Process.jpg]\n",
+      "path": "images/image-154-Diagram of Transformer Architecture and Corruption Process.jpg",
+      "metadata": {
+        "length": 97,
+        "summary": "image-154\n(a) Clean run: Input sequence \"The Space Need le is in downtown\" processed through layers.\n(b) Corrupted subject run: The word \"Space\" is corrupted (yellow diamond), triggering a flow (purple arrow) to fix the output.\n(c) Patch clean states: Intermediate layer states are patched with correct values (\"Seattle\").\n(d) Note when output is fixed: Shows the final output state, contrasting a correct output with a corrupted one.\nLegend: h_t^0 state (purple circle), attention (green diamond), MLP (red square), corrupted embedding (yellow diamond).",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-154-Diagram of Transformer Architecture and Corruption Process.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "62add5c8-888e-59c5-b9ac-fc0df5efbfc9",
+      "type": "text",
+      "content": "▶ Also work on mechanistic interpretability and model editing (e.g. edit specific nodes)\n▶ Relevant paper: https://arxiv.org/abs/2202.05262\n▶ Development of a causal intervention method to trace decisive neuron activations for model factual predictions\nRank-One Model Editing (ROME) to modify model weights for updating factual associations\n▶ Mid-layer feedforward modules play a significant role in storing factual associations\n▶ Manipulation of these can be a feasible approach for model editing\n\n▶ Relevant paper: https://arxiv.org/abs/2202.05262 <details>0\n[images/image-154-Diagram of Transformer Architecture and Corruption Process.jpg]\n\n<details>\n<summary>flowchart</summary>\n```mermaid\ngraph LR\nsubgraph Clean run\nA[\"The\"] --> B[\"Space\"]\nC[\"Need\"] --> D[\"le\"]\nE[\"is\"] --> F[\"in\"]\nG[\"downtown\"] --> H[\"...\"]\nend\nsubgraph Patch clean states\nI[\"Seattle downtown (correct output)\"] --> J[\"Corrupted subject run\"]\nK[\"The*\"] --> L[\"Space*\"]\nM[\"Need*\"] --> N[\"le*\"]\nO[\"is\"] --> P[\"in\"]\nQ[\"...\"] --> R[\"Corrupted embedding example flow\"]\nend\nsubgraph Output state\nS[\"Corrupted output ?\"] --> T[\"Note when output is fixed\"]\nend\nstyle Clean run fill:#f9f,stroke:#333\nstyle Patch clean states fill:#ccf,stroke:#333\nstyle Output state fill:#cfc,stroke:#333\n```\n</details>",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/Recent Trends and Remaining Weaknesses of LLMs/Model Editing & Mechanistic Interpretability",
+      "metadata": {
+        "length": 1219,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Also",
+          "work",
+          "mechanistic",
+          "interpretability",
+          "model",
+          "editing",
+          "edit",
+          "specific",
+          "nodes",
+          "Relevant",
+          "paper",
+          "https",
+          "arxiv",
+          "org",
+          "abs",
+          "2202.05262",
+          "Development",
+          "causal",
+          "intervention",
+          "method",
+          "trace",
+          "decisive",
+          "neuron",
+          "activations",
+          "factual",
+          "predictions",
+          "Rank",
+          "One",
+          "Model",
+          "Editing",
+          "ROME",
+          "modify",
+          "weights",
+          "updating",
+          "associations",
+          "Mid",
+          "layer",
+          "feedforward",
+          "modules",
+          "play",
+          "significant",
+          "role",
+          "storing",
+          "Manipulation",
+          "feasible",
+          "approach",
+          "details",
+          "summary",
+          "flowchart",
+          "mermaid",
+          "graph",
+          "LR",
+          "subgraph",
+          "Clean",
+          "run",
+          "The",
+          "Space",
+          "Need",
+          "le",
+          "downtown",
+          "end",
+          "Patch",
+          "clean",
+          "states",
+          "Seattle",
+          "correct",
+          "output",
+          "Corrupted",
+          "subject",
+          "embedding",
+          "flow",
+          "Output",
+          "state",
+          "Note",
+          "fixed",
+          "style",
+          "fill",
+          "f9f",
+          "stroke",
+          "333",
+          "ccf",
+          "cfc"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "9754e792-5f8b-595d-a898-0233e77aed53",
+            "relation": "embeds",
+            "ref": "[images/image-154-Diagram of Transformer Architecture and Corruption Process.jpg]",
+            "position": {
+              "start": 561,
+              "end": 642
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "6eefa9b8-e4e5-557c-8fb3-a680410aa866",
+      "type": "image",
+      "content": "\nstyle Patch clean states fill:#ccf,stroke:#333 <details>0\n[images/image-155-style Patc.jpg]\n",
+      "path": "images/image-155-style Patc.jpg",
+      "metadata": {
+        "length": 93,
+        "summary": "image-155\nstyle Patch clean states fill:#ccf,stroke:#333 <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-155-style Patc.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "b3043129-0b3d-5f89-8fa7-3c472989555a",
+      "type": "table",
+      "content": "<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>The*</th>\n      <th>Space*</th>\n      <th>Need*</th>\n      <th>le*</th>\n      <th>is</th>\n      <th>in</th>\n      <th>downtown</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>p(Seattle)</td>\n      <td>0.8</td>\n      <td>0.6</td>\n      <td>0.4</td>\n      <td>0.2</td>\n      <td>0.1</td>\n      <td>0.05</td>\n      <td>0.02</td>\n    </tr>\n    <tr>\n      <td>(various values)</td>\n      <td>0.8</td>\n      <td>0.6</td>\n      <td>0.4</td>\n      <td>0.2</td>\n      <td>0.1</td>\n      <td>0.05</td>\n      <td>0.02</td>\n    </tr>\n  </tbody>\n</table>",
+      "path": "tables/table-34 Probability Table.html",
+      "metadata": {
+        "length": 657,
+        "summary": "table-35\nThe table shows probability values for Seattle and various values across terms like The, Space, Need, le, is, in, and downtown, with decreasing probabilities from 0.8 to 0.02.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "tables/table-34 Probability Table.html",
+        "keywords": [
+          "probabilities",
+          "Seattle",
+          "downtown"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "141a993d-19fa-5b49-b61c-7d752dc6258c",
+      "type": "text",
+      "content": "style Patch clean states fill:#ccf,stroke:#333 <details>0\n[images/image-155-style Patc.jpg]\n\n<details>\n<summary>heatmap</summary>\n\n[tables/table-34 Probability Table.html]\n\n</details>",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/Recent Trends and Remaining Weaknesses of LLMs/Model Editing & Mechanistic Interpretability/(e) Impact of restoring state after corrupted input",
+      "metadata": {
+        "length": 202,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "style",
+          "Patch",
+          "clean",
+          "states",
+          "fill",
+          "ccf",
+          "stroke",
+          "333",
+          "details",
+          "summary",
+          "heatmap"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "6eefa9b8-e4e5-557c-8fb3-a680410aa866",
+            "relation": "embeds",
+            "ref": "[images/image-155-style Patc.jpg]",
+            "position": {
+              "start": 58,
+              "end": 91
+            }
+          },
+          {
+            "target": "b3043129-0b3d-5f89-8fa7-3c472989555a",
+            "relation": "embeds",
+            "ref": "[tables/table-34 Probability Table.html]",
+            "position": {
+              "start": 131,
+              "end": 171
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "a0a049e8-7b14-5364-98c6-ba680babf624",
+      "type": "image",
+      "content": "\n</details> <details>0\n[images/image-156-__details_.jpg]\n",
+      "path": "images/image-156-__details_.jpg",
+      "metadata": {
+        "length": 57,
+        "summary": "image-156\n</details> <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-156-__details_.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "70b4135a-5485-57c2-b0a5-5d0b9a81abe8",
+      "type": "table",
+      "content": "<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>center of interval of 10 restored MLP layers</th>\n      <th>p(Seattle)</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>The*</td>\n      <td>10</td>\n      <td>0.8</td>\n    </tr>\n    <tr>\n      <td>Space*</td>\n      <td>15</td>\n      <td>0.6</td>\n    </tr>\n    <tr>\n      <td>Need*</td>\n      <td>20</td>\n      <td>0.4</td>\n    </tr>\n    <tr>\n      <td>le*</td>\n      <td>25</td>\n      <td>0.2</td>\n    </tr>\n    <tr>\n      <td>is</td>\n      <td>30</td>\n      <td>0.1</td>\n    </tr>\n    <tr>\n      <td>in</td>\n      <td>35</td>\n      <td>0.05</td>\n    </tr>\n    <tr>\n      <td>downtown</td>\n      <td>40</td>\n      <td>0.02</td>\n    </tr>\n  </tbody>\n</table>",
+      "path": "tables/table-35 MLP Layer Prob.html",
+      "metadata": {
+        "length": 771,
+        "summary": "table-36\nThe table shows the probability of 'Seattle' decreasing from 0.8 to 0.02 as the center of interval of 10 restored MLP layers increases from 10 to 40.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "tables/table-35 MLP Layer Prob.html",
+        "keywords": [
+          "MLP layers",
+          "Seattle probability"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "141a993d-19fa-5b49-b61c-7d752dc6258c",
+      "type": "text",
+      "content": "</details> <details>0\n[images/image-156-__details_.jpg]\n\n<details>\n<summary>heatmap</summary>\n\n[tables/table-35 MLP Layer Prob.html]\n\n</details>",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/Recent Trends and Remaining Weaknesses of LLMs/Model Editing & Mechanistic Interpretability/(f) Impact of restoring MLP after corrupted input",
+      "metadata": {
+        "length": 164,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "details",
+          "summary",
+          "heatmap"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "a0a049e8-7b14-5364-98c6-ba680babf624",
+            "relation": "embeds",
+            "ref": "[images/image-156-__details_.jpg]",
+            "position": {
+              "start": 22,
+              "end": 55
+            }
+          },
+          {
+            "target": "70b4135a-5485-57c2-b0a5-5d0b9a81abe8",
+            "relation": "embeds",
+            "ref": "[tables/table-35 MLP Layer Prob.html]",
+            "position": {
+              "start": 95,
+              "end": 132
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "e9f6aa24-7c43-560c-810c-2abdf7752e03",
+      "type": "image",
+      "content": "\n</details> <details>0\n[images/image-157-__details_.jpg]\n",
+      "path": "images/image-157-__details_.jpg",
+      "metadata": {
+        "length": 57,
+        "summary": "image-157\n</details> <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-157-__details_.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "1f9bc182-1052-5d39-a7ad-df70c0dbba5c",
+      "type": "table",
+      "content": "<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th>center of interval of 10 restored Attn layers</th>\n      <th>p(Seattle)</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>The*</td>\n      <td>0.6</td>\n    </tr>\n    <tr>\n      <td>Space*</td>\n      <td>0.4</td>\n    </tr>\n    <tr>\n      <td>Need*</td>\n      <td>0.2</td>\n    </tr>\n    <tr>\n      <td>le*</td>\n      <td>0.3</td>\n    </tr>\n    <tr>\n      <td>is</td>\n      <td>0.5</td>\n    </tr>\n    <tr>\n      <td>in</td>\n      <td>0.6</td>\n    </tr>\n    <tr>\n      <td>downtown</td>\n      <td>0.7</td>\n    </tr>\n  </tbody>\n</table>",
+      "path": "tables/table-36 Attn Layers & Seattle.html",
+      "metadata": {
+        "length": 628,
+        "summary": "table-37\nThe table shows probabilities for tokens like 'downtown' (0.7), 'The*' (0.6), and 'in' (0.6) at the center of 10 restored attention layers, indicating a focus on Seattle-related terms.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "tables/table-36 Attn Layers & Seattle.html",
+        "keywords": [
+          "Attention layers",
+          "Seattle probability",
+          "restored"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "b1ce2f7a-591e-5d42-bafe-37e7daae5a0a",
+      "type": "text",
+      "content": "</details> <details>0\n[images/image-157-__details_.jpg]\n\n<details>\n<summary>heatmap</summary>\n\n[tables/table-36 Attn Layers & Seattle.html]\n\n</details>\nFigure 1: Causal Traces compute the causal effect of neuron activations by running the network twice: (a) once normally, and (b) once where we corrupt the subject token and then (c) restore selected internal activations to their clean value. (d) Some sets of activations cause the output to return to the original prediction; the light blue path shows an example of information flow. The causal impact on output probability is mapped for the effect of (e) each hidden state on the prediction, (f) only MLP activations, and (g) only attention activations.",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/Recent Trends and Remaining Weaknesses of LLMs/Model Editing & Mechanistic Interpretability/(g) Impact of restoring Attn after corrupted input",
+      "metadata": {
+        "length": 719,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "details",
+          "summary",
+          "heatmap",
+          "Figure",
+          "Causal",
+          "Traces",
+          "compute",
+          "causal",
+          "effect",
+          "neuron",
+          "activations",
+          "running",
+          "network",
+          "corrupt",
+          "subject",
+          "token",
+          "restore",
+          "selected",
+          "internal",
+          "clean",
+          "Some",
+          "sets",
+          "output",
+          "return",
+          "original",
+          "prediction",
+          "light",
+          "blue",
+          "path",
+          "shows",
+          "information",
+          "flow",
+          "The",
+          "impact",
+          "probability",
+          "mapped",
+          "hidden",
+          "state",
+          "MLP",
+          "attention"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "e9f6aa24-7c43-560c-810c-2abdf7752e03",
+            "relation": "embeds",
+            "ref": "[images/image-157-__details_.jpg]",
+            "position": {
+              "start": 22,
+              "end": 55
+            }
+          },
+          {
+            "target": "1f9bc182-1052-5d39-a7ad-df70c0dbba5c",
+            "relation": "embeds",
+            "ref": "[tables/table-36 Attn Layers & Seattle.html]",
+            "position": {
+              "start": 95,
+              "end": 139
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "d27e6b9c-e1f4-5450-8ef4-4aef86034c39",
+      "type": "image",
+      "content": "\n▶ E.g. GPT-4, Gemini, etc. <details>0\n[images/image-158-Architecture of a Gating Network.jpg]\n",
+      "path": "images/image-158-Architecture of a Gating Network.jpg",
+      "metadata": {
+        "length": 73,
+        "summary": "image-158\nInput flows into a Gating Network which distributes data to multiple Expert modules (Expert 1, Expert 2, Expert 3... Expert n).\nThe Gating Network generates weights that are combined with the outputs from the Experts.\nThese weighted outputs are aggregated and passed to the final Output.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-158-Architecture of a Gating Network.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "4c563a74-4987-55da-8517-5ee936a93df3",
+      "type": "text",
+      "content": "▶ Mixture of Experts (MoE) very prevalent these days in LLMs:\n▶ E.g. GPT-4, Gemini, etc.\n▶ Goal: have several models/“experts” work together to solve a problem\n▶ Each expert may be specialized for a task/purpose\n▶ Try to use the diff skill-sets together to arrive at a generation\n▶ Research on how to better define and connect these “experts”\n\n▶ E.g. GPT-4, Gemini, etc. <details>0\n[images/image-158-Architecture of a Gating Network.jpg]\n\n<details>\n<summary>flowchart</summary>\nNeural network architecture diagram showing weights generated by gating and expert inputs, with weights flowing from input to output.\n</details>",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/Recent Trends and Remaining Weaknesses of LLMs/Model Modularity + Mixture of Experts (MoE)",
+      "metadata": {
+        "length": 600,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Mixture",
+          "Experts",
+          "MoE",
+          "prevalent",
+          "days",
+          "LLMs",
+          "GPT",
+          "Gemini",
+          "Goal",
+          "models",
+          "experts",
+          "work",
+          "solve",
+          "problem",
+          "Each",
+          "expert",
+          "specialized",
+          "task",
+          "purpose",
+          "Try",
+          "diff",
+          "skill",
+          "sets",
+          "arrive",
+          "generation",
+          "Research",
+          "define",
+          "connect",
+          "details",
+          "summary",
+          "flowchart",
+          "Neural",
+          "network",
+          "architecture",
+          "diagram",
+          "showing",
+          "weights",
+          "generated",
+          "gating",
+          "inputs",
+          "flowing",
+          "input",
+          "output"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "d27e6b9c-e1f4-5450-8ef4-4aef86034c39",
+            "relation": "embeds",
+            "ref": "[images/image-158-Architecture of a Gating Network.jpg]",
+            "position": {
+              "start": 382,
+              "end": 437
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "59107e4e-427a-5deb-aa9e-ee1749608153",
+      "type": "text",
+      "content": "▶ Single model variation (?)\n▶ Potential to segment/compartmentalize a single NN model into different compartments with their own focus, similar to the human brain?\n▶ E.g. part of the network for fact-based info, another for spatial reasoning, another for mathematical + logical reasoning, etc.\n▶ Maybe add more layers on top of the foundation model\n▶ Particular layers correspond to something (e.g. new domain), and try to tune these new layers specifically",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/Recent Trends and Remaining Weaknesses of LLMs/Model Modularity + Mixture of Experts (MoE)_2",
+      "metadata": {
+        "length": 458,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Single",
+          "model",
+          "variation",
+          "Potential",
+          "segment",
+          "compartmentalize",
+          "single",
+          "NN",
+          "compartments",
+          "focus",
+          "similar",
+          "human",
+          "brain",
+          "part",
+          "network",
+          "fact",
+          "based",
+          "info",
+          "spatial",
+          "reasoning",
+          "mathematical",
+          "logical",
+          "Maybe",
+          "add",
+          "layers",
+          "top",
+          "foundation",
+          "Particular",
+          "correspond",
+          "domain",
+          "tune",
+          "specifically"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "8522f80c-c43e-5e51-aee4-c279936495e2",
+      "type": "text",
+      "content": "▶ Found models can reflect on their own output to iteratively improve/refine them\nExamples of works: ReAct, Reflexion, Self-refine\n▶ Training LMs with Language Feedback: https://arxiv.org/abs/2204.14146",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/Recent Trends and Remaining Weaknesses of LLMs/Self-Improvement ∕ Self-Reflection",
+      "metadata": {
+        "length": 202,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Found",
+          "models",
+          "reflect",
+          "output",
+          "iteratively",
+          "improve",
+          "refine",
+          "Examples",
+          "works",
+          "ReAct",
+          "Reflexion",
+          "Self",
+          "Training",
+          "LMs",
+          "Language",
+          "Feedback",
+          "https",
+          "arxiv",
+          "org",
+          "abs",
+          "2204.14146"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "71b5da3f-6f5d-534b-b705-fc4cd12d3f78",
+      "type": "image",
+      "content": "\n### Self-Improvement / Self-Reflection <details>0\n[images/image-159-ReAct Framework Diagram.jpg]\n",
+      "path": "images/image-159-ReAct Framework Diagram.jpg",
+      "metadata": {
+        "length": 85,
+        "summary": "image-159\n- **Process Flow**: Query -> LLM -> Action -> Environment -> Reward\n- **Components**:\n  - Query\n  - LLM (Large Language Model)\n  - Action\n  - Environment\n  - Reward\n  - Reflection (LLM)\n  - Heuristic (h)\n- **Data Structures**:\n  - Sequence: {a0, o0, a1, o1, a2, o2, ..., aN, oN}\n  - Rewards: {r0, r1, r2, ..., rN}\n- **Feedback Loops**:\n  - The \"Reflection\" component feeds back into the \"Query\".\n  - The \"Heuristic\" component receives input from the sequence data and provides feedback to both \"Action\" and \"Reflection\".",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-159-ReAct Framework Diagram.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "42b3be5d-e7d9-5e61-9f6b-39ee20f077df",
+      "type": "image",
+      "content": "\nC --> I[\"{a₀,o₀,a₁,o₁,a₂,o₂,..., aₙ,oₙ}\"] <details>0\n[images/image-160-Performance on SQuAD Benchmark.jpg]\n",
+      "path": "images/image-160-Performance on SQuAD Benchmark.jpg",
+      "metadata": {
+        "length": 88,
+        "summary": "image-160\nChart Title: Performance on SQuAD Benchmark\nY-Axis Label: Accuracy (Range: 0-100)\nX-Axis Label: Trials (Range: 0-10)\n\nData Series and Trends:\n- Base (Blue Line): Starts at ~30 accuracy, rises slowly to plateau around 40 by trial 10.\n- Reflexion of Base (Orange Line): Starts at ~30 accuracy, shows steady growth reaching approximately 80 by trial 10.\n- Reflexion of Reflexion of Base (Purple Line): Starts at ~30 accuracy, demonstrates the steepest initial growth and highest performance, reaching nearly 90 by trial 10.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-160-Performance on SQuAD Benchmark.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "1585dc7a-44d6-583b-8a03-062a643b0202",
+      "type": "table",
+      "content": "<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th>Trials</th>\n      <th>Base</th>\n      <th>Reflexion of Base</th>\n      <th>Reflexion of Reflexion of Base</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>0</td>\n      <td>30.0</td>\n      <td>30.0</td>\n      <td>30.0</td>\n    </tr>\n    <tr>\n      <td>2</td>\n      <td>35.0</td>\n      <td>60.0</td>\n      <td>70.0</td>\n    </tr>\n    <tr>\n      <td>4</td>\n      <td>38.0</td>\n      <td>70.0</td>\n      <td>80.0</td>\n    </tr>\n    <tr>\n      <td>6</td>\n      <td>39.0</td>\n      <td>75.0</td>\n      <td>85.0</td>\n    </tr>\n    <tr>\n      <td>8</td>\n      <td>40.0</td>\n      <td>78.0</td>\n      <td>88.0</td>\n    </tr>\n    <tr>\n      <td>10</td>\n      <td>40.0</td>\n      <td>80.0</td>\n      <td>90.0</td>\n    </tr>\n  </tbody>\n</table>",
+      "path": "tables/table-37 Reflexion Trials.html",
+      "metadata": {
+        "length": 831,
+        "summary": "table-38\nThe table shows trial numbers with base scores and their improvements after one and two reflexions, increasing from 30 to 90 across 10 trials.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "tables/table-37 Reflexion Trials.html",
+        "keywords": [
+          "Reflexion",
+          "Trials",
+          "Scores"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "585ec701-1053-5dc2-9489-2f78d536ec28",
+      "type": "text",
+      "content": "▶ Tried multiple layers/levels of self-reflection... showing continual improvement\n▶ Hypothesize that results will improve to a certain point and then degrade, and depends both on the model scale and the task at hand\n▶ Some folks believe that AGI is a “constant state of self-reflection”\n▶ Can investigate further improvements to chain-of-thought reasoning and self-reflection\n\n### Self-Improvement / Self-Reflection <details>0\n[images/image-159-ReAct Framework Diagram.jpg]\n\n<details>\n<summary>flowchart</summary>\n```mermaid\ngraph TD\nA[\"Query\"] --> B[\"LLM\"]\nB --> C[\"Action\"]\nC --> D[\"Environment\"]\nD --> E[\"Reward\"]\nE --> F[\"{r₀,r₁,r₂,..., rₙ}\"]\nF --> G[\"Heuristic (h)\"]\nG --> H[\"Reflection (LLM)\"]\nH --> A\nC --> I[\"{a₀,o₀,a₁,o₁,a₂,o₂,..., aₙ,oₙ}\"]\nI --> G\n```\n</details>\nFigure 1: Reflexion can be added to any decision-making approach. We enable ReAct agents to use self-reflection to improve their own performance.\n\nC --> I[\"{a₀,o₀,a₁,o₁,a₂,o₂,..., aₙ,oₙ}\"] <details>0\n[images/image-160-Performance on SQuAD Benchmark.jpg]\n\n<details>\n<summary>line chart</summary>\n\n[tables/table-37 Reflexion Trials.html]\n\n</details>",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/Recent Trends and Remaining Weaknesses of LLMs/Self-Improvement ∕ Self-Reflection_2",
+      "metadata": {
+        "length": 1125,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Tried",
+          "multiple",
+          "layers",
+          "levels",
+          "reflection",
+          "showing",
+          "continual",
+          "improvement",
+          "Hypothesize",
+          "results",
+          "improve",
+          "point",
+          "degrade",
+          "depends",
+          "model",
+          "scale",
+          "task",
+          "hand",
+          "Some",
+          "folks",
+          "AGI",
+          "constant",
+          "state",
+          "Can",
+          "investigate",
+          "improvements",
+          "chain",
+          "thought",
+          "reasoning",
+          "Self",
+          "Improvement",
+          "Reflection",
+          "details",
+          "summary",
+          "flowchart",
+          "mermaid",
+          "graph",
+          "TD",
+          "Query",
+          "LLM",
+          "Action",
+          "Environment",
+          "Reward",
+          "Heuristic",
+          "Figure",
+          "Reflexion",
+          "added",
+          "decision",
+          "making",
+          "approach",
+          "We",
+          "enable",
+          "ReAct",
+          "agents",
+          "performance",
+          "line",
+          "chart"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "71b5da3f-6f5d-534b-b705-fc4cd12d3f78",
+            "relation": "embeds",
+            "ref": "[images/image-159-ReAct Framework Diagram.jpg]",
+            "position": {
+              "start": 428,
+              "end": 474
+            }
+          },
+          {
+            "target": "42b3be5d-e7d9-5e61-9f6b-39ee20f077df",
+            "relation": "embeds",
+            "ref": "[images/image-160-Performance on SQuAD Benchmark.jpg]",
+            "position": {
+              "start": 974,
+              "end": 1027
+            }
+          },
+          {
+            "target": "1585dc7a-44d6-583b-8a03-062a643b0202",
+            "relation": "embeds",
+            "ref": "[tables/table-37 Reflexion Trials.html]",
+            "position": {
+              "start": 1070,
+              "end": 1109
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "9407167a-bea3-5d72-8f7a-b8aecefa6d44",
+      "type": "text",
+      "content": "▶ Model “does not know when it does not know”\n▶ Due to sampling procedure, generates text and sounds confident about it, even when littered with factual errors\n▶ Can enhance through retrieval (e.g. through Google), and also:\n▶ Internal-based “fact verification”\n▶ Output verification and regeneration (self-refinement/improvement)\n▶ Modifying the token sampling to shy away from hallucination\n▶ Some way to “predict hallucination” before generation and prevent it\n▶ “Confidence” rating would also help check the reliability of the output\nReasoning: Sufficient? Intermediate Guidance Helps...\n▶ Chain-of-thought (CoT) - series of intermediate reasoning steps\n▶ Shown to improve LLM performance on complex reasoning tasks\n▶ Inspired by human thought process: decompose multi-step problems\n▶ Also provides an interpretable window into behavior of the model (how it arrived at an answer, where it goes wrong in its reasoning path)\n▶ CoT exploits the fact that deep down in the model's weights, it knows more about the problem than just prompting it to get a response",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/Recent Trends and Remaining Weaknesses of LLMs/Hallucination Problem",
+      "metadata": {
+        "length": 1062,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Model",
+          "Due",
+          "sampling",
+          "procedure",
+          "generates",
+          "text",
+          "sounds",
+          "confident",
+          "littered",
+          "factual",
+          "errors",
+          "Can",
+          "enhance",
+          "retrieval",
+          "Google",
+          "Internal",
+          "based",
+          "fact",
+          "verification",
+          "Output",
+          "regeneration",
+          "refinement",
+          "improvement",
+          "Modifying",
+          "token",
+          "shy",
+          "hallucination",
+          "Some",
+          "predict",
+          "generation",
+          "prevent",
+          "Confidence",
+          "rating",
+          "check",
+          "reliability",
+          "output",
+          "Reasoning",
+          "Sufficient",
+          "Intermediate",
+          "Guidance",
+          "Helps",
+          "Chain",
+          "thought",
+          "CoT",
+          "series",
+          "intermediate",
+          "reasoning",
+          "steps",
+          "Shown",
+          "improve",
+          "LLM",
+          "performance",
+          "complex",
+          "tasks",
+          "Inspired",
+          "human",
+          "process",
+          "decompose",
+          "multi",
+          "step",
+          "problems",
+          "Also",
+          "interpretable",
+          "window",
+          "behavior",
+          "model",
+          "arrived",
+          "answer",
+          "wrong",
+          "path",
+          "exploits",
+          "deep",
+          "weights",
+          "problem",
+          "prompting",
+          "response"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "b74122de-96f7-56e7-ae3d-cb2a1246329d",
+      "type": "text",
+      "content": "",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/Recent Trends and Remaining Weaknesses of LLMs/Chain-of-Thought Reasoning",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "bdc96680-68e1-5ab2-87c2-41e474f1d5ed",
+      "type": "text",
+      "content": "",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/Recent Trends and Remaining Weaknesses of LLMs/Chain-of-Thought Reasoning/Standard Prompting",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "03ab0a60-beac-5c4e-8226-f869766ddc3a",
+      "type": "text",
+      "content": "Q: Roger has 5 tennis balls. He buys 2 more cans of tennis balls. Each can has 3 tennis balls. How many tennis balls does he have now?\nA: The answer is 11.\nQ: The cafeteria had 23 apples. If they used 20 to make lunch and bought 6 more, how many apples do they have?",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/Recent Trends and Remaining Weaknesses of LLMs/Chain-of-Thought Reasoning/Standard Prompting/Model Input",
+      "metadata": {
+        "length": 266,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Roger",
+          "tennis",
+          "balls",
+          "He",
+          "buys",
+          "cans",
+          "Each",
+          "How",
+          "The",
+          "answer",
+          "11",
+          "cafeteria",
+          "23",
+          "apples",
+          "If",
+          "20",
+          "make",
+          "lunch",
+          "bought"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "6bd5855b-0d96-5039-80d3-8d3291cc3e9c",
+      "type": "image",
+      "content": "\nQ: Roger has 5 tennis balls. He buys 2 more cans of tennis balls. Each can has 3 tennis balls. How many tennis balls does he have now? #### Chain-of-Thought Prompting0\n[images/image-161-Q_ Roger h.jpg]\n",
+      "path": "images/image-161-Q_ Roger h.jpg",
+      "metadata": {
+        "length": 203,
+        "summary": "image-161\nQ: Roger has 5 tennis balls. He buys 2 more cans of tennis balls. Each can has 3 tennis balls. How many tennis balls does he have now? #### Chain-of-Thought Prompting0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-161-Q_ Roger h.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "7126457d-0bf0-55f5-8ed5-b3f1b01f8611",
+      "type": "text",
+      "content": "A: The answer is 27.\n\nQ: Roger has 5 tennis balls. He buys 2 more cans of tennis balls. Each can has 3 tennis balls. How many tennis balls does he have now? #### Chain-of-Thought Prompting0\n[images/image-161-Q_ Roger h.jpg]",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/Recent Trends and Remaining Weaknesses of LLMs/Chain-of-Thought Reasoning/Standard Prompting/Model Output",
+      "metadata": {
+        "length": 223,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "The",
+          "answer",
+          "27",
+          "Roger",
+          "tennis",
+          "balls",
+          "He",
+          "buys",
+          "cans",
+          "Each",
+          "How",
+          "Chain",
+          "Thought",
+          "Prompting0"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "6bd5855b-0d96-5039-80d3-8d3291cc3e9c",
+            "relation": "embeds",
+            "ref": "[images/image-161-Q_ Roger h.jpg]",
+            "position": {
+              "start": 190,
+              "end": 223
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "9fc26a4e-834c-582d-a8fa-a4f3934ebdb1",
+      "type": "text",
+      "content": "",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/Recent Trends and Remaining Weaknesses of LLMs/Chain-of-Thought Reasoning/Chain-of-Thought Prompting",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "5c96fd78-17dd-508d-bad7-505f7d12de2a",
+      "type": "text",
+      "content": "Q: Roger has 5 tennis balls. He buys 2 more cans of tennis balls. Each can has 3 tennis balls. How many tennis balls does he have now?\nA: Roger started with 5 balls. 2 cans of 3 tennis balls each is 6 tennis balls. $5 + 6 = 11$ . The answer is 11.\nQ: The cafeteria had 23 apples. If they used 20 to make lunch and bought 6 more, how many apples do they have?",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/Recent Trends and Remaining Weaknesses of LLMs/Chain-of-Thought Reasoning/Chain-of-Thought Prompting/Model Input",
+      "metadata": {
+        "length": 358,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Roger",
+          "tennis",
+          "balls",
+          "He",
+          "buys",
+          "cans",
+          "Each",
+          "How",
+          "started",
+          "11",
+          "The",
+          "answer",
+          "cafeteria",
+          "23",
+          "apples",
+          "If",
+          "20",
+          "make",
+          "lunch",
+          "bought"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "62d3ce99-23c6-5f44-82b0-7f0f9dd39430",
+      "type": "text",
+      "content": "A: The cafeteria had 23 apples originally. They used 20 to make lunch. So they had $23 - 20 = 3$ . They bought 6 more apples, so they have $3 + 6 = 9$ . The answer is 9.",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/Recent Trends and Remaining Weaknesses of LLMs/Chain-of-Thought Reasoning/Chain-of-Thought Prompting/Model Output",
+      "metadata": {
+        "length": 169,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "The",
+          "cafeteria",
+          "23",
+          "apples",
+          "originally",
+          "They",
+          "20",
+          "make",
+          "lunch",
+          "So",
+          "bought",
+          "answer"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "58450463-e605-5b45-9414-5acdd6454add",
+      "type": "text",
+      "content": "▶ CoT results in performance gains for larger LMs, but still remain a non-negligible fraction of errors\n▶ CoT error breakdown:\n▶ 8% from just a calculator error\n▶ 16% from symbol mapping error\n▶ 22% from “one missing step” error\n▶ Remaining errors due to semantic understanding issues and incoherent CoT\n▶ We can investigate methods to address above errors and improve CoT in general",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/Recent Trends and Remaining Weaknesses of LLMs/Chain-of-Thought Reasoning/Improving Chain-of-Thought Reasoning",
+      "metadata": {
+        "length": 383,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "CoT",
+          "results",
+          "performance",
+          "gains",
+          "larger",
+          "LMs",
+          "remain",
+          "negligible",
+          "fraction",
+          "errors",
+          "error",
+          "breakdown",
+          "8%",
+          "calculator",
+          "16%",
+          "symbol",
+          "mapping",
+          "22%",
+          "missing",
+          "step",
+          "Remaining",
+          "due",
+          "semantic",
+          "understanding",
+          "issues",
+          "incoherent",
+          "We",
+          "investigate",
+          "methods",
+          "address",
+          "improve",
+          "general"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "f9c864b9-7e08-586a-a262-f6fa291a460a",
+      "type": "text",
+      "content": "Currently, CoT works effectively for models of approx. 100B params or more\n▶ Initial paper found “one-step missing” and “semantic understanding” CoT errors to be the most common among smaller models\n▶ 3 potential reasons:\n▶ Fail at even relatively easy symbol mapping tasks\n▶ Seem to have inherently weaker arithmetic abilities\n▶ Often had logical loopholes and did not arrive at a final answer\n▶ Improve CoT for smaller models → significant value to the research community",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/Recent Trends and Remaining Weaknesses of LLMs/Chain-of-Thought Reasoning/Chain-of-Thought Reasoning for Smaller Models",
+      "metadata": {
+        "length": 473,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Currently",
+          "CoT",
+          "works",
+          "effectively",
+          "models",
+          "approx",
+          "100B",
+          "params",
+          "Initial",
+          "paper",
+          "found",
+          "step",
+          "missing",
+          "semantic",
+          "understanding",
+          "errors",
+          "common",
+          "smaller",
+          "potential",
+          "reasons",
+          "Fail",
+          "easy",
+          "symbol",
+          "mapping",
+          "tasks",
+          "Seem",
+          "inherently",
+          "weaker",
+          "arithmetic",
+          "abilities",
+          "Often",
+          "logical",
+          "loopholes",
+          "arrive",
+          "final",
+          "answer",
+          "Improve",
+          "significant",
+          "research",
+          "community"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "41694c6b-0b47-5cd7-aee4-530e69bb1b77",
+      "type": "text",
+      "content": "▶ Find CoT to have a more rigid definition and format\n▶ Further, its advantages are for particular domains and types of questions\n▶ Task is challenging and requires multi-step reasoning\n▶ Scaling curve of the problem/task is relatively flat\n▶ Humans think through different types of problems in multiple ways\n▶ Our “scratchpad” is more flexible and open to different reasoning structures\n▶ Can maybe generalize CoT to be more flexible somehow",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/Recent Trends and Remaining Weaknesses of LLMs/Chain-of-Thought Reasoning/Generalizing Chain-of-Thought Reasoning",
+      "metadata": {
+        "length": 442,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Find",
+          "CoT",
+          "rigid",
+          "definition",
+          "format",
+          "Further",
+          "advantages",
+          "domains",
+          "types",
+          "questions",
+          "Task",
+          "challenging",
+          "requires",
+          "multi",
+          "step",
+          "reasoning",
+          "Scaling",
+          "curve",
+          "problem",
+          "task",
+          "flat",
+          "Humans",
+          "problems",
+          "multiple",
+          "ways",
+          "Our",
+          "scratchpad",
+          "flexible",
+          "open",
+          "structures",
+          "Can",
+          "generalize"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "fb4d3094-a940-533c-adb6-ed3f1ed92521",
+      "type": "image",
+      "content": "\n▶ Humans think through different types of problems in multiple ways <details>0\n[images/image-162-Prompting Methods Comparison.jpg]\n",
+      "path": "images/image-162-Prompting Methods Comparison.jpg",
+      "metadata": {
+        "length": 114,
+        "summary": "image-162\n(a) Input-Output Prompting (IO): Linear flow from Input to Output.\n(c) Chain of Thought Prompting (CoT): Sequential steps between Input and Output.\n(c) Self Consistency with CoT (CoT-SC): Multiple parallel reasoning paths aggregated via Majority vote to produce Output.\n(d) Tree of Thoughts (ToT): Hierarchical tree structure where nodes represent \"thought\" states, branching into multiple possibilities before converging to an Output.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-162-Prompting Methods Comparison.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "d1234dcd-5af1-53ee-85de-947116c9d100",
+      "type": "text",
+      "content": "▶ ToT: “consider multiple different reasoning paths and self-evaluating choices to decide the next course of action, as well as looking ahead or backtracking when necessary to make global choices”\n\n▶ Humans think through different types of problems in multiple ways <details>0\n[images/image-162-Prompting Methods Comparison.jpg]\n\n<details>\n<summary>flowchart</summary>\n```mermaid\ngraph TD\nA[\"Input\"] --> B[\"Output\"]\nC[\"Input\"] --> D[\"Output\"]\nE[\"Input\"] --> F[\"Output\"]\nG[\"Input\"] --> H[\"Output\"]\nI[\"Input\"] --> J[\"Output\"]\nK[\"Input\"] --> L[\"Output\"]\nM[\"Input\"] --> N[\"Output\"]\nO[\"Input\"] --> P[\"Output\"]\nQ[\"Input\"] --> R[\"Output\"]\nS[\"Input\"] --> T[\"Output\"]\nU[\"Input\"] --> V[\"Output\"]\nW[\"Input\"] --> X[\"Output\"]\nY[\"Input\"] --> Z[\"Output\"]\nAA[\"Input\"] --> AB[\"Output\"]\nAC[\"Input\"] --> AD[\"Output\"]\nAE[\"Input\"] --> AF[\"Output\"]\nAG[\"Input\"] --> AH[\"Output\"]\nAI[\"Input\"] --> AJ[\"Output\"]\nAK[\"Input\"] --> AL[\"Output\"]\nAM[\"Input\"] --> AN[\"Output\"]\nAO[\"Input\"] --> AP[\"Output\"]\nAQ[\"Input\"] --> AR[\"Output\"]\nAS[\"Input\"] --> AT[\"Output\"]\nAU[\"Input\"] --> AV[\"Output\"]\nAW[\"Input\"] --> AX[\"Output\"]\nAY[\"Input-Output Prompting (IO)\"]\nAZ[\"Chain of Thought Prompting (CoT)\"]\nBA[\"Self Consistency with CoT (CoT-SC)\"]\nBB[\"Majority vote\"]\nBC[\"(d) Tree of Thoughts (ToT)\"]\nBD[\"thought\"]\n```\n</details>\nFigure 1: Schematic illustrating various approaches to problem solving with LLMs. Each rectangle box represents a thought, which is a coherent language sequence that serves as an intermediate step toward problem solving. See concrete examples of how thoughts are generated, evaluated, and searched in Figures 246",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/Recent Trends and Remaining Weaknesses of LLMs/Chain-of-Thought Reasoning/Tree of Thoughts",
+      "metadata": {
+        "length": 1578,
+        "summary": "The passage introduces the Tree of Thoughts (ToT) approach for problem solving with LLMs, which involves considering multiple reasoning paths, self-evaluating choices, and looking ahead or backtracking. It contrasts ToT with other methods like Input-Output Prompting (IO), Chain of Thought Prompting (CoT), and Self-Consistency with CoT (CoT-SC), as illustrated in a flowchart. The figure shows how thoughts are generated, evaluated, and searched as intermediate steps toward problem solving.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "ToT",
+          "multiple",
+          "reasoning",
+          "paths",
+          "evaluating",
+          "choices",
+          "decide",
+          "action",
+          "ahead",
+          "backtracking",
+          "make",
+          "global",
+          "Humans",
+          "types",
+          "problems",
+          "ways",
+          "details",
+          "summary",
+          "flowchart",
+          "mermaid",
+          "graph",
+          "TD",
+          "Input",
+          "Output",
+          "AA",
+          "AB",
+          "AC",
+          "AD",
+          "AE",
+          "AF",
+          "AG",
+          "AH",
+          "AI",
+          "AJ",
+          "AK",
+          "AL",
+          "AM",
+          "AN",
+          "AO",
+          "AP",
+          "AQ",
+          "AR",
+          "AS",
+          "AT",
+          "AU",
+          "AV",
+          "AW",
+          "AX",
+          "AY",
+          "Prompting",
+          "IO",
+          "AZ",
+          "Chain",
+          "Thought",
+          "CoT",
+          "BA",
+          "Self",
+          "Consistency",
+          "SC",
+          "BB",
+          "Majority",
+          "vote",
+          "BC",
+          "Tree",
+          "Thoughts",
+          "BD",
+          "thought",
+          "Figure",
+          "Schematic",
+          "illustrating",
+          "approaches",
+          "problem",
+          "solving",
+          "LLMs",
+          "Each",
+          "rectangle",
+          "box",
+          "represents",
+          "coherent",
+          "language",
+          "sequence",
+          "serves",
+          "intermediate",
+          "step",
+          "See",
+          "concrete",
+          "examples",
+          "thoughts",
+          "generated",
+          "evaluated",
+          "searched",
+          "Figures",
+          "246"
+        ],
+        "keywords": [
+          "Tree of Thoughts",
+          "Chain of Thought",
+          "LLM reasoning"
+        ],
+        "connect_to": [
+          {
+            "target": "fb4d3094-a940-533c-adb6-ed3f1ed92521",
+            "relation": "embeds",
+            "ref": "[images/image-162-Prompting Methods Comparison.jpg]",
+            "position": {
+              "start": 277,
+              "end": 328
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "ee31180f-4058-54d4-821e-a66082edeb4f",
+      "type": "image",
+      "content": "\n</details> <details>0\n[images/image-163-Mind Map_ Balloon Science.jpg]\n",
+      "path": "images/image-163-Mind Map_ Balloon Science.jpg",
+      "metadata": {
+        "length": 57,
+        "summary": "image-163\n- Central Question: What fills the balloons?\n- Answer: Helium\n- Key Concepts & Relationships:\n  - Why can a balloon float? -> Balloon has lower density -> Low density gas like helium\n  - What can make a balloon float? -> (Linked to low density gas)\n  - Where is the balloons? -> Over people's heads -> Floating in the air\n  - What is the state of the balloon? -> (Linked to floating in the air)\n- Visual Context: Includes an image of children and adults gathered around a table with balloons.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-163-Mind Map_ Balloon Science.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "80fcd7a7-1842-54fa-bc6e-0be2d968b528",
+      "type": "image",
+      "content": "\nH --> I[\"Balloon has lower density\"] <details>0\n[images/image-164-Self-Questioning Process Diagram.jpg]\n",
+      "path": "images/image-164-Self-Questioning Process Diagram.jpg",
+      "metadata": {
+        "length": 83,
+        "summary": "image-164\nThe diagram illustrates a hierarchical Self-Questioning (SQ) process involving multiple depths and return hints.\n\n**Process Flow:**\n*   **Root Node:** The process begins with an initial state $H^0 := [H^0; \\widetilde{H}_1^2]$ leading to the first \"Self-Questioning (SQ)\" node.\n*   **Branching:** From each SQ node, the process branches into multiple questions denoted as $<Q_i^d, H^d, I>$, where $i$ represents the question index at depth $d$.\n*   **Depth Levels:** The diagram shows progression through depths 1, 2, and 3. At each level, new states are generated, such as $H^1 := [H^1; \\widetilde{H}_1^3]$, which feed into subsequent SQ nodes.\n*   **Recursion/Iteration:** The pattern repeats with ellipses (...) indicating continuation of the process for further depths ($N_1$, etc.) and deeper levels.\n\n**Legend & Definitions:**\n*   **Green Box",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-164-Self-Questioning Process Diagram.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "75748e50-0591-577f-a3e9-0ab5f8964d3e",
+      "type": "text",
+      "content": "▶ “Divide-and-conquer fashion algorithm that simulates the self-questioning and recursive thinking process.”\n“Self-questioning module using a large-scale LM to propose subproblems related to the original problem as intermediate steps and recursively backtracks and answers the sub-problems to reach the original problem.”\n\n</details> <details>0\n[images/image-163-Mind Map_ Balloon Science.jpg]\n\n<details>\n<summary>flowchart</summary>\n```mermaid\ngraph TD\nA[\"Question: What fills the balloons?\"] --> B[\"Floating in the air\"]\nA --> C[\"Answer: Helium\"]\nA --> D[\"Low density gas like helium\"]\nB --> E[\"What is the state of the balloon?\"]\nE --> F[\"Over people's heads\"]\nF --> G[\"Where is the balloons?\"]\nC --> H[\"What can make a balloon float?\"]\nH --> I[\"Balloon has lower density\"]\nI --> J[\"Why can a balloon float?\"]\n```\n</details>\nFigure 1: Example of a complex visual question solved in the human thinking process, involving raising visual and commonsense questions.\n\nH --> I[\"Balloon has lower density\"] <details>0\n[images/image-164-Self-Questioning Process Diagram.jpg]\n\n<details>\n<summary>flowchart</summary>\n```mermaid\ngraph TD\nA[\"Self-Questioning (SQ)\"] --> B{H⁰} = [H⁰; H̃₁²]\nA --> C{H¹} = [H¹; H̃₁³]\nA --> D{H¹} = [H¹; H̃₂²]\nA --> E{H¹} = [H¹; H̃₁]\nA --> F{H¹} = [H², H̃₁]\nA --> G{H²} = [H³, H̃₁]\nA --> H{H³} = [H³; H̃₁]\nA --> I{H³} = [H³; H̃₁]\nA --> J{H³} = [H³; H̃₁]\nA --> K{H³} = [H³; H̃₁]\nA --> L{H³} = [H³; H̃₁]\nA --> M{H³} = [H³; H̃₁]\nA --> N{H³} = [H³; H̃₁]\nA --> O{H³} = [H³; H̃₁]\nA --> P{H³} = [H³; H̃₁]\nA --> Q{H³} = [H³; H̃₁]\nA --> R{H³} = [H³; H̃₁]\nA --> S{H³} = [H³; H̃₁]\nA --> T{H³} = [H³; H̃₁]\nA --> U{H³} = [H³; H̃₁]\nA --> V{H³} = [H³; H̃₁]\nA --> W{H³} = [H³; H̃₁]\nA --> X{H³} = [H³; H̃₁]\nA --> Y{H³} = [H³; H̃₁]\nA --> Z{H³} = [H³; H̃₁]\nA --> AA{H³} = [H³; H̃₁]\nA --> AB{H³} = [H³; H̃₁]\nA --> AC{H³} = [H³; H̃₁]\nA --> AD{H³} = [H³; H̃₁]\nA --> AE{H³} = [H³; H̃₁]\nA --> AF{H³} = [H³; H̃₁]\nA --> AG{H³} = [H³; H̃₁]\nA --> AH{H³} = [H³; H̃₁]\nA --> AI{H³} = [H³; H̃₁]\nA --> AJ{H³} = [H³; H̃₁]\nA --> AK{H³} = [H³; H̃₁]\nA --> AL{H³} = [H³; H̃₁]\nA --> AM{H³} = [H³; H̃₁]\nA --> AN{H³} = [H³; H̃₁]\nA --> AO{H³} = [H³; H̃₁]\nA --> AP{H³} = [H³; H̃₁]\nA --> AQ{H³} = [H³; H̃₁]\nA --> AR{H³} = [H³; H̃₁]\nA --> AS{H³} = [H³; H̃₁]\nA --> AT{H³} = [H³; H̃₁]\nA --> AU{H³} = [H³; H̃₁]\nA --> AV{H³} = [H³; H̃₁]\nA --> AW{H³} = [H³; H̃₁]\nA --> AX{H³} = [H³; H̃₁]\nA --> AY{H³} = [H³; H̃₁]\nA --> AZ{H³} = [H³; H̃₁]\nA --> BA{H³} = [H³; H̃₁]\nA --> BB{H³} = [H³; H̃₁]\nA --> BC{H³} = [H³; H̃₁]\nA --> BD{H³} = [H³; H̃₁]\nA --> BE{H³} = [H³; H̃₁]\nA --> BF{H³} = [H³; H̃₁]\nA --> BG{H³} = [H³; H̃₁]\nA --> BH{H³} = [H³; H̃₁]\nA --> BI{H³} = [H³; H̃₁]\nA --> BJ{H³} = [H³; H̃₁]\nA --> BK{H³} = [H³; H̃₁]\nA --> BL{H³} = [H³; H̃₁]\nA --> BM{H³} = [H³; H̃₁]\nA --> BN{H³} = [H³; H̃₁]\nA --> BO{H³} = [H³; H̃₁]\nA --> BP{H³} = [H³; H̃₁]\nA --> BQ{H⁰} = [H⁰; H̃₁²]\n```\n</details>\nFigure 2: Overview of our SOCRATIC QUESTIONING framework.",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/Recent Trends and Remaining Weaknesses of LLMs/Chain-of-Thought Reasoning/Socratic Questioning",
+      "metadata": {
+        "length": 2869,
+        "summary": "The passage describes a divide-and-conquer algorithm that simulates self-questioning and recursive thinking. It uses a large-scale language model to propose subproblems related to the original problem as intermediate steps, then recursively backtracks and answers subproblems to reach the original problem. An example flowchart shows how a complex visual question like 'What fills the balloons?' is broken down into subquestions such as 'Floating in the air', 'What is the state of the balloon?', and 'Why can a balloon float?'. Another flowchart illustrates the SOCRATIC QUESTIONING framework with multiple iterations of self-questioning and hypothesis generation.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Divide",
+          "conquer",
+          "fashion",
+          "algorithm",
+          "simulates",
+          "questioning",
+          "recursive",
+          "thinking",
+          "process",
+          "Self",
+          "module",
+          "large",
+          "scale",
+          "LM",
+          "propose",
+          "subproblems",
+          "related",
+          "original",
+          "problem",
+          "intermediate",
+          "steps",
+          "recursively",
+          "backtracks",
+          "answers",
+          "problems",
+          "reach",
+          "details",
+          "summary",
+          "flowchart",
+          "mermaid",
+          "graph",
+          "TD",
+          "Question",
+          "What",
+          "fills",
+          "balloons",
+          "Floating",
+          "air",
+          "Answer",
+          "Helium",
+          "Low",
+          "density",
+          "gas",
+          "helium",
+          "state",
+          "balloon",
+          "Over",
+          "people",
+          "heads",
+          "Where",
+          "make",
+          "float",
+          "Balloon",
+          "lower",
+          "Why",
+          "Figure",
+          "Example",
+          "complex",
+          "visual",
+          "question",
+          "solved",
+          "human",
+          "involving",
+          "raising",
+          "commonsense",
+          "questions",
+          "Questioning",
+          "SQ",
+          "AA",
+          "AB",
+          "AC",
+          "AD",
+          "AE",
+          "AF",
+          "AG",
+          "AH",
+          "AI",
+          "AJ",
+          "AK",
+          "AL",
+          "AM",
+          "AN",
+          "AO",
+          "AP",
+          "AQ",
+          "AR",
+          "AS",
+          "AT",
+          "AU",
+          "AV",
+          "AW",
+          "AX",
+          "AY",
+          "AZ",
+          "BA",
+          "BB",
+          "BC",
+          "BD",
+          "BE",
+          "BF",
+          "BG",
+          "BH",
+          "BI",
+          "BJ",
+          "BK",
+          "BL",
+          "BM",
+          "BN",
+          "BO",
+          "BP",
+          "BQ",
+          "Overview",
+          "SOCRATIC",
+          "QUESTIONING",
+          "framework"
+        ],
+        "keywords": [
+          "self-questioning",
+          "recursive thinking",
+          "divide-and-conquer"
+        ],
+        "connect_to": [
+          {
+            "target": "ee31180f-4058-54d4-821e-a66082edeb4f",
+            "relation": "embeds",
+            "ref": "[images/image-163-Mind Map_ Balloon Science.jpg]",
+            "position": {
+              "start": 345,
+              "end": 393
+            }
+          },
+          {
+            "target": "80fcd7a7-1842-54fa-bc6e-0be2d968b528",
+            "relation": "embeds",
+            "ref": "[images/image-164-Self-Questioning Process Diagram.jpg]",
+            "position": {
+              "start": 1014,
+              "end": 1069
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "0595d1ff-c3e9-5753-81dc-65223f3cb344",
+      "type": "text",
+      "content": "",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "4358d858-4fc5-51b3-a294-be02d8abbd8b",
+      "type": "image",
+      "content": "\n• Building Human-like AI Agents <details>0\n[images/image-165-Cute Robot Illustration.jpg]\n",
+      "path": "images/image-165-Cute Robot Illustration.jpg",
+      "metadata": {
+        "length": 78,
+        "summary": "image-165\n- Subject: A stylized, cartoon robot character.\n- Appearance: White body with blue accents on the head and eyes.\n- Features: Large round head, two circular eyes, a small antenna on top, and raised arms in a welcoming or shrugging gesture.\n- Style: Simple line art with soft shading, set against a light blue background.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-165-Cute Robot Illustration.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "6299731a-bb60-5421-9b5f-cf2e20ac3c98",
+      "type": "text",
+      "content": "- Actions and Emergent Agent Architectures\n• Building Human-like AI Agents\n• Computer Interactions using AI\n- Long-Term Memory and Personalization\n• Agent to Agent communication\n• Future Directions for Autonomous AI Agents\n\n• Building Human-like AI Agents <details>0\n[images/image-165-Cute Robot Illustration.jpg]\n\n<details>\n<summary>natural_image</summary>\nCartoon robot character with blue eyes and a small headband, no text or symbols present\n</details>",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/Introduction",
+      "metadata": {
+        "length": 443,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Actions",
+          "Emergent",
+          "Agent",
+          "Architectures",
+          "Building",
+          "Human",
+          "AI",
+          "Agents",
+          "Computer",
+          "Interactions",
+          "Long",
+          "Term",
+          "Memory",
+          "Personalization",
+          "communication",
+          "Future",
+          "Directions",
+          "Autonomous",
+          "details",
+          "summary",
+          "natural",
+          "image",
+          "Cartoon",
+          "robot",
+          "character",
+          "blue",
+          "eyes",
+          "small",
+          "headband",
+          "text",
+          "symbols",
+          "present"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "4358d858-4fc5-51b3-a294-be02d8abbd8b",
+            "relation": "embeds",
+            "ref": "[images/image-165-Cute Robot Illustration.jpg]",
+            "position": {
+              "start": 267,
+              "end": 313
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "1a9927c4-bc2d-58d6-88b9-0373bacdd22c",
+      "type": "text",
+      "content": "",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/Building AI Agents",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "41031f3f-0170-5732-ac00-59b9c62f0c90",
+      "type": "text",
+      "content": "",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/Building AI Agents/1. Why?",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "2d4302a5-9cef-5568-8172-8a2e42a967a9",
+      "type": "text",
+      "content": "",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/Building AI Agents/2. How?",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "4cac9180-f379-5ece-b8ab-bab72c17b08f",
+      "type": "text",
+      "content": "",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/Building AI Agents/3. Ingredients?",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "5e640fa6-ba32-5f66-ab23-389cb93f73ab",
+      "type": "image",
+      "content": "\n### Building AI Agents <details>0\n[images/image-166-OpenAI GPT-4 Chip.jpg]\n",
+      "path": "images/image-166-OpenAI GPT-4 Chip.jpg",
+      "metadata": {
+        "length": 69,
+        "summary": "image-166\nText on processor: OpenAI INSIDE, GPT 4\nVisual description: A computer chip labeled \"OpenAI INSIDE\" and \"GPT 4\" mounted on a circuit board with glowing green and blue data pathways.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-166-OpenAI GPT-4 Chip.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "aaf5b5b4-09d8-562f-93d4-59342a2243eb",
+      "type": "text",
+      "content": "### Building AI Agents <details>0\n[images/image-166-OpenAI GPT-4 Chip.jpg]\n\n<details>\n<summary>text_image</summary>\nOpenAI\nINSIDE\nGPT 4\n</details>\nKey thesis: Humans will communicate with AI using natural language and AI will operate machines allowing for more intuitive and efficient operations\nSoftware 3.0",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/Building AI Agents/4. What can they do?",
+      "metadata": {
+        "length": 301,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Building",
+          "AI",
+          "Agents",
+          "details",
+          "summary",
+          "text",
+          "image",
+          "OpenAI",
+          "INSIDE",
+          "GPT",
+          "Key",
+          "thesis",
+          "Humans",
+          "communicate",
+          "natural",
+          "language",
+          "operate",
+          "machines",
+          "allowing",
+          "intuitive",
+          "efficient",
+          "operations",
+          "Software",
+          "3.0"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "5e640fa6-ba32-5f66-ab23-389cb93f73ab",
+            "relation": "embeds",
+            "ref": "[images/image-166-OpenAI GPT-4 Chip.jpg]",
+            "position": {
+              "start": 34,
+              "end": 74
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "fc78f4c0-913e-5a24-ace6-a9b36911d7f3",
+      "type": "text",
+      "content": "",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/AI Agents",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "8d4a75d4-56f6-52d0-8fd0-767680437057",
+      "type": "text",
+      "content": "A single call to a large Foundation AI model is not enough. A lot more can be unlocked by building AI systems",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/AI Agents/1. Why?",
+      "metadata": {
+        "length": 109,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "single",
+          "call",
+          "large",
+          "Foundation",
+          "AI",
+          "model",
+          "lot",
+          "unlocked",
+          "building",
+          "systems"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "d7c897ef-d2f2-5dd8-868f-763b1d2c0bf2",
+      "type": "text",
+      "content": "Using model chaining, reflection & other mechanisms",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/AI Agents/2. How?",
+      "metadata": {
+        "length": 51,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Using",
+          "model",
+          "chaining",
+          "reflection",
+          "mechanisms"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "0db22c6e-65c5-5fd1-9a4f-98c8d9ced67a",
+      "type": "text",
+      "content": "Memory, context length, personalization, actions, internet access...",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/AI Agents/3. Ingredients?",
+      "metadata": {
+        "length": 68,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Memory",
+          "context",
+          "length",
+          "personalization",
+          "actions",
+          "internet",
+          "access"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "f62738da-0fa3-565e-919a-982e80416434",
+      "type": "text",
+      "content": "",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/AI Agents/4. What can they do?",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "5dcb2340-d36f-59c3-beb3-4ad6b6e205ac",
+      "type": "image",
+      "content": "\nUsing model chaining, reflection & other mechanisms <details>0\n[images/image-167-Agent Architecture Diagram.jpg]\n",
+      "path": "images/image-167-Agent Architecture Diagram.jpg",
+      "metadata": {
+        "length": 98,
+        "summary": "image-167\n- Central Component: Agent (highlighted in pink)\n- Memory Module: Connected to Short-term memory and Long-term memory; linked via dashed line to Planning.\n- Tools Module: Includes Calendar(), Calculator(), CodeInterpreter(), Search(), and ...more. Linked to Action via dashed line.\n- Planning Module: Connected to Reflection, Self-critics, Chain of thoughts, and Subgoal decomposition.\n- Action Module: Directly connected from Agent.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-167-Agent Architecture Diagram.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "bf88e883-ef82-5c89-8d62-61a003f2d336",
+      "type": "text",
+      "content": "Using model chaining, reflection & other mechanisms <details>0\n[images/image-167-Agent Architecture Diagram.jpg]\n\n<details>\n<summary>flowchart</summary>\n```mermaid\ngraph TD\nA[\"Short-term memory\"] --> B[\"Memory\"]\nC[\"Long-term memory\"] --> B\nD[\"Tools\"] --> B\nE[\"Agent\"] --> B\nF[\"Planning\"] --> B\nG[\"Reflection\"] --> B\nH[\"Self-critics\"] --> B\nI[\"Chain of thoughts\"] --> B\nJ[\"Subgoal decomposition\"] --> B\nK[\"Search()\"] --> D\nL[\"CodeInterpreter()\"] --> D\nM[\"Calculator()\"] --> D\nN[\"Calendar()\"] --> D\nO[\"...more\"] --> D\nB -.-> D\nstyle B fill:#d3d3d3,stroke:#333\nstyle D fill:#d3d3d3,stroke:#333\n```\n</details>",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/AI Agents_2",
+      "metadata": {
+        "length": 589,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Using",
+          "model",
+          "chaining",
+          "reflection",
+          "mechanisms",
+          "details",
+          "summary",
+          "flowchart",
+          "mermaid",
+          "graph",
+          "TD",
+          "Short",
+          "term",
+          "memory",
+          "Memory",
+          "Long",
+          "Tools",
+          "Agent",
+          "Planning",
+          "Reflection",
+          "Self",
+          "critics",
+          "Chain",
+          "thoughts",
+          "Subgoal",
+          "decomposition",
+          "Search",
+          "CodeInterpreter",
+          "Calculator",
+          "Calendar",
+          "style",
+          "fill",
+          "d3d3d3",
+          "stroke",
+          "333"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "5dcb2340-d36f-59c3-beb3-4ad6b6e205ac",
+            "relation": "embeds",
+            "ref": "[images/image-167-Agent Architecture Diagram.jpg]",
+            "position": {
+              "start": 63,
+              "end": 112
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "b9a4f944-eb2f-540a-a4ee-e0f2f1e23239",
+      "type": "image",
+      "content": "\nstyle B fill:#d3d3d3,stroke:#333 <details>0\n[images/image-168-Multi-On Search Interface.jpg]\n",
+      "path": "images/image-168-Multi-On Search Interface.jpg",
+      "metadata": {
+        "length": 79,
+        "summary": "image-168\n- Brand Name: MULTI·ON\n- Browser Context: Google Chrome \"New Tab\" page with visible bookmarks (Cornell University, Gmail, Hacker News, Product Hunt, GitHub)\n- Search Query Text: \"book a one-way flight from nyc to sfo for June 10 for the MULTION hackathon u\"\n- Action Button: Search\n- Background Image: Wooden structure with house number \"4140\" and blue sky",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-168-Multi-On Search Interface.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "63ea0136-4ce0-5e0c-b9cd-e2527e969f59",
+      "type": "text",
+      "content": "style B fill:#d3d3d3,stroke:#333 <details>0\n[images/image-168-Multi-On Search Interface.jpg]\n\n<details>\n<summary>text_image</summary>\nNew Tab\nSearch Google or type a URL\nCornell University... Gmail: Email from... Google VC Contacts for E... Mallinator - Let Th... Hacker News Product Hunt Sci-Hub: removin... GitHub does dotfil... term-tools/tmux.c...\nMULTI-ON\nbook a one-way flight from nyc to sfo for June 10 for the MULTION hackathon u Search\n4140\n</details>",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/The first flight to be fully booked by an AI",
+      "metadata": {
+        "length": 446,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "style",
+          "fill",
+          "d3d3d3",
+          "stroke",
+          "333",
+          "details",
+          "summary",
+          "text",
+          "image",
+          "New",
+          "Tab",
+          "Search",
+          "Google",
+          "type",
+          "URL",
+          "Cornell",
+          "University",
+          "Gmail",
+          "Email",
+          "VC",
+          "Contacts",
+          "Mallinator",
+          "Let",
+          "Th",
+          "Hacker",
+          "News",
+          "Product",
+          "Hunt",
+          "Sci",
+          "Hub",
+          "removin",
+          "GitHub",
+          "dotfil",
+          "term",
+          "tools",
+          "tmux",
+          "MULTI",
+          "ON",
+          "book",
+          "flight",
+          "nyc",
+          "sfo",
+          "June",
+          "10",
+          "MULTION",
+          "hackathon",
+          "4140"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "b9a4f944-eb2f-540a-a4ee-e0f2f1e23239",
+            "relation": "embeds",
+            "ref": "[images/image-168-Multi-On Search Interface.jpg]",
+            "position": {
+              "start": 44,
+              "end": 92
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "97ce90ae-779a-5920-84fe-b75d721ad58f",
+      "type": "image",
+      "content": "\nMULTI-ON <details>0\n[images/image-169-Online Driver's License Test.jpg]\n",
+      "path": "images/image-169-Online Driver's License Test.jpg",
+      "metadata": {
+        "length": 55,
+        "summary": "image-169\nOrganization: CA Icon Motor Vehicles\nVersion: V4.3.7.0\nQuestion: What is the appropriate speed to drive through a flooded roadway?\nOptions:\n- Slowly\n- The posted speed limit\n- Quickly\nButtons: Quit Test, Submit, Skip Question",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-169-Online Driver's License Test.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "4958056c-83b3-5d98-ab35-a88d09daec09",
+      "type": "text",
+      "content": "MULTI-ON <details>0\n[images/image-169-Online Driver's License Test.jpg]\n\n<details>\n<summary>text_image</summary>\nV4.3.79\nFVOR Vehicles\nWhat is the appropriate export to drive through a finished route?\n○ Submit\n△ The product named text.\n○ Quitting\nQuit Test\nSubmit\nSkip Duration\nMicrosoft Pro\n</details>\nFully Autonomously passing the official DMV online driving test this week & setting the record as the first AI to obtain a driving permit in CA!",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/AI Agent Passing the Online CA Driving Test",
+      "metadata": {
+        "length": 429,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "MULTI",
+          "ON",
+          "details",
+          "summary",
+          "text",
+          "image",
+          "V4.3",
+          "79",
+          "FVOR",
+          "Vehicles",
+          "What",
+          "export",
+          "drive",
+          "finished",
+          "route",
+          "Submit",
+          "The",
+          "product",
+          "named",
+          "Quitting",
+          "Quit",
+          "Test",
+          "Skip",
+          "Duration",
+          "Microsoft",
+          "Pro",
+          "Fully",
+          "Autonomously",
+          "passing",
+          "official",
+          "DMV",
+          "online",
+          "driving",
+          "test",
+          "week",
+          "setting",
+          "record",
+          "AI",
+          "obtain",
+          "permit",
+          "CA"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "97ce90ae-779a-5920-84fe-b75d721ad58f",
+            "relation": "embeds",
+            "ref": "[images/image-169-Online Driver's License Test.jpg]",
+            "position": {
+              "start": 20,
+              "end": 71
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "54cf9575-b6ac-591b-8ca9-0c99a28dae15",
+      "type": "text",
+      "content": "1. Can do what you can do: Able to use existing interfaces designed for humans & operate outside programmatic boundaries\n2. Digital extension of you: Can act as an extension of the user and act on their behalf\n3. Less-restrictive boundaries: Can handle logins, payments, etc. and interact with services without any API restrictions\n4. Simple action space: Need only click & type action primitives\n5. Self-learning: Can learn from the user and self-improve with more interactions",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/Why human-like AI Agents?",
+      "metadata": {
+        "length": 478,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Can",
+          "Able",
+          "existing",
+          "interfaces",
+          "designed",
+          "humans",
+          "operate",
+          "programmatic",
+          "boundaries",
+          "Digital",
+          "extension",
+          "act",
+          "user",
+          "behalf",
+          "Less",
+          "restrictive",
+          "handle",
+          "logins",
+          "payments",
+          "interact",
+          "services",
+          "API",
+          "restrictions",
+          "Simple",
+          "action",
+          "space",
+          "Need",
+          "click",
+          "type",
+          "primitives",
+          "Self",
+          "learning",
+          "learn",
+          "improve",
+          "interactions"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "bede62ca-85ea-5d10-8cbb-c551ba463c3e",
+      "type": "image",
+      "content": "\n2. Digital extension of you: Can act as an extension of the user and act on their behalf <details>0\n[images/image-170-Automated Driving Levels.jpg]\n",
+      "path": "images/image-170-Automated Driving Levels.jpg",
+      "metadata": {
+        "length": 135,
+        "summary": "image-170\nTitle: For on-road vehicles\n\nLegend: Blue icon represents Human driver, Green icon represents Automated system.\n\nThe chart defines 6 levels of automation (0-5) based on four criteria: Steering/acceleration control, Monitoring driving environment, Fallback when automation fails, and Control during automated operation.\n\nLevel 0: No Automation\n- Driver performs all tasks (Steering, Acceleration, Monitoring, Fallback).\n- Automated system is N/A.\n\nLevel 1: Driver Assistance\n- Automated system assists with Steering and acceleration/deceleration in SOME DRIVING MODES.\n- Driver monitors environment and handles fallback.\n\nLevel 2: Partial Automation\n- Automated system controls Steering and acceleration/deceleration in SOME DRIVING MODES.\n- Driver monitors environment and handles fallback.\n\nLevel 3: Conditional Automation\n- Automated system controls Steering, acceleration/deceleration, AND Monitoring of driving environment in SOME DRIVING MODES.\n- Driver handles fallback when automation fails.\n\nLevel 4: High Automation\n- Automated system controls Steering, acceleration/deceleration, Monitoring, AND Fallback in SOME DRIVING MODES.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-170-Automated Driving Levels.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "46f1970e-7b17-503e-909f-f0e4a156f3f7",
+      "type": "table",
+      "content": "<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th>Human driver monitors the road</th>\n      <th>0</th>\n      <th>NO AUTOMATION</th>\n      <th>Steering and acceleration/deceleration</th>\n      <th>Monitoring of driving environment</th>\n      <th>Fallback when automation fails</th>\n      <th>Automated system is in control</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>Human driver monitors the road</td>\n      <td>1</td>\n      <td>DRIVER ASSISTANCE</td>\n      <td>N/A</td>\n      <td>N/A</td>\n      <td>N/A</td>\n      <td>SOME DRIVING MODES</td>\n    </tr>\n    <tr>\n      <td>Human driver monitors the road</td>\n      <td>2</td>\n      <td>PARTIAL AUTOMATION</td>\n      <td>SOME DRIVING MODES</td>\n      <td>SOME DRIVING MODES</td>\n      <td>SOME DRIVING MODES</td>\n      <td>SOME DRIVING MODES</td>\n    </tr>\n    <tr>\n      <td>Automated driving system monitors the road</td>\n      <td>3</td>\n      <td>CONDITIONAL AUTOMATION</td>\n      <td>SOME DRIVING MODES</td>\n      <td>SOME DRIVING MODES</td>\n      <td>SOME DRIVING MODES</td>\n      <td>SOME DRIVING MODES</td>\n    </tr>\n    <tr>\n      <td>Automated driving system monitors the road</td>\n      <td>4</td>\n      <td>HIGH AUTOMATION</td>\n      <td>SOME DRIVING MODES</td>\n      <td>SOME DRIVING MODES</td>\n      <td>SOME DRIVING MODES</td>\n      <td>SOME DRIVING MODES</td>\n    </tr>\n    <tr>\n      <td>Automated driving system monitors the road</td>\n      <td>5</td>\n      <td>FULL AUTOMATION</td>\n      <td>SOME DRIVING MODES</td>\n      <td>SOME DRIVING MODES</td>\n      <td>SOME DRIVING MODES</td>\n      <td>SOME DRIVING MODES</td>\n    </tr>\n  </tbody>\n</table>",
+      "path": "tables/table-38 Automation Levels.html",
+      "metadata": {
+        "length": 1668,
+        "summary": "table-39\nThe table outlines SAE automation levels 0-5, defining roles of human driver vs automated system in monitoring, steering, and fallback across driving modes.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "tables/table-38 Automation Levels.html",
+        "keywords": [
+          "SAE Levels",
+          "Driving Automation",
+          "Human vs System"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "c710d10f-f646-5436-aecb-a6b4d898e553",
+      "type": "text",
+      "content": "2. Digital extension of you: Can act as an extension of the user and act on their behalf <details>0\n[images/image-170-Automated Driving Levels.jpg]\n\n<details>\n<summary>heatmap</summary>\nFor on-road vehicles\n\n[tables/table-38 Automation Levels.html]\n\n</details>",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/5 levels of Autonomy",
+      "metadata": {
+        "length": 309,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Digital",
+          "extension",
+          "Can",
+          "act",
+          "user",
+          "behalf",
+          "details",
+          "summary",
+          "heatmap",
+          "For",
+          "road",
+          "vehicles"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "bede62ca-85ea-5d10-8cbb-c551ba463c3e",
+            "relation": "embeds",
+            "ref": "[images/image-170-Automated Driving Levels.jpg]",
+            "position": {
+              "start": 100,
+              "end": 147
+            }
+          },
+          {
+            "target": "46f1970e-7b17-503e-909f-f0e4a156f3f7",
+            "relation": "embeds",
+            "ref": "[tables/table-38 Automation Levels.html]",
+            "position": {
+              "start": 208,
+              "end": 248
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "dcf1054d-d3ae-545d-ab51-679b813a1e46",
+      "type": "text",
+      "content": "",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/Computer Interactions",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "d0cfa54c-111b-5916-ae6d-7db6a203153f",
+      "type": "image",
+      "content": "\n</details> <details>0\n[images/image-171-Gorilla Tools Logo.jpg]\n",
+      "path": "images/image-171-Gorilla Tools Logo.jpg",
+      "metadata": {
+        "length": 57,
+        "summary": "image-171\n- Illustration of a gorilla holding tools: a wrench in the left hand and a hammer in the right hand.\n- The word \"GORILLA\" printed in large, bold, black capital letters below the illustration.\n- A screwdriver with a red handle positioned horizontally at the bottom of the image.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-171-Gorilla Tools Logo.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "dc843dee-6980-5490-bc25-c46b63ed62b2",
+      "type": "image",
+      "content": "\n<details> <details>0\n[images/image-172-_details_ .jpg]\n",
+      "path": "images/image-172-_details_ .jpg",
+      "metadata": {
+        "length": 56,
+        "summary": "image-172\n<details> <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-172-_details_ .jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "87553a1e-139a-5c58-9b8a-e0c0d08fc19d",
+      "type": "text",
+      "content": "Two routes\n\n</details> <details>0\n[images/image-171-Gorilla Tools Logo.jpg]\n\n<details>\n<summary>text_image</summary>\nGORILLA\n</details>\n\n<details> <details>0\n[images/image-172-_details_ .jpg]\n\n<details>\n<summary>natural_image</summary>\nAbstract circular gradient design with overlapping purple, green, and yellow segments (no text or symbols)\n</details>",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/Computer Interactions/Agent Computer Interaction",
+      "metadata": {
+        "length": 345,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Two",
+          "routes",
+          "details",
+          "summary",
+          "text",
+          "image",
+          "GORILLA",
+          "natural",
+          "Abstract",
+          "circular",
+          "gradient",
+          "design",
+          "overlapping",
+          "purple",
+          "green",
+          "yellow",
+          "segments",
+          "symbols"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "d0cfa54c-111b-5916-ae6d-7db6a203153f",
+            "relation": "embeds",
+            "ref": "[images/image-171-Gorilla Tools Logo.jpg]",
+            "position": {
+              "start": 34,
+              "end": 75
+            }
+          },
+          {
+            "target": "dc843dee-6980-5490-bc25-c46b63ed62b2",
+            "relation": "embeds",
+            "ref": "[images/image-172-_details_ .jpg]",
+            "position": {
+              "start": 158,
+              "end": 191
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "7cc1e8e2-cc35-515e-bf35-a1f4a0354e90",
+      "type": "text",
+      "content": "(programmatic)\neasy to build context safer & controllable high variability",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/Computer Interactions/API",
+      "metadata": {
+        "length": 74,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "programmatic",
+          "easy",
+          "build",
+          "context",
+          "safer",
+          "controllable",
+          "high",
+          "variability"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "f93d1f26-6b41-5964-8004-f3b9db90dbe1",
+      "type": "image",
+      "content": "\n#### Direct interaction <details>0\n[images/image-173-#### Direc.jpg]\n",
+      "path": "images/image-173-#### Direc.jpg",
+      "metadata": {
+        "length": 70,
+        "summary": "image-173\n#### Direct interaction <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-173-#### Direc.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "47d65309-2f6e-5cb8-a138-09c5b4179a98",
+      "type": "text",
+      "content": "(browser or desktop control)\neasy to take actions\nfree-form interactions\nneed to provide guarantees\n\n#### Direct interaction <details>0\n[images/image-173-#### Direc.jpg]\n\n<details>\n<summary>natural_image</summary>\nMulti-ON logo featuring a stylized atomic or orbital design with gradient colors on a black background (no text or symbols beyond the logo itself)\n</details>\nADEPT",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/Computer Interactions/Direct interaction",
+      "metadata": {
+        "length": 377,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "browser",
+          "desktop",
+          "control",
+          "easy",
+          "actions",
+          "free",
+          "form",
+          "interactions",
+          "provide",
+          "guarantees",
+          "Direct",
+          "interaction",
+          "details",
+          "summary",
+          "natural",
+          "image",
+          "Multi",
+          "ON",
+          "logo",
+          "featuring",
+          "stylized",
+          "atomic",
+          "orbital",
+          "design",
+          "gradient",
+          "colors",
+          "black",
+          "background",
+          "text",
+          "symbols",
+          "ADEPT"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "f93d1f26-6b41-5964-8004-f3b9db90dbe1",
+            "relation": "embeds",
+            "ref": "[images/image-173-#### Direc.jpg]",
+            "position": {
+              "start": 136,
+              "end": 169
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "d476fa76-18af-5fe9-93e7-d961ac899ccb",
+      "type": "image",
+      "content": "\n<summary>natural_image</summary> <details>0\n[images/image-174-LangChain and Multion API Example.jpg]\n",
+      "path": "images/image-174-LangChain and Multion API Example.jpg",
+      "metadata": {
+        "length": 79,
+        "summary": "image-174\nFile: langchain_example.ipynb (Python 3.11.3)\n\nCode Snippet 1: Multion Login\n- Imports the `multion` library.\n- Executes `multion.login()`.\n\nCode Snippet 2: Creating a New Session\n- Uses `multion.new_session()` to create an automated task.\n- **Input Prompt:** \"Make a 50 word tweet announcing that THE MULTIION API IS LIVE!! And here is the first automated tweet made by AI\"\n- **Target URL:** https://www.twitter.com\n\nCode Snippet 3: Retrieving Response Data\n- Extracts the message from the response object using chained `.get()` methods: `response.get('response').get('data').get('message')`.\n\nCode Snippet 4: LangChain Setup\n- **Imports:** `LlMMathChain`, `OpenAI`, `SerpAPIWrapper`, `SQLDatabase`, `SQLDatabaseChain`, `initialize_agent`, `Tool`, `AgentType`, `ChatOpenAI`.\n- **Environment Variables Set:**\n    - `LANGCHAIN_TR",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-174-LangChain and Multion API Example.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "676ba1d1-e67a-52f8-a5ed-aab2b0aca344",
+      "type": "text",
+      "content": "<summary>natural_image</summary> <details>0\n[images/image-174-LangChain and Multion API Example.jpg]\n\n<details>\n<summary>text_image</summary>\nimport multion\nmultion.login()\nNow you can make API calls like this:response = multion.post('https://multion.fly.dev/sessions', {\"input\": \"some input\",\"url\": \"some url\"})\nresponse = multion.new_session(\n{\"input\": f\"Make a 50 word tweet announcing that the MULTION API IS LIVE!! And here is the first automated tweet made by AI\",\n\"url\": \"https://www.twitter.com\"\n})\nresponse.get('response').get('data').get('message')",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/Computer Interactions/Agent Action API: An universal API for computer interaction",
+      "metadata": {
+        "length": 535,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "summary",
+          "natural",
+          "image",
+          "details",
+          "text",
+          "import",
+          "multion",
+          "login",
+          "Now",
+          "make",
+          "API",
+          "calls",
+          "response",
+          "post",
+          "https",
+          "fly",
+          "dev",
+          "sessions",
+          "input",
+          "url",
+          "session",
+          "Make",
+          "50",
+          "word",
+          "tweet",
+          "announcing",
+          "MULTION",
+          "IS",
+          "LIVE",
+          "And",
+          "automated",
+          "made",
+          "AI",
+          "www",
+          "twitter",
+          "data",
+          "message"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "d476fa76-18af-5fe9-93e7-d961ac899ccb",
+            "relation": "embeds",
+            "ref": "[images/image-174-LangChain and Multion API Example.jpg]",
+            "position": {
+              "start": 44,
+              "end": 100
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "beb781f7-30a0-57c4-be87-a62351700910",
+      "type": "text",
+      "content": "from langchain import LLMMathChain, OpenAI, SerpAPIWrapper, SQLDatabase, SQLDatabaseChain\nfrom langchain.agents import initialize_agent, Tool\nfrom langchain.agents import AgentType\nfrom langchain.chat_models import ChatOpenAI\nimport openai\nimport os\nos.environ[\"LANGCHAIN_TRACING\"] = \"true\"\nos.environ['OPENAI_API_KEY'] = \"<open_api_key>\"\n</details>",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/Computer Interactions/LANGCHAIN EXAMPLE",
+      "metadata": {
+        "length": 349,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "langchain",
+          "import",
+          "LLMMathChain",
+          "OpenAI",
+          "SerpAPIWrapper",
+          "SQLDatabase",
+          "SQLDatabaseChain",
+          "agents",
+          "initialize",
+          "agent",
+          "Tool",
+          "AgentType",
+          "chat",
+          "models",
+          "ChatOpenAI",
+          "openai",
+          "os",
+          "environ",
+          "LANGCHAIN",
+          "TRACING",
+          "true",
+          "OPENAI",
+          "API",
+          "KEY",
+          "open",
+          "api",
+          "key",
+          "details"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "ba4e54be-749e-5793-aa23-964cf7c2f256",
+      "type": "text",
+      "content": "",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/Memory & Personalization",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "d0b1dd05-0dfb-5bf7-9ce6-6461ac7c2fd7",
+      "type": "image",
+      "content": "\nos.environ['OPENAI_API_KEY'] = \"<open_api_key>\" <details>0\n[images/image-175-OpenAI GPT-4 Chip.jpg]\n",
+      "path": "images/image-175-OpenAI GPT-4 Chip.jpg",
+      "metadata": {
+        "length": 94,
+        "summary": "image-175\n- Brand: OpenAI (Logo visible)\n- Text: \"INSIDE\"\n- Model: GPT 4\n- Visual Context: The image depicts a computer processor chip mounted on a circuit board with glowing blue and green data lines, symbolizing the integration of AI technology.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-175-OpenAI GPT-4 Chip.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "afa7589d-3e8c-5574-a392-0dcc217dc24e",
+      "type": "table",
+      "content": "<table><tr><td>001000</td><td>00001</td><td>00010</td><td>0000000101011110</td></tr><tr><td>OP Code</td><td>Addr 1</td><td>Addr 2</td><td>Immediate value</td></tr></table>",
+      "path": "tables/table-39 Instruction Format.html",
+      "metadata": {
+        "length": 171,
+        "summary": "table-40\nThe table shows an instruction format with fields: OP Code (001000), Addr 1 (00001), Addr 2 (00010), and Immediate value (0000000101011110).",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "tables/table-39 Instruction Format.html",
+        "keywords": [
+          "OP Code",
+          "Addressing",
+          "Immediate Value"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "4ba8844f-7f34-543c-b117-9b04954c6fde",
+      "type": "text",
+      "content": "Input Tokens (max token size)\n\nos.environ['OPENAI_API_KEY'] = \"<open_api_key>\" <details>0\n[images/image-175-OpenAI GPT-4 Chip.jpg]\n\n<details>\n<summary>text_image</summary>\nOpenAI\nINSIDE\nGPT 4\n</details>\nMIPS32 Add Immediate Instruction\n\n[tables/table-39 Instruction Format.html]\n\nEquivalent mnemonic:\naddi \\$r1, \\$r2, 350\nAn example simple MIPS32 processor instruction\nOutput Tokens (max token size)",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/Memory & Personalization/AI Models as Neural Compute Unit",
+      "metadata": {
+        "length": 409,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Input",
+          "Tokens",
+          "max",
+          "token",
+          "size",
+          "os",
+          "environ",
+          "OPENAI",
+          "API",
+          "KEY",
+          "open",
+          "api",
+          "key",
+          "details",
+          "summary",
+          "text",
+          "image",
+          "OpenAI",
+          "INSIDE",
+          "GPT",
+          "MIPS32",
+          "Add",
+          "Immediate",
+          "Instruction",
+          "Equivalent",
+          "mnemonic",
+          "addi",
+          "r1",
+          "r2",
+          "350",
+          "An",
+          "simple",
+          "processor",
+          "instruction",
+          "Output"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "d0b1dd05-0dfb-5bf7-9ce6-6461ac7c2fd7",
+            "relation": "embeds",
+            "ref": "[images/image-175-OpenAI GPT-4 Chip.jpg]",
+            "position": {
+              "start": 90,
+              "end": 130
+            }
+          },
+          {
+            "target": "afa7589d-3e8c-5574-a392-0dcc217dc24e",
+            "relation": "embeds",
+            "ref": "[tables/table-39 Instruction Format.html]",
+            "position": {
+              "start": 237,
+              "end": 278
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "d8274006-c6a5-5362-8195-3dd56eb3aed1",
+      "type": "image",
+      "content": "\nEquivalent mnemonic: <details>0\n[images/image-176-Transformer Architecture Diagram.jpg]\n",
+      "path": "images/image-176-Transformer Architecture Diagram.jpg",
+      "metadata": {
+        "length": 67,
+        "summary": "image-176\n- Main Component: Transformer (top block)\n- Input Components (bottom blocks):\n  - scratchpad\n  - memory\n  - instructions\n- Underlying Layer: pointers\n- Sequence Label: input embedding sequence\n- Flow/Relationships:\n  - An upward arrow indicates the flow from the bottom components (scratchpad, memory, instructions) into the Transformer.\n  - A feedback loop is shown on the right side, where an output path from the Transformer loops back to point towards the \"instructions\" section of the input components.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-176-Transformer Architecture Diagram.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "f78edd0e-fb87-5330-8fb2-2ced06b2c809",
+      "type": "text",
+      "content": "Equivalent mnemonic: <details>0\n[images/image-176-Transformer Architecture Diagram.jpg]\n\n<details>\n<summary>flowchart</summary>\n```mermaid\ngraph TD\nA[\"Transformer\"] --> B[\"Scratchpad\"]\nA --> C[\"memory\"]\nA --> D[\"instructions\"]\nB --> E[\"pointers\"]\nC --> E\nD --> E\nE --> F[\"input embedding sequence\"]\n```\n</details>\nLooped Transformers",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/Memory & Personalization/AI Models as Neural Compute Unit_2",
+      "metadata": {
+        "length": 311,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Equivalent",
+          "mnemonic",
+          "details",
+          "summary",
+          "flowchart",
+          "mermaid",
+          "graph",
+          "TD",
+          "Transformer",
+          "Scratchpad",
+          "memory",
+          "instructions",
+          "pointers",
+          "input",
+          "embedding",
+          "sequence",
+          "Looped",
+          "Transformers"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "d8274006-c6a5-5362-8195-3dd56eb3aed1",
+            "relation": "embeds",
+            "ref": "[images/image-176-Transformer Architecture Diagram.jpg]",
+            "position": {
+              "start": 32,
+              "end": 87
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "df4454c7-c769-52ca-977f-e155c64c1f68",
+      "type": "image",
+      "content": "\n\\- Open Questions: <details>0\n[images/image-177-Memory Component.jpg]\n",
+      "path": "images/image-177-Memory Component.jpg",
+      "metadata": {
+        "length": 65,
+        "summary": "image-177\n- Visual representation of a memory unit or storage block\n- Cylindrical shape with \"Memory\" label centered on the front face\n- Simple diagrammatic style, likely part of a larger technical or architectural diagram",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-177-Memory Component.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "0d5a4c80-49e5-59a0-9166-052a36c50b1f",
+      "type": "text",
+      "content": "• Works similar to disk (long-lived & persistent)\n- Mechanisms\n○ Embeddings\n○ Retrieval models\n\\- Open Questions:\n○ Hierarchy\n○ Temporal Coherence\n○ Structure\n○ Online adaptation\n\n\\- Open Questions: <details>0\n[images/image-177-Memory Component.jpg]\n\n<details>\n<summary>text_image</summary>\nMemory\n</details>",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/Memory & Personalization/Long-term Memory",
+      "metadata": {
+        "length": 302,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Works",
+          "similar",
+          "disk",
+          "long",
+          "lived",
+          "persistent",
+          "Mechanisms",
+          "Embeddings",
+          "Retrieval",
+          "models",
+          "Open",
+          "Questions",
+          "Hierarchy",
+          "Temporal",
+          "Coherence",
+          "Structure",
+          "Online",
+          "adaptation",
+          "details",
+          "summary",
+          "text",
+          "image",
+          "Memory"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "df4454c7-c769-52ca-977f-e155c64c1f68",
+            "relation": "embeds",
+            "ref": "[images/image-177-Memory Component.jpg]",
+            "position": {
+              "start": 210,
+              "end": 249
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "b918d913-85ff-594c-a933-d165cf6659e9",
+      "type": "text",
+      "content": "- User-Agent Alignment Problem: Enable agent to take actions that are aligned with the user preferences\n• Everyone has different prefs & likes/dislikes:\n- Explicit: allergies, favourite dishes, flight seat prefs, ...\n- Implicit: choice between brands, out of 10 items in a listing which user likes better",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/Memory & Personalization/Personalization",
+      "metadata": {
+        "length": 304,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "User",
+          "Agent",
+          "Alignment",
+          "Problem",
+          "Enable",
+          "agent",
+          "actions",
+          "aligned",
+          "user",
+          "preferences",
+          "Everyone",
+          "prefs",
+          "likes",
+          "dislikes",
+          "Explicit",
+          "allergies",
+          "favourite",
+          "dishes",
+          "flight",
+          "seat",
+          "Implicit",
+          "choice",
+          "brands",
+          "10",
+          "items",
+          "listing"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "17968424-a764-5c65-af02-6307d323e318",
+      "type": "text",
+      "content": "• Collecting user data & preferences:\n- actively asking for preferences\n- passive learning from interactions\n- Learning from user preferences: supervised fine-tuning vs human-feedback\n- On-fly adaptation\n- Privacy",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/Memory & Personalization/Challenges",
+      "metadata": {
+        "length": 213,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Collecting",
+          "user",
+          "data",
+          "preferences",
+          "actively",
+          "passive",
+          "learning",
+          "interactions",
+          "Learning",
+          "supervised",
+          "fine",
+          "tuning",
+          "human",
+          "feedback",
+          "On",
+          "fly",
+          "adaptation",
+          "Privacy"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "85720a4d-b141-5cf8-9bd0-509ffd3e8507",
+      "type": "text",
+      "content": "",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/Agent-to-Agent Communication",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "331a9d35-2e98-57db-9b5f-d3cdec698df9",
+      "type": "image",
+      "content": "\n- Learning from user preferences: supervised fine-tuning vs human-feedback <details>0\n[images/image-178-Cute Robot Illustration.jpg]\n",
+      "path": "images/image-178-Cute Robot Illustration.jpg",
+      "metadata": {
+        "length": 121,
+        "summary": "image-178\n- Subject: A stylized, cartoon robot character with a round head and antenna.\n- Features: Large blue eyes, light blue side panels on the head, raised arms in a welcoming gesture.\n- Style: Simple line art with soft shading, set against a light blue background.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-178-Cute Robot Illustration.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "1ad8bc27-c8e7-5b83-a9f6-4e61c90f0e3a",
+      "type": "image",
+      "content": "\n<details> <details>0\n[images/image-179-Cute Robot Illustration.jpg]\n",
+      "path": "images/image-179-Cute Robot Illustration.jpg",
+      "metadata": {
+        "length": 56,
+        "summary": "image-179\n- Subject: A stylized, cartoon robot character with a round head and body.\n- Features: Two blue circular eyes, a single antenna on top of the head, and raised arms in a welcoming or excited gesture.\n- Style: Simple line art with light blue shading against a solid light blue background.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-179-Cute Robot Illustration.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "8eae7000-2f37-544d-8354-bf27431d9660",
+      "type": "image",
+      "content": "\n<details> <details>0\n[images/image-180-Cute Robot Illustration.jpg]\n",
+      "path": "images/image-180-Cute Robot Illustration.jpg",
+      "metadata": {
+        "length": 56,
+        "summary": "image-180\n- Subject: A stylized, cartoon robot character.\n- Appearance: Large oval head with two blue circular eyes and light blue side panels.\n- Features: Single antenna on top of the head; thin arms raised in a welcoming or excited gesture.\n- Style: Simple line art with flat colors (white, blue, black) on a light blue background.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-180-Cute Robot Illustration.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "d5babb2d-0489-5d90-b14d-495ee694e236",
+      "type": "image",
+      "content": "\n<details> <details>0\n[images/image-181-Robot Icon.jpg]\n",
+      "path": "images/image-181-Robot Icon.jpg",
+      "metadata": {
+        "length": 56,
+        "summary": "image-181\nA cartoon-style robot illustration with a round head, antenna, and simple facial features.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-181-Robot Icon.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "2c175568-ded1-51bf-8642-d6cbdeb3b397",
+      "type": "image",
+      "content": "\n<details> <details>0\n[images/image-182-Cute Robot Illustration.jpg]\n",
+      "path": "images/image-182-Cute Robot Illustration.jpg",
+      "metadata": {
+        "length": 56,
+        "summary": "image-182\n- A cartoon-style robot with a round head and antenna\n- Large blue eyes and light blue cheek patches\n- Raised arms in an open or welcoming gesture\n- Simple white body with minimal detailing\n- Set against a solid light blue background",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-182-Cute Robot Illustration.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "94db9ba7-1072-5d42-8873-775fee202af5",
+      "type": "text",
+      "content": "- Learning from user preferences: supervised fine-tuning vs human-feedback <details>0\n[images/image-178-Cute Robot Illustration.jpg]\n\n<details>\n<summary>natural_image</summary>\nSimple cartoon robot illustration with blue eyes and a small head (no text or symbols)\n</details>\n\n<details> <details>0\n[images/image-179-Cute Robot Illustration.jpg]\n\n<details>\n<summary>natural_image</summary>\nSimple cartoon robot illustration with blue eyes and a white head (no text or symbols)\n</details>\n\n<details> <details>0\n[images/image-180-Cute Robot Illustration.jpg]\n\n<details>\n<summary>natural_image</summary>\nCartoon robot character with blue eyes and a small head (no text or symbols)\n</details>\n\n<details> <details>0\n[images/image-181-Robot Icon.jpg]\n\n<details>\n<summary>natural_image</summary>\nCartoon robot character with blue eyes and a circular head (no text or symbols)\n</details>\n\n<details> <details>0\n[images/image-182-Cute Robot Illustration.jpg]\n\n<details>\n<summary>natural_image</summary>\nSimple cartoon robot illustration with blue eyes and a small head (no text or symbols)\n</details>",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/Agent-to-Agent Communication/Multi Agent Autonomous AI systems",
+      "metadata": {
+        "length": 1036,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Learning",
+          "user",
+          "preferences",
+          "supervised",
+          "fine",
+          "tuning",
+          "human",
+          "feedback",
+          "details",
+          "summary",
+          "natural",
+          "image",
+          "Simple",
+          "cartoon",
+          "robot",
+          "illustration",
+          "blue",
+          "eyes",
+          "small",
+          "head",
+          "text",
+          "symbols",
+          "white",
+          "Cartoon",
+          "character",
+          "circular"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "331a9d35-2e98-57db-9b5f-d3cdec698df9",
+            "relation": "embeds",
+            "ref": "[images/image-178-Cute Robot Illustration.jpg]",
+            "position": {
+              "start": 86,
+              "end": 132
+            }
+          },
+          {
+            "target": "1ad8bc27-c8e7-5b83-a9f6-4e61c90f0e3a",
+            "relation": "embeds",
+            "ref": "[images/image-179-Cute Robot Illustration.jpg]",
+            "position": {
+              "start": 297,
+              "end": 343
+            }
+          },
+          {
+            "target": "8eae7000-2f37-544d-8354-bf27431d9660",
+            "relation": "embeds",
+            "ref": "[images/image-180-Cute Robot Illustration.jpg]",
+            "position": {
+              "start": 508,
+              "end": 554
+            }
+          },
+          {
+            "target": "d5babb2d-0489-5d90-b14d-495ee694e236",
+            "relation": "embeds",
+            "ref": "[images/image-181-Robot Icon.jpg]",
+            "position": {
+              "start": 709,
+              "end": 742
+            }
+          },
+          {
+            "target": "2c175568-ded1-51bf-8642-d6cbdeb3b397",
+            "relation": "embeds",
+            "ref": "[images/image-182-Cute Robot Illustration.jpg]",
+            "position": {
+              "start": 900,
+              "end": 946
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "fd103335-d2b8-5f78-8526-f22be736e639",
+      "type": "text",
+      "content": "1. Parallelization unlock: Breaking a task into smaller chunks and dividing between agents to improve efficiency & speeds\n2. Task Specialization: An AI agent might seat between the user and each service: e.g. a spreadsheet AI agent, a slack AI agent, a web-browser AI agent, ...\n3. Challenges:\na. Agent to Agent Communication: one AI might want to exchange or request info from another AI agent finish a task",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/Agent-to-Agent Communication/Why Multi-agent Systems",
+      "metadata": {
+        "length": 408,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Parallelization",
+          "unlock",
+          "Breaking",
+          "task",
+          "smaller",
+          "chunks",
+          "dividing",
+          "agents",
+          "improve",
+          "efficiency",
+          "speeds",
+          "Task",
+          "Specialization",
+          "An",
+          "AI",
+          "agent",
+          "seat",
+          "user",
+          "service",
+          "spreadsheet",
+          "slack",
+          "web",
+          "browser",
+          "Challenges",
+          "Agent",
+          "Communication",
+          "exchange",
+          "request",
+          "info",
+          "finish"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "710d7a0a-fd8a-5038-a5a8-ebf4dca653ec",
+      "type": "image",
+      "content": "\na. Agent to Agent Communication: one AI might want to exchange or request info from another AI agent finish a task <details>0\n[images/image-183-AI Agent Architecture.jpg]\n",
+      "path": "images/image-183-AI Agent Architecture.jpg",
+      "metadata": {
+        "length": 161,
+        "summary": "image-183\n- User: Represented by a stick figure, interacts bidirectionally with the Manager AI Agent.\n- Manager AI Agent: Central entity (depicted as a large robot icon) that coordinates tasks.\n- Worker AI Agents: Three subordinate agents (smaller robot icons) directed by the Manager AI Agent.\n- Flow Direction: Information flows from the User to the Manager, and then from the Manager to the Worker AI Agents.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-183-AI Agent Architecture.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "43656588-3c14-50b2-b82f-3cf56790d2a3",
+      "type": "text",
+      "content": "• Exchanging info between fleets of agents\n- Hierarchies\n- Syncing primitives\n\na. Agent to Agent Communication: one AI might want to exchange or request info from another AI agent finish a task <details>0\n[images/image-183-AI Agent Architecture.jpg]\n\n<details>\n<summary>flowchart</summary>\n```mermaid\ngraph LR\nA[\"User\"] --> B[\"Manager AI Agent\"]\nB --> C[\"Worker AI Agents\"]\nB --> D[\"Worker AI Agents\"]\nB --> E[\"Worker AI Agents\"]\n```\n</details>",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/Agent-to-Agent Communication/Agent to Agent Communication",
+      "metadata": {
+        "length": 433,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Exchanging",
+          "info",
+          "fleets",
+          "agents",
+          "Hierarchies",
+          "Syncing",
+          "primitives",
+          "Agent",
+          "Communication",
+          "AI",
+          "exchange",
+          "request",
+          "agent",
+          "finish",
+          "task",
+          "details",
+          "summary",
+          "flowchart",
+          "mermaid",
+          "graph",
+          "LR",
+          "User",
+          "Manager",
+          "Worker",
+          "Agents"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "710d7a0a-fd8a-5038-a5a8-ebf4dca653ec",
+            "relation": "embeds",
+            "ref": "[images/image-183-AI Agent Architecture.jpg]",
+            "position": {
+              "start": 205,
+              "end": 249
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "0373b638-3c79-5301-b2d5-d7a143cdaef0",
+      "type": "text",
+      "content": "\\- Robust communication protocols & Syncing primitives: Natural language is ambiguous, need mechanisms to reduce miscommunication!",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/Agent-to-Agent Communication/Agent to Agent Communication_2",
+      "metadata": {
+        "length": 130,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Robust",
+          "communication",
+          "protocols",
+          "Syncing",
+          "primitives",
+          "Natural",
+          "language",
+          "ambiguous",
+          "mechanisms",
+          "reduce",
+          "miscommunication"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "9e325f47-7542-5a20-b069-5f5b0475a8d6",
+      "type": "image",
+      "content": "\n#### Agent to Agent Communication <details>0\n[images/image-184-Cute Robot Illustration.jpg]\n",
+      "path": "images/image-184-Cute Robot Illustration.jpg",
+      "metadata": {
+        "length": 80,
+        "summary": "image-184\n- Subject: A stylized, cartoon robot character with a round head and body.\n- Features: Two antennae on top of the head, two circular eyes, and small arms raised in a welcoming or shrugging gesture.\n- Style: Minimalist vector art with thick outlines and a warm color palette (white, orange, beige).",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-184-Cute Robot Illustration.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "155781c3-7239-546f-bdab-49b01687a607",
+      "type": "image",
+      "content": "\n<details> Worker AI Agents0\n[images/image-185-_details_ .jpg]\n",
+      "path": "images/image-185-_details_ .jpg",
+      "metadata": {
+        "length": 63,
+        "summary": "image-185\n<details> Worker AI Agents0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-185-_details_ .jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "8fd3a764-2d3a-5f0e-86cb-f9afdaf00c5e",
+      "type": "text",
+      "content": "\\- Robust communication protocols & Syncing primitives\nManager state\nTask X:\n(status: not done)\n\n#### Agent to Agent Communication <details>0\n[images/image-184-Cute Robot Illustration.jpg]\n\n<details>\n<summary>natural_image</summary>\nSimple cartoon robot character with round head, orange eyes, and brown outline (no text or symbols)\n</details>\nManager AI Agent\n\n<details> Worker AI Agents0\n[images/image-185-_details_ .jpg]\n\nWorker AI Agents",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/Agent-to-Agent Communication/Agent to Agent Communication_3",
+      "metadata": {
+        "length": 428,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Robust",
+          "communication",
+          "protocols",
+          "Syncing",
+          "primitives",
+          "Manager",
+          "state",
+          "Task",
+          "status",
+          "Agent",
+          "Communication",
+          "details",
+          "summary",
+          "natural",
+          "image",
+          "Simple",
+          "cartoon",
+          "robot",
+          "character",
+          "round",
+          "head",
+          "orange",
+          "eyes",
+          "brown",
+          "outline",
+          "text",
+          "symbols",
+          "AI",
+          "Worker",
+          "Agents0",
+          "Agents"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "9e325f47-7542-5a20-b069-5f5b0475a8d6",
+            "relation": "embeds",
+            "ref": "[images/image-184-Cute Robot Illustration.jpg]",
+            "position": {
+              "start": 142,
+              "end": 188
+            }
+          },
+          {
+            "target": "155781c3-7239-546f-bdab-49b01687a607",
+            "relation": "embeds",
+            "ref": "[images/image-185-_details_ .jpg]",
+            "position": {
+              "start": 390,
+              "end": 423
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "96cd12b3-a36b-51aa-b940-451df9dcb2cf",
+      "type": "image",
+      "content": "\nTask X: <details>0\n[images/image-186-Robot Mascot Illustration.jpg]\n",
+      "path": "images/image-186-Robot Mascot Illustration.jpg",
+      "metadata": {
+        "length": 54,
+        "summary": "image-186\n- Cartoon-style robot character with a round head and antenna\n- Large circular eyes and simple facial features\n- Raised arms in an open or welcoming gesture\n- Minimalist design with brown outlines on a beige background",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-186-Robot Mascot Illustration.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "0141aa7a-47b0-5017-8077-c5f39fdc4c69",
+      "type": "image",
+      "content": "\n<details> Worker AI Agents0\n[images/image-187-_details_ .jpg]\n",
+      "path": "images/image-187-_details_ .jpg",
+      "metadata": {
+        "length": 63,
+        "summary": "image-187\n<details> Worker AI Agents0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-187-_details_ .jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "1c1f8114-81e2-5d47-8605-888826cf4615",
+      "type": "text",
+      "content": "- Robust communication protocols & Syncing primitives\nDo Task X:\n- plan\n- context\nWorker State\nTask X:\n(status: not done)\nManager state\nTask X:\n(status: not done)\n\nTask X: <details>0\n[images/image-186-Robot Mascot Illustration.jpg]\n\n<details>\n<summary>natural_image</summary>\nSimple cartoon robot head illustration with no text or symbols\n</details>\n\n<details> Worker AI Agents0\n[images/image-187-_details_ .jpg]\n\nWorker AI Agents\nManager AI Agent",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/Agent-to-Agent Communication/Agent to Agent Communication_4",
+      "metadata": {
+        "length": 432,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Robust",
+          "communication",
+          "protocols",
+          "Syncing",
+          "primitives",
+          "Do",
+          "Task",
+          "plan",
+          "context",
+          "Worker",
+          "State",
+          "status",
+          "Manager",
+          "state",
+          "details",
+          "summary",
+          "natural",
+          "image",
+          "Simple",
+          "cartoon",
+          "robot",
+          "head",
+          "illustration",
+          "text",
+          "symbols",
+          "AI",
+          "Agents0",
+          "Agents",
+          "Agent"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "96cd12b3-a36b-51aa-b940-451df9dcb2cf",
+            "relation": "embeds",
+            "ref": "[images/image-186-Robot Mascot Illustration.jpg]",
+            "position": {
+              "start": 183,
+              "end": 231
+            }
+          },
+          {
+            "target": "0141aa7a-47b0-5017-8077-c5f39fdc4c69",
+            "relation": "embeds",
+            "ref": "[images/image-187-_details_ .jpg]",
+            "position": {
+              "start": 379,
+              "end": 412
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "8ac0eeb5-2caa-5d03-b10f-a8adb63f03ea",
+      "type": "image",
+      "content": "\nTask X: <details>0\n[images/image-188-Logo.jpg]\n",
+      "path": "images/image-188-Logo.jpg",
+      "metadata": {
+        "length": 54,
+        "summary": "image-188\nCute cartoon robot illustration with antenna, round head, and raised arms.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-188-Logo.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "c433f06c-cc98-5bd4-8321-a26d1b12704e",
+      "type": "image",
+      "content": "\n<details> Response:0\n[images/image-189-_details_ .jpg]\n",
+      "path": "images/image-189-_details_ .jpg",
+      "metadata": {
+        "length": 56,
+        "summary": "image-189\n<details> Response:0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-189-_details_ .jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "603983d7-0641-523e-b061-22f335e70691",
+      "type": "text",
+      "content": "- Robust communication protocols & Syncing primitives\nDo Task X:\n- plan\n- context\nWorker State\nTask X:\n(status: done)\nManager state\nTask X:\n(status: not done)\n\nTask X: <details>0\n[images/image-188-Logo.jpg]\n\n<details>\n<summary>natural_image</summary>\nSimple cartoon character with round head, orange eyes, and raised arms (no text or symbols)\n</details>\nManager AI Agent\n\n<details> Response:0\n[images/image-189-_details_ .jpg]\n\nResponse:\n- thought\n- actions\n- status\nWorker AI Agents",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/Agent-to-Agent Communication/Agent to Agent Communication_5",
+      "metadata": {
+        "length": 489,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Robust",
+          "communication",
+          "protocols",
+          "Syncing",
+          "primitives",
+          "Do",
+          "Task",
+          "plan",
+          "context",
+          "Worker",
+          "State",
+          "status",
+          "Manager",
+          "state",
+          "details",
+          "summary",
+          "natural",
+          "image",
+          "Simple",
+          "cartoon",
+          "character",
+          "round",
+          "head",
+          "orange",
+          "eyes",
+          "raised",
+          "arms",
+          "text",
+          "symbols",
+          "AI",
+          "Agent",
+          "Response",
+          "thought",
+          "actions",
+          "Agents"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "8ac0eeb5-2caa-5d03-b10f-a8adb63f03ea",
+            "relation": "embeds",
+            "ref": "[images/image-188-Logo.jpg]",
+            "position": {
+              "start": 179,
+              "end": 206
+            }
+          },
+          {
+            "target": "c433f06c-cc98-5bd4-8321-a26d1b12704e",
+            "relation": "embeds",
+            "ref": "[images/image-189-_details_ .jpg]",
+            "position": {
+              "start": 393,
+              "end": 426
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "f823a51e-51e6-58f2-8bf4-2c8a7cb2fd03",
+      "type": "image",
+      "content": "\nWorker State <details>0\n[images/image-190-Cute Robot Illustration.jpg]\n",
+      "path": "images/image-190-Cute Robot Illustration.jpg",
+      "metadata": {
+        "length": 59,
+        "summary": "image-190\n- Subject: A stylized, cartoon robot character with a round head and antenna.\n- Features: Large circular eyes, raised arms in an open gesture, and a simple body design.\n- Style: Minimalist vector art with thick outlines and flat colors (white, orange, brown).\n- Background: Solid light beige/peach color.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-190-Cute Robot Illustration.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "a9811cc4-d7e4-5a58-b2d3-d9fdc6aba6e9",
+      "type": "image",
+      "content": "\n<details> Manager AI Agent0\n[images/image-191-_details_ .jpg]\n",
+      "path": "images/image-191-_details_ .jpg",
+      "metadata": {
+        "length": 63,
+        "summary": "image-191\n<details> Manager AI Agent0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-191-_details_ .jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "b642b7c0-33d3-5d45-ba4f-b1cd75022ff9",
+      "type": "text",
+      "content": "- Robust communication protocols & Syncing primitives\nVerify if task was correctly done & follows all specifications\nVerify Task X:\n- required spec\nWorker State\nTask X: (status: done)\nManager state\nTask X:\n(status: verify done)\n\nWorker State <details>0\n[images/image-190-Cute Robot Illustration.jpg]\n\n<details>\n<summary>natural_image</summary>\nSimple cartoon robot character with round head, orange eyes, and limbs (no text or symbols)\n</details>\n\n<details> Manager AI Agent0\n[images/image-191-_details_ .jpg]\n\nManager AI Agent",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/Agent-to-Agent Communication/Agent to Agent Communication_6",
+      "metadata": {
+        "length": 514,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Robust",
+          "communication",
+          "protocols",
+          "Syncing",
+          "primitives",
+          "Verify",
+          "task",
+          "correctly",
+          "specifications",
+          "Task",
+          "required",
+          "spec",
+          "Worker",
+          "State",
+          "status",
+          "Manager",
+          "state",
+          "verify",
+          "details",
+          "summary",
+          "natural",
+          "image",
+          "Simple",
+          "cartoon",
+          "robot",
+          "character",
+          "round",
+          "head",
+          "orange",
+          "eyes",
+          "limbs",
+          "text",
+          "symbols",
+          "AI",
+          "Agent0",
+          "Agent"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "f823a51e-51e6-58f2-8bf4-2c8a7cb2fd03",
+            "relation": "embeds",
+            "ref": "[images/image-190-Cute Robot Illustration.jpg]",
+            "position": {
+              "start": 253,
+              "end": 299
+            }
+          },
+          {
+            "target": "a9811cc4-d7e4-5a58-b2d3-d9fdc6aba6e9",
+            "relation": "embeds",
+            "ref": "[images/image-191-_details_ .jpg]",
+            "position": {
+              "start": 476,
+              "end": 509
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "f823a51e-51e6-58f2-8bf4-2c8a7cb2fd03",
+      "type": "image",
+      "content": "\nWorker State <details>0\n[images/image-190-Cute Robot Illustration.jpg]\n",
+      "path": "images/image-190-Cute Robot Illustration.jpg_2",
+      "metadata": {
+        "length": 59,
+        "summary": "image-190\nWorker State <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-190-Cute Robot Illustration.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "d95c5e62-e40a-59c1-81f6-03baa53954e9",
+      "type": "image",
+      "content": "\n<details> Verify Response:0\n[images/image-192-_details_ .jpg]\n",
+      "path": "images/image-192-_details_ .jpg",
+      "metadata": {
+        "length": 63,
+        "summary": "image-192\n<details> Verify Response:0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-192-_details_ .jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "e9e58c01-555f-561e-90f1-ed02736355b4",
+      "type": "image",
+      "content": "\nSimple cartoon robot character with round head, orange eyes, and limbs (no text or symbols) Manager AI Agent0\n[images/image-193-Simple car.jpg]\n",
+      "path": "images/image-193-Simple car.jpg",
+      "metadata": {
+        "length": 145,
+        "summary": "image-193\nSimple cartoon robot character with round head, orange eyes, and limbs (no text or symbols) Manager AI Agent0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-193-Simple car.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "dbba783f-cbf2-5b29-88df-55c32ab1fbdd",
+      "type": "text",
+      "content": "- Robust communication protocols & Syncing primitives\nScenario 1:\nTask was correctly done & follows all specifications\nVerify Task X:\n\\- required spec\nWorker State\nTask X:\n(status: done)\nManager state\nTask X:\n(status: verify done)\n\nWorker State <details>0\n[images/image-190-Cute Robot Illustration.jpg]\n\n<details>\n<summary>natural_image</summary>\nSimple cartoon robot character with round head, orange eyes, and limbs (no text or symbols)\n</details>\n\n<details> Verify Response:0\n[images/image-192-_details_ .jpg]\n\nVerify Response:\n\\- confirm actions correct\n\nSimple cartoon robot character with round head, orange eyes, and limbs (no text or symbols) Manager AI Agent0\n[images/image-193-Simple car.jpg]\n\nManager AI Agent",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/Agent-to-Agent Communication/Agent to Agent Communication_7",
+      "metadata": {
+        "length": 707,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Robust",
+          "communication",
+          "protocols",
+          "Syncing",
+          "primitives",
+          "Scenario",
+          "Task",
+          "correctly",
+          "specifications",
+          "Verify",
+          "required",
+          "spec",
+          "Worker",
+          "State",
+          "status",
+          "Manager",
+          "state",
+          "verify",
+          "details",
+          "summary",
+          "natural",
+          "image",
+          "Simple",
+          "cartoon",
+          "robot",
+          "character",
+          "round",
+          "head",
+          "orange",
+          "eyes",
+          "limbs",
+          "text",
+          "symbols",
+          "Response",
+          "confirm",
+          "actions",
+          "correct",
+          "AI",
+          "Agent0",
+          "Agent"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "f823a51e-51e6-58f2-8bf4-2c8a7cb2fd03",
+            "relation": "embeds",
+            "ref": "[images/image-190-Cute Robot Illustration.jpg]",
+            "position": {
+              "start": 256,
+              "end": 302
+            }
+          },
+          {
+            "target": "d95c5e62-e40a-59c1-81f6-03baa53954e9",
+            "relation": "embeds",
+            "ref": "[images/image-192-_details_ .jpg]",
+            "position": {
+              "start": 479,
+              "end": 512
+            }
+          },
+          {
+            "target": "e9e58c01-555f-561e-90f1-ed02736355b4",
+            "relation": "embeds",
+            "ref": "[images/image-193-Simple car.jpg]",
+            "position": {
+              "start": 669,
+              "end": 702
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "31afcb65-cffa-5049-a9c4-93fc702bea60",
+      "type": "image",
+      "content": "\n\\- confirm actions correct <details>0\n[images/image-194-Task Verification Flow.jpg]\n",
+      "path": "images/image-194-Task Verification Flow.jpg",
+      "metadata": {
+        "length": 73,
+        "summary": "image-194\n- User: Receives \"Task Finished!\" notification from Manager.\n- Manager State: Task X status is marked as \"done\".\n- Worker State: Task X status is marked as \"done\".\n- Verification Process:\n  - Verify Task X: Checks against required specification.\n  - Verify Response: Confirms actions are correct (indicated by a checkmark).",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-194-Task Verification Flow.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "6707664d-f6d7-5736-95c9-d2eac7d12d8c",
+      "type": "text",
+      "content": "\\- Robust communication protocols & Syncing primitives\n\n\\- confirm actions correct <details>0\n[images/image-194-Task Verification Flow.jpg]\n\n<details>\n<summary>flowchart</summary>\n```mermaid\ngraph TD\nA[\"User\"] -->|Task Finished!| B[\"Manager state\"]\nB --> C[\"Task X: (status: done)\"]\nC --> D[\"Verify Response: confirm actions correct\"]\nD --> E[\"Worker State\"]\nE --> F[\"Task X: (status: done)\"]\nF --> G[\"Verify Task X: required spec\"]\nG --> H[\"Worker State\"]\n```\n</details>\nManager AI Agent",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/Agent-to-Agent Communication/Agent to Agent Communication_8",
+      "metadata": {
+        "length": 476,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Robust",
+          "communication",
+          "protocols",
+          "Syncing",
+          "primitives",
+          "confirm",
+          "actions",
+          "correct",
+          "details",
+          "summary",
+          "flowchart",
+          "mermaid",
+          "graph",
+          "TD",
+          "User",
+          "Task",
+          "Finished",
+          "Manager",
+          "state",
+          "status",
+          "Verify",
+          "Response",
+          "Worker",
+          "State",
+          "required",
+          "spec",
+          "AI",
+          "Agent"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "31afcb65-cffa-5049-a9c4-93fc702bea60",
+            "relation": "embeds",
+            "ref": "[images/image-194-Task Verification Flow.jpg]",
+            "position": {
+              "start": 94,
+              "end": 139
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "f823a51e-51e6-58f2-8bf4-2c8a7cb2fd03",
+      "type": "image",
+      "content": "\nWorker State <details>0\n[images/image-190-Cute Robot Illustration.jpg]\n",
+      "path": "images/image-190-Cute Robot Illustration.jpg_3",
+      "metadata": {
+        "length": 59,
+        "summary": "image-190\nWorker State <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-190-Cute Robot Illustration.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "d95c5e62-e40a-59c1-81f6-03baa53954e9",
+      "type": "image",
+      "content": "\n<details> Verify Response:0\n[images/image-192-_details_ .jpg]\n",
+      "path": "images/image-192-_details_ .jpg_2",
+      "metadata": {
+        "length": 63,
+        "summary": "image-192\n<details> Verify Response:0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-192-_details_ .jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "3354a7d6-8bd8-5ca4-9d21-f626794f2b31",
+      "type": "image",
+      "content": "\nSimple cartoon robot character with round head, orange eyes, and limbs (no text or symbols) Manager AI Agent0\n[images/image-195-Simple car.jpg]\n",
+      "path": "images/image-195-Simple car.jpg",
+      "metadata": {
+        "length": 145,
+        "summary": "image-195\nSimple cartoon robot character with round head, orange eyes, and limbs (no text or symbols) Manager AI Agent0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-195-Simple car.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "ae440796-8f51-5020-b5b8-6c2268545be9",
+      "type": "text",
+      "content": "\\- Robust communication protocols & Syncing primitives\nScenario 2:\nTask was incorrectly done\n(Agent Miscommunication)\nVerify Task X:\n\\- required spec\nWorker State\nTask X:\n(status: done)\nManager state\nTask X:\n(status: verify done)\n\nWorker State <details>0\n[images/image-190-Cute Robot Illustration.jpg]\n\n<details>\n<summary>natural_image</summary>\nSimple cartoon robot character with round head, orange eyes, and limbs (no text or symbols)\n</details>\n\n<details> Verify Response:0\n[images/image-192-_details_ .jpg]\n\nVerify Response:\n\\- actions were not correct\n\nSimple cartoon robot character with round head, orange eyes, and limbs (no text or symbols) Manager AI Agent0\n[images/image-195-Simple car.jpg]\n\nManager AI Agent",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/Agent-to-Agent Communication/Agent to Agent Communication_9",
+      "metadata": {
+        "length": 707,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Robust",
+          "communication",
+          "protocols",
+          "Syncing",
+          "primitives",
+          "Scenario",
+          "Task",
+          "incorrectly",
+          "Agent",
+          "Miscommunication",
+          "Verify",
+          "required",
+          "spec",
+          "Worker",
+          "State",
+          "status",
+          "Manager",
+          "state",
+          "verify",
+          "details",
+          "summary",
+          "natural",
+          "image",
+          "Simple",
+          "cartoon",
+          "robot",
+          "character",
+          "round",
+          "head",
+          "orange",
+          "eyes",
+          "limbs",
+          "text",
+          "symbols",
+          "Response",
+          "actions",
+          "correct",
+          "AI",
+          "Agent0"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "f823a51e-51e6-58f2-8bf4-2c8a7cb2fd03",
+            "relation": "embeds",
+            "ref": "[images/image-190-Cute Robot Illustration.jpg]",
+            "position": {
+              "start": 255,
+              "end": 301
+            }
+          },
+          {
+            "target": "d95c5e62-e40a-59c1-81f6-03baa53954e9",
+            "relation": "embeds",
+            "ref": "[images/image-192-_details_ .jpg]",
+            "position": {
+              "start": 478,
+              "end": 511
+            }
+          },
+          {
+            "target": "3354a7d6-8bd8-5ca4-9d21-f626794f2b31",
+            "relation": "embeds",
+            "ref": "[images/image-195-Simple car.jpg]",
+            "position": {
+              "start": 669,
+              "end": 702
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "8482b41e-fbbc-5239-a232-0568a95e5dd5",
+      "type": "image",
+      "content": "\nTask X: <details>0\n[images/image-196-Cute Robot Illustration.jpg]\n",
+      "path": "images/image-196-Cute Robot Illustration.jpg",
+      "metadata": {
+        "length": 54,
+        "summary": "image-196\n- Subject: A stylized, cartoon robot character with a round head and body.\n- Features: Two circular eyes, an antenna on top of the head, and raised arms in a welcoming or shrugging gesture.\n- Style: Simple line art with orange and white coloring, set against a light beige background.\n- Context: Appears to be a logo, icon, or mascot design.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-196-Cute Robot Illustration.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "80f1e2f2-a5af-5b1a-8837-b9bce830bb37",
+      "type": "image",
+      "content": "\n<details> Manager AI Agent0\n[images/image-197-_details_ .jpg]\n",
+      "path": "images/image-197-_details_ .jpg",
+      "metadata": {
+        "length": 63,
+        "summary": "image-197\n<details> Manager AI Agent0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-197-_details_ .jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "2ded79f4-fd71-5fc2-9eb7-7ce2c0ff264d",
+      "type": "text",
+      "content": "- Robust communication protocols & Syncing primitives\nScenario 2:\nTask was incorrectly done\n(Agent Miscommunication)\nRe-do Task X:\n- plan\n- context\n- feedback/corrections\nWorker State\nTask X:\n(status: not done)\nManager state\nTask X:\n(status: not done)\n\nTask X: <details>0\n[images/image-196-Cute Robot Illustration.jpg]\n\n<details>\n<summary>natural_image</summary>\nSimple cartoon robot head illustration with no text or symbols\n</details>\n\n<details> Manager AI Agent0\n[images/image-197-_details_ .jpg]\n\nManager AI Agent",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/Agent-to-Agent Communication/Agent to Agent Communication_10",
+      "metadata": {
+        "length": 504,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Robust",
+          "communication",
+          "protocols",
+          "Syncing",
+          "primitives",
+          "Scenario",
+          "Task",
+          "incorrectly",
+          "Agent",
+          "Miscommunication",
+          "Re",
+          "plan",
+          "context",
+          "feedback",
+          "corrections",
+          "Worker",
+          "State",
+          "status",
+          "Manager",
+          "state",
+          "details",
+          "summary",
+          "natural",
+          "image",
+          "Simple",
+          "cartoon",
+          "robot",
+          "head",
+          "illustration",
+          "text",
+          "symbols",
+          "AI",
+          "Agent0"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "8482b41e-fbbc-5239-a232-0568a95e5dd5",
+            "relation": "embeds",
+            "ref": "[images/image-196-Cute Robot Illustration.jpg]",
+            "position": {
+              "start": 272,
+              "end": 318
+            }
+          },
+          {
+            "target": "80f1e2f2-a5af-5b1a-8837-b9bce830bb37",
+            "relation": "embeds",
+            "ref": "[images/image-197-_details_ .jpg]",
+            "position": {
+              "start": 466,
+              "end": 499
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "feb28b51-9dbd-543d-a7b3-88ecc38d5583",
+      "type": "text",
+      "content": "",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/Future Directions",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "add2820d-32c8-5e80-9b1d-7a5489835e05",
+      "type": "text",
+      "content": "",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/Future Directions/Key Issues with Autonomous Agents",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "d97fed9c-96f0-5bd3-89ab-0acf5b88ab0e",
+      "type": "text",
+      "content": "",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/Future Directions/Key Issues with Autonomous Agents/4. Real world-deployment & Observability",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "bf55032e-1a8c-53c9-9862-befdeca48e3e",
+      "type": "text",
+      "content": "",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/Future Directions/Key Issues with Autonomous Agents/1. Reliability",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "2aa88219-7bac-5583-ae7b-e00767496b20",
+      "type": "text",
+      "content": "",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/Future Directions/Key Issues with Autonomous Agents/2. Looping & Plan Divergence",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "672f88b6-4e04-58e7-a658-610a81ee5f1e",
+      "type": "text",
+      "content": "",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/Future Directions/Key Issues with Autonomous Agents/3. Testing & Benchmarking",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "b71e8c25-ee94-536e-b537-5ca57c1c7091",
+      "type": "text",
+      "content": "",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/Future Directions/Key Issues with Autonomous Agents/a. How do we trust a fully autonomous AI system",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "404f9bfe-f909-5ba8-b3d9-af3421545d74",
+      "type": "text",
+      "content": "",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/Future Directions/Key Issues with Autonomous Agents/b. How do we build in human overrides",
+      "metadata": {
+        "length": 0,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [],
+        "keywords": [],
+        "connect_to": []
+      }
+    },
+    {
+      "chunk_id": "5d83bbe6-de30-5e4e-964e-8ad87a5b17e5",
+      "type": "image",
+      "content": "\n##### 2. Looping & Plan Divergence <details>0\n[images/image-198-Diagram of Actual vs Ideal Path.jpg]\n",
+      "path": "images/image-198-Diagram of Actual vs Ideal Path.jpg",
+      "metadata": {
+        "length": 81,
+        "summary": "image-198\n- **Ideal Path**: Represented by a straight white horizontal line with an arrow pointing right, indicating a direct or linear progression.\n- **Actual Path**: Represented by a fluctuating red line starting from the same origin as the ideal path but deviating significantly. It features multiple peaks and valleys (ups and downs) before eventually trending upward toward the end.\n- **Relationship**: The diagram illustrates that the actual process or outcome is non-linear and encounters various obstacles or variations compared to the theoretical ideal.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-198-Diagram of Actual vs Ideal Path.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "53f91eb2-9a93-5f86-933a-58a584bbde10",
+      "type": "table",
+      "content": "<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th>Point</th>\n      <th>Actual Path Value</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>1</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <td>2</td>\n      <td>~0.8</td>\n    </tr>\n    <tr>\n      <td>3</td>\n      <td>~0.6</td>\n    </tr>\n    <tr>\n      <td>4</td>\n      <td>~0.4</td>\n    </tr>\n    <tr>\n      <td>5</td>\n      <td>~0.7</td>\n    </tr>\n    <tr>\n      <td>6</td>\n      <td>~0.9</td>\n    </tr>\n    <tr>\n      <td>7</td>\n      <td>~0.5</td>\n    </tr>\n    <tr>\n      <td>8</td>\n      <td>~0.8</td>\n    </tr>\n    <tr>\n      <td>9</td>\n      <td>~0.7</td>\n    </tr>\n    <tr>\n      <td>10</td>\n      <td>~0.9</td>\n    </tr>\n    <tr>\n      <td>11</td>\n      <td>~0.6</td>\n    </tr>\n    <tr>\n      <td>12</td>\n      <td>~0.8</td>\n    </tr>\n    <tr>\n      <td>13</td>\n      <td>~0.7</td>\n    </tr>\n    <tr>\n      <td>14</td>\n      <td>~0.9</td>\n    </tr>\n    <tr>\n      <td>15</td>\n      <td>~0.8</td>\n    </tr>\n    <tr>\n      <td>16</td>\n      <td>~0.7</td>\n    </tr>\n    <tr>\n      <td>17</td>\n      <td>~0.9</td>\n    </tr>\n    <tr>\n      <td>18</td>\n      <td>~0.8</td>\n    </tr>\n    <tr>\n      <td>19</td>\n      <td>~0.7</td>\n    </tr>\n    <tr>\n      <td>20</td>\n      <td>~0.9</td>\n    </tr>\n    <tr>\n      <td>21</td>\n      <td>~0.8</td>\n    </tr>\n    <tr>\n      <td>22</td>\n      <td>~0.7</td>\n    </tr>\n    <tr>\n      <td>23</td>\n      <td>~0.9</td>\n    </tr>\n    <tr>\n      <td>24</td>\n      <td>~0.8</td>\n    </tr>\n    <tr>\n      <td>25</td>\n      <td>~0.7</td>\n    </tr>\n    <tr>\n      <td>26</td>\n      <td>~0.9</td>\n    </tr>\n    <tr>\n      <td>27</td>\n      <td>~0.8</td>\n    </tr>\n    <tr>\n      <td>28</td>\n      <td>~0.7</td>\n    </tr>\n    <tr>\n      <td>29</td>\n      <td>~0.9</td>\n    </tr>\n    <tr>\n      <td>30</td>\n      <td>~0.8</td>\n    </tr>\n    <tr>\n      <td>31</td>\n      <td>~0.7</td>\n    </tr>\n    <tr>\n      <td>32</td>\n      <td>~0.9</td>\n    </tr>\n    <tr>\n      <td>33</td>\n      <td>~0.8</td>\n    </tr>\n    <tr>\n      <td>34</td>\n      <td>~0.7</td>\n    </tr>\n    <tr>\n      <td>35</td>\n      <td>~0.9</td>\n    </tr>\n    <tr>\n      <td>36</td>\n      <td>~0.8</td>\n    </tr>\n    <tr>\n      <td>37</td>\n      <td>~0.7</td>\n    </tr>\n    <tr>\n      <td>38</td>\n      <td>~0.9</td>\n    </tr>\n    <tr>\n      <td>39</td>\n      <td>~0.8</td>\n    </tr>\n    <tr>\n      <td>40</td>\n      <td>~0.7</td>\n    </tr>\n    <tr>\n      <td>41</td>\n      <td>~0.9</td>\n    </tr>\n    <tr>\n      <td>42</td>\n      <td>~0.8</td>\n    </tr>\n    <tr>\n      <td>43</td>\n      <td>~0.7</td>\n    </tr>\n    <tr>\n      <td>44</td>\n      <td>~0.9</td>\n    </tr>\n    <tr>\n      <td>45</td>\n      <td>~0.8</td>\n    </tr>\n    <tr>\n      <td>46</td>\n      <td>~0.7</td>\n    </tr>\n    <tr>\n      <td>47</td>\n      <td>~0.9</td>\n    </tr>\n    <tr>\n      <td>48</td>\n      <td>~0.8</td>\n    </tr>\n    <tr>\n      <td>49</td>\n      <td>~0.7</td>\n    </tr>\n    <tr>\n      <td>50</td>\n      <td>~0.9</td>\n    </tr>\n    <tr>\n      <td>51</td>\n      <td>~0.8</td>\n    </tr>\n    <tr>\n      <td>52</td>\n      <td>~0.7</td>\n    </tr>\n    <tr>\n      <td>53</td>\n      <td>~0.9</td>\n    </tr>\n    <tr>\n      <td>54</td>\n      <td>~0.8</td>\n    </tr>\n    <tr>\n      <td>55</td>\n      <td>~0.7</td>\n    </tr>\n    <tr>\n      <td>56</td>\n      <td>~0.9</td>\n    </tr>\n    <tr>\n      <td>57</td>\n      <td>~0.8</td>\n    </tr>\n    <tr>\n      <td>58</td>\n      <td>~0.7</td>\n    </tr>\n    <tr>\n      <td>59</td>\n      <td>~0.9</td>\n    </tr>\n    <tr>\n      <td>60</td>\n      <td>~0.8</td>\n    </tr>\n    <tr>\n      <td>61</td>\n      <td>~0.7</td>\n    </tr>\n    <tr>\n      <td>62</td>\n      <td>~0.9</td>\n    </tr>\n    <tr>\n      <td>63</td>\n      <td>~0.8</td>\n    </tr>\n    <tr>\n      <td>64</td>\n      <td>~0.7</td>\n    </tr>\n    <tr>\n      <td>65</td>\n      <td>~0.9</td>\n    </tr>\n    <tr>\n      <td>66</td>\n      <td>~0.8</td>\n    </tr>\n    <tr>\n      <td>67</td>\n      <td>~0.7</td>\n    </tr>\n    <tr>\n      <td>68</td>\n      <td>~0.9</td>\n    </tr>\n    <tr>\n      <td>69</td>\n      <td>~0.8</td>\n    </tr>\n    <tr>\n      <td>70</td>\n      <td>~0.7</td>\n    </tr>\n    <tr>\n      <td>71</td>\n      <td>~0.9</td>\n    </tr>\n    <tr>\n      <td>72</td>\n      <td>~0.8</td>\n    </tr>\n    <tr>\n      <td>73</td>\n      <td>~0.7</td>\n    </tr>\n    <tr>\n      <td>74</td>\n      <td>~0.9</td>\n    </tr>\n    <tr>\n      <td>75</td>\n      <td>~0.8</td>\n    </tr>\n    <tr>\n      <td>76</td>\n      <td>~0.7</td>\n    </tr>\n    <tr>\n      <td>77</td>\n      <td>~0.9</td>\n    </tr>\n    <tr>\n      <td>78</td>\n      <td>~0.8</td>\n    </tr>\n    <tr>\n      <td>79</td>\n      <td>~0.7</td>\n    </tr>\n    <tr>\n      <td>80</td>\n      <td>~0.9</td>\n    </tr>\n    <tr>\n      <td>81</td>\n      <td>~0.8</td>\n    </tr>\n    <tr>\n      <td>82</td>\n      <td>~0.7</td>\n    </tr>\n    <tr>\n      <td>83</td>\n      <td>~0.9</td>\n    </tr>\n    <tr>\n      <td>84</td>\n      <td>~0.8</td>\n    </tr>\n    <tr>\n      <td>85</td>\n      <td>~0.7</td>\n    </tr>\n    <tr>\n      <td>86</td>\n      <td>~0.9</td>\n    </tr>\n    <tr>\n      <td>87</td>\n      <td>~0.8</td>\n    </tr>\n    <tr>\n      <td>88</td>\n      <td>~0.7</td>\n    </tr>\n    <tr>\n      <td>89</td>\n      <td>~0.9</td>\n    </tr>\n    <tr>\n      <td>90</td>\n      <td>~0.8</td>\n    </tr>\n    <tr>\n      <td>91</td>\n      <td>~0.7</td>\n    </tr>\n    <tr>\n      <td>92</td>\n      <td>~0.9</td>\n    </tr>\n    <tr>\n      <td>93</td>\n      <td>~0.8</td>\n    </tr>\n    <tr>\n      <td>94</td>\n      <td>~0.7</td>\n    </tr>\n    <tr>\n      <td>95</td>\n      <td>~0.9</td>\n    </tr>\n    <tr>\n      <td>96</td>\n      <td>~0.8</td>\n    </tr>\n    <tr>\n      <td>97</td>\n      <td>~0.7</td>\n    </tr>\n    <tr>\n      <td>98</td>\n      <td>~0.9</td>\n    </tr>\n    <tr>\n      <td>99</td>\n      <td>~0.8</td>\n    </tr>\n    <tr>\n      <td>100</td>\n      <td>~0.7</td>\n    </tr>\n  </tbody>\n</table>",
+      "path": "tables/table-40 Path Values.html",
+      "metadata": {
+        "length": 5876,
+        "summary": "table-41\nThe table lists 100 points with their actual path values, starting at 0 and fluctuating between approximately 0.7 and 0.9 from point 2 onward.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "tables/table-40 Path Values.html",
+        "keywords": [
+          "path",
+          "value",
+          "data"
+        ],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "2470dc57-8dfc-5c9d-a901-b7696858740a",
+      "type": "text",
+      "content": "##### 2. Looping & Plan Divergence <details>0\n[images/image-198-Diagram of Actual vs Ideal Path.jpg]\n\n<details>\n<summary>line chart</summary>\n\n[tables/table-40 Path Values.html]\n\n</details>\nAI Agents like AutoGPT don't know how to correct on making a mistake!",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/Future Directions/Plan Divergence",
+      "metadata": {
+        "length": 250,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Looping",
+          "Plan",
+          "Divergence",
+          "details",
+          "summary",
+          "line",
+          "chart",
+          "AI",
+          "Agents",
+          "AutoGPT",
+          "don",
+          "correct",
+          "making",
+          "mistake"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "5d83bbe6-de30-5e4e-964e-8ad87a5b17e5",
+            "relation": "embeds",
+            "ref": "[images/image-198-Diagram of Actual vs Ideal Path.jpg]",
+            "position": {
+              "start": 46,
+              "end": 100
+            }
+          },
+          {
+            "target": "53f91eb2-9a93-5f86-933a-58a584bbde10",
+            "relation": "embeds",
+            "ref": "[tables/table-40 Path Values.html]",
+            "position": {
+              "start": 143,
+              "end": 177
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "f0baf379-d95e-5583-8b93-d38e3b3d60e9",
+      "type": "image",
+      "content": "\n</details> <details>0\n[images/image-199-LLM System Architecture Diagram.jpg]\n",
+      "path": "images/image-199-LLM System Architecture Diagram.jpg",
+      "metadata": {
+        "length": 57,
+        "summary": "image-199\nCentral Component: LLM (Large Language Model) containing RAM and a context window.\n\nPeripheral Devices I/O:\n- Video\n- Audio\n\nSoftware 1.0 Tools (\"classical computer\"):\n- Calculator\n- Python interpreter\n- Terminal\n- ...\n\nStorage:\n- Disk / File system (+embeddings)\n\nNetwork/External Connections:\n- Ethernet / Browser\n- Other LLMs\n\nArchitecture Notes:\n- The CPU connects bidirectionally with the Peripheral devices I/O (video, audio).\n- The central LLM block connects bidirectionally with Software tools, Disk/File system, Ethernet/Browser, and Other LLMs.",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-199-LLM System Architecture Diagram.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "3696f45f-3f57-5854-bfba-b538f95687f4",
+      "type": "text",
+      "content": "</details> <details>0\n[images/image-199-LLM System Architecture Diagram.jpg]\n\n<details>\n<summary>flowchart</summary>\n```mermaid\ngraph TD\nA[\"Peripheral devices I/O\"] --> B[\"video\"]\nA --> C[\"audio\"]\nB <--> D[\"CPU\"]\nC <--> D\nD <--> E[\"LLM\"]\nF[\"Software 1.0 tools &quot;classical computer&quot;\"] --> G[\"Calculator Python interpreter Terminal ...\"]\nG <--> H[\"LLM\"]\nI[\"Disk\"] --> J[\"File system (+embeddings)\"]\nJ <--> K[\"RAM\"]\nK <--> L[\"context window\"]\nM[\"Ethernet\"] --> N[\"Browser\"]\nN <--> O[\"Other LLMs\"]\n```\n</details>",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/Karpathy - LLM OS",
+      "metadata": {
+        "length": 496,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "details",
+          "summary",
+          "flowchart",
+          "mermaid",
+          "graph",
+          "TD",
+          "Peripheral",
+          "devices",
+          "video",
+          "audio",
+          "CPU",
+          "LLM",
+          "Software",
+          "1.0",
+          "tools",
+          "quot",
+          "classical",
+          "computer",
+          "Calculator",
+          "Python",
+          "interpreter",
+          "Terminal",
+          "Disk",
+          "File",
+          "system",
+          "embeddings",
+          "RAM",
+          "context",
+          "window",
+          "Ethernet",
+          "Browser",
+          "Other",
+          "LLMs"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "f0baf379-d95e-5583-8b93-d38e3b3d60e9",
+            "relation": "embeds",
+            "ref": "[images/image-199-LLM System Architecture Diagram.jpg]",
+            "position": {
+              "start": 22,
+              "end": 76
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "49f2e00b-4a74-5ec1-ae7e-371a8d43dc81",
+      "type": "image",
+      "content": "\nM[\"Ethernet\"] --> N[\"Browser\"] <details>0\n[images/image-200-M[_Etherne.jpg]\n",
+      "path": "images/image-200-M[_Etherne.jpg",
+      "metadata": {
+        "length": 77,
+        "summary": "image-200\nM[\"Ethernet\"] --> N[\"Browser\"] <details>0",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-200-M[_Etherne.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "630cc904-6656-5d8c-ac28-7de2aca63d73",
+      "type": "image",
+      "content": "\n<details> <details>0\n[images/image-201-Neural Computer Architecture.jpg]\n",
+      "path": "images/image-201-Neural Computer Architecture.jpg",
+      "metadata": {
+        "length": 56,
+        "summary": "image-201\n- Chat Interface: Receives input and \"Inner thoughts\"\n- Task Engine: Processes inputs using \"Rules\" and \"Reflection\"\n- Router: Central component that directs tasks to external resources\n- External Resources: Web, Apps/Tools, Local Index\n- Feedback Loop: Results from the router are fed back into the reflection process",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "file_path": "images/image-201-Neural Computer Architecture.jpg",
+        "keywords": [],
+        "tokens": []
+      }
+    },
+    {
+      "chunk_id": "b00c828b-e340-56c6-a576-04755c947757",
+      "type": "text",
+      "content": "M[\"Ethernet\"] --> N[\"Browser\"] <details>0\n[images/image-200-M[_Etherne.jpg]\n\n<details>\n<summary>natural_image</summary>\nSimple stick figure drawing with a circle at the top and three legs forming a V-shape (no text or symbols)\n</details>\nUser\n\n<details> <details>0\n[images/image-201-Neural Computer Architecture.jpg]\n\n<details>\n<summary>flowchart</summary>\n```mermaid\ngraph TD\nA[\"Inner thoughts\"] --> B[\"Task Engine\"]\nC[\"Chat Interface\"] --> B\nB --> D[\"Reflection\"]\nD --> E[\"Router\"]\nE --> F[\"Apps/Tools\"]\nE --> G[\"Local Index\"]\nH[\"Web\"] --> E\nI[\"Result\"] --> B\nJ[\"Result\"] --> E\n```\n</details>",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/Building Generalized AI Systems",
+      "metadata": {
+        "length": 576,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Ethernet",
+          "Browser",
+          "details",
+          "summary",
+          "natural",
+          "image",
+          "Simple",
+          "stick",
+          "figure",
+          "drawing",
+          "circle",
+          "top",
+          "legs",
+          "forming",
+          "shape",
+          "text",
+          "symbols",
+          "User",
+          "flowchart",
+          "mermaid",
+          "graph",
+          "TD",
+          "Inner",
+          "thoughts",
+          "Task",
+          "Engine",
+          "Chat",
+          "Interface",
+          "Reflection",
+          "Router",
+          "Apps",
+          "Tools",
+          "Local",
+          "Index",
+          "Web",
+          "Result"
+        ],
+        "keywords": [],
+        "connect_to": [
+          {
+            "target": "49f2e00b-4a74-5ec1-ae7e-371a8d43dc81",
+            "relation": "embeds",
+            "ref": "[images/image-200-M[_Etherne.jpg]",
+            "position": {
+              "start": 42,
+              "end": 75
+            }
+          },
+          {
+            "target": "630cc904-6656-5d8c-ac28-7de2aca63d73",
+            "relation": "embeds",
+            "ref": "[images/image-201-Neural Computer Architecture.jpg]",
+            "position": {
+              "start": 265,
+              "end": 316
+            }
+          }
+        ]
+      }
+    },
+    {
+      "chunk_id": "cb059cb5-53fc-5863-89d8-8368e3668aaa",
+      "type": "text",
+      "content": "- Error correction mechanisms & better agent frameworks\n• Security & user permission models\n- Sandboxing & deployment in risky settings",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/Future needs for AI agents",
+      "metadata": {
+        "length": 135,
+        "summary": "",
+        "page_nums": [],
+        "document_top_summary": "This document includes: INTRODUCTION TO TRANSFORMERS, Transformers and LLMs: An Introduction",
+        "tokens": [
+          "Error",
+          "correction",
+          "mechanisms",
+          "agent",
+          "frameworks",
+          "Security",
+          "user",
+          "permission",
+          "models",
+          "Sandboxing",
+          "deployment",
+          "risky",
+          "settings"
+        ],
+        "keywords": [],
+        "connect_to": []
+      }
+    }
+  ]
+}
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/doc_nav.json b/apps/api/app/data/demo_documents/stem-transformers-tutorial/doc_nav.json
new file mode 100644
index 000000000..5670eafb4
--- /dev/null
+++ b/apps/api/app/data/demo_documents/stem-transformers-tutorial/doc_nav.json
@@ -0,0 +1,3062 @@
+{
+  "version": "1.0",
+  "file_name": "Transformers Tutorial.pdf",
+  "stats": {
+    "total_chunks": 519,
+    "text_chunks": 234,
+    "image_chunks": 244,
+    "table_chunks": 41,
+    "max_depth": 5
+  },
+  "sections": [
+    {
+      "title": "INTRODUCTION TO TRANSFORMERS",
+      "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS",
+      "level": 1,
+      "summary": "Jesús Cerquides (IIIA-CSIC) (2/07/2024)",
+      "chunk_count": 102,
+      "children": [
+        {
+          "title": "Who am I?",
+          "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/Who am I?",
+          "level": 2,
+          "summary": "http://www.iiia.csic.es/\\~cerquide # INTRODUCTION TO TRANSFORMERS <details>0 [images/image-1-Profile Photo of a Man.jpg] <details> <summary>natural_image</summary> Circular portrait of a smiling man with short hair and beard, set against green foliage background (no text or symbols) </details> Jesus Cerquides Scientific Researcher, IIIA/CSIC cerquide@iia.csic.es +34 934840520 </details> ## Interests0 [images/image-2-__details_.jpg]",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Interests",
+          "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/Interests",
+          "level": 2,
+          "summary": "• AI for Participatory Sciences & Democracy • Probabilistic Graphical Models - Causal Inference • Machine Learning in Health • Quantum Machine Learning",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Academia",
+          "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/Academia",
+          "level": 2,
+          "summary": "BarcelonaTech 1996 - 2003 Ph.D. Artificial Intelligence UAB 2008 - 2011 Degree Mathematics UAB prize to the best student in that promotion BarcelonaTech 1990 - 1995 M. Sc. Computer Science Spanish prize to the best student in CS in the country that year",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "What I hope you will learn",
+          "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/What I hope you will learn",
+          "level": 2,
+          "summary": "• Transformers and composites - The main tasks you can solve with transformers - How these tasks can be solved and main transformer constructs and layers. - Opening transformer layers. How do transformers work internally.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Attention Timeline",
+          "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/Attention Timeline",
+          "level": 2,
+          "summary": "• Transformers and composites <details>0 [images/image-3-Timeline of AI Evolution.jpg] <details> <summary>bar chart</summary> [tables/table-0 Transformer Era.html] Huge models, more applications: Chat-GPT, GPT-4, Gemini, Llama and open-source LLMs, Whisper, Robotics Transformer, Stable Diffusion, Sora, and so much more...! </details>",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "What are transformers?",
+          "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/What are transformers?",
+          "level": 2,
+          "summary": "Transformers are a neural network architecture for working with composites: Composite: Something that is made up of distinct parts or elements. Examples of composites: Text: The elements of a sentence are words Images: Composite: Something that is made up of distinct parts or elements. <details>0 [images/image-4-Composite_.jpg] <details> <summary>natural_image</summary> Abstract geometric composition of a blue fish shape composed of triangular segments (no text or symbols) </details> Patches Sound: <summary>natural_image</summary> <details>0 [images/image-5-Sound Signal Waveform.jpg] <details> <summary>line chart</summary> [tables/table-1 Frequency Data.html] | Note: The actual values are not provided in the code image, so they are estimated from the visual data source table to match the original data table numbers in the code format. </details> Frames Each of these elements are referred to generically as tokens. The process of breaking a composite into tokens is known as tokenization.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "What can we do with transformers?",
+          "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/What can we do with transformers?",
+          "level": 2,
+          "summary": "Natural Language Processing: text classification, named entity recognition, question answering, language modeling, summarization, translation, multiple choice, and text generation. Computer Vision: image classification, object detection, and segmentation. Audio: automatic speech recognition and audio classification. Multimodal: table question answering, optical character recognition, information extraction from scanned documents, video classification, and visual question answering.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "What can we do with transformers?_2",
+          "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/What can we do with transformers?_2",
+          "level": 2,
+          "summary": "Classify composites Complete composites Transform composites",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "What can we do with transformers? Classify composites",
+          "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/What can we do with transformers? Classify composites",
+          "level": 2,
+          "summary": "Classify composites Task: Given a composite classify it as belonging to one specific class Examples: \\- Image classification Inputs Classify composites <details>0 [images/image-6-A Cat in the Snow.jpg] <details> <summary>natural_image</summary> A tabby cat standing on grassy ground under a blue sky (no text or symbols visible) </details> Image Classification Model Output Egyptian cat 0.514 Tabby cat 0.193 Tiger cat 0.068",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "What can we do with transformers? Classify composites_2",
+          "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/What can we do with transformers? Classify composites_2",
+          "level": 2,
+          "summary": "Classify composites Task: Given a composite classify it as belonging to one specific class Examples: \\- Text classification ## What can we do with transformers? Classify composites <details>0 [images/image-7-Text Classification Model.jpg] <details> <summary>flowchart</summary> ```mermaid graph LR A[\"Inputs\"] --> B[\"Input\\nI love Hugging Face!\"] B --> C[\"Text\\nClassification\\nModel\"] C --> D[\"Output\\nPOSITIVE 0.900\\nNEUTRAL 0.100\\nNEGATIVE 0.000\"] ``` </details>",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "What can we do with transformers? Complete composites",
+          "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/What can we do with transformers? Complete composites",
+          "level": 2,
+          "summary": "Complete composites Task: Given a composite with one (or several) missing token/s, complete it in a reasonable way. Examples: \\- Text generation (Causal Language Modeling). Autoregressive Complete composites <details>0 [images/image-8-Text Generation Model Process.jpg] <details> <summary>flowchart</summary> ```mermaid graph LR A[\"Inputs\"] --> B[\"Input\"] B --> C[\"Once upon a time, Text Generation Model\"] C --> D[\"Output\"] D --> E[\"My\"] D --> F[\"My\"] D --> G[\"My\"] D --> H[\"My\"] D --> I[\"my\"] D --> J[\"name\"] D --> K[\"name\"] D --> L[\"name\"] D --> M[\"is\"] D --> N[\"is\"] D --> O[\"Sylvain\"] D --> P[\"Sylvain\"] D --> Q[\".\"] style A fill:#f9f,stroke:#333 style B fill:#ccf,stroke:#333 style C fill:#cfc,stroke:#333 style D fill:#fcc,stroke:#333 style E fill:#ffc,stroke:#333 style F fill:#cfc,stroke:#333 style G fill:#cfc,stroke:#333 style H fill:#cfc,stroke:#333 style I fill:#cfc,stroke:#333 style J fill:#cfc,stroke:#333 style K fill:#cfc,stroke:#333 style L fill:#cfc,stroke:#333 style M fill:#cfc,stroke:#333 style N fill:#cfc,stroke:#333 style O fill:#cfc,stroke:#333 style P fill:#cfc,stroke:#333 style Q fill:#cfc,stroke:#333 ``` </details>",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "What can we do with transformers? Complete composites_2",
+          "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/What can we do with transformers? Complete composites_2",
+          "level": 2,
+          "summary": "Complete composites Task: Given a composite with one (or several) missing token/s, complete it in a reasonable way. Examples: \\- Masked language modeling (Fill-Mask):",
+          "chunk_count": 3,
+          "children": [
+            {
+              "title": "Inputs",
+              "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/What can we do with transformers? Complete composites_2/Inputs",
+              "level": 3,
+              "summary": "Input The <mask> barked at me Fill- Mask Model",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Output",
+              "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/What can we do with transformers? Complete composites_2/Output",
+              "level": 3,
+              "summary": "wolf Fill- dog0 [images/image-9-Fill- dog.jpg] dog Model cat0 [images/image-10-Model cat.jpg] cat wolf fox0 [images/image-11-wolf fox.jpg] fox dog squirrel0 [images/image-12-dog squirr.jpg] squirrel 0.487 0.061 0.058 0.047 0.025",
+              "chunk_count": 1,
+              "children": []
+            }
+          ]
+        },
+        {
+          "title": "What can we do with transformers? Complete composites_3",
+          "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/What can we do with transformers? Complete composites_3",
+          "level": 2,
+          "summary": "Complete composites Task: Given a composite with one (or several) missing token/s, complete it in a reasonable way. Examples: \\- Image completion (Image inpainting): ## What can we do with transformers? Complete composites ## What can we do with transformers? Transform composites0 [images/image-13-Image Grid_ Faces, Landscapes, Birds, and Bags.jpg]",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "What can we do with transformers? Transform composites",
+          "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/What can we do with transformers? Transform composites",
+          "level": 2,
+          "summary": "Transform composites Task: Given a composite transform it into a different one. Examples: \\- Translation",
+          "chunk_count": 6,
+          "children": [
+            {
+              "title": "Inputs",
+              "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/What can we do with transformers? Transform composites/Inputs",
+              "level": 3,
+              "summary": "",
+              "chunk_count": 5,
+              "children": [
+                {
+                  "title": "Input",
+                  "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/What can we do with transformers? Transform composites/Inputs/Input",
+                  "level": 4,
+                  "summary": "My name is Omar and I live in Zürich.",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Translation Model",
+                  "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/What can we do with transformers? Transform composites/Inputs/Translation Model",
+                  "level": 4,
+                  "summary": "",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Output",
+                  "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/What can we do with transformers? Transform composites/Inputs/Output",
+                  "level": 4,
+                  "summary": "",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Output_2",
+                  "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/What can we do with transformers? Transform composites/Inputs/Output_2",
+                  "level": 4,
+                  "summary": "Mein Name ist Omar und ich wohne in Zürich.",
+                  "chunk_count": 1,
+                  "children": []
+                }
+              ]
+            }
+          ]
+        },
+        {
+          "title": "What can we do with transformers? Transform composites_2",
+          "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/What can we do with transformers? Transform composites_2",
+          "level": 2,
+          "summary": "Transform composites Task: Given a composite transform it into a different one. Examples: \\- Summarization",
+          "chunk_count": 6,
+          "children": [
+            {
+              "title": "Inputs",
+              "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/What can we do with transformers? Transform composites_2/Inputs",
+              "level": 3,
+              "summary": "",
+              "chunk_count": 5,
+              "children": [
+                {
+                  "title": "Input",
+                  "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/What can we do with transformers? Transform composites_2/Inputs/Input",
+                  "level": 4,
+                  "summary": "The tower is 324 metres (1,063 ft) tall, about the same height as an 81-storey building, and the tallest structure in Paris. Its base is square, measuring 125 metres (410 ft) on each side. It was the first structure to reach a height of 300 metres. Excluding transmitters, the Eiffel Tower is the second tallest free-standing structure in France after the Millau Viaduct.",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Summarization Model",
+                  "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/What can we do with transformers? Transform composites_2/Inputs/Summarization Model",
+                  "level": 4,
+                  "summary": "",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Output",
+                  "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/What can we do with transformers? Transform composites_2/Inputs/Output",
+                  "level": 4,
+                  "summary": "",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Output_2",
+                  "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/What can we do with transformers? Transform composites_2/Inputs/Output_2",
+                  "level": 4,
+                  "summary": "The tower is 324 metres (1,063 ft) tall, about the same height as an 81-storey building. It was the first structure to reach a height of 300 metres.",
+                  "chunk_count": 1,
+                  "children": []
+                }
+              ]
+            }
+          ]
+        },
+        {
+          "title": "What can we do with transformers? Transform composites_3",
+          "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/What can we do with transformers? Transform composites_3",
+          "level": 2,
+          "summary": "Transform composites Task: Given a composite transform it into a different one. Examples: \\- Image to Text Inputs Transform composites <details>0 [images/image-14-Wildlife in Savanna.jpg] <details> <summary>natural_image</summary> A herd of giraffes and zebras grazing in a savanna landscape with no visible text or symbols. </details> Image-to-Text Model Output Detailed description a herd of giraffes and zebras grazing in a field",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "What can we do with transformers? Transform composites_4",
+          "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/What can we do with transformers? Transform composites_4",
+          "level": 2,
+          "summary": "Transform composites Task: Given a composite transform it into a different one. Examples: \\- Text to Image",
+          "chunk_count": 4,
+          "children": [
+            {
+              "title": "Inputs",
+              "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/What can we do with transformers? Transform composites_4/Inputs",
+              "level": 3,
+              "summary": "",
+              "chunk_count": 3,
+              "children": [
+                {
+                  "title": "Input",
+                  "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/What can we do with transformers? Transform composites_4/Inputs/Input",
+                  "level": 4,
+                  "summary": "A city above clouds, pastel colors, Victorian style Text-to-Image Model",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Output",
+                  "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/What can we do with transformers? Transform composites_4/Inputs/Output",
+                  "level": 4,
+                  "summary": "### Inputs <details>0 [images/image-15-Steampunk Sky City.jpg] <details> <summary>natural_image</summary> Fantasy cityscape with ornate architecture and glowing clouds, no visible text or symbols </details> https://www.kdnuggets.com/2020/10/understanding-transformers-data-science-way.html https://www.aprendemachinelearning.com/como-funcionan-los-transformers-espanol-nlp-gpt-bert/",
+                  "chunk_count": 1,
+                  "children": []
+                }
+              ]
+            }
+          ]
+        },
+        {
+          "title": "What can we do with transformers?_3",
+          "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/What can we do with transformers?_3",
+          "level": 2,
+          "summary": "Classify composites Complete composites Transform composites",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "How to classify composites with transformers?",
+          "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/How to classify composites with transformers?",
+          "level": 2,
+          "summary": "1. Obtain a “good” semantic representation of the composite. 2. Use it to classify. Ummm, representations... what do we mean by that???",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Representations matter",
+          "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/Representations matter",
+          "level": 2,
+          "summary": "## How to classify composites with transformers? <details>0 [images/image-16-Cartesian Space (2d) Scatter Plot.jpg] <details> <summary>scatter plot</summary> [tables/table-2 Grouped Data.html] </details> </details> <details>0 [images/image-17-Feature Space Scatter Plot.jpg] <details> <summary>scatter plot</summary> [tables/table-3 Data Table Summary.html] The chart displays a scatter plot with two distinct clusters of data points labeled by 'Feature Space'. The x-axis is labeled 'x₁²' and the y-axis is labeled 'x₂²'. The data points are grouped into three groups: 'Blue', 'Green', and 'Blue' respectively, with each group's cluster positioned at its respective x and y positions on the plot. </details> Figure 2: Representations matter for shallow machine learning models such as Logistic Regression. A simple transformation, e.g. squaring the values of the raw features, may be enough to solve the problem.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Representation learning",
+          "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/Representation learning",
+          "level": 2,
+          "summary": "The content discusses building good semantic representations for composites using transformer-based encoders. It describes a scatter plot with clusters labeled by feature space, and includes a flowchart showing a hierarchical grouping of cats and dogs into a single group. The process involves obtaining an initial representation of a composite and then refining it through several transformer layers.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "How can be build a representation for composites?",
+          "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/How can be build a representation for composites?",
+          "level": 2,
+          "summary": "Text: The elements of a sentence are words Images: 2. Feed the representation through several transformer layers <details>0 [images/image-20-2. Feed th.jpg] <details> <summary>natural_image</summary> Abstract geometric composition of a blue fish shape composed of triangular segments (no text or symbols) </details> Patches Sound: <summary>natural_image</summary> <details>0 [images/image-21-Sound Signal Waveform.jpg] <details> <summary>line chart</summary> [tables/table-4 Frequency Data.html] | Note: The actual values may vary due to the random nature of the data generation. </details> Frames Each of these elements are referred to generically as tokens We can represent each token as a vector of D real numbers. The process of going from tokens to vectors of real numbers is called embedding",
+          "chunk_count": 2,
+          "children": [
+            {
+              "title": "Embeddings",
+              "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/How can be build a representation for composites?/Embeddings",
+              "level": 3,
+              "summary": "to generically as <details>0 [images/image-22-Alignment Visualization.jpg] <details> <summary>text_image</summary> high alignment low alignment </details> Embedding is a means of representing tokens as points in a continuous vector space where the locations of those points in space are semantically meaningful to machine learning (ML) algorithms. Word embeddings high alignment <details>0 [images/image-23-Word Embedding Visualization.jpg] <details> <summary>text_image</summary> king man woman queen </details> Male-Female man <details>0 [images/image-24-Word Embedding Visualization.jpg] <details> <summary>text_image</summary> walking walked swam swimming </details> Verb Tense walked <details>0 [images/image-25-Diagram of Country-City Pairs.jpg] <details> <summary>flowchart</summary> ```mermaid graph TD A[\"Ankara\"] --> B[\"Turkey\"] B --> C[\"Canada\"] C --> D[\"Italy\"] D --> E[\"Rome\"] E --> F[\"Germany\"] F --> G[\"Berlin\"] G --> H[\"China\"] H --> I[\"Beijing\"] I --> J[\"Tokyo\"] J --> K[\"Japan\"] K --> L[\"Vietnam\"] L --> M[\"Moscow\"] M --> N[\"Russia\"] N --> O[\"Tourkey\"] O --> P[\"Ottawa\"] P --> Q[\"Madrid\"] Q --> R[\"Spain\"] R --> S[\"Italy\"] ``` </details> Country-Capital",
+              "chunk_count": 1,
+              "children": []
+            }
+          ]
+        },
+        {
+          "title": "How can we build a representation for composites?",
+          "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/How can we build a representation for composites?",
+          "level": 2,
+          "summary": "The content explains the process of tokenizing a composite into tokens and embedding each token as a vector. It discusses building semantic representations for composites using transformer layers to obtain context-aware embeddings. A flowchart illustrates the transformer encoder architecture with multiple layers processing input tokens.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "What are “context-aware” embeddings",
+          "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/What are “context-aware” embeddings",
+          "level": 2,
+          "summary": "The embedding of a token captures its “meaning”. In a composite, the meaning of a token depends on other tokens The humanoid robot did not cross the road, as it was very dangerous. The humanoid robot did not cross the road because it was tired.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "How do transformer layers deal with context?",
+          "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/How do transformer layers deal with context?",
+          "level": 2,
+          "summary": "Transformer layers allows for the exchange of information between tokens. We can understand it as: 1. Each token sends a message to every other token. 2. Each token computes how much does it want to take into account the messages of each other token. This is the idea of attention. 3. Each token moves away from his embedding in the direction signaled by the message of each other token weighted by the attention that he is paying to that token.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "How do transformer layers deal with context? Attention",
+          "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/How do transformer layers deal with context? Attention",
+          "level": 2,
+          "summary": "Transformer layers allows for the exchange of information between tokens. We can understand it as: <details>0 [images/image-29-Sentence Structure Diagram.jpg] <details> <summary>flowchart</summary> ```mermaid graph TD A[\"it\"] --> B[\"the\"] A --> C[\"animal\"] A --> D[\"didn't\"] A --> E[\"cross\"] A --> F[\"the\"] A --> G[\"street\"] A --> H[\"because\"] A --> I[\"it\"] A --> J[\"was\"] A --> K[\"too\"] A --> L[\"tired\"] A --> M[\".\"] ``` </details> A --> K[\"too\"] <details>0 [images/image-30-Sentence Structure Analysis.jpg] <details> <summary>flowchart</summary> ```mermaid graph TD A[\"it\"] --> B[\"the\"] A --> C[\"animal\"] A --> D[\"didn't\"] A --> E[\"cross\"] A --> F[\"the\"] A --> G[\"street\"] A --> H[\"because\"] A --> I[\"it\"] A --> J[\"was\"] A --> K[\"too\"] A --> L[\"wide\"] A --> M[\".\"] ``` </details>",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Text classification with transformers",
+          "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/Text classification with transformers",
+          "level": 2,
+          "summary": "The diagram shows a deep transformer stack architecture. An input sequence goes through word embedding and position embedding, then passes through a long chain of over 100 transformer blocks arranged sequentially, with a feedback loop from the final block back to an earlier block.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Text classification with transformers using BERT",
+          "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/Text classification with transformers using BERT",
+          "level": 2,
+          "summary": "Devlin, Jacob, Ming-Wei Chang, Kenton Lee, and Kristina Toutanova. \"BERT: Pre-Training of Deep Bidirectional Transformers for Language Understanding.\" arXiv, May 24, 2019. https://doi.org/10.48550/arXiv.1810.04805. DJ --> DK <details>0 [images/image-32-BERT Architecture Diagram.jpg] <details> <summary>flowchart</summary> ```mermaid graph TD subgraph Transformer layer A[\"LSM\"] --> B[\"transformer layer\"] C[\"LSM\"] --> B D[\"LSM\"] --> B E[\"...\"] --> B F[\"...\"] --> B G[\"...\"] --> B H[\"...\"] --> B end I[\"embedding\"] --> J[\"positive encoding\"] K[\"x1\"] --> L[\"embedding\"] M[\"xN\"] --> N[\"embedding\"] O[\"postional encoding\"] --> P[\"× class\"] Q[\"y1\"] --> R[\"× class\"] S[\"yN\"] --> T[\"× class\"] U[\"c\"] --> V[\"LSM\"] W[\"y1\"] --> X[\"LSM\"] Y[\"...\"] --> Z[\"...\"] AA[\"yN\"] --> AB[\"LSM\"] AC[\"L50/arXiv.1\"] --> AD[\"wei and MBERT: formers for ding.&quot;\"] AE[\"L5 layers\"] --> AF[\"50/arXiv.1\"] ``` </details> AA[\"yN\"] --> AB[\"LSM\"] <details>0 [images/image-33-Book Cover_ Deep Learning.jpg] <details> <summary>text_image</summary> Christopher M. Bishop with Hugh Bishop Deep Learning Foundations and Concepts Springer </details> Bishop, Christopher M., and Hugh Bishop. Deep Learning: Foundations and Concepts. Cham: Springer International Publishing, 2024. https://doi.org/10.1007/978-3-031-45468-4.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "How do transformer layers deal with context?_2",
+          "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/How do transformer layers deal with context?_2",
+          "level": 2,
+          "summary": "Transformer layers allows for the exchange of information between tokens. We can understand it as: 1. Each token sends a message to every other token. 2. Each token computes how much does it want to take into account the messages of each other token. This is the idea of attention. 3. Each token moves away from his embedding in the direction signaled by the message of each other token weighted by the attention that he is paying to that token. This is a general intuition. To understand better we need to understand how the encoder is trained.",
+          "chunk_count": 3,
+          "children": [
+            {
+              "title": "BERT training MLM",
+              "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/How do transformer layers deal with context?_2/BERT training MLM",
+              "level": 3,
+              "summary": "Output MLM teaches BERT to understand relationships between words 3. Each token moves away from his embedding in the direction signaled by the message of each other token weighted by the attention that he is paying to that token. <details>0 [images/image-34-BERT Masked Language Model.jpg] <details> <summary>flowchart</summary> ```mermaid graph TD A[\"CLS\"] --> B[\"how\"] B --> C[\"are\"] C --> D[\"box\"] D --> E[\"doing\"] E --> F[\"today\"] F --> G[\"SEP\"] H[\"...\"] --> I[\"you,they,your..\"] I --> D J[\"CLS\"] --> K[\"how\"] K --> L[\"are\"] L --> M[\"MASK\"] M --> N[\"doing\"] N --> O[\"today\"] O --> P[\"SEP\"] Q[\"...\"] --> R[\"...\"] R --> D style D fill:#ffcccc,stroke:#333 ``` </details> One of the key techniques used in pre-training BERT is the Masked Language Model (MLM). In this approach, a certain percentage of the input tokens are randomly selected (usually around 15% of the tokens) and masked (replaced with a [MASK] token). The objective of the MLM is to predict the original masked words based on the surrounding context. Hence, BERT is useful for completing composites (MLM).",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "BERT training NSP",
+              "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/How do transformer layers deal with context?_2/BERT training NSP",
+              "level": 3,
+              "summary": "style D fill:#ffcccc,stroke:#333 <details>0 [images/image-35-BERT Architecture Diagram.jpg] <details> <summary>flowchart</summary> ```mermaid graph TD A[\"Class Label\"] --> B[\"C\"] A --> C[\"T₁\"] B --> D[\"Tₙ\"] C --> E[\"T[SEP\"]] D --> F[\"M₁\"] E --> G[\"Mₘ\"] H[\"BERT\"] --> I[\"Ecls\"] H --> J[\"E₁\"] H --> K[\"TK 1\"] H --> L[\"TK N\"] H --> M[\"TK 1\"] H --> N[\"TK N\"] I <--> O[\"[CLS\"]] J <--> P[\"Tok 1\"] K <--> Q[\"TK N\"] L <--> R[\"TK 1\"] M <--> S[\"TK 1\"] N <--> T[\"TK N\"] U[\"First Sentence\"] --> V[\"[CLS\"]] W[\"Second Sentence\"] --> X[\"Tok 1\"] Y[\"Class Label\"] --> Z[\"C\"] Y --> AA[\"T₁\"] Z --> AB[\"Tₙ\"] Z --> AC[\"T[SEP\"]] Z --> AD[\"M₁\"] Z --> AE[\"Mₘ\"] ``` </details> NSP teaches BERT to understand longer-term dependencies across sentences.",
+              "chunk_count": 1,
+              "children": []
+            }
+          ]
+        },
+        {
+          "title": "Text classification with transformers using BERT_2",
+          "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/Text classification with transformers using BERT_2",
+          "level": 2,
+          "summary": "The passage discusses deep learning foundations and concepts, referencing a book by Christopher M. Bishop and Hugh Bishop. It also mentions fine-tuning BERT for text classification, citing a paper by Sun et al. on how to fine-tune BERT for text classification.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Image classification with ViT",
+          "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/Image classification with ViT",
+          "level": 2,
+          "summary": "</details> <details>0 [images/image-37-Architecture of Vision Transformer.jpg] <details> <summary>flowchart</summary> ```mermaid graph TD A[\"Input Class 0\"] --> B[\"Transformer Encoder\"] C[\"Input Class 1\"] --> B D[\"Input Class 2\"] --> B E[\"Input Class 3\"] --> B F[\"Input Class 4\"] --> B G[\"Input Class 5\"] --> B H[\"Input Class 6\"] --> B I[\"Input Class 7\"] --> B J[\"Input Class 8\"] --> B K[\"Input Class 9\"] --> B L[\"Final Embeddings\"] --> B M[\"Extra learnable [class\"] embedding] --> A N[\"Patch + Position Embedding\"] --> O[\"Linear Projection of Flattened Patches\"] P[\"Image of Dog in Top Left\"] --> Q[\"Output Image\"] ``` </details> ViT process with the learnable class embedding highlight (left). Dosovitskiy, Alexey, Lucas Beyer, Alexander Kolesnikov, Dirk Weissenborn, Xiaohua Zhai, Thomas Unterthiner, Mostafa Dehghani, et al. “An Image Is Worth 16x16 Words: Transformers for Image Recognition at Scale.” arXiv, June 3, 2021. https://doi.org/10.48550/arXiv.2010.11929.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "What can we do with transformers?_4",
+          "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/What can we do with transformers?_4",
+          "level": 2,
+          "summary": "Classify composites </details> <details>0 [images/image-38-__details_.jpg] <details> <summary>natural_image</summary> Green circular icon with a white checkmark (no text or symbols) </details> Complete composites <details> <details>0 [images/image-39-_details_ .jpg] <details> <summary>natural_image</summary> Wooden box with orange 3D sculpture on a wooden table, no visible text or symbols </details> Transform composites",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "How to generate composites? Decoders",
+          "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/How to generate composites? Decoders",
+          "level": 2,
+          "summary": "<summary>natural_image</summary> <details>0 [images/image-40-BERT Architecture Diagram.jpg] <details> <summary>flowchart</summary> ```mermaid graph TD A[\"This is an example of how concise I can be\"] --> B[\"Encoder\"] B --> C[\"Preprocessing steps\"] C --> D[\"Input text\"] D --> E[\"This is an _ of how concise I _ be\"] E --> F[\"Fills in the missing words to generate the original sentence\"] F --> G[\"Receives inputs where words are randomly masked during training\"] ``` </details> D --> E[\"This is an _ of how concise I _ be\"] <details>0 [images/image-41-GPT Decoder Architecture.jpg] <details> <summary>flowchart</summary> ```mermaid graph TD A[\"Decoder\"] --> B[\"Preprocessing steps\"] B --> C[\"Input text\"] C --> D[\"This is an example of how concise I can be\"] D --> E[\"This is an example of how concise I can\"] E --> F[\"Receives incomplete texts\"] style A fill:#cce5ff,stroke:#333 style B fill:#cce5ff,stroke:#333 style C fill:#cce5ff,stroke:#333 style D fill:#cce5ff,stroke:#333 style E fill:#cce5ff,stroke:#333 note right of A: \"This is an example of how concise I can be\" note right of D: \"Learns to generate one...time\" ``` </details> style E fill:#cce5ff,stroke:#333 <details>0 [images/image-42-Book Cover_ Build a Large Language Model.jpg] <details> <summary>text_image</summary> BUILD A Large Language Model SEBASTIAN RUSCHKA FRANK SCOTIA MORNING </details> Raschka, Sebastian. Build a Large Language Model (From Scratch). Manning, 2024.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "How to generate composites? Decoders_2",
+          "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/How to generate composites? Decoders_2",
+          "level": 2,
+          "summary": "SCOTIA <details>0 [images/image-43-Neural Network Architecture.jpg] <details> <summary>flowchart</summary> ```mermaid graph TD subgraph L Layers y1[\"LM\"] --> mask_TransformerLayer[\"Masked transformer layer\"] y2[\"LM\"] --> maskTransformerLayer[\"Masked transformer layer\"] yN+1[\"LM\"] --> maskTransformerLayer[\"Masked transformer layer\"] end subgraph PositionalEncoding direction TB E1[\"embedding\"] --> E2[\"+\"] E2 --> E3[\"×start\"] E3 --> x1[\"x1\"] x1 --> Embedding1[\"embedding\"] Embedding1 --> Embedding2[\"+\"] Embedding2 --> EmbeddingN[\"embedding\"] EmbeddingN --> xN[\"xN\"] end style L Layers fill:#f9f9f9,stroke:#333 style PositionalEncoding fill:#e6f7ff,stroke:#333 ``` </details> end <details>0 [images/image-44-Book Cover_ Deep Learning.jpg] <details> <summary>text_image</summary> Christopher M. Bishop with Hugh Bishop Deep Learning Foundations and Concepts Springer </details> Bishop, Christopher M., and Hugh Bishop. Deep Learning: Foundations and Concepts. Cham: Springer International Publishing, 2024. https://doi.org/10.1007/978-3-031-45468-4.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "What is masked attention?",
+          "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/What is masked attention?",
+          "level": 2,
+          "summary": "and Concepts <details>0 [images/image-45-Ambiguous Pronoun Resolution.jpg] <details> <summary>flowchart</summary> ```mermaid graph TD A[\"The animal\"] --> B[\"the animal didn't cross the street because it was too tired\"] A --> C[\"the street because it was too tired\"] D[\"The animal didn't cross the street because it was too wide\"] --> E[\"The animal didn't cross the street because it was too wide\"] F[\"The animal didn't cross the street because it was too wide\"] --> G[\"The animal didn't cross the street because it was too wide\"] ``` </details>",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "What is masked attention?_2",
+          "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/What is masked attention?_2",
+          "level": 2,
+          "summary": "How much token “Life” attends to token “first” F[\"The animal didn't cross the street because it was too wide\"] --> G[\"The animal didn't cross the street because it was too wide\"] <details>0 [images/image-46-Attention Matrix Visualization.jpg] <details> <summary>heatmap</summary> [tables/table-7 Word Transition Matrix.html] </details> In the row for corresponding to \"Life\", mask out all words that come after \"Life\" </details> <details>0 [images/image-47-Attention Matrix Visualization.jpg] <details> <summary>heatmap</summary> [tables/table-8 Word Transition Matrix.html] </details>",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "How to generate composites? Decoders_3",
+          "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/How to generate composites? Decoders_3",
+          "level": 2,
+          "summary": "</details> <details>0 [images/image-48-Autoregressive Process.jpg] <details> <summary>flowchart</summary> ```mermaid graph TD A[\"Create the next word based on the input text\"] --> B[\"This is\"] B --> C[\"Decoder\"] C --> D[\"Preprocessing steps\"] D --> E[\"Input text\"] E --> F[\"This\"] G[\"This is an\"] --> H[\"Output layers\"] H --> I[\"Decoder\"] I --> J[\"Preprocessing steps\"] J --> K[\"Input text\"] L[\"This is an example\"] --> M[\"Output layers\"] M --> N[\"Decoder\"] N --> O[\"Preprocessing steps\"] O --> P[\"Input text\"] Q[\"This is an\"] --> R[\"This is\"] R --> S[\"The output of the previous round serves as input to the next round\"] style A fill:#f9f,stroke:#333 style B fill:#ccf,stroke:#333 style C fill:#cfc,stroke:#333 style D fill:#fcc,stroke:#333 style E fill:#cff,stroke:#333 style F fill:#ffc,stroke:#333 style G fill:#f9f,stroke:#333 style H fill:#ccf,stroke:#333 style I fill:#cfc,stroke:#333 style J fill:#fcc,stroke:#333 style K fill:#ffc,stroke:#333 style L fill:#f9f,stroke:#333 style M fill:#ccf,stroke:#333 style N fill:#cfc,stroke:#333 style O fill:#fcc,stroke:#333 style P...stroke:#333 ``` </details> style O fill:#fcc,stroke:#333 <details>0 [images/image-49-Book Cover_ Build a Large Language Model.jpg] <details> <summary>text_image</summary> BUILD A Large Language Model Sebastian Raschka STONY SCOTKA MENNING </details> Raschka, Sebastian. Build a Large Language Model (From Scratch). Manning, 2024. Autoregressive",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "How are decoders trained? The model is simply trained to predict the next word",
+          "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/How are decoders trained? The model is simply trained to predict the next word",
+          "level": 2,
+          "summary": "The model is simply trained to predict the next word </details> <details>0 [images/image-50-__details_.jpg] Raschka, Sebastian. Build a Large Language Model (From Scratch). Manning, 2024. <details>0 [images/image-51-Book Cover_ Build a Large Language Model.jpg] <details> <summary>text_image</summary> BUILD A Large Language Model Sebastian Ruschka MORNING FRANKY SCOTCHA </details> Raschka, Sebastian. Build a Large Language Model (From Scratch). Manning, 2024.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "How are decoders efficiently trained?",
+          "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/How are decoders efficiently trained?",
+          "level": 2,
+          "summary": "MORNING <details>0 [images/image-52-LLM Word Prediction Process.jpg] <details> <summary>flowchart</summary> ```mermaid graph TD A[\"Text sample:\"] --> B[\"Input the LLM receives\"] B --> C1[\"LLMs learn to predict one word at a time\"] B --> C2[\"LLMs learn to predict one word at a time\"] B --> C3[\"LLMs learn to predict one word at a time\"] B --> C4[\"LLMs learn to predict one word at a time\"] B --> C5[\"LLMs learn to predict one word at a time\"] C1 --> D1[\"The LLM can't access words past the target\"] C2 --> D2[\"Target to predict\"] C3 --> D3[\"LLMs can't access words past the target\"] C4 --> D4[\"LLMs can't access words past the target\"] C5 --> D5[\"LLMs can't access words past the target\"] ``` </details> style O fill:#fcc,stroke:#333 <details>0 [images/image-49-Book Cover_ Build a Large Language Model.jpg] <details> <summary>text_image</summary> BUILD A Large Language Model Sebastian Raschka STONY SCOTKA MENNING </details> Raschka, Sebastian. Build a Large Language Model (From Scratch). Manning, 2024.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "What can we do with transformers?_5",
+          "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/What can we do with transformers?_5",
+          "level": 2,
+          "summary": "Classify composites </details> <details>0 [images/image-38-__details_.jpg] <details> <summary>natural_image</summary> Green circular icon with a white checkmark (no text or symbols) </details> Complete composites <details> <details>0 [images/image-53-_details_ .jpg] <details> <summary>natural_image</summary> Green circular icon with a white checkmark symbol (no text or numbers) </details> Transform composites",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Transforming composites. Encoders and decoders together 8) The complete output",
+          "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/Transforming composites. Encoders and decoders together 8) The complete output",
+          "level": 2,
+          "summary": "<summary>natural_image</summary> <details>0 [images/image-54-Encoder-Decoder Translation Process.jpg] <details> <summary>flowchart</summary> ```mermaid graph TD A[\"1) The Input text to be translated\"] --> B[\"Preprocessing steps\"] B --> C[\"Encoder\"] C --> D[\"Embeddings\"] D --> E[\"Output layers\"] E --> F[\"Decoder\"] F --> G[\"Preprocessing steps\"] G --> H[\"Input text\"] H --> I[\"This is an example\"] style A fill:#ccc,stroke:#333 style B fill:#ccc,stroke:#333 style C fill:#ccc,stroke:#333 style D fill:#ccc,stroke:#333 style E fill:#ccc,stroke:#333 style F fill:#ccc,stroke:#333 style G fill:#ccc,stroke:#333 style H fill:#ccc,stroke:#333 style I fill:#ccc,stroke:#333 note1[\"4) The encoder returns embedding vectors as input to the decoder\"] --> C note2[\"5) A partial output text (the model completes the translation one word at a time)\"] --> F note3[\"6) The input text is prepared for the decoder\"] --> G note4[\"7) The decoder generates the translated text one word at a time\"] --> F note5[\"8) The complete output (translation)\"] --> F ``` </details> Raschka, Sebastian. Build a Large Language Model (From Scratch). Manning, 2024. <details>0 [images/image-51-Book Cover_ Build a Large Language Model.jpg] <details> <summary>text_image</summary> BUILD A Large Language Model Sebastian Ruschka MORNING FRANKY SCOTCHA </details> Raschka, Sebastian. Build a Large Language Model (From Scratch). Manning, 2024.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Transforming composites. Encoders and decoders together 8) The complete output_2",
+          "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/Transforming composites. Encoders and decoders together 8) The complete output_2",
+          "level": 2,
+          "summary": "The content describes Sebastian Raschka's book 'Build a Large Language Model (From Scratch)' published by Manning in 2024. It includes a flowchart illustrating the process of machine translation using an encoder-decoder architecture, where input text undergoes preprocessing, encoding into embeddings, and decoding to generate translated output one word at a time.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Decoders vs. conditional decoders",
+          "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/Decoders vs. conditional decoders",
+          "level": 2,
+          "summary": "The content discusses the decoder component of a large language model (LLM), focusing on how it generates text one word at a time by approximating conditional probabilities. It includes flowcharts illustrating the decoding process, such as preprocessing steps, input text handling, and output generation. References to Sebastian Raschka's book 'Build a Large Language Model (From Scratch)' and Bishop's 'Deep Learning: Foundations and Concepts' are provided, along with a diagram of an encoder-conditional decoder architecture with self-attention and cross-attention transformer layers.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "What can we do with transformers?_6",
+          "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/What can we do with transformers?_6",
+          "level": 2,
+          "summary": "Classify composites </details> <details>0 [images/image-38-__details_.jpg] <details> <summary>natural_image</summary> Green circular icon with a white checkmark (no text or symbols) </details> Complete composites <details> <details>0 [images/image-53-_details_ .jpg] <details> <summary>natural_image</summary> Green circular icon with a white checkmark symbol (no text or numbers) </details> Transform composites <details> <details>0 [images/image-61-_details_ .jpg] <details> <summary>natural_image</summary> Green circular icon with a white checkmark symbol (no text or numbers) </details> Opening the box. Understanding transformer layers. Transformer layer -> Encoders Masked transformer layer -> Decoders Cross-attention transformer layer -> Conditional decoders",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Transformer layer",
+          "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/Transformer layer",
+          "level": 2,
+          "summary": "A composite as a matrix N (tokens) Masked transformer layer -> Decoders <details>0 [images/image-62-Matrix Structure Diagram.jpg] <details> <summary>text_image</summary> xₙᵀ X </details> D (features) $\\widetilde{\\mathbf{X}} = \\text{TransformerLayer}[\\mathbf{X}]$ .",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Transformer layer_2",
+          "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/Transformer layer_2",
+          "level": 2,
+          "summary": "",
+          "chunk_count": 17,
+          "children": [
+            {
+              "title": "Algorithm 12.3: Transformer layer",
+              "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/Transformer layer_2/Algorithm 12.3: Transformer layer",
+              "level": 3,
+              "summary": "The passage describes a transformer block processing input tokens X. It applies multi-head self-attention (Y(X)), adds residual connection and layer normalization to produce Z. Then Z goes through an MLP with another residual connection and layer normalization to output the final transformed tokens. The flowchart shows a repeated structure of multi-head self-attention and MLP with add & norm steps.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Attention coefficients",
+              "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/Transformer layer_2/Attention coefficients",
+              "level": 3,
+              "summary": "$$ \\mathbf {y} _ {n} = \\sum_ {m = 1} ^ {N} a _ {n m} \\mathbf {x} _ {m} \\quad Y = A X $$ $a_{nm}$ : how much token n attends to token m $$ \\begin{array}{l} a _ {n m} \\geqslant 0 \\\\ \\sum_ {m = 1} ^ {N} a _ {n m} = 1. \\\\ \\end{array} $$ This is a convex combination, play with one here: https://www.geogebra.org/m/ekyrkytj",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "How to compute attention weights",
+              "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/Transformer layer_2/How to compute attention weights",
+              "level": 3,
+              "summary": "For each token $x_{i}$ we compute: - A query $q_i$ . It encodes the kind of tokens that $x_i$ is willing to receive messages from. - A key $k_{i}$ . It encodes the kind of tokens that $x_{i}$ is willing to send messages to. - A value $v_i$ . It encodes the message that $x_i$ is willing to distribute to whomever wants to pay attention to it. Now to compute $a_{nm}$ , the attention token n devotes to token m, we compute the dot product of $\\langle q_{n}, k_{m} \\rangle$ . The larger the dot product, the larger the attention.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Attention via linear transformations",
+              "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/Transformer layer_2/Attention via linear transformations",
+              "level": 3,
+              "summary": "We can easily compute queries, keys and values using independent linear transformations of the matrix X. - A key $k_{i}$ . It encodes the kind of tokens that $x_{i}$ is willing to send messages to. <details>0 [images/image-64-Attention Mechanism Diagram.jpg] <details> <summary>flowchart</summary> ```mermaid graph TD Y --> mat_mul[\"mat mul\"] mat_mul --> softmax[\"softmax\"] softmax --> scale[\"scale\"] scale --> mat_mul[\"mat mul\"] mat_mul --> W_q[\"W^(q)\"] mat_mul --> W_k[\"W^(k)\"] mat_mul --> W_v[\"W^(v)\"] W_q --> X[\"X\"] W_k --> X W_v --> X style mat_mul fill:#f9f,stroke:#333 style softmax fill:#ccf,stroke:#333 style scale fill:#cfc,stroke:#333 style W_q fill:#fcc,stroke:#333 style W_k fill:#fcc,stroke:#333 style W_v fill:#fcc,stroke:#333 ``` </details> $$ \\mathbf {Q} = \\mathbf {X} \\mathbf {W} ^ {(q)} $$ $$ \\mathbf {K} = \\mathbf {X} \\mathbf {W} ^ {(k)} $$ $$ \\mathbf {V} = \\mathbf {X} \\mathbf {W} ^ {(v)} $$ W matrices (encoding the linear transformations) are parameters of the Transformer layer $$ A = \\operatorname{Softmax} \\left[ \\frac {Q K ^ {T}}{\\sqrt {D _ {k}}} \\right] $$ $$ Y = A V $$",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Softmax",
+              "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/Transformer layer_2/Softmax",
+              "level": 3,
+              "summary": "$$ <details>0 [images/image-65-Softmax Function Example.jpg] <details> <summary>flowchart</summary> ```mermaid graph LR A[\"0.25\\n1.23\\n-0.8\"] --> B[\"Softmax\"] B --> C[\"0.249\\n0.664\\n0.087\"] ``` </details>",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Self-Attention",
+              "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/Transformer layer_2/Self-Attention",
+              "level": 3,
+              "summary": "A[\"0.25\\n1.23\\n-0.8\"] --> B[\"Softmax\"] <details>0 [images/image-66-Diagram of Input Processing.jpg] <details> <summary>bar chart</summary> [tables/table-9 Table Data.html] </details> </details> <details>0 [images/image-67-__details_.jpg] <details> <summary>text_image</summary> W^Q W^K W^V </details> <summary>text_image</summary> <details>0 [images/image-68-Attention Mechanism Visualization.jpg] <details> <summary>text_image</summary> X W^Q = Q X W^K = K X W^V = V </details>",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Scaled self-attention in one slide. One attention head",
+              "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/Transformer layer_2/Scaled self-attention in one slide. One attention head",
+              "level": 3,
+              "summary": "W^V <details>0 [images/image-69-Attention Mechanism Architecture.jpg] <details> <summary>flowchart</summary> ```mermaid graph TD Y --> mat_mul[\"mat mul\"] mat_mul --> softmax[\"softmax\"] softmax --> scale[\"scale\"] scale --> mat_mul[\"mat mul\"] mat_mul --> W_q[\"W^(q)\"] mat_mul --> W_k[\"W^(k)\"] mat_mul --> W_v[\"W^(v)\"] W_q --> X[\"X\"] W_k --> X W_v --> X style mat_mul fill:#f9f,stroke:#333 style softmax fill:#ccf,stroke:#333 style scale fill:#cfc,stroke:#333 style W_q fill:#ffc,stroke:#333 style W_k fill:#ffc,stroke:#333 style W_v fill:#ffc,stroke:#333 ``` </details>",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Algorithm 12.1: Scaled dot-product self-attention",
+              "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/Transformer layer_2/Algorithm 12.1: Scaled dot-product self-attention",
+              "level": 3,
+              "summary": "Input: Set of tokens $\\mathbf{X} \\in \\mathbb{R}^{N \\times D}: \\{\\mathbf{x}_1, \\ldots, \\mathbf{x}_N\\}$ Weight matrices $\\{\\mathbf{W}^{(q)}, \\mathbf{W}^{(k)}\\} \\in \\mathbb{R}^{D \\times D_k}$ and $\\mathbf{W}^{(v)} \\in \\mathbb{R}^{D \\times D_v}$ Output: Attention $(\\mathbf{Q},\\mathbf{K},\\mathbf{V})\\in \\mathbb{R}^{N\\times D_{\\mathrm{v}}}$ : $\\{\\mathbf{y}_1,\\dots ,\\mathbf{y}_N\\}$ $$ \\mathbf {Q} = \\mathbf {X W} ^ {(q)} / / \\text {compute queries} \\mathbf {Q} \\in \\mathbb {R} ^ {N \\times D _ {k}} $$ $$ \\mathbf {K} = \\mathbf {X W} ^ {(k)} / / \\text {compute keys} \\mathbf {K} \\in \\mathbb {R} ^ {N \\times D _ {k}} $$ $$ \\mathbf {V} = \\mathbf {X} \\mathbf {W} ^ {(v)} / / \\text {compute values} \\mathbf {V} \\in \\mathbb {R} ^ {N \\times D} $$ return Attention(Q, K, V) = Softmax $\\left[\\frac{\\mathbf{Q}\\mathbf{K}^{\\mathrm{T}}}{\\sqrt{D_{\\mathrm{k}}}}\\right]\\mathbf{V}$",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Multi head attention",
+              "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/Transformer layer_2/Multi head attention",
+              "level": 3,
+              "summary": "$$ <details>0 [images/image-70-Attention Visualization.jpg] <details> <summary>tree diagram</summary> [tables/table-10 Animal Street.html] </details>",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Multi head attention Each attention head learns a specific set of parameters W",
+              "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/Transformer layer_2/Multi head attention Each attention head learns a specific set of parameters W",
+              "level": 3,
+              "summary": "Each attention head learns a specific set of parameters W </details> <details>0 [images/image-71-Specialized Information Types.jpg] <details> <summary>text_image</summary> I am specialized in colour information I am specialized in taste information I am specialized in movement information I am specialized in time related information </details> Together, we can run the galaxy!",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Multi head attention_2",
+              "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/Transformer layer_2/Multi head attention_2",
+              "level": 3,
+              "summary": "I am specialized in movement information <details>0 [images/image-72-Multi-head Attention Architecture.jpg] <details> <summary>flowchart</summary> ```mermaid graph TD A[\"linear\"] --> B[\"concat\"] B --> C[\"self-attention\"] B --> D[\"self-attention\"] B --> E[\"self-attention\"] C --> F[\"X\"] D --> F E --> F F --> G[\"...\"] G --> H[\"X\"] H --> I[\"Y\"] I --> A ``` </details>",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Multi-Head Attention",
+              "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/Transformer layer_2/Multi-Head Attention",
+              "level": 3,
+              "summary": "",
+              "chunk_count": 4,
+              "children": [
+                {
+                  "title": "1) This is our input sentence\\*",
+                  "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/Transformer layer_2/Multi-Head Attention/1) This is our input sentence\\*",
+                  "level": 4,
+                  "summary": "",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "2) We embed each word\\*",
+                  "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/Transformer layer_2/Multi-Head Attention/2) We embed each word\\*",
+                  "level": 4,
+                  "summary": "3) Split into 8 heads. We multiply X or R with weight matrices",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "4) Calculate attention using the resulting Q∕K∕V matrices",
+                  "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/Transformer layer_2/Multi-Head Attention/4) Calculate attention using the resulting Q∕K∕V matrices",
+                  "level": 4,
+                  "summary": "The passage describes steps in a multi-head attention mechanism: concatenating Z matrices and multiplying by weight matrix W^o to produce layer output. It includes references to embedding (only in encoder #0), calculating attention using Q/K/V matrices, and shows weight matrices W_i^Q, W_i^K, W_i^V for multiple heads (0, 1, 7) along with Q₇, K₇, V₇ and final W⁰ and Z.",
+                  "chunk_count": 1,
+                  "children": []
+                }
+              ]
+            },
+            {
+              "title": "Multi head attention_3",
+              "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/Transformer layer_2/Multi head attention_3",
+              "level": 3,
+              "summary": "Algorithm 12.2: Multi-head attention Input: Set of tokens $\\mathbf{X} \\in \\mathbb{R}^{N \\times D}: \\{\\mathbf{x}_1, \\ldots, \\mathbf{x}_N\\}$ Query weight matrices $\\{\\mathbf{W}_1^{(\\mathrm{q})},\\dots ,\\mathbf{W}_H^{(\\mathrm{q})}\\} \\in \\mathbb{R}^{D\\times D}$ Key weight matrices $\\{\\mathbf{W}_1^{(\\mathrm{k})},\\dots ,\\mathbf{W}_H^{(\\mathrm{k})}\\} \\in \\mathbb{R}^{D\\times D}$ Value weight matrices $\\{\\mathbf{W}_1^{(\\mathrm{v})},\\dots ,\\mathbf{W}_H^{(\\mathrm{v})}\\} \\in \\mathbb{R}^{D\\times D_{\\mathrm{v}}}$ Output weight matrix $\\mathbf{W}^{(o)}\\in \\mathbb{R}^{HD_{v}\\times D}$ Output: $\\mathbf{Y} \\in \\mathbb{R}^{N \\times D}: \\{\\mathbf{y}_1, \\dots, \\mathbf{x}_N\\}$ // compute self-attention for each head (Algorithm 12.1) for $h = 1,\\dots ,H$ do $$ \\mathbf {Q} _ {h} = \\mathbf {X} \\mathbf {W} _ {h} ^ {\\mathrm{(q)}}, \\quad \\mathbf {K} _ {h} = \\mathbf {X} \\mathbf {W} _ {h} ^ {\\mathrm{(k)}}, \\quad \\mathbf {V} _ {h} = \\mathbf {X} \\mathbf {W} _ {h} ^ {\\mathrm{(v)}} $$ $$ \\mathbf {H} _ {h} = \\text { Attention } \\left(\\mathbf {Q} _ {h}, \\mathbf {K} _ {h}, \\mathbf {V} _ {h}\\right) / / \\mathbf {H} _ {h} \\in \\mathbb {R} ^ {N \\times D _ {\\mathrm{v}}} $$ end for $\\mathbf{H} = \\operatorname {Concat}\\left[\\mathbf{H}_{1},\\dots ,\\mathbf{H}_{\\mathbf{N}}\\right]$ // concatenate heads return $\\mathbf{Y}(\\mathbf{X}) = \\mathbf{H}\\mathbf{W}^{(\\mathrm{o})}$",
+              "chunk_count": 1,
+              "children": []
+            }
+          ]
+        },
+        {
+          "title": "Transformer layer_3",
+          "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/Transformer layer_3",
+          "level": 2,
+          "summary": "The passage describes Algorithm 12.3 for a Transformer layer, which processes input tokens X through multi-head self-attention and a feed-forward network, with layer normalization and residual connections. It also discusses a masked transformer layer variant where attention is masked to prevent attending to future tokens, illustrated with an example of how token 'Life' attends only to preceding tokens in a sequence. The content includes references to flowcharts and heatmaps of attention weights.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Cross-attention",
+          "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/Cross-attention",
+          "level": 2,
+          "summary": "</details> <details>0 [images/image-88-Transformer Architecture Diagram.jpg] <details> <summary>flowchart</summary> ```mermaid graph TD A[\"Encoder\"] --> B[\"Feed forward\"] A --> C[\"Multi-head attention\"] A --> D[\"Masked multi-head attention\"] B --> E[\"Add & norm\"] C --> F[\"add & norm\"] D --> G[\"add & norm\"] E --> H[\"Add & norm\"] F --> I[\"Add & norm\"] G --> J[\"Masked multi-head attention\"] H --> K[\"Feed forward\"] I --> L[\"Multi-head attention\"] J --> M[\"Masked multi-head attention\"] style A fill:#f9f,stroke:#333 style B fill:#bbf,stroke:#333 style C fill:#bfb,stroke:#333 style D fill:#ffb,stroke:#333 style E fill:#fff,stroke:#333 style F fill:#fff,stroke:#333 style G fill:#fff,stroke:#333 style H fill:#fff,stroke:#333 style I fill:#fff,stroke:#333 style J fill:#fff,stroke:#333 style K fill:#fff,stroke:#333 style L fill:#fff,stroke:#333 ``` </details>",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Cross-Attention (e.g. Machine Translation)",
+          "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/Cross-Attention (e.g. Machine Translation)",
+          "level": 2,
+          "summary": "style K fill:#fff,stroke:#333 <details>0 [images/image-89-Neural Network Architecture Diagram.jpg] <details> <summary>flowchart</summary> ```mermaid graph TD A[\"Start\"] --> B[\"Student\"] B --> C[\"Intermediate Layer\"] C --> D[\"Student\"] D --> E[\"Intermediate Layer\"] E --> F[\"Student\"] F --> G[\"Intermediate Layer\"] G --> H[\"Student\"] H --> I[\"Intermediate Layer\"] I --> J[\"Student\"] J --> K[\"Intermediate Layer\"] K --> L[\"Student\"] L --> M[\"Intermediate Layer\"] M --> N[\"Student\"] N --> O[\"Intermediate Layer\"] O --> P[\"Student\"] P --> Q[\"Intermediate Layer\"] Q --> R[\"Student\"] R --> S[\"Intermediate Layer\"] S --> T[\"Student\"] T --> U[\"Intermediate Layer\"] U --> V[\"Student\"] V --> W[\"Intermediate Layer\"] W --> X[\"Student\"] X --> Y[\"Intermediate Layer\"] Y --> Z[\"Student\"] Z --> AA[\"Intermediate Layer\"] AA --> AB[\"Student\"] AB --> AC[\"Intermediate Layer\"] AC --> AD[\"Student\"] AD --> AE[\"Intermediate Layer\"] AE --> AF[\"Student\"] AF --> AG[\"Intermediate Layer\"] AG --> AH[\"Student\"] AH --> AI[\"Intermediate Layer\"] AI --> AJ[\"Student\"] AJ --> AK[\"Intermediate Layer\"] AK --> AL[\"Student\"] AL --> AM[\"Intermediate Layer\"] AM --> AN[\"Student\"] AN --> AO[\"Intermediate Layer\"] AO --> AP[\"Student\"] AP --> AQ[\"Intermediate Layer\"] AQ --> AR[\"Student\"] ``` </details>",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Cross-attention transformer layer",
+          "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/Cross-attention transformer layer",
+          "level": 2,
+          "summary": "The content describes a cross-attention transformer layer. It shows two input streams: one determines the queries (Q), and the other determines the keys (K) and values (V). The process involves computing attention scores via QKᵀ, applying softmax, and producing output Z. A flowchart illustrates the architecture, including masked multi-head self-attention, multi-head cross-attention, add & norm layers, and MLP.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Transformer & Multi-Head Attention",
+          "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/Transformer & Multi-Head Attention",
+          "level": 2,
+          "summary": "style_L[\"X\"] --> M[\"add & norm\"] <details>0 [images/image-92-Transformer Architecture Diagram.jpg] <details> <summary>flowchart</summary> ```mermaid graph TD A[\"Inputs\"] --> B[\"Input Embedding\"] B --> C[\"Add & Norm\"] C --> D[\"Feed Forward\"] D --> E[\"Multi-Head Attention\"] E --> F[\"Add & Norm\"] F --> G[\"Masked Multi-Head Attention\"] G --> H[\"Add & Norm\"] H --> I[\"Feed Forward\"] I --> J[\"Add & Norm\"] J --> K[\"Softmax\"] K --> L[\"Linear\"] L --> M[\"Output Probabilities\"] style A fill:#f9f,stroke:#333 style B fill:#ccf,stroke:#333 style C fill:#cfc,stroke:#333 style D fill:#fcc,stroke:#333 style E fill:#cff,stroke:#333 style F fill:#ffc,stroke:#333 style G fill:#cfc,stroke:#333 style H fill:#fcc,stroke:#333 style I fill:#cfc,stroke:#333 style J fill:#fcc,stroke:#333 style K fill:#cfc,stroke:#333 style L fill:#fcc,stroke:#333 style M fill:#cfc,stroke:#333 style_N[\"Positional Encoding\"] --> O[\"Add & Norm\"] O --> P[\"Multi-Head Attention\"] P --> Q[\"Add & Norm\"] Q --> R[\"Masked Multi-Head Attention\"] R --> S[\"Add & Norm\"] S --> T[\"Feed Forward\"] T --> U[\"Add & Norm\"] U --> V[\"Softmax\"] V --> W[\"Nx\"] style N fill:#f9f,stroke:#333 style O fill:#ccf,stroke:#333 style P fill:#cfc,stroke:#333 style Q fill:#fcc,stroke:#333 style R fill:#cfc,stroke:#333 style S fill:#fcc,stroke:#333 style T fill:#cfc,stroke:#333 style U fill:#fcc,stroke:#333 ``` </details> Figure 1: The Transformer - model architecture.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Transformers vs. RNNs",
+          "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/Transformers vs. RNNs",
+          "level": 2,
+          "summary": "[tables/table-13 RNNs vs Transformers.html]",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Large Language Models",
+          "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/Large Language Models",
+          "level": 2,
+          "summary": "▶ Scaled up versions of Transformer architecture, e.g. millions/billions of parameters ▶ Typically trained on massive amounts of “general” textual data (e.g. web corpus) ▶ Training objective is typically “next token prediction”: $P(W_{t+1}|W_t, W_{t-1}, \\ldots, W_1)$ Emergent abilities as they scale up (e.g. chain-of-thought reasoning) ▶ Heavy computational cost (time, money, GPUs) ▶ Larger general ones: “plug-and-play” with few or zero-shot learning ▶ Train once, then adapt to other tasks without needing to retrain ▶ E.g. in-context learning and prompting",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Emergent Abilities of Large Language Models",
+          "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/Emergent Abilities of Large Language Models",
+          "level": 2,
+          "summary": "▶ Why do LLMs work so well? What happens as you scale up? ▶ Potential explanation: emergent abilities! ▶ An ability is emergent if it is present in larger but not smaller models ▶ Not have been directly predicted by extrapolating from smaller models ▶ Performance is near-random until a certain critical threshold, then improves heavily ▶ Known as a “phase transition” and would not have been extrapolated",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Few-Shot Prompting",
+          "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/Few-Shot Prompting",
+          "level": 2,
+          "summary": "The passage defines an emergent ability as one present in larger but not smaller models. It provides examples of emergence in few-shot prompting settings, where performance jumps from random to well-above random at a certain model scale. The text references multiple figures and tables showing accuracy, BLEU, and exact match scores across different model scales (measured in training FLOPs).",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Potential Explanations of Emergence",
+          "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/Potential Explanations of Emergence",
+          "level": 2,
+          "summary": "▶ Currently few explanations for why these abilities emerge ▶ Evaluation metrics used to measure these abilities may not fully explain why they emerge ▶ Disclaimer: maybe emergent abilities of LLMs are a mirage!!! https://arxiv.org/abs/2304.15004 ▶ “Emergent abilities appear due to the researcher's choice of metric rather than due to fundamental changes in model behavior with scale”",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Reinforcement Learning with Human Feedback (RLHF)",
+          "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/Reinforcement Learning with Human Feedback (RLHF)",
+          "level": 2,
+          "summary": "▶ RLHF: technique that trains a \"reward model\" directly from human feedback ▶ Uses the model as a reward function to optimize an agent's policy using reinforcement learning (RL) through an optimization algorithm ▶ Ask humans to rank instances of the agent's behavior, e.g. which produced response is better ▶ “Emergent abilities appear due to the researcher's choice of metric rather than due to fundamental changes in model behavior with scale” <details>0 [images/image-103-RL Algorithm Architecture.jpg] <details> <summary>flowchart</summary> ```mermaid graph TD A[\"RL ALGORITHM\"] -->|PREDICTED REWARD| B[\"REWARD PREDICTOR\"] B -->|OBSERVATION| C[\"ENVIRONMENT\"] C -->|ACTION| A D[\"HUMAN FEEDBACK\"] -->|HUMAN FEEDBACK| B ``` </details>",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Direct Preference Optimization (DPO)",
+          "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/Direct Preference Optimization (DPO)",
+          "level": 2,
+          "summary": "C -->|ACTION| A <details>0 [images/image-104-RLHF Process Diagram.jpg] <details> <summary>flowchart</summary> ```mermaid graph LR A[\"preference data\"] --> B[\"maximum likelihood\"] B --> C[\"reward model\"] C --> D[\"label rewards\"] D --> E[\"sample completions\"] E --> F[\"LM policy\"] style A fill:#f9f,stroke:#333 style F fill:#bbf,stroke:#333 subgraph Reinforcement_learning_from_Human_Feedback_RLHF[\"\\\"Reinforcement learning from Human Feedback (RLHF)\\\"\"] G[\"write me a poem about the history of jazz\"] end ``` </details> subgraph Reinforcement_learning_from_Human_Feedback_RLHF[\"\\\"Reinforcement learning from Human Feedback (RLHF)\\\"\"] <details>0 [images/image-105-Direct Preference Optimization.jpg] <details> <summary>flowchart</summary> ```mermaid graph LR A[\"preference data\"] --> B[\"> y_w\"] B --> C[\"maximum likelihood\"] C --> D[\"final LM\"] ``` </details> Figure 1: DPO optimizes for human preferences while avoiding reinforcement learning. Existing methods for fine-tuning language models with human feedback first fit a reward model to a dataset of prompts and human preferences over pairs of responses, and then use RL to find a policy that maximizes the learned reward. In contrast, DPO directly optimizes for the policy best satisfying the preferences with a simple classification objective, without an explicit reward function or RL.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "GPT-4",
+          "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/GPT-4",
+          "level": 2,
+          "summary": "▶ Supervised learning on large dataset, then RLHF and RLAIF ▶ GPT-4 trained on both images and text, vision is also out! ▶ Discuss humor in images, summarize screenshot text, etc. ▶ GPT-4 is \"more reliable, creative, and able to handle much more nuanced instructions than GPT-3.5\" ▶ Much longer context windows of 8,192 and 32,768 tokens ▶ Does exceptionally well on standardized tests ▶ Did not release technical details of GPT-4 ▶ Discuss humor in images, summarize screenshot text, etc. <details>0 [images/image-106-Robot Head Close-Up.jpg] <details> <summary>natural_image</summary> Close-up of a humanoid robot head with exposed mechanical components and a circular dial (no text or symbols visible) </details> GPT-4",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Gemini",
+          "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/Gemini",
+          "level": 2,
+          "summary": "▶ Latest: Gemini 1.5 Pro Gemini Ultra performs better than ChatGPT on 30 of the 32 academic benchmarks in reasoning and understanding it tested on. ▶ Effectively processes and integrates data from diff modalities: ▶ Text, audio, image, video ▶ Based on a Mixture-of-Experts (MoE) model ▶ Significantly improves efficiency in training and application",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Gemini_2",
+          "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/Gemini_2",
+          "level": 2,
+          "summary": "▶ Based on a Mixture-of-Experts (MoE) model Combination of multiple small Neural networks known as ‘Experts’ which are trained and capable of handling particular data and performing specialised tasks. ▶ 'Gating network' which predicts which response is best suited to address the request. ▶ Significantly improves efficiency in training and application <details>0 [images/image-107-Architecture Diagram.jpg] <details> <summary>flowchart</summary> ```mermaid graph TD A[\"Input\"] --> B[\"Text Expert\"] A --> C[\"Image Expert\"] A --> D[\"Fusion Expert\"] B --> E[\"Output\"] C --> E D --> E E --> F[\"Gating Network\"] F --> A style A fill:#f9f,stroke:#333 style E fill:#bbf,stroke:#333 style F fill:#dfd,stroke:#333 note1[\"EXPERTS\"] note2[\"Gating Network\"] note3[\"30%\"] note4[\"60%\"] note5[\"10%\"] note6[\"10%\"] note7[\"30%\"] ``` </details> Source link",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Where we are (2024)",
+          "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/Where we are (2024)",
+          "level": 2,
+          "summary": "The passage discusses recent developments in large language models (LLMs) like ChatGPT, GPT-4, and Gemini, focusing on human alignment through reinforcement learning from human feedback (RLHF), controlling toxicity and bias, and applications in audio, art, coding, and games. It includes a flowchart from OpenAI showing ChatGPT's capabilities, limitations, and examples, as well as a text-to-image generation example.",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "The Future (What's Next?)",
+          "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/The Future (What's Next?)",
+          "level": 2,
+          "summary": "\\- Can enable a lot more applications: ○ Generalist Agents - Longer video understanding and generation, finance + business - Incredibly long sequence modeling (GPT authors a novel) ○ Domain-specific “Foundation models” - DoctorGPT, LawyerGPT, ... - Potential real-world impacts: ■ Personalized education and tutoring systems ■ Advanced healthcare diagnostics, environmental monitoring & protection, etc. ■ Real-time multilingual communication ■ Interactive entertainment & gaming (e.g. NPCs) - Potential real-world impacts: <details>0 [images/image-110-Millennium Falcon.jpg] <details> <summary>natural_image</summary> Futuristic futuristic spaceship with reflective surface and dynamic motion blur (no text or symbols) </details>",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "The Future (What's Missing?)",
+          "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/The Future (What's Missing?)",
+          "level": 2,
+          "summary": "• Missing Ingredients (to AGI/ASI?): ○ Reducing computation complexity - Enhanced human controllability ○ Alignment with language models of human brain ○ Adaptive learning and generalization across domains ○ Multi-sensory multimodal embodiment (e.g. intuitive physics and commonsense) - Infinite/external memory: like Neural Turing Machines - Infinite/constant self-improvement and self-reflection capabilities ○ Complete autonomy and long-horizon decision-making ○ Emotional intelligence and social understanding - Ethical reasoning and value alignment - Infinite/external memory: like Neural Turing Machines <details>0 [images/image-111-Millennium Falcon.jpg] <details> <summary>natural_image</summary> Futuristic futuristic spaceship with reflective surface and dynamic control panels (no text or symbols visible) </details>",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Questions?",
+          "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/Questions?",
+          "level": 2,
+          "summary": "<details> <details>0 [images/image-112-Three Devils.jpg] <details> <summary>text_image</summary> ASK NO QUESTIONS, HEAR NO LIES",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "M.EM",
+          "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/M.EM",
+          "level": 2,
+          "summary": "</details>",
+          "chunk_count": 1,
+          "children": []
+        },
+        {
+          "title": "Hugging face",
+          "path": "transformers-tutorial.pdf/INTRODUCTION TO TRANSFORMERS/Hugging face",
+          "level": 2,
+          "summary": "https://medium.com/@anthony.demeusy/introduction-to-hugging-face-a-starters-guide-to-using-online-models-d7d7923a9aa5",
+          "chunk_count": 1,
+          "children": []
+        }
+      ]
+    },
+    {
+      "title": "Transformers and LLMs: An Introduction",
+      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction",
+      "level": 1,
+      "summary": "",
+      "chunk_count": 132,
+      "children": [
+        {
+          "title": "Challenges and Weaknesses",
+          "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/Challenges and Weaknesses",
+          "level": 2,
+          "summary": "",
+          "chunk_count": 3,
+          "children": [
+            {
+              "title": "Challenges of NLP:",
+              "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/Challenges and Weaknesses/Challenges of NLP:",
+              "level": 3,
+              "summary": "▶ Discrete nature of text ▶ More difficult data augmentation ▶ Text is “precise” - one wrong word changes entire meaning of a sentence ▶ Potential for long context lengths and memories (e.g. conversations) ▶ Many more...",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Weaknesses of earlier models∕apporoaches:",
+              "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/Challenges and Weaknesses/Weaknesses of earlier models∕apporoaches:",
+              "level": 3,
+              "summary": "▶ Short context length ▶ “Linear” reasoning - no attention mechanism to focus on other parts ▶ Earlier approaches (e.g. word2vec) do not adapt based on context",
+              "chunk_count": 1,
+              "children": []
+            }
+          ]
+        },
+        {
+          "title": "NLP Throughout the Years",
+          "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/NLP Throughout the Years",
+          "level": 2,
+          "summary": "",
+          "chunk_count": 21,
+          "children": [
+            {
+              "title": "Rule Based NLP Systems",
+              "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/NLP Throughout the Years/Rule Based NLP Systems",
+              "level": 3,
+              "summary": "Welcome to [tables/table-22 Table Data.html] Eliza is a mock Rogerian psychotherapist. The original program was described by Joseph Weizenbaum in 1966. This implementation by Norbert Landsteiner 2005. ELIZA: Is something troubling you? YOU: Men are all alike. ELIZA: What is the connection, do you suppose? YOU: They're always bugging us about something or other. ELIZA: Can you think of a specific example? YOU: Well, my boyfriend made me come here. ELIZA: Is it important to you that your boyfriend made you come here? YOU: He says I'm depressed much of the time. ELIZA: I am sorry to hear that you are depressed. YOU: It's true. I am unhappy. ELIZA: Can you explain what made you unhappy ? YOU:",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Linguistic Foundations",
+              "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/NLP Throughout the Years/Linguistic Foundations",
+              "level": 3,
+              "summary": "▶ Rule-based approaches ▶ Semantic parsing ▶ Analyzing linguistic structure and grammars of text SIMPLE RULE BASED RULE ### Linguistic Foundations <details>0 [images/image-113-Call Phrase Logic Flow.jpg] <details> <summary>flowchart</summary> ```mermaid graph TD A[\"Start\"] --> B[\"Input phrase\"] B --> C{Is phrase=\"take call\"} C -->|NO| D{Is phrase=\"accept call\"} D -->|NO| E{Is phrase=\"join call\"} E -->|NO| F[\"Could not understand phrase\"] E -->|YES| G[\"Execute &quot;accept call&quot;\"] G --> H[\"Stop\"] C -->|YES| G ``` </details> E -->|YES| G[\"Execute &quot;accept call&quot;\"] <details>0 [images/image-114-E --__YES_.jpg] <details> <summary>flowchart</summary> ```mermaid graph TD A[\"root\"] --> B[\"ndobj\"] A --> C[\"nsubj\"] B --> D[\"det\"] B --> E[\"nmod\"] D --> F[\"I prefer the morning flight through Denver\"] D --> G[\"nmod\"] E --> H[\"case\"] ``` </details> D --> F[\"I prefer the morning flight through Denver\"] <details>0 [images/image-115-Sentence Structure Diagram.jpg] <details> <summary>flowchart</summary> ```mermaid graph TD S --> NP S --> VP NP --> Pro VP --> Verb VP --> NP NP --> Det Det --> the NP --> Nom Nom --> Nom Nom --> Noun Nom --> P Nom --> PP PP --> Noun PP --> P PP --> NP Noun --> morning flight --> morning through --> morning Pro --> Denver ``` </details>",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Word Embeddings",
+              "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/NLP Throughout the Years/Word Embeddings",
+              "level": 3,
+              "summary": "▶ Represent each word as a “vector” of numbers ▶ Converts a “discrete” representation to “continuous”, allowing for: ▶ More \"fine-grained\" representations of words ▶ Useful computations such as cosine/eucl distance ▶ Visualization and mapping of words onto a semantic space Examples: ▶ Word2Vec (2013), GloVe, BERT, ELMo ▶ More \"fine-grained\" representations of words <details>0 [images/image-116-Linguistic Relationships Diagram.jpg] <details> <summary>flowchart</summary> ```mermaid graph TD A[\"man\"] --> B[\"woman\"] A --> C[\"king\"] A --> D[\"queen\"] E[\"cat\"] --> F[\"dog\"] F --> G[\"dogs\"] H[\"France\"] --> I[\"Paris\"] I --> J[\"London\"] J --> K[\"Rome\"] L[\"England\"] --> M[\"Italy\"] N[\"mother\"] --> O[\"daughter\"] P[\"father\"] --> Q[\"boy\"] R[\"girl\"] --> S[\"son\"] T[\"she\"] --> U[\"hisself\"] V[\"longer\"] --> W[\"long\"] X[\"fast\"] --> Y[\"fastest\"] Z[\"slow\"] --> AA[\"slower\"] AB[\"fast\"] --> AC[\"longer\"] AD[\"longest\"] --> AE[\"longest\"] ``` </details>",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Seq2seq Models",
+              "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/NLP Throughout the Years/Seq2seq Models",
+              "level": 3,
+              "summary": "▶ Recurrent Neural Networks (RNNs) ▶ Long Short-Term Memory Networks (LSTMs) ▶ \"Dependency\" and info between tokens ▶ Gates to “control memory” and flow of information ### Seq2seq Models <details>0 [images/image-117-LSTM Cell Architecture.jpg] <details> <summary>flowchart</summary> ```mermaid graph TD A[\"ct-1\"] --> B[\"X\"] B --> C[\"+\"] C --> D[\"tanh\"] D --> E[\"X\"] E --> F[\"ot\"] F --> G[\"ct\"] H[\"ht-1\"] --> I[\"σ\"] I --> J[\"ft\"] J --> K[\"σ\"] K --> L[\"it\"] L --> M[\"σ\"] M --> N[\"tanh\"] N --> O[\"ot\"] O --> P[\"tanh\"] P --> Q[\"ct\"] R[\"xt\"] --> S[\"σ\"] S --> T[\"ct-1\"] U[\"yt\"] --> V[\"Ct\"] W[\"yt\"] --> X[\"Ct-1\"] ``` </details> S --> T[\"ct-1\"] <details>0 [images/image-118-Recurrent Neural Network Unfolding.jpg] <details> <summary>flowchart</summary> ```mermaid graph TD A[\"O\"] -->|W| B[\"h\"] C[\"X\"] -->|U| B B --> D[\"...\"] D -->|V| E[\"h_{t-1}\"] E -->|W| F[\"h_t\"] F -->|U| G[\"h_{t+1}\"] G -->|W| H[\"...\"] style A fill:#f9f,stroke:#333 style C fill:#f9f,stroke:#333 style B fill:#bbf,stroke:#333 style E fill:#bbf,stroke:#333 style F fill:#bbf,stroke:#333 style G fill:#bbf,stroke:#333 style H fill:#f9f,stroke:#333 ``` </details>",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Attention and Transformers",
+              "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/NLP Throughout the Years/Attention and Transformers",
+              "level": 3,
+              "summary": "- Allows to \"focus attention\" on particular aspects of the input text ▶ Done by using a set of parameters, called \"weights,\" that determine how much attention should be paid to each input at each time step These weights are computed using a combination of the input and the current hidden state of the model ▶ Attention weights are computed (dot product of the query, key and value matrix), then a softmax function is applied to the dot product $$ \\text { attention } (Q, K, V) = \\text { softmax } \\left(\\frac {Q K ^ {T}}{\\sqrt {d _ {k}}}\\right) V $$ These weights are computed using a combination of the input and the current hidden state of the model <details>0 [images/image-119-Attention Visualization Layer 5.jpg] <details> <summary>flowchart</summary> ```mermaid graph TD A[\"The\"] --> B[\"animal\"] A --> C[\"didn\"] A --> D[\"'\"] A --> E[\"t'\"] A --> F[\"cross\"] A --> G[\"the\"] A --> H[\"street\"] A --> I[\"because\"] A --> J[\"it'\"] A --> K[\"was'\"] A --> L[\"too'\"] A --> M[\"tire\"] A --> N[\"d'\"] O[\"The\"] --> P[\"animal\"] O --> Q[\"didn\"] O --> R[\"'\"] O --> S[\"t'\"] O --> T[\"cross\"] O --> U[\"the\"] O --> V[\"street\"] O --> W[\"because\"] X[\"it'\"] --> Y[\"was'\"] X --> Z[\"too'\"] X --> AA[\"tire\"] X --> AB[\"d\"] ``` </details>",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Analogy for Q, K, V",
+              "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/NLP Throughout the Years/Analogy for Q, K, V",
+              "level": 3,
+              "summary": "▶ Library system Imagine you're looking for information on a specific topic (query) ▶ Each book in the library has a summary (key) that helps identify if it contains the information you're looking for ▶ Once you find a match between your query and a summary, you access the book to get the detailed information (value) you need ▶ Here, in Attention, we do a “soft match” across multiple values, e.g. get info from multiple books (“book 1 is most relevant, then book 2, then book 3, etc.”) $$ \\text { attention } (Q, K, V) = \\text { softmax } \\left(\\frac {Q K ^ {T}}{\\sqrt {d _ {k}}}\\right) V $$",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Attention and Transformers_2",
+              "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/NLP Throughout the Years/Attention and Transformers_2",
+              "level": 3,
+              "summary": "The passage explains attention weights used to compute context vectors as weighted sums of inputs at different positions. Context vectors update hidden states to generate final outputs. The model pays attention to different input parts for more accurate outputs, especially with longer inputs. A flowchart depicts the Transformer architecture with multiple layers including input/output embeddings, positional encoding, add & norm, feed forward, multi-head attention, and masked multi-head attention blocks.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Self-Attention",
+              "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/NLP Throughout the Years/Self-Attention",
+              "level": 3,
+              "summary": "A[\"0.25\\n1.23\\n-0.8\"] --> B[\"Softmax\"] <details>0 [images/image-66-Diagram of Input Processing.jpg] <details> <summary>bar chart</summary> [tables/table-23 Table Data.html] </details> </details> <details>0 [images/image-67-__details_.jpg] <details> <summary>text_image</summary> W^Q W^K W^V </details> <summary>text_image</summary> <details>0 [images/image-68-Attention Mechanism Visualization.jpg] <details> <summary>text_image</summary> X W^Q = Q X W^K = K X W^V = V </details>",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Multi-Head Attention",
+              "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/NLP Throughout the Years/Multi-Head Attention",
+              "level": 3,
+              "summary": "",
+              "chunk_count": 4,
+              "children": [
+                {
+                  "title": "1) This is our input sentence\\*",
+                  "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/NLP Throughout the Years/Multi-Head Attention/1) This is our input sentence\\*",
+                  "level": 4,
+                  "summary": "",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "2) We embed each word\\*",
+                  "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/NLP Throughout the Years/Multi-Head Attention/2) We embed each word\\*",
+                  "level": 4,
+                  "summary": "3) Split into 8 heads. We multiply X or R with weight matrices",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "4) Calculate attention using the resulting Q∕K∕V matrices",
+                  "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/NLP Throughout the Years/Multi-Head Attention/4) Calculate attention using the resulting Q∕K∕V matrices",
+                  "level": 4,
+                  "summary": "The passage describes steps in a transformer encoder: concatenating Z matrices and multiplying with weight matrix W^o to produce layer output. It also mentions embedding for encoder #0 and calculating attention using Q/K/V matrices, with references to weight matrices W^Q, W^K, W^V for multiple heads.",
+                  "chunk_count": 1,
+                  "children": []
+                }
+              ]
+            },
+            {
+              "title": "Cross-Attention (e.g. Machine Translation)",
+              "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/NLP Throughout the Years/Cross-Attention (e.g. Machine Translation)",
+              "level": 3,
+              "summary": "style K fill:#fff,stroke:#333 <details>0 [images/image-89-Neural Network Architecture Diagram.jpg] <details> <summary>flowchart</summary> ```mermaid graph TD A[\"Start\"] --> B[\"Student\"] B --> C[\"Intermediate Layer\"] C --> D[\"Student\"] D --> E[\"Intermediate Layer\"] E --> F[\"Student\"] F --> G[\"Intermediate Layer\"] G --> H[\"Student\"] H --> I[\"Intermediate Layer\"] I --> J[\"Student\"] J --> K[\"Intermediate Layer\"] K --> L[\"Student\"] L --> M[\"Intermediate Layer\"] M --> N[\"Student\"] N --> O[\"Intermediate Layer\"] O --> P[\"Student\"] P --> Q[\"Intermediate Layer\"] Q --> R[\"Student\"] R --> S[\"Intermediate Layer\"] S --> T[\"Student\"] T --> U[\"Intermediate Layer\"] U --> V[\"Student\"] V --> W[\"Intermediate Layer\"] W --> X[\"Student\"] X --> Y[\"Intermediate Layer\"] Y --> Z[\"Student\"] Z --> AA[\"Intermediate Layer\"] AA --> AB[\"Student\"] AB --> AC[\"Intermediate Layer\"] AC --> AD[\"Student\"] AD --> AE[\"Intermediate Layer\"] AE --> AF[\"Student\"] AF --> AG[\"Intermediate Layer\"] AG --> AH[\"Student\"] AH --> AI[\"Intermediate Layer\"] AI --> AJ[\"Student\"] AJ --> AK[\"Intermediate Layer\"] AK --> AL[\"Student\"] AL --> AM[\"Intermediate Layer\"] AM --> AN[\"Student\"] AN --> AO[\"Intermediate Layer\"] AO --> AP[\"Student\"] AP --> AQ[\"Intermediate Layer\"] AQ --> AR[\"Student\"] ``` </details>",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Transformers vs. RNNs",
+              "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/NLP Throughout the Years/Transformers vs. RNNs",
+              "level": 3,
+              "summary": "[tables/table-24 RNNs vs Transformers.html]",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Large Language Models",
+              "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/NLP Throughout the Years/Large Language Models",
+              "level": 3,
+              "summary": "▶ Scaled up versions of Transformer architecture, e.g. millions/billions of parameters ▶ Typically trained on massive amounts of “general” textual data (e.g. web corpus) ▶ Training objective is typically “next token prediction”: $P(W_{t+1}|W_t, W_{t-1}, \\ldots, W_1)$ Emergent abilities as they scale up (e.g. chain-of-thought reasoning) ▶ Heavy computational cost (time, money, GPUs) ▶ Larger general ones: “plug-and-play” with few or zero-shot learning ▶ Train once, then adapt to other tasks without needing to retrain ▶ E.g. in-context learning and prompting",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Emergent Abilities of Large Language Models",
+              "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/NLP Throughout the Years/Emergent Abilities of Large Language Models",
+              "level": 3,
+              "summary": "▶ Why do LLMs work so well? What happens as you scale up? ▶ Potential explanation: emergent abilities! ▶ An ability is emergent if it is present in larger but not smaller models ▶ Not have been directly predicted by extrapolating from smaller models ▶ Performance is near-random until a certain critical threshold, then improves heavily ▶ Known as a “phase transition” and would not have been extrapolated",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Few-Shot Prompting",
+              "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/NLP Throughout the Years/Few-Shot Prompting",
+              "level": 3,
+              "summary": "The passage defines an emergent ability as one present in larger but not smaller models. It includes a flowchart example of few-shot prompting for sentiment analysis. The text then lists eight examples of emergence in few-shot prompting, where performance jumps from random to well-above random at a certain model scale (measured in training FLOPs or parameters). These examples span tasks from BIG-Bench, Lin et al., Rae et al., Patel & Pavlick, Hendrycks et al., Hoffmann et al., Brown et al., and Chowdhery et al., including benchmarks like WiC. The passage references multiple line charts showing accuracy, BLEU, and exact match percentages across model scales.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Potential Explanations of Emergence",
+              "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/NLP Throughout the Years/Potential Explanations of Emergence",
+              "level": 3,
+              "summary": "▶ Currently few explanations for why these abilities emerge ▶ Evaluation metrics used to measure these abilities may not fully explain why they emerge ▶ Disclaimer: maybe emergent abilities of LLMs are a mirage!!! https://arxiv.org/abs/2304.15004 ▶ “Emergent abilities appear due to the researcher's choice of metric rather than due to fundamental changes in model behavior with scale”",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Beyond Scaling",
+              "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/NLP Throughout the Years/Beyond Scaling",
+              "level": 3,
+              "summary": "▶ Further scaling could endow even-larger LMs with new emergent abilities ▶ While scaling is a factor in emergent abilities, it is not the only factor ▶ E.g. new architectures, higher-quality data, and improved training procedures, could enable emergent abilities on smaller models ▶ Further research may make the abilities available for smaller models ▶ Other directions: improving few-shot prompting abilities of LMs, theoretical and interpretability research, and computational linguistics work",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Questions for the Group",
+              "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/NLP Throughout the Years/Questions for the Group",
+              "level": 3,
+              "summary": "▶ Do you believe emergent abilities will continue to arise with more scale? Will there be a limit? Possibly even diminishing returns? What are your thoughts on the current trend of larger models and more data? Do you believe this is a good direction for the research community, or rather “inhibiting our creativity”? Thoughts on retrieval-based or retrieval-augmented systems compared to simply “learning everything” within the parameters of the model?",
+              "chunk_count": 1,
+              "children": []
+            }
+          ]
+        },
+        {
+          "title": "RLHF, ChatGPT, GPT-4, Gemini",
+          "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/RLHF, ChatGPT, GPT-4, Gemini",
+          "level": 2,
+          "summary": "",
+          "chunk_count": 10,
+          "children": [
+            {
+              "title": "Reinforcement Learning with Human Feedback (RLHF)",
+              "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/RLHF, ChatGPT, GPT-4, Gemini/Reinforcement Learning with Human Feedback (RLHF)",
+              "level": 3,
+              "summary": "▶ RLHF: technique that trains a \"reward model\" directly from human feedback ▶ Uses the model as a reward function to optimize an agent's policy using reinforcement learning (RL) through an optimization algorithm ▶ Ask humans to rank instances of the agent's behavior, e.g. which produced response is better ## RLHF, ChatGPT, GPT-4, Gemini <details>0 [images/image-122-RL Algorithm Reward Prediction Flow.jpg] <details> <summary>flowchart</summary> ```mermaid graph TD A[\"RL ALGORITHM\"] -->|PREDICTED REWARD| B[\"REWARD PREDICTOR\"] B -->|OBSERVATION| C[\"ENVIRONMENT\"] C -->|ACTION| A B -.->|HUMAN FEEDBACK| C ``` </details>",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Direct Preference Optimization (DPO)",
+              "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/RLHF, ChatGPT, GPT-4, Gemini/Direct Preference Optimization (DPO)",
+              "level": 3,
+              "summary": "C -->|ACTION| A <details>0 [images/image-104-RLHF Process Diagram.jpg] <details> <summary>flowchart</summary> ```mermaid graph LR A[\"preference data\"] --> B[\"maximum likelihood\"] B --> C[\"reward model\"] C --> D[\"label rewards\"] D --> E[\"sample completions\"] E --> F[\"LM policy\"] style A fill:#f9f,stroke:#333 style F fill:#bbf,stroke:#333 subgraph Reinforcement_learning_from_Human_Feedback_RLHF[\"\\\"Reinforcement learning from Human Feedback (RLHF)\\\"\"] G[\"write me a poem about the history of jazz\"] end ``` </details> subgraph Reinforcement_learning_from_Human_Feedback_RLHF[\"\\\"Reinforcement learning from Human Feedback (RLHF)\\\"\"] <details>0 [images/image-105-Direct Preference Optimization.jpg] <details> <summary>flowchart</summary> ```mermaid graph LR A[\"preference data\"] --> B[\"> y_w\"] B --> C[\"maximum likelihood\"] C --> D[\"final LM\"] ``` </details> Figure 1: DPO optimizes for human preferences while avoiding reinforcement learning. Existing methods for fine-tuning language models with human feedback first fit a reward model to a dataset of prompts and human preferences over pairs of responses, and then use RL to find a policy that maximizes the learned reward. In contrast, DPO directly optimizes for the policy best satisfying the preferences with a simple classification objective, without an explicit reward function or RL.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "ChatGPT",
+              "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/RLHF, ChatGPT, GPT-4, Gemini/ChatGPT",
+              "level": 3,
+              "summary": "▶ Finetuned on GPT-3.5, which is a series of models trained on a mix of text and code using instruction tuning and RLHF ▶ Taken the world by storm! </details> <details>0 [images/image-123-ChatGPT Interface.jpg] <details> <summary>text_image</summary> Welcome to ChatGPT in your OpenAI accoun! Hello! How can I help you today? Is there something you need help with or would like to learn more about? I'm here to assist you with any questions you may have. </details> there something you need help with or <details>0 [images/image-124-GPT Model Evolution.jpg] <details> <summary>flowchart</summary> ```mermaid graph TD A[\"GPT-3 Series\"] --> B[\"Training on code\"] B --> C[\"Codex Initial\"] C --> D[\"Code-davinci-001\"] C --> E[\"Code-cushman-001\"] F[\"Large-scale language model pretraining\"] --> G[\"GPT-3 Initial\"] G --> H[\"Davinci\"] H --> I[\"InstructGPT Initial\"] I --> J[\"Instruct-davinci-beta\"] I --> K[\"Text-davinci-001\"] L[\"GPT-3.5 Series\"] --> M[\"Code-davinci-002\"] M --> N[\"Supervised instruction tuning\"] N --> O[\"RLHF\"] O --> P[\"Text-davinci-002\"] P --> Q[\"ChatGPT\"] R[\"LM + code training then instruction tuning\"] --> M ``` </details>",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "GPT-4",
+              "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/RLHF, ChatGPT, GPT-4, Gemini/GPT-4",
+              "level": 3,
+              "summary": "▶ Supervised learning on large dataset, then RLHF and RLAIF ▶ GPT-4 trained on both images and text, vision is also out! ▶ Discuss humor in images, summarize screenshot text, etc. ▶ GPT-4 is \"more reliable, creative, and able to handle much more nuanced instructions than GPT-3.5\" ▶ Much longer context windows of 8,192 and 32,768 tokens ▶ Does exceptionally well on standardized tests ▶ Did not release technical details of GPT-4 ▶ Discuss humor in images, summarize screenshot text, etc. <details>0 [images/image-106-Robot Head Close-Up.jpg] <details> <summary>natural_image</summary> Close-up of a humanoid robot head with exposed mechanical components and a circular dial (no text or symbols visible) </details> GPT-4",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Gemini",
+              "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/RLHF, ChatGPT, GPT-4, Gemini/Gemini",
+              "level": 3,
+              "summary": "▶ Latest: Gemini 1.5 Pro Gemini Ultra performs better than ChatGPT on 30 of the 32 academic benchmarks in reasoning and understanding it tested on. ▶ Effectively processes and integrates data from diff modalities: ▶ Text, audio, image, video ▶ Based on a Mixture-of-Experts (MoE) model ▶ Significantly improves efficiency in training and application",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Gemini_2",
+              "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/RLHF, ChatGPT, GPT-4, Gemini/Gemini_2",
+              "level": 3,
+              "summary": "▶ Based on a Mixture-of-Experts (MoE) model Combination of multiple small Neural networks known as ‘Experts’ which are trained and capable of handling particular data and performing specialised tasks. ▶ 'Gating network' which predicts which response is best suited to address the request. ▶ Significantly improves efficiency in training and application <details>0 [images/image-125-Architecture Diagram.jpg] <details> <summary>flowchart</summary> ```mermaid graph TD A[\"Input\"] --> B[\"Text Expert\"] A --> C[\"Image Expert\"] A --> D[\"Fusion Expert\"] B --> E[\"Output\"] C --> E D --> E E --> F[\"Gating Network\"] F --> A style A fill:#f9f,stroke:#333 style E fill:#bbf,stroke:#333 style F fill:#dfd,stroke:#333 ``` </details> Source link",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Where we are (2024)",
+              "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/RLHF, ChatGPT, GPT-4, Gemini/Where we are (2024)",
+              "level": 3,
+              "summary": "The passage discusses recent trends in large language models (LLMs) like ChatGPT, GPT-4, and Gemini, focusing on human alignment, reinforcement learning from human feedback, and controlling toxicity, bias, and ethics. It also covers diffusion models for text-to-image/video generation and the Diffusion Transformer (DiT). A flowchart from OpenAI illustrates ChatGPT's capabilities, limitations, and examples. An image example shows text-to-image generation of an avocado-shaped armchair.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "The Future (What's Next?)",
+              "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/RLHF, ChatGPT, GPT-4, Gemini/The Future (What's Next?)",
+              "level": 3,
+              "summary": "\\- Can enable a lot more applications: ○ Generalist Agents - Longer video understanding and generation, finance + business - Incredibly long sequence modeling (GPT authors a novel) ○ Domain-specific “Foundation models” - DoctorGPT, LawyerGPT, ... - Potential real-world impacts: ■ Personalized education and tutoring systems ■ Advanced healthcare diagnostics, environmental monitoring & protection, etc. ■ Real-time multilingual communication ■ Interactive entertainment & gaming (e.g. NPCs) - Potential real-world impacts: <details>0 [images/image-110-Millennium Falcon.jpg] <details> <summary>natural_image</summary> Futuristic futuristic spaceship with reflective surface and dynamic design (no visible text or symbols) </details>",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "The Future (What's Missing?)",
+              "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/RLHF, ChatGPT, GPT-4, Gemini/The Future (What's Missing?)",
+              "level": 3,
+              "summary": "• Missing Ingredients (to AGI/ASI?): ○ Reducing computation complexity - Enhanced human controllability ○ Alignment with language models of human brain ○ Adaptive learning and generalization across domains ○ Multi-sensory multimodal embodiment (e.g. intuitive physics and commonsense) - Infinite/external memory: like Neural Turing Machines - Infinite/constant self-improvement and self-reflection capabilities ○ Complete autonomy and long-horizon decision-making ○ Emotional intelligence and social understanding - Ethical reasoning and value alignment - Infinite/external memory: like Neural Turing Machines <details>0 [images/image-111-Millennium Falcon.jpg] <details> <summary>natural_image</summary> Futuristic futuristic spaceship with reflective surface and dynamic control panels (no text or symbols visible) </details>",
+              "chunk_count": 1,
+              "children": []
+            }
+          ]
+        },
+        {
+          "title": "Major Applications of Transformers",
+          "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/Major Applications of Transformers",
+          "level": 2,
+          "summary": "",
+          "chunk_count": 10,
+          "children": [
+            {
+              "title": "Text and Language",
+              "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/Major Applications of Transformers/Text and Language",
+              "level": 3,
+              "summary": "<summary>natural_image</summary> <details>0 [images/image-127-ChatGPT Dialogue.jpg] <details> <summary>text_image</summary> ChatGPT What are you? I'm a large language model trained by OpenAI. I'm a form of artificial intelligence that has been designed to process and generate human-like language. Are you human? I'm not a human and I don't have the ability to think or feel in the same way that a person does. </details>",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Audio: Speech + Music",
+              "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/Major Applications of Transformers/Audio: Speech + Music",
+              "level": 3,
+              "summary": "I'm a large language model trained by OpenAI. I'm a form of artificial intelligence that has been designed to process and generate human-like language. <details>0 [images/image-128-OpenAI Whisper.jpg] <details> <summary>text_image</summary> OpenAI/whisper </details>",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Vision: Analyzing Images & Videos",
+              "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/Major Applications of Transformers/Vision: Analyzing Images & Videos",
+              "level": 3,
+              "summary": "<details> <details>0 [images/image-129-Object and Person Detection on Bridge.jpg] <details> <summary>text_image</summary> OBJECT OBJECT OBJECT OBJECT PERSON PERSON PERSON PERSON PERSON PERSON PERSON PERSON PERSON PERSON PERSON PERSON PERSON PERSON PERSON PERSON PERSON PERSON PERSON PERSON PERSON PERSON PERSON PERSON PERSON PERSON PERSON PERSON PERSON PERSON PERSON PERSON PERSON PERSON PERSON PERSON PERSON PERSON PERSON PERSON PERSON PERSON PERSON PERSON PERSON PERSON PERSON PERSON PERSON PERSON Person </details> Vision Transformer (ViT)",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Vision: Generating Images & Video",
+              "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/Major Applications of Transformers/Vision: Generating Images & Video",
+              "level": 3,
+              "summary": "PERSON <details>0 [images/image-130-Collage of Diverse Images.jpg] <details> <summary>natural_image</summary> Collage of diverse images including animals, landscapes, and urban scenes with no visible text or symbols. </details> Images: Stable Diffusion, Dall-E, Midjourney, etc. Videos: Sora, Pika, etc.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Robotics, Simulations, Physical Tasks",
+              "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/Major Applications of Transformers/Robotics, Simulations, Physical Tasks",
+              "level": 3,
+              "summary": "The content describes a collage of diverse images, primarily Minecraft-style and 3D-rendered game scenes. These include a tunnel or maze labeled 'Gather Cactus', a rocky wall scene labeled 'Fight Enderman', a person climbing a wooden block labeled 'Build House with Human Feedback', a stone tunnel interior labeled 'Mine Gold', a pixel art scene of a person in front of structures, a red brick structure surrounded by greenery, and a scene with a tank and blue water blocks. Two text images read 'Mine Amethyst' and 'Build Base', and the final text is 'Build Nether Portal with Human Feedback'.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "E.g. Voyager, Mobile ALOHA",
+              "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/Major Applications of Transformers/E.g. Voyager, Mobile ALOHA",
+              "level": 3,
+              "summary": "The content describes various robotic tasks and interactions in different settings. It includes a person using a robotic balance system in a kitchen, a robot arm stirring a pan on an induction cooktop to cook shrimp, pushing chairs, using a cabinet, wiping wine, calling an elevator, and giving a high five. These tasks are performed in modern office or lab spaces with robotic arms, workbenches, and computer monitors.",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Playing Games",
+              "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/Major Applications of Transformers/Playing Games",
+              "level": 3,
+              "summary": "<summary>natural_image</summary> <details>0 [images/image-147-Alphago Documentary.jpg] <details> <summary>text_image</summary> ALPHAGO THE BISCH ON THE FESTIVAL 2017 BELONDON FILM FESTIVAL OFFICIAL SELECTION 2017 WINNER INTERNATIONAL COUNCING ITEMS OFFICIAL SELECTION 2017 MILL VALLEY FILM FESTIVAL Official Selection WARRIARY FILM FESTIVAL VIFS </details> E.g. AlphaGo, AlphaStar, AI for MOBAs (e.g. Dota 2 / LoL) Official Selection WARRIARY FILM FESTIVAL <details>0 [images/image-148-DeepMind StarCraft II.jpg] <details> <summary>text_image</summary> DeepMind </details> <details> <details>0 [images/image-149-OpenAI Five Dota 2 Gameplay.jpg] <details> <summary>text_image</summary> D/A 3/0/2 DN 24/9 OPENAI FIVE OpenAI 5 (Bat) DEATH PROPIET 12+2.4 4.8 359.2 31+1 20+1 33+7 463 794 +2.4 190 675 +2.7 OpenAI 309 </details>",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Biology + Healthcare",
+              "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/Major Applications of Transformers/Biology + Healthcare",
+              "level": 3,
+              "summary": "190 675 +2.7 <details>0 [images/image-150-Med-PaLM M Diagram.jpg] <details> <summary>flowchart</summary> ```mermaid graph TD A[\"Med-PaLM M\"] --> B[\"Mammography\"] A --> C[\"Genomics\"] A --> D[\"Radiograph\"] A --> E[\"Radiology Report\"] A --> F[\"Medical Knowledge\"] A --> G[\"Pathology\"] A --> H[\"Dermatology\"] A --> I[\"Medical Question Answering\"] A --> J[\"Medical Visual Question Answering\"] A --> K[\"Medical Image Classification\"] A --> L[\"Radiology Report Summarization\"] A --> M[\"Radiology Report Generation\"] A --> N[\"Genomic Variant Calling\"] style A fill:#f9f9f9,stroke:#333 style B fill:#e6f7ff,stroke:#333 style C fill:#e6f7ff,stroke:#333 style D fill:#e6f7ff,stroke:#333 style E fill:#e6f7ff,stroke:#333 style F fill:#e6f7ff,stroke:#333 style G fill:#e6f7ff,stroke:#333 style H fill:#e6f7ff,stroke:#333 style I fill:#e6f7ff,stroke:#333 style J fill:#e6f7ff,stroke:#333 style K fill:#e6f7ff,stroke:#333 style L fill:#e6f7ff,stroke:#333 style M fill:#e6f7ff,stroke:#333 style N fill:#e6f7ff,stroke:#333 ``` </details>",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "E.g. Med-PaLM, AlphaFold",
+              "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/Major Applications of Transformers/E.g. Med-PaLM, AlphaFold",
+              "level": 3,
+              "summary": "style M fill:#e6f7ff,stroke:#333 <details>0 [images/image-151-Google Med-Palm 2 Introduction.jpg] <details> <summary>text_image</summary> Google INTRODUCING MED-PALM 2 </details> <summary>text_image</summary> <details>0 [images/image-152-Google DeepMind Protein Structure.jpg] <details> <summary>natural_image</summary> 3D molecular structure visualization with Google DeepMind logo and ribbon representation (no text or symbols on the diagram itself) </details>",
+              "chunk_count": 1,
+              "children": []
+            }
+          ]
+        },
+        {
+          "title": "Recent Trends and Remaining Weaknesses of LLMs",
+          "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/Recent Trends and Remaining Weaknesses of LLMs",
+          "level": 2,
+          "summary": "",
+          "chunk_count": 33,
+          "children": [
+            {
+              "title": "Requiring Large Amounts of Data, Compute, and Cost",
+              "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/Recent Trends and Remaining Weaknesses of LLMs/Requiring Large Amounts of Data, Compute, and Cost",
+              "level": 3,
+              "summary": "▶ Current LLMs take immense amounts of data, compute, and \\$ to train ▶ Requires training over weeks/months over thousands of GPUs ▶ BabyLM challenge: can we train LLMs using similar amounts of data a baby is exposed to while growing up?",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "BabyLM: Children vs. LLMs",
+              "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/Recent Trends and Remaining Weaknesses of LLMs/BabyLM: Children vs. LLMs",
+              "level": 3,
+              "summary": "▶ Children are different due to several reasons: ▶ LMs do statistical learning, which requires more data to learn statistical relations between words and get abstraction/generalization/reasoning ▶ Children may learn in smarter, e.g. more explicit compositional/hierarchical manners, learning abstraction/generalization/reasoning more easily",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "BabyLM: Children vs. LLMs_2",
+              "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/Recent Trends and Remaining Weaknesses of LLMs/BabyLM: Children vs. LLMs_2",
+              "level": 3,
+              "summary": "Thoughts/ideas from Michael C. Frank's tweet ▶ 4-5 orders of input magnitude diff b/w human and LLM emergence ▶ Factor 1: Innate knowledge - relates to priors ▶ Factor 2: multimodal grounding ▶ Factor 3: active, social learning ▶ Factor 4: evaluation differences ▶ 4-5 orders of input magnitude diff b/w human and LLM emergence <details>0 [images/image-153-Comparison of Input Capacity.jpg] <details> <summary>line chart</summary> [tables/table-33 Age vs Sleep Bounds.html] </details>",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Minified LLMs and On-Device LLMs",
+              "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/Recent Trends and Remaining Weaknesses of LLMs/Minified LLMs and On-Device LLMs",
+              "level": 3,
+              "summary": "▶ Big trend of using LLMs for applications and everyday purposes ▶ A requirement is ability to run quickly and easily on-devices ▶ AutoGPT and ChatGPT “plug-ins” ▶ Right now, work on smaller open-source models (e.g. LLaMA, Mistral) In the future: ability to finetune and run models locally, even on your phone! ▶ Getting more possible due to more open-source, but still very large and \\$",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Memory Augmentation & Personalization",
+              "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/Recent Trends and Remaining Weaknesses of LLMs/Memory Augmentation & Personalization",
+              "level": 3,
+              "summary": "▶ Weakness of LLMs is that they are frozen in knowledge at a particular point in time, and don’t augment knowledge “on the fly” ▶ Hope to be able to remember the information while chatting with a particular user, both within the same conversation and across conversations ▶ Would help with context window limits and adapting to the particular user Widescale: somehow update the model “on the fly” with info from several users ▶ Further, they usually do not adapt their talking style and persona to the particular user, which could have applications such as mental health therapy",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Memory Augmentation & Personalization_2",
+              "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/Recent Trends and Remaining Weaknesses of LLMs/Memory Augmentation & Personalization_2",
+              "level": 3,
+              "summary": "▶ Potential approaches: ▶ Memory bank - not feasible/efficient with larger amounts of data ▶ Prefix-tuning approaches (finetune a small part of the model) - too expensive ▶ Some prompt-based approach - do not see how this would be possible to change the model itself, but can at least help it “personalize” to the user ▶ RAG: retrieval-augmented generation (data store, augment context each time) ▶ Relies on high-quality external data store ▶ Typically not end-to-end ▶ Not within the “brain” of the model but outside: ▶ Suitable for knowledge/facts, but not fundamental capabilities and skills",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Pretraining Data Synthesis & Selection",
+              "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/Recent Trends and Remaining Weaknesses of LLMs/Pretraining Data Synthesis & Selection",
+              "level": 3,
+              "summary": "▶ Lots of work these days on synthetic data generation (e.g. using GPT-4) to train other models, e.g. smaller models or peer models ▶ More work on understanding how to best synthesize and select the pretraining data ▶ Related to model distillation: knowledge from a large complex model (Teacher) is transferred to a smaller, more efficient model (student) ▶ Goal: achieve similar performance with less computational cost ▶ Example: Microsoft Phi models (“Textbooks Are All You Need!”) https://arxiv.org/abs/2306.11644 Nathan Lambert's Summary on Synthetic Data in his Interconnect Newsletter",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Microsoft Phi-2 Model",
+              "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/Recent Trends and Remaining Weaknesses of LLMs/Microsoft Phi-2 Model",
+              "level": 3,
+              "summary": "▶ Phi-2, a 2.7 billion-parameter model, excels in reasoning and language understanding, challenging models up to 25x larger ▶ Emphasizes \"textbook-quality\" training data and synthetic datasets for teaching common sense and general knowledge ▶ Training data mix: synthetic datasets to teach the model commonsense reasoning and general knowledge, including science, daily activities, ToM, etc. ▶ Further carefully selected web data filtered by educational value + content quality ▶ Phi-2 designed as a resource for research on interpretability, safety improvements, and fine-tuning across tasks",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "New Knowledge or “Memorizing”?",
+              "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/Recent Trends and Remaining Weaknesses of LLMs/New Knowledge or “Memorizing”?",
+              "level": 3,
+              "summary": "When LLM is prompted and says something, is what it says truly “novel/new”? ▶ Innovation vs. Regurgitation: ongoing debates about whether LLMs can truly invent new ideas or are primarily recombining existing knowledge (since learn patterns from lots of text) ▶ Test-time Contamination: models might regurgitate rather than synthesize information due to overlap between training and evaluation data, leading to misleading benchmark results ▶ Cognitive Simulation: some argue LLMs mimic human thought processes, suggesting a form of \"understanding,\" while others see this as simply \"sophisticated pattern matching\" ▶ Ethical and Practical Implications: this impacts trustworthiness, copyright issues, and the educational use of LLM outputs ▶ E.g. copyright lawsuit by New York Times (NYT) on OpenAI!",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Continual Learning",
+              "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/Recent Trends and Remaining Weaknesses of LLMs/Continual Learning",
+              "level": 3,
+              "summary": "▶ AKA, infinite and permanent fundamental self-improvement ▶ Similar to humans: we constantly learn everyday from every interaction - Don’t need to “finetune ourselves” once in a while ▶ Very challenging, could be the key to AGI! Currently work on: finetune a small model based on traces from better model or same model after filtering those traces ▶ More like re-training and distillation than true “continual learning” ▶ Work showing that reasonably sampled data with interjected augmented reasoning and further filtering can be used to further finetune or optimize (e.g. using DPO) ▶ E.g. UltraChat-200k and Zephyr ▶ E.g. LLMs Can Self-Improve paper",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Interpretability of LLMs",
+              "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/Recent Trends and Remaining Weaknesses of LLMs/Interpretability of LLMs",
+              "level": 3,
+              "summary": "▶ Enormous number of parameters trained on tons of data → “huge black-box” that is hard to interpret and understand ▶ More work on interpretability is required ▶ Would allow us to better understand models, leading to better ideas of what/how to improve, easier control, and better alignment/safety ▶ Mechanistic interpretability: understand how individual components + operations in an ML model contribute to its overall decision-making process ▶ Goal: unpack the \"black box\" of models for clearer insight into how they work",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Model Editing & Mechanistic Interpretability",
+              "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/Recent Trends and Remaining Weaknesses of LLMs/Model Editing & Mechanistic Interpretability",
+              "level": 3,
+              "summary": "▶ Also work on mechanistic interpretability and model editing (e.g. edit specific nodes) ▶ Relevant paper: https://arxiv.org/abs/2202.05262 ▶ Development of a causal intervention method to trace decisive neuron activations for model factual predictions Rank-One Model Editing (ROME) to modify model weights for updating factual associations ▶ Mid-layer feedforward modules play a significant role in storing factual associations ▶ Manipulation of these can be a feasible approach for model editing ▶ Relevant paper: https://arxiv.org/abs/2202.05262 <details>0 [images/image-154-Diagram of Transformer Architecture and Corruption Process.jpg] <details> <summary>flowchart</summary> ```mermaid graph LR subgraph Clean run A[\"The\"] --> B[\"Space\"] C[\"Need\"] --> D[\"le\"] E[\"is\"] --> F[\"in\"] G[\"downtown\"] --> H[\"...\"] end subgraph Patch clean states I[\"Seattle downtown (correct output)\"] --> J[\"Corrupted subject run\"] K[\"The*\"] --> L[\"Space*\"] M[\"Need*\"] --> N[\"le*\"] O[\"is\"] --> P[\"in\"] Q[\"...\"] --> R[\"Corrupted embedding example flow\"] end subgraph Output state S[\"Corrupted output ?\"] --> T[\"Note when output is fixed\"] end style Clean run fill:#f9f,stroke:#333 style Patch clean states fill:#ccf,stroke:#333 style Output state fill:#cfc,stroke:#333 ``` </details>",
+              "chunk_count": 4,
+              "children": [
+                {
+                  "title": "(e) Impact of restoring state after corrupted input",
+                  "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/Recent Trends and Remaining Weaknesses of LLMs/Model Editing & Mechanistic Interpretability/(e) Impact of restoring state after corrupted input",
+                  "level": 4,
+                  "summary": "style Patch clean states fill:#ccf,stroke:#333 <details>0 [images/image-155-style Patc.jpg] <details> <summary>heatmap</summary> [tables/table-34 Probability Table.html] </details>",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "(f) Impact of restoring MLP after corrupted input",
+                  "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/Recent Trends and Remaining Weaknesses of LLMs/Model Editing & Mechanistic Interpretability/(f) Impact of restoring MLP after corrupted input",
+                  "level": 4,
+                  "summary": "</details> <details>0 [images/image-156-__details_.jpg] <details> <summary>heatmap</summary> [tables/table-35 MLP Layer Prob.html] </details>",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "(g) Impact of restoring Attn after corrupted input",
+                  "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/Recent Trends and Remaining Weaknesses of LLMs/Model Editing & Mechanistic Interpretability/(g) Impact of restoring Attn after corrupted input",
+                  "level": 4,
+                  "summary": "</details> <details>0 [images/image-157-__details_.jpg] <details> <summary>heatmap</summary> [tables/table-36 Attn Layers & Seattle.html] </details> Figure 1: Causal Traces compute the causal effect of neuron activations by running the network twice: (a) once normally, and (b) once where we corrupt the subject token and then (c) restore selected internal activations to their clean value. (d) Some sets of activations cause the output to return to the original prediction; the light blue path shows an example of information flow. The causal impact on output probability is mapped for the effect of (e) each hidden state on the prediction, (f) only MLP activations, and (g) only attention activations.",
+                  "chunk_count": 1,
+                  "children": []
+                }
+              ]
+            },
+            {
+              "title": "Model Modularity + Mixture of Experts (MoE)",
+              "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/Recent Trends and Remaining Weaknesses of LLMs/Model Modularity + Mixture of Experts (MoE)",
+              "level": 3,
+              "summary": "▶ Mixture of Experts (MoE) very prevalent these days in LLMs: ▶ E.g. GPT-4, Gemini, etc. ▶ Goal: have several models/“experts” work together to solve a problem ▶ Each expert may be specialized for a task/purpose ▶ Try to use the diff skill-sets together to arrive at a generation ▶ Research on how to better define and connect these “experts” ▶ E.g. GPT-4, Gemini, etc. <details>0 [images/image-158-Architecture of a Gating Network.jpg] <details> <summary>flowchart</summary> Neural network architecture diagram showing weights generated by gating and expert inputs, with weights flowing from input to output. </details>",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Model Modularity + Mixture of Experts (MoE)_2",
+              "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/Recent Trends and Remaining Weaknesses of LLMs/Model Modularity + Mixture of Experts (MoE)_2",
+              "level": 3,
+              "summary": "▶ Single model variation (?) ▶ Potential to segment/compartmentalize a single NN model into different compartments with their own focus, similar to the human brain? ▶ E.g. part of the network for fact-based info, another for spatial reasoning, another for mathematical + logical reasoning, etc. ▶ Maybe add more layers on top of the foundation model ▶ Particular layers correspond to something (e.g. new domain), and try to tune these new layers specifically",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Self-Improvement ∕ Self-Reflection",
+              "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/Recent Trends and Remaining Weaknesses of LLMs/Self-Improvement ∕ Self-Reflection",
+              "level": 3,
+              "summary": "▶ Found models can reflect on their own output to iteratively improve/refine them Examples of works: ReAct, Reflexion, Self-refine ▶ Training LMs with Language Feedback: https://arxiv.org/abs/2204.14146",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Self-Improvement ∕ Self-Reflection_2",
+              "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/Recent Trends and Remaining Weaknesses of LLMs/Self-Improvement ∕ Self-Reflection_2",
+              "level": 3,
+              "summary": "▶ Tried multiple layers/levels of self-reflection... showing continual improvement ▶ Hypothesize that results will improve to a certain point and then degrade, and depends both on the model scale and the task at hand ▶ Some folks believe that AGI is a “constant state of self-reflection” ▶ Can investigate further improvements to chain-of-thought reasoning and self-reflection ### Self-Improvement / Self-Reflection <details>0 [images/image-159-ReAct Framework Diagram.jpg] <details> <summary>flowchart</summary> ```mermaid graph TD A[\"Query\"] --> B[\"LLM\"] B --> C[\"Action\"] C --> D[\"Environment\"] D --> E[\"Reward\"] E --> F[\"{r₀,r₁,r₂,..., rₙ}\"] F --> G[\"Heuristic (h)\"] G --> H[\"Reflection (LLM)\"] H --> A C --> I[\"{a₀,o₀,a₁,o₁,a₂,o₂,..., aₙ,oₙ}\"] I --> G ``` </details> Figure 1: Reflexion can be added to any decision-making approach. We enable ReAct agents to use self-reflection to improve their own performance. C --> I[\"{a₀,o₀,a₁,o₁,a₂,o₂,..., aₙ,oₙ}\"] <details>0 [images/image-160-Performance on SQuAD Benchmark.jpg] <details> <summary>line chart</summary> [tables/table-37 Reflexion Trials.html] </details>",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Hallucination Problem",
+              "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/Recent Trends and Remaining Weaknesses of LLMs/Hallucination Problem",
+              "level": 3,
+              "summary": "▶ Model “does not know when it does not know” ▶ Due to sampling procedure, generates text and sounds confident about it, even when littered with factual errors ▶ Can enhance through retrieval (e.g. through Google), and also: ▶ Internal-based “fact verification” ▶ Output verification and regeneration (self-refinement/improvement) ▶ Modifying the token sampling to shy away from hallucination ▶ Some way to “predict hallucination” before generation and prevent it ▶ “Confidence” rating would also help check the reliability of the output Reasoning: Sufficient? Intermediate Guidance Helps... ▶ Chain-of-thought (CoT) - series of intermediate reasoning steps ▶ Shown to improve LLM performance on complex reasoning tasks ▶ Inspired by human thought process: decompose multi-step problems ▶ Also provides an interpretable window into behavior of the model (how it arrived at an answer, where it goes wrong in its reasoning path) ▶ CoT exploits the fact that deep down in the model's weights, it knows more about the problem than just prompting it to get a response",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Chain-of-Thought Reasoning",
+              "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/Recent Trends and Remaining Weaknesses of LLMs/Chain-of-Thought Reasoning",
+              "level": 3,
+              "summary": "",
+              "chunk_count": 12,
+              "children": [
+                {
+                  "title": "Standard Prompting",
+                  "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/Recent Trends and Remaining Weaknesses of LLMs/Chain-of-Thought Reasoning/Standard Prompting",
+                  "level": 4,
+                  "summary": "",
+                  "chunk_count": 3,
+                  "children": [
+                    {
+                      "title": "Model Input",
+                      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/Recent Trends and Remaining Weaknesses of LLMs/Chain-of-Thought Reasoning/Standard Prompting/Model Input",
+                      "level": 5,
+                      "summary": "Q: Roger has 5 tennis balls. He buys 2 more cans of tennis balls. Each can has 3 tennis balls. How many tennis balls does he have now? A: The answer is 11. Q: The cafeteria had 23 apples. If they used 20 to make lunch and bought 6 more, how many apples do they have?",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "Model Output",
+                      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/Recent Trends and Remaining Weaknesses of LLMs/Chain-of-Thought Reasoning/Standard Prompting/Model Output",
+                      "level": 5,
+                      "summary": "A: The answer is 27. Q: Roger has 5 tennis balls. He buys 2 more cans of tennis balls. Each can has 3 tennis balls. How many tennis balls does he have now? #### Chain-of-Thought Prompting0 [images/image-161-Q_ Roger h.jpg]",
+                      "chunk_count": 1,
+                      "children": []
+                    }
+                  ]
+                },
+                {
+                  "title": "Chain-of-Thought Prompting",
+                  "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/Recent Trends and Remaining Weaknesses of LLMs/Chain-of-Thought Reasoning/Chain-of-Thought Prompting",
+                  "level": 4,
+                  "summary": "",
+                  "chunk_count": 3,
+                  "children": [
+                    {
+                      "title": "Model Input",
+                      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/Recent Trends and Remaining Weaknesses of LLMs/Chain-of-Thought Reasoning/Chain-of-Thought Prompting/Model Input",
+                      "level": 5,
+                      "summary": "Q: Roger has 5 tennis balls. He buys 2 more cans of tennis balls. Each can has 3 tennis balls. How many tennis balls does he have now? A: Roger started with 5 balls. 2 cans of 3 tennis balls each is 6 tennis balls. $5 + 6 = 11$ . The answer is 11. Q: The cafeteria had 23 apples. If they used 20 to make lunch and bought 6 more, how many apples do they have?",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "Model Output",
+                      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/Recent Trends and Remaining Weaknesses of LLMs/Chain-of-Thought Reasoning/Chain-of-Thought Prompting/Model Output",
+                      "level": 5,
+                      "summary": "A: The cafeteria had 23 apples originally. They used 20 to make lunch. So they had $23 - 20 = 3$ . They bought 6 more apples, so they have $3 + 6 = 9$ . The answer is 9.",
+                      "chunk_count": 1,
+                      "children": []
+                    }
+                  ]
+                },
+                {
+                  "title": "Improving Chain-of-Thought Reasoning",
+                  "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/Recent Trends and Remaining Weaknesses of LLMs/Chain-of-Thought Reasoning/Improving Chain-of-Thought Reasoning",
+                  "level": 4,
+                  "summary": "▶ CoT results in performance gains for larger LMs, but still remain a non-negligible fraction of errors ▶ CoT error breakdown: ▶ 8% from just a calculator error ▶ 16% from symbol mapping error ▶ 22% from “one missing step” error ▶ Remaining errors due to semantic understanding issues and incoherent CoT ▶ We can investigate methods to address above errors and improve CoT in general",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Chain-of-Thought Reasoning for Smaller Models",
+                  "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/Recent Trends and Remaining Weaknesses of LLMs/Chain-of-Thought Reasoning/Chain-of-Thought Reasoning for Smaller Models",
+                  "level": 4,
+                  "summary": "Currently, CoT works effectively for models of approx. 100B params or more ▶ Initial paper found “one-step missing” and “semantic understanding” CoT errors to be the most common among smaller models ▶ 3 potential reasons: ▶ Fail at even relatively easy symbol mapping tasks ▶ Seem to have inherently weaker arithmetic abilities ▶ Often had logical loopholes and did not arrive at a final answer ▶ Improve CoT for smaller models → significant value to the research community",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Generalizing Chain-of-Thought Reasoning",
+                  "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/Recent Trends and Remaining Weaknesses of LLMs/Chain-of-Thought Reasoning/Generalizing Chain-of-Thought Reasoning",
+                  "level": 4,
+                  "summary": "▶ Find CoT to have a more rigid definition and format ▶ Further, its advantages are for particular domains and types of questions ▶ Task is challenging and requires multi-step reasoning ▶ Scaling curve of the problem/task is relatively flat ▶ Humans think through different types of problems in multiple ways ▶ Our “scratchpad” is more flexible and open to different reasoning structures ▶ Can maybe generalize CoT to be more flexible somehow",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Tree of Thoughts",
+                  "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/Recent Trends and Remaining Weaknesses of LLMs/Chain-of-Thought Reasoning/Tree of Thoughts",
+                  "level": 4,
+                  "summary": "The passage introduces the Tree of Thoughts (ToT) approach for problem solving with LLMs, which involves considering multiple reasoning paths, self-evaluating choices, and looking ahead or backtracking. It contrasts ToT with other methods like Input-Output Prompting (IO), Chain of Thought Prompting (CoT), and Self-Consistency with CoT (CoT-SC), as illustrated in a flowchart. The figure shows how thoughts are generated, evaluated, and searched as intermediate steps toward problem solving.",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Socratic Questioning",
+                  "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/Recent Trends and Remaining Weaknesses of LLMs/Chain-of-Thought Reasoning/Socratic Questioning",
+                  "level": 4,
+                  "summary": "The passage describes a divide-and-conquer algorithm that simulates self-questioning and recursive thinking. It uses a large-scale language model to propose subproblems related to the original problem as intermediate steps, then recursively backtracks and answers subproblems to reach the original problem. An example flowchart shows how a complex visual question like 'What fills the balloons?' is broken down into subquestions such as 'Floating in the air', 'What is the state of the balloon?', and 'Why can a balloon float?'. Another flowchart illustrates the SOCRATIC QUESTIONING framework with multiple iterations of self-questioning and hypothesis generation.",
+                  "chunk_count": 1,
+                  "children": []
+                }
+              ]
+            }
+          ]
+        },
+        {
+          "title": "From Language Models to AI Agents",
+          "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents",
+          "level": 2,
+          "summary": "",
+          "chunk_count": 54,
+          "children": [
+            {
+              "title": "Introduction",
+              "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/Introduction",
+              "level": 3,
+              "summary": "- Actions and Emergent Agent Architectures • Building Human-like AI Agents • Computer Interactions using AI - Long-Term Memory and Personalization • Agent to Agent communication • Future Directions for Autonomous AI Agents • Building Human-like AI Agents <details>0 [images/image-165-Cute Robot Illustration.jpg] <details> <summary>natural_image</summary> Cartoon robot character with blue eyes and a small headband, no text or symbols present </details>",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Building AI Agents",
+              "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/Building AI Agents",
+              "level": 3,
+              "summary": "",
+              "chunk_count": 5,
+              "children": [
+                {
+                  "title": "1. Why?",
+                  "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/Building AI Agents/1. Why?",
+                  "level": 4,
+                  "summary": "",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "2. How?",
+                  "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/Building AI Agents/2. How?",
+                  "level": 4,
+                  "summary": "",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "3. Ingredients?",
+                  "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/Building AI Agents/3. Ingredients?",
+                  "level": 4,
+                  "summary": "",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "4. What can they do?",
+                  "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/Building AI Agents/4. What can they do?",
+                  "level": 4,
+                  "summary": "### Building AI Agents <details>0 [images/image-166-OpenAI GPT-4 Chip.jpg] <details> <summary>text_image</summary> OpenAI INSIDE GPT 4 </details> Key thesis: Humans will communicate with AI using natural language and AI will operate machines allowing for more intuitive and efficient operations Software 3.0",
+                  "chunk_count": 1,
+                  "children": []
+                }
+              ]
+            },
+            {
+              "title": "AI Agents",
+              "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/AI Agents",
+              "level": 3,
+              "summary": "",
+              "chunk_count": 5,
+              "children": [
+                {
+                  "title": "1. Why?",
+                  "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/AI Agents/1. Why?",
+                  "level": 4,
+                  "summary": "A single call to a large Foundation AI model is not enough. A lot more can be unlocked by building AI systems",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "2. How?",
+                  "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/AI Agents/2. How?",
+                  "level": 4,
+                  "summary": "Using model chaining, reflection & other mechanisms",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "3. Ingredients?",
+                  "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/AI Agents/3. Ingredients?",
+                  "level": 4,
+                  "summary": "Memory, context length, personalization, actions, internet access...",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "4. What can they do?",
+                  "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/AI Agents/4. What can they do?",
+                  "level": 4,
+                  "summary": "",
+                  "chunk_count": 1,
+                  "children": []
+                }
+              ]
+            },
+            {
+              "title": "AI Agents_2",
+              "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/AI Agents_2",
+              "level": 3,
+              "summary": "Using model chaining, reflection & other mechanisms <details>0 [images/image-167-Agent Architecture Diagram.jpg] <details> <summary>flowchart</summary> ```mermaid graph TD A[\"Short-term memory\"] --> B[\"Memory\"] C[\"Long-term memory\"] --> B D[\"Tools\"] --> B E[\"Agent\"] --> B F[\"Planning\"] --> B G[\"Reflection\"] --> B H[\"Self-critics\"] --> B I[\"Chain of thoughts\"] --> B J[\"Subgoal decomposition\"] --> B K[\"Search()\"] --> D L[\"CodeInterpreter()\"] --> D M[\"Calculator()\"] --> D N[\"Calendar()\"] --> D O[\"...more\"] --> D B -.-> D style B fill:#d3d3d3,stroke:#333 style D fill:#d3d3d3,stroke:#333 ``` </details>",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "The first flight to be fully booked by an AI",
+              "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/The first flight to be fully booked by an AI",
+              "level": 3,
+              "summary": "style B fill:#d3d3d3,stroke:#333 <details>0 [images/image-168-Multi-On Search Interface.jpg] <details> <summary>text_image</summary> New Tab Search Google or type a URL Cornell University... Gmail: Email from... Google VC Contacts for E... Mallinator - Let Th... Hacker News Product Hunt Sci-Hub: removin... GitHub does dotfil... term-tools/tmux.c... MULTI-ON book a one-way flight from nyc to sfo for June 10 for the MULTION hackathon u Search 4140 </details>",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "AI Agent Passing the Online CA Driving Test",
+              "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/AI Agent Passing the Online CA Driving Test",
+              "level": 3,
+              "summary": "MULTI-ON <details>0 [images/image-169-Online Driver's License Test.jpg] <details> <summary>text_image</summary> V4.3.79 FVOR Vehicles What is the appropriate export to drive through a finished route? ○ Submit △ The product named text. ○ Quitting Quit Test Submit Skip Duration Microsoft Pro </details> Fully Autonomously passing the official DMV online driving test this week & setting the record as the first AI to obtain a driving permit in CA!",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Why human-like AI Agents?",
+              "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/Why human-like AI Agents?",
+              "level": 3,
+              "summary": "1. Can do what you can do: Able to use existing interfaces designed for humans & operate outside programmatic boundaries 2. Digital extension of you: Can act as an extension of the user and act on their behalf 3. Less-restrictive boundaries: Can handle logins, payments, etc. and interact with services without any API restrictions 4. Simple action space: Need only click & type action primitives 5. Self-learning: Can learn from the user and self-improve with more interactions",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "5 levels of Autonomy",
+              "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/5 levels of Autonomy",
+              "level": 3,
+              "summary": "2. Digital extension of you: Can act as an extension of the user and act on their behalf <details>0 [images/image-170-Automated Driving Levels.jpg] <details> <summary>heatmap</summary> For on-road vehicles [tables/table-38 Automation Levels.html] </details>",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Computer Interactions",
+              "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/Computer Interactions",
+              "level": 3,
+              "summary": "",
+              "chunk_count": 6,
+              "children": [
+                {
+                  "title": "Agent Computer Interaction",
+                  "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/Computer Interactions/Agent Computer Interaction",
+                  "level": 4,
+                  "summary": "Two routes </details> <details>0 [images/image-171-Gorilla Tools Logo.jpg] <details> <summary>text_image</summary> GORILLA </details> <details> <details>0 [images/image-172-_details_ .jpg] <details> <summary>natural_image</summary> Abstract circular gradient design with overlapping purple, green, and yellow segments (no text or symbols) </details>",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "API",
+                  "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/Computer Interactions/API",
+                  "level": 4,
+                  "summary": "(programmatic) easy to build context safer & controllable high variability",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Direct interaction",
+                  "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/Computer Interactions/Direct interaction",
+                  "level": 4,
+                  "summary": "(browser or desktop control) easy to take actions free-form interactions need to provide guarantees #### Direct interaction <details>0 [images/image-173-#### Direc.jpg] <details> <summary>natural_image</summary> Multi-ON logo featuring a stylized atomic or orbital design with gradient colors on a black background (no text or symbols beyond the logo itself) </details> ADEPT",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Agent Action API: An universal API for computer interaction",
+                  "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/Computer Interactions/Agent Action API: An universal API for computer interaction",
+                  "level": 4,
+                  "summary": "<summary>natural_image</summary> <details>0 [images/image-174-LangChain and Multion API Example.jpg] <details> <summary>text_image</summary> import multion multion.login() Now you can make API calls like this:response = multion.post('https://multion.fly.dev/sessions', {\"input\": \"some input\",\"url\": \"some url\"}) response = multion.new_session( {\"input\": f\"Make a 50 word tweet announcing that the MULTION API IS LIVE!! And here is the first automated tweet made by AI\", \"url\": \"https://www.twitter.com\" }) response.get('response').get('data').get('message')",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "LANGCHAIN EXAMPLE",
+                  "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/Computer Interactions/LANGCHAIN EXAMPLE",
+                  "level": 4,
+                  "summary": "from langchain import LLMMathChain, OpenAI, SerpAPIWrapper, SQLDatabase, SQLDatabaseChain from langchain.agents import initialize_agent, Tool from langchain.agents import AgentType from langchain.chat_models import ChatOpenAI import openai import os os.environ[\"LANGCHAIN_TRACING\"] = \"true\" os.environ['OPENAI_API_KEY'] = \"<open_api_key>\" </details>",
+                  "chunk_count": 1,
+                  "children": []
+                }
+              ]
+            },
+            {
+              "title": "Memory & Personalization",
+              "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/Memory & Personalization",
+              "level": 3,
+              "summary": "",
+              "chunk_count": 6,
+              "children": [
+                {
+                  "title": "AI Models as Neural Compute Unit",
+                  "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/Memory & Personalization/AI Models as Neural Compute Unit",
+                  "level": 4,
+                  "summary": "Input Tokens (max token size) os.environ['OPENAI_API_KEY'] = \"<open_api_key>\" <details>0 [images/image-175-OpenAI GPT-4 Chip.jpg] <details> <summary>text_image</summary> OpenAI INSIDE GPT 4 </details> MIPS32 Add Immediate Instruction [tables/table-39 Instruction Format.html] Equivalent mnemonic: addi \\$r1, \\$r2, 350 An example simple MIPS32 processor instruction Output Tokens (max token size)",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "AI Models as Neural Compute Unit_2",
+                  "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/Memory & Personalization/AI Models as Neural Compute Unit_2",
+                  "level": 4,
+                  "summary": "Equivalent mnemonic: <details>0 [images/image-176-Transformer Architecture Diagram.jpg] <details> <summary>flowchart</summary> ```mermaid graph TD A[\"Transformer\"] --> B[\"Scratchpad\"] A --> C[\"memory\"] A --> D[\"instructions\"] B --> E[\"pointers\"] C --> E D --> E E --> F[\"input embedding sequence\"] ``` </details> Looped Transformers",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Long-term Memory",
+                  "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/Memory & Personalization/Long-term Memory",
+                  "level": 4,
+                  "summary": "• Works similar to disk (long-lived & persistent) - Mechanisms ○ Embeddings ○ Retrieval models \\- Open Questions: ○ Hierarchy ○ Temporal Coherence ○ Structure ○ Online adaptation \\- Open Questions: <details>0 [images/image-177-Memory Component.jpg] <details> <summary>text_image</summary> Memory </details>",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Personalization",
+                  "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/Memory & Personalization/Personalization",
+                  "level": 4,
+                  "summary": "- User-Agent Alignment Problem: Enable agent to take actions that are aligned with the user preferences • Everyone has different prefs & likes/dislikes: - Explicit: allergies, favourite dishes, flight seat prefs, ... - Implicit: choice between brands, out of 10 items in a listing which user likes better",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Challenges",
+                  "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/Memory & Personalization/Challenges",
+                  "level": 4,
+                  "summary": "• Collecting user data & preferences: - actively asking for preferences - passive learning from interactions - Learning from user preferences: supervised fine-tuning vs human-feedback - On-fly adaptation - Privacy",
+                  "chunk_count": 1,
+                  "children": []
+                }
+              ]
+            },
+            {
+              "title": "Agent-to-Agent Communication",
+              "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/Agent-to-Agent Communication",
+              "level": 3,
+              "summary": "",
+              "chunk_count": 13,
+              "children": [
+                {
+                  "title": "Multi Agent Autonomous AI systems",
+                  "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/Agent-to-Agent Communication/Multi Agent Autonomous AI systems",
+                  "level": 4,
+                  "summary": "- Learning from user preferences: supervised fine-tuning vs human-feedback <details>0 [images/image-178-Cute Robot Illustration.jpg] <details> <summary>natural_image</summary> Simple cartoon robot illustration with blue eyes and a small head (no text or symbols) </details> <details> <details>0 [images/image-179-Cute Robot Illustration.jpg] <details> <summary>natural_image</summary> Simple cartoon robot illustration with blue eyes and a white head (no text or symbols) </details> <details> <details>0 [images/image-180-Cute Robot Illustration.jpg] <details> <summary>natural_image</summary> Cartoon robot character with blue eyes and a small head (no text or symbols) </details> <details> <details>0 [images/image-181-Robot Icon.jpg] <details> <summary>natural_image</summary> Cartoon robot character with blue eyes and a circular head (no text or symbols) </details> <details> <details>0 [images/image-182-Cute Robot Illustration.jpg] <details> <summary>natural_image</summary> Simple cartoon robot illustration with blue eyes and a small head (no text or symbols) </details>",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Why Multi-agent Systems",
+                  "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/Agent-to-Agent Communication/Why Multi-agent Systems",
+                  "level": 4,
+                  "summary": "1. Parallelization unlock: Breaking a task into smaller chunks and dividing between agents to improve efficiency & speeds 2. Task Specialization: An AI agent might seat between the user and each service: e.g. a spreadsheet AI agent, a slack AI agent, a web-browser AI agent, ... 3. Challenges: a. Agent to Agent Communication: one AI might want to exchange or request info from another AI agent finish a task",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Agent to Agent Communication",
+                  "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/Agent-to-Agent Communication/Agent to Agent Communication",
+                  "level": 4,
+                  "summary": "• Exchanging info between fleets of agents - Hierarchies - Syncing primitives a. Agent to Agent Communication: one AI might want to exchange or request info from another AI agent finish a task <details>0 [images/image-183-AI Agent Architecture.jpg] <details> <summary>flowchart</summary> ```mermaid graph LR A[\"User\"] --> B[\"Manager AI Agent\"] B --> C[\"Worker AI Agents\"] B --> D[\"Worker AI Agents\"] B --> E[\"Worker AI Agents\"] ``` </details>",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Agent to Agent Communication_2",
+                  "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/Agent-to-Agent Communication/Agent to Agent Communication_2",
+                  "level": 4,
+                  "summary": "\\- Robust communication protocols & Syncing primitives: Natural language is ambiguous, need mechanisms to reduce miscommunication!",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Agent to Agent Communication_3",
+                  "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/Agent-to-Agent Communication/Agent to Agent Communication_3",
+                  "level": 4,
+                  "summary": "\\- Robust communication protocols & Syncing primitives Manager state Task X: (status: not done) #### Agent to Agent Communication <details>0 [images/image-184-Cute Robot Illustration.jpg] <details> <summary>natural_image</summary> Simple cartoon robot character with round head, orange eyes, and brown outline (no text or symbols) </details> Manager AI Agent <details> Worker AI Agents0 [images/image-185-_details_ .jpg] Worker AI Agents",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Agent to Agent Communication_4",
+                  "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/Agent-to-Agent Communication/Agent to Agent Communication_4",
+                  "level": 4,
+                  "summary": "- Robust communication protocols & Syncing primitives Do Task X: - plan - context Worker State Task X: (status: not done) Manager state Task X: (status: not done) Task X: <details>0 [images/image-186-Robot Mascot Illustration.jpg] <details> <summary>natural_image</summary> Simple cartoon robot head illustration with no text or symbols </details> <details> Worker AI Agents0 [images/image-187-_details_ .jpg] Worker AI Agents Manager AI Agent",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Agent to Agent Communication_5",
+                  "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/Agent-to-Agent Communication/Agent to Agent Communication_5",
+                  "level": 4,
+                  "summary": "- Robust communication protocols & Syncing primitives Do Task X: - plan - context Worker State Task X: (status: done) Manager state Task X: (status: not done) Task X: <details>0 [images/image-188-Logo.jpg] <details> <summary>natural_image</summary> Simple cartoon character with round head, orange eyes, and raised arms (no text or symbols) </details> Manager AI Agent <details> Response:0 [images/image-189-_details_ .jpg] Response: - thought - actions - status Worker AI Agents",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Agent to Agent Communication_6",
+                  "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/Agent-to-Agent Communication/Agent to Agent Communication_6",
+                  "level": 4,
+                  "summary": "- Robust communication protocols & Syncing primitives Verify if task was correctly done & follows all specifications Verify Task X: - required spec Worker State Task X: (status: done) Manager state Task X: (status: verify done) Worker State <details>0 [images/image-190-Cute Robot Illustration.jpg] <details> <summary>natural_image</summary> Simple cartoon robot character with round head, orange eyes, and limbs (no text or symbols) </details> <details> Manager AI Agent0 [images/image-191-_details_ .jpg] Manager AI Agent",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Agent to Agent Communication_7",
+                  "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/Agent-to-Agent Communication/Agent to Agent Communication_7",
+                  "level": 4,
+                  "summary": "- Robust communication protocols & Syncing primitives Scenario 1: Task was correctly done & follows all specifications Verify Task X: \\- required spec Worker State Task X: (status: done) Manager state Task X: (status: verify done) Worker State <details>0 [images/image-190-Cute Robot Illustration.jpg] <details> <summary>natural_image</summary> Simple cartoon robot character with round head, orange eyes, and limbs (no text or symbols) </details> <details> Verify Response:0 [images/image-192-_details_ .jpg] Verify Response: \\- confirm actions correct Simple cartoon robot character with round head, orange eyes, and limbs (no text or symbols) Manager AI Agent0 [images/image-193-Simple car.jpg] Manager AI Agent",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Agent to Agent Communication_8",
+                  "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/Agent-to-Agent Communication/Agent to Agent Communication_8",
+                  "level": 4,
+                  "summary": "\\- Robust communication protocols & Syncing primitives \\- confirm actions correct <details>0 [images/image-194-Task Verification Flow.jpg] <details> <summary>flowchart</summary> ```mermaid graph TD A[\"User\"] -->|Task Finished!| B[\"Manager state\"] B --> C[\"Task X: (status: done)\"] C --> D[\"Verify Response: confirm actions correct\"] D --> E[\"Worker State\"] E --> F[\"Task X: (status: done)\"] F --> G[\"Verify Task X: required spec\"] G --> H[\"Worker State\"] ``` </details> Manager AI Agent",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Agent to Agent Communication_9",
+                  "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/Agent-to-Agent Communication/Agent to Agent Communication_9",
+                  "level": 4,
+                  "summary": "\\- Robust communication protocols & Syncing primitives Scenario 2: Task was incorrectly done (Agent Miscommunication) Verify Task X: \\- required spec Worker State Task X: (status: done) Manager state Task X: (status: verify done) Worker State <details>0 [images/image-190-Cute Robot Illustration.jpg] <details> <summary>natural_image</summary> Simple cartoon robot character with round head, orange eyes, and limbs (no text or symbols) </details> <details> Verify Response:0 [images/image-192-_details_ .jpg] Verify Response: \\- actions were not correct Simple cartoon robot character with round head, orange eyes, and limbs (no text or symbols) Manager AI Agent0 [images/image-195-Simple car.jpg] Manager AI Agent",
+                  "chunk_count": 1,
+                  "children": []
+                },
+                {
+                  "title": "Agent to Agent Communication_10",
+                  "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/Agent-to-Agent Communication/Agent to Agent Communication_10",
+                  "level": 4,
+                  "summary": "- Robust communication protocols & Syncing primitives Scenario 2: Task was incorrectly done (Agent Miscommunication) Re-do Task X: - plan - context - feedback/corrections Worker State Task X: (status: not done) Manager state Task X: (status: not done) Task X: <details>0 [images/image-196-Cute Robot Illustration.jpg] <details> <summary>natural_image</summary> Simple cartoon robot head illustration with no text or symbols </details> <details> Manager AI Agent0 [images/image-197-_details_ .jpg] Manager AI Agent",
+                  "chunk_count": 1,
+                  "children": []
+                }
+              ]
+            },
+            {
+              "title": "Future Directions",
+              "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/Future Directions",
+              "level": 3,
+              "summary": "",
+              "chunk_count": 9,
+              "children": [
+                {
+                  "title": "Key Issues with Autonomous Agents",
+                  "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/Future Directions/Key Issues with Autonomous Agents",
+                  "level": 4,
+                  "summary": "",
+                  "chunk_count": 7,
+                  "children": [
+                    {
+                      "title": "4. Real world-deployment & Observability",
+                      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/Future Directions/Key Issues with Autonomous Agents/4. Real world-deployment & Observability",
+                      "level": 5,
+                      "summary": "",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "1. Reliability",
+                      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/Future Directions/Key Issues with Autonomous Agents/1. Reliability",
+                      "level": 5,
+                      "summary": "",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "2. Looping & Plan Divergence",
+                      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/Future Directions/Key Issues with Autonomous Agents/2. Looping & Plan Divergence",
+                      "level": 5,
+                      "summary": "",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "3. Testing & Benchmarking",
+                      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/Future Directions/Key Issues with Autonomous Agents/3. Testing & Benchmarking",
+                      "level": 5,
+                      "summary": "",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "a. How do we trust a fully autonomous AI system",
+                      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/Future Directions/Key Issues with Autonomous Agents/a. How do we trust a fully autonomous AI system",
+                      "level": 5,
+                      "summary": "",
+                      "chunk_count": 1,
+                      "children": []
+                    },
+                    {
+                      "title": "b. How do we build in human overrides",
+                      "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/Future Directions/Key Issues with Autonomous Agents/b. How do we build in human overrides",
+                      "level": 5,
+                      "summary": "",
+                      "chunk_count": 1,
+                      "children": []
+                    }
+                  ]
+                },
+                {
+                  "title": "Plan Divergence",
+                  "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/Future Directions/Plan Divergence",
+                  "level": 4,
+                  "summary": "##### 2. Looping & Plan Divergence <details>0 [images/image-198-Diagram of Actual vs Ideal Path.jpg] <details> <summary>line chart</summary> [tables/table-40 Path Values.html] </details> AI Agents like AutoGPT don't know how to correct on making a mistake!",
+                  "chunk_count": 1,
+                  "children": []
+                }
+              ]
+            },
+            {
+              "title": "Karpathy - LLM OS",
+              "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/Karpathy - LLM OS",
+              "level": 3,
+              "summary": "</details> <details>0 [images/image-199-LLM System Architecture Diagram.jpg] <details> <summary>flowchart</summary> ```mermaid graph TD A[\"Peripheral devices I/O\"] --> B[\"video\"] A --> C[\"audio\"] B <--> D[\"CPU\"] C <--> D D <--> E[\"LLM\"] F[\"Software 1.0 tools &quot;classical computer&quot;\"] --> G[\"Calculator Python interpreter Terminal ...\"] G <--> H[\"LLM\"] I[\"Disk\"] --> J[\"File system (+embeddings)\"] J <--> K[\"RAM\"] K <--> L[\"context window\"] M[\"Ethernet\"] --> N[\"Browser\"] N <--> O[\"Other LLMs\"] ``` </details>",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Building Generalized AI Systems",
+              "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/Building Generalized AI Systems",
+              "level": 3,
+              "summary": "M[\"Ethernet\"] --> N[\"Browser\"] <details>0 [images/image-200-M[_Etherne.jpg] <details> <summary>natural_image</summary> Simple stick figure drawing with a circle at the top and three legs forming a V-shape (no text or symbols) </details> User <details> <details>0 [images/image-201-Neural Computer Architecture.jpg] <details> <summary>flowchart</summary> ```mermaid graph TD A[\"Inner thoughts\"] --> B[\"Task Engine\"] C[\"Chat Interface\"] --> B B --> D[\"Reflection\"] D --> E[\"Router\"] E --> F[\"Apps/Tools\"] E --> G[\"Local Index\"] H[\"Web\"] --> E I[\"Result\"] --> B J[\"Result\"] --> E ``` </details>",
+              "chunk_count": 1,
+              "children": []
+            },
+            {
+              "title": "Future needs for AI agents",
+              "path": "transformers-tutorial.pdf/Transformers and LLMs: An Introduction/From Language Models to AI Agents/Future needs for AI agents",
+              "level": 3,
+              "summary": "- Error correction mechanisms & better agent frameworks • Security & user permission models - Sandboxing & deployment in risky settings",
+              "chunk_count": 1,
+              "children": []
+            }
+          ]
+        }
+      ]
+    }
+  ],
+  "resources": {
+    "images": [
+      {
+        "path": "images/image-1-Profile Photo of a Man.jpg",
+        "summary": "image-1 - Subject: Male individual with short dark hair and facial stubble - Expression: Smiling, showing teeth - Attire: White t-shirt - Background: Green foliage (outdoor setting) - Format: Circular crop"
+      },
+      {
+        "path": "images/image-2-__details_.jpg",
+        "summary": "image-2 </details> ## Interests0"
+      },
+      {
+        "path": "images/image-3-Timeline of AI Evolution.jpg",
+        "summary": "image-3 - 1990s: Prehistoric Era (Rule-based methods, parsing, RNNs, LSTMs) - 2014: Simple attention mechanisms - 2017: Beginning of transformers (Attention is all you need) - 2018: Explosion of transformers in NLP (BERT, GPT-3) - 2018-2020: Explosion into other fields (ViTs, Alphafold-2) - 2021-2022: Start of Generative Era (Codex, Decision Transformers, GPT-X, DALL-E) - 2024: Present Day (Huge models, more applications: Chat-GPT, GPT-4, Gemini, Llama and open-source LLMs, Whisper, Robotics Transformer, Stable Diffusion, Sora) - Future"
+      },
+      {
+        "path": "images/image-4-Composite_.jpg",
+        "summary": "image-4 Composite: Something that is made up of distinct parts or elements. <details>0"
+      },
+      {
+        "path": "images/image-5-Sound Signal Waveform.jpg",
+        "summary": "image-5 - Chart Title: Sound signal (s) - Y-Axis Label: f_d - Visual Content: A blue waveform graph showing amplitude variations over time. - Key Features: The signal exhibits high amplitude and density on the left side, gradually decreasing in intensity towards the right. Vertical black lines divide the chart into distinct sections or intervals."
+      },
+      {
+        "path": "images/image-6-A Cat in the Snow.jpg",
+        "summary": "image-6 Primary Subject: A small kitten with white and tabby fur sitting outdoors. Scene Description: The background is a soft, out-of-focus blue, suggesting a snowy or cold environment. White specks resembling snowflakes are visible falling around the cat. Notable Features: The kitten has large eyes and pointed ears, looking directly at the camera. It is positioned behind a patch of grass covered with light snow."
+      },
+      {
+        "path": "images/image-7-Text Classification Model.jpg",
+        "summary": "image-7 Input: \"I love Hugging Face!\" Output Results: - POSITIVE: 0.900 - NEUTRAL: 0.100 - NEGATIVE: 0.000"
+      },
+      {
+        "path": "images/image-8-Text Generation Model Process.jpg",
+        "summary": "image-8 Input: \"Once upon a time,\" Model: Text Generation Model Output (Full Text): \"Once upon a time, we knew that our ancestors were on the verge of extinction. The great explorers and poets of the Old World, from Alexander the Great to Chaucer, are dead and gone. A good many of our ancient explorers and poets have\" Step-by-Step Generation Sequence: 1. Input: \"My\" -> Predicted Token: \"name\" 2. Input: \"My name\" -> Predicted Token: \"is\" 3. Input: \"My name is\" -> Predicted Token: \"Sylvain\" 4. Input: \"My name is Sylvain\" -> Predicted Token: \".\""
+      },
+      {
+        "path": "images/image-9-Fill- dog.jpg",
+        "summary": "image-9 Fill- dog0"
+      },
+      {
+        "path": "images/image-10-Model cat.jpg",
+        "summary": "image-10 Model cat0"
+      },
+      {
+        "path": "images/image-11-wolf fox.jpg",
+        "summary": "image-11 wolf fox0"
+      },
+      {
+        "path": "images/image-12-dog squirr.jpg",
+        "summary": "image-12 dog squirrel0"
+      },
+      {
+        "path": "images/image-13-Image Grid_ Faces, Landscapes, Birds, and Bags.jpg",
+        "summary": "image-13 Image Grid: Faces, Landscapes, Birds, and Bags"
+      },
+      {
+        "path": "images/image-14-Wildlife in Savanna.jpg",
+        "summary": "image-14 - Primary subjects: Giraffes and zebras grazing in a grassy field. - Scene description: A savanna landscape with scattered trees and bushes in the background under natural daylight. - Notable features: Multiple giraffes (including at least one adult and possibly juveniles) and several zebras are visible; some animals appear to be feeding on grass or shrubs. - Context clues: Typical African wildlife habitat, likely a national park or reserve."
+      },
+      {
+        "path": "images/image-15-Steampunk Sky City.jpg",
+        "summary": "image-15 - Scene: A fantastical cityscape built in the clouds featuring steampunk architecture. - Key Elements: - Right side: A large, multi-story building with green and gold accents, balconies, and intricate mechanical details. - Center/Left: Tall towers and spires rising above pinkish-purple clouds. One prominent tower has a clock face near its base and a structure resembling a windmill or propeller at the top. - Foreground: A large, metallic gear-like object is visible in the lower center. - Atmosphere: The sky is filled with soft, fluffy clouds in shades of purple, pink, and orange, suggesting either sunrise or sunset. Small flying objects (possibly airships or birds) are scattered in the distance."
+      },
+      {
+        "path": "images/image-16-Cartesian Space (2d) Scatter Plot.jpg",
+        "summary": "image-16 Title: Cartesian Space (2d) Axes: Horizontal axis labeled x1, Vertical axis labeled x2 Data Points: Two distinct clusters of circular markers plotted in a 2D space. - Inner Cluster: A ring-shaped distribution of green dots located centrally. - Outer Cluster: A larger, concentric ring-shaped distribution of blue dots surrounding the inner cluster. Pattern: The data exhibits a non-linear, concentric structure where one class is enclosed by another."
+      },
+      {
+        "path": "images/image-17-Feature Space Scatter Plot.jpg",
+        "summary": "image-17 Chart Title: Feature Space Axes: Vertical axis labeled x2^2, Horizontal axis labeled x1^2 Data Points: Two distinct clusters of circular markers are visible. - A dense cluster of green points located in the bottom-left corner. - A sparse, diagonal distribution of blue points extending from the top-left to the bottom-right."
+      },
+      {
+        "path": "images/image-18-Classification Diagram.jpg",
+        "summary": "image-18 - Subject: Animal faces (cats and dogs) - Structure: 4x5 grid of icons with arrows indicating a selection process - Categories Identified: - Black outlines: Standard/Neutral animals - Blue outlines: Dogs - Red/Brown outlines: Cats - Process Flow: Arrows on the right side indicate that specific rows or columns are being selected or filtered based on their color coding."
+      },
+      {
+        "path": "images/image-19-Diagram_ Cat and Dog Classification.jpg",
+        "summary": "image-19 - Visual representation of a binary classification problem (likely Support Vector Machine) - **Data Points**: - Black icons representing \"Cats\" clustered in the upper-left quadrant - Blue and black icons representing \"Dogs\" clustered in the lower-right quadrant - Red icons representing misclassified or outlier data points located near the decision boundary - **Decision Boundaries**: - A thick black line acting as the primary separator between the two classes - A blue line indicating an alternative or secondary separation path - A red line highlighting the margin or specific error region for the red data points - **Annotations**: - Grey arrows pointing to the cat cluster, likely indicating feature vectors or input direction"
+      },
+      {
+        "path": "images/image-20-2. Feed th.jpg",
+        "summary": "image-20 2. Feed the representation through several transformer layers <details>0"
+      },
+      {
+        "path": "images/image-21-Sound Signal Waveform.jpg",
+        "summary": "image-21 Title: Sound signal (s) Axis Label: f_d (frequency/duration indicator) Visual Content: A blue waveform graph showing amplitude variations over time. The signal intensity is highest on the left side and gradually decreases towards the right, indicating a decaying sound or vibration pattern. Vertical black lines divide the chart into sections."
+      },
+      {
+        "path": "images/image-22-Alignment Visualization.jpg",
+        "summary": "image-22 - High alignment region: Top-left quadrant (yellow circle) containing two points (one solid blue, one hollow black) with dashed arrows pointing toward them from the origin. - Low alignment region: Bottom-right area (light blue shaded zone) containing a single cyan point with a dashed arrow pointing to it from the origin. - Axes: Two perpendicular axes with arrowheads indicating direction (origin at bottom-left). - Visual metaphor: Points closer to the top-left represent higher alignment; points in the bottom-right represent lower alignment."
+      },
+      {
+        "path": "images/image-23-Word Embedding Visualization.jpg",
+        "summary": "image-23 - 3D coordinate system showing relationships between gendered terms - Blue points represent male-associated words: \"man\", \"king\" - Purple points represent female-associated words: \"woman\", \"queen\" - Dashed arrows indicate semantic vector relationships (e.g., man → woman, king → queen) - Demonstrates how word embeddings capture analogical relationships in a geometric space"
+      },
+      {
+        "path": "images/image-24-Word Embedding Visualization.jpg",
+        "summary": "image-24 - Chart Type: 3D Scatter Plot - Axes: Three orthogonal axes representing dimensions in a vector space (no specific labels provided) - Data Points: - \"walking\" (Yellow dot) -> \"walked\" (Red dot) - \"swimming\" (Yellow dot) -> \"swam\" (Red dot) - Relationships: Dashed arrows indicate the transformation or relationship between base forms and past tense forms of verbs."
+      },
+      {
+        "path": "images/image-25-Diagram of Country-City Pairs.jpg",
+        "summary": "image-25 - Turkey: Ankara - Canada: Ottawa - Russia: Moscow - Spain: Madrid - Italy: Rome - Germany: Berlin - Vietnam: Hanoi - Japan: Tokyo - China: Beijing"
+      },
+      {
+        "path": "images/image-26-1. Tokeniz.jpg",
+        "summary": "image-26 1. Tokenize the composite (divide it into tokens). Embeddings0"
+      },
+      {
+        "path": "images/image-27-Tokenizati.jpg",
+        "summary": "image-27 Tokenization How can we build a “good” semantic representation for composites? Encoders0"
+      },
+      {
+        "path": "images/image-28-Transformer Encoder Architecture.jpg",
+        "summary": "image-28 - Input tokens: \"hello\", \"world\" - Core component: Transformer Encoder containing 6 stacked layers (Layer 1 through Layer 6) - Output: Context-aware embeddings"
+      },
+      {
+        "path": "images/image-29-Sentence Structure Diagram.jpg",
+        "summary": "image-29 The image displays a syntactic tree diagram for the sentence: \"The animal didn't cross the street because it was too tired.\" Key components and relationships identified in the diagram: - **Root Node**: The pronoun \"it\" is highlighted as the central subject of the clause. - **Branching Structure**: Lines extend from \"it\" to connect with other words, illustrating grammatical dependencies. - **Highlighted Words**: Specific nouns (\"animal\", \"street\") and the pronoun (\"it\") are emphasized with blue shading to denote their role as key subjects or objects within the sentence structure. - **Sentence Flow**: The diagram visualizes how the main clause (\"The animal didn't cross the street\") relates to the subordinate clause introduced by \"because\"."
+      },
+      {
+        "path": "images/image-30-Sentence Structure Analysis.jpg",
+        "summary": "image-30 - Sentence: \"The animal didn't cross the street because it was too wide.\" - Diagram Type: Dependency Grammar Tree (showing word relationships) - Root Node: The word \"it\" is highlighted as the central dependency anchor. - Relationships: - \"it\" connects to \"street\" (directly, highlighted in dark blue). - \"it\" connects to \"animal\", \"didn't\", \"cross\", \"the\", \"because\", \"was\", \"too\", \"wide\", and \".\" (indirectly, shown with lighter lines). - Visual Hierarchy: - Top row: Original sentence sequence. - Bottom row: Words arranged by grammatical dependency relative to the root \"it\". - Highlighted words: \"it\" and \"street\" are emphasized in dark blue; other words have light blue backgrounds indicating their connection strength or role."
+      },
+      {
+        "path": "images/image-31-Transformer Architecture Diagram.jpg",
+        "summary": "image-31 - Input Sequence: \"this movie is great\" - Embedding Process: - Word embedding vectors combined with position embedding vectors for each token. - Transformation Stage: - Three sequential transformer blocks process the embeddings. - Output & Prediction: - Output sequence generated from the final transformer block. - An \"average\" pooling operation aggregates the output. - Final prediction classifies the input as positive (\"pos\") or negative (\"neg\"). - Loss Calculation: - A loss function compares the prediction against a binary target (black/white vector). - Process Stages Labeled: Tokenization, Embedding, Transform, Solve."
+      },
+      {
+        "path": "images/image-32-BERT Architecture Diagram.jpg",
+        "summary": "image-32 - Input Layer: Sequence of tokens including <class>, x1, ..., xN - Embedding Stage: Token embeddings combined with positional encoding (represented by sine wave patterns) via addition - Transformer Layers: Stacked layers labeled \"transformer layer\" (indicated as L layers total) - Output Heads: Multiple heads labeled \"LSM\" producing outputs c, y1, ..., yN - Source Text: Mentions \"Wei and BERT: Transformers for...\" and arXiv reference"
+      },
+      {
+        "path": "images/image-33-Book Cover_ Deep Learning.jpg",
+        "summary": "image-33 Title: Deep Learning: Foundations and Concepts Authors: Christopher M. Bishop with Hugh Bishop Publisher: Springer"
+      },
+      {
+        "path": "images/image-34-BERT Masked Language Model.jpg",
+        "summary": "image-34 - Input sequence: [CLS] how are [MASK] doing today [SEP] - Process: BERT masked language model predicts the masked token - Output prediction: \"you\" (highest probability) - Example predictions shown: you, they, your.."
+      },
+      {
+        "path": "images/image-35-BERT Architecture Diagram.jpg",
+        "summary": "image-35 - Central Component: BERT (Bidirectional Encoder Representations from Transformers) - Input Layer (Bottom): - First Sentence: [CLS], Tok 1, ..., Tok N - Second Sentence: [SEP], Tok 1, ..., Tok N - Embedding Layer (Middle): - E_cls, E_1, ..., E_N, E_[SEP], E'_1, ..., E'_m - Token Representation Layer (Top): - C, T_1, ..., T_N, T_[SEP], M_1, ..., M_m - Output: Class Label (indicated by an arrow pointing upwards from the 'C' token)"
+      },
+      {
+        "path": "images/image-36-Transformer Architecture Diagram.jpg",
+        "summary": "image-36 - Input Layer: Sequence of inputs (x1 to xN) and a class token (<class>) - Embedding Stage: Inputs pass through 'embedding' blocks - Positional Encoding: Green waveforms representing positional encoding are added to embeddings via summation (+) - Transformer Layers: Multiple stacked red blocks labeled \"transformer layer\" - Depth: The stack is denoted as L layers - Output Layer: Each position passes through an LSM block to produce outputs (y1 to yN)"
+      },
+      {
+        "path": "images/image-33-Book Cover_ Deep Learning.jpg_2",
+        "summary": "image-33 AA[\"yN\"] --> AB[\"LSM\"] <details>0"
+      },
+      {
+        "path": "images/image-37-Architecture of Vision Transformer.jpg",
+        "summary": "image-37 - Input: Image divided into patches (e.g., 16x16 grid) - Linear Projection of Flattened Patches converts image patches to vectors - Patch + Position Embedding: Adds positional information to each patch embedding - Extra learnable [class] embedding added at the beginning (marked with *) - Transformer Encoder processes all embeddings - Final embeddings output from the encoder - The diagram illustrates how images are tokenized and processed in a Vision Transformer model"
+      },
+      {
+        "path": "images/image-38-__details_.jpg",
+        "summary": "image-38 </details> <details>0"
+      },
+      {
+        "path": "images/image-39-_details_ .jpg",
+        "summary": "image-39 <details> <details>0"
+      },
+      {
+        "path": "images/image-40-BERT Architecture Diagram.jpg",
+        "summary": "image-40 - Title: BERT - Process Flow: - Input text is received where words are randomly masked during training (e.g., \"This is an __ of how concise I __ be\") - Preprocessing steps are applied to the input - Data passes through an Encoder - Output generates the original sentence by filling in missing words (e.g., \"This is an example of how concise I can be\")"
+      },
+      {
+        "path": "images/image-41-GPT Decoder Architecture.jpg",
+        "summary": "image-41 - **Diagram Title:** GPT - **Process Flow (Bottom to Top):** - Input text - Preprocessing steps - Decoder - Output: \"This is an example of how concise I can be\" - **Key Annotations:** - Receives incomplete texts (pointing to the bottom input box) - Learns to generate one word at a time (pointing to the output arrow)"
+      },
+      {
+        "path": "images/image-42-Book Cover_ Build a Large Language Model.jpg",
+        "summary": "image-42 Title: Build a Large Language Model Author: Sebastian Raschka Publisher: Manning Series/Tag: From Scratch"
+      },
+      {
+        "path": "images/image-43-Neural Network Architecture.jpg",
+        "summary": "image-43 - Input sequence: <start>, x1, ..., xN - Embedding layer applied to inputs - Positional encoding added to embeddings (shown as waveforms) - Stacked masked transformer layers (L layers total) - Output layer: LSM (Logistic Sigmoid Module) producing outputs y1, y2, ..., yN+1"
+      },
+      {
+        "path": "images/image-44-Book Cover_ Deep Learning.jpg",
+        "summary": "image-44 Title: Deep Learning: Foundations and Concepts Authors: Christopher M. Bishop with Hugh Bishop Publisher: Springer"
+      },
+      {
+        "path": "images/image-45-Ambiguous Pronoun Resolution.jpg",
+        "summary": "image-45 The image displays two diagrams illustrating the correct and incorrect attachment of the pronoun \"it\" within a sentence structure. **Left Diagram (Incorrect):** - Sentence: \"The animal didn't cross the street because it was too tired.\" - Structure: The pronoun \"it\" is highlighted in blue at the top. Lines connect \"it\" to various words below, including \"animal,\" \"street,\" and \"tired.\" - Error Indication: A large red \"X\" marks the end of the sentence, indicating this interpretation or attachment is incorrect. The diagram suggests that linking \"it\" primarily to \"tired\" without clear antecedent resolution is problematic in this context. **Right Diagram (Correct):** - Sentence: \"The animal didn't cross the street because it was too wide.\" - Structure: Similar to the left, \"it\" is highlighted. Lines connect \"it\" to \"animal,\" \"street,\" and \"wide.\" - Correct Interpretation: This diagram implies that \"it\" correctly refers to \"street\" (the street was too wide), which is the intended meaning. The connections show how syntactic"
+      },
+      {
+        "path": "images/image-46-Attention Matrix Visualization.jpg",
+        "summary": "image-46 - Words: Life, is, short, eat, desert, first - Matrix values (row by row): - Row \"Life\": 0.17, 0.13, 0.18, 0.16, 0.15, 0.18 - Row \"is\": 0.03, 0.68, 0.02, 0.08, 0.14, 0.02 - Row \"short\": 0.19, 0.06, 0.25, 0.14, 0.11, 0.23 - Row \"eat\": 0.15, 0.21, 0.14, 0.16, 0.17, 0.14 - Row \"desert\": 0.13, 0.27, 0.11, 0.16, 0.18, 0.12"
+      },
+      {
+        "path": "images/image-47-Attention Matrix Visualization.jpg",
+        "summary": "image-47 - Chart Type: Heatmap/Confusion Matrix representing attention weights between tokens - Axis Labels (Tokens): Life, is, short, eat, desert, first - Data Values: - Row \"Life\": [0.17, 0.13, 0.18, 0.16, 0.15, 0.18] - Row \"is\": [0.03, 0.68, 0.02, 0.08, 0.14, 0.02] - Row \"short\": [0.19, 0.06, 0.25, 0.14, 0.11, 0.23] - Row \"eat\": [0.15, 0.21, 0.14, 0.16, 0.17, 0.14] - Row \"desert\": [0.13, 0.27, 0.11,"
+      },
+      {
+        "path": "images/image-48-Autoregressive Process.jpg",
+        "summary": "image-48 - Iteration 1: Input \"This\" -> Preprocessing steps -> Decoder -> Output layers -> Result \"This is\" - Iteration 2: Input \"This\" + Previous output \"This is\" -> Preprocessing steps -> Decoder -> Output layers -> Result \"This is an\" - Iteration 3: Input \"This\" + Previous output \"This is an\" -> Preprocessing steps -> Decoder -> Output layers -> Result \"This is an example\" - Key Concept: The output of the previous round serves as input to the next round (autoregressive generation)"
+      },
+      {
+        "path": "images/image-49-Book Cover_ Build a Large Language Model.jpg",
+        "summary": "image-49 Title: Build a Large Language Model Author: Sebastian Raschka Publisher: Manning Tagline: From Scratch"
+      },
+      {
+        "path": "images/image-50-__details_.jpg",
+        "summary": "image-50 </details> <details>0"
+      },
+      {
+        "path": "images/image-51-Book Cover_ Build a Large Language Model.jpg",
+        "summary": "image-51 Title: Build a Large Language Model Author: Sebastian Raschka Publisher: Manning Tagline: From Scratch"
+      },
+      {
+        "path": "images/image-52-LLM Word Prediction Process.jpg",
+        "summary": "image-52 - Input Text: \"LLMs learn to predict one word at a time\" - Mechanism: The model predicts the next word in a sequence one token at a time. - Visual Elements: - Blue boxes represent the input context received by the LLM. - Pink boxes highlight the specific target word being predicted in each step. - Key Annotations: - \"Input the LLM receives\": Points to the blue box containing the preceding words. - \"Target to predict\": Points to the pink box representing the current prediction goal. - \"The LLM can't access words past the target\": Indicates that the model only sees data up to the current point and cannot look ahead at future tokens in the sentence."
+      },
+      {
+        "path": "images/image-49-Book Cover_ Build a Large Language Model.jpg_2",
+        "summary": "image-49 style O fill:#fcc,stroke:#333 <details>0"
+      },
+      {
+        "path": "images/image-38-__details_.jpg_2",
+        "summary": "image-38 </details> <details>0"
+      },
+      {
+        "path": "images/image-53-_details_ .jpg",
+        "summary": "image-53 <details> <details>0"
+      },
+      {
+        "path": "images/image-54-Encoder-Decoder Translation Process.jpg",
+        "summary": "image-54 1. Input text (\"This is an example\") is prepared for the encoder via preprocessing steps. 2. The encoder processes the complete input text to produce text encodings (embeddings). 3. The encoder returns these embedding vectors as input to the decoder. 4. Simultaneously, a partial output text (\"Das ist ein\") is prepared for the decoder via its own preprocessing steps. 5. The decoder generates the translated text one word at a time based on the embeddings and previous outputs. 6. This iterative process continues until the complete output translation (\"Das ist ein Beispiel\") is generated by the output layers."
+      },
+      {
+        "path": "images/image-51-Book Cover_ Build a Large Language Model.jpg_2",
+        "summary": "image-51 Raschka, Sebastian. Build a Large Language Model (From Scratch). Manning, 2024. <details>0"
+      },
+      {
+        "path": "images/image-55-Raschka, S.jpg",
+        "summary": "image-55 Raschka, Sebastian. <details>0"
+      },
+      {
+        "path": "images/image-56-Encoder-Decoder Translation Process.jpg",
+        "summary": "image-56 1. Input text to be translated: \"This is an example\" 2. Preprocessing steps applied to input text 3. Encoder processes complete input text to produce text encodings (embeddings) used by the decoder 4. Encoder returns embedding vectors as input to the decoder 5. Partial output text generated: \"Das ist ein\" (model completes translation one word at a time) 6. Preprocessing steps applied for decoder 7. Decoder generates translated text one word at a time 8. Complete output (translation): \"Das ist ein Beispiel\""
+      },
+      {
+        "path": "images/image-51-Book Cover_ Build a Large Language Model.jpg_3",
+        "summary": "image-51 Raschka, Sebastian. Build a Large Language Model (From Scratch). Manning, 2024. <details>0"
+      },
+      {
+        "path": "images/image-57-GPT Decoder Process.jpg",
+        "summary": "image-57 - Title: GPT - Input text: Receives incomplete texts - Preprocessing steps: Intermediate processing stage - Core Component: Decoder - Output generation: Learns to generate one word at a time - Example output: \"This is an example of how concise I can be\""
+      },
+      {
+        "path": "images/image-58-Decoder Process Flow.jpg",
+        "summary": "image-58 - Central Component: Decoder (receives input C) - Step 5: Partial output text (\"Das ist ein\") - the model completes the translation one word at a time - Input Text: \"Das ist ein\" - Preprocessing steps: The input text is prepared for the decoder - Output layers: Final processing stage - Step 7: The decoder generates the translated text one word at a time - Step 8: Complete output (translation) - \"Das ist ein Beispiel\""
+      },
+      {
+        "path": "images/image-59-Book Cover_ Build a Large Language Model.jpg",
+        "summary": "image-59 Title: Build a Large Language Model Subtitle: From Scratch Author: Sebastian Raschka Publisher: Manning"
+      },
+      {
+        "path": "images/image-60-Transformer Architecture Diagram.jpg",
+        "summary": "image-60 - **Encoder Section (Left):** - Input: X - Components: embedding, positional encoding (added to embedding), multiple self-attention transformer layers. - Output: Z - **Conditional Decoder Section (Right):** - Input: {<start>, Y1:N-1} - Components: embedding, positional encoding (added to embedding), multiple cross-attention transformer layers. - Final Layer: LSM (LogSoftmax) - Output: YN - **Connections:** - The encoder output Z is fed into the decoder's cross-attention layers. - A feedback loop connects the final output YN back to the decoder input for the next step."
+      },
+      {
+        "path": "images/image-44-Book Cover_ Deep Learning.jpg_2",
+        "summary": "image-44 end <details>0"
+      },
+      {
+        "path": "images/image-38-__details_.jpg_3",
+        "summary": "image-38 </details> <details>0"
+      },
+      {
+        "path": "images/image-53-_details_ .jpg_2",
+        "summary": "image-53 <details> <details>0"
+      },
+      {
+        "path": "images/image-61-_details_ .jpg",
+        "summary": "image-61 <details> <details>0"
+      },
+      {
+        "path": "images/image-62-Matrix Structure Diagram.jpg",
+        "summary": "image-62 - Components: Matrix X and row vector x_n^T - Layout: A large matrix labeled 'X' (blue) with a single highlighted row labeled 'x_n^T' (pink) positioned above it."
+      },
+      {
+        "path": "images/image-63-Transformer Block Architecture.jpg",
+        "summary": "image-63 Input X flows into multi-head self-attention. Output of attention is added to input X and normalized (add & norm). Result Z feeds into an MLP layer. Output of MLP is added to Z and normalized (add & norm). Final output is denoted as X̃."
+      },
+      {
+        "path": "images/image-64-Attention Mechanism Diagram.jpg",
+        "summary": "image-64 - Input: X - Weight Matrices: W(q), W(k), W(v) - Intermediate Values: Q, K, V - Operations: mat mul (matrix multiplication), scale, softmax - Output: Y"
+      },
+      {
+        "path": "images/image-65-Softmax Function Example.jpg",
+        "summary": "image-65 Input Vector: [0.25, 1.23, -0.8] Operation: Softmax Output Vector: [0.249, 0.664, 0.087]"
+      },
+      {
+        "path": "images/image-66-Diagram of Input Processing.jpg",
+        "summary": "image-66 - Columns: Thinking, Machines - Rows: - Embedding: X1 (green), X2 (green) - Queries: q1 (purple), q2 (purple) - Keys: k1 (orange), k2 (orange) - Values: v1 (blue), v2 (blue)"
+      },
+      {
+        "path": "images/image-67-__details_.jpg",
+        "summary": "image-67 </details> <details>0"
+      },
+      {
+        "path": "images/image-68-Attention Mechanism Visualization.jpg",
+        "summary": "image-68 The image illustrates the matrix multiplication process for generating Query (Q), Key (K), and Value (V) matrices from an input matrix X. 1. **Top Row (Query Generation):** * Input Matrix: **X** (Green, dimensions 2x4) * Weight Matrix: **W^Q** (Purple, dimensions 4x3) * Resulting Matrix: **Q** (Purple, dimensions 2x3) 2. **Middle Row (Key Generation):** * Input Matrix: **X** (Green, dimensions 2x4) * Weight Matrix: **W^K** (Orange, dimensions 4x3) * Resulting Matrix: **K** (Orange, dimensions 2x3) 3. **Bottom Row (Value Generation):** * Input Matrix: **X** (Green, dimensions 2x4) * Weight Matrix: **W^V** (Blue, dimensions 4x3) * Resulting Matrix: **V** (Blue,"
+      },
+      {
+        "path": "images/image-69-Attention Mechanism Architecture.jpg",
+        "summary": "image-69 Input X is processed through three parallel linear transformations: W(q), W(k), and W(v). These produce Query (Q), Key (K), and Value (V) vectors. The Q and K vectors are multiplied via a matrix multiplication operation (\"mat mul\"). The result is scaled and passed through a softmax function. Finally, the output of the softmax is multiplied with the V vector via a second matrix multiplication to produce the final output Y."
+      },
+      {
+        "path": "images/image-70-Attention Visualization.jpg",
+        "summary": "image-70 Layer: 5, Attention: Input - Input Sentence: \"The animal didn't cross the street because it was too tired\" Key Connections: - The word \"it_\" (highlighted in grey) attends strongly to \"didn't\", \"cross_\", and \"because_\". - The word \"tire\" (part of \"tired\") shows strong attention links to \"it_\", \"was_\", and \"too_\"."
+      },
+      {
+        "path": "images/image-71-Specialized Information Types.jpg",
+        "summary": "image-71 - Specialized in colour information - Specialized in taste information - Specialized in movement information - Specialized in time related information"
+      },
+      {
+        "path": "images/image-72-Multi-head Attention Architecture.jpg",
+        "summary": "image-72 Input X is distributed to multiple parallel self-attention layers. Outputs from these self-attention layers are concatenated (concat). The concatenated result passes through a linear layer. Final output Y is produced."
+      },
+      {
+        "path": "images/image-73-#### 2) We.jpg",
+        "summary": "image-73 #### 2) We embed each word\\* \\* In all encoders other than #0, we don't need embedding. We start directly with the output of the encoder right below this one0"
+      },
+      {
+        "path": "images/image-74-#### 4) Ca.jpg",
+        "summary": "image-74 #### 4) Calculate attention using the resulting Q/K/V matrices <details>0"
+      },
+      {
+        "path": "images/image-75-5) Concate.jpg",
+        "summary": "image-75 5) Concatenate the resulting Z matrices, then multiply with weight matrix $W^{o}$ to produce the output of the layer <details>0"
+      },
+      {
+        "path": "images/image-76-_summary_t.jpg",
+        "summary": "image-76 <summary>text_image</summary> <details>0"
+      },
+      {
+        "path": "images/image-77-W₀^Q _deta.jpg",
+        "summary": "image-77 W₀^Q <details>0"
+      },
+      {
+        "path": "images/image-78-W₀^K _deta.jpg",
+        "summary": "image-78 W₀^K <details>0"
+      },
+      {
+        "path": "images/image-79-_summary_t.jpg",
+        "summary": "image-79 <summary>text_image</summary> <details>0"
+      },
+      {
+        "path": "images/image-80-W₁^Q _deta.jpg",
+        "summary": "image-80 W₁^Q <details>0"
+      },
+      {
+        "path": "images/image-81-W₁^K _deta.jpg",
+        "summary": "image-81 W₁^K <details>0"
+      },
+      {
+        "path": "images/image-82-_summary_t.jpg",
+        "summary": "image-82 <summary>text_image</summary> <details>0"
+      },
+      {
+        "path": "images/image-83-_summary_t.jpg",
+        "summary": "image-83 <summary>text_image</summary> <details>0"
+      },
+      {
+        "path": "images/image-84-Q₇ _detail.jpg",
+        "summary": "image-84 Q₇ <details>0"
+      },
+      {
+        "path": "images/image-63-Transformer Block Architecture.jpg_2",
+        "summary": "image-63 Input: Set of tokens $X \\in R^{N \\times D} : \\{x_{1}, \\ldots, x_{N}\\}$ Multi-head self-attention layer parameters <details>0"
+      },
+      {
+        "path": "images/image-85-Transformer Decoder Block.jpg",
+        "summary": "image-85 - Masked Multi Self Attention (Input) - Layer Norm - Feed Forward - Layer Norm (Output) - Residual connections connecting input to output of attention and feed-forward layers"
+      },
+      {
+        "path": "images/image-86-Attention Matrix Visualization.jpg",
+        "summary": "image-86 - Words: Life, is, short, eat, desert, first - Grid of numerical values representing attention weights between word pairs - Example value: \"first\" attending to \"Life\" = 0.18 (indicated by arrow) - Highest attention weight shown: 0.68 (\"is\" to \"is\")"
+      },
+      {
+        "path": "images/image-87-Attention Matrix Visualization.jpg",
+        "summary": "image-87 Title: Word Attention Weights (Life, is, short, eat, desert, first) Data Structure: 6x6 matrix showing attention scores between words. Row Labels: Life, is, short, eat, desert, first Column Labels: Life, is, short, eat, desert, first Key Data Points (Row -> Column): - Row \"Life\": [0.17, 0.13, 0.18, 0.16, 0.15, 0.18] - Row \"is\": [0.03, 0.68, 0.02, 0.08, 0.14, 0.02] - Row \"short\": [0.19, 0.06, 0.25, 0.14, 0.11, 0.23] - Row \"eat\": [0.15, 0.21, 0.14, 0.16, 0.17,"
+      },
+      {
+        "path": "images/image-88-Transformer Architecture Diagram.jpg",
+        "summary": "image-88 - **Encoder Section (Nx)**: - Multi-head attention block with inputs: keys, queries, values. - Add & norm layer. - Feed forward layer. - Add & norm layer. - **Decoder Section (Nx)**: - Masked multi-head attention block with inputs: keys, queries, values. - Add & norm layer. - Multi-head Attention block receiving 'keys' and 'values' from Encoder and 'queries' from Decoder. - Add & norm layer. - Feed forward layer. - Add & norm layer."
+      },
+      {
+        "path": "images/image-89-Neural Network Architecture Diagram.jpg",
+        "summary": "image-89 The image displays a sequence-to-sequence neural network model, likely an encoder-decoder architecture with attention mechanisms. **Structure Components:** - **Input Sequence (Left):** A French sentence represented as tokens: `[START]`, `je`, `suis`, `etudiant`, `[END]`. - **Output Sequence (Right):** An English translation represented as tokens: `[START]`, `I`, `am`, `a`, `student`. - **Encoder Block:** The left side processes the input sequence through embedding layers and recurrent units (indicated by the stacked blocks). - **Decoder Block:** The right side generates the output sequence using similar stacked processing units. - **Attention Mechanism:** Lines connecting the encoder's hidden states to the decoder's steps indicate an attention mechanism allowing the model to focus on specific parts of the input when generating each word of the output. - **Grid Visualization:** A blue grid in the center represents the alignment or attention weights between the source and target sequences."
+      },
+      {
+        "path": "images/image-90-Attention Mechanism Diagram.jpg",
+        "summary": "image-90 Inputs: x1 (n tokens), x2 (m tokens) Embedding size: d Weight matrices: Wq, Wk, Wv Dimensions: dq = dk = dv Output dimensions: n, m, dv Process flow: Inputs -> Weights -> Q, K, V matrices -> Attention matrix (QKT) -> Softmax -> Output Z"
+      },
+      {
+        "path": "images/image-91-Transformer Architecture Block.jpg",
+        "summary": "image-91 Input X flows into masked multi-head self-attention. Output passes through add & norm, then to multi-head cross-attention (receiving inputs Z, K, V, Q). Subsequent add & norm leads to an MLP layer. Final add & norm produces output X̃."
+      },
+      {
+        "path": "images/image-92-Transformer Architecture Diagram.jpg",
+        "summary": "image-92 - **Input Side (Encoder):** - Inputs -> Input Embedding -> Positional Encoding - N repetitions of: Multi-Head Attention -> Add & Norm -> Feed Forward -> Add & Norm - **Output Side (Decoder):** - Outputs (shifted right) -> Output Embedding -> Positional Encoding - N repetitions of: Masked Multi-Head Attention -> Add & Norm -> Multi-Head Attention -> Add & Norm -> Feed Forward -> Add & Norm - **Final Output:** - Linear Layer -> Softmax -> Output Probabilities"
+      },
+      {
+        "path": "images/image-93-Diagram.jpg",
+        "summary": "image-93 Input: Review sentiment examples (negative and positive) fed into a Language model. Output: The model predicts \"positive.\""
+      },
+      {
+        "path": "images/image-94-B --_ C[_L.jpg",
+        "summary": "image-94 B --> C[\"Language model\"] <details>0"
+      },
+      {
+        "path": "images/image-95-C --_ D[_O.jpg",
+        "summary": "image-95 C --> D[\"Output<br>positive.\"] <details>0"
+      },
+      {
+        "path": "images/image-96-__details_.jpg",
+        "summary": "image-96 </details> <details>0"
+      },
+      {
+        "path": "images/image-97-__details_.jpg",
+        "summary": "image-97 </details> <details>0"
+      },
+      {
+        "path": "images/image-98-__details_.jpg",
+        "summary": "image-98 </details> <details>0"
+      },
+      {
+        "path": "images/image-99-__details_.jpg",
+        "summary": "image-99 </details> <details>0"
+      },
+      {
+        "path": "images/image-100-__details_.jpg",
+        "summary": "image-100 </details> <details>0"
+      },
+      {
+        "path": "images/image-101-__details_.jpg",
+        "summary": "image-101 </details> <details>0"
+      },
+      {
+        "path": "images/image-102-__details_.jpg",
+        "summary": "image-102 </details> <details>0"
+      },
+      {
+        "path": "images/image-103-RL Algorithm Architecture.jpg",
+        "summary": "image-103 - Reward Predictor: Receives human feedback and outputs predicted reward to the RL Algorithm. - RL Algorithm: Interacts with the Environment by sending Actions and receiving Observations. - Environment: Provides Observations back to the RL Algorithm and sends data to the Reward Predictor."
+      },
+      {
+        "path": "images/image-104-RLHF Process Diagram.jpg",
+        "summary": "image-104 Title: Reinforcement Learning from Human Feedback (RLHF) Process Overview: The diagram illustrates a two-stage process involving preference data and reinforcement learning. Stage 1: Preference Data & Maximum Likelihood - Input Prompt (x): \"write me a poem about the history of jazz\" - Comparison: Two outputs are compared, y_w (preferred) and y_i (less preferred), indicated by a trophy icon next to y_w. - Mechanism: This comparison generates preference data used for maximum likelihood training. Stage 2: Reinforcement Learning Loop - Components: - Reward Model: A neural network structure that evaluates outputs. - LM Policy: A language model policy generating responses. - Workflow: 1. The LM Policy produces sample completions. 2. These completions are fed into the Reward Model. 3. The Reward Model provides label rewards back to the LM Policy. 4. This cycle represents the core reinforcement learning mechanism."
+      },
+      {
+        "path": "images/image-105-Direct Preference Optimization.jpg",
+        "summary": "image-105 Process flow showing how DPO works: - Input prompt example: \"write me a poem about the history of jazz\" - Comparison of two responses (y_w and y_l) representing preference data - Arrow indicating transformation through maximum likelihood optimization - Output: final Language Model (LM) represented as a neural network graph"
+      },
+      {
+        "path": "images/image-106-Robot Head Close-Up.jpg",
+        "summary": "image-106 - Subject: A close-up side profile of a futuristic robot or android head. - Features: White, smooth facial surface with human-like features (eye, nose, mouth). - Mechanical Details: Exposed internal mechanisms on the side of the head, including a circular component resembling an eye or sensor with blue and orange elements. - Materials: Combination of white plastic/metal casing and dark mechanical parts. - Style: High-tech, sci-fi aesthetic with clean lines and detailed engineering visible."
+      },
+      {
+        "path": "images/image-107-Architecture Diagram.jpg",
+        "summary": "image-107 Input node connects to three experts: Text Expert, Image Expert, and Fusion Expert. Experts connect to Output node. Gating Network receives input and distributes weights to experts: 10% to Fusion Expert, 30% to Image Expert, 60% to Text Expert."
+      },
+      {
+        "path": "images/image-108-ChatGPT Overview.jpg",
+        "summary": "image-108 Examples: - \"Explain quantum computing in simple terms\" - \"Got any creative ideas for a 10 year old's birthday?\" - \"How do I make an HTTP request in Javascript?\" Capabilities: - Remembers what user said earlier in the conversation - Allows user to provide follow-up corrections - Trained to decline inappropriate requests Limitations: - May occasionally generate incorrect information - May occasionally produce harmful instructions or biased content - Limited knowledge of world and events after 2021"
+      },
+      {
+        "path": "images/image-109-Avocado Armchair Designs.jpg",
+        "summary": "image-109 Text Prompt: an armchair in the shape of an avocado. an armchair imitating an avocado. AI-Generated Images: A grid of 15 variations of armchairs designed to resemble avocados. The designs feature green exteriors mimicking avocado skin, with interiors often showing yellow or brown tones representing the fruit's flesh and pit. Styles range from simple bean-bag shapes to more structured chairs with legs, some including cushions or pillows."
+      },
+      {
+        "path": "images/image-110-Millennium Falcon.jpg",
+        "summary": "image-110 - Subject: Millennium Falcon spaceship (Star Wars franchise) - View: Bottom/underside perspective showing the ship's saucer-shaped hull and landing gear - Key features visible: - Cockpit dome on the upper right side - Engine exhaust ports at the rear - Landing struts deployed - Detailed surface paneling and mechanical components - Greenish lighting along the top edge - Background: Transparent/white background"
+      },
+      {
+        "path": "images/image-111-Millennium Falcon.jpg",
+        "summary": "image-111 Detailed view of the underside of the Millennium Falcon spaceship, showing the cockpit dome, engine exhausts, and landing gear."
+      },
+      {
+        "path": "images/image-112-Three Devils.jpg",
+        "summary": "image-112 Text: \"ASK NO QUESTIONS, HEAR NO LIES\" Visual Description: Three orange, devil-like creatures sitting side-by-side. The creature on the left covers its eyes with its hands (see no evil). The middle creature covers its ears with its hands (hear no evil). The creature on the right covers its mouth with its hands (speak no evil). They have horns, fangs, and tails. A banner across their legs displays the text. Signature \"M. EM\" is visible in the bottom left corner."
+      },
+      {
+        "path": "images/image-113-Call Phrase Logic Flow.jpg",
+        "summary": "image-113 Start -> Input phrase Decision 1: Is phrase = \"take call\"? - YES -> Execute \"accept call\" -> Stop - NO -> Decision 2: Is phrase = \"accept call\"? - YES -> Execute \"accept call\" -> Stop - NO -> Decision 3: Is phrase = \"join call\"? - YES -> Execute \"accept call\" -> Stop - NO -> Could not understand phrase -> Stop"
+      },
+      {
+        "path": "images/image-114-E --__YES_.jpg",
+        "summary": "image-114 E -->|YES| G[\"Execute &quot;accept call&quot;\"] <details>0"
+      },
+      {
+        "path": "images/image-115-Sentence Structure Diagram.jpg",
+        "summary": "image-115 S -> NP, VP NP -> Pro (I) VP -> Verb (prefer), NP NP -> Det (the), Nom Nom -> Noun (morning), Noun (flight) PP -> P (through), NP NP -> Pro (Denver)"
+      },
+      {
+        "path": "images/image-116-Linguistic Relationships Diagram.jpg",
+        "summary": "image-116 - **Pluralization**: dog -> dogs, cat -> cats - **Gender/Relationships**: - man -> woman, king -> queen - father -> son, mother -> daughter - boy -> girl - **Geography (Capital Cities)**: France -> Paris, England -> London, Italy -> Rome - **Pronouns**: he -> himself, she -> herself - **Comparatives and Superlatives**: - slow -> slower -> slowest - fast -> faster -> fastest - long -> longer -> longest"
+      },
+      {
+        "path": "images/image-117-LSTM Cell Architecture.jpg",
+        "summary": "image-117 - Input Variables: $X_t$, $h_{t-1}$, $C_{t-1}$ - Output Variables: $y_t$, $h_t$, $C_t$ - Internal Gates and Operations: - Forget Gate ($f_t$): Uses sigmoid ($\\sigma$) activation on inputs $X_t$ and $h_{t-1}$. - Input Gate ($i_t$): Uses sigmoid ($\\sigma$) activation. - Candidate Memory ($\\tilde{C}_t$): Generated via tanh activation using inputs $X_t$ and $h_{t-1}$. - Output Gate ($o_t$): Uses sigmoid ($\\sigma$) activation. - Mathematical Operations: - Element-wise multiplication (X) for gating mechanisms. - Addition (+) for updating the cell state. - Activation Functions Used: Sigmoid ($\\sigma$), Hyperbolic Tangent (tanh)."
+      },
+      {
+        "path": "images/image-118-Recurrent Neural Network Unfolding.jpg",
+        "summary": "image-118 Diagram illustrating the structure and time-unfolding of a Recurrent Neural Network (RNN). **Left Side: Compact Representation** - **Input Layer**: Green node labeled 'x' - **Hidden State**: Blue rectangle labeled 'h' with a self-loop connection labeled 'V' - **Output Layer**: Pink circle labeled 'o' - **Connections**: - Input to Hidden state via weight 'U' - Hidden state to Output via weight 'W' **Right Side: Time-Unfolded Representation** - Shows the network expanded over time steps ($t-1$, $t$, $t+1$) - **Sequence of Inputs**: $x_{t-1}$, $x_t$, $x_{t+1}$ (Green nodes) - **Sequence of Hidden States**: $h_{t-1}$, $h_t$, $h_{t+1}$ (Blue rectangles) - **Sequence of Outputs**: $o_{t-1}$, $o_t$, $o_{t+1}$ (Pink circles) - **Weight Parameters**:"
+      },
+      {
+        "path": "images/image-119-Attention Visualization Layer 5.jpg",
+        "summary": "image-119 Input Sequence: The_ animal_ didn_ ' _ t_ cross_ the_ street_ because_ it_ was_ too_ tire_ d_ Output Sequence: The_ animal_ didn_ ' _ t_ cross_ the_ street_ because_ it_ was_ too_ tire_ d_ Relationships: - \"it_\" in the output is connected to multiple tokens in the input, specifically \"didn_\", \"'_\", \"t_\", and \"because_\". - Other tokens show a direct one-to-one mapping between input and output positions."
+      },
+      {
+        "path": "images/image-120-Transformer Architecture Diagram.jpg",
+        "summary": "image-120 - **Structure**: Encoder-Decoder model with N stacked layers (N=6 for base, 8 for large). - **Input Side (Encoder)**: - Inputs processed through Input Embedding and Positional Encoding. - Stacked N times containing Multi-Head Attention and Feed Forward blocks. - Each block has Add & Norm (Addition + Normalization) residual connections. - **Output Side (Decoder)**: - Outputs (shifted right) processed through Output Embedding and Positional Encoding. - Stacked N times containing Masked Multi-Head Attention, Multi-Head Attention, and Feed Forward blocks. - Includes Add & Norm residual connections. - **Final Output Layer**: - Linear layer followed by Softmax to produce Output Probabilities."
+      },
+      {
+        "path": "images/image-66-Diagram of Input Processing.jpg_2",
+        "summary": "image-66 A[\"0.25\\n1.23\\n-0.8\"] --> B[\"Softmax\"] <details>0"
+      },
+      {
+        "path": "images/image-67-__details_.jpg_2",
+        "summary": "image-67 </details> <details>0"
+      },
+      {
+        "path": "images/image-68-Attention Mechanism Visualization.jpg_2",
+        "summary": "image-68 <summary>text_image</summary> <details>0"
+      },
+      {
+        "path": "images/image-73-#### 2) We.jpg_2",
+        "summary": "image-73 #### 2) We embed each word\\* \\* In all encoders other than #0, we don't need embedding. We start directly with the output of the encoder right below this one0"
+      },
+      {
+        "path": "images/image-74-#### 4) Ca.jpg_2",
+        "summary": "image-74 #### 4) Calculate attention using the resulting Q/K/V matrices <details>0"
+      },
+      {
+        "path": "images/image-75-5) Concate.jpg_2",
+        "summary": "image-75 5) Concatenate the resulting Z matrices, then multiply with weight matrix $W^{o}$ to produce the output of the layer <details>0"
+      },
+      {
+        "path": "images/image-76-_summary_t.jpg_2",
+        "summary": "image-76 <summary>text_image</summary> <details>0"
+      },
+      {
+        "path": "images/image-77-W₀^Q _deta.jpg_2",
+        "summary": "image-77 W₀^Q <details>0"
+      },
+      {
+        "path": "images/image-78-W₀^K _deta.jpg_2",
+        "summary": "image-78 W₀^K <details>0"
+      },
+      {
+        "path": "images/image-79-_summary_t.jpg_2",
+        "summary": "image-79 <summary>text_image</summary> <details>0"
+      },
+      {
+        "path": "images/image-80-W₁^Q _deta.jpg_2",
+        "summary": "image-80 W₁^Q <details>0"
+      },
+      {
+        "path": "images/image-81-W₁^K _deta.jpg_2",
+        "summary": "image-81 W₁^K <details>0"
+      },
+      {
+        "path": "images/image-82-_summary_t.jpg_2",
+        "summary": "image-82 <summary>text_image</summary> <details>0"
+      },
+      {
+        "path": "images/image-83-_summary_t.jpg_2",
+        "summary": "image-83 <summary>text_image</summary> <details>0"
+      },
+      {
+        "path": "images/image-84-Q₇ _detail.jpg_2",
+        "summary": "image-84 Q₇ <details>0"
+      },
+      {
+        "path": "images/image-89-Neural Network Architecture Diagram.jpg_2",
+        "summary": "image-89 style K fill:#fff,stroke:#333 <details>0"
+      },
+      {
+        "path": "images/image-93-Diagram.jpg_2",
+        "summary": "image-93 ▶ An ability is emergent if it is present in larger but not smaller models <details>0"
+      },
+      {
+        "path": "images/image-94-B --_ C[_L.jpg_2",
+        "summary": "image-94 B --> C[\"Language model\"] <details>0"
+      },
+      {
+        "path": "images/image-95-C --_ D[_O.jpg_2",
+        "summary": "image-95 C --> D[\"Output<br>positive.\"] <details>0"
+      },
+      {
+        "path": "images/image-96-__details_.jpg_2",
+        "summary": "image-96 </details> <details>0"
+      },
+      {
+        "path": "images/image-97-__details_.jpg_2",
+        "summary": "image-97 </details> <details>0"
+      },
+      {
+        "path": "images/image-121-__details_.jpg",
+        "summary": "image-121 </details> <details>0"
+      },
+      {
+        "path": "images/image-99-__details_.jpg_2",
+        "summary": "image-99 </details> <details>0"
+      },
+      {
+        "path": "images/image-100-__details_.jpg_2",
+        "summary": "image-100 </details> <details>0"
+      },
+      {
+        "path": "images/image-101-__details_.jpg_2",
+        "summary": "image-101 </details> <details>0"
+      },
+      {
+        "path": "images/image-102-__details_.jpg_2",
+        "summary": "image-102 </details> <details>0"
+      },
+      {
+        "path": "images/image-122-RL Algorithm Reward Prediction Flow.jpg",
+        "summary": "image-122 - Components: RL Algorithm, Reward Predictor, Environment - Inputs to Reward Predictor: Human Feedback (dotted line) - Outputs from Reward Predictor: Predicted Reward (sent to RL Algorithm) - Interaction between RL Algorithm and Environment: - Observation sent from Environment to RL Algorithm - Action sent from RL Algorithm to Environment"
+      },
+      {
+        "path": "images/image-104-RLHF Process Diagram.jpg_2",
+        "summary": "image-104 C -->|ACTION| A <details>0"
+      },
+      {
+        "path": "images/image-105-Direct Preference Optimization.jpg_2",
+        "summary": "image-105 subgraph Reinforcement_learning_from_Human_Feedback_RLHF[\"\\\"Reinforcement learning from Human Feedback (RLHF)\\\"\"] <details>0"
+      },
+      {
+        "path": "images/image-123-ChatGPT Interface.jpg",
+        "summary": "image-123 - **URL**: chat.openai.com - **Background Text**: \"Welcome to ChatGPT\", \"your OpenAI account\" - **User Input**: \"Hi\" - **AI Response**: \"Hello! How can I help you today? Is there something you need help with or would like to learn more about? I'm here to assist you with any questions you may have.\""
+      },
+      {
+        "path": "images/image-124-GPT Model Evolution.jpg",
+        "summary": "image-124 - **Series:** GPT-3 Series and GPT-3.5 Series - **GPT-3 Initial (Davinci):** Derived from Large-scale language model pretraining - **Codex Initial:** Result of Training on code - Code-davinci-001 - Code-cushman-001 - **InstructGPT Initial:** Result of Instruction tuning - Instruct-davinci-beta - Text-davinci-001 - **Code-davinci-002:** Derived from LM + code training then instruction tuning (combining Codex and InstructGPT paths) - **Text-davinci-002:** Derived from Supervised instruction tuning - **Final Models (RLHF applied to Text-davinci-002):** - Text-davinci-003 - ChatGPT"
+      },
+      {
+        "path": "images/image-106-Robot Head Close-Up.jpg_2",
+        "summary": "image-106 ▶ Discuss humor in images, summarize screenshot text, etc. <details>0"
+      },
+      {
+        "path": "images/image-125-Architecture Diagram.jpg",
+        "summary": "image-125 - Input node feeds into three expert modules: Text Expert, Image Expert, and Fusion Expert. - All experts feed into a single Output node. - A Gating Network receives input from the Input node and distributes weights to each expert: - Text Expert: 60% - Image Expert: 30% - Fusion Expert: 10%"
+      },
+      {
+        "path": "images/image-126-ChatGPT Overview.jpg",
+        "summary": "image-126 Examples: - \"Explain quantum computing in simple terms\" - \"Got any creative ideas for a 10 year old's birthday?\" - \"How do I make an HTTP request in Javascript?\" Capabilities: - Remembers what user said earlier in the conversation - Allows user to provide follow-up corrections - Trained to decline inappropriate requests Limitations: - May occasionally generate incorrect information - May occasionally produce harmful instructions or biased content - Limited knowledge of world and events after 2021"
+      },
+      {
+        "path": "images/image-109-Avocado Armchair Designs.jpg_2",
+        "summary": "image-109 I[\"&quot;How do I make an HTTP request in Javascript?&quot; →\"] --> J[\"Trained to decline inappropriate requests\"] <details>0"
+      },
+      {
+        "path": "images/image-110-Millennium Falcon.jpg_2",
+        "summary": "image-110 - Potential real-world impacts: <details>0"
+      },
+      {
+        "path": "images/image-111-Millennium Falcon.jpg_2",
+        "summary": "image-111 - Infinite/external memory: like Neural Turing Machines <details>0"
+      },
+      {
+        "path": "images/image-127-ChatGPT Dialogue.jpg",
+        "summary": "image-127 Title: ChatGPT - **Main Subject:** A chat interface displaying a conversation with \"ChatGPT\". - **Dialogue Content:** - **User Question 1:** \"What are you?\" - **AI Response:** \"I'm a large language model trained by OpenAI. I'm a form of artificial intelligence that has been designed to process and generate human-like language.\" - **User Question 2:** \"Are you human?\" - **AI Response:** \"I'm not a human and I don't have the ability to think or feel in the same way that a person does.\" - **Visual Elements:** The interface includes the ChatGPT logo (a knot shape) and stylized icons representing users and messages connected by lines on a light background."
+      },
+      {
+        "path": "images/image-128-OpenAI Whisper.jpg",
+        "summary": "image-128 - Text: OpenAI/Whisper - Logo: OpenAI logo (stylized knot) - Background: Abstract wave pattern in blue and purple mesh/grid style - Icon: Audio/speaker icon in bottom right corner"
+      },
+      {
+        "path": "images/image-129-Object and Person Detection on Bridge.jpg",
+        "summary": "image-129 - Primary Subject: A crowd of people walking across a stone bridge with a large cylindrical fortress in the background (Castel Sant'Angelo, Rome). - Detected Objects (Red Boxes): - Two tall street lamps (one on the far left, one on the far right). - Multiple statues positioned along the bridge railing. - Flags visible near the statues and on top of the fortress. - Detected Persons (Yellow Boxes): - Numerous individuals identified as \"PERSON\" or \"PERS\". - Groups of people are clustered on the right side of the foreground. - Individuals are scattered throughout the middle ground walking towards the camera or away. - Visual Context: The scene is outdoors under a blue sky with clouds. The image includes bounding box overlays typical of computer vision object detection tasks."
+      },
+      {
+        "path": "images/image-130-Collage of Diverse Images.jpg",
+        "summary": "image-130 - Top Row: A teddy bear dressed as a knight, a surreal portrait with floral elements, an anime-style couple walking down a street at night, a cyclist on a dirt road, and a mountain reflected in a lake. - Middle Row: A smiling woman with hoop earrings, a lion made of autumn leaves, a portrait of a young woman in athletic wear, a close-up of a spiderweb with dew drops, and glowing mushrooms in a dark forest. - Bottom Row: A silhouette of a person standing on a cliff during a lightning storm, a child playing guitar by a campfire, a classic car parked under a modern concrete structure, colorful stones on a beach at sunset, and a stylized eagle head with neon colors against a city skyline."
+      },
+      {
+        "path": "images/image-131-Collage of.jpg",
+        "summary": "image-131 Collage of diverse images including animals, landscapes, and urban scenes with no visible text or symbols. <details>0"
+      },
+      {
+        "path": "images/image-132-_details_ .jpg",
+        "summary": "image-132 <details> <details>0"
+      },
+      {
+        "path": "images/image-133-_details_ .jpg",
+        "summary": "image-133 <details> <details>0"
+      },
+      {
+        "path": "images/image-134-_details_ .jpg",
+        "summary": "image-134 <details> <details>0"
+      },
+      {
+        "path": "images/image-135-_details_ .jpg",
+        "summary": "image-135 <details> <details>0"
+      },
+      {
+        "path": "images/image-136-_details_ .jpg",
+        "summary": "image-136 <details> <details>0"
+      },
+      {
+        "path": "images/image-137-_details_ .jpg",
+        "summary": "image-137 <details> <details>0"
+      },
+      {
+        "path": "images/image-138-_details_ .jpg",
+        "summary": "image-138 <details> <details>0"
+      },
+      {
+        "path": "images/image-139-_details_ .jpg",
+        "summary": "image-139 <details> <details>0"
+      },
+      {
+        "path": "images/image-140-Person using robotic exoskeleton.jpg",
+        "summary": "image-140 - Subject: A man wearing a blue sweater and glasses, viewed from the back. - Equipment: He is operating a complex robotic exoskeleton system mounted on his back and arms. The device features multiple black articulated joints, motors, and wiring harnesses. - Action: The person is reaching into an open refrigerator with the robotic arm attached to his right side. - Environment: The setting appears to be a laboratory or testing facility with light-colored walls and wooden cabinetry in the background."
+      },
+      {
+        "path": "images/image-141-_details_ .jpg",
+        "summary": "image-141 <details> <details>0"
+      },
+      {
+        "path": "images/image-142-_details_ .jpg",
+        "summary": "image-142 <details> <details>0"
+      },
+      {
+        "path": "images/image-143-_details_ .jpg",
+        "summary": "image-143 <details> <details>0"
+      },
+      {
+        "path": "images/image-144-_details_ .jpg",
+        "summary": "image-144 <details> <details>0"
+      },
+      {
+        "path": "images/image-145-_details_ .jpg",
+        "summary": "image-145 <details> <details>0"
+      },
+      {
+        "path": "images/image-146-_details_ .jpg",
+        "summary": "image-146 <details> <details>0"
+      },
+      {
+        "path": "images/image-147-Alphago Documentary.jpg",
+        "summary": "image-147 Title: ALPHAGO Laurels and Awards: - Tribeca Film Festival 2017 - BFI London Film Festival Official Selection - Winner, Humanitarian Award (2017) - Mill Valley Film Festival 2017 - Official Selection, Vancouvar Film Festival - VIFF (Vancouver International Film Festival) Visual Description: - Two men seated at a table playing the board game Go. - One man is facing a computer screen displaying a Go board. - The background is black with a stylized white dot pattern above the title."
+      },
+      {
+        "path": "images/image-148-DeepMind StarCraft II.jpg",
+        "summary": "image-148 - DeepMind logo and text overlay - Background: StarCraft II gameplay scene showing Protoss units and structures (e.g., Pylons, Gateways) with blue energy effects - Visual context: AI research environment associated with DeepMind's work on game-playing agents"
+      },
+      {
+        "path": "images/image-149-OpenAI Five Dota 2 Gameplay.jpg",
+        "summary": "image-149 - Game: Dota 2 (Match ID: OPENAI FIVE) - Time: 7:05 minutes elapsed - Score: OpenAI Five leads 6 to 1 - Active Hero: Death Prophet (Level 9) - Hero Stats: 463/794 HP, 190/675 Mana - KDA: 7 kills, 2 deaths, 24 assists - Items: Boots of Travel, Magic Wand, Blink Dagger, Aghanim's Scepter, Octarine Core, Scythe of Vyse - Minimap shows team positioning in mid-lane area - Large circular spell effect visible on map (likely Chronosphere or similar ability) - OpenAI logo and branding visible in UI"
+      },
+      {
+        "path": "images/image-150-Med-PaLM M Diagram.jpg",
+        "summary": "image-150 Central Node: Med-PaLM M Input Modalities (Left Side): - Genomics - Mammography - Dermatology - Radiograph - Radiology Report - Medical Knowledge - Pathology Output Tasks (Right Side): - Medical Question Answering - Medical Visual Question Answering - Medical Image Classification - Radiology Report Summarization - Radiology Report Generation - Genomic Variant Calling Footer Label: MultiMedBench modalities and tasks"
+      },
+      {
+        "path": "images/image-151-Google Med-Palm 2 Introduction.jpg",
+        "summary": "image-151 - Event: Google introducing Med-PALM 2 - Visuals: Futuristic robotic head with glowing neural circuits and the Google \"G\" logo; three medical professionals in scrubs on stage - Context: Likely a product launch or presentation slide for Google's medical AI model"
+      },
+      {
+        "path": "images/image-152-Google DeepMind Protein Structure.jpg",
+        "summary": "image-152 - Organization: Google DeepMind (logo and text visible) - Subject: 3D visualization of a protein structure - Visual details: Ribbon diagram showing secondary structures (alpha helices) with color gradients from blue to pink; molecular backbone and side chains depicted as stick models - Context: Illustration related to computational biology or AI-driven protein folding research"
+      },
+      {
+        "path": "images/image-153-Comparison of Input Capacity.jpg",
+        "summary": "image-153 Y-axis: Words of input (log10) ranging from 4 to 12 X-axis: Age (years) ranging from 0 to 20 Data Series: - PaLM: Top dashed black line, consistently near 12 words of input. - GPT-3: Upper dashed grey line, slightly below PaLM around 11.5 words of input. - Human upper bound: Solid red line, starting around 7 and rising to approximately 8.2 by age 20. - Human lower bound: Solid blue line, starting around 6 and rising to approximately 7 by age 20. Annotations: - A bracket highlights the gap between human performance and AI models, labeled \"Gap of ~4-5 orders of magnitude\". - Vertical dashed lines indicate data points at ages 5 and 20."
+      },
+      {
+        "path": "images/image-154-Diagram of Transformer Architecture and Corruption Process.jpg",
+        "summary": "image-154 (a) Clean run: Input sequence \"The Space Need le is in downtown\" processed through layers. (b) Corrupted subject run: The word \"Space\" is corrupted (yellow diamond), triggering a flow (purple arrow) to fix the output. (c) Patch clean states: Intermediate layer states are patched with correct values (\"Seattle\"). (d) Note when output is fixed: Shows the final output state, contrasting a correct output with a corrupted one. Legend: h_t^0 state (purple circle), attention (green diamond), MLP (red square), corrupted embedding (yellow diamond)."
+      },
+      {
+        "path": "images/image-155-style Patc.jpg",
+        "summary": "image-155 style Patch clean states fill:#ccf,stroke:#333 <details>0"
+      },
+      {
+        "path": "images/image-156-__details_.jpg",
+        "summary": "image-156 </details> <details>0"
+      },
+      {
+        "path": "images/image-157-__details_.jpg",
+        "summary": "image-157 </details> <details>0"
+      },
+      {
+        "path": "images/image-158-Architecture of a Gating Network.jpg",
+        "summary": "image-158 Input flows into a Gating Network which distributes data to multiple Expert modules (Expert 1, Expert 2, Expert 3... Expert n). The Gating Network generates weights that are combined with the outputs from the Experts. These weighted outputs are aggregated and passed to the final Output."
+      },
+      {
+        "path": "images/image-159-ReAct Framework Diagram.jpg",
+        "summary": "image-159 - **Process Flow**: Query -> LLM -> Action -> Environment -> Reward - **Components**: - Query - LLM (Large Language Model) - Action - Environment - Reward - Reflection (LLM) - Heuristic (h) - **Data Structures**: - Sequence: {a0, o0, a1, o1, a2, o2, ..., aN, oN} - Rewards: {r0, r1, r2, ..., rN} - **Feedback Loops**: - The \"Reflection\" component feeds back into the \"Query\". - The \"Heuristic\" component receives input from the sequence data and provides feedback to both \"Action\" and \"Reflection\"."
+      },
+      {
+        "path": "images/image-160-Performance on SQuAD Benchmark.jpg",
+        "summary": "image-160 Chart Title: Performance on SQuAD Benchmark Y-Axis Label: Accuracy (Range: 0-100) X-Axis Label: Trials (Range: 0-10) Data Series and Trends: - Base (Blue Line): Starts at ~30 accuracy, rises slowly to plateau around 40 by trial 10. - Reflexion of Base (Orange Line): Starts at ~30 accuracy, shows steady growth reaching approximately 80 by trial 10. - Reflexion of Reflexion of Base (Purple Line): Starts at ~30 accuracy, demonstrates the steepest initial growth and highest performance, reaching nearly 90 by trial 10."
+      },
+      {
+        "path": "images/image-161-Q_ Roger h.jpg",
+        "summary": "image-161 Q: Roger has 5 tennis balls. He buys 2 more cans of tennis balls. Each can has 3 tennis balls. How many tennis balls does he have now? #### Chain-of-Thought Prompting0"
+      },
+      {
+        "path": "images/image-162-Prompting Methods Comparison.jpg",
+        "summary": "image-162 (a) Input-Output Prompting (IO): Linear flow from Input to Output. (c) Chain of Thought Prompting (CoT): Sequential steps between Input and Output. (c) Self Consistency with CoT (CoT-SC): Multiple parallel reasoning paths aggregated via Majority vote to produce Output. (d) Tree of Thoughts (ToT): Hierarchical tree structure where nodes represent \"thought\" states, branching into multiple possibilities before converging to an Output."
+      },
+      {
+        "path": "images/image-163-Mind Map_ Balloon Science.jpg",
+        "summary": "image-163 - Central Question: What fills the balloons? - Answer: Helium - Key Concepts & Relationships: - Why can a balloon float? -> Balloon has lower density -> Low density gas like helium - What can make a balloon float? -> (Linked to low density gas) - Where is the balloons? -> Over people's heads -> Floating in the air - What is the state of the balloon? -> (Linked to floating in the air) - Visual Context: Includes an image of children and adults gathered around a table with balloons."
+      },
+      {
+        "path": "images/image-164-Self-Questioning Process Diagram.jpg",
+        "summary": "image-164 The diagram illustrates a hierarchical Self-Questioning (SQ) process involving multiple depths and return hints. **Process Flow:** * **Root Node:** The process begins with an initial state $H^0 := [H^0; \\widetilde{H}_1^2]$ leading to the first \"Self-Questioning (SQ)\" node. * **Branching:** From each SQ node, the process branches into multiple questions denoted as $<Q_i^d, H^d, I>$, where $i$ represents the question index at depth $d$. * **Depth Levels:** The diagram shows progression through depths 1, 2, and 3. At each level, new states are generated, such as $H^1 := [H^1; \\widetilde{H}_1^3]$, which feed into subsequent SQ nodes. * **Recursion/Iteration:** The pattern repeats with ellipses (...) indicating continuation of the process for further depths ($N_1$, etc.) and deeper levels. **Legend & Definitions:** * **Green Box"
+      },
+      {
+        "path": "images/image-165-Cute Robot Illustration.jpg",
+        "summary": "image-165 - Subject: A stylized, cartoon robot character. - Appearance: White body with blue accents on the head and eyes. - Features: Large round head, two circular eyes, a small antenna on top, and raised arms in a welcoming or shrugging gesture. - Style: Simple line art with soft shading, set against a light blue background."
+      },
+      {
+        "path": "images/image-166-OpenAI GPT-4 Chip.jpg",
+        "summary": "image-166 Text on processor: OpenAI INSIDE, GPT 4 Visual description: A computer chip labeled \"OpenAI INSIDE\" and \"GPT 4\" mounted on a circuit board with glowing green and blue data pathways."
+      },
+      {
+        "path": "images/image-167-Agent Architecture Diagram.jpg",
+        "summary": "image-167 - Central Component: Agent (highlighted in pink) - Memory Module: Connected to Short-term memory and Long-term memory; linked via dashed line to Planning. - Tools Module: Includes Calendar(), Calculator(), CodeInterpreter(), Search(), and ...more. Linked to Action via dashed line. - Planning Module: Connected to Reflection, Self-critics, Chain of thoughts, and Subgoal decomposition. - Action Module: Directly connected from Agent."
+      },
+      {
+        "path": "images/image-168-Multi-On Search Interface.jpg",
+        "summary": "image-168 - Brand Name: MULTI·ON - Browser Context: Google Chrome \"New Tab\" page with visible bookmarks (Cornell University, Gmail, Hacker News, Product Hunt, GitHub) - Search Query Text: \"book a one-way flight from nyc to sfo for June 10 for the MULTION hackathon u\" - Action Button: Search - Background Image: Wooden structure with house number \"4140\" and blue sky"
+      },
+      {
+        "path": "images/image-169-Online Driver's License Test.jpg",
+        "summary": "image-169 Organization: CA Icon Motor Vehicles Version: V4.3.7.0 Question: What is the appropriate speed to drive through a flooded roadway? Options: - Slowly - The posted speed limit - Quickly Buttons: Quit Test, Submit, Skip Question"
+      },
+      {
+        "path": "images/image-170-Automated Driving Levels.jpg",
+        "summary": "image-170 Title: For on-road vehicles Legend: Blue icon represents Human driver, Green icon represents Automated system. The chart defines 6 levels of automation (0-5) based on four criteria: Steering/acceleration control, Monitoring driving environment, Fallback when automation fails, and Control during automated operation. Level 0: No Automation - Driver performs all tasks (Steering, Acceleration, Monitoring, Fallback). - Automated system is N/A. Level 1: Driver Assistance - Automated system assists with Steering and acceleration/deceleration in SOME DRIVING MODES. - Driver monitors environment and handles fallback. Level 2: Partial Automation - Automated system controls Steering and acceleration/deceleration in SOME DRIVING MODES. - Driver monitors environment and handles fallback. Level 3: Conditional Automation - Automated system controls Steering, acceleration/deceleration, AND Monitoring of driving environment in SOME DRIVING MODES. - Driver handles fallback when automation fails. Level 4: High Automation - Automated system controls Steering, acceleration/deceleration, Monitoring, AND Fallback in SOME DRIVING MODES."
+      },
+      {
+        "path": "images/image-171-Gorilla Tools Logo.jpg",
+        "summary": "image-171 - Illustration of a gorilla holding tools: a wrench in the left hand and a hammer in the right hand. - The word \"GORILLA\" printed in large, bold, black capital letters below the illustration. - A screwdriver with a red handle positioned horizontally at the bottom of the image."
+      },
+      {
+        "path": "images/image-172-_details_ .jpg",
+        "summary": "image-172 <details> <details>0"
+      },
+      {
+        "path": "images/image-173-#### Direc.jpg",
+        "summary": "image-173 #### Direct interaction <details>0"
+      },
+      {
+        "path": "images/image-174-LangChain and Multion API Example.jpg",
+        "summary": "image-174 File: langchain_example.ipynb (Python 3.11.3) Code Snippet 1: Multion Login - Imports the `multion` library. - Executes `multion.login()`. Code Snippet 2: Creating a New Session - Uses `multion.new_session()` to create an automated task. - **Input Prompt:** \"Make a 50 word tweet announcing that THE MULTIION API IS LIVE!! And here is the first automated tweet made by AI\" - **Target URL:** https://www.twitter.com Code Snippet 3: Retrieving Response Data - Extracts the message from the response object using chained `.get()` methods: `response.get('response').get('data').get('message')`. Code Snippet 4: LangChain Setup - **Imports:** `LlMMathChain`, `OpenAI`, `SerpAPIWrapper`, `SQLDatabase`, `SQLDatabaseChain`, `initialize_agent`, `Tool`, `AgentType`, `ChatOpenAI`. - **Environment Variables Set:** - `LANGCHAIN_TR"
+      },
+      {
+        "path": "images/image-175-OpenAI GPT-4 Chip.jpg",
+        "summary": "image-175 - Brand: OpenAI (Logo visible) - Text: \"INSIDE\" - Model: GPT 4 - Visual Context: The image depicts a computer processor chip mounted on a circuit board with glowing blue and green data lines, symbolizing the integration of AI technology."
+      },
+      {
+        "path": "images/image-176-Transformer Architecture Diagram.jpg",
+        "summary": "image-176 - Main Component: Transformer (top block) - Input Components (bottom blocks): - scratchpad - memory - instructions - Underlying Layer: pointers - Sequence Label: input embedding sequence - Flow/Relationships: - An upward arrow indicates the flow from the bottom components (scratchpad, memory, instructions) into the Transformer. - A feedback loop is shown on the right side, where an output path from the Transformer loops back to point towards the \"instructions\" section of the input components."
+      },
+      {
+        "path": "images/image-177-Memory Component.jpg",
+        "summary": "image-177 - Visual representation of a memory unit or storage block - Cylindrical shape with \"Memory\" label centered on the front face - Simple diagrammatic style, likely part of a larger technical or architectural diagram"
+      },
+      {
+        "path": "images/image-178-Cute Robot Illustration.jpg",
+        "summary": "image-178 - Subject: A stylized, cartoon robot character with a round head and antenna. - Features: Large blue eyes, light blue side panels on the head, raised arms in a welcoming gesture. - Style: Simple line art with soft shading, set against a light blue background."
+      },
+      {
+        "path": "images/image-179-Cute Robot Illustration.jpg",
+        "summary": "image-179 - Subject: A stylized, cartoon robot character with a round head and body. - Features: Two blue circular eyes, a single antenna on top of the head, and raised arms in a welcoming or excited gesture. - Style: Simple line art with light blue shading against a solid light blue background."
+      },
+      {
+        "path": "images/image-180-Cute Robot Illustration.jpg",
+        "summary": "image-180 - Subject: A stylized, cartoon robot character. - Appearance: Large oval head with two blue circular eyes and light blue side panels. - Features: Single antenna on top of the head; thin arms raised in a welcoming or excited gesture. - Style: Simple line art with flat colors (white, blue, black) on a light blue background."
+      },
+      {
+        "path": "images/image-181-Robot Icon.jpg",
+        "summary": "image-181 A cartoon-style robot illustration with a round head, antenna, and simple facial features."
+      },
+      {
+        "path": "images/image-182-Cute Robot Illustration.jpg",
+        "summary": "image-182 - A cartoon-style robot with a round head and antenna - Large blue eyes and light blue cheek patches - Raised arms in an open or welcoming gesture - Simple white body with minimal detailing - Set against a solid light blue background"
+      },
+      {
+        "path": "images/image-183-AI Agent Architecture.jpg",
+        "summary": "image-183 - User: Represented by a stick figure, interacts bidirectionally with the Manager AI Agent. - Manager AI Agent: Central entity (depicted as a large robot icon) that coordinates tasks. - Worker AI Agents: Three subordinate agents (smaller robot icons) directed by the Manager AI Agent. - Flow Direction: Information flows from the User to the Manager, and then from the Manager to the Worker AI Agents."
+      },
+      {
+        "path": "images/image-184-Cute Robot Illustration.jpg",
+        "summary": "image-184 - Subject: A stylized, cartoon robot character with a round head and body. - Features: Two antennae on top of the head, two circular eyes, and small arms raised in a welcoming or shrugging gesture. - Style: Minimalist vector art with thick outlines and a warm color palette (white, orange, beige)."
+      },
+      {
+        "path": "images/image-185-_details_ .jpg",
+        "summary": "image-185 <details> Worker AI Agents0"
+      },
+      {
+        "path": "images/image-186-Robot Mascot Illustration.jpg",
+        "summary": "image-186 - Cartoon-style robot character with a round head and antenna - Large circular eyes and simple facial features - Raised arms in an open or welcoming gesture - Minimalist design with brown outlines on a beige background"
+      },
+      {
+        "path": "images/image-187-_details_ .jpg",
+        "summary": "image-187 <details> Worker AI Agents0"
+      },
+      {
+        "path": "images/image-188-Logo.jpg",
+        "summary": "image-188 Cute cartoon robot illustration with antenna, round head, and raised arms."
+      },
+      {
+        "path": "images/image-189-_details_ .jpg",
+        "summary": "image-189 <details> Response:0"
+      },
+      {
+        "path": "images/image-190-Cute Robot Illustration.jpg",
+        "summary": "image-190 - Subject: A stylized, cartoon robot character with a round head and antenna. - Features: Large circular eyes, raised arms in an open gesture, and a simple body design. - Style: Minimalist vector art with thick outlines and flat colors (white, orange, brown). - Background: Solid light beige/peach color."
+      },
+      {
+        "path": "images/image-191-_details_ .jpg",
+        "summary": "image-191 <details> Manager AI Agent0"
+      },
+      {
+        "path": "images/image-190-Cute Robot Illustration.jpg_2",
+        "summary": "image-190 Worker State <details>0"
+      },
+      {
+        "path": "images/image-192-_details_ .jpg",
+        "summary": "image-192 <details> Verify Response:0"
+      },
+      {
+        "path": "images/image-193-Simple car.jpg",
+        "summary": "image-193 Simple cartoon robot character with round head, orange eyes, and limbs (no text or symbols) Manager AI Agent0"
+      },
+      {
+        "path": "images/image-194-Task Verification Flow.jpg",
+        "summary": "image-194 - User: Receives \"Task Finished!\" notification from Manager. - Manager State: Task X status is marked as \"done\". - Worker State: Task X status is marked as \"done\". - Verification Process: - Verify Task X: Checks against required specification. - Verify Response: Confirms actions are correct (indicated by a checkmark)."
+      },
+      {
+        "path": "images/image-190-Cute Robot Illustration.jpg_3",
+        "summary": "image-190 Worker State <details>0"
+      },
+      {
+        "path": "images/image-192-_details_ .jpg_2",
+        "summary": "image-192 <details> Verify Response:0"
+      },
+      {
+        "path": "images/image-195-Simple car.jpg",
+        "summary": "image-195 Simple cartoon robot character with round head, orange eyes, and limbs (no text or symbols) Manager AI Agent0"
+      },
+      {
+        "path": "images/image-196-Cute Robot Illustration.jpg",
+        "summary": "image-196 - Subject: A stylized, cartoon robot character with a round head and body. - Features: Two circular eyes, an antenna on top of the head, and raised arms in a welcoming or shrugging gesture. - Style: Simple line art with orange and white coloring, set against a light beige background. - Context: Appears to be a logo, icon, or mascot design."
+      },
+      {
+        "path": "images/image-197-_details_ .jpg",
+        "summary": "image-197 <details> Manager AI Agent0"
+      },
+      {
+        "path": "images/image-198-Diagram of Actual vs Ideal Path.jpg",
+        "summary": "image-198 - **Ideal Path**: Represented by a straight white horizontal line with an arrow pointing right, indicating a direct or linear progression. - **Actual Path**: Represented by a fluctuating red line starting from the same origin as the ideal path but deviating significantly. It features multiple peaks and valleys (ups and downs) before eventually trending upward toward the end. - **Relationship**: The diagram illustrates that the actual process or outcome is non-linear and encounters various obstacles or variations compared to the theoretical ideal."
+      },
+      {
+        "path": "images/image-199-LLM System Architecture Diagram.jpg",
+        "summary": "image-199 Central Component: LLM (Large Language Model) containing RAM and a context window. Peripheral Devices I/O: - Video - Audio Software 1.0 Tools (\"classical computer\"): - Calculator - Python interpreter - Terminal - ... Storage: - Disk / File system (+embeddings) Network/External Connections: - Ethernet / Browser - Other LLMs Architecture Notes: - The CPU connects bidirectionally with the Peripheral devices I/O (video, audio). - The central LLM block connects bidirectionally with Software tools, Disk/File system, Ethernet/Browser, and Other LLMs."
+      },
+      {
+        "path": "images/image-200-M[_Etherne.jpg",
+        "summary": "image-200 M[\"Ethernet\"] --> N[\"Browser\"] <details>0"
+      },
+      {
+        "path": "images/image-201-Neural Computer Architecture.jpg",
+        "summary": "image-201 - Chat Interface: Receives input and \"Inner thoughts\" - Task Engine: Processes inputs using \"Rules\" and \"Reflection\" - Router: Central component that directs tasks to external resources - External Resources: Web, Apps/Tools, Local Index - Feedback Loop: Results from the router are fed back into the reflection process"
+      }
+    ],
+    "tables": [
+      {
+        "path": "tables/table-0 Transformer Era.html",
+        "summary": "table-1 The table outlines the evolution of transformer models from 1990s prehistoric AI to 2024, highlighting key milestones like 2017 transformers, 2018 BERT/GPT-3, and 2021-2022 generative era with Codex and DALL-E."
+      },
+      {
+        "path": "tables/table-1 Frequency Data.html",
+        "summary": "table-2 The table shows frequency values over 100 time segments, ranging from 0 to 0.9, with a repeating pattern of values."
+      },
+      {
+        "path": "tables/table-2 Grouped Data.html",
+        "summary": "table-3 The table shows two groups, Blue and Green, each containing various unspecified x1 and x2 values."
+      },
+      {
+        "path": "tables/table-3 Data Table Summary.html",
+        "summary": "table-4 The table shows two groups, Green and Blue, with paired x1² and x2² values. Green has 8 rows (0.1-0.8), Blue has many rows (0.1-9.9). Values increase sequentially."
+      },
+      {
+        "path": "tables/table-4 Frequency Data.html",
+        "summary": "table-5 The table shows frequency values at each time segment from 0 to 80, with values ranging between 0.1 and 0.9, repeating in a pattern."
+      },
+      {
+        "path": "tables/table-5 Token Sequence.html",
+        "summary": "table-6 The input shows a token sequence with special tokens [CLS] and [SEP], and their corresponding numerical IDs."
+      },
+      {
+        "path": "tables/table-6 Numerical Data.html",
+        "summary": "table-7 The table contains rows of numerical values, likely representing coordinates or measurements, with each row listing multiple decimal numbers."
+      },
+      {
+        "path": "tables/table-7 Word Transition Matrix.html",
+        "summary": "table-8 A 6x6 transition probability matrix for the phrase 'Life is short eat desert first', showing probabilities of each word following another."
+      },
+      {
+        "path": "tables/table-8 Word Transition Matrix.html",
+        "summary": "table-9 A 6x6 transition probability matrix for the words 'Life', 'is', 'short', 'eat', 'desert', and 'first', showing the likelihood of each word following another."
+      },
+      {
+        "path": "tables/table-9 Table Data.html",
+        "summary": "table-10 The table shows Input types (Embedding, Queries, Keys, Values) with corresponding Thinking and Machines variables X₁, X₂, q₁, q₂, k₁, k₂, v₁, v₂."
+      },
+      {
+        "path": "tables/table-10 Animal Street.html",
+        "summary": "table-11 The animal didn't cross the street because it was too tired."
+      },
+      {
+        "path": "tables/table-11 Word Transition Matrix.html",
+        "summary": "table-12 A 6x6 transition probability matrix for the phrase 'Life is short eat desert first', showing probabilities of each word following another, with diagonal values indicating self-transition probabilities."
+      },
+      {
+        "path": "tables/table-12 Word Transition Matrix.html",
+        "summary": "table-13 A 6x6 transition probability matrix for the phrase 'Life is short eat desert first', showing probabilities of each word following another."
+      },
+      {
+        "path": "tables/table-13 RNNs vs Transformers.html",
+        "summary": "table-14 Compares RNNs and Transformers: RNNs struggle with long-range dependencies, gradient issues, and sequential processing, while Transformers handle long-range dependencies, avoid gradient problems, and allow parallel computation."
+      },
+      {
+        "path": "tables/table-14 Accuracy vs x.html",
+        "summary": "table-15 The table shows accuracy percentages for different x values: 0% for 10^18, 10^20, and 10^22, and 35% for 10^24."
+      },
+      {
+        "path": "tables/table-15 BLEU vs X.html",
+        "summary": "table-16 The table shows BLEU scores at different X values on a log scale. BLEU is 0 for X from 10^18 to 10^22, then jumps to 25% at 10^24."
+      },
+      {
+        "path": "tables/table-16 Exact match rates.html",
+        "summary": "table-17 The table shows exact match percentages for x values from 10^18 to 10^24, with 0% for 10^18-10^22 and 15% for 10^24."
+      },
+      {
+        "path": "tables/table-17 Exact match rates.html",
+        "summary": "table-18 The table shows exact match percentages for x values from 10^18 to 10^24, with rates ranging from 23% to 45%."
+      },
+      {
+        "path": "tables/table-18 Accuracy Table.html",
+        "summary": "table-19 The table shows accuracy percentages for x values: 10^20 (20%), 10^22 (20%), and 10^24 (45%)."
+      },
+      {
+        "path": "tables/table-19 Accuracy vs x.html",
+        "summary": "table-20 The table shows accuracy percentages for x values from 10^20 to 10^23: 10%, 8%, 15%, and 45% respectively."
+      },
+      {
+        "path": "tables/table-20 Accuracy vs x.html",
+        "summary": "table-21 The table shows accuracy percentages for different x values: 25% at 10^20, 30% at 10^22, and 60% at 10^24."
+      },
+      {
+        "path": "tables/table-21 Accuracy by Value.html",
+        "summary": "table-22 The table shows accuracy percentages for three exponential values: 10^20 (50%), 10^22 (48%), and 10^24 (65%)."
+      },
+      {
+        "path": "tables/table-22 Table Data.html",
+        "summary": "table-23 The table contains rows with varying lengths of E, L, I, Z, and A characters, including merged cells, representing structured data entries."
+      },
+      {
+        "path": "tables/table-23 Table Data.html",
+        "summary": "table-24 The table shows Input types (Embedding, Queries, Keys, Values) with corresponding Thinking (X₁, q₁, k₁, v₁) and Machines (X₂, q₂, k₂, v₂) columns."
+      },
+      {
+        "path": "tables/table-24 RNNs vs Transformers.html",
+        "summary": "table-25 Compares RNNs and Transformers: RNNs struggle with long-range dependencies, gradient issues, and sequential processing, while Transformers handle long-range dependencies, avoid gradient problems, and allow parallel computation."
+      },
+      {
+        "path": "tables/table-25 Accuracy vs x.html",
+        "summary": "table-26 The table shows accuracy percentages for different x values: 0% for 10^18, 10^20, and 10^22, and 35% for 10^24."
+      },
+      {
+        "path": "tables/table-26 BLEU vs X.html",
+        "summary": "table-27 The table shows BLEU scores at different X values on a log scale. BLEU is 0 for X from 10^18 to 10^22, then jumps to 25% at 10^24."
+      },
+      {
+        "path": "tables/table-27 Exact match rates.html",
+        "summary": "table-28 The table shows exact match percentages for x values from 10^18 to 10^24, with 0% for 10^18, 10^20, and 10^22, and 15% for 10^24."
+      },
+      {
+        "path": "tables/table-28 Exact match rates.html",
+        "summary": "table-29 The table shows exact match percentages for x values from 10^18 to 10^24, ranging from 24% to 45%, with the highest at 10^24."
+      },
+      {
+        "path": "tables/table-29 Accuracy Table.html",
+        "summary": "table-30 The table shows accuracy percentages for x values: 10^20 (20%), 10^22 (20%), and 10^24 (45%)."
+      },
+      {
+        "path": "tables/table-30 Accuracy vs x.html",
+        "summary": "table-31 The table shows accuracy percentages for x values from 10^20 to 10^23, with accuracy ranging from 8% to 45%."
+      },
+      {
+        "path": "tables/table-31 Accuracy vs x.html",
+        "summary": "table-32 The table shows accuracy percentages for different x values: 25% at 10^20, 30% at 10^22, and 60% at 10^24."
+      },
+      {
+        "path": "tables/table-32 Accuracy vs. Scale.html",
+        "summary": "table-33 The table shows accuracy percentages for different scales: 50% at 10^20, 48% at 10^22, and 65% at 10^24."
+      },
+      {
+        "path": "tables/table-33 Age vs Sleep Bounds.html",
+        "summary": "table-34 The table shows human upper and lower sleep bounds by age: at 0 years 6-7 hours, at 5 years 6.2-7.2, at 10 years 6.5-7.5, at 20 years 7-8 hours."
+      },
+      {
+        "path": "tables/table-34 Probability Table.html",
+        "summary": "table-35 The table shows probability values for Seattle and various values across terms like The, Space, Need, le, is, in, and downtown, with decreasing probabilities from 0.8 to 0.02."
+      },
+      {
+        "path": "tables/table-35 MLP Layer Prob.html",
+        "summary": "table-36 The table shows the probability of 'Seattle' decreasing from 0.8 to 0.02 as the center of interval of 10 restored MLP layers increases from 10 to 40."
+      },
+      {
+        "path": "tables/table-36 Attn Layers & Seattle.html",
+        "summary": "table-37 The table shows probabilities for tokens like 'downtown' (0.7), 'The*' (0.6), and 'in' (0.6) at the center of 10 restored attention layers, indicating a focus on Seattle-related terms."
+      },
+      {
+        "path": "tables/table-37 Reflexion Trials.html",
+        "summary": "table-38 The table shows trial numbers with base scores and their improvements after one and two reflexions, increasing from 30 to 90 across 10 trials."
+      },
+      {
+        "path": "tables/table-38 Automation Levels.html",
+        "summary": "table-39 The table outlines SAE automation levels 0-5, defining roles of human driver vs automated system in monitoring, steering, and fallback across driving modes."
+      },
+      {
+        "path": "tables/table-39 Instruction Format.html",
+        "summary": "table-40 The table shows an instruction format with fields: OP Code (001000), Addr 1 (00001), Addr 2 (00010), and Immediate value (0000000101011110)."
+      },
+      {
+        "path": "tables/table-40 Path Values.html",
+        "summary": "table-41 The table lists 100 points with their actual path values, starting at 0 and fluctuating between approximately 0.7 and 0.9 from point 2 onward."
+      }
+    ]
+  }
+}
diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/full.md b/apps/api/app/data/demo_documents/stem-transformers-tutorial/full.md
new file mode 100644
index 000000000..0e2238827
--- /dev/null
+++ b/apps/api/app/data/demo_documents/stem-transformers-tutorial/full.md
@@ -0,0 +1,6089 @@
+## INTRODUCTION TO TRANSFORMERS
+
+Jesús Cerquides (IIIA-CSIC)
+
+(2/07/2024)
+
+## Who am I?
+
+http://www.iiia.csic.es/\~cerquide
+
+![](images/16f96c0c295e0e3b407a8bd261af93e1f3c4d7fb66ac9c7b8ea6a2dd5d57b180.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+Circular portrait of a smiling man with short hair and beard, set against green foliage background (no text or symbols)
+</details>
+
+Jesus Cerquides
+
+Scientific Researcher, IIIA/CSIC
+
+cerquide@iia.csic.es
+
++34 934840520
+
+![](images/bb9cb3d6a262f58612dcd75b928e7254ab5dc776279ac3beacdf9380c95f6d64.jpg)
+
+## Interests
+
+• AI for Participatory Sciences & Democracy  
+• Probabilistic Graphical Models  
+- Causal Inference  
+• Machine Learning in Health  
+• Quantum Machine Learning
+
+## Academia
+
+BarcelonaTech 1996 - 2003
+
+Ph.D. Artificial Intelligence
+
+UAB 2008 - 2011
+
+Degree Mathematics
+
+UAB prize to the best student in that promotion
+
+BarcelonaTech 1990 - 1995
+
+M. Sc. Computer Science
+
+Spanish prize to the best student in CS in the country that year
+
+## What I hope you will learn
+
+• Transformers and composites  
+- The main tasks you can solve with transformers  
+- How these tasks can be solved and main transformer constructs and layers.  
+- Opening transformer layers. How do transformers work internally.
+
+## Attention Timeline
+
+![](images/9b70b684a8dc0531343195713db57726e193ac766decc4908de1107e72bcaf76.jpg)
+
+<details>
+<summary>bar chart</summary>
+
+| Era | Description |
+|---|---|
+| 1990s | Prehistoric Era |
+| 2014 | Simple attention mechanisms |
+| 2017 | Beginning of transformers |
+| 2018 | Explosion of transformers in NLP (BERT, GPT-3) |
+| 2018-2020 | Explosion into other fields (ViTs, Alphafold-2.) |
+| 2021-2022 | Start of Generative Era (Codex, Decision Transformers, GPT-X, DALL-E) |
+| 2024 | Present Day (Future ?!) |
+Huge models, more applications: Chat-GPT, GPT-4, Gemini, Llama and open-source LLMs, Whisper, Robotics Transformer, Stable Diffusion, Sora, and so much more...!
+</details>
+
+## What are transformers?
+
+Transformers are a neural network architecture for working with composites:
+
+Composite: Something that is made up of distinct parts or elements.
+
+Examples of composites:
+
+Text:
+
+The elements of a sentence are words
+
+Images:
+
+![](images/792509474ebe079ba4d5cac68841c35bc8404ee2d4ecfe10fa0c2e1fb36cf37c.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+Abstract geometric composition of a blue fish shape composed of triangular segments (no text or symbols)
+</details>
+
+Patches
+
+Sound:
+
+![](images/1796be54449385d096f1783f359043e2077ce3389c5d663d3c36b1670d6b5e7d.jpg)
+
+<details>
+<summary>line chart</summary>
+
+| Time Segment | Frequency (s) |
+| ------------ | ------------- |
+| 0            | 0             |
+| 1            | 0.5           |
+| 2            | 0.3           |
+| 3            | 0.7           |
+| 4            | 0.2           |
+| 5            | 0.8           |
+| 6            | 0.4           |
+| 7            | 0.6           |
+| 8            | 0.9           |
+| 9            | 0.1           |
+| 10           | 0.5           |
+| 11           | 0.3           |
+| 12           | 0.7           |
+| 13           | 0.2           |
+| 14           | 0.8           |
+| 15           | 0.4           |
+| 16           | 0.6           |
+| 17           | 0.9           |
+| 18           | 0.1           |
+| 19           | 0.5           |
+| 20           | 0.3           |
+| 21           | 0.7           |
+| 22           | 0.2           |
+| 23           | 0.8           |
+| 24           | 0.4           |
+| 25           | 0.6           |
+| 26           | 0.9           |
+| 27           | 0.1           |
+| 28           | 0.5           |
+| 29           | 0.3           |
+| 30           | 0.7           |
+| 31           | 0.2           |
+| 32           | 0.8           |
+| 33           | 0.4           |
+| 34           | 0.6           |
+| 35           | 0.9           |
+| 36           | 0.1           |
+| 37           | 0.5           |
+| 38           | 0.3           |
+| 39           | 0.7           |
+| 40           | 0.2           |
+| 41           | 0.8           |
+| 42           | 0.4           |
+| 43           | 0.6           |
+| 44           | 0.9           |
+| 45           | 0.1           |
+| 46           | 0.5           |
+| 47           | 0.3           |
+| 48           | 0.7           |
+| 49           | 0.2           |
+| 50           | 0.8           |
+| 51           | 0.4           |
+| 52           | 0.6           |
+| 53           | 0.9           |
+| 54           | 0.1           |
+| 55           | 0.5           |
+| 56           | 0.3           |
+| 57           | 0.7           |
+| 58           | 0.2           |
+| 59           | 0.8           |
+| 60           | 0.4           |
+| 61           | 0.6           |
+| 62           | 0.9           |
+| 63           | 0.1           |
+| 64           | 0.5           |
+| 65           | 0.3           |
+| 66           | 0.7           |
+| 67           | 0.2           |
+| 68           | 0.8           |
+| 69           | 0.4           |
+| 70           | 0.6           |
+| 71           | 0.9           |
+| 72           | 0.1           |
+| 73           | 0.5           |
+| 74           | 0.3           |
+| 75           | 0.7           |
+| 76           | 0.2           |
+| 77           | 0.8           |
+| 78           | 0.4           |
+| 79           | 0.6           |
+| 80           | 0.9           |
+| 81           | 0.1           |
+| 82           | 0.5           |
+| 83           | 0.3           |
+| 84           | 0.7           |
+| 85           | 0.2           |
+| 86           | 0.8           |
+| 87           | 0.4           |
+| 88           | 0.6           |
+| 89           | 0.9           |
+| 90           | 0.1           |
+| 91           | 0.5           |
+| 92           | 0.3           |
+| 93           | 0.7           |
+| 94           | 0.2           |
+| 95           | 0.8           |
+| 96           | 0.4           |
+| 97           | 0.6           |
+| 98           | 0.9           |
+| 99           | 0.1           |
+| Note: The actual values are not provided in the code image, so they are estimated from the visual data source table to match the original data table numbers in the code format.
+</details>
+
+Frames
+
+Each of these elements are referred to generically as tokens.
+
+The process of breaking a composite into tokens is known as tokenization.
+
+## What can we do with transformers?
+
+Natural Language Processing: text classification, named entity recognition, question answering, language modeling, summarization, translation, multiple choice, and text generation.
+
+Computer Vision: image classification, object detection, and segmentation.
+
+Audio: automatic speech recognition and audio classification.
+
+Multimodal: table question answering, optical character recognition, information extraction from scanned documents, video classification, and visual question answering.
+
+## What can we do with transformers?
+
+Classify composites
+
+Complete composites
+
+Transform composites
+
+# What can we do with transformers?
+
+# Classify composites
+
+Task: Given a composite classify it as belonging to one specific class
+
+Examples:
+
+\- Image classification
+
+Inputs  
+![](images/ae7f8369c76ad08c91d92c569d5d8fcd8fe8b72bbe5401b5ca9d76ad4e61c3d0.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+A tabby cat standing on grassy ground under a blue sky (no text or symbols visible)
+</details>
+
+Image Classification Model
+
+## Output
+
+Egyptian cat
+
+0.514
+
+Tabby cat
+
+0.193
+
+Tiger cat
+
+0.068
+
+# What can we do with transformers?
+
+# Classify composites
+
+Task: Given a composite classify it as belonging to one specific class
+
+Examples:
+
+\- Text classification
+
+![](images/550a658b777bbed2de6c9008ff881ad37937337453c9cc021de791a52e554cd5.jpg)
+
+<details>
+<summary>flowchart</summary>
+
+```mermaid
+graph LR
+  A["Inputs"] --> B["Input\nI love Hugging Face!"]
+  B --> C["Text\nClassification\nModel"]
+  C --> D["Output\nPOSITIVE 0.900\nNEUTRAL 0.100\nNEGATIVE 0.000"]
+```
+</details>
+
+# What can we do with transformers?
+
+# Complete composites
+
+Task: Given a composite with one (or several) missing token/s, complete it in a reasonable way.
+
+Examples:
+
+\- Text generation (Causal Language Modeling).
+
+Autoregressive  
+![](images/49f70ae81e38f5447986295fd7db80a99cb554824d31895e77cc6affa32b653d.jpg)
+
+<details>
+<summary>flowchart</summary>
+
+```mermaid
+graph LR
+  A["Inputs"] --> B["Input"]
+  B --> C["Once upon a time, Text Generation Model"]
+  C --> D["Output"]
+  D --> E["My"]
+  D --> F["My"]
+  D --> G["My"]
+  D --> H["My"]
+  D --> I["my"]
+  D --> J["name"]
+  D --> K["name"]
+  D --> L["name"]
+  D --> M["is"]
+  D --> N["is"]
+  D --> O["Sylvain"]
+  D --> P["Sylvain"]
+  D --> Q["."]
+    style A fill:#f9f,stroke:#333
+    style B fill:#ccf,stroke:#333
+    style C fill:#cfc,stroke:#333
+    style D fill:#fcc,stroke:#333
+    style E fill:#ffc,stroke:#333
+    style F fill:#cfc,stroke:#333
+    style G fill:#cfc,stroke:#333
+    style H fill:#cfc,stroke:#333
+    style I fill:#cfc,stroke:#333
+    style J fill:#cfc,stroke:#333
+    style K fill:#cfc,stroke:#333
+    style L fill:#cfc,stroke:#333
+    style M fill:#cfc,stroke:#333
+    style N fill:#cfc,stroke:#333
+    style O fill:#cfc,stroke:#333
+    style P fill:#cfc,stroke:#333
+    style Q fill:#cfc,stroke:#333
+```
+</details>
+
+# What can we do with transformers?
+
+# Complete composites
+
+Task: Given a composite with one (or several) missing token/s, complete it in a reasonable way.
+
+Examples:
+
+\- Masked language modeling (Fill-Mask):
+
+## Inputs
+
+Input
+
+The <mask> barked at me
+
+Fill-
+
+Mask
+
+Model
+
+## Output
+
+wolf
+
+![](images/c2765d873fff9b0a90e3431a4d619721bc980fb2d2c40473571655340095ff81.jpg)
+
+dog
+
+![](images/8678e2a01b848e3365bd5c9edfb3038e85a66c4f0efce4a704f4cb9ac6bd466a.jpg)
+
+cat
+
+![](images/38d70e1e9c53b624c2e4d2d041d3df4867566bde40253dc7ef867001a9f46915.jpg)
+
+fox
+
+![](images/6f24714ce444bcff45a721a400eda46736e7c4fe0c854c019869f54b267a035a.jpg)
+
+squirrel
+
+0.487
+
+0.061
+
+0.058
+
+0.047
+
+0.025
+
+## What can we do with transformers?
+
+## Complete composites
+
+Task: Given a composite with one (or several) missing token/s, complete it in a reasonable way.
+
+Examples:
+
+\- Image completion (Image inpainting):
+
+![](images/34a850c89eb7690442a5486883cd9292af88224ff6ea6ef481b285140025383f.jpg)
+
+## What can we do with transformers?
+
+## Transform composites
+
+Task: Given a composite transform it into a different one.
+
+Examples:
+
+\- Translation
+
+## Inputs
+
+## Input
+
+My name is Omar and I
+
+live in Zürich.
+
+## Translation Model
+
+## Output
+
+## Output
+
+Mein Name ist Omar
+
+und ich wohne in
+
+Zürich.
+
+# What can we do with transformers?
+
+# Transform composites
+
+Task: Given a composite transform it into a different one.
+
+Examples:
+
+\- Summarization
+
+## Inputs
+
+## Input
+
+The tower is 324 metres (1,063 ft) tall, about the same height as an 81-storey building, and the tallest structure in Paris. Its base is square, measuring 125 metres (410 ft) on each side. It was the first structure to reach a height of 300 metres. Excluding transmitters, the Eiffel Tower is the second tallest free-standing structure in France after the Millau Viaduct.
+
+## Summarization Model
+
+## Output
+
+## Output
+
+The tower is 324 metres (1,063 ft) tall, about the same height as an 81-storey building. It was the first structure to reach a height of 300 metres.
+
+## What can we do with transformers?
+
+## Transform composites
+
+Task: Given a composite transform it into a different one.
+
+Examples:
+
+\- Image to Text
+
+Inputs  
+![](images/f15da2b36aaca35c92a1390432ad3d0469b2a37001b84bab28ee8cd445fa4c6f.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+A herd of giraffes and zebras grazing in a savanna landscape with no visible text or symbols.
+</details>
+
+Image-to-Text Model
+
+## Output
+
+Detailed description
+
+a herd of giraffes and
+
+zebras grazing in a field
+
+## What can we do with transformers?
+
+## Transform composites
+
+Task: Given a composite transform it into a different one.
+
+Examples:
+
+\- Text to Image
+
+## Inputs
+
+## Input
+
+A city above clouds, pastel colors, Victorian style
+
+Text-to-Image Model
+
+## Output
+
+![](images/879ee726be93ecb5e97555139af165533152f73d013d716897b91d6e3250ebd4.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+Fantasy cityscape with ornate architecture and glowing clouds, no visible text or symbols
+</details>
+
+https://www.kdnuggets.com/2020/10/understanding-transformers-data-science-way.html
+
+https://www.aprendemachinelearning.com/como-funcionan-los-transformers-espanol-nlp-gpt-bert/
+
+## What can we do with transformers?
+
+Classify composites
+
+Complete composites
+
+Transform composites
+
+## How to classify composites with transformers?
+
+1. Obtain a “good” semantic representation of the composite.  
+2. Use it to classify.
+
+Ummm, representations... what do we mean by that???
+
+## Representations matter
+
+![](images/b04eb1f97ec0a20f5a0cc997fda540c1ba634a3437acfcaddd2b9516302b85a3.jpg)
+
+<details>
+<summary>scatter plot</summary>
+
+| x1       | x2       | Group |
+| -------- | -------- | ----- |
+| (various) | (various) | Blue  |
+| (various) | (various) | Green |
+</details>
+
+![](images/9035a2595a4544fe6d9ac729efc53b03224ad735663c5c9024e2f5624efc6ccb.jpg)
+
+<details>
+<summary>scatter plot</summary>
+
+| Group | x1² | x2² |
+|-------|-----|-----|
+| Green | 0.1 | 0.3 |
+| Green | 0.2 | 0.4 |
+| Green | 0.3 | 0.5 |
+| Green | 0.4 | 0.6 |
+| Green | 0.5 | 0.7 |
+| Green | 0.6 | 0.8 |
+| Green | 0.7 | 0.9 |
+| Green | 0.8 | 1.0 |
+| Blue    | 0.1 | 0.2 |
+| Blue    | 0.2 | 0.3 |
+| Blue    | 0.3 | 0.4 |
+| Blue    | 0.4 | 0.5 |
+| Blue    | 0.5 | 0.6 |
+| Blue    | 0.6 | 0.7 |
+| Blue    | 0.7 | 0.8 |
+| Blue    | 0.8 | 0.9 |
+| Blue    | 0.9 | 1.0 |
+| Blue    | 1.0 | 1.1 |
+| Blue    | 1.1 | 1.2 |
+| Blue    | 1.2 | 1.3 |
+| Blue    | 1.3 | 1.4 |
+| Blue    | 1.4 | 1.5 |
+| Blue    | 1.5 | 1.6 |
+| Blue    | 1.6 | 1.7 |
+| Blue    | 1.7 | 1.8 |
+| Blue    | 1.8 | 1.9 |
+| Blue    | 1.9 | 2.0 |
+| Blue    | 2.0 | 2.1 |
+| Blue    | 2.1 | 2.2 |
+| Blue    | 2.2 | 2.3 |
+| Blue    | 2.3 | 2.4 |
+| Blue    | 2.4 | 2.5 |
+| Blue    | 2.5 | 2.6 |
+| Blue    | 2.6 | 2.7 |
+| Blue    | 2.7 | 2.8 |
+| Blue    | 2.8 | 2.9 |
+| Blue    | 2.9 | 3.0 |
+| Blue    | 3.0 | 3.1 |
+| Blue    | 3.1 | 3.2 |
+| Blue    | 3.2 | 3.3 |
+| Blue    | 3.3 | 3.4 |
+| Blue    | 3.4 | 3.5 |
+| Blue    | 3.5 | 3.6 |
+| Blue    | 3.6 | 3.7 |
+| Blue    | 3.7 | 3.8 |
+| Blue    | 3.8 | 3.9 |
+| Blue    | 3.9 | 4.0 |
+| Blue    | 4.0 | 4.1 |
+| Blue    | 4.1 | 4.2 |
+| Blue    | 4.2 | 4.3 |
+| Blue    | 4.3 | 4.4 |
+| Blue    | 4.4 | 4.5 |
+| Blue    | 4.5 | 4.6 |
+| Blue    | 4.6 | 4.7 |
+| Blue    | 4.7 | 4.8 |
+| Blue    | 4.8 | 4.9 |
+| Blue    | 4.9 | 5.0 |
+| Blue    | 5.0 | 5.1 |
+| Blue    | 5.1 | 5.2 |
+| Blue    | 5.2 | 5.3 |
+| Blue    | 5.3 | 5.4 |
+| Blue    | 5.4 | 5.5 |
+| Blue    | 5.5 | 5.6 |
+| Blue    | 5.6 | 5.7 |
+| Blue    | 5.7 | 5.8 |
+| Blue    | 5.8 | 5.9 |
+| Blue    | 5.9 | 6.0 |
+| Blue    | 6.0 | 6.1 |
+| Blue    | 6.1 | 6.2 |
+| Blue    | 6.2 | 6.3 |
+| Blue    | 6.3 | 6.4 |
+| Blue    | 6.4 | 6.5 |
+| Blue    | 6.5 | 6.6 |
+| Blue    | 6.6 | 6.7 |
+| Blue    | 6.7 | 6.8 |
+| Blue    | 6.8 | 6.9 |
+| Blue    | 6.9 | 7.0 |
+| Blue    | 7.0 | 7.1 |
+| Blue    | 7.1 | 7.2 |
+| Blue    | 7.2 | 7.3 |
+| Blue    | 7.3 | 7.4 |
+| Blue    | 7.4 | 7.5 |
+| Blue    | 7.5 | 7.6 |
+| Blue    | 7.6 | 7.7 |
+| Blue    | 7.7 | 7.8 |
+| Blue    | 7.8 | 7.9 |
+| Blue    | 7.9 | 8.0 |
+| Blue    | 8.0 | 8.1 |
+| Blue    | 8.1 | 8.2 |
+| Blue    | 8.2 | 8.3 |
+| Blue    | 8.3 | 8.4 |
+| Blue    | 8.4 | 8.5 |
+| Blue    | 8.5 | 8.6 |
+| Blue    | 8.6 | 8.7 |
+| Blue    | 8.7 | 8.8 |
+| Blue    | 8.8 | 8.9 |
+| Blue    | 8.9 | 9.0 |
+| Blue    | 9.0 | 9.1 |
+| Blue    | 9.1 | 9.2 |
+| Blue    | 9.2 | 9.3 |
+| Blue    | 9.3 | 9.4 |
+| Blue    | 9.4 | 9.5 |
+| Blue    | 9.5 | 9.6 |
+| Blue    | 9.6 | 9.7 |
+| Blue    | 9.7 | 9.8 |
+| Blue    | 9.8 | 9.9 |
+| Blue    | 9.9 |10.0 |
+The chart displays a scatter plot with two distinct clusters of data points labeled by 'Feature Space'. The x-axis is labeled 'x₁²' and the y-axis is labeled 'x₂²'. The data points are grouped into three groups: 'Blue', 'Green', and 'Blue' respectively, with each group's cluster positioned at its respective x and y positions on the plot.
+</details>
+
+Figure 2: Representations matter for shallow machine learning models such as Logistic Regression. A simple transformation, e.g. squaring the values of the raw features, may be enough to solve the problem.
+
+## Representation learning
+
+Default Representation  
+![](images/5e5232c9f97302d6f5e299eb19b85b9bd50434e6f4f6a6c74c8f879167f43085.jpg)
+
+<details>
+<summary>flowchart</summary>
+
+```mermaid
+graph TD
+  A["Cat: 1"] --> D["Group 1"]
+  B["Dog: 2"] --> D
+  C["Cat: 3"] --> D
+  E["Dog: 4"] --> D
+  F["Cat: 5"] --> D
+  G["Dog: 6"] --> D
+  H["Cat: 7"] --> D
+  I["Dog: 8"] --> D
+  J["Cat: 9"] --> D
+  K["Dog: 10"] --> D
+  L["Cat: 11"] --> D
+  M["Dog: 12"] --> D
+  N["Cat: 13"] --> D
+  O["Dog: 14"] --> D
+  P["Cat: 15"] --> D
+  Q["Dog: 16"] --> D
+  R["Cat: 17"] --> D
+  S["Dog: 18"] --> D
+  T["Cat: 19"] --> D
+  U["Dog: 20"] --> D
+  V["Cat: 21"] --> D
+  W["Dog: 22"] --> D
+  X["Cat: 23"] --> D
+  Y["Dog: 24"] --> D
+  Z["Cat: 25"] --> D
+  AA["Dog: 26"] --> D
+  AB["Cat: 27"] --> D
+  AC["Dog: 28"] --> D
+  AD["Cat: 29"] --> D
+  AE["Dog: 30"] --> D
+  AF["Cat: 31"] --> D
+  AG["Dog: 32"] --> D
+  AH["Cat: 33"] --> D
+  AI["Dog: 34"] --> D
+  AJ["Cat: 35"] --> D
+  AK["Dog: 36"] --> D
+  AL["Cat: 37"] --> D
+  AM["Dog: 38"] --> D
+  AN["Cat: 39"] --> D
+  AO["Dog: 40"] --> D
+  AP["Cat: 41"] --> D
+  AQ["Dog: 42"] --> D
+  AR["Cat: 43"] --> D
+  AS["Dog: 44"] --> D
+  AT["Cat: 45"] --> D
+  AU["Dog: 46"] --> D
+  AV["Cat: 47"] --> D
+  AW["Dog: 48"] --> D
+  AX["Cat: 49"] --> D
+  AY["Dog: 50"] --> D
+```
+</details>
+
+Deep Neural Network
+
+"Good" Semantic Representation  
+![](images/bfc4685f8707debd956c198b82b81be7e81e1e78d3f4cd6c4b80b14b23cb4c66.jpg)
+
+<details>
+<summary>text_image</summary>
+
+Diagram showing cat and dog illustrations with directional arrows, likely illustrating a concept or relationship between animals.
+</details>
+
+Cat by Martin LEBRETON, Dog by Serhii Smirnov from the Noun Project
+
+How can we build a “good” semantic representation for composites?
+
+We can use an encoder based on transformer layers.
+
+## How can we build a “good” semantic representation for composites? Encoders
+
+1. Obtain a representation of the composite. It does not have to be “good” or semantic. An initial representation.  
+2. Feed the representation through several transformer layers
+
+## How can be build a representation for composites?
+
+Text:
+
+The elements of a sentence are words
+
+Images:
+
+![](images/4fefd71ce3c2c05fd34930054ffc610400615bd010d1ef85420723d9a213a68a.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+Abstract geometric composition of a blue fish shape composed of triangular segments (no text or symbols)
+</details>
+
+Patches
+
+Sound:
+
+![](images/511060c4138d3581f366e7b815d7009f84129e7ad446c8f829bc7b8f15fc8602.jpg)
+
+<details>
+<summary>line chart</summary>
+
+| Time Segment | Frequency (s) |
+| ------------ | ------------- |
+| 0            | 0             |
+| 1            | 0.5           |
+| 2            | 0.3           |
+| 3            | 0.7           |
+| 4            | 0.2           |
+| 5            | 0.8           |
+| 6            | 0.4           |
+| 7            | 0.6           |
+| 8            | 0.9           |
+| 9            | 0.1           |
+| 10           | 0.5           |
+| 11           | 0.3           |
+| 12           | 0.7           |
+| 13           | 0.2           |
+| 14           | 0.8           |
+| 15           | 0.4           |
+| 16           | 0.6           |
+| 17           | 0.9           |
+| 18           | 0.1           |
+| 19           | 0.5           |
+| 20           | 0.3           |
+| 21           | 0.7           |
+| 22           | 0.2           |
+| 23           | 0.8           |
+| 24           | 0.4           |
+| 25           | 0.6           |
+| 26           | 0.9           |
+| 27           | 0.1           |
+| 28           | 0.5           |
+| 29           | 0.3           |
+| 30           | 0.7           |
+| 31           | 0.2           |
+| 32           | 0.8           |
+| 33           | 0.4           |
+| 34           | 0.6           |
+| 35           | 0.9           |
+| 36           | 0.1           |
+| 37           | 0.5           |
+| 38           | 0.3           |
+| 39           | 0.7           |
+| 40           | 0.2           |
+| 41           | 0.8           |
+| 42           | 0.4           |
+| 43           | 0.6           |
+| 44           | 0.9           |
+| 45           | 0.1           |
+| 46           | 0.5           |
+| 47           | 0.3           |
+| 48           | 0.7           |
+| 49           | 0.2           |
+| 50           | 0.8           |
+| 51           | 0.4           |
+| 52           | 0.6           |
+| 53           | 0.9           |
+| 54           | 0.1           |
+| 55           | 0.5           |
+| 56           | 0.3           |
+| 57           | 0.7           |
+| 58           | 0.2           |
+| 59           | 0.8           |
+| 60           | 0.4           |
+| 61           | 0.6           |
+| 62           | 0.9           |
+| 63           | 0.1           |
+| 64           | 0.5           |
+| 65           | 0.3           |
+| 66           | 0.7           |
+| 67           | 0.2           |
+| 68           | 0.8           |
+| 69           | 0.4           |
+| 70           | 0.6           |
+| 71           | 0.9           |
+| 72           | 0.1           |
+| 73           | 0.5           |
+| 74           | 0.3           |
+| 75           | 0.7           |
+| 76           | 0.2           |
+| 77           | 0.8           |
+| 78           | 0.4           |
+| 79           | 0.6           |
+| 80           | 0.9           |
+| Note: The actual values may vary due to the random nature of the data generation.
+</details>
+
+Frames
+
+Each of these
+elements are referred
+to generically as
+tokens
+
+We can represent each token as a vector of D real numbers.
+
+The process of going from tokens to vectors of real numbers is called embedding
+
+## Embeddings
+
+![](images/39277f202f504eb40480d058bc5671afc2fc74c09625fae896c35a40e74d9152.jpg)
+
+<details>
+<summary>text_image</summary>
+
+high alignment
+low alignment
+</details>
+
+Embedding is a means of representing tokens as points in a continuous vector space where the locations of those points in space are semantically meaningful to machine learning (ML) algorithms.
+
+## Word embeddings
+
+![](images/a5a07cb515642e78a95046e9ba767dc43ec6d2c5f32947a13c9cbd9748728d84.jpg)
+
+<details>
+<summary>text_image</summary>
+
+king
+man
+woman
+queen
+</details>
+
+Male-Female
+
+![](images/5c8fbf6aeff378397bfd66f7533aa17ef04d43dd0652c94ac625c02fd88b625c.jpg)
+
+<details>
+<summary>text_image</summary>
+
+walking
+walked
+swam
+swimming
+</details>
+
+Verb Tense
+
+![](images/2b737961ad888f05be36bc9b064fc9d3adcae7acbe87de8a23220155547ee340.jpg)
+
+<details>
+<summary>flowchart</summary>
+
+```mermaid
+graph TD
+  A["Ankara"] --> B["Turkey"]
+  B --> C["Canada"]
+  C --> D["Italy"]
+  D --> E["Rome"]
+  E --> F["Germany"]
+  F --> G["Berlin"]
+  G --> H["China"]
+  H --> I["Beijing"]
+  I --> J["Tokyo"]
+  J --> K["Japan"]
+  K --> L["Vietnam"]
+  L --> M["Moscow"]
+  M --> N["Russia"]
+  N --> O["Tourkey"]
+  O --> P["Ottawa"]
+  P --> Q["Madrid"]
+  Q --> R["Spain"]
+  R --> S["Italy"]
+```
+</details>
+
+Country-Capital
+
+## How can we build a representation for composites?
+
+1. Tokenize the composite (divide it into tokens).  
+2. Embed each of the token as a vector.
+
+"This is a input text."
+
+Tokenization
+
+<table><tr><td>[CLS]</td><td>This</td><td>is</td><td>a</td><td>input</td><td>.</td><td>[SEP]</td></tr><tr><td>101</td><td>2023</td><td>2003</td><td>1037</td><td>7953</td><td>1012</td><td>102</td></tr></table>
+
+![](images/613aa0a44d18f3ccd87f576fcbe3af2cbc07ceda42f7f4a68f811845bfe3bed3.jpg)
+
+Embeddings
+
+<table><tr><td>0.0390,-0.0123,-0.0208,...</td><td>-0.0558,0.0151,0.0031,...</td><td>-0.0440,-0.0236,-0.0283,...</td><td>0.0119,-0.0037,-0.0402,...</td><td>0069,0.0057,-0.0016,...</td><td>0.0199,-0.0095,-0.0099,...</td><td>-0.0788,0.0202,-0.0352,...</td></tr></table>
+
+![](images/4bfdbe8b9a81f237ba90cfecdb9957992353d4618d3a104e1ebc41d361b94845.jpg)
+
+## How can we build a “good” semantic representation for composites? Encoders
+
+1. Obtain a representation of the composite. It does not have to be “good” or semantic. An initial representation.  
+2. Feed the representation through several transformer layers to obtain “context-aware” embeddings.
+
+![](images/923c033c91c209fe3e039e0c5fa39d27c417ed524029979a575244bcb067da5c.jpg)
+
+<details>
+<summary>flowchart</summary>
+
+```mermaid
+graph TD
+  A["hello"] --> B["Transformer Encoder"]
+  C["world"] --> B
+  D["Context-aware embeddings"] --> B
+  B --> E["Layer 1"]
+  B --> F["Layer 2"]
+  B --> G["Layer 3"]
+  B --> H["Layer 4"]
+  B --> I["Layer 5"]
+  B --> J["Layer 6"]
+    style A fill:#d4edda,stroke:#333
+    style C fill:#d4edda,stroke:#333
+    style D fill:#d4edda,stroke:#333
+    style B fill:#e6f7ff,stroke:#333
+    style E fill:#e6f7ff,stroke:#333
+    style F fill:#e6f7ff,stroke:#333
+    style G fill:#e6f7ff,stroke:#333
+    style H fill:#e6f7ff,stroke:#333
+    style I fill:#e6f7ff,stroke:#333
+```
+</details>
+
+## What are “context-aware” embeddings
+
+The embedding of a token captures its “meaning”.
+
+In a composite, the meaning of a token depends on other tokens
+
+The humanoid robot did not cross the road, as it was very dangerous.
+
+The humanoid robot did not cross the road because it was tired.
+
+## How do transformer layers deal with context?
+
+Transformer layers allows for the exchange of information between tokens. We can understand it as:
+
+1. Each token sends a message to every other token.  
+2. Each token computes how much does it want to take into account the messages of each other token. This is the idea of attention.  
+3. Each token moves away from his embedding in the direction signaled by the message of each other token weighted by the attention that he is paying to that token.
+
+## How do transformer layers deal with context? Attention
+
+![](images/7b6205a20a3038203bce53b4e0cff3d011df9251b14d4520c0e0c8740be4c5eb.jpg)
+
+<details>
+<summary>flowchart</summary>
+
+```mermaid
+graph TD
+  A["it"] --> B["the"]
+  A --> C["animal"]
+  A --> D["didn't"]
+  A --> E["cross"]
+  A --> F["the"]
+  A --> G["street"]
+  A --> H["because"]
+  A --> I["it"]
+  A --> J["was"]
+  A --> K["too"]
+  A --> L["tired"]
+  A --> M["."]
+```
+</details>
+
+![](images/3dac2a9d07a7fe94da91fd5c1b6056034af4f54ceb429bdea84a2cb5700d16d8.jpg)
+
+<details>
+<summary>flowchart</summary>
+
+```mermaid
+graph TD
+  A["it"] --> B["the"]
+  A --> C["animal"]
+  A --> D["didn't"]
+  A --> E["cross"]
+  A --> F["the"]
+  A --> G["street"]
+  A --> H["because"]
+  A --> I["it"]
+  A --> J["was"]
+  A --> K["too"]
+  A --> L["wide"]
+  A --> M["."]
+```
+</details>
+
+## Text classification with transformers
+
+![](images/a8eb0cbe1ca0a2dec86fc90227a46b558ee2bfecd9b8ac85a1832a9cc3500c5e.jpg)
+
+<details>
+<summary>flowchart</summary>
+
+```mermaid
+graph LR
+  A["input sequence"] --> B["word embedding"]
+  B --> C["position embedding"]
+  C --> D["transformer block"]
+  D --> E["transformer block"]
+  E --> F["transformer block"]
+  F --> G["transformer block"]
+  G --> H["transformer block"]
+  H --> I["transformer block"]
+  I --> J["transformer block"]
+  J --> K["transformer block"]
+  K --> L["transformer block"]
+  L --> M["transformer block"]
+  M --> N["transformer block"]
+  N --> O["transformer block"]
+  O --> P["transformer block"]
+  P --> Q["transformer block"]
+  Q --> R["transformer block"]
+  R --> S["transformer block"]
+  S --> T["transformer block"]
+  T --> U["transformer block"]
+  U --> V["transformer block"]
+  V --> W["transformer block"]
+  W --> X["transformer block"]
+  X --> Y["transformer block"]
+  Y --> Z["transformer block"]
+  Z --> AA["transformer block"]
+  AA --> AB["transformer block"]
+  AB --> AC["transformer block"]
+  AC --> AD["transformer block"]
+  AD --> AE["transformer block"]
+  AE --> AF["transformer block"]
+  AF --> AG["transformer block"]
+  AG --> AH["transformer block"]
+  AH --> AI["transformer block"]
+  AI --> AJ["transformer block"]
+  AJ --> AK["transformer block"]
+  AK --> AL["transformer block"]
+  AL --> AM["transformer block"]
+  AM --> AN["transformer block"]
+  AN --> AO["transformer block"]
+  AO --> AP["transformer block"]
+  AP --> AQ["transformer block"]
+  AQ --> AR["transformer block"]
+  AR --> AS["transformer block"]
+  AS --> AT["transformer block"]
+  AT --> AU["transformer block"]
+  AU --> AV["transformer block"]
+  AV --> AW["transformer block"]
+  AW --> AX["transformer block"]
+  AX --> AY["transformer block"]
+  AY --> AZ["transformer block"]
+  AZ --> BA["transformer block"]
+  BA --> BB["transformer block"]
+  BB --> BC["transformer block"]
+  BC --> BD["transformer block"]
+  BD --> BE["transformer block"]
+  BE --> BF["transformer block"]
+  BF --> BG["transformer block"]
+  BG --> BH["transformer block"]
+  BH --> BI["transformer block"]
+  BI --> BJ["transformer block"]
+  BJ --> BK["transformer block"]
+  BK --> BL["transformer block"]
+  BL --> BM["transformer block"]
+  BM --> BN["transformer block"]
+  BN --> BO["transformer block"]
+  BO --> BP["transformer block"]
+  BP --> BQ["transformer block"]
+  BQ --> BR["transformer block"]
+  BR --> BS["transformer block"]
+  BS --> BT["transformer block"]
+  BT --> BU["transformer block"]
+  BU --> BV["transformer block"]
+  BV --> BW["transformer block"]
+  BW --> BX["transformer block"]
+  BX --> BY["transformer block"]
+  BY --> BZ["transformer block"]
+  BZ --> CA["transformer block"]
+  CA --> CB["transformer block"]
+  CB --> CC["transformer block"]
+  CC --> CD["transformer block"]
+  CD --> CE["transformer block"]
+  CE --> CF["transformer block"]
+  CF --> CG["transformer block"]
+  CG --> CH["transformer block"]
+  CH --> CI["transformer block"]
+  CI --> CJ["transformer block"]
+  CJ --> CK["transformer block"]
+  CK --> CR["transformer block"]
+  CR --> CS["transformer block"]
+  CS --> CT["transformer block"]
+  CT --> CU["transformer block"]
+  CU --> CV["transformer block"]
+  CV --> CW["transformer block"]
+  CW --> CX["transformer block"]
+  CX --> CY["transformer block"]
+  CY --> CZ["transformer block"]
+  CZ --> DA["transformer block"]
+  DA --> DB["transformer block"]
+  DB --> DC["transformer block"]
+  DC --> DD["transformer block"]
+  DD --> DE["transformer block"]
+  DE --> DF["transformer block"]
+  DF --> DG["transformer block"]
+  DG --> DH["transformer block"]
+  DH --> DI["transformer block"]
+  DI --> DJ["transformer block"]
+  DJ --> DK["transformer block"]
+  DK --> DL["transformer block"]
+  DL --> DJ
+  DJ --> DK
+```
+</details>
+
+## Text classification with transformers using BERT
+
+Devlin, Jacob, Ming-Wei Chang, Kenton Lee, and Kristina Toutanova. "BERT: Pre-Training of Deep Bidirectional Transformers for Language Understanding." arXiv, May 24, 2019. https://doi.org/10.48550/arXiv.1810.04805.
+
+![](images/651e0c365fa628aec03f5abc65471d49b684b4b62c32cf1740abca063ff94ab0.jpg)
+
+<details>
+<summary>flowchart</summary>
+
+```mermaid
+graph TD
+    subgraph Transformer layer
+  A["LSM"] --> B["transformer layer"]
+  C["LSM"] --> B
+  D["LSM"] --> B
+  E["..."] --> B
+  F["..."] --> B
+  G["..."] --> B
+  H["..."] --> B
+    end
+
+  I["embedding"] --> J["positive encoding"]
+  K["x1"] --> L["embedding"]
+  M["xN"] --> N["embedding"]
+  O["postional encoding"] --> P["× class"]
+  Q["y1"] --> R["× class"]
+  S["yN"] --> T["× class"]
+  U["c"] --> V["LSM"]
+  W["y1"] --> X["LSM"]
+  Y["..."] --> Z["..."]
+  AA["yN"] --> AB["LSM"]
+  AC["L50/arXiv.1"] --> AD["wei and MBERT: formers for ding.&quot;"]
+  AE["L5 layers"] --> AF["50/arXiv.1"]
+```
+</details>
+
+![](images/32f14cd746f286370629a1ed2182fa38550865c623a3f0087e9b3ea5d17d31d4.jpg)
+
+<details>
+<summary>text_image</summary>
+
+Christopher M. Bishop
+with Hugh Bishop
+Deep Learning
+Foundations
+and Concepts
+Springer
+</details>
+
+Bishop, Christopher M., and Hugh Bishop. Deep Learning: Foundations and Concepts. Cham: Springer International Publishing, 2024. https://doi.org/10.1007/978-3-031-45468-4.
+
+## How do transformer layers deal with context?
+
+Transformer layers allows for the exchange of information between tokens. We can understand it as:
+
+1. Each token sends a message to every other token.  
+2. Each token computes how much does it want to take into account the messages of each other token. This is the idea of attention.  
+3. Each token moves away from his embedding in the direction signaled by the message of each other token weighted by the attention that he is paying to that token.
+
+This is a general intuition. To understand better we need to understand how the encoder is trained.
+
+## BERT training MLM
+
+Output
+
+MLM teaches BERT to understand relationships between words
+
+![](images/91e6b32f458e2b0efc03843e43d4a23379c548b416f0962a141515dcab0f1759.jpg)
+
+<details>
+<summary>flowchart</summary>
+
+```mermaid
+graph TD
+  A["CLS"] --> B["how"]
+  B --> C["are"]
+  C --> D["box"]
+  D --> E["doing"]
+  E --> F["today"]
+  F --> G["SEP"]
+  H["..."] --> I["you,they,your.."]
+  I --> D
+  J["CLS"] --> K["how"]
+  K --> L["are"]
+  L --> M["MASK"]
+  M --> N["doing"]
+  N --> O["today"]
+  O --> P["SEP"]
+  Q["..."] --> R["..."]
+  R --> D
+    style D fill:#ffcccc,stroke:#333
+```
+</details>
+
+One of the key techniques used in pre-training BERT is the Masked Language Model (MLM). In this approach, a certain percentage of the input tokens are randomly selected (usually around 15% of the tokens) and masked (replaced with a [MASK] token). The objective of the MLM is to predict the original masked words based on the surrounding context. Hence, BERT is useful for completing composites (MLM).
+
+## BERT training NSP
+
+![](images/f2a867f468e5fac9548d479f01674534645165b06009df6581c256e911efb003.jpg)
+
+<details>
+<summary>flowchart</summary>
+
+```mermaid
+graph TD
+  A["Class Label"] --> B["C"]
+  A --> C["T₁"]
+  B --> D["Tₙ"]
+  C --> E["T[SEP"]]
+  D --> F["M₁"]
+  E --> G["Mₘ"]
+  H["BERT"] --> I["Ecls"]
+  H --> J["E₁"]
+  H --> K["TK 1"]
+  H --> L["TK N"]
+  H --> M["TK 1"]
+  H --> N["TK N"]
+    I <--> O["[CLS"]]
+    J <--> P["Tok 1"]
+    K <--> Q["TK N"]
+    L <--> R["TK 1"]
+    M <--> S["TK 1"]
+    N <--> T["TK N"]
+  U["First Sentence"] --> V["[CLS"]]
+  W["Second Sentence"] --> X["Tok 1"]
+  Y["Class Label"] --> Z["C"]
+  Y --> AA["T₁"]
+  Z --> AB["Tₙ"]
+  Z --> AC["T[SEP"]]
+  Z --> AD["M₁"]
+  Z --> AE["Mₘ"]
+```
+</details>
+
+NSP teaches BERT to understand longer-term dependencies across sentences.
+
+## Text classification with transformers using BERT
+
+Now we can understand this better!
+
+![](images/7bd7272a28cb9af46a5e942c2216a0c19e498be403698df05d1e86279a415849.jpg)
+
+<details>
+<summary>flowchart</summary>
+
+```mermaid
+graph TD
+  A[" stand "] --> B[" Transformer layer "]
+  B --> C[" L layers "]
+  C --> D[" positioning encoding "]
+  D --> E[" embedding "]
+  E --> F[" <class> "]
+  F --> G[" x1 "]
+  G --> H[" embedding "]
+  H --> I[" xN "]
+  I --> J[" embedded "]
+  J --> K[" + "]
+  K --> L[" positional encoding "]
+  L --> M[" ... "]
+  M --> N[" ... "]
+  N --> O[" ... "]
+  O --> P[" ... "]
+  P --> Q[" ... "]
+  Q --> R[" ... "]
+  R --> S[" ... "]
+  S --> T[" ... "]
+  T --> U[" ... "]
+  U --> V[" ... "]
+  V --> W[" ... "]
+  W --> X[" ... "]
+  X --> Y[" ... "]
+  Y --> Z[" ... "]
+  Z --> AA[" ... "]
+  AA --> AB[" ... "]
+  AB --> AC[" ... "]
+  AC --> AD[" ... "]
+  AD --> AE[" ... "]
+  AE --> AF[" ... "]
+  AF --> AG[" ... "]
+  AG --> AH[" ... "]
+  AH --> AI[" ... "]
+  AI --> AJ[" ... "]
+  AJ --> AK[" ... "]
+  AK --> AL[" ... "]
+  AL --> AM[" ... "]
+  AM --> AN[" ... "]
+  AN --> AO[" ... "]
+  AO --> AP[" ... "]
+  AP --> AQ[" ... "]
+  AQ --> AR[" ... "]
+  AR --> AS[" ... "]
+  AS --> AT[" ... "]
+  AT --> AU[" ... "]
+  AU --> AV[" ... "]
+  AV --> AW[" ... "]
+  AW --> AX[" ... "]
+  AX --> AY[" ... "]
+  AY --> AZ[" ... "]
+  AZ --> BA[" ... "]
+  BA --> BB[" ... "]
+  BB --> BC[" ... "]
+  BC --> BD[" ... "]
+  BD --> BE[" ... "]
+  BE --> BF[" ... "]
+  BF --> BG[" ... "]
+  BG --> BH[" ... "]
+  BH --> BI[" ... "]
+  BI --> BJ[" ... "]
+  BJ --> BK[" ... "]
+  BK --> BL[" ... "]
+  BL --> BM[" ... "]
+  BM --> BN[" ... "]
+  BN --> BO[" ... "]
+  BO --> BP[" ... "]
+  BP --> BQ[" ... "]
+  BQ --> BR[" ... "]
+  BR --> BS[" ... "]
+  BS --> BT[" ... "]
+  BT --> BU[" ... "]
+  BU --> BV[" ... "]
+  BV --> BW[" ... "]
+  BW --> BX[" ... "]
+  BX --> BY[" ... "]
+  BY --> BZ[" ... "]
+  BZ --> CA[" ... "]
+  CA --> CB[" ... "]
+  CB --> CC[" ... "]
+  CC --> CD[" ... "]
+  CD --> CE[" ... "]
+  CE --> CF[" ... "]
+  CF --> CG[" ... "]
+  CG --> CH[" ... "]
+  CH --> CI[" ... "]
+  CI --> CJ[" ... "]
+  CJ --> CK[" ... "]
+  CK --> CL[" ... "]
+  CL --> CM[" ... "]
+  CM --> CN[" ... "]
+  CN --> CO[" ... "]
+  CO --> CP[" ... "]
+  CP --> CQ[" ... "]
+  CQ --> CR[" ... "]
+  CR --> CS[" ... "]
+  CS --> CT[" ... "]
+  CT --> CU[" ... "]
+  CU --> CV[" ... "]
+  CV --> CW[" ... "]
+  CW --> CX[" ... "]
+  CX --> CY[" ... "]
+  CY --> CZ[" ... "]
+  CZ --> DA[" ... "]
+  DA --> DB[" ... "]
+  DB --> DC[" ... "]
+  DC --> DD[" ... "]
+  DD --> DE[" ... "]
+  DE --> DF[" ... "]
+  DF --> DG[" ... "]
+  DG --> DH[" ... "]
+  DH --> DI[" ... "]
+  DI --> DJ[" ... "]
+  DJ --> DK[" ... "]
+  DK --> DL[" ... "]
+  DL --> DJ
+```
+</details>
+
+![](images/2abd90f4364b1fc654973a2651345af26f60e4da603ce4c3efed35522bbdf2b6.jpg)
+
+<details>
+<summary>text_image</summary>
+
+Christopher M. Bishop
+with Hugh Bishop
+Deep Learning
+Foundations
+and Concepts
+Springer
+</details>
+
+Bishop, Christopher M., and Hugh Bishop. Deep Learning: Foundations and Concepts. Cham: Springer International Publishing, 2024. https://doi.org/10.1007/978-3-031-45468-4.
+
+Interested on fine tuning BERT for classification? Read more
+
+Sun, Chi, Xipeng Qiu, Yige Xu, and Xuanjing Huang. “How to Fine-Tune BERT for Text Classification?” arXiv, February 5, 2020. https://doi.org/10.48550/arXiv.1905.05583.
+
+## Image classification with ViT
+
+![](images/9af6e9c261a164a839fbaa31512e982466d113265e4fa63bc77f778744dde33b.jpg)
+
+<details>
+<summary>flowchart</summary>
+
+```mermaid
+graph TD
+  A["Input Class 0"] --> B["Transformer Encoder"]
+  C["Input Class 1"] --> B
+  D["Input Class 2"] --> B
+  E["Input Class 3"] --> B
+  F["Input Class 4"] --> B
+  G["Input Class 5"] --> B
+  H["Input Class 6"] --> B
+  I["Input Class 7"] --> B
+  J["Input Class 8"] --> B
+  K["Input Class 9"] --> B
+  L["Final Embeddings"] --> B
+  M["Extra learnable [class"] embedding] --> A
+  N["Patch + Position Embedding"] --> O["Linear Projection of Flattened Patches"]
+  P["Image of Dog in Top Left"] --> Q["Output Image"]
+```
+</details>
+
+ViT process with the learnable class embedding highlight (left).
+
+Dosovitskiy, Alexey, Lucas Beyer, Alexander Kolesnikov, Dirk Weissenborn, Xiaohua Zhai, Thomas Unterthiner, Mostafa Dehghani, et al. “An Image Is Worth 16x16 Words: Transformers for Image Recognition at Scale.” arXiv, June 3, 2021. https://doi.org/10.48550/arXiv.2010.11929.
+
+## What can we do with transformers?
+
+Classify composites
+
+![](images/a2022e03aaba96a775fa40dee681dee38555d51f69e5b912053bd93c7198b992.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+Green circular icon with a white checkmark (no text or symbols)
+</details>
+
+Complete composites
+
+![](images/e4898148206e2f0f2e13db0d6b39667d940e641737a75c70b0235ea59b365aa7.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+Wooden box with orange 3D sculpture on a wooden table, no visible text or symbols
+</details>
+
+Transform composites
+
+## How to generate composites? Decoders
+
+![](images/4c1b5adb83d799dbbade5e031cf9fe92921e01eaa2886125504938d80ddf35eb.jpg)
+
+<details>
+<summary>flowchart</summary>
+
+```mermaid
+graph TD
+  A["This is an example of how concise I can be"] --> B["Encoder"]
+  B --> C["Preprocessing steps"]
+  C --> D["Input text"]
+  D --> E["This is an _ of how concise I _ be"]
+  E --> F["Fills in the missing words to generate the original sentence"]
+  F --> G["Receives inputs where words are randomly masked during training"]
+```
+</details>
+
+![](images/ca4d95b16a805a175dfa87eb760e1a1aaaa916e40cafdad8d92304cde2db8e13.jpg)
+
+<details>
+<summary>flowchart</summary>
+
+```mermaid
+graph TD
+  A["Decoder"] --> B["Preprocessing steps"]
+  B --> C["Input text"]
+  C --> D["This is an example of how concise I can be"]
+  D --> E["This is an example of how concise I can"]
+  E --> F["Receives incomplete texts"]
+    style A fill:#cce5ff,stroke:#333
+    style B fill:#cce5ff,stroke:#333
+    style C fill:#cce5ff,stroke:#333
+    style D fill:#cce5ff,stroke:#333
+    style E fill:#cce5ff,stroke:#333
+    note right of A: "This is an example of how concise I can be"
+    note right of D: "Learns to generate one word at a time"
+```
+</details>
+
+![](images/235b28288b819ad457aa59deace15575b2dfdff06e309009840d23b24e5ef24c.jpg)
+
+<details>
+<summary>text_image</summary>
+
+BUILD A
+Large Language
+Model
+SEBASTIAN RUSCHKA
+FRANK
+SCOTIA
+MORNING
+</details>
+
+Raschka, Sebastian. Build a Large Language Model (From Scratch). Manning, 2024.
+
+## How to generate composites? Decoders
+
+![](images/5c8c746d9a6b8a9f78242e4a4100510f36f4df70e304b28a83841b16650269e8.jpg)
+
+<details>
+<summary>flowchart</summary>
+
+```mermaid
+graph TD
+    subgraph L Layers
+  y1["LM"] --> mask_TransformerLayer["Masked transformer layer"]
+  y2["LM"] --> maskTransformerLayer["Masked transformer layer"]
+  yN+1["LM"] --> maskTransformerLayer["Masked transformer layer"]
+    end
+
+    subgraph PositionalEncoding
+        direction TB
+  E1["embedding"] --> E2["+"]
+  E2 --> E3["×start"]
+  E3 --> x1["x1"]
+  x1 --> Embedding1["embedding"]
+  Embedding1 --> Embedding2["+"]
+  Embedding2 --> EmbeddingN["embedding"]
+  EmbeddingN --> xN["xN"]
+    end
+
+    style L Layers fill:#f9f9f9,stroke:#333
+    style PositionalEncoding fill:#e6f7ff,stroke:#333
+```
+</details>
+
+![](images/244885387dd9db9ba525e340a06aa38a0045ed3cdaa28ed4271bd1bfa78242ad.jpg)
+
+<details>
+<summary>text_image</summary>
+
+Christopher M. Bishop
+with Hugh Bishop
+
+Deep Learning
+
+Foundations
+and Concepts
+
+Springer
+</details>
+
+Bishop, Christopher M., and Hugh Bishop. Deep Learning: Foundations and Concepts. Cham: Springer International Publishing, 2024. https://doi.org/10.1007/978-3-031-45468-4.
+
+## What is masked attention?
+
+![](images/ff644bcdd520b65012076796ecfe97ea0ccc35fab2e49123a617db492132e156.jpg)
+
+<details>
+<summary>flowchart</summary>
+
+```mermaid
+graph TD
+  A["The animal"] --> B["the animal didn't cross the street because it was too tired"]
+  A --> C["the street because it was too tired"]
+  D["The animal didn't cross the street because it was too wide"] --> E["The animal didn't cross the street because it was too wide"]
+  F["The animal didn't cross the street because it was too wide"] --> G["The animal didn't cross the street because it was too wide"]
+```
+</details>
+
+## What is masked attention?
+
+How much token “Life” attends to token “first”  
+![](images/47ddf65ba17bb232887b0f4514b5aa395dcb1f856b8424698bebd91860735b90.jpg)
+
+<details>
+<summary>heatmap</summary>
+
+| | Life | is | short | eat | desert | first |
+|---|---|---|---|---|---|---|
+| Life | 0.17 | 0.13 | 0.18 | 0.16 | 0.15 | 0.18 |
+| is | 0.03 | 0.68 | 0.02 | 0.08 | 0.14 | 0.02 |
+| short | 0.19 | 0.06 | 0.25 | 0.14 | 0.11 | 0.23 |
+| eat | 0.15 | 0.21 | 0.14 | 0.16 | 0.17 | 0.14 |
+| desert | 0.13 | 0.27 | 0.11 | 0.16 | 0.18 | 0.12 |
+| first | 0.19 | 0.02 | 0.31 | 0.11 | 0.07 | 0.27 |
+</details>
+
+In the row for corresponding to "Life", mask out all words that come after "Life"  
+![](images/b054eafcf6e8ce9a25a0328d852b83e50e1011c29943a6a90e2b2ade8617f5a6.jpg)
+
+<details>
+<summary>heatmap</summary>
+
+| | Life | is | short | eat | desert | first |
+|---|---|---|---|---|---|---|
+| Life | 0.17 | 0.13 | 0.18 | 0.16 | 0.15 | 0.18 |
+| is | 0.03 | 0.68 | 0.02 | 0.08 | 0.14 | 0.02 |
+| short | 0.19 | 0.06 | 0.25 | 0.14 | 0.11 | 0.23 |
+| eat | 0.15 | 0.21 | 0.14 | 0.16 | 0.17 | 0.14 |
+| desert | 0.13 | 0.27 | 0.11 | 0.16 | 0.18 | 0.12 |
+| first | 0.19 | 0.02 | 0.31 | 0.11 | 0.07 | 0.27 |
+</details>
+
+## How to generate composites? Decoders
+
+![](images/5a0db77149dd02dd9681944f4fefbc340d851e0c1fca81822bddb1c6478a4c11.jpg)
+
+<details>
+<summary>flowchart</summary>
+
+```mermaid
+graph TD
+  A["Create the next word based on the input text"] --> B["This is"]
+  B --> C["Decoder"]
+  C --> D["Preprocessing steps"]
+  D --> E["Input text"]
+  E --> F["This"]
+    
+  G["This is an"] --> H["Output layers"]
+  H --> I["Decoder"]
+  I --> J["Preprocessing steps"]
+  J --> K["Input text"]
+    
+  L["This is an example"] --> M["Output layers"]
+  M --> N["Decoder"]
+  N --> O["Preprocessing steps"]
+  O --> P["Input text"]
+    
+  Q["This is an"] --> R["This is"]
+  R --> S["The output of the previous round serves as input to the next round"]
+    
+    style A fill:#f9f,stroke:#333
+    style B fill:#ccf,stroke:#333
+    style C fill:#cfc,stroke:#333
+    style D fill:#fcc,stroke:#333
+    style E fill:#cff,stroke:#333
+    style F fill:#ffc,stroke:#333
+    style G fill:#f9f,stroke:#333
+    style H fill:#ccf,stroke:#333
+    style I fill:#cfc,stroke:#333
+    style J fill:#fcc,stroke:#333
+    style K fill:#ffc,stroke:#333
+    style L fill:#f9f,stroke:#333
+    style M fill:#ccf,stroke:#333
+    style N fill:#cfc,stroke:#333
+    style O fill:#fcc,stroke:#333
+    style P fill:#ffc,stroke:#333
+    style Q fill:#f9f,stroke:#333
+```
+</details>
+
+![](images/ef7e447b85a4b2c0fd7d824d7a3f215089fcca52b9c255e4234dff3e73021791.jpg)
+
+<details>
+<summary>text_image</summary>
+
+BUILD A
+Large Language
+Model
+Sebastian Raschka
+STONY SCOTKA
+MENNING
+</details>
+
+Raschka, Sebastian. Build a Large Language Model (From Scratch). Manning, 2024.
+
+Autoregressive
+
+## How are decoders trained?
+
+## The model is simply trained to predict the next word
+
+![](images/50f1211e1fb141b9acbfd2a8b75d5d53ae0dabe715987fe16d2c85763d2dfaaf.jpg)
+
+![](images/6feb88dd89c4bc5f7f78cd92169294ad16710a53b8126a3b418c1f30db022d04.jpg)
+
+<details>
+<summary>text_image</summary>
+
+BUILD A
+Large Language
+Model
+Sebastian Ruschka
+MORNING
+FRANKY SCOTCHA
+</details>
+
+Raschka, Sebastian. Build a Large Language Model (From Scratch). Manning, 2024.
+
+## How are decoders efficiently trained?
+
+![](images/886d23fb1d6c2dcaf23241f846d90b01ae8a5af13689876aa03af91dabfba87a.jpg)
+
+<details>
+<summary>flowchart</summary>
+
+```mermaid
+graph TD
+  A["Text sample:"] --> B["Input the LLM receives"]
+  B --> C1["LLMs learn to predict one word at a time"]
+  B --> C2["LLMs learn to predict one word at a time"]
+  B --> C3["LLMs learn to predict one word at a time"]
+  B --> C4["LLMs learn to predict one word at a time"]
+  B --> C5["LLMs learn to predict one word at a time"]
+  C1 --> D1["The LLM can't access words past the target"]
+  C2 --> D2["Target to predict"]
+  C3 --> D3["LLMs can't access words past the target"]
+  C4 --> D4["LLMs can't access words past the target"]
+  C5 --> D5["LLMs can't access words past the target"]
+```
+</details>
+
+![](images/052606a65a436c63318f9a5dec7022d624f07a3cdb111afa102d796f1c6d70ec.jpg)
+
+<details>
+<summary>text_image</summary>
+
+BUILD A
+Large Language
+Model
+Sebastian Raschka
+STONY SCOTKA
+MENNING
+</details>
+
+Raschka, Sebastian.
+Build a Large Language
+Model (From Scratch).
+Manning, 2024.
+
+## What can we do with transformers?
+
+Classify composites
+
+![](images/c168a18b04922c739906661ffb85a8e09e808fb43b6bc65bfe4ba1184d129a7a.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+Green circular icon with a white checkmark (no text or symbols)
+</details>
+
+Complete composites
+
+![](images/d721444cdeb676963ce44e67f4b90e4a0f86b853154474734188bc179adde91c.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+Green circular icon with a white checkmark symbol (no text or numbers)
+</details>
+
+Transform composites
+
+## Transforming composites. Encoders and decoders together 8) The complete output
+
+![](images/8772e875e708c2475b63ec0c266b8086a89ce73d3cb4c9c1f38e46584c4fbff8.jpg)
+
+<details>
+<summary>flowchart</summary>
+
+```mermaid
+graph TD
+  A["1) The Input text to be translated"] --> B["Preprocessing steps"]
+  B --> C["Encoder"]
+  C --> D["Embeddings"]
+  D --> E["Output layers"]
+  E --> F["Decoder"]
+  F --> G["Preprocessing steps"]
+  G --> H["Input text"]
+  H --> I["This is an example"]
+    
+    style A fill:#ccc,stroke:#333
+    style B fill:#ccc,stroke:#333
+    style C fill:#ccc,stroke:#333
+    style D fill:#ccc,stroke:#333
+    style E fill:#ccc,stroke:#333
+    style F fill:#ccc,stroke:#333
+    style G fill:#ccc,stroke:#333
+    style H fill:#ccc,stroke:#333
+    style I fill:#ccc,stroke:#333
+    
+  note1["4) The encoder returns embedding vectors as input to the decoder"] --> C
+  note2["5) A partial output text (the model completes the translation one word at a time)"] --> F
+  note3["6) The input text is prepared for the decoder"] --> G
+  note4["7) The decoder generates the translated text one word at a time"] --> F
+  note5["8) The complete output (translation)"] --> F
+```
+</details>
+
+![](images/777fa7eccaa2bb27125174f7348a073b7cc520c6f33052a1457c1b0d6258e72a.jpg)
+
+<details>
+<summary>text_image</summary>
+
+BUILD A
+Large Language
+Model
+Sebastian Ruschka
+MORNING
+FRANKY SCOTCHA
+</details>
+
+Raschka, Sebastian.
+Build a Large Language
+Model (From Scratch).
+Manning, 2024.
+
+## Transforming composites. Encoders and decoders together 8) The complete output
+
+![](images/6eaca321b4bf57d494d77466d7e482948ce43d9a1f4831084cfc4f3961db2df8.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+3D white figure sitting on a red question mark, no text or symbols present
+</details>
+
+![](images/452b932e19c1affc48c38c5df24088940f7b686d5d0f0a6554574b076ab64558.jpg)
+
+<details>
+<summary>flowchart</summary>
+
+```mermaid
+graph TD
+  A["1) The Input text to be translated"] --> B["Preprocessing steps"]
+  B --> C["Encoder"]
+  C --> D["Embeddings"]
+  D --> E["Output layers"]
+  E --> F["Decoder"]
+  F --> G["Preprocessing steps"]
+  G --> H["Input text"]
+  H --> I["This is an example"]
+  I --> J["Encoder has access to the complete input text to produce text encodings used by the decoder"]
+  J --> K["The encoder returns embedding vectors as input to the decoder"]
+  K --> L["Embeddings"]
+  L --> M["Das ist ein"]
+  M --> N["The complete output (translation)"]
+  N --> O["Output layers"]
+  O --> P["7) The decoder generates the translated text one word at a time"]
+  P --> Q["Preprocessing steps"]
+  Q --> R["Input text"]
+  R --> S["Das ist ein"]
+  S --> T["5) A partial output text (the model completes the translation one word at a time)"]
+  T --> U["Preprocessing steps"]
+  U --> V["Encoder"]
+  V --> W["Embeddings"]
+  W --> X["Das ist ein"]
+```
+</details>
+
+![](images/9d0b87610f34117882b1d090fc25f1c960f3a7d764fc495a3f6b82a627aa598f.jpg)
+
+<details>
+<summary>text_image</summary>
+
+BUILD A
+Large Language
+Model
+Sebastian Ruschka
+MORNING
+FRANKY SCOTCHA
+</details>
+
+Raschka, Sebastian.
+Build a Large Language
+Model (From Scratch).
+Manning, 2024.
+
+## Decoders vs. conditional decoders
+
+![](images/bce15d7ed213fa869a1dda1c6c6cc82d0a9062ba340aa4e5fb71ced11c5c535b.jpg)
+
+<details>
+<summary>flowchart</summary>
+
+```mermaid
+graph TD
+  A["This is an example of how concise I can be"] --> B["Decoder"]
+  B --> C["Preprocessing steps"]
+  C --> D["Input text"]
+  D --> E["This is an example of how concise I can"]
+  E --> F["Receives incomplete texts"]
+  G["Leads to generate one word at a time"] --> A
+```
+</details>
+
+Approximate
+
+$$
+p (x _ {n} | x _ {1}, \ldots , x _ {n - 1})
+$$
+
+![](images/6545f30f046be2159a1a73434ffebdc6e68ff989864f02dda77f2f07f76ff6a8.jpg)
+
+<details>
+<summary>flowchart</summary>
+
+```mermaid
+graph TD
+  A["Input text"] --> B["Preprocessing steps"]
+  B --> C["Decoder"]
+  C --> D["Das ist ein"]
+  D --> E["Output layers"]
+  E --> F["Das ist ein Beispiel"]
+  F --> G["8) The complete output (translation)"]
+  C --> H["7) The decoder generates the translated text one word at a time"]
+  C --> I["6) The input text is prepared for the decoder"]
+  I --> J["5) A partial output text (the model completes the translation one word at a time)"]
+```
+</details>
+
+Approximate
+
+$$
+p (x _ {n} | x _ {1}, \dots , x _ {n - 1}, c)
+$$
+
+![](images/145bd608d20bbd42e0c75d93052f523387690735054f33493895070e6c0d9d2e.jpg)
+
+<details>
+<summary>text_image</summary>
+
+BUILD A
+Large Language
+Model
+Sebastian Ruschka
+STOW
+EASTRA
+</details>
+
+Raschka, Sebastian.  
+Build a Large Language  
+Model (From Scratch).  
+Manning, 2024.
+
+What is the most likely next word if the sentence meaning is c?
+
+## Transforming composites.
+
+![](images/42f2e91f070247f5d80c843e965955afd9c2409ff5347acc148e40ec03d5a0cc.jpg)
+
+<details>
+<summary>flowchart</summary>
+
+```mermaid
+graph TD
+    subgraph Encoder[encoder]
+  A1["self-attention transformer layer"] --> B1["..."]
+  A2["self-attention transformer layer"] --> B2["+"]
+  C["embedding"] --> D["X"]
+    end
+    subgraph Conditional[conditional decoder]
+  E1["cross-attention transformer layer"] --> F1["..."]
+  E2["cross-attention transformer layer"] --> F2["+"]
+  G["embedding"] --> H["{<start>, Y1:N-1}"]
+    end
+  I["Z"] --> J["self-attention transformer layer"]
+  J --> A1
+  J --> A2
+  K["YN"] --> L["LSM"]
+  L --> M["Cross-attention transformer layer"]
+  M --> E1
+  M --> E2
+    style Encoder fill:#f9f,stroke:#333
+    style Conditional fill:#bbf,stroke:#333
+```
+</details>
+
+![](images/b94fc68f074c12a0f0d963d170c858ac8815ced1b147d1e8226cbda2299d8176.jpg)
+
+<details>
+<summary>text_image</summary>
+
+Christopher M. Bishop
+with Hugh Bishop
+
+Deep Learning
+
+Foundations
+and Concepts
+
+Springer
+</details>
+
+Bishop, Christopher M., and Hugh Bishop. Deep Learning: Foundations and Concepts. Cham: Springer International Publishing, 2024. https://doi.org/10.1007/978-3-031-45468-4.
+
+## What can we do with transformers?
+
+Classify composites
+
+![](images/b058c8e65abdf9c06b64dac637d43d5e6c80a93c27930d00eeafc120cdbc06d3.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+Green circular icon with a white checkmark (no text or symbols)
+</details>
+
+Complete composites
+
+![](images/ff8256dab4236e769a5b28431b6ecdd69f089b43f5153382e033f5539b7560bc.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+Green circular icon with a white checkmark symbol (no text or numbers)
+</details>
+
+Transform composites
+
+![](images/53cd3d5142a0f7f33631d99b5162c4b72f911532f2bfc0e2ec97496f46b99e22.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+Green circular icon with a white checkmark symbol (no text or numbers)
+</details>
+
+## Opening the box. Understanding transformer layers.
+
+Transformer layer -> Encoders
+
+Masked transformer layer -> Decoders
+
+Cross-attention transformer layer -> Conditional decoders
+
+## Transformer layer
+
+A composite as a matrix
+
+N (tokens)
+
+![](images/5a25bdff0f7a989030e294f50a9c066d3e3ef243272bfd8517be3081d0fa0764.jpg)
+
+<details>
+<summary>text_image</summary>
+
+xₙᵀ
+X
+</details>
+
+D (features)
+
+$\widetilde{\mathbf{X}} = \text{TransformerLayer}[\mathbf{X}]$ .
+
+## Transformer layer
+
+## Algorithm 12.3: Transformer layer
+
+Input: Set of tokens $X \in R^{N \times D} : \{x_{1}, \ldots, x_{N}\}$ Multi-head self-attention layer parameters
+Feed-forward network parameters
+
+Output: $\widetilde{\mathbf{X}}\in \mathbb{R}^{N\times D}:\{\widetilde{\mathbf{x}}_1,\dots ,\widetilde{\mathbf{x}}_N\}$
+
+$\mathbf{Z} = \text{LayerNorm}[\mathbf{Y}(\mathbf{X}) + \mathbf{X}] // \mathbf{Y}(\mathbf{X})$ from Algorithm 12.2 $\widetilde{\mathbf{X}} = \text{LayerNorm}[\text{MLP}[\mathbf{Z}] + \mathbf{Z}] // \text{shared neural network}$ return $\widetilde{\mathbf{X}}$
+
+Y(X): Result of applying multi-head self-attention
+
+![](images/76754388f504e5ceb4b0ccc511f666863c72c0f8eff7804c2120be72c5c5a1db.jpg)
+
+<details>
+<summary>flowchart</summary>
+
+```mermaid
+graph TD
+  X["Input X̃"] --> Add1["add & norm"]
+  Add1 --> MLP["MLP"]
+  MLP --> Add2["add & norm"]
+  Add2 --> MultiHead["multi-head self-attention"]
+  MultiHead --> Add3["add & norm"]
+  Add3 --> Add4["MLP"]
+  Add4 --> Add5["add & norm"]
+  Add5 --> Add6["Output X̃"]
+  Add6 --> Add7["Output X"]
+  Add7 --> Add8["Output X̃"]
+  Add8 --> Add9["Output X"]
+  Add9 --> Add10["Output X̃"]
+  Add10 --> Add11["Output X̃"]
+  Add11 --> Add12["Output X̃"]
+  Add12 --> Add13["Output X̃"]
+  Add13 --> Add14["Output X̃"]
+  Add14 --> Add15["Output X̃"]
+  Add15 --> Add16["Output X̃"]
+  Add16 --> Add17["Output X̃"]
+  Add17 --> Add18["Output X̃"]
+  Add18 --> Add19["Output X̃"]
+  Add19 --> Add20["Output X̃"]
+  Add20 --> Add21["Output X̃"]
+  Add21 --> Add22["Output X̃"]
+  Add22 --> Add23["Output X̃"]
+  Add23 --> Add24["Output X̃"]
+  Add24 --> Add25["Output X̃"]
+  Add25 --> Add26["Output X̃"]
+  Add26 --> Add27["Output X̃"]
+  Add27 --> Add28["Output X̃"]
+  Add28 --> Add29["Output X̃"]
+  Add29 --> Add30["Output X̃"]
+  Add30 --> Add31["Output X̃"]
+  Add31 --> Add32["Output X̃"]
+  Add32 --> Add33["Output X̃"]
+  Add33 --> Add34["Output X̃"]
+  Add34 --> Add35["Output X̃"]
+  Add35 --> Add36["Output X̃"]
+  Add36 --> Add37["Output X̃"]
+  Add37 --> Add38["Output X̃"]
+  Add38 --> Add39["Output X̃"]
+  Add39 --> Add40["Output X̃"]
+  Add40 --> Add41["Output X̃"]
+  Add41 --> Add42["Output X̃"]
+  Add42 --> Add43["Output X̃"]
+  Add43 --> Add44["Output X̃"]
+  Add44 --> Add45["Output X̃"]
+  Add45 --> Add46["Output X̃"]
+  Add46 --> Add47["Output X̃"]
+  Add47 --> Add48["Output X̃"]
+  Add48 --> Add49["Output X̃"]
+  Add49 --> Add50["Output X̃"]
+  Add50 --> Add51["Output X̃"]
+  Add51 --> Add52["Output X̃"]
+  Add52 --> Add53["Output X̃"]
+  Add53 --> Add54["Output X̃"]
+  Add54 --> Add55["Output X̃"]
+  Add55 --> Add56["Output X̃"]
+  Add56 --> Add57["Output X̃"]
+  Add57 --> Add58["Output X̃"]
+  Add58 --> Add59["Output X̃"]
+  Add59 --> Add60["Output X̃"]
+  Add60 --> Add61["Output X̃"]
+  Add61 --> Add62["Output X̃"]
+  Add62 --> Add63["Output X̃"]
+  Add63 --> Add64["Output X̃"]
+  Add64 --> Add65["Output X̃"]
+  Add65 --> Add66["Output X̃"]
+  Add66 --> Add67["Output X̃"]
+  Add67 --> Add68["Output X̃"]
+  Add68 --> Add69["Output X̃"]
+  Add69 --> Add70["Output X̃"]
+  Add70 --> MultiHead
+  MultiHead --> MultiHead
+```
+</details>
+
+## Attention coefficients
+
+$$
+\mathbf {y} _ {n} = \sum_ {m = 1} ^ {N} a _ {n m} \mathbf {x} _ {m} \quad Y = A X
+$$
+
+$a_{nm}$ : how much token n attends to token m
+
+$$
+\begin{array}{l} a _ {n m} \geqslant 0 \\ \sum_ {m = 1} ^ {N} a _ {n m} = 1. \\ \end{array}
+$$
+
+This is a convex combination, play with one here:
+
+https://www.geogebra.org/m/ekyrkytj
+
+## How to compute attention weights
+
+For each token $x_{i}$ we compute:
+
+- A query $q_i$ . It encodes the kind of tokens that $x_i$ is willing to receive messages from.  
+- A key $k_{i}$ . It encodes the kind of tokens that $x_{i}$ is willing to send messages to.  
+- A value $v_i$ . It encodes the message that $x_i$ is willing to distribute to whomever wants to pay attention to it.
+
+Now to compute $a_{nm}$ , the attention token n devotes to token m, we compute the dot product of $\langle q_{n}, k_{m} \rangle$ . The larger the dot product, the larger the attention.
+
+## Attention via linear transformations
+
+We can easily compute queries, keys and values using independent linear transformations of the matrix X.
+
+![](images/8e88dfd4f71528a927a219ac0d3fdd2e7c906f688848822d2e5c94a3561fa3c5.jpg)
+
+<details>
+<summary>flowchart</summary>
+
+```mermaid
+graph TD
+  Y --> mat_mul["mat mul"]
+  mat_mul --> softmax["softmax"]
+  softmax --> scale["scale"]
+  scale --> mat_mul["mat mul"]
+  mat_mul --> W_q["W^(q)"]
+  mat_mul --> W_k["W^(k)"]
+  mat_mul --> W_v["W^(v)"]
+  W_q --> X["X"]
+  W_k --> X
+  W_v --> X
+    style mat_mul fill:#f9f,stroke:#333
+    style softmax fill:#ccf,stroke:#333
+    style scale fill:#cfc,stroke:#333
+    style W_q fill:#fcc,stroke:#333
+    style W_k fill:#fcc,stroke:#333
+    style W_v fill:#fcc,stroke:#333
+```
+</details>
+
+$$
+\mathbf {Q} = \mathbf {X} \mathbf {W} ^ {(q)}
+$$
+
+$$
+\mathbf {K} = \mathbf {X} \mathbf {W} ^ {(k)}
+$$
+
+$$
+\mathbf {V} = \mathbf {X} \mathbf {W} ^ {(v)}
+$$
+
+W matrices (encoding the linear transformations) are parameters of the Transformer layer
+
+$$
+A = \operatorname{Softmax} \left[ \frac {Q K ^ {T}}{\sqrt {D _ {k}}} \right]
+$$
+
+$$
+Y = A V
+$$
+
+## Softmax
+
+![](images/245ad4dbecf83be97b970491551e594e170ee40d621ea76742514ea5d48b80e3.jpg)
+
+<details>
+<summary>flowchart</summary>
+
+```mermaid
+graph LR
+  A["0.25\n1.23\n-0.8"] --> B["Softmax"]
+  B --> C["0.249\n0.664\n0.087"]
+```
+</details>
+
+## Self-Attention
+
+![](images/ae89ed8fe62341c0daeac4725feb6fe83c31c04b7aeac57e36130bf752e21f51.jpg)
+
+<details>
+<summary>bar chart</summary>
+
+| Input        | Thinking | Machines |
+| ------------ | -------- | -------- |
+| Embedding    | X₁       | X₂       |
+| Queries      | q₁       | q₂       |
+| Keys         | k₁       | k₂       |
+| Values       | v₁       | v₂       |
+</details>
+
+![](images/860a983842f2521dea978f42c77eaf7e8841c97cd7fe8b3ec8aa8e1e50a79d4c.jpg)
+
+<details>
+<summary>text_image</summary>
+
+W^Q
+W^K
+W^V
+</details>
+
+![](images/e76a7a128868eccbf44a2265a4d42f5ef4a34a1b2604d65a5b604e605b252a37.jpg)
+
+<details>
+<summary>text_image</summary>
+
+X
+W^Q
+=
+Q
+X
+W^K
+=
+K
+X
+W^V
+=
+V
+</details>
+
+## Scaled self-attention in one slide. One attention head
+
+![](images/c2f8c0f2a5dd82146902cfa8702ef5f95926757516adf89f461ef7a42c0b4a38.jpg)
+
+<details>
+<summary>flowchart</summary>
+
+```mermaid
+graph TD
+  Y --> mat_mul["mat mul"]
+  mat_mul --> softmax["softmax"]
+  softmax --> scale["scale"]
+  scale --> mat_mul["mat mul"]
+  mat_mul --> W_q["W^(q)"]
+  mat_mul --> W_k["W^(k)"]
+  mat_mul --> W_v["W^(v)"]
+  W_q --> X["X"]
+  W_k --> X
+  W_v --> X
+    style mat_mul fill:#f9f,stroke:#333
+    style softmax fill:#ccf,stroke:#333
+    style scale fill:#cfc,stroke:#333
+    style W_q fill:#ffc,stroke:#333
+    style W_k fill:#ffc,stroke:#333
+    style W_v fill:#ffc,stroke:#333
+```
+</details>
+
+## Algorithm 12.1: Scaled dot-product self-attention
+
+Input: Set of tokens $\mathbf{X} \in \mathbb{R}^{N \times D}: \{\mathbf{x}_1, \ldots, \mathbf{x}_N\}$ Weight matrices $\{\mathbf{W}^{(q)}, \mathbf{W}^{(k)}\} \in \mathbb{R}^{D \times D_k}$ and $\mathbf{W}^{(v)} \in \mathbb{R}^{D \times D_v}$
+
+Output: Attention $(\mathbf{Q},\mathbf{K},\mathbf{V})\in \mathbb{R}^{N\times D_{\mathrm{v}}}$ : $\{\mathbf{y}_1,\dots ,\mathbf{y}_N\}$
+
+$$
+\mathbf {Q} = \mathbf {X W} ^ {(q)} / / \text {compute queries} \mathbf {Q} \in \mathbb {R} ^ {N \times D _ {k}}
+$$
+
+$$
+\mathbf {K} = \mathbf {X W} ^ {(k)} / / \text {compute keys} \mathbf {K} \in \mathbb {R} ^ {N \times D _ {k}}
+$$
+
+$$
+\mathbf {V} = \mathbf {X} \mathbf {W} ^ {(v)} / / \text {compute values} \mathbf {V} \in \mathbb {R} ^ {N \times D}
+$$
+
+return Attention(Q, K, V) = Softmax $\left[\frac{\mathbf{Q}\mathbf{K}^{\mathrm{T}}}{\sqrt{D_{\mathrm{k}}}}\right]\mathbf{V}$
+
+## Multi head attention
+
+![](images/49f11bc48c725c04319733e33305f533519c0c46de599e6eef631dcb8369d138.jpg)
+
+<details>
+<summary>tree diagram</summary>
+
+| Word | Item |
+| :--- | :--- |
+| The_ | The |
+| animal_ | animal |
+| didn_ | didn |
+| _ | _ |
+| t_ | t |
+| cross_ | cross |
+| the_ | the |
+| street_ | street |
+| because_ | because |
+| it_ | it |
+| was_ | was |
+| too_ | too |
+| tire | tire |
+| d_ | d |
+</details>
+
+## Multi head attention
+
+## Each attention head learns a specific set of parameters W
+
+![](images/52459a65adb510c227f51da0e679e7e03d69ae1e26ff0409533ba14cc585da0d.jpg)
+
+<details>
+<summary>text_image</summary>
+
+I am specialized in colour information
+I am specialized in taste information
+I am specialized in movement information
+I am specialized in time related information
+</details>
+
+Together, we can run the galaxy!
+
+## Multi head attention
+
+![](images/52212993dd4fbe55955ba91d21c23a30f1917aaec92573621905ba0d3419c299.jpg)
+
+<details>
+<summary>flowchart</summary>
+
+```mermaid
+graph TD
+  A["linear"] --> B["concat"]
+  B --> C["self-attention"]
+  B --> D["self-attention"]
+  B --> E["self-attention"]
+  C --> F["X"]
+  D --> F
+  E --> F
+  F --> G["..."]
+  G --> H["X"]
+  H --> I["Y"]
+  I --> A
+```
+</details>
+
+## Multi-Head Attention
+
+1) This is our input sentence\*
+
+2) We embed each word\*
+
+3) Split into 8 heads. We multiply X or R with weight matrices
+
+4) Calculate attention using the resulting Q/K/V matrices
+
+5) Concatenate the resulting Z matrices, then multiply with weight matrix $W^{o}$ to produce the output of the layer
+
+Thinking Machines
+
+![](images/72903e9751e56cff5f49fe79575c380ae806817d66355ea403549d06b3335ab9.jpg)
+
+\* In all encoders other than #0, we don't need embedding. We start directly with the output of the encoder right below this one
+
+![](images/f4f10d5b28167b2cafa1598c32aec5050b5758bdbd9d81090e6c29a381e234db.jpg)
+
+![](images/69572b8cac517119cf6aca6b24ab775ca0df273bd3bcf67d923815bf7209bf6c.jpg)
+
+<details>
+<summary>text_image</summary>
+
+W₀^Q
+W₀^K
+W₀^V
+</details>
+
+![](images/f0aa80e8e0654174dd47167c599b1a467ef076e2d8c77c39d6791d21428d7d82.jpg)
+
+![](images/e2382fa4fa6fbba1216fd72feae22b24136c87de570930bf0eb00411169f46ef.jpg)
+
+![](images/b1134e7f8c0661f28e63bf121a50886f3dc0827d8fa443ecb0695cfed35e7d96.jpg)
+
+<details>
+<summary>text_image</summary>
+
+W₁^Q
+W₁^K
+W₁^V
+</details>
+
+![](images/64dfe571cda09336cad1bec7a028df13ade80011949f932023f3aa5b84d1bf42.jpg)
+
+![](images/fcc176ab29274dfd580ef8df6fe80dfb1bcd24fc2209a4962a872723096e67de.jpg)
+
+![](images/09af7344786c994e74e49b827f2971f62a70fd72c405e1bb36f089a8283a26e3.jpg)
+
+<details>
+<summary>text_image</summary>
+
+W7^Q
+W7^K
+W7^V
+</details>
+
+![](images/8be2578e27d300f8cd121ea209343c0b0cb8a03643b22a157ddbbe39df7f81c8.jpg)
+
+<details>
+<summary>text_image</summary>
+
+Q₇
+K₇
+V₇
+</details>
+
+![](images/ce53ea75ff55dfc063a504351c6b5eb6b0fbb71400e65a3932aa07f872780ab3.jpg)
+
+![](images/4a34a45d0b4bb95c6a75fa7123b05caf0fa84167f1271166dfe0d5cb563e3358.jpg)
+
+<details>
+<summary>text_image</summary>
+
+W⁰
+Z
+</details>
+
+## Multi head attention
+
+## Algorithm 12.2: Multi-head attention
+
+Input: Set of tokens $\mathbf{X} \in \mathbb{R}^{N \times D}: \{\mathbf{x}_1, \ldots, \mathbf{x}_N\}$
+
+Query weight matrices $\{\mathbf{W}_1^{(\mathrm{q})},\dots ,\mathbf{W}_H^{(\mathrm{q})}\} \in \mathbb{R}^{D\times D}$
+
+Key weight matrices $\{\mathbf{W}_1^{(\mathrm{k})},\dots ,\mathbf{W}_H^{(\mathrm{k})}\} \in \mathbb{R}^{D\times D}$
+
+Value weight matrices $\{\mathbf{W}_1^{(\mathrm{v})},\dots ,\mathbf{W}_H^{(\mathrm{v})}\} \in \mathbb{R}^{D\times D_{\mathrm{v}}}$
+
+Output weight matrix $\mathbf{W}^{(o)}\in \mathbb{R}^{HD_{v}\times D}$
+
+Output: $\mathbf{Y} \in \mathbb{R}^{N \times D}: \{\mathbf{y}_1, \dots, \mathbf{x}_N\}$
+
+// compute self-attention for each head (Algorithm 12.1)
+
+for $h = 1,\dots ,H$ do
+
+$$
+\mathbf {Q} _ {h} = \mathbf {X} \mathbf {W} _ {h} ^ {\mathrm{(q)}}, \quad \mathbf {K} _ {h} = \mathbf {X} \mathbf {W} _ {h} ^ {\mathrm{(k)}}, \quad \mathbf {V} _ {h} = \mathbf {X} \mathbf {W} _ {h} ^ {\mathrm{(v)}}
+$$
+
+$$
+\mathbf {H} _ {h} = \text { Attention } \left(\mathbf {Q} _ {h}, \mathbf {K} _ {h}, \mathbf {V} _ {h}\right) / / \mathbf {H} _ {h} \in \mathbb {R} ^ {N \times D _ {\mathrm{v}}}
+$$
+
+end for
+
+$\mathbf{H} = \operatorname {Concat}\left[\mathbf{H}_{1},\dots ,\mathbf{H}_{\mathbf{N}}\right]$ // concatenate heads
+
+return $\mathbf{Y}(\mathbf{X}) = \mathbf{H}\mathbf{W}^{(\mathrm{o})}$
+
+## Transformer layer
+
+## Algorithm 12.3: Transformer layer
+
+Input: Set of tokens $X \in R^{N \times D} : \{x_{1}, \ldots, x_{N}\}$ Multi-head self-attention layer parameters
+Feed-forward network parameters
+
+Output: $\widetilde{\mathbf{X}}\in \mathbb{R}^{N\times D}:\{\widetilde{\mathbf{x}}_1,\dots ,\widetilde{\mathbf{x}}_N\}$
+
+$\mathbf{Z} = \text{LayerNorm}[\mathbf{Y}(\mathbf{X}) + \mathbf{X}] // \mathbf{Y}(\mathbf{X})$ from Algorithm 12.2 $\widetilde{\mathbf{X}} = \text{LayerNorm}[\text{MLP}[\mathbf{Z}] + \mathbf{Z}] // \text{shared neural network}$ return $\widetilde{\mathbf{X}}$
+
+Y(X): Result of applying multi-head self-attention
+
+![](images/ecf72dd09f5c843e51891dd4504dfc8589f05a5e2a0596cdb1922161dc4a2562.jpg)
+
+<details>
+<summary>flowchart</summary>
+
+```mermaid
+graph TD
+  X["Input X̃"] --> Add1["add & norm"]
+  Add1 --> MLP["MLP"]
+  MLP --> Add2["add & norm"]
+  Add2 --> MultiHead["multi-head self-attention"]
+  MultiHead --> Add3["add & norm"]
+  Add3 --> Add4["MLP"]
+  Add4 --> Add5["add & norm"]
+  Add5 --> Add6["Output X̃"]
+  Add6 --> Add7["Output X"]
+  Add7 --> Add8["Output X̃"]
+  Add8 --> Add9["Output X"]
+  Add9 --> Add10["Output X̃"]
+  Add10 --> Add11["Output X̃"]
+  Add11 --> Add12["Output X̃"]
+  Add12 --> Add13["Output X̃"]
+  Add13 --> Add14["Output X̃"]
+  Add14 --> Add15["Output X̃"]
+  Add15 --> Add16["Output X̃"]
+  Add16 --> Add17["Output X̃"]
+  Add17 --> Add18["Output X̃"]
+  Add18 --> Add19["Output X̃"]
+  Add19 --> Add20["Output X̃"]
+  Add20 --> Add21["Output X̃"]
+  Add21 --> Add22["Output X̃"]
+  Add22 --> Add23["Output X̃"]
+  Add23 --> Add24["Output X̃"]
+  Add24 --> Add25["Output X̃"]
+  Add25 --> Add26["Output X̃"]
+  Add26 --> Add27["Output X̃"]
+  Add27 --> Add28["Output X̃"]
+  Add28 --> Add29["Output X̃"]
+  Add29 --> Add30["Output X̃"]
+  Add30 --> Add31["Output X̃"]
+  Add31 --> Add32["Output X̃"]
+  Add32 --> Add33["Output X̃"]
+  Add33 --> Add34["Output X̃"]
+  Add34 --> Add35["Output X̃"]
+  Add35 --> Add36["Output X̃"]
+  Add36 --> Add37["Output X̃"]
+  Add37 --> Add38["Output X̃"]
+  Add38 --> Add39["Output X̃"]
+  Add39 --> Add40["Output X̃"]
+  Add40 --> Add41["Output X̃"]
+  Add41 --> Add42["Output X̃"]
+  Add42 --> Add43["Output X̃"]
+  Add43 --> Add44["Output X̃"]
+  Add44 --> Add45["Output X̃"]
+  Add45 --> Add46["Output X̃"]
+  Add46 --> Add47["Output X̃"]
+  Add47 --> Add48["Output X̃"]
+  Add48 --> Add49["Output X̃"]
+  Add49 --> Add50["Output X̃"]
+  Add50 --> Add51["Output X̃"]
+  Add51 --> Add52["Output X̃"]
+  Add52 --> Add53["Output X̃"]
+  Add53 --> Add54["Output X̃"]
+  Add54 --> Add55["Output X̃"]
+  Add55 --> Add56["Output X̃"]
+  Add56 --> Add57["Output X̃"]
+  Add57 --> Add58["Output X̃"]
+  Add58 --> Add59["Output X̃"]
+  Add59 --> Add60["Output X̃"]
+  Add60 --> Add61["Output X̃"]
+  Add61 --> Add62["Output X̃"]
+  Add62 --> Add63["Output X̃"]
+  Add63 --> Add64["Output X̃"]
+  Add64 --> Add65["Output X̃"]
+  Add65 --> Add66["Output X̃"]
+  Add66 --> Add67["Output X̃"]
+  Add67 --> Add68["Output X̃"]
+  Add68 --> Add69["Output X̃"]
+  Add69 --> Add70["Output X̃"]
+  Add70 --> MultiHead
+  MultiHead --> MultiHead
+```
+</details>
+
+## Masked transformer layer. A regular transformer layer but with masked attention.
+
+How much token “Life” attends to token “first”
+
+In the row for corresponding to “Life”, mask out all words that come after “Life”
+
+![](images/96d8f12c860deacbbcd396e99c84da8fcfa153b629122e83f8b276a50ec2ca70.jpg)
+
+<details>
+<summary>flowchart</summary>
+
+```mermaid
+graph TD
+  A["Layer Norm"] --> B["+"]
+  B --> C["Feed Forward"]
+  C --> D["Layer Norm"]
+  D --> E["+"]
+  E --> F["Masked Multi Self Attention"]
+  F --> D
+  D --> G["Feedback Loop"]
+  G --> H["Output"]
+```
+</details>
+
+![](images/147a1c84885b179c6f43e9d2cf363e00ffdc0fd61728d4d348d5cfbce72c635c.jpg)
+
+<details>
+<summary>heatmap</summary>
+
+| | Life | is | short | eat | desert | first |
+|---|---|---|---|---|---|---|
+| Life | 0.17 | 0.13 | 0.18 | 0.16 | 0.15 | 0.18 |
+| is | 0.03 | 0.68 | 0.02 | 0.08 | 0.14 | 0.02 |
+| short | 0.19 | 0.06 | 0.25 | 0.14 | 0.11 | 0.23 |
+| eat | 0.15 | 0.21 | 0.14 | 0.16 | 0.17 | 0.14 |
+| desert | 0.13 | 0.27 | 0.11 | 0.16 | 0.18 | 0.12 |
+| first | 0.19 | 0.02 | 0.31 | 0.11 | 0.07 | 0.27 |
+</details>
+
+![](images/2367477a4ac6baae70edbe367527efd8cb3ecd9645ebf06fb5c13349377fd6f8.jpg)
+
+<details>
+<summary>heatmap</summary>
+
+| | Life | is | short | eat | desert | first |
+|---|---|---|---|---|---|---|
+| Life | 0.17 | 0.13 | 0.18 | 0.16 | 0.15 | 0.18 |
+| is | 0.03 | 0.68 | 0.02 | 0.08 | 0.14 | 0.02 |
+| short | 0.19 | 0.06 | 0.25 | 0.14 | 0.11 | 0.23 |
+| eat | 0.15 | 0.21 | 0.14 | 0.16 | 0.17 | 0.14 |
+| desert | 0.13 | 0.27 | 0.11 | 0.16 | 0.18 | 0.12 |
+| first | 0.19 | 0.02 | 0.31 | 0.11 | 0.07 | 0.27 |
+</details>
+
+Attention weights calculated in the previous "Self-Attention" section
+
+## Cross-attention
+
+![](images/93e812735abca8d5b12ac1845ed98926079605a776b1f5445f0489063e85f7b7.jpg)
+
+<details>
+<summary>flowchart</summary>
+
+```mermaid
+graph TD
+  A["Encoder"] --> B["Feed forward"]
+  A --> C["Multi-head attention"]
+  A --> D["Masked multi-head attention"]
+  B --> E["Add & norm"]
+  C --> F["add & norm"]
+  D --> G["add & norm"]
+  E --> H["Add & norm"]
+  F --> I["Add & norm"]
+  G --> J["Masked multi-head attention"]
+  H --> K["Feed forward"]
+  I --> L["Multi-head attention"]
+  J --> M["Masked multi-head attention"]
+    style A fill:#f9f,stroke:#333
+    style B fill:#bbf,stroke:#333
+    style C fill:#bfb,stroke:#333
+    style D fill:#ffb,stroke:#333
+    style E fill:#fff,stroke:#333
+    style F fill:#fff,stroke:#333
+    style G fill:#fff,stroke:#333
+    style H fill:#fff,stroke:#333
+    style I fill:#fff,stroke:#333
+    style J fill:#fff,stroke:#333
+    style K fill:#fff,stroke:#333
+    style L fill:#fff,stroke:#333
+```
+</details>
+
+## Cross-Attention (e.g. Machine Translation)
+
+![](images/c822782b25a88fb4f8278fc6a435be73f922a48149bcd2bd2d9cc1b7cc64d35e.jpg)
+
+<details>
+<summary>flowchart</summary>
+
+```mermaid
+graph TD
+  A["Start"] --> B["Student"]
+  B --> C["Intermediate Layer"]
+  C --> D["Student"]
+  D --> E["Intermediate Layer"]
+  E --> F["Student"]
+  F --> G["Intermediate Layer"]
+  G --> H["Student"]
+  H --> I["Intermediate Layer"]
+  I --> J["Student"]
+  J --> K["Intermediate Layer"]
+  K --> L["Student"]
+  L --> M["Intermediate Layer"]
+  M --> N["Student"]
+  N --> O["Intermediate Layer"]
+  O --> P["Student"]
+  P --> Q["Intermediate Layer"]
+  Q --> R["Student"]
+  R --> S["Intermediate Layer"]
+  S --> T["Student"]
+  T --> U["Intermediate Layer"]
+  U --> V["Student"]
+  V --> W["Intermediate Layer"]
+  W --> X["Student"]
+  X --> Y["Intermediate Layer"]
+  Y --> Z["Student"]
+  Z --> AA["Intermediate Layer"]
+  AA --> AB["Student"]
+  AB --> AC["Intermediate Layer"]
+  AC --> AD["Student"]
+  AD --> AE["Intermediate Layer"]
+  AE --> AF["Student"]
+  AF --> AG["Intermediate Layer"]
+  AG --> AH["Student"]
+  AH --> AI["Intermediate Layer"]
+  AI --> AJ["Student"]
+  AJ --> AK["Intermediate Layer"]
+  AK --> AL["Student"]
+  AL --> AM["Intermediate Layer"]
+  AM --> AN["Student"]
+  AN --> AO["Intermediate Layer"]
+  AO --> AP["Student"]
+  AP --> AQ["Intermediate Layer"]
+  AQ --> AR["Student"]
+```
+</details>
+
+## Cross-attention transformer layer
+
+Tokens entering through
+here determine the
+questions
+
+Tokens entering through here determine the keys and the messages (values)
+
+![](images/4cb66e853a2cc2056cf891384c307ce1741939fe11bf5144cba803a4f62e937f.jpg)
+
+<details>
+<summary>flowchart</summary>
+
+```mermaid
+graph TD
+    subgraph Inputs_1[Inputs 1]
+  A["x₁"] -->|d| B["W_q"]
+  B -->|d_q| C["Q"]
+  C -->|n| D["K"]
+  D -->|m| E["QKᵀ"]
+  E --> F["Softmax"]
+    end
+
+    subgraph Inputs_2[Inputs 2]
+  A["x₂"] -->|d| B["W_k"]
+  B -->|d_k = d_q| C["K"]
+  C -->|m| D["V"]
+  D -->|m| E["V"]
+  E -->|m| F["A"]
+  F --> G["Z"]
+  G --> H["Outputs"]
+
+    style Inputs_1 fill:#f9f,stroke:#333
+    style Inputs_2 fill:#f9f,stroke:#333
+    style Outputs fill:#ccf,stroke:#333
+    style Softmax fill:#cfc,stroke:#333
+    style A fill:#fcc,stroke:#333
+    style B fill:#cff,stroke:#333
+    style C fill:#ffc,stroke:#333
+    style D fill:#cfc,stroke:#333
+    style E fill:#fcc,stroke:#333
+    style F fill:#cfc,stroke:#333
+    style G fill:#cfc,stroke:#333
+    style H fill:#fcc,stroke:#333
+```
+</details>
+
+![](images/059a022f8cb22dd05678e61f3ed7e267405cb7cf54888aea865e453531f1f43d.jpg)
+
+<details>
+<summary>flowchart</summary>
+
+```mermaid
+graph TD
+  A["add & norm"] --> B["MLP"]
+  B --> C["add & norm"]
+  C --> D["multi-head cross-attention"]
+  D --> E["add & norm"]
+  E --> F["masked multi-head self-attention"]
+  F --> G["X̃"]
+  G --> H["Z"]
+  H --> I["K"]
+  I --> J["V"]
+  J --> K["Q"]
+  K --> D
+    style A fill:#f9f,stroke:#333
+    style B fill:#f9f,stroke:#333
+    style C fill:#f9f,stroke:#333
+    style D fill:#ff0,stroke:#333
+    style E fill:#ff0,stroke:#333
+    style F fill:#ff0,stroke:#333
+    style G fill:#fff,stroke:#333
+    style H fill:#fff,stroke:#333
+    style I fill:#fff,stroke:#333
+    style J fill:#fff,stroke:#333
+    style K fill:#fff,stroke:#333
+  style_L["X"] --> M["add & norm"]
+  M --> N["Masked multi-head self-attention"]
+```
+</details>
+
+## Transformer & Multi-Head Attention
+
+![](images/50a24f1ed4141de3a60b0446414d49d8043dbfe9847e818a86168b876d6e3cd7.jpg)
+
+<details>
+<summary>flowchart</summary>
+
+```mermaid
+graph TD
+  A["Inputs"] --> B["Input Embedding"]
+  B --> C["Add & Norm"]
+  C --> D["Feed Forward"]
+  D --> E["Multi-Head Attention"]
+  E --> F["Add & Norm"]
+  F --> G["Masked Multi-Head Attention"]
+  G --> H["Add & Norm"]
+  H --> I["Feed Forward"]
+  I --> J["Add & Norm"]
+  J --> K["Softmax"]
+  K --> L["Linear"]
+  L --> M["Output Probabilities"]
+    style A fill:#f9f,stroke:#333
+    style B fill:#ccf,stroke:#333
+    style C fill:#cfc,stroke:#333
+    style D fill:#fcc,stroke:#333
+    style E fill:#cff,stroke:#333
+    style F fill:#ffc,stroke:#333
+    style G fill:#cfc,stroke:#333
+    style H fill:#fcc,stroke:#333
+    style I fill:#cfc,stroke:#333
+    style J fill:#fcc,stroke:#333
+    style K fill:#cfc,stroke:#333
+    style L fill:#fcc,stroke:#333
+    style M fill:#cfc,stroke:#333
+  style_N["Positional Encoding"] --> O["Add & Norm"]
+  O --> P["Multi-Head Attention"]
+  P --> Q["Add & Norm"]
+  Q --> R["Masked Multi-Head Attention"]
+  R --> S["Add & Norm"]
+  S --> T["Feed Forward"]
+  T --> U["Add & Norm"]
+  U --> V["Softmax"]
+  V --> W["Nx"]
+    style N fill:#f9f,stroke:#333
+    style O fill:#ccf,stroke:#333
+    style P fill:#cfc,stroke:#333
+    style Q fill:#fcc,stroke:#333
+    style R fill:#cfc,stroke:#333
+    style S fill:#fcc,stroke:#333
+    style T fill:#cfc,stroke:#333
+    style U fill:#fcc,stroke:#333
+```
+</details>
+
+Figure 1: The Transformer - model architecture.
+
+## Transformers vs. RNNs
+
+<table><tr><td>Challenges with RNNs</td><td>Transformers</td></tr><tr><td>Long range dependenciesGradient vanishing and explosionLarge # of training stepsSequential/recurrence → can’t parallelizeComplexity per layer: O(n*d2)</td><td>Can model long-rangedependenciesNo gradient vanishing and explosionFewer training stepsCan parallelize computation!Complexity per layer: O(n2*d)</td></tr></table>
+
+## Large Language Models
+
+▶ Scaled up versions of Transformer architecture, e.g. millions/billions of parameters  
+▶ Typically trained on massive amounts of “general” textual data (e.g. web corpus)  
+▶ Training objective is typically “next token prediction”: $P(W_{t+1}|W_t, W_{t-1}, \ldots, W_1)$  
+Emergent abilities as they scale up (e.g. chain-of-thought reasoning)  
+▶ Heavy computational cost (time, money, GPUs)  
+▶ Larger general ones: “plug-and-play” with few or zero-shot learning  
+▶ Train once, then adapt to other tasks without needing to retrain  
+▶ E.g. in-context learning and prompting
+
+## Emergent Abilities of Large Language Models
+
+▶ Why do LLMs work so well? What happens as you scale up?  
+▶ Potential explanation: emergent abilities!  
+▶ An ability is emergent if it is present in larger but not smaller models  
+▶ Not have been directly predicted by extrapolating from smaller models  
+▶ Performance is near-random until a certain critical threshold, then improves heavily  
+▶ Known as a “phase transition” and would not have been extrapolated
+
+## Few-Shot Prompting
+
+![](images/b837a60dc28d642ce58472eda85627f917a5480cb2e46db944237478cad02de7.jpg)
+
+<details>
+<summary>flowchart</summary>
+
+```mermaid
+graph LR
+  A["Input"] --> B["Review: This movie sucks.<br>Sentiment: negative.<br>Review: I love this movie.<br>Sentiment:"]
+  B --> C["Language model"]
+  C --> D["Output<br>positive."]
+```
+</details>
+
+Figure 1: Example of an input and output for few-shot prompting.
+
+![](images/fa40166bf97db3f13e1b0cd1ee5eb011d5b20378269d12c0ec5349203ad5ece4.jpg)
+
+![](images/fdff2cabf011a9357a9e398a0e56e254c2a99ce609359af3a8a6a8a317f546e1.jpg)
+
+<details>
+<summary>line chart</summary>
+
+| x        | Accuracy (%) |
+| -------- | ------------ |
+| 10^18    | 0            |
+| 10^20    | 0            |
+| 10^22    | 0            |
+| 10^24    | 35           |
+</details>
+
+![](images/351a1f27ac8419bcd101723d6106528e3098be0a55a7b563f8c933c47071cbec.jpg)
+
+<details>
+<summary>line chart</summary>
+
+| X (log scale) | BLEU (%) |
+| ------------- | -------- |
+| 10^18         | 0        |
+| 10^20         | 0        |
+| 10^22         | 0        |
+| 10^24         | 25       |
+</details>
+
+![](images/6f157c55b39e822c807b2df1b35aa2adb37b0fac088dece37a18d6f71f3352e7.jpg)
+
+<details>
+<summary>line chart</summary>
+
+| x        | Exact match (%) |
+| -------- | --------------- |
+| 10^18    | 0               |
+| 10^20    | 0               |
+| 10^22    | 0               |
+| 10^24    | 15              |
+</details>
+
+![](images/0321a7b63966ea73c83e82e54f535ffda82b4bf6b396bfdf9b904d5b089193cc.jpg)
+
+<details>
+<summary>line chart</summary>
+
+| x        | Exact match (%) |
+| -------- | --------------- |
+| 10^18    | 25              |
+| 10^20    | 23              |
+| 10^22    | 24              |
+| 10^24    | 45              |
+</details>
+
+![](images/4ddc32fc9e3cf9392c50a616731d987c2bc9f7e07d64b72b8993a540ba35a0d0.jpg)
+
+<details>
+<summary>line chart</summary>
+
+| x      | Accuracy (%) |
+| ------ | ------------ |
+| 10^20  | 20           |
+| 10^22  | 20           |
+| 10^24  | 45           |
+</details>
+
+![](images/8d062ccfe7931d5a4d422d0e0ed777917c5ebde5a821bc01f78f0d348be4f47c.jpg)
+
+<details>
+<summary>line chart</summary>
+
+| x        | Accuracy (%) |
+| -------- | ------------ |
+| 10^20    | 10           |
+| 10^21    | 8            |
+| 10^22    | 15           |
+| 10^23    | 45           |
+</details>
+
+![](images/5ced88e6ff6cf29cc9fe4135723d811ed4d41410bf42e1db9c9cbc7c8a196b5f.jpg)
+
+<details>
+<summary>line chart</summary>
+
+| x      | Accuracy (%) |
+| ------ | ------------ |
+| 10^20  | 25           |
+| 10^22  | 30           |
+| 10^24  | 60           |
+</details>
+
+![](images/e23934dd676f648eef7c4b7d665356ddf0ff9441d3d73280bd4927038084a35e.jpg)
+
+<details>
+<summary>line chart</summary>
+
+| Word in context | Accuracy (%) |
+| --------------- | ------------ |
+| 10^20           | 50           |
+| 10^22           | 48           |
+| 10^24           | 65           |
+</details>
+
+Model scale (training FLOPs)  
+Figure 2: Eight examples of emergence in the few-shot prompting setting. Each point is a separate model. The ability to perform a task via few-shot prompting is emergent when a language model achieves random performance until a certain scale, after which performance significantly increases to well-above random. Note that models that used more training compute also typically have more parameters—hence, we show an analogous figure with number of model parameters instead of training FLOPs as the x-axis in Figure 11. A–D: BIG-Bench (2022), 2-shot. E: Lin et al. (2021) and Rae et al. (2021). F: Patel & Pavlick (2022). G: Hendrycks et al. (2021a), Rae et al. (2021), and Hoffmann et al. (2022). H: Brown et al. (2020), Hoffmann et al. (2022), and Chowdhery et al. (2022) on the WiC benchmark (Pilehvar & Camacho-Collados, 2019).
+
+## Potential Explanations of Emergence
+
+▶ Currently few explanations for why these abilities emerge  
+▶ Evaluation metrics used to measure these abilities may not fully explain why they emerge  
+▶ Disclaimer: maybe emergent abilities of LLMs are a mirage!!!
+
+https://arxiv.org/abs/2304.15004  
+▶ “Emergent abilities appear due to the researcher's choice of metric rather than due to fundamental changes in model behavior with scale”
+
+## Reinforcement Learning with Human Feedback (RLHF)
+
+▶ RLHF: technique that trains a "reward model" directly from human feedback  
+▶ Uses the model as a reward function to optimize an agent's policy using reinforcement learning (RL) through an optimization algorithm  
+▶ Ask humans to rank instances of the agent's behavior, e.g. which produced response is better
+
+![](images/5f0bac179388fe35f89295792c7d51a94ccbd1f82a08448f7cc8dd6161022cf1.jpg)
+
+<details>
+<summary>flowchart</summary>
+
+```mermaid
+graph TD
+  A["RL ALGORITHM"] -->|PREDICTED REWARD| B["REWARD PREDICTOR"]
+  B -->|OBSERVATION| C["ENVIRONMENT"]
+  C -->|ACTION| A
+  D["HUMAN FEEDBACK"] -->|HUMAN FEEDBACK| B
+```
+</details>
+
+## Direct Preference Optimization (DPO)
+
+![](images/d582436b10798c587a9bb9d981a332ffe353cf5509ec6ad9d4dd91ca28ae93bc.jpg)
+
+<details>
+<summary>flowchart</summary>
+
+```mermaid
+graph LR
+  A["preference data"] --> B["maximum likelihood"]
+  B --> C["reward model"]
+  C --> D["label rewards"]
+  D --> E["sample completions"]
+  E --> F["LM policy"]
+    style A fill:#f9f,stroke:#333
+    style F fill:#bbf,stroke:#333
+    subgraph Reinforcement_learning_from_Human_Feedback_RLHF["\"Reinforcement learning from Human Feedback (RLHF)\""]
+        G["write me a poem about the history of jazz"]
+    end
+```
+</details>
+
+![](images/dc7b568a9c505290f0b3496d7317a6f0e406a798d855c0fbc183e9caca721970.jpg)
+
+<details>
+<summary>flowchart</summary>
+
+```mermaid
+graph LR
+  A["preference data"] --> B["> y_w"]
+  B --> C["maximum likelihood"]
+  C --> D["final LM"]
+```
+</details>
+
+Figure 1: DPO optimizes for human preferences while avoiding reinforcement learning. Existing methods for fine-tuning language models with human feedback first fit a reward model to a dataset of prompts and human preferences over pairs of responses, and then use RL to find a policy that maximizes the learned reward. In contrast, DPO directly optimizes for the policy best satisfying the preferences with a simple classification objective, without an explicit reward function or RL.
+
+## GPT-4
+
+▶ Supervised learning on large dataset, then RLHF and RLAIF  
+▶ GPT-4 trained on both images and text, vision is also out!  
+▶ Discuss humor in images, summarize screenshot text, etc.  
+▶ GPT-4 is "more reliable, creative, and able to handle much more nuanced instructions than GPT-3.5"  
+▶ Much longer context windows of 8,192 and 32,768 tokens  
+▶ Does exceptionally well on standardized tests  
+▶ Did not release technical details of GPT-4
+
+![](images/c402beda3582959721fdc5cc438323e623372ad23bdf7edeec9d03ba61953e5f.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+Close-up of a humanoid robot head with exposed mechanical components and a circular dial (no text or symbols visible)
+</details>
+
+GPT-4
+
+## Gemini
+
+▶ Latest: Gemini 1.5 Pro  
+Gemini Ultra performs better than ChatGPT on 30 of the 32 academic benchmarks in reasoning and understanding it tested on.  
+▶ Effectively processes and integrates data from diff modalities:  
+▶ Text, audio, image, video  
+▶ Based on a Mixture-of-Experts (MoE) model  
+▶ Significantly improves efficiency in training and application
+
+## Gemini
+
+▶ Based on a Mixture-of-Experts (MoE) model
+
+Combination of multiple small Neural networks known as ‘Experts’ which are trained and capable of handling particular data and performing specialised tasks.  
+▶ 'Gating network' which predicts which response is best suited to address the request.
+
+![](images/c00c504158545a02d0f4148ae2467b26fec2520bee1b8aa9e46ce2800bac2b50.jpg)
+
+<details>
+<summary>flowchart</summary>
+
+```mermaid
+graph TD
+  A["Input"] --> B["Text Expert"]
+  A --> C["Image Expert"]
+  A --> D["Fusion Expert"]
+  B --> E["Output"]
+  C --> E
+  D --> E
+  E --> F["Gating Network"]
+  F --> A
+    style A fill:#f9f,stroke:#333
+    style E fill:#bbf,stroke:#333
+    style F fill:#dfd,stroke:#333
+    note1["EXPERTS"]
+    note2["Gating Network"]
+    note3["30%"]
+    note4["60%"]
+    note5["10%"]
+    note6["10%"]
+    note7["30%"]
+```
+</details>
+
+Source link
+
+## Where we are (2024)
+
+## Recently Taken Off:
+
+- LLM boom: ChatGPT, GPT-4, Gemini, open-source models  
+• Human alignment and interaction
+
+\- Reinforcement learning & human feedback
+
+• Controlling toxicity, bias, and ethics  
+- More use in unique applications: audio, art/music, neuro/bio, coding, games, physical tasks, etc.  
+- Other: diffusion models (e.g. text-to-image/video gen)
+
+○ Also, Diffusion Transformer (DiT)
+
+![](images/1a2b90ad55c64b09122ca6c476c054855401bf4dcc7c22d27e44a7b0ce17224f.jpg)
+
+<details>
+<summary>flowchart</summary>
+
+```mermaid
+graph TD
+  A["Examples"] --> B["&quot;Explain quantum computing in simple terms&quot; →"]
+  C["Capabilities"] --> D["Remembers what user said earlier in the conversation"]
+  E["Limitations"] --> F["May occasionally generate incorrect information"]
+  G["&quot;Got any creative ideas for a 10 year old's birthday?&quot; →"] --> H["Allows user to provide follow-up corrections"]
+  I["&quot;How do I make an HTTP request in Javascript?&quot; →"] --> J["Trained to decline inappropriate requests"]
+  K["Limited knowledge of world and events after 2021"] --> L["May occasionally produce harmful instructions or biased content"]
+```
+</details>
+
+Image source: https://openai.com/blog/chatgpt/
+
+![](images/825953621efc0ba6f0ad437d2d3234a9c746e140a3c0057d61d1b70c48f60e6c.jpg)
+
+<details>
+<summary>text_image</summary>
+
+TEXT PROMPT an armchair in the shape of an avocado, an armchair imitating an avocado.
+AI-GENERATED IMAGES
+</details>
+
+## The Future (What's Next?)
+
+\- Can enable a lot more applications:
+
+○ Generalist Agents  
+- Longer video understanding and generation, finance + business  
+- Incredibly long sequence modeling (GPT authors a novel)  
+○ Domain-specific “Foundation models” - DoctorGPT, LawyerGPT, ...  
+- Potential real-world impacts:
+
+■ Personalized education and tutoring systems  
+■ Advanced healthcare diagnostics, environmental monitoring & protection, etc.  
+■ Real-time multilingual communication  
+■ Interactive entertainment & gaming (e.g. NPCs)
+
+![](images/625d268578d1bb973993688050a8fc585e0d94d1df5aa19aeee4cf2a4b9ff87a.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+Futuristic futuristic spaceship with reflective surface and dynamic motion blur (no text or symbols)
+</details>
+
+## The Future (What's Missing?)
+
+## • Missing Ingredients (to AGI/ASI?):
+
+○ Reducing computation complexity  
+- Enhanced human controllability  
+○ Alignment with language models of human brain  
+○ Adaptive learning and generalization across domains  
+○ Multi-sensory multimodal embodiment (e.g. intuitive physics and commonsense)  
+- Infinite/external memory: like Neural Turing Machines  
+- Infinite/constant self-improvement and self-reflection capabilities  
+○ Complete autonomy and long-horizon decision-making  
+○ Emotional intelligence and social understanding  
+- Ethical reasoning and value alignment
+
+![](images/cce726e250d0bbb6b826d7607019f1984a01b5317791963c52021cbfb0d89dcd.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+Futuristic futuristic spaceship with reflective surface and dynamic control panels (no text or symbols visible)
+</details>
+
+## Questions?
+
+![](images/534b6861aa23c0713072445f0ee117140f4eabe3aa46ebf0ebffd52e965dcd0c.jpg)
+
+<details>
+<summary>text_image</summary>
+
+ASK NO QUESTIONS, HEAR NO LIES
+M.EM
+</details>
+
+## Hugging face
+
+https://medium.com/@anthony.demeusy/introduction-to-hugging-face-a-starters-guide-to-using-online-models-d7d7923a9aa5
+
+## Transformers and LLMs: An Introduction
+
+## Challenges and Weaknesses
+
+## Challenges of NLP:
+
+▶ Discrete nature of text  
+▶ More difficult data augmentation  
+▶ Text is “precise” - one wrong word changes entire meaning of a sentence  
+▶ Potential for long context lengths and memories (e.g. conversations)  
+▶ Many more...
+
+## Weaknesses of earlier models/apporoaches:
+
+▶ Short context length  
+▶ “Linear” reasoning - no attention mechanism to focus on other parts  
+▶ Earlier approaches (e.g. word2vec) do not adapt based on context
+
+## NLP Throughout the Years
+
+## Rule Based NLP Systems
+
+Welcome to
+
+<table><tr><td>EEEEEE</td><td>LL</td><td>III</td><td>ZZZZZZ</td><td colspan="2">AAAAA</td></tr><tr><td>EE</td><td>LL</td><td>II</td><td>ZZ</td><td>AA</td><td>AA</td></tr><tr><td>EEEE</td><td>LL</td><td>II</td><td>ZZZ</td><td colspan="2">AAAAAAAA</td></tr><tr><td>EE</td><td>LL</td><td>II</td><td>ZZ</td><td>AA</td><td>AA</td></tr><tr><td>EEEEEE</td><td>LLLLLLL</td><td>III</td><td>ZZZZZZ</td><td>AA</td><td>AA</td></tr></table>
+
+Eliza is a mock Rogerian psychotherapist.
+
+The original program was described by Joseph Weizenbaum in 1966.
+
+This implementation by Norbert Landsteiner 2005.
+
+ELIZA: Is something troubling you?
+
+YOU: Men are all alike.
+
+ELIZA: What is the connection, do you suppose?
+
+YOU: They're always bugging us about something or other.
+
+ELIZA: Can you think of a specific example?
+
+YOU: Well, my boyfriend made me come here.
+
+ELIZA: Is it important to you that your boyfriend made you come here?
+
+YOU: He says I'm depressed much of the time.
+
+ELIZA: I am sorry to hear that you are depressed.
+
+YOU: It's true. I am unhappy.
+
+ELIZA: Can you explain what made you unhappy ?
+
+YOU:
+
+## Linguistic Foundations
+
+▶ Rule-based approaches  
+▶ Semantic parsing  
+▶ Analyzing linguistic structure and grammars of text
+
+SIMPLE RULE BASED RULE  
+![](images/e0c06d0214c073ac9e4cdbf440ea11d71e0987a3b9c7c3813a46c84d0f393efb.jpg)
+
+<details>
+<summary>flowchart</summary>
+
+```mermaid
+graph TD
+  A["Start"] --> B["Input phrase"]
+  B --> C{Is phrase="take call"}
+  C -->|NO| D{Is phrase="accept call"}
+  D -->|NO| E{Is phrase="join call"}
+  E -->|NO| F["Could not understand phrase"]
+  E -->|YES| G["Execute &quot;accept call&quot;"]
+  G --> H["Stop"]
+  C -->|YES| G
+```
+</details>
+
+![](images/5a747933e13b7c594fd0242bc102ea6b2577679854757931e24455ab2c70194e.jpg)
+
+<details>
+<summary>flowchart</summary>
+
+```mermaid
+graph TD
+  A["root"] --> B["ndobj"]
+  A --> C["nsubj"]
+  B --> D["det"]
+  B --> E["nmod"]
+  D --> F["I prefer the morning flight through Denver"]
+  D --> G["nmod"]
+  E --> H["case"]
+```
+</details>
+
+![](images/eb8c06d4071407a25dc2264c23dba3389db906b0136d8b7935d97e6716d2a4f4.jpg)
+
+<details>
+<summary>flowchart</summary>
+
+```mermaid
+graph TD
+  S --> NP
+  S --> VP
+  NP --> Pro
+  VP --> Verb
+  VP --> NP
+  NP --> Det
+  Det --> the
+  NP --> Nom
+  Nom --> Nom
+  Nom --> Noun
+  Nom --> P
+  Nom --> PP
+  PP --> Noun
+  PP --> P
+  PP --> NP
+  Noun --> morning
+  flight --> morning
+  through --> morning
+  Pro --> Denver
+```
+</details>
+
+## Word Embeddings
+
+▶ Represent each word as a “vector” of numbers  
+▶ Converts a “discrete” representation to “continuous”, allowing for:  
+▶ More "fine-grained" representations of words  
+▶ Useful computations such as cosine/eucl distance  
+▶ Visualization and mapping of words onto a semantic space
+
+Examples:
+
+▶ Word2Vec (2013), GloVe, BERT, ELMo
+
+![](images/fc7ed07e7698fd2b340d977afa260f116a91dd6390402d181f24ab256124bd2c.jpg)
+
+<details>
+<summary>flowchart</summary>
+
+```mermaid
+graph TD
+  A["man"] --> B["woman"]
+  A --> C["king"]
+  A --> D["queen"]
+  E["cat"] --> F["dog"]
+  F --> G["dogs"]
+  H["France"] --> I["Paris"]
+  I --> J["London"]
+  J --> K["Rome"]
+  L["England"] --> M["Italy"]
+  N["mother"] --> O["daughter"]
+  P["father"] --> Q["boy"]
+  R["girl"] --> S["son"]
+  T["she"] --> U["hisself"]
+  V["longer"] --> W["long"]
+  X["fast"] --> Y["fastest"]
+  Z["slow"] --> AA["slower"]
+  AB["fast"] --> AC["longer"]
+  AD["longest"] --> AE["longest"]
+```
+</details>
+
+## Seq2seq Models
+
+▶ Recurrent Neural Networks (RNNs)  
+▶ Long Short-Term Memory Networks (LSTMs)  
+▶ "Dependency" and info between tokens  
+▶ Gates to “control memory” and flow of information
+
+![](images/a3d99cf679a6743a7a404175033210ae240385dd784f7db0543c056b7cf68033.jpg)
+
+<details>
+<summary>flowchart</summary>
+
+```mermaid
+graph TD
+  A["ct-1"] --> B["X"]
+  B --> C["+"]
+  C --> D["tanh"]
+  D --> E["X"]
+  E --> F["ot"]
+  F --> G["ct"]
+  H["ht-1"] --> I["σ"]
+  I --> J["ft"]
+  J --> K["σ"]
+  K --> L["it"]
+  L --> M["σ"]
+  M --> N["tanh"]
+  N --> O["ot"]
+  O --> P["tanh"]
+  P --> Q["ct"]
+  R["xt"] --> S["σ"]
+  S --> T["ct-1"]
+  U["yt"] --> V["Ct"]
+  W["yt"] --> X["Ct-1"]
+```
+</details>
+
+![](images/92bfb81b202b5e33df57e2303223cb9bbd0302b12cd9f09b3913ecf0f358d075.jpg)
+
+<details>
+<summary>flowchart</summary>
+
+```mermaid
+graph TD
+  A["O"] -->|W| B["h"]
+  C["X"] -->|U| B
+  B --> D["..."]
+  D -->|V| E["h_{t-1}"]
+  E -->|W| F["h_t"]
+  F -->|U| G["h_{t+1}"]
+  G -->|W| H["..."]
+    style A fill:#f9f,stroke:#333
+    style C fill:#f9f,stroke:#333
+    style B fill:#bbf,stroke:#333
+    style E fill:#bbf,stroke:#333
+    style F fill:#bbf,stroke:#333
+    style G fill:#bbf,stroke:#333
+    style H fill:#f9f,stroke:#333
+```
+</details>
+
+## Attention and Transformers
+
+- Allows to "focus attention" on particular aspects of the input text  
+▶ Done by using a set of parameters, called "weights," that determine how much attention should be paid to each input at each time step  
+These weights are computed using a combination of the input and the current hidden state of the model  
+▶ Attention weights are computed (dot product of the query, key and value matrix), then a softmax function is applied to the dot product
+
+$$
+\text { attention } (Q, K, V) = \text { softmax } \left(\frac {Q K ^ {T}}{\sqrt {d _ {k}}}\right) V
+$$
+
+![](images/6802a3159043b044487c5166404667119076208e0a5c5b1cd363a216bf9902be.jpg)
+
+<details>
+<summary>flowchart</summary>
+
+```mermaid
+graph TD
+  A["The"] --> B["animal"]
+  A --> C["didn"]
+  A --> D["'"]
+  A --> E["t'"]
+  A --> F["cross"]
+  A --> G["the"]
+  A --> H["street"]
+  A --> I["because"]
+  A --> J["it'"]
+  A --> K["was'"]
+  A --> L["too'"]
+  A --> M["tire"]
+  A --> N["d'"]
+  O["The"] --> P["animal"]
+  O --> Q["didn"]
+  O --> R["'"]
+  O --> S["t'"]
+  O --> T["cross"]
+  O --> U["the"]
+  O --> V["street"]
+  O --> W["because"]
+  X["it'"] --> Y["was'"]
+  X --> Z["too'"]
+  X --> AA["tire"]
+  X --> AB["d"]
+```
+</details>
+
+## Analogy for Q, K, V
+
+▶ Library system  
+Imagine you're looking for information on a specific topic (query)  
+▶ Each book in the library has a summary (key) that helps identify if it contains the information you're looking for  
+▶ Once you find a match between your query and a summary, you access the book to get the detailed information (value) you need  
+▶ Here, in Attention, we do a “soft match” across multiple values, e.g. get info from multiple books (“book 1 is most relevant, then book 2, then book 3, etc.”)
+
+$$
+\text { attention } (Q, K, V) = \text { softmax } \left(\frac {Q K ^ {T}}{\sqrt {d _ {k}}}\right) V
+$$
+
+## Attention and Transformers
+
+▶ Attention weights used to compute the context vector, which is a weighted sum of the input at different positions  
+▶ Context vector is used to update the hidden state of the model, which is used to generate the final output  
+▶ "Pay attention" to different parts of the input, depending on the task at hand → more accurate and natural-sounding output, esp. when working with longer inputs (e.g. paragraphs)
+
+![](images/18bef3ed047b2ef4e84084e4c3da3b71a634dc14eda9c52945d6cbf6dbc68f15.jpg)
+
+<details>
+<summary>flowchart</summary>
+
+```mermaid
+graph TD
+  A["Inputs"] --> B["Input Embedding"]
+  B --> C["Add & Norm"]
+  C --> D["Feed Forward"]
+  D --> E["Add & Norm"]
+  E --> F["Multi-Head Attention"]
+  F --> G["Masked Multi-Head Attention"]
+  G --> H["Output Embedding"]
+  H --> I["Outputs (shifted right)"]
+  I --> J["Positional Encoding"]
+  J --> K["Add & Norm"]
+  K --> L["Feed Forward"]
+  L --> M["Add & Norm"]
+  M --> N["Multi-Head Attention"]
+  N --> O["Masked Multi-Head Attention"]
+  O --> P["Output Embedding"]
+  P --> Q["Positional Encoding"]
+  Q --> R["Add & Norm"]
+  R --> S["Feed Forward"]
+  S --> T["Add & Norm"]
+  T --> U["Multi-Head Attention"]
+  U --> V["Masked Multi-Head Attention"]
+  V --> W["Output Embedding"]
+  W --> X["Positional Encoding"]
+  X --> Y["Add & Norm"]
+  Y --> Z["Feed Forward"]
+  Z --> AA["Add & Norm"]
+  AA --> AB["Multi-Head Attention"]
+  AB --> AC["Masked Multi-Head Attention"]
+  AC --> AD["Output Embedding"]
+  AD --> AE["Positional Encoding"]
+  AE --> AF["Add & Norm"]
+  AF --> AG["Feed Forward"]
+  AG --> AH["Add & Norm"]
+  AH --> AI["Multi-Head Attention"]
+  AI --> AJ["Masked Multi-Head Attention"]
+  AJ --> AK["Output Embedding"]
+  AK --> AL["Positional Encoding"]
+  AL --> AM["Add & Norm"]
+  AM --> AN["Feed Forward"]
+  AN --> AO["Add & Norm"]
+  AO --> AP["Multi-Head Attention"]
+  AP --> AQ["Masked Multi-Head Attention"]
+  AQ --> AR["Output Embedding"]
+  AR --> AS["Positional Encoding"]
+  AS --> AT["Add & Norm"]
+  AT --> AU["Feed Forward"]
+  AU --> AV["Add & Norm"]
+  AV --> AW["Multi-Head Attention"]
+  AW --> AX["Masked Multi-Head Attention"]
+  AX --> AY["Output Embedding"]
+  AY --> AZ["Positional Encoding"]
+  AZ --> BA["Add & Norm"]
+  BA --> BB["Feed Forward"]
+  BB --> BC["Add & Norm"]
+  BC --> BD["Multi-Head Attention"]
+  BD --> BE["Masked Multi-Head Attention"]
+  BE --> BF["Output Embedding"]
+  BF --> BG["Positional Encoding"]
+  BG --> BH["Add & Norm"]
+  BH --> BI["Feed Forward"]
+  BI --> BJ["Add & Norm"]
+  BJ --> BK["Multi-Head Attention"]
+  BK --> BL["Masked Multi-Head Attention"]
+  BL --> BM["Output Embedding"]
+  BM --> BN["Positional Encoding"]
+  BN --> BO["Add & Norm"]
+  BO --> BP["Feed Forward"]
+  BP --> BQ["Add & Norm"]
+  BQ --> BR["Multi-Head Attention"]
+  BR --> BS["Masked Multi-Head Attention"]
+  BS --> BT["Output Embedding"]
+  BT --> BU["Positional Encoding"]
+  BU --> BV["Add & Norm"]
+  BV --> BW["Feed Forward"]
+  BW --> BX["Add & Norm"]
+  BX --> BY["Multi-Head Attention"]
+  BY --> BZ["Masked Multi-Head Attention"]
+  BZ --> CA["Output Embedding"]
+```
+</details>
+
+Figure 1: The Transformer - model architecture.
+
+## Self-Attention
+
+![](images/93f9c433453f1ec79973c5399ce16b4ad4186eba155c1a3a7e7442443017d253.jpg)
+
+<details>
+<summary>bar chart</summary>
+
+| Input        | Thinking | Machines |
+| ------------ | -------- | -------- |
+| Embedding    | X₁       | X₂       |
+| Queries      | q₁       | q₂       |
+| Keys         | k₁       | k₂       |
+| Values       | v₁       | v₂       |
+</details>
+
+![](images/17da9fad79fefffb9cd38ba93047d21294e14ecf7cf7679255d4d19d9c0b9c68.jpg)
+
+<details>
+<summary>text_image</summary>
+
+W^Q
+W^K
+W^V
+</details>
+
+![](images/a700ef95641afcb369c0b40d264c07511bc08a135d7a059936170d0e5f224063.jpg)
+
+<details>
+<summary>text_image</summary>
+
+X
+W^Q
+=
+Q
+X
+W^K
+=
+K
+X
+W^V
+=
+V
+</details>
+
+## Multi-Head Attention
+
+1) This is our input sentence\*
+
+2) We embed each word\*
+
+3) Split into 8 heads. We multiply X or R with weight matrices
+
+4) Calculate attention using the resulting Q/K/V matrices
+
+5) Concatenate the resulting Z matrices, then multiply with weight matrix $W^{o}$ to produce the output of the layer
+
+Thinking Machines
+
+![](images/1332b266b903125a7f2a41324c6660925162d375e809a88ff62dfc21ff481c25.jpg)
+
+\* In all encoders other than #0, we don't need embedding. We start directly with the output of the encoder right below this one
+
+![](images/a568f08bafc9c8eef30457765c8b697f19a25f70b458eceb2b520322d74a1a2c.jpg)
+
+![](images/1845c86be180cd5688d23b2795f81152a8567c8683d20c314b610ff4537317a1.jpg)
+
+<details>
+<summary>text_image</summary>
+
+W₀^Q
+W₀^K
+W₀^V
+</details>
+
+![](images/1e456144df809cc35c51c6338e261f6e0ec63cdf38f3d9d3397b8f877b1a3a9b.jpg)
+
+![](images/ba59c58da64581f56b15062930d2e13b55154c55c7549d67db0de1e0e8fe606c.jpg)
+
+![](images/b7692b00050a88f9013d185b7b8c496f6ae0b6be2e0ce8d8eea2dda5c1e5b57c.jpg)
+
+<details>
+<summary>text_image</summary>
+
+W₁^Q
+W₁^K
+W₁^V
+</details>
+
+![](images/a92a9447a35ee4bd35b53f1ff5fb2347c92627230efbd54eb2980713a474509a.jpg)
+
+![](images/2332d2485d8ac7edd2a7a1f621fb78085b46030f700657ca98bbb6a07f30f4e5.jpg)
+
+![](images/f67ff6af5cc34b0db17e2cebb081a47678048e3929ed94378c066ea936fbf28b.jpg)
+
+<details>
+<summary>text_image</summary>
+
+W7^Q
+W7^K
+W7^V
+</details>
+
+![](images/c57507cc5e625095aafd206153f6f35175642144784cfa53244f37a915c5df27.jpg)
+
+<details>
+<summary>text_image</summary>
+
+Q₇
+K₇
+V₇
+</details>
+
+![](images/02e3b6be5ebc7b381012995c0790f890e85a6ebe336c6b2bf910785ee3c870b4.jpg)
+
+![](images/3020caf34ab73ded901936de3e9ad182405bd84045271e58b80c49f53318eb9b.jpg)
+
+<details>
+<summary>text_image</summary>
+
+W⁰
+Z
+</details>
+
+## Cross-Attention (e.g. Machine Translation)
+
+![](images/416ccd23c3213c8b150a49e129eb9bc34e76c03718589ff6f8e9df8d43549780.jpg)
+
+<details>
+<summary>flowchart</summary>
+
+```mermaid
+graph TD
+  A["Start"] --> B["Student"]
+  B --> C["Intermediate Layer"]
+  C --> D["Student"]
+  D --> E["Intermediate Layer"]
+  E --> F["Student"]
+  F --> G["Intermediate Layer"]
+  G --> H["Student"]
+  H --> I["Intermediate Layer"]
+  I --> J["Student"]
+  J --> K["Intermediate Layer"]
+  K --> L["Student"]
+  L --> M["Intermediate Layer"]
+  M --> N["Student"]
+  N --> O["Intermediate Layer"]
+  O --> P["Student"]
+  P --> Q["Intermediate Layer"]
+  Q --> R["Student"]
+  R --> S["Intermediate Layer"]
+  S --> T["Student"]
+  T --> U["Intermediate Layer"]
+  U --> V["Student"]
+  V --> W["Intermediate Layer"]
+  W --> X["Student"]
+  X --> Y["Intermediate Layer"]
+  Y --> Z["Student"]
+  Z --> AA["Intermediate Layer"]
+  AA --> AB["Student"]
+  AB --> AC["Intermediate Layer"]
+  AC --> AD["Student"]
+  AD --> AE["Intermediate Layer"]
+  AE --> AF["Student"]
+  AF --> AG["Intermediate Layer"]
+  AG --> AH["Student"]
+  AH --> AI["Intermediate Layer"]
+  AI --> AJ["Student"]
+  AJ --> AK["Intermediate Layer"]
+  AK --> AL["Student"]
+  AL --> AM["Intermediate Layer"]
+  AM --> AN["Student"]
+  AN --> AO["Intermediate Layer"]
+  AO --> AP["Student"]
+  AP --> AQ["Intermediate Layer"]
+  AQ --> AR["Student"]
+```
+</details>
+
+## Transformers vs. RNNs
+
+<table><tr><td>Challenges with RNNs</td><td>Transformers</td></tr><tr><td>Long range dependenciesGradient vanishing and explosionLarge # of training stepsSequential/recurrence → can’t parallelizeComplexity per layer: O(n*d2)</td><td>Can model long-rangedependenciesNo gradient vanishing and explosionFewer training stepsCan parallelize computation!Complexity per layer: O(n2*d)</td></tr></table>
+
+## Large Language Models
+
+▶ Scaled up versions of Transformer architecture, e.g. millions/billions of parameters  
+▶ Typically trained on massive amounts of “general” textual data (e.g. web corpus)  
+▶ Training objective is typically “next token prediction”: $P(W_{t+1}|W_t, W_{t-1}, \ldots, W_1)$  
+Emergent abilities as they scale up (e.g. chain-of-thought reasoning)  
+▶ Heavy computational cost (time, money, GPUs)  
+▶ Larger general ones: “plug-and-play” with few or zero-shot learning  
+▶ Train once, then adapt to other tasks without needing to retrain  
+▶ E.g. in-context learning and prompting
+
+## Emergent Abilities of Large Language Models
+
+▶ Why do LLMs work so well? What happens as you scale up?  
+▶ Potential explanation: emergent abilities!  
+▶ An ability is emergent if it is present in larger but not smaller models  
+▶ Not have been directly predicted by extrapolating from smaller models  
+▶ Performance is near-random until a certain critical threshold, then improves heavily  
+▶ Known as a “phase transition” and would not have been extrapolated
+
+## Few-Shot Prompting
+
+![](images/2cd63f664185e237a40fdb1ced5e58be8f92bde0987d11d923ccf8d1755784ee.jpg)
+
+<details>
+<summary>flowchart</summary>
+
+```mermaid
+graph LR
+  A["Input"] --> B["Review: This movie sucks.<br>Sentiment: negative.<br>Review: I love this movie.<br>Sentiment:"]
+  B --> C["Language model"]
+  C --> D["Output<br>positive."]
+```
+</details>
+
+Figure 1: Example of an input and output for few-shot prompting.
+
+![](images/cebfd21ac3a13beb9b9e14d98b4b6421ccdcf72cb9e2a101cafb659cdcb58f3c.jpg)
+
+![](images/642d897269a93d8fe7e475f23bbc5a169ac6251418d22eff6360c219576ee4ad.jpg)
+
+<details>
+<summary>line chart</summary>
+
+| x        | Accuracy (%) |
+| -------- | ------------ |
+| 10^18    | 0            |
+| 10^20    | 0            |
+| 10^22    | 0            |
+| 10^24    | 35           |
+</details>
+
+![](images/b9c30f19dc567b8a6d74a431d4238c11f2218e3e95904c80280a414b16e621e4.jpg)
+
+<details>
+<summary>line chart</summary>
+
+| X (log scale) | BLEU (%) |
+| ------------- | -------- |
+| 10^18         | 0        |
+| 10^20         | 0        |
+| 10^22         | 0        |
+| 10^24         | 25       |
+</details>
+
+![](images/d4ff6a2cf1b30ccf558b4e8fcd8813e57537dcf32790fd79fc07c6777ef9f52b.jpg)
+
+<details>
+<summary>line chart</summary>
+
+| x        | Exact match (%) |
+| -------- | --------------- |
+| 10^18    | 0               |
+| 10^20    | 0               |
+| 10^22    | 0               |
+| 10^24    | 15              |
+</details>
+
+![](images/3338973e4a4c9920b308c856effed53f3cfb9422c4c822fd06d924247b12c594.jpg)
+
+<details>
+<summary>line chart</summary>
+
+| x        | Exact match (%) |
+| -------- | --------------- |
+| 10^18    | 25              |
+| 10^20    | 24              |
+| 10^22    | 26              |
+| 10^24    | 45              |
+</details>
+
+![](images/7c9d83e147541f81851e0fde0f8baf692000f724f010f05440d7488362850686.jpg)
+
+<details>
+<summary>line chart</summary>
+
+| x      | Accuracy (%) |
+| ------ | ------------ |
+| 10^20  | 20           |
+| 10^22  | 20           |
+| 10^24  | 45           |
+</details>
+
+![](images/f2770757895306997d0eff5a8dd3edd97c109287dec220ec19182aa0d249be46.jpg)
+
+<details>
+<summary>line chart</summary>
+
+| x        | Accuracy (%) |
+| -------- | ------------ |
+| 10^20    | 10           |
+| 10^21    | 8            |
+| 10^22    | 15           |
+| 10^23    | 45           |
+</details>
+
+![](images/bc83a664fe7be24d66d49cc0c68c8e0dff1887fe263afa87bdbb4f10d2413968.jpg)
+
+<details>
+<summary>line chart</summary>
+
+| x      | Accuracy (%) |
+| ------ | ------------ |
+| 10^20  | 25           |
+| 10^22  | 30           |
+| 10^24  | 60           |
+</details>
+
+![](images/00633b276b894273dce02863bbabe9b625d6f56399ab6f2e92f7267fa7a51a0f.jpg)
+
+<details>
+<summary>line chart</summary>
+
+| Word in context | Accuracy (%) |
+| --------------- | ------------ |
+| 10^20           | 50           |
+| 10^22           | 48           |
+| 10^24           | 65           |
+</details>
+
+Model scale (training FLOPs)  
+Figure 2: Eight examples of emergence in the few-shot prompting setting. Each point is a separate model. The ability to perform a task via few-shot prompting is emergent when a language model achieves random performance until a certain scale, after which performance significantly increases to well-above random. Note that models that used more training compute also typically have more parameters—hence, we show an analogous figure with number of model parameters instead of training FLOPs as the x-axis in Figure 11. A–D: BIG-Bench (2022), 2-shot. E: Lin et al. (2021) and Rae et al. (2021). F: Patel & Pavlick (2022). G: Hendrycks et al. (2021a), Rae et al. (2021), and Hoffmann et al. (2022). H: Brown et al. (2020), Hoffmann et al. (2022), and Chowdhery et al. (2022) on the WiC benchmark (Pilehvar & Camacho-Collados, 2019).
+
+## Potential Explanations of Emergence
+
+▶ Currently few explanations for why these abilities emerge  
+▶ Evaluation metrics used to measure these abilities may not fully explain why they emerge  
+▶ Disclaimer: maybe emergent abilities of LLMs are a mirage!!!
+
+https://arxiv.org/abs/2304.15004  
+▶ “Emergent abilities appear due to the researcher's choice of metric rather than due to fundamental changes in model behavior with scale”
+
+## Beyond Scaling
+
+▶ Further scaling could endow even-larger LMs with new emergent abilities  
+▶ While scaling is a factor in emergent abilities, it is not the only factor  
+▶ E.g. new architectures, higher-quality data, and improved training procedures, could enable emergent abilities on smaller models  
+▶ Further research may make the abilities available for smaller models  
+▶ Other directions: improving few-shot prompting abilities of LMs, theoretical and interpretability research, and computational linguistics work
+
+## Questions for the Group
+
+▶ Do you believe emergent abilities will continue to arise with more scale? Will there be a limit? Possibly even diminishing returns?  
+What are your thoughts on the current trend of larger models and more data? Do you believe this is a good direction for the research community, or rather “inhibiting our creativity”?  
+Thoughts on retrieval-based or retrieval-augmented systems compared to simply “learning everything” within the parameters of the model?
+
+## RLHF, ChatGPT, GPT-4, Gemini
+
+## Reinforcement Learning with Human Feedback (RLHF)
+
+▶ RLHF: technique that trains a "reward model" directly from human feedback  
+▶ Uses the model as a reward function to optimize an agent's policy using reinforcement learning (RL) through an optimization algorithm  
+▶ Ask humans to rank instances of the agent's behavior, e.g. which produced response is better
+
+![](images/8aef13084a6f04900b799c57b8b7f99f0f8f566f16efce434fe5b5333ad4878a.jpg)
+
+<details>
+<summary>flowchart</summary>
+
+```mermaid
+graph TD
+  A["RL ALGORITHM"] -->|PREDICTED REWARD| B["REWARD PREDICTOR"]
+  B -->|OBSERVATION| C["ENVIRONMENT"]
+  C -->|ACTION| A
+    B -.->|HUMAN FEEDBACK| C
+```
+</details>
+
+## Direct Preference Optimization (DPO)
+
+![](images/ed6d948129a9963308591bdbe8c406d589576b68e7974a857922b23dd827981e.jpg)
+
+<details>
+<summary>flowchart</summary>
+
+```mermaid
+graph LR
+  A["preference data"] --> B["maximum likelihood"]
+  B --> C["reward model"]
+  C --> D["label rewards"]
+  D --> E["sample completions"]
+  E --> F["LM policy"]
+    style A fill:#f9f,stroke:#333
+    style F fill:#bbf,stroke:#333
+    subgraph Reinforcement_learning_from_Human_Feedback_RLHF["\"Reinforcement learning from Human Feedback (RLHF)\""]
+        G["write me a poem about the history of jazz"]
+    end
+```
+</details>
+
+![](images/87ea63c55e7e8c15dc104a5fff203f25fe82d30d181f230a1583ec44cb4906c7.jpg)
+
+<details>
+<summary>flowchart</summary>
+
+```mermaid
+graph LR
+  A["preference data"] --> B["> y_w"]
+  B --> C["maximum likelihood"]
+  C --> D["final LM"]
+```
+</details>
+
+Figure 1: DPO optimizes for human preferences while avoiding reinforcement learning. Existing methods for fine-tuning language models with human feedback first fit a reward model to a dataset of prompts and human preferences over pairs of responses, and then use RL to find a policy that maximizes the learned reward. In contrast, DPO directly optimizes for the policy best satisfying the preferences with a simple classification objective, without an explicit reward function or RL.
+
+## ChatGPT
+
+▶ Finetuned on GPT-3.5, which is a series of models trained on a mix of text and code using instruction tuning and RLHF  
+▶ Taken the world by storm!
+
+![](images/7b5cb2dee9bb76112ffd10acf700b1e44eebed8d11ecfb2b4efae746861020a3.jpg)
+
+<details>
+<summary>text_image</summary>
+
+Welcome to ChatGPT
+in your OpenAI accoun!
+Hello! How can I help you today? Is
+there something you need help with or
+would like to learn more about? I'm
+here to assist you with any questions
+you may have.
+</details>
+
+![](images/14908bc35cc0a9709b02f6562a9f6950f0e98a3b2063f3560dabbc9554c80bf5.jpg)
+
+<details>
+<summary>flowchart</summary>
+
+```mermaid
+graph TD
+  A["GPT-3 Series"] --> B["Training on code"]
+  B --> C["Codex Initial"]
+  C --> D["Code-davinci-001"]
+  C --> E["Code-cushman-001"]
+  F["Large-scale language model pretraining"] --> G["GPT-3 Initial"]
+  G --> H["Davinci"]
+  H --> I["InstructGPT Initial"]
+  I --> J["Instruct-davinci-beta"]
+  I --> K["Text-davinci-001"]
+  L["GPT-3.5 Series"] --> M["Code-davinci-002"]
+  M --> N["Supervised instruction tuning"]
+  N --> O["RLHF"]
+  O --> P["Text-davinci-002"]
+  P --> Q["ChatGPT"]
+  R["LM + code training then instruction tuning"] --> M
+```
+</details>
+
+## GPT-4
+
+▶ Supervised learning on large dataset, then RLHF and RLAIF  
+▶ GPT-4 trained on both images and text, vision is also out!  
+▶ Discuss humor in images, summarize screenshot text, etc.  
+▶ GPT-4 is "more reliable, creative, and able to handle much more nuanced instructions than GPT-3.5"  
+▶ Much longer context windows of 8,192 and 32,768 tokens  
+▶ Does exceptionally well on standardized tests  
+▶ Did not release technical details of GPT-4
+
+![](images/e40945f4ad896d3939f64d4556ee0c2390903423c1b2645d7f0304164ad38596.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+Close-up of a humanoid robot head with exposed mechanical components and a circular dial (no text or symbols visible)
+</details>
+
+GPT-4
+
+## Gemini
+
+▶ Latest: Gemini 1.5 Pro  
+Gemini Ultra performs better than ChatGPT on 30 of the 32 academic benchmarks in reasoning and understanding it tested on.  
+▶ Effectively processes and integrates data from diff modalities:  
+▶ Text, audio, image, video  
+▶ Based on a Mixture-of-Experts (MoE) model  
+▶ Significantly improves efficiency in training and application
+
+## Gemini
+
+▶ Based on a Mixture-of-Experts (MoE) model
+
+Combination of multiple small Neural networks known as ‘Experts’ which are trained and capable of handling particular data and performing specialised tasks.  
+▶ 'Gating network' which predicts which response is best suited to address the request.
+
+![](images/ddd8bbfa1879c2a226ec66fca4f2aafa85b38bfed13973da5b73043ced5719eb.jpg)
+
+<details>
+<summary>flowchart</summary>
+
+```mermaid
+graph TD
+  A["Input"] --> B["Text Expert"]
+  A --> C["Image Expert"]
+  A --> D["Fusion Expert"]
+  B --> E["Output"]
+  C --> E
+  D --> E
+  E --> F["Gating Network"]
+  F --> A
+    style A fill:#f9f,stroke:#333
+    style E fill:#bbf,stroke:#333
+    style F fill:#dfd,stroke:#333
+```
+</details>
+
+Source link
+
+## Where we are (2024)
+
+## Recently Taken Off:
+
+- LLM boom: ChatGPT, GPT-4, Gemini, open-source models  
+• Human alignment and interaction
+
+\- Reinforcement learning & human feedback
+
+• Controlling toxicity, bias, and ethics  
+- More use in unique applications: audio, art/music, neuro/bio, coding, games, physical tasks, etc.
+
+\- Speakers will touch (or have touched) on these!
+
+\- Other: diffusion models (e.g. text-to-image/video gen)
+
+○ Also, Diffusion Transformer (DiT)
+
+![](images/3c119313680ad1df8bb89f9902c8fef00d8ae9216fc32991c3edc7eec5fcdc25.jpg)
+
+<details>
+<summary>flowchart</summary>
+
+```mermaid
+graph TD
+  A["Examples"] --> B["&quot;Explain quantum computing in simple terms&quot; →"]
+  C["Capabilities"] --> D["Remembers what user said earlier in the conversation"]
+  E["Limitations"] --> F["May occasionally generate incorrect information"]
+  G["&quot;Got any creative ideas for a 10 year old's birthday?&quot; →"] --> H["Allows user to provide follow-up corrections"]
+  I["&quot;How do I make an HTTP request in Javascript?&quot; →"] --> J["Trained to decline inappropriate requests"]
+  K["Limited knowledge of world and events after 2021"] --> L["May occasionally produce harmful instructions or biased content"]
+```
+</details>
+
+Image source: https://openai.com/blog/chatgpt/
+
+![](images/046287344118d6bf35d567dc476ba3d1d612f0beec3b4f4f54bbd559f817bc39.jpg)
+
+<details>
+<summary>text_image</summary>
+
+TEXT PROMPT an armchair in the shape of an avocado, an armchair imitating an avocado.
+AI-GENERATED IMAGES
+</details>
+
+## The Future (What's Next?)
+
+\- Can enable a lot more applications:
+
+○ Generalist Agents  
+- Longer video understanding and generation, finance + business  
+- Incredibly long sequence modeling (GPT authors a novel)  
+○ Domain-specific “Foundation models” - DoctorGPT, LawyerGPT, ...  
+- Potential real-world impacts:
+
+■ Personalized education and tutoring systems  
+■ Advanced healthcare diagnostics, environmental monitoring & protection, etc.  
+■ Real-time multilingual communication  
+■ Interactive entertainment & gaming (e.g. NPCs)
+
+![](images/f2e9cd4a604da2d2c34f40604e426192a2667088cde3c37aedce958a8a37018e.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+Futuristic futuristic spaceship with reflective surface and dynamic design (no visible text or symbols)
+</details>
+
+## The Future (What's Missing?)
+
+## • Missing Ingredients (to AGI/ASI?):
+
+○ Reducing computation complexity  
+- Enhanced human controllability  
+○ Alignment with language models of human brain  
+○ Adaptive learning and generalization across domains  
+○ Multi-sensory multimodal embodiment (e.g. intuitive physics and commonsense)  
+- Infinite/external memory: like Neural Turing Machines  
+- Infinite/constant self-improvement and self-reflection capabilities  
+○ Complete autonomy and long-horizon decision-making  
+○ Emotional intelligence and social understanding  
+- Ethical reasoning and value alignment
+
+![](images/dad53402338ab215df69d1d0e62fac8261f576d63e16041cebc8248ca7a1a8d4.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+Futuristic futuristic spaceship with reflective surface and dynamic control panels (no text or symbols visible)
+</details>
+
+## Major Applications of Transformers
+
+## Text and Language
+
+![](images/12304c35e8c6d62bde5f9f99d8d8edfaab881562f1ff6753caab4f7a933187fb.jpg)
+
+<details>
+<summary>text_image</summary>
+
+ChatGPT
+What are you?
+I'm a large language model trained by OpenAI. I'm a form of artificial intelligence that has been designed to process and generate human-like language.
+Are you human?
+I'm not a human and I don't have the ability to think or feel in the same way that a person does.
+</details>
+
+## Audio: Speech + Music
+
+![](images/7347bb509c4584459d7614a4123533f1f17f3d32089ca4180f5fd859fbadb27b.jpg)
+
+<details>
+<summary>text_image</summary>
+
+OpenAI/whisper
+</details>
+
+## Vision: Analyzing Images & Videos
+
+![](images/24938a3b5bcb09fd466fc9aff9f42ad90c61c017c3f6998094260c374daab335.jpg)
+
+<details>
+<summary>text_image</summary>
+
+OBJECT
+OBJECT
+OBJECT
+OBJECT
+PERSON
+PERSON
+PERSON
+PERSON
+PERSON
+PERSON
+PERSON
+PERSON
+PERSON
+PERSON
+PERSON
+PERSON
+PERSON
+PERSON
+PERSON
+PERSON
+PERSON
+PERSON
+PERSON
+PERSON
+PERSON
+PERSON
+PERSON
+PERSON
+PERSON
+PERSON
+PERSON
+PERSON
+PERSON
+PERSON
+PERSON
+PERSON
+PERSON
+PERSON
+PERSON
+PERSON
+PERSON
+PERSON
+PERSON
+PERSON
+PERSON
+PERSON
+PERSON
+PERSON
+PERSON
+PERSON
+PERSON
+PERSON
+PERSON
+PERSON
+Person
+</details>
+
+Vision Transformer (ViT)
+
+## Vision: Generating Images & Video
+
+![](images/226d0d28d0e936fae1166d16b9de8bbf2945b05210628c1e8a241c35a88405fc.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+Collage of diverse images including animals, landscapes, and urban scenes with no visible text or symbols.
+</details>
+
+Images: Stable Diffusion, Dall-E, Midjourney, etc.  
+Videos: Sora, Pika, etc.
+
+## Robotics, Simulations, Physical Tasks
+
+![](images/71a2c5ec62b9f885c773b85bbc5099e0c3d492eefaf10dd3d7ef44d0023075d3.jpg)
+
+<details>
+<summary>text_image</summary>
+
+Mine Amethyst
+</details>
+
+![](images/5697c0d696cc715ffa4a37f75a540fa2c427f7a4a88b1bf2dc1dc3aa165ead99.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+3D-rendered geometric structure resembling a tunnel or maze with scattered green and blue elements, labeled 'Gather Cactus' at bottom (no other text or symbols)
+</details>
+
+![](images/8d2c15cd64e2dedfbe6706aa09bd02dc4d6cee27a837878d7311718bb02cc22a.jpg)
+
+<details>
+<summary>text_image</summary>
+
+Build Base
+</details>
+
+![](images/1994388bd39c9453ba8f2372bea79e8c44aaf33f0fef4433cc91a78d98499406.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+Pixelated black-and-white scene of a rocky wall with green vegetation and a small character, labeled 'Fight Enderman' in the corner (no other text or symbols)
+</details>
+
+![](images/f137afc332eade5774d47e6736bda615684a6eb0c5b0953039459c684da77264.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+3D-rendered game scene with a person climbing a wooden block on grass, labeled 'Build House with Human Feedback' (no other text or symbols)
+</details>
+
+![](images/050fd94bd9af0c6c12ff2ce962cf5991fcf9ee73e3fa7c7d6721840317637771.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+Minecraft-style stone tunnel interior with pixelated texture and a small inset image labeled 'Mine Gold' (no other text or symbols)
+</details>
+
+![](images/a75f8749ec8971af7b553120bafda52f32799e09a8d1523b22265b8038e977af.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+Pixel art scene showing a person standing in front of stone and brick structures (no text or symbols visible)
+</details>
+
+![](images/c784e4fa73f2c247326244e6a6d7463abaad2f6e45b8c8ce7538ba5380d7f2bb.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+Minecraft-style scene showing a red brick structure surrounded by greenery and trees, with no visible text or symbols.
+</details>
+
+![](images/b55ef9a0a936e6c8f2fe0de6d7d95018e5130fa2325ebc854fe8cac4c83c3fc7.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+3D-rendered game scene with a tank, blue water blocks, and a small figure in the sky (no text or symbols)
+</details>
+
+Build Nether Portal with Human Feedback
+
+E.g. Voyager, Mobile ALOHA
+
+![](images/3825e40c4279df263a7f8c78de98ef034d60648ff103fb0f0c949869db23023d.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+Person using a robotic balance system in a kitchen setting (no visible text or symbols)
+</details>
+
+Learned Policies  
+![](images/a46491b484a7c4ead4d098ec860ff976cf8eb657ff961a4150c799bfd867e844.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+Robot arm stirring a pan on an induction cooktop (no visible text or symbols)
+</details>
+
+cook shrimp
+
+![](images/7292b6a233d6905373ba3ce61d4ef1b745a244c5f0f2eb154a8f23fdce24ebfb.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+Interior view of a modern office or lab space with a robotic arm and workbench (no visible text or symbols)
+</details>
+
+push chairs
+
+![](images/66851c91727477a662707faf6fbe5142902031ff399ffc31ad271c417c81422e.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+Interior view of a laboratory or lab setup with robotic arm and computer monitor (no visible text or symbols)
+</details>
+
+use cabinet
+
+![](images/ae2ea3e8531d7abe69fba46e53d9ac5eb40fbed0a15d61814247a00950b0730c.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+Person operating a robotic arm in a lab setting (no visible text or symbols)
+</details>
+
+wipe wine
+
+![](images/b34e04d3803dc7fbd8df8f918ee16b6c6fd6da4eb2246b99108c89d70155bbaf.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+Laboratory setup with mechanical equipment and a display panel (no visible text or symbols)
+</details>
+
+call elevator
+
+![](images/07b1dcb2821a212ee15141c97a315602f269f998f7affea3c628adde9db6f4bb.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+Interior view of a modern office with two people interacting near a robotic arm and a monitor (no visible text or symbols)
+</details>
+
+high five
+
+## Playing Games
+
+![](images/c756a65e18fda644f6227b292fb8cfa9a80e1b2e59abee58b981c7c3504c3993.jpg)
+
+<details>
+<summary>text_image</summary>
+
+ALPHAGO
+THE BISCH ON THE FESTIVAL 2017
+BELONDON FILM FESTIVAL OFFICIAL SELECTION 2017
+WINNER
+INTERNATIONAL COUNCING ITEMS
+OFFICIAL SELECTION 2017
+MILL VALLEY FILM FESTIVAL
+Official Selection WARRIARY FILM FESTIVAL
+VIFS
+</details>
+
+E.g. AlphaGo, AlphaStar,  
+AI for MOBAs (e.g. Dota 2 / LoL)
+
+![](images/2bc4ab49b6f315f67bd466db243bdb5bfa66948a960166d149ee814ed4a5f54c.jpg)
+
+<details>
+<summary>text_image</summary>
+
+DeepMind
+</details>
+
+![](images/b53382f6390019711da745842d0ca4d764609a7fcc803b347c626ef3342d4f6c.jpg)
+
+<details>
+<summary>text_image</summary>
+
+D/A 3/0/2
+DN 24/9
+OPENAI FIVE
+OpenAI 5 (Bat)
+DEATH PROPIET
+12+2.4
+4.8
+359.2
+31+1
+20+1
+33+7
+463 794 +2.4
+190 675 +2.7
+OpenAI
+309
+</details>
+
+## Biology + Healthcare
+
+![](images/419ef47b6e02bf985ae295782055b73c174959a817b7d1357a6c6ba0465d7504.jpg)
+
+<details>
+<summary>flowchart</summary>
+
+```mermaid
+graph TD
+  A["Med-PaLM M"] --> B["Mammography"]
+  A --> C["Genomics"]
+  A --> D["Radiograph"]
+  A --> E["Radiology Report"]
+  A --> F["Medical Knowledge"]
+  A --> G["Pathology"]
+  A --> H["Dermatology"]
+  A --> I["Medical Question Answering"]
+  A --> J["Medical Visual Question Answering"]
+  A --> K["Medical Image Classification"]
+  A --> L["Radiology Report Summarization"]
+  A --> M["Radiology Report Generation"]
+  A --> N["Genomic Variant Calling"]
+    style A fill:#f9f9f9,stroke:#333
+    style B fill:#e6f7ff,stroke:#333
+    style C fill:#e6f7ff,stroke:#333
+    style D fill:#e6f7ff,stroke:#333
+    style E fill:#e6f7ff,stroke:#333
+    style F fill:#e6f7ff,stroke:#333
+    style G fill:#e6f7ff,stroke:#333
+    style H fill:#e6f7ff,stroke:#333
+    style I fill:#e6f7ff,stroke:#333
+    style J fill:#e6f7ff,stroke:#333
+    style K fill:#e6f7ff,stroke:#333
+    style L fill:#e6f7ff,stroke:#333
+    style M fill:#e6f7ff,stroke:#333
+    style N fill:#e6f7ff,stroke:#333
+```
+</details>
+
+E.g. Med-PaLM, AlphaFold
+
+![](images/6eae70e5f784bf60b46ce5c2ccc34c201e05f3c4a40b511cf7c6fb5312828832.jpg)
+
+<details>
+<summary>text_image</summary>
+
+Google
+INTRODUCING
+MED-PALM 2
+</details>
+
+![](images/ac09e8a2e46710a1a092d7c89e1c767f674864dbba599eb24609095b23f49ea5.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+3D molecular structure visualization with Google DeepMind logo and ribbon representation (no text or symbols on the diagram itself)
+</details>
+
+## Recent Trends and Remaining Weaknesses of LLMs
+
+## Requiring Large Amounts of Data, Compute, and Cost
+
+▶ Current LLMs take immense amounts of data, compute, and \$ to train  
+▶ Requires training over weeks/months over thousands of GPUs  
+▶ BabyLM challenge: can we train LLMs using similar amounts of data a baby is exposed to while growing up?
+
+## BabyLM: Children vs. LLMs
+
+▶ Children are different due to several reasons:
+
+▶ LMs do statistical learning, which requires more data to learn statistical relations between words and get abstraction/generalization/reasoning  
+▶ Children may learn in smarter, e.g. more explicit compositional/hierarchical manners, learning abstraction/generalization/reasoning more easily
+
+## BabyLM: Children vs. LLMs
+
+Thoughts/ideas from Michael C. Frank's tweet  
+▶ 4-5 orders of input magnitude diff b/w human and LLM emergence  
+▶ Factor 1: Innate knowledge - relates to priors  
+▶ Factor 2: multimodal grounding  
+▶ Factor 3: active, social learning  
+▶ Factor 4: evaluation differences
+
+![](images/a28aa926c5bad57d97211800b7db12a21399b876f87de1588d42296441752b5a.jpg)
+
+<details>
+<summary>line chart</summary>
+
+| Age (years) | human upper bound | human lower bound |
+| ----------- | ----------------- | ----------------- |
+| 0           | 7.0               | 6.0               |
+| 5           | 7.2               | 6.2               |
+| 10          | 7.5               | 6.5               |
+| 20          | 8.0               | 7.0               |
+</details>
+
+## Minified LLMs and On-Device LLMs
+
+▶ Big trend of using LLMs for applications and everyday purposes  
+▶ A requirement is ability to run quickly and easily on-devices  
+▶ AutoGPT and ChatGPT “plug-ins”  
+▶ Right now, work on smaller open-source models (e.g. LLaMA, Mistral)  
+In the future: ability to finetune and run models locally, even on your phone!  
+▶ Getting more possible due to more open-source, but still very large and \$
+
+## Memory Augmentation & Personalization
+
+▶ Weakness of LLMs is that they are frozen in knowledge at a particular point in time, and don’t augment knowledge “on the fly”  
+▶ Hope to be able to remember the information while chatting with a particular user, both within the same conversation and across conversations  
+▶ Would help with context window limits and adapting to the particular user  
+Widescale: somehow update the model “on the fly” with info from several users  
+▶ Further, they usually do not adapt their talking style and persona to the particular user, which could have applications such as mental health therapy
+
+## Memory Augmentation & Personalization
+
+▶ Potential approaches:
+
+▶ Memory bank - not feasible/efficient with larger amounts of data  
+▶ Prefix-tuning approaches (finetune a small part of the model) - too expensive  
+▶ Some prompt-based approach - do not see how this would be possible to change the model itself, but can at least help it “personalize” to the user  
+▶ RAG: retrieval-augmented generation (data store, augment context each time)
+
+▶ Relies on high-quality external data store
+
+▶ Typically not end-to-end
+
+▶ Not within the “brain” of the model but outside:
+
+▶ Suitable for knowledge/facts, but not fundamental capabilities and skills
+
+## Pretraining Data Synthesis & Selection
+
+▶ Lots of work these days on synthetic data generation (e.g. using GPT-4) to train other models, e.g. smaller models or peer models  
+▶ More work on understanding how to best synthesize and select the pretraining data  
+▶ Related to model distillation: knowledge from a large complex model (Teacher) is transferred to a smaller, more efficient model (student)  
+▶ Goal: achieve similar performance with less computational cost  
+▶ Example: Microsoft Phi models (“Textbooks Are All You Need!”)  
+https://arxiv.org/abs/2306.11644  
+Nathan Lambert's Summary on Synthetic Data in his Interconnect Newsletter
+
+## Microsoft Phi-2 Model
+
+▶ Phi-2, a 2.7 billion-parameter model, excels in reasoning and language understanding, challenging models up to 25x larger  
+▶ Emphasizes "textbook-quality" training data and synthetic datasets for teaching common sense and general knowledge  
+▶ Training data mix: synthetic datasets to teach the model commonsense reasoning and general knowledge, including science, daily activities, ToM, etc.  
+▶ Further carefully selected web data filtered by educational value + content quality  
+▶ Phi-2 designed as a resource for research on interpretability, safety improvements, and fine-tuning across tasks
+
+## New Knowledge or “Memorizing”?
+
+When LLM is prompted and says something, is what it says truly “novel/new”?  
+▶ Innovation vs. Regurgitation: ongoing debates about whether LLMs can truly invent new ideas or are primarily recombining existing knowledge (since learn patterns from lots of text)  
+▶ Test-time Contamination: models might regurgitate rather than synthesize information due to overlap between training and evaluation data, leading to misleading benchmark results  
+▶ Cognitive Simulation: some argue LLMs mimic human thought processes, suggesting a form of "understanding," while others see this as simply "sophisticated pattern matching"  
+▶ Ethical and Practical Implications: this impacts trustworthiness, copyright issues, and the educational use of LLM outputs  
+▶ E.g. copyright lawsuit by New York Times (NYT) on OpenAI!
+
+## Continual Learning
+
+▶ AKA, infinite and permanent fundamental self-improvement  
+▶ Similar to humans: we constantly learn everyday from every interaction  
+- Don’t need to “finetune ourselves” once in a while
+
+▶ Very challenging, could be the key to AGI!
+
+Currently work on: finetune a small model based on traces from better model or same model after filtering those traces
+
+▶ More like re-training and distillation than true “continual learning”
+
+▶ Work showing that reasonably sampled data with interjected augmented reasoning and further filtering can be used to further finetune or optimize (e.g. using DPO)
+
+▶ E.g. UltraChat-200k and Zephyr
+
+▶ E.g. LLMs Can Self-Improve paper
+
+## Interpretability of LLMs
+
+▶ Enormous number of parameters trained on tons of data → “huge black-box” that is hard to interpret and understand  
+▶ More work on interpretability is required  
+▶ Would allow us to better understand models, leading to better ideas of what/how to improve, easier control, and better alignment/safety  
+▶ Mechanistic interpretability: understand how individual components + operations in an ML model contribute to its overall decision-making process  
+▶ Goal: unpack the "black box" of models for clearer insight into how they work
+
+## Model Editing & Mechanistic Interpretability
+
+▶ Also work on mechanistic interpretability and model editing (e.g. edit specific nodes)  
+▶ Relevant paper: https://arxiv.org/abs/2202.05262  
+▶ Development of a causal intervention method to trace decisive neuron activations for model factual predictions
+
+Rank-One Model Editing (ROME) to modify model weights for updating factual associations
+
+▶ Mid-layer feedforward modules play a significant role in storing factual associations
+
+▶ Manipulation of these can be a feasible approach for model editing
+
+![](images/a52227e23e9e7253b118ee4fdac78415b1e18ab996dd6fdb0b981b8899d1a7dc.jpg)
+
+<details>
+<summary>flowchart</summary>
+
+```mermaid
+graph LR
+    subgraph Clean run
+  A["The"] --> B["Space"]
+  C["Need"] --> D["le"]
+  E["is"] --> F["in"]
+  G["downtown"] --> H["..."]
+    end
+
+    subgraph Patch clean states
+  I["Seattle downtown (correct output)"] --> J["Corrupted subject run"]
+  K["The*"] --> L["Space*"]
+  M["Need*"] --> N["le*"]
+  O["is"] --> P["in"]
+  Q["..."] --> R["Corrupted embedding example flow"]
+    end
+
+    subgraph Output state
+  S["Corrupted output ?"] --> T["Note when output is fixed"]
+    end
+
+    style Clean run fill:#f9f,stroke:#333
+    style Patch clean states fill:#ccf,stroke:#333
+    style Output state fill:#cfc,stroke:#333
+```
+</details>
+
+(e) Impact of restoring state after corrupted input  
+![](images/8538b796059f72bcca424f8ee81b5c736f22275fa5e50adcec0406b22fa9b271.jpg)
+
+<details>
+<summary>heatmap</summary>
+
+| | The* | Space* | Need* | le* | is | in | downtown |
+|---|---|---|---|---|---|---|---|
+| p(Seattle) | 0.8 | 0.6 | 0.4 | 0.2 | 0.1 | 0.05 | 0.02 |
+| (various values) | 0.8 | 0.6 | 0.4 | 0.2 | 0.1 | 0.05 | 0.02 |
+</details>
+
+(f) Impact of restoring MLP after corrupted input  
+![](images/193bdb140af2b879ff3872a1555d48f5ca1387bfcbe11b4a75754ac1dc87d0d4.jpg)
+
+<details>
+<summary>heatmap</summary>
+
+| | center of interval of 10 restored MLP layers | p(Seattle) |
+|---|---|---|
+| The* | 10 | 0.8 |
+| Space* | 15 | 0.6 |
+| Need* | 20 | 0.4 |
+| le* | 25 | 0.2 |
+| is | 30 | 0.1 |
+| in | 35 | 0.05 |
+| downtown | 40 | 0.02 |
+</details>
+
+(g) Impact of restoring Attn after corrupted input  
+![](images/a9be5a93a2065d9b7394a948ee23a4d33f669a6ba30f7b215ddf8a708f02277e.jpg)
+
+<details>
+<summary>heatmap</summary>
+
+| center of interval of 10 restored Attn layers | p(Seattle) |
+|---|---|
+| The* | 0.6 |
+| Space* | 0.4 |
+| Need* | 0.2 |
+| le* | 0.3 |
+| is | 0.5 |
+| in | 0.6 |
+| downtown | 0.7 |
+</details>
+
+Figure 1: Causal Traces compute the causal effect of neuron activations by running the network twice: (a) once normally, and (b) once where we corrupt the subject token and then (c) restore selected internal activations to their clean value. (d) Some sets of activations cause the output to return to the original prediction; the light blue path shows an example of information flow. The causal impact on output probability is mapped for the effect of (e) each hidden state on the prediction, (f) only MLP activations, and (g) only attention activations.
+
+## Model Modularity + Mixture of Experts (MoE)
+
+▶ Mixture of Experts (MoE) very prevalent these days in LLMs:
+
+▶ E.g. GPT-4, Gemini, etc.
+
+▶ Goal: have several models/“experts” work together to solve a problem
+
+▶ Each expert may be specialized for a task/purpose
+
+▶ Try to use the diff skill-sets together to arrive at a generation
+
+▶ Research on how to better define and connect these “experts”
+
+![](images/143ecb4aa2e6dd118fe6af297920fa2606c9d558856faa01a6dbc1bb79683fe6.jpg)
+
+<details>
+<summary>flowchart</summary>
+
+Neural network architecture diagram showing weights generated by gating and expert inputs, with weights flowing from input to output.
+</details>
+
+## Model Modularity + Mixture of Experts (MoE)
+
+▶ Single model variation (?)
+
+▶ Potential to segment/compartmentalize a single NN model into different compartments with their own focus, similar to the human brain?
+
+▶ E.g. part of the network for fact-based info, another for spatial reasoning, another for mathematical + logical reasoning, etc.
+
+▶ Maybe add more layers on top of the foundation model
+
+▶ Particular layers correspond to something (e.g. new domain), and try to tune these new layers specifically
+
+## Self-Improvement / Self-Reflection
+
+▶ Found models can reflect on their own output to iteratively improve/refine them  
+Examples of works: ReAct, Reflexion, Self-refine  
+▶ Training LMs with Language Feedback: https://arxiv.org/abs/2204.14146
+
+## Self-Improvement / Self-Reflection
+
+▶ Tried multiple layers/levels of self-reflection... showing continual improvement
+
+▶ Hypothesize that results will improve to a certain point and then degrade, and depends both on the model scale and the task at hand  
+▶ Some folks believe that AGI is a “constant state of self-reflection”
+
+▶ Can investigate further improvements to chain-of-thought reasoning and self-reflection
+
+![](images/164829a52800af1bb8fbf0e125bb34a81d38583f33d0391f6b058cab8ea8d22b.jpg)
+
+<details>
+<summary>flowchart</summary>
+
+```mermaid
+graph TD
+  A["Query"] --> B["LLM"]
+  B --> C["Action"]
+  C --> D["Environment"]
+  D --> E["Reward"]
+  E --> F["{r₀,r₁,r₂,..., rₙ}"]
+  F --> G["Heuristic (h)"]
+  G --> H["Reflection (LLM)"]
+  H --> A
+  C --> I["{a₀,o₀,a₁,o₁,a₂,o₂,..., aₙ,oₙ}"]
+  I --> G
+```
+</details>
+
+Figure 1: Reflexion can be added to any decision-making approach. We enable ReAct agents to use self-reflection to improve their own performance.
+
+![](images/cae99dce7cd8fb51e72e954530acfad4d8ff147a0e52fa5d0b609409d6a7eb51.jpg)
+
+<details>
+<summary>line chart</summary>
+
+| Trials | Base  | Reflexion of Base | Reflexion of Reflexion of Base |
+| ------ | ----- | ----------------- | ------------------------------ |
+| 0      | 30.0  | 30.0              | 30.0                           |
+| 2      | 35.0  | 60.0              | 70.0                           |
+| 4      | 38.0  | 70.0              | 80.0                           |
+| 6      | 39.0  | 75.0              | 85.0                           |
+| 8      | 40.0  | 78.0              | 88.0                           |
+| 10     | 40.0  | 80.0              | 90.0                           |
+</details>
+
+## Hallucination Problem
+
+▶ Model “does not know when it does not know”  
+▶ Due to sampling procedure, generates text and sounds confident about it, even when littered with factual errors  
+▶ Can enhance through retrieval (e.g. through Google), and also:
+
+▶ Internal-based “fact verification”  
+▶ Output verification and regeneration (self-refinement/improvement)  
+▶ Modifying the token sampling to shy away from hallucination  
+▶ Some way to “predict hallucination” before generation and prevent it
+
+▶ “Confidence” rating would also help check the reliability of the output
+
+## Reasoning: Sufficient? Intermediate Guidance Helps...
+
+▶ Chain-of-thought (CoT) - series of intermediate reasoning steps  
+▶ Shown to improve LLM performance on complex reasoning tasks  
+▶ Inspired by human thought process: decompose multi-step problems  
+▶ Also provides an interpretable window into behavior of the model (how it arrived at an answer, where it goes wrong in its reasoning path)  
+▶ CoT exploits the fact that deep down in the model's weights, it knows more about the problem than just prompting it to get a response
+
+## Chain-of-Thought Reasoning
+
+## Standard Prompting
+
+## Model Input
+
+Q: Roger has 5 tennis balls. He buys 2 more cans of tennis balls. Each can has 3 tennis balls. How many tennis balls does he have now?
+
+A: The answer is 11.
+
+Q: The cafeteria had 23 apples. If they used 20 to make lunch and bought 6 more, how many apples do they have?
+
+## Model Output
+
+A: The answer is 27.
+
+![](images/ed9c5c934c404e3559a37026b9bbc08ea7fb168a2939e50bd6096aac24e48325.jpg)
+
+## Chain-of-Thought Prompting
+
+## Model Input
+
+Q: Roger has 5 tennis balls. He buys 2 more cans of tennis balls. Each can has 3 tennis balls. How many tennis balls does he have now?
+
+A: Roger started with 5 balls. 2 cans of 3 tennis balls each is 6 tennis balls. $5 + 6 = 11$ . The answer is 11.
+
+Q: The cafeteria had 23 apples. If they used 20 to make lunch and bought 6 more, how many apples do they have?
+
+## Model Output
+
+A: The cafeteria had 23 apples originally. They used 20 to make lunch. So they had $23 - 20 = 3$ . They bought 6 more apples, so they have $3 + 6 = 9$ . The answer is 9.
+
+## Improving Chain-of-Thought Reasoning
+
+▶ CoT results in performance gains for larger LMs, but still remain a non-negligible fraction of errors  
+▶ CoT error breakdown:
+
+▶ 8% from just a calculator error  
+▶ 16% from symbol mapping error  
+▶ 22% from “one missing step” error
+
+▶ Remaining errors due to semantic understanding issues and incoherent CoT
+
+▶ We can investigate methods to address above errors and improve CoT in general
+
+## Chain-of-Thought Reasoning for Smaller Models
+
+Currently, CoT works effectively for models of approx. 100B params or more  
+▶ Initial paper found “one-step missing” and “semantic understanding” CoT errors to be the most common among smaller models  
+▶ 3 potential reasons:  
+▶ Fail at even relatively easy symbol mapping tasks  
+▶ Seem to have inherently weaker arithmetic abilities  
+▶ Often had logical loopholes and did not arrive at a final answer  
+▶ Improve CoT for smaller models → significant value to the research community
+
+## Generalizing Chain-of-Thought Reasoning
+
+▶ Find CoT to have a more rigid definition and format  
+▶ Further, its advantages are for particular domains and types of questions  
+▶ Task is challenging and requires multi-step reasoning  
+▶ Scaling curve of the problem/task is relatively flat  
+▶ Humans think through different types of problems in multiple ways  
+▶ Our “scratchpad” is more flexible and open to different reasoning structures  
+▶ Can maybe generalize CoT to be more flexible somehow
+
+## Tree of Thoughts
+
+▶ ToT: “consider multiple different reasoning paths and self-evaluating choices to decide the next course of action, as well as looking ahead or backtracking when necessary to make global choices”
+
+![](images/0508f9773d0470760f6a1dfaf085e9d423f9aba2eddb1ab7241f3611fde1ab85.jpg)
+
+<details>
+<summary>flowchart</summary>
+
+```mermaid
+graph TD
+  A["Input"] --> B["Output"]
+  C["Input"] --> D["Output"]
+  E["Input"] --> F["Output"]
+  G["Input"] --> H["Output"]
+  I["Input"] --> J["Output"]
+  K["Input"] --> L["Output"]
+  M["Input"] --> N["Output"]
+  O["Input"] --> P["Output"]
+  Q["Input"] --> R["Output"]
+  S["Input"] --> T["Output"]
+  U["Input"] --> V["Output"]
+  W["Input"] --> X["Output"]
+  Y["Input"] --> Z["Output"]
+  AA["Input"] --> AB["Output"]
+  AC["Input"] --> AD["Output"]
+  AE["Input"] --> AF["Output"]
+  AG["Input"] --> AH["Output"]
+  AI["Input"] --> AJ["Output"]
+  AK["Input"] --> AL["Output"]
+  AM["Input"] --> AN["Output"]
+  AO["Input"] --> AP["Output"]
+  AQ["Input"] --> AR["Output"]
+  AS["Input"] --> AT["Output"]
+  AU["Input"] --> AV["Output"]
+  AW["Input"] --> AX["Output"]
+    AY["Input-Output Prompting (IO)"]
+    AZ["Chain of Thought Prompting (CoT)"]
+    BA["Self Consistency with CoT (CoT-SC)"]
+    BB["Majority vote"]
+    BC["(d) Tree of Thoughts (ToT)"]
+    BD["thought"]
+```
+</details>
+
+Figure 1: Schematic illustrating various approaches to problem solving with LLMs. Each rectangle box represents a thought, which is a coherent language sequence that serves as an intermediate step toward problem solving. See concrete examples of how thoughts are generated, evaluated, and searched in Figures 246
+
+## Socratic Questioning
+
+▶ “Divide-and-conquer fashion algorithm that simulates the self-questioning and recursive thinking process.”  
+“Self-questioning module using a large-scale LM to propose subproblems related to the original problem as intermediate steps and recursively backtracks and answers the sub-problems to reach the original problem.”
+
+![](images/2572d354ec4e3e611c0745cac62cacb57ec395c7f4509949185d47f671cc916a.jpg)
+
+<details>
+<summary>flowchart</summary>
+
+```mermaid
+graph TD
+  A["Question: What fills the balloons?"] --> B["Floating in the air"]
+  A --> C["Answer: Helium"]
+  A --> D["Low density gas like helium"]
+  B --> E["What is the state of the balloon?"]
+  E --> F["Over people's heads"]
+  F --> G["Where is the balloons?"]
+  C --> H["What can make a balloon float?"]
+  H --> I["Balloon has lower density"]
+  I --> J["Why can a balloon float?"]
+```
+</details>
+
+Figure 1: Example of a complex visual question solved in the human thinking process, involving raising visual and commonsense questions.
+
+![](images/883197d29d7e047bd77876b8d08c4bbf71451d5ca2d52dcdf0efdb1ac301a30c.jpg)
+
+<details>
+<summary>flowchart</summary>
+
+```mermaid
+graph TD
+  A["Self-Questioning (SQ)"] --> B{H⁰} = [H⁰; H̃₁²]
+  A --> C{H¹} = [H¹; H̃₁³]
+  A --> D{H¹} = [H¹; H̃₂²]
+  A --> E{H¹} = [H¹; H̃₁]
+  A --> F{H¹} = [H², H̃₁]
+  A --> G{H²} = [H³, H̃₁]
+  A --> H{H³} = [H³; H̃₁]
+  A --> I{H³} = [H³; H̃₁]
+  A --> J{H³} = [H³; H̃₁]
+  A --> K{H³} = [H³; H̃₁]
+  A --> L{H³} = [H³; H̃₁]
+  A --> M{H³} = [H³; H̃₁]
+  A --> N{H³} = [H³; H̃₁]
+  A --> O{H³} = [H³; H̃₁]
+  A --> P{H³} = [H³; H̃₁]
+  A --> Q{H³} = [H³; H̃₁]
+  A --> R{H³} = [H³; H̃₁]
+  A --> S{H³} = [H³; H̃₁]
+  A --> T{H³} = [H³; H̃₁]
+  A --> U{H³} = [H³; H̃₁]
+  A --> V{H³} = [H³; H̃₁]
+  A --> W{H³} = [H³; H̃₁]
+  A --> X{H³} = [H³; H̃₁]
+  A --> Y{H³} = [H³; H̃₁]
+  A --> Z{H³} = [H³; H̃₁]
+  A --> AA{H³} = [H³; H̃₁]
+  A --> AB{H³} = [H³; H̃₁]
+  A --> AC{H³} = [H³; H̃₁]
+  A --> AD{H³} = [H³; H̃₁]
+  A --> AE{H³} = [H³; H̃₁]
+  A --> AF{H³} = [H³; H̃₁]
+  A --> AG{H³} = [H³; H̃₁]
+  A --> AH{H³} = [H³; H̃₁]
+  A --> AI{H³} = [H³; H̃₁]
+  A --> AJ{H³} = [H³; H̃₁]
+  A --> AK{H³} = [H³; H̃₁]
+  A --> AL{H³} = [H³; H̃₁]
+  A --> AM{H³} = [H³; H̃₁]
+  A --> AN{H³} = [H³; H̃₁]
+  A --> AO{H³} = [H³; H̃₁]
+  A --> AP{H³} = [H³; H̃₁]
+  A --> AQ{H³} = [H³; H̃₁]
+  A --> AR{H³} = [H³; H̃₁]
+  A --> AS{H³} = [H³; H̃₁]
+  A --> AT{H³} = [H³; H̃₁]
+  A --> AU{H³} = [H³; H̃₁]
+  A --> AV{H³} = [H³; H̃₁]
+  A --> AW{H³} = [H³; H̃₁]
+  A --> AX{H³} = [H³; H̃₁]
+  A --> AY{H³} = [H³; H̃₁]
+  A --> AZ{H³} = [H³; H̃₁]
+  A --> BA{H³} = [H³; H̃₁]
+  A --> BB{H³} = [H³; H̃₁]
+  A --> BC{H³} = [H³; H̃₁]
+  A --> BD{H³} = [H³; H̃₁]
+  A --> BE{H³} = [H³; H̃₁]
+  A --> BF{H³} = [H³; H̃₁]
+  A --> BG{H³} = [H³; H̃₁]
+  A --> BH{H³} = [H³; H̃₁]
+  A --> BI{H³} = [H³; H̃₁]
+  A --> BJ{H³} = [H³; H̃₁]
+  A --> BK{H³} = [H³; H̃₁]
+  A --> BL{H³} = [H³; H̃₁]
+  A --> BM{H³} = [H³; H̃₁]
+  A --> BN{H³} = [H³; H̃₁]
+  A --> BO{H³} = [H³; H̃₁]
+  A --> BP{H³} = [H³; H̃₁]
+  A --> BQ{H⁰} = [H⁰; H̃₁²]
+```
+</details>
+
+Figure 2: Overview of our SOCRATIC QUESTIONING framework.
+
+## From Language Models to AI Agents
+
+## Introduction
+
+- Actions and Emergent Agent Architectures  
+• Building Human-like AI Agents  
+• Computer Interactions using AI  
+- Long-Term Memory and Personalization  
+• Agent to Agent communication  
+• Future Directions for Autonomous AI Agents
+
+![](images/ade049795f0d1398c867da68580bc6bd3e8847e76c846cb257f6a136a5bbe5ae.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+Cartoon robot character with blue eyes and a small headband, no text or symbols present
+</details>
+
+## Building AI Agents
+
+1. Why?  
+2. How?  
+3. Ingredients?  
+4. What can they do?
+
+![](images/6ee6807b3d24baa55f56ee11838971f09e2d5bd9a32d33c84680c76251e6d947.jpg)
+
+<details>
+<summary>text_image</summary>
+
+OpenAI
+INSIDE
+GPT 4
+</details>
+
+Key thesis: Humans will communicate with AI using natural language and AI will operate machines allowing for more intuitive and efficient operations
+
+Software 3.0
+
+## AI Agents
+
+1. Why?  
+A single call to a large Foundation AI model is not enough. A lot more can be unlocked by building AI systems  
+2. How?  
+Using model chaining, reflection & other mechanisms  
+3. Ingredients?  
+Memory, context length, personalization, actions, internet access...  
+4. What can they do?
+
+## AI Agents
+
+![](images/46806d85263101a4e84752c9e9aa719ae63b445144a4b5a77460ce884dbc8c63.jpg)
+
+<details>
+<summary>flowchart</summary>
+
+```mermaid
+graph TD
+  A["Short-term memory"] --> B["Memory"]
+  C["Long-term memory"] --> B
+  D["Tools"] --> B
+  E["Agent"] --> B
+  F["Planning"] --> B
+  G["Reflection"] --> B
+  H["Self-critics"] --> B
+  I["Chain of thoughts"] --> B
+  J["Subgoal decomposition"] --> B
+  K["Search()"] --> D
+  L["CodeInterpreter()"] --> D
+  M["Calculator()"] --> D
+  N["Calendar()"] --> D
+  O["...more"] --> D
+    B -.-> D
+    style B fill:#d3d3d3,stroke:#333
+    style D fill:#d3d3d3,stroke:#333
+```
+</details>
+
+## The first flight to be fully booked by an AI
+
+![](images/2bf472760914e3b8728d23e71dd9fba40f5422d73bdef19179c1f3f9863aee37.jpg)
+
+<details>
+<summary>text_image</summary>
+
+New Tab
+Search Google or type a URL
+Cornell University... Gmail: Email from... Google VC Contacts for E... Mallinator - Let Th... Hacker News Product Hunt Sci-Hub: removin... GitHub does dotfil... term-tools/tmux.c...
+MULTI-ON
+book a one-way flight from nyc to sfo for June 10 for the MULTION hackathon u Search
+4140
+</details>
+
+## AI Agent Passing the Online CA Driving Test
+
+![](images/21a789170e7669c8782802f311e4da00bc34c26e882939bb763cfb765bef7d1c.jpg)
+
+<details>
+<summary>text_image</summary>
+
+V4.3.79
+FVOR Vehicles
+What is the appropriate export to drive through a finished route?
+○ Submit
+△ The product named text.
+○ Quitting
+Quit Test
+Submit
+Skip Duration
+Microsoft Pro
+</details>
+
+Fully Autonomously passing the official DMV online driving test this week & setting the record as the first AI to obtain a driving permit in CA!
+
+## Why human-like AI Agents?
+
+1. Can do what you can do: Able to use existing interfaces designed for humans & operate outside programmatic boundaries  
+2. Digital extension of you: Can act as an extension of the user and act on their behalf  
+3. Less-restrictive boundaries: Can handle logins, payments, etc. and interact with services without any API restrictions  
+4. Simple action space: Need only click & type action primitives  
+5. Self-learning: Can learn from the user and self-improve with more interactions
+
+## 5 levels of Autonomy
+
+![](images/cc5954f43f37d291af363c3541f66e1e39735fd3ee5c4424077bc4676d546211.jpg)
+
+<details>
+<summary>heatmap</summary>
+
+For on-road vehicles
+| Human driver monitors the road | 0 | NO AUTOMATION | Steering and acceleration/deceleration | Monitoring of driving environment | Fallback when automation fails | Automated system is in control |
+|---|---|---|---|---|---|---|
+| Human driver monitors the road | 1 | DRIVER ASSISTANCE | N/A | N/A | N/A | SOME DRIVING MODES |
+| Human driver monitors the road | 2 | PARTIAL AUTOMATION | SOME DRIVING MODES | SOME DRIVING MODES | SOME DRIVING MODES | SOME DRIVING MODES |
+| Automated driving system monitors the road | 3 | CONDITIONAL AUTOMATION | SOME DRIVING MODES | SOME DRIVING MODES | SOME DRIVING MODES | SOME DRIVING MODES |
+| Automated driving system monitors the road | 4 | HIGH AUTOMATION | SOME DRIVING MODES | SOME DRIVING MODES | SOME DRIVING MODES | SOME DRIVING MODES |
+| Automated driving system monitors the road | 5 | FULL AUTOMATION | SOME DRIVING MODES | SOME DRIVING MODES | SOME DRIVING MODES | SOME DRIVING MODES |
+</details>
+
+## Computer Interactions
+
+## Agent Computer Interaction
+
+Two routes
+
+![](images/5946beb5c97e30ab85f6779effe0cbbac48dfbacb1528bd222bf5c08230d7fbb.jpg)
+
+<details>
+<summary>text_image</summary>
+
+GORILLA
+</details>
+
+![](images/d1cec9a50ed52b33e814ec085a65a934e2d75e7d7b8d1cc83caf01085d6db19c.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+Abstract circular gradient design with overlapping purple, green, and yellow segments (no text or symbols)
+</details>
+
+## API
+
+(programmatic)
+
+easy to build context safer & controllable high variability
+
+## Direct interaction
+
+(browser or desktop control)
+
+easy to take actions
+
+free-form interactions
+
+need to provide guarantees
+
+![](images/8d0fa036d6cf4696424764d9e46b5c1d66f36dd29b1d544dfb48cc9651e2feeb.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+Multi-ON logo featuring a stylized atomic or orbital design with gradient colors on a black background (no text or symbols beyond the logo itself)
+</details>
+
+ADEPT
+
+## Agent Action API: An universal API for computer interaction
+
+![](images/305a983ffdca8ada9db06f0e961675fcff09d35c595bc328685ef8384d95d6be.jpg)
+
+<details>
+<summary>text_image</summary>
+
+import multion
+    multion.login()
+
+# Now you can make API calls like this:response = multion.post('https://multion.fly.dev/sessions', {"input": "some input","url": "some url"})
+response = multion.new_session(
+{"input": f"Make a 50 word tweet announcing that the MULTION API IS LIVE!! And here is the first automated tweet made by AI",
+"url": "https://www.twitter.com"
+})
+
+response.get('response').get('data').get('message')
+
+# LANGCHAIN EXAMPLE
+from langchain import LLMMathChain, OpenAI, SerpAPIWrapper, SQLDatabase, SQLDatabaseChain
+from langchain.agents import initialize_agent, Tool
+from langchain.agents import AgentType
+from langchain.chat_models import ChatOpenAI
+import openai
+
+import os
+os.environ["LANGCHAIN_TRACING"] = "true"
+os.environ['OPENAI_API_KEY'] = "<open_api_key>"
+</details>
+
+## Memory & Personalization
+
+## AI Models as Neural Compute Unit
+
+Input Tokens (max token size)
+
+![](images/f50d0a80dbe07bdc324ef8951d3f66360f32d9209a5a0b2c7a7640716ad26626.jpg)
+
+<details>
+<summary>text_image</summary>
+
+OpenAI
+INSIDE
+GPT 4
+</details>
+
+MIPS32 Add Immediate Instruction
+
+<table><tr><td>001000</td><td>00001</td><td>00010</td><td>0000000101011110</td></tr><tr><td>OP Code</td><td>Addr 1</td><td>Addr 2</td><td>Immediate value</td></tr></table>
+
+Equivalent mnemonic:
+
+addi \$r1, \$r2, 350
+
+An example simple MIPS32 processor instruction
+
+Output Tokens (max token size)
+
+## AI Models as Neural Compute Unit
+
+![](images/c081ef2c8f37d78e95a37b94382db9fbdfdb5c46d9d3dec0e9edb8e0aed7cc54.jpg)
+
+<details>
+<summary>flowchart</summary>
+
+```mermaid
+graph TD
+  A["Transformer"] --> B["Scratchpad"]
+  A --> C["memory"]
+  A --> D["instructions"]
+  B --> E["pointers"]
+  C --> E
+  D --> E
+  E --> F["input embedding sequence"]
+```
+</details>
+
+Looped Transformers
+
+## Long-term Memory
+
+• Works similar to disk (long-lived & persistent)  
+- Mechanisms
+
+○ Embeddings  
+○ Retrieval models
+
+\- Open Questions:
+
+○ Hierarchy  
+○ Temporal Coherence  
+○ Structure  
+○ Online adaptation
+
+![](images/6b1fc18015e6ee45c9ea0a294e378d415b29625359573d2aab35c9073403efa7.jpg)
+
+<details>
+<summary>text_image</summary>
+
+Memory
+</details>
+
+## Personalization
+
+- User-Agent Alignment Problem: Enable agent to take actions that are aligned with the user preferences  
+• Everyone has different prefs & likes/dislikes:
+
+- Explicit: allergies, favourite dishes, flight seat prefs, ...  
+- Implicit: choice between brands, out of 10 items in a listing which user likes better
+
+## Challenges
+
+• Collecting user data & preferences:
+
+- actively asking for preferences  
+- passive learning from interactions
+
+- Learning from user preferences: supervised fine-tuning vs human-feedback  
+- On-fly adaptation  
+- Privacy
+
+## Agent-to-Agent Communication
+
+## Multi Agent Autonomous AI systems
+
+![](images/ea81b167c57e426e821bee069a89ee4b8945aa416123218874b9545b58ec2be4.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+Simple cartoon robot illustration with blue eyes and a small head (no text or symbols)
+</details>
+
+![](images/9b5a5666d85c3f9850c8d96c0704bae1a75f7e99bad5dc5edf3ed66f7d3a2ebd.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+Simple cartoon robot illustration with blue eyes and a white head (no text or symbols)
+</details>
+
+![](images/1e0fb2fba7849ff187c9d20682ac65a8cf67adbf9c3f9e872f5d50273aa8e8ae.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+Cartoon robot character with blue eyes and a small head (no text or symbols)
+</details>
+
+![](images/9842096793c6d8d504c077b0da073947e625a74dea4c3a0c489e120e8d1a6239.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+Cartoon robot character with blue eyes and a circular head (no text or symbols)
+</details>
+
+![](images/79a1da21991746dbaa943c486e380fe91af613a2e46dce5e80d44a7666956281.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+Simple cartoon robot illustration with blue eyes and a small head (no text or symbols)
+</details>
+
+## Why Multi-agent Systems
+
+1. Parallelization unlock: Breaking a task into smaller chunks and dividing between agents to improve efficiency & speeds  
+2. Task Specialization: An AI agent might seat between the user and each service: e.g. a spreadsheet AI agent, a slack AI agent, a web-browser AI agent, ...  
+3. Challenges:
+
+a. Agent to Agent Communication: one AI might want to exchange or request info from another AI agent finish a task
+
+## Agent to Agent Communication
+
+• Exchanging info between fleets of agents  
+- Hierarchies  
+- Syncing primitives
+
+![](images/240f1eea8aaca59d9b24ebdeb257790351e1b9413651040f245422f30b5a830d.jpg)
+
+<details>
+<summary>flowchart</summary>
+
+```mermaid
+graph LR
+  A["User"] --> B["Manager AI Agent"]
+  B --> C["Worker AI Agents"]
+  B --> D["Worker AI Agents"]
+  B --> E["Worker AI Agents"]
+```
+</details>
+
+## Agent to Agent Communication
+
+\- Robust communication protocols & Syncing primitives: Natural language is ambiguous, need mechanisms to reduce miscommunication!
+
+## Agent to Agent Communication
+
+\- Robust communication protocols & Syncing primitives
+
+Manager state
+
+Task X:
+
+(status: not done)
+
+![](images/20c835eaa3e014661fa7c9dd6b234e08e5b02ae99d357642abdacbf2cd1b8f04.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+Simple cartoon robot character with round head, orange eyes, and brown outline (no text or symbols)
+</details>
+
+Manager AI Agent
+
+![](images/8d13a031fb438d2b225bb8083a6d6fabc7e0f0e100b22ace47cd0bf602b64b7c.jpg)  
+Worker AI Agents
+
+## Agent to Agent Communication
+
+## - Robust communication protocols & Syncing primitives
+
+Do Task X:
+
+- plan  
+- context
+
+Worker State
+
+Task X:
+(status: not done)
+
+Manager state
+
+Task X:
+(status: not done)
+
+![](images/744c5823a3e44beafc167d43aea2e3fd6ca934c17532f9f223a9492155cfa194.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+Simple cartoon robot head illustration with no text or symbols
+</details>
+
+![](images/4ceba14e7b2fb904f02c79f22fcad3506ae5b226d77a4289e65c0e920eb7ff57.jpg)
+
+Worker AI Agents
+
+Manager AI Agent
+
+## Agent to Agent Communication
+
+## - Robust communication protocols & Syncing primitives
+
+Do Task X:
+
+- plan  
+- context
+
+Worker State
+
+Task X:
+(status: done)
+
+Manager state
+
+Task X:
+
+(status: not done)
+
+![](images/8ea17bbada2a960a154ef54bd9c689e37a70b13e8446ee27ae7d3fac746c590b.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+Simple cartoon character with round head, orange eyes, and raised arms (no text or symbols)
+</details>
+
+Manager AI Agent
+
+![](images/4242eb5beb06dc719193d40e70907e440b89403bc090c59bcf95b00b05c21ee8.jpg)
+
+Response:
+
+- thought  
+- actions  
+- status
+
+Worker AI Agents
+
+## Agent to Agent Communication
+
+## - Robust communication protocols & Syncing primitives
+
+Verify if task was correctly done & follows all specifications
+
+Verify Task X:
+- required spec
+
+Worker State
+
+Task X: (status: done)
+
+Manager state
+
+Task X:
+
+(status: verify done)
+
+![](images/30da8b19ac28324ca67e491b893a6819b42e2c1f79d513a7b1038f0af7df9faf.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+Simple cartoon robot character with round head, orange eyes, and limbs (no text or symbols)
+</details>
+
+![](images/04bb9510cb94e3c4b7516ee5954b81bac56a678beec305965dec5e60e5565a49.jpg)
+
+Manager AI Agent
+
+## Agent to Agent Communication
+
+## - Robust communication protocols & Syncing primitives
+
+Scenario 1:
+
+Task was correctly done & follows all specifications
+
+Verify Task X:
+
+\- required spec
+
+Worker State
+
+Task X:
+
+(status: done)
+
+Manager state
+
+Task X:
+
+(status: verify done)
+
+![](images/94b8c0a934fd0a2671e7819e9db1d68addba3157960b06237ccfb5a617351b2f.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+Simple cartoon robot character with round head, orange eyes, and limbs (no text or symbols)
+</details>
+
+![](images/ad4c996aa7e31c365bcc2d584d8c8d14b95e68ad65d854349c115f0ec24d24b7.jpg)
+
+Verify Response:
+
+\- confirm actions correct
+
+![](images/cdf7b1ea95768082d251773721a478c39c926485c11c0cf16fe734d0afef2208.jpg)
+
+Manager AI Agent
+
+## Agent to Agent Communication
+
+\- Robust communication protocols & Syncing primitives
+
+![](images/8d5bded69799561e5713937a64575b33479ddf4842dbcfb6553a5bc4e2e13d8b.jpg)
+
+<details>
+<summary>flowchart</summary>
+
+```mermaid
+graph TD
+  A["User"] -->|Task Finished!| B["Manager state"]
+  B --> C["Task X: (status: done)"]
+  C --> D["Verify Response: confirm actions correct"]
+  D --> E["Worker State"]
+  E --> F["Task X: (status: done)"]
+  F --> G["Verify Task X: required spec"]
+  G --> H["Worker State"]
+```
+</details>
+
+Manager AI Agent
+
+## Agent to Agent Communication
+
+\- Robust communication protocols & Syncing primitives
+
+Scenario 2:
+
+Task was incorrectly done
+
+(Agent Miscommunication)
+
+Verify Task X:
+
+\- required spec
+
+Worker State
+
+Task X:
+
+(status: done)
+
+Manager state
+
+Task X:
+
+(status: verify done)
+
+![](images/195d82be478d57da6b1f538d4e3a39bca511b6142ac325fab6a21a5c8057799e.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+Simple cartoon robot character with round head, orange eyes, and limbs (no text or symbols)
+</details>
+
+![](images/cb83fafc1535c050137b5730ee816673744e68ab059bcf568edb812e65f2292a.jpg)
+
+Verify Response:
+
+\- actions were not correct
+
+![](images/31fed1aee8548f1097bb1633a1cf43aeb39c1ffbcf1b6150fa432eae95de7161.jpg)
+
+Manager AI Agent
+
+## Agent to Agent Communication
+
+## - Robust communication protocols & Syncing primitives
+
+Scenario 2:
+
+Task was incorrectly done
+
+(Agent Miscommunication)
+
+Re-do Task X:
+
+- plan  
+- context  
+- feedback/corrections
+
+Worker State
+
+Task X:
+
+(status: not done)
+
+Manager state
+
+Task X:
+
+(status: not done)
+
+![](images/f2dd8013c7434f589797893f830770addfa6ec2f4f2048dd4b14ef25c57a2884.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+Simple cartoon robot head illustration with no text or symbols
+</details>
+
+![](images/ac256fcbebad9348f0fe7225f5a1d64ba8a68fc890998737753f78f56d87a2c3.jpg)
+
+Manager AI Agent
+
+## Future Directions
+
+## Key Issues with Autonomous Agents
+
+4. Real world-deployment & Observability
+
+1. Reliability  
+2. Looping & Plan Divergence  
+3. Testing & Benchmarking
+
+a. How do we trust a fully autonomous AI system
+
+b. How do we build in human overrides
+
+## Plan Divergence
+
+![](images/8c05fd801723ea082d1ee2233cb7a889f69973f8b8bfd508b550d40cfd5f69d4.jpg)
+
+<details>
+<summary>line chart</summary>
+
+| Point | Actual Path Value |
+|-------|-------------------|
+| 1     | 0                 |
+| 2     | ~0.8              |
+| 3     | ~0.6              |
+| 4     | ~0.4              |
+| 5     | ~0.7              |
+| 6     | ~0.9              |
+| 7     | ~0.5              |
+| 8     | ~0.8              |
+| 9     | ~0.7              |
+| 10    | ~0.9              |
+| 11    | ~0.6              |
+| 12    | ~0.8              |
+| 13    | ~0.7              |
+| 14    | ~0.9              |
+| 15    | ~0.8              |
+| 16    | ~0.7              |
+| 17    | ~0.9              |
+| 18    | ~0.8              |
+| 19    | ~0.7              |
+| 20    | ~0.9              |
+| 21    | ~0.8              |
+| 22    | ~0.7              |
+| 23    | ~0.9              |
+| 24    | ~0.8              |
+| 25    | ~0.7              |
+| 26    | ~0.9              |
+| 27    | ~0.8              |
+| 28    | ~0.7              |
+| 29    | ~0.9              |
+| 30    | ~0.8              |
+| 31    | ~0.7              |
+| 32    | ~0.9              |
+| 33    | ~0.8              |
+| 34    | ~0.7              |
+| 35    | ~0.9              |
+| 36    | ~0.8              |
+| 37    | ~0.7              |
+| 38    | ~0.9              |
+| 39    | ~0.8              |
+| 40    | ~0.7              |
+| 41    | ~0.9              |
+| 42    | ~0.8              |
+| 43    | ~0.7              |
+| 44    | ~0.9              |
+| 45    | ~0.8              |
+| 46    | ~0.7              |
+| 47    | ~0.9              |
+| 48    | ~0.8              |
+| 49    | ~0.7              |
+| 50    | ~0.9              |
+| 51    | ~0.8              |
+| 52    | ~0.7              |
+| 53    | ~0.9              |
+| 54    | ~0.8              |
+| 55    | ~0.7              |
+| 56    | ~0.9              |
+| 57    | ~0.8              |
+| 58    | ~0.7              |
+| 59    | ~0.9              |
+| 60    | ~0.8              |
+| 61    | ~0.7              |
+| 62    | ~0.9              |
+| 63    | ~0.8              |
+| 64    | ~0.7              |
+| 65    | ~0.9              |
+| 66    | ~0.8              |
+| 67    | ~0.7              |
+| 68    | ~0.9              |
+| 69    | ~0.8              |
+| 70    | ~0.7              |
+| 71    | ~0.9              |
+| 72    | ~0.8              |
+| 73    | ~0.7              |
+| 74    | ~0.9              |
+| 75    | ~0.8              |
+| 76    | ~0.7              |
+| 77    | ~0.9              |
+| 78    | ~0.8              |
+| 79    | ~0.7              |
+| 80    | ~0.9              |
+| 81    | ~0.8              |
+| 82    | ~0.7              |
+| 83    | ~0.9              |
+| 84    | ~0.8              |
+| 85    | ~0.7              |
+| 86    | ~0.9              |
+| 87    | ~0.8              |
+| 88    | ~0.7              |
+| 89    | ~0.9              |
+| 90    | ~0.8              |
+| 91    | ~0.7              |
+| 92    | ~0.9              |
+| 93    | ~0.8              |
+| 94    | ~0.7              |
+| 95    | ~0.9              |
+| 96    | ~0.8              |
+| 97    | ~0.7              |
+| 98    | ~0.9              |
+| 99    | ~0.8              |
+| 100   | ~0.7              |
+</details>
+
+AI Agents like AutoGPT don't know how to correct on making a mistake!
+
+## Karpathy - LLM OS
+
+![](images/612e99b7d0ee2b7e7d50a60b340b6872a4f6b8e42b297afe0072658dd731421d.jpg)
+
+<details>
+<summary>flowchart</summary>
+
+```mermaid
+graph TD
+  A["Peripheral devices I/O"] --> B["video"]
+  A --> C["audio"]
+    B <--> D["CPU"]
+    C <--> D
+    D <--> E["LLM"]
+  F["Software 1.0 tools &quot;classical computer&quot;"] --> G["Calculator Python interpreter Terminal ..."]
+    G <--> H["LLM"]
+  I["Disk"] --> J["File system (+embeddings)"]
+    J <--> K["RAM"]
+    K <--> L["context window"]
+  M["Ethernet"] --> N["Browser"]
+    N <--> O["Other LLMs"]
+```
+</details>
+
+## Building Generalized AI Systems
+
+![](images/9c8cdc8e5877c77b8f280ea5d3fdf8f2974def92a92b43085840381b5ffb2fe3.jpg)
+
+<details>
+<summary>natural_image</summary>
+
+Simple stick figure drawing with a circle at the top and three legs forming a V-shape (no text or symbols)
+</details>
+
+User
+
+![](images/9b58076ab16d98837b806d3428df31015b689c832b323f81d42a206faa826141.jpg)
+
+<details>
+<summary>flowchart</summary>
+
+```mermaid
+graph TD
+  A["Inner thoughts"] --> B["Task Engine"]
+  C["Chat Interface"] --> B
+  B --> D["Reflection"]
+  D --> E["Router"]
+  E --> F["Apps/Tools"]
+  E --> G["Local Index"]
+  H["Web"] --> E
+  I["Result"] --> B
+  J["Result"] --> E
+```
+</details>
+
+## Future needs for AI agents
+
+- Error correction mechanisms & better agent frameworks  
+• Security & user permission models  
+- Sandboxing & deployment in risky settings
+
+## Thats all Folks!
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-1-Profile Photo of a Man.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-1-Profile Photo of a Man.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..06e81d76b2f10cc33585bc3f7e4417bb4e852d2f
GIT binary patch
literal 12322
zcmbWdWl$Wz*X}vEgy56lHn=4?1P{T3ySvSxgIfp?Y=S$31=qm`hu{|6-6c2#3zBg2
zzwfQRci-9%yL-Bx{?c7t{i{Azr@H%jUVPpJ5Gu(j$^lSN005MK4e-1IkO5$0Vq#%p
zU}Irn;oxB7;*q|@d+`E~oS1}wl$wH;hMIzkijI++g^qy}L`B6a#K!rSho7IHmPJHd
zm{*LOkDvEHi=g1(;NZQ$BYXLhjF+B@p7;NAJa++zuu(`+sL)Ut0H{PLXhbN_eE`~j
z`@}%`p8@z^fr5&Lj)94Vjf4B*-vlHf02Kud4HX>?0|OoX-|WDD;{bFb3}Sj7X-pCg
z3oHgVQr_T%JZ#YW+HRoc)CD7-B{T#F_tk4MatbD97FITPegQ!tVUc$-A7tg^6%>`U
zv~_g#^bHKHtZi)V>>a@F9-dy_KE8gTU&6v8BBNl5Ny#axY3Uj8{DQ)w;*!#`^1Av4
zWMflvOKVSWU;n`1(D2Cg%<SC!!s62M*7nZs-u}VQ!=uYzSJyYUcfao+{=<a=K>IJO
zfBk=f{WmV6e_W{O=xFFz|KUPG_5LR`B6JLT9!z3s4J->c5(eI2Y|{4$d9~d*AU@3t
zpe1w)_Z1`m7SrW_(Ecac|2wdd|6gSP7uf&iS_a^uq5L~MG$Mc`;O>Dn|1<9YO=HX_
z>ZsEs3ghKP8K2S01O|N~w!OnWFnN^ySemJP)dTuy{m^$)4=h#Ls@dh*vghP0sPteE
zT5=Z_lU5I+WsryW{l=4|($1T9X~a>bP4ny-lh&+D*HZ*3S?gs-+_#%I6h7VxL!EPo
zd{E;_?sQA$_ZSJH#v#QjJMs4BI)WYe{m9QK?yRBBth-YELbj}Mi4-A=Q?($M*kwhQ
zq3J4<K!cuVfYMmzZA3lneL?SZqv)Sff<LM4nu-&Pe?6ATTxD&#$rH849ac$q{a1q;
zY?6rDdXq|TTd|%2Hi#E4%P*u-KIf{mNBoot3JbXL_=<x2)-V${m9G40u#vUJbb91q
z_EwVYi8i47(-J58Gho8!_8FjMBAXV~U?S`8P-dhco<(qAMsH~N3VPy89j4#%hLU-n
zzBQU62SO&M+gN+6)LOTvKzB#l)={zh<?=i#KrA6JRKJ<*C^45ut&vi=YNvOjf&XY2
z|9i1KLk`}2Um2~A$i$(Jdojtro<#7mth*`g<#~jd($_!PrE=3mx$H8?!7UT!t&eSA
zWtr{A09>RQ1^j>p4Osx`|C7E<&pTIFF4}t$_?NCS627_QISRx=0PL+%vKEN8C!$(e
z!ex5uUbIb3lV#@JiC0XBnOuScbz)Kz$DF{c<S4!0cNPOVhTd@Nn+^5t#c8TK7<bP)
zEm7;iI$3;@`n+F~tYs=oOd1h~(j1gM9mn?`Oo;5j!wPv7jF9?GK@ucbmlPO`r(WXD
z%(KO^kLAd^v=FjSqb2D0DtfgwzqDuvz>Nj3lZ5Xt=C}{o%O*q_$TzR5ROfdev~T@B
z)~VvJmL93773iyYO5EYaKLdh*i<$nE!s>}?kDM#gpjp^-HVccp=j+-8_isg~g>JqT
z<UqN>-ua6bhc^YbFaK8JZy2uR9E}{0$|F-TX@$}$gY^lZ30be0jAAyu4oxKbU!}=O
z9IH*2WC5?_*8d`3=$8{t60W)u7*54*>nD6mv4S(H%dqxZmT`?0jwO?coVme1_2UdG
zlcIGX8>%)dsOF7d*Q-F=Rv4PNo%*Iu9cIsjd)?v&YE`qv5kKWj`MRlK`(?5S#c1O9
z8@>Ez`UJ_^K}(wVsImv*5U4&NOxherK%}j<G1N*zfvnQSQoJxVvb&)%XKh~FE@mOc
z#*y$-N5zyF-{sdn391CT*`RG3o5?7(b5ehy-}^0q?ljk3n(*>fI#1BAg7guxC^my!
zz29bohAgm60xRe%N7P9L*W<qe)BByE83CN@4q4`K1BL`j_Mtw)PssC5+~1YcjJoiB
zY%!)uvWdr@GKJ&Y%b4Ui^D!VE$)FqYj~5jMc;Q%dvvYDs6B_pUFwFm+XqfTQq0)!O
zak1_0Hk%zR<H=DjOhZkfVzoCCy)Z!LfT_@o*z3Z~%q29{B|@XntD&HtPSZ=hm>U;z
zGi3kM;E2{^rl+vNV9m|lu|X&OLiLku#aQVPUxuCgpcv~3;Dkev%H?5F(U!c>H(}yp
zTJ^7WUu?(W1tvy~aEUZ{+BaHWNv~E=S>r2lWG`BhYCXUdziZ0*J7>n}bW!;7d$iK~
z`hKpVr0GEw2ekTdst4TWztq9i7;BGvsAq&_2NE|fsz`{ka9<&LmV3ew&777-yZuOC
zv_aZgh&$|O7=OxA7@i~tk>{(%`-2!fO`&0`000&l=;jHWy`R@Pf5efZJO0u9LcU0D
zn13wRIJSfg?ND8%*hD#l61I`eWbIk*6yMJ=QGDt}x6Ar~+urlSXG;@?qHe4s?Lzk<
z24z*4rRJ`D0rm{w_s__18_rYFrxs)%XGqz@R}{wr7u&=z*=mFgGAGM|q5*DFH3<)B
zaefi%pT=&<?(oL-8&QtL!CHPJZRF{tf5fjeIx6r&2x#U^eOQ)y5_vTD@d;`z_y5>M
z4kGLCQtD@x>ul0|21UvWv=TcWr*>VS!HVuH)3u35^6ZAG{C}kSAIn4xr#Gkypl<~d
z{$#wJ04Gu!Mf!e(_b5`$(W|=1modig?+Nb+Oc{fT4(C5t37u|I95f9XD4JzBa3iX!
zV(-x3SSTLZv9j0*)h_&I*&eUn3RHILh9J0B4w|e+;&iShivor6Ag$h!4MWJ6yj!**
z(pjM+x$i|Oeitq^1o?GfZN;{g`q*jm^@0Q{bC1ng_JV>eIX;|tK7!ri5^i*WnT6on
z)-jmLvJy3c#wx9hp^m~5|J-DQI_ozJSyFYB|42cNPIJ!xM>8jaskJ3u9#6?+@fx6x
zDgQM<!)8ky*F^3z7_<kIIQtV8kg=^sX!g6nC{ycud_$~jMQ+OL8k)JL%hv-7G;bCd
zll)&`<0$()T0L%P!S<X|n8L#4{55Sg(=5@z`gX|oxtwhd=bQ<(?|n+;ysdBY@P%rN
zNJB?|J=kU?iV^eM6=*r_T+v^-joekdXUt;!a(%2=$0Ta6h7rk@F!>8oIC))K!tC3r
zZ_)h#FDbd_`$64q#z%v!t}-r)e)V8dzU_6NdwFR1p8Dfqi3ph3Sgd}`jc8~hjqG~6
zsP^JAX#Gc;_g=lx^6T(5kK@22)zw5bs4ArRtBQWwH-xhvVTi&W-4yAYRe*NVA>Dx7
z)C@pRgHh=no{j^c(6Q2O#@^>E_>DjYL4-BjYyAs>mT7RU!cVqNLsvJcdyV1Vt)bvy
zwQ0mNphxlrH(+p5Pf7|6=Ik~dtKRZs)d$QX{37hUpZ~WP#z$XY)K=(ve!d+RomOLr
zUk;@5x780T@#gyoW4*UOkNGf1#Ej$p7wVKLTIj=N-5zc~Ck;&Z2@YlR9BNtNCeO$L
z+vk6+;AD4;&w7r@^M_kRrhy;kAzhZT0YH~+vtz?~`w*r?nXrLR$T4Bz94>u-ArIZa
zRH6td`GgeYJ!SJ7t_Xkx4=hihxubPeacQ}_*M^iWjO?!R%to`&X<ye!79Ln7MUJq4
z>fq*~4|rokea!AaA2V+KR9==~lgws$yl4yeW|AHTd(q%tc02>ZZ>~Ioi)zxta)|xn
z&I#PiKI)rwm+AL<JJI<RsgKAP1$c62mkEk}G0&C;9tPox`AbBVR)ry2lp&#!*$<$c
z+~7k)Ir$Pf<1)E}$$}y-enD+QD1o0kluy_5#eb!0Mn3?3bK%Pq^ztyeI_&zMXX>0>
zZ8vxJFYwrudtvKhA^coGQDIaua^Z2@kKpRij2bMYN0F1~<`3N~&i+v=QJla_I6<<U
z0@^QUJte<aq?*aVF0RW`SBi|@%Ve%(=bp;B(dv9@QWvSr8!m>X;Iu?>>$Pd*IDz@K
zNZH7#Y#m|b@Jq$D67dUvPT+6)l@bi=M*^I9c02n+v15SbG>vTYY>{#PGoS+NcZGlN
z1H;i@mQ2ky+jz`-Z+zjuDQy-uz=#M-{m&>?XlN~xyK`eiFI#k|)mT=RTjwKBN~%gU
z_88T}WV=wy6}(_AAQIY64hgLx%;JOh9HXi;+KjgdmN<?vtwbjDNhjh)S2iq!g0{A!
zl<>F4K1+qtd+}Pe;~6BmrYs<G35S}!jSaIZ%Qinn{jQkX@+&^%-Hp@`S`|b|2e9i=
zc|6U_r#|fb^XkX08t=Z~PFC4<`TWnZA1yXiD7wfC^A20I@bcSVkxq)BR59&2<0-Lr
zZIcF0Wq!daEOq4vUB`#yU(t;^q9}Tx$RBs(?qhtKNNt5#e8nnJP<Yn2T+Y-&*A>S2
z)PO`k+p0waPRHsEexna&VB7_LO_msfjboSt*?a|8LcL?yH!>DFT}c??n=)xjdP+JK
zJr%`TBmMgaB7IX)z>-n$0{`?Y8kI4VoQaFjfoH%)vXB3XcjDPBXEH~kugA&Uq13{l
zDc&VjC(-50oFYnEHY3LoNf=*mU|<mL!|li!<%+Pgx$C7;@Lcc^-TZLQE)#T&G$b{{
zLWR*bc}`sQR$NG>r6Y}!E~ZfAJXnh6_2rL#%yaEf=@7Nm6#`yIZ}%?R&l3lx{JWc<
zMNT-Z4BB$_=FY0^7(4pHeg%qtN|DZAB6n{7*8M{>SnowDW(Ljv1eJFE>bX>NnG@b8
zg9*b_aFw3Ecj%x%g@aY3&Y+=ZUK9BmtciNNz0(+y@~sEzU1Oxe|C(JVc52qP@$~%V
zTo0o|Dkr8mgjZnw_sW=~183?(GA^kzw@78npJOT=8yXKk5zAYRF2D#Y*NIe#gDS=0
z{rHUbe#W+59J#Ga`lDsh#a|{~<+V6krBmqS&7u4U&&<KJBpsW*fk3v4s#_fqkVut#
ze-48Qji7yF2Em~cbDWH&QJA{4K$2T&52d}u{X&|V&;0G-l1zMONbN@7oiAvN&L7^E
zA6OJ;{up5XtM{ttHTwY?)j|wQq|1wE0K%MaT*d31T#XIUZqm8NXw0|!*oDzWRWP~p
z6z|GsfDXB{ket4s9v9*W$|x!m@1{6DQ1?|~>HDQkc5Scn75-f6x==(Z)91TtvFxHm
zIa|)Y9C!7yq;HtH4f2%GmLtO7<Kt2~QEMv#qF}FuOPAn#YVDh9j+YEnoBNF(*$OK|
zF9=F+3*bA^a6kAbmaiTR#vWB31!`bHk`$5cR)j|Cu|mR30&L%7U!jTr%PDHniB;tC
z&&itc{<ZEwzY=e#O$V;gXNPk}Xy8IW-$^NxE=z1nmDR`>@dIX$2d1QtJu1x_<B-=n
z-_s$^7gXpw0@H`f{iRbSAIup)2v^CUG-(Yo{s_StS3%8tq1Zwp_?M|wI!c>2_IGK3
z45GJeMGDwrn%{C9Ws6>bXEmMQXfl2EFb6_dY<6thFwFp{2n-)&HiM$ZOSXpjeOLGv
z1IN~OB)9%R4u-Z@eKz%+E>^Ui(E4w^nHu}~u$jm=!#6+4W5R6)^1n(H85)AkOF?-h
zI@y+bSx+|e&w#oo+FR`aMSs@!l8aQivjpQEG@Svz4=Ne|G9zb{ZJfTX$~)FR1CG@{
z=0v0_dhgc`?aY^doCea-CeM`tKeCt)m)C+61e3<FBr^<syyOb+N(oaeVpA%_3*!iP
z-Bg-pyo=QsHEm&jc-ok6eJc!oI0P~D?TN8x-wv0Z>WV*J25a8DEz^>b)*I2H2MT^=
zZJ9R*K=n~H5Tnqt2p7}vN*^%68?y+|St5k##n2{fAKo%|w4mnri@j+qyXAI(!>)%s
zO>Njzd%I<2l6z^@bKGmeWQ*+fFwvP(Ur^*h53+do?WEGI^E*Xg@(eKwTJ&`_&Lw8O
zM1{xMnc~I($6NpeI5&{hcu|j+^FDgNz4O<|OFSIsAYW+j-d9@h)!FrdSgs7$pWb&F
z^ki==eTsi<-P1{SxZTfG2`E3NQ%Id8yur#sxd!IEVGOVhJSZl!gR7n>C)k^PRl((L
z7QU+r{SbYI(o9~7hBsf&8k7`7SIrKonsoY#X&^t=t)=0l8fla_*KdiAwm&ZG)=3wI
zH{MK6eLQI?_o{cg`H$a3VD}(p>*L(83595u)*y`+d$`0Ob_MIYuYUq}HJZMuyJ`L?
zTID|r7u1*944tpnQ)&nOSR*sO%xOqgbr>$m7er}j`6%O#G5Cm%0Ui$&$>m)E@rFjD
z3{|-KIPHa@kO>dlP|X(=$8aS~WL0p`05kDq1uLnll(i(rIg%T4*n(d)JeADXo`Nt^
zS;$x2uB*0<f*5&I?i>FC2fNyehR_N99w=yg+$}-&b$T@l8@N!geIkyeH!Em8lRt*)
zCEM|&j<Nw+=l&5Sqo7|^MdUSiLn;g;(C{Th!a_SgQH$*T0UFYIMXhPq>Q@sm(~Wr0
zb;~WpURt%GsDQVyiP<<rf#0Y*3dd%E-O)Kd>w?XxL_=ib4)Vcsz<D_p7*8DZ#j8Y-
zN87*xiXQ}$mN0cDL!tesV|3i?6-qWBuaupBSQV&N)lO3J3~>4_uiD8-PD95yXiE+G
zR!#jU_a?RdVn46AEnvPLOCx9O8E{l>#s!<BuCP!P_+=JX^$ci~pa)N%-J`FNKBAcE
ztFa`ZC(>?dZlnYRyU}JNOjQq<O1vhv9fT~wq8|{uoJ54GK9#?Bm>uUHmu5TrPjz-I
zvSwBfzIx5VJ-8@7_vx%CP_PbQp1`VKwx_8e{dD#dDwE~hnzcKGc*->UAwDW=kME!S
zbhC>h8(Voscr%U-Tzw<d4I+T`UgITW8;Ka!2e#1J@>6U337T9=`Olc5^Tm;l`?J<?
z1|UOZnv2p-XlA;ZyY+)^>gOVg+YMj5+ugrre_KhBEpw^Uw@6Lf*<z+n1Ir{HK0Nq|
z7|WXs;1HhcM8e-7+`VfAJ*7f}*AKoB6%U$MeS9VZ8$D70@2V<DMa~=;oUKP{Hg9>w
zq_W^1`er1de`9umsq}C;FstNKP79UTu65G6iOrJFSx5nA)6C27tlRw8q-pOg<z4m?
zIxeqB6giF{uTrD0q7WV>$u;&-;uXvXiuDF4Uq^J0e-*#<TKGg;Yw2y2H+%q7Rv{i)
z`_*_vFr8Bzn=B*(p%y8MCymPZ-Yy5Jn7OXzKtuCAk_9swxt7sPov@#_GpU}Y7fx2@
zM@fwBt^9I_?;(ezvhm-=x|uXYHLhX~9PJC(2XwbRBE2R-99f&we`k_ND=S5H>}HS(
zMlW#Rp12z|PLetu?Z7*&yvRYI`9zsI5$hRb#-d9CooR;FnEhbBJUZ66i+CKTS(4FI
z-&;%`O)>kfGBmQ1k=H+=#2;#%b(rF>v5?SIx2<X^YO>(_1((v5dw2Ic6}QWQ$uY0O
zz(W<=M=G)fuv13sYOY;FEYAkK2=Xp6C4C2$WR^6VqJ7n%t3E!bk)`W3dBvuwnP25`
z3+3twC@E1I=}fifHl~VS)hIU3Gyt&diGyz|>2e+8Yb@4NqUmYv^qlZ2e3hh5{-`Nc
zCFb%|xxq8$B1Ys56F@pt(K;YR^O-VNca9{>S*d{TKL4*S>Oio!HtQz~co7FF*;;~9
z|FoBU#ixmfh@}7rPwTN?tILg86_{A}Xl9BDV*xQ2iRUM|#McoM>)tZI3kZ(QOhUC|
zBafp0K-E~JX08A3RU+=$1b*?JH^1SfsZ<Gc+GcvQh0u}LvSX#a>#j~YL3ECOQ<B0A
zkA{rNyT9_GY5{A9NR#)FTqBe>>N6z0dJnY<>Q+J$cH_XR#wDCb4&PR=55fVD*!{}>
z*l>kijYPkh{MizKJfptWpi-8Z(T9>efiS~X`&gVZ5j?^7{Ht;RphD+nuNw&Ih_l^R
z&lt$w?x(@7l!Im1!|tNX#xgk+@pfz>)UZ`{+Q=t_hy##RAe(gLrVmd_X(JkdVijq9
z=Oc_I3rVM2(6;mwW^46in6O%Q;{PG69S_ycRfWi?Xkh#qHjO}!3(%DhJCBHZ5_cT$
zQls>R=E|W}Z}S*=brt7drVPvh9v|nAt=16|{t64zTuK>ln9;`K<G-K4VjrYa2f>ba
z#r$2HDEdOJvG|Hz#YL7@ua+#9aEAMB*CDUG0QH1M(=|6-ZV8l-M?E3h>>$s51tVu4
z^r<oTa-O}poTwrb#qzQg{d}}LdA~!)@H=ezkq&p`hzL)J3iJAhtT1XQ#P1F9VH4}8
z2~QlZC1cw%hn6pU-g!Y9@h-xLu>Ka4q4jIiBl_1OJG1kg%SRT$;%ry=JawGQ@iKXX
zz^F146Ne_*O-`$Er32VlX1~Vr(B**G64_tv#3RkMcpCt>Na2kkD*WU6OuHg*I+z(a
zXk~cpPZ@nsS}oX0^Rd%0!2HT^*}2LFMLA%OYRulqA^YW1aPZ-&Y0&nI+xk}PxN!HZ
z1uZuZuidM2W0tQtkZXyuhbjLopU5i?@;CfR$}KA*6+Ia2JoBafG<!n`4nYm}3iw!#
zr`<@$dI+NFBdjL%HyJSBsVmM)P8=d}w9Cm^dwDbq3gOL`x2y-;QObj}PrD-zVmTzn
z&90+)j@O&|r1QlG*z%9cqzj?bax(FhApW0DIS#1YzGd8mzKEJjc&)`dLlFm&;)Ipa
zRq>gM3)w{d-}Q>g&}V>ybZ%LHpzS-op&ZKDoP&P9_fqL*jlFG$?RpDVMQ?lE!Mj>>
z3!h>FI^138o&kd@0SIA-68i~CMc_^JWfWZ^-&Atw?}cH*nFfmfQS;5pN}k`-e&pLb
z{zUynINUNMU5M|iMslP(0%I~2V!S{GM8D5MkWU~7`C7uemmH~QC9!-h54t$5pU3yQ
zUo1Dgv2-BPP!m6DXm!5%fHR@#Aj{Me0y7+Hv+yK}u5{{`P?6hSUe<}@q>P^Pu~63O
zqPnYaMQ;w9LGuRt37W6^Rz;^XFa_MJ@*S(2e&ohh7(^{<Q$(@9>bV7G;8p!f*624K
zI*OK97FCO&NQT=*zM46g@&3Z`b1lYiuD?D;B^S%w*lu<q(&y79e>IWAomLHYVsw(}
zxxmq?F>jx+4PMDC%}t?cMA4VbEEi^TlM%zMq<G{Hh~BYF@`Re-PXX%N*4kAlq6;_(
zzWt@le}FFNgPCyHzeJ`wv!S3A%eRg^vGj=EQ{9RU6^O4xCL3j<)Q?I0FpJT@kLLAD
zbmdSm09$AlW=yFN`M|<gRv102ybe_2TPTz5_U~2Sf}h}P6+rzGW1=g<)jt?gGcvq{
z^>GvM#u+}1Bvx)jsR0_v(6pQn?jWO%B9d~c`@L7Fp_3J`o3cn_m1>s24iJ<h6)06Y
zxsd3^wru3AGWc>eS7|ZkbQ*}!X*G$qTz;aC9ZVG)iduKhk~r0P!XPuqZ#v*iEZ3Lj
zbs{LbYb9K6zhU=XhLX6-&$2!b+1!FDr$wbacWkCy>(YR;4;{&7H_dx>=A=AI=Q+IH
zQccuj(;As0Sgmvz&=22o#h)XeurQvlV972OHcrga{AmZv&bP%5Apq;eMPFCoIB~{Y
zxnhCq8b5QZaL{O1l-4Dh8DmorC1Q6~-sf0^#m95_QPPcNY2CbhE1nUL$2(<S5*d<R
zX`Y9IMiQ!vc(bQ#Gp-)3>obncl2^u%&aguoyVS3oC%R>v(>F;15-v??Us_;+wf0hD
zyyi_#_IO7CC=Gh$;1)cwTp*c*W@d_?@~gV1jivc_L=l@=yr{?%QRE*tGaZj|*-15B
z%uf5u*cj@jSR{G?#+5gLt1INt-4yGxeE1|l%i+^^PH)1^2OGa<z|Z$d&6h;b*oa*4
zylxq9gE7UY1pCAh?;3RsTh4m$>vBx5*y2|EhLjKj;qTx9)j`toX1UP<flTtKm^zdS
zqCKZ^EKphDYfJ$K0TJ;dTi4V!s1Q<Fb-|9moQ2Yp$A!5sfJQ~8WQ|`BB*IWB@IBM5
zUSv=plk>avcj2Eeje%iuLb^t2o@E-=Yh(kLV|Is=Seb5*9b<;GE+=Q-(7BfYm5;v0
zF$o8lh-@WZ?UUgfLYgfde5q@JrQdJ#+d{P(q7G~$vorN?t87IvV$t{!%in5e;p?Z?
z5iC}yZ2d{(icCKyZ@v@vN1<O5Q;PqApx#*ya7)6}@v$rpP290PJ8+keUcKBOAhW9X
zrp<xGCZaOgZ+Izk4Ruk?>ED%2z}e+_%9e5LOg0#rq!s=WKFZeGk2C)LdBy>SfP4gZ
zv8eeB1zkrO6pFAoeg+{l6=+(sY{Lqe8Y}5Kqc>@Ig~8_*7js|2J&D-<GJ#6@FP-q}
z*~h=_oV6V1`qgvQ4}9r`{_L~zqo|;e!#Cm+5fd`^Sez@M{4AQ;!oT*Ww~=9$Cvxa1
z+>%c{lX7w4N1RTA^aNI|_z}x=)>5S1_xQ_Uxd8|L61i%3X{#CY8Z~Zx<H8bp1xEK(
zJ&qt7nxgXi#pOt!X8^@|?aV1>e5FQt_-;Loih48aRpe=;V~&bW*vYJr1#`|<Yb$9a
z(Dn6vnW2#)b)#98FmOtqj3`8Y6iZ9nn#Sg5G@iLNistD09*D59#(`1P$a!C2^zbt9
zn<5`oJ+UG}@|78H$&%$(;p5H}gkk(Ihmm-Ps&JvJ<+*^heL28QH>~qF`Q>uGc^e6!
z%SyaLOS9#bpE|CD7wL+ajhyjQrDyi{HAXvll1U<mib$xH`*k@5b3OSByeA%U70pYN
ziA<kbwo!AhvKAy2|D3YI0lH&f%}?Jlt4KRI)D=S^fpzz$Ok5F3D#6<HR)-2+<JFt|
z3CR^tIfyWXufI;_FF?GS+)S}K<(!cE4YU$ph(2@PrEO_KGO0a&2!4vH&hJF-Jp(ZK
zzcfsqzlmVjmMRTQtG)sr3FkTb@t^E?kW~x(o-4?f>9+kPFq*0v!9sN+$wr%DHqyaf
zc9hC<<YzON{Eak6P$uDsErrR`YS#&9Kp&qh+U92HZTO}3a9sn-4Z&yavE=Mn{MB)C
z$m&r4?z>o~=mPrQWA6as(tp4S`4nQ37>%NtS<hI4o;0cX!#*KqRN6|m&^`@Y-&0_+
zX!Jvo>iQ8=6Nill&DH>whd@GUrHjv56>d&S{WhggJmXOz9d$+aBM%ExGlE#Cu%LM$
zMk(+N4AIl~WiC*LPJD)9*e@^1ZTPs$R_PcfD2<kRmWmzkl?s<SE;24U^BIviMAg*c
zLl_iHD08s$=b5vW+~YXa6fY#cJDCU7bC)PgySHMx_k1s@5tum^?4RtM$R-eT8}qRs
z9y(gu^QBto_$hndPG79%>Mjz2o}+A@Fa~+;{{02F&WO8i9$W}T`o*dz(BXxzozGy?
z4FY3ktZ2p;(kvv!Rt9M13jM{blTJ0aJm_c>h|8Ek&qcd#Djs92$TX_jH}d1kYPr>=
zo|7F5D0eo;=m_xU86M*|T_Jl9iHbcv0*T|C>m(XA+HyCmyCoPU7?j)K^W>)GB;Rv|
zG%7NB_RQ4W@2wtW*l`<V<ceWbc=>%Aco~;lB@do_%RRZ*br3vX62nKU$?K0x0enp9
zMQKsMsGYCdPvo~t`b0+1acHPl#g*?l42ZU)K8~IDB*J??rCrg)9f(q7#Wr+s?#$TU
zlDIXlC>F@h7@Q#uLPgYJfLx#05>?W$Q2>6LwPAycb^WaPuK7i?=Z2?UX3ZV!tQLHN
z?{f!o`4x%oJMW4($jcp+)4$aUn-9-d1;#ooiY-xjmnJL=;eStobeGEVhGp(qC?`jM
zEKb>k$*a9@CLiNpa-xP9*fe~4B@Hid_a&~?@3vBwnK-DtWA9Gi>jv8HeJx$YalF6~
zluVCsgB?Ag719#=j1SDpKc;7nCnv-MeGiVLXk%<Qq?F+fw9>z672gSkULVVo#eX1w
z2CNHAX@O9*S;+wAxPclc{Ra9<?+f>{Wzoc}wg+JI6d@2IX8LAIM$k96nJe<AiXl_z
zbVJJyGEi%K3|Erqx7WGKCyEcFPJb4t;x3*bdofySIo<2aHf)@#8r@`v`bzMQ2|g0J
z>F>~1Rl9V%A{FQWNBT(g>3;q88@#M)@?*m$1&MJ+s(RdpM0rVu=me-4p^U$+6PyZ2
zHs;=BEgwdGr0fM-&A#XK?J7@`-A^8lOG6q=;d-Yfl$5NTnPzMkDBhYjm|qKc_v+p~
zd?{XE9`{|mz@_hc^3zkXxri`rZ+}$Ty)gKoCMTLnEB#l%Ei@44R&3f^WH-L<VUFPB
z_|N<Ek(zq=wwy4kz?gq{!o|ji8KRdz6a!h$o&oG}J*_K7{zk&-(s-_gR*Ve6hOJyj
z!v$fkDNEbS^1Y%JUQx)6wP6+xhZm?Tf%@09;~f-~K9yXSO-)h>?*#`UvIwgE0xJ=L
zZf=1rPe>@CAM0iiyXVp%od+<pPP~;=TjwFUO2fJvU;7asBHm=kx;{9}6`FfBW|+Eb
z<$OXkBVf2KMT#oqHYEP%D2Xb6riJs6qHfm?!~q*`O~%xfzIr<dD*DL%S!#xEaWLc^
zLUWcDznEF?D>+k8icWaZY6%|+w`7`<G#!A|T$1A36%Vu1mY%pMtkRnE2QrjoJ$UW)
zezRE$%F2Yuxfav9y7MqcyvVTu7{Q+}|FODExSul#y=TB%$o(VbiK4exzkwRvRp_y?
zQP-Vbr9QE@cU4h0+k`3d6HCMQ(4p_qpljvQ1-$R)_}j^b&V8zx$Z?TVO`*}4fp>GZ
zK16i|UJxVWsj~)1F!dw>IXTSpF;>)kUb&wt68B=wO?959wN~)2b~UY1xGdgipZmF%
zk^H{G>za~P`Lv$fynLg2zJS^sHD-j2B@>DWp2IL9W0oDTy2OZvymh)3$n=9Ug<%RP
zBC_f~>n)gi+iYwrV*>0;=nBjDyffc2`_k9P#yPae2K2){X)b~HX@tOe?mQRkNs#{!
zg^A$@R7fXb!jSY|$?10gUO&=Krc0H^Y(i1;dJcju>Dh(ZTd!IJgMKH}uvjMCZ(gWH
zpb8w75#y6=IW~JzbwB!l-(_eD`|aM_=b>MBjFHCl!Y%5O%+=QA3-j?ChRP6V@K%aa
zYtH60Uj>Hn;ystgenyIw7RXBnJ$Fd=He)l080?GLo%bbhAuDWRYrdmVoIvSfQ{Tx6
z6iM5<;!W}!?$LC_Th7~M2R{tM5LYFe-u26|DG6ZIFTT2QQWVU+x5C|h25iU!=NEm1
zdc9C&JJajl9t4zlOCSqfK76h<4l7jo;A;hjs$zHye9;uR=IX`sI&8$YiV0d&Z#Ws+
zr31K+ePBvD*;mA$TF$G78(1^u#_L8ghC3)|l8R=sELV`v9yY0Fdr?%ovk{&hHfL$&
z8$0mfp(?>s8z}tJA7rdPMm~fDY03V$*)KmNc?RUM?u5umk|?{=t@<8Jw;!JQU96F(
zIb0F*!SrR+$S9$`9r)hF?EW%)O{(l#+=~3Rrt<uZG1>llZ+!W>L9DjM4>TCwX}{xL
zc_Fd0oPRBig5hoHznCpDTQVivMOd1PUgPEY#|N@6HfW9WDBfD+B)6pB6OpAl;8W7`
zbd?pvIg}C8YbIm!$u7=1evm^cLy)+F$ahK*AAG?`du&%(#qxJCugI$T4^NzT3<{#3
z%6BBW%pqp@+lf}5g-TYRig5^jJOfY!>bHIb|EcgKxFickyR1qc=t_#^m?;7ZgMH@C
zap5$4%qiXueA41=JxA|qHvbBw+HeT2T3-vCxv%uPQ_71e9m!!cv{1`${b{RLDH_#y
zxQBW?z5G~;tYI%ZbG741K>CO~jQKK}-v`Q?<$joLI9zk#%3`@2WDlYkjUiR&Z#JGM
z{%RDb$bi^t$&qy+JEekmIEcxuWr*UhxvQI~)(IOsDP0qU<)Bk^=C>ktgD$y)n^;}$
z!G9tqb$LIi!cr=|b8*^f9xx-9V|J~<uQzyfX^&=Vs^zKKv;p5xK4Xz0GiJz2E9fz}
zNY&LfWJv*<np0B1YRBobm(iH=?13*`^~wYa7l=l&p+46P9i-R$^`1`bTuQ5Dl-6i_
z;Po(PdAr)IE%(SU$!*iYHVQ6n@e%n&oySZA&dpyGyb3$8>f+_${f1~B*tIjfWuh@U
z@%~3HyF>~js|E7kQ$TaY3wxpZq$D+-5^_mzcqVM$^MJE9wx_b>$!{q8pSMkk3HB<m
zKjJ`>RlS5N@tuYf>H$WPlGT-!)yUB1zr>eAtkzl*9P8Xrx}2;zn}0vr|FiuJFr-k~
zfnOcT8_^&|?9+eVJI+|g_w`b<^KQwpzlO@%SZQu7%Mkb#`D42!wriU@=!iVAi+;T(
za+=^DW*wuD!`2us|M0X(de80MWT>A^`|nOf1p^Eh53MwpSucm?bfyrqdF`hURQgKH
zd0}@N!$3_|p#!7tIY@Jh*JP(ET)1kQ=iw+xeXrF9UJ*(f9xW{jVYX~w%RU~jM7#FA
z*)u_dDh~QxmvTs5UaH>Uphx!NH=MH>C4UNJCz_7Ga5u`DXZDBcLCRZmzC|wxmH+1W
zIP1;pf=s?@k(1vuAy%WKqWS|-R%uMqjF$t621PyMj)2)rW#t}0qaGV!?{e}G(j+QG
zGjsJ!UBdK%JV%fX{x!iBrJC@OX?iLiRvit^WrKbPY?uH5zjMFRvb{A?<*;^*bh;j8
zIu*u_`+qtw(G+2ZAJs9GSIEv8*jI%gE8oHPxnFG$$dJfhyH76Iz+nFNXCO9)a3J#C
zI0gAQJfUAKiIn>nmERkn9E$__uvKsuIbzLB5sq!}4fDe_wXB6vc0s}h{QOISK;G!~
zPV*8z6Gsl9Y%?&=IO!+2J;I~7l6`x0E~zD9``Btv+Up&M6U*W}Db%BC`Y*;TzeB!Q
zVpv2iuxo|5%Wjoo2SMw1P!N{J&uQ<3FI<}QO5LZ->R7i4^=<EErQti0+A&j6kQFfJ
zKCM(>%5<fo(M@N&PTg&#2}o5`Y{}GV^x0i6A8GyZ8WDM_;k(Svw!`vSep0K3?3~>D
z-fwP*3l*SdSdT~P%Mq&eWdaOlT&>iL#Q=TKr!6vEWEa7o>ms*w1)OWgXH{0Y_<&LH
z6WZEp1uAySsB%=~Nf}0ZgfV$bN&kRbyw3VQ2^>lrvczbttE9FkzM~y4VC~wB4J>Ef
zZMMVB%#K5GgCAW7q8gAY2juxj4&D@L7MdeTE%$0uitT5Ph*6~#r1yr7ud9})$0>zB
zxK>R)9cf2dNkyWT{=|?3?&~1fqff#FQ2u%1`X*WPVdnqc7)P4ikPP^O`c@v87MQnU
zViWHR^{bY-0anPd4XBFZ6pmv)0~FdD;!~sR?9N#j;Gh3whk5sV;}IpCYjb<}Lq2~}
z`EqA?Tmm};;b@*fU-1&2l6Z($gtv!PBHP+5o7MNye)?7`w_L2P66_n*ji8JZV7Abb
zJ1p?5E}P!tV~!=dP0r0GGgp1>T_>qcjmRtV7QO}QFc0v$ooe#K^svef^%u|ab_M0!
z6srG@^T>-?kpoGHDQ6!vYo@G+KdXIwoHe((gMLElsw`sE!{KYOJv?I^I7u~}4t$NF
z@w|#-Z?mFVIoCcH)01}{i0Pc7&YXIy_%r<7CyBh8%Ki6qu7hZxHquV8LN+Am#7>_y
z<BI!ME7V>jG&RMd(Zw<XEaVjLCJ@?8q-W!P(_VEVEph2v+Qi}*_KQByv&&H7U->uA
z-#=Hi&dAl*lgAPoJx&Z)Y+9BVb3aJ!$6(w>pGwL$%*^`QQ>dP;L1g6!`14`APQz=N
z|2&k2toiXhFxGFV|A)}?VXOes1`R0;(*G@#(%l$F%{qqGoKarZd^o1<>Thp_wqf`H
zL!i{kQw7aVS1XSU1I`YehdkLI>3mq>;$b7SHTA0#SS@w>@~HQT164tXEI3CrNfszK
z91{Y}_-q-3W}=(1)y5GXW3qqWK^7E7s?L%9kp_1v599&;SM5w_pLh%#mj$yO;+V&o
y2B9sI2vY4v8Jo>KIZ^<Yg<3u=1Qo8vuOT&=A1X^q+>;7pCHqgo_+LVKUiu$aaCBt=

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-10-Model cat.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-10-Model cat.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..7f9895e8b80c7b2764ec3d47dcc633d9f9c3ce37
GIT binary patch
literal 741
zcmex=<NpH&0WUXCHwH#V1_nkTWcYuZ!I^=Bjg6g+m4ls~os*M;i${c)hnt&6Qb?Fz
zL{>^(PF6}rMnOeST|r4lSw=>~TvNxu(8R<<Uft5x!pKI?*u)5A2qPyaCl5D|1TU|I
zk)n*E5y{~H0R}-11|bG{W=16jCP7AKLB{__803NOWMu>c1}I=;VrF4wW9Q)H;sz?%
zD!{<R$jr>d!pzFb!U9xX3zTPI5o8roG<0MW4oqZMDikqloVbuf*=gfJ(V&YTRE(2~
znmD<{#3dx9RMpfqG__1j&CD$<t(;w4-P}Dqy@EqR!@?sXqmoln)6z3Cvx-Yf%gQS%
ztD0L{+uA!iyCzMZGIiSY88c@sTD)ZGvgIpQuG+MD%hqk%ckJAC=<t!F$Bv&kdFs;T
zD_5^wzj5={!$*&wJbm{3#miS8KYjl4_1pI!KYxMz#mK-6@fMJTcnr;7f<S*Uv9K_+
zu!H=?$W#u*%z`YeiiT`Lj)Clng~CckjT|CQ6Blkg$f;}`^g%SK=pvVxipfLOk07ss
zeMX$en#l4Q++zrT-D2QjW&}navmk>#!?&By`|c^LtPy1o%C;^2YkU5*ru_%zplmVy
z6%ktuw@F)yo^xLCO2fgR|M#2vUe8C5w8LB0`kA|X?Aki}%Y^wqI9D6oaW((7?fk>8
ygWaBc{PzmTe^88?7B=a~(IpJkT&|baM)}|Gtlbs(+EwJ-GF{mhiyDvozX<>*SOrA@

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-100-__details_.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-100-__details_.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..7e5040feb9cf0068626fe631a759c9c8fb08db8f
GIT binary patch
literal 10173
zcmbVx1z1#HxBh_vhDMO?4r!R7q>%>c4pF29q)Spk85#rxrMtVOq(mH=p}Rp+y5^7H
zcYj|!_y0Wi-hH06PwsX0yVf~-ziVye6mki8prW9x0HB}%0LuLaAZGzN022cPjDd~`
z27|G%FtKro@o;f)a4Co$5)ji+($UgTQd842^RUq~axqa;vkP-@@$o|-5IQzd2@wHt
z9zlq}A0;SQSXj6?xa4?v<N^%T3<Ce_g6seYF;VDH=s+lp04gC0h!6$Y4ba{96CLGm
z1^BOmf(k-I#{gquVdLCCQ1<{pMFD|O(Lm_vXlVCO``_OO&<N3q82Du{9%?-YGrAB9
z1jl7zGRanTl4y?{G7G+N4Z*@DB_pSxWMO4v=XeBx3JHsdipf2ZS5Q<^R?*Sb(>E|Q
zGPZnaWo=_?XYc0j;pye=<NNkqXxRG?;js9GkBLdipHfn@b8_?Y3kr*ht7~fO>KhuH
zn!j~*_w@FC@BcA6Ha>xvoSL3lURhmR-`L#R-Z?t{eR6tsesOvA2Nwze`a7)q`tQL0
z0~g^vE>tu$5E}RoE)-O+djS!mp)>Gf5XoqPpSwI{6bQy7mW|7*>cnCa)IKD6;W~m%
z$_!a%Ir;<bZ^-^<z(W2{$o>KBpSWfKToB5=^FV}v6mWjUo_ipTVTa=~n%Gz#s5_D8
z?>Y9Q#<Au{zFqDCwIwLVRf#SQa0U;lnDs%wc^`DAwui2bQ4Sh1!;W2?>y@f?Zc8^a
zMr)y}84tD{h>sSG7U&bvjxcdwRmBU)%=!6gHPYx`Y0eouF5B^<<ety_EqN<xV`wdh
z1i1RIO9>`JBzCj3u~Ee|QImSvxlPX_ZVVijCAfL=qw>>j2u(T)Fcig6_T;m@<Ne&5
z()S0!R`X|CDE@7;=LEMHF??b)eUjr%P`I~^Y1??t_%r>6X!xE}B!irlXQ<AXFCK6w
z?%Ui@G%wAnz-CfuFMkQ!9Wt(s$Z;aG+3wDl>CDawuQ{xmL(qs+Aua{yDM9yO)l&ua
z*4paAwQ`$6L95SgK%V{*_Hr%{Eb`@XeQ~4hP#8oga_8avtkG)kJYI+`y@d@;97MH!
zb{{tDB>CwgSdkL8hI=~)<F$HSRnYvAdXjfZ-SgntVP0Eazz9`1#ar@8`$Ly8=!l|+
zGs7(PNQ*BgNO$60-ILN;MHP8hKRv&ePw_$;wLQcwPe<2Y`@5t&e7f*i;g;+6)jPS0
zkRI*yV`;ACs3bA9SY<=xna$Z)rV6Ut=%S|tftsKc%|U=#QJ4rF-^M4#S0kx0dxXxI
zFE#rz*%H)~b}*l^Br+iZpP<~J&k*bEYh6jjw2gw~+uJU>G=AqYDk`Te(d}?Bq@zl~
zp2I0KG|?&*!aXdAlFHN+^5Th(!kVW(MiBG73Z7e8$xh(mr}EVL`c3s?ui88B1v&|#
z)iIJrr{`4dz8Sm=m+$F}#XxfzkVNtnY-e0-B;ZZ^h^cTYbk1oB)Fi-rF^pdPh^;Av
z4+l;eB7nn3yq3r;eN<^BLGe^36FjOt>Xivhk`x>~gIzUz2{?UcO?~y!hAz)DYFr<`
zDCfsjPkN1IOr3PT=!2t;Zr{kOHPD4-@GqAPil-Oik`b)E!mGG^O4~!wN!w-`cv4ZI
zn_FRjAkBBPGCtFC0PVRn`RZu-vkPbWiFM^uZr0J2=aG;R45p(JM3O#&?*n()Y8cDf
zBX)q2G(3D~1pY>;<4}Hz&ikv3WZR3CW_1yfG46L6fj`U^O|gF>+*3SCb`5PVxwzLJ
z@_|#x-RWc|4@sJH*2!}+7k0n@ri++SU+?y1t#W<{$4~K27^1{Y3p#e$Gt05ha2(EQ
z8+CG|@N~xGF;W7>by6b+0B><v|L1R4#K$RCqg?YtEU6Eaa|+l!ntoh7>u!+bJ>019
z@^G*r=I>`_A;dQ=yzXP$HhPA4!*5x9!6w)KrT?tN2zR8p3GK@l(B7VT+-+RJZM=z=
z6*!LLXWTC;lSo&|ARYI4GPRKx{B}vCXK@XB!Kg9cHM{GpIxgq}vhpurj=qriOP*Z)
z-yN(_P>|rTKPQQaR{I4<X?<o4L(~Ro`6~B%m<au8g;CSU$!=3*1F5De1Np)hR*#X;
z5wv~!r^8y}Yz?*L80|;A1Gj#0>*1L9ZN%17EW$#;CQ(y!1!cD0V|R+}7zznuTnCIl
z2){3&M%s|fDK9%>_&s;#iFtYWl8!qI?WOxlL=29tflinBmHL<X4gjX`fm9=FPaX+8
z4jD0AO}8t(<LS3~x&FeR*XJEwVg`4J|COEwh<Ek|r^L)bsd~q1lMGJ;{bS^k+xHvJ
zVY04NzVY6I+hm8c<w#Q>xxh_C?&l|CJXSshV|#0Hy%ec@%DHEi-1|PL<~yX%K&7*)
z1i#IGrK~!qSaP`yIZaFt6#N|964vMIv|xw>3H&5Te}_`LS|oW{Uf%a)3^L$VUsc)A
z5Ikta82KopuwZuU%Hzv|M{6XZ^6i>5o^IMcPFBYSbmsWH$BS}>x#9I({lur2%ofy+
z;LMz*FA=<99>U~Qb)wN=wKt9BcbiIM6|BGaxiaHTE&VcCQ}S(%&7()_(+W(CAqDPX
z<lpus3utWBxKxW7B~xBgziBh^I;&tB4m$`=o;+4(PFAH#OqolPCAW0W^CN-RlEsRX
z5i*a6bTO67&?bINCmts1IXN9EO@e>m2HrWc&AI2&#5_I{ub#f)A3h~7XC{M-<4#fy
zo(*YbY@1wtMKr&UDJ^5H6<nM(KCn)eTPv>IZzcb2Cf-Io%)^ykovc*jXX_Kq`i?|r
z2i?$->S-V|G!mCVGj1LHT>|~_dsSMmWi0EY#ojYvd0G)xH)1m_1%wp41Q<1CnRsmI
z8y1h#o7SV!=})V^v3=wc@?HjaG}X3F`D4GhR>xU`vy7&NmguxGT#O{~54E?N(MZMW
z+A`e4xm4gp316xtI!^Qa@^3*^T@I684H;NBqW(oWihgIGJ?!Y-TP@@;pRT!?DMlRV
zJaNW{=YEr%hOT76<^U_%0#BE5ckwIzh8S`FLhp>H_0^T}gDkKW(NBYhHV&ZRAb(D$
zE~T0}LiICF+x>6L3(N<<d`J9yW`|b~63JGDVrNMx)x~6&EECdCO}Z*`kpPLf23q{%
z**@x5m4flXA1Fl1H#7)rk9XecB&gRr9E~n@3&-@PkcHJM@v^kMSFMfSu#o#v1q@<#
zqMgGZNA37Tr@46ucOe1dUf#72GJ*Ai?JNebFJ(@k+1y;>aur+34m8CxvmM%3Li9c<
zAb?=y0PZ2y@b(oFsCMFZH{pCN%I0BL-%G64)UV%HW@&ySHp=@8!Kp!Dv`xm|Q8uoW
zl}s~UA$m2cp;>9KT+&rx4_1nJI^h_n#Zuk;*qEC4iD(~Fdg9oHino(EzZJ_@B9p$_
zV5%>Pn{oPi!za@N;%A!bOejrjYBiRK3Pnm;SRB1B2t|>&TSJ~$oBX4DUM>W9pXYY<
zKJrE?cR|_Czld3<7v&{;9|grPelrk0XUe280;h%h5&MMo_y)sg>R%x4A<M{>q+f)N
z;#&EGNki77=2VHiL>*0BZ%ZszqZK!eDLwNr@|>*RGC2^tJ5d;VGB){n%Qtk75Ya1<
zsXiwP4vyOX67bQR^XJ|4k+RfIdu^N6?5(a(kG7e7(P*0XoWrwe!@%0xj6Ko5ff~<+
zwx*JS({hDhW-;OH+>{R%r#8J(u~rB7-XfYKWLz1MfGS^#8-iZCZ&k?(#-1I7{V(#6
zxK>LEZ6yiD5u_zg3}|bQzyL>X9`+tUxQ-&PhddW`RC`1XEiW4eu>Xr-!fniKle~P(
z((?oaO{e#dKa1mafn$1W1%s6vHG{JJbBq_~x?JyGdJ&=$8D>}p`9?<1i<}ifZiN=r
z8jc-5hH{yOi*jjbYxve1VuP%ML`wsE;B;pgNML4S48?TvW_<DbZQ!2$b|H`rWB)%%
zE~GXr=wVg4>~1$1neqH-V(7On8rU8iPO}kgjeh=@yvJr%IVv6z_oMS3orP~^&V~aI
z_qdx>@WE}~xhIsyly)UM2F(-sv8G0I{;_kW)uFEV(%6D=i&CLxhlm>1+?lAnF6YLv
zeO&w{l$Lc|d~l5c$MUSBqVl+VtASy(_ULvm))x-fXbL4X+;nN^u(y;(64q&%f-XB0
zXAGj!1-6jaibDb@P+vEQY-_m8Q1^df?r|kc`nJ2GO(5xAzqPhOHk+~Nbyl7}xcF<t
zC*alS(x!V^<DCZ!>A!m9e|pT(x;-JMeeI{fSUFXGiO0EmZaGN<2TZx63y5=4R}bEh
z*|}!eO+Z_<74<H2O}6PZ%Ev9xRSUMp><+`-C0zYJy*G5S5yrlo{S+?+lBRKl6gOxR
zjO)JcXX?&>GIep8EZUiSttON9re~gfAo6yxA`egxj{a!jt7mjdWn!yuRQ^1QeA#FY
z2uQDkkP(`8S9d+?r*e0ve|s@vA-W>9vKcr>g#;W7R5(+SKx!Hic<p>!W(Ea_wdDU7
zqVyCU0O!eZcWdGf2+$(|yP*8}+KqX{bet6v_MiZ`)k1Y?k9FBt-HcAtQ`FLZeVEQl
zoOf9XKfCfqtwB!XT0U{QA)OT6`$wA}-#({n(*d#Uu^d{Ioy2;rnz14M3z`@zr9M-)
zzE)h^y{E@l%P+!|xO2vzzp#v6{vNV)vfLqZMTjWhBK2*Vhwhg++E_0b$>8ONcCJy!
z>$>$7_?G0%%9mojfwS(9X?XM{_?ox`YGQrAdTT;ymAIer_}lq2+v>jk^Oyy;Yvyyh
zGR>4i18Ugs#Rpr2>MMAPMlE%%@eAbR%{`Lcai~#U&PTLuiCaEHDw{kvQiWCHNk8r&
zsz{)9vqZ`Ad*|$LK#Hf1_j|6D;i62@#qpf{?`hVgmqD}!Nlzy%JG}(z^Hv_qWiZYl
zfmd?XZz+kS1Omkx2;L!qn*7Sf(E>xOx(1=eR_z~KO5#B>gVG1al(ewsC&K7olwCad
zQ+<FAYkK?)=|?9`G`M~xQ(SE<C8mPx{`A4`xRC&NYjAn?=swldn<?_@hmnb#SA?mX
zAJ|rGZaZV{qRUeh9;wjC6KkUUccQGSER7@2YA1{h7#mBwDf$A&e+^y=+p0>wn&{k5
zM{)MVym_z;r|}J`NzUn1R`;AvsT^q-+Pua~bLn==rYN%M4>9*eb`M6I=gkog^FoI7
zj@3dUY$#3Z8dcjDlcLWZO6LaS`m<)YUA}1?<TNcji?jg14W^^go{1Sn#&dIzTJ!qD
zUW(f!I=|qQP4yiEef(^4BoQ{Xe%NLHKs0`IgD>}%BDkn*UtG1gkjRiV0c-hZJXiec
ztQ})BFF$T5h{Hm_Kzyvvm<R23&suj}*b8FUpROizsmY9QM{7KytcPUBUbeNxmMU-e
zvkhaL$z|oG3K|)RO|;e`&UT4w=AO2Uk_T}&v{1+O(FZ^!(~3-XUPCIKsHk&tA_e$<
z*;Z1}1hB?jgZ_+|C7<YybprSCkU(8YLH>Vh)<34cH?4BesJwT2MTPy5gTYZx(R?vW
zcd(unJwSdG<bZ(QnoH0<wfnFr_@+uhtVN$Ed}&vx`dXpFk)~&_iz0VUMBAsM%wlvR
zRbfEi(ffrRkGOCF91^BXOTzWb)euo9@92nE)+~dH2IH^O^F`6ocXlPepJOopj8q)t
zFSSRcNy_)yCY(lmVkjgi@G&Lpg1P%(kYO#z1yrdId*nw|6YcT`x<n5WbB9Lm1xTu%
zLc(KL-<4QWj`u|cV+1;C_z!!?W)w2YYYX&S>kyRmObvCK>wVP^WHw6eXjzX?O?<94
zJ`B&Sp*JdYS&E?Nh{F)Hmfp>Bc)2X3G&N7*zoP|EW1c25*PmVeJg2lSa3=15$XqP;
zc2L2;GwT(r15@||F+MBtx8^>px3Z%LPsXEu9u-XYez){os}DH!70WJ02LZS!MyZHk
ztBNUT;z8OP{{UtlN5+rntl<s!>7>99u|KN8p|u(Fd|Lr82c=XpIs={~#I@%x6}2xV
zq$U(o7n8frv?E;AR!lrNsRuZS93^C&a@}u=;bCcx`LjNx{dEF{@vesHx#=6J&n>^S
zkOdxA>-=&?Z8(#HZ*shfd0daV(d?&DduiBWn`(OeLYs_ER^8$OLHAtX_}@lRHFSoE
z|L)I{C;kW&<jFurW~GmRbXrO)GoO%fh#SzAnX0eQm_ay&7#9R+_hrUF7jEhdxvUAe
zZOn-1I`{T1O`@c@^!F3HRUp)y`g#~*o<0<{_pN>5o_4UD7e>cDf#CR?i~pLC2vpX;
znibm3yzz{Gwmm8Qu8Od%x<>4aFa8wV1Dxk}$Jq2Wyv(xFM59*pm9pEpG$@vT5eZZ%
zN73LxP78FX%J``bqS~vLyq$PXchhKpQ|X($O0qg(0>c8kuJ;6XsJ{Q=DQJxsqII0>
zPGBq0l;YBzL1g&36b;dowbq8MP>1I|Z)OFpckC$0t1dH?DnsY4(vwM3+aED&#mdD^
zG$H}<5t<N_H03|}kUbS&1BMFI-I1Q+Ib#(>gl&lG^Ex9ZB?|fw0RdN$9u&*+`Sfw?
zCOfFfz<j`@LbPX{b2U}UJc+8!Bh<(c{@*r-CFT?emT?oU+D8B1Q)c88hZsk7hO|-(
zx9lX}+c)x0kiaM5J4AVEQ)KXwFk8XdpOa72!~C}Y!ms`^o(dk?O7Y@iXTh|p+hgE^
zfdAGUZpA|fZM*siXItULxwKferhR*70^5?D?PaV*7luX1`yy!aatp^P=eD>^A;%&w
z=~2T?&C|swkH%uE;rstj_rqVx|JuuqR^F)JM!SD?P_Ld7nNjd^I_rZr`Wi^AIM}@m
zquATuD=XK6^`3J!iBd=UE@@jT%BxAJOQza=SUFYIAe3L3=B-tw5tHY`oKY>XayG{V
z!$uF+(&^*xemTS$ccT`3tREF*Yu6MlrlqeYqwKVMqvw{F-&v1o^<=1N4o~VEY4)V<
zxaV#%Wp#5Fk=o8I|Li)TMH9U5u{S(PRlN9pRZDe`AF(r)QK^ip&JZA}6U&G1zgv@=
z`)w2JRq~lRbJZl2(?G_}!s5%5d<`D8A|Mo82u>Y23`m21of*s#5W|x_gi|(lp<x#b
zNG-887jrC{!1|cHY<ccj7*p~iC`CnKvhVJ$+c*nq>q)CHyQ{worj0gP-@q-909+jj
zH2%$F!J))j(&+ytIvU0R6)1I;hvKVIg@2rYdkgE&QZbd=_sa%vw2C!8)%uHUob9eN
z2M$2?HI|L9BvVKe3VIwKT<380mC&wDa6>t4&Ezpjbe}5%_!BI|y7B)V&0*L!9fH+5
zz+XJpt7$e-W^`Tf6l{pJ1ed#+iIyw&_Ge1e6&>M?$v9E}!u}~NBsIN}Fy-J@o=<yn
z^?X-NkvlMNo3a3=X5dRqHndJ4v|&4ekX-hm8$i@SY`I=Br+*uJ+E6v+^(vS|4zvjS
zHkmWNFRn;UiMLjtY|Xo<GQt(RT8N7^7!ZVr3FCHhWNk51*ilV;viIA{3cIwmKIkbr
z;S}wr;!M$keUg~BLQ6~7oYeepYMwx`MsJKJbxVy{JKw2sX4S&-@v^TB0TwDtypxd6
zl}rJfS~ay%FPoZS<Wqkrp@yk-UPB{nha?qCUukx~n)<DI;PPjO0SywnE9)G#G?w((
zfO94ntNyFAGH3KTrI~_oZsl8eTh@m@D+~xTL3hH%gloy{_m3ysF_#?e=YJ0;CK<f^
z@RGYf`a}fHh=N|dx|H;~reA6HQ*EqZ{QaCuM`VCO=kfs_W5j=&p2gb1w^mFjjb*NY
z8J988rv<y6Ih)zW6B{O=yl3hk-wr!n^?#J{Yd~lgH9em1j`u#>3^70KO%(H)sm~OC
zW_Ij$pC6tan`zcUgo4OV3SNZmv);di{$C@ozm6ZAlm~VT6Um)f)sMwrt*5{g_KDF!
z2??ikY3|^xa)Vy0^j=KIz4C$<J7M`V8(k0JO&^zZpU90Je@;pMLygkF2aEQ`0ja;Y
zeeK$tz^L@guO)nTPl)-6p|`wd!i?8l4G6?Jm(T#oxcsWiZYLUDZ`$&Qa;C;+%IGYT
z{X*HxUgBA5%Sx^IKtWTpkt3dVqI(wZ9S-S^m)Ci2-KLwR+&Mt^`3R%s8Lqdg`eFAZ
zx5a2uquy_|YDlEgzABO5Saio=49O4sD>4|*shdZ^ZmNH4BcO<j;AYTx6AqRN_4t@V
zTndKLh4Cz<_MXwmNY&B@b#hfdQTdS@5@0q>9lTHrF(Y*UVDmHGvFB&L-CD0OKj3}^
zNMTQWKh0sxFbV!K2Pets_Rej59XF77$qv7HYIWUiJok0t7X%^W<r<p|c3Pc8R63XC
zj0Z59%nsrxVtnDTr0AtqjYI;cCC_vZ?=nisQ;!+<9x!0O;7@Or{K!cqqxIFNViO4f
zRaT{j_FMxtZqz*rCU)CeW)4?YiJc)E$0F-AdNEMi<mGETid+Yg6x<*TmH`_&<M&#J
z^~ptMbrU~%jw^vUCfwC6yDe>9i5!DB?cqf<Cqy$5xpBs*EpOlUN;rsn7sxZC6v`@Z
z!%bn|aQr2>UTD+nO_51}C(A5(Lm+$|5k3-uh=z-iOdVb5S@LmJi-*6n%_}D!X2TWo
zfroui^8vFl53ER`2A2VP^!lPry0x)`+G~FW_#O{&Eq7#)%kXAlv9V29?L6z&obi(Z
z4(${k4e;(sj_ivfKVf))Q(A;q>Ow}r55|_}Xtw9E<fp{fH2Oo@iVlz8rD!fCN<2z0
zT5f%;pThbzJY~c)gt~$*xO8C5av4uZ<~i22`~Z5iL{Eh1l1CP2^tgX|^2QCeB<m4L
z>q(WJP_k{D%2eZ*bP`49GWW9xtNd;LTCQ+AYU!}O1`4>vb{n|LfjL1tDz`adBeo=w
z`gbJAjC1?!*bWIie~APX`7ce}ZbW(o)e{Y-I3GD)CYF7b%bPc4eqi3iJan$7!4^4w
z-dvZIR<oCkg@3a*=et^FGwrRaGPXauGec&iBf_d6q3}4hrg+O!>_^Yp_lQfQ*)S%G
zUSEF>Y*m86k0$Fk%B3Ek@#Lqu_O)N+Fmr5iB>SGFSc-;h?2F`5?^(j-@-BS46yue-
zR$kg+kSBA;U5xw2gx12fx8~-)!8uTri3mHcC{d>ZZ6_9aSM0j{(ayeYaF8rBF?24$
zhG-v+;PV%D4Yis!jAhnVs<LZ-Aa(?ac3j;-BgJvDLGTtNu!ukcl<4Z3lWFaoRKmV_
zX^}Y4pWDQ*UQ@)NjeGj;e-0E*aPXq8UVW_l8|IXkJ#Am#@9aTgJMxwtSCQVb@M^;U
zaTldiqSx7HLnEsh1D5`!TXjlQT_2i*fY5<?2aT~@-FwfH{_$*H)kNv(ee`9S#)@?g
zOHWTU&^_GGC>fw`h!bqaE0#-KJuHHh;SVSpp?|SLdq+AzIw;w0j8ZH)xO1}@Ty&rO
z;=^Xo97cT@XCyWl3-z;l(v*a7ckG84em|u?W2{(E7T1sON27i7BRAJCWM5?I<>Z(C
z;)^bWChzi!GI2rdc+_T$xVy+{Q-2QroUx*U3e+@te&YR;UDd5fFa7OD=|Af<R7c3v
zCU|*rQWc_?H8JOFYMcu)%V2WSDBDH`SEtdReH`o{8SPE6ij?d_Y?GsP1ahW<5v%eO
z?qEz%-El~VtFN}Rg)ghqq64APe2+Cl(#nP&PnCRRD2;MIh=S>NQSH1oo;F4jO-IhB
zwWy;ea!-+R7rn`qq-Xm=sS8GugDG@BQkL>!cO}`~GC1n!5{B=##q?M_dtA@lj)d=)
zkifNZ^K-Z>S-AHi(F0>;Y~eG}IjhKe#k5&80}bm2PE0cAhXWa{L?ovESdcJ7CfFbX
zssu3;Q@wuY87+W<i6Z{R>k1LRZD`Il=HwAbFl1#<Ht4A>OpQ-YX~%j>sk~)v^hS1+
z*O{?_a87=M8XU{6)$6m7b3_;A=;(fa*WUs&=~zN%SLzG2?;Lr9QZ&0uI%ZF3B2g@S
z03<L+(k>=?Ud4o-z~!C_sRO|{81vXcbABteZ^Dztb(;FUO?rLn%T_oYsPf-^TW)ZS
z0W&DyC2kFzm%RJju{iakIr_Z||JS!0dLKimy{J*f^$Ob<w^3QhaKzLwXrA~0=Nlj6
z6V7E-Qx@1%T}tfEwwaXufGPat4cwzW(~VGP*4Co>b}xzt<@$rHzoc5t&HS1-HJciv
zMRB!%?iV;~Dns|o$@QP%+7-|7)k`ZpUI|xB1i@fqZsw6X?^QSj`M-|9#b6e~WyCw|
zD2))E!dz50d2V80l;gfe4}q~~qW+Q0B+PYFWy;1ACa454@F!2HX`3BHHB)t}fj_l#
z&Sz={9lW4crb~XDiRRS-t%0d$2MIdWnmld@QGPSRMPIBEFVF}soD=QS_)$7#cQ)fu
z8G?`qkM9#tVk=^6Dxo;rRv{opf!}kzr~j3M9G!$B0qFfFuz3Fk*aIAV9JW0GD|-iH
z5=@%^J;~}hE$9e0S)h43AK}_@Ik0<L@uG)H-qd=vN-H6{M?wIje$3G#PWG$Iqe|LL
z+zEJgB(`zV>_e~n**^H+8RUO5%6~tn?%B_B^IG{{tLl(kuUqdB{xTA^dkqjp^I|(J
z66Y@&D3r{zdA+_lwy%cA0OAoU0rl1Bsb0{j9sLv==z=8G7(-h=<?!g8bC?5cnd0N=
z560N)KO2m*M&(e3E~i3V!mvpU;%4_#9fm4DEx8;C&R&xvfvuhGPPnUZQiR753rSwO
zM6;+=)5rWk|3w;y{MrT+rLS4c)qq>G0ncJet^k|_cT&sbGQh#|rwirLM2yO32%x24
z3%^g+r3&8DW$Vac6nR#A_VTP$yA=hNWs7qD;aGyzPGS`3-|tc6{Ifxr->0&hc4+-&
zG?Tetk_0=dJ%<4M_e}KvPZAjA(^&!j$68G=N9nY~p?5X6rD9E0OXSpN1J%#@@7}h1
zDiGEvK?$fW=?-IT7cYbY?*z@%zPJtJUluYpH>8f6_6b0q*!<KvUeW|}dhtf>-$ZVS
z30&%M<=nAW3_cDlDv_F@6+r@7e)kJ?oi#|{D0TX+;aK^Tu!VgNHHW4UAtjO&0@zCY
zN~d+5ZP_V0>x?rW%_4`Bq7ynGcbl~ub46DB?1oAT2~gzh-Tl$z^$$%|1mP<wT$@6B
zG-+#Xx`N4Iws?`fw1VUEa9=n1p!K%J)r>1L_kXq){kPUTg_-y||EW@{R@?;%$nHlV
zfwwkDU==z+8<y!;sQofLPlh?e#cjZM7%cktZvCaWxPJ6vVPR+AC3CB9j|j|kt#@b2
z{_Jvf&kVXyU}>?_VBqqk`z81l(WBOlvNbpwX%$XNzU&rSu)@e9Yb=GO=27SN@*Wuy
zz!*XTy|#D5M}4<A&AfMb8Au><9MSd&cC|2HR+h4F9hZGf@omrQy34DcQ&A4Vh;YnJ
zB+QBDFy^qdj4$Qy+u;aKI70%|NMN`n8wo5;BY_Jzo%7MqKlM%O$pfzK|8{9K(AInP
zE_D8{9ypZbi_Tz)bZn*q>qy}5_Bi{8J&cc^QO)~M47*z$=NoxXm~K+6-l}`J%ymLg
zZSxEw5?Y@spzFUk9NRZS;51sfYxihXyPRa=KHH<C4jgXH-W<Eu`_n5)ssl<$(Z-gT
zY_FlS)%aZO<5=<Zwh3l)_NaX>-1^9*$%<;M^AN1PxLK(EK{x4H^J#iq)mrKjb>-G4
zip^bV!B_6t!K44asPb1l{%1cp$*p~$(ikm!{idFo(^A~4Lee3{Q4-f~169VERWN2h
zMH;#_^M#B|Ut7jeKz2XR>#JV}of_=h*bV!kw~{T{q@5d4p>7<*lnj{uRN_c>bm@w?
zZri-CJDpT$H-1A27A?#(kuMGPf7VUdUwGlVkAN=3sdF7x%jPM4$6jwB?0YI`B6NiY
zFPbs8CkuB)*y;muuR7^bHQ3mKO=jh3faSff5&;l6m0}WVoZY#(+nlp@De%g|MtuKd
z&+PlQk}l=z?DIb>Hz))uE2mUS*%t{pYQibZFw>-0N3|#A<0s`#NI<5&<%lJ{gf<7)
z!Ja~&>6Hn6B&}DVirJH&dkixNy=|-yqrS0cMF|d)ZI;Fm>@?3@==>Nv8HiYENalAA
zQyT9L(FajYxl;#_OblhJHJ9~fS$ZZN&p)ZsXyab4`a<}<^D^q$$jJwYqtIg!0X<cI
z%ZZe5<~!!pK<kbM(Wx~ABm+;LG;MhxLv-!cH@1kMQ5r`?&+MGD%AB!h2b}ZyK5NAH
z%xL$Dni<W~zxk;fmvCAJ5BbPWeDz-XepO5kJFjq-Wj;4fX^=SDvtH1^zU-IVfK$J-
zfII^^{`OabF2+BhIDC&SeqgB@0)%~I1J@{J-n~QgwlW!-U1;qk;940z1s{@7(B;|M
z(GvUd;?#%wc_;HZ&d@MSDZaT~T_llcf4}KBKv9P?(P)CsNUT)v*2mr7-$9$Uefsd8
zQVQ~jLZei>Uk~^#w-j22$gK@<4S!mt5q@qOuXI*e0a3T+CA1Ti9-WuNtzaH|6%}yU
dC+lW5IFf3X1Hmdof7Z-loBfZ}1|4$x{{iu$^&9{I

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-101-__details_.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-101-__details_.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..ccda97e3bbf5fc00354b948f364e45cc47ea6429
GIT binary patch
literal 10058
zcmbVx1yr2NvhLvSgIkc`5Zs+0g9LX8?(T#T2n4s_1P>Zykl-5JeSpD(B)A7ASl~_e
zKKtCg&%1Z6cVEw{|6kpIPp|%}s=L3ceq4Oq0N^VtfD`}-2mk;A{0Dek0muQ+QBl!Q
zQP9!Q&@eF2F|mO-*jQND<b*_cKxztF8fpqEswa$G%unb!7^tXNgjhMadHDJHX_-YN
zgn7le`1pB$4}yS!fq{*MO@@O*#!E*<$NRr7kKF(QbOc%iBqRiS03rbb5&^<vKY$iK
zPZWed3gBM_0TBrq1r-e)0}~70p%EW|2>%ZvG7<_3GBUh(5d1p;nE-{5jz<QSNYet1
z-UG<{Ht8cegKS+7vDVBPBcG*bC<Z18DH%D%Qzm8>RyKYCK_OugQMu>x3W`b~Wo;c@
zJ$(a1BP(kgTRVFPM=x(5UqAnVS7GnMBO;@sW0F%+)6z3CKV%ga6_=EjeJZc`T;I^x
z)ZEhA*4x)VFgP?kGCB*Hn_qw~E-i0vZGZc|v%9x{aDMUQ@(T9z`sVgGE(8G5pRnN1
zKY{%RE&@0%L}X+nWVGM75D@*~f<%CfLdSzjD5HsH;Xy>t`xYH2oAj}+2ZMo6>x|ga
za|V-yk$>~)`EO`{Ap3s<7W)5%?BBrt3)eCL8wmk!JR|~u6yWDA8?e3E|Mgs+U}EXU
zM&e{Tdz3BOXd2_PyDztJ0fv3?1Sfz_xb$?$(PQ7_p}kU~^C}|E-Xq}E5cVs2E+HXk
zQX-hEApT-5`&VVwxm}FQJwvJV1^epSi(X29nVXU~Iayf?QiLkb%|z>l19YZ?bJ7M#
z`(NDeVUQnq3<b~L=6FauLq#?_)wLEbS5BL|IjZSf{dKKGx&iny!c#`seQo{CQ-K!#
z#BNnK7vF{ywMT1jL!~G<sBw;FNsC{nioL)U7OvrMJ5O&fygp#Zkv}e-u}K;JF-sUv
z75N@x)!wKbX?eHgbSops_K<YSq7=lhOyk=tTXvmuCS~;Pfzm(4=v*+~<I^G0@>}2(
zX$DYCy63Rn<3We30M`07EJ<nNt?qVLqrZ`SYj}}%=;%gB(1f`^#H4NZo;I*@pOj=r
z#eY1;RJ{MS??#NY_uZ#8lTK)?`Ru)jMUek_P~qX2Ce3mChp0&@?EKzpr`yK)^suKV
zY1Ex_8}U&;koB%^$~zGpU2Rj|i0L|El(f_~XW8haZR`0ctRgVH$9pw-ju&+-F5y5`
zKb&WsT;(zN5+z#r;|W%43$FcybcO~$q9(sB-{eL&+<0Q2o?0?w2{9xSzb!^yDqhnB
z`MJ>&s!;@YbnCNMIxVLqCN!7|vVzxpe^GyUU6bi@LMb&HB8ENdDt@k^80f@5fvwNo
zQ8`cCV{xsMP^H_1Pg%zx%)cHId9oF{NX<U#gGcN1KymK8Un!3=6lw9nJbi~uxkGgn
zoK7zOdVbNVt>n^I&#z7QsxCBuP%4X-&liT|E*7bJS=jrEuk>q{?5;TGk4He%8wTh-
zvqjmOq3N>JGM81ePx9g;fW)(J=NEf(ol07hrk{JtaKL)f5!tQvbfZi?r>kUYc6`7i
zAo^YtY`@Mob7>p^juS27#-2{L?4J7B<u=<E<g2CtQFO{yY0)y!_c{%8f0K*4nYa+X
z8p!A5f1<c6uT^`ela3FP=yzi;u(gS`-_85LuYpEg<p9~=R&1L7US}Lq!@RhQHqyd~
zGZZQ^B^Cej%%wkh?I6k2!J+Ic`^Q|mpcxur_LUOT>3epEGJCzOpk+mWm!HlKq+$q`
z?yX0BiM>sn9N;R;i(~Ty;G~j#cPahizC6}!`uqNBnnU;NPD|^%_|lQ@c2LighqP6S
z9w@(GM{E6@3uf#g6O%+=r1sAYiTbxU8qH{RgZG9IuI1Cd+an(Fg<G5DG509G@ZnwJ
zrKyU>!Kk)~G%x$}BVN}GjuPo9GKMUuv~~FFVOY9Jn()R?;%w#!evx9{vErqUcPEVf
zylU(Y=4+*v*GT=%UF@@EbIi?6&GD`jPm<UXmA8{Yr%9@_Vfisen{f|&M!mGOU%MYN
zt4qb~t6Yjn^gg{yUcpDfhFj<m^W)|(@`i=>w%o9Fv$37=zJeptGXP$1#a2_q$c9~G
z0Icp~SrqtQ#kvZ4OFo&DD$U0vlzo~hnkjrMNsb|oH|f2ihapUqCaq+IvB@Z?u_M`i
z0%!q(2~d7ckNPf7UZu8`%e%01OwI^--zV(KCwyakV|Qry6}1<%NqK35O#yQ*-wUXb
z3F7KGwr+9~#wHZ}8CS48B*K`mQ@P(oJ=0)k3*jF#mR(x4h++z6t6YDu+)LV(#8fIg
zbBop61hTzcrLGpmsf;PN?Ry{}8Iii!X9_mD65;1$Gt6_~zq3u3`_UR@)76N0tu1XT
z(C~exDt$O7JDAa#d0#HD`TI4}b#(wV!Nn@0cO5UaH`x*fm}sEQa5xBJFFGGj=e-wQ
zNM1mnahWba<Sr0I7<~wG0#hjDG$D2y^uT0h@x$!zSu;dQG6F0)T%9>f8jg_$G2iH@
z=-l^mO-K&$I0SD6x)6cXNEI79!;U;o0$iV4Qy0bQJ?r0NYMps4<`HZI^i$M)r&<|_
z^?r%`gnjmy<G6}5d3hFn<1H!)zX@BSIZJDObLYE0A8ap$0G4fri_)L6F%8ZhZ@A|g
zqQuz+YL;xd8+%tc^oB;q-s2&AQ!NNUSNLn9CCMV4N$MtmNh4Hf5eP4YeuVl{L5p*F
z`<G&+KFh&8W;w&$zU!8qt;c#1%1dTA&@-Uv`o9Gvyu(yc5NJ%GxIe^@tPucr<%1n;
zZF#G}P4@oZb#`lE6=wA5u<e&;ud}E;N_y(OFikFH8q8@TI-l%`sz_xn`_x%_8Vri?
zoA?JRc67zSwpAO`cj)d~^PU*KiHK|r`TmAl#fC$O-NOz@Ll+MF`d!-h&F)@MOZ5*j
zss%@Tiszz52TA))<!>GVuf8cDN1lUGH4a8Mh#8Ox=3Z&Lo@~{PIKTwks>`-w*;|tB
znOfzoT|LE9s{zXg>*xzr_s_Tk!GtF;p}O2w?#(`D<~??(bB9#11619|u5?94?BYU^
z4Ew9L-U+998$t9YNS51Yl`mA3;8fPvD!=2y&KHWzV2izN1_rIz#L0G3W3w<&M6bji
zlvG<0+ad487D9RBGn~D)@mQv^5+l>LZ6`H+Paa6kLSbyL8Fd7VeX+rqu{A1;Y78Aa
zauHVC_E9piZs4^{Q#vipwTga{haK`URkBsMt#({K*f;NKYwR83mVo;dHx@<th*i>T
z<4$wL7E_FU(za_w-;;SU2|ShBjEM%w@ka2eBAK?L3eLfaVMBajeW>8w7)AN*Tlp8l
z$MQ%mw=9KkQGlA##HVhYM;zbV+EV3_t-M-~*l{64G?ZO!2@79!<9AX{%F?%`GQo%0
z{;n20FWzo565@RlAs*>IKg2&2eaC}x$2Q{P3iR&%mR~-6U+#mXE3Rg_LTl6A?C?6R
zl|}sX(jZ^X)pm(<SW^CI$LP_-BLLF~5c!LF41gc-wdJ9;Mk&%SiRPqT!RxXV=7&~9
zKPw;>WTzVQuqYg%wc-~?Lsq_hfMZt8-u-1cvRBYdWhqK%EaYIIZU?@RHJJP?GAD`C
zln0O%mlOd3nT6>w0G7fS01rq-fdzrpzA%I^J%$BP7?S`(b~MOA7%4_hO-n0wYFh3y
z;XsZEAAKK~Xf%(OMbsi-XUhrK23#Ymh%qb$e+e=J195(deUp(uRnvmK9;>y32~keH
z4;X%A0ukc!NFYh6mfD14yBw&pRyaAkZZA3(2G@C1T5LlckVI-Cw;x!taRbL50YzqQ
z<~%0QzDK|fp|j-YN5CGmIxF+H{{Khu%oCiq{tS6D0q|nHS?zX@U2g;Twgv;0p&5d0
z;$%NuDZL}9DsaE#K8Mx0ukT`QuB?EWwPL=>^U1DC0x#GX8O*!6_Y~x1P;&5PlNePR
zfh-%|#G-&AfQNF9h{k~$XiqYR1&rPMH@JxJXJ;t@lM7b{4W=ZA8ksg0vOS9DG=1m7
z#Nk$z2Svjzc}gdA+~QC=OgJSbHj{MTmT>%<z#rf<g<)pUm(SBAtl@6#ggUexr-xf+
z!8us+aoNFxH@HYC!(R(=PzRf6b@z7GIE>kiz!Cr2l9q797pH!t6MWyeOwV~3zceKA
z3hF`>8E@bRfM$=_a88BLowYP)nnm7;arGjG^t-ObS&>ON%~-0vFZA?{(+=c5h@*}C
z7Til@@o@R&R^YG{?kLM{*_-U-T`Rs{#LFyIWgh`x*ZHMSKMT+_<$-|zPPDXUHIO}r
z>z-fmAm|W+VAXOjI%0rx;+mg?b)FO(xAfwvmsfVNwWQmGftr~o+TAIsb;YuVuOlrS
zXhTsx`YI}DA~G9NLTIC_)~j@__h&tgV>hOv2>g?8w?=&o?68dxAfCbTeokiOXS==n
zepzQ-t)M3n6F1u^Ilj00tu-YkrZW@a<y!8Y&qZTcN`3zF2@F*~gTY<*0zYP8Nfeb&
z^&2-_rgGMN{Vd}UuUKzi1L;dPVYk8elssRJlvk|U!dGUjQLAvBV%)H=xt3jO9nu#r
zu)`!80tJIiU(pV>;V=zutN&VFmzemVVa40DtGVCaato2Es~KRLM}Cj0Ze*Rz;Zfg?
zB2RA148SvTTc#g<mX)33s@Y<lsCg3u$Uuzqsc@<=XoN25!B$u8X!J9M?Dq9~;2s)`
z_Xzj~s=fWw)g5=<&^`i&Q!K7B9svrS-gE!0+JBoOvP9veu1JiEEiOfiCT-Hc^gy9G
zR<)7&m^8lD>hn+j?9UYXzE7sVY+03?Ii+}zC`+qbQy;RcE1XBhQtGBKD?>7eoXd)n
z{Tws;Q$}1IY&Iq6qT1RJuvkVC=zeBCkl!Cx&GHZP=W=1O0Fk3ThP+ni2JCIL%w~O!
z>E|?y&ELtJ<m6ym&xO9n)~=Y~0K)f@zeGWY_n6^Hg1m=2j-0~$v%y^VW?u*9d;j5U
zcRXf`D;oHAoS3eK&@+VEl3#o1t_oxQXslWT)pP=bQ|{$G^1BH@t_U`EpB!DaUz}qO
zSUdtaU6>liXLdiW8ea|g`c89pcDR>|S!onW&S!WP47n$%CX15}7hq*hV!#+a(i$zi
z;~gwi#Jxs{A{#kXH)lD7?Hu;qhPM@oq_067eMGdl*<)s1oL_U$%xtxr$~rM8FP+%_
z@Ymoi*iKN|Y6rhmf0%>V))R?8J&%-?L8gM;>WQ39OzeOi0?XIr*$jKn<*78&(0ma%
zlf8Nq$EVTQJw(Dbak@T5$2Ja39(jH7aDMRF=LWT*FJ7_Xcro<qqrFH3C0__a2wk>#
z$Z_?3kBfK7cBw`6HHa_)M=WlN77~+k-E9M@G=z1bASxvq4e979NvEGk#7hwqUXlpp
zXS#2P0)j7{psJ`WWDS4Q^<O%FiaewAN`sENmw}Ipg`BA+^NK8dvS`bAZ~$D(vx4-M
z+T%(DoCti$uZLlW6kNPk8xJ@@^D_Co{47df%mwu;v+`^$R8>^vnQ3EA?pkPZt3~M%
z^vo<<d?%Q|5fpoOqKkK5pZNK~pnBN5l<ggW1%Ml({dTKLBay8ZJ|Euj!at6S-$w=u
zB5$i{8G~ew9`c#fvQ-`AzVgtukUZZx_K55(n8=h`&O=;ph94sQ+^p&qrnKkTp&5J2
z`+-LQdd<?8{VJ%(=foa^tYwJvY1+hOktdBW*~QitKaA#!wvp249=Xz!xKJ@jdC02P
z&il)%ma8#xfsxD9)a+06gu`NNIotVWIP7mLlR#O$FNq9mLD)j{^WQJ@zNZG*)F-q~
z@(n4kQvHzT%efAI1kkHRF1-9jaRt%mJ9`8?JkQ3f`eQFFMUV$-{HGvNY4HH;#Bm#F
z8mF$?^(f3@pXebPcFFIOp_Sj)gW8{{Xs1AZGEy|sFIGQr8Fr1BhuG~%!9y>E`@_1k
z!AP30q5+o$yYZBfwQu6dPAO+J2|if$HKyzVnqkDrLS^S7G-WZDuXP4|_{{EG+r0UF
zI`ue7Rk9we?Ud@$UX(H79U4%)?8lPO)(#yM6N_56T_%s&@Hlc*r!wKVb==2~|LN!Y
z5uYXm-!rJC>KWcOsUF0qU2N%F(?wy>IPr)CUZWcjTt1!Z;`>VLvP@f1*~ixQFZcQV
zCQjSJ0D~`$%iYW!j%Pg2t3CTxs1Nn(1zIP%(md#gs1ndd8Se^U%*!bhB5IO9`-Pwy
zBZUq%W&15CUm9Ws&yPM}<83E89`YY+m`+L5zaz!B@>f`u?E0z<=A6H(4o8{$VH`cp
zn##QDoMTQqShHkkWZY1{vZ6?|O3SOD+hdhbTKQ2z!Lj+PIpkYDxhvvs0pkYIaf(?0
z%0!MC&%9+*M}kVUcY#pE_ir~puA!gOQ0ofMy7EanxjuuvU?Um|-zEo?<2GFOSLaGr
ziy}LI1aGRWR5`zad=EGA`N8XdyVJ>p_-2AeT};7A;`OuAqH>I9>7Q@LFy7x-{KyI4
zhh{;Sd18W4=C;ML+iLFV^(0l(EvYXy#9tWGIQikk96==xv(EsJfEcE}!)FiiulA(}
z0RLh?f8!&mANT<Y9uon2T|fNC1}lq}MeaDzh=limL8nt?+om;fjXfXt2uI6=2p>+K
zQmasuZAjq?Mi)h&Wc-pm#N&}rY<!-!l(Y70&U?Xk#?VOK1u;B90JDOvsis1v*x|zT
z#UiG#*-;RRsh?6(?y#<Avbu~((C06)jrD$P`A3yPE0}r7wFiq}f+{WfDeV1}G5)Oe
z;+Bq9T6)?W>)gnNwh-ZcC7@-locUTmVtNcK`fuj<m#~3PmmWsA+gD(ok>hI+SCLBH
z>?-4u$qyb>$sA72zPootRG~pF#W3W6R6j}l=J~?(!Jismyfcv-a#x>6{z|I9$+{X&
z(4ewn5U!SJIQH?rbTZ`Nvd(#ywJFH9@$38UY}=k3ha=g^6Wk!jHjERc7pNXtYO8jQ
zy7M+|kt!|8qqL&mH8LT>Bh^Nn`g)L#=bY8m6bCa$6g#G)1>Iu_yan!_!EAD35)X4-
zjXnAJFJ(6EU#mYo=N8XiUM)N#a2-S#^h$iwxLO=DOy<qNk7i8u^B?>%y){2_7fvw$
zT<s;u6aXWZiQf!|98O>P)HqN8qA~XF4xTK4Qn7bhAOJ2%G8M!oPpNc7tYe+BsGo5i
zxy2z`QZkuRjCQB<`G)<;p2ii!%^UvKw76XXTA!1#^mqQy!Bg*zri>Emq*owjFS8g4
zcGBKkj#ngMF7`1($6p!zID#DV7#FhD8Vxu}$G^0S(a9VH&JYJFz7RCJ;=4K=X#}hB
zW1))SP580Fx&LjDQ)zvDMDMJaKR%<!Ck+%ke?J8Z`2<F>lTxvrjCP^2O=E)!=b5h1
z8F}*JCxtPp(}**mEIw(hzqT?%qvO=9h(sR;nzh-|Y0#hqeAM}>d;-p*JwK;Usum3_
zua^*>gr7pPXu1>3Oo;{r7Z8jG>c~=Db(RZr5QW$B*jwM_vwC{Ei(J(_4GfOVKu_9-
z5{(3OVk^^Vw}hPzvM+!K=~Uxh7ttq#2BuzBR<1~J86LUl?RXE;Gn12(|Kc-Ajefe`
z2^5vcdB0+6G%SE<X%F>4auq^I8PgAvr^~bBjQeSZ6xsX5HrKT;DE9}Y3p!c+U0s|N
z8u%55!}s3k?ry}AQ&nf|WOvq6Z>HO##52LndVl3nw?@;C&sdjJYF}P~m)q&Cs-3#+
z#?HbUIQx1pipq~(4+`H$RZeZWP>>t3KHJjQlA$_t$YS$K`K-FM4V>+!Y1F-9e-3$A
zg|IYsyYV&Q=!EsZQkxsWCavp;gVRWU#1g^kBybMIaGoG{7_*2mZ(i@GRy{=1?7}D7
zWK+ejM)*2$+xlTbO-eaaYFRj4cM|b7$U(@84Gbwg;6F-Kk1^PdwvL{kiI8I*7Qp#+
zN#T<U_2VKTORc9kmqPd7*0236s@o>dg~2oC-p}!7h+5wDAYC*+nm-_0`<ydVM|Nv@
z33s;Ju3Y5Pt{!*1p>EkR9jfEC)s{_l`6tt!PrSwoWDU5xfSQj#!74RTS+Zg!p{9<!
ztUbmChOM{T#M^n)vrk&)N<`n~>5!b)<4WEIqthlzg}WO2C+arz_V`=U#8M>g>w`qV
zNEq1i_GU)ZQZbF{K*wdAVG4VQbIiqsve2+p``g3Wj>8_9m#KfnAb+Z?mWG)Et@o=p
z66|gB0_Zi~(Dv4On>=?Jk^w=#<AvHw7$ghyAz8%}*kUafD^%tfiJ9zB?4r%?T5KaY
z<uK=i?mdRVwd+ieH?^oo8p*-@r9CKEQ&nB)K5#JjdzSAn_K8aon!A2Md{Yo(ZO36N
z^$4<Ur>i=_-ok7H@5|>2kq$3q#q=hGPrUC~kAYu5R<nW-E2xzrcT&gep1(3EJ0=$^
z+^<uVT0hW5z=V<#fVev)_~mM4Hgz>QGdia}lxl(k>2Mp8ZIE1*E*>n1<~;)HR*P3W
z+T9#cMkLLw8%|ypGkrekkSQ@(<tG)Y8)CcC&SM*=h%cE)G3^tTX#18yjVd~gn>woo
zCU=b)cnP$hdLlo^!0`gG(}XITaEV+#NlR#-9K%wq^qaTq**3Dtm8^>OGLd!1y+^7O
zM#}pj3>F=OGR8>I98C}@=NZ1_^yg3qAT90!^ZMjH_+iVcq{)jiz#>$G2n-GXjRXmH
zGp6;oZ#N_41MX>P7f5E;@3iM@O6#<$Z@uG?o=gF183l!FWa7%D^(mEx2lQoMB`_li
zD1X)Y+}@JBynI4#8+%$P%u%$e<p^um&$6C2oUDCuy~2R~c1nb1J7&8>rfiBix=H|x
z3Indyu6cTQT-oE7UhmbL*c7J^q56>Z)1%lRS68p*Q9_)h%K@_o-5o#e4qCM1tEZZ<
z5=~Fau3rQ7H_&3)@iT>S5jH%2Z_Ccygy8O?@w42H<MEU+_SP%0;YrCDHp33;B6acP
z5l0m<6005V5%Jpvx3`T>!mpp&Ajh-37cbaCWBBFdheW&>ilbTOILX<<8@n%<?C^3a
zp5Tr}qn-B^Qqt6>j?3$(#fBzB9yoP`gPv8^R*8KAoiRMpY!J|Z#Q2(uLjC-<(y1jc
z8`URl1u3@O#+Q+z^1o8+25CglZzw&))E$q`6;PO}pO>)8Esd;8B#_EoJC!;tuw=-8
zZ(-);wnVtE2(s%Lk!a9cHo@-)CQlA=z<F#Q%OINxk)BnV&<i#!>wwJbpidDyO3FWX
z!QL9zSTYyd6Lpfds7I>TQ@f^y<iJeCD8-abHeKtPp@TPwkm@SNn1Sa+$%4b<<7ndN
z`N|)QUke!<Hw7v9pIER+KgTYn5jni7egpt58+L6(uV|_j6!JGGnAHF)hR?|aH;&pf
zseGA}bWg<Tiq=d<#G3~46jq1EEmCe4u7Q!j>Lnhqrr_2n8mK{3A7&BtE5mi|gM{c+
z1<5+W%rO^3OT=QdmCLYde9x_I^SJ^GijjkGS!-^&J?vEni1<k1xx#9Z2i4`V8iZer
zns)q-N?yEI==DH-LhhT!GPrI#tL6ek8hD;{aF#d<x%qjx8rd;;5OPnViqR@JI~5x(
zIZRk!TN~HXr6#LO1b{JlCXitD9vW`Xy^^l^6hOq`l{QKYyv^58SybUNbImvn*124T
z*4!cZ8i~SWDGVVJ(7RX=J2Z4D9R>lbbuJ`^It@jJki@;KkxZcCCO#kz7cjUXR$7T7
zy!!_N`2o*+DGF7zk%EH-&y$4?Et^?-bFDQC^wTMXZ1D$xz7NT4Y;&pbt^SAoF4QI{
zV{6;ORr`dVK`D(%gl8QWx4%4Hu=3@wv_Wq|H)eHc;QOzAegbhbOE2D=d`_aO&hE|E
z;^n)6@|5`7^=qsuv{kp-_}I2S1Cpo_iHLg+DqKla))fyI^QF<?XD%t0bY2K%P_3KC
zj@}HfwL3U(Q*D<i?=Nsy0KJibXEOVWV1yknNr1^UTi@!xa$M}$e-B7zrx7jVv}UAH
zS$S0C0Zc3<g&~-#@H$4!pY;Jwc+Rc}*r0(B^Sc>crU2831p)n!mcPz>%{KOLyrFoO
zY|1Q1dGq4W>;m1`R>B<k!wrky9W$fBm)eoCCNXFd72W}%`XI_MlLaX`P|qx*dhy`c
z4+g@*0%2?MkWtp97<saIvvuRY3gt6l3Zq0mk8`hvz{(NB$$BmZcrIHzx>y>_lW$0|
z>@RL)_d{=N>Jv@2CC-gU6~y#2)-jAXIy*d?Z$WWSu6_s++`uU~zI;c(q;K5p={K%&
zvX}o%fNZ_Sp{az2f@w(+Tl3~$xrjF{7k?Oco$i|!?u1bPh3$XymVuMo1bIA4I!08o
zVPUCUYlk<KwX<B+%#A__CsZ9>HhnF&!pIvrzQm0US}yS9WEVL^%i4nI$WXPC03H~O
zOv>7kPf4(w15lU(N(#s)UrRj#lKu(+DnI<)Zjk>gYW&YA@_(#rn66?OgUT!}2E(T|
z__Qf%;5+P*E9Y%M-DkT49?;wVuJ$0baLe=O8Pzj<HxY{!M+7AM5RsMBh4xRY{EmGe
z$!kQ?djo5bWH#07R<Q~m<Wh*7(aG-b&YMf|j4qX?i<R<1FoXIkL>>VE?nl5orlDW^
ze`FMJonqlED&<;v)VH+*xueX{gd5JHR)nj^UpD{_*vL)_)3*$Wqmwz?2Sx2lRI&g@
ztbFh%OA)_q2qw$KZ_*sPb3&;!zhg<9Yej~9(T@OGom(nEDU6%>XE)V3%{6(>{%Hmx
zMq|G?@8RLyPJkMmt`5Wd{#W|ocM9RRAY_hEy#YoF3zxGL;1WF#8_Xg}Bgw{%Et;a@
zxMK`bo37<DW(;7a4sw#alN+MFd}jaUS}^#5&y=wlpK%0hv=D@_SbX6Dr7e;3`?PG}
zOzOuYYkYF*Y#SmHWpm!I4;7+a6y@Q2cN5(B^7}ISBOp)m%I^3<_!00iQ2r6nQ~wA!
z&w_L;6unypS73eMioOVK(U3+?Nx7`h@UO<o_FsD9)+jL2cqd|x{vMz%C5yK$9rfnx
zcH%8*!^?Y0xR;O@{W+Z9zlVcDe01j2#?1^90u9Amt(Y09ti4Xq1xmkoYw)Gt1t$dW
zna%{CIX?pKZ4;ZXcOSynNFM>HQ;&c_r;5T55%uQl?Z36zKTMww{lZ#)_JEWB2#AB~
zeD$6qFzFGuRVq=GR^ljoVi_XBek1M?h^Y80tcYnuOEq41YRw#eA*ub9*y$fiGuFH9
z%Jmb8Scj3@0CJ<2#Py7?!T8IgusDut<_p3NVPRK~wBzY%WT|DEe`-joLEPgJAbS$~
z2ne%#1Z)fNud}K67%tB|^uZG8s)>7+z2edi<96Bv$e2Pzg8zxi{-2oJDp-)x{@IlB
z$27V2{$*QJ8HsWH4hN1;@eD4~>g$rJ2=JQ`d;bleGgxfm9p)Ff(krG_w*B3>Tv6W^
z(Ms8k{i=8baLpv%Y@5oj{VIt<J=hVJbH~cDEnhoyf1Vy}v*HPL)x!S_pbb@@xI_)%
z`xhSAzwy)*O;k=H$5$B|8L53iPlqy@k0lhRnoz+8<Vp^w54cU+2Ny1klq~ZEMHah}
zpkI)+_C!~Wu2R-yD2tu=`jM{03_^pI0ZadlivvpY8V($`g$r;Q^c$7lJhdl`u)L7*
zN}kBUTRYct{vMbZO;M<lTx&R37Y0d5Nt~=Y5JmkMxaGuYBq2*SJ7cQH;A&9o()r>P
z=D4;V&F8qS^SMolD~kZTWNW<|jUg_MYG&FkFefjz!U^BOs94lB!{d$B+)gyIr$Q;?
z)XUsRb>()a!u4zy(JSv(PTPj|0E%^xX0eYs@4#F3oJ6Dj1~qz4n(-9|Qadk>WEw1y
z11A;44_G?p_7o<tjN9rWaa)mRJGcxSxbwQ0q8^icrkIz&RYV?jYE~Q+x_uQTdvdcA
zl-9;%W?Rg@TyWS8G-tnltn4-O-1o-eWTBRou&LWY;(bz9_LVj{`XM?pJ)2du%_NhP
z=uL-)W5OUd*o9bSK$gM{-J-${M{v~b?A{D0b9p6KO8%@WeWY>rWSu9WC#Di_IIGcv
zsjl4VEH)p<G}iv<IIsBGjoh!#NGIZURDNI<aUNC|iDz!%16_GC;mF3ICl)GHIomZd
z6W(uS5G%psv$I3Q<)Eqqqfwb>5hu%|7-8^ml$IrFX3=eJsFb}y*|bPxqy!1r2K*!6
z<Nm<a5dT_zvofdd{nrhf79=Zg;#Ga28hg^Vu9C9VflqRXhA)_&J9&P~A%MDHl{OPC
zrCMfz9$3|pJBCoR;>jcs?97#_CfK#+T`Zsl5bq_oJWl23@eE0%W5_xAxgp!LZLyt%
z4g$iBDo(`_R~8r6wy~aV7q6`Sm^;-A?d$dhXG?!DLPjBKOgycN-_94c_99^1mtZDX
z5WRe$N<8O8Puh0ISUPA@v`&v9zs518N06d4*C~Le1gU@4RE5p@BQjsgJ>xCZxIwc)
O199fhD;|W$rT+sEzSM;P

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-102-__details_.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-102-__details_.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..56a078fcab9ddf1838ebc2ceeee33b1b9016bc55
GIT binary patch
literal 9280
zcmbVx1yo$ymhHhISb)MU!3jZw1`ol5dm#zIJ%vk<gaDy%2oN+#;h}JM5<FPpg#;~}
z;1Kk4-@W&}{{MIP=-0c(I;X~{J$9|R_B>~;x%Tb!?ILhrML}5sKtlrnw7U;*I}6AG
zxY*b@*jTtYI5>ECxc3M^gar8b1k|Kt#2|VaMh1EsI=TleJnRpc9y8O?afom}=HnL>
z6l7!<lN1$@;CUh_@W&!(czAdO_ykmhgj50#=^hIF+vBz!Ai+grM8m{DV*=1g&@f2Q
zZodPJcYb1_{bK-s4K#ENOe}01T)cbucN1#v1L$ZN80eT7SXh{tceDNPeg`l~ut*>B
z%VLvhnd2})KmzaLvT>Q8RdkSRkM6TPdF}ch?;Zsu6*Ubj8#@Q*BS9fy5mB+Ha?j-z
z6qS@!baeIf4GfLI7M51lHnw*5ZtfnQUfw>w!5>0G!#;*X;}bq5CMADPNzKWH<>eO?
z78O@kRoB$k)i*SDe*50l-P7CGj~E-Dn4FrPK`t$?tgfNfH#WBp4v&scPS4JNU;Kd!
z4Z!#l*4_0_VE+#;k~>`Jn3x!tIDg<mL-)Ef3=&MNhy2*2vRXLi5Hco#cetQuaoH6e
zc+5|<_sL(oj^3kS5nN(D_ygKMkp0hqz5ib!`zNq};X(og7-)B!hd}~J17{Z;IYIaC
zj7$)5E;YV)GHl=2Twq!?veQdR7W}v}a9DJT`bzmhfV&U=j}81IsM<QBo;Tc#dGakg
zZ1$yHGR3(M0)uXZVn~BsJnXPEBjA?-;_9JSVTYgdl;?;<SL)BTx16Hgd(uyzn)o}q
zrw!-P-X!*V^J-5@Xe>7Qt6%J~);Gqu`ta@G20n@VtzQr(6tnAK6mNy^W5@q~Nm1q-
z74!6a;uW<LTYAElbwt!UGP}VjmEyh<bL{n`)f~=J*BdE<1BIsI^91myM?{)#LxrP4
z#jJ&EW>oy#HK#MN+^9&pb+W%t(z_LI`}JkhTOhQCw&@AxBO2`JxuQ=NnO>0S#ECAc
zG7%{Id-2P_a+#n;T9?oK8%=e-ep*h=-%1qa>(@b96A&Lq%V{1a-gGCTC#eR_wb5E+
zbI&UoJd=SNT@3a?ww268nz{A^YHeF2|3u<D#tcX%_krYT!q*MR=9GTC@lTWAWC}WN
z7Sz43<^pt0h<-wjb3FtNqzmnlFos9vW4pUfu!<DJL9Q3%BP)@-zE7v0(%-i?8JBXG
z{dlCq)khl!T1{c0jSJ>26w7_nz-ISk@S(XD?SRvz)F{Q(it|DG2*DRY>+E<Gt`g}W
zjZHoZJ)Qky{sGg@&8hd*CU7_noAZD41VRM*U3BFB`!3L5&yxlen<{FO46n9}p4&$*
z-WN|e*C9e(ljGKZ{LVu9Ff#Jj9DhtH-%D_!4J8S=neqZ32c{8>Wd&L+#6^aa$;<si
ztS1EppS!RTE%u#kv&gj*csZv*nN&Y}6!ZB~`;~oYPLa{e*@c;|H}M5SL9uWmJnEip
zc@YW?0p3x05D3KZNlS*1{JT-u%Ls5-+Lb=un$4J(=rvdUS3+aOc+=NohLt_Y-Hxcl
zdQyey-iuX?bM2R;L{W4uJ@f^g`t};w7mtG=3pLF~S#~4dwE7up-6xfwBIo-RJQ=zw
zOxbdmb{UQN`-(R8>(sL>h9mi34rK_xgP9oOQ&-R0RGY<CTi6bpaUPd*kBR*X!I37c
zHqU&U8qp~p6Wt8fxz<2h&;<tezqt7fkDpbn7=3IRBR}S}JH%JfnT;mdc25mMUX5W$
z<_E*_vW~=_bolT&fU~65)D)%=<!BIhenZ=a|5g_9R?8e;U;)G8Y2lUz*LC2dlZ!Gp
zI~T8VlV|a`(@&kLzxg7-DodleeE|<Pb<XX7${y&!p3fU9VU1`Fgo%HY4i_4?mqvQF
z5!Fa4jM96Ee>PhT66n<sWt2_bfjeb2fA|I=Ri)m73p`TG;?M*b<_kCIbtFpkNEG*7
zxn?!nkW4JLsFx@CrVA}@szvQ*nOysF_8diS+zk#v09Kl9ul=#!s9<$HSzbtEKat!A
zYU~uhrFlxtCe@}v9)#Zq#>bV<@rkqZKf70~XNn>6_Pb*WW;eMdJSm@kb@Dq(sG)Aa
z7_lLjjw$`>bP|Y5Yr7QHI>%p*7FUOCd1UNe@Gd)E$opf*GXdfyBiC~SnfhtA(VcXK
z*#!3oyHdFe$<MLd%wtrJ+9)179LRO@WXnAnsDIaYJ!>Jf0WF3W24QIe80B9t2Qie|
zTA>%e)M`_=cq~$tIxH_3#(5(?KQ&xj3b#IA@pDGB&D;W2aY*`gJEy^+M?Zs{SzJKp
z#bbjOm<C@OV?3X|&CS~3DrKM<HPCjFcW;vQouiH6aFLFZ>iLFLNO5Bwj81cMg7E%~
z7j3t`h<k?UHN|aKV?CCl9EXj4^Dlj6K{1+;?g^Lv)~Fv>awRdw<H2dfrf_6kPfDKf
zgTNKv<BAKx$G@vfDL<yYVR9GF;U=%o_nn8~wqRRgQ+4)lgF?5!cMTHxlI}{}_xOe=
zpfCm_mYD8hf|0P#M<_XJ=~I>6n?CmG=}ZuoV~A8R^f;nLp!@pMJXoIJ4Ciyua=7~d
z^;ffgRVA~D(8=&va^^A6!%TT+qW}!rBf%(7CTpX}FyGj9DzO!4Lzz51s&tXIVL4j=
zi(QhUjF**of>~%QXaqam{TA49;H@A_z=;>O*+hK31<dVU_lrL)n7vNr(dK>Z^fD{!
z#bUq%drE2R5%V!~O9ZTyWX>nBiHaU{!71He%Z5nRATu&a^HWuQf-f&w5ocsgAB{uj
zX6k2TELkuE#vN?sUrYQAIWGRPA7dx=B92gaY9Q8pYJkdo!xo>xtoD?Kp}IEyd+FkA
z$&a1}wC7(WI7Khh8UyG{a?kVZ>=%I8E*Fa4)sOk(R9f}!r|@D8LfiOF&b-zH>q%T$
zW9yGTuP(X4F)u2h-*z}1NRbvU@gS!jL;~2*LD{5x%;mU*3-^`kt2_&}P7d!rO+SBm
z@;ax2nHjm&S#TGD&(OFGwrvTDRiUe&BL|k1b({kQ$|MfJvwecYl^o+$6*u>vPGU+)
z><@N*_dKv4twz*-f63jgv0O8vLEyzFApqZ)BY))wMeWl3)SvVq=3zNJ{yF!ZJa8==
zhkc9x0<nkxdMA^uB2wj&hXzSGefB7KK<8)r`f+Lcnk%2~RLaaABaRR+Uko2@?99oL
z@hwnldK!U>q8Jz&PFrQWIvK*YM;er8rpDXRq|*$gU}xLY$@0ymb<-Bn-RK3>$6yc|
z-`sC`vh&N5>2PRdW38h8f@Wu=wQE7)ig0>UTR`Qn#QsNe|HDY3U=B2K#B!vT3>N4w
zW96pGLWinwpxMGe)qs{f=$|&{Sxn;@VUwrq#adihGna4YIx|4iR&N6e3AICu;SD+7
ze32FYT%Zpnf&Pry`h?3E4IPdni;SAnN*}9tb_*o#ev1#g1*Vv9foz)1+9{#^%bVw>
z>^BXJ*SJ$^|MK8(PyWBVwsjDV307aeyo4Lu#=NPomAXUkmD@_%Z<js6G``8v=Upr=
z%P#xmL*8y(7cpUbILQxF=hJw}GNp;-O!o(h)xU_L#(!krOV1$A1|cTY1P(k1pDr9&
z*naP&<MN=UMwL!srH*Do?Mkw8pd3_xVAu53k_WWMd9xA6vuWF*--QnZqy2;W;0~&j
z9)2BG9*tt8p4^g+<hOugjNOCG-@S|(4&G&|$>9Ckf&v+cP*+oqP5v_M-s;|t6?Clg
z)YpWV{)d}Wx|4)rMX<9}%It+^W~4uU?ssrhPbja1B4MxL!+5o%R`BklNZr*HF&2iC
z>6tm!d6)tJVf+KgvBXqn9_%y|V_ZUb<i*tB<BD!!QaJqpMiW&xk@US^)w3@v>}n?)
zZUG(A{D5H4d`$(fv0?Z5+rZ@zgyOY;^aTn03sZdz`sQmFtj+ke+3|U5aqZW@?-*Ir
zc=&fc%vv06-)lR9Bq+xn3I1!tgt1tZ;$*{Lb_cN15T#TSXI=!x<Mx<jKGDM!8%QJ(
zD^yI$bU8r(VS0{Gsy=oIH$rm{ca`(nG<xb1B4k{uj>L1{uFv%WY-~ScQE#dFw!Oa+
zM(U;geEIewYHFBEgw+k%IFefynCHvOu-P-yquZDX9+)ulGinkkeUCfIkt9f^M}-c9
zfof1@7nzm%`ge4G7xECsj$K~nSfd8ER&4RZmluB~ds8Vp#@bj`O9(hS(|;U>$o5|N
zJA6#*NTm-Bx1RE_wHoqLE>RJ?pzLzlEZ@?1WpVN5-I=yxb;NlIm)bwe#t^QMk;i$c
z;179WGaZr=1Xv~@(@sCPd4+3+i)ws++cP^E#MXWcYd<b_DW1+7o=H8Ox9Mfjigg}F
zl)hK)$RcuCI=lMlt8wl6NAT0g2j5EF0&&F3w*Xx67I-Fv7(r83Rb$W038H|?c*8K`
zWQYc-^PN%2g1`l5LjlnzAQY+~0e#jTM6dc{&hJ1)83b(IJ-Zlc&KY)U{HwYOp0CIi
zl#g?@Y_%t9RQ(y%Q%^TLd#J94%}u031ZTgHZWAv%nMo&jT|8FIc{egHqOG=a3y{%@
zdJ)p}wR+LB*dKp<7`*_3vf$AG#XvUzFA6|Wyd=9K=})dJ`f)>kUik|9srE9I>(ln%
zFAkb^>js~-3Bg@oh$HH7G*)F29^lcpZhjNS2;QQyu6MWvjwQ7NYd3roua4UKBuk_Q
z8-B|o73K)6WBb4>CQX@gIq)<OO!$i;-(9+Lo7#~A={$F&Rql-4{_FtTZ%USODr$BK
zKR2U@>^{j)A`BK_d;7NS*!RlE0fWXAuNRS7jhySzbUmG^mJx5ip6V34b_)Z(=>}iU
z1J%p-O9xX;I((~4a!X50hEbSr1PmBEl`zjXP4{xmuXFR~kkn?pPleSEYN=iMWBnZn
zoB6$byz*Ley$EVA+<f9-kaBDPJlF3P!<Zv=jB=lA6X5|MdxJwOc*=U<lk++}Tq>z{
zG}D_n_cI#FjPK17u_fha%xvYW`;oW6Oda^SL0o<cgwr+CXn{Q1NOtJydY$iPPKbFp
zlRTQHlZhwjBFy6bej9Y>SPi>JsR3%83Rqan+*^li4*6Xe=#-o%jVVI$td&h|E}JNS
zuQSvnFB)_CTv6u@vye3B;Zs^-Ce)t^jj7rZoRi7X1-UO|EeB^0g$cZc&wB_|zXTy2
zk_BX4K)t<9(fc@z@8B-oQalraYF;}@)+Cgl;9mJF319Z%C@wAsPi_Jd1r5w%w5t*v
zlYP_ZmO}s9Wxo#zuU;s$6A%{)Y1v;SaO$|7k;f%34b!$vL?Z0%e{m$>uRc@i#wmD<
zYKZdd_BsQX^yQnG%+8W)RwP7227T3om$qGqjryFNSSnd!P-L8#>wqT)qR7FFXzWDL
zCUk+ySsh5miS$Fq5@AWRyC)EGqImy?YkaJ8R%*=SbhvtbmzoMMrYW<<znC7UyKXWy
zXRv6&)C3&jnDroiCAuD7qH+GV+{F4~S-iyJEa%Zc!t}oH*vT(+qk+82O$vTRuloCg
z%<jXIYL7g~G*Uoo=(w#9pLuZ7FQx5R0ebCov{P_t@Ru73=UCB8q4n$iwky5Y8?BfV
zOcPoD>Kv9;)JOMK)Au1`^at8%`<-sgjrRP2@}pL*MPD1iY*5)y53kio)v^n{EKmBY
zG1g4+r0H!A0JzgJ!zOeFLNM<-Lp5cZ70voozGzSWIlO5|+)0;NYZH_!LQU#OtuCHc
zllij(Kk7bzdbEQtAq5_@z_d5yfgQ>F{wbWG_V;i6qex2dC2?3maYJ$kWX5)y;>I5y
zi!gH42Gk(u&d;9JX|2uEh7RF|`v!QIu^%WTdo0b%I<0CXJtz38?(f~(<yO(u#nebj
zMYmoiw58o%Ji0Cssc)l_XoU$+S|0%`M!H|WUMpQDRp<|?Vgn@JZU0gzUB0Ae+A;2r
z@9o0ai$oV2ZmaR}jDmPT94p~r9zL8B$|Uz-0qE6?3I{w{Uh>)U07mc=sbAw$pz^B7
zugJ@x-jz3%$$}PKo=>9;mgPfQGs|pf2fQALn~P%kSx(V<t&}?GBWN{JNZH~-H%D#(
zVhFTjqB>%i*id&IA(+^GP*M4aoN4*_d(I~;(S`Nf@eVbbk=*@dC`fT!$snh=@y>7h
zvtXfZe<J({BZD)vw_Ql7*M2u1lbdGz6%#d>l~B%!Ia2(0(b#@8Z3VWc`i=h0gbw(i
zC|PS6Wod8&ebiST1};Mj$Y>%Uw7TszShV#_SC?jOYRW>|_<$S!VL$J?YsDw}CO}fE
zU?DBXJ7>%!$#8cih2{aiPY_X?+%7l)Ec-?_6L+mgZG(sdI)tmt*Fk5wufjo{PdDC@
z(cr&#_821-Y(G{+6>?X-5Sk|#dU+xT(|<{&uy~O)%$=SQ-U3;5E(IzJ`AwMGKV&fC
zHSA?v9pK(Y`G<i^r0%<@npJtlHp0}2v0Wi$Ys#mvjj!0G3v(I4a|wOY;EAY7d7=+|
zlDNOLb?$3BgF-7;rylE=#mEbg`LS^GX^P&%#bG}H)s5JW!-gD)G{|NYSQGl|9c*6?
z#INc4ygFMKTiG<Wm8CY5=l2jB4!b%h`&S-{#=0xf!mcz^|4LP<@1i6Sr+I%>i5z!d
zXhgG43bbSliye2vS!TQ4rZ~ik^qv*!X#$JHDoIfNaU$kr%21wWS##&p`{6v<Zih+u
zhnXz_iR)kXORscde&ggzZ#M=;`Av||DAMYG@_GGcvR%7G%7?m9IJ40#&dIvvVI=R0
zLAjf@mPzGXWK|{q8Wg%=?vP1=XqFkR&Bf@opfZIU{MPr6`Sy!=^DNGE7OBJ*UiVO-
z0=VWX%_-F{On#J5K@=jw<7}$b&YZ4OG_G%*qpeezg$b(utH3pAJ-qoQlJ<qyd_Lxd
z9<(%IS)4i}w($c?;jbPQDmtPsWhP3oa*LPvO(pJ~Rr90|Fd7zo*r#cBorEakAx<9m
zL)Wc$v+J<wdxhlG<4+`n*;5^qV0t{EB%eEpWLEV`rG|zaVs<~($~V`C>#g>%D!LS~
zh17KHf!mrWDBMiyxz~zBPs+rNn>cQm4F^tpGf_^$D?efx;ARrUH#NRKn!b|~t(0S^
zsg=nTc)%<T)x?J#5a)xq=+BFq)fO8NVZY=>6pWSm2ll$>ua`n4Eu)wv+0)@}sNZ;P
zUM7nkg_irRDO~+VtcPoX0!q)r2JUL{k;&E((fs*Y%PQzT$HXnLgg+(`?)bsX2+6?C
z9o17r2;KQqE>9%;)-C!LP+4zfjJ%`9*~eR8L!r?$C${UZ9tQp$D?|YWk~k*giCC-B
zw$(}WvtC7}3n?J9HQ%Cr6Pi!?^xAvMB$bYs(GR%4SV|9*Z%&fpIlhXs;4e|Y)llb(
zyJTo_uw<{O8gsU^vVE>a57jw;$#TLt*|?31f_CEW;Xc8nJ=lIW&9GKEO)XhSoH=23
zYLr`*vb%D`uFFa$Iyb#&KzGqvlkXj-2=z(zb{W08w9y-E(8_2J65Sp09l>#H3~{`q
zS;B5Bob$Fn`yRVM4y9(aDu0gDqqXbn_UZU#nwN+$Gy3Mnc+sHw^oyo~Z8=pSaoegK
zB5*tI78r?gulaE$#e8#L?JotR8YhD<57I>YcTBHr6jq+0<;5QrWU|6eZk^SPiBus!
zB`sJV623&dioVx5+~eyEt*xEB072xbaWUgLwSqV52R)H4nMl)$M(MW0o|GdS?w_fP
z&VmkXm9Zi*9%RDb+8ZJmWrU|Zayd+C2Ia)j?$drgge;^^Q(bF2G&%90{AeK%_qe2J
zrdhdiI)W)m&nhzqq}ou76$_;ssSpKUCHp7cb=IK1`8viZUwYOD8$QJ|CSY%dTi~0t
zRYqB=vNr!(eDptL2L{e$)2{Hy%$@3Js#@(Pld7jGu^iQ%KcTdM?hAjaI_FZ0T`<ev
z=$obg#=*$HYa0LXx!!>A2)6Rw`)oacF|arMZ%ruVejMBR--wR?RFD*JJ&q_CvbqHf
z)@pBoe6bQetkrOGSQ*C;dsz8t7kl|=&*lOxBCsN4HIp2X)$q(nYe|t+@xdNOsmG*i
zURSzyced6ibD7OuGk>S0>(_@Jd!Yq|Mw`F6uhW=$mV?uAw7r>YyiU2v4BO33D|ToV
zvwBo4TLy3n$kiqFI~~5+knixi=CZNAF$@6hYU4+g3Zw9iK9Kd%GASuMix(Az%b6kI
z&K{;1J3pl6Uv(RY$G&o$mc`jpT0tgdcv4TamKF4PI+<O}JEH;J2w+BP!b6lUeJT~)
ze{{t@US@?kmt60EeaP}k>=ZEY&z)0t%Qc!)3G{jVX!nGvsKgYv|NO1=@`r!2a^m|r
zEx59FUq1y@#^D|rT)Uva=zWH78n414?;*k0y8;ST{&y&PHy51@8m(uf*}ZkIyaT7c
zKq~Oja<f|LdGVB{u&-Gffp9^7wir)I4@=1AIRY)&jAqg)W3*X&e*-EoQq4SgPx^y$
zy2U=c^INa*ecIPA#IZa5phphUxV+(IaD|p-@hE+vkHWodhfA2jUlRF<B)1WQmxeoz
z4{AQ3L}QtbrrnFt9X_J`d?@fJ#GtX!1NEFcO2b0En+wzj&qd;BZ-M)U!wx8y6s8Kx
zcy%J|m4_$C@G-#;?^H|M*IsrUW=O58M4ynU*2gx<uhB2^4*)Yg?2=7W8X!&rRT>Um
ztq_dzf;|vAu?l*R(EgQ8d#XnBpUTYXiYxux{}y0kNVo+|Vs1V-<o&m*_&*~krlegY
z+LnMg3YHVZ@4-lH^s-0H@CPNSg3i##U1!Bov$0)pe<%LywI53N8@3<@99h^&_h9h=
zy_&V*cJ0%oY(Fd8wbklbR669yhU#P!{2beaL3T^hA!=j=Z-tngMTKlN2*BohbL@qo
zuK@ygSE;U=2*G$ORblvRMf84m&86`Nhy0Ou=NTyBcYh>~_`p&^S1N{vBXH9-iIpj7
zpLJiXOj^~HC@KvcykT|qf6LP`1L8&Rli<Zt!P&W)uYcqVY<Ak1H=Rv_3nXtlMX+c;
zQc<76Fstv{B%uF=DXhF<&R2N4T=}?Jq+r@UVT(_wul@^zokQ5G=^+8U9yeoAn5cv&
z3|pd=W{fpS!S<(R3`&AY;c%v9tf0VtN-IXAGq?wgcC~p-sq^P%vHiVS1zm2^#6AD9
zpgH+lzy7;-(iG;8qn|SYma)rm*Q|JvXWr()+NT(yG<(@@OAf<i^4^<tybq(NAMIEv
za1B$h29HeHS-na2d^6Ycg-4gD?HSkbWIt-S!{COBqK?q}us@D39LneQm}uvfM~~UW
z!scn)>#@>Z-{1VjHd7enE}q2M5&KswcT}wYlZtzcH^s}%gs>jSVyS?fhi}LV%U3U+
zthYVo5(d_BALLCc?g4#b(orm!pLF@><sTnCi+mBg;@z>r%)G6=s);_ToN6+HCQqF!
z2xuwT4gw%u5fOeP<N)LeIh2)Wm0*$BTsxEijeY~oHdinu3o9pbG!@{;6|}zV6AsFq
z7Pd~DI{j=py!v5r?iO8*CIm_WIfH;|?YpN23~=1_N&hxZn45Y|5S8L@L6Ye4EjbxF
zo-mv!L2icG7ZLKK>#A?`ten)w%lpKb`$V_5!O}<u(YtP-pZqP*QFRL(q;9|(-&00e
zrjX}3RlE;4=n!R0RP+dRcwKyEK+*|+lQ&D9MP!E83?bZ|XdiL6SWgsJFTMqMu%*|d
zz&9fYJ=ge1-W$R%w?O1%-cXeb9R&iM*l_tGjcIxjTk`jAxBYwXN;1&4P*ax|d3&w!
zS_f+{i+O9%jcy%2NuaIw%1y{F<t>0cd<%5j{<&V`-|N+86h|~Qr71t;n=_7U5OMBh
zeh>_{w|h5m-PR+0%(KyUE*yCCL~-`Y?XIn}7jX*&+uQ;xLK9jtbOonj(b5~Hqk;R5
zx4@Nk%q}rq;7C)>EwFfZHgP`afq68U14U6^br2Mygr_gnJ?pZsHZT&#Sr1xHzd&q}
zM3L`p`<-b@(k%n0Xv*tuL^UaINOmdT-2$=(fBZ)sLs@~E$EocvbDs|80fHxSv*gJ>
z%k{e$Lz8gF+<FRx2_CjygwtjHkjQ;$8X)Xau7~lM*Y+=u|KXh3-_GT?9O!yNOy=<w
z;)jr0pfNmP`VH~?ud@($+@%qLLn?HsPxh2zU;YIFsqqigkiSveN#7yT%?T3Is5`%l
z=lnn8c^UX0gV30(IcFm0_%1)rLR$tajha0Va0|SnL(f&j-&;80BGP>eAeoLXaTJCV
z)*Npp0)N>^Z#fh-w$xUHo9!)&>P2ISqb2C^cnlcsEZ5grH5|c6dMfIz*{KErEC040
z>bq9kzsNO;V4o_8H~+dhDGUYp(;T`#SNuxPSvkplF-3agH*04uJVjyYQ;|Feh;<Av
z+6hVq5PGT}U^++GNyn-NGWOFl&!Td(Xt@v>YG%h<|D^oi)K`&1W+>TWgdJGH?3RZK
zOx|}Zv~nE@%P<%pmuL^N{3Khdg?u(2YyLhg^Wz8cMoy_iD`V?Kjj8Y+w*nPuw}n8i
zaq?r&#O-?D3%!zg8lw|hQ<a4^^OjI)&WzkSctII8!}aF-Ih5eFqE1!w!DAZd4AyOV
zUx~sMchjZ@i=)`5V@spFF7C(m3Cfv6DB9H~PQi-mgmQh%_^&eCJ(4AbqsLZ=cu%{x
z+Y#X}s#NQoQS1^#oi(1&#H`Yb^wYR}6P~uht*QH;2|HnS)UVVh=+#BH)ZFn^p;|9q
z-<`~&VIG9%*v@>$UQ84fYCrc*BPR4NDt(8|)mQ75a7NLBuICy4!IAvnu!`W_xq*20
zx%0NFsRCEpIXtU11!ZaM`hf!QnDe_waYj^>-gS&HzTz1vdyP34TJwo-%k(454a+3F
zl&7r79x|)EG|=#sIgy%912?Ky+W(#ZG(7~`!uVm%*l6=;;c=?R*G{D+67%wcNBB0e
zQi<aL?k3a=6Oww|IJkQ@tr5DnCwTnG3$|aZvhWo@6e-C+=y9-jI8HtrBuZcGRP6*x
zYVS;fasr|CZ4BV&ftAk67ED_tSXlLR3=>Epw*{7wGNG;-C70zoC3d5BTl{!M$32E>
z53=d(K*9L8N@Lt<Y@q6R8F6QJ#u0sgcwXVm_5w$Q`q*l#Eh;=GgkA?LmNdW>M_bK3
z8Oc&-kYsQ$2lG13P9Eg9GBT#da@*b3-nbChjPVffXKQRq_>rnsk9iCbeFLrRXZ<?l
zJB||9Y_4o}h!D@<v4a`Jp=?*<Uq6XEtU&YiD)5$5o2b6l06UzUK5S?_dd<Q{<)}B@
duP*gVWk(o#FIfJBie1Iy0o9+y3i0jC{{eKdSdjn#

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-103-RL Algorithm Architecture.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-103-RL Algorithm Architecture.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..011a6072b1403b93052227144b472d329983f3f0
GIT binary patch
literal 28537
zcmeEucUV(hws$CkQl<Bzh;)!HH6YTZ3rJTH=^(uml&18KbfhDM9(wPJ(tA(nAdpZa
zgz&}b@7%d_XXeiHJ@=1Eo}HZRbF$A~d#}CrTEDf{xt_gV1>9CsQdI(AVF3VGm^a{h
z0iXc5iHC=ecjG2LKK`v+HwlO+iHQgaiRj2FNGX}<S(usV85vpc@pG`=<z-`J<P_)P
zeIO_zBErHUA@fj3nqOE%=vO0Hw{G1cA|#?ECZ-j-!+1yNpMG6;0?2M+1>;oWVBG~^
zlVRbIVO{qESTOy(f%Ur=;14e>Y#iJhc=$JO5fEZ7fZPUPW8vUn<Ko=7fs2c|IskJX
zfJ=6R{EnbJ9)->e{JSocLT}?g-DG=I-9@E42EQl#()Haf0%{ssI(qi|9GqO-BBEmA
z4<#fO9xEy-tEj5!J=Hfbd}d^9`O50GwT-Qvo4bdnm$#2^a7bua`1=nL35iL`DXAaR
z()02Q3X6(MN<Y`s)<NnU8k?HCdwTo&2L``<9iNz-nx2`Rn}@>I);Bh{ws&?BN5?0p
zXXnVD7r*Gj0^t0fEX?Qc3HvL$$S`za<Kp7r;{T!x3)>4*aL90P+!4ehm)F66;X-j&
z=<Q9)NAaJkyKb=w>%ysCx{eW0-xGndBYu(gJIeks!ruK$l>LdYKhrf2Ai}}IOdbvy
z00=n0;LHmm_+OXYlU&^Wr~IM;lH+En;%8&P^H<4F(Mn~=lrs&WTuak?*ki4v%bD;Y
zw(ndCO4hF>cn9vKA9O!&ul8Ju$&_W8-<><?Shx_sy5RtV-vRZfUV@aa0lAP^G_C-0
zCKwiF=ymoO_;L3l#4j6h)sYVxH6FMIVAG&%&?{pd+kBSSfVYHb(N$zVCFqsH&){9M
z1HXYYbo4bq-kt?@(*lwI*A41i#glH5mMAwJvi$D8<-fac?EV!4`rR}TdAnoHoHRmE
z`PW@#KQV8$f}FQkPN=J|0iB`O0D54<iSq^FvunWWqiaC4w=8EL%iL}B^Z#`3Kcn|w
zd9PTZe5XO^eeNWmmD`xE6~_@?D-9)&&;zU2x{_qG<35ia3qs%o3ptNTlJW~*cq?6)
zDfbxE4lfjR=?1)UG089Vo`?)tv``pH@-cZ|r=zHPN0Cw+>;F=b&x-(T`P*It?iL<i
zLSU!+vZB|3c-_mZd4%10O(nELZ?e;$bdobKp-r#Rm^1I~4ay`vEStOtJW3r!*58Vs
zf+FlORdp5Y2rf>{6$wGq5o*Q&&Vs_+-`5o6{Y6beO2S9BSriWD#>pL*BiDdW^t(4)
z(b$-qtF2sZT?0m=J*bWz=B%ktWfMEYfZBNxJQNS|A~*s6Qz=TYo%-f4-;_Pl>D$&<
z2c{hBRFllS?aGN$h%d7}tYy3=OTD56f*)%%wKUomyYX+iC4js;LEM|}juzUfYfgpF
z&l4bdcnf6CNr9ADd#uM%W0@ZJTl2f=>p!_6+>C3p4~+Qo4dy7s^zE(z{aI?~YVfSO
zX&NDuL8oMOr8g?`-dCJBV@Jxq-aF<J2yvsyx<edq*Uj-Wo7c%t2e)T=J#oH!n%_kD
z8?U^xoZ`3AVQ;2tlGuLgfwIA=<jB;?@rCEy^q$Z~aP;N&AIMv>J&Yk<;U9enYh!@D
zZeM1Gn@x^NsF#JAc;DP*YC!`i<d}ja@;PMezXsCmUVtl_O1+&e8WYreA7={)*1S<>
z4G`iMi1r;WEZ|R=_gJ6)@ni02fo=c{@LksO#TxO2`jf5+!eVbe8Gm4=G<`QQ$Y=PW
z-B+aGXA8S#&#Lno-9-_vJKBSDon5dX89CiiPRxY<W#JC1EbYtRp^=RG`kkto=6Rb+
zF5!vcM@2-fO0s|7IOKk$bn`$QPX+uusxF7pSXDMn!t(ajx@L=6U|x_UJ<m4~)MJNO
zq*}RfSLox%eA)>wV5k$)8Kx8tGnuf&(Q@|2^UnyG*BTF!qUQ-l(Dca&_cX7kKRGjW
z(+px+;*|KVUxREbwy@~3NmnX}7KwP9&Wn{8l@2(u<9UzJ>TQ$iZtk{C6-(6{MuanK
z<4b%t0MfR~xOt|W>zF^Q&E(Odra{P*;EZurIQOCj8sOhUAq(@1O9O8f41auSVYCLS
zZGdG(Yz-T*X+^+_3vcuw!gV>ufRlM1HdDm?Ea=jMUHVM)6JWPsie=O)sWJ2ua;hke
z>OdqwiBL(}H0f*n-o(Wyeu<805oGN<P<4#Y!zM5NVtyS;+<X9xcEec<i+Ozns)3LS
zUuNJPehrdQi-5gACKnGu87j#{qt^}2j(-v}Muu|`xXQG@_-P>IZ$Dljw^Lx}P@K<e
zgcl?u8?o-#>Syf&<;fvqkopMT|3XYr!3b;GMvHA9ywm#8ruF5JHIh{uzj*9fAOpfF
z5!RyAIDQ}=a*3$wDV{W#mB_vE+l57{hFQ8_`shReb-J&E(*av3`(Hxh93v#A{+5sc
z5nqJfx3#Z=%ci|3Q4V0=ulaV@G{}AwtgjoKD7mYZAU(j8<MMNC;u=tC*4F+Bs=iQH
z8^GGrR*#S00X3R0dP|)M8!{2-a1<`%lnq&p=%=k);Z4rov}<llul`P;wPXIFq9Lq~
zr?);s*@!Mq7CK-&5Oyp-=`lnLKB*>pa(Rz*bgS@*ON@G&;;dTR)c&V0n^BjsBcc-)
z+XU_6^sfZ>!&I>dq&VDAdkXy*OrgnHkmW4$JbXbF!x>bt{%NCxq8Cd;^!R}bFq&${
z-q$K73(9ayI)uh;HTA%|*jquRDt#Pw4bYD^UwrU*X+mUKh=3#je}6ny5TnsZ0!OH-
zVF9A<U{^oy88Su@%d12)ndIybR;xn+y2qL(;T-tY((zYZBb51?!fNM~W$aY!ldD|z
ztrPqH;xLfp^z;`nf3m7Bu^~Jr((2xPf*tjcl!?m-<Tax7{`?fhX-H!8EUY%B4zggh
z?5*{*SzT;`ey%`DzsE~P(hvyKpxidDUErbq5Vk#g+6Cr%*|aq{m8K2;_TyXnlNp^=
zN68W0sn;<_RLRuRLCcU_fmR;ApEZdpg8m!QeKN-p=^xvT8rl5_^nY3nS%&9Jd!p<+
z>fwdS#ZkKB&w8g5y2o<^U9^|&n5iL?uWM437B<wz>LLP2g!N9>mvSp7EuLv?$1oI&
zyl#%A@(!GNk}$tJ1bp4tPk9`%GP&O>^J%AE&vb`J_(|?7Usy(e|Cozm<MJINkp}5C
zR61txM(r+ALcOdup4nQw&S4E7vD@K*jJkt}cFt#vUusTp2QOs4&a8IgGUwk9DVyT~
zk4TM-$8KEAxQl=Zdws2X=bs4Jdk~}uCQjG3^4(A5>oxW`OSzw|D)zImeV@go)nvoV
zBz&5N$8&b0q++OVKyjilN27jxii6<hM`pZ$&l*70ad&5uzH&QwK#@_WVBZ3M@s9dl
z<XovqK=4Av)BUF2vG_f+sXAsBgkk|=!6=e&c7_{kby_UeFW*S%Y(6F9EG^{YQZ~L_
z2`ocv$xGpEUPeq}SNMQu9J1{%{;9B5wcuX1ZwiBV-^*?K`#GgwKxJlZ%Ega<e7P;t
zyn4mW7Nf~{Hk$lFQ+oO#YRv3=Q6bb!6aI|pj^ngKy+kS<M}uavCJTw8<(jwqUNVJ=
zitDEqux`IoA%m2uUGtQPt3?*ovfX(g?f9wfk9%VZK9BLNWOJEwqOFlR^40Ydjvi*h
zuJhkx<IYCZo+2U)bTurVN4w8!7;kZ@DpD;>ZkuEetP1?31YZM|L030tv`hzrI@Wa?
zt^q#RfD<<3K-L*PltiAHU4z{|akCS5@V!gJFE2sS0(xCwl&WuJg?IQ9_)_eGsQuu6
z?(pb0-<%iAmByxhKDJcf$Zy?AR>+SDA&ax`Y85VA@wY@!c!!(C@qe(rKg*k3o4Bof
zEV@^3&NZ&};T0TG^EK78Dt!KK?+ax);^(j3pBmt`z^=r5n#0np0=9lOM-_2OH=Ywk
zdB`+JG*sB9v@?%Yh?*QeSdeSU88Z7GlSu%W%qy|I0Jj$w^pu*UUP_Polr_C^Ip7Wt
zLm3r&e<n<;TLC(@_R}0&&K;9#*#VaGs_r11vVf5l(!z8fcW*zs?`ru|EE7Zn<HBe}
zG&}7KEff2dsH^j%pV~iN4(QHLa!KAr49$2fXpw9m@1`zW&wXOZ7}EHTB*@U1Vx1Bx
z5oHKKKSq3@aD`R{C<4s$s{Dmv-=+FIXY_X3J%?=PZ%NOdG4)JL>MFzb#Vn}Rp@qlS
zfI7A)wYk{!f$1Re?Q$kiU$a*@M|IdWV0a~fGmM2_W<|WC&}2q*$b!_SK@xnJc4qIf
zh&Fa|@FM_BU<j6kwAU6G?|NpSN8D)R#VZ)_C-q5*y&E(UrZmE~%bp89Q39I-4V%o_
zlUQwv&y`_IVp`M<Vc|Jfxz#?!f~b$z0Ke&m?cXU`6<RPuR3g|J-8OPeHEm${-rXA|
zpSx_U`*n={n;&8Bx;B0^k^$Ox&;}*s(`2FArREYyL&x5fG9>AV&Gda8i?!pNhq7#)
zSZ_^0K%<jJ1eQT=3HCGod{AVo0Cdlh`PQ<{{?LmRK-M>thUr?~RziELHNQ#<@M4kA
z@y9n}QRq6X9&b&>I^+^qK^Qkddjad=(kNojFi_gGS6aZ*X;^xu<%XVg9OYK5rhOs8
zxhFuNPdpN|rC}YIODc==&SjTJSPiLc=~&iNYB!%eT`KZ~fUn2Ol|(7P1}7U?O`)*b
zL7;dSI+kn{Kr&SxVBf>cHZH0TW|OZ^t805<Y5nSvf%NGX#CIgBmBD$9!TzBWzf}Wu
zO&VoCp6Xg~PN94C<LVy908dU+jK<d^!beR?in5+KnFTBmmk@zk7c{lD^!)W_bk_zh
zWHTMNn(HT28q;ZM+@vTnEoFmGD<3=KEU++DM##<xWS2I4>0Fp#G1g${oNhLZ6lEck
znQRdE%B{GEL-tM?hq;pga1>zCAFqL6P(e_&rv<#AT_Eb;m1!B!1QKkwiwF(5K^qv$
zG~y2vct%^zpz1&xn{dr0&k&z?iU|+IxtMdZtn5LgtTPVok@jGvHP3Xsxd%;&%&pq^
z_-n+nd(g8E()TANBWE6{K>bO!gLlfnCuiqii=b~TD$}O!_JwRf1@qK0oBH(WNU>DU
zjMWsG@EGOB^KuX_^8P}Xn3us>gYF_<@7phNBo8p!R9Rk}?&xo99n-B?e3bV5z?EP6
z_FgukS66ElY|J^9t<-QwUrAL2Ym0@b)dU*N);T(FH#0r9$eSRnw8r<&yF`|u@+>?S
zvTvaonm2C5C_t;Lr8bSUTn(T<?wUTA?2m}`+md~<+f|+Y@Vl>r0d+k!v9q-^BiW6I
zDwCX;ndz0KKn6b^<8OT|>et9BG#myLZztSh`B=Q0IxWkA>?+WL77)eVINpqYQ!alm
zXYj3_KR?_mrpyI~Q@MkuQOl8FZD3w_q`aeteAIv32_!od39C)e5Q4)bdW{yATxU;U
zK|&~#GGdA~)pjvwpN*2MuS6-Z77bFEv~N4a9)oe*ge)~=uKJ9#b_aM@X!WJi%yaZ@
zPFs#UIp6sJ=ygdTWp1oU)j}3~c$Jteu-sgE#2&9b_!R2ulAVN=2s<@E?&p>Pp60z`
zK~i~GP`O7k<X~H<ogqFv?~QNNCdj;)VM34{y01jcJ5}RlxOowmtMon&**bJd_j>Pd
z1k+;L0e`Y>r)!3ogkh_`#(#?$lscrdu!X-^m3?eh%6&PL>>I8YH!PK>{k57XVJ=Zo
zYnygE{LUHBj$rrik}|SeI<7_HVtZNOs091rb{1s9HK4n>sQ6wx%jA9fkj{$1!MS6K
zku5nUn!ehzLk6UUddB@}Wul?kjZR>pZ}Mj3i+}>vVs%HFxn-b$Q&;DJ9W;>3+g^7n
zQGKS)`^ikYAKru5Rzp_A-aDZ2*Bn?;Wr=O{3u|b`#^kyMZ@sMk!+y+~ZH4EAtitP)
zF6=aC9{db@Odj=P<b}D16{YoAM3WYun1gew&A`Ry!$6j8-;@u~Iy3W4+sYzK-gnA;
zwZNVP`{>%L7K?cT*pG!Ld|$=bXFab0p9hQq+p+>m@hFKlvb>UGwud-4hlX@eiw|6d
z-mkj{&}8;4`9$(h2J?vz9#-tZzPFx(NGtEY<4Ab46Qa22J3|4je4pA(8eV=f08d7J
zccxWfeI!nX)W+9=MeBG}hDe6x@@9{Gf1ktNe{&P;&(-kGB3#lZfp#(B=VI>Grl_*<
zbcMeWyjDNUy)05yQ`@9DYk;Y<!myiJb`m8H&2VJ$=L5O$npAb&#7)dm13;k9^puf1
zWjkl~8w)DYA7|cXlOkszq{c@%;em{pw)9Jo9cJ}nHH+&CH~~MHkv|^X@clfBQ<4{#
zsf|5O@ofGuqRxVNAr0cFM5q%L>iIKcTQdD<?=Wh<qQ&(rkO02_9g2?)dny&!$kg7L
zOKRhTYiBge9aE5rWx5GQ;B;Sb0v)Fv<HPk0i9l+{-e_jjBShF-t3FJrDzw?ygjw!<
zVPMz3U<`fJ8>sPueX6cGWJ%pr#U&><m*~5~+Ggygk1>BTs1ztS#5|Th0wkAZ+ufqq
z3L#SSrK8N*GH<iWvo&_bt(gEjPP$w+>Vpc+JNNql-g#Y!+NZ2(ygw{~`<!=+t^uI|
z2+317pS2E7=IWvYp1C)in5&wQf-tFUCzOk4@99Ewjy+uRfN+ri9wP7)NAlhF#Y{00
zm+7`t?01|vIfzPBMC!`HOr&8Qat5uaet2%*SGN4MBkW2`4+|x}OSSATLGW@iIFn26
z)(KVD^j0`Z$^Bu4<q>YS@BZcNLZ7GQ9qy#em+pp<NxU(Yitxj5CxL9(`2NAYphLl}
zPZfUJQ!9oDa2=Q~`emA>zEeK2k)&*;So~+c9};X?U$Sq?L~8|<_jpted{(r(dnb8b
zX2m<$w7O@Q!pV52I6k6~{r*NpxFc-ITD@v=E$mp$q?G7IaCXmlW0tahZS$mK1#fxE
zm?ayx)bVt~7Gfi7BD`_zPI70z*<0Y(DvzbtGX`Xl0kTpW;aMLyi-{lU)LG%5M?{M=
z(aX^7TS|rm-f?hHXFK*=y9UgdF26JB&1Rl*KX>?c|MIcVeqtgjcFRc5yW3X!fe45L
zmsNrPAYV2|?GyC72MSms`gLHl?9QW%>KwKAtGj*@wx4H1ANf~yDA*57;7$HGL0-t;
zrac#J@XK8Sb#qu2&(+!dB)xw&AY=c&d0O%Cy=JMjR8k{Iz^hmj#O>Kssa3ubkV_Ma
z9r|o)_=d&Q=ZD>d>dw0sH5oeUpC-N6p2VN1Gi=RIbmmE@WxkVzcn&i##D=GQDf#v?
zxFy!CzllMMyw#kgX}maOxF$h=4!v^?I33r30mXaBw(}N)!mnN*y81qCm2uM7IPr^|
z)BGwE)7?L!3O`7ctu3Z$VfQSvF4TdG?7OFbJ3P-)XPIugBJ4dZFj_Pk0yNcsw0z-U
zIh_N&22d#HesMP#RcG7^6&Ur^;pH<oDl^-8O_H?Fzp0tbFjO{Q@Vu7pZRf>|27+mF
z&vTo^=s81&@FV2%^n!qOzDbY3>opWlN=HZI<l(E9rhxG#6yStvOp}V+Krf+2Wtu=Y
zJ<){iGtwn?zby7*<I1kLzMTRxnZ2n#cQ5`PFJ>>X7ac}=nV~yd6I@6$+Qim8dH7+L
zE*`wIU7mcgPsUTI^?AN54{9bA>a@%;zs<7`HbZnjDXpPhb&q0hES7x>UDE0`B+Hob
zOG!?H4oi&OZCoMUW101hYdLCNiK|##1Iynp<v3eU&tw~l`(}kBBjkoElX$*abd?>^
zD@nfT-)!T~EHdSPrN$?E#|8?yW9a2(Ch%UAhe=9#LSz5kQkXU+3l!EEd)t0&FZK3f
zK$4;mk+9P+!bEw%V0^yk#&A3%j2%Gp98~zYYGOUSrGEWuQj=v-|9wc=&U|RA%iK<+
z-PeUkk~OL^?=tjb4F)t0#-%WQzZ%BFr`Ea9RiNOo9^9s~b^^ZX@9flU1<4vtNi654
zbawfILkDKp%+pDFe&R>HCg4$6E#A{7*q$%-?k*WtV~o@^NBDbZnoecbMRM7+vh>)f
zjizdQDV~SrFqg2osCeX4deZm%A~uw=8H~p~P88H#%t?OS^_h!-tS(uFJaz-f!&oXU
zGzJ9Vo<h7#LowuO(SB2<4;zqAW`P<tuS9@F-?I}J7I={Za2IM6g%uI@J7@R159av6
zz)&qaD(?1S@{Q@cIyt;%^+G4n+!!z+MX{POcSvkMmlUi=pu1(yl4gN>x!LTOLwEPt
z7yCk6#M}owx^UwSoOsrkLT-s>Put2X*2|q~xXd80ye!D@SjRgSf#a!ic%bm+OhHh&
z!ArTl7~<#N;k}mTF;o7rJcFhrZaK#hk@AQe{h?B{Nved1dydOZ?UmwTI`yTC19R$g
zg;P`_AD7L{r^r;@xZ(J1z9dDvD`X<Qxa9HBvfJL%-FQA=5u5xbr`Q3iQ2WXen)il=
zjd(^luPWYfJuNn<-E@H@zthQ5_5^>L-<=l-KNX-<XX-oVTQC2VKN651J4BVdma$Q<
z9zd{69m5b%APk~mDodLZwG}0{Gt;2#VXLX?8XgA>07ETiP-^M>b=d0KiM<c3mNFyK
zz3t+Y7$NF#N-i~_NZ*evg_H!wr_EVIZnLd7{sKJSc5;L^zf<9eeifm}y}fql?JiF?
zoCXzPa1A&FqC@P9`}|WlkmIM)1S`F%rBKO{aF5DRSvLBuu>6$0$4w5Va}}DyzLr1f
z&%n|>K8|>~d?C6c<kgEo4{@#WDul|29^m>#007So@Lsu^DDbeUl1ttBnxd_i<E&<M
zC*~E`J-cn+GNNGQ(<E&iY7s?(&s1`qfaki3&O`(Tv<VM1RTObJrZEWkUFy;D{uku8
zRJsE4U6|AI)NSr_zxu#fifPL;$1WuT@G5RVh%%mP^wfY3FWK_3-1|>Yi2(Tky^`FU
zc@1HJ$Ab5sXU0X~X;o4Nq?1WxK7ObBz`|xJ_Q_<OHm<8lkDwl}$_B~Pn&9Al^?N!)
z49a(T@;xw3<tPFK*;GdFa_Z{@Q9j4gh*+k@y4@QeCLu*hl+#_97sN&l|Ii90_i60E
z%J-Couw(obsyS-L2x2u5x%~>&DIbp3%x3imEcXKdz|U_KzkV~ueniCLhIdVm5u~{d
zVY#&M7+Mfg+7qj`Ht$S<OoRni=glI+>}hlP?w)Jo;Rzx~@tbraj`s<>vbiT9WhN~v
z)G{084#p}3Yu;TfGooMZy=2*@19{E1B|Te2qfET`1?!$`<JXTZx2`;aD@TGw)lDLE
zXk~iI1}pC=1|sp}pD~NH&m0Ewns|erOuw#<fUz$$9F+F3?8q^H-%(FTWO+#Yz%Qm{
zj38s5XYakWig>(}eFX%YBcovpU;J<7?_MZQ)<=7>e$i}=k<TT4c0Y-Prw^h*({IcY
z286Q4_LHk`^w!dvxx~pm+-xK4WM*wfa0Ks*^7LVQE=I|9z9cmU?8M^5OhMZv5P|K>
z0+aX0oC?jPlmsJ_6^^P$fE9|qr|l4D@vw<!2E<qm$2GEPxx|{BGWLBUu}F1U4$~zI
zWw2~=QO_Nf1m2Af0cYQ-QBe?uw_g7=nr^1TM5m_3;>7QJYiU=%)}$r#3D$0BypsJ_
zNPw4a@LFI-5&KE$^FhL%oFr7p*2(9K*!QQg49E?43lg(0jzx0~7aEfmeS2t(6Qf52
zLe*;i<QDUpYXsh=bdGPzpIygKbf=h1^dgnVD?A8;o`~(Vb)ODE0A}-C_TOgKoWmEL
zOr(xFmdRcj8bLegwwJlzu4pu}PaO8K&hH_$@z7&RD{kgq0f<QX>d6WR^LfNZgKKn+
zbW{wn8T=a1N6gV{T<7Zn2E)`=<HnVP1m&38Ip=vY;D^!fhvarN(_*E(ZgXPnMtD-N
z+zc2=EPiBSkMm|g^+*0ySvf6-QGCM)u_!|cSPs4IGKKxUc2#rr0WR{#Lau`7yLF;%
zzB6)TMN<M^H}3-C@HsGcrxxYQs#ZSOcVOSVoB7UVH_s2NxaYx7{f*YH1iH?t;VXSo
zb*o87sWO~6pBE05`i5P;`%JRX`-|WEnyBc9UEO~k85FQr+dNagUw2EiFmbq6rFCiS
zIQcA>Sf&HrEEa5Tlf&RIz4`#sadcS~$!holdPub+%Lx(Q@w%(g5pc7IV^SM$nRA{K
zU!)H3k<t;fxNdV&GIQQ<1Ty<;PWa!;`+7sXxiwSSk>wuqLbV*zYjB0_JX7MbouP|~
zTrhiqgY~R$PN5IpCxmhzvuInQIvg*V_f29ogdwDVY*+ZGaxHORDHgtGj@ZAjZ<lIL
zes0;!C&OT)f5HawW6mgiW=m~rTRh+Ah)sn1L5>n@W0?iX^vWqLAGWU)VD~d-(;z;?
z=llQ!>~7N?(X5%seZ~uZQ6H*=`zBW#h-Kh1Y-@uhxYNh?TURB%%$mhdDuIrrO6p46
zKWfeqGi}Kj<UhLz2kAU%tY*wJEftc7kz&HCGi`j7ZE{a^km<(1e0E$xNrCQlI&WIY
zBaFEKy1HXeFg~OLn%_AP)r>i@I5DHt*8A(PYJ%#DSS4W*#+-!VYpR$pEW!CG-7(D{
zxaWs^ihPuI7)&9FWUCrUh*snQo#$Kw9*IsG3aqmH8MxGzG#rHe!X-PwDCJ#@qw?iz
z%m?7_75qZ~Yd}E$uH;HT*kD3^>eU3lXKg^<1GgYNWn9Bi{7)5P1D!+G2<)vspabtj
zK1Y1R+e|MMCw5L~D+A1o#yI9!7hyGA=<vA<yuS2KrBk|k$J~+mtrrX!C3%{a4R$LU
z6qiWHmS@{odnaSR{k*Y~Z>pVK9RyQfdbwbhK5kOH_}G4MryqntF5w+P5Dgq-^~(;*
zm0dDi?&oQ<r5ub${jHZKV@@82(Wxn7=~2_<HBJ=WDldW_4&H6aB7|1t=kIwohqT{s
zX;PuB4m}QAjq*4z@mGKsY1sFk(=XCbPP=}OVKY}=lcScFfgc-=K?Vg5T8&D~`{>wn
zQ<S+;e$^FjMh~y@L^3Uzb*};20w%uJ-B+4DPa!QJD)T2*gN(g%J*!(xb|7khK@hq3
zM|&50^0_C~Av*L&g4u4!QCtjATJa*dljZ~4=hpJi5n8-%**qiCMmT+N>mF5B?k7P}
z7i4Aum0g4Etuc<)#;udO!to55IHwhf{ed?l`_lO;(o=z!F-tvM`XjXcoH%dWkS3o^
zy-oJXy_+wdp}(<HAGgr9AG`^4;<4|{7PUYch|i4AcR5}q6g{ZsCu{tvHN%k}i>9K^
zzxU`C$|Ud%Id8dz>uWG|-eaP-`WBicw7>tt_HnJ6(q`%&a_uOWloLJ>QMV^RuxH?#
zl2u~5v|IjTLix7UR<XoZ`YxKquCf#*Fzp_dD4OZ?89ZaVPH?Khp-?mK9%*v(lLAw#
zI_=AR4jj6RX_DmCr{mIAAn<}2Z25$YuVN%M9ngimBdy#`Lk%6sVj7}0J;K6a45XUe
zH5VG^l{U15&fU#+e6)8!8*ijnxy=5S>DH=eg@rCswc%;XrQ9^XNUh-g$B$eRcTAYc
zkZ!inwnrMey9Z_pdU2K`8Cm)5oH#*<sgU`~{z!Ws`;>-s`!^r%p6XfxM=qu-yJeJ!
zsShr@n?q|BcH_T(-()6Q*@AeSx8s?Nycf&ny0qsp3BqOYeyH09qPLEeWs!&R8BZ8M
zTI`7*EnWjEqJ5rAz7CSoFD!A?eYT&kT5!y+kCj8a7+_}y;KYOs{3<*di0x}Y1PvyZ
zrV`^*E2wZAc#+e2(fm0faQF>=U=miRzrZw#&vNzIohfG#<iX<_YNPi{Q3#BGh6HYb
zdNJwjF0xSQ;E+VCD~J{a2BDd4mRXUmR;|?wC11zy4!hF52{aduXn@CDn9*PAzzeUc
zB48ZWF*?lRZzm~MCbjW7@{ln@Js>iFMVW&f_9Iocygb&I#er_$eL*48wgt#oLwge$
zauZcu8T7088?-0ieNy6KDy?h?!d~&zbgRBey+K5-$_3NU5z*~sT4ZYR-o?7HM|-53
z-4V{^fE+$0)`)EaM_8cf?heP78<WIb``N;#NoQ{6wlvGK8q2PBpAjq<uStNP(fZ^5
zP7_YxQ!}Y&HHM_Tj!qj`_b{OhW+@p^oofI=vb%vcd-}I(mi?+hbQ0DVWcscEjlV8D
ztF39pp?=3BrjZzf{j*b*A~g3;Wh@oonZ!qn-`F!r4}v?<9^X(D6Z{peT3)3q_kx}o
z^OB`u(eiqu-o+y)<7^C9$k42N^qDlrJ7;H6<hQ0YRkj6@q|-rSt@ri1StubaBv%Vk
z>*OXE*!XINh%l8r1So7hE%~M4P|7ym#<0CWUpC2<Kb>EZcjTq<+Ebfithu-Y`HLyc
z)Rr_4yqD&MQKu}gb3MmrcvjkVl1qHZh>YwK_EtjER`BvW-Fsio1-KD>CXI13m@J#1
z@Y`wZ_L{lq*<A)7E$VB1$RYVrmqF<0)-z2=SNp~~)U_*>jW{@S72`17<3If+o)V6Z
z=BbtJAI0J=QoiUi^~@z;!FRt@uMDrMJF6P(_mSrhT7P9g6AoS*MawMPPOEPik1$Zs
zpRn9N+~g7H1d+kum7$4hsVZ%aAJq;DX@aw-#=P;BrbS~Jm%T>}suR9SP?nRaJQ!eO
zBx#cx#jg-hGge&3K+`G%loT;j8$b$wkk^fGf#mQ;+tY=SxH{91SZL+S2{3@8m*s;v
zPYDL;<bvK4H(ngD{K9gV@$v#={k5%<hE8ALFqs%TH|!;#MtH;DMCBY{0?I6qZt&fS
zu5_;~S$>Z+w0%bYmoI24*_`2)+{Rp79Ln66m@V#)E9g((GMF$vi9@<$sQL;9f^xHv
zTQO1&u;Qy*9Jrf&w{`pwTA!ELFz0l~yCbBDbq1XJ(sm*;YAFWAZqv=D0xPNLKvVTY
zt}dM~e_%i{0TfTP{pH!p`5cDxPS7n1KjY_4)6IruBYps(ruG&q_1A#*5#%qvTr);r
zHC&y6x??Lw(XUvZ6)vuASM>a4V=V9r(aOUG(26yR^J1TLQ~osKKP~-doc?hx*x|uM
zUWU4WL4gbCOCVIM0qOWzq{}*ciS6KN0w|f3NnYT+Y^|z?<TWM$SDM{%0P)LQFQHO@
zGO;!xvh4u9jIWS5JT$~t`}ui7uat{_D^}NZ!T}SCR?GUQ_49`v>92otiH(oR-MG(X
zlZ(5cB(sD0>Z4twtkcGRiBTx!ZpFGO{W{f0i_twPD1R-?Cpy3MO~7wdUyX(Ax?N7J
zPcBL;z8;i-rF_hG_lLvQv)l@0<6o7*j4u5T^PR`D6anJaZ49=P+Blx8o6&7tlbD+&
zI!Z<W<mIKur)2bW>c>SEA}^b;<*{izIjV9=lwn>miCxVkd}m)in*|<BvyE^dtG9WC
zp@u;wkLwaGroA*OS5QZ)9DL;2E<dzDora>TW<pyqf#?cp`?7w`EQbx=mo8mwp9Ua)
z5m5wy-**15LJhHXUuLOB7+|#RKH4H|9rXx7xm$|-7}T7dvN4|$kfaNX(*B#(aR@oA
zhq;XDN1zWKRM&v2`}7>)tu4`J!%Q^<J^QB>;n0;{DFFuC7L(g{aZ#ow%uQ(c8L$xG
zd7>>Lf)RXqsgy5+$RkX3F#0{0i_$NBzmN96tHy!+^+f*v`u)hoTo~bO(1^I-QS42q
z;%e3S<~$S>>W71LGp_{i)?eI@_9|U^@XRsKmNpy7NZN}q*MnQDG))VfYBBEGryUl)
zYFL^R{=zZ@&n102TIc78uLzmoqvSO}gfM!@e7AWUaf9#g+97|>M)~78s#F+Hz@tO?
z)`s!oX95KuQs@}+s+sI{<Dy3KM*_K!j`+c7+NE9b8p5`h>L1NvtH*V8_&CRVX0Myz
zUwuvkgnQ8xO&UP$JM>Ur-k`UMu{&lQeHj!1@D9`WL`gv!vFEfv^pHs)Wea_Hh`V2v
z+m=!9&x?{=Vw+%G?Ja>Q!Shlsz^|yzzYGHWKXM$GsXJjDBpta{UnbK0IvMIGq%jPB
z^C^zmGYnvj##P=hPlbNJ%SYIAX8ekqiVya5)oVa>-Ph<E5HfNW+ScaMKA{l%^}Q$2
zLre&2TC|@pW=UaW&7aYd|HUz<y{CfC=wbQCS6Vpz%9CWK7F~|=6=)`7<F9j#6B`NR
zPtN9hG3rLUO64ONo*{qA@E!|Fln!*}=kr!J9SHNM_A?+wY<G~1W`vxr&Hoq(``dWF
z|2c5>-*NqC`l$<BW6@JohwD6ka(l$BvePXPgQ(a<JDnYOG~^&cPNwI<B9M0!kEN4X
zOaZ#DXVFNPquc7rFlE?rbz*W<X@P^?1PZ&b84qOI_RM&r__>AjEMpT`T2b_GnS)<|
z!|kY<RFqzXBdOu2w5?sS7)7LCt5@h%KsfLN)vjnxh3y0TboR|O*H3v(@B8QWv%}#J
zfuR7Sx@@U3n~J;7zi{K}N(Jl9q@%c}EAG5I@0KiO(-~VA<UgpS4%GW;Sn!S*z(=Vg
zcjNzB@gCW~A*EVm<7;>1<czhj_cnIV{JS|1!Ze@*R{6H>pu|ak(a-0@6;>{(W$jx>
zht&p)7D~HdIBn?;{;x>x|7Mr{r|U&@<d`iHY)@LpMAZctw-JdhR__ljb-q=dk5urq
zk9pXeIjh!BmamiIZqwfO_0w;8Z`s(8K=)MIsnAGeSibUJRSGCnmR~YpAqC!F%I~-#
z!&e{^o105&F*wX+_i%|xf9$OR9WL|DQsMt|lR)H?9~E@OowADUl8&gPj)eq{1yTo>
zL|}1jG+qOKK&JgQ;QA{OCymzQhp*}<f0%r4xbvPUK(_r9ia*d?nA*$0=Vn?vTwG|v
zpxhu8tafRNxAS(0XcT`6W`i0L@ICDJ+{z5#Ry)!P3#6E-fPC<Gfkl?KuXu;Z+h?;y
zoeb{xKLCP#$49Zp6e$5Z|E3aNXyqL)SB<zIEt^sDn3>KHaIP>L>pNY50a?HLbHI2G
zarbOjM<`XE5P@JuCBUU*KQ<QQ(-+Uox!@I9uzh+nDV?a*s6L@9WKJ#DX$3{kGWV1;
z@n;377G1SB33ZPl&{gqAg_gqU*3VJ=@-304E;WOncja}3Zc2PtP5<|?=0C*Z=|}hM
zo0gvXR`&rUBZBwqbB<3*uTYc$^%Lm8PuGBscR?I^xtET`s4InQ0O$sbW8F0%rv!Ak
zntN-zM0Np_Yys512CQ@`FE|3Xc3CcwoY=nHr1kTlkxAe=T<2^->*qx{8chJm{x`M$
zQrL7kf7O|EH=DJ7`ru@Hy{+N0T$#v^TxxB(q5W@m=qW92@zX!|JpWHrV#!e9|Eb@9
zCK8~fDF3I9{{@Y56l2<d9+=oa5~+=Q^6zi`t)HFdjc*dy0DnyL+Bap0|9J)vk2f+t
z53f5Uw@t9U$g25H7#ww~w@YeiJjtAdwKhE;)&b93H`;CYEQNYXy=ca9Pw5$JE1RqX
z>kb%IN1SUl#`yW*>5pRaSEda39Y3`+c=O*idg&6TOo!LnqYLM6fHKLS#^PxDr$`l#
z7XsO?0WEUOU_}>ZDr9USGGgsgcE?0xYT^U$fvmycUW1H%!{9%tXITz0DhNrIoLWZ2
z?oa=LBY!tn;6L!#rN<u`@^^E!_Xj4EUHTJ0{%)?C|H#C#4aUD`$luMC(;s;_|39t&
zW@NCBrebb<yLW+4CF>@4)0ZB8_(Ae&Y3BWb2$Y8%Qcv;x9^S)Ytu6C)U&9e*DGVmK
zqL0B>F-D|3mG&ZuXVjRY16H~)Mh?Hm90KU_F`FZv&3BCJ<zK2SG~n(^TD=&@?65=d
zTJx4Ek-ajh23zCFQdQdZWQo<B9!$__B?nR*-C=kQ@D$jb+M^0-_~oDZr}qL~<}i%K
zydkZ>%16@|AKntu<DJ>(gSEiTym($ADoV<TdiXNETmZ&&L(=RK5JY}ab%^$<G|N2^
z!5a3q@AsvN<ZE5Je<8t0noa#MUiPyO)!6GsEix4ED5NE^#ORhtmVV%?)@rGnvIQi>
z&j-pdP@&Y1Y2Ir9^xk-4Y~6fxZOJLm$_^&42CQQW3J+vMTK85|&D#+Y&pi~I0k*`k
zJYg>0F$?|g&8=v46&sw+R=-NK-N1XT^|nTijs=4E)HG$yZvmrSlfkgqpY*5B7niBO
zTug~3eKr`+lm0(FPJi5EKkqZ(D{=S4$#<dl76WPbyd>L$xy>XJ)NQeyWuB46n=_bq
zz`fA&lBri-7FT$+*`2;RI~LO3hiK&hLv(ZO6~+y9Rkjt&bPX6h{EP|M!T@-=5g(oK
zr4%U*%3l0$v`yxGxbszDCHjZO_p)i8FKA*6#DT$omm+^ceEVJqynmrcl~%In>zT;c
zYIt7Nc}~Li!K}(OyXT|;FN=~S>0irelm}q!M-ug33lfw#%yQHG*<I7K#_)9)WW>fR
zcx7xWdpLZvS=5C68jvc5enu)cwR@tC|8X8=<R}rs%sW~sQYzn-_Ow+Qv2Rus4+E2$
z$<2F~I?94VO|6gijJ?F_&s}IMSYw`z+<2uekJ@`b)lP=A&`uh0biSYE>O(#+p^y$Z
z3|HeBvgnotj^gd(_Ys!Jb$Bjc`N(#amLhQaCHZN3Wl6GC28@1~cw-Cz-$JU+S=4iQ
z@&a!5kvf+zW%K(__=t*%p<a5;qEF=z9-}VwdhRG@NP^a_CH}%bjvF7R2mEa4V>uGt
zT{%4$z~Ec=A+4C{V>8F3T3EPZTy07<_8wK3DSRUTSBTAT0;vDqx!*8P>$^74>LKc#
zhrq=_#|80|GrAqK|H3*KED(RhTE|bOQ;UmT;0c)yap#szUc{6G>;J+M#F-5I4fpr}
zyE;xUIxee0VwKOz*%3sWt=6zh7CakrJFmizSF<n8Yk*dj`0#_4JY-H^ai6TzH0(p}
z8;27(-Mh6oO-Zbu+30J40y4Pg0`#HI=j6K@8DDEY{*+dUOtg1k;tLP>K);}kWPc(_
zS*{($jru0P=RZO+Nn92hQHrcG5B#6QIa!XF!_i1*cp(Od>{_+BAjN29{^CeO6=~5=
zw@J^$FdpQfFKEgRc(jeh2_7at4NeE_4w9%unlfV|jB-za=RKfM7I>pHAx3C#gAOs-
z7z8^YDE(;1HgPc~k6h^2+5i0aKV$VD-uQQ~g`B^;20Q-l8q7hOp#PF58&H3_e*f-&
zA3CaIGCB!8+<8jOY-d={6J`^CuH9`SoRuY5>_~I`%y7#$43ePOg_5td!2pN$m?uf(
z{!xs8x<x;MMrpJ#kDGXf5flLU)T9U#22AWtg?+zjmt_CuD0wAO)X{r*d#AN)4M@7{
z5;LxN&k2NB41^ry{6>z%B9-a{E^sjVIg%&`D#uL2vQJnx&uDH-A27(Y+T0IPFrLn-
zOG#Nl{LEce-di86L=9G&V>)ClkLeKqALQEaJH+s(4jo5=<{7$<*1iSng<m0`t{qt#
z>!94>3?+P}-@?bhuh5ZZl_)l2nky`f%8$a+f)~irjjD8wxnn%kP8d0fH5eP+jtxAf
ze}VZu4nl~ESkR&frCxaS;$M|yfj(BmA=P`VE8Z5dfb&41l0X8aFHSQbp+<C@!4&>U
zE-3&(`NajMp=R?@#MN|gu&0stjlB@WUlSWysSg0$SPa5i*c44RBYcj5>M&0m_!n_B
z-)lhE%1_)~i_<003H=el=`|p@<LK68$6hmLyA>6lwJ!9m%$D}TY{Knj*8nqR^gEvI
zz^UVbm}|hg*A!?EgTsz0J{HHx!aR6Dzv|up0_!H#`Hi~0eht9GXm7jMfP+5NeA~;a
z)ZPb0(t;{aztC6fB`*pGYvslLSF&{}g5?MmUC{!F{<PIg@9%3OspP>MCIdqa9pg>v
zT2W^?cG035_m8^iNN|UnaQ5Vwixpq)$=+=kmzLnK!)k1JOd?&I)p=ofgQb7S_AUi~
zXo-lK*XMVFa?F*AZp$<X&n#FQU*!*`clj?>R>BkxO$*Qa_T)h_?TLj;yE>hH%r=G_
zgD0nySUX9Ef>0Lvon?WBWH4^Lsho=lIgt?krT|*VXm0o1*wvOMQPp9Cb|82>NJcUO
z!!@M-nz6m~8}%QXW%ipgybfQPa<5X1Z0JLBB0bZ!-aDPR6q+q+I9xvK#Tsb?_-asX
zNow_7-M!Qf`+7FM+pQWyR&0@!qc$5m;91<i)kD6Z&iF%^v6#Ws5(6Ru_DaeHsF3Lk
z-M)<Jh2tXcqdt?V43XP9v?@}Kgwpg<^q#?KiMudiU__X7!X`zRKtg0>F>)BTxjawD
zngU=Tx7@^U{49GHS%@DFv5%w^iJS|Ov5N993X&m+IPz{6pEtdabeB3eU2~0!SVUO#
zmiY6PLJH>17I#Z3tmKc5eg(>W<rzT<AY@4?cH`!H3YH%y1b@gRZq<*a_E($m7xZrS
z?c>|b^*Or3;_jCYIN+=lA4T)q&WDvzXO+$^+9p2n?0?O|!`vfNYepK?YURATB*w7t
z@m>~t;t;mb!!?<0oZ`G1cQel!^RYWqygB|t_kUO?%XFQWR}vtX7y1n6L(8ehyQeiE
zk@3O94|7Q>{uaCbV`}IphhHk^zpMgQS|Bk-E^C%Lx}_2wY%c#BwY12O=%nJW*H{4Q
ze7iSd1r>8qdF8=!akC_B)vZoP(XRfsj-t)BFW+!S2{^ipHR+w})x%t(U7kkg(B|1e
z8fvR>XQ8GnE%`~2XjKR27e^be*qJDBVpQ;sdKy;RN*ka39-6Tg{$m<pE^Sq;u~&6g
z9`T&gv!Ehorpp+-5}sicrF{0L@GQaWHkWy)TV3X6VZ+-4C(E}tm)LI5?HFSuNVpS9
z!i|z9mO;9-&C|V4JeQ7A`|~hVNA>kXoF>_+xjB@`v=g7M&qf1;U#R-)B3dM)iqVX7
z$GG`0>{NhMldV0HV8!#Xgu#XW6@HgweG67&l(MtqsJdV$P>nxmbGxG06i!{4H_tG#
zv}97b?5*i}rCex@^y(3BXV11N&wen*`SR66SY)nXNyQwR#{MnHOEkaX-2a>PNrfjV
zsl`wwfArm({Atyf6G0EZ)5uwknGK-0zdOG^cCl@k0a2yBSj|$p20U%8ituw`FU3mB
z2+mP6d_rQE&{7MpH70CaG`?}V(r3l-4npVu*j+IN$Mx>97v4`7&25s`sSu3-n=|^*
zzRZt8@;r~%nT1GXcub7o;Ij{o)-prA273pN9H+(ZcvMtv72fJPqrCeE6|MDQ{*JF?
zNQ8s+MTqf^dyV62Y6&}RU5DRLk{TPzy^i2sE-lt5*mav7emX?x=-3)HrAE>C%kudL
z#N^+CDRh}n>cWDg&GKRmuX5>m`pA`?(jEsY6UGlr&bT4?yO)nU>5H?-1;h9d2@<+D
zcT9_8q=8_YY>@^;cDRF6H-MiNhi|8oId|H#ZB2m8driZcbSImkx!$jwcl=wy4JO|>
z03~3LFpVE%J%{SnN-3nwky|vd4n=|d3X%6^gjfidm)<gPW@#r$T;P}$RYKG1w1OvW
zs@O)}#1nUmE*gFK(n<BrTWdhFBV1bCu~0n3gKL>p>5wZ3h};L5A;qojf#ISbb$`k(
zx%aALm+Fz?lH5GsH<G-u712(0^|}ABC&7GHl^@{-80;5}Qv$ICn*?IP+ndC|mEK`!
ziXzpLZbTP(rces&!GMG1>E{das8&5pfK}a&Is4ctv8MbTLDQmFi;`H`0YGEGJTjmh
zsbxIl!SJ1b-jB~5l)icE1Kn0aezEbYh%@;RCYy1YwJ}yTM^~ujP7Ku-tqcii`n^`d
zPrJsIvCh&je2TJ!<{xtrw-A@lbq)gwwnUcnp21^dPZv($`={%M{DUnop9^NLGrGw!
ze}IxQj=(gY&#6OOz%mAG99i7AAMTI(&fr^tcLG_E8<pmEGq;=_^hc%cylDK<*@?g0
zqDA7bFnJ30T+nKSLpG9h50+f+K6u*6k@<GVbU6*$vCk6iyPlq%F!4-Cif!bUV9M9k
zcS^$3LBfIT$Q%WPf4Wl^baC1I)>|QELVo;WR)g5y$Xh3Lt%9(}u+7l{%I|womLlK1
zdd|&pk)hTVHpcFWJLmZ1UAXKaKG5ozY{)jV_&5;C0hifm)oI8a^Qn4wQ!1SGWza*5
z2*ct&`r<Hu@t3PtO(|Y%H4T6q2Pa^t1InlkJp}j24t*uaehjWtk=!>0otC8{wesv{
z+W92wYi(U<W*r}Er@?rB07mLTl5Maoj1DjWqU=lB@v$#@rT}rG7Q%Y*g<ECd9wt5z
zH-!uZM4X3Ly!`2K$Tz<1$%M0pk4d8iMUIh%h<eTzWT=w3?3<fm@{mHn#Wq5_^nryX
zD@!JEJCq@^0V)7%(IsUMpE4A8T2XzPvvFU(P1enqT`uE6g6%hzVpl&9-mSjWJ5ur^
zSVm^!qj>h8t|9S{sS@F@hj)9rbQQfEMO%wD-m7YV>c_Wy+Ro`6tDP`?*^|;twcnW{
z+V@STR={#r8*ilBfi#@n&oaK_=L{RXi1Sp7$vaW6MV{}QYfV0oJ<!4B@NGmByrI`P
zIx8zY?7$xwKv3~xNtJ;+2DPp)RmO+OSC1C(h?aVis6Fodg+KnC8sk=jrVWnz8aN8S
zJH-o1<@BOO-w0o~&?M?g4j5{M($6|T(|No4+*%Px+CLSXq~F+j-_EmWWNUCCG9Q>h
z)NNFhNj4jGyp!1Hh<ZNG&(L+DpORxQIuI{Z@+_{2fQG3A2cu)3j`V<i+|AS;xq~$Y
z*;|*A->(4&rz^W^b8aIuMu*}+t4hrlRNgYuI;$pr0fhp&q2_q~H=oNMu9*&W@$u+P
z@Slcu)HS}186~PtCX(OJuEY9~q%HY3RMk6$1tM6-&Jn<M`>Bq-1B<Jh(;D{P`Dmp!
z6LkB=ucutSnt3#fjoGf{6{*IznQu<EDilLD%By(o`bdsr6z~7Q7gh8ef%iO%5p(l+
z{pg)0%Xp2u0RC<uYfV#AjUXA;yngIG%myKG@nkAPovz}P_Qz9)bXDmpmMG?rqRq><
zCiQyR6onQdQ)0j2bJ#K`nPGj`)dxT7b`;i5|GJLF%Ll0*uY-^hn(s6-Rg}FM<Mn!c
zbArQ5g6)LT4C{lUCma+1Y#k+OYJ6J`2&$J&PAu`3z0{lni|pKgyV3mcQFNSaof+1M
zj#-aC-*nRIqA}iyfayUK6s*@%!@cqdyJIn)M88Difsjo_xE%a-8H_f%mmqFFI95_G
zNUH&CJT1$zd!dnG7ECoscpk-(%-oo_O`;nygUKBUca~Q5VsFb(s-!=V`a-3wQ`I<L
zxlz+>R{MCC4HH$ir{hsYRm$UM1TRFtPa$?i<X|Ej%jSLE_kK?J%R|i+dh+mEZ+?03
zwb^~7kVfvsW-3(~CV`V=**oEMzx>?>Ws9&ol}vc(A%x}jNM0|3@S~R#Z=gkL1yGVd
zs3)%_5#C^gySe$z^YS#xpAB>kxWzi!8<&yL5{%g)6-ODbsPe(vsp)vR4u`jWf?iQc
zKR7FEV5aD(A1n7z_I^T>!0Qr~xxQ7op*Tt_V(6Mf=+OjNaIsmm4j0V=BWZL;PiESi
z(wFiL2p-950YhozTu*cqAN;kcvQD*k4ZsJjQ<Q>cJTM$%XI(X-w*Nl@!|(qD40~D-
z;iC)$K{MiL{r(wC_?Ic^7i6yqr0W^4xYVEXc?Um6C=Ns%7Sz<Y3fBFMo{Vcey)c;R
zy+tl%L26>!+@2fL{(?#Q$rj>s0`gFMywy*d#*qD_FSB0{XG5=(ZAV|)uK>~!;VAlW
z^Vrd8iB{~#z64_cH_b<Kl<_qnE++XJU|#%lCJU42Kh#Zu%=4q$Kjeem?y3rRDmXTG
zhJgsQpz+RIW(wk2nLgG<GPZqhBdzS&PchGIBx)V!Chdi_#Y0rwSE!zOTY=UFjehdC
zHINPLm@4<k$V$cDRxKHRYBJmVig#sM1{g0|=7!+z+|_#H52W~7*;|Nqk~%5md&USJ
z{y4839oTyfI2vAel+DfN$wxx20e4zhF3!;q=l)Rzk8&H|jcPrnF}Ycpi|Lgp6caE)
zV86l<)7NLPS%n5;fkjd&I8}jHw#Y<&6877)L772a<s+(M*p7#p{eYJkb<7V$``}B1
zPTC@|WbqzMrm(G7gE*OH;RjhA4#FswEi+~?)W~BAlbhMoT+Uew{jl;59HT+J^ftAU
z<NZh|-w#ND=woe_{QW0Cogi*7zR7v>(0tqJm=~e2#V!)zAYgymnwcFB3$e*Ii!)6_
zSI-Em!y3M*-6o;d`)sCab(6tQlMXYa6gfQ?y4b1RLwk`eSqd7B@rCs^UJh<?qzZZ{
z(a`4zJP0-knOanU#<Q`L1+8!c@$|4_Kca?2<r>bH5|}6Pl~0j|HkiK#e;)opl`Yeo
zxR|K1i|3dU4qJoWx%a?asolp}@XI`n*HI~&+f>e9!}-js7t!;9PD>#h2)2NC#8hVV
z9zEMl4YaBo9?K_-4wp8#-v(7rlXm)l?VNi&R9pYY$0d?bB2;E_CnXZOk3y&zRHi13
zIK_}VVZxB42np%PEqA$$LatHnmHV~iPBAo@!IaCGo;6*ZI?s8X^E*Ay@AW!=Jb%n<
zuf1pQJ$u&7`mD7+-}m~uFHV}sJi8_Ji=$khz=wNIS%MtRoe_b?dZIXaucZ>Vk73?7
zJdv9#_927|J%qvyE}a<SO+*9}lG$@`MbeCD&llZs<UyoClwSAS2QfWEBA1)I_K#bt
z!_3PPG`3*ecDIU(xsH~p^}=fiza%xBdvo#Pit1dWc##KT3yl|g`)+rERAeGHu_uO<
zciF3A_fuTQFdiD6m%I(zSZlvRbfuB^=AE=D_2xZY2DydHLoFt-1tQwVtk|@QB8StR
zt3)4{K_z-Fn;qe?I0E5x*046utix<IkkITO4QJJgYBwnmyjo~upF72tdPKKhte9Ji
zHW$$OpbCbO8hxP`N4baw8SXl`jPA32g1kZyPA4k&WOO>J!F|uqysd@0Bvx{A7`OW%
zJ;%`3P}+TGh4r)pj1f$d1MN{vcgbzk@bb*niwbSMfHQA$5||D$Ja{L*cO8n}f875|
z;~ii+n%@Y*wXIc%B!eu6aKn999<FpisU9;fqLZ;jCOoG6JGTL{^{&o#u;vO9bTHMH
zPRZJ)GSV^G4T^M5R#x)Kmt&vbVvMp%>;|B0&NloY#8=9hj@I@|_Ja+*d;7Q7-<pl$
zPm>hlK^`j3y+q4so!z%&krLano_KLQlBAGh2j`s4wMr1ajS)Ec>x1wZd8Vx^PgPoC
zZuITV(<X3l-6cLjD=s8GpIw31VC%<aMwz^?U`O?HpZN()hq4#iZ<5`hkCvS`RpZw7
zV<Zd9%Z!AxAXZqC*|)WZax`9Bz-=K|swWIIbrNYT68OcHknC}FO#+%b_kFFUaK>yV
zHh8q;`mN5%74F4A2YHq&)!L4wRJ+)E2~#rW+|CFwtgoaV2iFc;oIN=sNmM$zTQNSM
zajE_w`N)!Cx=mUg&ckN?lCG6AE5Y3J%KLW|^hQE?&^SIRgGIo)jfr;xRX;zy{HA9-
z@qBb-lA*ufsZ8E1XaK1SbFRzd;hemc#y+=*=sv;GSHIkCP{I8wq9LO+;1;q_&Af;j
z*DR<$8k)sF*r4d(RPl5N&7;0?w2Z1et}beZ;7N3U9iSD@g;foBFup2*t|Xt)&pb1z
z&lT;zUwd3cIh%?qMES@S6!s*kM0z~2zP%%9H8#ZQ2K8+ARF!<Vs(t*clm_A^$koZX
zJo2t?yNjk8LdAER1KOqY-x1riBJe!1ni6DUT{+^)g1JUZvz(f>UoA+FIBl0yGk9ps
z*JKtEclg$jp8l>$g_N4MF|MEs4k;BO9EL5Lwi8Ni{P2JVjJr9sZ}c6XN@9*L`+#1M
zaEN?-oC*V1?Mu_XhW<)PmY22u>V<~ns$U((d<7^(Wq7B9;8^Lw?jR+2EIR%8BF6JW
z(iS`9zD*gYUKJp+bB8&-?$~O`KGuJ&$ajD<im8dorPfa%rKR9Nl`t-w^x)$s$e45{
z**vDIBJEik`9qz**&)?<EK-%MJcgmFPdwz|j(1RooO3xz^~gu0c%>e#F51<6`=yAQ
zY@62MWG63HgV5T3k0L%1$9q{@eS@=33e;PAA!$e6W>fAig#_0OiI<c4>b9S$Xo<WM
z)N>N?JQb6zwtKpoPvP)x$m&N?%7n3{cn_5;*TNoIB4;n#xT8?@zJN>7R#DF4uu*pX
zcN${47#G>NQzb&qu3XUK!W<v9?paFc>(XK`k#O%s9keWoO?1NxQfrh<AX$8<^X;gZ
zi-6ViD^}s40zr6a?w(3CChOn@NcTdcl5tNgq!)g@Cv_2VFMFN&IZfSrwY`S-#@Kw|
z<bBH@#G4OWiX9`(_;Yx`xbqzxeYRMOrAkDJ)u=E`oeX1B4TvP=PkU2BJ9f8@9DH)V
zRXJbcbVVtc0)$OQMzuIaKWIeF(6*H4KkzwyIS|rdsM^PygKM&wy@|sPw`T9r%mm?d
ze<Yp?BHA|%(}4-w2Lf#Poj+Pg$JMW5k#<Ytjkr10>1s+hZc4Z+_{ZVT2`y*ke#w;L
zGwY>f>8kT2eM(jdkX*;GCSxIz1#IDNhgra)QV3xG@1&=MLaf!jmpgOH8F^na^|1<o
zMfn?yj@&$PQ}+;u7!TyF=f#2d%|mGuH1}p8g)H)iRREU(1am8-v2Q-DLCQAWatq@P
zt|KVPf_1R#DZo?uy0jD<@m;9%_l!lAP!NwXNR9gkO8DP6_P5kDt+9+s_`L98hqDq9
zRLo9(epos`43Q3$-da#;*~HSCr^wjy^O}g=j1JJ~B4ZtYhFu4lFRKQIn0~Gx-%}F+
zGFc~>MaO9=lQTz$0l317I(DhE<H!^7b^JU<$02D<f=Zx+*k}R)_~;k@_{ZP&KeY${
zKHv2f#$cF+|KPz_CXEa)ucB99R^LVDnsP5*1;6ReACnvZcM$LmlDXBJW_lC1b;u~3
z85JrCa2-OucPt$-Vo4Xu&10%VIbAQxq6o^2o)2iWex7tlbz4uX4#em6k0=UiND_cV
zcvFCBl;IXcPAjxOqSN5OF#Wk2`KdPeyXeU-q0${h9%EGAm2d6gXSRRQhORZ*MO}85
z53q1@AzO{H|9Te6-WM+tvr&X!N!`8^Q^A@{&1QIuBb7Mfru6!%XJ4k$wi4S`*Drru
zUEw9%Wlc`CT;Tb3g6{uL_*_x{tA{Utn14(?WI0wzJtkJ({s?966TPe>IYnmVhxSaL
zVNK3OY#p*wak`3^DGG%bqf`8*WmTdYY?&rG_SVO0Fq2;>Ue6qUP59`j)*|!HXA(Zx
zNI;vQ3>_VW;~U6J*I?G+ND(Cs3NW5HtF{m5cnwLBjaLkdm1VLeGz@Wh*hg}jumeBZ
zQ@tfWm{;z5{J}(m`DfZT{hHr-8TL)meKbx0v`K(`1Np$`NbYVsn;3&uU7V-sh9PMc
zT!4D(;GM6gM`gXfkIJ?Pr1DsS9{)dCo1?D#o$4c_sM`UI1!BP!eDijckQ(%+8jzvl
zPx-5O6Gxs~vL~M@F~!Xph>Q(3q>iU|S@eo^o-e(%UWUc><p}Hz;MMbO`on7OPxG}C
z%6&eT?0Lj*Q~^6{aoT<y<Vj4_&-al_KJ;O;oY8#gy6Sz(%jf;oJ@?zh&Cjw?H7oj(
zj5_h|^B6qpaLWg`jwX=ts4UEW>_9}N>PD04L|Ac&{uwLorDs$Q$R$IJJkbI->VRw9
zmY7`K-_N7iyO&+1IbZpLPbwb!)<=sBYoKkf2ocoME(|7enr>{`j#Cokf`vgYDcTO2
z<p<`@xY+iU&}0gO4OcYGF5HxT$)Z0JH%6@5>GisPpMlG$0i#6MxD|8kMh2%A|F*9E
z3^T8I9P#QTbe%FK0cFl^_F#oGXRDtX6(0`rg3f}qOQod7@Z(3~`o+5%x<r%e7-m6S
zI_|(Fq#UrWxvQ>^lu=sLbX|&1j*C)r`NMIj;t}F`+@{6jh#tqy+-I%~JWpU1HDaOs
z83iCD0LB=bHX30t9Dm(Wmec3T8UKIL&D72+Z}P&0!~@+gHnQB5ZOiCDYe8e4dEuWt
zvJiKVZ?Y^mj*vU-sy?GsA*;qN9IG&$M9PFuOM?+G0X}Mo>qY`ks%Jh~?O_N7v3R_i
z!V4OQJFX_-6C?{y)5>i1pDUN{0cU=Kd_J`UASRx)l<FnUaCg?24vXxy{fM=z-ICSv
z|L|_92@G%Ck@wf`o=W4HUDd(O3GSHUl1_Pi{M#;!l!^QNh*OiA-sZgYNB+7Gh&mAM
zHAYi|byb+2PvK8|cYrE2yc`0Wt%`Cx6sd#FT-*Qd>Hh&=hq>>!3b^OTd4t-Y-B{%A
zmb{(h!mpA0#;{Yw$d_hE!8XwiX`-5HMqW%@LfJrb<86(M;u-PxPyWzX`8p-wvEeb<
z+yZgMaVtDcUKFQID2m0X-MQ+$d%$I3W)T@NT$}pJN4g`ksGDe5Vxv^?3vxTnFDJq&
zY7Vczczsmey1qX#(w?zlf0pR5>uD0gk+n+!J3DF<B=#^)$^DK<OsZu#tI&g|$s1?+
z?8Z@x@*3%Ot`d(9Uw~CKH7)l>)YOOh2@?EHF-aa}n2Bp6Ap(n!?q#)u3ieq?G)3Og
zZdxgYuVQPu)Zk>Ur<ctSXe-9XU6PX%Kn%2DAq!#!q!F^^WAwu?_j^0^S87UW?|oIr
zO5x$dbIcuWtLm@`Y5S)jWKp#0I$M`0RH{$059()}6M+stPa+?!!Dfam3~F%531fD~
zSIqiWZq^hGzX|fx+kAqUA(xO*J`QlQ66xcrJMhASu!FhsXE2)&LFQAh$f!CpR(jU^
zZC(r>%Xy8#?^&Rtlx;8Su?o!ALp));{n}s+`JF~mh6|zcd;+Oh1RabrI_BH3Cw$VS
z#UPEaOe;yA-iEtjS<E=%ZTo0)QEy_^&CDWUboN>zo4)%h2NAz8R#$gUE#uO7F+>+1
zmIPbqVjZ^aYHnP4JaeFac{fyev1K*ZSx-N?pC8B8?`)q>atcs5<)bTcooe8GYZ{Rd
znJEN^5lqY$wM=8j2B1PGLRZvz7+=#I6Qda>`QnJZks~c`Px_z1?TUBymrXq@by?LN
z2QWk}O}{k^Q~&}%z+1+GYqQmm%zWim4dwB=_Kr&268AJx%9EHe2T**03q(cA3A2OH
zz74MOx3KN3T7QQB(%;j=VAi)vGQIr-;mrY=y-z9a^6L?r9J~%ow|@J0xE{@wTdD8)
zp(pya`R1!00vv=$v&pqa*<o<%Ynvy4UKmIX5QDF!`)jQpvAPbZ1CWC+g*BP@w@ZFg
z7Wl$91^ZfBQ=?4UWguHXroI$@(=YIUXs62{UE9{mYf6!{yn!w%Kt#Tl*5n0{y9en?
zM3wqhTGJ#I+!S46r+_?tEB@oZ)JcLxEy-KJ-B;(DD$3(2WyvlV$BOitS2%<$Wec<j
zPMP{p4owh@NpT2+@AEY{mKImA4Ggi)e;u)y&}W1{@sjfYzsw>{p!B<^&4LMMkrnWe
cC1>cR1Y0mmMt!k3*8SYa|J_HHV)*pxUs33J`~Uy|

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-104-RLHF Process Diagram.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-104-RLHF Process Diagram.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..24660ed24e7b21bf6f911bc8bebf79c222c82b91
GIT binary patch
literal 30725
zcmb@t1ymf}mMC0Ea0wRN2@o{6d+<QxuE8O=y9EgDBq2Z(+!_n+t_jj;aMz$g8VS74
zy)*aw=FPw6pLy?9uhXmQ)RDdS*|pEM^Em&w20T@gQ<MV`5C8xH{sSHt0T}=d1qBu5
z2^uOYDmpqE1{NVU7A7VZDLw%%Atf0#6(t!31q}lS6Ac|3Jp~1`zzepQT)e!z)J#HR
zg507UJiOe020=haN5{g%BEiNc;ijda<^CUEk6i#B8UhQFD-r@7fQW~Hgop6h2T;S|
ze1h<g3;4GS0TBuL2?{D2ItC`ZLH$zz5djGa5gF;p6J%s~>p=K>02%KIJ}s9N3W2&g
zDxE7KcWCk#G<xZpZX%7zQwE+lZei#c&xlD#$(}PZF~4Bp<>MC+6cUzsB`YVdps1v&
zrLCi@r*B|kX=QC=YiIB7;pye=<LejxE+R7OeRNDpYFc{6hmW5!^YRM{i;7E1%WA*Y
z)i*RYHMjKi_Vo`84h@e$r>19S=jMMbtZ!^?ZSU;v?H`<-|GK!mx`y4{{=o|YK>8<I
z@c(}z_P^nU2geH$85s!~^$%VMh~DsmgopfumJ0=6N*&eQm4J>r6pc_i`AbbVIz5lZ
zDbX9ZNsMO<yz9@;{-E{`%>H|bh5a94_AkW#!fOG*LPCHq9ugiP0bJiQ=VqxPC}vIO
zu%L5ji1VZ>ZPth}%0txsqsc>9xS>?s?y>`UwkK3|&ZY+6*m|2Sj^s9f|5SH9&-9<0
zjXylpH;>-?k^4+gh{k`a$u0BqKPx}Cocm1<-$B5I#5kHDzuU?7KnEW7W9H#YULzqD
zvBN{T%gc&yU`;ttY2NyX-HEAzKo!K=@-~w@P~~qun5HLF4{YJX{@Yxi#Eas<nzFrV
zQ!5?+00=%Fyb}jSQO@OMzTfSvHK;Tn-pOT~_qqx~J~#Un0p24=+~Th;qikAEZ=|7H
zkAVOGH7KbAo5|Dae@(`d6Ax4W9|F7~B*Yugo0THQ{69rgaLN5|Xf3&pt|jDsV4vPX
zn)(}J)%~?HYZyk2|BuORxCFI|(%FT^M!hI)542tBsQ-x0L|z@ZH)=!i`|k@T_VGWj
zVD(lb;orC*%M#xmn)uN*B~an$FND7Re=Kco#>3fP>|&K6Bq0v`^oK@TjMMo4ZO!34
zMEaI0e`*B|UGYDm`;;O%AYW;F(~2(-`HR2UQiN8OQwP7NCQSbgo)m7qDzUwrCQ>$#
z>tFDUF1b%bQ+mUcvb_HS!P+u~kZZS{aTDBTxDRhT{qJn~aP}YB@DE7hMSp__&L#i-
zZ()KG{`D|TL$}*iSm7u&sVD2V&IjWa5(sDQ#=x0Bow>}_xZK4aT1_7=J8bJom{!+E
zs4fc-LS0n-G-ez=y~GGtjAxC@*~~82j(sNTW{1ke80SPnaSLUqt5}GL!+)E(!;m^L
z^hB8TPH1fY*xdR8AIXG>F_Abrh-qnlWl2~X(rw~8T-s)}E*OB%eo4uyou*1*{ZjrL
zkCc3C_&jA%=v;zgrPFxdRYMMb?Tn|87djo5)M1Xlb|BA&cxaiayfap++?Y#|<qvQ%
z1n_V-U07UVZ)-$Lk&tDut^j8@<b)>$I)t1NeTdpViw|Eh`A#`06i+0jIq06b&~Y{p
zU1%Tt<C>>d1)rdi;;96Dh)#ZPK}u|HMfw<SORM<cw(l|99^m)4C^aR4F$;>wKV6=^
zTEMNY5`}>`1*_^Y1392O8_e26O$e@ojS#?JyZw86mouGK5~oH5HpnD!?GB9N<KC-b
zval?X0^{cGV&%HEuKaPYe!6|Ruqex0Hs(U6wICrnfodmfei+0G^}zJ^t+Fxufcn-7
z#mzOdv>0|RGs8z<;lK-_G48**&qc_oLztR0vbyej1aS0B>g!UKX*I(piq>ISvlTg<
zlk1a@Kt0uwY%_&rT<U%du#(rz&a=T0TDrnsr=b+l!aH0?U1&TjYE@wCJ!xS2dYGZa
z*oFHgGg59|(<mtVfwZ-qKW|5G+3&;a7x(VUj%NbB9}JRe^tW&fZQpdlt0XDYiP9^4
zVpS%No_zng{&dqmu`L*57#c)tYtVnNusBMm@CbO1seHOsL)DdYHQFiP3?!DDLCN;!
zDcF{AYXkh;wdx*$=pf4JdITFRDBED@4#z|=#RRH}L71PVtBKU+`1{)Z73QyBr;dwa
z1hX&;wGYPyFE`o=dUF_S&xoo%SzC(8p(ne32i}TKO6FKXS>%K>1dHVk=}>jBaHWOG
z)`B=y7))@}(_<({rw$Es5Phk;7L=Q@2B_Tp&TWwj@=6c<vMW>V=X6uqTuX*X508vy
zz<uMmCM%HIVcu6+sOkKrw{U<gWGx(mn5TG2=rgX&%4tT9wlasI9SlCfx}AoCR+&Pd
zkE2s<8AF6`S-~^+76rC`?{svh(lXW4H@Ek5>Qz@a7{fj7+<j8M(KgT;{aj0(qN+of
zrG5moWnEn<+ZgSPEwm55`Bd@;$K;TOp;`GBTBUpAvI{ug{^~cJ<Gcud3S-$gFw8KP
zFlT2ldqyduh6;MpC!mgQmTW0AnRZ#~5IxD~h}!dj5qZw~iJ=;|-l*!EqTs&lc)tX;
zL7TmGcJGB{B2A$0Mu><#D<9vo=)UO!*bY>CwA_>&vr7xhUvI87pcdA)8q+Ht3X0-I
zSeVo&!+rl#RNj7$%>OGLWidUG@<0${RIeYyuapgqcdxX9i2x_DqcX*9zG-QhNrAZO
zHP@8(z{4(4B#uvzLu#j)<73MXU%kAyBO&NwLFxPBXRN(Cr$Z1|Msu^z(p%u%?|_$<
zu8{X;;InbX#_8hhlo!+7U#PjLl^_KHuO|4)XX?Ye6LjwKv=_m%A;KenC~E^})ntQJ
zB@H_SdZg{H>xxCw=nnGM7Jr{(V^XQ-g~s`(Lb*62spSZZvrTuV(K!^Y({mujZGB8L
zp+8J)>_Ybn3vI!d5P_o6MV6)DE1k$`Ss$Xk<NRAshRw4oG8ovCA^2&4MEwY(+YdqN
z0Nn~~3)Ok_j*ujt_>B-I<#JzZ+Y}FP)3!1>Syde0Dq@(wk0mUkqUK|r{?IP{3E9OF
zbw629yQ}Myw0FZ!i>CC5A^as3%E3f--oig`U%556Mu~iIrtqKDdIa$AMVz1aIg56@
zMUIlp?jD5mnYpa%>?1%RDj*JK-!N*Rry(?tl#t47UVj8AY*(IVuT5<S^SbG1FUSHO
zb-K^X?`0+~9E$3iQglE0y-)StH6Wvotph(@92SfFrj4SnXC5h5g5(vmSp@sAKJ+Y@
zf5Z5cANu|i`|WIERGUqKPg>(uK%BnZYp0j;>ynfxJcE~I@ul<SME*l~b0r)s4&e>6
zn&36~^8LDws>75ZfaPnbXx!u>%GAL%3Zzx@X$XfNgMix5Zf!MV1>ol5dr?Wy+krfB
zAtrOAvk;x0PnCafzx)XFb>hsginXPT)2d?1Qmu&>^CHYA_`iu6tDXJHhb?h5dyQc>
zpvXj0=@lIPKpA;B#68wWL9B2deg@|fnd2-d51U={5YkEsr8DSZ<N<o8L@p`djKvx=
z)4^y<7MbmB=O{WVK7f$TU%Gbv9q=CYb!1?7`6_3jN*a!Zk@CVK8>w$S>73M%W-h|V
zdPDQHT#r#RBh4Zw+zwKOd@nV5L5(Tp9L!cLoTJ3?(^ZnHQ`T}nhi=N#n6Ij07he)Z
zukndPHh7~dioN(ec1Z-OE<Kj@W+y}>M!1?XQB!}`Zv`A!^t%N!#B5+=D-IXpu6eI{
zIxWDCkg3DsmGNri!8aGDL%E68GC@C?GI4|?L<O|;YuxV)^gi=r+nG(26WcaBR>DiI
zt0mT{dI@4XVV!&wu&a;&ezjUnd><LGTvC+5>hrC(NgI{aA{3;9^Cgt#5_3M$?|e1Z
z?^}1>Z!#2SCrk1MurxE$lx1r}0z-!WrYt>eEEeA@K4Wp2^tKS(+XIP#w%85FiVQ!F
z=wfs|8jSeyJGtW2b*~gru`Af6eja!jN7#%S0{GpI<d}X;D3oZ=ig~Mxr&_p?&VbbN
z)M4lz0b*+6qp4S)WBuXhmvqWR^%Pc_wF0P0zP-3Z#tT8r)Csc*)Z$jO>DHG>qzqR@
zGOk2@ZxpO`rIn5~v+!nXMJ<2kJe|?UAu(*gc9lTmQ}($RVDR>~jbn7L{}}8SBF69V
zo;{6pTW`RnFo8$$`L}0hZ0Fy}@?A(jBA6JS`D=z5^AEFg%)C!WN9%e7h^+4Ab2Qhm
zNutp>2pdJ=JL2J>PW7;QpcBa>FeUZC$JJ2>;w0#=hiSG2%xnug_kysO_8U@1%bR>@
zb<McC>5B~#H>lzt0krF=i}H5yH<S89;%_fUF@P)fRz;Goqwhqi>k!bLY44TyV8vu4
zA4KvAq56L=w1s&g1oY5?7@hcLQBCHqenk77OhMOVP{o}uMgvd32`UZ6l$@iUC!zXl
z8O1KfuZ3^U33ROm-_Hgz8mV~{3_AH<6y_2n577jr#fk?wG9K!|z}}7y9<xyrfjGFD
zY7Pc`vr(Jm<iU6=AWyULyJi6!rbL6wa$LlItBw8ona{4NFyBk2+ZiwkOnSB7ixn$s
zq$xgBUrZ<$mk(A$&(XMkC!$g`yopuw2q4_F#_)CGI^06C^JR++^*`cRWHOJW4nn+d
z!6EE?!PpCS-fmn?4X>YfG2n%PW~*snx`8{glymQyQhrE;8g~!Q@ghWQyz@A_il&I-
zX0Rnql=h0LD&4=jEgsN(0(FktuJ+$_-ZzOZ^}%45F{zopKQDj##j8Q_EtUotss9l`
zFF7LyXUva&&4E1v7{J=SbCJI7BY<}yV}aO(SxU#12wxYJY}*blDB@x+4-seR-1a!%
zUJ%`>l0(by$daiDhd1a(RFVaAZFtX`E9ULRy))R~ldJl6^#i_-K)<2S&#HSdD=ft)
zafJc>QXxU+2B!EP*tnomBc25*Ebek#j#nfWgMP;W>g(jxgm%%6?%8LXqe&D*{jOJV
zZYcDBuc<M!)m-;Jtj5WCE)&>nb7z|qM>?I$k#grkzNR<p_g<(Bw^}~|_y#`Pm%B_<
zTB`q|NbrS#h<tG7`uu{jZ79MBYXZA0N(NX<9MCMMWZ#vxP;;7(2XRSKnV#lLPI9(!
zG0Z(XGgAGD1)&)>5!RvZ+oP|YyEw!od1FW;gFHCY7oHrmw+)kJAm)AqtnJSir0CtB
zTCWA6G;(&3|F9QEHVF8o@JniB%xEji;!u)89I}4otrgb&K`CtV4U2}J#o{2PeP_bk
z`0<1QF*_eAYtt3~`;C@Z(})kF+?d&Z8+!CK?`P#T6UQ3)5`q3wSh&gz@)mpM+6#sh
zH(b-65Yb0q0~B>}2qM_mnQfTtrHCtAMBx@HzE_)M<87tJRWWxa`q~=uGd64<v7MlA
z1v9bFpgm$A>|j_e;^MF2)7j1Clef_G?6Y~DnY@W#a0K8R+(-VoJdt2;VyK+%C%J`r
z(jZ;kB`40|Lc~$re$k@7FMe1Rg_Td`uf7$enzQF=cwDxXj?>7W^b)uA_^Git^V&jB
zJb&yYaHGXry23RBArQVENB&vt>#yy!lSk|NJWEG>68+e8g9>NVQ42jQ<blTmz7Aol
zFDq|%yIjXNStam%VRzhRH#Q8}xrv7wu*PmYSh4!lab_^v0{^yVjxQ=)Uqv_*9)L<b
zvrWbH$>*uPX$$<>$S?=lyA6zw4<i@x*}w`<BSBrM2{2zP4<^!=C$EX|X;MUxfPP*Z
zM>mEUy>{{xXv1fm(P5J$z2-$oJ&R3zq9B}oIKF8Z1Z2{#iP1b$+n|!*(Ye=OFS!Th
zb>xh1JJB4A&LL5EkIpAs#P)Gl*uE^Q*n|sX`LnW};IH$q;vW*u&1;r6zE;&?JLpU}
z=Bm)ml5}Z&z<fsD=yyy9b9d&9G*z5-vTQQzpOt%~ut^ExizV)9mljZ1?IQ?GSCvK$
z*qjo|#ps})J-WyikelLT=N9>`K8M*XfZLw%2t>FAF&Qof1}pnR_%TT_OV#lm1*=rg
zsC)e#?V;nN*&EGY$t}{eQsmq-M<mb-o0=M%+h(Zj-Xw8Zv$=JIX9C-8uC|%Qi5?EV
zV-^`Cq2qV;a{*G59!K=+Tf^oK6hgMwjz-oEe4GgKr9LTxT6dD5T9!Do`z|bu`7{2I
z4!Q|bRqF+kgrGEpU2)3Ou@tyuU~Kj0^^b<cMM}4o_P^P4+Fa{sr80bTg3ubcZc<+i
zGZDc><9PRc<c3P;cAy&OPXrG4#6~?5iI{X=F<Y|?pE}LO6=_uqLNiD};J$nWLUkoO
zNTK;KS<0dMxTW@vtE4KSofgF)%6_J>ywmH2sN+?ydn(`WjslSu;&>`Z-@6oE`=8BK
z!6r~+jh2=<yXRk7){;lc!3`TnFFZRcVmR4sc8D65=!er1v^zQtet>%yY$5`X#3F7#
z#|G&)>`Fux`lioxMmS#V$G87p8j&BhrGznE<l^kEd6S_O5GG!Zh989+dndj<stlkH
z`qjf=8Imq|S3KMN2!t<a-8x4WX4w7+n&?iWR&{8c<=vj~@Q+0aEEgtXI+UccI|ZxM
zr1tO_4?B<>MWwNQ@vY#DSfQS}4D{E^xLUS(IU?;$N_jZl#<Z?*&-Z1xh%Lv=%L_}y
zsq6vo)F_C!we1rV{^t+Nb%=1O<h?=eVE6E1-tM|2)`EJNf+nD8yij6eAiLPM(ctxh
z5ni|ZuEn(lHHTp3UH=MV{n@K%m*@O*$$>w#!25bFx;=eS>XCOk(<V1x-sYvu|F%U+
zK8q+jpyHccZ`BwYdRKbVReY~J!FvcI+RM0VNbaSW$7iYJR@Tisq<Rvoea2o?z8j%z
z9+LG4<V>Fsz*r>k>=zvGRJK2B;0C$4OHz5BNyt@C9`P!^g+Nz8ysW}l1QAuXQ@&6~
zfrNlGAu$-y80;S+XJv#yAdS6XwP|ZNP8Z}%oa{hI-so#v3O2%0LyZYAX}EJv@L=_}
z0dXm%M3Icf?9HtcHFq29oLXL|G~O$(`P|EFuuEw9Uhx&5{u-xw1e6X#x&Rk>I1IR_
zv)|vgSwIXTt?^!vXI*a17WaJ6I>V`}(4yw88L#I1v1fuDD|?20Rbst*Rarh>DluDq
zDG`C<=%)NzLes(W<NaP?)OjuzHO{xxfHyN+abY+o#p>Fk2nG7~Iihplx9~>jtXV2~
z#(o)(M+TAhuP?i)D00NLCY3ueq{1@W*E^AV*O$FDrr#|-%nQ2@GCTqXz%OSkTQZMT
zA`VA}#%M?q*ZI(mJXN|gs4+?zHtLg6QZ4n%3g|k5w*KbqI@`}-0~-+|+^?<!w`!u;
z=w}5jXIYL(Pc3LJc@g@>>v6trINUjs_nv}y8KSK+XqM0PC2+SgIY|zZxf!H39rvI1
zgoiJ*VxB}KEc9J3IOWZTc`?d9sr4PVZ(d)GJhLUsnj7}eFVtwINbx0MVhj-kM;Z`C
zmTnkpD9__Nb4Zs|@=R-k(YrFe`@c(LTB1`+mUdC|d9M(iz78Vo>}XNE?{>SJc0b3m
zK>2L3_WoypscTimDsTBn*6mJ+@aK@A;g@UKQK=VI;QJTr5oeq+o`MSpKKw(z@ihw_
z?>uk`XphmxXPYIk;4Fl5aD83=(z&kVr=M#KuzM2lEPy@NzA<AVehK>fQyN?*t~7y>
zx=UB~=1>-u>swZSGWc37Ejz3pJ3<dulzmeJocOCRiFQ5&qi@IDD%J%WC@T~S`84uN
z$VgK3+O@1k-lId%Ydb7U>rvz;+_SW(o=w$@jHCJT`)OC~v-#NNh*k?;R;f*j;-Y*i
z1lf4IvhOaSj#;{O1$ll0ziWJUK9p%)&-ScutLS?3G8YGAQaj@Tikw_n7AHD3;;teg
zA(|OpKfz6mG;ufVG8`SxBHkIFZLt-7VguJxDq7gTK~))sxkXZ>#0DHbMy+F&k*zqs
z(XH)XM6)IlYn?#lTn|lrcRPsr^*dZA?ojcd#`eI*_|?t*-QAHeK7}&NGPK{rz^1pv
z;{<(q4{VP$RsFo$HS0|cYWL02+dh7>wxmdsWEp<+Tk8;^lc<&~VHuy~LKGEYe3z)=
z6<&xpNBR2QXtqf2)ug_o#g3?{fXonGJMk-6V3D0Tb<-3&5BlJV<?ygraJKto!1El!
zlx0u5XWhTvhw}%+y<NlwCd;y?DHqa5;X*nz7vv7@FwgaI++~>bi^8vs**`w}D>O6A
z4uqaQj4Pb}9*gG*%p=cWPafcA{Y;H^%)aCCb#^;)@-yRen@zCM1ggN9_46suc1qr%
zFhcC@JRF{6je8+OW8MBnp2IPma`Nn&;l(}HrfG5V{t}~ox6ic(UBRU6tx3U!Dv*28
z`sw=CKoh8Gtx-8jU^7DVRW8orwsE&S@|!lz4eI+eM_!?kV{)l`)&)8lLPY|JZ-j{R
zhbEe5{z~Z_9^c;}TR&A0I64p_L?9mUiOW}tz=0}l-R)G1g4Q{o?myrs{PuK+hP?7G
zh&MWI+BZoo_p#?B-#0Mc1Z~$IC0SCrIFtl(pw}fAt3)M^&Id9hg`S4(o1RuWF-*yk
z=9@D<6kL~eA{WMcIBL3E{H6^~u8ish<IYJ&KFk|E3p*4v0)G&C1ju$$*ZTWgm9LCl
z*K{5G)v6!lLPW+%6yn#8bnTD>v&)Bqs9-qM__imW&yT)g?=)c&Y_@y12=q4B9f}+}
zKy(ZvTHf{l`uddTlCOE~1cT|_MZR_I$uhlo5Zr9v3VtezM;r<Hxtnmc;|67BrQd~>
z%WS;-C5rmR4HZoy+Yc1i#*o8SA4boaW|3^@J+V{f6V;V;nE5;>Yw9N0ispE0mk{Cm
zz62(8Q@Jkd;5tN+tXV5HG&!^LjIoDZV!dLvNIpq!2uWyIbS}{REn9`-k#^&adYRK@
zSCtT~+m)fku_zVm?TIJd@!}#DGm`VVx%--!NKo($md#luwC0|@DA>ZsX`r`_>j_`Y
ze>T<rX1)P}LJ&;vWs-{9dTSrLOh(xj=Dbgzo(%WNmCPK1FXc+0*2x&JUH8FC1}_L1
zQC^~Ot;AU*Ph1t2C6*e<(holGQyQI7+?RaTM3EEN&Mdl%<Gy53uVXAd8D}vDTEQM3
zU!|(o)R=av*k;9UP9t2xkx&ArCAfw*5(GAL&AZFWOALLf-ljwV*f$a$nXVlT(w~bZ
zzZFJ;MC3IkpP@DnQ|^rgoeftE&eC|rb-N<TjYm38FH4wyZLiA+<`?X98tNYtrcgsE
zxnS?gMT*<1x-4NoaXi+}B*p6z6cl55!DmQP#HHv>mM$pdl!oA9!9sqVsu))kbc)((
zUyf32<6``#DSE^`?w4xgG`mwFSHJLA+;y4R5Vl|Ul%Vs1uC>rOZU1=b*>8#BmNE(4
z{#tn(v`#kIE!+Z5M=?NB)_M!r4?sBA0{p`>i*ZUVM0=QzEjavbGS$m|h{iu{O7sx~
zsB97Ehn+wCD%`Ae1EKP%9q2f`j2c&`cM;kmi@%ITTOD;M2~TWqZqCJA^$BQ8xY-Cl
zz*S8*SXHZU#d0iE<WFvvDrlZ|WH0!^yB8-XojRfRq>?A<HP~qKC`$lh5$tSOS;JQV
zMVmC2mmVZ#tQs!;(O1rpnya%vzLJY+EOvG~dF{(4DOT2EYN%XYFruTXiBh_9*pQ(@
z;x*)pL9iza*t=(W6XNPnXt^q-3_RCI(AoP@YKtHqLS?&!h=vf@3^(t|L$lJyuYHe{
zmn_YwUW#Z;N}?x#0=#(LTj{?XDa!&h<1Q#KT-=Xj2>}A|M?i5u^R>BaR`V`psckOW
zb~NMriuV<0+aQ`*`FlD8=8q%1u&;AxkQQcy<bh<C3VVD$5{xH;o<gLkh3tfYhX&8k
zPSORF5MxFRp!)LV%ihxbrL0^3KeL9&vvB+Gga{3bPuHm-nk6?1<|d5}Lg5WxyBV5^
zZVKgw4k2e6Fe9K+^G_y1IG0d6FY@3ovA?*c9!l?qPT<(t<|0#2l=PE~pW)@q|8ZS(
ztO@N)4c=q?8N>ofLQ`r$P(300PrIJ$acBtFb(;GL97jfxU3zGOUk++6ywg*E7Zu7|
zvxEZgKO>MgQQYNl$@xbLQo+GOSbXApQ2-F+xK8c=>8B`qaU`ekhfK6aF2zEZN6M?@
z2_kXuC=%^Wlqi{?gs&eIj#|b5`Vb`x`DX=AS}vnRZu%L8!+p(3Njw=WuhR;y5(Gi*
zpHCFWR{+3=w@wYog=dQDqWxU%513a>2~GK5?()HYaKyPm0SHoJHQ(Wc{KViy4|tR{
zk_AGRh8ZTxTLPi}+AYk$p2EpW40A5xe^n|Bs6WP3X)Zhh5D6t)(3?xbG|lE@?D5-t
zE&I#4+p_$HRNnXMvV<`h>jCNos|S89%63R}ucWLgpI=oTq$0uTX8wk3i2q~nb)e7h
zIWcTUv)%ZPwz$bSuiOii5Fs&5<(3b+DJ1#s4sQAGI5F~%fJuH0wCXi6x;wdZqg*6@
zaNNs7<4|Bz)E{c4$bvQuU-dNTCw7mIvJDvApQ=%d8D{P68tsZloibjNGI`U4{wfvK
zb?ru?6meaN53NQ;Z3oPK{C?!7Y{)hGG~%UObZ^#cq$;Monu#^sUU@T-A{?iy_3mZQ
zCbB0XGievi6?{jgcP%h#N@w3V&xTm2jd1<)F0FH5GFBpGs869MOB$rX+Gt7QCUL>F
zmkOV-nBE8x3dZmEXP+H{ys9A~L8^0EjxbCR`f?h}FfvRNi%bA*Y<eRSBK9Iho}xy$
zX{36987Z!zG4q_6Hf;Ed=W>gC;v--zs=rLGz&6|8-=|UPkRWb`D}FgIi!b+?9zmh_
zDdMr<xVt2Uf!znzlGjWP>BDKY!db4Wj$}HM#|RCKUcqUN?C~r0KM-?KN0JXS)n4YB
zQMpT!c=5A4Ry<Qsk{(`6aMcf@4_D9eO%dUuyRoEaiT`msXZ{PXi}2kGv5q=~!RHlM
z3!ic}RsGZb6_PBdSrNt!l>ISVrR*54ATDLKh*_>V*$y>NsM8nEFL$yeMe+Ip*Gc`A
zg<9iST^38^SHdMlfsx0Cx=k7VKRPCk=>^AF>$>Qj1PMP<a`gjJ*8LSzPv3V@yClf!
z4~zNTX}E~*ZKSCo$P)g)DGCaxlzXC2K}uo2Txy$;5|fewnGrobJ(mjb4w#uJ{pXlY
zAH2c6O6SeV;T`&k`DE?x8^5WbUSayHZkH?(A@{aOK1uDW;&q4^$EY#e_vU^dsF0>P
z*sVrBdefJ7qtfL~1(+5Z=o$2j_40lJM6_xzj%|@D_Y;HCY$Qf<BM;DzWWTx7zv^`r
zA{m^mr5+%YUiygLi-?1S{9Jw$8X`bCgQ6cob#V+kF>+3*d_M)TYzSU%tzudBC7P4@
zB}28I#oRrv%8V%O;wtAeZa+TF7fbn)ZuvDmmJbuGOa%1QZXryW&7FT}@SCw$C@d40
z&UM#&3G0;4*&R}j(ohxPep>L`L9t%Ms#6(%P4%!1>na!XQ+{P&S;Q5@rdSzSfQN;z
z_ie0ryS?Fe>6L*cqa{H+7xc?<C7@P;WZX})-`eDGAt)PP*_EGYKno%DM$@ATK51+1
z!fX9B%W{sX8!}*qVp6Zsgc<5+nL>IT?Ej2AhTHe5l%q|yXyJ#vEAN&p6H8%`1<W%S
zTl%1B7)k8K^5M9s@&>Dl>dC8TJT2gcvf8Xtddhy!>)V;gbbP+0LQH0Wc?q;GNfs3z
zJ{vOzy=<k_H~g8Bv3Sq+Qr33jzr`Q_CZ58I>*01_P+H#=$D}MF>C@%lvNEx<KT_(8
z4Db6o4Rxg}HUlN*FUuJFPJ|Y`>M}Zn#^1)D8Z9mCYbd`(IhEsfU8$i~n~tn0HYX0q
z81q8(6{^g<nsIhCK^Y^Tn*CZ)=bJa}c)Xj&BSrp-&~qnIYME%U@6POIQe#hfYYm(x
zFk5BUl03~`u#&6rX%q*Xt@)wXc1J^xRHgf)(=N5a#8ll?W24XNDBF)mKnEUYMwv2b
zt&d(_$2Ytwi%4)E?l*9>a?Cha$it3JWTWa$+}2rrh5g2iL(8{pmugV3sNwxE<xq4!
zRlthv3U|A(+7rxW3v~;#Nwi?!7di{~crgvPM?aD`W1i4a_-28jnH?01meD&wXAInk
z?S$ZcB@fnohD4&ChdV@-<}F+$K>G}N&Rdx>4MY1wkg7Zpi^CzEbWCTPZ=5AgpVlmy
zs29OavRkN9gji6$bgzQMX%fgws{(_&EVw;K1+cXzOI=XJ;*z8C?Kt*x)ida*4-^BZ
zBeEzH^~i9FTFzb-7LyM|+M2$t-nH=BDNV%52)+J(_k&5X;O(i>1oE8CPXqG05+pkJ
zM1ykQD!wF{T7qYNYytsGciQa%%IqH-Vo;Nm&p%MM9|~{woVWmX#13>w;5IJFXH}m5
ziw-3ztUjNf)7yu6TXYiE9yHe2zp!TCU^xP(rD*v<DanrbsO#mKd*aJ?+(TCh4+9x*
zDOHZ&)iimH)BM3541yNbwPxBh`x4!txrTnX_oQBzKh5$uQNGxhM73wm3&F`|hAR#K
zjUoxp1$l`9?}5QwK<`aC$P45@uaWaPR38=YCQXqEVI_g(ERM|+$NfGi>94iojbEA8
zQhWV@E1KR+zED}QoG^O=zK4eV+e|Xm@P|Go88uT1{crLfLKpj*yOn;LR9w$nrI)Gc
zc@YL+=<6U<uB1c;-ipm>L<cr|et}s5RK*FcMR9jldSK-eQs`r-J;m7c)$k+v>rY0$
z{;FqL*Z202#&`8c;xiYm>`F^^ar`B{&Pa!c@NGgvv=i;}`&NAI&=-00CfAF~^4=VB
zC~=P>TEqK-<n7f}q9?^+#SN#j5AWs_EStRPG;_G+O-H^ooEAr4Eb>kLykrfoPVeSM
zVL$l}xVx?x**y@=v6($z3%jI=yPDU{gx1F>it=YDei@h)mDxpT7O$Vtg9$Gz_SWtv
zw#W!@i~F+2S%0OS5Y@IIo@eJ{)wIt?Z`Nx`gzsUQX~Yd3cr~$V<krNfNR!@J@Id-R
zoMfn+xO!F~YxYbV7f0#(WU<)1Lj-Mx4#WCa@JO8pYoN~Tx4|+aDf&`!13r41KwG4=
zv*kF0g!a5eBV2BJm)yvc*~ItEE!I&s<~C2C{SyB{<R2QdS09gFFJ=hpRMdK2_vJ^R
ztB&Up4!gIigKjW;OMU`ICa_V(e(cO^ZuKmRj1Xh;DS4RC_^#><dlm1f1nwbE;>A#d
ztXuGpF;xduF@pZ}XDBo5PueVjbwgijgOzCy(<5Bm;bO%XHa;V$OxY`S2)iBhVIYzN
zU3Y_;^S5UDU#uQ(1O@L|wjas@<n8k9)cH4G{N8Qok?3hjM1z?=;6aFvo~Mo_FE<hl
z(_EFAP@D=*@{N}7d{jzs$Dm#tHvpVkgYy>;uC9WA1i$T680)Rh!n)I;jH~7BQ?}-J
zus)|NM;_C2KQv}+T>rdZKXjQ*bwF~g{o1KEOb&gwP`mmxvLJ^sQNObzK|ht6WfvKz
zCxoX>B46JWcBj|U68b#lxk^N56hwtGi>#{8j;`JK%z&PaD<?Za*27OOobglT0r9!;
z$K#$5)YHw`QlIdiYXQFk;f`dFhU>|&VlS_kOj)59aK|6H?d-Fbt8iZ|MZ)hsCG!uo
z;ku$SMW($Qf}Vx-%A>*Tx+8DzKT=9k)qSACn!PkO=~bJq`jVn-C-X5MnFF;E^7g<_
zr^Tu7R{MgPKV(uB6Cu%DlIWhV)OM~VEo>F!AaWnDK2ho<c34@dDSbL~R9So5QR+(A
z=!8b4Kr1<bi_+5ak1rd&>pQJP1S){<Gw3(adPdpa_F3teW|OW|wmsTSed)({cCDIe
z+K$(yq!;BD9WQt%rc*JPk7OD6|B?QsE{g>J>_h(*4+S|q)ct0`$eH_XcdJP--wM}m
zEM+_&%1W-v=S&aEB2bbsP-!w*vUl>aKcUk)`L5|W71%Mo$dnfSX4tN@FdXvf45n=g
zQ+O+}TLpI~xBv9kNPQNxHz3D~mgAZNf_AudxC>6(W9(g&noZ~XQVz|%eLs|%Sjc&`
zU9@y^>uS_qO~=)QcS&UJks#u-Uh5w-Y<+12O;W}ttVn35q(nmMCMDc(Pn~0|IlBC8
zyYWgSy6ebba_FlZr7+non>Y&}zQS5I(=)-Xi+%ZhS)z%VPcc|#Tb|d26hT_*S|d-f
z%x=}>0UR!6Sz7csiYk<Zn@zEO+g#ur^-wYK;~$F)ZTQxs@S4&VZVyrOAOC(rvZuHO
zH`&nS<X-qs!ZYUnWX=8e3Naw6uFce@7tcmq%C!p-L9m1-*tK@?LKQ_d5MM)|0R$_V
zgqbD;8N0j)@f$q!dhwqI19U0G_bFR-^Az#F6$u!9sn}d!<YByboyO9+*hwDO!LH@R
zZhiiVGkHIANf)(UCz3Bzng&5urJnlB&ezYa{9(1vZ#8V7`RB`iWTFF_LnX|qnLH}^
ztWQN|9k0F;ePPM!EaW4P9vP^VWwIZcx*R&5r>~sjE1#nK93QH*ah;beKbmQf933~A
z5LgPg$>;^I@+kvV;8qw`cn&tBNY;Y~+-g(h8m7rq!w5ko*<(IjMJ?B6m)EL=I+`3`
zsT0x!vBT7!K)Z=ak*4^f%3+Oilfj!id%jKEYEHYSmC`B>ed4?=4uKS6896vuKly8@
zx?)x*gQ)Ec^a);r9a@|W?EEHB^kK2SKHDDc_zs~zq8D&?UVu;2VZEf{WC4D@<<QoP
zNJ6!mfmYpW!g~()#IA%Ve<H^BY!0pb)C(;PSA$>7ym5yx_C3JFd$&W{Vf!+{o{>=8
zO+!vXRWzTO(6#$!qEQEN0Lmu@?TQ>bJVDQcXYS~sNeG{d`9Zgm9KLPN21u=yzl+t?
z=dAm-ZUcN}z6Nvyi|sR7>dTB4#^OGXAz=V5xJcClxb=WV@w!66%asD|mj_~Y@=}rj
zxfD`o6>nRdpLbqDQOMH-wEfiC50QZ@^CdP-cu0rZo6|_*P%af3j<}7CPtAVenF4+q
zX2S7Z-bMG*pXL34$jj)uq!+tHyXQ{WG(pW`4wE1kuCSNx`cr$)=CF(hc*YSM3ZGMc
zbC4RfAnwh1vz$}tYHUB0o0UaY=xjxl__S(MCsh7G++NeJH6e>k=Q*kvv#4jux7Xr_
z?h0hGcfEY+@rum_;!9J=`J{XX*J?5S0yb>^n(9r8^GynbMb(gdxs=!VvR!<2aSRC4
zr?&Pz8cny%c}YG0ZfpNjRZV~L4}tL_`loST3^O-v3p^c8i{<wpja6RD?rEieABJp?
z(4MZN2cOQvq%+Ne{5M>p!GwI4wC(AYxMoYY##08Dz61B<@79LG1qa^{NO$>ayo-#b
zi-oK-ll7(;f4oE>IwzVc)YP_EEL2zJ7bYKO-+HAddC&6hXN{qP-c#KaF<DuAF2w9X
zrgqS_qFX?L@zK(4%!p^9f$sL)(3slRff+mtC`voQH)TZuiZ8_`yiv+I;NWkx_&e;4
z+FFwEoM#ctPq4#|UST3N9dou`qMA1g;WyY`;bfarqA*a-SV?)swPtsN@w4do193zt
z>cjJ2r-4tH?m6z9Z&Al@FfOKY_mLlgA^tgu%l_b=)H_tgM<Ca+>i3Q5X_W~`GvPMJ
z?h(N3m=FFY9uW9M5q01YaSdc4{6fry6^asCkOOyyN*u<(qmVM5>w);k#4#%TK!F)i
zyqtuRg++kaMxa1n!-`|vh{8d^IjgPL#fb@apaoNJ)%%QiN7i`p{Saowt^<c<v()iW
z3Rk$FjZW#0?iWG;%{->p7;^!J8MC|9>bvfB=XRl@+;18gR78+T4#Sfr(W~zDCwUE1
z5uKYn1)VujQK}`@y%#+n#y{KLwP8%beAg(&SLMPrI^G*CjUj<~osh(H=UjLxX|VHE
z>hH}>;elCRIM}O>kAUROBS0(v7fm{UQZhY+HgsNZ2lpiY?LI_w>VY`0@i)@$eFXJs
z>rv+(wZs-H^bx4`0N<j(-88G|@Q|^@e|Q3Zfndg0s~5Q7bHdWIo^JvtY)nXdtkBN?
z&`SRFD(OJ?PIv<65om^khSiDfbE0r2h-vduKT6BuyC>0lj>PHOsZ)&uWbgP*{1(-l
z7hQ)YgL$U$AldqMla!(ZU;@s?z<*T=#9r9JcU&|qk)$5?*1~6NpX3(iGFF6y=rS`V
z2i#Ek0!F$NxFUv%<19Bai8JL?-LNHbm<U(eG7-TWyiLQoZ%S^yDhb|d8uzek-ASz;
zsn8j+E46pszxcSo-ERNNW&bshZ&Ol0%%HQ>ae<#-ijrr$WxZ64m{pUo^AW8dw5$oX
z->7FW_v<UA+G!0dCNaT<Xnj^~Y~E1MxGayY!B_d3JT;SfB^D)`AnWZgOmeYPW@y)N
z1$Gk;v>zDIS;93?S#s5(!nHTB6}+8_kTU<90|P~_y>h{ppWE12p_$qfefztspEW%F
zXZF(5*x_5ED)vWqkhGY>MZc$CRYb*QpuwVAD@PAPM6BzAs{7EMgD1U08nbjb%*E&S
zO$e!@19o9cH?n<lNf)5i1a~juWDDju;L^b<d=z)KFF9VC7dL^d%YSApc{&!$;Pg_v
zMK{i;M?V0eq-{Z@I#QeVi-e~lWz?q0ynW&9XDhz~<Ar`2dQuO#*UdE2;A~Em2|Yz+
zN)k~yb<A(hLEiurRlzI6sz0DR=J=Cv&8ApsCKoZZpU^uO3nFXOA+J;<WQJ<6oWhXg
zuFjrj?~S099isP=4oI*!(@B<ZBy5$pR|zRtb60_9>q9|erSQCX1pedVb3Y9m+p=1t
zr;h-qlGj@f1J9+7jeIqJcw+V|jVP*%3USAtkfxdrA5k)2!2{V>2T<G(F|x7Lfh7pv
z_Ol#!niKKlc4S32`KHq`2Q?41x4tUJMa#(=>GQ~A<<^yy2z~c9aG{$-^6ZzvNwq=#
z+^{v%^Kn~{Doru(O*C^+DLq7l?^7<^paT9Btt;>$2wFZ93%V@ce@)fDz?>J3PhNGY
zEmLp$58=yP|DBG|qSIWKQV(lQ>uy_5nj5Xl%%AL+>C?lfb{#KNcn5$aOZTam3*Sn*
zuxFXp=bNAnzO5B{GC9Zw-*o(z(&Q<3PutG{!d=y=gkl{sjh%`8BO2~H7y5v2JYXs9
z0I5w8(353Ixxp}R1OnSr@U}L4o4kYd!K6`dvz(CA%*6bXZ4lGoLVkVDmg}6TE;v;)
z&dL{}8fR2!kw#7S7A`2F13IsJgCmeORX&d2D{t@qj;#C%)9t<M+#+^Pe)!ILPuGI_
z8}X>~B=c5e{@2^vEE3q1HHyU7ZFumLED>hRAAEuP;Q{7+TKVe%&lu?;)awzr{!V=w
zvqyb_*$8iB?-(dOi06Ek0^K+udGaoI=-|`*lI2FbF#j()WTbJvln&yF^t8%s#B|zF
z%!!!!0Td}puF%)GBrvFJnVsI@PU5ynx5f8}s^6}rTdac}ycT!LO7stYf2!ZO78wfs
z<}%%4M(i4w7z@7+IXcw$B0Gxw;_Gfj(Pd=VFlTfPk(!$K%0(jD0+R*rP(GZWJpzbT
zhE)u($vKrrATaoX1-MAW-h9AY7HK>t=F8rA1fKP;EBjcbpnOzNxRDaPFPG`f@^J@=
zx#RCttnN3E#gv&CGK_S3yxa&8U3?%`0slt&Lk{wLX1D~Ng2$01Z-P%E;j;7i5m+ah
zkk})3egp#G=LgU#L*Xx5gYR}i1mSY@U$iTbAcJrXfH{Jf{x>=@-P3hYqcSNsj!Cpi
zQo#4Q&&FNBHcI}1@U&)(i)@Y?PceSXdW}47?C?dtS3bIu2%sygCI-v<`YJ50#h#j1
zG07!8Wf$-yzQF-kFh<qaxFFA|0EtH+85e$-pptrej_>UAgRJ=j?7<UyFaB5k1gi4C
zgb^k45?m6;_r&+WeG*H5JrLw5>@FlIlH5|98STcl$+)kVE1YbGe{V!acTJH~Awx~z
z1>wnI*H7RJZ;m8|tfm7VX&P8&7KQ8pA=wM^5LJXh2!L9-(s5x!pB(3>OUc<6Ps-%)
zp}3Q7Xs0m8Bs8eh8oa3@@jB*Nx;6KR0DB9EDb+?S!sPC@i0`$idV)OP_&yc;RDHC;
z6GgL6LCzf73tNFKv+*0`VqT;LjqG<tmM+Uag1Ok%Of-%pgGSed$Ov&;o7C}U`wuKr
zeAxDZEX%PVCzn9jn0?>E?>K`EJNAqwE8L?P6q780H2%1(U)n+gl0!sMfoDi64NWPu
zj^5(Eb#+|F+Jg`~eTQ48FZsh|iw%3p$}c5+EFOUwZ8rlx$L@I?@s1gB?euD&L4z%}
zAX+=&`2IRCSC9ZW?&F*Y&-|@c=7+?KSj;Kw8Y5%j-`k<^lL=5vO6HdEBgDmTAVI9O
zB_0ietemc2G3U$lIt{Zy%$TuW?&NZ-v<Kn_m#C?uiNVW&W$3;n4v-o;G$1ARyL2~1
zzG~md2#j}OHpQmC^zDsXJcV5f+JPPUhE9Sbz5?=BAtvV73?si76`WmrAtvPe;;e)^
zo2=`HBQu}i{st<#82Ls!!XB@drfyV-dM7NraDKVHMM`Y(OYcVluPI4NCt)YCK%t_o
zcbxYO589vd9j?f}ha2m^#&XCW8Qjqj-qN8Q>{Fo=X$T{!<Uphltzq0UEzQNLWNl(h
z&ri^{0k!3xvpBhkefRwkQk6R`Y6>xyd2w!{V<pzA^ZTTal6!VTAqD*y%f`;%V+rBU
zi4M`4esYnPve1;iO~QHWgdLLY=wABx?$9B+CWyab<E$vPySp6?SNayx$R&h2D$cZP
z0VJIVpo^&hp1g3o5HL$UR6s#_Vf!EBQmGU>@VK1FZU@&N7FV#dJ&6Itxa1)^&CO5a
zaOzFOWY~}}?2IrsV<I?ceHRFm$+WkM){|J&M&y1{WtWd#;6DPVb(a+DQ5mZ*j)wBO
z{9XudAtc;il)Pzc%+R+;@bFGVNLLX2uCRu->>|CEdSpUhaByuv-A8^H&2xp$fX=w`
zNfZl;v{-<<om}sJ*ixHvfL>{Wwj-Cxl_4olc;u}ct~B|){l<mx#?0GkW~UPi`}=Af
zpW){<<<Y0fTDQ;kwF;OBrjNRDTd9q-zirY}!t>MIxD6MFnOI6N`9<bv;Yu#2yia&P
z<;<9%RkQ$60jjmQX2L@nUTZGWTqfLerdWJ9`}0cGt$0^{{ljTR`3d#Dj;_WcgE#S8
zu<x32w|E`GOslWG{wa|>d#0tp%VE@PiW0c!40uUbLu_0#C(0A-Zhf%Fz9ihJ=9N=F
z=JRBO3OSt-?uwSv_qQN?E3$M!Qc0IB(9fcjd#)aOFIb8oO3)?N&YE~y|B!6)WmGJI
z_G^L-hhZ4GXr_ID0+b=^#_QUOwBcsObo2&_RLc-}tdzr*koH**>+I&L!jPKC?)tXs
z%7dFLtJLlLWJsx}=~Ml^xn~X6$QdoEqq3ClaT6#dW<JBH`${;fI8xLQK6nCr*yw<q
zT|BE~q}(VVG9{_J2*JWZVNGp4dorB;P96gnVsE?9-7anvwOh1d$`RRJ{tSF5fl)OX
zuLnO$r4Q5k#C-%$G5;2M_*+~3NVl?cMw@DyM<IfV5-xuYRNq|><!w_q_kruFaeg-9
zxT#80)%Rd)_ImX&Gt~x*h9>n{W?nVMQ%Z|E&|KJ`QB%uO1mm+2S!hZ3vY<l0ma2f<
zHaRrTz%r}hg`-moHJ2j#e3a4)*oY#rLRPe|;StAeldT4wRxNV9CW?T(W)OkTqT*>z
zUJ}T@Ncu}!MIi3BItE@Wy2{r`YFtq-RB_rMd6jYbd)8Grd=uSFzb`I3#CdFQo<p{V
zuXsC8o9lva)|s{(yeg!|AAz3sv$^1>!->~9i7?$2k-Pjp&d@P$F%Rm~<_q{f#b!x;
zN?^DEO01|iX4!e*HA?~%76M%raHyubO!#At(XG#r>Xhlea_nv)ne=1)l+|_oCY-D{
zy3sCHR2xn1@xfjnARWNLc1lv!o_C!>3=uWm1l_;8=)67r%{tHK;&G=YPo)GmRZJw#
zaxK)M2`>XC@5|@e^gk#!m~jWBKS+lN;S%}CE$CD0)^<F6Yt_t1szKYG4xMd^HH}$l
z_z>`xLlp9w3DMAU;AE`junNmQh-LQJRHw<OZpgAvownO`PKan`e}x?C(ezBjL7`fr
zBQ$Zx77-WAC-h#{%qA7oR41N-H@<CzIsm?j+}ysItGb&x#H4U7nu&vN<u)<r!SVXb
zMG1=^5@AGupF|XjD4&^MBCVf}Kq4=@gF$UWqFg8cw+dw<25M+So4{aH-F=qzlZ_Hs
zd4EO@QP>M73+rF#6xJc4a}Pu(@RZ;^^VEl1KZ$h{*vUgAsl-V!<Pm@wElAv-rk?W#
z_w2w`gxz=G<XkLVm~My2Bk&~>bhp2c+q+7cgZthH_d2Hq_urfIwXP>p&->(DLLm88
zG?rUrz}jH%31tS&;kmhA!1z#=(WK)sJ8!Ime`&yeGGKElSawZC`?Y>nQzb_wrA<y!
zVH4QME^xSN=~0+?*`qY+KA@0`!@4POAJhAL{r<2B7WfFzQ6)bDMiQl!Hh=0j|5+al
zuV?&ceJ)PMA16d=JNt9M(&zK*wwVjoa&pYhS|g<<#o8daee_ELrkw*fOuzI#0#qsO
ziM*ZhfY0hZ%Q#u^1pE|MqN4oY?oEbalkm)7`0<gRinHS1IMlF<wBUc;rvC)TQ~&?>
z9$#TQ<&5SP!&hzx^*itiVbHNX0$gIkbA0QZ$gmH3&59NInX|M*%@nv(nYWsnlWg_+
zbPhwW^LUa9&T`sWeyYhMBFFH_4lb+5siD|Jd5kV|Dl7XhR*9<#xu*mh%#G<;<PwHh
zz}$lBa&5Ln$pC}5pU%Ok6l9+CSfwOma?D7h;*@r?wFfQzeMzjNJHK~G2bl`38?Vwj
z2~K7ghgKrm3Y%0`IVo8u?<LkhdOT~j-CE(GcK6pdeG21P)o)3-LXWTCNX*b42l<(q
zEyDawo6oEg$~|UlDmVn#)Q>n&d@4T2O9kL<WNTm@)wfA)6HNJ{3f`-DE`Y)dzD}n+
zT&raq*j8&HYT@?samKU}+idtktkPrZu$wH}X+&4XMuIWN3t>faG)D0sNPp_rjIXg4
zpQaY&SJ^)>roT?=`%WnTJIM{LveEeTdu3y8HXSGhFRZ|ezEJs#E&l>lEY)YUrLvb>
z*SR=!y}Hw$dmP8S@!SiTlIOH`bf~V#;n1&bB<I0BOdEWuc4p+{D8P+D%L{R8_KHSo
z^XVLNq4~O`xJxD`)J8t>_;t)c0;SHWHLvp%R3RbyFbRlugj;cMHvht0SCUb;Q{;|9
z?+45=SM3MVMg1k&(qWc-lh36xpHNhnmvk-Gm+8dFUxkCB8`&_3#hWUF?$*ycO0E~I
zHh+BbwIZcW^h;jqpMo5*cW^7QC()dbZL6X#S1Gm*{$LW6;LhBxlK{H&9fB7eT+UU(
zNI#}##T;(MsSrpXMOY2k;_Xsn*WKyU&QvmlGI+J7bL)y>tDSPB+wvXRtst9GhbFcT
zS6=t#P$x=89x#JlGOa&={hXrKeLR#~_csHNyrgKZiv4lsMDLX1A@|A~B}Z~y0_obD
zsAiSn>)C}_x5&Q~$@oT<0tQ{dpF13Kr|#LE%^|Dy<c;J#il!y~Z<g*wUIdCR7~d_R
z*IFhr#DSG0-DbZWd3F-?7iM+QYKV4(MvIh}z<e!=CBnYA5<1dH-pRZ~Z9atQ>_n`K
zNyt=ZtPpWB{P<;Qk@DkkwmNv-DAwVV#MgRKc8Il*t($6~?>HgCH(NzY$aSn-CYshS
zQAoRpN8xE;N25U07C)DPV2TZH2U~;tn2I+Q`KfGilvT6sHb-h|n}E=FwGZoyGXA``
zs(DwjT%)q1xDWM!d+8U`y%ow?s<TZ@evCX0#8ZbFm>cRn&8?~E4N^=^Axv(eSGl<^
zMUhDW37@A%Nc_jX_C3!!dVql2Yrp7>QF0B$;w^XrMa6&V`k{bA)ljUzkQ0xaYfTf-
zt&y#G>XMkh)}z-<s++3rp?x0(ZTltF1uHKV68!d7Lfs_J9V}&}TE2!52pKIiSgpes
zm+Im*S@TM`(M)U)AB6Z?#}>#y#y1>vG@Dwu8}qS}Z|7u-VJuf8x2&J|K0VhGVwT#y
zgv1l~PTJ1R&AARYEhp)7O%cBH9Y|#?-EdSL@BL6cQoa9<bW4mfZTE(3Pm~?M_l#OQ
zUKgX`fDotG(>vN38E1-tIbnC#4CQ~d_m)v{EnT~4<3R#J8n@5{hv04z+}$O?-Q7b1
zN#mY0*1@f@H0}<;-66OWG)RDbR`&bu@4jc8bI<tBkNfZb=&@LXu3ELKCbMQe^O+AS
z<_5dP7VBcex@3b(vXH*9?PA&WZNW==)pU21&DVFqn9b*FGFjPNQNAn2)><s*1`&Q8
zKlB2ExYHFIwUT}p?9B=bY_;N?1YR}1T3T2cu;CM=e&Xu?D-XRY!D@rX%X0!OQ*1#Q
z65!<=$d9Z{>*A9ipiXK&`{_-=yuIt-)746Z9D}5E-CPl!Ga^PpMEmQnJt57hCW7}z
zZ!;2id1cj@X_HYRbJ#j6d`ng)QO7MpQvA`jVBdaBNUfPIanpwiW|y;9jNNfs!S^N>
zUgD;Q2JY!^)&Yr(JB<4;ey+c+dN{U6%;~dim7QpVX|=Dd{2@y^<@rQ}^FBD2Y6NzT
z7QX(|kayUSIf7*xJN}=K^yh7bM3vjxpf+}o_O4<baOfiWqyvk*3^WJ5*Pbv-1bHaD
zlQE+-;0i0>gI&TN!DHU@ejuk(7$~|(qvb!HpE_^s946@va7GWmJMicuT%5b6RnkPT
zTAi)^s9KW41hzDI`G+-I2G-y6k)Jm&H$CC_rOt9#vD2o<&v_|Gc%DU~7Bc&&g5V6r
zqgpCrk8NGa1iwj-ASea|YStE6i9&>nL9v$;;)L?^z8(Bq>fu}Jk|}`;WW(?lh2eh(
zjA$$WhU2rfm<Ev=GJFhwAR)OL)4w610CfNo(vV?z*Q~UTb(fqeb$@!#zUa{195ULC
z5XW!oyMS{9nD4gKm$fK$!DLHW($%YC*G}s=2oxtZADIT|NvxYu+L@9Prq74@2%mNA
zkmzH$pk7-N0_D#|-2Sd1y>Ztsngsxm;j@(4X}M#d<;j&4$LFK|d;pmkTw6UJxPgLp
z0aOC>WCr`8zwY+D??5-Ht5N5}`(M9OKjFDQT`CftWeDcI4uBH{GpYyk`g)*)<I6=T
zDELv*e`I2wI@eHbFlO(D&5XM4pi^(0mKr+Ot*1x*_APv;^S&}>E_`-2Uy>lIm7-3i
zvbVoYL%H#K9Nve`^MY@1T$?alnp}#!dZ9cC<iQx$`(od>!lDZ6x8N)__a~1VoYN3|
zyT*#RKr7O=;+Nxd?d`qfu5<l;2c|1fB7qlkZ$oMN>;X8Ps5xmv4NHaj_W=-B=pkkk
z1MLn90Q{xx_D_%&adWa9I<O7y5D+ZPwY%-Mg~e2>Ax|5>p6p4T#O^ItAz!wzHeP+a
z_#^X>Ub^R9aZ)T^HxbGf(uuoPaf{w@`xhvN`HsGolI|Qk9H?=k+#%?dBEafpyz2oX
z<3Le01t}hB8sHl%lt6AlnXck`dRVH<UpDD!YG<$TGpX)|@>dUJ&m%*cn73I8dd&a~
z+*@r(9qoZ-FV4-$Mk2S`R6Gi&nqZA7fAXStTtI@25B<Gpk&O&9L99ZFW}wkY^I~AX
zQnHB2oG^cNp!LaFDR-={6$OY;8t?jh`?b}R%5$3DCEDg$tsh{^6T!r?Ci%#OYuMSR
zV=ot|<kMPt#0sY%*>XL;6y5ihk?#v)Vl0Sta`{=*P>z4F%m25lx-B3ugzB{~3<vlS
zlG``oPKHh`2Yg2!J>2{<)Uhf|s-l|abrgAMQJ8Q_>xqJlAQ_O1XkxR@(~KjA8eR&!
zEXAaFk)Jwl`mxK32xWawej<Q2B_QT*c2Z11&xVDW6s|!&6cg{tx@aJ_9Y(OXk|9F(
z+%U=wLZvp-a3p7#D1zsjC1;oqq(%FbRfXS-BCui$8W2Jz30wO4I}!&ukKCy<;uI+>
zC+qhyST9LxAVAI>fTjNRdE!Geu(2miL9uaOPOxrWT53yaEZPd&Jamnrb5?nE^1DxO
zg<UgE@U&PJK@KN)l@lFpQv;y6vVRZ)v2`ejRWt(>bgnehFiLV=KHD|3=5E!Lv=s{$
zPXa2;LhBhHuL`-Tf%|;<lxM^TYMkEsNsfD*b2dmZT1?W`%*AGUNMq0+zzkgsLB_O5
zn`l_EkJsi2fq;gKB^R1!K}xUvNx=9-E`T<N!Mw3^W>A)V_(N|e6$w}QkCCAYD3%OG
z+;ek1w#B1sDm?62UrLnI!A={i8F9(cgjz4q1*_hFKn?3y&tE`Y^X=hJVjRvQN@;gR
z6Jds8kK$_7jd&OFZ&39%V1`o5*{gTdUld(Qt~Lf8Fl$f222r_;e-*^13!cX&W0L=f
zXHTr1E!T84j?e;%Up_C%R=c8XM-moebU#^U>peYQ@aQj2L4Bil92UwdE8X9NhLG>c
z%g>4W8~ILoJ9%%jrmp>~4FJI3Ggo;-SqlD>nh<ACk@phHlBcfs@lKkmm2vOBa)T~E
zz{{7cCw;c^G!rr8koF>8;u=n%ewr5J6!<)U$Gv4TngKs=Hv3wuBkh4_YNTbI)a6<1
z=EqHQtw5SJnpeG)6?cq=H!k#<<K2J)0zqd>`6I|XekjSK5^fN%I5xluD*`yR#)<EQ
z0cTr7;7FTA^%p3cZWf>$o2be&+AySv+th&E+fFLPh5iCbN>%(X-_o@mrGVq>J%D#2
zM(-N%g6xe#P_MmL)b}hKXoNr^`JV5c52ZwT<<Z0ga6qxRwobX&cy^Td&=OFw|CpSr
z2as;YAn_zoN7eh=CGGsnL6v(mGc<>6ypLevuta+%Pw#&>g|a|EIPdGyp{wWP-1M5h
z#3psUc~ouU(&f|bx!G!3oTBUv8Js>OK}TFDXa6tIlb=pjZL75D_FuiT-s4XnFF0p9
z<?G8iIFQT7n}fv0FwsNs1BDY9f})<u;@TjD10_!8M{fz}%pPjIBpQF*YMvilt7EYP
zki~gd$oU4~;4X`R{lIUn?dJ48<aT=6rlRJb7Y9zDeSp(D(Aqe`inMSYw9ciimzrpF
z^<jauJQWs?hJq^W3K!;ji56Cb)kD0bN4Ip{3Fyr=&245<fxpAtmVYxcVE-iVl*drV
zWk^t8$k6jQ{0oPRpBPs`iSokD%dhHrR`#4RJX*JlKBSpdM@LvgCkT_@N}A;8N7m=U
zAQ`5ypb~UyLS_2!Bc(bTR{Z04QFG?xJ0PuVi+1`r|Iw+RA2PqjdzBj>%tokmzQpv`
znJic-5MayyIxl9`!n2T3GCG@YvsagMM!-|8?>2$tdHRbauWT5?o}&ut;qT8a<X>f%
zP!Xp$orXZfGN@f891^F?xab=>^xTD9*{j=sPENpftGQ@UN;E4ooZVn1(cetIKI(We
zqT(I;#x2WD{$te-hEUeIcHw=y?|QF$1>YPg$pwz9+X9<B>c70wFulm3Eoy9O{^9|t
zyP;}RLOP(F6g}Pi*sTC*7#Fd5R)LtZetKnzwwUjay@ORC=06skt!59};3uH&@?oi(
zwh;6g>|(#LI5L4&3u6kR)B0~$d97ma`CnKrErxObu6~ZL$9f+Fq%Ck0JqHtt4dQOB
z_}(u_WrF;LH}7&`_}m^HKTZAUx{HsbJW6e^c)0h?KWx%{23rPdj-|MBUZQrv1>>Y?
zW}muKqa3qVFuZPB3a#H)Wgksnmzmy3p70F#l;@0<P27vMF2ijr$$lyp(!KukP%vg7
zf|MZPZWr~TZ3CW$r8LeUWEgdNc0c`)4A^#TTF64<W}97GQf8r;)-D0K?d!FL@)#W3
z4n*V=e`a)!$jTk_2dWNG`c4THT{kr?XvBh%4L6~^d^Z3p3*?Sfx$WHg?{?7yA4sj2
zL~-(}n(9H+x(A@HgoHim*Ho^#St$x()JD0{sH|)E#mfr6;L#K26qpH-`A-!wxAtD*
zUJwi4L^@BMN1%lEZK#hNkT@Pq%Q_@B%$8?`EK5#}U>Ls7>K<{6*fE0;G(~HoBp`#m
zKIQHsytkO2rO$$EDXOJSCF~SQNo;}?P(P4g<ngjyZo?pq?kd8vrHcX>F}xyJXb6wn
z`{?SF6qNP@=w3jyXC52*lP-vWhBuQ&!_JA}fY`@WK`e3Dv185|r$zJ*y>=9yTdSr3
z#ZNUf^mCYdN)P#*AxjRt@}Kig@lnW3cK(Zh^N`;LklE%y@jg2LK^~|5|Arv}0y40F
zLvcE$1E1zO=oS0<*(NF%ie(0|`!^rxoYq#5MIR#{i;fL5lzi?7g(W1xKo^hR#4eD?
zTj)>Ag7x5FE^I1~2$yy6PHph>8PCk%$IrV{_e(t<%C*&VMcPS*J^CnHDx#i^A%8y?
zZ-xwZMwb##{Z_}yiLECGX`=FU1-5k)AY88=*rt&tY%{ovUg`RcZy_-x&*@$r>7@4r
z(~omGEgD6zauj;KJf%0|{QLuL806*u^J7`Fg!4C(&2P1H>uSxbFI2}a!^-CF^Nf~W
ze)x#Z_G32H_j{22LGP_+NTU}qW-X?8_}*oCllrM@Zm#}<K9x?ALA`q^i9HF*6ty~*
zdly=?#ni+Z{D`6XK2Q%~TQ}2X1{FfqKh>3=V$o#=(FWOx%WODlcJ;94=^NaC-F}~f
zgY`JWW=|S`N0+-SR?_NbXX+hRN%vv+pPU<$S(%ExAaW$OaPR*0k~V0dTn;~(VNbJ*
z9UsR10tRbRSXR(3+So|&35cN4O({CCL|9_j)s+3T<~XiGf8Gudy09}U!ets0-2t8J
z==H2HObDbus#&xm^@)Y(y~aguh@VT-MujDEV_$-k5Z5lMr=S=C7E<-_&@O>b>uTg`
zHbq8zhALHAw{8j1PjV>+NbLOkK5-sDqdfX7I7lUL6N6gv!xN|}(Rfp6xL2F7XwXX^
zD~VdvYd@oU)aN3wli*w0?Z2qvmD@pNAiJgA9~Pbc3bxzKysie&08O%p!BeUO98S^E
z03<0&+_8&LH#L5il2@mRIggX}G^kXld*M!!YTWen!H0v8#K)o?++|Nof9i4Vzy52x
zpNf@%5iU)E)i4b5$Bab0sIZH;odU-VS<?U3O=zbW2`U{8#0c;r==${BiIdi^`39%E
zeqd9Z?1AYtIN{0EbHrEDukE(o=G^E&)v*N5@$JF@k;9i6MhhgV@OHieI9@cP^kOu`
z|E%Jpe^zPHt}dCkefFEo>GL{9A>r*tGknu)C=FqLW1T^&Fi9u$v(2v&TeRw4;Z4m=
z+LZ09R>)~;w)5=dLT~NvDnBMqGv4iXQw)K&ij8c|6vU)h)EPCDpH+Co&K|e8r{<gD
zU_25V`RUs#39Vnb#RJiWZ<LG!By1L4Yc%R@BIs?MkE3M~1nO-ayh1Y)AIhVM1usLe
z8%Jr@`7CH8iD=Dy+dNf@8A{bm)_Uj8@{O+cLxo3P5A}vXiVH%<D}TU`h;)uuo7SE@
zP|1!d>s(MH@`QL;QWw8WPfK(EjGYCqx^<eQc9v&(@l&o?{0#qX8JR!s(y-%$Ztxz2
z8Rj~}S;j9G@Nu1i3~h6iA&vdnl%9}BScW>^EO<yNYC<A*rus&u_b?jAt1l{7orW{d
z_IePN^{lG#<k+*tcEq<VD$|?X^TQNss;;?U_^7~}%hz%8WLxqk=~XK!UrZ;SJ+PE%
ztUrp4yU*R?j$?Eh71tp>buWqh&6s8Iz!9xs&8&-CJmr;pQf{wC+VgD)5b1+Zr=pwd
zuA~RUViK3=JFEKm^)*T<90xr$WFST#{?vg!-IYI3k`w7Kz%;G1bm3_8xr(&kh{<nH
z8a#{LI5PbdmX$opz`6E|>(E~}zGyspkCmbkoMdPaxUuc*W;o?dJEg6tXI&M?25g;q
zZxobdP+W7M+X4g>iwmm~nTWi)>b|RPWz5xbTeQNQD&Pc1Xt+A3;113`d$<+S&_DCN
z6&{G+(_<Q=rpoMcnVkt0!(k`TI91Iqw5{B)7CbO;)d>R_0(2);j#GI_bHk6*FB+_=
z+@xtT!MzHnL<1&_Myy%Gb1aQ`f*!Xst>4xWQZke9*37yWd>`-#l&|2AE8V8vmM)ui
z*ddpe9PwOv9a56kA0vGeog{saM57YBfE1}c0nM_USE2qW@w*s?Cvw3uAfH$H;Ot`i
znMTR1Iw4iCJc`^^oH;wuY9F`w>9ghczY-L^^Cr02fXWpb6S@eylC=%|=68J8y0i`J
zr4qEhNAGHehr-$MZ17}2PR)u3H3{;PHAcU=`dnSA%YPc{ntoX?4Y*2Ru1g$|pAF#1
zBaSm=7d87xnj>e+;mlmC%Ql(&IF|+}Fw#!}JqnY97oILk#k{Ti<S6^$zC3Q*$Uj^^
z>XddM*I=U88!6?#;ktkX1nZ0)+Xy*o{bo`<ObiKH+^9gMH#0S>P!6X+vHO~A-Z?Oq
z-6fD(|6bwcgOP!MrTP9nUMh3Gd*M2`i8&iH(@o&>=2Gcnxc}{xso<2;r4(psc|oa_
z0wQb$NSz_&h-AxSQXr5$)lrKM@E4j3N}tFhXJ<=nqV_Kq54&aBr%NwV^(MK9h8OLZ
zzCA9KLV&yq#ktXFP=3Oo0i^-*LzCaD==b&4>j|i@VGh<4!^wO|7h$K<R<vl{{FNrB
zptY+s?a7@865RM9-lf<Jl-XR4gwhJg@2;<fx=ddy_HJpvpil606`ie*a_+KA4)zI7
zF88?j*$6}_dVfs`8@OXZE6r&bcIh<?{@`6Z3;IHh8cNp!tFYMc<?<pwJT9}Y_6wQ*
zq7Q5(${KGnpG`>yAro$k!JWqXYUnEl(eVUW;0Xs)mbwY9#4+hBA!ngS5PBZE7)rqw
zC&b99g7vSfN4#&7(4jM#dc>5;4c}L&C%0m?#G{b3y^U^(3VFCl3tO`{vOE(79!^X3
zFJ$zAFySlU`2JO8`G+e;|9>AdoXO2_A}gYO3eFh>W$u3%Z)^cn7%4N{^wp1|Da%_W
z3RY}zs-_=6;v@Q!-6^EoP$o6~OD3~|$&`)l<52<UPO0mrI*iCA<f}x{!0GwDR_gH!
zKUx*hPIhnSe3W5B6W(E$m20EI1rt>M%>D~Ff#7w5rCztc?pL0qL+B9A6kS@h=CZ!8
zzh#XOWmyuW{{uu_|9F(zx`p?6WaR-3V@Zi$?wTs!%J5pM>z5F_n?rsFNr|r&76j08
zkn3h+I310A?Z;B~86&u5KdqY`f)&j_EW4IxB<EDNi#`A0pvT|x)+)1S%7=F`SB2uc
z$o^x=<IaT#(ujR<svtSr@-EuYG4ki*!Dp5AQ(M_rMg34*%T0?m>gn3(kj{lrl4mks
ze#B-Ac+HqT8RNg{{?%wq_#OXMsJoQmn5fg&smH&iBR0#sn1foAQFcN|9IYtJ<BH_<
z4P|(^`uQrI4tierSgb9k3sY|Bq}qNNdk;#=IPLYVP;WriHHUV%5e*RjDD^Cha>2X~
zp4d2gV&}@(F!F-{NP5wgE%vq%UOZZVwZ-|hH)ORGh_|oCR7Ygi(CCg~M^+Puh0U?Y
zMxK5fCPh0%BnQKylj?-H^+X!P&MM0>Aiw;Ju9w$QHbtiFL5b^N4W^}|rw%34HTPor
zlRrHdDWcS#H67tJ&`3B0|5m7)f}cI-%!P?tIN%@(d_CmHms+zez)e}W^njMYmMLLP
zC8g1V$v%<ca=UAPdl;bW)l6uUw}2Re8BZvVxIwBDlCtIz4nMJN4O2R@eyT(msOi#g
z&U{GCv@4XZG-!|SZ2<?UV^N)|PS`bz;f<9FzuRWE(#Qy%XG$;j?NZ2YpCkzyIRO)f
zjRf(SEF~~jeO`Vci_R_4Q6_&!wl-J5$CTvEC~*?f8w%u3rk^86-^cm9p<>)#S2njS
z>OV4gc>0_Eq<UzfEX~Iq{0ud_5Bf{kvy>`;83~;y#bQiGi**pC!}9efvsPgP8C75b
z!dAjg_JUH_o^p>4pFp@lCzyVSfS=%;Yn06it8-^~4LZH49(>QFWbapLVH66{eKObR
z^I8eEn79uYCV~pIlWGx6@o#Fw`{4v^Q?LcIM*^242+p3(@O#7J{$KQZId`JyzG!j-
z17{({r3t=bT_;0lefjO>H%rpuJEsUEF|hz#{UgL%eR%X6LVpx#V%XQx47;SbU-tKM
z{7T|X%$t;N?RU4D#c*hFPL4F^B!VNptm)@EI3)JtT8654dN(??<TrIjomF<^3@X=E
z$?8u%>0>I{Vf$Jl;)J?}u$gAWt*8GH(q0T{YHUSj={CfYw?hUOcpVCBCODmFtzTme
z|89pC0vxoS$czb$-s4<qt@=#T>4da33L*)?qs=#4m^am8Z!5W~1P;>(U$0u@yJNaK
zG)KKgLKpOPBn|M@XxMC#P5NcSCB3Z%`x3VGqAH(Z$dl1EtzYiwA<th-e5*JSr?OR3
z2B0^G0u!Qf$CX)U3yY*4Q5DJs6G?U^y2j{ew>_D@!*uRT;kRbk?Jx0e%pa1;HN>fh
zAXIVwyG)Z#JKso$+UTj|YM%dc#Oyk>@}MCjD6MtpW0k~<LlgFTur60Bk``xVIDZk}
z_pWA)E6uSMb=3SU(jMLlo(yv=_|ZiU$!Cw%hRG7$t>AQsySQw#9lWBudzw)BqG|7^
zQOMj(uIle6#&Q`K#j)8aRlk{*<Yc;wM4UZtJz0Utc|Tm`0aSe<e5J7DHiYr#z@@b5
z=(<efm=FloO16as_&u%mtE~}R$41YxaqHL%Waj?kTU@{wbN}Ou|Ko~6FbnQf%GrnM
zR(S>GDc~K5ktUL|$1mRqEXR|(v!^zlIH>q>_7qh4*lbtX=)e1s-5bg>cillH-C7SD
zep+86?5k}_oM9u7US#4x_CQhJ>{VA&=R0?Zp(^{>OP7|YvU;MR%GDYDhF3g1bw?mM
zn6{6Rz)29{!}%5c5rv-pJquc9itff*`6ud((iC+6Xgz>2DlfHW+~{Xp6kqU&MpU=*
zBn3Wpc=46}BSN079WO)YNJ}PMXFOXuW&Vv9jy(10U!Z+Bp4e|O-#bjm6M9to!S)U4
zR?WMZldG=hBA9&qM(0bGvw5TWuiWyf$QXNxt=*2G>&<WAjHa~X$Yfm@xicirjrs@>
z8sgOOoLr;8En^^HbP}PR?i{i*L*GNVtI7;)-ny(e>YSi^^d_j4nhaR2jHh^8OwQC@
zK7Ty7Z%98eA6TD8Wgy2Mn~X9L_=-=UH@1pfe~=YR#ALC4SgCaPcBQmHBC}_?*><oy
z+=WhYQSDLpt=QhxtcU5lSByz0$&dmb?Tr%%8l|y=UK;5DKyIPYb7ny+toqpT23>U#
zCOqwNe~70C&hz6urPBFry~^ivj0T93*^aO`$MTRULWB1|V9n{`H>`=7m~M;JZzoQi
zqM-VQE{9*jaR6D&I2`*BtGRDCoSAUv9{n-QtQF$0+%x51>2vJ9mBo<|N)^7&VykU|
z<->*diCn#Y?IRMxWg92=;JnyXy{0;3e5!+`&io%ef^=@I_X654d*=%^$ot3#hCQ9^
zTnIY95q0O1GTP9nA)K=x&&LpY7M)YGk7)Z8FUo$nK+EH+`q;CT+Q+DlNf2=eS3_YS
zPkIx_Xl_*x{x0uv5{KvB=CC7~W#w;`n({a`wU(!fr4-3SJquZnL6zWZk1JUGnew=^
zs(*6}5OH=<Q4wf{(Dr;Zx)DDU)k9T^i=<rS3QW#=MOU!G1Kr~cM1NKp1DP&g`{s6T
zSW>>^?>{RK#4e+etFrp<78;%C2>=yA0%~!@k7W^a$6Q8J3$*q<=r_Skgy|k80dnyp
zqp~GNpW<BANucgR;Ea&a<ceWGHzXO48CayGcIPk)6YmS7=kkI;*Xo$MZRQI$k#`d4
zi5yufoyEbTC^I$Uo&eYKJ<S4l3vt3FxUR_8eN<yyPbHb=W4&A-`%eQmUv^Q?88X9~
z>FK6WFr!YV`3^wk;Jk^x9+f7O4$3~PxN1E<<}u8ELOQpXx-AgnEWWmN)azk*+ZMrb
z8AXoRerC$y=N@*>CBZH^*?ubL_qgXF-=m0J-qK*ooUSvJhpAR6j&e7~_3Jz&dM(0l
z!9%av4~OH{@hjP|fwrYvSiPQ{U^x21lwtPgK}K^B+^vVJ0={^Fio#y)r%didBQFBS
zqw#s!7!=HDrqmd1TtZ@NM!os_q8KPKp^D0M4r11*f>O<mNnX%zDYS3uEE{!pX*U1X
zri|%HUS4=2a<}KHhWjGVM9JsbP+giP*9^=Yjc^uFuDRZuBtiaf1Xcf0>G?ku6-w>L
zXncje1}cYTFhJC?Ai5FgOWqei0W*#$4$Hp6<^Pjs`6u7<f4nLhMjWp>nfrZQDq+Dq
z{A62pB&B0?Kw+aTq8dI^x^NI9fEezs9j5HY-n=YGV&Kzl_$H%1;l)37B!1F_xz3|^
z;%|c)p-t($CPRVM%CqpzE5^XH2$GQdyrF6~pI%dA8m3*78BmmNB5qtJs~qYov0rw3
zQaAau(N~_A@N6evLcxn@X)&+pXp7jWPmr6&BTg|Xq2tGRv7#Oh3w15ZFjl!JEfW8?
zF-z`^{}?a6KNL+HiDOvd=gx6tS??Af&ZtePo7b5Cxn7$E_lZcJqEDjCK2Y?}-Va3L
z|CMtB%CzAae>?p|D3%i!CwX3Oyc-n7zMPZGu4T^_+zC}4p9$S_vllUsbww|tvT&xL
z*}E@-W3>07kpP(|+<oft;b$cHo#P5h((w&>IZ#Xz4FzdjjX@kWidb#@ydBJJSr+0k
z85|TGp4fL8d{9N>^-vrhIex9mLlRAE=u0wwpc_z5Jj|FnU<_A1Cn@0%6wfL)E`5af
zkdv4i##s))(f>=OBv_*2cJiW#EkNxua!*<9EkJa9@ozPj`~D%>qJL7=|CE{i-&~7;
zti>75XM9YyORcF~JI{F??F^{xmpi8C5ypMFOM-lL%ohTWYrk^-N+|LR#X}2aYYi{T
zZ$V5)^{#!C2u>bm6Eb1faCApO6R;uP-g@PUu(Vs?n(A8OtJJwbcuki(@>@4HQ+#>&
zaZzqMsgQoi@IaU<$B1w;Q(~%tv&&Gdk_vILjKQ20pO2YO3%EHxj~-9%^>(4iI|c8y
zjvpRlx{pToIkROV8*RU7XQ*v&V92s<Bb=JL#;Nq@WXl!E_jzPLnAEqZn8+TLd7>v^
zZlk!WSRT}=Nkx{GQxkA+p!oe%3Mqc}7bwD%Wjb6ADQGY8QjnIS66CpfH!Ojwu=v98
zw?XY>PQCCGwu@!MD@pn@q-CSV7qcyj%L4lnwGVO>_p|o>S>NrNh3t3pK4(;s*oqC1
zTDH!@YmMdwZ<sSMH*v=5PZ{KL`aDa&7;W7-2p*U!A?OXuo^L0-<54%U6JlT6eI#qG
zyQFuL4{yk~`K}L0e45nN{C51zO_1(<+>7LDmL-;fZejgo+;C~JF*z7tvMm@9HXC6h
zCO>Aw&E#6=#97gmU22ZUYLP%0SU#&(ii&Xsvec3@bqTzBKJ>a3;Uk{v%h55R0lJn8
zw<=%L<#U)c)8%{YeP26`hl=1)Z_-X>LUUG;Lc2N8p<_K#z(`*FVO9V6C@2ADtRO>!
zvJ<v6iB*cj4(Jr|fCpDzzvGMGSZ0%*F4LVdu9<pCd}St1nZjth*Amr0GPZB@CLZ&m
zL>IP_9rD!3sAw~|Nqf7Bv1WO_eoM4qyyLgzaoY##ez0I{X(7#S*^NMpAgO2S8U6VE
z52FN`@`ggwrbk>k-WvT_`CM-TC@%Q1(Gp!*@PI?qc^vpU^H{)_|A1-@kNMv6`&`FG
zdG6~(8Zr5EX8}S{%WXZ!39W|GT>grs)tqmf%`fszl_3$om?fc0)9DDsiIEpHJwqC)
zzeBTB^mutU6R#W%bBc}Zf03!4c6gB_$_;}2wTXPA<e_G)6>F;*bm{rj{ejijj`kWl
zHdBsAN4o0@<8LLXvmVRXA?&WI9c!DQuck2gJ)W|;R|TgQjh5;!s*a6%5eZXt2#`=d
zq<J1fnm;B}&<g;s%c?&K4C(SnaNpu_%O=<6{W377;g>VLkY_`KME+Gh)cuMXQQ9f8
zqk5H7#)$kWcj0~b_NST{N$f0E=Uh27M&gNBOPq{~ul~@Hnpw}q`M{=t`pq}JXnF$0
z*Ylh;*9bU_w2oSgSYc>_zu-d5UZo@WwB(o1m|6F;8koovT6ux~yO&d3Wfs-HIewDf
zxb~<D_b_#mWbAw&S<Ql<%ILg%Lz{`0#ErXE%n_WTD@AC>tG1bc!O7%?6yl$XzRyT(
zD3;M{YN@G?8m`aOP<yGOU3W^F<Rz7caj1MBu^-rP&u70!>8Ya>qdGF4Dwh6v!<zz>
zRfFTu==e@L&5iqG;HHqGNIZ-3_!T^!%+C?$ds?@@G8^vx6Bg$$&d9n6nPNL4ssQ-M
zE(RS5mTeg}=UbTl_YJoB{PF;4V3p-~jqOn_8R-Pl=>v2c0u}PwpA3Y62qw4lhr;J2
ztsOKp<h<}Iu_t7BEX2ari|7dLBwf;e&DG&QdaU+^_;4!#maG$Cbl@<&YMo-a;Oc7M
zE2oJcgu#EToI40d{#U~9KemRf$@@3A+TgcCf!&iNQOTO)FTPOc^3>S)2o%Y_0B7=&
z#E*TCqL5)WG?e)pKmBKy{_kG-qoXnD6urpdw7|bzm{^kf%sB;s#KR)=AK5EXp^-^_
zhN;lETe?-0oe4c#W%fmWI9P^|2=Xv&avA4b8hb^SdIN8EDk}5eG0krpH;am4Ec41%
zWY(f6YB^C+X-ZFU#jIlDr9)|RZMQSVI>*bLD8Z&tu_>J7`9(`wuU&`~C_crLK&ag0
z(#T&?%A$t&fS-})Y9POu9qKl9kbWmH{-NFTf?P~-qkwfvtAS0B9hY4vXno!X-y=+`
z8q=6tSL;r=P($W>H9I1uq{`|YPeSw&n9;3FkyJp(_&iKgL#8`XbDIci$co?bk5~D(
zXHiDY%~;2Nw6nFRImu{p3YJg<O(|&>ANxr~BK5u6i1vAwDe&B?-iGy$0`y~Ip@a&f
zJ-6N?J2Hl6j>OlqMr&>O#&(n=UwzmyiIeKiho656<nU6^JsYkyF7)q9$t)@JyA)yN
zEPR-*NmrdHM?mWdzF<BYtuclv5OlMf^kwm4%^(q;YD5EW1PedGZ(m}!Q?DZi)}kU$
zjSUmtR7s=Xj(;Ca{^4GGYro$r1jCJ#Gz~V#=M^b_R;5DKr+`tg1(klqDzXt~BAdQe
zd=#iA2tO1rL?bb~c6P`n=_o3`UqHKO+49CRVBM?wZhtESyFOl+R|g0YMp?~M4@`Ah
z>tZy76kor+#qQ{JXU}UrS?=kJ;;i9+v(*><;Q1Gb<l6XvlcopRYBD58KcSw8VZfhs
z=po55cH}7*;Lt>ByNTCA_0vN~Tzz7n&o)Qy>Gq36;XZ-NKxTw}QpbI%Pb2xqr@lMj
zVuY`*(!H7*Z0-Yek%I1(3RB0l0;d<BR}2^3V_#>7D4KOYi-nQlY=1SpYb}+waY$o5
z*IB=U^{PokalTx!or@LsS{lVgx!_`#B;%x;lZ7wotc38_f=@B3R;9enioG=Ulgcuw
zO7gPkZ*H7}?2cSqVflHt&gl}RkeIclCo-Of72(G&@S1w1%(}6-wy=Q_doc;J?!;wT
z7w5F^vIFgO-1&nL8O=u>(+K?BQ&cLy`DAfBK)7qIq;Vz+BNB>max#1kb!mQ;<%b5I
zS6GWmJ@xc2gyFD-%F#ryOgHlZjJc0TE&!?B=LvmWx5oFLBlEQWt;-fJ8r&X3hj|z2
zZf8KgLvEdYfa}iWaoPAFKMJ@R>1e|Mu=<|(ItOX#eQSsbeey)*Ma8wE(ctHbvi!5-
z4RyX)d<;ol7VQr;A~g}m5^rZVR3>d|DZ0Zlp2&uDCOV)`-G#WJBj{iDxkvPY$L4lh
zApyw5+arsZM>pDNux~DF=^vYoxQd3v3x}zzv2@wB-ESk(@uM~d$(@uqm|X^&Dll_r
zJ)`(fgODhX6#U-64!q(XFPU9ujcUe(#u8!Eg%vextQlM?{Aj998?29Od4`EogV^;n
zbWV3FSiI5wuECe3>JWXMnOakMao!;H!E=SCZW><u*?tnssmqxM;N}{v&75LDd*dRb
zkIfK9O>z>fMbkTuou@5#GY@o=>tP>>a>Bz8*>RNA7qso{@{FUxBF+OlV0&**%JYkC
zw@39d_@lZxc+S>KU#<NldHKnSX5pjW7UM>~8oQ{4CM@Q&y^wCy+8}w&hvea2LNkn5
zQ9YirW_1NCfz0>6Lfcktu%uGFVWaPzUCNxGY7Ys{nAm-cx>h^km&2;$F`EaU<=Jvc
zVDW3BcDCPX1$7&zke0mhCej>00kE@uD;;t?P{{YhW#u&U&`7|-=%nm6<{_QmrKcVs
z2k|_BTM&EI_J*&2CDc+RBLqmT_j_-t=_17iY>Ip}m6|fo6qPW<8c`;4$C#3@&9pv#
z`w+dx8(gzs3!{d)M8<??R1J*IRA02=7#rH@{W_~P{jn8dC_>Jb@U3C^<*_6UVO#t`
zVsJ#+g0FqA8Rl@n^Usryu2`SPivp_NL=9#*Gy+S0dG8!d7hfkn$8F6p;wAqz-v8ap
zqN2ES(Vk4*7uCvu931G(oMDaRZ^PUB=BvCaKM_>C@w{#5=dk_4wL1-8=M`yV(p_wK
z(%vX|2q;=X6r?jSeM?s<Bs@(Fz^~!jtv{PmadZsi|NhGB{9EQuqKD~+U3V0L_CSF;
z+r#o_UQd<c^RB?F78m8v0BYalh6^BwD-n73KZX0OqUxyAO)okGRQ!)F5iDA7QI1rI
znIxg6ECtpyY!n+y*nI*LPvLfR-ywFnHO5(wSGf;#a1y38IeA#}4pveV{wpZ_PdEPm
z#m@>$aceoLQMhj;MEKn%FLR)Rw8v`$hmS7!EjNn$j~1ZD8m@L#<R>24Zc2&xC^v2j
zGGY<6_~Gw-k7UJuXvmP^R`xR|T)>G(d?l)6NRrUgi8Jv0&tWK=>zN9#d@x~ipv{=l
zVd}~&;GFIHjreQl<xe>Xz%f$-n)2|hGQ-52#EbKDGCP<ePUBUBiswW`q*6$djXAn#
zs{L}`ar@E$-5UFt`-4PoCpIrZIEpL{g2(8Om-~OhL^r9Aa-e$b%Xn|(lyRg!QfG|I
zpx@%QGp{0^QeY+W+U7*X0jViRn`n(u<uiXeMV3O>DU@S{QGYBffM}f)6_KZ>Te%{A
z0`U1{mtXmm`(6{j=JSh~=JuPf3o{V_^Fpn9b7Q+nQ(X<DYk%z$lEJ|uJ4{g4h5j_A
z<+=YkhRKb+03~b2`fH!Gn^bo}IhcBCquiEcOi0F>WHBU*hMWF`Ebro>fKCsa&_^jC
z)WH0rfFL-TlEub4nMoljleD(>Q<aKH8VorGZuLdJq;Iud*`BTbuF01nrQ_oZta~`3
zH3HbN$fBH%p`lgIzd%iLsQ@zr!NyYQ!6yW?8wXlAC_*`?hlYW6NI#eRg^8RftpC65
ze`l`t47D}Px2;`LACmoC{_{rd?^(qC@}*VlFOcW>mQ=o-hD?|OaC@uq_l+{w&?@Ua
z%USjWvIrgs%zgGm9Opf|B2<^`&(vS!eh*Rn@2-QQc-;kpjWzDi)BfGP^xup7uV1j>
zTU+0_?8&7*qyScd?`?gf_U{{ZEFQpMz5>ts+kEu+0t+v42mgLB0nnKd&{-QWaMkua
zz;uAYuKpS9-$s^CYjmp%7~mhP`Df%V>K=}O4FT@~Sec===KtQn{!EBB(l)1a+uHZt
pt2_S78jq_8wv#<+z(D&Ub=t+DeTrTr-E*16w*OM<qWf$9e*pdl$E^SW

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-105-Direct Preference Optimization.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-105-Direct Preference Optimization.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..264e0fcab2368d95242c179adca8f5717ab9bd03
GIT binary patch
literal 18513
zcmb@t1zcRsvM;)DhoHfo;3T+P2=4BZ;1Jy1f(;fl$>44Q5*XZF65QS0-Qi94_np1>
zx$mBH&wanQm}X7SYOCt*s()A2dY*Y+0ba;S$w~n*FaQ7p{R5uo0SN#Z5fKRy0T~Gi
z2?Yfi6&())9Sseg2nQDnkBpdtoQ#;1l#-T>o|2k{hLn_nmyzWSI~Nxh1wFqoABPYd
zCl|+`Mqp4-P|(rP2{AATIjBgfIR3A%=QaQv8HNc~0uF{6fW?M^!-je80w|#4M1c9n
z1^j)%z{0^JAR-~7prSzwRKEaVVc_6k;o%Sv;NhXA{h-eQcx(h5Dt2*1T-EnT)J}LD
zLGjthG;e>l<ExFH&~koo4n{#Gcu7b^O!tbOfsu)en}?T=UqIrWq?ELbtem=rrk1vj
zuAZrxxrL>bwT+9bo4bdnmv_jg(6I1`NKiszQgX_duiwBqxq0~og+;|Bl~s`Hn%cVh
zhK|mz?w;Ph{(-UaiOH$ync2D3we^k7t?ixNz0<Svi_5F)o7=lTbin{{e~|_K{}*BZ
z3tiYyx?thq;oy<}&;<kQ0Znk&@Ca1wh&bY^Nbj9+sX2m>@!rN~|7=I0;Z!@p|KL1|
zN<hoCN_YB)w0}_cKO-#o{}W~ZB<x>w%>n3eFwn_^!v;iw>pMAhSur$8u9^|q9i~@x
zD*h+r7dncGY8J)ZoudBf-CXrgPyR^<%IpD-mw5KZs=BwPiG5kT&bQ=AItD#qr~6W;
z`?|Ld>Qc(ZIUQSEym5Na&v5@Gm)RYdh4h~VL<(ZM++IZ?v1d1Vk2ZNv`OA>jDBEzf
zou{dq{IeGAcHP}*;-1wH7h;m$GU&&0;||PAdda23AA_+z6|+87b&b0xJV??y{{Srn
z{<}~ZWuPqW1$A_$x@5@LktJcPC1G1p`icKnOB{ZR1em50o|n0vm){>U|1sqD-&PLf
z5C`(=OlZH*QU9x_GoM7z+b)kBXo=&0l*k~=*oscz!1OEnPviSft)6uO9v<zv?g5~G
zk?P61FC|L`?b_u(x=tKAY^l#%VozWAL%he|EF(SYI|Oko75uBFzjARdl#YKfsDB^K
zYvMfdZ-aCXN!!jR68Uc{U1n9875AA4UjL!xZ))qdi|<qu9}oVmahA@Xc;7xc&i>&6
z*<al5#O<Tsm0I&QGcEfU=N`L~`P=A8M^kzwF8|S@u^w+l(f5_bsFkse3=U_3(f8-X
zBwwbY|5^vxsZ&sj0`PK*%Q|1{rPFKOjebacm6IxmK^>X{Vt~Ptd+W%bFU-_*+yj%-
zVc$uY>NKArI6=ra#36`kbP=<^fXNh}Xl`9iBJXjw*%(UEP!$ByIWD8)lP@B@V+Ni4
zO2_t9Kef46Y-mVf_%WD#7|1N&WsG6}@cP4DL1c-N9(HrmiX&shm2N>SGFUfHXFb}U
zMVT<Kwju0@odvT}%9|r?I?XDBs`k{OGpgb+(ukcnDS5(d<prl+3&n&h7KSG)+iFAd
zf#wOVIY}h_SfF6g7-(bVCNgVbNq?@Bv+=i>VN{x*AETRbgdRbhyPXACmJTT%=cpTS
zbJfy{TVoY8sN~ghL5%S~5tg3NBF{eM?QAfg*O%w2>?=eXP;B$(&yqIL$FqzEomG%N
z$ki&MD20158Ojd)Ane5-@ucY`0AJ=e=k_xjhu+S93F$3^6O`hk{mgUO&(~IxIoIH>
z|I*RXXMpd~rZ!@sF#L6%!ov>{(c?rT_LJkbDSy^6d$wcyLTz356VACn;Wg$6wwLUR
zq?t!QxG8C-xmVp$oK^xNQyPTJ9untdg9l`eP!5e^UUy|;iH(1sW~so0i)l(c;2Z?p
zF8sW;d6sxb)g_}e5-eqCVLo%Lrk<4CDR;3VX*Us!%5%v1?|kD4xyZsSkX6I`olx?+
zlvKlUvE8}w;9Q!cxYLeutx10^Jci(0rDmL!jXw6p%-51j{Ao{-0E`=t&O~E<gZ_=5
z2y>cqvb_aXa3fB?EDQMZ$(ZBDpJ;D<R2pOF_${PeLao)U9x!d?bx!@`vlqG%4mK5X
znP%3Z6}&-PkW5mmhOR1UJI*ygzOft$PS_^ISLI~Q5JLWO8;RT`ZsXxxEOrdkJ<+6^
zzw7<hMqNp7@)k1<+*yB9xLT^4Ko8bhj^=o!;iqH;SCdnfsP_{(wXY$RHD(K>@qOjC
zPXvWw{*zZOT(?8K5l;q>E@EWW_``co9HSTVI@=9tKR%mlBI<0<eapU?mpX;-SsJsH
z4Hu*%k)@CWcIuF}iZ(Ks%~^$tiSK^m(>Mb}D_c#{UA%K&Vw*f&<psY{{ZJxHx}d2z
z%d-5@T{>eR($)Ow$8I?3<Y-9n%Zy%O+g`WUPld8$8P9<1ge7#@zocDp-I%)WY$fK&
zUDYj^Sh!7*!0auCYX-bok@B6CPvtvR=UJXy%hB+eiWAtEiAuwJ^@NtlGc|)(Gq_0H
zi+;g+o2eivv1jlP8<&aQg?{(=Fs2_d<<h4R4L*B~?5l$DeX+dM&55<K&o_BCy=8J_
zS>Mxpe~m8m_ZJtooPjuWaVccVb)nO4z?;5KNNvSTn>Ap45lNvH+~c(%k4%#ETCdFf
zRIpP!$AN9{9ec1$ynAM6h85gT{*86ojAWSRnwQIF_wS6{IX5>f>YGW{2tv#Dn9Z%3
zqoP+(wC(r$z@44HPG1k&);|M~VEY%JNW8tb0)>$+L!w_;D{(j(*d2GZV$B%-a&Vl6
z8T}#Go2L25+%qRtW$EH!%Xnrt0f}BGB!|F^j#&~7%dL^D)rM&~VW(^-#;m>maz4o0
zv&07(_vNXaUEs^u^pK!6r8&>ST#w01>=t(juybLSa1e6l@~wk6(@wvE>pj_P@FgIQ
zKJPE$hjTK*TGx8OwOqXqz_!J){*tKZD0`lwiTdJ5nEx^hOPo;Xf+nBU>8_$H4s-Wq
z!JOAd{CKd5;xjN+eNlnC3m!_lu5mdIl3ELhz;c=k<gqH}afn<Z38Vi!%!u5L3jfQ@
z$1>mM#-|&s9k~_{x&3;uM`#k)5kwMRs4$`Igsv`$myl(-s_~=0*pr6xbkDYz{LBHz
z*EozTzA2r*XOoNr1rPnQxEf8~ecs6hPc6VL%@R*Kz?`weuw#3Kuj0iiW{QyHX~b?V
zFOD>Pd=X32I+`AMyQ47%wY{3`rDo<(q<r!UI;JAvL&StvWdbuKyH-M`*O~Czgm5M9
zjdt3NWp}N>Gtil?e8}cMX@|>pv<+A0`~;kEXGVQIvOi|Ci0O*vBfo$-`mrGHj3&<I
z9P~JaS2>K|;E*C2sqFqyJ6w<D3F#)3Al){At~+;w%PdxuDbt{FQpjh0J`PKNp^1kl
zFA_DQ?UKCN3T`HQ@+1A{Ua}3=9p2dL54t%)=wo~`)5Y|l(?g$C@ln_C2}q2bi_^!(
z9!HeYIm{}Tb&BxX8eYtvqgh$YBd5%hEG*4faSoIhrMYL{3)1+B?6cOI)>p0??lQwI
zs=ob_wOC`%EU+ED!zvyGSP?-CKwdv7NRJVgMS{oErjnV@jC8WjtgoF5%oQEElLL~B
z=!LCXtfDGSB$cv>FOhP7KNa7yd#4tQERvM|LvWn(GzKO3!KoQtgKc`{8E9Z`I$dgh
zUvOir66^I@o>n2gNYrx*vGpWx5BzXfR+BST#<)@Z@##Z0<VFysAy!dcEn`<>Q$l9u
zQ4w%nBCP_y{si7!i0G><MHs&C$o-6Uqq>I%i=GRW2HwqaYA2i3$6=NutMl+`(m!5^
z4(FRtgga3n(1(kRUhBI*P#BCLDhEIC7R)^ehpWp=+HTjJzx(7&0$vj$Zb)A$ESAO0
zwDS`bbU4pl&<0<#qDjR`jj%#~EICV1r07r8HEXYa=r0kzN-h>oN+A1PG8l4$3T$&N
zk{FD<pDO=tiz<^Q`GOL&ey!Y>cGT5QUaG0CF_<|uk#cz}I=<Vjh2-STsA=Zmm$9Y(
zH=T&?G!zm#yv8Wxg1hu%+`24>Tl}7#yvA)K2mv5(%;drw>EAyqYh!+;RTjKqpKFK<
zpR)jG5LeX)&rz{0nV}6iDI3Giw}zUH9NE*R^`USyCI<UgC$1WY^ZJub=GOV?$+G6s
zn+c{OT|zZ+%d2M~-saxjGw8<nTG2D0a~Wg*ZYWu3&gdsy-dhC@B$_lI?Uv=)$3|uF
z?9eF7$8UGhS}%hiXfv?K%^|WLkraM_%M<yH?c<kXk&5D_>dm!^KHaKek?LMg=&5D$
ziE<Ci4^}SzCkZVP66o5}ust#Bee^W_>N31!w(S@2m(1pJOtEbcaPAPv-dr1fQHo3%
zV>beWN8&GW?$oV2=_^=aqdubmwrh^B_1mX)N?z<?H;P(2Mwq=RLH->*YAEGg87xkb
z?4o6iR*|s9(>QGjMjmo!iRF9Pf%|$BR50JU=7*ucUhJ2ng0v*0@eB}T5&KQWS(?Ij
z+N^N)AmV@JCBk3w3~&3f?_HDWaTOChPNbfg@%2eFe=QDW)-zK{-zO~+_ecg4ISY$r
zvPrmnuYvnVxICnGeqa#q9d>V-_$g}t_M|I`eur+Lq+Roqs-ci5s)Gj$r|o!k$uj`k
z7!p@*8=!jvuUDR3u<)2y3~9TKq+Nk|WPn3kBTu$leFnlS$(Uv-<CnNCqu)meyBL&5
z=I?>yLK5btWg!VD)a_~AUy$~VW{Y;+@5;ZihK@PJge^SbZ;PH3SFlF)nwH69RFP9J
zEs6>N+irs#_wqOIF$!{Y`l?z+gi#2~d@|9kRUTgHBBWV3XGdrIn@%^oy==u?tv~th
z&DazVs{j0priwJpvSO@;{$xykRW;{!UTUy$5b*3i+#K_zglK#|;3&b}sS_f;7)JFp
z?o7Oqn;eYBC5Yyf8NeD00#_H_APy{dh|ch`y^4-@AT?Ppb8+;gYphM`#cbqq4}AC;
z9&nn4scgi{;j3ZmSvK|_CkPL-Ucq#%<{4Nen>Ign&n)%}L!*lb{oD~Mfxa=Vy+#o>
z<vrHU#mgb?g%h-0`a(%0SzqeL$;-C5+r#hspeywb=pgrY1S#9>z}_jolYDZug`_^N
zGXS40tMxsO(k%J{rn96^W)>Xb4u-P`+f6{>O;%(Y*Gq{!(9DwtOzxVU(XjH#=EgNI
zc1{yZX-G_02<S`{QD5!}=9KK7N@pXc?U6YveC1%QueiuoUD^ISR*K=hKlillonlS=
z$+=qPkEoCG_R{rPm{_Yk;kkRn2n)5262k44=!9ljNFf@&__j7rY*QbpB5B93_!*?6
z-ll1YAe@j5HLhMaK_=)blk;5P*Z&X`32qi_UqXbOG(%=S54wro^<#RGVd()YB1G0;
zw_#AVjy<c%XKAXr^7{F)%!-`e(``AOvyx&$!rg0q(Bh;&UiDBtPj>#EvX%J<UA!Mp
zQq?4@7j|pSq6R)WV{<(b1I`|Hgjtvb!W_#QH`6RHome6vDF%-IMwf_XS-ZbZZAfHR
zVpwO-OyNTMD&(tA-nlRFe(8F<!S2@kC1e*Q-wKyM98EnP)23FU^qahX5b$~iK(70W
zG;2rE4Zh5%?1}>+WHCz1yuC%<D;*rl_sNU4A}Dd%r{=K@<94<mM3lVRMAsDqV7r$1
z$Z7PW-^5ugdEPpSk=Awz#;_kFM&|EMo$Yxj-uI#;gk(Rt6(YtJ+#t1aqV>TS$PB0V
zE?rW{6&Cx_fv*iS)#J3-e=%E%@<{LN)fi)b<C<?|l~+qRWqVP`viy2mj1;j{xF>hz
zKB|ZdP2Nxx(xOG^GC@2tewf{I!{4%ommm{<v=}Cb>7vi>OPzVpGhk=9)P<w<<~Mt$
zkym+@#K}iu%g|Jb_=lNUxvHmtburTA4nIMq)Q(-ZD=VWl4pFb#w6(ft070HbU^{vv
zO0XjVnkx^_cbntw_!aX~7v$sjzB|ns=}g={KyUtJI&k&msjPS@^3&S2;1{I0uTYJo
z2dw+!@7!q>7TS2c9O-m%YC2}){NbYOkKbJw<17E(WM=%68ougyRykC9tTH~0WEe85
zCk*k&nyCzi+!8OJEC+t~6)sRl{`||y`OR2@?1pJG;FyWV#VV-QG-=sXtvjn5{7p*i
zws;wHRUa!tFa0~APOabMj=*%5r*!-1jq#z6<+<;*>2h@1guv@yn$ZVYkJ9h+b00*E
ztl&z&`fm=nlQrA+h>$!y19(m1TW+_l!jp&o^|vyIMw}SmTZnHuNKC!-l0s-P5oNhx
z$i;5XDSl`3yoPEJZ)MQsqNv=-<7$2S3kXYm^h$zww~Gkfjqzh+c})evy}nEvtT_Mr
zuExrZK%4+iVTrN_PFkSZNB@FA{^jtiL@d~w;LBVS+L$)-Ce-W|Q4HIL!B6Mb;9q)g
zX-%}fNVn&j>mg_|5F)NpbL@`OTQAtE2eMVJlY&g{5;;;?8qqBmF;b{NZ6PMXkh~Pu
zI$2!$XpY`X6Ti&e@2R)<8p~I2V!bth(cD62u?}5{c_G%5A8tgOVr@D6E&xQT<RR|P
zkHd^TyedXa&NB58vW#iCupkFQ_f)}Jst~=AwPxDU+dNgHuG3~u+#OWLYVSAuCY4*J
z=wgp4RC)ZU=<eO2@2TJZ1;v~YdZf+*+-N@p3OxfW%fCwZazt={(}lM%&;A^Za{`?!
zhk$7tJi@n{(~-ef;*`S$>_%Uf;f~_Ap_V5+6_`H>?5bEJX9stTs$eyW1Y+VAWyp!o
z?-}x!&}3TdT_{N!O{;|)`<%7{g<=Wt0m!?u8S9BV*8cU~nqO3EY6IA;<IQ@Gzh00-
z&?_CChFchJgJ=Plxl*=lt0f~g-0QMxWKqwFm)GO-vZ(EFvUND!(sIBE9Gum<a1m0R
zf|JI|#D|3W!Q>8sievnSifS2$vQJK}X{l!S;ao6g<RL;}Wg~vXD!R!P6XGRLvv#T>
zZ#A9$6psQo-M103Xt;-B#AfIw7hHw(!H&&=B~#N=*FK+cX)4bEVWcvSb<N6PQ_@;A
z(h?Z6SAlFN`Wcecclcy}Hs8I|lg2rEoroyST;?LGnPn}`Ouvy!j4)=Q8Q}Bt^Y4li
zt}sx<=~cLRA!K226@9t`C-AR<u>=@3KSzfl#d!mXP8967F1v$BL?p3d+xr^1lLvIJ
z8V%9)d~jS_lPoFgeYT&@IYSN3!9WcPoE1NLQW{)(h^SsETdp<Qt+J5KgU41XTUlW@
zv(z<vZY;8C9~X?P*|v+Bx0(q|dUh*unO)JGVc)2PKqJF#4e6=8Q-H0_s>L@N`iZqb
zmXNa*_dNzULQ&U@kh!1R)2ktBAVkju#uq=Fz1PZX@-1riISqR7;|6Y5?o|+4Ldr-h
zR5f#3Yrfdhj`F#LZWkYGR<qg<b-eOO)=i$2L7EEWs;8N)&q|BUd@ZgzzaZ@b`wJH~
zJYQZ6*(Ih~ct<FvEitwiq{jdw5T|T|DS$m}qsIUU{`}>#t2&5k@NQHtu%{EfrJ4>8
zMsH|fUb*(n?!C@9?TYtgNCKvk^!r_TNq~yv3;9Ig3qCQv%R*H#WZ4BI8zlIUg|SgF
zL`SEzI6bAA{Ud9uEI4{0N5xkt1I52QhUK6ga*z-zAsJawV)yl3<mUvw*f^v;Bm+oC
ze4^8r|2!9T<P)~`!SO%cmBa(W<AYrmMx#$5uj{xVDlk1R*OA+=N(`*0rnTQJ48wAF
zDJD6{)k*@dIQyUr@R}5RE(HWA3B*rV!@I;}IZZ<=!J=CRWtI{3^~l~qhlVnf%)g#p
zWN&BE6q*C3>~l)y7RH0YZ$hy}l|)5|Wv>P<irIT7o*>ZP{$oo?;*lo>Lc%xj)aV!R
z)L7i0+bG$7{YX>JN^OB52V@rRoAGtmz%mN*>riPIAq_nnmz8p7`C!^i%KD8k103S4
zAuHETrlNCu%}>I|DWoM)y=5etK)x)5i~P1jG18XWf<>NUidj`K(U*@i*TObs8Ht{i
z1`-_X!PsB*mqk|%WBK=GKa;SC35S;f&g-)ATsNljz9MJFa0#3mTjS;KM)SQE0}2DX
z)GLT8{P=U0Xvq|;gd{Gp7=TLyMt1CBo{u&4<I?yrg`C}1%C$gwHce-}5iNF&AZQmx
z_1aOonk2l4zAg(>{hrAjJUtLtFmH`Ld@r3Zoo8Lu%iS<+$B;nHvF8Nd?*rnOqA~Te
zNmY<U*XSC(KFF{(?K}e!D^A^llEI!rytLZLrk`mNu<Wawq}Jd9m<W;He&@(D1p%v&
zi<D!fDiDTnXC!{~gR`)ojj5$;$~1vg|I(H<$*;Qg&Hjh|iZJ+Kc$qd0QU<tcIhoa1
z5u<`YzVNXl>iYM>kShDxF!k7EJ68{<5{Fur;a4A6`)Tal-W3~c@D>-E3Pn>$h>;$p
z7xvo~w^Mii^dBm^A-rwe%9&nkN;$}L&(WzlnU^-uR*pW6%Sa@GPaG~_fC~>E+e3le
z9&ufN(?ZflLb9e08dOMm>4fb<m)ay{x9`w9Ae!v1`*vR3Aj1iadPL&XmW9dx@z|7o
zsjRdlFZvxE5ye=laPs8c^6x3O)UC)-eI!b^@^Q47I>Ky67{awcrrk5IngIoJsU=v=
z2AgP1L<E6AREC`Yf0Kl~j1|0|#2G3h?hz^@fdF)I>Q%d3Gv$+^q^ym~N^(tx?y=$}
zK`I=V-!ob><l1%G4G46N&+mHRh-Fn~e@ryk0LK=n%OsEb_S3GwI{NGF9lh6&(xqZO
zt7G!3(p9l?p-m}cX-t??>=Q*-Zx~_whJDHiLOLIz>qxUZ95fhnlbRqlOP0DxwVv<W
zohx0q@fQ5XM*73T7dvC76l@+c>tJ~{@1g#p?ZL`l?7c+klCGj3gV>2Avwi;#(*n3-
ze$hytm=hb_p_UYVvS(ED`?1}xQ&-vH`l6u-Q|okd!!fD&^oO{VK+a262i2$Fva2sR
zzr|xt536f!OqGv<X@d;c75b+y3M#@$4qV<HM$*NbBZ}b5T|6)jXD>FQAdJx_yqZNG
z!Ws+2x{)ylZ}HigXgTM)y99O1xIF`Gvylo0%q1LHE^0G7rPiL7F_rG2Og`~T#WA$~
zYnBb2EKDLF{P#)SvoKiYRe7+x_JTI!gPAhEaYvTg@(vdc!%F>Jq(1V+4P^FE`=P({
zf(GAnMu5Ue12OQdn?FO%vQF_+$cQBu3>Pb1d2j`r&~I3$d2TI3>qFKYt1dbod%MH1
z-m!99*mq+oXr4yWx7wh=#Lm|oY_wuT$e(36H154s5K^0+_XK^sOll$%%n_WG)-!GN
zn~m;>vZD@8*^|&s(qfrJ518{Z5J77kpQZ4a&0+=Pypwi$3svtwEJ!2(sN#LSdH{G@
zA%#`e-pIp5<DoFC%w-&86AjZo#800u5Qs~D0Z|o0!22I32_Of=2&hWpwJ{9iB}=PJ
zQjUM&aDEKss`!yA@BHMMbs~28J&MeK=}aY>hrP^RmeTdW%E{J=vG4~(4JJrlO}hwM
zc?Q~}jJPD8Iw3Ukr!_#0SWiNXdcdz;66G2JFNzGhl*{z$?~~O+XVjKf#rOwFC&?sK
z3FJP-H7P2}#pjd!>~`6qd&;Y!gNd$LQPvxJ20j(A1vm!?3{P_7daE4LSW*9!;qNGy
z<vu4&o2x9DWQ|jb#Q_I9OB-a+NE>#*#g*}S200^r_PYK~_&$LFCf<?hcif9Wj#yiS
z)DK^}a5_hQXub!Fb1~gJmUG5=dmhGSO$$4e6WWb&w7QydH^R5L%B?qSwWK0Ng<5%K
z`0hG$sP}DO<h2b~zvfDtR$J(~#xn9eJe2mm%+L9X5-V`NFUQx7rvm#zc^mwOGtC96
zP{{&?k>nHt1fZI@?SSt(H!beyPR-&=89+$!g*r}Ik3Sa-D3~6dW<Ve=(p-S5G*{XP
z>=sC2Y~<fm)xWE)fB&8VX)_pAq@_Nh2NleLklOGlU#qHibM)2Y9WEt(#oS7yPCZwJ
zWIzJd#LJnx$ltdhw9jW$&!%A}tL-a=s~9h#6HldXdViaYN*GyPVZF+m@fs#9e<I?U
z?;<JZ=YC6uIX7`z!pm_{2G69uO=eS~D7!F}MC$RXk9Iv?lJnR4rjVNN{;^Iv#zJD<
zdKvu6+PAIqb4)Ai5AQ5ZgA|z~cfyZ|x?g_;x2Jaf>=x-#>@2X=8afl~tEK9{$W4+n
z2Sb4@bdmf;lZ>@B1`x#vT^#>X$<BXNGC_noZr#>Tx0_mN+?Dk2igwuTMca{V@2zIs
z*M4-5UqKEui5RL98_$f!r~{FJ4Xt<frfKX4Ugh9@F*o$n8nHuz!!9h+PjA}EO4omK
z*}UHzw8OH9UgtLZI9w#{_A!#!Wn@x5{LQ;Pntn}MKPQ#BXQ1d}t6bccdmU&Nz>)k=
zqS2)&#h@++6+?O!6~)W*1|+3)(bAc(ZO#_7^nJxn(;FdgtaM{UG);*%w2O6iROjNi
z0%vv*to<_3*9YQ6QYHPA48vS6ZF<v<tPeb=A6NpQ$CD8tV7W^A-@Y6Dy7Cm=P71j0
z%RM*=7-o0|j^mB0FGtp;qo09}zSG`Ev}fQJef-N>KvY>@!ueZf<ohnF3e$Tb%7BtM
z(IZsTS$zX4>DtI3GE__}qTe?Xy>kJe+*zWtBkg0UMceX0PvvOW%M;7Ei~UDIc1br%
z%&4}_zzXMJaTaFEolfdNI;h(bC@Qz7t_~{r7AzIQ(wl|P>Q&KWXkp0P`FZ~B21!4<
zVr-Tv7mS4VP2JXI8HAa}eL#ku2tWN9K%?nJiqAq1nC3LB2o$0*&Gqz#9idtH&D#{4
zb-AJaenVo3p%oqvX5IMY=Yz{LAO`ac_zzP2d&cMWEYuR5q52FgQ^!@cKLbL!&p?YL
z@PEZJF>(%nnwt%*TOeSAQ%;1=bBd<H4*4T#8dZh)870Np0OvCRgEwvsBbM>*BbITJ
z3KG`p>&P0t%eKnKn6e5i65}B7af2J>-G?UIwV@z~oL_cpWWqv`I4a0SFvoMv5}n%5
zz#KVwRlU98nwo!I7KRN28ABE<=)Xyyp}_bn{xOX0hnHm^R$xM+rzIfRA)0do1pLQ}
zf-w5Z@P0?hz8rVzIP4UF##h8d7?)l$#=Px(Dx_)#!tG`mlwc{r@ixNiJYbufv@)WX
z%zAERF)|Pc0evbTo4qe=<`9hOMT(yI&0Ee;9qJPepN;A)ZK~!H9n7w{QLx~;s~WLD
zirWpy>Am6b;!Z6o=3)Io8b1elXFUc!O(A)MT==p`UIS{>S)?V$YIgM}(jtkY^qC6T
zNpWDiCggS&^jwcJGqob?)=%J6HM=lV$HSgVkJkl9{k4D9fV}*?0)(XdV9-DDid^j<
zyn<$klCmnvif1&3_MQXgcs$=rH2QKDvP`O{E5(VvJ8-|%Eb{b3#xr_U_?enseW|HX
zd&+gtR7?MAeDiDJT|LO6&gsfE&CA|()nV{dXYYXeB}X@b`;ic6@H8%}ngVsP+o51r
z&5#CDuJ|dqGWV2O%7d<XfWy@!ZCW<_W@*S$hZ}`1a(IywT{|^N{YtS|!f0zI^OV&1
zfi(apU<5YcezUbB?na-Swnuc8BK7Ik;iN+MX>Rlx*uGnSy2lH!v!*zIw0j2pKzAg0
zj`m)n53F&}imkklXUnV753HI0%ozQAtj-G<zN~$`V#KV?GmYB+2wlF6dhI_qr;PEM
zB%OTFovk=Z8V_kpo$j=Mh*KrZ(VIvJ1WO5+Y2r_Dg}cFC!S;^!>WykGz#-C7OsK>4
zig27(>`(^yJOh^a`^4JBip2*s_#4jvQR{}uNWc=s9btv;SnCG9?fz!83PROq5qr+Q
zUatDv80V=Lj%wnj28$fYyuM|s#F%v<Q||HH?;s*2@m(>@3d)=9XMkMK_|Zf34#WG=
z3#nK1=4|X4*oSVw9WI#N2IOZT5<m0N*?5B)t5<}s^<*<mZAQ0wyjD{sAm83f^bEEN
zYV?wS2-R(Dgj9>!Z^=x=2lqm^cjifruY4_i=Q!34T0rRQ|HPn*$J#vT=nLlqmOp&C
zx0QJYGWQ+s4^)s6p%QNPl>QOzJYbpi2`}K^GWh!x^Lo-yGn78GQruw~%~L>G>+w%9
za+OvBAsHR41C%f&k^O*B@1Af!w%j~%Cm{<WQnPHl%y|L+m1TX38^Y3)zJ#9G=n5hv
z1gPVBNQB$$Mnr@UH*UkW;N;~)<Q4s6&_k$;F>&jLvQofi-IM0n4cgPYdx~qMGd!5F
z(Z3-~`rX)PX_|Nyc@KDuNV6E1J?qRl0vkuR58IC=K((ai(+HFynO|FvOGF_o(ABf`
z`hG8vRaG<KpSie0G|}7JsHeLuG!3U|VWx_!(9DO2Zs^idBa`ZLx%vu~_|T^MiPkfM
z<G#AVomcQow9r+AH%VOy<k`}d`tH&O@FG>agQX+525s;Y2KIQ>hv1w=ATXtAZg{!-
z;wy*yk^uBn;Lg>iFc!=h-9gJ@6SAl4i?9}DfPqMqb;h?34rWYoBjn@eyCRLnAOI}i
z!Ee4T`o&3#8uYr%fI$DN4qWtYaMSpjG^k2AHW7Z<zH&%yHL-jlAVw!j@nm=GU_-v%
zE|=wv7|=IM7C`)2m?7h_*(Plzd_kK0TZvwHq-z=V8ngcVr&tMW&udaMtbL6GA<G<_
z+J3Xj54xU`{+t&jN*z`c?U;xn4oZ_bFguPIrZ(WGFWEq?OB{R4f!D?(lQ2cMw^22x
zzBmK!<=L<SCd6n>u4gzMxBn-tI`yTBjX}_`gWUNtrh%M4wN0OyDKTP4#=^9(xTfg>
z2$4%6ffL@%LgJi32$W>9u`QCk-GWz_piJ%=q`R1G_@+7hmr>vWp4)m0BRY=fCdQ^r
z9AqV#a^+6_OdzOjAAE|1bOYX&JFUq^_|^CEHQN%yYy%A<E%?&U!ysH?l&&d05XQY+
zFtIIX8f|7mb}d0#GM;Gqn8Cz7Q!e0q-$?bO<mm2PcPis?gA;PgwA|qy%RJ>1awvv<
z+`g6BPBe%Pr(v$+HwPqAUi9S;=YO!7o7eL{60$GR5~2P&MDrD@3gqY*()r0R)EKo@
zZujL??Ii8w|As~?D*JKunl}Hi{87m}LeYAHOAFVyeYG)GzpYhjKHGPIOss-E)o6kX
zt&tVePk=kQ4HexKd=2w?In?t@7fc+;`xW1&EL1R+n8Wv^$6Q8reJ|;hQo~YS#LP@L
zw^_oQZjuyY6#fd)T&YtCV7k0<q>2+F%LT3a+O6-mq8WEP5Tw$L)zLFx-KfRThPxm=
z;r;Fm`7RQ$Y$Lj=DE|zIheI2mD~9gq?TOYM<2s6<X8=`n)n(84;`M^R^aE2rTR;c+
zD{i`$>ZN<`6W+wv_9<Ha?c-{73ZhHwxSPTwtnDXg;ER6Gmlo<#H<H$aTgsH>Bbw91
zS}vGy+mm2h+ph)0dC@c<*L_@!a^Wo)Od~SuvR(Fr3?vI<=MHv9#0l&(OujHEFRX(P
zKaHB;GC|=Mgf9z=@@DWEpg|0II)TEkZttEi&j4kq@imf2@*j~JA@CF|zV7&sM?*=<
zSBB-7BI07C$1&fVc<JKnrqU^CJ|!zn(|Qx1EefiiCV6ZMaU(2l7Kt+d_HB<FYGxP0
zX^3qUDgMrBz~+P}7@^s|ADcWaX@}4dS{wQzXjB6g=r~Cqj$r#}7Vx4YUZEneDAlvu
z(U`Qpa_koAkrFC+x%WHC-hP%g0H0CB8lP_FKLgWH6f|N5Hx8k=h0%p(>7L$JHkqz!
zpDKQLWbM>Hpge+)e$p(>dItJXho9<SpW#QX2jDMw>P<109c1j(10`2kn4-`rYP}%z
z_c{L0Qxwp#H36NR&j{@zUqx4;Q-_wR_6%hEub+voioN{z*^IkU=Qw=^aJ|^aq4V?%
zgbo%%RiM)?#Yy>>cF`AX59-B()=v5IA4^h0Y63a}*~8n5CARP1_prCSZ#DBukI&1G
zf2cZ#yOltQ<Nw}@yMMNWGgBqmFuD+FEb989*xHCA_UUfZkf*J@6c=l45cuG0)B8Ym
zy8h(zPcbcegtfs8zM1gw6ybaZ6nj>WLkwRB25cz*d<Gl?sKm%v|32rE@<ugb_^c_u
z<v+aCs*zMfEq$|nQttAEPhRBh8LSX@wbcA^JL|}btWWq<j2ucfY9iDpoE@xue^>-1
zO|~Rpq@DipYH~jyh9U;=qJLmgRDTLX5k0QSeZqeQUDy)vnb-5$WlvoGTreA%C&k>#
zcZ9Tm7Jb}}hIip3I!?f{gHi3xXmtD_;M=@bfoiO8yPH2}AX}mc!G$Df+_@M|2Z_A2
zCHDQfWNajBx7;Vid^=q>zpJG+-Y?|7yTyrH7oGNKGqW450?P!iDJE}6*k7pT$AAYw
zyhmk0CgPs?hkf|b;;PXuhA{1f+-Umml$_qW!xp6FIZIj*^x6wsXT!!Nsn=1)-tJ1a
zohwu5%xB`?*u^wi{%-2zS<1EESGtL`Lw~Vz(oQVZV#TK#yVl_F;>PseMQg0$X>`*s
z%z@LMGXwbv(n5POe04VGe?P!;fTge<uSOGhDw2+wf6DtVY!ybb#$s*}lTb4*g4nzu
zwfM$+Yix;+jyGFevYp0yt-*E}4XqVl*Y=e^tBF;OX)!&2!A<E~frSQZTrWjy(bT>n
z&u&4CMk0ZyTC0Z1noNSo$J~I;QcIikZ$`J}7EAJ9Tj+Pg<gtEysZDfd3Z;+VHI%Aa
zm95~m;<n>CKd2oolAtnd|G_?%(A(zWc#|@(*F5Pz>KI?ydUQg<x8bdhf24UbCEe9*
zOcTv(tT3G;^2Xn7PSVNyOK=56SLQsiQvMaMQ>3`!e0_Nft!t3xybn|0nJJN|oR}jy
z7E|jBp|@z|ycJI&MnSv`jvUDMo%xPmT3{xn8of%a!E<w|2`CZ-2PPjNT$vc2ps_pt
z@&~cn7Zo}WX%>M$JFNvMuBH;pyU7)QYpX%n1bOx{WttmLdvYxcmGbQlV%frrjT<uu
zn&CP#UJ~OjaVpUA;x^6nu-9$lSJ@WK&i-Pl8OgJIz1*?RWx(Rtf+0@Pg@xBsq$#;<
z)VYDb<D<mSw+-A)i{^P+-oNf5t|{F*<~_d+66S-u)0XH}*e1=iF(p*F11sja38{T!
zZ_Aq-?B5k5&1kl!UbrpFPpmH?NU2;{EKG@+uE_U@Ar`PRL-5&35cK?DVj7KF&59Zw
z8YUdiL|(%97z!UKJjl2woo}&}<Dk~@w;cyW;RJ>F`gKq{&L>8DJXJ}Kw@u1xSP#j<
zSbME^_&(;InOzjOOx_gtzo7d|4Q`Hd3%X5Q)npy;!a1bMeQ+2*^wlcA&C<qS$BMWM
z2+h;iP<L|l&cTis(>VxDu3PE&cBgtJ=y1D|ne6rYfem^Z6zhKmsHFe;3XOTAQoz!^
z$A=1l6vk)3cf5<eCsgeX%mIQI#RFS`=s8;I85B$IIou&C-l77_C&QoM{pltznNuAj
zIV(#t6}Gw6pI#helXM)q3w=r2U=Dr@*KJM_;~UIXe~tMm2xQhucx+F@KC`QK+gqUF
zmW2up9WkWn^2W#^JIdFHT{*%(&~vpQ6G5JNpA1kprM5p|PeP54*jPB8@njk<qzVG$
zz32D`CfL)^ovSJd;BQbsRnht{sLUyc;&1T^;|hv@2jYOYdk9n~F^k@9wDxIUN7CII
zalhZQ2@CBBu~1fK4EX%L;^oa$XNOj5fysI6Vl=rT;1I>^FB^&}T<qTqJ){WXo>kCN
zkceoSkJGpBw?P$1=tRKIOVJGmxT%)E3l!2dsiu$i<nA!{L4C_^6n6;2w^04;)+(Mq
z2<6hTuZziCTxbRBTKMne2?PTlP*3ei@=*F}v&d4vYJSXQ-Z|!I%&gEfpFek6+)eV}
z4UD2g^tnK#WWL;xH*7BaRTjqU7+%0ri%{Pxz5oM4o(tY@!p7CVk!yR?$tCA>7-VEv
zxU)ok6S9WPjbVXQ`!ga;r>`SEBl&P@YS#{4Rq9QAk%};og@Oc!2XXyBSk{#w5b~rp
z4j(nsxm1>5hHK(MKgnySu}|fQsW<|}z@T<bngaj6`o<MvSfGcT1V}M&1d$QQJJl$c
zBH?x<w<gk(>_i`bYn4kev~E3IW^9DVSkQ~^l$qqB^!YsYDG7ygafnl?kJPQGABHEh
z$+{RVsL>6MmX9=EjBn+lAl!Vfv7~uojSxNBQQA~8)OohY6Y)#ylBnFq#wmWguM}YL
z<W^m1V{9L_3B1{}K8yM~2Crty1>Y@@_mc-kUKXSWKwVA%Bh-rjgFyWVl|i|VAy4NX
z3iAGP@BR()NJHYs{_HIZd@cnyI;X>P?ds1iY16^J#y&+&wx&*Yq|v+N8YPKCR&e#F
zy>V+JEGfOpBJTOr0DGU2z*?mc(#ezTky3NTmThE<dE{-6KV&%k2>`FHx*hs{Ngq-r
zNyA(oYPQ2;Iz*|~4rGAMyb?)$21E!t=lhLMa_=dik(rq!#`kBftJ*Gs{PZXJ!%E&4
zS*W5jcMcCXP@CCu@*kA<^J4k-wE7unWq!i<5%$_WlyVjuRs{n&u6}QxfnPBdkGIAr
zg|EI8_Bhw@wB5hUz0+)Q=HDL+mfaTv-r~YD73~1saNsxW87;H<{q%QG;~*SZ0R-rs
zVa0m!c+2qh&S8okgD;-}V;d+QiH)SOp0keSaehU=N!0sGjEt>tT~HbIMr}%(s+<@f
zyE{X+t(><b182h5y!07x*xzglvpels6n))M>PgY=@x;^+qCNd>Zt4x}yT{XU&^0n8
zXbKO6hZ<-C2w=$prQ|UMwC_!S){sc?hbjfgdHlr`p4RKlfR6ICtHW`!VrRbqIUx5j
zuHYFM{)@i<%&n?nJ<ek>ynsKfIr)n<c&)PnP@MVIuTCU~4$8L114SyK_>3fAW|Ueb
zzNF-ip<5)**g;R>6b$Gw97BzAe++Z~Rm!`B+Fsy!t<0d_bw;(ka!lK-0zy;Mgj_C4
z#u=#{UhHn8MLFm@Qh3;4Ld1g+F{tr~2eUqJPMSLJ^@zl=GDa^fSa#j*z0KYD?5|D9
zUz$a{KRFXXjlA=lL`5Fx8_u?0A*bkr47%Y1y@(C2ZfdaTDMSUk)%DoLgFi0Syr?si
z$rPpUd-j7axN?M?y^6RHlf4;sHL3~C>Z=^1294VY+wyngXGULIFfwO&pUT8?gflrA
z(udp8g)!1O1umApFEepp7-f^*S7(3&&|hbjI=^~D0AeWO`lny*AO0|1=+?*<S;>hv
zJrdc}DD|LlE>Q_(?Eo<p$fRR>^;WBA%Kd1p(=BJEPLSOB%@12nE@N;$)zqst<trVq
z-VZV4u*!{K{Ka8uGCUP1%&n>F9!e*@NS@TRzD2uU?UiaHLUj_>Y>rsrK{gq)k)hWI
zlA7vK){E1d_LcBh_ZW38UXP?znNR06fm%TKNKJn5U6Jk32)azqS9=ZBez#d7t*IOx
zJ7TP6{%-%ZcrKTZ9<gN6reQj?5YmvTS=&_m?do?#I8Ag01ZLW^u$$e}n?d!1S9t+n
zB+$q0A=cd5Ty=hlW)@Tjqd~gX)YzROP_`Y-<^D7h&KW!s6OPg*bT=(tZrjij&BDb{
zzLKb3uQ<#zoUB2L3j!|eX0}PfyyI4Lv*(*KZY$XRv~^CpACs!~Qm$*N25`({kZC5)
zr6YXBD+bqfAZ64#35;t}n7egs+E8mxXUMhV(ga3stG|<xTba#WYba#jj{hjZPVF#^
zu6F>@Q3-3Rcwx``I4q`mqoKNNL19Iin5vI#_*I~=G{5Pz9f0oEc7Wu4E{f-wsAm_T
zP&u0Sj<=+6+u+h*LLhWI(wDwuR@ToCW3u@dg4;XFVp`1Yr9fe2`ZQQhjbqn&R&h-S
z*0m(YK4^5<WzS7!7jgb_gdGF}e~dpvlzqdzPX&{yJGnOEL1=7o&pWhvFxs|3jD|9<
z3k)2*2MKyk@tNveT^W5XmPQJh{#n6XImx|@Bgt04t#8XG@dortA~7Vkry&6DCTv~5
zs-dRI+_sVbo&C-m!gYQ;n5owi6BOc_$MzWcNmZCd`E|!S89b-x8Dt}Qb)me5e9SK{
zx%(DpJO?lk6=kc@ycFV(d7e~<#zg9l#mFi`-Ii};Ty>81gj3JY;)=_LkQdXi+k^+b
zhC81DXlP?c6XL+TSeG$bL@|EhQbC>6E^qw!N%QHCTM5`LGATT}yU`;^c{X$1HIY{K
zN6Xl_(V2Snq`_7=l0t9bv5n+U(f0&uLl51=-H7#NB7DmV1%Ge^=<P$ucnyD!5zAgO
zd!cm+ReWCc%))G1&9rr%?S?yceuFoiVw2l-XOYg6&(>^q)|Ed;8xut7zHfLO<|a{Q
zrBz$baZHGwJB<hPosaNXUM4F8ISYFq8gvAgcCUsT1V(yqm0LvX%m_0)Jr;x}NkvJ@
zi&y_pgoc1;xz$ZIoKIz-$H=+g{dyXNh^GdN>FgxNkJr&LD*IV*w9XQWb=1t%Hps*N
z_{77Yt}L}bUd0)Bk*|YJPn4Ajg1HRv*+<Mj3uKAq8VxnW>q<kVaRoka^Pw^8mcP=F
z`~Wkg=rKy4Ow7hH@AS@564#tY^A7d%_GwAFlAUa!@)vQSo0Tx<r_^t#<}`uAPFQF^
zL81TQ<)q5b<AP-=T)<PwbX1l3c?}g4nvGC>%J3FyiN;f><=>y5YVzLKed@Z&_i#QD
z`aw9uFD6TRhk6C~nS(hIa?&;8Ikm5uYN|hsO*pIujV^B(`Yz<OhQTzhSo>ANf&Lq9
zrIZFBB{-EF^S%F6&4RsV^aZ)a5})1$vfWy!Of0w9q8Q#WBkwUPoc9P)>Vw>9hM~Ih
zlpa#X9QNiwkqjkn;#iTi%gTKu>ndct!s6RJi5ZRwMRA3$Ip!N_vfeTYvSf&oA(bS3
z1_IznPFow_WVhM_dWBu`17LgmklU<r6PZhKSSG3iMxloU3Ds+Hc%Y|k$J&mAX)Uyv
zP>dT7<@yL;bn@?uk!#wytdf-eGOvX8Q^x{(8`Oq04IZ<#7G1UNq<-5$1@F5a*Er6-
z+-nW5*ua;pT!eRu{y}jSaL@zJ<09{9Yn^u+D%;NUi)X1BDOYNRMUvBM{V`JqV#x$9
zx7@dQ{xNPnb4=790~tNp@`6^I=Qwy+Y1?=(+u-!Z%m{DND71)pbwc$}5~kj+I`afp
z_MFhnm)P4@^f%oehd5QoZOe~G7ecaBzZmGN0k6Ucob^tB?hr$4p{s;0t+yqz2ASge
zIG#D<-8Iw1n$etVIwywf=Dpj7Y4OrbhpzCZNW!~6^*Uh?877@}7~r}u@JAq?=0B#t
zR}gHHfs&Rq!;}m0cgT?h3{s{!c2g4Carx--;0e~38oWLpZrhE&jrGA1&;SL!w7PFe
zg6VmX89Tb9!2F(4+<f?TpmgCB)Kho*@Y0Cjo|M1?@fjF6`z`efE+}M(dE9AVg*CmQ
z-U&7Aj~PL^P@=e^!(3l7-kgJ3z>e~;fAIa@V2<+2IYwyyMMGrVb?W2^*7{WQ>W6pH
zIaz4Cs%7a7+aKk4-PX$huc79`MS};nTAdua^%xQ>BGJydyv%Ond4HUQUvjczSA1<$
zxy)@8ysw%`r9h3UuoaGi6S9^LBm^=VxKOG)&HV5m2u<bncezb5>9lZ6MXLA6fmoRb
zD%-7WHAH|0-ce9n@`?}c3pSgwIw)CH13*&Bm;iFgVEBtH8bC881FPakHoj@TU76k+
zO$K4|QJTZ(VxsBDL*H*rT;VhzoGi8iN3W9hYCe1jc3a#vaBt1;G&Q&7Zv92WOAobx
z*u5e#WFpCX1`HhKHS=7)OVrQyb2%}jNNXA!OknT1yY&C0Q|m3{4)+rNHd=<TYr$3z
zpl^daCeUAeHG@?7I17;FStJKdjT~<@g(0Gz0s2AUS53i-$+VwgADJ_!%W(Y2NvdA;
z(@0X@rJ?qXUfb${xEH!2TJ~@y!<i0t99Z=XZBP)F+FH+s?-!<Wm*;vpS;j&sUCT{1
z*SmTA>IonAng=VFZXgmgIG->&&kF}$+uW0V)Jx85uNi2R_8mpcwiXKGD^Oe3TW7nd
z%bA{<LY#dGWphJll7LaG8LODshW+){7X}{-cd0XMzFHREJGDU<bdD046@p!ZysnDq
zZ1_vKpqud~sd+aavBK<K$*@x_^@4;uLSwVak_28Cg(!7MYLH`-Te-4!prL01!`Fwx
z+D%oPIRhT>W_5FGUxKM4o{rl0p&nMXDeGwV-;JRL<u7%9#3?pGeEf+bhMV0_&xs!q
zFi6x({d(2L)Fx7`pwbWcAEmIA&m+i{P>J{!dU&VqUGN(y*7^gZvQd4Yl2hUHFyGa#
z3<?p6GU-@+ylgB2z;L(C^*?R=?{YM_wSX2+ZJvCQfqp+xTXb|>Pfhq#A`()DB8NFX
z!%XM2t93Oq^81*MO49R-VmCuJ`9&sX4Y!3XxErmy!x<0<XL}DrJzKPcX?n}a#TPAt
zqFDG5HkbpiLG}6(ZuyxU{m6JZM*v>iFwm;U=}@xIRs9V&8S&OLaPR|CQqu=GI3q|p
zt=7b@p+zBSxY9V1^?L6LP!!q-m|b1uYzi=b<@M&e7MQHwx|k>D?1q#6>KS!7KWzdR
zt#wV_>K)r;d2}w>ePCK0EtpQMTithzpTrab=C&i&KU5mqMLmqFAiu0%=2CTPP&LGK
z(T2WW^E$VwDqc$iu3A%sY=XWyY|U#jLMYa=ydiNZy=&){$->UquX0IuGWQBS_x#*n
zUf<h26WC@>!HcBmm`NEEsU-O?v%|}*&h|Lwn(T82__=FBY#91hOhE=myWM!@eC<?L
zdHGpCpxFPPu{8e?Q}e&O|0~Xh3F|Xd`Az?&{4Om@RD%C8&w>BdDdNBR9R|w)1hOrn
zwEC2QU~#CHc2%z3O>g%YxB9TdnO1M=l3U*tHsJsk!;d54s_=5a$xe_Yc{=8fDdz@R
zf9BqyQ-<3I{XV5n!35K+q7XhZeYe=V6r>t2!%uW6*VmOtsE59(28X8HGIe<HHj-ng
z^OF%oXH-jz3+iSkv%z+=w^wW!5L$4qPB&d6vHcatQ2K7ek^JXD{VAlx>sDDgpMYw5
zVt46kk^Ti2h)x*Mx?_)s{_IoK7G^GYl&kCL8glZ)?PJ`!PR}iiuOe-N^UKO7E}d`M
zRf1q<oX)P4>)N+7xiq{A6L+zVwuODBc0()cHkbLP#&!hN+zj7+u(0)(l_)!<8Fz^D
zC*0-@`8!01>8}Zrzb5MtC#7Ll$C*MMUbCN&*!#SZ3T?a(%QGp%#C|V2LJly$6BLc4
z>>(SlRKlB%XtZrumN|lJO2FxdRXwPcKW_EQJlLOs5(RHm7QDTJUbRt48vQ>3sQ<7C
z{GaZO7_3xTRuJfpRuYHC2@;6B|2nAp#G)029<7O@{VSl1mNC123#61(E%hGirGN9^
zOz{8qXgQ4Ee^a&D@{_)hVyK~0gIke_OpP+Z4R18rs$QyZ`$3nwKUX)ID(opURP*%J
zGf<^tw|Nzf)uy#_(p_IAZ}~w}-?6`x7tF%zFXr-8ny+TbSxBG#YsZdoiqMAtyfxe@
zf1+u9O_QOIM3lj;uN-{;wzfHi(WUa;k>IFLw*FEM5{a2=Cx{I-DL&%rWy0PIWv;8e
zw#Nwtbygk8bzR?1$RUkrsO{{H4T(=Yr_9)!9h5@j8~3HV6*-hx@o78*|G{s(y&|l&
zOqxMg*F{-j{7pvl;{|*|+hq;~A*hS<L&|T;5oF2Z@w^j_;m&LE4D1svg-d#V+@#<V
ze;O7;Wc=Y}x6T|_y>73xxG1PC?ULK+;{S#9IwfbqRnSmMoQjT?to!9Fjf^dVDyTg`
z-0sQ||BSuzn_bltPFbz(&}ht}fYxJp_~C&iE<cBy0Im|Wp5I&5SBsT#Ylu-XV`E#0
zjhg`ux@a0CRp)qj<91gR_%dt}_Wml10#k=^;dbBY&MS?K{jKLRf*gwa=!Ry+_V{vE
z4>DOthi@YEF)SuJ0{LhJy|rx#yX1%8>qvA={cLh(XW8>k)L(TE6h>s^v6jOSew&hz
zlDFsn2P8uS^ZpOvfNHp6Xkwe8bh4=SzGIB6@-`x>k}?9Sa$6~ID$3-S!%pgBYKRu+
z%OO%W6C>Nn`<nWcE1+CPsF>;z92=+m(?Q377Yg&gJcDbo7DyW#Q+WxCq{nx}ke`MB
zX~m65xN0ue2YM12mGKZi;uD!LjlL8q05K2*yWbHb_pQfTJ4rEyj-=VI1r2%P)#U`b
ze{k=$;qQfCUrGUqEv4YL4)9-RnQVMWN%+d>9JuNPeT94?31YxsPRIIpyxD)mo&8sL
zFe6_ff`yO@3QEjikoNny591#qU=pYPpDh#Bxug*VT)38yY3S|BBrI~g!{B95po2+>
z*%3L*WfC!EtFK)4d-6%Cf7-t(mANm&kLrr^xupNhed#{!-qgA-J(-S$Pq#0Xi>?a&
zrLm((seRf#u(B769-im|iUtBD;}><eD`@~V(?*N5^rhb3m*GGgPjw-)A+|4E{UxyA
zi7UVEUS6Pp)P7f>^8;?&o06071!9LFvtiy^2vUT^VHZh%lkXL;yI1S4NQ|YR^XYsq
zn{8j<25Wq}eQEtg*TWM<fTD|mk`POPqWz?6fqLZxl2=Z2F`3z}yyracYC-S{U>Glo
a`gP@{MAW1%J(HGWn!w(u2B>KLe-i-V%`ZFv

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-106-Robot Head Close-Up.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-106-Robot Head Close-Up.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..2a2127ffce9c64b01677ce0b133000bf1ca17418
GIT binary patch
literal 20135
zcmbSyWmFu&_vH}W-DPlhcL~7*1a}C|V8I=RKydd!aJPX#a3?qfcXxMpX8G-Z<(&Pr
zyVa-rOZTbn+g0`IzWd&TE<iT`Sc<X=vH%zu008Fw06>=k(f}j`1VjXQBt%3+WMm{1
zG(2=PR8%x#99&F1auOf~ISCmVB`rGxB{eGz85yGh6DubdFE1~UK}bxHTa=xLm-|1R
zz#t<dqoJY^p`#OVQ;|_||35cq7XTXxh7*Pj7KR$|0UHJu8wT170KR`GJj{P@fdA28
zKET4kBOoFnqoBS&P>%)p00RsA0S*=(9uDsPY5({8061)T94am;1Y9*!L~3U|?(YeC
zNHia7y7AQ~FKBtpT!N5M2ndOYN$BVq7@3%P`S=9{g@mO)$;isdD=2DcYH91}>gk(X
zSXx=zfNWje+&w(KynTXygoK8LM?@wjC8wmO{Y=luFDNW3E-5W5ul-Y3-_Y39-14`l
zx37O-aA<gHdS-TReqnKGb8CBNcW?jT@aXdD`sViT{^9ZIKe%83u>S??{rX?P{tsN(
z@3=m|!NI~I{s$M#2haBt78?$piVFcpN)6G}8JC*-I}+Z<guI$=WEvjz3w$$|NfZKF
z-c7p8|3Lfi$o}tu1^s^^`(MERH?AcB8Z6BF;K5=8Bmnone*LHq8;#%eWPW4qmOHY`
z=)A1sZ#1zA8m*$Eb<py|!F1v3SCyK%J=D);j6E{JSS`w|z}vT4B>oFeI?o{1G~QXl
zx2@mMZoaud8#KIQbcFMPwwV})XNKN;=xiYAR5OuUd0qO?yf|A={um|6m!@PiL4!(o
z$88Y|=i_6&1ix?Bh~ne}uN_dpUCZSoy>D4`B95yn4jd8Q<HwUbsmn~@V;~f;vkwKB
z%0mGp{Op^XuM0=wi%`JQ@xZ5@jC6~^?)*XaaqEdUPW_{nf5QG_X?I)_*vfZVn>n>P
z$>w4)o=WARz@z5Fm{ll%`BCK*Nqta7_`*r^De@Nh;o*tR3~#y~^+%j~gvag}{NJZI
zu-e14n(9Z3oqD;7AxJs!R_Nvt3V2#qjC#X?$$7XFJiopHrp+(M)<-LetD0!c)4be0
zO@-Ls2#)VRyuoJImzUsjfM{&&n!BC_#NNPfjgQ-N$#&_)&l2RF-ZKGO(WMKpWN!Tu
z<B#`yg-DB{=9kBB;PD~`6{=HO`>N_D>%sHa^S8!B$=U9YYpOfzueKvvD4Dg4gD+v<
zuAkgWi)VP3WxmxNY5#t1D{p!kRSF_0qxtr%arU;K^tKKK=x4o_bc?G3pa5Se0Agsg
z-U~#~MN{5F{iyR`2IheRq!5083lMzZpTTcbTAqdiK5uqO+)v_TFcvXU6!VeobD5I|
zIOY@y8vn6C!jQ$_IeyRyUVEG9wR9WDfWPsLfC6%XbIq;iu@rorbPmR2|0uF$I<6lZ
zKzbw$G)M4F@tNL&6s={n?XmD|B7Hcq=aj&)4tX$^-^WW>eBtbR@$-#{46a8s&3Hfl
z%j{CmkrE@<7aeu{SN)VQ4}Sso?HtsFME3euc5dOgdMb%{zBt#*;I4+nv39&49+3jz
zo%*f09Ju;N=lvDX-CAoQ8u+7~$NYv;rhiE<7RRegbj}_;9{~g1${EAM<;GwvwcYyw
z9%t16pRn<BI8NbnIi6xjwUb_VWq?ok>U9tJ`Bmc6m8+v~NA_>Ujcnqm58^mz39G75
zfDs+ho2JX}eWQQKU>h%~*YQw#(_^}$k}D0h>QhV_GE5YzCtJNYHJ#kW7l8}+Y*7fp
zLc;3R`oFD42(JV4AdFp!zEo_sCUfVYI!VenciqD{#AN#<8_=F3aXq}b3<cQC?KZ~x
zf!yObHtVN?p#U*=yf`S}qm*$F9!5}Bq_kk)B`{`D3JUmvL3QF@dj0<IH3cY`E@x0v
z9=vLyfM$p+_)hT*#0?KC+OWTs6LE7lmUpqN5lMBQ%@WKA437gsluKS*F4|{;SQgH1
z4t=A3jv;O}S1Y7?nW;|=hIdptv7oBYv{5;QimBhrr1(Pq)c_~URzBx^z7$Wd9M}Uj
zdNkU_J(>%Cn=XaWwX8V*x#rvR2@8G0v&H!q1O+J7Hjj_6h33|9zXI$7k_X+!u@7@3
zLPcFc6<xymw$Zh?Hz_LMln?E(P=NZ}?jMEGh8(u>_-5BuvuffaIU2Ie56%-5DJrT2
z<%e6_Cpd*897%j_kop39>ryx@Im%cJ&>G&%t+Ih~((^ZECDeyPt|1ihTN*$p;>7+<
zWtOjsn!w<cY{MknS17=Jdra*+6!0~%WP)GS*17%`?^i=e&V!1?5jhl)00lggNNfs0
z0i~XAa!|mDT{25>u=27|z%Y5Ns)P8x)}_9;!yAe1)!#mg4`kTq+$fLPOH3tTek&`6
zxsJ4l%FB`-BfX;M^gv+0O`q3?zu2<EI<zYNTK3c%TApUgx=ly6Rou1_6hCH;9?rD}
zJ|q-&6~ZSmp6f1!M5MGW5LE;x#4?X4kJ9}yG%=>jN@n9d^VpOUl$e<iQ@nVn?tS`-
zEeA2`N0b4ff`xyJQ$KX(&h1HD;6ni@$9WfHzpMg}36=S}$d;D^dx5g9SHU;v+FuTx
z&<t!Ejt{0=<=692pT1O)kO^Im$5<a$nvg*O&dx6(%(mIWGvd1E_2~*H(Oa#vv+OiP
zAr2eBoBlOkiJ!!;HomX2reQ5jPT+PbiLtDoMr1r*cK!E(q(AG$O4@rX3$E$22zwxA
z8o#1`A+@ia>b^<twcO*}+UN8aSTYAVzC;Rr+=BySvTaeW+Qq{hqPNz(O5(dnAbB~$
zq_fwP7OZ&NVZB^|Q|!yuZMMraG9ZJ;a*S2|Jtba_69L;&dPwK)P8LwW#K*a0lHsMm
zh77A;jv@{X+BBDb8Kb;Q9;jKLDd=X3j6$z8P0k7&fbm;(Y`09AyE|6mh4aK{A-dQG
z9!ZV^eDbNWf9FnP#ck&sn;6LEnXJWyGnO0D1R=OQHU}FyYjvh+V#gnl?No?C^)Bc?
z{34S{^2l;A>ch6a0T0A+0~-pwie0!<C;g@bHkXg=kY)S&{!}4Gc3on|`iX41Ni4Nw
zaw)}9YIJBnQSP;|^a2S*RktEyvZF{r9*N}T)Q=_L2f}YX*X6<-J<k=b)33SHe9PqH
z->|N$RD2r+RVxy1_y`0(pYnZ+z4t_$d;rTLWx@AdyF&qi98dth?jKt)*6l;@{nEcD
z|AL#ZBi6)E6vUlq^ZuLXp?ia@(Fvf1vp`jsfLhL_u-Cp9ySm>OYe^+a`!cq)O=6A=
z^m>>t$h9E&#jQID^xau<%O(dUP1hlpA{vRiDM!_f;#PElO}0#V5(5Jyv2gF@>tT*J
zVY_Jxn=L?Vd2ko)RwC1s!!ox=R!NXhUIVW;6cFsD{NZA~+rI#G?r-Ty*9v6VwN&R^
zR*`(3oiTdg=+OzrInWRA<(4e%Iq3Spf+zz8NI&FM>)+_5(3`jnH@|AmE0v*+B<(J)
z`6t;7#mkZ<9R~MHm=s|S68?N8m8zLA^|HtL6f-8DXdVA%ufn|hmww`3?#7Nq0Jzvr
z;!|g96Ry53SN@toLi08pZF#_Pm5((X_CoNf&iPNeRtX6XQMCP~_$M;<=7NS_F2;<r
z4u)^%U%O21oR?~yjpN*H8=o}e1sFhp=h(2DYEech%4qBv9ZTX>-R%lg#pAM7uU08l
z+y`waKrUez^#`fJWJ)l{W(xlGXU=ikY0$lm`rhn6N636|+@Xoq%2?_JG3|41AQ%Vn
zwwmyvbMxJZylSuarVc&-3Zia75f-p|k$Ve1H!MB2P9H1bGa;(DE)@;#-qAu<S(!zO
zl<O+5+Kq)5ity+vIc%{UYjvBuv!`i@`xVvj94_9ulRZmWM^#hPHh139_cdM2A~}=Q
zZY5~~=Gdq&roK4D%7J$}o!D7yjdRMn)cB~g?EHJ5FcQS=nX2S4;pb_nKr3dp`Rm@@
zjdAeGwIoWGcZC{$KO94DNqFGyud8CQ?o++Ar*=r<-j)-l<&o;9swAJ^LBRpHzs<8Q
zd5qJ20Ec-3=-Z7q<_&&2ePe|Y4h~2>fn6en-9lVrs&B{tT5-CE)z=f#aiN->rD9~n
zzwT8@BVfEd?$O#43W!tR$IzIbTq2;28J5Km8db#@P|pn|Z?_w6d)0@{;lGl2z(vX6
zz_y(LK0Ld=Js>_t3Qf3Vr@7jjJ%+Koly~ayu)TPe_41G6;Z{3I!Ob4LfGjz97L|~p
zfMQ3YfTsKdZEHzPzJMvSN_f|Vhcx*#;2~?+<TlNt6{HUW8c68~zI2kv5($Z2nlpw$
zXn<H9j(WdP&`*B_irqF-Oa&`(^cpcw0NK{8$P-kr`3wis2z=^rzpwo&^D0o9fV91S
zyb{!OgS!d{E~`eL31GCnFBzPsBG_y~zt4PS&Pw}H-yZO4qMisAdc<x5S(%;^?O?io
zKbNaJVOQDL*)oat$u8EP?wPEwWY`tJ;GufLn2jiS0IJPar#dKCk!+c_$<z%wQ{FBG
z96$k}L7@K4yJ7cZHXu(jWUL(!sjW2>*uFP=HwHUUK)rE#F-TkZGXe{#MTG9|a)r>X
zm1xa9AN#qJi`pcaPG|?|fH@YZt2R2C2(s=rCPv|y3$Fbo*IYFQJaPE2%9g9khD(XG
zO;#f&NS5e4-)@xt&*Mr^U9pUkaY#aHt!?2OT^i_GF}{ll4o3(MHm99|d9<HfjET<K
z)$si0)n)oiR(?dfF8VN;13M=&rTaD|&}ZV8^N*9~f$yh=1TnBiwjO(Y=0x!#wfnZW
zripDhl4_ZmH=^^o7(q$eOgs#>n?IDAyN8y?x1TUaii~UZ64H$TDtWcSPg>D1OQp6H
zlvBJv*h+1+Qw!dHDVBq2)JHz=@u}T$L_Qe}d}{q;Gv3Mqd}Gz_yFHk^r58w7Vu|Kf
zQ5}w(sGx|-&dtV9ZSXe1w)0q{oN>#N?#Wl$pI%d-b;d1}@i-g!*~LL8dA!z&iRqQ3
zbZM2Cw&a&DzZ@3Rabx{lDMIp9ciM=(%Az$QrNBZ{TN@1nnRdr{t@@vU1L9fI_^yf!
zau)#8mUb7cFKvKVsT;zTsIrE9OS3ESgzl_gCoWsz66oBPa3lIowok&&&UOZ>oKJdQ
zG~e8Z?bzvOtxT6;ukh>1$9$H_b;5^8(1#Ea-$!(!&r$(|7$wT!T5ROHC%2nQLuXLl
zxZwmwnY{!G!;ilpz7s$EQ5(V>i*}TO`)}Q)k!{LWr!?IbLB6OJ5bje&!zH1Z?mIy!
zKqAEYGivjPcDZfUu#Env<=(rpE2VJ9pt!Ap;q`E$7kF>Xj3>yBHh=D(Cvt2^gdpsp
z;<ijXkJ7JRLJs)0Y?&W4?xWKfTnA#V3!YW2oKkk=G10~{nP7Kt#Q6Qsdx??UqI9+s
zHnVBgnmZfeCZg+{)|?$N#BHsaTRsICCZ`H5cJ@SG5Uo>bTcWCB<lUW!jlP~CGvg3n
z@0y9>u_qktu71CZi<jDwziK^tkj$!T@3f&%u&Op7)BERR+=NGE{q*7vn>!0JCOz-t
z`sIlPNqS*upNA|F*Ku$J=@IycFNW=}A=Vxc70pRR*E@Zmb4b<a06F}vWbB#o9)|*Y
zBc;m-h&0@`-&){+iIEx8QY~51-gYR!?VqQw!gJC3_!$ZNCOkQ3{Xbt7-jYxH+|2#+
zR-k}^D)3r*XMdq=JQOgJ3sm^^Vh4UE{j4?O-wNAI2|lTtEIh1qMt`ZvxtkHV>J!%{
z<i_zd*=&h>9SH(|WZo@{-TkXjs)Q_YeMwUL=Jn?8To-lFe?Y=gcO!irAeS@3r}r7H
zUnstJI|%8(=698S_4n#C8lAWk+%jVHozuamvf{>`EVUM0gT`0aCd;?4vpJZ@p4k*l
z=!EAd3ojR38_#7Yb_;bz=E}3IQ)i38vR+?hi7^W>`m4C2s74EV3^uFkbJCQW-_69o
zn3qd6DBy4XCCqb+78I~c3<WG6AE8o#7~%DhA)1kt2zY9YeaM>jk1ETX5)qE1uu84K
z^PlrjfEC~Lp$W{bce?)d$wW1n+r#ydId0!X22d`DH<vV(>u7)7j=4#YP#8Ebz%B25
zP1h2R_bNY<^L*4Qg3jHe7(6sxx!DlcnVL&*&rl}52dSY?gnSwr-iq`phShXub5)tl
z$Mp9kGidrWrZ=8nx|37HuTaYT<4Gmsp3PGf$snjNZY16XnVcv4cAtXsp&kFHSLL>n
zYb=TLo)Q!gkQ~z~XDL40r%>+I*w1Z+suW@Bn7A%*7S<F8gLKC{u$DV1bt{%}KR^MT
zhV4TiSSpMQCeQHx9#H64@sMDsQgc~kzLKh@|JTPdb4B9y>Zj^UKrO2{f#DH?z`T3<
z9_kd5pynOi1>$ctqqV4u^Bx}?4T2=JM9fE!@MGBVwKXtAhh{Y{gYjx4j?C*<uZsE<
zx&8|Ue*v#r&I24JaCDTdBt#VK@n%_-hVi~QxU?Bpz+Gb&FQfj5@P%rWnlV~(lJI)E
zfd|ZP(yhJ}XgSD!pi<N7TQ8#Q4)=eFz#ZFv0q~dBJsVGNS)T9%DWjup@UaiiiAcl)
zkB7!Pgm_zd-{CYH^gA_xJsBqyRFk=#!QZK`nx9LWAg+T|B!5TVu-+9B|5$e3tgnCm
zw&!J{rBL)*#1*qN??e)@@iH1wS(|W>rXvxbb?t&7E-iHd+9llIXF^~4?I0~{(Lb2F
zocfx&$T7fZ^I}^>mjSVeYth!nN&4y@2{BrE?OPOXEIALDZ$DVVR8wk&=UuC>^9{jW
z;2SDKp7@|Fwisqdw?B(Z57j+{B$n$;tN{kw<=Owlx&d$a*LW>r^C6<%=qXz#UVBX0
z1C)VsHG|acwLlzl>KjfW=^jkmtpFC|#bb}TjLffWGwjq>#>g6p64Vm<X;@Ld#Epo1
z^rfS2H8eb&nrexvw!B46v%Dgw+E-_Sly%IR?0f0sGO#ohd(95IM*<}ykqB3a5-cAK
zj)N6yr<m8*h9Jh?wtZ~okF~y-=RmNn#Wke15{sSK2lj<xf3`E_^W2}qJ6~;NfqmK#
z2DalH;_Y?%a(#UTSK;1ZZlRr=nT&*xqU1*I(`ZN65iU`fBV`|8s3?rP=ZCc%_NjSd
zfq8Sl)1%$YD_G44_~Qj1RHWDEUH+HW17@?%xyMJeV0scP95>)IY|D>sbDz)0-dZ${
z8pH`8m%PDO6viF(M@d_1418f-)?f2?xp3`peQtvSS~$6GN524x&+@cMj8m-5kxt1_
zasw#Aiu*DB-_huaAZNFB@d|e7zpNB)HZpz5+<8+oe#}+LbR?0PK5gk~X8N2u%X^57
zWBRGj^NC4qwzaU3<T=v7%WuOuXK&ZL(-_svyeXYZD9yke(KQ;ak5IS89>Gta;n@AI
zQRc*fvoy=~As7;K&CEzdJ^VC0W$68di%vI=3-R~P_QhVAL1~6Rrdm>WHujwA6RF`r
zn)O+7lHaFS(ia)$H<k;>lHBNHf)Q`iNj}tovcv4{1Fyo#7xm>-mRQx#xbp|#yqDvt
z8xE|phG(%ZLVds7f`XU@#M16JO@rUnD;El<RlIG=q>p!wPPDLbdE_y+Ad<Q{+^7*`
z&V}BDoR;m$5D#O4i^vCK({d1K{~_RFOTOdcNA|#L(!!mnkM%gmNo*Rgr$=FZW(jK2
zz3RQ{4R4wozfVU>HR`gdr_Bj~QVCnMcP(sr;=XEKZZ5;^%jnbm_e0?dP+G!TUusDI
zV!_)}cEOQ|P8q0?nkk{ce^L-5T9{KbSif)GmFd$>)83l!OqLyoYR<oCvblKYND>~r
z4NY7_T4ue$4|%O^y2(%TX<q03)MLbyI<)&Blm+&M=iJ!fcm;A8fQt*No>2@-MmF0+
z5<w2`fF*N(GqWSoiURp3yO&R%3@9R*m&UFjhb<1mf7kt2dU_*0tMYwC$v%!7zwbzO
zma4sU{^HuXve#Et9V{cDx^NcBeU2SD=$x*u06nQ?rKm}&9SGtjf2-hai4EU=5!*oL
zQMIsWcvgPjI8*<i_X15Pbn+Iwyc<G)o>BzWpPW$FNrk|-+aB<-drVQL+*5}BMbd;<
zyXCWxMU+xxnoV*zv(Jwo%`abBjpFLibjCV55`cf&PS61%!I?z`%lP^>vFGcVrqIT8
z9Mf0;`%Cc0jsi$itb9)~_D=*VT}GmNxS#+BfBykK>CczxvCq#OhK>9rfo}v7wAlx%
zhfB}69*x4}2A|{9LjePJ-Ol8_4zVFbz!{4GKC`t=tCif%_|3GYvVs&k$-%DRLp_pw
zv6x<;Ov)71)Lq0&x#L^%fb={MWKTW@DOQXu0Vd)quvWB*v>h{+ONog0JF7mP|5!yK
z))iD}fxY&-s`4x^D@PTJXqPUFZVbOQA<p<+^t|WYE}-@$5q>wKbOZmzz4is}sTm{2
zZEqxS_(wk+w(~;)2Orx!bvwp1adi;SQuxk^o<c^Hgl_Qry=q_mN>73<|LjTp-oe~A
zf`47o(;smbkRcu@J7I~Nzgc9fr0i&NaXh1?*F0$^2KWPBK?*5&)&@t<yvteQCOji4
z!4*``m13>a_HBz%DJk1BU5H{(z^i1=-#>u^eC2YBZV7RnlmlBUIWKOQ&qulDrZd&}
z<0&F3h%u{u?mlh-)IoD>mTqx%QV9`i_~X?qGqGXC!a6+pp#3j14iLnb`uGoWmS<qr
z`3_qgnf!wxB9w$>nZeVhTPOfCw>+|$+e1+L@`JJpL!>A6N{z^3ZQ--84vSl(r+}=#
zqGsrVbL%;p4<k8vT%{g<n%wH@>}|I}GK{WfeEN9$vb65Hw6AzPpel5jL3jAyx_{h7
zshEn;lbUakwivAB1$~9T{U2)m!&G|(g=#{-K3^cmSzLjRDzIlDV@_`RMH#*CMBanC
zi$?C-*-Q1+KDo_>p8$o>#UEr*Y4IE%vPWcqmRUiN?gkfPLN_@})Folq`*))le=miM
z$U5Q;cqIN|4ZK@jcqSvU9sg)FSM0FRM94!PFm|+Lqp_!e9G#Gf_HD?qy*!!3d@%2X
zHV)(YBO#Dql{9&~`kl5n+P~;|a}U^+%C}?{$nQeVhZ3|T78z(gUVPPUpZv@9-)WUp
zp|UGqT-u+LMCP;x8UO-f`PbX-@qiN8m`0K`P1jNMzO2c*ra(yl39BxR=d<96zX-6}
z`24ex`6v0}&fjf8YtoGZShd#6*$+DuTj_S@h%urZj5btZ`hmpQ$?;QxJas!enJy(0
z*vs^9S(mZ{Z`eHViUN+5yXXjUjN`V9nD{Z4iVKDWvyP3A{5fw_h21hT@AHh_&2in*
z@Jckr?d}@YMQ=9AtkvW<RE6Tzoh8GB%-Hn{I>C2>Y~0uegcKOcS)E=f2I=w~t_0v8
z-Y?;&MY!RX*diJ8{Bz-0k7?!3?gihL7j{h1iAO(rtXecQW%N6T$ui3|9UBL4j9j~#
z(nU2`)`=vEZ8JOp_gH{im_OV(&}{kVUGq{INX4gucU{^(fLj!|<ILwuA3UB<#A#}O
z3C7A^72Ytf1pEkoP>-5%(WlrgF!Bq;HQ-)3RY7+p0QAs{q1&|*!s1VwBbYs;=^6=l
z?}6~ig76aJ+bn9xFN6kMzpu4b^ayKab6?V?HAe2M)C(;P2<=m0meHn~uk6oN`hA=S
zs?QMoT}Z>hDy<mP5CyM)7Vw92Kcv99IGA#aG7_dkuy;&vH@uaYK7hBrl%P=!A=MAa
zcC<h$KxtPIMp<l|b?e0JBlF}zT727LPW8C&BCeR58v+4h<Rp6imA&@++NIU&=RWaY
zJ$}%Xix~PstCm@15Q~9<X&5J^zWa~1Ud&EuuI|-}AocIAm6qUFZj>A+Z+x&9BE<V!
zj}3=oQIu{|GA8><pEGkHjumaZ;6@73j`IXY%JlIX`=9B_R0d4Sn^TQp2HyjBRd+md
zHtM*tat*IA)!@)9Fv_KaPQO5-dIK$U^KB(^{bH2GaPO;4oiZWUdCWFCuM_R4xCH*;
zS->01enI8PVxfd|q}E(9V%SgLFkXF{`_>!<X^8Ily|v-<tdXzOw4bu+oo_s{v01wK
zi^CD-&4FDvq)pnb(7q);M^@;~y~bhd)p!{bZr|yR?6z>L1%6$lc=~qKpnGXziZ7MB
zA3QU@WO0i){}>?K&dw74%|YAdr>Hu+)Ghw5@|F?@IVeni7Tdv{>RR6r3P4KweK#(x
zBTn`Zs+H}4@yx=Vx>V_n(dh*?>6&cH9`JXd)|YfZ4aB~aNt#uq3?QO8VAfp`9Nf_X
zZm}un&ap!BX-An@3j_zKTpxLK<UoSVX6j10@J)vq)2V|)tFf2K**ZVYb0!$xLhH8}
z1U%_}z3N}tEs1&&J+Qw}jsO`kpC9Tsg-@sT^kqu)1)eO2x@aEcE(JFA2F&vf(ko@F
zA-q3Fvwpo4)Fr-qQg7~Q+hzeHHeyB*FBQ4<4Y9*ZB3@yG!PjD=Umqr2t*zE#dv5T=
zemGMpP|0cZ+1hq81yN1!ed`gCJIF8B&$WAYKTg*SsJHu~ey@FiggB_uu`MxIMBoMm
zU~K4#D#mtU<9WX*!M}Z)H@_sf9s4;U+v5fqQ{hR94iJspe!+Amk1e3e(48!_nUl!$
zTNkkHy!>!dBQs7J9Q}k)q5o;z8|%SUu5pIV!M>hxKXPW^u6a>jJB>C3aNR8u@#IlX
zvb$Q@l9}4#6+|xHTlZy|U*7yhIni5aTYR?qn;UsASK~{o6xROl&)ZM{1>dNozC036
zUGx+Wp1eSI`%!)iipo-kK7WmSF?WA!B-3#539t2Q(xGv4?u#TLLD0BfpozZlW?S#b
z>AP~JipDZ<Gf1Fxuw}VCb86YoiF}xJXv7Z*$YAcGt~ChkR&u^3djjh3^_t-el^VE~
zpohAD-B}wjs(N9a=4-Wjk2ZM{4L(9p{R+{t%2k<N7v53^4{%o>Tzh4g^=je~O{njX
zU9cp*1aEKQeB6r~E-eSbZWZ`PX?^J!>Ekk?fHslH8znG~7r5U8*?Nmbmk8MG(&+}Q
z))HT3u^G=0|NQsMZdUew>~TZIrU}8?ve@oQ+832I!ydZ7*eMRHSB2WL5R@KY`o-w-
z9pRxy(m(6KeTeUQZw|teZ2*Q{D+@=1EkQhWkEpp@WySZg_4a<Rmx`WSqJqe^1>-(i
zOfs9QST0IKw5$^14eNSB5@8_P;k-|Mf68k@(@%!4XoZ+*#P)Ai?Pu$n^^>P&p>Ot|
z7nezxJSg1-iM#Gab;gYmX3c8mAc@OgGWHn!WIN>2g5>C$MdR$}^BfbO_Vx}J60htL
zUz4|i_j6FdSQ$$NaXay$%TWe<fdeg}7ylLeyg@0EY|lh0sp`HVf6WD0eg<*Ljdbsi
znJ4vo*f;9pOoB&c>a4gf9&my<*CLpT4ECw{X(^h{w$R)AeEPf|3-T41s0OVl@Y?;P
z9g%CDO-j&xV`*3B_!Q3@L;4xzOe3fi!6>X_Lh?OISq*WUT(iXjS2Ts5fL%7czd-^1
zr2}sw57WD|b&CaDM|ZL-6v!>%ymD^{-0fj-!Ka!>3O19X3BEktZ$OZSS6V-ht&1dy
zi1{9z+EoPww%l*nxO*9Y*b-f~WZ!iJ>6zJ9K~}RsQbx!W{f;;Dhn(RoQOARi*f~D2
z0l~=>+Y~al_#u$d5>cveY>=}c^5G=eDwtb9Z2d2Y5=8%O(T;|r94&6DNlaREj^ty<
zr|!<<biRBA;?j=dyE2IJ$|ut>g1bRM)T=<2z>e&_J6H64-Z0T2BlN2DDqB!g?q&CZ
ztc0S`*MZGfrXR==ae(cF^V_`qX(9KCDgLoMpPEK@vYbJ!V1y8q4c^)uO8{7Sf6c>h
zgtuF2=MPEJ$#Z9T&RG8L!c_WA15qrs*bu&QZpiq%GFVeyjVE6@&iJK(Hr|N|0!$qo
zb|K9}gs>sjSVC42oD+_i`|2viHI{y%CUoy*()6aQ^>MPD;9zaUZ)Zl<o0b_$Z5cSo
zEOS?u8g;hEVg%%uJ!b17HXo`l(I_!DtO<Njg>dmKsw9ED%NuG~2s73==xN7?+Y$|q
z$5=8GeODc?F740ISR9-#8@R5qJnj)|Ba>w2L`M!Gums5^zu1L8$alTky(=ufTJDV@
zW*B?2DB{<+iK=A~_2wU0F{<GL&bnTt8ZGG!14Pj^P(VYJiTDETybkw~r(ML}a~TvM
zI{hAqj%)Y5?+sVq?h;OR%uD{Mf>}2xcU6szTJOYybmAs2J(uoTAXV8-CV)<<>Cj^e
z*oX6cnh9oIz%Q_Eb$*(4RI*MsT;xyNqHA!?VRrBFsglLqRVd$MX|?VLPi_l7p@9|G
zE@vCle9@Pp$xaw<fpfL)_2~GJzc)Q4o2@QTz;-3`yI#reWtn>SXqvvlin{*^za~^0
zxMgS3FFl6JP>P1x_{cZB-2O*-r=t&7&_n?7{_C>^21~*Gj*)~^L(Ib9WCFpK5GCeC
zdB=}iX3!rzUvIeRH4A2MfNAnZ+#p0u^Ut`WlDNe+^>-H-?R{1`(@cLEE0F7BLmZC4
z)2DBHU4XHdSe?uLD~ORexsv9e=a2ddSA(Vs=F+vsuz2I<v2rs{nb@XuE-c>BJghZ%
zL=s*6Ww!&RxAcvKz1D+B8!QZR7H}mKx0RtkRQV6m%+vXabR8JWd7?dNgSGw+YZ>L6
zdC)YHy9`L=<wH>1?RS{9j?`MhS7n_=n`A^}eQq7!V|KTiORV!>46R1v|2Y5oM+tmD
zmu=w2@#~Js#cA&TDu^cbq`ey?RT9#YV;+e7UDpo^(9p8Pw@`HXwP&3NGN$ghSZq{t
zsY(RsFXW`rTEmKAu!wARM%00^K_u?w-x2aX6UR8sjaogDR><}*s&JHQw$RnIw|4p*
zV7P}EcN|aO0_w+(r`zXpmw(Fl?8p*728v0Fmpp2UkkF2HB7??DY%f-ne-{c-rTl3P
zJ$%?|*HKBQt_>m4v_=w$?@2uai_Rw=1dzA3)5`eMb<konEjMv3DN(cwRs}v77zH|)
z8wfuof3?kDqF3N|YuOKH-<Xw&3Hn%G(Y&8BoO?GMq;Q8n^}y1HyS{1&5>93zpAqXp
zAcsZ6zE3WLBe}-i9MwMCVsxk{qBqasGvR`lFjlBmxR?*io7l07IM=>cPuG;cjHb0M
z$5-<Y1Zc_L(`(l(ay>Tj-lWgx@qOT=E`&3OI5a0x^EVvQC;@yG43g+7yuHPX0*(VH
zXG`nZv=_i5<R7_~!!4nJEdwZkyqqLup>~@6tZVho%h=F;Y?k3kCmD!yl;-K+#LoUT
z<+}y;iX~nMN8LbNi*xk8Xz;0?3Ku(D_V%|e2XRne+rPU;#6kfiwYX_fff-!=4ozHk
zMH<+3{N4fk#w9=JHJLry$jZr15fu?1>?5IyY_g`-nv8AbZ0(e<l>Mi(1)^n7w}>kw
zVakw5jk9lti=Sw|hQsi6J^cEpaGJ?|MzdF~Kr7!&e$4(hWTnofg=`}Gsm_Oj$$b-5
z0_!jey)K_6+yXPs&>c@a(taapEFz%*F6(c#SCYbvs6aX2YcUj1+iFddpChgRr1A%}
zWgt+~q1HZAcH(`LKfJrTaG~@mdtWP^!Yqo4gI{$dc<?P{N`?jg2j>uSQpSO($tLEB
zlK)&osoB^xt0K&j{PXIw`DK-NfHzTgo3;li!_|oJQ&~6hlg6C+a%5F5%Jh`mz>F1h
zJ0aY(elV+zkA2Hr{%^EXSXTcK4^A%?>*T`EzsoPkL!EEPM-4Bk;v0m+VFIqO?0zST
z#Y%3~t8r#NlfA`lMv0NgW-!sGdccVcuKSAK^x5N=Ar;_*i1`<-w-8?<Na9}qKmn6c
z#z5oEch>ZX!v}n}h5`x*+NA4UrOj&%VkA8;^%LZ3S+j351cfRp+>@7PZ9+{S%12H!
z{JzWTqE*l60EwQ#VTGUHUr$TX$?zWHA!mUC{O0pk88i3|FYJP~gpHdfPycC<4~pQf
zg0bXZWIi`C5vfTgzWg(Q3EgN9gE%Y|`sB96RAuESBh6ZhL~<VVzWIyb>iJ~lEN~bL
z4skZE<AS|0X<nW+914`2d6ZcrNhH!n1ktlIXR3Pq`-yg^s-|)9nqtBkr5@$Qc-Hwk
z(wt3}<R=tOJ-%KWoKX@2dl6(+8+Xt3?QFi?EUQnKWpm>3Y#^uA?$5XpKUw{0J4n3J
z%3h6U!73!LY7({ZnPNO)qiRfLyPxJ!`3ba@bj^|7r+ntq?DV?%9c`69<5v-1Qe91^
z$?rN2qvuyv4f%V?Ypb<=H?H<TqEKyb9Wwr8CtqUo?kHfE(5%cF{=#U<IcXtpf1xLM
zjJBy7@V<R?4ivkx4N?GCl$>o{<-zWmEsi(X_Rf3a${-UYD&XlYrQtYA9fuq~X(_lX
z9Xb=-gcwA}0`3YICZ31PB5;NWe@DBrtNt^Xn8DU1-ZL8R9*5;^up>&CBYJssjpGW{
zxgZ~P7xu_BGvQZjQI}xGK^S#Fhun<+IUhEla%T&28UVq)DUUZn9&e5KwjVjZ+CK?a
zso0f5((HzY-r%cz?)#i&c;wJa)4st+ZCGDb?A4Gpieb#{4Jvnzhl9I9-1Uu4|NO=t
zj`q)JqmaN;Vyz%K{4K)O1-LdM$f;PUAMWE-liiKX>w*tIt`9}pkDe&TKy2|2BO`%3
zooW^X8vE*+6V?)+M4&WUxDub##;%{ciO<e6%EBZEVSd&gS{bUq$@gB=hDrF2RuV6D
zVn-_d;9Gn!U%X+sy3$|5x%{uIFd(?tfc%d^{BQg`)V*KwzY;`sOI@hi8=FrslNg>W
z12i54fEP6S9r6j>%!LiZ-39I|u_(W95h3(v-+7G15$jn>ZHtOOpTkP?IA-A1L;$@!
zzV!w)-&EX=&)Avs9}P2YTcq;2JEHs^<Qp>bB2+PmtJD8hA5Rv?dYMz?>4Fvsq5i<4
zJNz7ZCpywk;1f+jkxeC#$-i-?;%uyd<+O@ncPOSZ<mj+UEHzjK(?*K8M7v4>Glq1V
z|D|=JX?XB@#1}+o+TG{zhF*tt#NFHTYT<2CD)H*m`tD;6#B*0XqD=hxZHF4=+g^g*
zg#LE8F_Ay9Qss7+n$J|=BuruV@sj@^X8BA_FV|F-UwWv(%~oc1@#it>Uy<>VADJWQ
zE}?*z2;u*^(5YFLU;Lo}YLz@Fz#a;?F`JLTs2@j<9dcx*zgwQlO?@(_3Y{m_X(q0a
zL0RH0_?~H%TPqpS9JanQo5=djONZM(eV|yViuu;$i$ZSvcTZBnxZ@Sf>qDb9ThVP&
zGHXhbo%&<G#u<WBECe&|g&pkamuJmE=anKXBUj}sWK?%zdTwy%YCz14@BUKrBU~{5
zdCJmCg>&$^eq+(8qxKX2<9nWzetX1Q`tb=ErCqF2oU##j`8Q#g`5vWr=Shy-E9O<!
zFxQ7ZJFCeR*)hFtjcmYqoU0KTp*BfKZtNL+1}i)+<%drLlK#%;hLwlBpB?tmVo0&n
zLQ!&xxS8l0{V#<yPS;|;%D+2$zad31H?6gmi1N#bmnLuZ>TOee-UvgMgaD8DgqKmX
zp31Lr;@m`FGVrGUZ?7P&FVr)cm}i4N0d7Vp|GxW4l(}iixA!2txx38&jXnJp;h7`Z
zrU3<PQnrb4<iAW+s6rGdsU0K}4uDT6yy(ikjWyGRsap1KWR33_D~xPUj<l(EbB`3N
z9F_I)$5SCRKG}#5bMAdR_oDI(CTG<jqJm^jrM0*bA`uuwd9yqI)}o6nXs^a*uzgrr
zV}5K}C1Z8M1N*<ivkl`6Pv{z??>Qv3STj^I9p8$*TjHu34oBs_{#{Zm^wNR{O*i~+
z8Z!YC|HA)ic<h;XC$y_J=AP<BCAxq<h+%e%({y<FdN`btY@`xnlsxEqR)3zl<uSEr
zjK^`SUA7L->K|&Cd*zXMIG-*_cp#z1IkWdfkpO`ETa7q0(muCdV<F0t(nd7v;oTzC
zN7ZB|95u`<QKCWOz2USAF$WOZmd0Lr(@n1|tfm|>D6K@_rTgol&b$}#_J&`6wO_3v
z4#b8-1%>s$>`ui<APQJ~Y1v!#4wkrok)L~l)%dJkw2PPsPv)IgV)4U6O`KGR!3gh(
z0^dod$s()W0ohBsErjYYH{x~2dTqz@Mg6F`_Wm*!!=IXlO0#TjKXNmEv?-!>S3cED
z>Vn8B{ut2j|CIi>$4%t{5wXO_v__B0Yh0EHB38%*xbT^%*{b-7#M{qdQ~Iv7(>#)1
zR3r^_%+7akGq*4XJxg?Rc0&PP+JVIQ(b+|Gt~u06_-0-&WmzJyeUd(NhpWW(W~vlW
zz+g%#cv<3=sDA5bwZrAa>c;Z>Vtn5c-d9~rC43zI4}KB4rZgfWMh=%nK4ZFG<eLf|
zC(dxnuZt%l8iY1Md~cM@gDi^8-RF8sG1bd#wBfe{h!b;BhJTlXSQ8Ug2?N1vf<TD1
zLTNv#ovc<wKUxA5aH+*=^SADYs+HP2t)-s)D+{|XX^gNdU-iGRbE<us>Gj8XY1}S8
zp?r++tH3wo3l$%V(88ubPEk$Wigb`?iB}L^=%cP7Oh}4%x_{?k?%ngcaebQq=JK*8
zk5t3i0`T^?YutTWc}BB$Q6CRMx7^!B>1OM!+dXEIAh5qudizL7B36c?K<EW_DZaES
z>o!K<i%@$*L?J_}8{>KugUR!b21ZuC>OYsU>=9mj32Nzp<Vr#zNKjy|j@)aoY0kq-
z^T4aq_-$TY76t6}sN37W%Ym0Mo8M=yKk*%>6<ga#r^FI4YKN{$f%>xo8OrIeeQl&+
zmsnQc<^cg#WyW?_V+)4+f8?dHZ-|y8Sf3}qvdiJeCJ-eHCYlMR&&NG{xPQtPJEp!@
zOFZ~ZtUELWw^MU#zW#_YtFJ&|%`Ja&=JSUvNlobQ1e}VeIJ}^fcydCl63Oc14MRH%
z?~yjlAY#S44^oD9@WPlsE^D-n&cpLY)b*B9(<(ZPphgm+7Ki{S%T4nf_L(i<w_RMV
z1kttseS8m7)ehv$_+TF!=*yO|r3@?-CpW8g5QF#2JtWj7-g`X$c{r-NC)&`-z+;fZ
z&+0C*X3`r_cW%n-%b!$6ciX78$DyX*;7RfMH9&h~KE<YG#9#=$*CF{U@;&~6+A8Zs
z;U!rRj{(EK%6}G>V}*jIecICtVC!WcZ>5(C+9L~nK|~DMnfHl%A)(IvB7jV$K=L{Z
zBR8S#ml3%a&s#5VSPhY9$Ga~Yo-nM5p0V`Kl}F00XW=A~#4A9k7!fYfP*y5pAl|D^
zS&)gyUq>ET19HFGdj0Y<ZI|Igwmbk`()aaQjZ&-6<o7SW&r@goR%hTZ*wQ08{4jkD
zAKi?|v0aJCXr0Z5O3iq%>!8HVBFo-vM{C@fkxHimx<B3J7wh+X6320Gv5Jp{d8MHP
zpBf3S4QEbIEfP2^(GcO@bur;q)2bEYC7Pmc_CQ2+1Q|<1J+YI3k7T&xVuF=kyG>K)
zg6fG>JyZvBML0e|a@GN#?h*!(|7PMdoIPXOZl4+WNC2-U<2D0X)Y&{pqkAXo?6>D>
z_!7I$<ezJ=A2MeeoeMQWg(&GiE~9M3IvE@qrAAal4feJ7?0wsCeKDUt)_bB~%(Gd6
z4ek=1t61uD1um96%DR#Tx`e$jN{(ps956?asvwn}?zA?foiq-PwG(Wh#SOfGg;V#|
zLE~S1BS~<CPBoO#^!M<)C64jH!ad<9=>_RZ&Q}}Te2cKZH|7W+B}jTzra&716EMu}
zlR9JW-e>}ekU>&VNojc;cNi7k>G-94>8^CE6S>bbiCuL3T6;iUpfBP$+W>^R`X5&+
z!-U49X9z2*d0;`i;vx*qAUciT!l@)0W8aR}z@X56=i{g}yHYt5dNhWZty2)l@29qc
zg~ztdkzL0{=a0Nv_tthby74bz@i|+dB4+_}i5_FrM0X{K6iVN$nV7+`(XWO6i1)fD
zVHo}4HUPY+fg?GK3=UbW%GqSlH?^rh-<c>)jgAige$FGe%beu}v8_fj4HVITm#-w&
z$LhMy&Q5;T6K(w=eyfNhwd6$;`8&t!3y<7qaYJ>3n=4ui*kvJL9{%Ekrxq8D!C-*N
z=BTsI7bAl;|MDd+YQ+K{YqIxL`xK*E->|Qiy-KgWLJUW~0l+Nv7P^Y;@ansWAA{>H
z(OI3R0w2K`IXOl825IC9mCC}G#(XM-umFspy6cQt9{Q*ekG0|=gDp%Az04UGdC7B?
zP4j}F7aSNq*HZw*h5x$aa@37rk!$Bkz1Ga8+FRrsYAb0hi-Bq^tyG;w!U#oiQ#F>Y
zg!RlE_p%552@nhgXz5Og8rl4yohp3+DK3AI3t;Mr>`}!7Nx|4P%^%IO1~5$)eXS^!
zR4qR0F1Ew9#t(DLHX5n6-_Z^_N_B)$3Lg~Xw5`eu7BpQ2^~f^E@S6G=w(y&v-bRH;
z?uzCl-~XG8J2v60>g=FCwdKhKkiH9{CMqw+4Zh<cEi>5LzDV-pexJjhbcPAA`tK9^
z#I*!Azu(^QA^-7+ja<6<q0skdGmK7N@U6JYm_E%HrG6+nk+Tq(b1}fj^aCEi2ylX@
zD>DF%X#&>!Vr{Dw{?^De({pyizO=S%iya+<2Ue<t>EHA1ZI9kaljZOE<^E~YMH>xF
z&(#)7;}Lz87O@EKe&5%RXBIr!Y!baaPl?Y5c8x@9&J1Jg`+FGc+T_ffnpgwc?HVFd
zb+u;x6TMc31%jAW@{vOoZ^Q;m9$C>6zBa41+5o-5Z4#v~P1I$>5Yh<3AavdAdxA^D
zP^8JG$M>R;Y@xf8fcj7EDBR^Op)tWs2QoTi+(aKR;Yci3j|`04hohxf0$vd>-n#&c
zw;y?b;SN(rNr;#82~`*JH~(zlah<<~3kAgHD2{}9@*_XWG2qXx4CXT^Abg3&@|_o>
zmc!{-3Gd#q-V+0%eOwl>-W9=^1^#<;3*>d~|MayP=sgZgJN>tIh_&hidM^8Bj!FvL
zXk93)(E^3R?_7+5ZV%_zRD*t)B6c--viBNC0Lke|ay(1?#n=AG&fCS#B9FU>Ko;Eu
z8bzY+0sH_#DSUnGE(oKfV1=v{8GuvpP@AJJxhc%aI6u3b#Z@K7x`EM~Maxvce6SvZ
zUAcFS?bN*YXX8gJOziFPQ$u9q7vU7*fg<nA>5Qe@0vaOm6r2cK9o`cMxVa6^p?3wd
z_AWD|;>l3(v-a>(1xAV@ZG)-7;?Kb@NR%5b+O@XKPqOdYlnsyNiTHyAD+yEi8Iv_r
zEsSh1Y6;ph(bnaWWQp|qOx9-4S5j3OOUuJi9P?x-_4t*}nIXhwv_LlLtQ*O3j)w@G
zIt4euM4m?Ra=TIbHu()Y*+UVOdrYi@oTUbrzjAA2{&qdL4jA_;SyS>0fj(Qw^BVdN
zx<l9JR(^GmIGGLYn4eDEr*RO8Pg7@n{wk!XS`_w>=<G;D^?;yuv!2cV1ly>)GWwQy
z43}lX3)q~wBKqOvMA37VnR+Q_^7aZP76MZ9FA998sSpu8sk_`yfB9B;GRfRZ?cIK%
zv!N{N_aTWX#;U&OcsfE@h=z42A5x$IS|~vCUG+72;$ztb)g7L}-!A1X(K(bOt`YA<
zK6!4vOc}he%@u`jNm2oxtSo?Y9Rc;7U$NmKJx&0#T<dEZV2mkl(NBUkn&!q3>O|UP
z4$=t9t@_hjC6UYUb&JmH(Fchzh=o@S@L5I=GKV#Ygc_Z#N*j9{DZ`JLuWz`2&rKn>
zDqjE3mQuMwc}Z|+e8T<Jwm!R>yG4$Ql^Y<|r`ti#>*Bnp(iiuxL*E{B1l6Z!mi)`{
z#ej^z%Qkb6Q|^t!*a$8Ov-oW>zhbesl<@5lulQRy9)D%Ggip0gfy2bQUxU{YNd>Ix
z#dU??Rb|Q1%~y(PQVGV>s8ht(LW`!|wWohB45QV+q##zvou0M5N>+GI6vRws4a&Y3
z66TTFFXyLkdT@M?#=akTeA6;l=-}T!Aw*<c`8)8a`OZ!=a@`UF4&PGZ==WY%%IXR%
zqtNgRxzEZ3&ix7{xCF<2Ms$1s%J&oS##>~UK!kN1^1ooF(<C%yJHImj3#YuMj)qNR
z@b$GWqUUa_49N<zl>7KP#*FH#_w6jQY)~!Le8Dq+%MiW?H)M(DI9u7^0tyhoiQPqd
zkr*sQ)Y`-W|DjcT;rR`WuX>tw317=^0wVlg^yo-~dozExk;Y-RFpcUgy6J<hn5+1C
zu;%zug7{|q-4#51*cBRz%~y^yxL1t`zqivOv*^0v$gn?SoGCetoY+NQV#L*Ms6=&(
z&YKjjMvc5zxDIpLbk-Y$6U&d%vDptUY}->WA>udUc$Q!4|NL1ctaUJrpD(#OL=)$(
zL?&W^SWoS&dhIc7#%l&(EH*kKNX0&H$)Yy7i_;%zn^{|f-HmSEK)K8zwtebLtxK}w
zpO&*d4=*-v;g&Ox&51E(T-G+kANQ&22zuh+Mp((N{~8^64My{mo}&4!TQw!mDgK0h
z1ZJ0Ui+Z04=(Rg0aeYW{?wErf{wiTZi1lViYh(?b@ELrx&swq%F}W;X4J~|TpG^os
z0u?`t(QkOC;~%jH4=IS03H!D-ak1O$BE_3c4l_=WiAq*fL7p{R&U;LQgU6?8xTAKs
zLP#J+F;L<4=Y&pddmXh4_5$195LaZuyA;wVoe0&!5V(-N_Fr2uD|bK)cY|Lb(dML~
zr3FOd6qw@^yDnZRfK>5kl*W(Go!3j8u$ZL>@40`m1BTTucB}lT3vE$_hxdj~I)}Q5
z-S;@cz12ARHS~Uox*nvy*yBED@%px@Z~n=L%=gPP{&H$s7ZZYdJaHz96^1&Tgxyar
z2DO}t3P@0Zt^pkIt6(K^!Fs^vLULG{cvRQR@x(Gw6{-e>WQr;#Z{@)2gjZpIdb~oS
zcJkByr5H=u?-2tu*T}sc6L!IFvh9E04viSXiX#<7%LH|Z5XCTUlX(R6tb&dfa=$wL
zBbQ^A6?)RlkgarLvl3Ky`jH(rRbLO`R7LG;wTnJ+-$s1F^x2eFauAVbr2ZsGIgLK{
z_g0!i#V)HgA^nb@zgU3B4YqOScB>9oL$4Cq<MpUoWv{lE{xGK5UhyFba8WS5vXS)g
z1+HNZ(r~t?^{52}co;Mz0^c=dZ5>umNA@enFRD@lwv#iK;cc9hD>bEPh}C{MMV8I1
zr=frfPDwGrLv>!BFAY~TVe>@1uf!I15q=FzYkDuXq$ADrF*HeV)grAKjyWz4j#DZF
z!8Zk^<etHWeWNFGWlKF5wC_1E6F04aT6vD`GTx~P!g>!87+`lN{{7>@SLerhPuQOe
zf`Zg_5$NR19n4zs+I|A4qP}U>&gv0dI<6ulY9kunE86PH!E?npJMP5<!eC6>b<1|_
z)_^k=@sy<+IA4-0E*1ndL7I$nQHe^_XDPIp=NY1>sfNNK65PK6XCE@kBGY3*i2Acw
zJPt4}pwp@Fj)!76+=Utqh7w9m96iv|>yL)C_<{G_j3G1U`1K7rbAvu<xyY*=f}_R`
z{7Y6>{l>Fh(rAat3JN=jVx&W6XM{M8SFmK0ZyegHf~%PVH34O<uX*QtsdDeiiq|h?
zm&PR>m0geh>*_*LuI(5elTSaIg0A1Z1_SP&OFFNsBKP{|E>R4n$Rd5YgY`~q3!if6
z3?5>cXt7tj=ElJ7)7OwDN80ephO2}F&H37g;7!jkcdtyo{J#Sa1=|P}3lDOt&)j-P
z`tFs92F&?}A3O9?B)eD%$)2Eqc#^2Ed(k;?s^AK$ME|u<atP8dauYiKYTa=BziF{#
z6MBPDA~^viNqx2nKe85ZBTad6<(1W_E=d*J=3ZdSL3h~RjohsE2|MV^7TT279eDG@
zjRaTApD)I7`<ThNh2y23be7n;i<`hiUOY0F=>IJv4czk0wcYi(H!7u6hAJEmaM=2q
z<&R^sPRGqw&pn$*d1G*6m3V9%W7ztGUW=z*T6l*~62!<Q1NX6KlyC6#HPyD0V`*<C
zidaDuSlaOjzz6H=UT?1WUhl)VO{-{9Ka!lhVC9f^{{VS?s_fAhxuYVzq^23Ov-n!L
zy<#?-TzLAaAPjWd-2Qp4!%Ws~{7I)WNwz!4#$88a{pI$o4O-RWid)9OXmbZ1r{)Lo
z$^58#qLI$rA2L^Az<0p^0Cj3D9{0$cMD2xRg=5(IRf!V_f7plhCa~WzPa@-jPg;V{
zNH->U^51w2A9}>qbh~@c-jGCqU^1L%(=}g3)jZ@7O5eRv!T#{AD}(ZJ)2OB`j%UhD
zrovQ8066Q@I3D$G+iWmJsT9~SW7-E$GmL$DeibF9iJE`30?8V&RdL%GBoBT?F0F7{
zRDl&j1q?sBy?@8_qo5hHGkH>E6*3Q$cRcm05k&*ql$ZcBlHD+Bx!5igNXKkstFiB&
z@@bb>p_Xl`Jh%BkJ#&t=BPm{lS;$EiMI9MxzG&u`X#+T<GfFFuI@v~XA|4HQnijU2
zrI=P=E@K#xeSg{&=1AomBl4@UPb?B8<)gAXb;nSD!l_729<gsb#ULtcRy&26GB|GH
zxV;O+P-<$hN<>#@f~4^O08j9)kd=i-4j6PItur=_HDgmF)f;=1m|);Pr>#yH=Bnbc
zc}{B8rOcL-tg(^^{c40wR?udeC7yw%>T&821_TEmcvb52`#Ghxlt~dFkJh^D4N)#*
z0lrtqKJ}tzZ5m^dPDR6JqDKwhrc=!}BFS<i;=IG+ZMWL&qPWNJAt&;$O+3VL>0B?0
z&`W1B5!lvgXv&M!@wldBBLw7kuSD>t#G9J}mYTD*&96n5tdai!@k8~mIhlO9U40Er
zrr2HT+JshCX})O>88`rUB>GlH?IwK*9=UC(+xga4DJ)0(r>E3*q=}1V&wAptZvacC
z%^kyQGOWWJmIMGFY@FnN721KdKpm@fvCk`X9!)g$qMA)I1tywJAvBqw4w~+7v)a74
z&fIbM)l!!Ft(MSu?0c(J`ieA`5~>Wb#{=pspR=A@JD|!5Mmt$?*Z%;oSi&69y4@W!
zm8EB~jj!5C5;Mp@eF*u8{v`FTW#kUNqP;g=w2JBsvlU>ZaoirpyqU^~qqu@WEwri{
zHyy#Jd+JTB>~J0_(In8W*I3fu%8!4{gZK&b^;79drRr&~q_($Ef2}HHSkGl3mLB*u
ztK++%z8?q=GR&*^44>&-PloSJj<6-q0Z-%pf2Bsu({xRH3tOeaNHE52qv$I&?NUV{
z@UGxAZP=dR{*~4EmMEvvtgj$!l+05uKIsGGKZqZtVc-p*fIvmyk7`W~GZmnk*;e5R
z01?Rk6X{!#>S;ZRB!Iwm^gZf(RE}saEu;fsVsVd94PZ5-ws&&IRFFm#4v&+?Br~Ce
z`8E~^qiU6TUAyyuGy0$Z099mMZ+oc(xd^0);~mFbpRHdKvAWzCFc5_2kQfesm_LnV
zu2$YwR^28y88h$Nh6s(;Nn&YLbGrqx+Neswn~s&yT0}n0(}H*&)y>MgC1eLXNg1TZ
zgi*MG$KzL0-d`uo11vZLuHjXnP|VxD=u%BfZ#jsSIVk)vALp$AM<hV6nIGN$CI0XK
z09vDpR)x1A=b`j9d6ml-Oc?;qK;lLJ03T|GNRnjpA>oJKPfw*50K!ZA%X78IB{RtP
z713!PEs`8TsFsp3z?b-k*Vp;iCJ9!^BoR{w68-E4_3UU&4_1QaIpbMikzE^*%6P3S
zd;DQ$<bQj;c@Cec-RW~~f<gv<WNuZyqPtBm#CE!f5wY@T{^K6MLspqB9pXqZ3XnnW
zD&#W(jMpax+^`>%oxQ>6YgXR%Cm2(;zq)GEA)~5-MIaiz1;lZ%JF#57z0)IrPZg$^
zkY=ee8an$;N;bd^lUlLN7z18;bEw&9wvT;(aM8kq3?R!n^a8a!A>+Lx#FIUpvRp$t
zsbv%6=L4<?^x~_TY{_wZo`DV>F<5%$kM@`!XzD9g(o7w`m3XLi$E{}DixO8n4^{AW
z$+&ipAm`G$Ux&H_X>i?MTqyJ8Z!J%v4u4bptI+RkV(L|YD$R{nHQJ*CJ*v`Mp~`O7
zCe0>kxuho*Mq{%`O(t?FDS&4*nWWu{X*r+{#Pq6ns=h;kv`K==pHWZLu7!@BJ<&qq
zCEP&ttgEZRaRfIJoT)0y?i-KfYnBmjQ?8_~q0Z}GBMad>y+T9f%N$OuKf2?O=ZfR}
z58>;G{2~R+jAEILkfRT}r@!OZ^7S;HC134-6E=qt&8c*|y9?0zA^M(Au&(aV`BsY=
zP(U3GYo+uu*&aFLO%75bj&1%#Qtxe@O5lz&#d&(a*{`}V0g8~r2OT-DrnRd$F74SQ
zT<1NyeJjK~TjA4Za7aQ|_#6+=)Ja&<GBhltj`G>G*_nTPXyJ4J06iBN{$$rVDwVqO
z@rK%?@xiCZGc5L3YIuo}WcKF<v~~CezldRV18j>KIPQDWWi8COWb&qGCkns<eF*PS
z>MUL1P;t4rBegnC391t@FB<27*}?q<Pg08n6<tBMl!b;Fhd4bp{{Wv_s=$4oAghH8
z2wv<vnw`AAvfoVEXxYcg4nA!3`hQA_P21osaUj9lkKsH}_X1mswYSr7tP8e4!K@5Z
z=2Ehr593Q8%BBAR0Z3z@&gMb<YDF_Nr0pu})N}aL=TIhWbU0!3JkSL8vxFgJ`@N6%
zO*-Z#R`cS(C#V%n98~ejcI;wCIvN0Dg`5^qha8br@sn1bGm=w=9YrD)bJuGh$kVWf
zfw%>3y^pOlf~TIfW6CMP=xJIoSDr^^qQGfso+Y}o0y*<MBh>uE@vgGVQ?|cN_R@k!
zRp`U&E6!aC93Q~Yl1U4PjoBP@WjG>)>=r$K+f!u1&6Xa$>s~ET!5^5687s>4{{R&_
zVmsvCy*$Mn{vx`2YuK)0-)|^%JRBeAR-{Xbr>k7G{gt)Ltd9!GAa_WNo>T4xcLB}{
zfHT__v*8Ub?e!6;1d=qtE9ORHXCx@dQ^-&UQ`Db9T-CG71iPTPk|KMf6(+iUJ6(<d
zBaxUn>dbOa<4rwDYRL5~9Y|~&kIXA}JCyR3!vYUV@}KRHQz+x`HMgT`ZzZ5(A#a?H
zO=#^SE?a7K_qRe!s2w}jZha~gxic}r$Q^0<t4hkoY?CyEie`Q3GeC##7^aeGGfgIe
z4>ZDgq$ZkAG{Eb%Bw2Ln<8Qj_wEYcvW&Z$*V(|BbWj9Tmi+Mbl<0qG3z=8gKE7LXG
zm9)`rXMF8II2}*S1$i`H4_$XyZCh7EF)mswQh#?CKBM@LsWs0};X0~Yn^VelIW>C?
zZLjVok~_<Y#mAV8LE7CqdUX6N(7YM(1!syqJ6oLuyewBNal6_5{rmU#ukmX}Xe84w
z6>+&97W@b!`I_?9J4pmm*^OFA`bzCLDXtsDmZDf4SbZxe!CpHtta?tbFYdTodxt-F
z(OCL=AM!fAat+Zj#Z~T!wVC7cM&E3bCjS7I*k7sX{{Y0*n~5a2MDudb6ockHdgu8c
z(w9|;rPw1Q3=Ty;+Tc&FEOLRe<f@!@Y;8ZSL1#UvPbIU76mCt-tf%W#%;`I;DI*6s
zKE11FRI)#7)GWqHMs`g5V2{)J*EeiHlLype>rztK)s98}&A6Etbd2lr5z(?a#WrvR
z(JK??1<5(=M<e|E(QM3YF1CNi#{i6X&N4mDX|sSOfiel(ox{JV`eXd_Lm3XP>dypY
z83;0dwL|_{sPra@S)Ovta!Kz<d;b8uX$(Kcr*$UP8>vE6{W^+>V`&DZhENcrbL;LX
z20=?ozy=_40iu8`L2<JI*LWQdaZyRNoU*RadJ1T+tHZw!^`8=2i?{?ZT9QJ`I}y7b
zZ~!FJS9&5_QPrHVBno(xkU<&GeulkH+u*w#8=YxKsEQ2!rK_vZJ{o8mBblU#-_Cdq
zbfJ}gi;RAGt5l@Obz+YI^GRK;f<5V&&3#(BeTpvCv$s|B5hx$Zv$Y=w_<L3W-f1?>
z!}yVQH{w?W)q5A*k8ZmkG2*4Rx}MHaBoZ<(^zZfcucVKFd@5}Xu+eR{9{4-|0Pn2l
z^{ziz_%UTMX*7HHw{Fo~4eS2^eGW(KQt3$)t3{kHpW<ky0z1GWlcw?aPxw~wnPiL=
zVCs4hb5v#cMdFy`+KFc>{{Vew!2Li!rFEVV_*FfGrsG?@+y~vYw{x`nvE%X|oeDC2
z3UiM4FhtTP3g;e`*!W`omq}>%Zk4AYSHD49U+{rwrfvTK=^KCNpP9$<&+A(@Ixd-~
z0rp!skpBR9jm`O<Ye>PPIaP~V7VP0LTdJ|ko>=?UjGB)$xvfk$AG(5SJkgp2Jf1O4
V-A&CVXbX-eo0?406F{zi|Jm3do#_Ao

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-107-Architecture Diagram.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-107-Architecture Diagram.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..8bc3e4c544cf7bae8d8100cb800cb8e1c0a1ff88
GIT binary patch
literal 41899
zcmeFZbyytTmM-1|0trEa1(zVfA!zVMf;0qo50Ib%f)faIfDlOI?!ldg;BG;KyGw9)
zx9(f{=G-&$eb4-6esiBW_s$=ud8(<ZuG)LAz1LcM?e|?($SLG6&|`TShztk?1q4C?
z{y@lCkQC?vIywgW{RbEr7!Mylz{DcN#(MM!ixi&#mynW-nu?N)f`W#ggOP@ojgEqX
z=>;>}b1q(9UTQ``Q2}ld4jx|a--Vz&eE1OS5f%wHHVOAril^NF<qxt2g!kZ{BAOd2
z3N7d!9ttWR3bGwU4Ycz<${!!l-##e!P|@zAV?20>`3Sh6@-gTh3M%S7G}Qa|(a?aa
zy@20AXn6PWpK?i{6R4VC&^i!u`$VKappz_ZB~lwcq~|ep^nHl=gqVbsjNut06Eh1h
zAO8yhK_RJ^(lWAg5P5YCO)YI5T|KimZ_O<%t*o7#U0mJVKX~|k_Wu$P_!Slz6&({B
z7oU)rk(rg9lbe@cP*z@1Syf$ATlb@_y`!_M`)AL{=-Bwg<ka-c((=mc+WN-k*7niy
z$?4ho#pTuYZ@ExFsQ)4s@cl1>{Y5T3K(2deXsBoyzvV)?=LT%3cxd;Za-ri(sA8Bn
z5YTe_JRp>eNH1-DNXMggNM!0bjQNC~cZuQXw`hMz_Ww^X-~S`Y{w~<R$~6PRLPY@v
z4;2pt2A!uqzD$xm%t@s@uXH=tw_<o)cx89x_z)HI;b!h}u?>Rw#V7D47zv7WLV}Kn
z{B9(Xpl&}iB*;V#2|CrNJkbPsSs+1=l3J)wsga<cf=JLM47}vzj*9R@g02{WJMoO4
zsfttUB0)da4>9gAkf38FD1tWZ(qI9E1f?NC2*@B3)UN$AS_NYQdRW_lf&@t*LAOz<
zNKjzrU+O=8ONeroddp!Cf(}8EAo>j?XqgEK^6&qJdyR_(ttJCEN`Fj{{%529*;D`2
zssBgTm&k;=1OAJ7tNztTTyeud*MomHZ$jvwTtw5Wj89_af3<Gvzqp8!D5f;rA|&X~
zK1cS?K7w_%=bw%GXHOw$|EW`d%+UX|zU6<q1R%cpf8i2Zhnt?cOSKDCkQv1l-esJ7
zEf^S^$Gosr>xvb}0DY^_9t5L9SBorD&li!Pmk?=?$K>84B#0I}?9QJK2^v<L?AJUk
z`RgeSkg7D{KXOB1<F6)I`RObBvt=f0EKbjBKEk-7<!FCX(fNrv-(g2h?6x~m7BrTS
zA=v|Zy`Axs!m)*I@4&D<LAs`m)uM!CxmK){wGk&*!ZFvYPhcfddzy@=IwN=@{1B0G
zp6@_Nt26KRF(gtfbE3*cg}0l&Zq!sW(tMUTXfW0@uS*`b?a6A$sT{g?AhLuP^OBxP
zI82bSkufkj@;$Q(Y~<ZKVi25YcKqf9LvzOIO4BcEu?XGCiYeGpC)n(;I81Ro5^>^h
zsYas1JK)wl_U%m4%$#!8JO6#(11sVOBwjd{nj4;cCY}%UwxXjX>mz5F!`ol^v68+g
z2}>{F(O0x(jN^S3D*U{-_|52>FeTWfT=t%JZ;U>Qa{6+?c4Ei+w_Xb@T0F9)H{n;o
zZDUl?`OA!qHaN~tiCp`bPItD%xuyqNuAk=gTR7P>!7M51MF~R{Z4HeVsBvcc?A~&W
z2rzya94Xw=i|HtYII$PS;XR*v)7s-jK2Z^(Te0w2$az2VEva*FH+$1C8&<@1DF|U`
z{msTgqe9mfT0v8nXgOU~H}HHL8c}4TH=4>l){`Y@=$`>&m3p25V*>pT-B9Z<d5|Cm
zvzJIv6%uq!E6?=TW7LUeOXI7@@1VQP)CgE?lXXcp^v@^K?!lP;`?uhUm~R12F8Ag{
z!dp?DBeg+fzUvbUk4hiZ>zb`NN0gxQrB;OOIo>71T{SYQW+9_w+(Xt!heC3n$-3n(
z`bxj3)>eICMBO>f;G<*r)tHmp+-7~-@WLI1nY|(&v75GDruE{(XZc#kS@A&+YlqlA
zHNVicUN3XR#FW02<IZCY5K4zkUG{Z1J#iF%vzt>Sm`*F~OQm<S*+*zY^NOzT3+^ik
z$D68^g&eW|`9dNF-tpclp`wW<M}d=!_>V`Wzf$#lm-lT-*j~+kwkefOD>R-W16G@H
zvbP;7QwWQ=ii3eU&tYnde)sQjqLt4o8f!|Uf7(6`32dcn6f@LTP52sl?(Oku6}MZ{
zXK7C-IEeAK>vF;&WWt!KWH6=XA}2*qxDcb6$W~U-iSI{yS+}97Aq>|<fxYjfi^5S(
zmySf-Q!DVWGf(Cfi}3MsIT=6XmExz?s#G{$jG$#5s=9utO@2tmOu0F|X^UrK?5JA9
zclL9undcrp-He;omxuGiDvBLxgGE2eDEVKRvE^cEzZaxVp<iNn!#I#KZMvi0(5$JS
zFg@<UDWPfe)>(incH9<YMVGsvi${in+wap#dPefE)4;WdoPlA4uJGpFc?Q|RBHWKM
z)&kCr{7X1|(jmw1skl)n^F7_Ctb>Dt)s~AEb%V%#9@oI$%lsPVm(~&_>87Fj99o$X
zX}xa8F8sXX8M9L&w#w)Kf!6dt(vt4Kw4zj%U{eB7ZX>dD+j8l-5`qjP5>&j#PO0_a
z7S89|Rt{u^LXN0dFqoCm2R&Vq@>2S!9o<SsPTJG869OkZ-}bysX6$>gQQN@9_dn0T
zDHy5t*@P-6v4|to9r12KbQrTPcGU#~v3dz4*^6XMSMVpJSnWEDNmb#sqkX<WV?9Pt
zg2PtB7+NIc=g)(0mKpwpRpP4)t2x`hf=O4qa#mC+A|Z_5nod<A((FD}*I(8VN4J|9
zFe`fODvp&Mh%})t=CWxljQNwAS)v}()@!VZ%Fyqnv+$I?I%R7ihZDx32}L4&-^j7N
z{*HM9!@Fd|pXXYx0pO=511uEl6}$>^oRzrcgAt7+&v3--#wCV2cLVYScx51BN^Qx;
zoeYGkTH^oUsr$bg7NE@Ek^+cVX$Eu_dWXkA`0-CiC_Ba#oVS7e;B&$-BuHApm`{78
z`7dWwP^5uD`tRBx3eq4O(IT!(BVpg54Tz)oN2dy$m?+qAB7&Kh+=k{ste|dE=yN9o
zUy81pBBS?u4B1GlG+}Cp_1nA(%~?fiwI;)fD)pYGyw70+DGnLiuDJwLbI+iSq=n~>
z3qQ^y_Ej=+`L*S_Cq}|9QF4+#1n49~TNF8Drvz8#U@(WTT^c55=usx8;22h}`G?XR
zT+&ZW9GJ3OvX+CM*Qm-;>#1a&XY_F}5FW7CGlTt^zDOZKY>S91;M^BgwIJQ8+wbzq
zIc;j#LPvp*Y`DPtWFI4UIb7!8(nhxAY8nd@FHpQ*Sr93%SWXq@Yn{@eM+L`j5=Kpj
zqzy}Csq&@tPS1BakYIH?qT~!R*VIOu-itGB$MNH{keP8wQfYbo2IMP{V+~o`j+4Wf
zj|rgG>p_AVD(lE}Z-h@-hNX$}<Nv8)|DiTQ6d>Zn^xvIFmYU}H<<{<9EEi}+PY#0v
z_KG?`Zmyf#zar}|+N$Nfs*mF>Nz>L`62&BsK@2si4572)6MR~Agdjn0v{`Iw$M=bq
z4mpx2IKOf%J@Q|%PEA09xTRf&<oA`+dvzP}x78*;TDUp!=v#%I>(gIp_mZ%Qdik4n
zlxz>-&TkW=Zm%LiLjB!?luUUkx{!sn0u@+kBX#iEX3dSK01{*+QHXbWpiBKxUk*GI
zsLdmd370O%kWbolDO{ONy|T%f?(K5!&@rac|Mek}C|&e0^OhCXa+*moUZf~JmRi_)
zDx7^Z5dR@c+)u2hc}W=w`aCOTa$@-~^^NjjF^-?2X#rF&?n^+z8~|6pO@j`hKo6p`
zsd$D0Zd-^Em%p!xE!<H@gf|u9Zl!D<H3bS;0&A0xjF;;AU3zjiiG)yC?xpra87mP@
z<t>bHD<tUE-fY+TFYld~RTx7)2qM&5$@-0+(LDkLYU0Wki_x>pZSC=`%)F?sy4hgX
zRuUx0RLna18^`1uk!^eqPbQES1CiK_SFc7|9i?GhSfvg@Z{4g5>9+oweV^8xP0nS{
z@G=BcugM@XK(D@)x=geoP^jm!TIY33tWt_ij_Nb#MwBhIe_K9II+jUpM8-{;;r`4$
z`EhrLl9#p6+>x_&6J3onh|Pzd<e*jpVg7yRVdseD3}=GDM@JFvqKHy$sc>0q`iPvE
z)rcTrigK#;?9$dT_A-GJ?W=LP%M(%SElt;uTilbgq7RKXE_`bj92Tn5MCt#by8U-K
z#{WV&7;c9a2>H&hNRTZ+T)d1{{qvy;2Hbn7`Iu%337S#^-x0BY95<Fn{N;@JeL~g$
zzKwyM0c7AMItqayLGP#Ozlb(=-q+yEX4q9;+GO()vsN+)b_mw8`orvk5@D6Tb%x$A
z#K;a$uY|EU;!kP9PA;{DDe(JRO+%8uB}wp2*$g!pfrckEnCYE}UeC+8k!@x(RWi-}
z$Z&9Q6=-3i{bb#r5;Bn~@MQ!e@s)*j=tAX_`l0$P*i`ntYT_Sp%jmJXwzL{FVpm-~
z%Ec^S(qC8I=U-@bq=5F)rBuxGSDLCTP7~&3VbCOx<gvAC;J5$6QahG9!^E~@^mk#d
z$ZCK+R3K&<=H8>hxt(B(Xi%$g#NtlIOa3(){g$#loAlj_d$8tQ%L|W01$rvIjwde~
zLJ2Xw*5j}%)4z$z&n%7kyRR^^UY+H3@4es9E=}^0xlf7;Q(QFAm~wj(jLCx_OxT#6
zh|L@_P=yVT@Oq}`oeP+SN|57Y`9L0Bj`Fe7-au#!Tg<Rr^GyW{-$xqs6AaYW+Nor2
zNrT>e5=!*1nVxX>d)e4r_r=C?{Ksr(QTi8&8DVW<u>{X|4tzxgUK3TfhAs{k%d|8x
zD`Ky7XB>v_t5+W><$~H?(Nl$@6zzDrkJ;*G%2V~X8m&tnz@+I|S`ad^AJ%G9auRyG
z=SoGiC8z`8#n~G5qfbA6Uz1^3D8cca`5d9V-U=p9!07Ep|9(Ca3>UDr%VVT=m3^w9
zztMIc6?Q7BhJK1qnN!%ml%n)B=CgcL>36<@c6HBs(mDct*7(y(wu!jM6bfix5yug#
zrj?4Ks!>7uX&Er)K&A{B=zqetkH7-xKb>LlUNa&v5+?SiBhXpN3^C#*IrR;uEE1HF
zU6NS1W&D>jdH=0z^sMZBTX;@=v^3h=xpTrKh+zn8J(;VXXy#Uap3%YwmGbC&ylm5_
z@J6vg2y+uThGksQ#XBM>E}~M?s>m7sj9eIA{eqb}u17rvgJgAFpqQgFp?AJptp}xX
zTtGz_Bx*C5DymR5-wY4EJXW`<9Wk~(Pqd3=tPB+$j0r^fw6M~|@~v8U?p9zVJEj`K
z&>MTbwi7#6GK1J`y4RWc&Jz3?bAEhn_7^)Q+uare^k>qoO*Kk@M*6ceTMB`hfuiNu
zuRJkbe7x!q^cBKj|1YBzD|932gi9lpjbFF&t1aE!!K$dS#CRL2a4Pb$ikffB>t|$g
z>~trutZUf^gxrW=q`om|{*3e%e(Ji523r@b4pywPOe=IXr*w^0WQjR_$uFwa-85^<
z$HjVWa(>v^e;jOz{Xrx9wq?M^Xn&w{43e)qqu-w|NjRs^_9?sG>;R?nAg#OD+8A$}
zlU$ZCLLYrCq(Om{aV(rimyteF_bVfP)I^1gY1K;>+kIDbL*@1+>fnG#o3P68S*Oox
z!YgUTO6vsnE^N=F!#g|NN~FT%>1t~HsRVK(@H$CV1F_F2w?(v^^0Febp7spX|A_5e
zksgcNH9c{nIc``YrgVhtY4Q;z*uIgj7>;lV30EMO6WkkE_KxXaJ^h(Ys)dz{M&T>0
z>G`%N=Igo9iJS1};oWbYxRo<fccobLK@8!Xi47*n9%n0p;GVt4GKCC%<tI@ld}D(N
zCYXg)A}c<7J4PSaB9)&;>QX^)8ImKFSM=O29?x0US?UrG1aga*<!#VRM8JuM1~jtg
zHr3kXM()p_@SpO;zYdpqCg+Yp|Hh(u?bVn49)(5)jqg>#<Tete3(rv@od%o|1|6aB
z54mh#Q46IR7h%#^@H31?p$nbH<`C1!mpU42W?%0y-QMT4A-DXJFMnO`CU+#0{-I!6
zf~}COqSlFIx*5EH8a7gP7Q%5nZnS;iYz|3KW9F#|t-aQgTzl~Py{se)WFv81nfpUl
z%u&b)m)TX~&v85ch>V=*;=lqqbUQk#B5;bV+N^^M9uo8pD%5XhdH$lok!#t4vLOoz
z8j^N$8M)j+$Y>)$#Q<5iNn2YmQhh|4LcNrxCUs8;mgt#amt&RVc+Ah;H4F3iKJ0(z
z9!s(`L24R8XUvW>rh*~A?kEq@*{ob%eWP(?G_N0SQWL?o*_oD+-^uALpQKNY=N_jP
zY_bZ88<ECFf+q99Rl6KK=kv4#smlQ@HuzCQNo}pWMV5t%cD7gER5dr{b2Fug<9*dD
zHA<9cNKhEN+KBzRZdGb;VrK_xXmn$ATpP`KglGFu&5(<NNnCk!*a6J~Sbos?jcrjD
zwN!`B7sUQ-JjdHG%9wsbD*C3G`(06vO;IvrDci+;)MarI5z_CVmRoM9#AG^>9u+vU
zTO;AKn*iZh(2$5ar9dUS&U9X~_l&ByTt=D*e&<K;$6u{AiF%jt97?BYF>(N}jh#>t
zrm*0X&!ScpQa8kOuE>@XF!9^8VpYW2B~+CL{lD1UpnpQossD8Je-}$<01>7=c`5@D
z!P2~;e71f{O86k%xS2PZWqcI+HmkT_@a2U-Yi;;@@H|m;!H(s&4Vj*iQu}ku<p=(q
zxt!CPB7xWSUiTR~zoR`{R1Vaa7>c-<-L?_(OelWKtxPAkdS+MA3Q@ORu)p=2VaQUo
z-KDTn$cwwLXGXPf)#;?<C7!~-7Wv%Ib;Du2U;ZLI6+1iLelaNZc`@$%jEoJha|YM?
zWgS|!eL!CPS+So1kk#_wARye)msCmiqWTz&!wQ;I$ZET*U8+xEcQ~(?eevWM5`>@H
z(7aJwT&L~!wO3sxp>J5erI3gY&4n-~O3|`kUHSEY1dgREk>IuV6J=&tm02fdsrWym
zag(2q!BA5ac((d#MzuC`MfQZRBP!jJPT=&)CJAo**tj?wZeYN8-LMxnX-PtzR#aC|
zd}5jdNBczKoL|h5Qy<?e9Onq4ztIrvvYtAk=W5F@=!9kVsELzMvSQHZ#DqlJajMh8
znBWgEnKC~8ed7Yyl6$gJuyXWFPg_L6x+Yap8A~MtBjGhR1Ri2iqSQwGSVG{SRuCMR
z8`Mv=a_9Q(FzQyNnL5U7M9ZjC6kD{YF3H$r#11^REkn1(4fUsUcisD9o8`OeAxks3
zrZcwcDivcY_9d=7aYkyxZvpIJZOeT=N6kN>*>wW|nVKC&0s3R`7QA^e40GXtRrf-(
zc4bcDSpGQFu^ikj1fkQoe%6n%g@H~!q8g3{up{`xTZeaD`Cl(^CvTYy>0Z@PZ`S=_
z-YtJNdX*?zcLOO2_k42h_IwkbFT$BuupjU<#mf|WRJ3)vGyCqUDl&~yfdkA^Gm*=l
zz@06yJ*+dL7A~t|#WMQz|4JP74~>r;WsYm)hU%$&WFT2H`XSFcN3?=HaPpadO#i$L
zh6<I5uor|s{KS0Wpj&quHzNZJksa#Hs8aT?G(mzm0G)2}mtYJyldH9PfdqZ}HKGGk
zwxV%nVPEc>VX=C*{~8H0v}c1Jq!ZzA=`l0ElM2%JCsfst`}Z&vHFe+e#~}J|pKvOx
zt(NY>gWzhaw)VmP;1A811KB!lt_I9K`lMP_P76JB)nAiSmB!1@DTQTKCigk)N+ZxL
zXuK4;4~*n~@z-fcE>QV@x=Q?>#83vIKck<3XcQiK79R0B`ioY+oxRgqzV&y+$Gb39
zBJ?JbkBqGj*3gXPicU_MQk{XRj^s&yDGj&sy`k&jzS22Jwm2>r&zS^Vz$3O);XN^P
z@boOKFVD|ot~RR*Wun-s?(?<bt+wl4KrjN$gW5V*VWvVc*V%l;x^JJu`Hrq*_^$Ye
z`|cS&_ycM(y7dOfN3Noo9y1$Koef_<8U$bTL-kr6zbQX00<|Wk`>QJmbQ=o+g=HCe
zp3p(b?Mn*-Xnl@>*}S#Op<Nx20JprdEe@ot?1jiVH>DzOc$eVY?k#`pMP;w!&N!Fm
ziC`DIRfotn_=a6d@;Qu2g7>n`q4w5kM|lR&Me}44slw1i|E{|WtrVR6$Z@;PVF1bC
zR6|{N$GF9bLOi}{y(ngnL)_N@FVRiND#}1__M_dS^r%npk`cU4DuyI_)y{@uc(q7S
z>a6k2CXi#pc>DAsr5LV!3k2@|nm}o(dO&vG=f(I;1b&DO!WSPAZ4_Ys1U^p;Ucwo}
zg}}q^D$?9JHAJz2LaH(faS3;HfI0dKEHAYTw?u+^PgApr)29Ot8iE*G^#%{S9zpAw
za;p9KI=Zg$z%u9s0KlRMCrI6U2<4Ld2!Z4I<<CJEHH-pYw#rm%ebxWrv3)jb0hUmy
z4&d_#^QSlfD9fmRJ6S!B%OfDO5H)Y0JpcRp^>5|vmpV7(&^u3gXEW_Cw(7&5%j^1N
zB|qkqeT&9*ac%CDRY=yRL{&EzUn>cxK|>sY(sZnLI1*Ihq<WD#Bf~Nzd2Xk4VmjoZ
zDp90gTQ(%0xV~-k^JP@kIwm27^SulTt?Iznp^q*ncpqRfy%&o~irkRzgmK1{KLea9
z){p;;d<#xw$|9zRS((@l%WZmTELYGRQRSn9YB@454N!H>;3P!&*$?etArR@!{-b4`
zT#|-S_UyB_<ch+5hvSPnxs~?kO43eKX*f3E!mizVvV!9q`3-4csyg!@<ku@w{N}5~
zrJ}fGD8p4t^vtM(T(HPsJg{Vculv}J{*`l^+PO<+MaeeU3bJ2Bur*n=L7>;ud`JfO
zeTeoNHsjYJ6fGhW#B>_rq}3I;Ta3=>T$3a!KXM+Ec_f4I`6;ija3Gk-nmfCc)Hb2-
zD%N<P`LMELg<mLH4Rr|rVdjp5F_|S)E6Ql+)!LSg9rWRLcvvi7xGU4*iteaY+;=*W
zs&bb6Rt6iLiCj+q_@3mIBU(72^NzHY<2@MD&MV;SKcOypwBfv-H~S`4;UyP=EqB&$
z1-e}Mh}k1#qQuUs7N~3-l4f@-MYUa5t}sina|39@cnp6E-!P-{MU_w`CUyoljSBYY
zO$W)3=Dd?F>}>K`p*!n0u*WQkS;v+p6;<P2><I|;b$y+u2*<I8P1)j+(=Mu2Mj%0T
z?YSof#9G8!Z1?-vKAqa7-C-M8%P4h!RZn)4wq{mju>AjGE&eg=f%zx=R6=fLnoxQR
zry-_(z0uPv&Mbi|I^(8|wBoPprH6M-bYVQtH{H!I#QbJzx3$(jmX0TlWcC+TymTeI
zU-{YCW;{!(`jV$bEMRi$cGDhj>)NyV+&tMoezkiJ^_0@zX|no)>~sA-MKTskXwWHT
zL8bZkeY-QmgP{@4G3Olkx?S(`yq4;5g{m7lfxzvFCV4wqVN}wzj28|##^Q}?hb@ID
zJ-o+^<&3<U>-~-pfc(bYgyqIt{VcW)bgUjluqS4A5E*q+hBp@7B)z{ZQ4jk{COCE!
z5Da~#K9HZeh-GB8@G|veWG-yXK}Rr)MngnYbR{=kzTrCY*fQrWw^da3oR@r9%;dK4
zggPso?Q4zDcGDEJ<Jq1vX*#+R8H~hDx^JWHa<sLx=xG?eOuyv3w&c}voARum=T`-9
zF!715Wla!Nym(mYbGuy&U!fl#<+92(2ZD62KY%?34r@<+)}ZN^u17r8ADyZ7)U52&
zR)`tj6l=o`Ur02JB{}AWJ{F8rLT6Rwg}-<y!Jkc&=$%1yRy40{T-$s%<Gnujo=%Bd
zbSGgVMv?h$L$=Ic)LPV&jNL8U61BHX!o^j92Q2Q@Jh-CsqWVJU^SVNULe%W{YfZBY
z@hl?eO(yHJH%jHPK`#Zc)W{5AQu^@$*1uymJ$a^kKflM_yx6-kX6!#M{pJ)rZawzm
zJ>WvQ&J`D%Z?x`e_Nw7;C*IpGto5_A0TTV8od*B8c>(5^Q&<1(*o6L|_J=<PWq`bI
zm53CY*2NK<Y5}vq5~yg6VIU?5a$N013&Z|DgmvXfqt_r90GG(hk;gaBeb!W(H~U)3
zjU{Y<gYH;FJB@F?$MW8;Oqo(C#v2h-BWUI{`JEC8G(b518fEfI`(0w9q8Z!Vhi9uV
zF>XXzBP*GV%~A;h3*GY?@q$HUGv~3Z>r{Rs7(j>yvf!CZ$1^0zi810^W<QJ5>1&DG
z9Sqe<evjZoybB7S(>+bgP$Kr%Gr}t{N2B9cTl9xzW$0CPW;KVTFU+<zA~doO_m20E
zZ}Y3pj_0UH%2r}^k{so_0l!_6Q|k>Q+Bi{hs?x;1-M+GswQx+%8+0+(iv6*F@8hf$
z!FEpJuMLXz>gA(XnPRpzKS}!DX`@a#7ozHn6n|k1!nmvPVceEsW~rn*dP&6MI3vpi
zF_b-b4Rb~D&&2VR<>0#Hlji)QQoLDA;rWxAI=(<B-sNS3NFBu<Q9ftD0pT(oVe`Jg
z;F?BuX??Xo?83|Id^nMgg1PyYqTO#CaMY3P`yVkGBtk*_J_GwRZU^!EmO7S`iGhoR
zp0pSV#{SeHHdcCsDnB?Yd8+tOs;E{LZ&`{<OL{%9D@*omi9Z!~Zm+ql2|B86jcuKC
zeg073GK~}J#VO0!8@OnQdu2H%Bj(q9wO%-X8Kzc$9}A&j5mFkGd27Q0tCW1vP-*Tx
zqt6a11<)WbNG6<<Fs3ph$#$QJ-i=`PyQO&~&o&$u8V6%bEEiAGCkra(ozlONvkSNg
zoLbrZQL$V6Ze0qC813a8U-kwIbl$GB)<I%NXW;XjilG_4M33!vJ3{n{?)rg#Np71D
zNToKF&kl61;EFHwVyDP$!WO5Sdybj~s5*1UD>%zLt78>6^aSP}Y-cV`<PbztGblGO
z+y{H0Kiz`J%ViZu{d;KRKPHDDr=rTUw`OmJ)Z(3&sG^i1;}_cu*vN@mjj&mWyu+B^
zMd`upQIU<t`TJ&dz2_T|(n(42yh%h;X+Fm-sf#8PGKiR-e%`3=5&4dkPzWF2-OA#E
z$iXLE%*>3E*DRGRyjPlQ^(>W27CluG(u7)_0P~{$cj?l2=+M<9C?90N*xxI4spbx1
z1hOGoJzDLCytj=uW@>k4nTt5SEx5FmKvj2CI`;^JXt}i20mf&SLTWjMMC_ii#PP<p
z7q$bWL8Ro|_?HXkqRgTdg)QNRmh2mcFY3Oc*e~*n#~d4ZF&$Zj?`yI_e&OU)IuGI+
zZR@=M!sOZAcI7eAHoqlCuFNsP<=`&Bp{(3h>7>z~bwyJ=5U3JUo1MX;<8Jo&u23Ut
z_Yg;J0C#0esqu)Azm!~&_9>xRQI_L)2(-X(+tI!zJX~xW)t}m5ZKLs(rC^hFF~Sgo
zWjHi?vhQQ0NExx4x!Kq^tBUyS;;c~f**U->UjH3{$;@V8N_#|Y61|mkNp$@3n-<T2
zLn2%+V;gVDwPNvR#iiN4YKWD!(gK6gGmf_cup=ugA)@uNy>pjGWOrNi0;-olTx>%k
zC@ky543RdHdCTs~<NiW<H0^{>)KMUbbn0uQcY@#@>+{wn|CPNuzdKsh)V_)0;Ml##
z1sy<iD`WFP`$uZWvjT5e42>8rrM8y+CBE9Zk)`)!_l9M0yyCCniCJ~~LeA6NpyvCb
zb>3-<+SDtGs>Xd^T|OrCs={{eU-*h6LE)N5K)juL7sGiT<|}*KdH}@X;9Enm8TGov
zUiNL#YCdZTS)4By5=5i0*a`6P9V1AP<s}Ug)JJycMGss`)d3YEu8cb_56|j%S-)t-
z$cgy~-b)9bq{$bX{1t@+J>OZo1|va6VW!Oq7?seT0r^myqLW+v#pA6!&Rc-)EKw!+
zRX*&(cTI!@VJd}PgpX@aCwEXx%9$NHY;hEb)hnOo#Ea0+J!+J*7$?4EIv2CFE{PaW
zJ1x%Oe5A7tQwk~UVr%>u^ci5=0^qN=$!r(m-oI|}$#B>f5L?dCSR?ZG3tk48dl}23
zezem<V(oHc`Le#&1Pz*&F4S!8PDPu`FAL;`5_Dgl!%SpoJeJEH4Yr7TIkfr`nKCMP
z0Fc86SfT!xsXFpH&k$D0n&$44ef{o$Z{i3#E!!Ymv{x;^zP1*-Y{dKuMGue9q%WZI
z6SYaNMnyc<54+yeRdf?9=$!C=YfMm()aw~dcX7y?TB5wA6Me-PYeEt!c|&Zy@jY*Q
zg`CdXVJ#%SLRDJT<Tr5{b$YEav|!NUMARPWm6)E9opnJLrO%@Ve!K`mYcgnSI;BAH
zxl-fHpws(|ihj(0KpnAMyDi^8<i{8C0gh96BMYfVf^?2>t@Z%O5*TH(t!f=EnIh%e
zn*m&e&{VNn9OKqL>x%%Jr3jnHsT~B~D{T&)5MplWO%7T*>cHi~uC)2DG2^tgU*#Bo
zhEu?D(F>vPxUlDX!1WC)$6MNFlf`erTTfyy1U4K3(QhZRJ1ewSl!6x~IITVK4gDNU
z9<|Ysdb$A%QnAYZ=QABTk0n|$@``gN4eo!TY4#IEQ(os>ZM)Li<*!Oi)-T>`nA|^>
zR4qk#?cf#-_+E?;*SATQH&7;QkQ9fBkEZ!zj8|ekphJSRaxcS*g(pHT0-QUN+2oEs
zVFgRAY04T*3Km+2<n<N!y)813CfV{?s5)=f31j0meAO8D{p0BPDRt3~+IAG4Z#eUn
z3RTm_LRpud!1Zv4izMcw7>e?wq;(T%PC^GQxoEW`$lsOYfd|=U1-7Iz+f*F+S9YBJ
zg#Fy9Nm2RG?(J>)vSeRjvH>`sz|=_c9D|dE>S$&xabuYpk<zn(21Nu>2y9dFgtnvb
z2MX>@ea#KQ=|$0<>45NuNKZRk4)n{g+`L;>GIguta`_>xbr}~1((a79(DxaC&PV;n
z%sO?HddlB7`Gu_C@CL2-U!E4}Kfvz4eT)QowcN671X`R_=6`oAUFN!UFgU|c(Ig&K
z_we2&zaouRm9_)iCM4DD)%}cMYDsTjnD#4Mz8X~-%N&}F7|rA*!qU@wQMrG!E=$Ym
zMUyd=QZbFx`lxSR&0|_#PxJDL1S)zzC%;J)3bB_-Tt0i|3r;}jDoaEx9+Bjyjq>i%
zJ{8>wh^mq$J*Py1$SU}l13pLYb2nLoK7Svi3r6S^bK88id&}KVC;Tld@mD5Uj5eLC
zf>c#ex?(;<AwM4{zJUR=@8t8=(UQKlotf{0eU2W((r)V6WY*ow`D*HJ?*QLF^yx4C
z3`%p(h^quCpED;Z+YDhu(;xpF6zqh;wc*lr{vUbIvyZrH7l<jV!VZh-29oS9IILK8
zqzo(fixE_Zoe8<qCLG02Z(c^?_3W>D^L1cuel#P{-#(O_#~)#!{#0CN+leE$o)?`J
z^*k#UGWV0Gyq+Smi++?#JQJ+fQMHg$B`3+$!Ko+D@dQg%0mdcWBG1%8lI`G6Xd0}V
zhi;iksOq5e`%IcEKJY6sQGhgE8%^Ykw=RNMxg;eLBla{$v0)r3c_`<b+Rlzt@B^a{
ze%hz{KP&D`CzjFM0#LVc^=3kpboDd2;Y!;(j>$s}1Pz?w-R+OPWC{DUCSmEvAC)~o
zEp8`Vh(nC)3DKA1S;JYB%kgs>7jEUouNabjTP1_B-V15a<FhKaKRKMWmJ~31(4?2l
zbO7sAWTx-eFlIG3Bs7PW0~ysk;y+-oMut$NpIP>U*#Gdg<^U0$NjLT<x10DkZaS<7
zK%Q^&21kH@{Xm-j0*p)izB7>Wd`xQqowQyr%&ta)BJfub^%@$RCdO~Kousk}aiTSo
z{^rJ|KQU#uX8nc=L{v~Dvid14L50_@aIx68&%4NZj^ao=v?_J<)}E}Tm@uw0k7;Es
zP+OQf&&HP!7mvTDJ}$CWqQ>gC>Vy)?y*)zD<#%%I5q*rJnWWJSZFGBacWzC(w^8L4
z)qd1`VelGJ5&ksNeUx;rMfIm5YnIOde0O?eUhZ6sP`s~md3QBd@TnJTTyaz<Zq@q4
z90i*y3T%Bxgw1Qf?mE%bxY@2%nowJ{k5F}yBqL^`tsIjndukSSPZ-i7u)=Hj(3*iz
zHPH=}5$Y67ajjNXM!_BK^&sO8Bo8d~cq=^PS86=<!!9ps4a2^5mBJr+s`IDjZSml(
z&l2#00}Q-mPl}zF>-zcnS7*G_(nwMGCs8N;e4%km1~HSY>#~}}{h5M7ERYod{0XY#
zQoke%t&6Iw?Hf-5LPPb({|2%B2cQ(_lm0X(l@;%xg<5tt97jP5eO>jb8~O{6+uewH
z+%OBk1UfIQwT@j*oo;txInLHLogsR#r$CB+-Ug=5s{0#VGXZBo^(}~+1Z@X*eP<by
zAk#cH<9GIf0Il%@b>)gcC5c3~-cRVe<El$RQMmCIf%r+oPQ9xZu+R&Gn>P~oqk&+~
z7hR5OoOF^S@tiyk^Ocl!?mK5hWoQ0)ur^0hik(Jsr5j^Vn-gD_TE!84S#TEtm5wHB
zh>(rGoE-z}SCTxV6{7llYap2|c382<@!eM=e#ZSsRxZ9Pk?(O&z7JORraN3b%vEwp
zZ6F9CO3%*J)7!e3*m)nBG%49~kN=n7WHa2<nrBww8T+o<qRnGD$Bt&9?=!1W))N;e
zFY8x8&yAP!Tqq^U^G3*RpwAdg=aNeq7g7Wil@kr61zX!<NKaLzU6Rvft(nrWcOVz;
z^4GN9tA$}*NYJ>B0DRWn;n&U2KqN?)+vgH`y@RGL`iNP6egHOUE#|un6U<Cp*!%(L
zpQ`f{AjAMEOGppt`V-Oknv>!Q0?2-%$F$)K1*@=OY!3GeYPR~vs#;$Xyyw~0k)S4Q
zd0s`uI$eb;jk@ppr3Fr2n1ou1m!6t-vG!MCNBP=qWQEk17hU823hipfR=87RyJjQ7
z-~1RyssjA^crHH6LuWp!h`ewkz&>vOOtJa~33{rq!+XsgOO>l(LH@8KXnwC<ehJ58
z^<<=AGEILkRnf*vu4uJc^J@TAqtJx&!jsZ^r*qbX$Jas>P?n8QzGrtCS4q9-i!Dwb
z8q`+fyT7*S6A16PS<@~*ZE;lEa$~3O1*`<vS+B<|xsJMcD#WJtadqPi)u2rn2bEF3
zLc3jjLkh^1*vLY(r1!a&a!{<2bhIeCLa<f;+B_)N*y_Ykp@1auL3NMsJ^2%#fe%F}
zhDvccM2Blzk>>-?>Zd?fGOm765o4|e+2m20$AuL0%dM2X*+nJvG`Gb&6{$Zmh$b#w
zXJ39{{mQ3n65sK@AUOBn-h+b~csGIyh|FYQ0vTT(rG5PI{tbrUEe~vTYTjs7s9#uT
znMYo57s|4?ZYY?Z*rirmu4{+Gju=3Z<GO&D>}XaDmg-IO1=dwnj-hqDjTr62X{?G+
zm=d$?+N)>`l?h+PCn2IMEk0s*?tN5v6K^}CRWXY<g-S&Kapd)+Xvsox_NwCjhNf4{
zrNxvWZi)-KFzbXNRqYzd5}v94((*W!M%V;?1_Xz&v<1#T%zH`iZdaM7=FmAcoFH*w
zH%|No%VwEXCSv%pnB$($W#U{@%u;QHY0WSkmFu1C%@6Nf^x|aNrM`=YJq8o{6jo?l
zq=TZe@=BgqcdYQ?bRXLiyUHm0yA-EqLz`me;Z*sd;&3l6c*YpV3iInK6{$M>nz!_a
zkEm+XRo1r|_2zMf`<c<qSj0t-45!M<n;I)TJ1Qg3p2$X$o0G(7?}rNXYt)U|R%(6e
zXU}mu_jlu#0r`05wfs`qWPrELzKaxeXXDt<()m>tD{JSYaiUL_`+0wt2KKs}u$@YR
zwV<quTO4gYYeEE)*IKY3fjxN59YsddIc{t(pQ<wYcAV`U=W0AdovtZl-lw<N+t|@P
zEB%qM^Fw)UZ9$>x?9Q_7*zRLAb=qI4aCH$19KpgwmHDD+oK9yTXTsmad_JNfC1!fc
zJ?bT5eBw>*$!%j#+NY#CEU1Jo_2F0O=rj`4EEClkRePj31tHaR4MyF}_%5>5yite*
zEy~nx50?zwt$1iM-SA#1eR5a1$K$GeSITF8As%_{z<VL<J=7pBzFcc2GPMjOW;BIZ
zUj~vJs`vP;zC0fL#kJ3x@}q?Nq8Zgi$N+vE3p@i&V02-R1bHi>{s1yh!M}I0ofa*V
z5S~DOu2-UQ1(5J6x&{=~Z?#(peep}SBJ(yESR+2jK!OJ6QZE2DC4~AAmg`vyJ!l0Y
zvyG-v@a;t$z)*SRK(7us@6N4mSQh)JM#7F$aBpe9|Go=&;R6n|GY)~L)4Z|1f&`%q
zUQP<1=OaNI4b2zRnS0vQCr7}Imgg==P`qe1^_mdprL-wPJSBzQqJvjtZ)r=RgZ+~T
zRO+K*w>@p}A6Hv>k2?SY5CB|Pn1%6`-;5eU9ay1$*5kao1PHViGX!tyVNe?&%{~%z
zNC-6B2??^P1xo$ed{8bs%K@~-{^k;>v^m~rB<?r`<CYE&I;amMci45^0`$~pbLy+D
z4}eeXy0t;wi!(ksdvSNm>s7Xc@HPjA>`R!1{#C#p6B5MS40KOBc(Dnn)d|51{lSBA
zQ34Ps-^FGDfxtY#Ft*9g+5zHj|52eP^p6UYfMx}^-t8RRqGuxT3LVB4sc+nhaH|bN
z<J6&xZ4yll;A5c5b1Nau=6LUkxZ|XaHrK_|J7C0^n-4>0uZ@9%VQs`0eh8zS-vh>Z
z?!R$++y8qQje4q2aA!sk>h=h{S$hQ}=;lcL@GMW15BKIoCv}E6^|vtRmWZK7pg;0|
z_eUB0_Q!d2J$dTX6X@I+_@MvkP*K;RHTA`IDY(KO`n&17!*`jUfIvX&%)`vIfi54}
zwS}5YL)}z?{?GvS095t&u4d3(_TMkuV_m$uNdol4lkB%z#F^RL;P>9th233e2{D8t
zC}k0Mnn)0~l#_#*lbe&s;Bf>Ao5MnFX1>urc+1HJah0!9Fkc(I@-_Y0Bu8iUIbYa?
z3+~OC>^Xbf@0}A}>KV7T?778@>1@O}FcPVNVrFUry33VYkv%moBpSX41-i@<(N%W(
zTP|SQv0nVGmCYB!nKxR%%SF6@t9uAlPxX6EW>-F?FcTyQFoKKqD$~*`W2~Q`8@a%r
zQSk`-7VW2Z`9N7<N1)?1M<hI*Ka#Q`Jg+hg&<APMVuT7NE%=`~?-tc%1f0vH?)*!w
z-J^GajUDuxL;t9CEcIfXdS(&{I=SGyJ5!z>-*@(uHw*#qh6vvPXD`;HZWxu$nt@K_
zOSyyRK?heCf8TH&aEnj`23GxC(=(tV`!?t6NX61EVDG<g;8gyX8&dB|@&LhBn}IuK
z$--_Cz_@#<?rvY;S}ByK-^JuYJ#G-U(6cR^xc|Mo9d_QC`8SC)pzpT9Cs#nTWXtmB
zM6<;@7I*uBRxMrtCR-wVZk__@>dg_5mQ`RpEA+SG)qqSf;I4lWW^AA0w4NAT&O3Nu
z6n0}GG3vZ{wdDcc3jmO!e5kFp@yP|_hV1!7Hc(?E!r7B0rDIUJ)a~X4AlkR;=0EC@
zoZ1@x&MbQT{nYPz>`C4HuNvhFL#1Jhb<8ONxbWZ;lCh55&Nf7%yrc4xZoj5duewg1
zqOqBoGR(@hJJBlJj}!?~`0RXpqG7i@g55_uFzw%!*v!p(pW?*eXtGk)wEqK#R|v!g
zZcS|+<TY26{fR}{$Oc?6rr6(H(_A#_3X^UoaVn--tk-KP4(J4+EP}Uo{UpU6b?-w@
z%{HA(p+PiR2MW^8@stm15kE%RBNrH6ykK5$=tE)QX(7#jf-zY!9_#$F{=}6&?X{fn
z231TFPHEMMuxFB7u^PC>AYA;kpFVNCcdmoweu$}{+>nX1qma{9?d0B58*Wxx!JPV7
z{&fNF5xg$cVpd1UY0XEWFRX%$pOqwwiZwPUz4g*QN=o*W>PnFHWyzy^zq=XJA}e|_
z@oZ*!s_%&^3*}U6r(m|gSWJ>W8l%z+IhP#R%xCU}4-tB^0WAwkJX@;D8FRBz4s1oA
zBwL`3-{Rrs<MNwUY_Y>VQ9ZNahbVix8|~Z;Wmo6J3TU5D2`o@41+yPc*j9dD!{m~`
z2`MeBs)n)FpT+e?G&|F_thx#AY2C^?SlT}ed8a-=L%`*f+M8{$XoGJofu)FL`Se}R
zK-)->(T>WTehqA_=r|)QlE=blQ&@d9Z$0ZLkQxEwI)X?OO*#78U&^mVY4XpTC3tvn
zALE`BVQz|0Kd^n>;~`D@?&cd9?zFtO`_{X2%JW9k3~Zpxsb6o@+`xFUUcMt`^!j>j
zntHLrVtg1u;q?%HD+9o~*1vhXzbDxJBa+@wYL~8jW!(kmhzwBX(9y<4?KoL=>PR{_
z<}gav6SC&nzhzQ{LR}Z>Q}@4NTU}-hb%-|n`U0VQRO3d61i@je%?wcW!sX0Or&Cph
zFpnL<mwy8!?pYPD*UCj|VbK~Ec1ft>EkwrgMwWe_tuc?{Rec34)PN_)7%Z)xm>%D~
zjDOrI@)LsCT+eY-)qX1@GSKzPj&Atl3mb~k1NM;KF7?6po~Gq-?XklE!24XxQ_y&`
z68GzVB828sNG_F4nB+XhFD@OO(_$6@%K?#*`SRi_TGco<4@%M_1LL-Aaj{(RNc=~g
z#kQOo+=9f7Ja|(+#F^{5-)Q~Bz4(`3)xa=xFBP!xOfkkrQQ9iwEXh*Kg6l@H_8X6s
zey3%{m#3DpBMblx9MT|_Pkm*bxkVPXr5mm3iRtAxt6ZDKcPESR#{G4l=?EuJ$dJ$6
zNt&vY^6Pn}a3b_De7pJN@-%h!8VDBRrolq}8DVD1S1NaKrS-6L1P~yB%Mi{`yX^pk
z@$V_HP?%SB*XkVCR=qaOrSVm`;_1frSn8}^&OT@E?-^3H|0(5(^0b6AaYfR6ifH4v
zM)umo9TiVGpVh&q7{~cIl@_@akLpt-O~!-56N<*0@GtF_NsAv1Sf~|j&<AVr3+@;k
zWo#R#nq^O@R5Oq1UY4D&XqW3^%Gz0o_h8tz<@37liKOU_EFwPWF|AbhbzQ^OuCN}6
ztk>C704cPy{3rb*`a0b-Zu_i5nM#D40<Ai~;DSnJ(FuJpJqe|vVLg|}SgH~NS%Z~i
zUw$lCRWP6G47d;_3V(K>cVeVjxs)q1s`yMXE~CVz28-my0iLeO1t{x-M{=u?xoEx~
zWVZVy&^#uEq&WB1ZY3CQF-u^-Q0Rx}s*-q%={YNju2wv1qAle_m=G3WSGXw4{tUUH
z<f8;qk<0hN=-#g#g|uw%6(;05Gm;nL!mM6Ly!G#q%Vp_#FKv|Ct_N=yGpH`JrL(aW
zm=nFT5lWI3iEZtv^SK_0bF5duZ~A;B&A?i^Nm4i?F<Ug1dTp0_{kTAPxq??1Qc_tc
z_nH*?oZky1*smc*&s^ElE5>5Fz%=#{aQ*FCf^cK}y5_H(J;`Cb!Pno;Vx(mcN~M;x
z2n1GPrJkM~>5ilQA*(1YT_6n*`df^2zU<{kmT*2d7}|p*!oA!3ujf9D*r>lrr89p^
zsH*q)-`f3uxL=wcDJ?E&<^$35xL=)GKo=4H`9sJlVN%&M<rsdq#MfU)kf3sH>bgKu
zv782AO<l$>R5XMH;q3LE@{L@&ZXIyA==(161c#Xnu(Im+pQSXVW$v#ti)GYq-INJf
zE)ePZ1Otycjd-B^Hd#Z_=G(wH>a&?z*fx9f>dP7+k-B+Fcl-}H%kgeA16B?ozs#Th
z6@wuK@GN;A@kfv`wLG*iW$USdPed;sP0%~}3h)u6a!M}Y*d~N1$;@mo1n><@<!)Ag
zmVMZ)=3y=ZtgW?@T8AFowt07_o{or^ofTV|ZowIHyJrOS!gNkam!pZFJb6*rJwp^W
zrp-E0&+5K3#tS*UTsvtfQ>7*u5Jaz8$BN{B-im>y`q@>9G5}_D9OnRlrn`cYf6K^u
zh?smaE!LYlw?AJ^xs7QsqNb`~Qnj%3zhNY8!=(oeg{*~T@9R4urz#MHX)Wf?K`x@}
zu;_`6e@zXky$UYlEo&I*2Wbfxq3=~{PF^^A+v*N3Y+Z%5W|xUD7%SW|QZT8$2I!FX
ze>;x<2wx7u++<(3wUD&I&zhSFIb12s+h$FrwC;$Rt0ImtXn(&seI2@T%on5M#Cj%E
zk=wI3R}$>7)gc5#AFp7DDeF3GUkY=bF=rsPqo1&#Ac9CwDd`xK*+GU?oeSu;e|-Xn
zR|Q?UdgK#`TYTdiE4;iyk)`|VcdoC+VYwG{w^nuFfJFA{E664K;|8p68>0SiZS(?T
z5I^nuUdyuewV`Y8D_3VbDCJhg(R)z7&)v-&=poj|b#tLVrYKKN{Nf|+Dy^%tX15D~
zh4H@sUg}g_B?J4D`g<;A3A=9^R7B$E=qOI2G<WnK1;(`zyYBvyAI-eKFa2ghW7c-A
zHm^`e%E&)|CY8|LXk>X2R|M}~%^3(o{UH3oIp4;3dbW+nmk{R29!H<1<A@mhA9b5!
zs&%n_>u?NKzFKkLA`M>>7mU12zM<Y_eNjpAnVhe-ya7ewJTJR;CV5*wEQMX88->|d
zU>Xf@E}5wVd8a5H6rS1==gnBqA^saA=-z#5>%*=)RQu*b8r9uNU`_LZ;*yRs-{zyC
zyM9xghj;b8=tXw}Dqfq+vpU)^^ZFp*0)$syzkP~An^bPVI#|CGn0X`$+?|~dXQ|;p
zk^WTuZqyaW&#{S`T<mer4}nEX%LZ_b{dut;5+u2ZP-?zZJGZHEYU+F}cG?_bk8LbP
zeZro*;tDLD74FK@FAis*zx08Ez!p?XeK!>6UYi}x;8`-<yGJ%ikdHlrkkYtq@su6!
zv<Z5cIbFOoa6^HxY%TV?QEq!BW{)e^tS|{4iP~Erw!iW-<h-e-AKty~*rV1k)t~Km
z5t6t^95Fy7zB=idrPsEkPkO*GGg?4-OyyHgd!4G+<<}8gr(sJKlGXMIudlo|V(_@g
zP(iPGJPY^3`vKzpG!V-j2u_fzY&eato_9l=RaP-766|OYsmKlEG1!}%XGMQ6F~Ft1
zXw;i$SlQQZ{~84~7ZvqNgDE{r#e)DgGzrfrpJ4DsdqjdMPFa>wX6wXYtB4=R&^H6n
zrZj(2<bSKwf7!>@FB`M?4vD3#iE*uxwa%BmXMIhn?RQ0t1f30h@5~g@ntWnr1(Tuo
z71CPtQ@(|UB6JWgeLoSENYDabuy)gcCH=OX2>|?><^8UcH4h*HB5+m^z{=j=@oa1c
zc*SIZ1CVqKg<Ghn4+3m};|~~yJgZdNA1zFC8a*vkv8t{HZ`-~#ncEYf4pE5K+Rc7)
zF0IFE_)*w7d0yGpc8@+Sb(GH>8^1l`X12F#ziP<gs+uUN1kEx}F&PQsT@6_kc**8P
zXkM3YVPVa4{zyj-!P=YBg}5S|m|#yg1Q3x&cfG9dGf()E+WGIs)Y4*iJN=}_7|H$1
zGu$k$#BaA<h9by`g+4!k){}BT<(+57%PHVlQPmg4=Ip6$F#ofi`FhjGEuv3@vAlVW
zDqxi)iTu}m@oTmvjQa}9e0SD;4sBRIbfG^OMW4Sawuw(XUUo{bh#0(irKmUR;+G>O
z0Gr2dJ1i%N%*b#q(7T|pZgm#Yua9@0noyYC%KG?5KkeadotEYz?3?rP$Oug)5F{m?
z7LhVUe!wad=Bd_t7B9ox_VB(1yH57ksJhU=kr5ZpGVA+U%Yrpt4Q4}O>2Tb~R{rH)
zn0~<zeQ!>o>BX*fqPUv)w9^K7>rCw&8*8tjYe}BeBPo^w3NzwN{qkZ1vI2q`RW2bE
zGf!%LbY`QzNQzm8rJtYjg-p~jk7*KfKToD$Feg-7jx72U{gzotWY?ygq*8OdLZaGR
zyO}vQ5*@An&LJoY@`Tq=WPbkZn=9M&t5vhn(8Umm0&CoS<DbG_i*<g(vhp(%`|PLl
zg1kv=zAe0c9;w#rHs4~l!IlV_Gh0PZz7v4$uT%QJLaKsXfW<ADJhvrLh$x*-oI(<{
zH^$P?#RXA`SLTd$_hh1TUa^ck5(I=js0MJI->;O3>+_Y&I-``hhOOsIoOsH6@Z_Y}
z$VPgkbJ#MLNA-St7Sh<I_odFp%WmWx%(Ba-xJ7#q(%2}wq#P$+Q7d_97j~By7N5Gz
zqV*Jb1yq|eVWpp-9;@C;TlEpXsdS3$?TH{bPOm@mVY+Qu=jKB2a~pTf;B#~CT!H<-
z&8!2M%EK)nV$uwJXSe_0*f#s)1*U^u)dJxd19|SWJ<0Y!%h9EldWjM>0dEL%?;8^{
z#(Q;?)Z$o$UU_&#1-Dank2KOOJzn$`+1mvu?_+k4RR%ReJ|%n#bPn;r>{QFwmt*Bv
zFL<6^RB4`*yBxs%c~m(H-=PK<K%ORYic531>Ff$Ei3V@0Kfez9QM>CTt@dLSLa)%?
zzi;2a)R}@c^Y({9*WKKbziB_(#J-y43_qn5mYReUUy;wRn1}#L99GxG_CgU;Y_(}d
zsqvO8f81HAn{H@b>V=YPY@HP^J6K(cBgz%k<@wJss9t-+sNMf6?>nHP+OlmyR8$Z|
z$*Cks5)mXwECI=qp@1Sv4hoWkK&c35kt9pb0+MqU$w<yQNX|KjD*wjYxBK>e_jP!`
zyZ?COj{&33Id$sPsk8Umd#<_GntP4ndBZ)=)8X%EZu`|b*Jr1<_-}ewCZ!UVB@^Yp
z3k5y%FEubA<c7Cb6uWG8!J#lpmbX%^og+`e+O9Wqu)4ZIte)fp$pu*C6_tKu3wJCZ
z&qP~{axs{7v#;EY;a66Q!cYO?D3^u-d=UtkmS9Ty;7QqoWJ>x9unh4HB``Zbl`=Q`
zgb9MVgr15CN{>F_zIdoFsc5I7J1LE@KfHBm@~E@t_18wpo7hp@R$i~Topef(eHu|$
z)Ge5_@xQ{J=h#<7n6^%d@&A|No!=Jn{C-;uNI6iczX1&}g&3kaTaAoH*##a1?&d_)
zB35&KP@Is?a^P^y&L|uP?q*GAjdaL)9EdTcoQd<PeVi6y99Am{UsP5fmJt{@b*E4&
zCkyC(;+i)Kg%^E+um%=QX*DQpWlT<e$eM>o_0E5O;EwxDT?NdIw3J}@@Be`z^Njq`
zN1Y~tN<Rkyx8k!7t4D0vf>0)LZ&FXw@ZCozv(--pMXetjzfYJ630Zl;q1D0Hpd<hi
zu2Tk%&Y<ZJ$G6|9leK4&91o^ctQTCbF)Ir}eGHXII~lm@FdZXiO3F8#%Fwl{w$9RK
z<Z#NbG!f_{QaalSKt<&R655=`lo7G6;dxtuaVa{zwroS$Y`xYiyRFP?o@OW(-!}TR
zduz@8F}<pvYu<Zi$P3VYCMj`@xm%)mYv|j%mf3A?xV!5}Ae)OFdM}y~eWASF0Ga9?
z2$OB7T=Itv=^$oDdnY08(b2oyFn1Vw7G*r1;(Gb(nU`u(F;HkAt0;V#M;{V0G#HVd
zl9bcpn{OksEFHx>e(uy?Kwf76q3`YmB(nxyh}6(5&GTZcApaz>PRV4~Kv$Fe>Aq_e
zm6UB*wyJieXX18c*=zz@Ree$f(iOr>XW6!`eu?*7ttKT^Et&6WM$QT~GFW#A2WH;r
zW!2OUX-gmXS>f-4PLr005*L+~mMcwA#J3iy&3q9ei%z_Qns~y`DkF!b`tEGd7IOFk
z5vKl}6NTSl`U1KhnW?6KV8m~ym6T1Suc5ODF^&fUEkRtdB3*69(3!U?2Oo6Af_0Gg
zVWrm7&y@{$8}iw0*L#a@N%V3Js8?47XkrWSzQFIcwPZFh&nC`o>3!%@t^2M%zjvWh
zkNX{R!ecMHZ%Ihbs>{JTSu;!NQ(xdjlgBP(vu2M-`B2YaN=udDRbAC93{O<pvW9Z&
zZfkGrJjiquTH#|<n|w(;Pj1mYE^XqHVon*{ZY%w%*C4#2x1fOUBe1+HzsD^9zA`IJ
z7OAwT%hw5W{P>9sIG!YhNG~;kEY@x3c$hC_ndU2{wIV{>BpX7aD-~^8T>R0gH3sl0
zS-RvQ0}TV}>0u!P*YE7$94k#p7OGC=Rm|R=72;5XG%R1t$uoCM7ZH4gy_0rihDc^d
zxdoyw4)NNczv!J?=pc1WY!pWtGGm=8vYgS+fmd7NLj!bJZ~IO`PO;YN)X`D76J(+b
z5(Z@0{IA&z&}qUl*yb*T_A0?6FM-4iY*&>oR~aTur8r((KQ$lG>(&}apH}F1tPN$;
z`9b>4OThmg4PG|uFjn?svGVnj7Bg``jEvqXx?1pYR2~2Tr!#0>f%TbC`tn(kt`TCl
zhYy0XXuat9K}tBO1cbqE=?#DIL)+`r$Hn_UUCUHCq8f^<DN0qDh3#=1cV1_3$hJwc
z^!y0J33dl4dq0zBv)+k-<5b`(wh@#SvA;6?UO_sOQwQ6!Ue!QJA()KTwt$WfFVXwD
zq|Vi}d{5Xos5vwLsdFIE+p8QWe*cb^W?Zjq*po(zOC~Mf;|CM6ea&a7$-cZT+r@2B
zdl}W7_4LkIxgFB~e6W_f#>|wUPK=acA}vx9$2`XgI9`OIO8Ufq_MgDRF-u8$Mf`dY
zi4DiFE%zU2Rumy(Tc3+K476jyoFc>N`-HudQYymGF6H{*l}BVI|3DQis%T3zT1o2b
z-b`V|qHKm^1S<%c|0(hQ4+N(eK$c8s5r&fVql8OI@s!FkFM=xL#mO>z%;0YmAh(;+
zlKDni7?e3C!ZW_D`K_?pLh$@%UN&@z=3iLc%Un*>_*x#!r$@OF)?m1krOSe2DDD%l
z5<<C`c|%i2J4Vc!4n;U5b8oLr@GXx`{9`d@$oq8DZF<tt8jDc8#<SuxFNM+!b}!=e
zI_NESXZ0tQ`Qh^$1_bZvzP91d@n!9Iv!%q2Y?y>@@M+M{;~}b?vmw_l-mEOlu~pe%
zlJaSX4D}B^c$qOJC;0hLd3{m>OW$xST`7~#V$HVCeip8-K0Hb87;V}HfBePY1;pYC
zvbk0ch}(9wo66BRtcuX>1>l9vU!|Xmi4rg<(y%;xvh3{Z#*tqQeRtb#XSAvTLDb$}
zk3J?Pg2{OtWe{*FvZru(p(C@Zl;9F?NyPYI(JQjt6CJhfecxz+4$%9Y@V<CV?YOjd
zXuCQya`i3{e-|qUl#9<X(oUMe$ku><RDHwNzDNlkeQpKk|K}d_)1U0>@3gt3C&Q5#
z3VqA+($uuq1emGr+kjF9noomGZ(SEMZeUt}`nskC?fj&7%i=qtc?7Def?~bn2eb0x
zt&&yy?8F0|W**oMEXF_Gi=S2$uKE0J@Z>3adF(8c-%l~UPfHxTI33+17*VQ%$Sw~9
zE|9GSRZ}psn6QNATXn;_tT>S<fUtjsN`BoJsPTmEz_=7nL6j+pJ}L08_Ff5D9(V!A
z>2fo=E(lcYXIL(LK2iTKhyKD%{LYR0b?96X<o<y{-Sz`R575>k+#TbH+z8a{*=owx
z(3xxQ??$89ZOT2M8{4u366}_Kz0E(r%D|a0Sw*`vDvL11-qWGyVgl>Zm6VtyWZKie
zHBL}Has3pVo)9p1(eSILg!<OgmUOE#UW)4nea~<`lvppMEzKeqSq9=#oeUI$IIel@
zP^;BktL+YT_|!3AEW|<+!K2P&OIYUBeG=5XsHiUYJa@DM65>GWB|S$pMF3*Caq3%K
ztFd^kJ5c^{R6Mki!X*fSM04F03j`|{3^OCH$5a!!Zc0@aUK-&A88t$50$xgu_7XPX
z`6f60lGeJNQkSKX@SGC*FgC`Qn)kx4zTqT_?vC;<UN?T{Y;khOVV7KWw7MlLU_X{;
zVncf-EQ_e-X`<GhxTx^_7lQ}6@prh$g7w^7VX){6Iu_yK8!v*})0>B5$ZKYzzul`6
zbE41}f7UcfPeq^}fc@ox&VAX4$e7*dUsN@CJ&5%pPI)##{1+PE8kJU;-F7dfMlOx0
z3kes>4aPTK=nOL0dcDe%E}UL7t9+Ll55z)aAE8v$*(Ko?1!z^gh{MQ1U&O`0YP*+v
zv?&Bfq=+`H<l`YK36|;#w5mcrqP?@5@%78%p@sgkt=sGNQ@-j%;?z^8=|X{rk)s=1
zq|g<su9>M>>BS==g)`TQ_^vZc-=x4SgadXSdRKtX<vWO+-s7!__<><8Wi5z{m~T4W
z`hjtf830ZaZri}uudJzB?U;HUcvd!rMxeqTTU8N_)}5jOE3-PpisX<UvQ9enSyOkk
zU$^_-*W0ED*@B|0?{|FP?VSSKG-&RQ8DzZ0Da~hQ2U9Ie<L~PtRmD}6MIW{V#|?KE
zGAz-AWjzL3ALq5Ac?4yuzZ7>F0KVYr6!*OUhNl2A(o8c6`$)s?HC#d|W24yQacIU$
zY)?x!e{aRQquxd^Gd6r-cxl|W#URLtO4S?UCHvC(@Gw|g3d3pT5<`|H+Z;h&YZWqW
zIVxVg1la{ED}75q&f9u*S#wfwS*U}1&N{VK6%6lx3Oh+Z!VxD7#VAr%&DW9>z@(IK
z_<><hE-!7>6k=o#OVNe&Ya7oHu-nmHYSi(pzk(Q?*nsTSasI%__zqJbkaOVHaQWgR
zBz?A;O)ei~j4l`B)!U1HRg<(U<=}p=eFmRR1JPAn)`i-en$~nT`GJ9Jr8ls?EkL>d
zCDPsA=6Y6k+^O@~%89e>+<lT;V_y+vUEyb5nq}LZWh^CKxA)_eB~d%~Sv;M66>Bwg
z*!p^})S;8(2YqK43-XT5npKq9uWO}G(2dJrJBW~@pTi6adXpk)MNAkBUr~!OcXhvD
z4GCYFnJ$$R42HlAESf^%*I(*XyVXkfqz}x~n!bB`>xCr3nDph<5l+&ZnfZ@R>GJ4?
zqUIR4aj^BnZQkH(N}EuR4~Yw>gl9V%kOuThy*^}kZ@s9U`)*x4r<AAm-CRRPpcsfY
zcd*zSy34bWeh#ogNzD)LUoE&^Pa8iiQsfaPBW)BC;b^#F_av#JpN=Z1GA3>f3^1SR
zmj$V99Gre&XxC)h9Ws*GA-*7Dt&ZeM#wX%WjG(bkCuY|{5dX_mXQ3X&eV=Vj5;$PD
zc&{;~BwWhL=|ex}13fYk@YVdw&vV%#YD2WRw%@k})7|BzmbB<hawUbyrCKfWiZig8
zS%C@t&oRb-#rD62+XguJw}1n)@5mG_B>Bt0&G#o5nG;g4x4i;gokJ|$DX$FN-vI)N
zmJiP)g`hK>{NVBMU-&Z|`dvltYjE`xe3_`pm6z)H7qi~FQseil5-OVu0rX3CJ?)+0
zX{l1E;h<C{N<A@CS!4Mm#>42TETT*5A>B&+w05dAW#BCz|JJ;@8#dZI^_I>86wL&w
zpK{E`mv}jtgD>2>;iOO{oK$#)rBQ>(TCDMzmgUBMcEeqpUNr%254vm%>%xI#x<e;P
zN>&2O6`??h3^mj1caR76i(8eX<Q_o|8IoM#OIQ3%;}&}}I74my?n_=IU!5uDiIVI1
z68!*`nyM}}b@g_$mFu8!WBx!`v}s6&1k~l$^)F`o)O#5-6d~67v3RP%<L!M$92Vih
z?6`$A5N%}jOdF!`C{0meQ+fe0rN_Jf8E#9EIg)%KMf<kC<f&+>phvWu;$r3Fw?8o0
zmvuwcmP!{~c6tkRCE5LyWOb<K_=P{vh#0f2?KBmbX!4}D>`__JVbhP;#k1yj^uYEh
z(yfdokgWpBB)IvD*i)Ai-b}tMcgu7(3K#29lD&1TI;KUFaWBOl7P3@I>{PO4;gT<1
zzDut&CYgiHEiVfrQNV@Pj7nX<8BFTBE#@n$s4VxPN92-5#%hdyZy3u95$tiLr{gj#
zlaXm9Y3br-1$Un_V#X%`^4QFANBZJuY<q~G|5oj3p8Jk1;#%tEfrhz|!uv~U1mjqx
z`OSpL0_cQ)fc!%u9>cOwm3+@Pd})HpG&<WA;basMWYqndUOiMqY1Y#y_=Z}5knjr)
zBNDk+fd<1wiMh^C?Mv>KhPMzi7~-@=;ur?K60%cY`!uj7n?bl{7nVD1;;_yAUhG>4
zBryv)y7jILxwriTLk=JP#w>L^QT2!{KBIYVB|_=-tAf1d8H@C6$PHX)A4Td2{Id>I
zyrR$McT|N5r71s=C5P&V>W}y3-b<;j3SUsfk{bECE^B_X<E8bjoj}@5d;<#|*aVw{
z>_<A%#~-|?!#r(Nq&J?0yr_wkM@HeuMu(h!r2p^(Bk%3tTMw!)CKr?l$(9$S9vtJw
z_r6zq>!hC{x8@hc`YEukC9}e1BI2k-vIxI1Um555h4$D@9D<3MRs_RLfpa=4%udZa
ze8-W`7-r~oG5%>(IbL9TCuexU^Zlo<PX?#AFUMOpR^dt}u{1&P_T{Z_bvAQoHKf>^
zw#E1Ne=bhlYN}mJZ=U(^;mE>~uA}U|Pz3wg=anPZy0L|_aLH!Hb~?zcMxiC|?i=#y
ze#o@$B_(sJPR-$XJB5+K@B&9jaWWO5l>?~4ZomHKLVZPs-O09+?2HD1W9`KhS0h@q
zXnCC3x5TH01LG0z+==|(SBcv<A1XE8*dHsed7x@Cz@B5bFd^gaX`^PA9Y)HK#Oc7u
zHf$8P0AibPsc2sbW~NWK8|{UO3#36(wKC5miOVkZ+uHkDeV^>VyvDi@3&X_NU-)ER
zWU8jiBhk?*ms7oBDgvY+$g?vlb(i4oQ!wBAd?)r@(=c}D;vvN9G&C~DP5SoxWIVSL
zJ{EkkbYywh!zrauB|jy2EDgZtmk$A~ot;@lm*X$6Qg0cYAP&2Bvk|z6=EfnEE#%}z
zR`k>nIvTZmw#vO-cm+Z5;aqUCOl?)@o@J&}+1(Fc(;|%?lI>9!KX#uE(aA<t`xOkE
zoAAAJZfchJs(sk(`d(&~bRgP4n9rT}NrXzpeTkJs5fjHHj7|BfUMn^OX(#&p!spj1
zj7)Mxu9kKe>oIu;-BC5s+c5fp0XGs@tK#qdR<FQW#4@#Zm{D0)KJR{Isve$HS8x||
zcSPf+@Ru-|gSwg8o_mJFot3Y!1z~ICA*;7INgJ!K39hC|tYGhSs0?K7<8+TE*ZVp`
zm^x(`MH;W!eo69|-i1qmY6^HP<{$Yf|HEVd5$Q`RsCUh558{^z<{OyV+tAxNfnd^E
zg09XZ_HJp9gZ0C<*-x8~2W^f5ToDb1!2kFI7vlGxkOL1A10L5dI%MPP!;I%)qMM-R
zDkG<(VLmcJ^?7nR+oW@6TxYbY7VAkli^3CLY_3z;4xSZzwVJzxXPGbJIZ=?nRSn`k
z2|+d|0*A?=Yod$6_gQZbU8rZav*?+)tIif1G^Mv(!ns0RDmraYCav`4Y2f_}*NvP}
z^+%~gN8yCnJ6-!kktr)fFD68;A~@-2{R?ns;|6$rKkZhjc?>VL)&##su~y>9+owO2
zn^N()^-wh{C9H_UGGm}h!QsNF*r!RBrjiz_Ac?ivpt2q4wRwLAOR}=;E1`t3BR#|8
zVxP^1h@IemFDAHVV8Qe6Co!6MT?b=G!VjE?3Cv0lUcHOrgFh{jvg<xPA)m=$88990
zRL$*Q<GxPYiO;GS_i$a)RDlzVvo)CcX>eNZ5Z7MS8w!C_Hg=_wLOaKH`iVj}_q@r0
zCgr|^lgT<&`{K@N?sd)y2Fu8s2it51MbYvj8kDaT+*}8VYcg_jEuY%&&{SUAZcotn
zgM^~4JUnB?Ln`OYWwrW~Hcn7blZBHyth$(nKkShfNI5NUMp%qj4=^CrrK&_sEg~lh
zny`xE(;<Up70eQuO7mBhmBTulrJ@G=<iq7GoHw3rrnWxj)Qo|Aald4-437^%C3GO3
z<uxR-!D&v@OYI--?{~Nin3*4Ti=|GD%2PbRFuaYpA+)NYURWq$mz+3M%iuqmY|WKz
zjmW6A+IZ|d#_GAV>vvN)OvB=Vg_C1Yhp9bV_J-T?Lgn*Q_X-R`^_#&}^3=S>FKo%=
zuLw6~ja!r++Pp2RiV|<)iFla0zTvZWSGT{oLsWKkxN$F7t7VNRq}(R%KE6U-(f&&&
zcD9-RlnQ?uVwoG4FU39LD5bItO)6B=EoJM4a}gC!-y~^tbz#Ji0v%kVID7gH_WNfK
z`Z}7IEX=1OH9m*WJKeK55!zp<cBfb54c{%tYsT=4vo+6ihQTO4mHSJ&zbb*Il9#??
zS63`U5<gZAdh?<DVOO<bSGultut|AXwXgc!0hezRDfWH#beD`qdc{-C;m^Kt4bi0f
zd$LE~RtoA836T{pPLUL7&(8|x`)2Gze`{mP$711`ftK&7v(Y#8Al2RBs1TJ>SsnQW
z(j5YNmh!zUp*MC#b7R~G>*8gph6V`2N=h+nz#z!c(|d?rD4gHEoFp;4a3cdvs>r^x
zP{@=$>yt+9&6&&R0AXn8D_Kr)63&uFJ5aF^6(F_9Ku!qIC+EOe7AI8F|1%Tts~P8;
zHtyG;?DZDaPWunWbwm+kdW+I)%+IV>=y)ooe_*7gqD{&_FBjAKvKgIB<nHH~W<SQw
zc!r(Ia8U_Paf#47{1vYtNV10TLiXDcOQHpvHM3|N^a$F)QoP2yZb3cTaZs*?sf+J&
z#)MR%P8+SMB?sNIVnkJYGRZoH5tpJ_Cik@(;?fKe%LC_}SlU|B*|eeDc~z#AUIQBi
z+m7&LyR;Ugk`VK!-YqS3<K)jL)*JV}Ja6crGsF_Y?pAXxs&MEV;hw2$nvlnh(N_!>
zJya>DR96wZnAbEMplyv|YqJSg$mI$bC9o!MH@Hz$8z6)C3U44toRP4$jva=T3Y4-G
ze}~Y2i`M_y?SDhv*6-&UY=!BXqkYK!Ud_qX94o}p(O>8w#8@j}n(mZ?0e*Hy4@}Eh
z$v+99_q4!?DE{xAh~GIESA{z`N_c5GpI*<a(VsB)OtoyL4ZQLs+I!aViuUfIB_&KT
z#0k`265qYgO`&(P26D}^6-XX!Ie$LZN`Cml{oUn!B4pmveoEx3+vC6)Rtg>4R?fBj
zV<)L<B_B6eb!`$Za=uUNTqEDeWt3uK4pKV|P5iBR36&QDn5Y_(B50AI-cHE;VbWJN
zLj9gc+RPk4VW040YLajMB|-xvIVo)DZMIRxHg{A)Q}bkVH>O5%$g8WuZz{WR%r_I4
z4o4ejNaxI?-rlcm&YiK*Qu4K}F(mJk5l$m<o6!-SZk7lNTvgkaS#<MTd?SzG#}?7#
zb+jZh3SubwGz!WSFBs~7r#?!pEVpdSu%Z$z^3zCPk8<~8wR6A79vd(%&p+cYda1ZS
zNB_xMfP{D#kcrY2JXkf9l?_H+>;La5=3l%(rwl;U=s`~FkNb62q&gYImg>A2^Ls5~
z%%c+btMulzs~yN|$YBZY*6M)n%h4@-9Y*zPFL@Gq-OS&gRfuv@!izntXKJHihiWQ-
zU(GTT$CtI<oHOwLjWSrLoNlkR1KT}1q2iLG)Q5K!V^CL?)q5WrmlX~ez0cl#s7cT%
zBAm<}Hfkym6S8wVLNrh7-CCb=<Fw*6qSnp5PUrMzZo-FVaLe@d&RufsiyKd2iGBBO
z52aRBUVcbp#~iw6^&LN3*%$uhK^sva2II$qH?P7NyAM)b>~Gq--r-+-6g=4ZGNQWV
z=~ax+d<F`sMp!z66^PMf%S&Zai6yn+5{qux+WQkJ;k>q5vi?giURZoT4U>^u8o^9L
zvUGHZ4Z%Tj$!qB8`dOo`+TeMn$uB#`>WN-Xr5WF@F%iN(P5%#p*6$7J*Zuz-0P90f
zp0_G@C#Z3N+yo>DBG%r69Ds4XQx`oDRpNu5xyhoBfz>{^g1GtE9^_H~V;o0lk>bU8
zljyY?^I^9SXkGMJ#q3Uc<1-SG?_1H{yDqWiiyMOvv!?HCXb)u3kY!(ISFi3_+<msd
z9AB08VM<Ar*$&=VR+-F8c*xJ^reJC>UERG-A9A`Jb|;y<2?<@mf}l{`T|MxZ<^*d=
z_J%q=5otaNP<5`&BPn~EzIw+RU-E_Y<k1%0CPrDn`ca2sQ&Se5buex7L_rsH3Q?Ak
zNrBIAA8_#7&A4-cROo8clRo@+dxb;w;fTl_E2L17=WxRkNb;iT4b;Pfdpt*T`RMj4
zoV5+s9QGmn?TVDvQ=rDT5T|z1&|UU1Py_N@%EAA3;4!ACa4@%ik7V(OmrT*gu%5!s
zxABL2y`b92tY+_m-szd;Wu#D+=g8wp^k5Hk>0-^{Q4cCR3DJEOvALW@&U8?KZxrxe
zP~lQyM}WU6PC&rde3V5%#tfCDM%{$G44x>{Xfh}`XXY=ks8^kdZAiN&!^#7{Q&PrL
zsw97TmcqL^o5bnz#*U>oDJP#T_OqxExl-9|i7Q4In>Mg8hX~t-!zWLiRW_2t$W~w3
zXif_EPRJI{)trYE{&q$e^U8~_r+v(FjCpa*N?F^<lP@Q8(XX|O9pFb}DYDI4snBD*
zayarOnc~rT7cukqB_28q_btJBPp9{2T*b=TDrcCxVUvc6m)si}9we9^ESvdWNm)9@
z2+PZ4CK<Q2HgwuY6knz^ZMo0FN%%1vd7iTEar3gG_M?L#cHEESKG;;unR<`pdFRD_
zg<u<vDQ4QY7$+xrjgZ-Qd$phJ0=b(`X|7hLg6djvMtcyv`J||>WeySzE;R!$0y&qN
z1M<m&F3f^hMI$iZu6N5Twp^e?+y5Hx`B%MCP1VL9vywBSO2O)LH<cv+YVQ$s@u?^n
zM*eC|WOvs8dhGA=h@J8Ek|>ftFkszZ4A@lx7_h)E28?zH6~6Nn|0j1>45-aN4j=v1
zaT&M_=}l4w;u%~2dE!w>K3A<4$xWKAu%ycrU%H#g7E=w8oi`V%+oFn#|8C#;HFR|T
z8rS-LR9E~3iBtGk{;FJgWX`?RNN-#}E$YaOqA}yD{)AFn(MtUwC7p)bRZ$Fls<sL7
z7F`pIyKH(PE#7}Kv*iI`9-Ro&(vAjedsLSXI3*b)x!Wt{Cw<rVGnJc@$1U_mw#GOq
zT?~w^as+0QW12^En$#9@?Os~l4!x~Y+ll>xL)A{_UQptw0+!II>>XnclLzQrstyr{
zPv(ltcH@m)8;|3(jq|XmkM;>edwZ^N8^p8RHv>~)_qafhI3Z@`H2X0w0LD+E3ilDm
zI1`8=G4(U1F^Bk5qX9AXMOZm>J*va)SuKJrG#xmz=ZZrZtXahlpuCXSdE2wiberhg
zkkWI|WsRFpL5+eaQLK3W&we_CyhN1P4b1BA_KJVzoc|2F>}-h^g03$^flt5oi%-9J
zJS0AydjtZ5r755+R?e;v(cDn88NaAmKV!myrlUJwhEE?v-ZB2(e@ZG)LD27;E$g|L
z6Bg5DwHnq%p+E&nL#SBh0}>hDbbe0kHEVyC-M6ZGg6j%<Atyav&efY&^!Gr~UjR7O
z5|*r}^Xy=DoVu#Gfh@;YO7c{P+u=Lr*fcRg$Nf!p4t<TQ7_{s~rWxF-gErD_v7BQT
zf=PdKNfVIg#f90UF(qdHY1wZh1t-EuX+UI_>n^dY+IZ=@3+@p^LI7_YhtSo%9H(kF
zN#?-(A<1$<&JOx9!CCTl5b~pEXRNlj5i!l^x=Ujm-23gZjU@J@fjrL3Ayz-6y=~jo
zJIv&q&J6NQHeVX$WB1{=R$v*%>9SUV)r#M#LGi0v!dyQ6T!^@)P4&6)zK#|qomGeK
zH?9O^f?5Hsz{8b8Z^YbP#H#NP43^YPL<?*dwYjXB8#t$5gG61k2aoS33}A3@tVc6}
zF!}`a<VFsxA`@|Z69n!-lE;#0VMcddjab-uQ~o~L^6xh5-)Z)Lj{?r`d=9+mb219C
zx(p4<as27j0RAv}tC=SUx;zh#*&==hMG&#Z`0qbT9{B};u}QA(cNe+v-|ZJaW5|me
zTT}l`%h&FNl`iZvTHsGQlk{Q%#=<%8bf?mDt(5&nka6wllI?Y|pjD97DrePcHeg*;
z=`@NlMbd&e+2;&R3XfnR@QWU7Vp>3s$Yx_%cNyAMGNwe%6z0bDEOvw{ixWT`#u&L~
zc_zv=QgNR3v3BEG!UlD&KUdVz(kc3Z(V*mgU8UOcPCO4QXJbIf4SB>hn`o;+Y#dgw
z)RqOD>egE3LB2C1n$64RWI%Q*-{tGD%NJd~-TW9dVVG>ChP?3l1}v%gZgS7{0uZro
zIG&UAL$GA0XCqsazP1}Sx0|fSTM#{-$ZBSS^Hwk~o-KqIWzF`CUb4){ff=|Eyhi4_
zm9Vm)-Y?iUw;N%3%Bjl3urG(TmM0ZG>yy53vhy-5G%g67<x#>)i}IQ`YVKIT3k{QP
z3vcHmSMSaiHyidR{VKPs{T>u*-^~x~SLOYIp}%`;?Xqp92SR`fam}N5V^DuKbwj0t
zEL)bi=Svqlrc~k?kQ=7OXjJc~kmqDSa2;p)fk6@_vbdG<`Q>2V_}yH4)r9T+Y#cKC
zl()XCE-4X?w*IdJWlWM8-g*hwTGKx=^*HP_TXY*Q(a*@#oo8{o!@)`B>7sx3)uGWs
zEUVU%97pHgrBKXBqvK9@30IhL!;X%8pNyCQWr&|*OlmSr)LdMLb0Ooid&Og^Zb|DK
z4Q2xPDw~?93=X7|MS7#S<}GGEfqXDKB>qiEa?hM8@!ja4{g|Z?t6Ur*t#o$;Lt$K)
zZ;ZP544%CX1-dNcEHgGe?Q?l7iSr7W7&OztxQ3ZO9e<1iIhpx^(VDR`wL=67k6xar
z)m#UlL<8`!Bxp5t4blPAlfXGvXbG_QpJD8u=1w#)7I>5da+-e{c)83f8_1%OiAMGP
zz(~B-nk#k<B_uEZPnp4gXCA*hj<@-}>nzOw78(HUrT0w9f3=r@4@V^;=0x&AY$gS9
z!U8}3{3Y!7NB%Hf=C^o<|2$p*M!%tUM9ZJto^7;4&ygNlXbxn&eFPPnb`g;6UG~$(
zb4J>a?o2`ws3&^=!@i${S<)*k;3!@Iiz6~&oB;rUfzJgfgjcr+i$J~+*#bD4unQmz
zIEKV{q7>)~XToR%X-FW|4t#0>)O!9|gY0i~3o)#hI?t9)?*G8}MC7Rj@9B(4!Ixqs
zPNE=FJ`zPT0d@<3KkhSNCp6ZlAU@HWX$jpSieG_#$P}gka)G6&0>r%9exg6jIvp*V
zy#6tF<_vk>cYwqpA%?m-$Sk6LGPMzpx}wgkqYc@imqRa~OIw^f#2!A(;F0`qb%(tW
z{eY&@nMD_Ojw71e&+&*3i5Fs^1-e{?7%U%)KRS*$k0F65xFBTHNF4lBpGSWI3V#(-
z|7Tgc|Ka%zw@n7~pfg$kMGe*LXIYF5dUJKq|G?-2J2FbHWWDE2{+a79O>X=H!=@%o
zEGO_NT6Pc8nz}W0=6%C86T#xEJFD^0)$kaGcvg?rbMsqa+WgZTPc%>unq0MJ1A@9%
zF0%qS*dP|YLwvNCrWz<!T#HEs;iq3^xBih1`VXD+A9A7W(S)Z3;Mp0SxA_l@=Ki0J
z4tZMvGzfH5PKNkEW+LQgzKAi&rp990nI-`Mb{YS2AP(&7p8@u`)J^Cw9H~p_8q-F7
zFxWFRMW!HzAX_<(N%3{Y;*)?!Qj78eLkIaJNV5OXkJu>P`Q-e{P&0Z9t-6VaXt7{V
zM61Tpg7?~ML^M%__{Z)$oTojKuD@V4%<B$$U^WP0KlK4lNRHHy7RlLrPQ(!4)e~WA
zuB7UxjCa87)c@0gId@|IRsa9KZ0uhlCsz8_JJ7b^@5XOh*WTmCX<y($-|-M1aK=E3
z4@saMVmx^4>W>O&&k^h|m1O_IU;4*S%+F~1+g{4>CBj+CSEg-l?#yLeciyJND<*}2
znt*#=Nx{f_B%(di;v_hU=NZTqAO$%%q8gW?Cl-oSw~9@fMY|B3Wq!=bZ1h4D?iJ(W
zuu%H#JcQ3%@+(Ym)YnXS5h}wXcq-1bo6B@S=U9aMEFr?E=_wo{ee%$%9T&{L59+&U
zv)BcDgfYI?ax7)V`tWFRD=WSUaK!9iBp#)vq%IVfS9gP1$qym}Zbn@Ta`v7b<W_Z|
zy|g11bqGu2O}4VD1e}gnT3t@d_&SVL61{ZbvgKV$k2?9uF&Gn|VHTqjL%TPTF33lG
z5`c1);|#V;*mU;-#m;_z{8;|^4)!1DNNHOx#~Z>KXREOlfG-6z2gng~=y4X<97lXr
zSk>O2I`dFKAOG5ode3$1{uA9O_!YhP)q81Dw8}c216ch-I+U)aKF@Dz8fq?hyv2~E
zKI#%b%!<DzvS_LE;u}suyjb7KfSlEwwnZU8#cBjQ$ylETz9Rx>HKDFBQ^8ICm{_1j
zG^;gaaNC=yulsCVjr~a4>RX%ENa-M^=0!VcWa^dh^jdqK=65kWqaJZn2VYg1-z7J9
zq-d1(V4%aiWF=`SlCj*~#7#U7-kTqR1@i<>5l^5mANvRobSX&|KCZaIFOsuVy=Q#J
zp+LUydP))sl5EK5mr~be*fSeeFPBai4$07=FF>0jPEG3>1J^dsY|CjM$aPSEb0Qf?
zp4#RI3!@<L9P=QDn*gXufjVBtd@_*P4Mn-m6-t;L$d<Xog*xlpoy5yR+``Aous#;{
zZKu~1y9p!azach<fLcZQlOCXwbUUv{M?Px>4Z%VSMxf6??ZI-*82{~MBOr8z@V6c5
zAVft$24);2b$TRa384oYHM7!yTgD5(Kl3C6dJcq;!Ey`cmt5?bUsr}2Djov;DpAO(
zQ79By)buQt`i^jxuXY?$+FB9>=C$E~-AIhJu>>kv4?&2`i)LFb$GL|MaRXXcj$}Hp
zfed`NPis`tpOq+ryaK84Pq(F-+fqjYk1)W_qPh8J8%X}^DmNvX<+Ks}QzK@IM&4(M
z9^Z_MJ(lh-LbCPyd}Q2$Ao)Iq##OTR5|@gDQMU=jW-NzI@MufE?-5|eH^8_FZ6ABI
zQUw&dJ!X%FnDO*dx&@~@N1q_OhW2V`ujJ0YH`K%%A;44RdGNvg`cs1ncD!;R{@ZJ%
z{V_^tJ8&bfS;o8EK|<N5@G!h(ktt1<3~B2BWhXdo<ssK-|MG9a_5aQGe<-J&3SF^?
z#sbz{`HMAASug6~dm@G=@Qu+9UAl<oJ<uO|YGO?x{xMr<u6JhtP&UdxLbU#!b9l~}
zHY$cS(7O#Q!ez6^FjlL{u`dTw+?mtfV>1F`D^iO~7CD)uzUo!tOLq_p79>qQetMhm
z9p)Z!B9q!*BUAEeTBBV~j1ktiTF}S`azW(Ga7I#l`um3o(mAiiiD<Rt7^(`BOdhsO
zx<BX*(I3?cq7DuHo}-utW8sf^!CZt3MrM6N<+rAt1B_ULxcy++;gD0oNt=0>IE}@a
zS*~c&=d{Iaw--JI_nH|XC7;kIGr5c3e@@H7l$<MbnNUf=o9x~lf(EbgJ*EC`ET&}A
zheE)e_!T`DXHEyN&fw_81Zxni7cK5(eV*KUgS~y>))_}WL>GHMJ-SFUR^99Y`C6fF
zr&dPL`;)nTZi79dnlkF(GL)Q%8Wl3I?k$)=LjOr5^@phIKSPTiv7?3W)r{*cYNIyK
z5J1&d>}=JpPWfG0<?YLeyU(Az0(g_#QI^Mrs>>&VK3JNUk#RrEx{aq(woJ{c8REHQ
zR=dYN<o*^oUzNZqd(C)ec8Y`eWg85AHRf}c>s0}g*xkMAdZ@TXwDGFm*;O!0^&DUW
z80QFl_6yLHz3Q|NFRkf5B!M|B4~oJWj6Wg(csTVG3tYC^99$NHaurJZP+c0-Vh~)3
ze}2vZ;^-DQCwYw%|M-<=;Hk^`Mb`yA$6P2q%yR12I1$~K+qTOfvy#KW-AK6ZgT9Er
zojmG-U9$7=gf;gRw`LC$z{{FhaKnTkCibW8gE*0Ow*blAWbEFG&3q8Fd&DMy2DZ4J
zyk?8&#+U!)6X$2e8wNEJ4Y>y>oLpF*Iy^&ctGb8l{oFo6_*3__2o<i`a@psUt`)=|
zdz#1l)q^kMs@c2TTeG<ZrWT>(HR_QAKFUD&gH0W$kvVXWJi*X)pq551+{K8(EXqAS
zfi?v=4GUGS+47|>RP<f+MC+fZqfn69M@WSetYygI9{8f31N>*Flwk}GlTYIJuJtsd
ziXgMH^XE5S4MCrRpD*z9d#<tO?94-Uae9F8TRxgA+6a7~ZXgh21HUZxmrJlYyw*d%
z9%Y;XcS-{o4oDJWO6<&R(f#!x_?6WChD3vxtdF<55gcf)r#@%pOLQO|o1Aaz=}V{K
zx%8aU_~V0a?0Gbo(IQF`Aa-_iHRWbrHMo1X6LRRaRi}WhBYSsAFwaG}0!cV1V0xxN
z4*|`J0_PB_>n$XpA=mMbF42Suo!9nwEdBD7gHv)UI}|nne~*e1oP#t^*VNHT_v2fg
zf=9>ikW<;EaJ)R-b-H7IsSf}6IdBZ?ZYi8MvwMIHa`j6e#AOfkrDsg1s?gmjQHZRa
zq`=bogC_@lKpV2VpA>lN2ox0Y4qbWCSm4*_A9UrnDCr=^*lHFxrGOBJisV?f&)Jt{
zJ+DOYq#)qBqR3VBl;z~%6Yws--a3xnF}e@2g?HXog=;o@j@-itvr*7<MS;r-lqpAH
zh&=+}-+d+5-pqSxI^4#8P4^LF-#z7LejknW3$A@DD~=mfq1+a<UaBV=_>^XJg-*E$
zd$cLLHmgzKt-C0z*YdpYEtM{M)GUK;inYCM6v0@|i0g5J-G0g-puPm$fgcf7nX#8C
zQ0Xh1*EA_bC6m*U2&9_Hr;8iahS+&p3NC*r5$Sv|w)OdKd8$os<~ob+1n$Xs?#oZA
zIOPoo*LGv2)dB{2!0URWn;heccN__>(3ZQ?UY#!tdhvOsd>221JIam6=mQt;H!hE-
z((&e(G;retwpbz#4l?H7o@%||*%+<NM;|;m>CGt=<Z<jCi)T)Bw7Xq<uep3SFDuk2
zz~O4PukBKhTx#1(<3%F>Ji&Ii*>X}MON9ZB6g>({DH^jdyziBzb^&%8U0D|F_N8~0
z+cUer8}2NN=VaTMbM@YR@of>8Un)}U2v^0%+NQ$JQh5boHX-h86w(HJ>_W$K|LY-E
zDZJQbdhDUwl5p?BvP!#}5XNDa(||R7l*^L_!B(P!*N2jiur1!{PO!C&yR;kYt3~s*
zK;eAG<9v5chR21;MGZ^+v;{k{$PUoUlDcJkIgY9X?MqpdtT!kqDV=h{TUl4H^Jtad
zJ8RP`y#J^m23rs_P}lNf7nexo3cq&8$^pLu&KOO=g0u#E)Tb-8=sUE*vkF1s^%Ba&
zqHs;=B@m{-U?t<eI$JDj^ddhcPXD%DRPc593YC<e6x#mPjoL2UE42_AKDZM@Ux?cf
zcg`M4K+b0!<0`Hd4{J*nBXt?oB{}zu@o%3r*kY@s7cc9v-JrA^;|^k&4B9Pnyj588
zB9Mnbp_J^bgJ(*os<@DNI}6IpKyTER<Bo3;2dfX(s+LulJ~l3VW2v~w`q=m*FNH@O
z$~lv`f+5tgz`Z(!<Vu`nl7sk~aB(zV&1Vr@#YV^0AX96sn%r!4U*$^g`3+^2g%T$Y
zjExh|+7mUnxUK4j<>)doJVE+7ZqMz|yS_Bofr{=H&pGx&vg@geZi%kmBl6wA<D)!*
zNe%8}3aXGDzndpyx(5ADhs?e-cQ6Ds_ZBU*+r{@NDmU&IikaBxkh5xSlXH4)7%n}v
zuq$2XcY?S7j%7S5cCG|!7;LcR`QZwshmb|8>MdF2<;GM%C=;2yK4&!#a(rvuER|nA
zYTk!00@a@H&11QSr(1bwy=f(tX%p@*mkn2-J2xv2BAZt%vf=%RIYvi!6M$EWxeK@g
z>)rsKis@hB{r&qrKTOr27Ld5*K6~7UnGnaUd2MLi3DCn+&{%3iu;?J#zLhD@HmAOn
z_b{W}dXt>l4D8hz*Hj_+wc|G-oyhZd>+Dv{?ZgQ+?p9u2xq1g2(gZ60@beekZBQq+
zMl2$G)FX~*Jp4d9FqN<<i}+TWjCMR+hPmiXU5~V^Ov_!6cE&t{S7#7<OPo;i(pxS}
zS#eez`Pybc$BFwq<&f<lR3ScZ7-IZvHU>i6hX5RDzyJ>ar~#hxg>zg;4EDm_fGri$
zBA+OxRDFI@D>tD_Nzw<>4Do1}Li>~W9E+kjnhIs{7#nyRic=}RGk>W=p%AQ}5ezRh
zd>r+%>xLHBuHY*UTa7u~3y4%>IhybpO$Bv>@zVj+H3v_4iD^@_HCy4*xSG}}tl&%3
z$Vt<jX}=>EeQ4Gj9+iCEU-{_Y`UiM>X{ikN#4!ZgKS&tj)n5Iky=5L+P8eE!DFML6
zrk}&+pTh$W&Uv$_2R}JQ94%^+50Wz!2F~MDi0wX&{o-jYgn*9!`?`j##htGxsq~1t
z_LZ@qNcA+wMB9;0W5bgu?<~E9K&1+$&JhidPniRf2FY6q|C?aspAq!0Nc!LTnh?|?
z#F{Wb%is7Go(17rO1!7&aM9jk(M!S7MaXaRd6gGrEb*kj*j*~d+T<NRB{{3vN`?FI
z4-EM}Z}cYSsNDTnEJ3!#KH7)}YmB@DWQ4FU>)2?QNyL<>|H)-&|3v%|X<B>zs0(<f
zG%^wY*r^h_#UUA;=u`}xvYIymCX{FiIil>vCB5B6N5p!1a#wfFV$&LMy`O^Re}!v1
zPszAqU|pm3kmIfMPt>0=oyxxkfb6v96o?W8m<|K%XJ{iyRCo}Jg?@dAI6OjlLCm|M
zOAx0Y7zm#urS?<oB6mM4W=q3$eryyL5Q{#CjMs$w5)fTpQz$fKTJpgfKz<xc*?~o7
zkloooeQwbV8?C+3j4J-+Hc0niUC{s#9UoMk-+17I`ewAwCiWSwQpX&-*(qsJaS^1x
zdb$dfvC8957Y?vv&oC|S;9Jf;?a_+gmZKhe6M<&VJ#j-Z+Z|&U@0j2*TRMRQTCLET
zsQoGwlid!!MdgFb$O*c7cmKsXW{znfvg;ulfVh2-S;)bZUFB?dIu!rmlh4-K^UAi$
zP=x)52a>!WUh2`&sKvfX3ODS=j9M*Pb=W!xI8;x5*88CiVi%z5;WlWqO$o~^ebP7c
z>cENOBTQ&uy<^W?HWDsz$Q2d(J~&p6=kdMuySa4kiw4ar<{<ac`<v$ZfC4<ce~Q8W
zf97}nM-ArO7?qWK9$l6Fjj#I$7JBJTFc1`wVKz&+nDpC?f5m+G+iU#$=f+=Y_W$2r
L|ACB@A0z(<G1qA2

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-108-ChatGPT Overview.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-108-ChatGPT Overview.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..7a1ae806cd76138811111a9fee0680530f3e4081
GIT binary patch
literal 32589
zcmdSB1yr2PvMxNhL$CyQcXv&2g1ZG7+}#NlNSL65JHb7;LkR9V*x&>S?h^EpZ=ZAa
z{=a)<pZ)K1@4D}-o>{BAr>CmAySnPB>Uo-fS_8aLkdc=Gz`y_iFwZZ*(<0yv02vVx
z2@wGq2?+@W1sN3`4+9+y4V@4N7YmP+h@6a+h=hcKhK-(riiMhlgn^%tg@coahliYA
zP*i|RgpHer>-QiqC@3iCXy^nO7zA9DB$QnL?dPczfQ<~(3wsI&Lj{1vhJnL|dFla>
zKhuc-^Tz}Dmj?zG4jus!2^j?y?YTq!3jiz(92_h>90CG7{B!Ss=XL-*HUbVMrz9e-
znkf>M3m#W++!ti(*VW(g)hADAxXoNcP*7jKA|NE9rK4wHWa8oF;};MVdLtz*BP%Db
zprNUyt)r`_4>Y&1w6eCbb#wRd^z!!c4gC-n{_#@;2ppe~n3SB7nwFcFUr<<7TvA$7
zTUX!E*woz8)!ozE*FP{gG&K#GnVp+ofUa-+*xcIQ`MJAydUk$sd3AmB>-INaFaWr}
zu=V`@7smd?7xpt>u<-D3@JPS;f`RpVE^yfJ2$Y<NIFf2erY^WtT*1hAuj9T{e@CI_
zRzJZvbDczeNyD>Fd-|KTKREmQ7z_D_IQuuo{>m2=fDQ-qJb7@~0C7P7O~n&{mRaWs
z&>((G%N$iXywP}{P+|Ny{{;A%P{~(sfXt8!0{p*P4my|v2Nh<X0EaP;5eh%-YW~FT
z7ke0KJk@_%(HEi%E%pw-*V~;SBroG!SM`mD*4i!d;F5>D$LpxTGg(m%QJ32ranAcG
z@L=uBT(z7Z`RNe@J`Cgf6J?0Tj5cZaIg5CrYX{ef-bq4|xpBd!jzL3B;S}Ew!Oh#-
zInlu4<-KGl4?pMgx0~Rxh5J%+J{j!3DNZSICa^R2PX>iUI8mex*$?h97`wObP<t+!
z^JW~!gsPud?-O@CE|6mCh(#^CRpQklFZ)&MX}1$DHvzDBbJRX3bCM7dezubJD0RQ2
zC`A}*X67~Xugmb{6-o!o{VlRd+o08x!Z3?U<FT~p+=iD8r#>|b^E<H|+?SQpDknNY
z^$RP*@^i=L?Wl4XL72ips#YhwuSKdQJyG*$GGGjd#=|ZhV4=_eg(V3#?rKHYCEwtw
z`imz3mJN|kB%Av;Tw_Hi5&}+nWN~40{72mH_<Q6pSnk=q5Mu6W^rJ>|D~~C<P?r35
zP*+wG(kFSu8bql2`t~*2qNj#lrTJjuzc5d`uwxHRMqDt5T&A!rH_ule_cth_LT-RX
z3%g=ukb9Zowot0R9#?8*@7uI<Q9DD(y-KNQ@9;1)H!cY?_=PXb8{Y*K+e#1UaaZ9~
zon5BFoPPL`usfGfO2a1BTU^~o<P+7?4~^DNqeTl{SyZd7;wO~49F-L|=z}=#r16Ti
zwX{sig*SEb{qddvF;NB&J&%@Y2G#NhJpN>LaU;$*xvvt;?avV1ZbV(@-odv|i>O)U
z?YR}S@xOg-6x_@ql;v{RXD76Wws3Fip5`hyXKWwHK8!@!ND{z2)xp^Y?1pNpC-TeK
z2d@&p2mXpv&x*Kag3f<=_5F@;)m)4TB-`g%&{F+ClOMm1nT?jRb!y1)qqGhc`CeqG
z_eTB+K;7~Lm}|?PsuiPp0t`Hq1<px70VbqzCJUAnfv~p=_Lpes7O`?wLjxq}h=3ow
z?}DY(0l6TCe@21(^Va*brU|P;z*Cd>XBA|-CF({o)*FGOSt;HT=h6?y9o(7UK9N^=
zhq=GUJ<a;EE?j60NSjqhZ#Z%$ULxxYuPi4P&Nzr`<Kl5;l+_5=CZL!KGp!%0Qg_A_
zpli1bj37gY=&BUom=-isC)s)DKLPq9;O8iRsJvY8jw}B%eeoS=XVq#JmFIa7h`i>0
zoy)G}@{PLbW|%q(S3Z&xc?v8G4BN=P5jlWjHe%D{SWpHGWjp~W4Oe5@oQiHL`})wB
z{fg6;hdEOikf=#a(yW5+?M&B=#MK(x8k-X<6%IH`V>ys_XnY|Rg`}U!kWSubmlqb4
z*&b|nO{R0o$gM^zyNq!fA%$K(0nm-Sb65JMPCA1-92(X6c2tqxxytSsehq2!ArDVG
zgPu(u*|VioYxZr?e?<yGK1^Gvz4^EvK&&Ru<Afz|hZm_d(xgF2zO2>?up&KGG44#R
z<?5gVh*1l|fhlQjPndIWCbMg-p8&_=XZT$=!##YDl&2zT1sSgW#7qc!5*V?f5tU=c
z5m_X&JZ0V<52$wOpPXgz_4qN@z*u4l72aRz4BlUbCwJ=sXWx_W5ivF4mc()RA(4=e
z^KR=~TwaHYDDKo(-5HgbTW<}JL~8o-e{%8{FVB=!a$*5XM#dy2WVcBB;`%F}^pz0F
zSKL^QHLFE+F>H|s+rMCJ{}qQ~11vt7i#YPvS!>t7+9TNTzMl_@5$KF0IlrtlSSz~s
z-}`n%f6j~f<y1rIqkOXRggd1JUh$AuSd<Pm{NcNAnWp|?r%^E<3fk@F*(`9w&^E&a
z`YYuw3$D_Qf)Co2V^nXdZau$vAvAonrH$5(86D#{iOWLpS!v(Ec+=w>+y<drdBB$F
z%DI3o-P2+8D>YiCprlL8S6!B%7n#wgs?%YtZT*iorFPzl_$LQ{&JFD16=|Mo<W#;M
z7(sD$rfg8XwZ|&%yFJfcsyD)jTJgl;c$h91MXZJn+qAV@&*!uWo|-h^pHV!G@xN^r
z*ggTS`kw$&1updq{@PCfaAMgLV3GU*C$Vp$;h&)x{%?)(e^?>?vlQFkI}T}buhTC^
z{cjJ|Pk>2ALx(@lW*uwL|EosbZ@T{v8+QLpBT*X9G6<C+_dhMd?4Z>%_4>d&;1eKM
zy$Sj!cC8HnYSMWBS%Gm<3Lo;D`K;RH=S_gUoqIGtzZSQf)wJDEM@p{8H&?5-o4c{H
zhg7d;ZW6Q^lgbaI-#XmaUBCEtkXwN<cNKm_gTtQK_^@Op9_8fS0=?Q-tIwKZw3vRk
zLTPTMuF3X2mUH50%x^o0(^w^Z3VP~+LfZ(Tav|{y=LY*F(dRq?h{h@#doY~vpfvi>
zQQ8r0Q>T~oXcU_V@UcE<(e=YiDMZ_EY-?B$qQ6rj1YJ`FQT+p!1`Kn<l!%~}Y0jQd
zVO@Hq`oti@m$kwl^+pd|Dsb~@BPVeaYi&vAx~;lfL2!1sT~pNJW{a|tyDKgDN$Wg!
z>8;G^>@P@_PtCk59cU0T&?C*Gk#1CxGN(ZMBF0{Y`5e2R(D#|77pyIN8>6T>_SjpM
z@&kmM*Hq0y|Bz2qTcm4foA%+Qc1ep(3R86V(jDsV)>NIS+_H_Ylp}kEYTYXgKIvWK
z4nQBwo{T6{MdQ6j7Lnf^Dle%Ly64&@2s8Szw*{-Obg&$mrvm99_(xk6SPw0+lctF|
zbhU^lsC)POzO*|TO?~*f$(+5~%c&dx)1v$8lz@wVM<24j=G*`Dc=)rD_y<%z>};k7
zLgJpGigmJFP#oUJE!Jr6J?_PJo1eZ>_bz*Ah}B|Q5sv5OE^=z-{xJ#Yr;tajFnJK5
zBkhBOsTaab>A1)UjUu>zMCLet348Ihl;<Bb3O)LJ`JjQJ_U`Sh1hxdRONKRT{Y_^j
zM-qTIXfqK5V9zyB|G(IU|IscLT2_7nblolw87+;LLcb-%eWD5`rAEy$RbKDa3A~Xu
z4;L`joP{#fZhdKpLCaD`d}L0`{R}g;v?oMb6n@Mz%6okDZclEBI3?~SRgoZpnLIW1
zPrJ1L!q5Jb4)|~RviQyU)-P|v<6TPL*;daRbTjoPhiwjX&^YI0^`#KFYmL4hVz$XX
z@G^F&H^i!=Vf!4vhz^5~3N>u~VBnJqIzoK`mi;;f_JSp1GOiup=6U}%eZnHyX5bd&
zHSc&o`D(%H9C>V&WrwUO2brNnd&SFAD_q80zyuGB)&6dZ$A|s$j+JXu-svh8)*>Dr
zZWS@e(gNRBkuYqlw+(xcAAFFXi`ywMj*sVgKC(p>F6*&Znja^Dt)?(Euw|rBB|s60
zE&uoV2Ke8s*7Jqjb#5z5oC*!bAM-|J;<n(*5LA^#N3GuNb`f7SR5uw(0?=y~^Gr5<
z$)o{lx%qb@8!|D2@xJIahk|fR>cdW=9U?!?W4x61WCDc%AW-Td8x`u*cNXjZaCZvw
zvAX(0SR;C^v{@M59yKb?<Y9qdvHSuTqcEGmDeaEb0_YxA(f1ug+TPKDi17rGdW|JM
zA2Ep0uBybf=Oizr(Rqcp1>xhS1$^X=xL<TiA)*p~txHZvV(HTSUY9o%&x~k=bv*^k
z-@l`%-a^_zWM~`@N9e2iCpq#&$~swTMf{51PC5eGSazdN%Hm9)3t<1Fh5G-gXO_8^
z^J67fhUjZqw4d|k5HME-4_=Q-T~*ab)k<C^x5T9g5p=x8Ojq_1tAkMnr5|{`v2-XT
ze%uC%^H0wf)z(EW%VXTMe73jml*Zg%LL!8Z#L|$!E3P2C5WaJuTGRmJUfG3wmqVg<
z6clmBlo7SfgBtb)udHavtZ`EUrqNzZ8sK`r-%)9<B1&+hZHKa?e~D~Gus;orNsmq~
zKdu?%9jS&&^9+@{d>T8jiVV(Bhec(QgzsH|S2hx~fVzs+)hv#~sPS;g802_Ri)R9)
zr4?E0djNzvNgT^)UkLB_nEqX@{QqO;7<~<2(CNI5bD+Od4QOFsvUmcttnv@IJpuMB
znJO0cTB0+`8~CraOLtf(Qe*k&5VIvK2p4WFsFUurK5I<(W#$M`8-AyBrnZj?^Kt{b
z-B^D0(a+~^IV$qLUSCfWwy2vXw!_;jB!>UcCxmG?Ug=>Zb4kcnk5)37!p&044J-Rv
zQq*R0U#OhRC(hRE(;d8Dk|&b&PwuQNNIBcbVq2U+;Mdi6(!{+kPXOedG^u><kAr~f
zBX5#B9YL23BU2GLQ}>n+8@pf4BbS`SOeJ8@S}VEiV&XL*w3asPl}2gejGq;H5*~MV
ziW(I@j0+o7G^f3Rt+t4)hNA3A?4}9nzD#~>A^YlbHSpEnh%c4!4hYpBOqttWk{yw4
zSD(tdwZ3PitDCC-HG>77BRqdAKse^px3|eNjx%aiWIH)3y0~JLuZXwtrkM|SDI=N#
zk(o(JMK$e^ZL6ahyd}0d%KggtEuSlsSsIFMjBF#A*%-Z_x2~m4UG)A5U>(55Ysp4(
zh$)Xm(1)ZDX*(!ZQEKqrqI`GXhevAJK<cG#J}MUp<6V((6^74YLrL)hPn1oukwM)@
zHnY^&>PrEU>6}?!MeW3jOXdN6?PbbnPxT$h+PNlt2USCJ?J53c`_@2nQ?xpn>Ae-?
z?g^kjT3~7AI?|hx0aljhNdQ-Mffx!Y{tMFtuKH9a)29?_LzI;b->5A!Bp~iu(AFp!
zu8ySab8quVH0@N^%Bp;20om|wD~8UFU%NK>$I5@F48&5{vcD94qq2O(yr1r{>Nk)Y
zFK$TW?%Pp>F_O$_t79V)ip4bcJ$uhBUcz0}^hXmJmCa#JoYU6Hu0uTE^$MX&)3sAq
z^Bn=N5wP2A(J;$B%SaioCg}uc&u2Ai=?B48rIq|C$*f8M?N%@3Ov&u3syenh5{$f=
zg@jaKv9zaiT|>RRvNSgN(3hlb_U&yJ!ybRBD7(51n+WR$O%|(GZ(ZDnbk%rgOB|R4
zLyY!YUr^FxAU1msh7ej{U1iE3iiN6wa*WA}arN;Wv~4KBN~<L*uL*KYCqt}fo|%F@
z2amh209`4c6j3UDmy%&Ru_Q(u>B>D0`x)0kc^iw`@)K+IW}wsP){nxaN~Xd*7v9Q<
z(s3u|UMla1p%zYb0msCif-Q&*j;tFOjmox686^xc#FtD6M0T_-w<5?!>+W?<syB%K
z1X!V-Tdm+ZeDK8&aC-1~0&q`V60&Fa``)zpj4&4&1!RxVTN|@jIr;@KUd>_KK*c|%
z4eXo20X&t2Xsx&6T~=sz;un$XeOmXR83k|Cq81Y)ds+*DA4E0XCT`vH>u2hj3G|7T
zUhl2Y2{Pi1l&VY+NxDt)+%@wulE1C`tTpLBypZ46)EKiVDDJ5$irlXOI#>JzWiH9{
z)OPpOw)iP0TG}JjQRL(}d$Pyx(z&pVqx@ajcM}d&B*)(LY|!`oS8lrpv?6hNHN>C)
z%1&=*@hWOX)1vyE-B5cqd?xn^@PXAxp=D_~q+AebNe9iL()P-k<z-971va}BXnjU@
z4U>ueQ1s16v`VAlaa8JL+w4$nzy_u_{kIA%%Mh_WVLxMR+bM73p4#?<3Lae9O+k_F
z=Bvz)H{L%$-yC?7U3Yc7FwL9NC7RD^9raF|%(L!wQY%Kgx>=Y-LImZwD1aZo4-6cu
zSAOvghFviP#HA$TG!A_%jrK;G3d>2eG9NG9%R)QZ$~9W{;WkoqVs<nGwZ<|y&XbnC
zKOakeeJa{EST?{)MbOk9>tLl#z>v~)ap0?y)F0@BQ3mbz5;7QYJ!SboP3|#<p~P2T
zW+*i|Ub3PP*-H4%lj3V3_cSzp&MaPdm+ewG=7l$BVb-3aPWbXdW=fuX(xB*PvyyjW
z1rF=h`4bpja@Xgd=jxH(uf3O$+aVZru_?9X>_%rSHeyk2xQTuH9q6P*xONUv*WdHH
z;u1+pp5r^FU$rhYXTAKs9n|r$P}YUFA%D&d!AQ?voF<v3cszA%s{3xf*L=67;&3(0
zo)>LkbB3*gH&UwR{%E+0Q&r{Nc9T=%I~0oqqw(#x1r~uEN6x<CqUTbt=8`5$CA~xx
zYJ5to2Q-l$PvE}v`zqm9&)#$ir&lnoYTdohy#g<Bp(#mV)38Toc9g}u)p@1O&Wm;^
zIdkm9#-=9&lcw#8v|-y$12UDy(|GYG&k*L%u+5yssllUy_SYwXec*+H4)N=GSP(<b
zUy4`K&8}?HV*&umxMFatw)L$5zz6bruJCc%mB7f&e6AofxK)L-E_$x`pX{iP&kQjO
z!T~XS7eNIu{7?Vd-_59oTtEEpa1lU$?fFA^I8Z^P@gfItQu%CkDu(re0j5r)t??r7
zxgOwvcl=!OTpvXIKi)BYV&e}u;qQYDH1h5?(p6%PC*UvCWJLjk&vRebVwrPZ&J1*&
zYVgd7_)Ox_*>4-YJ+?O_Njg(EAxMbEVu3=|HUZD0rXgC;<LP45CMC(tm3L((6f+w{
znVU_*HAK>n+Z5#`s6}r*#ub1hYLoC+ctZA@?Vn-@;Cx+6@69+fPr1|fkPJ3uL={_r
z#UJqh6M#+)IejRQp<&`qdFj?_HdO+FOQp%?Vo-c04G@z5!PQm>OjaR*`<G>|<Y43G
z#|WB&+C=~c<zlP*D-i&1q~%?lMDzQYQ_RC9xYVVXR^y6){tL{Qrl_~k5We+;8GZ4C
zec)#j@}Xz)|24u<kOcLn3fBWN#g|wQK2o3%-hVGH2INM|{w?`g6GK(yee~FzOqH64
zG#-FQs;t>$6f4pnQqpbFK%E0!lek+DApG~1%1zGUWtC=MCf5gm3P1Vh-$8hJjNMLi
zQ2v6v<%3pyrewoWXylUJBSCVKdvd!H*pupSoJ9Mcr9en?Hs^Qn+ViVx0D`mx+Fuc<
z=Qd;N@w4o~<;D@H=gzcPQx4)E!chNiCpwYRP3VGdDbIP&B$N$NU)EOvI-4{{_A>wy
z#Xi7_zma$``M1E4EXCTtFkfszV4L<O{TQnNAp87VNPkiiMt_16(M<mEE&K!Dr~YLn
zeF0UOLP$Ug3~=Qqk6%4X_noeGy_ocu`P2Z^uAKJn#ckqwHfb}xy}7J?5HzYK4pdnI
z#;6|uh0f!&oeIYzdn;V%$jK0l(SWnFFDT2%SS^d2B-u5Ag`o1lJo@8FA>w_KzPYx(
z$H1gf+S!q=K3|e#^&0?S=h$skTw%IpGLI;rAi<Qrp|+*X%0{>Jz|g<niM|o;YrR{|
zO_6E<*X)XL#FTeFSe_PZIEf<klH^=(!nP%>D)NmF7xFM(cNSW}@mS#qA!O-i1Gb)_
zkpau6nq9gzCgIW}oYEcm%@UHecr{yJ<s>%VVPQLNG@BEa$>Hr<Zjxe(5SM2MhP&T)
zhj!+Y@EXO5-g)wu)GK<%jKf>23{9ot6_NOXIj-a;qgqZ!a}wtOU#y|@Ga{aH`$Mw{
z8pwA2oniP-gK~=nEyN|TXRNC)rXLxGt#^!MRZYmRL)QGLjh4nJyjo5zZ?6|_kCT<Q
z(`s#1E3A&@pTzhPL`bxg3N{ReE8cBiP1zhKtphPzZxbY%#Xr$ybqUd(jAh$Zru!Ve
z&{uMgl_K2a!mU<BK$YPz5VU__%C){#s_#p*;7wP)P6jW^Gb?nKmZ!t0A`|X>Bhe8N
zkt{2Zp@2Agwf>4+F&#AFz?y?CYsmARlBR4<7(`2@He1TW1<Q8G*uX&FSXsC^<m`IA
zjH|QsEB;(2U|({04x|aro+`E`Bd>0&txY;ZK><Ikn-Ns1QVNj$s&wHsdM$8Y*Oo$&
zJO<#G9bX~4M@_su)PEgzi56P@`RkZB@H_Qo!A~5>&x4DHmwT*qZwe0iuVZZY=>4fe
zIJ&dj&oSFvrmE{Im{uGtuZW}0x-Cd*e%U%t9gGiWE%cw4&mSLC>1qq7;z?41S@@TL
zkeK&KTW>*o8^qNfBxCX6tJ}=}3zwrPVtJMjY~9iP<-MY}5+<BI4f`xvdMpMzB1ioI
zplBe|Wb>4J8LQZi8lTMD#YGj;)}c<Rsh99L9CAOXMJ~3RznAa5UK?Sj!@)Zn#F%l*
z2;d%-X8YnJp1r*^^yq_VG@^VaWHpD^{iY03=Rj*UbLddMLT%+lI^vqDTg{@w<krV=
zgY=bDiFG@wfUl@Rx8G!T&;(AFKV`FV1O_9E!>td{U*TG$-fm+NcVuCi`dUHJb&oSB
zkn)$-p<9nmTKgp=%YV?0C%uRE3~(TNDr*;L08_^H*~-pqgAt*Y$Jc-I6I`u{rD_um
znfIvmUQ)x{ZT}~<?kyj6gOamNXL7e<+F$_@q8~f6^@{0UjcJcQl(7u%Rs!}w!plCS
zExFsV0=mQN+J?29t=lj`!v{tKQ&!Tkd}|`*ykc8V4hj3-%mdZ@6&tgmG0jafu@tz|
zQhrY%_cXe%BKkHBNqt*XQTKC#>T<%t0?YmO9=p0~w)|8!M0z{sS<-$%Uqk6IeQ)n(
zD+@NbJqnaeNs`@A3UEY{l?j5{0sVUcVMI~-TjN-}d}-mCMQC4`^IJam{G_44#}4iM
ziPf$KDL*hjxwX}9ShaNVp6!LJMKo#+7LIu*?4qY?`zmSh*+yrvBTjw6Y{HBk^1f*!
zk6#DF;mR^~g!q1(UBq!W!*^mD8=p(%(lYyP{DWR0JU)%6eqIUX9t4K>_le{#hKn6v
zj`I1_6QDMKN!9#^>&33&r6R`2)rJb4cFf2d;zNO@qUx)S;EJ)0ABy!Y4be76men=W
zi52FF^C*qtv{#Wq1=YcaqiSj0k|A9iw<`#(FclCAutZ$#(F*r>>S(dN3O8q4Xjr*C
z-m7?7B1dTH4xHD@kCk-3JU;;!){#mY3oC>svo@>&HHfT{&-x*gV!L|Z3SuLllT(dn
zVoFt95M^y2;t>bTn#Xqb%di~ziYP%43RRmftjt+*svyQU3c!-pR_A7<4k=wh0J9<Y
zvO?b)LqgKsolE2crv_hhsj$>&fS`2>7pGgSEMR92FYy5Rr-S{4LAo$=aKYMmNkCY_
z*v-OO=JNY1tZ8WZJAEj0w?#BEiPbaPp($8VnC;aFTvXGqj%Ko%zJ5Os5|_UCffAAq
zR|co&oP(9y6Tz!8`LDK<bUhGyw5AUJ>^2|z{WPGE=gCz>;jh<c)|()^l3W{eA2=#%
z2Vz+Cm&aqi(M$;qLiqV<A{tVo2wjBqE$F`}gkgf`Um$vq7c#@HYJIDV$O}2rjEdg)
z(t7(~6H&Y(OQTLZ@?~8;F5|4!t@D0-M}kNwv7Ar8ATDhRp*~Jsopsw%UbT7<A%eP)
z!`G}O@aFZ!2^s8&)tyA<Go<^=ZMjk4!R;q=SW9bDd-7;=>XtKKI510;$?4ERN^$%1
z!u>e&z;fHp@Z<3`G&)4+95cDN@#Dq0Rmu@C6&OEi--G_O5l-Z8NARjNNgpA#8Z6xE
z-8)e2SI0E<s*^aOdTavu2f=u|>*?OBIMLRE9?<NM7qR`E=UJkHbcIGvnu;#4tIAZ!
zz<KhhqT*XWH4~nDQx;cS&+n{xpI^q}s8-Vu%tg!ZKBG@%uGV~S3?MnW<Oe4<A=~09
zCy)9WJ9|oQ+$)C5vUqM|XEe+W9R0$wIc0DLGYE|fkE`PGTfYqWGwdIar-Fq19N-io
zRt<M7E}7!aILfpxeCvcj;*x>q=!_aPH&kiD5mf<4kd(EOCT(R!-qQlW;Kea6iahQ(
zGp1O+r@^B{d$8Ga_d~d2-}k|WW~Lq`+dbK}*53NO^+rYQW~yqEFYzJMrEL2Fo-dyh
zIc$ire>h9gVT^ms?ma0YfuqRXgV?OF9t}v~N`(fr74Al$k>z{eAEU5&=y=3ZaPCmx
zo&Viv$d7Es!Q)U{kW3oF1}BIR{h048&SWN3BEoB){qw-ed#$yNSfo2y7xE&<9sZia
zvev_fD!CJC9;a7P%pdPxI-+@BHn1fBV28eU8<A+iU;8V9`fWwqrr_SHMzFkBsj;zC
zoRN_ti*;|JUK0`oRok;_<!8xnFG^GWVe+!Xmht`1+X;BB-)38}t#!xF4+)&#ww8|3
zTKdn6J0-^ri)E~M90gIee3);q?cz$Po6`s^K!QfV6d0<|Zh$NI%>=26RMoUbcY|+z
zFw^;pfeM9l;8sXX>=U4~HoL19I8oQ?XOP_p%^fwN@Cysuq(L+x;KpsFA-T^1lJ3V7
zCH@RpwN3U)+_dt#ukGV|;Di=FLce9gzw(-6x9w#4L{6Ikgv)B`+*jzdv1?&%h%nRo
zZkKwb+qw8{E9mF^G1&J`E1i{IMeo9Zv3$j?M21W;m>M=L0zg6H-?SrmJXP({uDN$T
z$RHzU8bKLGSfhpKB|5Hg1L4?%hP5{?d}&J)@abZ9=AI+hN3`D)@`#SZ$cLSOC+|Tl
z*v!R&>V;4I`m~SB6>D8XDIXex%@<);Sl;mlV|q}yB$i<qHyS`)i0HDfi*1{H0!`OF
zD$vE0>0C0oyx)_ov;|S21qhr~*Y1b_i+Fn6U3Z1>Tx_mu@Z>5@)17W7;p8g9=)vng
z2fjawcrDp6Bw3gdM%W!bZx9hUqLndx3>?geYy{3B;Sce(m)0`#-fxyB8a7JE(Yy~m
zE6&z}kQ~_!4xalT9E<OBUUxL*&j#I+ibdty_)au5fd`<)?RUaG;09Xt{1aU;0WgE?
z0YTCt4{ApgP;poh(xbg6SMX_U@g1+kFW?~39I2mKRsO68qZP=jJ!24?j&F4+9uniG
zX0YegU|r_m!J-gtt{N3YOfWu&N7H#Qtz6SEb;NF;z_e_`PaJZDsxXkp+yq8~T$OkP
zU@jWY>}U=dNzyiFUIz{%M!2qo+K^YcfcNz?_OuOlGv8W@yb_pKR(KG=x1D<jh7#|7
z9%p@661U=Nb*?_mc6H8CJ?d-4v6<BtD*EK8EwF5#r)L?B4{V-+p>!J@?5v35elyLR
zPAarjA=YQnoJxa29Y>Y#*J-psO&|S$;p!XErN1gGT(?^rJHa=nF&}zap(NYmx@4el
z03CGwW))Y6tMCM9W0N2O<^Zr}(`#O@0<|%OC9)VDJ!NTPp(-p%S7(Z~Ogg4ZKSWPt
z>xC92r`a5+AR}tsgjIIojW*<#r*tDbNsCKQ0HN(?yBH-kO|e<GhG2YjMt+mL5`m9Y
z`w<QWbYy;}nePoeD-j7ku$IFF+hL%xvRyr{(6)F_tzt*eVCP5batwZ_-hvPCh2*`d
z2~}#fsmOiRpxQ0WBocL<Dnqi#PO-BEN8;*JsqG+hwr-*4Xzr2hc%p*QC~#k^-cesN
zY&-kaPgr6AJGS{dT#i^%XO2+j`>#NtU-^FH+>1rVy0ehHwqSxLa_&Q#H9ug3UHt5N
z)kk$|rR0ECss=$yf@n<~7z(nFc;72*LrnP>3(xs{{2E<#CT>AxB4<k@(<;>R)E<^1
zX)yM`Jtr8|(d&;>g~gV4-M`&AX}rG|fXOCbE!6mNcL5{%w|Q{7H8t6)O=k{}SEz<b
zCa}eXH1QKKT6;(Fo-9tYYfDQ8iR$pN43<dC@_-mKYuHU9^s~jc5wJ?)ndmkwI;g6z
z#*jJ!-1-<t*G1LvYSApTk_RpMQNrTyin2OZ^`~NbiQKuq#hIUeX=+H`lr~y<=S7;c
zhMN@{<2x?2i8$o#U&2k7+h}sy6}05BKZ>T-svGRjTVl^n^#(Npx|CX|`LJ>MPDQ`%
zku0%}S$AqQy!iS|VlCqZzU23D0H(5?taiuLB`Xp0@V9zdJZM4BKs8gXgRs0h8oK9B
z2JlPa*Jvu6wq2H0b`KtKF-2Ik6iSeaI_Hwfl-YY(_JD$=c@}n#$X*UQL2Bo{c>$4V
z0p22?b)Vb-Az^tOAGV4QBk-TkE@_^lGJt(8kAS!Dq!HS5aE8&Ps<50$C~$w4WJ`_(
z-rgo<(bYBBF}~G!rHBg@^0C!%R3?=d$;xIVk0P26csp}4n}6n@`KdT)$tT2O9*6{g
zG$sUz^VZSIG~=Yfw3GqU;#QigI?EAmmw)?|_rh@TS0irERTR8bXY2<{kLTsvN#dKv
zaxd%T;8UnPF(h5^c~O91&~kNPr)Wf+30_@{7~)lkLl?DSBQ?yF(pB=Ewl+Ale}nN9
zYNI_n-5baqP|tsOX5dPmfVXMxLC<SDZru3sZB;$jvcaG|xJ*Qi2DCm;f^P<gZWVf{
zNAwIuAC-uX7Bn>m4=@q{fRR>kh04lEZzm9h;#jxAEAmrx)_KpyQrAwQ%~fNgw(_`*
z8xMLnx>@WO>Q#J~HtDkVge$NuKUc39Tm-G<0BJMNYODwM-zEexf&<HVZq2jzMgfxQ
zZ)QsW3c9G5@<bPd^itMfmZmhXbd-RBPM)QNU*gPB{bJofCd0{O<Pg@Na~$@|+*gZC
z*{tId_xImozFd?5Px^|4`zUlR^stwW=+yJ+S9SyjDr8SZldnEylutwDUFp&$4|Apa
z#e2T_hj<T=SG;{>uYVjhczu1Xj(qfDR6tcePJ)0qdV+JBmu(mQD_NK$R3@tnVrV$v
z*wzPfhJ!Z@K^ge5SjnkJK2H=;d#93+?w>6_jLH8iaAh%Lqt1O5$3V~KitiY`e0JZJ
zppwJCmx=S@Sf%Y$$Ve|wmS(~TO}fEd(fgA>+mwIzIY8F_Jr5^aA6rrWvJLL9S0TJ9
z9@4R##+5=I6=>O*Mzw=9e8W!goIO*imAGi_u9)8YyU-FlXrymLvqu0<Oa6GG&K@G*
zF|nxhCK~$KwYS1xp`Bu2(!e272lXX;C??{fon~XLH!U&@1F7y+G>0QPOOC%a2{pnW
z4>N5DH4LK(muIC51Ey}HRVyFtWWYKzztW$fhSUf9p*xmV_cXn4mQq_>(mFJFSJNJ&
zeJ5n-2%!Vn%jF;s9Ssc7Q)da_UE1BAVJkjjx62u-pvU!N2PcwlCTel5x+98^TyB)|
zrF*wzU%3Q7&V3s`Ydxw=GJXkNT9mgPWMPnE0e|-1rUY|*zz0T>n3HVRuwKrE_6(PG
z+=Y-Nt%g~u7x<yW#SA5@0+BvCjZ_d3Tg?;Zn>W3#4igZL_TB_({oYkIEH3yj0`f-A
zlTBj;mWTyJW<CeV%GHCeCdHO%>(3m#tS3aw`8GS3!>>0j3j?wBE7NZ6v6W2>_!>d7
z0B&vp*B-deAB9S<Osoul5``7C#Sh{T#HkJE2M6m6sB`!b!fWPr6BVvikf?3uAZ%+5
zb1dPRUw$X?n~h2au~LG+v$0wv%?jh%xRH~KkBlJS;t1VMWHBp#wxMo4r-(mva0T}|
zk*s=SC1XVb;o!-;QV8R2tTe$4`7d&RO{D;3;@)tFhUAcW7c0jIjZvK+3aT%LbvXb?
zT;1lNUzhB5J=46w2Kh-VK9*qjzWY|VxasVn%IEYD`NHG458SNNiwBPritc(|M}rQ*
zRhTG*7-@2B>d(O%ee1f`yU(d#Kz5dqOoTe<<=h!}k-*v9)(N)vi_X;s73CbCt_gRH
zO7$e+ya4eTKdNrEqf0gnFqE7&EZU^97+{4Dz1Ru*M+f$^z7@z8dw*1!0q?D>vzdj+
zf^;{d@Kg1G$dc+36l>>crjvwEfRo5QTY4L65KZu`Aep?D=1W3#6p;`iqOrExY?Zd8
zsco)!sYN}vw56GQS;V~jK_Cf^Os=jJ?I-cpXs&GjJ6XYt@`ph680}fh_ApW$i5#Rp
zZ&l#{2J$z2&tRvdn&P$WY(a6sUEaO~w&rBOc;A<j+`H^3fc(EgmpT`BxIQ-i`;JpQ
z4EX}F43SB2G-T~AH#4X+Q@nC@cLq24vOw2QrJ9(0E!E>|OnHtutgGSm!j$Z(INZ`y
zy;Ravt<?O>@Nj+BP8fSsE`S$23zT_!6A7Jz%g<*`{%oWeBWP7^=4c~$ctwR|k{JkR
zAAGWO2Lwg48q3u~94o05=b|soqrI0HILll;GctR~RR!>gf|W#gOB8uHdr8z$;#T<O
zHS^#JozevcE(*!9j346I5?-ImQ$};uGM*Cv!w5Ie^|e>1YNikJsv8tPh6ogmRDLna
zl7fn<Dg!!?+_YHhH|rWEwFUGFrYqlhVnkIWsRQoY8FUEIvq&IuKcvGftda+N)R_+h
zj~cL$_II_*@7d1LR>h8Hl-gSrzOZ3;SXdB<oCu0MFzwvax)>PeUmd&9HmBx;mvcZA
zaLnxJZMA@Y_~47umpV}GY~CrU>#rCywVg+k4CaIIre1E5zR`6kwrbM{kC5d40dAic
zgj_WU3j@T>`*TI@`q^E#nN@B~UFg;|LJ`RfQIVX4Yp#OD?wJatVyrU!vMz4+rmu6*
zah}0~JMD}Pnud5)$dMG+VQbBu5GEI~ZDf|Oiv;GJzla&+9kh?xys;sK9}ML8lyKe5
zfR$fE*Y>)n){pfIn(QfajG!KvDpsnv)+JdBJ=A~IL0Jt+R}Jw#qONaw(IN*b|9P78
zPKV-!&yjcm-*u0(N`c|-#B*xW<{Kv%SFYEbW(E@(7lgf-*RVC-irR75NdoV^rPh4*
zvss=1WZYAwgI|_=g`_Ei;d<!gi7b$Zl)0YO%c(wfk9ODo=$Qre9s7aq58*3^@o8QW
zGTLebW^W?lPnMuThuJ+IZSQ$uPG&G??EIJ{UZ18h`Y3655$i~`v}ktH>*w7_oUt<v
z4<xk}UWQ$FVuSbGw}YpIBRqNqs0l$lf}t1eztMV7=}8jGfEHV{${kY%tIZ=hPX=E%
zle*0Dq-B3{e=v1)IKtURekZpbEjMY@&0>noB)4`YxRF#59`1ZHR){bN7RWWQ(%rJL
z&{8!xT8keLo5}XE63h0Ytr)UT;|@36Zsb+Lc@tQ)te=lVVMBRV<Mts+A!=p2w*Emu
z)IbM(hUYFLrAl7;I_xpQgO;#PO`0?8x9RwXe}!D(AH(t`Xh@>#U~EC3$H)?Vx~GC@
zb92u>7LYk#<e*p=x2^BWW{5Jt>NBwm_^Rz-DFBkddH>qXP<;QtH~-z^{Cgd3ep?``
z0=^nX*XS_866htSdo%b<)fy5npGlegPe@_3{Wtply>b6NM!-q`DW70a%>OQsKd^zx
zXE6W;fj=2w>i@t9YzDT3%~cUVe-+W+OG46LJLdm;viz&4|H^;@llZ^R#9zPt*D13l
z>^Qkq|J6N}XUXDf4fEg1n=WllK?Nu<^(S>C_}J}A;QuTm(|-;Ke=Pv$<d#3z$UZl~
zyaQD~*E~0<BKZCv>8e2^fhbFmgIt`ONp$4siwbbS2M!x6h}2)?pk8Q2MLd(0^?!k^
zzmbcYT(GmO!gDZF<A=mjRsvw?pDUN5XKDNX<I+at?N<n!vwIHU|NS}i&+)x!#?yye
zKo*FB2cTwz&=H@%rwFtwT9$L#w(j}z9s0Q{6-&9tcgAL88oJ_UQ)JviKa|Y!OFcl>
zp>w>@Zvs&ozxa_9@*^s9U3#HzpwN7oKopJ5H7{;(SN^LF`Fu;deuTOfYCcy>{7~os
z(z6Cim9~k&+GE8Th?CkIi(99cVH&@F18{A=?tSaeTJ|fK(?0Ui=0mA+q*f=r&G)r6
zGAw;SUv4>X)Q~RgzU*hu*dBs7a3`#c&^5lLD3)r{ir@#A(xKKoJvwPC!oJt>V9`?v
zLWp*G7Aa(-Ic<3(;vGzCtqa+FbN`5!X&{l*$yNTfimh1$osRC6ybz_Oql960y4XSv
zdJA(-Xtz2sns5nf>#(;&)`FGvd%hDcZ~JPJi#^+nG>qrVF*zZ^>KK!Oly5<<c(JZ-
z!I308qzrIups9EXNN$~7a`0;wGi^1dWMp4X!yU4lLa5ELN1>q-X<f}gtt?K9KqqVK
z)*>W6S}Xx3TiQLZTfKLEf1$8Zw%wpO=krjeVTfBIrNLL_`c%H)VuL!<jTkJ-Ph2Bm
zTK!sPn0OB^61t<g_2TQKkeY8TpZX?KrE=ZRu0lh+cC2@z>z0KT?P6X)cWZ0deoYA?
zC%S~lI4^t`xX3|=G6$+oIMPCnw1;M)Xx4>ist*O8)d&2-XY+e7KPI#oc`y`+<sB`9
z%|MJqFS&+F-$a*%xGKGZ;{!FD7A)J!zT6-=)`XP@i;nohG(|q*lkg2b<gk9V;47}w
z)-h)R_P;}-nLzO6Hj?iDXm2`u^h2I5Kx}G|Ed>nMp(RJQz<LZCnYp<0v-3k6R@y)t
zQ2gb}K})DSOV~LuFs^)I=*d;`Z$2q3#dCmWhEyI)I|rpWx4uoZaMAWvP5WJou0fx9
zW*!Bf5Ch?nF37}OeNN3G$Do_7*~#nWFP0T-Tu18gSoG65CfkOh_1);k;(j2yi~bwW
z2^q^wHMcChS0ZWYOJ&@!pcyivnbDd0#`$?A=cBkU7Vrsoo#%a`yVc%->S?Qoun2N8
z2W{X|n7S}Qnn+iP+i9AS+{!nFM&rfxAJod0FqT-J-Iw?=mkA>9oD_teBHEkvT9&%b
zb`gSJyyO<&373(@04D~TQbK){jZ-sWCMx5}wvHKwY4N|Sj^9nwYZEVdjx~y$u&8xY
zMnL7Y-aB&#agRTnB-U`;Jlge1;f@z*%W^72^=+SW`Qi`{b_55<9Yt*gpJ$2LhtB&I
zc23-cLZOt#y)<_dR&nl{<)n_id-~|>6~E8!Ds-^9I$$k{)G;pI7=;>t{!)e}t6*%_
zt5ni$X;tE*jQ9|&;vDoe=C?P2>e$>VxXc8JdFL7<C=VN{OGu(F(`oKP2)`f&^+}L;
z`=9iZRFQ}#0Cexc@n_<gK&!PUTcdq7pJuy+jq862(`DkPV}z@^^1l#ol|BwX+M02k
z>ROO)S!(0>n5bEebX55xiNe?Nb8xV<gSVA@jOJ`_`_R{95?A580bCa?dQ!<f!G2ql
z30~s<bBek!_=2|LB#&QLm-B=XE=SyHfPvhWi;24P!tx4x|LHu@N#Vr@>$o7%03_wa
zPtTko5C1|-R6Qh5OP^7Btsw}Pwefl1gzIMoBM+%E!_lUn`pYR(^nPby!xN-;fmr$#
zY}p=|h3-3%0mX7u^91B689>2)4GH|>3iwH06tXQGfId_UWSse4o3#$J?Odhp<gvgM
zeQN1-u!%`Ld@4zwic%+z><{VAkv}{kb;$29LJo52@6drN<hNH8MDv$?lV{8+)1mYx
zWOnGJsWCQln>)M{{&a3Cs6Dcjxn%mDA^xUMiEUfvr5fLMs@yi0^9K?jJ+ofL`d#x^
z$Glo8_h>yW>_SOu`28>%-2R-r96~(pQ0uf16%kfMGGwty`Y{gbPQfu}-{?frtYoi1
zJaE@1s>q-zd8)pgtWXw-@p^zpZr!&kUP{(3dDz}7Pc&vFrrZ!;j1dXJJq{c3s;`e@
z(=}3YA#1NPU%el1ufshDlGgrKn%Vc%xA9Unvgoeialjr8>e$h1Nx-JnO1=`NH~3^6
zb;zvIMlxiZ4?A`U#U3}qieP^fV6LX``n+*KNQrA|TRA?|I3;m-7qrhSvn$hUeN??q
zFl%G^)d18&E0r*o>_d=S=)MG@W=IPLb9Ze+8SrX84?L!rA8yR%VUIgDUAO6?zSn|U
znd;zT>NM2P(}*;(V>_fug1boJ@&+ik{j==VOMbrGrE#+HItnm{u6fB%m&Mbvxpzb}
z_C1g8C@BOirSa4}J_3Y*P4w&Q92q723ij}NIX3ggBm(erGEQ?QC&48!gU!#1uy`!A
z_;V;qu+032zBf#tuE?Uk3A>C}04yhs$QsuNS;`&gLY5^IY0`FQRl8XZU`R4{;0mn1
ze!Qe}770@|c}2XUrG=gKp<00Of-Z=gp~AY2zx3@QFr07rK%M@r-2B*!oo(^AvuX&s
zWw6L=q0rAk3D4Iz@zGbk1DI^Xo!Xwy0Mcih{_nia_xqT(5EK6<f%_YGc9Vw~%g<1>
zN5Q3}(_+aWg<wG}>koMYxZg%Ul&@Suw>e7StJwy|wj6c&N2l*{n}-<CNLk0)ivsdA
zI~o-8Jc@fJQ}VU2`@bE(=makdta+3lx;{>;%}5_m84A&-l9awe(9#T&6htER-q&+a
z(8XNxZhadqn1tW{qOD3Ezbfjb04#?kTKHy`Pv`Yz`7o<RZLzck`mv8k0RCu`CK55>
zB0T1O%)86c>w+-`%p@TdqIZ&fl?|Sss2dxQIKv0db&veXOZwN<RLX1`YjjssuJT(O
zKmsFbeFfxJfTJbk9}O5LL`kzNio?Yfxqv}tcvTg*UKDpkcTR8c;$hlOS~MlZ>O3!Y
zv7eg~y~lz)wA=So`%py3f@E@-CppBr5_{ytpf83;0g+mO+GOA-7w2p<&{X{D%k%)b
z^?6%{Rn%g`<?ZxWp8YbChg{LJ?Ka68WR{N@F@@5kFh@>BpAOLD<f)dK-;~y$mG<Rx
zaT<o6qhmL&p5%Y-<&Z60?cE%jQ=%yxdK0tE@-0y0vj44b+77EjL3?ZX><e^olQjGf
zuruTPLC*F&qRQR-aTW$q1A$&*%xlQcdU8BjA9QfnnZeSqeU&`XLU(8o%){}@cQ}Fm
zA6h)5zN|!(6J2KtP869kh{#F{@K^L+B-+g1S-dbDReud_p<*hpxkQWZ1s*KM*|<4R
z9w_>}WYlW10A_JM0bqEngZJD$-&0N1C8U;5o!QW|NAKhIfxc+QH&RBch`K0|(Nr1K
zt!|H-TiWQqtPbI*s0*`a?2a|)KydZ2Q?1HYYWGu&&DBJe(}+7~Fulc=>GZ(8DV;L#
zV@SGITZLDrsTp=6$#obhvXSw3=-kZ`C|5ZoX1LcOD{!)%Sm<}JWnm6^9gYN-?U-5)
znj|92HH(&RSgITf1(v-qI0}Io+G%ikEpJOL6JVtTVO6T%fqv0!18?w$;eTe%(hTWF
z3Lc=}m1*B#s4wFr>N*vNX4#Xxz$-01-#<I=HCvuvnjeVpz>diDDyDJelJUMqEIXC3
zKXUg)Yz7uU`@m=^Y&csMHV$!$iUd!9B#Q_H8Cm<Crt$#wUG{pr)}~PSG)oV3K|n_2
zM(LykYq@*H2D2cqK`IR>uzFdyAU_DET~3-fXbh9k4WjK>QT*KlBdVZu@XAgA#5@47
zGE?M!fdUslO&_e6pk^BOZ`ma|Qh$?OV!vP~Uu4a#Zy-Z-wBc-FV=Ak{DvJtdm9cqo
zQEtl^JlhDWps$bH4tHu)fyaJ3Nc6!nTH=kftQNq1j|oG?aO$!!l`U)u8*PEj%sNlU
ztWxF;>>qMzcjHm7I`X9NThE0UADq#S)O@V<p!g+GtOI`+B!t;q`0jb8j<vZv=lDEB
z09gv1;PMaEHgMD&@Hi@)%yGHF#M)`SnMI)J0)#SYb91L9N<vK&Nw`(`Q=N@D_eD{m
zsi~nIwXpRjFwkwY@V!MRvDaFRstWJ0nsm^9;5zLz{438m{dDibvkZj>7cp~HNjf@V
z8Mpb<o7wjjU)c%@9#Zqu<fRwVN8B|L_?U{jGGO^G@WZ5;VJZsuw6AVOA0i)Z>&8i{
zMXX62)xAyR)^?r%75dyaq00P?xA}}7SHlDP+-Rl0Tx!udmowsiaxf?7rj)z;a@2|8
z&Pp$ilDzk5!azl&xPOQsB##o;I3=xEiRb-*ty~O`-DQZW&auE63Q5`>b<<4X;qk!Q
zz!1NC{X<9Y=>4K-^~V9G4*hDQutvv0f*oSt>!QJpCbH?blIXeK+hND~fcKYX>wukU
zQI}D-s@-cZ9GN(SW*f~m9|FugL5i%r&|g}n(5MS6?(*awA+5vZg5Ifjl(ns3>scC&
zZECR-6c)aW(=1z?HUm3B^+G!vismG1L%nWpe9I-lz?RNy!b%}<Vys7VMc(s8Jv%Hv
zR~qNjp(1NST1ey-sgiNyocj;DcrW+l*Zay6xdMp_igibZ)f8Vv$S~a8HIPbX8$YvV
zap@EKPZx<+cSUso<;JtVd8LILzp&Z3z0(S2>sa)GlQDHSX5%vrrwkq>3x#ctR8tth
z+`uByL;Ea~HD&p6;0f?n73r9c*t2S<P|bJk%r4c)PyH1$^NR9MI$VOtk2b=M?z^+K
z)<q5yhphGObc(G_huW8g5GT_F6t&m=AK{}3cD@>76==<QJbOx+@1b*tTq=Hi{pVU*
zK-9ZvWSR!K3;dx;>BJ*68GO8N?g6&?Amf(jOK12>ua@p@iPG4cZzkaXI0y^YA7ohR
z^+T@QJ)=bzkYPkhNKf~*ENjxxm<>u`f9VLfwUNEo2+i&*Q^hdc+c<S+1Qzy8$kBy(
zkB$sS4x&3GsEylaD~D9fd)L0LYXLbY$2ufgr3p~0TtxLYBs+ATU@dRz;LAflyTg5*
zae|T~>2-^+;y(=idTS8Q_p_%^)=}k0Lk%l08vVqoVh2BVPKF9e6;<;XhopLU<C`pT
zq9VR@7tBnAgI*lL^DRcF)J_2!thdwlJa<tFdQ^?5MpQNi^yEyDX$FR5g^yo0m@(ds
zmb2k(udL8VRcuCS%TT_cBY8<UKsaWbIhI#wtiMpcaY{Bs7tW)pt*7I{+;l{&tc(d$
z{>g#9DcmPFvd)>ohWI%gzNX3ZowR&~X*zA_Xa$9rK-(tQTU}sMdqyj`3ouW=8hKs%
zb;C$heX}1OY@}j&(%v5%muk+%95PT54G_5$OB|6#uWi;f^C5ukp#n>g#P=6)h2_B&
zrS}kdE!JbG!?)a79MJKF%}BW<5ttG1>H4Ch>WRpk-xk)onxt-YM5$p1krK*djK5{v
zP1`D!TT3$8X2|Sf+kxgE8f*MysG<kf8xz>Xy`X+IO1_xeEazV*70xq003s&b`AS%P
zk*R9yo0aP11mDMy<b8|=z>}uNkr!D5_-1W1qkWb?l#;O?LdnCSliO1EdBBiDfrG|y
zF3&?|j;Gb;R;<GpJzPl89_Hu59srf0Mv#jKZlk#m<hJ0wJr&l($=5Rcu=9d6I|L+{
z^}Uk{P#WsIrn!S-c8`KoHk>&%3kwe|E*Z@&SMCsDAXR?gi`}!`!+asbir5CZBxjJt
zQl+tr(foIs(`;qC<T5@!4O{*=eS;v2*mYND(ZB++B+N!3y*B9rMKkxc<Oq9v_4(my
z#gDQqn9K9u$KReFOJ9GwC|k6e?lS7PoUQ7iK`!X-Zw0poF?sodwhkTW+gcRuyst-g
zP}{lHu%j_B=#Vs!J{?qC+!@Hd+rYJ;uEXWc;A#zV8~braa%&aotHaGxA#$d$!*-w-
zK`JkJ_%@#hP^T4fK;Kwh-{#z*H0VNz6kiwQwhPhn1u*>v{WNEOTaXN}LeDpx|ISMR
z&zT29&*|Jj^#7U;U)ceD{->xnpN;*z+gkmsLahCG`#it&H#zh_KsTB0p{Wj3tb7Dg
zYA7NL$_J_B1n{>oV@S<K6PQKnQx^ki0b&A((|E6EEgGq}X`M&uoHaLhPWm|YwbSrF
zOwmK_fpi$sCT6Vn`7ZU144X-Y!680h1??iBFeq7XUi7_aUi_tzc6C_YvS%jy+FV4l
z-d#AkytkofLs7R<o!QTZUehBI9>&Y}`NrO^`<<p=s(I`5Mh$pTHH;NR*R}BbFPQAm
z##BT+wwr7dk1A;vI(!VQmX|gUZ?#xad^3+1q=+s*G<aeg@s1U+XH)mLmEioa{$K5#
zbx>U0y5<{8Z~{St20AzdcS{J`cyI|W4Z+=lB#>Z@1qc$HG#;#h#)3<L1{w<<TpJSH
zGo3T{-1@${H8c0zQ#0pI)%QnN@7jCy>a};Rwb#4f^?ROuyMI?U&dR^!akMw}0dwjK
zu1(`%c(0A2VRaY9zJSw5P}zqr?8X#dy83Arwh1KgNa10Ucp*9qq0e;d&0z!-%!N$u
zT?bkdhA%O1+`oksX}zv{4e35(fK@dGiKaCaXpdVq9Kxsz-n^ML_gsFTvqI~Ca#l$`
z@GxyyKr}t;U;q*9shPC1@iY<?Wp2*}ADBD-6uQUzYOn}oVNnCqPkx@xpoBIPssR8-
z<OH8P8t9ljSusdO%r~6AQ7r>9@d~mHL*86vEE}sZVk~^XR2~>%D}fHUOSNCrDqr;a
zii`JY)TMTPk*}K+YIefiuk=F6aBMie3yVq~x>un1IkaspG3SY~abyPYr|`mXPq_{-
zP2`6^m+MBOj1HN&m|m~{ZjV25!IXsx6s7k8pzMLi@V?B~t0>*Y4yU^Dt*q$OhmVMv
zV`px4PcNR;dk$x!r1RZ=N91HyBc92Jw-ljg2T%u}&R!0Sq<wkr@%OVdiEVnZ$L&%%
zL3)o-`s%DE)CIFHKoU=W=V4aCx<F!;vr?ReM6Fs1Qxx_OnfFc;u5g~o_2J#J`5|Nt
zZx43>VRHOXMom<qv)Pfk%fY*Z*k6Dpy{FOGFD9oo%rvx%q~h&+yO=hiVyDLkx()~b
z=8f}PO%nV&EDQZpCh5;kcU-=T4e?jB+N~hn=9Z`e<yG%RQWMD>*B}cL4JZ5@@|yOm
z<-}Fj0~U+XyC(D{%5?)QW8YIj@CBFAPR&$#>p`q@nHPZ!;4_~L=K}Clef`v7k9!H|
zzS<x>TR8D)=&LtJi*Sl2xcZgLBXhxn<^F|}lTZFhfLuvSVuS3rvu{h$QCx|$CCAi0
zC31lQx%Gq`<h+3$?-|q+m>en)pes66uRoQv2!3FneQ0*!O80}3uUJ9S#|Jxg?UZ6b
zN$RJv4FpU&g6^Ifx=oF7Gf02EoC5(kPFo!w{SbRo!l+eKO#@#hDEw(BfROM54Wrsh
znGtyEi!*X>_>BO#K_nj(Q*WA}{Ae!Z2TCfyeb{|vV_A!Ngk4JopYA*3A((Q-`%P!9
zGPAT6KYj?lK0V^=EV9$2l}k-T<W_Gg3#lS9vPjjH(0<xGcH<aX0lx2G4z7bi7TH@0
zQ^j++*gaa%9Aq!v2E1A*FXc@ojUxH}mNX7`+Wn#EBz2b3n@Kw$Ns$P)m$t&6HSWK|
z1=zn!Yhw0a2^0Me9UL%KiO|{=FjPtad`nT2fy7&F%r;yT;MEvsqGtH$nE`|Py_(TA
zo;OhvP$%k+-oB%XGmill?7$|*akDa_vIDwTt-HNC7)NF|_;O}au4us#qnnI~7|hW<
ztMDFSS}tp-aSN#MrlgBaKxLhBKsw-3cS`?MG%i<(H`9T*h^})vRqB2N6UFWJr2)Yv
zC?Tk?-z;|@wSAmtm*V4`(mMi=y!xW4s_sCqaiJqEua4wiuMbxY=3VQ=wh;YLRKI$7
zz1<{|RUe?2HSD}@s%afyniy$um!|TbI_G<4100!U!dK?dBJs*f`UdIlayLa#@^l3o
z?E+4{@Uf&auTX`fk(Gg;g<{;hbrm;aS^TA@x^d{F@Syo#@f(r*&#XY+T~$YzDI-Cz
zFIFi!%OPRm&Fn7JSh3?h-5oRC$UD}l&V9g>jgMgtzOw<rIr=IUxv)dt3YV4?k$iDQ
z^6PTwXN`i-!Wx|fteIVIn$S6{03>brSf~jZAJ*I_u^#u{o%K&f87t43f6&3_Wgj@H
zb5+@=e0!Y$Vvzi)SxgU!U%mnh?V6*w^rO}$G9I>&+hYnmwXfplSB&@eUw0f}O?GzK
z_^K0Kp9%UNTS=lNd*fgE)Fd;idShPoT%0y5>%nt>FC-q(P_G;xHN2l8J#UALKB&pI
zJiyAV!<xLI>{FLO=ktf@S#N_|f5>7?<(zU+d+o+-3tffOhuD>mU_BnB%eK&(3$*p`
z(+Du2<YhCWd?FM!VQI*ZP2#ASq0c+am9$C>A~OuUL^^?pc6|A_PYI`nQrXi)r>6Fj
zXgz`KYgJ6eSIt$#ffg(98-`vE*j1y;!)P=kU=LZ)8~~OQPtdK!o*qOGfCfMGlC9WK
z&qa8M9p5-o*eMZ~>xK0*9ddjlUQ(;6g-7@9`~ql%@oLW2lB89sM$y<>6^u3ZAD@=T
z<14#J*;_w^@V$^fRBSfb&j!$Q5$)S2Y4UF-7WRr#0awR`dhC>lWA)xXCB}tLNYGEk
zLrr#wY%a6Yh+2AY@}H6VTRr>M9WIGt@;p$l9^*lzaf?#^>^D(Q+O~-%rlR3gd$Z~D
zgqqIX)WpoRC5B~Q74gM8CdpvSfy#i3F_rfb>G4d<>S2*(1@X$9N>y89t!qsWPFhBF
z9a+0|<`C)q2H&5NmM7cV3bvmXEN<R<U-Kb$sb*rehYV;H=MNPPuf7{lpNW#8j@VL8
zgBK7QGVg^a2m5Q#{dV`v5DpAxcTnECR<?B|^z;7&1Npkv(HCc8T%=|B411gaYlp?}
zfD02K5#O?Oz1sf})o}bn8L|GSjjWjp0ONf0V?1SXX`L2MDQ5*adWpO2AKzIjZiv(8
zsWm2tBg2aE?&Op9KV9ShY*3{BUCaWsA=K~Zo<B<j|2!WxL%~Tqn*1s(k<=_ltQk5_
z^N%+H*_w3tHBI;UgY!-#fiQd0K1u&fvnssyxoiQ!1b!`WM#i^3Uss_!fhLWepa*Te
z-`ADVnG(4@$I&V77sK3k<91GBMMstd-mr-TEX+Avrd8=X?AWS{6z~Z8&yRU{FimeV
z&tm(y<(T41J@}M_g%)WHg}{W#OcP1hvlsI21MQvhX*9qS1SeX+BMt+3(oOA@yWEbY
zxBzC!*{S#LnogF*QwHaoq`&IbQEH<aB^AAd0tgw?Ht0xH?_9r2?lkZidKkWsG@v4I
z=Iwp?Z1dBK0TkQDJ|jo%N1dmm{?ou+|MHC{kwd9RhjfIf^?>X?D7`~k&;DhsLAKeE
zbC%lZV9*F7eTwQ28F*=i@4F?9NNVIa@#q^@jK|aXiu2Y>pSPdhu{G<Wqta2J8x-KO
zkif*aZbwfUzCeKml}9a_<S#u)m;4zacS1NLBdVl3fAdU#r<VR1q&J#lEVdOuON-V9
z{{l4Yv-bcD4wtU#{9SKmtE2hlD6SiBQ4A)(06yhbv06AGzY8g){sJtNQ5TS7m=A{R
zkF9?>bL{<>{B91J5Z<cDiQq_zPZ-4}Cl1ioc`7ahSmJ3#i<+-s|NR>Lf4H#fEcA|3
zoE%DkzsotmdSB5H-7p17RxtZfd=WrhL4K1_Rcdt`tu5BN=tIVfU20)Z=*qYs7a-7S
zc;Ww>1+@mz%sBcFb#0P79DYlc|FiCd=w!bdwC`*SGa!Wrnkoo%>)#Sg)ddm~X1_|I
zFt3|(<#uM6x~ol|d4`#r4EM=FhH}#Sr#_4AV)6&D7ikzWydl2$Bq8LYJyFKdp~Ls&
zxN>TpoA}G}RL07>{S{9-egfCyClFBl`o+Y9qPU2UJM*SSt-DK08r0meZN}wqoXx&;
zdu9jUCEp|Zw#Ht0BlWPbXto7{vc*oCotL?-Ilv&Pmk$qF5FXx@kP5IxMP_Ks)x1V=
zYbx4_QKKT}RKMGFIZ1z2`_YT2f~G%Y?1W><rc+S(oK8*o^mSi)Q96^>*Yn*JEkM2l
zwLn<y12oiq6gsPl;}QE6MSadd4?{U5&zJ`&g+}tNn&`{G=K*&U2f1~G)H!=MgqZ|G
z-SD=P)hbZ3x6fMbZ`;rV?9?$$rDj|sihg0Cz!dc8a?W~~6EiW%??9O$dK1ld&W`x(
zB`6{V@;vU^VgYaUrU#dsxk_9s%6S+O)e~ehzG|KlS+5(j$*<x46a|G2O@Z8^KJkPy
zK?XjDVvpB<GA<4tg(W8=Q~IX*vZ9UmG+uw|ktuwD83TP5Ei=x-{_(?VpfiGMl*Gk}
zN~@|i*n`0NQTG^vrSp!MfwV3^7L$*xDtKPABvHZF=avTPQdE00TPaKmmXK#j43DTz
z-D!`tvGA^Zb%^W@A!da-y>$M_JKW6n!BhZ6h&K`fWtgaxq(+fPJy0I2DOf8Y4gI$J
zda;5vt`wB>SiL2Pj=qY&qc>O@x1wyK+LhouXko;i*5A{a^l2sTk!BhGbPx%n<CV(X
zP4+oD4fu&bkLU5xHQts7mi#2by=aNfyQldVAVTnpP3Le?bMNX4k6>#{YUgUDhFA~y
z{AEs!Q%lapUD4af6sWVit9Aal-EAN=W)C^S6n8H*jTq{hJE9Q`=1~=!<??*iP&;wr
zbm98YE`nzRPFjHKpbN`D)*|bkTU&YuuXWKMiF??(S!(&jy}rxF!X}PV==KmYu(!<H
zHlH*0NfFLUW8RrVIEArr402e8inV`d3_8+&vb;;<T}B(iDNi^Hh6nLqT~Tk!q+`C#
zl_pjaGBEedcbL*&S={hL+SM3Mh42ri<IV$2o#*DJDz_<(gWF(GGectq=`uBDsyp_J
zw1dF6YOx}o<B&SmyLW%9LreDQ88#G^r-a$w=qNMh2xFu9c)SG+9CQkxct<$^22g)K
zXSDDF4l)5lZE2X<2k*(^hgX8{J{XR_31Yi_!%<=OW+A1&@@3^-y8h0T13~Z@x2@;#
z@Y86dL_UX|b%Y)b@DhI)<|L^YY_|`xcK7j?cf}Q;!1B>>lgNs$rFvWL-ihl{@wj67
z{S&S%mzNaWilT(xrn*q~R^o?~iRoslHCgu*afMQ5WYUV{JuQ-FRix5p(ZMK-MwerG
zbnaD7rnu0Blw<)of0kf-wWsr|@p7TXcBHLY=^bK`*v)Ae6+J{|b}De7n{uo!DM49p
zH&h@*&XM7xQ_C24d0p$PuSm(~QZ<HB8(Wgz4&Q#X@<XJZSULri=n*9wCWT8|0*Q@P
z--(s5z4Momo1zNdK9~BLrwh!TAkh>U&;X27yqP)*tMYp2j__Qp_4+8VXwv#@-p*mq
zGRd5WSPBVsSo5M=TZIX@*bX>JiTs#Xq2(5|>Fq19_`dqHxUB6#aB5jTSZ4r#uEW*V
zT{g+ax%^pZ@V>@;)@{m%%NMcr4HEAaTqqY81x~A#=djCrUj6Lg>J4G2qp<#{E^`R-
z+XVSDaL^~>SNihNFa_i2SDq<H65Oz<#xW;NQMJG&nNu2gAKs1JozSB-Lt~Vys^h~2
z7Y+49k|P^gWhf6mi4c;YlY$a1>jY@Ij+85N@9+cbK#T<VcJgdfbKHH!S{Q_&WW~s)
znu<U?<?L_$%i7iT#YO20`l{$N^)G@#&CgCt^-N2v?3vbxN$927;mVuEl|9D<1Q*@}
z!7>9#6VTRoIXl@_eLHM2KStl;>o~)P9~+6jk7CR2IV=Xgvs0!&t?!Q^q}&u=Wr^mc
z6m#UN9y?ZlY}nAy6v$y=E@5a)y=J|EK`X|Tb%@)68h)S{Q{*^iY&PI<`m^q^3#h^p
zv~0~weZQY2FE6Z5+l;zl+^VXoHCS|*YP`uGBp60kf(6)o1o2Ep^_aDdc@00LcrkEb
z1f$_;pfP%-KmegSZ*#qcVQzaSXc>hUKZ<I{DiNw->0wb~7LdpisOmub4_W%>Z)a%q
z7-sut>IUk)|2kMr{u%m{@Z@sxU68arYuo8rwM+D-Rw}MdlF<Vtd^dN97(&Gbp1<1g
zJR-k2XKz<sAxO4p0KbQtO0r1Nxtpb$$tJt;xH8bFVVtF|K6QA-B+}Q&GGb-|<IIFx
zFxyQDMuo+YpSB-g0s0$?9!9FIph9N}7s8<bBO@5k6U=^y#w@tT^wHE{0U90zd{!_-
z@A-WIv-ST;QBErLxUk>8F#iRg4Ky8~G2NgkC0Ms_8>VM%<*)U{mr=Ev7*=AEE>$*T
zFqH6hesfdW<lEIGK1Z0P>;BXXDs|%tLH{G0g%0<zwz|3IvY6d8cvE^&`t4Emfb^GC
z&IcSAd93hK^z?c*F60s}N^|v<KQuT1-)6S0z}@K-?E1*hjl4u!ZVPY6UAOc$-S%_@
z_G)?Kuwv0XRj%3nT1i^&m~IqD5B`y-uwKPbo`Z0UgiuNC)~m$dla2sWZRJsd>OBUm
z%Nxg=zQ_}hi9c&9bvxuy`lOwrtzs{Av3Q@*Fl8tGlY=)sq2UOXG;rTgW8bn;0x9d~
z;=-i<hGecm_VjNe1Y*EQnd^)s^$`6OOzGnufCV`nMx$lp8TnR_Z1H?|ja*eft=&^Z
zL|VwgykKG$1V$I|=sMhbos(P8pG+u;Gvbxs+SLPN!uuu@qkZ+K<_mr6yc(}G_pjm|
zD;_O$Plq`Ae?Z_q?C7B0zAinxW@$?OF4b61-LlO0QK~h)*LRcN?^9o%xyr`9hq@3=
z_Wq;%JXg8y@3-VVjk52&ec4U4KD<vJe&PQ1_G~&?w{22(MrLrMA@R%5;Zg6NwXCUr
z>*vS=iWR3ai)|qyA%`^f%E7vXZ)~}}j^sZOr9ZoO3H>u3O8}3O19LYYdM01!j1q41
z+NI)JCh0rmVJjB?fQyS=JDQ^;SA8E%&)OWV$<wy^+xGGwxA!<|=Ji15z-ee@NfAMR
z3^jAQyvqQ9&}KDkZnk3NlV8A~c3|Lc)XGC<>j(8mwD){Vm^@!M96?{@&u=WlvuA7#
zZEeW%AaW#&FB)%f$V^9gT0{=Gg!uLkN3*G<-7j?QX~ec?bLhy1YJ}Wt-%SUm(9E_$
zXTxG}x~F=E1O%w$X`Q8YPbj48%R<1eYfrqH6_VzZ<TTy496yp{G~}Hp9jLa}gKbky
z41Hg1k&eD@XKN7FA@bC%53`88w29Nr)e7K1D2->Q<S6j*5}9aGhEJn({5hMSW)Eh4
zXJ|Zywl$Ot0Cj}-n)5^WamBhq0(TE|*$c5YQbAD}Mkb!s17f>c1GnYl+rJ^fKhDS+
zaf=-K%HPWJ2n&5!ibSFT)o3B@AoGAb3*Mun95%F_dEo9qnSj$}T>(jmAko)Nwla=>
zwuyLSM1ClbNKwGSeb`V$USd(~=02P$m0>N^@d?`SgDv(2sCwo@xaVN-ir~1+q+&E+
z^tIWfbFT8kwsaN+_FRVOfG`wF&)Joi8+wE)awzIB8{AUFEq2Hy7~3^|uSIR$l432{
zrWN3_8?Sby7YJ&Op^eC%vWwQjC4^RgkB&rF=<KTp&QJgRX$e0ic9ZtW4&eCo6Yu9@
zo`FV_66_+W8YLQYHLo5@WA*i$x-&jbe?IHsBozwGO{k7Er@^Q&5GHyDXSO;@6_32}
zsT*}A8mo#1#9ui*pRYKbd7{r-$nYkvFur&tUtRGhYorZ4K?VDj?n@HR4=h-7$rqEG
zKM*B!g8gF(xA6@KZ3)VFcYv*D;=pm~LH<(jS@CGllp3WQHGN_I=-tn3Fo58d@h`xh
z)i_Fr8Z!mgzg;?P2S>p*(Axo$deq{$SKgti1LX|CGFa-8sHw@VC*IJ;(@iuiNKBx{
zI?VZ8WLW#7d%P>)aDFx~d}&y{fj^<ojhao0_zSdxL{4oeUiVAXy5Ih~LFyB(Di@=U
zezqmxRO-i-%qwTr#f|+H@apR!8@YC8yQgr*Y{v*hqCfa0Th_B^Jrnz^=F<lG2Jwzk
zA;P)w7Lc!VNsqs`P^~|Ie|7OoXYN9qz_r)9OU4t0>8zqj2eEuliA7#d0|F-T*-2f-
z^}bZa_BnY2l}%oa`Yr5^$R8N2{G?x~kHJZ)L-ui+N*yrC`XvCa6-i`HViW*|qSG(m
z#koI3C!LGg3bJh5TJUQrzm&-hjV%q8BWYCbe%vfMMQ}+(1DcxZbE|t}eA&@Op;Be{
zlb)co7nT;xQ$z)YB0OV5`LkO&VdQ}Soeu%HJ_q+lO8~@t#Azz@=n#cVdo++s_?64W
zm3UzgR#6dD2r}GE`P8Up*+`TPz&=H3o1NS1)j;gCu^Cj~ChFVR;c8$x-<1r$)DFC}
zp-zE(;b%WsH&N+VFA_&qPG+h&e8j=_TSa&>Y(Kobpo2Tu+6WXV%a^Flb8Vt|(m&G5
zATO|08S59a*G4nRd%*H;zJpsiHaU`A<suAUgJdedVGIpKzujA}tzYtgG*pUe#<D8S
z_HY9XY@~F<_#7(yuK7y`=`<3bb=um!!y6aC>6cXW-*V&%#?o$z6lac-4JgW2Own7z
zD$!$O`$4{c$C(0(_BlN*X|g<hc_Fg0-S5q$sC4(UtZG}3H0QaCI8lj2>~vz`6BA(X
z&r~eHY8KY6936_Hc#&>m%Fy~AFxyF>tcSA+^GhH%@g0e*(+b*nqQ+6LE^PjRU{9&s
z7SFr-3INEHS->XSQU0=LMm{V)5~gM%AWs+NVfgH)8U*SvX!AN0u%rIGZQP~qh-#M9
z=WFw-m)p*&*msD;m>cJqambH&#}Ipg3y$s={_(@+f`hlGL!0zF2k*R!y&ApxEg+aj
zCWSSstn+(A8h#6*t$gn1V{YP?T&m_IJ8pde2hI^SoNN!nW)0&SPY_C~34TtxN5-Pj
z?BA4`8Em$~a%g7pq!O3VNI7ftT-A^DZFpVkAr8o(`JTi8XC9D`uo2-o;`shNzz8;=
zk6QrZ4;W=ivQ_`)+SCj&iB}c1u74}50Ny#pql)_cl802Aa(y+<=p4Wx&UTTJBunU6
zGw?uxTnCQ@Op5ff<^1Bef0s_%9Zi>}|F|t=gFNOSNheLWAuEZu*qJ+uC8;o)7W!~J
zjOMi7u{A=JQjqG)KhB>gC~rgFW4!&Rr0@l3DZCXr6NmZtPu;PZD!nLb(NQuuAE`{`
zKqu(MmYtHW0GLF?UCY0mh2*)hWZEKfPIa*fBfpg;kEm5>BVh#2BFK||^b#<Wlec;<
za~WwWPgZi+IAfeG8mkOi<fytG`qEHOl}PZ81ww19V3=#$0kmwhQfBkPfSUR>Xu@0S
zl0a;Sol<GC%+;dY%|Y$Z*RhxwC&GQ&N*{h#0LzdRx^gLM!+jxcn@av(6MiVqB7(nK
z?^o(O+ZJD9lBpQJ@^z6bHG>qB3zM2KoPf|nFgsuc{*?m**|)-Fcp?eP;q|0@;5&oc
zjzC3tPE!w5(6&D90>RP5G0xz^6KEdfk>0oNP3(FP{^Z2h*<4ZinPzW2y<st6rZL0T
zAp;TYvJYd*TrKtMz?029>a+5|G$WT!i8M1t14K+1??#?O1husl-l({Gx`WwMXVLCX
z#0;XG!50(-j8Wdjs~NH=$p)hW{`!mbw&&9{(oUSwfIq!v;@|MK{Re3Oy|-n$-au(}
zbhhk2yf^DPmg=+)goI>id#}>AF_lf9(F+IRc@aI^_|u~$#^2=yZ2>tL_!LQBX#luA
zJ3xtT$M?b|I1GuW2o@wZM!K6Ka^XisajXvOdiXi5Xyxk1`Lp&_nEd0Y<Hof~7gT<;
zQ`v>pdth-M3l}q-27ArT&Hdcqp#plM@%DYi8fj9(3TtkLscae*8opdsRI|A`VS*F-
zA;g9iFHh5f4Y-ymlq*AX!|rsru?H<8zX04Ki{Exld&tZ0pf)OO-Scl!;(8YPajOQU
z*yHeH*X6@OBys`z6#wBwwJ`qIVpkJBb3>J7*f?(?JX)a{+|`5MkIPO)*L0~bOg@fP
zG$AE#?`i4oOs07>GdIU25H{qTq=EN6nm0(vN%$5j(Zgp_A<lE}o&YsAjnwf4$+jti
z1N@Reopi$75AyX;U9a9$kvEp?nGcs`fev4n+xN}S!d9ETr1a`A+ULwd$x7VyOSTbD
zW;@;qkfcW{(O@=SvhTV{aK)LZs59!;)ltRs91pMy<QL0Td~D$#dC~Ix_%oUDtY63#
z!wz0HUZJOWY-oqFDTVkB?iv~?6VlNpf}~EH*VIjViBIw}(2E<Hu;*n_TJecm7ZBgp
zZNX6DmB+)1e)|fG+0kX>j%}t9#9FBcgL#W-eg!^BE=`)b9w)0><9<5>4xhnTl{+T5
z;%MX1lVftW*zb_-N}Rg5Ux51<Ztvs(&sg{)4kA0~t4-gygZMn@G**NcuXI0_?F8cp
zgi17Ct2<#`V5+QFzgMm4txsrw9)Kdu6SM0LNPNDXF`O|oyG=<sJ#Eg@In*gkJiu)6
zUQ3gSIDM1ee>JXbyYPkddn)D3mQ&kE;XxJFrIx3V&KRcZX`Y*gNTE2HS!EZzgn2yc
z#wdL)2>G4E0VWTL`v~dtbyzS6HRwv{*;3U`JUTVjPM(|`p&@JjwdR7}uZP^f`r~sy
zNV}te6CVA@+*&<9wd&{hbd|`C+AQlV=W8c6lZm{E#qLf>K7sOg=kFeaS&6U5Got4d
zCm!<*ou00b6Uq_heR!->s$ocC;Si%V!B!*cZbJEnOT?F`$Dj-cp-kUTT{zl;$e-&?
zRh|M#XI0R=wLJ&e+2K>*Ze}^ZXgo0T-1U*DBjqi2DM;c<XC-opUbKP_+yy#|AB-St
zmJ}ygYDAq~f>QMCx;Sk0w^Uy@V(ln$QdKoa_e#$2EI1biM?It_bkCLsqsOV?(u9;A
zWq~(zUIqKzsCnzeyG9nU4HMS<a^OnT2}<DB@WnRo_};XK=DjH0i+8AIC)>#J#OZ9<
zAab-N8eT6PNcA&lwxXvD1O^_kz5j}bQ5*i`dt!n+${2ZGKUQAQVE+Z4h_<5~=F>79
zh_!GL!=e{7^(ObKf@F}8&in#c&21<5h-ub>u#rqUy0ve0a<l!hm{y8+AH=0heJq-p
z!TV_kDL-PT9Tf2ZupOcf43D*N|FAUpj{r|P5MnTUE?&@qqq$hX19Y^ViC~C~{}*qj
zAs82grjq@7`8eKdVW^htuIXsYk)aiwY3Rn~<%hB!z0E85Z?IWBGnoB>e3l*XH;KRe
zbA>b62Y{r%Pt@q|yU$9;nVX$;+V5|1wY0`OLsssyG>%`-88WaC5SS9R*wm$8yyjrr
zjWxj15jv83%9^1V7x2(Z?wZ}gSNl9rZTy7VYw!(Z#pkH<J!;-e?gsgt;mI!KTF;#_
z{gj~W^WI5d<4aI=>h#yR%ppAkyqscbhzzWk22D7oGX|^@HLjrzr9Qh0y-8<HjG|Ss
zV`D+a%SmRsRrPRB)u-<AY`ooUal*AQl_9=EVwr{i^$RRolgR&cDsk?Dznjgd;<Vo=
zeo1Mcgf75~Vz~T>g^Rm}i@h_U`<^roiMvpBxraJS{;|H5T&}(OvN|hAL6uXc-#&8-
z+~KsM(FcI>5uw>H-rpzfq~EzVw{UJZW7Y5t*c3|{;n{VM&%Hw`Slxf#_kL%QRmL+N
zkEhj`$-~K<L49B8J`efHOn8&dew#I7{RsB;wgDyurc>?<)h_B1V*>cAR<ok}rz48$
zQ$8u!JCSjZN!C?RAJLNWnP$&pAgggEJJXm~w9F6CqLRzY35E1f!tPK$3~3HSUkS4Z
zv+4{;B6p-wC5@?(Nj@e0M00i*@aG~7r5y>&GcRWDr00tQ_ELzHz10c!2ndW`Av@dw
zqB)`dg8Z@s9MO@qul)X>*Q*EA`><~~S{161AXnDcMW$T9ar33Qh-7><w`Xo$Y|R!V
zmfDL8^JeFiqw{Kq)Ca1ps~<~Q02o_bxQk}g*R`JfYS!R{RYujfo-bz_Q3#*S*fEP;
z_dj~i{1->`Z)3K9#YeZAufsSx8URz!EBKj9psQ!z8{ZqsqpcV606i+ud#@ePWYQ#s
z!OwsGu=rWAjq`AyqwU{L^*?JZ^@oA^@6q)C2m45hPt4!mQcVks!|0XNjw(0i+BEA_
z;qCZh`dGOXnzt01;a|20egTr7hy3)?Hd=_4UDiG4x()quAuRd}K&5oenS&EDN`*E|
z{`3p5vXviGMRKkugZ~SV`}kH}{THBT>=ytZ+F^c-^9wLg^5wjVJ%11D&$Whhmi#cd
z!3a5YbiL(`W^V?dSHGTr|9px03$Qk^bZy4?qcn)(7eLPZIwSKJASOSWxBah1{B<S%
Y>JxvBj=$~`|GGP-wgQz!$gi3I0cu+IO8@`>

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-109-Avocado Armchair Designs.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-109-Avocado Armchair Designs.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..e1d558cc67e24ca7883494cba7f343a3295c59ac
GIT binary patch
literal 45090
zcmeFZ1yEewvoAVGAb7Cg65JDHAh-p0cSs;OgS!oZ0AX+s?k)qtouI+pU4pwiZ}R>B
z_sDnNt9#zPuj<`XbvCu2_S%~@yLb2ct?pm<n&;W)RlqA*Nf}8192@`u2m1j$F95^=
zFOiUtkzTw+Mn*<Kd5MaShk=fUhE9Zoi-ku<OhHaYOiD^g!$wa@#X?O=%D}_O@{XO0
zi;IGuSMWWD02?P4$DcvqP*70N(a;GoFbFx`kiOyge|<c+1F&Dhts`I}z)=C<vEdM~
z;hwty6tL%f0r%Gd_~!u!kAV0B3Hc=oDjMvDnpXgLI0OWEM1&VF5D{T_`@pUP5V2q2
zykQqb!d3Z%Oyz*b@g+LzCAC=PPkhy}6B<rqM}HL5*93$_#I$tu42(=%KyIG*ynNyx
zBqXJzWn|UVH8i!fb#zTWo0^$hSXwzbySTc!dw2$X4GaqY76OThjf+o6{GODYos*lF
zUr<<7{G+P6rnauWp|PX0tGlQ7S6~15#N^cU%<SC!+WN-k@2%~f-M!PZ^NY)?>zmuV
zKXSnV5dI++?Dsze`<q<YFuC9n5fKoP|HuUg?*?lK*oZIQup{A!svv)Iz@_5&@)A!h
zI;-+03N@$d3BIx880u>pt~J`zKcf95*?&$j|NkY){zb5Vm1`b=jsOQ!9s)K%7;t@e
z^5}LI{M2=dS&;h-=wRLU2|CiV<GB~NeT>j@6{rf^c;5%Lhkg@qdj`;Ab+ujLH$DT#
z%0$T9o&gxZXMk$tlX}~|2F1yQ(Ivw(;J4f}phnA2MTGnr@ZUH5_j~wnd-(5p@!$CH
z-#AGDp6Mdze+I+^uN&Q?E`fKZp>_M~SY*$DKJnAHkAb#r7uL$i!V-AOaQ}rH^2+5Y
za>O%WGwUYtsiV&54p?${cN5SHK2v^xEsUS^ppV3pa3f<9cmS2ZnhPgeoB$*K-L7m^
zAG2uFknKxlH)Uj230DV8ZuT3ip5p_}9|K&9XIwLediF|7WP6c8TwV&!N+2cy$F2{{
zR`8Ai#U?Z3e!RuZSz|#dZtI^wZ0W@F>ng<5{0M|2`#SRjdSFXAva-Uu2s*}UUYpf)
zk4*GC=Gw7pe*SPQrTSQf^M_jl^NiuS-wc92Os$bQy7I{b;$|+?Af{5Z=JMYxlI~ZT
zn39nFypzXJ_uBb(BnbC6IRUt9!dXUI&KnK60TAE4X#FHB%TQ`URjKKRz<?6-nKnGQ
zVHJZ1U(Cw%eYrGk+8nWP_q;}SK;->CP+V>dWY#*PtW8p7G3!t94tlx)9rt^G$DBV2
za$e#wtc^U#R!^Wk2ZiO{Dk@Ri??Xz~3rov@A*H3IU1$jStj(3a=`9Qhm=K0cc!-K&
z&Dsiv&VWmvh1(tZcc^RVRRHVu-N!`^GA+utCUxZu2z?Atv8tM}i?;|%R*8Hch{F$b
zJLe_Mjd3kRJOJm<fSJ+^GRxZ6Rl7WQE``;>Y87(%b(*v$#?o(Own>$d=_Nevf;XPJ
z$1g0{j3nw}Rj58DatE2$ho=BIKYk^1fQ)hLY6Ts&Qc5Qq<c&^j2OmTaf0^bO1dFDp
zclZeeK`x@pFy5~H4yr^-Dd5g=D;h3iNhn^^LUj$KCVbMU^D5SvbDt5N09~-M+FV+I
zwwlAs;_Is0yetI@$^5zj?n{<Co@6~OZorzVYyr(PeVlCsE4GcBQ-kKwpKEV1tvrJ=
zEJ3W>SCa{Hv|Y?^V{zC-;Jy$EwNBY}Bo+yW5vay~kfTfdP#+`RaR^!cYL}+&jJ&Yy
zCs5LYzoWVsiSI2uS$@RAlG9Sr?9cDPnyDS4!vkMHCWTPuJkJ_fvTuK*c(aqi+9c&<
zN|tqwUyEBWFDbX3UZ06Y?Zc;iQC|ap^4&D52TvN!AIVXxko;1yg+y_pbR@`|Z3u)b
zkWT5IYwVXOTIcT-(X1)eB`Ap&iEC(imF$uipBLX1-Ba-aKP6p`{81PcuvLC>-$Z!0
z+3+Pt?)$^6%oA{!Lzr5_dh!B_xl2I&3<$_<tT|^rx=5n0SLogTwB>X-s;O2Ux&9W(
zI#KhEwKdHt_j@`Kr5W7^^Lg>j)b!hRzxQ5VGDmaM%LH-R1Rq0F8TNeRO}Rq*xO7}x
zzL7BGYZG0g2UAm;Kt&BQI!bmxc9-!n9m|_(9BxZ=jsWra)eFJB>Dc1g&XWc0NxHGa
zt?(N6FwMa49|}xdwrQ~BN0F1p3`;<33KRx2&B9*z$-26G#LjiGbGhFY#$F>L3E~}6
z$PS-kMi=z0@i+CARa;|-&3}GHm*z@y9<}+-bkT#9bQC#lIzKRL(fWGC(q^YTN`{xs
zeIBCy^d5iohH6`}dg79&kzIF*Hym_)#40p~ryrvpMvB9~-Z(_OIOi?qf2Ajf6tp2x
zA8$DLw6*hc@pUhWQy8`gxq#IB>=snHtaWJcUD?!7V4PO6&mx)~Z8aM9!W+t>UX}KJ
z1MZMdHZB83C@X2Nd{?`jJ|}$bYcg~5==$6yK7$9hexa4y>)c9yV{HyL&z~D`pU*u>
zNm|uG%>;b;)hqOLS!12Ot9ADn0d=r61<^F3?cwNE8#UlEgV2>-dxyf5kt0+L1J{Em
z?7YdYLf$&>x2Q7LXm3^4SbPZ!h_{Qw#AIJCv`Dz~jbAN#kZ>swFVt^2sSaZH_pXNH
zc}<BOJB-W)*S~w`Gh9?CYGRHi=fsZ~j;v~BpeNHXW|usC+<zVi-@&LUB8*R?Rdi##
zqEK}@5(u;w<RFaIs)?RotYk(Et;b2-Mkaf-9t5VuO}Z52`S&v`A6JVbxo#H_(VUAA
zRck?a$q6c&n<6`}b=i^-QZzX#nwLEAzHl~&Z9q>pAV2*q<_Y|`%5*_E3(9Tv&FQas
z&=<Jb_~AJ$5Jn2ib9x&!65`hhd(u$+=l8}*@`8EK2Fhgvb}(Fh$?Ft2K*%3jp1L4%
zKS^We2P{luoTE+~#V{u#{9r1Qk?@pHC##z}1csw2)v0*p?QMSe>FfGsWq>mMUUA}P
zY9M$5B)rBr<-C9<qbK$HiaTXpOQlaU4k{*NSTOA;Pz<>Yf2&Y&s`NnRnVw@}M|#cU
z)X67K7;dWxL~l^(HA;kR9bMjD4hd`4G>n1_C`r~5#+Qt_zuP#9{Py~Ior%c?xq6E^
z*KJyCkxtU~)G1Z3ey@-+PY|OKn_8Vq%Kfq(8Pbi0_4R?wr*QYmb;3}nk~J~S33cH2
z2gpkR4+8JL2&rLF)}o~*vFYLn30)RkI%Ppr7UcX^)4)riyQRFL_=a0=h!0;hd(prr
zTI=Oe(=56t4kzSy!u=Bt6xlt<N33U<@nQ_Gc0zBVRKiVYf@mH|QqYG1VPq!{fgW-h
ziFxBVv_0;u_lPC0^A_9t9JqaFMiRA`=~s{Vs>K4KuMqm7_Q%)-7Lt*b7N0y{_$G0u
zPM5hcfrYB?M=U{M-Cw8EX|R<sy3leudz@AAr>*Xi3^U1*=^LkEA^lNgS_w}xzl>Q=
z$!Pq6o!ap|jBO_Ud7{m9js+1j%CDrP#?{HavM0+~8@IS}H4O@aYuuHJDKQ+w|BCSO
z(>+NiR};Fy@)LT>jZ<_;I;<N0<x~7((SE!S%*OYc)jv+b!3UsfK~|89J1DP3vQ~3>
ze3cvJK4%nN897q(AG3d4SC5Z67e`Sp6{9dO@~nJ$Yk8%E52+0H+%TPmTOO#&ebY3e
zqeTouLj0WmG-ci4R^+rH?Ly@I;fJNOb#M&OAX+~v{Jc2AZv(b+#gkWSWy!e;sGVGE
zG&NNGh`3g2`og+dTc;f{LxcC8G$PG9e~g8-tq$Z(4}Sb6Y;V%|BVsa%$A;c5RqE~N
zWjDZsWOqD2kv!9of=Py$GF!Cy72I#nFC)4Ih9M>ex>#s8F3HPuZl`EsN54=$lL)DL
zMJVAXof4?{+u<(n)_VRy`0&9HLVwEA#WU^er#QGl1Irm#<pl)?1Szt9kEqJO03I6#
z@Xi@nmRh<iUk;Bzbw9m6p6O?qoJWn^I^(}i;R&iSK+|hU?BpKf4#Uw#RBb!{0&4n9
zb3RGVE<)~L4Fdk2)SNy|qKo&Z!Yox1Rc%di588LB&e#dBbtItTOm*~f>h{F*G>a~U
zF&xyTo%s?bS4$t}mh{?(e%DSLegC}qnWs#D9BOmXhIMndXvtlNy`W$CxNFmR+Xb-q
za?Qk|FFHJAV;l5`Eh0TZQZF0kbBctf7Tw(xgD_q*@2BC)MnemP<g9q~5HjC0<M^|W
zoD%O|q{vaA-mG-be<rr!6iZgG%1jDj$bZ)(5b*1^GQ$dR2An8QQSg!YWMUEXGTHFw
zFB+_0#3csB^E!q%nAaMw9ey%fV}B?j;#WasXMz)&n%1{`B1&0joe7{mxomblLy~C1
zTy_*rtj8W^PoK@iBF}D`ij+GU38-$mt+oa!?yDw%jve)|vtMPY!@pC~pQ8AdY@3#E
zt;w7>Pon2>u|t0rLK9@#*LRtTDF(S%!Pu!Co!fmq(@363lN^BL<l#}fu06ZTCHr!r
zSN<|LQew<o_|y9Bk@Msvh1{fx|D2gI63VA@lfqSBb+|2Otxp?hf<g)eqBAxuCY5|~
zs<+dpI3}7>3-Ke=)HMzl|MYnO@_ga0AH794+HM(qX`cZVWiwCVR`<TGl&32Xal$yy
zfLYD`XMki4!0AFo0)Pi=_@El11vv$Q!!sOlhK;l?lQQ*eKW^hwvJT6WIT=fHF8d<w
z!HOVL#O*T8nrYjEGWpkoR7fg}ri8{)B1#1{=3^oRL1ldV2<j5y^f(@VOlxjFOu6IL
z=Y7l@PL(E+YVz5BY;r}5as_&`RdDF&gWp#lmYgJN3!E%Xoh;E_M64D$tuQ&hvr5B*
zD`0E#qAPiw*P?p#4(XD@i}dr|L=A@L*3+z>hvtcR+u&#acVAK_@1`~I;BxN{&zD3U
zwmxO4Yp8TYrE&0&V^|$ZJfTL`fy*{l1U#K|CY2G!C1o^49Q(!5?<QxiC#-nJmqzM_
z;_JA_z9g6ZLw>;Oj5%@_@A?!g&~2QBcB-rc&UNj_f+QSssyV4yeZRdVb3J1(%+)pA
z?n>0sC2f@JedRAV-NFL5NE&9ctFm`@*i&Vf-^nLg^2vrZhk>t<X7m1B$6dhQBa<1|
zuR!Q~Cg${j?j-BQy|i#Gm-#)%7n^HryBN3`)NV)K!tzTDv5UQYFt%l>i=<Z59#1?k
zMQ69e<|}(q<nbU$qvl-mNo8ai7AJ)q(cIRS{FL{!mN^PTo$mmthgbLlGX$}F34CGc
zloJX=F_KZ-O8vM;r*)}XjFph1d53)nzE102>;)d&{G8QYVBB>KhMRQK+t26bL2ClP
zmd?`_WH*E^W~P9=KuaLqDS66OaGkX+2fpzq|KcWlBrL1W8D|t{_WUF|9p5FhMC)qo
zYIbVm7054B)Ay#-dkhG9wK|7fC1u=XU`0K>A{-elr_VpkEr*x+k{2So?wYk2-N+lV
z%J#~q8_%SYHwZhq2h*8H3NtZl`BQ$Cv9iW?5nDjUca}Ohe03B#e2)cRnCx4f8_M|z
z<ygBpI8h4(;drLYP=3)-S4LI>ZTN^y-^(;gQ@+jD1?Gwb1ZghCc<i4O4^_;Rb3M|l
zPh>}MzRoWEk$}vEUx)4sjF$jd-GGf6PLA@f7A)2iok4ifvJE=eK|~4)4(l>zV^HV9
zGFBM)*mh6<`uR8q@GFU(Nbbt^<C6mu@3|I8zGIPfE;J;3(htG@o`A_85W~c()l~#8
zs0mMxHZ2f2Loq$WOK>IQHI^p5!2covaBd};WV_h6?Ba{aAjOTMt!YtWryxU7eR(`x
zO`$otqW(1c4EP!>r=z)4rlS5Tx~tv4ILjUhrJM-@*ey%&QeZn)2sWC~oZlV$tzRo6
zf4FT&*jHBHtW?tJKsIlkOxPlUYWonqRp0Y&sEQtP4pYEHnYT!?o&O=%fPuMO%%-87
zV3!;AZ8Tp6;c7X@OJFEnS@8fg+_G7rAhg?vRhouD-o$LFej#FsITR*m3s|LTvJ_Eu
zFIl-Zu(`YXM`XWhZ`dI!oUm?QwtKn)UC)MM{g2v7uG>ZF>1)91`&Eu8QDjn03_Q5W
z3^FT(E?44a*Q>E`Az`NJDZFnv^4NZy>6=>(ZGzn+^LU5$_dm%ZoK#dq$V!E=%>%Ta
z<`hVjo~Ay2sQbYFHhx}laTRxuIiqQ&ob3WlkZdDN)LI~x8sLU=Gwf4eTFii;r9Z<a
zAnIl(*e^vQ4kG(;KuDte5%<_Yu(qveq1Q@FZ%o%q1LehFG*U8<4B*(%UXBR?9FziC
z<>aT2YP^)NcgL2Oka6niF`73|>!!2D>6^yb%+g1UCWL*P%p>$0W%<_P$}t?Bm61)s
zg?oH~mw5~Bp$dTq!ywfa_FRGO-x~UuRv<N<Nf$jvR@&(c?d+rgr7QR59Ck9ac%$Tc
zPX>h6x>NEpo9XfVhHT(cg$Cqs4db204o}=LQ)^m@6|uG9%gZGy3n&f85Jrbbbk#G!
z%TgcVSYH7TZeiJ4x8*9&q)=|%N5DY4NY717%Xl-@zJ-^XJZ{KDyKVAfyCzY4Y<$Hn
zh30j%hnP9pf>n6$zP<q-oSSN!-u;FXS?+7U;z*_!^8pA%y=}U?A8!H#bi?yY=%PPy
zm)T%TYy=H}0PtGxhXF+8+z`M*^C@s?E7T#cS>>g9E6-p%X)t9NmaP?ro__r_YxOL>
z^pp*2V6`bSOH=4)7>2>#i?wO#-s?M;vbL+9u=OSI*z!8-nF!yScDWRgY&omYu(f#N
zCRD*}3N@wb*RuL17z@7_rf!z#0k&|Yn7gZFo7JTJ4+HiG0D69(VvmBR`bnF&o2N+0
zwk)b#bvAV{w0Z_$y)RdU01itpeZ+>hu0ECT;+7qxgSvQ7wj_^JkLI<Aw#$H*1`3x!
zQzTuU=JUEpwS>PkLcYAva9u^m9j|X>K*+DtIdo1b;~?`=(9<iBig)9dd()qKxL&()
zDg?#va+4{y@V_LmY=VJM=f8qbC4E!G`1F*wX#Tgd^6*V@`Vd9l`_@iK-wa~x@&Nc>
zFbLlFbTjp%CQM}$y6*E&<JS^@FetZuRP5z@Q`!i<^fva=eGJcSr3s)M;YL_*5mj#9
zm;S(yofO~xSaD|MDd;dTBG!^rId0-D@flV7@6?Te!!w9aa2Q)D6lnRms-`hOon~=i
zFgJ_84*s3vJL^=~<ka@o2UoG$K%G<gr+%=2$W`0B2sfd~TSNy|W~WEl%ghZk^UG6t
z4FLz|?aH@y<n6g8g6-w15WrGm*93R8Q@*&R-HXzh5_fF4TOv_7NhNvWRQK@*_sN@_
zzJSBPP@A7~X-z&p%qiJ^f(V_&%?fMh=G;|zJ(_EIdIqW!gVN`b>D=2HDu+5ouWI(e
zuiV4wYrc<=z8=%_`0aX|hlB<<i#w{tC;@PZx>=V{;L}T^>)E?j`Vg_aXRzR3u=GOo
zXRpna+%ch%(So(I4Eh@v>%7MAg}j=o(rAZ6PLs+=c~=b%;B3oe^$_CDf)GTToGtzZ
zhauCke=N*@oRdGz=NVx1%Ki9BmLddv!0hr2$kA<G`Hx96(nmZMkr)4ohKi)fJnzjH
ztaM5qx+XWIh?RzI%R*g=L?j;G#d*mZFhd9>4AJ<lVg54LPdjX5xyfBX25b}c(%Y1{
z8o=V{6MtPC5#YMGG4IFaJcRld-x5JO5Z`RP#yG6~<70y4Pnzp_^(PlIpU)Wd-Q?6`
zSrN>I$7|Jf@g|5r?fl^oqBy?{Io9$B&m|J5&AC^;N!TUkouiB*(A>iskc@WZV%$to
zI8|5X3ax3ciz<l}LtPz3w##1-Ei<@L(wsarj#W#aK9W)+gkQ@>>>A7oh`n8JAPKiK
zIHd@_WVj>&Hb)SdFgyM#1Zl@``vX=ldTT`8yszg=b<=u7<DqYQ;~9b^*f;VQ-%<oB
zlvthbyYAZ+x;HX@(p;&~<MUrGK;`hQhFiA44h7?B--unS22Op#*55syjePSH#tPkc
z-wr#3&AhX-ZGL-l)_?o~4gK2l>*<pI%T8`wI5iqlbf<_*#kaUt?>r=hiF%-~P=CN)
z*s47osDY})Qn&h!N`WjmG#kR3;+0kFs=BiLQ*ERL;MVvRY<;Sk<mF^Su<-GuZ9c1(
z{h`%<QL68-uiFuKkHDAa#-YS$pVqA5M^hlkmiS%Sxw+$KxacpbuBEq^GDj|QK8kjP
zK`pf+(ej^S9ial|<Xb7_);xS=KS<heCEO|bH|kywLiBd4(eIN1n+_6slhEIjmncxW
z2$~qRn2JmZ3K2dHSpY*e<p0-p|MVX`b)UAsTfZOg9YeMs>VM%T^bGh96WGY^?^%pY
zOy9p~=s#5Sf6a!~_V+xD*23Sj7=;KK*$@W6UoAg<+Dp~n-H>CC$PN87`K7?TVwRm1
zTYgm%B_%fX8-(=K(HBe%C9%6&SJMLyf~jL2OJq@g7Vv5KzGMWd^>w(NCIZpeQF~wg
zg=+K;svf^DdMIrM&3^7BY2g%kHKrM>(Ck%dRr@2wpXX)A!)%We#Ccxhv3aZ$m^(JW
z*g?(sqBRaq5mM)tx1!BdGnG49LJGelX+>L;R+hZ>$qDsU86_#gZZaSU(q@;vr)6I{
zeZ@I|>+CEhn!jMl7r5#KGUv)7v9=Mj_rU<DW|vFk8I3s5HfzQTj6Ggx&_Jg%>ub};
z)$qHN@B)hKe`dZc{4?K*-UP{o#1JYs$Gp?fAfie4uWMUFJk@#xynO~7_hn+bLUzEg
z4(0t!qi4WMtV+g<n`lK6iDu+wPMPXD1XRclLHja;L;R>+<T#b(%E_0Tk|#fcXTbI5
zm@_iJgtHN>2l~&Rac~FndfOerCD#3!<(Cl^1FQ#1U*=~(7FhWi&_<W|^hy~288F&b
z2wsU5Aw9$&`#1Mnz?^riZt%t1J&Nni(LW;#|21;pqxjQ9vhW(hsnH|aUGU>A7u>%N
zocZDz@OTT9-RNxWPR~NhaLQlo_Hc+~A`l}wb7;>*Z)DDU1_XMoKLhRvfE4#9un+mS
zX9&sJjYc<Gt*}>-<)i|8M5M@nclIYc^?&{VHD)KvHFm|_c|-a7c@H^^wqsETg28LL
z6erMTm`=sEa-IRc7yu`AEm$TG^}72RaKUCJe7!pM@6JY%ffCMbCs6Ny{TJ8(|K{xf
z!~v!qZ=AG!bT0BHY!$Nz2lT%3x9?A!{?U6j%$#t$jV=Ife=INdkL6|D`u%0%BBYo9
z6U&3yv^$J(8~n>qVK40^L8$PK(WLO7`QixKX<LK;7h}YNcQ3s-dCCMIhWs^`o&m6n
z=Kr+R4A?kTPl1PjEEuqDQ6BnlCxFzyn;U+-^UPWQb_&3>^O7FYwgU%-X-@&*G^v>f
z4F;wx$%6Q16dDq)ur4d8aQZIsVaokCI{h!H#s8@xI$gg$o7b0l(FGzMtJIPtWRg<0
zKsYY`TYh@#>OXLEfbAU^1~OemS|v8tRO2+}%5QkFx1;h3=c#1-@xR4e)UlfX*j&@B
zlUtkG8y@&Fymbd~*~7$Yxcu9jC?7c<EAD8V;X7_n&obvTV6R+>D@mvtuC!`b&g0|N
zi4tMN2hJq@ca+$vAAPI~rZjM7bQ|ki9TVxf@98vUM5!$n`UuNW6Y2c;XO;DD<m9E-
zaQP%Cjq9>mzgF&X4ylb^qRD|#TJm-^{kJZ1b8h1B2tQo_dq3ZeoB0W%nARzUU}{=y
ze$$P^qyg|8RnF9y{qRZYPL}J#nwuCxJZi#q+fO~!FV#FBiN#YD;yX}vP&oU2+bVf0
zbWP#5FG7}3=VGx;G5I3As}4zTQNF64P5{?GVDx-QyMoxplZKe3Zs*66URAS~qd?DZ
z8QTCtgwyg@IbSg~{Mp-W>@656C0sR8S6sfqd}Q$)gFfWo%U|I?C9yLlRwCTaA!8?f
zI^J*HP?Y%8T+6Bssc^$vob)~QMrc4(;?$IT{kdO0C@XP$f6w)Hnav$V*2s}!jO}_o
z_M_W@hTlXp)nyrzXFHvL>MfqMKseL9&bW0wYyWWn{fSc)%JCO%!w<`Daa3TQ`xHem
zlTBr_qUwjwpC;e^%tV6KAHbEYW!w^1XWZR~!tf3MG9#o}+-|Lf@tBrmlm4>`W_fRo
zcha9*oT2}`<&d0l3cN;r`q<*n4FXXBFuz7<KLcckOK+(*@6dOtn%bJaDHY1=S|Y87
zb`(_LqklW-Dx@b(u9}>5WY;$P*`wLYk823xtz~+5RfDHvK%am^L}My^kUTfhtRO%`
z+jnkq`SeDAFBKk3T&AC=Mv;O@6>G_r8yXzXs@YqxU?A@HGJya+D1XRfIjMN4V3<r%
z`Em0Se`(%O!UKK?%~WaENGYI)X>UY^8u3VnF3ve0R}mR<$lyXti}WQ_Mn(dF)a=%4
zbf)hOt30uRLAZ%lMe^w}8Mx2k#O)Ere2j%Fprk*FW~wG<q5LUCQE*ci8x&FIkU3NY
z_IS%oxBc+uq)}<5ZxGVmDCeIX)~~cdS9;~GdM`M!U~$q**P)Rg`<{MQi|ZMHCm_-E
z=uAB;rLRqco}Qm9X+0EgS=T^do~84kHBIeu|3UMd-X5>$$z|7<<Ww*+gcZGZs8;<M
zpo8mT^i<=$iNvR+usURLk%6rzOZaW+t0QK&f(GANSj%?igit_Ue$lUA1zNeve>Az4
z&h!k3O*nzA;|@xjQ%AtHWyXKkp$<?<mSq6saA_#Wp0aS=9(@L71L?U^DscK->`=O5
zC4<MlqedGTh%>`uIT&(U{<uHnVRf7^xXp`SiX7yez;DXgud9vmD_&OJX6S{EHxxj=
z8s^((OXZ_7C8QO07V3o<Qwz?FmqT{K;^N1$-Cjc&nf&y}U>^$SrS(OJ)OUif?$I9n
z2xq;*ujMzN>N|ed@C?Yucm`y$0z9ww9BV`y;|-$*Xp2&A3zHsq)6H85;MZH;*8^fi
z5Q=~*pRda))`cM?N<WBAOTVX^4t^!q@DU~+E|X9c7?hu!@};(D{5*tibItJ<xt|o_
zvbdH4kIO4*nsGgOmc8d{6RVuLYi=%tH<KN?%wt8b#A`7$LseYBN$f|@-f6`PZBl>6
z`;vYkBKNYoXMnLmUzA6kvDdZkCE3)jN^!B|j>%k6Lq4wL5wlqEHpGOSVF);a*M4Rf
zEPQ6<t@d=#c84?5V%Chi*7lIthW89;c>DCV=2+cNmlI}ltc2N7qwr%gk`{2DD$*92
zFR}w<M9`A|y5udmVRTCl9JzZ;giS)=HI~(lS5MoSfOW>@J!}jMgd^hrEI|J~Fx(fw
zd^^;=TYKINt&+y<aA>m|xVckbCQ4ucxf~yA(CX7T9p87dhzhGrHy|cRKW+SY1~fXz
zv^3mC4$Y)j!_D4A9wZVYg@f|_#%RXH!o!HL2F@vpN<0tqsv8mKy$LkWWb&CfBs07n
zLO6SihU~o-0JiUusng>;!eiXH^@>Jx0kE1DHrfEmd$Pd_ZPteKWLk88g<iMsD7%rm
zC2J0$81{OP`SS897+I*BpU(tKzUh2cXDa`xq)ZYZCPxEym~(oZfB^QL8`z9bHP*PV
zapX2D=D5C?_aHC5zn@a-KE+G#o3}Jb$5gdPtUMq4wtop6@qo7ZUadSHoJ${#vzr?a
zdc`IKKrqhb^+n(Of_hDw(1l}3WFaq9?L^VmTSnl>?OjNU(B@3+{4=0;(damG+pugE
z=@}5xJ@e@BRMQ*jn)9YDFg;Rb;3?lI^T~PDGRBEC=P_g7=*_n$B5f(FU&GW8xJB+{
zC)BW0{gCv*?A+4c&7z<Cx_p`?Y$*=)ra8hM%)HVL)v4q?u{5OQQ%ho13h$31iCYL{
z4W;rI3?$s(hj5W3O8}>aJ~?~G1^R%l?}QHnyT=BLoHS!B(G{kjq9lA2aq&ue9;HJY
zxGjcwxXc>+Ni9+GxBM;r8ldE-BM*rb$lwLxN5ZN7TPWpe??WOMvX99>@$89F0X{(e
z4a2bnE8q=qZ3XXAsn$J<75_&<pTFP;@UTj{^1~T>M<LD3U}MX<l_6zIldX53c4WSF
zEIu>M*I%ywj7^rSccaTw+l$dDRu<Z&egXbiNLgE{;X?!nJI?@2m`7;o?%ThUniyt#
z7lC1|g>lkzJ#w<K5F3kFfFKwNTtvOxl}koR2+WR&)AVyUhqP_}ZWew9=*Qj)dWE~Y
zL10C5zn!t})-(D_7P<j^e}d`ykq`n5g5VEtAR)P^(ii2!_27^lrQn<>OdOSDNW_?p
zlF3l@{@01)Y@=H<3ep)b)>0nLAB$qHIq%#T!6<?f9^T~!E0d&<!)A)I@~Meq#WztW
zN+yPAuEpzD=G0?*mX^t1lgX=9lA7zDa7XVT7oi^G>v##={T08cnzwapcnr<DyP|l|
z`8QfX?)2*CIC?}Rw2BuaS$oV-6pe|ZgY*#-S=FlF{KOc5@tIO**otB1hdFirfJ{+c
z4uuIv@(d8sy+f|?z9s5Cq%VP$n!SbvZm)xoOYHKnl#g;;L_c&FH5GGAb}Wt}ltZ&C
zekAXibvZDa7$TSMIquD;&Nz`)hi7CSFt^-9mVH0W9$&X1xc&X}a8~Pktf4Ji0at_O
zuVE$SYzT8)jI~|}D_c(bYi1f7BIyGOAB43bTS2D}{-@H*l5+(2rF=6Z@J--g;_EBl
z3L83aQJ40<Rbi{$j;YPG^g+w?e%<gXY+FX2nNpp1Rx%{0R_`w6jDB;${a(R{@D+5=
zd<Im~|G~8QRU`D<o6~jhH4RLbgqABm90-=KE&#*WJ=B1hHu;Ct)?&YFH@Q8^rBFw0
zr0n@I!JzrfILkvtmoSIZ6MhgCv?_lyY;PceM}lCcSzI76MNK>S+W6~7ug_E8fGxJb
z#rY(#d5FWErf0^|#qoHa+Z<t7gf#T+K9H{}a$c@s!qSk9LpI7vg+(G_Dh;b&DT}P6
z1evP2;*I^DI*1yPc)yvx1UOZqqu;>u`VmE-(N%c7sbV(WZGd$cqM=_MJ%Ne=pU|ZE
zg&{9D^93}x8T1UG?t!gFMlb-}k!)T24_$sjYyY2eK`5ZMjlH+mz2{K%6F3;u42{5`
zCcC+O;YrB&8Q>1)yTpPM0`?_NBRq6FY{07C-ipE?C;@}(^3z_vpJnda%u3{VtK^Sn
zLS@&I*XmR`pVXqKzjxHD2`;=M$B=cPvVEf6SE<-a;AU!{hA8mo@WsVTpH*_|H6m4m
zXkSloe{%Zyv|Gv>JK!s{?}#Cld{J?^NK=61?il(t*}NDD5uS0b+@#a9H-oS$sm(oL
zlfJ$@jQB1YXrhU#!pfg5KaQ)gBx$V@YAC(|zGWlFy6c5e-o&sH#Z5yVSds7A>NDWp
z{7+Z%qWm2|bzF7on=GScz8~)jsa0s6yWx?+Z1l{4QV}$LL;rVW-&PC3dVbASnV29q
zcfa^`<>TI}hCOqC*W_0E*IEvUDsQIN`)@;(_;2w1)auD2PqOdL3Y;vIaC+-~Bs_PZ
z>CKFV&j3^F+B%(EjguAepU}(=7iUeiC`nPMI5Km`5=0ypz#I^*`7#Ti#xx@T<s%)g
z&II37Jt?Y*JOj!ZACg<Di2(@--!b^P05u`&LxL_87=|5^+HaiiBCKtT_CR%Vjr7$D
z55=a%Zn(3z;~MP!4LcILwec}K*s0`k`!}~rFn^LSl8zUF)%%KyM~m0W#*LVEFwyB7
zxp*QWJ}4_ie3H63lve!EuFQ##EfZu%mFlQc1vxmf%bsRU!wqt{_URQ@lay7d@;#gF
z$EjS<HtYsl#dbNq-1H=_GxS=!-yVl*@)F*1d}*4U$z+Dl4EPCkLNl80ICggJ(EsIv
zr(!@GY;}7G-rTGK->t9Q!Ox7EwR#N;Tap<))z>}wRlgJDcOfYjoE)DbV2P^{XBj}Z
zqfTXl?;1<qday2h3>AsSTiX`WzH=)~y*1vX&)Q1f%APMTb8znEU-*4RR>G00sA$RD
z(`0+lv92O%iIUyUP|!`?$stGdW-I_<M?w;dYmXaY#Ti4#B^+n|()YZa)briybj01c
zaFA{mhD$!b3%QNSh46R_fvfdgmXJH0RY>Q#4D&-!Hd2h*nP#WJ_FBj@AoOq@wsgsF
z{sUi{k=KGB693eN%<u|d&_cnPqA<@KK|4@YNz_oMaLK1iy|DrLx5rDP%vCLu^}~<a
zmihDC-QDf;Z3hus&AW;O^Ucj2wWCsOR7RgiW#HhvAYMYhnIB}`hs<s}*qeYQFVY@2
ztvVKq(*uVWXTI<CFfY5l`${Vuh=Fs_Cvc~_uqbEhMK;yY6`lSJ=;9AhCF4}~!x;@i
z$cV1eNS4Pb&(j+XQwy|cF}`F{PUCSc^)yQ<>@1q6?V=CpWZWyL2Rb%4DNWjPm1GFb
z)eHMzNtVNcrfE=(h1-XP&qi$|E^3Bb6!^r&BTmI>8bI6pG(7)=#&EG#@>A$TB=Pp6
z?*NQhBfby%TL%Ev^Y@yW{~act7Uuazes5c*7;d5ei32*t6#QhjYY4J?22ikrn}yTd
zp0J~&*0ni&PfQ<~6A7V`h5`31m-ds=zWUdskZ=XzLTFq}LyW5%;l{R5aB_H{+;yzr
z<m$vrDC5q74;}><UZN^IgZft9Tyiv3!O*8@#iZI17oZYvnG@!Yfsgt$gMgMHj++9x
zq0sB(L`RE!FOLN61<YW|nao{Jf2-Fr@75aMUjVler+b5eZ!7oU>Ft)}T{BGPTS{Mm
zP1WKLh6$U<cDNb}uT{5NzfSsE|9Sw8^kN}D{^bW5RwbVq5tBaHoq(rde$wRhy7{PB
zLX_&%OJ@2m;$~0oXy8J0Jv!y3?NqUK&lAJ`p-^G6jnbKzkPX<Y#l*0HhK<gFpiarh
zhqkL!=lf=c?zdV-h&^NO<|=yZs8+;7SD=Y>*}fj1c~H3v4o_V|tKa7tDT>Ykv&gqD
z@9a7nm`n;q=c?S-ie(IYk#wVYfYVk&i1oFq)3LX02NgYF;?4XBIgeyU<y?rpdKk8z
zDipP3(Ty{WQQTQ4q}}S;4&G`*{p3P=D5>lj;QCa5V7+}x$6SBoR!&0ZOPJK=;&fj}
zbUZs_NM1mzL?<?uz9B(L7dBI&vS!E%iv?pwh4&#~I;a&=vsU-YnIj+8Uod#EIu37d
z**-}*(W#7>IV}Y-d*|+X_~j>a-8rz3xB*OVBx<+T5YV5QK<WYnQZ#mr&^Ekz$ncJw
z&T2>J@YGbFpOgS-kwiyuYMM04eV^8Fh@I35(R`bz?xe^vTWisy{&+q*Bbu|6;t}5%
z5!7Jq(UGpjB4s2yUzH>VkL7vJ+hFdLAUnKm<YT7ta}RE*_gcZl6Y-EOweYaM$9410
zwcNDk{qG6mXuoA4@gsI!!`IDN4lKxxNECry?{#{B@#)(N^v7fdc&b_zE}=#Obq}e&
ze|#^!zkILPt*(t}F!3$QjHTWiF+@H%SPBM3$`5hX0n_J)3WdGZS<B}mZcBY~y^?8$
z^k-7MMcd9@7|QTYQ9nmI892ATsncM=OGTfFx4JF^7mYaf9yd_$&Nnz{;6^fW79K#<
zCz90^SRreYlot6%tfOWD^)85N6_`V8R;(ARPU0fg?qC%@!v<@YR0ezK)9&g_txqwj
z`H(!h6!828xM)f6!@%+sm)caab0p8@)4mti1Xn?MaL!}nB6z^`VfTmC>wAYS$a*L4
zgTn3T&=Ht#=WZq%%4oD^f_$^KE~yq}9E<#fSaX5leSG4T5$1XQC&)&z-hu2Z?rqsH
zF>cAZ8(NZBQ6<n^;j=on3bt}5!-dFTI8jEP?14qqRP`$zKlh!LqzdH~36&Hoc)Stj
z?XrHHBx8z;`8ET^CqGW4)UZq$PDe9#*p{u_-m~5^SLtiu9MOtvQOxOVRP7HbGGKFa
zLM8VDyU!?UZvat?dm!K56~cendBLlw+UlEUuBl}{HkMn|8IQ}H40SSpF^?aQ<n?Zk
zanHQ~AwcK+eN&DUKCPK!a$st*)5Dy_>;v=>Llom6A-31S?v0FE4%Tl2m!WDm*JH#S
zrjB~%Z@D$iG4pB(;*o_1)^i=kX%gm*0s>|vv#k~fp7~#(5~X^pYi!C`?81dtWyPmU
zJZe7NcO>8I+0&)26YHV+wP|c+8|j>J(c+9(z{~gYQZ*4xSz|@RHH#U*lk0Hsru&TW
z{*}?=%b7*8lC@*lrh{Ln<=`1uh>u-fWpc#yzZ#DJJv{$&p0M&iJidc!%hr){U71}<
ziZq8PaBmm*7;D>rD6X5!5o_(^RJ?|JwXT-@)f6va(r*ewXjNZFf^wT#3l16`Q&s7=
z^9vUwNV9QzsKhwT)EwZLN=n{4I@M&ZSAUI;LJ({O);+IO{_XvUrH7z<dS#axN+w^V
zMnjj6?WKjD?-rj+#q2>Nh%Zxasz)tUW7nPhyEe&+by;*vm?fv2dAR&R&4HI0*F$FZ
zt<iAHAoPW1F6ov0*(o&HiaBec&jAnYD`8YrC|nKF_`!xt{aAe7JDJqS(j8gEwNjTp
z3w7kR()+ckKI63G!_(#IeD$h1@oMk4@5ga~lNM4FEHyMLx$yJ^xrH7cKJE!EuPj4V
zd1SjCb9U=pNcaQ3*=9xEF$WkLZLs<BxC`%7JcU`Ef4gK<37`op<->mutjV_~@Eqxi
zL>_Sey$Mkd<K1iL?bg@ME%h;xlaaOhMMMn>PZ`x3Y<!$Bu)gMGr>VldO};Y*-(1I%
zxn}$}V%dwqpUNk{><-%riSqbPX00R=Xlowh$WfV=v#)=+G!lz#`&eSqL6Er{fpYsb
z7`SOX8IQCM3WhjMUKr4QBEgOVlzoT7(U{dU)F@FIwfrn21S<FP?{5`<+DseKkjt8>
z-s?mR(<0dbv77$5cQ&~mjUxSW9e4N0w7#b!>;=SZ@D0y4w4+91@dav|^SKz0;j6|G
zo2OKrPuDmT^&7SK+iOZtJ^@Fn8}RGavbOeI2WB`5AFcPs1<ZWJu?MYuM7Zugds9Vz
zQi6hByDP!?+|5mAioc@ixt~zNQ}9D-Pyh@R)oy`aY?gkHQ)JzfniT>Q(l|gOnz6?E
zW1{6>W<mYjgxZ6Htp)EXrehJM3UBhg`XCb2dOuTNs0Dx8Q?d$q`zaX#t@uZJR>Q~)
zuq$-@M{2s$ay95EWRnzEiZKrY+ZrC|e19^6NX5wakP~3&;AIJ3yN``JMDiH1x<*6O
zYSKSoLDts*fjg(&UYEu)ya;wsR9Bx$rk&gISdIqc&oeV`Chs~wd}K-WBwnu$XVbH8
zs$c)~JNLV)5>gWe=O9aE8?|7`Z}y7~MO%ioGJGG*4q9Ys7X;QQ34@ce9v5v#`(6fE
zHO??oHB*U&dU_6i(c1S9iG>T2ud3i*Xkyo?a#O{)N!c)3zF_r{S;jvXYJ=@-zlO2c
z_ORFw%}8Er@a|-!_t50A^A9s=uC;0sv2_opvYyYFVbq^Pi4aD7rfROlI{2t*N7sGg
zYj!K)0KG2pGOS;+e`5%b>09${pvU_4<3>zQGvsKNs6emXjDO{g7wVT*%W<Kub6shX
z-ELkXjjSXlNyxiQR0lxVD-58vvTnmAeDzgvd$l)Do(f_K$o6F!x7BdVt-)uqVGL(A
z&`x`_N7)kmYB#l*QvX9_*~jiwje1k|#vdo5Ll|=rY{T2OL?a>=#v6rp{rQy+z-lK<
zaW<<vrgxp_TB=%;M>2x)6ah&v_53W~7T%+PQH{EHbgiB@(tw+>bpW3S2Y5%$NNlEv
zEPC)7_53(Ql_xDvA|tM<ZZ~q@Fu>5|R8WU*oc<Y*;I+)*^K0W)lMuT4tEaAgSRnNw
zyQqJiRZlLyb#I9dETFzt;j@=e98R0^{TVP#N9LQk31+(OigkTo)Fi_>g{E3Wsp*^O
zo1C5q@*qN#BQ!bif;1Di+8S;+_+S+(?(NvWF9;Ztiel6V@`NPP@Z*{_P!M!bHC8tm
zqHS?s9|@PaNNP}Y3G;0<o4XQkbu8)8a7xb}utRo#$~5j$rx4-o^lxdKOt(n2pI1MT
zd}AMpJ0!eAfW_LhoFC0Ape8420lUkjH4xDd1NjI+G$$jYgzodY(Np`~b8gT~=M!wR
zZuEvetomaPd_iqwul2Vc!@gOc&cBzt{BIR|;p&zMF3RSx=mUg_ms1@AbXqCknx*ms
zMi+a8PuC2zLaRG-Z-S0y2o>%p9w&YkCfW0~A?^uVjDJ;}vltd;+6&N%y^&M7CoiU=
zN27;v3X;E&f#>e?`te3daZ^cefM{IN(zIW$q~Bi&>qbo~jo0g|X&Q&68jQU=r534A
zpZiHR6J^b>cA7di{|oeyN#y>BPu&d^*!^h_?sH&tkot*)f&dxj=S4+m`IJ>JmQUfL
z6_1jG!y6C6%~%bmW4$wXPh?}`q>0&c<qY&+o(5Rm*1JXP7LrVivjg+=Md8Vu$9m!&
zXU~9<(Pu!bmHJ7!@8jIVYv{hSS1=#%<MKt|BXe<NM}kQbP5fgOWW08)l=U0?LJ@V7
zqZMs<e(fabSl@1=#?nK86@KVVT0Q>QtX>|p>luL3O?dm-qW$_d9E24Ic#lv~2xax{
zJC*wR()ZlM);C{VlDN8fs%Z{)$Z5BcA-m-j@$9_Q1pX><oxiQEfVd0&{71-w$NXF$
zwNU)-vheih@zSz*6pi?Zb^i6{X**mIskZ@!n%q@ezag{3pygjh4kuUB>w;xPLg2;q
zlAo)gWvpa2<uMW_F(lJ@U>wT(QiTuR@}e8Sj^C;(zr8Rq9o!^zs>=-N_zz`zU2G<q
zuXYsCInZ6Zt>_`z=%f>oAyE<Pz8bLwzCrugD)?_2TJ7RNsTpdTrV}-SvU6Fn*g3D1
zoJ3FgFhgYp)Zunj3v-X6@(gq1A>pebbMA@A%TRZxP99IQ7E6|+aQMNzZ-Pjc`|BFE
z`5BM(&<BlXD|Pwp$?Kam0|aU$wb1}2DAx^m9i?D0MbYdnZkEf)Nwi@CpH`C?w8lR=
zdx{(vR^oBXi-G)9UvOr1#bMnm@aY*q{|3hW&EP#L7<Tp45{^%8J@H|>R44Fy*GY>Y
zUI?UPcrp{OdAnKYtTqtMcYeBykZ>|ijTf>w3Zyr68e%hTx)<kYABvskAk-+)+YLgj
z=x2ZWSzMJH%H9s7;gHU8Fx#lL9(fv1<%*$R;BrY2qVdx1=%j&2@4QMbD&DJ04m0Ix
zM3_n`dSIqQHjA=l4VVCWe;B!zw6fZYrzMfl?$^k@;-vavk8gY{BFJ1aeyGZY7*?ZJ
zTlaD<w#-WGX4Mr+1?pRt#Hh76;zzVzZW6}S_DL8Sq()zbyD0Y(8DD-fO_!j;7l>VM
z%2ob`hYoo6!i(382)ZoeNyhcb)b+jUI4biT4?&IhLJ0$S9!nef$s+@n$=YSQZBvDX
zRzXwGfJNau_{otqQz>VcGSmom4YS(z<rmh?`sOVkOnx!LHp3~Fr0W$|@}>2FTdgWO
z(KRzd4l&Xz-(G*d?KUZyLEJDKMq!nmcoVTpLF&lVAt?Q;icz!p5WUiMu{FDRPqr&T
zd~{^F7)5%&8_8i`?HA(U2EOWQ5_jfiLV;=Sdl3a~$cp*kL)%%2W<(~9WwmkI=)_Io
zXI}^9^4W;v&Nq2u%9ouL_*E4b)JR3{y28{S>NH7f_0D0jBqOOaR19^De=S#~?}3Wq
z)Z_95yd9PS%V>>Goo{ypqMTNB$?f9()#0+k8sSzSAFzJ-YX6D6zFG`%14pd43QGL|
z!!EAxS-I2MR(BLaqV}d@I<m4~bH90(V7}x!(+(rve|qCCyS}{pAdxHfS(9S7_7|_+
z)uiX$4AzT9t#_r-?@a~ww=3U!s3fG2`^eg&kDnYBJM(W<W;p3Aw(h(nI@=V~+Ocj@
zZ;JZN)FV8<Ig=#YYGW#MjXZi)zR@W}7pbiNqxlWn=tuTl`ibRc^bssZ->c-yX8`9^
zyYYnKun$IHb$sh%C%9cgww67z*`T#d3*Jd_!H^hq<eA!SS{vd?S$O2UZ(Z201pi)W
z5z<l{$7U^EN8tP+*=lgBOn};wybAHGf5;-dzDv?kO3{aTY{S$A{VVpN{!xDnf2^5X
zP)CF`eVEpmY0_e$Zknm{-6bz=P|(Tfj`i9z;NQj(&^i+b8mo;Q^qDThf4|(=q)iQr
z|7TKuAOB@@)c>eK{(t&wdE=CUYngF*N%8cRdH#uUhi+>KD6PdIde#@QyMIG`$_h9<
z#Z2{KgV7|Tfj;y;_OTtO{b)JxF9o|l41}Clm_amP+Tq3DYbBYQQJqk!!`OQ#Ved;b
z7Ln+?2FHCQBYwE6aY1IRK>on36tlfWo__f=EbH)7{ti7!&Mc=&Wg+M-Ra2de@yGs7
z0pj>@cMR*IFBz_mJ(YI8yJgk^G1gSqN6Ce@FEj)uGbhnh0oG=SS>Xb_h3y4!GL&?h
zeMRb%s0HJBfa!0hCE8)v4j*`z+trsD0NxfSo=^#P7=sSRkjtWTc|QxQ_My=rvz3h9
zc>6Wf)g6}L=QJ#b)8W?DrI1y&z|+b`esQX}GCZ0YOPbp@-pq9RuBSEPv?bKY-D;I`
zK<fO<1vJerXpWHhtdg-fd(Z51z;qn@Wxg<m2ybaW9j1>3i;tz>sDd<Fh9?}?;CO&M
z8hfnP+VBhIu<5{tUFA8Ji<Lm`yi2{5Fb6z6(QCRE8!fn#;?eHx#l?y(9TDVNtfv;Y
z%e^&|0U3A!`W}iihr55!F#DS`kvF|hio&A*WTV|@M0zTVwXW<}=3AOK7*@Uu)qskT
zeOijRlB<wBH0$!friPE{=K4JBwZ13CmH-BOxQlKcUDkDQ2-TQD*vn;=c~7QGAm<KR
z?oBPL!18cyY`HPb8P=!UnG~%TZthh)iuV|O`leF&#=KV>7ORuwC^%Nj42_kOCs(`m
zZ`AyyfqN?M!eUIEHZs>vFn4I~k|^Vc&3R3dXRHBoQ0d{Ng6K!Dz~02IK;#5v2Q6=h
zwG<LC@?zg7Tk4qCI%t@APQM<lznv_XJjT1_TG3WS%U_K@1L|jmC!aKGNNd@>r^x!l
zY3c;$31bKo-cK?yw8Q5k<!B<pV~TF2Gfzr(7H0b~`n8m7V|=iE%yNl_5yFvAel-_9
z-n-6CZ5Cx8!4q^agMFQ^hsmF|j!h#wyT`<cG?tt&3(^#SV6ika<kO;-679WdY+u$v
znF4!YDv@=2T+3cAbS;s<3!|PZSSxb7$^Q~|?xkLsZ?IOom+mO_O!|4MT3UasQ6*`e
z*45G7#;&A{LDBTI{-mJ}WZO$uuC&ZW_|pAhM1>$fAwQcLlg-Ktjk~2K0-qFjq@uVV
z?G>O;u%u$N`nXEGIdZv8ZTC=5Etr!HyNRbP<(GyA1(P43%-YLu_OkRQlLbi%_)%<N
zf^r5FG4MSDbr=@jhCKr&82_-`nN>!D-n1hRY#FbP_BZ=r1Td=)ib1GJ+7X`Wn7p|3
zkbOGMjk!tDq6|1s-g*D}cWt?G+%urMwROE|*dLN4A)^zLJC$@^5W-Ru`SQD#_7BzA
zO6j~h`?X(Jd(0-1C&J$@14w%&Eh}(dCakr3dj=x&-c4V3*LM%stntg654H&SGBHn1
z*#j;J%O(7ChAPQBPzP6afGb#7OixRf%s>j(r5{@&!V8LR-*O{+h;dI`Ugmt7`rIFV
zLwo_x9C{O<qq}^=tde+8k+dO7)%QER6M3f0<9j+qr$%fXNyrT98Ki2`@1{;n<r(mX
z9|k_47wRd!$%y7wD^k>8SAoihK#7x;PDAp^2Qo`1ha8=O_hwRV-*BXXE4n*(rr)~D
zGpvyxodUIPQMV$|$6?<=wyM|F+Kc3^<l{jEViucZ3*sQ`GBFye)M-VX-aO53aR3!o
z>4qAmfe4;-Kdv4LEywR`1MHc5fhppvBcZQ#Q%y`Ga^4O~iRcAUBn`QZ_PzV=nxEsg
zUBuR$mvvy(B#8{r>LUO5fNc+tx=GIbcYHS`-CorApMMoh`(K51|98aD-}`FvtM`lM
zQ`A@NY1MG<YTYT)Jey;^72`hMc>7{UJ~1^9bb`+~ca1Ku31BFHK<YFeD=vRKeJ^$s
zP}ni1@9vYNlpO)v2rrD)Y_oC>SN|y7)0zVx56Mn2#+Oo6l1+KDl=0p&o$Mwww@8{x
zr=McY{^gTPKB$#8I`T#;^6^BtrzJr7l*aY6vQER)@W(IL%sbDS3~OOr?+_hajd>}H
zSK!Nih#lr{TfH_Ki$d=53*P(*AsXK8&Y@?3cjRdy&8QGnU#GhVtX?|$37Ch~P12pn
zSYm*6xBH6up``BQxNGNV&Sdg~ZNZb?&xO6VH3hN2%fSDOwfBx{YTMd}K@@Bdk=~Ue
zB?5|o^oR&Zm)=1sQX;+AP^5_TF1>e%AiYcP9YQamcR~#<{<i1bbKi6BJH9dAZ;bn2
z_RdcBUTd#4*Idth<}<yQF3nvc(NN^WP$6OF6-Y-aVB+`N04vFLgb}-fZjv(vAxUD%
z)I<DLqgM!(3@T2En_?(z8P?!Cpup5)PRR8kq$BPU56O9bZ}5*NfoGj6ea_usg|QK+
zxX)aFL6O7y>KD$sfF)Xg$0~5)nDgcD-!w+BvDUGia{t1L!DAC~E-yvL7;}Cj3y|M2
zjHX-GNGL`G8=&Sxg!kf0p@cEK;h)H1@yo#%YmFITJ>li_uuxhM-3f3<2_CcCd7H$7
znq-hAHZ%g*dA9-7Y#2%f)}o4nWBdYP`@pUUSvYH2EG5LHK;&*3%NugVj;(f+a3xgo
z`b0+@@wt(4u4e?|Z=@t|U4VsgIMF4~i)P^bq63Ny^TN=lG*TrV>Z7t~anON~HSJX3
zGrYJ|g4K=15oZOC78Rif>}1u;O$;}z<qnDr<5$z909;`s&S^-{>>l%*A={>ZLArJo
zcLgxJKa(L@eqnvHwCaX+G*)DU87h3IW9IbnWZ+c5?>`5j@|9a452MHrW}D7>eqn`p
zXiBi00)(e%5Y|YARj?LsDosqTACiz+Zuo`*Mpzy8k4CHRX=IXQNP!=T$W1sX(CD};
zjF#+|M~AgZ2eI$^V3EIH4!(9nSY6kl0Pvvi2if%n-Ib~)>g_MA;Fy1r+fMdgDdRK`
zRG|QC*H`-I70*wsf^AvxTAv4pW<36d)vn%z48l71l^zyh*`$n)J8(8maKXOWm3AWZ
z3yVZ!yvP%5enyHQqoo8hHO;bkISrmQ6mGh*YJlSH`{|G=QTf6rP5ui5wo<ccp|C~O
z;U`t7ZvxKdkjrBTy5OwmxwzMXOo-Jo(|A$ksIwkvkT_d&8$TZAmd>|>!M26cimEFH
zTNmTDWL#0Y1GbA)Vr874yY*tIoat#6vR1|KAvbVMy_s>Suf{pAm>`r*8yW$aYY>L5
zp(|WqoZ=)zU@EBJ<?i>bd%<HpHeqc$c%lCsD|x_MDqIGL{11R!gY@6+EuDc<ddz(G
z*<&^w!d-(aQgoQ3oN!v3{_1?l?-8fEeh;>+iDA*3<A@GHGK;Ni-y~NoHwnHlZ1AuN
z1^+x=IOp%z##BRqWmelelB4k{E~B%BEo>8b7s!0Mh4v^!D-@tn1F?P*y(4*IH@<)u
zBA#|AHQBv`$#u*(zzqE;DYyEf9;Bv^{}6PE158ggU=*Gbd~~k>MwxmWHGrkpy#!`)
z82WYNBVbel2TjZR$_^R1lgc{`tH5c`KTbpbyynk?-#=)~%>cm7@8u#IK--y-pzC`-
zJjMPPu3#kIp9jz_S6RgqR}WvY)eRvA)ZKZx?WLM~j<eXE+gjlo?($wA+<9Tdz<BbY
zdTSoT!X7?adUTi?^kuZw5OWPYd-B?qDzMC2!1gD9&&P$$oYWtI=idO>!jA_;W%di}
z0gq<62kR3Ag{Gy&l;~})7ablpdO*1Pj(SJa1t~D@n#6u#1?4r;!MdB#@M{1*VuCvX
z`b}0>O!|QL|NAXp0rv?*OE&^*$WSTh`W$!~w;1v?5dMF@QD9B{=ikC@+nKQ3Hw&BE
z8=z{VJXB5hIg@kwBOjD{)hy@D4T@^(AH=u=ZztV=?$1$rqxpUcUVecxR7<zCZ8{{&
z$N|LVd$nmAP_vx+&r6H*ps5rN;5$3H2laX?8;Yn0c)(cJTd*kDJj=Z%y_h%Lq)u;&
zD10@<unq_5y6YcI#6NxN&YkmMweuS}Gc)Gau2$1ue+lHQ{GKC}S`TOe_S2tj0AA@I
zT~h>m(2ufetF)QXM{5a}R!7kCH5-d`I(U!-J(mUD4QOkkO!w!DYgK$EelIrAXc>42
z5M0KEw+Y6P`5@?I-7y)f12M>O1h2Ev2cZ!d$q+kClQGbhAz1%qNRBcEcwrHl(f|rr
z-E{m|-(b1e-DwGaPRacj75bDh^67J-$Y&~wkqYLrge3iaypA1avut5~2ts5SN$Ur*
z)33WNyuYv%O`BZBCKE~v%=2sIB+$G5#GKTUXcZXY8Bcrt&=g||2kJJy^)jzo@d(du
zXR(WFDM3+^;Q_|Pfla7j-<E>g!?3M1M6AteVaiqS1x;DfbA6a}hC>*RseWzgXd{CD
z!01CA^A<D+g%?yoM>zLmR=S1yDgwvrmT?L3d$q6kR~pWYr-;}lTxnK2Lypfw$A%45
zjvpyP^GwM`+`|)D2PO1wS*ImLDDdd3`l!8m`eq`x(V0^-QL0*o>YLM4pEZ1n{1_sp
zmjL32C%cp7Q*ETmR@-V@8d{>^)(2~8hzo8`*1loPmi}2>kp0K8WPW>^H(AlcRSC{3
zDs1M)o4R-6%dr$I;}WblRc;!ohoCQUmcxAOV1>WwiFyNS^?1wBdI+ICKZ8MNWttDc
zZNcdT$0ypf*~q~lUIE51liWx34SM9hhmX&M`&AE8L#||s7|V1v!(|>oo(9cp(9Rv{
zNv4~PY*Ut#mIjx@eLV2&^j~ReihVF9DY{F_H^y?K{sNufewi*UG;n>7be{40APCbV
zBb)Tp&o})dViZMEpY`B2KgmG-hv-5qmEZ?vvFf=}Hq=>(q(Vg9fxoa&kRCWFc+LF>
zce0>)XiAU)z%1&@4LX*6lXh2&1^Z8DE!OK{Y^3)qS}J7fIlmR?56nzKZw1`yt_*-^
z>`OrQ)Jkgi_N*TkZfy84kOo}-?uMc`uGd|k!#yf0_3Gr74qwKxqOBm!K&<<bZt9WF
zh<5z^IVx=v`iU1|XJN&*hR<a{_f9sR>;Qu^gwuh7R?vl#%6*aTKw+YW-;(iTw}I52
zoOsiG{I0J)yHeJc^pVpG%hfvQ<_BxB2wwoGQ}|qOeCjVl^IA3*$*KS|)Kjc2*6LGP
zq^4d`9fk`D)ub`*co0q3)5!s-R?>LWw(swth+g_)gZ<XDRg~bzH3D*gpXSK3dSP{y
zG!I}$IzT7^pg8uB0L(C(EvQ@Ol%zC&7IDSMW7B@(cL3)(NwL<8G{|yM{>8<}2(}q3
zh#05+8EGVtO_-H7WQx<-2nYrLkGXV&-$A<py@i8pI{Q7bV;g4GjPFRZ;seCh61R3e
z_8$ioUa{`IHk`e;YCYB=OWGr~?No0&@1{k16n3yP!bs4KM|#y%#qSOAGg7<=PCCQd
zJMV~&$MufYTCc}^CE^UcQd%$_Ke_X?m@ei=rJ%KNzW@Z+R52`}>+RgMBxCAC?OpKE
ztOPU&4z8)#Oy6t?rY|;3jrw^3nfJl147Yb?G-f!-FRoa4;LJb1$3dq$f_>il3#&NL
z)px!!Ka##S=KXD<2T)mBn=h^XA|DYSS%*Hy6ggge%!L+Cin$rHMBY(nYd!ZcUv-i6
zwM=cnaCqPY>#K=5MdTz=3&iF^z3}e!J^a8>`p823Z)?(k>X5?|Gx5hIKCk|FY{C&9
za0S@>zmXUJ+e}4#eSBEga5fAvtAFtTUf`~fFJ@@8`}}&$&@F7AwilgnuHG8*qpjA^
zRaXLrTGHD_(!4UKr4Q|&xu)!vn;YJFdszStqfpE{WS<&-P3AtBt|$7Wu;8bmy{F2J
zL$oW*7SdAR+9~oVN(YgxYIST%o@FjzGhfHYqwf1Np`&{J>}-^`1y(DfN|z63neJ;3
zV?2c3XX5Fb*|5-aWvu;d$jrlno8`|LTlCai00A{&>e(uCQ`saeRFo(lDe3$KG9OTV
zI2+qt4`I+WcRa&E>zHiLH!QRqxoCx)<alb5SdyU@feonMV=JrjmAfa`1iA^B*mI;C
zuh`xzyep``s&Yxf%glZ8%zEX7@5yY{B*p^j?o#0>`5WQ)mD^3<&Z-YKQA=Lw2oqr%
zBr*Qu$L#Lss9uaT2jCg#0VXcJLgaI=VLDp%eVN|;eAzFoeAN(8&GuE{*o8XT!NBCt
zrQG;niZw$t0VLaUtC4ZE+_%idsXzGqEf?%!d`YD~r$2xCnOwqJS_BTO8kWy9(S04+
z1;Y5}gc>Car>UtUsaB}FbCdT9C0@Cu_tOrD?xuST^hz~Zh&X(&Hn5n*ASEzF*R9v!
z9K4{VrG~Nz_It09Z)fs0M2p!uwRuBhwZ2~E29|&%j`24<E)m&&Z40w0EAqmMqr-AH
z0jr3Yo?UYED7&4B9g93GJHzW?v|<noPOH$rjT%7N28^1sRS@i7lx}5!(j5-uL*vur
zVVkj}y}L0&BwEzqrXC<ZvRW4%()@w!vVT%#z?{(518Y?XhE)EPD^ubAww3Gqjxe}a
z_l!D9X+f{o&55b4PfPMsl*$|s@8wB$4YgV^ej-$zBRD3$nO$8JEyXm?_EsN%A|H1x
z=Sxj4%f=JO6vDBA<Pz=fx;u{#S1u?AM`0^#C;At_`@LW{PtJ^)Za(DCJ{TXI1_(iJ
zQ-D`uDs^!V)hm%vM&?|Y>(IsuHwKB00L-mYGqZ9c?*y#=@d~5Sa2Bd;OW%<iXo%Y0
z(ibxYVee*uagYifGjd-Qoo<pIe35a&v!+(C%1-NJyjqtmzXZlPDeedBhQIwjN7LgB
znpI~yZ5z}orCw^>HKC03ZD?~9<;MzA94RXo+^^8OJ&QRM0aX_(>SZxzl?0JS1`n%Y
zO95Fu%Yg0(Y-Q11{m=Z8x}bxwfTlxh5ir32(g#RBbK6`#QQ7Q|(+KpDxOw()T=R$N
zZDq_cbmO6rjvBceU1k?F+12Fly{g6z&G*~7MW$RbOc&StQwPIgWfk;ZY1sNSZRoE(
z#OnETzM+RS;*a?<c@CMa%as&gk&Cc>iELq)AiTV!P_t(kqLp0LE6$zEK25c9pt$uU
zM29Y~-<r&ty}#)D%Q*)&7-iEztD;*NL2s@s%p+HR=mD&59J<SANZ5Zz(SwKYx%Cev
z!SuJL#1$td57b-d0mta?K~_ZTJm3=l&zV<r)`<V2Uhu6s`VSUGnggzqT#yw}_}j7l
z)vrIRrW2!1LzGt1giqOB9Gb4&B{2tZDb(xb=8GGkTGj50J)Z7BsR7*M<V<?lL--_y
zW@F-OXMA8Ms=EZA0oj1p0bN7Oh{f<Lu;O6^b+|a7Lf|v1Bf~a#nIV<)58Qcvp=O!{
zD)u+Wt1S|P=C}iWYAAg^6HZs|8WLc)f9$^VhH+x=8}<VU4O?+*Lle^+IaPx`$6r`1
z$hsN+&kU^yv5X#i=B?W$YG996@{-UI3J!N3A(j`ySzm<=oA4kb^$Dsl=dUeIE^vl1
zyhp0>m|eSJXP=+!>9I0?w}yC!yQzWTREzd|k;Mp%FUf8%#p~2gM*rcFkI~lPZ?v4=
z@od^P%<~nG#xo<?4?BiAUc_eK@5JY~?RfnzYI3CC{TkH@n6ZGr%$VDbQr2)$#CM|)
z;i6qUix6taN`@)yWUJ|dO5I`aTT*O5p7R6W#Y<{eUf6!74qo6?RGX`pt&B@2#qqAL
zeyfG}lOer9>!bI!KqJebWJnV4%JGaw(aSo&R=QK*Hd^)0o4f&vc1m*8Klq=-4|*$>
zdpQ+T;onmnzx}M)5b(o#rEqVVPirUjus0AEFK$mMt31dTB&TVuaK(v^x%)Of`sAiH
zG-bqI#)5!;_mNrR{@Ynkm8wRjvLDN^`1!9odxxG|f{#rlMm`>sU4+IqZP*qagvK64
zb(U2rsxqTfxiu7aD3G@8cHCZ^v;ouzX3ntpAvKi-jp>C%Y7;Z+4Vpx@Et$7-PfD(Y
zwm+TH%Y#&00mZrpEH5c_nq6C#+RZesUJr51N}S<;!bFuUOw>EhYvSOS!0rwmr6u5;
zq9c~++GYvS2$|@KJm0yrx~ke>DJyQ<^u6HQ`9Jg?XKTz!_*}Lo)M5X^66#&?5C(rA
zu6Gh5yJLu?va@1cvcx*q-j*hhmzvsB{wkTKC>t{IhTt>T_pV1PlpgkxKw8aTHu!g1
zO*kAMPz6n@0=gDpelo*te{1iNr`;l^WW~o~cu*j<0d5zvLgI~|xG;naPQ4d2#5z#0
z(+gO(dXN*6DMiV5DZ5y3{}9hkkLqcAQlwo1%1+?ydd%~qoyRScwM>(oAD3g|g*}Ro
zT+Ai-NC+)mht`7{74PE95w4{vw=0mZMSuP@ef?9_9aqNPv6>m<q5s=g{9$TGelf0(
z4ePeA2DVq~fR{&FTLwG(;_8{*>gcx1VaC$$!Jk$kqf&jzo6POCxZ8Y@P^WVilsg3_
zessOoeFYXMTlIZE!0TcY31yQ3)DS1N;*?W+15;bd9vZkIlI35HN18F@?La82tgH)K
zlRSAM%V^5)NT=Xy``}a$?>F|kP=7nW)9L}Py~*Xnk6WLsP;<mUeFz@1r&_4cV0+%%
zd6=4OK6;Ng(U+1ZFRT9vwAx@;{BatH?mwK<`Fe(>{i`Gpki9e)_nT95=GvET7W}GP
z2zx#W8h{Q!-ubkXIc$Fl<aorUAKrkhCc)Y|GP0I$*T@)gCpt=UaW*Y6qLNQb>Zi5C
z%4TRg>72tlDzdACZgMgduxx1{(?+?`<^2L+4Sy0ciW8BF0q1Eo-G>J_VNn-|b-p0@
zvyRGRxtSH$@UXHR2e2KnFDw1`Q~um@FS{i5L2GmMcOJc8)UOfr@TxC7n(TcN7ajq5
z?0QAj2HDqBh2&2Sw!%K?>iygoPneTH+%$RrDWNI>HF%>GM)IalN|1ad;S_6%WaXnX
z`QlcA*@9SxpSqGzpC^<|VhplGh4#N0U=dqTCpCZ-ZvP8Q<fJsA3q=}nU7W*h>Zl{(
z)B^O%hmqhyk`o=-kEgEB5dlJ!!q&9WTg#1f&dC+mR9&^_4pj7ytHs8ay%s_oX||8!
zyQQ9lJuVcyrw?-e`~Du--h-TH{<h(N_upM0Zk`%C?0~lxJu9}HDns(G1pUG-;}nu(
zI<0e)5b>KVMiWnm9L&N!Ga8%}YH8^v7`3D43~hyKhEC7mFR9ccvy>L>w3L1zOwzT*
zL);Y?UCO<h^`?@Cab_Lp#?;9xt%!@M3slFJymxhDi_`R-)fMHe-Walf6ZGZe!$WJR
zCG@7Dhe;LLG`6bG$I%2(I`hS(^dkMmeiH(Rp833`TWJw@kB@mMsjB01;}Z7iny1@f
zTf1$&Q<?97D{i#V6q_XTe!9HdyIuK_`bU^pOvUIPM>f7SZwG&;ovwIAH93~*3=9vN
z6?RO9bDeR^ati%YrTNG`FW^!^hdg1lpxZhrr9-#=kz=t8)t66}H@^p`_`Tf%YYGV(
z8>ARxaw+q+$Z*al)Jm823DA}^9!dBPoZ<$20PYY;t~DAnT+Y%Xax`R_>5@Lv+lVs$
z?!v!)n3`iAfqLm%^sc<>hdit{d8;U#vyFz9U0<;&sOR>S*DEfy`kuXk+3gTB6V`+W
zXmtiEKiBB*-18NBg|_QVG@rh0l0hCW=|_nTzdepLZ(0)cFzi4aR#xP3t3`w?m;|iO
z4Ju?COqsESKe~-af<O!VCl@mFX=00MDz*)WsFIKv@~GJ!3v=Agtnz#O<#k68iHhTm
z`g_aXK#GZ92Hk~&{xyE#!hN55(6SbQ3_mD;6C%T3@eXUxsltQg_=$`dL}H@EUi-MN
z(*4;|^znxc=!iwVLOMF9cSp-7Fv~Olar0n70_yCD-XJtv)79sh+2-SB=3<x8ob3Ey
zb3WRJCjpsg*M(iEF;g?OKaLB@H=AYN2*>F+40^r{Pip2s?bD$V75C0huaV*Fhs866
zAs`(w8xyi9M+vQ`evFrnJPElb`;-E4dVBu51Gx@%u@RH0#RhYwcQq5~v>NPahM3+5
zzxO~&_CfCY%ui9u9g#+Kp4F)hpUKkJeZ!sDTgPRgZsULIHXfgSIAd7I;QFlH{w*#R
z_1#Y>v8P6Fy&JaQA}V7kjd;a8sf5(Q$Oen`8eY<!H_w3pNFd_1rAYVvaEa{R`^*)B
z@@RWRWzO1SxdJnr+ci`=K3-fmL7e}S%>{3rN5(+e<UsdUKn%pswJJbJ-FTVGWE8%r
zvFCHVGrz58hNQbQzrnR<(@45W9|}UummOcfwh%Z4*Excp%HkWdye@aitTC78=(`a7
zNm+kN8Qe(S6y7-8I6mlb3>PIqUickEE{LO;N?Rp1`Xn<A0SM68uPr>wHxmo$&LqjF
zx#!1Yl8&Th1z?N6lHgDFUe~{DhaB3@0}us};FZ$QrLIXoEY5^Q5?2CsoTmAzBj3s=
zNK{8@SqInJaFpZTjbm7m-+{JXi6do_Kb~ZNJA84Nw{gp5vd=twPYikWCAvr)iEp{A
zF~(Sve5i3C$g%^z-^Bgmp{+SDoCI9g(5GFEyi%4y$r{RjT+4rR2ghi1AuSI_x!2gN
zBJYcGg=T2M<4rXre^Cx@Mf|zsL?QZt;c`XuFRa`@RzbMgaGWugt^6%!e~ZS>OR@Qx
zUs$%o-oOq;*F{Jh&gw!Yd%C6bjs>2>eRsKDm3MnJtc>}nq@$YM^YukV_wgssnBE{q
zzt00Nv^`3_G2_N>*2*hR=<(-6G=@c9mAJxgQ$9wgHM|ZrlPbhfmrf<<-Pf%O;1o(c
zQS#LER6g0&A&9*vi{1^|+*vVArgl)mH(2deT68sjjQn=r=dF_Ha5SZd>z6s5526|2
zqc~k6|A20s{srA&{~Nj)oA{Igu8S|)Wvcn+)BcdmzzqxBb*%qVYpkSR${Cbs+io!i
z_;h>$qPqHRy`8$a_*|rI34SdtHrE5iR|TI5CC$tuN=O*q;eCh4B4rIflic1rI~IHv
zy?37a`n8A_^2(tj#0j(Nka59^Jt;%*jileXq-9-Yl!Lx9%#Q2*{S$b6vs-*%jcJLa
zs^@koa=RbGQ`UG71-d%-yQt2`^R5>in*pL3uv?y=kM46_LidGIjXBy=ad?FkK()`{
z24Z@;OHKE;wLVth_f7N=+L8z0Hn7vm+JaYJY=svGD(8%<3EyY4@%v`N-8c@4pO4NE
zT?jfT8c2*Mi+kv-(9WCkxC(D)<h%a~-s`OEty5=XDWsI4Mb{RELLRWyb#UVzvrkM^
zr&yrC*$xF~p+Dp|W-cbG##AYo%hg38R)suc&ZvdII+)ffxpp23?WnMWOLC3>1N-*)
z`Jam=VUI`qf0dz1=}CL5UMdHBY)%4Tr0QKGb@6uD4vS#Vkm8t%MLhuMk4TgOoH-yc
z1%Tz6Ix`-bYvcq1L<^IM<oFLX&iP_U@%G|xE7Knv9F`E5!d*w7!swoL;S5dq4FoKK
z9)N@y-R>kN52eOIr02%#`DuE2+wMHxrr7X|X`M&gLiyvHM`jvb2~uO6hl-ZL3Ud+g
z7eVDQ!xhk_d%aHvzAf{<y~H)ter8rX`^p8w`%XBTNC)p*!A#P#(077|_^e~_=l&HC
z--#0CIF*iq=3_^nTXdUxFY00M;^{^TW_8f6x4Or81S@IF!Xe>sLAUMorT2<^T4~Sp
zb?N52e!^;#?()MD#4cL2X>jwARD`Tw<;uif*t^WukgQ+yZathMYh(&LNL|92uALDk
zJj0Jjx&}MA^C2GWB+&G@`fD)+=f2kMwu=$#W9PJtot<uHh-MbVUgkkKn}`~P>&$}Y
zX?;g3m46aW$(mH^xkg)UYE2Z->-sr<U-Z>9I3gbl$#>w2*4^nIzmZ46Q=h{+Ja%}S
zKAl}Ei5d}{D8I@uzMFltn;C6OBMK)+rvr?3r&b)yw_G4o;sj1mllbQIdXD-D{0TaP
z_e%eu>Do>K5DGXWULBN7tR)h#kZC;?h!=5ZfSn<HbsTdS>k@@Wrq@gZ_%M(4A_>ec
zMd748%=jV3@?5hhqFNxQ*hj!usgq+~61PEF<)Fg9=ySONYu#JlbHuGewDP+Vjhf(I
zJTs!yf!a+(@UdIck4%;=kxor}wyJyU^vC?I@S%ym!duscv#&CYMPrSrj1=<rgttRq
zi~c0ZHg@1i+7u#C65o)78SZLHIdB~seYM3{#TE>1dTW!4P>!E)kxP64HiN`T>e@?R
z`#F^Z%hkS%xz=}iOZH=iO46T)f>Tr}9ZQGrN=u*d7lVIR3V1SxQ>@XoUE>X@EzjJy
zFPtR)tfrtl5SUGp?hDHn^Z0anMi>y%ahnI($Z;Sy5nw&~s+g&eE~Y^^#N&1sNUPWe
zdK1MZM_EhQ1!OITNGZiEf0t*2D)({Y##;F!r&Z|{xZil4^#-dqOy|a!5u2djfkx_m
zTc`0G;mfg@UNbVu?>3BE#qslsL!9TkdR+qQ@Xx+d-6#BO7qm40ju$Xu{v%%S2eekF
zuK5T`)aJ=hd2sC=t3>(n7nVAp!jVv!iyM(E<6><c$VWFX>;=a~;a1rdEeN-_Mk?HG
zh<3eugqmzJs9``sn!ic6x$XyYIDG9)aAHjH{Z2dXubq^jR`6qhsKL4Pt5sinnZfcz
zg0@SGk3w1r{AbGTD7_Ged&q9%)CfFHNV9s5wzFeP%d^-C>kd3?Ur4fvTDe&rlbz|i
z=$NS`pO#b6=<=j6)Bfkj+b0yfc43zvp$l^Hbgi<yU+2W_u3cqz60S9!MBHo`<-QO`
zUj{3E!4*I>%$ku_y;XynuHgM(;b}ovHNX4$fj2#eRU(+w*^O{_Q+uT2wN<Qihh1wA
z+s5LEytsbldAu4^{m+?VtIdf0Pp8Gu64m^H(1o7~W(^Y-W5ES9`^O}4xv=hj^M#Y2
zfGxTO7e%||2JSv-0QX)2TDDq8yAX^#R1I(lfcQ)ryX%xVhqTcCE|s_@ZF>r<S=z{2
zgLjaewN{_8gIl<yTEA0Fk8{dccAt~9h&q+VC4z(PrC-~CplTTzZ{#EDh;|#b!HOWr
z{oI?h<D23*#dfYu{*9xLQ>N-`E>W!>(9ooj;V%?-PSR(wClaPDOYcluI9(Rrtuai~
zo9&|9KeGYSPN<`_?K%+E{p>ep%jH<9pChX#gp{;qitD9=o)tX1rNM};(?2&$&?{kk
zp+d18ta_1|)nPdLNEu-X6R6WGhWOoQNgJUY0zLkZz3FTMfEK16TGRd;E$siOxHc~o
z-o31QWAeH!NYiG&x#-$*HFh$C+N4+??d1<5clO-5Mo4`aY|`o(C+hps?=J5~ce+tE
zMH@=CXk2&iePwAu%2Z(n0;t&%N3YG;y>g#&lAs!%T(nA2ZqF!sDxP~!Jm0;YX5&ch
z`&#%;Af~4=dg)X7GFRwviYv_7)81`|n`o!^?Wf@YSNvHvE@RP?4~pISQ|%N^HG$Z(
z)dh-qr?TpA?(;@M?ke~Z7&M`n;vsdR8(d+sYY9ebN{c=q{(O;#ZN>ta%qudoM3oD_
zK{R6QV8nCUGk}+KNizF?2T1_5@gLZtzNyRqiJbNKI$eKME%<u{gTH^q&RrTjrzmf_
zxCjF<0Fslg_il);Mp`};Z31j_3vzv1eVpA9dt1solU|Z-H$v=gwoOh}&?}bh>uw3j
zb=8EcP@hbJ&o#)>{MX3}AvzVjl`M14uET?aAJ|egG@cbf=a^rY=^~tzXTmPb2ur@4
z-0@=kPU2f)?&+CoL;YF6#Ufm?!bSm{bvo2!TARfl8jzvS{LO-=y@ep#5Lsz)^};Bg
z)nIoY?5)H3xnhcTz|<m}%K53JB{*MB{>=1-VUS;}(zc^g!bWHU4a0k?TjdPH$~Kr7
zhfhQIDP}~{UzLbE+-se1%)ay(ygIc*Pn0&l(>L-QPks~2e_7Vfe983$qNp>GO`6Kn
zU72`|dxp`ByM!MLZ<1at^B?ISWhEHb>c+AB;LHr3;IZ9OLaX{0=-YvJT*D(WF#|Q>
zz9GXot5()f>DE@thV2^@O&`UslplarwJtoCUwx%!%z%sI1#MVx8bx7$87wxwUl8PZ
zGDRT#RZB0W_G2ndL5)X!YzG&#TjX&@H>&C9Ml;C=@<(Ua%j#u#&As+;D%24!dUbKP
z>G%&emK*V6MvYpBtuV9NFk{)r1S~y*EP_HHRjDY;{8%Z?=XRH{xLs{-fG?47IM&JY
zi)(NIk?-X@wig?HZ$6DRfjMs9r0vMBMC)V)sdm0ISBb38m&|-A+c{qUICtw&_uYE{
z!>!)e_k`r<{3e1@cetuX_NA(2pK#&Co0!zXO~;FdbpH?j)S00LP-zEa8m7_^X*TJN
zqpvdgpGuUFb5o3B;myZzg&`qPf>K<9hntcE-!A8o_4B{5-i&c)$g~*++D8D@ajw~l
zb26D?S`_ZZ*z@01myJxQ<wvf{ZMg*{jfNPSQjTd2Bt@m)5N!(tiK$fxYmG|%a4YOq
z<3r>Ml^)Zc44Synm`fGLevIWaG-GslqZrv|eapIvGBkVHL#iAG+7J3E&tX+(IHbH=
zK4*nwTv|QizP_U!wl9N$^fZV`4u7&277+yBCS`f&xYap!k+9#o#JMj!V7C!?jE_6m
zTC1Z*`j&*)II*tE)?-^K2s|p?)75pb05HY6d!1pw6HHvs*#6^~^1Vx3JG)f<rLM5{
z>b<pRG=rjg`i~hAHmIjnS4@^Kn*E;ZJnb}v$G1!M5`yEUwp5c(S$P7uXVz8@<iSb@
zKRRCfc=~)__gOSLmxtV40FjJEZ9?uV5W5Oz*M3l?e}{FU{+j0PuAbmhDiKbOw!cRi
zz2AEU8(oj8AO>UXBu|IM0p(m~ip-JVC@q@QuCWDHe7j+^4=J6yr~MJU4UYgK5C*-`
z-|<Fqx@Pd<0wbk;euTf$b5(e~_RZ(1NhaHRc1Q){Zr6Tlqf*NoLDk9*S<!?^TP&IW
zbF0vY625Fki|VlKX|61@u;eaesl5W|`~}tJcwc|dV+<Xp!Bx`7K5Uo9_@n)GA02<!
zVoFPc^x^3VgG5U1P1UJQS0=B~@~>|1`Bi#76tqwl|5(c0x=0o)=??9*{-v_E#VY!m
z4V>O2Ht7ebNmMejHOv(ODb)8f*%q?p<;0&hYDHROZAooP6>i`WdKii%KG(!%@!a<Q
zS<vzdS{AET7g%tcDfr^5rRFjfG{>F2M40gl%l>0E+XpSDz#@~7oTR%!?zJMBWN)1S
z)i6^`$5@xx>J5;di+)S#>5CmOVR;YRUd)Flnbzb!-&uQ~(|Gu4_=;*I+Lus=c4l+L
zAp61Z#ulVY8zic~K1vJr?$n{2kENJDqzNsyPQxC$ue6pa7BP`U1Frs%fKLpJ46@e2
zb3PEsFRZ%X(rSArOLQQ}%A(L;v9U3(P%zRll?mY|w_CfmtPo?Vj*|pxxS(92+~u^7
zt_}7nd*Td#pF*5M79@T@^ln)Sp#L(jDYL|Gu>7iKaB}U5Hig3LT(n3=BTVRL?e`GV
zV#9M94Xs#rcz)}Gxq4+naG{mMQ!!zZK;l94+Y0Yd#Z=5?!9^8iR_lC$x+fh-LM3CB
z_;|-oC8;L)TaLSUQA%wH;DmT9%hwg8)cSQ^pF%}~raqW*es4tbug;cVl%zAyH&jDT
zheq*NM;&Sa7Ql?yyCCTbiO6a29vOFCnAzHgBbmn+r8zH%D0*q}ipkRs@YNaJZcS~*
zT{KPBlil316FOkD@g6HBhbtTq1Wto|cPtpmlcW0M5O%iE-bT8O5p<JAX-!RV2(zTP
zs@mq$ioIs+k@_q6trOE81s7iXiTuG2ZvShAwEoXkR4@O_8UFvTl0E-l*(iUVH$}Uf
zv}svgy94|0^t%_qtr7Y_wjejz>ETSoI%ClA3haT9dL{sE+M)0;t^g9Ukd-y99l|i#
z*ke{~dhO?ecg0NiplLn3>iR+&vc!+}fvjdX0iShxt9J&KYRi-0J>cZA9gdZ%NII7M
z2x(tLu}x<u?15mn1;AlcDrgF;w`p3BT(I7ZSNfVeMo`$|NmxIU8UJCjOO#*7pf>N=
zZN$}PUr(dy!IkZ|8&KHgVe~ONWV!Nvp>QK?J4ne<+k1Q1)afREAKtRs@-Wurp{MGy
z9Ezy3i$7%sbCvx9Ln;|2a1LPqXRB<&S%PUbd*I9#!35`#jKR5nXIFO#)aA2#!hot)
ze6|&D6Y3+Fte(~UQ5aQXZ&>hgUW~aSIx7wk=BmU0Y$`EXs5H-BeU1fBMRYC@-7C0b
z;q<)uy3Yfu0$m{MFRi`<T_wQis6K34T0+TrtUj6ATaE~=Sk{AJx!WE%LN-%@t>Bso
z+84!(fF-gQ>}+4g_uDxo><9DgQ<%n$#;2;^QtSGxsw75jWWSwKQ6Uf>b!PMpKh;1{
zkLnZ-lr%lsHv!nwtr%{P+~uaLOCWf@@C;xfeUjQiBv@1&B29k^$6JfrA@nF}0%I$}
z-!{!z;=3TGJq3ZR&xX|NBM^G{H1%))!{etTERdKHogjFpc&}LgiO-uehM<65oSKq%
zvsaD`xbuUU^MEUJGKG*bk86m6Rgtwi_2JCb(_z)U(4W~7<a|7X&=i^<W9%!D^Uv`o
z?x@M*(7gt;Ou3sdV?-0It}g?w%*0bWtnIGja@H|5KoW0~?L~x>5}p#fW+qPS{G%~@
zIq}H3dtLG!pM9L@(%^DK?j(86K6}FY?N8lHkHk%eKzX~zC9kPCgDa1|EsfY$uL<jZ
z@Opk_zW?`DA?%+GD}38CC?7gSXTCMiSbi0liT$eiMk>&6e{U~$su_A82$Gz_&iWwB
zx{utlpFmqZM^OtHj~###9}nvYE58CvX{sCKa*Ym^hVvV`Z2SwlY*X)^?gJ2NGNflR
zM>;h_TRPd!;?0>*o6#_>Jy?YZAJEHGkV_;R)`keHW*L+e@yh0@Hsk^9;-t0nCIzne
zyaz}+QN0}9TGC0WKdn_Ayy_SjM;B4#4R9mAoCCT)w_*E0IIg2!M@?5PTatz6<HyCB
znxT&Hm}V9I_iV-UanxHjq0pz!GRQyx0s>v1(V<5J{5)Ah#e?b2W?{=ZUs>969T+(z
zRO8;%SJ_Ss2A`hfVTKC;szs6aB*A9Cz6cpQ&vg>8h#ry{?$m=IcOW{QdK<D2fJPm)
zq&N>S-0@>tEWnHx<93H6<j%?Q)GKp5qZK>Gh11=>dS_YdP;*fZTYhx_YeS97RbBz?
z2uk=)=L8t&RxkDXcYYP@8mnTGWKK~*lcnFQemu%M`nb>FaK-k+SrYk`;L~Fu_xSg3
zR1V_Wi7zW3z!reWNr<>?9U+tH6upbKfQO)bs$y*@`B<!-7kKhmj+TZ>LB`o%zp&~o
z#91Wy0}3V`-wQQ1FOlGCVYr4WTq-PwU7^Z>zojop!qwm5<lm+rDcvVooOZfOTKhLS
zPPxF{rt{hF2}7uU=L2(C4!Y2VsoXl1D1K%@iO6y;Q)KSBUfy8tYm~$^Y9HOGf3$0M
zE(VbG+X3ovDpa9|4pp%Bx^#OL|07h(zBV+<!8D}2pW@xTfBhhaGw$kA%kv%35IU55
z)B5!2VZfDX?LA6b`~&%>bn`f(xh^69*Fj$&KT0}jccS}PPZO`62r$O~{nuHYot)>V
z<yYxI&q#NH-m*G2$at!*Cj^966oLq;6isuUa}2V;`&xzV6b+aEeK&PCQ1GEnaqDKS
zn|uS~^A-(H?mfH$aVwrS=o8*Oti{u!>le)zAHNm!=8F>aezB|ev3`LdX#t`2#4x%=
ze-8NIE8D*sn6UxUdwYYR{5ocN3cU(UlZn)5$g<>>{=c7%KV0LKrrZw-EEmXg*kDEO
zDqvB5VUhJ>Jc=PKu#Qk8QnKH%SiHZ*V$TIz;iwysFO)w=3_qj4f==7tC%OhN3pum{
z6YcNQQR&5OAx?V=Sp`Zh^i(;d4BmgUwa98R=y0&Y{eR|U<}L(K4PO7#GMVvsG#|}b
z$&7P{D9Pw*k%lh92&wrttKC!ybzy-*tN_pXj8Gwe^Yl>a;f_-ALlmO4C=9K-@DR2^
zMs|$}yE0e#RP=d#t}p0?)-SAs!p7ffiX5Dm*L1&|b+-<waD4*_FqD9U5J94zKKGHe
z3P2TI{YnY|E_C$IE+D8(42e@)>cy>A0Ko=UO3J6yMP0dU+<m2Kvwg3<_n_+k`o8^N
z-^b1@Rkh7%$CogSEFICm-~MLE@MwMFD;`)R;J`Dmk?x=&#0#fSqg7hcNho2SWU0vv
zy~js->I|@r=urP`{N#_>!X@CAf78Z+TV5)3!p_eC5#`1Yz*h%y_6xjCo(_*P&;tP7
z3Wt0l#no*TXK(Ajsh^Y5x7+YJbO6vMYjMHPx1M}IdG%a}Huc_M-i$bTZ+%dKuoTb6
z%L}>F(1nkUUwgu@nsM>MTB@Ii6mpy0VNBRkB#XP%vcGbvnrN0CD<NrV({55$ZP7bs
zU#RBSwl#?0<LT|Y4BZLIsaF5gHA`&}-#1bMQgHo|$B<dsXURxw&N38p^CW#hCNGhm
zbVq$vu5%=}>dSI3mjzC?>`Mu*+?!)=lj*Zk1*c^(yx?$!$0r3C6M55WPdU*#zYC>c
zdmIVCFgWA88J1Of?afl3N4!}`gWs)+S|{0voqx>Sg4<QqC!KzQqh~3SXvyxx0kZYt
zYYKFg(u=xTbFktI=zub&SY}huyj*K|*dx0^Cao|h8rFpfi*MN?V@p-;KbaDJaZ&D*
z9t8SvC4KPbz2UVY<ZD9ERbn9uOQ?Rbm|g0IyWW9MsCNd=ft|igY-g<EbCc26am3NI
zF?*35tSkirp~Ys|ZM18$q)Vz2nql9wrloi8jm7je1@5mxHfqfa9L-ibH&}hOCZbn<
z8ns@g$9q=vpvsA=p3$h14E{u_z9z*??H*kjt}FD}7k7OOGHr_xsHGKS?c!+=00bMz
zteG;2qwfygYG(rUwq=5(wXhCg6tM12Q!z|DAVYAn2<~z>1USKTX@AKO+`{5!=a_aT
zu1>psI<lM3J6!2SQ5jP4gryxzrM|A}d!^ggd^Hy3{TJ%|bZvA54P9PyWu$!fQQ=L=
zw)#Zw5+-AiQecQGTYX_-sB@(AhYnDR$K50fevjbZ<^eO9j>_q#%5`i$g))9B3g#*z
z5GB5@Sku2(FFQgyRFXBTzE)-6(&+$yH>2GmExl$N1}-I?eqF(;C9C@Im3q)22;b&X
z&K!2K2ha|0Aj(MK)CcQy<@5OfkqTI<0J&?oW@<oD03VC`&m!=|Smn`*30N!z2(r`4
zh3(uo7YUhGNL{wQV=e8uqA1$d+;!;<b%_SzZ^zj=&oZgs3A}TChv)B1gpsFfUpPhl
z!V=RulU4Ua11A{T7o>jYo!9}0RXgsVg@XA0B5(Hd#ADgoyuA^$d;%wppGzO@YF_Md
z1GM}EFgYW8WTWel`4Y-+eta@9=FE&?8rdX0&Q@)^ZuC?0&yEys|H7I-<r!C3Wh*VD
zH4U@*Upej7;D3r`6~DR+`mgE}a@#-XN8<A_&%b=Wyj`uH?OgZ{GlVF~ovR_KWId%;
zkKG&?-clRL^4C=H5wz32Dy6vPQhl!3ej})%i-c7Cer~bQ>ki(|oAx~15B#W4^W(3w
zusgs5c8J$q>k7Oq8YkfXH}sDQp4~nzWWWgf!#<A&!yXHV5XDwe2jvpv(wP4!X`?TH
zLuK7;Ghe9NUQYCex%kU-OHiNrLudVLIcpKaceK3Mx12iPGlhI_sihHkV@+~?)Ag*x
z464+j^Wa5S5x50KDWEaL5Fp-4;9te=Ftu2kFqJX4#xd7?oLAlphJJmMoNX7;Q*eA`
zj^^e4g>^W<1)C8JTLJ$p=IcJJa3e0~+vVU*Y=2vlb<^N#A{M}{n0#C4_JLI~6aUk_
zuh3*^(l7K69|?XVCJ+XbDL%T=Iq)SoWCpzdGux@7enIWmjA1$A>`d%#p97(vtE+V-
z+Y#RcBd6Y&f?l~{a_WAJ)TfHpvm<x4o(Po}Nv`Wqd^L{=Pg&OwGdIh((V;CZ)M<os
z6%BkPvQSkHjak&JG+pf}ahwsQK1v8B<W1&GHnMKe11(wQrkA{)(QWXhi0h*b8wARX
zCl|ElG50uj;q?U+^QpwVbS@*#WGE?Z48mYDn%uPRam_#Gv8*AElmUA?SPfnsE9{4%
zN)kr)z+I%K+H9?d@bngg7}M=)i_E7Z?^vPVZ)U^>VI72#!@9dnAt&vSDD|>iaO&Sm
zSE0WDQo7<J#u_T$Enj4{d3C>?gB6`gjMb+~W2odSIkMhZ4Plf?a!qL|FV(X_*(qO&
zgh35**AnD_qA$SD$K=(%8jI^r9<pm)$cep6IaG4*j{o8L<i|^|tQ$57vFgn9g(bHc
zc-rg}1qgDlBTA<9)>lH`Y52}GZR*SZWYZC)9uDuO_g511;R3Im+^aI9Rv*&8e^NeP
z&rVWfwJ?QEL~sfF4ER6N^Iw0I#;AJ8w*|=oCXBxJ{#$88Fxm+t@1z2RQ~~#6h_oRu
z2=zOoq<hdj^-r@hiZkbj8*QJ({Ra@86X~ls$R$c7!*ENSf^q1Ej!ruir(f`Mh=dGL
z&=KgNyNvCKw%MyZ3R)|><Dvyp=al_6^?qXm9W4e6fTcxIqW^A$`3Kh9G{O7c+d4cb
zf~)V(lIFW|J&^Y<Gdi@tP=qPz<%t#yT5$DJ7r|$J-}Tf)SrRO|<VfM%>Y{c<2zX2-
zi1;3m1rfDTK9eH%D8R1ha1HIKMd|Z6gWIf@b{$!J>6k*h$tDpayhluJcerIKsBx79
zgN|7S6PVx7471~9GqG-JlRE2rLspPNy2o*Uu<4`^nr^_l+nnn*|G<2rfuc_MzoB?m
zZY(85saM#1JniVjHd?!ekW3^KUxGLU@Kx+#T6IWW=hixfGT5;{T|+pmm+2Q4kq%Q|
zL8gIqMtz?nXM`J{rEGE_a~v~H_Uo)QpHA+KdNHcl;#FrOO+!9=!RX7NlLmoZtK&<z
z>`gXYIQ{2fgv%mykgH{_JFMS|Lj_hg8;0Q7T8$B2$I(dEb%*>@!~fQQi2Cou{+HwN
zq)#C$kF9=T>5`ozvIs*f)=ueAzp(ywBJ+7S&+11AvGi;HPc#i?;Q=ZZyVVKroU?5{
zKdIk;93_D*p?oEyDEVUdwxs;=M&g<2dNDb6;<n03-~}lnn&eiSTli>3v>~p~;)>cG
z?r#3xw&@khg4RbKU_+%!c8UmGP1i6*jkYVV#pN96Sk`%F8o`Z{seF)1tg2p?3i65`
z$-~rO)-AQ+4<Id{5?Sh#`{r7F+tpIl8k~Ou!AmOpX-KglS)?XcTcn)nR391dDE>i}
z;^rQh={4cRw0BjeZlVzvt(}@tv>XcZlLN%qp@8V)2^~@}D}NuKWK35|;y6FBHi!)S
z>^X#Wq{keF2jN)O`anN!?MA0M{3;u+<BjiZ+}=Ix`AFvnHEXi3#~rwxFt`=NI74Mc
zCiCQ3Sw{6$)5Uo2*D&rosdgioHuPZDE(ZGgZGG=F6iG`;s2C8UZt}T$Q{{+k0sLG~
zKmi-=C$lW`<hfX0$BR|>GQ-Q<2KO_tTzc=ke*kY`Cl9w$J=fESQb2TCTq2n9Rcku&
zj+!L@gqiEKt~c=t;M`}bMO)bz@~8BjT%u^hFu2vU*HAk-M6lb3I!3s7RQ1L9Yg^y7
zFGVK(Sz&KRE3`dcL&9SsJdZ8L%`wm~#zzz!kD`n+qa&bBZzsf;JyKR~@5NP_&}KBu
zKH*n8GtT6mobD%%1{6;Goa-?1GOzxnBa(L)Wkm|>?%tsL!$wwOzrt_lyX(l({)mX!
zAo-oHp0=jsnoeH?{8GYy=Vq3=&z1UE|KQj8NxH}>(r3b`sH^SK3Oc&Yi3sT-#;8w9
zPKGz?@l?kc$4|Z%zqV?45yvpfGpLpkS;mu9Q6nwU&9^B_eox`U;d-{j9Cnf1=ey*H
z^eg%?k#1y8xk<}xhYCoEpJd(3B-;$_q-??5#w*}2KgpzKl?xk5(oOD;&AZ4XCVZzc
z{}cA<NAu4JFG#XxyW^9TyfxtUD8E`hO&y1A&;1eFwd6r+fv%Eqfi>_?zv><BmVlB{
zXmm7C>x3okCQy8MFwpa{QP?HNgzSs^J&VUAW6qg6lmsE{LrRCo;?zfak4YMHk=lrq
zx6IT1HU6_V1n(ng!6bJTolL*j3Dbv!f#zn+4rHvm-il%>{E0n9nxuIc$0`anIsFPH
z&68;wb;8~WB#f3GT(|w0>CGoTeDtW(GAS&-q`S|SV=gV7yo0aZeOzZgc^Cha)qSd}
zdS~(WkQN=T*A(H0)-SxkYV$o5yEpRB$*tvF$JErm?-6RZc{iSt6<cE%h6uv!PPb*h
zvJx=L52xy9+kdcQQB8ds6IkdM&CnOdKW1T6R`X#-7&`0u5bd?qNDbvrDxWA0h1I&M
zhe9I*LL$Cv*k-Bi|Lj*R7BXU&`M_ad%rI*UiE*<}&a(Tt<?&EpBqiF%ccd<4@csew
zRTAWDV<eF6C!@EiN45w#=Yx@X0Cp3|z#H*;=q;K}jHUE3B6LVf2&A=K5k|_rb6P8Q
zpB2nBMR9M(x8`h9bG(q!W-SUQbBreupZ$fCZC+;vfyOn~T8)K5dz|{);Y}1zk)*HC
z<h<l1cm`EsDM={E_t8ar|LywI&TUn#kIb<=%W8eO?5u_KI+0IeRmE98Cnf!O-fg%g
zr)Zd9N7M0bSI=U`=_C6rt2l9an=l_w%~B#N7ae({lTeQ{e7=7imUjict<q1JaKkI+
zlTQ)EFW?czp^*|^mX~FQ>&6V!+5TH$73fYFzWFb#=?ft{DR1l4x?~S(hpP(=531?!
z3b3Qh4)*5%C*v*qe=Y=hk5nHp)_B+U`s;cDDKGS#jN6atPKII0PA_z@_;}U~k+T`x
zn)A2#y6#5oYQoHZZcCjux+2KRj45+OSFuxkqI<|$Pe`Ip;n8*qp^IFEDWU}`a|t*5
zRT-$2ZiuDu@rZLgpD$uus+-`z$2Np(<rdEFjC}YJ%A~ST6Hky+<loL1A#R(ZlMI4M
z*S@e{VThTEQhw9G*KhyO+46neBADwJ){luoCf`g8BQ{9`@UV>|1xb<g+t~^@el&-u
z5eYG=5x^66mIfXox46T?Y+7z0|KoS<jIQr1pSxyXY;J2Htmm}dwGR9mhTa=GkK+)$
znun?lXtJ+>sLH-?h<1P>%42&xkgxNEZvOMAdQ++zs_wN~7N!9ik#EH1KG6s>dV_id
zvLoK8tb8oosAFFH8bsf~S@98CYXGI>>Hq3|Irdl~eOHn1NIad#-hKb(h$ww85s3p3
z3C(eKYn!;}ubPBce(9PP-9Xk4Am?QS^DT08%Ou)0=(HFjGORb+b*O#7?S)b@V?A6p
zCb}h?N6rpY<CNMj89SEI9wEk}+-LRYb$DmuR;DS>f}A~n7O~Ynn`!VD1Gy%gwK(_B
ze|Z%7<h(xk_yUNf5@+l(<(r9bg}M|o(HI$`M~b-Mk~|g^v0}uiawUSh)jtbaZ}Yf1
zh#JXcL5Vht=&O~PN`)fEAs6ElWlXb*gE!-CjwI<3)bE804O^q?)gNj`#rK>C3WIDk
z29i^SWVAL0jwHt#=PZ@<W04|^`rBGQ)oT$&mKhCUe9B+&&Y}^zQ~@En@~Zx#a67!f
z(;<XCUI0)t?|+ILR6D>4QTkU&Io|*Bjh$R~u+7Za{D0)(zmQJZI8i;9%ok?mjjY4r
zY)fGYd#iktN^c|Vr%1&bBJND!^BVMvmIO0!1>%M9STT2z<}4unc+Y~#uHB`At)}#w
z*2!>Cb6f6O^zIcnid^qiao9sSOvDY7G-i@O^5b23wytR^e7k<0>V0|l^}SIF7-iW{
z4HF*Dgn)vTF^YRy80ul83HafZ%-eyFQ8W#BHCemR@1IWgvA4KpHft55!=JqROeecY
zd0czQ!kI}KlUz}KgKv)H)ebhvwiilk$!J!yuZ_N5MigKGr~S_o@uXhzA7@HRX*XC|
zp>%Bm*Nxt}Jbj&ZDGUnxlyXzL-i|=3e#Pkf7rL^gxlPId@PCOUDOsi|A&&Ce1NS?m
zKAbl{lR&Pib$F`a`H{puNu%J6(owZxXTPs2-&x9$QYC8XaHoItWgp%FC|m0Zw{Ap6
z!3B2EsykI-V|vCphZNLtD$<3a!v0kPTGo?Sx+o1}QY>+&U5aonIbHj@G{M!{{NCCx
zEOEmP(Q7l~<o8}(on9~Wl<E^~=8{3;`3{cD%r^@48e-Z3(UD#XDdNKW2nOz|i=BPy
zmrqz!7Qa)_y%HQtJ@`^XL0K`<l-G$?Z=iH`y~8$c!O^YP365Sp=oIrqaYP<SpgNl4
zLzQ0H)j+|`FQ0&@&7Oj;s<1FT6V92k<K?|%(L(BqhWKC(3eRd}H4OI$B>1@g{>y1~
z1{6HEcbjc&RH^CP`T)Vh=}v@4zS}!NrIeVRXlH#dKy`TO>TkX~Hn3y)xASg~l@lZ;
zj%A}yRH0c8zlRqRsF|y=!e;Gw!f;$7&~h<<I!-xZWO{%lz6h@bm!k8HPn)pyzEhaq
z?Sb6DzQ%W7B3U_&Tw|qqE36U@{Yv3?x~Vzc_G2=e8lWiD)%6$Of0NEP2LNK?$ZIJw
zsO}5UX|s8l`UIQ@UM8R?TvXYks`bQpK;8~fY^~JG)PLET8^PPSp1mDQHZ85KBMF)=
zT8Vx-(moh17%4FE5bfUqE%dfpt7m-~N9<=^gw<`(>8-OOLO<RS;AUY{qTlbt6*wH6
z`bh75KcPFwEfIt-WoGfBVeBZtp?Q)RXM1b~VcR?;JwcP<`sSh}z=BeWqj0s*-i$q4
z6(TX?tM)XzV(b;K)5OT$Ws}I<f-JH=M;O``7aPY*_7Qn{XL*t#rtCqeA0SuCs3rMj
zap?awcJ1*@fB%2zBBho4rJ6q0M>UlDB`gUcl)EX4<g&^=w`y*o8FR@cmk>qR7MWY_
zcOkbiq~ua^ZG;W8e($Brr^oO6M}O_{*v|EJUaxa@&g=PlJqOsYx+I@*#Y^)9u6bCR
z)Lk7|7?sLByYhTqQUW@pqA%>l@`_Y4A+DV6{Gk#Kf6&<=|AH(%#&<L%@|81sJ}T2G
zN4>%~v7<#)h5QH+cErHK`HUHWB@A`R?xUNCT!XpXOSxOwBnU}rB|NG`0#W7F<v%HL
zs$S|W>e~3UXqRXSDCh;i_gjkrH=ctlKUvEb#(3hPIpt5(#{YsQ2M?fQ|AGRYNt4cP
z<uLDd<=Phk`YeG@VQD$AM(CqwVH%>_ucPKoRmR)AW!}k87U{O*v23CG9Lqtyypf<b
z=yKlpy9*Ogtnp=oS1=8(GnForo3OMihKP1fBU96%Y_pIv0@OVitn(1D_vR6dbg0NT
z5YZAw=I#D`(!i8@c<JR*oTaV((dOxp=&%OL{&-2X(2O|s7$x+Ljg$Bck&E5vsPinT
z<m5uH6XiRFj~gOIbP{(K&N*8gND$0NH0H}r3w<q()zn1po!;jy#{2$hC(ru{xe(DX
zP^M^Js_~;kn!_DM;MHcssmnIuw>(>m+fV87JV<SP`p*A=nXnUe*VTiwT4%YWOkIp%
z<OpYZ))2Fge#^`GP6D{JQw`?cJuOFldKD(6l<))tiYof1|MOv6<vjY6c)Sd@cR8ZU
z=z}J5zl+&ijj`qXBR%6i_oQgjL&6^1!l%~LPm)WAt*k8T|0#JOsy?LY%ijoIleFgi
z1}Z_VOXVYUd%0B?f;D$k?Ba@E2BN)Ha>l(wG46OG67qV`vi2a@&iaN>b<!(h=<0x;
zQ@4td<bd&rIlx`q5J&Sj^|9b)qxYyOqsJSKN-Hrr-25WwzFxWpD!Xjyh=jnb@Bu7?
zc#XSBD!a+8>=;aX|8&A*SP!w-!b{IH$~rK8UCxG4TN;0-Q;o)}%FDP)6Iz0(;Vfqr
z62v))9WnlFF>7Wn;3JeG($MsjR*eQ$Ql1JnFRnT^?|^*N`june)Hr&(8^Wa#*6Ld7
zwkvU?y^fy$G`IzEsVAtZzltNd-Zi(_k$5zPn!Q_x&0B!CclvOm4iQYPEKDAkjd-M@
ze~*uS#Io4~iaDtk{Jv^C&++?gK!&)U_FUavuP^IXb?yD*5Owieg#5l-kxS6a0j_vt
zb8VU+>eVL<`5X+=#MeCAKs{IEYwowHo|{Y95%5*%utZSs#}>JCS#H6d37D2a(-hT9
z!=>@c7>C|c5z<%^SRxL7-&dk+S(2>M)mUNhboF5wpNy>fNlSA@yidtM-8P7Z^?Z%b
z)YFUAJ+ipdkmBLSNx(TQ08h$`ycfxrhUFhkII!~U_2zx=b!?z))1Fmo7t0)8gQFgM
zwy5}F6>0oKRCpF>6KQXB!nQmnCHr%nvjH?Z38%i6ElPNSFDKZ(BwE3E_BU37PNf@v
zu`GJuc5;8SN?8lb>E`Wf>`Qm`^(r4fyJfBn*^OxP!Xbj(JCDcB$yg675)^6vIo!9Y
z=hZ9{K^w`-cgWWdA`}h>61ciilb_{m)~QSi$hXMGV#t~@r#Yi)lo=B`qFrGgMz<uL
zNNg-@g5FAqX;yhT^pZp_GrLaAbXwnxL(K5Ci#ud4<d6>a%ZYXroR9DM%55FCZHo2D
zSLz{H&7xS{yl&g$n|$hCJE3Psl!2t>NEHQn1u$oa;elM&*4ZFfN4}Px$4<UdRsOMe
zZ;n)ilp1mR{X568h}!Ag?(m#G;sSZZJ9E;xge>4BSe=$XA#+E3;BcFS;OrPQ4H`k!
z?ktIwT}vf^{08_RTrUf5nCS{htOgTrNvz;U#L;lwPxPDKkX6Ou8FxdCOJxFWwukvD
zQu=9v-a3&t3q;gOBGC2ZK5jRQRin6Vs0Hjt^Oy%X*ai0#7uSfQvx&lD_s8QkM1utO
zlgv|SFbz%G(>(&MrFQAH6qLAmmV$0O&EwjM%DX^%7#SY@kIz>W+1Aag8Yrp9+dK<9
zAG|!b%A!7fI%AnosMy6xf&Aw>H}&&6hkE-xXTVmvnydl~$>&+t7HaZc++u3u)jBmL
z3B5~5--iV+T6@Y=!xafHx^&kzCip{B&M&g}XJYwEC&aZiA9_K;KgDsY)S~s9{Dh2~
z<g;VmBmI(XR9ieQ_6pe@;r9@G7mbeb(kq^p!Db2NI&tdhENuTWpF&YAe|Yymzpv!N
zzc<=sF?R=(@lLyHGc_fm-;9pw$2mjxEzhx@-Tura12V4ZYW)Xb*LsB_+CbpMeX5eS
zd$ZZNEh+<&#PFf#*L^>weiOIh_H2ayg~K7~z~3G}{GQmgJ(hsi=^Defs=Jw;u%i$_
zO3b3xKLe-Fzo#~GcW`;L^(hg+3QuNqB~B{Csw7YK?>^iN-tio}2NC>L=P(43QSojD
z2y)VdoAONH-^WDG0w@}CqJZrcoZ#NM!QiufA3jRdU40kjJZ+*mlecs1QvOV7tm}0V
ze>c-)C+NnT&K23mLfORBfN8v(u!YA)ZRh980l804#cRWxn^shv!}l1nJ_b;g`*By#
z>?6CLg&i_5{1?|0&bYOiR}fcVx0{+L>+ahIWV6hkl5{8%EIhD=Z=@ykU8HpPiG`?(
zbEqU3V6>OyYPBZ4@?X^aQ?*a^L>*Pn&33imp5q&{iln5xN%JHca8;f|WNW71a9JYy
zDZg7&;E2sxxV8}+rF9qlRCWi(97HkT^i{wLd$&M#Le{6g)4}OX9CxpRwN+kgss@NV
zR58pGMi;eD=JQ4MY@TPOP~D?X0yx^p#ln|S21u*;sXWD*XT;nVo@7HUJ~iJ(aOep-
z+_Psy3&Ca3W^$(h#?p+O-bk@HaoF+JKRR|-gYeRv?m}S=2RY{3>;EmWdn0-SaD9ru
zSYS-2gxS?&e6yE2{oZF%p7jpb`+lf?lpVSIcoBvR#($pXFVWPQQC6<LXSQta0M;36
zFQr)Q+Fjdm+7!CZ@kK>~!uV?BSypZAf+T+uxW3M@oF-N;B#9;Ba6GN>kJ;%`xDhw>
z0FU^>>kA8JFZ$+-+f7P{;o4kL!8PUiCPwIKaS8!A7+yPWy}Ff}hyOt}R}{TFIqE`D
zb5H5<h8;ou+(eKMA-o{D-86Xz#H$rz&>!Bbv+K1IB+}12ayi(0U-f<WMU3J>AUjy)
z>XeJzlu4L)!RxbjCRJ>###o%ZzAhCqi=DbSCo-PgKr+eAjBfYxIJP!vt5zI?ch@(t
zGain{xNbKK;CLj$g1F5$4}Fa;hX$evF8dYb-qYY(CSKKL)~U@oYke5swCJe5hIPMb
zKNHspDn>zxio4RU1MRfXYQ@v?VO)lfVSn!3s~N~9Pw<-3=FiRiihphv567{9Bs{!X
zZClZzxR!k+*P=GK&+E2q(x*6`g@5sPY6@t&RPA!dkJ^!>Nr!bIbi*Z5@sPY;iO=R6
zb|7tF{-$)7aX^zVt8Vo~42_&NJIX$fkI;GcP8PbXqXZCaD-SAr@h0>5W_;muD|vjP
zZ>qlY)9KOqD7ch%xa1s=d=zmiDea;CnHOz&fCq)6Qs24rBUFa4aRNJKvE;+wSO`hc
zeK=7OjqLJO;UPU)Rj_!3=sZ{&>b0$=H^UX>gXYp)zIvIp6|E%q@pd(2(LObD)e1J4
zR(3=iF;Yl5f$_S{I={drL+(gqTjK3fNpMez^%H90itQH$KoJkPSXK|hH$^X`Ohzd(
zZe~;EK39V%?LNo`w>r3j2Snb3(KBzN!cUoLZ;)7h9&cYM`UQaJoHi!})oE}FOLT}`
z><r+^dCGGrenfrj-ZtP;8@}k>`+fh0)zfzY-thh7U$U8`!xa};g#a_!ON<%6%t~&o
z0N%-NtLd13y!W{w3*1cn-0a9U$?30INnsGw()<N=Y;QQcjOtL0v?r4o3KUH&Ms_pS
z7B(2TB)QX6EsSLT=H6jS32rQ<VaHSFR+;+`-J?|1pF1XCl$~;7&`vy{UZ-cNn(_hM
za#>^V_I_!sm@j$c7*dI6Q@Cb5cP}WbSN5`o4ax3B-_2pCk%_>1tdT#*y2BVX;HC=y
zvx9H1ldfN!>IBk%5Qw|>OnY8FK6<ui-t(<#qx@os4a(St|IeuZI`ki8$j+gE^%Qsd
zuQzx;agg%;GF6o(fP*`9SoD2mbNBcX7rYvtcH7;$3!>fWYIpK$USIGaC!t8pZoT(z
zytZGxa#icxvB-i;kL%0SaxBC>51AlIeL4@6(+A3%Nw?Bz0l5gB?2TRkC^!+6@-C`H
zT|RT0O{2{D!dGa<+Lf4L=q)yu_b<$({Y`U4kJknV?L|HjP}IJw<!n8qXXn%1s?(w|
za}?u=I~9>DC(PbnW|iB_4sSBCL%bj8VG*~*pM8=UdA!4p$HKm>Z4QZ}P#-``k0E{D
zW_~X4ZE`<0T%a{Ldm8H)80*6@VpqWcdF1-#>8_LjDwdgy)`jNLsBiy|`YG;RDqQ#G
zuhPaXKGEKO7!ti=8lo-AsE|V%y2*@A>mL!sHS!dv--p}>F+TvWo0elI$e7g5DLt9n
zenZ7v$xeK6WN6RfGj)as(9?vPiPtVveUH_*cV=(j0O9xQgS=Q%k7Wi5@{|L7*Kx8J
zcHXCzG7JoV`X%xJ7P=gU^bbG9<Ek8$ZZ<@w-%AYX#zU4apTMbzbLFwaGSIrc{cK8d
zlQ9~349X}%SvxfhhV8BDJ?FhQKGFB7w(HZ&>Rm*8WoJX9xFQv&5PJYFe!nkynNzQ}
zdqm2yd0-WP8^z+xZWu2!F>9d=&f1;C@hFFd{e~dF_cP!8L~FMG$-sVVBe#}LG`3!i
zjnp)W^}n^)e5%GnyU?3tXTNd7^?^99G5bJj)Tr*4JNxr4IVXFpQDlwI)Unrr77-<f
z4n~cD6QO4FRmqJffdkx1D><rh<j(02ro{r!vMmlCzfgv|5XP~1lZ|13GX3Sz&F3Aj
z*hx=i{PJF$R3$OtAOKftH|s?-LgqC4>E-OfoEP-xI$5%yQ3-ej{P-o7Zlh0_ZWcYA
z<fAN(s>fv1WdZ8<|85T>vkfZD?E(B_dngBZ$AOS{p5jMLYT^~d`fi<hsMX*TANkmE
z)9r4fO8KfYuyE0e(%4<mDn`f50g{m605$i;A=*7E7s{46;w`dtv+rcwvf?JJvptpK
zLnUOabOlzJE@LHAat*Ip#RyBTKnzwIt?8_bLP{GFn-ALu6YSxyqYv39s5W_4^LES5
z8%+yak`DFusU&5Ix6ontAOQ>sX|VKolR3FlY~9=;`;K5$>3zEj(wO>a`<a%NCO%%Q
zCgs_KOvhmpr%X-$p^-fuIUYI-h8|Wc5o0xbt$dtohu^kCGgCZd9_I|+#$}zq`u~EW
zlmB?`{~tW+q>F#QQGi2Yr1z6uaf!*s1Lgq0Et2O#Ev8+J`u6LyM^MJbJ<p3qwHKl3
zqb_eA>M_54f{uy$dhHwNF<^6djeC8yb!-^xvH%CU+4#+x*=%MDs<&=|fcKRXo2!mb
z;#jYGyS1#Jt)UL(M6{;@MC6U5)FFT$&hPzY2ZkE(N>dY>&0mW8x}va2m%Vsy*Y?d1
z&5~1))ouVCXjWeR3dQ^Rr5tHq-2b*xbb?LNvTE*=JdrLvAggSI6#zME&IIBRPB3J_
z`;n++0TP^Y48Yu?Vd^{SP{iow4lgjB0|medxg=Z|!OCHb?QmL;CI~`_0ZI%0D2)YT
z9%|P2I74W_pUnwCQPU~Wvs;Y;ZldNy2G>ELvQQXfTMe_aN#)|+;<n%d=WPy|<*3Cx
zX(S@ws;DH#PfJ<wE#2`+fLIS5NI;iq+W)0?kL&jK#q|L!9jXirMh;Bhg<1sW4j=nx
z0B}f2<)S_S6N%g!4s-C#{(uy8Vf{qmX*K9H+0fsW%z@@Ji;su`YowB|-%-b*x~;zf
z(q*+_b_J%LlOwF}o`KM~fT3&Cp+e-%?JGaK0f);Kpjv+xca|Z{!k77LzJY212!hbj
z>{`t1aLeX)0)WwE_M7DO&W;gOI!fEOB?Z*2nYC}AXdIQX4NmLDzbfzmum)CN=<LiX
zoPNM>Js<@n7esyoF(;LSuK}R1{~1~`@Ip$7M%w)D&}M6_z^(ZEq<M^iS%d@w2+@qH
zZy=^@$=p|;kLEOP<P)pQtr8*wlXUC4Uc)1l0D&!pg%hi?7-Cy1*b5-3H31NEw;g~E
zuFYXiCWCEjiGfvOE-{dvm#_32NIg;mkW~5)N&Q%4rlii@`Cb3JFfu?sVOA~l(5)o`
z^yQBwhy0-szx9RL6reA^bnkzui`bSTZZ(`i`>nKw48Up*$lrfH+OWuNUXEV>C<z^{
zHjNKf5Pkke-`nQ9j{ef<qfBXiul$Co@jzwNmJA$z%K+Fd|6>$Dk*r3h4g69&!(WR2
zLtFm%6&y~i1VFF9+H+j|F2Xbo0)6wl)tvgTh<lmcPcSro+0;>>IB=)@VMTx{{-N=}
j;(Kk`7_)0@2(EQ$HnHg3+(Mt!b-P#tf558^{x<Y~Kl0oB

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-11-wolf fox.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-11-wolf fox.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..2d996fbaab98351a7260808058b319bc9a918e7d
GIT binary patch
literal 725
zcmex=<NpH&0WUXCHwH#V1_nkTWcYuZ!I^=Bjg6g+m4ls~os*M;i${c)hnt&6Qb?Fz
zL{>^(PF6}rMnOeST|r4lSw=>~TvNxu(8R<<Uft5x!pKI?*u)5A2qPyaCl5D|1TU|I
zk)n*E5y{~H0R}-127U&4W=16jCP7AKLB{__803NOWMu>c1}I=;VrF4wW9Q)H;sz?%
zD!{<R$jr>d!pzFb!U9xX3zTPI5o8roG<0MW4oqZMDikqloVbuf*=gfJ(V&YTRE(2~
znmD<{#3dx9RMpfqG__1j&CD$<t(;w4-P}Dqy@EqR!@?sXqmoln)6z3Cvx-Yf%gQS%
ztD0L{+uA!iyCzMZGIiSY88c@sTD)ZGvgIpQuG+MD%hqk%ckJAC=<t!F$Bv&kdFs;T
zD_5^wzj5={!$*&wJbm{3#miS8KYjl4_1pI!KYxMz#mK-6@fMJTcnr;7f<S*Uv9K_+
zu!H=?$W#u*%z`YeiiT`Lj)Clng~CckjT|CQ6Blkg$f;}`^g%SK=pvVxipfLOk07ss
zeMX$en#l4Q++zrT-D2QjW&}navmk>#!?)e5SFCwpbmn$QSW?BLi{}N;_8n)Qe{J2X
zZSuFweA(VEUt#yPRlM!Jvdtd*X88{*ZE{?FTvDc*mgF8?eNdA@yXV*AKUqH%8r-Xn
hHhau7GT)SZ<3GdK)v4iGjV}xxFFJ+FAM5{r696YX{~Z7T

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-110-Millennium Falcon.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-110-Millennium Falcon.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..da102a0cc98562d79685fdcc7c374904c53a0579
GIT binary patch
literal 39724
zcmce-bx<79*ETpva0vtm5PWb5K@*$+VFs7MU4y&3OM*LLf(5t1-GaNz;O-vWVflUU
z*6!B+^?u*CwYTeZRaf78tDoD|_nhaPr(fn?)&Os%K~f+90s;Vl@Ol7V76IY_G!zt6
zls9OosHo`ZXc$-o*jSjDSS0xGa0$psDJjTF$;hZ^*%+v3Sb=0@j9-{o**UnmxhWa=
zgm^gx*|@kl|1${!IyyQQCKfR^HZdnP88zqsbbDzB;GrQXA(0><&;Ste5RmW?Ub+F4
zuh01g;eRy1|Je`_k&xe@prWB;V7_*!eG5QDKte)9MtbuG8Tqxh&+B~vGTs|}Y7SA9
zcS?q+G!6uu0darOfMS&$gpi4Uv|L7xf#?`S?}<rB>F604nV7kGK7Zlm;}`!X0Rl@(
zNh_<Us;O&eY8jh+H#IZ2uyk^EadmU|@C*tL2@U)4Gdw;aF)2CaS1L3+CpRy@ps=X8
zs=B7OuD+qMsk5uQr?;<vU~qD3dIml_H@~pHvAMOqv%9x{aCUxid3Akrdw2gITnGT9
z|AO^;{x4wvFI;%9xDb(%k&sdUg9`!C?bVR*kl#>qpx}!tp&B~8qu~rdBM^)GQ`vzI
z<bwPoG;*B4Afn}7r#t%(wEuzZzXvSve+k+D1?>OEwE)0ELU?_7NO%Adz|B2lwm-&y
z*O*H8g4jC1jXf%vY8CZkzg<Y<76m7)0$js)*}N_CI$|RyDTiJF<(kUwJDQFkVf~l9
zC0ns&(Hl?`2`a8a+BHPa*>tHgtCUPP#)5IbC^e#m$SK-#zIX|$fQI_>yusunHc!==
zVYTE_!I5Cmc*~5;GEGZ)2$6leiJgwwzK(UAd*~5ova|9cbIu*yW;;1Ar$ya{37><C
zeCrt{-riGRvGHJ99ox8U<-@lmedMQYp(t~SjWd#-kw)MQ|I7oQ)*fHn^n|8b8*s9m
z9oQ^k{P^iS6J9ehDX|nu>=^_d?IM>TP(+X*4BN1KC%*n0xf!~=3-SpDBGgZDBQ#2Q
zc(0NisSB&6@Vx*$+KU~%EqI5u6kh-VA};{F^7;N~_ZuO{@Uv839(@jBwIswR6Z&Gg
zvluPlR&9WY79X)w_YEmayUFd}4e&$ujPTDFz-%$>Ouu`v`uaz}CHm`SPOMO_LN;T0
zhWf_rPZcL_<cEUSsWXJx-D90U_dU;Np5+aa?cL*q-#z(qx&N>?t`Yf%1c`}!rW)1y
zpyTzC?9XV7S9S}Tw<SDGTgK_xH}UFrwFF@_(^lc3?~!raa5TmxyG8g@w5Pwp_eq2A
zC&<C7d%pbLXb+(1TOnCTzbLX&?=zwB@C&pyUUP=j(sCe0JCB9-qv5~c&5te)@5^p+
zDU&T6D=&bp*^SzMKPlceQqtGkwoRfa?6An=670PP-tdn^WJ;tv-I+$PH}UKhpRH<1
zH^=V~QT*wVtpYy5)$U2f|7)H9v)2EAn%U~1r!N$D!B$Dbm?gt1_3v$rA&%N4efnSN
zJfiD&7UZ>R4S#EDAZ86w9J3!MTRIPWDX3-;h|cctGS-Z$*C$+rR4;hCtIevgV#f0H
ztLv(ab_80*H;CfQl7d^iqKDca51|dW0mZt*SVYe%Uw6^$6*eqKGuPO2xffMDDbxRU
zHbv;;%q<4gEu)k7kC+~G3b2G9r(ukgT9VzJ+gPWu$>{`jy}u#8AQBT<<fYvGR}PAv
zcx$Kv5PBm|4R9`U*|`=SbWm%<T@0cYy+nQi@Xyu%TW&EhNr>sXQ~wG?Ob<}@7;@!~
z?62|CcmZt3Cmet*Cl^3L7+Dy#5^VCDmHGpUya4qt8;kb$8rD7o2v689?xp(pJ%2$B
zn^~w=1c@J60=o9AJlr@J>p=*iK3@x#KcS?S6jlEX-A2Vi5K-!QV%AQ^Y7XcJQaz}9
z>m}1mwzukGn?$*(PHrumd2zcReTW&X`{YTw^C@iDqM2K2X3kr4hAJedEu7?+v2ih3
zW*M`TFr$^z3!twxV@7C+Ip(a4QcnM}SNMlty7^x%AX;0H&F`w)P5o3fuh`$AXkwCO
zW~zT@PXD+^El5Vq&|&%MOb;`o?pfXeYk%&TZ_>4;>&7J^C<k&Vl8dc5GYbcn9o9X|
z-MLV*=D2OHRB5Q;tGRxZ(1@$WOh{<)TcydddPwstee^H<vGL1O<ufGwNYbv%)1%<B
zaAdpV1&|C=iW}h$PwwpZXlf8SpMPCti-yc+FOgkY?$FqyFp~TiKt}lszz5<ng%khx
z=}InFi0Mrn!y+44D)S=m!DsC8YHS)KFo6J-`6D)H&CmWxE#*O8;ch4Fj7N52Axfe@
zVs#<-D(u|vx%SgF)EMOpr5KAa)M7~|j=T2{!rEQXzZbyabVQ+cbUfY_goSJZ%=Nw+
zbg5MsRZYH0eT5}qv2a_WQg3f_^*i7NU^6PhylKG!=E61g%**W2C)5PISGn-tqf?w2
z*YtLW8&c_MXpIUa4MP9*xXG)AKVb{%j*7&HoGJ~IRp~0^9<>SW;|6%;>56&%`o;U?
zp!+eVryNc1b>?^P5QOr@{+3JMG1)CqD9K4T1%6o>d?vUg+={6=7L>`>_qVB)(d62v
zf^o;u>h>QD9Tf1KA-k>NRT<&hI%r*I(8H}It!yAWg3c^V+5O(9#lnNxZMu_f?6>s_
z_Sgry1vj?Ju6`7?%lrD2Hkp=|3o_lyE6X>y{V#y4y=`M<*=tXhxJh67TLlda>Y412
zQDK>w<xF@}p;`C_2Q6pr4^K{Zs%M(~9(*MU0>J<Grrz9ISK&Y6!YM&~Fl>(41LVw3
zHpM`N$g}v*_|h-*<_mo$N|ud9FO#<ccl**Nm{heWRX#*yWJ<TmvGokcNWi^aa`vfH
zM&AvhE=TS(=z{y2t}Bj-e!tW1nR1Nw6P~e>x%HJnXNzGddsf)i4M_<twNXKMn?U~M
z^07(HwwCv}uxyO0`rk@H;lNJwfa8&`t(1OGle%_+J8c$<0`sS=mDO^>rMw0JmH|#@
zzD9fLvPWwTrcQV5zwJn5qKHw4M`iN4dz_$inEUa}R{#LjfJ1o=L&r2vqE%y(6o{Bc
zfZ;}9qV|)P2n&Ph3xeX12Qu&z^QY;J^j?h|AiUC6P^v&YZHY<b=t5KZc5=jN8^uXM
zuia(QpJ0L}BiPraV_;){N2KWouD8iFQumiL4p$&6$AvSYPCVh*w-pu<Reb@44B?|-
zbxeoy19?u{dGLdvs-}w&=u@K?3nEwGJhIZ!oK9;Qcvqtm=_BQ^2+UY>*`v-7eF)_G
zOkT9BXKmdW5uK|4uavP2j@gLVW^C>6>BHhxvixqm-iHw|%jLl)1;c!3iRaQtkZPEb
z`bjgIGBR8+Ap+C)t<B6$8{l{Wn5gau&U6`R%oghBNnT}o6-t;7R<Y(*^v^YxT;R#*
z)?buj`Fl^0uZDSU6VEEJRU-iz=1(vxI_?~FF1{|uTl+O?OxK=7(F{h(3Ng>lr@a7%
zNEEguZS*M*Odd7VJ`y@ZxTn;ya|?1s(gLBZ`KP3rx8y9SoJ>%0b<#lthik``^}Xk@
z#K=2Kp~$4qI3^J8B)11)S)ZO4z~9U#OQX4Ffh<LgO+G*U&WQgElWtn@&Z0~Z?&!N!
z5gQdx>wfgC$nF>p?+s5|kcqj17%!sau=5_o;}$C!UeNH1D{#b3KU;z?^KEvEpWSoc
zi^~yggv~vn<ub2?o#%4YB(@4!U<0W0p$_>wzk<0TlZuFn=%`e2mwCBa=tKu5Yr^1$
z5!t5ToZ_M<=0Dj1jydw=Ahzg8u35q>+}B+ZJ3ndN{7Nlt=yP_UETU_%EAf7&)*V}0
z@U8I~!vnCB)FwH{^4L6j9L)R=OuLzZtCjnEE<=@E!8N<;vK-GsYud2X4j8*hhu(!-
zC<xD!QDbGyPNl8vZq9X4I_M(++_R+5cspe6)6%B+dhece+2$=hBUZuM=rvx$Et$zH
z0h6O=(OBbEJK%ZoR*In$us*xm8RjPqAFs>wAnWlxcP#s>$_qS)F~@}vD1CkNzhgYh
zK(Uh!6&Ko#MuoTDq7#?wXQhEV+wOQEuP3YFD+T<+6_ylyNgEh?XCEcf3!uzmu>`5*
zjG=oGo4vLU`q#Q?zrm+R1m3c-v#EV1_s?oR&#{jM!(?+$z?WxY&lk}G5WmLF=t27e
zD7DKHaXW;!BFRp$Ud{!(jx*!z7Kua|3W`O?&V=t${&A-_ALrR*#u)^x#yCwjdyzA*
zOmJWs3Mn|<&RqUrEJCd{S}Hi>pyi+esQ4p*K9GmOp*<?!e;2fJm#T)@<_!SPN`L>w
zvq;tsPEk71`y(&sq?OYB8`Dv38LN~<qf^1;Bi{11dQqV*52lssGIzhfpZi9OALKTy
zWQm%+Ac16)%BZn9UHbg&+pL?l_&HzzmPF!W<S2P9@B*ONyEX_;D)9S8IK1R7o#Do0
z1&Ck>ij@~(zObwP7ItDQTt)Vr&ZKqW4#*HNj#Qf{AP_H%hVS+?wT`;UDtgtiF#E`F
zeAO(g|B@vFZ>)6f2;>+z^08EHpgOlaYJN97GIx^Wo(wWN@(i5ok*~M>>+;r@r1VW<
z{Cn3GU(oaZ<vnS#K-yzLC^<Nf%6gCJYU~W^x4_BnLHHv9nrh3n3Kf%`dH|{PcAGeJ
z!yC6g`+_!~;H4M#PVGzlWG;o>9Y09~^dsxb%P$B&GjWMoBn4n0lnw<$r1aX-Up>Dv
zmqDPf;bZap1e){^FM@m!Z3v%mSkQk$ch2}yQDjQbDMz#pK#XTO<0dj|#M6L)53Z7Y
zmoiOdYh8^Lsk+VBBXers=C`J+ri3bV?WYaY+i85w#X&z8jzICpcg`XpN_e&HG22It
zpV{9jR}Mt@^FD{=e3B~f@7oFh+|a^Z;CT-AUk&_mei5qFlAG^XD~OUT{|*1$`T$KJ
zFKkC8-{(Yowo{fCB|e0N>*h{ZG?GS6+VI^J`4p~Oegg-^{0_J1b?0F~N!TWD%;f}L
z7T3i;{n<`rTZ-%TDSj5GNRnUHIN(fd4<fIOTvOy$2!a|)rzhGT$}#7pjkCP{HOfCF
zP3BTUElSW?EHM7YRXmc^Forzfk-0+$Vofr@?Vk@XVOWXsV>X-Hz>N8H&f{mpHYP3+
z<_Zatwi*f!eB*dLwz7vxJ5_c`0+Xk8h4|Q8*>xqz;Z*W|Eg|s_9BxU-=&OGLXq8wV
ze_Eu)Ut*2QAQ8Zoy(zFk9UgVLyc6B(1(!<)9aY)(rHoapML5ona5P#6NS3*pwy=dI
z8D0^R5MRR7`garLsMsH}9`Gc+cT92kA!<R|-C$;f>%yq4=l8(FkvC2RdqoQ~ePXc7
z!W9xA$#*Kx$%>O7BcAUAHF<Dxb@!DK)g6*K_CQ=QzG45$h01kr6>_!oEFjAj9|e_@
zklaM;r!HXTJ%g^_M)nlzCTbTy?AvlbiF<A}eG@0TH*qdk{O1-fXoiJXR&IqJ5%bEE
zZm;`*XD~)q!vOmqC6~lSKa_L_gMBB$1om{M1(gbG*#7l?MWW&LUs{<L84KTW@zL_~
z5jlPzEqj7k%ysf1rs(=WA&aL7h@cY|>EBQr&WZV>JApts)Bu2tG`E&;tDFdw{}PT_
z-xx$VIDep|u*3JDxl~=gvb-w1v`gsXEoYlzgWaBD{ViLk+m(ala$je1`KPmm_DG`7
zub;-I3%=HCIO!MR<=ll8J#J)Y;1&W7nYhN;4?hgA$Q*R!WpiV6CfQ1B>qCs2oZG~_
zOLDvI0;UAho;8G%=JxfdTB_S(WM(73=h`IS6n-u(cqkJIX%(QHY{8UlGiOu!rojgG
z#SsW4++QJU6$aKcS5Ie-g+$Y^`TDdrULhmCekg;|9d7U7g=N}Zo;}0r1z%@$T9+JB
zKiW$6Eo37jDm+-lqCHv_m6BFhe~~{}mmq);|If#GiZivp$?-={$_q3mz<>;eiY&}3
z$=KdW$#p!C%sc-#9(EDJG;(gVP=zqZqg9|zp`hn+sf}CreL<wDyUozTeo&eFlF*@c
zmoEVdoqZ^ak?=M9`3u0mfC&WMi4$Co_5%I$nYn`BxyrtB8lXvt@NQ$d^u!~VS^jz_
zx>?`-ELlv}GoBW_&S9~)vNu506JepOa2E+?KU!KWLN#roh_C=dR^-PpT?>L49b~Xf
zad!@UZ0E!&Y>B%n35HA%W`B{NP%ZnkRvS6MTKGetvb~%gE=)hh#9>kKU}w4EVxz4z
zEgFAt<CS@5N_?ix4Ds4ypp8+1`_k?we~4dt$`<V#nrskK?_F4_C@rC?s~05m&WbtI
zvG`jb$T-KeBu|p=6!cgWua|OHzx8BgJ{2jMxG*=FqDVzqD>=Eg#%`DR<ik{;*#0z`
z?G=!44_C+_d)s$W=vITeO&9wDz;$`$D{A#zJB<Y&rzB;#@O?%t>!D&EMq)uC)C`gL
zlzWz6F5Z2JOA!nNqd=X4#)GCw%_D01FawAC+e?u8xwjL86zk{^(7SN(#?D1HWkJk6
zI&Z-`GX(m$t@id{Td$dzn)Y=<<Pz$K!OeifG0&{16J{Mm5Xjz1^b5CA??^$~RYBOt
z{)YoTkrj%XzXnNxLQPybk^b(?UO{TqlVt&KpxnUK*R1FfD8ZrcP`1(a12KhYuVv}^
zz?&(cn5t8>=L0-#LR<JZ3ll=PEu=3kdWP;#rH-ARaGL6#;TNLwoNt4#Ss${Xpaa~y
zV-;s6>OlHNsETYFn>Gpgp|p+V9PaWvF6TQ(z@ua?(e!BR@1v78JAC6Eq}kW-Km;aZ
zgSxPZFF}R2%*jWnb-uOIfQ=Cp>7AQ!{OogJB_mU~N&TJZppVZu=zhY$^<xxc+=Z;)
zo16z4q?-&e-z-SywQIDVuJ}j_F`r|*FJjul%nx2{mdtBqq^lf=GqLk;PBil&zn0#7
zq6u0WLW%SCb{!MrvtniUP+HWX8q+>Ezkh_^Zp)<5@%pTTvF=~DTh`7!pVQEzGRFy~
zKn0ckJM~X4hCESSqKw-f*yHS1u#_{QY1sL4@IC1Lz3PXO)0zs86H+xKK;<Z-Bw6HB
z7Fh;UD#C#ql+x)^S&@s{x>(ZVsD}MpIA5M|NTErxfqmWS?IgOXkd4V>kEBLyB!p}u
zhf{X-{OAR6Gncz6qEMara0J1`y{nGp%}JqB{<7pZ_LuT%9P-YoA~=BHn*OUf<~zbS
zk|f1-pPwa@5NKI88TObp7S5b@!0$W_&*TDU;3qOERPQ&<cgY1ND<=4q(xxO)GM1e4
zD~S2H@#(k#P@Qe_-AF|w4PSy^o8%TfzSc;h)DB;J-|WUIuBOO<ILPp(cZmrN>I77n
z)wTvp{c~;VGdDz@EWb9VutwE*Jx`XM)zBJKk)6S-&0I_c+>t6u@TCG>(;P-r79*i-
zoa{oLijv3jg3*a18Tqj%TvleZXQHF-1!*{_TBbN2yjjQ{3{Z?Tl@^2`rG(?JSRb4u
zHOz<$`~@bnZEYDb<ML`CTb!H1Y3ezTZ2vMA$ByrUORzMx4Wtl3d)iAlV0hyymN|C0
zrO~^_kH&Weu?`{6d%^{mhk7&bz{nh37_1JUKX?QNjAQ_oa$M=t)Sm-T6zNbY|Kb>j
zKCL32aq`3ZUlBxR4P>+LHno4m_vFTPk^tFR;@#<H{wkuuewX~qdhBeJb5o9j^;>@?
z#)k#<iO(Kt%p`40ND*sAJjKY@)nndVIMJgTo@YIde5DTep;%dQbB@(9qSreb>IaS+
z_`1O5`1{Pr#``d7|J~u2PzhW+z84NQi@CO9flOZR)>gKJOTnZERW&F%d92Nn4iMI&
zz0@(e*)RXr&<cA)h-#N>dwuth<DRT09(lZNXu{WR#RBiXDgbAx{BT<xh71MYE0=(+
ztxw*k+Td)14oFgp(;gtVzQ@mt_~@U*c&)#X5NsUD2!&o~#%NDXK1kc$LicUijP-v1
zApSmPKa_O8(fUDZ`uHlHepad0W_$@m?o++^ublK>q%8Dkl5)91xm}Q5NF>i~1%cA2
zarQE<+g=azhk8{XCrbPE5=D6U!M3sw&SW@K468$Ab8(CsZ>b!3LL=q*(>V8xu}iUb
z*~%YnhbLwm+-@lN2Q2bl_sFR@jWZ}z`GkL}8WUQhBtiAxOS2bi)s<Le?^o-uN&^Gw
z1{nTU++?8%ik54-yGbQKUw<vmK?^z+a0R&WtS784yJsqWxzB3A<1%GT{O%jHk`1q2
zd;ySIML5~Vf6V64wlX21^@}Mw)(czL$Nc>@C8eEbl!MGTDcBQN`BWKFV-9npi+;^C
zh2r$@wnZ{W8`qJ)Uv5>Xw>$<$QXR|cR)*&lSzbeRP^<>vv_}Hai?jlWx@U#t)aocI
zmCJSMlX^G5Zv;a8!MfsAAH+AX<y7}Jg}WJc>0XDEVHNF%u+VY=nJ#Eb9CEUsl9c+G
z06i!WJ*BA=i1OP|z0Mv(`4xq%E7<94B;5MOe)52oj#Gv&S<LaFQTg_&Gy*0SCJ#Ig
z@E0oKm+9PvIn(C+`+4AOQ*yV~+fDs^a48~PLf6GYM!Fl>BM%0)S-RUzh5V`zb7&@6
zyt*z?KKafl99ooaf@+TtgBlqqbdb|~m|VYP&lj8)cPZ4v&l#V8X)}~&M#w1Mi{8(N
z>_TX2sWuU}IJScW77l~S+7G(1iEg6&x-Q`ub(Q63-xOIh7aQE*Q{UM`JG~<4oSnmB
zErz}0!)ymRMS6LvhN?$U82#&F28#(rX;(~*%nu~e+~}CVFG+n`Tf~I&W?fHLoPrKe
zMO9*dpExnuus(u6w0R*wlg|ft7RKecv19EU_!#Ey)ip2*+X1+ua;{Qua{wy;ME5L9
zr4#tbc{Un&6W^{qO}g{UiN0xJ#<I^&Gs{yXs{1@|Oo}w?L}3wc^|pjiVTGM+Gg4U#
zM}B8E^-%RhwhS~>iD;Y|i?0B$*qYfkuJ`Oa;-3K)vi|;+;_dfdiw$iqi3+(UWrT(D
z+R;6qsD2Iy&b#&<ObIik>yAH<^G9{1&sW?%<)at`ye0%CzZa1bZzuvCfe-={RcgP_
z>k;nLX6Z|ryUHF?nZH?mMlDvEpT<!qBd{eE>Sgabo1#11^LI4;g8kZ|&=V(kj;8Bp
zImAY)Q0w#loHo8flko34cP(BRRSYAaL0C2TW|Hq4ovw_Pa+PdHXGFB1qVev9u8~*V
zINSbl#ap19e|hFgDa^&_C+ggl>nX_N@+(Xn*o=hlKQ=a>#az4q;Ker|>y|r6#wf)P
zl@sDd#MVfYAybg5lk*e@EC+a?B!OYFnxe3LPDaMGF(Dm#2EQ`6upqHNKLoXw>K)%k
z3IjYb##))o0O>1!bRww)ZMn1}<J;b~bBltI{vsUV+V`{>yt#dbsK7iVfY)T1WFC;l
zpExT}jwe(r8MKfcFt`(o0v3fANfl;(VzS-_edSxbfEP5lL=)Zl8@KNiu}0IJPwJ--
zx6>q$lDZHN#!pljdE&VLVOw{&smlbdO^Yphy-}L2<$z(3ajrc~PB+sG#B*|zJ6z=<
z+4ob$C|U`@D#tF1XnzuZt&11y4v6tIsyfl~4uZZ<-dEAn{*h^y+7R7hMsQo6->=W4
zkttuJ!>8#|xirQ9pn`HHiYS?`uqz+E!zZQK;oAav&qCK{&uJ++N}?P!+5z%(Iy{zR
zB}69|vi$5s>Jim-O}UJ8Kht9goUi#HW5Xa5zA_&abkUOYti^G#I_{+w*934WV*pKO
zpe28{?(A}W0aR!BG0#9B02jIwQ0e~B8=l?282oUalZwhBx)SCKh&36$Z_=<O*BCoh
zCDORcVBuYymByJ7s0T>5I!?K(<FixX<oS^66!|YZr%5haPQ6TOI)R@msmv1`;(~ju
ziz5TFTkQ%=z0%9vJya77-cNy7xAlj@L7NCw7-aWk$Mh{P0EwCHiBq|5s|L;_mNZ|H
z5SONp$7Oj1Qf7t8=DA9gsT4?sqn<Y%M?U)?^>^YQZNDqvNwF}6GX83aHNz&2<{0J2
zQVXelB+VNJdAWxS@zQL%_A1ZD3*X3J#ks9VNsj`rW#-sy&;)<Fl6jRlKQgm8J8?@r
zO876HPC`*U+hTZXCU(H?45}Q6jz|VuWHCyalXWhBctdM2y~#7GkgaJ}EQJ(0(VyqI
zMH^x)X_Mn0b_2Q?U66Pmy8U?{c^?nTyN|kx%+(+^tJuNuZ(C9J0h`ZvFrp?7wr!Zq
zMqQ&zQm7x3!sCT*&c&fl>+TO1U2(SsyYJptAEH@kG6dj1>8jpY56wt)Gtq6O2yCw4
z85v2DIr=8iN0sSYd@1qBUmid%=~apm?t`bov`q)C;#K-6kQf}L$ijDFbWUFe7v0PP
z4#Ru>-fGr5?XSM^HmscK)U^7|ddiR9BtiWGm{)+eN@#F~LePZJ%75C}wj2fB^eOtK
zd!}@a{jArc$Pf}yHp`T8ip<c$bvO|E%RJf@B_DZDA6{<fW94E-zQomgea^NW%ick#
zwW~XMjCxvbsGnmRFLz{VKB1G>*ZmQnL{{=#`rymwnKfLP$+EXBCbz?)#qf#&Emy{`
zE2Kxu8K%}aHYp1KVFG+lj6Xbw89)IvVgK1QJ@;LeCSt6LGEXX`M=R>9hvR31rWAX=
zhn>1mlBaAs<;uOV-fK1f%xl|<zb0w^1B^RN1UIOK_oVw-4WT>KtoZ*aERco2I!6+H
zw)%DAS_akk$?upY!Opf^m!m9+6N36hdy_v|%T_p+xspVbq{iFYi`|4Xvs?PU-Zop=
z6MZzorMvf-a4a|wQ2(=kpBG&OfDZ2PB|L==P%3Fi<45oOEU2^%XDs@E@>vAJkzqC0
zs-@9&nx8Vw6z%F`ddz34r%|;=QtTE)BM%K7{dU(eMLc^VMBX49?!6jJu!z-P$`%X{
zjpk<`5&oS=>U9AnR;L!`0bAb-r#6M>`ir6>9%-_p6uQd#bzB^ubhZ0~k5yI2(IR&{
zZJEj|&4uG-oDE1tJjf6UE9)uggCD3XMyQ1Cw<#M)qo>Ay9*_Gi!bC62`P2DkQv`@2
z)SQLs&O(y?Ly$aXO}s11?O+~iC4~p1!y|5f4mI^lKcYD<k2PoUWw3`7fIqi|bfT8v
z*3b&$=eVZNcAK`Ue@QR*m7+LxR>idUNf0oTV(O;)HZ`W2H-*5~Y7xT<%=4%XJksuN
zEX2L==TlP{nXOpiY0<B9!+MmC8*;ziEc<Brv1O4Pzu+e!=I(r+IHcUzW*6M3+y{!w
zUKP{~t~t1z#_X>E`QGjvyV*R=&dsTPNt6@Z;Z~0Q%fel8^Mf3>VNSv@%XEoG+ZBE0
z?~dr?#7KcwIdxMRYqXVEpiRD5gP6{0ZcVCs7S@SgH!?fFwMUk+=<o5gaX6}>qF02i
zJWIWQ)W~U&1@h=YH@t+IKI_Xjeii|v8=e$7F94W!b1|$p&&t|?HplG-OkZ0?EtOSK
z?e$eQnxrmdque9SN#mVWdzu6Z(o6`4i}{@IWutIsL|%nmW1Fe$+FMJBUQUneQskMB
zDqAEXr_gksLzT6=h8KX_tF{8nVF85b3bVv3Fz=4T<#r+jZE+-pkYJh=z-mg)(%k4p
zun0`O>5O)g&1PNY>O$CV@|U?virnY2HgDOUMs=qK$~++uDsf+}vIVIoR!mr2v=kC$
z(l=<ZLo&`?Usmo%ISJwX+zSGPXgPy{(uC(S>X_^1=?cqAj;A$_Oug)A!*dxYgTI2)
zj{PcTJQ(t{Bx=Z>(H2LJoEGtj5{7Yb=nFtZJWxQ@0|Au<s*=fyaCrC?zgLGsv?%DE
zEURxe6o((D2F<DP(GsOyh#4e!&J-!{P7v6REx>muH|Cmaic}z-+#4G;8=VN>f$Bz(
zecDWeq-}n1^ogR5YuI*}CFY?(JCzsY8(rF@lqM#-LX7RbIFut<mLBZ8{VQ!0ltCJc
z3lzQ#%VSg%>A6>~4B_LW4~P`MFiH=^tyRTkv^I3gxZ~loUUNH@MCC$&mN$u}A@?;F
zG{*Y0haEy;ZLY@WeRohm@@H2gNq`q=?5nfVmCcIm<~VFC7@*i(h~<`G@oq<elrI;L
zF{vT<c2k~|S$3v(Azfu*N8y5NT0=KH%HBKJ|KS?+7a7}@Dzxx)#`Nz5U7mLoaf^L)
z-cO5{5mCM@{-T_k%c?M0BJ*Z=-`b{e@vZU!I^|%=Q-GV<h_|P`pR&5f)|8xN*`S3T
zE32zym~fF|Ev&=w4&oEde7iNtu@ifj8h<^>*zvRScmy=~Bdc^c-i^4&nuEB{GiFFl
zxy8h7gox!=uR9d9w3QGZ^2ZvVAeMj4v~DC9s|Cc7c9y|n1sVs&gS1mKc$XE(rM)u!
zED5wplcK?Lik}R*yem?=Z1?YcRsEE!n(N&>sGZ*Oav~%>D%kZl3u$-#)7|@PS|_1t
zbeAnOw;AjEcZ_gIYlLSzr&yq`Q0tFQ(ZX;}fsi9VrK080W>#Wi?H55IeqD>VYunir
z+PDP@leLttOD1dT)LDm7*tg-%KhXO@v20Tr^GGq1%|!d^@12byf>n&N{@10ybJyV0
z%PjPVfAahJtS;}O%;2@RTW~cF4H>7ZlukNJbFD7(*-o1bBfL=M#U(X;PwB)FT&<tZ
zrv&?7-f8p#o1!__zPSd1|5Z7omf;eLcb;j#0L;J55@m0ZS&I)o$)hpM!aR<n|G4EZ
z!A6q0lP^9YY+94~g_w72q-&9MXS<jVjPA{%3ONO+56i`vB5RD`6q=#i0fz2iu|Ee6
z<Q2v*(u`Z}o9ZeZHn43s)f)S`){Vqp0IVBiG%-6qBZi=qrW_c&h^1-Q@teDT89&Cj
zQXq>vTdr_-Ytd#am!R@2%o50@@m@Zz3$Z3{(Ebc}qmSyDxRkPTz=mJCByo)Dt>j}{
z?X-@igT|L%bTPwo15r!<Ag&(ADfx5lwdyvqy5k1G8txuTM*cQSOmP1!PPnjyK)u-;
zY`wta2(;BOhM@W4VEo{uUsoo?0|yf7@w)Mn2z2P9=%d)CJwr}y<BzINxf|%TZq=p_
zsV@LEAMmZZ9DP2UYkxEe+MT2zo}P@IW51YeB;~CXaX$>kr5-;i2Ma(KEGTGz?akCh
zhC-K)kGDU0@iI_42|ud#rae`>N<3J{o`YG^V^r$unv?QV75Q1%ysmP6e3{skkN%DE
zEp%-u{CQ5A%nx=B^-b*kz0!C+?ZPCyo$G+BX+qhrV(miW2iME>onW})_LA@Xe0oa4
zZ6gopGP!mvLOx6S(DC>gdcJ65snLIdvVOo)))4Y>-Rox={jXkhfyGF?puTbF#o$hf
zQjsoc2YsyorjRM0@8QLsRo0ZtVKaKNl}r(Jth4zd;r3drBlC7!fdeYSIjXTd&(!4C
z{cGW<ao<n6okSni2pi-xEWKg3*F5{sFX1&&9;kC=<Nbcy36HQlxAK@{o=aYQ{IF^G
zaehgtdbBM2Ui(@&Ij@Wg21GkkPe~7T{WP4v?iWNL)py>O<9yK9Kq$)VQ`n<afqVSW
zF%cKy&~p{=CiWrbP(wZ~r_oXhdZ{EKDymwGdFaF0X|-5{Y%dnF9Am&d;!)n~wG-Br
z{28x~wz-Lf<e(T`q)5v`_h&PO-<##tpO0V%m~6plW5Q6q_#@_{NbF84KT7@N<?ZHD
z5gAj|u)|c5$Y?_*#=>u(8+Gir(aYX73uqsjDz~0ccXehXy*24efLfYdKH*#sefpas
z>w31p-|zJ2!R9BXQIzl8oBZ&WYFnd0nP|P5b#^z`Wxg_dHnW3Kq_kHeJ-0E>wFb41
zhToL%e+aqL-cS0Ozh!>`@OauQ1#XMd&KJ>j*hbyYSYXt7es2JhjKPao&nll5iRZ45
z{4hiv=NDP=S<Fs94d;5^hd2M4kAC>v^^2_2D`1eat5)C`m-0OxA?3xSNUC4Aa#B6p
zwn6(PO|EP-3M1iZquTR~9jiunNBDWeZl-i+xRE%ZQTB}rgJ6b8Z@nFjvj8k*kk)$=
z(Qn|<5?e%$#n&v6C|Z!e5V-57V7QVmy)$kBGzQhxpU*#!u1|!Arl9hk2o;ZJU!QbR
zQh!hKi)ui>y%Ld*f*k0aI3l@58X#O1ZB%}HSpBn6^bzY6)_-K348}S5%rwd|{h&5_
z`dm?bAjXIkATA8z3Q|e>F_U<uE8FoLgWjF%xVrqBDu?5&IPTJ3-4s}|YcGzj$(}Wc
z9FkOL8f)S&kI)-K8pt)hCLQaxi*1g~e>bRJR~Pn3R)4*vQF%N>qozvZ=z}mytk{!)
zNwzi$(xF~-OMAWWUUJ+v3oTltWLBRB!ZGG5PIln5!E61p;s#%m{XF3~O?ju0Ej=Uj
zw;mYd?t2R5vJ$j-A%cm9uKl>F@UwtYGhzgk5nN=hGsHxlc7N6*Qdr#om1?InrV(lp
zE<GlO@0tb)&5d<{Mp7_w!V5F_R)D{jimprk9USF)3^aI_>kn2rft<t)HZpd<rBp7F
zeUtHwRI1@mRy7O?>SamC678qO8xL=`E7AGd<w~cw-n4nB@M~bw2fHu;Gn9v;Z?bB0
zhS~$|E?eiUITK!r8NC)t9_=~Ri1X1_%R5?h<B!`W)#Urt*_hrOWTf-0hw*Nv27n{B
zfV<(oY961pQ4;NUvW=u(*$>#^u0G6yCwDQ@NR%fOOlT&5St8xC20ur)KolDMJ3Kw1
z!M4DPF?j5N_X@v?VVifzAJs83AM?4chR4DNTzq37L7PzsNxyJA^hb$VA*HB7RA4C9
zvLA*z0?YxUjw`c(drTPV>G1{7WLewOdnX;uA*W93vJv;~SkRsK;|stW`lCOU#QGT}
zE=kvZsKIMI#{eVCpAj29S;8=WlTyng$#oqg(?L~=WLqUOPh==+R2u7kBLI^UI%UF1
z@aUvwFS_S2C7krFhxFZf%r+#aDhop%kVR4&e_SQmaUet4J)_3Q4gB1Z(92W+HENhr
z;u~l`luzpX!~=-)+=YJqSzV(n@J^E5qrV8Bi<%-4fwYK$Ax~`5qbgWFbM&`|^Op#B
z1?3CUL&1;h|7@_Aw@X;~?l4_2_zhf76C{355acYC=UZS02<9L=kG*oBs~13$4H&<-
zK{Uost7$wNKce%J5M{}<Ua6`vaZ$cK>Q?>zhLu1%mxiv<JUD*KmYM&Hy>DCF)m;6c
zlj2Gj`F3K3G-q@JH;;><m`>@Mi;QI6Vxi`4f2v#3^ZwYdaMso1!>m-UW%lz71oU)|
zCG7POzFTws@aFPf=;p1oeX09GUk<LZ+R;%|-agnS0ch+7Gf9uy{*d!0mV*pquyHFc
zNY^S|xU-X_?5~GlN#d(?G4t{LO5@@my6x^1{8IBVe|)-yA36Rxj|$2v^B6>Y5j9Ja
zNIZ#WfIh;hWzBe81zQ%<9V7~MaslYb@4j!}lYmfDX7#m<#CCLEK*GMFMpA3;zNjWc
z1E6wSd1?vHA@O$W=~SzYXC6ZE?dKQ9-pz!mg_@}3(iGn?#TS4x*$h+d2N~msfl$%C
z7U+)Y-<B3@!LpTbUdlYYd5*hWo3<{PcFA0Zwyl-IhH!}u!u{V{j2ybrKkg!49N#YY
z@0GKofW+UBmad9OG%m^1Y#qHSzswUR(foMoJUy5(=P*GCTbBg(&CaQG0wdR+d1yaF
zGWzU?btvU$zOj7k=1&5`>%CKPI3+%BOv{m|^`4CE%jOA(d>A10Ao)%A%N9#vU$M_|
z8%!3>CF8WKZA2s5zTST1rNZIJmtXr`C^|vB<$_LQ2cze02rE}W8vHUv<RIEpScDyX
zMcAV~I4&QLt3x`Ke6{r>=~^U3WU@Xo@;5(G6Ge-PjXPiq{yrUu+u|UVETl2x6gR3j
zebTi*%aTzj;h_50=X_o&Q}po=v7+!~WbdGiKuN;X(sC)A5@${>1cyEe9VuQI!gUY#
zR>$w02h%{mJK=Y0Btj(h#XMgC%-^{e=CFr^Yz<tSh)&OE?bb5MqmZ-%&uHn%j#CjH
z238-f#<(p6TeVh&Na`~GY?MiuVa4ee=hOYfimP)NzqluzSFy1)-AEXJ@Lh2~fn_&@
z)PtE(#ShT>i&zHQP~6LGjJw38n*2DmkyXJ$(ys+Qj+nt#(@M+U06n@h$eo>_$9EHX
z<I1`VVzbD~v2(=Mx;B$D-T8zb=+*Y7O_C{QHR`Q~q0>|bQ;$xn^_L$0rAk&U?6hVA
z5X`>oHnmEUq1FjyPl7T5={vz=-$Ng~tc(8+B7F|JQODBkH;|5e0mNMr>V20IJ`V)@
zUU3&OJ5+HxX%mpI$G#nWzsFlVW)n%Q6L8i4SiDr1y7Oh=l1Goca7*~oc71&FVqZ(U
z!O2COiWBsZ8(9^-Kei7q@8g%d!Kfq$JKQQ37NkX|OMEt`QCX$ZVO+a;#1<f_A0Db0
zBA`p(j0*Bu>nh*i%P%SEm$g)NYG)9EIgJtaY$8^Xl`pGX<K4o0BC51{V}=R^qMb6#
z<&S7fqj&)MQ)v`9ILsSTWR}^C#xY1Fy$Xk#C7%d6hfdWbhMr9~2k6r%38P#}wCAfz
zBV{NCxnf|Dh8dgBI}EXvN4Y^#H4xeP#s{HAw5<W9@!iNL7G@i{%R5pQtGou)H5QYA
zOOeS!8SWdfQT3f!9iNDf3TNjTNU)Yq=xj2tPDk}ezH8EgSJ)88sKO<|x@C`Qt{)Sz
z2|&OL9{t;lq+X^-DFZ|&novm*bXIu6wi&X(oti%i_)sOf``0r56c$GxS0GNecafi{
z9V^Zs$dQ3CCOxPTfj{i#DDPu=YkwA7Jb}+X9F}rA1_KkgLvUf}NC}mCc5&+D2V^^?
z%LV8$5avI~F1a_{A*K9@6u7mVc~Op0&&O!iirsh_NrIdPc&`LZG@czWknexset6`h
zQbTv38@ux=#%XTYm!^P(xIWWE-^RbC{B;(o*!e|9aY=~D4OiN#ht_NtMDbMASj6@e
zc9P>zcmXm;n7=9j3&z&%Exii$1Sd`XYj3#MW*oW)5}vkUXeY)=T<=h>`jm8bED)F-
zbAt|;mPV#@aZ&(}D>Wl|@*aGpKU_$Rfx{FA6a^^dU>~v<fXi>U8+QU-k_K*V)JT=e
z3d5lL8TR9}<36DgDU#SNKqidSTGO6mU)6OzJhL;Oc{hFNvLjD2HO<zAqTMtU>CX=V
ztg~<Zcoi(nGR=j#CTu7;yjn&&x?@yIKwq(H__l@dw<%x9(i2l8`BxOsqXh^tkUZLH
zdUvu=jcEt~rj2gJ=5XgFE^#dT>gbzV+-+Fh1CT~ol=ayx<2aUc>>>!LhWl3(ugvfx
zMaC%=Dvgt-_^0lFCEOvq*}5jU75}2M=Eei0M~pt=^eec#DIydDyaDtj%qi>EMean-
zXzDwK^aE}#v&3ngfKHRCkuwp$)_zcheoKf<)|(+?Zy805+=;-lcHoBjGqVg;lMunX
zt1CMe2ZU!FjUGah;#28uiDNF>%fh;}$n%ogllQ#`aNH!pNKXrSANJnMs7b89Y9Kz?
zupBG*;ANOD=sa$JJrd$q*T%^|6N}?E?8MGW7*UFOBFqi&sEfNP@pEZ?`tf85DG=Gz
z%Cm{g`{I?YX`7R{g&o!^CYBI8pP$H3%aOx<B5_(+^@&h-lrXGTFi;>)#WX{c{(&b=
z&dDkANdAYA#wF6BRArtMY7f*($_#swO;>&@x*_l1<3MQ(i{PSZnB`z!{2(rt&{@YL
zOZEeq>otm;rTK}p_llnDH@*|E&8fewjteIxMzb)wq->9~x+xYcraofKDT=W0LG7je
zK+Dg@E#k$p_t!-ZwrgOFTzf(?WHltRCy&BXK?$<CS0%R8;UmK%i<4+o!|XAwRrA+a
z-u7hC2C3*@s5?{?cg6Q9UHkE$-HjYksbPJ;05^Ic&QbF6hsLerK?CVssBP}0R)vq_
zE1G08=$EaaVRp3(8u38mgpm87!DpIM3+2|<uA26`_9{ZVjSr!I>=qw&f8}L2Q8!GI
zeqd;6aKJaSw)9|I30hpKnu(Mp<rK#eMJ0YLDLcDluK&#0m02}_eqK36GImbW2)G65
z7Q49t<K%L~gPNLY8yYPp#MjeYd~z5LJfB^3FcR~3?wq3M52dMlWTw60Z06$;C6zWe
zx)))OT)GGo)IUt6G@jlgU6pBmch?Y<@89$vw3iU2jhCE{2Rj{%K;L~kzYs{*iO63p
zAKs6fbxswDEzY#7Tp^Gw$QbHzstH?&2&)FGsfunEz`n4|-oZcSXH66&Q4d}VCz)3_
zE>9~r{tk%<RqZ2uCn?qbI3k9FE5sy4e0`bAg5wHlutx*NshEgGqSF>g@a`Y0X*R5>
z$jcO|i?H!yxG`Y?x5oaA=msHMUyU+Hf{lM=#?9S_SEJt%+)$3fI893Rewgyy8|C&9
zl3_P$xS`%%D68s><Orx4)cL!a5{7A$HrttqJ_6~hFya=flXvAl1=|oPLCjx0Ge8FE
z*Djb`HJ~g-A<DEq)t|)51O4&mbJB1xKXf0Ko;~$R$AlPGhqW6uN4#60e0){>tyL5L
zhz;*e+3?7rn;WCRU>sEi?T9F%`24fl&pdABdiFbh0i3RtCq1Kmquek}dy+0~F&4BI
zoSptV$8Yv{*Yz4hW2lqlda4gmu(`Y7QXGt-i<roSCW{|*Mfzpzw57uBl;tMu>`Zti
zsXTCn1KXrMWRqbI^rxRs)ZD1z;$GF+T=%M9!=w8{z1;I-2kMQ@fP@tDo0P11VL4ba
zX9c+IKC@UtWM)^n7T1U-kSsT{@EpuaqU{tK$=}iWTyb|UMe*+28+-`DVKI~0Qbvj2
z$#pz~6gYr|$cRp}Bw2d7XEm<t^P4edYD?@aq}RuGwvn!zTc`o>{I;kYG$g`E|D||Q
z9yig+u-`0$LxI6XN(t@s3Dc9GwNrn<@b0RZry*;qG6NhOJK36*E5S$j(fOTYeOjT1
ziX7N+7u2Wws<53^=CbAa1Fo1p9<mPF-_9mUy*L(iV$n@W%cOEWKUqB(;OXB(V}YMo
zRu{@>Npv=T9J`Jx{Hxbe`;;j|szw?GYbI`~i1v%%qmNQnssC~Ol{U?p>fhg}@0MZ<
z*d>IOtl;|{<Cu0oWmQe5(5viCDXs0D#^#n#M%^=f9750=_3%~ek$zwuli>v|h2Ca`
zOGy#2ULq|63);Jw&Q#(7JD5UrE&jUd0F{%9ME{AhOZAr<d&|n7sp@F+LjEQ6rW{F<
z9jHaNiF+sW>bP(3%WqYh-xEzT!m5K(Alaq4Un3DYA|14dZd~U&)?*+b^nxKPtOHpI
zQK7x6uUjiS+S#3-3s*CqLTEXbDB?;!{Y5FQtsQA>w=VxfLeS;dFKiz8#pqRaBb58|
zt5jUVlB%DuP^qyIu3%iCWy_=#*NIbt(p&JhRDbOoBlD9TS?@cFs1cw->reObClqE<
zCY?4FxrbyjE|A{>2|*}2M^aae3SXgxDAg7zn*fG94vy$0cWQyh=|n}>(;ukrgop~G
zkII%WD5>4lynwjlA-Z7hpGD*=;gGx!2cYLexxiW|8sYaFcp=`=zYL*&QD7h5(kYW%
zk%jl?3Qoy)^U}LG43QOMup1s=OQwq+>m)h~$~BTFK9G*r&uq)0$4Ux;QD3wCa#CD;
z%2vjpjU~anf9SRr<Dg2WEAB<F!c$EM(QxkCtLPzh-F%CQq5nB}!jZJ{O~>G_5K}C^
zN<eh2tuC8eaKENl%yqA2BHDN}lfBCI2-TjjZnr_k8)d_wrJ0>BhXz$w9Wq4h&$Qqn
zEQ5`-N-xN9ADL;s+;V>pQbTwag?VBcUN6(5X<T#<Z8#vznkr#Ce(s^;M}EpTKD8vj
z*NA~%tUIH{Q<<c-5P`x~m9_c{d8EONUyUSav*ICEEpI`NQ#X#<Z2xhOIL4vYt>wF-
z+Y+|*T!0s9Tz=p=`%rb+>N$&m_{7$%t?rgFVU2iknWGP?<z*DgD14BM6kO?lC*wk2
zhF*~%BbJw(L>N-4SOwmF^R&sh9pjzxH$=m^eNO}<Llu(?;55QfqOGx;Fb#_@C}Vcu
z??*-ECAQ_Ib)(#cXZd1t%YP&^HOTt{IPh!o+#H`oj?fO+v*g1Wmq)(@m_W-|%WC<g
z>f^HNPJ!hgpZ8t>z(Xzk^e>`;e72_4Q%R;alYG~dTM)-e%S?yz96dwqX<rpbKQ!ZJ
zTduU|(CVvJ+o7)O!|!IuAn?HX#J_h1pQ5Eob@h91>K%k&39Ybd`>%HC&jt1Ccks^%
zS$c<63B*h|z8*{Vxb;P)Y2}qQ5HVc^k1{z^db7kO9YS>C2Y&;yR~^yfznCzXi+bbq
zNgwph5OU0|(=2@*t2dvO;l`^13&`|Vl(kedRP!fN=J44iO#h8mZw5(SJh$pQu6~Er
z9pJrUoPx0tBjOqWfE0<*5@!k!Ss0^~md$?K@QFdOnA7im#zr1bHk|P1wi9%MM&3y)
zK{7>Q`o#7avR|`}Xc$$74)Fg#5$rr-Z2216P&>*e_-ym(88&|K?;l0N0UxUJ9P7>3
z_>s^$p~P#q{{b@qn75um#fKRjR=@h|9SPe7-mW3+DJVl0n9_Rd3s*2TYM4HbE0}R$
za@)j3QlNn4J>j&;3K(Us6=d-Oq!SH|(ESURcmc*Wj0iizq!X5X6BUhVtjQYNu5BG$
z-zx#JQr<i5O2lk|#A8SBUl;)LeJfH$w&g;7OJgt=$@a*y<dfiZaw@_`LaR(oLI?@>
zJkW%eo$6tVd6Q|MHSTGaCRGcn7a{cOcrdCu1@51ivOI0UHiDCB1jueYRzq?3K*~Z`
z!(}SX*UD}}30@1QwMr@<PmD4(gXNXbxAh6Uw77ZHHLlNW%vVF==<Nx^e%D~ibV$;0
z0rq49exsVkzg#R^ax|Wgxxa6arYR)M=gq&k?R^iYq0!$o4A87%p4W>d*JiLX*z$Fz
zsaIp`UZkgp<aj1DkL8~ce`l|m^mP{|k6_-h9P4$>qs~>CX`f+T+SgdjDSoHc)z?9&
zyK&efWii)h(!*Jk>yOu?9FLDn5M|5~J2?@ED_v=ab2Rt}YDo}Pe``ebJ4`u2Yc}Dx
z4<chg*K+-@c308%$5B7FE3whl<D1~dMGVCA`WqD`H~agt>}+mod74m;Q3Cr{fsfEZ
z07cIO|DLJME7#VvCJ02pKb!dVDt3Od+B?{2BXS2nzkLB9Yb^}_wkt!;bU8YH6!Cxk
z?X|XuWOtRM*6(O6EJZQrIQeRF8SMQo;T{*>=G;_!zG~vw@Ljb}5Yh8Y@9b=HS-(rm
zrHjfYB>)HH4ty<|>S6lu=N&bN3G}ZS)kOCa>ebOKyO3^$B>d~h({A}pLZVR5UBoW}
z?zk*C0mc4d90l}aq3_>KaWd=VvK?|}gzc#E(x=<dwSQNXiC@MQM3_2zPBQO|M&sL^
zHjV43uJm|++Bm<nd-BPzdmQ36KG@XYRWcsgeIK%i>#eS90$CvM+Lqj~-g=d<Xp*XC
zEz*`$#un0zA$&c}l+G)*qS45h9Dm+!@ZcEER1j6JEa;tyJd7w8)?EW&gQ^TJ#%d+h
zK0>Dv>+$+M*5jIR^CYf#EHqj%=jC0gp{TaP*XkDqTJ*LbELKrmP5j=sLXug`oX=^E
zaNO*O7g)5$6f$<`zcUQ|bhFW4*H>1H%rnu}c&rYZj7y|Qtgoia|BYq7Pd6T$tiORC
zb5@*u^OL=U*iKwar>A$}&pD_pkJ!YMw0N8l0afr!3s7=-C?|PG8?J^QN1%kPgVTDT
z7miJBD=EPyx=UX4he)(eyg4JC<CfI00iAHs@~uKq-h*(*j-=DoiBAY$HgH>Pcy-BP
zah8YHKIGvA;I%)szYl>(IDL?G*UhPV0YstjU<ScqZyo%33l}4)bP^Vl!W?rzu<>w>
z+;Fl$vUj}>ecNg+fBp}`-YO`rFYeNAf;2(G9}Vtq!QCN^ySuwL7TgKixD(th5UjBP
z!QI{6-3gHC_vWi_s%B~~&i$#{wa?l6x7M>3{yK$9pt!<K%#Ysvd{!R$U?NA|Zu3{_
zd4_L-8N9;RswW?RY2cqQR<@U|n~6k}H0booCugc<oOk#&ZgRD-R&KnZ^OEN(iIymi
z%5Xv&t+|T4%oFd6C(8$q#l^qU?LJR|>G2!YtfB!7TGB?bwhWwNSOmDgU+wRW(BaGj
z+i5Y1Fs{mvF}P6rB6#5`yf8Emir(Enh!4?m)8)uK|LK}jLzj88so;e7w3%F_OcB$6
z(`U*Pa|xspGk{b}`g7s;pmnXA<}KEUX{Kxk1E*%)qFI?}9eS%IcCku(Ph+DyvHQu_
z!gc+>x{(}fX7Q}WYIcg37E6}4k*I!U3F0eZ>jR;{>#&{N4hEBBVGJ!i+%s+b7%L%i
zlA8LOn}TnyL0!I6!iWNKRWWR!L?l5M{Af4wcV~!(7_#i9I?j>AAs2iqBP0Bxp#YPc
z3TIj?qe%$}z}3j5SHAHR*>$^dUEwH@@g{BBn9yiyGb)9g_}&`BSwB(Q5=!N73Z91-
zW!Iv0{{V!G)31V&{quXik^CCYr|-Da$SEXCh@Gx_AQIi!632)h1Rss-VpGJ@$uD;9
z29K}D&-8AyI16zGn5Qc_m9eowJ5qque*o)J>7QM5TBVL_uGC4&)N>AVOK3?l<`5n;
zVd(3r+(JK|<D+YJV!_|`tFlwsVRZ2Z7M8<ya023S(%H8Uwf$wwwyNCgd*z-tmO0zn
zM;HWec4_rH<2?PDT#bLF1_dF2IORG2%iid1ZWg6o^$b~GCI#s=*p|pY)|IoGj+U0L
ze0pRxncmsu<K_7B9?~_pNGCk@=tWcFO`9bdThBb^&p44+vT<_jt(E8^a+`}OQud-<
zU=x7fFaz)~=GlW-nhrgXrZVuT^RHv{fYe$D3ljulTwGx32(v5gtM(ev+z|SC%x{|T
zfB;-GdS2HM-*;}LqRQhJo*r)|U;>_$)S8m0ToVz>A!oUf@@EKbI6h*GY~pt^wyhS@
z=YHE)A#GB$U#w%`%N8%w_WXO?Ny8_|+Ed7*YIDQn4=Wax;h@n)mce@XtLm68ypv`<
zV!X7A#D1rk&#0q6TTh=*Scw;>?on%;29=XX{@!4ZNWeJ{w4yur*WeTne$(YA)u6{r
zKk0J`h=6vTw`ZRkY)N2@NO)CF_uUATZt?!df1dT7w&#NRroFkb^^ZJ-1BPMmtBn+q
z*aag2@mro+hSOwTqto%Ib>2u#r64gS*5I$$ECn!yP4J$J9VIf~Ah(rS^Db6m``^rA
zGGpa|%8p<1v&g@58*3GV68PwlvOxFU<I=IjX1UcGhg{#yc%r^<Y+?6HO{3j$=a*0$
zko6IUNHMx7Lm!I=GG%_IdBHbAQkmm%=X4W8WQ2WZV~xxm@qrtm&dy{Uqj{#{+T4Cj
z+kxlbdDWpj)6JVK%4365FDQ4^vs6(yj0l?e@cAD)R;3rqroZSp3a|_vH_L1a>QCjl
z>ieX}(9BVwL{VZPUFMjOJ`LI}aL8gaWeY?US(>5L(x!Y0&40B|p7XG+jk={?C9@#L
z811z7ubJ5o3qeBTs3BiN5`-I?TqyQjTm8|3t<GSeRgZ7d%gA?sES=t7Mb<rKLA-lk
zyrC!)6<b}O@w$ktB$rN&eY#Moq?&K3I_ZF7@4utS%XOhfVEQd#?Xopi4!Rr2Co1<S
z`tgZL@+owit82Cvz4MH^-xYIT67qe{!mQ(i<|+m5u_!`^;XeTKW*k)mG~F?+B$9e~
zOZ19tGJc>cTb>YH>S*7E;t@yX#?mnS-#g!L(|7K^wd01>Bou68>-%b9^FIQ#&}wI9
z^IMG9rdUVkF^^YUgLLKk>$$|OU0X7};6em9V+s2%gs|*9`8Lp<Yy`#u)A!`=m9hxB
z#7lQ}ffiIM)~(#FyVv95%ug(&PFb=xzo$hn9RCUiexAv{DVeK9EJ+EZjC}zBwdm>|
zx##WLnAQ!6VxlfcMPx!p7`q?f%liqvLj7cSzT7EN$w2ivz%C^!FQ46l0w)mZ3S{=3
zS&KrJmUP+J4mn1EoV+mK@cGl?uUDKWgIQ&a=%#Yya1ncYVsqa>zj*PLmRIyE%2D|&
z!G8cOF0XWCNt$17gn19~*V+w?mGqh_l}G@101BvZ`YR6Hp(s(&m#YI^X&t8mzZbvN
zz#6}Kzr~LXwsIY@eZL^Rv1EgyCH~ge*plgeMhNp<Pxw(;?35U4VLYP5+M@zL8Zzhq
zBzNLAJej{}4w^G&aZ*jHxg3o?X+%z6Y!G;T3Y%Tw0Uk&`Mcc3bBq~}>Ob{=%E&y-b
z7dmI+sU9hE>O*BI!_5%o$=yh02Le$lSr%jY$yC+*?S;S}S&^tbh^Qw(f+`yB^Ee%&
z^RrTl%rSO@E)p&uE4^!koz-~L<8Z!yZKSghL-Q*N3h2->v>KmkVzx|UV9QU3{ktKD
z@qY?|i5qQ!brR-cK?A@sz#&4sj~y>9c%PH&FFgImz7#(U#kPTLD%ls#mO|a>g(CC8
z^`o@kH0gvMiLZ5I%%<^Bwg%QxRtEx8c}|=e`F44(!}r0Qw-{~<jdBAlw}Po=ovb%P
zy&PoiN49Dr^28Q7*Q)1g&l)R&Xa}{R?0Sh-4*#h0l&~Y&yDFp&$;aq_0O&WE1~?-D
zy?a2ot1@Y;_1yQpja8@Ycm0U}Hm!b=QrW(W3>Iwol*+T0j*k}U3#ozmuq!@lssQC!
z@u*}LD4KlKGUh7?#fpT?Pc^B3{Admmd%4f|qH}#^lwK&Jmgu0Pt2j~A!s6#sDq3t3
z9b*sCXZBb2L6FO)7F_QUPPvXwDd#rSA5-fG`Kn8mC=qd03udlNe#ZO<Xn(Wk`FS!n
z;64#>NkDp^r#o~~b`_74VwIF=c73ddrK;^RNmm1EWoF~>XFTbrt^}q4?#$?E)ntlg
zgg@g_4v<CWkeT0P)vfq_Per{$SCO^mAZwF(C^KcCh^_sOR_y<kmr7_)BUh5xF_EB?
zGxTMq8jIdKjc%zZN!rhKoHDZh$W8XX!mQc*{4f(Z3PAe@kZ|n>MV@_B&cKjE;z>)m
zo_7gk<P$~*u;3TNR_|WTDxtqHDRw8AOODn9A5G>?D7rbVMhKOs@42B{Q29yAo67n5
zWnsPQ*|YrDfCeJIu-iKh!K7mBGmGaV)7dUr`A|6_oza@l!juh3bd-xfI)@^E#sP=h
zNf8cK@k{1MOwNH$anrj~L;9gp4HkzbrBdUJpF*`vvh_!{{n)&&TcIHUQ9Z~3<@rsE
z>a!XH!Iq|dln#7Ezv0+SL#y5~8YUh!*0=8JUmVJmKi4>wf;ba^O)L@LUCY<-Yli>q
z`o;38zWZu9@{I3tq_B^=a`ZY?-|&7VvG1I^<2&1+aJ`lDHh*P;G165&M&BKa^{EpE
zsI5eW;vRE8LGN(O&j>Puy6J?OY}A{pCyIwzWo{)Xh;Uqhc9DtEPWM2;N_%}tFP?=2
zP|$V;3?tENF-PU+s0hqq{4l1()@k?WxMvSrkwP2ZuJHcVPJh^;5qU$tJ(#d-%^<=P
z=9(p|fDs2bJNPvkt1H7qtpv|Q1n_iMM@)2_HnWCGg@27_-EBHboq1emkRvDjbspY5
z`cK}ee$V3<*X;MK;6E7;F4VKE=i-QZN8d>ES0H@;1fn7*J@2>n95L68+RcBcjgh+Y
zdu(_5($WjJuU^#kgt3raGFocOmszvd*-k=I7nvsp4kVmS?@yoTYK=ygcH$))`v(Z;
zCf#WhL}d|SvcW_B76R(T1u?EA>n_)xW@i))TDdTd)pB>L?IET;_;;;qt%y=Y7oVpS
zO~@YU!1Ri{iVovqF=WVg3He<JN1%G}%OcSZx}`_<(LRJ0!k26o!B3Y24jisd+4e49
z5hI50KBS&ns$D9>7t(U720pmwslJ|EuO~^Om(^81st`pA)rnJw#y(UyBDi~51!Sf+
zZ?JW<uZ0B#qO3GDW1nTLNfIIf-66nZgVz;<q65jP7qcqI)~3CRLFiBg>~_QJ?yjn@
zTN5-E$DCvkMe{v@2TAx%=G}v|q)Ld!Ohbp#MTvs=ovxz#)KL?zue)GSb*R)HYY?W~
zK~0CYW_>@>`OC}Wn|uNZ#AXG|0n^FCd1(4%2Le=;R{Vpi&(Ki%*5$32%!)+ha`4yk
zJo{ykgpbHcp`|i&P?-s>Wel>uzMYJVTQ*uD%r!JPWj^xY7nP5Hiy;E8!#GX|ptZVT
z2QoY51}Uf@c;j_0>{^CHkz$QK_>F-`=&pqP3v;)>B50BQi(kAQyq37Ya9{LzD?h$4
zLr+ZY_M{SLv?RDBNN0GmqHHB@A;aRxGsHjM4pZ4wf)v`%Fog4#j~0-U7tVpqgJ&it
z8b|*fqRh=?0TIv$Fg4l<PWh?r5OY^~bWT)Nglh?7i;$W;n5b|PYjrN;!O5p<TFO3F
z^-C|8+sg6rvF_B6Q=8u{aat0hv5=21ccO7VB!25x7XJX2opHm-rmdMVf6Lb2J?<j;
z32;{GW}#~T;r}N_evgzEEy={1XHnDYaNg?^nJzj~4FGfl;Fi>;|G(@DI6w%7q%oTx
zXlj4jPv6xXM+}y<Kmm67Aj<a-@H-gy?#<h4z!7WbRIy?HJReKi=GRwG!0=5D8nIUo
z!K-bl)b3b(ZurVIR3Oh)iFU;dHOveN$yc3lcf>Q=Mu#H@Gd5Z(iNJtfIU@(~Ia$*U
zh!?{y?$|EKAq<~)WUsBRZ}ZA+HH7bs@t?s3MM~&vraj%TQB{sc-SXOcJ!Gv2dAfxD
zkc2(QclTM-1~XaVaACx{C24D5l(6}u=|*MN(fzpmJB?mIHZpsok^SWRD(CeJoWU`|
zr_^jM0kex3y#L+`U-19p4ZnP{ucDi`#};ee<VxnOG;uWS&J6_E+d>vCH;OBI2Ib1n
z%r)2J%#Rawv$BcB1f36`wMyNV$Oam?v4qyl-*sCK7hg0vC|U`>jG!C0D8UVg4Sd_0
zr=c*P448LXHzp^iX}bzEE<slOeDlG{G<eD+;+4%-q9MTm0Q?I7{C8H<fX$jF4}Y?3
z<_8qgT58N1mLJYv>=lbv-y_V}z83Bn=_MM#XIw)$mWWoraoIy~dUsbWsYSr-`;1^#
zz%~XX7`&}=VO?0K+<P!qzOFcgj-VIi?3M_I$XBH84aTQCPtBQgV4=EQsu@z{M!P7h
zstlry1*qof!MmQf0uHZnhHDKN#B(0a81(qRuYrp_DYNu;ixa<-4k9I+%ak!=2vj)}
zkd{_)cT{rLC7zGlw8oPQa0Om|xi3ONMmcX;vIy`HYGF|<w(7@878zQk>vHh78*4_Z
zxFI<c*m8Z+IQs|qBWXTI+L&!lT!kyF^odih-|bgcCZ!qz&<p&Papal61*4Q*Th^M4
zmh%K1G+mr`YDV<k#Vw1Oc=&>wCN(3;C1#Xe2*vIMJ-HR!8F^Phb<_N8qaHdPulJ)c
zLQ}*6C2oq13+1SKR$LSzejwYy{OyiIw(+_yjhwX8*GCOzOKg?u4Kx9<KhN71utC+t
zFB911)fSniIluu!zgAmy5i-^=Z)bB03;U!~5~uzF8aZF$ugZNiVz7CL!tZDkeaX>!
z9vYko?n*68V%@Z)P-K|5@>CemkY%55pH$?M$l=LvW7XVZ?{WE?_(u4+X|hNlVDKmQ
zr5T1{ow8Ie^IYU{hZu|OHw&@rw>84x#yPN*Wy%YwO+8~Frwsq<X}<?08k%+4hhJxB
zSsPZ?jHj_^K5tC2)=sZkHqlA#Qw|IEl&{^yKGD(i7c8rfyy#e7>$ey~b2AD<$2}|G
znEh=K^C}2PDwblF8XrkLkyYA3oTr!PsttaP8~#BrGxAe#{VJiJbF>YtCC`80XOp$5
zSsLv2l4s$C7HXrmOH;!K@>}_bVj*z<0QRr+vYippgtWmT<yyA9()Np<{HEvUmxfK9
zDR@)JrjgX<aYbE=3#HZ?Q4}#0fahQA$r6{I%Y+TXZ}aCD{)l#kg;M+e|6!E_CU87U
zs}z|8s>S-CeaizF9wNWHeh3^ap8YCXGwnu53~dnp?G)zEB;x1^m$%^!DZ(sQP7M5%
z%8^0u#X}h~F@V<&O{I$S_CDYvctC26v)@4(AY~!=kaO$72xIo()CYG08N26pe$PAU
z?fe6%cxx&T1-ty`gGh`5VPTwRTlQuX-@AU+a%{G%4wIqlq`i3XHq!kB9%Pp8)WNGO
zPJGRzFVUzU2EgWbdI>|~J!+tDtK;l3{AjKCZ?;vGhQpYea3~+*#n=_B(BPRq2)ij5
z3x#|FoU3wx@R{TG>+cc8UwsH!nUF7=z9T>mim|HD=;`9+Ao{krvZ1!l4-s|^B;x$;
zLk|QvwRkjGjnd}Lp0`QR?iUEd#q=*=LR@END_O=)VTgRGYa->({Jp^Y%E=^DyqiDl
zCnu}Q$DpFAIL+n*esEVtsnATtV44mrZc;1Mn!S#W95b%$mc&+$@2LA9po0N9cF1_?
zudCw5@GWe=uFVawyorgb$~13T)5R;ye5l%RGBaq$UW-oSFLaHIMH0C><Yv$mznRqu
zVUJaHVNx`8Bqv78RpMaRB$6Nc16@)^YHUM^j1{dv{W@}BgNfi;d6?h-1>uUmgr6&n
z0!W%N=986dJ7}t~dYJ`q0&vZMz}`E>45u;@yIFwBN14`#${WLWmkyLPd5#IW1i13|
zp{il(xf8v5II}_KWv*=5qvH9cxu5IdI=<0$)t)y60TD4k_B>(^>>pupYx7l3j;T>(
z-fe^#w-eIJdJ#*Ux>Y77^;87-r6G?}nTNs8vmZynjAFSRzH0vg@`J->dH}6?re-2)
z>jJw?Ur6&xbY=^!eoxF`!tp;IYqTIpS>>tRI_^a>N#9EJ$n1HLrCQTuKwDRctnQhM
zNOU}Fq2<)r^Gf1()rz3?g49@p|NM?3&%UjR{@m7>c1@SG-aaVWKW*l@2{}Eib_lJa
zVne{_d-z#5FF~(~4=_P_3Y1Htz4pv@g{Q25LO|<(`oO5zXZ)h!{sjd@$wfU6zw}H#
z8IxZUY(weF`&q+FtZZO6)9C*V@V1y5bcOHb0777&#a{BzmAtP2zus%Ip3&_Z9}QR<
zSwROnOK~tK6#fwdI%%w+jgX|DL}aUmOdcUzbs9+YWF(6F<Y`a-pCR2POR@8|>l=pT
z{m)E4?QOwL6uTIEe+SB2^)az(eBU7d_`6Dl0oCSG#kSQ_zd9xF6DDP)F1*jKll$M1
zy%C5LzER!K*5fd;SqjQrYQ;84v&9t|x3}}3M>o)QPV@Y<CV7WVbj`E4TQ-|{U4x{}
zTxasCZCqDJ$YU!~$W641FjUo!o2LxrhD@{1!6|GRn?bVV5oF>ye>I_BYA!e}nHnf>
zszvSsb{E&Yil?is7OMBpNfmhxSrX!U1LK@pX{1K}dq{TnyK|lly~p_m>04bcE-v~`
zEK?K#6P8LWk6KO!&l+|SOt9B|qh(jcCwS)xzjkWl=9OPnkWUgI{ft{;Tt?#?zP!|Q
zUi7HCoy{u3Ey6+$ZF5?24Tgq>pXV|u@r}?@eRW-A=c9fH0`IDA4lF&@@J$k<>srvh
zc`_XV%D}TWGqxfA=R^L)=Ff9RE>If0uW`~^{D;T=>|bg>R92sCLzh6xd-hI?65hMm
z>%GL*<x=>3kNuySG8;&ClDI#ji3h)vi<3bZx#P@*LUiuU4L|6tG-4J+I-wwKFW#1y
z%+!g<W?)Fe1-%~OMTl$(+bRTu<YRrK>$y{=Ll9Jl{{alv%8uMLG)tOkO2ZE4O2uAO
z=x}u7RuLmr1mPF2OJI0>?U!?l6J24~p;ri_*p&!^8>sJrU;SlDkWylFGp`1uN_3GV
znu-P`FdeKPXLEFJ3)Iv4%!L22ml(p>vTRI|DUb^w&T6f1=;13C3^jp&t%xxyp^Ge|
zBY)B0h#MVQh|d~hEAoOV@)6X@<%2gB@FMFo3`qMluCdtBT1Z;Y`c4?6L7JH?i?)nP
z(&an(-(qctfNO+E*mOx15fG~ZaEH2Tu6WX~QVgTP7d5m>V)logaUoes#<Ugf@<Uku
z7G%3@2}`&bQtk7OvnsFN!V8AO-1|BQBa1THb2X)>rcg<BLAE+}ij*H~%u_@48|_<y
zIQzA~IU$e!C!NpjOTfRHe8ynW;;FLwe21fB=P;_J$@d(5JXs?Hu4+k7d2!ckiv8r-
zj^ec7P`CE|s#tTx48|12Pc*u}DUv4?cb#Ncwvgv;Z2g^65L&u&S-RsZI-44SVz$-c
z<C6!*kvp;2IqUz)3Wc*|9L-%OQ2zNe7hg7vosuRM7rb|Yp!GEt!vdnZ>KAH{IY^qy
zRF&J|Z#Q#c>E8T>%hT2WbbS1MXk6-6hhg}3^9b<Xgr>zg(FZ~$wniQ2kmvYJ%}y1<
z8N#rPRGlQhiiushGMa{9nd928{&`gl4tdajE&_jUI~}+-#j<-^7hn~<3{g~|l?Un1
z9uA1g<qCtBRhSnnmpn|KCXY2%kXuD$MM0&gI>yybqFWjfiFSW=nzIn}<-H=rdSdWM
zfMvUeR>3=hjuNw@o*&(Vkm74$R=)dMs=qv+k0#2N4t_Y6K%p3p?$;xE96z8`YwC&x
z(9&uj7cCA!gYQw|-C`nE{{Sf3IcMzUm;*kAk1sEaWR4Z~3z@fJycHLoEr)upPifPt
zdOHjzZoNzeCS@lA(TdH=G;ye-%1z>p!_=-2&x&W+N0L)YLsAdF!DcZaf?wHjh`k=_
zU;8OS)Qo-D`$PmXrX;Y1k>#zF?$(cu6F;1Pk8tpbzuKva$>><af5^Ke4m1jsJL{;c
zh*APRDpM~w4x~D|wu2pqhgR6XcK>l4b0g08WkX8Yt0mzLecOERH1L%tqG<3PT2FL+
z$*SPm&JL>oq7v;EKbgf!QAk0CnmQ>qDWg;VTx^_Q>Wn^wHds$tXz58sq<zF;1O2r5
zA3sf}3ty>!3Fd7O=adK6LZruDp1S6;u0E~g-2gol&*)4P5&s{cvtOv*a)|E*r4SD!
z1o(Z}seFJuNS-9xF1JHNF!6EEBY(>aw!_FhMnZ%$OlDK|tZ@twHzb1NC$e;MLsD|{
zwn4(;#q90M>cOgY2gOuJBBj|WgLI;D2yAZ*JZU5hf75@xdk`;@st_0)&PF4p_M`Z-
z-xv1?Syc(I<@|?Zow$*2UlH~9@Tvqn&tv1*^Kc2`C2h(GKl~xd?vR+1HD^n`FKP0L
zO+X!|$dm`bPj^#11W&GpoqWsA^+b*}0_Q-Fn3<iQpHw|-+I&9QDWNCv%|P=Z1ot^D
zki8Q@3S%tqSOqs-)E~!}Rr$7<gPfWwXLdpKk_U-1$0`L4vvu@6Z=~pEipP7hl{N!C
zi66z=uGg1M6(W%JW7#d7y3ns8Ph3IevqP~7m0!_(S2@ninvaTb!dbLJmT3aU4i0eW
z@=1+a{X)@kxo1xdj*NZ3iem(mdnSU6@pX{9NfQT+p|)QQ1W#v9{|aK5(~KOSxf|MR
znUhXIRmOVzG2A23=lZg>I34)WPtCal8@=T3!KIRCBe={{;%y^$EdX~bjWGU!<t*7-
z#KBT_1sQ0|&o}AfUAww<k@+pjuyV7SZDd0^<I|-?Z55>BQTRnA$v3Nl^Qh4yiQ9u;
z3lMs)RK67{j^I*3W3G~4Kg>sRA{Q!F7)=lO|39^XeIjVne#*j414T~b!mV#>kxP7c
z<a?NBU)^z3fJyd&aPIo4*3&<on2j63yqRRDL$BlB6HQmy{XVP)dT-5$?}Bd7-Q$Jd
z1%-K>6g`}~$E1cVQs!e3_mS4*xHdss7-p`THE9PY2i|zt6e_baLm=0Ah;V1S_QFcb
zcP>Y;a8_=%quT(y0DAAy`d9CRhAXoHTHY1JxA`Aq#vO4Y{{UnB_(Fswl)~B4ktbkT
z+R%?ccL^&A&cvaKK)F34uxw8ckbF^l2Z~tTL*)jaE^5<YP)Qy7lo}XD`fZR*Za<3w
zgWBmuqjNMyR%d1QVr7S|(6E7Fi}Za{QmcQ)aJ6k@m<$0+9Vi-f(7Hqg)y3TfsR>~B
zI}F~|nW-8(^A9WtgOz`Fat$RJqD+myXKc%JI`Q3eH`$l@cVYG(5WM_y-11kp%iqFd
zqLw50Mv;!7ZM==jcUkk3`iJbdbxaccB8-&Ws!)xndT045mb)!#6Kd%DGx3-I5ib|g
z_kU%!pHYb%#-A$uMY~SkUmxrJ+hBVAbQLI2<M+tE8o5S}wo9X|A{?h{=|)(1D2%A#
zEpC0d8mg2U!^$C6*=Gs%x5Z)(LzuL4y4NItjW&KI^k~n`q!@VQqp0;dawM{})!#F{
z*;O4Sh_Ve`zw?vT*g{d<Vz<1?7=SHu%t%x=Ez@o|mHz-y>Z*KQp&}mjE`q<D-lVx_
z%eRQLz({n$0V&m7XW%KL2$vY_i}#Zs%dZ%sHNqtuo1GM{uOt||hRkW6k3xzF&KIMT
zhnky`Ev}IzX`&DE&Z<wuQzG^kW}o9pkjp#vfd&1x$_0vea^7kfW-9Ln(Gyt%Hr`20
zVeoHBy|*}7&>VH*hCv9f@G$i(={lX^HQS^Mx;kcKmrDd`^s@74c?rsOGn~!PJw6u;
zd}{Q=48_`r>s|Si)r2TYbHf-CDiZ1IT&_FI<L-)oIrdjEU-t^^QlN5;;jdXp8Q7#r
zc>}@v@6r(bYxGYvbAm(BRD?7Ztkp3xyH8YiM)%e#A($VU8h<-5_juk}zK~s4cERMG
z+ANKn8xH>?!i1q}M}@uiT4@Ey`<@0bPYdE4UL5EfY6!-C6<8oLbDAfW5#_K;Vcwb3
z?T`*qwvZ$~_5fEFg*?f!R)e`rlLFcB<z(wd_{8uJV5`|Jp}tweugAdociw!Fd5JcL
zqL^!x0e%z~dlupLtVTe$0T*Q5Dw(4ZB6FPrB%SBN%72zf7|ezFaySx=zeU~9AisH!
zz+kesjx`xIEn9=wB#_%X*I}Hsfye?0L?ZEST!6{?(87<DqZg<9Cru@kmH|%mcD%Ln
zV8Na2BqaFAUir-769Fu!-+d>?5lU2?WB%44DQ1ysCOsls@}JBgW7t1Hx4nX1or!5?
zsC9VaZToEr=YO6`guF-mTW_Khws2W2R&*IduZ;VZ@=mLnGLQXVnUt}U@Y@a(yeo=2
zWHAW%PJniR=9yA{z6U0m$|ToT<!0Lo%6b$cq!LR5w?^21D8%MN+(bIUCR;2OBsSDO
zAk|3l++0Bm?~!s_AUwy3>5hNgE(|_bnuK$3Um=NpEy?G4BZl@f=Xr-M$FGw6d{#cz
zxR5}2?QE^A=RkKUmzGDLyo&1VH*Q)rO(dB4Mt!C%X~jK!@}k5sD0iTA!DN0R;xZ|p
zq%Y4Yr3b5ENQKdxWDcMmuc{*GMTb*T0M|%*w}ufol4U5dmxECQnqd&_Q!b%M`cJ^A
zn7zy`S#fiKCm|pO9!4<ZAcNwRuitSd=}99ZT&m%^CzX9{({0J!o@UJJ&O_sml{8O-
zpORIdYx1^nt|{(uYAIG_PF!UuymP4SCeFK6I23uu4lkqAKANFTQdoCCOEiD-4@5E1
z`eva;USQx!nbKX!F%$d3n5>k#mk0%XIhEstq_C%yLS?{G;8s{_0`3o<0+!xtd8~3e
zeCk{MWp1)`{FLE(d2>LEouncapV%zc2na~P<sa1!eMPjXKTqAAa<80Ku0#Ksd@dn*
z=-}9yo~Do;MQ-BRQ+5#-a2r2SA=u#IDbhDpe*P%VNATiRN>|~>k=Hg7kZJ*kUSVam
zDUd_Ig>WybCgAHk?@MIL<g6Y!??!b`!WkkBU+^KOVr;fOoE&>#7b1W$6RczUlB`+}
zpMQ`rG+0;qnQkT_r~$>A^?I<~HZdghILlMXwj{?1ZV3tSAK%b~4Z}w+ni8hg5W117
z+@L_CgJ9%AIS^uJK+1S=?V9T%4m?etjY}We>;z82nt83VT=mTPdGhQ+6W3pHid(DI
zL773mN6~FX3Y~Pt7K?<nHvj#V^1j%3_4qNZ2wO3hp!|9|c;Z{7B?a@nUhB|7s<rpu
z8HXi$5)A}jzofmT`~&3OzCaFfK(WTO1k@@n67X|}#9NQR8?G}vOW!bB;SrAGA=2N4
zEq)X`h_lQWXLPpV9r@Ipg%(o!7fAtKBb7~I>^dC{M$!ii-Ab`*H@H4Yq8KHrGdsXO
zyeQ{y3xb<=YiR@hPDHPHdU&xmFGM{?0?-8y?>k{NLHEuGnnarLC|&6Q49U&g+K1nk
zU7hV$hcWJNwn!pQBq-+z3_Vl`SK^n(GD}9i<;M??b!;|eu>y%lU*)y9Vrz8^qZ#o2
z$JG9RdR#>Wo}5dc{vc&atlEkBHH2?>W_bO~6O!Com+a;J>0G|TQSLz9qcr#k?DTij
z@bD+?HK_At0j*mHx2~+mm)~*CQmQCCU7jW0<K)VP&U6|NkO40nyEtwotvVV{OsO6d
z{{gNgI{J5$cr82_Ph7<D$>(iMW+A&cROb+d5I*h6^_Q3Eb0N&XF{pK?Ax=EEQ`^$y
zFWR4*+74P?1uLF;G0?}3iD^*L$^l&fw>zXPLTfj{0e-R)i<4@MB%s(w+EU##)5twt
zU?m$D0sBp2>Rk;w8fSw@Yk4%i3Pz1nBhO8)iIG1aW$U;Wi`>iws2LBua@|B~Qp@*P
z;e+z$*EtpHkH+wiq?rc|l#A2FH?=Glv7sTFse_08#-A6g#PV!ZmV4G*zxD|t6GZVJ
zD-qwp19R=n9e8g*!pH9t&43AMVig23wqcS=omD>kUE=xhP%~V3s!qyo@8<@w4`=E(
zH+E{M^gF3knpDv#$#pMgK}?Ytqe)<&*;u|wK(sC$K1xmk1D+Pu!7f*K1#2E+?~V;_
z`dbN7VX|1WdE|!98^AAq=%8t;+zvmkPvx^UiI*d8)99a>FC#9fMYI877MlE&jD1+p
z^QK;mG0kPxTEw|=l4VV6I$MNTtCS(?e*k@FM+&O6uk?WmT3)De(-#rhReBp0lgZ?C
zxm8o~Ls{vDGjWhsm&C*2gy*Rivp8560mh#UNApabZUSU7E{D}$!s6YNv(NLL5`WKm
z^z=Bb<i8Pq7ReXUzT?8O;`-$Jcfi<Gtyr-I@m8){c9-s|;sgI4@U;Rt?tJ}xUo#*d
z3&V&Xm-2X8B;J{${u6$6F==kzLJsb9>Kr>&OL<u@m#3O6ack0w>PYQJ;O$P9B^CQw
z23e95MtON$-0}paF0dR%4snVzGGq^@nuvOg5M!=pmCx=4m2?qS;bkhHeGae-b*4=6
z$xW>wX}Ofn$rk6|a$%TW$5Sa;70Ey<{wo#cI9x!^;*A;vPs+b{kmQ}fieK;i;IrVj
z-+imn%o!RwHE-P5z@vYik51dF^{0y1C$|Z{Bk`8FX0o920JgS?zohw%L?xBtcGh^Y
zidw0-3?#CnGPZJkb2QXW3baRasmPs{56O)G0SrY>oN0JDIAg&o*H156esbwADeU1U
z)RrKc-xrFs8kz&6UaX+;VS;@xn079ZSX-LK&E8O56oLyTtdg5_7D{9=sqAxfvfZ>d
z#bUNeY)eiT580f(t6&{!X+EGxhbD_8_UV(wfB5lM#%zGUZzkA9mS3qlGy?@iD(GyX
znRb0(*w7Cg?f98{&EJc0WP=;0!)>$wtdrubK9k2XBZc%F@F)pk!X@;kUgFS)Qk952
zsCa^s@Kzs#j<Z;mSxbXE!xE%MlouMTHfWfkHhtLx!oKb$O)U@*mVw9+kd8!uDKO5q
zp}0J#yd?-D6}S=TqnJ|om1OMEDY2OO!Y61jdL>jwlhpC7O9~i2*=f~Vxw^`yBau%q
zO4?dp%T3@!HinoHB(`E}5XHpty9=jlB|@I(W@o9Ae}x0M|FYoPF;}zd5R@bg3QV=}
zuUP)1@pC&1N1h!}PDeltMpW$0#F^EDW$@|}0DsSFscQwlv>IFCSE(Ie<q#D#)rsf~
zu{=HCs@}DGlZ-HY?OB53hs_`eIkcg=Y-(Z}7~6K$m#uZ^+Q~ARpI|3Wm{Kj#yb=PM
z0o4w*u1WKC4-b{t$I+~HwAbgvPy9Ft9&pnweD@#|V8SS66c5D4*Z_6E#1b;IY8l<)
zJXT?@^$?oi(RJZ|Wp&7OF$g{RRv{ry{!BBun`LI37O?tR<)<QV{b8706!V7m>gNg9
zSzP93mDSd`6>pMn=2*3Bf3d)}k;=_KA2ANa+hE>9x1+CGHoDoERC$jBjHXuGlK-Iw
z{zn%-5mbj{D^8*P({CnB#31^VV69yP!jp5qlOsdSAXc=HMf@G;E)C>!`hF^gN%M=I
zXw$>?D>eHHexVy->iF26yYa=B+CcRqPEFc2D_$bY@4UprDU<xe13-9@lx4q)C<uSj
z#&UEXi$;rhkgTvWZ3afNdeBfXxu|vgg_Lie*1a&NM()1ha<ktV*mZ5T_Wb-j8*}0|
zbh@K6|Gf$43w%Qa76WPmrdN``pvnIvB+n2^_NEb-Mk{V*<;rVDA!j7ILIcjgfNr7O
z!Q3CM<@08!5wQ(E&lzv*GE%<f!*^x9C_+K9U`qA*X1u{Ifw>A2Xk5%hPkIo7?&f07
zA!H8jKRS}H`22%v-?|BCYa`F;V%|svyV(49R^{S{G)Hv`BGJRRehi;JdzP6nF5Bkn
zM;!v{{#G1c*xl7ecXzOl9+lK>euo|4OD1;}-DQy$ReCq7SryUmGsPmb<Lj`m2j_AE
zx^^5=*M~$QZtvc&fuu}SXY9oxGAmN9ZwseSr05(>6mYZ*hYGR()dECIKE`LX`+s}j
z7<Nkg%&AlawA)r~w}u3wEG=+Xy;)06oi~Eh8Vs2eH&*n1j#U#^I$d!5E^VkKU}Z)4
z^{0i*HkSU@!i35lz}9WT0m2ZD<B@;PU1yo1>1+enb+>;Oy75;QRuqgIvK(Vy9p5Vs
z0mV9cNv1LjoC^<j`ILdfcZUcp_k3UCM@nDm@u|^*VaOGE$cajI3xsEB4Ob;`s3bAv
zLmw>|XzXOa{u}iv!O+%=5beTm74!w^qLjm%Eco4Ht2{Ct-)1WDcEHf>o-FUSw&72U
zHYw>m#Wi}PML%NCXV>nob_gwsv~UA7Hn0J-PiN&X{Z-mo$cyJ%85;@m^;5OLe<1M+
zM#Ye5`uq?7x2IJU=T&IxRT=Fk^@o+`@1q|7^}=5W5T4TKD;hle_LE_7Z=$x#av|+Z
z3K>YCe%W2q{=ywMrxIlmq8Xcm#MJK(Ir>E*tug{arXpWN-3bi$VQnQy8V3FF$hn9D
z$HC$eQ#Jo)j^vpi^lPi>8m2(Dw&wo<o@5S#EH8?6z39mSBhr$o!WgqRwN-t2pYGS;
za@KT+R=J4{muXSrA5sFp?-~%hKGVFm(2qZclA8p6U?>IEuN{B+a>>fV(^H|>SM4%W
z-fKQv3-?;}13EQkW2kj<9xol2PBxbn;%iR9nyW)cpwce=r1sV0L1NUJI*Njy{YN#r
zU`nx72A#I0%{t&j*KSmYRHzD?9UIhFP-P{1xlEgTz>l)$?MM!SUlmd(eAy<)TqRfm
z6yv1AhrPJ=Q>@L`EpoTh#(gRH>sTsgcH9|s8A1H+UE8Zs-@)D^l0X3nF{GtKL&hI0
zI5qM|sInu-(z$>mhsWtB4(yg0u5IYes%EQd9~U|k|FB$4l;RV+>$R;Bw%mkU(i4uh
zp^{F<QNV|k5ADwZ=_mgp7i0B?=cfKmUKcT6)<40Xs!Y>D{6d-<N*CF*L!Cy1f4;@v
zt9*0)l$hmMptB@j<=uTl3sHUVg$>_1<P+QX&yBoUPR742qN5qP@xC?~So}4aA6RtG
z7tB0}Y$4}!><V%|Rv!~2fi<Pnh0TFwHoxE_EI5VMEE}DNJRJ3SQJt&r`^Dvk^6xZy
zFi_P&?R`_g>SP_LH#dU00~PGRRhK@v*-jbOe*n)L%$yG{f^$5hmZGRG*%|)p-GKsW
z7wq<>2LA<|T(^Wy;vgR^lc(x#V}ssYw%F)S2XD$3XisLsU){vvBBZigkKUvY6|9$g
zLE?|)xWgJa4pFH7d}S9-{Kqev7Pc0A5L(fT=qW?WEB)-K9n9VYRQ}_{fj}w=1#NOp
z((vayq*Sz|<~eEbw=HbFv<E`R4i{zDFL`L+%^mnw{E^F9J$Qq|@J=Y=K9YS=hdBga
zG{I4gF?hd8I-t*`Hjdg0+JJY7vR|`Yo}G{dEAN;buFO9nJ|<oSm7Xst4I~Lw?H+V6
zJZ`0yCX7I~mQ?KTuT_1<k1w8Og`c^Hr|bmOh<s(GnzN(q1>-Ztg-FU;<O;Y5g=Zam
zW-bB`bA~g9AB3yKJ-%$R*@TuohK15rS8KIgL7Bn<e!p0?ug=xMv-P8EM_J)NFV!%)
zs1lj+J>D39t^brY1(~qP(uq#Ai5GY)Sk$NaYLRS%f%}TNBpTaJh(Df4L}rmOV0B=h
zYz~+*{>Z10$1|HoVEDyPR4O_WSh4f;&M}d8N$P`j`xgv9S%@?@T#zM>i?O(`_qCsR
z9`QRaY{LrXHX$}7V{{QZDS{M(kL>~OPf4-?NBHm8TLJFdT+>4eGP{fB=2RO$4rLiA
zQp!)8f(8Oo8b6%5!iAhf=ll0lhhBWF%z|WN4^h`?MFx6Io+b|1=5LuW#y_DOM<DXE
zkc^nhB1XWyh6}^V4e0lBj~rZ#MGzC1o0MH6+-l}2K-d44aC~Xz)Y}#hO2%$r6XoO^
z+(NG8#7c~3@&ULt!y-QP(zMxCmW8nCp}HS(e`}$_uSVBn5&Y+rCJ0ppsYYol7YM}$
zP?qJc=w}G6>f2Y)k=;xUeZC^?`k^6e8!a|T+<YVT&DNX>{%w2cWu{e|H4{#h)+{#G
z<h3~du@!h*{(BORx=}n^lp)~zX|ybbY3Az~Oe9Q;e#PEQ96W#--;t@{Nurp@_BOq4
z`ak1F$l`BUB+gPmqoh%vyh^^M$xJZ>a`IcbX%*LnEH4QUz+PZNJo!QrE%ZslieJUD
znbb8wyaGF$aedi8zld&Rg#9KLgR68NB(LAh8C#2Ss*Rl|H{U$F%YbTR7&)U1W5Eos
ze0K}qx%Bp0+~71m09P!Px&;pN`ZS0A=28o=`il5(3_Wu^hk<n0HF0XbzU(B;KR!l?
zd2!F?ZCF^CShwsO+%?aPQpr5Z3dPTt!t4nGgmqD2>W6RQ0f(bzvX27{<?x(na$z3=
zEboe&KexG2R}fVzNwh|rg)j1N`M56pG@PV4Z2+<tz$5Fsl3lU3R**!mo>N((yB_>@
z(H8uCOT{HGbVHSYGr~sB7>oEwTDEpjxPxn%B>BY>;gIZyLCe+r{8$Y2@uy5w29K=6
zM~m3qeG+9oY-dvfD<0${6E&E^dI?EISsHZ7Rns4`Ku;QJbs$E=o+aB|XycuA5Se6Y
zPGM~#N@@?7JG4+GQ(e8S*uHu@Ou>4;motwn6vOe&@esMUV`c?o9n~}bs_FKH#1Nvd
zy<pGYR63WAz(TT_GYKe^nI<I-i&s#^`t#cqN2d}r;`_8%=3`(%d^L@0qMi8YudM~8
z(dt%&21YAXl*5!r1KX$ZdOj!VsE;8n+tE|JZ03mF53msKzxdEKEkwqSh9q3=6CV`G
zgNx|VDp)fE@(b~7S0j0HgqcWTanhi21bX)CF+}MoYK8AOiGQ%J`tjEX8pgd=Gko(P
zk;d;f>A3mH#nFL;fk_w=fhZI91X91MeJyl)9J{wLb6j(kjegjn&wyMA7D=D-`4!zh
z1SdZysw6vLDGY6Q6L~^DPKuUTbKSD_Bu2i>o?om0H_T=6-EWb^9tS0#W<N=4=yN^P
zHLML2i+LoMy#hQ$M@k?zCa`8i8ri=$yc>bere~t0OC!lDNmeWr%!94`+}JRXDyV@c
zz^$Jyl`8P#Yh`$86*U^(*ITMPVd<GRLxD&6R>hkM&4ysW_R^a&Ai#PhD{gq-%D?%C
zmzO|~v(t@Sub_roy!w&wByJ^_Jd;j_;Tpk(%(GduX+6eY<;|n6jH;wf!9R}MQZ3DN
zENI39zMq8+-h4d!wfNY>;SqS`t@%ka%IvZ071ew#R|%`gk6<<;y5}h;N-&<q%JLRl
z&nx3*enohB3bi%{8fI)x+f6_|THZj0K`GpTc{2Egm+w`YYny`1ANi3u+PzMnrYzlw
zXaXj|1Q-@gxeYx$mT&reB=~fNy!4$Y!|SjN2aeq3G?hGF736kT;l9psshbj`&(OjE
zx6f2>KKYoJPkI<VJ$Dx;2*Q*UX(gFI>qE|O3QKj!dp>dz{SU@?(OnK)?U`PIeEBA3
zUlRPI%BOoJ;#<LBlt;Bs{57bC{P)8nN2*-Yj1``V-Kc4+!{lCr%0BHL+f_dVwOSjZ
zcSM_e?P#G2aJNq6DZ(-X0&Y1EWhV7$X~{w?3@C}^!?yUW0YNu`D0a`t-EEn5U~L+>
zSD$yC$_j5=FE_@ON$PBnms}X9TYP}+b1{>S{;{6rI<e{>+?HzB(BShVSs|aS(*UwH
zT?65VR5z@;Ib0dKr{)m$m&2=CsVvBfceT^w>d3X+_pzv{o3ho{$I>4eWD>8`iz}DX
zty4}G>mDU?Q?<%0_-4R8kSODw-E(}e5&1trnA^ZY+sImG%@<ntA9doU3HW(hM}s88
zxOXeR+9K2lWQM2;aKE_Ov=`VEMt}W(R-u7^Q#^TZZ(?2~9SobbIzKxDR+b;{Yb&GS
zs&e6WFhYFB)1KX<cDusBRAyM>&oJ5L)=*luYx?5a+giB#=o@o5zCXHuvZnLhD2W<8
z`h77kX5MxpT$vlMqPxhKc4+S2&zzg#mIC2Gk$chHKa`F&ghUWPB8}zboY&8Srp=J7
zPlbAhJhtw~@nT3%FbMk%-TQX~OhD7)d5l2l3Ul{0PmX_7=DLuNP2A@NZ#?&3XwJuj
z+12%o`hyzSjl4}4N$1<$aOaB}c|DUQdMihuZ|GLz*4CVXl@=o9t}^_|)9E!HiI!OX
z);^Q?lNb9&+SfoBp`X8q0;AX*FY{5r-K_U-V5T1ej!AFF)?^BVsRb>6yg5ep1B26v
zx-gZt0|w$|k9IV&m7Bih<m!P0wU2Y(@2!Xu9pOH6C{3sR>A)(kcnS$<G9oer9SCP>
zW%|Sp9w=u{cYWwuC=8W@`oipvQi~L_zG^>-LimM&&Od9|xn7b7ABb9`<<YCHD~D-K
zS&oNxg-?xkE<QFnH*Lz&v?8}}0JXIME=VHRe2<USHWKa6UfPi6eX;+TbImcH@c3|j
zPz`Ap$Dq&<{d&THb2O;I!_c6dEr-6L%+DrakrNQ64)e#n)FS7cH)-W=O|Qn^(D3(u
z?+n?V2o=??MBo*7k#(R$bA+!Ty?I->j!Yq2cadv{_0;{{kVsSHVzNB#v!#`@n(a;0
zFy-`=MZ|pVmy0<_uAYbvna}Sw%ka3YVNBbZZLzpe6X4JgWz|>rU-}uvLTvr4@g9zd
zw|d46sNN!Hp?M60>wZ3-BFkkKk?QUB$X$VazYt?T0gSJ!25$Jz$G|+YB+7QfxidD0
zKaf?Xa-ht7!-Km@A;7@Q48#lB?lQ0kmwVKB^-Qnpr&Iaxm1iL2o5%fNODDa&rWUUS
z=V5$CuHdJ+1i6GE=!b1w7d(Yp!RtkcvhheYZ8B;8e$9-|+Ko6x^6ggqLh6X5wua^h
zK^vI9!zeR4OqaFCM7C=+c&esYV5b%ImOG{ZysnCP4YwSpz8Vo(cIf&3dN09<KPxb5
z?<*Ze4TWN{Pryk42D{YNNw_;Iv}SHJb-!8a!oyF9_0-A{)yYL7RCZs%Um6F(#^rHF
zj!GBHn3m9RjX<PXXdbN3xiTjBCr#)2uMm#j-&6AM1{NA|J}kqxfJB~HJP;QA`{Dhu
z&X*m*Ve%WPFuK{~cU;+0-`H|`qWM+e6>aK>UiRkzifHTueC!bwID>6iBwF7>hxA(+
zmcDNFl|JIzO?zOC!<Eb#u%J>+xA?*cl(^&yt*1tbJKv=aZgt({W<8q`ssa}nUf_5<
za2MfF{0Dzax_7J6k0sG}L7g}kong+87AS!Ak?Vn^2?Sz)n%#kurE-!PkQs-SS(1Z6
z(toMQQsIWdV{mjZ{XbE$4H025Ha51Fk^B!Y0U${HSlv>F57D1}CO?gbjtU2^$hG>r
zM16#kK<<31pitjMO5JIYZ9BT`Co{)!G_Yr1P~vMp(;BNL-YAii;?Q7QR+IBbg0!!W
zVJ020mhXo<(Nr!e-voO4-Xizoaq`w;t3;NNmE~l+Rwm{|zuu+Y5Yaycu-XHf!m#AI
z8_t(`!y_bQ>fPjysc<06<U$N&zl&oUg2Ivfw)h@VGtmtanRZd=WG5FKy6biV?rWe`
z#OlBAyTGA7#=oN0Xr`gZwT8ytCeOjvPH+jG20|%oN}xW74N%?+tdXgn0!;Oaz+YG<
zk&g_%EYQk0Fi#G4>IQ#=EB?`XOh^yBrVD<Vfug6K&_hsod@m%LklP?y@IJRonu~L+
znhG|N^|@@aW&y?b<vVRMd%B1nawA}re3%a>3bd6uXVaYS+053NmS>AIp2ph{3k8<K
z?(DFWw?8BQ!R<X!)R)8il-Hu8rikAR&{#xvQ12#_%sV|68W(KJm8h*W{Bb?oOD_ix
z1#=Aq_%l$HH{>Ep*biMi$ZXaJsm25HGUK;r5<Qx8KdVv>6UOp9JtCfOmhki{%{i|x
z%7th#^Ry4%1PQO^S2_Jf8SvelP=P|%+Ur19%3BPIs{~;nhBWnQl%zpnKHRzGS3b?R
zixT%w{OtO%0S-Rzn#;#+!fDy0%r!~O5Mu)Kd%CO=q({>4aJE}Nl(nRiF8Iz(g%1e)
z0^0-v_-eKLvbcXoRmoeFf-sYBtqCqZiG*pl^@lqtxvq3<?vO^azAB=<n}d>8;JYW}
z>VbDmQUw+oy2Ey)q;rkW)pDb-7!oH9o|BI>EpS2NB;L5$t|a%daU|=-iEYgo8Damq
z&U8}sX(=O!V2hZHw~O(@Ey5|^)%d=#uBt95{#Y||p#4k3;VmLgb+2a-ZgAcITSdg?
z`u$w)3(J}*^dI1xRcF>|cNXrALsAdLdB#V{cihPnW8e;>zT!NJ2L-FT=o732E}TyB
zdz*JVOYsk$!=;^!1y{0m3bGmpI}wCMW>nnf&zN6c8-sg84NeD{SvBVqgO5OrdN#J6
z7RM&%jC7fV5q!*jL0v|S?A9(f88ft=J)-mzVwZY6584gGSSiaLS2sT@l?^QBrVZ@0
zJ{34bnkkP_4pZ@M-9o}#k0lhmtf&)(lr*PPgMeu4izS@g(~9V4df<(Tn0-U6xJ)?n
z#$7Z4$X6>N&sE%I0(ff#cP_-&sI6=CJ(pgDVCrbxl~5ZXnd<PXz1E^pogYD8<nrIL
zi+_Mk$-J4?Sp=3xy4Qa08Uu`!Dh%_l{Wc9y`Famp=6M|cKgD!j+qtq8U#gwlm$2-Y
zVn0X*L3+oI=klL}9?7*aEIk5C*Swp-;|P6@>jXVL=lX4+e5Wrn=xWBlq|Q`pvnYGW
z-s%$vd~yr3XnO1OlZr#>x4)P3m+_+kR9hfQJ~M`rrqp>yGu}&EBV~ZU72SL<(LsX(
zfmP`)?`NT+<@wo|8~*uv(w|ppZX#)R6wZLuZn+;}Q4))KE2Tvh>pf+0M*Ug%I}kqO
zvlIM$Bew4QLGB!<Tn>b^0}day=io^{7>QS@AC-Gz%%QcmN&i|=u+i6MRPV9<R}gyF
z!*g1~e(~+kvpGNh;l7FQ4Z7ueX;Gz-@c!HAu*=Bjac_=8c;dvxXee?I0#;e*DrM0p
z_-CcwK<9_=X7ryqS(bzZe1sDELQc&wxU-4ex?vxNPu_cT3ND0f8nx2oK0a1i)HgT1
z#35a5Bu|&GCz1%+OK_<`qM;RxF1}KwJ@0-=zLEdc+<8UA^>=-Ilpvx+C(1~O-bG6=
zL>VP|7hTjCZA6V;k|?7E31J8$M2j*QHB1<t=-n`g5{cf+GtYbRzj)Vk^Q`q=ycg%@
ztaa8|>s;*f{eAcTd^d@0%Ny@&q_25F<T0{S*XNV+r%;)@ASKtdHHzrp$D5=8z-@ot
zDc*C36m~E4M`5J3KU%jH85fAd^NBe{LEY-qHr_r*RR{n%0058$nDqpc6!7AMr(J?K
zet=~@5Xe5%qX0b!e|)|;y3X1!>j{~cm&o_CpQq{Kfl$6H!Ar;3|6+?SeHC7*8^6Vb
zI^F8z_^e9OI9C-NM%{!uh(-M1Jc9A}7+nKn0}k~CxnQ-Y7T7s4Y1e8Ea8NG%EPDaD
zJNeEjxz<hE$FX?Y*c3reg{I}hU8LeCZkohxg<pdkUW(q^GDzuJbi5nvqz9U8E2(;L
zI<w3o`rCf0JYQ6*amJg*SIgfE4Iiqcw$}U<l#vV{fA3*Z-{k1NnODf5oI^_4kuS%e
zIGI)5%ZEf27Tf9+FLu2mu$7R<uWkCCco*!g%o(3<S|eQs2_lErSeHHGl_OV1-#;OS
zDUg*PLJGO}Oc9NN*t8+qQ8iAB+bNL!)gxOp=Xr8|(IHt`#^`GR)U3iGq_*y9^Sl#x
z>M?~2DGT-naK0tB=rQ={*N$X^sW)NrDcMS87u!_Q!E3BfX7>a~UQ|YxlTX8J=uUYv
zLi3>wy-r<<5*B)91lcLhZ8Y;G(a_fgRKC#}%a3f(_&vk+Iqhp$VJk#6GyS>F%K#VW
zkskFWVe)U7MlO1DDuKn7hn{pn9LQRduln{W-G$>0_4m4GS<RyQRxwO+@h>zTIc@-A
zxPwafb>YV(+OCx?-E1E<J;bm7D0PF#?|u8(3aRk$_UAewN6T?Eez7`@A0n%-@yg<^
z`Lh5==T}PXue;VV=h4Qv+*QPe6@_yd%kMuiMlm=K#p@_7SkY0K?s;w%C=KH<Agw~t
z<B&gSd0!4ieU0I^kkH%Z!!m-p&#D3BIY}aGc;^A|yv%nou`B#TfrG;j(!|{$3hLEc
zO1l!>Mf__~zZNT$zgREH%#6<1`xy=#!1-hpD-tjCC2Flamcdi9^4G>4qJw#2p<nA_
zDt*lWIDBkZ`fsyF%Ht=W9HUq3$u3K&ejso|fr$ASLb75ji`Eu#jiCXn*Zr$azZF*_
zK%!dZck&|kHkHiV@<Xv)o-N|CS5$6QeqYHhgn-fQzzP#}Y}~@Q9mAE5itvEWzI<22
zZ?i{MLeH%oW+fccqyUMG#MQt`0kg*M#DMSnWOC)Jtqn=y>#`jE_%f7lJNKt2``KX+
zJIIn%FsnM$6WT5Nw+qbW2;~YRDaAwFUClh&Z#aJ89ZjWAx@0ji!#YPYKtZ-^N4CV2
z&`l<94{@tt{6;4yWDEBnhZ_L6q^;KnjyjJg`J5E%%gmoa{wq4WI_H&qKNro_cz3v@
zxweZqHiLBAbSK|+j#3ev|9Q1BTNCR3xJxk9iReuD$xb;D*>`<3^XlGa@7MA&82h{8
zxI`ch^p>8y>mX$PK3F80nZsfhM03qxuso!tkv#lt->vMCyDakUMYH&|s!`@)_qqv;
zZ=U~7_0!n@@i~|)*vbe&0|K;zQ%7ZtI#5}`i_&*?^iLE?g0Z5^rMBAjRB8(c&wHCa
ziG{#e9md9TeTn41<mL<T51$YGKf%+zFMVb!D&hA;<{(cyh5~~eZnf|Ijx?z(|2ypf
z(e^zi$9S!c!k$w<<v(KKPVRqS4Oj*EmmJT^R#~39y>76f*XV{4kE({N0}IVk*!diJ
ze8Zwzsh5r0RJIr`xY^VBc-sZSk1d-#N5|RAgXs%@3Bvg84b42g3t{|Y-qV;z)4F$}
zM>vop%69~Bi#JA&IG~nTl$-kcumm59#nXRpfe#F<g_0T>J4i<+*nKCT<dQpicQJV+
z)nPBoZ+Gl;yD7vq$ieBM1sjr7T6N$X0DDEy3%#AA57LeoPN=@bU%pK@00YZ_<Htgl
z#+oI<O|!~LNj^LPj4rgdQm(}aVe=B?koc&6*oP?#sX-mp*e$nhI1#_Vp0rr-(!F^N
zwZ9)od~jGYi8C0-|K3#UQ`FVv=c3n2fx2Jz%eI}qSS}3;%sutI{e9n&qK6dV(xB(w
z)b5^1Q%(DD6TeahZzDM}f+*2K(kTlp2=kHK=30F<cg3e+3XN5d_F_xMF7-;aUm{di
zRRliw^A55Fsd3)gpbmrD^fDBM1*Xnw7VE-x#x@?4@3ph4_yCh$X%^~9OFoXK)vNpT
z;K=gb??=8(aRuRlrZ0Qf-os>`tSRp#>)vuxt*`eN3~*Zk9`1dA$7KiLTn!C6H{q}R
z8(X8~VPImB^I+QPokGtxEPBNBWu~9dWCAkK*;s%;LDGWBVO$5f#4TS#NMNUVtC5>x
zKj@@F@QTT@MNB)ut4=6{zDCI21pL}>a~$S&4cwj2j&B`4FQDnU6PVhYI%J|bjI-`~
z6YFfQI7K-zROPuv#yItME^xz`Z8gNmps~vHOJ?|sf&C(HzC7>{Bk2+><lM9(Ia*3E
z!-D!fz4SehoC;po1-O-M2D5c9;KMKjKob483EG-5Aj^r5emT8XDm)*<dVHD|ZTWLH
zzOR&}l1j>tTC@B0%9j<P;;cxnR^nKWOpUg8tQix&E*0r`G778D1c}EOZs(z}bVm=G
zF5Ys&W>gs=O#R6sV2Ky!`x;V)z}uTmtELDDjfk^}z(_+@FUv3+IX&cC)qJn?HPbkd
zZl)pwQ!OSPPC;~LriT4X;2MzK+!Yeyqfk`3FO&vQ@khfJr^{a^lWvRYJZ!Bv8u%<N
z@YCw+P;`UQh?&{$lv3ntP43{hk8IEfBplB(^wIJ=%vY`<g!8Q{?NN8#EiF|Li#7cu
zuhV6O2;@5K$3yHKTEZ<(!*O1B{<xJtY>WiKXx2qQ9~h1S%*^yLB+Q&N8}1^u0*ago
zChrh)A#C4j5*d?Aj=MbFf?;rWY!kI$(8Fh1v3Jtv)6hh_Y-VG#HvshCJAv=T$Ndug
zKimNNU8i2aPe!&+r!rsSbGM3wEUk%5T!&pN)xlSXe2t%I@IV}-PNaQiGILTBNE2%-
zHU6SrrcKW<R6zi-b~IEVllw|g>$F>krxpuh3w-X=Jo<;HUhfP7I56Tsu_bp`SG<xF
z`C_hC6lcmw{7xGRLsu}}?^K_tuAA@oPH(1vsP)Z+IQRtgp}6Ar&+a|6K#^x*U_wL)
zHV-+r5l(SwQ1P|r(Meq_YRQix{B-lzVU^0yHd41eNV<7j+A_vCdKCz_44_SLiIbOj
z*1yK@7I|h2g}a{@eh*eJEI2it#Te$v73mr|hndJnK+WplcU*(--5RUw4>YF;%8`*f
zuU<!PO1m*n^Zl1f>mNgpOQ0#kjzyz`*jr7Qo?t~$;Z#sz;V?TZPL&fhaO~-Su;eBm
zM$(enA{Fiw<{_n^xITmn7ZvS`Z_mO5ZRyVf9kQ-oxZ*SM_@uO+eN>jj$*Lg`V`ud>
zS_^k2Aw)l`7waI0H-MdwMXq+a2wtcdpyY%X8LIs?P)~W%_|A^V>{F@$55Tnp3Khn%
z=_4tf74*tMPwgoS80&TrAfCbRCog(Uvt7n(E7B`P0V@?Fr!F8Rsrxdqs_kaix_g;Y
z&C-iBWMbPzGXqs@(u1(nbkA4k7N*_#XPotf+e^w5@F(NbYCnwhIc?Anoclas`^iwy
z*Cxr;EXUz;DG2}igJXWIF{y8t*u0)D5fy4je_?BK^NE_HP=g)(y@z13Bkaqj^-$z)
zxb?&;Q`5wNG~dpF+M4rI#oSxLL($k!B6LA^U$>+r&aXyfUG{KTuM^SJIO+vmt5DxI
zAcf2uskfs!I=>1^?i}2I;vb<-CYXI;xH2@k^K^a=Eyhm#mi27X1QXpN_X_?*wc6w8
zst4GIs2^nDPKN#XNkTmPd~bv78tH2Dy=M!e<Sci<a7H@E#c(8y>0BbQqSbvvNVh0q
zc0Q?t=>U=pK-rN4yjSn$&PVyX;L`Vzg2=pIdjjZld>?m#GfsbHCj&Y%7ao1@q%1k&
zG0~^Ft>75&NQV98SKd<=a<{)PNh&`&&vU0uXOcFk7i%ZTTZU?0X2$B;zarsr?UYCf
zjy{74l#GksH{@z-)N}e+eYrhZ33Az<aduO0b{|^MtQWjYGRis*o1#8%b=2d!%Ez4>
zHu~1~$5oe<bS^D8UN>c@3Hx4iLiv65OnId?BwiElJq_(&z$1-2g~?Z$W$oYFnW`2p
zh_3LBS{fza+BZ4Y?eMr%{{VHR{-cgTFk@8-e>ktRxqYHHpX{M5yC5<=D(sPR7os*)
z#Iz7!c2#h1adu7qz%@Wc-{CL$IOeS<zzQbzj~MByk{)F{<_LN^kBW#Ve#HqF^Wm5}
z@caz^O?1}KOP;+8V0Nea4WI#W16U~~?G)u`Ak_`OB)7d5h^UnVH7w9Xd(qwiQ0~$A
zWQ9`Np!KWyoEVoVRRC@YKy*H3+J39W_sSzBywwkmGx~xrJ@*{1becjv-y9Y(x-dO#
z{V6Bj!`k>O-Xk-u$aO6>;g!Db+W9KMdG=qfQ>K;WaSQ4S44ytN1`)Pce9N8n2Ybol
z(Pr2PrQ{HW5y6R=f;Jy8&n<~W-BRQIMIZJ4U_jOG%PyK#O$yHBvvu|xKw6|es56;{
zN8Bm!SKFKw^+ZXvv<n3!HI8!J?m|%Jx?k0QlQmAVmRc?0QpaC!cld|qly*Dj%C}?~
zy#P_X&MFBL$DJG4q59KFc~3BN?#WwjNl;>+1NR-CkluaV?t0Tk3#B)$$}6XmA2?P9
zNW!0^-g$BG<pY6S2!73-DMk3PyT3g&>2Y?DR;d%M2DQkHr(#@+t#x%Dps>E@J)Y76
zzoF$yrHBvxjUS`jo`|VyiB`0pFFlMhxB=AsbY_x`OE>y-chC=e#F_)l(t2%bwyuz;
zPZpvD2I?N+%m0@MB6k?UcB7UL{>$i3iK`@?Oqo4<LUxI~oE8VAeCcD73w+emCo@aW
zs35K34bmE^`IhHQGo#uZvCXEPLTYGHn_R_E(^OQOY0eo_|M&yLG$7Rc2EfUWABk5c
zv=+YTezRsmU?hk0rC<cA=yvjfm$&Uvf4mInSKrKWy-_$LVm{flw4ofVY@m~OqwRYU
zA+p?<8l`Ac$i<c#4?AXE;^Fi1)X#sIO1qig9ZCd_JR1*ozsfSIZyYG>&#=hW(c-ak
z`Lvg=W4Y`&hA<2wbp<9#+?5}d-h&m_c(pt)n#)v{%l&>)O&D}Itks>>^?92^ZKS3z
zrB?yv<aK&aoNK?rDh1ZLzrHwLlI=Qz>Wq_5-yjWMz0}6tVHfChh5V4oG9+S&9$4ik
z<=z=mjEOdvc&;s<Bo;M#HoS-N8wh{UQAV|QSW>kA$8Y073h;wa8X@R``$OqRcJA3b
z>j((3jDQSg(kSguXzwP*KGK>g=F-gN*1OT8hjC;BsWtOOTt0+q+;T*`@fM;jB5fSm
zz4xI(_qlbyWz7w<Rg<97A<nA~YXIId_5S33sf^hGsV3L+r+wF**Nku-R6XjA>;M%r
z{|QE`r65tjoP#oG30)=#k$l#4&l5qp*Z9f>f*^iDsJMBSY;#(<Q(<FXE5E}7ig{gj
zM!u=L(F>!+99NTTwApVF^j1mliKHED&$i+~S-@GJ))_qa--_=Yp`|u%Lm?E!vS9(6
zH4O96Q*RKRjeXgI`TTZp(rS_mtF}1TtI}*NO=Q$<d^8BY)|6&Maxn|3JKk-H!1pEV
z0hgp_gNkagj*u)4d&)?(Na%NrUMcBpv6y*Z@)P$ol8XYHpT-S8O?rR`Q}bmv=_`bZ
zc<x`;Fmsmjh(uf|yI{e{;Ro)nh1iuMEajHHbsu^vPt9JNO#=nnbW)7sv0WGV!I*Si
zBe-G4Zt;4ay7YFuTRdJWdR6LBr~5oI8<C`Y(A&XztRD!>^)(A)i39~sGS%a^)x8b#
zNw!`9Q5;w1jTs?fWCb}!GZNh@b-H7o9>08q@~LEJCAal;R<K#OAUoL_wTXQl7Hv6h
zGYlbYz1P#DLW#%c4LNrqZ7S(4=a(%oMPzM$;MV!{4~`LyZ;7QygZ2AFL~A@%>;YgD
zX0GleDcO{d6^{aSjmb*|aHdUea^_T<&4RJx<|3+XoYiS-Yu6KvnrxYAg0cG__n}c3
zSliLkrC3u&i?Z;KZZXe<n(`NR6eUDa(6LDr&re=)+$-dvO<LvHSz<hDxt9+8cnx_z
zZQY$p*Tf9>gQUV1Kmwtp(2Z<?%G|(Ll!~mi#3?~#jbKhRfoU0+{=d1puY2Ye9o`3M
zH)1GgDV2*LXA8_zZtzcL%|F`azi^)Zub!b4FW8C?C%12iIEs_R=Tb1>MHN8}QUOu`
zGN$hy^RWGEF$XVqs4!4s8P4C72;Gq$zjCnMEe6FMT95#>k@kP@R%r1Nv0Oe}J_Aq}
z&eT74zTai$MR;m`zF}$`qhzL{Mp!-2fc{I~aM=L?|I{dfFJof*(yx+eIQ=Nlpo&+1
z`i$V=Md8NXwphtI%(7-8icdQzf?&J%*Dhw<ELS@eu|+4Ig&q-ZuAj(UG>wcr<WBpt
zSM|*$(m5$>jY6G>VMwt1(rx#R(F7tSN2WH<l$XG)XAW+Iy5gVD;=p7)w>Y)05b@jK
z&K2S1>dy{TZKlqD!FFu|HmV+h)Rit*2RXGQ?Rt9J+H-T5JYXkPFh8zLH#~j0vLlB}
z^4koEMykVUIHRYaFw{xKAk#81!IRB-v0o>)8uiD7=Y2>b6(tj;E>UOG!cwd$&hW8W
zUb;YM11)U<iLW>4?I)_Mvhhp0+o$<ciFlvZ<)!modJ_|>!Ms2m5&LbPreW$!y4^on
zH99)$6HW%513y&T)vDC$YLMR=o`*bfg)G|;`*4~7BR>E3|KppfcuQJL=uXL_w=o%M
z#uS6;c}m~QO;5pTU9XjS2Q<;<Kc;(m+b3Hk;#oc94Au-^bL24Vc+Rvhjjogcu~+Nr
zqK99IE@pj`*KAN~OjH_qc#x7zw1eZh>oet{P2o>r5s~_XyU7-5r0;T6?Uc!ta{b}@
zGLE3w5Gi^qIU4NduAceZs1wF4w$PtkoWpDB=SFnPya~b|a)LZkI0~5Uu6*S#UoLKZ
zURebX5AMRd$rUwzqoJ7=0O6yZbK@qxjs^FXoh;KRvSkb<TZeAwE>*Z_ck6z<2;19(
z);rkiHwdxJ_4WNNTV?)tq}WE@J*m1jg3+|Khnkg9{Jrl!Nx(f)oB!RWHxuY3%NK|x
k0#J}!^5xsB(d!fZKfefrM}Pij4Cg<gIsf}!_|43}0MEW0M*si-

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-111-Millennium Falcon.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-111-Millennium Falcon.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..4721ee9f7431450c36d0a711c2a298cec4f24e19
GIT binary patch
literal 39665
zcmce+Wl&tv_a)kB1Hmmw<F3J7gLLEW1P{^#cL)}Ogy5dW-66QUyGyVT+}(Bf%}l*F
zHJ|=7_3E8l`+hmQPMvk`J-hbWd%Z5ct^=^;W#wc6aBu(s+}i_qT?R-2P>_*<$Veza
zAP^N51q~e^1O44QbYfgQEPOH&3UV?M5QvhNoq>{?l?DW2<Y!{#;N;=qp<oac72pzK
z=jP%1&mwTBsHo`g(1|cGh`6XgR9yeZ<Fyljg94|9078JH2EgOMA>hEh_5vv0_K5`d
z-v{7-4mfxOL?mP&3M$&WH-|cG06ZK50z4uD5)vZfo44=VJOB{~373jf5*bg;6iDra
z&lMP(jY9LWs*6B<>Wr4#%=sHC8sU2)ViG!f21X`k9$r3v0YM=tX&G5CL{45qQ%hS%
zS5M#E;<KfdwGGt8)y>_*)5|;PdvHi-*pKkI_=Loy<dk2qoZP(pg2JNWlIoh;y84F3
zrsnRR-oE~U!J*;lnc2Ddg~dNh|28(aws&^-_7Bc4F0Za{Ztw0N{(}n+fbc(Hy}kbj
zu>TDg&KoXxL_`Ec;D2zz!F#+J0uCY)6(=&Tq#DrF36Gj95C#8ZY<5)_Dh;>#8G)Je
z6dEBd&p*2J|3Lfi$o^}<zWrYz`+tD_zqpnF=m>Cc9}fWsAP%^FV9W_X`!CzRs)CO#
z+DY67FL{0uyf+KsZlAtVy^B+8^a<9X-g|P9P=We@j>8uMdE6tG+^RfQe2W;dy4~r!
zLhYsvqG8Md0%h&FQ-O^2BJrLUihNMpqTyAao7+km+Cva*B(+x?d#$dNCq%}s?Bmvl
z*#!zj?-jm7r26L|22Y}AB}u0o=w)8q3d8_Vg{-)Xu#~u-QO53VR^1$;jw0H}=2h^c
z+$d;EWPrJYhWur&h2qDFi9ix3_1q)h+@#@QQ5mVjdz*Od8px#J%iZQBK^4+!-Ea`%
z`5=~38HSXSJr|TQCk6>$gDyq}PjD*$Lfmf+ccqhR_|<e~-BRUfB$HDPkr1Q>yqm$9
zNX+MdLX*@PqW0SG?jzW&{t9hEK+WsR)S%P!k7%wzsP0C51q50>s15c_;4NEMA|-FW
z4^#dK{vtZOQ#^ET)jReIV9PSj@xR{N!m`2JgR<<p-BoRv&U=Qv0$g4JmFieO*JvpQ
z?ETj%p1lpT$D^|uD>Fm;Rd6b`YQ=RY?q-8F#luvds_I?=?HHi9dEcB?qOUd!?@tX3
z8vccQ-Yu6g-Iv)-Z1{IasqTVX)QpJ41P%f&3k)*va7vxNy2T@mPt9&t3<*sQ4@}@K
zF;+4)+->JIM++-9%bwN+mXrENiV-AiNO|GB0-&H*fWBdwVC-J44jHiT15nxNxuPml
zj@s#&MH!3a&T=b|u*pnr553DjozT3Qzo<m@;K6O+A@$Hpd^Luox~6;g9W&lhcgzrD
zPB`HIcPpx3&#H|cZA_$5{$(D%`=Qk<cL|<QiUmD_jVE=H-3@<;E{blIrUXk{ppv)s
z?nlvTJbAiRg9viJlG*6eNjcN|_h0fm0=ZQ7$Mg$sEiTCui#$8PGl95<A*N4ELlxSu
zfDO%RT$o*ku!EnH)#4qASBgkUk9Z%`z@A`5K~FcIb`e5<b;DyL0dBFfFqEYxCjQgB
z8+Dc(HCF|uvOkWxR4z0*vT5`*qmbyuZEw=%w*(-HR_!QDt1bX@PFy$nkEG=|+H%))
z8Zm*+^Je^m_E<x3b~I8d!y?=#i3l`DRc5b(Tk~x$>dA6dtay+43a}}<`Bo%&Qfmc`
zaqDEjtRp7(cTvH2e9GI63bS97_fRqpk@UctG@+oB?H8?5r%=_A$%t_GLYrnbX{7tj
zMt1SaJ!oXai(OQ=^AuS}DD<S@==+rHvG+Vu-&kMnX#)(B;-O95Oxk`uc7RZBE$O3j
z7hkzw%{(Hs(v3ArZ<yw5t8e^M=zH%^18Uzn4smWH525WUg9wfQZ?u#yv7i?I%ne|e
z6>Swn@`yBZx|$aY$5to8_;?ibuuG9$;<=Gys_zW`-2_|QzBc%|>=QS0ulSj+fl+`r
zW#Q5)GH8z_XMyeMkkC=gGwR>f>5Fe^f~lU8E|lp2@(?++>G*anpyCZHR;SU!IW(|n
zf_OF=cUs%W%=-g>Dz&=fp;tgsxgyjQzk*O|Y<1x2#(x}UZzX>5=M^AiS}+?m=#*jp
zc0-L{9`Y{pCmt5wmW$*Im$VT1WcWcY^D_U@ZSZY{fpY@XJRYQ26X<)IyM$-$G+x0_
z&5!;#T1<?yhNV@m&?uqqjv$SYg4{B;SAef&%|3?k&p7(zn*@eaRNy++b>X|mFVDLa
znq?*OI;KZc_00(qTZZPB1nv~rtKGo(Qss<5OX?<bh>V!!2g_)1)m`X@0mw^ew$GP1
z$g=sJc;p&gU1ys93f%Knmv~qu(GVFX)5gwcBHVh>``i>ki+Zcc8)J%`b>qE(m7Wh*
zG!F}Mrst*I$=^|p4(3|!t1SG?c`q8<6MWap)hlv1Llk`l3v&s!qN`cIy8TO+@XtLY
z%**`uA?RLvg+FP5;=rCd{&@hool0Tv;RlMie1~nBQCCQPJ52nRmgZi~0(4p;HkZ?`
zF!MrpSE<BIInQ9yhAY+RSGT-RL4Gapv7)qKd8N{eijMSR%b!_Lw%|We>s0P;;@>Cf
z5<?}nh|t>ofgOR0WtI8bF+GI++nZaOmtPRnr((UFieKL0jCmY6;f#R)Z|$Q5F$2JZ
z2T-f?q3rGyGHqcko$)mb^j!pASO=rXbMw<YE$1JqhVSQ%=vs_?EV(n+qCQH~G#@;i
z!@*|=Llsy$cbT*irc=j1IR!9#cq6UW51+MF#7@A@D{;FBZ=w8CRO<S&Fb6++gJZ74
z;e7sVAqA)5I{i<hbEHAr$6`5A8pQZJ#`4t<UGG^D45dgYP9fee@NKxuDj|RPq;O^1
z!#Ok0OKq_UQhVk0$>0|ROU2O)J_2DAA0BD8j0fGG4xN`(zP-7kJAKGuByeTK|EE@#
zzDO%u1*d|l0v{1ESCrp)M1-#vtLT+0nPehXrz1t75UUq|=+0r~+xyj<&z60&pX93-
z+V;fn!b%gNFX2+uK@rj8jb5!*ts6ugr@30R=NM0gj`y0Nb#%+pq>oK|K7E`kX010W
zI0szCf4KTZ@wK>1jEBn^mJ3!eF)8xN$9^|W8D}Z9q+NNeKA>&VxO^@df)mgd_V1hv
zUHD)wnD!%7X`pgfkEHxchigDYx->8Z(c6``+WQ05`%~IZ-ZA4*F6i~#T^wcSg^Y>e
zSZfA!dGcFL`t*kutX+d@9kD|0e(@!W@rFE+ISE>ht0Mh8araU~#or$<8qG?$+#_JK
zv2l!!!#&KB$c;WJk!`&(8AXc~iPxoHw`3guo}u;4S{N*63JDab>i}71=e1a;oZPvV
za!X}bqo1l1UI6O8iLZd&h|Cm%Aen-2MVo^1R6Q(+!FddtO?67<we8g!^OyHBLdtWl
ze-vsnX(>#uzV&M#B2V0A6m*S-YbJU;im9A@cz${X9BPmcO;)HnFN05oUo>?EV^yau
zE7FD3o@mbeU+SdiolDJ!{kwt*F)g%t5>3mtfba}YC_Ft5l!u_87X%oqn1vL?TQh`O
zyj85oCfIl3Uj1EmZNhOOna;}tek$qYG|`fjyd;_AQ!yi;0H&`vgPo92n*dN(pH@Xk
zvcWqU>@G0aPp+7`({hoMXwvuqE{gmU$9+d~O%Vh`7h^c*Y_$1BHFGn%hl+ljfeii<
zWjn|+DTd>jbl8)@n0}mn`F(!dNW={gbmv;4V{t)Od_6}nWG#-v!)DL;3YbPJ8;3*X
z>=c*Xe=050)=?eq3|b*k;%$;E{9UUiNr?`VLSqqn1sF}&4#E^h_RLhdod1aDJD;8l
zt8fR}7C`y=R(GRV{V2&Hw<T&0S!r>?FqX8LC$}spH!J*sg3aPO*zKLP+|>v=#dtG^
zBr%XWUddiK7+(znAI_Nde{W-R*T=$A-xd6wW36&_<L`7*Z2#i9VQ4MQeEi;nvp(u&
zNxqgajWES~O1N)C{=IJHU;YbGd=h<Y;ivQQx(!+Dau+L0We!Z#2Uw`wS=~;JcqXUK
zVuppYJJvwQq)v|Y8dlXzSZw@wnm=jO`#mAFVYf|;I<uzkJO8eR2G;7>unE@755T>*
zvthpa#NXqdWGbh^C;6m|44iZ=Z(P?xi0&=~pzS8gO>CIe4aNZ)i@ycRbMHfZC$^PX
zFuS+VRR8cQ@2b~S6K8nNJn!uM=EWkn(T2K@?C>k1HTJdDkq_vcDAA~ZY?DlKXJHqm
zr$0Pgwps0}P9qlB+%`TLYkA<VCIT!XV5{oMpHO$eHO8Jbklz!j?!lpF#X}WFZ)uGy
z+Ffm(CE$72L|p!&p;76NyO&C_0L7+6JHQnFLlJy^BxCuI8_t@_W~BZ<KQJ>EWdxj_
z%b`aD;{8H^AMFDDf{fT_+Cr!O6Q)B)$hc=YYYX<)*y1UAb+rPE>*h|se|LdG%D`%*
z|GG4+TW?&_5N`(9cvYA`kle6C&wVR*d}M=k;>z-MHA*Z^GiN`VuI9Q7N3eK)lT3-~
z6RdyN-2TWDYLiNgCgIR3`Yie4mS%PD6g$RQfodZ0+36BJHozCW`Ji4U2b0~_;}RlY
zOO)LladaAJ7kDZmOto1N0Pm6~lFB<v^5`lh7Ajh$`Fc@gLMMKGLe|B`l3KnjfBz+3
zm7kc|ox(o!fbsYJ<F6?>l9gP@qn5JVJ6IcEleO4^;w#_`8+chV-DAi2e89u-;w>}$
z!m@nEE5E7SsCh}fEMojOZ1<8(Mn7I^D(Uk%kSJ=I{N(;cOW7B?JsA*-9zl*_#Yt85
zw~b%0aD0)62_}20xUzXyeAh=rrldf<<z>E>fZQd>OZmjqiKpJ@j58)sF88g?NfxM~
zPR&8OjQ^dH%&QocxZs~pxD<^jw-!V4Gd&~UwaK3`V^+?<>Egeo1kpnX<13sqq8R8-
zE2$XaAM<9nB_!j=1q+T5-Lj;~^>{M$h<6Innl@r%eXZf!yO~17c99F2nfOkK@{qK@
z^CRI$=Yww;d;CiYd>ryg!R3S`cEmf=tQ3jKFNn}(Pw2j#wmW9{Fln3s5XR1*!xSmi
zWEvm~HhP(x@%-ks9l~!LcH>9}AU2Q6a>u6?vvj<$nZ|0~`+JJ6Wy3~m{O>J`cAZZf
z@F4wBlzOsRj-X-bVgPwBOnTN;6dt<}T@GE}_?31hgXHonZJK0?qyMir?^Bf;sis4-
zt~yC91jam~&#`yl8&)({n`LDQuFBJz!mzuOzuJGHu5To!wBR6H07Va1sQ`iDdm>mi
z4!#@9EVgmd&bXMQ#Ot>u;jMANsy_!WWQ{(5`4w9qg}s9B$LBGEVu1HM%^%RA8N$;J
z+V9--%JBi8-Iqeo9QHp&X2d#t3HymniqE_o2iTvl44VTJ?3KJb2Cb|{(w-aT+=P*@
ztqGoAa^d!f{plCi?@QI0tt|Xy#gzw<Kp#iGJivD)V2MGpJkWtBCH(>SSjG9woX7~)
z4Eohx_`duveW6G)PD4skM{AV$=?C|RjNC;meW?wChMES`_6<Qv4ZJ8V$;}<mbr~na
zjs0)C`0+K4LK{*FfgXV5dW6$;$zo(-OSNA8JyHZ$^%ir5ULZnc;Xgy?_%C_UlG7rR
z1%_DEI&lgfh$46aiw~SHbxVH?51KJr`3arLq~uML>fJ}f+T<czHXjSmc-QL}tVS_K
znm&@#em?<u&=gfX_Ow$qhx-W7`2L107eu6G8;t_Zukv8fQC|Jrl`kKT>x79a+30X3
znNPGS1|LXj3<1sY-3=-wo$vPX(r?cypQ=T7)LsGESOW{92SS74dtI>s%#!Qj{c28@
zQ^{P72aGv+S^wwBo^5k~@angs1Gy}q4%@~A>Eay}kBHi5hk})5h<vB%6+rMLEoQq9
z1D+N#*eVNZJ?OCI-nnnw+~=pHrY;EQd2DN}WEw+D8A}I~+51Stcryw9k{(Om604l7
z?-piJ%(p~hbzw_{--hM6VKd$PuY)^g@?C|Le`0*I_<E7qLE|RYGpRkyD8Uk*@4;`q
z_w6X;o#qcMH3BVJfLZ|al@mY+O=jKVMN9oryLKk$lD$xOq26Z-CBITV)(4F#l9|Dg
z<=ea%o!&B&0gsKv5lY2-jdS;^Qe@nfpVlg8K?WtxzN`$i(K>UjpYv_xzb+?QQFMmV
zH<IaW*j;b(=v$EMzXJS;d3QtpA)ekuPV;f4LwHeU=RMCN;NR{Ty7^hTxjc)nT*5=H
z<)KD9%$#oZPeRlEobe8Unj4Dp*Tyc<kqdw35!<vhTqiZT5wF<x`P)6ey5eME%d+HY
z2w$?m6$op%gr`@o)k>hNs~_CZCP_NPD${Eh{J6M_ACR=mD;IZ?vfF4qy#2F(VEe0I
z=;ZW$Xi?Fv-D=_rX{fRBOPloY6t*NAsqf4S&wx*IocUq^)YIx4<p}dI+_oMvxMRAA
z1$}mX%dJ3ZWO7izK|giWNXmEq@W>ZR%3>^rjDviM7t{DJH0$=J)M-CC!dXq#zqb1)
z(h;wPg<biqX4!Twji`)NktA=L(^I?Y%h`Uke7vG{1@<o;Of1SYbj_qXVp~TElmWqU
z(bA7VHfGM?Z3!<`Eak)`s))mA?9UfL_O$$P-U||LwgR(EjoJf5#wnS@F-y#=-SegF
z%BJILkMUQxCEC^b%lA(8MBcXqX1iM4y@Qmh<*TW&_gccXav7$qObtLm5jdG3DJ9nd
z`x>_^edD8)!TWq?v6KQYX2I6kyO)hY;6*7`=^}U_&EOAq=6s~w<j+U?SvSm{)#7tq
z0|RazPDD#0Gc5X?c%wSwCd3NgL5fYi%e%@EyHYze|Mp%OYxiD@Pu`!k-SJ=#icKSu
zCSMH+Us35PVL41kXF+4d`G^<BCdA5Ae5)zyi9;=hd4{IQID>gt(-2ihtbZ~=DFc6^
zPzu@s1fO?8GhFWQv{pC2An8n0&zMOxnxGU5X;OnVhb5^V!cAc7*Y*CL(TD27c;s?C
zX*WfqHLiq}Z^RbO#w+xxrD0<ukM)ht3+4@hNGu<ta#mgef4d}Xh9>^>`)=bS{rDIl
zc&bI$Fm}atBFJDbj-Za!;4nT|zng9Eq}1F1JEP{%?M~a`JDCls{hX8LqC}}N*m;XT
z-sYJVE96?xAZp_hB9M1|orSo>sf4hW1|Es;%EBm(m*^+h%@+Uw@$Co4z_fXCAXDdQ
zK4dJ(LkJF1!R_T}nF7lunFM*j+^V{PcBA>1U<7mFFxt#=X)UUV5&)OW^=-)v?uA9#
zM&L?71WW)SU*wsYt4S;&gg4MWA%)T@Jl<MOt=`9x5e|hRNTFdmEf;}yOSKoT4<PM`
z#lsD!e0VGg$Pk`H^ubxQSG(?mS{uFh_0at`J_#Wn-v_z=5UzR!h(b}QY-l05QnVEx
zONxeQuLzFG@u#TIP7=4t%02i<HY8VW)Q-e^=dWxot6aGAYZ^jTs@?+q3e`7G5@bOE
z1kmHmnkte8Kl!zhK>*xN8|mV=*#-oHpQVkBGbg5p?R-SnIU85(US%w+YO0_H0^Fn^
z$hLWNaAlpS8CNApg|-N2o<{v>PF>>~C!1d{;r^Wy;u2Njk@je@Ad@>pHv2v%PmMU}
zBmy6in`(H==dI!wKU6!v-SjBUY6asH`+`-qg=m%0MC)|-#`~;e2c+zN4&rvZ|D|>a
z^&f^HMp!L`AGQi}w@m|Mz|>ZwmzcnIf9AeuMVG?vCD-`{dcxuR#wa&n8oQ^%c+!C}
ziz;SIt`|N;^;=owlN9i8W`7*Ak8JeDPlASMm9_+dgfHp`D!|C{%;Dw_@PF$%mY#SW
zw}uL1?0$lh>m8b|mxnX+J)fv5j?2<tKHC%bIOkne%2NLE4DAuhsiLzN>l60(qWg&K
zziz5BU*UIU&nV12W1aKujqDSQ+v97Iwpl4w8Lk>H_lhsYXe$*)f93Wq!4SgG#&i7Z
z%BRVBg?L+N`Cdq#@qmjl4^9SO^}k@QS%{Ws`6&T_A%;57i6{{(_O{~s_&kw<VZ0yo
zp?4Esy`#OW&PfNVKdCT;y2|+(x41bL7M27(jal3&bjKMp+h0;wtq(qv_?zyvU*)Uw
zEbx3E$sj)4Z|SVn4qx#vYjV2euf{qwN-o@=)HNvMpp>TgB~~~)Q*LKg7f2IHfFnyF
z(Fva)_c`(%H*?m(sAr{EzKvE=4kXi2S$Kx7Ib?~3^`xkT%L8QAnC`GapIOKPwo3i=
zV3iX+@PIYmx@>SRR#=9+kSvV7`^C1CBG^tjBBSzSx%uRi%(>Xof?In^hjnVf<t=z-
z;i{5n&TaWw-d|j`B_^XJ>*`4etuyJaKacXh&1r}rl|9Q?WI@xM=!pKr6{vp^U`R=}
z3KqPj_@}kg{P(idO7zljb5wT=4@TW;y-f5FI5}6`Uf>*R{$=Il-h$Y8TWeP<W=jw(
zN=t@S;~y!5f2KTK1yR6>%ZE@GYIYsok+h9gY)Hf_fC>Z?ia}dfybgi`APteMp=z}z
zAuO#2A0G{o<hnhnUT=%52a5fVz>1zx=A%A^{!tEjKJM#c>L`DvRQvTzADapC+B@n;
zsUlev(p+9wK7DEJlj_>2X)Kil|LcRe##CQrFUgpHk_?ktgFG!maIXNcnBHOI@l)Gj
zew08qQ528l5uors!2i1BNQGO#dgq-hwX18iz>2K6^4y$_dwl`fi+U9>L}Vu~V|rTe
z>mM`q)yvKY*pJg=HasX-U<QE?40&~`0>rokK$z6{?7_(q*)48KBk;t6ru6w05Ulln
zuBk)=`Z)!dm?;`quo!1Kx<~rsnyV9ZygWeOU0V4khyZ=!^f$ntThHH?ZkW}g-f4oU
zSTf<7x#J|_t)MCMUbB<GIu~Q4_Nt#7R?NEzrqV6%fs6Xo@vQleh=z6iuXZ6~q&Fk^
zl`ei6pYZ(++;)IZf<B2?o&Z(!<Cy$uU;q?o9xK7`tQ~GXDJy!Z=xI6rbt>aYV|tSY
zf0L32*Q!w@)SXonlNmXRPu$~@*WM{!OV8_sk;I~^@BP!I%5VlQ-=^95On4M7+yE~(
zpf$>d)6lFN?#pik5Tl`sl8Ea@nr^&WyO3s84y?-dhpq{gxX0wwbUIfIf~?>;3dn-Q
z2Jvz&uZsW87v`yMlP|#&z>m|1AXeMrTZ|SD12|vGLj`_pX{HEfNkIfei*tc(5GOTp
zL;w?KB*P93zBv$Ph`q|>B!MmxD|L0KaO<L0>L4-=Ckr4xRa5ZT>PVupvNU{Z3xTTR
zJ1Ya{YhY&fWYZFbg+{ZS<z02y7R#)xL82}b+iE}W(tk^_`~2QWWhORk!R@`}8K`m0
z4hP}P7pj;2BzIN1wJ;u!Auta%Q7M4N8+dEve8a}PC!+;MwiUf&-|kmOX8JW)qSqM3
z_F|62fQCgo*$_{)t<|23e*!9-92nVG6xd_N^L&(&LjZu)rePn<2LFZ5s=sGpwIjn|
zek!CjLBlTI;&8~$qiu=#>*#yx56!EfX+9%MtVy0DODs@V$3G=H8Cba@pIh@SB-kb=
zYK^1df~4+%yU4;sHd@?frDK5_citq&`E*2!A=i9cZD>OCpXZD4$!+O()o4T(ME!kv
z0)ho@3z_RNEq*>U{4i^fWqtb*ok*g?DjZOChor@xU_aGlEm?cx4{RB)EA$gB#)|Xi
z#-qDQT67Qg;)K5>MESk~#%=4;^#`<~bRmGoi}Pit;TPf+agqx+voaI`$}I}{BUTXw
zw(TcbE!7;}$W4b|%9zgL<hBAMP3kgZZn+^~LdMU56`wN6%taiXW`K^Rp<1Y9ZNbxY
z!(bxTIP`#lG=y0boH3aqPcL55AG{bO*Jd!o+N4Xlh8>3V@)`2}s=oZ~yov_TOSy5W
z(1{K4M6sOuQ2%VvYDtio0Sd#%VS<r+upl6Q;uTP~VCP)&m9u26d!NU>q`|SueT9S`
z7a+NR>vXq}cIQjRlNVDg-nJgKV$N_j=0Q?K_!sM|)Yts4#b2Jv)`OBhtBk;=xYRJS
z&qLLJLFypch>kcO6uq$R4^Ix2P}=*3i(t_p9sURl%-QW@{i6IyQd8fXHi?p-^O3)*
zPmUl1*A?FH+Qv0GbhJBZmZuwbf-CTbw9!T-(7n+%E20y9cp!YW&K!d$V2Z@g8m_1=
z<WuXFKW`tHqDJ&CKa@qoEAHsN0`P7_>wNlS%Wam9!`EyY)K)&O&R$?;lSx+oG;6l7
zo?A>bL2;1Ze-hlVQ|QqTH?o<*H}SI&$&HpJJERX(Dkpxc?2X-t_j~*QyqXeix~Pc3
z5?YOB^e?(CZ>l3@aa3$jV;9;EvC&=HhOwl#owo;@1!o+NZUJZvw=%v}JG^lgDf~zW
z8`gaM`1k;5qF`IhTRAVh+{u+%SkvO+aUnzH98WbJE@YJw(JD4hT&TP8oIKmn`BvQ*
z!Nf16JUcZ0F3jz{)RdbzZhI)8rRDpC1q!anR}no?$R2n*e0sX>nOi?h&eQ|c^aA=9
z`p?KV_psn<DDQx6XZaIT*!!(wn)%kI4=1kavbyHKHehSo5s6>0H8&qL5|MmxOT-H2
zYIS~CQxIOiQ>ubO8e*dOuVVZ}UjY>3ZNf6=Nk1!s2^XN%nfIR=hUX%RhlOEG^bS)p
z1ivKz*95@m)4A|~4k6}O@!ZU-Assx$!j#z?^1D-`pz?$H2l7a_;!hm9Ssw>hZV*<|
z(9T5pRZ@E&T9?u{ypna|a08=0Vi{)<Q6!4uI{Q!w>NfnNz~FrfVIU4Rc&1i9@je3H
zFZ^CIKrz#d<S5|)lnBwMIuz>n+1dwEN4TFJ_~U6lDQqfWpz%e1vTPQ2rxO&stz>F4
zv+{4u<Th8IEq5*DcJg41#CAsAf?ZT%-}T@2V$R=KEbB7er<|$GSMipE)#fc8m7Y=%
zx2YxozAU(#ny%eEO52QkK_`!~&$d(fp%J`3al4CEPAOfSzhf^)qA<l0Lq#I`e#_Am
ziGt_LpUc_dtn<-Do5L#^@qGUc?)};F<89HQS>n0o+KFet$kZ>VDUE=jz5)t<-i9vB
zm#-8i?|4-W4kK$z176G@=KNP{O%t~KJ++;+dDSP&v}SjOCtm@$b78|=TPESi;sMu(
zr_wQ4bcJxq4(dPxc>B$PEb*7-<(bXLuLf$yW0K=1S{)SneKX->j`@>ZQQ3{iEs;Ve
zs9DP>GK^WZHdD6xHuYA#7E+jzF(S8}F9-gSY%jq`tG^?;f|Z@(Bp>FJ4x$WFvX!O>
zi^P|B+hXJFi1|o(=I^j5QBc;eJIjyn%53VE-ChBjWxESR1e&&V%eUWyuhhbM3=r&2
zT-lhT3SpWi&v#{T#rhcqhOdAYje<Hmil?i$KB4sv6Rn*H=XeX5pRuZ~*r~Mp$El}1
zAM%`(cB<-rl;oFticR?!`e@5R6Em=^LxP{?Kz5qzk6tAf)Xy>pE$w?RwXywS02wXv
z08I~};J!<&TB4gu8O;}~Hf^6+1a^qp^IGk@$!Wyh3TBzlMs?Bb6+e2dKeegA=S1t!
zzFcrdYvqrM$%!g$+>?KU8PEi2ZnTA)J~jZCJGM2DY26B)-LVyk!|Z3vdWiN<RfpmB
z(`H$il(AI20hySUE8!`eR|Pb2zce6Tf&)A#u_6D)KCWZhjQ#<Io7xNDf9uhF)Tp_e
zhF3z2aGH-dhft6;&u||@PMiX`A*cru50-i6h8U5V%3^gmzzUm-Z(vG*4~f(zdIa1X
zeeQQTRQfU#-k|h1U$!%3yXiq4UfD@*rj8Qh`E)u1J7~l*Fg89sCMZBgr;)w-Gk6$W
zF2ry4%eUz`TtZ$M$cq@!SKaueByzGG8}T@2W8^5YOtE7PH+n&c0DVEuAKKTt<bS%<
zxccfZpZLy>7*53rCNWu!jXy&@bSz!r=$N;8o);o9l3rFg6~YL=otUT799fH}SS4#r
zTh)K$ep|jghNb+S&?a=on)hdcOpA8lVj2?zMX)v0!{@JwxDhn544LPKPiA~kGx}4D
zf1<h%q9Dpq&|&Pu+^*O)85Q5KlEttTZ4k}l$P0eFq!S;U^_ggu_E6Rt6Oi*4UD?y;
zcP8dkfqjx&Iq^Hm(UZrg2E?5^x&52+eJ(^N<T5Nf$r9ePY(N2oa=W@#^xa#ietzw=
z^aXNc2Cc@3)fM12HzA)U6{j)YTAj#`pp|u}ak_k~PK9R^vv>$y==^Vk{P8i50jb$I
zzWg*jv7rS6sPg{0LTqFC@tsyuzdL>ZZh|v+wCqDr*G-9<(|e)#-+$4^spjbF69{bH
z130?Sg>jbK+=-Ymg%_}VJiH2_@PhTjMN+bKq*eQM&4CMT?%MptMS5W8%!^59Q7k8&
z_mks!e$%APyXBUKS$(#0;bTpE&|k6R2dG_TKq6<Bybch_ZUIFrZ^AfC7-u@S*1n<;
z9aDztDr??yH*e2~Zl=yPYWQZJlM@asOmuT^=yFFAsxd8_Ua9b<Zw*^(HjW=(RM;0h
ztCN8cq~CECcZe)7t*}q0n+){|5LDYkB`(>a%UwLS%W9g*4VlNYY37VUy}w_Nk=uHR
zvL)^FqsrJ-sXN<%6tFncwJy3eg|2)A1Ibj{S-wZ>&R^&0Vsu5}6S+s&ZLUQ5qjezF
zx=*3x7&1N$UGvrw40#hK$I7=cm3ZQB^HxzSTVOZ+7=|Egg_<ueF!4tAb#jm3L|Ktu
z^kUra3LJj=)Ef)N^QxwX7Y_^66$&X^NG@d_R9>wA66x|J?EQ>dcCctY?h#89iuSeZ
z;+Uq~Fv^DQHxXI7{H`#I07Y!5fDVv6k$0=>7dang$UVgL8w=^aqiyz-O>^CRrih2O
zORcka@xRdQYl7vayL2}L#c$fGoYZ(T`^QF77(K-wwyQ$L`GnY@2F4=lv@u`vT)ms!
z1ohb2$bYyv>vqLwu2u5d+sNw*OniyI*I^?sNhY-6j%haxH=cBPi_wQSM$)kZH1d5A
zIQ)#c#S*q5A->G``1@H)KbB0Pwv{X*o_m1EN#eKgh=~$~c>_=IBV|?Y68kqH<n#bK
zP-$SIiBr&0BNh>~8jHwSIn{k!-7I%5R_?{Eetvpr^!Bo&Iz6Xx0tf$P28ZFPIzm?N
zz$wiyrHn=CB$Bc++i&KREF~wi@1gs$24%=wu8Jbi=e4bbF*^y$jXhQ)c?FDW6fWL6
zU_B|$*QQt1zNwNLC@#j$->UWpEHhUhet5H&5ekR$xnxZH&fF~w6E+`a!>g(^mX9bI
zF@Z-Y#pdjJc1!34r5_2%XeG|8t2qWg3nHf*bL|=N%<<@GSa}}&8VXCxeqvd8qC00E
z_~csC{>RpHg=%7m>P9ruT!<?wzuzW(6<<w{5MNEzXeB>AvTrsNr-u~sSAxqLVX&R?
za93~s_=(?&-fo@Rpui~gk?Fy$^aa0G!H3&b6N>{WS~SN0$L>X?$l23-{q(8Cbbcdw
zk0!)=?j*qnf1yJWwT+Zo1J2J@AuXTZkzlQp7c^GQB*1!lJc<)fM%vlWtM?u2(@mC7
zw~6lkw_%Tunevx4f(@2Q8(g=v7hMej;+g-(OzN}L_2|-CJ_!oCAHM<?ih|EUp(};;
zwv|}&JSI7zv`dqJ;;xjEurf6=pk+~{r=SN4`3c*>{4dps;%h*dZ2D9n<4iwzP0^kr
z)O&3QlQqd2SBG5^>(At|!%G_vZ?C9Cql(tQfq#=zpd97zL9@AT#j-9LSGqcTy-^T*
zI4y_NY;7X(M3)7Qy2Rz~Un{x<U(R&)U%Yi>L=<RgQ-T^PK0pUy;|KeJZ0#~8_;|PA
z&HL%NrhH*~y=n81jct$R!Qs(P0&#X^LFmC}TOV6>a*nACL}=DY*&?+kb=1;wSnj4D
z*XabqqE>LVmEA=Z+kuLBXg-ei$9NqU8GE{9obK3fo?1hlx1xvcYqSmD!9)O$&VDG0
z83a7ctieEFgT30<+@b&>(HR<$5QgorGbCM@vzBrG0iT6W&Qpd<>wRYb+x^}hxNvAV
zyC6%E#FS*>N!naaf5eM?C9_W-g^fz-10&p7?H8Gyn6EMzjlI~4v&nal!;~b?DNKiz
zK=xvDX?|e8@KQ!XMg#_O7KFEP(zrkXPg9Knk*Z#7xjNtC;uYn@ddnI}(s3(x`;k}4
z#Q{_LR59DiCVWjw$PionbwN-#DKp0>1qXkT2+Z}|MUBKC<8lnMa~x7yMN!_~swrD>
z`WW#+F#ChpeiyCFkUl<vBZUr(7)M_j{ZNezst{_KSAgvkG*Dy;CKp+H;s7q`qD1qc
zdB9QMf@tE~jm?Dba%)I=iGXNB9c~R`RZ_;LkL>%)qW_XHPwwj>=;1Qo#}dTna$TTY
z_vtCr#yZC#UnA6sne(H*SE1Q1`qP3pCQZN6IIsz`wL^4?-<Jr!3{T_WVeM*0i;}(f
z)`ZAs2&u#O;LMUZnt%zgeK(2lo4UG-c>?sj6k$Is04^C&S-P0W!t;_KM}f}Gl}W@k
zdn|d2=*H(Yn>;=r5@WWO*n9QH0U!-X<EbkSQWRb<6g?b_q>H=a%h-tNm5V@EbtFkZ
zu|y^Q_bu;IqTBA2>D+Zw*AYBa=P|U|c)@)I+zu7#YtlXqkRRAIG0e_r^UAW8)@IaV
zeUwgAfeR>3f-K}RIVjGVd2S(G=fi<aa$>KtqzY_6PZ0sHfI8Uk@E6q;<RjNN4QA1q
zEI=5ztw4-2U_x`AWtpFlVc7o>LWM#R#Z=v7Nt>ah9hjE1lV={UD5anBRuSSH;ME;2
zTghO;g)|-5pbizBpgR(21kkRla+W6v;1A{Du>ak7(W1S`Pcw-AOG8O<sB-r5i?6aM
z+mi$Wo?s9#Ht{bfhu9b<E6!}S(rgQJPZZx&<h<hvfD3>S5$$!zPd_3Oh7r;(`K&wL
zd26bF7>ix2`|e8ZjZ?g2%iY^-ez2ql(bD%!^+uR$lMpRc3#M+<KIo;NX%@M`ZLUw6
zpNVToGG~Tt$9HVM9bmb}oxiG(>xJG5h^9f^^Q|2V&#Z!LAXfn0FImFKPTjr2I6VSi
z7pyEBta|Bxr+FrK8h!;hwS<pYy4uifxt@5SM|qY#mKAMLK<Ce{Te<WH7r1kJa8I~|
z0q+-KmBpX>zLp}TQ433SjYf2|rbK0)6dgttwrLG&jvJlJ3i%;du~U&Y>*$DPQ?5U|
z=q_l7a4B<75TGxi_0tqOKqI2{YXp|O2Hs>WYgv=>O{OLb)#UEIg*y)Ws$g<uL#HUw
zgR!KXFCufgJ*A+{0+f<)gDP>F()thqO5IITP0U14O&?&in%P&$h1*sqo_&fk(ihwO
z`cNxr&1R7sFX&0p7Oce<wtX;m-zsH?-3z&BsFc*ZfIdV{QL{>S97P|h4%mUL3U01>
z&C^@aLe&+O@~fFs{OoRVdCIRh%051ssxnW9jXV1%%E!hpZe%5$$j~*9qEdz&^^{wV
z*|7p+WB&x(g=OY!;<w8!*Zl@NNyxf$o25Me$RW1Sdq*%q06%ONo8Vj+t6fm<qeeTG
zXd$XW7O9Fk!LEB5p=EDf&tvz&NDxK*V8!n90I<zHW`$C%7D-)*vCk38#iGBU>H`1a
z9L_*yv9Bg4eCwTOzt_8<JEvzx+uxWjh7X1i1@z4whRfZDNxj9is?uGm(Iua$NnR)K
zmU~!v&qJM^N&FD+#A@2=u>TToBG}bdZZ$?thTun2adv;)s-g5h`MR>!-+Le9uy*yb
z|6ppy*qA47m<{&HA<2=4mUHu*AV=0$I>8YOCwR|aXSCDA@)L$je&ZgPZo)B$Px<^)
z87A}h@i)j9lSNlE7B^h%_nqCw?74Bs-0GzVR9eHT1H`|<QeBzoM|2nNfbt}nG-UA#
z_}JnWoNGS7u>IxH{^>_$iDrmuPd0Jcc6%^eaE0(jRPJ;7ItCbs<w&^dzitJ*8gu8}
z`b)AKn>}?*x?OJ*5#f~f`#5ln@dV2}v|-l#>^9V*^<#k}AyEi-h`roX)x8eLftH*1
z=#rRyhxXe*;hR#aV#Eo3;TROpRNvt7h1=XGew=&ZchPSA80$EG$njDFlk?En$*9-#
z<ape=;PXL<SldBaj0_bWQOGqA_$K(%`CJbkpH_WvBanqes62K)`Uo+ZzEIcxW@4y%
zpDdJyF7On6r?q!t4reajVn4h|{A6RkxcLpM9Ac^iq~!Ay+|sDRO}wR3#C^xOzU2f<
zvJLypvfW#<dCC<B_athIx%brn&I=tXi;22?byLi<Xj%KKb%l%IUgAsmhw{Jyg_YHx
zRi&!;5WNWIlg0a#_~`B;+B&Y0Q*A33@Hi`nGVnk32S(_4(un{y7i3XQ6SM9!m%XJM
zO%`R)gL*TGQfmBoNwBh<X#_$P3-wly38Ae|&AW!Dn#0VZvi@0e)vqBjxZWM&iPCH<
zAs#DZ5f_+B3ZMHt$b9@=imJ<kwR!g5Q&PBSnSUQ^8Kz|R-5F3ZJ%IX<YPYm<j?yl|
z`Q`==7|sWeNPY>^c3>dtH8}&%5YQ*r_nZ9zn&7%yU7^WQl<Uv4nT7AHn#L{?NeML#
z$qpg<CG<AR{V+#0k;RX{_3b>eAyY7Pu<~G=?a*fxvkW8T2wQPR(qV&5x;`(PH^au3
zoHAzfv-VpK2GCT!3M|vI;vc4Es@7v+ae^E@83}9gLNoe&8X3R#wSG5zU^xLImkRcl
zF%?~uVxrz;HxRO}SWRktQB&gN_fbC~Pw>J`SS!*~aZ=j_k=F?&J1ectrbdEc+!9cc
zDp4i+BhWX=Yy6dI%K-MiV#V*MoYc{s^ASSd@jwW5Ei4{oplJ=oP{i?s^k-+LvZgJ(
zK9fEV9ubzfj#W|SC;c?LU`KPYHW|?1*o<|1A#ggQJfvjJ^2iP`T3tqfdkg#hx%e~G
zgL<?jFuaucUjwEL1o69@<Y|yx)dXn_mZ6ITN*IQo=f{3bSzEFDora51dlZ`ZhBkHE
z!yL{Xa$kIH`&%ZGklZik1o$lC$<5#|nNa7*Kcf-KSi~E}XuUcdKLCybWHMTv8l9!P
zyGW87B|<kuS=f7BBAembm_lYL{9iUwK(|?}!tPkS)D{^DeQ4ghyj%bkd4QZwbiPis
z(-({Z(P(I0<Z`rX=6Kko@8*19oGc$hQ@$t@x0>Re5hHDsm&z&uGV`cfx80f^oeFoY
zm0(Gy#kwj-zb650M7`>%f4i4f@lAdjxogi3&9>Cjfs(jvylT3A9ine&!p|o1@;#<S
zQOJ{Eo>IkuE$^r;UGul)ProV1S34^%RT67A>3a<!UaBn;Pe?R91dVl#Ra$r-I}RQY
z4wyR2eztK3E#BOSU6+{;OYi#rREMH+^z_v}gqP_V-|gosar8q^ESJrP&$Uvw1q<=1
zOFtRX)%tA5BV>`ui3ND@q#{arS%1iC{1L!BwAL8O{IAU3V&=raf~x_knFb-?ukyfB
zOR0jAtWE1-+`M+46XE1%(*rPceBQxTSV6nifHvV5)^K#3u0LLf;pI$2-DmC`n2lb<
zIpVjT9=;^iMjM94OLlC8^wLS6C}&$F-uv>(f{-m@8a-ku%-s0<xpLf-o10_S^=dpy
zad$CzERD3v&4>j#|8+_Ce(T&HtL;`OU+Wpp@8zCkWXooh3pDwEf9fX}M8JaPyQ`%F
zBA#6|9iBe;7bt6U?d|3{2jOKFcsg{##^6tYqg}JP&ZKD+{=>;dyamDA)9fD#7E=!6
zb_0OLH)TIILj+f;Vg|z(b^7_S^iS*a7lN*(gZ-x|*(<=>idz(eI7XhNw#faCE<tO>
zeN>VSO{O1cA)|^O0};#uh*$;QegqoD#h#83BHG=k097hpww37{QsQ^iNuPQ|!Vf8@
z2n{@UY{GCEzani}=y29DcICl#He}Fdh6j=1lLZhi^UA{f&Sz7FNu3@C-V(hPHqE3<
zm56^9l1E(r`a4BA|Bj|+257kl+Nn|YXYvISK`w@?b)!ks_8J3D2P_K5;?{=QhqK-q
zO}N3oeDh?)uJOjSLe`nqBYYmF>3eR|oWXUP>HH_wvZ#-pSZx}F2w6{1>Ju)wJ|s32
z^RE5rf(Bug$yluwFNd8EG~ygDb!J@e()@9Qv{Uka?g3MLiQt({>a^eYWQlS|kC%tH
z{NkbNM9c_+ZRZK+nIG8ZxA-PilW&>$@s2fPduu8#MSXWwlaXvxlfeh%)bs4%$x=I|
zhe<rCIK0%E7Y)JJ^Za%`;C}2!jq<v=5?7fn#-pCw`Zm!wf62{Nl9FeZ?i65qIEK}m
z<l)U*d&`g0!_r?SmEIBv2q8X_1YR8*gKQ%h&I!6(Otqd`9{`-sEJs-AHhdmp*i$4M
zOZ;wC!CZUX0XgyJLf+@6Q44DM8S&^A&o!f#5pXjRR%ex_l^N}<2dG6~Kk|)TN);Nw
zcT#N7csO*YdEl?cc23x$JAuCpqe@;@U6<sn=DY&5Sc<L=Ujg%lRhG^hvgiX041zqV
zTNGZB<fQ}q+Ag0WE(<>L=QQpo-m7fSTo)6bP&+Encnb_1PNy_*v>dG=_`5ZVm&+5N
zZovx&O$XfLBB2l8X;Yp#!OBaZ9AJuMlAKXzQkxgQ1SOnr$Z?b&SSM+IydVE6+y0me
z%EkEe<*hYEuc^Ko5yb=_YU1csswNk-!0T`H!%j~PmDyZ-Kf=N)yhqP>pA9Xpy}x-(
z*{ANuJI-})ZS`@e*RTj$<LB4_DwnheUv4cIu}=_ohPeF(aWt`m8v@N}W+T~c`#Eo-
zhMU46+eUccXd!iCg+46m`^`+3wc1XY`0Q1=SDk`}&CXzt>869aKiZ(D-Sk{u5->gB
zG5pb=dtc95I($(gw@7OoxGRNHdSG2q>NxS?4>%#J1?UW%FH!o^Tgv_U$IyiS7sb8K
z>@Hqs#@}$}Nh0wdbx7SkKK2p4li$Q;Q;L97YkWSKBVGY)p=;sbU@-?k)V<LfE#FZs
z@y9M|5N=4v#N&c4oVxOkG!1099aunNi&z?c3Lr`ggdws!UO$#Wk09#UsK8K!weomd
zR{>^~HWsR;_5zKMxm<Yh`)fJxXxhysuc#{(Ou0BcGZCI)KSz_quVZPv8&-KjQuc18
zzmH)(U%05Y&M${dtN4N8a~qrDB&+05Pv=V#Db<~sIor1`RtD+mXhq=uhJ#x?07ALu
z&#(%ga3;ek89e0R_6sfwO~Gdja^=%&XPQS>@p36SnE}(2Xo|n;9cpqg#A?P)^JvAH
z)>+fbUaaP)f}a7SQ_9PvzJEA;LH=qGb4Tt5nmI500DBuIZdq%xfj*v?wEk`X<ZYdt
zxipXxk?BFJwj2J5Lby*lUE2{JI?Xp<Eab9i`7LkI6|X&+>;_)s@~pd`zdrQS=(a*t
zhZ|86B_`$?w9NgW+Md!x)A3+ZAvlI;=z7b~&9jFgriLq;sr?X{h{tfOpn>EFrLzPI
zNx|~&AWKLVKltTz*oc-ZnwE6=);%N*ydI;J9@S-+JlxmZGV-3A?jZy7B8J0_ADFQe
z(*$4$fa78AYrFVYKmnpG52OgpIR=?~8^2m}fzFKp%4JfE!It}RAb#XF<~NxK!Th+7
z2HP7stWFa=fJ%M=Jcw8khPKZSz2Os#Xie%oLHmRZV`A#S6|?ap6ddH+H>yTbSGc-F
zOzOAE_)o)L)>n>VxF-6ShiiROX|nTsO8-#kDUSo@(!K`$@k|4;I}ySH#ilY-+c#|m
zHJ)@rHP(gX^M03$ej<CCg{WUIS~c6uLA7WdUyHvp_E;0Cg%>Y1$oF%5Cx&%h6%Gg$
zF|NnRY6hm^93D%5%T{ZaTqfJc{b>+P<606ak~~;t(62OkZ(!0L;la>AR&t#YQD4=1
zyC7z3zC%~vpSe3bxotMf&PV#LW!8&rLrfl*TxSqr5wq}K_0T+LsXg1Zh(VLK=}Uu3
z^RGR>#9zgC^JF3@u9a($An2$ZN{8g^!h0vN+=>H157^0$RLq-v{yLy6Ul`WUMB=eV
z*D_}rOVf+ZED}smJqj3q=Vz$xmz<ma@l>uVVF+!!T5-kXct7^~-P2(<Irb;+o~7XJ
z+2E7*@h&Z_;a|rmw%$F8-zf0+&%UqBH%l;&dOdEt$gw2Z+Q4KgQlXT!!RC?+QF7Px
zb;miqL3?i+lSFmiRVp-Kn{ET`?(JtY1ghvaJs%`4aYkR3vc3gv#O*^O$UZfw9d$s_
z6}f4sl_kg4c!|ZnT35l=+3qI|a^xc8m*cDZX1}_^4W*Au%Q|OE3S8iqqzl|tfr#iG
zC&LJG76m!CTJ5EYqSoxNA<AF?-113=jWAZW?919Kp!1gA=4HYMX(>TWj~Q}{=rnO%
zK`$(~{d3$oYZI+-=0SV=rOM5RCY}Z`utU3@dSEN?;hs0u1Mx@$;uO<^=te-lHr#Z3
zRf^1OpL<@UM<OQ4+A$ncq4kTHbf<_|$+*|zbM@MszBJ&eY029%o{g)X2}52xruUym
zB9#wFoqbEQL_V#UavDctX-UaTAOxRvph8%KyeFqQ(^2j6kz`Vhrf3-Ss9jzVFh4A&
zG>tPtv9Il4!%iHqjs>mIHl=SSGLr6C9heV-?gq@2yV%!v9B!-nFcR~o(r$gjqg0*y
zF<W*<^l}aqyGFFzmd8J9x>u<)s;^4AQ6p%zqYbT&cyWE!0mmz&)ijr-OJGcF%MrF<
zh`Z1f?Vc03frOCBFjN~X8@~%I34=1OEeTi>a1o*)WF_%UsoFGc!rfWNLuEshyWtD2
zyQ0vRKDnxLbdP8P9HMe?80dUVD+%2-&z9JOSxuQ)a!Y-H6w;+>0mEPyBj{xJW-Rx`
z)RZIt7dm81oY*#DdY6Van)$ANRdB%2gV*`Gqvi-1mU(DFtq>>bAMB6Wp`WAr3{+0;
z6{D}MK}T=UK`Ru!<rwqru|r$d?}JBYwZ=A|MAsSjuXzOokzeX3_b$B2qjUAyN1VNR
z3X5L>0nxJy)4X&TaWdh2v4fhbatyx-F4!A9-NvkR=kj6$Gp@U1oGx|)uR1Hsu2GQ2
zQ{CW*aivG@gN!LwxcaP-=KxCd{~C&sE9kY1f{od?iGpLetO9y?d`qNX0eXZSPBH%d
zvFzsd+kS;lP;=_<BSLnxaE+S`na25Qf%ugeqn|;?qCe41=5!T$N9t0TFE#~Nqx>J{
zva1Y0I9G*I){%~RkwbGajs|2!B)(|x7hLk=Xd`QXqjLy47<X6faRvvjgscq|UzH4E
zJm01q6-aa@^t%Um`wDA4OQ}Z7-@BK7%8)kC@oDI&Qy$+*t<cmy=Usm^2{5Ua{`Ii&
z8!;r##>gwfMz=Of&ddi!%~;J8t3WAIBtW0vQe#o})BSSkcv-~Re&Vm}OQOhBw&%+P
zXYAH)Mu{jCnZ&1Go@cPr$`*ZhnU^=Xrk;=wZ7gyN(>IvMiiJ%HvN38)&!M7rsveW)
zGdrJDTxckFvybSMMU^D=7o;uX9pvy%$WGt@NRU6O-(J)_jHKz~ro$e9eof$HAxmK_
zFB{D&u#vG<XqJb)xl6OJ9k6vS|EPh`Apz948r8KQ#!R7%c;P`_pJoQ(P2@8M?g~zf
z>=i!DBq7SIl<jfPIy0#Q8MxTrFPeKSJTdD|)3EgSB0QfzGa(B5-AZYn0apt+-X&4T
z>M&O`D9#$-@*@RN+(I{cE$+jX+S-(8m^+43HXA``tnW#0zH|OUOa+{HmRv$+F#1}%
z7Ncw&s95Zelp!D=Z3)`{FjbKHmuVao^<_xF`c8_4Mjv=r@L!ne%VeG<Fbh6sCkY<q
zfQesK=&4Lx2=m`<(zkEn%A!tS(WWf3DLEJ;oDDy=C#@fkItd_toYr*C&?j7F^}q4;
zRzY#~U(_b<!685zZy;!JcY?cn0yOR(B+yu}V2!&3X&QG41PRbMBsc_jcei)?e>L+>
zP0hu*ITxp@yXyST-fOS*Y$0FG8C^bQ=_(Z~sUCzhC>Q=f6(7#p$NIT^fJG%>?2son
zQEsS&D(+0dA0|GOxSB|F=<$5;we4SOT5vp~91LlvfDZoeo4)XjT(pra)mef+SpIyF
zJ4GIuD%wtA`~!2Q_Fn(Krh0EMeYD{8T3{k2TccU!qo_lkrT)J^wxLv@v~jPbwPl%}
z6wm*VeA=r!a3`Ck%`+S@sl7CIJ;OhaqX|E?J?a`@UERs6aQENPn#c+k^X6{mMYrpG
z<^+@*-t|$%m&(UQ7??fnW{xQX^EIm##tJRkFw(~Lv^XFsAzS>!d^5Tzks=1VO4?D*
ze?8iWf83#@<EqAM=)S3YP+arsL49UBO)1taA44`UidvQ0L(EL)2$z1-CvcaG1r+ES
zQnc8yjMl5Fp1*VzK>19C`EoHbI)Wt7oy32y0}GM<Nn7ssg{v)z(y)?&Vj3Bp73kg`
z6LdE_r^V&AM@4cJlJuM?4Wj(W%w)pRkD1`ca9sBF8f|Jg(ebC;BW+J6{%#{ek<u(<
zdyH-rF6(bi;QN3uVrZu%_Qy7tJDPAMI#%+Yv}va$h>HycX+mc%%mf=Zb5@l2Rp6@&
z=b*UDzL(;;#?-$}7U_GcmG_ORe+`ds%QN2M_C(^Lf35_lm?=PO9jRJqPR;0^>RGV5
zqrk8VZ5U)un4T$fL;o%C1>INlZCIqimchGBPtIOMP&$<MK)aHo=kK%Bm+Cf%VwzJy
zwk?1bS{)z=DOx<>jy|#KqwPEym71ALB}CKH(<)LNL0S(&H%gVWabfB|W{jmX&J6Q=
z)PKKV3RsKZ4wS-L8H!-FiWwT}wR|NrRrQD7r>k}#{j?4Y3vW8dm&^jr1i!z)&w?E&
zz?WEU#_HSs3DJMov8<ITZW%Y+*PIAARsK`5iddEh&>Oj8!KSHWDh>gIC1xv2iwewb
z)@DId%LRRN?JK4O+AkSCox2O`R~-HyUe7+y80LJ4y}=!YF}5!P+Zo42CaLSEDpi54
z#7&9xwk+ua_|9&!uN_sYFtY_SOh`VZ>26YZKIu88%!%=iSCDT%;+Kp6xkxY2jQLK>
zt03;XFI5V}w@LP;1J}4Z${dTsq2b!RWOroF{ri#1is^Y-uUf(R-QV;A<8~}RiPe+V
zs7HEJisPvFiF>J8c%_TQoGI~&Z6+B}F;D0bi(V}i+4oW(ZhNBk(H8wsx=1$zwH1Eh
z8#6l5k>?GuOv#*-4b)xnyD52M+u~J1D$$1<AGnksdMui%WF?)CfhPqHmh2*{uRFBy
zl#HVvwi(j}c7v@6xdnHgZ|IZd4@<lUd@lS>Pn`@@D}$2Pk*w&w27!B}4jAd1DZZlb
zCL4_4CjMmZ!rC+QAIgs=o{C#OGf9A>5e=H<A=S7330oH5cTC2Okmm!mS8osolgz|I
z2I{ls)<@`q!PK@3@5o->vF4}lYUZiH&D4fC9M?-nG*u#QZtG-u3$Hd2isuSJh|no#
z`puyut1_MS%*W}rk*N+vKIFWJJy$=01Mr)SzE#FKsXDie<0-SECw|C945qMTJ7ulF
zPqT7IRoum<qo=@8J63*Tj_AI6Oor^VcpY_`o0@0RuI3faaL%cOP>pw&wW2efLP2F}
zf0t!|uA-GNjIPr2sOZ8A!*5kSeo8OTpfT-dE@8`uxwP9H8<?!+ujW|4Ne5Cuki`3T
zuI&A<=KLHHr?Lc775x4Z!nM$wweUxULds*Hlc7}48t;Ed@%~-4h#b$fElFwir;l+I
z(VjhtvZB)s*1}Ex;-cQIp8oD|qXeT{?KAaUIg7~mX39KI6QTr`=BxEkGqZm=_8TsI
zu3p4)m$WcIY;X9-PSa3~MCkIed4393)<3CZMD|Pk&unDpnEl4<fQ*NG$XeZ)R@-Dc
z!3DR(3v%@bG`|lz7iZD(RbtPD|4wU+tQq!_HDM>_XOWVqM*+<vW=E5^xVB<>#;u5G
zW0V`bE9Cqv^12q+!2#+Z2t&giW;_$Q0WHsD|8OCYZ#ch=cPTx%z&fe^!<Mi&Q{ZJn
zsxAGyi+|24pITKr%Ck!AlSbR%1%`OAaBaiUPIt5<O@ZQtWHWBwk-+3XMwXxLQbPq(
z70f<@;&+pluMK?nUK#|r=bAJT`jMgY6@Vbtd?g!TKNg_Cv6%gb64d^jC{%l?DR_-!
zVQict<_{h>C_H5vF`^rM5)Ej0ZMv}YU=xBo^_#s#+Ui0_RW_@(V><q#&RIN^{C?PG
zE4G@E2lAcAmW3&1LfzHe5oJ{Ml5_FvLGD9Dg1$5o!B}?Bu!JK`<i!_5@;s{3Bs@I3
z++2dmW^RMIL^slw)8kBtves*1tg;#KxJE0M)%7$Bq9>NzL()SHR#|IMY)+&9X60+e
zJLawmhG=!=G!@IU8fZi$C~mSosbSM!f|44Nls^S}Vrm|lFoE83S<Kax3AsO<)=YiK
z;w^{6mlX)wdMb2?#6!w|<756(IBg7D)x!7Zz}~xp6@B74Qz&U&NMDu81(kj#5{rW&
z1knjcED&6z=T!5u@*?t;jAlXLqscZ3ifDiB>mTuK^CE?{0+t_JB9$1@%5t=4m|fD3
z(@AXGr@;KupV?gG3`Vj^C-JX+p*k*j?>WRkQYO^`aAEC~W4}T!m7#K80+tp>&Ni_;
zIS^DFr)r8Qe0d5MTm@cd2qn%!t8Ol^dfY;YH?kWZiH=pwSG2Z&<8DfA-}_O}%v6cR
zl-K;DtUoZ@as8|`3F4aaNN~dWp(xK8g=1pRPt(l&<KjS5?K03}w|Ly7)sQvx?Ur;-
z1AB%J=IDfIEGg^ZKU0Z8+B|bXuC3ET$#Jb;5ku`gkEq$c)-VRaSUpO(;S3-)u0Z?2
zLz9pjO$<#UeB17VwA(H>i451SY%Mc5HI{Mx+HE3f?;M6_c}h-ZMou4aCk_^64pZVP
zX$8e-$3jluAj!*%KxQ^(UiHReF+^k4Xh8}dN|y3Wr07wV4W3mpw*t0{CWi`f5f3sV
zjI<*a)+C1Bzej-yjLT4@0*#mVeCa*6Hi~S0%U}Dh_pU2WQ1MRsg7CqQ{~?t+H`S4h
zlAeq+E&-3)0YYuXvZMvNc<_Zuu#BmR30Z^gq4J9(d3_dzE3mf6Y%W(jy2$AFIXZtc
z>5jKj9JkDohR+)IK2!o-)+0YM*^piupuaqtTFcpJ#}sllSHEX<Ns|9^B){iL`Nd8^
z@z~awl-17H867vbKxIO?(SE2lDevMe`+%R5*kS(Ui{lZ&dF_SJhKb4B2m=<9wQuP*
z@A?%_q4P8ITJh28yqPvEK>V)EYI^n40i6J1IZ}fq&nhDWMl}4ssZ3E_Rs21QLR3aJ
zC@_~mZSJmq>=ZsUBDR^v`RSIJ_D;Liz)jQAgtK%Ijn)0CNbjN4)}o?2&&y;mjxK>c
zv@H11ev8A-;}SJVnELVN;HGMaPigwp^&wqUPa!a--y<~S(sOWMbhkav6rQ3+#mR$5
z<bCz|tabXSd31GU(kG~EQ;soHD{rt!{6af5ZF2Y>(e;6`;9~LgM~)Qngb8I^Q1Y0k
z=9Yo?IQf-Pfy>XN@UxL+wpR%R(_+EIq%uZ;k(~~~Y$3uUe{At1n}Wuw@nBVX-xtO!
zybW|6T<3nTeac?!_3`|qEV=uq&J_(_m57w4%9>F!aD|=2>2Q#2kMBOkAcfAHA~gYm
z)IBX#ZL2Ik{bpJf7}f5}@-UZ!J#_uhDPL^dG95@{xyXC+Xed?V*Ru4ao;@+g8k6Ol
z1^gYtOMnWzy{!?!;=p30IQdxH?01yFx@_o7amgmw>-=ZD^G#LZtM`<KvK7*yjDV1A
zqsWsFi@rMr>+%B7!_=L=ElK{8{i$s!sJCkIy46-#JXyn|U=AjbH^Z`{<1Xf<<$S^g
z)!^hL(P<VEsvxFVypvDwbKUSen=3L6wX}f0^XsoLUp07$85SP2gtKG3k>7Z*QA^bB
zt$zEfwXG>lM<zLHN1Un}-8On|eT^rzqtOo2W4DB;oPw(`P@kI93lQ}uwhIw>d7LxA
zw(ld_LXUam<Vk1Rj<P(KmvR%&#=0$2rp+QeK$1M}pDy|7fbkcl;`%pU!CVH81Z(?}
z7n}f-;d>}WbPMu>Vkyfa$^Eb!45oZnwmpR#T_3R_jk=(dA5Pk#AtGGHU(a%Z_lH*m
z*@h8lH&qnTHpVfyBTOlQu5{;7@U!GKbtre(7dk3z-HX~nU_!#m;zW$j5=KCCy^eJa
zO?#JBhoRwDj5?KthL1}q!W>F;>Y*Ee#Kt?IsVzO^%7}|P=Wt}|f~pCf<OXKmFG+~a
zeH`BD!dwxroysa9FuiBGK+z;v>-y#`XKb!SjeQvZxBdq3N^^64PZuIHBygb^>hkfG
zQQ7nz=id_G<25a;woaVW*G*i+_Jk$#h(ZxG0~ru=@T{$lk413BhL{?f^X|r7@Zt|I
z!oViU!d4Mh@Bd={C?|dVzkxQj9QS{JWbsD}l>b;gx5bW9gFh1t*MEW<FTG|9BoZ7_
zdEn;ce2G`}#*^uN#(#sQZf<mcYZz#U%_gW4=6jXs22$SZV@R{Yl90o14m3-+QlH6x
zcVv*T$+x3{1P7uP)F_Hn&9#RnvL;r{F7LV9r&%;J?&#Cxn6&aMxd@rZ$5r3jx_?Q=
zpUjM-wQwS0P}Ca1n$+OQ_ArR2C?<1<0s_5X(@bzq_yjL8I%jT8;l~u`9(qi1eT<Aj
z>+Vi<1T0ZqYq#ZpCgu_W1eD7~1+EmqX!C%b9nWJ`Vt?izO8XHxCUKKwGY1d~{`*J~
z%g$HCSabJeL+C9wVb8Khig|cp3}K9R>bc-voNq7cb1a>_;U7!JKe3Sp3@jr1Wo4YF
zZw$NsLrPRu0zeYj#>n@Fo6+EWGk8?pu34^G2eH-UcvXt1bgvdv`F!a^a7;}{A{~?L
zq&TD^|5KS>sZgj*4ud%Q=>p|5&+{QrS;g`W?R7&UxO+p_Isu-!_15yRNSXqgp~Jm`
zZs<QJuso(%ILKT~jE#SQr4RTvAtm~;+471k<&+j)kqO}W7Y0r<`fwW~R8B7jdH$@@
zlKexlUKh0v>cO-;vT)e$k$%we>!URbQu142xa0QNB}{nRmn@$#DHka?LQ7&ejC&Z3
z*3m8ZFHG3>nzW2EE!avAGUHnYE@k#Nq}ie!iG=?!@VrXLyI<y3l+mY}(if(1E2<`U
zOU(!!grT~ZA(KxH?MWTqJXdgfZZXIGu8P7dp_LV#Z94|k9B520VzOLZSE9EdDeS(m
zw#BzQ@71%Ek}K8Pj|6|LlN!f%(^SE0uq#-3F{njB`q%Mgw!JJ31YyI_J)6ENwb<?2
zMsYwwRtD{hO_y{elVhjZqV6K?kyg~nF-zmDod9s^DP%iLD7NKhV1<VA9)Tor!o6qN
zF>xM~q_JRMBiE$>yjLIo+a&*x%44}>kB3?R6Y)}B_DGEd(q>N2Yvyc$1pS{0_KRep
zsKG{%lex-apsv!Cu(z*sGXA>q(R{&NA(Ra<0X#ZUPESkPWkO=-+PE&U;)VXpXVZ&f
ze8aFcO}ZP3gbLnh33H8IdErx$!P5iG{D)*?u)j_#r><n|s*TOaQeI-nOAo~VkrKXk
zMOIUPimnn#d8puZKcx=s%O^^aTH!w))_<$Zf=OAON5eT+wYKW@h^%j_n#9e{@Irvm
zoUX~?qJ{G4T@sU9(?m1Z8;S|hSI_zQ5YZr2LELOVbVA97?fN^jk&?`a5SjY0+Kd0#
zDC|%_WPmRwx1hWA9hj>uekG=ShOiSP*$(yAQRn%zX~&rj`|@5Nv{nf7RM2p6zW!cq
zu#cSDikZQ9H3+*a{!&QFQOzZQ3qk+s>biZceRg2JnpW6bMhEoI0Dheka<e=zxPB6I
zVg6^09Z3gDD7lj?D<cRo&N=j2ZI0utBrW}mk5#{2-YZVB{Nhl}2h&EAwPT_A6nuU*
z>FfhDnfTJ;Z){A8|JH#cxX_zs7p4yTXZ#@<NW@AJ6wb9~24-VoC!uJq{Lp8`l1eFK
ziy1wWO8~0~=>G0qP3lj0+|jNU3Q)v~T8X-@`C{7rYex5Y?n~s-*!e!Jse2|o<@&&g
z$NqMs?n<d2VDYs%$9WbAu{tuEc~<ufo^}6-1)hcTPz53{KjltUr?QhoE^ol+@cbA>
zUeh={2AwDpNRj<nSW;wCJWp_X3bbQY$JAr%;iW1+;*j_fW_B%;JGz|hD9gdY6vz`|
zDe7tXs;YV2t5_ORT=HVEzg7BC6qHdzSQ)cChD5H5EaIm<g~4C9_3hMUC?aqS|N6bW
zVgD9W3i;c)oK#{FmW5z6O_hXRb|#CKi@b==YIE*-)c1X1??v379gpX5+JyuEL;8vY
z7UdeWRtUwlqSPZ=)VwZQ)dPIpn-+#DJC}r+VivAkZC!{bPGk~YBrk}F+cA<xaBCP@
zCPAOpwv<%CexR2cNAoxtJjFja4lR3$8T%eeSf373(YSULrA2i??QzM1<WlKue`83F
z)Q7I0?c0cy(SP-D^c8No@4_TAvoM(V+E|)D0|3)NO0zp^)@6q#gXX3u?yq%B-70lT
zkAGDscy!*nd2k1(PT~9WKhyq)WX@kJVUJt_%60-#oM<jS=(uRl{6QmDtH0T-{B<h1
z4m+hI0l8`G$EQnP1?!8ZSIJIwyzG{}APYEHVXd*bKE^hDi!w?JPBr5CNjXYVzsU>6
zsYhv8j&Md{lz6C&IGvQLmMv_)M+GQ&&1XBHqz&fci%uK29cU~CUffTekP;8|ZpDJ~
z37S<01ZEQi5ef;CE-_28L(@1!A<SrP&r|Ob>pvu%BCx{_Um@VbMAR(7y`eT~u$fYx
zZ@F$ksa|)8KQ3E2GksVWBA)wPv0AENz~iDkEkN-fl7D8YO!`3*xMzN@0GHXc7R}V`
zn8DE3_+4X~@X#}+;{(l}MU#`mJ7U>~XvkgC?Q3^@5aT)hY4-+ctNO^?NCQT^CXeKE
zSf9u!YJMJ%YEfx(`%$X4JVV(33oAvycHg%?+dWk_U$t)7_6@0By7MP~oW%TtZCCJ5
zQ>VaTdi~W{1zL1Zo`dnA^8E&dp+ia|i|{|O50jg3e?N^=tU0D9F*?*MckxyyLkcz+
z7p^5EVSFNku-$UbtfWhomp?`x6OM<Xu%XYrQDiyw1deqLs?_ZeX&<>T<paGq8(4j%
zd0+Yd+y$NfPt6tK!FNaxrUj$t6~0S2ia#V~F6HS~!W%_2)n>FQcG9Jqew*;yaFpKz
zi7}9Gstwx`mF-uk<RdLpjU!bNuZ8=;QeJFaiDxT0@jumeuR*qj>PppuR@0CH)a&6_
zjGITh+GeNb2t$KLWmnG-R~{iI$*7+QM%Ct4hoIr{!kG2O{8BMUnMuIg8+n+PKhOxk
zeJwGdC`iL%Mk50=o|8?6jx~JX_{I0{ilVHQ+N7#?f2>l=n1ZB7%;UQHyFE%pLv$;_
zI%iX@>lWr!l@BLc4U+Jx0)kap+U^lY{C1vpByY5%D-vcab2Z37pwk%)ijAq6`C1`I
z>~~GGTRGsnubJV|*gXy@aGah#;c5nD#FBsStST6#7=O#2)le9PG(>3!zSWeH#(yJg
z<tql2l^_J0>}RO9G^G{W_l14WTYjAWtQr$(WtX^UnmF_agM$6+UMK3>N+SMKjz$`<
zoIFdt4)h8ToR-5cgiR-9XAz!@LMxRZ8mOhJ1Oaj^s6(lZ5~Ln)*d_h8Xl9KZ2|o-o
zxJcCDY@PFONK~T6^hhSOy(rjIDdl`2g%h<p(`paA`{F4Gc^$PaX5vebx#Ryf)LXQS
zPZ2C&plVDJ8lu3fS!%KnNTM_{!Z*x6U>h5WLin{*u|{;}BaOmxY?sY@{|QY;w>4VP
z5bz=lmE9gKm(X!6xg=EfO%{c)2y<0)CnzpSv(!*<n^<8wVdV`uMGQWJtwYj!P~Xgq
zD&r{@!&l$M@%NZu0MS{jXJ<zyYy#6Offaqw=C2Wq!=ooSO_{DE-Ceax8cY+cPdk5L
z_;t=QzBn<MwWvg#%uL%NE}PgXP(9zwxnsd|FHE!UME_0m?>80uh6}TOlW2GWK2Q#I
z21wic!Kt*^JzHJYxYu)T$@Xz2EJlB?orFGEr7g2uq`RVpyg=ku9V7BW4J-bRpg-v;
zj=m-xRr<TRm|3`f?~siIo6ksIY42pUfaUk33qY&8JpGFEc&3~488^B8R_1?5*bj0A
zP|zb)+me32M@a%ovG*w6tNx@s^urSB^FPvU);;DXYyUE)<wjzE4#%mkU6%o8Q^7xU
zWAhafQ7qTxOR8jO{*A(j5<v<Mi#C5fpbo&vx;_Aj*%;_3DEMLSJ1pWFuy)qTVukq*
zRwC;&{rW!fC6>5i;X&1VGyAre*Z3Vx$@E8}R{6;->Ei*>P_(brq5r-hXc?u6CNV&!
zlh!hxR<PVruHG9rS~(icnHhyu29NEwyK(x3DXP=F@EpuZw@j*xzF>xgiLK-L>gW>Z
zs;mv{o7<{zOJuklBCp@97Q`kVy4yDC*-pwl%{DSv{!r^l`WrhYhsIU%bKhKkLy0i=
zb{(RZtr0<-bL+?ORwz8i#V=X*7X!o(_1{#B%d;FElMgO)L_#9b73nLr;*t7rg9wLf
z*MX3W9e&@7RY7LpZhZ~EErT3smnBQmR?7Wsrof5h*|utl!t2&^)Xji7(1mjbIbUq%
zQ(yhWILODfB-3cCAzw<;F*l_Gc~|xUk+FO1HaTXLT@x15|5-0g_UUj6dk9_T#-%fx
z3zHY9C{y3^Xo2%~jM~^N5RdlAg!h14aLmR*g`iNRqEQ_OMkwC|o>UZvT<^bcixw}n
zU8_$@fcm}{p@kRf+3JfEk6%-kwQT*>3$V-PLg^@y;-e7@Rr3cSA^-UTQsW_(^y*l^
z!--T{aDQiiOKOITapN087JUoQ0fzP>q3<2(P3*3}Sw)l+mc_Ipm<KBB8me|oZTxLp
zDcT%|C#_B|N?TV@43WVj`F>#lv4WCh)3@Q12c6w)UPZboiU=MFDN!eU5versM9rCL
z4OGv*^TLnbnUjve+n6Eh=;zpjC?S+};nPwovRG$Y0$YMA2v2RlBW6cx0tG=~spkx3
zpaa~WpH|~0^NzT!*DJC5bMwlZ21tl0Fn>2wg&cVKGR`uB&y#Xp*jUgxcvW_SDV~k}
z4j4)z%+kVE56L+#bx?L7b}?+zvnb5$w}}=$^`ose@V4-vl*aT$0F+SKKV%0vO2_AB
z`%(lQbR!k&Qj>*X`Xaqvl%O<ObN7X{?Im0%p(OFSF_l_*5}YSs9u<tF>2i??TM@A2
z;_qFSaJ1>mL}-VmOm3+K(kqijOyh<wYXNDxOBoaegVfEZEml}l6G%dDDnurwodQ<r
z(Xhhn5dUiuu?`U=(ZqzU-{#Xl+;Ia|yui+uIMMt##M^m<2vUF8aBX;{zW?T7@1AX2
z-Kmh%wFT7>P1tP1Erl<7<aG-DEVyKsT~f^pgj0E+(>9J%5J>{wRF$+@xciA5B)}tT
zi%P7IgY4YCyqP;=jbV@5232bstx`AJpU~{87Kkbjjg<c$Ob|>Q6wh9S`F2HqxA+mu
ziueDdO0(4zLzfO)NQ_qdnOd`af6{DLYfIC3fX{V*XQWpGtWH<;%wfE$$rzr<XqNT)
z(1L)g7q|6K?Ur5Y%$H*OQ6JqP7tfXZ0jw*@n^~8@Z0gr<>|kf3NmmB3Fj2@ZO{mPl
zYNM+gmuqLOKwJ^_LX}4yz>a1a=ZRr+ZuOKrau;hiJ`zVMH1zq6`{Ua054eZ_N?Kc8
zBtg#xgSZ8EnzZR`sc|b@gJFxM{cp$ZhyH3<u^EcT)hKEdZd=^dFyDD8?-C-rw$<ug
zK)<n^cX7D7Su<0N8hu9RsXGNt_?z8MVnQ)Gi{_NY!X#K#b&BjyjizhHbg;Ia89gR7
zi>e1Y?MsZZ(*E|oKMvUryvUvBrcZ4_bJm<{=KMOzIGXGI1f@&c6W3AGRZey!0C=$~
ze?c&Y_VF>R&71YI3@3QmAeTveDc9whF4{>65$l2omgTkNELb+)X3n{~v+2?%Pp*vj
zjft&oSJsA&9q}sa&K^7E5a-SHqoFREQV0WEMFJ8kl8$61<KW^cmnC(^7*}_S-F3;L
z52`D(koKgA?u+9%k;cKtjFgrD!N2!-`mDLExcS%E=Beo-zQ6)_B~ivvei?)@GYS~y
zrB%sgwC<sTCG7zDkvi!$$&XA57ol*A=6xi}E_u|??N5~>nmk8*uYZhmm|}z|Y;t1?
zlNt%}zLUxHdeg)B7cP}1JC~i;Z8R4C4^N8GoD?+8P%t5lMrA-b@=^y!cuHFrR*Tsm
zY1sPA#OOvcXA--P;$FlIRsL4SH!##)TSBx1<89YGsK_NYJ-eYQm}3^~@V6nF-6kNF
z!iyAB62GAO%w2_B?<KInfbDqca*;@wSpfWB)Xu;gGj(R!#=#XC$=%#l{oW-N_S*s7
zG@R~?4ku7ayXFgSHTUm}%aJV!iUd|pWclhC>&8?79^`1Q$g*{t5%WNIkYh+VgYi#x
zrWxvM19#8>cfGnF00*KeLha})crr1a@KUe4>X3YJ$BK6-C+@^>1qnYpQ3}JF=in7S
zb+UTT0gT3VSQ6=o;r<fj#LtR~DqI+*s2z(e#*5LM;7sXWnkYB9v#gh5LKcB*5U1FB
zhF^RI(?xEn+sSnKdi^--z%<OJfCNO6fYG<}zOTwEe%WHTD?=AmXX380_3POKP$j9=
zC+0By^3otF-uk+BPQH%A5n02U8cC0@=o~u0J?zoQ32+r7RAMd}V{^yioM-dWFxHaX
zHQ4InQ*)A~Q<lDjB`${cJUiOVP`&r%-`T{Zml?vSa$AE-qj^G~FVsxsSDxC2hbJ&7
zf-R=0BkZ>db~&s-Yx74(`X&?Z{Z%R}t@!LpOG?4EY<x4ExQ^2BhY$((YvfcN`H{K-
z8r>Fd=;gTMJ3ZIrF#=f9dN4IB7>t6*cXdX`MQMODu1hfN7NLWWjrY~+WK}(TmV;B!
z+{SW08(@$pn{cgQeDeABBZwdCk8$K=jtIccq3l%AtrK(KQ6P^e1#(k~gwj4Fr8|I1
zpFM&-PXKTwxQhgvOgst9<-HGl*KS3(2LcoaTHI8B=2R9&3aq6aNt-ox_X_cv`)<ZH
zmVRMd>BPl#Qj{!ifj+XeOyl_ciRH=J!c>+q1#l)-e|=NVRkaCGIY9%>wcoX5!_O%i
zupa6U*-YwAd_bi({yAgm3LF91px@sbn*ae<8cn&Ac7T0kd|t((Go=Y5uK~P?ITF+|
zkL$8Dt-x&8ja<}hkV^Ne03(gZq2hu10u;72l?lN2t)tnDUv$k4Zo=}2=jk0#u%cZZ
z7n#6t=N8M38xf2&n1udf7Q@~7R*ECsGuf<Q3;Kh61FeG2I+$Yx&)uRxqG$t>h7bF$
zO7O99cSG}EQ%_NpU3l3VKOWZbR>^D!>XM@@avZkZU<%l7+PHE;(iBkx?H*>ZC=k6W
z;&du8-v-}-svd3x)hc8asg16y^BqM%#=1^%vGUAufk9XOd?6EFgHW{@`0((~TvH6{
zX@vGPlAgwfr)ubl^zswwTu%pb=Vc&HQ!hxE0||hfU4GT^AJRMIV-Kwm<(}a(7GHbJ
zxN9FNlYFd*xUpk{_w!y!B7>GUEC@#TtR6!|$AgV#wnuZ|)ycdBkBN}_wru)V`qQZ*
zD$t#v4Kc39>E~-txARou@boV?3Z2nai{s^%5}(G4pN^G98LaCmdn;a`qN9w^r#$A@
zLZy4)@L6-S*C!FiCj=YoLFyY19cqo{mdY4nQeoA<oig*v-%|nz@j6m-P8rpwWTd&?
zXtlT5rs2!K!T4JL$Kn=NO;l6zFD>3HY&`UyKv&6tDROzGE#8xm(7gBH<feK#Jnp?2
zk}z;@E!&xgL!};GLZGo*8n4{@UWNM*LqkIG;pST4hb-uQ>E#;b;1(n<;6?03<dip3
zL<k*gAaflLkTOm2xb=LY(QC^e;wM2sMw9VHFr(_<B%!Ufdt603SJdg&TC@GqB2ynM
zS+lW>`)iN?puzCI6sqx3s=>%5n^ZPo8V8h3E5GpW*h`_$gr>FlSvf<Q)1Mf)q&_|s
z!-&|yg0W#rQyjPXt3rg>KG|r2R~WBKlrVtmA;Q?)?4DWh>GQwnxG{wtPG=G%`r!#~
z3HEtO!uymbyWg9??Z(FwNK%I7?liAUnP%EXi}n%SxpLwEZ1evg7qXnuUuS_6QB`V%
z72D7!n!?BMh55-YzI#RR#$8|~n$r<+e^|6CT=co`aej)Q5Uck<V|#?Pfczy{GPAev
zU&Z{NRqlH^%gTq0Y(CDkgHej1m*pr#pCGVFHSrB*|F&#ir`ZokErkDWndU}i?6<ZD
z?^eJ6gC{hs<lITO?}F|AyQcRtXtkeYVwrWLyQpfaWM-~acd^aSi2Z}C9)M)<rYwm$
z00yBE&$U~EO)|V>TOk8kdj|9qUYA@g+G7R_EeLjW$XO@pX0sWIes7}$=*jD~oGw(u
zFH0%>(h^~0S(S@poch;WXr8CrYWF(bTXJNv9L1EVwWK{ITRU)31M8myvpL^78sbvm
z`^<*48Hg}j^#E*fm@uhBF(poTkiUkVgck|P_G~JZs36r-!cl2XEE5f)RMQTZ8G?Pp
zs*pK5kS5&t2{!Sp$CClfMxWHlS)}A&??yC+=XL!Ep(^r7KRVE5<q!twaL{=wIR0M8
zLzX6cPF9|zpoV><eZMDi12fT&>)N`a2`e(rZPj261<V~D>K9|44^`~RHCQj#H>m|=
zF4XR`D;seS-@pLzo!S;Ny8>_6#NN+o3M}w}b`yOiOZ}@_qe)lZ!TY*~`5pm8rrFOm
zjsL2=_!ZMf_PVJn1rT91NsrdH+hj?wxNXrd*&SpmVi~DwZ>l({rC{>94z;Ehw59Rz
ziM~66>#7Ut&Q6NXbO~xe8m+#FRPBZ#2h>G!UcWi@xm9oh$$OcC7jkcxt(3w_7nHfI
z_)AjQT=Q`Xyh{4=`tYb1YTVWrtQSES6JCkgi|Ib87V8t4o8suz$Ai}7tXr@t9{ZU!
zx|iTVYt^bk<DGN8_v8hRL#kf-;8R1L<w8Q5c~uR;GAsQx3t7Dg)%S;V-z&cVkVd5|
z^Ml;kC6#4~q3)I^v6ZA*Dyq0$w>3ydtr%5HOB!`t_tD!0;38OIJL~KM>Vbj5#volT
zt)udr1}8s8qsS@6O?QH+GIWc$Nat!D&#4;TFZt4wpB;bP5q}u!N1QExh2CfNf-P3q
zn61{hlfs`XvM0WQ{l=g#5Cj#VbTuaim>d`yD&Ma(&zC?sivO>@tfh$QXYz6lucF&X
z2}hT~_QSb|cJH{2xjC?WcxULHRDZyWJ;<a%xwgL}AM2CgD_?Hn)lK>OFHb5FijAMV
z2{I*Zt%7qc8Cd2fHo&WCOp5X!KNtEtwTF|WIXV-+#!-c<GK@L-9hyyy6t3G~v+VQe
zd~Yv2bhY05iB3D$`1+RzzPl<xVIABolwL}9emfAUcU9jN)r?Xf!0CiZtk4q(n4N3}
zMq3ky6<V(w;O0apQ0HJ4O~_Q@oV;nI1e7Fj7vfQIF@G<6M4hvYh53BQ+3Dn}8in*u
zniNxs*EajJ%(u=ppFEc{@|eV5y1eZ4oxj~@6%-&YE&bPv9Ock+4fM)hY?yX+-6DAZ
zByN|Iul#(N+1}jr5OoG*WE-Epg4xaCoj<5-gi_Euknlq!TOH5>RAn3r#Kv?xt@HWv
z<-JhURnV3J4R(}6uHZa}=It^yULlD|{z*Xt&N!E|b_XF3FH%Fpb~S9!<SyHYlXmOc
zDs<VlrWBG)ex*&$5uPqJ+8t0UnCCb`4z%jIoT4dSz)uZ3NO=2Km2#178=($_YYnpi
zS~T~xCX2t0S+cmf3>IA7&wj4^1S}%)aP1Qwe`DsrwbNsizZNeQyjl{(E&~14;sq#|
z!><^fRGX?PPKlwXxGlBtu#L)w{!+%PD_Y*(YeCnEy&TJJxj2^BsCJ-#V4}?vBc7IT
z^v6ElJ1@&w_z$V=#;m9NH^S3k^g7NXx4ZmSOM{G2%jhW=5~?N})GXBo7S(K_7iN=}
z<KRhPR8736N<8>zklgikV5w~jlZ78WD(kLIU;9R+cr;~-n{|{T#$6WkaW7T@l-N!C
z@NAEq+|ytt9ulD-f`v^-0Iyp7ZV%`vN(-SeGaB+eDR6VW?(=xcoXscN;j!5gnKWOv
zz9tQGA1GVHS>f-p%w*mAgB*wNHTg#uB{1hYbbGX^H5pu;>Qx8!(X0^$2BB+ZU$T<(
z6Mp+hK~r+azuVaIB$abJ=PxqC@wvuJuX8Bl9(ylLLrTMer_|Gu)$6xKKsGM&fRU<w
zUhA1p6CUZ%L32#6IG6vyy>-A0J)xkn@@Msh5^@UDBZaL6ou903NyilX8i%=ZC_hns
z+Rfhde*}M-e3ckLq0<TaCYCZ!=1N<KVZSY;1K6PAuIxA$5#SfBtBM$H4<foB+*-{G
z+Y#oVIgfm*|KjZPXfRUZE>llNE^s`EdLax$?xA=_$IRz3NHTNzwNs_|hBV3AB6DJY
z=w|CN@#1Z|5|lFbV-n4w*K1&K{^Ce799tA-cBdPs=VDQ%msL6vU*U;7I8SqJ=BQ9T
z`p(qS{X&(Fv-zV_vS|$_bpCN0ca{2rK6cGGv}&_1=Qxow^$zLnm5f$7FHgQ{2s<yc
zZ(TZOvV)3n8_pD=H4gV^TJKZm#et5zpYy_~or{a}Wn2shJ(u;`N|_q5T!dCILK*#_
z;VHOUJlSleWj{P<6B7-x7)YR7pb`-xg9$lM85>))GJ32ZXF|a3c@)`y-?nU!Z;GIe
zGAc2SAo&3y`QeG$h?NLnQu)IB9}_ofl}=(5T>2qB2I8QD-kMK4Z*l37L!P#1`(FJk
z(*@as_yzat;R-i#{aKLZA{(<WXf+ZFhnQYRHx?t5N_25yVpH>!=aZjO49|ZrtwgH6
zNOVoQ$KOSYlH7yYjt|vS{+Gr3KNN)jLrsXR{Bf|f18bS7W^DUj=P~q1^P~2!G!4ln
z!lwTv-Bb0;#;uTGfBF+2Z60Rf4Q;i5%=Cxn`R~UmF(9C5Djkg4>$8;sSNn#<+kT$9
z?uPghHt8%$L)z%qrc*mMhvTm)J1y>CP$U%In6=LA)}sjJ%iy2%S8jBpz7UWdtkT_!
zRUG_PmV_XlWjwjK9mkP*>-HJm*{U~f-Pm<m<KkM)tWiJKW+Ros0OJ!AK6Q3jI=*wy
zHSam4s9}y{m5kb9XmD*hxS^!lJbbCyKG^9oOtc`-9D$8f=31`udgZ-p>E1*1({vVR
zcQ}$GM>?H5gE8_(bl6vo)!n$r=XM1o#Cr>7@U+Q_{1%#j!`Ck<HLuA0YtLNu{z+_>
zI72hu=?`wG8-E&){<dR0g8Y+`Z1$z?RWHip@$2JiRzaN_Fj2(*Pn5zVtY%Lk^C*CS
zN}yqBt!!J^K>tl*T3w(aQnIS}rg7OfARZrS@yJS|J2(4hwHXE>r8oVz_M)wM?HXdJ
z34BND*o_r+&9lKi-Q>k?IDbj5z~4-qj8o%~f+O=@+U<au_R#ncw4^SpqyRvTUzHOA
zDQ7<J4w~WsX42D_rt@NM9Nf>^lXI38S&v;*kA1SrCFKk+D1r_RqPohwrVSkZY+kvp
zB!^PNd=47%3@^~KYu#YWeXeNOY#*UwKkzYk@p*K|$i=cy;)t<#GpA@|Yq;6drk_<`
zGs9jD1p7o-DL5n~glk&lkf%wsTQXNnhJ4>d%h~0xE>x%)u)jb@q?LwQ1Q^WEoPA#$
za}CM)x_P5}jt9{U;t+Uuj(X8LiC)Z`LOgR5RsS<tWx&5QX}rwAZN-}^__y#R;6oru
zFJc5%)_cP`Gc?*98^72KmtrgNEX<3jt+;++quFfx59xy|k6>_E3El!+gD0WcaAI#K
zk!8WQX33%TZVEkiaY9296e=S`xtj)PkpgJ%CM)0qUL0@o)9|K5l|`}jtUn5~03Zb>
z`KFa(N(SbVw0YBb6JC+DlZhrZ25;q^%()(~!vW}e{~-Y)-an6<XUI3z_x}26ybu??
zE;V*rLF9O8cb9Ow66qvE7kKI_r%-4qO~*6YS}F$A6c{a79Jc2?YjW6W$|{x;ZP`dk
z8tJ(qGuaIc%mup`Ij2xO*)(j^mc!647UcklR9h$IF#bK`)o!)?7xZ2nD{s&sh1*2g
z4hsmw92+XfoaNybkPq1~3(}kOcQ{_?^Fsc7Yl9B{{WGT;XUh0H1JZ+3XT&i-ylM92
zPsx`P{?Atvr#uX=?Zufjpxn3G>6>IUJp~tKW>rE`B6zhcQ8#3bOqH#VFZhTpU`x$O
za4=UvseYg-VQ`?j&cf6CB(Msm7g4p%vMd2N!Kv4yp1oOKh|Mpg;mXIbUc8Z(TK<L4
zxudk{BdeLO&6rCySmvYeEuZBZz>-Z(l;VWKpJY+|@v)b?7BFe^RK4sRJe>84g9^PN
zniP-v;vtJmSvM%qR`vB1((wsC;t<wv$2zgAm!yIxt{H?Wxvp@6`V(zsC^_XfV^gWa
zmDGZsa8qK1N{>e8no#5(XF|;ydHu}yX_<8K9o%q)*OXrp#MAVzS@wkdk5s2eb~4!l
zN}u<iMkGA1#I*Lkg~ZxwlNOqQCf?GS=Uh71u9w4(f2;p?Y@6DR7S_F!T&`j5Uk6eb
zi7Dom<==~VV%$vD9d<`cnJ9kD3}-$7|GGkbye<Ecpqfd}oT>y`rvvgP-f3Vx3*Qzg
zsN$WuW=aWSc3&Vr#By;CinBL^G}$O(q__`*62R4h^n^n$J9-w#(}-w<kt&*#hrrmX
zT43}trH%H{C2Z&!CLZ2F#IF{<jFZm79DC&arm??=8iB`P*Os#YNyk$rrNFURE-Sy!
zV^UV$8q~U*NBr%h!s|@vM<Td-)Nbc8<mp%G_9^==83K8cH%kmK#n#!7UTGcogG=TQ
z)=D`2P`VzM99qHpbgLz)pN69dIeA6ks#-tWcjy_r<&0`}5HUKwexAsYB`g^evJxTi
zHDtUvQ}?kyXA1L{I-Oy+6jL%0-bhLamTUUZF7*;Hlc?L?R!=lC&Dm=;$<gRG`6<>>
z(W-_nu0V9VkYb&6cuOKc=cSk^u~GB`pv`4$EzzxybTEES`ovwDB@J!;m9+j~o+^82
zu7%lXi_%}^Yq^9f4LbWRS?m=@qL_-M`amm^=!Y`44mqOSVa_g9k~9(en8~9Fryu47
zs?*V?E6S&*0i31buC(eah+(=>le&g!7BnVBv(@(jw6QIJJ*oXLTVB^b))GU3T$c0?
zwhyG`c|;!9O;MrGEeYY`qj|*(7v8#gu52mjgS_mt_tBo!csjA2spLy_#<*8-b1%{b
zSWJ6>bnLhoI+`J7Zn99i1bE&{sV_xF(00CRT){-s7(`m7p-FPA)S*z`E0GheB(D%T
zS+hk1#-8(&t*mA%GV#(e$q~Z+@cqMvZoJ?e%Lng^8qCKumkGbygZu1Kro0XfUrJ($
z?)OrBcC;f&C*<mT|Azb^iU*oR#RRG0*Hwc}J`u`EV@C1ez|bT0Z0u?qYj^$B^)wOM
z%=JHj@>y<tgvj#o2!|WL-)rJ;GP}?T2|ikFVl}_Y!*;S*xEkr3KyTu4_w=a=5;PQU
z48CW@Lel%q<|dcZ|B&o+0M=h)gZ!Tsp1Yc5nw3p>DCCu*=n=yYN$B!!k&q$)2W4#0
z-#Y7iV+Knljf0>PI7;dpXdsZ|Lp#2NBFJ<pxZ1(}fVvOYDqyH5jW&aSs;%7^6T+gC
ziP~Q61SU|bXmr#Gie=y>LhLoU)mSqaaF7pjb0)jq(WQH8)r@ox((?XX%d)KR{#44V
zgcq^>KQAkc|3Qb*s-y)X=RRps1%ZSx1x*A)DV{^hax!FMHt7R%Jzl|74TYh@!#4*y
z@B|r~k4rM|N>EWR5J+1SOV8Y3T}0-?K>{T={GKZK;cZ3ae@I`R-x!;!V%aJt%ZR*J
zMUx9t+Fyig{?apAa6!J^c|beGDHz*2k|ySe9kiDcDx%;oxh+o_%lBy^Z%`Tgr)%X(
zaF7Ug+y|YPx70hWeAfT29)n?msgQ0%voG=~NU4y+va-pwfzidsVk8LPA%tOKzf?z1
zXTK}ILW(ATp%O)1(Eho@m?hgE-(p$tA==bl%zu#XT;1W*y~=+`nt!cl1mvh2IerUE
z(_b*3LxY8J;}XkBf5Y{7l*PWq2oZbChu%n_iz*qswNBROfTAhLz5aSXPs#ti(Jn|V
zCuEI*;WW{5Uj`6xO@{lXI=;69gPLHPKVmj!yx)pR$psW2Dv}oS#cgtjHl)1Cv}yV#
zP<c0T%v5<w3;Hws70i~{EGIQ$VEHUAG!;rSSazi4=eCKT7x)gnZk}$DhZ+}!`#+@5
znZZ6M=1$vk;`2+^9uh}Q>83kjf@sIml}XSRe-^0~irNxMYQH$YjNaQ;uEq8Uf4;=q
zjP6Zt`wTB5$tXj4QoU?+L`35M_p&=&qRFZ;eHWxM@-Fkq%`6R3bT+*&B%r&%?0NEU
z9W7ja!1E`Z94T<=gM2csy?@tFg>6~x;OQ?X^-Ja#!6y3=o1#2K<!7XBFPb&g7y4dW
zvgX+_-(B?d&+PBMc5Wk|<fo1b#S>Pg+gj#E+FB_7iG3_Kzqi?l_v2Hx;w*D}aB{l@
zyogd=sk^QFR@<AX(>$^d4JvKZm?rLnRld*<R42ac&e8Fqt12U0G^<CT49fqlWR}p_
zs@&B~>i%gS$Cu5H%<{n}SY`8l4PqzvZq20?MA9r@kChq!Tf}j8Qs^ehzDQr-fVqQC
zPzaYHgVMAHd8>rG@Sg07NcRN^(WqPghh%Hw!^uq(60VuBGy=3SKE*iG!}wn3;w^Yu
zAd`lpUNVe61gKK9XE_Jz2eQ8N6z9C;l8I%V1t9NZSIqGceTyAAb&wgEMCF!TwulXy
z%Yv0F&N2q-EW@v4d!%aVz$%3f>8>A~cSSDMM*Q5GWZNnKLvnDEF`;ORY>bv;svKh)
zZ-!si#<^Dyk!5f;kEggGyr(F=reAUgtUvYBQ%cU-I5$1it$JU&N_9Sjr9VfJ&JMdU
ztV}@5<XiyQ1pjPN_p-g>+Yc)g%>u5k$L$m(|18wEB`@g=IzW^)pAHlh=gIt*_hZVN
z>!y=&gYr$rPJX3zcWRb_RiKrQZ*|Nbcx#gxwc?4(wRi?y+m8wYzWy5aG%ZTnr^;JC
z*<1Y>t32A2%Tq~i!Wl88G0Z3aXQQ*h-B{5KoDZ)wUL|!kdi6FNvusyw)4=z-=AY4F
zT;g@=$Sh8(Zjxd2<)~V2S>AfoyIqPwC6-ilOhjy)`PR}=hwidt-eu~OpmA_LJR}(r
zIOo~RJ7Oig3`Jv|WULm8HEj1p1T39Rze|5%B}kGym;`G$sa&cCj;6NpRPhW6sS{cu
zc?{Bi>P}#n1R8<d)`HL1$pB%Z&x7XxyxFPryOH`|jqtt@3k17ks|0Lfh{h{6Dkd8|
zNyzzf_WDctHp{ig(5!qL&jW!~G4vSRm8Tk0-oX7Pl>mm9ugJg<n~`!@L5XeHY0m?4
z)Z>*{#i^<3dyeS9im->lefEzIw+*C%cj%P<y6;Xzp8W*i1O8ZBqt?Q`+(TN3qw#Op
z<t^}vSTA0>$3YJ-n6Vl=)%Dl6&0%1*NLp_C$_KAgJzZjlWM(cSVQ11ToFbYcL?ZjB
zO7DWYAM;Kp(%B-Z?em3HseXn|`o^frK#bJD)b}u<n&$E}W6(FU1Q83_L<>#k2I$3C
zBGYjI`DOJ6Iw+08Sz&VZt}3To4Qid3>grpP^?8V@%7r1uH)JI!K(A$-p?Ic}v8ifG
zWoH|dZYy4Ys;=&U`EEk#m`|ozT83+Zx?XojQx=Sq8k=IuAREhbIfbqhNb5Wu5y$ZU
z-Hv3RRG#qAX+=rg2etPVbpCNFs-$>`D!m7_S$4lZA8Bx^6c0+NMyss`QAG`Z_=8@l
zuFmPwSsl^h1<~jF0Bi$3ESw}nR%T8Hpt%%uKvXt7-!?0XSQsTdKnGEWdKGL2g>8mu
z6Dgh#9l!x2AGP5~@C7*X-FCKHx}pN$X$m)+{FvTzZthakCo#+B<&gU^jz-ig8)QcK
z#1hFZ^Hfzrq&M@8R?^7#U3BSk)gm0T%uBtl-Fehyc2oOM9}yCyYIN25y^uDwaQ<8F
z()DISL0wxhgdRoUO1Q68_*pbq0Pwe|FOWYO1Y@BCe|t;m6QRSibU;76U9UN~3$6G_
z{YiM2LzG|Mn)11lGDIU;SOV^Ffel!ntV7NlEBO!U@xTl>!)wbSn|Zl1E;><s4|pee
zBU4)p3ek7GTlzFlYll8*ewhTmm|YJRDW^FowVEd!U<B;MhWS6nrq^I3MpYZ^?m$hk
z&cf(_E4gPKE8p(L9=LLTII}cr#{Em(cHrQ2Nk{WPJE`FZx7txV3Z*Ue;y5xyQI>gM
zooS`SQ*bH>&V;Hn&AhYSWU9$<UH$0MOCxD}Pyjo0;yUX0z>C%|MI1m4Z!ZtQD&_eM
z%xa44>^$(P?!cuVS=qP8=rNzR=v-pO0g09-SH8^se2#`*BOPT6W0Gb`-xCL0e;Gb`
zJ;?7Mm{AtPi5Ze<Q*!I(rg};0Fcr?!>nnu^o@2hjhs~cZw7riSId>L9B<$d-+|#`U
zZ_@XI68N<0Q$7;zL=KK{k~!nZ8QPemdmX=&UXOhfl~1GG$p%&>A3O9lctynXkxxD~
z4QUSwpY$9U1q(O5UB&B)_p@&q;TA==EO_>A){P7|&6l?<Ts}0>KUqmVjIkZDiC@^>
zCdTTy70_EejB!F=Y=WFvPYjds*2aYoo%PmApXbNA@JslRyK$>TcXOYjUOmp%;>jBR
zHW57?HieN0zn;6jvK6Pup88v@rb+S3NzSsZ$v?}4NG{e|PCYaJ82_=@=ulUmP72Ap
zYOB{$p75H<hJHCOQ0h<!RL%LWjPEB5kzx#g{Cm9ci6xCcJ=up1jHmmix+A<f`Vla%
zTk-s1_89v~eC{syoH3|6@lM_I%TM#$9OlsuV@tQ&NH#MQD)Y>_1_|xnTmD7o?O6Vx
zp{EQW{qSdy&XT+jzcYP;GD^N|n1|u(c#vcLNXvnHJf*vye~5MHgjihY{gff~VhU$z
zKO2>iwY0~u4kjbxb$I~5>ZcI~tV+4Q2z5Am1TBuyjP<ZEp)(;Zk5x6M#KDS_h2vQC
zDW7$LOUANd#i7e>aS>&t!;BYW=sAGa!=z=EJ|>fM#yPx0f$x!OkjJETCAD@w+ilV7
z4yf?#p=6-x)exoEkj-RjlNhYbHJ&cHAWkq+D_6F*+V6_Sxm`Y-Z%YK1T33^1S@8Pg
zYni6uTTs5+oMJj##*-7y`3KcG*q$YHf!494e`8@;H8b~wAoBHKND2b`f>edGy%nA^
zAky7nR~IYaZJK2xy{ehfyy1F?*xR-*^UMZa909{1TenZ64^-AB{aJZ<$#OnGF2)BF
z@lzHF3{h(^TjP(<N90ScrEU&*83xl00u%e>8VVk{>yNWMO#LdVJxtoOf36YWi-HT7
z!Oc!H4+aCnMl@Um04^xS`e23Yg=22IGJtn6O0`{~fMkWQFoh6%&kO{{znETdq~O9b
zO-AWbj<>(XE1kXth7XrZqaxvpJd6BL#96fzHW2pO4+7Kf-4u#sy~)evk#yA?6Il`h
zVFElo-KB7*I)3t*#eltwxMKkRHu_pT3H@Ll$3psy@FYcTov&9RheGvY?lJqA;&|Xk
zSWF9?;Pn^%UbW_}jgeZinLH&X&1a51gek>Zi@7y{T)%~Y*)QEtoWKSU>|a8kt$s0G
z^X@$`j!_<HR|2W~znVL*XgJ??jgJsU3qqo2#0a8COGFEaAX=1R^dNsNLG*5vkPtH3
z5N(JqO7t$e(R=R((MM+t#-8tNukT=gYp=Br_QAW>v(|g^96alN@8`Pj>-ueN-2k@l
zoeBr<7JqDfVq0B(&{7gK!?}4!8u|B+UhQ$JU>CU_$paC|^WT|&Xg`$M|DjPMcyqI7
zK##jz<MH$t&R88^7G0Z+5haEw#eW-M{+}4Rq-qSV4^^!UbjL-yOSGVb0#L&?F-0Bv
zNd9Parm+I&j59D-BC-mp#7Zys=}_7o&C?NJW`qe$DvE{51Ff)+FD~W2ysyPrlHjdt
zHZ$~J(HR=O_-RocCL+y8WM+KWJD$eUwPC?q(v2Deb2eF*`)T}aM+?)K*~JlEj!QGa
z>sK-9gUKH6CMMwDa|O(uxsXZRc{R1~!O0$Fd8V7V_(_9Oah;AiL#Wl^FAA(94QciC
zS}Kb`!$sm<Da=F}Pg;rHU<+Bp*j~`H%h4B2Lj~G6e|{okuH?Gg?Zz}!FTuqfnlhz@
z2)T^(ttIjB?`M43pV{d3E#n)k`b2*n^*&qOncI1NhA`yfmiCD57F^whE$##oP7&IZ
zf2|`^-08wPBms9WAH^S{df!;3Q8E<$_OQaHC-gj!>?O)9+h>AHRdrS`@A6saN5d`q
zeimyw<fYufl@G<1!)N`Yj>A?54jsy*@rI{p+fp{Gyy<za!}>o&v+Zp9h?1XckzBX^
zTkut*tkjPkjkc#{)7oP_6=!zl?7EBmbruK7v+L^XRUdKO4tv(&eg2Q;)mSM#s)*{l
zG8vVY0(RmCu(#s|iA9S<kOK7i<91L+tGO_4kmxLWArQ~)`Zs{W8E0LNT%T1mO@e#a
zf4AHn%+sEF*l=N0{nZL@^qhJk{nOcz!_y$o7=-Qd*jB8(0yNVFMH<x+tE43|uJ#8~
z_v1%NJdcxvihPCyS2O~(|IY7ZjwAnJU=KV#)>oU#<wB`5tG9@vkc8{;))X5E6+x=X
z&jjoti9vw#nkO^t`i{E-g46S-wetGQ)GZcw8t8gK#Dt9LZ2faaiY}%{2!+-sKR*WO
zg+WEZckCdmU}lEst+DP{X1{I<A;reKcQ=MDU}<`NcSIBj@sp-R#)0kfMy~3d&m_+_
zmVDvY$pw%9ajq2sM5elB$F5j{cHY>O>MFH$>=!7JKU$82m9sZr!;0SsqwA@;IDE?8
zP-Bx7cmFOvoo5U7zngk~hJs6K<;vquOmgm?&(>YmUh&4X2leRc8EeCt=uNDKLHH(~
zxt}igUZs5TD5$+K6e!yD2<bk_FXLFlzZ!o^YpUWBTcFu$d{2GWWCJ08K0&N4fvAq^
z<0M}2bSnf}@-nY;q_030;FG1H+1D)~9X{JVF5TLG#!XkH4s;a!`3&?HH>~hBq5gr*
zqM42?=e7;|=&wQ{6hW`wOQG!TW@-8d{hvgTmwDOKBnb96HMWOcZ9i7jy!^a@9IXLw
z`#_wz-ofYh<@f6FFBytmfU|;o!=8N2Pyecd4|1OzDm)YbJVR-ZW?Ejfu0_CRH<B?T
zv7B8ZDU@_axVxk(g--9rGSyu47rBR?2z>WC9k_ol@|gRXV1$Aw24InLSvz3N;t*Tv
zRR!gGc3IK!;;KR;cJzt|<Ie9Mc~(P2ww9sYD`83R>ugg+A^zrhD5)f@(7ky7i%~=;
z8jF@9MKjZ~opLzd0A@5?K{JtSNkZR1W>ubw+BsffZM)JSJ~tj@$1?u&2s_h>?9pm8
z6T}_V*u7k32s<@>?hHBpqA1m~$zRlOI1&bw*Rf~jF#cxv4whsSl_hmz0pHPo|L#-c
z;h?WBC$se_J1;W|`|3WyAhNU%92PlejmKBfgt5a`*vh}j%lHHzE|CP`CB|%%9f~Vw
zW2V*NpU@h+Z&szl$SlH2d=01k<THSKCzB!l^iDB?->(}Vs1AxDXNvYL2SZeA!^J5%
zj_y6_fP}AN%0Q#BvgUhKBX&EobGR-!?Ni6#pTp?UDlM8hQ;9}yZscn@`?Ur~8GuhD
zGPs`Cu>9`i9FURNYnE&nA{br<zaQr<Q$ueKD~gqXq9YVNVvx|o9h`yGYTB*IF~w3f
zW3sy1gpChzkA-<K(?_US>1E4?nrd&NOTB(b^Li?b6Q7#A7Qi!GHY`4!F~h8uX&}75
z44nIUnyIFc)w@1kMNes{goo2;RTx{4V$wy};!b;VZ4agwr2QKV?(;sstz+15pnMBi
z^K`PG{iEojG4~dOx{FUKPqaU9%doshCf31MNub>x&JlvOEETBo7mw5Y<8W+(qS*be
zPIrWtnV9p{FwicmQ{#6&Q<dDOq(ya$+$!7H78~;E8>`$HchXsS2<>CfZfuh<FL1o=
zLz=R@MR}b-ZHP|bWZlhr3l|lZ`8fz2I?Y9NoNRkvcSQ--$~lL!ao+$0`o5qn;O6!T
zeS|okoebz_idDYj(igB|AJd7d>aS?uJ>j=OtCtn^l_~!1RQXp=3<OX8L3$O2tU6;G
z)-J*P2yGr>snt~1se2|t{X;TwZJy8FI6u@nQV5B036%57t#Yj97>@qt9xJ(5d087D
z2j|mU-pFVD!h9yNSv~3DjN(arr`;R|#eB<K7DKH=7&XerF^(J!m7#6F?n#SGOAYl)
zZS$_}@>hr&r%7%)OrGe44_#H-dR;NO$Uj#hq`WPvvL(A;9sVknGwS=BXSPhJW_Nzy
z8u*9gDU18UdbV!xNVcn^?x`;1=fV1Q@i_IbnU~L#^t>~lP@XcA5g+esjSKli_;DYc
zP9oozChIZM?#7s2b$nb#N`uz7%+!8g(H~lei&xmaGBaL75Ij_pvaP>!Dt-AsPzwQz
zIgc`@nS{_jaNPm3q5%Q;SI3R<le*+7{n7*;Hqq`-YNHwgvY4D@fLEYJDn9Vmc?*FZ
z2DiUt)EyCTvYu}(usfU52CXEEEa870Yti}v4hD1nXb7oRZfQN#+t=zoVK70y@&<38
z#k8^*O)G=50}RsLzw{E<@<zST%#xDgNj=SXlqgojOzn=DSU>2_|0T}>xB+lhRy7AB
z#fF)4#uT?jXfDn_%E`~mk4bcDc;;`#rI>2ALAiB%dsxBOBEH%#CZLxPb$eHyq)K-n
zsn&)*H<HO_!TJxB)sQ5TE7}HGivlU=i__fsfaIcZ+vCQ(l0O>B<V`;xK{tVvvFyHb
zQ<K7(K{QY_>)f%7ZXKVnRj*BgTB1$bEMa;Rx|V#Z6@()&P~x_G_>|w(1&svtX90rc
zlCJqj#I?fA7)K<_?RMM=a$iECazASL0ol5#%j*~pl@V>_7g+$EI_D70U3Ug;mEr&1
zD*oTB(T%W!qrR?c>G<M5IZW3RUC-f|n*86$Q$pkllH;JWH%&_|!B~BDs7e~qB(;Z)
z!2OLu7``bbd5{s2!yWFdj_vY)&JTU(jp%ltU(uRBF*%d4Rr}xp4whC0M@mBIYS@rX
zglV0U67eQE4ESCrqA}m6u#4KI21Y3(CPr3W?JGqzhy^iUZ5=beiQ60^GN+i&wl)`z
z>8`OMe|Ux0zL*R}bYc*|W0|KsacP|i5-IZg?k8uz4I8meg-UUGAHw-=07KHXuIU}H
z(DyWC*i5NjwQM7`K$QgYHk%6wcjP=*{R0cnA|p!FvG{oqbj|AASakz)Bt3pUi-a?%
zOeT7ADz(^7lg<0aTg=T*y}kj^$ozw*HkmV->9lYpcM>%b0UbPy?P{WIPY0fuKITl+
zCC@j_BAeH>C*G>5#f`cE$KqsIK3u;sc74>;c-Z14%6C_*db>Rqqr^i@Hc=;WmT63&
z{i%QIDuX%e5nVti;nbUn<~x-sJh&Eu>AQab!r<rdXeo8>Zx}f%Q;!beW@FJ9CL1`@
z(W>dO&k-PT>Oa&D2b$XS4}U!J{bhBb4;gB0zCBME8ofIei9GCY$BifU4kZ~GdnP&`
zuaaeEm5|}36(VMpso9PQk$v`nrF;v5m%tbvxX2g};`@sSX_OORbwWaxm7>zRlc_BY
z_(yC4MXrGvngWN=-%*uP)u}z4@9HG6rgi6Aa|GtsOyrP&t_)vCbeYPF2lED{i&w<R
z<x;pw4fI<gbfDlu^?V_DDDKREA~@!Ll_hL33WXiBT(?2U73cGBTq<s+n@cozg-*It
zuOwp(pUg}rpM=ZX5VkLjYf@8(Vd>%535D`4@cVfSiJGu%6t0+K-R6#;Qa;0M`A7Lh
zc9>D|b)jdiGZEJY$VO9Z-E_>4_AvP*c;rtaF>V~ZycA^_ZKD}kvXYiaKE`p<J@l8i
zc6U(rv=~xDPVRseU;(&(Pa@HS%`$czlQ^7Kyo6tQG>~F7Ru6#pg==JQkKO<dAxv1+
z)v+6Z$Oa+NlAwT~^C`vRFa4K%p>oYuFJLDupBn20+xB=yNkEr^?pDi7-?L?=t*&<n
zq7F-v9MEezwW^Z;wBGzM`@Rk5p%z~lB#uf{v#r)i^EvM19*g1NN=-S6;0p__J7Z(P
zFfKbq8kYCj(=-i0&4U62WHph^hC|r5)MA5;1@&JC{r{y!*@e#SGok7bu&$<Cu;2jx
z8b7Ap1z2OOSU`|{g&+8k!F!;Q0N61pCfHs?dCMeifDThl9WQ+EJFQi=+oqy-<S`wv
z68;*eP&`;+Ffkw?I_TP-{$R&Ut2t*IbiVzKG*3V#I)gC<T&sW=M>^EY88I75ue9)-
zloZI2<rjVB8FLyHZ4m>0qm@o|PR~)nQ$y#2obsb-Ztoh$oGfX!x<;D5W?GXjqKji9
zN-GF?n^yb%S^N#4f>wS=Vg^K+`M_a=34<emoWl#iqd7H95vpLoStSA%J7UfFtku2X
zd0?zojVzdu)W-*|9)DmiqAavJk$Q^5lx(mBr(cl2$?z#E#5rX3yO~b0RIc3sTzE~x
zub=>VBM-{d&(Gb8Ii8Z!GWP(nJV*C@q?s(EFP{A5VLE2?2B{z72;KX$@>dODILvRb
z;TTJubur#-H@=WW#~lR<7DTHwAFhn174awKDIj&i_Rd61TiIx}pJVvGwcwVMBm70B
zeXGJovTAi%rIMOGh=`wE91e=1jHV(+af6RpW|f24MB?_ScEC0vbrVp!3yML>cJN=s
z^_X5{<Rz*0RsOJm58`v%zFJMvomVjh3u9GOBHn#$Cq;rFv$8Qic@l#}zF1`h@DaTf
zGe*yM!WYhBB(2IuDf0rJ;7S`uHf8tD+1Ql}TxuCk<iVHW&J)PbvTrh4Y<c-=Dq27}
zixB|IbHx&ygkJa8H{3c;cp8HDPI@1hj-{j(JCT6rD?5E8Hn$Vuj0v^&+}L~x8qFCh
zWyUQ<{T8lbt;?!VSw`Ff&LqXtK51qr0O4YwNYGTutBJc?#Vd92XKo21)9hy(KTE!-
zHy(6WZPwOTQ?nFYkCMgll(jqKCWW%a8;W0}KNwQI?Ou<48p5iaM>46=G@z?5o6?qy
z`I2w^V^4zBqagupaFn_my&euAo`S1S8IW6X-&(fH@lp;J9}wR;ON=Uf$==zRsj^oc
zZT_HWn)smS?6+g6V=j*$`VoHDA0{?*RGfkN`o4yS;R(hQf+BV<`OtOdVz1Al_qges
ziS(_k>h>X7vZ;GDe6xnp@7?Zb=}TE%e~3Gr*lQa1ajz_(_|>3Jeew}(5!HCRk3McV
zNK?P`JLl0Nzto$iHDVIt<6!0MBb94g=ucKkGw#1Kq12yosW1+E8)M2knV0~p$hZz4
zpI0GEa@J_MW`us4V9eLB-GL#Jwzr^h!l6YCvwuxt{mL$OT4>}Dm3D<!KNb*O^H$2D
z%04FqJ~Ic;(_nA@buFarxjNJco7e1A>Ug8jLdBMFPNbJiTjG&!Jy~p}S2Z3K&JY@v
zXe)Kv<!bUbXXUIhRTY+#wni^-)=wkX+x*4x)JCh8#p{Quy*A?g?3aN=Hw|Qiq~GF?
zWysDF-JFq-;Ck}bG={Y;RAEzPZNj!Ise8_jQUCb&SwN0#Oe=>;YzT2dH{sL9ULYW2
zTnII-?-ksL3tiyox^ioG-oZ^NB6)*XoPBc>%+`U<7b5t|NE!YDnp6P+SYr+iR;R{V
z&cf-+nDi%mqi3A?v^ROVL@fJAiO+H*-d!*^)19)<nY!P#lid6LkM0so$2-`4JzvZ0
znh{!V@jV4Dc%>sTeE0_N=6y2n_m^P11}@Oi<e)mJ8(m-`1kZNc^1GH}CVQArYyeso
zriIztIZuC6i@)SjV6jtZrwdxD+c6Ebo=EyNLFiYiSU@lW4#E_yDNr6>mt1JOgIty@
zUnc_~5J0edxiM7!hpy&->U#bkyaz(GAY=!*Oq{Y-FK+-u1-uzRjhwO_Cpuh4ZVII&
zlVmjL(weYkBBc`tQLW~@IZ%-r{vP8MxL*F6SkRjgm8n>{nL!n@VoDNxC&nhE^}*Y}
z888y;KlrmRmax6(;%#0^wmC22wqnBXN=@NJT~Fg+r!8vgb;to1%xK#-Lth!;)!e>#
z_h3zWsXg{hsOl1PbPzTq$V}?jPQB@Ri<&v*T;Y>GB@vftlr@P}o&~(v-|>Y-Fwuk4
zPOqt!V=p9UnbyY$hO5{Yl>WpXR|HU)EIif0>Y#pJ!Qa`=ovfccP`w7&K2OU;Qy^h+
zGDL;)ak5GF{efX>yr17}6G?P^?zC1lV&(@re4Sb$YG_<3pt1nkU!&Y4B{SC^fQ$yP
zc(uQM7#7F-=~IP0*KL5?g)#THZ@R%@lgg84vqsm|3@M(7JLsZ}4c7XgIqoJ_b!?C`
zTGnVzSt(t!t|9Fm=`<;{^%)ludQB=<HM<2OHuBcr=rGEK=Ihs#D%`b_LV;Gyl73><
z6b{xb+=_)37s^67Od9;5N48DX><y_4U)m+cc*K;7Oy{L<6$y#F7;^4%MHRFBZr9pV
z`}!9@?d4ZFea}HVh<Qjle86*DyC2mH7lM7hOOKe!vbq6ih)-+iJB3WWqpdGN;`ei3
z%OiXy7)pdxkct5`i=l+zi!2p?mf`#x0LnYRc}3>~-D;mdkmgmy`yn)|#IBoetqZsf
zBS*0#rg>C6m`0Im$@_Hm_+$Ez1XVNX>B&EmOP1<)a&>mKN>o~|Zu?F!n3#M$cpSih
zZJl#Vw@NDuH0@IU^ZJf`A%PU=+nWg$e9sJs<2#V6I+0~Ck)m6x_iSaCA5i`6h~a!o
zY8m#nBmMj=GJyE7r1nZ?<UYxF(#9{gT`QkV(o3$}>U$rX<S;~DgH>uqibAXEteN|y
fR|Q}c!<iAJ4BAS7|L+g!|3Ym3cOjbQX6C;DxW-5E

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-112-Three Devils.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-112-Three Devils.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..e07ba3b6fcce6a7ccfb4601799d24200b105783e
GIT binary patch
literal 210151
zcmbTdc{r4B_y_uqv9HNg_B~7@%aCm}$TqeyTE|u>Gn9<ohz6mi$sRRnjAbkpQiM=S
zLn@3R3W*_0_6(I&=l%YE=Q`)Q&R^%8*Jb|k%zNGU{e15G{yd-O_V44rNnjV+!Px<T
zKmY&&{s8~R06RcfP*6xvKv+mfNJK<fR2(KDE+!@}w_8RErX;VTtR%0fsH&;2t*U-d
zLs3!ZF#Mo_Ap(I=(Kbh#8CmHYBaHrg2}DFhL|jZ<RzgD7NKH}A=>PNcuLF=4hB^s6
zheFf=K4}P48uITopaR+{0QsK>_&*;AACzA}P)JxrR193uxC`KeK%sp6PyqpcesFan
z_;-L`T41-Dp^c!7=UE|jBFrc`r$ku8w*KWF?7*6)aX>_hi0IyZvU2kKwX}8M2M{Kv
zht13_?2g(yI666_y^b9}aq`q@Twu_-^TBvRNMuxWOl({{DfMbvdd9Wul-#`hTLp!;
z@6bxi%9$0FRn_+&KWS)u+SJ_g>{aJ$R#*3%p0}LAp%23&A3u#wai?d#&d$v*d|Us%
z!Q0&W@$=XAe||v#=>NI}e*Ujx{|~>ULBII;`Jwzm|M>;siv@q7()<EyhJw3oJcZ5@
zWz>z5g<-ZiCG{^wG>oxpdjcW`ME7bUruMJ@=i2{x_W#bYl>c9z{a=p#-+qk(;!p^<
zc~EKK2=JpN2u=keJ#VD*V2i0YU))3`H9)jSRgePkd&%<$l!n%fU60ZeNTU8`+oCu4
zGV>wYMH4ri=U$W!1uOMxBdhrQ8xAuVu77WMekbvm0(d?T^L7Ej^E}uq6eEWPSiPS}
zp@qrDz&P;c+3eldi?(q7<{JYc(ydy_&u+{7>Q)laE_xj<7-F@}nS^h%4gW?4X2Zo-
zEOaV(+O$wUl01;tcg4n${x{_gC$m8~ukVtLQ?PZ)9cL;H$an32RK8IZfvO0EMK5y5
zDsxQ?#`s}IML5aJi4jy9gG@VA^l|=x8Z9;i$abAb$pUS2q}ZUYTg~!d=`l)a242pa
z3=x4&&_B?Ps>cn@F!3v+Dg*f6cH4RmB#h4gy4Uw}QqP_}TUdt>&g;(`AXu{}zn9)|
za#pejT;^V!X=ZMWv5%Seqj5l9KWJZ=0{d9vLbwj(Z^E|TAvzeF8BAgo<R5^)V$bj~
zNA4}_t^vf^Mjj2;BvCKRZ9V&m{31~xcGQ1>ki`Cb1Ebu4;eW+-kHbm4FA8t2iiqI^
zamm`hUAFafnj=4j@F~C^6h%6T{AEw1WcwJJbyU?;Y@HAtcb6sR8!AAzP(q~eS+erT
z!TYC{foK!OSne6ugi}(14i-Ozsu0N<DhG7@nSk5Yb<4Ce@H+<%)j%asGGgh-G___T
zeQ&7-Cr@z$wfhhAk(nIxu%xAE20*vqq=1`IxU4tdkjPwrm5P~0R+A)~86wu4nZyB9
zOVYQ7_ayA2>4{{ieUewMdj1EI&~B0?+XxKpnTEuYb^%)y5^l>SYl3eC9k~#-M_P^{
z3S{@I{@ugU9@RYZs^JxJXfVECkgT;a!}EVz*nc5PuIjNP&b@-Xf1lL29tg~V5Os5w
zejE!x>nm>ItbXutH|RqQ(6IhXA^*iw&mi+>xrS1e^db60O5U=>p8;2)n!{S;{lD%0
z0a2b?>AXG4aWfoo84x}`Aaci#FsiP<<mPE}z$Gp}_zIV$<{PE0hl1GrU+@>AV8!?_
zviOh>#dUWaL*zO8bI1Se^(mzV3pW33F!YF?TJzbD#|}#BDDxnPM!ngdTNylD7Jk{$
z2DSV87sa%SKP4L-xbqPf*gz!#=zf{!@nSCj86n&kUkO=7No{;-#{CcWvfho*jD)%5
z{l+g!2e#6?KkwOx2>O8llkpUfFRQ`q+ukxRmBi++h~<GsU9qn?pTz|JOGLK5lsRA7
zHs{PPB5L=q)%k|>sXu$mW+-+=Z2pM^lAbb{y*C==5TJPqY;64Me4~=~2vZdd2uV+c
z5cu)f<(P5}tz;05PL_Iy{)_NIWnL2O<?cTv?RyJBcr*$P7a5{@Tvs!JUe)HLDME%)
zb$L`T;PRiVb`hPADuO)8_JC8^sTf#s$R!)kW#oeBh7%aAiIn8<Kd*)o2$ggJz%}^t
z+CErf$!~}!G!vc#R+9e`ZR5*8h!xEoNy6}_#PV=nmYMG`GoB66{r?MRo&T(~jhskE
z?Y@zLEcl<@*@yFy>`DeB_lHJk0Ru6agy5JjI0aRFt^Y57cETHXVG^*@V69SZzRbf}
zgJzU6Qb9PE{1NyM6^#Cn@c-hfV3o#FAzb(eNE~&t3dlZ_X%D7Ex)KU3Ar~u3-uzXe
zC1<U0$y&c%V)&B7UxQG5B!t*At^OaD)?ab{l(Z&$N~R(S#6?%3yXkK_V5`V>0lOwn
zp&(gP#(BO$?qdw@T1xvoi1^<wV65?AXqIGqbr?dRC3~|PK;%6#c4q-c`m=drHqBS;
ztNI+#5J9ra)}15IboL#ZZ|EZhQrrzuyYHqi34jR#0*m4Y2Q63RiMfEauF6OVeI*2l
zZzg^UaSAdDRwXVR|EUxbdinClEe7A@pD$e{EH~oLk(;&>fTCm>;=xAZgw8SxQ0BeX
z7iL7d{N&7FpibqmheUfo4|Y$dzY!`^G)RU`IB!)3Bul8SFjrlQ<SjT5U=b}SgoZm;
zKp|U|*g!hbC2tU1OJx(nb!ISpI(+FE{2L*;O5!HN_CT^-AVS8Ot^=5{6h(bz0`js*
zfW-jC&r;NQ8TA@Ek@<(<$e{q1Sio|yo&{jkYL=Zx^C=+o#Ut$xG4}&<{M_smI7!}O
z9rbz-Y}Qjow#&_}NYp5ih`Ltut^s%<F;TwAW9lV$A?Fo&jDX!hmyTj)LvTH;MJbIh
zAluNbgL#k?kXMWbBt^J|T4Vr*fzXi)w-H>y$X<OTyewNnwlZq7d=Vwmpv;rB<j^53
zgt7$&dTM5n6zM+d+#lk=V?gz=lJ<zi(TL<B4$2a$I2cPzA$;PMf6B|FoKbr@BkvlJ
zFCGPpTtEpMkT}cTsu)K_NrLl*0J2;`zj~1ngSm{F497zZ7oCKxc$Ja#QVL+YvFwtC
zCiI73JkWrly(PYU0VQF!>d4987*3mHs~Ng!l_T!DLFJ7z^QY*%rFE)j5gU3+($LYy
zrKt|l7s(;-%j1=IBU+B6A?C~(LdzPBT5dqDIbxTiJ04<PQG{G5L$a)jY5)`RB5Iqn
zRhESYToY!g@<*f{JgOLW^}QONeHIj8lOdSd@XeIU%?AVkL;+K1I6sebvn}Gt0YI34
zpeUL_4Qv#mO90w}`4G-sYAmcQ6(yDi8!yHYp|u2n!QZpV_)dtSxJIH_W-Kj1cnr;a
zfd!~S%@F+)B8FK7bO(s$#u!XcGaxw`7-(X1mJwx{jq2)2FJcj2cd92-glF$Iqz=gg
ze)-`fPG06v^nH{X@JC0iztK{82P-qy2*{R0X;`5UfCXrH7Eyd8xp@pOc~9bkyQP=C
zEQ4P)?<Gs6MjuJAh-E+(F&3O$9Wi=7P(pNaL?{ltTt(f!4O=3Kn$A+saLKlje@6W*
zYvjyXa=lQ69Y+rN6N3BVkP?2Z8+=vQH@h6pJ<fknMd1o*68Z$-_9nAq+0oOPLxyo6
zE}IM*;PKV*t%WGYm{(TGM+SpZ<h9N^jNh!_3oBc2X~0f$ATJCSZD8fn3ocZ)+Fkr2
z%Mz9r#|XFpY%+URQJ&+Rr@$Nya80%8g}56#Bvt`Eto?9BqLYy&hVPaVfoUVl)XSsF
z`?kOU3g83b<VP6c)sm;zD~Tux=<v<9HG(@q2YA_QNpsz8j8d++EqYRE0YFqj+o2$o
zf3hVGO}TW30AX-qHw<tSsuchL&v9;EWsMFFuqndIW5W#{M0_&yfg*~nLp*Gmky(lO
zTxQk_2#qE;tAt<--4}+lA$)gJ-1NbMSZF;2yd0s`3tC@LL0_#l(QEEneMJ__n%W6b
z^YV$pU5jGygFxIWlVzkh!g^r46EI2n_YIKqbL~(R1X*>!*oGyG5VspH$Rh|Lri(C8
z{K7;QEqibOXNHh?AkCe}jCAB9i*qja!pqF~k|n^GEjt%^r3){hUNbeZ%JQ_oLqMxt
zB*ila4XEF2uL8`F1VIbzIwwyS0ffUNZCHnt^F?1_gJEqPs;D3$f`IQfhcP010a-2u
zhZZ1KPzN9BjDeUK$Ie8Rg-Ixw_X37L!Q3Q?rVeM*hk!OuDz7Zr1tedg@P4#Ms|QpA
zS>4>T#eiB5@gd=f)kF$lM{(sAB`#D7Ca1xgWh*vNVp%vLKOI;sLx80P57%J<CeN^v
z0@k@?1<vhGbvmz4w1~}@)ru}du+65K7DhTKt4Nl3f~e1LuNdlVvH|~KaygJ^<Bx`j
z(0Rc~{G55EGKp<yj;uCF7)+rKG;H<)S_0a=bRihv%(TL&_E#|hFCu-%i_9hS;hAC%
zhA0sVyptvYRiO9{dC~woCpi9%5*`APWA>d)_SDJi)hwzE$)_9WKuQ!|pnU|&7>lT1
z%?xPRN_zIT{Bhfg%pEo~Zj*_Ghr@+cu@H|C--f|4SQ&C2SmmT<p@r4+zr(ND0t{&s
zSQzSHz#S#RM@8(#j@irxfcPwXw|9-cV5Ixm%oMV`%?iHz-Kul0H+`tx4FD1_j%VPk
zr&|?827N@7u!cr1{td4(_&d`K1ZAHDtiez_O_6QT4=eKGzkTuM$S~au0o;usj7ODe
zN|HF@7|2hy6ZalVF_@_;Lyam|Jv8l(jH`I`rc;pu90%%fsOIux#}%RO>NH5Zgjqn=
ztNcVb5Rk{z7hZG}B#RFw3_gn~?{75VGb`r<%iC@e1+Z~c&R@!M^(-c#9ERYC>3&a#
zm!srezd7QumAvwPq>c;>NZ^QXGB!Ac#059LUD3UVU<@$j8pLfqLR<rBei=+H5i1Pe
zW@&PcQ@jQZB?}UcBro@FC4%i-4S={j)Xah_rD?0vfL<7RBh_6F3hv6X103pA1!?el
zgoH~X;lLfHBF1pR5eL}y0+^FX30W2Zhg}tqW_A&nP6$AN$DC1=Mk9OG6gL?H{fNQg
zLVgT@oQDw1nL<V2HiyAKajEC2DrmsHAs~AWQMQ1Bu(V-q@`ej;<QSGLw@~qXR>4&$
zu^+J{YHR$4dviRn9XNzIBZ}{zM)51-A>)!f;!n1l5EI}_u~!vp7ZPd*4p(Um-w};R
zCq+zrFvOX48KMLovG6u*-bacn*gPyaS!iQA?;?-EulqEgCIyRT0P+P=+?@l~LLs?Q
z+;YCR#!pMF6puYoyjb-lj|TVz<Sn=_JG<JZI!t=N!Yu~6JwY>Jsq}_Pi{BVNX?sJ>
z-~izT_m_--r}kRjL)d96c|!_6Odjrt0Pev>`a@!n3qUsx2m_CCEmoXeU_18Vl6SEU
z5-^hP@ZJt?G8JR9=+VoU4K~a^d`~|b19xT!bSqV7m{-P>!GKh)Y)Z5&Bj9`rAp&kB
z0RS9MxK1B_SIZXTyIFY|l?@154A}JHXUR}E-GyN=&u%jWYuBtVU~A2L;VdXvFd&)6
z&Q$Cq#dQM(lqu)OGGDR)ZO>jUotK}NZQhtM1gu1D&<=1NS<fzlQyH`dki!`f4EqQ+
z{eJnvD4SImmPvlJl1{g5FH{g16z-@tog&<32>+^<$xNZ$kFTui#-a4%nPmX4A|=vQ
zkN6oL=T8!TGn=<yx3_e&Ts>dXV#9?Rji@!GI(5TZvq-TBjtv89zTixcAbF8x%ey=f
zuVn?P(hlZ~M=(H~&MVWXu9zWVXSOkhpP)?bcKrwoFA!7>6E!TeC@tEJ%*1&B!GN;N
zc;%}o;W%zK(PbphMy?!ks~b@y16I;fs*0y8um+Dq2zm|$ab%i#EZ`9O@UHf11Hwlb
z@ZLCbv@mr9u|mSc!A|kZB0=b(F|n~MeUJ>`TsK^DXxKJBom~@zj$j%FxnP<z#D+?`
zKt|Jk-Tod|30AJi3G%L5wnwBh-NNg-HVuP^Ft$1OD(hK7IZkG)C{aP{{5zPq1$2CQ
zha!e=Cg5(aMRcVRxh?B0t&P1;BL}MQ!5`@?rdu0XbnLwlbeNW-iDo(C__%BFWfY&_
zN_3b3UbdyIT^rVnjCA6kC!pkdD*2lG%**5$f_eRos#?Vjn~XC&#A~P!C(|*+Y)NOX
zrQF~%&Fwj_S!ureD@p{+GFeenLx<nc_+WiE&Ok_k%m6asMv3qa0c{~f5)9xZ;-NI3
z$UL;OMlwrv*WeY=IK)+qmMUzQ@o-^`gHFfhEZH_{6%8+|g?A{<CTD<ouhFi<uPAT5
zK1-IV^Kt+dT++JWqGU6M;EH)=@?UnZDzv)%uf7gs$18y?DTVfd_5%C>TzK|g9!(O=
z2{u^j-5Xk1fFfrX;S=|6Lmt>)&J3hZ6jqXOz$LVuyLz4=8S+Mvn-$g&IGPV~PSe3~
z5A|{l#MJ<@v_}p9p)hzjl3<vF64ePoS$aM9;{h)h(Xt7g^-=0N=QcT$;AB=VcyE~8
z{2t4_N3lgM+Q~{fz$@jr>HaG;Aw_AhaLR_2W;*rDl_d`iWRcEjN#Q(udYGyM6ak`8
zGb4JzT|=Wr^%ow{K#*(T<&%>6;=)M0;s!-9a@mE-TR;iI4c(Du72hTC5MiZi66Pe8
z;!0xk?Q+xUL+WtJQY4g?dk9`K_896PAb9}qWLX6i-)r0@yXRoHLWl+}KxxR6V%Sl}
z1hl}Wyx=lQC4x*U3D&Hh2RbsR%><xBM07Xo>dcInGXj`|JN+mjVcF0K0X4ZwMG`g|
zWa$td(`q1n)tOF2iS?shvBfweDNmG0cZgKGLi`&B^#=o*H<8*gTPRxwz7P0{{|1+|
z-Nu4^sV#u|8;eav3CEXfZZXv<0N#AjT^3P<U1snj@yxMRCkG1*5TV1^O#%rAq<y}l
z@{DIPN@9VN@7Ym?0HmF>&^`kocW>OU6**i;#qi0v(BWoalL0tzK}S-o99WbfZlCgg
zRPV%;cY`EUgnRQj4}_5!gWo#8LEeJRcQ_0#go|170-3^i0L=k{n4)48X+Xdn=Ux^L
z19wy11<A}W3WlwPSV^~PLWbn=CiA+cLaqaJi=;-@k=MSGU;K;RX;Uvff3$Qt;y%}p
zAljW$35m+9D^DW5-h17suV?8Y%r&y5nwdR_9;G5t{I4un@F=J<9OBEX=2b#6No<Gs
z3N1BmHaQ+vE*?R!kko;M8@jNgEB;7Wn!$iDt?X2q8FLy2C=0?N-5`C}DoV-+^4XHy
zNLox>m(Dh(ON(<vo{&h+<1m+dkLG+mrEIUNC>N9Zk!Qxpg>)Hz^zy!7SoBEPeC|=L
z80#M(T@!Up4#Cwwr%gDJv`~G4sc_G<g?sVH(WWm}3vD1&LN2O!`JVXFf3s7q%h2B>
z<nT$_&@!>A?}U0}$|qJrapyIG7a1e(^4{B}NFFF%Iad8~IaYc!zlakJV_?oh)$=!8
z+(1^SK(Ob}LsdYU5HejlR<Yn=Csl*5utu!|CWQlZwl`eHV5!L{QBridISkT|zyKoU
zV=k)>&Spp*00euF;=v2urPRT<(23jMOkq~3!+C*@0uL`cHa!|*m8+Oq|5pC+@l%Mj
z-)J{cOz37;ge1{VYWjCVsK2c5OKIVUE!tlYpAR2j7s}vSUUZreUSj@!^vL{g^wsf#
z%A<rxjd@~fimbF<;uX=UHtlJ=iHi^VW3*h)w8^NQ8Qoyv4RT@dLE`&4m;Bpvie8R5
z*rUn84BY2CC2_nmx$@CZeFT(-Ig$W`ODG<$QNtv#%@|OANgWKNXL7JUXP9PhC@G{(
zaj%4l`bfWF1SZb&)5pD@bQ!XggkWS;<Y;Cp^Dt2e_LnpWvDm6&Ci`|q2>+;#UqvbN
z0P<uYq6KkvlE?g}1E}9}5YP@WrT|jN`AK=?!ePnV3|Ak%2)F@Kk`Sll#vk~znh!uN
zJ46_mRTM1K!WU4TMcn*sORV?`^NbF}$Y#OG-2)xYr2t{$8%~gZ*v_Pv5guY=K7)y*
zS<p=B4M6joaw{pEaV8vOmt<~HoE%Hr&ZZYooh`Kb?a9g0wjS#66JgK^F=QhhaUoA9
zehu|(wSJt>-(x|4VZd$kGJ<xEWenUXk`^GtkBP60a3DaylT5o}@^FeV8axckxS&C5
zApYBvBA^fEUk4~FRGTTqmszKf_aUzS#?Eje2;zKsU-<I)L54z}raAg{a>z23I8i}{
zWH&8bIlsfzbA$rL&L#uU;Z!$qV;8VsOVbQpIC+FkMgVngG&N_CsRS?2{0t_Lo9xRO
zj^y(pF1ZfJkI1#ah?I{W+aAn90QpNK`7pQxT-=o2sHuCid-%>^(cqN%XOx(}S=E!w
z51I_cNY_P{p;))4;}l8(Z>|k~r@i{HXR8)j9CJk;XX^$)2*lK0EjJxGhJY4zP;|px
zf&zdP%T+!matwC+2SZ>sFAI$=|4}ZAha`9rzaU=V{B$6di)aG@ePlJU8x7#+XqK~?
zMV=F6K4Wx)=O}s4GcTamvJsF*0i}hi7%2pB6$(N`h=!Fk(&+*l)`S$=z+T_bIS=)^
zSBC{JAH~avd*-;A!_I88UrKeuIH*Op3ppvFhfj`NKzMr`!Q2a=M)h9_NnbkV71ovd
zNG$u~YMxI)-MWlDrw%uK`i5(2b`fRc(ykqs4_5Zo*7r(gEiXv7#A&tMt<m?@@BVH3
z=VQaeW4ZBW|A5V*w-@g{>eQ@5_JdNOf5l>qe~2^xnWr7KMA|$oGr36$_v_u%R$(;P
zHyTx7S7|$O9x`ph^D#WAb3gSfl&|3i`)f6<+$r3=yk7|(nP($gK_w@`r8tEeh)P)c
zVL9dei*q&b9zT2Kl-uN*LumI3>J~$w{N=Lq(6kj>Qb&USK*9he_8>vH+Y9x&%$nCc
z&6J&H0{i8*%FGz@C@m+%&9_Td!R?3aXkj)7W1}}Kgx>p^bH?n}Z@zW<C1d(Ez#_PK
z@${hHKOkdb^q1VsiC?Mq?8MNPpI^h&+nS0>Wz^S*3zT<jF|8H7rR@bZ;$gSPsF6M&
zwBM4B;n6ku?ss4L?_R0ZH2slFg(<iw-&)+e??L1xu*ZGPR>>df9qmr3{B1=mNIP;z
zl6%zo1FA*^i2LTI{!Q1{)hX#>>uuisN)w&i?x{Frf0^8?$;?0ZZ7BUun$y4UX{H>H
zI-70t0NwEv@}tK4lVa_{=+SPlLlS9H{Mcd+ZPx@GC5vd2w_y)L${}oQvP-WXuphqQ
z02cvCvTDy3a~#sa>{s-P15ws-o_diH$>!_=n^&$yCcLD+M^)-9`c!q7@$zY9wV}Sk
z@?J#3<yY1|9C=)k2TMw!r({e);nX`9gO}%!y6+A)TxnQ{^y!X6H|rT~H2*%X7kX^S
z%I3k_ChVC9i7Q==QLSac=MZ~`r^eMjcWX?v?b!RB44gMOO(M?b+<Ay2)Km&Q%_Sa=
z(tG(wcl7xltHmj^6UQ`)q=wtXj{gqCHTJE)oRKVTe>eHJZvR~BbmsB>r2!&GynJQP
zkD3wJXKv*zFo-OHr$t!!+my;0Z8Pge_C)1vvm7cdpe2xk5t(7T?@M-H3NSwdQQUC<
zMM<T4g~y~w5`O&yLYZ2uvk>b$mAjnE#SL?uK6R+hA>gX}2ux_>VNHGK5;sdScvzo9
zgq={rzw~o1ofM+Cd68L%<Ia7i!;e21C9{nw<_N|Q7@vexI6F{KyB7XfhC0o(dZfWV
zZu#z33WpFIPH}!1^5N?NgI4Q=pE;yLYqMt_PZ-B8?CtiEUzlTO+_<cLo_prTB^BvP
zsL7o2{%5`(tbN$){i~X9>KxaGbVHeA`=2w__xzs!WSKFkn<ahtEvW(iz`uU(`<HL>
z5-;s@jwaN1%(l07Bxz<~2BtHeGk0QF{k*3yN^5_x>b2U7ZM~gLrOjC(x$!(VKQ+r2
z*)<!1jj(g?ZyLe^rrsyw9*avhETxz&9*cSa-b<K@-S&=fD&rqcHyydGlr!yOQ~ro4
z@n_1xl2g6sq-H44ovAZQ3L1RUXRp8N=_)u)Z&*pd7{pm&6V8(r6XCM!EFd61njsiW
zjYLZg-)q~(25mBc<PjLuUMs#V9NLcyd0dp-1^*>`zv(3AbV+Xf9+?(IQLaGD(hVT}
zLU5i7+33@PUu@0gW1NOxINjjWK_`Ier=j%&CiupCMwV6XM^lRfPv5T^;1F@NRQ@0=
z7Oo0GJM-1fp6%t|sf5ll%iq$CQ;+dWAH@{pyp#Dj#M@OK{GtXFXKLLi1o7DSEn^<t
zN+S2UTSpq=6=%uX3obvgd=f$kprt>=7!@9wIdr!viV;wR6@XP{HeB@#KxygBh+-wQ
zmPBR6-{@@+-HeXV_LXLCc3gH|cYiX)Y%J(HG;aRu%NM$?WvBn%z_tS2M4S}7{9>sc
zd&vCb*r&q^^at65NS2NGz&rW2Fu7AfyFxtQaEs30$#b_5+hq26T)+m!G9bspmDm9^
zyzT->c7Qu?%4pX4%<GesfPJ6}!_t?8H=9@R@yd7L;rKb^0SB$67^Vh75gVKdC!gW)
zR%z}|42)VNooFwV!&2u!h|8eDsa0rR0dWQu2N;lqkf8}mk*xE9fXw#!?Ewm)V@2`7
z*aOCRp++6${BmqEs9|D*X~gMv{&keNc|VLXN5z0bc+@fqf&*A`v((=hfaK-q*U%!=
z2%KT_iBEE7NEowTOEMhj<W-l>hp7Fyf9eH=EaGn16=E$Fa=CkD(2!*Sr3vCYF~)Q}
z07XbIpd&}KgG(5K1;0|lSkB3wxAUKK%`15f0r1vSwhSRo17I5<GnY<v5Cj{cIhPKS
zImQnr6an1qMhg<r?iQT$WJz8rb)bk1nV@c<4Rk;WRV7Vr+w<oDO3;iE*bXD2Aj<hs
zW&EBLz%>#rgp&lN3mu3#gU4K)pkkor%kIiN&mwt2I16?@&zylG5uGd|o%4#YmKRr!
z$h(bsmU|5~3L_Tbwc0r+%!cxsH|uCSzTCTY`@VhUFP_hNDs8+v{Orh$B(1_@A70ci
zg<Xl1{WIw`(Y$=bqbYp?uI`1H{GM7>YteY@cz+-??UJ{0#$>VBf=EE_JM+VmSNcO{
ztabg>L!B!|-@5Lq(_Q^*A45|8p!q}w;d$DTdg(Idd$H_!f0<{E-E@~L50#`$(nP=K
z)t{nVevG^^nb=e~6~Cfn+WH)_#cd}Fy*011`WgP1HPu{_sS1E98&5b>!)J~e%c8s4
zSF14+23pzJAnKfoC+^NEVn;<2^1u<3@Q83BY^dq<YkA+Yq`!ap<+`<L1q0}VgZhrL
zy$Vfdmb;{I8_Sot^t+Yg2-D`4Gc5uhd%AnqGfv?v{s9i@hgNoZpxvDn9Hq=JWD$4&
zmTdF7{8jDxr0B07fA`X#98^EwEc`YO6K7)oS97uJe0;^l$C9QzSj#{|xQV~r0>r{V
zk*C}sA}qH|`Sth<SMr4-_44=Q8SnBY9$tCXx9*$Tt(f~@Wo{PHUT%9z^hOEKqv)aV
z3CnBC?q9wGoz|O^8<$Uin7qE{YEq!e?UcA01(h2fUsax_ycVzR;~mHeO2n4VC%CV?
z>sWT5+w*l`$9IsfbGdo!y_HkVj>+&slF2}{nTs9|-&qyNd2mM#T~shX|E457g!!~A
zG|ur;t;Vf{Ws@Lf<KcVnf1R3kJ!7%AUoihs7vbUCZh>c#Lt47NAJ?yBDPz)K+6K6H
zk5RrS>g?%}n{B;vQ~p~BeLv;xo;OWCL9yC<l9?U^foEYi^k2lub6Kq#3y*_-4GjJa
z^v~_zWqu$-b!CBK<vS&I5k3BG)cEgT1DsRgi}oYv4^d++1rwpCh71)>og@aAk2zY7
zd;8ujwL%0AD(Uuj4(C1yuCEPsfPbFvJ3Mvh22HGMa8>JKp8;jAgjW}F&755D4>(On
zE`I%tvnlyGP&-NPmd-oiPmT1qjXU{z@95WuXnl?Nqi3GMXHK@fU5&Z?^=L)yGbM?#
z@g8Vm3E!DDWJurV7anMv9~Q(x*b-p2uy8E$x^vNBbD7yZoO~4<>C*EJZq9(xFhV5P
zZJK$vAQ?6TUgJ3-Ndt8A3Q&p+hnb>&RD4Y{+eO-}z95)d6kHR(ugf>_f_gefOZ}vh
z(6nFkjLtzvvEIu+)(>M+e!o_obX~vPYJc?Wxk!>2ji6X?Q|4iguW!}I-dwksn8$?N
z5EerrFSxI)J!1dpS80R$vTJ3Hq^yh`D@2X8Li6%_&byKD$&)wyE^~%{qwmX-q@T}a
z{Y*Z(FR#JSsO$BlG>fGDN-wIhydYwt9A#jQ`SziPyNJ}^aJ7zFv$LQsyKhd%oRq3q
zBu>~)?KL;eZtn_xA>?@>PWDYpZGwuQw|nmEhu2UGc_$9X@*et1{$3`TG_1e4EpOn&
z<2EQq9}{#qm7iG~`V?o(N+@tXX-Ch0)1<1ZjMU9pS9vWV)0qv?d+TAiATK|4D9I>9
z=I=_UlaBYw6H-!i(S1uiwo>~s@=1)rY3H2~ky;Jv-g8j;?DNaT-F^lwVfw>+G<O)h
zhhxRNf2OP$D{hx}Z2t222jCtRea@uB5v(%?4qI#$Uoyz_uDbO{>{#T_yH3|5w(}1N
zm7VNezPRVl>qwsopZds5CoXfS;kT~#DZQcbJ`Y#Ay^h<D!*Ot3d_w2XRYzyj&hV@i
zH_a=%qV|CZy8P&QxC3dV|J9)e>$9AXh``+t`Vm~=QWlb?iHp;1wM>sVf~&hEyVCV2
zHpXe2Z?Rih<uNECh26ZqB;igs95}5J^PGAxb+~QsMg2Fp$+2RSW=;C7!u{pa25#S5
zfGHbpaZ^^rg#Ui_b_6oPC1S6HtvYGiBu4j5x#iXMr-|~<z3Vxvt5%CQV$T^)>(Wux
zH@oUCDkg-5efO5b8XTC$9h{|0dd?@>ztH=hZJmC1_Hog<>%6*qd9UeeF1Bln-&b8B
z$_`g<x%~sggjl2t#DeF>#*$gbm!<E%a$d?RksA{VH(Syr|IFbUGx3X|VYg{Bw|XO<
zUXk52)1V-|JiJ;T)K$*;WZl>~{tpn*YE|U=>kDVR$@n$0|LEKy4Rl<rTu9%=8m9us
z)(dVbCLi(2svpig{{HZc<i4Ne*_OlYE)QDdvUfWv#?H3KzPea3W~cJ0R?YkR$v@s(
z4?}x=w&stV^Ee)<*JcwJ<=@~-V9ofqy*^p!=ep+eE^1yB9cMTC{2E=meIRT(Y|1vK
z$SRPsc0}g%ADZ(n!80OV2`9`*4~lQe^&S`+Lk}Z6J4P4ZF%||cm)JnaLYbihu6HKI
zd9!V)lePB?=}OIy1#sRmZ$6LgZ1^!oBrks0x;K}%z)CQUu}&iR3`}k!W`CFQJ$R`a
zm&zxydIEB8TYm3s45UNRt0|^jJUjsd2o=e*ZF!R$j($Vp(G1g-bn>oLnsMe3Bd1q?
ziOm;;-G#T}Y;`dB7wpbZq+r86et^{g+f?r01K5Qn6vo)kd|jc7{Y~UgM#Z_0O{=mo
zwKur_*Md2@x_FTj`GM+fxo-svmYJ&Y?<0E0M<hZDkXA1wmQ_ri8edYU$Sp6cWkhAZ
z%O&OcyT%2)$Ib8cj6ZuNN-UA+f4EckQ0BoCcod&K6e*?tytwIg%zXS;A*HmVGUL=h
zpJDrs2NZ}L%S8BqIWx>UaB#GBxLZuAA3WZipGq+@D<7AO5U$YcrYCS#y7{UTADw&q
zYU#m5g>ebh;B4M1b|(9D-lZi8hrOnS?++MR4!d==RGxbCCFDhu!$Qi3<2(LSKMm?0
zprDcWhFaJ|3Kqu69ZZQ-pSc~a=Zd<mzfZ{g{7`k-uEIwLf2lN_6zOObxE0|mLGa16
z-8dStSMFSQ<C*aZwdm&D^_*jCRSpuTpR5bsi;o)a3Fq$+uU@px{v}t}I(qM3r^y{+
zyr$QE>F<VJ-<&t&4zBFpHy(Rsk5|qCJz5(*|4z4T)!td7lBP4#^bp@qmpm8IQ|H64
z?42@-vv3A_uCCUpun|*SC8gy6fv_^m4;i@4OH_;7Pu8wJnw!m^lwa?c{MJM}R2VDb
z6YKAJ>Uhjaq`2N;lc3ly5|_R8YIx7wtHVi4ZnNz)I6viK1~n;qqyHwN_yA{+g}c(z
zIveHJy+h$;r7OdgRXL`uD%NW0{KHY@pYO<0PP8JWXc4r4`g7VU=p+N=V!fi2jhj*x
z6cHhT5j3<><gDReR;a!#*KRb+TX6duC6EdWVn+z^k<DhaUxD!~SIrx~LE-L-L|cat
z<&+45U?&Qoatqt_Aq+td+h*CxD9#E48P0^GSZZBy3;~Q|h>@|~Zef<bVGjdJam7+V
zRR&%z+j|HH&Q3^jX&zQsZZ<WN2Dp3R48Jr2b2a>+Tp-7^8gx{o#o~bTgEXIMCLElJ
z2nU5qeWbm%S2q3)vR8u$a#loOyLwg_+?|Alv`a>M9gU=i=rO4B1^dN{Fnn&sg|H3}
zruC(%3aG2V0%*{WvPJ-Iolg!kUq$_3b~6DTer0>@VQQlVS%FOQ?5}}?Ad~<s6*2az
zu=XlQc?!{Xg?}4MmO_+^gQ_*n6)WSeqyw?QR&^s98i3ogDLUrMXd^sOnvHQR0d<g3
zkv@XQFqMcBp<+2QD3I=#bMxfN2uOUN4#W^lM`=2t4ICw*!DESTy?~yQju0#f0VvzB
zB982`vRBDyGq(C&fAB`Vb-Qj&WZL3zo85E)6Hb5UdO|ewunMQbU*x&6)nNVCaAV*8
zgHK%UUN2U=zG*U!m-pF5cElWy&9NB|%^iHGzU$3W$1_O*|E7H-h0-=+R(Ym;_lws3
zkTG*B#eu1v6SpR=Em)o89>y2EuOGEoo;*qWMizVX^~A3T;X3atVy6i5mt(gF2*Hap
zCkuW)@pN<X+BoynJ8tl+)5vI@aEsENxoMyHOCEvqb?HrdhtmUd()Zzk?U4&|)YCf;
zURo>dxIE%41w0y>Jpk!4Fsr@c|FiMpS<<w7j=o;UZ^p=jJqjV0cgoD)_9&MTtGqwG
z@|!&?pIMu5QiywrvVA@$O1<ISvqHv!xIJ@+pCg8?h|l^QGvD?&M0m^XxfT@~ddYYn
zU$8${$fVy(S{6@|^|@c;+Z*~1Pzd$Yc#*sJd1zeGnG05;uM-@bl3B06_v&0o7pigQ
z4|^PT(`sZnnbWBD=tH#dRsZ1gFS}xRwdMhLKmI7mA1tlYI(K{O>2>l6Ba8K8_7A)4
zoxRPEgpb5c$o#f46d87|RRQj2wRk_B5Up=a4sInXL<{_USc$X0e;XY#Ftnj?b5F^w
z6GzoeXO1t%anq;{$d{PutdNyPd=!wnywCQ8O`6!T3y8(jBCVObu65$2PFWqzX|!nY
zduk?e=XUFEm|`;JQ-(VyT1+c9;a-zK=05gGCo5ykCwtS>=4w4c>W*aKOd-~N_aznd
z2?t$ohPYq7m6Q4p5U#n!YI|&-P;f0M_4F`q&%5!X>@H48*SP2scWnj^H|mwOdv`JE
zL&U6}wd`&sqd#hwzsJ>RTn|1tWTBBYbXoTya;$Byo_w@kW@B+Bek9koH#j{LYZ0{J
zR|0un_(SYIOSQ`~_}2;VpGjK^8yeo%d*;7+>}ey4&m5aveV@5k?4Fn7ow6s-3*>U@
z$)Wc-&*7najeg;%U8r*LVsr$n+(qEkL4EyOkK8Tf=k)i!HLxAq*Q}WPp}|n;{kej{
zsydlbME`ZV%JZB2g`!Uab7&uj8-HIs(s@$8nD*SS^U>UMvpV`E{R=D0YAM5GJ#C+F
zb~5pyIdN%--%9G+>uxnY0=7ldydO1x?gtB8Xc>$RR*6g+q4jn#RttkIW1|*vF-aFz
zbM~%%Cc3w;%?!9@gsDNBJWnjusihp#X+7(63ECbRpdI<?E&O|>sXu4w&@j(giCUC6
zn5p}qah=~(&b#el<^2!sGOQEt5X5rFcjq7xWhSAlt(Zbw=;yopPNVuJn+02favKU}
z8yD~2iVt;kIQuhGr_F!rbmh|~)Wtq-XI;pg_3khILO05q()va)vgaS13Xzg%f2}^Z
zv>0CbwSUjO$)|t&*K3QvTFT5`4E(t6_f)wO5p8wwo$#aY4JWAE-DdnU6Ld+^G0T_X
z?Xi*A>X$VuaqqE)4)$sqNH<kEBwq81rz`(#{#w$eY%e5yY!Nk`IV8?0W<n*#dF5x^
zgp`|2<os_pTi#`qcf_o{Ae9mfA`WCed4QWAJ`^3VUYfSw2I&?zQMR7vdH2V&Xv$T`
z1CkyH-{=Dd7q)z{Yc_!za{NIluwvY=(AT7^g?`%2c1BOaju`zg`Q&r?WLs-c!-u7-
zA)V$uz2Vz!2G8sDOB$}pJ*IC`%VW+?zti+<@ITnKQ!sA0?Duie>hIpPqz_x+fxoVO
zvyb1KKb(gBHg^>Xi>du_Vts#mW}0|Ro?vtIFVt+C#d6DhqP2-dPKuqv%V$<w9;(lB
zPdmMdK`ve$ZbJr37VG@BZR9q+z2WWf_wP@2|2G)JUl?NX+opbUY3``y-FID7>E`Ng
z^t0WxTkk8;yVCBvoCv2&te<aUd`31CG-an07!TyrRw<izn`ogu*pE#p()q?iyk6ze
zSYMM_+LYrt*(#G$CaJ+d)Vb?xqE#~qBV`uDj^g2>VPhH=bDfVCp8f+uhV~ox?Q|)A
za6UxCT-zmr8WmpBtr~2D6RUmfWV(%C!)EQ+iYNYLbpEmEB4`esp7HCDyp`1$W09Dy
zBH2C{*_TfLwx`KB+sJ9NmW~uv=$Ggu@{0$5?%8?J*0{Esu~h0ct3-|1lYw|Pk{<A)
z@%Ug^Z>^*)u{U6L#$y=2p?^Fm!b0k*-`bmC@oSw2oEA<xcIF2Cwr~IW8?9J<;Yyl~
zcKXioOCm>Gf5~L!Z~oEM@A3`kKe5Z|=J%aG#c9f0P*5;?Rv3OK^0&fi_NKNB<IZ^%
z<0|fx-D1~PYSo%joKJn<<M_F@-(~$`(T3BZfFOJy)L?S>*|*W42*lNw%In#VC#oJN
zJW5xuITBkiClNX&&^+k(?Jq&&PSTlMXB+-VxjvS$7N=L#g={lt3SA_sZZ4Nky`mGb
zV?S*N!nn=WL5tZeDHOq0(jz>&D7q?QuWq7#$&szZyN`R=$z8ff=Pj;3j%siAHWgCy
zZr*wDg8seV<D3^_@1%JAWxi0+jT7`hjnfOg5u|hA>PG$JEqQeo&-MpJ79{bx<-XhM
zU0G;3MdCizN93owfIKkgj!()=cxZdE^9Sw5o7_9<8?f_Me@0U}U&Ug5Me0^_QFmTZ
ziReusxj~l+tBsR`=QqB7e|vl6mVZcf@J0UNCylRlW$y1(4!4J5*OpUz6l+gC2h<$*
z+~BH+eYzd^J%<6zJhjBm6-A%3IeQ<uxAHE2^lYNT=WAcu{)}!pu5A@+6>p_CoC=a&
zSI_HS^zrS=sla_axD~rJc<6#?bY{CH;U5s3d!7L7EEY7L=qpUS<usw7QMtBRQF&46
zRVQ()%9||Gr`vzoH|fb|w~%2j95zYgc}Ojq)>Jg->|Ec5TZxZIb8jLn67M@h-+WKx
z%|7XTJJ@PoqAk+njQ3dcTR3RtjZ9X!y7+g`@__wUU#m+k9g~NKpU3}<CGxB6*6Vx{
z^hmUGt*-QI-o???Gi@ox6YUGVRX)G&-~XWLR6uzgf9?JA2PdX)J$A+dE1|45k9Bny
zr2F@Nw}A6<&_R=~vAEx_x1*P0-QxQ5-n+50-nPsS<tD9{c0QxbZ%2n|+}g_E-##{G
z+N3y=_0y3{9lf{npvq2sSML3`O|AAA_})`F?39N_!Y1S85q*;SuZpO-hVH<bJ!P?d
zjv>a!t}7DYI{i!opt4;~3I4g-z<3Y=a6Cdv?tkg5SQz~5)AQBgMs8=VF6ybpx?jS&
zzjq5~$58btZ9gH&R-w+E$(e$EMP%uWT(&uU-3lYn@Heqk<yLXiSDfMex(ni5ux|4t
zx5dTVhF^3xI$qQAcIAbU%F_+<es_b7&0NXOXZ@6oD%&0=riq56N$h?2{ZEqT*=aGN
z!tO^FO5HEOW6(eyYxZWSwehq4e~)jdWQMV}9{(_`%9i}5`*iIj%Mxj6<7>?`Hi|Nt
zXA@XHYs9Ex(^mRyq2*l#l2_7b>+Rk9l={)%-~81--PwHiq$(e#sxPUrGt}B@UAbx2
z%98OU=1AnD8s>401E=I~$t_uYd7UWa_{_BK@SX4%aat1bv-Rsq-(BuKJBZcy|JfZf
zy$p_6+Yi*#N{#mXqGr_iw5-iC&szUnE+CG;dn4XSS1)kh7LMtS|LlJ~dTUm5h&HP6
z<LR`@+tRp|ak-#%#KV2}%cRyS2%~x{B?oJ=z>B)(@#AmWG^(EDzS2}#mH&D#Hc`r*
z?wd}HK4;2qaJl)o_rbV}M)BQ)W>sN3mSv5vx|Nph0^i&&X<yYxPwAH!Nlj_p3!Pl7
zY<c%itkz-4<lJ)Qcw_o2d&P<3DW}x}8>M;C%91d`_qZ#Vr<Q6%9tBAGcF2x^c$!tU
zRjFg|qs^*IJJMm#eNJ%RYW~$y{BVHdaOhi8W2WHnpg-+g%9z*L#wWR?NZte7y@}RJ
zf1!QW7ha<D+aEk=S-aU)e9!}mU`(3o23!$#RKDGRL1<L*Toe6PTj<dF$jY?Y!N9y5
zU37T;VA-euJFq~gs^-C^>j4QtzFy9Eu-2~R*qy}#S0qCU3jPwGp&s<DE^z7{m`3H-
ztth?YXCjZ)W4*I}8{GoyEOx*uz9jSlf2_k{sGun;TFC29_dSWXx4SQl^gr?O9)Bs{
zpsuBa4tG0f@fE!MM4RSBd}kFseiKQVzZtF3_xjv%__up~mDA_z=N7gT?;AvFzenwa
z_D3BzmeS76ctG-MbaP*2;dn+q<N91;Kg9kb-XfWE*(oYd{3NFDrBtJR5K}>Ivh1K`
zM6N}#)Z<Y3i?fAsd$`w)ig^D3^IC<@XP>*TS{>6)ri}ecJ0~|C7CKhLvqUOu77TaJ
z-ah-LpR|5NnIPoxVK#UFX!**R&qq?x<C*h~de^8l>wAN%ob4{LkCO9WF(KT%%%sK{
zf59EM`0CT`X`Os(T`&EfC_MdcoV?&yt{EqjimkWCZ*!z4sIv{KSi)iHVG1UW0oASx
zvEYEi_B96LTi{H7b`H&x;wr$+gSGIbph`qvlED#IL+4_&XE*N5VXMI>EG<j$Cgq4c
zDt^&@hH^=h4Xtj2I@&ql0U*z%KPf+qX_bkGpt#u-*J-BKG)j_>y5ZC&>Vx4M#1+Db
z;83<BEV>dVNL}WVW$>HeHMSiw)rrK0Y$AxGHz$VL<N?>;o-dg_O4Wwo{mC3-!TAki
z4Ia<h3oK&oCrTHvuffHKLbCQ~-mA_B0ugET!};<)nLI$!5$&L~&`FbG0_vO%6c?PH
zN}M0H#7=|5GZvl{AEGm8m?6dId@3iI23$%43zwWn2nrko(<j7=hUsu`OMXkNPQdEv
z0pRFUq>CdAxEjP6U}?pJgK+0l9U!n$vI00;ylN*oG~o!l&Dj?R(4B-}ceE9WKC^Yx
z7sVV}L%rX9aLx|uGNjF|JU{d^WY@zd#&eI9;O3gg;BUQ^)4`b(ZD>t=_0N~3PK#e#
zjw7A-G*w=<Wt-?WFPA*`H}96~_}ehp;#H>e;7P5L(Rd;uu0n9~jNm~tWOYXt8vk}%
zINV0I?oN{KXE);XaHhj}j*i%JM_tABu7s2Cig(w1+PPwoj#^qO6KV`TT=FUP#H~*`
z!I6(eU==o2wB;RSVA#M|$lgJOOy$HuYo8>OZtotwwE3py>(1TkPrrVcZOc@$_{8tj
z2hkmot2^+-XUqES;ag%+7D~944c5Niz_SHMRh^B)k&A~<a2i6DtbMimzVr{(-`S7c
zH-E)qewZ`ZNs7G{s^M%&?hDPP+gyoTdC2bR+gLn3^=-7wBQT{=<alKqK4-3UpyV0e
z*ZIJBQ6#Ql*sSBLU9=v~l;-mT>wy5wB~sijNXT87bPf~A`BIwsVZd94ne%)f)Lr+^
zirwx{pN>|`Zj_%*v5?|4HF$_P#_Q0xy>>fA)R**y{K-grxSwL#`k=hYo#`xBLoji=
zxDwF7dD#0dIW0f0;pDx(vHCbF&ZU6%MEmL5(20>F^J`)WN56i}j<{lxYq=`<(I@Xu
z$=s1>jK$w*tnU%*bB*8LCr)wu4Ual{xF3*P;wi}ooeewPGg+@~azFn}TR##$G>pB_
z9?QMxeaz#K)1as_J+$Ho6XP%OZToIK?ZZDH|3=@g^*_44mt88ZN!=mBYy@LU_PqJ_
zLb~Sp;NwqX>U3u$9vf|HTPdeCE&FjitJ4DgB_q>WpHc_UH2yVo(!%2oe|o4hSK+z6
zEAOHAmupYnCpR=RC~nPG;&UqKj^_2}&F99V!-b%bV*wd9PjH?OuEgJKFQ7`lranG;
z59%~?Ecd7H?45f|N4d%CZp4u!gAWQWV#G_&jR#(`&a$|A_IGmOK2mO7v=RjchuyO;
z3_tt*bl<TmK9?62H?KJRAWL$><&xt051o}K<Yt?vxHoM-ec30~yyh^?3R!q=^da!N
zr}l}1@druA5`9;qB9CPqyX465f9-6VN6l(0AKG;@qHn1y4^1J-2_P?Dsj^ARMyw-3
zJC${9{;Cni)+0qNC2zwL%(YAMsy#zBA0B)9A*|uky}f-R?o0KNDOb?!M|Y2|OR)FV
z--zG7=t&OoJ|r6#d8+kPtsaMubQs+fZl$BYuK4Y-&eW|J+nYX5D6QsSeO-<|eDA%Q
z&RTI9^L40~$yaEpz2vjD{O8vD5Dt2EpN_Nko-a1c*73wj_o22en;hwosAoG{^>Zf&
zKR7J6Zq03<NcvoPCM`bl^fw~O{gHM<K{xhlmchl1`ZvqI?)RqrrJmkuoQ{v#VGZW(
ze2Yi4>%K1d$ocBD0+|UnTRnx#%zGGj9yNe=JvBG`#^l*u+?!A6J^p%!-@e=Dx99P*
ztYr(g&a&56KD-d39I|q*TG)<z+MY_1ZU|Exc1y22h-LP^{w4nNoG109V{LooHQvCU
zdI`<Y*6_(;>*4S0!CXxKabI^k*P*D^s!id|xSYW6Pn7!@A1<YB<DakF6qubZyZJb+
zUAJIp`dmCFS5cAZSF>j6(W(;Ce8;w<Z03?*=<uthxL=(~1E1(@@{`<f;RQ<2h;A_S
zo#m~Y`yx%v_~;q@kH1R<#xbs2nP1Ko{K%#|hAalBh1PHR=?;LotXDUkb9+)pLv#3J
zU~4k%S72w%2(I_%<H36jx}1ok#6+uvSoijqjJnZ&@5^J|T7zo5>d1Qb+P1IqdZ%~}
z#kQPhcApeh7JC0<cYLVU&+(w+ACTV$&Ce;HtZL)ZjhmPb3feXBu#SOn>B6F+2$y=f
zOu#dbl5<;Nj`n(e|77FZpPBMyKGTH}rc2BLOS;0k_UnyM+!!Gy!kDFy2r=n@SL;@`
zpx(9NAl=gnH|&#duo9TE<K84CbP|7G`w~AMZ#DD}kg3e_UN@<|QCYF~BY%w8%dQZ`
z>8;FyUl(#RxIL2}5PBAW&G=jeKglKCDhwLIu~KY1;bOs+A;quD7ucQUovK$3)tnp%
zY<cP|3I3Op{kbdQOJxEF9@G!`A{%Jv_@JW$R0HHUv4qdLuhg(#Nnta2yoZI(TECih
zSLPyhBkitvzZks(75)W`i0672A9q*mIb8o`VXx`aHOB{EmP2b^98gZVlfZ3R<$XGK
zUnJ)d#7uVf@$#w9pMFgi8@v$h?b4wuI5##kx?U}2sIJp>?{W1?9j&Tt&>JW9#zUUY
z>Y$xrc43;M5c3*0T})e^hYn)6*{wV1s<M5c&-@Sh=(d$o!Q^=H*XK(g{mdYi5$Ysf
zhg2R>g;teXaooy^cXKjU`d+#COS|zo2P&TUHCd*31^q5}gvItfcUseRD#L%_bj*=G
zYInLvk9SHv6XJWi)aD*-G{P614Cxc8#JWp=oT`LxAVuZVCR)TE#umH=B9u-tt;f3l
z0sjX8*+3@0Vre0id9BcAj8@UtAeKdtvRo6v9jX=5ygjR3J4~WEPh~aCtE<@QbB`^m
zz_AXuX+6Ah3*Rk=C3rcf-AQAuMYeTVB>Sl-;F`+3@M77;ERj3CzB0J#D<yRabnzOb
za!nW?#GNXtRhK|iX-dwU)YO~8*J}}tZ=iU(u5byghw%QY_o!|aBZPHu=CthmMQeYy
zE2x<Y9D)fMsc*IIIbfDZrFN7aB0Vai<0W>AgTyDu(X9*?mUe1m2yi}W7}h=Br!@M6
zP(gUG#hysUO>=T<4Xj^B8_LkdoE1vYvheNH+LBy6q#_)r9cwu@wl($&3AsH^j?cpI
zyM3cmCSp!d?m0h&YDX=ul&;KHIIwu{SlW+?;IN3ovU#^-fS_<InO$upylHh-Zbt|y
z#-z6}h8Cq%<t>hm<Hc|YpUAeBVo3<Z5Gt%bDY~(Ymaqm!<SycKT+C8j>NhP0n-hqc
zk0f-i$4#-b(<HY`gC)i391LU%=~W+7O4Ml4fqETxP}TJCEv$U0nDgc?0Ici34_<0l
zVBYEg1zu7!n!Bi9K9eKMsoX}eu|8TwfPYHhwLcWc1?$aaE3V`GOio2r+_o^oQk0)G
zbVpqJCWCEiW1dM%1IPoD`qpInUxy>SSMw*2c=<-&Kb><{nuYI(bu3#F8Ar^`(xlan
zscmx@xj@@`GIA>^C$Z?$r0;KN&DgY?c&(?6C*F>DIp-A~s|<G96qfNLMu22Ay-(*{
z{C9Uu`~G}`kO1Peu5WHNXcpG(z{tXYIjH63vt`twcV_N#ntj|p9k^XV3rltmLWSXL
z(Bb%{Z+YRzd)Q_BQi2q!@tX7Nq>o9SRlALuao28Y?}I!!XRPVhbKIMWA_SFG2adj#
z>c(nRZqJ*{FzOY3(+byAi8VQIW<u=DSOP1p@eZdP{u#Eovb2G+aQWeZtS=IHdrH!P
zYYjupX5pe^^DpaAX>4w^Yr7vU<YgPsu6V|2N;heshLLs?Q_;13CeF`Ly0&PbxM0du
zoOZ|aucN#Rc{SID?b+BL-Hdb3O7ZL6e@yWw!y#jFaM9n`;3^T<AO5Q9z6|(=8=XJ<
zHfL`<0gTsFE^t(vlGPr<fruP)iVI+j(^o3HRONxLS5xt>oul}LG|Q>N$tlJUYTEWW
zlw6tByMdBV1JZy&8B<v;;te%!QrO+ZN$04m_SX^0#78PP2eGBjisWl@#~|R-fHZ-#
z$)qQ}7a$k|)Qa$bj+c<hsp+=KFvwHpAa8p2V#6Ga*MWR;F{Z0(%WMN}<<ELje(AOz
z-q9TWybWcf#|%MadA?;mO?BFxmCfga?cZy8ia^_p8sRK&<+!%C*i}k!4SHS9wf&pn
z<Z0Di%8UWeYWe&^YDd{gK1f*N<<a5Obho;Y@0r&d9=Mx*JMGsE61a;kxK~+we?9J5
z{_jvdb6L<s=1t6HcX5y_qMdgb>P>76YkTeLTC?zd>PBW+(o?tY?yABI>sDx9GO3<G
z8Lfe)UD@oJt|dtOb>vo*TC!SgDGJWV`{J;cB3IR$(V^_uxO4W}ZQaD%tgYp3y~5(Q
zZDrQ<#$)76!yO3CZpGq+p52xkXyK4`+9|R4j@d$)ff(V58LTH&-$K2mSMfyW)@??6
zgEPf4Gj>(0DW&TZCghG`pYM_@qB`7j!d@$I$=QIRHTC;B3dk67g4KlUH1tHelj#&=
zLE+74Fpw1vM?)d2k!jk^jl7|RYRtndWHk2iEz8WYl97eya5>FL+N)gMEHYj~QO0ms
z4r=-2^+?Wcr&NTN-^8y9c`~lhI-_Slr9*DI!E$CY2^XOmIW=*$v!$n$`(%@_M$Z+U
zb>e%alsei3Us6vsYEtS=I7(8rk!~GZR<N1Gs`4Czg0<1<J|VNzcMF*s2^WSK>sZnF
zqS0*<OPG{9@tkI#Jo-t7Im@W?2*@0DtyJ3Cob{-4D@j<_)FILCo69q+#r@s*=Bk|!
zL9tZ0kz*c#jZ&Y&_BmOjnb*zbNpp|qQC)aWCva!fW!$6g1Cjjd<2JQqQ&EcLjG1~J
zbHh(`*4H-ZtI#&VgZS1zi|uq~fm*?$EsT{@R^afqkt{0|*ADIubBrJ7SFUuOCrN}l
z+Q~kCUz;_elV}{_PHCp!k>*xfMYg6)YRMF<(YIro*VKGEH2nnJ$!jWJCn-F6V1F9h
z)hx7a@xR!lfVVs2V}V*)Z-{i=IR&il_b`#bbjTFcn%3pka+<s%9uK|LrP5)$Yq37z
zhK-L(<9ti2HNn1)Xrp#H`GLt5-&x*h($4W&t3%yD;2Pxykh*}miuN&XjOT2f%|u`C
zIgF@Naf{|wXEE^B?*1PW+lwMF@AEEuX1<_|3@Z_aAZP1eEO<h7(fn=X#`*o`(8udv
zP}&AqV`&?9R2=>l>_z*xM}djbqb`nn(Zw?%j~yxCjB#7VrjAacZpRe~oGHl3TA2Hg
z0qSeZzAbp4Qt;r@8%|{r84sE6Fe$wU70m39Ok0SVz*gtdr47L~=AIb%qoL{sC@%@M
zx+(!@7zF+`=&;-*unA*zc+ViI>q_NH4m*>Md8cvSp^i<>(-k%_3F}44VbYM}y#SNd
zX-Lg64cnfS<HaX5pi>YN#UL~l$27SZ=70>+9FCNxkepBgWaf<0@kyR&0Q&Tx5DhLy
zIq66?_MinPo|K$YoKj#K0C47ldE$`gwJ7(X1j(hxdMF}*5ayH&^`kVRfEsDM=A3B<
z6aaRh9&tu!>p%*}6yK#UwJMBtpalRC%^@UEXgrEwH-l0|j&V_UsbcTNCIKgEkD8KR
z)Xm0#5E3bR(M13m$4US_=+Ct~IG_WL^qIh;8Kmva04kDsr(@EZJ*eh@7wTxwr6n&k
z01TeAVvNu^GytanQ)x{nGys|Tg*cCDZ##uMGyo1MPZXVaqZptC?M*c9)Sc)6z@sCe
zr25k19MAzvNlTgm2-(Q=?@>u2#s=obdQ_&X&Y{zhk`EOucd_$_#2r8EpAzSrP(s$%
zCkpw%9cs3*;cG1$Nw&F&tg+4aTpiWzK05GKzlyYmMqRftsbpc+yiZEGn@Wb`M%Cka
zC4>E1Nz?GnbK(=Who^vP%TmN%8G!hE?a;&KN!%VkO31v^mJ4LLhkP@}a!QP2@vS{O
zT%LQw3I_7Gf2s!px=UR$<5ATauiz2eI_y}}l70BDDph3{W_uW_FyuBq7kovNRhVeH
zi{?Nv6o$QcG0$vQ${Kx)x>v+Bfp@~OOSm@de6{sOq^muoPNzR0{CKZc4(jL3)Phe!
za&jx?FNj)e!Q;8+l0v(PU~^whzbZ=CgnVhTf-OqgWeg;B<l~Ojoo$Yc6{Ra4YHlR^
zdq~V*w&Trr{u0vdCRWuhcONVgpo|QP;0Vcz6~^O^mDXBZY7tm2pCl59+nvY{HRe@o
zc71IW-7jXIhQzIPuidjT@@<3QvJCJKt!~=rmT=q%Y^@}H$@5Jvans(i^sQRYP1Cl>
zz_e_CbVn^#<kYpl5TNpc*jhFRp~vZ5_lj3$6}_d@W1>ete`cBu<l&_fw1<R?pg)Bz
zuAi%G5vsCz5U>2Sek-83@bQnzj@J@8a`Q@h{&k(J__1{RMuDV9allm=0<-wvx^E0e
zENu<RA<?X?F!z^|Tr%^sdB^js=U0Y1Ww^7F2w;ovAz`@x09x}6N5r?6fkNOfs2tVH
zZw}nv=xwOUe6d72qc#csYiLlC_oQ=FsUEtsq}6^RCB$al($x`<21e&UrE}V}`i;zS
z+`QqG54szrXX*MC&GpJ9yk2k3$2Hw+9vw(@$YzcoD5%7_ZVg+6Bkv;P4`)$D>2s9u
z-hnrWwFx4U;iFK5l1(k%mll_QEs846P-MxP^luJ$ZapJQy1lt@e838oJ+WNotu2k*
z<XhXfnb4KzG^biASp_E-RoRgEYeKW1NNc8uyy9GB4gk$k@gIlQ&s>RRKe?4vhB(D+
zcw<_I1e;CfHez<}UZ%BtXtpwGHnUH28eD)E0D|3xX1%5EB{d4%ve}iav`c+%(n|=*
z^5cv$upR#Z$gXC?Mvfgydpo7Xibw~gbbbid;}S_?s#GV;WzSJmd|#_ruZcwVvH}8)
z#e14uvq&Ro)o^4UAn>iMdOf}6q-@d`B3^x~GS|Y8T)`VdD?F?LV5jcapy*nzo2cm0
z#UzmcQ0@{i2kXspULV!8-8WXgf_e6&pDb)S9crn{Z4(x)B`$^zui;sAo7mD<CN@8N
zJw<G2S~i<<E}5Y+l;M7FrF32?h8v#`Tg?sBGPGQl-U&5_;hkE~PP$PcT*xp%JQG^R
ztBchY$qKYvPgFC-x;B@iJ&?A6vvC&e?>rpVMysGprA=b<$adY4hTr!^cK$As!&K32
z^#^Fx?S=v?jGjrXUlm-~c#lD}^6ruuEyx%oX1XO(E!m^aYFxhV<vm6(5%^zFS!^Pf
zL@|b06c!l3t$hpPTsom!O>zVv95zsOtsPUvHyS60?5=H%z3Rq+Bu(m0K9#_DmFzWp
z%|7c(jUkfY6EZ0Kry`@-LUFy0NY<A>Ekn~+!<H9GJ>G?S(V0j%4b$7LP5rYqg2kt5
z)}l}0^IxayT*rqz{WnMxx=eyM#^Olb&1=7lEpLyLs9K33?BHaI@}}gaXR+x<6OvZf
z^B}v>Vz<0&xnUC9H_SYv$LUzQzNKq!RrJp?0>ca#8twF3`wN-mj@{X<!r(_BIQ?rA
z#NHl;`tSErM;RbtI255Z&115SXV1%2@_k+B6M}Y;A>`M*{3*DA=qqm${lx|FbCX_C
ztoTmm+EHmHRPw>wf%(#SU&WW+4b%i6hlz++=R8-thmvZ@@^c6|$;kR)Za^3d)1_c|
z+EShl)NvqJXwC`Ztmyi@9w5_WzO;14GU^E8yw~Fgi(oLWk7Fp3Q^bJ|arsu$x#Lr&
z`Rs5%53ZieS9!d*cSgu5n(eh1Ew!HwUYpxlR&q&4^2o(=eh2$5n`1iMNFuqA<r%wI
zu4&>Z>}QgDyJ^v4-LnF@oS(Hw^r~JIwMQ55f5cZX-#&?O<>JrDk;wl5Ij?TWCl&Lb
zfu(!Th;q#YWf00o$~Xfx^iJT2smX3RuC=+rUMaLaPZ$E3G|2>I+^VXKlE(s^21liH
z{xlY+!?PvS(#I1pUC{zgPtvPn7%RIQi#&5gvPMIzjDn{%<UbWP{Z<rvcpzb97Yx|y
zO?JZJG*1RcHJqf!9AADz&rf>sJ#SXjHM@I<n^9JU@r57$y2hlAs#Kenh^?ULx|?W8
zeWFh!a<hK$E1sNIt--j4$!BQcH;K%$k}^$D@UMt3JUg3sg2@XnAk|MAc&gJ;fi0}<
zj1mL;+&5EPbsMWLM0&BO>|@V3m=^`LO>cXusm~`pYgX#t?CuS=3Xz7%&1c&9ds&{%
zFJOg=5%RF-B9h))`&+-V-bBjH(|E;gG~9IPJT+KGr@ps34IfAQOEX-bE+R4yOxBIl
z+gS*$?4$Ff2cS6yvEK6FLa_ORXcz%%{+RM<moeR3z}s7+Fyg%VxnAegDE{qhp}7UN
zwQ~Z;vKx4hBcLLm{{RSsmU)h)^N&u)^Qf*oUJce310pE?5mKKQN)Ss0hs*p$lZ^gV
zgL3H;&y%ZrA#OY?bvB+%y2~+6M0xA_)+|~p-Yl0|j@aOU6$FfAkN*HwZb7MP(%8+Y
zn?x~ZfwX3@=hY{_o;YszMQ-j1U8Q@~LUk`@W|sFcpGbyCrk$knP#nex`_&eed*t3N
zySoj?9Gr^kb&HKATdR1O53|O*PT!_0k?|Iv2AOvi&4t01DGqRYt#!pls&O%|dPzwm
z(X{wtg6Sf`W!t%m9MVsArs_dpjmKAhE1vMit9LZZ6|+Vr+6V6#eBYgP_qv-|ui14g
z5T(vH#JnHG3iBm~act66F7;P7bbl8Vwh-OzQU=fuHF>7Aytk4oxKqnv!^8kTrE^Q+
z!Kj#L)8>u9A3C&yKb2s))olDgY;EK$;QiCcr%s%&b3b85PW0WRb+*0|(*Dx3nXU{c
z?(lf3@^~`IE^Z!8Lm~d?0~q~kx_FCOv?k7Gw=BI^1B#_Th~~?OfNy?`PZe^Uwn(T_
z#L4q1Xm4m*4V{r_%pPOsB1WXwb*Qwv84@=QbJ2G66@h!=tMh3R!bEuC$X?%C%C(;2
z@@X7E*9W=AXo`~ep60ah&CA+Vke2#|wj{Z``KDu%aa|sd;k#S-KeV+6F0cNr2N)HP
zr|9!u-$eITixdI66O7kIsOz@6bWd#*2YLXg0jg@=tkV@aT}F<@*{znv;|VNQwu6#5
z+<zXmm#cW%(kYe;RRjQ3&9{;G*B`6uS2IeFc_}IE-7B5HxsFUFtFy7}1!+ozo7CoX
zp%r?L?9$b>JC>E@o?|lZJ9j_ys`?(AHn((U{{WUt)~3+(2Dv|Lx{#EMlN*k|oprVe
zEykmp2o@W58%Ra@e!N#><%+T@nv>RAB0VY;u!`kF0LOv1gHuDT-PynrYk1{|90qj<
z`PGx9L20Y)^IBrV<_XBp;Y+J%0(~wy;b|2IY?EBAOPc1cR4rpmOx678WR`tC-BA}H
z?E@$Bt9p8!K_2jF@Gj4})BGzA-$s(+#x$1rA`Spv=ku-o3&Xd|3u90oNbUYj61<+L
zC3j9L>7HrgWW2t)m+dgJqMmjqAEiU!?RMuzxmaN*$}N^szkAxc9}!>8qR(*$nH<X~
zIRpcW;<VS2>sdtw6EE`i8Lo;+x@`_|jNEj-g1x*N*NU!QcPLr605}4RBQBq>y`8%j
z-|~!i%};l2sAzihpxC|3O1~qbWOMYY#^&-b5ZTEsx7p_eU=f0PS3<qF=y_|FoSaeB
z{{X_T)E`co@e0Q?<%DJW)~CZLZnS-2VZ1QIK1%JtB#P-EwAD2$adekM?g6wvPCYAx
z(Z$`5#4PG%vK!^x*zZ$>s^s0yYSFxPK8`MT1|a?w;y)Mk6K$<Qu0~JIg*iT-{<`*P
z?iJM;ScPTD;=G&U{{V_K`7D=5h%?@2jE(`W`RsAg_>KzU?po#>xGq~V06^be_kny?
z{{Zli3kQ{3c*AaPhPWGT3ss8B+wDG5E3Q<Q83L)?MK+bH#dj2;BrSz1e)rb7Db!AF
z9?e`b_9|!9vC6WbWnr}UrTK?!ist+ssV)A6Zm%qFZ~)vDfyH!;-E+Ymg?H&=z?O}S
zVi#@>L9ZG3?WRX2pKW?1CPg^Ldwna`Z|~C1*h<Ag><Q~$ALFfi{t_FRwArC`WH}DK
zD;ZQs>%-yP+GyddO`x-lBan#?-UQcU;p_W0ib!=9X+|&sIj(C-(2{0!2u!1eZP*o}
z$sUxfvNUZd{_6u?O=(6_vOcbjqe{~{D}5_Sp6JMzC3gMT+O}+L?9S#dZz``vP%<mY
zn^~PNH?hDxe7sZS*C&OF!t9FNmR_}t@UoK8nNF`ndm`FFd2Y<(fN-F#L;nB><(%rK
zMNm&brxoXxe-P!iw~h%B+$S5z?OL|~01$NP<S^`-H$U>zB=hvHf2h???B<Pmr)19V
z4+vRWt2(G`j+?3>;e8}8@3DtGhJ05&XM3%rhVtFa*2lA+ar8AM?x(71E`l3%>CQ+5
z8rJcKhWwS}?&qPj+8h>gM7Hk`w>?3SRJUFq(^@Y!C5Xt!j7Te-@^4-v4bWvE@Ij<H
zbIUrk7m|fefD>7JRQe52sI})crLeY4i6Mz3AMFE8pF`22jys8C8;X)hlNFIBmwk10
z`^$$oIp7n;Z)@>I{eZDsuK7aX@y%td^-L;D-i%y^EE-9G&OE=Ae5_m=&z@Ur#VG<L
zjp}&CV8^B2m{q))2p_@;#X37H_&~XM-U!h006f$7Pr2JpoMU&)T}wgslt+Oi!R*<^
zYhOcV>anH18v~KZ6`2V)bN>LM?^YuuvJqNV4RLQXgKpDcbCbnmDM>Rrw%+>?ODyy0
z{{Uk$1(GJpHvCj=qwDia9P!MktfQB1Dx*rTt+0|djkBB%K(3|T^{pt|+e%hQxEyWG
zZ3>oZ<}-fHd#M@!0NGmkXvw&P%N<=*W~J0%y}v_k{h*P;hb@&Es_&=kkfbpEuquO=
z0OX(6uH0!*B$D1;&g;E#v}AMit?EztOgZnXcPnZ4R(eE_9M>`2LHvGT41Ze5)@HTU
zt~{+WNcQI}s~F8`>H0;Dot%?zNrdODqlNrUQjYt>8Z45}9GkAw?+E!{(~8oa<gCR?
ztu;2{^)PP|{>n(96De=u+AwN3HM^@>id>T8`>ooy&x!m#@QaC}{r2yd12tmnNz?T;
zOSE)BCI|#z(x14`MmU;si;UuV?})5%dk&$d#>js2us!S5J|BEeO-49$txx5-P!(I$
zR!#4N(&8N2Ov3{OOL1H-x8d9EBT`v(_YFK_f693ug?8bq-Ey<V#^IpXG!Ll~P(UE%
zeQ{Fm$oVi&e`@mIh5kA^^bKcyCNCfu*hV*F{{YopZoT5&E5r70b9XTF2i=Vhd9Kwy
zS7YbgWZjO5<QsyJ#CJI2yf@=@#D`O}RFz~!!SctgQq=w`c#~Y3NVLd=R_t)N9R78c
z{e^w!$EoYL4(A|<ow85UHKeNObx^}KE3<1&kHh+=fgE~@CB48*E3N|rT7DJrozI0Y
zW7Bmud32c@WEVtd{Qh-|thSXjEA|T+1;%*|oDb5hTj|m2J`udOxS1N_B;OQAq8yHf
zxuah0$E8;aojacGWpHj{5+kgUINXlBaaR{RdF$T1v*7lpb#bD}72Ny69g(Ox#d?C1
z`1h`;Ni)Ne<#r_;&@d@E$66~=1t*Rv2{ce?h%#|Vd8d0&c%TM~I-X506pew305B;?
zpmpMwfE(J7W|YzcKnv1}T+x~UI&`GRG_+6vMkwNfL8Zk2H#G0Ynne@<QNiMtljZL~
z1~Eo^QWA5=N(VFmV-$U9O(g&Ui26`S>}fjjiZPDVfH?eWNW0SoNgsLuNqba4W3@{u
zBN!DKCV&^U6p9T6Pg($WX$hcG?aeR~=A|6aMF3)e6s{;a6q(I0B7hKbaB1B-Q+m>m
zdH_->F^W^oCMW=<$Gs*fGyrD@7^4HND5NHk26AafT0zAqrT|YgQe&LapK1VFDKkcB
z0ePe<D5N5g3ywO|cJtPk@T6g$l)8sO7=Q@_KDFWB8gw^`;tgiiHjH9M748J#K(90S
z#d!kwRqg!DNauycM9!Qew9(~W1&nHX>UrY|cpG@;y4_m&ygz#-vfMoP4A~et^2RIA
zye+An8&<TE<8nc}=G)ZQe<XTrlIpsIG8>DFp_q`2mEd>$E6k}Br*qtMl%;8Gd589k
zzl#jlml8+|e8(p>^-qQ_Bb&q4b4E{><@G&l<vn{zy3q9<_X<4XcY)g#^dG}76xr*(
z8-m$bCEQDbmFiNGaM1CwDMhw-o?`4QPSqTf?O#6pRq+&lBh}-y)0{MLWnBB$ru;_N
zq|m%6H<raNBpX2;hc)w*Gct)LX3I$1iQ9vknysjnf~MTAx|&`e(_QbB&c${fq*raL
zYHx8Q7FuMRqyPqBE11(|X=IE{%#fZLfG0K7S$}2NJciwxCfkuLz3arSCf(1kr5I9z
zzT~=phQt?(E$bPk#^Si*t!kbt(=B3P#k}bLRg7>2au=R0)l%w3x0FeNjo?>3DqLz4
zdD3LbBXS2*RT>U@%VVCTr&3pD)}!K$UsN)AQ<!3mbW@HiHqyrLR*d;^Z$;#@^)-0u
zU)g&M#IcY9$U5S>EiG2@)amiOHmWwVp8o)iYUHB}M6atjH0QH9H-adkR9Mt9j5T^5
znc=xEJSlJXh=GZhc6*BE?eu@PYL5g_w4XNscCSp<ZY9&S1-95zY#d{tIjK#~7iD98
zojF1j&R4)1d3|1RnGwa1wWZ?27uXk1dB~NYI5juJ#PYP;%lFBVPCav3zBr0ookACm
z0%T<+NU4{?bIN|x6xU;^`zVXT@IyNskU1xc!0`TuC-#Nh?9jY>4!|&Zu8!)?dAu)b
zWG8Tsl+H6;mxZM^(ds2yPqg8JE_fYjOO;N{#+;j_ClZ&5V;XbYOB_*~u*I+=#zuW>
znY^~X@kXqxZ4Sl&WHImFyH61$zt~oHH)_Ig_$`jvsr(x@ojlVaKrTlh`qGU`i$t_G
zQH!Fhbw{6GXj<=w=JKPFe97_{1KabgNpy`&P4h;~$D9M2^?w@qOX4dB4mksIcOJF1
z1&)<;+wA03kPJENirzIOw?<CQDYd!c6WZ!RJ;hogyc}_wEqpboUqti7OCoZ8YpB<g
z?Ao2o0%nveWM#On+rhBfUFeXkGQ$+${`F5+7_B2$pz%~4I4Py0JaS8G)VEa<%(1ci
zxjdTMv+yRjdn_Y61B`-CHNWCpC5yyUTU!IMB*+=yS94`|7VSL!pcz?q6bI{BOA*TK
zg;Ip0Nlraa6aL55rPSX`^Q2}CwEWy=pr6Bf#0}-VPT6h%=DT~DrPBOeaUqOk$-%Eh
zwOHk_Yq;Y^n`TvyAx#ezB<*5q;W=Wax}F_(;r&xhfe)B+<CG?<MR_ion?wjFJ<cny
z)^0AYt?sWTxR1|;jul5*q2Rp-{t}&8uC+KD>}oOQCj&Ln3Y^h$k;{sLqir`L9x=bT
z(#^EtiVnbWS~hnvUf4x#YH@Psob;x6&%$?FRB}(H25mKd`6s1v8g1>xozz<!W=J88
zM5#ukIit8?@phKGo}?^q^v@|LaEd@6pz3Q@@LJ#4M>5_bUdPz`R!zT)BX|-WTV#r$
zZFTEbbc+o?#1mb;oD2e?`N`|nyr)IQ-JX=D<gYypop)WD<4sF;bhvZFNw=kB#o@Sa
zbcycwnVvPs$53ibTTP!$K?=g)4z24_XxEmuRx@wCb!k84m<GKJJw}bI;o&+Q(A4KN
zPZ#R`8S`xI<tr3}1Y?m;()6LMYAtg;%QVh+e4ysDu3&vbTVoow8Mw&Bc6K@@tD)PS
zQo~~u870@Hc22H`jS3cg&vMqA;W*`*M!S+kjD6ktAI`J<OL1}Gr!m`Hd5bFGjP|C_
z;>}xEWP<6}0Q2Q8E1JBJ-|K-dBygP+6I}F@l|y_~WePW!Q`Wu>Xf5PPtIAw%eizog
zavP&8&kICU4u-KjC2tjnhODjOBW}#_F<YwS5?ifzyQX~gS>2Q4Bdu1uf-9)JsiRj+
z^kKzKxNO}}$uL-Ca5oSM0;%jMyFO#j{wH{X+eYx>*uscRr(sSw?Oq;`TiV>hk2ds?
zfhwl}X1aeLYB6g%v)e3F8?}GCo(DC`MWs)7t4C=D8buj?I#)E^^gVnmZ4PJD?(b}%
z(=^|;rGSzmpL{UlyuuiNw6(=d97!d1@?KooTFYm3Gx<2cP1&wO$)|%+l3PU^<K=e_
zm4yeanca+ov{KaXJa1=v;XNlxj>`U6(ZB{h#~tg9)o)(sR<fG@W@N|AMswb`thC<|
zc-Cm{bsL3f;A{kL->p^g-jOz$b8ncCMT`OkYY9b5l=J<YaBb+xT-bS#y_WMB<d!+j
zZ9z1e&Me&}XwS;0VZg3)L53$WZhw~<AlGLXh$FOwtTRT6zrq)jUVT|FX=IP7O~(%u
zmc(}u-e``HJ)N?^{{ZsQw&ti_>wZ*CZcHr?Tt|xLyg{gHTCKsjYl#{R9iWqeReUSq
zy+_3t?`>-)zyU1n&{teA(Q54Qr;3uBI@o+$40eH5c2r;aW=~q%v(|L|Q%_?&R?gjr
z8><2jg!AE+>iK-&*isbYrMUP-s@qx{tv^yp93Q%hRQ~`ve^#WO&R?y&+-S41mf_?3
z6z<I25ZS=b(w(mOdrq7|Z($^{$`qMA#UymDd9A!*p<RXzKJkz@WQvWvX{<pbrQ}NQ
z$Rwr>XsJanbZZq>Qunqigt^jg10p*zHWkOUb#}f#hFKw7_?kpPj4<n1RyxJ4`@;<P
z0Sgn5M^9?rw9vH4uZg}Ww$ZLouQ{xz750v%;V*g;)T49aK?VC<X{{s*$02jnR*s3{
zs8_@h-b{t0ej9hKW9k!G3Cl-p3`%gME;Cw5292m`h+v4rc)jyn?MB)i^wjDuR*y@&
z@b-zU54Laeu4NhdWE@kid?BOTz&_g}Oh+NJn)3}SSGuvh5t3cAv}U`=AlH@?BatP%
zgCHI;`qw*@li0?s3ba+6>}$zwpa>Zn-aW1Ih2tiwrKDEw@j)fEj10eck+{|+?}as4
zr%BgPi3@ZY>H60z;;k1{(}$gTbk_@x3Z5%id&GM+D5dQUePhHBT3khKZ7H~s82s7b
zoYyg~>ak0>0WaH|2ZC`@_+|)o7#Y?q+(yF;-7BfqEVS!MEu;`cFPs2L0E5!2kwM*?
z`&62xPwzbYOVMxjb#|0Yz#rny1$8=KhHbRC#LpyU$o?^$S6s4vi%$C#DyByp*rIy#
zis$39O;+p6mPUX^c?bB7MC-~<$W&mJ<svwd^%$;vnGz+9d1AQDPhoc?IzWO+e$JtI
zXvg0CslFi8bX^w1?DKCk9;l6s)&`d!i2PS@mile4lV^>hM_vG~>^>g;^Eq)?{W&6Q
z*!Z_f(QTSS?IqAB?{}_#Z;4uyf{{d`0)F8Y*=ZjJBlG0A)$cs~AK(Q?>r;4x;Zzsx
zANEW>NM59nb6t*{64>)Sw50bq34D2}qp6D8H9^T6GAq0A?}_jAEgoMr($tZaJ2Set
zeS5=q{ua6WHN(d@n!j`m5G!NDFQ{CVw<!|Z#4;F)<F5qPh}m7+Qhh+Jy|}v8EM7*C
z5UvjgpGxCR+;6Cdi2^7*06JHu>QHK0o|?BezDR-t@<tc$kIuZ#<wTl`$>fM|e(Kf~
zT4|%xqfw_8dM1sj$8Rhqd!>>+omgb8aeg$NZah;2_VaHHMjNI&S6|?ZEi+MuXm18s
z4z<gCL($>VZ(?g!%vs~wv%}d{Xq<9~Hj2kXq-$D*gweqhd95Qa0ln*=@g?QuzmKB1
zzez?)?Lu*yv7(u6?cmfSU|BGE6>s8g%W4+-W~VBFCIHGD5sX%tR-sj+lN}FsJgE0w
zCh%Nn5#1OJdtuxGZ1fqgpLGYj@t2R9dwXD3DKNt$99MbaePZE$9p29J&fr8<cedlw
zus#}H*eGb=1+OIBWMkWk^lMMuXO~8s_L`LZOM4<}Cf)c*eo&zFt~Tmcy1$AiVk1V+
zCc7h|$*TCC?h`NsNJ$Oex!)7`c6|>}StgS(IqEwK^KjCSw6i{jtnWjR_8*4mmX|U`
zZ6Ztxg3h(*SND+V)^gp>$6|BVyoccp{kmUWEw{;Uw*z^}Ju3IbKM^ZgN2b{73k<Rz
zV<<^)%Ds#9=#QGI2Ps(Q{Ack7U1>sT@wx!pN4LFmmXCXJF4j1e#u?weXzCVF>6&$;
z1T8aRq&UWENK46kY(#sN$SQ<?TJo_q?(GxlFjN&db2CRq(j>N=E6NKVahwBI;PADi
zmy-RVV+GD~SQ>*;*6b~=e|h`46*y3H&2o3%CApJSR7cpXIAAmUtImZA)01dY#KKPf
zj?&-Z^@NwqUTE1nC?hom-^05wvOE)UyMQ^xaY?M|wo=JFcf_&CP{7rzKN@QKMZ077
zuPbD;jEd{}y?btA@fzJ1?|c}-H;xt#%Z#11hkv0o2#XcFq^Z@bp|$vjJ3BSas&>dl
z#dR82h_o*eO0iCY-b2ta9Mpfb(tbs{@Sf=NW$_lXrMQY&$Ura_wsecz?LaiqUhQ$t
z-1V-9#eNR8yNJ944o(BFBlNC2Q_ya_9=5koT?xFw^957IX?k^5zYyVyQI{=^%guV>
z%0+O`85|N1T9tJvtuZBxp~35unr@FSm#nYauOBj?{{UB>wI-cDgmp<Gmfhivjs{LY
zrE^Y~FRAFltW<8x7G5j5OT;;d^YaXLt^1D_gBfMh<B%Sua1B$J!`>CLPciSvc{v9?
zD|*LD(EiJ|-Idq7ZXDF|S!i-jr5U@pnPbG3ma(I<GNW=(K1ie*y|wW&M=3EA%x%p+
z{{TVJ#lnC|bNnFE!Qrb5cM>6y82<nZH(G|7YuQ+h^#zhAHqZfr00OSVdnmSx_argM
zHHmF&C6&$8(>Yi{`9P@cd`BI#uvt9v#O+?|Sjvp08=1DJJ4ETMVzG`=UNjdDKJ=rf
z=T>BEO(N1;r<yWJ<7NeNn%1Qrqh%DQG07R_f&D9!pInA=*7F%cD`z7(BC4GiQ$oFq
ze)Qdu-2VW=MR#zmHMfvdlZS9JD~{HDR+heNJ?mWElYp2zR<LzVeV*J}*+TKI?j3v7
zns<hc*%I9x%Z!CZ{&nb5p$aj*Lm9X?YG|S_^{r1ZHN@#`=a8U*TG~y#Q9~_^HilWG
zY;R?+K+!Bx&rI^~Y?p36SK~jGT+*YCX`X2G(EtbKW*}~;sf$+ShQ@U1#+;jHIbm<4
z#b+(Fx><XO#&Sph09v%<)D*=ST{x&r9I)e$!n9glI^ObWC%uIj{o(0QUU<7eogU1|
zxj_5MGn(gq(t6m@SB>;BrtwCiW!Y_R1b^;zqSwSwL#Zsc_5o!pv5q=}Q4bR6HnMFJ
zN^p2mPd}w*>eubA&F5O%5Q&bI;~A%_vE57ASA2;Xx{bsh9Px5$T3n<<G0cE=&sxjX
z^;tE&e`Id*#{8&bQuvfaA%zm!NQmW&bCXp3DP=X*swRyY{HD$adi9}hUU#}YdbnuA
z5z7^!-S}TkmrRY*P_|Wt)RkqxDr#74TUnao8|h~%oZGo4j%v-ep)~r*x442uLIx3z
zY5pwnv|b;9EN!hKd!jmkK2cl>tx3(sCbd$e@40VJ@Spa3!#&*cN($w=;<*0+6zkDj
z+}vB(BC9#s@~<^YUx*sr{9*$*MsJl>MRXn&@Jy23E~l$TWtg4m2sqtZ(xTy0nr3sv
zJ8E>F3alSW((yS0Ymb}`>t4See6`8R$2G+GdqcQO>8~Y)qTYU3$<76K>IhNm-n-~W
z-fbQ=c}2USz~Y^nPBGGeYq1>Tv5`s8(w;>xK}-aqiYNfh2bxMzK!Ab;12h4SrjGOs
z4k@ROl%|k%=91h(kLOB8I#Y9w)S&v+0D~fmI+|Qi0%N^69EwT+#Q+2~9MDcX(r%yy
z$)v|qOP#=j#T^$E0E0a#005j*yKzyZZmh(%L7)fGnlsqaj8Fn*fN4!Pz9;~|sUq)D
zfs<0kF`58Ldvj6bcc~@qQD9O5c=e}b(g8s|r~o|B2fY|Hm>}|Lfbc!(c&1U4+)x9!
zJt+=*Qg_IsCV(8dBbr=OcT(qy0023q??9l?0ZE!D@790}(MykdL&YEg%`Pbi(v;?y
z256)lnlsKQ3k%wTMJMAx#UqMn7^NnG$fN<9G6gjIQegT}fNYE~OAxBOl56LGi+&*&
zdivQ~{`pk@01q|o{wb2;Ee7SS`IBkm+P-2*f_S#taQmb(eA)iBl}B^44^K;w>M&0g
zqRVk^_Ur~%aO+-+@cv6#^yCQ|$#ncN{^+XyGrrS&L99n-d2{x7;g72D39ci;{w9~g
zclW<%3p5T2g5S=#=LI!ndNZi`QfG7VH$ghB%Fm~5n8csHAoQ;{(6vol!&jec(;v%_
z92|p#UajG4Rld;f^#{By_MGKZ@+zN+bQ^6x&e>8R5FDI!Z>>Ztaz?>R4;qa^M>DK^
zL%i1Xqh+kyB-ac<M<2skdTyO@tPvDS4#ARfz^z8pbgRXXJ-?RfG8sk=YAY>X*GICR
z7@V}HBWUZ2(p6np=yX!096Y<4kzd>RcHShpNac*@^R8c6)^0VshGkH&1B6wm0h3p}
zL@|(n<b&JRw3@;NyGUSNsz_3PwSr2Yn>%SjRix!D25FWTk=i_phXi_8Ti_io3#~?3
zZV(oQ3k5yS4QpyPX{2~=D6K(ODhoX?!_ypBcWrX<my$dK+;yyDIZjO))sp(N?s7WB
z^4{wAZ6j=8`&1uH*LIP|qIfRZt*y&E%a$N}S0Uni2_w{6blB0EG8k8<X;&?E;VWp$
zBe`4=>BVbGD$Ov()sm-8t&cwNh5gOHiNtZP?>V{8YV;owLhYu_HRQk`9X$nk?dA9O
zUarE{&6eag10dv@^hnz4R`8X=Us;hUiz9Y2YdE{Xq;liry{u{@H^9Xq(yxp|bVOtt
zr{ib1iET9q*JwkG)lY}laz{PogpN~jArPJ_ZyH`sx=P0*E3&t5#<Fs<u{@4Arr%Sh
zj(If=F4dl48+l)M*1YNq9db=t<@CvsNF*Pnb+&RP{1%yoqb3uAKMLnOBY0x*be8$x
zvkZFkO-1`oX(7{#QJRT9y#655bQ2ZgEzohn$K5}jaQbEa=8u03-NH#2e1#}+lU}#u
zDJMP{x+vc=$}^8ln&x2e@z%5}TsfC+SOeJBva1-qh{DQFp07ib@lS{a&CF77Q*aby
z<D6A3AH~N@c^9dZl1)#4q(^Ob>2VkDi*3VKZQ=g_0BLjS;!DeTq<2EWi0Q>YYfbKr
zu?nR+Yg5nf^;j;qUKU;Qe+@;TYw_uth?{@Q=~@wZX39?yJ)Et!C4HceO6spZ7-*13
zad4L}wlv*={{ZTz?P$bRYgUSkC$Y_IJ|wigovu)mB!iGUR$ZpHZ0C-6?pa+<KqsYY
zr-bzD`ynNat{n~>w|~;IC-BU6*S<{hvJdYb^eItn-ZHIgMO?doty^k0o_v=Cx##h#
zT7QhLY~YgH%?3B=nxhYdqn>db1>_7q_oYLrcy`N6ot5qx@IL7Erj;o>TvEhUj*^YW
z%_=_PT>x{FT5;cNz8tlN+fR`twV3Y;JD<<qxcTkbRZL<~Tc&ElPper7Wp|KyXEBDY
zRV21|IdK?|Z)D@K+)uCSnx>yFiLDW39D{goU-O#bwFI`3WQk@{v3#I`)}hojTm55D
zS+8Vgd<FTt3fi^OY|&zyaGdpI6{<>_(BY*)RF&ErBuO5f9$Y<3rg)1}(IaoL+<9on
zk?UF-cZO~}MSVPWF!^a3<Y%QrsQ6C%OJ6SR$Lqy&wzp@k7^amsxq43;-D;P1t3J^X
z07;&Pv@iTV`jyk)=%pQ3=Ge8wm=J~l1;=yVu4&rlp`*@=Z6}hw%J&pFEzwd_rmYfZ
zntL5_E^lH8=-I&>SD-=TttNdU;v2YG7^hG$tZSHuT+)0+sY4dBk;Sz0E<W{ielF6q
znfxfvq(={zZn-YKSXIU+9wMr5RC(T$eygu7!l>G0;ZLPo@phl~eL^ixD4Xok5J|@Z
zxmYe5Hw>o)9@Xo97SwHgSD>8>Pzq)v2v2W%P7;kpBt?0ulx&Yl@Lsd0>z*F9dqz_6
zAXY+o&2<U`9G{eq)$=9XI@iO!XiaA<uV}B57oqkw?*0(*L_R9fmii>x>Hu-?UDt0@
z!K({1r(zgw-CWO&b#bG3a^`D$f|m+1q*nS%^A=(31$j5c{d?>X4LM*}mT~uwVg5}!
z=tLsrCFXg~fvZm@tv<1P`{#V*lUBSxtk}Wgi;Kx&As;!%<3ySo*!VFnKjo~w0P9*l
z8t~<Wx&qur==aWXvAT-joYRYu^ihm&7+Ygv>K_m47PDO^5`appR{^9z(qGSZ>U^&-
zgN~K8;>`n5(e&|iBd^WI)#?RR@OG@0mL}fj-Z?GgY_Va@Wech;nl_##IBR1@-u~j&
z@s`3z@{44JtdACJcUru$#WQ@dj9}MSsoiNBb)cV1lmj6ksOr2|n>#h$qb#yHZ<{%*
z!#iEGY-{$DjiPU9nsv<3ff|v=TJ7|UJsQfvh1IG}bByzY&0!5uUq`n~1a+1%waRy?
zw7oA-x}G_ul*bbuWIbz=QkS%D=cg#AMRPk?$?<*ltQsU%7V8*xa@kSPWbs~w@WV)t
zNzr4tk~K129OoQ?URA7E+r#4IvuO;l?*N|M*U(yYFj!c^k|9WzA?3GjmFv^DBJ(~{
zyZz&_vlYBAx-lGkhdCpf7R_zjWKZ|GK7ydKo-4L8!5}Q7Y4@%d;&+c^@coF>tchFs
zKjosHK&=%N)~5?{PR6H;{8!=K5kyy)Vq2BxYIUxEOttWTj?!ZUMk}H+S%-hhyplaG
z_gD?6Ozm-W$0biB*Ja?_y+=*dVYgj2Sf*wl!^H{<WM91%dz1Ks;LY8<MtcdCP`Nk*
z2Dpn|Lr~E!{>glf$-=Tp*jLr@ld%k|nOR2c`qvrbZ->@iC5}sl2)6)mK<1q3DJwE#
zT`6Cw<$AMO-D&Z)lc7Z!WgTmsibjrgb=;}zQAuZU;jMYBZUY1@wX3GPYh!G-&u<#{
zjE?o^Rfn>EN77)iuA)e#X((I7pYLGjHRu<9F!MA)Z5*y;+xJ&IR}`8Z#7P5vp#(B@
z_O6@5Hj!ys*@o=|!H39uR}|D+z0Xe<DszIImZ-_Q*R?C8iDS2sqz4Ld-l=L{C%%(N
zZ8rAY`M~u(MS6|x+gZeAwbP(oqi}Z|XY;Q()clQWTQXkV!)(kjLT3iLDI}H8Eml<<
ze73QBK+p}AjrPWv#<G0Glf^Smw>qYzWW6rPrxCYqDgGqX#jcTUrdzO*F77IQ67(37
zB;EvToF0{hM&!<#QE`VeH?C#8(sYNEG%m%qrUy9fT)wfaK98mgtK?<7mze!4V)pjV
zOJ}>d;UM{lJ<n?6EMU}rB>0Izax9=fDxQE3{{U5W;i#!<(dFVX9Jh+xwcx)8UU=77
z{?yhO{f$m}?_TF)VwNB1_HnFss<=?299C7lntz3~b`7!!Vo$hwG4`)0*FG}p*B6Zz
zj~YV?{Jj4F7wcZMebu4hxjDCU-J^+{%<~^~XYQb>6&4YNB}naDx5I5>=UDLYn(pQ)
zre0Vsa+TIdRhYAK)cLMwFLd*-i#h~XS|9ejC56O&ewF7w50Xob26&ar%3JP(&MV&a
z%{ld-58T>xB@W+u`P;(_dEx&67t91M(Z?p&Kr5dRmn&@T!qjJ@-&`{IU4GMU*6O?=
zBa>cDsR<J2&J!=pc&~5QH9L0FQKexzILMAc(!6uTcBt3NVpL7XrFj^6E_QpA9qF3-
z17AiAcJUJKI*O;`6}^(ceX$u?4+M(a@Rx~V(w;cyg;<U^3fl4I#9EJrT4>Qro^pE%
zg*6;P(CNiWa)z<fxz6|%2Bl^#9IoD+)sGx_Z&HHBNnJp(gsvERX0ZGZdLXx-WFBm*
z&(gacPsP^yw}h^A>zJ7)BZVCfD|>QRxx*znK{#qN;jXb3r5)aeV^+5?e5Hqc8sR2g
zL&4rPVxgl|lb|>RS55G=MJ4!1gCwYMSo&6n#zUi}<ZJ%`F#w?M9qZMSyiX-J?S11$
zZ7ub6I^BcDC3M~L9&_njo~8Y*tOT>agog(TTfK7nUx@WhDN9>TA}?HLitQ|XZEvkC
zaq5T!i}z$5b6!14Gp6~HJz8$=#x;a`w}JIlxSHMG2JD?NM7p~8gIjG{PyvViS|3{U
zdrf;zjnc<Zi6n`aYO`0G>ULJPn!V51&<IOqeT8(#5ZyZ(VX!WEi#4HU{{U3gb#sMQ
zkVpI@u&b{6!0_r_Np2w!{{X9D)YKXVqV_XP7A@jIgPPc%#(I2uT$*&YQadO;#yPHd
zKYL@RF^uW1SZsO2T~DdpqDY`gBW-6tTJ+xzcrMq>g=NEB0<0LWMk|N#rjVMZzvnRW
z;`4H;_}9`pEtD2^it7k3jAtCzr1@fxo|L&`Zl^n`d_B;$DN+1@lLZ_oz$U9+cwfWO
z>7vf=*alPo04&#^<z3rtkb{gd{OUKiiaeKvT=!#LG?J1q_RT9EL#=opPk*z+rMtq?
zfs*4qepORa_(iGO#}t+~u}DWHuyQN8@fVN0F``_komN|v8+I=^#a-}+jkNy&7^LY1
zo5GRwEJw{wq+-!guRe#AY5pVEd@poubrNT?54DRaIIjAC>@8bHNq)?dq{ASLe5Shn
zOT)Tmv0*iowy}k7j0bx1rO~cD53h(Pz1?Ra%Eg0#E6uBg=GHr%6tOApayNQo=z8i&
z2_8{yqqT1MpG!v3mr+uoh|kMf`p1XuwM#eEG>L@pKQgHP3ZT(};TbL7CXzrnIO$wf
zxuGbzZhKVgMaSJaXlIL3)5W_MY1CvI=(No@P=*BwD@Isk^IWcxcNK=E9${_y!zcHv
zy|wY3gtsYb+G6Ak9+g$$CGhNYI<mHjF_KwamkkZvl1jY@J?nWbFR%3rR=H<Lk~}a6
zspFb-dgh;P0cdo<vXhXb9Mtyu^ow!!iLHvox4t;8C4O#Gp1kMFcN-jLsi{eG;&Z1#
zs0gi86>!<6SlemVEp;WVKWUg8Z#@UnxeZ3*3y%|BT(oS;(w~%lYpc_=`-_%C6yn;?
z?-j24$tWa@@X>Mi*oet2GMklP2hEPv&1(A6Un<*a)`3cmt%26GyicvPayFl*NMD>1
zz3WTB{uaGSR`TxKbWSos9Mn@vj5(*drYgIW<ysZ|E#d2}O2j3_xVM2$Or&#Om1}2b
zr)jKo>vfTkV9zIN&D1q3eJT?7G9{&&oCpuzZ_2rgy-Qs2mC3cyyxUDLqcZRwrZK6B
zciA3n=Ap5zsrb80u(er!)Ne1hW6EBD*E4hCFB0qW%=YD=NYj*0O78SuhZ;tdma|;K
zv&>J<2(G#h3~9DEQd~i5k)*4F2SZ)7Fp!J2j%t{xC86Oq-UZjLpcj{cu`A$$dBtbR
z4abMP%Xw_}&DB|lTKZY6t*4C?F#sQyu)J5{Jv+pfuCkyPai&#(=Zfucj8=%wm3H5}
zc#np(cs0wXy}q4e^7^4Q*I8=X4wlLwjz?1<S8m;YmB86r!42ii25A+ea-~OpYoybn
zn)b?DOG`#v9Q?w(%v$QtTL%pqPjh?55Zc^JZFv9>YU_=ovEsPxJl%MIR%xOQ95SE0
z4?$YeTVGf~AKDenDtSZFt=h+7b!9x)k1pTg1GRHTry}1*deWg7K{u(^=vMY~OD?M|
z&zd}}oyXYMjBE0pOU0LO8=Z|I+4RkNea*63{63aT0?e`;F+D)9GPTq70>5Y$+;rXb
zt?-MLw$B=>=9ST_;XNWbJX>uX>E?yxh3(e9gVMA@E*A1h4glJT{o3;%h1L?-Ypic9
zveGZfC3}*hs}Q5FTIr4Iy-zB<+IAH(I<|ccNCC&cdO!de#XtB-&lTuGDhT9aX9AQ8
zg(gQOa!ILoV}n(34kL<8iUH>ogbH9d;}ii+1o}`<Gyv{`l7e$aFenhTpz%$jfDw%t
z4NHNFQGw7>0i+So(&N^bgVa(Uy()lEMIGqIDk<j>N4Tze#Q;s3Y3rQRV?Jtz86MQ)
zIiLoElgOuFA8J8>dQsMZ3=#CFWF9d|lSXI(c%;Y_x#F4#>SzHNgVK()xB&F)-j7-U
zDCjdupITm`fDF^)?@^AuDp>pRNCcO)MflXRjDb-OIHm&UB9sgY0Hy6f4auhik<By{
zP8}!&As|pPdeA_pcEtk|K7x}c(wC(a2s7(Tib6T3cAx|lrh(F$de8#V(ts$%77GiI
zXr}EsrwmX6W|ZcP3Q7Pnb4K2CKq8QzN(MVL+9?U31<fewO$1Yj1a+doA<YM;S^y)V
zpp!@lq>W{bmPHJ#Hk$d{;&+2?JUy*0v!_5>(4E8q!q?H6AaFS+rDp2Z5NZ~aT3sM$
z<XjR*-K^!NrjVOj9vN!-CyI0inV>;@ys#Z>&wNX31*t~2fub+LQ(L|#@a+B)@qWvB
zBo<P?4mwr;02S#vYUuIY+fHV<E0Vs3xxN|SqdiE;)u+qY=KMRT>In(5x1FO>dBLwy
z@ZF@+>C@fnHwNZK`C|@xSB~0GCY`9pXI4N@HK%E*UFuqkz`BE5Ksf{+wKK!1O7CL5
zytx%9El#t>*AVH^qUrL+COpZvwQ-ty8<}2KP-H#uYRs@avogsckauI=y-!clZDP?N
z5W^T}gpx?-IIODGjX3f|^(kScLIB)ABfn9VZEkZu4%6)?7mqdrB9b%PgH^SwK?2*(
ztT57KF!mz0yccn87NL8l%^q5Pz#mSuc&krKO%gr7GDk53+nVK!nmXJ60BGgtbw&iA
zMzxmZe9LBphdzfD$9P5T?L1XHE;5qkV^itPby{Ymy1#`WhR!u-gavW*#d0^cw>m$G
zt#7U)0vB<&9ldLAMFyJcV@A$1g!gAd;=LJQ)8`Nj0Ogn-!lv*&(A2b*vbTRKcn;!E
zaa$U_pW8vY^S^O%9yXff{0`A*n&sV{%k6hvs7)N|GG+>1(+J}CMUNS*+D5f)sHVvy
zbNFVvNVOmBJt`SsWy_}1k6PutRU9|k6p<{ut}TY(2UGrYM}sbeUKE%wHxUfuzH1o0
z$($3Qr1y!B;hTA^ylh3%GBK0*x*F-cOK!IsCZZ#=CRooH>UgY=6)cn3>DtT<wd4N)
zSXb(6rHb`#Z6J8g=q^wrpL&VSB#EgxRFrENc30OH{uzRGgexb?SH3HmvDUQhGgnL5
zEvCtToz5^aYp>Jc5UtLhW)hIuAod^R*CnlJ7lQDtIFi(yl@*ODky7`Kd8O}0Jx+sP
z@otHCq|a?={$tC6aamps)wV0zyyh^xsLwUY9}4OdPUZ&ky^TVi7uTV=-2|t29c!jg
zr&C2Bk1Z;Ejb7%*isyn|QRKIfyZ-<Y^sPS&__lRNvz|bzu@I#FE0dGMJ|G+AnL~Qk
zJ-w!@CGodHR$hZOr`6L|xzjvNH%Udso3}Tv*Y9#054${fuSC-|n6GpxH?WZTSaq)^
zywSDoJ%UXG9mA;aPf7LdI^PQ%kt^_V-icwl3a&DhWUU=h*?4mP<)xi%U<TWEN}knc
z#}?Mj1*O_xO2d@=>xQzr*6p{;Zxoov&Bt1feR}$Pg!_6i3&1VfrD2`!g&ajMYNaP+
zdLM<a><CDVp(l0Qx6-I;+I$vXAcbd9GDzE-=~#XryR(;34AK;kAC|Ump6#`zxVg*3
zi<SCUE2iTkqI{h9i@Ik?cVS^BpCGWaN0nnGax0h6bV)o_rcEKdf;sKwDY3Kaf5NTk
zH&-{hg~~u(7t3LjR4nZ0@X3;8ic9Y@Le3)X&*5E|XzK2G*ou>lOD&B502p{;Zwy<<
zc|6d{B>8qOYa_##=^WB1gtN#nwI_<aLH_^=EU9lDtdTk%kJNs&%?3#Hy=uVRM$V<c
zDhH_*+foaZR4PxI&iW(P{55ATi=a(3@8#TF0#F{m=bGUrhVNI_g{;%NF??t7uR-x-
zkzB_NYa>Rf7V-Fwm6!1H#y!`Xg~;Bql2yHH%!_V*Nc1SpLX*TxR?7O{hWtC>+Z2Z3
z8he)<0gQuQeS4?4m==ZNg^vV|)!TTdQ?}OiWQNdra~1<H+Pi=3SS&m?gHTksV4RXF
z+}-ccYNV+_dre%A4!g0ihCD?pNhUZIPwje)cJFT-@(3gtWX~9_txnutYD_HPJ9l6J
zI#e2#mp-4f%qQj?`&QKIn$HUf#izN<K?^Zt3(kKk+0o~@(e=A~fL)mgBqw^Tuqqa8
zo!`PeY1(Y}7FvqW9t@$r>sLoIk>}40;T}`hwcS?RUhuSn?$hk?F&{e)OJcD83~Ehj
z;yaBq&)sa{wy(cxgT#{Rhe@;3KG1=$7&!yCZ|he66L@vTwQ(%*;qA{ZJJ(ECx_MRN
zqP0E1s19Ufg-%I5g?#1X&0)Ml@c`Sz>nt&_RU_N2d&h{S5$G2!wa6-PqrL@v_u-3s
zJx9h8wa_+^sV67YQmgL5<~UW&G#c5ui%^SBx49<@IPA4%)&{guKb#)oGssiHrfQav
z$>S0sxc%Nh+&wF%x$xXbM3%wl45KQ(z3a=U{oYi479Gc(%3TgC#a<@8zT0f`J0U!&
z=qsYqG-#yIpqL~eZ3i6W*A=Z>$tQ>fv4q8j83(O)ZD%xg&@3=WVvR;xs<Tm|k)9X#
zn3qyIBCm)nt>M#2bV#Hl<;PQ8U7Rhrf^nZ(>ik=A0MhN3V+p-YV)%X!w%x?H3$_4x
zYIH8B+~}z&ePt%DcRm=t(`_`Fqn*M@*CbSSSN9XnOi@odFDn}370{yiZow_oTE`;e
z8=s;5YQ6V}<g#aL812$7!aU~{$t`4S%~DcnM^7`$yhj!7zN;jYLhw8CGt^hScxzYw
z*YFGyukYrB1ta|ZE6Ti6YpiSO{itl%sxCMks(*$)G))&!I!2&>(I!85{{RX904BYR
z9N^>Vcv#rR61=xPstBY@B{0Gva=AFK6!^!c-$$ui-$@&JPM~i0;=RW5?c;(pvQIiG
zv4<V14Npwd@3i4<ej}I>_gknv>$`QK=1Nj}^geU&hm0-!KQxluTAANr3G8uR#o!-^
zR^B3r$A2^y*8u+ScUsGz;qQS`V<h*{q>fG^C#6Rhh5Q2?n1!<>ZOKE^^{mu&CR39~
zt{9(>-UkPg!@Vp>y9r-jO<`%8&V+5EvA5I!2rxIdHLnHTkY<T4qc7}grGADyuXBX>
znc&M!M@#!`5UN}gmV9z+#b8^j3#Nv4+yMDmyI0hgh8v41VKat}@(w#!&;B~I5j?tj
zTgm3zHt#eJqOz+_>r=N4UDMRen(ApS(4ERq^sa+Ou+_E6Vu^0{DE=~f3goPB3u)^J
z9&5L5_11Vk;_BN`jz1`&JPq9ic@<&HBkL*D_LMG<L_Q88%l$I`Szrr>i97z4=Q`hp
zAk%gD);*@(h&x-TuT^B$C9v|A`ra9Ho!RaASDSdhOSw-GLT@!BZ!iP6A542zs!7K~
z%fr;0sMFM~{hIfh^cLq05W!U*oL6bB!E2{l#TB$lC1n8MbJDpTK1+=sRr6v)JB9g6
z^kH57*^>6&JNJzvonj|x>6}+A*E7)Q#MG2+*z)fl-^CuAZDC_5XPA#PFI@3m{{X|!
z4@KdR2}yr)a?GA<dkka>^E(YT_r-oFmf}sJAeRIVoFD$Rd+ZRv+DmEjGL?IMgbv>>
zE7_$4qoMQonYQ_loIGRW3%?d?#x<GawPy($XMxRnEw9537B3H3#dV*wI1)=QrFln*
zyghfJYjZ})Ac<rqHUqY6Nj@NWmMt^;Ib@ZhbOCn`aa|Ew9IZ5c58-VmM$zq-EeIye
zVcAbEee0k`SIKdM=xfFP59wOnwb|4!nt1Jq%7^IH?JgQb-ozyiBuxsLX@FDm*Uxk7
zS2{Puo6#Jo(Y?kQe*s?Od8nqFr(9pm;71CR^{<{Suh&`eOuC`5CO<!PtUC`{=B*xN
z(bt1kcRi~5I}J)T`$S5}$_Q{f*N1qL&PcV>797OwwKHD7bK`v$I3xQatj!n$ZF$#@
z{6_l1TTcbAkkLNiaqnJb8fr6Vu}|7UJl4>IOYrN=-b_uk@sYZ^tM3b6w}xjgdYe)<
zET`C41*PipuA?2~vzah3R99bl;=6gQCWq|hRnUS->&Mo!sTQiHdNmzdv{kk^&jQBM
zYLnXisbU1}C)T@3d=YnbaU^zAB(Z=?Ft0k%L~F0JdHzD+kVSWzcZjbej#y%oCj@Tw
z714-(`e^g8>Z**R7Bk_z%cXd_=S;Z>7%?3FH7CUVE<H!aHrAG~$S$P-Zfs*5))s}R
z!w-nebHoM2(&Wl}bDHaXbm?dD2SmG>zjo26<MFQLH|(x?H58R!c=KIjN&dyYxUjjG
zbn%>3{S(5sm(~XMBbe8z9jjB~o|v%sfZtof%N57YTin(jo36c%lRco7hW>yW=9Hy6
ze(CCArSDws?sVHf>}yl!e*Fi`<n*piSR|75l^e~;;Py3E8;gk|+qv0l)E5m41D&`z
z&2T767u5QEEjH=%C#lwH{t1@mD5q(bCT^qBs%yRndm9^xWV=<`xd+y!I*t0+M-Ey>
zko<*vR)2`}?QZ8UHQKCZE)bKGRfB~}l{Y+G#mzlk%@2iEu}mB!O46&~NZq~b-E3iW
zgsF8dJJ*7IAY0irrnEODBLRs{ImLVQASMxW$5UR+pq7WvS9jcWg`<yn3epY*d8fsn
z8C__4I$2s172Nz14<J{iw$UyL2R$>|zH9i%moWI-GqHHQuv5@g!C4%MCdK$~;p<I*
zUS`#Vlki#C^OAF3v7&rCx6wR6+MSjBk=gdPUWfFrAn<pL;P9LhPSN?^U;}9Nt;^4f
zTHlCot)ESW?d@T4y%VXawa%%<UdZ>*`Nq`1{&h!E(kwL>Np7u@MpAK+&M{B0yEocx
zt>7#SiZZ6HEScOhk?-1)YA)w0PA#Lvd_!e@;GJnM?WTA%nIHGCo`hDN-lFnY&3&gV
za@l!#J9}4k;=K)gNn~xNgh;u^HRJaSC&S%vX^;MwYcR=E&<f(j(^VDD+!bdRX&i>7
zGYxqzApRq}0=tbb!?rr2LoeGryOv?nxL*)m{jTmwVMU5G<RxtAw~BP=Wiv85Fd<j1
zXI2l9G<&#N%1y>Qo$dC4cMOJ2vw3l+`pz-MU~Ag!c6wqniHZ<cw<fN|uixGTw-Y-n
z3=n-Q55@O(5@;=K?8!WDz!>D$Jp~C>vqQ!@kfqB|<}}2PS(@@y`FG`4x#qWS{82Er
zHt|}j89qSO%;}q>w9eC#c&)7t&F*zHH#YAgDagR@T{ToxuKE{6T7qXs;a>|R7wL6+
z$ty^qvFK~C*E~t4=(Z~ycNn+_3k-cptet0Ew9qtZGNmtO8zYSMALlg(gM14;$d6al
znWt$+@UL97=t~hVX+4iJy;S5>vGC2`itqmbwl$S>gFh@U{B`P9cKUXUr7O&dX=JOA
zI#jm$EK<BuCSwsC`C`0d<41}ly4P1qw_=HH#EK77$i;h9BB35z9%V`0orb6JYRFwR
zhJ~j!^y+XKdH%KB=odE{zL{$^^bZW~IgPtlntUAa^{u^(+Re)kIlkyUx>vA5N~TK!
ztUgjZR-D#$M?9`rg56<@1#(xVQ<5xdvA8(j@|;z*!Zzj4(9|;>+KfcV6l3oD)>GF~
zpx(#L`mL;*SC6hkAZYy3#C|o{FNmW^Ma7&eunaak8sW9Q<HnbwDNM2%PBZJCmDgxK
z6Ovdy(|I8yIcS%?dAP)y)cQ;eV551J^*<K1^_xIo11GIRW8xEUWbpZLk&gN1w(h(Y
z3%s+zCR1iaUBSh0dcBR!k=SEs+qH5=l9EXG6zDolMD%?lShv@FIWCmyw(^ijJ&k#s
zw|CZhjn<gbovJVgt}A=OX(p(~#^ON}f%35HQd?-2dPj?7O=3edY(7Rk^P1?UlqS@V
z0<9~z%1hxd6VDE-V;#n#k=v#hYiB3)uc58(V!4hvVLOqB%H4>snKe5!(ELItjU!uG
zCEkqL;cMt$3+fSSIxW1A%N&ZT2gqyCp&0IX*qAiVgFfPucVaRrpwoqQG;xen3QHp3
z(}5?J6!FD36eKZ6G=x&EJBpzU<P7$u2Q;|n+LZIsfB<O$Ii(oI1aZYN2U;?E3NUG%
z4FEeQy)PK1@k>R5!t@lJ;(<m*008EOP)8#)14-V19l#W1bfDswj8K3>%_e=QIiM5M
z6aan{nWbV)HzU0OIA<Mcc*YGkAatX4M@j%jQqh&pJ?R%JpdN8f%@hE2qXc!Mr38~e
z2u~FxM>(j7CxO<agb}+m0J4nYqX(LjUez8b049u@S~EZZ`cZ>Mc;b*`&;rwdJ!!Ze
zwC)Fb08afWahgI#DM1tf9w^D6(Lf7GdeMqHPyt9urOg2QPyw7$5uWsCBc&MPfrdz=
z50TQ5vIz92U<ybD02*oHokzVeBWaabE;*-~Yw|``f)9ECcNDx*U;*z(;YbDP)0$~)
zbrc+*YGw$f)MDiB3@Qt!NbTg2)Rh2}j;5#26_4UO@ulb&w@0LL6a6S@JqDH8^M8!B
zDLhN!Yq1kBwY4V-KhM2Th8yOwH#t5`Yr$@nE`fIUQrxGV8q0S0c5Hm2wR~@T6`ifN
zgQrZgBvImd6b@TI{d(nU^5uIY*o2ijT&Zf#HhZ~m36b_OW6*Z3jV8q%<5=yFm`KYC
zgGRAicE-~zulE-nO?p3sRxK6YJyj76z|3KXHI;g;u2j!M2}MzdwUWCqH61wVb0pG4
zimWrUCz|c_=ZjRZv$~6Nq$DFK>CgWFs<OOKr9-ONoBcjxAcrdJ>Hcw5ybY;5k1mxe
zpDIlJ!?6|Sw0afa)-e9kJE5ADwZ@I(C?*m4aZ1B$4u>_<_~OXR;po=hJd#zLADOBe
zy|PW9&jhkGmln=hT=fGainE~0F1O*td1fsnEEjL66{IAsW0BN;?O8pH4+ra47Bb7H
zTR^5s0mlA0t$!0)-rsm`11xFwn|Ya~3;Zj`{{UXGwbuT}@eDVy!bD&WK&=tuO+BVF
zZDO(vN~gYR)lDqTtI?H8inTSNYfbS4dZc!GRG12?0ChZ*?@)M~Ot_e|miFFL+n<(2
z&R)2?+k}Hwl4}CduI=etqsMbhutz$5-W>YYGIw`2cqu`t#c9;l(0oOwOCB!~BD+C{
z+<MlW8g+%HqWZ0+>MU}Po-F*ez<7cP*6;0cx`^iI0M;ws$P)rr!00znqTa>N0~s!8
zJ9j-}%7z_2>fUJ*OL@U%Is3JVplak=OQ(yaj3Z()YlpVHznT{-BeZGMXQfyY+skT7
z$|IO{=Au+4_XuHNp=S3wqpn3|t}_Q&L$20xdeb!D6RO`$Z8BvfKQFa%Z*&EaRtiWz
ze>AptsVt$w=0qG~kE{E-oBIkWIJc?Wc&+6YuwTHh2wX1EI5oB5tC)3r6b}P=p>SIj
z=GUGlxxKeGlCUVJf$vv*Gp@83@!QLAQW4GtIMI??oONi$QPJv+CXCy7u3Kx_B#z&H
zMt-%?YCaLuuWe_#v&Y&(<u;zR&iJNXHtPHBc9)^0P%@;7z2Scn&2Yj40hh~Dxs#EM
zRj9P~Fq(6uszuwmlc#C(y^ONlPb*w2Y$!%?OQ-2~Lsuy~??)dencAiP*<CYOxwws$
z<C%_QZ{ez1kBJQWt*y(zRy1rKwGY}#PQ|DzUOE;0Q7!)fhppsGi)DD_IF3=;v2<y*
zeR2sBJ8^LYXD{;eUZ3I{OJ5N9M)gc?k_6uiF#1=LX#OhHv<)`rPPACp%s4V0zskF?
z_LMZ-@ha4xwQ;tD`k|Ifk2cEO!eJjj9St(u#5&N3$rOc@e57C+&4O)9Q+Wc-l6hb|
z)Y@mAW?V2knXm!xT@DE=v|TEbleNuAwcin-X<~MdaL3&o{*|8=vEmDhhcQnkPh0?N
zq@MQT=TB6E$dIE9;8u05!|9upMh^a@);`rPhhoe5)!dA$OKYu4{G_uVKd(S5weT*F
zZ9j?B-sgM+a2-L%{{X77G}+;{nrojgbgT#;jW*W$;tRt(ZpzGgBC?%nGrpEv`=<l4
z@qWMdo4KtPFri-q9+|DHLq40}a4h2jS%ygbtIqBi+)if6BoJFYYqZvNi9g{Nvilzx
zTsPz^l6PBmHm!vAaD_On3@;ApmztKp5kN^s%NDNp;uZ9oewPdgL2^hSA8Nwz2Bm4I
zMRj*@*<~FKXZX8Q{@v9r%ukryji7d+O6!#8sTo$qZKO>P0qD0|q`#ga<uJ<b9cw4Y
z@v*r_R*6aKifhyDB26d5&_>KQBwshyyq{420Ewo&(-sXAKLb4}G~-ovGsD!Cda|47
zb5@#V=Af?03D|=qk;PQhELz?`SC<`eUel{XZ)xGkmI&2%FU-JpuPMGoYmm`C;!jH6
zHLW{zI;k~XOPHmpYZ71D+As_zfPtF#-vwLSTli`Vn4?cRTzQP7l54=Cg(SU>8-wM>
zTjn+Iz7(5HlTM1l#^5s|f^cinrB>&KnPFTN?la;ONd6j@D5ZFtZtd&o>0dwS-?&?u
z$S!vfTR&R&ABndO4~1p<ys?eBJ?qJ=G?f1Ughi*4?llrI@5wY`CGP5TV3)mRxs7Hd
zOZK@*vH{OE(|xk;FfQ$<WpFuCc&zOj)GV?2g&r`&JoT>MSUOqJn81M;3}e>3y3_a3
z^iYQ+8gbn7C@(H=yifL<hhH!ppGx%W4-{KmTnl-vf{?h%`qvfVEdtwC)#PiLwjk$d
zJeut#@Rha1a!+E?!7M!C#xg4L4NAzv4;WIsYIQje9R->+kvDG=6$y^mtQ|h}!Yn0x
zqCGmA+3`lXBS!_XiA1os-^bqKu&m~u;_J+qgg;KTwK)FdnpcJ?HL2F<`egdc6_!?x
z-8#3WbUJ;8fu-Gv&F|U_eN~9XFN1#FHkmqG+pL6eGfsUQPO`c;8sz9D&fyeo{{ZT)
z8D92BU3%Q}Yw$*lI`!qq*=cJH#8PB=Yw2EF;yXxmj}aDlNFleFh``TU^efLBSZS7m
z9WKZuqwev^uQb+fuXWv2++86OG5er%T^Lm0+2&QG=IzU4u1|}XFvk>D_GqZ82GB{y
zE1J}NS>g>+`^|~uw_@C5(9~l^)NQ7U1+qS5m?@FTu7~~+9}r4{;z*JJ00c0{^sho#
zzFiT|^%Z+IayOc0wAazS%#89k&yY{nu3C6{^7=XMV!1yjFY|L<eZPVyxWioPs*{nx
z$lz0F@C3GY_Y>ReO65j&qYs<bkF85^mJXa<wK-AYi|FBo^ZP(Y420tjat&!|_BxC*
z`L=q&l3Zk|YO8#=6KU4y(YDyh%K~wlt!!k|r&&ajCh?9%IAa(~F4IG)weg3Dw5cRy
zMR>{Eh9?xW{6;#4E%ggX{MS1qkPg+E8$o?$o_yvYvSq*8;;3qH!*hIo#TYRUUiC7?
zbLjLUmR{D3wR1L^Ycs`b3lX<)ln(Vig{j}(T&21xmj{5Onu;AjX%Pr+Eh8dD<9Axu
z@K(KV2Z)tLq;VskyvL<;RfHt8JFvdeoFtmL)HaW*U%>ILw8+7DVoh<H_MLa(<d5yL
zd9z8KzG3^d?2~wpNl?<sdVyjYV5D<ibK>6;_<L8jb$A`6T={HA{{UX55QJl7Dix~A
zr@a#b&UTtxX1uw;Cm2sk@AZX_=fZM91cejJBuK{xrFosS%$BV2C|#o?cY42d;)lM{
zpwrWNnU2x`tf{BYbz^8ckXF#b@TZ7wG(AMyhEFY}`Q49f*RsjutqRKy*J{L|ASoQ0
z@x4#OfI<X&zSDxlRtnf$vnm-rW5*|@dlYI$JDweUEcQtC>Ha9_T7}G!&!#NpN#|~G
zKRTxW022H(;amF-AKe@RM{eEggSOKXP9AGqsb|Px#a9}9c8M+Hy2%?Kl@EI8=Y+O7
zB}Q?2tDc0v7@O@_5Te<y+(aD(XZWAujmEn1!==2I;2dYBYnQUqH0$j)TZvh1?*9Pg
zoMiQ>V$-A!4#ki~^JQu$S`jLp2~~Em9~JnL=F#jWl0yufF+Ih4AA%v%G#euKS6*k@
zN6e0*xa}HCnJ+}`YO^eSEPnOU>oMv&mX?ykVfJ$u-c<&?`uK#8QjT7!{6^*Pgf#6@
zWw_I22*I}<y)#?~i|w@-e7Gfeu$=(!`cmoo=A)$sjv3r;KQM7w`tGPN*`8K;E;gPQ
zwQ*BYb#8amrz&*qC!rRBrU`DNNu5Dv=qu39ouZi9-uBvM001Oa{{ZXPm+6Ul09ln-
zbHP2Us)qMcct3l+<2)WJaXitVG0{pM){=sDIekJKEhEIFTko0@eqG}oYqIdvb~9@1
zx{PfKvJIdQTIIY+3eF&w6fw$&mTKy>KMmhpMHRwd#@7shfJo!eS48BcO-S<6_H&gs
z%zqx}5NN(HvHLdfDq@TeezoXcKhh(*@J*HSGWqtHaP8c2UUl&rEm8}sKkYO7-~dJ)
z$7=NN3u*T{m&2d4>c{PB@#Yx&js`kcRA#-JJgTw%=JznIuI;>g;M9UJKHqGgG7fWG
zE&l+6Z()R9Nf(g}e|vWX)=cL6K-T4k)>&<(4T7VLdsj`PPcMiXShYPssYU2`2DzmP
zQe4s5ozynvWcK$~38lPt${u~00Q%HcT2}isy}$k3PI&s(G`7=P-MO^^({48d?^D@o
zGK&Sabuzd(Rn288R*lzF*1}f2+%KX#-6vYotkGf-f=5O*&v?hgkZO0f@mtz}(eb<!
zgI9bppx;k-_N%x&n85i%_p38sEsXbea@s`lFd{ZllTku0Gu&9HLVpIQ72&O7O$Ws3
za$Ets<~idX>**akRf|}%it5TmbvWKs^sk$*t=emO5$z=NlPpf$aa+F*{9trBn%d#m
zTeeFAdRM6DW5&c#=RN)JV}zWLN9$bfzo%JvirvF$s_w&T$m5Y*o~!X*%F<1`U67w6
z??_1J+OdblFBV@bi%lnKJbbIb_vu=yi<I+~2AOKl;N`u&>fBw(HUqoMeiYYJ4uj#H
z21dSVEv&|QP}v9buPvG%7;9|u&eMYIaJec4GCu|CGTD{XwFy4Z4r7aXBk`&Bu!_~1
zx>Jj~J*fDr!%YyJYABH*zzRkx6!?kZbbpflH?w0bMg@4V&}4|XySfV>bO)tHd*ORj
zQ98))030y&u4jmhrJ-L{lU&EpG5C{6xL+}K3v;;fhvvE89NF7k*nO!j;-2C)%DCj3
z@qg@iptV_Ady)y@p*()H`)kYVTb6=5shTdIIn8HT^IMggQo>$(ly&+1%Rv4~ie1=j
z4l4fug|wNqIYtr49Q=Z#xN|+Mkk2~pE;%3y-teV{vlQ$!;yj#v>QyA1EP8lII&*I3
z)Os)3XGVA=LO9MVh4F=?wzoziTQVGg)!)xIh-~IZxRG6dxq<!_=iVf~)b(9prOIK~
z?f@$+EG+IAx{|9jq{!^-=N7QWT}u<4wdfig1544S)n+Za1vpF$6I>)~4UK~NqEEJG
zJo;9asp1K*^m~0cDUK}s@BQwaQ>g~(Yq8OH>}?X3n=YZ^zY~3;OG9+NW<ci(Ghato
zTbq3<-6PtvD8WxpYVuzIY0}x>MKYM<iAmhK=N_iJ{d>on27wqRQE?$|b{yc>N|M<l
zz^xhIL#P5kPE;uak~*64PmA6bOUtvYSe(iS?~~N})`p?+mMEl=tyFx&fO^*(7manj
zO8#kuqfVCx<xRO2(yD2xhqAusDWrI>Rq*&R*-s+ncCt4>YpC$Ij=V#CufT3^nA@Xe
zgJT$~H(%Ql>JquoNF%C*G}vyg@wN>$lLz;hUX=Z^MXDF-eKBLH+uy+)vCgHKcQpp5
zcLj~K*RrwS5)ugMUJ?HQ3m;N~dw5<SCMY;yD&LDfAilSz#cgRJSojiq)bsNMF#hq*
zI<Bj)&w8#=8d5<Wde={3b9ZHS2zktXi5wc|tPO%lldCsO5$|0`hxJb~<l9bxp(l<y
zSCx!+O!|Bj8itDHIj^s6FJ-tBzUJou@C9aHYE$1M8QXb13GH5(wi+%S<&gpvAnvY5
z#Wq@G5ysXm7#~XIrBcZq)a%B6=OO3u&n=bLnH|d{xfsQEy7l~*Iu@N1MjG|LZ!@_V
z70YSXA8YXnqoFb2miDb{NiDB6nQZQ_1Xj?7*&#hRHR(<Yc6L0+81qY;LwiTHw$(f}
zsy3?;dF^BQbI@~LcfmWk=g}sFMyU!uI+Ah4an|z1qj)D!W|!>|-JP+x@5ni>zu<C8
znl;#XnMUk}Bd<#7q^x*&i#WD=*Z>MpbJCD-w4j61y3yw`;L>wODKbR>0lCI0!241X
zPih8eLLHhY#%RSb0Js#H&lF~t8K6O$LxW8t-jziI7Xt*+15P7~Xc#mA;q;>(!j80K
z-k1r2iURk|CV9m;=79;#E^);hNuwB`1i?Jg15Uy9rVI)IcO=pk1D>>}7^a?k&;sOo
zQIkLe6ukOS15ZjoaZV$>AfN@vJxvstr2>Exy-Oc@i=n9^J!k-zwMSA*+M}Qa=d~Q;
znmSSglRyiKInNZhC#5GNiU2}0OP^Xy9Ma<y0Av~uS_dZ-pilye4FF(L&;w00=QQ#S
zHwQET;nSKaFlf#w0cpABl#_~R_n>33N<{!>f<5UV5RUY_vMCgw!j}W^rUGV-*y9wu
zQ%_m|GoI9Ej8XW~5PJ5c0n(QulNqM53JK?mOk#{2?H%iz@nm<`aD9^6C3qzpWbegp
zTinHR&E<w0PScT!is8f%&nqxhRXHcMHK^9-%U&naV(`z1rL<Nplg`u9pwlg-y;&fU
zf~kHaZoMh`{G(9uW!%zA&aEN&hdftH;C(9E{{UH-NtZ+!MJE|NR~{mE_fhWP;GO3#
zh2H?_aL3}7NyukJ`2!9QO55>!NFt8^0Lt26lW9%8X_}Uy4w>Q`TeP=SSpG*~af6!b
zMWDM`0~qJGoCaLugNoy8nl?J;Hl(M~n1v&rJ2`BM#T~+dJY@B*V^`B}JSD6}c@pim
zk+KS$_ocFuO*6!=YpDrR-Pou+;e9b(cD?o)tRt|RaAPaEBx9QA=H$_vN17AmhN*<t
zme&mwt1LOVh%AYb>0G4qUwBGcUKU4=W;k8l0sjE?*D_{n9Yf4XT0s*XyzpsnHAmED
z4{-kgAtQ|Rq}I1bp-Tdw{r!!*?-Tz3XxV+3!mTOeC$(bBX+EB@TsTGq^vxF**4ve>
zZV(J}xv*;{<59tAT4N^OoyBOW%1r82Xwr?7vA6xF72cy9v&9-97{E0{TfDVPw(>~Y
z4{E||rn<^TMn~aU%(pJhxG}|aLl4!Sej_qam8oiJTx!LL8;Jwd=Ak-^1{;P}ppL?Q
zn~D_&p*62*pxb?lOS$fpuo)4PgIzJF6{0-J;_(x0nQN%d3y4^%G3T1F_Op2cW|dbx
zw{@${scG@)g5C>dY1s85wA;e^p|yf>0hBn%3&<4Oirm6AD$UyFRkxF{MSZ<j83)$1
z6GY8`)Gcm8pm4iM=Lfxdm6nO8YL?cv_quYUA^^pD=DC~8TPvMyG^kU`g-PHyTppFp
zDK3Xy8A@`yGjz`ZUER!$J;JS<4dz}eFIDi9!>@gpOS=0)?c7;UO7;6<kob1)3GK>9
z5@B)QgIs5aS4Fms?{4niIiz-7py!O^)~DKAU{{sjL~uvLdc?E8mju!UI4m<(;nMs?
zWelD~a>AJ8kU_6!u!~PiP}X+=p<+oaIjYwhWsT&_Ui9oeMsfXVI+9!16xT%Tcx*a;
zsdFQ&LFAXXr^^?JAcZX^w{U^DJ30L8)uYrjJqK1XTSK^yyyxZynRDVxooeL4W2eN?
zlf;_`AEi>NlGOyLPHi=Gk2sk%nVuVa%c&rU@%ORC8jplqN}48`LnJeDtUHSCY;5iI
ztLZGYf)e5u+NB3t=zL3SX{Tv6Q%;-Xf%cP(<Y3gQ+>y|VwCTb}n#JMEh;+#{JtP;2
z2k#Rc*E@S@sK;!VZ3~Fp<Q#Obd5YH5X-{#d6<c|el|3_DUajEmR9Iyt6BawfOVA2F
zwzg(!5totXmi{2sG}J2;m<~A%xvMbiv)RuSvc!|;k_~iG_<K#gj7fU$1d*MxAsDPC
z(`_cY5s5InusQ8os<h@MN~~MdyJg}{E=@(A?%c;4DIYImOiQadwE(vAjis^+QffX7
zmKa6NoQo>pWpk5Qqr;lI#%>nYO^SMeYI$hOW>j(5icQ~BuhoprFkdTxqb(TgNn@_f
zYijo8RnUS4?ntg)4O>>zivk#eG4rl}omr1nvzb7VS~-tX+M-x)$D>O!jFqZrc6uhi
zVwye0joe{mY~g_GSz1ieMXJQ`eB};6BRo}27V5}q>Mn}33ObJUb@gj|eRN&e#yqra
z1tYCvC^YS3uAJ$~K22LY%ikBSqv6Y#-3mz<+T49Bm++b`_ld2Q)cFc|s5J|iC$*Mq
zSu*zxmyaDQW58CVU)*`QSB*C=Ml(}wZp_>vM-L>lZ0I~+G))iL#G4fGpj3Vw@YRN&
zrcJ3{0Ktdx4C1paVwc2P>qOWs6L&qUvGH{O0NLIh^5cjw3xYZdAd`!eJn7YOjA+NH
z<31)fF<;Fktc8@Hlw!NDgExyTS5a&pXyh?Dt{Yg=?kCaY)QY5N4+wZBwmuDNvD<5M
zS@~qVz?|m0@b<OLvpf73xzv1S+cu48WR$F7@W6NGyyD69@FR-iM`$+v(0kXX{9?9(
zUk<<|au~|E3Nzlkllweb>{M|eU<mJuc&52ba)@(E$n32AD`$6TZf!0~r)AAhmrK-x
zG*N>jW1()8%?f+lIYTURI)8M7is{dZrin{SrSjYifBLJ*oA-~Qo2g1xT9|O?w|3FQ
zT{bfwu^wwfO_y03h0H!?6%)U4RPXf-Lit3nLh)=p0IRw!y}?_lZte(jr|$KmnY2vf
zb#sOBME0f?RYpsYa{Ig0Ej9kp3O3V}7$&9hJ;|J`Zk)z(yKV`l=@$d+VgREg^&M-{
zkMK`6f?r(K=z1QD;<VB<lWS)QGm*&yIW*`rO<!KNlJfDE2$<xT>yO5h!n5i6U6Hz$
zAuYk`9e5Q_Qt>6ut0Twfh@l4oRP7k9EiQLDQ=M1r6}--c{5|3S01h;FcXOMGO8ld!
z{&kfvitNP9A=6>spWU%v{<UPxBbiZN^`;~EahlZA{5K}1(Wtg)U?=94i4`}LnLfsy
zJ!{JBqI^p{x~knui{_vq5DqHYo5b3r<<beZF!Uf-TDne=rYV77Stdj$%zl~r)ooM7
zr%ba*;g%Bk<x>Y0e$6dgG4`%b)M25|j|c0IXk}^kIXNJ`Q@6Iiv)={Gh^hVWGp$^g
z#c}F!rM!|$8#@ipk^mKz;%m5JMS|AoN)&zWrinpILrA)b+C_b0=Ef^lwzgu@^(3D4
z%1P!(s}U~J_5+%?4Yc=e%42MSyK%1D;nsq;8ljrzHDm+$>sYl(TXQ<8#x70laaw+t
zb$G%oI*#P}*Hpe2zqEt*k+wGO1P-;*_`=1k40jeVD1&}vDcZV;Z>_HUEpKxi(STGd
z6OJg0=hd9mYq-WPJx?pv^sQR@=FTZB_PY!r$8XBBrnI`!H8i$sa%Mktj^@2L#JZ$b
zQCoQ{=CDkM2c>XJtxnpgx?+;7M<5Uhtd(7CwmK+#Nk-`Dbe{`Nduehn*==3d<jZF~
zd)9Wd@agQVn&mYp<_doA6|1NC-Zq)udvPKD1zvObRja=gUR+s8ANCU}zuh=L;av&G
zk+gG5+eV_)^Qbgy*=?n0*bso^X0-JE3TM$qqZvlIiSPz`b5lpEU)uTJZkX#4R#qiQ
z>-bjBgJF_%k{RJE3lc+a;AXkyQ;}Vrljd=~^fSCMWqWnvMV94MsZ+ZrImoVq#C{O6
zxYFgG7|e6R%-jrSu(b*Q0I@ZBVS;m<f(~k1&xqe;*%<<8_7reezA;V}CnKJ+aB4~D
zRPe5qWjs=g`&WJ6Dm!Eh)_$|$iS)bKVTTR}&9klrTDR7gNiBoRwg-LSAnD$_X&TN+
zh0z8_p94KcDN7MjF2I`R=1S=DmH{IXLV!p<@ov>^(&imC1`b$#?v=CS9Xi(2R9~|x
zP~#*Hxvar;E!DEaE)i3<Df?#C&rXFJa$Ly}=`q|Z7~>4mG3uo8U0fRM+FbF+G{RQK
z3K7TSQ}|-{O}4jX0e;X%IT_7sT=-7MT7jpx4HeH^6U8n^SkAR*DRNYfgS7Z9HIXOV
ztRq!^72@W+>&IFN@b%k-bumgZJ!`MGu+)4t1Ki0gh}7Vz`Lpz{KjH=KdW4Z(#W|74
z0HNq9VbqmwR(W`rWZYfiRq)=pZ7oDM5C;I{5;I<vZLjG!wn`clR|Aj~SC(i|-QGzZ
zvUx<mPMlX>-V@cVQ{*u|@z6NPrH!W<O4mDZ@TKhIcVf?qbqhH((F9SV6M_g(O=DPU
zm(W{8WO8Ft0K)C#@U3V(EqWknr!kqAl}38olG+_Z!><*@F+p(<&&!T+SwX1Bkuxfk
zsHtCb&%Ax9Ca3mk0XvWm3C()%fSsrCEtK5uRL37m@UIZs$d=0~Y^LG?uWk5QK70#o
z8z%&>=quEuuSp&*H<lGW)5!d8!e16ngXLh{@mQ8{+znVo4)RZ2S5@LmRKNI<a|C2$
zxgOo>&8#-s4~S=LmR92nftpons(Nm9QA(vfH#lu)?G}2QL}g;R&jz|pF7+X^jF`FH
z4*XUhh_4pz{iRrTC#`E}HgjrL8zOZIgDe>0on?AyqpvGUHKiH#J2)rQd`Wi)l*KKR
z0PQ%fKqAswNee>ddhQ{c^{gE`T#reylF<|AJs4Bq)5fQ2(+Pq|$CB^Gd6$xr=~Sg>
zX)7W<XT)=xSw72bs3Zk)V+S>dpm<LARJ>z&4YIH-9fk#UHhvwQ8D*Ws>lxezaKD{s
zU29OrRyIsHAZ=cl`qxL+995aaIx%k4$+Yhe=$b9Jl&>A#^KvtS1t<1}`^;^{g2V<g
z;V?gyL-xCdf@xs4jw}us;I(4f-Rd_oyizpHyNs%u=9PI#XeeN#_KvQ5iA)L_@&$|n
z8)+F8iyYcv&Ti#$y~zH#q8|-hJ8yP7MoC@WY75B1TbM<V1v>5TSURogb9#7saq}+2
zEu)DH>aA~|Oq$8nF2uW_v$Jz-Nx>lXrL|4+Wm#iY<gAAu&ZM8jYYfrG;t>*@oB>)v
z&1{V2N<7AYhioQ}-tniD1uOETfN{vHliS%@TfzxhZm0ef8O1?;;*BkV4#c7A6>(hc
zw~6fSH5o3WS7N{FgN%>Xx~amYNnNWPHDk*?8B4^!X8zDyOJYYke`8%|g|&-~KGHaR
z{gDI7AY|7Q6p4MSz1`D=6P`#NE4jAQG^<Er6Y8*)KQirLPxG#vP2{;!G{XBe2kjoG
zN&f%|hL|q=%ZOx=h5#ivHRj$ho>SsCyb5B9Knmlqu8Q_+364JB2#tQ|3Nu(5+;+O8
zyOQ)`CH^im#YP(N+?+zBpSnq72A_KpHO0#xl#`lkTw6slFOt%QKO%wG6@hUCwst~D
z?iH1eFs7|(KWw<TNg|O007uP=>Xa3(XGXKw)x6a8rD+-;+(P^SI3lV;rQJz7CB$!X
zvJLs%de)|$r`%rN%N5ncVX#{z#w%Y()0+18WLG#59lN_9#<?n0lztOOO*eBE5o2x^
zCesI>8T+hHHG0#<O=B}DwTx{)Dyj}YO4!wONiDSo4{q{1H!sK^g<I2f2xTHqE-VrA
z2?z$c=Ux4wMilR<Uem-D*LUqVn=%$ml@S6nOtkSmt(l!3%t}voUAeBR!%DWcX$*0v
z)5->`v{sYev}Vpd`RY^wT#pj3*2b}=PWmI8O+!PyGRJ*p5u_Y4E^$eq_-?`Axocpv
zIBm#{T^-JWV|b;4M!SEw)td&3Evad3E?OcFLORtfRhEp=QKw@A#JUXgOq0U`M4(`W
zI2o!*9mT7r$k~}kC3zLm-`L*Gr_N)#FSC*e!Oc<d#m&W>W?Q(t$nr-kTB^L%^=C~v
z`z2_bdRCibscCO15;TW~`Hu#<onq1*I%5O75s#L(@2-~AAFxUzS$<+GlfJr=?&lK7
z8y(FQ)zUlgv}b;4bvgY-uB`4>NZFHr0ljNyK+)&Boo^>V_Q*F&o-<FnpY7U)pQg_m
z2+_B1^&EeNbUL)w_YV4HhU;JeQQLKTYF0}_$*WCDtkKPD`q0-k2&{D5a~+H)3mETT
zK==Y5v-nEcMZc0ljlhmgeDxAdp=&E=JRwPZtb}&2rTjb?XjW|PoS?}Ais^>Bo(?4_
z!p73D0-U((Oiipf=A1A%HM(b<KQx>#N=?90@D3_~T#8WC->n(X0+@v-*QFT1_M|E?
zgFqdRN&r#qMq9lE`U+5eXb=NPSRl<f5Gfc2&lC&;Z^6we>qrIw08;0Q05B;D#T25L
z2sx!KM--XG0vA5Chm(Ou?cJ#fB7h8Mf@s<R;*PXuXuzNVa47~!=9ExLGyr3o4ti2!
z-jgPP9h~t<deQvo&IV`z$vjeE;+JqEB95Yf0HYk5k}PwIj4!=O7{+J;WX}~JH0iU(
zDm>5wx$jLl?Ms419QsfKtsUtBr2{9L08aFv(gE{Rr~n)qT4|#ufE|qUnrY8!GfD}?
z04U8E$)w-yKshu3?v#KIv<|d{5@-QP{HZVn7~{Pd08lU-&_T^7IpUp+iUc4%vr0w>
zT4y=pl#@Wm3P$NhX%932+yZHN{3$>fpn;5YNC1LIT8|}Mf-))C;~dhHk<ybH7CuZO
zsL!QwKN7q}9)sbDcd0T?yD%%ZeCz`l=DaK8MdbH-)HVw$gkRw_uVZQ}ndo`$l^oLM
zSfbzNw!xpyx*G|#4-M*J(jt;KA2RWpsV%$dPiGaR!Ngd0+B401TIw1fiS($Uxnzp%
zSLQgu&3TxK`^VE^oT$Uzjng5xg4a{iR^IIj$#g~}Rp2#2qY1QWWzsb{W!S$oQ?76a
z`87`N=5G%wFuaayMSc;6Pv=j$_<><@62dI^?p!l4&-AQm%TlLCq`lZLb(_8<xX~^&
z85UcZq`2FN<XmJL^9dlnoB{TaJRl{0e&0&3dg%8o@#IFwh0jWg)>eTgxQbvNKj1y+
zlzE-b`V^_*A$h&cn+f!$P5P`w6*xHHn#<KST@>$wO15_0{7z35&gz<s_iSX7jP@K<
zHu`Pssl5S3J<l1gigZ=3&I;J6%66xzA-0}Hc|6WnsLexfZFO}nQZtU3t&1%vM4o-j
z`Cgkrt?ds+yw~o<uAG7x6y=@2#;r{!WG|~X4{1@@<}GY~&$$^%pF997t?=)HFEw#9
z=j`pbIgn?M#=R2L!TNoSVlfDLLgq=_=breiTfY_B>2lm!>GtzakKMD3xAdu$nGl^f
z7aB`bobe8arD@tc7U_0pyi<lToPd7{;x6poAmT>yz#L@tuSm4fr`7FCtRl|eJB!Gl
zG5mP0C&f0fL#YH?gE|fwhe1<LPnfx+=(M*Xw9pjU+FU4RGM-zouWZp)5vMJROcmBX
z2^EQ_>DG6i3%7>UWA|ANj&qaVxlK33_j+ce7G+ryBZJ3kn$5WxP^7C<_cupZ;r(jP
z!%>)C-|m;p$2|bea~>wXg2%+Ib*D=l!M<QrgM(b=yQn6usm*a^2b7KXvD&G|_WDGs
z?I+p`E=V1X5v6jul{u*+xgIB*QSkM|bKEjZ(+WPdH-)@AXRK-db6l)<D&KXv2Dl9~
zUwaG5CGt{Rd5H{+xyRDFj}OkxJhMQPY&m5`CyG^J$gXrzsqG^r2V<$#JTI+VA$V?M
zC_d^&!GD!j8cw@B2+t8k>GGbnL;ezdN6rFxrU4JXO4*Cz3<_gF94huExTN`>!{n@?
zrlj`11&!hoT{|NlNGGjcipJMMiQi8ogPq~eO3b?PTWS+3TD$Gf%uaZ!`mUKVwUTkE
zNRhuT2sB;nh-##oRUN#HMbs_kySlkh=Hz_am8z?F>h<kj&fyYh$>__IRBo?qbgO5M
z)r^u#Fl4S-<&em@2afgCPL<W!tzJabUZ+_Pi|*Ny)>%vz%-sO(UCrjcu;?ONTfk&Q
z;GU+ulIca@w~0RTj(Dv*SSOxX?O@#_o-j^DI+P;S$ivZ9Dn4~&j{g8m7TzV(CEW-&
z0ZBOElU{qM+Y3!lp^2hpJS+FFK=7`CtLZbm@)Ssj<c0)_=lpOiZ?&ja&PI}T;zlQo
z@mSJ|O_J{#)`GeXKU<6<M{tEOIVv-eTafs>M2SAmZD(XXPe01Dbe#@3ZPw;yS)?Zd
zFv7aO_(W1-ml4AhK!NhH6^xWz^hWrFL40V$X7G-tr|k^!xz0XPF<5tB4x_y$Z8qXJ
zi;@9hn(t=tuAdA!yt3V&<4)g|U`OG`x43yU-AYAF@QeroyCWG>SG|rTs7d>$o@+iG
zlScB^Ia%Z*=1@NEX2W*Sx9@?+t}D^6v~6<QIW8_Bj(DWWE-+3jl$cuFZHid7C_bFl
zv8m0Zk<(8NCb{W7Q5B5BT*(xe+0F^BgF@CW8&(qT`{QW>xcmDrvN<-a{$H;(E|q-n
zNf=fkfzE1bQcYbQ6!C8U%Bnqcz*aJycJ}#>6%S1PD_6z(iM`Y<G|1FCNOJf+E0OR<
zu(r1Pn@w^<KP%5ufm;3&LvyLmb*RTC;NQD<Bn*Bv$tQ1hoE4(uH&$IXAn_)S4wG_7
z+5%!U4V>{_bKq;!rufF!2L+$YKZ&nf@par*Hmt~{*pJ<UGhQ!j$p?rn<!&3#4oL0I
zb>Szij(kKVQlGRv*W#o}CxhgX*+hs`gNpG@HtCurcE(3?wd;QrCV9L86v#I#i1L35
z@(nx*Jeb1(2prc=DMrJ{zliy^Ju^brG{dKeW@T9ieU)nB`$xFIHyGK@0@ov_XyRQ!
zD&|PQ%MrzBYPv*7z}ln6PXxCh*NY^sdvz#5RMtk})ikSn7Lg<@Gt+Nc$-C7)*j4Nd
zP@{F-ilTHY*R=@JL=c{UjMZ&pMUPI70+XGtISs{W7>+clsc9>m$BLtIbCT-ek5#95
zSV0Zi%ReY8rn56fo?4yZTdpaZETNH*f=T26E79eC%R|nCkJl{D{?^(X_qmu!w%K_q
zrlGa)+?v$ebm-hBe)HCTiEn#)?`>-POPnyTV$!V6iKD=|jb#2Ja4U*1cRO*IpJKmv
zyE*L_!LVqyt#PP?lH;nOVa+pN*W|U*ytx)QesQs5antauzZCeP{?fMg<e3iyw>Yf*
z8^gDn{ok8@U0?)c6W8fZPTCxir0wl-59DRtYuDGQBqMvN>9CyErj6jsi}+)n?oTCH
z{{S0uN8?>Q@@SqAi*T`7iygT*C;3)Q&bpe_(*2f3frkkh=}|XjbZ_md)K;Y%F6M>i
zli__b^4<%!c5<L$GC};S7hbXO-0M8HK4MD<z{of>lW2OjqkpqzW#jjR@C9c0gF?K}
zmvc-c5`FN$FsDwYrZJ}lJ4$zDZw^M^+V<x6DQzbKh~V*E4~Z>i(pl~;?!*ye_hAp-
z{HqT{zj=&y_h5M-e(j296{V}&Uh2`ti!4(tCkg=o)yhe--4^HMbIIa8P}n}6Co&|5
zpEIsM8eK15n@!U%Ehk5o78qQf6!Frhn#wrkKW&KHOcw#iD_9a-n4*%-RWhM$hh8&V
zQ?bi9`_|}hTllSJfmY@-xklCcRsR4E+QAcCUpS1y+$el=`PUsR5v`}19D;v`sTHrF
z$dZ9<UG}$T$rYU7lp9A%lTuMfqj+&GShM|-0?64?0Oq?HqPmsi^5TdlGmb0HH0?$k
zTb8xSNXWo-9I5rK(LB?~=BBLPT7BVy4nI1=je9Fd<;2mb>S$H*ZRFN+%WpJDVv%!&
z9V-h#)L@<yZE<vMqDIbo8k1AiBDk7XLi6BlEd9Sa<aH=Kqz(_t=atVit?gxF&{X+w
z{H)aRdDHCgA-aO_T%qg^O=LCBp4LW3wqVZLITef``%U)CbtQUXj(M$_?d6#g3DA!$
z000;V@vhex(@67S8k6@VAG^Jp2<#wmS0647dTorhT5gvD>TV;FF~4qWlCqlfNwQap
z$w(uKHfJA=T3bZbm44SdJ=~)zy@2anRb|a1wNPzxwn2NUrT)J62^X6YKQ4O;y=euG
zsjFr*0yX=<owb7njndq;yg%y|it$$CvAK>pB@9v1?-5zf(LEn!6%JUvY;`vt8qzN0
z&Ybc?I&<F@1Ujy(;hjb}Z<o!1&I69ZvosBEVRiON92Ai42N)yquG0G6##>`+IcEVf
zTR9@Nrzt5T%B>mFe3dmeB)YQHZ53n*JW>vW2W@yij_fULbtxmYkd-GmC#82w1^)nr
zkK5sp+*vW`dB@>iXX0%``$qann1IaPhf3<D7wv9wIC4eXR8OOMwuL2(m27ZpsJ7SV
z559RMXI_{m6_eq3?JsU(hW=bdj18j|*Iam781AtPe(nD29@Wc>lsUCMj6CT^5mH8c
zy5+%RHvED+wNDnb_g0GmbXjC=y*pN#Xj)~OEOJV-PJf5BT9!W!SU`;>xqFg8!k(4Q
zPm#R{tvGK8o@wISIjv8UUvy)fj)uKw;Y%R+e9l~D8TkAKao-VE-Shz0Kq$W$-rfM1
zJxh%Cu8ZL0izk7u;$eUti6`6&_3+O0kDSNNx$R?y($s375HDnrg5pARy9Ty(+l?M6
z_Q7uQPNxoBn&&k;NAUNLBDj&Z+s`Kb!1guWc$&jWxzf&|Wa*MJNMT&~sJP8Y>C2?A
z?;cC4%JaEUs*!`nM>T6hx-g@Kkg4yFO3>BqE$!?hyHKp`GD95J7M(8ppv;5kH~<`1
zSI0*~u9Txs7k-CXqS?o&U#t?#gkzFPu8!{ONwkfvPUjJQ!iOK7b2bGn?v%}xQ`2d!
zEgwl~^$9O#U~J>d5Z}dKe6(k=iAzb}LhX*Bf2nS_3nIcs7ib`Ub*Fit%+_eb0#)@q
z)Z<)@V28@KSmS2ep+-C6v+ghNr_{tq-zTx@Tyt(xIn<_|?O{I8BHL_skz@pCB;vM{
zShUi#_1_W~$4~}MXG>>wa1=>!7q4!$iZrW>olnSTV-ladc&LPK_bN&g)=cPbd{&@G
z<wSQl&M{b1c!K2Jx`<9#e|D~$TN^3NhF>(t)OF^n-|E(Ks>u>6IRq1rYSx@0=dqOK
z2(NVG^?hPlE(CGz5)Qbk@1$MNBoZ{G#G{;l4MQcwaqB`x!^fUYb^id{R+=S(TnH9u
zXKkmZSBmyxqZGMO<W{LR^f@2wsHD{+wEI$x=V>RkYwF$${?C#m`${lwtfW;|)O59;
zN3@K2vYe|(x!P-`)f#&p3e?@aGD{~?q;NT>IZ8VsX-Ap+%;sY7;kmpv+Ity@T#<~{
z&7Xtd)NU5e;bynFUgtQ)YIs8W*F@FKv&$F`nNx~%zA9_~02VCj=%}r<o`V&iwVBl_
zQE!)_iQ-=fTItOYx437*kid7M@4$?@G<VQU-!S=+t4qZfkk6>AM=~fuk+k)#8;xyl
zd^Q3~yYaMv#ZR}A+@*tDsitwa9u&H^u}No?EF@>8KSc1{my0~nOu`tDlEaLgR^61>
z8l{Amva+&9q^{=0OQuPFz8$-^wTS>$`HJJFXjPw6PpVUm?9NU-I^$;ao<i9nuun?8
zV*0+7V=UG(g9^7S;<^tDSj{Emjj>ubU8i?AHD6P(ytBM*J(RR;a*CsaOWP~z4+$Ac
z$(3Kmy6f5rZlWPSf!R1UJU%kIR!OgHSgttOai7Rk`j&;N$E8NsyH?&Yl}ytuwAZ(a
z(@~e_h0fii<PXA}r3o#J9vQ`RCNy};@owFs4+1wKT$B9iPlzw%oIjq7Wb3yaRo@fo
zPYc`Jh~qH1`IIOIvUQCn&c?<$?c^cm8Q7;JRw|V#=xqv<iug^Iw$(hO^5j1^AS9Ws
zJucezNMu`!hFJ$iBDnisx5mnrw~f7e7JdioS~2T>A=BfMcaAy2^>6{Ks$nP6)-;wO
zrEXJQb^E9;WVA3LW&Z$ReAU0C-&$Wn)|WQR3qNhRu26WU-%z@MwYouZu;t2N6GU3%
zGF@)InN{<EP-7mIgs|drRTZtNbHrX1me`w%dBY}t;BJ-2OAw3`xEBr5x=Rb$=e?dK
zxo3#vseINY#krSIZOQ_M<mZakl9G03rH7QM!Sg$qy8fc<_Jv^bo*WS4y>#&2*xlLL
zY7YMZ=>flZqPc$)4Bn(FI8_)q%~Q3zmerIY1TJt2abBudiac(4Dw3CTrSWOEy45Xi
zeCL_j$L^!fReuWij}L1)Yv|S%i*~WfBOkkv;GfRC2f{+>_4BBUQE;O<Q|t7r{v(T7
zywz4)c-q~1s8!lW<69{td3EsfmZ#GRF4Y8V+3KVkkd<zG8u_<I@#l!NIDC|Mxe=e<
zi4eX8dpCqUYh&VDWZFth2h5nQV%F!MIueRH(SzE9&lJ@s931DRDPz+juI4*vFW>gX
zC>^s!FX2=m#yayxL8CYnXFaF@Ac{FO6OOb{0g85Mw4*ct5lK!WfH<ZC41q>kj%jo0
zK!%cN2a0!UK|l%8iW`~-PCC#5Nz$A!di9`>LqH8a)EtwVP%%N^aX<$Ym=u81_{9Jq
z0+oOx6rCwE%>X6<6m_L5N_tQi8?@B1cc{UsB00?fB;UhPa4K1VJ8CRY0)l;MLBXS?
zE^|NzGe|`(6aavMPNd?B09rcG4>TTV0WpeE(t<Nh;(#62nn6-2M-&#%Y5;X64rm`r
zTu=eplRVPUO#=hhid<w+I#EEZF?gk=JkxQ5K*JcI@G(n+N7t<YCs9DB4Eoba#}t4F
z&w628cc)Sjp7frBLmMS=+;S`CuZc}P&%_1=M7-c4AFX{T-3d7(kZa~o8QqOP;&k%c
z!o<Zc?W4U#O|Erdug#&U;mIL~ReL+TEsEm`Wc8y{(Jvyu8!dJjo8)EbinDTO@n4^*
z+bY2<V?J5x4Ns-`(o1L(4MNrKe6Ba=rFiwNd))fEYNCzey-|;?>6)ThA$S8KjBs*u
zS(E9fNw!;y!?dvBYqz}dR+;ucIt6w;S~7A?aGoe_Q&WkxDUqYL$J}p9)|E8Sr;Vu%
z8nKSzd2M95hC&oJKMJh`sFJMCS)37(*w%%$%yDQ;su`7!L+e?^ULqaT`EAGox)MoP
z;%-&F`I{|iWvbmPq-_L6d15%ot5RI~5Ue1qfikK`rB%7rT5U2bB#bJjIrYs~L=vd-
z!*3YK6@=85$EAaUisxjp+s|+x%SK?l@GH^$48qGpl4;fB10;|L$gWX!1h9f1vcmDN
z0&U0d*IjJ}rL29LP5%I5($oX6e;sEA(-u0jaOEuO+Ku+Rr*6^YYkM^xy=egikJ7LB
zek}(|(bjYd(n!BEN;;ojYAthEw6L^}-J&06U-@PT%hoNnlP`%--CZ}>boKuLR~~R!
zQ8~%8%Y+(-zoBbZ@e@e$*}_G_IKYk}Tz&6?b=!+cZVjTt9x^h+CcC{dT@OK-p|piW
z%DHKz>T8$Pyj!ShI<JtDy4y2t0Q9F8p{r)m=GrSlKM(8DX?kROOw0w*8yC{K>)Q*c
zt|x*)nGR0j?^+thj_^+#GM_pAWMv&|rO<SNtZ1$Fi2}==rTc+d&aK_foIGPf4pDoa
zVW!z$&X-<6D;l4enuZ%;CD)MHSv~vLv0L~IY4(%ACd_iMZaSLfHD3xFFA>4HepbN*
zdt$bAt#gVIQk}1%%RZ4D7KNqUvJ=M~S4ZJZYE2c1okx?77@;}*Yj*ztOZ#4vE9}RW
z({)Rv*js8I92U0<p^ITy4u-isyQ>{h-#F8Z8;L*sCK^P@1lG}#$FAIFt6j_C8>q{e
zjB|f=fBjTz9tT+LkSi#-RRmyl70FrYbGD+k<`X75;)v5x+`K(HQjPhJme*O*%#c~y
z+WBw0{boSV)|17$!$hBDEUoOdm386GLf-94L$`B$nW?ou3SOAn;#R{0$Te|=oz16C
zj9QXsB_))%eqlw&etT8BO)6WBJLQO$PT*Hrcj2qCrb8+b5md~Ccdnzswsz8JjG<Aa
zLGvGa(bcw$&ZMbF_p4Km@b`h=QH7+QQwssWAm*deEN(P!5R9WValXSQ+Us=9a{AL(
zmfGgnI+ntHD%Xl9I%R@M94B<_8L`^A<yFZ$GoCf28MM}n!`0sY#_dcOkFs(y7@P{p
z)-(^YG*=LxJ9ytCFRgYOrL-5;5ZyWhvOLsQI%nJTvmKoHM+a~<%?Zv=Lt1lCk1{j7
zFQ&n%%#&NJfTsi&?_2&L(e58l^OI4Q7E^$rn#0mf&xZ`+JB3lZ46W4HVw#Pu#*A*>
zKQ{pG2D+)n7rQwzbEztc^f0u^b*(PQ&2w^>(Cz;KR8P(NnxcGY66h_)j$?;E+|Tr_
zO&e3u^*f2<MQdh7>fI^^)3pVh+)J|R%s0xZ=~~L7NX{ysGxms@Y3%$*6MtvwEp3s5
z8<T<faa=cuyfE5Vma!JOW*eGS99F&ljFQWBd8f16uq2r9com0h;v4ltXLCDwL~Z0A
zl?taZ--D*o=ce@RVn-|z#%=C%k<o=?Tw3{8iX)RK$E|H@QNtSMEU!O!gUw)F5UilK
zanidfYK4nYwch5{t);|TibWfIzk6`x53PD8nc@XYeVUZZBE{3o7_JXPlI}>|ErM>4
zZTYIlk$Bf<OiOiH9Q2PB%T_$ku$?Q#b3G1<=T*J&9;VUTCg^sMnP0nHM~L)y(eKbo
z;J$Yp8ui^S!~PNNC18p$_mXmZ;=I$x(OgNXsh-?K;d6oBuM0G#WOCK1%?B9ldQPho
zYM%%ThsZ<+pJ84%q^UN;a3^W%4lCU}9SUlH42`793bb$iYsI1oZFe=c4#?&sAB}cm
zCv~BQQx)ynIxRX)O4`|_K;Bz)Ip(ffYqxQx$>K90IVFcmv88Gjw@S9|T>_2{c%;^J
z`<rY@Zzr1+m<_OJ7351+eGOShoknPyUlH5IwA)%H@;>umio@40E;VaKxs<MB>Z&j*
z^Y~(6YZS<2aO7cnVzsqx1uVQS#G;{JymB&4Xw!>EbCw<w_jf$2RhY?c6a`hzao&#%
z-HS`ZBg7nb2By?3Md$A=v9%X1RO}K+X52x*?_Qd}va#d4ykcziUk4jhySUV@WLQ8y
zD928fKZ*6}u3i&waMLJm5fqB!bg3r3&9BVa<v{hXP0)1s2A>t(+$j^pIV57Z;+@&w
zT}Bi3oB15xgW-wwOQ|n)apXe0<nT>&I@gLUbd51>>>VC;;Yk_dxxIhH^J-e4vbUUz
zZ0-4TSyJflE~yo~al0}5+q>3Jdjg{>p8aR1V%34vHMnP%=Gs|<H_F3+E3nY~9c!hk
z>Q{u!ag~e?L9T|%(Aj7y40|oeURau`75XG?3f?A1-jhA)yGL`+t%<8U!k&p0yhE-H
zI?5vrxs4?_BfW9=x3X#yix|LPH@h6uJYlY^F)Fm?=0$ROJYzMP;jKY6ZED?uYykAE
zRXIsHBcloI;TGlb9c`wA{hgycR}ra@5<?MO?Ujqks7%VT#Hsg~9xKwX;%FCj&(9MP
zv{qh|ZYI@r2*wH?LbukrV>w1veML_e+*@a!c%80bjvHUJM?6k`^DaoJ7eu+5(H0er
z+Zpt(zr^|-yc(UM5C&F1KO9zup`}L!l#*Jfm$od8oOiC5iLyxAl}KrG%_GsSe%LKq
zFj=@Q*i&w-ZZyl~wn<kj(1Be}j|}(9@kKfbiT*yd2BBdtop&Ghj3L;L9eSG56>lz9
zbWSl<EVnW2^?$Qo{`xKIcr~qWtlG1cJEKSA8LAfAba%S4tRUbVkjJ$yqoc}i*4`+#
zGcW@^>Sq`?V|tDXKJz5igWE=a%sy5b81GpV$0W8XEUS_aV_iP0qg-j$(a$`*1p{cL
z@RpArwddPUn9!VtKJ|3v7{tn?*R%GW3=K6PhVm(lVS}7}qrG<e=7^V?WD?sUjDhoJ
zsq1<=X!o|(Hlj20DKGen>UCCWyel#(!^Q?#M>Q2|URFG+kKa>UGcMXGw9OVYxsfG>
zhX9IZpQ4wMwLqZ)0u_BlSdiPF1X{B*I}!nA9OsII#Tv!NfuLC}zQB^FCmi&w`CO)w
z7qzmr&VD^o+T+BKt*mAeUlJ4RTi1F_@wMRdmuvIQdBfXl7OFM5qII{DOz#I3=$E>X
zmrQ}!VJ<DhZ_g*1(-lflvC&4iJkm_#0=jvne*8_tEof-oA-S~FN7~=bgz&+=D@()n
zQQPVF*Yg0;vD>us=~><{(;~3Eidb+Xl{Ww?wrL)ZwS`%GIh`fl&H1;u^6l01=~v_=
zjw{JLMQ0|Td_2gCtMk*XdR3mLFLa@$#UTM#cjI1r;_X&VO7$Uj$hR9-y0G$cnd0JM
zDsgf1B-07|5M_nK2FkT|a8Iwx1S8A+-Z(vLn$d;r_MWgou|W0eYoyb>K_#Z!OPQE#
z<K;Eaj8eVQJsJ+DByXtcwB1$bSp$Cb^x~T?g{&FW>{B;flf_<>#Ma3!<}y1Dhc#9&
z5nS9~Y=pb{oCPPPaY0Xe8^3827sS^0X`{@S(7%`u4y}+muFv6w>1E-MA=l)el53gq
zMvJVbn$k9=h8Fpn64}S=Suf)ikHa<^W|&$V#T#Xiah@yNp$F`bn#QM6rJ1SmH&N1W
z?qRdD4EGRxxfR5XM)uy^+c9#Unc}xBba)vJ&E3g2L~aK?Yf3M$OQuXDwH{<+CHUsE
zsaao@tDU%P1l2xd>~Pb`b9c5OypGF5K{cU`Ss7(LJ7Tt$P|~AX+u@Ywaj85&B$60i
zoO#FQ$gN{jXxPrJ7N_p&%^OP@E-WJXiI{Rr3e|&Bkm-il#5RMBgN)ZD4gRU+h4b44
zVvsH44W{L>o|)-flcUVrZ1t)8Sw${WxAW}RP`8HW<UtkzQJjHS?z}<aogUznX1Q`X
zDgOZKt|v~iHy5a9N4ine8cFP+`&6kFp+lY*(xp?RmZZ-QTCDk7vDRu{IMJKRHgHN`
z9nVkFxtY9EDVA4h9YGu@;-t0k_0+^OTWvwfCbPATIEdY&kL6AY0;-)lZRm+~Cr%CC
z_7=;;6F-?0R^~^OJoPmn_I9my8JB1SouKnh@KxMadaD_uFO?u*`h!{;E~^fe;+y8b
zVv)D{wQ<LK>1&m{Esr*JbWTEB_zd0IdD3cd#dzO#78ob>sP23ne`gR&`N&o1x#FPL
zHCDgZY~{BKSsZN$E7dRT4fwXdx^N)!aO%VOxvc8dpDJs1MJq~ndmeG6d_QeU-sVNQ
zU)>GCMMrnxeM&oPR=Bu%Bb4n>PI1<~8^Dl992e#?tXPl^J8@EKO1IG3$7L9K5?ma0
zUbQl<D{gF~6*jG+JktLF!T0uCT3N#d85lg`pqIh-zhf76j_#yov0krzW)obGeUXwR
zi!u|_JX1V5c@_4NcBU~JM<HA<r!_v-qAB}1qr|?!a`F$E_&8#D#aMf5t5@=bjLO`C
zE7C@XZEfODvY8aaDwibwALCme@Qmq_-bPTzB7kxQCy0GfwW&hRH$0BXuOqu<K4Aq2
z`F@qtcqdd#NpEbYW*%aa6}$DVy+1{byi;<a9b!Z{&rX$xd1{s#>P%1+-?aMmr0Ygb
z)-DviqtM&Y^(bTWks>h<Fpj->r}%?XmeTItMP0;Wk~uYBS++>+#-VO7s_IA|TD9Vd
z1?H7uKFxsO@2+^X^)}>6X*6i-OC|S(R(V*fkQgaFsPN65rOu5ES7#~?S0|-M0Ebl4
zmLYJ`G)aM;ohdvg626sl6yxSsI3urWr8~PBxFt=*hhMjoU7kd?xl~JIw+uKmK7|MN
zGMVEqI8GT3D!#96HJmc4y8{0JFs_cw8T>9Bf2|SVka?vUTy3~PK8K#$*hdzl3rNJo
z?ScTsXll_LDW2NWQX`Rbu=lQyNwKulZDMe$)5h63`qR8$VH=xSBepR}xCNK3UrXG#
zT{@A2M=hx6u^T9EZc3zx1{DuAhaQs^^Qw8JB`2#KS68L!e`?m!Nu0|H;1Et|ztUp=
z0ECiA<%}d{a)40^jyjFP4t9H-W667@+_V9jL|pvIO`B0OY0`j7zH^@S*jec}R`!>-
z2G@E6fKNPgSS{h>s|T7VTXa#*eQQWngO;H$g{Zrn@=BLUx=`DZN6c!~-Lz6^w#{hj
z(lI-Ls=LmYaV@pL6C-dKbgc_32;KuE5(Fn0T-R)*t)b^aE^@K6;hh&*Me}Us*yEGw
zT}0YPi1l`e&2<tsF}X+o0A8{*TfI)o2`wBtg1;*c^{J)bYEPzlNbDw8;4rT`rDmSz
zRH-(!*pAb|+MS&9!fzlZ;9!&g0PCzfJB!bU-Xd3LS)m8_gjZ2}X>z)yt>p5`%G|o4
zz^Xns8g8Xzs+O#UMoS?XCbyx9zf;S^QFgl2_8$-H_I@C+j`GpQ2>F*i4Q!|<wS3Ls
zFBZ+=jY=q`S6fM63>&U1=_@;=yS0YmH{6Z^7_Uy8u6Y&d@|JLMPZ_9(E>3u<Gh3K$
zE&)FDfF9JG=A1J?gvlLf+)XLsm<~yx2YqQtz!ZUi9MBjZlmOs(qdZb$np_HC0OpKh
zfGD6so|MW~Ii&4C1}MhUng%mUPc#72Knyz4<1}}m1qVH;GeF?<rJ!Rm^HcG~Cwe>P
zfdvN{qo+|wx#x-iFljTzDJ(lu7RvOX1syo4BJWXTj8w6Apah$>MlwZ7Fb8c!Fb*?7
z4$rM1Jko~e7^H5Tb)W}P&{J1E>BIth&;oHrPo)@c!hw~b1qauPP(~>+o=p@0ykd}w
zD4+v0AHso-^bzks3r6GVOdNNoW`GoAno>RJ91PM>F-J->NlJO301-zZ=8d3I6F>@1
zDFM$Ir5!n=wE!XFlOwpL#%VUv7=yhrhpEL$j8jMlttJI|r1EX#k)H~RTPD6>)-Rh@
z_>XaM2k}Tk=Dv>cK`Y_g!mW%%O?;!L%_3?|C}X^~LsnJ38y=onOPY5*3c}P`c#<Y-
z(6O<^=si8_t$hzexg~6FQJv4tS=t7RrE5MPWSUhPoQswu^I4<8`lJ#_wsSN=MtQFu
zardly?Z$F;mn%c{ohM4rrCZ3}DXtKFu;V#3!}yzA)b%V!a>|e}`C?v`)4}0AT6pHU
zmA-WTHtAfSi6OO1DBUODbcBZ=jc-ZXNfTNSblc{;G9tYO*xMpLD$J{MG%7r|L{U$$
zSQ<!Xn`(@3J!;Omt4VhclLTTlPBOjgrg}=pH74ar*vz$;%*-qf{NlQOE;FV6`sBt?
z^Mls7`+3B3AkGOqn%lE>n^aVgH1Xq+=qoy@ofvx0la$*xZ?0;QlWmJA+ji03y$tw=
zNB+oUl4Xm@Uy?55*P7hlu9Yh#ko)7OrD3#-B>rW@hnCA$2{vn5k2+1A5!IIWSZzZ7
zF(fO(BMvI<_lqT%z{oJM@UgGm0=c<vo@8riquUSgv8}xe!#DS?vkP-2q2#||NyVdU
zQGWEcMJt&#4Pt*i!7bDU>?*~qmniT@a~i6a!DbyRwb3+mw($(Ovj)`{mLuM_HN67Q
zRbM(q5k!L_hicAIcGSjrx_sQRS`j{tD_Qx_u$OFEjlDgEVrU66Y4=voa$~uXjx(Ms
zpzz#NK?In%5<-erGEZ8}(&ClvrhA9|^G(2hxaPBzQb!yl*EA)uul=YR@LGl}*62LP
z_25=EzjCtpgG-T#5w=DLbCFf;wHPeCTXeEE^mPD_UIj(tND<b{SGJ$aiZ<atAO5vm
zZ7+1F!;)*v>9t6$<I=9uOeoo$AEk5N4!TiiBwGV*lo6jy)$4nkeRjrFcii&Bh5Q9`
z8Wqesb+yH~+_Eg#E%??=rSO`<582KP^-V>s<16R7fhuE>$l|!YF2+44#4^Z_=Lrbf
zKe{tpdWHVP(}a+35&#1p{VNm9xr@g>RMy^H4x=BfX?}f9N(xYmPt0eIwGXrE_FH$B
z1Tflot(&$NT0ECc8m3cl4l+%0pAlz|`(6c)gBTpwPh%998Wo(fHu%h6F#IZ~Q>xhN
zoj>+?zNMWaNcFD|`K=ZNkz;LT_-SH>()P|GQeD|T)pNqSsPewU6}u#8q;56L=r<FO
z7V0>goyX*3*QI4z9MHL)8ggn;eFu1s=-FLB$j&8Goch;YeT`qk04_Yk9&*Dx*CFFa
zceAycc$7)I2Oo`eJ{r}${TM<KKvc#}VHk47T<WU_Dp8u<G7k<i>UsqB(zYc+RFnAC
zPYK<=pRCEJI{Ax|bLcBOLcY4RI)I8WL34vurntJb*CW2q%Gg)i+O$$p(FABYDK6%p
zjAL1^O~tjbC_1pmYTVGSBDnB;zE}oS2P4w4H3=3CH2E@?5)#Mptgj7gCer$7CXvK)
zjiC>Eic-DXE>tBdNiE`6wOiZMcCo^CjP7ymn&><=J^iknS{tHpe&c856?XpB>~v7N
zdU;JVZere*9i^Slo1whU!!qZkXE~;{B6WSTNuw`O@m=%WO#!#%n+4aVGg*4|ymIWh
zwNd88GQ%}i{%NCJt=L9xqNpyJbs?JKEkqdyK3P9|+Pbjx)U_o~*gGUtyVaXe0tuB@
zJa9TzMfHJA^2X}wI#k+(&esaFKwy-8??X{sM9*l?7%acay$VsVt4=jw*{i2ZW|}!a
zycam&gTOV{ctN7Hm2TeMo<`u#<Y0eV=6oS%Wq9HnkDfw)RIaOByRg%tj@aOY<VK#g
z#a*`CQL>YjK2~-ud1-3lqffL;Aq}{WpGxz;iI;14sK!J)NKUx=RhYa(eBN8MLO8(v
z+K%;`t=j6k)Kcm<Dj-<!0qu|SDsZXA*__g$>|Nw~XTvGulfe<kv4aA@=hG&<mspA>
z@qNS*5Q`+F9y%P?q<kH``$vcFZ5}{OZbp9-Tt|v@w;nFJ@}ynL*#LUibk(;wuu@UP
zH6064X*U)(s{+ijBMg=R)r8b9v{@ZslX{c>t(4-bSZi1Mb;6~@B)@Il>tXy}lD00i
z<lGK7WB&lJToP7yJ^A}bWo~3<-S~&a7YUe=qfyh#;-_6FT-9{&w|8#7Vao{(ULG^C
zWHFmkG0*{A=CR^i+qpu;z6j$O3*6OR$(X7w%IR3f@g$adS~Z1|IGK2oOpG;RX{&QA
zMDk-DThgrGGEbKZ%{Nv)wEqAK+D(6VEvv}M5c!yAt$J|3vpmYPaKt9g&%m|-&Gz=W
zD6t>A>so#x@f7;S_|x>l!acZre-W;J^H5tWQEg^kA`UU@SNsWT*S;c0cPIhK&+!`M
z*P6$v$r#?dF8DvghJ9dMUFH!BXAS&S)azO-c3O}2zuSr+TwtD`=M|}|&1a+7y!wP{
z#2=Mct$Fu}^^t#WhT7%4x9JXgQ8=ipqmG=aV(as566~72=BZ;ecM?kW!M^$))k?zi
zNP|zFNmfSKakP<^t9}f(R<OAHW5|#mySjI-8^nS*wLc=xZP7fK<Lg}X>ABBSYMhW#
zQCl6IpM>pvL!#X3%pM*a%SNsjK$7Q8)NYIn746>~{cGrL2GuQmHDPMXq%=UbeZa2?
z@jjN?AC2zd18g@$vhl|`uSrr$EhEFHiRP<w)g#oORq)-rO+0^SA2-x-RrJ9vwbj+u
z*Cmh;N#m_x_$nwTovq{sLki;~rFQo0w-)l-d45`_89su(e!OI=SnsRLO|*`G#X6j@
z#im?3j4>P5w{MYdw7F%5O`o{V2iCdY7lfNkv6cwSBu|cOb{XTBP5%H%0u_=SqZHjV
z;+US1jFHKBKGG@H?qI6(qhJ%(s(6Y^<Ecd(DPlhEd8?ipiq_pV3`oL7f0PdWC`U4D
z#(Cr(SQt=yR?>q~x!VfM+B%P+Q$=fazmiF#@}&#jrSS%$vTIhJS=tbN;oqfSZ92|d
z@b0<Y{6?RwXx7td3T==JggFF}(xxzSmCK!KZd~%}S@9m5b$_HsBrY6<3{=y6D|G~#
zd&A|0oj5qH9X9GoEmT|}*pY3>KGn+jYIAR{-VKIG-OdN%X}DS}#xiaW4`gh3nm8>Q
z*5=_EnV4aR;agUh2x4eZFYjU{c=oFPA{MuL0!wfJ@|*6SwEZxwc6N74phn|p&1K2W
zW^=joQcTUTmo|}UcewLjVo-JfVAnbEHu~OoOJO$C0|gQK^INy!WcYz=5`ENN#eV}_
zpN;fr<nf#_++78Z;$6#*+}EXsigHFZ+KO!MZ!9gZz8zRulxZ4BgDQ^48UB^V-G;jG
z#gmQk8&&e0G2owX&b>ZOwhyQ2sz;EJg%A1H3F2r)j-hp>Dr|;h=0@J9{EF7S+9NNQ
zEm*hI(D3oK9vGD-`O%;FzLk;UB~3?Kw6{z$93}^0TAFHy@L)y9m>U@Pu1-7qyA4%j
zl}VLO05#^RIZd9`7%9}0mg?q*h%DjJCRea^U5keu>&$L{eSTP<yxBGA9wF7?n#SXD
zDVe*UrE%J3jCCE;2VAc>uS*KFayYS*ZALQOxo3FRcQ9eFqpmBwveSG$s9E{b-4&Sf
zNbUMp0?^HCAxE~#`qs{wVSOY%Y%!gLjHvHf*SB-Bj1-oR$5Ri6^t**WXTRJBu7AR`
zVA8ax$llJa80EnOHO{@Zu?sA5+esRc)Klftb)h_da!knUfCYK>mG0S95^&aMMXB0o
zF?fFB_24qL(iNDD=DdGP($ebfWRZk%GvRSto-wu6^qXj+x{=ly4+)ycva>5^1gSaB
zcWtj)nsKJx&k{78>)AV<+jueK0VTLY2wlj-tz}&4i5x8(UIkKc-1Vw+YZvlH3(n<N
zjAylTcXzVfNMcrESoF<vQl(MK?ViPS=+o8f*tHF{?6=QpZ8JIpjmm3YT_RW}jTo6<
zAC+o&Gew!@V1ajml1Q%F;Vd+pG?sW)S(xCEI#RD)saX?2#)G@nvzqYdg-!I~u7Fe>
zy=!++@HU$Tw5<~XC>h(D)zGfA=;aQ9!IQD*D!+-ed$+l5O2$@X1LjbA(q98@nM)Nn
zTYD5dC1nh8$ULkRCoPJ~)nT+-x0c#MUE2qqoYzm`iCDoV<qD1nIrXk1RI_VcN@8Tf
zZzms(Vw8DzI&kuo>b_&K(vgOlCg$^3VJAJft~N=aOIg-Un32c|M>W*w&l2f#OALhm
z?B#z7<bk(FGtcv|aza&8mn+awq}!4>xuktJQxn9SRZkpnYp09EdIqfqb*&&gp>QQk
zXEl2I%TMtppK$OfwtIBkcXvJi0F`oD7M3*!bz{U}lkZ-oDvC>*Tb@m7S8fvMYH9k8
zooRHx**aTIG8~3%aa#WX@Soma+$D~qX|fbNfI89Ot7x?^w8s|M3_QDcBDP?c!}gc$
z9-)t%d1^@NeQP<mw`na-bfu$-mk*Cdg4YHOKWab9ojI(1H^sV@jPH2{e|Y=fo))@2
zUqRChQpV_IRXd|`+Os@A;6r_I@;u76!<J7`Sw^J~nbGWO^0_^SMdO`+QNEmsa~mcC
zlh(7e?-6S{T+>8~zFd!&0QLQ9-lyS4(}11{Hp9DU1Fdu~;B77|3u#j3Pd;pJC!qZ(
zbzsX>lp`NAjg!TfBU)RzU?o&-*+||j)M2|f7OK$3PfF2$3EV!W_OOv~tIkDhUulq8
zrM--Be)0bR)+rsk)Vj3$9Xyi1EzW9B8tW5ZtnrrtR00>h6YH;d=`+H`*}h;arkBF2
zZE!AZNJ#c!(Y}>NEdt^>%d7yaat&oFv{Jf8lxfQPO2cB*?zLwceX1867GFy0jJB7$
zOW0k+-es!tqOkM}n{6Lka`9o?f<<oIEJs|qoXP^+CkgA;u&GiDrHhi9m%L|qZu&Wd
z_E9K=9F=3&=~p~FPMfbw46aH)uS&}{vS{8UhH#-_FI)Q5&uyq%TzN{-G07sal+xBc
zM^W9sGQW#lKBc)I<tu;%Sn#BQ?dP_CGjnh<con0lTi9JStiDMr)Z(dW6O`5N1aXlU
zMW~HiGbJv19G#47JCxEdt`NHx-+)l#71e5zPj#ZpIxguIGNk=0knt6d+3&+FEUxD{
zuAf8IQS8><bH5{FEpHmi#ny^yHDl1k@O+V(?k1F|lRtF#H7|`}Sg#<vM=Hf}^7iRe
zH0x;M@jLDLP(DJ|hm0&9P?u563}Ap)(vEdvwyvc5mvp)2w$liCw<L>_ADq=oO(HE)
zSy3>MgO*;#sp=EU9*u6y*xCRX?^>P@^X0Xf!N%jpYb6&qpj3ymgOWLa8F*F*iY=0Y
z{lKmy!EvPOF(t_$@Y_M{UYD$1IM&U);Nfx8y*pj-ww<YIFMR+jaEr?~d{=EOLW}lt
zIqO16Cc2q$_}0QHR0y6z2g*GSYFl`!HH6&HW}%q%80lVTU}afK2-lO1$F+6ZMuL~0
zy12jE?e`X|5k@w+QE-Fhsj<JPc&&8{KO)`(Y|X%GyQEmyM{1Wh*Q$H6H&a<l;S2u&
zEV53F@o=NoueXPzVF167CgJl1HOCn!YHMB;xj87ai1DU%4Ngm&IJ~PUzU%tevwSMl
zWxeo>D<LlNak!qnYlQKy_G{>aOtOtcYCdLPylYe7-Sh@0v5I5z9#q%4g_@L4p2Smq
zPi0fnH1J2IF>rpA>|(o*Ff+|APAN0ZI36evfak3ob`)n6V?5IV2p#D{fky_406EXK
zI+GNc!KMO|M`}(@88iTB5T=u9^`~NvlmM8;Cwg~LNO+-uQezy@05lWLA&b|X;+vdO
zno+ix3D%I3IHfy9H+M7$amgHt26_`hk_{Y^XaNbwT+xw^n5L?>PUD(+0FGz@KM_(z
z-<pdfIK@jBdH_kkhNC}9mR{8k?^*zG=}V7#OpH<QKnwWM$E_z`)Nlm=88o>Atv8x>
z0iXcqwH(pXiU2w9MK5Yh&;iztl)Y&v0Z%lWM;ubo#}oi!mx?&1p0o^8Ns~ujl)U$#
z10eLH2A2SIqdv3%wG^^!z!dz_Fv%QJ0L~N~^`*{7PHBF)#W#%Rki;hgB+~?n-5Qh2
z+QjlhcBcr{M+$R80|&+uM<0c+yw?f3G66O6_Kg9WW`R@9l%JBmlJWF0U3hll+G1BI
zSP@@0czXEh*J9>8aCpsQiqbkB&QX79p}h&d({I(FGNsye1EqR4lj93rM&HQ2w`klh
z9mjf0IG0w_;+IK#c`ka+4_eQ<@Wq|XlX(|yZFA9(-~wyPN$z_Ut5B;xO1c@|E%9m?
zhMl9f$XkbH?_O(v3%#>Sc>}obUESA&t|N%NgD9t$70h^+OE|5?t(eL$-Xqqur9XPs
zG^rXeq~lDXqG?9<CNc>Tz$F>FR;*flQ0do3SrMfK01sNqwbie#U`Uwkjy{AAwOV_F
zmn`QDdgiyNn~}kUYBcW1F74*GokJ!DHvwC^Eb%Ckefw~j!TMDT*ylb=F6JdLGxVsT
zibxq2UOdBsJu2m9t$ji-l2`6%O$abG<Z^-m<!O-EwcUZc+*x<wBVOjTF0`-gYgIE(
z7Tbl&p+2>-;axWCO|g>hSdv?2`?>xT{&88m!5dDqmWIBYX=kix&{^HsJ-y6h8^Gj>
z?ff^Poes(E5j^WTIWFBrSMcmt*H*>#2qRSM8?SoXyt{bx#@QmoP<+|xP?~z2HRmg;
zaoEJvZ_Fl3dwfS6b8V2Xaf+>|UEW+@c|^2!VjTM(Ymn7^R?*(wM{nhr%a$*mrn$SH
z8Q$FmNv6Um$IIzhT5@M~JUk+klRHli>rh7-5;^_cgkYYva@)jqH#)$T_NYedUPJw`
zVt4YHzGL32E~7Y^l$KI?G<{A|E_E==c6YO16XHj_w~Nh<7`6v`x2|}S-&E0B&RY`<
zfrBnT{dMQD>Q^xqdwZRMh7M}HmzS@W^Vp90t=1OAPZb8!OJmS<t#K@2hDV5efT&|e
zjjGzstj?^^#*&iReD$wA`$faUv86qF8i}2g8FQY*8kK{yxo;U8X%o~h{82k=F<YCM
zniv>u+D%KYc&9q$z0xwcKm!3@R#~zcT<-33QpYoiKzVp0oSGgNO$dd0ZTrad4-)u>
z+gS3?kg7o8soD>VE-hmFEY~1Hsf7gB1AB6esIc!Iq}3Pm6^0n++|!N~TFlb6IuVZ~
zW1;DGUNef+ObdcfMitIJwYK@MBbcm(vytApP0iCh=e0;(d!ChlRf^DvW(_B3orV6o
zxA3Q#aLh+zP}%r|*oR2wWmX-Ha$;rJeP~xwhbNxY{;3^`d7E*yj@l0tTgRq62sTQ`
zC5KZ`L99wq!rXA(LGN6QeqJ)q&!sCl>H!1VlflGP^G6-g*rvI1aK3*Eas@o<lHJ|M
zFvj#F7_LuFw7S%<meLp7Baf6G{?%^(07%yKM?Yz`o)D)ZMjTRjCD5gvLu($ZIo5T}
zA`&BL_MS=ZDU<k~J6$jAGY#^>Hk@?LaT-^|El$$c?Dq~HAfyjom8aqB?IT&Yx?A~H
zDakCPo~P2d>R_B+yAF;bl;6Fg=xMKp@3pjs@&rK~pL=d{D;HnW(#mCqCUv`sv%CA%
z(CC`z&@JbHvE3l~0qi|$rl)6huBzO?H@8=1>?n-68cSn;;y2H?L!G*j^;<z5`l8$@
z`5g7E2wfsFTg>FPaf;oz(_#>`vR!6KjxY~e%+#!*YiRCbM@H^Xb6vFNnZs6u>3hql
z{We*xZWc&MR#T8_#l%+^Q{Z`$%-rB}P*}$#k&Wp2_7&>>3DF_8vKM9JcYp8pu6mD_
zS3L>MLkyZ)nVuBzw4&9nHA%db#uOgaU&Q*ozMrN|q`-}J8**iT{<qe;O?Sk4UXqeW
z6D`HVAN64Lt`kw!H4FVRbT)`$bN7JdMP*63OI;3V!mVY`Esl@i+n^U>G%88wAB}U~
zH+!8U#_Z{kU6qMGl|RD0TISbUmrsq*d7$kl)|v4-8@2H&n~$4vfw+Aux@hw#rmHnA
z4#G_?(_XT&yK9J*)D7Ob;+b>dbP+M~)w-2##=Pj>JVw$4^H8n{AKtBzt!mOFvH6eX
z0l@z4an)Bn+B9m~@R7S`qd2#a8xXUD^0DY^4^h+7(@~D=Qk5CHyke_Cs%vi;5J@AV
z@x@SQ26>-Qa$mBs=Cg!#+}c#91$ORI@h#4sJizIR<sdmGsK8Ry<G6xiu2bg6erUN^
z=aXsu(jGxQ>k*~$WN7n{4gs%PiuX^S#k8uXbkB7y)QDt#*x+Wn{RZ<*(HaMyCTx&a
zPkQ0)Y@nY?hUs7D{vbP5oljJ0ZQ!$k!HEYazH5?7(mizjycAZ({{W3VMEc$02*E^A
z!moNn(scg-?6ta?ooCySy{npp#~kQ#(i7Uf0zF3GQP72&TkM-@0hn~Ida|*!p&Aj4
z7R8plQQ$nZV2t3E@7BD&(lMy(ww6)nGENBp0KTixV}|O>!*kl)5Xs3>I(M#Hz-beB
z(|nMZW&4D5Q|nq`Wz5;<Vq1j?D0OGO#Sw}qZF7?nC_dN~<sTX&k~{q}>NxTg;hP^y
z^erN3p8n)qN(%x`eXEK1x#A5zZ8956S>l%AN!+0FI#+c!cG2_dDxA_ej}7Zz*;=w)
z9IdpYE=R3&_kKIGf!xBu)!Mvv-%z<Q`9;7Tvq;G?l@rY2v6k#Bns{X0+3MAtWfXcY
zx8n<I%Ve~+aE==<=xHqeBHLP7$8B)}+%o?F8LW};{%I}krh?!|lJ#-WRhypz+UfG!
zT1xFL%%6BKL0Kr_){T#ywaIOa_3?PN)#kdla3PoeS&o9L&*BwkkfT4E?UC(UQg}~K
zidf*8e4<+!Jxz4u!CGCkZFshZLjcYgb)_oQI|nsLE?aJJT91n!>KG77Ciwc*TaOep
zs-a|*U|@{(uR#9G(RDEllWFn5yTD?({{R|hvEh#lX?mm)hzl%(B%l8PT{u;s)$AuK
z%3Q4+j*a6#?8xUsysPvS%P$$rZK!>qZctk|9qX*t{1IgOd7j3>f#U=Y)z8V`JBLIO
z+p@MY*&PKnQiQiORcC!sXI1gyU&8RDBaxC#XxaGIJD9ZFP*^NO4hM6ASa5hIOUP~+
z8!s5Z3*NC?!y46uZ9KN}#E5t#RjO2_4GH$I;b`=IFIBW}7F^GHFkG$>AI7=;ZfLK5
zB3PsfZc;oJU(UHhWvpE)+$<A2XYYYkV!yxA^<T8+M7al@!<yQaILB0Di%N1x`f}*Q
ze;3*yRotT+dy3)yB-=gBo}YbeJh?5~4fMhP02<~zJ@HCiB~RNejNy(+6~C@{+d$Ry
z<T9TvCLFJ&7L!cEo0KZYv3tWZ#dD@Wst`!e$RA3nYo<r6_~vMxN(gyA{VSWbnQUik
z-6B?dX#Q_uT_=OJ8#%Q*oknYs_NU+{uS)YFMJcv>Qs#tZICU~UA$UzJAQyITxf#A?
z^shIAQ<}m;feHh`1HF9#;v0y@jUU?V+1^I^R1d9r9>3w+hPpu%U%rs=nB)rUp;kBK
zmWQ41RE^uz&yxCEh!lqF>0Kv<^`Egzi^ASe<ZkI)U)kr=H3Ww3O7qgY%Wn=ts9VI#
zd;n~GqNfoUrEZ6*LcCl#WONsPEqlAP7SnBr3~(y`sp4Pk{VE{RF`2MKV05b<9MEF4
zfss}>E8Y9k_5BE5$dWwhii45ZR}4~mBbIZdrOKAalX&k}{@J;*F2#T&B-EA`mX|k>
z!U#k~<kNg_rP^8f4{v&tIc`Fpl|s$Qh(7O_jAU1-H~W;4S#%WZwvMjwcy`4la{gl~
z<8N%&4X4NUy<p1>M54BEy@goR93(EX0$GLyT=2EDkU>4znIi;X15pUNbem@Qh(D~T
zy-!Q<>%(JhHOgf{UZ$!|G}m?)7s6BJu6C*EPVn!T`dNy2TgsDw#8ev8ap~57*>Jfm
z?YLKz{pMO%sbh1(vz<cK4a%WS*dEn3wW+R)G`8|c?vA{A0ad&(m{hk^D$2PmdQy1a
z?JQU;L?kk<GwDfBo7_41FN)=3EH3RQfg_E~V{k2w_0D*n+%~T2q@sk%=b_@C;rZF_
z_Bl{9oEq8j2A?FCv0OzS@>2m%N{C((JD`;c)(;7kxU?|@%ix2ys2v!8YTOSg%b+c>
zvF}=b7m{0Ri56>LC4tW4(w(c#9-rcIdh(Z!WZG18>Hh%Nt?g*H)WTI}t2-RhXn)#Y
zX%k(?Z<RY@2a;=$(q(-cR+7?uugp{v-n(pAjbO~vVYlv4o-k@(9cYnW>8XDUF7*J0
zL0#BtoYCZF7^q4!Q(Z{3Ei~vOQq|!_yN-3hiF&U!&R<EaYPyxR&-Oc|xL`hE$MdFW
zQ}~lljsC+UN@QGYJmR3${6peMm+bfZmvPGRkIK5E1n$<X^Q9R=Z9Oh}=B1)Tai*bJ
z7B4bBQ9Wyu@TAG7c!pbhsfrA30Q5D$#p1nk(luYTx~S=zj$7?w;$^szoU@(Ez*joL
zzH76to+8k6<j+#^So>a!_L4lY6r6vx*0fUew}tIMi+S#QfnHkr?}&A{lSv5WVmT^D
zIsX7ApZ@>}PPe8+VYpHhe5$ld4Ry<XOx_|c33fd@OSDZk{qJF6<%G*GeAZ2`h}!$a
zatn)f>QxEtToLgPh^>^|5g=FSNaGaiDK)!`IduqC$la1atp2W}4b3B3?)E(@OZcv1
zp3dm5?47Mp+iEe}X?F%-@`(OaD~#8i*vG4D*Pc?{6_cJ1Q&;0Uo{t>1q4L|YAw2i2
zo*vyz9PHJR&}r8;9)Fzso=FcI@rA7mo6B2mQWn83eq5jFT=IE#w&LK*8b%<LJu3d7
z?{yWe+&~zk##*^*Q}?wyxszPRmxxrvA#YL%C$(wns|?;8jzm6Vh2Z*9FZO1!U?i48
zaUUnp)lU!01^tZrdP%efIA-*y_G#>5=Ja;hx1mWo=}6P%_Y7qAthgCs*3M?e8#q1d
zN-=Mye(p=vk}cTCJOfy|p4Yr-t&=5r2iCH5<<8kub#G11lf+DAi5Ny31BN{-GsAF5
z$#7mU7`9b~ORY(HKZhf4EtXc`0p74J=hd`XqVvNfauL_1T{?2)X_rc!>2hCEO;sha
z*H&ivGyFogwIzyQ54*$2a-{uhobesRrs^qWLQt;<v8_8TZqnmHHgbHfGHTo<%8e&V
zZV{42%~wu%v^X7;%u^nD?Zq?0vE4(bEQ={cB;y_GwU>yR>q?%^<D_7OC%rn-;^x=F
zvdtLC-bc`8oKx7!)fGNjuA~;;W%r2g9#X91f%%%X;zM;5D`RfNGmM?J4u);uvX=g1
z^N>j<v9znLLs!@22unr}8T6;fpYJ;rC26F#M;WNWacywPxT}WwzO`n@R-LXPRFIia
z@$X%CigYNgqiLoD%O@l2Ts57L`*?}Y$qD&M?Ovq{ilj9;u@GtdZiiJar>jRNocC;u
zdjnRiZ*DH)cfFm69XC~v3uy~Ek{kHZ$@{KJu8MyS+s6QkDAB>^c6wJ0c%`L|s#vO0
zhr(y+HZ~VGL`tRAhXD4f9}8g?Ul4Af7igz({n78puE#{uAk%jl)nqTzY3W>NfUO|^
z0ELTpb%0VgJ4rmAmEV^h4r4gU`=`)+@Oc#=Jawp)i2yk~j)%2M00WL|)<=bF06C}e
ziipY+wJMzR>r4k?l<+A5BerQxFaR<#IHd!MY0ptW=j%*EsW{CPo#+92QOz#wQfD*>
zUTF?-N~V)1JtzPf^`kztVA09yF+c|tn90p92dyW108n`}U{OHnKnc!$seXV_@}I3J
z0C%7U{NB7%vT?;6Qhf~o0ASEf2R*1FfB<t+N8Y0qBz@=svv#Pz3YKr-=AzC!^FR*c
z6lRkny&31)fEONykb(_5jDbi50+b!SX%9W<#V`<_b57muNyaI_=cNE4$vC4Pl;U$q
zw~7E!O=1s9QJuLoWFFK214wx3Mls%$3IGQ*rjrzB9jF+ifk#?yNi@0ipar8Dq|E^2
z(Qp7WMt!Ix(i7{&OJD|yFbSiY1~Jq(QfS+O!&8Vfjf_yioG-+isI9a-%#S8R0kgLi
z;64|%g7$WfXAu&-7U^F1@iOJ@ygey}6!3Qw&MUw)pEk>F*a5d3t#jg^x_g;CUpukr
zehjyhM;G_3_z?^M4tI2^t-O7xNS6XjIE$&_oMVc!;ZG7<UZj@SkwpVzJF~-7_g)**
z@9&-1PKEi*Y4VZz*OeJdW7CqRsy}Rw8&TBtJMksN#gZux3a90+PX7SR+~ri2?rXZ%
zd^dAzZ#0lOYgFudipbUyJuAb$Q$`wThIby-r5P?`vk~m2Lhv~~9LaO3rJ<1dEZJ-h
zm9aO5C%L?6ZCo+VP&azP^DZN3<yeeM({LSX<Qlcjtm!gJ#n+{GR8rj@4KLxy^es%s
zVWnGH&lpRH&}G$fI(pXya*Z|dkRLY(C$OuRI<%M92=6;e2pL>e4MI~H1|?(w=NRU>
z>B0L=dYzVxs5v70TuH7^Z4$+ogyB$=&{wMXHr{L0lG1mL0)d#b$gei=oM|SenyizA
zNQN0OGJABdUhw9dXBMQoyi!cha5jZ2fN}o->#b^g)e?!tN=;F7m&nq*)orwEDZIzt
zAO|Wd!+b~Md%ad^Qr((3So8<AZhTPj6~NbSH29fTE`+B$tIgv9NhhhL8Y`OYP?svu
zp4uzTN<xs5T=ZP>Ypc*c8teL{;w{~zkXw$d!1G+roibVLHWTmKiy+-!Ra;LS_Run&
z(8z$P9B1;bn8&g>>(`p<d8qhJXK8sHyN)CN6Z}TFe--Fc>OMBQwXwBT5XX`_Z~(8O
zqFB7tBpeQht$f4c-A3-?#+sAGaLU;zO7W4!TiC{(M>naAi{-P)fs`dmeJZz`B!u8~
zJt^_9SH@0r^AkwUnK;HxXVml~@aoAtmJOLlZZS`RcVRwUvBpX1P-0wsq0eG*#dKO{
zg70-JZ$3FxE=F*AQkIKQjN-h^ORFEUxL>qJ+2?~ySe1|&9~|Hs>vT^CSn4{=nsk?v
z`N^E&bNy>)R`8{+fvwqF-NMpYOah59&T;<$>Zp{`(&5jp$DjGzlgS%d7oi<$3y8pE
zWo^Lq_ODIVJQJtsw-M?V`;EFk?@@*ZDLhN3Xp`8(bEZMHdbv@W=la|e(CLjiRM7JW
zj4arM<a^SKXO?t~4W*7UYtgSfD+R}gEwwE*44h&>Mln-ZcuooQNpH0y_H|FXRC8DL
zr1U9aV)W)b>U(6fK%ql1>S}k6$l4RMiG3@#(|jIoW{Tj#WwUnS`{UN1HicoSJ=fUw
z#+J%?Zl<N;5u|XjyVUa?iW?_CN_dzqTdofRx=DOHEThbgcdl`jqUXaIwDPT+ea3Ri
z++wtjA`f<BR|`6N#K*F`G3&M$DhS&ua69rV>8(cI4O2pnBW{Gv5}dH)99PbEx&_K<
z^WG8zz;ZFqBE9e7{;mDH;QLF75AWh8H{;Wa=u*16Jd8vo9a-a_5_~@19n@_T0IY}z
zBk5d}p<seJVREw*%8K-lji&4ScF??k=<0)O4_tFzW=>A`1P<90uC1wbWZZ1ch;`#7
zsE&2ay#e;GSnyifMd6LlAoH#lx#?aRB8C8=89w~iQKo8FmYRGa1dgGGaoATbB7%~<
zPg0e6xcdOaKs&!TvC#O7PMXEm*_|0=ZZX!gHGL-T%FY<vhl$4EJu72eHuoB2I+Q|x
zGr4uAJeMt`+Wn^3$|g^h`Qo?~+SMM%wNi?S$7oFLer?&n&jDEVt=MjEt)*yE;Gk2$
z4OlbS`F<pV+BPW6*w3YR-W=0yZ0}w@PBA2;k1w3=t*f=9h{ILojNv7F9Q2l#`D>Pe
z<j*_6&2HOxc`rOUHRQLFAqd2#2U_j58>Cw&kIS~VRUI?Ud48j-UAz|%iGYVBe6`O`
zqnxxwLZwR7Un;Ui9|K5W@tv;I_hiS{n$`G#_b0~_Gn}FYbqA-dbKVOQH;rtzWc>L)
z{EFA{rNp|Yjc1G@`EaBU%Ds6naPaBPdv|nieVW5rj>6{V=`AN=v@aav6{mHeEvq@T
z32<3JEXM=%t|3*eH3$~{+{G3OE-_tE&aoTLC;K!Za1b{q73S1OwNIV9r({0vI3m*4
zD8V-asDxx!6MuAxe7<a03)M|%J>|u!$s7#EG2D)|&1xcY!sX+06CPNODbS~RSm>`O
zLY}VV_fSW2%Pg}jYmBPqv2IE!Wkpgwb5q}3MLC5b1R@SbYTR(aHNTgfIj>9LRz7=^
z+saK7=ywvfpDnsJMt>@nXuitIB<DQlvtVY^t{N{l3f*ukudvXLucoG;s_z;cV;yS>
z_KN0beh#lBIbP-cGf2C!o-Ix|66ys2?ewnl*>vmI5UWQVmkaYC>J3rw&aDK2tS=#0
zT?P;z;;Mc&n#KrWxwf4ly^nyX-K))So>mm+DwE}qx|7A>y(aG2r&-<GgeQ;=YlYKw
zC~YjSF0JMfYFo#ai^(G<u{8}^;__lzMtK|FnWAZzdZwcqS%1gY{!4W0UXC7;rmoC!
zUkZd>&XzA1>$5{Jnaavn2eCDor|8eGU$37rRwpE}>s>Y1hi~*d*lu-pR)zRtfN@*r
zM$>g0LoJJWO&ac3&NEn5t;u^8Lk&$Xd1`a|uYsN$b1l4o>VU`tsP(RsNbts=aiYOH
zMxsVc9FB(-Eu{CdX%U^^%8j+xu2z*iTc+spy}j!%mG_3uNIsaZC{(FaLDY*;x>}Iv
zG3r*a-06!69$Ctk6_u#!S1aN>X&NFO4hbWzKUMgP9K@Y5Rav+!c&=9S#8+Q$x42*(
zfy*AowT2zu?B1Kb-zn*LY>?cn*LL8R8<QfsTR48(r%4+C45^*9<@f$Bxz#OFUm*s?
z#sR13o;$d-h&;?$qEZ4M;;2-blP0zrtm3S-J1BGr;DRE4`pcYtb%o;Om3%=2Koh$d
z<EKhuc;Xv{7ocK5-|BP4WNLmYO+xSO1}0en<0GXhLq=<b!&Q|_zQ?2K7Z5mW8QXKJ
z1B3Lc7Sq4>^~^;B0G}xK#bM~$kcHP%nO%!6-;`#TPP)E*TJHAVC1^<GxxoYJNhK)R
zm^u%dM0zdYhg7;Oi<gwH(0%Ju$MUp#U6ep=Sr5;F^saYGxQN``?hK{n$dC-+=CwR+
zaU1D&NgVs-L-P~(R+Mh8Ra!s2jkYv2E4yn3vbByRkjS8&!`i9%iY+Ez65?w}nTum0
zpQGMFF0}2z8N9q?A8Nz8kUxrMm8DftIs3-9jND?y^+h_a{f?%832B!vDT>Y|#AJpQ
z=U?!EUurh5By%gQO@J%czS9gkT<vWjnaXyqe@JN`L1N@1%P$*FYE@d1)Z<ZUJEO?2
z^u1$2xO+BP6<Blwf-0qkvi7%;?j|Ny<kz}uHb(PMk911u8eq0M*O+*Z!}cdre<?_I
zZV^RXF)?!Gnlyx}^82Rk$BphL(%})hNwa`YdhG8l;=S<Lxsnz8Q${{v)Nx$hkAiK4
zws39;Qa>=M?sL=ir)w6P$Rcp&IN~@|9S9XJX+4b}C1uMU8P9l^!OZpo{XD|TGIA@J
z(C_Z;t^i3LSq=tzSGQ^UgqOY^DRT-F_j+}&7}c(fI^2m8Dgh^^G0j|RDyh@4jUH%K
z<ZDB_()?ejs(Eb+yrkeYO+LG<O?L5%H(<k_IH>fkUMOIIc~BN3JG<2P-YH=ujISCp
zp}-10ZYzck(&e$$T`1nsJj+p6zVSOjA`k)PeGP1B`Ut$9XuRP9$Ims+!8EsiBa(MG
zcXDfTXKQ^!FDD1C(_W2j5=g8CHq(+a_4|12z(kkKZP?9q{uq;fix`<BRbELw>yFp%
z7gE%siq<}#E(de#U5|&fiLMNGvJQg<L8!z_mW`N{?_J6CHDtfJTbQP3%E8%GaZ9Ue
zQ%!XY*EXds*kCyo7Qbb2Xhd+S#D9%Q*Q;~kF&yZ8=y~8|*O^aP-5ssPDAYweOS!cD
zVNtFOa5wQEO6oOuV88J5vp1ShWH_!4^TZZ9oq}4+8B3VY4UA^CJRz*x&kfF<J-`M2
zRnIli>^Xhw5mm=Zol4#mj@atxCXnDa$~{eY`n`txC(C(k0V!T_eWl!KGnr7f&D(>D
z?(Ob>wY)zZ@=dYf8Qq?^scJ2AEy%@L&NEEq^rX6)W(zrH3_*<btKKEBm}!YBlCmlL
zwSzvSBfo3Ac~MAht%KIONqo!wF)t&Pn`q@g$TgJIu9?v&xV0mj8g0l}Zxw`uV6<bc
zbXw1n{u?t8$XQ43&uZpwH8QfS(B>)8zGdnSbobMLZ|F+VZ4#=Dz*fn%sOrV@M@<YL
z1v<rk?&M%5KsA%&*{<~+W;5j<Dn5Zn>sodm9le_6MX>VSe)|@!Y3we6dn@!p<Y6T|
z5-VzRah1`AGL<@#y4>P5vtx1L=$aG$lOI(Ax*7FLdA=T5-J}ZF5pc|-q2{^WTf=u+
zecRjb+_G{Mb6Jadsaa|BY0BGe$@!G6cDKy8Jegso&CGgdf;INloTbIADIr~|$~iR-
zp(c?Qr6TGU?7>?j<*p9TR60Sop2BwXz{_W+T7v6cyS#Z#!{wOdkSm^aB<AFq(Hc;X
zL(+Ukf_*IwtSBvT2yAw#JUCM0!`C*kg!xpQkH)wQe-d0SkoFAV#6ia6$fVG`K`xzd
zbqSQJ$fR-4TFN+Sb!NQkF|tQTqDOAp%e=Ek6Ge~!JxxKW$sAh8%He}JE_3f(bTUg7
z(@*9%B$1x=D_qNVj<UWRIS-%8w0L{F+_h3$xSjWjMY*?#`LUqb2m`%kXqwHu68)NH
zXHq`zYU6IBx^0Ur?IG+l(wdg{cHm2~zz3J~s#r+1Yl&i|9VHXcqr8%9tB5U}BrVwS
zS%k}^-m9dUQ`c#(L+vwpr}wTmcL%L3rsH@U+_#}LEFzAK-D4HBS{-<k?K1h1&#{rW
zY-850-s_EYk$|BjQG<^4!6><sPrl*3sn0dlx!UD{^~EV+6Vl`Q;!f@-bz|Ziw3NVQ
z-k<GusIKp?FQJhhT%w)8p4G^Rrb}aR<$~iNlZu`wt_F<P{%bJZjeylWB2MXx>$IaQ
z+f!cR=IVP7o%f=2s&VR3#F_Is=xWFlU+8UfXBNR2`NJNy%RqeDS!6z1=acVOPY#>Z
znPzP}M`Na4N+pDWFD=wn-7{M=MfL%5B2C%D9<|8BZ9UD{ia)!Y16Fly8skb><dKFO
zkiog3;h^1&YUVPUwT|trH4R2YvW94ao}V>!S{{uLhZM;^*(JwCIp(~(!ggl<Stfa=
z%wvo(uSoFBMk|S8kUY{isV4%sF?7@yDk0)0ID6X>>c+<IR@AR<RPFna1Jb<9TiYg}
zW`OM6dJfg>7v3I*+CwU=au++8GxYo`i194;Q^N7VYEnetuv(lgTT7K2(Ea5%9)~k)
zBuO+XE@ep@f_GO;XS%e2!nY3Fx^rCCoNR@=&2<j>5x!rTithA{V!^~XNQ;rtk4ovp
zM*5ErH5;U^UGRm)v@9O}N8V2bjdOkv)F!t0jWibUeWE#}A((#%C#`mxbc+_EuHR-L
zwm>ajZT8u8--$-%-F%_ujmo@&IIXhzE7<b!@p5h2$JB^MF^n7!<x+I%RIDx*^1>Ox
zCwc>#xV#Tq_0jX}Qh~9WMg@)+wJtJx(w~-q8krn5Ns2+wT3$y=U^kjjK%tv&r6Bpa
zrXfoTI5cecq$`f}0Js#>p49AQQe$s=R{=qzsh}Lv=NyV+4wQuC(&vsvCVeOX#U>~w
zfG7b*J!mwij9^nvXaEL-k<A=*9cgfA00xfqykivJooE4bNEr8}4ed*e&;onZk@u+a
zihNz@0VeJ1QDArLQ%l;Rpabhi9jQk&5C=2>w3rmR6dZP-0~BNmUX*9rfD<B&?d#r#
zAPP7gd7uRyDgCLV29A^f9-V0wb50;re;NRG0ib-Mn@gTLP%!P9PH8hsngBD}jANw$
z=9=VC1GAc35ltM@`%(ZT)KczjZ8a}iOl7)KXa>fNqvkaK0LGf;jFJGM40q#ABzESM
z@x?~{c&F4)q353$7~A-4I;kPphsULOhKX-)eZ6P7^5aAMv<H)3=kZ!d<M7Ge*gk~y
zuL!rZNG&3}ia;6LI3l_6HnHwyH};31p9V?&mbWmmRx6bm#%hCWz9rG3`#jO@kDzu=
zgX@ah&^&!)bhxZFBw~K<;5t^0p>=OOBrLGKu{;?tPwQSvT(@Vjdak2YW1+%a-QSyE
zCJUyWZVq1yoK#xYjMjD$wd|%qQ{^6&)9bpnn`LH^S%`$V>ZmKvwS7YV_99%!@GnN%
zY2oE}b6Sz+r1Y`P$$dP5ZJduSTaGKI@YaVGt#!Pgk};O9a>mGCUIFH!9=InJdMn$l
zDp@19VhP}tJ!{aYu8$iJZ+a(l3wUnA?*JndCnLEv%XpG&9Y*p=El-jFKPlrh^P}Bg
zLuqvtq>JXh8OS*6P-}V%>AHx5;!wgw$SQNrE1DFe8l26Vr^`*GU-*A-1GL+&(ka`7
zjqpMI>)mW+Hr^f)IYyZfjH-c*j8}ko7S#uegfb26pzY_qdfIDuR>ACLgelx`#CE8~
zSB)upoSd!GQ9QH6-Wj=D*{?*eIc73GdB8QvJ;Zy!MfnFD*SG5WQ(oA}$uh>yFvq7A
z$uEX%Ebncsu56xkkOK275CvTvT9Wt5P-$p+%<8Uz(4H&k{{V*C#Co@ativ{DwqGre
z`TExldGOmxOXBv|C&(x67SC_3JHR(j;oV;INRat)$lIbV&hC}n3aU#(io6?VuUxu8
z8Yz%2-nH{&x<$^r;+;rZ9Lc=k4)yc~xp<IxcIxZ^WR4O^VcxvM;bF6%R=AqwWJ{SP
z%x!~%S;kE#a%jV`#p&J>)Glr$5?i<tAD@F=&xHILqv|4f<VN$;k&*e=r&{UO_SW}P
zC>~^)Es@1>ch_res6%&dN^X!w!ZpWJj@8L3(oFOrN!D5n)O-=Aq-`C%n_C=>wEqAC
zqgo5SGDyJM#D`(qn%rxPX1iN$?rsPVlDvA?H>`M#^bK+;Hb&~)Fi<O!r0P_BsNNJ(
zi-{ZEojb<K6|8WfbB1yUIjjCRdz+gm=AA+ECc@x$$i;GADAr=sua{A=iIPb0PaIZt
z$Bng1y+7>pd2b%<o(5{28j@>Wj-^f>?Cr7Y7cC{%gq_)Ac4$E>-|JkxqgkheOcF|o
zBaGzZj+M>J<4K;!?COk}U4v=uRBkS<6G)Cf-kXwh$vCXxhLX{aI$q1E?A{iF&OZmo
z31Cr^bGK@xduMB|_-5)mDK{)xz+UyjXr48j&9u{Q;n`@Z<*`mP)|#FxzVP++&90t+
z+Q|7`%beE!%F;RGLa#qEI*$cOBk8hREW5m^Fi`&h4Mh!%aQLq75}^`R`Ba>4=~OIy
zQ5e&%FRiVXE0TVFyaIleh}y)Oj=gJna_qYtZra%5vy@KdMy9hzN#RK4weeK87ceP~
zOqB<mR=R1rYTjxFNSSu$=Jc$sPg2sQ*6gosF3fTv0#0$qdbzH6pG=B5t>Hdlo;(*G
zxTus}(VJDLG}lrsKf(6b7PH@3UGIRTfzX~aP<$u5ct)+Is3*yku=MI{U%^sZ%i(L7
zB4W<0Sgv^^nukalU52QacI@zdq0CY#<0m-&wck!|F|p-hsm;yCT?$_i^#1_u?-FTN
zhEcR_W>M+JYahfv4w1D2@!UqXVL)C-TI@Aj2w?GITu3sAfCIbQtsO^AHxi_(Ukkv-
zMr)d;HcDKmic}@bvF1<k;z^{1E#*dqKr*mAfm+GodwEaT^usAgPGpd;2DLP4T5lN5
z7-JkVCfpXl?^@bLrS-O_so8vj)mI`wdh=E7YEP-vDryYKxt*rc&6u`NDnH%tBOKO_
zuVpTs;EO`78<>|Rxc98{CElT?&1t7174vqpoO^ey?}!@v=~`{Jii{pZ9vp+-qKzi*
znXIdFw3kE8t}h<zUNeTl4Uk24O|G<&#Hqx|kDS*dqv_3ab{XAQoaCDH?+NL8MDR@(
zp(Jl1JZ&R2wjo1A`W?7AdpJt0)$Vex*P5KgjIv6^bW(9pHkYVNV>FS$gig7yO14Wa
zEH$=|U}u$^?>giU#<@=u>Q`3R2Gnhdm}Sv=S2QNm_fDu{eY0?avN#<g?p-g$7S}Q7
zdbcC-t(!eZ&e!jCDZ$Q982Z;Ud|fU}t6=A-t2T49LU(S#Jh!cSvUj9-QKG%OQ#~Ty
z%G1Rbi$35a2LmS+q&yWT+0plv?S*s5uRFDo;+`~trG;DlvMZ&!)-@eI-Xt1;kaYo0
zarLh<r8mvF>q3muN(}35JTQ=fz9q&#jMo+M5VfpP+Qwn~IOrqBb5g;p>l);O*j%>%
z0981uUM}#h=9#1YuHt_+iR5n1D)9d8TNq<wDpB|4bAyUDA!NoBoM+y&wuMmn#Zj?B
z(y1hDQ<4edx@%)?cI>QUKn4bJiu5Y8lLV8CxzF5Oqb~`UEsUD?EeP6K_<GMzQWd38
z#QGZXE87y9giv{_wnpKB;8(C;Y2wdMv$tuy$(kXz%N&vTS1vPJD#j4IuGPwZB8JY|
z(p!lxRc_b)S&g}`H@vx?;Ixh%n;&_Yn&>=3r(N3J2Aw1jk;^tsX=!>D>RYga2<Nw%
z4=e#7S3Lz9alDUGr@?rf40dZQXvpQR8NdKnq3FI6)U=2r)gT5*Mj4}CxT|_cg0z`!
zGG=J5!|*el9M+zlf2djcx=q6}%&(CyI4hnx`c~C39LwD}sX@WHbviR8zlikZw7ZF-
z1wL)Vka1ii>MP;Kz0%}6*Zx_Y^H)4i;&|;D1&g1wC<`d<TsEVq+-mZ9trq7|$x&Fw
z4qp-5Mv{bYEuTXD?z^d^Dk7Cp9dYuS!TscnWSp5X)RUUp&@>74bBALX9mwLl9}M_=
zPg$<5rHQAN8)?r<+8mM53axr{)|;MlrdiwGUTkJ63E&Feyzu1K`ghtkFoYfpR>Zn3
zrk&$uNR$K*orb#2aaQlc7qO~&VkXG_D=M|MvMLjBalcc~d_AU{%a^xzz+u6uE;M-b
zt!3?QiDgbzhw)bTfb7xkXSiYrQNSj){B>;<qSE9<pq>sp(wve_oi7#3i1v2S=X^Ec
z{VDC<`sLYyd<7L3h%{Sk9eUo~RQXfjfuE&xJ{OK3?AewmwzzOc{ziWqi^kEI^^G!T
zT*{-82N=kv=NTgi)|4x>i?NvCw`)6Fbz=$!Y@ck`F=Kx%*1X{U?MNz7PX@b)kQ*zh
z!jGCBFgZL|38m>#%{$*M!B>t$l+V3GNg>jjeAg}bhSK9iwnjjqWIKniHOxmf)}u2-
zShhxRO?F-~H!Wdp6yaNb3O0HUD-*-oO3SLOQb-gx1cv6S%JxT19$8TKlIT(w&1V#8
zlN`|Gb*z~umf%Zp>mwFy=bGt!XQ2N8X6oA^+~~j@_2#Ks2e#6twz;#DWP>QdNyRy7
zqa7)(PIc6!X{l-uKtIwXjt3aeTAxqXE+LphB*kOSLCr;F8x1yCq>1ESh)6tBuXI@=
zlGY*#GA7~_bn8Xab|y|KS)+eI@g2kXji8ESG%h*aRdvg#Vb;v#H?K~W#m^kJcdFKM
zzE`PSj8)w`T$H4%aDsBD_=i88Q^L0S;(4yLAvbf=EM<yYsP%d7n`$TB&2+Nd*z0yG
zk;%l0Mn`XY^LsxZ=`vc2H?i`Zj5)?Y{VMf`iu5fW&5xSWZYLpshO?bIyIAFJGnX_@
zt4xN|NVbtnO**M8csydfmfq6aTk(z7T1189Y-D@Zg#Ito^&6varN+iAoxE~E^{sCW
zXc~>aswcU$Ig}E|9Suxi=tfQM%cBP6%-xMmFGADoZ_&QiB#m+iYT49a(#4FgHN0WK
zI~;m;u1@sdSZeYQC63~DfVrlKwY^?BUT9lnYDUrWjAPQWr+2B-h^E|c%y3JKj}l9_
z<xs~Pd)H%aYog0+8fjT&U%n6j0Is<ewUWnJUpaBSox4s*t8-x{AmrnzJXfJ!9MXvJ
zDe_9vAh>I3d`hXOovXWsHP+k9dExC-&M)T3<BH&|lu53j53m>DitlYTC=Ke{-^aZW
z;7AWOIGCjrh{9e~CC;vqyB~?q*xcURtIGXz#Za}H(&FXkSy_of8r?=|b*(o}KyF3D
zIAN4fYL|zw-)Qnm#UiOCoqxu-qXiXodK1IKRJr4!$7^x5wyi3%G*P=`WMGQQS>8LC
z<$^{>Q|nz%i?86FB1IwY06U)?9%}}~M?IrktOU$XOL|wWN=d@)9xZ#{lI521PNyUv
zXO=+2-_oSB@rCug4Qj_W?VPAQ)OtnLm89)Gzz)cE`D~fZPvRSmKI#;f-q67Pas~mX
z?CJI~_LFMKnT@HIVpUGulh(Ctyj`f<KrP{KkanzHKTE#Upq^V;Opw4gNW=Jl&M2`m
zrep{<lZ=tloT$LsmL^X`%_+5aY0U49>~ckGXr3k(_o==1#81uXT-mf~?$#p8yUt5y
zn|EYvE?E_pRUH@{)^3Cu)huO4qdf}e#@5e&`;t;5Z2Z5)Te_C9pzC(A+|PgHO|#_y
z;~%YgMV*Dk)Q>8vfsEp-v@ETO2O+u>QT1r|A=H;O*5`kqYnB$en?3xZ;3?XLj%#k~
zLecdL^L)2anBV5|K^5gHpS_cE<m2VR=}ixIkGW=-js_Ui`wMk6_SGD@ta=T$iK5<5
zJci;p0=5D%0-bf>{RJa49Zn&h!H4+Qo6K&8NoUFA@@m^@*W$%4427e{NZn7^yL?7c
zsVnSyori<`I&{A{-NNz(I4t02^`*A4@ced{5M4tC@Pw<Y1KPZln}Rm1lL6=);*pl=
zqyWn(1Y_@-N`wAmK1#B8Nbm2wGhro+cQ)6NY&p(YaZ^E~_);r4O!|`VAeO-$arLh|
zOIz1d9Cs2G_hX7-(<esU?UB%P#c3L9JwjhvmWnnu<<#`c8K+p=&%~c0#(2#yh<r!=
zrE3knm8X>!!M(QiHAC!nv0Ea9-685~=8}&!^4m0fl#BtlHEwZ5OAUyeZ#H9C$0|)5
zx|WO{^{abvZzRmosS*wV1B$t=*}bIV)-ksSrYgL;b<|KpDOLHo<aMmwMJ-O6ba^6?
z9gv<|^aTMc*A(qU+)bzy5R82*Tf?>n^Hm~E%EPelP1M1#)h1m0!10k;I^Ok>ys0Lv
zQ@xVr8#v>*g-j%M6w8v)X^RvqvL@%6)77;kxY1)#5ZphD70g{~&hQ9I<PPGhlbq3n
zy_^-~O4rlJXwiB503UUKinAblcDPo!X4#*c6vQTZPU3o1*z_4^Q1Q0m{n5#;t8%Y+
z^D5Qme(E|gcVTp~+iB3U$+wrsZ(7Ll10c6pR^g^}IBt4Yrh{euopMIQzD3#dcFz>P
zC(x}loixe3wZpbgKDCToRP-gnR@8&R$gc&-lIP1rP;d_{YogIE^$Tn7J_%GS94Kbw
zisXDRaXqxIvBr{lgKiiDitaSe3F=eaEbYiYHWj*7IJBAQVWnzH`yB<%^wzS8XU~}b
z0C;C2v2G&M7gJ)>?@2~oQ|85V7W!q)#qX1I0g)AUh9`>8zW&SbwfjQ0yXBN}&GP|X
zWi`m|b;7FV<$^q?Rf<EY&2MO|P`3bet*s);@(B_-tt8#s8L0e79@|j+WJplC+&INs
z&^$+Z1GM{m#>PHjoL8wSbJDsof^_RXQ?b)@DXx_y!-iATlf`nECJSF5DomS`ATiI<
zyIm8<O$<*B<+>f*jj9E4-ZQ=PHLH8OO9LO7{A@TsrDcQnW^?16NiTgLMCg83_C2|`
z{{UCFgPPLk*169GO49gd*Ktx+da16BYu!F>qO^w(tr*W*I#TYXaswEpJt;Y(BvEh>
zfJO}{QWOE&m#rIp%`pkjN>TNsBaXD+#+VNv<Y3a|4x*4!5=o>2E;;6%^fd}dk~u&R
z6(ArUohY~qyVjKS;**ThpFlXLa1dv`D5mjCk<x%1PALh<qmJCskwAb9k576->6%^K
z8Z*G41i;5$Xd8!Y()Fb1XaMG&NKdsO_MiuI+MgbI%}1W}_>OZx2|j*YRA3WQ%bqEK
z`p^Pn98rPZl=YzSC;%XKqK>qf#Q+?dUMVSXC;-5t9<&T*gO6GOP(U8^xdxfVE<m6K
zBpOOHMnwQ2z@(B?iaqRj`ct}dnnqQ1!vJ$gV<VMjUC44h#wt$K)m2O?00lcesh|@i
zaYxiqj(XCLd(Z+7I#TEJq{tKkGe}{abQGi3kcv=vpawoqK}s`$p0v24kOB3m+mlc0
zOks}nn-kpgFN{wTXh<DNW7D21#PrG5?$K@KZKNNQiuRw3p{MZb#;MA&JFCL9)3p(o
z?+*Tz&x-g@e<w}PL((+w2qpfKQ5>z#Gs@t8bwqeuS&H#3<VThiKf?SP)9~ktmeSdV
zsVFhG%BD5sS6gkUX^R28k5tTPa!}_cyvGl8^{UszQJ*VUx#jx4opQI|XYv^{(?8={
zU)dUpXtKe0AdVGWsTj$oc!$L=cc{qFMjA81u@#kZsOp#2pJ|l0*`na%y(&&ob~-Ej
zSy5M3Ics@rZ0}p`kw41$%AVDwJi27Ln%uTY7*Z>o)R~%hlaafit2Qx%ZMcTdV_uBl
zoNjm&FB;A#wAyPH`d@-!d*@QFK12z~{A+;L^_wk0L5&KZ?>D7sX_|DJ=9L(}yen@3
z$CMQ3{P9}x_-n(_TE5t&xL~C6dU5ow8^$u!(kUrBZh7UjvuRg$`n9lNsV65n$jy6p
zk*aAPForw0t`a+h05omEC+S{g4wG+lrrb!^3mPLZ5fjq6t5`K1IGsmNXH-YQZ18Jo
z)2Cf)xrJ!X_el3!?I&c$H;}rX2Ht|Qb&Wp!Ne9`;Xi9;cax2as#{MOj%K^zb>^jq@
z@t=relu0{0LmUDR6@tMu%cobD;zyxPrCmiEF~5i887sJM{&kt-EiBn+RvsX<U~X;O
z<{`6@&2Tz?y!Tg<z4gS4xMa8{uRf^vdR*3@+6>nHqhfiks&JJiYbt8IecjH>#9k(A
zp8|l+r|qeXp~=st2hyPMytf)ZhXwTZ+hl{7{!UxHa8?Y^sw{=1g<Eo_cooxI>eu?s
z;@e4fA-BdAYU<TWIu}DNsRel+fv9-$*27MT%4SJdETCq*_T$AjTE+UUv`ZSR?o|V>
z4OF;>YdueV`=p2+zduU7rCLM(00}*~fkKAmf$7@0B`C>Vos{tLhr&GSy0*7*BS$ET
zNSA3KVDVi1sd;eVOCvm}$0d$yc1`yFC7Kw4MJ{uXt!wBI+f8wQ6qdW)S#U`8CbRa6
zD&YBH?=zLMx(RD_6u2zo1CEtO#>N@1;f6=VWZ<5euS3%GTT!oG!#$Yt*#Se3tzvkS
zOM(qz2%(HbrvQ=On#88cr5ba;Dkkv;gQw`aOiyPKnWk(R3CI<e$g}997Qo7*mIIpf
zYrAVh;bpgIOrBI>z0GF$HqPHu4zF&}MmPn}Uuw-&a&F_JR-7ryPod_}TD#1Mfs2#C
z#dMmEi*syk&G-?<db0D1=<luVw4W44t!$AiH_Ottd|7C>dP}K70*%For9|qxrf)1#
zi-nfvHj$v|*E(y$kve&U<&lpB*E6T+&n~>SsDaukM+LFCSEhJ!>c;0qwu%9~#&)*q
z;%@E*kB-rz7*&u40-BZXVM7x>YLOe_?+!;{acwkK+f0l%0BY}vd>kRspue<094eNK
zpK9p*S#H->mY05J5gADhMy4dV(xsGKW-%DR{3<0rRGToTh^m}gXA$7$)GQkISYjk>
zJ$-O%78}cnZ^@X*S~>i{fDwbcHPUE$jMkT8G;qlwA*%yWyGtJsT*<jglad8#8M&P<
z9Q7QeJ6_kdX|Kfcheaa_FhysbUsQ)TMBxtyBDAl(Z3WedhHC|PQSwQF#d8gLbEqel
z(;`Ms9@Wtb9NM&HDzQ<uwi`aPdiP#^yt3|Itf1BHJI1=zid?HoTu!@5exkF5$M#Cg
z3bM%0{8-IN1>LI28&40IxaW?Q-5ODf*z;;sbCua8w~X~YKH2SHbpejz*zZ`^`i<79
zcqh4&bceY$t7`-jYI6jDOA+Nk?NoI^Ze@rhTQGibD2j@D8Oog7=QXWtmJ4w5N;j3r
z3fawR=(?HGuRQgHNO8zxSn#SaLlG<w3Z&Pd=w1tkc;Rc{%J0Yl`&R{KuI_y#DpQ6X
zMnp3B-tK4_Ea8p<M=UX#<tLVV$=Jyz`CRhN$*)$E!TL-rRtQ5d9G&B>dG@Vq9-pd{
zCJ>?dKw9O5(v^^5>rs?iq^!;xQ;THn9uL%vS7+e?rQ7Jw9-#=5Lcx~<HO_dElH%Y^
z5WvSZUqQLJdA`n%j`=m}r_D=4#;G6nn@g$R=&{)ATKxWRl^k&|%BKU?x+pYFCU%lD
z1R=ep2Q}uBrNzAL;Yx1m%T}ysx-+kk@)z~yxT;6Y^=aXoPu|$=?xD5t<PRhepmYAv
zCcN*&n)UVlyTv27m7a#RE@RYg=ak50$_$;^#dDgPGupF;$)|;;x%rzX7fwG{ZR*OF
zRuc_9?!HeiAKn@Ks@1Kymer0xAon;mPfBKJB#h;O7{+h~Z&>N}{$|UWFj+D-^UZcv
zc4r0x7lDU$ADMe@Bgh>NO?xrAir&HvNXmw2VA~R&a@FNB**r-k$+Ae(p<)63YgWU>
z){tA<T3lNhwl+%>oKlp1r8_gvoLwsJN2Oa?TxyoW4PBy;%6A1^WD36x&YNd9*{x*?
z(BVoGfmoU!h$GcCc`hP^#~Q_j82VNYpqElS!5|_>lRjrm3i4+Pl6<Fp6lbe;HfFoi
zAn_Twj_{yAem%JvrudUwvYy&YST0mgCJM+0Kb>>Bt=^wwXC4(Kmv7G59cz%D_wAoL
zs742an(d`Q+RX}8>9@-sgRd57ZZ=6S_hZ*N&1q=sExqbS*a6N??@EVF)8y18Nld6p
ze-3Hdkv7*~>q9nhFnU&#T@KnaPgxyZt;1gG&tqiG9B_@yRCPb(R>y|5*sZnstnO{5
z!DIWy2a{Z$lXGzdGG5tD61;zZb~4p}LGc8WYZ6^d6a$>76@;V9sf@7kozbb{dud0A
zlTpE2X&dBm*1C~yv-p1cDCFMKF5nO0T(5|=^FE(%62vgA)Ykt1hV>D33ntYg%l;Ew
zl`h(4)QtU%UA8$t4$L5t;st|m!3$jnjwB6dV96t_c<v9qa~fE5@m4o%Uo((vs__ga
zPYuZ>%!>GL-Q%?ysav_VOM7TYqv4x}j>2y=vH8Z*2VN@AjqV&zV-~}g0}Mq)p-87j
zvQZf>XB`LDlg0NkU3iYx%}^4XNc}2R`JMJMZupjT_9jA$4nS77IaA+?<vcqaaXzOs
z%eo|xji6__u8Q5I-Enas+OXS|A6$R+s|Uj^<k?(I?5>i|au3wiPJZr&F~7bijP6ot
zH222H0uPk^1s)TP1IvBn?;-Gj@H*4HU#81*eQv>V2|<rR#WvefT_V9DC`?<1T8P(4
zr(>l}eOHnt-yB|}PiYuc^Ish~#WL|PV$&gx0}~Zbn6i$Q%y_3$hT{4wn`bA`W~;uj
zaTF@ec3I@(%g<`oT=hNVf|NO77`9C<>%36f2aQ?Z<{$x3YkIJ;)}spK{JU~`Rz2j+
z5m=0Du1-UWqpD4Fa$~k+-0RWBZ%T^ZMtHi3KXvL(b%^b5-36}oC*~*Cs|-6ywG3?`
z$QZ{JKACQ|*O5(ohEQ@<x#GHAPg2mY;@@uxM?sI3fBMy}O1!@8QO_C|cbUe%n6gU0
zW@#CS`Ld_2S^mc`#!_F9<Z^3oPt`5#StJT1j2vL6H2rH|vAvKBdoP^(jAoLnQOec{
z(u{r+FF?H-R<6EOtH<#X#d{8&;t6AgCc9*4*l@@J&*5GrErr;WO7N-&<N=EBd^>e<
z2AWb^CX|j7BQ?#8js4=|O-?$qrq%pS5STTjF-qecupCxr{3NsK+HKwC(T{Y>%CX0T
z{JynD4Lbf=U4@SlH#r?D&F_Gwyi_LkJ4k@Z4bD&JSx}y~W2sJ*Dca|j*<C!E+T6<I
ze8l1T#dR8;)|Yi}xGvdG@hITeF{s!!pRdVm&RtdT91L#euir$m6^=OD1ZNfK*GbAO
z!v^67(N|BN($8ClN4GMCenon%zLTL{%^mED(HXiSKhnIjMcmq)(n%3<2+3bc>MUot
zzjc{+c}RE}=~!c1vPjzvMpAA`+UH5)iyH_ajyrb&k5YSA9M`R2&k{Ir!v%+W+}EwA
zHfuG+%e(uyu4WrKFHe^c+<Ke}=c4YlJ*pJ>DLcEFTC6g)vP@NWXQ({X+Dc6bGDOH5
z9SH4JHDNR<_GTvvdR46@r;xI$s2gy1SEiS^k>OTr+h~fB$!l?b(a8}7o9{2JU5X^V
zMuy^LjyPL_dYa6g8Y{hsaNDz$r~Q|7r_C<Pe(_w@w70p>8d7q6sOxO>xwKtA>+D*L
zV&3UKb;!x%>+f9DzzrRe+jA6izblUPmS$+KS1BXLpLJOEs}f6h4d2@CErMB-f`h$O
zb={neP7T<nr)tq!EBUtKLc;*JQBpx@ldDY4jGV7Dx|~)rlO?olySWt#UC9NHl*kD^
z81|&q_ByH5vs}kZq3QW&l15~R43c;TtNorE{b6>(Ohxc;GgQvKaMp0aGcT6Cc6Bw<
z_%=&hjYLW$SnxPkt{Rb?A2I1hr71)_U!`gKNP%oXEh7Bc9E!*A{+%t}uWuLG+2VH_
zn;ccWX5`-L^DK@FtKoeyUDktOx@CcQrAdy=;C8I)SCmzaXHGDpwbh&#iR~@ZT9ylB
z;V`5RTvhmVvks8+NTkKEj=c?1xf0!KlTONamg+05wT2lyCw{73z{X2<;-lI<70qf!
zG~*pLXP(;W(%oG7P%AMffGT}MOrFYhisB-#jMrP>_yCZ|pm~bpw`#BA%Z8i8B}dJL
z0~q$9R&GsP(w+UUCA2H}Q$>SOir~)Qbx8vltjIK@ajKXiMrhVerySsByAKM5LvX|{
z7BiLnDm?}pi0|dNjy2gNr>Aaf7l?Y0=O|7{=XG5Y-%i#IvE8tsY~r-MC1o4x#nfkR
zc9OL>j7tv?EP#Sa07YnMamR0NZoI-=uiakMs#W(;PHoXmZe!oDZx+b65v!`VKr>eS
zSexwh*&&HzPi6KsO3o=K)+d%N%<RWIg=uTcBw8h;bIOKA8QOaEp-<jXiJhXS6w0~;
zq6sCtV815>fz5L|-NM~!(#sh#0(x!aeid@VSW9^uVus`98Q_}9xYTZwQ+wNZVmsR#
zLW7Fwp+%{=F;=Y@Ny<Bw^$kKu>_xe@bO*aGD?ZlIt}NWDDIn*T!L1vKE-tktie@(q
z<Aek5R?dszsjnxIPS~ASg(t0dIjT|6@|<N}S7$qKY(y_6z(Vx^b6qx-sHA!+OM5N1
z89%&kl<VyRT{_6R%&j9f8A0h+tZXcx(}Kxz?j1?m3H#O0QnHe{(5OZx3Hx-pye?#9
zaCV^SgI0V;cLt@Uti&*N0651(R_$#rZDEq)Fk^%<-VZqy4b{z<ww_NUO0q9wj2u&^
zH72ZQQVr~2>6wPfCy1!zg2A~Tg?2hOif{D94AO3mhB8fX`b<Hjz(2ZX`?<z5U9>(C
zx@JZsn|2vob4wEA&1Q9Blzp1^yBapWAiKMnq+8Oe&Q8EF#Yd=_bt$~XjL9mVq~@&I
zcx9u#ga}-&c{t*>^~g<?q^oTj#NdAj<*UtdT-qHT(u`+nYg2^rd>2=GU97B;#t>n!
zMr)VTp}34GS(jrs-OpO?W%6${8KIIH8gRW&t$E^G%94$ZhE~Q6dN^4*Q*mcCXmV9j
zJzDQZia!k7-K0b97|VR!tCR6<-R!z`ubQDCQGm*8t?>Sq`i-1I_DhCLebtbGSw1(?
zp^r?FBbBh9bqTDYD^;;Iq~%Sgt2^I=_vro}YgUn&(YlkLTJ*&p_2J(H^_Wsyojsx~
z#DW{s0=>abM$j-T-dd!5wPo**=hBxW(vE|QOrJ_-A(~#4m^AEh%_M+K(VAQeP6bea
z;HjqL6#Rg>#U})Gpa68Hlg~8paoUly=|Bhu!<A8*QgcA1;}igZ`U+9cCYPY5uU=>X
zI2{IQr>{<F#DPplQ=as|a)3s2PsK0+*kY7}K!EX@IKUJRdeWR406Gdxnkd{U0CFhE
z9R(@C?@NJ9V-H-DQpMhw*zHb-KQ?Fq(sricQ=hdok4gj~r5H4T_NAZ&z@rpqjL-sN
zlN7n5IiLpOf+@$PG+@vIZ6MO|K%me7X*%|&bBa#%0Go0t0RZES(~nwfMy10O(ttvY
zazMeQErH0RxhJn`2Sb`;7#l6mOjD1`f;r7bisn*J-Nh?8R~vb$0j(p4>BUM8dI|<H
z$)r4VGz?RUGm1^5((L!313uIfM&Ei4DFB$wF_e1K_@*$SgFLh2a>%|Gh2xN*^9Vfk
z>0T+L+e>g3D3ot*2fce|#^o>JNCO-wl>Y!q@;?gP!49Vb+%ZUZa^9R*E-z!~GFe(p
zqiP=wYQJJ~mcaAVBQ+Z7x|Oq)mcmV=r~<qD4NFCt<%$hO#EZ^La6d}eX|ZT-TTy|K
z4yT;gnJc7v-`X{yD@r#!TH-lOj7&upe}@>YHHQ8_30xOsj@a@tIW?=|OZypNe=bO*
zmCim;YnQsdy}q&*O*Uasos_A{?^CwCs#T?X9L}n$j~FO<=brUq*HCHpTg3`0r#T{%
zRwn6U41VX!z^v<N#Cm{<9Dsdm)sMXs<?C}&#3s(J+r@X5Hqylua0YHOx6+cw#G0G=
zqkI1JZ5u(wCY#~wOUHD&xmef@%g<WUmr=Be$ux~QB3q?!M5KBe$Js_&9WJAT=djH)
z!&;sGn|*V&m&+O2!<O}`dTssrv3)Wd6EFmlHu0M7wEqAW`TAk9x|hqECD`&W0lOOK
z?YwWN=pJkWGjX-aS5ty>>soRstr5>WMBb-61+KSiaTUkdJh+xluZ&jCxoxQ5wAWMH
zMzJdJrvpDqO+&`Ac$Nrs_#rV{#QtM3@BVR6>z*)<<>9w$a?qgz<^CZ}OZ%o&-AO^o
zvXzg7E+*6AzPOSoVv)E~I`L7<;rXC>e6Wug93J(zt$3>1<~u}>P4ZxcepTax>s;je
zl+w!5#O$bhX0n`|wnudsHx(wwBvV@2k2I=e<a(NIrT5wH7Eqyzwnj%<qW2AVG;47&
zV5foUQb;70V38<XboZ%r(^{Pn#I*TjcXt}B8pfQY!UU@8^7_`5zKtX6a9$z^ks}1J
zuL8XP08hReed?KV;4mh-o6i{wjaJ@B7_0~Yaq2j(8kA(7hVFd-013BgZ)&=Q)#c1g
zT(%RnO`u^l+tpqJAUypIKFh>fF0ptZVj|;@b6T$YHkGKVyozO+I63y>xn&tew9MT_
zXBJJU+`(wEP39?+ZZHQuD~Q&mc(p5go18pu2GDy7?1Z{~-K3@9%SL#9xfRTKg|zKN
zLea^z#xNG5oNXk_!MQ0~$9V%;&7j9FK-~|^`ByRF(qwCvl6F*yzC=Tcr)#Rnnj|*c
zLl3#1PAX3g$!wSR7V|KSu=#R+@vFYB#&V&{33CteWDR$zX|gkwECAej^{$UqcTEmU
zd8Jdf9B0<K?-1JR1#Ll%nmF4z2cW5@zO&W@mQOK9^7t&=W}&9iCNR=1^d|6L__STv
z0h&%T-mtI0PaE$b5+ny0`cxLT$4-iEx`6T^JPg(u@ni#3T|lRt>VG=g6lW&vQgMvs
zsp!5VdGB=Rh?0>4xH-V-S(ZL4(q+@;)8%6p)GN7;azL&-U-7o1u3MO(h{JA2&5Gsx
zmzGS(!A?38ThhV1d*)61x+6)o=CHV&S`gs53eC@c)tK_hI~iwVmpM7>Qb!yDEW)AW
zQ=V$Ptv&R_Dh1d%73fo^2n6d%Ne(iPDWfFgJXNb5Dosjg?cz<PxzB2i;<OeqHt;6j
zhXi)6gHpMB7%V@tR2Fo>WmDG`PF;m{eM<4@HuhTl7TTWHg+Sa?is`j44(WH(vC}4k
z8%T~EHVYA4PN8Xhn0exy%Hu7#QrYSHyeorgDDy^gd(hi)CGsgGY3eOyYRhk?WnZH{
zde<$fHg45P9_QA!t+dx>5?x3kKycjiRlGrGr7g@UWpHGW^(WS%iqv?f;|&QdKvhCJ
z42)N4XW{{IaS)#7Xu>WstU#_h7-fN?jfW&~YogP9DXMCq`3<}edgiSgyB^B+9>GeX
z(!t`ZEiAba&2sE=8Jnl+T;Gasj;D7V;Q-z`dREk43D#21Lm*w_fz3Bq@Nu=!Ma;Kh
zXAB2kmB|>W$ikgWH7CsnbI$cR+sg_DU%o3lPZL2oP^0GWo@=p!*22=#ce<C(kd7;k
zSrqCE<)i0+0DWuJp)}&sJp5u#tZE(q0EA7I!^;k<HV}Q#{cE?f)AV?^Np4|@M@M1}
zaZRMjBU{OF3Zk@m1a&-B7_2X@ua?#!C{|(zrYp{zdF1swohZp(GCKbN5!~3rrA{Kc
zQ!9TG_pdt&pV)J=6y7)his~+WC36hx9m9x|xoUL&5Vc!3ktW`OdHU7SsR&DzlUYGh
z<xct@Z>KyeuM>m0x)EAdw?-SJWjWjHR3xw#SI#7Tihk{NmNt4H*`YH@x<=&UyX(p}
zx;*R^R~2KMo<^EdBqw7Wl@%PRWLYD$M-pc&SmwI9MuxXxN`V^m<a1PYFYL2&k7W>#
zX~{L5E7@AcwJ`qHT*$Ge>UzeAtu!|NY$bU(=~7Rw_=i)nc8U#%PSeIKO}t5C7Lc(Z
z{pL9ywTAlT<@)&%&LNFIgmIeA6(uQOl*V{T-tC#!8Wi^Nmb;gGwi{qMJk#gVt>e)}
z+sIZ%I1!4h_cw2=B6;6AAZ}w?8kM82!#&El$3g2|4su(O?9{#3nKn?g19Vqg4h~4B
zrKR2EcNa0XRz6vn^{wkzbmzBK7R>S!gMpmZhx{X#Eh0f@Ya+!r-W3kKQ`Fz;)f{Y|
z#}Jdv96ORjmg)s>X&T+7y|WqOBH*3~>05Jn2T-#On^IS<Mmkn_@U+*Fv4-7-!-mNe
zrB<BXij4}29LhyaPsB0a+#<)35H+Erc%mH|eeoFy&KoC;Rwd_$=CgKT^94PtK3Rlp
zQKH&@oobyLZCJ{6Yeot$W4(`Avzx@wv?V;b4(Dg*6}_x@mq5L+eKtwFwut01^ke=_
zdG?oUrr$`2Br%=8IrpY&Iz^Sdl4eE#93l0rUK*b`RIMh{N27Ra#X2RWph+$OSWe-Q
z$)vv2^sDRW^_Xr!aNrp8gZ_B0D~`e1O@b||2161#q0(KUqKu(ahQ$)XMcqZ2tV@jC
znd~<@{5JMi##UBI)OlbZYUXV<6|~ca!Itwk?H^p%6)?D!qgbbQjF2#U8ocsLrUALh
zd~`LF!lb!Qx;V;eF6iks-xS>5+pGEE695>;UMrlx@eS^wXtwCAVou;zbaA!xk2J1u
z4t9ZEeU6oLX`>soh!|XeK^Q#NoRFloMZ!+5+9YyuMSF6fC}sk#$D!(13>r9{-`CQ;
z2SM<3lEyD5oW%j;s5QBJC54P@ZEqu~VZ)BKA6T=$LaIqO%N^0<_fTs3Y>W2Dn>paQ
z+$u|5P9HKym?}Ov;=KYN4JM(u-s>#UhTuCIrLFh}OWsYD`W6F`oYt|e8Jv^7{LT@U
zTll7$IWw^EJw<gs7x0|Y*h_tJJZT=>gl@IWOQvdid}ZMUqgKfvb*+0nZ0b5(w(l{H
zWgm1NwCBxlcVVisZp^79SC=}2=`hC;JF=_>GgS?mTAPHrmu#_)0-kGUOVVy8biIc2
z6Le+IDk}>9(pmLM5ea7*8;^5NFW%LJ?vWtWe$tU4cN-5}*LS3NouYym!r>Ew*scrg
z9z>CbAhtPCU9W_!Ebr{@Qu1Fb1Z?LXwa<xHM|B9nQs!vcx$#BmcM+4Y^dMrY>N<_<
z=_297kPZQJo@;%4F>Lnn#&rNe`?x&QH9ZCkb+?9l$2Oq+!JCZN1axLjttX;Kir-H>
z+N#ZT<c#MBwRTc!dUSpr^V->(eu(C=ym_ZZZLG7~Ng1~QZO2-5h2^X0{{UsXkaQ(7
zJ*(G}ykgHj={I7Bhwr3YtG6+!d51ooYty_tVW(bbt0ax&%Aa^6U>fr;4Yj)6&XUB^
zF&`mX-L+fAa|*LY8?iX9d|s^daFiVB=<Id=Akwtovoyx_pJ?D`HN;w9OJedHV!t;5
zh_260uv6iinBFk=9f=vPQau*&=V*#;eCM7xu6XE=Lj^d(GKAU9Yl3DXM_^c-oKk6V
zwD$>yVY`FPTG#Anw{I#!GCk`i!dYW+<+s+oNNY~#n_rdUG&P2pPQB$@x{aeGw<5F|
zf3p;#G%~b@=F0T?R2n=lb8{q&;0$s}?OAuxPPc4ga?85{uzvoHn#C$@vugP+wF7P;
z*$PM1mygb&)UOev7JHgv7m`j!YN|_f4U<N97Jk)V?6)>kMrVkE<0J8^ichY^N-&GF
z>R!@Cq;~R);7P~J&q~O<yEie(1Td!D@Nvy*HkEZFrbbdhnuRpNE~JD$#!<#9p*Sad
zoYnA`*vYV#8-2-f9_RiVc)paoxKf1%0gH@RMWuLZ$5OVHWVi`%oaCOhk$0xu*zdQA
zmC@Ul6})QGle0J_PIT6VRJ*u^)@LR69;Uk8E5{2BytctSvmn7?*122R5n_(YNXmsg
zxTf0K!#t8IH|~^h^h*y;uEeZGNNCQjyh{bC3bAnGmpq#4rPQrk!Gytfh{XQ!LFzfL
zCs-ay(jh)ozEQfgE-fL3$I9~vWj{6>AlEf)zADE509~A{k5BNU*(*im%$sED#ek@<
zd_8wAwJpLlO%`}<<EQ6dSEoeNyGQo6h#)0#S0K97(fpY2C2|fz=dEJ!F-^41V~nls
zE{|uj@ZXW7+{_BBuDBQ?s`zhByRug|MOF|=+!$92apOH&-%m|GLFMki-&tv{YmqdT
z(B3qQC*B*Y7~q>smtK0d&eKx5(uas;^NUQSKK6Qbt9mA_qy3KNcx6S{2-?G~dB>Be
ztC^*^3H&8V>sj)dEUq7Hfr07=dfVzZT9)fcu2gnE@STf&NDV&49}Sb0<*OgWy8Y(A
zIGyeMf}90G)9YFKJf*cHl1SBmyIOZv_qNybIE#6Hsy!=SN>FOsgdtL-u2F`;V4BuN
zStX6eWWeZZbhc%ldF^CW3UU?eOHbBrEZ#eRvmsV)Lkyawslq3|kU)S3KQIENRCl{N
zBSG6zSZ#Od<5PjQ&JHAD#Ytmzd2M{RKWNF$IX$Y)){A{%VFj5x7F;u8rnJx_Gpuqm
z$-Hz^(z2;iFLQcuih~)cTFjEXk9Y*GH!Aar%S$W!SBc*7JeN5KJOlKu-%!%Dxn{MN
zS7lfRBm~t-biE4Bb8|cS)@(sUCpa~oI`H^Tc_}ti&~C0Z3z@9v-6|iHU=R&v_|Hg9
z8AJ$-yN2L%z^<B2SX!^0Wehg3f%1I3kzALEHK)}hkX*TLI6jr7Ho5c^=ueT!GaE_M
zowV-&(m*Z0w!FYcyBP1qbuf6ZQL?m4Yj<xeqO*hi>z(k-kiE0oTs9Lsg?e3<i=^v%
zZM-IE!HnmQ4QYvS=65d*B^p1xS1efTI*s0ux;x0yR2h7O{xyMjs9)U5BwLR^Z{Egh
zs<zOhfv2@tqVmGwUnBLZ+E$mQX_CL%uA?jtLV#<|(Y*?%Qj~7e)W$YfI*I=PLzu(I
z&K%d9YPR<lck{v@I~yeDt$KdBdm7GT(@7h<t$EJ5Z0T|g%t>xqx^OagX@z*X!Ofjl
zhjoo&?@AC^F(r7$YoOL`w29qd)F+)}G4gkJ{Hq_sz9Z4J>nNhNv~M>bGlDC7Tf5RV
zD-@8biBCdDH0IK)v5lLDF@^AhQns}5RmG5u670Y^>PBnmWNd@G@UN8oJqy|VL9`LM
zi_Crq?lLRtm<SL?56pHBYu%>r6nx$$Hk%~}flm#^FfLAMNeU{?L@4{f6U{pW)o~Gd
z#Ei!kIX?VQFv;&hz@;Yxif&k*MKKBw7&H)ZiZ~~yG#UU0)|7^%0-c;t0%nr{((y}>
zXaS^A^`P-UZgD^e%eZ2h8VLIJsQ{?SJNc#ry=ehC#V&D*2^r}?gA|y-#XC6|6yAph
zfC8j)DFzQwP9WooM$Xzm8$|~mv=DfuBzjXr8^^6n5$jQmXOU9Jj&VZ)BpJsvfbmX{
zfr^YZ0v&-%oYH2FoQeQZN!K`_d(c7cKnyLg<kG9>wG6w5G=n059CB$79VtPhgW7-*
zc^p#Y=8d@Mc%+~Q9+c8EOS?U(GtB@8nrQ?PPR$txfDC5_hUq{Upz}b)9ePpF9w-8i
zgPhU;9FAz?Ju^$vlaAeJ0M1WJUi5$v38sUZ20Zkn!KB^JF+ssSX#j*8M$X!C_NI_=
zLj%q}E-j;YV4Jg$r{rIH@hu9}U)wsO7Lk5zSF?O$wMle1q+;0_<F$CNhi}fF*;XK)
zD~}l8E{D65J2J$Umk>?<t$<^KMQq7+oj6&;Zs!9m*zaAwkEdI`id<XycW(T$H&I#)
zvfIdu{hb0v$L7!f0Is~(&C99n)W;~zB^#biYi!pyvBR{6W877i(=ILbQ34e*^uQgf
zv(|MB9XDBpn$1{a{#n*ex2{{qIG)PD$0Lqpe$*zdW2RV&l~t15<8|nbr2bN(tAmn9
zt#eV%WYh~hUSkoBpmnY5-P4&RnTtCdliI83rVD*;8<`p;MF%1C&3ZIi<vc9H4lXy`
zh2CgNxQqkP3{}k<%1hmOt*&Bbnd97`4xCoSjJDF<-bpMAC~TPa_B`Ucp94LGlicbW
zh(U4z3GBS_`BHVG6AJ2WCXY1K<-fL?dnnP$t7ACib57AbF{tXdf+w?+2j<DH=1pe9
zSMhPVNMefGFn0(3BkNj;;yVilnrmD1`$_1d?t$r9yi}61M?bQZnrz}V9S2p@E{fV|
zt`&GCN8YE}_#a-mi8Us-5rWwXCu;As-xuAROT9|;MlIETP2E`gS0<i3znbUGxs<#N
zaw8q8V_KtI8$yj*nqJ7!i{bpYHs<eCyov;F4gug)arjTecJnGtsk4tv9)C*I{{V%N
zWNn0FO;dr@`e*a5KIg`lH#bb?$^sYej2<f_>dO5M(x|=GYK;#<ca+)N$ulG4oMWX?
z)vdJkmLX|uqTzppR$Lw+y&`euEFxY`I~t1FWs##XK`fKAeeYVXSuNSBk8ssS#s#4p
z@zhpV+B}paV;uFZtL-OU`%<geN;h;Qb*oVLZ&g=lO`(vo5^_3L(UOkrgyhzY#f-*~
zrNT@V^Y?1Rnw+;XE6FipqZy~gV5{asG-_Tm$O5Dj+c`+$u{j6kKD3*sC$X(JQ>!dR
z;(boU2;;eBRu~-is<U3alJAmm?EL4NducaXtdcZQ6cGYIK9yP>HtyOrx_HR|-~&>j
zOR=h}I1<IJT*VZSiF@%-ol@;Cqm;~duPWK0?H1zhMw!BA_(fW^&}F-sqCgcw<TF)r
z(@$a@c{Ql%yj!lxa8b1hia%A)6->R%%+4-LW0J(xsC0<ZM}p?<LdI|zd)51W7fpcq
zqUgABjk)5Ja9s@G<#P%v2DnG_rU63k%`g}&!9s#nJm#!iM7Gnkd)1>Sx20~%{vEZ`
zVQ~<eW?o03rmEXyRH-Rya{;br*p|^a-Ovhi=~wYc1>`P_-2v}fw!R=+d-!FywL-C;
zm2X<{J?5)CbIES1SAl^|&Rq~fE16yBVO#0)t;&>AaCu)^($n;3)OAOW-GnWJkZU{p
zV&*&VFs9Z#3{<e*&jgJ-7ZN^jM_MJ%y^SL9@{>_|oz1U<w0lTiEB6xINQYyo=y6c4
zopGet+eX(=Tr$o3xYs*}BNfRD``M*W^^DyBKDA|Z-E>N`tP`sfka(=GC-Dkcb$jz2
zZ-~59W4SPD1Vu6rlqYKDrSX;TnyVeelBO_Ok80h}d@j0$+uZnxl{b8&%<9IV*1QW2
zm#ak@+$51o`4JAwRHshXIaCs<W0<+WhUVZp#&%~dp7n`;BG0NZiAtz%lpfXJc(?mH
z$|$t^D+Pg2eC~gWxCrAD>boQ8PZg~zUD(pA=8RXFx{S`KSmc4lb>18CYUmNPYYumH
zHOAsgSv<B=xOc7lEeh^kJm1L+n7aTuHOn;HJ?5#(pCwI>>q+rkSIKoP%aDVRzlCOa
zhhEd}bcc#K<Y3*;YUeC0wFS8X3pq-^Y*v-VhptDY&azrEsW}Dv3gc9pp64W}VX4aL
z>TyK}ki<XAN#d#Lmn~&~xot$pInFs1(9NXUX+d7*b1bYgu{sLD7p)Ge3{mX)x)IvF
zIy&7Pc-g5&Hb<b@c$(5;gHg6-+P^2YbQ)&0r{2#THf{D<LC#Nl;-QY`SD4Rj5D5x&
z1F6M9Ev5a9!p|&ExrRX<tBzE;TW54I^y)+6*2it)om#@$7cD5ex>Jpf$Q8uj_@4Ue
z!Jv=#XnKKHe$3CI&2w>SB(uA4=BU|dw>MT2%<8blqmupUQ&3X73RG!En^Jn5wDQ|N
zp%8U4F<c+5T5Btj7U&^<IAc_AqK3;;jl&nmKQBXFG+rtpl~ybv`@r|E`pwxm?0DE~
zMskge-7CWP*VlWcU6FMz<BHaQ2$s1q!+R0OKmn~Z_<=8%_GQyjNR(i4$se60zBPuz
zC6+xNBzE=AN9$aUb>%G)ygkdi81wjE<jLhE>m-=yDwFth*~IeAa1vEKDXZ2xt>wnD
z*Yn6Nqv{7^Sz7kHb*)|bL?}c!8$XJ=DMo8n%xYGY-H6SVtaj@&IX5M{)tI!&?(;lx
zHqnj8*1Bys!tk9AJBgtpOm5xnTK0FaTUx!Rkji%Db68cxYoXslf>G0QUkvzaTT5Yf
z2#p+P2eouXpH7u7p82K+jia@3cOE5}S+pK`2RPb0RJQ&hX<&}h7+L48Njb}7Nnq!^
zq;;3NywhB+%Z;&txT_wuM$Y2GS?+FC_L2x?Jq=^o=@<H@r1IXRv53bAd(=tc{Z8sz
znIK1vRlZo?y&leMTY{%bI&&0f)NEp%qK?!UH+<Z6r)wHkiK|#6+XRZ>^Zx+Wt;xJQ
zAk*SEF-H}{3@AO#Q<uPcq!z|a@d7?!*0zT__mecA)ug#@d40{i+E$_D`Gr9}MRecT
zrt;NpUhGK_=LGbsn%0GW(Y?&kG1zcO?O1DfaSUEhn#&t@^{(XINa*!E#|K7tI+wDx
zxmJeKRT~qMd()!QuHy=iENdAbcy_F7D5toIk_e<@j&^l5VN&+q7fB<SsNja}STxp`
zHJ2pP(BIQETYF?_&D3%_zH{kW9x1)Iztm%f+~;Tkm{Z!qdkrCOqAoX*Po-kTDZA7M
zk-vH2uqo4y^0|db#xqFk^n2|#%S;hRYa84H_n1|Qwfmd-W432#;RI$i=y6h8_&Jta
zK`i@La0%PiyBNGPrfJeCHes1Z`pG-iGJex@(2S_kjh?K^wAAmVCf?N~DURZxmK|z9
ze7i{)sp@gfbm^?yTR4Q=TdEO&tDK6X9=dHOxHhv(BXUOUVzTyh<M9z1l`nY1QwsY+
z)vhc)+bydGAM(zzBhq!tE0~N{QkRpd;<`5YiGHf_Tt*4aBK$zOF%&R-&BBq|w1TA_
zjZ`sKyNWAAJ;k@3W2)OUYbxM$>s)rL;h8Pj?<^!65aia?)~Rtl>-p^R$sotltk`K+
zllic?W{HPN-jztfUdJVDER?yMNawU|VksISGl(P{I}hTmd#j5>=G<673M%4BO>%n1
zpB|MYqDbV9Qhq>sS5KyCmha)8J??`mj1*JJG*qV>^QXDT%#*dwPtOafmx=cRYpT)o
z-?q*{n5$qg1HE$%0^4dnSd4+|T_%e65#5Pxl(|8Zk4l_F(#N%dP14-zW7D;GE@771
zHjz)ux6|IN>beHMsFjZDV376syHaU>B)FR4+&PC}!42zEUihLry|&ZJ%sak#uRb~)
z^&?r%$|oD*zYJ;mb%2y=D{*o^fF7TvaT8q`(j?imAjWI1y@u9%>xm{MAi>yuYnX=2
zT*p6@<7{Ujp7rZtrOg{0b*b{bUZ#hH?<2F;V|k7fp|4E2lf#!%d6KbX)Z)Ci!x5Ra
zg<mVo_O7~Xc@6ZUAP}$c<BI3Rt4$qvN__Emm5%9ktsdV+^DH7_BOfJs{;RLvU(RHZ
z2$&2EdRDESo~d)DJO!ePG2fh;Wsinp1)oqPAv_wv%{d)-XwanH-Py<7xSlCZ&pU?(
zuq??&kyWd`@oklbn2IY|5s;2Zt_IO_dxbe0x_Z~4LHnl;E>M+N$s?eLPxAD$b@rpZ
zjyBfGYiRV_W8|!l+>W(hG0zNeq+wBcYR!@2ms5%bl*1VzcM9g0zbhS%FsBsR(9I>9
z+Wn$yby1EzMk_V-?KWt{ZwV|;19uf~U-0Y6saV-qT^U4(3pwaG6~7n5y*3>`ZT0j^
zG3d*lzm-odI4jMZv&7x#a<`YF%I*-Gq=}SmB=<DkL=80riOjbPlb+SmY91BSZ7eO!
zx6dg@zzg4}wOG{jeLC_RaT>n$QTN4X?WrqR(N=TOo^FpIFPGcLYUsQ-Hk~b`iE|Ul
zc87Fhv8^`n;w*B#%nK4X-6pHrTc(yi(`Php7mdF4s;r&TMLH@=LdW)Zhqaq2q@HiG
zUB<t0yPwLjbw3V61&y@YZ1OY9_muSSM0fV$X&UMjmDuEp+_%?7#+@{Y3jLlTg<j&T
z+Ek9H=aw1|;yDHI{pID%Vs=GD>IFf4V-2;|EekRy`oY??ZSLfmu4ak0gi>ocSeRZ%
zmpjiOS4yi=UlEJKQcSdDh}kyFL{@L($0Dle(m2)Q4{@<`g5H9ru(qC1#iDkI41<m;
z7P57^RtQ&nU}SMgO(&}xqaKCLSz)-;+T7lTU*U6{R%>YY&`SRRXOy~(9m!jImxk`F
zVUBB;jH8X%8Q@i0T}FF&-Z*3d4;X5tSvBsH93|b}#w_V}tiNe_8GS0uNQDm2a7TKz
zaUJE#8A`E0dWzrD{3Rx#XBEM{NaH_v9-^jIthG0V2*I|D?F!gjUqlW9rzW&@EoG&@
zkU^E(#%r$9ydR+H>i3fB5=hFts*(N`i+iH@a(zTe2B1VImmU8Am2t{Zl&)(E*Ph09
zg=szA{FjoA{!rct>6)KSi|u;U_c8?mPFp=Ipb%&pW}N<2<gBmQW14JB;oBGltYvkW
za=cb@mGnAQM6UT+n+@zz+{tlyGsqO-6dI3ByO8UiY&T{&SLR@ITUuK9Vhgi6t8D5K
z@mo?I3(9M)J5P<ved2pmXty$zNw0B7bBs&nyt}+xm6Blj*Z}mamijrq)9n^JDKKUE
zvyKLN&04wE(%$GzZD|y17{T|W{t{_mgk0~>ns6c&Jn3wToGWteV;5DlySedNTDT(8
zFsq;80<(Neq{pTC&aNINA1!n@8l0M)wa(jdZbIZ1>ToNTzjnLQirh`}Cq+GLqKw?8
zv?rDOHm+jn7b_DeF#>a46{L5KB$L`k;OF>joY3To8~EOE3}LwkxUXKf)O<Xa-z>gH
z;ruwwZHc|bg{>%3w=K*oTdSyGX>Q&`mO+50_^PxK-)dJZqBq!_9M?&CHi35(WBWzf
zl=V2{^sN|V(rj#6U$!)gN8KOA`d190ZA*BYE2!C({4t^#)I8A!3UOS|#NQ9Dog!T>
z)e;^6uBP9_wt_T+PCsWmzGK|hSH$bvYu!55CXt?X8T$35hPtY7&RB`mSL$#c9?_?{
zmuzx?&Cpk49)W!ZF0Nwpp@)}^2PVAlO~02<)C9>XQaTFs?K{SI@##-7*ypA@n(eO^
zq?xoi{gaFiE<2=uh#GwAvLr%P3a{IdUs6Grf;K%0gZfv@H<`QfC6(RGV%l>$unpX1
zzMQZ>=r-pevk>X@uTG2iQS*4j)R}2d6u6`Zjzu^c+~P|>%>hqyLCpe~2o5tyFnRA!
z01W1n0Cu1Qr%E|I;)-6~X@Hr}YC-QxM;W9X&>#TjoJV?SByoye-KYV2(rp2$In6i`
zk`GZp2*A=~CyG`fMp%G7=>`Wqb3hK~JvgLo-^0?Eq2$sLo`#r!1JuxSnl`uLM<c1A
z1M#J#2R*59NaGX$e7VgXMIck$=9d`hLI42Nk&I@T3C0aRKJ+jN260hzsbuX@ngBVc
zbQFS=jIRcO42lV+jw#p&iU0x47^D~n0-g0d&;nwNW`KFcE(T};0PRS9sl@wJPI5S)
z0+Z`cBAblR0%CwEPqhOy0EU1l$27l<0|UUwrev|FiZCbvF_BCpsm(t)G#oMHQUJ*#
znr2Fxalz<mG7nCa4&jmBn~r#;Z>1=t0uE^$5WQ(h#YRbDa(JPE=bskdCGg^Ty~(cx
z(`1QVSywCXUh(mHrC$ysqyf=e2D~#$xP|50EE!GMKEk>2OWi%3o>r4bRb>^GvKy-{
zLTKkBJ2EkvqkF1q7jOIf*ZFwsUWcdnZ^QbwnQT#BBaD{=tyH`4CY^V5(b{TgJhAg3
zBQ@o|Zl}LT9fyRPnmIdr460pEbgn<zH9}Us)UN)@jAvqSsw=jO!TNT7%_gd@-INiL
zSX!Xcd^L8mX_qE@v^{+*Dr)l7);PFNN_&+o{2bb++8~ZpitZIGVkeR-&+ZZIwFYTa
zIfcrU`WopQRlH4FTlBbi=ahWKd;3-m^b%cM{E5C-Y~%acuU3yOta&)v6}epM7KWtH
zBgt%~0{}LT)u$edtx2XEy{+UPa%!dA@mX8MqR2$*22VVihWEvqjqRdXACfbG0{5jV
zcX}M(SW23>>uY$Rji;VcnFoyZtb;$!`#~YP8tH8`DO$l2YgV0@=W^tcn(aJ2@bb*t
zH2SCR!w=n~b*YtTL~89{q2}$V>T~IF*%f09M<X5TgmK*?un}iHk81Xti(M~BhshSm
zWB&6B&$aNQYV0m-*W@jd#Bqw`jz8YFDbe+4sPj%%Jhg7+irm8R0L1d$#ck+gO`B4V
zD~UqF-+Y?%U1PwyM39FUL`;J&pbl$=@h*UiaUb?{4iqoU*y~!XOe#BUC?=P?vDibR
zct+Y^GJBY0jQ!l6Yf3xK3exV@AXN!r<+cVZ#YF84zFU^wrw1mr;ukj)Tf#iYU~&a1
z(R;U`e0v_F;(r%dX?nzPyA})qCj*X^&1!x*Nd_P+6}mVBrA^}<B0HATuBIsz3m91r
zewCY~TIrUP%w1u)v@63g=~=~7T}gyumgeS%d!wg@?)3|cEz^=zGY`B@YmV0~bqzU^
z>5xR119AcAc^}Tb7f`j+b<YO<n@pN0{Ij^Kp7o7mroOkK9XjceuAu(_ROI#@ze*I+
zVy7>AbBfdTo69L!tlPJ#1X5gFYWq^*!~LF45MzwimFAzNY3j*yIr~Ti6<=EDbk&E%
zJ_}n5L<Z{E?jyf%@U3G}TJ}0>B+_S`Tnn|hCRQQH&MTriP+tnJsbza1lpIJsD>{2u
zk5Mqn*_n83_O7GC3mQ*%rwL-32SUXd^grZPPI_pJr%K5*&K(`44Dw1zH7Y}QE)qE8
zVU96dcMW43$qT?qR>GLZYhuU8mf97v#QH2#FdQ>xg(p3cRVVD>bDo<)xra_kZUKvT
zKRs2B{?6BQLLoB&)b^_y{{V<}FBx6pD14}a!owYJ=syf^Zz2Z$jj&;nyQvj-<X4f)
z?dMa-;92I9caj*2<o2tmH7kTvLRb$$(!Hzx72S=lj39y6&i?ToY6*NFE}3hK6iH-k
z0!Z&zPZ*cNf}JQzTFCLsuMcYF(3oCA+>8#D3R`M+_X-*}FB!;EE88tJjZy#_XaPG<
z%m#5(^!x2T4P}MOgDU4LRC8G@!dJ72r`2HFac7v=c#`TJO%2EqE^u->S8=IpHce?9
zmX~iN#B+>bRqqn$+Fywxk#zVXw!0Z-2aJmIIK1BvYRV=eTXk)+CUeJn>AY(#G-gTE
zr0(`NuJ0yGV=~Si<ZSSM?PXnSH@95e+!kaQQcp_tts_P7)z**p+h{(}E{FP&$xQw=
z%xfB6lc3+jZyugrDIe!~vN7$}r9nm7MzO@H-pJ#kOSv?+xS9ObZs)CFOC(WU#$aL}
z_^Z%7Ml|W<hTBdkkYl2r^~cF;7N4!gw>I0ia--I_q~mvCVjZIti*T`&gSeLNO?pm^
z;>fME=;4uuP<_G%4SD^|%yQigum}(i1#9VgZ1=D+iBPt91oCTwz3zPig&LF;rq4#x
zJX39VI}*{y=yB4Yt7>+wr^;l#`#^4rF<jbsY}mq*UCOq*x(xIB)vZF`!?zYIY`10R
z$R8o(n&XTm&2z}B3JP4wo^5j=j``gfoG~CbYR|mYCTo;ti2%qOg?2aI82-eXNhOHO
z9I2EY*N(NxYFcwFaZTnaMs7enj%(J#&NsPui78M`9*LkjXu5jd%_6)rFDgIJy>(i3
z_KU3{DYpT79@XXcw%4=RkF&1$5DtW#R*s7`)|}EZ+sP*3f)sICRjQPoj*56#N|!Q~
zncUu9X!h}lQvN-Pc}nH=e-lAHwDy*;hC{%RbgT>8Tbbr*7S34r9PQ?+L2Ep(<)m$q
z)K?#|hc`XWsyIq&9MXFn{;eE|e-Ls3#zt#bOt(phTZIH3;;49uF?Y7*#`QP>dkWLi
zbX(~f6Bv<Um2$2JTJ<KAq@B+SGiwnmY;DP<+UfBv)J&!$*ENf9npUB3GjQqw<Z+7V
ztb8GJHI2>9{N^=}m586cT;8WU+pMui<;5F(yH~Ap(o36jdexklDkIje?XISePt(3=
zfccnptxpVTdPtH+y_;_wX1T342ai>XNHXU=F<o?)vfW%8YfD_*72H%-)tXC{3k^lz
znrNQqSV*I2EpEs}I2o%NdTKr_xy7JV@{}t}+kyW8)~ct&R`6*Jb8&X7a1YH9Ju6R7
zx?M9y`#zrP*B1bWR6PFxo@<&k;TNgsN~M?X%`1HmOwmNIsWRQjI+57bqb8AQCB6Nv
zvZLcUtV?YJ#FN@IA7+tOPD?O6)#yGRY7#)A^6*5f(R0$YaerkPx{&_>my@|Zsp93k
zbdfFuep_U!ccW18v{J<!w&j*UIY0+BBz^+ZVMR0FmpSD|Ijgr8dIh8_5wQ*vjJ8I9
zTEeEE6D7+J_9EHNOX7HML{nYH?JRBErE6+>{P9?=(yK{q!vK03)sF8@j^AqONU#p1
zim`WprNd~5wvoJV{5`5Jms2@SUq~~}2E9G=OAN$E1jiU^<L{t?IouY&PL0^tvG|8l
z&|<QMWU`6N4np->^Bro=87?+y>E<N85caODJffwcSew+P&C6>V-V4_BtuD?-V#eqA
zcpRG5yVi6~PEx3D46>h}0eG%oK);tvyf#l}l9%8BGFG;3{4mzw-#zQwq=zl?iYmei
zrmu5`4J4Xn4R2Y1X>Va-(mqZbcpQB(Quq?;Eg(*A;qwcQ8yza1v85dr)LdHJ3FDWm
zwkoECk;qx+nnJD1Dh$;|F;rz{YZ&v@O`R3quYGf=Cy_j-4hjqonX8({x2ayvE!?nV
zUQ~Cc_*+JcSJwgiLqi-~uT0{-9y@IY-%x2AYuqAjE_>DqD{gu<>(iq&qZ_lzZFK9~
z@#fmwNY0%|tynF!)m@9Hxh>Ztn(fzFu&|b5zEla=desYm7R4e;?;*zG7XWmrZXHAG
zb*HL{&)N6`R=#(Z<Sn>vKx(O~_(J<mg=F6wDD)<`wQXX??$Ekl&F2C4R~%OxbANp#
zY@wwwj_18!G#a!^qhAqH?xd`A7P{10RB+o3HW}`K$&s_i>sMy+%+VAE+7B@HT=8CM
zsb5HwLo$}$y>negi{VXE#1_kbu93y+O;oA33*5oF9?_|@M_+inOA6Uf9AfN`-IcBd
zEpPO@{{ZaS<Y-fOB=iH;y(Vu3Uq>`jM|g*C@n@l|pNSeQ7Pj`cEi(P5ZVnGxyfp9b
zy-pllXvN-|IJ@Go>HsCrpMlo8pC#<H$ZjJhBR2$(O5!1Mw<^GAKdpEF0AtiHd_1#U
zke2cN!RtmQ%Tv(7)NzfCiysf!&1ADhsNu1f=B>lweI{6%Sue|D_*1THp3)T-96@ui
zb!BtbrMuQIAR87CBL^O5t$EHZ%R{22I*r?yi^O*}ntWo;6=xXWxE1H5N@tKoFhxC7
zSD{>Ze&+fnzINS|+}Z3gUVNys>NBVyV!b>j$CZmwi{;&&FT>g5({*c$nc)(JPnSNm
z+Squ*O?l>$?@o*;JRW)dYmD%Qjdu3)UPjxMK2oE-XfBO%>|LQ`T;%atVkVTXZ-c|r
zaJ-J%{{X}ZZKS-`+G3<~50#F8#<=^R6lym%-bcs~^~YN1rqeEU4J8rea~co22Q?m-
zpv7kdlT8sw$j6xDkzA3ewP#fYMxE`eJofcjZQbN2C$X%3EiGR67fw<>>?^qz+I8l)
zEK<%qj2toOYla(bbxC7X5+HI1zcuM$rFfk9>E3bD#?`&Q+AjXhXFC|!;5Tz!r-yXy
z7S8Emp4}(9&Pz$!xC?8UZKr2g$Yaymu0Y%3lI5<9a`rjqvYcghk+X`aNbj|6N(l8P
zEqM%Rg9?EE04mMB*6yrfhEr;d9Ic4tVtUsL1W$7-F7|h0oaZ^Nw$n$rZ4T=G{TXAo
zQ{^M{C)fE_N`yJR=5tO85V?279wnDe)9lmDhI^(v$WC_W6_}nS)b)EQnp=p_p#K0?
zI?>=;dn=0@&0_i^adL$0R^$qh>UNh`GfAr3K#&zUWF!?mt5-@1@}zl`@lTq}z>@6V
zLQCGt#d~B_M&t`rSc5#7<PS>G@MVNIn)HgWn}|Cp^shm;hC4k<M6uDW@`Ek7oQj&0
zjX83(dU3=`+8id4;M?7J{iYcFxCh=XTT}Q>&q|4`=hX_VpL-bN^sbGytxGdW16$j`
zqvlNDe=6oKd`A`2d2Ir-vE}QYb!s>6mrj)C?;y6a({zhTqL7K<kYF`A7s9qy%P6-q
zPn?1NO;^9Vx4!c2o@9?`;X&(ATWRfSslgq@EQ^ravB6rnN^<y(>QRJNru5p?jG98o
z%CL@tH5{5Ro(tOxMp(pX2q0sVS$7}V`k#qXNYJ%{03RIz<NpA!TH3~(_Lc@~GGs|U
zRFnIl_N;0orMaAW4og+mQ&qk4BqliF`F^<L`c=&v!#3K4Q(s-NTU6n3-l|`Ca{kmu
zJgpwdF_I58)!#Z>cv=`CxmEdoU^~|Hnx>Z_dh*+$%Um(DmEqIV&9-its{%{Obc3`Q
z&>V5=St{~2KyIB4cRFRXGI&h{>y59tpUR@FtsAqdaa3TLl6P8oWcjx{XP2TA*0QYa
zQt-nJ3${=BXlr*^n@GKa7~zx4X!v7EZEvPo>5@#hxt2kWF;f|Pw<;D;y|*b{K^@Md
zEaPQVhl9@q)qP^<GskQ;D#yk}XHPHMu9m{h7~M$t5|dp-z7NtYw3yde)YUH}8QiT}
z@+hR_a^f=xQFgJ2G^v^h?p4Q<=NulDYUWFf3u{p-sxKjX*0dU4m!#OV(KnwE<d<Vz
z9j>Vj#*!}d@c>x<`ukQcT+ZoePxgb7O+@pk^xaNIMe-#o?T$rtr@&gh=aVYVmeIzb
zjQ;@os!4oiK7TC`mGm7ALH_^=Hlu$mFB9yDoJa}a(~PBkio{P5D5R{Bv@~09vaEMk
zsVt~+#e0F)xlb2b>32^X>A**UwVJNa7Pl^-(prLG13B$fwI2_~G-hL}+s7*mvKPlS
zwIwcVoVSdADQbEAFtMIs6tP3Y3hq2L;n;PJJ)7-2XB_P{$0J<W-pvRg2I_kdE2*^C
zCyLV6OGwf(oHGN<aa-3-mxtzY<%_YUKZLI!wRaN-+Hw?Cy9*6UL2M=pk&egdSM;wN
zNh3!U^f8ovxb0T;KN3ch=S;8?fyU#U3gCRq=$!E%!<2qzewAfw2EM{%k-796Yfr}(
zHZs{O!4jEv@O>+pn_IoPyfR4sQ3viQ6|Z{JYdRT{If0TT!Cv(jags)Ls7+2Xn>>}F
zir)Ra{(f%N=(fw@+m8<rgKfeLmL03juJ=W8DJzl>Ij-ly4S6NGc(l=R6L8!dSEXL=
z3P&rHV>XPR8C+Uj-&sjxF6WIgxOO8I^dEvQUT+Rr`OaERgPQOk7b=}yB9&vb7&r;r
z^RIUB0(m|gwo?1SAAY*<^14Tlj*3m4aOX7P(wK)iB=@Iho(*-LUqRHP6&O5{&4KAp
z80(+Hm<m1UG-ouK_ND-OQVi3-4k*tQ0HYo0HjL-BCPAegF`5J_o(MFXLFv|;wCAlj
z@F)Q`oYBcUK?0N#O)UUHHKNUp>~aoxsdjY1r+1?nG{8<X%>-oePBh*H0<gUL(@7Me
zax+Rs0iXm2j8cjLz^1V|;(#B4O*EsYCXAloPy!CMBz@{UjMS0ioKV0?J5*;iB)zIJ
zngCJ7DdcfRXw3j1IPFWE(sZL7Py*+*A;9M}m^A(mY5+jM^GljAI%1KiU@7Egl9Uc8
zAkqO3G-DKJ6q(85m<fZLc+E7oJt+$sR{`gdO~<t^Ml(%Zl6m5RjszN9(+K3^fDJGg
zBQ$R3r6n#iKnPnMs2r|3QsdT&0B+oOpz%(ooOh%HPdUX#*-?Q~t`2ccBbrhfz<gL@
zo(q-mPS(x`;a(fz>ln3hDGsS98C1_Ez4zi;B>oJ%M&kpo<zF=Ea!qe4m>7oJ&MO>G
z!h0D@wOtQJ(`E5aiDa(`Ljv?h>OV@D_{QoYF0L)29O6b($*oTYYhHerHMPXidBcTS
zG0#frq|o%+t0Hv^FjJ@QhhKW}<tBQyYQhqJ(g&ZPABiNEXe<#}3<s`uOMBb7q`7D|
zvz&r^*PtB-!&)V^&Fo1uk*6$<zx{f}*1S=tT$ozU(ScEcfyF&K8sTcD?@lK%4v_NZ
zTZvW;oZ-$hRo-nT+fSXNSszg@1Vj!o&U^hS*Ecs>#md8vosJbnL#SHGpk6}Sg|HlC
zVAo9xxepn42kjZo>KAu%xEDb2*o;?c;J*W%N=WaovLoS<J!_uRblJQ|t+bJk+^NYY
zrYqWX%Uf*|NBd0ja#vy~JbG7EYKjqP@F_vIlyyX(=(aBDZET|9RD7qVD+5sRG}p2i
zVux(Q<>S}ds@&_+&vEukWgCg*k6P8y^oVUGYpbAs(0N2X>%o+syvMy73X<lY<1Mtf
z;IoSFUU?*Pa<M4s^{vSDCU~~kY=#scDjp6iGV8>VTf=g<3au#ns7FfUblZ!)X8vgH
z_pGni8N$@U6RGGgW6keW(H$e*YFee_kch%JL5}sg7K1I$oRMEL#=vyPCbJ@*FAZtt
z7>KyLBj%NkcACH*E09km!_Hbk*q#M1Wj6iNX9><Wj)=YDe*@_kI#iNr?85#boMWl4
zKhv-E4G&X^u3;io`=Q5L-99Xsyz>325!mnv6-!;z^vy>^OPMc0zeB>Rj%(AyDzaRa
zR)?EaLX5A>X-(s~n%(W?v5Hjd^O7r{ywsz(x>6!kkAhM*IL%|harTGXB<Q4$q}KMC
z;%hxF$?c30O({Qplp5)d8<eMuqO>&hjZ%FU^h}nfOL><C0W|~5dwH!yG`QtSB$qoz
zcp2ugB=LRRw?8mMjC27-L2u$sLM=)=n{CCx?6gM??{<!Qn5t{xI=>!ik8i45tSP?W
z#5~nrPV941cm^xzwc{HrM2{H^575^gsov^0+L^kY=kpl$Q%eJC@Ld_AOR~K(6y~qk
z`=mT)x{VEVJU%A4wGIhsh~J*X*L`_wY2d#PTCJQB++N<UJmzD@YtJFlH7o0_@M)J)
z&c{2MTC{aN1I1TM3ca1dXof<Nc%jmJ4tR^Dsaom_tsZ6<#x;3)7&)vg3#<K-N%E7_
zS3w_#b^S)+#odggsOseLS@3vAT)1hYhTHC*=bE_FvI%1DtajcK)UEWH8q(LvxtWI<
z0FhU9e-mF?T?2PA#k=mPJ*$X^!g}SW`lw_}pt;B<tT%)_S$#ZAZP}c3-bo+Ix$0o~
z-sRKA#cYnQABaC@LbKe5J%<$0@f1ZT$tYweJeue4J|1|^M-L{S8*#?p{{U4wABKK2
zU8HI7ka@vx{<TN;TsxY7XhQz<PV-Ipm!z9x4Dt~p9=(QZTH5c!6HG4NdvHkQi&vFT
z@b|^-A&lur4_v7~;Y@Fb{xkz<vS7Y|pYWsV5sTb~jf1_kJFQUY&}->&4cL|^2P}ty
z>}xVzGsBwH7n|;5j#Xko4b)dGz5?;HD39z7$>8ok;Zwu#>&Bu?EvCQ+Jf43_+LjZQ
z+)o`DLzII@xtqhDAV#*km8=2k-3@hm{h;w2cRHiqLa3a?yZYBFKf`|--79akI8(sM
zAJUk=47_XQ1Q9S({61l>iBeKIp@>m;L-gBQJDKgow<x7gDjS^DEow(!5wkNRBu5HQ
zrA(g-JY(jCTTQ3?!O!?r&-hfHFPXk{T%HbG{{V$VaJDv{InSX{wQW7*htAvbAD`a3
z%ME+N)-JQhcHUqa<PJYt=ilJZiiXmw6Bg^2{{ZV%8_$J4EVDl~h?D)oPxP$iflb}B
zU+p=#^4mkuXYu!ibs6Iq#oR_XZlBhy+jyVB(aL4ASoh=;y#D|$Ys;JAmx`T3e`dHI
z`Tqb4Y4~m8$dAil<LFQLQg|42W*=O4*JIIdHAmH_lHS3Uqo089+uFHJe?*%{g%VXF
zVt%>JP`B_0jZ<UAZ7Q%le8>DL_r418%Q<_SX{I>i<|iMe5W({7Yb?SkDA?_M2OW)#
zoUe6pwd5amOaWRq$!Bj9Nnw2(Ic?0N2a599JTK!2V$7BoJ4c{us37qsp8jK5U848g
zgw{214o0gV3#lX0Z|8>h$O(EQ82PvvsVyOj!6cSh)uKOefHG^zq}T7Fx&`x<{uUUk
zW5zeqxHD}kzr)h8cnNZy63pP$k!!_bJH2K}6YqnZ3hJ~CV*NZWs~l=p1?7n8Tpibm
z8tU)u0^L4dqcyE<<4LWpOflL=<+lto{{Ysm?`3LAEc54HE_~5CtN#ES&tasGktOp6
z6xRf9X4JJ2Bc^1LxK7ofuj{tjm4p$+Y_YyM1GQsW%5ASwSpgw=;-;M_#cW(FS>ESW
z;r{>*O@FHh9_Bk&&OzP&HQQWTCxpJ!aUIXvZuVnw1CA@pW4c?-K_vTQL6g)RV!KH-
zjT-AtYirAr@@&9;-G5r=uTD-;vDq5(ce^=8lK%PRx_!*DIXTZAYteiKZ!~frwA%jj
zX)!YnE6+SN6c;+fTF-j0+V1Mj#xq`}q}Zjk>5A9HR<he|z*lty16ocJPu)ZM%{5NV
znmV72(?(e!x@3}b!1B&Ou35ZeJ<x5to<qnPskONLHKI?l^tH>#cNdL|<MpX+Kj9Ks
zl5)2x=J2cK{{Z#t8L5|tuZDuWmCU8qH4Rw(l<kF-<S=ga1eSV~x65xN=10bI4;9~9
zSZP+|ErqhmNZfZGd8RsC!*XUiVU97?g5=jEuHMI0Jbf)x6^=!1^?2+idE=14InFA(
z-Cf;_bxUbPYs#{Ma%-`@@m-o&HL#48#v6KKvu$-3D!yC9u?5PE3dPNKH=|yrt)rd0
z@cy$h3&Cw8ZvGr*vJr0%r5(HC2PdlxS81th*VdOyD%=4Qj(`fs*KXHaiYB*=nbc*O
zR~Y=OdUY*fN~K9B8Ka20mgh+E7w#^R<j*a^6~BLVt<G%T=0fljo(BfGTit_I22gf`
z^Lp2y=$g&E`Z%}p@M8O=$8W~FaT2r?t#ieUUpqxF6&MbPv6+#k%9V{xQ}EWMHI1v=
zM`;?F0m+ba_*7mglwDaR&H{Yfas@@<%_?0+ecx)>s=O0XN-}f~x?jdf=ycDt*j|0B
zJ4pv9I@Q@M?zLRbf^{yy0tX#w_8NtzjOvm@=SjN`?a0M$pBP&+JX<46a=1XCXEnmo
zN1<9%zco0OZM-2QaFcr|XK%anb6b&ke@TMUGj%$Q4p+TlLE=Fif-JP2rx~jP+D%)`
zkSzO8-8)Vyd9SiLYAN3Gm5p_u!@6;IcokP4D@Z!lP0x(9g_)yENQfK*v|!get?760
zT!?2`nh-uyw>6gzg@17ig|w3ckanEnx@oyChV*cht<5Rip7zqiSC-+f=ZXN|G<YCl
zvb0TJZ7Swl19Z|r56D#TMOM1ExQUt{E=70wKyg(x=pRhhB5RP2gygR7)zy2$Qws2m
zXL#y#Qft>!NZ}@sCU^kW_M>fOt@u7!C6-6IfpeU8sUX)hyGeGgnu0dQNg2g&*y@@-
zp>HLGF)A6x-UqF5MqIM@M~Pn2no2f26@E#!s5?RGYp=7`Zc^4bB_>D*@S4Z*R-G=7
zuE`F}CUU;@t>MEH-6z`@<lEA_F&e>0*DjJzm8+dMhOD$p`6QC=M-F-*;~%YT$q$C~
zpOxlm%#HF!dmqlQEbS*Z@?L3h<}^6PL#r+Jt2%$gzC@W%7*aD_Nw&(XO-il#tZn#{
z#4y_FX5JWfw2O={rFk^}0A!WPh&n&<8t&)QB-1Sx?@?y+TcRFojn=Lrp71OPQAo)l
zYqtw6S?A)Sqb19!t>GKpLfM)tJneJN?v>aN7EJ+YE+LG#<BH@wFqhEVmw`8j<0rAJ
z^XT`FJa05|@_u3#x$C6l&qog!`!wnuG@drS`yL^NK6;#Vu4YY7Rn@0>mD)ghqE};O
zqKI_$hsq%&>dd^<b{6U3xg~YAK2tX`xU3e4N_1e~vsY&uZ>OS4{{U_#JP(z68sm^V
zYD^+w_l^nr*R09neGwW~TR%Qy-NprZT=%E@aqd<m1inOT(!C5d`A$4_S;|W2*3;m=
zyE7QjNwi>*&1l1-vs;#A%db^Et7GkPCX{5hiYTra0^c?}S2^~po13D*w$t~3J!=U`
z%1rK{z1>c$PL-gA5pC_2ashnuKT6uZzp=O;UETa<(G%v4G0DYn-(bIn;b)H8V-^9}
zN%^U_#q}3hZEWO<f8tUNW$dpj+{&aBrEZ3>(IM0#n(M>!J-wjH$RB`Bad$Qs7SqXZ
zCBSId{p|2-b~M!NP*|2^S3fXXhD|+^brP_37$+yCb;hSebIS)#F6^=4_-?f8cAHBt
zEy)-=260_|mxXnCtWxglQ8v=db0+hG2c=|Kc*56CypG&Q5<(OPAPm(#Z^pv&Qga;4
zAYYYK8i^@AZK)1PzDT<r&-@`e0*%)iw3049a1T@Y)_sMagY^5!h<P1UaLhRVb?4IS
zQqCEY;ez^Rt$mx#vELoY+<Jm)8kMzHI$?*p)@O63+ju_q`bSiMIZpKr-}S9MPgl})
z4KhOUc}R*>9DK*=TsD=b-NC6^I@-v}dbkG$xAlz!QNEriql`xyu5p}JE>B`TjAK&r
zk%?!21+BdHmP)VogMps4(&;z0*EVNBxndt_a^98BS$I19+%)%6$7+h$SKZdTog+Ze
zw3RbYcqY4$eeC}L_32cklIFR1iPA}OoF1p7yJ{(IYb=ctpPzZ?E2X#6v_oPext}|D
z>)xNOX*x%fE#bM5Bn0peU)HN=x?Q8_Hxu277B)XC5^`%QmvL4fJ8?N}V@rk$@|t`3
zh<W*W#dQ`i*dGn8k-lF!#$0ERYb6&;vb`>4c8!pZdi1TY3E9|vj{8uaEzyE@WcI3e
zlCwH-Gn#~3F*U1LEUcl4LNFajJer?Q)3n>K4^2C<Sy!Uxky|JJ5$#SPdgO+W{#oa*
z>sEAFEw1$zxwM4G03W>b1{Bd2(y^TJEmPXZoGO20UH!UPBzS=P#A6kmsp^(D@j~&W
z##L^26OZR!x8gZ09wmn6DCCLT<w(bG!k)Tkhi)xmic1s;x9<UreQRo1h+E!ToEU{t
zw!Ej3UF%mju%rqK!HjJk>tjvP?^{f1Vz~0jI1%pZD(<G%5Zy>L+d<_<ak%qUE_Hi|
z;o6%Qj>o-Js&i=sdK4+R!txDAK$}lk<hY#{HyI=v$hz@CTVJtR$FTvyko7e~RMxKV
z(O{BNaD8iQ!<t3BFs<d#SvMScX1WwrC|;q-QgtfM%VQ$eYx!Na-ANh{dE9Vn2DXs1
zJeLv>IskK;>+Wpqb2(_t4UD4t)H-*Dr@n*FPmw|XDwyIUd!wOXsq)@ioM@Nk<gs9S
zwR&!z_PU>j?AFH7KHLdc8TK648>neTZk_;}iu0AK+GXaUq24K0XwbJL*6vWMjyck)
zMecRU;j8}uw@C}AM_zCZPj79i$87c~v3DPsw**$zhr~@O;sWk3GG!QNQP!C+i1b-6
zmPCS3Tb}jjR8marql>8}%GSghKZk@#B-adNkc^K?=qzG~%V^dhj!=WoTIMxfR%`iy
zv4%w2Ffa%Pr_wabq_}x+uHG#4T;{oFO}Sp?lcwb!d2V^$xeS*2)yzRR4ab99-w*W*
ztlV0y$CVm_N{YzwJWn30FjDSw!(z5R7uw!St<B`y7gtgXFypm*Dk@YDF06Sbn=!mm
zD&1--$0rSq#PzSEyd1Eng{+o5u-G{swe#<Z?Bt7Ak|!8tbJSo1UXSp{#n8bB(XZ~;
z&L{U^Vzt9*8ywlBF1eBH34j2lZiEgArlS{8#s{rPp#5vDCZ4B+wlj3wdzk0AYnCje
z{DQR<0HfBEX{7`Ytyl|yI+|V&Lrux=K<i9G?Kz_&m!&2Kb3h5+oB*UG1I0KR0BGyh
zmoyKh8%A@Q00&wPCw{b`9oX$n0D_zd#UajU+sVZY1wSz2fG8LOmvsmOJW^4N^O{-&
zAskaSk=~>|DW{46PPAYTT3qL#qXvPAgPtl#^Ui65tw|qx07-v_nVfZ}%i5#s)`1Ss
zy&?M1u}3+i&$R$4r5uVtY19CiG@_1aXaNlygHTEBO?MHl;-t_6@kmWFDR-{?U>b1w
zsQ__~X`|Yl*aMnxJ*WYA&stW&reKOu%>V>*&q_Y;PL!htgXuuTzz3~6Ii>-gl<+Z3
z1fb@Rr5Qcx08vN*2bwxi0{%482dyZ`IW!zl13u~En&gq`PB`_Zu+2*cbC39uZ!G=@
zyjT>ofu261zH8BA^X~8@5$zn4Us>x2(`fgws)9VCPJWg0L<nQlrbS_r<w(tEUs#@|
zRP9|I{hx&%@*lNY->;lHC~di|NY9M4h(O%4Cr~lEu{<ZM{{UiYi51#;kxAUQO7sTS
zG&%3p6Hs{0Hx(>)kJh|d^TnR#DpQS5d0iZ)rG4U^V!`a6Pe|io^R~^o{VO&6Bdh7r
zEVpe8P#*aPx{YVXI$ea4+xhP{R{*AQ`d2ZjYdV*U9bmOq@>2ke)h8#=D08V@X%O)3
zt%a_*4g8=;8!F4vxvv+Z>i#HrEpNQ^0FYSY9@V7!RmHBPSM5;zk(MRgb@Z%FI(-98
z*FMpH(n>)j>?Dl-73g8$lIH4p*_B()$>?e6cWY^;KAjSIGZq`=UrOq=+sLQz&8$$!
z&E$YvC#mC_^8IgK7dn)(Sud9ZACzO7s+U@w%zjXLigpSQG^%0UM|Q}kjHgQ6i(|X+
z*OPgwq_2AvDu;6yanI*ln%~3?Hp5etzy-{TyH$btMS13#;T?BTVdYuRhVQhB?z9hr
zSC@~!QJh5|Tz9GZoFB!g@mZ9r$vGS@q2h@zujRQZg6BBRUC{hts_9EV*eye}oD;Jo
zewFPOe+N80Xj6XaojE-9u8Pybnk|La`+ErXp2Y=i8W39}o~Ayem9Bj1V)1sY;z;c$
z#D|ZNfPYH4Y4F>|8i8!v81wz+BEFl3-6K^ILlOl%0HcbWM(u)I8UF7TvZWhnj!9yw
zcRp>4;FpP|mu$@vjCJ!XXHWP)r`bN;T4|(zNYvx>HSUiPBopRm>S{q4DUU4=y8ul)
zJ&bwV-17Z1;fIEz8y`-RRq7bXL9UY9z#bP+8FZD%<K}AXRTW0iqj#vM1S8Y%sBlEL
zbDVDm_<aBgr9cn5gZ(PRJ{!^@kUD8rz=8h&JlFgyZ_5m6-dPo@+QPR}Ea^IEZO2Wu
zE&l*qm;5Q~V`vW+R?GhYY?u5iM+4G=ihEMFmJcGVR`JHbtT3)RZHx+JmMbj2V`DhS
zO1Y0}P2)JlFnX1m$`&N~Y47rmYB)5zIPzBAGEYz{{xhF?QltTnv|JM_{fZ3d$&YtT
zloWlH2r8<edoC(+PB`mI3B^0GAdcOTfEeI<npTJXrXTPsn34u)$Gs*bh&Js9siS8d
zPJXpxDmsoSFdL;Jld)amEOWT$whaO%{_*_k#xd584|+L;YZby|l3Bg^rv0CB;oBa$
zsbzMIfT@sr)T%mQU{TB@kz2_Ke)ALcri6X$K{z#Y1D-Qc^dg<vOF|P5yL0bNkxGES
zF&|pCTaJ{9L;6tU#Fd@O!ZOQ_N7U2&uK1~n((O2*TpUw(DzsyM<s^Gk4ZAi@@;<e5
zV&kO&MtwyZj^=;aC)|H}rB7m_iEIq96=<MfMmdZc(%J~=Nw6;@ns;Hb%}e1O4t6bb
zr9fDW5)=>VT+X5JbHjJ{CRN`E&UUVA(pfk6qzVYfLrcgOn;usuz}*4k2(wDK?laHp
zR2$${lBK`XrolW6AMvkbF^~l>k{^>yF3%RY_!DU&Acs^cK;RM2^QvRuo%}J#vFb6t
zMgb}~uW>Mb@O+|_MpP0&sV|wH2_L{q*9DtVP=15_YNgk}&2BJ!iP6WYYWf{xEOJf-
zD}qKjC$<d@4mE6i!#~0=5?exX7-BjFHB<f-{{V_@<yKfF2ON;bzNl4pUJfzqL0!k@
zQOC7KnWC!{e2sJAuMt|gc_E#-{vccV)w@d%7eW^1J6RYfK+$9m!xi;Q*xR!Z@J9Xl
zQB4++;9@w{KfAC{qTb~?u-y5IFBf>XPFW>;W&uwv<l`TuK;ITTQU=*&LOl#(zL~qx
z?C&k4f$X8$$C0pCF{pep@a~}z659E01_?p_6gn{MWh#xkqr>0gebn~CIrR7){{V@C
zfuGW^Sa{b;c=ujd%A}5{PAj&*_!(ee4R3PF$FV>Cdd5EmwRnR^ZE+NlFu)8(N9$P2
z3rXo?rk*yeRjy%4;~f)vpCU#8{{RsuHP)`ZrAwz<$!j&OxVRX7#d5XDTznYuEM>~9
zY@_|5SQowk@g;+KQ&>!K$Saa6ey2#cm{fbSZu>&AxYp!~&hc(HE_V!drddxq+e-(M
zaT8#&rgL0t!>MUEBXZ9Sp5U!pvhg;jrezg@+;T&%b5$xl(dFnmc(k3_)Oerw+C`E_
zkQn{axaT#iXpvi4!Kb7|-AaQSK9$Me_|{EXEydNeL&)KFC|v$kui-BpY1&?)EzYHG
z(!ShAdg8I39k}wXj;P}zrOnjnZL}zU)%I;l?W1D6D)L2iwmN@@?T}kd6tXh(mDH%N
zExcQy-d#&{T2-CNDo$`KX3J5BShib1c&zSlFgjNSNK{%_^=DaCif(!v&}uqGwyEVs
zW{$m|IjR2u;W8Fia>W4UKpMX!F{)<>s0T{VUj%CC1W+;+>*fLpsMEl6OK~G!UZ{2H
zhW`NT)@m~9O|X*IQn{r+jp341Mui;z0JNiubNHp&FWgB4Y`sBHGwoS79t?^MOxNh&
z-T;jM06Lb-!CGy_%RA~@fae?fezkE^Z*XwJrFDB5z98{!y}~b(XAhn@Cj<N|i`Lr6
z#~sI*!sxds20#_w>Rt=cAXy}BMZb7(r3UT4k*_|~t?i?@xV5)um?^-Sl!0B8pw{e(
z%AYNunmseao*&Wgd@}{z<<91H`MKzSIv2t+Tk0{*rQXExkKrr<7038CO<G$i;<vPt
zSQmm$ahlkVNbxH%XyKMJ$NR)$xvD44@QRyhKYYgV{*S2(&$L~H0Y?NjYn;=r&zJxu
zm<(W7f2!#>cN$lfs0j?ci!rZ0)8l<JQZD8)BY(PB9P?VjYH)GvRT`egX)dRs_+L|#
zM6i|B1dQi)**L`|&%_&-xWigS5YJTr{{TwA3TfKbnl9$d3Zsy`W~PI~`WnEuCOKqN
z*n?cLsN2-&lcCMcC8@~kI<4NX8xo|(yznzzB+V?>?4`D-^&Ho`ul5$1Yb?m9prQF(
zcgMYWwbYik`pwnF)S?)J9ilbs`B!cY-L`r7%F&x#s>smr-NpJ$(b|&xPC|j4*K|Bx
zs#}PW^yK+|@OA6@R}<l6x;O9rnJSk465LmPec`L=g{#g>%Krd=Y?u|5XeTWWwBV_w
zEm3L@8(-X86DE`buie1^0P9yFt$2r1)#hkrA~^HJYudZ(PY>RzJaMY*QONTFtXX_L
zHKwK|f3x{y<%=-LtgR)ZF9|vjlWSISc9t_vT}thUee!s&TT@GWeNn}s$|>qjd9Pd6
zZ**8R>Fv?MnU|_`&*5H2a|~;}(36sQHQ9!J2*=J<Eh`-h>K<jJF&MG909)3#;qdxH
zZ5`#qn|RP=Pxq^ivSpe`Rm<%j$BNp#xzs|fwcMoJft1f2R#hp!Z*;nI=V}W>V_5M7
zqUzDD*kUjg0pF!hu8ZqbgHTZ#Ng{$&05QdLdNtmjnu<+*9I_;5BWNUX(zLbv`8DQy
z-!NNS#4#EZjDb+8UE8S@YQ{3Oc1BeGD0mdcA|Gfu%#F`l#Pct;OQi`TypO>NQ(I}X
zYgh5R5ga9gZ#)Cddc^)8()=T*$2?&RNVqZ_AIiEU<4I_>IHgimXK8GC^|yj9nZmTI
zB#qA9+=|^l4((=wHAz_}$IK6{UANb4EuwjCB9cp{Jx*$Sj}cy$w=mi;nXnF4xgBb=
z*_}@hWuiHo{{V+tjkB<Tv!ESuSQ?Izsc5Ah?HN_M7-Nd|L8$92;wi*x8GER#4MxK2
zRkt>}jAh$6jG+Gj3W|8iCuy0r%eyi3{{V;=cKUt2tWm~TW1XOy*H0JywnbStE4K%>
zE0xxKA%CMU+TlaxpyxH4r)pV}PqZ)1jxZ~xaE)kthLoKx<aYih%FAqFx+@u7#2GWs
z(y_F;uJuiFD}OdX3ji1n1zv+uv71kg=ZkZW&D7SSc&ftOMzL9>01Ot`H-9STQM7F%
zr<uYwiZnb`r;`j8aHjbQ0I)r3J$ftcKSi{L-EyD+%h#SNy6cn7#%n7%=Hz_Lq}82v
z&sfxLEuJMQ8OG%;f(>Gov@nF6T2eUawA<+})6Z3l&G*O^)9N9#KMEuk@`-%XcMv*s
ztN#G-giCR437=65#z`&H^{1Z;K@=w1=TugJ{oZnO`PQ7t?sU%=PEBij9IuCTrkzdv
z@-kb(a=<Qkdt$WppBGC#qu5wjyf(mKFhU9aD*phGGz%xTwzx^xIRJoptatGx>Zg@0
zwYibF%El_G&0XqKgsaq5Idn!U%c$H$Bvf`tzlhd_u-0#_T3C>@0Q|rlVzu;{uGdYP
zIW3iA##rsgG`eNn`e%nPr9!!8`BeQYH#oOsZBr2WY@%R~5SvJ4v|TwjImYHW{*}q=
z-)R^78*F8UKnAZ(f4<?SVx)tTwB0*Qy76AEEU|;-#5pImdK99g9%gy?sVk_(?ooqC
zmfj&X!ee(T+0JWLCufo@?h&U_wV-s{i;dAsI&FuA85P&~Urn*LjbqeMZj<i(xvVQ!
z=Fse?7~yF1vzU=$yJb-%lE?-}$<8ZALw5G@Tcn01?g-jzxq{zDH)SCS1;F4lAi)&v
zS3#2MEIbPMBN9Y#ar70GVCJ+rzqI3hR);yD$)ejV%Xx;8K?I(rvV2FPS!x<Q*Y<nV
zp*V~#b62kXD+#>YXC%U5hG8m@58`U>m#a%G@1+Y=Q5h=ara}B^r6_D;R&bxa7J0{o
z#fvo7*U+8kqjbf0ULCZvyoz`&mKi08e6GwZmGQ=g`bGJ@wUgwPvcWnJ%CR(y>xids
zvNVdv?`$OIx@8`9%oJRni$l}j?AlW+-rqz!7~@b)XX^U2SJFV%LHvY2I}ypOOKW%;
zL%gpfq-2NZADwCVddlMVONgQ$DCg!}3gM{Zx;y=pV7cl_?7{JrW^0tWh8I)`$-(BR
z_$$Oy=(_#8w8bDNl>@Ie*7&DS)vzLo6_Hb(IIk>!G7F9DIf=7gh7w9}vpmdOi;d4(
z@inAczNYg{Zz8Ozlp#pT#d*?P4L??nNEM)x2RU}+oF97i$AV3NPSY;h>0!1=FxcSd
zj8~lNx)rQ4TuUA6PSNC$7PO&0T9z@XA8SW#kALt^yqf-t6Nw8*gAQ0?x_}5A9AdmL
z;Rds1X6De|9n&6B&reRZ?tjCxkF9!>S64^PwBp^zjGpv#>qrhdQOT(R!Kr%mrU6d}
z6u>e-#T`ebE<vQppalaRXb0Mt>M01IKyyplkP>L*@jwg4IO{+e9`v8im$fhoFlj{@
zGysY*)|ZMoqZ9y~dQxYaOdZtzKN<uFnnDk13Fea~fCI%ZBvKKYGHDDs9QCKhbDCi$
zpB8z|04$xVGAZ)sij3x%f|s=dmVg_Ia2!(6oKOG-E@_3SMF1~)4?Sqe6i@?t9k}9*
zW1*!!-Dtt@NCYPXrfF0Tw1Ax8jwm<=fE;jp(qkRyI26`68K4EuDKqXWDJ59cw2~}p
zI<p)BT;8YSy%SEIZBk{syOZum5zbH7wHNF(bo;<;XYc}^PDdT<!#qXtlUB33xUsj=
zg|w=6<=7r;x%gYIUu)hKd#m|;$+zH<+LtgL&>T_U6fS8<%`gMaCNW4!&q`jj0GaJU
zpx}3-Gz?4wO>R0<jwy`e9coyc)UP=6BashBLb&`Z<=s}&9XrK$Rx-uqfhjw-^IuR&
zDa!ypU<m`(zGv~R@?7}(@@uc%ByY|;^I6r_Hb-s>N)<VoDA8{(CP%dj;Pl+pYU4p|
zEay{b<3<@Q7!z6ghr|eNA&w0u%m)J=Yv9*5&#m~L{6{>KNYBwgJ4JCv4L0>>sarL_
zx{Xaj>%;I&78ja!Jx)$4t*?kLE&k9nz+zl-dy4G5G4O*>xwwtBC0OnKy4Qc9{4CM5
zd8QW#ZbZCe(z-o@IA@Ql)vkCAzL~FUQtyfziMMBwoL6Px&x1O}@mq`Xkit(Ou+Q_a
zp!Cfm%SwS@v$l>T9>X<pZSvS)yL0JV#y;(t!z!|GQ_eKMgkBu6VDqC+PxG#-$HICA
znv}QGVgz?}AK_buCPo_<gVLFIX!lmz1g0kkJB1|_LT{lGTZ?idh6Ris>MB+R8)-X<
z>r>k!M+!vGyr|`kE(fU2deh}gU~+G9f*`!9!J}_>G`?a1yRHpXzSOPkA~N3391#=2
zV?dHF?2Ldzb4EguS(bXvnRz0mwfr(M=%I#9X%-n2)xn@F#k%~zN?|Fq;NW_iuXm_h
zSz60;cPEzwV{;tiHRF2M$Aybfcy!$~JSa%s*g2t~NcPo{bMmkw>56z|ZZnT+@r@7T
z&6UK$El*DJRGfK=M<1nnzL}`mYSxQ&WpNylxX8ieQDNB8$E7IGtu+pK6yfXIs8<R`
zBn%36LmUb*)b<nrz;V>n3auQ{O40^b=rPitJh8<aNX!DD+{E@3^XJ5miTC&V*VsHg
zaU^g?ak?ym-<1MBf%7oiR%9p8nv;8UAm`S;NL_oysWQm-cj(<gZN|EN6XNHIwD|-#
zY%W!MI^dto)E1(B9T{ZK=L|i&QoCeh_<EMkE0ge-j&$!8+q7^fhVC)@$jRz!ocOuo
ztBnUniptJOBf7f#u7`zQMN-t3dViU@cPR{~fLEGO@18&(g?znX@jJx68Vhe7^mj3l
zyZ4A#=ku?jJSnbCuXuXi`szO}SpehKnge(MpzdxDsp(ZL^-C+s<%ZVcH<BJ5LjzR2
zMRxX{9lpAaa$|{#{XjM09|(Lz>*KqTa#_CBxR80rU-745A4VAf<nlXn>siqFgG`%K
zmrRc8GkF-xDIjC~;;VRvQvS=(udk40qm8yG`WzbhJZpNj-nBNPZ7knvk%@0FIp^s^
zRvKs71<Z-pBR_dfP3Ag`05Au2>t8Kt{ygzLt(w})d2t(V`^>G<y8ADQ9wUbK&fX38
zsU{VVmU#E(vrk(UWP6k^CiX0(0CCodWZI>O3IOHVumv_NgFF$)z^k(4jMs;JSMjc{
zbqO?^8-<451|%!N{&i159-Xdu^Fh$A1UGleWIaN1KT5Tsc&|s-n8&8x$0VnctZ-|>
zd<WpDd}n2Mcc{%HNWUsGwt1`_V?ozG9P1HWMJq-(W;qn#H`ak4SqB5E;QOAm{o|lv
z&uZa*9{9~XU!*CR6}yCOkmrN%RD50WS5NSr`{~JQZZ6bh@;Ln|f#}9i8yp&PZ38{e
zy?Jh*@vB6hIR4pe&`M9u&VQwKHhwwq-k~}zz50UVfKDnd2UE^?B9%!w-BgnH)v@K=
z#B<Z<6*^2LT!vGF{3kRgaoLje=rcw+=}2VTj11F!?Bj#awNQzBQUYjJ1Y}THDCU^Q
zXV#imcSAur-Pa<LJUQUeV7RIY`A<qs;6B`bG^CtowK+h>PAChZtU@U~(gp-lvBAOT
zJuyq|idGE-Jc?<@N?dLS2Nb{vJ!r5C{9W-*<D3ppT1=8C2OU3Jb^(lm$pisWi*#Oc
zb5pBzEGWXBM_Qg<<3uG`j11Cj$Q!_NJw|a;kaNWV5uQgr)i#MN#nikzq-uC;y*e2i
z*I=%0{{Z1<hBX}dmNG=gp+k&*mER112qV^<PIx=NI<8c<1IR8u2xt<kMQt>xCO9lf
zu1{C^3#;3L`hCn(C>;(n{Ojn05|fZHeMJ~5!(bT4KJ<}X$H+H74}3{z<UNdp0!Bq;
z%Lc2X&R1;k$i37N`q$Y`Nn)}px_vrUeb#}a-J|*Xd@^t9Sp^SW%jZ$iA1&$s01&)Q
zrer1jti3TICbez8E9$W$dC|oyH}P#5uW-2dXW^T;-+rDDw?dd7(z)B8fw~pKpR>yG
zH@VG2rA_n&Rl{S--{KX_@&;(O=dLSrN7ppl`B*jKws|-?I2EIJ@DlZ8f3xZdxA<~D
z`t{9T{2cK`n=n{XWL}J<Wd602!qa;lw6hwq(H*6~g)c6beU7hhEKS(RKgPKa5NUUM
zRPSdy2X^RUJbsnWPo?;qK_sMCkOk^jBz~1$JV&ZQapqk!NaTOZP;>g!{aMFYopiG)
zH)@+5&w;glUr)Px3wFv$>(EzSCavOeB(Q_~&@#AM^35B@gHLyNfEifiIPG2CkBuVK
zWAmZ9DKK0zmc?=6BU&#+Z%(Z#OWgcR3#s2<UO{iFESV<<0F3iozl$`;bUzl`Gg==a
zVx;8fJu9x!=e*aY62{RPA#MR9CaU~TwYqB?Jw{elk|VT%>&0V-ZZm1E$BdLyicC#!
zP`Z-Z3tL+hjsl>MEpSieS`$xkH;3)^PL{<m83_4~F;e&`;+DW(UEHklEO-fyoK~vd
z>32}d^4KJXHYXSrob07zN_B4(xlRjOneHAa+S*waN6oY!nz<8Y6gO@5*i1I;+-HWx
zdx!SLoO(-L+S)+Ozres`3i1B{8S3X**Q2=>$d>WoZCqnD-Gp&T*_q<%N~2!wkzP3<
zvc6NNG?BzQHcn6DU5wh?)9EVFNjuLN>aJ@qOgdfpgvt^SydE);U2pasjH!(>WeVew
zy0NJ{O6R2yW~rpno$&hZ`ts*edz<Mtlsq$@4;?F?)oyNn)bYK{t;qu<^shzH{3B_m
zx}Q5Pe)b!!Ikas*&zw)>5>LuV2W@3Ksk5IARy1bau6a7y%_|k!PI@;=$<=HwY%U{?
z>N2puA@<`n>GRE@MJbBnahQ)DP{wPK@#e5~Snbj%mOEI66rQHH!^_?tI<)FRG^}&;
z8RA&wx50@qf-3FZ)y4k+mL-rAvl#p<GCPNRK@2gsUVGNYjT{$u$@YvU!Ce&}Vkk@9
zZJWA&v7+f-8fz=-LM|jH4o5%Axd|Fwdr%g(nGml`o+<t(yIafDwv2zPBxF}d29u}h
zdK4FSvzEJTZx}pgmXL=t+~rYqYTKa=!`s<u(AX(HVjP{Lt5xsp-E&;h(tCz~v!TF8
zJu7C%L9~CfYEJQ#+r8C@B%EfePvWWXW_>!-5W?@!4slp1>2`WaB>mJ$rfBv$EV0XZ
zaIGL-6da1y9wyPEVCD&Bl}}_i{#BK4;c4z~nt5g>DER^V*1U7+7ZM9L^6i;;Vh2<8
ztgUx+O-C6r>iB?a7?@aWgnt{FhFwni9UseyAw!g40VbV4*fO>-&K@r0^rp??T`I;!
zvYNn@jBwpS{VG%=Eg6lH+9rOfcYS*knUUH#PTXxcuQSwa?limRkt1b{o~*U&w;m_9
zXkwPm%11)jAn*YEs;g<%m$wq$YA&+cl+Ti<kyk=K%1vCkCn#vFd2|;p(?-j>MPIyo
zS5IwqX_)7h+s)cR0lDV6OZgv9yqRs#rK>sG2<=-76o$eXB4Sng1wHGgqFlE|xK|pl
zmZpsB?!0p~y}G5Pv=Auj0*Z#$#aG&c1#QZymSfo0D;<Q=-o*r<sgZ{)Yqh=b%E2YP
zX?T&q$~@0gTyjdr^Mx7?$qS{6?Na7xrMV*6LHR>g46S)}sd*NrNjAyQlU+@P&Y7iN
zi#sx8h>Xb0YeF4gNYi}VnCyUU#P8#p!E&dm&gCe!;~U)On@HAQQc)G7F+F!23e+AK
z)l9-m%UEN9Im(bo{HVY2)b}c0*9Zq}b*5bSuTi(teEAQ`=anb5HOqIP{{Y(Ewn#~&
zhT_?D$ZrbCGvKl8D-Xmm#i4|=X`X0^-0ZDcx`w!t%Cf-_51!SBuj;Z~VMMvyK5%<h
z*m^g2XqwlfyWGf@Lp{sO3~WI-!q-KiYF9c%ywSo6Jfoi6R)>Qi()6t|Tm416$)E1T
zMN4pW%|`QlV8pHZS50b`_fTcDokr(T8GdYq%kDedp0(Tfb6$c=b+pvuEOUgACN};x
z4wyVTlEZG}%#@r4$4}C>-qhPkEu@w)NpB$eWsHojYm(~vojBU?n)Y@!<<cx}Y{7X8
z54^IcBz_{W@8s6>xc<>)cxHuo0Gyx8HBuRMPYZzYzuNTHZ<$XeMQlVY_12F2Or4i!
zFKSz_;av*SUg_j=@;k|06k+kC7f=Yb81ZrHqiL;ODl2)SoFWAiDI!kw&T6_<malhn
zb#8{*ctG5T+Mw{>wm#JMGfLi27+s)}4P!TBrc`Ol9Q4(TI^K(O{f{k+MrPfTkJRJq
zUTxv|BhtK66mquEueHO9_G`Akk4lz1c|LxLBaYSM{wmTAn<RG=P9>UCx!FcCYkCs8
z<z^hxz1ux5&Gc5(W+?FGj&eXaq@ToAIw~Ks0W6Kd+BmN;((YqOyv@Y19nET`!o8})
z86IOFPW8`Lk1Mh3QNqTwdF0KVUtH9#?c4_lBptg~1FYEnl=F11#AM>VBxwt#=uLTe
z8d(U+sIM};i5f|rk$~ik^IKrF(BsEOGN)*1W3%v${q4?+<wzOr)87?pKeBnZEw^Jj
zmBX(U&G=JQG1^OF^O)l&AOLbrb=sWq>edNmZED_lURWjx{A%Q!Yg~*w=A-W%CYJvI
z*uE%+;zk8L?EJkt*VY<U(%)&&TqX*-59MDY>Z;JRNhB<V9~||_HT3s@r!)9I$%w`m
z0=-yH@jiPOO+~vMIpp9{fr>y*Gv1UEdexjl?(d2+4KLDwIq6IV7^h>3OkigeZWIVy
z(bkZjX~6o^0l#*a9qB%_XVQQS3Q@_UG<To_y(VbyN@xJiX$fyiUbJ&S36gtIbBtn*
z_@j14Xb^*rv~fWoibdjp7M6}F3CCIlDH#;#hBtFjo<%+pjnpxrW$jVt98>1%w7@gX
z04_nGE_={MJ5V#)fE|obXve9hmC5R80cmIggFpz>xuT8@04e8+PLv$co+tptAy9at
zk@5yX6o50d5nQi}d}U+dTN6FQ`LnkXz^5gRH^#m&gTne~U_9HYc#0r-&3LVd)%Bkj
zuCb}xiI{xR#N#TRdr+>~QH{$wr-^(|<13LB#Eqv|vF0v>t!wFi4Y;+`Ai2=3A(B5Y
z_m>jjkbQer-ksrXM^)C_Q`AIHZpY<~1_Fxig^j#6^I6%)912$iky`SkYV8xsM}eL_
zYJFo}xQ68#T%>GxBOS9|k>E>c?ewXB&u8{nnoO#UdRGtPZBN76b6Z$kL3OIlZg+)=
zh5_k=n)JU8UP*nSTiiXG+J*zmi1h>TtZjK2N=ci*@kVKYoO4P@#W4zL0mU~oo4NJ+
zPz-UwKX#F_DUA3#Lt?Wv9d5@+w=?P&k;Z_YGm}Zl0yK-@fymEsR5c6BZ9PoacM-&j
zGxHuzdC!VIFxpx|7e<fHa&f)60=)gx#J>^sZObHu1~Z)P6`P+zt)bKS!{ZXpw;Fec
z;gUO@#eC3tZ>4bdUIg(+i*BR1o+%ZiIg)8B)%+{)pH9%^TirwbF6B;F&{v}k%NqHA
zBKj>BxYVq8_L=ZIPmS62JGYl_@TNt2Hk;vXCrOGp?CgiiICcP<++W=;=U{4R@wXuG
zdBs(Uy~t7r3NpYCK~gGU;Ea!2cnj1Kng`5JaqUR}o>?Dvr95Rt3UIs{Ol0+@0x>u^
z>r9qK5g(W+QI=!aQ{>LhI)m1^FNj*3>0S=Ko*%qWpd;L3orQC9*H_c;fsWq(DGHom
zH#KcY3_%2ArF?JU`L(GvP;{B57X$Z)%Q!x@>s}N1$8~FZG~W}&wUq7ie~Ui!2=;5o
zWP)djH%ucX2fcjL;+wA->MwaNt!p#eM#trUy1z>LI^Omx%TaM>aI(hytBT0+h&P@N
z)m4j=<n-=26-qY*&z}AmE!D@3^ywoKc~Q%j!Q-K?sa8N{RCVYxn(?23mbSB4UdZvO
zo;KmTj+N_IcLohQ@<Ecx86l5qEIB)~#C|e(-b>v>{t@jpo6C#kmuK-e`8CDq-wnJ~
zsX&s$V!}4$F(7|hz2JDF)qW_zZ?PwtbI5*o9M{uQVmR6u+h8Ac7qtmocd_#xt?;+R
zdL4ngxV2g0##><Ieze~Rc)IJu7x3Ih@(Xlrl0Z+X>t9aB7_P~1%G@%yLtZ)YOTZ9m
z@X4&{s1hd6nxJu$Q$02XE1t=t>ac41Y!~*!F-ieG#<YI-E7LXRUj^=_o5Bo|l4Dmp
ze=}Z~xFaJY+K9W2j@Sp*qY@#JkY{kIzUcL+-Bn0npcB;7WV6jaFnFExFAb~~t_8)(
zDC0bVT(81U0$AK>>#tuAHb&)C^UY#>bZMW(NR5*c#u-QFUC+S{O)k7H)_!UUp+9rJ
zIG`TKe<qt@H{Y>@=lz=IHSdSI2Cf*zY_VM9<sf&i$PT;402$A<aF^c`G^<Y;CWaA8
z?%LDmfM~K5WX~F~ZA-x3IE21e5@FZ-!oGynv^_7y7PjK{)nqP!qxx5r{87`Q)x342
zMQe8hHO>Jk+n)99dS$=aZ0zmJ1~I4^9q5YCZR&iv@ef9_(R@_)Rt#~_f!n2hA>lYg
z9u?DL+w%xP{VV718kPS5g|R1^0YNhH`B&0*=pnJR@|O$bsTleS7UP!1UlD`<00`co
zKZoq^$G#1G>F}|3{6SDxKYqT1@lDFx_)}1rkibO2zYuG|{tkgRkD0&(5aec^^%OQe
z%f-(PuZ1-hop&jTvGpL=%ib8*+d<X^;>NCw*koazE9ozZaxw6A<Y0x|K*{>o&VC#4
zh3AQ{CxXq?JVSTPI{yHiQk1UBiav$XCh)h3wAk*7S#BU^He6%#uA;+A((M#Im9@D-
zFd8r`!E}#>z9P6KWx4x2Ao3T2MSF*Y^ho?Ypu=Sw$j$}}NOMUNZUCg5V<cmm`K#h)
znI*4`FGS?8oaK?R!4>qYMw>$y2kBh*i99c*_>om_AVDzU9~_EPS1O#3GWajAX^`pn
z8eP=hM8)!~$AiUsZ-{&=W8!-lZS@rr#+<96uOZgH5^B0EQr&6N`Rb&%9YCxNFXC5<
zG+Ut=o=1uUhKfQ>JJ|!(p8o*h-wbJ98iAtIZT1KI&ECAf#(xVnU2DdTc?_fM^9{w%
zQH)oscvoMC#QG#UoJ@yyJj7ncwpl^v8NfArqAzBA&+!}K^|yqy+iSRQUS@m-R?lAb
z%J@e`z3~RQ6{Vz&8y<J|73zN<XJu;}asZDTvH4a%z?c?a65M6E5fTUBYAjmNr{c?9
zd&2jLVKvh#vhgaMX1xpG%=(npSBCcTTZPC8xwE&L=)7;>n@<?nLmcuL?jmoMm+-A0
z33yu9!kS9iK;}noUPIP}8!@@*W6VAy{7Uf_iQ-u_?K^Z4N7dO*8?9$}YvXRGZ!;#Y
zpJ_~g2M6`9K=`#~XnY}aeI>kR<uIt^bJn;|ggy(?b-ga;_f@qLu5g(jN@Upej|O<w
z+r}0$U0d5pZ{_t4bDG%Jb-O(eOq%}f!owQm0(mB@>AH5Gq3P`%rM!0b=r??$99M<-
z<HWZfI`M286@;JYt0v8>(Z00WvL~raQTV~)S#_B&EpAyY6|jl4;EM131MzqJZgXp_
zi0$P(B!FXau8z;)&VrgGI%M`yHe<uNA2w^m{vdcVZw6{<_F(4LQ@$tu?I~<hKBPxX
z1{h^wl_R}#zA5ppli?Tym+}^ozU)BqYa8K@iGSfD@Zuzeyz5LXg#Q3ahsFN@4Q>2k
zs@vaOUc6#3RIYmdp44v<HK_eF;_rs<h(~6&-QAD>09w0yOY2+faW$;#DiM(2*T}vv
z(_+#!`<p9g`$SQ3ztX!OgdR6-J5^mS_Hu2dI6%j}OiH$g(c8CRoafYcro4!mk>phL
zXJ9FwVwpU#*aMN%2E1$H?x*4jE<Vp|XEa)5SSEPL88qc_CVNayk`2qX*QqMPo?CFw
zRrEFTj*sJ?6j>`Kn{#n0F9AU(^RJ=&4|l2Gcvjx;SSn|f2F4C?Qx;Q4Ob;B<oN^68
zcY6huyUlRoIFMzTyH^2m@q@#5)5{n#O2{%cu=%Rn(3H<c$nI%D2E5MK<0g$h?>5qC
zz#R(=)OshzT{~FuBI%LZv~V%nj>K|mP|s31?MD>QN!mfkVV}a0y3??Slf@tyIiL^+
zG@uT-;)@LdRXwQ+uS{`4IZTgQPI_R`U;`MS#xam6AdGWH@JR}DK&&yM3_a-@CkhBS
z{Ax_&tpNw7Xt2>j^2|)7WJF~np&71MTkr>mwNO0mIaWje04)>_E4nH%)1@%3Pdz;a
z8iSGHde^|jiYX=2u8R}OsjoWJd<n1U?tII4#&{|#>w^}0aZt@`9P74dl0p8^todYX
zPNk2L>~#%u!*>fjYchr8f(|QpRQQy2tuWc%*s17u0bcum;Qc=G+GtuB*h(;W4xdWk
zwGV<eF9e@ua<Vo^H9o>E-J@AnchK|S33!^vPq^~k-Bv@46UBNiqi(GLz0#&#vLM_y
zj%$FI;V!8H+<B#slnG3Cu6pB6@fM40zHi!MjJ5zBE0VSb6&=$%C}QUcCVH-&q};xf
zaA&o4c>%)%#d)>FS8!g-YWB#$9{ojL)BY!Ti$%5;jO#2wbdVaUCyDg!OU$^qSs}cU
zvREIMl`K4|Ej2clEmYD&zR%=KY_|$jG3OqY)kSWLFZ@dGintvKtnD1>mv?YWcYPeI
z{oa4Abefy#(ZuazW>tXU(2C{6DPLpPqlk;NdKt-gs@OBlb$H6e{Ho2GtaaOlS)wrs
zC6oAo=AUh+!G5bf=AfjnC1lB~cJ|`VX1%jyk{`R1&{sQA-p6O|?V{A?{=;>+{{W-9
z?m5j-@dlH91)OtEn2WZ0*P>kbhQbKY5H2KcqtdZFT`YRGg3}i^?HL%1^sb6BeCXxI
z;w9|4S~$HPSrvCf5o8=O^s4t0m}Yr59FlrfzYbqbZ)bUGima|ON%~ej$#Uj0I-a%Y
za(mZ2*w$Xl%(tXk&3Ad{2;N0gxsE$mY}%!=>EC7h5N+%-_#AUbgf51gpj;m+Hw-Y@
z>r&}3+v@X6XAlt+mIb|Qj=Y?tcHyb=)8>*Hdg~na<4%yt`@9s-1B!K&x^{~b+}y?`
zzi+w+MK#UcO+JmR&2PLGLPs6yNRms(GdaK~CZm#3-0q;M)zs;1Z}m-nXN|9XynWRf
z0=LJ6-fJjUY$T<!&IcyBXmu+%A&D&@ad4-q_pe3MrPS`M5_e=)>Jz;wNhD#4o2UFe
zia+p!2^J(vmsAVO7R75fhxGY0@3YF$8Psyk$*T8~T&VLd=OB&*W2IDr`r6nDWww%Q
zhT~$9S;nMgqTKW4D$>=x1=L}%w$l>Ww2Z29L`NB{6xOuZ5=f)dr5tk1L9Y2MZ0>CY
z(%Oj0A9Eu$&)wQ0%x&Y-V+KwGu^;1E+G(0ls+;$YG=F955M5iz5K>f>W7jp#_-|BA
zK1uZH&>xujOnX;Pu6S+q%Y@%5p_7qZ=ZGvVppF-}Ak4or5nWU&+VN*bCl02SYFn3>
z++Iki%HCqhkWWA})~D7@+;=f-yKAP}GKrIl&9m`zvq=<J5X7heM=CkTO4rjht35kY
zmTM>#p=AK>9Okv1IMb(hxTxYMDcaW;Nzyf2`?2NQ>_$A69jmIk@V=z`ZPDOcVZ$7M
z_3I!065FWWS(VBHFrZWHr`2z46E_lpGm=@2aNRX~9TlB>-$YrDz%6fbWS>!w$m_LE
zD?d=P)8_Lm<kT2CaDbeOO@4dZH2X0Uzm_>+-nk2nLJ@A#`BF5Bc_db`rzt%NjNdOc
zNfB!H-`P7HT%@Nx7t*rTS5Ut5N!mNrd#6j6^9XPcOq#o60YofUIqqw}_;A;Afpg-j
zX{tumtW)YUtTCv_;{v)Z3&S@u>rjh`_Qb3U6Vj^a^R2y*Hr5XJ3)R;ZvHt)GPOBVC
z9nFr!C#YU)f>PG!tx}|+4oYRazYW}3>l0mDSw|(h^PVc@&DgZD7ci9*ILDXiirKNf
zisMgXZ#S8|0MQfAN~>?-+dI2~Cdpwa4-#}HvXr@xEmv`Wz9Z9%YI-qiaE5T-yp6k#
z;<M+mxrTMV(X9=%(SNLrW9G$Y>UQ_u8oK*JT<uqrJ5#vLbr4MYjl6f3cfuLUjmS?1
zuAjO&$Cp*AGp+7ZSGZ~73kB(2v&O@d{&}XZkp`18-Ra>Azxu{v2vbpNzD1mo>JW_I
zl2%nCsPFx1ww`S+?(P~Jt+Bj$mNq;o=cQci%8V41)`;o>ynIVM_VY#11n>ISJ>!$2
zr-r68SfRUN`?gRxHI<{ZG07&|!{o%r=IqtAeQ~7f9vr&@)XOx32*7u#r8`L@3ixhC
zcJ6skh0TlK6uu>4JuAJ@qVU38O461E8|2S_(!AQ{)=LKoEG9PxJoT=xP0()j3pBY_
z3WwIZYySW-)r7R6%H?Eh>s~3AV)mB7O}OA>Rwc#NjJh<?{geG9gY)9L7t%ECCd<#9
zi6+P0Ju8`cCc1Y^NH>rPAa<^LUlxa;=~8fUNal3GI%`ovqY|?KE7qS=*K90|vFS;+
zG{Kl-rara6>AEe}v#v(g<7*)sv)a1NdtSTJVv|g@ou-S+!|vytS8Uppk>b;g;+$V|
zf!D9z^6extZzb}6r1Y<*ejTeXgKamAagq4f%}kMA-djN(uE|<OEO^HzzOB$L{>z|Q
zLIQxXE=cLnSA8{To;Ef6)->`(0+TuEP6Djp7ib*jlQd(VXxq&&96EKR&or39&S=~-
zKo1xrG`v$swHPO@0tzre%`V@1U8mNV4bQDEMrhkc0OX1VaNSGAH1+nU5sC&KDRL=<
z=ZsPSPX>S-Mrk?&OTgorLMRY`(vyyqQgxsMBfSTaOT`DLS^~lo$f+XlQ5>3*AL66}
z%Z@3ZN_?HEm^8pMj<gf`Pyjt>;Ps#d6uHee6r<2k0YK-y7^Lk$3-qPPq+Tg`paVGT
zNt{v8`_oGWBO@fya2>`tsGRLm-`(e$kmnVR;%T1S!<W*m-bq-S59z_A^#j5@YpzAB
z{6c@U+<&9n0uY1zLp*;f?tU3)_m6LLsOm7clPe!9%>E_qUKgUo`k#s8jY*nEpK(6C
z=Dwi4zK=)Jq4Q=D?2G_|u6-*=b~cWtKZ|@<2ZpRoww5ja+<xRQpP2p?gJTDYwOuA_
z-B((YC1u<#W8i+GnWpFy_>0C7YZvw*Y~tlzzl*JUDhoGfj(wl(sPw9mXsJfWhg&jQ
zUCh&7MK)I}X%IWy=e~Haaq!j5w;C0!vRTP!#c&~$86TB#7nYt0&~=Hft`!#XS9k}h
ztv>|(LA3EL^~I32Yj=x?%YP8864vH6JpnO}O(`o?WN@D|$Ps!LCb`{X$66MOh2^?g
z+#GFF%?+U)NpHfj^^X$ix*U1Dxly0t2b%Fe6Z~D&^((V)rMtl&V7*OcSm>T7@gAWS
z(1vC${{Sr?r9+U>*Z8aB6sR8CN{11!Bh2qyb+(=2pA-=~tkb~!eElo6(0&o!Hl}X%
z$^KAs5D)&fdc}o}uAOMGT1FHvwMQ#sx<{CJW8n-I;yb-oL*|Aj$~`O7EHvvo1S@H3
zkt+;*gRNS|0VL#}w1gqRSIP9MP!}+<q;a+vk5FlM{_ydNsi<As>DE%-+#fC&MqA#z
zPsP6+W|Musg%^^ifiHT!g=?Pm@-V=`G+|e->0C#{J#SFf{3Q*>rM<34M{eS~K`0z#
zbjbFh1;#TXg2lp*QgK`^v+--g`X->3LQg%5?UB^*m6h>|^Ic6nW3V1Zo(5%@9A><S
z!hQzT{7tD_%l2s`vuQIdo}!v#Ncy(c_AA>+?qDFtDuzNkim<$nYMz~9x^0XWaUt0f
z01u}Xc%8ke-2j9Tq;&?l?-l4{#9ke_(*x{x8DFh*3=4Brq#rn>2gx?#`@kMGSfn_X
z83MoiN=`qOdk=_y9%%kD)00)QKWDm`H>n@Q-Em%X@uJAvc;(xtnHsP^nXgy)Nvp-I
zcqZE0cx#JiVB@$L7^h*g%B;2j022H<)#0<eX@#mk%&pLh_PY-e>Ao=0uiH<ZSjz$3
z89akp8qbGx?-ALxwx<F+;|V4@SA_VF!kXv9ZBSoW&fjBZ`^nG`LsI2!30jQ!d#cId
zkBEO^mDysFO^lt1uYd7AV(`|c@thM0Vft6gS3V$1j}cqytsdD`!$?=XeM6^SLE@ha
zB=EV}a}LIDN^#W{C1!lFZ*x9}uUl$1t>#=To4_Ah`VYfD6udpHq)Bl)+FxJ;zt+54
z#U2gR{4cGzo;Pb!#H65f6^^h%*EqLUko6|BbL9(M`pzr+D~vQZ@W@I2^>F_H7Im9@
zF9uC!E>cU2hX5j+oO50`YD`infH$5LmBSp9U7y3>17G-qS#4upj!z~7@<k_e*#4A8
zr#9f=qIyTeJuqp03A08RX?|nJuRqqiWGZ@gsNjtvQRS}GQM4^g02~jkYoRD#V@!DW
zt9;$5`Qw^H&w4|#;-4D)KQz%=>X3|-0b7pW<kyqw8m_0IUM>EcF^WZRo-ls(eQkeZ
zZK&G4t<+*j++c&+yuV)fEoFA)^o!GMbCQSu0M%JZyN>GCCenT{=^BQZ7gdf+d#8_U
z0nnQ9ZB%LYn$7I-r1t=^XyrKhO?n9UP2x*=S~#vFF|Ql({{Ysl{VU-Ld9ly0UyGC+
zm~p}O=|Ysd0<t{I;iMM2&y8*6)oz%1XLNgye@gmt6lRfrU4U=}cn^<!6L;bLdON)i
z!bP|K6A0v2P4Lq1#)Dc<?UkME9C7B4x@$!tXnC*1m}QIN4d+n%!3Xda>i!S-lcd~f
zklE_@2G;H{5Eke~Z1~^d<)@1st{`Cz@EP+lUUPNuqr_>p+9;8~>9Ngb<k5FcSn0ka
zc<)7j4czJ4Wd8tanqUDbUPa)2TmBLM02Er?GCPJLFuk+Idq;$R6Y2V7O*XKi;_Z~E
zQ_yF>;aeIP!(AIi)aJe0_K8`ts>6k$N#9{BBF~JXTi*m-T<zbwFyTEj&3yCV?-)(t
zEpA)IwKB$dbRUg<Nvi2dt7#MI?9Cd;xXSjgGq?CKEI!a}wI$8KDtyt?@)b$za7_%0
z<A#pu7VRc*Tdz((TG}5MJUSK=40jVtD{S)DA1!fL9|g6$5~j-fDR%Ln@+-IShr`J<
z&9@rImn^E;3I}=|^|gs<7yL`{3rg^<lv2*D^G>^x7V0aJ(Ed4D>Kci+)NDM6q(3Bs
zsQqiV@mGPgzZV4iN@7_4<Kw5bc#n%b6?5Uq=U=hElHcm2QQDiIkVYrbu*(R6CyBSg
zD&%LJ*U$d|5qvz}9Pv!Iw)l81!D0yEYHtaAL-7ZPEgIVH!SC(Ahj2Lq^r$>Zt$3Hm
zQ)UegM2v8w9Y0!c-bF&moBsd<Zf}!SxwK}@oPfRuKx^CCc7<Ww^ImQ6pTc^cgKs6q
zqX~)J@TbzfHvqrZh`xl)YjeSVKS0lWVBj2VKhmlE1zdQ7;fMzjo<9Rp{B_i>E;Wd>
z=<VcKU`(@t!OjhEo)7Uw&xJLp^(a-RU4>Z`cEt#`)sL<fV~`mb1wNFHHiCA5c<EW*
z8rD-^&|uWkBNE6mV?MR3A>FrcPNa^)s^(1|Y4N6G7lOiP9%FxnN$`JY_<a}{-R2zr
zLb-2?{xZ_FJ6W_i!#&lz^4|IX0P9uXg5D&ymqnLJm?Sbq&zQ%rK}l|1^gFK|YM<Et
z48ETk-5$a1UI*}nE#>jtZE)FQa=G=dcJcO&F1O&j%UgB^K)DP%*Udg2)GquxuEBk7
zo1PZKFM6qNB(y%gV5h&$o<5b&c;iKfTkx&iECWi2UN%3%YQBT<3&Z;Dv~DjJ+UIT>
zCp`^6#-1g#(EKlTaMQ&zyk%pJPu`^L(7K*q@ONFF9}~-^5CTd_Z+vlH^#1@lx0V#K
z`9^zJkNh0)vc)96Ai4+7k%^Bz22V=$9bWR{&qcnvNU=IZ%%FQxT10Z(`L|Kg?pw#V
zIzljUbwBSL`=Foxy=C~T!j~Ql@giF+grAm3r2T8H_-rKAz9P$Wd_Q>GoCfx<P56u8
z`(F|GetG=7UD|@^!>$KE(vn5DpznvCHn;IEjT{Vr)9utGgZtPR{*@oZ`<AxwCDSyd
zZ)^noYs0(`uF2tl7Dp?w5Ej`Y{*~-s6|Svy4~OFF72g!B3YF|~C~`zt=6(Zd$t-u%
z$r`ps2I0qA_UNJ!1yo|HK3{6`Pk`v7Ot@D609lh>zzT%`(3SNGGsylkYWGIo9U|IN
zppDK!`{KC|g}x5aJVO-kee=y5XJ&Z<y$9ldg)cQXk5<#8^V${WA8+z&#dPU)Z97|Q
zi!#;{Dfy7_3G}S*sY*H?!LEEK(k?XHlc%JSU80h?$2H}i67WBXC-EEx8z~}NdAW8S
zYtuX}@ltO*T6lsGm>64+TJ?KLpt*%-wUs8faggilR;}EfiEUM*wv0K<fkL0kr6QA+
zLJw2ci1UtmRe+#pts6&k#V<MbrQO8?7+F<FCu)vzYnIhKbE8<tG;69tE)apSiS_2X
zOUQ-AtkALAvLRi|+and>z9jfMwh4Kv!KgfliexIszb1wV^=%i%IzFtc1-_vR+<FYx
zLc<O3Um$p1?^L<g6j_4P#xjaK*U`TZb$x$R(`8=}SsQnaimRTaRH40&&@k^oVObs_
z*X(>XrM97b`(a)e9Zhihf5rVe>g|>69w<wEuHXK;8?cgW^xTucpaWF2?OM}TgiU2K
zu*OISkylKL5S0J{_p{Q7yNRm~9Vrb`k5sX^k)e+E-K0~3p}JM9hB?k~J5kNh6~zOd
zaY)hR<aG3>D~+d-N;zDN^XpAo+6~?AK-S^%&9$nv=9z1C2uq7t=0VUAS8;>Q8@+l|
zy>}XIY|ax|_+R0zWQk?AFgWY53gfk3fVPGQlT5#FGqN}T0II#OYO%*^Htjr8Y4jH}
zz1i}Xt?<jl`Y~x5*_}{lDOk|!THcllJ4&OWR~7awh#g2^2tA0bT}Q(@E~gQS=S+>s
z?~2YzJ<+r)N;<^(S}zeWRue=UJxz4_Uaes*szLptkw)j|M$aFmdN!@_KS#d>wCNh%
zy$x|%pTON-%}d){tk^vVTz*xI=u?vHcT>!3N2#Zycw)y>n7lXf$!xrnnok_brrT&g
z*>+a#E3a8srEqt;9>3xAkRZ8?1IZmKjD9KAMU&XgDJt9+aaltRX>%rNR~_x7xr)}J
zOL<F1;2a$0u4tB1Y8uKS^2~akl@#d=HmM<<S(~oj)zWBI`en74n%?<jxNf67irS-+
zi)j}RX6CHRx}S&d^n?yrh~0)j=xWW-hR!%HZDjK2+0W%x;l8_RVvgb|E^S9Fy=rYl
z=^B)=MP+R&vEh>g0=$<wb6um@jb#1Tsyx>2c^_7iS=h6;B-WL@&oYFFH$7?Bx?O~N
z{MNTuUuTJW8ru6+mX)U)T|A}1aq~!eitniTqO4<ss^L+^Y;1Ub4I@uz+WvLk!#O>x
zt%JmRbn~n>N6cV2$9nQp=1xK?l1bwg*LY)0#Om<|Gp}9U0k1l;vb#I+ICy+*nwrM1
zbuOwQ@=QZNd4*GgO-JpIFwCBcE35v`A7y9MbqMz{;~l?Bq`KyjV==ed(?9(5Jq>cH
zTj57FI`>?$iIW|cx2SIa08N%G^g?P)M@7^T5>%c?xQJ(t^)>g1WLvnUvPB3E3i{TJ
zUNN{bY&OyE#{|~Yrz`&OCkl&I6kvFQ&tBB5?d6izL*;?<R~IVEv$9SYFyMn-t^WXu
zb*MzIB>w=rCjm!l<E}1Vdxx0(&itC|_jifuW$~%X)RM7BSFl@0iss%jP=UIj5)_s)
zB*bzKgSBs3-@9q^+DQt?2t1zE&WnguO}v)5IXhaqX+Cvn9&Rm54^y5y9d3uJ*xN@W
zcecKN_f1~ZJXdaXxUH>WF*?bS^y0XyE60Oz#@Fez`c>7^?zJ0tyxx&Sr;%8?3z*tf
zDbAXm^*T*g#!qyy+sO)r+w=OG<}Z9hjWTO^V~b>;FC&_xaIwRecP+;Tv#laoZp-6x
zA<hkSQ>K=u79v+lFk6}$K8>hfx}w148=T{{ceb`#AV{ochEFv=))9)yPZnRt<t?I!
zLMGe+*0*%u5NVGeov0vNgVlv$T5@ja=%a<HN*A}>T(+0PuL*|EdGz;QvM}TH6|4o^
zT1&Lo5$ZPGnL#89(Y4Z~k|o8QcXpG1baDk}TEQlbe{d`^u_()1KSNk+E{6)Mc|KRF
z?qumYD*dJJEcHPdUz^A$2l-OP<6Tk-9xKa#I^TZWfym~s0it+=%#vu@%6QHUi@*k+
z_P5qHq<InF*?$a+$pWRcp2mu#DmU#lWz9ux?(|f6Y|fz0NAAWlng0L^<@H@E>qm(%
zV=~8Xaq|BFaL|n{w9P)3dm=(kWgXYle>&@J^&34$Px9oS?NAi`=siKjUov`Fwa-be
zT~j!h*4E&mnqM(O;Nz+K)^w9WrCmvKw%g*Fcn#1Rt*VPybvahci%@vSQBq#qT3hMS
znPho43`VCNX+{s4$E#UFG&#_^HSwM)ZPM5c&A9qkTc!A-&fE(N%K(u80A(HPl<@wU
zf4yhAm+X+pGP&<sGidsd)V%0t62^~}$9hv-le;|mPMunMm|qcM52+i`atusy9Al`e
znij9AUE4=xZp=0eS8w7E4m|!Bz0@bRU$n$GZ#{cgn0R|sp2F!`CLsD(YHFn~Lx&AD
z3`Z|Rp`CAKoTTi<hhth=UX`e=(yVSE^EfPhD>8fAokHWxD$L&0=f1s}g879Cj8`3<
z^gg0dbEjpYv2&!44$hOVphS`ryJ_oLA83w9?%`=e$tn3*_02KjxSA$;u2_hau+3#X
z+&YO!nmw}?+8lSTno)0a$izw%lTUM@@Q;TY_r(^Lx{R2N9o%!CmGrH>tag^k1WEg(
z01Vfjd@u0(X;#el5wl3^knTCfdOD*4%V1Zh2c?gZ#LJp(jt!2~p^YX={Iuc4XpV7B
zAO|$KG>4J2(Qp=xz41bDqz;0COaK##P;*S@cO57T^JH;A5@dSOnr}{&ywkXcaqCD&
zzZ8QMg!4#N3=nxdRD{z8Jt-Ii(wN00pKMXd=QOLp=8&I3Kn6}|;**~A9QL3>o|Mo5
z>S)KUFBA+21EnC%0DIEsGysQ@QbIAhncIU>MV@kK0bjK<JkzBF;}pz*IqN`zjtSy`
zc%>K=0G!fe2A3cnX>p1GKo06t*NRN@M-%`Yo`RP=QJe})8UP60!ObSpzVzVK7Ni44
zK*_A162O<9AHBCI8+2r0zJ|3TkTGC6=BwPgtL>FCt}%~l0Qmu}rqMP1))Okp6Xz@2
zo|W3aicg6zt!-}Z%3UG#;F{j}f#Ai{b>-BotyS$O#{N$S{F?IZZq7(`mwRMCFFTX?
zYSxCaXVS4qbngsAl0M_G66?@bCYPyc&pTad(@A@BrwqM9*MrC79d6ds%3HU1$I3&V
zDRhq*YBsUlLv1p^ZaT25_KMatz0Y{@hKr$UT65}pyREdi>JL-tUR2)`+e|@kq-oG6
zmUexpXK@vWG(IEO?F42??qZLS2XkFdhQ1K$nysXA-@<L<W1M%aB*=Oh8uyL$opMOm
z?NYg6fQV~TOZa=@J$~JH!12WY0LJ;RX3%^Gq39Oz`BsZGgZSKcu8e}Ih2aN9QCX<7
zE@W_82g1D%NfFI(g5u;1AFX#*u>F=bf;g2BbO2QG4tA6Po^hUPWf>iLt4K+W+qC+c
zVFxE1W2mVcgUxyO#ZMed;SC{0pdV|W<pA~`zpXuoV`IhMG}62!XwuzC9^em_6+bbq
z6G`~rX>hX5eWkQ;gTu$k{Y`TI2JnR65aqenb?e!7F9RHdT|MW)_+f#QPP~1xo{Xc4
zmwV_mc6OS!iR1kaOL$$Sjfc*;<PXBU$KtPn^#1@4_<Gh|F3)I2`J4{euB+kSfi<rO
zYu5(iWs=53z{mdps=FT(X))`b5x=o)Wzg);P<qq53!EpxUlP8np-rYtRa((<nC>|L
z02=g*i<mU~Np%a?5yXR%Pf=eg=w2q({1K?$E}lSqlyF5wu6XanJ|YG?>-I7K0B~Ro
zeiccLqq*07L#ljC@e=7ecJrpj`%XF$?_SyAy&~Vkx?C1^tS|uGk6QVY!Ja(3@O{G@
zXd;ncsXc4gG|!E?Ma-)Xp=@Gi{{WVY(0;V89H*_u%vF>T$;l?3frs8X`c`g{sn}}P
zLhnwPO&3Bz=xa@1ibQNY5CQ8^9(z=qfF88RQtDK2NaBS06we9x_ibopvz=r^b~r1Z
zam8?-4*X*$gmuPgGS-vvDvxhU(fFg`ZF<vKyVS1>OKN1oHc7xIfmeJl@M7y*(yjFy
zyWg|NFbtu2IH$1I$FBHm$66PPH90LTB!4kRcD^fnTG8!wy&`KH=tHXvE_$i1XTbje
z4K%+9-aX7$5?oA1H!#QYuIxq}ZYKxOP|0V_9yj<-{ur=bLJN~LO(qKWQC{WXyD_Ku
zGfjm-Rr1D1zcs%-oHr2pcQ7odc?!df)XN%xiSnv1L|)W`a-H>z7x9>{0M0-$zpavJ
z&p^Vmzu^$jPu$ZYjQW6Uq{5cZIQOR%TxYc>8-h7oKLzNP*DG}$jDB*Sr!~^S7nhKr
zD)GP=r|nR3C^Bb(O34PSdE|`aZ8eTK8O<XcQ+(wl=dD%OL6QUV<eE*xwkkh2js+fI
zBZ4zU!sCuN0x`u8^BkDLG{!kzSaD4<jl7dUv>oN=f*E-2O3DymIO&gij7q(MCYbWe
z7$n1=N<z?9gfijSvXAd5rzSQq7(8QvO(tLg2ylB-wn&SRGoHTG(6k-p;|x1`(^(12
zXCU^a{pQ@5*pFdIe8JK-6)Y?$RamyF@_O#;PecO*6Vsg22buSZ5%r}K9O1?&)TEIq
zT&bpc2yk|f#+&A-CzDPRWq78T^cv9tovIamjW{6<k=Hah`F`~%Ui-UIrNv<i<v`n2
z=eCaF3fw}HjBprqsr=q}=9K*0=M^kvB-8CgcovZ^2W6>aiZsATqhF$mwU8E&DwYPD
zWVFC@z{tU=ALWm6?deI74;16*dQ(LinueEUsm6ZQX%xI*795()vhYubEYXB|Y&m0-
zk>0vS#@u3+Q~}bNI*>yIR<TBqMv<cM5qe^zlmd>5c9{Xe^r<)}r8I!d6!xZ3^RJ6O
z7kGs=i`)3ou99ah`>~VOxmzCxc!9MTtZnSBtzFn}VlXjZSg^+BB=hZ2M*;~0utMjy
z25AAEp=n1)(5-AFK6Hr~4$gTdxDOY6BZE@AYyB0(7YuU9e(id{mT}3)Jq;;9e}w)N
z#C+-h01BtXsUw$yFxmNC3FfrCJ@B7hzSZM>c4liB+a@wkO7~+Jax=S*oKl#HIU$BR
zaZ>IxobeUYcwfQS4X0Ud5k^F6gQ3S-`QlF+>o*ZiCDy4pX^BG@A1L&%soE0JvN%_X
zx~o<k{tEEr)SKqhBWEW(4wOBCGv|*6T*+(W{XcEMK4JNfu_C^qbyh;Gxk(pm1JHw5
zP<SuHwztc74xFnze{}O(>mSRK2_Bx5qoGoFK6Ch&;CVbht+oBFyS;?O63RGIfBkiz
zW8#;w@ch~>^yxjUyrxb{*U|cwlzOFw#gvh(ipW3=IvjCdIBH)B{7$#`1uYDb2PH9{
znW9J{bl(Uyiz^LwT|7;=%05hfHSJfImil$H_ji&A;)QoHHQ;(b!=Dsb-`URvp@Fvp
zBlD0e)_iZK-p}A0%V@!t;6?z)R^(Hrv<a(`_*dc<m*V|S=FZeKO%eHbV-71@Qt-};
zszWc@Y@%5kqc2~re5a;rx{rr-B$Cly8RKu59y9G<NcczMCXwP>2!+(CZ+xl)s~il|
zyn2%Ek3R9AfUh)F7Z#YfvLogr_-kw6?!PQompT;kGp08tPfnlXU9XBY{R-Q|_mSM+
zz)4fKFu;;)fcQz_%el4NjeWseX2^@&R(z`WL*H}Tjy~!1&S_PYjtC>#vvr+n(?rqd
zzPykk#xemtYm)G9#XUd8H?rA0V%l|VMh_c@t!Z&9bUg!;$LU7gb)dM<t9LYRszVyU
z6d-Z*?_PcJV)9E50^PK7Y%(xkax-3s)j|9#$9_B(k4mvmI0P=mke<CMHYlUc{tju<
z-FVI^jzm$fE!&~5ro&*c2R`6&Un_Vw#y9>KGd-jctaASV8&{)Pd~=Q~TwU5MvknUb
zQ_PUseGf+QZii{F_;P!D*8((B;EuT**UK_$7c*-q6_+4B)K6OXtG|kxMel{LCfLg~
zk&vnft$1&P?9KlGjO=3_T5Rz}(-ba`WcYXCzZO_)t97W!<k^+amO3}LO6q<nYI5nm
z2ECTvZz0_6RtJ;EYU^@iLPk%QjxpO6<sTkQgTtD5+(I<NDm(CMqh+9-+dQMfiLBqt
zadU1bm6PTq6J5TQ@he@^u2$OdiBvy!PAf;?WDK@9^UE0W&jTacy*_^rX!lNJxUq=m
zuN`X_7TKbbM-^f5k|`!XYPOH;>G$PQa4XTYePYXA)6)9NZ!#z8?OcYb@V~>_nj%LT
zwQbwBCrABjw$pU`eJ@Xj&fXy!M4)W~t_g|B6PyZ10ENdn<LOcnn&o_Xt!i2qha|bu
z?B3>baq^G5R>`^2pvK|T2dVE)UPf?h!L*+r_>S5cF0~tx7(DrI0LQmV^)Cf@zTd_A
zXWHXkvd8kjy+UQRq1AD>r8R<)(B_(?C;(=hIjXWGjPiL<K9rIG7XqbVFby<}_RUL*
zW9BGJYZb~eTwBK?lih2d)VvGf-AM{frNpG3SwXJ5X!=uv1J|V`3v3o|bHcn$@I*^=
zjiJb6jP+NqIMsXs;$0Sb0kNH<kF1f7E9<inUQwzkViGAyLa=VAK<2AkY8U0zA0TNS
zFx9j>pvuL995ipx*HoVpZEvJ^yVKSZR~d`ey{}vNd*RJ&V&hLpq#Wf2GhAk^@FPpS
zP;|Sux7+uDtmi@#M@1}MSUaQ1r~5tq;kZW<201I9MM(@u@-n1tmf&K#T~pxKi8RZA
z`g<+hKy?S7&{hSt#;f5?RfeUew)M}->(a5EDJAZntqgTL-bL#|*6rpaDzsn1-Rk-A
zJ>0W!e1Jv{&h^g8u3Kt1&oqQWuG!ivV%owRmp3s<=36P`k6PiWM#}O>y-O2DqTc6C
zr92l*klcCB80U9tyRB)-cIs`&iFy!w)^&~bjCQOM-B@(Ut5%x6qjcU~jgm^B{o+k|
zvV^&`39ealz-FJ}$req(%Ghq0;;&Djv+7FG+^?L2CNWgCElXUmpJl}B5MjaqIQ=U!
z8`gG`cDR2$^lw^ni`|YfsWo=ay)<d3Y)cedf7;DwT=*O9rb$xb1S)zd=~-)es!TyM
zH<kzIR)x*XkQjk@!TZggwRGwzZbOY^^pVW!+HdxC*OIIm*Q+Vu)?TrtTv}U2d>INJ
zLa%DspG&!(M|hRwQT#@z&wDf$Qd^k!1M;2StG1O?<)PDvq^eToz1dFHMzg2MJEqAZ
z82NkD5lJW6ObYBWeqc>dvXt6i1$SkMkIV&hJ|MNVTPUvWil8U~8RXY&(sr@oQK{^t
z;WS`sN@A5Q_pS)ZV0f$6&_f-gDge#=Oe;3l*)F#{uZB_bjP<U!P4LUhXB^2kOoNrI
zt5i`|I&jeTl^mtFL6YcG#imDovL}}P1wT*FuJ7FWA#$T9J?pE|HNmFZHIAjHd9cU#
zNExk5eOpG>(XF6UWhO8i7_JFak<&a~Xv)^m=j`=8TSK;JQt_7Kb_7PdtruC-b&Dv@
zqR|V!goDm%kM;%4x(kSsJFo|Srm`;d7*_pmB#ui)BRhHmYGYZg&ML}{ckXD;n^KHH
z8$i}^$z>;57p-Gyuc&Aa^I5OkwCB#`9F(l99~50_GD&TCrfYU=4Ek3|73#xh_MI(J
zk^X5Bk3rt8Nl406B^73dtTtN8jYm#ZhCth7jk+IP*DvBpTSvYRWWHAM^Qh=)*E)sF
zTEE&fwQ~ayWePq}d;b7hUl&as_LP@jb@&`rwV~UCi;YFisyR#1_SF+AAa?t}9&4G@
z?<85Hg}GSVV>Pc8%EC)NNMJ=|+O4hDujSlE#x`sdT{w7KR$gmWLO#w1aR$9=G{}Up
ztdjr=bH~!9yzw>MmZ!*yNFTTZrEFMuVH@nC%S~w_kC5j$HMOkia`{M`Ac^yb`c@T}
zzue=))`It1ILj?Y{_4)>?RN~;{$D8l>(1htf3&2KC{eqh>0XQD9N0w_v>RDjIVoOn
zu_IgrP*uxxt?;YeW_A7AifJ8QpR7H%%^Yg~09r?qTiIS;C@2G>)Y=4g*3&oIhsp<f
zlT_C%ps<l(i(|G%MPX*=W8GNDDBP*4>S=qVN2fs!*|!bP>s?2Kyb~s?XAJX<Bu&vr
z&6?$OZw*bTNfqCpxmmvG>t8_lKSTb?(!wz%+n#H_oGg6KI};hnvu{haHnuUsKY(N3
z6>}q@CysJys>+I0a!YZF^8WxEc>7lH?}#mQyGuy?nIursxi}djx{|Ts$=&FBnn<jh
zi4>rZ!`8g!_s2Tcm2`%EE-Q<68CfDEjC$8cqWHr|*0u=m6({~E7=S^i%qv*w0}sR2
zoN!0-q$50VeW?LGJBp!PaL5!<^J0up14@!|DM&pC{HP}sxycwbz(7Y#(vn3XP!AM`
zc6sSQhXMz!J2|M%b4%KQ9h`Qg1m=@*6y^DbLB#+d<nc?l9S<~{he6hpai#;Xd(rt)
zWsMo*1W+MqK9qpc=hA_JU#%w|^tm+FIq5(F6(k?UQG@GJ!;hO30J4q+L^}1UWf=mZ
z3(W!)(}3cc(9^T&Kn--<!v>r<<20EnDMwC6Gyri(MrnBTpd3&Ej0!f;Xw3i=l<w4o
zQURetXC3P&Ue_Sd?GobVCU{xGvjO*Vaa!bkD?eG%;MR1xtZql{<Q;tvYENJzm+ab}
znuJD|7Ltw+rC`5+v>TgwqVl$v7$kFERsFrKd^qt#*vmYVY3js?+-Hw!_Ad;0lTPtP
zhuZ9%t79yTFlni1J&sg-9q`$)cqQIT9ESe@Cau~0EAYL%XolBw4vb0v02=O;v#S>6
zdtg+kHz>-Cj@Y8ZyD{{?4QZNOURABCDE#YLE!BQe!1NUHyLmVR=}+s;D+S1o)n2?~
zKT7dmi9Z&FjESfCdgn7KB3IfD4SQ3Kstz}Cf<0@)zA)(8PJ?Eb7W#ULZZcWNI5alI
zqH;bO@&5pcEqp;9t$lGU)&PMi#{eJy09Ab(qia?g<&s_L^9d2gP7gy~HSnuIw${8G
zsoPAY%-?jC;2a+HiQw&S{{Z3lj$2B;+?I1WQm@bq@JHuTrKmK0BF-63;et5-0PEL;
zd~;i=^;>0;N7#aVr18!LdvnUJi6S;plsX?!d9Gi_9uT+jhLosSt;}4nU}?|DYR8{^
z4Ar9YuXM?sRacb^ah_}0ng(D3<d61xSAs?0UlVBeepS7`+>8k$HL99d#7!$tp6uT<
z#EG4qO(@RV1pJR`@)-s}Z(3r2qz3*jFhzXf55)a?D3PA&gz*u%9Adq<!hS1*#Tq<U
zLPR%#N0}HrkHVa1c0-FkefXzhw!S~ThBR2xNj^|LE7yD>@Y_Puv<Mph%v{ephb+dq
zFOK>_j`Gi0ia+(AD=_us*LCo#Ty1y3(Zz8vlIk8Y-9<j8t>{U4@Xy0Kjl7n|$zYMb
z>jHSM2G_hXCxyICCZBW&fSe?Raf<r0$^&5|a}P@8ynW!c@ot4AaH<Q$8I8{eH7#l=
z%IAo9H^&lqCst$<o2wS()Si{@{t)rro8s{1-I6x`7}>DL@UIrpJ`L;F+OW6O0z+(v
zF5vYQ>mC^RRit=xRF3}E=4O#Q5<t(>G|)59lmId5O(Q2X`~gUEItqFS&b!lXwHVsk
z^4(>GoRw~QrzM&}3R_x%6j6_rK<!#11#(3|{{Y@layrzo8yfja2^l`MC|2Ns%_ads
zyx?`E-SYgVn5>0mY$#$l=~3@e-FkXd4|b^_NdX}DrliX5QZOlWD`L@;cL%4x6u~kf
z*hnYqSbCnjr0KTuPkD8=IQbwN;4XeUXqMMa9le~AAUNF0YE{FQ=d6hXH^>S4@lnes
zmft%fANGy~cvb%Z$7`9H#hsXl6T$2KD}>hkO|E!@QS+j?yX<zxSP#;NWX9n>i29Ya
zjXfNz>Ndg0@OgtZUr_NrjikV5zrKzjMnD7{*UHA{SNn|e84pvu<W`Ngk$bPn9lhS5
z{=l|rN~9sHH>ZQEQC=watM8276|@Az(@x!hU;e#wZ}IlkZV62*bX|!ixNDDx$z^hp
zO>ww40FG+po&vCml}zurjxsO_u6K^2ovv*hwr_K=Uys&K$9|GR_QM*?zWDoh=YeIW
z#3S@}KjB<&{39P`xsn!wR~f?XOxBWkJ{2)M*5y^ZIV(-$DW!9G<qhl2sQLai_^Re&
z@Of~@pSr3JKT2iikGy$#Zns9^k_PBP4u4AQwC@e*V@R4aXsak(Zq92zO7O*<^is$6
z>2U$h&A%`6s95OB;Tp>#w39fs@$Zc-UwOWlBxekxiY~l+<5`Gyy_EwDfD~78t6S;%
z5=7!S?(@U185NIzcVTm2Hb>;#lYpf-0-D9^v8*zvOGI<l{{RzwWo$6Ii#9tI2l`Ww
zkNjtFOs7(11Ds%0y<S}_ORz}n)Jt_B%NAY*bC#}dwJ76MEx3)!zLnDoiL0}Yz77<h
zD`w5N#cvkdN{#mRa1ScTFl%wXJ9vaJ3vUZxcR&4Vs<G+GX6W|OGK_+A&T51f9vhL-
zXO2Y#<gg~Qb>g0*hFv!s#OdvRKI(gu&(k4s{8(fD713FIchcr0Txstf21#6+^BqRp
z!|8Y<wYQMPz~7V2XHTT*#%x=>ilp}yUe-H@_FZXdW87l+)8Uz84J=m)o|s?$y=hx~
zQ}CV8!M>ITBcq@n*1muK#kO1+u5w3a6%*+)N*%%6tI&Z<+rX)1Rb#pI-k;+?4qs2?
z+3K+t$MLWq*0dzo^viT#KT@_*{Rog(%UWNC^*g!CTE{93a^oOWSGoqZ9L$Yy@|Ed{
zNv$JNEasjLaA(yM_>)Ssk1u@#1{`6<O%}0XENd)xmc>s%WUrAtokAzY)VCW)1LrjR
zM812qPqf^5dF?B4R;<kBLTPG!gf63H%F7YY_g^(PoYDZQ$WPY3af`v;AeI!G$5)gy
z4Eb#_&-0<YIpZBZRhhLpOL}>y6isrG8ZDnk85k)2+cOTT1v|{aP*jHQwet=Bx#I5+
zxVe{5lWXy`woOlA<L!S-oiFCTl7BQ1vAE);G0KaJx%A1907DI@G@f#o;E#No`L%vD
z_@>f#l2Hti=Y=Xi!nSnp+5&Gd4MR*#r>R4e{HnJzeAhke%mn3dK=+`?xX#=kTJrlZ
zjXo8+AG{O5-SVckZT=_tQtbhcQ7V7wpac5TCEYW)R}Q!bkxyLru71zO8a3==$klC0
z{{XIlR;(9Ga6fT8a*y^H8kY1Nq*`K0z@To(%`tb5pwQA_@_8Mpx1jH!@;+{8J!!kc
z5zju9q~PH3K(rdz+z)zd%dx-!npeh0G)a+yKb03LXhtCl`^H9k(v<-H;t8P4TLZt+
zoY^=y6q_BySVnWWkxL?O$i_kH4|<deMj5AV345F`iT)YsULZ-QKrODDkWp)e{{V$S
zt)%FY-6F=k2UCJ;-EbFy&OK>10CEOT)}hAZx#l`o!V57v&#T@^bj$oC@%-!1tZZ%c
z`$e_2j6-i93I}?+KnFPHfsR2PPXd~afwRxPCU{F!@kW^xdUX2)ZMmZ-gY~Zqu(rGZ
z0ED{A!V$9S8A7|nee2l1CV0O3D}?aof|9-b{4<~@ZCv<u@aioJ71VV#^K}RLiEc<H
zo7^K~zqD3MNELxBBTz~8#aSIWq*C2Dz^7FqGB=S`1_%mHFnw$1?~TtazAJ{_P2Xoo
zw*We1iuF$)_{Kj5X-jg@`LoEtAUy?m7m55ysCbu9I*k5K@S_Ql(xz-Fo}uuoL(;Wx
z1m^C+C1EKUVb5ym?|vHiR`inEaE*suq}F%B&1X!X!q8fY;fm-UV%!50$7=L8RS3!k
zNF30t(A(7VKN);E(RBX+3f|mVZ;Zs5QP-UPYsx+zd64+yNz8k){{Z7(MtJT5d>5%~
zQU0qq&$zD!@GJy)r$>=kZr{)ANvjSn==yWZELa`^uOj&EbsSnYoEs)plW-l6TJ@<J
zzSb~!$LC%p@sn7F?^8NpRVxzVnDtZsO*bnd6m>Y?1Ni>{R`Bx7mhhyIKUHoy{HxMz
zzAxM{i7&Lsz;nq~JwGa!;rD{H={z+Y*Y;uj!Zx=|*H<TjG%J))_QpH{6sfG*lhqc|
zMz)LM4KH0lEN6|S11y`e%UdLXc8=b)#`s_1?T>}ES?{f<l3zFYNj!eF*zlbWMQpYv
z=w5Tys$RSaZy~vLSP@IRHy~ApY;`yT*1RX;_m0+i#)YQbl#g~MbUpnj=oY!m{7La#
zekZ>+noX*$t*a1S1~+!k71R6%z49+_?3|O4kUb7)(0nzf=>Gr@uWy=2E-t1)kC+lO
z{{ZW%zXr-!_=aS-A!VEHgVv(vse7ltp<+Nhdi&F4nmBFV;&&0ogDy|-(@PX`Jq>xE
z#=U;yP4L27+e@-rgNbl?+gG8H(Z9sc3MS<mmi@hUfKT(OtiB<5Ui@M$NGp0tf&FXd
z{{RB`Pg3zU^DUbqs-Kv(b$Yjfb?qwS_qHB&w0yh8*B^ka<u`JaPodzrhUO)f36fR+
z0AS{)1oy!DSIxc~@ooPAg|(?Bwvt&i^5JAjiTOD9uc9=|$aNh)8@LW*kwL1AgOs_&
z8B#Gy2Nc7cecGW2a5IWS5OvA@DY24E=AWP4=RIiwUQ2Dq2O)9T)=k%kY_$lbhW6QI
zM;P6=E&0~s?o}XzpL$S1$2|K}OgWk2{vh}tYjVb29(IX=<r=)(Rq&sQd@*|V@xwH+
zuO*`dt$kt<TOp3py~lcNw(+ndWO8;P&~sVMCTj}Pj>pJxc$-nT9#qi}m#8a>=``;e
zX_48d+Qg|iJo!Wa0Iy!_sQ4Q})WaEc_~T>unMH6~ufWYVVDebsNgMVBazCA6EIcL9
z?T$WtyseVKsCZ{zNG=8ZO6s^|m4H9amhm*e=>&3H$-nNh5yg4-v+$$DI!kP|h3-K)
z-y0w4T<!je;#~lvTt#x7!8tgtN#)UdGgxL7A*Vyy#+9a7xi99K3g>ViFY~K2S?G5b
zv8zncy90+G{<`rPe0!`z7>;J#flB<swCwzPl6gsa83?)Md9GRI^&_fRI-!h>Pl{GO
zKEgd3BQ2_2vFuon{=IVgwwI!dnInqjgYL;Er}L<^?Q=l7LO$8$yJY;_e_EdF!>Oqu
zn!@rqpBdU1WY#c+NXu1Y(ZgaX^L$1Rh;&O>EE4Vs5zl-Y<Yt=Y@zx^6fE*~U<NFs-
ziWf`USyDcLka1kS=9Mjl;)W(Tn2bGoRB9{PnPVWE=Z>V>O{s~uINDdP;a#SYuG+5X
zZzL%g7*Z4rR&|z<9P>tra3lqK`kJk%T3jT?C$(VU;9+YT>eJNk!OERlT(3rV`hJNN
zvHhn{zgwNdK2(5yRTAkow>Ofs)>B!^gO*TspT@Y&HK(y;xQg-PaM%(0n(y>YR_^u(
zgIM`QoGb0e70p^nD<hV@Dzv40=yQv4d#AfJdV>QSe5y|dx~)4}vDe^RJw?Z#*LO@+
zYtIWAAd=XDlgv&JHOs!6bzmAhwJ@qSM8o`Ro-(*{(yt$PMs%94lNFq13#Af5=P}8S
zm4zMS=y#;ax@gMnL<8?;w){J&&3|O}7r;ol%yKvQ)g5iF#oAlNY>Ts`j5x(<&F?D(
z9%x>a`j_s*L#CwG@gy-yq{@e{HNfBMvq=kD5)2B*XroZnZls;!YnF8fkPj8k>Q^E+
zSkoY}%U5I~=PeG^6@{kfP>WEOafMW1qqrSubjboEhePM*AmXL8u)DfOYgv{^l;wjS
zYk$MqLDesx$|(^+g6EN4viD+mN~Eh)btGJ}@s_<|WA=EYkcSu_yBt&xcYk|qWtr#S
z(TL4@6{d}M_EohXWVl_p5`eiCek~qoB2>EjDqAPt#xm8xHv1hE@ieLF%c<q_*-I6m
zlI}oGK0wXQag6U4spd0m=OE&{&lFwT>Kd<;WgB@h95#5aV(lz$wd*);35M7VJ7cAE
zVP8PUwd|CU9M{)ZL*ySJ;IJKPZ7)c=y}A)JEX$sZI@e3#Uk3jGY~MOq-J@9~gPekK
zUgvA!%{~(gED?u|MpzEGt>p%ui1X@V(uIy^!Tu17N{uchh@7v=hqZUXfJIzwIKZV5
z;Q`=aah@tC`Iux92XS2yS{_wN^Sg^0v~pre0VnQ}*1Y$|elPIsT8!ETu@={oBeHUX
zD#UTkckIwa-f<+df^a)xzIxSl{R2|?pLE*It39(1C>CP7Pa`#=Mrmq#AB5V{-$NFc
zz(}Ct7iP}&Jvpqu75G-l$Q?$_<hH+2y-I!DdRIYV;fp`8{{Y0Y{bjR|4Vi7*4{RLQ
z7vg*S?H5PXY&A(s6gh%J)PiwUI9**EG>*UF@5BSG#F}OJ*>;=>KfPX(t&dFC%03sr
zy|>pinJw3cai4nnsy)mDFaVx#D>!yAXq!1Sg!7D21B23>TaJ~Wg!aWR8Rnal>r2#N
z&;pT1UI?V-gO(T_X^0Bs?ae3{sKPMdpT?vIwE!j#deZG4w1gbej8Fl9D9tIwHH9z^
z^fz9#4C0hviUcR)N#28s0m11&1_(T!DL^!s$?7TD#RD3^;}t9;0MjwJQ{foh%>ouq
z)Xr(s9Acv1Kn};PDe1>b17r+}2;zVcVw9RfO7^3ZKn7^100&x3gFpso6cJ4s6bycM
zPzS9sv(;%qIHV!R6vqIe9jV0ANGGAepbksMo)EI}9fXf8U|mFnqmHMJmEk%rv#k6+
z*9@jN5Hy=vTyc-azM*94j=l3<d+|fUr(M%+mJ4;vOwQ#-2^g%}Xr-yUr(eh7jXEpq
z8^Ibd%OV~};aU-DaM?uS;#Xz|84F)Hcz?v#o)7U7HMx`QA+}2s5^L!VK6@=^Ploy(
zjTFnc9kp?iWm?9KwZdG)B|=KKsKrb`$6ASYg++-#9)NVGu^n@oY=$xM&NG_wKaQ@6
z;rm_cPEH5wUb^|`A4>8ck4o#|n^G~6ARo??VHREZEeVgoPTwfZna@vJ$N0~pX}1=U
zYOQ$`SF!LTRs^5d+PO~!c#`7R!jjme%zB(BQP!;6cxLOw@Vdzj#M9^Hl2<qb@vNlp
zv3BlszX<*yomM2!wFy+q7$PQaqz>7yS9QVTIUR9dGI)c*I?u!V%WX;~B!&zOV>^5E
ziuX?ic*4)cdOT7GD|ZqPIY)dBwWZTUIGr?;h+r~JGDMvNIRp9AOxO|SmQ;{^@8Mxz
zJN#GizNe{c(rLD`OBJQL04jnqeg6O|>b@KNPq(?WgGARuM$rsMG3aQ~1)o8`7W^4)
z6|3s@7Qr_i(u5pm@UBPT{;X`gXdorTbFR=B*Q<O%@kWnl;cJLR!dx@(sHZrt1L0SM
zZZ&OM9d=*c+roD!9B2IIrVmo2^g90ljZ)aBgi_XNcH9QaFRvBk9s<>TN2KZ^O&Z>3
zjo1kQjF3frGp=}FNbw^n)a`ujpLBzaRN6m>tTZSDHV`5M$s}g4sJa&{%g<+TJFeMT
zM&-sZYG8qKgFOEL7HQH(#R!ano@v`UC_GfXSS4aH7SqOQ>WYUv=A1}Vw>dNu$2?Fl
zBQ20>OyFlVU8D)`nrWMiVEfVw6B$#vIi^V_)!Yae^{RK8g{_sbxt`)AfOTdgiu1n^
z{9)1TBXrZy-OLULI9h!KmCs0Pv_M;HWcS8JP`TDTh?%_T5q)HkFY~Ve)c!1Zn^ulU
zExfB}`-KBPfv#=|Z}nI%4bG)-S$V_Ac|VDzbdHE&+_p!)>mD=FG`nV+=KUUQWmYHL
z3H&R}HU9vM+NP|c*GY%$!FV!($rZ}k=(fTEE&Rqp211E5ii+aZ5+{3q-KKv!j&yZ>
zMoC?xQp(o<09^A@{{U768>;Tke_D>;M$q*6Bzc*qb>J_pV%lm$Pr2L|CpqT3ofk~B
z*P|D405<a=JYu<P)s;O?tUex-c5Khn<g=DGx022%hH@FB8OP;W)9Mjf$tky*JcH0i
z1#9Y8k-hY*GDjS7uFzBtYm)L|xN?Xx?EE=608*vRCCtsLC@Fh5mUQ`Kp5j^M<Qm%2
zu0F?bZhWoCI#aFuH!zMBfQdoDZKk_BO%qR+F{ZqGWZSr%_#=ws#8pk$^{FV(r^?ZR
zFNju2qLOI$AUVZtTKKz9xR60Tpz_B@Bbw1)3|K^h8;e(H!r(e`e@du44{o5(4EwT9
z*w|zF*E**eYKe95(sp_pP_CII{{U#Vyb8_KFwI-MxV5@vvD9st#NTpsTz;as4O33L
z(wMye0O;!NfCF`_*4`<9?6kF&{M>N47$fnjP`2n(!8xvKZs^*+@V&$gqe;9BpT-_u
ze^XrLw}`IvC%UyT#>BtOKnAun{Z>IVV&*-7AC<%P9`(<7i~BfBB(~-J?b&{ED@e{Q
z+9=x(MaN32<=FMBTbpTQxKt98kO&pYc!yaR7Yg4X+AuZ%Kb2?P-+<d<QpD91v`K@@
zbj=u6#{;c)(W9m0a^ta(r|!{OnmS&Gd9S!A;a9O^is*E&3>_-g`dgXMP6i`j!_u&=
zE{qYXTU@es$0IcRi7vq?W_JzFcV`uIowSL=M+)kG@}WMPqDy_}0e7^Fu>|$2(0FXz
zg)uo`IBLLKnXTQK9IJHT^{L_2FJZu0*+*UtVJOY&cg0&snkPn(UKkb^!u2>cdM^xJ
zn^`VO?1gj7b*d|=Y6t|fNZ>a{!Kvic@29lcEz51}2LRSC{Z9BPwV`uL@apO?tc^0F
zgOFQ{in*#iy{mna387fP!w{g=OIYqN><Mdxg(4jk<26NMw`o=s23M2#iKutogNHP=
zWbo@3a9T@eZze(hFm~}=@=J9b(l?&!dS#nAuAOu%=09hO-+Qp(f$3V1cotY7jqjr~
z$__+vH}fL3rBPpVmmH}=I&N_{+Jv_@i*FsfWd>RH=QW81#PG<k86~sGuS?h3PY!Aj
zdA4vYZkSkx3H)o%bp?BENX}yj814!>SEWv9@atYty^e~<$Cs9Op|0cH5jLn(jw-|a
zN4mLWMqEbC-?!skj)CD14fxMaOW4(-xJ3yfgWuM=iM|);r$`o%z>Ow<)?flFrs_*m
z&2!|Hnc)|cU250y`NCp_j=*w3=C|};3hFnPf*YG@FbF6xa0Pp{pM$j9O)l2bOK6<J
zavUHB^R0^=GTO<VkqKt#PdKP)bQ`RiJX_)qgY9(P658NdI2cuOfag3{JK>!tM2aJE
zA&yB2Bg>GEKLcM$-P=KZ50Q5Y%7>^TygTAAfFDI?)^w5uzU|JL=}XXb=Lu;elh!ml
z8>@#a5<tJ+4S`v|@P%qkY9+R4Oh?tlIc|mhfeexo-^Y>ws*&Gnkwz_Jl0g=54?NWK
z>#5N!I+L_Y^4aP-S~O%3%lt_H0O4A89wpVZNMg9Qy1CwZhGxY<Yi~4?yw_7XR2?@S
zwb5AFL#bND0;74^`F>1_iPlR&{YFbxh@<$S;*@yiH~1fTt0xuKX+It=q-Bow$s|1)
zfCE3Ja9Y-mk8!o5o6JMC!bU=$rCYl2tZf``1X9EnEV0^orS0QlKBq3nwCTSVJU@EL
z9FqAGx2VoP8tG*5CX)b+zNKyi!zx-q{x$Oqo(sQ{FFwsBa5|ENWAUYv!oDG%2)DN3
zoG3DLO;wBPV(^aoA5z76XL=Xx*RV=@;Uo=KRoz=_GLhSw`9JL5EAZL#VoRu$akv&D
zrGv)4D@&A>u5MVN$<FSTSGf+Av_7ugo*4-B;+J|2yLkH7&UXI*7j?9gak&iRfg4BG
zx|lvSnBa|Wtky|D%LVQFQ@xDcIUdj?1orxhP}n^|uPw6p(W6evF74jmb}^1~`d3K@
z#19TlaIg!;NgJl*AbxcD(jlgfyEJvI`1M^m;t~t^0=G=KAJ(Q@s0rfc6P|!b4r!@e
zm!WK)DF;ox&qL`^2PBRO_r)lE$Bx|z?Lv1A$bYk}&EMLEtUqWU^3<r^`PHxodW_1Y
zhDi4!oLC>boP8;eVZdWP^x!F~-MXIGrOEy*55}4e%#C+J({=cg9ZD}T5ae-O#Qy*a
zygxLI$rC2*W18=Ff--Pvc8m@VM^0*51dlb-eh}Dc-Xf1wg7R3zXCg4ipVqx3ZRb5r
zE;-E`RZe=EA`i^tz9ZP{SN;{A(??Y@$-`&+wc!xyI_HM(wB=1UcDoKa0FnHw>T)s<
zCnw&bYk1hJJV?yF8J8qcB<>M*Drt{2+I6(oNwVai+`jemzr-_h4~unYy0jrBKOrO7
zSJK311dNec+J=j#>ZJX)&M9-$vVwm)QoVt0c`t(gDrxpwWv-cjZsF7Tmn2uD*m%Rk
z+Jmu=P(>kfM1&|`%+?m6@Rvcna`0}qVh;=2vm*FCX&jqc?b;^cv5-jm(RZ-gO!SK_
zM$Y{jTN{{XML1%P5AvwBZBoZZwfj}<!Z@>mlT~~@;hjIj7C&ULjg?8uGaTl)AB!Fx
z*Y%5wIkd$y+e8ldcVnJ0RPSL9_><$<Y`id|N4-au<2gASfIt4a^N$LAG1R<QW&N>p
za2InDHy&E5#qig~8nx;ywoMX$wA?Lw--3KObK&0&M`Lp^k<gRUi0!EFZI2qf@P@l=
zZfpgm$v{3wMs2_0T<?RXpHA_OvR=yZNgTTyb$wN_&c-LN1RC%!h}w0vx5PP8GLbtX
z$}qX-B>w<Pi7OQuGv5)Bn<z^HI48Y$zsIP6TUoGA%Zz??=>7=S#<k(7WY6y){n_Ig
z$NvDXyqDvyt2COGww?(2I*fg3q?#v{UsGq`L`s@<<d}<l9y1`%YW3VoavcjUK43;c
z74qhdr)#=Sk@lD^?_y^^D@0oadf-<;J|yc}J-k-)YA*8+ypl#i9^BNoZ3?yaG`=Zl
zaOjte<&_}1QrlExn(Y1!-@V_4WQpZw5S%VgZfnatU8!n*C9<=>)MVWg9jJ($n)bhj
z`T}U01badK@`fOc5k!1~%G#Zv`LIW&J3L~HVL<n!BPRm2xf&s?xg9IS{ww&iQMcFQ
z)AYNxwh^k54*;L7dv;2meJhyp4}<hy5RKY}u4Tym;v5`(YFck#x#IDBR`EuLu_esW
zPrx`T4oB9#gTa0@vGIL^OB1SHf&0jF{Dpk$<6S1w*TwVcx=YP8aGVg#Nf^%*x)!f>
z;hj<&+aS@DU?)@QQncLBYJF+|0I111<kFA}^TMxs&C#`3^^GPA>t+m+s3x?I(77#<
zjN-IbWH+eM^9JOFKGh2VTNx|tMR;$IJ}heXekqdANpy}2cEQ}gdbRv1@saPYlG9za
z*v-I|7mv_XO5H=y_3f?H994UZ3wzWncWoTQ{h$p^Z+8XM3p^4mk+8_xb5eo{&JKQ+
zNg-Xm&QDPA4~H*QdD>Db{{Ul;<y>yR@Iy+}7k-&=_R@cKhab+pcu0pou0<dUas~?f
z(ENnewmxCjz6<!9N>eNfmobj${Qg3@TzH4W_X{D8@&{AFWne4pjiVeBx8ADWX;xS9
z81C%gnlt_A#%g(6+_=t5RL_>;_@Ax<sdUlIih42*Yj*F(x;KdQ&$C`yt+mJ;GLAF-
zE7kQ6g<ciD4Z6t0NzPHRisd!mftqZv88oYxjzB)^l5<$g4+id)j;eUc!>!H(Ou3Uv
zak}Li-N+lk2Nmg7_Au%evAw>tXwxfa4p%4JlUy<QH{z({^5bZpBiy(j*0JyY9(cn>
zloW<W+s<Qr{{SkAm{`wNZ5(W)s%Njw;iCHu<Pn7fD<nW;^sJpzLcEB1;z?$=9X978
zyzl-JFC5s~7-aiS#p4YV8o6olL&bW1kcL}O(Rbf({x#1$5@z)C3H_&Y)jT__TwO%g
zvq0WT4XYs^FsW{|S(Z7C{{Z?$nfZp^qP%v;;%=p5deS_51cxO`@%dL*rhH?FU6`)o
zEo$rYao)4~moB50Avs<S#2SoKT1fXBq=MB>Bl(Rd{3UWv0k@fVmK#z1YCjP8uS3?Y
z$hV!;1Cbj8isj@1BNIa>n0p27SgbqjeGVTLPEbyJqJ2&_gCLAMeB2tzwn1?yc|l#L
zs}3sLCEe|#&ZXJY*z;EO`+Y}J(&SNQ1X1$Dj2zcxC`vKd^RalZZ$D<<gMQI8Gcwyk
zK6SuU9cxM-?F&61z-;A@%sKNS2S24)@XfRkOXuAZvVGN7T-SSP8e72di}(bs^D4>#
z1M@W%YB0K{(pw|V7CZZR)cvPWh<XkD)}E1V;ycU5c)rllFHf{N0RDC8K$#(j&z{Mp
z1D5$fC)ibaql#JF++E1Y7|zRls6Ul*`&QMgIpR~=I-In=9J-cQyuXqt*-zYrgP+Q{
z&llR`P_{y$5yvMO?_PtfYVb*J)>f9cFp@Zt)RKQn^F4KLZf?;hn6pL4y>wv{RSdCC
zRcNNqRrpr+QR+==WiqmD`Im2gE7%csj+N!#3ggq>FFwxPAq(@#x186hDGZ}5E7p4-
zJ6iX#DNxu1@leXk9Bkw6uUbhRa7OGJp*`-;-EGWR%eg!ONovVUvB>!6#&4nMzihJ+
ziJn0mVeofzgOF>Px6&=VSdiX$i%E_m$Z;*EIV5mS(ORA(&^$lmi})3FFD?sWasj|&
z-}zP!q2jv_0XtY)+%@E2VNka0R;tE}Lu<qLFlkA5rW>`kwzbQtbIW7v^shDXzl!fX
zWqlpBv<lYINwHiE7d<J%Pw_XzjZn>JYxa9)<9FQ{uTJof!o5GkF?pJt=Hhe8pgb#j
z(wwxi6sLWNJOS|X?#5eN{ZZob)k8v@WLK@1D!FD=K9yS582q?~56Unp^4rHW%3pRD
z(AH@gvdS=Z3=h_vdT~+2%1KbT3(};fAr*1fl#xhIX$E~L0Y>a%ftp^~?M=?(#%bQd
z+;(s&IVUusyAeycb?NO+;3f?j_NCoTB-5}1V~RV{6(_wfJYZ&!20dwhl(?q%;+TaT
zQXWkyq@ZG89+d0~OnOrGpak#FN|G#m)gL(NQbV7cBNTup=qfNqI#jcEs7R(E*y4_9
zM@ks{v;YDR6jMbmdFem_C(@8pvzkH;04Nj_O&J~O*c1X93C|S2PsW-vxcXA$lj%rf
zwvSp&d(%b^MtS<uF$moB9Z56_#DnWm$P}w94Zw~^v8N4%K@FVy(qjy9NP8X|@l(K4
zTL#rMn8Ah4Wk5PpeiQhvdt1?>-p-=bkKJxP52br;+!5ScOAM+RBvKd}`J=}k8a@;8
zLKvlxLht58%703RtjbR4`b}<RS@2^E7ToTuV1_^xf*YLICE(3?>;4>wO4+$o0o0o6
zU_%^gjgAKdR*Bq}IPskH&3O;U0p{rusmV|`0q<U~dvyi1tdmauTyc!E9+lvq7`$m=
zst9Z}<`ZonG=rrn4ktnIb3oEByf)WQZXQ6`Z2mRskXxm`RttF1I((p4ntTwv)8z2A
z#htvnZbO2~$CKBkda6c19Pnu<t;ucN&egPtHH|V$YlzhDQUPvpUq9&g%iuqWOJ{8$
zXk~vcPfQb!>t4_C7VlQH@SKN5iQehlC(G0W#d$`H@Pl90uA<cSTd@n09FzCGeQ8*;
zx$)P-Xna8f-swg-t{etDed_Z&pNAUtyf8%e>SoS2sIQ{zY?{|jg4oDpF(6&U_2Q=y
z5-@oboGuDU9!25rgv#-(`s1{lPx`#)HR?KUnPa6{rKOF(lM417>i+<j$28%`6;XwS
zDO_r(1A#$6SRB*N3iDCBtVl>1;*caf^y7+XY#dYxaL*<gNL+f+v~b(bJNCsZk6waG
zV^_&@yV`~f7j%+@PgXdreQ(72PKOkd%OW(YxmDaUYsGcXiW;wpE+n+KMur@a3brV1
zBWiSIE{C>iJ|@w$rEj!eqcV))O?lslzBR#SOgd$#m5&)U<u_4W%XNwF8Mfncvu3ue
zbQ=j^9#k(Qw<Yt^u$5&`R(I3Oq}ADvt!w(<h-QDZT(nS1av|M-D2Ku?{f=)<#6+S0
z09H9a&by0E2TqDLl1(<^<=3+?$LcD{@cdUdBIXE|$`S_niw&pn70Wzr)zQ~W3m9&W
zGA|3xZS5|O(HzZ#uw;+Qx-aY>4qCx+=gV^PM!3SG08W0D(|xwa#=tGI+o6q#JFr3e
z3e2Bevea#7-E|BqMhdDBb6n38IUB|odK~BWOd6WRZQw92Fj<^*_pI$%EugnHkd4d^
z8T(d`pA=E~X*7)x`|rre_N=?+gc2>s?(_3*<eG7uu6hxq<r^5fm7dt+5XK8*C8>0+
za_>ixqk+!JKKj;;vy(E1iR2i<`&1gt7O}u*SoXh64z=GIMxy0sk%^?K$fv4YdHE?W
zLvluH-jii5(jvyHpnrO^?5zdD?kG!Vj8{Vyz05&lNFSUI1x0zNN0ujMU4@LFw4R2|
zg@(5SkF%B9eH>Nmts7OhPwfVk+CkK-W}TzzF~G}Zdj-ND@2SE3@m;m1ucuo@_G@wH
z#7E7&hkEm)8@sczz9LbVxf`R1wDC@-rWmG@<V*>{h>Y=FjgN}-&0sEJDJbeXVyaD~
zX_psoII>8Tf>#(hKZSBywvl(G6R0eL6?VW;RGLpiH%^6ilU8R(;)7x0yU1)INmfXC
z^LfDSTyC@B>GWHLfus|!_v5MUd`)?4BM=u3FxVB)XtLN`X}2>;ahcydN^^>*Cf$wU
zPNogt?3{9H2Hqx$Q@L@GlhUznFB)WYSpY0*zOgf{<ks=!wl*`GrD<(7!!t*d$2HSO
z4wt;nY*u9{`>;aTi4DshyADlk`L=V!%QO-qw;`}_O=e3QY0!Dd`DW?}u9192Wq;v8
zX*H@X%5bg+HPb13x*kmz`^!wiK1qZkp%Mn*`&Fi$Ab`d}XJNtgsiA^fyJ0ML;FUPY
z>T12+thRF~n04o`O6O;?l8)U*S=#-v#7L#2>VA}u6j97jvD_N~R*jRS4rRBLB&A5r
zKTi-kwZy3#PaK<wVfVSJQn*z2R)p7)UqfXDv%t=ef{nM<wX}}}Yd4IqG(tE^^=jDE
zb=WlxHqUL$5Ikgjfe#qPYL6RPLtql-_2nus5dj&jD)|_FXAy2#qCGd^#j3*M?*9OI
zKf@8lXhGpU4@xO4a7{GBh1_xn=~QjJf2YH4Uf#!H>6XT7lX$yQzM17kG20LBj<w4+
z`C1fk_^OZI(H%9ww1zV`ogKS$WdvvRu18SuMCfL>(Pd+S%#s||ZS}&#b@r)uO0s_o
z9M(Kg+}vC@*=^j0Kf<I6iZN;2?4^XK6#cA>o2I_jE+m@j?Vd#bCvKlg%eay5orKO=
z(0sVBMT6nZ+gL62+}>Py%OLBDi&nAIGz~@xV$;0n&NID-U!{7qrE|%z%G*%bgW)HM
z6HC{{ox>GLo27jcBO8khZDF`q$(qgD!QugXV;F#f2vq1kmGo!B{{Rwy!b{<p=6rpk
zA+>@306x{*7j$^oif`gN-~%A11q6XY50G(+lLL%XM<HHRWgH&0=HC}Jw9@=IH2B8*
zi<5>J&Ic9gb26xAEH;6YUL)~m#JXkImuqWm(%r^RWFw&bs*PzuN?M+2qFFWFz_dwR
z#0FV%M>VSUv&vS{6e(B24)u+sO*fp=Lm^2R=RTFS6!#Hb{jcVhaCkocwdPixq<u~k
z3Y|W5ZCrQ*R)WPYw-4S7xb&*lR$A_w!R&x-r=ebJqqF#ddj_0SQnnI~fDSWV9+l$l
z6H$&aC9jbw_N;mC^(D%*7b}g<0j~T(<T;iEXJ+IC=}RYwwTP{zf?Hp_n{&6NdPVus
zZex3ETcZ@`oyZPFQ`EGrEa<Yv*Wg?-U^{iqXE|%2;fRaUQ8@P3d_wvFirrz32N-7H
zALm&R*m#EC6uUDQNb<uE{{YvnmruLUw9P4C)F15)BN2>nDJJnwi*IhJZ*L=`0=r4+
z`c+0vBHS-4sGRuKJW;J#N{Zr0dSe`lV!^7#n9|2{>;baA)uW*6)|z~mWN(QWlB!KY
z-ZH;UK+PMgM*jdQQae?9S*M`Bsm$(?%sq=*-Fesc@v3vc#&c5Xp>+A?zLMG-i+N7m
zHZs4T)}7)D&$iBI#^vq+;<KiOCDH`xGawCv5kIYVQmZDe&OA;QF_oFKso8jX`64#*
zv@`H_?Icx;{{Re|yK8A-)KEw`0axb!byrN$ro7W)xP{|j4lsJxUuUCzmc#9LD8f}A
zDN)|JtK(E%iiTfKNjA?u)wGRn)=w=jWpKR!bH!(-q2fy^QeU;*0~yF0jw`2oi-|6p
zLhQ|+cU8-{CS4?6FgVXl@l_mctb(pl2dZXEd{yyuUS7+l!j3~JKi0RjkB)l84y$=>
z9K-mI0L^8a+eXn?NnsJ4_*M!j*Zvl<hr<bWQ3SF!3k)2771<i=bAowfqpCX?zCGDA
zyC>4!M{=$|!n%7ej9wbJWM`U4K^P%{KhnN>zSC@NCs?ACw1*vt#ZCVJ2))e9n59PJ
zJ9An}YR4kN%IzOgSa`=k)POdcq(lAgD{4EqW?$S-9OJo02EI6(P1Lm3T!J&uDXlFN
z#G3Aha9S(ds7Ln;92$J-tqk1>Cu8fReDFa6qy+R|&c1Jt;~uvZs9I3UqX&2=HQM-3
z;><do&ylIjkQeAj0;NcoMXsl=WRA3j#@;xrm^HmQ^6RL;$VVSAsg9>_Bl&SUN<#1X
zSRN|wh~+P<0x8+Z>sk7CpqhjQgiM<{<YKNF7Xtv(xi3OcK%kmvWjtWg@s2-Q06!`R
zClmlS@&;(+4wS%BM?*=@FtnT+a9zC#rofMo#BR?Xl%oWU^TjDrdK_keLi8Mt^&mlV
z&m2<A8g67pV7{aZ`FF(;>zdbzu5~-RY2cTnWU0mmYwChaXBA3&D|@V@&_^l}f*o^2
zwH#UD-wQlNf27?DJD3`KdxzwsV_~d6jTceP<9)I6V^DHA=QZzEeh|^@W|m7!WJY|R
z1^_;_=X!_2Jwo$dy1#3frAbL6%^An*S-Dvjt$j_e0{F8})ch-J9n8?$%L;{IGVtG>
za-S6Z3YSq0e!#}*A<Hy<KhG4W;YPW8aSgr6jyqW2ELVa@=U%kl9kxCmeI670uP0_(
z)|z)$CQi>o!u}aaZ*k&CG>udD*6K45BOo0A0QJp%5f<3jVgM8j06i<^$wkkGd`}`k
z#b>mWA+e3auUhsG3;a~H)Y{(5QMG7prQun69^I)^mY~_`Ae>XaP&3||r+Q=@cN})5
z1JqWxxgglv$5LvZp(wVrxtQ`Ih_~boTx@aIJ*%AYhNm8x;k)N~V-rakK#Y3iVvE=<
zbLZUwCDwi*OMe&)Uf`BeI<9N1__5)XvD<y8TP$(RKYhn~&-hyyZx90_kC}<e*S2_@
zMT=X}F0ADP0ZBvXMP<37(DL7c{wxtI_<r!6<COOQ064E`-GV{<1$?PtCC7#QLlxm9
zl$UFs_^+nyZ{yVT=rt%DJW~zF2RQbtgC<?iIryXC{{Rl@`W4o=)~;^|$lCZB{Hx8p
z9iZzzB7xS<DDb22u;f>wd~Uv<`!dT)wHXt>Ti=6P9|tt&vGDWFD8YY}ic?o%4UU_^
zIt|Z<^i_i5W|HC0QgQ`Z*L-E6_<i>37sX`*?k`%K#9H(o9ndD!<~&5CqUWivpENHH
z>Yo(+NppL1D=oUeR_rRaAoLrrj@m3&LMuB7t`|ReoM-UGbY30!p`q*7Lf%dGlO6)e
z#!uy0mj3_;{67wv<V0KTqakO{0RC0wz9aCJ{{V)yQ5K~kDZ4RUpd$yhLt{Rm1zad6
zDn>ya>G|F`z#TDOOYqOfQ{7J5F0F8_Bw%?G9;`pkE7j3(OEBctiJ-8CKF6gaDjov#
z^r<-Yq$3>{>N7wxA1@s@esma{cI>Ghgj1ctK3cHcI*sEvqs#yT+%e-Aq`?qLXB4^J
zZwq@e166LkKcwA4t8u5m!_i|Er}FSg_NNBt8%76un+B&9seCi=wx=d#v1psIQ-S=e
zm()H7=~9PVS(-9O%1N(YKRD)-%RR7Yu}QwC&Kk$S?Ow_uC6wtmw}0nc#NH0^R+lH1
zwsSB)-2{sI%*Q90oB%zktfh?>Oto8=L*!k)C(_%<HnT4O09c8tpWE8?kC_3QSk;bL
zV2sz-^4P^Y11vGQ>{)YJ7v2ld^$u=y>vGxTgcVjpRXKg+&z2X(dYMoN4Y#2yOK;+<
zwYu|evoE(w`e8mE_+1-~CMF~Ok^U78*TX*vOr=his9U<@kJ6#igWRQxo9cLk9}#Q-
z;y@k0gpiw^D6+-|0Ac<W)<N-qK-e~EUQxymL;WkKm*Ag;oVf<!Sf0=S0M@Fl@E^nO
zK1-{G&--8fYL8)0usZW+Gpl@0(k`tn<b^-d6RH%zt}^dc(eHIxZ{BGT$k{P~de^1R
z@C#373m&52{{XZ}rnl_>0BDCNQ#kg`IMa+>(Q6euS(H8=d_nN%hU1pbSC`9^lFSMI
zmDpYUX7II~Z6r%Ht^LuF{VOsrfci4TH(y9wzb3AK!jSO)09huTzK#C?)~amgZ<*Yo
zs(f?PW3*W;wD)<N`{yGcOjjv?@pD$xM37o(@8r&fSSoXqUZH33qr$eqH(I>7{`t@J
zu7W=fX;xbn(@V9DSEG4jG|;c9;Ce5I{9UVQ=H3fKYYRItm+qcTcK#dqD{XBe-s|^f
z>Rg7{4u3wi>T|$Nx~y%rNARZto?1IwaMB&9qa}@6V{B%fV`*gpg32|wi~Fj$s|#&z
z#~iy3c@)EaY_KHT)uMic9A>5s@{Oy4c^^s{B!(sgZNLC@r$(fVH(Fd0qbHhGTy-SW
zpcPkWIQ(hY297aFkxT;sH3hghql!!(z)&<cR|tjQgi(`TP2*39^V(g<ZKbgc8zhm&
z2U_)cM&xMOK?kw#UL)~4Lyq0zyb3Mj->~f%9GX&k8{y!btj_zx{xpX6)-iT*Hql*t
zGe<m2AU#EV`0?J^q*B{rSi&g<dY&t(@b|<gEehPm!PJy!$@Jqj5vdt_rr3-#j;S8J
z2~*RGbzxh0p334_<K5-641nG1VmVcY^*K|=t}AO;;&Et@;Pt58*&GE@bJm_t4hBBB
zp<6zr&>_bsr5Io-G6>BmaCj65KD2Q`#TfJyz;NP|y#wBkC;>K-+09EB#%d$e9V$q=
z8bBn&mHcWfeAO)7sw|pf9ZGsrbH^fqwtx<lyR+0$#Ubl~KnuI(!0So4(lO7rDx&IE
zuQNus5pQ0<H3Lz(cQghEy<zHJCen1cOt+eZNIGC1rnx)6i~bsf6-Jg~J0(k%kklFI
zra^*x1Bz=%ISxXMbte_$I@iW&XN$_wEZH5$GD+L=tP8&oc%N4CZ0~h{EhQs9R(c-Q
z4y;z@@x#fhp4X~)pGeWhC%QuYLaS%_SD))Y6oi-1+Crp9Jc_E>>&<aGPlj%<qP~@`
zB9H9t_vFr4bN&^TX$*R&jO;9#lq60FXvYje6ya7f*tt^VUiRnG)-o_KLQ$J^VTsR9
zD@+V<IjYvNEHFk??jZv6R!1GNS8JTFa6LH{$oS{N_TC}T-XA12)FX6Hj&ogk$?4Xj
zWjvBV1mNbBkdr=g@K(Ef;g1@@XLRRer^<NGV_!vpcJSXR=jmPr@k>u#AIA1Kw(#tX
z$O&&#&3mSoGhJzRlD`b`gHsElo~CDvY##f<I-R-_OG0+zy?l_mW#ooPlGbudmHUUT
zYwcpJK~T9J2sKP;Hc*gbw1rM`PTF$RN!aqAguf2%^ke<8c`-*|Hb-8@prW4Pze+YC
z!i->c6yd<Z0-6&V%)|u%5#Kb%KpUQi^r?s)shhbViU36mf&kk}20PLGImI=I+s|4U
zA#*`sI@Bp3B&a0QCU{_o$uk6A?8kvpS1TpnyGK8JkxXeZ5#R(PsW`3^#Qy*jG>ru|
z+hXc`?Nv^I*8#0~uf$rNqRXn?zL{w<{E<d*&Ocf#YZ^}4o|WPch}s5-8Zj^0u9uH0
zK6(1|uQJuXE$dpCn%dgU;Z`5R)C%S7Z>{E<OIv7C-v@A>U%bcHimz{Xbrh0_pL3Ip
z))SvD$EStBDuh>2YdX9}?%^kR7lKL2rp2eu<zcq8m1Z39E1}ah%j;V?BL!S%?zgRO
zSnIbMbf)h5-I7TF2;6P1Dwv5q4`Mh!Wun~Ug_g$+a+3L&!+fT$#+vS*61B8bED{`{
z0M}AHPd(Mckk;U1g&@}7hrB^~duc3pHx{w^Z-mZ$YX?-Sl`2zKvB_K9c(UmlINswM
zc^So2i$?Kf<Cuz1hv4pRE7I<+p^1FiHE_7)#Ap8ity#9-E3(usMX1#b0Y8kNz4}zf
zcXqMO?W%lAC!a~+t$k*6FcK7U%)k%lTJ|0Y)rGM0tfFRaj!58sb<^rTBGA-5oz44P
z?l>4dJ^EBr>iS*1p4QalmN<qL0qQ?0xk>DhMpfmqDK~@}G<l$!`rH&8Mu6lR<mb?i
zp7zZ=f!0Bs)`{`OrMpbAX`C_QLyZ3bI>Eoy+fxOLY(!s`YdFH8(Lq#&-9~C&>lQFa
z<v@uX@vbrlTH-FHmr%Uf=I17@Wi9Pxn&D5F{{VA6#Tqt~EbsP#z$c3IDZx=(%;BH!
z>Zqey!YC}FR!7OtCc2#;#8&V~TH$#d16bNuhvmMVqi5OxJu9tW0$9ngEz$Er<b(eJ
z>aHnTZs)lwlxb7;Z*!-PT{`+WS*=x)QG(=**CpaV3f)-UvuUA?tNg`O^!2PcmsQg4
zog-=ds9WXquBOAq(B49^+{v}}l_2-xrftS2Ejm>xK6pE$nz7gJtnQLF-02y{+}5VI
ztLggeQCrO;$A-=iYJ*(S1*Bt8v&m=YXs%qm?>6aGmB&2wtm9{@JE=mISAChKsA*B#
zYA`~xW(hhuu6x9iwwZkPaIqZZFg<HW#G1;@q`?3fl~3RAT%wsTBnDP4!=`Ju4+Pgd
zk24#IsQ&<TwJg{~E@dH@mLrmDs_@N(E2@2%Av?$3Ju95Ifzm*chFKioD6d@6bSSj#
z6kSUhYoi`Qo}|@cYH4I~xH?I9X92Hil01^zMH;@-(ML6e=FT!LzRu|?ugnP@YpT7}
z=S@&Y3?F5Xwj0#eXN@%bTRlx>SvN@N3lDlIJI2y3wJ&6p%)5P3TP(!`vYh7`q!P(_
zcD{SF7U(+CX|mW$6p1`#Bt00{N#O`AlTh=WVwCc#ul(z06p^hel9YMO>un-i+m?nT
z1ghkKKsBE|yIWj5dx+b?`qy6$k|6O7-PO$L8mgRZJu*0{f8iU_H3+=b)ELZ8NzWh3
zxtx-E8^;o-x;g7v?AF7`Hr{2%cW%Z_DS0m5HEVT@FF>erYrpWfge>i@Mcml99Dsdm
zsAzP!??PK?NLU=Rwm6|fn^Z)x>JG{$lqQ>heB@hLIqiZgtFZ9ax%LR+D-<Zddp&Xa
z*IM#R4f9C)j5f+f0x9iK{kuw!&3C_+;hUBK_5CX<l#<<(Q!vC-R*XzrUk_N?$nANX
z*Zvd(fNP+&f*WfFlMz`&Mprx<<gfg8kjD1<J(z=>G>uqyS2x<^_SWBMd$v3_Gm6WV
zBrjoFYnr37H?@x%TU%L81QWFKsrd=%USFtc8kVsvlFcJ-9l6DNRlmcQNw;5I#*vYq
zEN3;1t27!_l-5gY3}9yy5y`En)KPq-&J?szckXaD_RvmPO*10}Ck^XfvG6kNt;O}e
z?5=V@3i8W`wz`Sgu&$j5?_D3lt!`~I#jryf<|*50{PA9;H*?Iz#?f&{)1dAY^2Znl
znqrZUuQc$$9mln6bH!@KYu8AurjhUfjFL~%zGLwgsWRQkI7BeK?z#0DucW*{8eJCh
zG*DfkY!1VNUnlAyLo2~6d5n%uM?g&vW4jF$+BIRafjqmIQ*;F6fnJ5C>2T{B7W*Vy
zc~1qHb+0qAxh$wMb`GoSUG9tG)kPLJAS6F^Saz=#vTjG#s#Eq0*_I^m*>MfDu{44+
z%!9pW%cIQ}rRCdi3+e&ly&px@EF-ko_h}<1Cz_fKYe|x4E@DzT6I}C)?s5HctUcEg
z&TK8O?Jnhb$(BrGE)QCRQ@7SGh*@osi9Bsu^%E>CtkAWy1J3}}NcEjB=HDa&MCu1x
z!{1MGV~UmU%6U!pk$Pf)%V*^;LfGk7ZM-%vG_m$scibyufOxL+#2WUS7N5*<+;P&m
z%{RyPT6Aua>4=1!{G<N>uUkdRTb*&MiKz?12Rn7(%}}8%;FaW@8nJ8Pt9W$rdpw(%
z60DiUZQT4ro^&jhXrZ|0{{Yuq-l-zbFcIAyjyJLn#Pf=&IXx~_7}jp{&}OGTksg%R
zwy_qtX7AgY<XYX~xy9GrJOQ37T5UdHM1@MmPY!)+D)VpJf?SqzIu)+WJG5<bG4!Ku
zWvQ{IT@5~USXr3|I2|)x?Wc=;*hEv?jevAD#CU(no(G8k0IUu2@2=w4K!NN*EQxg3
z#w(K%OPW_UwIxk+8MnH=l0>RB!VCWZ5XD1rsM%fkZ|s5=NkPB_is+>9RPM^<kdQeh
zs@(WC$4XB-QPh=p^MHT))YUg@nZ~{yJ6!Xb0BDNH#a%d66{8c~O=TUT!dT~aN$XJR
zi)y-?rJI+GbYtF|Hlc8^vkZm{g~fC!JrUVb3RGO8b9$7mCahXe0an4ycY?~q*xJt<
z2%10!{*~v~0(Q7la0>1}c-GTiNWwU-BqbwXkwtaZh2X4w{vJ1|?sSpqc8jjtq?cZD
zedFjlRxgdNVY=5=I3ie5B>-dis)fD#M=4<CTRrNP>fB7tbilG_?^IHRp(`@$(~4Z^
z+ObV0T{38{tx1^u*BIc`5qLP>vaP(}k}^5zRkW`z<;pfeJqN9JS~iDp`FnOS9-N-E
zs#o@I#_I`6r9NvMqi9;qqfHbNyrMq4PfBHviF`++TnQnbL~u6b=cRY=qG}MxW3!%5
zF!Jr54OKoB)n_|pWMh&}>WJeN^)QxQNX^o|FZhp7Y+SO=hpMnY<6TX+#;d<NHoCD3
zZr{YXAJ(w6UkX{@>eJa?v_aF18rZ)0b)vx-7n+J7j1mwZ{<U^Ss%t}nwhxuq?JRyQ
z_<HTaJ3MWS<en>{v+-Vsc0fzyQh5Q5eCTw|BGXQ|y0?{@NX`@<^-E5))b(cb(MOiN
zV>PEcIO<_qKCO=GDRN<+ITx{36+Yv)n)$vf?N>_zJv}ZF)2l?nu4&&CwcB~kz172>
zdGoSQ=|Y?8VeDjm3akh`bf+mf!0%okXYsD`O;5;{)n&F$7?1wBuIk6)PKSB7&5&DU
zak&2gg<6oEDI>Mrl0ofD$gXlP7U<Vk0toKanDk<Jt++0ull@epOm|aG=5IpBQP!Hu
z56VV8>5m}JcICZk%OEG3VhyaL0fGMj3Pz1sjPxC;;Eb9MGfO~s7-Ja>GwvuVHw9D*
zr?{t{2L^$XD6$%7Gp=|eMc0|$dqs|O{{Ssi44TB!eivJ5J|c@!ito&hKf4p;<E45I
zD8Zznlei8AiOw;`F-BO?@0wnVR0A6z5(wj(`G4YWtEy_gF`n8(GFzeAqX!1Qp<)gP
zLVMOmp`dBHrheb2MJXK{9GaQj5%UL!HJh&rYnIZhnG~=EE9z?-)2LZnT=`o>>6TOU
zu5#PqzlGBH-2VV(D>&st0mXHz3{l3B#GYCx#=+W@R)slS@n4GG4UXD#s@mlsla~N+
z4Q2c}@ukm)N@@41(&_F7(s~14@qeblsaZ*7br5(QV1wGcGsb=pz3{c%GTMfhO_EFv
zqwdyj@p=XN6#gjc@?7}B%3E1{+g-T;1M-}j_5T0`+KX=sTfRTn0LR+AQ(d)m($e}F
zjPtn)imGz8?fwR})a|?}Xu6c%WQ74=_C;E|)sFgD^N)_2go4`7O^wf#erE&mu9x8z
zmA$Wont0eN$VTJ&)=$Mf4ojU{E2obzk%DWF@TZNgd>5&kc_C@^_c%D{w49$dprWjO
z2#Ny}w+rYhmb;|bYuZ${ced*=*h+344{BzU;vFkjw@Iw;VQ|Ac81fBg_@~C2SA}g_
zOSx8CmLI!~4oN+#-L0XWozDulvN~^#pn@@nf?NVS4D_$2?VX;|7H(L^3H+<XJPG03
zpAhR)YgdpoVtHCc3_1+tSGh)lIME02fWMVQQ$~z%_Z6M3>O)D=t}lGIk)uO}UiG9$
z6&#4K8zEI-!vq@F(9HQ#e;as(wR^2rJKL*eX3S{W$I`X5-;JIohIqcx@y!`HJApse
zy-VV5m#16!9_{|i6jKHH2p#e(!hRm;5bNG8w6wZX(KpQBttWEhsqQ`#_@x%Js-=ze
zX&X)cuLJKI^tElnU>NoGuRep}c8zV~J8fFhQxLc4gTLusf)6|&l<*0m35s!y=AoM6
zJ9xv*BF3NIV~UuZAW{Zv%>F58n)bMnL#HDfb@`kr^rXp0pr!q+gao^Vv)g#9A(XD=
zU`Mgde2HYbwce}tdjmLV-)kzLLxW!1@Vfs1QoJ`SaXg|JzDAAv5mKa8k5KtY<WgZl
z;AbO>W>*;?@;LfellZ6O8t9%YT|U;`W`QuW6V!G!ZFNDe$E%&W+*=;mr!K>sjMtaV
z@tecZoIRZTh#ZV#@TZTA+8aZdEbgRlOo~mUfhoNa>4H8_JX5e#cE_!8S}(+HD^`*?
z-Wec~`U8sXhA<gl3VGs^vsXiDp{5jaT&X9u3cU#c4@!C5JrB~F9doo4-QSvN_asn@
z=s~0jw6+PU0QrV;X?XOfWEQa)I2k*M_cW|V-d8@<q-AO~esD!52@D&NT1~jXAT4?C
zkNj@BC6d@YUS!gOO8N@)Kv|^VaGd>X=FcDM6L^QmO%f@>${+*r+ebm(=X2l`);w8r
z9sSge2AggGNP*#q{{SMrZKGo-Dlnlyte*<#@o0V@wXjeX!UD(N6}Y3R%?JPt^)#bD
z-KFX&K;x}Ygy%H4p!Dla!R<f_a63>jib6<INX;@Y-V#p&m4<_H=XV4iwdX$=Hp$^O
zSB!ArhWzW&8vygr*B|jJ(mTHg-0mNAgZ%0xv9=whG<f%fwS_T36UqC<IKl2KPsDm0
z$*jkFV2p~$2_vRRt}8)!V!V(rEUWiO^{-ddFK(gm)uYF6<||`xJ#oc&wWlg`x;~Pm
zQ-Vh>HJiIFLeKkA35qU5<E?aX__{b`YnU}>V=M7&tVRVQUTK=;w019T^R6<iI#zbS
z;GHho6E(4tDF<}vT@<nHd`BGcux`g^YvSEeq}vjt!G=IAGCx|@Ul_oarbz(v6}HF+
z@S5=3T`yNjgGF?5SAtDlvx`x+mPu|eu^DW#=e>4E8BTi`)XSW8XS3aSx+^=2ZR@rv
zxdhiiX?F$k39Z;N5uAfxI$i2lchU@Aw5(fdA<q@<-VD(nN73S0C1;XA3um=-Mt3~=
zv?Bwj$Q`KqQO-T7GAizJi_@(G+)<3s6#CEt5l?_)ci~N`BJV&1qd2IsgHuV`qCIJd
zP1L8QCIvf;Py%+O=aL3+DR&A@xjje}0y8z+*(|hMn}}j*9T1SCt$fXEBkFpTtq!L=
zGs@(7dHc2XOr#Vcqv5#0=xe}!CHOkyM%RY5rCSuWCv&Vrr5aqgZev~eD^i+UcoOu;
zBy5>n^sOj<8D843Rk@6o9Ln7VQ__4)y31R^B6)3Z{ABex>0NdHrFmwS@J##GY;6hY
zURF03R-CN_dekty=&7T4H%eD)E6rIao4T)W(yVHhmRc>8iKeKQa6lfSv-NAF(XQg2
z-X&%$mN_}3)1{AIl$c41P<OZCUSq9M>d#g<Cr&=q?1%V*;?qy?tG(KYE~Y`k{{Rsq
zy;Jx<r2V&87e?G-5KiJa=Bj)|g{0A8d7@@J!iPUxS8ec788j*P5XDY2?Ox6aUN<~E
zOqAP^>c~E99AMO$&uT$~j1H8z=DX47C#ciyOp!w<$vG7%6vhCIicN~zo)7Wz{bQR<
zff>Becaz&3*Qod(QB6a_8hq+Yx0Dw?oY$0mebXg3`hDV~d3!dN?bOw;hMy92jWa}t
zOVu06D#20n#VgpRk91ch0M9=CXuut^eQJfZ{iXB^HJ!@O85!ISTHZzip+59BNiG){
zD@m0@*NSfD1C=z*%yM>d>S)~pWUlH52BR_(Mg|9|s<(HR_OWiB>L|ziM!7w2;y;G8
zNXa*=b1~^0XEdILC3CcrQ@esOP`t{qnH|EQ>csFX$8J6?>iW9LYoch_bJ50g{OX;D
zh5UWuhd*z-mdXbE+qlU5s(G$jiQD+6;)aXi*i1I^i<_t5d1ruY%e7w}>pmikS&upV
z-?<E5#r4g4Mu+f=MAGCJH<C$xIOO@AGhKDIk*8Y~Yi&L#*#``((wal(vE&*bfVF$Q
zI%#igA-5#&LfPHgo8wCzI@K2MQn@WWDY6**1768+jXmT}8HUlFy^VN>#l1q}`(L-x
z<hDo^PVL{`r6z4oPF6<?6@|^jPjJNLfheP^RqZC)F?kx?myLVltxp~6+DRNNs;-NL
zW$#)Rx~-_xqq>#=K;VO3ZCSgYRf3@<PVwB;()=@|Y6~sG-b%2>z&B36l|NPR-TlZ@
zVQ}|$XgCeq6+WM?N4Db9!rnDm`6tqnYpeeN4qw>>xoIJs<<R2;kzDEBl_gd(*K&(^
zN_%@1on0Ds>Zhozd30S`AaMkxbDX7j^UGnYO)TDOg+RGE=Q!r9X&RM{+|Oqm{!op1
zV~T3`*d1vozI1b%EJn{ukjJN7UCk&Vm9fX`Sfj$a(=**2J<>AS3VZu?uSSL&OB9uD
z{6HAXpOj-G^rmTFyp!z5?NfOqxRJox+5Z6bQ*v=vvB?}vuH_Y>#@To~RJ*)OkFtnk
zJQF8TS|`Aw*X<GB>PV&j;*O{EuBPKx7ZS-G?dn*V$qJ}>{cDueJWZw9-4X*|N}~%i
z9=`lmPNhj~iiEKhWpu2LZf^}VODD{uY2ei~x3shdVv8wGp}JGGU3TYEVo2Doa01pH
z%(B`=CA5m!lcBDf5u10BrY>$UQG2qkqdC97ZJ7!V6$e3EmJKzu5yUf-+r3iKV0au&
z<$_0ZU0#!Ccc|Q(g^6&Lc#5g$Yk<Q07`n0@r`_IZSE+C!c-67@hX%J`@w_W^O!mOH
zW?H*GxTPV7R?>n*gaW{S_3A^W=sMa6wA2eAIV4vui(%BnMsN3!Hte-HwS6&+P%MD(
zRl3&=;y(@zE+cq^<(nZpuQf{V`%6H-kt3Pm3Vu`BsVp_wrn@hAKGVC6tx+b~r3@_T
z-gMpKMP;wuMLcEP%%cNq_Ncr|b|AW2;y^O5C_7YojBob$ku8L3z>q7H)NbUunNf>w
z2Lm;|8cL+E5#uY<gcPHr86bU1<%oP|o@+wLM`a9~(HV~ck6L2Cn{1Y`+l9G9lH<K<
zX*LjBT|*|L$`O*LyDLsHk16Hhp(#t5YT3Eq-7?zh;9p+E=V8b_jce-OBmV%2%yC<9
zAx{g~R#4Zcd(mg7Dx^$ypcU9?`W3#P6n7ei$uA$BhrM|dZ<_Mh?5POTcb4ZhE|uj>
z`o5yXNZ&F6&{rkm8?Wt)lPOhKQGiE!@4Q#y3v1hEvbBisUI-nlg@aF*Qjl7~5AS-C
zI@Z)C)8=PHX>-tSXE|c=`Nlhz=b+tJ7{vt2V$TOTt)CWYme#fw@xfxraKC;`R(6LK
zt@Xr~x6*kI6DUt}iuErVk-9vJf4HdOJ-QYPwf)M75rJjH0pAqGnp;PBL%ITRR94Q1
zt(zOjZPwa36&$I5QJU!dLv3eqdk2xG!m`RYGd6Mj>y}Ae^&u;56DvybFW5Bpw@bNI
z#&#$pAk{|J^=5G-x6>4Jj00UIrh%jjcQYh%&5@B2&NEZPquRi?4=toi0sztPCpoO$
zzRNUIrxx3ZlcniXYF8_mCVkx<yH{JJ_(J9h9k;A;5rR*8pTqjR3v8xIB9D#&`c;?l
zMwSU!=XsbOQ;Y*x%_Oegr=5tcS<2Mop^-m?bjx|#M-tsgdZOb7w>0}mt*sVlts>LH
zpW^F^=e6Gy-x%imEJ+M#KKSccHoBYZ5k~h~mgS7{r1h+Mn?UGPsULlvPO;((NadAn
zCHr0R7)AH?uP5;XUtCKexZS@wWj(9Azk)40Shl&bLi>hE9R+6UJ{+3;ZZGeyK`+V#
z=svZr4pi>V>C>kO*>yP$8%|r8rQaI3QJkLM)mOv%gj!dMBe-bWWO8&~+}6$JqxN{B
zva#Uc`K+Dmo3e*~xe`V^!e4V|(>3c;mo~?njgE@P*Lro*Ug_5ND8Q?tpQjaQI|nMO
zn&$j9s7I*i(OcWc<oRj=`~`F=<)lM%1KS?;x#3M29xAw!9UgswL`;mX-kev<@{4Ho
z)`eem4&3LxeKF$AGCgNYHunL92n#V&UpDLZmMN}7Z>K8=!|czk68KK6GfKwIrkblX
zt!)y?8R18zTbD)OYO+TgiT?n(iiYB8v^$G*g-8GfVtdzhrufrGnIcPzeUmrdU^o@y
z$}PzH)n2VSNz+;!rkSE&+FY!Y+sMg`khN+pI{NNgsi2Q)1Hv_WGU_@t!C$jn+p+#3
zo^ehZZj>G5idcbeSOZv261m9p2Ho6GHMWCVx4sO~IRtX6(xRV4zFW^aOGh!W%U7$k
z77`}Knk55)gUvSL*1{38Nzf9!Zar!_WJGcL?0L4O;rpeIHMX^2vUO(dSr;A|y^d5>
z48--o>0Y_^ttuFHJ=9DTgMfNhJ$>VCF3`H!K(freGv2L5qk4GEM7`Q*=i=~dO7I|#
zS5iK6#}(1rcoxdm10=5+kTaI_u4eDXcly1`#EvYY$IrK|XD+dP*AiK!)69*=Skmuv
zS<uB*OP$!$@qPB1bkwo4b#_MQZ%Xrt=9Vjr#-O*Mt*g{)Y26zc>sWX2O*4sNQr_dW
zbz!1BRX0lyWve%In@fw8StNnf6U#4Z=&U6~)tz4A;CX9=102;40!=u*h8vb99OQ#u
zm@G8L)mm$LVFctbKhmPAmoqY!Cz70FD4YexwW<<hdy9Yp=)`kXXS}++l?2Hx!Y?>(
zg1b#e!**AfCC%|ropFk$x+akn>JF@MdaoS*m4`I1V`$c+Z--Nv)NJi_1_s7Gj)Uhx
zSyxu$O|&vy!q{>0*HNfyx<!QZL8rm<0fv***CDB2T-`)`*WMSPtEStPnb96;(00)r
z#r43NWKbJuJ?pq9N1sJovmV=|Py(-Wis3G02IWXjooiRkcx}=1j^S(5s+)qb^YkGU
z=c%Ef=y2+CTuXlP#nhk}=C$<=Ds4N$Q#6qUgtifzsjh8xdzmw`P`$Q_mr&F-E1Na8
zn(3s3V5**ivr1}rk))}wXM362Y^5D`<YK#BH(T;;{JVyBUfAoJ;q6vLpJVWAs?xNZ
zolW*d*BKRtDlts;upF|(-bX`c;|btLK$$uDb5ldBYTB*W$b6{tlZtd+8q}n)OLG8@
zUEg~g;;bftcVi&4M|NlX$FMc$&QVC2JUe<lOeyT&`&w}|>4rx+S5ws09ZN>PRY@*p
zX(VnC9<5!`@Ws8NdDoW-@^X3Rsd$4?l5Hm4tdwCoF&x&E>$}+)$*Qd=BhR&XC(|_V
zvCVD~-;<w8qiWN&u}CfiKyq>3rq?d-F8=_3bt}6LIRk-OJ`mDv^@Nog<H{qDO?qmh
zQ08VeDZ|>@Wh*UTRIz3dT{4_?^{ovvTTkr><<+g$<wIq%I*RLUd@FA`WirP5Ml<VM
zKk%(B=5&-u0%Igram8~oE7QZpYH*i>!rF!0lfiHHKn`}V@l-mlli}Ow;d>22OM8p}
zQMwcPS8m@AG}||Kn&n&oP6_E*Vjm1>oQQ?Y&QCwxBDy1pM<T(~n)gmt@5BBq(XG;W
z8SWr#ZDseS*?7OkULKt{tkH+$2k2{0SMgQd>!e8LD|KOjI$%}n&k@C{TZrUH=4fLI
zxE_MFRndiPx>41Zt$sS)TPREYFf#*!%ir~`!%Fze;mh~~-N<d9(3<ki2GYw^)V#e%
z%kmiGY3*Iod>`=MtXu524GsoQ%vP!M9&K7YhoNa+HSqqjcG+rC7wNT+HPD6!qXy%s
zHQ<-O1MclflSbBArW}QHgZc`@)ike(dN9~t@Wg|xKoR=WIoD(9W@SJ!ay>->)rLa=
zE9R{`;@^t&6i6@QX;6R9LDst6FXPpX#LBvko8@u$)BgajXa<jI3^UZ9r8!Q0Ynst~
zZJ=wazh%FV%s=wYk2Sok!;y`?)b2@RoN-H033J6iG|<5EG1`DQ!2Kx?J+n$OJ*aG8
zKx}8I??%y*SG_4XKUxa}G$tVibJXX#^`=X29LQ1QS3~?PIH%_{;mD%EW&Z$RX`z+A
z!wyvErC-^$Fsgx63~e1MOdj+Bnm}i2T5YziX7<-eFyD0l0Cv1z#a;u|ygd}pWe?kJ
z<T*P>%msVS-2VU%{{UK;(T%5e3itG>aJnfo<$XTh?%o-tw6wZgh5Mm8sjm0o{{X|w
z?M~=xo+tApIsM#oewFM{X_hcEymrwCZciO*(yFQ22*>w*D2!}2$gQp6wLu&aBx(i#
zQPQRZ0~!2jN{nX|WMZzw+)_B}O<=r}>BRukSPl+)btkngM9(Ss>2x9RrL<mV9$5}o
z+PKew*5XeS%;9nsI48F?vGJE*(=YEWw79299S_by`?X8p{ms3Pi6*yc)pDF1`_#7X
zX%(UGNH7S`QHq(cLaE0USpjjCkT55L4M<ReGHRKX^(6U2FC9H=mhtYc`Zt7cXNFyp
z5w%a@T`ugFInFE3{x9SH5g-bZ8dd&ArR-AN;yx5<vRvvB-G@7jh24jKdRMu@Wo>ID
ztqc*wWI1x9?;7!+f>)s3Tw86%I#;%1sA0`SQBu%J4r7oWenJPg74kobbgO~ltM4X2
z%-08#+vYX(v$hra$I5Hv9}-`!r;YB)A2B@gTOGb?xn9}?H#>VTg*vtEouut@fn7m4
z?ZtI^U&1?kX8!<6zTODrFaH3luIWD!d^j{aK{SmSL;(I()@a(sm8__nPr363Ito!~
ztwLPM=y{inbQ9pnA-}YaNv*^3K;&1Ycvn%IRPg1k)QRP^iZBmx?^@RuuwFpWT|gv+
zo<j;mjyP>ZP{OK+2vr>brx^09gO$%d_?hEI(3UMbPLQqCrwqz@0=(6=ZE<0eN4(Ub
zC9<-dVANhQnr%bG*H=u0G!o&IcCTO1{7vD#V@tNOo@fNY0+=KK5^FT>$IE4Nn(%kT
zOUQ1m^!xc<_BjsGDC$17>&YUz0yBa$SXLeu(RAz4eQ98kvE=RKXYsA|1F)-!Er`bg
zlWuTEF;U({B(QCa?K$g73K(F+woOxFA$KC-*ggUwBo6#n&l)^X>K_&+1)pHJE<T~N
zUqWm|f@0?$U@8yRybD87r2Jf#+F`gfgoE`oNoZVA^h-tNZEeJ3(xw>2MwkPG#Yxwt
zG)R3ZDcQvUbu`2v9Wy~VG#ub!loO6<0XKZu=M;)?*yt%wr)sMt@}!|Wysxb$!Il_r
zATMg=z9B4+;Jfh|0mA2=_y)S3tCRAY^RJ1z#of1uF0IUaVt<#+KJ}cQhO}dOBg6bY
z3b~X5%#FE}SE;XwVbpZ{czlx{!m2^(UTNXTBS&R3a^r>--FRzqThA29^9K1cJ?qBB
zJG&oY>{qgknPksxHluQp0SVcUGvAtII?wiHgqBx#zIN>4jbmzBli2D~ERi>tCj^nj
zMSY^nsA;0&$c982HO&frA5%|fOP88M<kqzGMJT38lc4pka(zl`iRNWev6jg}QQPRc
zmZ5tR+aY4jw+q_6r^25M?6jr(Rq*qrVe=ynhP^B{4J}V28H|GWZgO7^ye%fFd-mJ7
z8_7et1B&-3<H8QW3;|5GwYRoKNF!L(3<UzE&JR52^sh=VvEkOO?KT_@017Av6`_LA
z0H7REnh!L<I*injcc^iLQ$^mB5R-Hj2I37*FwWYD;8Pf6((#IJGsveYphAEs;*9Z0
zo^X25z-t=fz9ehW=pGZeC00r1QWZ$ecBBl~fc$c}l<T&(?KUIw%LNDCrRc6)70)x%
zjm6HP1|ut(GlA)v^}i8s5@}bq%jSqsE1>OMzl5|qZA(d%i3quj{G<+ox=#*i=^lx7
zCZTz;8eOrwo;%l_CGBQ?6(t&U)kzqV-6hTZ(VJb{v64yRwe)*gyg7K+X#tiOL!WGl
z<Mo|hJtM?#_I6p(7b6F)b$$}m;@2add%Zy+Vm7QKjw_zE2L^UeFsD+VDVy;*giu&Y
zfx_H;#Sh{BHR^u~Z6mettZawolaf6v%RV8<w_4VZ1I~?a8BvgamG1r>wzjs>?Uvm@
zQyQF({8yocR*Ca<<h8N1q~?^;413XCcR0YFDLEsWI`K`(CkB%PKU&eO^{qNfE7+Ce
zaezqszV+Z9E%-mEXo5@KF^%1_oxuR*e=7PslaMiy=}l-A!Qf!_BO;~7<tBWqqtC9`
zsY`on#bLk$HNRv$apsII`#bUm-T<$m1%v?Z5X2k45LBK*gymG8*ibQ9s0Ggpko-nl
zS;2<%@-gyzQ&&g$k$-54-h5&BCAcH>uXhlFq!HKFoD&}}YQ9jp;P$@>JW+gO{?XN0
z5t#4Go|&$@MEFIa>2vwlk~QJ%8=CZmjQ8XYO*L3FnA(3TN+EMT%SO|zSQ||~IESv<
zzQ_w?upYvuWf(ZfrZ8QhNXNZ4g5x~0s!1RUVia{?pd5Fn?L-)3mF=2rLOA@*gN$^k
zxHWSc@?;m1r1JS=Y1&16<*BP{zAwI(YnGM>+=XvJUiacVv~3?zxQQ6g3`cJrE9V_F
zT^VMPPs;2|W7eXhvONqfJIP#qloMTQ5?k9RnS+2$ZKsCyNh9-8(e{qKRxXh=vEE2v
z1k0W_*Jo$qHdXsI?5zsz`G_3Xn_0W)eMTB?H2u>aO+ILlOAK<Xpx}Tiw7P}dml65o
zv&GOgdKHehrs>*qt+0-F!F<Wo)C;3pc%~tJG;0fI8)D>|ol&ROWS_qi1`iTOwz4J7
zmRW`}wA)>CPFPAC5=rzY{A;3v!d7x3+sSWnwMqH5@_$;jABD7QWh7h9aDThc^Qdw&
zmMVk2(aXo;yL&H|(@u;y?!?t=j}>aykA$2;jll_u?bE@UE!Z-xyvjPA!yne8k4CbJ
zRf5+_l3=IrFd$U98LVCzZ5>ZHxkvfrl2>;pIVQ8G-6G`|E$Lpl;!@gnm*%dYZi|ja
za(|V1@Aj3n1l>s*Zaq|0Q<J@pig=egO{HSKo1!~gi>t;9A5|Hw2ep>(QDTj|Yhh}A
zS5=zn_CY4tSn#0qsdV_oygV^3dC9Ki`6G9^=Fz7-O?0I6Maz3x*qBsqZiH7^29K}*
z0Aat`El$unCUR>xL0f4hZ?sBLv(~zcOe5~o_3(|Hd2U84gPF>H@#|veC`Xo>(8-5W
z)wJl=Jyyk<EOc?wuE(ia+gdf%zQa451VhkPz?)KO($`b+Zf%@%B7u-UD&+i8rky5m
zY{2_FbGc4PK9v)PGdZX@)oL<UX1(N5YZ@VvdyyQ#@D4Lvo%NsgG?2*5B@KcNRTs0j
z-;m?di`{jNi$yAp;9*JaT2rRphh0d#G#j|xXT_4sZ}wzFQbsf0v0~CpmWJtWRh~ba
zW_ndvp%?Ro49w@S9qUyzi`b)B-Y+Fd!!r^yUW{U?qvxjOh?5OJP<T<UWOUra02-cY
z+U1r(^KR@rR(<WP8fD-Qi6bM79w~JDtVZ&v!jr)CsHslto+oYwtYK5x$m_f;Vzks1
z?&86JxJ`6A{{V;*)&9)_=3dX9mBIa@MkvBV$4b-Ebo-wW>S+%C_+~Zc)TE^EGuNFM
zb9-6rC55HVr+g!~e9Gr6M>wv{^k=fOPqDgvtS|2$xUGw83tb%^*23LQ#xP~<E1K~R
zvu$Mzw$_E3?Zza0@GBWNH)w2eeP&har3LPsR<kw5#LvD`?uQtza#B^qlI~Yu;;z$7
z(Qb7a7I{#ux}3WaQ}~3~hDnSuc~Fc6UaUv0chIlP`?D;@k3YfC<g8?Cjn0hBK+Z=|
zS4HL2pay4PyaG*g^4-7N-Qiy;9R1blT}G39ATgO0a5?qObk>I|(2Tni&HK4-g^KEU
zm*r<dPh8Z=Jd?3m?wv>0wI$YL)R@4~!4l&Ej}+@YI?~mIlg%8NJSb}6lZrjq)Q=_P
zwK39nw3IYcZX>pO*Fj>Mz3fr>76)NDX$Y&*Xv%LPxy`h3U>&8aRrRYm1eW&~%M=U1
z5dm1Y&83bkMkY;u?j<Yl0AK2M>Hh!|1VwIG2LAx-RGNRoyDd2o$#nM<FD5kZX+Pm7
z(samz*hMYLJzdy={OSojVR>;dTOkd)k%lbXkIs~*QG2Un%7q+FM%p^9Qf)HNO^n^h
zAQ6xCco{Y4TEB{<F7fH)C9&fNsjU58=H_|XX1epF&VEyx$5fIxNnLjh-3NNwoFltC
z>ETr<-fWXkw7Jx8O52P(^*)uEtLdqxYN>A5K)Zh$o`$+@M*iX$R@&alt)5loz~qYM
z9w;rfC}p{j%!K8#a@ns(53A7e^BKvncVp=P00BcH=vKx<zyp!qyGGfxxn4R0?_58E
zZ(2PbDRwg3ZTWcSy2QPO?fmwTBIk|#S7xm6X0By;y29&F@chu(F^Xnf5<M&Cjb6ZM
zx{Oxh;iR57`Ol%RrQgMRUBvU*THVJa+i=G`EqwRmdpm1QTH;vd^QCzSW*rATsFZ!v
zqYuiO<}~i?F{VQ_j?zryii*xSVz`A2h0A^Q9ji0Lx}0eu{iWT}M*#C(ot?g!bv##A
z(yBQ;t93Qu)Vw6mvBT7lvfD!<_*tdf2q9=tcMNh*=Siomv(M$ck}AJLxYuttg+ROW
zMZcfFk?1PL&Vw%43hC&(PhxXesY*=E<0vI-97K&hwX;G*nct5yaiqJ7>U-Fd+U=$#
zd0pKrwbcAKE!2=C5tKvs_^k~y!Z2yK3n^0W-^J-e=7^p$f>%iM`yB%A_Hwey@ssLm
z%lJ;>-fuA^+!wBE(FKZ$Lpr2rI+Ac}K5N|?(q@W#u5*$rmDQ}}V>OSHf4fI3Y2mhM
zOtUCpc=>BqEe6v`+jHcF-PNDcopa**7-eX*`16j1>zmg6NiM1u8Oa-exmOs?-<g{)
ztycK9HLvx54_U_{ip1Q`bC$;+&b-G|)FZgMc8my+pSUYp?@*FBO2vjz!5FS^hccPI
z%t$AxuTKjLMCHaoQuiCXX6}Y=CUuV7x!s<X+v!oQou$L2>GRlOgZ4Gdcs@v@)uAsL
z`M5akn)LX5IcA3BeXDZI$pj8Ltm{RsQ#Pw!Dlt+=pTyS>cIHWDe4cUMroWEnO`b)w
zs`SaOqVL0zMJgDzG>$d<*#eepjUf)kzAdz4fH|%w&G8z?6&*QZdF=MGMK{h@dv?tx
zqodCbo92;>^IN){x=BZP!}+=STO3w5+aCRv-sWsY>+M_9lhN4k=5;B%94y{saxvo_
z>!iDDd31YYu)DJ3<*FVbwy}mo_BmPoK@_1~bo*x7;WOM|SF5a|nm$@Flxs>7>R+|+
z{-JLQT=@&-%yuYzj<wT|3RvlyW45K{%W})UKPY4`ddj!)E|6_}i`Zmhm=WzKujf`5
z#W#%swzP<d4-8ynf$f^-oT_>nOGxrW<fWD-y!lmu2OQT^q3ZV<J<81x569hZmCjx&
zjX+@c&r09Y?Hc;>D8U3C#-_V-T*s-GMJg>!?XA3de7N0d8OZmlGx)Diyt$G%ZPYV#
zVboVfz8`{Xc+j+QvW|9~nyWUCr&?aCHTuW$^dMx{mnmK9iHz{kZqd}jCC#dvmXbze
z^NjSZJ9~9qG)Ep5B^<NT-D-L+l8hs7wMgfj^cBtOI^5cvhB5?EXXOfUny5!xn$wJ?
z{ncc1n$4tuPb@FF0sJb4jdWrqcATH$2DP;qnCWsO5}SIDTE@|%N4kbJep#`K^=Tz4
zO&r*S>0)B!ZYHI7j72-D_r-MDZO*52XhfQ$q*&+(%~Zbdtm5?+4=-x~ak{#FH^Mez
z5Vto1HUlRO#c@vQS|?s2r5;{pj!RXw)P=%_l6O|<&BqkT{69RF?X}eMJLK1+YHi`z
zEhF>p)%>B1A;~pD9}#JBy2oRuOCdPJGT>6?sFj|FEHP5$ykViqN8qceBS{2uJYyw}
zDm_m}(d_hTr%S9}DZonWwM}DIducw-$rMZo!uI_ugw(XL7L_IC%%!Abk~7|}l}B`&
zxL&1bxz9vnXs*Wk5aR{gZx!@khIC0Z?JH}!SCnKEUpZ+&E#wZY18!cYk<EQAp!xCX
z5WU2{VSl^qE8V8Fx$`*5URFkoaQusg`SHo5c%|L*;fJ`*Jzgb4xyKw6+M3fMkfph9
zm2XyXa=V##x;~YC45s$RCXH0?%HqCq)^wd4Qr6^;Oaj>ig>rgVzxeX>>E08bL=qM%
zc~Q-HABK`SwGT3Q+2A=Pfar7HrmN*gZVrbtcQf@r2<rM3z&4W`g~sjBF*vI_Kg3@Y
z_<mn3TstV_$0c>zq{S|Q(xqu8QOc2#OcLHoe$%N~TFD6*d<+r!3g=ak)jYSGRCInF
z_~l`Aix#hLU~|>epXO`QwBHeFTBJ!WrR*{n`>I>!{Hx}R%>u(vnrSQpAv}Z?nA#VJ
z^!>BKmn9dYMo$&2Y9?^h!PKUGfFzW@z^&>|I#bMm{Gq|GmGqB_{wvXCRhHqVMB~el
z4F3Qs^i2=rzMDKdb!%6KU++e_6{jlP<Y}j>J(F^bVDcyg?#Zr8Nb%=}b)pv6Q;lVA
zc1XY)>0+EpKXk%CJFhf2vGXF%?kURKxfKXu<(<KY)KUgjUBHq(sMLCNEaYdJP2BNJ
z47kbQd(!V506O=e2a}pWC;;=w&!C_N?xYGV0-kBSgHFgC(j59z0davyI6Ts1=ADt=
zfDW~lui9Q-=+{tb@_Ba-n^mh+kb2Nnao-fT3)uOb{3h`-UCS-yxwt(`a!IQ5{65y~
z<4JzWaT62ECUOORJLUJ!;AxE(bGR!5*ow+fxoStvPyM^3O&Et&xP^e>WHr%fKNEaQ
zVF_#Wj{X2~ydIyGdo|XBr(Z5EY~yd28O3rJ{{RX!YoP0GG`8W6O0OgN)GlNW%*KP_
z<o7zAy@Xm$e$a4s=Zfk)cc-?k;K@V8RpMVWZ{bhSJOie9dgsqYGfcm6oOG!?eP^p*
z_)6v-Bm;E)N45_Ys%@(hlDXl(5B1w^E5#A-kzrS2jnBP(DGagP#<D`l;ea8K=DuCi
z{u_9S?!dUPkvS|_XF0D&@HUC7uZRu2^Ils=ZU+v(D}Hq<T)GZS^=(PaI!)W>1!7~K
z{VU}=Jp}lR#Io+VbZMtyy93s~t<*v`nRvwK7Vbas+WA{bn^c2bmh#l0jw^;ZZa<2u
zS3wqfTYM$dZQ$}E)D}evkQf2m>0L*{{{Rf?J{q#ST~A?WbF&AwYn8Y7r>$Gu?!MFG
zmH@vl#yS2~(Aa!n(<DR}nso36ILfIb^))eZ>Nz%gSRg3?^WK_E1GNDozZK5u{xs0F
zE5T`JaP2b=6oJRrn&!SHc*gHX^6WJ0fdtsyB%}@pwQB5)?#KAU;mmsF<LVl0t#5Sv
zvg3kl&vkzXYZ@xWd3$ZWA{&duPv&c+@K?pOyMOHe01y?79wWKV0s7adz-{ks^ADGG
zZ79bFa3ZsCO<fI5o>$<{9$eV!5ZPWin#N`dj>qmA_E5$|S3{L?kzYG_$4p%}#t)>~
z7ArgNRZ;g%eF3A#BwAIf$(_p>2R}+w-Lxs{U%}()NO>3?Xc-Ihb@rqOc56!zXW!f;
zahRn0#Ee(ZI{d%cUlrDALFB0)jeQTOTluK0fk{>w$*-P%Ef2E%Ly5pS+Zj0NMD{Ho
zM_EiJvVu|kajE?(&=><1kKwC`?)*7pDrW*E9Q`X?oD5MCS`3^~lSsLzVweCldx|mI
zkPc`7>(-M3l=bF<MJoly5XHe<V!UtS-Q&H~dU;?&^RqSVtlLz%UV}KVo4id9wW|2i
z>iujkB#slc0aJtiaam3mIw(rc<w@kW(_yqpA`wWug1zd!&b4`abfzgvh3VR^#o^6=
z#J7m8rnS1S0gh_!t)e%BC4gT?=B%A?I#(pH_jf(W<0U&&Y^|y5&8X?{+f8nz<LcwR
zb>1JmO+!JF(%KEKse@jBF}J(DCfDSN$iO{8uSD>kobV*kkU=rzGW0d))m*Z%>er<j
zcyyc8cZM`QOG?#kuL1{!*oR+A_2tHQV++&@^4|ejYj*x6zI*WI%#YoM>DIkW0>B^4
zSFMJA>GAlli$TMtPg*n000Ye*O6x}`xj4l}WsO`RKQZZ2<df5isP>!g)>b?LR0WZO
zrk5C{QG@M4Z)yNSYDiC7XIhdj^ngjfhN3NsmVErR7BfHwc%!8l6uI`MAQ_<brQMFy
zqn@-d8I0G?pBQ0TJX0IbFy5=M4Exv7j0JrC@s`HY+r-v0ymDq{+~kvtb5lQon$gmt
zV|*L-eJ5Xv(m>9)N*4fh&MGg8!VMcvvC^$1ahW{E!S^Tn)%3iQ>sYpJA{f}k5G0T@
zjw_4twzGGu-wS)VRbDgKy>QTyz0Y?SNzExHOYr-{5O}j(k~@}i6%Rg@(rVudbzLs*
zM$>~!7ggF$bNE+P@LJ9|^f|8ll~)b7b~(p2>8~EcxVg(3>XcNsJZV*NmWRult*)yb
z{hV6Gl#meNRN(W-ucdr1BQ}X@tebX56dztHOU)L`P<3mV5<;gSvV)4#w~9DWMuQ5Y
z01CLIm5~#w<)b7Anov8?N2N5A+Nl`|-6^Ge)13UH)_`z1G}sB!j!gt+lr1H26C#uz
zc%&Gm#Q+5Q(|h%$KGfU-XaU3wan_lfaZUn`I#K`!98+9mVAIEXhDKx{sK`BOHZ+Dj
zXi#JxI#d@0)+RBsr~{g`#axZSu~g=0Ryj<B?8hRrdKQiY#n-m_e}wMlH&`>}Lw|VJ
ziRjxTie{2+hd+1JSFC(fi*JOys9+`?+n0>v@vkPbis9|8i>!MKV{(y@Jq>4B>2uh?
zS=9HApTf7+b~lW$K^c+0>q+ZfdfC`&mXbE3XpJ@wJdS^rd5z3w8^(zPmOpoAU(&AH
zYFCys2ez6;lc5ii2j^aUzUR<=SxfkDQ?PFfXs;$7>f!)YfQ51WYSp)d=Uq6qk*L3#
z8-Pt?LE~%9zv(vcO6oC^qo2~cZ5PJ6X@IT7VjT6`S*Gq`T8<_wxms&47+G4YEUP1Q
z;~(Kw41O)L#PTngTlg{m0M@PhZC^~gkjoaL@%-O)&mXC)Qr#$<&s|;+syI`F{c2_C
zb1Ic$ttgbNZ#-2j1=`jq$Q&s>e@dY)r{dx!!a)wv_eMX$uFHR?%PF4gT^auDZI93z
zrFY_u8qNt~j!7n&hYZ=QWhc=QO*y}W<L^^ey}3WyS2#n|2I8^2MQsL`_IY7(BCzCU
zpM9u3%+B#Fgp=~}NUS|V=I2tDJ9kcF;{v;=Q+u<g6)8rVgaXRh@2^CGLaQDDuIED2
ztnH^?HZQaW9H=?Pb9#JgL~%LUj^J`Da>r0zBJp0_8J&LiYAemR?wz!7v4smSiJe{N
zf^_+uNojZXXP9TpWBw+&ja$Pyj*S_bUSS9Csji|g71>-O%Xe?FfyP0rT7~pi`e`=u
zt;9#HE!ME-R`-lyQoR<GwMRLi>eJ0(J&QABsl?dMDi^xB(*FSC;H}cXO~*C6f22)e
zqRlRy8UV|eQ`e_z-~^2!D>JZfbJDBL9hiS-Qf@-(*HK7Jv4I<U3g<5FCb^6j0IHm1
zcdPoOffU97$sKByrIgdSiWkW|ob<0kf?T&}nVHsdsHwwZ#-DF1koNGhvW(`hi<`ri
zxXX`B)UiP>nq6d>eBHSLPZZBK5oXd$Ff7FUqLocqG+?6}qK}s)^}vk~7e94#nx}PV
zb!8!jQV@g4t!+N$9X??^qj+)KwOQA1Aipr1Xj!*)<0hOZZ4P`zK4)}g+1w!qbeSu_
z71elV_29o)QG)J2dbowzZ+_~?RQ3n8bb1VMUR`41a{>-`4%Ln>mC@*6u{`u#BzD^N
zw{deP*{l`WfZ9xBIi_g-5d!Kd^*OdFIVi`IT3#5`blpDML?sS7NZ4j-(YU&_v$1_v
z<TRN%jY<BM=11I(p}CamN*}s{u{N=9r&s{HKt#VH540?H_~iyUuPxUu7gM@#v&FRr
zSC2~CxR+D$joB9QjjQ)maa$w8a%g&MTrSzC$Icji+SU+p_ocbL7YZ@uoA;UJx7rMf
zO2GTruHro^jjYnb-bhAw2a#PR_0tQ+mLasB8n9%ZTO0Mfi9tE%BO<*jRXO8kabmFY
zpw(D)Htg)R3+pD9D<{~8=6-2B&Qub>j@j>87G6G^$d=h{)lx*mZC?1M=~tF;NgK;=
zyp{yBS3PCR(Dbl4xzvN^)s<DQr){WaW*r7iNhO8qA!#k-Rq9!R71e4Q{+$iWOKB2h
zjxd9*V_x`*?)C(VMIK&qM%-q(qbB+t(3MuSiDO06?3+iqxw{f&e&8Op4w<6{k*;+h
z>2JH`#&T&U@dUD@QNaSLuN!gJrMU40?B*C}MU7LCHi|DK%%w`Qzb{hV)}5zV-bn!9
zNgm+rdQ}^L5JRQLusy6(EN`9Ub5ZId3&>vZ-IFFbPg7Wi882n>VvMu&+B?<Lk2BO&
zDM#5^y-PkO@fY^SsFT{q<$#+&0=YRZ0K4BLWVmeO*1FZUT@QJ^XvF&oR5&=UGHZvq
zxMHiBBx8&Ywd&zxXQA@g`n;=>C$;F_FR;_}%TOD5AO=8sR^88xd_OD1@=b!g2=`zg
z*06jB;44+p#QKDVB%E-rc^`qRvwSx2y`#L^mY~cxWNdDKop;*LW60-SNVOjlcuP*c
z6AOGa_}s|E)<2A2N7uBN-$)RoiI#oM$ragK*!WHeqk!0#j0_}_uipIYC&d~)vgtC7
zCdMdbU<r|%jkGwLMoV+ZG^d8v{{Z*nbZgWvHNKZYE(68#BOLuJp18A;E27CF%ts6(
z=lNFdojfu`6vgwX%WgH};;HI=Zc&JhNOCi&wAXb4R@%bhrI8LxHEzwV_=?^b%Lw`V
z#Gn4Pae72j$9){pw%ncA72n_KmY24X&2w=!<{v7iNAj*aIO>ftaHUFiaXHoTR=4)Q
zFCnsc$9k2u{dC<0XTT?w^sNbW^^VrwTT5qSoNgfIw2qGnoe*v_GGv@|u18XGb}^M|
z32bFuYu9%$tPH1k?mN~ltZuGRf6%~uV|IGia5QUJrxE!Lypfh9(&{=bugT|4u~Vj7
z6%mZDc11e$;`B!mWu*x%cU(eMm!2wnZ88YsmUtjCHb08CFYfexI5I5FB&B%6WLGVF
z;(27Udq|VZ1pVb0HBpS*j_6LcNZu;OPP6tw6D;fYc?td+!j3D*$^b*a$BJD>GjiiB
z(lG0jRnk_DbdFN$srNw5dlZ$ao^^Zse|YFL%NxnAJiBPfeCIteUEP?}XR$W($dS76
z86PCqDdFvKY4@S#jJ!|s^T8G9lHcgjK@`f2+qv3@Cb+6D?Cix<n@Mt<)zyW}k%YRH
zqf_@=J!?7}NMX6y9LW7P<2Bc69wO5t7;94_CqPYPFN`3!b0w~m7UR^nKhm)FeVG)c
zTb9v*M_9DDlFkUCvOh88g{;YZKRj|O@T-nXaf-dI_@?twNcIJX*#&dcUfs_5l6PbE
zBDUqzMtWF!b)0Q22{pYdL$uN+adPtB1tnAtGx^qkg)QwhANdMg6@@w|r(DKb+C^|O
z!;JG;ejVNRsV#(o8IK#Qx{Gd`JPdsqP_Cawbhmm=n-u>5=&~ZF?1K2IHJhld^u!kL
zADE+(pmSK)ay68US(1G5*QG}b>eJgxvfeo&Vg1pNKPrgQce`TuVRpKiu+R3XLFC9<
zx(H0Rn_K2d2TH}#SM1u1PU;39<^*TGcN(+W>N7yLL3fZdQHhnEmdB-*O~x%WGQ$4=
zQ<HE>n6VVGSYGNkepHP9XJXweuhO)nx3EJr(JZ8T3YJ^FKT1ZCt|OJn#sC===E`kL
zL{&^wd76xMF+brIhwQs#lzF4?Z9B74*=g1qd=d+k5x5x!PX7R%UtMA;BuBOZG0Scl
z&2hT+p>?ZjG9Q_dIt5-aRR_<wse4+E(so02%lk>-WVVbFrzHB<3T~L+DOCxB#@g#G
zwDh@21;mB{w<<{M?Of~GuAhFg%tJ@Jj(XRng^G%5<{5=G7amu0UK`uF0<oSzK;V`&
zt)!dFtw9!9Wo3Vt?;KPba@y(+3B+-z=O(=iMuSL8Xyh{}+1G)Z<f}eeSm~WuDl1E~
z2>5adZe&^6mjjG3HMOT`;=<frI=`0?Jg~+^M|<MED%Mv^D4I)*<18{O6IJm&?fs;d
z^M2__;4c-5Qop>;XhOYR60$4m-X(k6vu|k-TYTW-u4|d`GQ1EX`I2m7^8?t`y(yh0
zdAz2VVI8n4KNRW*Ri54pbPD_iO|{uVlIOY}E^3uNL>~^KiM&vfv00KaovqWodj_$r
z+Fvq2m;V4`RXkt}R~z7u4_J75RlJ$}`-#UX&@cJTb~@$OlN|Q#b#D$?K?tB%xecs*
zthJN5YU9Lq_BvOSX?qRJ#y(<5$*c=c7V8ns9nPx^X=cawdrv3yt2%ss7!Q9cg-K>|
ztqFYb>OCs#7g`(NL1bVqU|hzoas_ITxlzdcPuH$z(BWlbu(`tl>0C{Mc{*%zTIUiE
zpPrT9{7&%&v^rbZM`;0h6Bt|_zol?`ecIUgeV_^*q~x6R_O3ij(DX9J`@pi*=d*bX
zVOjbU*0=4gf@#k^_0Bx*Lg$LZ(`Sezk(d>hLCHK3U9OYiT|QkDU0>Wyx3I}L{cFo@
zx1sJ<nuo-UJu+QAFAPQ!V#hAD<1P5q<V_{F*^$xt=DO=22Wbfl%WJ4@^AxBKKg8EJ
z9Cvmzy}g}`vY4dFkY^3ePqdoY<y9$3>G+)1p=K^Fw%=NWW1JAUtPAfBL}w`jx2fDP
z1$Uaxv2k&K9CPW6lMG`EpXpKFYBrWqua#|?oiQT1=LZ#}F*O$Bof>slyp9Sl3F@l@
z-dZc{PvcTWE}i1<66g}{g7#%2w1l7MTmJytw~%?TKnB(%<2(<-poZqysW+DEBQfd+
zO6`s&+n#+~tC?O1)YASqYxdFseHu+4elh(kw$lDO=$9Bv`*|U3^*~6kI(t73ODJ}M
z_G6F<>qW+e;d}dGC9}x`jxch6t!%LoX9Tj!t7LnHkHpUk>P{n%QS$wm0sU*LgHVQO
zl3RP2WJmkIFt3u|!i)BRmbWLKhouvb5$PLZYq`}E?v<3)MyzGAjPO;Vyicz@#wu8<
zlj^OSm0g)LoO>GiTSM``h;*$o<<jPPB_|5amjjP_=rnJR+O4yM)oqe!#|IxN{RLgj
z9XUnWpG0RpP7N+|{8hr}UlMd(e%MJ3!a*l=m9dY`x`?$qJBasN-9;hp5rL?37bLqH
zig0>THzuHlOrUR{{`si`uI@=SS0s>hr*dj2=2s20jw#67k2xN^Q@B`h;B(TDo;abl
zlZ?`591dxSa4bd-N^31CC%q^nr63#0IW(#>!0*<K<Z>y>Kw1F}F_k&tz4p@?0zN{i
zBy|ItlRor=gOk>kkjnQqzHPLSw;pOTAE6kpH?a6Yr`q06B-fHOQZYMM-|??e<eZPz
zg-m4Nb3}se9%*y%gHK{w-uh_rI1WF=)@%GG)RA^Us6^@xM&K*gSwnTEtYJ<?M<RQT
z$($#IejUf4Y7%NU7XnMCPzW6Xr196o#PMXN;cf~_i_@Sr-t7dE2iBNW5(v)&6?Rr8
z?C`sf3CU$_mO74-WQ90cBL_dFW-ghp*gC_Z$$SvE2tgoM(9aS|yIDc{jMI`Blwo3w
zdxZkC<#*7gd8dN>4|cbMR@WmkUS}Z4YtvP6f)C0&Q?}%F?TSLYV?0&GTX4AS=cu6I
z4k<8LeeRUT$nTn~=uL>Ghs;n5Z2;%%UKjDxO)%<qdWQjAD*N$@_g0tZ3>UU5!Tvnm
zJL<Mpz~vEl5uag6$y&uGdY{9&jmLuQ+r9w)Ro3I4YmoSGqAvv46;h$pH$OpLc1!b3
z4nmR79VvPNMhFy?$sLS}VOA!WJ-bjzKS}@zAY&P%9Q72v1tC1~Kp{>@JZ7r3uo+<t
zU>?6Ht6bv;r38RE&MIBOT@{2|2g<0Y)F`hZ_`|5%!Kv85>*jPX^y0mhm<GpFjGim!
zUx?FxY53kwOGgk;6?x=TPF%6OJ8&>{Dz73fD#puN)=_OEWQjm${4271->~VIqRwEu
za;RIabDkNBYfH9}!12c-l_zhtJ6o0~mMcql+UmfNd*-|v(!B0{MR;?)^gSQp;$BVR
z=&o+&FC?C#yMgimxyh_Q48bkFiD;4q1SrnYirvD4k>0(GC&6>%EBtH*DMJp_ojTB<
zX1dG=XEcYcIErp5fa+<*IAhkBPsm%YJ5vDx=BJ3~H3Uo?ZrhJ)o-A`n1e^G3KAkFA
zPBBq~K!oO$0u30+$)(Qfpb9gZD5Sv*YVj|Q(Ek9Z=(94jMmS<VroFV1D}wm1qCTzQ
z+2n>j_ZHte;P$ANs>YCZXDi|R1+nohjFxPI31Guzf#)K)Ux^w+>H6DD(#GClCkjUu
zwWaFId8b;-W~`SGL{<K7gc{G)yghfXTD9MtUO;|w#=N**oUG5FRPPRC`X00Jz9o;r
zi6RUMSbtjX%J4D)z^@tjS>k5X-1vV{VT}Iho`d}6y^$Dz0qfh`SEilyJSy;NS0oBJ
z;+zIg0)c`#qXbnLfi#)tr6JF)E=?B!F_V)(A&w{@=hlpmN_QCWKopsz!Nnl@QE;%P
zlbUvTq!b8lG2Wa2$67;*L(_@|h0Qk{=QQu9T4SBL%}Zk(anC(!GlA6PQYkBwk&fWh
zGDxy6>=i{BC#6KB-hi*LvdlojvWlgBJT|uB<|@F9<JPf!MdFK14#-_?SrLW@%n8kT
zKD*;>Q^i+N*y-@dil>6SaZxEKtFxk=2}rx+KNLxSCElMM)Lu*EDit3sdH#<(*u2W&
zB#jPnxOJ|9yfz`Qy1l#q09?IQpOai{V&BZ1yEI^O2d!e}s;eW_r5R!MXI-P}HrCqw
zH&ShA+p3YAS9vrVKDT1#8vwz%EgNCKO7aw$CE8($*bbx$*0I*EEMIlB?-2g(O>)jH
zXnPQftraLcGqZ!i`fSPj=9&Uq<<3qAy*K_9;ht9eE}<EWdyny~i%%BnFsqriTn6mK
zRm~T~cJ?t`OE8tCmpD~CEoPOsEyEEVnKZrtzKMZL$V!f+xC8mrOW_^sF6~hRuTUE!
z`PHbrUuO2ED~nkeZpm%^e@c>H73i>7$hP`-?-+gNKmBUPZf*OfbNbfL@+w^E9v;%H
zBYE0ct~1WukZYXPZtUjNBYSvEad0r*>g>KMn&Zoh?2r(rkB}O{@h+exlme)(-@=0!
zt*FzJe(?RLu#M%pf5e)^5JLsEgb1=@lDIjntvLj8eWG)jSp34BZ=l^przWW@0*%lf
zwWkzNT_w6A?2wVYjdV^*3y~3nqs=#3rp4_EZBtV7t|KNP$;jfnh*!fCD+LO&&D?gV
zF8nFx=xX*dA$ZdzM^>&X8*9r;cAf2C3f*>^<W5Iiy_O;Sva?4`s(2=1zJ8Z4nmUwY
zSdm)lb`!4XOl}V&I2Cr^#Mfctjb2EwG0sM7p@&t7Z5PNS-O#mTImf8IrCNUM*D^Va
zje7Af(H+a6#^hdxsa@Q|e{$ek#}s{YkPd0uyaqYm_RN0kC#`dn%M_OKJd!#;s0Oy9
z3$tpf6zTIo%+_R8yJS)r4&dgmS*i^$&1YngoB*P;tZg3Z>>ZnzJnlHH*1CZg?8_J+
z9&ycjE?lv(;lWC+M=3IsY0}MVE_~uxw$Ya6wCwbG>?Bz(ErhX1ycam;oBge9Hbot|
z${h1as%m#SlO|^|#Dj$fv2twFm8YR<??<tRPFW^)5;q}NkSevD!oWnTs=>Mz6;{ID
z_f)xSc%^2*&(3(O&*Ax^wqq^QdCB}6v;Ao&ZOvm9voW>gU$nf0e(|}=RUJ0%)?71j
z-nB)8%M1C^6l`E*R%h8_(`Uq_xFaKq-VIJXtmAQ>9<rL)?mRbhWd+ER^bLqIIpEhv
z{hz6LxS3dseL6FR?ef=~>BSx*@??zsqP+`F*6*%ix6*XvC7FI~`d6J&2~N>RuU&J~
zRinAq_<qLQN`;});%9TiOx=xI)T2vV84dj0xZ|8=ta;Jsx*;+;d4Y0OSQDD#t{(pY
z#s2`km^2oVoMetobIHy!_qIHWcb#5&GltaTU$)4IfmEI<{r>=mqmRO-XL!V&c_TH`
zU1)YT77|SgG^JPX%6ZSQHO5bI{i1%&Jf#tc!90PA)|E%iq3%unW}hr}M<Hz+J=Aaq
z*cpH<Yi?l;mC?5s0%TFud8glLR@Sz%pEGoz{Hz8tDwctH4YS-wJ-W(WPSQt1UX!%q
zc@dPbl~Y?6m4g7l_32kq39cegjI2TXx#qMq8_hD~O_6Uc)J%)=k%3fTxQSdeBVz-S
zN$p${i%j}T7{6^B#TpBw+S!F`%Z;u^KvSGmR<xS-cQ6woukkRz#Yd=K!#s#bEIO0k
zt}lpE9WrZFfGaZKFsQRFxxrkX*TZnNiMhVJNXKPX&1GF`mf95TEC`jG_}jHmlJ03B
z+V0*^KDCp+OUd?ILKv@O-nyt#a(bRFHxl6&c1^C|Sn9w|k278o^Jh4y?JXv-vP;>a
z+)2b(8LL))64#{j9UzShc5G)J)z|1A1iI8<kNZmUNTXK3RRoXHy{b{=*!fD+=6uY*
zqj-Z+eNHJZ=eCZ@I6-jkpq>Xz)<&uE2HN7{drNx)_WSZ2za)d}j+NNO@Q+54IRyHI
z^0^rRvFTfId^zy6c1sw87)%yt0Ou9a&#uQc(>%*s_=66mrdioTYGQbKET=w|9+~5N
zr!rdVJB)6jA|76IUYBp+PYOYAB0{0&&vTqo$>Dt-$`z2?t4|JGZcOn?Q|8doGsU%i
zNZMVPR^BMvJyZdl`qdvXt*#3^s{UZl%H1p2b>9l<T8@+br45*tcN~->gI+_b_-^k`
zyopI3WTPy-cGeXrDv>&H_^DB-nl-I%<cSh!C&B0x*6e;RzF-47VF%0d*AEP>ZzDw^
z<xVS7+zHoupOkg47Og2kpKFK2(ZojbI;8QYsE8xnn={4~RlPUH7f*EGX^~Ww#^5_v
zHMDwV(yUP|t#C&{oMw~zEoQw-Xn|KJ3>(t9oI0C2IA<F*siUZPg7K!`73;S=V>Mdi
zP}MaXEz-!$sBm!H(^o|h>k!&qNwPORL9UwX!{<kiMv8da+C}7&Gt!c#V&{gVB^4X9
zgjbM|&a78BEsWx=A@dltaG4cHWzBRk$75@ym?4%qt|V;W;*&wt^!qP1Ibl9yHqtw0
zl%r-`@qXo!IJxxcZf>_o{y=laII0(#e0p}Eo91}|^#;0s8s4wk;_{(Lz!?N$xi)L5
z=2<QqdJcqFeK|fu#l$Xpu{u2#D6a2BMl!*=WwDCyBJlascF0yn3^)TU1$nisjE=7p
z6<|TgHR-lKG8X!D5it_D139i5%I@+#9Aqk}u0tO8LnIe76_L9?AI_@7;hV!CjLHJA
z<mWZe-uTMJ*+iOfoagUgar#tqc(xN8tQKmx8P64i)8R9vTM)h56m<Up3ka`5$d4{N
z;Nr5iy&uTDm69@pKX=l!-(J=)HVa|osPF4kwOKWt#^QagkxnvqHlr%er@YQ~>Nt!;
z%P+Wf+$){4A7|I&-lT$Y#dLC9Z(K;YJ@Ht2%82eEyMb6LpS|y1h8AA+iO#9>QBvxS
zJDn0w?H`z`#{U2|8R}c`bXzA0bO~{Q5wnVP*VfmXd~%jAIt&~&W8O(`KAy*J*9W0B
zt)H~=Ja|buTJ9!}Oo82o;(cpqTU<n_>Wm9?#bRkuxyP2QLG7GZf2Qg%+S;U7v8l&H
zkVvj<RJG9d@KSNZ*(<ULUr~<P8c5|VdKM%KhDaxov*Zx%&&<`?L8xf@g|;Pm08dj)
zpI7ko3cCZ$%k7%xj1;#sc$r6d7<x8`bE!@l=JJGneGPSz*;!j!NMvhx_`xfJYc6ek
zTw64DR)Pg@;^=Fg)d)*+h|+F9dvjJwdh(+fMzwir?1}YhY!cm|Pu>7NRtt`PwZiLq
zb<)DK75&b5U~5_l9!U}jq}vl59(oFw#1ULcrhSs#!M8)Zc6qMcBza_MkHh;qNhfnU
z*2xylC5m&n^-^(~=<ST6&?2VR?VdASwu>~lLGsAJ;0Eno1b%nPCG6%UQ<Vd~EKD1g
zgkfq&+1f%_>9<$<gF>+%Gp^y#ROzFvch4Q=$P!1+8Td7Lc-Ad87KYBud8A{^$6Dic
zJ!1D!X<4ERAUPy2CY>5GnVoEW;OuK_9wBW$DJ<>cjBdsqaBDk6)9>|L;eYmbF`&Z{
z)YKXkfWQ6a>abNOB-f_s6DEgeB%)Y+mH?_YGDUi{aQ@Fz#l&Kq*~4Bm&3e(<oABy$
zv_|;+>hkHHD%9<k{yQlNQ{{z_kk}r_>s?ED=S`M(Hi8tHhyZK{oYt}NGD0&w@C>6Y
zP-43d9%p-;9DW<|N863fzMd9w%LZ-@YQ>}YvgLl$Brw5poRg3^tvG%o3)vnBCi3<U
zT#S~dUHI-LgD4(y2hFs9N~;R`o^j(_d%IcIYo`Wj1_%$k6*iXepA49UJLTQGe_T>{
zm77$7uS#Qk<N|qKDyN37B8JlCC1w&H6?4I_KN6j;dUzRf%~-Qxr{3Ji!rn5(a!Bo3
z)>^KiH1XJZ<V6|zhgzkk>XO;Jg?CvT-~nAc9u$S_BDrUlIoR%YLQa1HUR>R`J=&FY
z_k@pGy@6zsHI7)&<8INKw{_xs^w7+@bSvhQ^MWz9wd}MTc(mn?$f=Z^v6rd*>jrH%
zQ?kCBHq9&yK46{eD_c{Q%8f<X(a?NC`n9-uW3@MN;1c0~okghXmWN(zSuE|ES!4Uk
z7Xae1ZV{x9%Cytuv|Rl1ZRhz_KkTcB^#T5|!5`~(oY5;iil;&?-sbfF71C|tj!T`w
zS38MAk@{5@@Wz=UOwh{P$@v3S6DF=Mnj3Q^z+OIJaaQKhyhErekdfOEKfDEJ7}QT$
z8n1PHMLkEu`fZi0L2kc%-A7ujK9dfWZxrm}LPy=jL9OW8y@V)kM)D8dQ<|iUsa-5(
z+&12Uk80>qlj>Am_hET_(p)23qQ+P7to!@h+t(JS=E=rKH7>Dv0>UFi#m0HXRnX(z
zGtF@;ji-V#YqFeNBXfrtSK7Wvoo0vjEe;*CsGPX@)t4f+F8nK`YRF8mMQs}qvP2`l
z(yQqfR@28M%<Cd!xxvj@O=>t@Y^1eO2yk~24MWB>anA;%?3K=QQ}|_Z70^u=Qi^<x
zl@bLb^{nfC8^&53tRiW^P*2L`tG~B8G*^u@S1%K{-Xk@C$cj+&L9DYb56VgZ02(8W
zxtq({+~9QIiQX^LCGw|`x{vwlpW|D$za8}$ZZ_Q7M<VwjK*#A<?&7n(fi0!Bf=+pp
z19d+0!MX;Ypj>KGK(F!;21f@RS5-RdNW#7XRMKVJUyYh<#x)kwi5a=tr2ha)?(BSd
zp<fu{7pWYq236P$8u^CaYinjM2FVM2qZ#X3dY^;!g||&k2_tCaK_S|}F#T(#Jq{|g
zr59v<R|U*7=g6KJasAf>)1FpI04j0oiunge)%;CkKiX_=E{@ZZ0}>D6T||Esyki~D
zn<P>+Ytalwjm%tTx*tpzJ$AR{PBJe}mGfBm+2U>F%Bl!C3+3YiwCz4UYJh`tV-uh`
zBq#=xM0?$jpcY?oPgw!uBlE8lA0O;NB<XB$KfV6|)~cuWfku=F^q-WTa>M*8lts+Z
z?#0G<Akbw&)raR^L#6z5(5`nS^`y4`>T~>sYsK+<!ZMXdnpnZ^VsG%I#;$rtnUPIt
zL}PI^!#~9z2_#|HQ)7<X4LTo*z7)N6jWrB0?&?6QLQ-dPk_KJlp{MTSBNfd50K#3M
zEPQIvU~`Sb{Af=Y=tVL$TW~!$5AmsJe8)yuj-Bbdhhc+QPvWf+V-o)WYTJzR0Ac<$
zDr>rZ#Gpf|+b|<MxF6P$M&QDXk|+drBC=Ohu}l}fw+h?>WmElX%H7+q32_0>M)Oyi
zWW5W!s4eYP1=6Yc=eG;%<}E0=SqW&Sh1b+b4JN@hS!UzXniwd@TA_2P*+M{;_T5f7
z%!7~Cx$EDE-WRYgl3#g_zucv9?#_<;P=?0Yrkj8|dYbv$Uz$%Ed__w;aPlVb3Bfo}
zdHpM-@dw09{buw<q3M#%0R;hdCzIc$b>9vA3Vb~i>i6I_qji=le}Ep}tuo$+ccxfJ
zrfIg;F$^q72kBQ-U}Bi1v6^_v=BSI@Q}v_*lzV|e#xqO=B7wo6^vwgFv;e0aJJKEq
z;(}2QPYv3TGkz3az{dy3^`v3|&uVKN@PrSgXJ6{}I&zl0xl{@=MMKnaO_jV)t3{#c
zmp6|nR@;ToxUZfpVY$|I`6WqDn<ExybAgVdt#sZr@pE{mSpLnjaMl?BlD+D}+3ET|
zl$KHk`&;yN><><BpA%6iSoU)266U#b%k4JSb45In$ce(RBZFCy+Qj<Zp&;BzBaOv-
zR(;W$%Wb8+-e;NDo!x8Fybs}owuU>qrOc+hSjEa`uZyUtQ+MijHjw!+BJ=@A6=Zay
z9jQkZ^fY0~8y_Jjd0bjRIT)qwN#3;}Q$RG*XkU5&aVOG|c>2)UG^^5p0iVXDi@irr
zhxn)gWf{dsQpwa*Z9s$o_vuTJ2NZ*)86K3tI?>S5iU<VI!3cS%ZY`s@ws<80qmXT2
zJt}HxRwHO!9<?l_&!6PdE&LVZTc|G9PwcCbcE|?^PCxqfDn>M&_tD*bqfc{?fa5jm
zz9;bYw}`Y$iz|dvE1?L)bUwA=(akr7^qZY8SJLE{%aDklj1kRp)}zg;JzO3l&y|!l
zTOCbh{@%3<6iRZcI{yHkE7krUd_sp`wp%OgLwy>B8{6*+;dE_c!&1|KvnED~hDi*4
zdQ)|u3|LuOrS_e8!u@bp%RG;*WlprB?IWiVg^g8sp8l<c%MYhLYE8qYd9MZVr^LN}
z&SP(=+ev!@a9j>WdQFFqbUWDhJgsj1)%gCE)9vE+JbB@#30Uj{24Vr})|aPoipjOr
zwCk~$E|C3CTD#_CWlELyG`+I9lY?89bCZ!sM>Sn!&vW#t41fyNO+A4kY~!iLFHzQ@
z^HlW|d84j*9Vq4zE)F_UWDc~$AnTfAPuBvPk`7-oQVt0NkF6m)QzHlQs?9T!4%{f}
zO*77q8&+8NlbqynNz7?>Etbk051Y6(3p(T|Y`>>k=R8H?{Vzm7w|6E<8=#K3ja%aN
zs_Dfv%XUfGitjzEH#1mKoVp&Fd8^s!!QS%bHQEW<O?gJO@mS3*<)jMB9tx`i*0`&i
z-9uixEi|&rB%F{z#cXL_7qp3d-C%s*^3F8wYZ>BWO=@}+a82sbho@TV9w6Br&BW#{
z`57kyy69%pJQ!q<Op@F(;3yd)v+uR|^mt{mj^D^&*k4>%GkIfmc>~}4(ry{!n&O0N
z;w5*n=<>pxbsv4HPpMwL%-&~}Dd9I@8iM}-!uRiI_R#>2*bkYAuHVBx1eaCQ?H>He
z902E@4R<=`hb8WTHj!@&eUW3peDj*_jR#NRINl~QT&IS?B)V#Cg%#0;cv`R~u$IiM
zkhj_oaB+&waW$l~T0GAT@iA2ldWx1yC$(S$hh`Zjv#A#KJuD??tscioVWj9Xc}8oA
z0V9wf9M;U98`I)aA(4%{V?Q@Pop3S89ll?@rnW8hrc_wwF338CY*!UX$n|F)Wq3&3
zT_Z!c%1tcH-hujll|xsu(~N2?{Ope0oc@&AwY@OJf(v;I_uN4>e%r+s7SJC$%WHv<
zPCC|5g-&CZrAfhR%-Qbjv@J9|mS5>CxWo1O*B=Bo8l~gi2=_*(CyteKQNOwIF0Rb)
z@(;Q_t5!RR?X>Z2YP%2du<u>%s%y;UqeghDoXzNne%*6%3fi+DDLNplDQj}5l89VJ
zdK^)u`7m4wq{#!5p7rS#cXoQNoez@f9@F<&*Cd}Y>{PGyXmX`<mD2oCf2YV3$#zx$
z0A%xB3V8CwsD|di1@Dns(%6=i8(8g}<FMwlVYJidxOjDKE6H$pm;r-X^E;khTJ&eD
zj-%EO4tSbGc-%uO9)snoo-fhN7HKt^-5g_(ypv3}@VhPS(ptQ42{}?afmzp@o};A7
z=&VW);eJ7^+?1V*qMW9bCGt6`@7{Z6fSs|A!!?6)@_7spFPEGg^{%4w{{T<DfbX+d
z?g%(!80NA(MWe^1!vlS-9!Zoo2T@&^bd%8P#!A%eU`HIt3nNHVJprxsf-z+T&?xf`
zcLKRJLdJK70<6K3v~8PEhCebWRij{Wp0(9d?D8nXm0c08k#%(;n_-Da>rS=NVx8rQ
zt~SVnAhF=oiKuE5C+{Z_s`6A;WcrFc&9Q!RIc(IZ$kk0;wQYSamo$;!F~$Qg2AyZC
z$7eB~Xui_V&KtE*ib&Xnm0O?U#&KG97M9l*^G1R<9XGJ#RJGi4vueaM>K|;n-zwn=
z;ZXFbwOFGzW>#=^jt6?xmqI!`kX(;0c-x@J=AYslC>uljN0kI}Hz80A(u|a6bY3DZ
zRIOv5(%n3T496#tUAKi`zmnyyE$(B1KH+xiKU(2*s2sxbWED=;*Jy@$=17ne8T-TD
zrx89`T^(3f=Y`~Zo{wRmTWPzluWseOl275>NTzFA>=u4qoN<W1i)w#b<m0^7t?p#D
zNs2-b9P%q`N${iU7bfoVc78gwa8#Ev)Z%z((w99)p-uyR;(bdkg|~=cCO9YFu(j<d
zX}2u%Mh@eFvxODt(~Unsvttnvj)ac6t~o?n)zhWT%#9JrP*l`YljwF~Yx2H$t3=^-
z86I?0=%d=8n?#-)5q%Rb-+J$_yg6%Or7?C>DI}{OPSwQS8J+_Okd$BH&34eO%<PS8
zP=+EdaWi1MGCXjF*l~=n@m7qn$!{W~uPizPlUV1?wpE!UBn~$o)f#FS9&g$Vtjs;@
zvC`+&9%T%3!@ft*+=wi$M9w2s>z=e+O={Uoc^RE}Q`prA^qo^vg|8D18~vf0=yVT<
zn%<#qB@;scV~`*3XY;C#74;QN;p=0YY3ElFJWfM52nQytwY1Y}5&r;X!89_&xsjWt
zdUluK8LZ-Ki~IX`zl{Fvdg7xV7uD@`c@_)UrHbKkC(3?W?WIK~cy;kos{P}Tw($+!
z_PYuDa>B5##tt$V@m+Ixt5ERtDK?<iw^lCWi)<?|>T8#i;cl&QaV@$$O1p~*Kgp@>
zJ{9WL_pmL^!WeUt&P8>n7_){~lCjc{iryQ7<h*HjDIjed$iejKNiU8dy|yyVZ8QWD
zQZ{eAKPrP&_&XciM<tcoLx3CR?rL%H&s4p+&Gx4clCf+}p!#C1N+L<4dLI$#R{kEA
z@vYV=RaL(DB-b+k02Hn69yuhjnA(*n!Jh@V?Zq&BB$s#kPQQy>AD5ohyJg^Q0!=+_
zZzmTqD&bi{1Rumv%?s)pqm$EocXI)~hf207Y}~1yKvaJ!!n^T}<1<aDSX;=_90MAR
z*P;Ia!Uy3P?Aq2#sg4eOuyRl7OK0If3~9EZUI}DIIo&Vt{*|9PT12~^TXCgZ-)ZZp
ztil&_%xv6>&WzmYZWJFeTxSY1UZt)4HPN*%BI46iTVU;yt(<N4t-DVH=r&NpzEJLi
zX_OANjaWi@G<8s~I(nvg9j2^pu2$~aK^%y16^DA%7nhfpEvPKYXHG`Zitlc|8fZ7G
zi+hDa-!}3)*Bg1^JIx+>ptjT^W?of)y<Bp_Ut`pUZ8Y^pQ)<_DlPtFnmP5r$ajs8r
zOmkd2#24;@YKnM!TNATjFjo1oNOZkM7^Rw6fK_aLO=I;&wma!&boa5P4EBYfYgnXN
z5ar7@IHF62xVN3H6l5_ZmKp0=l4+Xc$QdF8FyIeLwQJ#D5KZOAk%$$#wt4<^{;Q^^
zJ#5DA@hDthMKJQ`ifJVS_?wD~!DEsM5$6c1cuaC@uaCivquNb-tlmaQ1R!Bt--a~w
z)HS=QHmQanSZ*2hs+1I9b3+vBRJuAXFT-<P7+gmww_rH{=DOK@ELPY@Z)v%^62Kb4
zvGJ~@rK?*;QQ{mfM@kpO+MV_4yw|T9ciEmR%#vHP+i}IpDfBva@am?Tt0Kb$qwnN`
zYO7iJdrnU>NtxgHlvXYKnXZA3`gs>TmL{oR#Rr-MbFj$yy4N(hT&|0yhp9a!Bdd>F
z(EyF3wveefz&$@oneMbrMn?sm3XY6=*BhtCVwHe)c*n7=DJ_+)WoRSJjozYCQFaMo
zV;N}O&UaR}dwZuVAMVR#PhKlN_Rr7LiFtOY8QLqPmflHpcX?$3So*2!ipSLw!Yw*C
zhDLdh-dgOTJyEVLInZhAW17<}t}Y{$t=MHdXRT6~%@gdAdCwxYbXn~!p5)IXDI?_q
zvp0RGQ7y?CJ8RUswa=Q5G^C=9>j`CWk;NLuKph8KyDUuC3K_C{=A+YYO_Pbdlr9D^
zM{4OTv}=87#mqM`qaI!}#d(z<Gtm0FGE^aUiFAE0`${%3Zebq`pyM^Z{u_cj5+O+8
zk-5u|aZl6qDJ&oT7WO#9kC-W?L16^)J<g!_4i6{^z^r7Qk20<zQk&%&r`TE~LK)qs
znR)pE0;1JyQvOjSb`P+9@0bkL+iiNyUA%}D6n`CH>l*ycGx-z9qd5Uj70(%2*qTtS
zDP0lX_+TxOxQ5BMAK~6IwauGZQr2-Sgc1l5)t2!VtsAy3r1`oACm5=*+<m(2HQa<T
z{vqDGX*)Ze^(oc%O;1yv(;n8=;hO236>bp^CbeH*eL@$tHcVm05!<LgTFq-{q47#v
zo<leQlf`sbc6SkKNn>*sETqTpBkf+aX~s(D%{sG-YUU=LX>iv#mURJnP<gFe7AF2j
z`#Z@XzzQQcHPG1jcFxuYmr8-J<j*14arxIzVLqV*QCq!@m8n0*agq5N=%-C1hOJpi
z>Tp_yr7}Vymri)qiQ*`TC-JIx7xT*+Y|^gWqF@IEj-N{P<8LgMuPm3gxKn|+bp2`_
zK1kx0N4nOn<W7N6O>JW~<kp9ch%p-8Hji-x>P8Bw!Tl=J>H59h(Yl7-Mut(!GMs1W
zUb#1lG`lty@~ck7{J9wvr(Lw2&8!l}lWYz_7ywY5t_z!~<5nIW)U76!<$;yog;1w8
zV@GDN`+Ra+&etGtHj(M=UW`0RBv(dOSawF_ET^VvA@Mex_Y=>0mg?i3>OTDqu#!Bk
z=S|ekj`y1;c;s!&2qOdOT=a7^cPi2D03M8bn)l|`?QZNINbRF|op7<^oL7u%mWw6)
z^1uR>ej*)fnrXcmwJGwn$J|SF%^Z=Bn;F0r)M!2+oo(7lZ=^{SeZo#FkhRrhisB*^
ze7rifbiir)fLLPN6pz)b&csvlJ-j`2Q%M^(zB0Rm_qR6bDk(oO7&xs9Ux<zNzm_tQ
zH)iI!txH3e&e;(z7FFs%HD23EonRMxR%Hj29+k<XN2T>zGFqOZn#cBvs>Sws5%5Zo
zGgc$Ho;G0CHv3dzer2ySws~Z~jOmu`zoATkGgmbWKM;MjQb?u^Asj1=3du#^bB3lC
z9M)2?)?Ldzn#(kk+FPrFLdFK~%o^vdb=xhCJ>BKQF6;#)(zk^*886}cSW_0xOAv9z
zQohhF<F#gwQjCb)pDcq<*(q+yr3fW!+-AMvWRUqbj2#d6#!YjYhODqh3r4#SMkBpn
zi%o-2l6#p-M3Ig$-nkt~5=pTPrGPlWuDUd06{O({MQS7}bqnxaju`c?LD4)QCMv&Z
zNaJpx@tWndEhM+^TRD%C1$Cw^Ls@l-&fTI!{yo4|)u{G~$xbcm&a%hD@>oF8L#HI_
zTkmdOMN+=f^vEVAeLm_pVc6~i@)Wv#pNVW?0WO$@Ilz4X09w(XUhy2EQX3?8U%Xs@
z_3M$ijw+-jbnbJ9!p3CXZ1NP4{{RvmDf4)CTMH%-+$dqo0;i>GUiiaWuthIus&Y3C
zyi^x{EL+=iF|$@7etcrEmGADIbmv~9wT?BUog2;h#A<Ps?@;)M#8>H~{e}K(c}O6h
zwI}w;S8|91C5hNYbGp6R)wNWLFP1(sJuABl7jsO;(WaEQBeT-R$Zsy32={QKsjlfS
zW>_NvEZe&6T&_69a-Lic7AU;OXbwp2TZhE2acLd2mf1vHAp@bVn$@KpB6*aksXk_5
zUVmtKe)%qw%u8t;ah?r!$>V!@8aN`;ZOm-Da!?XYa+<yU&F-BYmF`wJ#^fYbKMCC1
z+N|@+72ZF%8`iW{WZ;~4C)mYT<(|y+9Tp85MwV?;OMplRLIq~s{{X@zs7_*sO%alI
z{G@+{WLi9$z0|VLc2MIO>}uAQ`eu_XvCR;;eB?N+s$yH!8p8nw<eD}vei7)A%@y3Y
z#w%hs81s^8_kRhzJ$CCYw9`Wn9mypAl?B&`Wz`BpX%o3#2IHJpSEAYK_V=;f-`th9
zMCCKn@T}vF<@k<j`D&*dx2fhge+}%_<~I7mDT|Q|h<7z*MWUvq8(THZ5Xz0WEV#{k
z9;I=iPpCGabniAq7~Vj^{{T3zEb*Ku*T32pwy6wn*+3PoJZx%Dl^Dkc)NavLz8Kyl
zCT7$iF<_kk0Fzn6!FQ6uxh|l{Yy}-p>sy*WsxRY?#^H)6027+qw6U_Vx@oN=Yox(e
zEJgwRYNw0jm6|FUbY`yfI2Z7iv?gd_K{nBnRfiPD@Q$>g7L7ul{$Q^`vA=5@nc<EQ
zB)B-v;lQfq$>ElGuPzBe^DY{PjO>e!Q{3V0yf>{&awAB*zz#9IR-B#>@mvU9V07oA
zzaUn$dY{>32?Lc1cwyG8w~KXPuA=g0FTmvSLd9Iu`x@Gu;#hcs-C8@8mE#=&ZbeqN
zyzvzBl!8mP2r;!-@m(C+-1>B)TgfGp%v|jzv$U@gU)V`?d1tX>X5|}`TSBX9?BcD3
zj2|i|i%Rjm-jerWZlr-u4khG%6`I$6EYaX9^WIyde|d<_ce*c)FRi9ThU}=6<)Uoj
zx+~kOZxh?SzPz!aQSvfzSyjbGB*z6OspXnRm9BV=$DODoLAc*5_5EwE(Y_7|XAga=
zK_(a+A<lnV$Cto*jEg&Iw<1Utu^MKxB9p|v9Jvpf<77PK<bIWK#8aNPDd68keJ7^q
zmO4eGFj+we3ZtA1=Cswaa@j54oLA5GUlsLBP`_@3OOyAMWBJ#6ru<g${mr_y<gz57
za*faQt(@0Gj(B>PvFU^6<yd_wLtq^B^sXyQ_=lltQkY<$V{&rFx9#=23Bs_vfP=>@
zDXAkrV^MT9i?1Ddq$C5u&1K83SVrVE>?#NQRZ348=y0=dzl@dZigy>XpJSrjHx<Vq
z;*iLzkUI+E?!G2?e%>(4Gsy4vLW9rgSvS8HtRj_Sg33u4k4jv{#)R4E@&NcJtyQ?x
zt!&hNqUI#_EGx*hpC9;+>7DIiFxwM>fz5I^Hr^xEz`4BMB3zx!aY|B2YHLdiDKweu
zSKkpW;Jmno)-cHs$#URsuQ=3oJO2O}>n#*tCB6>wPH|LpZ2~*%Ynd****2Vh?BcX<
zN$~QEYX}5U%%gJ=mg)Zh*Q{z{BNTdcGXDU0)X{V;HrGeG636AbXKcjvJoKt7u{5c!
zB)Jz4lB>Aniiz)9?#>H&gsW@`-gDH|zYlm{`%d)48J62Q1KPa0^}VCAJw+Jdqj?PQ
zM~5F;)eX}#BBKI9?_TR`Zm>iUE&%CSS~iPqq{Jb%K&QF&t)MgBy72Tq)Q_IW;+=U~
z`VQKA(VS9s;*@b-mqX0}b4Pj)9Ma;c0GOhdkkA5<Tc;EcmXTW&;3xpeBc(nOjnvO-
zk|B)qK!RS?5zR|4YK)xF0uCwNsRln92sq$#Kn4vdUU{Sgj!igq%`ii8lS_gQc+CX!
zK_K_3V;aLCgWrn8@dt;k_1hyH=%v$?Vk>h#l-B@`oKbS3+L7~Di8O1?4_lba7SN*!
zARTJYgSC4}uO^25O|v=`^G_M#z4KAhY&9rMcXsJApHaxKDe<qu=lcxTI$>!70>TvQ
zSX84K9<3a8*Dc7cjn{_e+ih$vttUBYmy?740PCzT5Ud)Gps>RbjuLWT7+`9Sld5a_
zJ)$IggmL}rcO3iGtL=K%RJ^yloHe>H%OM>BJXZsuILhesDY|odi*aRkv7|aZ!^rWj
zS)w@n>9)Qk@m7o@j!UbCE^+hZ;8p0aExbJKb7_8(#c;=H9e>X?vikEqgm;&AQBMlt
zLk^_=bh(^gyk%Pt7Vl#+Uy2?fvPVEtQX3hOPc<@pT-GfmxBFd^yGVZGjB)sylf}|m
z-ovN7c5IOb4<^N@>QLxXT}69&5m6FiIKbtrRf<bQj$f)NY+KYmFSWE1G&Vt|?2XU$
zq|<&gTbqQBRIq5Wx!eU~$7$g^q4u6oCnOQprJqjGwS76{j?k!2xY+yDeRIgK?EdDZ
z-^K#hC;L9Y&2Faz)^*3lt!itzQqsi|J-;b&(EfFSZKvDW*^(T=0d1|3&22V|VRfez
zu#n3#p=^$(hlza+<CfD~n3o?Dyhr5A9nIG7F-Qv@ep<=Xb=^$vchzp1M?8YZr=@Gy
zX&PaQX)fJknk@0&wRG0dE-hLxV2*S-F5Pe`O1zrb*XopEsn6dn?e)Taon&wa%zNgg
zweao~o5u=4-Q=+5wuYr{bqA8hWSL@&<~YImus!OR_T}cie;ig;3vVoAmVdn8txJsN
zjT5B+n^`(!Y9qC1BT;~QZmNmmd0KV2OHVi!!l~yT^xORp#Cq1EZRLh(RAX-(C3-i9
zJ{v`4ZEZEeD3lMF8gRn%d}P(fLNL(t$I@<f&0(j%f>4qifGg4TF9h4eX$}iV7aNz>
zyLc=u;9ao7fxz!l`Df<Ke51JNE749djiPw9F%qcC?-HUcDlrmpwFoC+LLYAIaC+3U
zU0X$lk;xstwTGzd_fXxK?eytfXDZ_u{&Z_26ztDG_^IJ-H4$|fPRY+u2PVA5_rm~`
zOzhn@6JE=z_=`}Q>U&$C47I=ulyU|$`PUzH;eAT#!h5;=I`PPIQ_BOV=UK`v9+n=Y
zWVu<z+8diYqbP-C+_@-f#f{Ci#nYFJBLH%((wuGP)0hb@ZWiT^6fhN1OIdAhC4EZH
zRA)j{r9*^S)T&OCvUf$;_M@|^45=p~vTp8Y)UJx}B}e5>NhOjK1PnkubJY7*hLNVE
zQ>>E4&jOL=Vxg$O-72*m-@+ELEu<U;4u6Xr)}EUkyqnfj^N=tFJ?#dqt9cq^1_%#E
zleJBApz1n(>O<riM+IbFhPf*~ZI5D&N=hm#LvAZL-oiMg)6u#6$_C;qW=#V}`y@;Z
z)~*Lb{{Yq%lNxHal0|nkEP_Aat;l>!J>!1z&1JU7&QI{yBxKf%<HRY+-a3$-A5yWm
zj`K#jS%Br2Jes>@;<@IWS?bmtbY>%^Hp^Jh?3JW~c8s@d^ffC&Z>~+!d2+_wf!?BX
z<<T6@GMfG3ELz87c_YhU-)1P><BZi$651it3!7s+<Z#0T3c|Wyv|URN+TPM$h=;vV
zO;cIZ1dv`_m57g%e?wObTIST~H8kn76YNqXz}%=vnB#Z%YbV4}hP#a<m@)x{ap_xn
zzM*e>3`&XfgYz(~jYb$uVNzz470!RV?Oj-Zi0sBf^z}2WuPkiuRc48$g#KBrU0cM^
zT+0+TaGQOrg5ILAt#tXXTX0~=je@7ObauAWH1Wl2p{2+qFP=vq&b?(#Ncn1&Ck3N9
z!S>0fa>7q7jsYDFSerwUEQIl~X@BRPdM2CUy;biGr0_=ykjxjiO1QoXxc<wyj!TGb
zuD4}doZ~gGvPi*Hd))G<u5K;R$H3Y$%EFuW=2QkRm(2Uhwd$+jEjss0F}28=^;Bi?
z-}0_{=iz3cZUk17s>s|GsdQ5{jwW%{Gm?{2d?xZr4hZd0TwkdJsU3N)qSxWBrfy`m
zy17Wg^M>@S?-*#WpondqQ*#ao?kg9EN!;mKg-I?`BS)PiX@|@Mb`{*&YJ$?leV*N-
zIs4<et`kH=j$p;GS+RlXUZkSh=E^NH0=ad{u^n2x%xscptAL!NN8UB`ojSq4;%#?)
zT|(v5o&l{nd`D{yu@OI*&G#ctxUO=44_(;k(c6QNTXe1MT3TebVTsf9+{+SxW^RLu
z;d<(f>c^T+TcWkLo2z(&;K_3sh79FZ`kYqQmu)VXXP;6Kq%i^$0|e7<JV#-ol{ao?
zxM7g1RUX~^TL`+i-)RCiRU7!lX&CaWnMzV>($XhCcMbmljWtPr&k>H=FS_J#aanhM
z7`W4BSuT}ii*U|8E7PuSAkwsW*4t!Cy+Hmd^UZf&ZBHt%<?a3-T90Y3EKfrNQmtQh
zD$zwh5r1S02;;Jh6@I7(0=Ri0hR$R18Dl*~buj6dvOsPjh{+Z?VbD}DX_mJ(^8KQ9
zjHu7PYr2JZPewdeUrKRugZGMhZOAsWOKBO8${7Jp4_e!?@lcNS8&EG1i{?Y0y<9te
zqRK}Q$m<&(-RoG%7Pisbyd>NR@S~4f_UP4&k@EGZRHrRYvM-4?FvT^;_A*T2uw-Bk
zezjUpiF%#G#UwDK7VdDtM>zcIUkhor0@d`p%_PkuADE0}eznqC_;bQKZk;Pn7s}@c
zelnG^c4sW0_h&Qz01GMOy?a@rV{X{Yi_}*{JZYiX*sa7S=2<oz5^>MsD_cwO*Mtq5
zHLMFTED2_-I+ut1IjX|2BoQD%_i@spwAiB?81i`b%KJ=);%i%>x9>0`wMn4-K(xM=
z<~U%IUoCQpCtrH$EcBfrELP4Hf#6l)0OvJQ^TYZToQU2+Tlv3wWF0-K(?jJsiyw$_
zYPz%9rkJq^M21f{9fxjxsqp+)(Bg`8I$p+%VL$^8YDMsGg|8=@%DQ;wW+1u#EdCX(
z{{RR_h9b7JiETW|BW@VuEz*<JIZk@d;sp1X0_w}da3h}OM(lode_rtg#<QigcJoKM
z&ew!+%6;pie-CJp>l@<z-1{-*j@6$pgLDgP*)HdXU$nDtX5*4+Xo|8qeNr7p$4;_=
z);ZZ@7}}(js<zMLhFMz92_%9+g$>*FuUWQ{EbO9NOAkDev_BmvUlB!WtsL+?GLC@b
z28Pi#?0J`w<9Az28DK~ehD(9<_o!{W7pmOcy!wscG9Wt{bDH$m)UVx=WYagUcxNLY
z&Z*r^sjZBcsisD<D_|%2G_@LYJhoVTP2uaAlk9R`LhJ~0$s-?H)`fM=V%j+li5wAb
z0Eb?_{cFCLRJ@j01;wHyWDlJ5&*xR<)-@P)G=R%z_C^^6^T*PeOWiqZdtGMRRwnCA
zQE41`EC*gbv}pQ-mzt#a_vh@^(KwDM+oN-iKPu{1SGk_<L}#~>)F~`MIK^?gzNck*
zc6CdJ3#Qtgu|mBbLH_{P6`ZAQ%_DcQ&U{bSR_j&!95NR`0mr3U(sVn$6HK<bv336d
zOOGyFt}&c`wSg3{>YC)*rQA$oV}(=t3g~a|Zf~Q8+^bqc3V!T2@eEg;iJkOEser;t
zQ@N&|9JbV;5?fusZbmo8YU~~#o)hH@Yh)+*xc>ke<Lp(;p`tF59;~&yEMUjxTuC8y
zTyH0e^QBT2vq#WQg=DO!p}f8mnoD5P>JY9+Ow}~-^~_PWFKr*3Wq~|bK8q}omHT6`
zUV}YpsdCnYjjVIQCb7IaB4dZG{O3}ZaVQbJ{1GwW`CyFJfzi_54>CLTc5(9a*0|VZ
zx0c!2$M3re(vDeMO;g=EFM8*lwlb?irT!y7#9CeDtoz)vs|=P}!-~#19D^`X=xeak
zHSr*OZAv`APB%4k`n>?*Kpwx9yc&sHHV%$*52bZel8QQMN=_~lIel6<^xMRChwrJ!
zy;9Sol1Z84jQ2ctu8YNX$ZT!qa(u+VBif_z+%cOwncVG7xKe#<)b@$fx!}{M{?TJz
z!$kXChuRkQC6~H3Ye}^GSajrATpPUQjD709jbmeXWgsxKPC5nZYUQPj)?xNp$_tDQ
z*snIM?Xo?&Po&vfO`ce_Ai`D(20mj}EfK}l?ZA(65`P-ew(z~djU|@f<|jPXxzZQx
zo4(T&5vlpWtWuNI!dQwi_*SMCnWawf%Fci*bA#HYg2Ff>B3QSu>BVVBt!cVjvOwnL
zm~)QRT=>RVj>$CjQP`2!^{Mtc-LgHUckrzY9al@9?(}(9tcp5daY-MBzRZg&&4&$=
zxHYu?HN2APnIJ`g4h|}a@l5iq(_ctR75&g2wbc}oFWO=pd2ON0`0Gfwv6jmI5b?<;
zELibf&AqLW(_oKLl*bbwVIq3sxNUkvtmraLd3@$;bNiT&an`Iy;tfMn@b$gC5-wD2
zbv<!jwi;K7^VpgbjaSTSf5Jm+qTWijcM4!9XdLrg#;|o+wHU61rbKdCS3C;SyYS7U
z8(Vjr{ia`-fDT9LTk-ro9()b`qcb1_a{mC4UH7rYCX5;G!`QXG<?BS!g$o{d%}aY|
zz8kTzhS?tK;^XJu2i@p#UF^OG@a^B(<&?aVMn@RxMRhZ2x@`6q>eh>hn+cJ~=}VYS
zN0RB9F1@L04Le=6xblfrlcz&X)4V;Xp}N#B?pi|<Yyfm`^P2Vp4xM^h+{6?@Itq#_
zNaI$wYe?4LIV6s>xrNM+C(=AU4bF)%)~;R~d1PmfFb`aPE0vqWx3OGC(Lpqpaz4~$
z>@k}97UJ7aOL&p(<5-E~BZ|+sNg`<Bw6=`Et;xp=R;G#Ox#Mkdt3_(C>5<I)2G(Z>
zAXX$cw+*TZVzawx*!=u)Uh)08Zn8-gw082ga6*DVof7zl)h*SPA&zDFnN)L9?8cq7
zJVCra<}8mbz0kRTyOCKkX<E&qhkI$nYItBP=?Qh*#ImKlEDuA9tv0!*OAv}!B9#Z;
z$7<rMbnRoJ6<XCE0-EK_0a46|2*KUnwzNMIMQbdG{{V5&^PZLIH@bI&_4vw3XXUbT
zN`YKgh<q2KT3)R7Qp&J}1dNKo;p06{xMme2p#`^y^qVE~V=}bCiO4;9sZ+;SGu+7|
zOzR%skxN!wx+R<GGD~Ev)3fbB!``viMY{V^2ZZiUWQ>k#UJ?cUZ<*?jsXTV=8^<Q;
zCL@PEtDU~qMatp81RRh%)tR)LxMcfsTWq%@g~d|V^zX3R+g=3<(-V+;aYS&ji#3ia
z%IKjcp(r9a^Rv^|v|!PtOLV@v0V8(#P<5$%J)y1OYy0*oYQJ^6F|M-9NE(?*Vw?zL
zKO(<+se3f77pRp^ch1N>KO5LykG7q*QVvP$U4ET?;nkhtNf;w>kMb&v{s_F(B=aP{
zjbm<$o|Ma91xafz-|YxXlgC=*uO4rOoiS8p9a+`MZKuTm`xW?so1BwXqO!V{V<o=1
z8OK#Dd916i1<Nhu4K?aIk&U@Hq&^Rl#V2UC=e7@8!dgdTC`J~vWNKd}@wYM03>PW>
z$o~NA*9om{wr!Sn?;hZHsOei8fWFewDL2U;M>y$R_1?31Wej=uVb;0fcJ)164LK)t
z%t>3xhDMX+$UJwfO*Y|Rxt3-?!0-v}TUyymh&=Le#<Hw5wz{`6D-v^nqrH1rSm<$P
z(&m~>)3w)=Pge;DoXL{hW|-b2hIwKJ0SriUv<lj@_<64-x?I~v5K2FfwOUVw_ls;k
z-*B6xZ@vM*Cbym)ZqF%Vxg}&sx`vOe+j-Yu1V!4RtA^C=Z7g+iEoTi6QU!V>-w4i_
zkqPxhl^A7FbIHd}mCQ%*_gKEwu=bAypg%N>M^9SHmK)hOu8f)DJ)%<TiguT*_WK}+
zjQ;=;^s5?lZFM=eRtYiwBUB`Y9XDOL)7I<EhBn%+I#tU{m9v%dyUFPOm4#YrEcdXL
zRd^=1I$sY@28nXdDOR}8Uc#?mc&hH=a<EMDvG?s<YDi{gVyy4&U8jX1(ye5Q=KK#h
zwiPRia82rU*QZTG+DToaJ5jD`w&pk?lN-KfJpilPpM)%K;*QQ+;<FXY0n<N~bT?X!
z!4oaCvD-!m3cba0Fl$#9mrg_~(-Ly$sjOo-#s2SefyS;QMWQ%eTS2+dubA&=jStH8
zb4t|3>V29^hPMRd?KlRysI+_k02F<tWCcbE4E;X}^Nmiz<4M1JX_V!7;=LMD_ObW3
zIHbLlt$Upec9KtdGo+<fJ{DZ{q3vaoV;uJ(jyOEz*D{)o@QccZN86veDtT|UIMz3C
zMtBCaczHdGjy@65oAPOw7U=^tW6F`Xt7fz>j+vxLrYU2&U@}y8K9z>re~2$_VDp*d
zw~+qn*zuaTW$@!vy>{|%;9w3J#%pR=b=2j>W)q*n%zbxPZBkWYp-ACTX*9hWd)>(r
zIG-8XM^Rpjru-_?Yy@{Vn#^K;-(SkQNVF|F*6ta9w2L+{LiZn)cPcUDvFH1FUhMIh
zZwwc^Zz5(995?rcZfW|&Y|<ovNe<JrNy!!5>pu^)jamHr29Qb{=gu))7O&u~M@*9H
z;znhPFZE~p+;*=%rWcs>DPr`o-sv~mEvAk3i0^!vKe!J=ShpIY%X5LKn~3B;GRR5d
zyzVBR+$$7vPEX7aHKhghoRJopStK5vtBP1&U5?5%DL;(w=d|$dr{zICg2fmg>!QHP
z?_AcQ;mr`dt6_O3m>30CKK}qppqjfu62g-FtavTjrMH~~tt^)ToE(j`Mb(MAqlc5d
z$Yt>T<&42&R%Y9hM_xrNI(5;r$(BgSIa8j7x+wKac@FlxWst7YPimcF(j~LmHmnKV
z(0BbQEJVjTR8D3nFQAbg<tCmt9=ui7k4H-g%SSACF4$!~tE0QK8?B+!^>x}u2u~yQ
zsXyTjmhMkB?)oQ`@)tbTzgdzwof<t%X<FXSOJ$DV%phS<dexvcHG!v1HZ&l0d}sOA
zx$y0*OFi7Th_49wK|L!XOUo&t5#8!;qde_BKT4I0lY0$Oppk1!j_u4zJ<A7?x0wF`
zN}pel&vO;K-;{{(V+Vs!-guiu)2*QU88;UQn?s(UX1VKSn^DvZ@LNl8<+4{4r&e+%
z4vZbm+rJS-qgfkE8*(>&=|vWI16Z(Wos8E@_cA%nS<$>7tm-!#ZsYQ;PhHjNnlFR2
z{Vp)Ez=w~#2YR1lDcH_=j48?ToS%ifC4YYbpH%r1KP-KXcRF5{mXdK07~mXst$3mc
zfdIf2Dyi#TFu_|>$FGf@NnO1GRddG%pMWW&hU8PTUW!V|99Gui9)p@gig6j~O~D;%
zgaU)sjlj`N13y{=0l}r_lwglq08DyPfJGS3d{PF<!Jq`|Qo=F1qd4qpNPml*(*b2T
z#YLKyUez8&00RP-bs^0t^fUlwl%GmUG0gxSX)tMX`BHu~fCwg!tr*98GeFRU3{-6x
zBc4a4OWKfi<WjIR9(@Z<yLK;XfUr3rR}*vauHIL?5wP;*`ILGdYtu}9cJ!#(2w+A>
z(xszVR&m(*(&xbU);F(ja|E(Nnc6_A38m_hB0ZAI=?s}@&3!W>#@Q~4exkE(Gz~i9
zRFJ|H^(v!-SvqN*)bl45W{(!V@wUAgSSGVo3_e}U(y<4KZ|?PUxxJBD6ywUrwS5OJ
zfu_2Jdl=jfGDk|!lfile7b3v~jm~-Evvd{BBaV+nW5!0X>8H+9PK={IazUuih;=r$
zh#`U~SN>Uy=Dmyi2S6ZM$pRU1jCZJi;a_-vX+LMf9zmrnGG>b&m&AEn_@WQ&X)JCn
z6MUm8$FZ!vIvrxsmgi5MvO&o0iuNY(ABQAoibN8+j-A%GY&1PS%Fv`%DTElJG%ODu
zlzr2}PJ^k<dM>W5<&ew$(Zy=%KMijuzIVJw@*N34Kb3oQP=OW%Di^Q<s%ncg8a2zr
z8C`i^I#$u9jw$0N&JRfNLJcgbDQ75WKu=OLfm+r+3DOegD~Gr<Pi(nnUgQt{wLa5K
zj%y^o)O80`!8<{&k4CexirBT3hE<dtw_N70mc}x#CScFv2~FT_Jz_D(^0-mXD{SjF
ztEYXbSV;KCmU`x}^qWCv;(Mz`iCP)*N$$OB-Oq<^E%mtC);-p&*<gE7V-9A_i@5b$
zMooWoiiNjH0sa*~{<`fgZ(-EzBe=I^@}wC#=~nJwj%eN|Kx1XvLFrU9y(S$Z-QkVP
z#7;uDYFZ5EHD42(4QK4J#FHjIZMov1wecRMsL3kZ+K(tM0|8w_S=mRH`#KhW3m&GR
zwXlZMbat>~f8GMCopd!$%To|pYqLbe-Xe!SoR89-clP@YC5_eL-W1@BRJy*krD$$M
z^QkA2Gt#`rQ}Ipji(cZw)?|j=bMqnO)Xr8{I;m5X+EGLG-y7H{HfGb!zW)H0a=0CT
z3gd2dtwUU&eft2ha1aWf8!aZ>yU)H`v^;00)}Ix`OQ*{bjeN-)gWOjQTI=keL4(Vx
zUh^~Kf-p;fsCweA+FnZo1Wlz20&8~1!-edknPBsY`{&SBjmCwbTf-NfERnkqI0G3q
z%gp5UJzACNQ(TE`S6y#Qczm;`<-dv3{{Yup8b+^UCM~V5Jdx`qXP*Zb5=*9DqwsKt
zy<i(_%L~Ph_7`2p1mghIwBqh_sA20x^1Cz8Wz;TX-yF#m-L`pg*i{Sd8E)fgwA;Te
zB^*RLS3hTbx^%M$!ICE&hCB+rZ>+%`uo7GCiTXN|#bGJknEhUK-QZ?icy{{FY?l_!
zV^hm7dWzok+ReRXmNrg^Yo*iWnc`_IZyM@6<)M6J{VIFi5<d{!B+)Bd$gA^5fHG;g
z-(us5N%GcO6m9%PW2psO*yB<@Q6cIn@@cToAcpQ&xrP4b%p6xQsc1TdjnRr*Nd!!C
z8yr=u9b)G~o-ooZ@P85>)k-!rl^C_nMd&hJ2K}eFYb!!6)Nop}t}m@qMV7+iFt-Ky
zVbl(5et#2b(h|1jSQY;8702H;``_KRQJe1?=%)SanZ9{PmZ6t@Z)<08qT1!2CqcM+
z99Hguuisi}?F4rys*Sk=bu`C@&QCfCQYV*YQNi}C{{RnpHu|#3b`_H)R59S1_32GB
zz{FAIlSfr$uWGk;w|8O*9_azv!}-+q{w&n4G+12OTu*d|_m7U;S6!s|hfRx9hfE^g
z+`4Wp*zwZ06I!yjd4x+0F)s|kM$=twT=QD9I1Mve)o*VuB)6JjAC^CKz<j2pn^M-3
zLVJh=zismf&wka`pB8D+0{Da~lga_}3S=HH((hq*wU3>lumHzeoko(}<g_hUQfrHm
zt!eTv$^QT!2l%<KJlC(<`&^aWVG*#ZeJj#@dE*&v>>#zYaKcZ&l^F)S(PS|Pd1DWC
zD{kC-Rx@oI;iBAywq&-uS;DIzIon==X{=hdlD8WXZdZuN?ObB-y+ws$L_JF_7WUKc
zXk%BDDf_GIUPV-<+4R&XIL6OrdnKgLbE9v+Wsn8V7P-B5USI6bCr!j7IB>mczJq#n
z-7&@Ke4c>TmW!d=-pxF+3_$#h*9>AprwUJ+dlbAqqB|^lmZg`Es-f<CS7WVenstqg
z6J11AK+48ArSt9dojIQDB10Jc+MegNdCk@3=ZZCbfsCVe5eGmhyL*`>^_lZEXrlh7
zuS>2g?0+gAh=Zx6@b`nHzgD@_0gBji3F_6-=$;j{)2|clC`_0HgV0vix`8dhx0A|M
zJqJTsx{5m$JZg{baQk;T*{6V@veRwPl@|}kTHv*WShZFP0)lcBS9`1LF|M2~ETJay
zUJD@aP-wmgNaJg*Yvyvhx$Rd<{{Ry=!s25=K7G$NxYH)QcVt4rMo!Vvv8A<^7D?k`
z9eq02s_Q-=()8al(@M2M<ZUfnE5@$vB%p!ZitdGOQ*Wy*T5_7QC}_I1&7Q61d8JE#
z5j`qvukDMAVz9ZI5cw<(YDM8YYr6w~CGV2GKp4$)VT=;A9&~~QJx6-<sA5#NK7SK}
zag#}CbQ&$^h%N48iI0}4^AP8%*GC`3D@(mmR#@YOA{$tY{N}K2CD3)4W4F1QXf70O
zSy#CCuEWBf2^u(Q<*-ZWrD5efnaAl}PD=V7bl~HmPS?iTRlLsrQ2RpeC=PIaD%^fE
zZBI$_ofJB=e(RrJE2o3Qw#|6!d8JwTpl($J<O-M0(Ga9VPF0l~lu_25>`jg*P4Nxh
ztz{wmFj--g4xO`6YdWr_X{}paMA8IYU=EqDTDP^cXhe|daiD%l#VE2{v}l^%GF0wf
zI#N?5vw=4{wyk?>cWE(>MET~(?NjQS_1)d<kz35t7F-nqyW3W|iMA%63gd!sd8bVe
zlOUQq7(|WLfThk)F~Gy(u+Up+V$Sv}o&H<Qpkt+JU2a=;wz4x%bGIej3hVyOA-PG|
zMx!|@6mn_OqpM;TRL@qxr_LoSGsv|&KNMdi0_faF0=7q&{6ebi@ng!i@Jn*G=^$(z
zaxq@9c^&jN?IOC%wB-gmip{>4T=Ej)!rm5_aNMoO9@KN1Ugw_cnue*PI#|nUZl|3x
zr03<Vy+6YDmq4zyGUh;9C1yL8x=nvq)vm82vy#~&o-vRVWRv*SeM-)2c)zrD6^;vu
z6aZa_+A-Rjm5Wj4MkH2fh4f7-<Bb0Rq+K!L0qsyvWpS%d_Bdqo^y?9U<$udY?td{=
z=DV}kK(Mle#<8~Pr$fw@X>M=y$f9d2SuO43Y!=7f=e=^(tdZG64=L>IW@<%D=>#^C
zTgMm~$mE*rH0%2<Pe@A};2^m{g^{?=rEXgImcr{wj(PO;xOKw0MXHypqIj120I4Oi
zpyU7rdDR-1Q`Cf|O>)Uu_bRuB@9gY?L*?8DIRtgZAMlQ9(^z>+3obtLp7fWxV?(J$
zXKScPP;#utrD<Mh{vsC2)_R*vz;e8Qg>uR<=xFg3ET1ul{f#_L<V9s7%0G(~=zKqM
zC;WY+nFpX1bX$0`SpvEgVbtQQ+)d&Od&IVK;IYQ?E1Ga;OmQ=k+_MggmMLv+%EPH)
z)|GU-yLlXana+JHNi?hZphlkcmQKK96-G-B5Zh`^EH@j}bY92wtko;M%w8g*dzcs2
zQW#n=FvRpdYd*r=f3@OEjPP;Ib{}lkR5`iRZJ!;<Ijr4g)X#Bke-*!$qwnL^x)c-@
zj;La!)tWhPAH?>u;xa@o2OhN^kdnTPw(-P1bDlcZzr-nEYa2L_{q3dO(yQp!^37zg
zr(4S;v9RSw2D>AFVyt-zPBr<NUfyfX3g}6-lj~cH;_XWEL_{jM?^9jrI=-^1mk>O1
z4uCCb+IU9h(@Sz94RCukVI<FHb?7+z`;`*<_fc6QlHr~(x%q20)$)?S;$~jM-nu(o
zJ5aN?%3H#Ycw$MVYg;=Qjm^}n^A1S$tR-`uRfY74kE17%a^7@Ep_c$2wW&6rB&qU1
z1`b2Fr6gLaMQmr&?4!90{BNJ>SU0{UzSS71LmGqkW9dp%udT{atyZVIqBfgOvDk}w
zsK*mOMPL5_RZD%P=^k1ei}>S#M_*skxWNmn8J<s@I0HP@xe|MvE8EE;<AK_>rzpop
zYb-q1+Byhy4Hoh?`#tn?sq0)PiF_@8;hUw@Ex+U6aAn6z+|%Q|(@TYfE>Am&tzSA_
zVH(F$aIq1_D_CNjC86iy@UCk7#9BYZ_$T{0xVM5gfiT$|wLen$g{(`fM)sFcMP&FJ
zE1&U4fh^;-Tdfx4$iRN_4Pba&+D)rRYpA$Vt%cls*SALz3B#E1YE$KUo{oG~s@z<|
z9j>M=;rWa1@A_Au=(EGEX;Grx@0K%`BfWBmz|-8x0asSFAe;|FU1x@TCmw}6G)0JE
z!naD>nOf+^c1YK^)9ppWN`<%M2R-V{wrMPG4;#AsRXH^0xRv8s-UcW5YW=05wzl$K
z;LYmK)Yg2*HT5AHWKvtCIo_$rG~3NNCSTog&o!c|ssLY=N2N#0$W#muQBL8^U}_#5
zvAVS}EC~y-{{UDki?Hxz?v1ZG^49XzqdYcx=Dkd!vh$L)oqcf}T^Da))k;OeN118b
zKBEMevg)?Y8j?-CBC6haYU=tp?o4x9>^qqkxE1M9-9vkNfL#Vv9)mfmi*k`f-)Xx2
z-cAaEp0wJzvS$Fg3tVZEwZ5k+OyH_V$6lV5&FcDi(RB!5y?e)b6>`b}9R+%|mHv?}
z)R09T!#)lPLC?~s)AcxR*@Tu)Cziz&G6H(iaY4_a<B)52_AFt7&Us=--mc0$b6Pew
z8vg)@CT&@vFc&2@k=v$g*jDx_!$O*Jr#ShLaacYu@iO>xOkX}Ike-pJQ&VJx8M~M_
zR(9SF(<HyVxD(uYV{9j;Ys+L^Q^nUUs7?ymhR)H^MM!R@@s_;Hb#!32CnI^|73dZ^
zU6!AtKAonz-0vW<70ZaMqOOj*RGiwEM02rf7S{TA*liH9pysV;S12a)br>J)fNkTo
zbe8@Yfm~cp(OE{Lk)FSuYuZ_=s<pF2bpt+J9)i5~mHC<K#=KNoQ8Naq;YgXb+_}L2
z09T%r*>$}q$%^6|0?>xW@_GJszc!a+CCQT0Mvg`+^EMA(&ZufSZkrW?THRPl4&##|
zju-W)mywJmNk4fJ9}{Tdpv|K(JPaO(^Q$+P`d!KLTIKEC#{)Hq7lX>kvsr2aa1K>Z
zT6On_brGno#@v-&R=MR-$8)3EVdU=?Z%t;OVvY-G*6-C{s1=doYb$8<oPC6>qxgW}
zS2?K4(9X{^^T%+bg<giJ-D<j&mSH8kFB$B5(vG^FbTE}8B`C{7Gg#2?KeCMb4$ir%
z{u$Rk&9c-Yi9yPrTGF`H?;l8#42Fwo1fJE*XpbCPlwN8KGk{$G01i!h*eSG*Jkp$;
z?$21X@eZYb`<Ws0q(Ov6JXRIgj5TXbbXeT7Tf(R3k3V$Qrh}kqQ))9_Pkr)6*;0+e
zdsL6$ttV3P47c;iaFNN9pn-#4ntjg(X<W|Kyj*Ox7-Wj^btHa5vHt*9{Hna3Ba-$h
zZWdjLPSTm+S6BZ42rq>u5z8|?epnek^>!}{cx769Yh{k{T%VN=cKvCoF2wUA!nHk%
ze6!_QOJ$1Iub&*{64ReBV;+^;>pm9n<hD09T6}(8+&M4oYtQ^SsEsP>OxrB(hog3`
zOiVAS>0m29YbJG&rJjdoVs;;Ean5Rq)TRT=LBToQ-l$z&zM*<&D}sN7cCM4c`W42j
zalS}Mj1C-*E6A+5bv~jsDbt1K$TYiKyZf+)XKnmqyNfLkPtq<H;`JKh;Ep37!&V|l
zG)UB0+ruot{L(Q$EobU_>9j|d)>XNg{`u^+$luyWm0GP#M7e3`i#o0J_JyaL%ZkwS
zje6p^eOmtjO4Vd5_CSLiKXY0dUY|dRFI_Gqm5KSig=<OSZ979E>St@0&K4XDRl!;F
zwlx|wmn^lB=QjQg)vo25Z9dhEYttjGW8T?nT6~^W{7<wuD~^@x*B&CC8<_3XEvn-?
zR=GV-T%PW0h-I~oR3!ZU>$;9ET~WhV15!`gHKAVH#F|y!iw2y_ByvExRy{gY7M>!w
zmd<M%eTqoV;hoL&to<*;*X<nFmi8uOL!Fp7#dJDvh$1&O;$0>SS>fO#<OZ)!l}qf8
zGH{BzFt4>;N@a@9c&=lb7RY2Be>%Fe>w%!2bLXbtlyi_X-n;vM90_jOu5<{ooCyN_
zwYhVxL-yNP{{XVXBmK}9irH1@V3o8uEgMzU<<y-Zj#Q6sN`b|7zwnV+G;!PBT1g{k
z2O_t|q;%<6+-b2xY~um(^HzI!y2&nD-L%waLy*OJVNUlQ+Su5SMbmGiibk}GMP<m3
z9V-)4_-&wHOxt4+O5KHTTI!!@-eHMjaGQb}xn*|OVN90Ft~$3hlZq$W&Mfnn_%UR=
zo9)fG{n6X`RWb06=pze#LNLJboc{oYde@ZGPn0=T^sBMLp#9!R=CPC_%@!_b@elY_
zy7DnUX^Ky7f5NHVd^PbIU){o_gPt>9?vWsr;2L{GNF`ql+Ov%kzP(ea^VD7p@lCzZ
zZ?QWtJ$)&+ULWy8Tmo$;47_A_uc4wXw`&ofTvNQfmInkLoOGe#(Ehu9&knQjCyB0Y
z2zD_EI`7SD>7NN>N8hYo2|@k@{{Zz@uNb-lGfxYd2kzI3%~7+^QpQQG4h8%RqgX&B
zw$aSYqXQ$a>sz{Bjk4Z1hSED+^%&$=NLMeM;EHz9jCD1yvAK({CW??)K@4~uYU<%*
z3I#NPNWmcbQ?|B7I#%$fW1da1MsrT)k$vgIn%2S&DBx0aOMpA(kP14|V<hH)aC1wX
z)re+21p!WT+ML4!gGdSQNC1&Q_MoUe=uwIQUTHEh(w)UL@_JAMah^?05Ajr0EI-9S
z1jp{v0@RY60Zi&B0M01j(?L1rot*Wi0g7A_I?{b92_Vn_bJH{hqZy}e7@z=-DKID|
zj<knyG0telXabb<pg=(snWLOigT*TV(xJOj6$7a0Qf8apiy*rzs!6%B;|8AJyAH<(
zjMSt9Rj;6$Ybj%efRwH%u<w0Yz)x=^`i;h`6vQ+#XJ&tfx+|@4e`H4`un%!C!V0mX
zczG-=WLu-YS$^^Bie{DJi)}9ES%i%+W0VcheJNO5?s69p-uPo!v%i{VkuF#n)StR5
z(NL_G>mWaT0xKuQx?I|>g*0}tk34<M)y*E>;tdko3$K=Nn@Q`6RzvAw%c<CXs9B4c
z&BymQb5mTzUeajWqbUNhw66+UY1*v!?JG@k=OaA@Zf?Vk#1cDFxN31aZjovP&#7IN
zjU>QAc;wdomZb@uEVSrDM!j8mrGF1tPj>fGJ2M~P2a3_Rw~E>@u%f5FIi@=?;s|1x
z$|4?TcB>nifaG9xsLOCNGmi8)1d<MNItrI0G_?nC0U+d6cW_GJ9GYzRR`xdDWz2#!
z&wBIE6MRs!wezgBv%X-s60qS-X5GzUPE&S@JDbahY%OG(cH%Lb@$VIUM!VH6qO;Mi
zL?d?D2<wXHZMCg;#CMl5Pk45)<dcDlhA1p_NwXf=r|9pT;MP;G7;JkuOs=Hgyfl5H
z_V!2smguqhnX}fUzKUBJ8Dg|H;Er*gYSx{qNof?ymdeG>cXt(|r|S?(N?bv?N#r*s
zxN71hEsuVl4m1_gyE)X;Zd%*z1||c!BdsDs9#y50ReO&0-OGCfkjO3Og&^C?wli4<
z%Ewl<jyq&SaIgLDyw+Dt>5ei>Nk+)YI)g=s?Cu$2{vn>Vb{%@+)<yYJXnTjQp7X)l
zd^Yf0TwAySKyrlFJ9**%06zQ6(&Zm##!mB$RdO||W(yUEt0xwXt6vgn5}4BFCWb<D
zxe37iYh;+EonF!6xgBuz=8&XT*OJFO;HE};)%Z*jBKa2*B%|iYYEG@RXquP^Ui8`6
z&1|yW6}zzzXZV2mYcp8T?=GV)V(>{4a;h7gR5so(zm6}nPi!txc;0Gs*Yrust;}-6
zCqfXMe>%!hSGqY=aTMQ?&YMfS1`l>;w`2D(Ff&~Sjp9=jpJ&vv6@Kiauj5;mrRKI|
ziDJ97PFFmztSwJWvAVc7O)uFT9#Og<&Z)Z%R)t%_s<E?WdiT1dk$t)wn^zwyoMcuG
zzu~A#Pc^B;smm=_xze>5wFvHQF%&^^vnk;HYQ!EZFv%sZsH(`r21OldK5m84r#gDk
zcSi{|q_Q2c#>DsHk_#zi3}1m5<X5d}_BJ!xhOpY(k0?}U2Dz^gXy(Vwk4u5h{{Wg@
z!=bHXJuF(pbJgXNF#I_VmvwN^Uqa>CNJ6#E4LVz&5w@Rbc8@rP-P@Yzv`DSO%{=pn
zC5RjndC$_Zv@1<c_r#BLWgprEa_)A{FuCi+dN^CN%FO-Rmq$sfd_VC7?+Npfgm?s_
zatGyFnm>T`=w)kZkDX&8{ourqYofmKHkGB>2~a%e7?=hp2CLh6-$j<!5PhNvUmP(w
zAFX<P+8!0I?pI%j+JrI);hju)BMyD4Zw~kt_e8VQ8t&>c;xCkEr!~_EBfhtWOKF}<
zgBT$0AR5lsFJ!dv-RX5HHo}a-iOmi|JUdyq-K>Euh0$M{(T*r}TbPpEY;tgOSb9<!
z?~$fCLUGM{7lv$M7xUe04zP@<6~T#{iam_J8eFlb>DD@2engC|bt%G%wKNam>%rte
zt|S?i&+yirv0v@D<kVq|6aJ*B=~O&JC!6NlEy$MUXZb>b@{CuL8}D=1Q+&!j2z09%
z_1#;~I5v?S@z9#?A62u{^y4JrIMH|tJ*zg#Xmp!vZ89bXLc8T~2OsA(!uX$6O-E2E
zY|Z7SLG)^ybVNdv#nrRf7IocLUl3nM987$&z$%WF+<0e4wbAXjEMiNdGR!+yCE+a{
z$v5Pwi3djPYtSsOp=(#4C?bp<><?OrT`p8cK58r3QroF^N#hZ;<b(inUcCPRQPnQ|
zMXENNr#J*2TRc@wPgk477xTkoye4*l4_fKGHR0HNH)8sY;}*DK{{Vc}aHf{BFjV7(
zr+IGnCegIpUkgPfm(!&8Ogc9>tQ~X2GG0$7l_?0zfCqnStKz+0JIFt9-A-BaR6H}G
z-1vr6l2$8g5#_yV(sO!jb<m**L)+Edp`_>+n#A)JMo}LuO={`>6^t`Ucf={wlh(W4
zW>|C$72~(qr)~kj$*(bOW$(*dOCum-#?#iVzKGt1df1fO(kN!BeF(c2&^Y@%XQ1e7
zCsUR?<l7twhtzkgacMUfS29Bg$X@NiHPdLiMWvOaO>rLQ=-C}9`&AC7Wlv(Dy0gyh
zbPLT^<zlo$xSpf6Xtt~3Z3WiO=2=xDIY4?>Nc!!jogo$$=YH-R-m<Qv);vPY?+Z)M
zK)nTZ(8SBCJev3gDRXRe-U;!7eTMe?Qn^EPq$;Uyd)I5Gvuaw3%NPo;9(OSH733HG
z1bZDY-L>FJKKGUyvozllYg%3WGRHeOi-5V~72d0+c@;2KKFU6qw+7NOvJ(FQLB(8#
zRW0(U869iKbnlHaArb02cstJB!#r1@Y5p+MwK)<yYly~U1m(ID+O+0Jn^Kgb?9QH0
z?7R@Z^wl{`G2M!S6P4W?tm@z0Iixb6BuSW<{{RW8yD@iLmQ<-+<22b6G(<2Tg#zJL
zE_VKP6PXO4roe}(El%v0<U(WF8twVLy()$Nr3Rhl`T5@c6jvSb6UPzRTCSC(TzS{*
zaLX9UQ(Vorg!TPm3u}!}P?7@Q!cR3k%^j2=n)jKfs(7y3Mb&PaIEC%&{{X8(GFOV^
zbuBZ*ek#<w%edWgHzZt)Ep+2UyMtM|TXnWuR8Xxvjg~wQQCa$(&DN9R8%xi%31daZ
z6!F@*YS(K^o`o75@7zWVQQPU8pbGIy4%ZGbn(Fl3c|WtotmuxrfZ9hmsjYPjJ!*eC
z=E+|G<bl$x9Wz9_u#{Lx7UZ@7&Twm%RV4Ojs~$)$Nyk#X{)(|i4x4t6`QI^#&IM4N
zwTnnr&&dw#e*9xJ{b6-|9^M7HkIjsX22s=TrbDa2a*)Q?62Uxt=VnLiT(6zIQN1YN
zRPIAAuRfV7tk4#b7bLe)Q)yl&mRs^=k&rRqso+yQ$aOpN_dv)~fN_o0xufa!R+3M1
zb*DJ<T<jP$lZtjU#Lf_nr5!|*SF}sBaW<nf&;85{R&4sEy!W1aI~fN+YpszqxL|1)
zN@sN+#HP91OB)r`TK;{pD;^^~1rvgOPCPuK@9vdl)_&D-6j7^&9f36k?xA=lZy_XB
z9db={;yYEpTbow5etKk7t$K?jsds9UD}T>1+Mz}<W{$d!swbVj^zM>*mu=<`;mv92
zI>pzTEM$mEt;+5-xpQZsNTNotc%mHTvI#YxAB0-r&Bm8<OMeP6#cgQYbD`oO>E3a%
zi}5OXh_s4Wqm1LCo|Rw2cemPhl_0j5E_uc(KNrVyr&&d9slY|aB%|b>GtEP#sYSQB
zIr}ldYUtHcRyc65jOxCq=%Mj8qKJ-X0m;EFNhSWdc|O&;ZLP^==qqXqJv&siDQ>7(
zbC7wb>6#VHS1l=rYADB2b68!SwI@L<xawp5s{UJcwht_T4p>wzXLc>35ytW<>aFWt
zdcz&NJH6GsD~>=QlUdEJ>5<z?tnBQpaq{Ce4maG&75V-cm2Gs}k0GL+{D_=zt5xi@
zCJUHjX#qV*r`mXxoup-eDgnVf)^OLZURFeWMd=?koUCsMR=+aP)tcVM!bTU15^mu9
z+=?Q<&_C6QBtSoij=!yA!w`~Wm7$tfEz$Fep8o*D*GqJhM*@U?NGGLKc~-U)h4hq*
zQ)^mOXcpcHCE9r`Kl=2KuiDEZPPUwZh5FN9L%3^jjU-T$^s0aGkIfr-esee{stnZ0
z#f~b9(oE8{@ib3zAp0aLj&S6$tbZ4HPR4jnqoia`pED|VJ!?uY3&%N4rfB5OGRutD
zMQd+ur7FO%nWVwro<(g!vV+m+d3efjm%@4Hh5UQ0>AHkgclRyj5wru^y^BlH^-HKe
z)cUJ3$akO^;2uD)CGmfRZ)B2fW)O)A0Cx1Q*WmAp{{XbC8%ep75=HYzlga-8IInJ%
zNXcCuC3rNfdURHvWxQ)~E0<s51Fb$iJ_x1WH<t7y)XV$KGaN8D#U$~(iTkF(&TCGm
zpVXH;b{|SoK3s}oZwNPX)bLJtJl2J31#{4GT+fN#?n_|>vSEvIK<!;N2ppP?z|P{J
z<J3~P;i1A`_;XyDqf0xO;EQHS{w)4g4vXR2=xwA+$;{G{a(h>D(T8s_iO-;@@^Zj3
zs2!<u8grN_;ni8AkuDinb;63VZKXwT7+CI#yGTxOGuD}@c!JMMNlVDA>ZFcq$@TAv
zYVoJo!yCX@aCpHqITspkM`Pnph*p{;QdsHpM>X)^jx(C_$l%nxQ>zQDcIewce~r(|
z2enx6wt;i0>#^#0^2Q@9T!|a0>s_tu!FN5(GU<EZL4|npkJ7lS;yE`vDADeUHg^6W
zhSp0>i8`PnIhU(`RZmOPu1&xib)@RV@=kCCM|GrX7M4hC+BJ$s;bb@}4QhX4>-LtA
zNnv!8GY(Z7IO4eF@9Le;N|S_r)a`QJ?un<~-LzLXlf!UEN|VR)s@B>J_MU3#`nt=w
zaD}_pe10L+^y4g7Q7cZTpD}s-@mnzXmd@_o4dsuJRDJZw=CQt(XGgHDAA?k7O5P;U
zqh_8~R44CLmR>8?Up%G6YxjeX{<UwL?K@GkK-z?R*Y2z0rnQ#d+s%b6l1#2#pw4O>
z>{F>5T5#0Ivhhuu+^m;&tqX&}k2tOA^{WX(NVg?ijtQz(c6Lbw%Bm7$lB**B0F6;P
zMy0D-&diW}oG!-e`d2*HK9?hwgr}~BON+Y`sx{P-qwPb%=xaGvElAIE_J5Fc3(}yI
z!rHlTk80UH7!!(&X&SAnI;?Vs9e_BiNkv-ct4UM0yCE%f>r1gPmCQ@D?O#(|9sEye
zd{Bk~UypH`?qB;##x?syERmja%ZkF)!rmvE*bKb@72AfX%Isr|!^*rb7HIft-c4zm
zI~iwbP~^joD`M_%64~n!r<%<aV+|M_FX>#Dg*6+?9d<vlxK?9>?_T?7r^Pmy^Ae`=
zQI;47n)d0`(D_Qx<aTE*4d01w>?VNdYrbUy838!@n$45K+N=;L{?xY9?i_BNguMMZ
z6|<&ZYJb`nHaC#Z9B9R3kwL{&*R=cNb!`h-y~m&Ow1JPy@5O7(VJItH;w*o*w9QWL
z8@HA0+z>8ykDK2$iDM_&WV=*=&KR6ZM@saAqg-e<I;5Jl%DukKTSnN<c>e(F*PQ6K
z*O&T>!DSOZ=`!n%F<h9L=yl;>qa@L#p=nEVcGAqus;48~yO!5Z5)U>w1Ve!ze0tUv
zximUux?3cERmLzts4VT}k~pJTJi{r$80VVtCCxW?vGnn$2}MeK7G=~XxW0Xomrm-Z
zt#mq1gdx0zZ|0q?;?7KGxv8}O01H@XGA;e>#$Oo`n!9nX+uTA*$QzslUI4CIlT_Y{
z=Ouc+*W94A?k=Mw5Jrd@ZIL<@>f*T#Yg?Y_zjA!I<KS-U)u}y%+T#&zI5MwA%}HtD
zC9sfO>ynN+2)yQ<B<Jrj)Am%CzpRdLO3|*h`SBM0=d6v;S5K#C+HZ!WaeFFVT{k;=
z)#<!bZt+Q{Xxe%60Kxfj$JVf{v?u#aw_4o99tuW{xYu5aKIs#$R=xSOU5)SfOFz>i
zwbSgB<*?|BoPB9LPvFZB6Ka;tb9T1QqnP6W9`#b^U$nEbdwm|*rO)@IOcPj^+P1N%
zBU{_4Yrc-dt!qmWDCnKeNnjmC&9W0y@JEQWM%|*`i<@wB<;Vtql|8&~;#~$cZFffo
z1>qPkPtvrs?+)tfeBEzQXf2fP2(8Jhx~{*c%Wn270G2FZ7v$!)`qZNR<Z?>|DZ4{b
ze+_usMezw#d&EnUep`9425YMOKAzX+Nv!cPU%m&+iuvQjI$gv!{%Ttref*}vK{eHB
z8jr+XD?^UuJhNjLX}M+}h_32&qSeky_-WGI_4x0!k#NW)NaQ~$&jz)v;DuXq5<%(d
zUMZ*iT!C(xb-g)Egp9Of?$@O09w*W@D=|H_`YJH{j7CLUl4msH*5^?i4uzRVK7yq}
z<;F$`u3kM=Qs|)b9x?M70XP+>ZLPyAHrSl1jwBp|P?9E4X<XHe7L|_NQ-nY^Nvd(`
za7d#bVxRVx0<DSFkP#xEUT7hvD=J3gBa=o3;sEJPCnN6X(WwNE0d2|8siEG&<?<!@
znTI?IS0^KHT8=g{0#U;e)Czi%ymZf8(~9cC)+8N0=omj*h`7!<z^CVaJCAC$sI?>j
zec~uwgGfW|_NDAOstb!sI24_z9VvkBNTdo!S~0~SJ^NAtOAaY`#Te%}$fP}bQxM_J
zG>jZmjww4(0&VUoc{B{t{b&I(O*E#Cv;dVXKgCdUoK&{?%jepFA1`W;w?k4(o-t8m
zj`RS%deetA&RU!@C;%rEZlorZV2WTJX#l07fDCg+4Jf6c29^V@FJ5T~B+`uZqyTzS
zQ@O=7=QIEjiVX*?9C}a#NdR(bHj=G_*S#YlEGgpvVt@bu7#!!0X{@KGVbYuqd8pb|
z2a`x(bC5vC9DCGq&KHB7#Akt;Jl>?00ebE@09Hn`tNou#o^3QO#lnNL2O~7Bic018
zxDi0oNZTU=CC?Ru{{RVYjSR*wI$0z++EH>3<6cp%>YAPG5?t%LjP|Yx+ih;7hWg;u
zZx8s*@3v_-zD1J8*-4%i48!Vqsk-QBsUDf9d{5FYbt!cFh^K-@BnD`(593_|_?t#Q
zC-#gbzq`C=@~<~rD-BNXeUz~~MvM%Z2XU?@{{Tg~u+(1VgYw*v#ER#Yc&BD|)4=ns
z8T2!2HW5MQNp}*)c?7VoQ&ae%qQNAVmXf@;7&zFuADwwE$M%EmndUEMql7Kg)!z;@
zG2WRH*&cZig06#sgG<`Q>W!9ND3SP+#QKK0aT3RJ`xUa_bQI|<H1)R)Bl)i(!w@=F
zoEil8))ELLwTQ9#xm?uIcs>YBX+7M9vyxRw6~|hvpTnW);V96jtjs``_75$*Ai7GM
zK^zcsTGsv&v0D)GM>ELFoQ$4pS{(;Uo(YmWvG$|F?&B3fv<+^;38ZVrA`z7e+0A5}
z?Wx%D6yNalEJ5MTDl0%P7HFJ~xi!gN>F;NFQq|gICm`aj-fDW1Bu06+2I>f{T|dOO
zZvI`=2#6Pxx0=E8CUsL)V7c#e5@xo%j7JP^lLf=_aaJtVZR|vlq>;}XaNO5Zq(h?L
zPrB8TG$$m>#!ur{HLXt1Ngrc-IGJQ#Bv1`#p>?T)#p}t-c5^oVHPkK9;g@Z~_v1A%
z@olBtW+t&Qz6cE-dj1uMHjjU88_f_`j#eZ9Il-xIG>uBq&94o%V?Ui!lWUb~Zs=jR
zy_wKKWu&#LNZwoBHzqRNnzwhS*tBsp`g_C1H${_N9Fs`*CD|Sp9S=3JABk@*E#btz
za9_Nw&P7e_qcf?5s`aHU3-{g~Xk&S_tI;C$F}5>YvrRM-Nfp#VWFwNx(z=-S%Pm2H
zkQ-SKIZl;o&P#nmRF!_u6~tk1S+SGvQl0cPr&g^6YKrGAr0Vy&Gc>TfG-tUv71CSy
zy)Ri3`o<|EZ@g4;KMYkL5@@zImde(WI=OtbZJZ7(mj+u#S65x#fH|jR%8e>Gq~&Wf
z(Vpf!`Svn2wunA^b{y9wccuRTY5l8EfQXVlOl{Voj{fEgBDXAJj$_P<FhwN#gt1x4
z8V%Oj8I&GK$9km~(8iq)tESY7x^A;AlX<aB>nv_Cx!~7AJXLdeCwY}3l*V|^2adJG
z-`rY85?go6xA1q(R#>kl4$`wEgkezdPHUxMn>n#Kib?Zs%}rNS(xtEvT1O<8@-`a^
zK<i!K!ru<GRu?UJ=H5xTWIP?b*B{}J4#{R0SiOsJiT?oA`tx3wJ@fsR-saBMLTC9|
zR2-=P04BXU5afyBVrx2%{RhwB{{Rm}{#18_`Ho3e_5A70ZQ)dqX@cEloj@Ctl1*+b
z3umOqvcz0UK4xa>GuE%^`c0I~m%_nfl#G*(YkQm=#TC=q)gy+^5`$nIo<OAWCW##W
z7Q40}$B4-+c`aQ*PclI-_eW0kTKd`VZC)|gw(5rTGg7-gJ&eg|bFx5Hko2zeO7R4G
zd?4GWn6eMvXN**T5j0q=^`~;4T!p@1qm0)n6pwEC&LbxTV>QW$rsR)vFRd6WNc8sB
z^ysxKcTi+axhz}mn!~xek-S0YMnDob%1>cf*ArR9sMeCSio@pIxWTKClJT|F?y9ly
zIj=fYnm&S*@c#f5S<&C>v%ta_6iDp9Gj%nAX%F^>q_A-w_QvDe)~K!Yl3bU8n3L;T
zT0N6ZaQBnHmXY&~*d){_IO@)oB?!Jv+3H$;oSJ5uwotfe@w!PEaa@Op{6g2{X*yaJ
zOzmxh8;wx7@m<8W?`F9XbjUo{L-6}cia|c3aS7bKN58+lOjlNU5}@$u)vLQTJT2kt
ze-79S%i_Lsu5eCv)gKXf)(;`!wNE#k5snC`JWJxi6pdyh4!Jw44@L0#*6&2NvSQqv
zzI%GqHO~BpPKJ)QAeO^Ue-ldz+go{X2F!$<3huQJuy}V#SYlxkFHky~hf<ag4`|W<
z0B00fqCYwA)x_T4$>Q6yD(?)V<cxHuva|_`mL^J1NFuJStlW5;Q;ymeV26YUjQwk4
z!+Im>lTR(}qDabqKu$^gDf%ad29dK+y35?-AxH4mZT7DsOC`a&Z$2~kM@miGW3DoF
z7qO$FB-L+r-OoD2B6R4h#bo~gYU+BMh~SKz@$!njrD@HsPbKE1Ka+0F_j7{PuW@~6
zqQus^eYj*J?`JH2o#;`D-*Z({llO3rtEru1q-nZw6KZm+PmRHMRjE8kiD1xJ#E`qT
zHy*gIdgMLa%OQeA3UbBs)A6hNMu9G-&3`Htwug|TtJ7NU>^a7tFFjdZnU_|VcT;VK
zNp4Bx?IeuSp9$W_2ik6YyJb8L?SuN)Wfr}rX)qB5v5r%a11~k5E9xF3{mVe@8ytrt
z098h97`pOnmez@rs90(1rCV7m#M80MNHB5Iu-iqSPo0`6$&b6M*I1qdxQWEqmnjr#
zz>l1AGg!VMv<a$+Y#vEtU<TF6=e=}BvpF6bl}BhYwZDmV?IIHPH#4+qe~cRG>^?Q!
z!D$S4T5?>=kD2q+^sJpT!}qglkwb983s5rtVaM~VuN%px*lHiy`YOjhKJ&&w=kTuD
za%~<qDwQ}pGtzASFX^{K{VLDN2fk~d{{V!;M7@nx-g0uAm<H)y0R@(*mMD*<O(RO*
zBLpY<Q!UNR7Y%E0vf0i?0AN<PQgK?Ge$Ed_o`-FyXdWNDztpa6O!H3pg@?{T<F{^<
z+kYQiNV1E&8A?h1p~8{2y#6yjpLipknq|&cCpBwP*RQ7XtztlhPs@d@XFhF?s#H03
zkzw`w=`I@4ZX_mV<W}CF;p@BUK)jKIt_V}qim9UMR(dR>Q`FsF@kaEBxAd(zd}J^6
z19K{Qeoq7{;NrOILi-)?#YsC;R%YGO9SX^AZ7rRb?#LZ+T-V#~Qhz=*NTYTqXgt?L
z{{RWKrS_k5Yj+C>2>DxYHO^@|a%y)03phesZg}Ihb4m}P=;7;HE!W)Dw($(6V6r;8
z3}i{j{c6Ug2Aitb&v|YPbFUad#%oU3Nz?7(@-8&yagaRKb5-?E4cS^)+|6Nrz^~2a
zf0Ip9eaKj<N?I;cBSP@-X(F2MP%!T0N58){(caiyT=_A@s-q-Fow%&83)o)j4->uB
zv0c9`WT`pDOR8y}A+nxHE#Zr4<7yC3<x@CGbRu;jDw~qab$=wX*rn)m)0G0bE7>mX
z=6h+`un#7*BfPxP?zi4rvrG@nz;RV|O;$VG*rppukl>F`twpBYnmcGoMYfGgO&Vz}
z*6z}28BaLLt8i)h<;3!YiPL9tGn&15ty}53UA3%F7-n3P9yt7}oL)A$iauup2Lt5m
zL#D5(i*;&WmL^7}bF9wazO<M3JaB{$tx|sw-oSu|F|zg?8tSe5Z*h5aV03^X<K{p&
zRKID^wR`2Xz0=hj9LX8L{VP>Y0-agL7O710zZdKBYmi#3y<-^3>T33mBsK}MGU<$L
z#WUhwfd-3l1hy@kX-D_7gIy29+jwHIN$#c$gzyh)=&2rBO2;N25TRMPqP2y-qo-=A
zA|r*6X8>>obhejfeNszln&LMroB(iY?bYs&WbV>TSPYy4%{xofv|G6h%IzG4aAf0;
z#<<p|)#~%Bv~${|jkTh+vXQ*A^ScvSmhcPfc3pxu-PO3RuKxg8(=E)Y5N9k7TefSM
zgIf_qSXu5M@M<L%bYZ3YyChuG^yZ3j1klMSVZ$one>&W;(XHX0W!VB}rdSdypP$7t
zPiN$zG0J-?@+%fkw=+#LwaIMt8>z;f%Jy@c_^ftP>Uu4N-bAj_NR7_L=~C-j{+ANL
z<;5hShIl5pOBpT6ceq(x_sBV}kL)ttTg5e`Bp~kN{Aja_wT$ZF;Z5FB7VpL_1Zj;e
z2+tX8pXF5UJa2fpM753<^x6;fs5Lz+RC!8^a5fS1lY!Etn?SNiqWfjr{i;FH7j`Q7
zVAiOm^?N6{pWC{X#PFhBCimzzjw)Dny>d611ZHPLf>u1z*ji~?Wy(&>&e1SGyyNsV
z?L)@W38gxCh9n(FlrrCqB^bRD(9Wcjc8p7xT86)>=u=tAV3EY@^E`)X{#C<hZ9jti
zQ)xBX*%2d{&OrvXhl*#tM}}FL$tM9pz^x|m?3%5tHrH^J3<f4ArFGGphMf;P6Ngs1
zJ;KKJ*HyGj%UMH4>JJ@rS5u5<BaZd+y|vcA@cUW`X)L;hf{&S0765*=>b@WNk)i8R
zBFS<suDTfI<DbU8B~eK5B|=G^w_$)YN#&gG&MK+7R02^vTS&;u4n;#gr)h5ixtif4
zjCI`nRW?T~%jDrfV~?#@dH1Vw0*<8dT;1P|^b0#ixtCE{NASj{pXXc-yYY!-jiIo#
zAx{CAbNs4YtZNDrXQt|U&9;|l(z~65smDt5UlV*sw1?-hxH3<SZC;h<lVA9k#FEN_
zSsEk!87oT%gzjNhl6c&>{tyW@5~*Z&P{OAD;Ukk<@jSAsvxQ@la(J$e9|h@}cAW9t
z&R<b=+@N#Xvvju9QhzGW84!*L*hXu1O*2`#)M2@b0<x&V-gq^|QxN(do59CN7FM+I
z{oUjdeU|h@6yd|R58+!v()UU+LuGikuEcqW2so_-n^>`g$2OA_0K`B$zdHklKtIBb
zFIKm*xmMJ4$*tV~0Lw)}NAj*o-mk<C@!L}5m)BPCAGK(%@d4FTll-a+J$}yQq)?=`
zmmL%pIQ(l`JO2Q;TyC(xQm2BF5Am%TVv5>K+*!uwZ{LnF{RLEcX-C~T{iU6xj2W#~
zQ@d5P5~)AyVqE_KD$CV;Ic@XFXLvR;<zj4Rv{p?}TwKjza~!tW`CxS!{c0&?d&q<8
z7N294N8cO+T(xTHbaYUuRx;6?M3yo`Df?V3fOIRxO>3##Y1gYPGC7QK^Y^Zo?M6@C
z>`Rm#3B^eIZJpJUrNy%+`$^KW_Lo|otg#SLwBkW!s{a6KT&%Yn0s-@5imP?vD|<lk
zY3VAR-10~?!QsfJxLED39b(VSaz_=f2ZQbW)G^&J9f|8iTwcZ!bQY}<>H684)!O1`
zM+1S5m1Q*xc&r*{xZZQu6_=}cXHd7i-)|&x2FLEf6*Fm?oDrx?B#~HQlRYU;n`H9P
zma)*w*EO46LTFd#@{n`KQ&?AiMdPx>iUH&4TbGbtOpR)~M#mq-IsTQ-Txr+V98D7;
zbAgdvG?Pl_r-fA9d2Vz1rJHG2i8Z|3^~(0ITlj0J>NDG@X$8QLe-XhI<~qD4JAJna
zwf_Kwp7rS82G`D!)@Y?tgXLfj(_Y>hSBdjEojAg7$D~Q2;hI=3NOo+LVVbvZV;oXs
zo$>+m7VLeiP1L(?+BbB_s`m=9MI#@)RG-qiIgbmS-5vq)4_dm`JW_P@ZP3K{P!2Ot
zLYI16t1h0xB@2fodCgL^PwihC>JdnGlPL=(e(h}PM`N8T(m_0`Fzx;7;>9$P?%<-Q
zB$3WfEY}xJBeTsRInFa)hu}MfYiTFAv;pJbJB(tvz%4W#LI**=EAs+3b5EOBzA(rj
zc#<i4fq;K1^Y5jPcC{(hk0RLC@m8x0*NX96Z|qc4^gj>0@(YP&*=LNLoEpy1d?|6L
z%(r(A5)?VZb!ybswYc>5`#e#)sKCL`HP1Muw&prp*wNp)sQQJDklt;SE#(d#M(S%P
z`$F@?y4tOl=C=TDFVI#iPkpaR_IqR{GBT<<S7Bje4vD6SV=N_ZWMSH+%a%Hr&Xj2_
zU%ow}Z8G{%0>_^$29t{9wcSQpW(^d;y79OkwP#q@4rGEHlmi>PnvX^Bt<I_C+&J>!
z>deQJMI|Xav!;|GMn2N6<qacB)pg6YC<#?>nX`^7wvyR&EXSq7tuu@~?s#AEsbhOc
zZJxtVkifC=EW~3!O31mrT~<Hr+YdFBcrVXCjdb%UzjYjSYR<g1(k4Eyu3g7<7&k`X
zuiwwz6`OBosO$H;ty7)Z+z$e~oh!ojHa3z;t1`Amc7u~lxYso8CelUHZT6gV>qPCl
zX3G<0$wogi<67yKi)a0$7F)zze8-B%)iv2Aw3-2QlQ!+K+oFMw%Apn)-Y+pu#cgfZ
zgCjNxt5NCtZ-(vW42?a=<WG!%Xl<O1G3M7<9Ms+jv$$w(bxV)3nRzj&$u(Z<L(rD%
z>~@z|Fd~eZ0}=XWuj@Bt#{)%lF76vA0durxr8h?K&Hk?-p7(9MB=XPllUjRerJ=LK
zQMa_HW8PZaS%kII^{MUzrwlX5ADwSl*m&blwvG)xRcKsrWa>XU=vLE8(QcMITU3#h
zeA79|ADw1gYI?@8el2wQPnH`7L>K^P+MF>`IVXjL{pF%B74cq^rAqpat!*vFK3jAP
zo@<}fG|v{vp?_*!YEN&@L`rZ#_pY+)eKSOs6L}QZSBSj1B#O#-^)DD*%PYwC)*Zp%
z5n3!$XDvJ|mHD<gy$&xM>+un7eInbU{r6&^)N7{r!s(@k3;ASd+iCsb0=lhJ#J2iI
zoSFuh324UCA`VY()qBHn4-e>1e|IYxW#l9EKb=3VJBi`iS7_s8J}mIEB$qmqz)v}5
z+&@~^(7rX^pppyQQF$tiA&he0fE9=1ZE-wPbq1YmU(C)3Il!$i2l!&jHAV7RT}FR-
zIpi&MePSxtIV#df?IHNHWou?Gbt`FYn66B0hd-@#8Xt^w?-5$8`h25sJgMORRpg#6
zx7EBZi+^_=wx_2^*$&YtAbNMKd%qFKZKzr5ejb8bcVG;$Dw2or>0Js*tqxei?D|$2
z<Y>W>ahjA6K)~eJ2jIUP4Rl3qdlScSMnEGOuIY1=oN#!mMs*=(NuDuA(@9H{R7jXK
z&Bu1!aZ=)%2qze(1G(eUf^v8?1I`5)$65p}9lKL_qZGh8Q>igV+|U9MMsZHYDT{{d
zNCh08wIm}2xu{M6#Z3+{aX<?vYL29rwM9$>+;fU{X}KBcOO9v(aZVJJPy+El0Mb%`
zC;@SfhMG=0(}?t@pQQi*_Xdu0)_?{m;~1m@_N4F9jev9}j1fQ!pK3w@>r0bO+H*h)
zj8ap&3T{Op8pMsed!A}JN+P?yFuc^K8<#${m*N?`jRy8ma8@!!BI6sLRq+SnE3M?Z
zHNC9<Ufev95)bADVt9Yz3^u+Wy0%|43BX3nNKe<TbQ*oSPvNO<BrrAI*($P1o0xX%
z_*a>DpTl=LMfsA{yEx^{VAfS8ld;_j9_`WXmN%MP_;M{q_Qu=|rHf8fllj*Vuj&34
z@r*KGTh5SAYCdro+A;WjE6udMV&dysv$WQ)ZViIC4<6%;XVSYpXIs&vihU!(S}cv`
zfUR&>ryTaFaqDv{JJ_GY*B&0Z)FIQf%ZcGpk1|GLH!%KH=r<ZYtP!fl%PN!e85<+>
zHNjeVe$&JL6f#X_&!|2#A~54UDzbQv<43btZ>4L9B?mDn`IqsoI<SnSdbny*apt{^
z{aaVD({*U{$FhvZz%X%!P*1&Dhh5VwF9O`!#hDjsv}ix2adujck3HnE&pVMMWW*aR
zRN(ik8Wxp*HJtYbGdxhaD9m?YQ}#+K=-=AM;gdUPA<<^Foo80F1+s-@`H#Lj)HCTC
ziolPfU&nJB54hwO{Y`Q@WYgd3($26M<yPSwVN`t$b((IhzigTWv^JMYy+;e5YRaUe
zZA6sQyfrf(=KD^zdG!kv3=iJ`Eo<9e++5nF+*0BkVUVuu)Uj%@+(j%pypYcbJvQ<x
zh0GSy&X)RB@wJV=fx*H4Rmj|B*2hiT_|=UY%{N84mM5MkZR3Exze=sCcwbD_EpuXx
zZ8t%@b*#_qj}bw58Y$y&r{!+HrfU3}h4r<t{?U<3tBjQx;)JX>?G~_+&E9F3x_rjg
zc$;F3i6QCvipF`SmQbrSml!{Fi8!xHI_wi^?Hn+IB;)7glTc|IZG;ZVJ&{>u1c?-9
z6>3p>CUrv^;|tY}rcJMiCXUiLt}FtofH&u-;ahrr%y)LomYR%Qo@11B{LOQ^mXmX*
zPEVX};F0)6>N0CTP_v50;7J-w4&}+<@k>~}MCn4ZR(3kwX3^5XrNyic%rLS?jQ*9y
zOX2Itt(tscSDYTTS+#9IN~SxRBvd>CNv@+!@qLZreV<iEjlki6z@*c9o5B^at4&TM
zmwc#JC4CU_R${sPGWoDvI!Za(2^p@^4K~{EQ2S1sG(}sg5uMeU;>{)qZPHP1<xiXt
zqMT&5H(0e&N}QIguD&i8O0nPC#?j-J+A~#k7__Oa44PnbCsG*ntO0;Fw+Gaol_ZxV
zOtmaoUvT4T#cK*Y&gNK{#)7<b5oAf@DR*$g%NPnxQi?nMLOCLV@c=jjI0l(xWpm;d
zmBS(`diSo+Oz?#BXh!NArHjh@%Z^QY5Tj&xRq-vx_c@IpPeqs%v6gGJ<OT$<@~-~?
z!=4$t)U}n>H7iKOF|XWK0~q%FD`wZh_tMUj*-jx*7#oPjP6c#&Z-V8qOpQu+m6$W-
z&OVjYqLJrHx{A<}S!`{s9h*xl7qokc{4rOw`^Xr?4WNifxQ{7{+7S;ZbjV$#Hz3rW
zN;!<QOOzZ{T;i1O?nfM8aCU+^@z$m4xdR_cUn(-<PIKH;n|(N>X4wcBAoR!USUUaI
zuV@qdG9d3Gb#6eeh~##qDj0#y7bR$M*WMjXZq-h;XCK-Wa_9#pxUF~LDY#EFO_fxW
zoEr915(08b&#BEsVg<6JmFY>ln?kLRn)M$6>l#J8k+fmMjxaf@H@YsjZ>J;%!a}3?
zf|L2z(=*veEyA?vy-#mLS@w4p*ON_c6k(%{wz|4^_N?7B&DJha*!i03;cQVY*>+qJ
z+l*F{>I-*fp+hXdV1dxrviPUro{g_TB#=eqUUp$#6(x=4m90LXF(IR3FitWBbJeAI
zp1xm?_x<AZMnODkfNm@}#%t5Ab$eYl(%u6pNnRdRMh0<Sb|<xK+kdh`!c}3rCm@>D
z)b$x|=37ZEQ_pNF$;Se`>Y8Yepu{DJYHwskq-k<%+T5!9%v*_P&q4LCOoraW!&*O=
zXj94{?qYdAjc3`~TWA^rE4Wv6%!G9{$m+V;)x5nj$sGLH81GrhyYfWy=B0|2o{&X7
zOH#PjH7~J3%pzvOsOL4&>H25<A@F^sU*5c{&IjEUK9}LK;n*X*o*^aS7{^_;pR0J5
zIh@2kd4B0aDYeP&#L`kzwK_iv+)2D%f-fe;9$BXOcQ7sa3KPP%wpJ0|>eCT4zc5VW
zHD5#0*G_fSZooiJV~C7mj}+?=YSG6k%6!P%gvUyxm9*S`%1UWb+o_kVYEd+(wxoq$
z;T!=|_+HlUQr412AG?o|?lLN^uZJ(Di|sR~mlsk<!6LU3@?9rRNMdwYd$)5@&Xcj*
zS*}h>db6n1Ke29Y<OBgG(yT`Uxyu{rY^0Xj+F>%|_i6`E@ve2IzSb@p+TU<SJdh9b
zuCmhGPS9=Qnq)FvD(5vajrC^?sQU=pcFkLD3fl6`FEwaFOs60Q#%nuX@e<nDy{?}c
z#LLD9Q%tz=EV_-Nk0;9o@s>E_HBv_1e~Wt$K2o3tI3uMT`q;*mDL2hj<z&@wuJh;J
z$aazP5=C`>AGfvDA9bE$xQz)c<2>T7K7nl(n)iB|LYF5yRRH7Cxa)|utt$1eH0g5_
zC(H*NeJi4xPDR(mMs)2JV<*KDYcH%lteS>Pu^Cge0r}Ta;ZKJax3(rp=MOUSS|`cR
z;ar83iLL5xxAO>`lk*YK)x8T+@dt*rJGgY0H&Cu~#zsABy*({^9u_K-i{^%>b8+E4
zM?sx+8+~ZJP_};0Bj<16O<;K5-&oe9k5+qFUfLwdcu)rG-xXU=@dmAbe43uI6Psdo
zh~q=^pL*zRW!1H4<U=f0whbrxg&#3rd>T`z?`CqsGUih_+q+n<bens{a)nps$gFKT
zM3=--w6g_>IQh>wuTJ=dYh|SPN*ExtQRW;M827I~Ukl3iv0T_D_6xj*=~V@x-8s25
zbee>oAF|e<pHX>cl|UhZJAW$7)}*x7JYcV*k1o-p8_KQ}a5GPy;@<k+b-uMlnG*wn
z=}{YtZ6CuSER|a7;NXCH9cnplL#E>|Xog-~#S;^5qFA8&$JEuUUlKsp$n6_O?T|L{
zSn}w4jjo>&XeU2uZOjxO^WMD<9V^4BquW7$Z1%t=Opb7KkELfiX)7B~7VXVqKkcjZ
z(qMaizh(zAvmMQfifwK~6G<9GEaw|Za5oeFO>ow6T-|tzTRR(><gi%|7kL1T*G~<M
zy2iM+knQ^=lI~^gkU#p>oT#WfT)KFUXkOM}^IU0D!kT@wjzHhNLC-y_r_%L(Msf`C
z$pB@}=`w$vaK`@t#Bu8v7gos9LmO;V3UPpVt;u|Ct6J%M^<6XsX22#qaay`}S~CY-
zC3_t__x4w?&22DAW|4mQuQ8IwRlAzjB@99NPX5)_>ekkcrCRE`WWGRn^2)}zn;Y2w
z0JYNT-N;tUd)GW;H8$SIp$fc|?-#2&%`?GQ*LoA&%P2|E@UGoOT(a<*MiPBO>LCE-
zlraAQ8l?K%vm?!EG=|-{Aiqz-vo7^<cs!3YW;nxisHv{V(w%CH-MP|F;X$d~d74$!
zMj_Ej8T|8Ew>}-#bk=t<xddY?%|6FeT^`kZwgyJ-rnKYugLJ6yx&}hH85yT!<F%Q$
zHFWHq&o%KDp?z?xXLTWDjPMUpTK*o@TGvHuK^rqM$RnIq2D@=3&Y;pd;hl-;UH8L{
zKGoosYk;pJ{nS0{rnBXwk;zI{t0~E9ZD{%%>Z+F-iU?3B<GTv!Ww6kov_c^mP5~zs
z&fiI^&3*ol@^Q6OuoY`g@Xg+%Zz5k`1(%bzpcThW^DPkSN;0#nD<Lo9(=`i8VS?DA
zsmOI|;?mxA)#9{*T&{QoS7tmRsoJ9?7m>UKXCa69*A1zEXlWPD?f{cG51jErgp<_n
z!&HM#6y$mhu+r^j0xL+RpQMi1z%@PopwYz52iT&F4nYfERSu(lb9#KXb}zx(-22yE
z4~CW)<G9st3x^pH$CLTux0RGN+~cVjDcQYCligSVTkRHs+maR`$*l`LVm(AfW|t9L
z#}Le$lWu;MOI6Zst|3ujWp0uuE6V5VT(-ZfSx+PpqXfHCwnaq1sfWDuGOa#n+3a<i
zw!LF5(pxm`JO_dz1Rv6~?&H+1wK(3xPhkRp5uJaXL#JEX=}Biav7u>(M)B`mh2EnC
zA|Q1|Pdf^zoip{Q<Y~K^)T*hq$*JVtBf7m8qATSP%ba|?3f_amc1xv2bdMvvgXaVs
z3d{I{uLCKP7j_H^&AWmtb3@c0R`8j7ZOqoo`^eOC-{%#q>9tLAllA7>IWG|D@aZzb
z_VRC?h#^y-<y|eWjCB>UO*Zm0idI3f+zyq4rp)WCwfxo+7-I)&O~*ftP}DDV9a{cd
znQas<NK?iXeQT;TuLPvUD)*k6on?oL?sSWbh%Qzukm<qT`qvkz-Yxa>OK)mYUE8v}
zRCbzfrE_o^G%R!1t#+DMg^Z;AszD#i{0pDuS^HXaU8KiSpEA9QcD^>%W71L$>RC9;
zw&RM<ZAVnr_Z#`=7TCyD%8KdFf;4$;LqT;UcPiN>l;Dc)?DU-$Uk^b6i+7frUDtwY
z{koUJ%p6rVlShTgr!bd%5(eX>hx}_>MTRR|(e~SOIPMf@71>GQy(w<Ii0v+%w;}Rz
z{HuFqkB4ASGfz@n{pJ9iR#K?;x!?P$aaLDs<Y2w~HTxN$Xdr*M`!?dXZSO4&(>h%4
zkw@_!4R2~Q*y~z)MJ0mG5$Msd1#2i+=usE7g3eDrZZgLtemJaUchtIbi};{lSoFcR
zX|EC&e#kNUij?2z3-X)k$xe84&0)#lo2!{nt;#Af=*PF`SbDCK`aSQLIujWFH5?kt
zSd|JCs?OZUa-Jd5FLy%?^pVNX7tSj}2sha{zrDA)kN8UCBlWK%Xya*j!i0|h05xuC
zt1N3QjVpx53z~|Rmo1sCT(QGg$mr8Uk!EQ$<^nb(<nfBBKCP_jmxec+&B*DuG-=xN
z$sgIgsSpBweDPfkgF|(P5hSdjWR>Q)T}Gs1Q<|T~u4QSO-GtW+mtfmmda1xC=~_Cy
zq0}G{v$Treal>&*toUlfRFKOAepScU6x&6T)xOO8!bH55=xQs;tz)UooLsr%qd9A>
z3sBRE*v#vU<};7wP+4oY+H`{6Q|3e6Tx8c*F0*fKFxdWP;ew>*vvr*|9aaHxXp0@t
z>bb2cH8rm1rB1EaEog<XwABG*xi;)iARK;`PH1%<I_${;z06C{hO8?&{{XVJ9O^dm
z?HzXTE4H@PbnA;^_IG03<L=0FT1KBQLTaZ8d#dQb({;lf^FE>Wh^5a2gN3X29wgK3
z)ml5b=9!4+Bmr6auB?|95=SdTGc#j)E)8J+0A~w$)=4Hq6MJNe-$PhoVNr8WL$S5-
zHI?%=UTDgWTbik@OJR9u9mIFV<$;53kahg)ox8rWvD5Zh${Ej6R<bp%Mmx<u2;j$_
z2O$Sq+Knkl=dB8K<#ad14=%HD6QW~r+rj>o?tcz6_S19-t>r);Xd$u5{A<a+9%#*f
ztH<{AeT&E*_3wH`wD2>miaelycl7OEr6@S79ws`ZWwEFMDlx$wYNh_vwwr$#LxWbv
zPI7QZN@Vb*#0?ySD~jky@>b`}HqqN#c*6BBOo<$llB|TU<C^GiG^n)uDQ;|B&QB{c
zo>%KzK0WYE*QC#<MYcuY@zhtGCa0<Bk;!8#u#ck#2b$!>P;%7v@D*cCrdw-EncsYp
ze5~Ji_N&lo7cyTg7P*_D+(!bk<<@Q5*-_*>k01)$(fn5)ooOeTCK#{E0`r>SaGKJ`
z(aRSZLeOVRsQ91zAz`$5)H)~4f!?{lH8t%-30;J;ACz{id#kDSsieCfFda>6_;XBY
zcIq-*D)~*o9cw2|L*8K(2vWRvJAES3)56xy9#xj+LEE)uYI?_=8^voT*K_j*=RZoT
zsp?j<NwUm5vN;OP-!-?Vcxu+oQtJ8ENr>Euo|TNLUGuhaG@<XySu;OM@UwX<eW|bz
zbyetC){dueZDU#FxbiI{P!bgC$MB`O)Cxm1*QCme#4$(f^!%!=kA`nGYnbo#S$w-Q
zhDcb^3(4~>5rnEaK5E1CYj^QHGWp8Z&@Uu~+nT#&6dGf+I%rjlaPvvdDt{1bkZ9Io
z%G4q$TzsRGTrA!od97O2L0tD7X13-}L|qy+D_(L|M&_rg%G1pfOpKVu<IN|BG=IN)
zdNUV5AAra4sXQ&=NX4pZI=rMS9E2vdwcTq@Sr*$M#-kBO7jx^yFJ;TC)E!k1-BS6o
zwxcv~*`r^R6|8NPOMVaIisde)zSQnt`#8w<&BnqHHF53riEb7-qs6qxg5x+9+ge3o
zrs%sY41QoAeB-TDUY_vVjRpI?TQWR9plSXawUYNzK_$^#s&&WVMyKK%T~|#i6kEJ!
z<zAVpx3gXA*M{3n8|DM|k{&>$UkX8`Tbu1(Z#GbPL_gAm+}C3$MxQq|NAGqsbe|7u
zy6xF%T1c&P$=pC9w>7;+-^11;P17I<>y6Uq1p3qE@vW>{ciG?~9xwo^x>tvrT9NfF
zQetgKE6y`VG*Yxtq_2Kz`X#b6?QAt46-^Yb#w$q2%;$~Op{{t2Ju^%?Ws!`mLuqV+
zO&Y$uw${yKVuV}$(Xew|B(~eGLiuttvFJ~F&J#@Oqd`@C^)yRkq40H;zuOL{e<GFY
zs>8i+Ut52|PpUK_*hHDwBRC(Wa~FOc)$H`;yPj2!*@wv(;MO*q;w@*wda6w^Ep0bU
zjPY8!E?)Fr$DfI*dEF3PSRV`clIBbOz=r+NJm$S4P1iJ-v>9g8=UE*i-!h*5)x!9T
zU$yaescjpmj5}>E!xd{@@Nv-X%h)>$X%`H@^{u3nN>wyxol+8>h^W`v*TpSeY($<#
zj9htWFr%LJ=rd^6R#8Kw!vbO${%HbppRHs3JkaFu?vrzWF(KzUj1IW}03y1%bgPMU
z$!A$x?K1<nCZ@f5ilU7zjH6GNbAi#dd&s<ZZ6S!H2z<30ah^x`SI{xO^;SFrpyMCb
zzGk(*)o#37Z)l2u$1WL|XT5zZYq@OUSq|pdGDp(AYEGkG@yl6iSp-w5i|tS6*0njt
zmLSux4KU|4{CZUYhvhUEppH4DE1Cp2ayX{shNlh`0oISL02H~V?H;snI#2?WNC2Rk
zPH{jE7^x!1IH(t`PZxRsCGAm~l3s$M!4$wL0p^yBPy?u>6sCX-({s%!q#bAhNj<4S
z%`aLpiU2}RaZ8FjQgcWLQW`Txb3h5j1nr}tqw7EiQAXY<q{+`p1|ujr&syjFU14#k
z=o7(jF^KIu&$V<_1o17zGDRTDxWUJzNl}%L9`N<3Ye?+NEdER64Aq@SR#&=$-U}GR
zOm@k=GEZv2*P%WG@dW;7o-L<s(8#BS`u?@8t7{?z({(FbL3M7!_p+`DLz?HS3%j1B
z8i}h&lT!F&pz6hL?a$fnz{?<Ew4b1=Ff9HLl1o|bW6a|L<BxznY1cDf>3X7GX^A!b
zG63#3ecx_ro*?m6!rHIe;`uHVsL9EU^sFj#HDq*Arn&FYm{<C&uvpJ;Ey0#HV(P&C
z)7H4CB)rux4ZKRO(j0k=I2ECNZ0T(KBr}&e`FdAfrua@fKMEVG%drTVK}JAwr25fL
z4J)&w6;s*AmIif?gkjPNS)&(ov_*>n!kks_4qfXS28Dfj1n}IZ<Nk`rB?sqMd>yKb
zG`zCarj4wT50`Tw<n{b(n3G)5Z6>_8((PuNYo;mZAG?G2Rja*T$CFXE)H<8q2=PUx
zsWso*V_RE>Y==RL(eWkI{h6n<C{YJ8uTxyUm7`l&XjcXcm2E)*+_lO<scN^fe`i57
zgU)TG0phu3Nls0zk4~GF6qKH(&AsF5H{#wB##s+s*5lathflbT<+W+xLy$<$Dr+AC
z{{X@}Y5l8tbXIg-*axL->0UaLSe7v$l}{frtm;M)S4!rq7b)nC4If-v$)i}?%A60K
z9AH+0i1lftj_%qiBOO_BQHyO8P-8X2M+A<3@*EoHd`UC-TTr(;ZQuGlzk4m3!YiNQ
z3#q*{XG5rXd{5<nWo!mBou;$J?!Bj8s$AOckEQ_Q6`P@WqUTrE);mqns;|t%a7}jN
z?)@$T+(ag~9as))Rfpx*VrPhyU8Sjtb&WkPe73Z8l>EnOzy_n8+WsjJwY-tP7;F|5
zX8!<A(zR*ix`yUkX&2=qoFCG#zu^$Nv~z!JH=nh)Z5$KNy+ey;)Td3W^(o$H7S`z;
zmTY5`oIc^lHJ_^ZM)63vhDEqtxprRF(cJiiLKp2;0~`ic9cpbmP=@kZpG=-O0}ZAL
zITWKatJ~Is=IC%1SF`EYLVJ09vl-<&X1cqrdAvubC`5@am#*&hKB?h&lEPb=?e<+a
zIYILNRlv!*)<8Vbzpms2VzuN_)as>DmLc<6(nmq5X^^Ba+kKyP<cZ5E7zVg)P9Y1)
z41oEl*gV%#lie&4T}gDq9A`DmTd&)-uPMKJ^GS`>(?XNn;m0{Ca><^V;2#GWG+*sW
zBJ)%4EJ|=muDd{-F0Unx-jwnAgXL3<el^tiYfMcaLbSDwLg5BTt)H{2$RuS_N2sqs
zXpfq!S*dcODBuGK5Cj8(Q-ol<Nynu~Fh)91(W~Qe=|WdIZr<Y+2;;3yiUA;iql!{_
z<W+LmorJ|SgPu)0G%yT$(+i3R9cU*MohiYGr4|t1dTCNlML+KvUYt^}#%F6|Zb9o+
z*3uMrXd)529Fyx-3GK};Pg)Swism8;u{rgxF8HnCD|u|6ShkJ6)}(GJ>0Yh2t6tiz
z-K4P02H6y@Dq6cVrBT9KA1UcK;u(a56=9M1)|4|#bE(Gr$vNFj@kW@w9M*1Z^X4Rs
z&aI4NzxAf+CRkY~c!>-?R`jnjy(>1)v%ptXDe~OwF10JYLgUDZlOY1($6DR+r-#mv
zlWLdBrhF2LI2FZOCB@dY6GIr4l!j#<mD~7-RF+#95-i5UjiB^3$xqzX?mS)L`<QI^
zD&K1p6D7o#3}&B*;Ll3ut@MkSF3zE;0T@=?c;>p@C&Oz55$hV031#Yo(y}~Bc{T0K
z&mr>dQ-#6%)a>D}R!$OePuWx3sB5~i-s!?b8;~4F$0n+1UK|>O3%lm>-#;XMGgUMj
zTkD-p*(D4uv$;X&Ypl4skW9|74>CR!xA4|$nlACxl{q-xoEYtMP>)E{(kq!f*CXUW
zdRGf=Z+EWU7F_v2^z18k-%OKLlJe_X^9(TZhx{t7-Sj$ThRrr9V^{tnMF}MC_cX#j
zRN)=_nlWnjI!&u-_V5#O<N{Z(*0bh{OKBGJ_T<SP4%F^FjbQ0|vf69WT~6Dv%Vbww
zq-k?_t5KHg<%-xG1YyCg9XBI6P84SD^f^sN@!l4d42%KDz&I7J;ExzvMrDTbW9E={
zXSHwZml`LAZ3dq9$vet$Nyi`OHOg!L54RQrRMB>jKra&Y=CzC?%gW9g_{UY*XpVyF
z=g-s@S*70q`J`;*0YsiE@T3nZlI+R3c5F~U{#C)<c#%hj29<4W>2zBYIqFCG&2(BH
zf_yAAB)-%&IF;l~vNu&Y`d399G+`Z2I}?a<c8-XQXx<#wQd4DeW4U%Lqjwd7X?K6&
z-C9dlXH;TU%Jd?$<h!)AyO!HaPcVrHj!bim*Fmh<>ZzbXsa!A3A1qJutM+YZ%BNZ}
zM{S~7DACp^<}*VtD5QPEQqL}x;hQ<G?_9OX<yST4)?Pi;t?k+?TVx522t&nc=sq6S
zJZ*57daJy4arN8}&Ge-j620Up*M_MMeN$HP^rF@{LfXdsWONnlIuC_ng3j6}Pmxm(
zj`gRZcw<Y`G^C2g+$d%H_~h3`Yi_YY96+C!sjj6>ByrTl`?g1%>t73W{YG|@*5#m(
z_OCP6JQb+;V^LeXxcu8_+aZ)!(v1qU<e(&XHCp>lgHyGV*6JYfFu?>+;F%QhQrcS{
zF{60i$5C&x?<p?bs9f}`I^zETYFt}eYATlz#6x2pM-_9#KL%}@A3sQ(LprwX9{&K9
zVat21=}>*2Q_!TiXol380M8r>!gPA0t`(qV>h_05yOQ?EM{f%$RE<Um;-~N}+$pDO
zbCzbBKt>01&ozgt-Rhd<$~DEDkVP8s6>*xs;II~Jqic^aaAJN9Wjam8zNXQdo6y(r
z=ZxRO`>l07Fv^U?`G8fg5%}vw@dkr=V?DI1Hh*$9`;2y^xHi|L$#kCHa8D1&&*4>H
z!}^3lXOLSJ7{d|&0N1RcRmECJCxndkQaQWJo2Wc3ZEJZR(i8*@*j7|_*AeMg6M&*1
zxmFd>`1ruKaT%{tTdZIteX9~Jv*-x{l%PFV*0-dk%goD^`I3Yd#@B<q6?x(fF|Gyl
zmgr7+CkDDZKZQ2;Q%5Dvr@Rlp)N@$6SHvIe4K6zvG}+2Vc_*Q+n#1C*hc%qPX|ZS}
zZVu6dRT)joZ4N4mank2M27wQUJYt$&t-5<D*a##ifNH;qZNIZM#zug{1~><y6@SH=
zyLgJ{O_NH7Nno~c>{xO+s~YaAo-DV9-K`8u5DL<gI3ksPR?<7N>D7#zmZ<XGQst+<
zP>f%kC>&zFcfvYIv+&u}?#Ga08?(4%*ObQ`Nv;T+=UCr{A6oS*dn=2L0{ZIiXIn&s
z?1|4@14UT#q=|BybE$JHQ2324&SKJR9!HJx(jIezPJfBIp(&jZoR8iz$H}YT3L(>M
zv>W|K^X&fsJCKU~K*_GbH6ISnh^u#P6Si~otrCoMN1H0Ml2>ONW${l=Mo46^bsZTG
z9R5|E;(cz%RdUI1<U~gt)$bl?S{<&IFSPg;d5oE96^1dzW$IS?UZdc+bsJ<5%^2G1
zNI5w6u6nfN%$hw64OFjv!@~)un3%20Z$6o+H9r^I+Q4nCoCiU*iz&&he+Ew%km`uP
zXjAu_p``IXn-qR3wp)}@Zts~HM?puji=Cu7Vl4ThwF^%bJ-y0ZN|FR84Bd#U9wE~f
z+QEEFV=7Ao$A!l#f5@hIm3%oIB0C*Xr@+UQxxoD@#k%>w4Q7cq60-b=M?DQ`?Bfeq
z=BtR6MPbrBy5EBS+|y=jVYjbNrjx_xO}Nq)+f&qYa?U)Q0!kighl6H)Gf<OF)a@Ee
zYn~krGBe)0-6!Ghm7`qAs4^_Y{{VR!vkV}ra8_nhle)3y`pxv~sxFyvc5iKg`9aSg
zoi|R^H9rm9OmxY-ko{G;2A!|ApKY$(JVSiNvb%a#)|KHapAp)%{NK2@iy0U^)i-FP
zRRtA!GA%wWS6>f*soWp4rcTvt0&3UUuCAg9ZEK5fyX*MXE33$()2?*uDV<Uhc`9(&
zs=gfY&E}CHhT=7r*@hWUTEeQF)#7wft4b+ZYIOF=f8oe5_G>b~M_h55*p5w7J4LvO
zVYdyy^H)FCmea&qRr;>$Td1IJL+2q+;44b*eKu`7A8n5IH6QBRuj^b&lb5|TcY9{t
ztVO12`qbs8ntM6p9TG8&{<QVhC$yGGuC(^FfN;_w9R5{>s7Vf)qs4uvJdio(U}1q-
zcDnwht6VHbNeW5BXQ8cClDajG8OvE($73Dp`5tbct%9r0B*`>S;uvn!3#5+i)L>wD
zu10SN-K3;JA|2nr1}X&b_la$95pAs4@sPlbe>$FScc9e@5!O#rVl=&k;>o1861H|8
zg0&Y&yn@i&Lw+Q_CzWGZf7|-5pK`J4R{3Q9@Xc%=6X<u$lT8CdH}Mr9Rx{>BRdb45
zt4|^KT8#GJW?e&cXS+sw{uL~`v=?^5GKqBvJntO-wVyt_rd-`DN&D5o3%{HipxOn@
zfu~!Lh|Q3rHO}PM#Oz!tC#<w)^`?cUT`8S^(aUhW@k@E2-CNkY+B|a(zb{i+(n+Xk
zc9EmTvP4JA$6D0UZ>GYrje{OQUI485-St-{e$qOrT^MC=))bAPcy@pe2U^y!hf#n6
zuF>a^L9VJx)|mu17JJq3H!o3DF0@<UwFR}g4Q@sX9-^Xf=lD)%jZ*h!ixy2S!>p1V
zmG7F8{`NmD?XDAv2Mjw`Gkd7Zph#eLa9HD-%bQfxW4IGXD$KobdBtZ6bBwOX3?r%U
z$6^b;67mbin%i`+gOJClsC3<N?JimF!7-0f&2>6%xh2Z&^I};K{IkbeudV2@>Q?O>
zHp_25GrZt~`Bz*TmW>^7uGjACEeiMEA<*?ZKeNvZ5Py$6kJ7mPcE;A$;0psJkd?_K
z^sLL4TREhPSsO9rU>>Ha>H3bLdgjvIWRc`J9>Tk+P<AGD;f9yE?!3qSu)&pKk&KG3
z{i}62@*`qFIod0^(Eb$a7p$`1NL3i*sTJJmp9wTu8@0I%ORfk9*Yd8|;bYX{ubREl
z;gRY3h4g|1ia^_jc=fMK@UO!=m?pKlmN5H?^EVEa>eikbu(g!RV2ru$7PeIapjG)t
zwROgthR2at8&Z8tT`$AdI%MrEQS4$lt+XJHI#agca2t27XaFyu9)g{YDb7;dP6Go<
zM|wU|as?seaCxdok~yJ{VYIFZ7|n1RuYs*KySbvcw+f@An6E;Qa3{<;9kD|U^yq1q
z3AA{Wp9aaWxtL4)$iXqF?_907!;Nz4!h61r0mqiZsIQ~u5-=*CBmV#i?Nwum)r@n1
zOAHoKP~x7JIw|619;eC%^7l`f;UBtC+hkSaHQ8yJou$2=%Rm}dT(<MYUig>b$h516
z)FE)O%6?#bn&5uTC8fk+cPVf_@#~u7uR%#z_HecA(`@g&9U?ZmUTC)ilgCWf_lfmO
zYZq@QZ@7Mh{{Rhh+D@ZuqFIR1yxYea0CBf9QVV<Sdt8b)9%yF;z&!?Q%5>YEp2wu)
z%`a^BM`_^*X4Ear_ff_o&UY~CYiGo_9!P}AAoBkJfocs%!=l+L2#VX=ft4N2ae9}C
zpINzIIu=`H{{U10<WYM;!5oz6%Mn}JrS6HTIlH_qkKPl7-P*UUJR4~SmbX{z#%CE)
z4?|Jt`aQkV$9sNR5f2J`*G;TPbErU(StBfDVH-Rz)~1v>BdM+{6x5YCyDp~@d#=r8
zZT4d+xK5tCMQeCtLDTK+B-U;p?F_>xhxlsjS|*>NS{UvjTf2$4W*w`V)-@S4^%l07
ziYH&X4LH{2e5+9;u^#O;Z!=R>@gjgyMp-5Q0G4RI2iCc$uP?Qmn5-a;&@=qrS>OuJ
z)3lqtXIEIE%D;BSdRCWjr+8l8SmFrRU&P0$IID~xz3DwiI7bie!&w<~eY?X-BGXY4
zHeAT$jm4^srmH@wcq4t%$lPt}Gg0c+I<JW}h)fAI5ij0s{J5>=`yYmF{Hr*W-G#}O
z$m>c?OGe05BX5V_2JnuPXv=%4kd4>MUWTh`+VHi9?648`b{It+tDb)nUTYHlj#M(t
z?m%v#d9I${!qzqxt8srYl10On&*Mc#`E6?<#d|q(Rn_)6D6iy=n-CRc1cG?YY<N=F
z?Q+YjUhHWX{aj@Cu4l#Cp}f@?+Bmj}Km#4?0^eP`u$Ygu=Ldn$HKZtWL)|K_Ax(1L
z%<sHIeX44At8RXBd05c>+QFXU&MhkL9Zxge$HZxz?KRTqw|Z-McINio$M&R&jFZUv
zS1;jveGvVrwY!Eldx;>PN&Kr?P_o}td9~_$IdUzIZ4_UaoFYbJ{t?D&b-ZDI@vW8P
zhPRK58l~cqVSRLi!<O=fi~Vb_O6WW>;cI*E2x=F)rL(ND42NuTc&>`7GK%Ni=U9ff
zM^B`9+fGQ}gHTP16EU3eT<?g!B1v}b1*G!Zg*Zk-jMoWoYpCjJC)whbXyR-j>t2oE
ze}>Ji6uj0WFswvkB0AHhg^VPmV^Xc%#(XvKwxg`-$5Xm8#)#Xp{{Y8dKt`ceM_w=w
zrYgOiw04lk3@8#LPyiKaPi`??`ZjRRcVocMUX*YT9Vo%1HAZ6QfG~Q|MowygPW)1n
zj%YsIQXaT82wa2Gf=7Bb`cZ+NXaM`&4FivQLBZfriU3k`+JFzOHx#r0z53LVcc`!`
zNJcY23n|7bJQ|W=z$3LpGDb<J1E~)Jfzp?y03bP_<1_<HjQ5}h;0}h4l%R9gl=Iqv
z08S~`qyS^BJGB=9xTQTP<GG|c?LY}f)YGw=X<SkO9P>pP!S<!bXaNsOGBHWcXuzOh
zgGfaw$XY@34r)N>{8!;?FBNHK#^42FK1V&P$>#6}iu^Xs7Ljykw{EeXhP~XNAcYvH
zN)^c_p{trxs^ZU{rMU5)o%X%9^CGYtvD=Q-m!@f#`jp^mG2PB2&fMb}uceK;$_QdG
zc;r=f({0g0r~qfMtlc}E^s(t~eEoCbePd43=bLGaMoWmu{t?geu9nkRYu|_If2P|R
z=ZV5e6XSvoE7opw*lsPPw`i4wic=@HMR?V>k?{Lhztc5@k+l1!EgKG*B>w=73Y)O1
zVwG8(j;JKn9e=c<cvm5|uTQ0P@z0~lqeo$3V;|a4IAA$EQ?&^^JE)+xu+-8b<PsaG
z{VOIxr07=y=HF6jE@EsQy~n3Y<Ec(-MX~Bqg(j5N=N+oabrsi@^T#o5rAJ)Xf8k9#
zP4JDauBWd@o0*Q}80p1wy0)nW$B2_$Fd1T3%OU7%(q_2P{88b9sue2~DhH4|AM$H%
zURYTixU1Buc1^CuXQ;yWw|DH8w_^ybcmll6_rnqCI=!=Lx|}y~N^;vX@(lDjt$kA7
z%Tu?8+T!|aR3GZm`T<n5FAZtw4dFV#7brh=p!NMKVwWpKEHsl%>}~k&&eKk?w!72r
zk%&>bRQIf}59m*>>CdWbH|{MU<RIjq(zynCC)H!L8JHO`6doAYu+4v_d_U2kN$m#f
zg&X2Mvr`&M2_#iaPcOKcULO%?ntI!=nQE$_V3rsyTH0@oW4pimI0oGb8Q;*?JFVV$
zH^i43dRp9zS;GcnA3^Jy=HFkM`&Df^2xE1Dva>F7z*W?w;~SGos&3LprEA)*oog&+
zOaA~WK3JmX1pZaXMdQocy+PvB;gRDFv^Q*e*E@5mUHG3+O+8y=F`PNCM6&Spl4yTs
z(PPcpr_STQ9M?0YrQYVss*J3*CYMjJ@d`m5?b<BMf^d48=QZC8YFb_P{W(OCvC6c4
zL9DwA>w8^dOFM|97i!pj-78AxR@HQCwwBgs5jQx0yZBadT&~hbO*)f*2B>YXjrE-{
zwYH~fW{Vqe{ePW9e{-VhntM$W3u*e4_owQbt(S<>C%h&rkU4exrnyPp-rG=UUT{%(
z-a1ygw`6)4e`f{FCuUaEF76?=FowiU#w%apwvRTc;#+xQfS96SU5MhcV6vOU8nkv6
zC8YBkXlnQ0hrSjb8?%x#Fq%L<bzY#?bvW{)#>e7QmC@S9fmAL&=*3Q>J*WrwMZ%Ho
z-kAjEaK~X?wYoefE4z{rk4gYJ?Lp>%Ip(Pf;nIPO((MDa9qEV;0qIMD){Ktgjwk^L
z??`&_ON@@Rfqm!!!xV;{fr?51ObT3NWKqQ#z~Yk_!;?dd1wX<m;ODJ0s476{X$70u
z@_&pP1-<2pY8eSEU)>!=c{tT2dpKiLn3szBe^k<8)hwRcbXP{|8@+hn#7_iEr@)t5
zMVMHVhe*d-=c`Yc^|I_|v3i`xho!iSP-~lJ#>6=%zC~)wef_I<YidD9XUjEmT6N(F
z@Hl8>86<QjuW7d@?Ly*Nc#oo=TJx&WX`e+J(5{@Xsq1>SrxY4mX>btoq<os;^er}B
zX7*UFWg-X;=LWK6y_RdKFB;(Fbmpe;{{V<m-S2$nB+9rXbv2Zfo~0~0p-+}CR&46J
z?Y*RszMczt4YhXk=~x$@A=M;jEE+R8;kyG;=^BQe9-v~nA#HP=uil@oYt~xR{{Up^
zkVgzEaU6sn&a|ZltjMi6L2_GB-|&`dOK3EE%w+H!cdK$~cd=L{{-8**&Nd#nu2){u
zZ?u<=YnkI`10bzlzVS8x0El#mVv^%xCKQg<r?BSK;D#~NT!|Y=d*R#ZKFBP>khxh7
zIW(FNisu@vwne;%qXlDLo2!@9{6DH_sSc+BGFyxt%i5;Y^QdXC>lRRR3n-P>*WdE1
zRGKiWh*f2Hm9<#!wZ9YjGP9Xoh)u_iwbetT>Yfv|GhAwM;c&*;vz8RYp-rt?+uvD!
z=5z{H;W~p!KZSK`{X!eB6KV}IE)f9ESaj!#(lJs;C2Pg#VrvpX{ihbE1-MIlrRR<V
zcm8!>MDW4!9=7QB1{-Dhi9f~cE3)xrrK6;JLc+H8@WtjMsOoW_=~((7i(t{T;UD&X
z=U<e{2U=-LCY;pePR!ho!Ww%>$zfsSM;H3rsd1mE#bfxxS(@YQz8=x$TgVWA?z#D^
zTHC~$&x>u}Ow%;ijbs~ITz0O<!XFJR{55SHm!)RBBPEApTE#f-a#fsGh?~OR3b3=$
zBWvA0CZ1IU@%L+@w6J?(EyOGKarZ)wD`jI35E#cFolLO>LCtKVW0lk!0%A4!K=u_m
zP&!fpfyFK=k~41N9+ZbAa6dXzOWLZ!xf4Tz3b!>3kfg7+MOg>9t3x1Qbfo9KE>Wp8
zW>2PBOB*ZMM~<B<&Gp}f21}`R4Hos`xnrHDr}D2`AQ94%L=2!}lY%ZaWfSL%m^^o*
z18+PMT!2m=sQz__doPKuSIM}7<%t~-bg!pgAi!==*!8B1SWnC$K;F2lohY+-;^dE>
z^q+?JTHc#1lUqDf#<>kAdgl(5bg=1i(k;wyf}Yj&G?x3Z&OqoZh4FudV$~bZxwd_%
zcW;Oc{<WN`OJr+96U#nkaC&9^g~hM$QX}%<haKx$$4b!UyIJM6u?WMss&?K2O;#xu
z9Z159&_CY%c&f4dHPjb;Evmxtb~!wLmCWhQGqu;JQ&X(CyV9exeKrX#Ez9wk!Okm!
z*5=dTgZn>Cy}>6kNmnKCWwwcShW`Lqht1oazc%Ca;<_6@0O)gRauy~>m}Oo1kEJzD
zxu(jEWeBv799wp@))k|WNOPUl>Y7i8^zBbc8djt7$si~jx21DlAn=Q5kO?7zN5f!B
z2Ty9rvziNgv^UIc*#_m@I@YyRx)VlGadDArR`4~}pEE^gd=0alh0m>D(|#5__Frne
z)fGlEsD$VFQ8$P*^BTR-^RjRPp4F|Uc$Z3yvaaYO$KGSY);F$aI8rjKJPma$(p%kX
zl0{|-z|UXOjaNgl@Ya&*Co{(VGHULn<2a#>VbU>iBOEln^IZCA9wPBxpdgwVRxo*D
zIK>f#X}^17V>nZHM>`4uHtQ)}3G0rP=^h<@H(9h>U0!7q1CKHL*FkOYkpBQ+`7vFE
znEwD4IUl8SdiTP;drn2Uf<to*BX$LJ&Xa!eD!dJuJOSaT<&O0l9jbGWTGyV&#@5MA
zqg&yQLT8Hei7k9Vs6eJ2D&^x;*wL@9diAXfKZm{`)ve<uIqZj{cA_+;C8?9;z0pTk
z({&wZ#x9Xgs?CM{-);p~)GfSK1=~faeYo1hrCE@S6|Y3_zr!74MAsv`n(isB`nGer
zy+Z2AF72M(l}fs8$sKD|P1uK4J0B)!+FR<n`m7JOG;Hpe*P(caT=5r#QrbA<j!iZ3
zy^tI=W4@hbW8!=LHtjsCu=}BL!N>W<bce+8UPBg*d2Ec4DdtaJ)tyZjH$aSe<z&s<
z8N5HOX%XI~t*UN9Bt{rH#dyz(G^nk$$6E(UBQ3b3eYxpfMzy0{Y8N3b3|29!@=%Z(
zlE%)@!$>Y#HoB5UA)UHs70jzBtM@x0gq`g6I&C*wv9|CuYa1%ci-(1~@GH&kuT>^_
zRF&Lwg*9&TRf=euG>6J*T=FXShP)d#xv1>&iy~l_Jq<*6ypHuaVWFm_Z8pPG*B}hj
zyf%x$+<J=L(`@w=xoGsIX<~qV<KCOCO!^M8+I83ZrTJ9{-Nj$f{BdCo<HTcVqEUj;
zjw&Xm@1}yMistu|)JXhEeQFuCD^|vMW);0_<0!?nQ=_ojzjT_Zt?G7n&_*T;EC6S8
zoqtNigTrg8+#N{)T{;f2$NW{4AsD-rQlw_R?ZQ74UihC^mfdY5E1U*#SD^3|w}IMu
zq7Hg0cB<C8)EY}j*7{J66UJC_e_Gqp@9i$`(6z%_I}DAd{AwpA-iWx$bmO6x{tWvI
zrrGyOIshtYuWvM%%sQMNYz%l|+PAfxW-S_Id9LHQ7~?%_iq!S-;tRnQqXZ{_gSo8b
zP03xGQLQSvR5}=MVtcsBK6E`*5AfGSv%`62-)D?kx||0U&M$+nQ%8<QxKy96eQMRl
zp(lrQM1kWn$j2<*tC`1J5n2(Qy^*Tzb);G~&CTF-Y;7kz)^+EMA+(()Sqru~+G`?z
z7M)X0dwJ~ukD{MLT>Z9#sa`SiB4P>P`qe5)Jz2FJByD>79o(9wr;2QR%h;76Q}_GT
zG2xqQyM#J@$@@RuW%aE1d^fJxM5*>KIy_|Jw`^X0D^53;NYS`IaCQ}QQ|+OXwKr-K
zx;d?G#vMB3q(rRI^f~KQ+gsO>BHRn3FW#r?7dBe$=h_RAAnZEVIeDsH>8e-FW>w%1
zL0i#+ZCvYZ`#a5Qj&}a(?k?vAPncV+d$+>P2FfiCJC?OpxhFfw=Dd5u(8a5Gf);yq
zD$)(>j<xjOjb#m;v=Q4y<wdhQM@-kT2qm%exT&_T%@~o0#y}mZ7B@#bhDA<BdLPP{
zoxGgZ_B@8$8bcg$Pr<<liV*Qi*fmxr<S|4dW?;mV*wmkReBEhJPH7J#ieNPH(v%Dg
z(h=Cwfj|q^myb$ZQ%eAPPy;0doxwS%of<?tL089Wuue@F8P9q^b6WoZhP3^5&{^Nd
zyF7;-jd+iZJR7L!w+3jP<$*D@p1^dkq;?K?>s*hFv>3Ih0$p866eFLP7^&sC(N3#c
z9u?uM>r1Qo2B{ly8Tq|1D{sO#klOf}q=lHr$XdYh4wo*EtNC%cOLpN~)K-p%sOdU%
zayIsRqmZQbuQwA#q}o1%35w>AB(^#~6L_jgZYQ(yw<BYkrJ!ijYjUc`FjP~QAKj>}
z?QJhCF0O8_5X^Z1brrwhau-Uv7AI`&oXGXT$?o5&=v0&_(6uG0+rbT$wUCIom19k;
zKdoZi>qyq_kZ(w0>chP^MR|hUwbjZ@$_OEPS0$|YmBixC!T=FloxjCg(&wq7Jla$n
zlfI<7wx@GBQ*Ig|yQ%7GJuAa^y5z=t$9Uq8_>X$u)AR`=w~JTRCM*Elunv``ws$&}
z&z^1`3oW?vhA~$dC@pt7XN%;Dg%xizEu@0h=vwJaiy>XDE;<_K^({A0v$_&o+!hSk
z-|Jlr5=R}?&9<Fx6KVOUlDX|t;`>_EqtjABCQdTFDJ3?_!_VI4XJkB86~2e%;Y)4D
z%hcC1ABHY9xum|lk<vF9jWfxs_Ff*a(PU3LM!UJkF_Xg8FCATbJk$U8f6p-FQW?37
zh}d$^u(>sSFms=xkVLYP%iK+BsMK0>Pc4_lW_(Je5TRTe`qaWmC4Ag+Np88MoA2-a
z`Te);@p`{r=knTlopavj^*r*67Ur)IkN(vr{&nH_;G<fNA7P=Tzi#}KZ?;h?^{K0F
zf04}0?a61=OGgu<Ts<<B4Z~9B&i%eO(z@=uW?mD2{;6xCJ_8<opk=@4;sw=P)<3VP
zY=r&^4;)_aa{09qdW7__PdCYVvQOe-)W6T~Ce^AHp1&V$ImKRU%&zQx9(CVjWH)8`
z-KP}Z%YHHyI(ifDJ#_VGq9B!bxz#9fntW!cLG|BJLyvA7$CHLJ%q{#>?bX81$<1#+
zUAu26di6LPp|C=HeTLPy5;a=8aK!j~?dy}uT5EyNPF}iPnfK_{jDgRZMowqYLDD2e
zzxmIXa{n)kA7hhEbH~2@noD2(w`*X*KcOZ~#q8x=zO&tl^4;h0Khv8B^iR5Z9R6CW
zXVQ8xUgySV|BqL9RjG$9{$3cDSXEfLeyP|$>()|MxWRZG_j1jlGU2`cnZo>JE2B#+
zn^!{rS^Q1RiKgCP<C_b00j)6%5ji*F{LchS-(s1fCiOrEfVp|G(ME5`+corNBDO3G
zXY&PTA}pwWD~8mK@uz?(9cKMYU)b!q!CxEqc1L~Za%_igW7}umNd%s~(K^s~K?cbd
z?TbKawW&E8OM7Q6I#KvKGJpY0z0iBJVnTC)?;?BQ+)&sROpS*2a$kdnqT3oh$F@Pc
z?Qi`#c9qDlfsPfYK>{^_4M3bmh0J<+oP@XxFnf~;f-mltCBLL$tDp{s&i+7>-Sj3G
zkzAD%A+`_lk*}$%hB9Gc)kuIEmMdNW9cGpyA+qs~hDbKaUe#J1MP18tb!q1Ys~nbO
z%gQ>D-PObt6|OA78c|XckfEc6<LSuI$6Ba9_Wja}T|Y0hi8!W8*^WkqU=^BD;oV*l
z=gjWTKI`eMRs5;BbzBiOBsVU-9$2&Ozm*J$o@M-X>Yn_%)ORC&*(~NJeE3nH`a!P`
z^X{%0gRXlgQg&)4#uWdti?pN_h-gK>6Og}@N#6X@xdUSf<Dcp7Pl*2?F#M46u3me{
zSInK={qa@JDaXc}?@pHuqqZ1oofXDUEPi%UpY#}7yG$OD|M*&L#{Qq<e#n=hW^cw^
z?*_c=@o+H=FFbub>EYRy?WoDcPg~E@(r+XFe)s1{r@vwO+0blHxA1$i<X=c$?9XZD
z_0ZY2z3)QSY<QpU^d5~G{~<_|ZBf5AbqA%dGO6?Im}=NEhPxKt8JV`3?%-N<bG<s~
z-7Au!A1mxLzwy};S;y8zqMPhOJ_8>;yJ@m{QLH1Ru0E}(aN1-u;)!`NkIXt>ykK%=
z<sVI-W=!?;TGYnAWD`e~as4xwqg#E|YYr~gSvF@LJ39ej?qko6^E{vM6cPmGu=y+B
zomz(s&z$-3oS0S?={wk+pAzZZMAzGUHpE*yaLxv@7`T;jPls-ZZljzDNQH?e+1#so
z)U^6&(6;w!#H*&dI6LdXt)%3$Q7CdetSfKql<KFpzl@v8^|dL3HGfl=E5N{(*&dkA
z9r~Q~{uub4W7zUs?#JkoTtDrE2a#Q6Dnp5BU5QaK&&@Pu{zL>~c}dCLgi<TV+ddt&
z2K8PIoD9{=?TaT3b0z|Q{USd8h=($kwYb#8A<HXym6ZmU;(K9GWqv{sys7p1py<=a
zim|#LwaB|px-t>M<=}1I_Bv8y<(o_TS*6>vEom}`20d9PYKO9mZ|c-)AMZ;4x>ID>
zFGk9@{wR3uq!|=nmR=n!xtQ@UyrP)S348qL7MBkY=UD8$1!@aJrE55tkV$TrCPMOX
zl8%NRDO~IpTO7RZ?pm-wKtix==Ejt%3r<4TNrJD`<G>1(ipB~w8QSJfsnzPEsWGZz
ziP0A#9$yuAVKe%z%A%(BU;Y_$HO6*$IZ9RO&xggp^!FWiwzc!VuAJ|!Yqz;rl-6<M
zq!jCc{`>tYLj=i6YRa{a6Q*;L*78$$mQ|{OHtF`G6OJJf{?z$#P4nxokw1!_%|5Tr
ze<u>v{`03_=5Oy+&d&>tiIFKYdD=5Y2wy`w9>n~pK}E#foEcg4{dr^T-m5dJv%s<c
z0m>=a4(|>&<aBM>x=mg=3De!I&5=u~bV`fVb6t#m&?7r@zD@6R%y|gs%j3W<ZFdc<
z6jt<Cyz_yE`|kcs_uiS`VUw@#xXXLKi&h@{ob#Rj=h^U)Y{P`^v9RP_y^sG0+Uy?O
z32I%Fdl{J(Q}w~(LkPwf$~e|?@zS%wg^c#yCv^#0un;XjcYMgI-!<C-Rleyfo}#kf
z*ZLLtAo9q`YpcW85k%Jn2X_tK8JqtBrG&CwYl$x-V+?*Xv?xvD?LD7Q`hxGLzJ?YJ
zx}OODm^qX0!bddjEsROLJ8K!uo${3a*EuZW?fmu#6Qli}JMwC}me`4(scU2ujUlqF
z{f=?ADVaSs{QDO|zFEjRCd8t1%*`)5PK(soiTS_MVhsG=PcdV7K6r5_Db7<3#*KM+
zB_aD*rn`w0@>d7-J#HWqrl28eq)<V}lsf(6o1}Pi&(*KBp_iT6v-j(Rm!Y(-oQPtW
zT6I+sqqow2&(X5dFM&ziK%#LUfs>JenPT)qDhu4~GMo=&uzXlJv^;+3iwRBwhUk|;
zEzoTPz4j^jp&_1A8IBoWG`k?**6|ZXBNtXEbZ=)L$NORygG+dg08N?qb$@r+4f==~
z97~-MN&OQUP);D+EHH4XWi)Td7^YojMJjQMY!}T_c%GFf#tx%%FPr@7Z`1S0sg*(^
zX1rM4l9PL0@4jiKHFMxeOsi%^gh%&^TgFZxs$=RI0wTPHvvIf5yIyv(58b+LHMzh9
zQkcnMRH?A19p!R8manu62<0!cmCP1C!MxXr3M-7G-zxsxZz&O!XP{Mg*@?B~BW0S5
z5yPX3k2>)=5)>MN=@<lr6p*Z^YDlgnWiyidmmje+ZPEr?@8^Ve_z<T`8;k1e#7MQm
zJy)k3mA_gJwH$9u*)@;ao-KwCXGJ|WHqUoJ{FI8+ijj_WvKnF_-+E<IR_sTeZ-U!D
z?bIikc-O0co=JxX&*Xg5d!4Yj>vfIekVW1_lF287)*jK&dA)@#x11t7we|7l{ky>;
z@J(Sj=|)5Qf_7lAuteSx_0Idl>QeMcS3-+Vx^hY&<l9DHLm(|eWpsFJc5G_!U2=@p
zNXyFhF&6#gUl$v8-bE?@(}UbU>G^Cs>hDuu4B{!(Ka3AW;VZf=)AermUmL9xdVg+y
zxsXg%8VY;Vihu3od9%CmRM7kSNJV!oC&Poko<N3MzrPGpdA>S#^@I`ha`->ZD+20+
zYxkR1zxrNRY1YdA;&>Vp*HTNE-O8=&i`YR~*s7L+%^7dVR``97$IR?BbZ>{hjI3DL
z=R0_uQx!yXUJ|y91q2L6hvfgW6P8zD&5)jLo%7C@Tz=6X8l#`Y4~$qRYr9J!Sfl;@
z70qiNk1M>+Uwx6`2^(pVpK9KStkFl0AzmR)r5aOzt)I9kw{i8eK@z|Jsg%~7PJL7>
zu1tN%Ox3{YP3OzcI;USJOta?V7`$lyu>xu$8ogisQ;P75t7`3D<lHrnWAQs?iceyy
zMx3q27QXpgqCRx-)*n#!E1&qoe#KkZai7E-uDWnKaQR8CpgM48Cpo3#M^W|XxZ=(P
zuUVdI<KYuAi2<c~l3{L>ls*L^N%0%$sjJ>XzBO3RtmJE$oqjqd;i)G!(@f)Gv%>tA
z%9Zkqkd_=@`!67xf&%8sq}rYVX+rd;>lSqBZwAlnqK7AfALyz2uUY$uKWR91*nHl<
z;N`QImYjPk&hm$Uw+y|<RxS7ykL1z!ijT6U83&d>jyV}$t{RBL&K*B?Li}BH(Z_`g
z29F!A1-H@eLV<_=y#<}?A3BTuEF^H)4|3W=TmIHQV>Vm&o*#_+E0PIRe?Rlx{N*uj
zkhzU)SK#1-rAqVfQs#_YPqVI+<!SF1o`+w5Zd6N3Fzfpwx#jM7vpYObPRajXa$?QL
zmwC||CT|Ca8*<E+`e*Ob7^kdHlvEuzH|tq;{{APT<mUs$<E`AJ=u5+6%avQzlbI<N
zv{cN4=v7A@_CPmq^hjsq<HBfx$-98;LpDZ}y4f7ol<VU4SP1cG9zX3I$)08<?Wept
z!T*!Bw?~z>Z)MNPXTj1^8&mbRuJTyyN4h)|K@5#D!f^W#?+~33SH=Ke=j$<`c^aOb
zYr+@J8p$+<utl}hQonP%#gs=)30Sr$tU**-X#C@ucNx`717^T9CD`eX+|w^ULOQhf
zi0-fUb)V%Q9;WX>44Jec3&lmts90sIS`Q3+W>st#E?{*1$W?X8hM}m+yfYsU@A>?2
z<Dp6d*e}5~tvd78DC6h)Dc{$7@iYScWrBcmL2p&Iv^L-gN7E2%l^ySmj8`j+#FW|G
zeHC8wWzGL{h|}aJo5<QVxBl%op`NOw*KH>y)XaN>^ojIHH@Y)Z{1AguAAj7>Ke|?h
z`);hEy=TmzOfR!aHK43k|6KiSa^1Yj$<doZs)vr+X~Oj9^7TwRSI#}V7j&}7xZ6T)
zyrKK#sV~W~sek?Blrr_V0e>l9>DbK4u{gcb(<&`iHxF6Y2E-4qv^s+I7h>&C8bV{v
zwZ?2#Hyn{~ymkFF;`)I@6VFoxvAL1!0VjH-kE>?C*-Rq{d22Gmf8J>HtsLBVaH4<s
z+Xo?o<o~A9X6g5LdFONA1lnzT^lW>Ah7tn0N3ENWuD4V_=$=hC?b>H|Zq6leGycPS
zHN%?IIu!!zkl>k{r%x98=Qq@2BMBzM`iljpp0s6JFkKwG@?H$Fu1tTWnhhnh9-|+D
zugmoB)KqW2R;vGF+vPVnB;h=Mikg&oN=c&XFNc|&!cdx+qos+@?7V`WOaFJg;dy87
zmm|%Ct+tN>!bKcP3VsZ|f4+Nn*Va|%B5aP}_^({?h_-jXi_Lj1jSUx{!XR|sKgQ{i
z&t7~YPu@wZsXaeNz_=ZM)ic%|NqF4i8(s=~rRM!=o(0|o9r)b%>^W(<w&PoWnIw28
zrw$!(@>J)zR=S~Yo_qTTVBSt}mOOG}w)p;!Z&ux|(ZQv9&Bar&Y=>*yNBOQ3#*dBX
zFIrYrJ%m5FE#Jz0BM2~(J@MO?elpFw{Oz;g^IV&_i+>UeCXdMRn7`eV?|spm?HtRA
z_@~%w?FjRrqH+5-`vA?lcK@wYA}KECt+<DRuWe0sEJs!qS*)3|;**E6owj4{k_U^^
zOb*-&gC;!aR83i`*yFgjM``}*q25!)e;(`%v4az4pZ*(P^s4dD`g^V+N<7vD;iE8c
z4JdhcS8msb4PLO3NI@*T)p*gJq@#-!V9YG?TsNzLUGm>kst!L%AIw@LQkeC$EH_bQ
zKpbmZzlvLNk1iY#h^VJK>d3|mnVChYi#SPUD(?ck)Loe^s#6Rb&K+#=f_eZGN9)uZ
zb}QF}C<%bQjH0SgrsYt+bcVoAGwkZu&ox&scwi9&!xfk6yk9)P)-Wxl06V)`rkFBZ
z8mWd{bS3~+)9|KVHgO#%InMBA5pb}PjIt>@hyca1%O$<yEC>K2A9`SDn}#wv8~8?o
z#N$01l;NCy5fwR)`bwPwfF*7ihn%mEMXH&O&>(&O_LPz0hXfe_ZDGBJ^X{X#(x?ON
zOL+ZDdbu_=+!TO9OcEGxa)a?#11_K98g@M$DRYjndk;UZZ~A&-OW@Ta)PERgCU}N-
zj?;6i5oiLN+(<ZQx=vtm1^wr7hfImL<PnC^f!pNCfJow9dM|wL7C)iWq(yrTAOB|@
z>1{Ofs$`ryDWmG=#GDmicQo{_wr(HfDPL=7$=5#n7PR5thBgHn*J~AZM_kmyPOq}M
z-*H{86F8v;{KTKS*|iBb%%Y-b5SLdgCuIk|W%9TduWuxaiOPExsSsMX^tkjNlp7yM
ztQfOA{MKF(nvIyv?kWiHkuqNjDHtly+*59mG@UiV)f%UvUIu&L)q;Fl@#xba>WPr!
zJne9oJJ3;FKsXUnE&7SCBv4i_Y^tJp6qankCrEP*fF?(ze57EN1Hj;yzygdil<7E4
z1%s9spn{RQLYhhnw?~ak?e{C`7YSw7mtVH31@@8w8Y6)nXCllr>8IN_&7ox^Iy}b}
zM7JIVc89Xyc@o{j%J)uryU*DmAED42*noe5`F)ME`|2E(d-XaLvQMw3bu|`ePT{^y
z%;+WTB+hRObi~R2e9L^~$U@_=;?A)WNh!#0ty)a`TRX#)dr@zJ1wy5Q|E}9b{=*uQ
zdv5g9Z1S8%s`d9tN4zz0_VJpIoei}Y5nrxgo%S@1Ta9p|4rIM=u-fITDf*oY9WKUj
z76m3S2UlnKp0Yw9ICQ)~G!etq2fkM^%G=z;rqM0wNWLzX4TTLCV>xQ6m05UE+wMYn
zrlY1tBDYuT08M(1C1-<to92aC!~yE{7tq8Vc)Q!gK>6ET1Pe?{*ZnJ`AuQy<j>s&D
z&BbH2%eBj|uNsOzKP3&BkLcC@M(r2501y5tTxMscazs?z*}`z05-~tSj7r?wlZo1{
zGWYbT2ZP%ob{=k2Ov(d`2Aa3nVE!e2UWX=+uFqlxdO>63Sr%eTtW&i*;_<9tK(6g=
zI#S8HXf_XQe=LJh2W-eDA7zjdJ^neb4_!Dmy(r}Asv%)&5$9}V9r!y6jcaOkE~igf
z%iVO_cxakE8AI2PzVp?ObU>H!!c*8b&(^v9s7w~O$#;G{{B=ZO)HnO`kq$vf+Rd`r
z&0R0_<FNP3;VB|>T{kJ?0p?piSJWFetaB%VO{_QXw*}zb38SA{%k`de|61T02o|PV
z$}A?1z{%!M#jT2V6U0qEnMJ-#zV>kJhe`UauHVs~I?rqZCKZZ${ho&8ht6s-Bg>k%
zt*T%8e6_eA|NW^2;d4sZn=$6C_m`I``@U~&#lH&YIbGT?bars9O7T3}(w6W`cO*1V
za@3UZJ{8spdm8-Y%}Ea8(bq_+t(ZM2;*%B31aodvaz};Xh?aj*TgBr&rw2n<hi=N;
zeG-JjYeV0&GXM1~1`(#pBN~5M=RcnzdVD=IL`hlxvQXvBRQml^`H|`7!U@ZwZ-Jvw
zO1yP$^$%L#eve3_aNSBHInR$rNFRR1)TN>{lMai2b~KmU!@ctO+eko5g<QGv)O9})
z>(TX>S!7GH=sC)F&lmn*txdvt^HjBeubNqzY8U4(9dDcgJomq?^}alk-(04vfOTc*
zzq#JiXc6I{onsZOeJ1vhYHfg5-od=t*ahL?iYJLnwkOV?j5IIiTHD*--v?6|Nf}?Z
zvFI`xId?gR=XC}H)Dk*<JQh^Ex<~f6V$6o4iGPtl`lNobq&Jvt7{!J)*`7cCMJC*i
z9q4-Z1~JYJH*vAN`~Lj6O4~c$ZU@!s(;YU4#>Dp3-8YeqWEp{ANUEt?r26d-y&hou
zE%tBo)xQd!j72m~3hmzAW3R?^No?F6nfk5G?U9NU)_$FOdP&>0&N*1`?^4rj`Rksp
zU|4ZFrs|WnV((tFd+8qWuHE7!E$D$~dmmd@eWKEolq<1dNO~|^oWTl#ZgBdz`%P?8
zc$7T6_&vq9DV3P-++|!<K8kj>qzQ_xnx-Fv#Sj41gBdc;=*bm3w!`7^R%%G;`+O`H
zA)KPA`03Uv*|vI*XXTP0=FE-vm$iR&<*j(K&#0KGb5o;2?_9CVSULuxW4IPd>LdTL
zic+X#up~IdJ5Ji;h(R?4u|k~eE&n$!R>w;Z-C~w1b{gXm?~ixgMZcnr$SIUejr2DS
z=TplqxBEJ8gvAO!)f`uN7IJSpAYez3>8e;5RZ!J0sneF$&5|A|%eMAi{59pGzB%#T
zci&GRjwfj#urlmKws`B$!jfV=8@gEm^U{vlU{$ue3yVLMgdLB+3GV~8QycXDeG+uM
z=|;EP8##sMBiBB^n`uyCId7%-MJ{#JUeDRnSGDkYqwq@9bS5C`#l>`e)DB0NwAJo7
zmMa8&B9|$q7`%!5n{vfQ&g`FUqwYK~>!+CiDK#@Nf2U}0J_yphcI0RDy?BiqJ0Y|Q
zKhNs(x<Xzf-NyRrT9=|V>+cl5SFa7;gk5#{cw5D7#9+8AQR#CA{vby-w)4@r`PyvD
zmd)W4#9@v215C;NJAW^Iy|8zFwNhUw=vB?E>-ZD-Xu#U0YCcxtzQM}~%Q^%r;gK=p
z!5iLn;VVRGaaS6${&Hi}wXnj?TqZecM}B^nW@?DxSnATrZAPMUjRXKGQCaf(j4e$y
zRrToqT8|es->o0o++$Xwi0i=eqNMR?x_#qFrG-vU$(0|@LG{g;86wJSu8bV#Qqie$
zsWCQX0}WJv>_NXcB`jWW2k7iFGXLTsad(VVh!Pknh!@T^p!3_vH1;p=ZKAlq@|JkK
zT_qf9cOZ$4SaW4rc^S`fjUpiJRX5pU8s2z2ZDJly+~y0uWe68f<d4%7?MjaRHN`1R
zn7zI2vpY+?l;Qo<#tGRC^9Q_LGnj>$xlb`{V9otN3BGEU2B)~XWRhlSiUmp)85!dl
zH0yz$S_GJ9U&D!M`Ls~*PGsN~U(>dp$JOYe0^-O~a6e~&siAoYj{OkM7D^W^;Up9b
zrDVy@9wdka{~%^UsE$-BB+@Z#@qX%ACQ7nn7A(0`^CSexh)&Uzv$9;5@D|MaW^f8i
zinG$9Yu5OU3Yuyr*}lY!3_4%rvp&rFmb9P387~X<A>cN;nOg}5N{ERo9_@ntt11Al
zqL{?p@8*SP1K#8Gph7^!p~MRb?+3)`{>We*SrmZf?RE!YIfLbg3zX2DP?mQ-n9|4h
zc@vD03m$!NS|r7#oGQ7=X=jUM2@69qk&vbzBwjj6%LWNd6^N8Lq2w9>_$BX5WKSCa
zuMZz7+)aY;=mZL1i7nc}E|H~zRW7oYLa?+Hm9&IlnJhS2sRXN8oh`Ph5x*#9Y}Xe7
z7|Q_iF7IkQ(h}HWU^jD)XaaWyC-dLz&Nj#+1i&F{gvEvm3&GRA2@PEODP_6Iqm1X%
z<Y9GFjI@E_VqOG55?CP+-(+-9sXgK}Ev7_;?(1tlx}|@MM-Yt1NFec!MsQ#>-gOhs
zgR;o6DWG2pzdc*XkcyTI8UnsZOcjwZoOZ^V$J7-8Qk*6auixWLAVF=1gv~tf4Ynvi
zw`2v?Lj(YfZp!jm!J~`;6Fan*BVdt3Ft$NmR52Ycy5fKi!2#OoGS*Js_FFs#WYPK8
ziP`I7y)0`Gs?XDIup!0z&g-z;wAx6-cg#;=+{NoT5pRz!OK}RU`+T-tDqIccZ{i=P
znQ#W5!^w^O9U*_x2K&$>Snk}Ph$BXaj)IW<eIHNU`E%B{Zv83!_rB_FPh#2~<eQ%X
zYH!<O^@v8-SXN};tsLI@y6Hn*7_CnVOBTNN$KS;L^~CA-;iufx*%zzXo<k3R|2hyX
zbK`ZH7#7#$d(uts#Wlq}mu`0Q)z2XmPqp+2o0blBuJ_pLk)u!i4@en1j8~Yi`>jwf
zW)UIR;{^f1w3arEB#v(<eLV1(fiCB3CGsRb96Q9TJNWR@#s@TMV?opJ=ogVS|KVq0
zMHPoSV)ia6iE4<~KK#el=ZXzE<*QzR(xIF)IzmgSAWD{<E<9XooTZHezVpub_>Grl
zxY;wj>GrL$Bt#+_parkH*2|JTwZ=2bhJeCwEv})A8WO?-;!>-o%Op7_S;$~dwVG`>
zP?<DYR-|;o?Z@=%8mtZI{xLmlYG_}*>49kj{X$3^QrFtcT{W#=Bmw<(&0Tx8FmI3r
zKq_lB4iu^Y4zKv;e~mZUpthBD7%Xv|LD7W}m!I$SmgGHOgr(g%nxwWxAJq7cPVSCC
zL=*2gYaXE`D4*w>e>h<yMmn+WNoZ(f!t33f<h0K|T?IO3s6w%BXN>M}jdsS+Il7YO
z6*DI0ou3-OKk^#NiuD0`X`0GZ>H<L)9<TAGTD^n!B`a~hpd`C|dX=g~43vnY!U-ui
zC?2RDm7}IkP=;CL_=Vw8nuKWDU{Z-s-6)G}z2-<uK?ke2&1Q5607FM8&sqqkU1aND
zn)Lbzi#0MbJbILEP;w4*z=4H=Tdeu4;Uo#9Zn9-8Sn1t5aAPREj-8K$P$^F2mTYQr
z1Q0Z|{p4+gVf@nnTSt$fj^T3Mh~PyxT>MBzpMRnz1`ga}Pu=Jd7Ca{b>KmbGgo-#!
z2wFzGyOqWUr`r+GA@!keX>pO?*`algn${HeS1>w|u7iY)&~X-s0WcC=#KDgP-UM-X
zRnQ2U5X3YqXllKjw<LkiR}~;RB6`G9*l!GL(1d4U@6!6H01@vWtX)PPVt|p192dnw
zNI9$%AMJAgLQWEDjvlt`r%}Lo!0tOQlpbuMRs&X>qk$-{Pl+%N<=lt_xO1zV4z4m=
zY<i6&Fcc?sg*N~PwWN{{WRw#CI}gs(jZWG=kz5*<E6}Be$jWGPR~!KiZ53ZF_}NSp
zQ0k~w=OL0ijqcWkH>=;~yiFrAONbCo^pb0qYt|x82{cq&JTE6QyQCjl4M`_kf@%Zo
zn-}nQyfa%IHnag<67RuBctP#P-n{@*d257Y_+G@I(?lv;%qx`_kC*c|WdZgdmYm{8
z3L=+h7(VT4VtT+Rg#h8|*>6+<preH{$s5k~f|P*fZ-oG;p)9?iuAvP;fyd$q%NdL;
zFx*#s9TS035D5hRIGi@X0^EdgWPERXWi%4#7BjH0a;`Ny>l<?Szpi_RQ2P23Zqc=b
z5yGJG0Yh?=awTk-N%aEkDwQf>YGjC3Euh?sMMy;~g|_pU>D3)jhL=dc-4YI?wBqd3
z@v~nf_&ZwGQB^$7rIHSK!KkJ#G;&hEh`jT(9nkNrh6JW-!Pa?v!+0TWAKVK-hk`#X
zj^wWKk-aNUhvRV)9!MD47`&R$3gH8q-IIf6#Kon6$#1mo71o1QEMJEVyrK3dF$1{P
zbTW`BG0_ht;%9vib!-h@-A|y859`J5;JcTbYf||80Kl8CRxRo!5)QuwEAZ&1QtURS
ziY}kNi^Fbmp|j#8#$uvtJ^o2bd&=r*0CnIk>R8<26pjeApm(Ye$q8|W!sD5(gFrXR
z5!joGJ|kNQ)C)gU=EjjJ&uD<7Aw@`oMFbVLy9-=;rac5YvMUjQeF{4cd9LhINb!Cn
zIL!;s(YNYv=IY^O5bGYVDiI+}m;(rCJ(#pUTq42V1dl=ZrCiH+4_&U(EKRjVi+j+}
zW0?d7p&`sxpOf^d65fGZyE5Fh!$nFk9F2l96wv81Rg}t$b&}DT<^m{8C3+CYhQ%{{
zFlz2rqGhc<h~PDxbm&c`nr0~L22*0Hw9K|1m}sXTuBW#K_qQ8?M>tK1W4(%0j<)i0
zLP8GX*n7LUR?3U6Jvb7i$+o`DikOwv&I!|}vP2Ez-Sc*#M#wn66$TA_$T-@i5@gCZ
zig1$xumTvmM1H(5hYDCqnJ&7oc(6q$SQ0&i!|63(2<(O9V%T0Hi3-{_Uk)F_U!>C%
z|KDa9MT9F0Ok_DatbnrmHV{5$SCcSt(Gm6buo$2zk|}QDeXr#?Sme9cuALnsEsL7H
zJv7~BgboBYIo)JWw0fb0<gW4jyowVNy45@{$fsI(I++BqU8_vOaM@=wXo%Tj>wfA~
zrU_o0ZZ&vA1JMtmW7KL=IkR_wO0FT2V|7FPM(f$aL8o{(L!>TO%z2tXC5FQ@r-)fj
zkU4lFS^`@Y4in)BETBT#Zh*AlF(LF4A%>JV9yA&Ca2NHdTX7=ox}imnwU)vxfof=~
zZ>!;9ILa$H+25qTHng;Q{Z|muT!hr4%sp_YKDkPhVmFn$CM?E+w2Uwvq42~-90beh
zI8dA+%*an=iw1t@=*o&65dmx9v3!j=@GTw;enpK;wj>7U4bu>02s_hcJg;d9{6pEX
z`vJ8D37eV^VsA%0epHGw-IaPP+Ch!@94`_nk;S1ir&I!GLKsj1g4(}t_nu4>0)`7^
z%D}jg*!Dhu$7#C6TU44CK)$hVI51q=Lv?4DApyquTQ=m6@X+DhegGHY{cVuMhHX}r
z69VPmbB*(50k+tTR3NqAW+4?0+^(X<dtlHZG<dKNo;`pA0w;bRb&+z^vh2AMy=mMx
z?W~)HHx$k4AM{k;XzE!zo4Y=A?6}`PT_GcU5ib!`o8b!9lW7fKmz@e7FQhovLYei)
zA<ca7ASgq1WjWFu7Txz;J~vl;q!y4F74EtU<7)mI9b{VhBt?TwH920U1o82WI~glD
zNF@eN*{rl30!A4#gFA(zvh|b9A)vmHI0ZUsq3~c9c+h8cEZ~7YcnF9<f2K^vaFl3n
z>e8Zy0)8`mJke0T*drvwd@c`9@epN6NT*h`qeF68fk~C(G{A)m9r9*OvjX>m`x(^T
zGKwNF6p|pO+uk`;Ikjf?nN9G_6JfRwzL1i&K|)LmSPqSu&Zj-3WB_BSq{A4Vw3LGY
zIPd`VQEeWO_G&+S3s73X$AQac;oo>EYKPFYB;T{BXDIGOr7J{Z>fo*E7wYviia>{a
z_dT229$gPqmTfGtnW($CALO`wj47IIVOCOlO)PbmvBn3Km1nc^$r78hg=cB-#M!)O
z!Wm)s_;p$~toBe2ffO?y3ZLzT!h!ni2PRIi3-uMW-83s7ayLts1i??!J!>s*^?>G^
zCP!e}U4j2D&CL3zAF6E)`XEq}F3Ty9hn^ADK|)5=9ZlYA@u<17NPs%H`z3Mz3dPfg
zq(RKU$?#Pv9tSeo*-&kYdw7pOajfQkEQSq(j^{DS;!5!z01?<x!I81zg(0`Zol<z-
zd?l?m06~<`vqMX7EV=oqmL#zE4lNgk(BzdC2@)JE2WZf|PPDh(bm+y@+}$|@oJf<p
zt|d-KUG+Tg)AI&XK?iUo(SkfjIAAhY1_o4cq7p55wit`{#sO$Ke`J+roE*X4ZXQ`d
zlkx^fg%m;^;nJ4EghfaAWlB8WgoR`q8bDdds%`@vWJNASph-kl+!8l+VW=QEA``;>
z1h6t{!4(|lW=w*6yM?Ggz(r4W7FbV6A=$tx1-yw?k-IBv(WBcD?j-`)vCAWncclYo
z!qJ_n;36-rl;MeBo*O`TQ3o7BEp;QY-~=!<v;ZWh6^!dDa=WU*<6;~nQI;fA);i#5
zEXzZm0SBWNoE`s5k=w3vE9j!S)F7MxD4aN(=_x`-(XzB^jUteoD>{cME+ybJw0%j=
z=uigu95l~PGtJu(F!HyTH~=oa;N%XHmeK95_5@tBBpJ?Ay9@^#(P~yhuE&u;Zoirv
zqvFfzy>S`2m~NCpQZ<wf(nzETG-tdWq4vlQo;n+x4^XlHpaF{Ir5KIfH~`YGp~j$*
zjZKAg6vL|D1H*@d*Yq|y(HOWlPO_IP0M~d-;aima$HND7p*Kz(B?I?@<S`2iz45S_
z4ELFDpsZm}sUD_uBzPMz%R>vA2q!`u!s3u(x8r0%p2X$~Jg`0Bd@?h_Zy>1>z(yqn
z{3`neIbsKjmu8PYP%OIc2yX{^bn@~}WmdwyU1<DcjNHEg&WIFzf5IlnNgVqaki?w@
zMX^5(exFvN0_t>z0(v$eQyPdhPXs75(~EEX;FUW6jY(l0;erC2Zssn5@*1uJi4!~I
zjICtM{l{1y(-Fo4KS-H8+KWV#fKyoU;I}Z~(3hIpQqVo%Ba;QLH%7tjAx@k=Ku3MB
z2kd4UbR_rmbtV#u_Qt`KD?j|FWk@Bst?bGubi4fjb~2>LU)Gs`<d|3;%|$H#2Dv}-
HzmNY1!82aT

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-113-Call Phrase Logic Flow.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-113-Call Phrase Logic Flow.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..60a5094ea74ab7639c7f0ba00732b128d2e78d54
GIT binary patch
literal 27728
zcmeFZ1y~$gwl7}LNC-}F4;DNG3*Hcdhad@V!7aF3upl9L0wj2l;1Hy74IYAf<L(+<
znpd1NGxwaiGxyHD@BQEV-uHjqUjemiS5a&2wSG(X+WThWW*)$kmzI+TkdOcX3H$;#
zQ-CCJ2MrA!4fPH>Iywf%ox50s*jSjDSY!nEa0#i%X{f2lDJf|gI3Li`vC~shGCyWv
z=X%7;%S-b>P*i|hgp-Gt`}QG77#J8>m{_FP*reR|DerUtmp?bn0RA1MY6u?$i4H)<
zM}puZ-LwHT;CrGX{q_O=@<Bp|prE3m-@&+x33h<t0mw)Y2r>!;6%_>q?Ck?y2T<@)
z3GP3VK)a`6h)(A~$n78V<qrLm(iS4s!F>iEBgX)YyTl}<WaNxY513h4dHMJs3kV8H
zK9!P|k(HBw@ls7)LsLuJ*u>P#+``hz$=Su#&E3N@@NH0VNa(w;*bg7$;uAi7PRz*6
z%Kn;@o0nf!UIDADs;;U1-rCmQ(b?7gV`z9}bZmTL627pww7jyqw!X1>aQN%!_~i8L
z{Nk1_BmnX|S>Vs#3Hv*`@IkteQBWW#=(ltsA-jPG1Rn+U{v$L32^DlhhkJC~{&xtU
z#C$1j!Jy|+-6t|~9K1`+z`MYBa7)^6l>KXj1^l-t`x{~ZMi(5wf*^r|2f+uR!0Gm2
zwdWA^Xvf)Fdqg_C2$qL-Vi@gPEozlX^1wt&J}lYe^U&Ouw(Tb#FAqY|{oekSv9cRr
zL1e%G8ucFHy6H?KSXZ~#jYm<Wh#}ljE7Iy-y9+yaW#KP<F^vk9J?MVwnK>dL?*@1?
zcg1`IyghA&9uX>Co`BELhng-FNnea|su_imTt<laKlb5KvvYpGg*j55igvGt0$3Jv
zCly^kA-s&*g4uYnQIFmL7<<9K>&$7VJ2$}hs52#Ro*O{o=?&0ihag&TYT>BZ!y2q`
zyx+=ZFOj?1SU|me{pRbKOug@SuZ6UWyAQ4}efKjF_xiDJfB_Zg-qZ~c<SzPbECJIh
zK@l^QGEVExe9VaIMTKz4_~wad58~e3A9^a-EkSYhWC=J_={mp8_guv2qsz&RW=<1}
z`KXG0lFN*NWEQYFn+l?(B<?q1y4UVKsgqrf$u2X3baV>)w0k+<>vXcC9OPe)kz_eW
ztI2<1KfU)wpHDsM!=S8?>X_Mr6cOPm-W07zmgY!wdTDcaI))`T3kEf;#XYkvw%_qY
z-SKr0&Lo*<%~5|g;4)6Wn_$&$*6>dDs2ib%e#I#C@ahJ5c)dTjpfBg<i<%tG(HcG6
z*tR4n7H6Cdc&7cON6BpunLnQB>qr5f34d()yUVh&cjW{Cb6%uP-~Es4O}`LLr>(w0
zG=KQp;~7u81I=fwu#I8IR91Q5_~Dtnv%xvS;Buh}94C2arSlu$x0CvEx;)F;WbN2#
z(zuWhk0Q#a!+;aq-+KS0$8C3mzjdz+`|HF0@#XLV^gQ41FEVa`{)-!64jVyaHm*Hv
zNAa2@hR5?>;Kg{Xa^cH>92B>sbX?1><LqLZ?~U{^**ch2)42FGTWRt;of6`hQiRG#
z|A!BVl8Qd|l0sG8fz7$217$FmDDr{+zSrFYTpG&~!^Na`{EKXXt6z>Elx*pd+J!E3
z=4_8f>c_@MALz~IMEA8X4_zsJooHpsN_5%Ddh(FdA#`r~v6Zud-LSVzrk2&%fo|5b
zyw?kjs)enqShxZLTQ5zj2V6pFy%OTTZwh=D2<B2bn5*JVjBm0$X`p%?t5G@B#X5Ao
zfivHEZd9|A2Vah@vsy_b=rMO$vV0ZW@|~ka>rH>WM-#H=HJg?*(FpsV`cmuM<e&_O
zm&Ym9Bozc}%(-?q#%786ILSOw^J|ZMVYNj!P3ztZ9cyZu;Rj9e!UbD-#Tllvn_M+J
zd#dM!u`B}oQ`U}E30WI&2#1czoZD+^YknCsbUit~oKu;~@vQRlHJihIoopGs<DsV}
zSxHoW8UpS6=7OybU;7T%Pa(bm#3qxwV>*92a#^(rrKUJ7Abr*AW_Ke#<c%TH4e7UP
zl(CNa`N7gv@CS27Eq?nZqvs9a?=6!fv*2#nG_u375;Te2D^x&485rQR)g^@B+kJCq
zs4s27>*Z(kBqq~WG9^mGM7?2WYJFG8Zw4EKKOOM<p<jjY&Rt<fU0Hwtmn41zq^~A{
zPj$EfA}m5b&^Y+A8n8llAFk*=C^iFOOEKMdz)A52Xs*5iItpg3-;g&}#ln{~hE{?)
z$jCRve6`_+nTSP%nv!a==45@h)i`dmY^Jipz2OaU%H%hUu%Ty(nxi&*OYResiiBGX
zetyq8fmA>Hnd>NhNrqUtZjtd!Z3_ZLs@~O{GQ}s0^fW)jWbtkQWZxGf<Ee`GT129|
z?l>D2;u?!n_J={2PC@)EX}QX4G(~(_<dAN+TM3wDUNSu#bwhTF#vt<29yV{P88&&#
z#IcJKRlT&*X~lkYK7T-T{A=gXJc5YJqpQzJoQ%IV<;s((jxs^arX!6#rc+Rt2S7rJ
z(zi@dD$urw-ZED8pi(o5M-HQBo5r~TisYQWPHS$6F~l3y*`};SS(~r03L(@;E5=}o
zXyeZ<ik2#4`F?RiV&yMTkJGVHMr;`mOdD#uqzWsU?ARlDYCQV&k@yUD9#^H(jaM9a
zFxa=EC=!qAe${wTC3spu0yo_$E;Y}y9F%z!2C+Smoq9gYC2`Wu^f_C<vuM*ZXe~D5
zka+|}5dIQRW+l=BnFeL5mpC-GVLG;ec!~lkXf3ys&%8}TBmPuKm*0(AuDbeB4V)Ce
zBGD~`eeY<>gS|L2RFdKYVg4jLMn64F?Z6=UA+ID_|6@=vuW`FP2avN8;LuPG8}r84
z-LZYVMyrUfrC~_6`FcEwTZ~oX^GuHX_uc$=;^g`pono|OG&i+_YwUb-rHJbJ^Pf6o
z?y+~)2owkrCyAvH9rl;==++lhtObTEqtS1{!x32Jjauq#V>Oy4uhIh~<DjW*&kuz!
zv1!Y<@G>j>Q&;CvCvwUnrF~e#+#RpIAK|2hzTNOzqe+TrG_-B3=F429;@mvb?6)fI
zX3T0d43-Rf15E+UEXkWe0gh+G^f9=UAG6Tw+a`V&jH`@}mf^Kkmvp&a>=O8Orjv)G
zkbt$&HuFn24ZlzR6}fE@G<4fVA$KPul6hH@P$sTxDRmj~F`+VXx^zZM&c@OUEBoz>
zF4vDQhUuxK0GXn#4-+?l*@UiMt2y5Q2Vd8Uii~Q_u4OH8B~2UmhQp?H?i4Szvy(&3
z9RXH*!L8Id-c*{}s>-3&${4f8Z+f2-vcf#W$BI*!GTHl1<D+$C!kML~+b%wA4EgcV
z#bkVD&<zNo4LcDw=Z3f5-|Qkq(A5WbOzu5240sgpirf%Dh%Z5DoRO<?rVLrn2m_e^
z4<D90nr|5QXR1OgZU8#FShZC_@fD>r^<%<e%b9!3d2Bq*e7+dg<RXRT+Oh{Yu^n|E
zqgu0#JygxFbr5Pt9V}d;Y}rPMGnCvti!;Mw7Kd3kK&s8T%8J|#ATo7WlD#j=+<Zic
zfGsPXxScjZR-;&z&R6H+s9&c2>b(J2FAN|<36P<vBC(e1wCla*^Ryoy5FS;_e|-@7
zg)w9(99LcpwoEhGa~}2iDi6Ar<U7a5(GavU5+J}~8rKi75?F7D;L3A}viMk@peB^8
zij;r%#WmAfY8<;~RZK>^t8}Thi6pL!4tTy;FZSr|-E<wwB$ppV8VY01<Gah8;fFW=
za1n}m16b75mVckdt<TB40gkuwGW<k5mz3(ujXq3uz4a`TD7^uy=i<Di2$2>whyylf
z<`d}#tKmJ78SxapbPQnvKQh8mTb77+J}RTX-}c>oydvF+SbC$jLkOOe&Ryml=KtC_
z(5olt!FLV1>Y73i4A-cf_U)`_+ND|1LQvcQF*>p!8Z!GHA&FCKtTZ~onppXvrxb@J
z7T~KG7~cR6|4Ku-b@rToZ5HuRqmptxZeEE&hM!;)&Y6vK_OIPLUSFwdIh>8tvori|
zDgVFmpa)G?l%?-9^hf#CV^C}>V{QO_<r`ofxq=hA1UERvJuJKduy25_qAcI>kI)Ms
z9b5kYQd<Af`27ExerW;1iiobYY`{daAbYZ*JeEIT7uCqf+q-A-<0(x~gW51mmbV1W
zlBd7sU4=h=*rSBFA6TrB%QwI~0U$A{&C{i!Jx~wURbEr6IymF&6e)51Vp{#7-(uCs
zQJtu&!h~IR0KN?ndKJy;mjk)%tsr<42m@U9<rqq(4<E#DBboHs`|!LNdUaR(Ujy$f
zQC8UTbz_n_$INsOAwG+_s{o*kn$H^ip-{`(6@PZ)6jOx2*|gvYP>~}17Y_7nfbivG
zl1JLjzm(`Y30Ta)=Xs7&k?0TCOBg-m?a4|dkY9GCU5bJG@%`_!F42hqM!Tew6H#_W
z0to?weMeo&#5~fLRPRsq_#s_g+0s_>csFCebT_^gq4-Rf1LCtzn$PILuiki3e21QB
z1AN#|wifx$Wq(Gyo1wSR-!Hjy158?$Pt2YPs|c-y&^@%0xv))ca+RWK3oJ#h4Sf|k
zOB76~xg-HoljdSs%h?jALJKU>a(}PzUisTc5mg)+XVH<!HuY=|qS2z$w=nbZ3c@**
zkjItuyIs)w%+eCM0oc|<yp0%xi7x8Ln+*e}=mP_2*@P<MsQ=M%e=)#8ZLg&0=u*(O
zcttb)ottp!{9WLooz2muT=DLztj&Vzq3jxx_^$O2Th0<Ox=l<c?ryt<Y8tL5(|m(e
zR3WE6%yrduXYX?h$M5dD+oJ#EqQ)M^37^}()KH_eB(x@HeyQS@{t8K)vY_2-UQY@Z
zLCln-;FQ#Ziom}<x&iJUUDIfmk2`nqVT+k2!VTjLr$%TbcXTJoP^g{8MYrPI_v*3p
zyNfJJE8x1lNn5Bp2sloMpQvY8{}5l2sMGUc#COwp3~34UoYEt{FaI&Qgv##ez)`Mw
zbr>8y(SwLiiv4FNfcrwKy-j^Uj`xt=f$nxt(ep}}NBP)FLK9YJAq><M{`<WHGvC1R
zvj9e5U~|<D3Yx444`d-NQy<S0_r$VF$Yt#<3{re%%Q4_5Hkng06DM=<@Jn&(>@1rm
z!5tM<1`4&8uaH!Y!+_cS8zA(xw_J96uBJTo<Asmc%eI>`#@eIHZt-rj#G^@V)HI4+
z)3cMfb<D?*(h`{g5eef(QBL7Y42bkJcUpbKjO?})U^VzJ>DIrZfB&q{eO}<6^7M4O
zrR}eNx=uo4Cmu?G#n#pkR^_o4V;uIVCZ!LchOLmNX1g2^T(x4v&$V(ve|qvw;a<o4
zVJoQAp1t=r3I%256V0k9_7Y_3I&mXCfX!W%)EE@=AT?4z1qEN{NpuT2_;9NXEL0*!
zfKWvWxKC-EdsM8w2?v8ap-gKy0h!J8>Pd^I&<)@rQ{?jU6X?n)qf30T9uuP*S{&g$
ze;VB-<o4p0Emj)QGdc$DlIlLb5|WICIWCCQoRw%_A9Q2=gfClTV)uvXn!ZJgJQt)I
zIYn{hMaubSNeT&GvjY9usR?Zb7dKW(6nU+gJ^<Mdb85;9^Hxt}f76p@<od6xn|q5)
z=?^~2*)2>MJbLQ>n86qSBx7@TZ&56r>9#eLhU>e#bq7t`-1f!YP2&i<2;+z+8Q}mL
zkd7=6OFAYn!phvN%mw5ON&$p#O=SgW!|@|4DwNTg4`$COUiuiwM0_1uc|EIHBJ4XQ
zp`VszP3*avf_?qAfSn*b09SIF#zA+GO!W>5e!!y<4b}~xc|Dcm2<it(@^MxA8(UY<
zo%C%B$aro(`SViKqK$#MjbH3zhv5Z~;fV|U4UKgmBaHbU9M}MQSn#5I(Y%MbOC$ru
z=TGxU3JxOb`y#_#rEP(?qJZilU6429{j|wi$1HZPRk>-8(!0pLwd%40NKDOhJ0QL;
z+DTOK#cDqDKu0?WF+}t_SDqYb>tx}9AdkhG+l>6)%e}~EDd5hSK&EnjJ{Lg6`nv^s
z<`DJ0#=1us#D>j?MO@qtlZcweZ~Cz%t}54?n|aXdmq<<NXThCqp1K+r-u_Dt!3K-c
zyIHPuFzc=o_Pu(R{Hjo16pni-<71HBAHrpkz4|d<+ygq>v~}H12<#$4e&+1ayQvD3
z1Ec?#_<zKZ|7zP42XQ2U++t3nO8>P~sYvFI)myVR=-@z9fh#h^?jW80`PQE3tK?a^
zLGkT=;_<YAvI6EuT}nt@Zva<664jC2MmmE}uPkZzf8qwrVBhLht%5sUr9W-JBT8AW
z{01Q7&TnUYVa(%JbdiKFEB<6|-<sf09252EP8poZy!3ICd~#AoIXe*<37U(s+WaSI
zcRJDhgs5=!OApXK6J5XcUv%i&&8em@EfPAUDDaVNxk%cAV<~bZCC^!I4R*RIodkL6
zhm>f#hkzz&_$xsR?bXXuRbhN_a%WI$2~~+Zi<lNV8vvm&@#dj{-}8S&`iF<J9YZ>G
zdFrJ1Rd;vo32}~qgsRFD;@BBI`BF)OcvoXTR1d|O(YZE7aXIE#T<qraNcxsq`Z_Na
z7Y|U1uH?VVits@Yn>?+0F;_CziJL|d_dy*}!<Qz~NGAkj$fd|T$@9TL1p>TSzxDrn
ze+M*G{5V=a2~zqI)j@H}B*r~|m&c<=p>RDWvl%a=2ErS_2i5b|W!chp))?b{_bSHm
z&d#>aRw6xZ01`UwT6M8X{AqLT`^}4IcKjdMY#U1TT|H}+(MtwjIv45pXb&4Uefy+n
z$GWSoKifF~#$%xK^ubLa9W~>FeIN4-m;<F1%uYuRV@^lTNOeySTKPOCFhFc(><46c
zWCoBVnrkkJYkiIckn7W4j&e5A%{3HdcB2Q=dMhw5fD%Cc{%Re`MNxfgk?K-Mn>QLX
ztmn&=6lKD`b$X1j3ibF66#PO5+VA<1sKh6O+B%)Lr_x;cnZVx(L0pd>+`#?C3mY$q
zCj&LTJE50lINRtTjQXZ}4WJ={7BO-0Emf?DLA~hw+0=GxU945>gLnHt^z}?S3lx`*
zCBv~hIv7$zTwHLK$Pc(&{&oYoccaN~PDu+@1Yq^Mr*~gq2c(;6lP3|-X5kSR1ex&<
z!R5cAOFZHj$uBiX@O8v*t<Yb*!{5~C;jJ2F#P)#(T>CIZ>1FNNyIj78ayj(iqPewb
z`|)s5=wv$N<!@S)<c`_0kV~^_cnF)Mx#Vz;mLMvsmADJ4VYM2>kGZNUY;1-$fG?7{
z`EL5FyU_?<B>mY7_@;H}t2liHOOcw7zK~axG|ge9X+`!YO5U+&?G*#$+XfFmLU)oq
zI=q(n+*&mp#nQ+2^7Z6r)z@H+;aNW>H@VT&{e*swT2Gzvo`H$PyNB$?keUt6#F6oG
z_cVoJjy(ogz#@E6?%6BbAD<2aCl0Ms8*3Y5$4=#{Yb~?NMiyj?DZSe@Z7CXLdjU^Q
zi(<(g4Y)?A`7j(|ots_e^_B;a=Z+bkN(>%D?Bb%d6c}u&GK_y~`Q_mi@L`hBQOmz`
zL>b*$%D$GfD7UgG*Ycp-i?!%e;=SDO#`eq6LjEzT7LThkRVyP;RcjUUi0UteyTU>Q
zZh&|hQd%$bFkmOQ*CQe=^tecRmP&h8R9h~)`rIaVu(5xIq?04^i^l^|DQEK3oZNO_
zR;dDyJ3=zo$wM|^uGY*?Xf|`J-LZ=JbQX7%VceOyXYz-WkC6};;v%x6R!7|&7L-!O
zBaO*FQ}>QC+4bUOmI?j{jW)1eq3GIaFih9@?W5eiNEsKgklBiYE?e5heb=uSt083Z
zy?u7CWu&PlWr{q_-W6+ZUFZr0z5On0LKBucAKBr@a#r5Pvfx8>ECch3lX>~*OG}HW
zr|VHJ3`(S<WhvyEiDI^jxfS~ANl_KGF>3dPdA7vTHwsBVYKexBs52r5ea=WFTq{qr
zXriR&4PzW@<*zXC1wN95UqD9Q@FL9`oW*M%dsH;ADf&FwoKf3_deX}VIwBe2_C`AF
zX;dgWVq49s%Pt4IQ+A3F_^eM2fH`ZYS(;P|T=KL0v7Iq8(DB^lSfe)4m*<q&h0x=E
zPgy|b6p>l9k!MmbPhBBkL6>2zHiA+!Ln^kUEz_6AzSP$Rbc`t!d{$>RQtjKe2hvgM
z>#Is(v74J}VRt^3*HHp&KkPX7#OMt|qD835s=Pb#=V!SPOgDfzJpS--Z;=skf{PwJ
z?;FblqG}D8Dy$97kfqbi5RXZR=c552f)YrA2+9f~DCH|pb=MC?UvsN|8Xu|;Eu<Uu
zN82OyS80!w2n92ngPthXsjsOVpK8Vvoaq&N3aTi{<8&MZW`S4MoSn!EPKQs^T-PjS
zH38H2cn8~nZq8;v)T3CZwFFCyzOLMw*=A3yhca@^t`=SICpuLWp_RjA{{eCz#T-ZU
z#<m&*ltuVjcmS<0yWl<JH+SzE`nnof%-|*LkwA?vb(JaPvbJ<FB*7;3;>X=3f>mLH
znK~-JHhLCOWC2_LB?ibw^5~2@b0J?7o(`Ng_`zUX5dFMuPx#V!HsEGpT{%VXlff=?
z+IMhx?ZaYN6R-;9$5@Jo?q#CUd@5$$6;{B#yP+a!OjtHsA$b~0^yF-FXIlMDvPi)k
zvG$Dal=c&Ly4e%PuqR5NFahy3(raeOz(PH&#!QowE-rc@K)@zvjxghJvKYH|`l&hP
zr@)BT{ViRN;NHi|RaM0CbFaPR#Ck<PzAgMj(;@1qZX1%lNdkZK+4;dxdWvn_tP}nD
z_SCs#=NoBe$VlED6g+8(`M_z7`?>Cp3I*q@h#z6%yE-2AE*yLQ&Be8RQ{=^u{Lq*o
zacn;Git>s&auI7o4{XLO=~J3^a=w(P48gpptZySDm&94M=|X7C5#P^fQoL4s5j;<P
z-7h4KC?jcVLousE4_?n|;dqx{9}yyL9sk^<=7bH`o0~3NhHAYT$B5ySJBO?x-Pu+W
z5UVCC&9)lT?n}Ww4&MS@&ph-avEv`sLeGTeB8s=o7}XVN30*D+t3MLG@{wq{Vusiu
z2uL;Bsyv^@5E56ucOH&kvSctO-HC*KYUKS~g!46#s%5Z43H~<l&EV);_sgaThYO#X
zlafVWf=Rt68ZW8_<Ht-}kf!ZgAC}HX6*-U9_9ZuA#!II@TA4WKe0$aMeTOYd_W;DG
zqMWc*xNs<?h-$90sR(yWw9JC)7|mM_v*CJ*OsyH@4=u)bWpmDCC1TFhXBWa({fI$>
z3_7-}E|JVFW@Z9_ipXHgy<WC_>EHZXwjX?Y+FOf6mvAlNRxr*bcqZ`pwJ`391uzOz
zXbRQnHMba&Sm-h!=n}9l1KX{$DyxErW(8;?jKlc8=ZB*b#*Yn5PIcPZ-NrR{^97K<
z(u3v%bIUq!mo~uE!)AgZUnsA`;helQabbu0_@VbJxINmoZpla7;`VC?^(#I%woS38
zi76wIMjVVqM^cRH=<)iumSp-u&3fyMcO7N8^o}kqoTqz3vv&D3YEhI%v9iv~-PW+i
zGW?b8xp)1mlgo~pnJ1e^a4R9H_9-RClx;e;5Hh2puKql-bX=)SzHZF-J8W%hO4jGa
zM%87p4y*GYUD$@FQsdOWBMzaEsjbKGws)c{^$d@q?qeVpBNZr@Hklz+nS8Al+6|Z1
z8lK*cb3f8dc%-hsU_`X8QJP?d>7kvRS;afdZEC2@D#SQgx)F~!Riw>OhfulqBl`)5
z59*uREQ*?|`nw3f98EQ^rW3Z<A)Wekx`eV+EWB3aOb(Wnw7=QH$vbf&ZS$SnVVXN5
z_DIL6+V3B$(J4^a!`O_qhTkO#kWAXbKQ*D5Rhbx<v-o+UEZlfvF_JJ<<<O}M+L5_n
z3yANN@j?;F>~>#6&a=4y(5IQk-_rJ5HmeW*EvD2?PCN++R&WDzu2V>Z<6xLwq5$Sj
zaPc-kH|QP)okIZholb4cL>MsqHKxz9dD%quUKp?%^4=z)W7yrwLR(OsD3;~DcNqb<
z#>8TFR6GA1Txhi7;2hslHj3frBo^tt;mSvvLcuZD<%=bFQuof?l(Q=;hkPBy>)-f5
z$yaQOi@hZcmu4#as#2di$l(ai<~yPn0d5LQf{Rt}RT>64Ih^0Q#?@L%n5qk4ZA5)^
z6i$VWNw<t}CkJq2+auUV3;Ae*HNfCkP#ZBIX+s{9;0mz%Z>9aHqY`2YRH}N1IF!zR
zQ=N|a^42l`pE!uH+YWRj8HQy`+uqltL;{eSy!?iltjCo@Q@YX&!D_6Vo_H3JAIEyn
zx4<aa#s;onhb?{<D*?Ld6Tanoj1Betl?N?$<T6;VP^3ujvVE#6t37jiLvR1f-O=rO
z+Rp@Dy6sbt7xprdFZMA`ICmi~%Iz#t^Z**0yH)qnC}EF1S|(TOlVT)kByqU-(r#d%
zCGQ*#CWp-BlP%@C5ze+Zs-hh&r9#ojxmUdkK8q9znB%YyPV(>Xaj6XdG|GoQ@x40`
zyo<4#c;~BnJTmc9bYToKvUD6Ty&+o|F7d{_R=)NM`zc+B6OwM`J?dFfJg2}B{0p^D
zA}p3fNs=7xKYz*DSMlfyV;{<jx;ImOL$z}O!_v&JRt{E1%WZ{X{SJ(Ew!2+z_b!xC
zG=!)c#tN=889rc0)#>c0^6wbOdQe$m)brVJ`denPpW+v#B`iOG>k-yHSVIa;aMJO}
z@Z&1FdT2*AGOj_Akf3p|Wm*2PHlioi5jhv`vE#2Yd8WouVpGh?C%iRU(Lb3{&8*HX
z%@e0A*V4%_E}1Cy5y>At7&WDv-?Qi#7W3)n>!nBMUhlerxM?Jjc}n$DrC(#Eob`&<
zmJS8q2W6jsw*Al@xj9Ks6DQ-eSm5QDxjoeN41*aCt+z)X^8=?I;y4JEk@3fyV7IOt
z0&CP{+?n)eC3o^Bx%+zS<+?CeaS30K70LK4!zfK_Bh72-gsRNl?~Q?@5r8LkQvL=t
z(@=VY|Cj1YZ!RrDszOnTb%}!VsYyK#U&}Czx3*L$e*9zT!DQ<)R$W6P_r7e9zb1B=
zl%WlG+~xl1^+6*f_{i=8t>p&r9zfpol#VFO;LI^L^~75d8zgU>`|7DWZF%xo$l)83
zVW7obTAN^QAshOyEKU0n>vKogfr#_`D!8<N4!qmN$r!mUkYVSV85vX0?UFIEQ@`e&
z{Cx|%NaW{!CToMuo5IIb%?l-V#Rz(X0xmFpfd}1Pg0kuV?l=u-ys(_V<S>(N8abL+
z^j|Uw=%;beG<Nc>lvxJ#HxaWbBr#xPyl~j!UL}WZl%~?Dwx7_aj7ZXW=4b{B{(OHw
z^r19G84cylmbhREs*M>7B%Z(<V7y&J$R{RDQ!yD$Fw#Vc#eVtJFj8r()VbI8<nWrl
zx{9k=T}y#`9u-GT+Q**fY%C?U=BpJ6hn=MtVOg<bn8yvUH2~S>O@Ycs#D4FX9o1cV
ziyzc|+Nu4;cVU80)Khq>>s57?jxkcOW-GFrxyWeeIB#`HW83LKQJ=#~{F>Ous>IpP
zhC&i9UWBSmGwLD(D1#GPttiS;mdH{VGX(6fSZS1n?mEY-m;E@Dv%##(iQn$RFg<!u
zy_PNERcHx!R_S*0Ae4JB&Hm<eD2+4E7`xu7+l8Q=ZdZn*71vH1&`A;caX7r4z#pw>
z(~Q?mYD&7{=bkb5{96Tu&34g(Y5+F@ZH+`SOQ)?8^=h83d&0B#(rGWkRt3{TDYr$H
za>j}+#|Jh&y*1*u$pv3NrYb|~+!Dv1Sg+Op%+_t3qdg_Nv}$4alH-_G6&qJx=LV>X
z;2+R87jqACGancDa@@-)d|>o%<mzvEnx$|{x_J?DL#2#+0SlGH=K3-7sCHs?yfVI`
z_K)QsHeVLsf$p>RlpUaz`etmLMz<9ncGCAfIp~~$9His)7u`qlS0{VXg8qd%4mGCQ
zn!>dX&?Q7uZh#o4jpcMf9{4dsK0<Bwsk1JMKSqc}@R%L8`Sw6Hl$5eP)suX(t?{G^
zCPfI&OZ}Jt^r_^X2f1r7kD`&&S+0@g0cRN&i)8&-|L>8TjmL8vjo1T6Gh&zm6=#V8
z8W!x_N;Ov&5M>FoDkW#SDiY2w+OIObnAb5~+Fu~P4>VPP-*Vm?pz`=qCN|Z~cecZ6
zPYJ9zu#*8xW}InGdujfr7wMQ~q<VLG=-H6(erQ35IlXh8B}wS6OYY4SydG_RWL62C
zb{Z+kbfLm6vVw*<o2YgwRVimO#1%Vui{_lAzUnrl6cRBHzALGRfA!&f0A09XGr<?n
zZnk4It7?A)_uUGadcENlJ(%F-DEd-f6*)W07)Cm71*SR0;(pFf%y<ip;7Il_6eOJM
z<iU(5E;UpLOZy3WC_-e&uy7;@feT3mDZr>HxG?QfiCfpVt-USQu$j3T;E(1OGEW|M
z-oq|R&EUf<da{dH75J$l+R;DrWh)}T!F?-naD?wp#gt3D!BUK|vT$ksSnUt}Pvm28
zEt^%hs6Lg$;@Pz+5oI*<Q0IaonYLPnZ@mt-(Na!Hq4KNzb`LFDk#Ss8J90w4yT(lR
zpj2t_^zv>w@U@oh#dJQKe}yvvXh^83ZcHi1k4(wuhLS#$>6+XYZ3i@}2W^UB?#C?D
z20{YVKzc;B4w)!VDr>=+es8^?bw=SS231Dq^7FgrVcp-8m(UM8VYVvbr2Mla0m7a2
zH4XLk)$!9)KZd#edXkTnfvZO#(mxmWnv&ZEk-lrY%;r@!OC^0o`pQe<W(KSe=i^d|
zJmQpB`XrZpJrttah_S&HZdkGzl)Y3?fKdTZdS&g6Bd`Up*@BX2&1!FuU|{*X$Y~4s
zBM6X05Nbx9ZSkk@0Bsp8|A}r`(pNnHv@cA4{JCJM2HVG4SmS<h0aH^t)1}sJqUTiC
z*T;vvwtk!=&x&N0b`&?nTg2BZ>Zq>eM{`bYe=##;h*#8CY5b_Vq%cQ4qLVh6J9R!v
zdw{$1`sivaWzZWx!;)N=U(S@W4ozDQO)IH}4=g^oGaGdSh_6HU5`oGXc-G<bf;;iz
zkZOPjY4||{zpxjxS)zM}KVuTLbvjZSbxvOX+~0&Z6M^4Af$;z4JI4!j@lv4;E89Go
zQygAuc)jWzMATnGYgRG#lI-WZ^D*Bmde6t#kXJWA<8AGjoiwNjuR%osEIkInf<~#U
z^<Uttq`p5Nv-{6`g2f5{tmmzA0hSoX50J)x<*e337)TEn#`byX$Yy-hqs7WZZ*b1!
z1vdYi6ZCBQlT(|-W$>9N<r1uM&W6zvB`oz7b!QH_>`pw>?nVnI?Sd<X6E^^+Z~2~n
zliFV4&M~H(jctZjdYpVMSJx{GNKE9@c)nPEb!jpzA#xYTDs?ws92gQ-5o2cv(`zY~
zl_ELN>&gv#n#lNjr<_1>qU@n<^J=fp95LBOZ)-MP*X&k6sbkBS(y@f^y(^wwbe7e_
zFk1O`*IZyvFK;KZp@8S|Zrdiw<2sW$=cES`Y_Fq@$=H(b?TJ$=rp%0xH~PES+2u>3
z9*=ca*QJozDtBy)iMN%A%Rpu`%Ny%#w0)T0z23IvOG-KY63k$DpYBoQ%QSl-2fd(@
zx6Vl#F#7}o3OSJ;C&t#QkK$}W-Se-GHq=e_Pd;;`^kz0|v%O1Pl&D|(X*R7%otY*N
zER|%B^4Yj)1hY{|yOg^GPi>Dow9yN68P~KhTm}dfXP58^)1Zp3EK6QK$0YW+7ks_=
z)yu?%Y%$GkAwq0-X$Q6VOVX=|S<Hm+uFQ0sEZZw<HQF#?Q$Hr7mlF`D4lqCg953|a
zR;D%*V>f>l9`1OA5ADhw3ZaVNzSekLV)Y`4N<nM*{%E$fhn&Kakj&j3k=*ca?DfXN
zN-y+^a)NjZ*eX&Plh2=NlV*KRWq!At`y72mMRC4?c!AS6k!5yvIre0A;p$swo?0K_
zB^YkN(#|o@)(|c6Yc~Lu=QeMFuqAI23qz3BPnAlgT*@~uH!84&7In@|gFf#qYTDwQ
zoX1H3E=zeE8uLLM^Rjdl#!`1P1?Qc?7gvzBDArLPd3Yt6|2U*xq>XEFci(4%q?)=&
z9QFDdoQ^zJ-`@+-!GSIv?)&t(>>}-suD_w$--!yY$SVC7>L(a0eK}O+YAm-fhcj_z
zt)Re0+K1jtUo{(37weS>r(#Azm)E|{bI0>V8-C<M!MoGPstq<G=UaK&6c-tD#BF2p
z)fWUy)2t=dNC6%wF|*##k=Rycw={`ro60JiZojm7yMy8)T`sIFE_&L)vD%0iim=f_
z#<GSWv#L1PGOoq?(xG1qh>S$n^h2fe=TkPEQy-9^V0|4p$30tPKbA<ey#XY5-lJhZ
zvO~b^i628P4se6B6ji^k6WbH~z|O;X^tem+QTK@e-^P#4O)5>iR@%tL7-QKMc$gp<
zo{C(`)DONsBCBYyHn#eDVZc95ma4(SL(jY^%^xj8N@dj!+x?KenMxa?A4{55o#3n>
z22miMi_;KQdW~~D?O|bpqv93`F^<_uRDVYqu$~q9nXGfjPh@r(6H1^n&7WzPIU$z(
z&f?-NMM8iAlUB1jy&cN(68vi<6;u|sKc1A^?q<Yk7Q^|>%NVIl8tplud8C6M+dwLB
zoNH|`%?=iVPx@3L^5mjpK00IYbAZkKvXP&_fXy*x6w!?3tS;PoidH?`lv)`_KBnc0
ztz`eWJ$pQ4+q5E{?Ec|P+t7f=NL@=q6)FV0@Gv4Dp#4thdl(@zmEY1~I<DBzLtY&{
zWW|Tt6BlXlWJT+!xo)PbV8|Yg?uDu~xqpKCsEydTVNTf-BBS`ZzSMOaQM7q`(Q^F&
zqwp@uj=JV%2B)wW<RmyRiS^$`T0r_L_-DKpc#>~`w&3SYCw;XK0kCo@$uLTK>40x&
z-qUI7VlX;$0C&g_%TH*W&B@7U@mgCEA`zWkC}VSdwn2(mynvBBevEiHN+U5~@<``?
z`$>8OJ=G`_&bJ{%9B8;O!^$E2{H+v<G4-}rtk(x|%rEQeVl=~a-@d(-A;3{`73~)7
zwT%3T^YQojux>&DR&m;JJZUL*D|}Z!fC|V_5y#WlmhiD=Ec&UyP7qKW&V8qZxuLWU
z3{D{)3Dl(3-t=joZ$TCV%%cvBm#BG7$v!M%fYrP+4N!xxx6%fRQ--T{^2)K>Qc;>}
zQU<Ub|CrU%yAp1K&zg1y=lI4%aabrB@92sAr4y;CCiR{4JG(_3dql*mj4>*$xwb!r
zXvS);l@N@HV}X`tSo}NeUzQ|W&Pjir{n8V4Iz4$@HOn&0gvY8iNfML&Ft#mEIUP(w
z|76qEbr<^8&f(*jnC$p$9VNsF<zsG?`7^xCN{<3Jp_C<S^7VVNVTsS2Sj~3@`(%sG
zMHsW?T!$;1URyrxf6e58DL3vAB`ntu(@ByXUaPIEaaa26awp(LeMFZK4lYd);Dq1F
z5so0Lk38JSZZrv7`x*Vsg{$0oU686kr#<0C#zwr#vw==8*Zc8L1@60+Hj9>rjrh>@
z4z+00Nd=-+o%jEE5=V7Dp9*8j{0iTUkFa)4T4JDF&chPIlc5E{?R#}FE;f9Vn@ZcI
z0&n?=W;cV(Wl!pJpUW}n2*#D1Fy}6*ui2J%ZdgUM_0@7Bi-dR+Sn@G*>1#woEek%}
z6gs)og61R&m6i|UvfK=w{FH0XF5mA+F?F$XZS<}pzI^N0FWl9PA8z_?DTk_d03AIY
z6u^7UX~*Xe5CNkb-zMNwwe?(dTzcvLU8;^UYg#7=vZ10^!}DPig`S`d?EKVeDY*8b
zU;nsN9F;7i#z#h_Y1~C}VGoyP&bhXZ#uarh>LeG5j|y}!3`UhgL<Cy<Z-9il{`pGD
z@y*$|b$yEc(U4%?wz5*m>kUR*eU06pK9(YU3k5V-mX@X_X*+T(D_OSNiZ(bO0UT5?
z=KlND5@^s+-zE4kqHzfUE7e5Y2Xj@{N*9+=7h~=JQwbgQrt+#0_T`E?P>!W;<v8rH
zpg^Z7MB6XSi2*^GazJ>kSU}y2==D6-Xe_TBVPC1J3t|ExxK^Nx&QFkZhCwQZl>1wk
zsR+JO@$*Fxll#&+)+}vBc!U=*qJECO{oO6md*;YcS{T|A6D-LB-beGNG7F*}E1@9J
z>hOUK#rgJ2NN?6Z&fjbP2JrO5mQ-#!z{#Jb+TSvgxB+O~(!DF!J%3$q9zDc4b8T%E
z($>=a(tMs3(|8my{b5TcL`2wdA%cay@P+>`IeMQB&0{k@*uSp;dNIm7rKqD6-*G{d
zII9AS3psBo083h<h4kGas)|q*x3niIrIxNUhBtuWR)M;@@{i_VG8DJs%$LJ9d_F=t
z6cg&!9@1m#G;3(}rSZR-$zv_yAEO-7e@;}?+dhMC3mzTuB8{oYW^o7KChn=OH!S{8
zQX#C2l(@oaYgezAUm5sCP{F<Lp<T#Rs!^Zyy4uDA*L(!c0K=oHFYSnQA!*?Z>TO^7
zqZCYu(*4~8>a?6T`giCL&XP~fM0){p;vnON9Zq4)JC)LbA7=U;m7KIQv#D}_pJl$C
zY5vP`_p~zFV6xlViJ%87(3&1A0GuMS;cTSbL^AosDe}nvOb(Z6FbZ5eVb<W8UJnbn
z=+n{3jn!n-E1?JvM)MQAlO<;)M{mF0%G&yc@M48?yBI-bh5VRX_sq<#O_f@EFlzt9
z^_=G>U94b+oRN#OL!9Zl6d?A8H$V<!O8`ryuH9aMez;p}7DZtD=qh)7&)nt+V5J>*
zQkS2G<L<t?gwWr;0Rkp{&q}P0aIw#<I$MQ|CMQcoP2y@SDQcLau-&a%zh9_MOyqT+
zXMaBTFsOU9Yi;424mfB3lRERx1KcYwZQt=}-?2(Inl|XcjwPt1;NlVOiNEpZuYCHi
z{=PeYq7IMvSef9!@J+r>kJJQTU(LzJWB->jo-Wyg{q4O_Gm#`C-=Kzq@qE~IL}jKa
zNA@%eJ3;ZdG$p<`<wr;Me^ZJy-IURWxz-ekSGAT8_Iq1*f|mmn^Pu0sG9mKKn6alC
z(pZJucasCfaekjeUxD4CjXsDr-a_I@G#hRys*}RMrU#I6Hy^`K^1X!@4n+prXXaO4
z85o25LWAS(3Nlk$ODm^7mZpK;jbU)12}jf2SV4h;Vej+rm}G7D&uYI20X5MViWQ?r
z8-*o?TInBcObs=d({X9pyymIocxU8gst3Nl)|!3HM1S209jnbUb-^mUW7tBql{f0#
zBWj?S_?xP!wX*ptc^-C<q#}(BD~>FCMG%-xS$cXrqS=L>4WMgD(S0*T;d&*5Lb<H^
zTfqq6jxx^X;^MP7qf$YI`qTaaNkVIu^~}ptE6&}$daVL6|8zlFV}XVy8rS>RqoVKz
z&_Q_ZEu7tHXox2}9&db_e9CZ<2!KIiXKU?C&o^m!kqnfnyI!TD-9=XarXPPl?x4Q7
zo}M_uXP%a|((RZSMoWPeDcN(az2Y+WW0zW;8tJ1C$9{UzoLG<NH|(Uqu9GXPKoOA5
z)}yqS0vsR7Q4X?~3e|G`C`%5e$~*3!fzMnCju5kiCy0@OklGnv?sSEX=>JmuRgge)
zOm;?()Ku%aBQw&`Z>f3R#+*EZEzhbe`ZpAUb@bP)d->WqPN_TV%(vBsGfppmQ=!hs
z=m@dmkeMp|tBY~pg%WHnck^dD!hAh6iCQ{)vNPSh?$)jRVx&W3ecg_otMTTShgGgj
zRm}gPxiCHpL5LPXw|1dhIz&;6G-oFjV7Y!ZxSr_szcWdHZ=(K{b5!ds3Y#ZCtQD$N
zEf`g!D6j&sJ)WJ6r{NqUS=$fkx;vV;-An%P+P8Lg_IT@98}WTgr8ItMmna^C1ca?+
zWpqZ$_w3dTugOSFxCBvNY<;K>*jrf5;3(Ew+dt|L<-}#0NL#S8azW&IEn+Jn@b|F4
zd1#t#9(X7?i`@XTyugl(YU4QUcgs!9S$t7cdrEd(BECN!!tVVjJ3AuL@%e@c)Kg=(
zZ4hKB7~DKlV0+pv(#__x0m4t^H)f#u=$|3YUu%(B;|soOZC<<{dpwXec34cNsRn0;
zbU}wjAbB!htsF%zD0?f1j%&C+4ANX^sNXR~!2`46n`}9wymcJL&p}N=1?Ol%O?kAZ
zuk(Hm$x3Cz^JA3Qdmf{{<EE9g3{k)(#9y~)W#$HW&nE*`kA^HiYD+e-f@CRNj~*M#
zxp{dl_C8w|qwy(yc=g5rN1gBJ#g=|dx&^-&<<R1{Z|`4Q_dL4n107{hF|d(4TN7WZ
zlY8H%d!7TD6^2v3B7Zr5g@11||E_45Xz%sT-uBmu+91XNHP-bd&~bR5q|g-NwuKe6
zD<UZTX7@#p_J^wn@P;=9vy(bj#Gp1kDQltIaW-rrMC$6KQy}lA2$3dJM;9c#Sl%rH
zEy^Y`OHcnoPe_{+wPK!V5<D$;b3Ac3qZU1QLbNq}dZvU0nfm-V9d+bbc*pwIj(D}^
zJbr)>v#kY3@yfbszd!hO{ljdIltj~aGrYY$KdvVdm9WmtdRobi;Bd}0C~x^=4iNap
zR#5@Y|F8%eq?PnfKGq-g;-5q0zgFJ<xBHP4)XFNGhKg-$zsRM>a+6V-P_t1q*HWit
zoGB?Ou(^cyqd3XWwQc{vU_kH<Oy2;Vg}3WybdSit42sccZW@?*1yz*>Ek6~osnc+{
zLQ`50r{YA<=6JO!_Moz?a(FqI$NA!ISo}dpGjYG*1(McU`^CqLubJjK?yfqp(zLEv
zgNh8~DM|Y~r|CGgVXJ#0Dxzr<MbG2dHme-!-<!ljU@!gT-h5hq<6<o{egnXms$q#k
z*1}UhjjsuQ`AJKlfM93ypAqd+n08MStT?n*3Eo6WgqGLY7^Xgn#T|p?M^@bcv{aIa
z25?E$fFhu>U;Hj--4ivtD5$nAn9o&oGPIlFw5a~>nl0bRAUm&<2$s#RceS>?duTMk
z;AvLWUm`>E&c<2xi)BtcNvgUk5JUnHU&I1eKFkoKu*IVivMutlG}P;aps&_i=Q7r9
z=+xEi26YE7xAGKnHZGoxkE^doITp}Ly?2xNFtTp}$<8R}wK3wbYTZ%J?1as-(8bty
zZMJczwW+84hp2fwqpHzRcIzF(K=1fBeYhXwq>nnV%`3{e3;%)oRA=&o0}T(VBbt)u
zmXiEZ=GeHzFsB`3l?TU^TB4wy(nb1EG->3LKri4*N(hVaTD()_;saF-W2#Qwk4GZK
z4n<Q)v+5{6h%d>@I@~~z##_7ZGWf~b4!RK<Wz9#ah*QN8_0GC~b$|HbIc(@_-N;i+
zkpTw(r}C2!cK1Gs0yuv~Z5t0)u!2W=bUQD1q)LdLZxLXvBEIp@Cxrhf^#5NNgIj}v
zqCw9OZg^1b8)vqDr_5bJUPk%H7*{ZgIc<8crEaoz4`KnKmbTD;PE-*NW^8|3>V)&K
z#q&{M2YJ0y->^hx(_|sNVVmrdul^c3*%9G2!H`!JfqQOyQMXB^N@x5R+^ceZkJY-a
z*Bl%<sqP$$ky>4rdU%lg5Hcg7G1Iv~ZysMa#+g<BuhY8nP7G!6Odc9l*;PLtK5Ipx
zOO2r&3bpFWv85`r%DVT!kIzV*^wuVR^2d4JkMm}`i>*9Guf|TDv{2{{Q6{Tt77RZG
z(`b*SwR$r4eWw1*A7^&*=(@+%-}S+uga3<-MCp`F9iJq{vVbw_y8GeG&^SOp;{&gm
zA92{T!QV<Gr7e&wvU<tDI>~?BoG&zY<>x|kar^<?mx0fXPeuoNaDT*i3$ApHGJvWR
z!9Az3pI%y{H`rs9eo2)Xqr2A1W|=iu%$IZ-Tsu;{YGIm^K*P>%tc;$6+E{4)Z8%g&
zFC!+}5R9!N!+f&iio&U-vg?(lsw=w&n7aiZKt?`@Q~T_n{Fp!Ek^kr(psAcrhsA_0
zD!2;UWw&vm!8hp1v?kbq*UJ|;HfowgzuIQc$=&LrtB~;*VJNA0x0b`gabzDByvm==
zS%|>Y!jF)VE3Z8a#_PFTIk?WvjGPd7{Mn_5$udV)WSuj+DptqovPPc&amo1kxSX<%
zw$9`fV?zZC7JfK`L#~?2I<WELzrd~EnOM`y+JP-2H(I#+!uy`SZpWrqz&2Y(uhE%3
zV(|t*H0?r<Kz=;jU+ge~$A9s09@nscK87#M$uC9L44FR7^(HfQ;QZi0=N_OVB@{PH
zhr|W-o`tRRR}#l7(7~tL@5KC!q!+LIbo_uyslm8s-tMjv?+1m2UY3=Z_jRxgf}hXj
z9#AF^puPEGZkl(NDq)!4o3j-?_4Pyw)iiXu_~rFN@)2F(nSw_3NP<dL9sl99<}@kw
z>a-zK^HyZ%h<f~&g_L`0Rl&12fP8s%7=GxG?8~>*fsw2;@hO&H;n_uT_39@Zr^fG|
z<X)iy+P_B!|FEJK^5^iU&=(K1DX^StpU!J*qyJ?KCCS$ro`ifM<$F&OwDam6UD)n9
zz0}=&rg@}hNZ53S-=n4l%0Ps#-3_pJ1Lgs>qt0Y#Z-BI^8{qQxe5@#u8A5@;?}Dy@
zo0uSOn~rlqTknW_e%%CaL~;XMTTTAIr~IpY$+M=W_UBbNC8=sFs(%ZC(l}pgD86)Q
zItMnP$6F5(0Tz&lO8d*$IoefI4}*;)+h$wg;L_6Xg6LO>IdH!Za0p-q!@kQTV9=}!
z`dku3R{w7V|F_Cy@do@gxn5O_U45RJqh6W9qi%+4tChbwk$+m?@prx$(w`$Z^*`ni
z|5FG5KXZ`(^XsZ$o{LBE0nz*1v(_g=t6Vd48C^md0n0x2*t|&-pXFp+ZOy{R*~RG2
zUflpc#X)I%2R%!KE*QBRBLdJ7S90Kl!SHf|kxzwi%5#fe$GQDdkw>5iLcraQ7;b<?
zOR(#iab^14>7o*XDN@drq%y>*pqH#z13~;C7%YxadIQ~fn|7s0vtR0cdm|c%9|XP!
zypBrWu3=(ps?X7^$$zO<j?_QS>$YK<kA4=3i%QCZf<H0larSN@0J==)yVnNZ@1%eK
zKstEC#Vcd;Zq<h;gNl%+n+dc5XwPR!U7`Lvfw6jlQ!jSiVhnUPE{Ga>N8VG)A)7`G
zsGY46(0x;<2nP4g@UiaYZ6aPzD6w-ZocR<~##~i?m=b{ZsG*CLV`D?_!4*3c%Xi?f
zJP>4@5Cw@={|nJPHvn|!FGPd$*g@|XqAu<{9`6F3fOna<|6H<WWHo%81I)GFYo$5D
zgZ{>ls58w}QgFiC|F2XleDkt!6G|RTTxt3fkHM+%Ki&s264wT2O)Zf}Q`_!+g{ZbK
zUEekJi$PMt2kUppikh9|zE-hvt4?S$XT(VSDUti{)7F2;35>ajE8wML#d_WaT!<nb
zhE-T(F^~Jjj9c;G{=92`#dz`H>N@T62;8_zoZ_Q8%^w@U?UMd{mE?+v9PD0oec`*G
z4H}20r=SHX2RW1m))_k%%;{0EvDm6(JUHxFqLgHBZA5q4(em9-SWo+P;=4Bta`66v
z>$|A4E9mJ4h;@Es`ExpR8}TISWrg3mohaB!9C|Gj3tEVC&{D&OrWJm1=UkN=>^)8|
zzNcLWlY4uCeI(ELNkO!tw6S^a*Py+CSY}g|;PjA73gp?ls42MD=g9LlizMfWb9;0{
zaVj685OCV)%{y=q%@NnoGnGG`DWk0rfyr--;85ra7|YM)fYpT11+GEp+D_ANuL{@>
zYX0fnY5qtEV5{=ys}@>T@!A2luoRO{WdZtqkpa{n|INCCf3z_Fw>C)ySqlhe`$c%I
zM$lgIyue3VHM=KmoW5A&{&l>OeQo9UVwGO#FC5?^o+j-T`d*Nahny5ov+5S5J{N6t
zeha2gHbt&c_=e8Bl!na)`4nZ8E4`x1w&4L!YWjz2YPUt$To}`WV3SJ`49<sLS|s++
zAoCYeUtlQ7ut&RlymCAGY@*b%oD|4{*ggEiX_77ZMVVG|Z{j(uAHYq>G%uq)ora0{
zGYh9TiNCWH*<?z+n#u^Vyi!`y>qt2%U(lR<>pKNCGqkSTJBKbQFVDY!xy0XhcUWrV
zVexWhz)YfS)Se)zQr^b1rlFFGsW@;Oj3Mb2bmi75D(n0qlZy8X*HgMO_ERN~9G3AY
zv9N6WUys1wlzg4rd_z;F<CPr=H=AM{M5hh(PcxQ*xv@>WC>vSL-ft{LEzlKBLQ$#l
zqb-Y46&l50=gjyPdAwj~!$u^>(?VA{w5Ai){@83p_Ecw@8$YIM+K1Igmgh=r7-u@h
zgJ~zz&q1y4B6dS+c6^{`_)6Hv!^iwyb2rs^UrEdl&oDhNiR!^)*K+*2Ofg#H027*!
zv08=ipl*M^-^1o1mpZZ5AU4A0tr@Ln{wnSy7;!TD=xi}FWp<_Z5v+c&NAJv9y{zK#
z3pm$1hx%ZYuRhZ5g=rmirsKRlm_<t0BriOQ31q)&X~_q89Tzh%J)mNfcXFKWsGz5L
zE6-w4g!P(LxSg&mTr#hV_NXLXgu|C9Z=ryqJJQ5`zwMMZCT*zkO^NG1$<;d{yUUUr
z;0w%gF?QwI5%<aY^z+y-=3@G>e=2W(FTcy)E?(^Xl_$Av>}?61_K!NZ^jsXMp*Mh*
z;SmUlrs+6bw}w#lUZk(Kwl($-ncQ?N*<;b?*Jjnj^HrB3ue&l--Q=R4QA4$>sH-e^
zr@VUN`4?TV=v{>Uo4Y!-e+;=O=uvklP)v#>eKK*xJC42=tubE2t?)nEyY8qavuz(x
znlwRBkSZWeiXcdlricOxq4%PIKtRC=C<q~diV`{qI3QIZKoT<a&~fM@O$a6QCM|^C
z3BFJ7oqK0yt$Azix_7Pj)_U*1oP6h;@9doO?Qiej{_UNTvlaLAmx}0Jor(!3HUwhI
zwMB{m>MY3nQXWCI%0^<r;pr(%8l7rgX_5jotAkaWs^L|(>1y!AX7dyM2=C>Nww~}S
zdD-p3Ee(F2Id=YS(nnen<%L3TAaU4t)aKXXBMy3~L(?%@<X}fwo_^jg3(9+GXdYxz
zWtQzjAKoKm9wkPZ$@{L*UEjL|%rs_yUy`*gcb;1?2G@;bubkS6vhFm}Hh44s*klG2
z;ltZck?DmRvbq8!;-g<u+pyk(y;6heb`gd>E~cIY?^+kG<^nEow(dbo`RCvY+7|8Q
zjq}Y#_aWzAuS%;~E3OQ4z6;2k&jsL=tlB~1ikzPh$Ltvav3-*nkv=4Q;P~`4l<$04
zag;2xeCy~fsjY67Q9_H=fD^CTxzKw^p}>TJ#mz=9M~3n)EQ?`TQtawM4^{H_-K@;9
z>$sn<sp4|-@+i$Zv!=-+p!%@U<f)^D6T_{#f86kYxBWw5CGG)gSU_)gK%LC!-gsz^
z3(y40(Fh+d^BsqlP2tC0?ODzO6t6c@u9$R2)t3q-V3>e(5<SO@h|oa1yJ1nZIUY@v
zvyB%rLvSVq$HsjId+0r!cX5s~)nBjd+`{lE*z|k9OuTj}nDtJyjP50m*29MWgV&*}
z5)ySoLZSXXkI-v%lgOU_M7y(f)n$mMapPk^#LYxF9s<wEo;!!Tbp@=~=AoijFxJr1
z4drSX(+Iijt3<5B<)z#9&-Q=lKfiK}=b*3=<v39eYEeHGpvKqlf`8EWlFQ@5SH0F#
zF9y}#lJ7KDJom{OJBRRh7`Yqs{eEBUx}D5djq0+mChz1t@RDy*0Ljho<`+HHSx#tC
z2V2QAdKvW3g^`@?$KWWI42|@=4p^%_O~c9%k<TpcvLpnj5P_tYU<KgBQ5hA~ig>lp
zBhH%~QjM!yNM9RCs{x^;=H$;iE$6C0mkD1a+<0DR-n(J|8Rzf!#tBtayz`TK#xbkq
z!?+}?C@()B>iLMOIw^PxcP~s<`_%mC4r*L%?aM;Di)2mg!?^J){F}1PT{`^mX9#KP
zFQlsl%Tg`!UrX|qSa0l_>s|WAi;JC4T4@V8u}p|ULaCaYCOc_Hy$!PYjBXp766Fpf
z^;aY@j$@Z7HGonCxuu>pSNtD1@7@3s#UiFP=}AMdg<az!dV;)vICQ$!;p@1z6AnBs
zHOzD0)P*;q!MW&)b$J?FeN}mga~y5J`a3gA%F-7@ra-A3i&_k+=+QIUGg=Ra%{V`@
zd1*<W+VP4vSJJ(NN~Q%++dDdC3KKCKjxjR&gFYSf)v93PLJFy{L4#&2j12@Ub~TkE
z#wd$<bm`WPG}vzlE!LCjk3;cOl(iGTX+~X|v_syqKf1l({nk(m%8UDhMgOPPzB$Vb
z;3y~Z=>VlhR+itae*+zKFlVP9N`j!kM4$_+rqnqnE{;SVKC%dtRi#lx!S<GInkFFS
zkL-FZ!Gbm=a^UlG+Jb{c8H{4`9U492jVfO{&!w^oQ0lHP2Py9!E$UZ0d6(CCUU6%4
zkdX~I+>FGLyjBr8NJ|^7{KYRSQmm>fEwfvU2{T&-C5wY0oGunZ!aRnBHyzPo5l(@A
z8T4iZl#TBz{D8kNYoEWC;t5E%9h0&@zQZ<fV0xOvjC01am_K%gLa0@dd-n0QV9Vl<
zUZ^E=qny%#wGJl-^Mt2I!;4XP>eyV(uNGQRNIop9KVMjfqY3>16!jQ>utiaFw%SF-
zSX(fq?ak%5Tha6hih@|-H$H8-<GEi*A{L+D#NE0g@C{V*BDx_tA4vc+hkEeGb$^b{
zdABd!GAAp;mzn3CUKXikM2i(HW?>N+gVR4f1rw$Gnt+92wcHPJPB+jWgQ7zlW3EQT
zr%}U}EPO^F0b9xR;eG<qpIvh`=)i^{T23wU904*Hb8619*l0c(*(v0V%@KO5PD&1u
zRGz|0<%EpyHC_xC;7XKeF7};AehE_GAH)bJ5@Z;E(RwVyfaRcV<!qSeCu<oG$nRzS
z+@D#Bn2W4=h*8mIfYvELpLO|pc_7>W+6&}D*qqveP(+)0b#S}7ZntaUid?PzokO-w
zJ(YMB{qTgx`+{k$?+s}59GZ!e!(kG=Avy=9$ykR-o>x_h7ZTV``$Nq{LCD7AI`!Sx
zo4LkQKv<mbun}N$m-POJYl#@0w*pcV|EYjE%BIFp3-&A!O{-q1E%J~o@{_*@jo>zA
z4eKGermv8ftBqHTZIZ+t2wSdTyx8IFXR)W|;eheBW9@US!__64zsJ;;D20x_@w>h2
zyRvMvt>^CNbzd><i{FK}(5kEA&_(NRi{UGXl)1Qvq_m6nC)^5?Zzg*`T+)bbmtGB_
za^5Q*SUQ-|P5UHvu_Eq^T=*xO$cBK%sO@eWcjeTHpLW6z!%n6L$h~~AXGCzfN_{Cw
zm9yO>!#Alz%a`DkF@U^TkndmaV*Y?S*I`}q)o7Nj#Ykf$niG*f3nglx>D~3r26f^f
zCmM72moDlkGI$N~f~PDEZEdbUk#b18nXbf&I^95i-amLyn3-RkGE#{g+10G%hfx`Y
zS2AU}E%J=l`>|QgrH)!LRAjeu5jwd)Q?zP;c&@LQW+u;@eNizNAFeTH)qa&>a7T<L
zcDqn_&<_6)(^*@d31zb%HRor}fk4i$759``j88wP#XWExJrj4mT`6z2Sl;w)PJa>i
z73+X&HRs%V!#rXd3NP!c?TD_UW#d1L`aPQExk}p<6i^+cWHYGlUtsTc7vtw6G3RS9
z)8P;%e{B)X+DyuEH&L<(=VsPdKVL?j`Z>o?aU;8P^<>QM^OxdKFG&<yvr@I$ptNs0
z5A8$8;#5&#G6MY?Q2iRIx-1~(6l$6%;uNcI+CTZiY}F_Aj$xQ%O>LT!9fG8N1cTt}
z+{1L9WUpop1Gb!|qfd@?ZjxWY-Syid1O_zgWq9?+NmC@qx4KCX@NRFa_)p`s2IWmk
z&W7jNU~mf|n!yV+WtwCpd|pR-L}b&+wpiialg6Hd0k;&Go~=(W57j!~TA_DuS|DNK
zfUeLi#~t;$%-T6klk)01%M%km8}B@ntAFiXah-M|JL#AbFcL)cfGQl{KwDR_XZp4}
zI*k@3S1$N*b}4cLrRM^BN~f}2%M(GfP49%BiNqho+wA=$9CzE!o;rIhQd|sR!p^7~
z{5PQNZ-_ynphCe`Ag4z{Ee=jB8yWnKP6y5Wh%T#RfOM>9JLtns(??RTvaG?-$G!WA
zSWzX=Og=wzS1IE?`_Wn~VkY)c&U;t{i3Ma4Kn@lNy3p@aR@p}+VeWoX8;Wh`op|r{
zDc0(;JG9LMATq7YRYZ5nv{73s?T6Cwpw6pG9cWWEjuf}6WlLEJJaN3ci>i7RIa;+n
zx_G7(oLi$iyevGaaqLY2mB(clD>w|ycPO$Pul{tU&$WBAS$V=L)V`E1GkL(;n`u#W
zRvODmvsR$cW8XS8Li?y``R7|A+FZ;f+(Ch5W{vu3T(vhWh|U|i<rJ(Wqq*+PcEtk&
z>axW0r1;h|mZKwKF*SPP5!xSU@<e!^bDKc-qQ-SjzY#f<h@Q&<avn-tmf!o&u%{xg
z`+8;~#t9n(-JhUPo<>hCArPfgoXj4BsjB+TD2~aWYx~ORoFZGhq`2A@Rjw)ozRO@D
z#3lZ%Jf+yL*5~5eJ@{bj@fsi-aq9;c<IkgGZ2#)@x1|P@Cai>!E-wj|HaNk+t(nb6
zPoxrjc(vm=0DyN^hjNZPfmm4jHTdC<_!t|hxr4VEOk9@U-+XaQMyQvd>*u>BfKL@#
z=k9+(qz@0+Z_WcSdSEk+{%?laz83Ol|3~LjAJB_C?wLyr<uR0!+5B%B)V&8f4F|q~
zW={a9`XIXgfG&%uWbROxiX2Y8+LNM9cR5p}gEs^N&|EFy-Kq8DL$)f<qmUK#WdwXd
z0Ap0mWU(X8qYNy062O%lqKPAXKh_t$hVnN4aS{G~;CsGZq9Hl;0Z=gbF?^!PY$1yn
zfGRTnA?vRL|1KCHj>BBE11;uWP`WrrpZb`AxS@VlLQ6vVX`^1P6Mxw)Y*{}WNiJ~~
zym4|pwKu+Rac`iLjbe_~_nBGPCs>GctGChhBS`&_as~NBA$)ZhYY9}GOgW@610XV=
zZt|fV{NB>U7E>i4m2<5#0<>YA@sD;UfH655C}b@k%FcJu&5?$lyT}uPnwRmv856T$
zRjxkE0|hpu^EsZ4VpewX{7Z_v16~;tY-b}jz;3=hKAs0OHUP#`V)y#@)SBN-6iwu@
zJ`NsK-z5&Bdo_6V$S+Xv9_9ICa<cl*|D2%&;LR)SFai6dv7COm<9hrNU%$ZP_2ce<
z+_Qk7<?z2R=g|T$dzC`$=y;Pu8121Ce01)m`mCVu#X&Rv$b9;bxAT_a8x%l<a=@N^
z62J5TSZ^B*fPi5w;ag`kSRwTr^Z>)CPz=}vM474g#6A@PKF9{}0ko|C<7;F1UA(L4
z2=M=S2hz89`L;3tGi7SU|Hgp0eOwDXCp~(0|A_7;0bsQpg>VYMkEjM8Os5~vqD;;8
zzJX$Fkz^<k>NPF+Yn2)QgcA8HQAso_4hTKpfKX&eDI+{wMG#b8BEKU@qU}%fZMo~i
z=KwyK)&A}WgDO5P1s|?Fo>oI0oRQ0Tuq{(oe3|55e@6dZPyYAk$NcXUl3#y7kWMae
zyrlY$ameEkalGjt;#PlIll<8#HSgSg;?HexB8=b6th$h}aNgh6R-rg!X}-tgta457
zM5?qYJx_0k^(VzUFSmIku0^+IVx{+97t{hcy-)>HK#Jj9!Qn1OOf$_)X<Z)nR_e_*
zoNxL0d(0eoN1JZnNQ!y-`GE8e3Bbp$TTdL(!q*Epvawpmh+$qilu3Lwa7tFj?D;m>
z>eP3DSJuoOay1G#I7UF=l#&lSZ+rD8p3eH00#!XzmY#Pbq^w<C3`aOuEUR8^mlsi?
ztwJQzvWpXvCtFK7*8KQ=l+cw4JMxd?Dr%h6iVC!;$-3)7N?b_C7yAH0ULg-ZIAsr?
z1fG#d&%F-K;u8G*aB$oOAp}CQmsTaX%Z+dEroiFtA!-!OPNI7MBgHN?5)6`W43Sa9
z>krD*|Cqq;8|cRjd?U&AWGZR++6AB_J7zJBJMozD2Bgrj%$nNt-6v*Fp}?08kzfsL
zJy})Vu63yu&hoSLA(0DiSb9R!2EOc5`j7FRe;c1uu`X5daB2qcQLJ7s2Hoc#uw}Q2
zCEm!F@81T~9o<wY$%(=i3411pa9`rnT-?TLaU=GB(lKLTqFrzw58x_LLrtYv&ML*;
zPMjZwZx`A4B6O8M^nIM>0Y9})Wn^P|Yc4bXFTdUYRcip~&u(`xvGN?&S-w)|t;Y+K
zl_9$|pLB8vx;$AjcrQfM*q}rl!FI;uIYsoUNxcg|z*@KfoPePDZy*Hb9!?II!4O@t
z449>-fwzAHp!u5(cVO`2khAuCOz^#e!Df#C@9=;7cQCe^uv>+@{CZ~I8(V5J;da?5
z8hwN1t@j0c1*%GMweb%twP_CpLZD)gCd9fl_?n(vzD4wFMWDYHtxL`tw>ibsP0u<$
z_3QLcOU<^1#OnS`f(XZS$QAQ+Ujovt)`L_*pvP2C>`$u*AD}PgSqd-bB{94}VfPT@
zFZUnhw})rXgEiY+4~(i*JPh%%!5<lvjh}BXZecaOnxE-^UXoi8-Y#vEXJ)q5yVx*2
zE!xG&+=oM{iERQrks{@WNS|oMS!hjT#a_{be4Aj6XDv_c>vge@M+?pp&F|vCUY3Un
zo&G8Q4?3KpcAJ7R0fxEm4^v8aSSUmVX+X}g0qQUyx>m4+Ge*+AY9&-KrYLW37cx}K
zil22r?Os<orP8i~mG<Y@OwFDRG!>7(^Q5-Mx;Bc`%w^M8^I(S`?UHyl(ktSK2)8j+
z!U*@&(0jS(i6W*+lX8!X_CunOJg77J__%HjeCgNQF10KV@A=wB#;11`kKc~1(Ei+t
zkAjF^+h@c_##;{oz;=bw&1F0M8ew?lNRUfWuqz?kaHZim;VUoK+StS!=~%%COmVqW
zOcZGAV6b}Fvf0sv5iQ8llxbovEDS*jerYgrvmq8Mf9LH%(=z@lI{3e(pAk#4Xa<9=
z@h{10g(D=)>2~t=zMd2Om*TaZz`0g3ISYY>T+DLzh~UN099>dphCi7H7(jrzc&fW`
zV)VOd-fwujGzsc|3ijfdJ^gikC7|};fFtwj!PF}0yJ@{7`hft(0oQ@VBjC&4qjT!J
zJ4wgvNw48Q`nqOCL!_pGzdZWQ{3hk!KuiJGJo(`z?ZVe|gtgcVS1yjSpMpgt61v8_
i*h2{y5i-3d4!Mh3><SMDA7o4cQSZxuOMl|q@P7e~{D>6*

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-114-E --__YES_.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-114-E --__YES_.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..6f8f460a77540ba785e65be83d3c21bb8817568a
GIT binary patch
literal 10112
zcmcI~cT`i&`tGJn7YMy8A{{9KK_DOk0wU6T5mZW~cLah3ks?)EkY1!nke1L<dXW|a
zD7{x{(pz%lch33FId|PZ?)|NGC+p3cwf7`zo@d^fw+-$GZVtGrrLL(C5D)+W0saHv
zCIMC83MnZWDajQwGBR@VD-={9YAQ-fDpq<1S`a52Hy0-x2L}(I*iD{mBG)-M1Y`w8
zZb?W>OLO0pQ@kyyASNX(`R7jv$jQm6D5+SesaYg>Id~=ipBwHgKz9ZBL@+=^a19`&
zBOsz9z_kP1_<52L{MCSeHUdH-ViHoaE94ZE_yILn0YU;IB0^#!5)xu!{ODl(dw`gZ
zgq~MIg_J?>G1)Z_kmSqwoGaJwR(xaBAKvAYvh#dJPQk>?!pe4o|E7STkTh6E_O_h7
z>OD1ejr*Ef28Kq)CZ=ZQ_D`NZb8vKW_VV`e_45x1eElZuZTP#0$b`fXNy#axY4F^<
z{DQ(yMa3nRRn;{}RBc^-Yg>CqXIFPmFM0$sIyU~}=fwQN;?nZU>e~9o-tYZ`!=vMq
z)3ZOg2mqpgz`}q31K9tDiw=*AkeHZ=nCuTO0zyB$5YZ8n@Jf)<tLTwE_F%Xs`SJ?r
zZhTI~H}dOJ`n!yFp2HMOeA4qb_WnTo3)%l2uvh;hWPbzuH?9eQiiiNectmsn1UNnu
z$PJ~y%T+k^ev#yMiK1r5?eR?KSNrW)$=c!M<+<t_<()5cNJpZkbE}q%<5=uDC>Svd
z*<8Q@%^e=IyJgiQI6&MaO;PuwBMu0I7UF=x(bY?=G{KKc#4Pqj2M!31^wi-9KlT(3
zrh!J|$G8;2{tUqZ;KY*ks*`IAXl(0mGtq)1y97aYUoT~@3^f^<X*N_5X@)WhNbmo<
zT!9W&cR7aeo<!d3T&f{<7;7RP|LDB1*oGBr!aPMKSO~8*qMmSjz9m-eke`wdGD&>5
zr?9|XsJT*R?T^F(8kqc%0!se1HxaxWl2Ca?gEo(Ko1a^&JuI+WOg%gp-33}oVQGfb
zN*$rCnN<<88u0G>iIteD&(6rBKG&N<VsVo9<%^4g^q+Fkpo7*Qlpp2yWqS4Btw)7F
z(BUXt&`q&R=KFAFC|NOXTQMwM<lxVns<q!UAh&*ZL$x`)R0W$0Io9}HEEtdI9t{RS
zzt95a|6EoIfqec@x{m^VS4q^4Y9Xs7AwFL>>~=argc7xxJtxg9XtR1;3eq<pS)ZtC
zj_inT6^<SP`^eGDb5BR}FN(}t?yy0_i?wr0?)_1S{6hMCe*)=EV~jf~Y`jK)B#5(M
zBh&5YVX$&)I+Rwi9_!6(d7xGo_Kxz}$8$_txorB^b=It3@`!BIRY4zd37&C{xeU8t
zXxs3h$M>QY$zYF}D4JCrHP9o1zl1eU8qiaB%qEN!_#X>#p(e;n>?fU7Fw3+2+)%*`
znJ#QFFJ4(m-0Lsj=bp?yRB^egFUL+2D1o4Chx}G_YS99I!K$8n-~g^T9572*@OFaI
z<Gd&yGHq#?TLhKQH&;&=oyrdi-Qu2+2DY?~tI#eNn{~-xP69<}B8+RwMvhG;<pw$?
z>?Lc-nM}CXLi(Gr!|$o4+plI72!6nKc#*G&DM5}U@-85P4p^(+!btb-AomU$2ej%g
z%$_m9_RhAI3pxPzmfge?6gDjDA|&=i^TGlL+#SS1ti}ZX>s2C_9>#Ql1Kv2`0B*z%
zC>2DoR8LwK0(J>GS{VN|E+DlW^Mb;)ATWhGdqdkhVPK~&MQ$P_sjN7yQEDM==UHX)
zO6P9SjQRFNpm#}e@rkAwllSnpLWfIlP*tc?$ImH07N4fOHncKDC=u6=Z|bql(=$od
z=sOKg+dHD-zFMv(5;2R466SpiZZsmDdIeLiHz6CbV9*TzP@WS)w7T@Qdzb%r2a=}s
zo=;!c*{qf^^#un8J#{*D&*{1s>bQwFn|Z6yH{Z6Yo<AU*-{X1i08j4gKz~M==sS(`
z|DLCUf;>K&K<8ZegRi$mP<OW@R_->ZZQZM<1071@fccwyZkLphlS}anKCCDX$oY$h
zO^{uFUKpO0td5og5gf310Q)z&73u;+Z~pZz>wG)*MC(GATk6Ck=}z2F#10|cknR-$
zh@jWWT4AKzfeFQ1=IZsnl8Ooo9xE*suvH;;xK`oQLhW=mU8SL*#n;ux!y*LzIOKC@
zhjvpq+j+oRc45N)!Wu&`tEarK27vVb=fYX~YLE6J*4z!<Ff;niKOC!3CcCc8`2)e+
z`FtYlU3C-fZB0mE8-~bg2tmJdi~|@&EXtEyO%AhZR#*~PlBF$$q6zf>a{~I$B7r9r
ze5Ex*x0G^A-%IvkgYzy*ra=S-=YRF_Tf<pSr20n;Ukou0@PBE-4-?}LdLqCVx$gqG
zk7sSfu%&L)^(oWvePe+|&)PGzZOm^ldLg)btaqj%%=G+e`Nc&W4uFvaEQQeSHcl+T
z&70Pf7(A2$I)yH>Xf7nET=-I$h4PAJIVcFfZ(q+8gpKybz<$~~oB!U@(6J$%ULQXL
zPnAPG<lEPFYB^R50=-?D!ETSJZ>@VA=<5#=sNDboHJw5CDyMUBfMYuZ?ZP4{yJ(g1
z_@t8iPFspo^hI4ZWj%PP5$#eqpv}{B++oc)aKf)A`?hQnAt{{qABTw`gbjF-&~^2D
zf)K6ob3@qk8XS;S1lyTI5FX9gFr9R6>eSaJ++jDOGNK^|`-HHa_@onBR0b;zD|4ny
zio#YmxX(`n{$RdT{e#(~Ww)$RZU$QJb`YtzJKpxWAX&STEPo~R4mZ*qZwfJx<6Zrz
z20M4LYjVFhOxRke734RQl7GcI_1mGsq=`xgKbh)!r^I!vl%_>+uSU|>a^=&q4md#*
zc4<m|iXCIbepG+a+H+OBZ}9S>^fM<3APUldL^!MoHwOfABma+b$An~o`;@DCw!p9H
zZ*>a2Q(?&&ex}hL^=XHG>r%LJ%aS=PHfwS4DoPI&nTI_E5zG#&fdD<ca0wM)^IQri
znmRBg@kLAUYJW2Ds(vR{a_{wIcmHLEt@|1+&2$kVCQ}vzX4P7&w~Tp>HP^aTc94&q
z+Do}4!f#6{t45|TlXv6V*m4EF0^Y?Q${gHBtI;iMtZt`p2uk584p8oceIE~qlu+gh
z_9{DRpS(|#=Jx)R0{rXHq4uOMwUy=lLRo0EmSOOaE_ky_o$r0z!Q;sN`!}=Nn9stJ
z^9pN5-?xXwhc0q`fY**xBo;Z-O>B&#;5uFD;y+2*Idxe}siIyK^tk(6m%mS>$;R+T
z>9CCXoj1GZ19O^I^^rGQ4_~*}bAI;JAbqRHcRnX>?q+0H7rn#Mdwus=^cYK0!n(|p
z<CU7nV;A;Ih0=XNwtnCYKam;1hLMA<I}e~xcBl4%C66xWgOec<=h`(1ou&uq%G)+u
zgRHP2$=Q8rn5%yu_GK~-NJH#{>=IbN;efxM_~M`BLfALty<hs2iQU8Nkti?m%R|II
zBj{+@vUOO8t^U?GVxR0Q-j`aF1~uC0n#T9D;?!h~qjd_bc-QRRmM!mjaFhBY1?-=(
zJzbwD(xq5MH%wO4_uAg+ob3&jb9;+E&7^-H>%<aL^JAQ0_s3}<-xv;<N~*np){ur0
zx=UFisuo`;%Fq3r=(sUGH1}DRSGNh$S>F!#O-3Hg?j3vjYFs+&Qu@2jYE)=)2KCjc
zpFRySO;l#dYv&UG;1;X(^3lQ6LnqjOuj7BLuqwj8j|_X`4^+f4D0L-Np}ZAkvcHMt
zNxozvzjzg5JxUYr!>4KQ3D!u^m|>wCtMMW5n=faYcBZyFHfDZD*BWD-nR#RQ`UJD;
zQ_3Ndb<Ouubju$;yZXq<f{)sM)hZZ8WoT^-Y;TNFe)3nb>YsWt_UVG}Obo!bKPR0%
zesMO^GA}gzd-a^P5(m6k-ZY#+-PmMjnV2c|E404*-1SMqfL*hP&D>$>*#o58VqJ5e
z*Git5!^^``)sDd1VY%2&m}v9v<XCAey%TbyztE9NEJI7s=-Vge$ElfDM-|kbr|hjG
zZ}rhm<jdK49l!TpwA@REEHUHN8@($Q?^WRV{^-lSkzRC?B8p?7K3hn64hQ_r*YIWC
zqWBrfB=%XucfCkpu4P_g>|l(#)Jeo{+m?8tzW=&K)mYiRqXbg!_9o2v==wE{yNH|*
zN7ovU%`4o<p+^%nZ<nfTgHd#}^@?jm!$n2eX$~*>9~yP4Y5&_{Rs(;RS#Ne?WEhPh
z(F!!l*!Y4s+Uyx(PSYZfV?ESvPdO6RU?)Z(t7o+5zw|C^@Q(Qb_wf&eAC|Ez9I}cD
z@rJdccJcF0Q8^tVQ@cbJI$$B$e>{Kg$v}q-9H8>YyI*lQ37#+Yw>GIEFnsb6BcnvN
zi^zi>MZK`?`RMLQR32qmk%8>+VL;`60eAh=q#4$@kvk>JKOM`-cSF`zviInRJohd6
zGOJm<F~i;X;o^5EWr#PyhS;S2&7o(tx`c=wx|0~#>AE`&jKHd9(xob`>1r0b76*j)
z)%j4yo~}#akK7o{KMkKsAl52+8xlr-DI9n5f@|}|<Y!oUirkrr4nm7}XvZ@1o@gvW
zm~tMYrf~gv|M8ECn|s+b$bWjB#Bzn2RG!hAY_$iE;R%sI`4PL#>2VbH1Qh&s92@*6
z@F6kH?>@|?C<kY}3fck*?}Q3TlsTp1fY>$24*r-e%)$ZWSrIiVMOrIkow|aL$$+u(
z3t<>d)~PplS~gA8IrIVE?ED$5aWs~O10X}NS-ZN~6Jsm~{<+@iAJ-7IyLxd(I}j?*
zy;UZKh5g049N0za*-y?Tk*;hS;dBV~#hvIVmD4fB)i;e0<dLF8H1k+gZIZ(4=poYB
zcGG=m;Q*;ZdO^^c?YIRf%W*_Cb}{PABx7o3${9wLxv_=nf8LPR<Y6@!UU04v{yYm3
zauucptSXQOHS`<LVgq_UhJdF`DChR8Izz6ZetoV*Y=qtxXGTpZILx1DOve~M;|@g}
zs*||OLe^pQXz|nIXvnJ7$v@0(BB=Ti5f?b_F-G!??VagF?5Q7~Lq@y*A~f>fg!Ti5
za8ae7vi+R(;-vzFC1po%-`DY186UDk<3@Q?@bReplaYEei`Y!??U~?B6D(s(c+2V#
zUQ32xE>2ndmt>bmf-q$D;3@Vs_MCAL)>`|A!PtSsKgvvdQ6G!v(zM2cJfEC#N~|lJ
zO6Z4NIb`gD?32^klkq?^C^Yr$@>BbXdR=m7$qjR2hKF7}>}IiE%Iu#CJZG<7+gIQW
zG7Rd?E?*HYQWU=4{w4TR+p&keoT@U-?ozW`_-Bijglw!)nPt~Y2Zj@8v5-X&B+UEZ
zFN6BWsD|g1Ln=g+cxD;TTNxq`h=#_qHpftB+z|s+F3(+EZp8K_nG`8izl~%vAE=!a
zTWYx5;^Zx)YwK(QV{j&g){6b;aR1WKm6>2mFJU@Z=I=YafJ)S<H}(^Ys9vflW2xyE
z6Qozkx2zIM((m>sg%6dMrj#8vG`thlcZzRZ3kk|Btde#DTk+rKV*lXywAOa-+|c+K
z&RN~+co6k<ZYk(}hlbZenee^X!EntwNm7x>4R_7FC+H3JUu!dGFUo07BIS_SZF*9&
z3d9RF9AGh@b+&k^qv24xQD0WDRe($v>M43`;~7V%<CLMWZoVC6XTi^M1TPL?V4OP8
z(Lt`8=&UoqgjST;#dfGfy8@ngol2BlhUf~bG(5)veb*pb-6sLeNpqWqopSc46~zJ@
zYkwRZMS*;2f&u>tSe3usa@G4EHs2RMpXk$8`TLG3*f00nU1;N@wpQ>``D}vYSNz@#
z^D+0fQ<VQn=J@qefN=Uh@&^R#X7!!rF1hPFe%|v&{zRBF<9Gy7hs_>%FEhU2@<h_w
z=-_L2HkB^P#_y?htO%wI({?kXiLt@m`9i+A+=a3F_w@Dj)H8?eEc3S;y{oNf$p!4D
zjc3-`o+}awg{7RTYQpr$c;9=<VeGoB`Q`mfGUI}-vj$^J@DA%kDbFXguP;YBw7K8y
zTr7Ulyw#Ppe3~~h0#*a-a7htZ@$cMPb?cs9ht){CR0^QQumK9KLC8&`@w-+B;!`In
zk46q{enk`-o3WG2+A2zE7PKuxGkKK!6TKDjr|`34-BKrJ866j~cyCpX?H`^HwsIFg
zH&+ySuH!NP_Oe1Hnvkr}(OAvqE+V|#V*2Ec;jn`$^|uJ5D^^T+IEX<uV?Ii4hmH8+
zkH;96kG|lxmqLi;x{usGI6$P&yR0?u_H}>adGJ;L>hzV%tOfo`vI`_I?uV`gLmW<0
zP@mxW*raK>c9&n&fO{a%xkmez`C`duioAXBEXBM6O^f5`p~avXRlphBb_d>x{a0E?
zpAC3*^qZYhQ_PivPcOOx+)m2`4Q#7&oPb_tJR}~t?N*?>N3jg2hUggJ1Kt!uS)!3L
zA9!%SugulS&TJtb5W(^pC*ECM(6Qde-l}R(|3X&djSLK1?#yB;s*k>(AZBH{N;Ziu
z-aImykbReK{0cK|HpTyQh$`On$nQ)vYDz&~XLSdAmUNq2S4&mepxr#$?>&cZqjqnF
zf-JfumTkJNuvzuSa8{pxddZW+5<T4<RY@(l(e|>OWvNf8fiqmRqj9JwZz^7PM#*e&
zH4>_<zNA|Wv)|C0eVCA^ZVu*%yJJin=0nTyEici*kuOwk0$4(;6)~cpqN^3fmNW$>
zxE_Vr3^b9o1zI@Ci^x>ctpJq4P7POb=4Y7-%iPCg-4)9Yg6%wBL9-iGZhY)jS5e0r
zwVf<5j(~%u%p!cd9ZXGQ=HL6t(NAo1ynWab#v@1j7NH*IL3z1U2kQe*nvl=={sw25
z_Z4>0#v-5%|Bi^@-Jfq6(ycj-Y8y7Q`KBvQ3O=S!=6OWM>IX8<YJbP`8&eiaf0eAv
z&u)SPR-${p(l|1YMY$mSqaI=6D&RIBqJxKoF(iQ6kw0uT0X7Tn3sN4@Uu@l%))R<l
zHN7e~7r9xISqjvRh&}G~Q~w%bNMO)br5ccHKJczFo0SM%7kd>4bRQO83eC1PysGC&
z7J~)2@KR?5u3Ts@-0=^3;Q)HqYC6COX*$TJneEg+Rbs7se)#p1|6TE$ZN^d90jN~h
zF=S7z@yGQSH@QBJtK@bpJB~%+fCnG29|-dPB$iZi<6}qw_hv;mnRBfw9FSSL%B{7P
zZS_UHITDf-U=!J>`Fxg6T3eHd4COmhyBYt|x|rcKUif7+{%6{Mr>8(%BmnUo{R<P4
z?AR>`_eP4&ci%Y?htqML1<}XSI{eU{52^7F7uPLQTKn%(YdpwYCwIz^OXl+(1QD$1
zut8=Xh2*9kIYR!TNfboD{c|2a7fl=xgbs#tpDtw`_iL;DO{8@0l@Ckm+2<5^7v$Ss
zaD2;d&1EgCZy55N!-Qei3_F->X)4jDA$W7YTrZxey|;~LFY>qBTaUiSi@_nS%F0w$
z8u+ZOpULH52PZe$bZKzes%a@#Snvs?^$j*@MM-jxq$WJ}p!fzAmuT<p^PdNZMT;iL
zZiLlzl5ncF?NK%r?Cmfk+U<#JrBwsbmQ{_H5^;F%E(RalDbnD8fqLh^gHJ(PE%VYM
zt0;CsSJS6<`t2_skues<Zs|rCkA<gh<?J`T91w0IstNFG+wvW^+2bz=Nt1jlkjKdk
z-nbh|7}-Wls7S5xFa7y1Vj`6Wui${>KOA8`JR)LZiCeaR6dZOtn!;RwD0Qztu70=w
zdxlQ!e#(Z>PS`efdcHxhXE~4cY%C_{x!A$!)}ZFqGEW$-tL{<oVV;8wiUc^yrkJ2T
zgS3~qO11W|F>+`4jV_^P_>d#bd;$|IPVUjED@}GXvusF-I2r+he|eO=b4D*3o-|b_
z&*;|A6`vWsMt^BEg24*b5@$^L+(fh+plH`Nt)&pQ-OQ}{cTcpX+4DU+x>w<A8bpje
z{><j1HJ3cr8+xj&_P;;-j6ESRx?yKfTUUq@QYp&(J)y9jMur*rJ{<7)dnD+%|Na0>
zW#}oorc8gS`Ek8%cXNgl7((WR&;N+l1SDQwqhUfNuaNf8=MW)iwU{=@>C*U&DaT1u
zuXA_6Mc^w@M*`_?17#-^KatUGP>{`(a!VY7@j|=Q`K;zUn?^kHXJ{LD)27vDSx0*5
z%zF$;>?w+C7G(M}PR=(o1)47+TMV>0hI`ZV-1{~J_6e3266H3Hz=~RvT2(I^iitgV
zdie2<H^{$tqwnF!PIW<y_KOIRl&r0jrSG$*!PnlKEeu@<Z5HU8b@)2aMO0w;r731(
zhM!*0_tAaQ!i0@0sUitNi9-xVcJ?Lw{i4!W)m6H)zdX{sO&B+{@c=`5^z;7ro<SnG
zfe%?K!*{E$?0%r9O5It|_3=wDzR0{O^yj@wH=2TAulp2iGl@*7eBDn2A(|;v&Wc3J
zmAhDYva#M9wT&0>A!grYWJFv%c9d{?*4;)<GLY)9kodf)-`1I7lf2x5((U@M8!&&%
zi=Rhj$#rif!jn`u19B(G6`$+C1tX+g(??(0JaUTgBaSw@aaY6IkyXaApWn;Ons<!(
z9-6<=rB3gwQgyj4*w5s;%Y0vy4Y%c{#21SII|^llwGFHPE3_5=ii+zI3SA;!EN2Pd
z+I9uUZuLEVV{sW)vEmAmoj2;`+m^E44aq8ZW=cT`C`|fJed2W9ZYfkMnBOc@;-5fw
zePJ6)SYdJJi#N<Nuv~rbv)RwAcK$50;=Ug+8LP6TKOL#HG7w?s-Oo1m{kL7Tpi*JA
zl$p6qQObnXXY~D7PWDv2)VKU&AG+9|i#iy1l4`|ZCaS)?hd&t36vii0Eh|P4kCC-$
z#%3{ex`7027EQ$}2yQHW!_wZyI(`1#p18`|O>~36_O*D~{K(!ruQjw^8~gJ2s|2{B
zd=n;7)A3qaok^~94p%C3?1zXnkNSKQ`{;9E4~9q~ZyRrZI(a6@gqCPlpZcx=Zkfs3
zU!XAv+~%yhYpKS|%Rw(68u*AfEq_{%y_UGyEJ^n4SuH-y%hE#!>3uTO;NTya3mpht
zl@|RaU0yu75{;3V>X4=DE{myE6f&3Llhtd0&jr~p1pD0^`&{<i7UhpvqAO2*r~>Bt
zv|z*N9~?H5WA7%GSvxbd>JAb`C?OT8K1Qw_1QS|`TQ}61;0rfdH{H&yYx44;zJbk&
zTscIsH#*gIwHi3v^^2dxn`!7%)2dS%5aNJuaG&D{7aydu7%wrG(xG?W%a@PX`+RJv
zdJ?~`WE`cUe$6yANhvevKg+Xtmlj$2N<%O61E%5Sl0aqgW6ZPAo4MK025*-#Num+f
z;-uGrO7`8%q_72i<qXt+M0-&Qt_?KijyQm3c->F#oZ0y`V>@9<h3U64ExJ&*X^V!n
z3eqS-OEZYS)H4aO(8Yg4xP1#@ZP-Po9kK58qY1T^>={SoD8eG<DC%RjD((CS!!N*>
zb*0cgui_c(in<|}(<xNw9!4yPQAo3RnzW{Y?sF6`ar7d5Vs|vApvXVPnn@n@Q*YV!
zDs4y&+8IJqkfj=~Q;DIjKYgW{?y8NlM8B#*SX3p-Svfq&YO8QUB2A86j|XC}_winj
znJx2{hlPW+MT57OF;^<#oXwi9Wzj20@E{4bn=-N@b1kYgD8P^N8>pYVl`W}gy4d-*
zRd)pP8tm<x189Gu=zwmkjNZ?|1<Kkb55A|7%O%th?Xe4;`Bb+Y%mWiryMD3lPzjbx
z;V(l$v|a^PHZ`634zG4Ih8M@GM4H*1<)3~ZHiLSq751LLZ$Wv$J$_o=XsCEyzIH61
z73JN)dZ=A9OL1DrdY|~*q<GC-I*{vQvWKon?<d{@m+vsPmBQT{T}Ow>Ic~+0s?Isa
z*Q7q0xQD(Wh|vuc-~M6s++&u(C9ihZ2i@#WaGi5AVqD~EklZj&#B|Wu17rZ>Mkep@
zh~@CM2<uTmk+Per<-Hc_L$d>@j*^ZCa`N^Q-WN2Zg04-}Vr9pvzklL)g-OmO{P&6)
zoZpE_<K}IB$1kYS3-kIm(Mb*7xOa6pz{Kk5@k_*xPq55s4L`RX%MY@dMMf>%aKEGa
z#^b<;Uyj_TIQp-0fDMxKt-Flo9mPbYZ;K+fLxvSpp-Nuxtab_;)kcD!SKhySa$8Zz
zN?6BAvd7lg0n*-8clgQKHx^bn=)#d{algRN{&q3E_TFBwY};?E3#EF@tU<FZ#rNJ$
zgH9Tu<>?Rbhhg)V`gb;q#rSwXR=?TaiQI5$B!Ici2Y4HecAK$eOa>D5GdB}7*AGi?
zLC(!memw~~57{kQ-{(3Oa5ACAr<$xMt*7o+SacR#H~uQe7$!a`vb4vQAihm?OSp%D
zoM!p!oCy^2ay8a4R)55Y$i?T2$Y+zCJyn0kN$uv?txsF1><BT5ADE^`qRorpRl9Lq
zK%zNz6hl3tR?Be5=*4?6mpk9;eM{<-7N^<YusS`wb-!E{wfl5Ri6)r*@LGG}u$a6N
zdu%vroQoZa<{ORSjZ@lca(6B-yBPZX3~ILkVRJ-?tr9wR9_-VMjMO+FqmO6lz}j+P
z_HTq10VTNxp%0<O&AVbb0i~waH~?Cit~LRpsosPU&9*JD_Z!vd_j@oWp}4*E*N<bh
zFS`^A`im`sAQ+~Z1<faKjoBlX#Gpbf+@^`D!D45>`tX%<cFXABUhwhJ18p2Yc4EHA
zhcTabeKxmso>mfQR9H};0TqpX_qdKYcB+eQb<JI{4OV-j=2F-8r9y4I<ipWU-M~d9
z0gJN1up7pF)NQxHKPIXZ%-erQ%RMqRmW`4o57NkIXF)t*<=O7I7pLJh=%XXV?n2h4
zUn;Xxt?@C-!(6^s$7zpSLt=Vx`Ma{?aYjp$(*_q2M!b4jW@uwMq`h};YeP-5$Y1ho
z$EtEP-H2y`>eu9Ph55d4`6I2~8I3!oGm9O8O~_&|g~xgPqlUW=?-;*W_d~W&Z7(&}
z*2S-QpuT(FXWi1PmVzpYV_b8`Ms)qVuT=5K9d<%PCe_A*baO1%{p9mNW~7s$soh1$
z6wb@V8{P(aUGq`t(9OhE2Y)A;D+^`o6Nch@&I`VNG*>wsVv?GQ{AsXfBidm;zN&WW
zEaEfk`r32Qjy)0cj>5vnw+W4ib{0yoI6$^2{n-1?OLXIAmwXVjlKAd^H_d~52k=^?
zOg8aSOikYjs<rCmEmUyJO(*}Ttj?4Q^St$rvj@C0imPBxX<+zMvcMaM)LF6uncgv|
z)t&a_S7&p4A}dlW97Tv^ZX##l1;?5+u;&h2(uB!GX?ff9J>8P~;N-~=7RJeAFV!*O
z6$7WuHIL*#=`+YHi*~2tSxx^8A}y`Cy^+1L%`IWK(CecvI}YcDwmK^jv`U@zP1nD5
z4z_tZjvqsy5uGz?&nEpz&nU%zb&XmbOrO%d2sF~QC|G)69nm6{{sptW6Qr4=%ZC=s
z<euSiWvi}EL)h<)zjIlrjZboEyT&xH3$7^lCn+ze$kJ|-F_@qdCcp$5d;05dw(b-|
zQ`i!xG!^cc-QEAF=bd;OA>2~CQ~=k}ZQF89NwGI&Hg%5)*@kL#m`l~HzCAeIzB!|{
z<JsjKQj?KmW+Rq*JeGMaQqC+bn)H?>$E9!uzC37Qw8y?KUpA0C+~e|gvT7&GoE{}C
z2rfCiwtE@1h6Ap;iR3lF?<>^s@;yJ=v`(C;{n5xB%pEm=JWG2j#F*P<{_9+SEh42o
zV7#3HU(aL?hiz`bGJHb#l4r!JX23mMHVM<Z1~I~99U<hHAhpto8MV@ydJCC@XqvYP
zZp6;=pI?bWO<$BMtNi|8f4ku5IrVu@ru{s$OxrgjUqh<RMM6CKa%0<jhiYTOr?Y50
zFz+(iUo+;0tKqqE*E=lNr1KckUN`-hEYlm7Co0`XpPaDN7+z$?PECNAn>9rA*{{5H
z)j(>~{RZl5P6`Y%MLu^r>tgoplH(SEvCeXES2)<^x^?mjzOa5PQP4hgrlvlNraW)A
zv0i?Ym@K7#7WHujiBRBy$A&!~_F-+r0U`t|bYtl=bMVa-Pk7ieMu~gW=R6?a_`?Es
z`toGgwVc?t`socP^ABukVT7b9E1egIi0#EzWQr0a8zl}Xru#(<lV9;J4~J*KMGM9n
zM9zX71Zf`x8r*%pav)BX@uHJ0-$cF)2P8pdyP50=%I%S%7Lytj6}*5Yif{bp{0`~#
z8vJl2_beh!%)(0}@>f6yr-*p9QbMF4m0*H;WoLJrkouL}NEJ+f#qM@W;Z##cS+0g~
zR$Az$d2XbDGRQ7c0Kj)PZWZK4+A*-=yI1vx)rcsx@E12;tARqb%muQE^Q842kmN=R
z5(&@zw3wZgW|oM!=1KwoKB90lcb%S9<g<Ompd4YOfJ!iRjvB}SD9pr%+GC-1v;L~8
z7&oTvjaET^gSd7t_zx5^a^gnJ4T`9*_~Fz&jvXNVyZBp6sY8Dft9YpoHQ<Zjf1l?=
zRrZan38ZH$!L#cc<`Os__d`9gqQ_R)!%%3BieMsAFtQaL^FdFUQd12?g|DCfK_d7L
Qe_JN5HBz9E4EOVY0sY>S`Tzg`

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-115-Sentence Structure Diagram.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-115-Sentence Structure Diagram.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..c346f72449e514129fee9af3aca5a171b91b54ec
GIT binary patch
literal 14749
zcmch;2RNMVwmv?3kKTJHqL1E*P6%OiK|~oPTC^YtLJUC=ljuERMDG!uh&IMxl*H&Y
zh+cp5o!!2@uWz5T_c{Cjf9G1R_j>0U^Q@<==U(@^=Vtom2Y^CPOIHhkg#`d$VP1fn
zS%3zB5FeiaACHiLfPjdIkeHN)jFg0gl#z;>oQ9Q&osE@=g@uDhgr9@!4mS&nfQ;ZB
zF>xRe$j&dPBrBmPA_<iE?Vn%~5fPD+kTQ^wF-UN-a7z5!*Uc9IB_Y-v78(bO3xG|D
zg+qyT(*t0~^b-&3zb?R^FDz^vTs(XNLLy=kOoMs~05%p54mK_h9v&_(rga$ReE=>c
z9u=p!8b0-X2Ldi18i~l1d_r#Z>P}jd@jV_%N8czSVmf*TMkZc9egVPTKq+Y%Svh%)
zyP8_sI=XtM56sL#7M4~{kDMR7xVpLf`3F1=3<?g3ei0KJ_cA^qHSJA$M&{crXhC67
zaY<=e`G=a?y84F3rskHe?w;Ph{(-@-@Cn2ua%y@8wTNC?URhmR-`Lzg_;q-6d~$kr
z{+nM|0GvO$h57p@$Ns@DN{nCFxVSjD1i$%(g&l}797<d~PH}uHwfh7PKGa+ik%Tnr
zDf!i%MBI`ld$f+e<HU44z(wBu-(34I&;B*XqW)K&{nfF*`Go?I;$UGW4~G(<0ysGr
zD0oi%JHye$Pkl~0o^t=&3g=UtJ2dY>Z#G(1YtckfccX3SruGa>6dYd-&}6{6mE7N$
zk#WMT^&2l-E}wa@xiG9&5qoQKx)vk=1pa?CK|wbG?Dn~m1-NC@u0V0r`BZXH&iC%~
z5$O4Dw#spMBZ(8GG<-PcMc{C#<j!pkC%3Jf^lx_V;Z!wk6gE<+!>v5DEKIuYWb1B0
zcHp7pTNXnRxpj3;;aa!A5B<wLS7Tkx76V)denh935_{;9Xwn#q6(k4%{=YYMS1dO&
zPLIF}R;ON+SL(BBew0W=ETPsa|6U#$`ibOw;<fq+1~-)TRW`%ie9mi)Uosn(*x!3{
z_&ujc{ad-mvCalgV9~mJBkv0PFJ9v4gdZjkF#*2Nh4bvo3<nENc)Yy<d@%jhbaGhv
z(TLFXIK$KX*zC2+Lf}gLIr11#NQ2dDxM-`b^=5Q&3u(6L>8v6YE+v%=$zbd)Y4$j#
zXO)pXW4K`2+PhtRoaI*5<Jc1U$V4IO4VI#5zdS*LW&k%w`9L|IkHo39={U>i;zjpL
zbZ*VpaMRPtY?Z$13iO0kW0>+Xi*x@#|MVDvt)@21paenuB;wFn4nG$Pu=?G?{QV;R
zkK7x;ks`HdYcd+otf6n;eR&v#RhjXsr-~gmuZ1T3t5S-8!N}(mMBk>Jn$tbgM?XFD
zE1qV*IMwuaW22ey&&}qdnqzMVzE5?<!R3#CX8gTvB-1g1k<5F8jef#E=G%Smw^tkX
zsfM1BkqLm4JRDDk)r>!F3_-$SVH&_Y_w4I5=W^9?+b=cP;;C}9Pov?_WrN$KKCa($
z858-ILVgzTcK?*Au`~!y_r_{-ObIe&prdTA+}HArsj$rTSiVS@b-qQ1+*ghU%S)~>
z3#V^$GqikIMXGyvaR=PJ`*`dpDe}s&V(z&T#14Mx><t`pDc9hIEXvMu{K$1uWwj_s
z(c$LKFV4eG5crQ8j%?8!fvFlSw9id$uYEgXib@UWYRO6-V&G;wy&g#FBBi>KK^}bE
z&<H8*lSzU8%EdWtI7TlRk#8L+TE%793C6Fgx}oY}#V$XrTL+Hbb<}B#a~XDXxG-!O
zt`o5pNdItR37v=uCfm8Xe%ZpilT$A>m#IJp4t&`CT5bt?)MU}7^G!?#H{ofu3{OFV
zAn6~)BR38<_w>~)=dk3u*}i3#a_-k*em49)`5!iFEWy&CDN0oT?aFTgLAOJZaWAEa
zq=Z<x$m9<!R$3q4O=;xx8F91Mk2Y8E7kEiS8TqBui=aK2u1M7Lnp3T45H_#oaXcHp
zfKTTBOa*zwoJ`@~VsIiF4EFfm+7zyPJZxf^7s8fG2&@}NX6yVXhaXpJG-zZ~!JA|u
zlQfVIU^cjAOUupmsT-i(j&pBhEo+O7(TF-otJ`FvQL`L%m((axyx-|TfKcmOWom{1
zfg%~-YHc%{R6n~K$_Ebx*!4#05Eb4(MJn<i9-ux^39=HczMIK2SZia?bM-E^aHp`y
zYqEIb6>#<j-6{@Gxo`F)4{Kcz@vd1AkLJE=*B`7a(s}T`SLSe$3TNY?+q9iWJ2nK}
zVdN$a?X8~1)z(xG8%gDptqzg5Kj>2cmUAXY-NPl|z!_2@&K&z)_2L^qI*HczCtjQV
z1Tamf50^HL)~&%jksQ;yMwxO|M)0~<WL!9OxgM{z`h5t+(=1U&33Z-kpHhoV$$z}@
zl)D7yGhkNyVM$H~L0Lh@>ww}SEKE56kD86qiyOeQ-@eM#)8rd~8VuExOLPMmSV2de
z@33D-tFqQ(M&`HC`I}`G0s(bdA2M6AbF%5*1^Te)Db#|5RT8}e<gCcaHx6u^lI7Lv
zwVOt*0NZ@cu_$gHc!jHcEer8VRhu8tThs;}+<xv5TS_6~CoG+mjl2y}M7?z$ZD6Eq
zpiQU*380g=&B&%mK;lBQ^H!hBiRXh+7X(OA!^-Am>o38V-~#xiT!|ae^(&9aQ4lu|
z5{9w@^h~yimblNjJtPsks3|4w(Cd`<j(?``%k6|6MfYknjq~gVAZgpl2&BdIYNhTw
z^Yp0b%+K*{uQ<{)Qql{y^ojo41CitD>CL!o_1gExfmip0GtCFCUnFVzNd!58#%+f3
z-ATufq<_6%n`T2`&AKSbn@lmgEIE1Ko&{%^Ob<^4Giv;VZdO)#?xLw?zozD|5BLgT
z_tIn)vyA;`W{eRt?jY(#l{1z$qZ@#2;SFF6Tt5I)=o-_ff7PbT-S;*5j<YUnIA++(
z3W0xKCVZN>V^~lb;sNB*08occ*D=G~FGgpI2fC(zTH52XOj114==V#Ke1ZlG?jFuH
z0ZdnMYqq^Aw6nOT9g%KDlLa@p9;-ZV^up`8WWQLg_aDXIXdvZ%D>Zjzke1!AypTRt
z5W{Sy9yv`6Sn+s9iS@?D{Y1ikE`W1%Ksl-<$kU-QQJcm+K^~8x*H9C{C+PY&0EeTa
zr728<Wxm;kI_9SRCU~1IKhA1pw~b!-ee9ar=Tx}eXVYf`Vb!SC+ivU-fRFL%M^iWt
z#c8xrz`ZCmRuj9g0?4#<^O)&<=#H0(kuf<}r9P>jmWj?JVo!~BXj7T6HdVu?WQZ3s
zu*@(^Y}E8qmDNsD1RQH?-xJQJ5TNhfXq9{x^upo!Imoow9f@ksYi^vQ+0!7URAr(u
zd1SKscUbe^J;tfZHkm3j(iu{Z7dh3RFec&I!AQ^uAC+hxH*WLU+bJn&`e4rDr~b#+
zTyRklyf*r=wh9Rf8NRwGuIh(*bepPMcH(|SNPCUzZn$$}OQTt;KI9#ivHau4!(67I
z)MIct&%{G(A$~!jU4@r4hX_M({zi1MaPap_K4|_J!AtIXt(srNHG#ypByA^SQ1%vT
z0qk?>ILY}mmeCXHlR&7IhVB_w7F|d2oPB*_U`jpw=p~!G?olW+czS!a`EHI;(~AS}
zNSi&FJ*Lg4<TRBb{b5#*41-<Pl1jD}LJF)K0M4Ztq|*0%6v?r4ZAG2b0bvzUHXYBA
zU4Cdw`*I`Y{e!^3jAOcCrEjlT^d})t#81ClS+6Ev2o^<Fe)}jQMv*l0L9hyZ&9}F5
zd4h6o3yFBM#Id~WkIsGV5faw^4P?x-*Az78Y~jyULc5GoNsyYyQ6FD!ohV@Pe{q+A
zO?4YQx#+{Aw^T?vzJ71yTi8E|;@BU)+goq!0Z&W_(RLLf#PyaTS9LO0QV7Yu8g4D$
z3Q65FGHUBhX;1^-CSxJ=JL8?UgkdA9pl}plx+q7I(yT=iewfg(f3rw9t2@}!cbG4_
z%mqxD!fZD0K5Ce@cwFp9+jb`>q@||HE@XV2SwV8VvQ49Ce&mx{7|B;Hb^K*y*-;fs
zQzO&dIkqdxCS#(zy141!7`utJ-|CpK(_-8@6)@Uv7SH?7PX9kb1poNV4W^C8hkO9H
zP*hKFL$ZrV7aaPrTZz>R(qX`Drw!?;jBB=7)FP#q3G2HD`|ll_f0CYpA2ifV3QNhN
zEq1dL7)EsPTa$!@?oDwZ0`xB!5OKB6AmwJp{H?$_eT`SqU8qZC_6V}==hIoYW@>+V
z@T(x(3GUVElgTfPD{qUxxQwv`m>hoi{G8^6$+!-w3au+;P_k<C#CNPB``0<ci17N6
z(nu@OxPA>?@qp(Sza~2euFV!wdin5hn%6R*_K7YNhS>+RTGf5VG~6d`4<A>pTj787
z{xMW}d*4w%9tT&zSFZ8`;zbhX^<CeY&+<)8u7NpBMc$S{rg|+U2yBA@ek9|+pTOW*
zX(R6Mk<qVrC}6BjRd9GeQeW?ORdM{5k844K#vktE!F`&L7bwMjx0ev#t(b);LLlHE
zj}D^tld(JoGG{5Xr`hbq9ox0y+W8o;wqtE;`cVf7+1Bid9^*Yv07)#@C11)72goNU
z0pID8O7Bhu;#^y*%1FDv-Y?!}c5WLNNu6(z$mi8==c%BVXT@j!7{-JmLEOy&5~{Pw
zRvMT~XQIRSL1^Tz^y>iiCz{|`+$Wl1tePCaI>3ERn*X)Eh4FVq9LNRbUbpn$0P?21
z|8(B_{^h*SyM_7->Pe%iGbW(@Kz`a3;&SEZz9Vj9SAGNFr8c+$z&vd$|2}jR3lt3l
zglT?*0!8RFDZLBOr-?$*fB=?<0YiRgAW5I4z*cV|jfu5Z{-Wuw@U}66M;0Q!J_!Se
zOVgqa4SIUFjv7&(3m*%i{L?fmg?d|6EA@yKNb@M$TEg_iGtQ!oQeW$Mp524Xo-urd
zpj_L@X&9tf(I@u|?01kDlHeas)`qZ9ZZ02`ReWo_sQFYck_Hbz?j<;#M>?;fI^o|#
z0`^GI*6LTub_MDT)j#JRO9-RE8r=-P1(y=d&ZE?ySvm`@h%O9zrztn#-MfraB>Da!
z$Xho7uq1r>#M4Hja^u%bldJ>{uZp;>Qc|T;Sr2brbJ7E)&g*pG@oSrWU9>LEu>*9q
z>KTa>Pf3`vrH7Y%+{^tlV*(KL{_vBPHtYPbAJF1Yn||>sw>un`vZY-pzTat(AxIVp
z=-(8;DK999U1g3TBQ57T`r6=bFor#@<@)dEHGdD+Z0mj5m};6D_w8SnW=K>I^Mo>-
zbd3?%{|+@`rZ{5o?u5$LI}q5WB)`;lXemtjh*KEXwKMnAaDZ(YmTS?UbF9RKdy{qt
z%a$m81<ohY3ZU{l5;<DZ6Ju-6;9`rZ$s{32n0F6!hz5SR=t6HKy?n&><w3(WVQ4AU
zR!HIr1ks!QLHTVSiOgrY3A7(sqVIQ`Thi(s$g)WEPS8=ZVZGPcx9B}s$&haK#29a7
zg-_&I%-XMyUC-sfqBw4QP0(XqZ<s<`={ZOnuR{7O6@!V?p=Pg<CV*G?A3(6Kz9xWQ
z?t@H=Qfyv~h^JGU(*EcgXg%+iL<H{8qg7jKlbo@nXNA9n9_Ut`CTn^^8?uhe`gJ{9
z$xX<fu0p>u>To<f24cmRoHptpUh3@L^*u>4dXqfTNIQv;_{4F@fs`&>^yD_h9d`dP
z4^?@ywpYQox6n~oou)l$u%GnWCh@tFq$+ElE6m7XU!=gByLu9s#g*Rl%XmfTBdY)w
zChGi)9MkK=JiuXv9A=YPg9VFqeHxDX?m7fZHS`l3<yA?IaWVbunFpCXtfYlj2>5(2
zFJ^UqxE^A$F6g?WDMl<vZne}Fh-Nj_sIO;I*XEt<iKJz50lxbLZ=Sht7wmwBgs?vS
zX@D@S4yq(wObN1+jJC82Os+rkA3S<hwlifEr4Bjx(NQA!Du0VMJ^~GqG5TyRSIp<A
z%Bkg(lRmH!E;bcleR#nAYP*jwWjg<AdIvf%UjGilZ-l6yw@_0s@^yqfT~3vELcQJ&
zIr!vEDo+Uw2=2>8UwLhadNFcYyK*kDzyQjzrF)>4&vemu6V8Kn;61fCkx@@VCN@Rl
z@=R@ZOpMg@1iap0eN#!Q<7tO}o2!PhA0^N%n`dNJxj~l=Ja*}fWp4+mr2DY3CCHo>
zSK&hlzij3qL9a?*b=gyR95Iv62Un*7b;qtWNlM>(ZHEE?qyTXp260)AB^X&SEEjD=
z{e7@>LCvGe+mDl4L{{^tk{nOEP^7Vv`CUUQu&JwD?n}Sk(}#ft32OTPeZKqpuoxIu
zOiC)VZ<l<l0T}NUWhZkR(ifgCU5pl1(QS@h*fmKO@A7#MT~rKR)Y_+y7hbMU|IywU
zlf!>cLXFl)Z(j$=^Jzkg$854<b@q16f$C3nguziBl_uzm;v*`-rQ+aAHqOcV*<t$&
z<+}+A_|sYJL6K?Duets5N4wd@`VWQC&{aR&);=w@&b*R}kb2rxF>tuhI}qZq)5psS
zK~LT|D+_DwY^fiqUmOC@e!|^V_V6E8aPv{R6_p_HKWCI`8=4r5e#D<K;<__^r{aa6
z62#ArXs>-Ow$dy0AgClY*dS)iZ#ZB&uadX0NlB9xgG(NAgWd<l!vgGI%7<mY>unhb
zE{!mlDx!SQm-)Ccc3Zu`Z}Q7(<^$li@BXR0k3*SaCg+jDiV#nKo+*OZQ2)zTz>l&z
z0iL@-dNs`~bOef1E)9_8f-hNXnbbDxElRyHR|u`6#e>BpJQTUR$TRwY@>5a6x&+OH
zO?qn9C631SKvTDdMrv)~r@}$TuhlFGwT+3UbE4$~LyPnGes#mA=WXxuzQN<-?TWOe
zODQeMEViD}K5<ZuUVwSh<T<|D^6}TPafF_sd@zKEmMhN4kG;}(k2a$+u=Eu2`FsRU
z>56&fGkmYo<__d;_+*%(GuAc3uZ<1ckp&^{9;@ncU_&cW2QF!tA@fH9Q|P#&Aeu~;
zH}U*~@;hcP<HEK668Gcy#d(m<KH1SgOMHchefYO$U#9MRT!+>9<}Mlgn0gMgYIstJ
z>IDEC|NGb>NUmq4E}M7D%8=P2t#`0ItOV<E*#qsy)v|gOT+4-^f+^cLN?Yxox7Xsf
zuG}|(N=x~wmxt|~M9s~{OGV%z_O7I^P>Z#QMM}is709>=E`rwazILOWlJ#)n`Z)AM
zsH^~9SknT*tGIp^6L+U)d9vzM=jh5>w8+hqwQ1Q<hPeaB)H-N(dxFH%_p7y_5p%+d
z(dQ5oE3#vu-bGJGVL#K)`eoR*`NplmjI3Kuoh`zvkp<cg!9d>@>R7d;k_Jy$<xftk
zS%cL4-9$2@%Z+G608RFW>;IXth8dv=ZvY98?N2h#61IfWPGfEWT!`GCqQ7Xc#@)Uj
zkTqhE4fyiIq}c?90%7*N0oY8PnSJ=@k-8B0$QTQ1fbg5s@MKJNGY7I-CIMjP7kztK
zWS>(!d9V7_K0WKm)dOr<c17s|ZW&39x__30A09YDh9^6JXal~F=J)G;H6-a_I{PIR
zI^pIOOt%-n)-$D1669wH&%9!q2|Rha3<a#I?i;;4k1R&XIQnj@5F;lPnM*cy`BDrg
z`-7dAr_`}n@#LQ~QQUr>hqYsDYcadf<JcU-qk$0n2s9>O4){@8_h!yDu*!}9KBY?Q
z<p-L5t;&L?WV?yE9$6VN$k5p>a3fb1kM8Yse{+Ir8Z3Q7WZjjC*m0&HU&IUcw_)1u
zV{<~8h-Z`zzN?`!sb801>-QwWwiLey<#rbdue5BMM^{w8mq;!R0qjcZTUdc!0oxzo
z>h_rW9~7Tit7uq1kCK(k!z)M}{~c@edj{!Wxc7~q=vcN&yIQ$+Z0WXOy8|yp0zvhS
z{ckPU!XN<mjT^uLS;L>_4^*4j?LuRCk`9o1=>Jb3l+c?=n4*4g$Z?1V<*cg8%EsB1
z0M643vzm!Q30oU&2G)3(V+6guyVt|L>ujF+#DmKZO8u1<pY}AHUfZ}gQhlGJPFrPv
z&F)~UD5mMnpi}tZ{+K{7z*j6t`Pco|Mrbm1{b+;+`_~SQEnCfuESJ(A?)ru#Ubd*p
z1S^0VGUM+nFj(Yz>Uq&Axs~z>fUZeJ!D9EUV2*>*ojW#S6?~ueRpP?IjD3ZVRaO$?
zNC}XwAMO=AmkU$qYoMnJ%Q@qzX<9dTh|G1e1)B8V#)nM4IpmmR)z+Fg()ntOD$0Q*
zX^%~b^T!;8F@9^ID_9jDomo?eJSM0I1k#wB#{`$zqNvMIByO2ed27l?AOHP1;w&!0
zoX^ZU<wIhCbEL{8&(r=M{el;1JNS|uvP;;_-i)uVG<whPWx13AiOI9MZf%nJ$%Hg~
zkh=1|U;jp%^?kUNtr%_?9?4}NGOqq{+J2Qp+kQhaUP)F7hiKVc@9Gd&$<r#BQ2Cxe
zs=hD#4(cP7?F}Fxy>s@kB-12>Rjjy(RnYCPEV&?=FfYJ4DB8Ah?-+V=qRXwG8~SiW
zX_Hl<2g%eBb5;3h)%poh*TLKaWogX_qVL>^<*J0o169%qLLISF#`9m84DqiyR|VI;
z`pS>f=G(NemFI80-fDQfNm#6NLd*8B&&TTFxntXE1cg3+OhIR<PBpAhQWUE4!UdR#
z%Bjvfh189QI7fjaBqY92RgS6@%RDkn))_b|<Z5#ZV5ez(k&nCqG;{>7IeBM@L#7X5
zx%wTGcN9I@vIC!aIpt6+d-f4+X$vT?<=uKyhhcCy{xCzu6qmSDqPVLWzYP0;_l5L>
zy~c%M*_GBFt<<tGxKT?#stv4`W^n^}k=%29ZuZ_Zix*`O2Y4J)QDLGt<>KkL&#u*2
zU*BXeZ?St1A<)sg?!KG7WGjCIFufiTl4>7hG)wns-LMP(c<Q^>b<H@zrQqBex-V$+
z9EWa1s5Ds>S>Hi#xyAHG+^X00t!f<ab)B{ePY9VX(6o%<-^o!;#0HA<62}OHLKmrn
z(M3qe5^Ug`qxh_pi8r9<nkiRTzd<YOq-}cnR}Q$Ymyf&>r@3qR2ayxPQ*=8(I%<{S
zvcxwpgLcLO#cb^iS$1PT&1!|#;0fbS1A6~~03wZ`a-#-Yna*fD^=!Oa!%;LPk3+ZY
z{eVl+)9bEmi*#3dGU*ZcrR09eNM77Bl#nC!ethxcO@JxXKb$<(a;2rc!)+HTD#*jV
zo6v|BrPeIQt81`VG0uFsXs2@`6@RO_%9UE{nj=xyO?DLe{>*aQHRPqyDQJqj+pUny
z^0F>1d?)9u*Ny)LjJ_wMrFPR`;jW{~ounohbO9|?M(1j4C(USbOVcn(w)81L-UN=7
zV5LfPUlZ_0rYRxWvsqdH@{4l%V32ob+G&K<=MMRI_ZmH$$I2LB{oGQ~Xm+Yu*J{E{
zNju#h<5Hg75W1vAcrQC$kltEPt(9U(npI_OJa!oY56IAyCdIm+r6xFu279fe{mBgg
zrF?sQQc6ip@d6~5in~Pt>(-yFlnTAuQkVV+(jmU1s-!<%Tr@2Fhkg5_{{HvR3?Boi
zba0T*X;N%TI?#a$Kiopp!wRnN5wX0y8U`VsX#{?-V`W#fJxGi9Qi&BmI;zYj=x#vq
zHqTznX0BSk`^W^ST)Y90^1U@&S-L7T&dlQV^4S*hU4=6b1x5u;E;&RImVYVEyM=Ed
z+D0C*W=$mGA1LQ~UT1IQzI}M5HDyw#|4!FjXWE6UBo&w;on&?^QA~}t*PY4mBnI~V
z!8pyJYrp?-*1AG^-mNXJgm2?VtxE30E)C&6zc??xhLO1u|8c?BAOYM`K<A5{R5V5Z
z0ek|TUvgst@c8HaJT(pt8N(Zn=q01=KYpB)>xQsT&P-1XNi#W(=-P5zy}mZ8+obY^
z%W#Ip*o?I)xD}|q?95nfPJMjw4gAO$$4bio_E+K@La9FY9QL-c-FN0=@?jg5p(^lJ
zcXbIdR~&lPeOg$vXNzJ#W>Z(hG&!s2p$1?eyS?rqmE)Ww^z8k6L5q)$rTF98?ltau
zh%QN^5}yIRFYVCJ<wO3jwQE6vJbZnwyNL%9A4GZ5zR>pAZ#G`vZugYY6sApmZ{)9i
zf4#mE&B|<y+|6&WuHwHp@|fi09jc*jM|sw;RzK7tLl)srgJrKh?g<2|;e7x^#E+UQ
zm(;~sS^Y`8P?Anc$UzYjt*<43lZaGQ3MjG7w(nl^=+5#Soqrtx@o;71YC!JnNz%f7
zctkt#8(t3kp0CB^gcc#{vciYL<9L!=md3^iOa$FY)MRD~FSHcrJEY|wmtqiup4DGb
zp9Vayxg~al4vN-Hl49hA+zSB-eFzFUu|d-BOey#eoKcj5ln=4qNv#$x2^D%e+D+-2
z_oPw&(%%+>O#nX{a!q>fa1$1mD_L*4_tw`*zrG`;MJ2^RjAy6{*wFtol@}Ljq0F&2
z`MD;_Vle7h*(qC=;|5^$y(sUNg4RCoFk~7ob#$<+O*wig0dg#oh$7@TH}|S8u-tkY
zOH$T(y_H0qYwVsIcSlM|g3;64OS4BH!gmd(w2l*=;95)rsQV`o<iFdI_#f?Tl<JGp
zcphtM@;}^k?<^A`KUaJoK~yXp$<iOA80LhIYmSmdk$emk7;9cj)@v^cO7Ju?Z><ic
zkKVrYcIvE>ZQJWXnvbHhi4<G6+_H<!ZU7kxM8igIOM;?`;uTv@UH8ALYB8)>=a=xp
zN?~#4BXFX^Z)TfcK$-3)cIzm+n2)GUYG5OkR+^wkJWfExFS`8DV6+>%d8=7nB2b4N
zK&@Xk>bTI{x0tK<q>A%}yZJF28zQOPkEeEyu;|td-V-o#$x)T>1Ih;UUxjoxSw@)j
z7Mivs7ri_tn&--9;E|R56<i~=`k8lcxFi13ECS3iD~~FVRhwi+#(WeM%6?pmX7rG<
zRuI^J^xh_i$Mj2Ohq#uE816A&TVdBV=Vzv!%(#H(-@R+^(2nkxv9L^j6clOGaHz5$
zjJRWp8szGs{Y32*(G@pmQ(C$UIASae>c4MiR^WaPSt!o~o}{wNJ<`PwdUmUBE9+-R
zb=zHT#2P-%XKC}5;0+CRB?DQ0=GgGM^Mf$j01{T0?t_MMAKA7>;oCYhgG-m-$zQ6!
z33{+}5OuN7#S}qk$;E8JD%9j!ybf7y*(mMHT*`t3uxR5(Evhp(l4f`;4OMcQpL?q2
z{Y2v4g31r|<}G$2urmKdozafMTl212k9=+hN9}vAv3YPMLl$`<!2xcLiSm@YTo7Y_
zV?eopqZ;Px{!2gfq47l2&E?Jp<LiQqX@$u&_{W8a{`cQ^*;jNSEK@Ho10B%4O-Z<}
zUJg7!k>D~fMQ^G4&xMLm1GEBlthd$T^4|PHZn4#Al`5X7@LblC{h4d?8h1Nbq?!Ju
zB3{+^t|CdNkd(1W1)<Nqz8|6cmwIM(wQbFCFV5O#4x(hWw1w7>!5Kj&59GA5-dr#p
zcrtgloW!?r7o%)!)Y#q<J~d+(@2mpVHtJhj<QcUx#V{VycxWsP<oqif$M5*j-)gnk
zOjW@iUOSIo=#2lw_0ovCJ<QAZyl3wQ5XU{{u`uIR(gbqs`8u<Vcyg+t7ezAbA9<Jl
zMHY8Ij&gd3rgEO|(;WQThEN~j$)3I0>~T$Q=Lg4^Wk%R2jMQK!P-S0?A#-)(u-sEh
zC`-{Z@X?3?VHSz4Y{3to(Y<51J~OlV=av~4{w((4g_iZggC(;;S%$$<_;`5KCk)IY
zRhJOLW+&+<kLN+g>~v<RMKgM5vZari-2cQ#ugqH0jLe&aiizY8kSgqtA#JYlYC?yy
z@|ttzMLLkZj9rbD0RbA;Ir^Sd$3aPKvbJx|DFlP@z8M;QL51g&K{f9*RJmPOF3NI!
z(A-0JF)IwY{`5-s+FyNrSzS3wVmlnRIIAB&>z|ax*Wea8kc?&Zs$Kery{*?L+my?-
zl%KXw7>p&Mf`3ZhixlDGstn5fdkD;mGmPo&saDtF(ein3Hq5MN%X}~Ct6Wh!H-pLA
zd-HgheOF7&@NRyEHZUebD5^ZCD|H+Pv56s0AO0n1(V8Dm?PU1Qo<Z2(76<a*H;3@@
z;fq8suGb06&S)#v_UWp$%WXa2-&4-z%M2^+<Z0NmQ$EAhW={{08nWC3Nd%!*d*8pM
zW9<z4W#lsl-@A@sk2`GI=FG8lO5V-7WeAQ`-OyLXaAN-?h5VnN-;(IQ))W4D<#(Mv
zGsWnDsh-fCTsPkU^tRXkj?JhTrNn3~n#*ngQ+2uLM3wU2_Sr9AL6fgSbumR6D4_U9
z)fw%bh&fmk=EHaq1LaQFEB=391OhQ*+7NAZ936veU^1Qd2h>v$Tias<&i}ZSL5!t0
zfI;oH8$eaWrcf<R5~CeRO%A>R*xdjS#sqHv(Ei_(D)7=^^-V_%YPMrC@d$XUd|&ik
zi-5BuHBRB%JF^?s+{M2Gi@F$r+~4~NA8iM9)LYLI?O43#gS^fy>jgXt61vvZXFn0j
z`@nQBr^Wmo*?SiuswKWE7mViQFQ=M`u>ckrvS)u8BlZ3KTxvQeJ-x`adILnCT9_dt
z5e$I>kOjZx+o_R%ik6x*Zvg)=3>85@U|f%+dx5$^%J%GrDl^c8_-_~h!(jdu5ByK}
z>OM9%fLBr<cgS@@w}ixfO*7Pedi}}Z)z7qfbW6}C*z|zqfTF&{VfsEdG&#xV($c<?
zRp8K<erBCbGPj@zPzwT>-iF{zni<`T9bkt9_a^{bJ8*3~Uit?$PTTN_RE|9%V)ZeZ
zbB8?1VTxQ0^1rBIJWg#^iY&?Q&NQ8bZ!%J}48(+~6<-)=xc;K>+8DJufOzu2+jPS)
z@j4a`mI<bj<0NEp{AfE*ofqT)LF9O3x+iKJfS`0;A#9(gp6~_gMH8?<v#gcmXwfb@
zNtTMHlD2cJ)A=vYdSZC4z?07;e)7j{&rDYz#9F*xg<9DdO#fD>Hb6dZuISF+NL?7w
zqIlB0876c$M>F_m4@6$r>X+`sd@+9T^R8wbcD*e7N5EH4m4y*&$Q_TBdQIy7RWX7$
z3<JadEn0<sVV-vy&AaB)zec`a4w*_5tNYZvPd4W#|H7!I&r0L<l_atu0Nk1_w1|Y_
z&BZ`<kijyk%TyAQpkf%^Nkzz`DJ<dT6h>V${z}JF(;n)r3{xW?sxEW$yNnlK0%2rM
zP1V(tN2({3C|&PmR0Ztbs?r`<#&F{29Vu4qh0T5Vs^NqV?Eu44S-y~hxDxHCGgEf?
z=L?1`($kSI!5`CCb4WhbweLTz`dE?F)0CuGE!%IuW|yglB0i5XX+`YZaZZq1y&HTF
zVG_RoF{?^^AFn;9e4lS_&Y(*{A#9n55bMH6zg*X5qvBH6&ksFYdFRV3Pp`J2){bKT
z&yGnIavQ@zz~d=U2Gi$;DU)8-$-xUT$bfKk;%bX<uxJ3pPZeHK<!t%F{e+4;<zNX)
zH^6qz26MJ;o)bSR3|UghWVbq~Wa})QJYo*^7E!4=9Gfu}9FjrSU<AdUw-yMRa-^Ct
z`%~L-nd15KH3JQb3US=NBs)-YHrVQQG+F{4@@IV-=F|&)Up*(G=IrGZssCh~z-kZ<
zzvvNVsLxrR7haU1I(s2-f7)1q?N#|{(&|L7xz&RwLcQ`CZjvWHwzog840N7@5;v>o
zH^T)ctKd&<<@@IDT3Tm3^NY4U>0SxgOD|6ieEZp2WQKzc0YB08UXah%*THZ&LIl0g
zVPtgvXxXfF{5PSdeA!{IoY-dXmoC==Va6^5U!^45>sSKCn9<VtPA;XJOi39j)3%@N
z#o2jvH+lodH|gMAsqwD~0Ey6F!UUaxIox}@sR4%iVQ*Ar8_jTXD<8ylo1ZL*AaQJL
z)9aG`#VdvzIehxSx>m<jAnnR`19Ymf4@g5u5kFSj;`E|~jlP_xZ%;{veHOfB(fpNi
z43rlnvAO!I3u$V*HX=BvWGLiC?ic>QffSU`!6`*0XEe#9#?K(}@&V%M)%x|~hmw71
z?!f9&VCYVR2dZC=R&T8<#B3pxEtj|HfQuuK6~rnAewy&mVfxg`;FE4)5?7zu^vZ}X
zehv4j%OWBmAj&A^vWLx~E7v_^Wb^U<(K5c4IN_<yzU`B|TV~I&@+&|-FCPg7UN?$_
zyU)V?F|va$1tH@uhCUi<Xon{KZ^sfg(F~IQk?{x?r%}j~$DIJ-z@De)8Kv$V`eM)O
zNB09^=ro3W*InR<V+3G55c^Q6nrr`Z@JWBhh@Yh$*WR2-eewHa-_fF;j?JaPhoRy1
z--$I;lc>9MC{$*AXEsT=ErSbmxKrYtJC~$70v8P>PE2C2UE_0TQE`C)^B-IKsusQD
z&!kFSg(WRD>b~|)r_CWJF(8c6LUfT;_$U-&Sm5L*vE$TQ?>(-{GT$Fn7h1_jCZX>u
z?BKbc-;57Kodz1!Av7<=@ZM{$#2#8rVc61(WP*)A8Th;+k7B6=o(KLpd^4N^UjL}p
z`mM6H);v`eL*=;uPQv6fcCwi4`M!97e)AU)<7V?3Eu`Sotn!(fQ$Vq%513epq?((e
z!sv<6gt&f^fYq&4{!6YF`)QGi%S288m6f#&KG=qpZ9{Ttue0kr&O`@Idm3X-yx$7c
zmR7rwE@)=_+Rx^$)<17INLtmIxc_+Udd^!C_psrq`w-ze(XeUl9xT(T!l+ywa$J6W
zCOoxQxw-5iQsVuR-WZtZNbyJ{h=42CI!>R?{>!<-{Lm9FXNmVMLJk&JLitfNjq#2U
zY_3EB))*amlmC;-kl^po%2whh3`lqtim8a)05A%*|CRhCz0VCp(%=87vi1EuVS6j_
zw<1g7Lc~<Z5e*jV-{A}Y)|M9|Il<Hp@Dua^OCBoAg%}7kCBNP4+*{B|S1VFfbXG%3
ziK=VPBe-vf3&#j5{$=3|C#G8QE=?Z_5c*v=X=jj+tnN^3nYg<fz2oxWIP3+u6AS!<
z^x$8CPdfJm-BMZ0bl36tKT#;>yC!};p%gS~&tNfmwe>haO@huRow->G%>;RksA|)w
z)Y)zL>@tH+q>lAjNcXq_EV6utLwbJl&exZxpRgP;V!x11_DVfR2`V;b(YBMA3<i4>
zVe6*oGBPTG2N>xh@b$~@-2mJs>j|!q<bpZTd*z~sx<@wv>UF5K&g^z&XRF82QvL@W
zTXG9qt?|!0J=#iQUGJn0wMHx}S0M>F(XEM7shi=<4e$CsS!`5z?f|EU<~;dV8P?s4
zKy<Hz@OL@+$X2FOJH)&Erc`1?GD+M+M$*a$c@w0IdBo?$`CT30b&hR~S&Zl`R#3V5
zh)~~=@E!LB?(xby%g(WVh(RB&v;lz6DFztlYNakrbt-eV*5nTTDqbg_@9boUD3Dig
zxs_SzEK;GRoyPE2D^}ZbJI_^-Qm@F&aVb!!?z+n}36=6H5DT%<U8DPm`<giaj4}V~
z^Mu7Lj;97*#5%)z;Ou=E3@Q^-<&~HK<K~oMc?5r$WUsof^6Hrye!f)OQ)}VnM~Uew
zvg{E59IAc2)7Y;O(kgtLGYtlqqv<EH{dAD^;-%!AL99#S*ZcP@<JXFPUh&lzt{eHw
zSkHk29Rg*TDRSZ2=j8djBoXcxQKO8vC7yIA80|0{y<vWPFt6+|9PH#~ynZfST5hQ5
z`we+*qDi@wDyMt|@yt^zHC((<n3>sq<R_Hc|AJ%xvaGTFVMAPF<x%ZjXX-vD0=z~a
zsHNABNDcklc}gTKpj6j=?EvZ8#a7QAlKR(9vYI$kTV@D*jIIjd(A1J3AWYbpAV<!P
zlY#xtDyB{;rfSDn&}|7TR&5^f;Pss5lSuRv%r7wps<=OoaZR>a7q34(kV$v&B0azv
ziV9&zwrlIbJ?lb&^>xXQz^F`h`ySWd($N127yspbL0CTGBWZMJ>3vm37u5-}>PBgw
zw@@Q7nC$$Pu5x6F(KAurI>;{e&Mi>AJDdqHShu&E=`02%k%g=J60(w6CmYqr9_Tmy
zFw42e+HY!pVG@`}EL1$h+uMVlSDcNEw`Qp~^(J1gd@M}%!cH|pOhn}svY~uB4<zX@
zzAe0<oq&>ZqX$#SC+n?AjS?2jbl=K!f91XUGY4<!8!gH)0Y6Eon~hH1yjkh0{Zma{
z3ij38r^@vx__ziF`(MZfaiwxUtT!;tH_jX}KgwZQ1N&Dp3E)tX6R#s-$z(6|j2(hD
z%<F}j`Yq}&q^|1xG;?SY#tU9EiU)-nB=lHTzIU8s+3v^BmX0i$vsViiF7i~wp=@R;
ztCSav`D)%`mj3>ip|>}auK2e^f;;XhdnJjeckX;$D)rQ<r$4P97~|>G4e5C29C2ti
V1rR^NNxeOf`Lzyag0OC8{vVA_9y0&{

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-116-Linguistic Relationships Diagram.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-116-Linguistic Relationships Diagram.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..5dcb738d2c9fb1763e4b2d5b1a6b7cd992b19d73
GIT binary patch
literal 26646
zcmdRW1yEeuwrwK;g1cLQ0158y!9vgkw-8(!cXyWnfdqHAKyY_=YiQivt?}Qv_TD}B
zy?4+5RsUE0rWQ@t-q3sXT6@kh#vGI9x#v{?=6fkwDF6%%000C10z5AOBmhVV2#5$T
zkPs0OU%o^_M#V)#ML|I&!p6bCB_pOFCnF{$rKDk|qoiV_CMBikdBe!c#>vS^LB}V=
z%Pz>w!O8ynkHEZq`4SZcl@JY$ko^_uEB62G$8$RX3kk*+whIo13IK}*1BV6k+zp_B
zUgry#zdQhcd%(cL!M{L2M0$yg0zIJy695YX2L}re_u>USJoIcY=y3o%)(h-cY+?vF
z$_9v3cDU?*u~|se;*}kEDifzP9AE7HUn1iZ5E2o;rlq5Q^Olo~n}?T=U*esll(dZO
z`;VVg)zmdKwG54nO-#+qEgT%3oLyYq+yerGf<r>X!sFt<B_w|Tk(8XBlbe@cP*_x4
z^{cw3wywURv9qhYr?;<vU~qD3dS(_hHxFK0-`L#R-r3#TKRds;yt=-D+}{137YqRI
zuhW8l|Les5FfT0VykOzs;ouQ}&kF|D1v=oc;9tCAL%<eOMl`U)p<?$#!WECrs_b}4
z&7pFN_r-n!8J~u8?e*F3sr_YUe{N#_|3@?X$He|)USI$!91L{v;IIH9fSbEA<}C9U
zS1plsSa~!3&cU?2=CG@^h_#ZM7360zK~8BB>-q6M<fT7X_(#E?b#84L-$uek-_K__
z3t;Vul6Of`?U*e^&FzqJ$cetdRsR2H*b|>Td>cc027pjb9%1<p4!(kXHuGJjpX&8}
zcCp40^(AqYVE$!LThn*QphdqV>ZrhJg>;l_K%|yGnp)Dfpce?0T{4hZX=J@f^Bt8Q
zR8PGdN35OD`&jz$skzbzZy#T2VbPplvZYEpu7G_}-k;s!MpV%6cBVuT%eAX(nRT4A
z4SR79Gz(sr!3DP)TAJgz01qx$C`}*u0GERdT_S77kd-Ga5=H!s!+0Yuj7p)eVFB`q
z)Xs-#Ex`z0UM0nop33VUEJT*Vq@eQ4BBKa7{-~BgsR>D}QSMd+XSkJe#5MqVyrk<*
z@DtVk1>{D0;+U&NK=ar1tkRgdAq^~|BqR4PuT#6o3y3Pw6E$Sv2@7QmKWFbv!Cs?Z
zP2#k8&oRL;N^1Q1DtolhSPj6#3wLf&mbiYm9ZMk-Hk|(74LUM2Kz6wQ^7-uHAXB+P
z%Af;j`p4k8jp9^C;b|D5|J$4APcQhV8lYB}#FX*0lR!dkbp*-QXBnNZh>G@akL*P7
zs~48^*V4-j3$%uuoahp&2){dUzZSO@_8o`MSugO9SSkb=Fj=r~7(Q(9KCVzS@7y<(
zM4iEP9;_95iaTkHCUK^JvJbQ$et1X$EHwr6GNkxmEX72m6Se8G^+c72k2iO+#L?aQ
z>Rbyx)eOvQL7KYsP|_GLm!y`A&KM_kxM~U$*9BAnE7+{m=~8y0<XOfW&j6HtV!Y)V
zo8qjWzdnCw7qrf&k^!*C)*EHKcaGgyK|KIZCrc$2_t<$5C(hyd+VX$<!a8?N+w3RE
zwT=>l>?uhx?>-!7AvGx{=7s&3y^1hELkZ{1@5_5K;yh)he)jP06mOB=vBc6ie+X^3
zh#a4K>oWuS;w3K3UP8A|XZiS8_?4I2X1&V{WgHRH0J)Z1INrSL=sM!QWnH!}uP(=$
zUPyr}h0<xskduR@7hMwLB<lr_XOj%2;TD*!N8laA(TZz`Nn0Isa#a!~OdH-~t*ZJN
zl~n<8*~%{d32#wZl#~*pnTPR0dd;U!&ntn&d+zn%$x@Ruzai<JT6EE>5RW?OicD+U
zBkJZ(+dQs2_XSpbT36)p<J++)rxxk1bdnUcsUxaJ?qOoHTpAPMK!1L$uO4T~!>1TA
zW6_2U#*@a?+MbAC2gy*#yRyc-za352C@7E~e8~?xZ4~18G~tBOhH1ecn9OQ+nDdRQ
zkJOm^sGU6RBHnNBBTwfeQ!_>(ME$5P!>F~1N0DWyMWeA6k+5%2K;1!-3Zd7ZH;yfp
z9$*Silf(rm|IY(v0CLmAqen1ReO)D|%=LKb{AK+#_C@Pq+KE5!#<Z8^sHfNllbrS`
zMmWvv<s-H7)aAk)(9lEHMCO<Vn^^;M2|#(eWLW^|DzG4q%J*eFverYgd02>u@X)Uz
z#C-$!!OzPlBu#iz8imv4eiP~Wrrgy=Em2#SWW;w56lZR3PJIL%yZ7@&5GC5ESOxGf
zHyf^dWKbxs>B7lRB{3P)HN>s&OOt&0%o7PWWDmF_of5|ODL*TCj8qqyY}6I$WSeu{
zP&#96HuV^iIr{K|6_b{4)NNGg%`)z3t~Y^~aokb4NcGiAmgvoet?zw9(>sI*qGWh~
z_V&k%U#Gw}*TbJmyjN>r?LJ4!L5@74P7g26jC1Acg#`4)>5Qx{WMJqu&Rb~JS2tiF
z%o-!22J&wyc(I9+$4c7W)pb7uUYa$Qf}OUr*Ubo-x+HCA!eE5ps{CQfT$|Oi#tN4-
zqzk1$+_fccZ;z~yWcqFAx=^vklL7PD4Z9BxYYo*=0;(||)vBhgCChUC>4xLtM0K0&
z`49_X3l|?0P7~5=!5_d$IJqmPabhSx48Q01#*>IWxSoiTdEpIP=wo`a<yi(uHcnR-
z5oHG)9^fRRQ4U`B@)7ZE2!a&<d<y;35$$&xQ(9VDm;(<uxv)#X8?sQRzKv1wKu*qT
ztPQ@NwA2p7K<%ICFMxcD#JW{N83yKE<vj=k)20cqo&nxOa52NG;b$zU5V%jL_`m2v
zt*zRsnSfhyuTU934B*?+BJ)~voL}{E9lAT`nU-isdKlP#$DfSM4YkLBP*?zoX9@`0
zoR;tlv%{stpw|Mgj(?`RAP3}s`6>aKpFA@6bNCj`>Fe6>Hb9=BRP*Gh+%KG-#>}4_
zY7HJVMS7-9W8NRqXBLk18N!L5v0FF{<gYB$1pfjI&)So2`gn6caSG?0mE8@1nuSa&
zItWvnd6dYmLAGgC?aReJKXxq{6wc7LzkA_Ft^39<$~c4fk+?ftj-I+R4%1tTzOCn#
zdT*3uhrb~T`geQKmYfDslePPOB!9k-JE!QSU<EB(rRqf_zVMSTNVnWlEg9ka>#O-M
znL*K<L~c5d)5?qSI!<+6J+n0e`Z%t>KdvgO^Ty(_$aQ4u7qFhLS=pCcr)L^dRFoja
zR_@5w^iAz((V~0FTJ*VJaFrzie`eT;;8+1qsu?8fCu>qx-tHNP>yjXB&$J5|DW`jh
z5N}XUdYYD)x4z8K{MDGeKBjk(wk4^lGG}Nxh$wZC(b<w84mbt<0$q|(_j=<A<4xC)
zL|L4>0a-F5Ink?pVPXev-(T&t6=><>yOMN+f!{+!ewHQgA6<UT+Ly;#Q!4gd5tVZ|
zWSHX`v6$+DZu_*`uUcJo!)D`^N-{+4M{x|;L+kp1EE_HXnvtO(kC3qG!hRw?y(H>n
zMwP(iMlDjr5WyFv=51JIjzx^Q<oJ^;w9`O3!vq)C@wXUGRvDu|kD94nj1daf+Az(9
zIU2(~ZW7QFwrW!MHSnBiJj>eYMDn~4;ZK)D;}-_wx;N})Nf6Y?Gox!>!>1yKRHF>(
zN3_0~DQDCK($&^R&u+B~ocgjNRw!{?mOq8lLjlR38|4zZ&w#k3HHy16uV+A}w62#u
z@s0?NCyfx(Nz9V~8NliC4-1AjurEx}GRd+v+suq*^7XiBO6Mr}Waj&QoKMa8O?g!~
za%3`lH4CPutN%n^4Ridv1!kr^-KzG-8BpaTngvLx9AdV-R9=?5h=OMQx>E<{TawRC
zYRQA#U37L@CghuiI<|RZP{YsJOrqq8Q3;Hb-j&{vX~$hNl5mSNp55$lBxL$*U*wX)
zy;}E{z*_a|Jv$(Mm()hgQ{@ewML3KAsn)WEFroo^9t}7o#3A$~bcyT7VbwFhO=MwT
z0Az?dp(7qIK_!bDPDF+-0XH6?V63iEnw1cYL`@mKkw58#fuwNLN*;84nfT>~SX8iY
z|J0r0nxA|w-#qtGVK6)^*OHs~IQ@I0=emZ*>a~%<jD{1uJ8_##aI&)jGzw7u{i83p
z>C)q#dQkWBLP#<9+0+t{zMlWQ06$y+Pi-0})LzyiK7Yb_kYaXhT<d0Nq`5{ZXcTF!
zbAz|)jr`TD4aKA}qnmgW_Fna#2LH}gf<d<ap>or+^l{Wf32~fb46hnP@H|(kH!oe5
z@NFTPEL~=4lzxwvS_FB*>+Uid_q<`}+6n-A>DXXuz>U{IkNj+nTjqnrI13jOkaDVY
zqaj#G$}w?GOk9h{ssHVwErz0kg|4<tW5C*2SK)Wf<~Z#Ug+UqP@0KLG697B};r%PX
zwy&^ncC+$>SQ&&x>Fhd*yuz!PHl?7)$@KO8ZPmMD03Gip?0lbMV*V-518sor_{pzz
zl(e_kODW3n9~**Y><1diF-zY^UiV3ek`Jk#RFqXO5LMXFY5>>7&t>|8V4J7bkU(4u
zSnIm_-RdAw!P&}rHdxB6rwjC>)YUsXU7kqCC~f7IDQl*(tZB!4Y4(x)=4Iuiz9p-#
zVhbSi_K_E2w1>UB&OE|YGt_6o6)2L}aF5@ODW3r<Ax~QM&w%tuk(1aHT`vb`J)TLE
z25ljU(MgsV*cBy3`pRd3aqEFMLZhe{5hCR{-|}51bRj9}v%>-ZI;zyW-5p%Z9=ORB
zk8o=UjGf6^^^RJ+9KgO@&}8t}U&tSzk|dF(E~bi1H1vJp;36zAf$d!T)9uPKZ?!AG
z+mw30Yl|W*(}G!>IzN}@ZQ>UIX`E%ky?W%8H`8IMBQM57b(2r^NQ_cM5aNFCH&^`G
zv%uu1JfG6Gk7V6VuMojBolkC=<)7+&iiCEe9Z9qUEME-m^8`HURzpU*o&;Pe!tnI(
zC3=bL9$fdh8wC+_!I9}!^;cL~?ILRB(W9MX3U!#8T3tY-JyNzn{eIPOxMT(+ySj8(
z{*iBImW{_bg#$EJSuVGj)L0!@`7j+jaTcHeL5zHefHe14su2g)XTbY<r|pk>hpqmN
z;cphLOBda2vIfT17^2>~w4A1a_s-dtUI%8@<n}!-S7tap6!)gALyTJFIW%j%s8y};
ziTc?_PH@vG_ByW1<BBb`bfYVcuHB<b)wxe*Xml?2g)r)KnLQpP8yRAr#?CN;yn%1k
zXRGrL3?1n1-bp+q^?O60i`H<-Rg>)+FAs|CNgb}kvg0ZpR54S`d9~@~u7pmkYY}BZ
zpY8uAXj~?21Deg#dzZjxzybLF86Xzjc(=*bcKc=-=NV98dGd(B4>*8^pMTj740L*@
zSLrP_gg=@Il(_FL>lNld`>2WxJ93pt!pRpn+Jp5&Z5X+bE){W*)>|BEXRi=mwUDnY
zLC*<t;!^xHSz1#jEJr53L|6CKzHIKA@(SLWsv)$7;TeGNAu)M#QqQck19&C1wL11L
zW8tUIXp-~C1&3eRv6{Mg69EjU{^(-3)sdZlBdX|z>Zdc^?g0nhqzO!1AD<fOo&n0P
zh^PICQkQo9H)UnC*Ip9x;p_XomP89wa&9uO2}#MNmHQCudvvq?Q&ZG_$1s_{gL!o}
zk**U|#kH<X?jHmS7bAncRjpg!QcuuQ0|riXg>Yd;_R?WaM`K=Ga=U*iUg_A>{hqKm
zocg%leQ`nVKFv*m-pp2@p*1gQNZn!XTKDs%HH{6kDxnJd65wbG+*nKx_o|sKd!WdI
zKQa-kWi|&;*JNs9!1(#|8x^}qcjUqGClZKdS7WNn9k8t1zN`LSg$qNjhaaLvB6Swm
ztg<K(m^LUM;-Y|0EMHh#gFfkIFyCszN5?38pv9>yig#iK<RUStZK)03MmQktCsJIs
zOc6#)k$e5XR;sg?>2NLE=40hm%QpB7XqWk&x>PI;<DLP585$F<`dGX6NYdIz92{L&
zM)&(7aN2izHTjlmPu@vhFQ&bQ6<+Fp;Sabfnei)zh)7NE@C45v+4M2E8Eq5!L6ePL
zMjt2ona8emY3Sj8d1=3GJ81&%m~bkVLIvJwYt$K?%vs=FbFGRZ(0R?;u%Ri!F_c%u
z)~+7F2X_l9hQxoWpYY@;+;>g{y4YD-Pxb-!H_=ml-UBt9%nJo*lS(ArgukCjJ+Z*-
zKhaKGbLvV0b3(h&Qzxl&qn&T<OU_x}U#ujz8LXcWm<zuhuWrNBHkY?4XSl^MXy(Lz
z8w_3u8&hHz$)o0&G^-%c5BFxaL6KPRDlkXMmGrun3k{GliQidhaO?E@$~VR*#4z8{
z5AVncsQw!ma5L>esle2*RI6*Vm@R8&K`Y|HF)K~C;;<GG^gaJbczvKrptUpSO|#E`
zmD&bmg)ki14i5QoBYp069)l0R6v1+Z6FZYXU$(H*sZQ4j>gG`-9`udF^Z$x8z~#*H
z(oAXJ2aL6M77_C^N~CE1+HO)PX(6W5S1`*718divB2ZArQ`M(Xv2?iuZzi(m18UV~
zEV18tY^2@FRGwIw>r@Xn_tUG>yxJVj^j9$&J*l~9&j2I($w<3sJho>5Y=zWhD?a3-
z^bF-RlT|*8)z(pV;@W07g3!dvcCPX#%<<eaEl64^?g0wLH)fu?r4Ie3w1$peyJWzI
zAlCY$L~kpnc7#VQv3z<IOoN|YP5IVsw08jYY59g$Er>ai&73%>EYeiiakAa`t7C7+
z*VYyXaQ5j=prgo3F$eUpFH9=iirh+MDGrWLRJKAPcy*#vzZ!<5SB3c3B~!E;TW0eS
zMfRplSiN#|C?BF66K89$Z5i=@O2W(CsL&wioZ>Ozq7AhCzURL}v(!J(Ua784=bdx?
zo?yxAmP`G88(_*%vPcek&fKQj3@#dX+C<+o!0I5K;8suqX4-LPuUNC^BJ(QwRX=pY
z+6x6a;qzQ4C*-;~^RVe?_p?{M>+mbV8(M~lO1RMGtquLk)o)m$%08}3eFjX)+?hUR
z1&FCf)=i{I;tgrJwv-;{Og$)?ahCK67-l#hXa_uXr^Vbe1zeREl)-+}ae=}%fARlG
zPW#jGxAH-~R3zkqu6X}UiY9Jye(RkO3QVupFHsU)^`u?kI)exTPk2oR$<y|U+`ZgO
zMx{PW>L4Ry6o2P{sFs0J40PA;-QUT%1H@yxiK}ZH%hMQtE?H=4iBHJDFfdxiB)RUo
zW@4C2YZBPA8tkK+&up&1FmVw+kb*v1<XaLXe+ut!FWKVtNxF$v@WOy?G4cHiBK?g@
zjVh%DSx_fRV;d8U?7p^N!K>qxLXz(lAeA|L2xqS*X{SsZ8l+WwKiVy7MEU}*dSpeS
zGTWw`+3%Q33?9>pb>whRQrrT+lK|FPzQZ9leI}pJL{E{PIO1fWsMNTPup&#Nc0)nx
zc)}Z#Bn#3nXFpl53t%ibH<?A)O3M6Nij9R640cItqwg0?uV1e?NEbZ439*sP&vK*u
zA-U5}Sr=#XmN{kRvw-^IIQN2!sjQ^(L`@0?ra7xcvTh%kv0xxtH?ryH`*cFMY4RC&
zKXTJzOLBUUF!g>Ten_cA-h$bz-Dt;AqJDM%Dl1yL`07TqCABytXq`+#;*@OhhRv<9
zw}`7{`;`(gmpy>guFr17S??9ZDc`bj<3RjIrK%}$<?se}aAQ#W$34SYsv{|u&PtFl
zk<dyP8G+Op@{)ODdYaSgVRo=WwuVlBH)faZCf1!2JpW2J&``1o5_%hMR;_GOi}j-y
zE1&Rn=w{?sx64AP-1iK?pSRem;V7|a{Ahl@IL0*_Is0Y#llZ;rPq;U|2wsv-*ZQb}
z0_NtW3%t#Z@+Q2KSLLS6lehyI=~-2>W94k&DPpIjTDbQq`XDY60~FE3?;vp*Ris|-
zAfk<EGq_Ptj*S?SeV#`0q9&ELx@qQFfu`3JnoMPDCcT%b=+0LIybr}*(mi@yO;eu6
z#hM4>T4HNU;u`C|nmI(%thbsmqKKITG@F;@AZduXY36eKopW17mjV2;mAhH<GeDYj
z$C@p!;V8N78GwWy$=TwgI5HMrK6<hAbZW%m1h#8`*oCu{Yz2N4o2o%nDsuvoZb^%3
zN*F>DkhWq~i2M}Lis{CUdpwuzm`~snfZf}_bo`%me$8~M))cwZ(UL;#ql+Wp>tvxW
zYWpl|>M5$~1CpNc0lU=^dqP9E*KwUr@5B<n7+L`Yk^wspIA;{nX9!8T;AM+zkp+<2
z{<*f4-Ngnk*{`G2+18?s73AH<%qcE1=h5X0-!Cp(4pVl!ZP5(9mj~ufWISunfDp!J
zAs^$?y}AiqJ$a_2s4tOZ!&_&g#~9^O7+haWo_eMPUDlSgyKZjWXDhq}6IJ?5Cd)eO
z$u-dt5T?fJW_^V^S2U)qYltrIJ$7F=`{BzPNWX~HFqS0`#JZijTvF-MsL~$cJ|<~0
zdHwF^Ph%QVa_^coZ}zFH3cwyY@$8WylaFxBV~~5Xy=NE2@mK>q#r>*!6+~KG5fvi$
zVPYH=++Mut;xLra6UGTs^IKE;bfqnqa>Tq29=$!ZHqw!{4<+qgipD_PQ>V|w;0{@%
zQCC~0d|I9*e!9?#=G{t1`Be95PJ#hm$A2CW=f1IAzWWTos6ncE<WW1r2s575e;<|e
zGv=@axvw6`I7jDT*y8d{2{HW{&{<OZ3<&a|3-qZmK2JY6(l<K~UUfO{<v0qz#3T8H
zAr`LnAHn@U2m1fvXIPRZ0n2+$ChOH`R~kasO{KxEMdGctpH3O5PZwS46qY|p(`e5n
zg2=xPy6N9&Q}5||;o|1b2Gd5Yr-^7L9f`P^7D<VC7&<o5Dth{0-Vou{X}W_#sz<zW
z<qkXth=w_OdtQg$<wQ#wJeG8O<E`J)fE*K^0pEWpd6i>5fzfHm55{WXwp1Vro#A<T
z`*+@TMs@DMMHg0bo>#kGNc$L-CDoWS)xUA(KW)&zzt#z^dj`A~==8Zd`YlQH{gxzF
z9=@Htgx0ibZk_`Erb*zTZRNE*e!F&2W~{yFofsl<G^U34R^`Hl>6&|ZJ8o54UaEJZ
z)>N6kRF*iqeU(m+6-p!34CGTD<1!S70JC@b%kqoJdh=Yo%t<70Z|Z<=H2Qmo9RcXR
zFtbg_JEdHf^`5#u*%r*Duf<#n`f-_e>(SG<v@>+L;NEX~6P`+?tTB`fI1Z&e1E}^Q
z9^<tA$Gc?*=<7Fxo0Ip<vi<&EH6)il<7o$1M0(m7B}NEx7sw`4JBJ`u86`+v(*a^6
zWNL*eXKlPmmvkWBmPDK-VL7c)hA5<>RDdqh7glz+>g5xn<TOv%v(JFFPmlw}r-6*4
z8*q2LcF#|n1i`s}gMC)wDy|!7*a#fct`26>Y3H=m*8O14N;C3nNFY)E8Q@ge&aiM+
zk;RZQ^8mLN<)R#~G|ib8w=ao86UG>u1Xx8tYUd$!NCs4{E*x<vpE}3eW#8t=-}Cob
zzb3RTIyY$PT~yl=Gc^Sk%y*fZ!rN+#XHkc9brzEO7VZ86di-}gGXF&Po(Bywx_A+z
zwf*2#sK1wv-Pkb2lKrchP$Oym0yWYVDd4{QaurHbhCC^!xJt~q?#D2h#;1+ac{LW}
zG>%l36qPTcQ$N-Q7pLttEFN98q3*T5YMi2*R*^+dvt|A)y2<i`AD`?@8&_GT|6j@a
zzcRLeIS0zsC2-^ziluyiage@%Yv4jlcudc;Vz#ngZS)I+)u2Jojc$&nhwb@;l1h49
zv_@iCGCO_Q6vmmRan)E0hkgG(jnvESra0EM{6sPV=&5a1>zh`&uVh?iEL2BcNnx_F
z+z9@S6BKcwIH4Zgzws(03m3m&QY$<<uD42RaJTF2pgqzRLYkh(x;9@c#oosQVX{Uu
z;EXSj_LKSN*dNb;Ay&S~D?w7b$r4Z6vzflo()`I9H^TkI+gROR)QR|q=~OSa69uqN
z+m}VsjVdAL@SO+w4JMAxGIP9j-9=qJeEjQLTcW&pvmwl!p9l>l6?jW}p6^esxCuV?
z<yok?;K*5@9Wsi?@xZbpQN@PsR;wee5D32gzAPJebC~WkADzpjeb{PZS2w%|xjdPy
z**u#Kz|}g8)8$7)^It)T^iSIJd(b=z2kg<8y9olbWNAag9EY6>lPv|M+$42}weRZ@
zTa5SGa38peEoQGVx%TrG^GUP^fSOFlq&~=e`(|)8+4Yx@_$;|H9rK?(g(I6Xr!CWJ
z*5faguqRF^dOFsNJOv@~1W{XUb#bF|9uaPvSVv*kobNxuYD6O5Ht1EuEKfiSQtGeD
zo&f_2rx}kP(DFAMNdJ$)<#*{Kz8sPwc{<YUaG>=KUwLrBkeyuP9%i82up?cNcoLF-
zquf#@&+?(otnBzxkRlx^_I$_DSPQ_VS`9yFLj>J5VLL{8mZ^L*&^i|D=b(_St=-9F
z3HU+$H0tP1W5M!TMQ4CAoD(C4Evy~coktK#BK9m(&Z5)ogwxPV3TTfM-^U-RtvY>$
zx#+tz?!Q}ad{0lRn>Ltil4Db{=L`<YIq_d-qoOdJyN^z=Za~9%dNYQn3vp}JCOHCu
zU9#hRJTUKY>M^9aK;wK2LfrorXNNPO=$yrbJn)Fbmh9VU4I5k}a-(X-3)lk?>4ZW!
zVVWfEy4EZFk>^=KNBzybp@-glePewC{URQC9^HC^r=TEf!`fLcPXBeuWh#wjX_Uux
zOl-u4O!VmR)n>Uf!>%Wa7>Q)Q_2#;n*Mtc)l#=K&=H7dwNF91;CM%wb)l<S$eQ4Vy
z*sc~{Xe<T>FHPd4;<p(5>bD&FY5?wDcw++_K4?8_Kbqg&Ra3wJb`<SNkyIr$Ucaav
z(96+LcqHhx=COnTB^c_Vd)JZJ>rzr5v1kB9GK=goN1|k}sT+GEk2_SQ<Zygn7@O(6
zo_LVMn{E`^*X^@p^H-OoL<C^NP{;Of8mTciF{ZznCF#PC9x_0uP)kD>{y5l<QQ{;V
zag|xvdno^kq~~tkHF!<&T0RADGTWfLY@!_Lkzj$Y#hJ4|I~qxaFjj?AsW6-s7aahb
zA^KkZpR|*|Ybbx>8D__a#B`bxqF?kF&O5B2%&ePQLSqa{ARFL?cgN9;D6?$EI!%m4
z%L@r~G<e;Rs93A-rrhL=lnJX*J}G-_*>F}649ySBr%_LV%&kM$KLbY3Z;rtGD=yR`
zE@U1cp7IC&w$?N9j8gODo|fjH<{OINbTz|z+Z|e9c-1mdJu)IdajraF$u)UVQ8m4l
zoIho`F3XvK$s7R<-%PiUAa|-hIIab~XONf<Ia56Ul(jdk3(JZAd+nR}aK}J!`!k^C
zNL%e0fX)>~-JzyOI_b1P7mS~BgyL0DS~*(9y>=dFtDaGAfe%r2Gt7kOEl7j#nWRM%
zHL2_C>z3o(LKwMs{B}8}E;5mYsUbCm=HS@^0|WdZg6nthL2`w9KbF_Uo053}`_doM
zuiWp~O)A`cvNT*R-}&$FXimMj6fyr%+-Yx5LM95h+_(F<>?tr?_8{$5y6Zj?s93~k
za?Y>-!+smistYYerg}VSE4#AWKt6EVVCh)MT$taPSH;oPAyrk5>U>_4rrYX(dR#uj
zB$RD%6qn|SIeq*}Lh1*Z{`Q|-K(sSUO=e36(dK5E7y^)-JozH#^y_7c85ZkIY_6K8
z?~ax7=C6ABuRbnb_n2rv414OlsZJHL%Ch1-<oWl>#J7xedXGzS1kdLf;yC)b_AiwX
z16YC|^q`+$NSDd!P|0HfqUuHb;gfpGw#`B6buY(5iDAzQ##PA*h4f<@aC?`y*|~E6
zSXW9g31$-~K0%cfZW{Cx3Kdw^C_?loL)52_u3Wph@rk`gQ*wrNwe5$fGdKWotYy)5
z9mU?*r$LXUjpPaCu7=$zBL%v-{ys<Yvup`gVR$^BKRd&LW?Lr10cZDQ1l{=00POXq
z@k=2^$(qF5%^A<38V`ma=iZKbO$!wYFUu-|or%XnDjvkL_xXjomE?*Pz0jVn*ksB-
zy^VHAg|(b0{HuSa0nPI1y-$$O!Q}m|<Znm^dieGXK!#$vyqoiIU%nLz>q&1~==G@I
zd5vsG+1PNRfA$^O9Bf|;kJ0gic&H;kQOq1a5Ue*ad5U=1SU*ulL(Gq?l{ae-s#!dZ
zZ21krtr6M2g71&FF|Z*s4-z?hJlx3&DOox_E?mR36GkRdDC7$KMh@eKdzvEX6^C>)
zf+UYEZZ0I6?c;k&19^mB+-UTCJmP5j4E;tiv~J7^6hPG_5zb~djMjLo-x#dbNK2Td
z*BLUVgh|bab&t{}Q|{wGI~e0F9mY!odxhT_`t<;uehXx_6nMv1WFqf=O>-`>Yez&d
z1l7w`8$3ly>kiE%_)%V8l{^DbYlfZySg!13aw<RMooFV5KWB-;)C17l)jx|;!y6Ho
z8062J+j8P_Pb_p!at8DE5;)k)kQJ>+=$oYp%ULc$d5Q}AKV*mB(!(Fe#iPD-b3J4!
z)55=3mJxV4AA2m=oNF!j*|c)!szMa{QDNI49l)*LL@?sKYq<C7t)1*Z^1Y3d-lipz
zVwd7EJS+EivuUO{W6_#rc@QbuPjt_V#9ELuw%Pe+q(sb3(G@3>;J$<lvufJexEyqP
z(#b=>FF8FqcaZ(GJ-RHyu3=z8M<Tt}SE6oiP_Se{K}>lDGg+QJm3z8hENh3b!Yn~4
zfN`VqhL1w)GMpZ6$8L=UOAA6Eo>aZ0!j^9tzbJ2GiFq&H-3^T6{4Cas&U*rxh4PFL
zXsi)L+z?2k8tYNlO3b-drn{~w?!EZ-)q%J;a@ADOUA;+J6qi$uzWNb=5X|7{D-HW5
z3YQs4iOo-wXBn-|W3Psc_US}snihC2XLX;G(4t2>ShtDM;#jT3MMoAbcdy?=OhMcl
zmt0l|r8O-qkDtlQP)MHvD>RP``qF3IG3CL;UYGXo+q@A5-)Edq8-#3W&BT_v8cKoQ
zw>(DL@IMX(LJu4_u7&J~sYfhnfU+A{4%_g|JomJ+E%BkN&zzjJKu;dQ9<6xa{%Fzi
z4CszvqEM`l*O;=YKG@A+Oa#3=AMMJ{jYtsL33n#WU+F3WPiQ71v>2?*lcOmreD}nT
z4mqKAQ6md2Bch3>S)ndwDIrCE$2s+jOwvJ*=*$8V@#*YE#@y2=r^l3q5&Q9lT}BEa
ziM!*@fiCVxNp_p?cd-tUIk5DYcl7ygmACm!2iq`dNjv2AnTQiQqY)cOS2j412&uSv
zU~mj0+wBo6l_6F96r43%bOBd^$2uC1!ff>t)&6SUb>6mDqEMvEA(6Fcd;3);8vmOZ
zPUWhS{_s)TtRJu|@6{cnP@3Kr?rW?f1DyVVpa0I0{`#ygR0sjR``N%9W_tr#Dr3YP
zWA^I2e2~esU^;Z<BE7)`cTVZZld{nd2}a^cPbY6ZO>K}_Mp(+}!cIdmv352yGtw1S
z5x6aki-!Eg6uDEwEN#Q=@wZLkEZWPDPs4^tB5#qm<kn4b)+-`F$?Bnowd0vpGgh=p
z)Uhfbk~sYR{JNZXF_!T_F}Rk=x-B&)p^jYsy&3`XOsT;pHCE8~knDBdAT75Waa7qO
z_PoJ&7%)YVHIl6r@R`A8b&g(CU9KMbwpSe&hL*R~a#iZ07T+g`jRq~F5ovf}eN=zr
zvSyjaye}`^8Q*8hk#?aWn^Cn${(x}>e42csD&K8=Q#-?~t=Q-<FQ6W2B1aO5(0B9o
z(&>gGkBZc>S$_Y|6tezJoaMiR#tA+W7D)bsjc~fRu88)M1912ITM^fc(^tWF0lH3K
zTq~sFwZ@kP)Uj3;8W-n>9tYwR9xx;h<uy*Pf04Ikf%n;pq+;!8q)YALf<GQ3Q6<^m
zd}k}ri7q;$7N5MDcMO)hFNyGKv+$5pOB4Vu3HFkSXdRRcInD{nt&R~vz8^jjWvJE6
z+Ps))na0U}Ys#mIVh<SGJCO<SP=#b=nt{L7)_t{zK;?K$*IqMv2AD*D*m&{Onp8}^
z9#s!X;|bCmwfR*{MY9K&$U%V8-wW$-)2NODl>kv8C*AVvC@4`PYR$=VW9)<Prtt+{
zSrOvtGf;AztsE?*4_q$UNJBahe&I(69cOsuOMbZ!KZtNa=i%7A1eiv*6vFw)LPD|+
z+;6T`Bh}AMWM9dRRsF1W5tXBl&lg2#Y&?4gpzXF&RzbpSgyXaJ-SNMj58jov^ni!V
zUs0}QE04<VP#2KB@Obg3OfI;8^j3tdXP{`hHhqv6QA*wxaQgOM4H2c;*A`uDBY82~
zuUCP2cl&{1HHx8Q*>y7g#A?+ojB(*x?Dz)ZSc{zxc5jB$8A&I%@aqJet{Aee`ega9
z)g9it&?_1OftFjK1-iXN;!;>Nsb26o=0czg7GpR@IU%_jY3}9;UD3sCtWV~iFxJ^X
z^zgoxVDdEULN5q|m>v5)!B@`(Rzy&Yma{KD$}=F;-8=0unJJ^IO6Juhog46>{l{S9
zz8mF6ix)gtE%kazn=7b9j1|hn-l~c6k_5B5qgQL0yL<T;&(DDuiVG6qS&IP;qsxdN
zt~2Ai%C3$Cl=TCh)zr_%9Dp=mws}|VLJw8D?nr}I@6<@S`Ax&QhROt#y=aM6y4mG~
zv%EaEmYQJ(Z^`wQW7|9WCR;;m#;YSJAeWP+KxiFf`)PX#XXoh#uA;?l$`j9D+njU0
zrseL#ciOcLZmh@LxP{Pr>E#C~3)^OXV9Pxarh=5&`B<5F2``a@*jcga{rauo21um!
zeY8fJra0xLcGkSJ)>(tWcbzg7<;=`Pc-?j}EDqL$9YRtZ>6W`rRW<s&5oThkUkrbm
zh(&rXH`|SfIc4vu&&F!$?j@?@Phc7bo8e6$?fFW*0C?V(&E+?3C=zH}s3)UUpRr3C
za94QHFu@D>IFB0!^g>0h1CWHn+MJ;5nM9YCaEqf8iNl&%`dVgMqCmd76}Qw&72Bm>
zetK<QYmWq<68X5$s5*~jda=rx;>2^tvC-dxHNm+9Z?(m%a=le}MUe|`#14fDVc$tc
zb4e1a0$`35{!<D2Eknu=#-rSZ#$;Z~Fgd}vpQ_6Hva866Q2U(!`J}dGA$9so+>)NR
z2<qg4<VaAcdy3I5>-0$b4A2MF=wgq_V*|q%WvjI98vJjAQXsw?AVj={c}UE=Y0d#B
z26?SPOG1b3MVfsTL8nCrKL{w$EV7jt!jY{jn>ANjr<El)w6G*Hde4qvTUBMq_z4@q
z-DsnXIm*z`CC5`dMy;_iM5f7uNAAFjD+@91T?En->1u}Z7*QsM_H65GS3~L3>BfBv
zR{aHOs-CJ*BNrDMRDgz&uf118d19B+uNlV4<Ia7O6qoxd2}&p79LkOG+il3mIz?dm
zTa<i_W#$Y!Yao}lyvX4*z(T3ZBdEPYbu~5`onO5HB7X6%^>ie!FC-^eh|6#8XUAr_
z!-avZz)l?}jH%igdTbUYP*KT$E~7DW-uaGx^9i=HZH)%x<jskJF+fU}cU=78<rP*;
zTF5Gcw&H1TMBb8|i+O?gca=)hwBXy9bRuq5c1NjdH7}MKj2+^k;+^opr`u+^a$WtR
z19L0y5u3}m1rFX!x(I1`=68}m>!wOGYeIcc*@6%cqHFBK;kTC~p(@tPzo5S1*=jTa
z{aTHRtk)X?S?S#Kj7*Q42K`(Gf3Y9fb*aq?(!6uOew3CWWiCSYKF4|n$d5Zw9966{
zl-4xXwbVv$&zf!fi#5<h1u$SJNxm1Q^k+x2chMtgnq)Sb7Np~JuHswaPGR;QvGw?h
zcvpL)CnWjezG_9v>6;pU*m{bt*4iOmxV(s3sEIa7Dk9wdpgaFFpjzbpQsy5`QGb*P
z%O$j+{<DlV{kzN7CuMc0K2rk~e?>amuJ*hhvNO?Je-{j!D>Tn~6Hf1Y8cXS+1x){2
z$sw(U`e6bc1hmKTF0_NMuG=jtP<s#YgTSPqF-)8)J~%v5+J*SykkAM7QQE?Ccs9a6
zq1ei4qAiKIm8~95A^%;v4t?Nev0t(m_1_Fz8^Uib8@~rXk?#}d$J<?d%q3IC9jY%R
z;gS<#ji*n;%undK<Um4qiP3Y)5A^sVx}6hGdnY9=fv`0VhB3D$ZUekK<1_uObbB{i
zZq1eB4`QxSY~e5b+v9lw6m0CG^J5>w0mt;^Z&|{H$!$;uDu!8@j<TBZ)v@FeUI*($
z6FDphg%wrnhk}KF73=Md0SnDR_|WozCACuBxl6}0K!_mq=x+6Q2ZvoFU3VFsPMmaj
zms;&lELnC79<@BCym$9K`gALWWN(EC)`KI;ENYz@jElicPbWW@biuc_OTf)TtMuhe
zB}CxgrS|_v&j@;TYmWl@buuSkgpH&fd9b(#3~WxQ(Zxz%m0CREP_bYJw@rq;ED@s^
z!+Zwh@ACV!HoN=jM!kaZgNMa{Cq_}39Q!0~<M3ju*#&<}nv?ynkjmZvt=49_Ae&qE
zqO8x_8^bzgmy!Grit`0RP(Q~Q_YJ9g_{4;uvU$nywMyUX=n|yiSpq?s)`NM_W7eG#
zI=`L($v0(5_<shWe<S&S;HST>Koz%dp75YnAi0w*yx+D+4R4O7=AWkubuI;o1h(_<
z&)Bcjkln~P$^eq<ig;aXBhuo(5@)u7T31#R3BFkI57M)Z#J9Cmil;|qeO)9Y97^U_
zatph((>O;`;*;1-N#EkDgI{}ibA34%qR^Ola42_;_!!56V}5hd_od8vqNOpDT%|W@
z6DM}6ZbOtpQdwW%036g?P`qb*5c~S53u1yVQ+@?srR`Dh3`lHmqBptfqdqNZeSJE1
ztsnHj`D>rwy8<D@^mWg1l5p{aS79BkMuy8sK&ta4>AJ7bad_7$@Txp#b&2YDkZ+?l
zZbq=W9ym!4N655z25PZZg3)p5A%jys<LP>oct4q?SwU+SPR%Ro+@E{yx{Kz_se}l#
z-Ucg1*X5-ybGjX204!V<!)9OTAr-b{cys&XGpXm2mqkJ3r9Mt;+L|lpkYz~|%Ded@
z4NZNoL|Jc1l>2t+K_or^6kl9IeL<ZY5a7DqDw*krr?F^(rWPlb?7-!hYy?EZk@hm1
zM(1|P2hGx}Eg!WZL2h2erS48+!CO<_<2s&Izqk>W>pKv+7IZC>f$0U7`D1RxE4tXP
z>JXXd;N$(qKa(rsWr-e+F^pf1;V-)qE5hyTk;@CyOd0=rn!NwQ&j(gT&b}CxayU8A
zY(+WsI!esT>L`KGo|#VlFjesa<^~a|hse~C*Hh2~P(i<xMg9ND)F3+8?b{wZ4L6wx
z<>a|0$az0}5mn4!%rY^h#QOgWp8iMP{%2ml4Y1_5w+zd!0i(&T@}Ss^ZjjqGO_k~Y
z*R4ubHErm7cMtS+u~j2jOD~3*s?4-!NbN-uEG9&!%$G=QXKQSbSwp%%FYg5e&aB4#
z=(7<*RJ`dUuP?7f3AN6YJ=&5r_-ZYS^*cLAYkANczir2qLJ~TN%jn{1#OqpdeXp^G
zDkq=!!DnJyXwYYj_V=xaGO73Bps-X3qX*x8xJpaVUen@h%!-CiR25zQ;n34~f7u|C
zd4UNO0>l23cCpEoar;&nDmzsOKs$i4ODf7GG@&UXXU*sCy!9CX{saS>#3aNNr92fo
zk&^@%YC@#D+&$Bc(*yFm=#pts6AO{-QdxOdBU26Y&6-cYhd80hJ28x4D5hV@P`NS9
zWKd_(MB8aYw`;m<%3AduD7>6&$YY6bq^D}3rnRUbA~%rbOfr!~@oL1}tPM?2ARl5X
zKT&ZAyt4TjJTJ6~Jd*fjBytCiE)Tlp;i$rSzsO`uMsq3^heBmwU-Zt5zxBa<BB+u?
zi|URa*%XicC74xNX*V!t_35hbAP`cZuaDX(J5}a9R>HfxG>HKrShg`Z5mQz-#aLB@
zvnbiH6u}>$`DOkqX*29Nccga`DJqrX1TLKc{02|FP!#}R1suuAHzlZ*77P6Ri^E^S
z&c(*85X8}k-BfC(>$^B?i|Zce@o8r5m)SBcNcfG`KD(}bi8;S>aqR7G3Uy!+s_2Ky
zj~xb!_U5^k?~~Jxj|_i7rX1`{Pk*T<gWW!V6QmSWPz^azuP?PhS=j|6hH#Bx?j;IS
znU`9<i|Z+AE{r?X-du@=T10xK%bdN1Pn%oWPo1_y&<3?-Z4If^Roa2JONf(Iia`&$
zg%Ag|iJCG8`E-;f{94}*vwp)btb`AXk<PhBDpSI*E$WC*Lb9ek1rxPQLorj{^o+Z~
zAd~DUvBLECfliCrAJk?wfhSg;LZ)^G9>rwLliY1=i=3IU4Il$#bRpLbAxmo?7#()V
ztDsBMC#<~3Rjkyp&>3$%*Da4b&{tQzjgJ#GB$fw4+`SjN@k&l!!UrD`Dh$=2cLO(U
zK)_84#+oR(-<svYl0bJG4)Y=7<oULcIQG{8-XKNPm&}U*1lc>)M}qaBrIF<pgCg^5
z3d_k$(6n+X%e#s9;e5L7w)Ub=>1DIR_`3Vt-YnrvTD&VdO~Lz=h5{dl_~stYF={wu
zAqGWaMHY8aN5=`M;KV5AWZ>li2QKR`tYA37NOXq*I<PN+0wk|^amm$s`=%?*Jm+At
ztQp6vR50Sru{wogI-)1)+2qd$myIa>ZeiRrM}F(TI5TdASsZ<muQV69QNuW-g)}a^
z4oAAO5Ib8(mKS>~U^eU1t4(!wkwiOIiBxpg(v+2;C#rjqP)A)J-Kx5Au9T1_<G7`C
z*QKBD;ZlJ#sOj~%FuUYXyKAg~#53ThC&e9;<(DF}Yo>g&L}Cx#*fL;FU_BwKs`$=j
zN%g;L`1&))VYY-{O%upMHXgHgb%BB`oLkar$cJ-}3@lGL7$keG#1o!Cuafyib8ytO
zIdfd1MK=9XD2dU1&rgA;n!WGdm{Tmxs?e^d7k#NWBA<am*^GkuVPSOCL}N5g<<@;`
z<ng9Lak3>AH(I)p&j7QUDY{fntX5f4XjiBLj7YjXz`!D%{w(b&Yr}E!%0mvt2AzVB
z!;HpF-2j**2y<S?OBbuO--gZg#_)6}sk9@r!z;(fOwO@3+kxf*gZ|Cv%oyLkyGaX-
zAVywp`fEF;Sx@mM8)2tgsm?Y!Qro_A%duv$ReALfXUvJ<55yaL+*<GFx`bmqaCsyH
zcCf#<GpzWD;vIW>ZJ+>AI<H+oQd6q4!yxQM>3pKxx*$<-3DW4ckV7=g(QIDII$cEd
z31CHEk;vmfUX8(w`M6YTQMa?ND9RV?LFzbSv*!&n<1~i6C%-<TaJ|yajU)TI?5O%+
zr!#7T=v0Cf-6zdz?DTv=`E+9!+*?;_L4PCbXqs-!&cMuCa=yw!#<n<)017U18j`1x
zUMG`6xxaX2$cPy_^JxPa(bHk<qt@krDuDb=$Rpz43E_P7rhl4_{EnG6t}DJk8`Pp2
zLcKRWOLdT35u_ouZgAZqz#F6CFVeJ2CwAkrOzOo@nfsTPi*J$8l!%L;mzQ2xgkM%L
z=7Ltr^L0RQJSB93l<aI1t&6NmQm2AQKbV|h($lDwYSP*<tIB~&D@V|Rnr54o`zs85
z4753`SXN1<gF1FkK0yU5szJBscR>6Hrn4s=dq|*wiWZ=Ro2SY0)&?}wr}r^IP?kLi
z^>~{r{a5|aAjfd-I4R_C6b`m_fD^4R+k;{`cUWF<U8G{6PJLY!)Si+aSEtzSL^n?C
z6MV@v?if^OE_mNSIO1aKKEh!??DO>+w(@~LW?kO+LEXNTNmUDtmX?g_=}qN6bgO?A
zvaHB#@F@9y0?m6+XZoACAyUld$;Mo>ytE&y^rUfSaELvPH6sb%_`QEfU$^Ey15BZ$
z$S@{Z;xHoqs>gg6EMFUvt8HHEd#gmdm|p6hD7?9uQTEwY>kU_n)J{*G%pkLR|5T3M
zuygz4p)<3$O+NU*j9H6W3Ch0yn~sKX0E39`G>Po#Q(h6x7wPJnI43DyR8_gpPpVl^
zpu5u!eiGRwvx6pNurC8dx~DdsX8dv}$(rfawDnP<^DkLHC&USdRJCq!YYNbV?Au*b
zuDZQfKTVRF)ZH6CuGMRP=CnMs3}h|=62i>3#_2EG5rH~_S$DzKxrU(3Qp<Zexfbo7
zYj5hAOCSrhUBm@vA74e*vC<zEi0T(i0OyOSXr+WWRjuj)?|OOgDb7Y{mIjTPt$EeB
zjlAZ|zg9o~M-)}KlTM;R?h&R!uVkDX>t7tBqWB)#1jRTZh9k!rMry`BdI*3DA?2zM
z`VJ*cVr%kTHR!fBJG2b%ghwLVCZsnMLOMc}60Dn*z3-aakF~$F>Xw><U){8pC8KQC
z^<;HIy4Iar%-4~=oc<E?Dp<tARq=}b!MTLYa7t0RG25hH>)It<Q!~wl1iX@olsKxb
zwX;e@*i4Lx-v*!~9rQ{%p&6P%SA7Zi@}9#wV3VSWmzrU(gZiul_gJS`GWVO$>bL4L
ztuF1Ka!dSMbbj@VEn>$=`$(5u&JAVio##yV2jt}Sx+1F9#wr{yK-I+pP&Up-e#ITO
z9(sk6KgEUOJXP}p#A5np^z3nWA*Z5#Z#fp7M?I_!N(e>&xn8Z_T66Cd)RUF&D!2<4
z;a<9yNg`Y<n~U!C<%9NTyMi(BSM>9uQ`{4|t2kx7=#_DY3s4CVg)YV{_8E3;kRs#>
z)|_URW{cKQSN5L)U&6t?r&79Iwz%myE&?fnt7;j++h>IJXDh*n701=LS+#zplTarR
z0RmWRA3n!dn|C9Nx;_)by0xu(iZQRHwILil`znbx!M`|iBhG6?o-~Y8mQkUCq|n%y
z51u?weY7z<3@S1Gl5I@s#&>T`WXf;))i^B(nTwAMJ}zsr(^vfnuBllo+N)hgIvokl
zD%I26w`=L1pAJ+RerKWfI_W1Kf~($bpN<k@ldATSLf;1&y{BUm<7Cxf4u&A~qX{YZ
z_&q&wM|}zm*p<C6+v`N?pVX@Tb(PVEYnx=v;M-4^kggGH9P}vhwLt#WZ<wH!QEQ-}
zR4vECvfhcM3ojkoV!5!|Q9~izF8FPJk`d<;_wul=&JvOmU4|1~62nFlkHd-DUwu`7
zK)$LV(5q6YokjVy?a@u&=jiRf_M<Swp3%gtlWB>(1UDfeht+5*Z5Rn<kC`|;1EK>C
zw8^Pvr^F^{n$CwosGSUE1Sj$gwuQn4mji{+E)3zQ{K}@U@<mGx^(`6q=joX~RfvO#
znVFNq``h<XKXPP#16`R3@#4aEC4LyFjELI#oA@+P;4~e8%i02ueuU;K+ZFR?G+1L`
z?acJ|jT0|}xFWm|r5mQp?N#vlCGRKM);@W}i9T3_1YSl&2`DC>D0f+a12fE;4IUV!
zv0|=28Axv&e5k)K`LPs*O+U*!{gxiN7y$s6S)eRQ1^Z7t3;Nc7cn#lvxu+~^4ipSy
ztUZ%CxY7NJEgYOC$hNpJ0AJF`hnrJTNDZ&fwK|kkrgGAyUImr6G-#}sOzNz^_zZ0c
zABf57ayxNC6@j3Cl&RFvPQuHqnoaXvjgPi1)5KrW$x3n4i^?Ll8H$oj|3SUSRn{{u
za82D4!4js_flligFt25WU&UyBIDpA^QRxn=SnyGlJVnwL%+tLfq^S9G%7#-{`#n$|
zWlqimyI2Rn;VZ_=yF<P)t@_fN!)yR}Jw3^lIAz$t4N`A2RVHgX2D7_3%$?0e??C@U
z0j@e;#e;0s_!XJdJZGAmQq21>+G*1ojq8Py$ckly`i*pc<h|-BH6eY;ni=fnbudF{
zU<ujai`Y+>{qWa2WdQxca_h3gvgP%C*Hu3REm@7Xg*UVfhU;Z=I<z9ld%<Qg6kzrC
z9&4d-uRRd}Vv8Jbwa}Uw`=(nx?!YD7g+BE~UFb8Q67$vvCtl1m5fYlxQ`a~}*!(7+
zq<R!R$K^+v`l1hR#wk{edmP4#yv;qAb?rT_lmvmqHwZ&!G52if7&BFtMXJbIp8%Pk
zVZe#LJ9S-|q2ZxexNi&F0iR*yBylmJ^bmlTRJMyx{8-%KL1G<M*Chz7)zH50@A_(~
z5RQ<du)DD_d&Po0Sldc#Q@z(66rvHuikO)uy(Dsk@$Ft+=P#zZ{lA;)!l<LolHVxn
z@x0K~Fk%%7Ef>24Dt6j)jfLPY?HL_^mv-3_`he>0Q|~HN`Jv_Y=4fyD$b{39h<-H>
zJ_r7s^AJu{mH5)k^m%@D5$2S_FjRzv|9y?W$LEpN3baKt6|*>V{2lqYj~t>faBh5z
zNPLKk#K9}=<ha#S$5u?20vbo<*&3#z7$;Z?qI7(8f;(l7P&=?tK7^o)SSsEvZ*KSc
zOmn$>;m7Fqg>()FwgS7|7#<A7VGV!$qXZBeVJheAU@QmU|7zztqngUUZIlvFAcBA(
zLXa*UrB@LJ6sZcKqXJSQM4EJ?D7}M#w19&2fFKY$(gdXmp&4rE0ue$D{at6hnKk3g
zy!Sr8_5YA{S8lTIy}7x+bM`rB?=85HPn-VnNNNCZk$6u+;3>YET|dvG@~vA2M`Jdr
z{80J_U?kzvZkk3q+d_+PBxyuNA`TN8yY^)}c8@{zwF(&D1*twjCFM?##{$*p=03}H
z>B>b0fhHcosBemc1^>Omet}Fsd$b>b9<4_6F=%TJVCa_Tk(B_zf(%6*`rwIQC3nPC
zMD<pfeza7P@Dz0ga}$f9>cqw{cLK778O52ZU0+6|%|}UB24*ErQbA+ms1|njV7A1w
zI(36bP`DBE8OfbHql75lPsXz@-PT?({9JIbq>#T3R##;$UNnu~rZzcy{hh>m7Ed5s
z)l8+Y9%WDhQK3b?p%js0HfF&yY{J~DR218;ET_QwtXtYDRQW=NepO$Q6gw`(n;7FX
zmMz8*r$xlhDalVw*Nxul^Rq4_g*PYd<z!5st9su!nWu#men8G&C!i8c7N->W#1gVL
z@h;Z^C2v+p8RoB{UmG`)UY#g?=lu&*GC%89=IKNz{pKiy+8$HW^A<B)6ILC)FW;}W
z;Pl|Mu#Gc_#*Pzam+Q!kD^5k^nacUXLt0Bq4YKoDS;4WS;m}Tey@oCciHCdFDNR!h
zKXO{wSDKGoo;TC%(Y#6dbonH;is{xQb)=2go!h{i;00nE6Qhic@L%<FNwb!nk;|ls
zWPvhyh1T5=;J;laLYWwx9oc{L7zC|p_=wsXF%T>eFw`rM2T5qD8YGMW$(?~w-<U&q
z@Q36+Rng{(G&-;G+X^s0KTW@(iTrk>6Pme|=>mJA?s*XTRN`nm_6=~X6Q~VnUIcW1
zaUXWyWREWv@y31|=Tv#?T9xRekGkRqs4JjjvDcGRs1*qSf-;~<+BgP<rR;>dTkws$
zvt&UXkvv_w?)VTMK|Z-D4t32<cKaL6bgudunRZe$v_xxIzasCnwgF(=Q&T={TUvgH
zn!d;p7AzF;SciJa#iG4=<BFerKWZ+0!9}Q}pTRg@2<6rTe_6E#4#_4VW}L)UI4via
zb$uPqr380J`-sbdK{2^6UR=%PFp(Ph@sJdmd*hw)L{5CMh0>H8dqrg$L4fM&16Tx2
z>@eDGLWnpua3F(svTE_fw$RQuQe;mRw~ubDMn2y=^`aHImI8-lTJQn-mmF^c-icJZ
zJl?u#b3E%9{W=N)j&d^|f<pZC5mV@MI`KMfgP5=+y#(d{$jY&kr+@Hg<W2xn&i>(c
z+=+fEw01F%rlbSzbemU)yNB#Y%Uyo5p_<bQd8<X4wIQ-mUPIUEYK<vbS=pndrj=#Z
z##@g;=LnlZa*PfQeBu^M;&fHd;@U^fsGPN21dO}H!KznJ|JuVh&j^p*4DW<8o8_zA
zKkQ!5n<JPXv`^k|fxIa$OO})vQ{}nB>6L8|Rdkt!K7f`&-N=(!=BBj?_q~pfm)`>*
zYIA8$kzF#yJ*k1Y#<l<ZOE#EwS0(zWXrC|#*?(J8bMjVC6L8X>8qpK;Q05hc^E<34
zSAuAfaKA~3WNe;)+|6M!x*~{z_c4gC+75&DyFa5FOl(okPVx8@t0MN;$hEMF$?gK`
zHIE0>beq<#IRz4WTcqf_(J-3QuQI_ErljsK``yU;>t>#_lPDJ!Z2*^zknSl3-M=Po
zsC$1!fb3(j2ioc;$+yUX8MC8~gD_U6@cG7-uwyJx_j|r-E|2ont_JO?mt>RT^^NFp
zi}7aMH>?lQ+w)O+8eP<&XX?lcPua0vZr6Q<My30Ux+_+K%w9)uKkD)MK)3L`TkVaP
zM#~YacgBr=^a|=8c_hR7M|W~y2K1Xc<o6qH2`l!K9rUQzYR~>muDARc7tSx1f#Rg5
zQJ{%<DzyZJ^u%wA%3?%lNS%aAh-9jTU~kKAOr59J6^onY0)pUi%M(onVrvUlDpVdB
zv@bD7eYFEA^B3n2-qD1Nq1sQuM*y`+TAjW)g59geAv5Sl&!9;E5>6Yo!r|Huz4YEq
zykjckp8Rkf32qQ=yw;PP*J3{uYi`C9>O5{u{#ZFdWFj!zYFuP+KEc}MapMycbl;di
zHEZD%NSyND=?QMQ;lTdAHOCs;PKTN=G$I4=Sb?LJ!oK0<jul5G{x-Vd&aCC3&RoZZ
zL*wz+&cQox-G&db9mR=xOE{&V>U%>zku|-iU9U9V`SvPGmE&!|KrxzYi|JGNp;^;Q
zjY35n>ZPpqRnhN+;OsBT>&Ku<xh<xlQS&BmC-(00&yozHvvJZiMM|oSr}W{LFU$Xe
z#(wEPxSnr6ND%w2wg+e#eLvwbz^(dxXRZCv%L*xL|65x6MWFELWsy!xp1}=}d>CGt
zi4?bQK|&ykmXiWZc5d6IC+JZaDW-vBPrm&?s(ou=@hu2j;p;EIjr@RHa>EfS6E>ca
z*(t{OM9<ojeHG05Ug_!>>!?cw?|5r(a8371cEDA3xsMBI7hFkOB%4<C00FBrxC+&J
z)$Zej#s~{aY$SHD`RuQG6{a+{`t#qGzx`wgv-hqiAB=NCuW(LY3}&5B<tBr6d<EaX
z;SCK?zNqGa*QH<Hn<LC_cNS~WX1h{)KdJ1G<w6B#)Q+Ysxi^NI+8*o$q9@V|96X1N
zB7L?oU&&+f`f;6~!3X<a!FD$u`ykuWA^HREg<dNj#^?%ldfcS8QyDl0P?x*KxwVtA
zu1?f`0SU$QBd2qSPM<0#rPFiHm1EoOlCsO94?$3Cql5eT<}J3Au{jOncMRPSWRP8(
zs;;<0CfBFgMm<S6qxO3imFf1WoR|pp7Y$&yA3iCx=W5w@jv7mn?Lh!|{|*4T-%My2
zqhfQ}?>Wx*oXrcVi*<!9P^S@ka~ui(ECd2ynqjfQ+LRFu3$AG8Fo?#2FXJ$KO{<t-
zsG7y~D;h53Zr7HGns54E&5A1qT(V#=#>p{W78m@Yt_rU3u6zLq9$L=7S+l`b48%^L
z>t9?`i{|YywD{0;?N;nC$VJ!9xUEOptfXVJM&NC1%+IP<PhB188^|F}S&ZQ<CP{F8
z)Xm}|wk}MHkuY{tPJtzU;6;Lp>avBlYs2Nrl+G0te_2F*&nvCl;Y09;#~{;&S;%W&
zw0q_7nF-T2Hw0iB7Nh7~&#KuW*@<dc=LH&5zv0>6@#6nwOMVitCD|@kUuePLD7sRD
z15Z(nW5yg9q(>eqb=e)6G%osvE$3zCea_;(Mr4nwzYtDG65~{G7G7Yp4XkJNSE8C4
zs=vS7z*;$E6ZPYgP3a&fw5kC!eSKRg+5ax_?juEQkKBp2Y*LN@L3E6OsgFKVDn5F7
z2ndC3j#xAO3QSv<@_zSR`L(GsD}~$@e98ihYEG{%(0XijI39!6?;c1TgDlTY_MHEF
zd3verlKnRg1FBs8s~jp*jdY}5tu-@}kp9|Xoit2*tcCAwO@KtiEp%@pr4BV2+AzGi
zL2|H8Ceuqy?<--YsJt_8HskI&`(<I5_{b3Ddzwms1;sWnEbOvgvn&T@<qR=R90X6~
zh>DN0-=`_N{kr$dCTk>Eo8|dIKmKBez3V>N+df<lFo3zvE%AQg@x!SI)C6j4c|Z>w
zD%O(0ltDdSp1A$OIJz}sRByECW4rjrFF}OQvOV&?LoHsOZ5)C`zIW5?cQm3kh2CoC
z;7r-xCCqx#Zd?%q`HdVD4gzfOOUjhPNc<TRGB@1o2%F`2rq`>%5l?@U=fz}+;}*>J
zy4{mg1($Eif((W)P4CVPER?UkOD*fnn=2lNNSNmD_Ld^5lymz7vN-JSqnOo)J<J-J
zb#lMFW^<A<_8;|7Y#bc1Tcq$9ym01*6XL=du6D*-^z`Z{^H@N4Uy;9i0z6ZHDqnvI
zm`s75)2UjztPV%4UJqqpm8*~AK+=N6t`NCiaD~Zm#l9GwG4I@3TI+@|_vg@Th16U!
zOg+dEcB0Tv1Zzh$%9v*7w@v6e=hCal`Sgb#3&T~YM?)HPsCG}F`f*z3D)Y~?Q!sTR
zo4s>HhC}gjLLu$J`ZhJLlouF9*4+qEE-(P*U8>W6(_U~hd(5G)JLoyTt+lYNnoz_O
z&YetJ9PotEzq*`o?^J96M9n-Y@b#i;{c0c||K|`kv{dN+(2BP%iHt${CCtKnIHG(%
zxC}GoJ}Z*%aG5RSu1A7IDEBewxhV3CfGFM3@{)VGp@o7TX3%{UzOMm6xUj@YZ*%Vs
z7Eq1+O#t>MPSn4BCRlNlVOL<HW#^AzZ!6D&TnLXr_M%PRJ{y^lDDvX}ahL^LTi@Q_
zF@ggG<ul01t3J~;a3w39Ml8OuqAtkHB*b`*PP{ek#8xlMa!ReG9P#W&OP&F#77u)?
z?EP}#czHFCxnw)mL%dob&6S8KU#w|rlX_NpdR?#e+Yjz+h5Oxf{Z0mbXhhdN-Luxg
z7Z@ZyLG-uKg6bkBKY!34W$4ea!t~2h1Z+SDk3qBfB<rI(vBosX6T^M~i(MbZ+}L^l
zS35}tR8!As;^Y<?Y2wXSU!eJ`qLy1zUfPOPJYeT`es31NrGKR1vf~)ss&T}iat24T
zypk##FyZ*pT>$c9T4h!IGe`KUg%=A8yMW}=6{kU<wW9j^XRQ5~*NNE)>3;5EWhs(#
zGdwl#V*Kq4U(+wvPe7%kRjwyiqXs`qmlhiPNe?<*97KG`A$?d8zio%O@|pa;mIpW5
zcOb>^B`#Y&J29qWlgc`5s-!2(=b67?su%34uLB`fvs_%)ZTquctM~@e5BQr_uW}fo
zapUj_F;X~1PicV${GCag8yrD_<q}4za!&csV{;X^3(h}EiF`vsOiKfPXW@qr7R@HS
zhbgkWdQUuYXMvXRr)>AGD2WkdcA)n#8x`dA;|)#81GJekc};EVigH<0k|fIHM_kx6
zrIcOkGvYrQf}Sa6X!@o@rrjYWV^)?o^Q~@660Y?cOp+I<o@Bjvbmj`_g3rV1UOGS^
zY%y)7d2rJPD5oAF?GxjcENpl*-|W5|jcuL*kV)|KI<XwMZjp(7V$2dvTf|abfKQD4
zNmn0hw5m!=BbE6w6xYAV{BXZ(<MtcP&IN@KF!@5-^fSdmi&C@YlJL=al-Nb5d5+tG
zGEAWjMu1$!vqYC<o0F5ewyZ|&;wFO=ep97l|Ei&xn2)Po%z95SL*NM<>H{X5qYpfI
zPy5`0Og<AQ^C7~V(3xfBK|?s6un9)v=}1Z@Mj8+}^W-xi>HVf)CTm}5;57Auf4bsj
zb~~K##8W;Eep-5#xxxCm;Jv7;4>a2^48MoTlz4G#3~vdE=-B(EtM}W_X}u0&t$eRw
zw%-z+N3h_Ph8yW6q#4y;3lqq;`M;#kKYs_-P>;br5)~_+T}Pv59Blp0R@}8oqthj;
zkkKA+lJb`x)h|uzDX)&uVobgD<4%VxCp~FMH>z>=DiLz{0^rp2J*>m34Q_QV>ympZ
zs1K@?8Tiv9oW+=#0OsYhFt+C%3&$XI2e_io66y(17nr^)GY>mu=mpK(?W?FNGTO@2
z;|~qRC$WH|TzZx3h6c{>gel6*0KNtT9<R4N&NHTD(+X2lMH$MDwy!<*$<XxyZ8-|H
z`Uy>!FfP@gqFultVynX4sa9}_&Kxd{(-dP|>H@OP&jJ8eP4EF?Cf#ro?MhZ?+3xMb
z>`UIS(#J4XZD4Tk@~xSYVmE9I#5<dYO_p<NYHG8D+lrnP1r2p`z|CVkvf8AG!P*!n
zC61w`v(3-Nti;#6SKBLOrpALxIZCFJi=}#%aUzz}mk384;S1gC^G+Y<kmDEhz$Jf<
zA+Wz-Z#cl(fB~$HTzvH2TEo%ffAbywiTs#MwbegeItUdL>3=lS>2OzOE(P?#&_if)
zg>ZRk=W`;Gi!bH|L!uq0JIGVYF%0k|;0AIB&OFH{h^{cN!?}d5FZw#imnwZ=5~qKI
zEWWlDn5+FEzy4zq_(xCom!$Y}ziZ<eMVJd9L5AGOH#2Kfs0RekygVS5b+1(mL+_Gy
z0U%g_TIjER!9`ZxQ=;a2rm!qxrageNc|RZ`iaJ|q7+~why7`C$GL-Cu{w{+lGcjFC
zyffaGaha-^K3%zh?uIvCeirh<f!@%HqL@vhlgvwA`?nR^&vVAE#ej*A<+h3u_(N2z
zXC6tjeVUf9_wI*O5j)Cc9#2<kI?`OcXLk&Q$9fkqep4Aef4^D_L15EW+98DZT6AMp
z@7eLQ9}1KXx!3F4I;j|Zs5RE%k=`hJ4r!onpRp9dtI#gWSTYlP&_&#4T~chL)=%kC
zT3#Vdf?z~?8Q6S?H@&TEf`XVBo;m8UgN9o>7Z!e(MpIWu$d1L)&@?p9#;yV;3`exS
zS`7i;0mI%eTZDlmGw&hoY`S0v*%H~*>F)glm9--@MMElcDcbTdQFbA=?zQ^1l|=P;
zxfAO`z1sw3MPG59hP8i=SFoncneVQjw$DFF<*mIHs4|x?ta|UUt2d94NO82C_u2wJ
zb!?<vIBq%I>5|vFDRXk?MF5KK>4E!9-Nrg|Oh0=K5nTH&C7?qkn7QL#ZeaS+cOR=V
zq3ev+)Jt0!$Rio=2|j-Y+B}*4xB0-yU*-jWet)V4l|hMqH~xKCHL`v{gyy*p-4Khc
zikdkf&S_C%*zVK}V2f05_UD6g^{;=K=}bS%f-?hiul?|cmjPD510-vF+Zxv1Run}o
z8aRtpZ0(l(xZsBINowPu2{-h=V^m7E?>uueUOS}gTQJ;ay=qGdjs`SXc1;tfh)<G>
z7OfxV<{INJTBstVY^sCip3FRQ5gTXS`ULK;IaI(0C1qQ+OQ#mWhZ0?S7m8Dvh|EnG
z=TBXBtb`Q8VkVvJflPlkk<qli=S|@_m2>1QGwhr#;mzwfPeE&La$>i6zao9^B8snZ
zXaylf4&QNj_~FX@SjR}`O8dl2vF|WIr22EH{3rO(I9ou1A2sc?Zv{R3O-1q-*4FQ(
z!ERyOYL40rGNf$Dk}boi`D&@Ty0RIc{Th3!oSu%-Q-Z&cdATw<Hr|LRwTacbObU_=
zn?Fb9DEP)Isgd(5_*^a=VB!fYLZ{NXwm&%;EbGX)Im)oTi@eAx$aqr5<&%GK3BCD&
z9+55{pY97xPS3*S`QFi{MT9l8_Vv<Gy3(CElqHyD;cwwa>|fj_GHvDLXJyBlS?$`-
zwzj561P4%RGI9IyW9Qe}wi7%GEOkBdEO`lY`xG0zu{s(oAKATjGHKosp{?9A3enW%
zHRnbjmYpM7P-TB}PHxh!?o69H>9R~PStWYj0lKl^YxS3G5rs>zIMbVov9)Sc5%}zp
zYU?ITrEVXU1Fpo$wKO1!8*Ya_#co61@5-`C1MbelQa#A#ocG}^((;DIh299D08=8Q
z?*(pf#YSm<64%fH`1-m*N0$fuw3JKl=hdAP$*p^8cvuc$^rV`~s5uCr;sipg?^4U!
zd~~6M#26Az3iE$xa*N;~(ofIAIwk0{u!;WiH=nwH1Gc~K7nDGp>UwBw&44Oqv^kRE
zWdza3zUWWBpx>Oz70GSBaH@)NPvE310Uw&26(sp^zwPeHrxm>aT)Y3HvB&R?v;S#p
z9s~&Xd0{P9+jIcg?`vk3XDecN0dKXx3vdrwhp*(zL?Q7H7L{$DvhO2C5Q;G+DoGd#
z=kZT&J1)^c!Za0%87HzGd6QsAN9IVPq%$e<7^HY0bPPg@s*qBElC)UuFNf@_ot8P+
zSSvX^00`vMKYK>iw3GCW3mJjP)j6OFKC8YOGP%*)+_<w2<n+*=jPzL<KXrft@|5Wq
z)R+W4&}M7kM)s<l0tAAc(MNp1;`q-s{O3OW=Xv<gy7>PcAF7n@*ZD}AVZ9nIm?176
z3<YR4ii^@cS+V%G*)9cc{;uf0Z2%-cz1Ty*la^zKYcYaYWu2o^AGDPTQ3J|Cvg2?6
E1vEx|u>b%7

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-117-LSTM Cell Architecture.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-117-LSTM Cell Architecture.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..c42dc6e15fe9051e7fee3d127d5d646ec72a874b
GIT binary patch
literal 23559
zcmeHvby!s0+V@5Tqz#aeP-zg55~M~%S{NE6Rg{$O9F>xx1Oyc6ZbTRwM`@)Sk&rG)
ziD8)dHa_L^ob#S@-uL_dIPdixxHjxPd+oi}z1E$-`(A?|!+!-%t17A}0t5sAKmh&%
z_%DDwaEh3igqY|Q2?+@)=_xV_8cGUsatemC=cs9z8ChAF8JU<avI}rsynKa?iHTdB
z=gL(fQBhG=uIn-q!qNgFqQb{7As{6sr68xEr=+A8zQlA%_`m&we-E5FMG$l18zI4E
z;KUgM!ZQT;7JwBTClSGqAK=#?f)j)%iHJ!~k&=;v4G^b+69j~WCr%O)5uH2<w)O|_
z11HZAoxLO^M|@7}9?4~A8sR4~8K>B8mVcnt?%!e;x$p9nl<YhmJp&^LCl@yluc+8H
zaf$1a^0yQem6TOfb#(Rg4GixXSv+`XX=QC=>+0t2;pye=6Bra668bC*9vk-}J|Xet
ztE9}V?3~=Z{DQ)_6_tpp>YCcRrskH`w)T#Xp9ThphDS!nK9A4L&do0@E-kODZtr~G
z-P=Dv9iorvA^-?~Aq)Kb3t@ku>kLTOiIXP@Pm&zdMR39sJP6O6B)TL-d{$12<eu}n
z%fe4i(cFy5DE~mpCZfGXd*7v>>^!^Z49E5{X+J3Y*9d$1Kceh+!v3IZ9H1a102hz&
z3;+QR(A=4i$^H!wVfV5#D@laLl&W8w_Y-;OIy9hPCDs%xW+}yQRH~JzF3XWu4c{ka
z#}YYDGuYowrLC%$`~Jn0&#I3pdaIb+!!eBIIzn4~8EvB6n;JEC5@!{ip04!9Xo6$7
z*x-!A&ccngT4f0t2{AECN;{||a$nUX%j{HFh!~ER$#uoZKc8Mpfd=^BbZE1@sAL4b
zL&C<<CU>AS;l|`e;VbaF#a4GWpZg{)H;~Q*Z?%WaR5{6xif=m5!@Ty<1g&m3qlAeY
zlWTAjO_J9r;X!Eq_GXya8K%qD4!1Q+10J?hj2(!r$mi&VYg9g6RC{Tk5#=q5fj<`U
zhx#CH5YcG;?>jC@q$eAs`6+KVqioe>N4lTXdh6dYz`Y_I++MlC62x6tMb~F*<VRQ4
z!^kj4739PCKcVwgb~hjims3Oa5h$=mvPNDc<HlHHtbxqvw&*rc;QlvWT&hczGWO<r
zu^uHR&^~6+`HpwE)Ey6;p0w3zTjlgq%u#NlqM<l480sRVIDJYc(mStpEK41tz{e=y
zI4S|?oH6*i-^lm5H^Y=KB#7bSl~adMEfnjLSt&2~3|u5Wl4iF<lUJ3P|6gS)hRme)
zB*3&;H25(C*NMVu^Dis=>oU#jT73ku?R`{>wJX6>rJmCp@G<Nc1&1u`TS+VltC4mr
zyj~<;&AM8YYn!&#l{UiB_u|)=@4m{e5AJm9`F2~n;@*xALm$es1z4TPR?yXamZ3{Q
zr1h9*xciFy5qIyD@7wCc{OYL@0asj$b2RqFfH&RrE<+<G3lGfN4%4zs<vF`tE{pNU
z19GpYKS6Mu(U*^Kf#S#)FpRoUX0)SD%|E{#_tVpyzdwB^Yb)!^(1yS*{T)Z-vWV}Y
z5*}#jpErl~Ssv^}<AJau(Mn&Rl;#*(zwk{o#S~5p4{VG6X?Qf?{q_#{JB0%*u_KHd
z51^8y|7a^_3zuosnEB8B|JMAx{(Y{+EEA5`w^qyG<2yW%-o3fNiU-aq{lp8!1O4l(
zo~)O75C32q>m9-0S97?Kdw)+V^gs9i7tN2|Gt`S}JFD!&>YW~<+4Zx$5v*oFnOrIL
zEDYmq1KC3(G)u(!u1U0-%h#Gh4XU`hL&&p9aCgo|9<uOa6KZXI1)twZuf+qYB9tX4
zpXeN2$A$m|QFpPp^P#IEgItHq5IS&dSn14wvY_a$r=)$eM7MxlV%3m?TL`(wy0b;H
zcY9(uc2jF}yiR#uMbDI8_)W*fEd@8uq&l&np+*(%O!&j#zpGUZAhSq1Lobb12Z2uM
zSZ5lZgJe7q+6cJO7$hKD)&qLjk;tv&=PQqtHsw>^vtZ!6rh+=v!@FaG>lfV4r9YHe
zKCyoMVmWtb=3;8;uCt=rUF}u8+IA@;i$@+A=aZ>7?w_!WfYBWoY)hx5?`5v=z2y?n
z)r;sXFp0dmOv}2nPKpN->{empkUZ5|1%B`EuV2>-t2W(Ffb$a5Xej{42QAU?kp6Q9
z%SYT_0bvyxfVo@!&KB1fgo>5JeT1XHRTwh*71AWYy^+jpKz~_`jx)3FS-CA8QZ)88
zceL`{hdA8H_Po9TH$3po3msnne(Ifbk*5KVl^uU`(c8A1XL4~*mU;8`Cqwte_sf(0
zpXY9&mRMfy_0pG_iO$eIh}sLuu8ggxpVNFpbZ}veWJ()|SITdv+?_4`AnkeeO5Ypn
zFBz;$aQB9$*{SRCrt<lBneIlQqlV@0mJi44JaZI@|He*uomDICQ?0XvSIzfUroClu
z0qbwpiwUs_4He1Y`T+mzxIHYRrc*tzetVR{{|xZab(wd;yQe&0JfTQ*K8=UIoot_s
zN(7Z^S5FXx?lzW5SQIOCDG`4d-h0;8Gr~h<-|&dt?+v=V&@O-V)R#of+TQx5!(rP9
zlUt*dfb(ME2H(2576r#CrFaFyIr~P9H1+LA{SwjITI>(zdgY!XwWha98`)LZ?wko^
zqj*XsN4tO+@{+|Oee<p#YC49?ggRqkjN9L(-<^)G%5Bs_@RrExyT8!Z9)0TZKXMYC
zVCV3_T&D^iC>t)_sSrycZa0fMwHXwA_qlSa@%mwCi7s=FlaYwlyKVG<R;qOY!Kss{
zZ(Q8Zzan6)P_O3kad64Md<kb*yN+AIQX1x$UW{6t{2K3ip>%-HNbfpp48OZ^%Ed=f
zFJ=tUl;0As*%LK8)K)q2%40VbF^YU92F?u+yGr?K3?OA*&9}EE_j2B4uQN^rR%r^S
zN1JO@(zwy+`Ko=fTXRbt@mdT+OJ0*JIt~{uNr(cKI<6Y&C*a)aC&lJ{8stq;bB-47
zp;d1q?^rm5k|XnmqCYh{jlM<=Hu;QgD<I*1*UlPu3|)D1mf(?dOe&QUeL59xr)>oN
zNlmSWEon*)G3Wfec|z-<g-z}_M@dS9(~UF_i8i22xMr}ycaE>f3&EYJI5_LnW0APz
zm`loas2>gI9M0TU3{1B{KMolyOFleVHP+72<099t3he5<&lfP#ape8-Hf&!!vHoam
zZm-zb{OlO&>G;NUGdlU)v;wPkB!YB~E6Tgn@%?Et_1UsBQ|42R-<~U1J+-7~V0xo9
zX8HIM-?pZJkv(57^hEhOZ06o=_IkLf1U94k?E43E(Vg%;dm{_Stf||L+9dZ-goaf@
z-sjJ6Q-2LJ*ex!CCdlTB1nel$RnID6b_XGwF^bb+tltN3<AHYyo^A$$l{<2-L0`7n
za6UG$gN`i6mgvKkT-fyG`a16YRAm9D*8%LXUUfm-A&osM1`o)HB9G<`JQY|5KN9tv
z`@MA}@+@R2_Z1%SgKsQnjeB3LZ6f-kx%y0uMBnVu9UTudsC3!QqaHi$iuIRwY~zfP
zoy?sKnKIR|)93??T?L8Ob%_eqbE=uO*<(P0gw{wy4{??Gnd0CFcp&Iunej&^Z*!Y=
z^8?ppk8U5%EX%s!psMIAF;}weM6D>JzOoKvBr3jrt%&<*eWP**^Cs{OGlbP=m%Y?S
zL_M*+TD5swxlz&$@;R93VBBJd9NRas1PQS-`ZRXubMqsPSS`kN>PwxcWo*N*z8g8s
zb#?qf`L_pbKmZ{mMg0!<hmWuBTiNQb_89z5b>i=5^@T>;{&_J=6EoK^%Ak2kGRN+4
z|1zs-2OXswaGAVV@?_2*Q?GVB^%s7dR@%varJvRSZ2ij`<luq7E`rEEScD(V|IRA>
zv1nR9IA8z|Y{r;Q()dEz=_J&DtXksns{Ju+zWU5)oB5|pq<^&k6U%6=OFuXHhh$QO
zZ?kqj`j|UMBB7Pk8VIq9mhp(d+6}LD?-`#TbXO^P*77jod73U)-poK_aZ;uC0$u%e
zAsL1=m%(E8FNLDD^b}5fC$5WKD!biu$`22)6KgM7GcYZU)EPaozi(VsM;`X-W?X7h
zV_jwPc!hA#p&K(ne7cTs;m7EgJRP)R$bIB~5SzTU!VD#@p8m^Jk_KPymVdZtoUK4M
zr*uul^bj6^HofVx<@NG5FMay7Ay$F;5B@d%V^TJj%VIzw*md|9q~NCo_%WfsiNXKv
z0{kJeKlsMe?Z23RP<a1KHUk;wFKqU^sQ(={`$w|=6P14mJ5jI5h&zmB*~r)2tTXSB
z_k%{u$@$%)H^>&7uTc-;ZhyHP!l2a`F}xXu+~EYNFwMfb53Z!`kX7J;QqU<$hnG5f
z>@)XB{Sc?0y7+Y>3&1rn_*a<qc&=2cXCau~U)X%%;hGUPA&};*+2L!e=eJUgmg3gB
z$vl_ouKyw_KXbknc89Ni<sa%bQD5lA+NCX6Q)~4wU1y^DosE#*x@#%vX}t_3PHD8T
zrK<R2QJQR&;&_wn4&Q)$jA}-Uxrdv+Sm-|4uD%g{?en%V&ez8Lc`3;(_qOWC`_iiW
z#bb_q-{w}5NBe1e*WR5OlveV$aV}^Z<S+G5NanK|9Vs5#f}Jc2H`XL+R{VMww}l5f
zSyAV`aEM*A1V`M5Q$rD)n~s|l*T1Aa8mg*F*mq(--^VU=u_=>V6GB#ggCglx2xqJ!
z8JyHo=JBSPoV{}?20G%<#TbG12zL0QdsA6(CD~mDTQumW#`G3tr4t3*F0sF;DV362
z6CIeC5ZF}lo?Xr<u0lEc>(?iNHz)=wS!qzv)`Y&#rlz(@SH{jUn4F=Pwu<|}>{SM3
z=1Z>FPKeG&g_xclxWiHR>}*%q%Qi{Oa6qT=n<2rCZzTdJD~#;V5iMsgMI1<bq*JQ?
zhKMe1`dt~7<*y!{edjeL5kXBFAzXK^<Ks%w3U@l0e%-_PkndJjMD>s<p^GM1C*IHy
zX~|TkirU8-4lJ_^8!Y;!*$L|?{RNt<!VOC8AqYYAejJDkh^ffVVu?(*xiH~IX;@#-
z%SlhlM!Na)rJdQzBK3n^vd)Ch1DSB{-;crrkC-X>1=UmYv=1eCm7M%-TWMy;J#X3`
zy()6`e{jw8#;8zK+<W0MJYeJR-^xAu?RLr8R}pXm?o0m7G7{}0r6y43lFGz$R}JU1
zzd`TvweJctcKP{pV4Gv?eWuiSxX6$n4q-;SJoj@)^2cdya~|~S*f^HGQ@(E}0lo9E
z{UvPDY+C0~uhZAM<gVd8?R*(;E*X_Q&K#zQfl+?jor2or93H8U6QCdaUQU5Vli;5m
zC-j&NRI7(eFa>Xm8?wU>UJRpE^EEX6`X7AaRqguzrJGQv{5}P-SG&qZhPg=}cm|V5
zH=hD?<>uu%muEc+K6>jD`sYO^d%oNcCNJMV(Gb^UCiD_D<-N&z+E%^%3D+rD;LZwa
z6rpylbgodN4Wjq1Yt3z%%+%yfEFQqJP~d?=5&=A5;zs+q^{gD3!r9<k7xZqtKanz$
z(9os9n|s;dwP>D-{M}4A-^;##=A85JFvROtoCX-!Q;F`Gp$dCWXb&^4w7bo~HnWTd
zvm~SX4CoSde4-F7y|ecEenHm!iP)ft=~r{Rh1#}^LC7_+3khi1e)RqNnRtDls+hto
zePh9fepFh_*N>332G~eliUh3X?I7#-R><xdGgsHs4bR$Lc5c7w`OI#~fKgYC7M0VN
zdL2am{tF*P0HWwqPN&0tT#5dqEC}$B<Y<}svlJD|xA;Wh0i|Z@A^l(^9C7Ly-D!EJ
zcLgsTSNTX6+-FORyB1WlJ;TNZM)cEW$uI1mDSDX;+37JOMf;4DIB6uOA3iAV+H?ZL
z+EB)T1lY=+T|?<PFvJZMZC>%JT)|jdZ&K^*WvB0n>fb$%+O&pYb3G9BVIUq*EOBqD
z<u|}d58~e4#RL5XrnaN*)H4`7(BX#T1OY#z*T+!;<-Hh_^I2Q3Z#5zlHl}>*&+%{!
zOm5}Lc(v0`_upWe3Y(E(Yf3m*5{VQD>SRmlnPVp1E%lsHPl?`txSw<Orhrvl+$HBa
z(cVw*CPmDibtdmFrdO9&RZj2Qd1X$y9MMpu`DqfR4*eQd{u*9VP?Vj8bs!4xz-VO}
znzT^uKxv>96^BzOf#Mpo@j#!twt1aweD5=qR?s`h^GYoRmp|nNG=0GLxyp(U?)e)l
z;CcrVAXC+wucjS4qyog|6Q-z#HxNZByfoqK`ki%hi+2gy<xy}nVUANB353S)25coZ
zdPskFalnQqC1%LW-~H6Clp#Vv%bW4r^CAbzs8HEC+B{_*yYm|#!8FbDe<_$E$)V9C
z;h9SjF&wGP-^KD<?9BW1^j<V0kvsfurgLwG^8S%Q!{GYJCHDt%iNbfOygqE2-|)cj
z1#hL}f$-4TG!!*1*m&@@mUVVdg(6*Nwy{8FVYTg(2jgF!uth9QmGvuF_{M_M2cp{l
zAbX^06y?=bwWCNyo}n3#4tG|me3|ANG9u<JW;1!_*<1al^trANNA06ydVo-?(3vcA
zj-lch=BT`Uwx>LMdqbDVoK(4TLi6Z9h#E9BgtUFmdsUUcELFZs%UqR3F(Nc69n)4S
z>@o+Stwt&ubTwD{vxqvoXoPUAI(mYfZ;fm0wJ&HfX*n9az=X;^cF#{SU_kWcNhvS4
zb`hVunj~_1b*3i6p=3&q5qjY|0~!5;QO0288xGy~N2YzZ^i~c%N*IbuzK&LYvA(P)
z#FL=Ntjw|-?=AbdQ0ALW<Q>HlnW97IR<aWVA{KGul`#XiC?Xh?LD<DE_9-{#+hH-a
zXCpUFgM3479F$Cwog)snjU08@>{=|0S5X<4k9h5qM3FH{A+lGR*qqc=CNWq#QOkQ<
zSe$*XFm5e+!DP~`Z^k#$r%w?wES|K~e}gTp;BwXljdPh35kgK+L&bGH5lt9Pk|REK
zFhXuEU9B;PLw1PYKz8>L-$ikv&PuNJnNJ4bUB_W4nNb<WI}hvk0S{zp*A17d>EVHB
zQSiB!kX>5?BgCXU3I^F>hJ=AmP%EhKbU>x|hvoUp`Q3+Je<K>6EonRawy?c*F5FYw
zSZx1psh?6)1jjZe7<}9F<01U%sDV=9fsg9j40s^d4%6!C-sEMK7G}mF3rF@;hIH9k
z)Pt;LdGRkD|85HZ=JVLBRIid58_O7NF@`Hc10x?6)l9g8A@doiJRBh&$S}|rDBGy5
ztWvg+VXy6h_A5bN(I(!TDe4w9L=NA57oxK1yx7jpE=VGMcRm0y3MJQhQPX5^%9fj1
zF{tI0ZCI9ZBqh{TW8Ytn-j{7F8x>voL^W{By<)<MJM+(!{gqPinnK2^c_sgPZM8G)
z$aQwVx3ET>*vCm@ld*T5^`1ey6W%(z4)H5AqYCc4s|-+0MZ3OcOIq$ygF@aEl|d9#
z$ZNJny|n1E`v(S^K|6<5(x<|j_gu1`m@c%3iWWUJ9DfE{e45*uxOhb<$vEhR@qMY>
zzh4T`!rJvmS=}^eEbre#E{1i4t2q^Bo_eo8k>x1A2Hm+VeE81D`(@iV*J#!1*+yYU
zs^#c>c`vSq?&`6(fTan>k;<(s6C*j1RRQUa;SNJx3pSZ<yFHAsf#8~^>b}+WeZ!NS
ztQ^u=!`HTK7GgQbR12ek71Kunr^`*etHoW8=*S>9_!Pe=3_j{vel$mkUAz#zXvbh#
znYG0ibH&)4LPN4s1v&I==aNthR7CY^x-V63J+q){pz7oH^QK>3u{#vQdTskM8yYmO
z<@mEaTTEUM_m&DX5pQKZJTaDr_BGll3Pxo@W|bbmR@UuO)7qXmc(SGEWP_Ue1>)t?
ze@m_>ciq0wveYMt3pSl}N~KwvrGrE3@W8U-KV<r^BrV1tOH1!pZmoCsJ(a&8ecL!@
zmt|NhJmJ0Pt^pXRkS><vft!(dV162-&bpOq$GXcsjRW;U%djsGRoBLH={elFZVO!S
z1yJgcs3gdY^ax~G3yFCRW{k2vD_`l^fY1E-!#}l`dGYjLdP$M-^tfr~6-^T*_UGky
z&KNK1Z18~&N6>e}UJP6u55&Q?#TF$~3%tQ0^N(blPHJ1o;jcW)K%Jv&U0pK-&9u8l
zj|VC@Q)kWWOD3|pl_=&y9N%xrhSWevQ3pni-H5gnj{PC7-e4z#sFGB^eo;5ltZ{-V
z4oDaSq^EA{MG5D$yeiFM;aXpXOw0L?i%?N#&KncoXddi;%)B#K9hRG<8zr{7@ty#c
z1jqGI-fXjz%BH3$)O)g9O05u&NVzA<x7M1}sc~hS1vW^QOp!X{do=3nAw#M<&hmua
z+4P3i@Pn}Si#w;pR6k6SE(|VMTAZdNuhx&)?JZ!2@D8xVr+DtH>0gn2+Y!1FF(UDj
zM<+n(ngDrRT6q9m)o42kRB1eaavlDryg*NkS+!TSicWm+)V-;5zElJ<B09~|;zC#6
zsK&N6Uy6A`oRU&XxEeUECf!REWXE=?xeE`h_Mv^#?r99=K3Afx<gc<z+!+qtig*~k
zpub)+hp1M*Z(5%Io^~?0xj?|?k)2{({$4*DtIpQa{^Tpfu%Kna`AZSbylu72Qs>aa
zLFLG|VP{9aK^eKpX;ul|f1|h9D{@-(aGmab$n<{VLm>Nu(>G+OWt3_%DHR76cV-6|
zJUbnuMTsO#b{STZHrxuvM<k~h<BNp{4jsbVI{HnNaBt~WWlrs}>^bDGCd{{0J4Kin
zFAPP`nyvar8inYko?4KPcc+jIY3R};Qki_@G?cs2`63q1U8;Q(v})!%KqY9Za&U_E
zg){GXU>%LN{sM{Ukrz02vDyj23G*EO%h*;lnb8x_HB$b!GIh5H`Up(8g1omk;m{)x
zVaQ<ISPR<nloj6w1HN21M8`<UhVl`Jo&43<MGROzrfYOcqr?LvUV%7d^j_&k4KxG~
ztVzq^0rTlOBc&M&W9BL7p(qGJ#wpOg4CKNj3Bx{uc?9rp7I?v(PI&wgm`0YgODXK`
z0Y0|6#Cb)xoc~sBKQn-KWjX0$>2B6iwws&f|9H*Ce=QV3b!AiRs1d4@+*P4!dQk&l
ze(RI8A{wc&q<glPBPgNj>l3<^mgrU0ecFQY0#&Us!TXIR@g<ROs;iz#+#|feW<nOI
z1QYmNoQAb8^7h&@pMgAUH7hhoh<%l?(I4-iX+J*gp@3V#h16X|46zSYJ=7`qw$R0i
zu=38g>9(<QscO?cucFKzv{^mPq(>>=eEMVVo#x!P<0fOzM+PmVpicgBn?`4B_ZNaZ
zuUEaUQ{TZgQX2YxF&y-rxLLGnVo;Eckl~PYF&X6yhrM`rPaAaszT4}k?-4LulA!Z)
zU9$kPUhViECaE;U(a2(!T-$4$Xda_feGq9}iHPc%ycf+*b?0?#%O2On=rw@`3p%2D
ziEY{!*pAiuIPHD~Z!U?yO6zC(;zwgW!(1$gB_CK+1GMnV>u^>|CFj%kbNat9l*zxw
z-b&jL-znvrvBJP(VWXXR;F6KzL`kJ6n71cY0(IlEHtRuu7Vc~`=nC~^LpCc+C;6E=
z-<W{vn0q@7OD2yy5`{Hs%|XyKq1b)9`s}P!84%`#{oT8DIX~|1nA6*(vcKCpYA*2d
zyJO5i^QxMK`kqNZXqhcq<`W*UgkHP?8+uY}j3YE#m{mXJ6|REowdvv>;G-jtd$Mx7
zUz#V|`jl+DEk(_ujjR<U+OY|tcR#C;M}?-6Szc#ovv^^+a<g2uYJld#JKP-?=V7nC
zz0&-}3Nh)Xk<nF=eGgfyg2=~|ho`A$j8ye+QDoDyMR?LK-+PcEW|2q2VZ~A{vB_BR
z#q_hOjRLX?_b~Fbm7n2ZwJ%lH6rzDMfvveu?ID}$Tg*-e9`MhG_<Fvx9nKA-ttxRZ
z=oFbS>D?)C0wPHiOgwT|(CkJIIi9ZeBE{lLzQ$ke4K|tw#Sn<vfjEuDJR<Mn$#amg
z{loPd>U4|fLE3A1F7_oCtVC3fY7&Q|2{AA-|C|~`WeCB5D7lH(iomTXY2CQ|#QQ$n
znGMbHL{8H*piMQd{#E-Vf!YU*SIeofeq}piZa8*Pj}=@=z|$1<Xsi*e4iYb!4SKoR
zM1Ki$ISTPWdlGE4ixn-#S7Nl0fq|qQQl+(kAmePm0&T&YzjD=2*C1#FYKqGvd3eBV
z0Jh9oAUMgYT0aXtJdc3<1|$V6qYY%)W)#n&a5usCb^MIGknqo$)5xXUXy1yXL8h|p
zI}!VSP2Mjq3zaJ?>B-`(@OPIW;(DsjDSF?l&1XwW*PLeY`<2~E$*UCAB52nq?cc>l
zx_xs|jv7_)*;~Okl(lpzd&U4KNQ!+WZC!Lmi3wNW_3cD>G*--fad?t2Rjy-?w#kbt
z?L4XgxdM7N*9xMWFB&s1(2(&7{T#S5peGK_qZL{bT#cJuBNRBAfhS=bP@1GmNc+o^
z2!@%|g^<NqrbpLTBHU+d@BlonGJ(<K6|1mG?}5Mbd#t+0RxzW0V@XELIoo2b0*Na(
zmSueOBaJTgAxyZMVSA|;!6n<=F5PT&g8imKk!{Z~g7aeKQ(B<5Ja!MkwF2{V??29_
zKwHeX{V&M9vM;&E)l)yt^jw0&^*zIEy{TFkuB&dRV$qwwnx#f;5lO~T6{4=Sm>~Lk
zp5B9SVM)e+&B#vaQdVw%2}a9)_Vr80&4;xETGa7Z3Ln?bF<)n1D=GAlEJ?^?8Zhh;
zI7`RfO+Uxhw+jh&9x>w|+M~W;^1;!{og?_Iz1JB7mumGc*Y`cX1Gd_p-}vuLYr*A`
zVX8)t8Q5(uugB1i_J=4qnNe4VKp9alURv<bz{{Uzk$+rSF+D7$d!Ggglh)zFO6OyZ
zDua^3E6DknM~L`Oz&nnq{Oduij?0A}TsSnK-KxMTfU2l05qGox4sz%tZVtvf`|dof
zBOed!?SRa#AA_PFX?Iqj(Z5ePP}2x)tpi~YbNQ|HWSt55G)bGVv6rim9FLUiyJh?X
zn}Z+B1V><17gO%nyKHNeZ%~MzLoe-?@MLd@x*3tc5u|?d0)eGQtwhT=w;OJ)JA(>P
zaKSX#yFE0se$>y(efE_-C;Sr)pF?qt%_(|%W>oKzDOZS}ir_O#q+_`nQKj&s;LpzW
z%yN*ad1nph)h8(|ATZZ)^ECb4$8xJOc4C)n2T9L&I9x$LbN$}FRz2j)IG9~xqZiMW
z&N+LS`K{|<o9gw6^R+eSvz-*0UTz<5t6?i>=CH&(4q?k$%Fxzm+8#eB9*7YFE$t7`
z4U!@}D2<zu!~=DFh&glq0dcRSs!9JAj}aHpDS6cR(EB|v9O-dsnq_IE3`}+tseE!-
zj0w#LnGB$9#^`|WGGbeCL3WHfn?PFS(#XIlT=0kTIJFLzi|M9qL@#LMw&HRj2TD76
zx{pEGf1LAYg)xsXM}3F>f}-WP7nu%0LcfD{WDu3McN~8ruKfcDCWP1^3^H#t1d=lj
z#hx7IILcZv@cUbpvee?o-DJ+%0lu&H_d*1zeg*BM*;!*``B)}{p1cbCD?WM|31*cK
zb8u~2o~mz;3ktj(n)QYs?On*Yl+?F)@dEj%baaX9)RmA=2W_dWmG#O&-ZsqH?Oi0d
z4nD4%hVEPDd*ep5b`j>=`PqG&mTul+r&69TsNK25>t96s^4`dIzSz8-M4FR&dH`@0
z_{JBqB`(Xo4c4&b1>qb`qxUUAJt%h%4?HfyiM`4}N%~*jL9dSL!-V%*VmGU`g+&Gj
z3o<O}A0#a@2CF@C&;ntO3Na{}JQ_n}zMYNh8ip(jK(=UMZCPt$j*D~^1(=*9-XcTW
zex3)&5D(U!9>WuXsDcix&A#W&)yu6EE^IV0)Oz=Z^oNRcii(*(+LW*t8-j?&4Kh`}
z3%Vm5Prr`e$rSxW5HtVL@O$4~3--QU1E0$e#b^t347Un~G3t4?Z%u<kI#0?iEIE_N
zxbCjs(fJ&yGYb!Nh9us5#CZ`yw)B{!oY_wPNXY;Xq@hBw_0-$Nn{PG5qSv*Y=^NQ>
zp36r>Si~f=eu{0?USkt8^^hvvYw`nwsXMdOXdE73?8o&DBbRUx46*rkamv}Y19`ha
z`+S}w-6^|`YLc|xshs=P*`rs7AKFLX$gDMAr!>aF=J3G#hv2i2N-@Vn5DLNr1c?|M
z|NGJ3&#gB^6(-a^7<RXgniHiXtP?dBmU#vls3RvI+anjPi8xJ7kyjWq#8{&$Vh~>I
zT)-f8-Z~R*`IK?V!H;t0OHq4WBGg={$B^%IHde%x8H6nE@+qBU^bdoN&_;2;h>s*D
zIni)1)01JtloW9wLICsith_~RUc0gqH`2&Q+Y1%-IM`{=88>R>O;&g6KiCB<IOA2f
za!7ciI%_q<UoXJxt>hJ4bC<yRN)LjeD3EhX<L)r@DJ~qLAZqkAwk!|_d%uj1Vms7;
z*O-T<UCWqNfi?O@W62P>{vy!Jl7nn9z}hO@{5h9yi7WPMUayVoj`Jf6aI{4v-;K3P
z+hY81pMNW*gto^&Pao{$DeS8-9*AVM9tPdDi)qI_>ip7+xpoVTr+;8nvKn22>=}@E
z%PO{%35vcCDX||nRr0oDZn-ly$0nmxURp?>BoQ>pW7bB?qY+m*9JZVZpLm=J=O*CJ
ztcgDF_5FzP+nC|a*a<Fldw?Ewu2fQhqs1dxmQv2l97XZCWlx%TaLKmb?%@Hn8y-MH
zus)C(OFKNUyM_k>VCX%Tfwb=|NOZ+3JkX15WvLfOhe0MB7fj5XdJkz?aqr9z$rdim
z>c3mn#U`G-J1dB5w6YEm7?zf~|LB`vG&fkPIHeSqgfL19H)+NL`V~?z>TRXkelrLj
zAQv<T<<I;G)H$PBxbv1sJfML*SOSfP);j18T}2Kj_u~9<-1}rok?izt`YaIyW&DEy
zT+=0=A{D1dFLF^>m==?i`1qY`cXedizG^+M`DrSBm@}#2&f?rv`Us{MLT46g63Mwf
za~J~OubmD|?~y2GJ!v?(lFE8MvC7_FQnjl!S^T9+&rH;0ZD~|O(Q7rPL{R4)J6q{g
zB4GX@>@9563lEgI8+l>^`5|j?*z)CC$1psw!}$?JH0N-Lp_S<!3Q%E}f+J3c_hU}^
zlZ*Zqbd|Es=3(IAWSWy=B0Xta{B#($p6}N{*9@R@H==r|?nYx<ae5p|j@^~!d)=_-
z1-yp;MuFzZd{IZ#(NHg}(n9uw0qy;w<>~G10&uNHai0)i&aPf<UJo*RYb+B^`o8Ry
z43L>oQx`HYxl|K>Ihc6SQvxs$MV^)B9T0}ua`Rynxjvwo^xtG?=Y2TeGOlEx@X$t<
zZNPoxg-v3Z%YES8dqt5w+QRGkFE~hS_^y&QRnHj>6JHg-<%|dSC;@Bw>-WI$^ire2
z8a3{*-QXt}982{`qoZEo1pGk5sZ{oMio7QKj)S4qGC(_Kzyj7L<AHqG=pY_YZKlBk
zE?s;M!JvBmC``u7vvIj9I44yhN{qqM;xQkGpJ_(Lnf(P5&j)v@2jMjX$q0C@D*re8
ze%){GYW&LAD{54p`mfi{mg;^I5a=fRU=(m+#+_iygn}A%V&tI>$}tx-x8~${AakVN
z2}08d(LIgouT|jS_e{BWoT!|tHI|OKzF`%YhB{MP)aWt-b8$p(a^ZsP+InG=vep}&
zuqnDMEV-yIoq^M5<A#H?SDY_?w3H}LVQbm<Nh#?bly*`$H+NQ|!(3-2=}_WcVGmWd
z-hj-3HqYk@kJyTD?(2fuFI#PVY2Ff~JpMYj?9(q>pJPmVdvr_ig-6YFY~CQVH5%dI
zU}gZ5J5nA$5Cvh(@WQniW0Z%z#wWu?O=SID7t$V{B!g$g8}}+g7I!AhyXh^%sBbDd
z@3q_Z-(8b*$TXJnZ}Bz!?lLhc!`mB*ocrWFW}*x+D$(}?C7H#Ob?-ZeFO$r6Z$FEJ
zT_r=A0*%2?>eb_TgDUe~z&0V>_W5kXd2Fr*a+48#(w+AEMk5|zqdJ~BVc4=_MHxnX
z)!+OS-`s25nh2=FzCzT=c*u#s+WVKB&`q+M!Q}XX>xC9qcXK+mZ6McF6fVEH_uPfY
z*2qrLp0q7nH+|!!K`n|W+)EzHmG(S(Xf(v2){6_LKncNuYA1tntqCK1$a<!&b0QNn
zJ?{o40UZ2J{TdDtv|)}tvujZFChJ~lo(3Lx{xA>g40<&N{M!)Rt<S%vNu_Xd32A%B
zSyCg&6Y300ICpUi_#%L|1)~i<uM8V)f*GwB!BHSpm!E(tVFhaorY_Hn8G&J1Hsptd
z+g{Lk^cAxE5ft{qe<xu-k=~D-n**K7vNCMEt!<zpXuDIOxOd2Xg;MEe?6|pLS0Su5
zx_9Rq549@ynz^WFs^hk;w?atb1Ew5AYy0LiiIoVe?_68i+t{e+92A+9m;H>2aQGuV
z#aZ8E&|X*7W*B+}YFsl4Qkdg%d7CWEs_APW^KffWsj2}!J3G6NlE)QFy^_0y0m=-h
z;d%6O;tmGBo|jrD`nL4rh*M@>)2Zn`U9@wv>7c(dwrP5CMLC`O{a30Nh$X%JRrT&Y
z{!4ab)Q42IX@;;}LgV;Q5=^L=c`*b{P^QF#<J-MnE+weFPV)k>!8Bvy3oZyQ1LQp@
zmhVle3|I|{2Q)$2^KkJYe5fl;Rm-5e+7QPUz1>{VooggQTb*#zWC_?ILG{mZU$GaZ
zPlwZwXn$3x1e~Yp_@OF@;q@RoWn~iHPfnlwBQ3|h6q}|NtP+gFbD=eye!&<a)7_%M
z2sTeUw+(xSBEif1VGn5&;vLQs!Ii=&G8Bc!mc(*Y)J$~Zl9OM>dEPS$U|Ipgq|x_a
zI@|7!d%?`Rq)^bg$AuexdymoH#cImWDK3DdEHi@&MjO~PL8MKj;p$b68GY4vl;7%r
z6Xd=fP_7yt9bg9+kvjGKc)-gndRIjH4zJwI>vng8!)uQfy~R2YV+_4~l?G=J6$y5m
zujbP>2uIU;>epTy3i3~pKO0d_3(;S;4fpa?vE!(?ruC9GoHw=Qpxet!+MQQ7{`$1<
z$_kpL)#z+;ZK6fg;H|f)RT0ts0skms58nslDMHZ!$Q+2=Q<8o}iNhjI%)HIDM3b++
z0q$dR=_?5X4bShiUuXz0rkUegfvPh$$%s|XSL-1jEeiFGs+)`_zoWr@I^^;^c-2nM
z(O8%2&+d>)Jn+q%8s=uq^0~y{vTX`-2IZ@c2s_v5cy*m#f(04xuAXJHxo<l1Dc~b6
z8|IQaZlASE?$;OS5{`HvbE6=^o_Hhf2)ekBA=xvq_d}kTG}=1Acu#;3O1uHn{Sq%2
zPI?2fwx~K9x>o?X<+3<Up$;N8@3Oa_f*t|j&T4dcU<QhMC>S`Dy@KqrnahFd&3_a*
ze{Tr3wg|<Z8ga)1A^zqh$o(bUd8_^@INxKe&~ugVw+nr=Buw%NlZQ&5Y^P4Pirv?{
zKA+~Z5$u(nIwEUzCgDDBPxf^k9h>j&YH#)c3IezhcPZy#N^e#Ukp?gM1Ckuy#HX-%
zP0*lCK+tE(D9c>7pcptK>?jmW(1?u&kDIg2)(qn|qKhz5;9yI7!Hr<Q<j*Ch!~RQu
zW#Jtc7>d8<!g@xdM|JXG9m0dSnmpW7KBcWoyH`NW=NCMqrVPvgbCvJDf|Ph5TKz!k
zV?d!<dkZtFgE5|TAMyKa46-Xb?q**8735sg7hElvt>yJepa5g&8`@y4MmIRA)L6#&
zkrJ1`B#c*Co548Y`3eS#-uS&(<7YtUr*nBizQ1OJi{7z=gRwhSTsDy1bGnHe(K)WO
zvNZPuqvyfbnLIvL(8mXdR>*>Ax5kVEy%NzNDO*g9CJHE!sXM`o73*ie8I=)V!`pmu
zNH2%+jZ;FGz@WBqVsill#i_k+ftgi^WRs-83#g=f85T_gyAO6m33`0Un+?<7p24J!
zkYAIqmi~#;pr<l9@h&r>EFZH*esoS1bO`P9uxQ#=FV3c(C9~}-u3r>*6<jjK+&knF
zzgp#~+Hr-ef5)+IDVCqB>f8i_PoIS2&cvy;4oB$rIpgrajW6a$yWF^z0p#)p8_*#S
z7W}ox@HG*f-T@eFiERjcMS$+igGds63wX!iK{x;K_e*jvUo+o)7|SAq*3J)R4pc6)
zpOv?G6h%!@4k(zGHe92k_pRLce6D~u(nJ+xw9H$jP@RY|+qhQ&h7RUkQSyV%Oa%vX
zvWNSnRWG-*^R;go$bX;^=FvElY{F3?Qb6@E<KqdT4_F%)8JN*Bq+B!&O*{^p&QQUI
z9v8J-8^mGB7SIupSJ>&T+l|SXC>Y!5URJdENFDVz87?*)M^)OvvH|VaPI9TV)2P_%
z>-Q5RN`XjIm(vexSW<|@5?hPD2e59*X{W^$wU@1_#jK%6@W4LHj~Rg;&qy<fS^hdB
z`OSxElX&2y4A_s$oy=fQ<<+c-y^_fjBZgNVBs}EdXbDjdEsOw2=6Q!C&C={I#*$y~
znt+{EBq)k+<Q2;Cwf(G_J6L}<0nR7ybR0SHB|fK=-M91ZX^p+PRquA!n{8EwuONRR
z<ocXYH=}ZBVck6AQtQ2YVc9ECwB-vs)rg_lyBqXJ&EK<}_E=NEb-Hh3s`1(;4L#2T
zd9(ZL+?a8p>!}Y>xJ?vS7PbTe?ySQQiXXSX5DN0ktz{n#YK)paWV5eSd}cAt%A2^<
z!T$csoHbr=_yy~BIo%qEYsgBNC*}+uu+td*@p#6BjM9?g!f~Ildn><jWi&X&xF^Rm
ztZgFoOOKavBWd79FdRX&%#fylX&aO*>v$LAURjp0ihbUbt6#1}4ZOtzZgB&-f$HT5
z|NVXaZAc+FLGCMGU6$_-s!YDCXYxwc-KKQqV+W<lGx-DP*`9D)Y*1?(=Wk1#C4ZH4
z?b^Xv2DUgR7Z;^bvGrl5zE)?3DC^i;GI~R2<W;p6tOAT*>b}2E>*I4^+MDdE;7^DR
z%!c&|^x`mOC@pLt=rsMf0C!jilu&JM;DM+9Q1m+Fa0j_1h#NXY!w>i^N9Fn}U%x)A
z?38(vdt)bY(V;o7#03vfZB$OW^em3=H+64ba^<|O_DQHW&!ScPLu=6_$byPB1F-K4
zu&?G@)MA<Mp5Q+8gYh<<6(~<iKlfaQ(#0AvPapFVWYh-M8;=K`!1nW=d@)w{bb4;w
zGN8IdRw%6QI~ACBEiPl+u(q?6p347dINV<LQ&*h5%}Mq>p*A`(TSO2Wk#!p6^^%zD
zb%jsTg;JpL?Eux-?H^X;M{Ftnb8IR3KZ-4X3r`=E_SE!-&EdE|L$eEx1Iud35=hFm
z(I0x8w_ATO%B@o#58OTn0$j9~IUD~*I{7!<OjzQSN(id)@K*D^U1axKJ+s1}KTyU9
zGmdS5VL_MNpG!Zr?o#c204vHA1!-WTqkFcSl4)%<5HMiua0Rm<dk0vfQdV-tu}#np
z9p`ZWW<&X@X}3|ztzMjrShVjVPHzG-0a2a7F~B+?dXQbrp7Sw8?GDD6fBP^8KMlbG
zxB+uhuuS06z&gK`uUF_RzTyW34$ZR7hocu}`0CfWj1fcj>v;)8_Oah?%JY1Ul8QnG
z`!4jif*axXx{)!ZkQwXtAlK9i<ZkJ+A=MN(RK8N5DkD+iUQCiZje!(9IPBjs)8q5G
zfd9f=C!o^6nB!5}-V|ibR3ilsT<nCRXVcK9N?6~A_Ej8%>_6NA@CC4rSK?TA=#pu?
z^Yl67ylNV*j_Z3--gdeYG#8vVP#$ZPj-d>Mo+$G0<Y(Au0|<c?xeGcS`<f>bioj?O
z)NtlkVar3M2)o!n8Fx=j9BVHo6gmqVb+*og4~_kmfS<1E8O;9HbpLnCmO)hw{FPDu
zb<WWNO3%%J8Ej-&G#2z_^pCUPp$)46?2z5VU%BS*G2D;ZV?uMRu|HoZ3IsYYHtOJz
zsr6xy;p%~!=n&Q&;vrHHZXLzltc-r&RwWhl`_%uXn(<<z#G6{#nCn<d7jyD9X%^((
z<XX`XmFSlWP*%;4>$p4pgg}{)gm|Y`niI0hzXjooKV`a(`I*TPWb?yw4?uT+8xI(*
zx@{g38^K0F#G_BaWf~OudG$D4eLL2!U=TUa0Ir*f&aoQELY+n*gR8%YlL@S4`tWS2
zOg6|A!OkF0L*`X#!8e9sR#z~}=a*D+n3ngsa4BGr)Tdxl=mW((DTb|$L$D|HJ|)&%
z1q)9I{#y3;(H6PAn6~$w1Q)5greB{Aqh7+v=WRpQYAUr9Y#;q5_`m-Tnv3<yDZ7Sh
zFYJ7nZe%1UrNGgJd0Vc7P|8Qcf!&yH+NE*x7W=b3>Qai%-cQ5GOjXX1UZOXd-;tA9
z>myMGjN}Irp7#+uybFO++mcR}WV51HipNY;PC7^m6SF=mIeOMIvUAHvG9L1*)IyaX
z`<m?PVJ0yrx}bfxScq)<b`y-XqgH_lt<{_3{8&p#HY9>o72wXI2?e*@84&tzGq}Od
zP1z&`=dM{NpG*>L$Rf<&L>ZXp+A#)HkfhvmXIh)!nfF)H(w|{R$X5u0p7RNUAp_E{
zkVE<gJy2ZKFjMvA#~)m#e)ii3mC?<YN}@J?gAsn23`I)NT@73TQH3TyDfVeEFp)L5
zi5m6n&2dVja&hoG2E+t^tJ0XHaa~c8jR&3d>$_QL#{*7Ny}m07Xem->WRdiN-w#25
zOo=?G_l_IB06uz!;X-QCf-%dUEeDOTdA_PdS)Hwb6|j!LL*t3p@w>|~!8WW<A|HAF
z7{+m_q|mQw^FI7X?e+0E^@gHE>zh|VrM=8q8yy1K;k*f30ab(K3PL{e@-8@LQqUVW
z8Eu9fo-F|*g)HzEVv9Os?B^8eu_gR}Wet^P%`su(=6n5+6!+l{j4H#H-ssWFuM8{?
zcHeQf8P^E@?^7@>l;r6N&PzjkfY}K-TA$xc;!w!)U5!omW8?7{gbmjWa$Is0+7P*4
zqMofg;Q<A0lGWy&(tNklRo<b#6^GVL_yR^}&KN>E`B}-IqJ*;FajLzi%OZb6Hol;I
zNbAnHJ|fRff6X~>vR&HhD6#|Gw3~H<h_)Bi+oC=Lqf#$WI;+O}wva8Bfc;3XjCwWJ
z)`vNAVYZd1yX&UT+3MRnLa9FYAB*MxY6IlW)aI-QTOhP<>Sx+e7jNujEW3EJ_EGmV
zT1Sjr2{=E<w#}Y|3hT+Zye?q!oEZ4(PXu`5fv7BXomogorE<(IXW{x_W;zdLOhO}p
zpL!1RnPM38Cz-{jZ?qwF%oS_vN|?*zRv7lQFF2hPd56A*9-vLqpD(CC);O9LRl1}C
zZxxGwr9CV_N1)3jvL&@t=5x|Vv8dS4x=P(M-z58Vl(^8UKS@DxBekjd`DFtG4;A(^
z^&cq&mg1g7PPi>r>|OFFc`C3etwI?wy1&96bEs0QIY*}G``w^{<h~o|b*)?#p6NQF
zh%UbZOCgjfLm8Nfv|}O%Kz2%ftFPDoL|V%#za+~mW~eKYw<hNOeQLHcGgq_8J4qv{
zj^Ex#1lNQ$beJC%Lo()BE#zng?Xo_GK5o$PK_x+tj<`^Legv~7u#RpnEH(~f*H<E-
zFvJ1>7Eh{TA)^(lh4WW1l%XD|Nl|J2{Ho2sK-#W3fOWJ%?H>P-<ZfS~vIXx>?MK!~
zdstK5Hu3dsHgL0|BTg)9s|=^`r3{UBoad|0lZ@49z2=>W;fsXfLau?E9;Y!jkQw8(
zys~GnacJ0fnMP*bc!z<k*H9(pO~_ejj>4k3Dcjw*CsgLjWFU-dZm<xaZ)Az`I%?#p
z>53|RDEOY?dPc|{_9%80j_V$JA1pR}hvK!%`0h}@1PgV}Z9A{ckyd=8WZeowRpUZQ
zk!+@uv@8QRYnxzA9JAACCQeMG9LW=D1$*`~5;%+ai$%p-7i;$<)<zo1;4;Nemq_ry
zsZcm_*)eU$7BWM<t+F;p9{sVX0o)G>?q`KHG0(!#Oaid&Rmcq0wi1?#jumwP>LLY}
z0dNZ~Sbizel7cY@5szqCB<og)S2Ql<s0`zau>&_$S~o3$hVYd6vuJa=N!Z-<oC<ga
zeFj-}s0YC}WLy0w?)?Y>C)idHDi9a4h6Eq82H(hL4)JXrO?%?FUAhC8$^K=Cvfv}~
z?wdFnoS50@Oi!NWgCp^<(o5fs-BOKWYS5`ZqnTPti039>@xaW<5!kYQ<Bu+)QF3Bw
z=nIap?M)o-aev^3R94JIpAT!ZUpAXPQT^bEs6g!`Z;uBSr!jh-FSORdJ)#iQ4R=TI
zF|fu2{MHo^hYN-k9Blu&4HRX7PQy}G<AK+(ZQZo3vONLZl_BccpWk8t-rW_mWjz=K
zo4}eHksv%*1fq=ZUV~*PKd1|K4Fuor?c;;W(>kt@|IwK@D75m58HZ`Vj+wcK0wdMH
zM$*a{BAW+3nLmSiFw&t-ecG%gdp_uboNNQ*E*bZJ1?}e#c%Z2cG~5}lwJ^QM)R8T^
z9yF-s9~T5g9uxOKssdcKU}r%rMO`9x7uFVsqisR%3fn>sz}AeL+*#ut0zKz&v=yG)
zEIEgule!Exe>A--v}z9emuAO1q+>VetU$IQ8#~xOpQ$to;x0-UJ~?p6#NakYf7ssI
zG4lw_cz`QgLV~4WOvLVi&=7bp*oI-PY}Ndr?|9Q@c75<?kiROTae-)XB;4R_D>^I*
zLa^(2r}coGhm+MzaQR7QN9~Jy^9DNU%Wsw$b$$HKHk4<H5IYgfAL*yi3b-UhTsY3w
z{Us*QB&H7E<-y2jhy^#qv|oxbcio+>MeS0vC@?Cfay-7wt;b@tMFO2EMZ*!-;zL~n
zaV^^iSc*PSq7mR4SpWIbt|2q6^4>phbj<K1*wDF6Gy@1MBf+F!%dowClbP`Fqp6-F
z^XjC@jw``Hk8HSExB^)gm8H{ZlyAHKmJ)>-`xA@En}tD4z*R^{_Fp=$&w|TjktcKQ
zb44SUEkkkGGSEE(QI@$mJRl+pIar6Gk~W2OHzKNCIa6#~)US3$A$LB>F0J~I<zH9-
zOr~w~$Qf-Fit+X8^>>_=(EWZYCQGMQcmL4Gva&rifCJVyOoBz5<1RN+jZ8@yTYn8c
zp~M)h$Nab;*aOYjddKj)BTDI~W;Kv!<DOwxWShYvL*gRl{q-sRVe*Px9|CiEeT{;d
zMnR+cs+u8t?U|A=A-<jT)OpYJtR*}^jPh+2KPYg|INUF!#`r(Tv{=KKYuGJE@?Kc;
zm*n2#%dV}{J6urSCx)mZnAFY&Dd_2a<&7Xf>GWQHEL}avv}4kmwcO{*KXFKY$c<HZ
z#Yt_=2V5{cv+h{NF`V<9Pjx5N`SDdL!1;-34`PO2$p96WyGGRqv;2IKK#h4J1bW*i
zW-9uOmy*_~v}e}pBk;~xyrsTH!*kd7?fJ~hXU3aUo1W@l*b??vS2J^`A99C=YqyEf
z9dW)o^<3eNJrU~5UYqxt*)vH^A<%FB5tQ)?QP^F2emPXekV;)e0T7y1Ih|GbHZ>ze
zE=P|H{6;_UTdDHXPb4*SrYHdSY{zv&VC&?kGv_H(7{1=lsxD`a)UIlXTDjn$e`{7b
z`Ci|_Nduj#w|mUzr%;C(sTbnu@61Zv`{u7yo}VHn)Adk2&nwmWXKPa?gL-&n%PU|x
z{JQ01(`ygHDRjTOn<0DZz4oN88(Y^Xz&4PdU~DGCHl45Pt<_@R<<#-e22!1Z$g2e|
z!+2Zn{oxzlMKfOY|KWEoTYvcb?&JR-O>!%r1q!TYVYA>@I0q)&xn^{G3TzFt1xBf{
z9W=FAiGs{GLwgk7Y0KxA`Ziu6GjX|yNCst9g8|8yUUxPP{wvSbJtmPMLfA!_(C;NB
zd}`{FoSh5~>{2=Lb+x#_KHYsu`>GU@_(!khu3HS1?{U=@-7qk@m|h%tNuxK(_%VG>
zCOk{?IIulFvM(pVfe#g14d-Rq8%FNd*HC+rq>!>%oW4qZd)xT^-CvRI--D>%u1A&w
zUaZ~}<|gcZM@azMxb97?fAtRSviSLH)$-@QC|tw?_5{VOM5sFrT)FC&qc`WeUUt?9
zOjse@c1g1jguXNziKM!rLXXnRcCta6Y_0%Cw6w>D3u9+RqqF$nh}%O5Idi@rx%3gX
z34#WUke@F;XGU2HKBVes10OY31Rv%2@#wL2|LM}s5`O)qFSm!HIOuhXV-5weyVG;W
z9_Vl9#-dtX&7bAp{*#_qJ~78cf<#t<e`M7_6D0n_uK#p7(oN%fbzk#agd<9!((!P|
z{AdN)7X8zCm37vu(6^xvEMQIiS+L$%&=9EOz}o0PF2pJnn7U+MNU>eOow2`w^Gn2`
z9k;W7Ixk7$UcC1$<1_vAR=D-__jx2}^g);CkMl?UN+Q(%nUw!b%K!JALWlD+I2NCR
zbIo<qhHM&-WBT51;M|K8x$7D8h~8d;pSovSe(M>@L;3=qvCJ5K(8GHY{CA++zX#_M
zIpIXMBM*WQzQn$U*#o8YSKfYar1IWh2|OHiPWt+eZ_>sYrD*57j|Y@r1U|~zbY#Y*
zRuWjW1xQzIO(yeL7Jz~5<Gat8BJ)sDQa(Ol(kV1=SfDb$RP5QMr>oG{pTZ^N#+VMu
zI8Z7%pKZrm4$wg*GV9N^D1=>TEH2dUE|b{qPp)R4xY2vVw~uf+`y`{$p8(vS@XvqS
z&mROo6}mxg@mNFHuKVlO`GOKuEuxH8{bXO8D`oL*)d)B9^tBDUfpSG|!rlj48aa7>
z^3c=Py(f%RVFULp`JQ_{f<a2IeHNqCnVkgpgxGxCHx&k&AXh*qis#TO6|wwsw){$i
ykbNEs{@t*;w#J}-(b|(T;>LR!Zo)?t;C7fF`P#p+YQI^x|NQ^InjaYc^Zx-YjCEB2

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-118-Recurrent Neural Network Unfolding.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-118-Recurrent Neural Network Unfolding.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..4e2d4595bed6b4e7726273323494161c78191059
GIT binary patch
literal 29014
zcmcG02Rzl?|M*2lW-_v`kS%*8T#}V!?-i02vUgWxW@MML$)4G}tWfqS+eJ3_n%8w*
z|Bs&WeV*_4`Oeqxuh-$;&p7A2_dK0{J6`}@xu>Y22*Sbwfv|vopz~>vJcs}f4<8Sg
z03RR!@?`=-VoDNXA|hhis}y9EjC5coMmh!tX11Fg%q+aD3=Ev&T)YB;A|fJSj$6_a
zLQ*${MT9OU!Mc3;GBFV`4G9U2&~=9ELjU#8c{_-l0PDe}G8`-x5H>j$4ms9&CkPDe
z6Bp~}59rq)ENq-hxOn&kmkEi02WqZ>u(5D(urJ}@;$FH0JRJbs2VEk^y?R|x4v#|9
z0-wc&Qs{YH76I#>%8yi9!*DiXOV^;wgw)q)Xz6aSb8vETi-?MeOWcx_zpJ3Aq^xpJ
zTSr$<-@wqw>XG$h8(TYjH+K(DFK-{;;1?mGVc`*x@d=4Z$tkbjq-N*j=Dp7^C@iY_
zP+e17SKrY1siU*2yXSLn-^l3L_{8M5?^BDgrR9|$t842Uh`s%T!=q#53F-naED+8w
zU;)2>0qpPKA_w5YzH|xa68;5TSlC{`z#+ecdtDIks+=aig$o6X&~pOHJ8@Z+A1|{C
zYr&~3U55#&*+dp^ATB`r3E6)JSkV6j+3$e;4X!B=F%A|$JREWm1ayqz%nl^{ZwC)V
zb5f+`hPXXlNK5@eye!$uM1?ubJd~;;#Z7gWu_+E+AR0pWVS?Ow*<(zf3%?Uebbpav
zb5BL$41GU%pOtEO%G}7j^G0<;sP`b^?qb-wZ2rAm8Hs9x>_|@G|9U(B?e;l~>Kdby
z)5znGc8J^=SDv;FJkOo3;?p$AZ6inXP*BmmPK-TSp_f3n=e>kMLaZO=Ym-x)gQTq<
zf!|Ql2N<=Kf5!aq(9v~}R_xadSF!fO{ltWja9+`~6|~ELOsT1W{qI32D7#s@%_1~2
z$RHR~%8Cmv1ts;`mRT;rz#*l%oF2Bz7L&bt35VEO>JesCo*nii;O1BL;J#pJ(PYgD
zcxIqBGAn=6$gJq?7XS8+(wXopiW6NFv5||Xg#x7pGk`|WzaG6~&FWd}4CeO96?MnN
zfpyEbG7Gx3JR=)Q6<qlc{GZwv%#}OFANoVN8?2Ywi041EhUwSoOH*rEabQqgc;zI9
zJoS)<G%CumxEr#F#>VuheCE*tfqxJ9f5&dDskWt=KJVkKA}BxHW&q*4nRyi;i**sa
zvCf$dl_MXgCb!y}Q!ouN9dkJdrfdw~MBd0lPdd?;u$9E6?W?g1gU3p~O>}H7MJyo-
zG$3LSSFW!+r(&vBYIDYedHDS%byB<9!5_`+KNj{zXEFr8p_V7IJHrJk3z!129^}1u
z=IS%9;^NDCbFY`!DgOhfXaYyr^-$*;JK_HKrZIPuw?iPi{C9Yq;sdqg_3powMdW=l
z>&f+wV-4CK_;zzNJpbq%WZhC+S1vK;zUip-b=yhXRs7jTfZSmz|0Rb>c02#uMW4-%
z#=Yc(q5a-X;DR+f5m%T1!o`ED*w_P=Q<ELZ#pJE2KneQ)F|@8yUR4HpuqW4((QIC$
zE6ep4e&09TSwyc<uiaO;PID}MRv?<AFrLAE4hki)>P|_`8*B6m#deI^daL=$`U;8}
z!@6sD1!@1K|0r5+Wy~p-Pju9I^_x3YzJmj9Qnlw1A{-_cqNzR3RN`Y-W@JB~ak#9&
z*erOHHB^KtGE?(LvryUh>(M<qoT7Y`gj-#2J3NETtL=7grg`2nEH$=~S;{I600Zlq
zelhZj#CCM6VpJ4-;r2}eL-C-%snnvSHhvB!8qYyvEkgQ0^ctV3{<DGuW_gg@C8ifz
zlUNJ0j{|tLm}tiG>{zY&@@H<XBzi=h#*EL8rR&<?Ogu3FkV=b7sVV!{L;w1c^Oc$J
zCv@zI-^O<3WNgszms!wq3%NXQ*J4qcIAmCNmAo%X@j0RC22W>I!`XP-X-~sZnWI1C
z=zHsUnQ4FFEECjszRBGBL7?t7|NXj=l8HG`fa!Fy=Z?yb{kG=DN5%LWNLx7?o1kPn
zQ=?+Ki-s`?lwU1a-=P>KO&F}DDQmj($kf|GtpO?~p;p?y^0-#UICwKouS80}*xP!7
z(dR2B<sIK%`7X;j$e%Q4u58ql`Yz`Nt--_K&n(Y-3(JgB%QvkW>*_;y=5D|Ap*DDA
z`gy~ZMkncq8F-BTBkGH<e;Kr5H+TB7RabR>_Bp80Vboq-s0II?-mG*`BxhzjXLcm$
zuLgHadGU8!U-y*BeS$3YudxsDUG2yAdmNqF_9c{aw03$japE2N{ZIVOi=yoh1V$Gv
zMNS{D$DXWpj2&gJcW4}yHrP?MoluzBryjqgNlsQ{Re^YN#&9J1et;6lB-Z-krC37T
zY{;MOEct;8r6ykG6-nQ?soPI-<>OVXz(|>(%=*zMWkaQ1xmSbFmhnn8<+#;uzqjmq
zZ%;?rW(Qx{pMK>!;U?()=;-5VTZpF_Eh3<`dC<m%{KNQl+T`&;&9fEhE~^Q%^1Pb)
zBriLT?}t2At#ck5WLbxJF9~y5%~f{i(SsV<70n#58wl!zRY@QH3h^WlGVd9v{FvUh
z%JKl|RhQ&705_NaPt@KgL`=mLIHcSeAf<V=5&@%X<rE~%X_5?ay{;!~3fv@$N@i-(
zNhNQkBlO6*R+*Ax*PCajVZ_f{oZ__A6AzUf%8tw#NqqPA31{Y{G~S1Rk{Pr2(MP(W
zBiff!7Y$#;NCr|yVU0raF4b9O0dU=dfwya#>e8{Cq1OCKZUj#P{jLO%I1OEXUlvp;
zB|Df;ujV@ghCE2T)q_y<b~&M&E=qley`<U{5-Q)>kJ7MH%j5HuzDld*&6+Bl7$?tl
zh?ik<4tl<0wEI!=?ibhYSvj->CTU0~U0QihrKbXrwkv>j1pQwRtqD<@gEYE*jg%eZ
zJ0oC!Qv9Wn=B1A05vBKMWlL|HeuxVTZm7D&w(Bb)#PrPZR0!V%WWzYshbqoNgxQhg
zRQL)sl*8+b`h3)<ZT%RA0IHO-O+nja?8Tv8ws>BRPEw*K1}sCP+O{I3%fps&mg<xT
zK9^i;>L0=>hTg@~*sR~LW2=))<tpe~E6L~XV2**M$;qjxDuAqzF;glc^EJ~5uSc*S
z)Qn#I5@-cqnb-pM(j3DL^0WSMJ-O|;k@{6xL=}@fHi;S1ng<fh5)zB{n^7Y`;Y(oL
z-z0OnX{vufpMw@-K1Fio`aA~=Jl0<f9McIA8><iv6`AoBBi{1j4Z7HHj+I^ZM`4f-
z!gri!JZ%W;ej{%sy|ib0M!m78%aO1H35C`W3j(m`EdJ8-RNI56_G2qIQFN4=%3r8d
zDFX3DzIJ6dsIecNc6oY9hSX-=NUBeQ)fmJ*SZH<%XkX>1=%KRuBze|diMw5jV%ebc
z|1lR3OxWrEP<ri#nwY!0rUEWyjiZdT`u+6bb5Qhy(X)vysN{wed9g}~x88`|fRiQO
z<#W*d0}@N^R>ry{FBp&Du@>@P&ZuuJJS#3dRuq4wd>y0Yp+KpVuJKPSAXcZpQd7LK
zDhVDQH!AU4VoWyMN}CLKvu3U!n{AdRNEfGqiY)x~AcEzFlR|Aq(h={>Ify$SCT)C5
z)-gHt%Jl0cg(P*)ZPYmHM36=f)jp<GPn5GvMvWb|`N^T62kPF~P<xF?;`P$A*=f&%
z>1mo$bAnBE7#Xply;gzYBP}+Z_X|&5PBaMhJs+=7YRbt0#KH4S6F&mSI&!EdPwQ$s
zOKkt(>;wPc8FlDIYxut<GOk(NF29}#&WSn)Ngh6R#X8I#c;ec|d%AuMZMPg&pp5x9
z?%Tg}?|!*o28Ic3IbtuLeJlTzfZ2;P?Q(0qHIh4yzTrcRBQA&~C4t#v>^RYgiQ*mO
zQD|u!l)su>Xs3_Z@U?DPwu#WVDoy5sWEh{y8IE`Hw4_^Tz9H$Ycd9#F<3l|iFlu6~
z#x<3|<4e)4l;<@zq2TYN;j+QWqS<tR#h)*~Ve)YHNe<h!k?fE4R<4=dTYjmVfTJE+
zRiW#6M-wm2jfde<#A}T1;|lb>5tFHpIn!<)h4+|cB||oP;NXE^Bl|u5+s;_+j%cEs
z?hgE|1&j}5qLDjtYL<`BvM$_G;uTBmLqV;vbZHg0ul-Gc1`fgo%+>$(AQgwXQY?~5
zxCiafst<{ugUpJsY2``7;!MrM-D@VArJ?yuB%QpG0rX%lG{OWwtekFNDeNn*({-l%
zeZIxz_$S&*`62#ebX(^j2-1okhL`5!k!Lt(&^fA_KYOD$LQ%C~GuF2p=69-2<!!Lu
zs8j6X=KDEYbh&FETQzpEo6Kn24x2mvPN2F8p|yl*n-GtI-oym`)9-sZgqL?fUH5h>
zv%DS_<*=m(H4L{xXy-paZg7w3yLE}vm5i?)9Aa;<p;{=%6A-iWji09Br3K_3UV2Ee
zaXr6dJZwrg`5LXh_N$Jm_azVlkQC2DP&<J)puy>8GVNvw042Z___!1;5EYAmlAn9*
z)+ZA(07-i29f~M9uxoC$d3$`NU}Ip0Y}ND}6n4-x+$?R8Pg-%OsAs&g7rn3Y2A07`
z<ONMZ-^x><)RJn?{_Cg&hoW0RbTHT>JY`oj_ca>N;ni>+#agmZ;o^e)IVdLbz$e>q
zA^sYz3S}{wrJ$Ma;?NO~PqupJlt;&1EDUFFpZHL)8dD6(+`F9b^9SNwWm$2F2dsE$
z3c_yT@ak*n<i;&bJAE5|nzvQ$T%5^Y3Dw<xAPFwD^LAEs<Ty3fX~n+mykoQ&7mKQ1
z%REJ$Ipmf3byq6!hd7}>zRII76Wos^KJj^`Bui>%&*KrzH*Cq=jfY1HHA)Va<C-Va
z|1#FB>MFBo#w&YT<c8iTJ)7~QrkK6=P5D(NU|(jD(0rAAq}F8)t-5P5lUl)J*H*#F
zoPOk{dqYX6@6Yl9we~NR+o~k$1ah^?n_|7gxpi{&WX!kq4QXYrsom(Zk_&BA+_dz@
zIjB>a<lU5dIF)N{f{*YkNhJ<iG$};#;q}BTu4M8$v1TL>qO4b(n=n{?b`!1FtKsLM
zBevS1=E}~8kq4@Kl-*c7lgyr_jJMnei45!-xf-Hr3Js1ca6ezF1k6sF<0Pb9<mu)V
z@jm}fvZ3x<Cs}qO5PFS$=Kaz@p_IleFV(cRz#`w)_wG%$@Av35_Lay#cF%sf1}W9A
zAC6bMGbMX$jd!+e0-<H_DoW>$Ct|!hb?e5I%p@Lhl#0YFir!^}?6jwiGUxjop6seu
zI#EHA<PS1)h`Ox4j9Auzef<ioG!I?ODsl+%Gs^`d!P~J6cD}yR!-kLdmcBiIfsZIx
z2ehX{)eC9!`Ew94;9al={*}Y}zg*kfHtWG$ne|ngQj922X)vy-&M%PZuAvMC1;6qo
zH!VGkF3Y#(OIzj<Z7!}E4!fkEI=9w182l!>S!*MedBxLBwEmz6fu$xqo@FE&AC;Ed
z21Y{Olq%S)qvp~I%N(8J-Znp4oZKK2efFj#hqFn9kMc#JkgxBA!f^yI-wkTSZPVGx
zPsY<EJL>t2oCKe=Je7x=n}WJ0RNub2<f16_#oqan9mV{7TcjvKs?hq%w@*v2mv(w)
z+mhsSyd}>;hRrXv5JJ43h%~rekt^2LBk92!Um75n)y{~^?q=!GE$F_mGq-zSUI4IR
zti(T{sDy;9D>?P3uGCHsuEx-K{}ZhtqNaC{CpOOr!QO-)>M!kAGONH=F~xqYjHr)#
z-u<i^t5`v2WOr%Yy;$wejYly*ZY1e826jk|H-b1z_^FT|)ZwAYDU+Kb=}&@aES`%?
zmHBc~iHC`HBk+>>&F{C4M!2>rZ27S*wMuj1m__oCno~@5EOAN+StQP?*-xr6ceiIQ
zF*Rh8^l_GO`fEFgM>|Q~toU*>v&Q&+;*y1yZ2NAyEsp2^VhWn4yCnV7X(!E1f`q1Y
z*Rc<EY<d%_Gvw!5*x!f<&fI~2iA2<M_jNGG%FERd4kVV37JlquQKjpp$5W)$!w=#*
zRMLcZ7cSa8%20^dJxIQh+J7sa%rre`DrfX?`?l7N>-9ter$haF%5Az*<4oE2G=GE^
zqh{VzPwS0!XIeq*F0bs6%JRJ16Aqpz>8D9$kA4$q5u{rI#pW8*P>W1;dh3|`{YGA9
zoP~O0Ijaohs{NOEHqGjI0Uga`t0BU{G12YYYPZ?zNd!+Ty7rsE)(jWXx~Mv3KLct;
z-6FS;xYn>U;T+VqCSAbQbw_G+7-~$k=qRa9;ZV6*N1%VNip`Lf>~I7+sGhlPmT*6m
zW_wZDLLo*3OIPP1*1CG3RNrBm;k@-Q5H8CF{u6f$q<?uSnh7?s$4{|7Onc+GRMThu
zl8VF6$3{DAtgQHXc-8ie+CP-izR$@)?HIpS2PwaMM6Sop==^bVN@1%pKUCL@>%nI9
ztr)6UPj&fi!&({Eil)TrzOQ!P`6Q06ViJ&8qtZb=shVq|()zF#wa6G-tNM`aRMB{G
z8f%MJO7;0c1fQie<yftvS)#3?@32I17qnxijTD-19ML`U+r60+JFM#8vnH8ZZ1a9o
zM(Da#jH9rkbDLD~lMnpaKprV*>`6m@_U@SzwVqA4?}ky&K(rOJUm?CqE+Z>b&P2<7
zP$ozKA4FLA-Y(f!CW9*a1rJHHJYmjBhPFPJn9u7}%!H9`@<+hp-2(jezjR0lr$VCW
z(lex!M(~5&IX41Ge4>NZv+Vg6XVqfgUK2|YSAlIKV_xVNPe8)a;?^)z$kwE6Zh@D)
z<Wq#WCE3CIH{+pYg{_8Ye)#^aBA%<TRXzBJm(VM+BhxtHhcuK`0^7~d%cZKu)5dEr
zYU{|qgf$9?49b0+eq-O1%*AC_vJq+cjXNgy9hThfmpY=3dVJiIUmiYsGw|8M%t%oh
zMD@U#TuFNHTeU4%yH)B^aH6@VQ=q=;Vl1ADov&!A=iP>J<+CY%RFlP8E9QVooQ@|o
ze|G#F)PB>Or=x1E(Z5a~>8N+oJe>^gI2&VX*H>4d;)v7AEm9dUt^m9M=6}#L|0Ku2
znf>ZjX1pv;p$Mp2pT7Wo2R`uDb)vN3<y*kC-aN7$g)C>n3Zb9u%FXt3k*r!tWGeiR
zW4?j?88Su!ZyWJMoH}<#oT#zN*5GF*?<lcu*4TNX)i&Ec&F^3^7Z1ENE)PFi6<SXR
zH!;PT^wOS#dJ;$KUZUl#&Oz7tFWF-$8S*-@)`Ly_^A9pf2O?LV$gm*oQHzd`TE)a2
zd%o}H*n%N&W-K&`2Y25FEsapzE4k0WX8$hAeP};N1jp1|Pu^8~IRM$4x(;k#aH2A{
zgC5uUAi%~b1X5q;gR@UHqc6CWLEW)1dzJp=segaH#YfD#MLmY7G1%MELC#3XlT!)a
zq0INT|4a`K^>oOoJ1C1)fgi<X_0*}2F4ReX*KmU9Z8+S&q6q9lgZp)44OJfd1s8Vy
z6~_0$Vc<PY8D{9@9&~HG4q<~)acToR+@*8S9itV#!<Wus=9FmJsiRXzVPh^AXK#(y
z9Z@SPjFPD`EZ+Ny2&GUC_+aSG(9$A%YfI(r#0rI(%e*en+cSxbjw5OyL}(Fs^juPC
zs!dHu4l`KrUcj91qvv0lSlW;gi>3m|<X!F2o28c44r!9NU9+ydV=NzwOF!^es=$1K
z=LeTuo;?cC8es`|N>COC>p>^*Ib-T$&j>W|84(Xij5Wv5*Zu5@3HY3LGpXUPaeRd0
zG6d4kl&FRr%$O1EZ@hAl@@frrtq2mBNP@XK^*2~JxK-EhsLRHC9wUWeI0t>ZH+c?{
zr4oPXgdZZqZ70Lkszi79$k9r={ZcsnEv;{BB%s^c6H-<STzve8U+;_>4nKZl(coUU
zmsiL8l;+_=nY}|T8Ddw}`WC)|D;b*f!!tJTx2g!w2(l1=X)mU{0(;?}uF5%<D1jTV
z4;Z=8!#)s3_wWyCsq|&fqGgGw>tN+{n^U=FjBPa|2WdiXPn_6-zxqY!?>@A_a^U#5
zw@HQ=)QdHV!3v;`udIIch%Hlcv0Yl|whrd<#KAcTXJd{Tz8ij1>y!T2jh5PEXc9*R
zB8cpMl+H6s1a5wWjO4~-?WLCNbskFBB<6cKWd^=cs~Ps7!@mEzT=HwmzGu9dFWVu^
z1CvG^f0TH05)8lo^@*mOW@7g4wZ|?({vs9lXV>&6_)<<IJYLDXp;Us8v}YW&m>V>h
z???}W&Yto(bTcul6Cu?#Crq#%vu{wIgDBD|pFPq`PxE8Sd2cj-*Nw50i~EcQ=ge+q
zeluy?$ucxy(Ud~|c8SQERZ4T7*DWA6VREpH<f6H!mC&5_4X{C1|6MkTDy10drZlNd
zmz;syffcybCV&z*8p{sK;kf4ABpjZw81p(`%;<gTqqdpI<s@|Y``A#=t&TwiUJbXG
zc{T3fGEY@&(@XV=hUT=|E@z5+%SVJl(4<G+!kwzH^2>IpzQ9r!@IVgIfPoyP-7r*H
za}IhPb{`H76DfQFUti~4isSpZPXjh{$jy#aq$uQS`Z@y$Bf-B*8Pc=a@j5bumqiKa
zhRRX(&7p6>XP4jGmNNBeqdi?|+T^-C5;g1yKjfD%#$3Zt<;q`|QYz&>V)B+a<2HCk
zv(|uzTGbpQ%lq2Pb3)iw<Xua0yT_M5blU0c4s9;mIq0&9BN{%R<UY1zk4T!T6Xsf<
z(#yy-4i`C<aLmSRDPMz_8#Mrl2+wIR3m~EKAC#1S%}E5wUP=hOJ$c!yc*9I|jC}-s
z>*-PIU1F_$J-IK@a}v_(ma|P7crler297n?h7XLD#t-9;OBW@S1C|rAW1U*ZmA!>^
z5JZ>#EsC4r>53_q_r*51zL2h>m8nM7Qc2$~&fa?B-ftaB-cR0t+v_n$yn10NHz+G_
z&DZQDDER*9_BJbHcGS&h`7P#uuqyclc9Nc@P7lX;OLwxR^=v!HCK@>4H-5a>c3GIU
zG=-$~s5h`X=pTXJ<&V+r*k+QdDk0vVDTp|e8#1!$J0IHaHuA)J&u5{S97;>hZ0?RW
z%jHXl=G&)S5tnc(@}rWLW6Eyu<I~oFKhD96D<3#EQtR;Xlq^0}+@|cQ+@fy*dHs=5
zsTStJp?RhA>#2$vIK3p5dT+uA*^+7%b5ZZW11&%5Ga|xs?v6gqyf(qx%j|KskVyi;
zvKQWXc6sDSqoQg(Y>z{U#yXC40)IYoZM`TwB(gxOhwu3qYBIzBZp-)qqq_V!UyWaZ
z$Qx&^DGVjSonrTg_u{43aE8{(C6KWN8_&RPLmsySJbz59rXSsQ_^kh!unxh+6E~W=
z-mH7{ew5GgU|SJ3as=~U3^k~YcXjOyB9M^n4wR(hmS7cVk9)(Um4iD^|8@qJ`wt!t
zfs-R&xrM;2ahH@*(Y@zk%l0iX(Ru4Wr+8_04(Y9Tx!<5e%(4TS8!M|@4JLM`Xgi(Q
z<hb#sI<jcj0@f$RYL9DoojoqOeOe-6h@>^%AORAodT-UM>aScbWqxH`VJqKFmaKHA
z^@X3#NCyK#L|ZXlv4glwh-^_kJCMs@ozCe^(-vJoY1wYea%W-2XPxfu;c~sh(k$_N
zZ>cSVz0L0*cBw0XbXrFa&eU|Bw;aoo9_XlDZ6$+oS&Z`X?X-@PBsII8Sn`XqV%3tq
zjGLY+{bv=T|Li)GGy?PEXtN`^k?(~%`w#IH1z$GJDB_GeUm)bB;-7e$3jMJhte_NK
zKKZweROt`tpX$S>`t_f&XY+Toc&Zh*l-4HqusJb2s~KJ&W-(~rh-A!?{esUy)NPAB
zOZCxTw|?RvgM`spacsx2wTDIYizc^#_e;>c&jW(5dH}WUlbP^?JB>)2TrNHJQD+wu
zNM&cH=*xJUK8Ce6rhmK0v^t&eR5$wUQ$H`EWB#4I@6#_f1YDK3jZoGlN51X?CbRus
zk_G$hDfDle(m|A1PXENM#s0%}QVQ70IL!O%s`{v<Pk9YH^>DVw$CcPoThTAi2J7^n
zA}u#nS|XOXH@%)1=X5c5E7j^u7Ht$|eD`vt!cCsLFLn#eRpz%Cr7S~_^i&J}Ld`91
z^^VC!meGT1z#B$lq)uqAmNoy?rogy!q|=JfD{g?`p&#MugRH_$bNuXy>NM9MjB-!D
zVEmrkPJ4!`;EBnM1RWUh#KS!+L}SCKeM_cZ>`5i(t)@kW>ErxZ6A+NwHhM-CgyJK-
zEK0xmvgys_S3Us^4W>JbvTK5}^g4g%(EU-CfBWp;zvL)y*nsS(ZnLu!o-*hUr&XGd
z!EUv~smF~D;3qDWBL7O;r<|3D3jXRMS#2wG)BEua1%gJ8)joWN#BI|?mL9rnP94oa
zP&;-Yqk_-3mhtMgmqT{?Q(ZHSYG*lWHWZgY_ws*e-C2%uo5*%l(iy=B8LdsGZhuL&
zJ}XvpaGEoiW;wjLjROFi%9A$E(%gv9OLKH6oHg#OY@QTUsB_?K*Zj=(DB*-|t>8b*
zF|SJ5lnv(CT_$~(t!9RibFiXaJ&r~zeOFXLY2cYPd3nLU+M5%tYm10odAKoI`R)pt
zvc@^c`&c@}<48=b(J@L)?`f_Wyue^dE)Z7(J`s!`CSp)xX~ovuE4AIP#<lV;L(9SJ
zue(r+3+-xCThpXN4tPYX`!6yqx<#BgQSgZ@pRA45Pm*80@^D`p<!9J;BiJZ`wziNJ
zd@LKN@HbxEFSnz2%-s{^(Wm%sLR#6^0>K$NrGtiuB4B*vH`Do9_SgkXr_(FGGz($;
zV=XyxerM|X@(BNRNlDbESO!X{$q3fU=4O!<Yx)@Q7UeTZCn}n4vdY8J*9+Gl`R{$2
z(>!=ZT!?Njo#Mp#?EZSNi|mqU=?GY?UtKK5z`dElW&=C;9E4q(5k~iAj{C#tj#JW$
zMumpj*8=CDl&Ed1L&7#BqHOx!a7nd68B660#guDTO+Mp$xy9R#9Qg4u-qh;5PE((@
z!*=X>i#?Ek_&;p~Fmdj*E4LUC+0UO9t?4)KEaW~K@QqoTDnpugL8ev?&hCiTjxT^)
zUIcu{KOP;2COK^7^$ygsrn$MM@lk3TQvb%(|IJ@l2qmcu{igY0CmA}xq2L2eRUmX!
z6r<bkuXzrNcPa79CPRnUj2i(#RxV_Re=n1uhKE2@P3Xs`6)!m#in~kSqVyAyEVrcO
za`}U5bcLW6&BJDR3=*^kP(=<5HqSTi==4}?ivsg`<IbyotNLke&AOhkBY{%$i?g#`
z%bpmDCSq&&_E@?PYf)AwBppb(xATk_g(OD<FU`+ScT&U7l2)B}sZ0pl{z=LI&kCK=
zBO#hhLne6yy2f59Ll@;Q3I}qh`84OCq$is_OpIfLdAV&UtdiI;Rxqj5Z6I_ahpw>%
zN?PJz133tCGsxn%<q@=essC*c=MTO9b)IOKBmI+^03k78XVHEnnwXv{%nat+p3<~`
z?1z(#EgK2+8cu(;NP-IDW)1vIH<{?|cvD^bf>GU9W|T`E2G^_^$lVFx{(NzkZZJ`1
zhWQlo2Gi{pJ5WA^^%qsazrTi0UgU;I=;#<#ZG<5A^qox<a|XKuuK3zr<2VO_?`^N)
z3}Sc<zfy<Tz*I%q_wO{SR>r)STI?AG_f<$46WPyEpMzdtx-K_<Xo}ezTS{=s-~!(v
z67}s`$rV4+{yxL(%@Lgwr|!Xum#N0mD<YRuBENNq?86Ck%ZdhFfW!YOg{!2?4MsVb
zR3P-yKjto{07SSRBRZ_>DAPR;IB#2y+SV=2mJ*XgSkLur|04}m#-oJO3B4l9XWi-`
z&CDn^Doxx>`|jCGB;A_7Qc*NThi}Y#AF+vDmRLQU=O?g2B&&+!wU1MdCHdlfS5g<-
zT6oX{P$65KOdvDy7Ypt~X^^3)Q{#j?qfY4)bKm8f(q$N5?_FV<@hZ+&8%yD4chl6j
z$<;LDI7>)x49!+Q3lK++oP!=g$K(M$*q(n5qT4_v>{uKoeLHGgzEROQEW@l&U@+aw
zo>9V|<XagP{$4XN5rvI6@+|4&pWlO2K{l=zKo_)u>M2+&pktG#a@$=$68guv|JP?c
zp2JG<0(|)dnUf_jy-<?T-9hd!HZtFR$W|;W+#ZYs!m}l%Bc-#uqGV`7C?aP=y*|L&
zQ@Sh?q5fYzp>h^?4$>q6YB|^$Xj=diU_;Z`C)v%GMBCaOSBXw}PT#)tK1rW|-B}!M
zy}ah|jdv%zwJK<b;`Mtu7O<tTfo=}By0(!A<q=1ABoBq`Uz6!~(&0oSBhEogsRD;%
z*_fJy!gWiuf|O8A&0&*sU4wda^qJfak3I~HDkb*aP&o%>)+m^zUqdQUL8FG?b&)Xz
zyLlV7wWv;_lvw0r^OLpoOq6F?cJsXU$f$<$vI-s1XZnDaPXTMws95_s;Drp$xau@R
z>Uo0~kDedjymq>Nrewd`X>k&;wtYgcRSfksPSd5-Gzne&m%{lpT>^3AfbNAPb%OZ!
z)p&>)Y?W3p|6%KD>T*nmFhgr`p|BVGdP7;Nx7`D&X_|qmmzCR;`Y+ExHUJ26d`bXr
zQ)9Q*A!|1Z&Or;>dKuaQpHY2VehO5ubI|t@=#VO)g4^HcoJy*rF55$plw$#E$7CgC
zJ=L0K{AXz#XP0WgXhM6)hg<+7$vHrnt)?_K|MWkaBG0@3Zav~!2)}!=el&Z=<B3<V
za!6@b!S|*kh@WON6=mv2L;rf4nup>uGF44X!wTMQNA4L1SI3}mt^&+J0w%~P7K1Aa
z*8YX%{~pqJ@tbslr;pzhnM%c>yNM!*BbawceFGFYf>RVl!%a1}#`HXci@VC!JW~^S
zYHZZHppCxdNQQ}Mml{XXz(4U%gEKucX6bHKU2VnmS(fh)302}3ILVgM#e>n&%RK=D
zb%m;2E3Y5uP#iGwWG6G}QXMI3mt=1F=~BVkzE_=thV%j1Y){TP6*ET>Za|S&$IHj&
z-5>yFYc$Px&ffB$;d(&O0LnjD1DGuXl)-bp-!S`6=lG2{|8@#rOtJm(l)`qdf}YBP
zcVeBap)xIcBR}Mzp&CNCZe-e#^VQCQ;b!l#iY{nrs=564U5-H?_XCV$stz!YQEXxB
z;)QZ5;^~6^ahpd^+7773&Oz`S1*o?_rPe;XS^sZy6gw6g)}>jL&i6>}wLZ!lJH6tk
zg?iT%Hlc4dWm`f<;2ns3dH34Y%$S{P0w$SjjJ|POz7uDzDiTe?St8>@K=LN^7xzMr
z8CzXW7ME(-_kByDcQ(c=2;(Qs%|$1nHCtO<FTtyB;-?GV`VL*=DFnD%Ro~=ky#4mK
zRqycpNB@El=Gp;W{|i|E8)}prhMXQFpIenjuu@N;{A){Iq;<U+f6iF>+?2|@{12$a
zd`-awHD+J{iTjnkb@U_8L4Tyj-$4CMLdF#?=9oXA{z;Bv^Nv>LF%ibcBYmhN<F8_S
za)i~Z{KR29`!h^Q6rb*KuP4zVoO%j}6{z~0{<#Nd`0RQ`%b2@yxclbGR=KBOsDbh#
zqT7{J(H2K55++0Ka80u3#og5Cm9Fl>OM|!z@1k-eT>?QgG+nj^az0*5(uyk{#-sU0
zFCrYh_>)KClDFT1^rH^Hf^?BF_fa=9-jk-r<T*QajEnDBoN$%3gFrZ$Wst7m0Yq5v
z_S>Y>M<2*{;uxTkTYqim%NgHh&>&xBoScGD1m%{%SBw()Ds=K2Aax2J3mEY=H<%11
z&@#?5Eb;00&@)TsgN1XUT)v9Lsmbz-DB^THpM&B9Q__!rNMd2vW}SnWH#1Pn^L;J!
zA0K60S_Aan;5&0*om*p&Wk$DikjdK<{Ty!|%-v`TOf#TFhZJ0vWGLMij~{PSYMS{>
zT%eU|(EDxYlDvSCk#WEW?S|e^l4)6-V!^GNp~-iq6ylu$E*S~9E!8foNS#6}RO&pL
z+5^wzZr%4w^x5V}WvQn=<hDdxdRDPL9^h$=#5pMa8TcI3%6<-l6^&EPZ*iT2xcawk
zW{S_+mSRs<7tcYbFlP*R?Djc`0XhgF13ITDpa@<2Na+yB3Ymk<ius@K=s=y3OBf#{
z6oY(w4vH++(Y%<F)6ei2=;!^@t(;S64|spD;~aF{Igi#g%8s>AKarmrY|#Jnjep!G
zr5_=*k7**HukG(3D8S4kdXA+aKwGNXIjBpw$mrKy{t!L&&M;{h?an`oPd=){c000u
zCCE%3`#Nr}mdm!3m5S<-ykk>E$(goltX2d;+(JY6ZV*g{iTw~Cr58fkX$)_R%x!sl
z%4&F-w44sEblEirnShEJpU{7|k!m9Oj*vE$3+4znQGALJSd%M_B|;V%zs%S&b$(=2
zbkpk9)0BIVh=4PNr<MZfR<xMpx^7z&-#}v|XPI#3UlmC%uI*)9bwki=994&*#ymJ8
zAj>%$;KOyY!-CCkS!fZT!)IauH`oH5|GK-*rPZhU4NXawA$Y2yIJ}w~hGy~wh8<o`
z(^+ribF66b@^ijm1I#M-n>(Ngq~j$sLcx2iMzJc^IG9t>Z<CDh4$NIYXVfM?Ce)#_
zoT<F~O#L315J(w+;QVcm`_ORnJuzE(%<I839<l0H=5x^J=`83ZP{PW4d{k~shGu)J
zhXgX@RF$uOmTGl9NEAm^YaHHwPo~i?rc0jl-YLyaXMMdQyWuiM9;a|vu|1ajs~G*d
zJ8c}B#W2+171H@9=4W^<c+IDav8eeg=b%YIAl5|JM3*KptkQJQi}Mauycav;CYs~D
zNp>dWyln3qbc~U@3EfP9vdS_EF3z7|O=BQmCi1M2UKm+VAecsfwb!q&mFfm?hfT;u
zhFvLA>KY(#Ixezast2xo@{z2`b1`E@rI*7p-jP00Q$gs???MigRjUqLuYZv4T85yg
z?DfnVFxjJ+w(EeH7OE~<E4ll50780w{jdAFe+lxK^b5?%!rHFx>==?AIfpX~vGA+c
zWUfh1pQIk}5q><FWubX|y^LPy!TelYi~;6xTA^(%U30CLS^EtKuCC5Y=OCg$SxBiZ
zP>_OwPdHnz4yx4|pth(0^1<3>ko_MgId;y9Y{|y60m&Y6sQiaK=>;2LH+wptF!%#b
zoVgWXkEynFmp(v0FTvDN7fP?J8QgtF>aX<a&q~hbI?Rq5d=2TONBngEX$~8@g-2B#
zL1eP2o@cr~YG~r4XxrSQca_~GT@q}c1;d6cioidggPfet@X~x`kqPfzg^y^VX%?Qj
z+p~1vMH03=bTk#5ECD+FY|YjCry9^_;7@wfe2>jG<8bvFCWt4N7M_z&(j;!19l1Yn
zQQ`%aOQc}#@rR#-Hq**6feyo)12=#q0C1iLwdw$PLUbD+(au91<nSDTs^!W{|Ee5<
zqvIhh#Q0!_H95v$0Qp`%EFw%1uUzkOVG+Gj<j4qxTcJr>?a}5~hW1)cL$0vHr&g|X
zzm7}?15+)wS<2#LryK?+rm!)63zPYfX5K~?>FuqcRs9Cq^o1Bos0+R|xYRvqdE%*?
z|69g`lLmb;z*W~%2>JC`07H5ng5y);gB+O*zk*)IFC<lWsT0J=#<=j|Mf31le?Z>k
zZneSjpcs}WwW0_2V*8?Bo(-R9-~%^^%s;jrT+KKKfouSs&i%d+q22K{|Gs;RPAM#^
zXLbD;mj=baE-TYg+&a}Z3r^A=JNR~}CS%NXBbjD}-Zay(M86)tHb6-PYYD}_eJ$@R
zXWc~g%a=9-qkNV7lo`hl2+kZP4%EEV5hOu#>m#>6&Can$VeaGF*tTNB>%!pf+td@c
z@X<9MbAVzWeKe^E!T~+hz)wUbVD8BPq%?bV4l;_#MR1@K1LQF+*D*DWew2{VSef$f
zPm!FZ#GgJi%L*^fs$yCI^EjktJK-EI0p9_l1G9^aNMbD@Xl|1F;TcMBrxeJMb>~rB
zdyvm~Ao<Y((*vIBNS##5BvQ>Wp$sb%!;eTAN$6)ODEG!e5a~-xCG`(I02f3Ky!Dgm
z`pSpyuhvv9DN!cA44iMwvwsYvpk#x7m3Gqn#V~aE(fr|r`5Ez~YLR`iuUH1(8M;-s
z+F<Tf)rx}=#NJSTp+KjhlZMa(Vbcgu6deL+iz7#+C(2N|w83lq=>aM|1{`(6He{qa
z(rAttSo{OvOR~+Q6+Dfvo#yQ2Se}F2pXt6)x}clY$BYB&1b}Wo0J`xcBE);>8LuAE
zRu5AbTX2wFOX0oR86amp)sFGloW6Lu%)u1S9szT_$J1iZ<$RSq+%f%5B}d^@eXq<(
zCNUW?+74bG@i^wY+HBe=oF(;Y2W0oA(rV;^tQ;sNw9u~cW=hT{meJ}{2OY+&DE__T
zF)U!=E6`=fp|(w+MR??cpI%BQ_=Mh_AGHKID484Iv;fjDF@*E<fZWsyT?mh$zX=vR
zxiI78*uF2gGhb!spaHCww&njiCw@&RFgH+US4(<RzpIn%vi-YrP=AviI9w2DPi$my
ziTxmV4yu|Ec2uePHbs}4;Z~zXD~Hd#$7Rps_SQD`6z4>zrfTdnpx!V2sv-p6LWrRg
z$S_RXH2|-rj#g#}>-1vL*0+mTP}|pgJJ4#@SSTnXF)E57_EXg}AYWFBAUk`;j|nyl
zHj{?JgopCstf2q|89n9)%&};?E(~QGJi&Vv^Fs6-^sxlGXxb!jm)9*&=&7)QuX9v2
zqq$DX{fbs$vkpuxIdNbQ=14!byNdURhbgpMdtIN)ZDGEuqary?^!1Y9bF^G#H%~vB
z2O$nKnT&R}%5QCOD!cRMdT%#$HGAQi=x+M;@oLkXolqyq(vlL2)sS4hTMG<0^ApvM
z{=ts)#+k}*<TNO3zz@c--Y!m`*=US*HcrGeTKAy$jGy0x-b~8z1M&;kAcwteafKU1
z^GJBZIjBqx9S!pC34<=<J0JX&nd_+stS|wIi`bRf!6hh#lEYKJ-Ybtyn_l~;J%=@E
zn<R(tf}?6S-|+2RC3=1>iS<sq*!ah7!?9U9`NyX4+AKd0#<M(hw%u0QeHmNRrXCID
zvd{)~;@b*^4pr*JLp`Fssp82(SqU@)%134IzS4F4NM<q<cRI>fJ8g{gi`P_pOc+w3
zj3Y%Dtlk=?RTZ;CGN<!q8aTqBj7joh`|z80T+-rprjUR3O#U2{rI%;DnX$nK+1vx4
z5hk`$>v$<uZCn%jzCL+Pz^K=YSJ{wniCN?Ylz<~DbqP41Ab|j%QOsIl&Osd*(V1bu
z{xU$&>~pN=plrWlK-lg=(7OC+_Et9FLO?Ne;Xd%))_byRaN#S@=>s)xziH8jRn0=2
zg3Ak!nC1?fEIe-fNFy2j#A2r*5$pZr(IZ!hOfouT2m+@om6v)duQm>v-HM=%*)gz=
zbao6}m4TIe^T0BqM3?AHz1d+u#1>|zGPs_#LBOS6bUJYF1cRpZ<Bpe<$yaNtOdqVX
z|6sgB+L2x}26RJ$$mC=%(+hW(eAW!_)lyWdqujV?-Qq6GbK^^X<Kcn(!K9z~{yO$M
zS^`=^329sGajKNXuUfl?Lwuq{+hS^BKdf(TvpIgH?WN(s8I`_0?g%z%8}ryU`?RW%
zIxyF#U~n_7*Z7s+^J*)wwk&<M9(8${`T7(lE`QqggPE~egW=BbXXA&r<EmHpshWOI
zPBVCQnjZuRtBl{aLzOmv381X)h9u})k}5h}>uS`TK;I~`+r(5kc#)q<(3+1CO0gD0
zoxGJ)$J9~1rK4ZLv#*E+&@^<QsSAVr_v6p;lpmG%){J*gXU5?X<bd4N8xoCTK*qkP
zRG`$)cKOW~QaZT@NbapT-Q-<Neso$Txm-SUlyzV#rrOoy$7!_kY%A}X1#*0Y%Qb5j
zc;)_YJ}$1KJVtKvLSB-5#e>?Gm4_jl1N>)~0EZpCNBWEK6c0CF>j`o<NA177@Pm4y
zkeZ`mvu~?46?|4Nj_HB)-<jb!BUlYpB*eug_PQ`51>8_pvseR}8}MeP>&iEbBl!4B
zBLqwpqWjY`V-`?)NZ-hJJ4eFB_?+Kq#&p2&2=7Woyr%psw`+190h!G)=qE1NJc?w!
z4M_lmJYJ{1=3h_VrS}CytQ9~ODG@ejcn9<7OBeALQbEcP*i?)7IS30dB#}AOBN*o|
z(ut=O!x|T}4E{a~7#`{U0Tb-&jKKyTrc$cQL(jkV;{p<wnSi#_?#eizABDon+mJ<n
zw}i9mNt?it_LjN=po<CeUqaTz-vbiE3PtGrc?G7ql>KKGTlwG8BZD#I>eSF7XCS<4
zR|M=7kog0aX#0H$=@$MU=#KB|mC{tP1xCnVxv}c%wlUtahs|%Yts}8tSg35M9F#_m
z2x;lx6&d|N$XPP0t>d5=IWa=vQ82?;d(=N3TX>*3Gm0gurdi6wqpGYnk>lz)J<YEt
z-3wfwR9kc=DhsbNn^V5&;TLy$8ub+am||FIQz-<^+sNIrvK6$cUyn0b-$MwgPmhEc
zt@8|YTHZSQw&gLB*S{+bxEN*HZg{HvSHN`g-l>W5vc|6QhFkQhW?$dgfTM4BdHS9m
z#axH~$e{{3PAy$kejeKX%p!=)JkLo}mRzXMkyf|;?PHv!=x>`R6XqeMqWyg2*Ab*y
zj7OP_FV*QnaNXM5aWaoeQ-9(8atXxYQPbkK-`z2bNvEu#GN+K1EmcaTzS(1C%NNh5
zT9_)E^)tI*&cx>HLQ7{XEaYvCOG%LDT_Ck`lb7mbb0z^r2E;DZhL(ip(v`2|*cRM(
z@55K#=h<XUE0x$^H8)Qr5s4|Nx4Z@7#KEqI;yR2X>+X-Z`?Wv&{$9C5M-g+NM80~q
z1lYa6)Ps$mXDWff656XY2H6||Z)%RE1Bx*|wg5Vr3z^6%w+w?1ua5tW;Idxpi0dUE
zSJ2$FP_c9>SYjR<(-4+eGt&HU3jW4?D(1HG<OIr{<HC?EIgn&+iI|=ec=h^)4+B|w
zi}N`BS5c>3zMKB*Eb-qe=>_+(1>`;#x@>8sxbPlELp0JBY8q7@$))HHG8Sco4O_m|
zzl)_~E(Y4(1MGT?L=l}+>Xd)V11B>p7p|l_PC&gyc`j($xbqYP=fo5=um2jy;%omY
zW-YsY;j~Ts>a<yzNt?qU+9P3~f*PP;Zx^(}qQmD>_EZu@iI-FT#3fM-ZZTxc2W8oj
zUvd(V&V|PI>A0i$fmH75+>3@U1(Lk|69!y`m0nc8bgr{EI(X*U-}|{%@y&NF(G%CA
z2Y4`|0D`hx(W@_-{ffPv25#ZjMNpa;R0W4yb6h<W5SkAx*RQFK92lXu)#24-zKc_V
zLy08{c$iGi2z-p<ED@$22%*Jm?ELSXgW^5_zsiKqLHEA?Lkx{&w%0wW5!m5{twz3_
z6BXN6EEAHaVw)Umfn%K2*Qw17Aso(5P>B|^*iN1A^sLnzVbgPXGPoR$TnyYyohj0`
z>le$%g{Ladu?Z%bSd6`T3MJRKy*Ekk1vqeTe#N9V?FV?znR7UF69GM-JD}U&4FzvX
z-GQ$E@)fZO__gUFkmtBQ?;C?Z0!qex{tD;i{7s;7tK<9Q0V}J+ZV2H)<Ep>g;vx)6
zFmKo2)jcTmy{V+QFAfQuHv3$O%B0H==N0*a7dm~d4yTSm5wcs7fh2LB<XhkgP)7Rl
zsT!-LmTs`#&wW^+OPG`Xj`+-AQd<^R?(f~6`hVf}#O{k0n!&#9GXcTWMe`U})E5M$
z9Y>f4t_QJHn1oEGu3pXKp~<ZjMTzFPJ;kC9iNn%51rP28p*Wy_o8>LB;B;rDJY5gn
zMf)~5L_Yf4=upfQm!<ZPnd<L2^ohjJbki0s$-+uML%KNBkEd$pMB``~b>l(_SPKeD
zOSVgL_DVBjX!g@83p7#MwRJ>m>I#(FY!^8S9)1&`9%ToF+(7uVrdw#}J1<~F`r~g-
zP92amficA?8IF`5w$Sb0Z!{e;y*pfS@OcyIQAXC@%9^1LH_OVi$M-DE{QRVrsmk*u
z*yOocl8I^0bM#<@rgzM(TEk}0Ogq`tFJZ?|lq%THWHU)q6e=Vi$2mXganJI)2jmnQ
ztdQ~cXMcT`6YD~%Ow3>4A8|x@>=M_JUv8^@(vz!|@kXiQ>3o`JQn&X8mq=mtIp~^E
zj!3HUc9SkcOAfRI3}>Q;U-T)*%z2lU!s?%Qba96%X?JkZ;{9Wv7IyPsw<Oh3O8M6^
zgQ;E*8_%3=%}yai{nAs$Zk|!jQm!%gl`j$RD97KxAk!1UC0?>9dM_YkfYfb6R?`MC
zIBiJ%+AZ^)Un5?9^+|Ipvf`Vo5m4tT=-}-PG(HrbbNXx)<1+)8vfJmN5WmM=m^E~9
z<cPnEGYlN=WrUZ=n%u8mYtvYdb3Jc{lJkgRe^Y(4yduEROComrRQ+TX$ixQjVkrMG
zWx3<Gi&&ZdXVCV`vr?*mS_V9Ql(9ds3RvrTG|#jr|FP1F;>E%RsLd^~p6TFK%sha(
zbT0^!6!2P=j?VJY`+yhHegWLk>_zmh<JOB?eO3K7n~P#z+H_#12YYN;>&HXu8HDry
zyekf1o#UHOIO93!Q%lp&XjA9O1@=-V%^#wwcD$<v=8;)#9}b#shs0>tIuu%Q#^pb2
zQS+mU&h-rlX?e#={*kV`O;%7l5MM6R=u?f2=7z(A)X<MWwu1fnuWI-w<NU>Ee5$1#
zeksYhloH4uy*9UcxD+E+izo;pV&6M<DE}BfW%S9(gFc~lZq~Q*P$u$r>Y>2=CnXZ+
z=$C~XkB76XYr<zX#5tZ&|C(eeOZhZMZA!&-bR_3dJVQKqi-8jZ^W{9Vh1Z2lDj4!R
zo0x1IvkDI={cibF$isgeTh;w=zL&z^!uQkkKmB`;6!?xK{$R-cj7MY4xnzNSu;AW}
zdRF9XV(1|zcOvN*QNhnZ?%!!KeE_~<H?iwh3t`_N=r(!pN~`3r&nDV`-@n&2zg}!N
z4y9i^@)Ns_g|Iw=y{R7*nYlaO`9~`mc|8}Lt9jO7v+nYfxu~}N{*VC3pETb~xS+K9
zc0WWl_7^609UK7yoC|iEI{G6!VKgoX_wQ%b3Ge_C?*LazX`lW+7bj-s!vUZ}f8o29
z3%=8=gf>FBWg5>xi83Wk>0E!?Bqh|z5M=`WMT|6cG*k#d%kQ+U1l6vpFm)?oC57D~
zlUD+^9yXrh)^!f5<2}0x`N?Xrzk^Zk@F&4Jk>BWVfMrZ4KT84s6a?9(rt!C1zM@H;
z$3p&DQ|vmiQcjji_D4T=rU7CEQKpL?$N{MN3g3xIB@MQDpX0PgK|DWa)eCteny*0B
zJv;k-Bq<0uq>k(J#4*1)XvcuOjIV<rmo;%lz~!(D$YTEVdX}a9GEMDkJ?l`eJ}DEV
zrYwLkhI?D1Cb7<%oN2jSNXDCULSvNanK8QCW21C}y$T#N`f9wY?;9N5=n{2i2Pptg
zH>l%u6gnSvp^p}sD=-K1$BP$&Ro)ki@hM+XN&=(z&HHLlyT{6?x;L;4_$vdbuk$JV
zLg3MC)Zn?d7&HW_UvmP~#Ro;v1$#NbCLB&Q59gWxKR>_olSF^qbSzSt7t$hrhJ?b)
z9e&-2HtVTW`|D08s>pcILU0f#0LV{z0oB<59TM3I>g5y3fYR~Vj;C?Cyg~uJ41`B*
z+>nzWZAqL8=8c&FxM0(OV1O?MkQ^O*YjotQ*(BRzp|FLR=dtkEOjzSR&N42Q-r2Ov
zY$X?T7Pt`MTxOvpR^}*jpiS3%A}8Mzc?SiX@-ti>Wm5EWc>StE<AG<bB)Km1k7TM3
zR3!NP{#WD|S4ngyrQVuj6n7t_{7*?+yxBH;?Sk3=9VRtbl+Hm?lY2Rvt#XIX!v7zi
zZ=1a^f058nau#RnZMz+S#RLC=T4qB)yGB%|3tft15dm26qXalE|2OvgjlBOGpF)4~
zwb3*1h!a}9^t*{@$<Vr(Ys8dFg7dr0V;!7nX@?0ZAUs@6#pu96G*lE_4T`-6E*-f$
z7xkgf?*FPx^7EdU@`!CZ7p0H{cc1SS-$)NitPZ55C%mkIBY4-~rOm8Z91jx{?@HF-
zal(ndi$N;~d`pIH1T$dm;8$RxX6K&q?6Q&~_;U=bz+1a>)SgT%x+HsQ^GNpc;@Ss(
zJF7!&6cZ;-;RQ4O<0vk)*8{rbMbFUdxYaxj%Wi?VAlD2^ety2@>%3y(@26nfA<dSe
zv%FtsE~(!?mJW4zhm>338N{{sg_&R3la!^FmAGa41%J2-LO2iKj$VxvtwA_d;>bDE
z@Z=gQ--;kJG=T;*`4aB@tqff*j$A5(TA{_7LcmWZcWO6d>N)sO*busd$UUGHONK61
zAKo%i>Lu)BWcoqs3O`ofV;r{te7Rj&Mz80h<v?whEZ1J4PO5f;4YFO{H(ww+tS`Ed
zL7X2V;x)Scp5JoBXJT#Ubuh@#ZN^3dHK__@d?w>1LLYg^ZS+va^)oc=Ei3hymXLsC
zBBM<1m_JMv`rbX;A$sFK`oB|L+Q=Pu^G8L1()`=E1-na+q8My~$Bvi|{Q#>?$KC7a
z$J{W!qqMvFdtlC4DqYfWi@MYGrjt_^;7?fpmht(wobhXw<l;Gox=zO@-hS<LT}a0&
zBF{)x%rv?f^=`uE<Lr~o3=)wZuUWnVu_}s5u2Bg5DtAw3IdOReT58zzf!3$5kDB5|
zPDdKAe{0xkV9UrX0$-K_($fUTp$ql3uWQot9dL&u8hZrq-(u>C?F*D9jpQm@r`z$=
zHP@4%1Z{AOq;si|_r)k#KeQFUQoLoCLo#Y-kqV0cW5w{Fd?rjS%c4%mHM19fr{F;J
zWnSSD5c~mD4#aS#m<=6z-^`tLW89x%NcZgDhprhH5Bck7K_dQNYu6ps)R(P;C{4O_
zrHKUy#X|3hR6&Z=06_^z2WbKU1VN-%B}kCo1ws!c^e(-ZgkGdqY0`Yxc{8)#tob?f
zo44kVyK-}GSvlvPyU*U={=OX-MwiGk2DU15!$6Z7Q$ilXsy1mLR(mH!8K{h0fDA2i
zk(L@w^x@y|qkgtjbOfRVgwg9Rno9cIF)bjm4>DKf72+tB8nrAZBA+)PS=?cEB`QJQ
zjJ_$voGFwtY>O=Oe_VCxR{-<3ZMQJ&jey<N)@kap_o_sE@=Fbb$Ie9*9krfJVqcl6
zKj(pD4`>%ms3h<#@{Wg8FvH6+%7QlAB{_0$Nx|2iQ+S0T55lQ?y~Q7w6jyyx6Rdf1
zO+`A=vOzkC2JcM>w{Q|e#I0D$lZSXR)S7D49Cr>}xz1<Zvody79B<?-59l-fsqww^
zYuo|%`r0vsf>NGlSM?B5kUM4NO+j%D&Z;BX4qxF+A(vL%eYa!Mo_hRcO5j|lGUU0>
zz}EQ!46v9b9;l|AHLOq~YFrYLZAIIIaYoC2X4QcEZ-GA<bF{M1Ej+F^hN(dj!h5Ec
z?P*VDR%Q}GugmoATI^m`unIsGE?dS;G*%2h>jEAuz}RvP>>tx4-I-Ll<)<A>)M55q
z_AKX;%3nlrIoZ_}<zZhPB^=q-21PWa#XyLV#lpH<$1ev>N^wwhrW<zVX?QjelX&e&
zU(>0>EjUo2cs5LTHWPfhJWFm@abWN7<(?oxQ@eyA0)=EUg+5X*KLpvOUH=weOGS96
zYMuA0_U`L+^1}I?x*iz5L&<=@8UDobM$d{E$#{Rw^{kaRey=v0O)c4A{_X4CA5Sm6
zSvh1th4_N*-4pvu7XPmVa6QIdvxPbPT7aiQ52Vr|8|xv*m5w`wP#`1+lF8|GzTyl7
zyz?wU(y_`)=|t)MTKxnR;k+r;J1>h$n_{k%#>T<@{U~Q6<qS+n>{9&a(80GfZ%Ux&
z7N6HteO*jC7+4>5vSwi!&YxpMcp7lXZfU<Ys%T1lG<CtcI;zgy?q-@b{f%D4a!P+k
zc2$Oc(*<+oINZkx{fhW~GCm<ym>*O%xe!0udMz(;&^%IO7n+x2C=xUB{QZbIR44IC
z>GPwuS*h{?jo$?<|E+ccz2II6u6))LrvyOlDX7=b%!1#qcrGFbBmha0TP;{9MkCKf
zdVp_Cp^b7Zg#CekJqDWkGIqE#rQbu_qRe9($hk%&0cR>zi*{>SKVQ1(E3rPCnOOtH
zHyEV3rtEspO6aVGkd5@@6*#qSu<S>TYu4mf3w%}Hm*Sn5oJgLZ+u+af?CM(zSCb9p
z3m?)C@kEI>+wsQQx)Dm+WIp*+&dQit9&H}cIWlM=7pwQ$h|l{~#=@!$^PjT6jwV;D
zcEYm9G^(Y4(B_q+z;hO7!Ou^or&!OzhVigN#?(MXxct8e34yc*e)q+7tI=1-^=*TS
zcGP8%q>c{FJ-*2~Z$inuj9vS9n1@@+S7$3ylptr@vdmK<(e@#1kry-f3IIHLy~u)A
zH}fuaLLq@7-(g@sy)lAnHPdfb&z%*AHZu$?-me&|<~T34<uvoI#xzhs0DMJ<hTE5h
z6hwFlAea2X^8OEP_`$n{XW>v{)`M%nOBRL1SkHS|^o2=K0yJoVy40a&Tn?iB1`w+A
zH?ww(oFzET>47B{_Z?(%*<!_J5FBt^Ywql^bFx}sYGsB-UiS-mppxzf5biDUOZ^6?
zuL`0=hz3EGdm}PN-r%I2HwotEchIAwMJ?@GpQwZI+HZJE=0W?6hWN^Y$~m_SdeYli
zd%hF&-`76lCPmP@VGLlkHHdlM=F6!f&mv#po&D#9CIE4q-8Q?WeM*F7!WX5tZ_mh_
zuXzdVU^<5kC!WB#M5oN1Z%Lffygkt~lm|HmHau)|wwd3iY+hlSGsC|)fk@90jhLJ}
zL<o+uOl$oF-A46>fEMEBHuwSdKJ@19m0tM!I!=o7y(?0z@83{I$nsR1U>8|i-5z%P
z?9SVu(tN=NR-+IXs7`DK-M~-KYtE*~!Tf=LuE|E*;sw}}7(En)c974aHflN*Q&v%j
z_Oz+wNFr=oS=8tp7iA=zBmp6RnfH=y3DLAQdTGm=!TjZfnn)s^H(BMJDFkw)y1P6Y
zZP9J%BtexRPZIBc0eAfYYVrRu0tEbF<P!8K)+fY2LHqcM{%sQUX%r`pK%gi?TOe`Y
zsPWddwi5Z9u`Vy78V(2$46up-_5eDObd8*ldo<*}8u%-~3fo)XFA%P!gZK$jE3b-n
zr{Ix^J|4jsKC!v(>NiL<8vws$O+(S3J^bg)myupm;SZ`bsS3TjKS4LkUzcCWOe_zm
z{B@^y)Q=P@8SmbWEC2!cq{bCqIi;a;ZS7$myRFza+X)P|-VfD_hj?5nRdwm2a0*XV
zTHZSOkd*)P^ZILM{vZ59N2&YEZPP@o`=@{_)uDi~_Ok)o1kWZ}a>N)qLFmoDK2jhi
zte}+y(NGdKE&}Wyv&gF}VAsRw^zq<Qj89ZmU!ltA>YtSy{mJumnDq>X_MgbP<`^qp
zhP|!aYwst|I3-D)kECv%>!N+Zm~`k|f}MbO%*=`-=QqnHwzlfa4yvw<rcCBYw1Y0z
zDAx6LQMs$by{<HB$~AWRYoZsegLDk)Q<cNS#?8ZQ%iq7eUvK?><0}f+;)5Z};W!Y4
zhkRcO&N=zqn;)<2Q1imxO)(#0<Wnk%#yis<8JF<zc;4uG&Ym8cT3vcasU1U}qNyaq
z=J$XC_SjK}V|4b*SLVdngRD&JI9)xeKK!t}wuX>msQ&0t^_3xOI00Vo>V|TQbHp)o
z!gMXZ>=>_vY-YQ+WjkSDc-_9OST0LiEs5ZQjz{9XoD3^~l3SJXe^>JV?*7a5>ZR<!
z{VIOc_$HK!ep{(M?d_VSJ+_Ev#+nXko<0SgRCKsRTG}yA+uE~mI`ueq=P+Wgwci-Z
z%J*=KPz%g#$L}TUE~rk)+%8&C+zWg6x?^jk45R^Kz%MG4LfxP47tJ=zP$BbP5cjV-
z2nE{$6_<o?zGslPZVQ}GR}L@+#b*y8z7$Ik8a?4rZnp=AF<bH!5#`>(tT^Po7`!8t
zz@8C>Q#NwLr2wWrnm@Y!v^v5)QY$-F>YXd$x=}1_(kf2Odv3&qQNCbpZ<qY$XZXE~
z@>(8PZI%tmOgB7{HgqnT3U?g&^x@4<_NL-|ytwVh7s={!hB_-*$ZD}?zjzi6e{+%l
z`7>|E#Lx=;5Nh06EK7oLvv2afjnJPB&P2#Z2r|BO_9d)B32o1lI(PP4GI>>pay3@o
z?eb+kiZp2|vbX2=vJ%ERv>;AIL@P=N2{b1%0Q_k*f^#k$7JTVu*cDA*upjzCZ@=g=
z1p63uQW1s<hIwR7<gP?N>Q$Uq6M(wcN$DAu19^wnPc#TutT$=94nk_XYco!xTNeOC
z^K1?ISTCBqWL$JA(m4E_%vFp(sH~n+#%yRyu4HFdxa%gX!m|#PbxGlVq|lth#%&?^
zN3YBlFN=x5U6Sdf2g+D@98-^%V)lSh-@7v{*Gxp)#qElbg23%G<{LiV-r+7ID{U$&
zE30aPE`Y_j|NAgck7K@%Rt+X*i51JQF6%<TI&s-YxS4+KP8IGAwG32`v2&}KUf_uQ
z;!?KH!R!9;z4`%p=ZEeUE!Dog$yt!`$8gE@IG@uc_#0Qnrvq~((OWNHSJlPE+nX<q
zpTa4uhYH2A9;ho>I;)g=(uB{1&LGBkfpKx=C6Iom9%--}p87Retxj_UDij_$&pkpL
z(xPLmdY*wn*h;ZM&Qp0^G0HBv<8x+lWLH@&Zcwygu9&-$hA}F2uq`sp+ViGX2c#z5
ziV>R4BlR~J6-!+9%QitiDZophV7#3)COJ0Zorj9x+ZqxIuvz68=FFK*0)OI2BBoQy
z&;aV=5=pM9Y>E9Pa`{cv_#YjM=gGay&y!Clpw-=8M02tvb#v;g-R%0O7j`96)rNp$
z<KZivWu-hJbY}zQRP8e89;lt%;wCe%1uFsAUtJ=Kj3-Iu6`F<(h|vLAh9-r#+MakJ
zh#Jwaoq87d09QIKBm-HOaC>Y5Hq6VkAhL%r=TAOzMk)&z<r}Bv8O}^hVKU1nuSs}`
zwX&Jk8@c2O6g(&SipEIM?W)pu?X6-%gZRcuq<89<8w;#^$MRb*0zDkU5Mi;0FFMX;
z^0I}A?}UVXHXc}Y(Nzp6$NzF{qE-uwLtNqUZYMmTErep-^u(J&IJ5pg>-E3A25RCA
zfak=DAr|${81<pgjh4wxy;A$h{dx}bJxZ%mG{f5(^GciJiWj>KCc_~MF5>rLX%NGo
zAnKN@p2dq7<*i`}nwrL{;Lgsra9Wxn9?BZjjW488A^H~}CmWW&R;=J*qMMI{BL@z0
zL-j%~ysn1o1Jo(hlLOg3m6lS5i8ve;4|4nAM2gzyblhiSN{aFWCIzWsRYEgzsy@i>
zEtNgx4BN`?hoic*S`|?`{n5vw3V0tQX2<Y6Y~x-(!-;fu1`wTuOdNZ99o3PQ87M!%
zBFde7#zk1Ozypoib|R%&?+R0g0Vr<r_fVWiUkIu%s79mu0or9#+_pl-CFa?Y#wlJ8
zoUD7@&PrhO$W+03A75~3nojqFisugx<b_+66FjD6VV|}uG-u%|UzT8|<v0$6=X>u8
zFU^=E)59nw&Ci@)&jLIY+19|+?XB>qnTLHPec%K(wFaTB%=<|#t_zu#R@m^mJhQmh
zS#p>Cx%;lObBvMVwF=W!FvkOu=?sqRh80OusiQzb4RO)(BQ)}dWpYd4Fcma1V@+f2
zL<f~>@8c@*qG7+!p{eQ;-es2ena7Uz-{W)#mFGKmYl>H|hc_Se00k_?_Y!Gt7jof%
zQCLZ2|BW+9U=nojX`hT>T{Fu5K8izqyJ}8x+2~H-3*K7H)U<GX4pcb7k$wHcnY8R+
zS&jEyoL~>3l0=)CXO*HUrB{7!_O){5{X$_z%_^rG<x2$tX~p?9nwe`%0j&XLrGg_R
z2!v3DE4MTy_jFtyWSwrts>F(kxm8X=HJ)SW6(b7h^?j?joV1WfBsOUsVG*gZ?};Rd
zvNdHW-R~T#u|krYpH&H!a8(xZ!1;IY&UzHe7IKd*o?gbj%>OJIi>3A%hn3gMLBEj8
zaMZ%b4XPgXrB0~m1p!?iwEiOp?mum#ZS?}M?np@n)@oOV??0F}ZK94p;Mc#yZVBGb
z&yHBY@4wf#Vk7ot$1?tmCs$rbm|6jq&D}t$==ijdau(l+HDc35rM7HW=%er2D|0AY
z)x-A41U5Liv+<G{cJ&CRUtL>^Bu<ZhBooR=aC=KsV!77psS#>Pej<DaJB|(~>k0ES
zt738P@g)s|f7nj$M1w!=v<LE^iAxUq*!ihRSwS9G=y&WXZ)8h?vopn=EvYBDN?={K
z`;FN;ypT;>mjnz#gsP=|x1E;ggTq|$-3A2X3aPKRaJg%2z-$-YkQZwvwz4@NFF`6h
zdEKyls}aJ*^6oW2pU8Rfn<?{e?aRNoj*xx#Ui55elo+EaAy5~EbBDvorJ<ny#&})o
zY^^Rso0&doj-<-j%wSak->QR4o?)yg_2YsQy~J?no&~S>fPGD$zLJ1Cy;Mr@-9xhO
z4rGv#hpEHdU7X0&HZ<CiDrsuoAmd$8LyUyIiDQ)FssXk8ORNcLUBK<0E}U4bm40fJ
zpYvB-*y(~`*Habo_|^<NFqqSfEtm1Ki@@5_xY`_;7pz`plXsj|W$0=Xf6a-HxPgsy
zf7@8(makG{JI7#_COXd)LKo69bf;44)+igoErzq@jv%bb{Hf#d=+vG3#yq@SDJI9v
zb#AHoweJCdG~b#yQ~!mB{+#BMYa4)0sM+RaXcN_>NHesLcT6g5@{O+^l-P4KLE|_A
z5X}^-uKgk(|Izl~OvS*9|4Z!pp|a2ZH6!W31{UU_NBgHd?tsQg9)A109=pGu2m1-)
zO#@o)$$KORnDfsavpXChS_>xOG$QRwMhr`(qU-xYxm;E;TrTG18qwihVUbxjeWH;f
zyS7|e?qTb6(Ve5WZoxZS`*S6(ZAaA2K=uu-*pZ`Lb`uaf85mbTN~HCr?A-B-0ehFW
zn(BBy;U6(wMO9N{iIvhpf^mlmJJNya{_2RW6Miv~Xg)K!rT5Q8*cA&^uxe_zlIr8r
z-E_q|xr$2#th*B!!eZ}=Wb58}p?Q2O8gSP*PqRdbPiBWd)>CkN-*VklXXP0)rIAV{
zc=+RkvA+CiGenwd5^(s}65sx2k`X4kM=j4w<~Ym^B{-ZPKGfxwzJ7N?!Z_6=i6j1Y
z8EorS*GWj!UWNtZ7Wiu`SjU3dd^^c=Ax{rIl0GWX@@cY>PVkDq-{|5V#i_C52DoAn
z#j{nGXSKhVHLyUyn<#Xm<H=0RlUAdSHtMyX#MIyz-*Vh|A=92Bn*Vq(t^vwem!Ouk
zw<YqiqsXWuLHme<<o<q+oeH<`Fk(no>;%m69rDER(qQ2G1xs-f`Zn)|n<(C4J#?ve
zlHO&m>u6fG1+=_H=hsp`O#>GCO5}R8nAZ_?S*e5!rg$mbX3)B~3C@tjhkrp8+I_+&
zg$aOr=icePG^J{j+*woK(g{=wa#>v3woebDuxkKT^e<lmG}2QT3gs@>j`kw2DgZhF
z<93<<Mu?<MkB&B(P`47>3NhmZ3QcJ5YY@g-zVw!Q5`O6zkW7s;e^Eax3q96<b3=E^
z^0>bF!P-~4^sJKBJZ$9D{Z;NGg+sxfRd|it=`2DBUH5J?3Hy|h=mIuf6DCjiRL}5+
zD|=^;7-tV{uh}oFO&jWJJI%3sr7&>r+vOLIUd?H3<d4pkY0edO;x@UmtTeszv=iQi
z!xf}!mWyby?uN~d$8PFoRuZQZeeuq(6#0HJX7r#;p`WXg+J;lRw+@A6Kp+CpuYVgj
zAO{@2e}K*Y9jx|ekK-}QrRp+j-BT>^unQwgv58A!Nnpok+z7r9`Lxd}2h9eEQz2&p
zb!^4qsZp{yIN^93DXDchD@<Q6bCbh9%ay%53<3tLjU*Y&s1M&1s?NCa1mB1LRK?RD
zQoblKztMZAAoT;v>PWb$aZ?p)UVt^Si;7|Z$uhD+VwkT!4b&71!G4)WKT%=WQ-?l;
zXlr(Fnu%i=M(Ny&jsvwYNX~%Tjxcru;umF99qnGDJ-02aku`94C742G?WavYtdv3D
zKFj{W2eQtSi4Ph`oJ^VRlnHvQeMkOG)rTBBRKROmQsOsCi=(-pZ%O!^;EHn+<xUGy
z<w>r!YRTHsb4GoaV9%SUBx^P!&4Y)IW3OLp1#$z%t(xq&{(jAnHX6uTJGVJ=UAGl{
z{XNaTOL~`oVYHU7RPda9tVK)}O>cl#XSrxndp#mdveg`tToxYm*&{Z>G^DM(7Bj?O
zU+mhzQ3GX9KIYRaCLF_}ZQ4H?8OOKYws=V!SGf9p4Q>)`tD#!b&K*on6Z>jh<U}`<
z=0j;Ed$hyeSU0YoRcJasdqBIKR|}_temGetev_YPxd^{1vy#%L+JC};XmiYavx~?s
zo!J2Q_J=EKxfw3DBE?!Z)Y#P)A6;LwjF3)ruA|;r8m^exiMDaHtv1KmSbLm`u`Hjb
zpXfP2QB0Ag;nN#yndCaJfywQ9{dcG|1IvSf>&819{f`{oh_B&<GeSGgPTmN1uAIcI
zA)VC2OCn>mB{kbMe3<r;vl5yq#+D~xb?gIk51Q`^A6kvnucn<wEYv!g=6pw)SB2|4
zgVP{=V=hM{0$?0Nysq-RnXbKWG6dOnfzw1Ah8jGMuJ}fg${Y?Ud~j&Nu4>rhm=(l_
zzLlRM9M{3BI()=pF|oK83sKA9E^fHHt~DUvX729Px&E}jz!o)npNF{U6YiD68^3ZZ
zF<pTV#>WxoWp-3S_@S7APMJFYk#MchTrh9jhY$Ujxdi8V3i`Utu+<Zd`%P0BpCXh_
zNcQ2G8LPV0eDMUy7Azg?MtGA+i>F8ow3XZXv$iIVXfF>KCJ4=c>cjo+d|Ll`3Sz5i
zHk`oQ&250JqT_~#UBBQMA3dN!su}p}Nnnk^t<~Z*o|dkmjz=#8TAUW9)LCP7#P*AY
zy27vN2A`AVIxIo6<(;|+)izT@)9E~{ZQO);(L=H$Sw5cL{@(@dSt*Y544?C<LU>b8
zafaQWBNxE~E7>=03)ZD;n}#J`ZH7Ap7GT90)IXhdJxm-_@>VXe=0tsr8DIi{1l8ZZ
zBL9UDn$*sxnaLq2RR<Fu<NhOLo&&AaS9}rMp`PYmC~uk*ZKIpMRh`WDT(Vsb8ZB?G
z6~^tQ6#VGH<X*+t^yCI+z}3=ZXd|;;6Dhw-|M@j;m8q<7LOz{hIphEWrpT46N-hfi
zR<v5jGfJeNKR?LZXMoa|_;e`SzHDp~Si_Nh>{Ye`{dS^$5a;|E<1I;8RB!^ec3}q$
zHj`sSBakp}{XLTMziLy)leXaOb+p2eMuh=P!hZlL0yfMvkCNb@S0k&RH;{mrN3D`I
z+r}%V*az+w%BPj)s?bW^QccOMS_1SPfZ**S;ET-6M&mdBSzV-r^7W`<D`b8IoU_#N
zY<+|i<pcB~4(Nkp^L(QAyW)Y?5SG%JdkiccqNqsO9eGr|i{RBCGn&Jv>YPpO7xO?_
zhXKQ9sYJHG@BbBk6#qN#nUFpInEGl$#juMFVu*iysguw2<4+JEC(ykLu&&gy%w3s@
zQQAITHiYC9XP5WDLzem6FXkk>m!3Y5$h)A{*JIzG(qV8V=;_;|IX(zo?-e-5f0l@$
z5A8JR$s5keN02ag91?x+av-w7P7oSat4Ve5+3{ZITNp^Lm@{rm$eggEQ?__vA0?AW
mt7zi9W<5naMB*6O6b_?h2BPu2zssV5_3`id@xSf=ocJI9>iZ)A

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-119-Attention Visualization Layer 5.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-119-Attention Visualization Layer 5.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..1987defab656eee44168c4d872c52f8a711afb84
GIT binary patch
literal 35107
zcmcG#1z227mN48%a0$WPJrLX_gy8P(?!g@r2oM@~cWJEACU~%*!KHC`2reP$-|suS
zv-8aE&dkp9{kOaNR^3}ww~q9wWA}Ofc^&XlURq8X00##Ez`;I%=Out700jvN8R-QI
zGBPqMDhe6~9wr7lItKA8Tx>jY5=shk5;8I>I(9}Xn%A^sWK8_buQ@n*cz7ro1w{q8
zMA*4`xc-;~4iyy@109116O)LGnv9z3|9m`m0dP>@3*aFLa5MmT95@6VxaaQxO4vGI
z!2Nju{^NjyM?idmgp7iUh7Rk{_!0mQhkyW&i16YCA|kAJAnZN>5$DA#YEB6xTs1Rf
z8dp57PYDGmwD0P=@zp2K=(x?@LQv5N2#JVE=ouK9m|1vu`S=9{g(TlgNz2H}$!ln8
zY3u0f>04M@S=-p!*}HpqdU^Z!`h|WD3y=5`2~12%PDxEm&&Vt+DlRDnm6cc2H$WP{
zHZ`}j_Vj-5>mL{#8lIY-nT5{HFD!0sZf)=E?(H8Oo?l#EUEln={eAZbTyOw{zkmh%
z{R?1!2Nw<uE_g&l1VrRN;DUqqh7|-H#23_@NUtQ+kj-3iX}CV2;Jr&IsOv_h<yJq#
zH+P#vBcS8ipg;cuv_B#H*8mIow;=l~VE+ZzA^-yc4n{l#9Dq3B*PY^2rpnG+^i1X#
zYydnpssAXlKKTeAkfLWDD#O0M4Z6&06}A5or<(4<A5L}&p%Tc)448t7FYv-mYgjx3
z9Q)oZcw*n7@;~0=!Br_Ujap_INra0-(runHfGYL&WS`3UDX&IUky;$FlC!!5L@0Wp
z^_Zn4iPD9-lx-JS_6Giurr8F|pHeAVW8JT>@-ao8@T}tlS8d11UEiYT+3U;e1DFbd
ze<`EXV*<tFB>*PDl41%71fV8`2Uyu6K9(n4tTbFMfjH59T=zi8o`s_*62QJmaK@(A
zM9RmEp3EG)XDAeWnsyAH<CJIPr2uI-2Op&8V>(V|4&5^pJOd>7o&lZaarO3;SGX?s
zH%tfyJl6F=LuJ7eN}Z?kML#nm9ub$G9)SSpC~;NZU%UOy*pIvo(hiJ&?I`x2WB)*x
zb^U)e^$!L2)c<^h$^W}Y{2OqLi!!_GJ_9UgP?sJ{d)I#81*WMUwkA;d^}hf(xFF^^
zUllayZmy{sCIuJ<dz+HY{$TACN#8bVV8md8KgLsg`{LgysF~YA)JJKn6lYgDUtb`C
zJ@I7xww)|OjXXb463RUTK8s=BJp)3Y0q=N<n#oIZghxval&DE_IYzH(DjX>2rmj#v
zXQnLnfaa5aW7+qod@9mQ8aUDUt&{BoJW>{aNjN-R?WrV1!@TozM9qCB-tHQqrS3c^
zs$6%--!33gf^f~L*y4=0h@i+xG-OSNE6dtw<KF4IhT$wMX7(8X3{bNOw7^VKLMsQt
z%U7$eU#?b2f=5BOEYE<RO{3OAWhXWrac(MF<cm=T<Vt>^$LA?=$l|rwz%xLU!}kum
zC!_GTP3j!rUb<S`C&(HCy5QYjrLS+9Zdcgoz?vE{HjuKNdQ7;4)S7y`j`{N1LBP5`
z{R5g&(vWHSqN)%+v)!2H0kPzz`sSK~gC=9H39u1unp&i#uSkA-QfD>Gac&dnkWj<G
zz_2Q@H;z;0Y}-;N<3aQ+H?7P;f3+sqF%7rm5@jLsw*V#BPboIE)Gp1NP&+jeZ#v$}
zYE1Xjr%WeZTwL{`8J?YMukjt7x<S(B>k6R^@kJps%FD^lE0T^+Gg#T5PGud3&Kb(?
z_`<w>Un0GiY!KzQh<@Vj-ET5^$!kC=+<APADK-JzrEGXLjP254Bp!QpL~hU<XBJ%k
z46y0tDZ^L*?1{V)>tOwO&fnWciRz=}8AEX6?|&@98aZ>xNaeoNf!Dh1eqb@bwYJ0L
zhQ5UuyEmgFzGZ@EaI4arMtDg+4ym%mLS+O_Pdew`%QQB}zr2t}r??)uy%9%KBCkD{
zl%_`ft-##H*y-n(Y!N_v8~(&n=PxQTeSAiN=bCc;aMS@s)pc6%5%UXJT{tif+#ofH
zsB@V3`f-A^$4}b#!M8>NihM^$+%?+caR7}U4LBd*-R;C}w*cEVNSJNRt2?Z{9;dQe
zMl@YNH;xmj#8aXDP*&1#Rf7&AXZiS+l8Js)@0?IhcJTmWUB51i>&5jo5=d3lK=E9(
zV=jz#wm9Wom0m&{GD5=d-P(5EbAF}Ss}AYi%@bY+9Y-_lWpeC2!@OSBgWXVrGiVbi
z%Uaua{cHNm?|i!l2F8F1$iUf6bLlV#=1AGw@wdqM3SRA>oo`78w4WHK6-GtO54;Ig
z+uj254uIbR0ypX^F!}G5#UXp7UfDrDeZF5a9FTI(yq@mHUc?^CZc8TzZgQ<{Xt7;6
zNpE#~-9VoR>fko@Ui5PBxdKiYMg1qqjes@{#<vlQ(>t=&F0?TV-T)Of&8tolTm6xG
z8H=Dq5z|zo;+M$AjoTV_*ky-LXti^s$0lu3X~?XM#-**}uWVC=Y+|mM9jSED-=A~U
zz$M3H1*0WDLcc$;Ybd<GjkBrr>3If7-M{yzQQP5=yyR1sIWTC&e;k=xY;Nsn$|Pdv
z`(D<j=l~((6jgG~C7Se@xy`HL@%n<{HQ9RoTeray*!8V7bLrh}_}So4))cD7Acg)c
z*gP-Zv+khttTuqFHEtdYM46XuflPe2g<tN!iOH{QD>mm%X1>1pI+timG$^HCYTX4(
zymu6AML{w?&PBEtG`cVr=vxiHi8$+Ff~dP9J4f&gaN=|ex<DCYHh6pJPm#72hke9f
zIyIms$4J?wSsj#tU&>pFG;5$ph~|PXN!0eyVO+$e;9ybniM+l3YwW5=XZTBtF?rm<
z>Kk%&r8w<CJ;yDB-*~J_W3uE-Sf47f*XA+K=E&lVS#AIb04+9?Co!JWyIacP>f9Mj
z;?~ERulnS(-x*&?hoy;f>lzcBTY6JqPI<DK?+Sq04Q+_j7ii;#8{2iB0W_n(9^H7i
zerd<AJ@B4s6|bk4w!Hr!6tAG!du%d@ty_0K5OFPhX<=7Zv>YPcgEA(xp4m|DQzSFR
zz_GSk%=KaovYp5pavQqw$Sps~6V=A*8RFv%o+K7UFB80*Ze*kRp?lkhGJ~TlX+>IW
zd8RB|p`enUT6O|)!M9!f?OM7<w}btsoO2t{uA5m@vvaHWRaEODM_HfCx~);Dn+WhM
zFtN*Gb73cvqI1o=F4Kh{IEdED3$y%vcgg)yY~jsQxUCsPIq7>4&osn|;bwz<V$@L{
zpG9R%So0gsxl&W)RY`NWRibh%-b;e^$KzvOQWuKIBE1Cm<>;$1!V+%^z_b(3GXQM~
z-N56Em^ahu=*v|dv@GcXO=T=(G0@aU_X%xe;F|{tGY7bd*G?xpHq_sLb}`-by$L&Q
zJUa3ZpYynP5KK6WLf}NSsNpH96&>mP5=7N`_E-`PrN`fG1u|f@3^#mqy(L+0J7-8K
zl{f8Zm$lOEO?Gas7T!D^Ew%G~2ITFFUztOVJBsxkD2ZQNe2X4J)2GG>_SwEJZ6aNu
zh$!-@l$l$YQ)<`C5Q=^oOsnPm;JeZG>M5u=)B?{GFOlejAKK2T$C454=1J@g=WBR>
z)PSxW?2*Fq0D-fU1b_Ex<CSi*rZ>J^<jcoK+t_2tei0gzH0M|uVu_2{-nLNNwnd2p
zZHpPO<@D&q2xhJNlZ_)*X}gBT*9aLg{wc_TYy&|YbC}BA*JUK+4WpIlD8e4QoLFuv
z2J8pK>0r!mXA0)qIFRiqD9XQi-jGi>g>i>A)F?ME5UIopf41Qis5RUqf8MsjsM2|s
z_PMyFQ7$JP$>IQF-jO=BO6nkcydGl_hUcht07O)|oti?(rYKDPh{ja-5ldo_`1q=Z
z{kGv8?^YhVI@bNE(-&c@Oba<)ro%7z+!Cw(rNa*q1G}>mBR`8xRJNy;{`KSOI55D=
z7~@>36WA{3RMxXTD7~QRWhw}kqVov@+=Jl+9vsroFvJMMg+HHtkK9hU{B1*9b6K5k
zdYj07<h(Zak$3+;)yDthS#qi+j?BlX-DKltDs_J`iAA0sJsZC||AP6G?7qs@TM8%S
zj}HbePIx#z-2r7ERWU&V6u&_#XM0+4I&s?550W?jTc`?=B$%7hWA4%Ciyf3mNr+^d
zA6vR@DG>5{jj8ht0<CuCXc>0M<(A(bCHkE9xi32BfNpEH5FGgIkL}FRn%zpYiieQr
z&m89HBCR9061<B-sz3$EjT#NpSC1sKsf(+ux_&8AU3hE~=|OB~jzM(({^{(-<7!`@
z0U94NeoMQDARF6<r>)1xc^1z!j=I+DgmcAL$m~>Xn<m0_SGV0O4?G2_st4OGI5Qrj
zN=DgtkCPGyk)7>5&~84yUv*im#(3n6j#jt*M%FTQJ*uFVrk=R*hFH(caZ?1t)Lp-G
zF;#DT@m1Qr`hfWPS@NR!u3}9&!p$RpEMiRa9tht*7u7j}q3*P?gT|6G=N)f?3UV%{
znhTL$&s#S}+L)o~>ngDZDPcic&xlHTPXeQJnegKPwZb1DBZBwl#N;Y0z45_9o6mp^
zox`+vz4^l@y2MMRCaQD-uIR1FEJ5)Yk7vMH)_mAN;$HK%+A{#PBV6Xhiuh0hpA}y!
zuvll-!C=Ei3K7)><3m4R1rq?<ei!zSlNHh1sEi_hiJD9pSvQ<8egv$;j-txuma=30
z82lL+f14ol&|*mWU3)UyvN~g&e(;zL3wQk)&^vcFTh*Fc@{+LrtQaP2t{*OqW2!K^
z(I|hP5(5J5K@W8H%Yi^s?ta;>^8B`tO*7Gv;rzhCakXoZ2fL*a^mXYBq%BI;=7K_M
zsgt-*^Q`}4F3H(rbsBCYB5NoEhwg3-x$<B%X&A+3+_3`fGvE!X)TA7L-S}Y;7U4HG
z$lQ9{1wD`-sEL}#!7*@A@kD-RwEC(1(76?qW#;#Da~{N`Vv@x>{S2_zyNvo=Op=nY
zz07VK)j;|gTsLU@48Y!=mU_%y%v<E~PqDhEj(fqqzm{X&cQ$7b(gzs~P(3Iid`)u^
z`Jv^$tsysCCqG7cTx1z!%&CrkuNYjds7C&&v`Nt9_APjG=1L*U03_>CTaoZhx0d)&
z1=`4)hxrU}a3J7cv%Tmm4N_`ZNyNSaYXmwidY14*i!H|Wojh<m`8kJ!dvH9lW46yR
zW6Ml|wopOvh=0?T=;Z)IX~P+ByX(=}s?yCD-pKYjqc(ZW0@u8rR+D3Nlixqvr^uy8
z<wkohk5mkFjhubk0$8Eq4P%M9Oer2o45y4g=x_Ffz4rtL@H@TN(d9^cf7tLRV8!vL
z<3*p6%5PmC8L8alq&+;)Gv1`6X?#eo$@k=Hm)q#Pl_gX*f%r0v9STPuj~#<bWL!2X
z(*rETnmvgrhzoW5zADeMV2iqrIz9vJ7A&5`)Kfgs`GmDS#pQ*<AguP?(NHpvJhrPo
z<NGaI5J<kpoxX8|p2QT}TnL!&Dd+S>y2<Xm%l7=yZs}dJiTP?d2sV%1w7&1BfEm`@
zHismYh|Y8B3CMU;@F0U#TG04)I^EV1*n@H@Chs@WnAm6cw{wQrzmW|w{DImIyJS^0
zn|T;8V??23X(13acwqx{T5`{c#u6vfLEm)2T6M_7pZ=*cZY2s%6jFRyzvoJJ!@Ey;
zmf#*&t8zM67W|d!Uat9RBx#Hl(n&l}f+45JV{u>%-yCPGWMVWc4ymS5uQeC_ggh-)
zSgCS$@x*3)w<kRp)a&9KCxnaja6N|Q!^k@w+#}UJ`gw0Up^x$`KJNE<^Ftr@JMYMd
zjqwQWJBqZ5gJXaC?>Z;SyJI_uSfKI)C`5#OBkLJ}sW<B2S`k?P>i1`&n`E-{>`Q&s
z!|9Qd&1rT+iuG7={rE$|49aunmhozx2Rq}TIIoyDHTnWoYscu_&j60BywTwPw0r5x
zr%(JQna_Y24V(;^gg}eK)7S64iK89NVHjK9b3llj%HaR}Fis-1`KHmrl9e#2Nw8aF
z?;H$crN2%S2dj_YD9!D5Zpk@|^^r^Vn*ZwiDzs(jL{KXtroGnD9Gd-vznlB=EVm&r
zu*%-g8M5fE;LGEJ+uQz<Y&|;jI;m_Ww^eEKLFd7qh(2*a&uo%W%KG)&r6KVcMZdW6
zh{6Z)#@Z=QbpM6Xm6cnXT{jLBQP+d1+Pn>~O0o1i#Z?Bc>F~{j*YvXEDp?|PL7wP6
zTs&F%qFgOc9^~&XT^>T5rA6l+?DKli-7~+PVJ`(xTNU;NS>#S&v#h^ap~8|qooWpv
zm^v9yYHDn6Bh<lRCo#?955k))GYadPa_&0nHaRbOnrt5wUx1<O{BDBwJx(n5+*BG(
zLomdJpUjS5_cXEn2@-6(8a%;pbZK&)kNFzN#mfIT7^Yn0&$~ixeVBW&MUaVp1~ja;
z7j2&Q4xG~w+=b_mWbL>T11zZHG>n0s=p!%|J~~Kw29Ri!t)$Y~5gPi}h=T!^w}d@k
zpI)8Kb|g~a;;(QXdQ-IDY4==i5{(HN#H)O>i}LmRscF|xy76ln#sY0twv)o6oGaXq
zTl0bczNg_2?*yt8o+<`QEch8fweSpBd1~}4J6yZK%zIpPW$-5p!&5V|AySjV=M_UT
z5|1HES$hancsef&Q}BKUP^v!z+U==LvdlYUXs@#0oS9P}yxq4IWg^F(suiLbkjQ@q
zl%+jxJX9Lj^H5&Dg7p?parjkJ_XFm>z`a~vdOVbn!qYJqSq&j^5}3Bj{f53y0AvD9
z93LW-RYpx{an5M<?X%j;hz5og0$DYZSy1nQx%qjgXha$Kcxrm_A)v-*fFTQl#^N)e
z8gKH$a;FrYc9ca^zB)xRB%%aEeZF`tU{W&hQp$3S*cs-$gBQZYei9{pJe;l?#eNcj
zEnqqy9?10nW09201n9%`JG7$8;6c9NU-k#QGTP68c&mZxwId~5HnqV?8H&<aQ6<mp
zPf}!lnUWv5Gl4N~!f8tWhXaiNg=BT3ysHds@qn3kodSJ~$HhSjpB?7EW6L8;Ugb}S
zh1WLBuQWR3AcZ~^n*55m00&*i<p&S6w`}d=*9?FI!%ZIWf&#OG+xgh=vi&Ceyl6)c
zERnL51+GgIPL&71A;E1k`pn|EGF!@H11@SZYC44Z6{hgLNjii?M+WNiy)W7Df_Q>>
z>xMk=5uX7*nghU)prQl0pA3Wh#f;gelX+kpbJfznkfXCi#o?(nlU+CyPhCx)wvJ~4
zMhiUE?nd(@7$sN(FO~4K1gx4NYBHb_YI3BAX8?uM)3qJcI1*NidAhb&g@f_rzfi(I
z5&)g;+~1;0(c@LaPs-XBuCw8(DgG-2MdVdKyc0HbIn^GQ@17Hf%3Sfr*tu0^P63mv
z44&pgp>fAwSaS>8p8??Ug8e}CJdJ{<`KIgAZ<S6oDX#Gj@IbL9RWXp_;=M6UWQ*Wl
z6dn7yJe;Wv*V%%u7YnXQq~{i|)_$+&rBJs_!+dtCc_|j^<`FR!lxoHH0+aKv95)%o
zSMb)}NR2=E_C5mwfMbOXDav1U*m+XttmBmkp8{YG*Kblpli|S=g-4H*dJy%SCKEKu
z+RI?y8oWhKJyZvh(0yi@LNV?Cwll?iGPBGagm3vJ6)ihwq2Z=O_{oQHN8x5vAovI3
zLnUtW7ESZ9jlsEb_MC=9scuIVRqY#Eq%QnoSA2@k3dqtzx#`YVKV9L2G^4yh7U{Sb
zHFT5hT3eXbW5R<x1~}+nC-h~Im**r3j(+jqm6qFiVz@>zw|DHzjl(?T&{(kMmoOG(
zMz1$K%g=y;)*#KoOXZ<wfQ-s;?QF^yG|h8aBMoAgaj?a8MH|VZe(vt!s@>Y<NnVQZ
z@nZ19IjmdT9wP`aHF@0{CGn`9-N-MtVg|!&5)7|U%F7{fmfpg+YAx(?4Svk)h=&W6
z;VJ`g$^7fug6^wo=Oz#F>o-r=E|NIRZL&SzD0sF!ObE0G@~FjG#QL26Bu^!tj&GOF
zJ$}<4H2P%YEci12fu#@cW5mzeXTUh`L)ran!DoPWXNr=P*1*VM&=2f~OOxTadKhU$
z<}S+1N<Oqv@umKL2B_zyyqQ0K2J8WYw0POz>yZDWp}AIXuqE~`NXr@sh!ser{;XQG
zSo|-VRLq!c)cJ^gY@9=AvPZ@?o0NpNN0MLL+Jy+RZxRGio*YhCbFr8Wu~iD&f4n`n
ziQ~;O5FY<Y&dKHsFkf{zfo~PZ^hrF@?VM$+KHiLUT);OX%2^;59OY}=LG(1TElUnp
ztPJFo+odwC>JmIYk^{fZ1zP)0?U7Bx&HOc>@t=W>|9+-E&=p#{8+;0H>Tp0dd<Ga$
zPRxlhuJiW>*bbdaA%NL@mMA8Y)hGYz?5^V3P4*}$ObMr_8WjSX(i4>w#`u3x)OP;H
zxv}y#?)NX(@d;?cX|@Hvq<**p%;Skt=xgOeu8FPAlK*&A$4$6#O7ZIJp|AL$4x`gX
z>N)ava__O0Tvh>4Z!uT$>v@WZsWz1t^DB0%#NmsF4B=|C1~v9I8^=N?)88|Xzn_Vy
zj=HuoxNMS2dH5?B_p=jDbWajL2yQA_D8~AhHUY5(Mdn^>hB1~`8;|QvHSV>2gPu0h
zHCwZi7@)#4f>ze&yjtnESA}P)tv-ci-)xHWTnQ?YX;b7`Ro%)fbcnsd{t;|BVi}@4
z<C<rf34Nt}d}2dSZ`qb<g3+ju6(#%wwK&rjybVuW`i?k_cu!<5a4jiwr=5|Y#L3Rp
z6P&*8ABjN67!yj==V9X5w4ISeX`C{yx2oI^fdE@9L=q09xcGFUMVy)~LWKA`#OnAI
zSzX?n(zxb&Yg6hs+3fa&Z^$i@CKzn2l(^^NQrPMq!i@rU3z{-)qJ?rBIS!2bW*TMU
ztRd!;3Q`<@I2Zn{;-FCuo{G=y!D<{1kbVXvu-y8;xvZ}8tacgD*3pj(V?VAcu&X8|
zwJ-){W;hPN^Fi6`(&rQ3o7c&<qrjq|KOgu)*V54zKE<eN9^$3+y~Z%qIBWf0I7Ynt
z&Z=ZaiTt}N;5;|~PTS<ON97W^w^8oy!UoV+t<d_33T{;Yi8bi`z=psmf_mGTSHWf=
zvvWynWBpfyFBoHb$qhKsxhnG8uWNWj9b~dpp`JM(9QdhPv#io(a1K5ah6vQi#`WmT
zt@57JE-%*WtuDxrX>k133&kBc(9KlLeSKD)#vUF(%U*D!YSGm832A`b&CPu^*|>U#
zw{G@<dCuiJ4&8Akpg$9pm_Uw}Ne`|kH!#e*BciNYr~AyFL_3UVj{T*v{3yfnIu#>z
zFkGJpr3(Z-$(=%&Y!-K>B~w4fkn2RF*<Yi3j2Yw4?f)N80T){9IeuODi0R@7#cF!`
zDqc_>pwi_Memj{cG&Kp-KaaDOXSU5pEKCIg{(Hq)5YK`(7t&mkFDZi@n_k?FK>T2L
zm0qxnNGnj>)pc`ltlUQgDig-zRigNz8)@DV-O4-&2fV!1HhG}BL!~@Fd<Ojb-PzwN
zqNZ6ow8OffCt+qs-q@NF%e(k7@dHcH%uh97TDgJ*sKm*3pZ;qC(FY}qE#9WWXFz!{
z*uzYxvwSovxQ!(GE^w?LCPD{75A+Y0COG!(J9g@qdsMFvF}0>o^oW*5d*2|49!;9G
zrL<DGKW;lW@gmFXOH8FUasFHE`3FKJ6=dx=aLFc{GWD5E`JLcC*v)*N{9qJ{myXv`
zJkE0$;?2dIhkl@cRi_Y)AbW0O_KIsuTv88ww${tm#;5K+_v`eDcNR@w2VTHb!AD!5
zA7A=~98h0zy15FbNWAU&2bv+`v9A8w-8@Vv`fF1(KGpvh(UKJ8R#V&E7ycfqm(vtd
z5^1L29xEh`9X54&wl-0nc}Jx;4Lsl0E$P3~Q}z!Nto$sP!JWp^vVYheE-@%7mJH40
z>9#=-0r=0Q-m>o?RaQw@u`Sf2$;-GA>jkMjp4f>nZ{W}Iv@IRW-yM9)wF)E9CPiV)
z#pZ1&sIKbM-re_82D^H@6fdioq2zAhat^G-l_=S~o;Hx4!y(#XO;dZ|-PI55TQ<Q8
zkg=m5Nfb@6O;rERhs2_StG|4xy-EoQKh$mSGx}NoQg(10npO{;W6d4D5f!A5SqS;M
zDfDUa6HNn7GluJ^uTG>0okyU8Y?NYWOXNv0)6b~}=dPhcpGu**h|RNa;3DIBL&FpQ
z;#k@3jC4NtL;H@;`pXe|pt^&qVM2F4K=GUO9|eQ`I^>wXoj{t}G-G}eXt`h$$~U8u
z0{ROXK{R(&AA&=K%^dZ`?$Z|`i{bBEF^I_5j@{oCoGg<&IaxHGK^xtxy4`-^&;==G
z={N`3uT;x)1?U-{5YYq)j)OgWJNFDPV{&5hPpV<$RoB&C{lbm#4Cv5JX((*{lI={q
zGR-^txk(Jfz~&#`LZ<CiWNnCQvH5<F2I8LSg3Nm`Og4B)%TJ(P+eY{@?z9Gj1*)Q$
z>%g$fSJy&_6W9}Erms5EAWf&yT~@++U*lFGy?Qa9mhA~MN0ivb>}MSclBU&QJ1!^8
zs`~3@`7cF?>DlN3^qk8K3S`(jDh%yW{i=3vHhrtxB`a2jY;m+%6_Cu=e+^3J$*2CD
zI^l`a(?ejX|GFcJ4aVl8*-2*_<8l~yA~u34GpJrQHXzYoH!i8hOf?7*#&4h4?ejjh
zqkLlwdHO^DX-_1`m1>e|_FTHenZKLWUrY*Q_dBWc^mi#9<;y}F_X1pOIj&zGYuH^H
zDS^7#wiWPu-<-bmKwfMQexJL!)V)eO6*DsORY$pQa7+QN9m58!vYDmOp&)$*j_KHj
zUMR6Jd&ch(i~8<<ZbJH*mhqF7>+6opiwIRabt|{Grr$l`+hzK4k&`5$Jf4${q|Mtc
z^z8g&BSd6KBDq4D4VxzD2Dh{ZXQNLU-oC90<Lpw2-XER;)FRuH_#@aWG7UT-ysv)(
z$lVovgFj65cZW~Ol=w16fqCxp@E&W7q3k4+G{0XvW~Xf<3`%BJo^9?fJ>il&uPOSU
zg91~~q<q^sME1gW)B4EK8spxdrG2Sx+$xVsPZX~=B2q04vg#7#orZTE{a}LWhSl*Y
z>}f(^PrQe<!w^o3z9iB}Mtw?s3T7?i{h4#|_vf5SZ2f0|9_0jdW8VQ?U%VqOw!h_E
z9Q7ONmb8wazVcP$w(bo(%t|FdhcSp$$c7Z2nrSm^7F~Ayo$=D6R?4Vr^qEN{5atg8
zpe6#7+`&+dTIp87IMp7^OwmzRrW<9Z9pQ1H#9O*eJvmjK_NKphB@aNf0l-09J5lWB
z{9Gce8{5K)GC&!#D(XaM4kb?=N(`$U*u+OVEcM^|T}$wMm&GV&341A+8Xa^lPj;<8
zxrzH=vA)}r>GZwgGjNk?g=41d9^7m*MzBt5a`X3}@}#@2oxvHoEmCg#HVct+DzKw%
z%30K=>_OY&rHtnJ(IIa{wfNmo(kqVo3PEH}Cz>MSK<=Z&={S|<rTjjKDA$TFrONi(
z>(&|SiLp{fsRb(Z^fS>>_DJN&_4DM`n3MQbscm?!p^r4gjL3OA#_4VnKPdbsXI%RQ
zkRUfF(7L?3*k6KiXiEyk`i4;(+rEiAlDUnYj|EoIS;>IlMm2kV(eN6QzF=p@XtIxT
zMB-uAd5E_@XC6DWk2f$cOjNmWJv5WFZm@pf8{cv)7mE0Bam9_-hxtVrC+9Zm7_UOC
zcfdN;Nn6RJDe&UECrK4TEysi-EiB>8#mSGhl%?DTW`)buW|2Ah1`TZnpUJa5@jqaX
z)w7#A$c25E+!6QDj_K%8dFd&#m3dV@yvRM0?NUMh`kn4@Zg~BMS8dBh-lGNutHp0E
zgCAxhGI8l{%$gC4v0EVV2DYfT+m;?BRii>XEg>5B-TJ1`_%yB-+&J1=h*~Dg(BE$`
z|FkWyFAsRfZOq9Yw<(TwyQkh6(Ho%~yUiTF1OIfI=z2+Zo_Q0kq3b%zYE;TIPJK38
z6aD&$YN*`ak0;J4D2qh)?8P_bAje!kuj;mqlcd06TWps==LuPxl#nJv0=i(KpMpi8
zpclex@0?2Fm>_3g8?f>=t^Aq!SC$*zadB<=2vUaGt?ZLz=bc6Ugt)QMOJ|>7095p^
zI3EsVA3B%}Y8$661fBr|2mGz!4aG`M&ZlJTim@m?7c5QRmC#k8HWQdJZSrh27>OwZ
zgKa27)mzBKT_t_=J{@rPOSyvXMGj9C=N&hdE*nKv^z#^rRH~C^Z~Jv;aw!_l13TlK
z8`*SZT^R0GRNHm6z5qU8i~0`WAKi|tGV>)JOH~0oRzZa8ZKN@no?bKY2Ix_}bOwXO
zhG>V<Agk!dir3foJq5Gv;vk3G0fG`oM%g95kng5<XAbn=$Zqv!KTRcJ&i#se;#Kia
zY|Wu_EB-=EBtT0`k-~AH<p{YC6dMy(u<el~LaWSP*UIPMlsn<H{a@@uyKRymGX*k<
zqU*WXezR4_GLPngm{xkm49P~t){mLkCrx__H@4!fYdNw4c-GB=YHMCHe`!-%hu(vK
z&tw$wxaGIe-t$ndxQxX$NIXIx4izUe1yzj_{xV!<A^+(p$dkc#l&p+>@M#qJm%(Mx
z&xv5qPN5_o>sU=f%iup}n*7VOa+!vc!y!MTU_CsZJOck*fqIf$Tc<slI(j{=3t+pv
z>u3~yk$layHQ2vI71}OYV*9eHwPafrSwMBKyc)YNNW88ikewV`AIXk=Qzw=|khKlw
zI#w+indC~6|0Vk7=fsPC=zv9Arr0R9z&q5VQPZ~<lqAccl}IY}15s=PEN(%L{?7n;
zuY#=_%!9dc2k(k*vi%SH-*>P(u+lVn83UEZ8{Yb$bX^nMn>6(JE(T>(qxTv!8R_&3
zE!Q0e+fAFr5TiI2#uPU?Dx6dHd`M9_&az(Sj#oxLP@2A=*R+vmD;QW2&tdu+@dpaE
zNy5IC+mP=hSBkcWveI}|YGDa26#mYl`Ja&r_rQ1w7UjjEH4R1JeFt$A+X{5BM|CHf
zb4hNXK~_f@<c;sXI?Cx~U=UAn(&X-;kFG>J$QCL}&A#J2m#vp3R+a!=lR-sZHGY25
z%=?g+3~jA7MLAW*Ri7?X#uB>Xb~*lH=8lb(BLmi}YbC^i5BlY*EgvFypoiOkL-@{v
zvQ-2}jj357!_m+ZM4{8tprG2vl!CxK$jg!qoE6UCHG?r*!M~(y{H<=n@wh5#Hyc{*
z)A{b~h{e7&nc(CZ;7OL930T^9&)&<0d<<9-@}EmtxjmfLz5SHGv@bM~IlH3mV`dRL
z7i#1c>PqVqW%SAc)sqC`@6=0q6`U3y)L~moE=ajIl^~5u)GtJKT`hgNY4h2My%dsW
z@Kw)ZxNhjT!E}k)gZO#y()9PaUyC)1JogUW+at#*x;OBy$C*ZNuU2Pt$lvt6L6)MC
zd2F-qYYXwYJ2#RlxgxwtFw!5c@1_ZtBP>EI;2LEr;!#KZr^@_){KsseUIkBeV&M&y
zXK6B<%xY3>A9Sz&XS)lLns_sb3|rolsNj%$q`JzfF)u2FTn3XIT${)=e`eq%q@@x`
zLXhQ9x$j;3K7RSJninmUn6%#kbgmOp4D}QaG*E26Cjeo?OCy$3tb11b9c|Qn@ia0X
zP@NT#aN%rBFfsq$^%6w{<6e6*QJX8#uW+^(5{z>lNqgU`@Fn!%SF3se#}v<fCuYav
zch_aZ<*(MS5%^9Irdp-Weozt`9&s5`H|5S!U3|^naZk$YZ`nOVYARVZ9NHMQM;CSo
zUp7nS3!rqw0ov>9(tFd51fnZJrUGO(kNibm!_U{EkJA%nE}RjDdkj8c?#ellc8o|Z
z%v)Z-@=b_u{e26EDm$R1X)3{}@9vegfC+0&ywkQqJelI*1=I8yMn!QyR*{jTtt0r9
zV%;|sBc5<tis*q-%$ms43~j@kS7lC56#Kj6(tG22R`-+AD?@j)N$1G#(Sm*1WhAzn
zRE7(chSJEfs-v}x#Gc6I`$-2;IY-*&Xp!-q3n~d+S&pNDZF3?g6<XFP-u)v&dtf8}
z>TpjjXled|lvYSUo%A{oB3M1&R>=*N9|3#YH*u!W?vi6_)VKH)^IdxFJ7{`W@I!;#
zPK=4%6ZACWSa)N0leaT>Qv253SOmB9XjpowW`)tmIfyJb-#^+v1N0}wY~!b+xY$bk
zS&I<!4#!t`Ye6&>u;jKcJ{u8KGeUt2f+5P}Sc0c|pdof`+c^>61dtR*QZ93EiL?11
z{PzMc`7f!sf3Ft)eOn#oNkcW3+z=+>T?3LlLMsq24Om{IQf)}<eh^DJn%xVcy$uX@
z-L#r};H@al3Hb5VGeu#53L!2T=g^L=-_+rbA+I#RY68^o9w?ViC`ClB!qddhZLoTK
zBkSXqP%T6BxKP=u(~D^@PQ2(7r#)BLmP&weUgd}syfCz`qh_<dK~P>Z?#-p(QV~X>
z9*qwtpBqe4N@wZA*t5tQAog{|iL7)No6F_{>T78g-rif|;nm)*&X-P3x<nQ!DJX(l
zKk%pe&i49*9B~g8#Ul$s<>PY_MsY>HV4E)BJM;#lpIp5`Il6n@TCDM-B2n8Y0!4l+
z*S7?^wJ-keEH=UBY)p$_a@crshy9S>d0s`o^DI*)t;>sg%!^42c^ZGhV832sBea+}
zCF^HDB?lIF6LGbRe0%M!Q<1(MNzP=d#^h$$mxG_!CGe@B0KX~VR_BJLEnUsH;82&C
z!ZRSu)9VsE!a0)XI>T|?ov-lDkE!qzOyT}tEizQS#fZD_cO;Wlqq3Xt??{Flekn24
z_>?i*Q|&df-&CXLhD9=!{c0p#jQYP-A`)d3x0;Ll{ryAyfX+8XzMv6ywXK<JQ57(Q
zm}8U1!9#i5DCuIX=??jrd!n$Z2M_4e1e*13k-MMG5;Tp&4LDpC^a1ra;cX<6JBh!k
z#`_3zU-H(e2zzgIEEGII1pp?zDQ=3~)tl+WAUx;yO?Oc1T`(KZF2fyk#>t)JXoVqn
z&5PKFCK2^lKwK}je!YFwS?cfUaQs<%r&!&#6MZruOGo=gKXfBPzt%n(LJxB1dYVm@
zaL4j~Lx**3J$&p;J1$KwrAI4*(_Ix+W<0j8^76MZaM*4-U=WI_X;?LP&CuY9ZXV5E
zK*@CtU)?P<j^ZhJU5<j$OiML8#4P<?s(E<FU!kPs%S+!=?E(4z1Ow&vOXR!MM^<fS
z#4oUYu^hw*X<~6T7%<moW&%flRG-3vK;mIr**_2TB>v$sGb0u}QYl4Pj0X@67PBaX
z#`=?d7+V**pFW7hU~TsIBT)j;UY9fFdlSJC@9|8(s(X?AN>oZg3Lv#T5O?kH8_g|W
zdyu?N<)6DzaqFr&RQ}M_>?y+Quf?wu9x*LUHh7E9X~LO`I@o*%3hD76s_<&Cx&M0w
zX7T;$t9@0uR;NHb+{QfrL8q(|k5ak+GcxbGLR3}_nt_}*U816bvyC|aD(}>u=%teG
zl)w$kv2nMQxL}3zHjIhYRZ~EvTR&XD);9QFJ)Y5AxyR7P!pAL=gXVpEPoCytZDf$V
zrypU<UWs|}%{DGw0KZ=VA-q)gMude%uAi3N26g-3t>_`i&MZM5R|A`yU3EdXHZf9B
zh%3t-e~HR!IS;fLGCk2}#*pKg@Kl^R7xNuRF56wI0<RoK=Bih#c*BoGEVe~feubad
z!MN>stYz2Av-im+x(Fjw?`s2ZPIpt<Nm3YZ6}TB58>xJ45&g@Ufaf-ed)#6qN8+ue
zAu=t{)5h+X^?S~t?~#4BUX`Ddq}`(wy=;rg?d&H){((#Gzv6z(On_<%gSN)of*Tje
z2wOlH4Ttj72Z!decF5YUBk7$pZ6?5HY~AjvOJV@;4iScWgg=cZd3`28A@Cm-IBZEh
zzq~)9A&q~n)zzG3PTnR+cCaz}>0ge&|LdC=|BHSvkF6?dn}1K?uljKq+IZxIg|gGC
zCtuffG0}8U6?%>?ul3rz?dB2Yt_kz>*+ZtK=-`$HY%`6j(L0IVi7F_ETu==sQF&q%
zzZC5=I9A$skG9TPEQvwYVKdX)FqNU26`G!wImx1E1mk;I87<Ptur3YNtF$fFR5}wQ
z(`4{4v#bM)t8d~O$5gMX$3Jd02^PPgHk^{)nBWj0@p4d_%<U5_uw5FBt8rED=16g$
zxYL{;tZ;ufDV{}1QCLvPHQmbYnpy5^+k_%>?#26>D^l7Yn0&$9I9ByNE3}pCr?b8w
zX8Qo52QTQ*KIJh#;r$nmqlqcqRbrVm>c`D92Z8aVWvelfqnwwkOAz(I3hEF+ni~BT
zw(ryf#+#*97$veti}hrDIo=(?GfisptD|=@;<n&fQmRYkvQ1A<3=q{!26(!a)4p2@
zPvf6a?9cmU)(K`Y+vZ;VC9$Fvjx&zjeE`?;bME)1*lGUbk3yZd+SL)8_n1Mux=!jJ
zV3A8vYD?rx{8nVdOhcQp&5!s7JcsreUH~u9zY>@JvkyE)N>YU|UBcD`w9x{lK^$4!
zk@R==I7n_vQSv^PU1nwg4RtcyXLcmpcZ<gCotgT`x`!itM`f~SmeqiQp($9GnQ?;U
z%|&?b$SmZ0ycF&luF_1qSen9P_9DBbo6%|`WM$sjGrprreMCj+f~u#2ut~FkoH874
z1*`6Ad*Y4!c*(G_bgu-E=`{4+irhJ1Nsp-2Is=O-t9cs>qu}IeLZUagVHc01*s5wm
z<AMtk%cP<xC9i6)s%18w%6%(*f^a>pc#z(tSSEB|B7;3GzQG7nU7E-ZvcY+RJ%X1j
z4WFz(yUZt}QbXQ+Qc!%gDnR>N(sz~X>S*C#u>tQOn6%IgItQ9#Gj;2v8v84fmOU9s
zfz$e=mgv0U8X20w{PGeHEVSA|-nacXiOz<};w4r#$OY9&`k6d@D19<`KUm-~#Y^m~
zZnzr^l6PX(gE@t~@y&_fM<v|Oe6}>b;+2<OTxkNWoUl-~s{e{w#sU8L)@W(wioI$q
zi(i0ONdwQk4Ugrg##GMw*>ZFEtGD^)>t_JbA&bHnZ6A4#BfU9}#^lui)8jE&{1U_;
zA`+j*g5}ePk5Z+E`F<7J=qW>!NbTYfPBNk6LH*?>i>UEJaXG#eSE+=?9@hLDbJ3d9
z0rfkn-D>VKnZjuYc0yCzXlw4|uyhsXkAJV&{cT&F1m^Ec#~dt+j%u?r%Tv5m7i1|e
z8@j3?$?I!fe9*q=j|k8}3t3idrm}Ro8t@CYL;u;ZaKElm!6V#4i#$D5Jo*=r^$+4o
zf9nr=Rd*fyM~KPMtIEmb(J@$3*POD|A>wv2m#O#^sDE)~Q}Lf0(BBM;`QwGM*MH5#
z&<$dz4&V&<zJ>ZI<*doCU1z-1(SFp*j6~!IH29RT!J5u4!tYosM;g!Zj_lW|K|1A1
zwL0622WHD38<hxxnQtxSoH^r4{Ztp@qR#sx;09b8*_?PsPNFwXz{)k*Q?p892IW;W
zi8pYFKU;ieo1DZlDvc@`s%&%mc<qNze{Q5CAG7_cC^*pf^HAWys)i#5+Xm<p&DDpO
zCcC|kN}&SAYiq_USS}U*V06`CJALK36}n7vr3o$)*(0qi9M_kI`-Euy=}6vw0cAXu
z@T&_KmFx-23?Vv8tnUenITxp9X(K1@YewYes-IgGJguqGZL-7Ih}M-$%aKSh70AB+
zg}%LPgvT&D*ol362V1|1EJSMff_dcAC!}(rAqOhUU9qQG0=u;W9VOq??YH}qussh^
zEXzGtQ8}1pE(R)vNWt9D)gY}EE>Y;ZJByF%w%-T4`a+fpYITL_!qFPlv<jcNDpS{d
zVY$maS*ckuSo{)&rf?N1bQ0d_%?i#Sha9=0c#7Kl_5HrOuYOXX9R7;mOJ(YJRS9Bu
zBIc$3QE@2Cl&_|r@sAYR7kKKb@FbU&m2LjPQPei60z;oTo3}(LQub#@9loJWUf<8Z
zsiBTvG02&0cf;HE+XBCVqz9(PeunGy6l-K8cQv$Z&5MTlY6N&tC{{=vm7Qk@D4Hw%
z#0oYe8>ON&CkwtpSmZLCCFA`u&`dqyQ!|C8%K(Lmf5~+J8~*wq1JkeSd95tyeAIn-
zYk=Wah#@jG4doP8<_8L?I)Ysh)l<w~`~~2ZsC{u3K5U8KI*hYp<5k?~7Jejre_Rip
z2-0+<2)!se+_(<?e|^<N;<x%;bD(AS{Azei%)Wz1|F_VK;zjP9{6K%TYcEPYjvM}h
z64=cqzBgpp!^u=s(Qhb{1C1h}ifl3awtwCzdm@W7lkOV>AjMU}u8YR(+wqZo^macm
zSRy1Ipp@rBc%aRb57x%6N~htYv*M7=r`E_xA868FVd9R)%2umWF_WpaHPPkxS|1%B
z<lJ0j;SW7c{T7mDdPSM?rgAx0w@DJ&!VlMgMD@E$Lae=0)IN)?Cg6h*6jJUczpLfo
z-ru`~9J<=DSO2?xP#H>gz6vSp^N{DC*^92SURonxHSBf35(ER5!X-8<mlx@}_Cn`@
z#Yv;KOALqu^D_+V*KB=Cwhm}0qcHJIv!iUUT-vB4M{JM`a&?rrq}d1)LeF1gJ?jNR
zq_mnF*DgU=!cZsPx<b1XeIlMYrS;H>Sp|ng>@<E1A)5}vG2cq#3+nrl*SuBPfjz-2
zt+C{8r3te}vZ9z8FTj@l%DozADd&l+`rz*dD#ra4y34J?21?z=pMQbrKWxz!RCwP6
z*+=3=7;hG;dGAK51zV-EQyF~uL$u$xceM9IokLGDGlwrnDGag&Hlyw(Uk6zR$abKV
z2f+e=uM&5DS=xpsC}_TZBXWCF*IR>BgXQ4UmOjJ-Gubs|VG<kTe^Ta{Vc~fAbZKAE
zw2GlBg6nS}Hr*@fMehK#cW><hT1Ss|GhGWs!N%=D5WpStr&wPyuRhY2^*!iEN;##W
zq5Qy;c8VFm-9HoE;rf{csYztAqj(T)=|Y&*K=KimWh0#rvmMmRP^H-L?BQVxw11%_
z{j{byz1z_m7~d1Ne2;dy6dc+5t-yhyz+%I9ciO^DWQz&0O!R|v;8Edi3`UX<sfKQH
z1B&kX6|YLq6XOK!*^7?3MYET^&abo>D_?X|8cs*yrG^DsY{rCVZ1|JAI?<<+g61`Z
z<y~_(^P@HstE0rgz9mXdNIMFaY?q2E64TI@aY7TjZ?tDk5unED#l?RA$*+P)a7LiK
z659u5&AO=Grm4~;bl-wkNxyV<i5M?R=fMU3PXyMLmZ`t|YQlFRwdrwd#F9?PrEl>o
zH%-29?2m$$<`=W>e>@P;%Albz5)W;GHP4>`ksiz<=+yU`8uSzB@CZM0g>>lI^NNN*
zK05MH_7k3CQ~i^s*65EiV?oAtOTkpJgU38B<i-lsn5=q}jMF<F>~ZZv*%&wY>Ly<@
zV^$uwh2BK$d;^XS4>9HF(0Q&yF@(M~ZUo~m*flK{`}H*r^DWSsTS~;{MEJ#$(=0yy
z(rP{HjAVyYrsO;vxplFh?0tIoPL#06m?^4H$ib)t@^z}xDV11aIL`vOFXj6S_9`Ea
zv4i$qPRHKD!cUNHbgj)ROB+VseQ}Me;`s^d=*ie_*>Md8bxs!DJIw%%_}rO^OoqbD
zDomlqeH*9uBGYtXmg;1dnjxu4awmj!@n=fb_nUOzg|&Y8L-JtRZ@gCFKD5B`<~r*3
zd1Z=vy8%u6%+%<~QAWS9rVi?d@+X;}Dt;5{oJTsur8Z2E;a>!sYT0H3l4=qkCToE%
zrS`w<L;O9{-2{&{m>?%n(WxU@p;x7HM4sIh2@3RWj%g>kaFyMm7@?V!m(EHpUd+t?
zdVG1!ep+3U)lzhIRgs}uYKyZs;>)5eo>3Rf_diC$pC&5NzxY@kzR+!GHAugFFzVCm
z@*LbI8EOuz0^KWGY#(-M%Acn|`=l;eMSD)T?Zg*pk)3_vA>dNILLFo<m*A@tj95tw
z9KC}!rM8Rly9g0~^-k8-d9Ph<{~`yTma>$TkF@c2o2|It2E>+PVY*f{Q*p_EPvT8X
zP5g+qAtG^(q(J%d8DM6+sF|5_t2&0$^BK8RZnLfR;tjI#qMZqDfP`Hc&Wr6sFu@ag
zweI<?`XP7e*=Zc5#tb`TR6#yVWroVApU<f~qKwMC_Npez%^|I4T4ka%Vahy7*6>B7
zq-kz$HuUs?Zjqs2b18=fO5gk~WIlt@*z59_lIa6?t>n6ryeuvJrY|Gnryt}aFEC`A
z#J^WAjjA91=)FT+O!jJ55*ozuMhHQYvbCdp<#GQ=soL89>F0?fURIR1AnT{h?prmm
zU23LsL5Yex9wGFXTl;xkFI;YCiM#o|+{}Z)W`~h^;+Bkp-K$O65AP!o5^lBF^s%B3
z4K`ydzM@xRqb>8Lo7iSBY72~ULon{4)h*`~<b0S+y7O|r-sM}vq28&|5+aGBm0t+>
zNo2z3bk4@3iqn*&xB?S*`p4DVu{tXH9#3L6kKSM@RT#+?AJ)?hx$qzYh|0I}`b*mI
z#@b}hS04L231TYu`AGs23w*Y@kTs&c5mwu3VXs7t`m_s;HEx)Y+GT3(R#G&)*u!bB
zQt0PGZuEaU=%~eOj>=T(DR{`-6W{lb4Dd3mWA)5%b!7bvuA=5)ed~=Q>5U^jLul`Q
zsWSxx_BGU|l;ZwyUG(9)aKr3MgCAQT_GKsd+l%R?Clrvj2rwZ!CtajfOpzx>6^Fz&
zES%7@hCb?M;~<E@eah0nVYnymEl~aA&$$XXW`;V>z9j`Z*|~_;a_W7%)l!}S5gluv
zLMoM%yQ^HN_1N^hlFhPb!M)I!UT7YN?$*yB!dnxScHki?GkT9Z$q=_t`5i8BVNQgt
z_!hV-;7MvmGw@43r>gUvAUF^<s>{15{k6Lv|HlCF0^`7nvDuON{sSvJ&fhaapx!tv
z`(GEv%lg9&L%*UmxR4&;sw-hD^SLfi6jU~MqPgt#)Aag=JI%JXOA6KddVZ7yt;jm1
zI2M?w;$C{>2@dlT9srX@fZ0uVSnXo`*|QMrRg3w<BvNPtyZGxWlSlttc2rozOoB(5
zB({DkZGskoV*F-KAH%M3BULeL=EO&BM2!YDJQg<yvUpz~DI7gDF;PC*RDz1Ma#^{n
zb<!KrK>I=^wk*W7<ev^YjWTr1R4l!MRXgbRF&1Lcv>9}&!)}<ef>odp1HLt!k-$E~
zruJA*A_1{v=|G|qtg=MgR4uAmUT;WXO=3ict!HUF%xt6$m5kFwGa{m`EVB|sillkP
zj;SX6a}6rKqhp?837e5gNtB2OS_UR<gyb6Rxmai$X>0DiP{MsruSf#M3rD&rzVC>k
zP%+g%Y+}w?v>GSo<b0@jIG6EvlrfCOE|C*qcE!;qCR&F&LB`F*6WHZBdoq7)zybv4
ztl)_w^oUps7k<RRHNROC{qY&L_L*1TKO7DADVTZRd^uYdI+N039R97x`zmo)>gS|f
zCfp!+MCyOxUpUt6xd+@rpH#~%wMGWb13G85PEI3wypLTI?UY46Zp;?bPF}tP>|=fN
z&w#EtUU%7vpB}7ykm=2fjn^i2g4@}7d-{O~Or~x^oxLuY4*H=cMhnd?9}sxdA^zW*
z!A5U-?v!Ina)gE_U(Lsqs0c^2h&osU&D>%6^<fGdoXoB^96x@Cz34q2bDtIf$LMso
z@->)|r|e{=n-j&EE$Zw`dGM&)ue%Ak^gd$0O*!RR;`8rQr{x|o$r});*!(rnokc<(
zzB1r)XS*GwwWO}m(Y1Fa_#h|pvlW`-<n+=cxzDvd>9@{Xq(8Kyf8eJB%(B+Ii5?yt
zXjVU6JhCv>eORtZlD5UuVH>MNvK_@!`%nwp7o`Z%|E^I8WG8?b4^bc0apTVOW50bi
z1p+s${Ot&kQK{8w&AIUIW3NmkJXs|x7skuS&B%sr!g;+7FW?RyDloaf^JSKn1e>7^
zHs~qrC^Vbe0M38UW!R>Q(VGBU6Xhx-_P`J&ZWJVPu6cl0={zX1`Wx*n@P~9O5K7Rz
z!gKmEfV?Q0WNPW<YV^%pH&-C{la%jXc)LvHqQm0Xgz6RgA9_-|#gRmc)l&m;J$1+J
z3N=1eE2{^0$Kg4)(eGc5;JR<k(cvg0bcAom888x!A^DT22FAFWV2fyZZ=#b{Iw^i%
z4Er1+NEaPalaL+lI@Km2w~yofZWo3Mr609gZN{qiB<0#*v7<l-c^3_#sCN^)sR@4S
zb8;hi{cr6yflBa}w5+Epn3-POik4R;W~*D}u4DF8+hjQE|6gry9T(Nw^$!mqqNH?}
zBHi67Lklx>N(v0pASD7K2t#-0FoZBj3`k0sh|(Y>B`GDH=eIrQzMuDwbME{3{NDHd
zV?Nj3`?~g;y=Sgi*IMiQU9X7L9W)h#W1VD|yLS(n&y75fQJhW~>JZJ+0fa2x&5JVd
zBwZlvXFV8(mnEFzN9EG3FTR#Ksz4XYalJJpq2e(UT`&BVyaQj5K*wPfo#x@mh_r}R
zPVnLAFA)qkqbXyV7>Ld`&!7{k7)X%|BUOC(#J^0K=h=d-xfHza*0x}1ZU9`}a8$|t
zeJjbGrvh>*Y)jfL^`_~cW%oB=Y6YZx2*U7!SJovTlU_-Zszb(7eu!{g4tlhvj6`So
zow<a{Y)O?ajIQhuUyq%J8MoDvvL^smV{1fRgK2suwaRDlwOapx;)EclJw7G3q+S-K
zp9#>imCT;7S?xw(JZ%{r?3k*1<cG#PnRu>)^_f5RAd8SF%~wD-wfaY}iK@0RdQ3Uk
zY|?MC0$l0UCZV;cvnCDnAwyGlCG??%5O3ac>RF9@xoJh1-rgnuvaDNM8g*G)t0nB?
zdI=DBHM!DV>)=FJxW?WxY2C&v6ieW=M<4NyVL~MWc~&h_87i$qS>IhNd3(CKY4I2p
zh-H32k+Sk;e=mY}sX1)PuP{^ml^cRB<hXnzoyT}HV>z=z8}^gzKs%yEw-Sa|vi+O}
zoaeAZ_tF>aNd1`TR%mQW>mm`gg%hREg(!+!2qx+rCrTpP&rb*z-&4aHJ`xz>5s}>!
z-n#WF32;8}|HbU|KSop;&XjKpPmty^oH4)3M<=|wtC(<X@{itt$K_95WH?HhN@HXI
z#D^ZMY|XK(r|`<6P0XP`tv<ew)TSJ>d-6?a2ZO)?WX8=^DCuT-%4Kp`wPW>_U>Ab?
z))*p&c;HUy(4b&!o!RVtIv?q;J1i|{h<A^O+X8G!+3IcXH=szh_ftbphWL7D+)OvJ
z(H<Wg4=L-pzO^)Tp>s`kr75v8V>P%OvtHB>_ph8~V2G$c$Dt>Du#`>FJ9)7-rDBR_
z{O~p=8P@%kvdYuyoh>cfZ4;SZ1gvU$OVF`{ihj7aL@uPlbMe~7MQ(|wWfMSrkQ6_@
zcuk%#g_YNblq}n<PyA}6;3_g`CJiGmw#4w<lHWAs)VOz4RzTwXF%yn53G6b|f+?%y
zmrGdCS(g|R437%lrn+CiPbQ)0X}ZuSlf*ru|N3*bWFAVrraYEF3f_%|Vsbdn84!mn
ztJJ0K9+f$=V-#G{KvZ>TT)B4H8+JU@;YO+YGwsBW35iU6$YhjkI8~pborhQ7ohqBv
zH)({mi@T50RDo605uUb6e(^c)c8on5no%(l2#E2n1y{llH1lhL4GVoBHpOYnxh?@}
z3${KuQ=XymNGsdRmg4ljLikc2%xnK{I9Lo9zC50KXtNZ?(>m;$5>C62_<U5^<f5B7
zz3k`r#gn&Flf`0`_uRTl$)Ee)3U#}jf6LC=FEDr-_6RW&BL##125K6w*nfGp{llTE
z$;-7?tBdgUxQ{?<N?#6@Eab8s;!c(Ou<7;H;5hEk`#>>aHB<A9N{(ao-XCU<1Oc(-
z8B~>}18NSQ>b!gq2gLp8i97$e>;46gDVh(K$M$oL5J{JoI#9$bAGdq8CLCi%cm^2O
zr^?0!XF7y#r`}n8P+*HgX1dTIqpNZkS-BTQISNwD68d6us84S|nYALD-E4ZhchP01
zpM3K^8Nu2uo%QIQRrnKD!DS_yG`ib;ayg84OeUgV^0?7^_zwQND5n*AmOd^s>8dY+
zujuctkk7pkt{-D-`!Md6L%}5l*h&OnV-!JgB#z#x<n~T3zPy>?AS!2Ktv!yRak|8=
ztNIYgA5O5QK$3LSvHZGY%jxzyJ^R4Q>~W>=nV2b4+?ghyf?UsuS7n-7Rm0d1C|=Yi
zpRGl$YJu7nHa|G#FGk!yjzkP#75xCLqQGj(`^RePb;`6HE91!FZdPLCzOBN5wvN`J
zAe3=fnT&?OF+2KDbp9i70eK_wV?>;Z0GJ&QhXLKdfS!Y>Dm5GztxRV1q4*9<oVF-7
zq~c7(k1LKRP=xQU)7CJ&zn?b?eV$tp34lK*zaU(hj7yu$$Ua(&<@clWMq2&Ryf}2{
z_~h;BRQ-i_^7}Mik~`tX1B<v=fp}*ABYh}?nwC%<bnM#K&_1S*#8-+H_%yfb#x4H#
zaJW_O+lD-na+78Iobx5~Hd{{W0U7$!@73ftmA$+r!cz#w-E~?Uw%(B292CBxeU$<)
zSdH7mA1@OW=yii>+M^zwY|V?yPKZ_;Hi|ls8=h8seTO}2Fj)GayQd{!lp7DnSP{0R
z35c=^6B<J?S-0>HsVPvC5iVmAaP)EthCNn55^c*z@bW<2H|AsX)a+^l6JHH{E!U-6
z)n$paRjd#sPzr&WQzi5#^6IVXQBpL2@DjJuH=%x(^+H16l-y%xhZl!FkdqWTYMQ*f
zQt|x3`zEGykNrTH+9IJ?$pYDXib2j*5S5q6EinSxb6xih$8CBRM#@&=1Mvh+=<%kW
zk!+s(Hdby*fiUxp*OtT(7<aCFM7>R{)&AjdLtUe~-6c!s8iS2Xz5!aWVkBHQ-s$1p
z_wln|KG_%SXt;7zH{7dc6}>D@e)#cYwqF8TayeO732R84Zpz>yyV-$<>{V*||I>K@
zBk)M3x>hHEqI6O%4I5a*pOE1)L{B~on@@hF8YQ^Ou(&v4$p?WuxH)>N;y|=`fX$XB
z4#c=AywR>$<CYKfwc{L%pPX+lwnO->l~xK2hre)m{(UqPsUv(&(>7o`(B{j*qte`-
zu{jjj0omh`WBoLGbU9iF^UsTfCi`L>6B9+DgtO(OX~}H1Zdc+h6FLKmix-2>T#)(!
zsXB_7?%&{u5{+eFZz*@zcQdfbBo2}v)A;su3_=U&8zzhESScHyBIIuRC+YnST6-Cl
zC5r&IlNY%xW2PN<y=n$nT^>YnhWPG;?3pMn-8XC<sdX*#O?b)CqE%6r;jEPL0{LCc
zt8X$-wrzz+yN~A0o1^k%)%&xTKSNh({TO3lF#kk{HuB}%H4c0qQEM_cae`*)iMYGH
z-}dv)61AdBzmO906Ac(7YOE@?ehT<Px-GWA1aP^%oHePh(hyIcGass=bWv!RU8&P5
z@Ez0{ZBg<ma*_<IEO4pLuxtt&{|>%=$Ks7hRHdV&OV|PK?qN5Lr`cv&{|CKGkGEf0
z4yH!mIn<k|MAT(92jVHm638$MWYtGwK8dzzQztRNYYxkc@ZKZEYgJ?<G1}BA7o44K
z25XS_ud@(m<HDUi%?_S~xGp<wSU1<$(D%z%)&|S>%izeS#1$$n<>1l|Np)XH@mvW?
zaS7Ugx|P_##4uf1u8gK+xHYlsjP|ZIK0NVF0oiN5BA{XEqdhd+xM47crRGvcY#Bz$
z9;EB*5pnz5dRMl%aV4AuR?fn17*(wdV>NVZl-;8l)wh)}Rr_ywuN7(-NE$+FDTSZL
zGi0xCYQRI~Su0J5Ys!wwc9wZ7l!%ASW%|qZ(|X8FNmYi!$qLuA1rto?)@tqGoFXZv
zXJOI|oJkK0#*-oPW&)5F_G>T^N)60j#j5{vH7e!VrEcPiH2(~&ms2$I$tzA1JJzOH
z1A^hTJbg{>>;gG;>@Ge+_SW}!Ppl^dl7u6fUcS~n)T?8&mdlV${_ZwjlIg@&LWYkU
z8t<=<7j>T~17oHu+kaxhT5>$2A22`b&Xo>yS%=lF4}Jg0-&rw)?^#SJG!1v|d8=7c
z>kltZ9CYY-_+5%7#dl+{Cbcw?!{lpA*@tx-=og9~YSgQ`5wTm`(fm95U9DL=K^a6!
zy3DA(aW!&RYxdtjT(RM0K#;$#6CVj57)5PEc&j=WR&j8R#44B-^ggXvr{^_esb?&i
zPh5D^B6xI)(p+m??tQXQGRPgMf^zz5hWf;`o-nRIk_XmuFx4|9LkEwpH9dAKOoaad
zPggfllE?P_4j5RETW$JG!sBz9-aM+WR~CpwJjp(suimuivk+M((0CL?yfEwAr4-8q
zW@<5NwE8STEhC`YOkHiq7$ZVYax!UdGH)S4l;TH%h}2~W4KaF&VeYAR7ElUvE(?bX
zxLHLF(uwnYeu)ra>mqA*);2PI@ciQ5Et8C_2hx@RHQ-VXgmG!1wjkYBW7fOT9>1i~
zn)7?%L&E)c5iK@BMJmhY76<o7QNw8wU@>*~^H|llCo`v!$Jh5)OaTk5chm=q$&Ll-
zm61pZdZ{VX0!P>K7c8&ZIgDA*Iv8~8m@VHFvpQyE!)Jmb&=fSS`CLrCKW$|^2xWS>
zV7;-~SB4D?x55u5naicurths-I?wvp7fVgZXmm4h?9ZpvSKe@rdGi<1Hb3$WncZlR
zkiO6-FzuX@%<GyBROG=|Se^GP9u)zhr4I8h*D^dy&v>`B-vc<3;Vk_IW}Dz{S%dA*
zU>V0_V&qDBppW6Wm$~AU5yaV38oa>A5#*(|oqIJ^?Konl;7DfZd4Bjd_^0!1l7;Ka
zr;Q7X5U&$EruVt5$>6rF^MOr^gpzN{01xB1%4&)dZy<qad$Tgwj?P1(Bs8}b2L2=D
z@Xs~&yT3Nx6Dy<TT14r}k0wUEW;7AX#+Q6D4woD^$DTih5Ht7d$nAfWT#g4O{|54p
z1v8A0mzK-f$t@s$UG(5Ti9i820F7@?#iIW>HM$h|yz_M>mqWRrZ=s~W3lPD)t1YKq
zccOc}CHpa`Ri)NyhZvG#?$+fd6EP&flOOfaIvQ&X7h}lcmn248Kzc${4%q@(LX;Yf
zkbgpd{(UYAeI0Em4v*pQ0)UO&44Jsv8+4@FaxCPq_q9L&&|Nafs|S%}4Egx_do@9I
zYA4z!r8@Bes>v2JloCKB?q#X)BAnDx8E*{qygbi#eGhW-_~o(O)2^8ZIg@BLZ!Rl>
zRD@_&_^rAoUhOH7=oi#wDV)-#WuTzV%%CuzS7X<2wQCsnAixVf;L@s1?0OtN=~U9_
zo6M2XPQZLDUS4POBX0-t>m|*iB}U99%7M6i6W6anGi8f$gHX;TJV7?$5fT2kRjW^P
z*-@ynSGEK$Z}NMD22*6WpQ0cd$uD|bWv2FcIkw$m7LYS{R`pyl-@ATH$)q1+xy7J>
z9Mb0(%tp{i59sdUUjy+U&<U!y%d3p7J?b?abTpN=Js*dEav-q?!H%Af5nvwmFRpPJ
zgapEBEcW<<oD<AC0nqPUSqQ2mE;o*2{CG@{77>*uqYtO|W1Vn#1|L05*L!zAfz5C)
zbPsATb0{B<gA+QLsG6t@*zQV_33eb?{eh*=w?qOq><94cwLjn|?{d!R_V_Rm>CTRp
z^t->}OzBA=SnG6KNJ)Z*m+LtosW*A3Mp<fJ3XWvHh-`f{e7wt1wSXh5)w$H?Ihrs&
zQ-3tbyv6wp<&m?uX3!8_P1?=BJrNiPqgua|zIpM)yTN_a1Ye9Vi<n`#c0JBYkm;Ou
z54Y1Ws!22ki4e0)v5OYW4uwt<=6SEGeJA}X_CTbeh`)c+To2~?Ahk}6LJ}?oxWA78
z9+6@U0Eh_$0KR+JLLzD#Nq54XKam+FC-yj}3^X43zziHkbp(M+M<i!I3YAfX45{LL
zavbM>ppV;Zh!OZkJqG2x>O6GoS>Uif5X>=DUh6V!SS$eH$*Iv;d)T7TzID&tz>U2J
z^yq*k)CpWE6;54gueV=}2r5(aaas=8zVlTv%GXA*Jg#)l+?*<(P;{ze2HAQfG_X7b
zb{ILOG7-jI=!>4R48_GU^C_|Z8+q?vXi)0l&Bw)=@~;s;k%jTySEW~F03i79MOj5-
z$7g{}?czF+N7MU=J?<Aa$W7JiET=-HT5l?|DJ}9(f;rV6V^z#(e#S+b=x)Ch-QUfv
zMKe6Bz$@#c_3(RpBeaiZz(%7FZilgq)Kvrz(SH2I0vXuS67KA)mMU^;{Ho`l`OLG6
zGd1>+r3``Zlc*MbLevVL44;A1Sn<Oe&4aH6_RnnzhAsDD1bjO0N2Pu2<-(aJNjlwY
z)@V!V*g>S()iMW<XUuqpPs?1G-(1^9G#(4@Z+xT@j1Pbxe7WoE`$E1EpkVV?Qx|Tw
zd?lfZEAT@F>Ef76KHkEC+&T$0{aW%-$mLM{lQG)^)}&z~#Y^*sq`^bP{AOlye<-!x
zI`YMO`K+(SVCNwVn?cLOB=>ba(+<O)dHV|a)K=}>;8Gr5|KY$|R=R>zME`>1h;yq_
z*>=Sif?JPBSB+()ySd04vZdwrgn}iJ53e9rMQNRFUi^l6p)roWhwqBz;@M0O^0+sG
z=Yy34b?lGR*&S6%rRkMS4zP{4)epxSvkp@1L_MfKrc?h5de$hrQkZ0FXu0_v<>rPl
zUN9|ZNj8a=M<%#B|16SEgps(f;!6N`H0h73W|ezCFrb{Mr}!5lMv}YGJ2H1l2m`r3
zy}b8i;X_`Kjd-)@^U<)n#4W+tey|_TLaT@$nTWj=E8imf6*do9INNu1Y%=sPVAwIa
z^^h6~FbSfQfgn@sq}w^lAn*v6w@Jk8Zy+Cdt+GbMc_yc|!?h6<)$!$%fPof&{(}Vd
zA;Qx+3O$!-j`r9IJX0<&@#6F%?Ius<X=4gcRr$9Io+X5BDXK}m^MtbKT`sKlxY^qX
z4(=yD4^?1QR18N&7trT4&%$`g_P=qQmeo+X4+#_+Zrz4az*Rr%j68oekVL-AfwdU#
z7$qwnZ(W3K<{qt6H%(K&Dn?Nz=@~O012ukF@0^4=l6zcI>pEX7$sLS<XXt(?Egj$Z
zsEPUV1gkNiw3wfS_lS<M<wJ6f!oz}Z48~G$mq%?aub1BFi@Z()J2Py2X^8IbemDOk
zkV{*$<&e}SS4BNsz7|s;bk4w$&q+MtvBahkM}Wk)g5i}N8~et|5q<96uulrLhZz0k
z5_=ZWwndGpeL3t6gMh*d=X^~DQIp3ri+L02;?m+;zER7q;beaciXfy){p@*eXllXZ
zx8!gIIY`peh@5w3s(U?1=VJKMGgg^NCXr(~-36{}wM8JQwjARl^)}AaLMgC_2;{p5
zPSR*d@w!&Dx>f(<d+?TrU|@Mx<J8f&duM&nq;99T8qUuY6|l24Kjz1J=*6i!85<EF
zk*FuK+gg4M2-OTICGHe1r8>Gb6?$gVEhfv*GKm<|g(j)|RGPi6p-_xf>mT@n1)tx4
z-&OvE*w@@U&|-JZS@DYcMF$sqTxmOKrH=jUw|*kag#sTEfo;gc?=7+VtYE8YnnQC9
zm9{Zyyz8v8?GHM}=jm0q`kKQSTHMVj&<pgn6wot2?}&E~va&KB1o6BX&xX(|Yy?u-
z%6ItS=gJp360733la7h3`)7{^b$;HTKBVJvtRcY=w`uefq3n)iiR+f7n*K>}*nbBq
z55R*?tGpUF_B`>8zTK}3)RM6^F#p&dr{mO7*S{Frdx6g7K~L~<Yvk2vz+&}vW1CeO
z>dK0@+<fiZX<8@aP_hNYmdt7bAHFdiujYNuMq}^Kosjx~;=y)W>-8}6_Nk%gJ4=J#
z2>nj6y4j3VUVKCMIWz05=SuW)O@E++nS>)3FTvw02`&ipicwzbM(G4C<|i6Cxyoc6
zJ+kq`{}`h8_hTr)q5cNNdPkkTFhSw(wqng^m@)yno3t~*(o@TXq06-2NE|Lw!$>lm
z>C>AR-_7?5WDZSKNZYJrMe#@h<^atx8@E%!&!{z<s*dGW%N6Mr*B7I4Eov+DZ~QI&
z(js3xeCud(ToTbD<w!qw@Tf}TS-aghsPWdmc**9Z1?SY2nzK)-5pPn-Y@!L)t5K3W
zTO|vveBX|Xc8R2Q^1y7Xexi9rzP0Tpbyt$$9M<w;bBPpCJV*3}UEE|s3*+*TeOG4p
zOwPjW<!CXNZesP@dih@W{^eGO!=rq{A^~BG%Qpqfd0#(BwC=m@Uop^!YTHnz37;vl
zFu*bTMf|tB7T7=R^Ja&4_mpj(vM=B7It?+E_UuzXUg@j%huYfXP#57uomI~E-SE}d
z25*Fq-mx=Cp&n0LwJ$iSOzWnw;2QHTcUDmg-V%+WOp}RZvdKlTk#B^C<jQXzA#kS1
z+J9;Rgwwt6RtzVPd01uckDCtMjeNcvI2iriG1Db&IS+ftuf)iKqipl1MB-giSjrch
z+`8@d7vFl~Mq`6l@kavXSEOlO%Qh**D05jG!==gxup(4GR=dX_vJKUn7P8QJ^&KHM
z)1}9OI2uz{M&734y9tEfN$f#4<moRN&U7jXBVh`3*Lw#At%`jrw+`kW)pU1^gezgi
z!%WJotelF!D%;!NgD*UsC370V$uIW;wx99C90dXnJ!I%^ASMS0?9Vh2kO!PrtnB&N
zg^5X-Aa7<e+mTEVdk-~o2qauuI&<qKf>Av)G3AX%^?SQZl-dV}oBjTB;i9K$?B`i?
zAuf8yxAa0Lnut|_c^d-Ba@p#JHY+&P7%02<liv+V-i^K?OV5-&2R6R0->8sYr^+mo
zop*D@<Mj$g6*`JYRG3z7r%zrFuWW)#g>Cw|`XG9{++B=<q;<{kDhAavtCZssE<|4P
z;st~S*`VC;!)|wOR&|!?8b%w@{Z@evKGFEzIBktqb)&PkIA*C`I?iMjrM}gt&zYIb
zy_?&+$VH0Ibt;8JIBx@{r?jSEb;5-@8}N9``%B@H>8CYa25xCA^&&kG{RczzpVL@V
zGYRE8meW3PjZ1ep{-Q8>$1;I-r36guB(8PWH2qo*mNA;f)LGR1)Y8_iE{KlL9^fE#
zbNNF&XVUHu+y`N?)s@CU_QsC83|#iiQN+81QWF7jL}ziGFL_!&jCeI1Ye`<c@dXd}
zw_ADy(HwgY6P7dxGd}r*8|V_^m+OS^4d|x1giSFpM?SM^iW&$XlK*JADyq;YH(D#)
zc4j0?F@hXMp+jC&Vb;I5EY*=*edXaNvW)<F4$%ihUqS-R#O4m>?b~zN(>f-lif=~8
z5sjCRsw9>|EN8)w#W(d|sFe6_cbh;Jobpvlx}GWBku~cN#K3`{3=4i!Co;27nt9FY
z_q4V6tkO|hZdrp~jPfM@Iyd09rBT@fHi<sh$<i$v*O)8q<yO{<Q+3hIz}o7c?>TJ6
zR}+btrmB24`29yqrPonJ?x+gCz)!M5Bht#HKgI|fi{|@nV`V<#o7Z3UA@%o9gGKOW
z3H-I7lk_sjyf*c~!mk*Aw+{#9KZRB7yMh@_96GhF<U=y1)K_8H*ChJpI*Rel{f1QL
z@5=t7*c`)jq?vmyl5Nv8<j7Q15UE9lUqa+;!|KJ9a`aVx9?BNBKrtfHoW3hUFUggG
zFo%E1OZGl4TzRj!e)2gRckL%pR>^11eYe4sRYSoxq89dw3SkYm{*I9ICcsuQr5-{2
z{GGZrqcW=>vgqF&P{jfrCF8E+P|MfzL$qa5BhaX-=F)jJW&S@33@aZ<6JVqe6dFzQ
z5l+^@+$DP*s!SGa2G;}}qZn2m?EObYg*ly_tB{1z#Q39?qaq5@p%oUJZ0j^1*U7>>
zx0tU2ZLZYEm3qFR&@pL|GMHqG&Uw80f+l3q#Vp!qdkD|1zVAuHO2}9p?wqG_CPPK$
zWD@qz;9}+P7`IT4u{oYvyX?)e^WZIYcB<yG?f%lu&C%DalBtQQrNMwZ?VtD_pw_^S
zLlXiw;Q*y009G0dc0eP$X9)p9^vOU_a)ZSX4P`8*09zUH3tj0l(%lcR&jfTAdOuGX
zg|_q$&D;hu??(Ox`YK|(QcyZW=DKv{XykK$uy3O?bM_$>EI_{fs?vQEQq!=N7o(wE
zY;SIYR`CkruP{ZkFROm0qnmnc6cRg;=j}+>p0ZRP-pbqOja%=Zigwm=S^D|4&9~J_
z-A_}ewsZhuMk+m{zmekkUV7>Y{STiRQ`MNy3lqhp<X?8Ry{w|U8f1N+_5TK{r;VEj
z$S<G0zxsLY#P8O)7H|K-X}B(yWf%7A;^DO;VdZb2!%y~roA_!Q7jH-7h6L}-#U_&b
zK_m@_r0rqu5vJsCpq<c$5Qe~wn@RECK!z7njQMAYJg_~TFt<Fr>`s1_p>_$>-scdS
zCo}6eemCg0U&YJ1jPsH6VIl2HtG4yDZIzS8l~Z$>ZJ|TNVLpM}PWW%2T&2UJn<;=M
z4v6SC8M@lI+Q8DjG)uTCKQ5ANCXVAfuK4yj?sG6edtNvDOKgx+z1+mjA7XFkoiqo1
zkppP{ehCUfJ$>o*(hH;Hx~l8O7<hnL9>5C-NFDrLs_vy-+j<`G2!p?Fsrd~gDJKaU
zzxnEVzJ4)sUGwem%W*~9udfo3t2YI{sgCDE@!025UFr(g&nU;=KnItMlfjZ8wZiC3
zc8m$ylQK>TDX3-mX<_V<9zy;vJ+eu{zXL`wEKZ{&;x2K{4P%3>Oq>`nrtF#w{do3@
zd~5nb+mGMbHGvZ+^(-oih(0zri*;UPTM$p8&vjT%4T)Hk0QbMmxnB8<!UW|Fy#oae
zTR5|mK643e5qJ0MQDv)VtUROoatpoB+f7O8`U7eHufn_}tb)8ObcZ|Uj3+mVh#R>@
zAn8l!m6MvwBXR)J3apG~owZ8$Tb>D4lrX^)i>gYvEOi|}isx&ZFUKtBglww4pD7Iy
z16Y{N0w8g)+pGuR1C2PCz>fUg7Dx+pWhOd62h)|zm8{_e0Yt%O_0ab4%9Qrifqrio
zvZ)cWDNnG#zQ8ffkZkF%gXQx}5|KK;3_E%Eugh*S?CnSS*1t>my~Q8G7?RyJHMKfp
zI$x<E>7X`>wvav~uL@G6NSQ7{Lm|dXcU<3(2jP;fyRfN(D+H0QsakU5l3*En;AQu1
zv(P9*jc!WB$=$PPf%XMu*p11LOlsElA?~JU0<-Ao;0Ee}O13v^naN(&vvlgwbatpu
zDd)-VA(N>|ER`~j{_Yl;v${h`hQnN6@~hwI9ej&;w)=Bfrb3P#Fr^;Rd`HjIoDk7&
z%|s`>oi#J<PWYfOV74CDoBkl@ENH1!a@K6JBv$Cd<WV2xCtoU@$yVM5XNp0S;TEm(
zL1E$;&aK5y_PpYBgel`Ou39pDmH;ti4}P)(M90)()`G*yFHxS5aPoG^zt64z+O^6}
zg05cn9lxz}(*6w;H+_S~7-m327T_Rn@HI@`#=EG)h5xuPc?4?oi_Y&?h%x9-4s;$1
z^jRd^+9QAQ)VSbOUpefJy;J9=#8t}n8sht|&}I7)psaZcn;}fA?5x^K<(~&v+)+yt
zujt*!c^%Q^K=H^6)Mw7Ii^zVCZ11CYz)RugcJ`VTM{%P@X?@dd-Amg6lKzbu@ndBE
zt&(@@&JzAQtkM7nt?eJ6hKxeMW5vOa;ZQV0O$I_kUC3O1FOCqbK*eLU%|b9KTnNnG
z!=ofW57wfCv?Io`*hXWunB5Rb5Rp-=U=N2iC5UaqX@0`O+l<wqrsO+zNqeH4e$C{A
za~Z|TH=Gf3t4sHi9#b5=<M!0XqT`H)jtet)|MZqpX8Zcaz#7&oqb)qDI9fGUO{J_b
z8m7y<*`r#WDj~yZS)f8TuJFma_nw{)LewLu3DzTO)Loq{bEjN2D!cR)GurxnTg@U9
zK0uvoH+!Lfr~L|>F&H4<{m~qx?l|Urf$^o4neO{U5#?l!$y{fW68p?SRln7S6Xngl
zJbbqj<vLu+%8z?(wLB54wgEJ*Cw6U$f>KcGkB*t5Sw-N165}qH3cou7K-LQk(>Ged
zpy#8%fu44Z(Oo>v!ou4pdx`lToaMSHKZY8>x*g2lhM}^^6?Dl<q%K#pc$AM%)DAhr
z{dO}LIvV$*L53X*>-Rf;0|AwYU#&p@^SD6muV%sga{m`1OvXO**{rkzs5rZhO>KB5
zyDed>GRS0Q60U{T!77WH%+rKv-WyXU(<|)!WykybuInF4Y#u{h^r-OWyLYxfQ3d9o
z&o(%7zC{XWY2m{T&EFbjzr4)W&+&X5WjIoKbUsd15?ye+MW9%6FLdVx?o*BzX~y2V
zhi`FYK7=O*V%f|-JfKLs9WGMR$Y{w~!LojfA@B2BSgy!0Ish-AIcvDgO^8A-)#?Xm
z$d8OBZ5EC91PkxgsZ*&MR`gXT3sae#8O^q|uBVmj@{a81F0k0eC(*MA!6Y)L+zN%2
z%<_B3k~>6wCb!%CPNeW!#}?nG_Uj#dao4Zoi)5f4<Fl>HJvtwuldO0)t38gp%wuSn
zwA`CHGnA5oP;(T!@~>qO^_D0$-OObkb~z4crI>m=Sy9R6vGu8EYTR8JK71U=Xk0Z_
zF?ss9!FbUnw#8=K1Z&fbvh(tqbx*r3N^9(ib|Uqwx$YH43F?(3^HcH7Ap#IYEuIkL
zR;D)-Nj3+EGN^AvYc1BXM(4-q(<EwyGe6*hi^k<=#}IT_9SzZdgIw5WH8kW2W;H@o
zgaaKw%Wxr8ReDD=90){sBS%ZoWzd}_Nh5>sQ*EA!llof;5mVAOsIr8!f`o?}^3y_(
zM-i8K>5_tQ=b_rLrG8i#Wg+|}Xh;1^sW}h4+-2u<25IU$?p2b8RU(`xM5GR5H?&?d
zL^4~C7vQ{f;KsqsjWCJ0=gs<RdJ`-@$iR`o>xRIZOllaWI9eS`l-+s!2ox}$UYvBh
zn_e7XNi2MX1k9*HY8q<tud2~|B#tJnJ#!R>ifYbxNqO&l4UOA06<L{?pJTXla8mC1
zph)xrnI9{i{ZyXl_<qVqnFne>0+Wilx!KKAHR05u8hy}JaY6mT^C)lZ9|zwas93v8
zEe7WV$)+qXkmg)rcs13Rc`}(pyM`>!sM6ohGX_^C(wYk?pBb+?)z^GE8AL6ZIi)_g
zm%`cBn+S36wpng_JwFnJChTM4I@iRJk?3)DddV}=B1NVP6N_TZY>dX{Hr<5(45A2f
z8CVR{{vjjVr>4zkW!-5<`^F^$)pl>gFs*6fP3b13Xd+BBwe8@$+bWLvR~C#Rt~u)2
z4GWRsD>bjl3-4*ac)LPd&gm;<FC~yos~>O3+ujc{!A=Xb8uTuYtjN1@7fjh1iY@{S
zQTVxmrNj@(8B|wtr83<lgh5;X4V+@5`$at_hP8v4y$H~eHXU@(&|fN)gMh=Y^NnE<
z3b;0)62*W3T4_LC5(Z}L->+jACIK28LY_F>eRH89OYV(9ecrv|1L)i#C;7b}?Q|H|
zT<@<o`X*z<NE^GqUWwPD4}L7LA1ZJoY?=MVBxKKr*dnEIyx%$<IQbitdR>m2hrwO(
zg>o}0zX5U!rq$Qe_&Qs)yqnGKTEKgy%=eA)gSZN|FxRnSImf>ddTVH@|6F-=fcI7D
zc~35Dl<&ZHbS~GZzz;`(9}Z0fL~>)#p2<>edJJ$hx90BZJARL4^%xoxr|vP8BRQ%<
z#^e^e3Ca!sN^Y@J4cv2#P}m$ULBa&KX6#yz)L5J(aq#YwTgr578vd$eG!Z6H23D|W
zB9x4S!EGsF9S&IJ@3WagAplJ<aTFfA{|<`H_3BYZ(c2-f(A}Kgj5RH`c{8X7S8~0v
z{3<+b7hxfp8Esk{crv6~ztP%Qwq{fF$l^t%TX_$I=9kkfOcdvGo)*_G-Q@J!`nQs+
znHf4nOPG1U=-m97xJu@($+syFop+q(=6LB_)J5ZF23@Cj#9eu03DBKp<0^I^<@0&U
zcYiN^s24CQbYemwlwF5KgQe=>OU`eOzzlg@{JI-}8)^QJ;p^9+!gl{4xlbkw404tm
zr5TO2+q2ogzN>PO44qEL7X6am<g87*3hj6Eg}x%BhEi&ZUZz~TJC~^b04LmLBoiE=
zTwRzD6qZy_S(sEO74lv3O=rv#<FTINvgJ1!)>!>`gu_KX;&NguhVO2u=jUe~eTbdn
z2+J*VP3Af21Xr`khy0cKVE2SRKa(c%F4>mbkKb<U&P<+65baS_ccxko_S-ZVTee8u
zqB4f1Tjf40VjOLL3#?^;4GVoh+(0pT>h8zFx3}bQYHJ@2U!ZT+En~lj{yPW2Uv&I?
zKRI*8qoec1Od9oEgC^OAC%uK0$0p+ae%kLr&wmE_7a}Vyo_hbhuPv*+2U#Du-in34
z_#{EhmdAEldboOXtfEZ!|L*kOp*s_!f1Iq@u?Y1_g1!jeneZS79~<`r$bgR8RTvv9
zuilf(M|lf~9g>jj%tKeKvkL+nNMmhd#)2O&%RLM{&^-o0e=ihDW0@kf*nGf|=ToBQ
zn|0zxpD7P8-z|_AdIMQElIbXV7#)-GcSRx*XK@-+UMm4s9yRhp4Y{}pTSV$z4QF{v
z{Vui<bLuY;bzhmE>b%Ui4jUSOxj7eD_+;-!IQK={f{1$O$rQ9EcI~qQiy(d(4$7F$
z|AtM3XTXK7+V%s`0P!X5a)O?$G5s9)d01Z_o1){JfD{}`NV6Kb2Z2r|9#guU)oSLH
zl8{VCOUca0N@9Py%!PHC$U_B7&Vq)7xPEl5UQOUy53fs)$0?iBYskQt(L$%fx%-KZ
zgRsy_E%oZRM`Qt?_{a=qrE`4AzN6`lBg>6?FvEx?h%4AzDT-z_)by>)2p;k}BHOpM
z6^y)@Ev3fpKHVHmX4>)}z4dy*bQf;^`g+S3A&f7d{~Re^oLa<G$Aozu1|pqIW+#j7
z@E>cy>x4&F12#~36!XBQE@v1W6r-H#2}+L48(GW@>f!kpYJws*AV?MkqAr^M%t8IC
z%x0#g(lxTa?0{^#ZZ7ZZ;+;;sr*kYDeti#w{Rn5wj?LTQVxI7IX@wPY+Acfj#dDH@
zQ=1sP>MLxqt_AVoD-G$?6H0vhIKU&v{w*P2b5jEYyafMV_l03Y5_@lYkC$%Fl9UdT
zafjh-$asG*+RK$R5}f7Px+G;zt<JwUd?;_Wq0Dpt2$`>-2G}J2D=N2i;Wto)c0u_B
z`1BXWiLzD{@_?Mfk;5r^=dbQ1rCTpJF7AhK=qHoQD3s6un_j=Z*AHUprMf+O-`4O<
zwBPdH*4WSO?F5LkKR-y^eLnBDzGpvtlTu#d%Y4*E{H3&`te?mJxgQU{WjV!XzbjZ+
zUzg+kaTm4`?=tlC+Oq-Ne5<@?nUh<+T6E4cDn&30-uEM4lAaAR?B_1--qd~bl~WnT
z>6%r&iqP~ly`8?Ym+dX$s<1DcgK(TOXcPIAW*NDbRBkVqX0qP4q(48~Arli9QOR?3
zZj{Hwx>LSE=&83_RDmlBu*APcMQK^jaJ(2aa*=;86Wn(;g}B^d@?mWh@6A~xAX%8f
zGtEHEVeogFr(b02sVvjS8@T=$GTb~716GR+S$lUB@$`D*hCg&dM(|vOM-mSWH%ipQ
zFTYQ2$FO)L;!%*At~Y$wP0@=@guuLZO-NtMJVE~}=>600bK{XNQCAXWZ`4h;zDr1i
zhhZVbaoNd!ggpl^`!vCACJJyo3`p8hiCZ-@lP+HDt0YGk^kP1AE`Xp*tWKPX-tS_p
zw1)yOxV<p6hriyJ?2bE=PjRBQx=!P^2AVM0$VPFctOQDeV-k~*z2pzYFnRp^9qa2j
zHl87gdwi3*lEWZuUiQNDSAV99Ysol{hldc%#se6t9GN1<{rW*ajRyJG?qi`Aab`~<
zt_WCbmua1?$Mh0=m+y-`)9RF$VpLCVUH#~?iAdicf8G?=vv+SG;Qkl)XFsaISLss^
zkN{z;GrA3)Nk5q#MKHHNuuitv@G&+BccVpZe^<uIFv@W3_^$AfqAZQk*mEGq$etF!
z=!_gW9uR3&fu`w=tIi~<H!Je;y9vQdYJRdkz51jbo;oR(%XC2gy|-^%c`jo1!_Ryd
zIYM-sRrQ#xXuH>R0>j$S!YbSIx!c-H@X5)Sw0J1z<3L*dG|k4OYnSdh#(lPh9E2};
zszYF5JI&J!<{!$z$F67;Cy&_Fl9CEF9Nxnso{YJ|kFD#Di#W0Kq36@@yY`biGuV4m
zcP4Vil8P75peS+6tbHVDS4j2g_y0v~?_E7t1@01Z|H5Q@av?)yg|8X5FXjn&Irph#
zuz8)bzS1*HBnyB!Z<MLY0$Bcb>@dVIfKz9O4}rHOfR+FBI8#WaMq$TTiOl*PU^M;x
zI1eshLS2|w3tY~Fi%y374&4gT{+fRhT@ZH&*L434G+EB$<C3~3rTL2GR&7#ypNXky
zDIW^aSeIfKu8`~{fiLqmFeQn|LBEGe;)_U7Xs$o>i0nE&KuL~1aHGe;J{zJ^Lj?PD
z6$m>{?+zr8LTTJvsWW4K`e@xt+6$TQuI%gyD$Fz@JR1EpkBvoVL|B|@meh_U{tXn6
z`CMQ$nCf1xT1gmIJ~Ceia~aNotXA&kDB{tY1Nv|>D7#Laovf982n$Qoes(NL^{3^c
zr)t7s!zc!3ZFVlUI*1O}VjKf*$-{&!%wPsKk^g3d{$(gBLKfv?CXqFk0($BfKHqQG
z3rDGoYH;<pO*u*5>fq*&ToQbQ6+T$XxEpv5-F0A|FJqq*$R2%~-e(C=QvEN<-BQR}
z-<rTppwsRq2_wqn38jFS(FhaHUf2!{Wr|-Yj4B{NS2-AnnEl1Ofv&&`lp^sr5Q}uJ
zqvhdP9plEH>v~I#X>)+eW_&kU*aR|F4WulAS^6;sd*`SJ-QIGCnK-Fg7JtutnwRL&
zUGlEZ$=r8$tYZOd|M~}w6Rm0TovQPeZqZfGD}9Yl!_=QI1SfW+7st5YJAXfA6fzL4
z!#9-0*~i!It$Cn{#YNcGjAGbGLd7kc?fX7=cG4NOSeQ@esR*d~nJ7-xt8zad0GCCf
zjCkr6YL`}=isw@B_|x1qSExY&@OKB#r*nu@GwhrKY#X9p4D_YS1mX5g9ytjtogv!}
zQVaYX1+=Qp&%gEeQSCr+YC8nY6cfQqDdCG<2;9_~D;Zd-1w(aRbpJ@-J;)keqRh4d
z@)Zd(4ymFJSKaOre;uh2vZr~TK9<VQag2<hA)P{ryK5+8;<6VFfp}QmRgHArJ_VLy
zXxJl}p#Ed^A?idZ3i@^sHkmGcXPmz%L7xD~14i;`9d9(5BYyR$OmWc?IwwjKL8iNb
z`72I384XbE78U)XX|)9YlYdD5{kP+>$s8?!Ny>@jUc8`F@6)L(#Wo6AbLy|@w}=Bv
z@T%<Bjy8t^WCbjI{QR744s7uvQy;M0q4YVRW8gGBoe007cv3gcL%EE7q*0R6qygP=
zUkhAnF6PP|eaZdJY3iG8)v)nZBV1b`2^UUF{aJ=fk?5RLGM`c45@Y-3TJOx}Y0RRQ
zrUFf5aiV*??7>{S?u;C>H(TDaC@QFQL1Ag<&O*mi)l?hSVI#VGf)bT)I$jEe_RPFU
zyu&cFJ6~^R`oWXdyRVJv9ml?G;?q!QT@Z!&W}42ts%;${8jOGa!>08)BmOgV_e5RU
z55C=ZMWj2K%Le@^^|31C8u=MpT%)P+UVq}z`8AmS^;3%6fsRAR2d(-%B-smVMF5o{
z>K94&U-o@f@KT(KiGXtOy7LR_d=qVNp4QyHCj8nLefWe5d%G~7{o?48REl@D#q`o^
z^FEC6E7VuzPMGogc>d2z+>KB^HqL>zlW7o^c)`W8RqMuW?Kc*bwJjQ@!aXDfA9qtC
z7(>J>i!2jy9*pMVXvQXkdI0b><}pL^g%)BVH5d!3Jc=m0zo~_5N`kAa%Aw`(6cetw
zoN07YgqZ|)QA6V8qJLoYV9}6f22vG<U^5r-pl!#Mqw>;_l=NYKQhX*9vOZ!a9$?Dt
zJ#AqlJ}c1rOpYptW5nM>;r~+!0A3z~ZdcXC-Pvf`Srzk-Nl$ek-1z2xi?Q>)V@a{2
zF%S4@ag-HB(dnj3;nt&{3!1rx5<OBHqugFnLQW-}%&!}r-+B&6$OH~K;JfrlIec~p
zuTFojbA59|JLwwpeK(iEhsxg2cK)~n703o2JK|!g8AHA1&u_=N$UR1)A!vIE;a<FG
zcMW-v*MFzI`(6Emo1_*3WEDQt3vj6s<4j-@`w#Sd9DpT}gDQ-6pm)Io7G76A>yT+S
zb;?a4o}927fP47<U=P0Q#c`beLWFcP;4aP=S*s^H4PX3CLuDAXCZ35zFgW2QH^i9Y
z>#XC9R>BX1LIvykUKeGgIr{lHA8lJCa%R?63-|!fm7t&<hvYvhDWG*Mkcq?=$s)^O
zL$Ygn8pvnA7hY^YB8!*`6XSt2IDKw8j&ZDnlu3$UZJx=LJ}Z#@v!ot%5LSprEI)^e
zIz|lEWR5af_n*!Ke>OJ&0Yn(Z46nUqlMgKdDt#}`UueFNTbdUT!RyvJ6dI_$$B-u~
zFoQgyp4P6|JZXw)jXs6+c)PjNY5I9?a6N9}xKb#GwNV^#Y1yl3&}R7=?y9x$53JG|
zHpQlR7?AG*55n~O5C0eY)qkq{r$0x>;Xl3v&96Ua>4wYL%;Jo}t3DDbFho~TJ|6Zg
zGgRduH#m=|upx1cJ(VjkQDqomQ_R(pK=H^nL5VAx{FwZcTvy!P)~?4h(qIFr$iX1)
z;m8fEE7}CR{fflCQ-)`yCj;-mIOkIW?nUNjL60?_+?h7+4*B4__FNyB7bYI?brTfv
z<R<-iIs9$u@#CLX<OMS$dgxkzuj$8y38=Mi3lX0UeX4gkcd)T#DDP)LRZblgZG!t?
zCJ<%g^kj5+<}Mku!3Zi(T^c3)2CD?cN&_BP)cXipgfevLV_s&y<ZvkF0-Ol{p=+}L
zJ9Igz74U<ktlUtvp#fG?9{)i-yH`%#24PvjUEKcHT+>{5=KHyCmL(oY*5}X<s(ch+
zAwH*(_v@{D=a~7v*ZDT>T?$7gw;IXk64Hh>SZ2L>i*opzJ`juP&3k>`L>G;MUl~z4
zhb=E{J-E@?x21&K<|+dY4B6Zt)c5D#^EVVLcn{CKc(PN<jd(vT-B$b2Xm>9=768Vs
zlRuzWX4=&FQ&c7}0RQRwZ5XvGIY%iQ9Xx|jDrSy-NJYcgY^LiF?3k?EVD!>qNDx3*
zGiC~D76L2)Ytduu0Dr<cLii*5pH#x_$jrE<6LLAk85%Ff9EvFD#OXb^GtENcC3V?L
z0$nH=bF=q3eDu5^&nZ~uq1_&JM&rW_oQ3^~tO)TUZqQocQy}efijR=0K~grMgVDfh
zHn51dmUT%Kb~QBQLq{~@f%W5`{OW%X#`<q%dJ#v`<HBIt_bA#RNpCVxFyM;+_tofM
zSEs+7V@QpY9+S)Yzj|3%tQ5YgXPpS|o->2M)!7^H-~wvOlo;+{4)(%DUiO}cWM<es
zR7C(79U$mShPY9Z0gZVvm!qK&<@P_hg{sWPvV051nMy{lrKgtK^$MMxo5G}nz|2v0
zvY`#$)KJsV<OR~@0lDn{SE=v**EEE`TO0pECJ5GY4eL?jwrkQGv@ZPd@ksB324uC)
z?&FYO0y#Nf;<z7=3KyZRva-f%9fJnsV^;<-1bWV+k~r>Bwf0EwkJfY*68~Q}_Li36
z$kotGV1|V1lMN&%u@nNy9|67npL_Jb_VE8-&Y270nwY6@_FuVxikbeR-~5}lBMj(`
Vz#ij2Qvm+AuKa&lkMY~r{{y9Y!gT-u

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-12-dog squirr.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-12-dog squirr.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..27fd75302471004116ea0ca5543d45bc8830b000
GIT binary patch
literal 707
zcmex=<NpH&0WUXCHwH#V1_nkTWcYuZ!I^=Bjg6g+m4ls~os*M;i${c)hnt&6Qb?Fz
zL{>^(PF6}rMnOeST|r4lSw=>~TvNxu(8R<<Uft5x!pKI?*u)5A2qPyaCl5D|1TU|I
zk)n*E5y{~H0R}-120;c9W=16jCP7AKLB{__803NOWMu>c1}I=;VrF4wW9Q)H;sz?%
zD!{<R$jr>d!pzFb!U9xX3zTPI5o8roG<0MW4oqZMDikqloVbuf*=gfJ(V&YTRE(2~
znmD<{#3dx9RMpfqG__1j&CD$<t(;w4-P}Dqy@EqR!@?sXqmoln)6z3Cvx-Yf%gQS%
ztD0L{+uA!iyCzMZGIiSY88c@sTD)ZGvgIpQuG+MD%hqk%ckJAC=<t!F$Bv&kdFs;T
zD_5^wzj5={!$*&wJbm{3#miS8KYjl4_1pI!KYxMz#mK-6@fMJTcnr;7f<S*Uv9K_+
zu!H=?$W#u*%z`YeiiT`Lj)Clng~CckjT|CQ6Blkg$f;}`^g%SK=pvVxipfLOk07ss
zeMX$en#l4Q++zrT-D2QjW&}navmk>#!?)M7JKiQ5ojRcKDr<_=)irOomN&lB@{Kz3
zO3asO+ckBiO*vnpcg*1AVw|_&*^*DIL)NTP6<v6Vc>>3iKu?Jqjl~y|y7&$r-fNn%
OsNs!BpsPaq|C<0&#`KQ>

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-120-Transformer Architecture Diagram.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-120-Transformer Architecture Diagram.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..7fd4d5ee6f0dcc20c15398c9d8672b0df6b51c8c
GIT binary patch
literal 43107
zcmc$`2RNMVx;8v|w1^f&nM8@`(YukNNAF#NXhHODlprJ_2tqJw5G}&!F}jFo(M$9e
zbw(YGneWNF*53QgyY|}ux4&=g?;pqGI3Dij?)P<`*Lhvf;3jbkpeyRiYRVuyJP-&E
z_yOT&K=(kGh>1yvi7t_lkdTsIBBP+Aq#!4!V4|U=qGP=VW@Ej^!g8Hcko!72KL-oT
zElD2!+rnaEVqk7*c_|S&K~XW0UzOmIl9E!8Q!r9eGK$<_xgql3{@_|c)R*wn@%jkx
z*g^Qzcm&jVxK0ol=qC~0A0N=)KX~{Agha$7mq^LTfdcR=AbdOm0(?ROA|gUUpmYfE
ze-I%x5zP(ZJH)iQ4@uZP=tRO3b1!k+t!ks!8%A=9KJttpCA-SN$aIbCCig8KUNLbA
zNhxWWd-s);RaDi~^$iS-j7?0<Z0+nHJ2*NydwKi#`uPV0Mm~#*j(Hv%mz4Y_B{l7B
zdPZJ;LE-zN;*t-as%zl2b@dI6?H!$6-92A=zkVMX9UGsRoSI%-T3%UQTi^J(iP}Fn
zJUTu>pPv017aoY<Z^Ht9|7~D@85cD$E_^~l0z#5s<HE!D11<t;LZTbO#58wwNgjI8
zvWtXYqPv@zTh&I&A*zR@f8;q#c9m0Xkqh-}Xn&0Ce{WzB|3@SH_ksP#xTZlA1bD#W
z5m195pp&y(d0}M#*H?vmXT~cW=r}qn_ou$V=O5UUprqX9=Q@<%@D{50a~$Fw2@3M+
zvy5g8k*{93=xq5lzJfPU2Dk=P)hWT!Uw?=wBT<N9tjOyytR1y$*6{3{)>!FH3~zF-
zW6P(wg?~if4QA@~Sz@JOW|nQ>7s^eadZy8<m&2wFvRmKe-9&#M_b<vA)E*Vw*(vbf
z<%+(3|H;dH6g1?vOs992!epHJWF{=CTAJggr?qeQIoCOEDj2=YB*<t*ald5i7Rm5|
zfBV!?a>q&9q>aGit_pXFaqCIW<@UIECW@hgC^nI=mwOobwnH}6LAUba{s*sWL|skD
zIRwsM=fHR{A&uD}P;P+Hm|4wiPCrHz&4|xTk+Nq`U7F_<v6b~23pbS7>-Wx$q=-!1
z(okekfPb*?M`$MB{eIYgm#eAM&sfs8pX|=n&|tUjHI6Xiz|nC@5r3%3gzM_a9_P7b
z`=H}c>%b=}9$L4>_SXhSJ>@=2s+i>~J_q=_JlTpzU9xm|>w&DP`R{ucN%zFgU)w~i
zkw?Xgta1D5H4tPz4Jh*0x0LaX3L<Q@-~JTRvORN=O`PcPZLoXcc9ArRue{3;r+1u0
zlCpsk(_`B(l9CV8Zdoqxrx^w4o|~zpr4DFRJ%Wlj62uLc?KX4y6nwrY?@WZ+Uu3A%
z#uid*thrC$jqo_Qa#^^`ICaFJzG`gGTBAYp><GSeuUbTmXVpI9L`uKMYHS1QTqjgL
znBcqfc2=~Bsb_*^BtL^k*GigxxZCi}3iXa6p-6158vdskomQC?4uzaUaV`;Q+jNcl
zo13J11}k<f)Y>`taku`*E<*Rl(3BM{LlY8>EUYoMqHFvNyUaSGE<$?wcmv&bw)WZP
zWdt8zhndDkD7a>%AjRIF0DtrLWfRzzB8zXV*OIG%7>shJ&7E%Fw9m8OTjL^~5W$-X
zej8<P;ecAIbrq+&vgJD=6P@MZK-BEnOW!QgZZcREm-={CBBFH}wBXhML?M~O|Gm8R
zH){d@jG4Y3&NQRJpQav;jk|Bse9e@)(k6>iR%0s&+-n6jZiAjKb0#Lq3=v;__raO%
zI_jlghH3nerQ=X9e=_&mN9?9}IwB%o*&(GC=t!gJ8H1`fQ&7iAjVqEOU_tOrt@{PE
z-JmBG0UUGbE{n_;RQk2e!)_0~Bii_1GMM69hzdXI$hTY1-FwiCbUixMo0}bU5-bwf
zHr8a$l~}bU<iGF3L6~`V5I>5ST!K!o^d7wO6Ea;J_yKCG{j_>UrS2htlYYdV%}eEe
zqwou6#hP(<u9_evlUH3Co%fWOZR`{R9%g3W4tT%GMn5iYy31YPP!(q3G&0G^uFQ9>
z<&w>;-HKQ1Qd!^Ph1>aq$oq(<8dnLC2-6|SESVdGJgjt?AT8}sB9NViXB`_i9Dj}x
zlND;mMJzXXC?Wf9^dO<t;M$XnsI}aMcP~tz>|9U%`uGYbg`tAsEJ^=qV9><f7TQeb
z_JbYaooktCGrpNSj&kJ)i-QL>Ncb_#eQ~gQcBW?ffjdR^qpVMSVWf;J)ZuZU-WOd^
zJ2<>5{P04;ylLjgNPnkCf#*ko2<7!hDxn1#-Yrs%b+w~5@oR%RsiUp!$5Z6WRjM<l
zKj@O*v~d!A=}{lnzGP)u4j(J*YO*%BnEgWdHMoI2<L)ZeQ<c8K;!+Z26k&;n&qcnw
zi~o1!p*FH){13?~PZnyoGqYtVymLr{#XtOTmK06c;iJ^+WUuivD&XT=e`8M(WD{x0
z<z=Q7?!)kWb$n0n>)hkob4c>z%iuN2hRN{cZW0!|vk47FB0Amw@rz9f)zo9Gz?h)?
zX{3P9_k_>qCKaaoUOVhD<jX{{)3wZN1Bp(>)3py9V(qnanYsdsdiWfT?++JIUr#>@
z@^O;Dbb`=?XPz#jJ3G1X=SqZXbT&!U3?RD|)KLzp<Nv5>2VjGn;AWi5MaN+d6&Gx&
zC{{c~?^x)P|3h(da<vBnK5{bzAGhLF=%DQ$C<yjhDHuZr#uyr)C2=73tdompYdFx9
z%P=oX*0)04BHL&j=-KiT^n%m~f~JF@KR_0x(78C!UBd({5fzrVDP!$u@3!;n&$E)>
ze?Fp3d~D5baby$Y!T2*?=3H;>ks(tG4n*41i36R{ltGcVpeTc1?cV$Mb{!|3ho(&u
zZGF#RFrSs__U(J!zAO3Fo}dnv#LU3aYsU>GDur`qFO(uK<nkW)fq7od3a&nJkY3K|
z_R>yI$jVH6=@!a?{@On9eZAdxe9Of*O?`N_gx^?>rB2Hw|Bv3s{Cn@~h^vd8l3j>*
zzr8bOd}OCof56P?-OD6>#0|HW87RHTzkpq&TxsxsiAwg`CnUsY-1+h(v6awkJpM7u
zcGq7j`^!|+rgbt%O86d_O<fn^W1{TDnkgIBrp)5?evxk^dlhWyoN828ce~lB?$(?|
z*dDPVCnI|IsmGRzD1+Qf7+On#8wVOnvBiPH@8Ljk`B>V7SRCk(%LE5n(7}P0N~>#9
zP0MYQ93O~?L=30)T0e4jw%E2B&J;%VbWuRR{QHv?uvP_mcLwq;z8(3)9c%5UbrRn^
zi36{M@Tu2BK{!ya1FG`EBl482xG9aa_DJ3>?$!sf|9fKg7joyaQbO=OO9|u;Y2OJ_
zANJ1D*BBGp*{*yz`d)~><C&Bc>)E0B4;-l7dJ%C(<us3`fi0U~>*>IO$Xq76PxOZc
z92(p|^AMS~)N_c#fWM}-A`S)3aG-f@thk`0sP~8;-|tVGN@lZ<5EmZrKsu*Y1+K)Y
z3JT)gi%_+>v#=k;g8FGbk1Po$2R80%<;5Wmw5)>R)y9VoHMrnFArSQN7q)(u#OC2_
zCvgUp@@w&XPm}XGOIHO)d1_uwT`!f;whAd3*}Nu^C-}GprSMwN-X#AH#nvY=6{>hG
zHEzWBMg-a*n+ONW^_;+-K~ecwdhT%Oh6Nl4YJp)KSE(G<yo}GXWBfcy=ui@GKF;5d
zGx%1RnAYOw-Qzr@z>ZuTPX-qGS&U};ObxTbP}ZbG;JGn3N?Qpj6#nEepDIS+T2Lu`
zuEF*^<vJqtlmJz+Ke6cEao%U*W`n%Q?+_uSj+7uvd>uIam2L3b%2MNS`OSD$Ii+0f
zD4(v;u;(YLgAGpuF_Q}QEW>!n?Nkp_X9b>-qT0H-p)#)zVBxnPUt{J2yt<`WU8-=P
zD76LaGX??ZUJ(v-4YH``&w!2Uvp)Zc19ivi?lT=*@eM6i$H`Vw|4h~@jY)J+n%{eg
zGJ-4$A?GhhYW6Us+Ne_S@6)aE`x1&Z5N#(KV`-@<flVKzg#)#|0h(G@V4UsxfYCvv
zmfFqvM3xD2Zk?Eht&<?`Svvf-ToalF8;x#Jk7~^<-$<l>_2h_sD!Lh>Db9TPwyw~y
z61`H?{{%?TuVvJAyNV2&HjH@pgZ0Oz$7(eNGR+gs>jwi%a3FHv+E7DLU7&NQjPja`
zunhXZ;F6cX=O`77ATX7=+?|k<r5AXcqsG8!+c(|MXqthu9(oIy@loKcbE0Fg7+o8l
zV83C0`%lAg=|>_KE%}rcYqsIkv+Cg^$rBrVV>RU>Gb$rCBim!C(?l~gqF1LI7VM5$
ziToj*LadhPK8=wbfo84>#qqk~AHqqqukS{-_Jq1r0!@7XWlsG6XhPmBZXbrW)CP`&
z_H*c77Z}+H!#;yu0ghLkFTq%GCC_hN`t#WGS_9$qs}N-4JM6Q{KOWe^FfC^Zb&rc`
z+Hge&`Ax~!Y}KkJ)MI|)jSMT%fpq`Hm%jC`<o7I1Xnp7#yk#gc9TnN;Wzg(&=1hWD
z`$Yc4yI{r?l4$W;8pWydTCN+~d|98B0+m;fz*(-Wv5$t;8bVaol@~X8pV@Z>$of~T
zbt2AWOnZ1MWQ6?)*EjO=M#byJnr5QwQ}tP%c6M_n$Tg)9vK1tE%YTr4E6xn1(I}oa
zzvDqyTS7_&Ni`@H#{L|f`%o8Xm0Mz|=EJX}I8eLwQ3Jtd(KRT=T0+s%!cmv7!+t!y
z)}QnIfss97qXUy=!OHqepA|i!=Zo66t;{T^WjY@lq~M9%y3X39w$AA>k!T3NAhvwu
z6xVyL)GWZI9@fHX%+%wamNDQ;e0+y<JoV~Xa4)qX`)bx~s$Q!k5<lnV(TaB$=m{h?
zw=Q~TkAJt^Y?|Pyo?=0b%|c>?%A%RCv1WkVO^E|V(o-WH0_w?Sxlp+YF3Fg^io&KO
zS=k_i?6#e|@V3O0tAtmjRy^Y2)A;gAmq>K~He0_YPng^S97f08?as^__Tf?Zb5_yt
ze!rl!(NLc@j6xzex@Xzxkqzqk;@z*FA|OHsBqZhj@ilqRxLaj$|8i^rL<G45Gqm_(
zmV+@&kNEg&P-LU7lSG&Au191)U`C^87w6B&T&&UbIM8^d?w6x{j`1+LCM=zH40MC1
z9J*kP1DPeDbro1~pq%%BjSjcIa6V#5FcXn?B<Mpd-bedkBQhqiM9`z+e^whwPc}X>
zEquG?bk|4TzW>Mcy}F&?XM+PjWU1EpO0~nYnUlo5$Kdacm<TQ7RaQ;GU@^wM8^ds(
zU3(jMj%rooD8rDhcbiWkyhr7<S~3c+T#A^}>dhTHo%mt?#pewt1Oy7Bc<b}XykJ=z
z=#C};Q}{7xUBHTRcOVYw#t}$99H`tXKXFT0r5qIChq(p23|Jd|03ll|v2gI8pF^CD
zZA!D%*aZ%eq(R$bk$V?J;*}UO9B9kfei1_Kh@}{r8&L~S`{uge$Ke)0RU(e~TeSjo
z>3=+iKdkKdFLhckx$Q1g)nsgL8pd7HX^vmVGw@Wa<OBdPxf?=LQOL%Sc23ptr3+GH
z_n=QfW}6i;C|-z4T?;B@rENdne>+eY{QB$Hfc-W?Y(c2u?4-%`Pc!eUMv44J<EUq^
z=$?XdsN}(y)?d3dpb*as-(0LQ5Z%FuI09>_0NL<Ffw4qJu4&IP(B;z7^FfMPr)jrj
z*Qets=4Z3}DVy3Pz^3*)=U&>opa_(_K;uB$e3C|_Qy;nh^!%@d2!;-=E<rG4#S9P7
zwF@aI!MIiy58?m-@}0EOQLY{^nvHyJg4;egP>)lPqaQgfv>gUMl=e>mmh#uW`nSFq
z2oz$>4g36)l?X=LaG=Q{@5&dE*vFd8SPb--?$?tnF`bB*j*c^}bO?sitZNTe+(q11
zazgmU{cX@oV_<9idtb@~+}o^a<n*1~0bqSD=Cl~$Q=jmNI>usQMW~_NeS7dl&@r@K
zBX76cW5p}sd<_PV@tA~R>3~t@_H{zh^ePx06b^JR?KuvF<juu?L)SIAV>lZHw;kA2
za3EWai)54^Hd_8~efwM^8`p_I7WG_Qw&DOb9^f2kC!Db~10}-^8IHBP=Fb=p-Oqsv
zCv|^&@YkSd00{ig=fir+ngP0DJB--t!GRu{wSZ8MD?e<?AYw2|6nv#WA2h8*?yA2U
zTHeQOE=%=2CWijG&k1P#Wo(QPH9(sU1MTS*10pdZDB`y*q2bG)O$8YeS(gJ6s}3R9
ze6!Fi=<s4zKP<I2qZwCfEwN2HWXv+b@B{}^7@ITB4z?Lqnva|@tG$>j%y0Z*{;gRg
zOnDIoaFr-fU<m!Y#U1T)hmJ<y!q#)c8qe3VS9LU<bnuku{v{Vl3PuwLN{T|_Kv)Do
zf9)$(-0MSA*1@#UmE2$m4ph1RhnM!{YvPt7+e73%?ENhq=$uR&liHMU#W_-WXt&Z|
z@I|dS_8^-s)Xq2w&Cnfa-7ynl+%b3aTq$eTZ(qHr_pvE`Rm3H>`EqYb#8o+x5b=U!
z=QJsJ+JM2;!RRMfME8#eLhCEYUMCm-h*K(OHmO2Rj_wGo1-;c9-1*sHs_`YCCSJu0
zj#yBx5f?5~3dm{6^>7t)4=x<P6&K*T+R!R38)L2BI;Oylksre(z@2FmsojWbU?QJV
z>>)yTsWy0%g6|=Pv%hLo(ro(O?dq5*NZkfW@eN#Ylj5`+?iJW3Q7X0Ex|Z;4dF-0`
zLnj~3%L32rM3lc*j3DG{g%jg8n)SX0L%duY?+6U--!SPm{n3bb>a~+`;3Vg>z~pMw
z+pJU)63$7Z;w&)9du1kU;9Ckw&P})vByNsyOknvHJgC?%?he0R*OSG>p1UFiejFrK
z1&e&;ppD=ga>BD#=Dl=A#`_HcVjC)bAjQ(e$@S|iK7&=o;#;yM&90Pl*`3yAPTi`>
zzE^eEK*M!atmiD()&vwd&@>~)*zx2}h68Jn06o>?Zv;j5({v!b72C}93<N-@Y+J3T
zaiD4I=`=RK#1-4^@2)dVekXxzFwRQvuu*qvWgpqkM!j;~N$t~8%g{6$vF|s>4?9@E
zxus^cm1XEq($Eoc_*Bxk(+%%uJ)cZQd@s#<77z^9efHQ}9*j;1D4E5994&c9b+6i+
zaDwPLqpj1Tdj~?4ojB2v3mWjW^Lw3UQOlp3X7bgXjr)ulAK~XPC$MBlgKcC}8z<uP
z?Taqn4|6s|n8$KnNn$6n#Z&xo5VG9cWe{UFKBE0XuOW5htHz=OClB>$Pu3~}Wm9Cf
zN2E#7(qPy?KGDf>Vb41XA+m&O1&Jy>XiVi7-qK(VbnvuOl}!2k8@HA*Sha#*K#QBg
z-UIBL1};oaV0i#>mRH#{#sD>%!TOA$F7K8^m)M-id47xZnFrvyH3nZH!905p*cekt
zdvUNx`q4Zyy0YuGc^_MPpl#gLs^xple8O;aD7=D=M$a|JK|T*%y_7k}(;T;~WLlxe
zU!FO*qWmJ;G~o1{0&tH4f}K#b>i2v;pxLDPN75B~JXuHmq?q~xeaB{*2{>{K#mCiR
z7oqe{*#h5<bw;@O(`Pu{ZlfemOajLM#=Ni9d<O@z5&;Omc(3UUcXX({eAe^*9q}dt
z4>7*>SUT8SDl{p81h0JN0gk+q<sXS{wg>Rp5r3iscFL^)22L;|BE|dYTd*{6&b=1*
z&QLE-jkW(}$`+e3N)oHi0Ql2qSm;ISXZGg#C3nmlp%@(K2m@FOfk4@iUjmT?ilhrn
zX6{1kv{N|id@#eB)O<D1P<dAbTKE{+K7y>fAZ<**k|(7td~?EqF16$f4zDQ`Nv!n<
zoCIbZ1{+ls`2=O|mw(-{?Z<%@ozUjkXFpVMAfjFsi~xijI`j@ex`hV5@50JF=V0Lw
z+b;)Dv{~p?0B$68aiBI&;1{`e`~2a}O$b_0eJA)%h(ub>oYl-T(R*ww2gJtGyHfAX
zYjY`HiSHKKay9ZeP|v)%Zd;*|N!6ZUzXowTXH!}pWOP#C9C;#eI7neVqegV-M<ZNC
z-ayAv2{zmOy;GKjwTSn#X)~hAS49OMzsjeGETwF<3yL$h^wVzkHCeUeV@f+2t_gbW
z^RS*G!9(SfW!KKUZ5&|oix%C_XnnvK1}-qN1|tACPHy=)P{c|_wl$r(TF`s*sib+A
z`u*Ni2F>28cb+uF0R)NJ@S&wBHHDll_|Shj>cf}1aiKlm6slGN5Wme@6Efz7xBFG6
za)sCGmzeEpci*vbY#3E6)l=cKccCJ?tGaWq6i^r{6RVOyN{Tb3b-gzanoN$=Z{<}>
z$n^m%H#rgjkc)^_04uhN(ZJesZgql>mW8m97A=5F$W5{cYz3k|9H@Fi7e$3tn|Kb{
z>bAZh4ior&TUzw|v1{4>zH1NvRZbn=D)cXaHnR&W4Cv{cKfPs51rXFzAk=4e=zCuD
zQ;|&*>3~(@+dC&6#DP9d<V|D+GvPpq>gU*YFMy-LH{fGbQ7rTd5_Gzz6Vqexs9B>=
zDjxj%`Kl#^0ym~F5oUU?#N|CvT5^&0p`x5Oy8}+=ui7zK&Q>Wm9t)Oq5R8SozMq;g
zx6md~uDnLbJ^5OO#R#6YG}mrtQuLhQRkgA%g2RZ%^mda9Nl>1pi^LwC(exWVuI5Oe
zogTa|1dkRn*E6$I_|L?<E0UB`&)#SW*lV5~tnhu>na-h2+zd2!RT9)|nEGZRep~|0
zODxcIt4&jQvcsc8d*W7a0e)-W7`MrDiyM?YWXP%EcQr0zV3+w^%57(|M)bNjr|tE_
zl8r0IL<_J}{!noosKN+1+LtPh>xBpbP0tq4^gQbT1Eb_%Y#Rus-Zaov^2%~ZcgBJC
zpN0a~=A#ATT;2!#n=x`p8v|_90tTQHHVx3@z)gi4Kvgm*k_&%eOXLg@RmMQ}wSwgV
zOD7EF{kioP4NNrWddK|HGQ)mF_P-#S`!~^0uJRvD)5u|^6#5+w#6=G5&<iL8+h-L&
zTXLpDlKj_2Uqz6@Lu56F#WfYqj>*mIeRy7U$%Qi#Bv|KG0OW~=l>r-Z3_)LkEnDii
zq_Bw7u0783lF2mo@*n6lv*c=eK^pt`#kVg99Lr4fMSxU&`32x^1yNxxX`|k=y5A8c
zjV~$+_)ti2`t$W=Ql>#Il2y&Aq>4s5x5bPQYwZzn=Gr8NXj7A}xAzAMpB9nG;cJNw
z$d?M}?uyrY!<!piE>*6)Qcd~Px8f$8I-p7s;x%38E)JpGymBh(cV;&nS<m+^hGf)h
z{JFRgrMU{-Q)?%W0_pwsZ;_7!m$PNQpT4rLih|zEsh)L|@Dmm26oGGRHm|fZc$O$+
zKb$$FI{@tKliT%bf^6hlDbeGMtNY{k<3;*Yw<WI*NXvrC_jW3&F7kK4(`J5Ibq?w4
z?{^voM6=UB?EgR;1&P<BZmGF=yY?}>V;fV*afs~2Y}CEoTk%3Mt<|S#GKk!x2yFIn
zjb6>ndrL0jE_XCIB3?w91^?FA*4UU0{@A;Em#9N1k@1y@q?M<dwDf?man5HXyh@*P
zJekSjijiu!aHii*@@a;~I|SLBg+N#TcryQ&+pMcEVe5+4U((vS6|Q{0?DbCd^ypN{
z)yTkXEs{cm&g^}5VsZP2fiS$&5yaw+Vd#dCE#Od)V#P-8*X%k?{PhTw{(X_bzZTgd
zrlaXOTqrJ7bd-Nq)3J}jMZ~kL)g~<HP&~^x7fyJZV4N4nM^JnqV2#zH0^sqOJPikO
zsK{ReW0EVcKqp=z&L}<45SUCbU@o^Ags_8_DxHv1Zma8n@neD>UIW3A>sYnH7{pe$
z(5j`p7x*%CB@-QlZGMC`92xrWI{@@4<^E~P$enta@u=(e(8ats(tJZE12mRbZ;iIF
z0#0|%q4miQ;4LNmej6tHfiDVxrmh9;Gb$xON1Vsp`pYdr<Nrw|V8-A}T9CRW90=i#
zrNjH7YkH>D@ZP01VoReXVwV>4wEjs*2;beXe>k^F0f@g??l{n@cxCh)EsE&e+F9nl
zo&{n)k?D0^!?d!d1GGH@DRhB{*q4K04E^5dkdOe5tP3FX6XQT%_WuYJ{dWsQ2dg40
z!<wn>-+vKP-2Y+u;S<ve4rFlI4iYp1XyyapXKZ-&5z=|z33}M0jTmTbBELWaKPpIX
zjO&{^o@KQ<yqWKCJ&>NR%IXSZLo+F~e`e5V7#4daL8&mKUn_wW{L(R7dL=(+Am}oL
z473hi)C8pQu=!IqZ7eU~cv=wwizSIwNd^Kq6;0<Z>cDLZ>;ea}M&<u@mvdPKOE&>T
z2q*yr1A4dwoZ={PKy)X7t^@!<wk<?$P30M>DWJz5{gU8+y92HK)^6ixhCAOevNrrR
z@1)9I+XhBiwM*pH&PH&c-=6wQ9iNqSvD4oX8(a=J5Of0LoL#uINA*)8!6%^1wCCDO
zlt`6AD?ySY!OQ;=A|^N%yqi!72|~d>9`0N%Su7CS5t=*EK7&F4$Ama<wfw69rMN=y
zVNG4q(vm?O<7jnLCJ{k{7@h$A>V!2Tv(D$#kv1$#%ftf*7mHg{mqXrx7assx()tqQ
zf)=1YtyPL_B}xI-7;Xrl3T(iHu*77LMQJpk!`wfGB5&)Ee9*N5$P(#bC-jUPK)&#Z
z1hiHt2M#o>V2z=m!`pmgoB|v_FF-ho-3REb4G^4zJqOfuZNPL85P<><=~to1OpFQ+
zloyOZGXkgZKN@dSWQ(cTta1#bKQ56Jo>u(+@u+ox?^`h5!rNwR5UTDa$F-=VQxS9X
zzHd58us1|MO+zJ7e({yf^rdE-3S?J(J<U^6mv?S7!;g9bVeQ$sQ9H0_hwog32+I4*
zjH=4?FN%fU<|;F@Rx7f-m*ZL-626E6{G<gDXcQP3>+gpRGjqohaHEX@cjTXr@K+#?
z3lL55oDgUV*rE!C-RhS%dKEz6uwE>EJM^Cq-VgfcRscGG2?nUFM1SwXQ`n#8g@<{G
zDq%<Eoey%~=vl}f`-*5N0dbh@Ao_kYpm8b+Na8?v$rv8yb_EuDUT*=h$Tl2ESsPgf
zyA-TC9Bj=oeQ#}Q6KJ8Vs?jou!l$R)mkw{4O&s|hBia(#-9m2!hsWD%s<)Buue^#E
zA#uln41?(5oqoPm7Wchaidm_OIoRtFFCqKt@WHbc*x9v-dy9}$+CzODNb5GRGw{Qt
zAhC#jofd#EO&t8<lt1a$aG<|3)F_BLXiYrfc{bgUdq$7$xJ}$@=%Eb*-%+d7uSg|%
zQ0x35YXbHHpjEUMh;~X^jWKUlef`lV0=s)RN7tytP%)2)FH4_g9P$K9E>1oQup6!!
zyRY}Hd+Ig_V2N^7WFqhwTL$dalW@d_EcoIKioKbDHlG8`V$L@7<R=b<&hU$I^_G7;
zw^$)3S!C8vOR)OR8`5M?@oJ<V5>BXZuW-esR5nOJQl%ka_dY)j-RT`8*%+4ndW_>)
zckM?L$fCPHGd8jcFfT=b@o@x<&*ugAv&%gIhyWvqEf}MU+<uf|Gg1>!k?(VlDk;6!
zroeksG}9=$GJoTmRiY0RSZ6FuD3K{7Vv5*fFP=!KOt8)NTd08lUVF<eBsR<bVM*b@
z4`u0_it+U?i75gI#uGka$Z?=-;Cw*^`G#vOMO8-Gc9~xhsG7PK7&t`G`_J<-M;LgD
ze)-Ut<PUv-5`Ui#i4g;+{@~@4hI5%mHwEB#7&o+;j@V)2;_!$b(qrpz=)n|pZ?y|-
zk7mGu<kPTNZL8#qw8f+G-6wWKhn;cc2K6HEyuksPET~py$B3CWW1T_%s~NHdq%C)^
zYo|b){eSLhY$@Ea?QiKr3SonUE-=}D>L+)ls-xVM#Pn+u%4DP#r^5TnqVdw*D(dWY
z$onH56h_m0y%KUCKX&^$<goZ0=WjuNkh8h}N4LDsARUlstLq;b8V&O-&68iDeyFt_
za`@gkoA|?*4hJ^9Cb0AI^f7!<NTQl+#$DRievUhSG|7opit<-_B%;dNn9=ByqT)jI
z${nqT{RJ=gpbHNGyfpoUR$F*S9+fRXBk3c}=ACdI94=K6J=2*XzgsGp?gXVc(Y<-9
zcXO75spp#t=-lY7k9%Y51?7|L@nUh}@nQx_jE1^lBsmpce<nWO@c!U?fF9wqM0JJ&
zjN6?Ya_c|Sn+f6HxDSX<SLr{!=vU^cA2*=fU)3N$GY?RvG9lIa-cmPj`)l`riz`hl
zxxcr#PcwJg?HfOMPUYU9$QJ(I$=6H)MjsDzW&K>EPS0^C4AOZ%_Vrh;+=B$Oe5dlC
zbrW7wGjr`HM%#KOk`IT@OV&|2B-WeLZg1kwqK@Esbz}}H`j7`1xqzKZi-v62j6je)
zknZNC!FwYZ2UKJiUuDPfB;W(eI$Fke5_+{l*2O0PyH|lUz91imp-<4`qLqxY!jqGL
z`R?lgAKrF?q3K{iqQFfnMnJEK1Tdww06^pAZ8_Ej*&WY=2i6qkxphoxYOd8bi^m5T
zZqS9ZrFok*RZXdE$-BEBlU)42MH9V_xgPYmXp7v1D83R)D?|YuYI_e|(1X4LBh&qD
zvC)*GKs+EB<B|niJn1-pL}SUIt!Aph>3V}={!X@&*j`Kv$*A``^CRSsPXe8MxAja?
zC`9914nrQvM|47|gY_5B2V)vnKi9&G`sGr~N?82JzV*a|h|B%?x<c7%k;<`zXKPt>
z!&CPw5<J67$V4vn+c~jOBb7_N=v3Nu6w|ISzwi?@54H(Y17V61yC9tkSCHTsy{{Sx
z<Q<&Gw5R;TyBCwwCJjs*_?aVT?Vro8%7W1knuUQV0dYD2mTFirXuJJl!WpC3AcjmE
zRq<%KRe>ntT&tFi84j(je&+MIbvmkgB6Fz>2wlbOTZlJ0o&{;a0>xjaf_0n3TB_LE
zY@z?v%)r1@3Sb(=?_x`ey=)H`0xvclFxR1%n`@HKMKz{4T$K;%Z8t9OYJyD@Y^sKV
zCH+%x%9$y(It-roJq&R7VU!Y}2ycZ%dCntCn`r?F=couPj}`AV`*}5#3cXrr;^^^C
zLqNG*xxUVbi<J4}Q|J$RopPq8>s6molI{2>nhKoXNv7Zz{2_TvON>tR0lXpp0}#QZ
zDKx}do6cWbYy1k4q%g4$xP3Vq{8s$Y#XYB!>n|f|@gW2j)~)T@?dR9E@dLsDS+M^J
zJCI8OKIJmoyYRHWpmfPa!Z5LCLKpskN0LLf-U7f;FYg3&D+z!l7fY&VfS;~C4BhGm
zUw{Cf{JXTr+Ol|NoEfb7d%Qq(N0H4EsfYu0u>!{Wp&IbtiHA$i1>Fxf4x21D-GRhc
z-irIW`xe==;dPs1Uo0@fV>SJH`^)Vu{AsH2rq_L3CC_DI<W<*_u~%SV=&%w5O$P7d
zrSV+5_h4ikKp&>}Nz6UXF6TV_7X0k;F;0$?J3Co@*)t!^0T0Z)lB&o4y(Nd4CGqRe
z)z@pS1=5%}SXEi<j3AgB3JL&Iii0BQ0pxkc-7|lvtBu7kCwms-Il536S?&$lZYmLH
z4tRJ#XI@LdA7^HXZX+RFVac4(UV=i-MYvu$xIE4>+BT1{+t>25xg5AGwa(P#fj~Y(
zpJU^AfMaTy{~vv>`TQ(mZ7@2+h1FsEs>BKD;!eD4`p(y-yLWiK4qOSOIK7f&$wrz-
z06nEkq_Dps>8s`K_LYP;$=nalmNO2hn9R@z?GjgwHJ8&G&o!sbc1-AfcLyPb-mpKl
zmphcQ%a`0&xaF=;?&Rev@TIP{HeMRBzR#JGS$W<SswW=`cj@HZLVcOGPZ`{OBB*B^
z<omMru)Pxxl$^<O`JId8pLz^!r(NDVy9Hn~o)N4nb-4ksQw~umi4^vkN8~}Ii6%mQ
zOafO)s#+n5W%=(l!BNwUWk2j?da~g9SqPUOO+V{0&x|DhGS7VfHqSy26&AflNYwW!
zWfiMYLS5RdPABCu?WneIv|>*#56`lN#<15UL<EQ6KuUA~ljNOHTSy>OTD-L<c(Wx<
zcXTgPerz_M2sMQFv)}TX;N@-2OrtC$`Ge}QBBvw1lEYJm6;kdLUWuT@j>|16C6a9+
z3R4u*Y)z#<CrZD0UgUfntY1#({;UwULEY+4(iK=ZPzYVLrup#7OB1hojFCau*W)x{
zaLe5Kcd;sU4D{kSYM4nuUohpmC*(OLy59%#TakYg*Z)nX{NESX1C)~iHI#D6`kc56
zU>wG!6K|X#`%mY%0O9P3^*I;FFL18XCC9NYuzbt4uJ+{@^kxX?gqr|WDKa7kp~t8{
zbCDUZ_RDuXz>H^vBtP-h`qsa<2WyA7NLEwD=w0XJPkWkArP~Dg{+W0{Ec)xEe4XON
z55=ruEIK5afWb-|fo?oPk^BPqqf(ll1tU2X!F<1pxgNL5^F)?{fmS~!sh%OS<G@=4
zy%;>VS{Qw>t6L>!1mwm&_0_ki(d1t7jmEA6r)j1BQIB-4`xn!ANdx}6r->E{pBE}=
zP0-z2o!OU11=v$B=-qa9M^iYxAGQ^T_Mu|1p}*w6;5xLifV#+=)7K+nFtu?pW>;RU
z%RAE%E$IAn*GV;YRgW9o9)sLa?ZvVm8s}nY-m~r{(AnB4MdI@VQMKkQY?H@8pz9Jq
zogU&qFa)67&I@4aV0P%X%!|^FsiSFVds@|7i?PJRdULBtlUTE3CzH;K^Z?sQ{7dJV
zo>CiLW`V(Vso=}}tMI6dT~-N^#1zh5>UiPVb7MhQh1)cwjmTq_b8ZaJ-}@~8N1ye)
zZ?><TxsKJoD4U^VTd+2>R(*fG_`2GhMq7`VP88hKJ(B$LaijYcrFG{PFtPm4<B2)p
z#7M$OnDYX>X)q289(ETuFU=yHnNhZTt^BNtt%Lq%iU-QY<h!dlb5J?qJs+B{;X@Gw
z6faTtawT>dBnse&5jnNO4OBsbD^q=H_cD{oXlJW(&zKtH5n-Ud>x^~?hjR6&=aim2
ziz2rkXfhMCc}Z_YNUmfzoP2=VqXF{{2?h3Ni#dizp%)b?eQq36y;TDcaER^ghJ5$@
z8DKYv=XZ~%i#n?wtOh`{68bk~e0GfHl|M<&@!afYXCu5MSCw$2B6Tt#6G+y1E(E~H
zIr8LUe|}MADipwt!TA`(UMe7^$iGr-n0G9kxjXXh*=h8&$V}t9<ABTH(fp|tm;ySf
zV7<yEyNzIkuI~Z8I_ZN(nIjPq&3ET+v+<&Qb6w>RZ@(4Dg<EhsdnM0|VtovXzlyHe
zOwG>$`3zA#7oP5`7RIfJ)0<bJM*tp0yTCu=KndgtXDjnx>np>d`w#d5{eH>)f?`4y
zkW?9=D=99Bqh9EtctuP*bf0?zakNZ@4dcuHH7A^<mVlzI0kEucZv_CE6Cp~!LJiPE
zJVh4pUnC{Zr+fnnHvxRSiw1zr`j22he%%i-yv0yP<OGJl*T>b*dd!EiFYp+7$6cZ`
zmVuGrpdtoKhloL}<3J_=JRq=e(S=IPi)%#}QID}2Rw)+Z&YGG910SBgcr`888%m8f
z+?^Ztan+g4BXNw{`}QG_M)-R)T4~X+Nke%Ie&^|i<s->_58cu5_>>aA7ee44n?DHo
zTnKxx>AlT%7t9Yan`OyrLb2x7FBc2o%^La>)SYxZ7;~?XOZgcgU43kwKrEx<dEq;q
zvG(vJ&G|d02G+>pVE%`qP#5QH6Kzqy8D)v1A0tJdz0WENJsU&g2_rAWSu|TuW2S!K
zK$jKE_-^gGcAhu|-7vw(lb7*7*WYa+d9XkY>rQ&JQ$K4P61Rsm?x5{1J83M7JqdTo
zQJE-Y4+bMUYx_LdN<P%^H+4oF@ETWm#ivYn6*qO!H<?;wA&DjNNYcKpS9qNn%jfr3
zP~n+f+AgDjOf9>J_eJwnS4j9^9M@qU`yEwT;5G!M<~238!qP@5in6)@LbhifzcM3)
z7Uxfaq$>zg2*^${dUC{fYExZRhaFZeui0|=VNdtO^au1g;$eK`Tv^Wt=fIb@*w!}5
zpYOCKF-z&ZK7H8GXRml2pAKv${lSkuce4MlH9mN;uovy1H|!i(9rdW7eC_F-Hdfhd
zv)?O^sHj6SnI}FOevDYszG3XudvkA(VE@%;l5$I=dxn@(=RSYZi>=oK`FIH#vrEaD
z-)Eh#gj}}6Fd$C=rD_ZO%YPg%3KmT|S4BZ%<v0WmPf}(4<INqi>STzS_+VNpt5z?p
z0v7g81wsM7Ug-}>8m|xds#k4i_)Kr;2uN{j9Ps)Ehn`A70OL0)Xnm30nDBd?xDSX$
z{_|MO{~&fjmSZr<^XDOvrxSU1a3D4m4%7%q37GGpI^{+jpOYL^-jBq}FXKSoP+m|H
z@Ol!}wK4WlOaO|{Y#4YE!+S?m#lRr0|Cos>Mh_}e2UwO2p|fkh0^s2WEx=(-LM+2h
za<PURDb4JeZUbg;&O*CE8DQx&7%nJ($>zWEg7g4fy=VL!g5>>tHLgYVSoFAhH((g8
z2>^I{X(t#>Z>sAr)N$}7v1|Fq!yf}<<UyGkM=|HG4#j)XTAF4Mil6c0$2W&v+rA_=
zx90@9c0;deQE!Xu`ObE|TO=y)6rjM~oG6U#W@1~vp72zO8grvInk!C-cB}Uq1#kHP
zeuAQ~@!^iKNh&Ku&+&-(T%+4wEjW?5XB#20pzOcvF_Iy6VQx|%-KW35H#p687uCD+
z!h>1jwt{PGn7_Olt8}5`F<9(8{Qx5XuZ>!RbxmVDuJ_4WF5u}w+uy&yMgy^f1w+%Z
z&>zr+($7|!>Pn(F+^es&=;c0n(k+_lH)#E}scJ}HC*h$?vZXfQ^#AkO2~OM=a#2{%
z`cu9477;rT;$XdM<lu4FT;Y3Xqe_wTnO(<pKQ<~1$x)?7rR*4Fr3LMPZRW!20js6H
z@%_!p>f=GZe`=Inf`F~S06ywPq<C241OCNZKy9AroIhhKyPWs0bWVQ$V<d0hdx+!>
zh90o<wgv#hDx2?h`Ci%|N(SiuRUe>}M(!){pN8v(=&2d)MJ4iA*Sa_6(sO?tPd?Mf
z^sMPz0&6!r(JFmZf*Xbr!J~3wJ)csC5e6aiYWPwnj?8C5wEJt`mcLIe5#Pjv30nY$
zo`^tlRj=ZZ`O_$ZB+7fz4Bu?cx;o+`sl#Jx9=!s=Ae*K4?o>aw^;Z(_&V(eB^MQtK
z!U`NR?G|8WML}irca}_^>}=nxuMLvE`GdKe;5J``Nb5<@5^qcLl1qAxfQ0!A(t=UJ
zp_FGLlnWq@bt%IYpY`lFI|5z)S-kDBm!g!f2oA|t#YIypOwVWnUgXS^!~os~IYHr<
z7ku1Unzy|XgjEeeQ}+IpA7|e9==5+)bzhP``QX>W)7+nD?v#e_QA}=Ltf7)}DrrMA
zDNT4qNzjxk{aO;*v-=L!n-htCIzEs~Ksvdy3?KEx>Aq7@`?TZJN3^Zc;;~E7kMAcM
z=h#rmYs)(mPCOIhr&jU`@ICQVVFBN|ev7DKgU-$~#L2o#w<wL=<VOg+LgAaM^7pUj
z<dK=nP6QQ>HBr0CROCNVU2ds6UT!uCy~@$PM*9b^pPdlY6*(i`|4hx$ESh?fx4%d+
zSjV~F!+EglEFh#W6KT;UP?I`wb%4esGrC*xdW6*VNHe;3K_W@!IhArqKTIlu3D|JW
z;9i%ZtwA|fAl6&i4L#Z;**BY~L@^nowRM0%UCrwMKY0wszw`gV&wud{bO^9g&|Y~Q
zsBRLH703xj?SaqpPmQxMPXT)foGkZ`P?<wj$nqTIL}fpR^w-P0`|hLwX|YBPo)6(b
zyoc%sh~Mvj79leYTY&5Zi@g^Wa?izv4raS3(mo`;^IQb7YZ8*PbG%F4x}7YuNSPSL
zDGLj(N_d!=-~94Or?_E&$Yy4K(rJ89KH1q=uaEs6i=>dC<)EV6Kvu6p1k7v6)Em8~
zu_K+dDa>4^tJbVuwkT3W@LKf?$M=+>?Y`Ikep<B+YPM>=-D|3gB2{q`@?)amqZhKe
z3^6quZbo)$5@peb&%SnZc?~S2w@OQ&jS5tLt}&i>t-d|zf<L&*AC76A0uh7{7=!f{
zQJn5XWv{2T`39XQZgRHSbrX;5)h{E(9NCbk%|eB<Oh&4Oj`ojsNHXV)mORbfJTecC
z)@oherFGGm7H-Z>v1__IyG7iSdMy$eAsQZ;>02^kj!0cF>nJ4f<e-(2Z`Hj<a~H^3
z=phNu&T`Zw&@O3GdgO1l@3JGa<kT4lgu}CZRXue`t_v-Gul<=T?qKtqaWu{|&f0|S
zTL%L$ZUy9^^6<$ZNXw~S9`Vhik@Wxz)x?y>{h|Y$?St4BfM*W%`_>^)iyk<T#k*5u
zdO#*ti-KMJl3Q{!)@1=n`(H<Geb3)FFaISMLPb}RO&4j5ReGh5ZLfxMRjOBtSQGfq
zw@;^>q3`LAywhmToV_GOw{}xraT&9eH})7^lJ_%tQ*r{!7B@}wgCoU_WYr=$mq)F}
z`)--RlR>=-&zW{#Q57%2a(DXv)zOLrsmI-<?Uio$3!(J=<wac+O5RP#13rofyf$!(
z&}1k;<pw8WaG*b&ij=#KZe^y!PSX<kwjS?Adnx){+`00rg(+<L3mH9n+rw10OxN2d
ztRH>HoNJKxdLQ}|id0SUyS|iA$CRhACWN|3ZbN|CUElh<(*b^nMgUHc75HyX(fPHA
z<JXdhh|7IW0Z!fzt7}R5KgnI~i_-Z*N3q~0=cy^Pb?>vJv82%sf$H>2zr=!<io8|4
zS5!$zB7!EkO0-ehs&yJKc2qh(cJ3GOeq&DcB_q++H&*CCL9wCDe{*$px1C99!dt{-
z&*ksHW$zKD;Rnq0`tnxNy%UkNSqxVU)Xy2(D;&!mbDO4v?O3^VF>$hA%A&v1!!3~H
zUlH_Q_5aqfIKi~y&h~cpyuqko`kTVum&L5gV{QG`mD1-_00%lfLjnmcfU{;$DX73R
zX*Fd!yQ#pcwrA(KaJT&6N@0Tg9gWQc9;4Vz078I_{-lXz$k|EcsetJ3&AOt=+cKiV
z{YtjXb`Jdl2j2Isi`}~vCj-PD<)d7b-{kCm+ceNKQt?otGrkkMX7*nsG^`%|7qnFj
z&t-8ClMJH*G9#?NHU_RKumDy}8gMxMyD+5=rin{Kdn>QvWX!*O?I^yXMG3OXtB2yb
z7<YHisEn^WxnsYiNlXZhZ(h~$!tN(WqS=ld+Nby176n9>4eC=e)&P-jg(ytHC5qxl
z42a^K479cJ!RV~Ke7w-ZmLQ$04)oQ~vshb+`~9|8f_l?Grbqt8F8`x)^WSH`T!0n}
z#Cw5pex};5RH~q|0@CorVAtl*3GI~jPaETIHNu-@pSIdu@yCY38Q!6SuwiEm7g!)*
zSn8<B_1MdxkVk#v@LFz((@uy$WLbD<pC|YAgl7DYJy>}Q_dk~}J_r?p4uS6inHKXG
zDaJLiY~2nIOP%(u+ejk}<JRWvGZ-GG%!=Gr$t6tau6{hU2j|Jy#JYHAUivN;!$obR
zl-MA}nUxdt=wtBwi}^#6A;jJZkSwn9TN}rT*9ygaWGbHfuqwCzd`w*?aK6$VJW419
zKKWj9<}h9?8TJ0kW;-98%6s|C*G%Q`lQ&Xw5#OeIY)u$|yl?>l`v#c$kZm-l;O^r^
z1B&F664yNie#;pp58{-ZW|184hmsTpcHqw%**CU7Fw^)yI$mA(lek(c{%-nIVmPa`
zK7v`!ZY9vDd@SnFtkn6M*Gy_EeVpU^7ZN8f6YBXjIll_?el$Q-6+_5@NrWC71Rxj?
z8&tW_`918{c>kDB=@X8DPo^zjzMi$<-|v-67LA$~*)}g)HuG7ZbMM+aBiOJ$IR|vR
z{NJm&D7e4TpB-uC_W{})f*ic?*T57Mo&H<hfWy;eSV``GuXDmmT$>)<u)~o(O+Zv$
zUh+l9D@l7P=%gfb#7Ox~iMmLW{M8ezoFHT?8OpoV0*G|Ix2pjsFcxtrYFWOA@wb3Z
z+{7Ao{d&DL>7fH4O3*?#9#_dw3caXmMv#k-De>Ruon#9i&6q|$8J_j$yPtHEBD$M}
z8oN-gv2{zFkNgE+0Tm&t#*=5az-HpLQ=JtrTKT(^pN!@})8gyZayM7ypEi14@R-xH
z;~dI=h*2*nh@sPpwyXq@Sr{{|QZlCrP0m>H7N)kDc8Y!ficXBncRJ`7ax1_S)5d-V
z1-b?p_q-painz+>TH>(IXVD}<zK@^7x~~OY5El)0{qCF90-kt#47O*%!dqPwWb08e
zaZl_gye+lnJB~#HdhLlCeA9aX42Hr2LC2MNZKY=Zvf4G{ugUxTJA)$aWbpQ36}PGC
zE0UTAu?$*?zhe6UCjtQpi-!ngV@<*to(mAfCIRSQ4wXh;^9Yu~=#N5xp7TecarAJ}
z?HTvQ{!mlxA9q|{!Un>GLlp!|ecbbauh0>&`l%?3v`ha)hc^+P3_FertO%P9A1a$L
zdZ|*(`H&m04!<L!^^660&lxi8t$oFRq|3ME7RnHI>=O-39XTAAcAcMx9!wfVm!e!W
zWAu|XhidwE0(UuLiIVK;&fNCUIwZNeR=_%vOLkfxYQZZ3jj1Xhd)56pVk67NdL2uk
z$d+zJi;@wdc7|T9A$JweS9`=}AIBt<a+*HFipSxOA#RLSU`Mz7q>zDj^eeeBN4ca;
zhn;1U9F$WLqDA$p$K8VUmtH(;n5am5R1jQP1N~urfawSMN$hc^4$D=&EwCfX=a$uy
zrWg3z`y?d)%1q9gvBjii<(3GpADpTC>_R2HiuAF+$8|kL(Vm-IZD)7yy>NBWjNq<)
zjRO&W2%~%AW3;NNKkRL3k7b+On7BG@Hu%)eeExRKzHZjr9hPXR>z6yED>mam>lpF8
zS$`k<kt+p_&cVm~RTmqan6Eg{+|iGT@kX-$<SS5`^MMdmax_ZlBJvTCuFN;K^;HaZ
zD&-DPv`Gn}i=;3xsspRGchS;@*&4pS_6M;p6Jqgy;$Pj)aHeRJ^ff%!c3Mf=dejzG
zVcdqGDa)@(xQjB#SD)a2bB}ixQz|$|KrH8#fc&-Rs-S;=S$Y0f$TA-bv;w4J4Fv(L
z?vEHRX!`$Ek#z;3-V#9cZ9&95cn%XLZAkMad|D}h&csXb(n8<6SrE$h6XmS?+V;+I
zfM_BocM2q0wFfTQGk0r9u$iFZj(gdphFGd6FS`ZLW2p^d7xTq=AdwLep(fryzlO;K
z{^=W+uKyp10XbBv`AomO7es6hw7u<5lIy~M5_8NUY&|S&1&ZIk^~Z0X+dPgrmr0he
zRepv3tT|O)tONN^Q`Hw1ii6h=2}8xd`&)OIL8HX@LPXj*731W3L8pbG+dT~x;N=4L
z<@V|OMCtc4YHpcoUHbZQsSprN_}&An)C;66P=FT|+1_=r7^g$qQ-SD-9gx0GOohzH
z($&5LlqT-yKw=jZcu~up?*FTVEB%@^@NGGO@F8~(khCKINTL+@y&WA(D|3?>`L0n^
z8yQ7S(rrV6O_u@aqJ|UVP{bdg#snm2{X8`H;sGxlTUh2yT{4*L<?{w&0dmAIiYjtv
z#uzoDEE{hRAI{j?JMl2mN<)O%X6t@hCj6FJI{Wcs%?N*9^{2Y{xoNKH#O``BKB_;b
zXMoIp&%ka-_$@(u0|=_#`u&RVP<H&|FO|2xLsu4?0g2sa5^=146uAG28>_|Ki8!Ww
zfdknAXQC|2p+koIIlZybh(N_LvYZ#cV<T`JPKVbG?9O5&1W1yYKN-P+fV_nda=`w&
zdsO$w7b#e#{68$RIwy&CU8Iz3yVk#x9pg^_?P>+;OWBkWLF9NNBIeh7IRM4C(ghrB
z?dOPnEjR!<`^l$z7+C<BeHMS+C7kMzX#VLfJwk?m=G^VLLzml^u?>>@6?_ZUm}GLu
z*{_uJdt!J$f91UdSpP#{Le$FRA4BsxBri7lmcg+in=+pfaa_Y?>`g(y$N!*xIr+<a
zq8S2N(QFHZTA6hK7HEBuqW0U%eA+addQO4#okM)`eM@}ahP_UVi%(_uz0k&VoBf(y
z!jlUE!IVqyCZ{#5W9yRHn{GIcT)!>FvFAe!6ABA9C0FJ`rvyi<OuozSUfT*k@L3p-
z%6^~C;Hu1Q&R1OCAKnn|mdDfLnC5b{l~|Q9G#*{#65<rFc<Lr@Dnu|Z^frk-ys6LY
z%`_fCC5c#&dfKe73IqaF>`I;L9&0?@eTgVT?y?pMDlo$vM%8Rdp~(rOaZeH>O3#o3
z$*cV^GfQ@soVy%jlBREaTyj0JTwN%&_<IGNN7K_UE6K^(eEBFfH8E*^b<w_Hr5fG>
ziUz_6wGCoYh4wUf$t-_@WZGhO`O-V7Z!qecqpnMDWWYj!rSUO)K1`)Ot#dr)W7QB^
zccQ)<iI1iZ=t&5d{T^g&HVb<XZ%)*jJ@2j)+N&_)?7YL^e8XBtCA5L$d(MRSln};=
zr8b@e0Uvoe{)sL88O$4?jvd!89FMC%SMaf*kyI}zJIoVejpsazJ+rNEXemO1ib(cL
zAd8m%J=i#jTp&vhan3vBPA%3Lh0S%0;LEpnbsPRFx}rYPc%|ba$!k{u?q%6DCMWC8
z{=P_HDtln@^+0SR549vQv*KysOP1sOX@gx^4k|4D#7pQ#zBBk_>lb_d{k9@Ke=NTI
zVUa}DZHB8O7TWB};o<s>cp~)#Yx17XFO4&rWefr{rwfvr&7Ri?2RPEG0+9?pfo?zB
z%n0Hj-5p*(at`qCRh9y=BcJ{!TN!&%@U5y4uR;+qKO37buSOt+fkeO?c$Ie+=i{<v
z5cPFU*<x{2N#nE}A;Xj2Y-=^Sdip7EGvt%vP_IOnM<u7bTHh&s*0?lr>7&xx*Z%DC
zFJ$r!<>*jxwB5Io0M`#D94w@6uBz7GXf5x`vo}=!9tml(4{<4;>hg1t^P2hEl%zVt
z+p%Txd$j+*9S&hB>U_w77TlC7O8sBly>(R7-`+M10wN)$bPN)rq;xX~QX&E(T}p^_
zH#pMLB_NH2fV6Zs14y@YcjpMhoM-zx=f0nx=RR?-`+3*1-uL}u)?%1hdv<;I{={`%
zAM6+{#uFp!!ulLZd1$y<Q@NWLWcfCmYSfqVFF&5r$q1dq8e1j4tJxUx(?xNN>^p~}
z@9y15d^S`wYxn3I8)S&8|7bE`zp|fuV}zDrJS$LMHD$>(yo*lYTwLz+jrV*Ul{=Oc
z6+61ihd<Brj%F2ns7v+Y=6;k7id#xQ9cLWhQyL?FT1v*i5@p<Pcz`~MU1dqGa@dfx
zmztLPRlfO$N=uq)gGpe#3io#x)iLAzOO38bOHWhNbITe38g7B991Q%P8N03eGPpqn
z`ey@G06ObwcS}IEmce%8w$Ik6l#wZd!LVIwa#W8bU4jfL+%0n1Hn4%;&8nEwq_&aP
zy68@y{TUqNB!i$U<U|>v?*X|+uUtT4fK=B6M<m>h@Pp~-eud>^wK+FNC)s_p)7x|~
z6&Nns%n^1tQqgsJr-Z;w@L6STQYUHgMx7OFY`1Fn*XC&mz`<>j1HWt#)thyAyKN4s
zepK1U{^6TDKG~B8?GcN|w>`olqGbnmNnesE>|!~L7d`0hHm5Va{(KaP^6?<N23vGD
z4>g2<1D~J~8-;?MtAGA%8726k=m1uc_0dvhY$n*xo!LEfZIDvZ@gOAKVEoK-5XXWl
zpt6C@sC$Qw>9xSnjMw1vAMo6FV~v%HQ!YHv3JGpt6>$CXqSLSAAis69uJ%m-#g_BU
z(Y>PS>Ani3bzwp_tnb!v3`)4T{GNsv)Ts=?^{lQo*(mf@ngWx!grvg#oXJnxbe@Hs
zM~-^K#i#W}f-+j1ncTt(b}bO)q;M*((4_m}<~cLwb&QWKiGuNZ;^{q*<3k8pW4bTz
z#*Sy?%Wh?plL+igzUh5NT6Y8eVl~W;O|eTwUtj5StC`FBXyw*JhBQI;7mx5oizT~r
z_i{b4A}p_@S0L9nP9awyfBHl9ZxcrT$AlGl?f4#piziKg;<%l^!!^q6TDOp0ULvbT
zy!B?0Oo@e}rCI)*j_#LKm!mv&2h(5^dPYGCvAAwp-uXyt74`_-zctSFj~dSk?eM5b
zGHtw=;y7}4s2YN=6FF!Vp9?M8r#RR@x3)AOu}}$B#JHc5sQ~G-{+6%b@}TSS;)d{^
zTvh%mnQ+M-VHoTb4@4d|K;%Ia$+6-MLy-(G*^--Ao!9vfCGO=^S!IXtMvq-Wdh3%#
z;~KtI*GWqCQ+1<nqf??PH>eJfDTIO0T?p54%-1;cry53YPrv^UVzJxA|KwWcsrfG%
zsAx&LdrKum21qWdc)vn7m|CrDgJ-B`vV3)R$P`F$j@KZ{bM%$0`R2)wFvQCf82}J{
zQ2=*?a>LicU4qFiS!bLp^DroIxv8xDW6Oo$9V>#BVqqG!=B0-SV5UmFO9hrBuqHza
znQ^V>8lOJZ$4zJ^b+VT3z0wTe|0(u`y|(h~MQ$^_uPm!S9rO@+X9ncDZw&^oS!&GL
zFw5E#Qv7^uBUDs^c>3-kY$!b!_J;;o9)Qc`E=OMDT)LvLB2la{0nC#}1llf-(%}X)
zQE@Olx5SJSvGHo|^oJ1PZv82m6CIJDPJKqTDk43EVF$A`_KWx{Z3?GXkGuIDQ6%Xh
zhNmoB3xAV!dx*&TbI-G45?~#|rc)h}%dUYH$u$S7hd@z6V>30~yhg7f5#kgx8zDpr
z28(C*6g70^iey01U&+O-9$X0?ZU}XGTS7W}j#xS;1YD{m$jg1Ki(|H)xzfh~S+=y4
zNia1y%AJtQJEsRoJP1;q=3_nTp1BLp!ZI|-q^_wJhHV+Bi<n@GJvTfHsqK>WIGM;)
z{y>GM?cYRsB;FcN_P(;iw71LSYs@Uh&m&#v;YZ{P5RZof2to_Eo;!g72-@fRqy1mv
zc7JQ1Ej?66wIO5|%mtm3YK8p5o6W+<j3r+qdo!SSPG!rl?j7cS5KD*dQNJ5RdLsMI
zP#64QGpC0@f19V@Ryb#O%M~d#vde<xw1ixed4aU}`z)k|VPKU<+UI2$F{18DIYGI4
ztk2vUbA>=%R*)Eh8~Gn?f+)x@O}+U;!SJ;svAV$2eDnTXODacnM;l$c*3A}xmmkj&
zQVVT(GP>;)^)|`6D(^C`F-2uwKA9<=e_GG^XW8UY0eQRz0NBnL=yr+`JR0u)>;sWj
z8`k-7oQ~6i!baqJE<Io}&e|4OKOeX+e5~cYMmH<C%2xJ&gAV*}(`Yv@I!cK8m(no|
z7p7D6A8Eakh}fV+3PS_r79p5g2*W47a=~xLZHN?IUFm0ccX?!$C3&?WG|<(wzo5<R
zLIxU12oV>N*Tcv>bOc>oy7}j=c){}dnIBTsuJ{Jp=WF0$Zg5Ak$%ddE)zdmEAKG?7
zNNGJ_Wiok8FJ=@OQX|kd(oaU}lr)#geJjOzJh>1Gdzsn^#@|*`Yge82d7xB&@U%yV
z*TqF-!S+kwVav>4r*_LAq4;<iBUG%3BDu|o`f$B~LN5Vi53T1PP1&mW9lwrwSuW!3
zL3f9D&IR_vBJY-c?z8eIWsJ1wtvwR--xxI;QR|v0GmnX9;Kn&2x>Ntwc7J0=XoVj{
zopEl0NZ6Bi2OttQ378llGV$kMc#$vTOxGCxv%zdhJ^sk5!OYy&(xY=dtV28Q1KLNM
zA1&L2{3dRrEoN<7pP|7;eQXw0^RK$Cu+ZpI-TEDXq)U`J<Wz1S{BawGNP;fWk3csg
z=K#i&>Mv+Ve4Z4pw>_zj-3r<!lLEr8FT$;|YfG(WDm1RJ#RQNW!jv?x2rA3GS3oSt
zP=D*<_Oh<JfMeo&%Adiq&wveW2@SBL+Rru3+tjSmFvPXx;4}-4dD!`>&&q?2EF4d*
zY_x)njcp-7Fu_%&EuVe8?~N?2GFy^(7(~^=MerT#A=YFtM`b!f!FqTld_*hIMJbLI
zXC)8c{UY!6k*$BcsP03gnK@_T+sz~CHKM)JHPVF|OoI1j82rKiZr<d+McPf4jmoV+
zG30W!0MMaL)k-F{B}IU+?=cIl__o?g2}WY2Fm&lY@EDb4WGSHc@0QSbPCop%4VMMk
z?@a9#0tL$Zy=~KDZV}`D#O$vl+^5k7l`Yn-D?Pc$k&Yv_6~an$X{oOnW}km`xgq_^
z1Z+z-=<jQ*Z~MN%G-H1I#ij-d65D<mxWK3L9WAn-E{me)a$GHkqIWBJ_TZoRr2NzK
z{{)t2PZtfm-G8JfQ)l^)adc}?EZC~nI26bp9qXKaJu&ocK4!N_KPOH8$>E{yKK@R?
zWfY;J$+n`KD*J;ke)Nq~!d}3Sy8!U@GI;j$xv0Iq`kQSLOGAUL*kDqb)Ye2F%2|A?
zPoRIzPd`+o<tXUWT!irluZ<LT#X1dBO3gKtrFlhZMk0t!A<rhj&G})iG)CK`l+E~V
zCQITP?grECUVjH3Z+AH9b0~I$3sq|K^muqXt8Pq#G;Y&j8Z!P`oRxY3cVSN2+lH>?
zI`d7O&8pPstE$DIA%dHaH$~L1>M5_fa*<3tO<DGsRGx}h70Wn@rgX1ZAde#RRnuyb
ztX0v)2{$^(>YFVSdz2Qom+$Zd8c(4;5;w0#LB?#0A)ZsIBf%uQpYOEr5RB71M%XEA
zjZwuw@Is#`hRTI-Jmy?WAHeZp=wAH>b$BFsPER-HSp{jp?ko#5NA=|@YkS2))9O#^
z&8<^iHkuq4NN-jyQ@4NKuGSFXq1Iwd;&%G>{^}!<wq^}Jq3|H>!!oz$S`;%fWQpg7
zV!fPHXlA&&_6D*z+k$4f7V#UB<IfXe**f|<IdQ`u3yTX)!sHc9;nLq}Ximi+Tu9H0
zh-z?|<8k+J=QCZiT0~%SKc+ER%?ubEdKs6PiF-1L4ePNyO277OMaDN0G@P_99P1!K
zwA<hi##|gG*kNqABrX;5pm_A-|8<h|zwvbl5g>%abb(rUg>v4Eg25YL`;lt~u73^;
z0}QI$U(n_tz3-VoFbt!&K>!^wvm(G4jgJO-j^!clJ{Z`%TIDu~s%ZsGi;z<f01uKb
zj%;(3cra<pr!Oske1lrs#L<Pq<mc0y@~2&nr+3}5^y^1$_+~tB2dt;@iazSrQv6Ee
z8M6YB);RNict&fe<PvT$!I#Q{dG0hVRH!8;ULcUnGV@fyrJ8KGL;9>bQ089n8I+g!
zG+(bu+I4K}dD$DjpIm)GyGPx|Z>Ak<B--Iu<G;?ZCx;fQx(c@JnfkK2*27Z$m83W{
z5kDdE7LA<|CD+leS)IA@TrML;J#kVL)3&@{9P6<u;42yt2{2n{(q7$QuSN}B-;l*S
z)LkmX>5eHXA5{c?ROjeZe}@S5F<-BS*4$sHTQ#Pef;X{-2iD`wZAZ=P&vaPt_o)^L
zsg)biIe064F|WIIg{k1V!BjTLn-{V)^g8<u<+P+2@kDCwrd`o`KL1{7L*Vl6cWMzf
zl4K&+i<`Mha>W6jgm<!LW_yHr%bJtsr$tTXM_B0|Ve1j(<`_sYe7j<OmTz|~_J!E0
z3?k@8$*Ng}E%B+?x`Er#+Kw|IJ4S|fZ4}Q_H<G!b7B|k6-luE0m9gkqlE!BXlDCDN
z8uQxo3PsCxeXCaLQu@hLt2acQTfbH)G=vW#6xfwA`^Xl1M=7vMKm2TZMafn@<+v4L
zo+ME*U0jqeiNU1NM$Z_HE5dt|odS|ks05WCciOoagOz``u8&bgOA+OBkPU6;zG}%8
z79Y56{kCdyVMe6*v#V9rmeW1r`-goud<k~#0S_x?$h@k*_XI|SCLxM=;^S+5AM^6?
zY>R&#MGs<&J4=L@XURXs4InF|w*IF({{#Q!K$uYek1dP35B&Y#!Oi^tMfhuGKMCzP
z{r8i(q}A{z8Nc!sZa;XiSsS*SsYT6^589Q9@{hdg@Mhv>Y|5FgY8)Kn;Kn}b12M|P
za7f7HlVgX>AGz_1O{BNr-y=T{R?}6+e$~;xUteIMqT4&7!%=v+r*_rf^vc=rh584i
zj0TnI?x3y1`LXxc%ZYPsAH$k~JYvGnxHnKYBea5hQgixOHO{+UY&zs*QNLdZ;PBaL
zDfF}@{V^ANLyXP!{BHemk}1UPPW22$4}kq^jm{V6-1NgLBxgTl`+4=*^f>azoJ&eX
zt<V>a@^)(`Tk{9;FhclU6RGF=>K6}%7LSGa9u$A>yQHn_RVw}H6O&v@AouL-tA<F)
zjF>1v(VEqXbpSk}UZ{72GB2Z|k*J+zhVm8B1A%#!ooa|@iB8){1FtP`wUkPdxF$As
z8J%DjadtBz)^l+2GBp#?@{CA>GAir1wY5I7bc<k<m+>kh@9lUei?r&;D|R4Ud#)3Q
z?kTy6^!f|WChuTslHJkmadqU+b})}W>Usy?!2g=MHMF=IA&R=IeNbljt)J$+&zhKl
z%Y0o?B&LHNMLLsW4WB58#!F3YoXCG|RMt4YO2nRS*Ym5vv%J$(1!qNVvzNH}Vo_lN
z(pE;bNc*JK1}Lj}u&G3Wtw_))y)Srxszk^L{Lx!kY$xf)s~5ZRsc1sawK>#__i67%
zyTqxnk*-u@zOesB6>GI=`8%}kROGkgzp~xy$^Q?LcFnh8Jyzg`v-blOR?^M04LV@o
z#{2+CniXu6FWc~rA2Cwac^Dy8UYTk%DP4A@KYv2ESZ}P~r*M8w$udPXT&(*-FexEe
ztU%Gy^AkG*gL>MF&~<t4AJ63h3v|Kxqxz357ZIG2qCM2$x`L0xve1VOM<V%a^c>$~
z>R=m&;N$aywQla=szB5eP3+Z9j=*TsLI#}EMg?n=`_dKnWFI(oJ${jL8KNXbVFl5>
zf+XDO$(O9g`eNF_UbY&;BNf}qI5vLFAe^}Q%2$a0_S`C&hQr+RtJeXFqUb5;dbj&X
z+Bo-&lBRFz?_spR=8X!-RZWSy5mQS+YoC<fk))oQH(qov$h3S*N%RTD-U(?bb%`FG
zx48r7(!juy4aRJPgr1)T+X35gN^FZn!@JC!Zt+{i)N0Wj`?(?WZz7*R(kd*W3BtjN
zm+YW9<bJQ5BU3DAZO+mEC7e5CUQyjLpgL+VykYECdm4o=0LH0yOE@-T(gpEV_Rmbs
zY`x>G3hcpGRW@aN>Jv=Rd$bhciG-(nY_aN;DFnDTe}JymA*4}_Zvb68+Q4?1@F!;z
z5x`SuH^)xYz`_QqTRfcq8LFaQ_n#iEt|>v;Ky3IQX-XxXME*|f-`u-ULUULC{lJ|3
zjT2(vY#5$efx1hP$GKm$Yt39&7iZ+l%)UQ&_vKl?Tm0Hu^XO@J(fxW2SjDUy+3e4^
z?^Ilg9vRxMT9DK~tY>u7pZUa?KA_C1Uk`D;UBADw6RoVB>2AOr{VX_qn~*Inu|$GF
z`}E03j%7V1JHI@M(8U8==CzwV9uesDo<&;Cf;tje%Xsy=_4#i)3!l<{448M>Uqz2j
z<LxxON3-Fs<W3^=W6n3zS39@`W1>cPrr%hps!@LWc$Pm)KHOc*p{|=&b`4jdi(;et
zX?f9%-n4jU!g=ayw7z*Yk3wVXz0o(gM=ke0Fy?S7bDyMI%t@ZGKV+>4ha{niYYGjH
zd?}`~-08pHJ3+y@YPB_Nq+mCL*Bjb!guK`Mw6dVbHG?GnGQ4luQ#7z+mo|D>5C<KO
zAx1nJEl2N2>&@XX#IY8blPS6_C<w8^Pr!MIg>xM0n+4%wix8#SwgCHJmhE4jOx5jP
zvg)WiV*ok3C#=jf{;!0pCb>XjqX*=sQLVto-8~!g0`aB)a}N7&adv}}-)+;60H_iH
zIaY@4ofB>t1Y;vT;iyfN`UdPD#U^e5MYi{1E;E{?hm&2+cLd5E;#KEoIwp>vxn#Y+
z=?;S8th>!iVu$J1_#&<-Ob+WE394Z)sSkBkiPrAr`;=<T?}CaPsV05IuruFQC#AxJ
z3jGC2D~eh-Fmesf!Zsh)murpNYsd^Dl*L#;pqSuS_z_RZkOuJ>k96|1MQiOts=LHl
z7m{<RfpP_ki&qdysC8Y3qw}yuZ6{9L`xY|X1;hjj#Q>W_YA@mX7}k}wJ-iRK={<HE
zY>f#dvGh<3>RKH6JQtC8_PN1q5pMQo;xuNUUMo?Jy(wr+JrbcohXVp|F5gi<p@1>Z
zMu-U_^7W>GrI&t`wf()u(`+gqJG6n=nlSceNmeJ_-VDhT)pR|AGhVlq)_nzQPerEU
zk!Rn#PcJnHBakeMFkFPF$~bI^uIwZ$(gZDkU3SUyG6i+F2^)wmBh?nKq3U$tGm|j(
zmWRtSOZAs0h~YESS@H5+YpyUP#RpaAMrM`bxy+Xswz;FR&-^;)v8#eJ{WOP{!y}$D
zeaJ}H!>tB!-u71LDd!K^0t*r_kpo^YreBg<H6O&H_`J1U39YV(L7>2Ki3B(u)u;U}
zuLRR-ZzQ1Z41$pkwS$nX6v&1zX}PhW0%o|bRzYUmZsG2!@=Z6cwjF!xr5#AM-m|in
z9A!xdcu59)`N3s{XHd17HL&wH{6QY&^=R|qJ<D)!9e77GO@laRxLrc&)bvvuX8-*s
z-Byl>$bq_WmKF(&3BFJz*_rkUS?W*mFNMT!4Hh{~3kIIr5_WB6Z&jVYMjZt|(%tq*
zs!>&OebQSHQ_lI%LIMAjp*PWG_K#1_!KZ(JaBkg2UrxstlgW0of$NO$7a-WVjK<bn
zB9^L5Xz;_%HZAKxjQXSvcKQeemWe8J3IMCeV{dZWS)6KQ-Ro8N)(Iq^)^ZSa-_5o)
zjp)#{A4vx(Bah)}w~m8)UF=NVu*6XbOWn7mDrSZ2|7ofYF2~qbAUBz36D*6jGTn()
z)Aul#HHB!s2RB|K1s9vq5s~dxB9+ZSR#kc(H17#}=iml#hDz9P>!UoLHT!NZaWakZ
zkoKzkLZ>T{Q9dMW!5l5BsMdoH9_2BjxC}v8;*0rSXdZFgzN%2Sac{JgQ3$HmZw_lK
zJygENt1`Uk`J*VppVu8)P`tF4Zp?7oatTSSL@`mwbmxH_uR$V?io;zpBgw(nns1I^
zzQy;ozfAJMox_(g2PAfk?RFM0j*F?6i<1`zv2?biX4<Pb9POP7f3ZRH)e;UCe11;4
zn;-79Buv=N=_20sEG3dXd6gT-NPm{Kz4Pmd$|d|DhJn=_mDCh(bo`9kV8iXWr^i5H
zg`c*mdJ)g`)BVa<D5p2%JoAZ!@g8~X9X`8khA7e?U)ZMpH-NTQMhyS{2wc|fb6H%G
z>UPoLxmLMMI<-x}AEj3iM(we|CHzCu|JBZSpA0YZ!dptGMtI87K}wHvW1Y9?k$FGV
z4|WEZ6n~v1R#$WZe_Btl^*<q;T?xvM<hrOj{oJR$g7FoEAZ(==LgJTH+j8xMm}g)o
z{q;c6r%MLn4Cj{SxjNF8HVq$^C9@<db3|APHWSAjG)(IrWLEP2e~l-C4SazniI)vN
zpDu5YZ@LtJ(~;VItRX`mv2quk<5%?xmGM(g4p(K*+frO2<K0|z@`Qd-1R`N8A<dww
zO0F*pKusbF)DBT~>BhSGf<G+q<wM*~jtg8cJ+7j+465q(W40-sMR{&@GdP0{%kNF7
zI9b?VTwshfD=yVr+j@qbhh&Qeq%wR3=ns5x{{s{s`V`E1%kY#0U|XAaP<(%W!w(X+
zZHb41*Ee*5S_$Nj<B}Ih24PmCFrkPc%ybf#p);-<+fCN}sU4*=3QV}B8q-(unD}QK
zA+GHO;e<+uoG}cw<<&8kZ&wqaeC4^4WC}Z5N!k!IJIrmPQugEbmKs!gyKlW`AU`wU
z7>E&plhvAz>jf!r13E!md=oM2%i~PZ4I7k3!i!XBrwe<HY$#t1*u^!hEAmf&*MN+Q
zn#4^I+EIip0xJN3mA-fZWS=A;M7IQic|hAq)*n$-6v%ypwi*jais9~%u$)oUL$`LN
zp;LL(BxzPq;~4sVp{zmH#$buYL$(qKn4()?itMKbK-n05m)K16B+^e6BfFm~-or2z
z!_w8Z-&LU1J&!fZG~Y6QO&(|A|1pxuzh~g4r%4*?*<F?Y=MY9AC$Qhm*sZ&0n%pb4
zH-8}DGD#Clk88A2bn5R^3Ex^O+v$?<pHv1gCAqePyXGRCpS(B<utxYj<=B|+RE>T7
z3z|F5N{UIOf#+oQZwswxc=*m|*%?D~l)l!PLi<*GWEO!XuqOhz|MzlZzrL={fek$!
zL;<TEG5qH@lYqy8YX%gsaBPvceig#GI|x*)NWfhHCQp(AO0f!3>U(tS!d4r#sIlts
z6p`{<C?mPjL7h`iC28rh%82QS^R5Ss6!H_M=yDkwIc^)Bgh3LNhx?H^gI~1xc$D*H
zF#UV`Kfd}wlWwu!yz~q~jq>3D_736y$p*$&cV5;f7?|6r886HVzNtt#iL~r-+9Q9C
z$U0(O(bpGGZa>dc%}u7CR}91VKoc?kBCg~T<wbWWc8A?hmf+=vRZKl$chVk*HOFpI
z%=E;qMPF|J2!7nJ;_oxC9~1fB0t8r9DPK5~&$h+WzoK6W|E*C=v`}&17n|8B-!Wq0
z-QUrP|1~co_n%j5Xh?r9A-6|d!k+#xT`@ds@Cdye)HEy9{DcG=s%*D)m5wF?(9=#7
zu{et+3y0{M<CQn|BxzkgREXM=xV^iOuOEzcrj%;`n)W$pXmK*xT!Lrf9qr7QfaPn>
z{pFD<cbB@HukIm7k#!UvK8Q)rrAW%nH1<-(aDii<)py5p159BTSg;~nfi4Q`Y!525
zlM;mfJn`8W?2s5_w*%&uAo_AZ_JpbtySoZxKUHB143P{oD0dlPN`|1F9Q?oK+s9lK
zNWH_ZlEppU=aqu<-ks%L$$N>i^822eo`(lONf{hAJH5~~6{K_^7Q($GF5;2Q$4~d<
zaug4DBN3VgkX0D`uK?YLf`qD|Ak72xx7oAeGSoqN8CaRIc4v1d<AsLG>%K;0r=Uv`
zSvX`<>Cb*6%8RP!7Jsj%2W#2<AwjOii;tc3#?ZcD0umvnhhqJRU}+=Z;^LA}{GJzK
zTpfz|Hph$dn9O@iCEgr#O3iV9?A`hVbGULbHp`JPA9~JT6GNI%(<56Se#&>cZk1dd
zv!^d+?2+LfGR8p4E!qv<R;{D<D8e|HV+|~aL&+R;^r%?0wV9ZVjE?%q2h~4WWKU^6
zFjj-{zO~K-)tHAdlJ|vaSpIX&6I1b9R(^_&&<3aon)BVct?Q+q!~f{r2_)i0HXX(A
zdUO?>t^|+!6pfp|2;d5WfD|Z=;nfKXNUdrcQoATD&5=HzP%D(YCARvypdQsa)V%pi
zvUgDg0DT>yhc&<W7mqu@<;4R#0-97yKwT934hjkEwT?-pYroI1AvR@j4S-Z7F0|B%
z>k`Wx+!h4sOOiB$NKVKNVAb105Bk!PN|4{%;va>*+B7`H1?K)CEwn9imlhA@qXR=>
z<N~Gu?|<}E`L8{d`@Jcrg((s8>l?tPLt-l*W?f-RfxAf~9e@P3fV65KxK;n$&2h_x
za5|zujC1PzGrZUim-9o34e=m)+#SG@{!@q5bhkXzv(ro~!&A7fH<#6+pYEc!Bk&%N
zA2dAnUV#y}o_p?0bqG`i6*WkpHZac4iXwwAqJMY^Od4pQiI+dA-S0p4xtx^FvzT^?
zvzjEoDAkq9VqS}SP{LkUTZ4cvD_Y{+%86{F@@ms9$bHdlX+Nwf-h2%TE^QfLRK<+8
z=-`utiD-4!cz9(@$|yb28dgP9S3$!l&HcOL7o`3DEBYdAGX*az$2L68pS`GT{224#
z6?&H>++LEFnN(VS!piwOSEW|3!J|$Zo;Z`&<J!vfk<ywcl31iPqwGWqyc<>)T8k!&
z_@`e>EzUJbW}d_l^Y=GT8;5@k<PI~r@?L^Bq8Vh<6Z@&}0#C#$tKQEo<XPN&jxsha
z;Yi^SHeLym@$gHd+vJxKUFs@f^TO=oV2Ny}!6j|TVOE9VC4uDv0uYfwouK~vp!yH+
z=;YpleK*;B2v)X84*6h@9OajEfw~DhD;TcWdph&7+I>&!8&e4mlkvJN>p~vC%^$Ue
zTtdO->-Pj$aOmY2tSth_77Lfa7R^AZp~fdE_(|}FBeS52pJAFF<NhQB`OIy;Q2Zfm
zV4C2Hg0n4Sy%Aht>DLy}-+ta8)VRQWI{Tezz+PjoM>{=iP4mI83Pu0Ci(_vy2#Jr<
z+h|#24{b{Fr3-d=daSLESrwgYDSU>)93Fa6ANnawcu{9t@LF8<z0jLs3X9gamSJ+j
zpus)m3Wgmk{feF#ynwN~w%h)^KTij)ct9$QL;D3E`16E;tNqVo9^d9u`Bh%%&jSZF
zmZrfo$bW#u2dANC-Y}3P`}+Z7w+s?;-&lD$vCnuwlK^{od1R0!gJz6?wM}yc?4rJB
zP03gU9gtF*U6!p*bpEZnidNda!-#<80(*k;TxkdL{aOmA%SWpkb0GM)v8Wu-4q-jf
z3=n0|KZHJoF3GsrqI`80{#d~=pl-nh?io^0br8oA_Q%SDfoKK-hnyK4I)7a+DZqCC
zM}w*XHCUN=5GeTT%KUvpsZA`%N5e?2tgQqx*QAdn_IaH)ZJyzaY&UyooL7omK@p|~
zL9i=0K*HhIu2_gjKjwUEcuwi}li%YLP_#D$lfl*wJ0+O_bNjdLRsy!fkRq_MTLw{;
z9syuP;IrS`fwhHzLVK8%&3~I#z!3f)wv_&R%YUq4@((YfL+{GAen;B9pK4Lnu2>1j
z6eW+#zg3Oy8CR799)H+t#&D^xk*`?2hJO(<lYXmH%{F+d?e!$7<U?1Sd9I@Eb-{g|
zWmnm`GTs)oP7kaXrK23DTb%P~Epr1l%(IRsQRwh$pu3tg>dYqod{VigkyyESUeVd(
z+&=@IQH4QPEbKjxM+#k>Kw-kAK#o9k)<QSdc`9FNXkw^4NftdOugUwFqXG9Db^W?>
zRTK2#EIdq6-OPb+lPx<|>e4?mF7QA0Vtmb{>3gXdx>dYP)WhE%zJ%V5SAkX|b|^B0
z&4slw#c2{8Se7%_2#n&*ix|qR)N#jJh&_4&=22M0n7ND8Nv8x=Q`-7oZmcw~@W~98
zPf(S;UrO|Rozr1X{j+cL^YaTlvPUxK!RW{Bw+m&_HbA<4Y^7a8K_Ho3+5T>l7Zd<t
zp4mjM^;YNoltFWlpsA@py0ca1e74tJ9nmtUu-2=(;mAh+oxtw12cfFMSG{dAl5HK@
z;v751knPrt)O4q4_K`gkc8}}Xu#LdtEEF*{#olgKMg01NC9{d|G9~sW(g^M6k1_8|
zg~UK`r{pY-M3wns^x)3y#|nu|(YII?PO0TE!c=Z@Tt?!%`S!Kv&B84m%^fChuD^+U
z+4Z&U8TVp@hjZcE5>5{0q5ZvA6DQ)U+)AFF0%NI$zFwJd$^qHCM)h;bQf1@oA&T97
zX?ia@$X(F2$t^JuxV^SmI{l;#t~wDpc2&iZ*6YvF{qwsS(M*oQQjR1E4xvaN&gNZa
z_rIWJ&DY^2e<<R}sY#QGc<`~lo(2me#-b_li|&@jAXe$CNcLD-IE!Q1n`?z)uH_v=
zeK(82$D`?{1LdByX)8aTYd7O_NsOT@*{~e#c$cV+&Bz~)rl0D*{3OE<)OEaP^3<jX
zGVA)Gt!ZT6s$P~4^Zf;lJ+k4oCda<kYSQ<SCUUno1N|>9JDn9XGZY-%ueyvQS`M>@
z2;$Nuz?F=<V=!tq%Jk6<rdq43n9Snv-InpXhjH+6+O3O>+un*x13n;3YF_43k$kqs
zd3v%Yl5QvTdRK<GJqeX#Sp*FfdunVgqtavUN->=fO^{2Q;tC0O;qO2`_uEC$1$7XG
zS9@^ux!Tw4l-p?<etz*5qbl>8TE{eXX7zdF`&sn$C1_W&{c_RG`DyJL%`!HsgnKr3
zQ_$0dGw=t4gHRj*M!(amyry_KiBhNr`t!iN)N7ni<3GSLbj#|nJx}nItF0KNdr>M)
zH_}b{n0hLVM7e}iR6EzNLQ$FcEia#jeJ4%z<*SbkvOG7}!$_X;Y>3%O{-VPrQx`@T
z<oA|#OJt`0SB~{>wKUcB6;-N6oMu9=dN5tij}n<2r*P3uY=0eXoBw&Vfgltfhh>+?
z^JK^T1}cHHX@3q=bpL)~7g3d-6SRztDBh4=r+%1P#YE;1QVy%ZmA8ODXRgXCIlST9
z;&Cyy&<0};n)6FlEfnkIo%VNRW6rK<*YP)<)qs;Cw`?y-sq+`K&|>;=S-+*LdwDxD
z(%pqKudCFCvu);E94s2%-95UWfmzoa#>EhI{Cd<#-q`S!JUfhP%?o>Jfy&^m)Xy{d
z3bl7#>zZWCmdSxOuEI8Vjo)Ww6bGC|61(vn&$>md)2hkV#JxrhMR2hyx*7+Z+_ig|
z#v`JF6)eWT+{jMpWJ{{(_I>b2rB>Ydb#)%*yGmHQ0S9WLK3QRGcjoydM}kvTgaa+C
z8I+6!;r*@F?tc4bqSJhcygp2s+S!{TIgiHKiKfA9jAtWKPX*glPdQ?vGE(jER3z{-
zbDV!QNpLDB70oh(B>Sy{knPiYM5R9KsEXgUdLJ9BHwDJEC715Vn=$_Dn`^HXIQH(x
zt<ObZ$iB4mI0gsIMD?_OWN=06(wxomIoS!p=R5lR9rkTRsjFq8@~<)+2b64JZMq&w
z7T^rP;?qD!E(l%}P;T9O<~{2ewn{MG?EXb}cB|S&k*Xu%QNuG;$t54iM6E*6+0`%2
zk~ZG^@h@E8Yk&7%XNg@~F}LHb7xmx-RowkiEDa#eqFOytF?B%xoR#Ia9r5f(LVrD)
zLpc_-q^`-co$OJhqGJx+AwgBE_2J2vDF*zA$Ler=?(PG`%cLs*lR16n!62P|8I>x*
zb2WAzRxC7Z>sB9Zv19IMbQF_JBm7sMxe5ndPW7J7A8R^dG9Ou8I>_;%=S?4*UuIWR
zWh!Atnai%5XjgaLm6yZ7VE6VuQX?eZCMz-*D98@gWveA&ihe_I#GCRU+P+Hx!`Dvf
z&GtLGF)?ZJu^8QCZu{)(R4=&3!$%1Y8|K0^7#g+-I!CuFza&e<oIhm=(XE|-Y0_Z@
zAzqAecu64H!iP4zLjCi!zF%WfhRfKLsfXLWt^UKOzz5uecxm#dML1_OKljBNS(LPw
zwMbmjmJJ`?vXfUA5*DI4rzF*Z%QX76T&8_G@^Kb!IG(iI=yPQota+`K)qYXn1*>#2
zuhc^IW4eTJ-j&ADYODJe59z>}^J@hRaJJiSI|j@{oEhc})wQMdX8zUa6Y`TOc6P4#
zlcsuv{td!kw_H6Q)mKE^E%iMo=dNM(>QNoa+wn!eG^*c5V~YyXK9b1E+qU1Ts#B@@
zR&V*rhB-=<=&NH3Bch<Bgr~G(cw+)7dx5%FTbg{O1dpZ5TD>8_BI<ZKgl&B@pE)3@
z`U59Bht2c#ju)u`vclA*o{<AZIu@7CXUTKZ^Q|0pW?mtSUssBiEmmc|BnyUmJ&M0D
zQ}MlJOL;%WR%rivL1SMQhTDI1*OIKc=;kvm?<}SGpD*o<XP1J{mmGH=U^JFa@-?ca
zT5;{|Q{L2)U5pZc_i+YBWKOR6rFTKKDt?tjEGOzt^cbPehL|?L|Dht?rzV@~>r^{y
zgQ?YQPgzI5p%mkV9L<S0Bg}`g$z(A@l%X@>!VFz!Q9LUcc`XA6R_pIYzW2L6Ev?nH
zY?PX(T!^ObMlUR)?)bK?+Ag+ZiB-?>UH;jW>2c1~Eo_8+jIs@Dgb!yr&Jn|Q$&ESh
zI*r<s?(a_|k1x;kKfzb@G~$4r)+TDZTEK2NRae#WquWr(7zzle4HEPtoLup}v`;4#
z<FCrtGh!Dab+pg+?oT7MmGgAv9AIm)@)(YzTYAO0X13;wCAU8?ynHk_MbS-@&-p&R
z<4$_f%Wn-M)?zG0TbE^#S2DSESI-Ebp1izeQdtG2PZuMBAsK)_tS1#K&Cqiv&%{|6
zpHS+yeKRp+m!-Y#d*rP7WucNN%$bIw2Z@I}b*PN|Fin2#28{d++>vpo@A_s>>qbkA
zPdN6Cxx1U-mqS>U^m+8Fn!GD}3_IF~*+*IrEN9#q>#Eg|%G5!4h!se<(dIm3dh3bI
z(gK<M3%={Qz^^M8n#7TH#S3kV_JcYHSxLfKgm*t|w%_}>N`=;WxDawWNW9f!Z!MDD
z%Pn3JWEIuyY%1n^+uo2Asc$OrQS9EA-UOX5MXb6!Ph4-seKIMd#o1+Z?Gl0d5DDZ0
zZ<Hy4;zaOnjPmOWU-(QC{Ln0bzHtHwrk=B!i|FS;f5gjhGsd>28C-o>#28Y+>Oin9
zKBfvB_IV{N;dyd7YKC~YXjUD~I3iYUdQb1!hB+L&$b<GS`YN{4(63rhTOv)VmgJ!v
z>`4n&3vAET1>j63DUaw0a}?aO5wI(sh4y(!X{GhM%OBSJOw~V|`l->FUFjF?qp%(I
z$vZv!*`6LUqdw<p>&!jNUz-kIxgD(Q6L#qgN>&HBUfL8aic4I!jZFXeAy)72`zXE9
zfFi}?4EYwL%$GUv*0Nz;$X#zNg@02e859Gj6R^EGNH5K#qJ)2vK{-bvUkH|ve?m>4
z?1_mpe&M6Xl$a{mNr<LF-E`%VeYFm|eoKLTi&uDWYV=2L7p0s;NK`_?D)u~Vcf*;T
z5$hA2TqC-|@niR@UTQ4dLrV!Gf>H%_xoEt@D*xuG<gnh>wS6hHQtp<OCZv^;Ai2Uy
z9^2aKa!DSr=aii2jKf*XfBUI39`oM!8*3hWDvwCL-)9hrqKFoPVW%p_z<uE_hIOTp
zA2lWfveZo=^^)Qf??#Jv=2hV|Vuq%9*G<-_i|Z=+X^q&N&g9Ht^(oznG~$*dGnz7z
z`ZV>@8vaa!Jc4gyyn(PtTLx6>ijQ%(+-@;>Cw$|Z7jco26?L1(jQ@nw+EhRdxk?0y
z`q>KFC9!^q4jTM0EuWx#NuLLWBi0!|CrEQlf&WNi(f8r}gE4EqbbJfV>f(G%mjSKn
zcegN(#58WheM>6#q?Rw*>SoNP*7{;~6mKQXrJTLW_RYR%EvD{hq8mf%FH<YuHbev}
zX*fljHt4?f7nrce=%K$;C%cI*X2yrUxj<kP0|}CVC_E-$&k_>%p@e*4Gk!U7+D{_1
zI(Cpzp+IdxsmHl8d81gjowl;U?#XB1LNP?VM}N;2b(B&~gz#%SurxmZ5zvS5>%*zP
z;Fvv<r1o$Psi4)_)!71iIDM;R#Bh2Rj3O(0z3}<6!kM?zMYBmawg#<D*@vH*MLceN
z8TAM{NQznQv7T(6Wsx8fmA>anB<*Oqniu{gn=s0!o<4dkWeD36aOP=EIh#wiVlB=+
zlBUVsu~PGcb$GsZ%6*cbRkR+&H0Ea~7intzx=kbpyH35C_TnZHL%jmGj7!g}cd9jL
zXg%QM?9F$~*Ve9Q?(b9O=@=#23zMzEYVu<|DVAF3@TkgRPW$i;Zkv}}@PV^98Xf%}
zTD**ysUM5p3QI8?SI6yqbBTLRo}nKbwVd!0>0{m|uxv!KZlkG<4moEKDq#}c+BA17
zmYDZ8(>x+8F{aD5D%_nQe9%rp&VIBn%zg{LG@rkfgeog)O3uOiSXE<E>sg<-f*Fn9
zq%uVy$?h&Z@BpJBv)23Og*x5C@zc<&?ApMQTTH%^KKgzM1H1O=9|^?S@-lAZDP@{#
z-r*bFs)~6EXFs?Rqg=~SGAv1&F}hnM73wK}4=1%r@3nne4ZIlZsr3^3u94ITTCq#y
zCl820CG%bM7lVqWqt(|Ty?EXm9BZ=Vu9J7CoWe!s_llRwsv_1<r};$qFsgbPG_{(M
zimUG*_BpMJ){~&MOwoa+mv>%Vhm7HSC$U?bcC`*i$Rj<+PE|0iF_o#hhVRMHe~qKS
zbb^o6*3V(+q|CLG<y)`nk<ai=%;fs$el0M;2um@sKhOtgC!MxlTEXX4->NaCZAm)b
z{{_ui7W=q>PgRo0KwD><Y|z@>mb3%Vf_guHMBS{FK5TD)yK8OS_)TLqCug^;WR?0x
zEsWSLxpNvIr%M{Rmvm>Wd1wWgJ(KgZ2nPDl(QXg|AtVvAbMj8xOFH)ELt;Q2;d~M5
zN!t{+NO*gT-01kWkfMw5o!R<lE1P;L??^|DNmmW03`v_e-9VPP<uQo94qpcx>7s%{
zxsaF;q!L>YQ$1b1j63;%wn_9WUi;ch10YD2K?DvR8$^6%h8z^jMv)q$><3K{iwklU
z_7ZbTrl|eR$S@mt@xuk&(-}obP~DS>(n2L?OPX@)&B1EwvTe6w-WP|F9sPz%HKPX&
zW~LlPZ4_(D-+XG7RikRNp8xuY<$3k!F8GMFsP5LX@;ARqxyLcJnM*yK@bX~;ng88Y
zLr`{Qmn&r9R7@MT2tdBeZ|evYT*O^Mj=6sSH>wQ*LPye_38)){sQaP+Xn6cAfnG|>
zbA-!SxdC44?zZ{&KVv9bJLA8`jl+zR#EATe`nXTPVdK$%SM~9|zp4}XFTQzC76Kf3
zA}`6Kv-2#^r9GWN`4MXyooUh-`h$B0*{cxMpW_R=&``*!s1}G_fiT_jL%kdviJ+2U
zgU4VX#;71m2oei|lz~ja$e^1pWne*6!GfsTttJ>xZk9k$?FjHc>B>kH1|f<8RNY>N
zUlU9KrGF?QgwroZKLiRYR@-I{mwah3t-jK8iEb$vYEl%IXlC^>sQs)pYo5fB6FxpT
zol_kqvtf+YvPdFsA2u1WlZK86T^4oYI5Q;Enw7!)E@ruE-5$1h*tA{=Ep1|l4efy|
z;(Zq2di*i*fAlx#U-Z|BCT7=z<%1X77q|Ea0lPK{M6^TtQftfsjp{+lxlh}v<RU8u
z=cW*T&&OUtT(4xO3g3Hvql2*mqwM#e%eun*^AJI^PJ0=M8O`hYf@M)%YU6fzj-+(y
z>HJT|L(<_*37SzcK_hFv85oClb@#5KSomCGB-3OPD5!u0GyZuR4tA^DU(kqkp#)yq
z#THZpWlNDH6sBXRjYa35WXWFIq<9=dMO^QM>ZXNj8PE?ES6ZfuY=2j|BJB^0*jy*3
z7yX!zNg_%$m+3>(kp`LM;^5ppgAg&DPYN7Mbyr#V+q~e7@_bXlb;{o~TFBnlDU*Hp
zi~@iExLXKmuXCz`&F;kov$b{1-I|8~sQ4b_!u?Y;JJg-I!!`|_DLTqN=_A5szw2B#
z^^S_JVFd&G@F00op}JHMjW6|Ew37iWCs1~cQ;e?aJl@*O<7iu>yvL4n4#T~K<+6XL
zOWFh97=xCzang66pRM3~znnUcp5E567BP+P3qB))mnN5VxhYqguVv6ow=RWB$IhsS
zA3Ay%G0S(&1y`RH8>@_1H%Lr7QYUvaD-`QHQy3AH;TXC{$ZV_$FJ6|Y>Vt4?r<=(5
z>JeG(*I*k?`Wkr#-Nez?iLvfR1wH}P?`d41I(u*bS|buDEdO3_lJMyR@dp^)Ui?5f
zw7F~HY=CeT0DA|-etW-7x1j{}2N*(`4+~D$Y!O3e-p>_jd7oDVJ~Z_tw!0uFp&?8u
zzC{ybS;j~o0v~b08p)})w=+4m#wx~Lq35<jRdh_`;Mo#y3!dmq>rAy&^T=_>Wk-Ds
z&y4*pep8+$_i4FhN#8~Mxu!sO!u_qiFH=8NG@y@oj=C9Xy)8Zr+3xWpm`dv&kWeS^
zD3ERT#JswqF!4xnoGwZy(EBQ9PkRXhN*u#==1DYJ+)4p18~b}LG#eo}WBJ89REhOh
z0_ijltk0<3^s}QA-0X@X&{tBZcF09#cg<*)YulHSgB0^k#>!pAXElwKS=MC3(9ra*
z=fxfMsa7B0JJ|PhVzGtF+<ifznPRzcY~Td}f&Fq&=%7TdL};>kwE+P|HJYK6m26~`
z{m-@^WEQUfG0m3Oqo=uQhM*EF8sO3Zj4bKd-$(_V4U>zx$dJqb&`npl5czzVkymVb
z%wd{rbHIW3%C)6mQ68wh@(}9a3Wqa3sT}9i)t6S`QTB8u=^G8!y35Y%-}+N>;HLOP
z6wSmwXVQGz#>KZnSL$3ba&D!y4Z4-2B-%SK%Bru((!VkZNHg%qEO<qgT&P#0`^?a<
z%ts>ROukuC@+Id~d%iWm*nqF&kbW>yrr)3CO?P}O@)4pn&Lt-OC8xrUxq8~>RkV%<
zR+W7U`d0TvzTAgO=`Tu!)YQ(Si|&{oOeD;o7!|IBxv<b~dm7$Wd~405Bw2B&uVgoH
zgt3l;Gg~uA>&7pqe2B`C2stMwZ&Lqw+-DlFbiJq%9jx+Wk;ofo-N(X0qDfO`{0!?o
zq?GS#LH)rl<<1O0L7a1b|8lAhTO`Y_efIrF-?-VL>{}@|8s$8fk_$q;pZ4BXcwO53
z##NbxGvGbu&4EYuTeA~6O^M7^<@R0)Xr1;XjBRSEJyEx;F6lmHcqD;pt_;3_sRcdO
zYXBJ~gCU>;Dh*V0m5~WtAbB-e0qL>GG}Sbo$jc1L`dtC&?-ham^giP>({JRxSWvs+
zu`bdYz_=GtQjL&GcQ~L(RU>9lwXMhi52!^@?Wp3C@Okt2{#m2cK+mpG$mn;<G=Vop
z-_!b7XSNTwqUGocT(PI8$nb6m_MvYV^c3P1;He+U7TD*#P0$P$j9vXs!`yY_RRm#?
z`PO;f^mtK!V_4Nh*$)Mh!m_;w&qC}Yz23Z6N}xZYi*^=!)ap$WE=c@swSdOVX4hC~
zFJ)Yxt5bvAu7i`4F=T1=ZSQ-RK>U{vZQiF4;2gYU94R(FoC~O%{`Q?NuUrJZ+pvO+
z1Aqlm#vf$X0|eO%Z_F)n?s;XV&(z<q=c%Ng1YF`{q&RnHa1MOgFc{_F>@U1{8{>;%
zCokn;WA)l`Uq&Vm5vn|jM5L`@9^EslVSWh?0vb;5euoPY(^-y!ABxu{Z2E(YUGdvZ
z&w5wF`(EzBrDJD8YRYEK>kNvrd%n!hDLahtJ<G3UCdjxwIAr{JFz3<wn?3`^vWTuO
z-5(PV_c=x!sq(Ee-YW=U<E5<^Y&9`QtS{_os!dDVkjS#w4`6mZnooX?y=)N?#mUFg
zKauYIsHVK?<y)h9^%(Il0`TYVJu9)=0+(bNPVs?C{8@80y{}v7-|RLmTx}#hc5#WH
zK2LCYL#&^>uh!?i_~p*ktWVqpjjCCRdBO!AR^xQV03N#)ZaMnwjhk}KPdkp@B-^_>
zFb9)=SEN)=oMOGR-qDI9E{Mh8=XQbO8BW<6ow>DG^Zof}-KZ2aLgja<4<Nja5mgN<
z1^{P$vIu0A&eDI119Dv#$YL^Y0A}6Uj^MF}rTt5UvO#7DYs4!+Y(o3eJO_R1%#Ydv
zWqhN&?gI61!<T=j{$28)>feNpUm>`{MG{vA<M-m1aVn-Vb%Tx6-BOcp?bb3q0--hJ
z<1bpZfyd{}Nn$uvzE4cvJ1or6L?}5@xuoaL$l28e1=-%O6?CkPwhp~{n~{`$V<==K
z`FWBxw3C^GhJV|Ll+AagTOH%1J44~y-bQetrgC%qfK$@)#E*@auO#iV@}M2O5pqR3
z<&zaNI|0>!TU2jeynOW@u~QKp2nT{L9Xk5s{U23lbjtTe_FqkBArgsLQ9{r-o+D1@
zJia}N>9+M=-8TzN-{dOqby(GCZ2n*(5LFQ^_n0vl<>Ey3V@-?Yin`HDi0lcq8&4&D
z&UY(ro9C#Ch4Z1j?A||~?&v0cZ{r`9hQ6nzW0UC2q@y0@r+G(*^aQh2gW_pEr3T)K
z2O6Ptzl7F)&f!3ECTFCB&7Nr$Nh}?sDou#?cpc4Rn(#&vR$qU=Wv2#}Y243{Wx=|t
z@NOxBxkZzQHi_p07Cn<3)@iV+Io+;;M<I`J=F-_EMxc#ji!Pmxnx%8O{?6iP=7PNQ
z3LE~f>5O9?d9fEp#Ueyj)yGHnlRJn9&I^t7)dpwf(BJixyI!AlqPsd;J706`8XW3p
z1PUH6*xie};vC^klcN~q=Z`2d&gTm@xBDjcit-L7kC{-nSOfsId&K4RH-Cu8=9rd`
zIe$n-FKG_5>wfAto*)b_D-faScV4+|u{bSWYH9fj(~n?^$DzIK{InCJzIIGA4Ir--
z6T(1dd75ywauev~g5Y$_8esXH1HD{6CH+X9UwhB)*WUYYzA(BfXKabw*p}bqFSBvn
z+|VAad>i$sa&6fe?Nt~=dEyI59VZvVhQ%hE5Bz??N=k-hLewmcff=~;#xng>ng8Gl
zJPyCmCw-I9%{0q}3-B;3TTVU5F@c&hc0-rm?EL9l>4)X~gO@Bx7uSctt2)Ph@Qu)%
z5uUvKt|CMqMYr=c!z3mf4SJA7zU)%5P5X{+r!d=uC>Im9z(4F|G|A}%3%VGd%8qn)
z`9fs;!mFZ7e=q|t&AU@{>1MTKAyT50yoW(wC(l0-9czd%Iw+4V!aJPo@g9@o@4pK=
z^{1}$@7`54p&OBlP&$HW)&wjiFLl*2+2m+b@jS*ZqqfLN2s?2488)$Sn}0m2cy6!u
zgQ29n5M5hiT?jkPv6vr<%%&Cy7@UBUp@|T<ajI@ElO1$Ch}2v}(v?&VKu~bbt;p0a
zt-Zl?YC&CW8T81I-AT6S12&pTz^_EpJxYokK$c*9QhNkxXDd>ZOK+>bEJ~S-bhLGT
zQ}1^ZZa|n(1ViXhm0aJV172A(U>ktxH5yy3kc$K%*r9RQrX(m~ehH8iNRHc@D1SmC
z*aFbj`rEkvJKu@uIZ{&%mR494cSpbX`0Y`T5Jqm1D2gnw0PrKQKR^$D0jK>|4n9=k
z;nA`^AAQo>wZ_RDhu#(kt=GGZ$6UEiI)f5e6cxF>>qW^MP?~<AG;+R|W#9e~d&o~F
z%2R<3T;h1r>cE4*=zv^of?WkUtl&4iBoYJe@;iVJD^>mDYuxTf1ScwfJ#`4@5=A;`
zG$S$MA-^!c{fF@e(7Ms+iOHpjrsRPQV`^URGp4Yl^REv|9lMVJbm7m_!+O!q0nthC
z0H$W>S-3dB&WcC3nzJn6HV&>rb<S8Hl%^!l{^$Jvmh1!T@!xn4w6{v3OS*3UE9qql
z$ozNI=wNyl+Tk?UA<#92BVLrk-!hla5x~k|ngIpm*C59k1Yba{ksJT!MaYgg#6~hu
zy@o@lhhX<hUZA130Ch|-Muv9@zzur~jn&ML_=pCGU;pPXl^Ok+dB(<u9@eZ1E0qoW
zTukrB`FR)^U6-a4<%_AtO5Y?eGzA7}o@(Kj(KwiUk$#zbJC6%g9mjAStu3N^GyDQE
z(qwFZ&Dx*<RJ3Ql>CM~>C<kx9rTi}j%0{koWaE=Fm#jOdF--}dm-@+e23PKSFOZj4
zw12P8how4>Ik;=p>6Lm=9z!-0nt~8Ueg?sv<>tUjP<7CyYw&4+X%dIj!#VA?rMm*p
zmB%#QMAR6g?}wX&j}Hf`e_SQrzAXWqr!R7R4*SP*hL)t(xk8M2mqQqvK&cZf{QvlM
zq9k(lqFT{YT)@evq(R0Tzj%}SmRJ`Pp<zNub&;hGJm_YnMMBrn=h2blY3*TYHcDJl
zQAtdvy&YYbCK6rCP=%%m-QCNN7l<DhVV}F^8>`RGztV{eQ5`&+;J=lmz?A%)%okHH
z_NxB}rtA89<}v08F(}rTe2KhC`^FAceO<n%d6;2$xED=cm2N+m(H%MStWU+zs*4-@
zZtdtyBlng<YbpTsvUREd=~3a*IKN5l=$?tf3+C#n<8KaW#y0eei-$Mm^VSb@P;<`*
zCN;G9`lS?@W1x&YpY2Zqyr<Ao(jIpyp&4yKrpZy<BhEPdl=!imilVZNlDX{uCC?UP
z({)^8m+^ku7Lr_OS?a$~sG8kMs6xFoF<CRRZipVEh4VLJ2bfgWjjUHUvz;pvzh<p)
zKQX3Qr9l=&Po`DsxhcO$!&Ah&e$DALqn#CpUfpp}=0|TXNIZrgh0cdQF)X?KkC&$)
zUx~RY(OHbGPHV~a@wOzB2E=EV<Mp9UDl1luVh!2yvJuay{E8zl9WrT49`n^PTWn<8
z<v`rJ?k3f)OOhwINmWhdNkdplH0A97D(&3gnNYwuzF4Ga<&e4Gofs`_*vw_;V4*8U
zAx+DfnHf41a+_Q3<Q7kv+gzH_+zCZ4VP$GAxh5*NO`#n}rQ?V5<9X_b^FMr_&-?v8
z@AJOjlZG6Hw^91!bxjV+K9WwP<5^@^ZV1i`zgdb`gI4Isr>{HjJ`M?;Tts3!MyT3b
ztNHmk(svDDxFEqF%BisJ6R?qpq5WGW-vK<*Eeieo+Gf=kwh0iQA|B9dPnl;7z`0{^
zGh4!avPR=Zal%jvBnJUtA^r}J%mG|SO83>1i?<C=H*o#i;ux|TH?!|%UUd*k3B;HT
z*CKkoNyt9td~ua4eDiV^{dpJ>HBz%ZixOfs05I&bfK}{=k9~AP<osoGMeB(Pu^t(F
zO0?YVC)f;vL?L>a<}<UG0-VpF*DJ=M$5z4^Hg#9jpxSDQodS+6;#c6Eu!Dd+cP@Wz
zts%HMTYYA>3z*<-0g1WiqF)y2yIiRBN$+_od%Rh@ip`LXvsFg&{Q<J%R+HskGVS0>
z9>HF&uptXmK8=B?K`6S<T+(Up5hi92%^py;t^FMI9Ki5Ps!9A0yo~I0ka(+j$S}KA
z@xaolqJz7#qq|d#As}-8aTL1aO<VF{YvKlCsxiXBaEc14tqJW%ckWInJC9O|T3V<w
zRO#mCjcgGWmT$de#Dz6T@ehddbFBUhy9be-bfrxCaF|Zs(exY{2FnDiw3uNbm+x1K
zmUOpOa5PbVbON~pa_#vPd<o_~yi+lXlMLUd5xLMsDj0<gXts~@Uv@urug`VRVs~C1
zt#SgCNFG>_Pf*XYRJ<q0Yj3M5_0m%P@{0{qy=7l=&3saQKqzO{%}Rw3fBxNjaiRX`
zOd2!51N`u1<N6Vj%*!r8i_+}yfQ%hD&Ko@-n%aZcs$6>5kLpycyKmJraH0Z`cJ6M7
z&pYhd&?tb^J}z<Bu&E=ho2WMlZafqpKbn%%8|6%9Tg2W<*pwcz4G`C5Xt0VSqzw1b
z=pi0C#mf?<H>Ib}HtNBr62%fDB4_MEJ}-g>8_3oCpv#0FN<bNLoTvD@S%m+FVSU6}
zN6Oa}EgFnoEC6iT5|V&(utd47={3LuBV_xH$)-|VW`=KjduO0>C?8w{=@zU$@X5`c
z<mT>Br-(^o`4j_Vc3Sm<zx-`%3PJJPs(sg(Ah=NXlUGMFNDaYzVvRUTgKA=mM4Np8
zYXw&B)F;YJY&{pnGctYD(%I)`ddEc>su39K0zI5cth)8vm><-Mt%q;)zIrtn!oxpS
z92PDdjhjEtTd#$Y$QL!57!^aBWsZUA(88`4p#4-{f00&{>9;GF671^Z7i;g;x&IE>
zyY$fSj@kME5Ax$pBWz1?v@lXk^QwnqrRxN0R<)j$@hxLz$2Sa5$uU@MbxMmtEOXws
zrDAMe`L<svc}n&Io}Y1>ei|TWBQzL|jq>EY+2M#VX-Q;?qg_jy(XqD7YiTy>+A6>}
zPrh)3$LGf$o_G?O@bQt=ov{ON^J|&zV6M=xAWqhN`&sRe=H>rWxA@GB)5xYQy*iUL
z-|CEKkyLBd>|Gp|lzwO#8QZra=+<h@!O&O}y0M_QfT+3K%(mk~9UZC6>bfDInEap=
z;zH__jm(CElRoj-5!5;9vQwOfR9Rtu9wN}ZY}2K(Nc?q!;)!r`c`;p2(nT=r!a}S%
zD*bH5X65=<c$v=)W$(5+m+VR#9GlMlQ-W#?!WWE{L>WR+7WBDZij;uZG<{Vvwm1b3
zc4$!vbDE6E^rR;oGs;A_OMDSA#+QeO7VK@5EOY&>ufqqe7_cs@G*Mld@`!wRG-JtO
zZLb*p%&VHMr5F)btGs{DBGTwE$ir;4yv)p7xPa4cpyD<V1R+`eW!SIdW@)G(bP|a3
zH$cn2Ko-p9zL+Id`dv$O^)?Ri!$4Ya3#*PJmI_}BWt-flREa<%!TD+UG^-qwe;n+A
U1c>Q<7W&Um?*BSE(D&E>0LL2Vn*aa+

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-121-__details_.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-121-__details_.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..00adad6833dfc021e6128692d50467ac8b854965
GIT binary patch
literal 9452
zcmbVy2UHZzx@`|plB7X$&LBt{aukUpStMsABa&f|EFeP$1tbhPGaw2K8Hs}AoO1@r
zQ6*gd^Pl_Pd9L-&J@3`5-D_rbRj+T?S6}t+-E%v2y95xaDyk>~AP@k6?mocnEFcfu
z!@|PG!n}u#jg5nI4;LRyfRBfVPf0>b2&Sc?r=z8!p<!U*WoKY|$V@}SA;S5Pk6%bg
zh@M?cN>o6SS5QdcuZw_iaB%SP@F@rgC<GX37zO^H+wE6?_#TJ`xI_mr0cgY^bYjqL
z2S9%pCno404ftmRp`l}7VqxFI!Nt4lP)!7&fzZ*>FwikEF);3W``w)fFo-cp82RO}
zNVP1mnOwjELGju5m>*ZRl4%bgvIttb2IJs9Ag7?DVr66J;N%j52#bh{iOWAxP*hS@
zQPp{-`&>`oz|iW&OKTfjJ9{^G4^J;|A6UrS(6I1#5%7e>_aBmyQ$D8V<mTlU6c!bi
zeEw2ZU4yEvt8Z)X=<NE|-Sd59bZmTLa%y^Jd1ZBNePeTLd*|r*<n-+P;_~OOzj%QF
z^uKA{9sefw2QT6~UT7E?=or|4@dBZF-2t5#1Cx;-i$qQf+rovENg(JR_;Gx8Wh)M|
zp!Ok|rRy;60~VoW)}z0u{e#(mMlAUMi`oAo_P=?}0Ql&jyX2u012VwH-dJ^Jo_*4<
zt_*^+Qc`f%s+8jWdsnSUTo7LloCEkLKn+bL^fmIERnnFRT6JMCLRg4y6P4!&FYkHA
zh|FV}=OQ8IB$xKov*{{Qmx6tLf(<T9{^)42e8(bT`7czoyqs%2(6l<CWF0zDolK&)
zz{{Wt_QROu!rmjJ&euH__D4!6OCheu$Kq(BrF0URH$>46PsUGk&%JGGA501lACZ=N
z%?=UoaPl~9(3-_>_j=*YLF&7k?T>Yupbe>Ol6J4%dyQyeq%}~xL?8N2Vi`V}@O6_H
zPR$UDp{P-!=?b2`%1sTh&vw(-8~5P=`#!Q)7M3s&1Ir}nD0OE33R`kSo>V!ZV44#2
za&xl!<z<)}nsYc45AzQ-BsJv0N;gMl-;B7^&o8Me`?T8ou%S1@^|eU$4iQ7%(5&tH
zA)m9|+TeHC3oQ5v-)aEKi850*1Kx@<!vW<pJkhsZ^XYH4+=8hK4^y+0<XUC|r^~6K
zmy!1ioh&@)5<M9j>KwG&3D!SZHm;(YUMZ{)R(Fj|%~W^bJbHhOt=rm-v2-GPE`lFq
zgb{@ZkxbPbZ`(bd?K~ov`~7$!;-#K4z8A&2_^5sL%WkCI)wAIp@z6Xfld%?yD9Hr+
zcn!**Zj*<_hS`n-iC)#bI~(jr<r(B}!y~j<k~)g4xf;vW#prdO+z3@xRefqiaB2^n
zjWeahh={1mASDR%2hyvBy1^vM0BneYc#^pYvf(c<v40@VxaCh8W*s*2rr%w2IUN)y
zIEFt|ZHKKmsBBbATT?b%d5TY<Y81nrc=SBnUQ*EWoS!wLk2pEZ!Q<Zd_BoHDW~$4i
z0PrPKuU12AU2DwqE)juro1-pU!@@Q0AHOqPGSJ^X%pO!2WXr>btTaQ$&LlLz+c$i{
z&&72=EKbevXXJ@21Qen*B}{nlJFTR$%_VTWl<s(;S*;R%U<u>M2^0__fCwQ4By5qP
z_4_>QAq^Pm>6wO;IdFjEA4mv%09WNe7cu=T9upE^-2&66RGK9FxHOxwfL|#aH8T6e
zB7y$`#mF7w=aSh~FLP}Fq4}e;jSr;%lWpIo0Mqq^bnV&pPpy%!J_q4t)q8^9W^TU7
zgg^4{_lxBwY16>)__+(!Kitn>RkKn{)~a?O;BC_oZRO^M3ZDPY3&fV%Z8m)`GoNke
z%;<F@dhkv&Z60?~IT{M}dmYae(~Hm;!riqr<ArGKM?FJp!y5CSWlH{_Xa8U;WTt$0
zj%sSDnRC0o9JQ?C-oy<>?E9D)xr%c|!S*eTZm8h4r+6H%PA{qv_eewxgh`Y&alR)m
zpo+3>gGw9H$>EahzCNq8>>Zv?EWyKcoaWKzV$UhQlXkhq<mqmmqEsp%tRv<9qec`;
znF2!P5}*P8o*e~`Q%%9JONYW8L%lF^jd7tKCz}`pGXVjj*^Cq`2fB{uYJ(wbbqJ#=
z_q1LDgSCe!;lz?Ib#Gq5#Dh+lAK0T-N<(V$bkBOV^M<@GRvody4cr2DwTiNNpS02+
zU{~&`rr!VJQsh8C%h%)0?)l(p0tjrY2ym&((RPz<326o%6EEKaMDm9*2kq#O>l~II
zGa4{Wt-h8BS{#kJl!P~|L^B(Yy<uG5l`wg*UG8KZv7vTE5QIf|WOZDjmGkz;KA{8A
z<2@GDJyOL!5XV&axoA1GV}U5?7U+PPMF?G>YmQFc?A4NFQ!q<6f0)ryN}+RGCGge$
zJd7`L#Pi-Th|e$kP<t#fs5UAwzF*?;v3o#x<@BZMf}dWmQUqII2|7Cis!s{F2T|kt
zW>D$N^LRoc%})B%c_eRCsF#PXjhjb$o@XzILU}X`%pe-A)LQJjWZ;NzSSlHJ3w--n
zYt}MZ;CXgYnn|G8Vza#K_sDc)vj#B+Hpo~t-$h98l8!XMICeV5M{qfEf<nPsvY2-u
zurf}{Ud3ymC)UX8%w9CHgxGEdv%SD~Yv)^XFR!kLuT+b<|1>ksC_v2Y+-u8KU4HgC
zq&m(<%KOTWKaCtV-ltdZpMkG+UB4s9jNS7L7YpVWpqi{aL9JQa{N<xA?~gnjuI#0?
z7sQu(oK`%&-XZO&T?P1x4%l!df3y~@#90RT*kK<JJG@b;h)u0=lu2<u&E7oz5}wy$
z)|YTSQRqP*Q`OH;gJ<xA*Ct*#7@FGw-Yi<4sVD9(7u1LQ__J<BI*SHt{OD~n$X)#Q
z5!>;ayQB(Ql*_cSY~y&?CY3_}G*zBQOZmQ?EztQ-)_*bo6WE3vd0Ch_iKzl^vUm!t
zV4zA<9ZQW((dF*f-BD2iVCGem;|VR>be|aNUZ|j8KPv?`LS%`09q_x0S+wd2mpw3a
za)L$mUMRn7nb-YVIJ^)j=5V*@$e~Yeflq1&H&LkaLMPYB#p7pH8ox0XZh@^{*v=M!
z2It87w@64zYyu!D9BV6ek&AR&N#dXNRa}y`_8Uv+AKRlkiYxZ6ct@t69u>W2<9O|v
ze(`IiQG~j6P-nnlxYhiF`~2V|>KJ#HocPl#5#qTgpPwubhso*0*;epfYPl3?@Qeuc
zIa(THvNL=7Y8iWM{pPHl+iRaVuNoVCCdDnIJ<d34LBQ0QAcKQ1&$~H9xZ@z#yj{lQ
zU|ciI>$KTa<NT%Pm^z>Gcrg2v?kv78O}KIuhXxWGw)cSk7p#fn@)sB1wf$bjyH~j%
zEGOLS91X%rxp5fTN4+ronZfhU9m40Da)PGF>Zq)wMs(MTtU+0gmVDljQUzq$Hd&kf
z13AUn=v;iCZmAgQjO`F{7RE3on1>PtNS20Bwc|+doy;=*h~YZZNx{RC_-lRq%vbhC
zRC*#s<*)<e%)J@U4ExH+hT5pU5l${RFbIS!PFAbsIuHhU_*uO!LV0RqB$_iSGc!ab
z&SaFUJpO&7niO#hn5QjXQ#zZNxF-LRED9|JF!1l7qhaVFG=$~ZU`KWn>E*-^q7zK;
zwMw6aUwVC=L@>sz=(ER&TEunH2L0^bmk~dEL~kFicG%cUZRrrq_|&847C6&g#NM`2
zKJ5R{%(pJmGInB8<)9wQwmNpQI}{3=NPbL+?d^E!p!{1Xrb4jJ<|U1m2|bKE!PV_e
z-~L-Lb1$)myuSF{=Y9`6t5@+tX%n6THRQOi*ptlp&UERMQY)fDzO@OnhBZ8|HrG?u
zxH6xH#A|D1I9s`4j`xf_(Ne9oD??!g%LX)DkN$jqo?IdiizW))D-4fdi1+;P%aeJ|
zMI}$)PTV9V{HeY+n&5Hsj~k)g3?q%I*ZA*FP-vo`1{T9FM~SlsS55s^XCsh8QtB)F
zqY|m2%W-{ym<xpz13ot&wzLwuaWF{4u+n&{1bL?|mFS|f#;RQtE89vjk7UBnB96$a
zl6XL_J6c9H`ZR8tBNg73gn}J6jN_ymD8w`6ba$r`(6<@|59<YzASxCPaZarub>(<+
zdk)=Gtsq@rlB7-MG9}4Hl2e7?rLVWZv{$&d?3_=WCuDS{(*^v}re3gSpCZfHAFb~9
zA0=99o5x4HZJQH#w@?1xVL>yxgV*qGkLP9W`(>ubd#C6^6Tfg~W)QwBBF;o_WJjw!
zB(kdL+`qct0t~As6^gO|E*4OZzP$IvY<>s9kZui)P*qgk!ZzDB4d#BMkf>>L-%+4x
z<5#2tSWj$>4E#w!QVl$u7yqeM&p70ajE7BuK`gBTbP3zhVm8tszWG7!+R>8miL9{D
zmdZM@|3eP*DwZN^daPQ1;;#wQ;+3>s=r&K8q>Nwjy~_k;I*6{b#>Y^@!~JTnvTv@F
zFymitoos_#p4u9~<~oa4K~P%c(8vfnG#*g}ghgo|DK77-7~g;XKh(o^;J>Q{ZR__V
znrIufgAr7T)0bX9KBa4Tudt#Q(|%hwiBUrOOk@$hYi6G{^xJh3lSdUS51y=`+Vcnd
z&JEKqlYWXlKal@)xR5H8fi}?Rq1?5)<Djpj7X*J@_L7}#cE{=7aVP7LAxBQUEbKY?
zyR6AqOu<t3cNS)}Z-K@H+o(W%7#g={+=#i)dUM7q2ZVCvP6DzmC;N7uW3gZV@Ijmn
zc^g11XjgYo6Bh|Wi!5=9R+_cw`w1=szT*U{zXI+%kdueBUy!eCf?n}3Ei&B#pXW$p
z5aY<@#Tqr*&b{@*sf7)--B;?W<p9R-bloRUXEvGYoNV;Rm#ETfwDMfGx5_0iQ8=vw
zo}ZX$r3gIO%ekW_tBt5@Jvf}7B)Lu7bQAK^`P`6@=c36{i0$fp>aAG8i%g4V8|ZsT
zE^>Y+Z>+cuj>iC(s8};YRF3_z>B7zfa#pIH@3K+d4Z1;;82E_sewHt6b<5XY+L1rv
zn-b-O58f+oW=Ve>R2@0&tjp|3y(vqdnTJxfwdcOo#G!vzvc;Wf7SN+TEc1iZ_ZG<I
z*)1)9WDsU|!@3ngFgn|EZnC@p&s*&aiA^CkQ79w*8fx8;u$0&?Uc`L!6D_Xyy^dV&
zVb&vyF>PGKzol?q7A|m?g+Tn_rw6JqO>$ZVA?+amrj0IFrU4%Gbz1K2IX%Ygu#0mU
zvdJ7tx9VplvEkLP^JF+8grD|fVtA2mc>OL)kKcE|Th92R;oytZ2!Z_QbIbG(Fg*Gl
zvC;6coGm^-egIn61DSop*D}_EO8U;JKTXunB*N&ucR5+1hqkpmk0^}PpxvwFtj^wJ
zdan(FYnk%z<0*i304c7f*4kr=*`NNeq)paBuUz`|^OzDbUh@sE_V7N+aS~DSM#VM1
z><c8`JJyq5E|pRo7|_@wc1)1i*GJBOWTttIgZ8OWq1fSg$JJ=tFe%dltmMGc*`T_Y
z7(FMx<bJkm=uaHHF+yGY$T_>Qp7iAm8CM{YI9h+~K)NRmt>{LomEu}S;y$MW55TCv
zfR?p75txM!V2>n&t-zq~i+?AB%sb$iwaLSqto<_Qa@&-D#N$cS!0@#3S4M1%eeakb
zC!;onu*t)V2$qTU47#4Z4*Po#rw0N+>RpR^#Xqj|t3;-jCU~<~n#fffphmN&F<x5@
zDp!Z1Ws$c4HPkLZs^$Dyd8Kkst&A~^O}-DJC1+P}CcQp(ip{n>HYLxk3g-V|I4m0%
zS=>NVd%40lwhEyx@a-cfo>TnXw!G@{!Q2}H@riwVrTL33(WcPMNWAN9c&#S`1H0tW
zEM&@oj@d-Ijk-bKe=4B{J88Z${S@+k*-ofNoLLdMN?EFsHm3I|+q>Mv@)r0}QP@b&
z=(ql5l*XN|8Vj{5GJHmfOl{4u>S9@}q6zeq+97H9Ec6ShD}q%mKEcim{s>vCujs^U
z=yHHkyEq{v_kO1k57PMRQp?af2%}sEy?l5&h|?R*IOe2lkqcA~ZmH?HS|a2%;Z<v!
z#f5qpi=^(0l{ie*DFd=h0<Q_L@NNO5X6KP2$=yy-`MOpzLU2HoR${_*z$BVkt;dA6
ze}3(O@aMU?=I$Iy&u?=2rK<si5}@n6bc7&v&{b*g*&>;J>i8P+JS@0BOnRU($``Tm
znQmaih?&di`)~_xt2%)bjrdN_mvtwk)+t$2pB`V?P&b`0<#U}ld&SpSDxKbl*p)pU
z`H_JPdrSV~XWe<9H%C)@TaFM-UU)_|x%}@A=Rq?0CXy^ADn;p2@LfVR)q)=vw*VjC
ze67=N`VoBT4Roa;T6O!B{(cv)P2yVW%XK2U#>w>7l?)U2_5#RBq>U)g_<OI`3Z>CA
zTI{xZ@T2^<jY--V(GB-q3EAOw7B|SUYHKjpAkB3K&wcYZ9FzRF0KIUC6iVb$&tgdf
z+t}M4T3kWJj*umLYI6y@xG0c2;_6c;*%?qyr1zl^yQ<AgThYx<M^>lx&>wzj9`QbH
zEiQgnp?&|6RRKbWO1CVzX~!!h{}HTb=*)WJA;EBsEd{?xl-uYbS%^rCb=bagz~`6d
zF*>jPYefg=%eiUe+s6`JpjOp6DP_u=NH9f{5WTXU9RV9QGtwayl2pjmn`5$Q{Fc8L
zQiB*Z4{-ma^HZmh+@(;1;Nsjr&Bcl$a|8Nrnl{aLlc1ZH3$KC4^Te>xNl-sTT~?M~
z1&BlaHjal6ACA`)+B+xej9E6P^v4}#X_DKn(iVTS5X=VGZKPshpPrUG>x}PjqQ>uk
z5Kt0M#S>Q{X6(jTW#94vhq*U270u7o?$VRZIdEpTJLXKR+{_ooecnHAJBsq^>9^ZT
zZA?y{iAi(SEr0j|x34ttYg9;VJ|Cx9)RpEi_Vwcm!kZ_-^?^a+di=iMI%!F7TJ<u2
z2`tnn9z4b1lES3cFvk>62B(mfBYF0hY|9x`tR%@iFz5&BRIb>4@}5qb(lpunrimF>
zshwiyd%n;n+uqirN{H!DPfcplU>Wmg-#PaRoBhG3z@p@smEh`Ek{tO)spv9Oz6K#B
zy@Cf8OOln=lQFY0@ozXB7&I71T=OEP^TgtHMPA&z(bFy1elYVq`F^G|#jzCyaB&8i
z-#a|ide3}7=b9Z+v`*Qp=$-ub4YSvZQBu6|?5v{L`*JT|LfFF5EfAVLblNLc#^Cz)
z^W1k8M+ATR>A^_TD^YFMSt<;=K+6b5m0V6PY@KoC?y?=Lm*ORPNs-x257|HGY`0E-
z`FbivcMF&(QN3Z);FPme$5!tcg*f14JaC8Ku*E206zyhyZ#u`*M<zS+vseu)a#MGh
zl8jy{S4NJRANlowkEMzqK4H~9F{I_y%~s)f70Z2yc)P$}pTYFe66%zXD*hQXptNl|
z?d(j3td~c7=#qt7k{ie^B6~O<8}4L?CptLbIxw&1=yc6ZHL9IicNmjiqRKt9?{l7e
zI5Q)mvR>0rm+(42{=S%W26xX!WdpRBF=;{}#kHqu&7bUa6o1VB@q>p}kNsSXmMcH!
z`tiE09JUy!h#7tx6vqxfBY+wPFL2-r@6G1RS6Lw(MpzGDp#<U<r_p8RYw)f@y;dMP
zae?#}>YF3*sp)aMsVHe&A?72&?gMFh2M1vb_>5fCe)Rdtc2D^u?Jtcr<CxiSh5G24
zrTcD(@l*d%c+^aXzF0IgCQ1ncu2d(eiHUl`uARwZpr>fi6>E<&IO(wRhiz0in#rYV
z7LL5f-AHtrn-GClci_P}$FxCq1f1Kto3-#6wp6?4qR9z;vS^8v1B;iWO5+f*GrVEf
zlirx;>q8v0f!d;_zp%p}UP;h)JXh4<wUg}stZW<-D30)bZhjfM?CJ3C7C^aouSG4t
z>CFShZW<!!CoLwO@{`En&!TH0vYdun>Jg_CU;AOJl1eMc`vb=&Ogno{z2&bc7<&o#
z55-gWfc#?gAhR#+6}IAYuTz9ZZO>On_%o9wy^w_XvqH^Glhx*g)B76=Z&wd6jY)sP
zcl|i+JH`h@^ijUC5ilA%w}%AR$=+U_QFk(CjB1C+2{BD+x?y+hR<A7}!@!-{d<!Jx
z=LAf#-EF9fMw5EVmW25{U`>$1e+ab~&oKmo39Z!ggi>gl@?+B28vLB-!Wys#E_fp=
zGk@nc2jEVOvOa}6)(n3=l%7z&IVfWKB&k%mL$r|A#N0u&{TUi7%sC`pBM}rQSK3T`
ztPr)hooH%8sWHR;9x(VM4*E*b3Hc<LOUr4Odz#M@6C6kmt}Qs&h#mv={;A%y|B&ba
zSWDqQ$H#mr&N^@k4R6Epi}C7@8%;wzXJEW$iHLLIIpW`+3gf%{YLPP7?F3CtbHb@2
z=ei|o$B!*>GT*;g^7u9Js&oY}gVeAQ-rrRybjj316cz$pb=Fbb-kI2iZxepBdb#)(
zwfab&I9uHN8oq9pc(sbu#&XYyb~9z3gb)bojF<;w5Sf^ik*Ic%21m^iUJ|(H=DV1R
z)<t^|5*8R&8NwU(qSNeuz7lvX)yYv>?UJkaY}|&9@zXGp^*9e9lB6OW)>a`4y0V+0
zL-I`I7jGv&+R(6KDozBPpHpH4Et1JUdndPY&27v$)7Q$v+ln&-3sy394dC($L%wh(
za;R^f(0684h<x3(REm;`;fVQu^WrRk@#5~W-(BN3rfI-m77dE9t9IUUYVHa;w0cqy
ze#7b&UC-7YP!?RDW+ZPPRp7JHGw{+eUbdHEBPmXM=s#UZXd?5F_|hFOVM05C{H)s4
z4Yd@T8L$WYLiKERxmjm2EHo<BsVl7za^3cQD#(~uaZy_~uPZck&$6!8!Kf5tf|mjZ
zJs1{1h(SM*+;-HcXIPs$!tK*P@q+(#0&V08X!cI$7`N>pc-8FA9$m@~rVRh|A?MpX
znKya#))|8L6T*2W#b5P1M3fGyOdnl3N5WaaT<~i+#;zACOT2oLUpOpV_NN1~`~J`J
zk!|~*{HuRGpQ@#T5fnc<lc4}mfQR5X3?M|+4hPW1Nx;MGo`vyH$x!gXcpq6jC-Uxx
zkdZ-jgBo@J!;-AH+$>5A*vOW6)g%?7IN!MYWonm#8DAhCH$l7TN@!79rRg7a;OezW
z4|bQo1vE<suPHG-jPB%3K058)Q*{2ncia9o+W-C@cbZ>N<I)MZ!ur3=Tz*rVXe{*g
z2;E!f$cK}5i_%;O9S|5Od(1oQySv96>k@@)<LH{ywXWHajXAMLX`!0=pP0UTE=FKE
zX7c9gFtb2E`IYLy{jK!uTfhL@#YC+-t12oh)knbX;|tyZ{7I=dN>@CzM7O}$Kes3i
zW(&&j>@2IXHJgc~VmtCjzIlcw%0Pmx?$rH{Oyz&CIAwJS?NO>gn)_~h&}Z(mh4s*c
zB|_d6<t{1E*V3_nm{!`PF=KTF)c}XsU^S1{=qtpQi8J8iMM$+e<o@4XtdmkTgn+D#
zq@r09$<+MyO7z}PW-i~W*)Lb2Cf#?osP+r3J4^Kc*el;Iy%@rx`?BmLXj+e|Zz5+}
znKu<(L)9l>;dVU0$i?5Zy(*Qwk{*UpN84;)S9;v})m$5yD^JE675wtQIWytu5BJt~
z?RA{ehr=q^BlcNBG#jd_VvM-SIev@~9h0GZ4oA79yDG^m-y2=t52wOVseY@;N9GY3
zhkf&;FrckvIAC+t@D^z8pS%TViW+rF)P?+nZvnL?+vU`qsW-U?x!qYO+aXVn6j5&Z
zJDx68daed4cps_yo4u!;TFu2~Co-WyRyTK+-7O$PHF<NNx8-u3{;=ZI`RC<C%c09(
z5p!F~*ZMXw&Dg}hu%?{5?>$I)adv?er%MHW|0{x)e~BPZhVazvZe+mUBe|xIm_#Bi
zhLUEC8%ds8y96D7prF4PC)q`j?ubmJIui9c%90Aj=xs0v4+pxng7tBshbQt+f28Rf
zr>EOrFtblyzm&NPF8W`BBM7+uQqW$i<jY!~I?)-Mw9Z1}67+Smg|4=&Nl<sZ;*pTa
zBh3U`QwN`o4?`cUaleyFUrNU2<7rKe-D$OeoLgY9tNIoQNvpUKQ@Y~5Ccp8AR9w-R
z1RQ<OY%|R7%C&gStKTp?-wU{n2iKuX7Xo?;3mI=+7w;zJFKYjs6i&kSYwEk9nST#O
zd8|AM??^HfnEgKZy1Yx9FZY#<Op`|K1n-OSjZybY#sqz4Lhh&Qvg}zD*od&g{B|T9
z=P#~%|H@V3k3>KTu2Qc<k!yl!M!MF&HA%=k7>EOvvP)nx=S}A+UA`#jvwHJH!4Dsn
z0Q1dBiTd+Se&ftPuJK1Qxy*3qOa~ry9QQy<jENl{7H+y<oNZ>8CxvHC6ms7JxOdXv
z7RZctxCOAu&8}SIF3}a}kB`c3fu)t*TOdZa-=-rX-(K7=b9ya)fBymPR|`Gq>m8##
zQ|0P+LJgv;3CGHP$c;+fXSA2tO|<CU{bu2*6rL`^pC|)+2~5{WV?JK5i+W=#DdO`&
z5QKiFTerZTY66eqrZI|}rqp%<#U?RC6AVVb&?hwZS1jI|=^sbd<V_}0Iw?#hTd)kC
zsOBqa2h7aN>hDf2z&GAd7aQ*o?J(^h@mj-=pJ5V$<cawA6hKxb|9lDmkC*XzQk=Fz
zpiaBbUH&Y)_AI83O9zXO3}EtX8B2@AhI2g;xwV<D7ZNecL5pEzb4s~(@g~)MFpm;-
zC4n+7iW|{>72c0lkgo_M39q!+1tD|PCS0c5X>OzHZo;lxT4B5yMJ6WltYv(H4_TE4
zQkccCYmw7c-W%~RjUwM|5dXA(!kt9-lPnMD;^T)KV!-SD-cos#c@CiwyZY>?h_Ror
zAxA*anaCY%GQWobht)!j-Hmo9v5hiK^oG`fEz<~=Bh7|5Mb=uCI25G@CzetL!=&~v
z-lU5=|8-Zfj+TwD*yVCnssx%L+;!AGH{B{&^wo|TU-rswVG=#`uqCu$tdTzdW3`lG
zN5Qr(&oq|XDC39H;@I}MhtC7&=cPJ}%u!E!H{#~yM88?gRy&q(l>=XCfjxD=I^PkK
zM??)Zf_y$RN81o7$lqgaslvXaQaS|=^eWUrhfn55y^%d!65wExNIx09Hj#L$^>TI3
zXP;K<l@(mSmj*4HOk;<@-Ocuw;|0@(lk|j2tLTRn?e-&PsS=|M@$U!DGfoU?wqH+}
z34$(1wk;85%U2@H+Yo2`@3BRT21<}0iMfWKi(j%w?dx<p%Y;5jl^eYUYO3YxHTcUP
zC|`AnqSL!ktd7)!qnS0|Wk16QL_0-s9p75p&d8iUc|<>3en6SV22E%P!vd(E;ro*n
z!0zt!wp5~v)T)tw%S#5Jn~|vWbaO2x3TbvFALby8UoO!U2obCS!BesklWlR2(_+^7
z(5n4#u91#1xibv-n_qqzeJbGdPf(gSIg;j~(qD&a?iZ5fZbc)ZD}v{{y-?q1C07;u
zXXLnq7eN$jo_i+JAD6crc}ywG_nmud4g?OY1df8DIM568?c1FR8lhnRJeLXu1%R*(
mfeBb`A!w_IQrD3MsTx(vF9JlI@zvGu{#P>f4aR|fJN;kdwBrT<

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-122-RL Algorithm Reward Prediction Flow.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-122-RL Algorithm Reward Prediction Flow.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..814592a480b72bc565aab056987dc29880d68ffd
GIT binary patch
literal 28652
zcmeFZcUV(hwm%*O0YN}|FM>!1=~4qCy@P;+rlL|JAiWcmrc~+Dks=@lr1#!bq(kT>
zp@Tp|4G_XFzIWc4cV_OLd*^=V`91fKNuHgP>~pfuUVE>-_FA8{*14RzTmszCQqxoe
z;NbxPc(^y<au%QhASNUvBD_jWL_~D$8ZpUr8nWx8q}Lg#s3~Yznb_G_nOImjZVB^n
za0+s<u<%Or3EmNvkdR>Kkx{rSCNC^5A@-{gyldC4T_?THKt{$Oc9Z3%*gyTcYzI&h
z<AvZ?;^T1wu2ACPQ{r8A1K4r>yo&eR3-G5G-W7a;tAs?v*GNcl7u4JUT*1S~ze0e2
z^(p}Y?&?6?c>n?BRjQk!%7oO0kBK;4X~bT|e<0?%SJ6RhG=jV({>1I|H4-{{21X|C
z+dRB{{1TE<(syNKRqm^*scUFz89y*FHG60dvVHpOxt+a(qq~Qvm$#3vUr1<Jc*L8x
zkqL=O$tkJt)6(<u3kp9L6_<Rftg5c5t*dWn?Ck39>FxXa?fdB1_ylZnYI+8aSYBCO
zTi@8+LhT<M9vz>cPtShQg$Ka@53+Ed|3TQ_&_#)(>k0t@J^|4$y6~=e;|e|{!PT3h
zgjC9gM2}smImKQP)7*>yP|<OXOWX)a`^0U8gzlCEoE!CvwBIQEpAq)@e?{4!3Hu9O
zGl1*(c(}>Krvv~2Cuh8Q!6g6BCHF9wVCR9bWT5P*RjTyy2=L@-@&l||DLUm?7pT<K
z@CI>TKk0ljqMvJkFG0=jxr|`nt@Pc_N39iJ^RbzV>@!=_yKS>)(ic}>K#(^fy{YFA
zwM#&5O&pd$1U(soh&J;+z7KrAbr$NMjk;*dhYW-IE&*5QG4|NSk+uyX+e^SJQmo_>
zI-dseROK{ei*nb$?-(0%2~Y;JV~A}~`G4D>;YB>f8bz^s!yfx@_x=3aedBg6n6a;6
zK=h5aWowE^QT1PURs6uV-VAZsSUjYwxCFF^T>_YZb%!ozqz^9vOZP4TF+PgCJ?zsr
zu#f)Ty?>A1-}7FP%ID2Gu{XKnLeJbsjGpoA6E@S+2#DQz_S{I8a%$A~zEeRcl4LgL
zK6z4p;bR}QGb{Bj)2hMQf)1m=m#!B1g+60Zp>sAWLrK0CZ>kMdHE*iY7~uV1E6RD1
zfb{@}O8{r#-gyn;Xh%`<5)f~6elde`JgF>)w;7MO2T+Xj<|VWk*MoTTUR|Y0GRCvd
zizK8mROR?<5mfN;%7~`6#+67uUfdN4!E}*YAOLScVeWs_6y*J(CLtx^J=YWlA9v&A
zw)3G&zz3$St8UmUxSMM&UaVgNhGRTw_wVK`Yfog8xgdZBd65Ftck&{60sme3nBXw+
zBS5(!d#K&7rKcK7Gt#aln|Z^H7r&55VPjAqw5&+Cs1HFN=r%OfI~2JKue&EeeA*%W
zYaUKE2C2)=g^x}WYVrtYDP59+Xz;c<4x&dgJ#RPXcQVy}a7Vd=s<L;@h4M|OsijOD
zF9E$-S|?h_tZEp&n8jD;WNo#V8Z$l@y!a#g>V7_()-ot*^YQ9Ed>^;9(PR7P$q&A6
zObL474|rJ<qXIySuWcuUpBZvD(l*F!Jn+QW<CpVf8s_*RbBKM$j8Hs1xxKr}wp@2(
z$rgo&?;={55zku}*pOD^!!p{X;TAr`TdYl30JRcpuuMLW0{D9n{ni<@tf9om#il+%
zyZe5&h-l?Yb&fzWevufz!NLOJgc;8j*w3HS`?HLFP=Mcpz8~I@A3T6!SridRtTTGY
zN)5)D80<TE*YP`A^plNaqt};{NuxOl@0$i+r`tOa!3s)7!@Rf&{oBGHUS86Zzez6}
z{e6J8k^WJOMlR{0*?Uz~l}2(v&uGo<DEY>|cLHU|lj!Ok8jz-9nvCs@ixs^ltDwAK
zStfxW5V+?inM8$p;g;C@_xTKC-oP+tv<pHl0%0*`i?8qELl}?|I-@@tEXO1ef}-zH
z5btVSN!K|xbJq)IpXZesFsVeh6xrBx*r%%%#7IQGN*BaSj7|p}Itsi&>36rtbvAZ7
zq)Me4527O242WbtnF1M_72Lg2P7JLdR%Ht4)6t_8it$Hy%Urs#B6Y}tu$tMKx%s}A
zvt~cPHL=(MwN{~u5)Ni{R~RIqs<SVRYs9N_K!C#;0WM3_?JW5Goh_zJtPZeKG{rW0
zi2?-wfS&l6M!PE!s79(LZ<+KxetYa}n5fv$@?*{N08n#8$kRSA{cL6hPS&^!jB&?b
z4v&4l52>u75I@f#-1{D^pcRRDj7~1<hclN`O2(|19v_^Nu|!4ikhm$dK0Y-S3jmK6
zC~X!vz9`BUG$#yJP>fu0YWBBtg$v|RGRwV(?tCMoE@MG7Y+$7}c3<oNY|;O=#}UP0
zKvXpHFo+rDoQP;rs~_E!4n0SG=_(pGos!AD`qzt#LJPNizx6Om0IH3ihol46G2mZ<
z;shrsCjK))0U<jJyX^q}f>ca<T&y0*y;J#v(=r%53^g$dNtE5vPmu3p&2c>)8M_3O
zTeY-)fNRfIR|Rr(wbT+3wZYA2KE9$$MD$yTv^j~F@+yWdMfNgOFA64SuQ@ihq*n}(
z=x<uTEvpN!7U-_cP&a3MrwH!@^@SfOk9+nrKo2Xf>zv=B7+x>bagEhZQ=QUknb`U8
zZ7updZb)*>W`m?vn(3+NPPir>i5!nRW?QBAj5RDdt7ajKDvwB1!)y{0Vscb3qw39G
z7c;u+3XGwh1p7UU&4M#ulMkhLUrOEeDe_U#_>w+~xCEHQSkK+LKR+h1AVxwSNVGE=
zCyLW-WPwAp6^KAd52%~J&m<*_gzZJ5l|pj%+h<Gtfkp><77;u|74q>Hd_y$(dg59q
zG^O0M+~Z4p;O4QN0BHn776$tU6;9SPA~QqAMm@VVli*0#FK6L8RP!8Fa(iZi`Y1H9
zaSBltTU|42zTl((pix_DjA^<+&ZNs*LDme2(52Y`Rm}>}y$#=(I_iM(J!x3~I+11o
z{qgfhy3VBGl9TL^(ZuuEecEI?`QU|`T#;r0q0`Dl4bgyA`5uLX$n^KE=JnkEBqpcN
z`fVff<-IWAwpwIia#6I==)-PULg#31kgLIhBO6`K`18tCwb@mzk?P1ma&hCMmHFKA
zahr#_8?nqq63-jsXnlevbrNQ_`hm~udua|L7sq#+6+Ud%8e47(i0kA&^+ROz_Kvuk
z)i2yMm#C9p#-!s0Z`koHCCvNT>O%*c=Q$h^Lyns~HNzf|>zgN&peK4`{2{ZM&oe8W
z`K*O^LQAIwphI#)qj9TelO7UK(r&+J-7`8OU{8`1(L`8Pv(W8Cp>B}pamwv%O{vqu
z)*W_>W{XvCiwGFKfY;P&aan&)pXyj)j&AMf1P=-Edp5$rPr5+OQ4bgLp3jcRz>ntb
zqCK-jMVs2&QPU+Bfg!VH4|W>5N8-1wCaT%kQK|)~S@S5;sY!mkC74v4f4;fe@k~m_
zaa!p6`D`M`Vnl}iytm5njDnQRmiVr~Xw61|^oPPK&4OFmeksg8Jx?~6Zs(MIgOplv
zsTbY*`R#^6<I)8`SF9e(@o@56J$cw&%!t*%$3nQ39`YgUO(&R2txPH-Pn}+}9y__J
z?Xr)@b~3evhTDfGs8O$TA+wyNW8;K`n@tw&g5yaL!|0L2&s!rZzV`{ADdw`}#Mq&8
zlq+h-oII_>-DU>j-W?BVJwQd88tK|Rit(7y1+DXGs?yGmZ&+maEs31cKraCckPG5T
zeapV!wiTngOMves;E)Rx#4#y^k;$`itaIEUYjoxhxpi*#?Fl4C#JB^B(e#Td^NG+w
z&d1G4g1_$M4i5kD%Xz#|4zld=b)fx0b?s)dN`7o8<vVakvv}cRfGvvJC&KET@LPx5
zQ-aA=i5uz%lH0Y`e53krpCW52zo&YAiJ0N+eypxU_UO6C15?5##D#QMV|d!L!1dF{
z=#RYe^(WV(Jrx=w>&n0>t!yJ@k`{Y+W|f+9`mF|HGf4pBdBqNA(AL6&t`dvXbNLb9
z(uS9=yZjO181o{ZPo!zpi$JI5Uit&u=>rOVN5DefmzyZ(EMQcbyg1|gtsD1lyV;&f
zWkTo?d^oL$ezTRiX>6w)b8)hNYH;eh%Xo5_Oa3~tf6{YSpM2wBD|Nwc`U7)DzwQ8<
zBtv(CV?v@>k~t82AN7{n4gMui6=0qBB|sc8AlKtHX}sC$)$cHKO@8W_wQFqLNFA{w
zWkaV8FFd#eRC7gZO~<YD!GfhXKC?o48oeWUD#9-TgNuQ@;q1Z+i_&d{7L$_wHWc=C
zve3P>W3cBO7UcZGp9C<5BUrYkwW<KL<&}XQa%YH_E@LJdH=!W&snbJQ(u+GRc+L7o
zi>&q4t+8c~<F%+hQb){7>C@GPN90`OR`?c)V%}c@{9$z)zbRT}`Uo>jBGd)jGIT%-
zGc|kT;e%1mU2rh^KEnOOpEP&HfG7sd4DZ=(fs+d9vD0qR@rk5i<A~+V$h+b){hr6+
zZMx)PY@5ecniEj)n4}?*1&DhBcrri;j&2r#Z#%JFTd?2hf4m6D`e9KAs}gJ`1wUK%
zFQ<miee^we|57R%TaDM{qo-Ppo`<T46C@bS;@zDeMs1q~$y;{Ii`Y63%1<_3HI{!z
zvmU1hE=0L>1&Z`YM?uzg?SgVC6!BlXZV8BMq1A1jO1nxNXOdwh5;`P8UC-Re)dKDD
zv(XjQDobr7s+{nVWb;7siO+%HE;g=FNo^>Xa&205%VS%+r}s?dkJfAahN7F9U6z@_
zcb$cw)zMX^(ex5(E{Eh4dQ{x6=wb=<;<dzSeO(elbQBaAyRpM5z${tubx8B9p8mRV
zfXSrMa^IO^rqg<3?U+V=Is?7C9CfCxV#rbXeHZ*$cGmJp#YvIulDcp0vt#TaUFLRJ
zqgj+BJEg*SowRpu*)4p^*XsCe?IeKxK%3rpT@<qhincW^@G-;e_1-OoranC&$wsS$
zSid{Gj-^yLelI~_xY-J>4Wze^&};At^?j|Ha7UVtEhp<47(&4@`NAU#3{_k9N++DY
z(~!v4Y(PY`Os2REKW?LVb67ld?1>378Ry!4tq#;VK7rZ<|6tdES$cpAxqvFxsipR{
z>98oNRIiMs6orUb_4<>~5CZh=*$ydh)8jg$Iic=X-`<hm!D&;adGCyd|IX&IT#qBd
z7|irt_@{4dXQR4}^p~I@-jQszx|=3yni6>H?AMzu;4xh7!!wSPu#q{z1aY-xq1Qge
zip=H55pgv;HhN)sqvk9k3`Y7|FtqJbAk#qy>_oOVGR}WpQD>{8BKz)u-wRW^S~@Zp
zI~Nwpt9LcVd2zGTtw@ayxj!P@d|%SPo<nRf94OsNy3YQ-Xe$+_$b;@E(1#aXe|Pm@
zE#~EC<y$#lUl|7oBcH{Vx+3t)HwksCcoOVPtqb?nH;vKvdJo!xlzS54RSCLcNQ6wc
z`Ru&g)FC2R3}aDBM!l@rD&^w4T72>SdJ3XRmjWU0*IEO{;T^;^^L3d^zM~wSfj(vW
zJ*o6FJUweL+fiqin{NT#t_c)u^<}C0=ps+=VvAXJ;>CO1@djTXz};N4lkgG|N2chV
z+)}`Uyr=AFT2C8Vk0|DxD>hoksJD;0<LeDbGS4PiQIvZgi;*+V6@(e?-ejLOy6=as
z@42RXzX>o$=(BD@KRC29Hr7~#U(tL{^a?j9)o2%Sn*gaV;JB=m+e#MMSKVx`+N#3>
z^c!dpuF=uUYmS@3E*bE)5RU;_1;uqkw~x|N+gZ@)1n^)hJ38SK(AoI0=vFKH_-&@p
z_Oh>Erw^!y)|FW4d#aB2n9(-c8Mk5T*ZZed+ku6C$!k%M0}C{Zw4Lau7l0zp9qoON
z@E|@Pu+c=K_GGn>&Sbhj;hnf<GY-`DYar-*4&q~Zu|v#bJ9x(G_==5St)j`@UfjBE
zM&^VrA#0P)9Q7veoQB`0ivBtD*xK_Mjooo%gT9c|3zt;;zOzqzLF^lTDR1G`R@Q3{
z<sWSYU#kmM0lN~wF;!ohY-UIhKWBA>zDsdWd0hfN^??8ziXv+97?~Ezyy63{yZHEf
zW{hx~w|s>@&pZ3Dl;EcP>&iM`^T~GamTe;jnol4U<(#j167Fq=s?PaMQp3yNq&8AS
zd_L?$CSwL%7*sg!NmHT?hzt=ihMwi2vf;Uc*+T<wa=3em*PsD>b+2tAWPKAD<`Pcl
za@W@+)j_bb0CQxONtQ=xl%}46MPpVUYkQelC!69pMjD>s#2O$3aTT=q(m_m+n4<-#
zfj=}>M{kyH9)nkBHDcaRzRIRRPu5U?_H!bFSa5Bb6r<a$YNaaYR#fl<f3l%}-nr`c
zX&Apa?_H+Bl~L-4GkcNMHe|DDHBM@zhS6bOrx_cv>HFJz(KBUDZpT3+$ejT=(G|o4
zxuAO1*7{rudtU-a^C|w=f=oQiH7E+d^Nbhh1apdyFfqFh(K_(KvSIF_!l#=}5Ncn-
z8bKCpN++{@Ti}8bEU^zz_c8ZGbz|tfwxxz^PHyh?0hQ&oxHVspa5AI>sMOCkl0F2a
zQsmlNXVMS7uI0x_le2E!@+{8*<VH|A26Y;DJ+C)`6k50M^Z<PFI#5*)IMM`v+5&fY
zIX_+k!U9pUNAAAMZM<w1A9n?&U-IIvYCwx3<g%SHu3p_ovyC}mr0g!~SK(WzpbtFB
zoUL=2Qsl0%meeb+dGT{l<(SCS#ofs$vugAtR#kiN1l&`)@VzbkLf;q<BfUkt5FkVH
zWIQC3PwCnrZ3k>U0;A?}x6F2*Alq-}d}_AG%l0OJQsxs6v#2D&*m70mUWBtqHez&V
z_g3(p==z5;e}jodGZeHM${6z`&DO*@pUhlVv0N(tlh98YuB>m_#0oL`fuFlP%lkg5
zI&$7jo>5rz39+o`8l-jxZ5G8x7INQSEsJnM%-d;y8D9=R(6T7G{x~GNYqUN~-K45<
z+^J0PbIOP<7r)#AtZp5(nl%<tKXNm<z1Qj$@cS3f`R9|Slu?0-a=H;&@7IdR?ip4;
zBRYwUk!EF5VBE2l4Gp^a;)OQXf&cO)VA68owMBO}+l0r-iyybo@B8i~CSu~&&5eCJ
z9pvvwKzIl^RD^f)6?3#czy~}rz+%boeQTvR?`2fvXuVn5@|SV=G!=F)pu9~5+&4xz
z{__xhrhJ3pM6%95cOKHoV_P&`ZGTE}`?ya5{H776y7xw}L|!hb9wOphqzB>mYADzL
zycn2EA9f||;l$uon~6_%J4v-&wrnah47ERu`z-6kA8IqN&y2O_$!KN1R;=+FWM+<w
zNcmR$<4H(UoK<fFvp!X`HG9KoQRrZ0g2^;?^Ad10s*3<hcTsNS%>_qXJl}Kkd(f=l
zY@&PUA2qG_T_Lu!cSsYto2Xb-MBl{iRccpgh?LmzNdK{SlBLZKYq%io-YYPlGw%m9
z)V{ZU{K6KN1HS}NtLJ|6Fdf!rSq~E#_A?X|vNkWZ+I&u)v?IKxm(1K>I#ckdit$zZ
z*`zLtb$r`vgWUWPbDQ`*^a5;F#4g{WOXT@7Mj)lFt$uv(X;VYsXafdtNIRlO%WrC&
zP^keUF-lLg;QEAijoT@WJ6pYQ?5=I4t{Kl>)1JN+e@hUzmw+V)(cV_r_T~gvii{Si
zWiJ6?gsrQm;8cf~P@K+a3Z03-w}r2INri?@(`>Kuz#&$sPMwlUh9!?^w)!H)SMYiL
zZZpb^N&l4OH29#*5NG`&#Wwqt-@B&$=EZkqbIVZW+a)~5E9seB{qKG}!&eY<$CS!E
zTKjmB9oa2QwHDB5@4+T95pba;Bze;wUUSpT+ucg!jidmpocfsV&g=Pb0~&TXqCV~h
zcw{^E##~^Ms@QdL=RuT(dY|d&OxM-HcoqaVfc_Dr@cx&vm58R=mG4OnwjX<M*OYF~
zgf+WPZ$>$OpN%44rXBGq#opIt#^U4L3$WW22mv9j_SudCl@}`^EgH**P~rd==f-C>
zS%WEwpZRHAT)*KnLb>(w43i!m`qM3ocotSjclC(2=F7e2q{OR_m4op_ym6s#SLc|c
zQcNpNkBeSyr~u0e-2IGj4WEvVM?YYqc(Ws6PotQ@av<PLP1nJe<j-H5ITys?npG&^
z*oWSWqt(aafB^mp)RQy}bDloK4^5`<KILR~xOwAZBvkSZH(6nUHx+<jwo+AG6$Rcr
zzTLSyEer*Q={wT$w+>RR!Z;0c1g&bt4rBOnfI^CD1xs$f)J`r1)R@F*9n79)LvX&<
z=%2&L`S2UK&;d35mXI+5w2B|k@kGo$(dt3V=dzX0F7$j>HBY^5C<!@6+vb3ysY-;9
zh{jA&$Y;|hO53qyk9;D!ZLMP`0^$U|T9Uix97IMbqptRb$uT5plA>-oEi|;2ONSfQ
zmdy1{Yfl$W&`P{tu(F<@)O6=Z61Dh|f81K6l;|d)iielp@PTy_`a&h_^BbJw`e?(z
z<wNvu%*^Tu&GDa>z2tjPWLmZ6T9f?RFiYJF`e9~kMkL}$ghrdS=Rj!X^N0MQ!2Gy=
z+T`Vo)mrU9k_Eb0=D-4R2t8|Q+JvNoB$=a?E=?C#<(H1ZQ9vIs%w`g!mA+GbMcW{;
z`_8lZ%*b>f$M__c8f_#EpO#pZ-+T5#8WPY^V^+WWRP)t8fXExpPVmOp8ay#iBUSk~
zmT$h=639l<V<Js20ee7fD7dI6AcY4#dL&P>*qvGemmP}mEDuxUVp<Q+PuafT@WOJs
zOmEQ7_LS)uD&OVnM3^fSYBWSuF&BK7z>cs?tn~UF0{=(=;E^feQ#T700WM7{xtrfp
z4774ww9IeDKIOaRxZziNJp}zA$pD{DLY3qbtx`MSk&&v)brMsCggbf~s`xxG91_k+
zH~hKxG1WDVj=+3ZwzNEL``i3a-?Eh8+VaYAOo;?Meb*;O6HhyQWXedGY<pkn&4&lq
z0r>#q;#}gqx^TdK(OZu)-$fGYm(v8MQ_5uCe{FQf#(q9dXS~{gz|Epd)L2ksmHa_v
zNXU-%EyI3hbxwhNPh3+ussK?gjbTn+6T@JdM|irC3k-NSy5qxT<Y=zvbQb0XbI~E+
zHp8iW>w7Qqy%cM>aXt&p94!!vObbE<UZgz|!q=Z%t9Xm&u?qnB`wtV<uEm0fBy6tw
zRCbxyG`65@=V$N33qnh};<T1$T&U5Bh@gtRDRelPAy<g=#DI`c6g^DTU>JF@L)wwe
zKUPy}(X>dXu=@E0NP}eAr-OY`@;lgDkqZ_iXtg2h)g&2h;Vmp${m6i*c4VP>Q3t6W
z1(npch{|D5=%)NyeoHk7O%(r-O`>&jFG$eB2ciReUJ;4lo~_$0>0;khVjI}hPDf>V
z%KIYEU<&3nBcG;jy?PdTe>3|62(?DXAZEV>T+81&Qys63@#grZ*Bq;yOY!h_61hN6
zjV^sJh&>z#=ZNd2(q8SZVz6?3r*wC%g|wZGqY=duvLh+bbH!^eTB-dB1qiSiM;JQ+
zZ<Rp>wJwN^-yU%;w31U3jY?M8uNVTBsrntY*0@NAk3BRc!>c=}R7}ey)8kbD_ejK{
zwH0|R=WW!Xipd|lZfYb5uC|G|_)QE;La2R=dtq3{$ubMW$|jpb|AFR`j$Zw7Ted^I
zt@d~|@b{WPZ=;aqpp1{)hb51`l6K`JVM5mrKb^(BIf`ROuX@;!TYYo-I9+$9J8sjn
zjm0@Lx+H37o2_-Ou^qcb60XVT_@(@{8(GI_g4Mz}N`17<lQdXIYO|&DsILZKHNyw~
zF}ds#G3RU{x8Jrv`P9rD-p07G!2fDdx1M`!uZLr18*M;{9Z_3!xAqQ1MJZQ|m%Xr_
zL9N!g#Z<~i$C6ngF9AJdJl&vbKTjwWp|$jGR6ST!iM5q?Mj!*Z7vr%<<wy^cDiL&_
zmf|)iltbiZAjsp0q7u7Y)&eWu3oj`u>Ax5zGK-XoHj_c*FgYwxgKxEJT5I?5QQa4F
z6UA~?OSbq;Dvf-c5b-AF1iT~S!P%esG*7-X3n2!8Ju~jso9CSZKcBsO6!IXzeECA8
z<Ae^m*dtfHl(e6!z>EKBc2BKm&~?CfoSi8^`quYERsSm$y(dw@f!kG$lb?60uSpgr
z4pwP2&yO4=ALo)Ov|$^iLagm`m;>aO?$osHpMQzsFnbK&quo^Gtr6e!=G1KqB<|uF
zHy~W#o#7>ts0O^Jal$RI8@x1ZytnItYyo;>0k`tLUzKib&Qy0|zr{9Np~U(eTIMjr
znz-O-=4zo7!d>vfZptsG(3kK7O1+0ovL#U)Nti77GO?nDIkb0VOMJh4IdMlV4!LcO
z+BpNa$~7iGvTYPnV750o<f`#!%P4&4K<D64G}GgB<vPJzB^tcd1$H#+Q|It}#Ex2^
z<7w=gX?&>f$u0!g*<v)LS2>pZP!RgKHcXA+Wv&4b&(w9$!5&X^vq$K!U6(`(%QmO9
zB5m{Kbmb1eYtNCBEy*|!K=wy`w97b13nT!O3(dnxGI7nx79pAzB^^U_I_Q`GjxRVV
z$fMfuWfN5-h!0?7G@^s^Cl%2D=1kNA@#68~MyaLy*I%_nwN>$o!y`ewq!G)SxC5T(
zOtjI6-cN#)y=_$?8b=(qkVL*-fhNVO3P4VBE&=x>$IV2R*#81x8pxV`Mf}1i+o2fs
zEu7Qx$#dKX;2#yD!hlOaVE&fuVlUKmOnc(#n6Ot>VBQ_~U_x~QvtgnSWm0|Z{dTA;
z>pj31f@AqS@pZ2<y)nF3a>AOK5mxk|*aIWfv%$g_pE{r`^RG49<tsL=o!DM^BY@Ge
zM_JiW_m5wtWzw%GbFD7FRse52sxKFsXr<DIAhhS7%vz<7S`^LQ2Y=n{h2RiOWLt2J
zE<Q;6yp3jYi;{r<QQA}q56gaU^SQ-{v*%t+YKl~PG>od!nYvTsaq!)*oK0Dz@Ur~;
zZLh}A*4s@D8VnU-2jNT6o+rftD#(wz;O-NqIi_)#+dwRrwfeFWoxB3_z-*-EtH^G%
zd9ig5BX@3!IzPt0qRid=?nRzNrY)P%C169u!q2YrLa*yVO%sIHTIb7GmhS1UrFB+E
z2wi|Egv#eV*cD7Qty2+d$h0q-?T#KMzyYRZk3-t&-*SCw{`@IYU(h{UU`XB^zXxg8
zrOCms6C8a;X%$%B@s+zd*2xakJZ>Z&&zy;WRF>EqL>$$VE>xDD3bc)#@8UBVV(8_?
zf7ODv_+;s0u|wt4c=izcgPZQ4iJ^7(WstJ~xIJ6a25l-mIXctfbdm7!PK7XK{i*&W
zPkJ1dmM;I+y=xeYpkwrm?K**<>BLEwh4IoWc$V1C&SQuBRa$CmsoUt~{agxOWM5?U
zwg}0#sb5M~vE}^M=bvNhH=eB*$*iYuVc8waOE4lZkLX0nOy^I~Nrx4ZBV8Vq%2AIf
z3*rwdtj*dCPx5*28P8zk$x9DL<)1;IvsQ?OLrS5tq11Fh2l}SGdM7;{yf2HjpU!e0
z51%E7c6`fPY*bL*%oaY)neB9MdzT^J+_-#!`xWc8C9g6YBeZ7SgOqb6n6N~Z=<WOW
zToX4f*eKEN4)B(Hx<*^ORw~BtY=<(k@>_ZFgHaQqGv&QeU;%JST{`&XTh1dRTj0<c
zth`e}jf`&hyt6T^a&{~J`@kC8^~LoX&y!X{i=j7C*?i|<0gGS)W}mx8Ef6NVC`EQ<
zgb--Vw5AD6c5m(yP!{9+NcMTKoJnD^lhMPSe9eLbZWFv5hPgmTM*uG_eBk#Ykb&B`
z1Vqx~;%mxr{<VTK_rAwD?Praj5`qR_5(OpUwFij6FhaIV4{uJmNT7G`SJIiknU6-{
zd^O}q8_eTz7Y~Wq!WS=+7>q=*lE7droBaX@+U;3$#cc8SQO-d(#+O0X;*oX8*fT4p
zb3<g|#g|9~k6o-GoAj%3>cw#bBAz^SY=0MoGC);fH-~#)lPfQe<4IAF`+y%LRNkQg
z9cKo%P@uBVG*ZAmjlarpIN+NSkI-o5LXmb$r=~ya88`ll%GEeyJspzVSYSY>7Hyxc
zfIM5H+#UDv&-;{!Xz+#{5_rOcB)2wszFi$B<J-v=w@f;Aw|1akP}E&;bNqy2KYLCN
z{Dd_b4R9WFh8|hTJ*+gN5Oi{0#k++IZLmtofE!){NRmBF4Y<>PRIu-S`HD@#`-V>6
z5}^+;LT0rzEWW7S^o*@1!}$TYX-iOgJ4Xt(D#%Q-{kb39nH0Mr?O4wr80s<MvSxkn
zlEquW4?%*IX?P5RKA6|>=<#><W{Z?qj%}t)`h(5m<7ldD6M7mOqG$?OuvGJH<4$&(
z8g}xFS-BM|i?b_4T7{@^jXV@2d?hXUiCKTj2I1-;SfnSLd?J9+|D#XTIcWKTeG%UD
zyItk83Eb2cH}<`e7evsdEUfT7B4U16(s7tew#R~w>Jax)!!nc!3OnC=^O+BDHRM<x
z=W?)Eu)q+t(mQT9@-cC{e!VwmqW?CB{AYCrsgrvbjFhqJrCpd?M=BRtNahmGdAcop
z^h-n~?C;Oese$js5zf&(?y&UAC1EG>IM*(Z_)>lR<!i66vT*RqQ&ai~=<+aDVZi~W
zy$Tv)re->1zrD96Akq$@L?Fw<617q_TI%0x?H1C9WKWFv5UIf=<5(7ahD<9GzRS>j
zrqsC8$HhY4A~#G_CZYvWUBSWB8htd>u@kF6>HvuM)gM7r$a;sP*`asUmhbVf>g8il
z08cmjTWNt}9OB6bza<Tt>$CmF&dG9qhO+`&mMFqtXZWlZAeXxB1k8|N#LMWMU0jfv
z4cZ;KHP(^touw%3nT7>t<bV5yrB%!sY|5?ACBUc2eS+KOeqTX<J}Tfs`(*YQ58&F1
zI4H{9MrqMpJ@A=O^;{okGH3JX9=tX$v2NP=rcYaF1IHvZ^@+n+RP=l-hTFbVNCQz^
z)`q3+t+_aNIsb_R$3!p!G2rv##gl0q=N)33R8HfkkJ7CM6(fHF;g(>V#o9|i>k#@E
zUoL~N7j+lMkj}WWVeC`(hlO*?8)aR8Y>XXQCRx5W3t6<o@Sg2ZtSKKw{=21rkJJC0
z3pNFC(U@VbP)N`$_8bV;uR}Y1lIXC@p6A+qkN`=hU{w}*qgbWsDSL?v%9ZDK>O=i9
z+ly(nb;g#*BsN~a&*RHv_V&z(v`#;b8JF-0ug4i#j=jKzrd4tLdHwuhSNdZepVa7x
z($(91_PGSJY6_dULl46;O|`+5Cpe{2=~|q-+OJbR3^@Ihn&#KS)G_>}a{~TW{l(Lr
z&92_!#rxo@w&>?c1DMapZFztC+I*Z_rVjd58N%Y)dpF-@G)omAZP&u=Fm8bFwX_z~
z!Z(h)VWN|4BtThNesn^?*syj~Vm9i$;fnGVdM}<Yx#a2y@7TnSMslI!Z=bA!c41sY
zJm`uI0dcrlu*LoAL>rj5Zuuf+Uz10OD%<s^KBV1Da>+_;9U&4^CJ!#{)ysOZD)_{;
zgX=?Ijele`3E=Mu_(K@t6{9CvnvteBt-FWe;}t{gNKvJ0s=_z~otvgUp9YX*gorly
zPpjXdl<@B6vZU`r-nP+R0>0d4;)!T(im@7Gtt9E%IVy{QFLuj`Fgr9^+;DssZE3;Q
zfJGhy3jtn-1~L*j;g^?6^CXxm($Wy8=kvL${nGn;82+nj{F*;b<p1B_@3~rwqg+hu
zQMcQQd`LCip4GoR34?_B<D=cJ%b{DfXSZX#OXlx9bjovJ$VRhJbfc_|k#-slFp(pD
zmMw7FUg6Wa`DyWQ?ET1GiU-5h{!T=yHDf|Ff~KfY7Egr%`&W@yh5n&U@{jD5-_Oye
zA_M~O?I}0cjTSu=DR`U0$edTf3O0HdJxnwd#D{hw3c)hWZ%J2@wmi{(Z;e<wsAeR>
zKiIZ<-hlk>dlV?%jiqkT1sdFBg8K;uze<eTwBqT>pbkW~S-!cR6s#L}!T`kfTLjTG
zF-3%W_<wO<H}5_@E6yde4<RsE7l{@<Dd7YBiuU~5;K2VQzu#pVje&yYqn2w+B^sY6
z!~Ml{2ca)NykqkU2iRc=)K{%j;RBpPq+Q3Lr~I@+hzCpFeUdAF=9hrbq2sWY7T4A>
zmALP3ysqEHg{P*)`1|3O7EbQ`HG=ZL{LKsYQZXFf`~3c?K7OzIIHjdchm&#{mK6m0
zK3zYynlP$!JkyO+Jz6!&?<olM2hc=x+0bAN;ghG2nz;;X*gmu#1F7RWgBA25l^pE<
z+aTG$j`REPgKGa(*MDM~ICB6=9%0(tW{8qoBd?VntwWe4rN&wr9r<Hwb|aM(y6(&Y
z1&0aQ+sUL<;5)`P^^7@2&2G#SW^EUT7W?Hk_*WVr;b-=vL982I881~oHBlUAtN}~P
zKK@JQ;TH&TBYH9wV;t#3VKyx9;8-L@9p&Hb9d;2I0enllC7Dy^a0i^uy_V+oA+O<0
z@AOV~1oAF03}9ZJEmvw^#`)+QKcSIai1B1Ph96dT^YuxmYzdd)$cm`&ZaH0$@u^wC
zYchZkjiJ)j|BJ<EXy>Y&=0|%!$9-oPyxHwnaog4d)&eNYz&1qrtLoiiXOlU9-?tZd
zxfHflubf^i)!8)BIEEk@N;ZjpMSK4jJMTYTFJY*}W{cv|X&#Z(7Gc>yCAvO)vuA7g
z<IBlVnLz7^C)mnGvv&OR3I)Li!wo-wlcqPe^>qo159FN-%{2y<%Wr*2frKdv%LdM-
zAbU%MomLfu3KZgUb17`T4)QtPoo6)}d1cB-z(!mm{(o{JuKVUk2k-NzEM0L;N0rmX
z)dY<M(S;O8;_<B3UjlyCzyfrUCX11W^>(9sPix12S`5_Pd~-cevGoW})Yn*;+RZHF
zZdo;0RA|AhUMCl#b#6(x`Ktf=Fwq3U9y283x7X{no*BrmwXYu@L_Jwn^ESX05mnN<
z=o6|8&gP0f{JPV72MF~W9lkQ6N&_(b7nO*@XFd^16{y=WiW$ZC*%-|LCn{5Mey{=@
z0Q)_F2O+RWu<fukM5Cc|9fB|~2F@q@bFqVt9zV3^LzZPBc9^W>45OE#d&Dl#IaPc|
zWz<~@{1ftIpH$%bj1@lQbX{gZH`SkI`YK23r^7^_*CigfR(}1orEDZdEHj{){;y-t
z|1q1V@81G9%s=p}=mE$^hV0bl92`+xU}yqs$FM;kE&*+?gL(3D&z*`e7b=$k$W?Zy
z>PtXQF=THk_u59W;w&yP188swSnN=rbpoz$v7e)PulVs()XqSL#(^hD!{b@~)3XRH
zmIRRfFKYdXxaC6rk_*LFHb*UN_i$sSrSAN*`gMOQx#fkr*8j9a4;UDV9{i=}`G2Mo
zPl1-`&;9-jkpO*F<v(})4>T%Kj~M)AVB&r!(tzObU*GyGe@DHmKV&We0l4N3h!x2G
zc_xpDHwT?WRPRwaBsiR9RSuAbL?0P%QP_gU*^=;<VKd=v$h;NvtyZrRxR>1HMtqNy
zu923~@oK11pLs>(iGF>ozb~Q5FfP|+!c^GlLsOlPFsJzw*Kl=4!sad`q;MUaRrx3m
zUoRj<u4uFn$aM*5QeuOuy0X!t;|kG{%jb%l7P=E-Zv}T1O}}o}DS+#~{ttC8+kO@m
zG1=lH+sL>b*q=D^x4DA;iO0@8e`m<w=4$&-Or|*hXMX%`t{Q)5;<!4{e=y{4bLIRy
z59j~8^}iaKEBh0%SAX0(BcfGw|83VH_G3csy_LO~pM0|`0T<w|sil5&i}3EC{<`&w
zpV<(b91b&FG{Ir8I0I9e)?kj@D|$rr1zx&1P98tUeFZS)<2Fh{`vIJL=6_XLXv*J_
zv~)I#+im-iRn|=t65FM6bq=8M5>1AcWSOO$E?j_WIS*PI+h%qN@Df>@*rpAw`{l#=
zr}qRSws4$9y((|ABt+j6AJG)r<&)Xti#N;9Hg{4cDM`VCx%(vjvj~Fqs;t#LAcX4d
z%O2LZ+$#4_0&ma<-0MdlCDc5B`%H#~BAf1Ryy7Qc+L7n=`ji;K;hLtzV)JVfStdbG
zn=9mq6${A89`%*tphUT!Fu_Xz{MKk<T=h&$Rq>I);wCN!2Wn^ui3s9C+jW<HnQ<f~
zo4zYG32b`DuESQeX%+Tgn_)598us|@&Hm+9TS2#)YaPs;oC-v5Y3V6iUjxRtB|{N$
zr%XpKXXmNE+)#-YJ@z>7l*vCmPQUN9pLUpu)cCvJDR*GD=Yklvy=7ZN_^o6Tv>mRv
zC_JQ$w`R6(LwaMCWm7M_Z7v9_vfKSkXbjB(Y{>_Gv6p}q?+M5@&R`f;4WyW9^+7FS
zV$aGiJlW5POT(Aks|{5hYj6C1tN+CjZwp9>3l`hD1nl-;W?G&!=PWIrUD#YqwPl!n
zHl;#`<GPX_TUX>DHroU7zfSQIaW{GP>bIXjEhUE$rOkirfcxE`{k!80V%)~N(u@nR
z>k7K9_-yqx_Yn9^kUIODGE;pL^m*q)2st?4q|)Zpy=^u4kj%PV72q3F-jg!+UKue!
za-fyO!kDbx4Pl#@abV*gJ{l)0a!eUpN1OCQglmf2!7kpEkqF||Xr!qs0sCNmj0K!M
z?C6@#F>K#qk|$m$KS?H+9PN?UT!Z0Sz5qB62N*PllAbv2O(y<iO3%3=Z<_}XP+8hs
ziT2FysSCk{ett5vB#Y~%xMuZ5bMIDV>Id!O$Qux*t)I=x1zV0x{YEvJ?7LcI0EZC`
zay9q#zo^fAWI{J{DKY|Zm@JnyE)~PZ4d;SWs{~v0u<uK5EgqeS;4rb<br!#vtNZUp
z>A!Jr{(e2}_9cJ_vO-+~ne@c*3HYnPB$oUV@RbMW?<>Qd%N-wjoSm#nW6Hr=x*o@h
zJG1u*H|4lK<wl;d*94%J+fG@JY|gfThm>Yy?d$e=krOXC{vRww{P7?%9FT_dG|Wex
z*7)`K0z2A{&f3l^AX4QIKXaq5uQl5t&e;j=sT{ov-(O5Uv91I@D<?wkHszsndWw1!
z<zR@nxi4QFA{k#VztfY&JI%&k0#wi;U1yND)xL)VT9iV~`9u@?#R@S#L5Yt&k$t_Q
z_OiW+<fXZe)K_a8{2%=c%_Mi7t;eWxDBKBngyd!4XN$n1U66%1%(7$2=8OWTr3FZ%
z%{1gCKir@=mcn_QgTG;E+K@5!Hiv|`yf!2wurpYu9Bs*li%QBp1fFz3!q}1Z@}xKc
zz5&_8WpR*fLf}lpZ5w1oxIA>RUuXaQ-+zzQzj@<dy%uu*;TmlFhifngZGrtGPu5}n
zxPJfPfA2bJ<1#@>Jv{`9tsEvfP7<aPPnS6xNT(D@=GxMnJ~3bO3$IB~?Z7CP+v9*m
zFz!hdxxb4MNT=in$S}P=?r{}Qae@MXoEVp2#et38sfdA#R$1;JPO=v=AKSY3ZfrJp
zECVUFTw_O7Z#hFyb3rw`Ie#Tb;?Qc<B4_wGeI0#02d>0M&%Q%iI>Tb^z!dnEb*Zrz
zq5^{DRHvjYqE2%c)VEi@mSet_TjM%pr;O{6@So(`e{_iX&mB65g3K^?>@WWaF^;%E
zKUm(k1sP&Ikj%wGB|joYpii+;R^=Ej5d8%n&IG^^>LUvj8HY7GMm%udY-gOD#QPc-
z(|QGX!1NgRdlZ6_l(1pIkjg#w>?XP>&VsxzdxzHUvMYP_ksX=`36lkqp#AV0g-CT{
zT1+R14s$60D4K7s2wg4v_Y!WFU%z(M3%&%4)dc8WL6@5V09WUN@n+W~ldVV};b1)6
zlM4Qq7@OZEpkwirV9Vxc9&*UEPjYk#2x;5DHr}?~h}(uG#iwuq;;OW7h#XIs`yl&r
zTWv?<kPXh(h#ebwpFOO4pc%F??t;Li>!r*LZ(fZB@jnfI{Q+G#Vh@3AA3;u@V4bWh
zto4yD7eVFNpEd)fFoA0UDkQdDG+{dNrL;0uU3VqU{xhZg=3QL&wwVYnRGGygo1!jy
zL0r?7SJ9+7pvnJ2AgLNX<ZxU(_F&XS@aDTEo$Ysu)p%PTrovS?PXbq0!nP7~l!wxC
zzswv(;Y&lzi`s;nVjG|k)k(i%E*iY8Lo)?9gx+C6U~~rCF~u)+D+c{k@#wovfOR$f
z!R)52)j}c5b;Gr=Aj>#?oQ095>dr=q!r?gQzMx@E+HN9hWsa_!Wlt^v%iLMn<(@^i
z<9#Jk1`VTqaB$FAaXAoq(!GIEF0*im%3qjGs|z|-?JUES$C_A}qw8?t9N~NFOeXW)
zu%Vi0C6@DHqJj}?_X3Q~s7MX*i*hI7&$r&gnLJN5520@`-i`sz0ir_H6@y)(-(72Z
z#YB&C$r~d(Q8sU(%{(7)ZZ<BBH{U<dL|5ES>F+kQL>mSu%j>(~1<%n0eNY<0jYE<d
z{ZiYTMo9Fou+z?mglmuRDsC%2@{i0%h(sFr_?y;OBx<z0SAjk3`)-dvTwKl*wH#R3
z=@OyR<~b<M`xQDwi_wbcoXG&`7S0cTid=iZF2eN@m&ugZjEg70WfLr+6idi5Wp!6H
zdGDsR&-Oe-*>yvuyXd2eJ{v7K66J7Go~SqEk|QDy0x1w{S;dYO4l`L<y=fACFP=Z%
zulOlGD>;nr?={7ejXiE@c&#~VF8_s#D^`3VSk_N~M|IN4bBBu6=-Wvbr*p5b@f^F~
zcVv0YPP0j1F{r~yQ0VFG!v+TV<w(HR#vi!vch3Ev>7$Kw?Ks`?%3nVe<ezYl{LMOB
z`5Oh*(eBHT7Va@1H^?Xc2@A)5!%t|itr!|p%8~Ti?c#3k^(}#Vm$1gEuk>`!B3#58
zvh<b5C1NyRxIErpb-R*@fhI<WY-*?Br7gAyfw!?N&B&iHl(qb`BHisT$Dbn~(RdY<
z#ZGpBpo<Y1=F#fMFAI+oyl?PXx4Tzot`*k3+I6;lMLf@Sm2ne<6C@GN7#VjO`Z#9!
zk`^zI9_d_08iP-Ra6`@Kckvq(C#I({5-?{WBj44!8ey@D?{ip*j4v!!yqloLz3?Lu
z3O%mYD3V35`!c3yCKp5<vb9Zk_0j4sPQ%)w?LaNz;I)miB1<G)dEN~3(EPkb`GSw0
z*M)ka9ooA~x|KWI{&V)75#A?H?;@gdMT^U(vGm|q5O2x+x|4t(c86tN6cjf7<-#$X
z#KLJ6=VQTl2k4cajac<z_y=5`AGkWyO+skX9xr97T>>67e~I*W<u1WX%LvKQGSeY<
zOlYb?R)I+C=RjAF7JHuYyslvkxbLBwg73z8;7xeys<%P@JhetQ(EgYytS9rmn6kkA
z6*e()1py0lB=q>Llbu3;x9Rq-6VFkR2O%wOOPP<h;jrM&Zdr3}c!1MW1#<Ba6A3cH
zgKp5f$|}+}2e-kOG!!5+rRS0S3nfLm1zYY@gAe*iot&DZC$y;RanfFg!tk$vij_;i
zU)iW%QoC_akokKdX~cF|9Ud%il^17rk;^2|L#6JVc0Wj+G`??q(j6t-xp2_VRFp*}
z8ZLxNkTD|Ov@D912SV+$CF)Sw5iguO0m2;kLYwVuxiGJmWf4lBWnCAF&1~kzTK~_2
zqdy9+viiLP&;Yhc(}W>*)0j^EltP*ur8!f(Fbu@M5Pe%gjGc60{uMKCmO+xt8NSuW
za(G&`e#n^p7p|d~@noHnbLMZqwbTCa(eIOOi;$OgDwGcO<XhlS+v5ucqIUpRXlXkz
zFhcUZ(W&CRN4NHs5@QMia^jO6bJ?rwk*%~BpL+MY60D~*g;DN+uf3x0)F50T7D0H(
z)&?nPxlcHj`lDuXC#r)gQ!IsJx9^4R(Wf)%=w@SFOjh-#HTTF7nV#}ZQOl1{=VbA+
z1A!pG3_9>LS|2p&$vhxD<1b_lNngA6mT^5HzX-G>;X>7qON3nDsE^akF%oOK8B6<3
zKSM^IX}g*9!xpGK&PD#Q@5d~$nfrWXO=O>^+XsOp>k{+E50P<kN3(~>oud^q;jc|k
z9*JhIu(&I+y@gY-3?XzMO>4uOpbDm3JX!oV?(PixO%gqWZU(WVSIey(C$G7@Fd3G+
z`MCaPdpprWlRkNX%J>n~YgWG=S+kmCv^($0dFMepPv)yl%Y`&}+YWn--%5IR!q`JG
zIj*5=qAA~(UaN`2g2jWl(K#xpfOO|9_}qf^wO3;5q{2i+9Hw#IQP&O`n?(`#5o^PJ
zGy~hwwh{y0T_@HA=rFr7dyq%s<_Qs12LX4eFT5f)yJmw;dK3ufK`N{^8`fox_<ng!
zEEmD?B>1jPq*+l9Q&D(;^pmBFh7@nE$~r*K3uj>13ygUSwjb%49rjd|`v6+4A-iJ<
zIVw#>>*qO6whGDCRynxRPdVK;NJ9wx1Ps+eWLpqfIOgty(DWp2`hq_`RH<>M6T^G_
zjbEeh7A~ZaAcYbGM4d#GJvn``Cp5a?#fra7gv-E%M2%2{N_tHdWN4DR?pRyl^ny@m
zk-gX!Q&3^?;=IMXO`1@}Kn;MM<h;74Zz+a9?PG143#cdGK8yHChwEstXe+T=+|pZ8
z&Wdy6eKmiQ1#~tMMquZ`GMeasHWB%JaI34sNY&d(vialc8%=``y+pPTT6ulq3=&}H
zT`7&UJMAfwJwFVqL~N%F2!}dfP((2K+s3z@PI4hX@*e54`Xm}RDGU8@tIP*-2fc9J
zdllJ$tm_8FWMxH!?*;$^Ny>iCYcli4VpdG#N`-Lg?lB^sF>*SI2BR+DgyUapv8>nW
z+2d<3L!*g0Q@r7{&X1c+%!!N&Eut@!fML%tCRw{!MjtodYl|XDJ4d49Osnf}S_S6J
z9Zb(8W`Z)Vcbb39q@0RA*i7tk!aN!kX6`sMNy!0A_Qi`8KYZ6fLeE-^k5jdehPt4>
z9#&fSJfM1_+|BdJZ<c{yVdWiFIXBQ5!~O3dOKOcav_1;*hD#RyfrTQuVb+Ab#E%sB
zmM!}_gai!7gpb17s_S3H4qvZGzOKBJU5)oM$w2l$(O7R57D(V7xI_Y1z!PoTyEYfZ
zFkP@uK31*80^7R!>p@vhC+|)D3c65Mr5)X1BOY&7DXLlh{6)~Qhx{N`_4ZF9NmZ{Q
zWY@!3DR<B3_g?F<k5+n!5N!o<R5mnJic;dun8e+}Z4feNIujY%jAcg*KOekE*OdRl
z9?kY%vT@<sxN$d^s@QB)O56`39tXB0E4%?C6X?B8Cvk)H?<;tMLNyhm)io5P)|-v2
zWu-4i1ikMQkMVfRa2?WE;k{M$LgK=v?V@EZK{u3ukXps$#9|-CbG-?u#OCc+tBrT>
z#o)9~E4(2?tF8bcSklrQi11Lva<>5vHSVh9U%YpvZ7!bNq*(Wkn0;A<67qQ|f+41x
z<lRh2oUC!MejOA9Q)J&d)6K97p&chZiRMXWtIyjYH;SCZrJO{#$ZL9Yw`8c5GwsTK
zqg6NjQa@V0TG?n-b$^Nr7l^iP==p`VM8Mx1S%`g;Lgt3b!39H>&iHw3pN<76!>v@h
z@(7!Wzuo!X=rL4Cuk?5=m9`X@`$@jwlW?^2`SmJIleh=1LPXeJ4f~Cuylxcfdv9mK
zAe+=Opsa9kS6)*hvd)}fZS9BG`B8KL7vvIfjbpg`T}DDv2yTZ|9cH<p&4+HJrW5AA
z*t_8y{FGMy&T(lS8+BXl$Y)P=A07GxLD%TamG$yf)nNt+Gq)U4&j!G(tNol^gk%;J
zO>Z=OIN92eKA&$&a!*ko7)Gz;c4(-2=Wi{Re}yJx_6*q$>9M81aEGi~I(Y%FXBqcW
z(ml%We>^mrRC{Iejf6gprBB(Jwg9+`S^xdKCTW~ap;LfTJXa0!sHVSki+FpDa@=DO
z!c-y>dqgJCSJmO^W}{>N<JlcW6ZtEO$;N$++7{@KW5%&AQm~zo5a+?M_`cB(zOO`j
z%1?<mZH~4eS-$iB>e0<Nfss5F*$ev%H?K1jdu{1Uu3>qQ1z1KptmnA6?{r^^pDir&
zAw#WcrHzd;_(uN#XD&uhV4C?sgf7Y?BHRosAC{A_J?qL6l-wO4KDJzsB1n&3Rc(n@
zyEkyLJa$SAssmDeCNDT4>O#qX!f4s7Ew^bIO}zR(w;5C5Gx-x|4h!z8jcr{+Gy<b+
z_L*^fR1VoT#W)d2gL)&%ENDgNX~;qrp-$+bjxlr|c4iINSMFG$P&v=Mi}r&yJdnEY
zvaYO*5-($B$XwVh$W2g?aH<Kc+1vfG{q7L+&v5P+c#*aa#sNT-RI0zbE6vu!#8s-7
z^&MExk*x*VR4W+Kn*g~_ol%MmS!n*LmErj*M!$WZXtdEnzuDLWRf0&x@u8G$GeypM
z-NFr!RF?f3gSF6)8_Rd`F%H?1u)GT7MC+?#lz#w={668}9e2~RN7d-J@L8Ig=15kx
zftM&546u-cFF>%hzNukcV)iYQ#q$WSJ{iEFB(UqDDa8%20SBC>xNm$ShF!NB?P=><
z?CAZa-&ew)Gn^~)5^y$PfVS{lbDa6S+hM*ur>XEwVj=hWw0)4UA}5u~)fMo1$^lE(
z2X6>}4x+G|s2g?(unW*<xf`E!D6{-4)SMK(b=s`Y9b4kPW}&mgB+4-5-tz>!K=c2#
zcimA@CHcC^k|j!Rw3Q$TNEU=f-6n{_fCNbmh=Cv=K|nwn2`VrIMNk20BuJ)lK|pdw
zkQ`MQpvgf(3oXzz?G~tvI`7TwoAc)E?m7F{t?FC%o_p(beO2{+-|u%{MmJ9DMqEGe
z{_%lW^>Ka|v^^)`R_9Qg$hsVRfX0eKWV|QbYv57Sbr;@(gCE2c^tmPmUYy06OsxCG
zK}w4^Pv#$5^R3Xr@b|gDl?~T%;I^<BQxv}ws3T9&g&%y}gOz_M-8y#CSb{gY&4wru
zt3|wwG``|oP$ll_pn<#x$Lh`6RcMnx=AO=6FtMb2BOLbk)_q(21l;WDcVy`~zVcO-
z1CmRuggzsmJNFFZqiBT*eVCBWN3vT?LV^#JwfG6f^kdqC_r`9XKUDt|F_8qBrkIj@
z=c|72Vz)bE9th1ora~n~_QpZpqqN;WPB!&svYFmN_>u^}7%%qY{Y1XP5RCC9Qi^E!
zUOZhAdg}ox=JEIwQ%9lky0w0%%Bx4Gx#z1#`}k=ZJi%fnIQ6Ut>%kyR4)$f~@HSeh
zV^w^B#h=eY4cM4(Ij;}h#wBJLOmK&^SsCW~gS}poipDo8j&U@R7f27;KzH7^Vvi54
zwcJ|^;<SE~&P5$qrr03e;`ZtL)d(Oym9l{sgl0kF5&IF=0c7cVYP5xVg}`6C$ACwE
z+fFMVDz$C1txmDs_SusEOt<sf&M7HTdC>)(WPhILSzDbn-4DruVt6(=d^;5E>sIvJ
z<Ns}2ibqqJyhbgLk@{)>rr!*sa&;+A_x@myM^Ts-r7SNJ8b!NBFW-wXiRYR<Cw0`h
zoGs_=`8HQVug<;w7m}TH=gr^@d7mH!MByBy^x|HHM;dwTajg%ri5dB2^3N$CsWB_e
zayB&wHAW>_VbY6xMgfJFZx4B%Gm}5$6{&$!jiq?|OKZ5q$mj*IFN`e7N|fnkioqRj
ze=kpd*ooko;m7Os_=p7Rx#V5>9w}SxRrUGE#!O%R>&~39`g=YYr*{YWcj6lFe5~TJ
z`*8B**;96}_)rN3P<G6NIV0~g8f!+^A|H4NL;PX}ymS^j442#EGmuIf1S{*<<I6{p
zh#X5*Or8bu*p!_X_v#GIWT=bjtr;l&RIG)9nIudeHZH8Van@y+KUS;UCVk_+%-DE%
zlOjfYSvNROmY#mKr1Vz!kj>@(&2pBGX>)TwUUXfeOgEw)r!{@Hg#B3cT1pA80KEJ9
zW(P-M-1Umys0~euzv)QJ#GxCq<<jeT=~YZtGWVHNAG2=$1bOTAY`vqACoybXalGhd
zTb#I47i5pqjjR#YT=n!zHe<Xd<*)e3OBdURRuu_2Eq8L1z>s$8x-O#U{ZJiSqr!W|
zb_nTNCh<tGgm9n4>PD*Fk%^%Dd2XiS;v~U!qsDh)B}u*Sd#NK%{frA-=ezt6(Y4?w
zP~(<4SKL`qe^*~5<ydn{(q5uUu%oYIcCEkT&x#a-vP-<PvBSb$Xk<_HmQdHQSP;MF
zxxkI<1Vi}khbTLoe45*Sx=Z2ll!Ump<>`>yf#dYOPYSHvuFXmv_gCOkz{ZIWQuvGs
z6VUWf6zM=IisP->eCe4uUFcO!s(RSVrZl%IwnQOx-LUrl6QYehQPjp9mQAJ;1mRHG
zvdxn@&5i*wbquSr_S9?s?r+Lf(#=k|%FprK0ui9WdI?4}!KjHmd$dW_qYU38V-6S=
z-xDv&%HMKnS{ND-v*hEVYumGNZUz^snMYi8kqAz5N6TtL!_*5OH_ieEm)A0-PapE0
z07(JP5AQ8ZtQ#}%c*sVZ7UsH-2ISf?Q!1`&)A<BBUr`oj9H2P;c*1an8FF7Or;1@#
zdIrwwxFF%gYRnQVksIYIVn)`pURpcY@G&lkvzk%&j9W0j$u&ls^(UtAAOcU6VZQ;T
zH=oMIIRU|kb%5BC#9X*qf0^8%gQ*0Fhq%L2{nIt_(x%ckq|IST0>S4yqf5A<bc^Ze
z^A)VEi<ErSSI6VVuE&>!$SIc$-{3ypzoE@{J+BI@oHf6%;gN_G!^QCm7t>;5@Ztu|
zS}t+!elMN79^yRJ|2JzZ`WdCtW~3AWBX-7He=JlapEklxof-tCLO|TWqqO8Oh>gk(
zLU(p4Ima7{0UB-)*iZM<=_rFJjgyRr*dbG%9z%<*!>JP__f`Oa)H3Qyz_S53GEPX-
zz)EVPsBM}R06^x`rXu-N(2!(6E`8B%y(7PoK7aIIRPGOE*8^#G{~}v;RChNIWTW^y
zsrg0uk5cs0tJ@QSU~1D#;^#mLzH5pLpkoBNxS(lVP~9{z1=#Q_67;QX*bDWncH$|-
z$sGkA6zU=T$qt{O3{VaXHQMQ*o98Eh0fmY`W7~R*pPttq0j3rj(=$HZU8k#ssJPe*
z&p}ct_!Yr)!JrQTHq+03WsK!I@W%)~(I%B)NP)-`-`OFa`7o?zi6lRVd{4?7cW(Vg
z%Pw)EQ3fh^w)LMD41mxekn$}x-%R>W$hMZeYmH#n|BGDNuW?KjcGz6jal=YhUax&e
zCiAA|Bd8$u`aCV2#}Uug<4;HGbuV(-@_8K3T!lT)H3v!i+A2kWwFqMbR<18mt1uI}
zAIvNNDhUOXc-#|s9xB12!$N};a2Q*{x4^Dvnj7?WVEmcm9}K3uP4>|N*JN%Xon3Gj
z#^@hg3(yZFz+xC+T#70V-F9U(NyJRDDb#YY6KY0tplaz&3W;-}V`~p#ZEKTbHl8La
z#cGxPYXgn{HrVN?|MtV@Kg_>PKV&#nidHO?$F2!b4jc?Xh|J)~xdi&=%xIEwbUBCZ
zm7H&5BnrdeFD#S&=A@LO8*M4386_JYs#4-!%ZH?o49>1O9dDC(?>i0urD@hu-&DuR
z@jyZ&ZsRW0Cc+q|sEP+v6jLSd5W;I%6sNbT^WvC9rm(6GD%ZQ{s2Wt^d%~)}_&Ykw
z{mAz2gYwUe?d@xR(20J>$i%Ty6$zj40?xSn9cLVirSdvZY{P$5Y=^qyj;f0p<_9PL
z6RGC^mo|UsV*)R$_IoeO-5`Y3f>D`A11HhJZq*}0_Nq!2atjwMgd9Qy14geLi6A3c
zK7n{o-OLy|ocHu5Q+#@dkL#dyF#Yq79Fwt?s<^6<iMZ)H9!g1THV$TGf3p=B8i<Vp
zZt6EMs>|ql`idKP#=~p6@^Sdot0Pxb_#!`uJ?gK7d2QC^H%Me+H_hB*iuOw;psPD+
z3a6q~`=&{p14Nh1Ir^>Kr>7h*EEnXojK?;$D6QpPsfV)=ov~#lPkUvx75zFVty*st
zuiWayfiyn_m&5y7W|Z2CIm3NWWAlpcO9hjS%@mCO7ZYjoBnHQ5!pqMc91vjdJaAK0
zUQp{=H7D^6!<LMiK*c@vxs?$r;wiLAUs~sj*U<dA=T{~>TGr<yz1wlR4ZM*IUX!w!
zxyg>l9i_F1YTFrcZlrj=a1)TkiOnR^qs@EjJ$Vh0(z-1*cc<~$NT&WPIObs4Eh8+;
zp^~$$nVqf(i1Y8+9`#v3t`ZRWNgW&2`G>Qm+0O3y!e1_YQgm0|z^z_QROo%pKpiF3
z@vO`8lt4_g7pA%hDde8;%BoZ^@~FD2%3SjM>Sggz^MNc>Ens6ZFr-tdz`zFF?s}HQ
zJI3w)A6mrv;8?KW?**>j{awIo;z>%b+F(K}QMAlp3_x43vf6H|K@=S!gaS9I(y>kf
zV}y75ZvC6f!Tn1A=leyt)5LTkGk5PFxqhw+&jC0HcekYDd7*gS-8!oF$>#@6c|tbn
zZVVp$Yn{Ztw1q%@;OCoR7E7);_q7ULPDjm&eS$>IOsn0n;Fv@2*1viBf0Nf?`=$$m
z*Og>e?9&Chy4wAnYwE2C1u@E+;V0HMvis&?btGuv@?u<(k-f*Xn~cDDLfk-3eA(~Y
ztrPS#HDt+}iJAk{fur%8QEy@mK3w3QC~#@&!C;Ya6jS7-WsG`a&$$;$za)$;+%tFH
zAmpi3>b6t}j|m6iBlp>RBXa1ux|5=BHeabxDS@8po39E^WRGpJ#dcdo7=;HY^4)Ht
z_LnKQ$PRZHZ6(BHzDj({o$t2<gUy@5={e=rJ<~R<7@msL<T=1=RGIq3%lR|BJS`&N
z2h^?EV2eOU#Lv^80c?CdoSN4Cm%Z<hcJJ%!FTveZW+*yi>*@j<0`Pt<a@|2L!b^1H
zn=e<FLPtr;s8?(n@YPjRR4#_n3#Q+Le_h4ubsH<(m$%QB{?*SusKclRN!qzYu^#tz
z+4_*w0N168kIM*%hmzVSNQfMI%f)gMc@_tZNcH1&BY5D=yv#B0k>BQ+ir7QZ9<jG%
zp@a@M!m+L~1`WkHJ}WQo!P!neeJjX!rHY+w$k*784O^6D1Fe1B^b8m0S=$@#$8UGy
z=o(j%@{=Yx`Dl<EWH>Oxj&wAjm;Tmd@*o-ui^jLPczfQdJm7WcP|vDDQB_YE8_R<a
zkC!5P$pk9peNjDUpf^)=WuS{|IV1aK^1Z^w6+T+j>=z2OwI&MN)#R1cR8sa?<M<MV
zadNfVnW`S@2|+|unwA@u(bO{Rnpd#C<ong1=$$u8y?>%fKspqgY6Qx4P&gdi%IXcY
zpH30NHsOJ``3X|TydkWlu;l_Lu;l25LYY!==6jK|VLWp#{JABgnu$S#&^ce0)L(3o
z%sqvJeR?jGKIWpY+O_7@_!<AmH3jr2m?AJI6OD4AVb`rjGdB(Hpgj)y#YD!fp*Vb1
z|BgE}GH7(p(OsRp_oBixgxl`OoJYu6eHr!XqyPXn01iGEvUdkPe02vN!0`W4+69Uq
zF8LK&+`&}-6~=bUyO@L~&~3vPfU7U1T_6Mhh!dY7?rUimE|gF+JJ154<ZE#kWpuZw
z02%@K`CQnArCH#c13;TXV*gtDk9aBLG#}=giA!C0PQeAc0h)oytmj02i}BVzTI8q@
zqqjg<%DWkFcMqeGB3WWHUQYVHeYGuczeR2PExu3?zomq~NiXmly7<>~=l-b;ajMGp
p6<Wig;G;qf>>w3EKPcJl5GjS9<x=`zZ~0e#U}<OnPVwpOKL8Z7l5YS2

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-123-ChatGPT Interface.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-123-ChatGPT Interface.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..175eb518aa15eed42fa1ba778870538c9048672e
GIT binary patch
literal 38432
zcmbrl1zeQf);BzKgW%99Awze!NOzZ%NQZPIC7?sMf^^4#DBXy3cXvpal;n5eeV_B(
z=RVK-o%6ll_}k7fv#)(!YweZ)wf6n={W9p0ytJG&2o4Sef&>16?&m;~AXH>z6l5e+
z6ciLRG*om<Fcu~T1|~7yV;nF!2_*$N2^kp`Eh{}0H8Twv8HA64nVo~1o12neK!l%D
zn3ap0^I;J<G&D3!3``;{EF#V)WKTH%Kfmr<LAa>!2*3-D8U&9Ehky%r{~bgLJSP&|
z?-%IL7aTkSA`&tRDjGTlFrn%Z2p$dr0Ui+n2?-GqnC%Dr4no95!h6CYf&5s_6ouLe
z%o!M)g-Y|Rq77et<cOB*rE?G(IsqXOF$vvMdI$p}HxDl#zks0Rb17*VSvh$PO)YI5
zT|IrXSLPO$R@OEyu5Rugo?hO;Z$m=E-o1y$#U~^tC4cyslAV*AmtRm=RQ%;@WmR=e
zZC(Ah_U|2?UEMvsqhsR}lT*_(vn#7>>l>RtwzhYUPkx@BonKu3x_Y1s4utRrS-}5)
z5cW5^Z~?mD5fKp(Q6A`mgZBUi0xlxb6AolN2{jZ`r^nQsfvDhTu~`*uXf#~vNBA$D
zN6-mqxmW0pA4vO6*?&h^(Ek->|0L{x=$Zv#BESKghky$b16?TTsD;Ul9J&dGxCad`
zD!eCP$H13j7Vkmer>NSv2OW)2;N62V-D~baZ>aA<YgLPvYj<+@p!Z^Xgl_ks?38B4
zOq_hNm26?Udyx44>$@ANdr+6vJt*|uQSvQ9Rm=4;;XR0~{NweAqRbfO-<M19Z-4Ho
za2GhcbbA?o4~o+1KUFgk{qXn8bM8nezZsumPu_zLzZ>5;H(P>LQGnHk@BZcCfYl@~
z|GL@$Fl}@RxGC;mX{c=Z`-O==MZj>UT{qlfZ(Fv=VfUb=cP*D2|F(YOPcd(!ak$f#
z|2$EOC=(~|9<-8m^H;t=0K&rlg)b=#5OF__dk_}R3fmQmt^dU;+ns>S-`4jXkplU#
z{a;R!`3p(=z9Vwtl!||2liJ@_Hs)573b-=<8_%OJt^CpahlLF8K`prc$GyL@q0A_w
zfQ0<#O-T5!cq;|g{jXT|aog%MrNTYvU-$Zf2;9H$(3o5Ow}|{re*aBG`fm%fTmSP8
z49VDluFUR8X#OgO0866(!jjov=>SXqUC1l{#&4YglsrJ({u?R!FIkcT0ciLy1cU%#
z+y8IdDE2oIW!i*7{txW^tBC$nM*hkW_kWX-^rZ0rKZH_NioH#dk|?k>|FHZ9&<r7C
zZVF^ujrMbk)xCN4U#cr_Ds@S}h-Oq>He@c;>h4vEt6XG9--E(oyZ%Jm7gXSy2FgRg
zY#nQ@rjvi}Lt!$Ucb?NV@S5V1!Bm*YwS&`lF2O~fS!8Xoxur=xR=eY&nzSD}Quu{)
zTn=fv47aul7fH`>^Dy~>m~yOIDvQ=BA>xmI@G|yk2;KW&>1EE(2Utq6u*iGReyab$
z!(}<wFPE<4?j&z)v6I2hnH4p+6|Zl5{GZ%$``ZDU<80jRANkTFpIA$1eWW+2^Wwaz
z<$~@e>~iF`{EvA&Lw-58DQeC_FapU9LCSrfKi18?o2t26Z;81Fk$lsOZCFi56+!JF
zcm}KwL%E>+y}+LzCV3w2`}KeMo`tNC+0Nfq;?L)?eRv)f;CakOUq)#X@cLI}-mPam
z+(GQ0pSm*DfTtWfucVxhKcQTc`^T!2QgnYT)^^(?_CTEN+@HjmtwyNzhMAdN>*E~A
z{bmU8;ej)y-Y;Ba81W;c_jSeU=-0(M|M}qyhcehXYkFL;lIBjY*B|bV=Y7%Tf@^>L
z%D&A8%CUhAMs#04%4yND^sIntsZ+8)rLTY~eX>W^B^2c}Zj$HDSqqTrAyk}Sp}QFm
z22{up){$5>FD>+rCJ{#~RubWoWW!A*l;ZIO2H|K<$dGo8sNOAqUM~RyU`3=aCGP_3
zfBfNpMgS{9x`K0s{O3Y1Itz~QdfM!{v{Gnh=vCK#67h8I_#+Eznbpp9Anin@YX&^N
zBvapbS+Og2G}8PCa5D~df4WLQ?f+%%slnN>&@&jryXMh@{o{pIsyBX2%ta{V+i({f
zU^Q_fQT}^Sod2rIHPV9rR(?6OWZ#&~zentt{x;~K<y1qbLvt93yfCK<9vzY$@GuDC
zn<x@IGLb|WAbFXHhYE5~K~?w>X=|Zjkf17qRVI8~5)=f<?PRbHP?G|K9tK51LZvz=
z8;S)2r)@o~GQa{N-)8U`5l53^0fT~);*x+ba}O2alb{e_p5ie4$e)+~UP5m2;dkId
zp%IBgaV(QTZJvz}%Q}8p*4eaBd~(5C+oYr0kF^ba*rJ-(E&69{*w)t{1i-6hmVB_N
zRGBX)E9AAMl&Ds5p2>#eJR(LbRivcW5xjj=-#Ex+jXvN{D-<ZW<-IVF;EQFh0PAsF
z$Po>^w3@tQJxcnB_10S|DaV#j60w0+^wJ?8_Eolo=JP~pDeckz25eS3$pRT0)T$O$
z)q4Y(q8o4IJ=b`TF(Z}~C%EQonJ6}zIay_|(J|b%a#?98qr%nOVi)ImRP<<lr5?|A
zn8iN3vL*@@SDk;HI&d0JT@RA^Nqr3(y7C!5>J%wdj&&_?GzSc)M?rT?9vxDd<L|3m
zwhVoL@#$JsuUx@M(ATfP<~;eLMsQ+3a@B#?edHAc;owIEhp;8jP72-F;#QIlr)-=Y
zE#u(vry~9z;GnH0h3+jUIR!<t?`2It&x#0sOxR#v+*oBY>p#vq10VHz<7yUJ)d}bA
z=;wbCJmo%iY%c_3Bql)$CtVLagk=k|!06vbp!y5}X<K=~h8UeDR0beHa>*I2;AS=x
zG>`-X$fdZ+G`@<X`Z3fNI7xw?ALT-|Msz9qxnA5AEURGd%<y^hlyK~9rIP-9p`!o=
zWnzayA*DU+zE1Zb+I!IVjB||od(eoIF}}`h^WTKC=s~1VA=!X{<>iVzh>AW)LP1Un
z!~%#i(!UJ#F*rzG7g!ZuO+ktZ4+_bIheGn<q`(hy_;8_$K1lx$iT;45@Tah;zkCqg
zht>Zwgw&+iY(Nr9b`9^w%|EPx_txU|1+mIAye&=SyT+nU-!3E$7D$XecalOSi*7ow
zo#0l$VWlP7tYgETWiVOCJ;UF+^0g@xz|S7RMe=aIZS=(Vl17rjGs{zwsK-k{=a5I?
z4iM7Py9Z6;<QWv^M|{Q<gc7mzwg($Y9DB$g6TpfL!j(j=E4OHRKZNep?Z}c{>6DKi
zM<t}^&2IhTQyzI;ewJ#_VZW}o5%Y9P9rZ_??T#OlQkd*0tnw0>CWt+FX%R-W#!8l*
zOioG$b)yYrB2H;8PSM28V92jcmjFL1*CRV0GM!I>y)Lp*-BHuG(RM6WBCQ{C*y~O8
zdh!LCzsN1^sqJn!MxUNp)K0IoD_+qnlXgTh7tJ#T7Ux}=l&PVR&H7j~GrT=rYBA4<
zPw^3VuALggHwH)>3*#5bO5{x)Ly50o#2A6CLKQt`L&oyEVfeka+JOhI15f$MUFQ(5
zU+jUGOZ}ZtifAp5O395?m1Lyt&F$>d4Hhb9%jZZ3wdv8t$>0TJ7|?&@x$a6i&Q_)8
z6fJFCVG4dKp(WTBxeh^6p0}SDQ9$VQwrIfU+x6r8zF@3~$Bp1}mHr8P{T$q>2d;{>
zT_yD@H>pgYJs4F8P^7d9w@OB!#co`yXoKO`*I1Kq2unZbH^=70$pXXifK?%IlApIa
z)4$f9at}hXS1b5yU!0&85j;0-M=$CCqcE}t4zM!Dylg@%C_NCltL)h@ujf!@={~5U
z?u{J&DXtf%KKh2c@;g{fiV9sHl8Mm7LPzfn+A7S3_Q#`iQJ$#W09lPmL-{Ru;#kYC
zWG(s^{T-kLpADz(pf;DqACTz1^&yYcFLJX3z^=IiEOda~v<7sIOF>TB3eM_5Ob`EQ
zDaoziv=o*>a;IfW?Z(*URgqr?F`d$bn+z^ruc++Xj(7=L@Q6XEn<T#*(N`R$MJH1X
zFPp&4Pddjtbe9k%EumF*=TNw#UD!acSIFO1JhppQbItNXI_sEAx8c(-MCu=bJ!J)L
zfO5V+LmTeH@Is8J7*MFEh*%MpS&o#HaGt}A^$zSVv+aq&sa;C+vvjew^{_(PDNuIN
zRm%3Xi~ATZ7NTCrM9GB<mA^vJy|m4<QRSLN!iqwliuR2ER+COq$Hd6-?h{Ja&k}V-
zC9+#^Wx@mNKo5gnAK)LL!-wKX@KA;aI}iY9smVWn{-1Yg2&e;GNr437`O;5g+}MS`
zutj2-2v!Xo(iT1I+amC{Zsz*3L9=~eJMN0XlH0qyBCU+1shzJyz7RWU<xb6?V82;k
zNTr^`C`Phb+2kW_UvXOxS>LXH(dmD@r(<B(!-yO?F;$_FlK%oftdvm@uSHVfi^NE<
zpOid<QwNPf%z^1e%pKY2`$wNFDfN>_gEFI}{m~_yvXfHR>FvsgM=HjBOL4|E;G#ih
zv2BGB*n%$Fe6pe^{!8@SL0V^BQ&35zL}=_duAGhpO5T%5gTn0gO@<L|rTX+Ra63ZO
z2ktOu3MQdD+<lsT+!t89GZs)49&%N9(y3^e4cJ_`=%xrl9FxLOJ>iBWKe>@)+dZLY
zD9QLG2z<4c{;}BmF3sPGB37`IO)2r)fG|b~m#J(wN<@%Lupt3|4l#GYnp=2kSR&7@
z^u%7}Eggl`%Y<l7YuQ;&IDWEam-v)UEAFgi_aqhSL&Nct9W#N1!5;xak&S*Fh6e??
z62;+KwU#IQKlHxaMwa!Bc~sk2onAxAQg(!7@mB6mONcQ2N#MK4d?kHfW2Zb#$M8Xo
zBTe1fSDf2K=M-ATQD?LjBb+aLkN9P->TG>#$kw5PEy+?#xEV)TaB|GkQ>O66!t@TI
zw#9bvV5~jk{+Q!DHns>uUykhJQ<Bo3Xn3UlPiKXlb3c8hbP0ffK2OE%YGx?beoY@d
zAo@OM&M5hWznjr%5@ujaV!z)OG<&sZ9i}M<$J4WrrXmOZsa02_nW5gKOBWkIU|?Vx
zlN&e{k<nRVAfFNq-CK*gBR<`ypz)wRo<oJ=p`yi(o291}A~f0-P9C$!`g6q83SrM9
zM5%~-ZELK*1OhU&9ydQrr;>%n0OQ_QK~IHcP*>Q6@B|8~tNgqQ=Vz@ZWBOTiX~*Ve
z)%ezg2tje;J3bm1sWZ8y3a=j<_?y#h=EBSv60_JpGk1(Hhk(qRJ~JMqmFn&^znoR6
zmwksP-QB&N{!tqQ6*tZfkRV2(nT47tfpd8$1;``y@iQ{y8y;J*`xRxs3L70&lX&vr
zD2cP7Tmv9iO*JVCx!}K>o92n*uA6rh|6+i^9@&8po)tri4n6=~AUl~Gq$a2EFU}TE
z3S)q=izLZ{ALKoicd4=BTeJ0b36tT+Yg465;}xyux@)&@zL__5r)Afj6dW~23!kfN
z5c;n((FfJ{)C~uNl}7A+1@Z*viX+2k8y|P*@V%irevwoWH)m`Ey};tUGL-o?BwVoh
zYQPI64A)?ld8JiM$X`&+9zoC_-IpCor%-aku{&h5$Aje|ebn?(6GAM_Un)j<S$rr{
z6E!=4W(@+Nueg?@?us(h5ekOOR>XfIF|vCjo2q+!P*J`>#9b9bUx+_oG_=Yh@;#Yz
z{)zApVV%$Vx>gjA0-txX-(F}>C1-i2jM@B>aop|@HPt<dM!S)2`qB_ZI)l-v%;z8J
zo!(HOcUjUtz?uCOJhW}(zv>?n_e_6HX{c;*V(NyM?|rUF+74%<nPtBS#C-u?7(?TW
zpXi-|H40?9IC17izDmLWv4Gk|h*K4;2Z&bw5vefD112vQPKw^;H_H`)zcLX3TSo<i
z!yo<#c+}4`|JV_Zlke0KU!9Z(nPeosUTa-^n$MMqb`ekgBAAAtbn*oHNYtU!Z+B!b
ztKn;PB#b#^%yQG1{RySwSt%Qi?rXP~OrOJ)Ce1$PeHk}F^?EdfEPf*~V3in~ptaBy
zX*AY5Q?ixpSnk47n<&OJpk!I#X{=^Ht2JGddiUu7(>~+EC3>_}%D;Rj@EnHEs?#u|
zjCK!dHbD6`M)9*fW#F5Eji48FyBj^(J&!EIqU$VkhUCgE<Sb$E>BQ59w-Jm3B%vC2
zN1gtRV};E7Pb#XS7U%Jy93e>W*LG~WY$P9pE7ey69)n3B+@MT#d_-q11%=tbSR&O=
zfx$c2kdt}8si6vdIu-)NZWpSZj~5yWKiGWBr=UqeT(g1mCT;64V{;@Yq!>cbx?fN_
zFbLNmYydfDYh5NXshbEkL+C=-Gc2X+RsnIDicI;;n;GN6Ty?u*GxI_1RA@61ZX0rn
znnCf1$tHtZl+BoUSOGq9wcU|Kp6SA)WlgT>+4**64TH|({subr7C%2MJr2P$eR~8(
zScJ6)<~D6%h15nV<7G5OgP-TFZc;t#*SxBA68nXBRduyq?fnt2A}V^89T#V)>uu!W
zyXgHlbv*~kWmIcwYby=d7#DR-IZ-zjes0K6#YXv~_l>ibucT^B<pl1R@qnY1$4p{g
zN(+byVK2y?!#5#+q~++{8X^&hIC!Q*r&4&D$?TXs%XZGw6?O_EIN4-TTJMkN9^84U
z_K`T|(<2p$F8%4TLmo(@nP@D}R#UZtgiyot!r?kQ#trZFSCi9Yu+ZY!<RqoB=T8>p
z_{CiUgj`guy#=k~m*$D}tq(1^<Y+L-%+PbD;h+*`(q)|-M93u_6z7OhNc#A)A2FoB
zs<LX(fr+zQCJ9+%t){4nr!NZ!vC$|cI?OI}I#b-!R!CtoiY?XkwdN<Vx11;}G>(lp
zLr0m|<>18R6`1Iu!qG-z-tG4qLR%u>UIaozw3gGK-ryIBljDQc^x{nZ4H(8hFOL#i
z&$x`gYx6L^VklWHHbDW9s^3NoiM+^KNELom?H>kA9Y|e)_({E-7F}L#GC(x)hz!kq
zMJiUjJ6bHyvn!Hqqv@FYdOA_M6@Skk$06<>^lkT%fDi}tgpz#QdHas~<BY5vDb-q&
zIaY7%J_Ui$4T;$9hdZr}dbFA2r>1u^cZu5+$Spy;-*(}<8+y%%&&#B7FpaJ6gsx4W
z4L4B8*cf(tV}H%JE~oWKo_iw^TmPAGl{M1bn>l9|?As6~-*H*t=7d!WiQ_CWd4%P;
zO)oIO|7}Yt{T6oVqjDV5l7>0s%->cnTsL|nvpko5B-8_+K2dU%bnfC$%kl&w2yfdo
z-YA!!rny~{g}|q@ux(RG9JrDJeY9X-JuW>ZOg^!#?^?~rP7LF{X&2T>@@#MAb=Gap
zF*~W|GxwPiJG$<e5_Bj|BE)-4EF|rtX3rXQl_&~n6ZCx7kcBD@SB5z?+=9m~TV)7W
zwx(9gx@`NSlT<f&dbKLNo~Cg2pH}LR^z0$iYK3G+odU1`MM40V6j<ZWbnGD|Ljr*-
zRXxF=F4`4M^Jodf#lU>8M;)k?d=G(}mA0{MGw0`DK;Y)1Q|Rd<FXOluS`6uZoi(}T
z4$nVsc3M_FDU6+%XlhbeQuWcFWCkh_<Jh}&h^fW7LP|Xf>EJKq??xdTe<`E(^SNK|
zPi4I|v&dFT$qt%l5{n4{a`8w_iUmZ+0#;?uj&K1IQ$=+E00*l9@nm*FRDydZVs=u5
zi#YBFwU)OCJN&sPA8?W+Pld;8bE*h1V&9y37n<%l$!!L<BO4bMRVYBU$-CQ`uu;V%
zWmPFMNnD;s4vu8#zfO=@hz*-cVMdE!f3n>*`T@ZGs^3)c9m<%S?sw3C4E)K2<IJDw
z!SvyiKiUmLt!QW&6O*fn^?0dJLJ*fLa$eMYx>4!Nq_n_lZV)?){0sFF=&SeA3{osl
zVwGNF^;-z6L}`j>KgSfKG1Bl`zQy={4|+^DX17OESusZSlkHXI?Tl9{sis+gjB)D}
z%%k{xlEB@0Ucug;O#Ox2reb$3>tcR5>gJv=O^LP6ut;(^58+oCWCepNy&5)0q7%`o
ziOr;VFy`+JCiuU~VAyPwPn!xKB>*~yrXU9Z+WN|;m8$USBhprX*?S1Wh$zuz;_0m%
z^NX}NGMINc^oGWMRS4@^=7Y4vMLEV1yT)p`{bJQAauZM~G2P~v-=~9*SpAX|{Vb^~
zT)}je5@~@jpkXd}*tM*$Jp+&V(1^c$>Qzp3Ds;#7)?eyaq<YG#$ARhNF<U!^4{S=%
zYxdT;vfQtA?ASdRC45iPK#>nynyJU~=xGK1J!s}FU7(nMl{Z^(qgdIt#^%ZTFLZB8
z`7K|G)qN)EVCL@8z_~K({K<g+CAdq-mR`DLf2lwj%_@c2abz6|BLAJ+*riNIP4knf
zj1BW@wXP-?V?604@EqlN3yiLoYrNq0M^Kd4FQy;i&$d@lZ(16k65Z@>IsNpc%DA#L
zl38BD7%IMuEu-Lk5~VIdQ_j75J8Y{lRetA>6wh|^vpj|Mh&8WEX|p-(GO)Nk*V7sn
z95Ba@>@zhO$NR(LOrW?R`|-RzSWTPi547V!z5X$NCr==?j^9wopPAG?U<A=^<7Bmn
z>7h>BI;TuxRZG80Ib)qgn+hMh%V@0J@^uIC2mFd=_S+plWx^%1?QmYCs9>RbSv6{F
z^d!8U#8=(xnO+{h?9V6>C7Z<92saNQ1*__1lZjKJa^BH9MqN>Y^IlyM`A6+nI;I7e
zE#l*jRO4CL{y~zT@1*1Tlt>fswJAA+&$7sA#k+f3PZ?cO-av?PVuBOq!*1iHdy;cX
z{2MuLifz=yyM4QiTORxA#479Mu>4kGxrkA)HX=Ks57dOr8>%0^w<Eg!>K^1eYWGoe
zH}oFlY4%GU-c;&2t(zFP(wUL<H_z0_WlG7mOf(>$+?E0n<>ht&x(}G22f2J;ls-uQ
z0p83803pfA00uv+0T4&Fv~XemFWu|1_Boi6++sNPx^AL>eftS_x`pV~XG+EKt~|1<
z(a$d;4Gj)HbMKIF`!{BeJ?FnJ?Ymsppa`zbPI;bFU$ZT@iF+}Ud^B{Di?D4SPR%Ec
zoDnOIszjUvei<N00?GbL)dqy&@%JD+|7q6Udyo{5ua>dRzxg?Gh5!#>Qy-}V#Wf%}
z2ZJg-a=8I_CN~QO=`#q84g+A9>cc=z3h_C|vY1^?$M1ZTc&gRU0VLZEnxS-JdA{A)
z*izp9?Mvjh0kFum$Ta+DNxcD)&IU63J;CHq9_{Cr(bm6Yx1`*g$uCP-ic!nk_}3iQ
zNlxt*#7Ay4>{~9(Kj_f0war;%Ffk#~=Ucnb*Y5QjdaN1_<|;KOlR7wXBIykKA{5(R
zz#nS5&vx-YZK9XF^vDNFwM`J>FqZ+XW0|PZ8==Prt+g?jNbqrfkGxZ~^(~@Tn5f@K
znd7e+u})G?HEI#g+?ngKqh3uq)U6I^7^MX_l-hYp@r>Mv9%)US=aBD@D^?Ws1_@qI
z==Z74pGT7P&>ron_C@A-4X8GZbNgfH$#$z5ARg<z5k6+T^pR$t<Hrm67VUkcB%|Lv
zzRu#p#p`1URSR>pn>tR0<{uMeb~&AZZ*nH<ydf}m+TVC!=7SIO$PPdNcnXM#6#Jiu
zc+4MhxT^JUPy&gCd>cm|WcPL%vYyUiI23lehR7jRvq|ql>Ai6(#O2|?`DK&8?nm9e
zQQpcm{0TCR@Pw4H24i&Am{rm<NFWsmS;?ylS{1#Y<}8Q%716jMd`oD`Yjr@;YLUWf
z)$YZMyM2yv>>oE*Q%SSg!pEgwh}P(lj?;3c@a=fDnaO$2SVH;?WS@wT1w(^rDQc-3
zh(rhcSn3;(dmM8v@@L-t%vNiqT1y9&Mmpb?(L$aFyErg#GnS?Y;LZkA7%NZm2r+2t
zExvgEeHqc^rk>=AQeL5B6ee{YR)5l!(rU)C*yyrS7I<4y9$u%K>LV;L^b81!#9%%F
z+p?n=g&*=dz^b|lmF?7M+SFULG*7sCC~6BHWU&&Iwgo9=7Z(G79Qel$f9my2@<BK3
z?&uzbo|2%7NZ}G3`o6i)<sLMZ_qel*^s^rha(;fIHW4H0DfI_*EPTS580Uug+c7Aw
ze9lG;-&bsZ4q3Fq!p0u3?=jzmvbDD7`_3br97ij7c?c181R(zpwF>wIwb{VQfX7X&
z4>}E?LoWmHA^=Q@eCxN}gMd{L^m$%4X5Lz-t5Ujsd=myuicmAD!=^(Cf?cUKMmI)?
zei}bb(DmR0fV=MBz#Wz6|HPNqIslUQ*DoGWDR}I0H9!*~9jw1$t4zc$Fn|F5#SBA0
zdFm3~{M2z!&{kyz@y@I)2H9S>ATrOW%(1P8W}C9pu8~U$qnGM|PkD$ay`=wj_|J--
zPPDS5Ysq1^<IR>Ny(ZgDHw)?BI8>N{3f@kVJONWd>lWI8LTEkq?T~l%5nI?^E?z=-
zu*#&bUaqHeTO6`#tI5ko*4M<gTu-#?seH6qI>s-QjjZ+N#y<^b&9mBiCV$rvrE0Ox
zwZIKNDJqp`V0!lK5A6H_d;1TA!3vZw>Iin@zG}*vNga^vH~p~sW5-9WHnn2h(_is~
zCHr0Z;C#*aRMD0;g+6`Xi<U4u%qX&Q{B1$E&r(KAT3HD?Ty?FUbKkDc3yS@+XXl4(
z-VyLfuX`V#l@Y9|)K}Oi^PYTLjLOv+jmbxmPcrZ<GvgS-lMO3$LnOg^q4I%U;s6IG
z>=ob5sW*MZ>8#|la1RRb74eUoq$U*WfSdJaO-wHEWgBzdHzHlC8sJuAcY0j79`%u?
z>WMSy8;s#(iKF#LoPkbMKc9;2Q!E9n){}^HC`ec_pn>p|L5B)jZlq%SSiGA<gK@aR
z7F@KR^O;Ao0|@*udVN9)nsH$Xw}PdnRR8R06*AG6s0nFZQPP{_PQzMrufZ~fHnX8H
z^0ls&TTUE?!BNDo6e>hRz3d!2wmAfG)+vND+#iPJ5Gf4n>sq^sUSz;ra6K(H`A?Ow
zax6cGL>^>0dMmLDU>qh3T)~Nxn}?;_t=Ya$(j#T5Gn;8!_id_eEzxxS(_{TMS9!U+
z;z%s;P>}L?MDaY}SqoGl@N8eHHaG!)3guO7qSZb(y~F204i7|0*?Hp`4X96_6E6QE
zoJeZ0`pcL?(@;>fq*SXu3J>ATu-`z>-F645g-ZR-+HJ+qCIsGwL-p4ewxxG#6JB`+
z@8*8{(_8C6NOlYbgEc6jQcV_+m<Jp~6>br#&moQ`r<~gXau|`qkBOlC*Ak=Fzo%^E
zTj$wOM26hF+)Sk0hf32QwVFTQ2OjE*^beraA1?0qU8KMkf1CElWsgp?lj58Hml6?R
z&sm;YTL<*u5Rof+P>_%Lrh2Y+4K8u{*(Q%L4{T<WhrSHo6#Y@<T@c1B+#?yQ%($sV
zDOo)1dJkfyU2P!MbwskXo}8mGVsfVKWSnC~?@lBH-@FVQP0Af+aD@C$Zh%07!5RW*
zMF|6|!!cOp<-`A(W>kU_)PVx1{GYB`9RvXRzx_2_6ofjt3Jgk!C|>fCxEd?WM-;P^
zxZrzo4|=s48P6u8{X3x190%;BZTV72bFni+pRl4+Bf^#^4=aEEml90QAQ99|q@3fz
z=KkOV2bBwD$Q-Auo6}Z1%1_D_alFxS3ft%w3_qO|=b^`BD8#42B%q|Y<ZYR%-}w*n
z29Q~!{#QXrKAZvo1_u2{)9{~6$N%B?)F-X2JKh?_2a%TN0}^^+2dlrLr#@#YP45T`
z<rCSjDYZ1Z)U}YD`QuEZt{E}KADw4x%9BA)n|SA5*>>1eN~^sX+)S&~RnwVpQhQbl
zUy81{07z1x?90(nb-*c+7g@nUI=~umPC#K04hhKp0E5i}Zk5-EbWou~&Hw>oa7s~p
z*p^B_;vS^#Axu;gNAdns9tq;X>chY5g}h_>JWio-VYLIIaUXE~KBCMs1B%wQF&h7>
zZ&d2_MW|S!(g1m(BC6tG%NqiU-R^r3<!GR=q9YkH!2eXTF+KcFB6wimuz;-j3+@9r
z`$+ij)uDg+h8-P=g*a2<A7Uc~M*o+><!>vH)AaDre-7~ng~%zl0YQo;2Uj|^(NNFO
zZRjJ1R}zA^tl%oO5<b_*Aqa}^6YaD*X$|})6bW2uvc|s}fCp7YTXxYWxFX1NZOE>S
z4J(7x5>MygJM1boei7RyI3zlwPPI03@x5kQu_mpB4`5Q$?`rq1r956^+tAGaQdg58
z!^|4x34-dtS3_X$Zn#SN14nzG;ZWyN;7vv=5Q~wp2DE3FEp7AFTf^@lM~ha;{{}d*
z?BEQe!}jz^T{S2Nf4KPBrj5cxr@XU5)kH1sf|}UGKXb~LN@;4%BrHjm4zn~CPI2I#
zmQ9Z2fH2o~JIuDL=Tw~xM(F#xODtj|W8Flzx>Ri9o3wBX*I!ZExWCe9x7=YM04jr^
zk70`ucVy$?+?F|*R}>6zbYO%IFvvacQ0^faP#c8`{nk$S^n{>?DsfH|5#SCvfTVUY
zFa>bzhf?HQnFv*o9IzRnx^Dof0E7mJGk$k8M4h^4!Uv0I4#UaVa7gn55U%<~cEBU`
zQFMJ^%i_6PAL{6;$P@p&-p&5T<^MGyP((tAHLNNKR9XtVTOy6S_Ask*!rv3aX6rZz
zW{LllfC#5XZ=#=Woo)5SX0~4URNz<S>&u!pmX&MG+Gp~gEP2K}6{LBaSz6MPH>7{L
z{F>5OLtUG!BpyLt4WBK@P@9wN6Q)}RI*jJL9B65&k5J@)RQbRa?6~M>Eqq?1**0of
zfrx$aB|BlC?T`~Ft|tuHTNH5flknh<Fi3B|f!auzb;)y{A-=(1@Wg0Os_*x}5oE$&
z!!qpKN+D>nXVyN>GG7bS6voQujV{_DuskSQPG1dU%B(I(_Jp=^?_2nI-tD9#Sz>s-
z>yE70g`O$+V|0~X_8#~IelT-LuNqcxSt()48~gN~G9NW3{aeKf5f82Vn8IBdz3Cp)
znA;($^+ifY&9t6)%*{?yhieV)mMHk^dsZ!QY?KW5uWwx;jVh$}Zj62%jBQM18<Ehf
zK%<FLD-xY|r_v2ywdM&Kdl~)Fw~`)ty1lA>uR!&Krisl;RO5Sk=O*{!QLV9h<yPfx
zUA(KKZ2LI+g&*VEvtyi8TXZHbOY7B4KZR$bJhG?R@5rOz*PtSq&gt04jSgDlCD@r0
z;eLV#TNbF~U4{5Ni|j{fRg17!M^8tXu%-`~vg0tsu(ppnlkA_g5@`*P-3BKd35Cn;
zr`nBhQc4pQIt}=A)@04v-ckBQfBi7eDnmrw$g4Y0H74DjV268JtX@a|8rU<$vMN)$
zj&FQ^ReifD%vZ`;%q*mcSRpS3r@q_>PG&cbET{{Em!aQV(sA%Szh3jVpFErU5IdPA
zmuS|%?@BIz!hWRRz*fdswV3Ada?ZijYN)o{Zt6xM|5CBt>NB#PD}20K<=BnhN@zWl
zqc(rpX*7eq)YH&o5p?v{yCHS1;)7162vbN34OV-nf5^LXr=u^o$*qB_*NZx@^8`LW
zTi6vP9CbiSEj0*33Dj(qTk&Jl8zs5=PF-u*3iG_Z84@`i73d=rfRR#yZFqTEEXh8;
zivankZ&<OpjQjHCNzw<+C^C+Q&=h$8EQv<k<&QJ3`Q@xEG*x^_ut)z^_!qnKsFK>S
zuwzPD6YD1vIJhS&<=pXB?!vETUSO1e^-|jWLFzPUn;G2dJ%02ak;?KDMb(_`(cJbM
zo*>tn#aAyt$hMhE3VP`~Pq5<Xnx$74tm`UtkMoW;ZoEs~U7ktCU%qVO(mBGEX=gh3
z)Kq><bv+p!#Z@pjw}V0QUMtLIWYVn;)=0)W%<!6x|AxVZcX%&a@JJ<?WLL|hS>ns%
z;ZvTeT~W4?Mj^qOE>sJnEE#!Yc%!C+Fc<gfp9UWCKN;*oVXN2gSYJU%w0p$#32JJq
zr_Y#t7H~SQ6f>xiyPhGt=q|#I?(dy7J;TGFAhQ>pc&&KpXOEXu*%Yf=raW0BOr9_L
zaaCd0GN#VK+1gklS4j7GG9%As-;%EAmkKSMwp*H*%A_mZ1j~wHH)43#nr78u*wIeP
z+=7C$=Hu?}67RFyu+SUkNwwbGx3f7Sp7}Myf<!4|-$`AB36RGR7CwK{F<33fmB_L_
zei3dmSJ7IIIYPTsJ|}Pp;n@*;jO;4_ccs=_7j(DX=2_5TTOOhn+=mdKvQd~_MJqJ=
zxb2*5bYg&YYTu(f*MeIpV`*3wYkKQOq~HT=nEiI`X5dy#{`3~PTZUv^hb?P{(2dTv
zc+w3w%kzz1%&G?|HRV3VJt$0n!Yayx$w+YzM)NI7P&*F&*XWq`xcyVkHXmV!F51$t
z_`_X8?X+XU?*vwuedObY{qH1hIvKqpOrxSTeOOo=c`3oC+n;Ny;|*%uRX+Jk8Y+do
zKQ&aKG#@vy5NjQ%YN3H*7rtcZv#>qS0Y!;tK9T`Cop?#VTK_^b&MH8O@xVG;eTdbv
z--y04J>5+ILUU@GAs-c+z_D%-z>Kb6@;SP`UyOp`n;c=G_ALb7MM2GL_eQ*YCB@Ut
zAp#2|2$k0d35_U70Ima!jstiDZonnT1Fdnh0obQ%;tv_uJ`m>8=dpPs1K4zaAl9LR
zJOhMCP2MU~(&qu8ChtH1euTjNcK01XSb_)Dmj}&eLzy`Ki{`#o{k=Of8)Ne+-%vZ+
z9Lh*1&yp0wmCxfQwI~z@@YX!8Xghu=E_Nw?RUKO(LUp+^<2J#X^O`yPR|2A@T_VNF
z?}UA9JywRkep~MCsX?g0@9-2eCZYKHqubwo4bzs@5WTse*t2a+dYI&qdvGgEfi&Fh
zs8qSH?ipsFk@?yZVOyCDnf88+0IlXC?(w=dudTWNT`4AVPVBVYjys9vd+v>olY=ug
z{*TZCWx~qu7FL<2W@-?KO0T2ItO#O+=H6P;@MBEYMPhW0%-Qnka7DgnTL8I&>vRvi
zDWKc8MTOr{vGp5szSk?~`l_+(<}x29nqV0ilZuqT&uw}87~>QBSy_+hldZVy0mf)P
z@~ISSZWiL?l_oaz(X$e39^$?dOi)*z*lOrUFE{ST5~OlOYZwDAi*(21^@*n{R_HR1
zU%3ysdRu;P5U?8+x*R+sTDM3`@jx(Zos6IMR92}9szVG|DBe$fFU;bsdi>M1jO)8G
zZrn}}jQf;|z0K}rp>?{Tff!Czco7@W3NotZQF~y0!}^lPU}DI7=$L`&7@Ov9c9Jio
zQRz0spSwS|^wTHzLLUD|<TBq8)G#7*aWA!;ca(-KCw|C29n1AKiQ%+)jcemF+fFvD
zSM@D+#78H=_Kwd_dl2;{CX5(`zM4rx_A<q!QkTt?RnyGz2M<|<hhSY5OkD|2=bAWB
z{?z7JsLPto!kv;!;AunjBVU<hwXe3evW-=yK@+V>%-_@VtAakKm!6fs9V8jt6#iLz
ze5pP?H;{KDkz)Jqyn_$Dvla*IGHI>7#zHrA!=Xg~3OHi1G4a*{(yyFLK7q~bA^7^;
z8^Y!Zw$+BO#vHP3_)S^5EnzoAJ)Z8(-(*Ef!pE8+FXrZ$J=nb>grGgggwbqnwGrsT
zg(|8HGZl6&I-{jEW3o-eJ@~sz*j4<mPm#xRotmUau{_&KW-UtGau=A-hpNKVcC{e$
zk1M8aGjMq5CTMxzQPA5(+bn)L!b(cb>=DiR+^<6~Qo=g7TGjiEz`(IzXcD_+Eloy0
z;=8U4?j7!8!J=u!wkVhbfVapwzf1S?iYETJ!xZv$koJ#kNwe5)W@#R)?5qe!!jat8
zbJzcLP7=`g?(V0+)tH()@{m_;)T9dd`{+LN<Bb6>b&{#`N?R)$1954&T_XXP)qVLj
z)u=tWiZwE`Je!v9X?n14rU?GtIk8b&r<Cv3qp`ExkrIl;(v;7G4UPocFv`{l#N<z~
zbUIR^%I&D?9Cez7#!kzLc2cxzVle}{hLQKRdWXy07ZIB8+M83Qn@l+0Xrxz(y}P3v
z@F_~Y<#h}hRA%ZcJ2NP0III?atMDm^zr&SR>`_%X|8w(+RwBgV)hnbS)uY9DzA!u5
z47EmUvM3LpSC=|E(W=K5Ih?h#?BF}MAA&UzRfbxa&I46As!h9W$`cNiJ&H*~RjK7o
zWKr#PGnYTUdnXpWqlGT+Cvpsvtg@bAlx!|I33dC=3gj;uDfu~CriBX}*fi;D(+-d5
zvR2s0wc??lsk|GLq7OAi-%&>KKK|}5gIRz`7OYdw6F#@4&alB8KCE6{Lw;Hz9TzdI
z3|IW<@!iw<C7kU|ejTQty&in0WgZGu*XFAXl+-u-w@BVbVdk6iu&6UN{f`5uG74GK
zdy&clWtQKkxIBZuk661KbADS?$2>B=e1Fp-zsqBLoMnYK&j7D|J1-7o)__}~KPnSy
zlOxkl>nw5IW7*5Lrkmw7@aVhsmoE|xqo8)L#4Rw*vm$W!@L&N?o#=n*EE}j6un@u3
zbe5@u`6$eNC_6Va?(wPIk5~Ef8HeahF$Pq)S4tbGKDx-|gihEn#+vYEe>y789npQr
zNp1UhXKXfA#A4Ge?!>V=-5_#njkd0BMTVGiMJmcZ!cReF>^1E0u+lP}uuAC1ms&+m
zR;R?Sf;^XV_mf2<NqbZl+A>^}BA(f$9b5X4*JlWL<jQi$8BT(fNmAEyt!Gc9l#bdZ
zucdD48%s_MHmHX@MEsxJ?2wFysHA7ho-XkAPg^HVhRpPH6cd=m$>KZ2CF9G~Cng3#
zg+`Z$IgnUT0%g2G98zF2C<w>q8B~QzeKje71b^zFdr5MDUxE5ewS9UODm0AncKb%p
z7$#d<%9)F+8dbT(qGCs>)&bJXD_&|euK#uJVExUK(u?bq8%_lOQ5p{Mtp6-g5!?WX
zA#Y!9F)08q>a@}$6A_%lpQ$zrWU6_YFM;M=0Hp<xAOKMX^3lo!P}A1$hQ~$Ve()Z7
zyV8&jphmlx42G+a0&BngKXwtvBK)PXSOd-~H#_h*c$C5=MU{z^2Tn-af^(6!0up3>
zc?f6#Nbw&~eYl<9UiB~Czz=@|GyXtAqsIT3_PYSU0+e8Y>P^4{76m^>8XwgjuS}1?
zW2;cfr&E~g3-xFjdq6I>Zo~>c><`CY_b6{(x#MqNVP{l;*G|jKo>lxb*MOeFILE0A
zJ8bb^ndA2l@gASekM1(P(n=zABXt%%roxjsDNTE<ZU59uq4n#W3UQRD?y_LUo36#C
z<>|Tkj*WQ<vZC7=Fz(eP%SHPV&Jw)#3@qb%n0IM-U6Thks6Q=N=OXnfEwVb<FPAw*
z3f3_eCTbpWu_0XUi}}iD6n2&r_bOS-YPpu3o8Y|u4cT1Lb-x@xrps;$(E6~V^$l<K
zO=cW+ALqW<hccskP}}VJC%Fve#29}vW5K%w!%t(8y03BB&M5cQY;(7h2Jo}xu4~`-
z$?kV<injDN)jS(D8*%lqCAtS~q}=q2y^q!~aypu8k5ek<E%Lyi)n3DW{ldXz=?H(9
zo2DE|ZdctP%mxV=YMF_>^KNhtUz5N>1ccvyDfT^yBtNIfhEG35if6uo#ood%)zk<a
zB1}F*58b+v%U`f1VXk*8-9?!tR<{)BewXnHsH)%C)V$wc3;yP!KWqKoeU~U`7U7X&
z?ux`Yf`FJj=uKqlP|2=f<~y0&j~1(_>*TLu{C;Lgw8E;)of6DVcd(_rDz8L3nl@us
zFa%)PRh3_^H7n*1(7c}Ru?xxa5AokJn$(AdKGtlB8XO#P$brrdjt;6H_c`lEE}Piz
zaCO;$_Dv=$x7X@o9b#l`IfC@a_Epyqh=nO+DfNfTMX$-LDz6*@nR}VJJwtPfm4AdK
z$7MB_>b1Zb^sS+`IEi$A^tUgVm#ygV;RL;{S)g;NlMq1zqi$WP>G9R~R8LjjQZM2N
z`ox^bdzke^$}Ebhi{pEr-%Tl1@$tpevWIFdE^u~%-aHLVVzAop;`V+(GhRL%sQ@61
zh#%A`kFcdRugNsFG7<ZWJx$u@)!)Cn?tYV#0)Y>p_$s|X=7$6RIhjf0vDij&8pv@$
zR6ab6l%iiop><Fya#?^DaJ|)c1qCHHv9Qa+E_6xUt%xeIE8Vk!F!llFlwyT+z~e=Y
zSE_PAfHEspcCgGt>%J62CL*Hxn3IAyDWKsNH2-@?!M~zj1W@^hs^=eV!C*DH#Q=hT
z!ykbb0|55=jnMpK-v8VCLv1`z3Pj_bQ7<^9x3Y^shTh-Om=G$aJTWw_Pg=4baNB)n
zEe4dX^Q^Q*?RsTbKWX*vh=!@H+={(?LX)x&Go3}Uuy)U)F%r_gVStV#BE8gnfgYoZ
z#3Gle5hgFr@GSrn8#n|507uy=uObAq+%RWmb5ES6z@R<#F#_FL=}1F`d_IT(Q~Jk(
z(@b>l(D(wIB9f(<cE?8>!W})vSv!mkmv7q2PPgO4Sh!CH5YYmOEQl7ORk?mm!YIb!
zI(C}z>P5-N&4Q#FTN;`S>MneP+;k9SmJqB!n)NX)$L!Tr$;zpUqnU{gtczQPmeU@H
zs=3E8X!K<0yIV9gL}0kEY+WWBo!ON-==zd9!HHBH0TLwyWhu@U<2xT=N=*dwUa8%i
z1?yZ~53ffFPq$@7brFwbucynFskG3GLF6EE#-xwA`rFcbbBAnhLNDY`csDIX?}9<-
zpbZ|FyPxwxU%UHceQ1V<3su~DZv(n`0kc*h)p`IYj`wVQr#>wn=daO9+?J#ZIfP2c
z0{g2@#*p*CqQqm-JhFFJX?w_v-A}|C-eDuFNYm3^uNDq?)`z{NKI#n5H_YpwT%DCl
znaNQw?;7my2MJq(ET0AlRmBno5X;fH!wt&7SRC<;s=}i3Dk@Yem)i2$Ev-piduYE_
z>}4X+?*=Ll^9<-!eyF@Gle(*NapU-DPAqGxhn{RAh>eOMoPy{vZkAHuU!-r%%i`uQ
z*oC)D(8a7G4qA`%K`$!sjB8hKx+XFx@%fVevfT~g`C!`gD`yCC1ymjZGd4DTjr&0s
z0SFe5QiLX;0}Ut-TT6+Ei-o}Hy;=KwYrP6Zri#<r!4IneABuR+6TiuhgCfe4vG>MU
zFBDfq$_=vnNwE#KxD5^eR5XVgoq-a&7RCJ+xU*g95fepMW8PbJP*Ft$r#xhmzcm3k
zAiyE>;5wfQ<N;oc<n$k^^_L=L{k3Jsu*g)<*_>ymk)hxU*yqDE`Y-B>Ht(jymQP0q
zs+>+ztv{@?0=21*q-?F5DVir(7HwU7VZ5Wb@lwjnKluF3r+pXZ+^;9|euPvpaS&X7
zG0p_1%3{hheW|>3D|sPKYhM)miKKJlhNsZ#1gSQBgB~tSULc-4!iLHF@LSDfib=Cm
zLZ|F$p{okc{I0_)_B#P?L!=0A#VHlj<)&v>I|gn<R)bj9FK+mos=j*VB_JD(*Ts|$
zQk3fJ&KoOi%zYnR{Fcq}rQb|MqQgfe_|!lNr+rPeR-&<NRS7RKH1>zWvWRug(mGDw
z%N-J}#g9+>KIq|$!Muf+z=>?<G7gw<74`Lo&nDYD7D@RyGMRO#py?LrIW=Z&g=IrB
zM_7w6%(7C=5`4-Kd#R&}6r7ahU+Ka4FSfLWd!cg^H(Y+XJ4`mmNvw{!9%T)3m#@ZV
zOKaj1EQniapk#3v6!y}#HOG|g*OAnZo$NYw!|2Dg7D!jV+UVPPs4%gv#E(X~GI0%V
zmFr}z*f;2N)TBiOctd~M-tzj1soM(ZTm)7}dxPW2Bgr3sOP*b4V+J7_{b({bo*pPL
zY^vN1lQjCdg5l{(iPQQOgc&~Qr{tIc=8k4P5P3%Ti!zitPkxU?z@GG5a(zcaGJ6cJ
zOO)Uw^AS(uAw~oz8Ob?i=!e&siXwbK%imiwqsDtsS?DKo4-=bCb8@Eaqk=H8nnS4U
z^%J9l$tL1AlvYy00j+(}hb~GzRMlbOBZlrZ%O&Ah?o1HQ9)@3X`-ZUS_I>Ja16bF=
zPbj}zxyUkm{_tiRYgAdr(6v)qOj!_Q^&Vd&zVx@@K5Lx7Sp+SoBav+}dl_@<d^Pr@
zlpJTF<y8zEchsEXTFHPTo%<EJa{HYn3P=CN7PBLfXhPxv{kJ>f#K^c`Mz0m&xn7hm
zB1R2$u#2~*>Y=rAGlWF*ci_)@UPx4rIIIw?!G%$2Z^o|(k!B#Lc8R}YXb{={i4@J=
z#hoWh&NSmIu)P1&4~f+QSC;J4WJvS-l_nzrdzSBtTkOx)U@H8&$1p<KWW8nst6JJu
zDH$(DD8-vj3QXoSJSmzpVBQ{YD+k1$9Wz(QnTXLkoR*6o1MOlrbQFB`X<X-8$*5w}
z8iBv=LHagI4G1GI{KM=N9g$71XWp2d?i&@Y><d#f(43a(NK|n4!)gMJQuFlRN_4nN
z=@E6f$ZuBVKG8%UmTE1`R7C%R%s>j-mu7HMkTpRf$|JXS0{k=-Xxpj;eM%2b`FYJb
zML{*;Yrvbwcdq?mR1#huAr$oHsOS#&6WnQs$6muoOdJ9{Ck_oyZ+UQTbo-Ti@c9~R
z#%pH^lP!cElC(BaBhd?u#S{dlXA|Y8R%_#Dk#z00$-%C>oL`^bQLCpt3jw*^Fnwv9
z;)aQCu$1#K=|1%}rAuHC*mBbIP7JvP&H<U!+WJm!$8b;f%6^}sHF26k7t<~iYd?=O
zynG{@b&M3gLsDq!WnE|x>cj<)O7tXD=oM}Uyoll>9jYL~b@g<nz|R%+<5f>gDat*p
z3#@ocZ0S0_hH$A=zV4xlfKViYMTJvVzuBf@z<5lmB)^DAd~{$<lvyHbB@I)?qN>|+
z%`VY348P@_JXXz2r%hnk;lo_bu9>WCD5<Wj8MimDMckxKAXqC0W41`qv4EaF6!+k?
zSp)}3e;wvjM>_n_(z8I=bQFZQ2@AX7Gh6Aiep!iqqC_J{J4)7oCx;*sFr-orvl|g7
zD}d6(@+=@<*;*gC&gmrP>C&*OKLg1y3Q+kj$vYI3Pv=#7&sp<HuQG(>#Vcbzm1KqM
zRMzs7Bd;y18O?02s2YdSRyNf{t)hvZI%5XUtD>YWY+vviQIFW!pKh`6FokD`l<k+l
zN{nE1p^9Ng3LF$zt<IWs+t=RJX&$rq94=Ssf{DCM^eZCxhh0>#0P#7DU-(Jx^pKld
z!ShKEmpRhc0z}mvXP^t9l_m%{V9d!DoO!gFOx*!DgLxv*?xolN*6cD`>|>@jccV~o
zbIr;wxw5QqSlv4T#dSZKiXD+iNrEbtsc?%?`!#8Rdw7QOE{U<tt2piPXZX$stK^TR
zlKh$9F)!1ZNyLX3fo>}Fnz6<#D@L$7c47;6@JJi7eS}<%TTN8CB()}4PLsaM#mU4S
ztk|#0w$fG{PGyp%3?IJWs7&rKVrv+GteP^|C5>f^7*o8FM{@y7LNsv{)HoF*l0ylF
zmGKCWob2rE$TB0^5GdqoKhcc}o<HI^%fy~`%fS!N_Y5qn(sOOtMYChmrW8?IFf<Zg
zj_K<{DdZsxJqu5>K0JKUS?^TGJ{`b5%IG+d{>yG{Tb%S%eKiiq?u39g@6T#LI0{!;
z3!ES0>odyP5bXlj#kl(3gBpSJ%OJ(}L+Ljq%6hR;d?r94u<|WJ8*wh;Z3v4tTFpUR
zi=;dd@)G$#k#)~<i4WD#jxS=O3%Ji>Ne@0}N^a$FSHi&_GEvS(C6{wCbX!8*p?EXy
z4`<&V-!gRwGpy1bi@e<yX3Tx{vMIW=@e=2|<Xu*>7|^HwBO}D2xJEoiv<gpB26r|5
zRpr!ynMBA!EObwl$R_r^#n=XD-Q49xSEM)vU2T`7rm$FHb!thQBR0s6Z#30tD}MY`
z`)E<v_bcM<)Y6S@QH+GwDq{6)?z4tSYsqsj*QI?5KD$BNL02}sF5qlZN1q~a;5N)A
zehfOKU8a_`dPq8NHCsHZ-`PNTsJ$^1zsiON8|!R<hHfu@6;@kLm^wpjs`<eB=FG~*
zdG^xso4+|{WN$6SsW(ay;kz};qo8!;=ek2HFD|}ioYja&OliGhxshAJb@&os$Z?u`
z<RALv=*Op5pEw-k1_(#n?B#?-zp?nJ^ONy7rt=)X$+|6aGJ9<IUS-WNKiUQTGFYuY
z81V<pOC<uDfj6H>6>(M^)Ij&4dOx+ckL+eSW3Z`R7l%He1voV<eC@~dE$~So{$4uj
zF@Antj=!amV3=AEmcXH-VKkZDfxxcO(9yW8Fc;g$v`=e1`fDqRZ>Kt~4$wQ5-GlY7
zstfWjRoXX4Q4FsgK?l|XE?7(ijV%1(DlM)EVRkwhIK(!=9jU^TC%*fsB3}(N+P#u?
zpMA_17UFpN@g9U~5jQ($^Yn#j4gL^uk@ievDoI)d;S?_+9@RXmFtnmvk2nqzx1Xsh
z_I9;S1>f`AWS2%|5DI3+=cTA`)ohPdj+Ndjv-UpXO0ZM64s>2ski8LM<|BlEMo4Uy
z0z(?p_heW^=$5R6c22@v(@3Akl5918SYwH^wm&oATGoyp0R8gpw9aMv=#S0Qx4UoT
zSw?RSK7kWqNZE`%zX!dG`CiO>yScVlaYts<Zdu-K?wA?Hwb;;SyU%}_zIv9Y{%qN0
zG<9T)koOEmWvDL!|H8`vRoF*M1-w;Mcxjl8D3tB!x7*)nxOzQvR)>@}#>~_@XGj=u
zqf1|zGNqQ`;=ZsLrCmin;<J*?X{Dpa-llCL<>m1nSy;mB9%P8+T^9KNF!t7AQT5^a
z?*I}45(?7YDM-UmBHi6c!_b`~APP7%NJ@-!4LL)DC=Jp>m$Wn}CFNPX?>>9)-`?k3
z=lrqsVqkEbS>Jk|`~KYJJ1wv0-#K%>x97%k9t6t@`crN$)@BzdDV0ZV)R$cb7Ft*g
zGuNuwyrZV}ua>QwL@cNq8&}0FZhsD1y`#EJo>5<M@L3h1e(PLse|%e<@B8F=V5OH)
zgA+57gY3-FT8g>O9%Di1+l_8Z8}#adqHoND<KU?y^2?T~XZuyI%#Su}m<iSz$c&CJ
zKDgvNH^gPi^t<I}84!0mUNyAxAo#^w=iNcAL53mgBDvC-Wk_Z_EWc@o4`Ag2NR~3P
zmKYIc_2Rss>y6MPl7`#Z$)&v0RqROfI{~(A`wa0Cw_1G35ynLOt8c>s0rsoe)*EF@
zds%Q{<Z3&?h@AVTZG4PbW8_T;O+$%Cx(rX-@ULrJjU%mJVz=U|C+nnt3V(ywo4hC5
zBlJ0+`Ap0%E8V50-!`sB+ldU0{b?Ero_VrHNb_mfZ#mfgj7aJYVt<2*i!ziH=I!aS
zs!aQ>MIGxQ(`Cp9l8DWVD?PcME367TD)Tlwl#dgjeeP>fJQti!JN)7kh8<+miZ#PK
z+e(NgrXxEaWccKG#PBcZU6xf-_SwzuW_9fT`f+8NT~ua2-r@}Z>LV{2DpTi74dT{3
zxK4anZi(`GyMj7fx4_~{Po@{znxBP6F8#hHllsxMX8>nqR0rb}HndGUqwfkFz#M<M
zcSkzqD9mcCcksg?@k5;A*lwF-$vb(`t=3PXex;<TMJCbX0acOY$6WS$Otxw<&=is|
zPmNN+$2l_havRlUC<u^F;TJV*I820*k=&c}IT>8t*aV^(ALspXByzjC0_q7^uT6O3
zI?}yMOnWwEJ-6KF`<OfYsdK%DZ6FqOD0t<8V2-@crvu?RaLun5YVl!~=!LG>C1OIT
z^CB32T(Ayu909xFSK^_WURH=nU@?vBKF64DS`y}YKE2CB8^}}biYS#v@F4LRF?!22
z2UtZ1fX<^(kgV3A97vX&{-S)Kc(%`(2jS<Th~N3)vFNwR{;wnaGSpd8jir}vuZTzC
zLnT=6t6UHAU-I|SKGga{VXYw0zh_`|5;7_GStiRY-SFyt^}ItQ8{S4S_V91d0nrUq
z#g9^TgaH{P{I)lhn2Ot$s~#i29z^jm=!ve;PNTTp7P87*fvq)tvk{7xQ^R-@ja?=t
z9f!`;c(NR?jxy{um)e?EPgxjgwq2*+^b$@Cnvs8SykuH<{;RO2B~no?)iQ|4`GY3n
z()lY;9ePP;KF!Pm_~A%?9haSIh05va3rUz(gyQWaE)JJCo{!%)?$=l9sxrNm!L0pt
z(fRcP=1{l>{XHub_ex>x?7HB*-?Aa#uCt}mZo{7G<BzwUwIJ$?BdrzlJ(Fh<u7bfk
z=Exk4kX*awKwCYV76lOgTUaW{1Mqz8IJ3!5BW@MMT;aAkc6E5v<7T}BjGkW^+C8VM
zW*61HsgqURH%b#L1Cq?d3F7+HuC&Ow0se#vNX<`@!!s#9FAmtzeGrMV*2Fh+Y;hU3
zPvPSDX!mJb%sXX(jV<fjG?=epz9HQ!OMJIQAD&b%Y~%KGMD{Ve+rxEQ<f2y4B*v%^
zkNBf!>JUV`_~DSjlxK-)A9za+mw&)&U>-E^<DBH$oN?6P1T4<%0@y+<Xd3nG;$M8)
z_T0q*^M*b#KmGh&jcH-a@_=X3-)U2D1#PygIDdJ7A7!3%SOqT*$TF}=en?|DMhS9{
zxF~L1qjGlsP&DDX9WUX@97nG#oWfY~SOcvuXg0(yy{Fc(Lx%HQ-Dl!((__^$p|{F-
zZuV!3m+68c4YHCcJR9v$`Od!S(*jrZlgnRzlWuPz%C-%S>Dsi)D^0y|y8#0<*zF+S
zhGm9H-h;!c$D2Cy^SVzKmHZUGiyzp01)UhW9J#vxcrv%x<@r!_<w+#P6?9#_A*(}N
zT|&!<e)4pI*;Rc0#RIqQ#L<YaoFLk{i*iMS#!2KW;>#%2525wb%Unin$Zuv#4isj-
zUm3i_$FK{=&5EWAN-w>?UD?$SoG*FptT$?kZU|O-&Gky@Z~v-_Kiu0Fe!c|OQQc(S
zQc_UvGs95gHR=HX87nxKd3TRPq_)oTe=!+nysV5Z8N7SSe5|~2Vvehn95-I$d#0NO
zG6U?cb}k2&9v&Xv5kOhK9Vk(r=7%c;7NbF(Ig|Ra@)X#~J1f8V&b~pMa6<#pfI5mc
z^ud29O{ua2u)7`ZKKtMAvDTNk%vvWXvX*LFONGwK0H2`De*@hZ;gO{$ub4}A_wn{+
zp^kggvC2xLw?j(BuBKU}C<?<by7%LD*`0nW)?a=yMUI0-T@E%e&t0_$h1O}EKeTmr
zOL-@$3VpwLlv(5;eL#)!Nv^9|5SP%Tau!bf<Luci)461vmD?Cn-mzDf*&E~l9XXQS
z(dbtw{<QW;PKC<V!A|!^vV3v**)(g4w>jTA4Hp)aJ8Ue*^h>0FCNH(b?RqX!1(LgF
zkfy+WfXcEX>6AbvnyI?dCsR;R`|CpEp`fK#WP4m>Y0v0L)BQuegITXXWXau)m!ou)
z>6>?e-4RP}4ovgG1g2+hanto*5Ya2ijXU|piYNT@7=D#}N<V?VNaCTCGOZ!+p>cwj
zQ%^@xpp$TyCnKTElumM~d`!$xOhIO`KhP$dz{_m=!maXEx;2-Rk{xZl|3rAhx>6!S
z2d}K_>EjMf-ImY!iMYzl$zCBl+Dio5&^#?q^(%nNvIaq8`|gt4c2@i(1u&$uTbIx$
zLJq)Hd=vb%TLt+kXg!%N$q@ayH+#gVg3G76Xv*AP%7S4@v6L$8!1p?SKRGJ~YSws7
z>lA_?btpk*N%Cw??4ZJa-BGI)m4GszYu(_Wq@-UC-q*OGpKTJBI%rIU%W7UBQC1ce
zs|V87984)@#Su1JgC*|h?b6DK*_a*(DX<;iE`vh|rl<{)c`@bDtt-RjL~ylLFv%$j
z`ToOue6QIfR9WQ}f{^uPwHa`-qA(G{4JX+L8dbkU@?#UKRSrj0ifB{p@GlyPI%~~<
z21!+Bp#3^VbrHxb2s>Ix%t!M1m>JJunbdVm%!jA}%%-H8g9Pocf*UURHfQqs5EV(*
zD{}^^vtwMWu|SV^hg?TWU^0TdAD?cYsAaw%{*GU~tNUAmI6PS#-$N2pzbVRO8X?*y
zmBpN8Mo9V97hK1n7Yia+L?m~IhmYZpF;$XH7aKACUjNNYH1OCVT?>twU_D8<zMM&b
zh*Xw2H_VW*;MLB_p7<6r*qelZr{G#@S;Uf(y#Q3(8&r$&s~k)H#gQCzLNQ55n#3#<
z_o?*H={5)24B3PVU5XV*OI!!Mq$kAD7{2+S;CbpI8WZ?@4SrGeV$u|4-;i=gy!3qP
z^b_4;VdE3>?+c=gV0;jNY%T%kE38E`XY1eH>F7r59hPZnhl|V{ouWI*s?@ja8081@
z*79(5@3q!A-g)L=Qwfg?onNNI?kzD3#mb{djjV&l%n~_4!>1P_*KMWDnmK;4$+II^
z5)&8($$(JPric2yYJROQ@M^xEk*0*MwweyB?eZ;}&sjXj*+`o(kCdmuz$fzDi=7^(
zam4sE<3lyHvi}m{lZ%H}l;&7fD3*cto~6c1c00E?ZMyfzWr@y=FZ-aJE7@FSx>&cR
zoB#S}o4zqa1@=A?w5>-xo4u)?9^v^@U_;-{7wwc(cKriateQ8t$OBh<)XmHDAo~Ju
zt3t=b7#Y|8+x<e@ZTf_dHYY-J?TE)_iXO)W>f{W}T)){RWh51x#Sl1_V{U+WS<c}+
zf$z^sNNV;*BU{QS9L*+Y{I#J_)d#_uU+SfZtaoWGZr$jnNNms#OF!^wkMlx6StQ)G
z$SKRbC+=)o4ToH%3N#>*UM#VVGLY}h_PKRXOi_3%`Qp*jr2{sEauRcNjSk%wy>0mD
zbn$Uz@@2Yt+lf$5b0m3qU2R;3FbUnVlp=NRb4hlLS_ge5Z;<KxfnIg-rWKkMQ=^qj
zd*|kt9*U(DISH0YwKtkzJvP&6n-=JyQueZwZBGeAZNWgab0AH3Msypa1Ov_|0X5mO
znmP-S?tUt6U)P`mzf!VF8#fnz4pOPH_Tmc=f|ocy4J!24S&$%iEe^0yFyr95h?eX;
zJ1-;?<dB%8&*jQ^>}YGu=-F&eAV;X>q=7;s?Iv21IW~Kl{B50(8cJalL=-gc>WZ0-
zhl$|t!o}xQ_^kH^y{HGI^&GjCXIIJyKgekxEF1igZ-}vz)T1-qChc0W!@sk8;K-1~
z8va8I+^C!Q;`D~g$fxK?hI+U$@+jeh>zTQ(!L^r3=YTt1GSjc6j^7@h*|-h~hxQTQ
z4jxEZ!xsl!1^bKIGG=eSd**f~^tQx@KoqM2VTw;eoC!X!<p^|fs|Cp;qvr8(d*u5h
z^fk+4ZR7uJl~WCibXoABifdjmsnt(5uE-N!)$&`_ppEfU?Cf&YP6?_@7#VdeIi(0H
zvj5@i*EHj!hkh=-RMl)b9v+FYkFld(;R~1%^^nE)o=IBHAfJzHT+88-4JBIYvt*d3
zx)$YnNFstOvW;1%NM0e%Gxg;?LRD4bF9<POW`@<$MD*=ft)G~+hbRX98xk|eT>2@b
zB#Tg>&-o;r<@#lXOI5Kk*`cj)z^G`YMEjdyr88%^xAru5HM}ULzoFq>MqBMSB0o~G
zb>_UmaGLYH@;Rq8&!xFV=EUZCs*>SFq98h_)&ZJ|p~L<7s8vEj;Sy2Rm>dhLp#kc3
zg6>v_9q685;MpU$U#=!=$~-<P6so2+zcTgCQm<pz!+}xN(a5LF^)jV<;+dWyW)w>I
zPp{{2;5@{{qO1%Ov+4?#f0R0w9HOmPYDX7{L2ElIhcdKVqcInx!QIogTO6-q(mZNj
zH9Qf-pQI7Xht)c#)igR!y=-wr4VGQV*(3@a8E~NEs+g$Qh&cY=Zm$20VfsH?j<^DV
zx|;~`5oq`GLfB!L|6$dj1gV%!_!r%a0gnFB3;d@o;NGqR==bh>jw+65fQUY)R0fbK
zq=h{}0u7maqXC)%@FTb!0<vKHFv@N48`hRk0wdCQN?qF-+dm}?NOP*^57#2{j+8<$
zgA^jHw!W9RW00elbMB7-j`sk6jajIt`BFBOo`FFMq)uq9MU<(N)TNY*(P$FAu!o(b
zsZ8*3tZps9O>#2f2VREGG#eDzICg5oO>5kqEB|(iu0W{|L#iwJ%||q(s+NfgD>AP8
zL~TLFA^L4m?FeTOpl}DQqZXf6+sX7Hl-DYV%#Gd)$KLgX^C-dU&kIs;-eTjMbL2HA
z{!J~bvV@|w@-3#5wi>~MpKmyj$CXkPZzZ19KfRWCrO5vnhdg<>Ccf#SszR$3aXb@c
z*M#$Ueh{D8X4XnCL<4)><l{^nvwAWkfR^%&R5TmI&QY}SJ(m=ah0yq_+uM}x)^X4m
z8e>KVhvE``E)@hU?K!Xd(kFJN)qQ<xKbaEp{qZPN3Jqki$=*zmdAQd4=QKunvo)Jb
z-rE;@Zh1{0>ftD0nLDlQT78FT9b=iyv{vWxktg?NR{NwhS|uYG=6xBdDweJh94JJi
z&-7T6^sSW*cCl(BZD)3#%J}$Mu&Z15lIcSt?l_X9!Bz_qi*m)%DrQG#2;AwY>}N~r
z@bJ{SrfaBWw*W&giksZE?+fX?W0p|Ed&}wRVF9ke-x4F&IhoDOxpyDY1g}zy+HaAu
zDb`zi{;A{-QV_Pe;<ydY!wh%B=5i({i(|^0eIhBAHT;_3vU#KRs*CkJm3fqq^b^M*
z7n9!4ED>E>z4b<Y5AnlipAE4d8rk}N{R$)K*H(AXd$HfiPQiQ<ZX`vDIz0O%(XO-l
zc3#tC#ag|oo2%10be=xf5d&7x4xkogD1xFQPeTmW56BvbhlGXGACy`BRAOS9ox0>%
zLm-rRtm4@V%*!aNre0}as>)-C6&>Gh)t1k%T*ex=%srlNXt>TKO*pA_D*<*I`f={^
z?JZM+x3AQ)9(2?h%A|w-crk@1Ds9k;PoI%=t_#s{nZ`eod)4e%<?G135&vx(^*C|E
zOCiu6>>WNy8tbe2^f)(jRq`=J{p@a***-3*K=-#ApbFjlGgItW$O&g`W#|3k8@&+%
z2#{(&`FlF7Rud=-kENvv{{?X-$diMDbEU;M>^e>iKCGIWn;hvvgPV&rPstkTL^5s^
zsKolQCy{>Q9SN>*(=K-(+h5k1tn5)}gV|xr1(M|rpYsRG0%FwKvh=P=BmWrSdri`k
zCe%E*6U2Piej<cK?xz`?r~A)nl|l*-38AUE;UDN77T~WYkgDo78u3@d7cc(M@y+W+
zyv5m<#cI1&pJ14*s$QSs5h_JOs#%iUxkZvZD!a@22agFAsI|Qd%!`}dSIwnt(?%w+
zzGQK2Te_PsZt!csLiqP&Xftq_IAv*J6Eis`10et%Mdj@D9Riud@OGjXFPu@+$0#BF
zy1l-$>_)aMpjByNO+dNC%*=^^hcOaoj*^0!nn;zV(|>1AhGwm$X|a&+3|nw_c#_-o
zwZ!Umu*|h(eZ;m`&=0$eyW+YVx;3mB7mKZ}!`T5(t^s$K%GUKLQM1_XY=;vVuMf&s
zP&=_LC0quRsl0{M7eDGP&IrV@SRlQ5>{**!h@0=_{`9wrSHfJ5<X^JZ3&iLx(H4Hg
z_bv}DhS%%(xT8RUgDN&n^uhY&?C9(a(D?^%$&*FLK&3HZ*f5%kv}pl&Ku4dt$D6L=
z>V-pPIxcCYnU&@nF8IZsDo{Y#$&v}&Ds8A=9<JJDbv_{26?}T3r8acV+kNoBL-T|n
z#2Gn$uw6gl3O}r-{ADzQwHk>R-+f1ZHSHYmOdj%(=zC2jxXY!!=3Rq#a%P`}^J@?Y
zBMe*RK_Wt1p8wNFZF$@O7Xa4(Fxmi<JK(XBWDF!ARW9rJDt+;Yj8UJ7tb$A1;LZJ4
z&(1@>-eIWxw3yHHg467-ocs1&sMF0gQd}3ud=7RB8T_a}y1$TcNU2?H7V0zZL%W>k
zl^(=-ajySW+AsZ@b^RLQ%@AUp=M~4|7;3v1q<x#@xuf`;uu|txD<2VBdnj%lUZA1D
z=eYIaYM6J+m$c+IMv{GOyC4&9Pp>u8#~^n8<q7M)18MG{el+8|LkMn7-nZ_2=!-#Y
zZM88I4siD<kH&A;&fV=}nBn7(DEokGh8uN-$tPoIGD9S(M*ZDqh0Dvu;c4$5OsRKY
z2-;qcdvG6VPnF>ha<-G0J&e73o4H+EtfPZ==lmBGl)(R`4f0V7qwz~wN%vd|uQEm!
zv}&iJ`0#|W*HFy82t9~~Ey~5%`gg{gUp9HL1B>d_b_u64dPA1aMt|yA$-?K`H5Kb|
zV)}|)07`_RV3mupED{7)ngQu)DZVFle1@JnJn@92sl+;kBob)Yi6@6qLHRX$7)Suw
zLyRL>bL~3j)2xoUfC3hIvi=}=!)^sT0%7^aclM%m>#amgpk*qCB4euW*#k=`=(mKV
z6~fv1KvSuPdw%I6y?CyNf|Dsu3F1f4_uz-`8WNHB#EkCo{H#>P`DJmWG4E4nIk)p3
zkXWzO&d%tz>3m*fK}&*Kh*W5e*-q3g@f1dRnR$^)E({8<gqR$hhn+w2$G;%+;?~tj
zihjpO_XS~_>>(LEi8jv`Q!uSNa`(Nxp<ZInomHQxjzd~_|Cn$BaeCmdGL<vYrPa{v
zLtz&$qjb?%((aWjQXl;+>J-9jsyR;iqHY96Y9LQ*BCNotS&dEVt~_yg^jgumLb(Dm
zGiKDo)6!ljK@o%b$MiupMy@0TXa6C{HXBVj8)%rXw*{n|q@VkRm#nC|dzVTue+F@F
zp#83Q$Q8wS;9KG0+(<;YKP;l2qM!BksYE8g8GX!0=j%^vO8$eEonmraPtet5#dMOX
zqk*8bCn;GrQc*Wj_Yen;uZ6C?r$`QLb`sxP>V?UYGtH+#vAol132NO51`6hec-mfA
zf$_}-Hkw?!K<E8Chmex4tK6bM2yc6-sk$qKK9vV<#a<`+b2QmIb{nIE3vl(;4hM{w
zW+JXbD8Gy5>8I}>Fh*RLo@A2euJ9_Zo2>(i)@AzkdPIFg^Ekpht)h6qW9&~{4b3(v
zVg^LZH6Z{U=r|rpFJ1mL2lH*V!}%r0rC_cov!FDLUOT+wFOo|=Aw-81q_iIL39W}$
zABsdzI`(6FDUB#$oL0=!eJE)@Aw1WcNuzw{>f|Orm8+*1@wTck+jl*ywk#m%_qAJ>
z!GuGjva9R-!a$3H?X1!UkryH92iEu1COcWfLp>xdTeV&dcdq5D3=!`i?eeuIc&Erv
zUA>AE3^6f&ysX?QNB>+I59c_?G<2!&4YK)Bw+L}X7q=G|Xiz)+0qu<;(;C-HbpfSg
zi@cAjZSuU!Wv=8@qo`x4LKI;k1Zdt62?nb_ot99jeZSon5b)jB^`*O6Zr~}5*Z)O2
zY1CSrmpP%DLVdW~vqO8+U?cJ$617JMu_>qJJZpb^maJ(+OeeFJRik4QC0jp*Z3b15
z*wTiu<K<{@cpA@ZG?(lt^Veo(es)cHc~S><{W;i4Y{D4+0YEf?{3{PMWhZ_8<BnV-
zhRCj(wdZKOQCK<zk`*dY(6+BTUY~!F@%+vNPho=yhp)>BeoVWD$D9~Y3_ri(Mf$H*
zxGI`vji@@aYt9uk;A3YkK9y(<pWHLobTUEj<61Y&I>&oPxR6FzKD0Tweo1d(dn<b5
zEMPQwx^bfMz8G>|V-hE3a<%4|$PrJ9`C=m!5M^^7aekiIkLy|Ln@bsKja3x5@CAiQ
zGeV+&pPjtF`|Kc9CUiC(=eCeLK-u?Nhn|kZf4dsi%O$5X<@Q=R|0ktRS>&FPe%6lG
zUr<H3!uHK2U7X8~I96GK;-mK+RS88eJd#x1@LL5g@V3b>dY$piMCS3FJLt3M-K)@N
zAzGgo{mwgShU~uJf|jCsJ7@@*>D-NOKE$<>={)gRKk_*ran650L{22TL2Tj4a-N(E
z(!}2(c;<`OBsD^h_xl6YQCq~NhccVc@~mm71H@qZd(Zne&i4r+<!I7HAd>>p?b?9(
zUtM3P(=Cj@ph~{?Xrhb8X5h~ryagSq`yN!8@|I`0(UkmB`%Oy6jknv^5bO`*h5VpY
zvne6{KCpHm)uoc6*MhRjUH0x65nZ3%&%_IRI7EH1hIIF>2$p~gPZcC>e+jA0w@d}u
z)}B*)%a~0T0<vo*D?oW2e~Q)&^sH?&q(uK8VBr1X|3wGi3Hw+M2*Wr-E9p!gruAtT
z&Gn|O4#sAU&*m+W8jR@053AN_VS7WXrJ8M?*nH;=og<BJlnV0MMSZHXk4N48EU*T!
zJciQGK4{S`y-@lKa-8CLE$6rKku&q|XNkQlHKs#H6j0c(`lIJA*(P(8EYw$lyJm-S
z+mZ$!hSclF)Pj>CzjBC&LbDWYgqy8sJ$n9vmPi#|Jz-;%aJjBG6q%3zmd7!P|A_t1
zC)YL8<Tpn7bdiv#?)2OwAYVf$L0*DMKeDi6pc?3alU`JYUJMIf0!=dM5b2{NW3!;~
z9_rFi!=jtgX`n3zJWdx9dX)6y5_(CUCifSFR{1%>gpYkw_AKbtU|i^>^0Ri`yFbN^
z(bfH{s1OnZ1GED7cIr~8YSlm5u&YDZuAGKP2&nv-K>wTr^Q7PPnBJrbr2=t$zsQs2
zPpXJ<#F*Ac-G*@}wiQCRhP@NU%|cTaPyp6K$K_Ye5&&>nPyv-k=ufaxAVmX3!ypkz
z5iZ1ANqHE=I**$0B}W`@^t9(uZ^J6b0$?XH5&~n0FLZOWi6+AXG#>InwBaYZT{D<A
zP5uqueIuebd)t*;VV)BenNWVEYdK96_tC+$vuX5(0yU}2)UhJ`wQKR-d}Qt*&*4@y
z!6)iiL(`Ji<|k5loF8}}uh9o7wJT2N@jFZ+h<gG@-*xanOn$SpFZ1vwkh`~N)>gk%
zekzY&NE8gUCL{T{`$7zcwU(Av>J)@*NNyPR{&LH@%2R;T%(D374GEfGte*WEu@6t%
z&zoPZ-NBJ-?E>*lWu8!w3co5K=cVB0AEt;mns_Oxk0OFFzU2z&_UKN6{Ve?~b5m}C
z%7Ec(=d0xMi~npfh=a@5zc|?_eUx3`5PPwXw1VJO1$e7BPvnoYw6r>Zu#MkW%BK*i
zWmrr}R0t%O<Z2Ye1$B@6T;A}nekT3CI!_uLlUds(#<F<(T-}TEFyBq^!;Q>2<#$h2
z%G-FOGf)xvaYig(uQGP?Ry(axvZDnDv4x0EC44LbWhmHzF~OAkH9z@O&W<mO%f87W
zh6y&m2qFXrX+7|EZb3$!vnE<Mrs%getZ-jECtqKLxl!Y%F`tsY>FSod=H1;hdGFJU
z$oMLf@kaq{m6#}kkpvx_7IgL6^rd1&BBorb3ZI)wcHf!KCyUY$f_~v_!KS*2O(4s(
zGw!zU3*L&YPG#H_uM+Ti@#kJj%EAZ=)Mf;iY?aUP3RCm@GBOy_C7+jIRW6v{<~wKH
zje;#y_m>!dDEE4G6f{mZ3C)l@`sdOMpA5hSXn3c$==FIA+>_qs&TSt{mTzv%Cqyxh
z`-GR`sVcmK_m&C1@jr@^XU^tT2IorXVl=^UH{9A};f_+2Z5^onA5B@y?!01*9x)zK
zhoThVWSNCO2BVROLR2~E)9NN1j9(T$q`k!Z9gNn?fj^y}Nm4r!zLsQ8sGysq2}6(7
zS%ZSC;_#x_TRS^l@Wb`th#^(gz1G?Mo}M{ffi&g@EYLaaib;bb30j<IzG~oFtGU6N
zp0l$kx#>5w{?v}&xl5vSCIwayksIcqzG$S<cj9kf>=A@Fe5FIuH#om94YikJ-$<K0
z2+V<xz@`U+-42|C*D7w9XSeWdbrA{Y4PMgAaMNqd<HL3sYpQ?11(`o9S2WPCd|8Xh
zk`wXdt>}iKcKOd~@t%CsB?Z6U)wO`xg5IvrI^vYWz)WGnrSy!owkh+>7{;#{9LSJb
zfL$z!T?51QvtXX~rBS(4mB14ohgX4<e0jdcCblVcy~V-anW$om6HE_?=S`b;Anx%y
z-)HaxgXmUfiX1K@WO650yBu5e+@GaVaz{rIa-!pBTv)Y~&i`zYYQzun`&7QiZ}M50
zxjsvTKP(o<tYtHh215%QrekYg@0(+?pj`h-*!Zz&#HMMb_MiA)#GU#_H|@^J4O2&O
zuzI19Txf-vrr$m<+?UD&ra+Rym<S>l{qaPN*MBqeMKYQs8aT`1Y<t3)j4W5UW6EZt
z>IiX5%i8b(#ud)6WdKSv3IlbH1|9g^>Wu14z)<ilI=f7fiZ4Tb9YMg#(!30H@nSBg
z6)}_>E9<}6K}C`(Tqq;Ibkwyr5ggbbFe|riE-E}%^x`~$jWP1$t1>CoGB)q7Drl~&
zH^q!1(}=F|qX)?eTa#i@C@q2aO~-0kufmHbd?Lxn4y~8K+f?T@;42U|db-g>mEaL!
zajM&ddfA>p^kFsn?}(vV$uR9Osno@Z$)-w=nJc@r+BLX@%r#iE<mcGK?YNIbMsc+z
zV_u=05t@@lGq2@CDokIs$3^BA_kQn&Dv(jl+7e+YNaOC?PH;1S0nR)O1}FLa6e*Eh
zJ9=)f!DXw;f|8szPH_~mN-O+d#cU2WGzHDL6@LtCTo@kj8~T5*Q?m6{esS<yiy!y$
zAln}9B*ik})0$9kZjL6r)GMgqr@bqKjb1%BFK=b_sHpBel>8gx6^P$VGZG0Gc{y3V
zp!aETns(Q)CGO*&I+{L5?Su^1UVa%GWYJRl8Ny$<o_S2^c``#kV=;~M_q7I;bnWS1
z5FwYcoqxsBfInaCDjbNV3I7>H*gXS-nAkvS!S+{&`vSI9>G+D1;XR=Ed?0Y)-90(=
zCE<TD<_up!E;rU!0aYjA?Tf1W=#TC=ekKg4rP@fvbiP3LO`D#1(74h=%0Rj!3A(b<
z0l<}&+VC_P$}jURr-y~t5md+;JE4UJIH~}xJ8;>@0v-)s$6*%0<8Yz?K{UfKhd~qe
zv1904v6J3FGtaRHAoc)mWx%@(@b`dHDNv`hhXRk^Kcz582l&xI80M9ZHB>-`U|0p-
zBH6x6@DY~iNWtwTsDYb|b1Jm^h47Ab36j!dSEgZCZ%rbQtNRxOx6o1oPmVWuUyaw8
z-LG`}XA-`-6FynO8zf>CzQ3a0x7n0lIvubeGZ3~nC;UI4S9IUr2v4?YyWsOaUR4}@
z;vsM1k5MAj6L5Fv==NHSrl`VvG3TX9B1i8psD|=B8WS7RFY1BKbRA-a&=``gV_slp
zW-hw0y`*OAYqssk2D{S5Nd2VI-Z0JWvmUf=G<7i?TB_Kkh;R93_t{}=qO`y?+%=|a
zSpZR2+tw@`=OB1-qUkYF>GZ|-S9hXv|3y`b!Pq`BkD=;i?J&mE$N*;k0onjjtJ(Oe
zq_P01C#!ISF7>3eUw=T!TU#%VSaDWARpF4YPlwUitoZ@+kwPf3lSi~`-LEc6jHaG!
zR_`12TX`ShUzzZN%mT+4n03OGmpEO}`sSqXu>D_<QVq(dHCUZ-^2wl8wi1ia>Ju2f
z?coiVYOnaaV+f?gSmZ`cNDQ;`K`6md2avr*IskigSp*H}>SFAVeNI6jdm}H63|uZ+
zT~L=cJU&lYU78Mxb+J#|danF*m#-)M$Dy^T<er0S8_M;@CbaO=A73tZp2rYcJ*^X!
z?o~7`w0??Sj_|2*vx^%RLd>c1U2)0Hxc0?w<ZP));ojL;`pi`xLDNg^n@Chj;giBR
zw>z`1n*0rDUoXCryxl-)U+VE$n3}5!dT1nr3G1{<Sg0uOzlEQbtTds=#mH5*-^G|C
z57KR(*st0`WCdVI7W_#JVzQyYC{g*^cHCRksuQI-MX$;upScyeyEwF24|*t<)JH>z
z-coL2Eee-Y$f8=o-9g8TiDMkvO4Aatf2qZ^@>4wf^oOC9K=hBK(c{lTtXy=)4b$$L
zb1o&wMnsxqidrY4VqoO!MNrTLMR$O~-L}p#JT0@>OcFti-Gr(h`_YXjKq7a$M#xqJ
z-wS!wZIYXKH5FFZSgZHU9doc=S)BKcz2zIT@II_YIA9u_y9`7~IJQ+Ny#LJb<^-Ql
zS*q=<l6ed)&l*P?E_s#=`T3TtIh<VM1T79mm#R$tL?%vEnq+Qq?x$CsO5N@*C3)DQ
z;pULTY|u4y=2{JFZ@<GU1jhOo#N|KSSnRozwYt_adHRfES*nzFV!n4!!c~M{fGst)
z`2og=4EZ@+8cX5o15ghAmc(1ac1Rk<;nqff6DS=Aim$*pDXP-BHowM><?WtqszXkW
zWjx7y4xxSz^0&sq6j42Scd)v1Mq}_@-urxx#}W~C7>GlUNn0W|u+ziWJbjU0b11Z6
zRaz&UpB7^cy%<-fm06aOc?F}t(&YiaDlxxwI<hbyvU9VgV7B{~Z5yJgBIAP&eLJ{X
zwa;^C^7P#hc_>f+;08uS{0-_9U(@6f4^1fso9USK^!vidHD}XLVy_nh*Lt;UBfkE4
zE9uMv7AiMh*$t{eX%v(WIByvL*(H)+JY7$TFn6Wd3E#f5&FV;6^*ugo_~3h6sh?D(
zMCY*FeV8$@Qso&t=>sQt2$rRbdS*I2dFsrbCE<77_*hCgDe45RA9PXuqQ`zW2rIKv
zDS5?&IT`k?|DgfKBz;7J6Q)f<;}^u3Q1ufF$Y5Ea@dCYL!C#PpTk{_+AMC@3__L;~
zsl%vMJkuq0%#kAA9-@+g4nr_|=RV<%&Yl$M+ut%V>XYCK26wPOF(~szzZV9<kBjmT
zh0a;&A1Zl~1$O6DBoJ#=>lMN6*u>=s*2G7s8&hBBHMsQ4_-|HQ#4O)GgL{aR!sAL3
zKE)=@S2?w8Ra>#3(ypFpIyki!rXHdTggy7;CGb3gmaNjum{ff!H!n<DksOb*jh2lk
z>6dx9OURaBf($Hvbs4#~M%9Xpknev;T7f>p)N#Hqkc%yK`jyHg<kTcB$2G(~k9CbD
z$=~-Y&8{aS_07(&Y!OMqcAYP+$T2~VDwRsV>BQtxNfM8OKZcTpj?bmvO`ScA6|fjR
z-}@DmsBw_F55kqkP$KvS-QEW~!&X?D<M(^cBj<>+SY`T((U_>uw^}f5UEbR<)5=J)
zqXCI1Fl)ckdGeg@I7%`a^3whrClz+|@}0B@eet~1PxVC6&CILb*=Y0C?8V_aJbXg`
zbpG;AR&G*OfGo#Z&b@yyt8%a01CH*Lk3NL%ll~hs$?&hy7mCRa!1PG+BV-<C0l>B~
z02<B$0OfLi!Z7py$*#HwYyF=W;8Fw<hBz>J{$1BH3jj&uM?gUm{z0DnUl{qn%|c+c
z#5bFa^i(Us1!b{)CEqg*qHXmpbkbg$@9+OP_v4H<HH<u>M<p&ohE69yqR;OQW24cA
zC+S*3=ELjdwO0DM>O`Mm1!swOSsb|HzZ0EjUh|)57_BKGUp|Me55H=YDrh&c45neR
z-LYVrIE#*$TUKOMTpDFMhHJ_0=shJPrILLznB3+#p_mgp_|WX^>w(URB1xonlnNrs
zuz8B~VN27?xVd<bm@z`x<z{u&E|a48D0*b-Q57$e*thf#&!)2H(?EH#A0W_u@=iAH
zBYs-{;-5pMmlIg(v=?fVh@XJFh;!|Q4&>8&27gj2g~OcPhA7|Qa*MqygO8*5>6C?|
z{=o@n#Q5xZyW5by5|bk#XLF5R(MfgG<Dq0`Z%|V7UyuVcNU;NQrI7;3pXJHPA__~l
zcQa9t1XN0zx=P%-sA`@zj@1ur`u?g)FJ8uOW-0tEU`tl+@fIiTtzH%NsgN}Jwlq@V
z^Li&g8<FoYWcM+QzgHA&-4bW>($)G}Ezll)V#G$GtMS%3{N2DQHXEJF;M4)~*}-+Y
zXXW=Ah=GRBrR;-Y0d(UUaZAvb9FVj5W!}r0HfL413Qn;OM#Yo&Y{l!bguO^ve6$Bd
zLBtk@rF(|r@e!CsdC@#oXFLurgtj~+4|t_Qedh%(>L(fxs}61?*D92Xni5Tnes*FG
zuqr&q)WY@??S%3Ap>Wsxpzf8$Z>R6rP4!Xa1FlwE+}85|0#K6rOseAs&6HBOk@s_O
zV2Q=tZSvh1Qw#T7d0UqQJF8PkN4!sxW&F$O)H-AQ?K`tTzZqwc+A8vg0uFeBk=wBp
zN~&jx)`<=*h*oUx0Zrp7SKg~EW!9YW$D#{|JqR0*Gw|8Lu+2{knwD|K)+wYHuS58D
z+BA-=)#Li7%t5U_qs5qh2wdyht;rsLn^j_x*#wgl`RN&+X=#B{fVWvfYGXKd;O354
z!G<WMrS(??hA^`~*A|rtQMMGnGV}~7G2YcK^lum+iC#sCZ#xsb3r6|P>%)sb2ZlT*
z_V#Za_7fW!2bx4MZp)u!hI?yEuT({Ttr(efQ3a-O9>yDt4y0m$y$?)V(yAeag|6OP
zwW$q-o-ZdP=qzDVp@fckvkl%{-`#lK*aEjRV%`0u`|;7tmJ2F}$fA*=zHu6VL8{0`
zT$i3oG2?VM;~`g<><#Ng8vFE0V`riPmh6SL;yK3WsR0Y)AAfNkS98^+-2jr8B#DlS
zwThz1rMVY%omgWV1Xxd)Z=Jo=B~PCbU;3*}An|sXLslH)17kji8)8Q9dxrr#_8uN@
zVGB;px;_7_g!D(q_j?PydS0uZ;Q;xgkMxU;*G!t$qTpj0TbX6Ero}I2{xD)mlBqNi
zYv`_#ua=j*6fjxv3dn;5!#dwS$N5T&1U%wT{dO=B$|M{Y+E}1%=@Foa&hLBs)ZEhr
z{(Z0^3D8>cCwg;MGrY;{kzL0*ayyMa9m3gI3VHsOIa(AdF!VUs1Lwv$A2x<fy5@}Y
zY-{{A%L6M*d*fof-hP|D&6IGZEMNGSZZ3%sRt6UyxP|HwcVZP48fldGiey05&_K-S
z?{3J}!NM0hVM&1<{mRn{XRd{zrij29H(CRm+z1e%ECBB<<|1PU>r7C};bMYx!(f=`
zd1E?gDgm%ZDgfS^dHV(s5HeqMe>unfH|dRNW?>nSrz8ijy}HIUzmFk|b_5jw2t5F^
ztU6hQL6oI(--83V3c&FI;DO#V818%6{{#Q|51$VJQUY;s;>qdMT6{1dpH2${;;F!X
zPx1!bKPo1V{-sC&=ac&wIjn!vwB(hF^Gm86(Yw9gq?XzFY1s(H7ecedJY{I`{U>FX
zT`Q~cBMO)-XCSL9F($d6>S(k=s)#&WMLq9?w#G(d-+JK`CRUVSZ<Tm7pBaR&4L|EP
zSX1Q+dqv?myBf7>8r%ne9c))_zLUZ|JqgxmryzLbd%i3^O$iL=CtP9c)uUNemWx+f
zqGu$n?_d9rV%Uquxtq+s69P*=@%<Uy^IN38RC*$(@AIjK=X97e5GDAfvadS^?=NUU
z`mWts_9Q3}dzhO3ihT5P+~=ue43fN>HDPVP`Og82Q&I$X40+jXd$VY)R4_$O$s1)e
zmi29XE8f20-4HPk)kmttq_?sMJzAf-f<i_=FwK<26}Cc&@vY+ZWtcYzUuFC@77l$3
z7V`~rn`b>u!nt*J>g%S|$bT`v(#1r#`e<}hWvzD9DT}%`p!i7VlYD|n9pG|fqL{V7
zQadH=B?yWzF=0td$TzR#o4bv?*3#tbw0%zWq~TBoLsH!Er4*uRTd*6uh=o@arp0$8
zPhLO*icEuw!O&9xO29oz18qJj$ylZ40r6Wx!CiLr0*IfwzpIaH$_P?Hi5wpXwN8)L
z`IGB;fX^_UY0Hf7qZfk70cq^r-$@vsF+Z!)6l&KRg}8gyj6U%CD3Kn7fw+nt!^T^s
zd$hQ0zPNi;#yWmv*IJ9P>%|j(884A-gMoApn9**UMBp0_Y?_&yDLSQujxugzenB%Q
zHSDNCPH}G_+QaSNYEY1SK*GOWMs%Hvo0+IbLYW(;pYc8wYK`mv2-{NdUP-XHtcp=Z
z9lGDBhC1V66z`l=V)hS#`%*@0dP9aCe$rAt?chfFit!Xd$+cZw(u`G;+l_mbJJ~Rf
z%ZCaBO611R9!V?5_il^|Cd+&LB1v=yClfx1&AlxpZgyCU;re8{H=wd$JijQ22af0G
zuy{z9Kzrt`HsiBoz7apTX`$3>@*KB@wuzoPc;->1V+~}!I!ds$VxSVyYU<}$r3<1;
zROB`yo@91FO}EDt!YkvPT;GhG=q&9YY!JU&+?Pd*7L}CH!gf#$`n|-<qc-}eEh}}i
zF?uag*%K4>9@doLKV0L(M8n^IWXRe+<9<gUBcY3*<(7>x0vxP{;z{dsx_$ddFh^#P
z<dt#KI*nhN+d81<nsqY0OUW`%`E~;>gYq<0CK}q1Z93C4#A>h~8H>WwoN}y3@<7ZT
ziIyYv7>Hw+15{E9%paKyYlWq(U`i|(fFGQRExrEb4_gP2ab2VTPf%WD$MXN$%gF$-
zlt5Z(G8E7T=L7kn|D;X;2=4oU(&Ya{Mqsqx>#_d(1!%MQA*cwrC@u&z0E>qxn&4~z
z<X(Oa04I*&sjQI?^rPjbbD%2sU|)`~k2({c|Na6Vz+sA>&94kpHaaJ}blG7KQQ4d7
zs#|nx<*;1Tao?T{A@h^$vE(`;dHy&B&-t)t>5r>6MXgYJw7~?0DE3VaZyhW94Qe5f
z^7i&+!nW#p<mj?=j-I97k67)N#9^Ex^MKz3Qb@Li4eVR1%68NN3V+62LGx&;!qt8Y
z`w{i`LRuW~j1*N?l11XE)A6(Jg~BgyyA1P&8xr3coBfJv(DbyJFQg5oyc}7!uH(Q?
zdSw(KXAJPA4&dLPV_8Cz30A`>hRw{o$6J+SCu@}r82IIZlN4H05kO%^zXzrR1fC3l
zE8Gt3eE$g_l(@&}g4h{>Jun5g_V@QJaWsVbz7Oa+r)X5=>!t)JZ8*u-7HROM85FP?
z(rIwul<XL|qg`(lN}d+@moC0ql%-Nc%U~yth&{z%UWZ%HneI`tMIs}G)vnrmhUx~W
zuz#y&a|MOL;yY3o#-WxT(sO(Zdz6HcRYoC^Tn0@^Myqc2*k7udv-N&a;XR|}Zt;?L
zcZb+8Iq~4&<}_gSQ8lr)w9Bc~PFWir!EJK1HvQxEu4(g2mjkT7xjr`MoO{#f&QI%*
zEM}D}%QjPlUOS>#ewikXw-gYsI;8(DttoQaQR8*xO+^#!!z)_kxcZu@vyn^p@yLun
z|3mpo;!J9M{A_|Q(P0tuaeLHXP`yh&PL_{1*CMZnN(pDdNspz|#aKwknsa)(^0bR8
zOJxO>xS2c(oj(#gUK|SAI~_KdG(uj>XTKlgSHQ=u;{#kJ5r!dLTwOa`5N(Sg>$G%3
zC~H%k;z^<y+)@l?6IK$gl%E%iD-+q=Svjn7C?O$M#bR08T{N3AhGz1(0gG$kjo@X<
zwMdt9arb5JSwo`uJDN}!jL;nb0zTIW?F;>-`C1jooUHgKbMjG0`~MtDz)1#RZr>kk
z2v7hw|6fAPKO=+%7?=M$X!Tys$ijm`fXWZ!kbz;6tSUo2NFsRwZnBnWiFJ4^Mual-
z4M)>993(<LVVx82$QVZM*dy)AK!Rh>fm31)=sV;&fI+1S<!~f@m;Vu$odyU5hGJTE
zjw{Rak?4jOkIN7&B`HB9w6j1QgWW-s>J+et7g6LvHZNobv!MxsKf1Lrl$hWYWiK<S
zp=u20g%WXC*_0m@N(yxT*b*S1FB2QTb4}k72YlE+JDXfeNb(V02V-GG+;a7=W2*by
zkz~TpD#Y}DRF<Qv?ez?zreDPVR)62v3ExF4!Ua+fbCJy%h>yGMXidN&P7B={$_L>e
z1_A$R5|B^f9)Q{SXIP-80hLh9`<O}~pln<Q>z)*K?>7f|D(Rb+Vo#(4BxYO>k}y4>
z!l`E+(OJ~<T%q%GY=tkq9&<KGJnN72+N)^IXt0$pqp<4_DK+p(IO>kI{bJ1_x;K24
zsyVgRlkb-`?e>?|R~)VB*4-N^$xfzE99Dd^<(1j~|4oP_9}yrOoe3ZS>z_aT@8RnI
zb$%86cfI{DoU|4ikby#iudRVW1If?j!1o~8q@Ez)l&63>;;v_5vliO@fk364<k0!m
zn6k2CBeZFiU~-<r<mV;C!)T68Ms5O1i+ZgArDng?LG!LW<ggdSz^x#lFwe`MQG}jL
zCV2eO3`bK%1GPmxfhO|~hHIu1F7v3U2#~LWGS=czg*w(@H99s~ejMz04*?1@@b>cX
z0!rIQJ?wj`@f<Q+VK1splDyT?3+1IgLSNP@kcT;YcX^0S{pgh51Km1vE_ul?w&Shd
zeFCHukB#LU8BD!zu>~7>TtW!lS}o%=wP1S1Sq13X&fW|F25C8^2*iR7=j8zY9flp%
z`*q{~<I5-lK1g7y#{||S2!IO*){=jq&Hxx%bvX=Q`|=)dbl*cS$O36`%5cQ!;G&_G
z*LRSh4rj5NS4f>b9fKZiedYo&#3mAY&%W^i$a8U0%y*L~jF7|*%Q|vPLd;Q<Ustsu
z{yb;<GrIf`JFk7sG9fc`Co1~ub0Gfj-{mg%|7*FsAD$!#T;OHjPuFSpfV6uC4Dc`z
za0Zm(f&29%2%&wS76WXnfD6asH2;$Z3BE@OkfVB{WOI!=LDMQ7)+FCb;UM_vie8|t
zqn5{46em_FK|s9v+^LydC}f6MpYb^)EMu6R<OgU+Q-5GbiCbZXy}U0)cVuxbA3Y;u
z81dOj25}rU5mx(j-m6HhHrdH10)sVi-_YoCM=ddo-+;weJAAsVL3x<}IanL|hP{XX
zQ4e{^8nC?bt3v$%pqp?qFiik|rI6fcLqYcJ2bw)-j=(b117;Ka@i9`so#Y3SUd2Oh
zM`nV&OqbC<m1(Q8?_qzRoX+e73nGeFbT~Ngn>qehcc~J_)w~PslZEy`|HxA@q^km+
zqamxp*K=CrX;pejPcdZ7_*;|GM?$zB=@~Ubei@}RZc6cRIUYre_$TlS_~hApfVb~{
zsG$ExrviZZkVL_s0qeiX$R~ZJL(<2>Nh0t3X-HCHgQufQET6`s{PPnrX?7d|s4Gob
zu(r%Ys7E2m4>1^~w&n#)*XTqJo#PXp1>wnLcOFZ_d%ShFkqnH5nmgn{Q0k(epSPLH
zf=wJ=t<>8N$rA%4TQpcPxU{)HO|E`U5%lIo$}B}}&}6z;pV_2miq5yT?a6Sh4^o#v
zPY2_lg4XDND`?5Sa=-jv1+Dvh_WSw#pX_z*e+pT^O#?jtKd&Q2Ct#Zd9JTH*B1C?o
z4ipOv%w1DudO8%01d){rU-)`nLgg(GQ6Y@^isF{x(AV0wTSYm9S(qvnwGSno+#uFP
zL$2oe<>6U1ySBh7nVt<v#@emjqf__CGi8@^Q44Lzr@Zmy;DX^Hlvh7?3-c3ecI{MA
z1GD}+B-m5FXHZ8;d7BjM@i<8T@<90~QZ!z|XNifh1WrcBq0JLUAw;r|p2+cgiA*%s
zQvZ3SCiA$5<NJ>(S+UhZ?gQ&7YL1sX>imKRT*}alBG$<rH3Oy|@-n|`?YbCfx2a=~
zDq_MF#;pj|Lei^c`Hip>6U+;v79LR%IN}i<6g|`pbP!_f=@X1h!tF~^A<Ip5a3Cki
zeWfkO+0CF_MoQp4UlLE}grsS}Sr_7oV?=l)d;T#P$t+e45%fELX`$%CuAP$Anjhfz
z+ptB6hXF#J+ZBFR?R)GV4g{Uzj`A71D{Wpst0^IGeuN~E_?nB?Fy^xvxNgvvq;TH1
zbWS=&^*W@_YCo_ntO!0)$M3dj&8$6$MO&f7qCU$8IR)!y+b5PXJwTV-iH_Ql=V&zB
zd?>dMdCy{z;rWM>h@e1lRDdo-<yKylXfYxSWTJN8U*`a{6>31Nyw*SA95VQ6@=)QV
zcv1!BN`do=6!*InPRXy#FfeCmw!!dsJa3odS_U)Ar0M$Pk*n#Ak@$2vb}hP1dcuh^
zG@+4f6Y|G%)6yJ`m|Tf{%SAQK$v;$*%cDLtq{*ea7s>J*d{4?qo-o>SL!&39{ZrA<
zu;&T{`HF6&ERK&oEG=l~Q3AonIN@hQvgAg8vgDAMAd_MC%2kJ8@<%i~_I-@<nCdTE
zDvyU4%@#JT>A^|a;aPqdX1bljLQ3>>CP@%8%%7YTrlef7oT=Yii5h}%u>$>j6M!4v
z?$Y5}oUHqz4+8o{<XipegV5ZK`U&v~VJxpXoo{>dFY7D(jXU37Jz*J`e+4@qOpiad
z=9E+thp??QA1dR0_dm)I&Id;{e?bG_lV`VY|LuwX+uOYFZz6Pn021Y8U^#~XwO_LP
zgTy~c@;ch8|Hp}<=SUMH%drFl3i2o`*nmb8L3aJJCny39!<;P!p0eY|T^fL~ztbDO
z<Y_eNeNslsJt2{~y_MJ?p5^_SYZxM5JkY7fz5ERU2R|!YZhGi4E7@OU5BdC^TkI#&
zO+vSkttiMX=C}b89lQfZ-tEp9J0JHc#1isbXjbU6KQ~JTQyS&m8KKtai|fapRV}y}
z)O{IO4<U2@kwburR3#sv=^u9aT4J&gtBB5iPI8;)aUOlFF0xu&A5cCFdarqLHKUY=
zvu*V7S|>2$hwG1-n&?g%4nKWP#{|bKI*~mo!WqH3h5g08+sj_X9ka@5uZlOv!Xej&
zGmmg<y4abPYlWn70I&$LryZ^43Hw*Tp!u}iU&_RhoKllbQa;!ZejF*xJ?}d}`+-dw
z?kS$$b?dLrZPGs&ahWesPHn=WED%j}rHjwnz*?L3l#5v{?rvfY=Ir06g5GN?r^b&v
z;q1Mm#z*@tCg$TPN4Rp$)Nc%jBKiig9bgu5$ha;2^#}f}wn1DsZR{_Ilnjp|UqFL+
z!v~Jx63_`VO`4C1;*c8@#EG+Tlp&XNH1%U+P3;@hGis#8RI#4tUzx6AX%zu^8dyyh
zroVp?ipwjd%l^`fk5jLK`Fh5t_>#^L1-;E3R4=)lwIm#AT_Rh3414V4PrZGpc*mN@
zWt9(3>r&3$)h6Ks#|Lw6WSxc*yyk3e;Sw(HT?PYM#J=x}r`7rsH<HCaPh9GeFV9?T
z^Lmjo7)6d{RmE;0u}e%ZYQ|l=pBn6tAI@&vszbu%c}&J)-m~y96r(BMukQ>+l8y&5
zI12JF$9nrDJVF#npE<D;W2ewxSLfLmr`cWiD>iND=c25`xVS2O#7guM9!u+E74Q*X
zP$$>``&g2$t!H|Rk_O?Nr(n7_>}V)0!XSV_&Yxv+zk|5H(Y0k@plRO?L*k{Frc`F!
zjM;7Sqa+i3>hTZO0Rx?u3i5*cnDVHkO3Wb!ofTg~<~)_pt|X28g^x&}CYsOvtYR<F
ztBoNY$_81QLW!;#d?W^mBuAE{dIXZ3vg+s`QMIv&s{p<1ahn2Ia#f;iDlAua^QFLz
zBGAe=uRKJb84jg<t$bUwCOEP7y31C|#fLX&;t9BUw*GM+^O+O^?W@$s9LTN+5$8je
zI1ku`;1xfVBl>y}*g6UP?;a2II{1Gcg8r=u>P-A|l(`?+KzIjK1&FgM1g0v$JEbiH
zy59s!j011R{TreMM99RG<bTp60d1D)*%z4P7}D!dfI0R5uN~7~eQ8l9Ly_l!1EObd
zt9`P~-f}^=dlP@*EU`8D53Tw6UoJegS>ey>izT;Bdf7zkL^~JW%;~Lo8(X?2fiZeZ
z&w`n08V6*x4#a7$G7Jhbkp{MgmM&pn)dQ9<!XgQvhUS)FDN|*ZkSPIduKyaBz0wGJ
zc23jy&U(|+_iA)6rYBvLO#H^)^}f)v%U8`*tzT=`4`)f1+wl`$?#<SUZ@D$g{M|dn
z!XI7V<^<)6>=g9M`B3>!I@{3B?u?4us;g1{?YC~p>CE~5;Q9sYOfG(}xU>AXjGxb}
zkzE_T{%oR|?R3*1f4-~?zSolf8Q$MqzocgC5<|sTi$5)WbD`S#*_IFgRw^e%__=RM
zTYL1u+oA-o%*i|jMLX6nYVo}3{?w1dR<qjhckqF=b&{{Q^M1a)s(Lrq3!QxeF&o)l
zeKL{jFpfJQF0y0Q6Q^%I4|VLsUToW8Tse9B&I9Y_oj+XV+qI(U5UcXS8=Px%f*O5Y
zm11UG=?zE>;i(G#)}@&_NkL@Cv#zLQAz<T%MFbdshM?}3-xpv%rvZ4u%3daZ;K0up
zP|FR}8gmOxJi-1-^Y~H`M#jeamZ`s_oF=U=c>HO#$P~tiliS}j?T@NZY;$CP87!cs
z*2wP&x?!5(sK{lJ?(fmc7cS+c+FJ>}vs}P_(L*+RA#g=J@Z4hHVA1lmrmh~q>~k%L
zD>&f9j|FM`U0Y{-v1R%mFttJ8SVYQK+x<~Lz6b1?_U~UcutPc7vP}KT^(}u&KB`^W
zc41*%^!LpP-`;2+uD-HKVwG{Q%O2s^o||*B>^p&XK2P9b&<X%H+mmMWgX$?~<#`-=
zYoBi40URiu%H;{%{~GIYkVTF|xhG8ikHS3u{|pO*fy-47me~LC1vd48XB4S7|7Um+
z0xSSO!~$i7-RYpJ#h%U<VtP>kOF&>ai%yEfp}~%@E*=&+`am~@g5w6H2sk*y0T+n}
zi2zHS`a`@A<$sB8@&6+ZT=0D467WoV!H2-<1EYPN{~4No?Ef)KV*$H<vyIkr?T2e6
zYIT(UGd#*V5+`*b(X!j+a<cuKTMPb833L#<?7yl1T~ze?O9u8!y>uVSD)!VL0QLl#
zeg^($IB)uAWzCNN3_JEu1tyxO%fE|%T7267o&Hmx{gs)2kN#Ql>GJRHpTJ>2xv2WW
zdM%qR{~rAd0p5i*ZT_A3Q~kR3C>r~rN@MDQl9NwCx%yM(fyOTRv>2*&s{EhNK)qV_
z5Nq~@fK;O!1$9G?|GV{1-H!Zw1+tWTWBo3BEi?V^?jYyo#J}r5)!Y5|BFJ@WNB_O}
zv*O17yYe7^fYkxd2*f634>Cgid-x|{SplXOCxJW$Jf=0Nz7*j>Hn5#w>p^yboZ}Am
zGqB492@-H%0S$o!2_&$9XGMU61QJ*p3)p@NOrEc4{O`rmPr!8_^RmGK3Gpx7``~az
zanTY(x2j|9|CoR^fYEvz^@n@i9^8qqsQ21A<3q~4bLPoECe8vbWd|o1NcM&%n8y$5
vIc3rh-BOp~|1lkuWG(_#*|+R}5q8o310q%NKh#I0DlAGE_X1M~`~RB&b}6c_

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-124-GPT Model Evolution.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-124-GPT Model Evolution.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..44977eb7d81093e4dabf6381d2c94e61ca7f3431
GIT binary patch
literal 53593
zcmeFY2UL^Mw<r2h1Ja~-f>M<xNGCLrCej6@BOM~Wg$^PhT|htq>AfnwBQ+u*9i&5$
zE|5?ogfRT?o%inCc{6wJz3a_dv)+1N)=u&zXPum#bI#uT{Pu6({JL2K?mkmdR{?Nv
z008Iq0o*JCN&pcdA&8KG2m}HV6BFGbr6D6FAt7a?qNbo>WdgIYGO@6*a|-gX-{<FG
zVd0f{!2d{CR8$nqBPA;-0ug*HD)Ns`aEOVCNl8c<$jBH(?y=kx`43+=-vCM?TuZz^
zcsTa~TuK}~N}QX10DL=60-S%kfd6{o;NsyE5Q2z^?~vR!XuJ#H;^5)o;^Pqz;N#!6
z4!->!z^5djx+kniNUi${bl-zUBs@8vh~vrE9$LK#B<Evm&o{((=;#?3nYg%lcpp3z
z6%&_`l#*6@s;r`_rv6O-g@K{bOJfroTRVFPM<-`5Zy#Sjn14XT+sLTscQLUksUOnP
zGd_OGEGR50E-5W5uc)hUXl!b3X>IH6>mL||e;@iWIW;{qJNIjTVI8sYdvj}hXLk>E
zd~$kreu4gb`47Et0K9)z>-PDd75ne>qP*1$7at!FAM_8saB%%@1&<P+;GQrcm7*@_
zl?U~Gk#HiKC&~F=dx$w6>mg~aJtywaaf+^Uq5h%TKWX;wQ|!%uO0)l4v47EP0U*W0
zxt%;bN<bdCxO`Yr&h^{GU@0?5U0|<wi)i(*A&fQeSdxczz~Als1{fT>q&bzp`g;Q`
zmf_7g*51diqUUdbCppnKK&bqc4|wqgV3yy}AHM;Pwr>E}JPPxIj<~DP4TtMH0pM%Q
z4RA0W>V|oJ1LSKf-2mOW*KJ|4zOlzb2RA@M?&*V_(2J8Bpjr328&!{ul%>F8L(lhs
zvjx8I-OX6>(DBmz8(?(|yR7>EkL5rAzaZZS{r3}4TCDCbnCie?NTnP!UTCHgy{UdD
z;hQH6Bs*%Bha1cL|515ZQ(9)~WMcO--=95kVSzhcMfL+}CQufnT#`ghLE*n~^>i_~
za`*<Yk;Ghg@)>psxq<h15JnhoDY?*vpdL2ZahrdrW{1(QHj6@+%3Z^@gzWHxLu+H3
zS4)(cK(jK94$l7;vEhmJ{shtIiJD#etS1?C9%p04!*Vz%6FdKZ?o5^M1(>JTzY>Vb
zcg>)y+Zc(t6em{+r8MHrqabi2fVpAmFL!c(op;aY&gZzzH(|1_LmCg-EYj=>eyQ4&
znih9f8P8LBn`LK*aCZ!J|K6s@e!BrCJ6*%>@D}`U5lG?`R?Geh+r#l!AYjv<wG@**
zdU5?m_1NU>2f%lyZ@^GGDfUd8ypN^#NK<Xa-j12bov3F_Hki-11K!(xY>x4`0W4;_
zFLB2~rMkuor*r3*WPjRBo?Hx(FyN0iO4z)Ce>t+Cu0dDa0DWyQq_gFz5=(0;^Ru*K
z^fbIuBzPAd0oysJIH$6-zoidL5eKG-XbeXtTkScCX@a0kj4dztJLBI^AYTZ@V1ihX
zHe!`>&xDihLHpM!Zy>$S>|5Nn`B<WH%#I{P2UM$TAy9&D?+>A!?r@=hC&p2pKsCwT
z^aG!Y?y4w!Ji8{8X?qh@{9Br8ABE9Oba7|@+>lCiC3R?x$LcW{94ZZ5a>pX55xG$U
z-k$~c4X5dTK(8bZ)9F-S6SC#8ttIug)`HOp|LP8TpTfNhIyvU<6h)uPg++SD^K611
zMzi<+gP{+Bvmbmz7%>FNvanbd8e{B+aKW7&sG-eKrq@*~lzEAh4c6D$S&&b}Xs^FT
zNuq)WO7gv<5R<*Usekr54VY!U;Ij2AVX^`5vvHw6AsWGm{Pk-xH!%$gaz?M~>VPS3
zYj$^zC3iossbVYi;{pBJ{(j_jMjSVaF3rRKxS>98nI<kZ>=)x&uv8w!b7Xf+RfloW
z=Vv|KYEQ?=xpbI4v)SIx&IDZ-!n!tkLy7XPXi%mr&P*e-6H6l^>1$mkPh{3Yr9VMD
zgT$(wjOZ-n<+z$#ThxSJZzmBbd2HQ-Gn`_*agMYW?|$7Ogo1mqT=gjX*tY7}XYWOm
z7^up~(j;YxPpgfknnN!%VYP2veX`sl?y@qSPigy2bEzM>78#hr;-kIDmZ%RD*p`)H
zu33n3@9uX@gr7@bdv27AmOox~#M+X6MfLIFBz<F>DYu6hAy(O7mCxe(=cHZJN|*BV
z@ttjlENIntBssA(IQ!E^aeW)3fqfx&QMUAR8s*L=vX}EFOW(s7AwOxpuzCy?4rE#;
zVjiqzCEbN@XjEo>-_ZBNPv%L_e}@l;6R2ZCp8@Bwe4`t4XZk3-o+iR`?Yfnn1KEBU
zLyAJ{60GvFroOBP6{<S<s@20r{FCUI+u)o#9Df|-r3@3VuXgsGHHpMFqFB8ToF8*2
z7VU0wB|;pWADN|Svj+H8x7RYGBVHh*BV0sxH=1TUp8Bf$eW9ePUA5|bd;`qoQCJjo
zK>KxI-908_Q4<hjzp~whsA5v;xOZ~_P5wam#Y>08Uljq(iG;0)1M8prgYZ6S->e7C
zZzT0amL#u!!ohwV#Xw*J?Y8`#pjSQ!2A^P&3!ON<ERD~4GUyD))|mRncV~aK9MQQI
z`{yRLk*~eU6pTm9Rv_df`5zJrQz*=AGl5fQzCkfQHzvmr$;l20rwzWWca3FcodeT%
z#$5H&ZCP=?ZR{KIpCv$h<iw{N67)@5XT5(<tm>(>>To`ZPEOvBxYPkvPguwoIE6@|
zLZj*Xw+BvkFN~b+>%YF?I;ISLD;}^7#<qoHxu9*OVGS?7QktTp^{2_xkJEni?}a$v
z?Wk@!;!OqVBB1ibJJl7IoMX7(laucf)QyHuCz;HHIK<X&0P5SlWe(~U9+HoBZHyy!
zePvo!v!SEgj9c^8n~?$D=?rTh96W+&gs^4|gd!81+Pu~5azsa(MZSQXvsnP58$cG2
zbugHIH7T0asp8`sHB0xYmo%k9#N)5NsHO>-pK|?-fWa(DOZv;c_(%A*_8oresI<Z2
z0`y#;*S=GY60~^O!>O#o#UVbQ;AOxY<p9;b(7)VRwi}?9p*s!m5j9G27D3ncgXzxP
zD4ekOay2Kb53Dl{V`x8nf{2rQIM2>20|ZNJVK(rjbpad0RD;Hj`oK!&RvluU8qey)
zPKsRxwtQunQKZ-y{W4lbn{l5B6Y+fVZB>(FgwL*C$dyNU3QaH{KYH@qoM?X=Ve7G<
z1wj=Pf#%_%d<^@EkN5wMgW6a27kqOooGx8v;2C~p^mG#kJR`g!OX1;RfwO5a^7`vi
z#1S2g#5lsDwNASCIg-<(oR0r1Z}6w9#dosMytx|8D<70Bgr^Xi;6}2mJ0v?i$N-P(
zQ!Bh04U=aA&i2M;&m6r4==NW<BpO>c#eW~VbLa`ms})0$IG;0pVDhcs=%4V8Gkr?z
zS*IdcYX=`0&{6|G8=MGos~lTPVtMB?FGlevk`S)v_(tuA*ARZ7Umk_?)RDgK)IlwW
z(bF8RG=o6~+{bTZ{VVYi9eyunAqHjW=$<x}v}&<WGorcTdp1m6<m1NQuotDXjiTyj
zN2D0d=st;sv%#;gf~_uuJ14_AwMuhTUC97nEGvq(IYvNGP{67s(yBGkp1NexSU5#$
zcl5PUq&aN3KN<6A+DB6CfmS~KyUf`KMBu#(fV%YA3<}>u5Ggq+wx3I9=B$FiG6ya`
zxM%RTD*AJnH(WB0!m6O7Pp@MR^9n_+i(JX58ZO+;d@9^HGP_4wueQOC8vw{>Y=Ykk
zVzghOjC7E*jn(R93#LxJP(ND(L6Z2#Hs~ld3@_gFPC+cd`yZ5Jl^Y;6+wuzU26%SX
z_OI{$!=3$mew+_HAl*3|vEIIH__Ocec%k&8OMey#@6|6!Swd~CnXj7O#&-(=gD4`|
z0U)THVi3%Sc#VC;#C;?_ZW^3%U@q;|?$G?)XiAQ4+O^T;&ah5L-4)G+FtKL$r;b4i
zcIxn-!V4XQW9!sBgL6|BxZaZ5i+z;G4aR?MZh)>X%RI5u*f1JW>oB^GlI>@xnrM_n
zKht?ko~g5V<_Gt|DAR#BW=h44S{>+2SssPZY&9l$15D<;z@48zzk46CdZ7;w;#^w)
z@Q2+SANR4@VeNW1%f1|;9BTtIDy<Ms<H+gVrUFfQ%ffC!&uN=3pAeWvgR`B(Hr_af
zehEbgsA_Ad*-qFrdQ(?La*?HU_-u4P`yqb09o@way$GQ+moZ617iC;}t?=tD3@0+@
zz&Yotj2_emLB=79<u`!SlCp<eh>?xi{1QZPe`ir!6lbf8ZoH9#7M6ve`&^?9TBsGs
zk9BAoR>glyRYttu41n{i)x1~VJ=#%U|BdX5%@7_Gm@_*md`RQbJ<Q?pI-~>93GNG_
zorLgM&ju)$y^(M^7PcPa2&iY%bkQMnNlYeXvMX*}81NCjTjlb&Kd%)pHSCdyr@Jil
zGs-77*2PWqYLx`;;^RPM+dj#~$D~E^gdy?PL`v06#sa7VnQu%borv~POTF>e9b$Ik
zxdK@W3nO)q%^v1OE0RI4{cq*oi*7M(6j9ylw2c#0u8^Wfrcm6|`$Z0619ImI@}&W1
zKX~!JW0cmCC>4Fy%~kkd7@f=KLaZ~52j48ERklY6j-@Xz?`W7a51s_6O?0UH=e=As
zF4A_KZMt}-S>-bG3(0V-ML$Km-(VdE@myT5Y3Aw63M4cQ42EjYSn4(!zl6A*P|?2o
z-UB+VX5bHk*6cBP)3dQmL1diphq*RKJe6gBR$_?qSo5y1L0)?=bnsZ!Bd2}XV^KV4
zFT@KZVT>ccK#l9^vYtk3!)~di;5rEvj_YUHV9mft8k`O3lH`q1BU2={CWmI~kBfKZ
zm;F*DSk@v3!7xAr0Bc_6NpHQ$RMk;_ag8M34Ft~k$~K#<)(&-wSi+}JHFGpNprk!4
zvEL*nU}1T=E5oU5Rn^DApTF|!v+Kzvq=Z$7SR4vZ7qvXrXBy|?Jp8=wtJ=m%Z9zK~
z^G}rtro^m7;xQ}ek{GM>l;M}0!Aty{S)X}MEfEGIuoE(=*SFdCggLPC-9c6m-Gzjw
zI;pL9FLlzGC{A+K4%@vqC%tl9<5jP^+NNHIjC$Dd_uk+84kCr&dtLfeoUgE<N}5r)
zLU;GYeHUJXv~ngT*ITH>zFPUFsOqWna3rSf1J>zb5LG24JmJ)hWNbaq^3JZX_WdE|
zeK+sYfTj?aJXanNp4^hYcGOvx5Ft!c&;+iA5{&a5D(&;}uFA+eHsZ*4({>BExbq!F
z5#^mrv%C6g=70_X^vtDH#Y>BP`OO3zQ!p%}n_r+*BceJ>=XaCI428IVFei(qG^y+o
zvk>4V4Ym<uBoOj<(3M7A6AdI}q0eXRuhgTQQXaT$$_H+}dQ*zo=+-R=l0cqERtlDr
z8c9feZ@0-gUf*(rU&$oV&gp<S)?9eZ>)v2b`Uz+GvWA-B4$g6Pv%(V+fCQUAWZL2}
z5?fdW%j%VAa<A+uSrwh*HzTWfK^hitdSL#U24@hO1D<vZ;X*r@yrG3M6V=eI4~M;I
zTZipA=X_l!>9j;>>`_0Fuj85E{F0)u;cjm;D19mm?Jfv|B&j!{)7CYK(DrbZFVog<
zMSTN4wZH7W2XTu(RvWtkYCcQ!jy@UwW@1p2<xdTZe%^tdP|tn$`(t+9wKPRv6Lj|0
zlrf?bqWg1M9KSf7z<kG^M==(rzdHY&T*Clf|5G8omeZFxHy8A{))6b&juMY3GKLyn
z#`9*ROHlE<)<ob;e6%V3dwP1wi#Kurkwtt~RYQplmP74q1oLgrXQj=*KDqxRIsH9O
zik1wb?TBEv*+f1<G+6u$*WA>kNUzLF!Ak14PxT%z-oW8+6l*P9Ampg8$@gNE_5&{B
zr*TK&!@I(bNx&PKtJ(AD^&={%oLI&{4p&2jwxa;k>|pPMx5aoq_OAy0Wo3ga8=H}b
zxljc2s4wqF%ay0e&##6Ej7nJvoX0`AFx4JE9Sm=3@4^ov?$11ln(<&qUu$wzP?^}6
ziIau=R09|Cw*~!#T_!JfjJ&}io>%dk7b9~V4yKLi{Nb&39UAMFRHmbA2O4Uzs|KCp
z{RQ6X$`L;W!!^hsNr94zonJbdd_|XFIa(Xls<|do=D+e<*SnD#v8u6k^0gMy;QU@l
ziVo5!3R0cvP_$XE6uR3}#%WEMv&j)?UWgyGhB`g3YJsqBI7AQ5UR>H`sn;y>Cy%;$
z7Kpuf=KxN=@ub3sSH%t*bU@kjFny!wK{<+P3w*i-*Y~r{0$YNHPx7otPtItI%V43p
zxrm>swW@bM%PnfB6LYSJu*Q6Yn;hIC1&pcR*zUPS&t<ALBpsxn!&V>q4@ZzAy|On-
zT^r|vp53lgge-3FoMwz|roc0jXwr4}SS@XNlLKL8z~7?Osd8tPx{=kW*Fk$m(9NZg
zDKS}Ka^Rs0z!{bk!GO6&k0FI;YeK~L{iIjtBe&13|Gr<8J8dG!cx~67O`2O?bI~t{
zGv1*QN_+kLv2rNYAJa<X1xE2ps?y}MN;yVkNWwZVcanOeaKk~Dldb3RvtZ+xp**s^
z{{%t-N&aszj*kEK=HCQ6?zg^OG8raHLx|kdz0V@@+lFJwC<cAfmpK;6KJmK|H5Owp
zu@G;V$kl#TF+aqBm&3ON9qD=;3eSza0sct2T|43+$BKi*XKA2aBD1wjdkd<GvQM-{
z#E29*t%48x=EUlS`j5yI*RN#loers(=WLtaej9Xpmd(PxjfvgvfR-#e=Q0LSyZKQK
z-|6$Zr^<+5Mk*qg_oD0Z^yUo^nUL?qq>@{b0R1zmNta(nH;?bY{#Hlj<=Qw%dHn_e
z?^ry@Jp3_e`ccSbW0k9Ogp4M(d*wEsmVY*gJc>V+r$AFb>zeLR@+mVlH-k{_(d$04
zcNx719|El6bDwQCsB~B+`tg-R4cm&>#+Pja9iKW;t_ZW?NU?j3LFQy_+-O&OyQ7;<
z@?b?Mx;g!c@RaAVz*#jIkrdU~Y0WA~?3&-wGB!UtTCY;SarO4BtlDRo^>P1-V0-JF
zkl_8Vi4Pp=VT*PJe|UaxXP-${-2gGD0w^1yoerZ<OPU%h4olKxYo|6=2}~cl-wVE`
zam1?$jnAPlijS)-X|~R<NuL=JPMyzU0h_F#=o1>`NsSkmoF!DR`LMExNYWHd>|SE0
zs@&P&^1Nx!m1Ku*Z*1<bg6B9GWhLsfF|n9}QG(|FT99_7NEH>#ne%IkWg9n~of`8J
zYaJ$YK#y>UIy*2~eb$h<=|g;hSb+K_OgS$3;Yx0lR{Kn<edUn(@<KP=+8sC(`@Qga
zE5qmNDa@Zg=Ye2B-DlTK5egZwqvRoBsIYlb|Hs2(v`206dmE|xAc8$3bT?{goKPQQ
zhx9ZT4RvmV`lJp+XBxc#w+oc1$!b!N%=)_ZWdb^pZ)ZirpH`!?A`Hec$HCTG<EA_f
zc_c@yU}0+cXJ$%V>uu6mmYkL9MYF@ISP#tehx%BrqYrOf!kp**?~jj@K1p9$CH02M
zI`pklHc(LQC6t)RPD`{y2BHp^3mhyB#&pe1+Xjn2hUM9&z;HYE2i{eplD-|%fE*8}
zlcy6t%bV<A*#)LB@^k4U!Y$$=2a9uuCrN#xIB`6K@<ghhsOyr0gN@YT!2U+xaMNof
zpO+=-XZU)x^ujsz)ZY&#K6K|3ThOt1__XKk0mzGuemY11)B{x)%v^3L`y;+QkevQH
zXixPbW^9WuYpO;RhUG_F?;b3Ssb(n+rev7m2g4K9`&{HY2Y>*fsE*J)bj2Z5hPWj0
zoObEFS(l-hWItj$_+d^hN~2F&u39dOv)M?3?gl`eoNL&pS=|6ZiD^G!6{e=S2|47N
z0?B6#dR_q&EC<nUIH(%{cYps#18E<~=R#uA)B!7)K}?srDB7{hdG$yg%$?<tgi>@E
zvy}#K$Z7=}mrlAIDJ>53N89SUj4|%WR;s`e+i#D~82Bf*w(hxKvA5*R7e*PL8gYO>
z`;*N_ZTEmFi^ktE`OjL1E>nEyYfllzNNw+$Q^Zz@RgM9JK5mST;9rUNk2O2Pm&jF?
zv$VWUFY+k-3M!mpI0Fm{H14G+N8(B0yUM6&k(vH0C>no3!u8wOb3}S9FHrD*uHX$Z
zW3@a&|4>}>&F=p<?|1&qL02tXDo**#G?_n}aiv?ZYkB*avPpSoiPGeS4x!Irbm{Uw
zT|mS6kBeF7UHpMWokxA74lGwQU`q631(aoqPlBu<8_Qo$S6iPk9Y!_D>f2Z(wI1!V
zE-QEb<9JLpiX={UMZfS1<ZO9t6uniWyp~I$Sh{;oxm(uM77Smgwpsa=XqMXIl{$0_
zO%#MZK9i-;n&qlX$IjaaK8PG><yRR3sjQu#XN(~a3WfzM`O|sFD)JIfkK9&y8GsWw
z+sEn(UOaJ4kY<L0H1pzvspq(>-<Lc#H<-P$PcLft;3iz(<DS(;_ckqTN4sns|87uO
z^diQ)Gx7D+;3MI=*wcX9Qw)T5op=#$xUeM0AjdK(y6;a##BDXD%@I%Ms=m7yc;^g(
zgMXJuHbIa#k6c7MlI>20jzo3d;@`-N52U>!EA5Y)Pix+6^j+G`=9jK&Iwp9Px?XX-
zQB7;HS|gXfGj*$0O@pl5g<;){puo)0>xejijk`8WkCq%*l1#?gDc|6Lz7`jRNzTjB
z!UQ#+u8K#vZPBmjJSG|r`15mhvZ-;E#IcL(i-v%yR@4^JPaD!lIyXR_3K53SIu`hb
zJbKe1yRMRU8Z0j3Z^w|Lr_oNKIie14)SvBQM(g)8B~Od7-hUvNb@V;)yX_4S=){PD
zRu+T_i`EkDNON^=c6}~U#HY_iq3+@rq7oH17^<>_BD=_@8acb0#@CHEf_GczlbNR<
zNP^RRMRfp48eL`JA3|$*p<6d)^?21>(d8~ys)(rjQ@N{y2Gq$RtqIPQVY34a)!s$=
zMMn=Tn_La#JaDp~;`p3D^+zHt;f0^%Wm5Sl5J;Gdkfk<!4=;6|HS(lbf8*oz7tiQW
z(5f+P)I-$0ztckH4hR7q?l4C}Rf8WK1@Sm9*f+n14BIz<DDwsPdb&T}A9xHu-lxLg
zwYmi05SHDKalI?jJi?`$UCxoyod5*LV>qRSt_l9gBe~=UtC_Eq8zoe>C|#w0*fN7Q
zCOg`DZvdho>T<M_T4&oNiJ6)40B0i4d%M^-+GP7?tI-e{yJC#NEEZf<w*vD#9MRya
zO37XRve1_te;0OvZyzRGi=|?v$G$lSqp5N?w35sx?bEE|^y^YoC0`hirvw9|Frz{3
z=nw{E?c1s&?_ilf7gUyT68X%754^t<)ei{*EYgq}J(+f!C528!{(d^r!_0q=S*xT#
z1YZ?cXB5Q_8r$DyB6#Q9K<>ntT_M{{GC70>EWV!e^~9ijLfG1EN-4BY{*KGp!NUy`
zbU5o$=IB!5NZn8UKYJ7mJ@D>4M3`*$BP${)!VlS`b16ZT9qsbS<lQI7rpr9qoyUJ%
zIbG&0v%-QO(O|{)MM5jxiUDPpKxjbKY%`@+h40sdJ|I}Ke1A}m$Wplk#?e1_LMUu%
zIr=z~k<0LrmMpqD9le~d?ZVP#pHb!fTz@1}2I@YDlOpGpjW>7;`f?`UPbf-$QxIP-
z{0(n<ioG>zk058oaWkfCf3W8R_I|4jm|=(QF;cL!+_d4q`n?A0wCR%{VfXljrz9c1
zwK8)ZMum>u_|;WGQiNYw8&5@oQ#`vxW$gYox8-K=NDcsj@%5_s0-`lv2P60oZ-WEw
zclNOeu5?B!wO@AT40lz((ryNT;u>lxgSb1JX9Rq7U2IBJGU}vVoWjkhnW;~_A-N_y
zqP5g8Xzwbi_o$ABY*+l3hl??TyDwSR-KCpNfWwExM*`I*Vl6GP92_o+9Fa@GgaMf+
z2I%!dWlo{c0%*Fp{v%>P59qs}foE9bidFjJ#9*awUQc^Af~~m?S&6vZ9r0$vzyGg&
z#}f|)lK*GYHEb)4?qB7x9}o`!0yJS;>HlUp{Xfes{wJgJ|5<nc_#EOeFozYK!3t5_
z*|E4EEQn{_jCb)WO2umta_zi|VV9@w-YE?IeFqvk^t1N*jeLHsc^(Dl4e%C(@VlmQ
z!-T8;OPjMcUc4dsbsY5P8$g-)24L5{-JulyN0+>-e{nlqV}WCBv_c3^=)^5X`kf}U
z7Y`+ajg`PE)SBLoBNclW9J6|=+kH#`MuuUuZh(S>8{j?P>`orJO^*rBJ8uoXj~&Xj
zp|3SL!wXaGm*Wz1KYO3*D$s}x8w)j%sZ0u;r7o&d1skh@e|BuFap#lf;0N=5&d3a&
zj)AB~F()d*5vps@naWX&60*s-Lz(9t=0UYazVqa5mf%+wB5OMB;%FND{6v8fD}=QF
zYU5G`JwQ>vY-oyC_iWlzd&=@YV(SveZ2B_oy!z^qxrMWYm$_NTM<;vF5f4ecRC7o!
zDMS-tObKz>0Cj(fKfI#NzE9)z>nji{)NlAENC<|d8D2}9F%sO2oJ;=3W{+`MM*HNE
z2liQ#VbsfD`p;UU5rWlF{MqC-Q#j)yQyM<63>>f6R}O@Rmckw)_R!`_&eFx>{c{;S
z{3>2yGPY+!Jh8jptdDk9z*DDvydM@!iwG6k{akb&Coc1;+yWivQ8z#`RUfuDIdq50
z=oO*_m9qHq2Iytav=L`M0J|<v;khn_NMRldy;~s)Wpfn2w6?7N6uavR>7)OY%|~j(
zaWykn@JHEV%|;Zb&oLk)!Mo**RcUa)m^;hG)sCz*+JV4d3jcJ_SyTHda(f_&{N+kk
zR-bjx0^J)WN~yI&{6KH9d9%d<KNo?H@3k~#y3?n29Qa0Qi$Q`Y?Pw;%T(6v1Aeo?p
zpg@g4x;|aN0grqMFD^JzZyD`17;poG<*d6_d7n`)KD*1uYc0aesy!loLAzgfYwYrC
z<iB-O9AFp(4{bZMbZ6YMd}jXikzOMSwFv$9pkF;&)z0!Lh|%UZ0B0^7d^Wp(13aCx
zL8|;%nOk@L#Hm}+*{8u-1>#@)Ws3zUdP|YDeK8P;byhzm7fo04vdJ$Wm70fFvI1PC
z;1&hV9klBu$c(qIy~W$;1)LfDd&FIb>2^~SyBcsdvE&A^tB4Wdu&+fI%sSp+{!aOa
zcDb0$qTI8?8{kq0+Bzx6HdLI%fLG3+i+n%C5wDcQ;qEaeFR^;QtM@VplDN9=gw!1U
zoAz9ru~qFnJ429sDd%nCbs3(>6&N`N!hTb~-46qvC(Z$^8NJ&0Jr$0}Q2Kg&>{y-p
z9oG*YDXOjtI{|a%#X+*O2N1>zw3{wUvAemok#07!`bnG}keF4s+<smrW*G_6Mf!#p
zD^<xhl@<UlwJCxUfi=MjM}xe0Dd=4Jq*^R^RipZ)W1IcQ5^)%nVY;VZJP>kZ=6zZj
zB7M6b<$G5zF^xCCxL!k}TciaqN-K-2Ii|yf>zDFqgN{j+F6hrsLW$5E=(EtMg_6Po
znBkP(oK5=nlQ!d#N|*k!A{PZ5hHrqwZEiF30qB{@KjlOQP=;BR&TXW#ncU^qpMpk;
z1$_?}aE2HzSd4Q2{bu5Si&>H*#(1pD$E+|-_=M7SmAaHaX1x0pSispx&gn`!r2QQt
za|5JouE`hW&USi+-8pfKy)dGi>mt9a&HqHxl`~Y}$DyTCVnHW&2OM#P35D@t`@W15
zHho1YsZRze`sCH*R;=tbT?xB5xot7}3I3^}P!P`Es13+cN2ldGOAD5lKNoDc#YhU{
z76ZRGX%HWzZA%@zTw#h~-bjkKdq`4UT@eLWc;WE(&UWMDqS9C_cY-s?C+|Lj+?=M$
zPryUDSErKlk${h3F5PLXYgNjH%IxW)#xA~Zb8~w8z4y88C$<}6apghEo%QH;wwyNK
zj!SP}H|hmtr(AKxdu*QZCv1|-mqt<*d-N96$g{}9T*S4+026P@J-XDgK9;)oT7aI&
zV%Vk4X-&KSv<rWi%&vsQ9HogW_uC)UGH;pViw=g46qrns20F=y4cjL<>ZcFSWT2_8
zE-rcGhYCX;5f>@}*};58$ctG14z<e^W4JV{^g%WE$qUl9GY)*zUn553)+99wgdkW=
zF9|&$cqi}P!UN7du2`k;8RdIA6XfPr;Y>H{#a%DD$@AgfuYgBmx^QRUj|;@FU}-mC
zu$W`m#i?j%$i<6u4>a=e=MwdMPvNCYL$c<9>-*{gMeUPf?PPKXy^3Y#CNAMaJASzC
z6xIH3Q$E|QtHz#@i2A!Q_ebq1<E4_n$dRYCC`AY{qh+v^Bo6P5_aB)vq>xFAq(G|F
zzWoZYS@MVldPCpMeZ^P=Qv5maKV5hFeVr!o_!DHrf6d|ALO$-aCbjo6C&{G(Hn=HN
zd%mzj*C9~_DO1za&WPyUnEhJRRX>H5eR7eiWS_Fb$71b3B*6&N(bhjWFzY<{ynG&x
zawg$&__$i>qE&1}+ILJCCPRTXyA<q!Ey%UCNd-r|5O?@<?UB7LiFtfrDt8Z^nh*2b
z(2CkVFaj?;`c!Q)Da`)CBkYl<hOJHPc1@7OIyYMU%B>1hGKn2&dNnt40_n^b_xTw*
z*xF6HdqLO5g*JC7>kmSo4rk1>Z+a42_T%#6O$14x$onj3e@_%o`N;C=z3kX*o@PH@
zc#1tfhMEp!4m--Rv~_7{EM^!yEO(&)#Lnsd>y%Z!M#G!|eX#B+$)ni{I;%M{Vw`Xb
zW8_|W9=ggM1{v!CQ)6nQ;D&PtKK?mFMq}-P?sOYLk*ewaVZSzH`MOZ_v9E(3uMf@%
z*?c}QvNz-+z<L5}?`1CM5{j1_xBm>zHqB9LdO62V4KPQ+qI0vquq4Vt-4M00r!w7<
z?#2syzRmRXQL8@^A1H~_rp2&(<FQ_igKQ8KF(&fSjb*2Capq3~cdOG8MAcR&q^;Jt
zydaqto+-R)2^G{~7Q%MM`=VjGVfaeMHziP`<*gUd_p9L{)*C?g<=6g{px}B39b<@W
zt2!&iN0rd~&H@@q37JijW09tEH$aCdj$G2l7&%P)8yj0&daz+2$!v<GL#xh-?PKb0
z&|G-@d9^th;hI~%e|{-Dn|jOgk+5papBCsS&L$7B(3Y$fow~2y!HE3Csq@3f@VhKI
zYl2@cr6j60jOdnt;nXsQ0dxq{TTy&klZ`{(P+5r=vqEb+7nDv-Shp1U1u2#*gE1oX
zl^UvOZo<jQyJXnv!x-Jqmu$k>zpWy!p$SN~+7h(iK$qy$*>HOx-(NAhHltP#a2D~V
z8c!Kp&goI4bV6e7MmMYFZi{&8Qvbvk2C_cfzCF*-Ti!wDe-LT@e>;wawhgv_ev_o<
zp;c8&x#NrFKwclFdiDDW(=0D*+k=%N&^n+@(TUJLP0k$a*Vyla2Ysw$0mo`7g1@c$
zrdj6tO8eT%P<|MW9Mc=X@w)U+yZ_bvV8~}|+PPm;1Mh86u+Msb@#8@Ok!ibxue^S$
z0@L(=Jxc#yN9up|sz)8GuopOvS5`DC@J|PB8a+C^YN3C2cDzNS>{bCfcxC?!X2FB1
z9-4GXymHaK+CT@wd^_3V5o<M`gu-NP9}avSP%3)MF>50<oJB42g?b8ul~1jOI+e~d
z=`XB3qe1G3RWb`SbWkFI`frLlO}iB&^}fUs#~u*|x-TD{LuW|@6CZx=>KgmESs?o`
ztyMk)Z-*DJqQdXeAgW~cAlQLmsOh~1aT=b#tF*{={zc^n9Rf-3cIMzG8#+;wG#xE>
z>b1)7zJnCB^<$lPE<Mecmjx19a!^l}hBgzXfJb<28!TQ%WqIVjW8ZRUr;cVXr}{3v
zC7${5$KbvxoelsOTh2ga3ZZ&R+@;0yD-cNkRBw&`jvAt2C+|*rrd>k9!1Q_3`#!O$
zzo{LLG(T3V0y9UagP7MlEp_NG6JuU^`3hgnzcRE*{B(wa`o;o<4u!i-l-jh#kqwk)
zQYp5Hj|x;|)mewC_QCito9EL6*NG9Oi_3V){O-IDgFEH#tlmO9Vqo%}g~kzj>BI~N
z9|%ZTUG(8d_Vyc9mg)0M^T_x)eUtef(q`=~Gl(NjTBqss%nx3?&usX}iapB(j=lxQ
z_T}!8E9q^&8sYe>*@iar_{+$ye1Re%f7hxnKfjX<Qs_|VX0|E=`l%XUv-F~M(<kXW
z!|y1|unWcpgaw2-&jaz4$r{Rl?L5pzX{u}HT;TrTl6kxtQJw)+BFqXTtG)fg3JH2!
zonjl^muX$~i;AMYd<o~LwD)(ywr9M!A1A8_i^T3Z09};+_cyFoIDYzW*F0Xxyj02M
zF1U=CSC~stI`_*SlxXn(*&A>$=G>_a*p)_$I_A~AkrkY<{t_xOf&UDjY%k*Lr9oV^
z$d60JLSUtuedY}2JKIxIYc~U){M(raeS~GHplG`8wWS~R2B^k1Z1vQMd|XeT_PY&T
z`@|}d+r4dxQ9dr(FB2C?uJ!D^T%g#R6)}dVtSxM5%hvJ#VKy=WUV&4z3HH|&DR@E7
zGVT0xx7^tCOM}b*JRzK12TiRhe>XbrJgG4_YiK@E;`BtW9adBGZ)3u^B;Dwf>>FT8
z9BVMV6F^&&UkvwnJh~;!@esWOE$g@elB8~c{jAW3L&&dqigDLlSf39mUh1Del=8mX
z<ZYL!oi0;`N1tgpM)s!~n>CH7dEVlGsV2<}%f)XCKqs6Z<Nw6?-Q|<$rxN&CTr#iX
zr@jrclA$=s{gH7%emVMU^3R6T9Es?0E1q0f2)OuJP<7Gk-HPP+t;YIpttQP(@yvtb
zB`?tsE5{f0gTqmHyM|Rq`CW~s?}&w)Jdz{Ku$j$ZWSUv^d`$79pp}<@13h$=yuBUI
zpducd*kf>^2bN|=wf#QqWzz=PX(+elbnPE8G7-<?=kMXXD&7`eIWxW+FYBg8bbkIR
zE?g>Q{C)#44RqIE(ML?)m-GBFcE%$n_FG*jrlHY?w1CPzIJ|h2Yd`;4f_U3;ja$$C
z>(Y0x4{HpUhzpakJITWByZU=f10~r8_Vyz3%L#-pXZ_y25SabYqjJ;`o@w{q7-AVR
z<+;oB?&O!1cg0rPU$qxbEms;c#_a(zOyVXpCHZ_$A}6gL*C{V}=<XCO`fSe^r`-S{
zi<q8?PEe!VrYNdn5%P=v<9&Vyp5uxfrmKaF>tHdNF56G!!rq&_CF!}JI;8a`$v-sa
zfB#no`+s1}Ju_FsMVGw>r6t}S(gYW3E+5;(1eSy@OWkj4`_C`L|8Z3VBFO7DE!cBx
z`clzBytHa16y6yR+LEn<-x4|CVxwlTIYds@Yaf!^M9hM0Y{C(1=TAF>OTt?QR^s?A
zz0+*_EySi2Hr6*>=~NtsU-YGWCFa|Z{@=vF2n+xGAY)W>OqI!n3X;>$cj#VBk?C5C
z6%NOH8A=7VQDuMERFpkdp4wzbjvqO4$vUvU==LBZK!y$2kwLxJ<}R3)W5+z1a;b4W
zlmkCpFs+pN;g<21B{lq(CtRxx!=|ES;BDuh=n6|<ID!J)KZgweDo9E~SlIIBDtAxJ
zv`bAj{XoecoX;lv+T~0se{6SA(BRm|o*YpJX{2hR9w1kvPx%u3jGj_y(&!OQ-u3^R
z1<Iz}kz$$7p+bKUTfIBHzHF(|Iw96F{#~HNegA&aVG|*2yHs&DOlE<%RtlxspLJzP
zBN5s0pn%op<x>hNCvjyWb~f#h!j?UmaZsVIg)+|o1ufbHI|K1rcdV)sG*c0Jy}44R
zT{awI44M+#*Zp4iw2p&N1*jx{%LD||d@3FVXpE#bH2n;a*mupDatVUfo(?ZZJ51|n
zBGUgVLaai3#>=@BAxwbJKR4F1)f@lsN-li!C`3_Xi9R1Onl5XrpdOmGrQIz}Na2Im
zpFM+7V{%JWQ0e_!1e;ED(QsM-0wvG)j_a%{YBErTBg^6F5L$}9>pF}FYN;8FI&Ig3
zoE=}_z}Kic-;INqk*k9na5fg`P#)dI>?DI=J}d3Fy~n?>*|EDNGY$KJ$!@aO4f@S$
zD|V!zxL#&FNf4Wo9SedvH;9Cnt=qa!^ZSJ~?g!>gn_n>suKP=dmeF!|(9S2lUo@-x
z#I`E^i82HG+}G27Ic#pTIJDd{)=fw$o|Ow$miBo!)vcOx^?An>>%fsep}nVW^!sv@
zNTY;PW7ieLwnEyg`WCO0ia$C&r+acOH4(k?pdg8IwA|#C`5Wkgk<ME)4evQ}R*i%{
zS8~bk`#Fwyc}Tw)A9EuFPrPX5aIVOhRti^Bl66AZHY7ZCs?)dG<a1<<uAje~tL5R}
zx(e4z+Y<{e<b*vksvC9JT$5{K*MrYLMchPLVbe3%oxn4PZ8n6>d3H{^wx48pRLQ&}
zIWD2@Pq^1{<UCv}7=#-pmn%WZZvj;+fH?SbFkDW;`91SsOVVudrR;N&LEO^~qeccO
z@SD8W41MHquYEoJL#2mQcs!7#4tdJt_*vPNT7-Pmg>-aZC2`8DGPUk`BhP0z&FZEg
zx#+(v|EQWUGrBw0{v!?S27=<nZg;Wo&9#BU&VseIGk&x;M+CVwh?A?@3<!mH+;dp#
zCRZvkeYGhs+yC23G`d`FIl55~U3-gHwfBS1Zj00E?*Q#<pY4OSzh%mmSC~C$X>B%2
zSLuzixip+^tH~w!v8WO3!rB-7E60E|Btoi|4CNZS{^^vp6m$&+f2!`(zC9X5r+$-Y
zZjO;1Y~o+p(^TB{+|tRakKbTCNc@1a3R{96t<SPCbv4yb2Tk`k6FhM_l)`sFRwc2(
z5c|EJun;1;Stp?*y@ibtx0X`IS8rqk=Q7brI;}JE_Okc)4h_@YWH|)4Io~Ev+g<~e
zp>!CoLRO95%j8CR=NX~3=JrtGF7JiPcn7@jX&q1*x>qw`<9S^u$)2I_@pXC7F1OtR
z%Bxk8{baIDohNpMn)8_7v2e>z5)UP|5lVYXCetTJh&<0IR(RErWE@{XFYv~XdWiE(
ztQaMsF)0+JRJ;tU@7FPb`4YuQdnCV29U2>r{GAw)w6DPS$*KI8<>3|UX6N8a*YgTA
zCc#4pVg4e>EvfI#HkQlb`ITa{^))8P&qlu5|9M6TWj#81T_YDq$sfv+5l1#sZ2PiU
z@0*pI6ofiwnQt77)iM#f!VA^^hu!;^3M+gs<*k0yHqM9mSyDNMbfSI_=Vsmrv{AS@
zEv?{#L#S56Zb`v~$ms$3qIPl#!RF_-;d?`6JmV}Y!(L8-0+kxrFTCHynw43S8>7C`
zN@dqp3JU~51jL9A5$zwpFua%G)-EsiA-lu+<dV76vjk$NupTD0)mT<M#B9=Y7Td8j
zH)ow#Tq;;>>+<ObuHyG|(YeW)Gd^hFy=7b)l0<Uolh{(4GcJQnL+$R3)+aZBCjHUt
z(R<qW71`lIFQlX1Wn?_?p&4`YEM&9xV>_!<=ApSDn$31`_?m1}Kmx7z^YG%D85EBW
zU1#g9a$0cS-CC>6I4KfgIUltwh@@#^snqgoUm~E<ePR0#k9u3~Kp&)Ai8g&cQ8FnQ
z*}k+|C6W@m_&x&8K38b;9usm4Aqqu@{&|>tNt{Pve6peP)SpJ?dWI+Ul$KPwCfCDr
zc6`-TUHW<_#eiQfk7e$Ckl9r6tQ<R<M=NSi!?0DPf9k3Gk7(CFVDnaRf-X82d7*$b
ziWInoBq<aH5)19T=(yFF<9=TZK`u6Ea1Oo9l-#H_AmudBndLX(=*+}9o%*gP=YH;H
zynEx{Stx#V7$HXdsG(SvX`gnIs~dp0xFxX6g&3ifo!-M%x#Z0u29B%>A`aa!=hH)S
zceK5jND*w9fBUJ`VoxHcW$Z~H+ceI~=tk>(bU7#zJ}>v}oO`{71k-aIVz$j%*?9F-
z&MIkC^S3KWi*1rwfKm8LkTh}_;}xMOPImoSE_+TydAsZRCs#iQ*)|7S2Y3L@W$j=m
zg~FHi^g+hcaQwRd5T7tc5?;A=5A-;wS-Je>7`EaV^cT~et`OpOc((r?QJV4+@#I*#
zAh8M#7)7JId!>yc#F7A~g{PjJw@6m)mYP|8$PShIC3)Hc#{L$r)UOV02V>(+fFt~O
zI+9i|;@?PHSM*dm%{^}TheH|Zv`I9u2Zu@3GNV3UUynt05UewkWHd1?>A*c6vVi#?
z;y&Iz2}x_N3Zg*X0Ot=&qf;~`UPeF_gIqZ|zhEzTYQNCnv~S!1ESl>w2~>Pfo6>4)
zQx;zFu?$AH^k99;5l0L!VcNYHOiLr&Pybpcii11fBWb|fJ2<r*=)$!{HCtryVL6j_
z)gJwqg*^$%?^pIXPqN8{vwd-Ef(*w+$H;ecNXM)4A33frv=^y(ezT4L{gtOs3~+YJ
zv>cG9pXdJSg>dvHa$vKi(^-sqSeo1pNt9K`JTxa6!15ux6RIIR8&2#Ui5P3RUL@|3
z>$f$Wxx`QSiFtDcu&68D$y2_#YVdRHL}!v)nj<IW(J<hD5T1%Q`nZZwL6Mcz7Yrce
zqtDOZ>>aQ-=RnhvlRt%Vh3F}=ur2fA-a7pofWCP^^KtJA>+Jn68tp<7BE2>F;hx&;
zIk69AEv7a=(Wmog$|$x^<y>`)w#{@s8oa+ZHW@c=U2#9FlFlSn*3mE1Fn!_k?*ONH
z$GX=-xuR_D0i?OT4UM@pL0WUCL#ORRIIOaV@B8Pd%`4v;GH^OLg1{y~t4+mitVkDL
zvfsrp$A9`Rhl6#d<4cTuP?aKk8pMWnbl%yL#w{o`be#rem$_{GjmIgW;I-8gq}=lx
z;BKuB+Hc(m=@!9%>R)6mNbQ{}61@D!Q{kLd{tlvn;;)n?Rp>7%`42B}7SZyWDA$|}
zn*pYorjnmV-yc2U_(kZIL+AzH)WtlTb?cD7T^R;5qVpYD!`@2F2W0VW5j`9EVzWjh
zs8p=FO8X69cDq0($`zO`C})bNA&dpiObNZrS?y|{m%p?xf1rkI|7awyER7qhW8Qz|
zbpt?xW>#-mO50-Va?<KWXes2GK#{Q4lu4B*dBx!42sG0?s=3#a%(0uohfHPm!41$@
zwSIzKnQBc@#ivsHDYc!KN1=rJg2LPRN<n66YP@otFQM-K;z3e&qT+V39eN5*&&Dv*
zA!UQRFnn8wCvf;YVFY@7{0O$c(qj3JerhiiH|TMo=jL{%sbTWakWIty%p^o}M1vAy
z?9MW?%1L9~Y3y0Y>@{MYP&h~O^p=L@7X!A;xdD`d@$?#^rVcE33slU8=~Ri|dj^~i
zc-P+=CdzbwJ;}LB8Q_*F0f&U<|AP7Hqy36^-+z3)KGXG7(3H`KCq;eF`KZ5I=xH0u
zJaRieNZHM89nCHy+AZ9l^3UEbJ4rhLIAhj)Hi!|f?`UozneJl`3Q=iEpzm*MTphH$
zyF+buIQ9B~Bb~vQccGtK%Omw7!QZZNHBvy153T2hs}u-zk%gyv|Ec5G$5rS(`e%>V
ziCo2G%g4#@_X=&Y0s);gx(c^u{@*9}c5h(~*!CN1bGMD!crlHhE^|o|sQc>ih=Z$Y
z>7CG{Li5l#IW9*z@)?e)#;2W5Mem+N-bvI<s_o}=Fd;hBGFC~kJZ7+7KB*dSG6P)8
zzkI1As1uvL$LM5p+M~fFJmu2s5;DbF*E^W>2?eYTTVHbc-*Nm<G9PV%J$k0U$j^<N
z9VsGXu=*&2rA1T&l?TR*^p=x=RzgYib&(;{20vHIj<*EPeI&{g6i-u-!jO4`K|Is0
z9d;XmorV(!LV`h`RzM8G(JMcMvAeYSR}hs1B=%3+1Nj9JA4V+E4qh$_^e%MW1r6`>
zwP2lclY^Holf=c%7yP2JQ@?cYyv#g1V!6$8hu_9?zvSGmf!WIfp=BMpH(!Eo?ZbWY
z?i;}BZ}%yl0?S-4NqZnT;?iJd3DtuS<%6U=GSJ<U;LJ&z?%M#9E{(ibM39N7+gg>y
zct?KB2_rp*rl2)T7o1lKy%$M#=mL!=U!;id^o_Xkxz4R8Mew_>w>KfLtMq#jYRi6h
zFIggH!>BaLhkGWWE4)(;SIbJeT@Ozbnce()2JhO0{|vozl0>qvI?&C^F(X#S{IsL4
z{?WWseI>CyzPLIk&cv^c-Nf7K)Qo=9T4LC~*+hqj55KS8@YZgICdFa@(`>;Pwn$aT
zF`4b^K3z8@RtW8ENjkte+a|;4dPc!tk@j82(;tpcdbSk2gSVvp4AtrO1Qq=Td*3;P
zAGwvqR&P_zd!=0SN3Asewq&4(aeuNi6)eaHr-w5og~_q+oy!Sl9&6H_YfET#JT$*=
zmfD<nTiZ0a8UWZG4N#Dv6LIp;M}2KkA5z*<n$;HZ@OqXW_2r<eYv1JvW%XrhMHj$a
zw^m3#zo-(Q(`ym#Ap+cnHu71rFRH*XmUl5+2utE6$4n(w2mSVi^oc$^YUbZT^XyjF
ze0+mB6zx+G=CuUX7gMV`(JG2`rLT)pH=BrecjFy)6{w-=RcIN_TP{R|IyzG<F3Xw?
zF}Ss9&TV!~>jxgL&9Cf|L9Mi0$l-S*r|bBjlu~rXUFxh&1Qh#?AF&1rl`EKgnyi+6
zmo(BP)#7w315elEs3%%C*k-;Wm~l$c@O8~BV`Y0Ahh-OPx|dlOwq=|t?vA)%#(8x2
zw=TSvX;+M;e_+|ls%g157ae7c#6z#~-`;qKvAefb5#4%qGoqn)b{5_;`5cyzrds~|
zMgog=*JhM-8%}JbfZqUrdE7U!ZywzMJXJ|?3jz&ne77b$)<;wLjFp_XYdDk%?*k*(
z%eBNm+S4|jfX-}9V`%h*Vy#o|-R^bvD5)0~FU`&QBd4>eB0S*hlU3;Mfs4$!q}Sf6
zC`cFccxheYo=gi?CA;knA$Hkgj)m#RY$^Jsi^~CqXMH~y`m!xqkJ;d4nlwj)CEiFC
zA>gGrd3NPSieBwY_i%J_V5sXnUhZugzY{SHcuH=E=QQAyuggjdv<bz%ie(MPsIEib
z#RQg@s=~k^1}V;Cke1YWtxoOd(--3hAp$$)$l1L^4Jl&j56))a%FkQ_9BPBCyWY_N
zy2}4baDI1*A)DWM3$egAx``G^hH`{yucO@Ubb#+?YvkE)@=iv@_YtKrjU+tv6CDKA
z$`#++4Qj0K^M1S-!jrrh2-te?=$7;%TKl%XwzpbasjEe)YR~PwyyT~W9X_qu1&e3!
zsA3W9WYB_jykNpd2+uhqpt#DKsI*yc{0GpR@{R4+?%YCW5{=buO%g0{J-xIHCe#n_
z=YPL1cRy5Wn&ll4*L#-G27k6R`sfa)ja!zEJ33GwsZ|~rY@egtabDT>;Dvju)gwu`
z{EyDeRNPxa&w56*&tIQzCi&QgU6))#WpZCkLVL(sY5q5>hqtA77Plocc05syLd2F(
zy7$kveq3lL!Mv@tm=mQqPri=^+JlM(2>}1x=rehS0lOM>uE~@jl@txxW2LA^lR_m3
zLVwBqLwCuVKn=9M52BXTd7(R2f+wcY{v_XFZNcR#E^+0pF9U1k;v?Ay9ttd~eX>TD
zZR6y*2p8$SMZGU_>X|R@xze~ZNIZdUpBx#<aT%NK$&)v>%kXmMY?%gs9bnr0_}iVp
z=Os-`9tAB*D7rB&H;jopl`zYPJD)NlxNcCRhWMv)Kvc7v=nBcSKw(0T-_-8}8{L$b
zg9;31qp#QW#z7IzY>ac9*V*2qtfG}o(}k@|=LH;FyeCCc96O2_Xeqk3V4uECBI?My
zQ`&UbyZzT8S98+QdtgVd5S$Q@NFaF2EtO*rb%9OwFp-VOv2{1KF;zgCTqBDT=-roK
zyW?0f(?RKw%7P%1hygvc>xSiI=J?a(Z#g!mEv!%0PNr{wZ%JZ*&}<)WCpHWX*G2ig
z^GTwBg$FU0neIv(Algj-EPLGh&J~Mu9M4PpOSxoEALH9J`}4CGYsAhv=}5G5>-H<T
zu9@9m|L6ku{C~|r`xl0Dtq^*y(Anf?YCgQ=*O)JIPn|RF4&B2RNVadS&TUD}R*vYT
z81rf@8&OwNU5=@#>W49rdwg^XgBuG~7>CKDv!v+M`Q4^ebF-{>AC>RWS>t)S^NqVd
zaKEkR!Ds|-Sdu$mYLyrN7xvyVJgz0n7ED=|WeY8`#j-7Ciy3V(Gn0j>6f?_~EoRAL
zW=t`&EoP<^Gc%*--0G_7y0>5Tt*P$!=Id|fmvrJlM#R~1B4V$#_MRCm+=iHy>+F;j
z-UMCWwTCXI@X<z1?mLnMq|%I1j`QL;XLv^Km^4gSWxgzz7wQIC?R4vU(k{NIYD-5a
zJ^7A*`SrxEyVHr7q;Yb;E7dZA-s`kRs}zw)M7M6dnzl78@m2LhicKu3I4xNY+RXfo
zzX5+!(D^-*G!p2{I=F$j-1FI2s9CI~yJMDa@K=jg*J&Rcp3|(e618srHz(HNP2~1D
zJE^D>`x$UX4enL#{J1Y8OPISkxz2G8<DW&tj{y{^&PBATqx-ijL~5enet|5vnLe)0
zUNidY^bgx8+g{{5dJ|rccfjN>8G@G|^rR;lm<Vg5O*oeyPgL9P_h!nd+RoF_DFDv_
z)X{@>#n2eFtI{=Vp_8o(w<_9_u$DJD@@T4t?Ep<L$Qzxvae?0x{};$LYLO?c86`;k
z=`km%z?V{?wwz9o%VXRLV&@}%r3`JyBFdz-)j?aRH67M~#OGzKFClkZ$2h~+LH*rc
z>?denR*?shw1}986@2x}H*!?y@N#U!5c?2054zp1?$ITIFH(PX3V~wU+T)iZ5ksDx
z;~8cNyO;Z-9Zgt!J@<PP<q}_{1QA@Vg0sx!@4cq0HRw!b_#rsrhZ@gCEyUUczT6j0
z6uhT`gM?le88{buuuWMMTdvpF$Gjv{VA!+}&--%ztdRx~pEb#?Jbc<)Y5h#MJZ_a;
zUs+!b35aFZd{f|~?$qh_x`UP{3GhGxXh$|WUq?-Gc_(f^)A^GI3v@|sdBh->ymnaU
zblVat*alpys3&;2spS|FCk>w*HUljUx)m+A;bklWYZ^6t1*>JcTCU!$d*p@RZ2<$+
z?=J(?Lo;zW=&%W~F!zh6`N*!W@c^1{;=+gge%rRTLB$iku%eZt5KNa`Z&dBQTcfEW
zLK4&P0f-3*#rMaL9)YWA&C6n>_k2|FZB2lRy;18#%<o=y5q0A2SXE<jr$tf2%Bhfv
zG5iLi89aZ?tc$bMgyHqVDxW3<IiT3e;+=Y~!&{AVVnO~a#M4r#w)3nff8culIZE)X
z3H&a`5hYvShZ)sW>)QTfRsEezOQZqH&2R!y1Fe_7Dj;;kpZgirRD}701a6+H-!NCs
zO`JZxS~&K&8xt$4JYOMAmqwEcl-od--}|nJ6a~j1LWDaA6o&h*Hbe|Xf)FyQV1u|!
zBT1ExG@a-en}Hj4I)?m>&^Ph@+C`q`3{1V_T~&?WBGWy_8-*LB)F2QIauKc8wls&+
zs2s*_RJy)5ywa#3-X-^|$lR7YB8H*a;gb(fGVa@oHgLW?eS$6zHcLlhzh#dDbEVG7
zR{0rDiLa;_UVl;5oqAy$rtvm(J^Z_gyyOGAd2A3U$lZ*=@N~<MONk4%i)(t42ecpC
zK~?cR;DVr@kVl}EA(bhM%&r_iuv}=Uk}r(D{-UHktGU>@p`+Ew>pdR>kKQwJE{_0_
z;qI3cj&+LAD%gD+@<t#=<9Aqk^gG~9NC#>E)hACO!eI7SAq5MteKGl~s6V?W=dW53
z=^y}^&mR2ks%Tat`6r{IW&i^4zrck4V_D+Ae|7)wFLcQ0A2vw|*j4|w?hv*8jeno4
zko-rq;Quj1`g^p&cB^ZMpDO&>!#7KIZ}U5~q~W_p+uO}Xr2jPH0J`Ll2}go@N1Soi
zgCceg30jnII8AP99N7`Pa)q?NK*gN2X>w;lfz5IDdFVJtGDWjq8GK>2hA--Z6**A8
z+KX<#7psPV<JRQI*Xl_P49?(Z!m2H2RgjsMQKGen03YRJ3WO**<XwGQzsV0m=RL&(
zR4Z++@>jt+&b2oLI|b^!jNjvID$ikrCdI5lK^pN0L=xMyNWVaW<I|E6B2T)>#5Iga
z+~1f+FIME#$0?3ixohZruCuG)xbjJs-(1UjzLKFhgf3fqUf=9lDCn@4Th$PlE8dS9
z@&d<Dx(@7+<ho^}k%cngQk(+$SRO7OE3U7e9mqk;`1FoMbGQYdDOa$%D^~C-<};Id
zyS8;diB1Zh7{jKX%#GnMEzOv0&)1me61Vyk*?nB(W8MV`Y*AmthM>N>gl#e-aR!7B
z)sjy!=u@@M#wkVxbw+ab5(ec@9GWU2P1bW?)!rnD`1nY)T@>$J@R-!pz0~O#%eD|y
zd%BL)GgWHRG;aBcNy73n;l5UF`HN~b5u%(9g&qw;n0OXl1$uJ?PwF{Wt(SuEH`2ac
zzNL-%`pg9h+bkhldkUQ|blqW_#oYz!{cpl}>U3@`)t*kX`z$n(nAdWMJ`W~5z+*fk
zi7nXenwTkqft9ol^gr$=2|PFwkLG827k1@H(5pgS8TWb)d^_lwzKQ3G;8CXv-YQDi
zVp{~9(o`l>Q9eyG-?~7V+2i)g<X=z!Kz(~Iur-#0{E)Glx$vnX9RA_#(Oa^`%U@t}
z@_T7c=^1Rv)u~HD>A>3286}{CC`bI}^~hx0L~$lfh0f0$KS73PkOconA^fWcC%5{%
z?O3@C(*EaB8t>+fti(C@-IWV!GuaA+6Pt2xb23lGJ`zbDK7HvrsHP*?xp5kMh(%#r
z#W`r_w`;Jxr#{)k+`k?>EYiDn4lVHD$gB2`h$!ULrGVc=oJvgcMtZ02qV!0*JC&*<
z#R0Xw+>@i(<Xoe3?&?n9kI6*G8Px3<*>xk7qmGFvWAF~n(XN{+d0Q7nK31}>!iiSY
z?jB?g=CCssswUQPIN$AtXnvoPLU~n)zqxXmd-!!Rf7rQb`v_&avfJKbALp_J$t3Dh
ziM=sPip-LDx!dqUNwrB?>=OHH%SQK>{G7A%%wn?PYuThAkGY4-dxS|x+MK4^va%V<
zcq@kXw`x=AS_@Lr6PC*p6k#q5Xp<2PV^Ha@;jgrg_AZ%1CR(US`^&l)?<80K7LrRi
zf6~b37@M?sx<&88cENM2>N&1I*A2WBF4*|}?b#M1pPtq15O8sJ+pAiCejKg?bnG(s
zh2eg!>u{C;a12m(Lv@?(k}touFVI_6->~Q_h~Q-O{l`z*ze$AtR{qJeX6+HP61?fP
zEYxU%s5xpWJj6<O#YE!=ld%19UJL{qBW?7au2va2?}zj^3qt}r8m;hDv?93HSIZTh
zD-MTlMsruQ&n0QCYPnrX3{p7SX?j{0l_C}RbBqaFv=)Arj)QFze~v@%L-o`uYWOuR
z5J0@tqyQ&hV^jpew`guRQ97r>-tMdOS|X8{e%LEC8QnWA$gV@;P%a%EvDu;k2Pm`r
zZXRH;SPCy{v8Ln&JbAW?tB=X8#^Y&e^oVt)AALY9-(kmj6SqmIbm6XU*+fqgiQlE&
z)lD?SJ+ehMcS>k;zJc4VRnK-qM4+cx91?2#(g;sq-3Z++Ufh?%55YENp<H|NFxuK+
zWiLU+S)13;BRfhx>IGEF`{s2PP*sCpp!CTCp4sHH90VLHp1n`^_MLQ}#20kXPpEtH
zl@u$Y^r#tDOm}`WV-t<nKULq0Zt#yXg~q#Cu~iHBvtE@0?1E1={2HHczFb@tC|Mh7
z80?ID-KQQf#;HmaLEd$3PEjqAw#Zlb@fP0RsTM0{m-~lKj+`5FJ*&4gmGdPVyKk%L
zIW3fUOIWuCg=jCNkbm--mQ6G}cKK#Rk0g7znnK0-VfOIQd>yF}7Mhl_;aNz+lDn|R
zRqQFHS{E(c5Vv0mt9y$W|K62PL<+L<z`JAHbxg~XPS1E^6qY`|WeFoI#0YUMY=l_8
zs6w7STyB5_a(u5dQVP*WYH;MiV2rhXvy^Ok_6(9Vy7m!J#1q!?OTI|ZROlrVNV_P!
zf|ujw$;pl3O)^~F$btzh4hrW_D2&pvlB-JP9OT_&RdBp4E+UZpGGnZqDmNCG7lgAw
z7Zf~BXG0s)Af|&TH8D*gWtkIRIJqDZr#$Jf_mL+P{s7aHN9FDVNnsJxVG1xr;b(P^
zlXXjuSU;+80x;_N2GuP^`&iZ7^HsDm7`Tcd);D<7a<{7j5rvNgWAqFT?Y6d<1BacW
zkHTMeBxDx*2MQE?!g&|_co?>KNn^R>d96zPv#5L6;CEFO`ZxIIX(?rL+SmqQvX}Ux
z6=hLRS#ZMB8l!_o#vN#1u*NrSt4fdy4!*sc<@fVtKmXW|j^u1_HC<7g(|=nuU}?xc
ztsvMX6lecgEJsgs!x6$>HbQ?eu&G~5TNN3C<^qKbszSK#v&TzJb<&SQU2=0w4yE&J
zaq}UqaR$61&U~o}n{&P8_nmlME=7<6jiP|WT@1!6sgTXGi@CU_<D&%frr3RBg$kjs
z7e(I3VLQJ-vn>j~Qs0M@?lmq38Nl{DulIKf6)qEbs`Gm0=b4gE_Egp;EOO%d!ggOp
z-(~z@>+a3h=J3=1R#~%iA4_``6!tUCDRxZ5)d@zv&q9G>7ZC6!Txl`7Xl7L3GCNJn
z`v*rg)bNgXu2>GkIYwnN{H>hZm{vRru}uPs-qJkN%`|P1V5RzwGsnwMyBdZPQVcJM
z{Yv-PVIHrh%KG01EoettV{Q%br)^F7aya!kP}lvWxpHppnekVstn-Xm5FvG=^)Vl`
zeSH9`tB9JGP8`RgIwNAYy6ki+QhRZx-H#!pqyWj^rOGVc{LeH_e|GL)rK5ICoVy1y
zD#?#;sFzIW``wlB?O6pW2E}fS7tq*k1`ZA*1~@(sZ7Q<1Ca^j5Ckv`}Oc!GaCkmlc
z$atIOec3Eysi3q!t)v#1np~qg{UIrFy5n{1l3@ZgD<rg(IZ6sWN4;s}W1?kqbJ2~x
z7SSlz#TB%V>JpOwSj|(SMGMIoSeV_r4b9S$xm1rPjG<%<Tb%r4i3zNGIAcY^PA8s(
zap9fcs$O8bvrX_<^I<EhPJgr?gYDJsmT6bL0>bjSNX*ZiL)T>jupQtD$G7uvXZmu~
zcxcI*LKgI-9>*(Bzgk3UIaqH)*dcl^7d6?kb0=Sx;LFRZt4WAZK3(X~3;2$yDm$l_
zF({F~NQB>oZPqzi6bDK!vQInCUD~<bEHX1p+aIM_{wC~Yf9S3zC&FkFtlk&6*mu>k
zFc93#za~G@GR&MgfACcQ7}p`sEYYFnRq16E{;C=yDSYB&W>KW>rfgL*AvcG8YPeXV
z6sjWp#$kPABEQRz3#gP7_{~^mjfb_m523>l%>g!5HrI6WWSaY<KOfo`(rX9s6-p6v
zxuY=`Xe-Dlw&hKI^&K|UqCB#C^XcKc21y#vMEXy8PB1yGTNX4OVv+i>`w&;v1k}1y
zH`OWX36=bu^6$HnPMg3$LNnUq){fi3jy)u;|5Dr4oi~=>pJ#qs9MPTcilHU?BmScV
zgNVa-<vNN(FpBgFc1+b=Pv@jVV?s%KOPP^Wyi5DJ@p(S!xFhX@=;D^*sbSFkp?DTo
zzgyzAS;h}`jE*6u+P(*IhEHHi@=&j{w+d;tDpe3J3x_((&F=Vwq4CIx#F5NG*nF={
zzMaE75Esno&#)LglG$-U=_PLcs7KabS<00&dVaGnvz1bNRaq5Wwe?kVLOH)^9;UKI
zb=q7UH*YAGBlA#@FS|~sMuj6;JHT03t_8U)^Nisi<VNw073Jz~c5qN!7on4G$iBQs
zc{)NShc0EXNuBtisrGn_^qx8n->Sel6Ir6OE{4d-!q6vcda;3q>e38?qj=@M_zT3G
za*)t8o>NUpFmC0EYDga2H1$EwsYYCQpV>zWXD4XKEO$An9(%73X-cl7dB~OZ1=;bw
zDi(A0Nx88j7ib*_)y%9V<8?Z>Z=Yloa(r6A6AxG+U{AO6M^4dGkKsM-6IHJ3RTW{q
z5qw3@6evFgO;p_p)qHSxDR(c#?S=Cx$efxdi%aEuX67x9_5RpnpB9)Ir;C|~xT`#~
z`UK_G>LC71I)SR4>@t7M=;#L@tF=5$`EdGZT~j7Re=AX6dqcXwP2R@QFFkzRkIGjS
z(^mVT$*snId`VKd64vHBR0WrijJ#<Y4xl=Bj?Aog$l?2PWs8~cRbA|aCo>cHXyNvG
zRTT>rP1#R{^Eef>CY09I<jT=8*s~kNyZvQS*ox*VYx@)57Y%b=6*%zVRUI%{Zp}3@
z2~hW}Po-c_U^-K%<WQZqGPbo>k7l1<aF#gjH$+q%aJ^A+vE&spwY=n%DeB5Hm+m-J
z&>_cePTU4x6zn;q6$}lp+{B6a4LwthF~Jlcuz7K$1JXuv#GX)`8Oi}GtH!0R8be?n
zu-HV)Wf)-{m*JN$$}+V9s&o71Qv>lZO0vW5>uIsyhJ2sjJB1+MXek|O%Hvb-Pvk)o
zH6Qsu^@guq<Y(8MAWV=L$3Qbbw99@wB!&I<`XT946yD~;T6^=IldK7c4tHjj$*!@7
z#kopXWju*KS2B|fp()Ei#F5V_z0qYMCqciBhxdLIwh~SNU8R2s+_0HmE=64{>f266
zCHvxnqCwnan3{LwX*|K_oy4dh+aTHXiQ--IS5Z=Bz<O5n?cY&ze!oZlcgoH`Do2ds
zxKCaM&^nS^HR$x;AN*(A^@MbU%;<L^K_Jb)h#<0ifa5>1ilg8CruWTa{XP015h*GH
zh=CKZ>j6K+Uwjb1^J4si*n?TD3D}@2fN{9_R|)apZ-53K@CdlS{0AIKL;~Kuzd*I7
zzqR`5>c2TeMk4`<G6mQ^@jvwn{4+5J|8~vq!yEqo=pX(Ft$^CZv!uLU8_~_}qFos?
zHJ;TG@5*HlV@yXnzWRcsDlO3&GwR6@<4S^O;ohFl>zXG@NMpK|BMA`-9A?>&>E&m1
zSmuS*9PDFw-LbS38k!_`g%p`lm6DWv=!NK<8l|_@^=%MaH<bFaOzrh7xsyk18_s7u
z7fTHdDf)xIi#;AG-6~&B$6iIc)|?gx?&jA20-<WQJ3hUdeqJ$5R{X*?*<A@6m7}AU
z2^L!3TprQI{fuPmB4_B_+C;hRxT&DC#q6PLa;Q2F*1sX+5VTf!(LIeL+;vjIE8$eY
z6}8l>Do8*(7pdT4GPJ0}c);9MG04K?WE(x5qgvt1`rxgiW$-!TwF*%fT&L9cG+K9j
z8s)5mw*(7}lLXV6Lup{f7`8FmE8T2QTh*0R>Q#+*jt*A8@e_%%ntpcluv%9qsK+Lx
zcv*RNYLBTYl=)qmq_(|A#YX7H;|&=P740qh7NR7v+ced>amJlINzkm@)hEZ`{%;Le
zfoMG_YW&m&dwo>r@_tWfyQ9p@W{EoS`gQH!8jmiS$1_VxHKHJ^!mc`7l6%fEH9nWH
znn3*K1s(d6G=vVd_r)W1E^}FE7hx9kba9Fhu+7*<DdFcoPo{|qtx?mi^A5ZK?REyf
zx$LFU(06RY)!Wj}*IBLAv3TSfBi(p!=Qxo>RD*TKO}~o}%^UZ&A%;9U4$sa?<Zp9~
zd|YN~G$9B_#9a+8z@S$|RTDSE5broP3<@_pu+K4|Ug$b#ywQ6^?-_4xhInJZXon1I
zPZN?~{k+=KeAUqDyWXPwn(F9b@!J&r{YyQUU}@2gh$<dG?*Kay3FutAwP#L0iWI@k
ziiAQ)5LaU3Hl<|p_jgB5tpl($rOMjKF~~PjLA<ZTJ{iGU<2ivFQgxSki)3pgDaHiq
z06Bmv0sh<P_lS|H)X_7VwIT09Gi3aTHUyVb-GV$$?<JI}_UD=bz#lYUHEB^g18x4v
z0~eL`Rl>PwMnhs_*e>7~Xkph|vbVv9*83HBlT7_8>k!723@_hKU$MAQ9r|thw94Nj
zyw;5WbLxbB^B05V19ErG2c9|4u%N|T*e*OP7Ht=Igqw;6+X6GID5U53zJ#k-2Zehc
zf^<ShKhcr*Ru&ycz>oD#b?lX?FVQ+Bc^t1PZicMv)QgoJrA<4_9IFMDAs^&;D+3LK
zNTUy<-%k`VK_!MFQSMrNB9`>`n_=tU!ksvw$XW-okS|0-3F{w)22%Ao*TxE28q}Bz
z{B6G%pX-|c0@(_`o?z>5jPpBzT7I$%EVJuShFRs<Ta#bp+y#<V>8!Nf^@slgsclKE
zFh5JP$vdKNH$5-pXdjrm2u&#t5Qr!)8B^SKtm{&t6v;7$c<z-Z&}VbkK+UaNtMHdx
zDX3yx;1^4G@QbIpElRmxrOtnM6za#=QQSt!6Rvvm3-nAtGjFA`VN2QZE_ZqDqA)Df
zHDS_RG861xD%Uba%U|hg51kcRmw_O2t#lzzD{`woEB^(0`#}0|`4}^T79-!hFknkq
z^4?Z;{K7y4Th*WH576-MKh^+j>{nLmkW{)f&roFd6=el(*}2nN#eM1e^fyn7<$a+s
z_Ec_Fp(N&&thIP~^F-Bpy{G05GUj_UH~bm=sT7NTYw}aP*GLjvTk}(F-%o{>1IYp+
z+TK5P>g^OWsR*Tii;tKXmfYKHH+wWz9#XGZYdBgYq5M7hQYHsNnxFbO1tW_E$B^3l
z8jg(THPu%84<)LIU*80-CAN<h8$}Do4l9IYKI3tIDOoCSf1rUc_0XzNQ`wm2+1#=Q
zB7GuFOtT=Co0NR=^T!$F_-L~!6e_0|w)i;2X{BV~y|nJ2`y5(F8McZOONkP~jO$#C
z>hxR|n&Y)2;L3!48lIG=r`hUm>u%DE<CjbsY%RYceD}$hBB`Dw?}acD(%_O)W2JnV
zyu=$gjn=saL#Ykqp8oU8;prUXz1OwC@*}jfpxVSHekr-&=z&(0?_KvDz2(4jCDX-j
zu5Rt|P0Lx#{GS+`1(S197%p}@8{_1$tDj~P{I>W&1;0QmZ^i~%^yUnQY?nw<48W}>
zdPv&PiIRwfplFgsK2Geofibg^2(vCK95^g-<@dyOdx^g6nPCM68Qc}E?hbmXkN(Qj
zHG6iko5q-R^F_PVR#wZ^NaKAkSuC}$_+tijvqUm?G^3vAPQ0~t<Q&wjGoHBr0LCO5
znd{yv-<Q~VpsAl7zA)Q9%B{WePW7ErMJ`yZTnxkpNei6yd`i7NOu)}#TX(UI41+Mt
zJ$~Tcdax(yOIb<bo~<&96<1hPbbcl8GQ=bt-5i%-pCd!bwX}b*2?%8DQ9ItL8>xky
z>$?=nm4XAA0!vBf(fC^VV}?3uVb|8m>Va@pNDMqr1fl)(H2rt)IHjq6tRcjIi4xyS
z#NMC}OeIdCt*@EfFP12*bFoZd^leB`_9N*&xSonwt=ExVB+y}$^LsHc3Wco%!|!$D
z6uEj9{IKh_%ym5hy?@llyQeNNKa}2HWK!_Fsvs&g$5dA@_zcfmLK@B&c%<QMV}7fX
z-tssC?$htbV(bq$XG<s{_m@gMT<S5f<Dl4IOVga1))4h~PEFOoVV*iFhqCQYkQ&`2
zwd&STn<o|@SR3O6BC~C>mp@{t9JW?fv7nAGu}vWO^p$X%))k(h#-$Q7ww;z=uU6fw
zwwYP+#K{YAC)Ff3;!|~D`I5!txIY}cVxw2oVpBj!o<`Y=koU;ilfVA7>)!vuxXx~P
z>-|=(EUhA3u-TX0m!_x1;Yi*+{A-Ub1h=Y*XITk$?k~uyWgu5c6AB_`c7L{E`e)7)
zi!Ytp2LsG4?;YJ*-M>Hh1LX5}JUJm}2+l#}59SR*eE_?f>`Ic|-g-B7QS|hb?#RFe
zaUQdjMu4U|XL}gT8|SQqceswr7zR4WsT2{;jch7sBTF3DIiKGe3iUL0WNpxyu<fRv
zAC;^J-Km7Kh`CGTHZ&#;H+(lpB81xpf=XdyVwba#6Y#gX-z1-!!D7?sigI<jVo%wR
z7*vMF4-~;}WS5%Xu2|+@g!KCLtON8!U#n5!JZ!E{g{<RyEs2$>G9-#+U@V!YP|Nw)
z7c^VeW2HNq8slTCQA+e3gAEeTyJWx$GD4IN(kEDnmG`w5Xp_T0rV_oG`9X>}M|=?$
zE3*yl&z?o;nf}<ld8*1sR=NBsSxLtAQM-Elt80NIxVYyyvZw^A)d4WArLLNK&QEFF
zUw44*N<Btq$3&yG)(wL{54vC94vPlw5>wJ(m<VBMu2~$wDSdNCKY308|9PO`?0rd4
zknRxa?Sj<8?$xZ7k+%`Ed8`^n9fp?3#sQy<L?L)gPs(I_x8-Bzhg3jRTDY!-cjtOW
zt*2}vk|&<H-|)q@eD(S37Bf$7(dn$##l}~RjMg5%N%I^O`o7M|dDD7?G^TJ%TqH@2
zER!L%73|t8za6cX!XuYL?umUt;zTALQxX;=`(jtw7AvS$?n7GHC?j3Tq56Drxi;mH
zx<_aE^aY!@czLw!c+~6+3pFKa9z~T|9xi!Vp<0Rv*wyQqNlc!E{<O$EM+$X>VHsOa
zkS29@R0T`&{Kg>t0OIJ;fwf7RbbT0W{GrP_(4ivg<E-{(wdnSgX}0!{)#YEpC8slU
zgedJbKAB7MmOi2{+S_i!piz9yq2~~bju=eFfrN9Y4y}v~^MGKnPT>5ZcfjN=mAu3P
zg7n8-T7heCCFVQXs6EAs1~vJbeTk=b_L_z{*eYbPxr#|q66b)=Ea6W#QwrLm#y;Xd
zei+lBPbgQ(v+f@ngKy<#s|*cnK7Kw#Q5%`0I)|D}kwPrJU(a?U>F^s9PmU@m^i;8{
zC*;me-R?HTGjH2dL?wC_uizxHh_}aHbV_)qck_i{Xr@tU*`dho>?Oi7!^C|$CS-Un
z>VxxloSjEzdn&V?owl3~>J`0vpi(Lc^rKcpy7K%c3ZG?UMA)!XdSWCbX&8-ETPnjI
z$E3ja)xaj-eTrs>yKn9x{7zV)($MN5jekjUdpqL?bHQ{nPVAyv^1c_LK}Pe}0gjv0
zPn?A4(ql5&kk>W2u-(VEujW6oZiHLhsfmd&nqofIs$QM7^xHFx%f_4K{yd2s`k5fq
z#iOiA9CoX1mynIww~pF=m#&XAo0;~m!85>db0W)=xEP3K7sFVM?6X(1Bb?tY%QPsL
zJ<Fe#+iAX!7tKYQN6D5Uf<$dWt(qK1dwS2x1Z9<D7`ue6e9ajM`2}LsH_rrfPq1$e
z(f?L`vrlQ9dXhU-Is2m!EX9Ln>vaQ}^k1NkmZ7nQp8@2UudG)upg*KU6oa(zhKln}
z1a`hV>Tt2~P<)9m7}_wnr<|%V8m)%(jKMB%*=rOzEVNnR_JARnj5Xij5;(4^7rW@E
znwJGVD5gffVQv!&Y`d!~G!>mF&GWyLJ>>ACSg2s@T07D~1@3TuzDgsa;r-)-_!>@H
z7I-*!P69iuSXc3e_##I{CFam5cS76keP$4K)ZZYb|H@xiQXmc$<HMI<pd7b_-yQsu
zfc@{$Eo_I($d;XSq)WHZ*vzm?H5=_h_HHvHG@NEMp2@^hxzDYqaMP{(^puZ2)q4*A
zVMX|7E5?8FJX}KYwZG)?tyW8sJ5k}h<lBHc0iM*aL1Tz)>#f8B>jW#|cPL`_p>88P
z|EnNl|3&h^-#bQdVpe5@?<9{eE;I5ppc|7_qAIl}w3~3fpwF&dwnu`*c7Hej=~0k`
zyrx_gJPE(#)itZSW1MX|3voN_J}=GVWhu}ze<Ugg_yug0_4Of=Q@fot@I6l>xVl&b
z@z4J$YQ-PkROpoqJ*nroAhFc(>qkKVN%qYKAWhX~tET8>#{17~M|a2)015|nTlm*3
z;h(6JD`j{1&9iI6$94<=Y|^dbR*SlK0R&CfeggYUB&Te9A94VH&fiV_|LXrZglC<W
zPosz5bz_@rEDSyQ(o1%U10=h9F%3}EwvEQTkC_Ed($Rc^fNXaw+{bATD2Z~9&%_>C
zy?;8c2;Abarro22-vi>xOu)5qE!#v1s1PWke}TS40$x;-;}jRUM?V>$5FUV8@j=^E
zCEkx%r7wW)>;?LC*~oiM?4D8=3)sO&16|q%h`zf%b0g8F0Ziw;pWf%pV1a8qlIzib
zp+4EXKD6+E`dhpzk1w%KnlyvGuOrf~<F`l{27ZBnY*j7S-B*z97&v9ndjvoca-8fU
z2gvWgMN14ncma)X{eQ7x|ED`T?8RzBZI}z0#M{UZSs8s5kr6_NG?M?&=SEF%n5Zdw
zm;0GF?hk{-<7_z`%O$w&<u1%46=BLc<Z4WsEQ~`Q5uU_mD^GK`b;TC)3v@2yxODFg
z7|#e|iGr@!FA#FD9uSZWQt}G~sCe$J!mqV8e}Nvbbew@;+CZ5D+}?LJz}SASP6Gy;
zxYv693k2k7%zAwNs`a-hY(Px5Zoo1ZKyDj2>)yw8fO_wiqT%RK05G*}U`^Ty_)tdK
zroB&ofgU*oiR(pNN$wfwy&nTh0O1heRXAx7`2R}1n*Z2eYwSxzj>!E<!4N$-^U7f>
zr$IuyS7yUma3n-LlcoRvi})XAAW!}{g}5LFT`XaGNHmO8^)z7>f^(PTrM|MYS;m95
z$nxROO1+7w;LQFRq~K4k@wpsA74CEA`M&h@q{@!Mwq9L7j4#wy;5e5T9-!c11Bp^k
zy-!pYM+FH<?y19p@jHSbaCDz`uR`+2OBDWRT_W!$kBIOKgk;(#a1JMT2Pj~EfpDaN
z0>i&AP$5_i&A)EqC5?aV-*6SRzIEHH<&VGds@`5p1T6y-ue1x|<7a9h1ucM0uI2+@
zEv99XTTtEuu#E(SG$p4&|Ff=Q`D5*U`i4-se=hb-@;17=Oi@L1!3y6a^8d{H6T6aD
z2-2j2V-lq{OMlvl3q;4p!u|wsfB%`{r-~!Ms{zt}0V3tJ6XeGhVD=DpyJ%92^7ySN
z<KK(={;B8v{?}OqUj#7$x<m@9PI_!me9oV=<8L6>zxtP!vLn%VGht<JubID3Yi?$h
z|0Bj*6K7sV_!?QcGB&6P$V1#iV0C<T_{~l&klMJjWp?Anba2Sox_dhD4yzsC_b_jz
zp8zV^r^T}sfE++BoTF{ya!zLCj(=A3_esY7;jI6!*8D%*$48Y8s2oVI0h$~6ht<~)
zo~4i9F7{&9y-@_#^F4r|0;RwNK9c%d089V`<<tw{e>-u`r}Q&o=PV#=f=#)$4guae
zWQ{a6&DU9=UDx=;@bN?H(_f&nb?>oe4j@fv*tOOwMWsOJppxLEDSA%x#O0J}zsl@8
zLf;-d0Y<1J366(``-(L(Em-<lkt=h%<*8q{lLd*OfaaM7Yww{&lXH;<`gOcn%R7!^
zjOq2EmFp638W<3BYxQ+t>4m#}tJKK3nArpWD63Ig2O59oXFl|msZ#e+7etAP3%rlD
z&KR+gKYe@W#e}-ecNTo!I=!I@iE>9;ZF%_%)Jr?!y%+4gZK>*^R^*a7xb;=yctX=R
zvX;C=^X46mI2VEVFrhr6jIq0AzNVP7DX;xpA9GaKj~M^_cX_->r{TVur9p__ngmRE
z*)YaDnp>^!+_p^C&RkuFS9H?CtxAgT;Y;Q<Vzs_iL}W3l+_;i%Gn>Ix+zTIv;75*c
zoFMotJe!g4drvTuns5)%Q<|z;!0%WxS1Z$mg?L@6A)$HlK|UW3``(jM{+N@inbUj-
zg23@jjtVs~X*V8rIm4&r(mvaq6PxsU>+)K{b@8gbAh)STc#lkW?X9yBN;2F8kY)9P
z2&)r@7>FE70%Sfk>(U|hP7o_VOjhQu4f9~iSVE?k)2gg#;2e;nq)pS4>#EZuR9D|l
z!{mMKnk9r&lVk5NG7v$f$4-cH2w%eN3VcfWU+!@0LNg%vemP)k=R)mWmYkJ3!TqM=
zJU&ELxKWqa9kp(kwX0RBhdjYNv>Rcg5e%bv+80D#)kW68k`hU0H%t1fURl&}%@6!O
zE^9$Itn2CEw$~!Z0-evR5NDsN?O|Ku-Id3}+DN1^X$}ik4xF}DCY%OWhLP2GM(464
z&1s#h*S0?<olIP9C66Gs^z0DIk(MdTYs8;})Y1TZGf7)T$A#c?wU#l7&`>0gwhr1M
zMa^s_8&*3mlCTV}q;MQmi18kQNs_ncVnwN#g$~j6y6Q;ab`m|jv3PA1yJlsY2U{a+
z$ca@Ax#qg@F4NHlT&CMC>8qrQXRG2A<KK!zlg|^rM4S%txmzXqR<$5hY|VCuTcT1^
zfyYvHi^)k6>U#B44&AJL8^1e{@gOU9gVBnKHMs6)fc>dy#*nNSTQmfr^QavvsfX^O
zBvU)G5#%aR#peEn>@>{o8aesa2*~bPxaStrHqFaPSKUYe(JIgy@DoPXWf&0*S$=R=
zu6^V?u8AkVGifx&2vYqr(Ho1_tOlPPG93f9(Cl7;`y_EjzUw^;J@UtY7U#a&N@)Jt
zNnTqURaaakH-vw(mki~62*|^_?;%vu?Ys<ustHe9&?~3E-^F}yrnCv#`g+Li$Yy1Y
zy$$<_Ay&A@ZmaDXV@25X#hFrO*$qpVjZ6Y^9Ji|T9SIXqsm8nub$fRcdCXUoo+MsA
z<;8UUiT2Lr@ST5qKXdn+`JAsWnRzY-L2kPKt0`C=kv+HkdDbrP?p7&!_44;rtead{
zEIE`O2b-oX44Q_<u_T%EMlMN0Z8=_@09ytEM$s5+LR3b7V#P=*`BTI<glP9j);|}J
z+hO59$DQ*v=d=f1Oe}@L6D)`G_EE05xQ`BSI}IjKgJLbVp%iDF38YOHGMPFnB2h@l
ziC#w$3EFkH*eL9>(;#8q9F>-6YOe~L&t=GcQs4_M{ymTJx5EIvp_jKMqBH`;;2O+(
z*<*nOV~fpI_b=?*-)}y@={f``Qy_I<fBHy35&(nN<Q2^cWr*Yn*;<WRf+{0>_+*84
zbV>qO=}9}Bp!V73FLj0UAgnSec_U$&O`Frg<7_11u!6=)KcmXA3^P&(gqO$6h_Z;1
z8JwQTUB5t>qQUrc%-aRF_#YbuBSdAF5xpeR(LbhjKVnx;$|mr)>c@Sl!5zr*JEu%%
z^Hw}z2+fu*H|I`)7KdUasA@dfKvX53T*ZIoU!r^eJ_y%?X{EqnFIYA5D6gR-J3=Bd
ziSRwwQ5TcaPNMK`3+=U|A+)(Bvm9JmZe&Ym_ss;50inR%$Rn0-d(n@0h>tOZ7tZOj
zYBvBiV-DAL?37!@%dI`W%wTI?XICOa>$T^Y4_NcFHqa)T^vz8;+4^{g+NAn(O)_cd
zWxD(|B_8}XZPE2tAoS4{5c+6^@zKW&j?P0S4-8|7d#Eg#VVmsCOWL~mqG(fy%zeJr
ztTD=Ku<{Fp(NCr+3Wd0m88Sq+4j`7Gb6%B_bL-@m7u{1<w)mRVSaL07*~VCw7lFiV
zBWQD{=;+Q{Ll?2#3Ct|LMvWaRUBzE=s;qIIr=tN|*;T}E=Yt}}jE;A>R^JcIV6w`$
z#O)`=dW0V06~~>6fz}8c!POfR!pq_}vlg=hS%`T=ZfdB8D+g-gW7US)JBcJAynODw
z6}&}nv?9}*I0${jYGlD|SSt@&KlRWV&YJ~{D<SXaEb5;~;Cy(`R7uiQKU@uRTf6RW
zFYk)tuQbZPT!N^A1)mYFxm*t8u=xj`>nK88EUF1ybASX}!a++cU1%I|JCVAUtLUiU
z#Nlok0=b6j&|>;?d&XIxF9ep6Wk_L6QD}TcGSGwl7T%rM%j52+v>DvpgyuMcXXqd#
z&^dgOdZ;>BbeFL<zG=m}acef&syi1#d<HarpN%wc0dk3<Lu+XUQ#ef%c7wktdEId}
z_Tj`@CARa-(Q*YG<hx#UNGCw-SK`5Yyya)rf-xuM3Wl&cI~|c9bOhk_8y%8|zX>15
zhJ&sR2h_A+M~nL*H@-?dJbcS7c|-lTZc{mdvS+M502DW`ALorl5@dI{ZvaM+&9?28
zm>1;piEi4;+6oCgdzi>U_~l>|hW0$gmP@Tbp9CmoNR(UkuohF}9(+9SWRndcj&$7U
z#`l%?vH&4AgB%<3!g(1p^*sF*r|Aw3#ne+})%L>DLe1v)Ze?=QtiAcOEMntO3Q#tM
z%4b`)5i<r|OMfh2iB8_XV9&_c)B>XV)UtTCNCmXF9CUAR?R259X`>ux1F@$0-cjSr
zyd!x<-kh-zK}xm`zcU2HzP$=2A-dL6niQy{tL~>hvJ(s>>;1%o)_n|}J$zSP6SeC4
ziZe^`aNh<;u$Q8#a@EN{XB(#GM=@?ee_&iYWtkPa5<*K8Wyj3#)2u2!rk==!ql0S@
z<0nM?O&$>r*k%Macn4Gun*W6CA-uYxtKru=<9#c^IGvhOR8=_%L~EpX<dLe&tuSVw
z6zz*(iB7Y?KSPJ#sbShpd%4I%>*&ImBd+mD-cSi|#bwzYsqy&ICH?vZN(FbZ?aX}a
zCl|tIkkeMDCg#lSVoi}*O>MCv%<v5|HC_+mu|SMa_Vrx5=Ea%%j@x9)<d}~~{`xwQ
z_F3;|lR>fm#3R8yeOZIf<rRK<*hhhmoH^2ylJRa$)wCR!;Wn0?OV!H?Z!oTu5UzBF
z!fCQoI$E^kv{xq(PO&=trMiqU*tOc}Wvh|w7cx!~cDZIPJ(6pM3zhNLy5$@pb059T
zHkw(+`DaVtP5uI{D_ocV0vV_Pi_ED8bmD7M(Xp22&#K0utFeo;uA~WuaP6_uHHY<F
ztZ+N9;Q)s;bj{!tJ^9*7-!PmU4=eu9&i6DWachiddrCi^B^7IG_j8(rajql8GwO1m
zXd^~iLOra?YNsM8{gysT6tBh`;|qJ4{8&zHjjP7ofvKk4iGU4d{BVuqWMU2t0}u$x
z1j*380SVmt{v_`4ze+6slgIuUpZzcAKa9oJl?JijuDLMpp0!V3y^6c^ZhdIi@A-N}
zea{7?H;(_ya$exym-8oSUmd+)?Rve}k|9-V@VQe>_RKZ1(kh@^5{lL{ocpL>4J1+N
zQFsz(A8Ub@xA>VH;5ou4ojChc9pSZ`5@+zOQ;g|xQ&xW${ZSsW^{i~=S}N}Yt6eyT
zOG?mteP{tD8oF%|04%~IiXVq1W%d^HwWd&BRvqy5_5JYM#C>D)p6jZxh4}bY@JbrG
z?skLS0DUQPg2w!7o;Yi5CnDN>AY?BuUxua&M7Vl%UsJWFMls)5U+ZafFUW1`+bG?L
z1ePhJKq>r#9B`on>Z|GYM55eCBO~^yf(jN=<MJq1PU31W^{mv_e#&a06GgNrK7f4n
zTplqc?JGa=&B556M!1wKZ`U~HdGIIuWXmqwYd};I;PE2kI$FA_yy45T7M*95mfGoh
zZ8y9D5jT2YgC-Sx*zr}nC#m4%P}#JmUtYntnK;eR?!=SQ%wr~%3jyCmw#RbE0@%_n
zOnW-*<h;RgG?4Ow?!9ZtW)NtDm+$zf{Sklsf}Xz*&!}?3d%E4`ZX&eNhI8n>`)2v-
zHP_1dEd0_Q3)pOBTsrnVN&mNMiQhv;w$q<wLkJCCBB<bkP(ZZt#PDNlC&AaL$idf)
zMsIV2Xno2CgbxtL2~Tunu;KjEUDRZc55xK6z?;1g-U_KV312bwj?h4>^)4-_E?%q<
zC2uHyta{nF=J`W1*6;$n0Mv~f8?JN58|B=Sh8_>|NFm<r3Y{-6<-KLjX9TaK1>9v6
zN4DAwAcboC6@K=mC6lM*PD$Pw?n}apZuloPX6a~>a{g|t4HWe`ta09^QzeOq+c#fr
zoZh755u$wAQ(HTZO?e$i&o&8uoQ4=*;{LF$?H_W*-8)KL1QJ~7wX=(Le(h)*u$~&2
z^<Cs`PO5e2vQND!#c8ZPKGilSRXsima%dLTQ18zM50Yvwvb($~T>iQgd7vk(_~|oe
z+P7PTE&nD&YfEqIOGsc&)C%;jgK(Yt3Ld9mwH09}l~IeulYSm+w%&!ZDycv61umz+
zX8_O#wT*j_8|1q9=vYx(88yX@@o+Hr;9^VbpAQ{!aTU<t)91}yCn-$F4MG~PF<(UX
zFdgVVdnN$292F#XrTj6B9-BzTc#)*TZOTZIgs`LK)Vuzh8BKp|K^-%kI)|!aN8zzH
zn$*+;u|HuGX7XWrfMfv8E#YM`v|lX}z~GU&oD(Nre2;4ZTd-qFeq^&(8-FuZ72M3c
zUFWk)5hU!7S`|V_qS+_{vVVU~An9`^*dSJa#>$D0tX=m*F+=u{i<78a&Dw*-(0kRA
zLoXrs&LoX6@+Zz`VM6_N!?dB_Ud)rN6$&6rg`$Re;#7jQ)5ca+c@xvm^@|%D+r+Wf
zYulB*Bji~Zj}Ls+Dc^mxOlrPoN7fAw5Tv>S>6Z3@`yq12swsJUs+tY+i^Hy9!%J+}
z&7~H;xr%wC8uxKtrDYkGPBqoI%6Z*cJ=l}Cjpa#wkwUvHUppPK<q?U}J=jL>d5Tjs
zVN$b4y3c&TR(WSAKf<Kg#V9}XF~KU00i(Z+a`3rRuNprjY=Sv9uShvlmiC9G&X#`2
z{LBS~w81FqSNe63)N^VptBl;OEBU*=<+sszy0XT4Js&T=(4kejQ#rqKGp?NbKz3%$
z08NhL?B%^ENdz2nj_BVKi8iyGoxz?(;7=E|Izo91t_sp}ifV{ZaR2d<pf{?98O8_t
z=FpU%+FfNWc-czH<!`pg&UAFJ;euBgQD&}FVPnXb@#N4k9kGq~O3f@G>%?5pWLv<o
zWLMJyH)heKWxGlXKFX}C|8zD7Wa_Mo35t-S;NqR)xTkJKM~o$Jo}8A6{Xhy1b`hyr
z8(!#^>uN>|0<EuJyJvmKHG740r7P=i!$5EUrdMC$=6c<J4kxD=7-u@IW2Fo*1BL|K
z%YdgAAjS}nc{>3b7|<oO;r?#)gMO_>N6s6N=-}XDac10?Ub>uw&V%4Ruh(VM_wR2J
z)}-kcFkXay_Mm=hCv;9!WDcZbY7Kl9`=S6$TWIE%1wIxDsD@I{%xl&?Vq%+uaktKk
zz5Q>WzShGOt<P59E#Fa%EeZE7JUlC<@M1Z$6C`fWYj!ul%fbby=l^-A19UR$8?H{k
z-6L>bs#W^;2Y-6&pFR3d&nNB@A(cJF@IiNT1OlJ5AYAKMuQ1~6C3azCCS1-?{Q|`*
z)DA3__Ma19>?r>?K)3%Y<ogfq`&S5O|KL&oh~I`G$E@}9w8tjk1tqNPZR?by&bWFv
zYIBX3Xk64Jq!Xn-L$0=7-YWseTSi%jdqym@MRAQpa&V!qTbT<yb{X4f1xs*ptDff$
znlZP1*RytIN4a3WIFD@<L6g(3QGEQ6-a$@(2fZHhEP5{JxL|k46G*5Di|}FNocHcw
z)#;Y$?!|9;s8<94#5V5FZ6Q9W2r+IE{JHh^a3j@?;s@*YU<b+g*$V92@S%jf+0p<8
z2CE|-7+XZPt=}6sDHtC#-&2#?zTUlN5q4P}>gxDHt>gVnz8>`ogDlrDTdsz(o#1Wa
z2E9dC+UiUOCQsK}L*lcjtW*K+?Aive3`bjjC~vDvu>zF^)x~O5f#qN-hU|P2S&inN
zm%rWfcd_;KSV}=to2O3`C5p4;*x8MF;)q1dg;u2q62@@v7Y^sts00VK%|)_Ob6;hX
zjj4&x&;f1dua0remqM#HH2WfL??)%6i)h|oTaEt+b-4nfkuBU;1+YK!G-t{C1u}KX
zlMCY_%Fyq`8FD(dL->$XJ#BAhu<~k+(%IzT^w2TMCrq3~Qy%CUCT-}ws+dy3h1T-k
zFA!aNNNpcq+mXyjQ++8L0hOj+c?D`Pr9z_D_+mMUitgah9i%4Bb!uIOUQ#OmK%-cJ
zEXjsI{Uq!nGIKFWhvtyL$D^M@-+tby_$D)o@daB)$f9LOrm+34OUA^A%}-cP(rz3S
zAOsLakwjRvS=dpb6}#wr<8NGu8#PSt(@&X(8htyYv9TR8YaCx4t)}PJVvppV{b-d_
zfs5~PR2GX*Pd-?rHaC4AmR+V0C5WAX!u*_V;D%CX+G?%N`BhCeRj3vyP3cBukN%ww
zkK&Rg(;XJ$AXYgUi8=P%tl7tHVVbeHX2{%mtKGu4xG2{pi%={~4C2K-Sjkq<<~gLJ
zs(K<Xx%^|jRdQl0WEGjV-?uh+aPfiT?UR5(4Q-m0t$}&f;Bs9Z-P_$;h$r(Rhq^4W
z1UlY14u3*X^|&0uyf8sL|Lqnjab}T=)-%{i_#y{tVu6<=<Th-G<x|JnHVs#zq#Cyl
zjg?|%OmXerNI7w7;Zh*w_`y5&9&x3&8z(zzmTYyVW5&&q(q5_`1LrYdaqa1-Po_y0
zC@<JjvgbZH+7{1AHfDftwATPG1`@bm#+kx4`(~Q{yPnK}I~smX#bwt8-KRTt4g~r$
zoC|0(_a&cjA5Z)bq=#_Bc~#krLNeQ5Ad{UQ(>mG>UtM9e<iyd@V%d~j5vy(nX7z9-
zS&q%>LsJd0*)zM-#+{u_z04q5rI7#N!vEh4cKr5xzt{i#{^-9Aqky`b$JN-)^<Eii
zd(u7|v(ys{-w*#ZZA*#KOJE<g1Ng%l>#Mov%WcfJx9E$Hs`)f|?yf&#2t5`Ou5V3@
zvQ=Nk6%D(aBEt0Rx)X3Y^*z0Zp$-npcdU9-Ii4|4h(r0%2TRYw-H}CIt%pQpFT;@J
zD9>M@VRIw-U3~I|pK~yRB8lXNZx%Rg;|gMxdQ1=C{jrVeV*6K4w?Ixzsl7&P8Wucx
z4)`jkXR)}9=UNG41dP?NzKwA(sNft}gYc!r^D0@Z7imtNGqYAtkkut_o<BGABCUN&
z)UsL49xf!838kgQmGuB*nf4}ta8hiNfwH>hPNn+Cd=J!5H9v|-@vP%jT<xn|T%|V*
z%T6K0t(v=L`IlZMd)QYSYSkrnWg^}==C7?-#~ruCHON)r!zJUS{S||C6Wxonk$v%u
ztYetwZq=kjh=&%$=#;>DIEA%(XIz$g5{+@n6qD$Y4mhT7&VTIPs64p!X`Jg-!aD1}
zGGM#GYbh&TLiCuus(F3@l*EeyfBNi$RRV%97^hj^idyw;z_7{UD-L}74|tA2%Pf&I
zZc~%kcC@ULrQ}ro6}4NBrd;&Zk3jdkf~_y(8Ms{9^$QA$)fAd09%mgwEuSz<eD!iB
zQPQfC&oHf9d|Nl0;||OTQ+^D-V79X6vo-2XZ59UiaLs8LqPZuIgob)wj+mmX^rj-w
z2a%R~_Dhr9DW}CJHAsnZGJuA@uBo{-MD&VwBjCr-WQku;j0}Mk4n=Cvk@LjH{u~hD
z6V_{i+E>7@95jQ=UsVpi^$qiNP>@=hZ`ni=>re9@YH*`=7hr1Avbrx)bKWwH9S7cp
zYz@YT4EBAGqs@@=3$~G28P>~w@{VUOUT_J|cCV>Y<>8)QuoP)1PsdQ6J*WeMM3X<|
z(Eb+$i~mT-h@iK>$9RB#fL<YVIoQYx%oMIko*a&yn*Rqr0#un1=YRsTo&@=N!X>=p
z@y)1j;O8Bz=OHa7M;v4!Yw$#TdnNz-mwo?mMJoDMR8I1&S#M3u_k2NA3R$Ijk}@EY
za^~$Bj`-e?Ado80jUK1VMQzpJ?_S5n!eTRa@&1Wdzf-DKvSYX5IU<`Ou#kOOCHJ)7
zl(@vodBKnA`KP6nx*_kQ3_&6toK4cTVV^5FQgaMy0oMaG1ZzMkg~iK}wH=G!J}>2H
z=+S8qHN`?9z85(M5cqxuot~ZS{mAf1J9yKben;K=0CE4>ip5HTYaX5l><=i#L-K|`
zr^B8Td1D9?#o!QioM_JV@}AP!isq!uFH;dou(bgstNmlfIj_No!s~_Fp*x-%0Df~P
z;@gHF$<K$D=r>mfZNijeUnuk1ks52r38RuPOt7m0nM?V541n~$tqti$X+82!C)5Bf
zz|VtYk_QBU&d{deeVw>}u4B^OfiI1pn?xNuW+QE-Tw){6OYHVl@bz{+!{Na`J$Yk8
z!rNM3sb11#1o#4qrYY~RM_dV`JNmFvS8Kd>?H`tRt)*l@f-rnq^q-FmqfG|64~=3C
zXIV-$9}TM4tVI!Xtp3VgH2@RSjk7h|tB%p5w3?4C7}hPuYbOJVR6l4{{kQXO<=qs7
zb_9vVj@ut4{W}<M@AMvC>`l}5JmPxy%3u5b0_g#qw+ueFjlWPypDwH672K;FTSa@5
z#|)MExg=TmP%R4jkHkDxQ}afN!}lD(kl5%YlMVpXePsIhCvq?LLXW3ES|WDxW3-4!
z5Vqu4T2TbqNbtlzpz$12!OuEC4dtd;uS?JS^ADj$cNL;`{HfirQnhHaE7)s)FA|rm
z4&oORA`{ZXPBo{cy_OXGheOYaIQe77cNZyIE3V}z1K+)TXaeup!BbN=eU`)98HR$K
zl+~j5h}lo<uY=nY8GKQ{4j1l#9ZBa&EdvAkIS>y&bF1u;U;#1rTA0VHNM1FEF4Pp_
zSu#RNnGPaQ_KgJ;Zh}DPg|xkCU8&?J`~?MoIdB!2xtSyx@Mw|lA~I_?T)Z*$9d^re
zKe1O1{-Fv>R#n|nuAO=<(^4y!qUT51&-F-$LJauCFE!DhG-b)32!!1;fpd2s-{GrQ
z)K6g2#?y}m)&$-fS56RaK^+nS-?rm(4|@Q{LEF)l;4nC})|qzdc|D%`f(tJlEm&-t
z^}r1#mBPL(hizBI(1zi!n-!_awpxBKGQk?|ABUd;^-Dn*Xqc~|*?S%L^n<`2AzEIT
zjDr`+l!sa3#&_pweA&h<og(Yz@n`%4ZAMmG5dgU)YgG4RD%*)zkQL+MJx_s|rbz;X
z<-?Pu8lwi<iHjTM%YvlU$&OTzzhdq9nx_|F2m3iysPT{Ed#QUN#LXu_ijVDEK>B;_
zEfcLUafr~IZTvx8h?8vD;fl>woBJ8j^PbY@*Qp+!#>-$Oy(FoY@`fn#7$~WcyD1v3
z<I4BQ@UG^urANN3UmzQA8c<%|UZPWht0&mlhCH=PkLLd>@4Ta$YPWSCR6ywnNCy=V
z5vkHdnjkemr1vJB(0fNfK<Pz5dhY}T5_**;AW}k+(7SY^l+fZ`?(dv2&fepE`|Q2X
zxp&+<?msNnO4j?Xl2zV0pZR;%rC5dn8`pv!ja9QYqLZ;{C6_PS;fRlstBNgJVTnXO
zX`Np_Nb+sMWJ@t6D-V*F-};+-3b+)nJheb3(|;l712O&rEvyB)<LpunSSq~ovGh<F
z13%&G1bMJdr+P>A`+ivv1kA)_v8e?GdPUQy<GYYdgZ#ToLFX|N`xpJ95yAe?9fI((
zoc!#nB)(Cl6Sf4zH0I*pYj1S}EHxZFaQA8r4OAFLKl3Nb{gybez`({-`Ixw#1rp3X
zXl0tfS+2=F`vTnz*FM7t(xebybE>9N@9KVip*U#8c8zWQR_V6TsKHEmiuWtm+0dK=
zbEh4El|D?>4@g9NQUU(uSkXuFJFSy<;YnW%FXJ*-vs<+#%2t9XpzVSHlKjnZa=C3O
z%rC$@tkaYBX1U~uKIlksGZICeZhJ>00sO3~^QCBF0OvC`G*eQMt=e{~S4~lLba_(s
z*Gk=Gm+0eaktqZ-laaS%PqT3m)Y8etlJLo*4`j_~_PxU=N%^fkJ?-=CmOOtdBo7Z#
zp)I%&4i?FtYg8EM|4NG6Y#IqVC3BPY*?cFavqD%+E5FQqtKTLyVKypbXbAB*{@(X%
zu_Xy-kr8rer?*EVcNCXRsERTh)KP82F?;#RiXoxNk9^5Pfy8Oyn6V)6)2FypLR-HH
zTE1J8BnJ<ta=opPmi|5OX}{#dRc1Bgn5Am6hRD`?B~S=iIQYYl?<IG6*;K`Ai9yhT
zASm&KQ0?4{R0@k;3K1gAPVmG^rB1Z>3Mo}X?*U0b_yJhXqY?Y{r@1ScJ^keuj}dzv
z>s(BnMjIxq>N|Dd^9JM|Y)yua4BQ+tw^<Ba8@94O#jw>F;}LcAe5>@VRfHwwNk#!{
zip89l+vkz-nhi9h$Nlh?H=xEg?>CKS-7ER<?K2vkGM{~GC-&28aitw2WF^9n>(R;@
z+uos@6FEK)+_I@pgsQ;UFK9)s5#1l0$oWh=LJN@{#IG9)Ci@WzikYpJK)lQMPFkUk
zW}8GRrYh7lAghZTC`Ksw-j^*)jnL2xoaT}m<+s)@uEeaF5Uovf@3I6~J?kzZ^d7jy
z*5`cl2>8hp<gEme`>Px}MTFOtD(27k-qZA62@6J8u`puIX18swe*+$dnL|*bnA5cD
z%sra_&@%;RGl$M&Cx&o&cn0p8w4jg@Ip{29zu&)f6VTyw8Pktnk}vJpB%8giyk;<z
z`f1<aGVQ|&b8clvbT(rXn!0<obT@v$&G!DhTqM7Nqbq*<t;_QMP=AelplG1WWp<dA
zU+DxZdz?{E!(bN7=<G)a>PE+A069O39XjJ0%awT+<w<+1+k_uBVo<USVUoNDi#vLN
zRB<ze^qmRGX14A)ZnKpS<Lj3#t7}PpoUxeR5)8$21Y-PB+{`Y$MU}}aM9%3EUp9Rr
z4m*R#N^@M)oja(K*mg!;;~uv9#<YSIeg&eU{2MNS=mM`{CFln6{WUxN;yCfL=!mGV
zvC^xf4_T9rs-B$$G^Aq5Dz;c-!ZOoC5vB3g>!{oWOmx8Wsx%2QZvtT*6B2_&l0aJv
zmLFV3$wftNF_oV6@$xswxhG=T2+GAli~vsg(vpr8Mc8FWE+sUQ5O=<1++LH<Q2tQj
zQ)^UT&=2Qqfcsc&{R@OjMtWx~cVm+Dlhm0WO}j6BuQ>607LyQ7WI?JSMYr(maD6dK
zjLj>5W&xHlmrTsbVFu@AHT7L-jHBCOx_M|F;wZ-A9IxnIZ)~Xj4(IV#9fGx0&}QbQ
zU_r&O&tY6=qS5S#U-inKa&^#Cs~8&d(%qZPS@zq*OC#hMbrlm0BcT8ZXuz=BUG+h}
zndWe&EH^3g%ZK9!@Sq4f+2Y)wK=Q)bmS<ESYU4gf2K73CFL;(?+eAdH8-CzVNdrX_
zR#gT|vHA8Aw1)HBIuE$`Q9n%XL&H0DrHnW0_ZDNJh3K4UIF$JYcdPxq>7%p<nr5^*
z$`&zmAtW?7#{xK=7{3*vnB~QrwtSGKJ#7_HLhscibs^|_-IC+o?1HBU#shiVzMeG&
z1}0nl@@&xq%@3kY&5?|;zL8(rr(1>D0e?-)W_Z9Iutp+{g9YcQ)bU=!VU_$612ymE
zQ&RrsZmzXzNBWCQ67gEP*Fsn>ThUm6;G<DHzUt$s+W#ZzK%u-dUR)I)Vz=&3fwu0N
zVq&TtJ;qIvZAOHdrO@V@X1wlt3OW}18H@PluY{JUSSBT8GzY`OzxVP#-g#6*Nc)+q
zixGV`0VK~3-+G_QMqcf~=jCY4Z={*a*<jWfeiXjMvkvv=%G+wcJ9!Dog_1)`wxK@_
z4EFfsIztrh{sOi2J4{AU$NEE8>4Dc>(&DXwLVcxI)ajwZ=Q1QMQevd&ZO#ve*bHkk
zbg03Y7^CxWA*5Idpp+B#Q-&#kn5|fT-Y>i4KCIaBC7P<i%<7HvRBpOAB4L}~ST+xE
zM*=q|=s-s~xBQ>CPv%d-+n^9IDY-4VK#~-Rx@?~ekGQDU{!OuIzU7X0*-z21qTEq;
zdj2s9LBb~f8lErCrG&1Yrr8ko+|o<F0-Gt|b%GP+9icOYc&5UwP*uf!t@Q;NZ@ZP^
zW4>rVW~J}g>z@)XAJ=+-XxY;;<_=iSaHQ_|bFI{Pt&-9i80me}H`wCmfPQ#|`oZ%>
zF`@1&sL}vJ=P!+pgp^^x3P{tjgc;L-=W%InvA1Ygm^af0#w$xE{GX!(zfMqy4b<|A
zCTc5__7_=S3LaKpvKo_yfFaB~p0~T2*lR*oU(Lot4mV%>j^cae`D*|U4m+u+_RN#!
zs_>g_wHlMn*9uQq&1V-r?)e*_Apki2-7XwP4DXZS*T=I;D_}b7a|R&f8Ox3S>;(-m
zg0u)m>z+Gf()H(=b#hg;A>Rf++Sf4r?86rnj0-l6=<YT-q>eo}8e)$dG4M;1`BYLh
zwMiHoaThCqvz<+b#=m4^qN$r4u1u*G%{o-fEV%ZZ;pFows(~{M16gU4@5K^=uhb~^
z)V>}Hls4Yp>mQDtcj;%)@%Z!V>VGoWjf-DI)#tA=;V)C*EghiKotQtT&zorB9eNOj
zsmWfgUb4BK^0zWq^ywQhj}`PPVNwAY|0Jc!Ip1Lv54YB*-;`e^z{kF}s1huYZJ!77
z>Jt`vDzYbadrX!R2cm^YKUHi+G&DkOH^Nq9EkyWgZs0M?4EtoiTg@TEKvh)edyVf*
zJ2}CE0nT^sg|uPpaEo}*2-OadC5zf(BA)Va;Oy5=+LD~XH;%B(&g{XX!QU_yQHT5#
z)X|#umoLBMaU#&eJkeK?eLTLfqL@2NrU|+oQ9%(4V%(W4%_RjO;(|u_D?Fi_b>k&%
z*|SnwjdjtljI!u$Bzr_xQS~#&CU1?!M|tGJN^O0GqF4-Do8K5~3~?|#s;&WqKN~@W
z26Nt1$eulyhmG|JsMZ^tj};7Sr^8O8_`$u)P*MV@C?e;r*ma+(F7eqp-NhLxt3l!W
zLbUV>Kvh|taF~b2vJvCzVXLp-(24?gOme33Fmdx5UTV^3MhIiY-1l4}9%>to6{lNv
z`ZB>8Z)xNphmGry4O|yV0yxZd<>aDA;z4ct)a7%MtZT|)217A&8(r9+ZpI~mwM>1C
z*@_YU^3{qgV3b1)gRm`RdEpsDU(LT{DnY{3k?yi>=&2~bWzt(a5=@aC4R)?ZdEwMi
z&A6-~5SF;XHdG|&4BP+dJm}57An}tPW>P1?x|4{+LG0k%AX`k6mOVK<?&m?7aEM3U
z5<RhWzjPh)*pE@uF2UCGj6UA<#w*34rRx}Tn4cvj4)7L7CZ@PTN{5k!XK{A<?mix&
zUl1IwG0M|rESryY!H^E2mTnmI-RvUZCmja_@nR5-Lu?Iq1X@C1e1GQPfP9Zqy60;X
zLkTnQxsJ|i8~^#~(!{w3Ec2&v2H1m4E-W)%g9T7+(jCzOUK3&p+$?Q~dNg}Tj?t*f
zd+A&Dd;UXFKG$9k&V}Fw@V)e==x(m`^@>WIR_#E#gTE2^I)q*1@EPXaSju^STmFn{
zSMw!)=nxdPZE|DzaQScwhKtP*tmPkabm9GZi;Zsr^z?k%2dyDL;bC&ipg!4dT1SX_
zbb-+QV*CdCUEk~=rGtmLq<7Gcbyb)Jm22XXpY(@eS;b{HPWk6&cTJyTsc6~c6uFQ^
zw#pt(IQ}oDj?MBGx0{9FEJ<HJ#(hbor8LJ4Ac1TdSIa%TKD=j%wvIfKq#O<~;|fcj
ztmrD*`k7xj^YFR#KEF#>mG%!}s18QhGB1vJd+HSB&|B!lP`}9^=BURvpcbp*mrRMX
zjyi6yS!RCc>Rmsg&^!qrmL7JfTB$SoDLoX;YrGnKexZ3s=zJt5@NVylUl!d@B>?Zv
zVG55$3#o|3-eh+&3q2?8o&t7B0s}2Jv0c0gtK_lYY-rW3!U@rQw3O=a?6Y~l+MnZN
z3sQo9OUUbFeAck9)+y5B(NG#qbm%U$4mhK;D>r<T<6>I5RybAYE;JAyDGJdu^6jz<
zx!2=<j+Yu4+XYf!(#in0#d&QYj5zf;PfO_KSsZ1g#14<$F`%RAW<g#mR>ZxXK268n
zD{L;#p@9b%JpOtup3=O+oc4O2NY#)w(y0hTb8g}3hCq*v-*YTg&iI7W;AD8AlMBcX
zbOiz+*xMc9byp#q12xE^*saUDx4NCVc;d0%8;Evl+Xj?XRyEsk;nc7Y!cE|n<|Ct9
zG-lbk=hJ?`_2e!=G*ul)zwOLcF>B|!a5qT}9=Yz{Aq*ul7XecDTG$8P-G<YxH&2|F
zRlwkAF}V}JiJPy(X>>2z4VYh7zXEJJ9{X$MjTCO<T)uObk(<?{VF<^cpj*fPbjHJN
z{|nU6s!<NTBjoxxe&#Fr%i5y_siD<{*UyG{Wn&t}UqCO*?LeKql>bnq=Z%F9VU<7g
zp<|o>Y2DValiR(aw#s7h&57W?0JPCOB~B0O^1-1)cAP{SQ+zRfNU<K19Dn`z&9k2g
zpTF~RLNyOl;wtUZjSB+oEt<y{0}9^JdNPELGB7ubZZtg11-bv$HQm1WlrC4W0%j&N
zoTZ+q)GTUkHwWczVxD(h^q0bF#v>nIBOH3>ccJLOofixB(JV~(+@y_PL-jiz7k9{x
z0=%Jjn>_dD*RG0Ha#EmUHn~JC)g)Uwfs6q-yJG_VQ3JfP?{UQO_#&eqhxKvA-VXkf
zP8Jbhf`Jns#dxxwM3UXjL@2<j{|U$3TheU3kUueegEw~%nnvVvZe4=#I++?p8OS?1
z-IgU%q9Uipk@^lQv&p@=8NylNb2pncg@dx9AUYhsl%>sQez9}$`n-|Aj=76d<61v%
z_oG0g4uT_KFG;%t$wn{PY^G3LZ#+M5a(AY90rnJe4{BPUAC`QQV4E;_*^Z2y?>HZD
zShpGa1!~3VlDL8*@?Z19A^6_|8OGVhk1B37)PEp<cq1i=h1N<eTYUR#@baE;H=UTT
zb}~-*S0O7+?varG-#%tg^+-@3QjDj_=DfYAT+iUcfgn4n`-Ysunl%GO@WfG-pDyP4
z(!7&;B6d^RW}od@q0mnOvk_M*k;{ta{MY;fIfUO)Opz$LoRV(hsB26Nj-&~pEs}l`
z#{=L)na<jITEH@uP0GOK9k<1;GwY(?5+;c9_%7T*f|FPj^$e;j#}di+8sYl4e7^t2
zeCcNRv$w2(pe$DQ(ROzT=?%^IfRoRq2u9tXYjxgQvq^bYYC~Kg+qH_{U>j%lZ2BX?
z-xo{#mx_iz4Q>B-+WjQKHQpaBAJ#B*Rcv}8Hy`0Ra@q#<{5Qm4{+~}dGnz5M%bfI0
z4vwudCEYHB?-PYTT&olf)u)5JJ#z5SgTqwEkJuM}uo3BO<12wC^2>C$&jU-iCOn0m
z=fo?EX{Uq+V*0ft!eb!XAII#67mB>7V2!55iUxLTN3^+waCJPQCPu#WK?ue7L|YxY
ze7h8wxqa`0#@oaRAMcVu92Ihj?KqQx^1I}v>T_E7$OV?OpsuZc;_*rgJncb4noR$F
zhKlQRbfD}%J#vp?3v6Ay=(yTeXUSZZqBoK}A8`m<?HcDd-MT-4G>lTkPJM`o3%n|b
zZR;SIsn;G?R}>^x9*lWitjsNu%$IdeKha&vW^2@z(y<0r)8g_VH0V@m-MVYs0#OQR
zTW=dRzftx88IE!b)p9poX7htZQEL027iGG9k)3#6uyi?3YNmC>rE4c-yD>!Dv{uV=
zg9zQrZRtn7YyElCfxJfcdXZN11eblyN!qyB5s~ktu)~*CYIch#O&v*>vNP01dP>8+
z+@!$6h`UQ(FmRUK*U!N&E({h&L_THesvC&~BC{%bu8|eQSCxkXW2$j<KfaJ&-%*zp
zaO+`v*PZu$(3MzgEF;Pw-;R@Atyyu`@<J$&fhd-$kn2<Ck)TVp!_o``GQY`a@rgOh
zRPvzvIy9xUT>BgrGnZ{h%?FfZyEEB=Gj^bY#4h}Dq$>R|YJ;dmo%Q;n^hYqn9%3b>
zK8y8w6>_}7)=Jv3b*Q)L3f+f1#Xq%aJfl-R*G1-M7_Q9OiS}L%>dyzHqwr=LxxsYm
z$&n?BU-wTGwrnbipQtxQZtM@ebpBybg}zHOhtMD0KJVf2WBgtpUGt-WfJExJ>?A6$
zWYQvI!<Nk<z*97mGaEk5hV5_8UYAF4Dav1u=|@N>K$CO{frn9flL_zhkLHXn@^GW;
z+qEh`1rRmJF--yJ&obMZx!N$d_)hoF700&oMl`A<w_Q@c1Nm)>u>W+dp~a}9i-bRu
zthY;zM;YJ|ZhV>5Vb2`~0Y9F%SQc*~y&JYGM!Ypkr0|C@zbhx;c2v;X-WIZelG9YQ
zaHfiK2VIQfg;81yDlO_F_mAmeq6_=9JY3RgOWH&7jTRQ3!yu#lGCR8VoFc*6#rbYW
zM@zC#toA;!z7LNDWwg+#;YZ++n(g$-<f5;m3!39$_Dm6!I8CyqTiF7KQwZOBU#kX7
zFW1hGk+d>=*UNgH{s(a(z)0mkVp9KMX6o-v01VQvA1)x4V4QtSf)FZtQo&;#-hlGi
z;b*Qh{evz#my!?ORry=jPKc2^CfL@exDqSb+~<?MXDVGaN0hnR;AA(CaVre!1+Tv2
zIXXyD(Mx}jO+p*!s0kDfsoRMvea~SK;FA8-yNu|lO(864c=L8BI(a_$wc_mb=u3b>
z0a!D7^>>^wrJkh+^}A9pXMXV|Y$U~s8*YaAYcYq4$*<BN80igC_k4Sh(kJy?_iOiA
zp01Q&qE;->9o@6v1lpMO6iu5OUZn~thXtFT%0KOU3Y3wAOU6hL=q9V|El3Cd0x|Ie
ztOCJJlvtVME_!9F;Hi9j^818X!amsme6p)g(Lpz{TFd&LX@MQr{Eh6Ugzv8yoax=?
ztv{hh#`7gfQNtza{kcM=k-05MSo#)MfuiC#q2;I7J~JcYJ2Q_98X~_^!r$F*xG4sg
zMN#>Io@tR1_KjgQ6k=aI+_AiAX%<4#)kOu9!gXE{z!Vf>*fkrFPWILNRn`$-Wf3t3
z>jRA6+<v6*LqA`Ffhy>G%RCqO0{}#2SPK7==ZYR1Ht&bM{9PO^|Htg!zs(vq$$|hP
z!(YDg@5}y=eZ|NtL@da9HQ3uhVCO=zc5nU!PT1n<Ynr39Q`-BNgq>R*aB>d-(+lHG
zARJe&A3eeo$*NPAh~`?Qzi<3H(=|wRCRI84QkEo_@rL4^Ppz9kjyy)b)K-VoKRxWt
z5Y=aTU6C_GzbO*#k%=SQsp2B~jyfkf%lmVTc2gU(N-3j`v)uTDg8^Z}MxJBG6yopm
znAS<tXc#3?Fa?2mX}|CL2-+111qnkn3+@0FiGF#H#-`>Dn~iMyDm<lfU!w6f2i*>*
zn*&NJ0?Dv8EVkR;eMjVotNga}cMEH?tl?M$e)x(4oUJJq*Y@x-INZ_Ks&cE@XgC7J
zm9FI{JP>WMZ#b3@7zf%2{TL=nDR_1*w1suDbUQ2BT1`a7ZDCK+sIRxe4)TcQ`;YuO
zkZ#BGo$<0Q?J+yiuLW-IQJnJZDUqvpN&Et-kiorXhPJ}>=kHUSEzo(XR~D|J@EqfZ
z?~Su$l`5I}wWFW`e((3~P3zEB*`p7ibFX}E1xbmGw|uLraYxTWO6O|2iC<R+&Ik&K
z3gw^owikH0QPf(ya!Xxjz&RVQN-fu&pOeTDY>M<+c#*pfS=Jc5@DM(U_f++=6WVRq
z*B%|sa#DM@7uMWr&bxWnDpjQgJ6JmbW0e%ldz`jU3Yk8egh?t+JU;epPF#7KVtKVg
z_I%{yW$C0lb^C;QW2~&gH{2{$*G`6UwL~58%Pf8M(pC0-c>D3y6VZ)P6h?%axiv*L
z;peuB?gXr$6-|;xRPgW>TSV1Un1eYa=_QgF{<wTbUD&--V8DIGM7OS$B-@buy;)MC
z3#zQUB#*qOxGAIVw1cwJdPgW;-^A8+wkP3f=DmlFp9^an;?&U(^0>y|iG|!2FpI}W
z9$rBqTF9dIl;Hw*wHu%0=I8vhpluKKxfG9yg>1$Z@mOP}JR8=P)NB_}xT0h36NWHO
z!Jw=Gq!OZGa%vl&tVvk_{F-@@Dyu++tF67_F>hL-L2-}iQnuZCY^tXRMX4QyJZqO{
zUrk)HETnL2{2P583yTkumfFcQz%J2CTl-0}Lg^rX>J#M8Z;?p#j_mdO8Q?^k*~+jV
z_*+_+Tyb>^Wfz~8>kKfJv;r{cuUKddzm2r2D|(RR$u^&iiohu)`>np0<H8MrIX<et
zKwK;IS6Q-A*W-%pFwUX5`l}x$zaZV)?t^`}xt-Ybs;rkk1K`0&h5FjnC67~1sCfgj
z-f?b(z8@)KEzA*&u~W)Y@MGhGRm)qJ+Jp#qOo7WkwC;PkFQsz}(jFU~=qr0i?TdHO
zycEY(65z-i-KYz(6sD-(VzqxAV4E@}dJJoRPBcYGM}&ju_>^3js7;^Dp*W#pQgoTJ
z(U)bB9uVz0midMuY3@|eu40C3d=|%h3_kOeFEp~ofGbYIp-E_dkZwXh8YQ^qt31|K
zDxl1@9&f33LD98(Sj~t1gaL|+WK^SmfdV6dm{qk=ej0m1keNRq+Q=)B1ppW_z<ojO
zDhyqL4bP&+UXfx2jREPs5A_LkU-dbiyUE3oBxaKNn+aXVciXX`gHZr|qqPGE5C;Df
zjl9_ro$h7E-PY%rI-Uo-GheoW9pa@6f5-*BHjg}2GX|qOuDn8nc6oEY=)ed-`agMM
z*Qu9L@DJa3mbh}1(~nR;t7EiNsoQa5>7hQ3%zKBo6YjaaR#n9Z#@bW<dWT_0^dBy>
zxP9nuS1{b6H_Biz-J^MWkiK~wMJ%Iom2)ZSREDqD0e|Ho|CEE)>JjOZtRFXQxs6j}
zl)G{r$)yXv&MgMG`+Bp)HdWKMN2xbra0*ZZ=KiOi`iZRZXG9hRRXzTVUxgB+n5B8<
zsa8DO`NmrBp)>kwp%h@cIj-9N^-tp#Z~Fqji|iP^#IzL#$L*3*1TEEc^p#`y=|j<O
zeW@c*G3`@6eF4a0OPRo3i)-GjUb!UZec0dr;!%jWoBCVS6a$Y%zwnDB&adLQ#a7}<
z_MA6FxCh0i>M*f|JguBnd?D+nA+p$Lx(7PJPu~vY)Hj?r_7<6)9pa5Lc(=xv=Mc5+
zGODhRGK@oAJK3EDpP1*D->PQ}Ylszg9|qZY3mYB^wUnv+0^OVpYt_+4@B2_ge%w@d
z>87HZ8w=k08&26jz!Cd<0KC6q+WpncUmk6LZ&eyfQ=sz)fPE`|5dd|IR3=pdoB@Gg
z2B?|^&2yO<@up*!nH?J{=<8X{cB!v2k^V}S?Z=DZYv8QPC1(<GU!6hy)ZQ$soqkl%
zyM2Kjg#-Av^m)_nH%}Kx_T6$av6?u?^Hd|=>{^qE5dxrkWEd_qtpnb8Yjy)y<`k%@
zX36Pmru)y8o}Ga7j86{t_h#|^cHjkuV%M)l14H5Kf7$3iHl3ybc*Dj6{r-zf^ZVb2
zf2{VW<#2_jv<l)kyK+fcF$-?O|9&ZinlN0djd=hHw5d%<%KkQ3deNrVmd)yuu(HK5
zKFeWsAckjoXP&dmWt%SZ^!CEGZsxl}D-PyE5?_~*)jcVuBsri*B7#4TU*}O_=MfOJ
zCAzK{{M*(1@122v<+Hy!$A2~RPj^MNl+BKL;lUg|mDGzv$8{#0`htW!K4u4S|6&6y
z*SCyM<#0iQ<Z4t}(xo&Y_iI^y?S=dg1>gQbq~Y(jaC$KZ%j<Em55`%W?$PzFJ<D`s
zWj`nZBC^w#bdPPwr3eZ@B(F6}|F^3F|K<9VM~Jn$Ui&=<vJ|z`mzmb+Tw9}Wb+T^4
zq9+wruPC<O7Hgw&+P<pT=q=dQ&b?_yPSLz&ZH#9Kq$0?7?EBHJ%D3U!P%c<nypbw#
zY%K!UaD9|qT)?<K{N-U~@%#y&IQD&2q?&_JGxhiUbXAT-(a7P+;|EBtJ08&r%E7#<
zqEq4CMIL^XOB0&eUpy%1#zU18Y|2m72dFA*rNb4e6g9Evqe4Ww9_&@3%@=k4kk3H6
zQD>@q-M_Urouer?Q-f@qBX?57v5Iwq`>vmBd@e2<_7@2Dpf7)ZZ?sL8Dy|gD<=|bf
zT|eyR+U@evnbI$vA#twUeO(RppqDDHWQWVmd&*0D*uk~n-mTAOySAzNYaNb$&j^K@
zQY4QfJV!fXAYu+~kcx?o^@g0(#hM0LOWX9$cH37e4?<R$JLs9RkAa{xVMTbtuKRTM
z{4FM{OUM4)f^4D2$Aa?g^!DxoT8vNBqcji{J+#iAwGCQ=zGcrU3OHnYe+)VQOUzIW
zgIKp<U9Ku)V^#E)c8G;cc)HxDO;phUi;{bh`ehpcP3&rz+JDssR#BbaJz&4N?OJKK
zcmfcc9D}US%$<@qoJJ&-UlymScTYqinoZVh$5e)IOwz>We^AjxB500j*1ad+%ioLM
z-<RdA_*QfW3AHfJ|9BwSB)e6Mgkh1QS3gv#B#QF_pz0qz9F%&s@kIDv%*?89%hEsQ
zl1ud(-v-$EV`_SI?Nz9N!Y5sH!yAoSXCI$3XjxBsG)}Z^flAl*QXfPJWQ8#ZtW$9b
z?vDfP#an_E6|)K@$ja8;#9B@f^*2GHmCYyR(=k>8JwGSCsDAndC4o^dir$nS)Mwjl
zm6nUzpVk#*%&IwdUgk>dMz(2ZO@3jcrnUlZQT)<>8VLL6Lx}(CwUu-YU_x#BD@z6x
z2TgZk-+PC?^saK)Ro~nl;u(HCKN(OCA%FgOe5>!_{D~@|18wJV@lL&ZMvIX&y^G7*
zy2ab*eGOfu)8y7Txu~$RvLL^M@0MU6ykvnV-?nQFtCrZp<>wQ&IU!n!tKhacjaWsd
z$&Ym}bmQBXG>JJ)z?4Fwkc1Q_0Gkg|+tXN-k*F?b%aGeL!yjfLlZrnlwNpCr6mW3s
z9d`F>t9D8?o_~QXXquw)J1b6kXn}h-hM9&@IKZwdtYlTY%?Sa)#tHGYTv?m6?Pwo;
z+ZV`E1z%@~v%EJ?`T925IfcqcXcVLC$x|*i4mWOXE#`*|#{zqZp0)AP+{tw9qhBD2
z^%L}+_m!ISRnNQ5AQ&xTIlmZr-6)lYtmTNIpRDd8tiC}x`g1};ZxS8yMlM2XJVdzd
zJ>DX~Hgq;8KCXRPQYYm(f(YK+Ew_t|8Pv(#@HBj&k}IFXOQ3%5AyH!euJ9{P6CLoo
zs#khEvPEwVTW$%}3I9g(r>4WzSnp615-89{m9Snt>MNt@u7*txXQp~)8&43l)aMk*
zMV`#cl(`9#cs8X9JMkocws&M{KohqiQu4TlTgzo496A}8!r=n8MWJdP$bB|1zIx11
zy($tbYpp1-SNUzBDosG>vr_q+v!;Eittl8Ld|{ij)Ty$-Iw2v?xj>A(D^CbvgsUd!
z`ZCDYsd($ShCyS_5Cx@+$hsRHt{`Rp8sA0Dc+LnAoqZp^v0taqd1uZ?<X}fX?$uN~
zP2w13-CKpbM2S6adOr<R-S>!J@ZX7*<rd0G-Pw{+;n`^{`<jt_g!l!z5x(t7O{Y@6
z*jsAYTDt1(HCP`|K2_o7=2eQ?N*RaW*Zj%mu}zJt#H7$Z7_(4F$Qt6Nl7r}1lo`w$
zn9OXa9Ksh2Up+N9X^Z<|JD|VikVjcuT)<(Fu~0vs91&!(XnRTqHun%1Xt~}0WQ}~A
zV=9%q{r=>Q+J+=LPLSd~Z`zd)9`skL+c#lcoAvKZ+-pBKem*L*&rQPKR#B3F*IFWr
z6L~mCU^i`8*zTz3XJEW2K4vB+Q#5ct->A$=<htz|Rtu~|e+emXaqYHYhWy~P(bEsP
zS^t*&^F3U%Iaps()ldK<JZaYOAqflZBYDJABfVM<zo#71*)dhs!z7b<BNSVXtxxbY
zj*1RPiMfmJT?{+B+NM;vR6uJM6`fe`oNP<q!XpIq7k#I6cZ$3+^okLU4%=hg3KGej
zD;ryGR@IPiB?o$eUNxNgK%NWmeM&J<XCV0n+N82tcNC~#4F%WU&c&~|S{#9C)WVx5
zs;dQWCG53+j(!>1P3j94*FS~S-)TspRv%`Pa;FcCof}QxnNW{%V6z@f28LowN9>1X
zQ5O<Ym3`*-p5W1R>qv=eQ%CIX--lMTy#G<y6tG}&DlfTeP*7wGS(fMKDA8AW283m`
z-Tw2~?4Q?jQVN#X9QidU?~~I-bl1o;ML2vUP4i+d+tH`yh4tJ9kY*keW#@DoyH(Zh
zH-x-|5=R^hKdisCj{K@R-XgliV=Ie{J?$uK^K-D3OmR%UDK~gWq^l|ry8z9(bJHv<
zZyq$aGwp<sFhO{SpUlzQ-mML5NV?nQrrmQJIB*7=J`U>vIrQj0H>4oH|E!l_aTeo3
zy|3q^w^n1vvmym8*}B}Ww3ZIvSlYODRk$vP%k1P(b3tXX9G;2dD*BUVDJo9j1QyR1
zR&$-s5{Oh1dqMj8cI1QRM8zizkr{pBkBnpIiSM3`XI<_1n7FDiqE3utAmFpLhL^=p
z8~j(Z`{Ic8k`1B~T!i<F+<%<<!}`_5ZO>&4`>W@~d*8=Ly{C8Xcoe*CXLPHiuBov$
zecWtAd7rI+APz>ZUvZYKuOeqBt{xy^-ufVNiegTff8fa-@hzw0w}TMezGN>}&iH=o
zL8*iEF!i6^r*#6_2QKDMoO=9gnTyy?3VbT`6&=jY`SCQ`73CJhai5{Y+7z5MV0*$*
zJAMXOnh5=D4goGvoBJHp=>#R}ApFQ??EUyWa$B7ubf-mUIZ#_pyu8PK??(8G_&Y`=
zoYOFmNIZ^S#RlXnsA{Ge<+M=k&W5?SYoFgUTDoP=A%U>LAkW-TtUNU5{FHgTnc>w(
zvv9Rl!gtY*_jyevMA&1G*6AM>TB=rLma7_RToEsW6*!>(vo&-846p;Wco@4V6mkDS
zaRPP2LU1VWrXy(;A7%=HUj*{E3uMC-U@0INMWXm1=-a>{Y_7SJvcqw8<t5)$)dE9J
zfa{9@Kx87(LqHYx%vl^TwA<i0d<W^Pf%&jpP{uVR_cPm!%mI+(c7UlD@BCjgLX`=4
ze<K<@3v7N5Zz!(C<O5G+jz5+i6@bRaq;A1|)q;Nm6LINfe-jfaP1S*g!E$52he01G
z;V-Y5T1688ut%Xtq2J6$VBNoyDg4t>9MCyv?2mqE{?e!#{C7X_KPG>4_W+ms_xj2}
zZ~tcH{!dS@wH>d~d4%=u4ef?32&Kq%J=2m?>^!0B4gv~jNU!ilu-Abgc+Yfz0N<SS
z;V|6*MVXE~EfMKUc^81<br|7ojSbu51iYPA0l6_~BWT$Z;D3e!idCE<03BrmBp_!1
zf+lg!C0;5}*-({%B|9JjfHiGJK}!rl%kr1^7J&40o}Us>T_XbA171JP!5C%Z0MYgt
zV2LeIZzK8FEkcU{cG$CS$s-<H6AV58#{mKmUg1ICjmJ9<NhA+*NvyHd)~|!U3k4n0
znP4Bp{Y`6I9m^z#BUgkd9V`yO1Pl7axSVrN4X?hu9tXf*(*9<10W$M{Xsg)?Bh&f>
zU~irPdDYiI{b?BU|DF49^8fk%|A%w-|J?Z(*yS+=96J4WbQYalZVyo`#SC`eUAmyF
oQ4XhpEi0JCm`4f{ybZ;XS^_;I2>7RiA^%D&=6~lpLBD4H7xW=Sl>h($

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-125-Architecture Diagram.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-125-Architecture Diagram.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..1ac2a60a75f5fab010d93fec30d510abf871ea0e
GIT binary patch
literal 41685
zcmeFZby!?YwlCZX5FjB~a1ZVY7MxBXNJD_oxCcnE#x-as5FkN=OK@l!ch}(V?!n!i
zhUV+ceD8ecopa82?mhR+bLWp~p4z*sc6IGqRclqP^;@gBo4Wf2z?YW+$pG%%0|4%!
z{s4Eg04V_0g9n%oFt9K&F|o0+9^w!^#(DGzhn(;U9uYMKEe$mV6%`#LHwzs-Cj%7~
zs~{Waa~^(vep(h`aUotYZa#kA-;LbE#>U2ZghTfDF&Xbus;9jF+n>9i00ON03h1tA
z_viul3GSg0+`DT7(4zW@aqll5!2kQXcOMNM;{hfX_QOZ03KjT(`}fe$?xUk&V4$O;
zYI~uc1JDUD2%qx2dhkTW2$SBPi1%}N8Ww|ONi#8c_>hs$*ue+;AqgoNIRz6l3o9Et
zzrYJYAz=}z*U~bwav*tCHFXV5Eo~i>_a98n%q=V(ot#}<Kf1a5e)01U`1&m{A~GsE
zCN?fUAw44#mIcqw$t^7_uc)l5uBmNlZENr7?CS0r866v+n4FrPSz2CMU0dJS+}b`m
zJ~=%*zqq`*{!Q0C0NP*4LS6q#*x%7bfTHU@IyxFU=5M<0-FHPLGy-&tr#ue`U#Vak
z**~G@{ftE<8J<?sjLpCYJ|s4F7=B2?$iKvN^qaK5Q1-t@n9qNUvcD1b|IsxAz(Ko*
znmjZD01$BY?5n|xJHQvbm%eJqL4@lMr%I$|(wYhTUgDnZz6sfZ0pt$w_~{)03`eR#
z5$d+yLruqYQ+I$VFz}X`%X9oC&B324&>oJ^p0PvMWbXhKnqO4@_4u#j_OD_27d!kL
zG5Qxf{EHp_#SZHK5`%w<!GB*2Xyq^YR?Kdg7C1|X?f^@)2$q@p!9}mCzS+tb(7LtY
z4I7b*^!nIegE!G3Pmr^BfX#2LsdzfKY0%YIC3k@0Oz1Vc&Q)$>^xv0!ddQmo4@{Z-
z_cE+A2JOwOtT}mJg6^$)I_-42GmSKx#|*5CmObs5YR17EnpjW4w|(3kq{U4p3Ox8Q
zlQU=^o{+1tzP?NrT|O1p`07*k`_7T-hVuP^DtW5x?uwE9LU;_m4<CMSJnsElMe{p=
zu{Px+w}JGhZm+K1>-os)5zH=>3s?ZlPp>FCRN{1>WdG_8TNc_;FFHdrf?J$#K_Jhr
zg}jcLk290)6=uegYMef>JEdh-u;Sq@@-Ndd(B*vi4(xh)k<|^8qOwhrnd<Xp=7~&6
z+tP7oPP6y&yaSlC(RV&U|7!f)ampR6NBX4{RvC^(e#Q8~rL%_RO7%RNsDSR=Y0f6F
z)ItMaXXZA2T?-yB*0(#CN_BRi0t~PXov2c;_Vd?x{q6yfCc1>Xh&W2ey<SDpmZ=yQ
zCWZfMTPVN5#l!z&&-_(P1h+B4(o32z57jo*%Ttz#pMse008cYo%Q)$^Z8=vY?d$pn
zkF%jASuv~a7M!l^q>gfl?6;ttLM#c=a=NuIMahmbK_qF2ZY%Dmcu571gnIGpKDO&b
zD{0I=&GqbN)Tk@2D*ti^fOj(POb9hIAg}XpCST>xNXB4`6-z-r>eA>v`@S+sE|d@8
zumrE`#El0Ap*W|4?;p!P|7WZz+T;s7*5Fr0*xmus8Pmi5l=~zOIrqB*gg@v+wuGbP
zB?q#ed#(BJiU6$Xf&arP(#KAi-(u{3@I(QuF(Rf{U~Mda16cFTjTUTK(N}2*!Lzn%
zxfh%n65$0A5N&wEZ&zCP;gz&?#rZdWGnXIq!dq*-?It;41Nv)UKGbx+1$KNLYus*$
zBAgCRuhf}+^?~Wx{*zHp<5Cs%EUfn}Bpt^hczP-nf%^CD){5ub>_ptb9w@?fO=L&q
zx+a!xjE%IGNC&Xq-xD-}TDcEXgu526DS`4rD{B%aBoF0ON`k}WjTjRnKn3<0+9n~!
zvq!`c>YgLX#(S6;2$P8@Gwc^b^1Sl>U$LoHN9}ci(<GD*&e@p7!3o_T)T2_r6Fm;O
z+}lwSU|^oX#O5MvofL29=F`33D%~m4%tD=J*<(b}*ORaFd}=;4W8!PSf&zN_#I6yG
z%{`%Q3{3G5s~|4`>%5zbvZoBk(;n>5{tm8A@|~(13mHotEpU*&3{G-+MRD0jPr&1b
zY2ZO%cT`$@uw{$bO|G&K9D7j#JvC#@hK*O;t)OU+np%bw#6r!-mL=ttQA$)js+;pP
zLMl8V1;SX=)1$VG9O3<VmO*Ta*flhN@Ka%ppevRf^M+07hsQa89X`qD6MqByv(r3P
zjXH+#g|56ntakFV)bZ;l+e}0%FERef67^zp$`uC%%Wc&iV3<%v_D{K&G!+QRJ3yDO
z$sNE*?hbIOR&k>4#qsaU07NR%|APti^2v-&x0@?<y%hJx{le|_0W|99e9I21fFE^L
z(3Wf&)30tv2XAo&gU?R;WhW!Gs~0pI{TAoTUb40mX?(#nD5r5hktPBd2cx=0bv=yw
z8n?k;jv9StHuLleKs#y@9+;zK_W2)z%f1#0cZPS@V&jfpWZ0-TrsoXHtAOV$s<*!t
zZjfq%-xTM+8gO~`>TRgB<)w2va#AkqWjAl!fQ)^@K=L#CWw|glWB6fqa764=2VY2H
zXdr6=PD>zb>ivJBgnRI(oj>DGx&I4#fV>VXn$5c>&F7bQfS6e6uwPjD@)b-s5f;T$
z(UkNKzb@8uC!ErklMo4N5iZ4G@MuQJnmv_yU!UFmvjURBuHG^8^xBVNkFzO_?A`3G
z-+wW?*c)7BCp|1fDKpYzr-;wUwkf1@UWUMsp8=-0w3A7*NEx@ui=xvcXvg<U7CmY%
z^``mn6ym`M%*p`Aq|AbiLzmhlE2^U#Mv5>bfubF>j~9wqk1ffW63-Wn8`G#cY^=t+
z@!5x>XQe!bC``VoxdSvgd9a=1S>Ud#6T|NSSV+{nU-qUT&Mlxz)Dy~zyc@{d1o0>Y
zW_f@kcko2<;Xt*!g{I-f?nu}pNC46(miD5ZrpL>7rnM#<r0d(Fv$O?&Basd>#MtRi
zIVF_H#{inBmf=A##;I<JN1!c_3eO-Pzq`k4-dN!IoDl=-V}>QliY|wD&Bie+0%RPW
zDkcO!2>|JO%4SOM0A(y^TUt6XL0+)%^K842i}zr1<z+VcsFge&bjuc{N!GXKsS~DO
zD$`wRgLQ3AzFoaI>wjU(w@2tUed0=eCAQI^Gdw4oufvBA`0iklki593TbxOJqKocs
zT3UA=;}yb%XoN(gBx$Vg4@vrGx$h%!?f~6d!@#{J<kyHmi9h84XGJrl$k&v#h=(X#
zE*(~skhf*{cO}_?^g!1Cv6KnROnoezZ>)HK=FqI)O&d?_o!Je?i-K<NV~e*_R+RML
zt8F&KL(~M41Q=5U9o9$PF<fbgO9B)|LQ9+gt~fpYcL2^6Omf=2CqE0Rt~Ea_Q;r2S
z*K%b_;n@?G2h=<i@qRz4|A=}0nyR93kI3<Qpu)Alp!@=NmhV_LnMlJ~P*@n24`X3*
zvCJUK58w<<v7h!1AQp2E+4Y32?wo!fx5Qv#t~BZ;9U2L1(`hqwd|OR>$T?nq6k7WU
zZx0iA0D#~|5?dBXmobe5%~R8V+%Pb_a?`j@&A|*i8+!i!(;Z-zN3We&zQJHuDMX@c
z3uS=-C!rgev=`f9m&#|0S6i63*M&MUDHH6j#@7wp->7A8SgsFlPJNNLs+64xC(z!H
z0VB^j5;8N7h-o!wHQ`f>Q1YDt;L2I-9DqGDnPK9?z^#m9%6Z96-isgL?f(5~`6yD!
z-fhwdXntL_t;tgXG(MhgW91zF8Fn|=9E_~cuUFjQ4xkL&tOCpMMb!L45>K1!oW;~r
zz8PE6T5zT#LgahdPu+6(z*`xl_#M(_Hk&`6(pSKARHBR0lH^qqX2JTB!@C05d+*82
z6ALs74oHnEHsYKTSm(Ui`LqNQm!lG7zT1F!x<VKOzw++BRN3}Wg$2qnnZv+^0q8X2
zOhFh;RVKmML@5IWJFC<-n?AU@Rik%+BE6e~l&INg2f=mIVQJ!=I2F_$^-q-U&EJsU
z0U}D$p|j9i0wyBQKjrT27?wY~`T7EQP85b(Y84CxG)J2LuH@}KX`=tR1X7R&SSXl0
zymWaqoFWWoU5INpO(?(im58POtWv?qYjZG4mTlsr9ZLUg@phcK)NeUOls_6~qb92_
z(eS{NVF{5oY0|NnLfbXrRpsw2n&|zj174S?`D&TN#QGN(Fa0)By_I`y)B7B%v*4%W
zxE^RKkTXD4PzcAzU?Uo`+)pwiK5GUQE?0!8l|;N${sq{!U~&<iCOVSm$Ow}g>i8kP
z)L0k))LDiN|1IdW|AXOU3C(X#T{f<Q81J8clbFhLN_eWK809GIUSbb7m?kFGC~Y&`
z570CHy33u}NMfK6<kRee{|a*f9=*^_+*jbz#rD{F(txDAbl3#4gYfW3<KW<3f9Zuu
zy%QO&!sINwka{@P;k7l8m<9>t15a5K7iDf~RK>Vzy2cX9Qa3Kf@ON8{#ZI`SOlRrp
z^Qn9r^Ih-4mN8WAq|QMILITP)OM;{&6x^1bH2tM{xmPii`^04nw2)n6hyCY|J`ufN
zXJ}XEpyid8XIJph4XXL_;;_CnWl1ISa_neJBp9VF8Y_Sl2XBr!e1H;THSYx(RWmA_
zMP$El>%I*_ypcxt2#j0({=i1`-bBfn$0Jd4d7VXA_nZ`aho<=r1O$#U>FZLbU+W2;
z5gC@xaKtzh%AZ(k2<_Dw*)6io02TQ)wAsC`)3cKq4%X01CT!@ihWXfU7a{o@Uw|9w
z8H)XR?f{{It%2(waZREpZ$|?M8rX9)6F*$UO4_YzO6QzfOHMbrLFhK9xE<Bas$ynL
z1I?$Y-F<alBtIQnj=opJSwsG~-)j5%lxLe)x7*Ctk#JA6E;0K+Zy#pf({DJmskS9F
zFG}S{JVY6WJCC=Zt7rw?iti#ynVQk>ym7be!rm+mR?n9-Bs33ux7afJoDE`Xh-3Ls
zu#F+f%ft>M;_;}?_H5!fOEgO8W=C%POQop;oOM6&R7KkS<v)p}|MN-tMA5Vb-#lA_
zBwZ!-hse*D?qfZc?7Q|swo*zhk68KTifG#A=fpbbf;-7qPw!WfzK!T$@)*TPNCq#=
z-*ZF~hcMR>`z2^?1<L0Un%NJy+li`sU=^2IPG;81c)z>@91q_CTI#P<9qZv$>#iM{
z??%4W6he+$;hCVgLKgB4hpwbjFH0`<lfzLNu(yfbYUE-(M^sI9#P&J}W<0RLI4PCi
zUDYgt4qV`ETJ5}n3^%_Gp>P0M4sWb*$XCeKI0=WI?vD*CJ;+@e8n3ML^W^g~-zU*b
zcp=RYgC?ApOz>V|)?fPD!E4#wZnmGM2bU`gHM_$pQkoPo7Uxe}F7yX#&llCkmID`b
zu}<q)Gv`JIHvGk&#0UcePM0AE1X_w_{4c7)FjnQC?D=z63{jWX7XgvAE3gDm(?r+c
z?7DE4{hp4<ZSXkFhAf;?T<Rr4VE#s9kGL~oUE?ZVZo?ccQj3(Hz?rpje$_@)kj8#i
zfRw0S!y$#YB7^}~(=qFC01h#N8+0<KTbV^i<=v+AchUHk<hoAARJ|G(u$Iw|`$fKT
z4{z+Ci`LKBH6ze_`Z!a$RIfj&c1OfIB*DVkYhACEoM4-S%$`8#O0!WMWk43!X5xQ@
zDupU)K(wcWJ8Ze)Kqn5k!Z(+NXn{@6-mxP3NhLBT))$Yje&q;vaA+-)CuUPS34T{L
z%T~^uX6o$~=92_z<9z&8I7ej$Owz2Ws}G$)9;gKEDhp&+Rt7&w#Ic_Qek<hB&v@6h
z8!UovCyl$uK;pvLwi@AJ;o<dyBF)sod?r#VSDP|tZnm9!nJj_?Hc?>3C52_nP+J?J
z;V{I*lk2iKQF2M7p?46|HyZA!j}6uho@)cn(hg+g(7mf7pjyGj+fkwJ^`JzG&>pD*
zZyl6x(KQA2pM^H9zBkz+f?i`4T9y~w$e77qnq%t3n49`YQ61F+(F4$FEknEy3sRoc
zHkP-OJwG1(?v)qcox_^+P+})ML>gtY>O}~ze_3bK$3kwko4;D-0^?nM<i!I4Y}YyX
z_@i+XnQEnTBSQOTk&FID$XJ-J!gkLK!3|Jd>!iL(UAgVK+=pAYd`muU1lFlF@g8iP
z*{bpzL_(rHZ>CH6us5#%m0&;xYYj<<^x0Q`q<VtIk=`KY^L~0-bt~1i?8@(sqcNKx
zx)>6Axp}OeY66vseD9}Y>XIPVcwim7KM`D`ECnf1UJU}a6R^rIjf7eTIZ+jR$aQBl
za%jn>D@kbESchd~8(jtB29^fT7|ts0)mhLc0WE8@e5WOXyJ309o0EsZ6=l)L<71$F
zX4g@o2yggQuzF7Wu9UC-1C$E%+VB4YGV)J@e#n@kEDd!T*N3?ZGyt>$Qi@&w@gJg(
zeq4FheGE$8D5lw{FmKP4vcOMKkL@wYyAREW9%dH_#75ATPIqu|$x<?iRUtYXjP|Hf
z_WRX^+6~^XQv>B_8#p{%fPT>NqRFuduk{Q^@2mI$%z5dhm)GhNGWM6F0rJ_SpatEC
zZSi#ThD45~u?F&!knXS|vJQ83*}4P;xxEBQ<KUY-aAT^jtUj=J$@Ii^|Ga}o9aH`(
z=D81eHcG^$V9$i_qnTuaSX>6^sjb<3<kbY80Y}zhbC7CT{g92;vlPUv3v%}p)No5*
zt-?lpz%oHQv7K0aFY%mI+1imDg#XL;t%gHTP#M3X_*>M@=uf1Q@Q2~W_h-P275zJ=
z*oej*Ai&8q*>;a3ZEfqksovG-;wzG1M_q}lSCWN^ENF#!z7VkJ`HIZSeeXfdc1_Nr
z1T1^d<qqJk$rbw3<$kUUTxCHjtAOYWG2^fT`VVFqnV&*7)!ElH6&1@a8sqpmm=_#f
z!h^(LGRH;)RFt?XO;n_b)Bc@8D=W{MwvB$csQ=QDxb3U#8v#RQ{DqY#U*U!zeA<ap
z3l2efJSUwTrm<<{=qL(`4@=@?JM%jqZR}6iy94AjB+Q3ds4|@9%d>k08a^^_f_RPh
zH(knp_zq3ipVf26@Z`B+&%Az-VcS>f5avwT6#cdrH@J1va;-5B3PEP=tJBWUhhKp!
z)F+nQ!Sh=A>QUd-d_;WMDk>XU>cS=Go2?z1PA7P7*`&_{?0D?6#5kdWq%5?b)6}!8
zzIq6WXBrLbHcih^58ilehhZakw{Gp&Xj>*fxaum~ikwf)Lq$mFX(6vXu${(Q`J>&v
zC{?Ox>&w66uHu9Z<nWeytr?vWXIjeW@-ks_4Ml-XV`17a{?SnXKNhZs)AJRpgZq>K
zXp9LBAJPpM<%iqRxJLubezBbjJV`V<5+x>+*JY51sQr5L#6jspT?l42`sm=7JqEH!
z^{)hzLbMabA7{j=`;mF7IXxq$wZ2P9Vonq9?f{LkH<rwY^-A^+@*q!7Ie{Gs?W10=
z4=YGtJC<wgE<71qri?a@f)-yQKj!}k5)IOr6(f{^&Vc!JWXf5}_@dc5onA>38UOaB
zwEvx@C}W;_|ND_f{w}xe8o_Lv-i3I;*u>&Ae?P#s{zGj&8a)#t*K6ltbOvcpg=ujH
zo5$d5v#o3D_GP!@aExli2&i2*QmtfUs2wK57)vYA=bMO7e=Ma{J2t>%T@o5z1kiA!
z8c|ylx4dn2W}s#(io1fxEUR)33~c0>Bzz!Cuaci3t6a!urDlbp1->(cV4+-z7)aed
zglv?om5D%#CgoceSqksws(}+%Bw4#^{*tpttc1ZQk+E>O!>-bfc6~Ya)@%W4Zpdo{
z`9aMz%h&QG?_sWr%QvoAFABy?t|s0iX^MHF={uFS1goTs1bSEPbYucm6^)y{(-mbR
zs8K9)n7RFQPM*iM#KnKSKv!|Y5y@{BNGu0s6;iy-D5D`5uG=}P8ns2OcwfqGW?E7%
z3GsIH6rTym7XVjTrj@TkXORTrv`C*<VYkl8M=%-`)V8tpV@nLWq9?o_YytyXD_=?d
zuJ`LwRUX*Mf<%`^@<Uq~U@2GDba#NtqdP!|Jql?aY@nG)ISwdIIic=4v`LWh9{>IH
zE3|<2&~K~Z4AZb3*irpy_kkeoK%@usBhtx32iik306(EF`^cflf~MJtn1yy^KrysF
zJ>02m-Il$aBpq;!lqKt6Juklld?!ZP;XD(dUpw!&il$EY71g1SS^|(#F6hvDNb(*i
zFhIn1Hzq^HD<h|>>~JCWo2{)5Qe}jdbPWi$%&J?qs4xeQkZH_xOYE{O?r71efW}?Q
zonGc}%x`mH!iXq(9o3jXoZvRZ2MrB6Dq5wnW?chj287IWETPXLUL1liGQ-ouYNvxx
z8jHWte`Vi;0(Dpc)D|iWFXlpf7IN)D3hm61Lr*N`hN>nj6g;i!zJH!>v>IPKQt07v
zGqDBM=u!M!4(uMvx~AwTUm4p(PA<)+#pkb8vE&3F$)3LmbMDW|B1#ToA-jPj^<yT4
z<y9PZ$L@_@rrY!`aV+)M7Y_iZEeC$cjB%B%>vVsfLqUG*J{&o}gaa+`?*OG!1*~F<
zxvxHNT>0LXBxn>-Cm6Z&?gt0R1TRJT?z1&OvJ8njpSQ0k;rQ051VWRRf)<-_V*0$Q
zX=5+J=VuH@t!K0)Ut;SRV$y5Fml}9?kYdiS8Bb-Jfw2$Lel*tx%Jfr8Kiwtzl`>E$
zl&jn|;ADng=vb~keHtP;WvVOea|igyExV!im0gZ5*tx5~M5xzP>PyTfYX-l1#OZ&z
zaI(vBt=C3LqbqZu%<zP{pq7zN+8^2auPl??gax9uTWFu~hp_d&cRWq`T+pe1f6~w6
zM-@$gF^Vyj@xEFWn9SP3WCF4j-Xop4%NzUT)zZtOLhT$Ce06yiHVfPOv$|@w!KycT
zGD7u&cD~(u!boycw(Day1p>2NlMtfw2w^>yz|H;BJ&C7?9gf)#z~f;pxuztu!3?1<
zbJ}lW?Lu|U77TOGazo53-(>eNo3g?rqT&jI^NCdcV;B{!?vn2gz-00oB_MZzYkGOs
zzt5vhG?^P-;afp>*=Ui0F^!f*FzBBP{saFC8%kx+FCN)<CZ%VZB|{9{+|%SQpc^3Z
z_~e;x_f@3JtD#{V2`k`=cm(14Jh?XKyQXZk?X{BtGhORe_TG>d0dZUYAW<)G!jVon
zn|$xO)`TFqp3q+mtl;qdnn|)XB_n*ZLy)v;JkTC@#&`mfCo^9-8NUks_)VN4oh4>}
z9eOrN*qw4vBY>+b)ZIA|Je;tp0@CReP5d!uK{axskRb2!D6-Yr(aI71_%(FO7#MBd
zx~#h@Mg22$o3B~>JMEe_d1iJrs{%@O5GZ>QL;XzM?x~59-8@0)<`jZvJjKJv5#GNx
zCtH3l+y#_UmnE))LkRk@ipM7Vs~8?`9LQcyIBdZ4ou%7bvLc4#qWsG%^qCcfThmUg
z7o)yA(U)Nt7zuUjlgo2+|3>XgC4c*<A_AvI>&2Zt8zIY-_T8>4VV2*<f=TOp{e%@~
zSi3_7qg!NPai;+1!obPaq1o5m&fnSyOz59`o91MWo%R#p=vYC-JEiy>ef9R{_u5Z8
zbiZlOR(fax1>|SVo1S><I5lz^{<1Rs81^1$I<l;*YxMI2nduz>nDj2j%%Km&5&_x)
z%@V~G<cx#}n8yv|C9mW>=C;5S$cc0L4a37SGpdO0r8-@9_}-?~)GwC1>3W!u=U>;N
zy!OkW+mte-?p0mcELl4^{}-&FH-)3Z2jzmpLJ8I9-yYYN|H=)Q!s*cQOFkbP5HfGC
zGO_rrX_W!*)=qu^?72mfv0rIC{3^Yi?!W2Uz%WuHlnh;OU|UY|6klV6ahrTKs@w0d
z*V7EJCfQNbfS$eeWw?H)Df=Mnc=LGiNpn5z#en@yUP8Ieo=NNz;mR6=4o;e9<8-2W
zova5nc2Iegj|p1<Hj3u)A$g8n=vD@*(>YNfomFH{cnG_AHguwmyxrmyU@nYqz>_4)
z4dJLu5;nv$0HDb}i9EsA0gi^tA*m{&AL;5#@cI1$r65)#^}47=CuF3ejNxNcs^`3h
zI3eQYAC6v6#<psHT_cps6dDkGhpdpXX1~U{iWva_zv2XX>I|e2?vZl#&Ks^{p5zT(
z#yI_qz?!9gNLYP?Nz??TeO`g>D)ST!$H9_VAsTIWM$;SJSL14X)0p*IbMP3B#jpGG
zz8m10BMMjm%m;a@kQOUjP!$l5DlBDF*#v^VyGP>!dDIvWZ(B+T6w%}Mnk;TYz(trf
z++T(xrFDNOG<`Bv(3Tx`yva>NCnUp{HRe!fJU6xB)lE&0<WD8E6K1IpO_vPRl>OEt
z=cnZielE=<I_L6GN+H1$zuQryosiT;=%HwWVrB)Qrir@t6uS>f@gr`qU21+@HFKuj
zIEZ(FxoA1$Gcnkzk-ol)S<A3SgY><DB#t?gpNaZ%?%Ln5iacCBkIdgwmMes-!YNeh
z&#bDiS9CjuEbN)eSuRUrZF2;oIY$Q8*23q*!2OZeqpXErM}l2sa5Iy4h1=0!+!pLz
zbq~o@6cXNPmyZ=$g<9`ZV_rB$1K)lu5Y@Mt&%$%Y3>UQ6Yc%Y4r)bG&_`t3bF;3Bu
zpS~X&t3L9sp<E<1VYo|{j}zsgr$MW#F0@T+&e<)>8r>%`*UO=nH5SJz^hYREj2D3K
z0800T^{9u=8J*FFCU_##uiozm*{eH;Zg9JURTFu6G{9Iwbfb{Mi?NOAssD)A{{b$w
zyae^w*`f)0doqkwi9nHYk!}8G&)y8#oC&LunpDzxtW=Exdy3oC?EHU}SrUL_>ag=I
znY+cl%FG75tiA&z^PH>fdrUreJ5Wy0td3s`4-&0hXQ|0j2gAE*dDL?TxqcfY<-Dj%
z+}|QEp2E^U37(2;&~k1id|I?-d8m8&7(7w_jsHhMeK}sA?Y6i?#gCENJ@#WRTTrA@
z!_&;5Xvaz0m(YjHxk=a_a(iRjS>sv=VcVfq)||qE%(B{u1(g6P--821e{60>Y(i3#
zp?ec`Pc+sW14M%w@_7riEUI*Z)3`D?JxYGzbyVex@!{D0C;%@JGOebHdwt8Yq+!uA
zMleT``4e;;KDXb~D{T{Q)L}<@;rhLLWsp%~#K~WTCsS%DGN<pX^>c6)*imw(=)R+3
z9Dkfj>%zZxmfsP+W_&ElN0WKRKWCgICZe3+-n3(Err+f9uuHimCXgd@<4<FN1|v%U
z^ehN#;M0u%`Uys7bXDbZytDl4hTBxq*Ve$^)&BK^!D8Bx?DM~@r$3Y?9<mn3wl)$Y
z$0`LUZA{A1{bob@L*Xo+#CJZbI=XxdUQaDzh=&!9?5{LmgUNoCK(;1><8kK@$-r0I
zENvty&8b_zaN}_nC(5Ils8?TGz9<a;EaS!D<*7(<I&@mpL3Ibv`Tnscc7L-L6=_ms
zq}q+QPAi6>+M}9$(<o4FSO>F!ochvEB#XIvXRH;E28_@m8w4JD8UA7sN$GKzI?o`U
z!23!OM@ACEutjhOpa3ozZMVWI!fvmDE6NeEC*Jor@@9{O#b~8u@X`vaJ*6k?k?Fn2
zTfsX3vFr_}zF|Fy><%R~ges~j{<d{J@22Tn*UFBpgn#Y9rIt?ojs;4@yaz8)K6t3N
z_gTp2>-IaqWX4|`&Oue~euo&=H@snSWjU}&a6>6I>XaY*l54r+yo&>sl7Q<JNy=-&
zsELr^{MLB>8Rm_DPZ4#_Bw;+Pf9Y26P+mL{7-#9Y>zFvKuV21EHbM5v*>uLb)sD%p
z`whZ(Bzp%*Ry)k|+(<mbYdZFdLMc*ZJv5tG+Jg@_@XfF`MF0#$7bSQg^`KMcG#hcE
z>&;5HZNEahjc<RNKi6;?w0fai^Eb8q`R^_De>0(dU{RpO34h{^JeDl-;U)0!ZYt2N
z>b#*FO+49nxV{5JxrD+=R*-cXsv5EaS~G)v@MX62nur1ODH4wl&%z9kF^q>Wi0wnd
z>lu3TxrkKMeq%j=sCVFD&^CJboHF(UVSTwRU(JlkgJG9)AN764x6}DE?D|6D!}cge
zNHFb)KI|;!hjKn))E!_)eSCs{_7i$3@fqUvy`MKSj~(JNfiM$JPMVH90)a-j_W5J>
zgSd$Csgx@t`{FymBA3dG&(!sKyxorXRHIK)Ir+}?0@oe)A<7^{4Oe@3FWnSxvmroD
zJ}R{^Q_r%)W<Vr~cp?e6Iz_B<5u(yoT(y8w-<^qj=eGpUZF;%#enAOudY}ZlmlHCN
zx3%TP&DiB`@=SZdm6ZYSFGxyOO5bRCSM=`Xsu&#9*HKG!B$>Hpi0ua3$x1|zO<{=%
z!+-R`9(#x^vxdFJJ1)@e-nALuS2v1SAm%<OH*@{)pgO3x+jc*B*(Aos7m+bi%OLno
z!?HK$OKS1;!a=IR!l0MKs1hRXl={;tu|c5Tq?K`ceyAV|i)(chcs+O&A9aoRTg)#0
zX@M8XmG#<-ks2*iq4{K$y65=`m^y*qRYT(6{`e9ptKeZOz`$!wu>IESY?Ikg<v?!<
zoe*o&4q{;zv7;P%Oainj{psoae%Dgmn7_t{O9x{nGO0A1*8V55Vo+X*w@fgPXngp)
zJ6I)wBYz#W)coz$zrX)OKpQ|ez*(SS8CzlyVv@zpgJYC3|22P}esNEvqFif0@5w0~
z;z$`{yw*97tLBAyzh><~U7<2-=)$6EQ8I)`MK{imNEH=P6m9bIQAtbiSr(dkfv_hq
zr}dEn<HN5RjOBTwC+lT+#5{=~%Gg!x=U6ibEG)l0WcLsS6~XZ(Gu+UF5o(<I0XSG2
zRDpUu=i8#<yG%qXZ(eC|a?f;JQ~GVf*J(1Ub5FmRW~qP`c{5l@om{SC`~{eOoIUA}
zs&QfrGOm{M6tcHwI2AGSEg0ty9j~e`-*QtJqLVC0$-Fkhto(TU*umgzV<>&wfX|(!
zWL_uN4@R6PU3V+L@ix+FgbMeokopZfj7T$$j5UwJ2khXAGRoDl{@vb<LT2_}lKT0)
z@V`I|oTc>6hVp!Z7QD@CxdYe)o>TJb*z$S1+hLyO3M2|wtaE$TYT?Omd&)wYD#J53
z4@=}?#+hPmkN9wYO>zh7w`6y-05m}>A0_$=+i8ug$<VgKZ#i;F)mDf5MTIjRO?DJO
zqY1(TJla|_zbtqZzFV-4-48?=kLXN9)fvQsWKrPd$S|FEMBwFMm27MoHhXD0!azN+
zaUAAIUCM*)Eiase2dS^adom?;OHK=^LfJc#`)M+)Hrt+u+sWEMbolIIlHTmRlBYM+
zp%j<&Fh%1LeR}O1=u6zNLiR?2wXO?+&`WVhoxruUWX$UEFP1b;qKlGX#-${`IvI%s
z9O=@qU?Q|XqJqvqH+k3~Hb%>|eH6kA>L<^uAu%47Cephf_-14jkRA~T(D{Rt*?8H^
zAN@^*Ad1i6*TYB;<dg0+MTI`z{~N=L4l4u#<hQKv0IRQ2`bpt<Kh0w&lzDqhKZkd1
ztv$ABWcXp*Q3^)n3nMSU4SFQaY~FvL1l0~Ida|>CHiW~^Cy-a%0(&{=Q#sf)koz9E
z-BIk`7d~E_o$?j_$}&z;HjcK^++-F1SHyYr=CKEH?<1NAFD4z#t~DH!$|Hs*@NL!3
zc;ctKIorc>gtJxz3Q$4hE6ThW3fWB?nK)$L`j$~7BVMJf^W-2q+@(N+5t0j?Cvedn
zM-R<`l%+fc&ZYI+6~rW;K51|YlG(0xM(9(!W5bRZ`|bR7gCftfi<n&$#m-bq(mG|M
zw$EBAwJ4+w>svobWRBYGa_2K*J3f->%<{O!b5H)b(C#2VSz-|QW<0E<j}v@?*6qrQ
z>o&kA6`}i$`J68Od!p+(EEiuzK3BUXH1n6*q>H1r(qUiq`<>9J#0VD?P=yCRYLjTw
z8-3>8>|RO`H)R#>rFK?Or=T8cEem?5Bl@*|*1_XDFHm_+uUTMx^NnqKc_gr@G>XAJ
zZkEnl_G*&(sRN=@9kYKw5k@S&EAwb;spEy{vsKH7TS2uo{Y<7qC}dyqZ`1dWTB{Zg
zzew1WYTW_Q-y;P=oIrJPkpm|;J02~;43HcV+V5uD;{l%jqKGeI1Ppi+HSZ1#WZ#Tu
zr=$8+8~QFyJ#Oh0<LUiCPjEMS9_JhN$u#O5@p6oss(jtKM;t^1ph_W`mC!HaWvN?V
zO+IJF?(s?2kOH0dx(8Phnp4yoYxK+X<+j~@+{Yxh?Ron*fN|BWX5o5`9hNVYCPW$v
z1UaTQCtsBWPK*e@-m`Zco=i_jb4`!q+)E&i(9R4GuRInK^J4eXRjL16ko?GB3-(!=
zrh2{f=~$8Vcm!oUf!69L_pwnw%>zAW7KNpfQSCcGTZ($+Xas9esf~ra=g;sdl&W6g
zmosNcD#ujo`cW!c(hieY+xbz6<KyP|1i5O-x#gG(m71mxe8nxN>SSn#xo{bk6dt}j
za@nXHX(CPSJ|Y)>m6wzn5ygj<sR7Z1%s`6v<yr^_Htf)8LCxw|k(CbbC4|mAA%4s3
z*_vKd?kjmsFQtU?^)ahjqK}ycc)MJxNY7Om#e-bvT95Kb<@xCyAf6l*x@qeCm$=RI
zygPsd*gIuK_J(1m>gEc#4(td+fxh2SRrpv7fS0n)wpYhc#3nR^<%Z!p6*1B7U6^q_
zdOn5-C`mDS5jaLe+sF`(f8E2bemK7495dzhfvBNgG;C_HBt+UK?2%q_m5VQOM$NaS
z;6^7T`ws9~tzJ=}jv`IvRCt>s)9_*EjZQ)FjqK%^Z_C7|o0)Q;FWyo1$69GGowVMO
z?75ei=!vGaDVH)%?LyXXX`P)>Dy~$jMYdg)0^LOt2CZ&@LfH1GZWOl|P`okf0-Wa-
z_zS}@j`*xAU$yf=-41zLartvuejM0^=fz7TH7i7)0~~8Lao)2~+=qRO@vg)X?kbR0
z*3#ng);-Zb0CUE92dku2DV}D!-}>XeiF1y&-jk&BIa=#IeT?MKCMHm8duy6WZBhsc
z<7y&QXWi4_1qcQg)4?$-TChB|tByAKlBf(M2yn`i1||O5=70^)%3IT1Lz37&#EcM}
zl=q>PSm9zgO4f=}CgIM$PMEQHMg#H5dYKI%6aFax<8bCHNH66nBrdX<-m|(XH*IMr
zk)!!Js?)J8q@n2}9TJynTu&&fDV2H|+WFdlRo0dvCduF_Gq(CFjh9;<W(WRUPsciy
zWZAc;AuoS9rgSzyc7Kh}j)l6x-<J#5oYo;APzeuhFgI_T)8LyC9gEnit^;eEV|K4~
zYRnaVtRvi5%h8wL=k!}$lxIHt2x#6acOvVT{*b2?H!A00QOMPH<u`s)>NwqC;lb)?
z1GEq|=)fTn)D)y&Aftu>Tf-)T=0y&a!ol10e*S9=-&?09tpu>v8pihaFiQ2(w9-Mv
z#4835HzsOsy*aL)`a_1T@3)Cn7i8E+Q@i5~i@a5MC7JnSY+!hIWlTWVLt8tV(TXr5
zT(=jl%~&dn>+9x7#`I=Hp?qV?g!o&UK{I^k#f2tDn@T0<RfI$|EPK0Ff4)_8&NBAp
zNvyM;H`OS-d-rV4aee)mM=8ZQ=o>nro6BCMYFM?`_D6nk@D}l}vgqi>t=Y*fodk(I
zqx9KccN&Fn>&7V`ygxgRhe<+ol_m-l&*9luRlJgP0FGZ|$M$}E?E><6E^KNEIt-yT
zqX%5vBn!(6uj6aks8ZksimvI~FL*M`W_dH78|u+YZ9?G16Xg@NWmTY6*DrD=H8pSV
z*Le-OAF?rvguh1^Yt8B~rn_k~87>lxg({h!zpWU3lE(ovVSa|Sjnle^XKVA>l~3$b
z6wNOO_K7CgW~IHZRlN~U6*vz^TO049RJp*|a<XMZtFERhyi$HOX8@bHM4%(gK1+K}
zZ;mwPkt*J_x{?CUul=o13vONh0B%UufLVdwh-cFtM1`JIl|2|O)KTplMiWI%=Hr?1
zFz6y2`Gq4%X1`;^MN{+{0dvH4TgnV)lezj^DIPMimDJPxB9>O@LKqTZdzibx7uk2D
zzIDpp6!BS$tkAt$bKv&eRsp{u;X-8$t6l`FIjG2u@`fFhHdGZRoH76TV%2lyxbV#}
zhgrK2a)$06vH;~^!IVB>>gyl>(6h+??8*RT62qa0%f%&m`on`;QIrugaR+#~W?mqX
ze+NhkKl_UEZ-_K;v@V|R-2tE}H>}6?V!(|_<Q+iVAxh=U>}D6LW!U5VgCB2y2D-R`
z`mI<4+Q=a4Iq*`GMVeLv+Sj`C=t`-ocgTyg>EPrJ;74QNdpnDVxMgw>T2GQ4PdRyh
z-GWrjKR)GdX+`}GBpaJ{2XIwFg}o2zMH6}H-vRhYCrFQzY@^f9kpsVrWn(kkw-zt1
zb|TWl@|xE1@}I4VEIyMx8@U4<><q7M(Vjg-RSVOLUHeN1@bH_Wc03ChMiqXSDy(fu
zrT(tDGRYvrCdP*}x-~<<_1Crn;OB<7=VQqlNq2y^MTot;->m~ttrwwM=Rox*TNCxT
z(I8p)Q6_4f6!k)gywvXi&%KPGY?Ia{$o<GWfS15iUEux}%6A8eNRJ)&{44F&@C*JF
z#O842C?Y}j_7oD4Au;Bq*(Xt4NBza_6(0c=g(^PZr?#UvY*x5p4J^O|ii#yK!LH$b
zZfXg)s87modGu6$3V#OUD_Jr~?&ZZxQNfs_Tttdv?f@sfAe7^`|5-E&q!ueLLR><^
z(~Gu?YKkUEP4anOp$eT)h33bpsNGQn)qhB2#!<$0Q8lOJuCuou?MdtJG4ZcR4*@RG
z+R>M>8;VMK9~=p6G=(^mtVm#_AnU*})OnVU#t`P1B#>CPJqiP?HN3sycYAvW7%YrM
zF$Lb`B->yC5i%c<M60DATGkVQ^x|(qAW+an=CLvGcngLatwm&mLzL=u**@)Wb}=PG
zXm3F;E>J<rvfooq{#GLnHR2LWXMR)LH>fj!DT;hZWXe&-?oQa{$tdsuRo$TGO@i<l
z{LFPuymr^w(9H1aj|X98VOPh0RMJb(OOPl;1XSsV!n<fsR<ck%I6yW$n4`V28-@P0
zAp<W(6mwmWqUz-B_M%Qy+zO(&4|=w>lch}8V?lzByDWti=$#p`wgIcFGb!1%(ia)-
zOiupHIwI1Kkialw7Z8s4mI-;4*G>H)q@p5q{@FBrB>6NB9GGk=nwR%u%lNCTRmnHv
zAo9-+_X_c!Br93!Y98+|8I1|u2<LnhHL#wKKFdSoP#QcRJfCJkx)pNVuLY99Z{DQG
zQi+)m4`^J<y7QbqZ!21;M5)70anu-B)nU@b{)4X5$>JkKv~DL|0;WBqF7X(l>23TY
z$SukP`ipDRVy-ie-q+I@t?3&=57Is2SAPt+X=m<KCqtr#BZs!mdvo&4GJ!MP>*jG%
zR^+jEh&CDw^E&{<0F;^;1EC_U7>unX>LmN+sKskJ^CgqCF6#TkvpwnL0#_5XR<uvS
zvtKz9X;tK%%s2#VsUXr8LsOL_^oYmp=UHXl&*IB7&B6~<^f!5QXZ5@MLF5nJ-Z=xV
z1C^`hWmBcZ_)41+S|ss`3O+EyJ&0TNnEHG)wx@SgvBo29)|AxJBT5RWFkhEf)|k_~
z6@t2=1+8gUR3Vc(!6$Q)5yF+PH9zRRL(_U<FgM3M4R_U_E$(b8(5jhuX0!K&P_9u6
zK%INf%02napu@9A*+IPAP0yXk1B@~y5}S3CpM+29hp62Y1{a)mK;!a7w!|n&oXO!G
zukC+%flwGje~?SYGbvAAo7|H4B34C*-DiqdH#;IlJ2s3Hg;UT$Ngy}7pM~tD{V9Fb
z5gAIS|5HT$KOoNa!N6y>{y7exJu>I(oPMdI*9_wuMqQDFXlLZe3Z<U4`~%}^m55+$
znv4dU%LJ@UpB^Nxarldkt*(9tg}MCt0ocKCmC29v;Ee>mhdaWr|3Krqe-VC!Nt8!{
zi+>+bdxzpJ01?WU@c@)H(fHYtu@(Xc56>P0kSsuFs7PSMYRI%*7=M09gVI{LHQ~$x
zb)#`oNHy93uR9{4)ewK1t<O;=d517;OZkXuUAJqm*Z){^ogvM!`xe45QIq}F*Kf7L
z^lV2VdDw%(dRbh%X$=+00Kkx$S<hWOz7_m+nSadzHBqz*539_XtDdP$Z++}x2i;4{
zPPpD`JnMsRucxNxO?Q@XJ9?B#@fS>J0uLG9aBp1Bo@DkDU1=IQ^0+qT+-ylTU4(5Y
zwi7uNw$$xY{y=oZGF||an1~$G<}dJmj3J$BB(fp`J+rwHL7?$kq!ai%kM#G#fk0}?
zH<hEw$NPJQ>UwOtHu2)6me^v_tIuMybYv}kLps+@F2`99hWWMg9}*6-+Rc9=mI_?=
zqpV!tcj_qxu~NKnhy5Ji<1S=zLwDqOp=@=cOCxblVADwTxYNq_%;XjlBh*!x*ZG3$
z@mk2b0^@mCU4ynPFpYRqRU>_c$Zp&<_lFrfo4p*{c%Z;GGX@dGn*>f$QsSbF%g?9T
zGnf_r%Y?4k_C6s~zS?LBl6-2J%co533J#zwiw(E9n}PN)iSpJ62PN<FPvDWdeNj5G
zz&DPs_)Wh*VBb&4_VO3a?z^v6{k7v~CC{d1iY10<`Myv0W-H1#*cl-)1~7gXcY|dO
zyHq}+YbS%XGjY8H<khNLPjH6XBT(kcke}+Ft^vsi<9J2(+xOB0gmMd?95t1-8Q;vO
zcU-1ME_=Pa1B{yH`|9Z2>^K%J^dx4;yM%9Yya)_iG{V?V!)E7Gj)qw%Cu%i$btXt7
zcFu^4mOqEMyaZM!0q2Q*qqEYjGWK8m$FXn!S?~u~SJH;t#LtcUr<!S{r=az^LAS%A
z%k-m-#R@j_a%P)hYwF}AXR`X_e(1PPTdw`wMIlR@1_YAVrFyHEB7zhsS<-&fpVPIm
z;moPLp=KLiK~2nk63-RaaR=DHo)jbH45a|I<OyG+Ok?GjzmYBuI0|10CtN|+PV(qW
zSKWM#r9GRx;Sg!S;n;0ZGHf7H(V_JFQ*0^t?fqepG!EJktht@t!8<9>n-bC8!bu@s
z_Ul~=gYXSRc+7rkglH_(BX!X7t=+5B!hxp@#iZ`0NfgO7@9<XHS8FB0i0HLBUzrRW
zb2{pUQADmqEDmjk5|pndcNl&JGz?iCsOG=3xh4qP(1VNb6pwPhYpAFz=DFhWr+d0#
znQ|!5qc_`a;mpYEL$1VrSQK+QEfnpcXeEuZb&Y!dBJ?Q17v&0mzx+eSJiXhB)JyUY
z7j_*jPFrOHb^oa^fX8T7^c6A_sot4eR;-R*A_UM>E}9E^Og}3d(&&{2>pZ^M2_s4z
z$*N7#GR<&n3=m+5|6nE-!<aG<FHJmAS<*K@-xA20Mfb<*gS!7i!ZHBP1^qOt**d)$
zeJdN31=F<*q4t--6J$F|vgVl}{O{X8eek5T#{&2j*#={z;64f#3*>Jza+=XqA$c*Z
zp33k?Uwb;CgiD<ldC@U!Tx;eq8CipeRhEGQHIp3k#5!Rt^_Aq(tm#!egntav@4GKZ
zNuBfOz3Rvz*UXu1EKhupqlgsYzN^sv+N|dmFYbN!m&3-s11M&RD-T=l|45(Jnf(@3
zPD+?fTTd57{qsVgf2Z5i=4bMBs=oyNtDfxZYsBQE+`Pe<YlaH2lTrUzud4-hQmA$)
z=qzi9bx(gwn@Vy1+kYk+3NsNge$}KIqZ5iG9>=Tv;9QJObc!_1<tD9Dg&@LU9gupf
z%g<cmXbIE#ewJR?7lBO;TC*e9fQWXOdcD8E+k7|NjC%pu3`J?g8)Mmfln-RsThlO!
z$K{KdMyJ;ElvAvGU9Z*8<AnqFXXFM8g>2JueFgHYmqRQkAI2WnLS1YZ@FoS!kc4|L
z&-~jExAEqdKaSDYV`}4Awm`affWufrl-~G=_U3^OaOqhSN-HG+UgDJ3SX|KZBgn{q
z9>_paX`YW^%2@^6)^V{NWfi1E=@gC3TO5z>Q;qIAPQ%E>Lu^whAkbDZj?>S;mLI4%
zg{+2|Bg~NnAd)$jOX3$yqJuzn)8a*nlx}B-J8G|qT|#-)P@c7A3%p?GgR46L>a+kG
zl1L}TuD<VOsO+3=PizlLujQOQE-1Qu<9u+9MT<C3S(3eB7P+`Vsi7VGD6_@|KKG0d
zuQw9uR<#ByX?SddI^^-82s(IylvF;1Lt7w4DOcXAcK|B})Qim5e%A)9I%nQMMK+;J
z0+Yh?j+9>SP$${Gp=^gQz3R4&T$DRDO+(<d0K4@RHMQXzpjUoh`T{fl#(KOzF|?x=
zQDc3>l2wmin!hIZ8s||RP2togrjcI3VBlF$CeLljau^jOKn8d;(`jmE+y^oli|jYg
zl}xyBeL9*rzgC<XW8Im<m>|z519|j=$q2g{-ZLWR2jhIduUkM6w!rNrZTT_rUXc=D
z#S*$nU+QoX!LM>b$%|U;hCclpQT_jQ;lUY8UsIZt?vn|LTa>?L$r=ABibPHCPLiWF
z=hu<+It)``z#$~#(4xE1@Y)m=4cS*Ok21VyH?*Zab~k*KGW{t~|GGm&^0yq-2H9TW
z?*n%V9LC3WP!kk@nh||ycK)`L@D6H?)pAPzJQ6sx`H+pRS%Hd`5dpTQt2ieNth3Er
zoC|J;uo)f@|Ge3rI=uM`9ogSYJ%3gc_KTg`oI5KpYEg<NaC2#BSC(#J!K0m|{ia|0
z*lJHi$6|=!MiU&bi@YL^Y%BaaYy=xmEPt!OXB{f&0IkI?z^Vsk_tYieu|XR+FbXUL
z>OM|djIq4Kd<41QmT@FD;h8W-K2IIkwYX3doe7MUj|JyfN~vwZ^GL)==5?QJ6Ohn0
z-;c+>$vt%!$Tay_QX2(zcOl?<4=OY)-2-V5BX`+JX`@vm+_Hotv}xym2*Y=`8>Vhy
ztefGZ`R5Y>G^Q!Gp~Fw3bIvExz;W&9v9WZx3Ir4=?C~>mz7*8W)|#taRivF|fta_o
z&gKz*9rfe=0+TFS?v4dE?oaEgU6@nJ6+seJ*>f9xwUL;miRuJ{I#Pin$utDx+kG1b
z4jwU9wwWdM+MRtOLclgW6@8MtcL}geSCUSro|-UZ0t+0`s|T~(oGB?Yu@<&16YgTj
zx1J8Tbj>MHTui1+-yG9ejp@+9`sIU{mR=j8D@SVoqxYphSn#=W9V_w}aUHlWLWo5d
z+ED>hSJTvuAA_+1pR&R-#UZNyb~`}v*u)6G<HugHD_zf{PF@cbD494e;6{ukTps=+
z=v~R{>x!W^e1}hW07{qqp!n6=ng}-~?OEo^dg)wFq`qIVdgT`r?4b(BvuI*AkK=7?
z?GA}mcML8f%~u0|Y;=FzU7-)4tNG?B=ZklM*C1)yKji@KlY5Wu0Q8T;Zv9YlJPe-f
zS3fQK`y#b}cZwFbyvdJ=2qTCjHd1SjbBITSx{hEIlBHd~NYJLCcD(;-*W0#rOp`%A
zGY12N?n>;Z^UyZl9PvXn|5uGc_E`N;VL_>J+fmUGi^>@_<hc(nRx?t)$ZVP1q-8!W
zURL&T#n>I7LC0qYG!|<WA=!5Nq_Bhb@M-6UwuesCX+jOW46dqGM-@#x-n&FpO}V@O
z9FM^srzuV#-hL?rJe4x%<~zZcFd~%euw%^RpF<PNvzccC8pHW4(JrBU%LiNnccyMT
z*q^g~rd^<fCYf(H+YBebU+jjbNZU3qJyy~q7t0PnC`M{1`DSjlx};@elR<lhE?JJ(
zOJmp*h9R5g#p5*For36ubA2U}esiY))7l_~N6+vit7?5QYq!I3?JV;b82o3L1LVuJ
zi0%NrGUO&&e2SdM<V@j7VPHjt5c%27Cc>ID1#4|bwFw(%(1n~!Dv%v_@zy<guuU)~
zn?BaM57U>benOhKs@Si_I_*b+=)#5!-LQbS$@ghJ+9lgs%aHxgP}4_bH&X$!VTlup
z7FrP38E<q)(y&_LE`c9#FfCeBj`v6+QovS9$Ojvp;4HlsT4kOv^vDgXyc&7!#GGgF
zQD>j^W=BRhTbT~7=OsE!CEt*1-lF9ay_Eah9A3(Ar9PI2o92&|H7Pyp_a!|^@lT2k
z;6N$s0{#}GtNe&LO#C9=mniVF{iJ|Q`O_x3Q_&wJs*T#j;{i(SpYykB^iN17^nV*=
z9Fpj8+^DFx_Y+Xj_rF<7^wV3ElL+_JIFL>2ejqE{NDCE@4<@5{Or-jk<v3O4Whz-s
zyNG7=DzmAn<5*2M90l~y5<nY)N#-9T(G02qfampi7t*F{2idW``;{O5!=oktnGPXm
zVV;Vc(G1<OZQA*cbnaI~Hoig*Bb`SspWS*L-T|_tt|kS5H=ZEm5z;xz`-P+GNPeRf
zD@@JRIy=A5gS9*F&|D{Kg?@b8OV1kV?2u?uC$fUA@ZM~Ap)zBLSc|J8?S9q&Q{GpH
zMZK-zqNpe+7@&kYC=CKq(u|6<fOLZh(jhH57=W~NGjt9h-Hb>|cZYO$!_0WsxX(E|
z&OYbvbMD>yKKI@~=9ypDTI-AV`@VM_+->teR@&`CBtC36w`0wI`h^A*m%a3UJJhc`
zf52<9Vte9fxcQ{JiGsf<9Uo8qOoi*mFD39(w;tefxVbV(+mXi9*=U^$HmZC64IJ1c
z*`k!n9OOys_dLWhvxUwp@5A{0fV1FX1MrrV6T6rLS?zlv;#ADX{SJeYJ7-hQJ9GFi
z>}3_2lE44vS^lcVciX2@IebBBNled?bCf_Xyx>eg+Waf%BeDIk)I0(k%j<lu(HG%u
zgZJ7xKrZP4=g4(3q__9<)k8TXOSQ!~Rau!}TfsNTXC;L^O;(h1-5DI)A$NG&fD%bk
zUG3$qYi9XE$&S`AR~stl>(kkLNk07|%t0Zc@vD-rQj#J)5_*2(?ZKz#41IPAl%i8|
zamHDgbA7qLL)l>;av+<ro0Hwn(yH}tP2KE6DQPR+QxM+C6@?S`j5bsIh>G39k0qba
z6rNb{E#$kS-Wsl+*sIZQ$`D{n|84txMz+yw_p!#ieL2bHk5FQBR=b?L#hd6!w()io
zS&@(WZgy@Xa+td(9;?Z$9+8SF!hmI@%G$;<OTC#$<{_r2cZy)=fVRYHbpgfTY7+74
zxLT(1ED5mQ&U>a$e#IShfV4!ru(I25?S<-1Xv5TDYN=x~?+1nPJ(TV76M|)MZb{oR
zBpdC|Qsn4DZYkf1#i(Udsdg9566l$%AD*n9Uf2@o6Oi70YnJ+Wq<tt=FOhhZW;)#E
zrFkE!X}tQZRF=u~xO8zPla#+l$a*7kTxSch(rz-n$WA--!Xg_&QInpDSf-Mccj>*k
zEXp?L{ytnFHd+%KL$3XuZjR@$X^4?*^!|<mg6O+XLgjwF`V24Uw~V_wl9=Ce@ctaA
z|25;%1rcUq3*2Ba|5B;~xSmf*bV)L~d&D3P;e>93d{W{UR$KYl@V1pAf|C>f;8tg<
zyqHhPIFCr_dh*w~&<Y(vZo`zP0%e$_>U6eNp)0enMcVSpz`gD7I90GXJ@Wh3{Zx#0
z>1(%B3YKpa`bj%-yc>>%uP8YR%5oMdFEg0=)6g-0mXDTXe2>+5x0akh$2te7hf*EW
zB`QWh;4NJVDyO)Z8A?TCe5X-{WpO!quxMOPAV<Ah7;<Ek{01$;KJz7LOl-ke#gy~)
z6saG^u1#@ZFyeu=S83D?RWAP^N1Y^jkNq~E+oyDtl9h#7uG!qM6+xrefyW~)&f5$(
z*gkO4*ReR-J%h1HvG}J?W`=h>16HriJWy^TSMunW<W#jAIaJa*Uics#QnW@g?WMN@
zX99x`kCk0*8?7R~=+g7Jh^sR&fLs`CZiIq_l=LZkeq7oRE7$qwPnIjKVizX4#Hx*I
zVK<#<`lA%)rS2BQ50SuC>!LRz%Tsc6ffd{54st8(UzA}}9F%pfj8an54Q@OVp<%wR
zYYRvtb~!6GPSUrN+E{=PpF<u{Y^Q7w*(swkw`*$c#v~c+;lfAqHj?eO1PMug@-KXa
zz*cnz`V=;!TSf_X31`2aA^G-B>RxawgJV>*a6dd4#uq+#ZX3tR(HFJ6@xgQ4eopLZ
z;4G7nep;CCoJ+0>`{KW~tb@bd@fjG!bLOM+Z^|s7!)Qb7$BelP$V5!)rrITy#=1Uy
zv{qNfKdbIr_o3b~!g;4(_wi&Nka|nGX+g;hX3ypPcFzndS3H252)!;0*lD@3d$ZRc
z6J=BuAZ5FIxuFbWP;lIiAsy>o-am|LA6+Uf)mhHb*ImAz*EH3NFqk)DZaT5Ph<ThN
zJIxbd-y~48E%D|EKjj!bh{_Kjb?rU{jY^cPDw3>|^mB0F)48-1q$cs|>#N=y(&<;i
za2I9OGxjU&5V<`XBUI<8i|ZS};Bxn|^e86C&aO-r=%l5BygnIZ21Y$Z0agQxlT7B7
z>@{TO3-UMS$!&Ueyq8lE7O?asKGXPgJ>ImnDWA?|(K-fwYRipr$sSBp(~@dr0}0|)
zmqy&x`u1qqyk(Y3c}p5-<>~hrB~i7M$nan>Yv)3P<fLMMo+f=gh8B(dvv&6I?K_|f
za!?r6U|rll9C(-j9E?QFi!kY+c90`uZCmtDxXrJ}@{ci2!wgag<+~s1e3C0Wj;2r5
z=l?Y3Dotx_l+?^};w=>dl1Kh-T>jqwpJH%g(;9#AJJt8v6eAdcsS(4xHH`sDK{~7_
zO-F+gQ+bDbI>$$l;|sYKGiVni*7a(d=3V-Zb0w%7l$&<_(*uVVJv*%!Bu!0tn@(SM
zT$<fShGCI&q;H~Viz4&%I`aa?DRE>nP)`NZn!5b0NJHvi+g$>$UlwmOS29dO`C`gj
zzRRZZsxPZJx&0lAibZoez1EX14xCs}=~P|T9bB$9Wq70Dc?Ke^J}^O9{vn}Ur|9l3
z^;A=L#XwnkuU*(_t>9)+Hp&aE=v^Mm#`KZC^sVfq>Ns8$OWUkb&M1;F7G59@a$GtY
zL_wSqS9M3D)#8NKKdAbAgC%}fd|RVp`mOF8PCBV{WT{-~3hZO*u$WX$9Y=RZne4(_
zHi|2c2^MF%Ef7AXQTKdWoS!ShoI2w6=2;~9tUWJ$v&&7<7<z5cL&lmDzM&Mx?dvEs
zi|=G{yJm8BYH_i^)SiBsjC=|gx6A)a`WAH{owprrkoR5tNAQQ@kc8YwHL=Kr_<}hW
zIGG8=_K|VnN&MsK=o)%xQ>t;U^E^l;wwVr(D2YUe^5439m<yTiDk|Ll5V#^wbVGya
z$lZ8mF|FK*G0f4s`^`Wg*(fXO^F8D#d7@kOd`9*Ou1o<*@Bx!+d#`ULY%LQ;Gv~0P
z?%@!%CXWQ}?B+812o)-nVe)W`L44JN&YZR<+U<@ej4(o9C}EIH1frHXrlXubv`SRZ
z)G=c2h2ET;k@${7fDaJfHf~uEK%_vKeoP8PD6T`ZdspoyH$Pdz7AXMN*kmDwi)?ER
z3!)GZo$P_Jl&kEcqnbG;_@4h3?^eT%T`#!C$=*{-vN3Kg4sa<X6zw#>n7QA(4%H)U
z(lDJ~6H+LY@5;H&QEL=(#tn}XZThg+qR4)rh>rHmcN~oi%W(MJvg4&HGJ9ANZLhvr
zgX1;PM@yAAmAkS#*Tp+*j|2~6+i`P*6o;8|*@}IpBblPo0{ltK86RoBB{~-_p&$Kt
zJKq3W@7y==@Ydr|L4p3x1!cRv3wc^u?%BwMrJjO$Nn>)2G0V0NtgQ_UYEaR|K;H*a
z>m+ZxGm~&CJ8+cTeJgg%kiGTV>F6{2dk@%B@^g$*Y}Ob4f_~oWpfC~JkB8a<7U6TT
zL`QQFNK`iDc{d1;4<Mcd^mc-%uS<^pmfT{l`JUl^T)@-QGB}+*xwXkA+&tTeIm&~V
zpHc0WaSk#?N9JW~82{7h%fmos&D5s}Z>xKL$1!nWh1aDoDXe9+PWgMSW{OP*-E_Md
z!&6pK>f5hWS~|=0nDx?dW8xe)JJCkX9a)rfbW@0SpPGFNMiOREavmz#8LalwdRu&b
z0wKYPj&nrG6B$dG1?2H@1$`T4So3R}giG3zkH<BPDR-k2OFwD)=bt)Kxy`sANFjkx
z&kAt)Z0xF}R?Z)!K-{O{lRr5un%1KDQqfU0Yxde|%EFimo^zIow#&zMo4a8z$P~XB
z3WfD(FU!WsD}K|ExSDXgJ-T7*2_u(CMIc(K&y+D}GQhYuowPbo$U{ALeZz*dkpF6%
z>TyW4aE}jD)&QSHeJViI7g4vZ>>R%1Xd-i-0}<UcHU^`B@r`XJj#}BnmVn#g3wA<6
zU^SB+g@N^Llt`y$BcMRX=#zrouUAxpl0DEnbG?pyW>-vZy&$dPrUf-BFAb>gH+G{<
zXk&`~Oht-v#u}4?!x6t*X96sQ|C&wpPpDD(4dRBIzS)U#3j9fOTmMaRYteZkXZm43
znS|wFD7Ip@5Hnjh!2tZwjI}Nnf0<+WtL3xA&rZ(=y6uKOI~SH#>R^^cd-pZ0oQ~3!
zNKWJOa*4{;hgAIXnO1nvA-9}n4zsR+z{{-e7}2Wa<o;VE^Y1Jk8d2ZB)_nD5;_-ci
zbM=Gu`ga1<46}UO>07Bqed~zVK2H-@D6G>rxe85lM#WPhcFEjY$u81+3cZ_%JmvV~
zWZ7}WUIWGMBBNpoknvM?h4JGDS?Q*MLYB4E!g3=6Ed(;Jr($^O&2Fad`A^jA6rH8$
zSr-R^StaNv2|Kfr!N^xUrB(i=tX(IH3iU#UbfqsA9;u1ao_zxyc~EHs=VA-Y$k8Di
zMZ+5+l1T}lz$5XFLX?<S(+dX8zLiNMSgzgn<0cf#F?D%_^E!4W)5GR?Fq=TqH`rB{
z-NFCmjiI^xH<BcgQ;H#rXGzA!M@_G2)S?4T&*l_<4y67%m(H_rPdw8@NPk#~(Yo>`
ze-pKI$rF7u!;ANgi!(FQGHoa{$D8Q_PE)aaD}AOmB*Tl=VyzoIM)>4s)d$23NXVQ6
zyjLuu<G~O<DUbs+fC#t0&KFkTh#X-HIT=b)_FLc?xj@FbSj3dQUlu=b=WL3_qu}{R
zq_X=Gf{V7ZZxnsm>2v5dF&U+oE*IbXe6HpGoi{vZE<2(anWZGFdJI)9b+_XpUQxVh
zM$x|t9={~RY9OC*GgdkLo#9zbp{4n&+-~t#k8hGM5=L)EU1hzbK~o}$R|PloUnjWV
zG^a#v-Z)#~&ClVVly{3|FK3}lRk-P5yk?9lo3hYnOf_Ra(t|4|E{3^Zt?^slT~FM;
zx7KGR)9DHz0?MmRNkz2X#T3rF1;PE8Zn`n0+VNc~pYVmc5s$pE@)sY)F{<~Q^Sm%i
zwLF~8y!#LV=O{%L@p$54YPeayS+aNp`-jMur9HWK3WxEN!f&75Ig!#Ny`1Q;bQelr
z+oU6j)ML>o5X_p-Z&5Dw2rczS;H=EUgw?o;r>?-S8_!^(A?P!GJ%?S(E*Db~Vsob4
zAE2HFkj$*dMOBa4rkTZh*N9N<1_4D`#<YrDJ~zpN!a_fOp1txUU|VuqvLP<8O(T=*
zMXj)jeU_*V`_`ckGRwGBg?xOdq&R4>jfb(yF4s}f&md&gl9Zd^2+(uZYg5$FT`jr~
z7YkuNx;XIOjkNRwUU}Kabep0lc+*YCic;64?HF|DJ9O~KYEz#WQ<yNZ?c#Fvt##cC
zaCq1z=pZRO_eR?C>d0gK(a~lx-Fo0^-&)wqJg%SH6p2`+tYIMCT#WXsyE`1_s?RUB
zqLR2-l`9ry?S3o@(rDxw#8|y8qP%_Rlj&;4o3>~(I<s{&t!VmEVHFgo!}70AK1A0$
zX^xZMjxym8@T<4mp(Y6YtlwKRnluc{RP`lXx;}GMY>j9eE4=C|kv0wQpWTanGkvv(
zjZdxWS&V(1#VldRA>?Bg`{CPT**!N+?d4dEU62oBvR7IKS?d+v>xMNIWxV0jVnQAP
zjHQA{$35K|84XOTUrWA#7~dVE>0lpaAeQT{s%w0u-u`s*kTIX(fU8r<_oDyf(cX5Q
z1xb@dAK&N)+$?29gVwOQ3K)l?g<-%(-Tv@L$Nk)9#d!O85pCpI^WrYp!W`bRY0Qco
zi4D0`O`-?`aad*#)?T%It%DI_!D3S{@;9I}$FPIWogCOj$gVH^cow>QM~yrAMlaUK
zFsON;3z^0i<`r?{4|qwJmgH+xi;TN;yzmg(afUxqqw>6ISnUwVq%D~JrKCOWd{caf
ziXY*lPOjL|r(cSqivu*o^GhnijdO>C2T1PK+wGo)3&ognC6s*%8@h1DqJU7;NhzB&
z{6wk`fe3iXaW5#7hox%k**IlSk&VH+&@jJOkW%5?n=V&lyQ|joUByt(oEN1Ad|u&O
zmkS&}Siv8ysHxY)N55=&Sa^hZ#$n}0j!d7Bw%6Wx7W?&Vv?cx|2uObsTpAn^gPR=`
zXoc8!`+E6h5)|#$VnS(q`y^V}i=sM#9skpJ`6pW*e5?Ov+h5|a^d16-<;G7AODy~+
z*F*~f%%Pbs*kB8wL8mPTDsE<4=OA$B?@F!_3uFGX%ktaTEKf;tzrn?ovSev@v)~Dh
z5-+_I`P<+SiEOsCUcM7o{oEL#WJ|p>jKOCZtFFP*7@1_RsuB3_41JIgsJi#cExY$<
zK!AHoETL21!7=#hO{>OpOaj|X-nzOhrpdXgnT_onUGdXRa;C;tCp#JL76?3Le}8jl
z;**ObYt(dkNL~av19bB;Ea!!Bu*CIb%eg|9m(N}~&H5mxON|BOGT7E=C!2AYN-v2G
z$yqJggj`V>>6bUvAl*wwn7oq@9!jb}+(*3D3;M`Qsce;!C7mKAQ5nN$k!g54h8CWo
z(N0Y(%SC<zzcxPr^&+=5Z|Okgx=wj{q0czksZuwUu7&cwTtiM}A4JgA)En7+qi7u|
zqZg5yTx+`u)ZW~~sI<?#cLGJTdQGEUXC0Ie?vJHbMKBAv$!YrSQx0-V$&N}MTur99
z#i`Bwz`jRAbu=>ha^#e~OGU6FRK2;TuVy@b_~G(|d6^xH?8TH>H!&`_$kVJA$u^T%
zg$mICuMCm2<$Nuffaa)XzbQ{KlXB<G#e*A{C=05}=nmIe+$_74Nr=NllUul@x$SK$
zWGW34M(+(6Q%Bh3Uv0W`MD=v{cKSpSXS;R>zq$67UioX<kpeteEbidBGDLr+ps19T
zRQ7Y9tucCeic;R@oIBcb1~v)NUCW#smxsKQiruRVns6H~wH?0jYZBNaO#^csj7(1~
z$kpUu-!E{?JX<a|e|z@q#$N9Iorj5oA?jZF{=4@k+DdO6TuZp4Z~ggpRqVjpdTNT6
z8e*L~{9rZd)Rm`<_em$?_u9MFvi!;Uj7OW948K@hYj{8?`p~8kI?Uy-UPESHL-Pr`
z+b1W3YN?eU%blM{p4up0K2VV#%c3qQ#32qo=S1#qTyg6o8dW=FN5s0T-Z;RL7Nb~s
zi79MH11BDjD=tudE{-uIWFe|oCWoii`t!19Ve+uvYRQpcG><zpM!(-QkmTv?hqaGR
zM}8VmFWg;39GkF7xX(k%mW05@)Bz<GwJQ9CQyk9;`+e$q73P8~IrsN?Z-x}yVkym#
z`dr4Acktqr*pec3u!M$9C5Kb~*R*aexpYz#{TGGM(ia!Ir9`yfW8n@wlfRcE{qjHG
zuwfMs6V1Alg<dwb@r?{j4qOl(k{?>MyMpn~g&aHStZ25|jzpkduUuNOFK$zQ#h&^p
zrRSMZ&ZW0LlG=Tz%BSFm$7PV+HrV3hf(_&h1}nAGmyUgxdIf@#YW7AP-0aS5N2NQe
z;%F7Vc@|MM9QvYfRNwZQQEfICKEEEV4?TecP8;DPO0<!HUym|EovAfZD06{ck=oJO
z5$ex;g*`X`(R${M`|I6o>CB1hq><vf$Q$nQ6JC8v>hzyhvFx{v|BX2OSLggiV$u>L
zD28@r#o{`E9*+hTh<?Wbsf%174;Q|_jReS!HSF*(0u4%i=uu*V&}nfjF}#fXZ#;@0
zfurBqc6wxKeMD;c)aNImPZY{$c(dFGe6+vR+zf6GS>XEo@uF4f?c!J_dS3o9fUCZ6
z=2omJHTZS`*vafnrj6mAqYd0*Np06f4w}i(Hk$iZd%0CjAR!|@%0gaWOTGW%OVXJR
z?Rtp%O1iN~Q)atdF&9<PiYVh;M^MJFxcqd7zAmPg3#T*|L<Gs88}HQ0By2h710Ua$
ze}N#7O70o4Jo(n+OHub7hXs(BulCI8cHW*dlY6J^33qW)>wv9ArC(wPDH^R|P3RNO
zBbp)JnXz;cO+ICiK`sQ6F(wP2^4V<)43EJk3&p4_@dTX1GO{7V2ktheJfM0S*mc}`
z7_BsbS{MXK*hAPUQyOIV`Q!Hi+CF*i<ERW@9p!OiYD-<z75Nvb+q58C1t1(Q(E{Gc
z1>p8i()x<4Jh4?kdBc8MjcAU*I09hBC7M@t{liMarjmEn7B$P{^0#x!f@O$NX$tx3
zk2KYxZL+Q@L>-m<&Z<=uQzvO<(Ht3Ccb+B8`uUwgtvGScxfv9Rav9{jtmKg@7ib+G
z`;J5G2LqL~vH8@q(Q;kNm&Rjg^u0vaZu;J3Q&9+`%1;Rvix#FvXp8b12)3*D^y?@V
zD?e+|fA)y1lhdR*f8~ac56P1b99$e5H3k+p9V!`>uWbrHqaj#C<ez`I)lx*qhu?7~
zARS2?@^|WeTpKRR>ZSC*?&acGaYD9~J1yJ6j?PTNHTprKAX9j|Auc2TsU)BCIhXv`
zC?pH|sR(8#IDIks-Q7xVQCZyTwpPpEarBBqTT;I;ku)70_eI;qwLYdTL<aC)s10l%
zs=HlNoXYiO#5H&tqncXnBL~0t*4{ZtO}lO0Jd^(dmC?3I(2}q2XY|)two8?1uX(s=
zqY{TB=eXr0c&~9jNnYFjyl!&kHe5GDA|s}GK{LXWX0G&h)Uoni$%7kWZJ|kRM>fHD
zbg?~!&iHJWdfMAf;$9Nb^SIXSNPW@AICSMW_6QtP#9InMdB^0D9gUH!ri<c3&4TLX
z<DwHxTB1gGLfW2~oy&f=sB|O8r$|mjt?PYm#USR%1<)4&iDqza$<Hf{)fd@r3Cf7e
zJzNqovG`X)<iFki7YQF=qe0i^V7u2eXTRfYZLyv#91V(LL1n<65C$4u+6D}Rrh4Q?
zbPMF#eXlKQF~HiDHuXCpw^P5}CLty9@CLMS^n~g}`1J_wc8OkmRJ$Tcilr{dk1|tz
z>+&6^=;*zkf2EaLQsKLh>egt<fr|#Q0b6CZ2FiGpnYF|t9O}#u?zU#;-|*qeP<S!f
z+`5SBZSu7X`i{e@bNCG*$s}tkG|OkTY61JAo3md<g*i<RuHB>!Qo0Tx519yk1Q91*
z1zviu4w2f>oy)-?AZyJ5^Y*GT4RLkKiC3YQp5@=R$iu#9<%0KpEZL9*FNVL`f3*rC
zhkxHDJUwoM0ZAq549*e<M23WoohTZoNg$S>v)CJEt5U@PL%v2tPfqM_=Ms^u;9|4^
z4vXEN2k>k-cxV@*O>l`5wI7!lMA1Yyp-_3~6UY=O(YRoc4=zWAIfP89hRUrOjtR!{
zlZPAzs+MWx!5&OLv{LJlqHeDcGZbvS*-M{k6EYr}6kZF`I#d0L0#rPo1hWfgpFY2b
zl@lt#qW4xE*aW|>sBqdT_pb@#h(+>Hy^~v(%*@habjJyE$4!_ooY(FRZ`eMGZ2;BD
z|DKhI;q$k58`7zCr$dHh^)d!(v~I6V?8#zyHH+=EDQCoC`?-psQkhLNM?}ys!{rVj
z7%UR~@*>2X&qtZ$V`Ng%t{~qn8B`sIc-H08=2s@Ey9B1LocI!oW~ZIHUCmhR+~kQJ
z0{O`zguIC3z=SKR_RC<<uzA>(fH_e$VO6lmT*-=2AnS?GHi4LjPfMOK{7P@%Yz7Dc
z{%b(&m$uD+u>7Zx4EzR)JQc_78F<W!uF3;CKkg@;4+aC@Vii{BBlmaVK<C^4L+86Z
z{Q{}ix0U;&LMF5*^geU-d+*dH7d3kU&->MwVnt=Y!EUHm4&sfF_0x{Jo2Ps_NMb1*
z=2?uHRKdgj;e5c;;s(x+!K$OCnJsW(>7Wrcbusg{rhBf^THP-siepq~pEc`zbl!TV
zla-eED&u~VC=OvA7o2?|-&ja03=3fXOQR(P(CH9{E{N$=A<7rxd2)T22uyQWrB$gI
zwZ9<{;}W=Zo9SseEQvY3!Z!{2z2DPL`0x+7%-`;>4sYV7so$no2^)9%mM^fIv7@CN
zWR*Vrh~A-etndnDn6(=J*^E7c82xT3U(!3y>9m(`oT0=}?Ipug-)F6u-W+tI$5eHz
z-@?kTa~toGvm7ABGrDjOc0@1^8x&TlVzgi31!*SIigq?}>Oe}Cm~w3uo<$ih$^-o>
z{0eJw<z|hDf^mL#n!~@04zwXj%b*+(A9r6iod6K~F-e?^m!MmGIt%t&|6kc<ah87c
zP55v6X42*$$_X~wgH2%=Mq+*W&K<<m76<9y!;hbS5yJdsIP+J_@*wm|LGD_m5`77!
zdu{E?74`?bR02R`IyK%pwU?<IZ)!bHMn;gSOjWj<7OAiLB<;bK{Lf~uqzy^8OWo4^
zcWBJJMt~6eV>86zsnc&fykQ%Yv1-R-L8GkySb|_MRViAQ&yfama_xA)qa(5;T2rB8
z&Vt4a@frhBP)jTHx(DZD(d^blNd7xn$v}jij7WP@MM{H-*k85vOgq)Pu6GI&nM(uh
zTn+CzT+=k&^&5u@2T2huyTt-&GNBfHci-x>uQQZguU#NpAn6%0u^;3fv}rb<F;9Gc
z1D7#_NH&)#vO{dZ4_Bgrtpi_jE>1cJE*ClMPRYDIlRmYkWJDF)tzvqEL?4Ju+y^fA
zt+FA<)8BDgGM16sBxQiCIPbL~=5Z6I47r`9UW)RtfKFh-q7N~m1c!ND=~xC%tS&#T
zqJr(Nnv?5r^m!E~EhQw%+Xhwv15g{5Y+^Mw=b!5zekYFptNMul`ToC%H`{iCe7@^M
zi*B2%qZ34&t^!33i?ekDeKb%7lqZH_M9aVa6l(#=ZbGzJK#>n5Epz`WzVh!>NKfyc
zPC=vjf}gAb_~2BdW6H+KWF+i9!G$+pwyb;SqTX45$I-udhi;B&Adbspyi9?sD1%i0
zYL%OvW&o4qpibY~4U=*HyaW9suN65O&ftL5x}ehb#OPC;%3oeb?<rV@nbq;0P2NMC
ztbDax*hv-d|IpN2Mm)XDZFoiU{?c9KH{(+|rdn>!{EBbPb8e{|rufokPD~V|Fg6Vr
zpIm%FGs4i&-qMciC*K{0ROj8zk<v0689~r~>5xY@Zs|v7x;n9@UUiM9zt2`eGIEKA
zVN#Jcxz%}DsX3V|`z1oe*z8kDoGBZm>F#OSC8c7D{+cj-4Ws8c=A-!E$azzptpg+l
zN@eBYE)Kh#hAT(Paq*cX#TE6(c13N34i&S}d9L=Q!P%*Z2j4E5`{{A^#e_w7-Bc=i
zsk1W>vensBgxKTBVXik%A8oT~E&H0mx^aD5#ID%$QZlKZT}mnoz+=^DoWmSDg^%Ra
zAMh0nYef2cAjTGKGf4Zm4<;>wNHrdvYiPV9U7p@fyY}4VL3K+kTBryfXFRk*+c^34
zx_!Y;T#s1DGZS)OldDWz)m5sb^%5n)p+`C9r!q#C!uaK{jTD*LdG8)Rl@lSjxZav3
z18Yt*;fp;ElI0Pt<TKNhbKFrMIsL5UI7mZPYy6XjvoSSYV3;+OPgKqJ<TK5q`6t7S
zj%3+Hh-LZ5pJGa{WQ>rwX+!Z7tYu`?Z}1=HJda>hzs|~<jx0A$Gs|BaB6_5BB3BYo
ztgfv51h5_hu@d?AcO0~TIBkC2A{Pk*>+hWNPF{O<!Eg4>;2X_(X<NP{JdtkXiZ`^S
zeA&mD?AhUCA9?_$fX@0rfE_k%23zq3)!pgYux8~M^c2cNV{;Pa5s0>e%_$WJ9^rTH
zL7J6eX0<SqP%xt%fY7nMe0i-2B`5zK2Rr&TQ|&+n@-~e$W(nBF9xqiAJ%Adc`@=54
zZ(V|av;L=M?EO8H?-tYpK+eOUfMFgwYZ?pp^@dGCJ1U?Au#Ate-g?+Td28U|(GRGF
z2PJw1Lq+uu6^~W(|H&^ID-20N44UniFYN=q@I`#E=^qNv;NLa-&-)VJROXi0`jf(X
z@xSE6=`TF(!ApS*<Y!SL{4%j7w^FnRxFI=)0?<2`q6@GM3>=PYYMA6B{K6^Z5dqQh
zeBEvaSH8cx<!4M7#H;~2f$}@1Px>i%&XipW%HL=$4`cybL1=C+(a}{P%WMHk|F|H#
z>kD$27j)78KqUS<arujVe}%P;vxH*8q{$v{K=yL&XD~u9fgkq6*k(GQhU`v2S2Wi;
zQLa*$BaB_F8&y2ufVhio^n~9S?f-Qy!GC$3#|9k*Z0W|(y$!S}c`0Z&4soEYoa$2X
zY(-e#gNr6V1l<u=rw+D#UFU$}NRe*?<&k<!G$(&(i4kVNtiTw3fgk*_e$s0jff@Ef
z)f|!a$xZx7umI(b*<P3@nXobFF^P3pKS1B^Dk9e*X#D>N8k?>Kl=^Fh91rr_{5=)X
z*6r#NH=tx+(VPQK-HvVQP@S6YPT9jBZLRQswyl>$h;fG|w{RLGl7Sh5|Cy`%@S`4f
zd_$)+=R~0I8{bu(24Wq{LF&#`1zeFk8OU+VIq9wQpw_GnG;iwW2Ff$>7&0d@&3bgP
zb(aJ_dLN{7O;WM`qiprOX%1-csGk~Kv|<SO>k=WDa`-=5oUI37%F<tc7C65P7=q{c
zkGB5>lZEmHo)6rc+(@;FfNmXd|A4Q)Vboy<U6|qyEm+go<X$%t8z;8u#oYUl@n`s7
zKeXmAgxXK*?W)E3<<;gTT>|gz7<q_eKE+5`SCbUD&>_s5OJy}3eKA~GMVAzBx_T<?
zlBJ}0D^VUt^(oCHF2BR*9zfq4#GnH+2}^E34_15U9|269k8yHeIRQG?G6SXpHST5g
z(f~bS<DD2g;p+n?Ib~>J9&Dipfa%?6xFdkZ3t^Mz0`zZgt*ay<V1^U0PQ>IvZSslG
z4#pJ-_L@sKn*orX_izP!B6MK@i^6}$F$4nR$AKxcZ~FY>)4t>QG;*#nfqt^2S#1|j
z8zALtO7Qx5R6Oy~=f@A5NrB~z{G|QUwKGy_TJ*f4pN-{-s9`#)0VxPKdec}m!VQb!
ze>+z+FFMg9*ixi~T#XaMxL80phEp+3eaMAI?ECP3bQX8GcW4u5ab*vqSVKc$SMK!*
zqeL6@GDCG)PE!bO+wy+)d}pe3?o#Q26Cy<T<*Vk0vw--Oc2Ka5cV;cm%}ap6WV4$K
z<XW)Yz{U~4RKq67ohd6I?8yhCC{Dy3=;hRLAN4yAVex%A^t&whkrf<slpKXu6llZu
zV?;>8j^|;!jP;n${m6wcmM8Nibf5Ya9u*hA9eCbG_EHN3Pau*V$?By2p&Ak#;YmfX
zPh8KTGmSbY^Re-_`%}!5+H0W`Jdn(sn>}3nLF)!`>T6T}a;MN=*lsDkl!r041ao@;
z7HQI(mqpJfN(g$UlbJPkix9W|eh>OJ`{f@w<}XsGkb`wW9~j?4E^=lY8|2INt({z9
zfqjE^l#e10QE+UeiU(!3;I)+^3`|9@hkpbF_+LAQ21l)TwIk7$<kKC8c-e$?7~?W)
zvC*!Es`;v(Qc&o9LZL-L(&K#Kn^?Z5Qsass>iRq*6o<EmXqTCtFp0RfZ^-W&QM#n2
zzFo*WTfS^v{c$BuPp;gxXS{Xy(wk$&yT_}yS-^NedM5I4#wy3=ubL&2bd^=49tW@j
zzz6A>s%4}2XnUgdFm}L|jJRAymq%omOQk-#0)(zs;29*8TcWw=gnHpwK8?-EoYrC)
zarE}wV!n2A-*K3!Q1bBtdRc)-po-ZAwzmRrCoaFsswch62R)Q7X6vVfZe9cAMDHh`
z2|o8MPvVexCsz2O+C!*G(#6mTHs`04b7#wAigf!fY7}J}Q=81`%;WVbeQ0sC;lRxL
zc_4HHvX$_<W(V_H4A2*G9}e<H17a*IB3;@1ZupIHFyw(E*#Iv`uDkUTJVH1d#vH@d
z+0(r`4b_v)uX0gyauOy*X`qaeo8ik3QQ7BFM27>nh@E-%iNO8}0iCRXEuup_z}@rl
zuu?^k=FzTtT}t}b+qJ6<`wui4)XRY~ighJcko7Kp2atO|=r<}9(_J54sv)<=TmA~u
zf|~Czadfkc9J$MWywwp<^^PQu^SN(Ur-rKRTtzA-+7Efb(;4gBE(IY%P@d+m0IKN#
zEy%W5{_{!g`*m7lS2pgXNVR6n5=LD0#G~90P$ZUXsU!*(^#8Co$?J~%Anq&;X}yaP
zTwX6XCz%f<Og{6)n94lhu<pvxr@eL?rRph$D|=*!`8qMHYb?E8L7m&@3Pa7a*kXAF
z7kBT|XIki89+$d2OBLFgdr3q+?w`3)|I1v{zaY;vW77(~*Vzq=vnhpboj}pHmJ3=$
z?;PV-(ES*@PHijKADh&gW(+x@{&&gg+X18K$0Wb*Ur(9!hmaiuzb-6@`ujgxV;gYE
zABT`7bK=N}8nyq(T{1h=h_mN8&}$QYihhLf)?<^VmOcpbfqx!|@SHUKfas*UrxN%|
zL>Q5wWwQ6MX#;)~9az$)vZa$K`gfxUD;lrH#WSKk{ROv=JbKPU7ZB-y{gFLGBIU`e
zWrQNn#)bsvS9#edfN_;8)i`l{Vz`sjs!YGJf7JgdvGPnx_`LCwgbIaJrTBt_k`C2I
z?pB!_i7Y2Af7*{o1j&nm7Smozk4M{GmHIPp6u5#}d|1f>BX@|E)`|#=$}6tUhI`<1
z$UJd)o|PK8<<4%Z3}#A5jpe>@?UUWuH$OAfVg+$J2}p5}zi)LYPt+3SfKQ*fYEFK<
zMX8Lh;jWR&l=vX%EODxRA?twzacC_+)|tZ^V`p<LFE;AbU$1;knNK%_tH#y!n#;j-
z6j^x<Ch1)%5~XDS?*96l8zF`v^ABJga?ksHw@ROt-wsCZaGf(r&bK;z7Ahyg{`NmK
z+kVf?`zuU2*jW&3Y@a;wMXlg(lU-V!rP6B?49wBlTu;2@S1M!{FBfz=du{Agha*Xb
z-P2&$6xAz^&zD~@-LRwWP-!O*5M!DJku-tPZBC>ih|`y%w@ouJz0h5DDEcsA*$d+-
z0o}Zv9WQdCX3q;NYzKz|3xE@D7=w8Y5I~pcWmwT5(i>!8eAW}UQ~HjR7;cHe<Fskk
z9?%NVS>1tkf((WbseNEyE%?C?zUIc9D8UwA0)C29?X3G*4qNxW;~Wwi+cXOzDsMIo
z1DO@i4x6M6ER=B)rUTECj_D7?cxnWKYr;(E&=(!>FysD0j(EipdXXnwO{mQX@H9w$
zfZD<xVH@wXSodQMF$VnD<GmDoF`oQ+V5xlec8^wo<!S_EXM+{JX>>x<i8=uuj|=(Y
zcbwuo;Gu(8zyoz2cB3<iz&&&h31N+Jfp;TP`5oxs1&r$)*8GF$0ihg!6-2f1P)x~~
zUhr-BktjUqjKq(#RN#k1z!yo57v2xyoy;EtI^qI&BB_0*yrcaH%pq47sA>SVmN3Zz
z`UrbcI=B@#>|h2<_r~e5Mhjf87eMvFjgcF}fLcQ~Ukg}?3z*^PMQBmt#x%j?$qx4V
zCo+&@QcL6pz-6@~z%$C`ccOhZFs@jYY7m$Yhygo66~@8p;3IS<2*F3aMS=OjSuxd+
z5i3}i+X)5@+gqIf=q$0%3uX($YBErS2#i1UTVUoIf@^@u(Os5<z@gu9u*WVTN4gyb
zH-NSS)BxH6#&|_=J)#q#&E29{a9s`zG3<v09M^<C<|;>L<GDIN10M@|ybCh{#3o%1
z*fpZV?sm%kFn&_l@E~$$0T`Ho&L6;KhB~lLaN-G9iJcVem~a_#PzyAw?3%c<X>=eO
z`?l#norfGAY{F=+0|Pkugzp67f?WciXc*J)ZZ}X2{S00SGXT(-gpLeY=RkllZl+Kp
zPp@Sls$3H`3HlU1w2&2az{UkI>A<1#=YDhKB5M`~hIS&%G@VrLmj!JwnCj>|qPVK}
z9ml`~52I-T+vtUPK!%;XP=}x?e_Uh`Gf)Wb5sz^5#~zRAF9K`fd4L`d@3411;yHLj
zGRUxc;Lm433yL8}o1jsV%ovh9be;hbU%)4~;5TSvSjj!)0+@IK?D~#_cH&JPa@pet
z@cJ+xfS@8>!P}KEgKw*EqO(g_`P2EicD}4f=z&0V2?X?>Jb=kSod(gsU!M^ZsKgW0
zZdBRFW<x(b$vfGeoD$m?O@Ylr?7+8<K{2VEXxCxfijgQVANt5XWM>Nj&uLEWWT{<a
zwC8~47ekNn#)(e!v8O#qANc~lQ*<w8Fdy{y<4(*OAK5i$$k9qRhMV&!b%=M_o&%Y0
zCwq*C{V;`M`z-0$yTVU)O~t@%PDV089z-;><esaY@LomI_Ug?&ezM7-=ycQ}XbtS~
z-~b`uan$BO)?$d(mvs(F#P-|04!9sFd`@lMPKEq9w09P))1wJ^L$FVKV9;P4l-itY
zIjW$)GK2Ng?R5M7fvC+Is7A8n4n$C<5w?Fj`)`*`J|O^t2!5fd-&FX-q8Zj&yns2&
z1sS#1*;xVgGjF72b_ku~d>})7d8k8KAO^aDYcqop03)cz<Y0e10(GSM9p{_IGrLyS
zqfI!t+ep|v9bcSp-4m~8?;T6HAKaj{{(4)FZfT@27e$vfS|U%xd%js8+O?w~h8QWQ
z;QTtY-_RP}_bJ%mqj<F9N1}~Z`(>zh@r_XJG=V*;zS>^1Tm;w3DI0=%b)`n<9i`$V
z!gANZqt(fd%7{MOY~RScW%t|dsZR^OFX@fl%cW2cX0VGXeScr!PRGn-jbNb)o}*?3
zN9ckhiw8NDD+a6fPN$S^x7WYW*?Z|Zv&bRW9pFfoKsL(BOfyQo|FJ#o@);XT9MPI4
zE}2_QQdO5biP;}}>X9>q+<ksZ;94)W3cZ-DN!)r`@C5y>9b&bivXk-^HF^&C5SZpq
zZFh);S$jgUq@+)E-IIRvJZ?T!fC&LZF+~nkzBp(;*r@+O!<bD6POjOGtdHY2>&;eb
zGf@I661wg5uVZdsM+P70^}H3FbzsL8V55%ZemX;WJm6O+;q2=#G(qaU?R(@q`0CbK
z>zBS)Rf8qI(p8f#Ksy2+?n|$C)G*x=TGR8nQE>eYHxgRILk5+ceL2(%4aaYk7~zN|
z>@UY%Dv8z~ynevC@8$kQSGPk}UN9T4ns_}@-dB2TsftgxurPSqs-YDf%Z9lurtVS_
zzOx*zE*>gyeYs=q{88rwrQ73j|Ft4onJ$}B0fV@U1sZKM9>dfMVb5O~y(%n=yJcyU
zP}6@ecntmF3VWGRN!_O}{BNCm7v7$z_1f;M-KyCPmzU{>tSKu-@2#v;KB7Qgy8AeB
zblFM~Oat~sS8evnwcs}&$d2V_pJ#Gq@qO4m&$`?CK+N;{<<gE61C>tMp776VwF}0Z
zA|!oViRSf&Z6RGw)8+R{Z^jbF?xrjZz^T@u`X_N7#YtLH78P+tm&eJ(!av{`l72ly
zIH~?lra!G>Fxkf_fxh7Cc_jr>vW`nO_zmKeAH`g{qj_<MHtcPqH(wU94~d-bg=Z&F
z_&Oitnx>NRP+kitOUhzwY4~z8s}_La<XFI;V5EZeEZ`Y3dB}Hk5vIh|v7fVnC)9bF
zzH`F6X&c&;1S4R}+2o)DF4)Joq1`B;U$Tl#<#_wnfvgY&c4m$YKb1I&9$>9W|Cd-$
zrzD-^4T-Nc;E*MOY}yN=fFK7alK4fq56)9(xkLGG(F7XeBKf{EpgvFcRr`;!XE)*^
zxr}q5cs}7wl8-tm_C<9;R*^pr2cW1R$MK5B0|z|62w;kTge<_sx(T?Paw69Wu%8)B
z%_nl|Ire^FO~ebkgwuY`hyD}A*XfuKIoIi*d-95@oel&RIU*)zG^UhUV10I9uR$d#
z^)Y>*AxUQTR6U;7o4_X*5BEMp(I&0-tW><q^&u*p*?IXU;e&Yma*Z1YvUp%74rMXf
z{&aVu5POh?VY^K~qD;dt(*UghjJ}^icB~JAbub*#$t{e=AL5J9fHf>r0^29-ll|it
z!dZkPCn0Kd$_V&w>I0j7@j4%v#TRJapcDtBEe|Efgb)^*FYjm)9mLE*+AvDjdhT`P
zgmK$k-JHjKJ8qtA>r>Ku#)M9_D_lQn4@{F*$qHx?n|dTdtbpw>|I5*WKi@O_`BVJz
zv;0ZRx$dOJYkZ_qS<4S*OxAgJ6na-Q52qujZ@zoCBH!N}>ga7@w$2PO+pK`>dpuJA
zXnL@jAbhv&T~b@3J8D@tFCV%!We7iBkeZ-rarN_I(m8R(+CZHcG%&rsJYwM~EQ0Je
zD;#*W3pENE<yfvAov4ohBY+;jCU0jju4~YZ=Hv-NV|#Y6^HAKvOPm?H@flbc?|lF+
z0(h-GlC}wr_u1)DOnR8BQj<q>#(>>mMGQq9f!t~71qStiZ!>TDP!sA89FY@vD8UL_
z2usJ{f*D(bv7joGEDBGZm2w`gciRVm@9%^EcGqOgRsP)lefYsQIY&G|kGHGbiK2FZ
z?5u#>yNN(HgE}XA+JJ3(N3_}lyc#pJInh-~zF{@^i9SPJeJ<b9z9D9~yPc)BQ>c-I
zq#C3VGHj#`!w=7b`+mpiWADTqregO(=k90ZOdd*zp>ctevf%@r0<o`)zyhqH2gcq4
zd^?g;d1;Fjy7OZj19a-H&ha@lU=nfKNPV*DJbEgL(}^3hrUBawBKq5o?rDZAr6PJp
z{zFHO=?+7@3qv`E$vTtwFOLfK_D4PkGnA#26>m<2o14$6<>`bobxV+TPN_OL?Wev@
z)t(C@+DvbOO197L@g8K(g_d4>pT1>2#7iCQC=d;DY##if#GyZc8U6{Ry}yrd{43n!
t&)I%jzWaYt`h}%=kdqR@0RsQ$h5y};{+9&pu}bFu$KStCkAi$3{vR@Z$oK#N

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-126-ChatGPT Overview.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-126-ChatGPT Overview.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..8a75dea345511f7e98a86e843ccfd9d2401c8142
GIT binary patch
literal 31702
zcmdSBWmH_<mNr_ryE}m*xP;&i3GVI$hr(S$umGWe!kysm?gR+#?(Po3gXWU=obGc*
z-?zI@pYQY?_uDmA{g`X*HRfEq)?D*>=G^sb{?|GHQ$|8s0ssXC06@Kb0Kb+1?*NGK
z@Cfj5hzJM>NJxmtsJLjTC@82z*f<!tWW*HYWW=PTlt30*N-8F5Qc^l@dM36v92^`J
zw7h~m>;f!rIoN+s0)>Qxgo=Vnh=xYU{)+S!`~Ud*)d9dlgzAC5hk>F3Kx09{U_t%r
z22i}{2?zDZ1^DX)1q}lW2akY=gpBespbirN4Fv-O4GRMY2MhZ$+UKPo0E-2O{pyV<
zJdUyv0+k~!yMJ^RBDGjmC!Wg058zv4rvM~md;&ruVw%^qbo2}yoLt;IynOH8i%UpK
zNz16JscUFzY3rDnnweWzf~=ffT;1F~JiP)x2L*?G2?fW*#>FQjCMBn2=j7()7Zes1
zSJ%|m)i*RYHGl8w?&<C89~hjRnx2`Rn_pPm*xcIQ+1=YeI6S|&yt=-*{dsr)+b$>o
z%wNoU`TmPx|G_S-7rUTgVPRkqe%l2F?f%kWuwda{y@AITRYov!#GzvMN5mD2&Z_D}
zqJFFL1JBrL0vR93u|aeG+q6F{`^O9m_@^xUcf<Z>*CGHF2I}SE!C(P|0k`)*7rzZu
zL=<mAiQ}px(q)4I|2MXW*Wb7*s;#%IlEPoq&w|5M7WvmSwHvN7A76W`HuGquPqes`
zjoc>g-=7g?TGiwd`YRWUIvW#%#u_R%^rL@r+Z9;<OyG=tXt$tv)VKa9I{Tq>m1ycp
zpY#rmA#Sxz9TzpDh_+(3Re5FG>GXJ1LH5nS>-^h!AM`%CAD=NFWkR~V!orf+-D^$D
zH+B*!6lP@mnwb;)H<N8Ru1p)WCj2azoFoNOYJRLrCT_k?y5Q%>p&jm{ebUu*-C{-E
zCm^SbRXKlMZIhX-!b24vaV)Z(j*hVLzIF%p+9GTs<?PY%$NgN_y&7MAtUFClY!s=~
zJ4}ofLlGi`12uuS8x<HU`zOUe19iBR?#i&c$hqqQ+YXAKzNZ-T+}9O=8ob)B+%(vd
z%YmcQgnKZwWnSEmjO}PgDV#lPL3Lqap;-uwTx^P2Bx>O|oD|<v<q@qWh6J|<%BlOS
zmH=+JO9R5J25tND2A$*Uu0B*}V$%lS@6;_sP~dF*qmMK`3U7Q>?4HZ8n95ovAU7@h
zPI=3@_EEO_M~T590k)MUwZVLgt)Gzg0mRMAw@z0RCo<$00A<}9h~n*3l1Tlm!!uxV
zMaH1kwp4j!YRuZ%xD_G3_GKej&nX)<a=7tXeZ-@$!|A8Y?CQQ1mVW2kJ1cdrD97|<
zYKjPFcFvn3N1E<*pXpMkQ&E$jQ+u}ZHX5s2Ct@=cPPu-^8aHDywr_IkevEa|wTf=c
z*MVFssu>doQ++x`c#ax1KDQ&huRmS1|6<r2@AWDS@carQ%rG+{ydARg3owV&{?%~}
zC3Bjh*R6W7G{Zt^)f=Ow0U>ayoW4CYTlH3za$Eq_mD%_gKyJnrZnB^TM#va`SutPB
zt+TwCB2Xg{c?2VLQr#erIS}ej(C|?=2I0H~@e51+K26_k)A}>4rs9vVXK^2k=Vpp0
z==d{|xGOidYu{k6PszFZYm%EDv>sF}Rfur})D3GDe3{q6I`oo_Y}sIj&$!CsfdA9x
z6Z?TgbAj``PEO)wDy0B0T_*IuqLqWVt&K_-R=8KdX3kgeMH6Cf)5J~3?f6&8b^6qb
zvo?vNU^x4?7Q)nq!S{~$bK$q;x8H?vSRREfn|+>|+NumN?Yepe;k_cQmhHb7z+;nq
z{*iAd^uq*%xHrf91fm(LJadlwX%n7-SzCFi_WWZ#+;OL#VXY^b?9q{-2D=E>NV0&a
z_-6HOgD_TX_btAYxE<0k7UnQQVx<WWUdERGr={+1)QKv!V9RWe8L>ftjsLOYWwy>m
zz@Zo3Wo<jO?c%$}FL9_3LU3lFPXs?s1J@e`-fi-GR_J^rT$iL|@j^$u+K$z(`MIVT
zyHWdz1pijpN)6Dj?&foRzjsxVLfb7*=V8PljCG*0`VMn3Sg?T7WmKw@JUi6jqOygo
zqHDxNW+tbdPa%jr6<1e1S?aZz=%J&5=Z~LI=R$1o0MDO~#0|B+U>*FJDP3L58XeF&
z#%mt21m=~r7{NAc|A|MDdsZ-xc7Wi9nfb;17K3y29kKOhqfg}951XFUeGMT`NxuMB
zSo*i2Cu=<!C`_lN2&q82m^kHuMYgV^*(Q5@kEQR=ucl7PnXz4GOv9;`Wx_5l_=9hb
z!e=Qy3pf{g$S=}O>uF0ZrLT<gUaQVe_X?e{8v5e(dZ_j$e#6qut*a0IAP}%>=h5ri
z+eWd8c6s;#`S>hPU7JN9R9iEXiCywYTk#yD<CdKytO7Zq(M~&}lsWbqXkPhfc8>Q^
zIxm7@OaZ^%>ae2*df5elj&Sroe#<ULL*WU1t+QcE?x)OLFJ6*JjBvseNqTUTZbmpk
z_RQv#ONlO*(QO~U&v{32iaVtCNHN6ur<bgCjw{eETO6elUs&%szC+b(0L&-RJ*WA0
zbw%3QnNgObRC^^7I9L9W>K7pTgZ3{#`HKq@sUR!A>{#WVdSuO6TUc4rm!%o9dxxol
zFa&V|JtedT+~+%l6lFuMR3II<$aL9B|B7>o!gQ{8=0^UbttwU!uCf|sHkc0Ze_?|;
zPWfx}Vf-)iNB^h(?4P;+f6E8{EBxsHU=EDm0o3nEs_4siFkLaGvN$f_|Cdd|^1nP|
z{wH>*4_SK?)js4W>}<A1!V}(@nUVEMO6>bEe05pGUBv!bAnB2vPB+t$T>e$xeQQSm
z%0EK~;B84xNlt_xky9z2wvy0)>7ayaGkWZp9v|om7sut6Pm-UqGhI7SgF+#|qNsXw
zUFN}Yh82nb+PIlGD($U|=ux^>gPiwO4{`TB&d)$?bMWSSQ0noBEmbkhp(p~iP#o0g
z#6Pk2Y6-Jbt9pI*wm7mJAy!nVF;;xXAB7#WK=-(i=Kk7Q7Ex)SHHe}=asrWX;M5lx
zAn*Qu%0(Dam(HwdhJ^(@z@AnNOTk`r7SMrnr03>n5EV6sHB}o8A5o|!YJC&v?P{~t
z9~ug580OoehIo_<cQ*%T6k46UPBg*G%cgs;HD~u|u}fXWdmuve&uk;Ss*NWGX0cuC
zuvz;2g@RP4_4Tdlz{5U(hMZ$-b*^KPg)wyDp<<qk0cA8t1Rn;vh|&-d&WGl-(<BIv
z5ExykDHGl*#V6u4@~J9Um$SP2S$!odt|?O3wb!%r;JVzac|btiDxJNl<wENq@k^AR
z*g<X5O(8AW7iy}?>oNv;3e}jIucnb_T?}cZ(dp_T(@O9@{{@oxpLpStgxjd4d3_O^
z%>>Vz;^D_T*)_{+0cW-SOtjq@PU;OaTD@ilJ5>0wQJ#fbviUK&G!5ICowkvPTv;<x
zZp?s4CJS=QW2xsK*Jo-~vi}^o;f3Y^1A(uM8vSG7xWIs;k0zUquAt|>+}?3eAuc)F
zR6GEBwF4c_N$sCQPsBR#S@5wH+H1>V=3s>7{x&ZM$wnUP10D9h4f=e~56ZJ)E%?C2
zUIoQR^rk^Nn7lL(jYAWT`}_uAS$K=CgmfRw&!^({FRp?@7gKUIQ$0g@adyGp@#^ld
z+o;eUq+3T?YDzCK^*?P0zvIx~&RDJ6=s!oZF@E^q1B76gpDss?W$(H%7uuE$tlrN~
z@-D^j6;c;+`rS;H7K0(3W2d9vxx;^moQYpoVkxVZeVq!Xw|xuCV~qK=U^SJjuDgRU
zGrp4tPAT1o4w`|%2;`(buRByPM0(8gp&}1!QEwOuysC*dUW}6h2nNqi)*2ORA5KYA
zci-SYyN$GaoWdYXm02*?o**R~#&z>GzKb07Q`lBhE3$S3N@%UeZyA&qN>N0J|AP;^
zFaj7xYNegDPWO9@RBXudbL;wOc5`WHc0<qha>owQ*06`e{2WJkE3S~>j&0A@#Z*`T
zH-UsZe^QVHgUilC3u6^KmIn|Qm%j0A{RN;Nh#fiDIpJ?-m>R$0o)HkW&Rb5lZM~4#
zOoJfpTf&>Fs7)@8A)k4eYK3krNFkh;mFUAy{#+wuVNti`xODkAFP7lIt7mcgFb)rg
zS7V)7U*c+Oofo>Q={LlhLEfVRMGI>|4Z$GdlrMV~rWn8bAfum~1x;9)>X@#T7I*?i
z*j35S<(fl6OwNpZ@5L)daGCeO+!wv)iGBBBZQkwK1rhuY9d7FSqb2DDc)q%m8SiIl
zrnckFECa9)+0b{;o-AR6z%8DpVQv%i%*$29<#LrLhEk_cg7;q2!bUAD6Jgpzg##a$
zwlN$<FqJi5)dkB7N&W&za~mst3By+kJY49vw^3`(5An_YfWn`o)vvBCL;tFQ&Jck#
zjTkVRUDlbms`sJGwElwWl1*Jxj4#dNK*MzMQ<tN!bz#_-y#@`W9q}e@|32Ur%9#j}
zi(1v<@&Hmi^NwYorWz2V_sf5LGE&TYZ#}7qP}`Rm-9M?t^Z;2@v{tz(zHh<%5&g-&
z_=olbhq4@o=r>bxvT+y>>j&kC(C&rA?YpJOsI9e>hK<}tdo;0ItiGobgs)HG)v>MX
zAGgStPsY5~*XQa|E%8x&bnfYtj7%UKGn)HQg%m37F&+ipO9=@S*9wzWrhCHlW4P%#
z-}>@?nllc;jmNKPG+Xb1k_}@`vCJUuKinylthv?Nn<iS{6ru51)YBTIuuXi;Q-fc}
z8h7B+Bp|OVc}E0cRyfD3zbN7NQ`FlMv}#RERF#+*a_0ClNu+HcCh9yB+1{>$|9Soz
zrpyY*;}<}p+Bz7&fy*&@gA|yzNfU<tIaWJ%s7&W4iqvz@gPiqENswC|g2UY?yd+OK
z#>rg31`FIuUj`v^jAw|G9~(fhu`Kai;QXhzLS<D`YkgC_r(AU(z5GThb(E7YaY7x#
zo_-NVMmM>KvWE-Lr@4m6)g5<>wb|O!3g)X5okbqwIg6?1;Vfp`Oo_S#_O!ipA8CQP
z7?hz*bE;iK3&NyOj57p1?uso{$&y1y9iJFMi4*2Z$(R~8Ir1DkNBKh;4GY%-Y1fi{
zrFm`HB9MyiV!v`gM)h(5E$gWyS&wH&N&Dhr;{3P1ryTbiJ(K>+C38WpJv_xW{OQbW
zF#VVRj=-DzaWc&H2{>hE=RgVGAR0J^+MZ2l-)OV+0Pp*NclXAU(|L2mhN!Cg4aJ>Z
zy~wOJ8tNYei1Ut>OvqLA*ekZt=?o)9e$*1^=+}P^e9-W%modFK$-UV4Y~Q)oxiY>d
zSon=NJ~H^aZhY3%baornwsW<l)@RuX-iL9_aHfvmQXtGn;*`+c?qVxB-g%A(p$ycw
zY5nD+fX!x8tGsB1&Q7_83JSEpV<YJvRY>6!zi{=+vSPsp{bha0Vx0q4=J5uK1NMM<
z<*|3Q*GHNgD?$b9OUcZqIVsY#um;k*GHOr}BYxhu*A;a7GEb~%n;-PbCXRUG12cZ&
zJ1hE_sKsdQ#HzG{sEzwi__1@ZDfa>_4`ubyXBT~(tSN9<+HWGO@>*=AJLhBV?x0~h
z&Zg>g8h-&IpFTYI)cyiYSQ~gd7F%&U00}g2-+s?<;(cwdeh&>QP-<fuwr4>RFn;}7
z<1RLTYK(d*j}a|BGH-e1-6ku#xIIT9%>*JtxWp#5Skt4I_pErb=OZWWO_xm1^^l{3
z1+60qNx4tE%vR9#<`8O$J5LN83Qj1x2~4Kyyz7CiP?on-HFMAQMJTD%rZft?Asf=b
z_EvaG{rxY1F64!2>c2*_dtxrXF7e!$E2m_WChi!gT`(cMBl=_qSPz`7zP4zc{mAbr
z;B?4mzrdV>Gp~@VE0qI7za)quv#~vM&1(ynn-a0K1ONmT82e$^Y=%YXs<brddVdu=
zv?L&eNGHdcjN^dA;I5k#z;yZl9qfcU_brcn+R)d8Ts_R4>z{mISmq!x7P1TluS>M<
z5thpWF-1G^a$dKW$-{`URD3#TKY3F(6i+=KepRr`Xze^+QNCBza_-Yp8_b(9IAvX-
zekamj`Y?uNHL?E<_bY3@c7Z$2APEMYrV<Q!DVyR4oec`5w%E}%Plr_p6qW<6J3kk+
zF`knY6Ma2)u?R<cDJNr<J*>UhhN%K8Y3)N^>#BY7SLW4Itx`AL-zTgcs|lY~3P8Ms
z`&K)TI(feU5MphXYuJXmO5LQ^v>M)vD7Hue)4f;&Yv$|i1BM}YfiT9q7=);(lc%ji
zpF`!6L+fq4X}it_!VsK>)5|$~fls*i(BoIB56RD+8@3`WS=PMMa-!wC%=F>WQM!Qj
zdkx#}#L1V4l;Dha$!1fSUqEsX)ppFTjWM`s`WmGpd-s0Vp{y0j%)HC%!s}sjr1(&i
zX81m6I&W&o1US4D%e(00Wl={JTeVLxW&OjWK(=Ax(<DbAsgT%vjF^2jyA=oqe@#k=
z`ZS5mkJ<7?rruSq*+F2`*IbrKhg_EfJr2J5JbNo!qiMUX2Hs(5epucc1iTL?I8RAS
zo|B$%4R^Ybm6f-U<lD?t@<grznzpB}#|aIwLq0j8H(@0-Pmeaf;ofQ9niN|ojH%4F
z8i&uiQ$QptSvD&9&km&IqIjw3RmHk|t;F%$3RPcbV%$_PU6cc-7K=wX=5RQs1~2;i
zm`-~_?_*`U<jioD<wXC(A@-*SSSGXrf{uH_a~xoiepUBgd8a)Ozy<y-@U%Y=LCgO7
zA|ThjSAwxDco9hc?+-+zT))otL#9L4%^cw$@|6MD;+`=-(Os-f`jLqL76>$4Wx`J=
zya*y+<WRM$tqoT>e+(o8{cl<zSongIl}cCOSpWAI;lE#h6<nifCFmDI0qQq%_2D;#
z^@dPc98c_p74xGBX)3a!^CC|0L#ChT0ghGEEiA!qh|<EuY8XwrGKNGOO_gt3_M>Ct
z(>PD@kSf8+&`(O7OHK5LLkdt!+0^c_<X>z}KOEicwST=!O`7`7R_L=S#b6HGASF&x
z+WTQOUe(&@C85@rC-I+i8nm>2Z$(hV1+(I*q;+Vua!30p{pODXSCe02aMkT#Etybb
zk0Cm<<y=$pkOL9a7s?HqzC}%)X{DF}kpAjI^&r}}1o!?g8MG3OMYE@4b6H)I<So^J
z^Y_D0S3u-qQ4NNU0CYq_(Z6FbQVwUm8G{3M-;$ODsNMAUKcT(*Ys?Rj2B5~OEHBA}
zoN3y+&3SWd%L}S95esvQ*3JJuQTLUJy<_8b=$0`I;82t@JaFV?L!=x|ZVswLcBx6K
znf%BPyC|R4(f(ljMOoMKRd*hK0fN~5m?*zT=J7>;+P_yB{|mB`vfa~lZL|bp^4n@7
zf6awtk_SiDjNRDR-m!a<)O)rltgI#<qyQjb8J)jn3JV5ME8{PXJ#GtKS98r2#RSFK
zU-m<ZTeJH0;rpAL6RM$Cp@`JG4%}FG&LVhpIa!p~e~;n_Y4iS_X@b%YCIrhkKV4qu
zkN?^BPaqG@E6m!r(gCDTURV<ikF#mg^-BYObOhex=#vsy7yi^$Z<@}FB53nV0CUpv
ze;~zXj4#n>{(2H_k5@MwE%^#{upmHE4CFtq3nKowN}Q;PA5)`S(zjzrJ<3ZMbs0q<
z%tmTKer<dvF$G`Zo-b+qqf|o}q#H|(k4lX;o@PrMY2Y=-zW6PBk}3GYb})kYaRskA
zGHbWO+JL%ch6T95G@;8!MJRh71aLlyPSKZeY0m!&yV#<?s@p@;q-%-WA|y-L$x!^6
zbc-|{A?tYh$8HAMvYS)sg>HGCE7k{&@Z$G`-Z1Ic{rOGBubdig0gXy)ynB`%k3k$q
z#L>QNtD_%=LEQGd%U!6Savh}^Ujg-}ZEd!HJmnYI+TK`rhf=y|nycVKV+>1=3EY%L
z(27s#s!g~Yg~2xw%x;1#E=lo#I6<Ag@N7;PvrRb8{5oY-@!`llvjUG<k*fE|v*RD7
z-E-D-T4XsAqTaj){OlJD$>Z>wtRA;1=d?wJfvMGWlK^#?452;lHHc1T;QL#;q&AjQ
zN}U;25*YT54)b9(K8=d*BaqjPEggB~<uanRJ)ZX_FBWgZjVaNi*A=Cj*xwvH#!|$o
zdiIW;KG8Qg@G*|CO6#^6OroF#f1j~ak%%8~zOd6E+IM%`HYrowl(m*UxE>fO&g&`V
z8X=Jw>o<e~VoS;)Z<8psf-K^e2Mt^<c8r&s&pWS4F$VMX?Nv1;38qe^9y8s25hz%v
z{O{D}Ee|XvIEK*ptcz??G$G$tjYy;hQJN@Y1Jk@!tcbbdzbdRQPGnho6P{tKGQPF5
z&8?s%ahNByfYc4^SuIA4N9h^JQ$~vk-O@TBP*UV^)-mpZh|2SrnT+X?OfD(+3zq!v
zl%}SowZ^OJ>O#71iA!%b4|={Y<;o2gCc}ksO=8%fOL~n%x)dPtG!*h6i2`bTA?rXy
z7BvQwBC=05bAljWcVoT9Woi8LU}O)Yv`dwq(nE)mQunDsH<o$l+ep=GPC4}QCDDnk
zwkempvJ_``=3#q>*M=ezhIt}e0`C1cg)S!)GSdmYN5?E*&Rj{lNXsto9M4o^V=&}y
zp4A8Y3Jt`@Io#Qc8ph((BL~tOuf{mtCFW=+%eSIhD{zffqDxGyoAH(f?<nF~wz#gI
zDCDM(DO<VBSC;h(Vq$nT=*f4CViXYqN71x?jKsGkO;iYtG<(;!YO>>RGek53B2^gU
zY%Ns0lgf$jeYq&E?c3wV^t@EQH55xTVYglFoD8tlUtZwMktcU#CX|=DG=EAiFaT+2
za&ujH+QMz;6Ye@><|CgB@Z^hTA2jf(@paVA!{ts1W=r+xN8f~F%R&Xlj@iwOeAQKA
zjI0|8=i728v~LwAzvfCU9<T;}vK?9ML*@zTcR<EJnhPi2jFG2GZL-#{sST5zWMwWB
z8oYIA>GxlVi<<9WmWBb(Wynos)ubP8BC+V8aV=`i?AqAdz@(9G&40oRDz|1X@rhvr
zUX+>4mob_x(E`)gLNbdL3s(n7ByLsWEN7|m8tK|yeBg-ZQC447HdM9NaTTgCrfQuE
zRCgaUr}-)JY_*q}s?{uyIhnj2oFp8VNQJl+?jzKR%OisAX7FUWt-yY?VNY5GQ!hCs
z4f?C!d^^;<W%R<(hPQZYQ^E>*$wj}PgBz=AIzl_A-KA{x!@EP`X@@?}m8(#8ffx*W
zQ3_|v9f<Q78BaOo^2m*{^=^A~yKiDTw+T^SnI7>?DU$Fa0TIurUV0$R1uoRI_I?U!
zVzXJ~Lb_=y*upxRn$bu*Af5~XWmNQ$frJ@DcKW2W4uevc`kgZ{3W>CYuu_ti32Kbz
zn5VN`o0D;VJNSKbya65~2|TZebCmGgy9xX}Z|DxH=9D*3%=ojt-@UeuWR(mo<eEPP
zxE!@yLHI*o)napCNmE7uFQLQnyD&uuh_=!}w|o+@uhL1psj>K!rt#k~zLDftn1~H%
zP0tayE;q1Md3K~sIMl$VjOesO4s688_so5sXj@iX%o_;lr*(g<c|Mz3OnM+osI#yr
z^axb0PZ-JZIDWr*<Za>9i`f6rqNtF3TYS6tI@AJq!!C=N&a?GKiufI{+%YZO7TLL%
z&vC?AlX$hj_2sm`x{&CAF5TWn4?LJmTCC5!IkKCJ<&XiWGmoQZ!~<NM=J(r|nj^qE
zJvgG2!7~;KA~E&r=r;(ITls8)&f1H1$!K$5SUHALopDR6`%sPL?wlZM7C)O!&P(^}
ze8h<I68Hx+q*GnONfLw#)?$@trq5SUa+7D*xy~tt+3fYkscYJP%qAL{+v5`GdZ6Nb
z+>WdZR=)eVBD_#wP3)RqQ+hODZ&7`^y1~U0x2rOW89W9P!v_`VwWX`n>R}pGZuUl+
zHSJJqBjcfOHSs~_VI<{4o$RiHXnY`P69Q#Mw-SPL{(+Zk-AT|k*M#SfLy*-5v3^>B
zSJi-_q_Y2s-e|I|b+N}F3Fu^&-?JQ<!?6ZxtqJ&CCt+)^)(DXI<qvYC97-p3v9D;;
zjJep=9jj|SwR4BRd^;-nal)F7`>Ksm{&@g$t17JwpR>(h?jiDdi$c$WbhG>yz;L0@
z-r3g?E=3~xy^(slDr(k3yJvJFg*##YZqwe}wI_1oGz*C}0nw*$QP?L>PQqE&R}OQ~
zH};%S)Lf^<d>DB!<15oPF0%6M_ZOqAbr`jhxJ;)TN*vy)<7wpZzB+ju53(qYI}okS
zgr{8b0LD-<YR6@GJ)>q50S&piId{YZ&TdFGPjn!cs39B1j$-ZfS*dc&?4g!AWD|2M
zJvsNaEB-gqIxeTB)g>TzhDpK>SN{ps32cDkGEBG$?8Bs0ihg`J&RQ#mn+aqFpWe&~
z%HtLvNV*jc6~$Zb$T_0I@B51N6jm467UPk&@Sa%eIzonC=Y3leKUHs^<Bn$LJu0$S
zWLDXhPy15kNqBd=Ng$$EML$ouQ+{)6)3=P#mUQX74*k;w9x}LhVj2YRf9FnKg0x5a
zxVulk02^|dD2%s~lL>!|(hxlJsSbq@swSk!ZI=@<>=Ykw#PTFJ*@dw*PMI`(F?9Ad
zCV<(Kci2iFEZr{_wt?3j+n@0E4t(5+mx}eIvR7`u!%(c$J4f$(-~n~=9!Y!L*+1Qm
z-swF(r+%wVX>{Z3$~+*@a65rDGH-!+Y*-HaqgF*pz+fv#NY0TlqNq(Vm(_U-vQX~~
z;`5xEGN(zcdC!~hJkm1>h;n!ZwasQR_l(!svm@TFBRmKCPfb>r)5aVg>LzQ|RyVoZ
zt0>6xL(TjG7#}padzGgrl$qN|VJ)|Y%YNKY_~Eg~O9-9RY>+A(N;A<D)`wT~%^dqp
zj1pKHmLic!k`RXcdTiNhF=&~JBy1oz++@eRpXWg4ezbrtT<~gd=v7oAFDxodhLISI
zM(^tA4N2<Wi?S!S9TLn;r7cO1jZh6Zon#_sCpxkF#CpVaHyQTOV;--`<=ckKlOxTK
zsZr4ugnO3AuZJVN)v*Z(E`upyE?tSnE;Emsi`a2|dD*e`5_x$6<e&VIp<MYGPpC$h
z6o@}p4mcTAHW<MScH231RCV?%L;N7Mu^?jgZ;6gYb*Wr7S&gz9@l_<XsfdDu={adz
zZO+Pvi=S0WLp|ACzlfoqtsl25TA4OSZ1*}d4_EB@(JXhL^-&AIQ#D6C*cm@Iq*mst
z3L|1RjLWT-`pz9?VHL!mn$@dFem$;zFn+-IwJiSI2Cmo8F{-DMAp%92=eE~u0U|X2
zK^&}B$I67}Y2^2~Bd=7M*VcE#0q^LH_xR5v*7O|J5LbOj6rRVPmoCQUgR<ZS_nw7n
z8tlAo(IOSChNjAxW5rr$X#Mm#RDtv;Z{hSiVn!Me>Jg~R#2t%^#y2L*62wDBxp6qc
z(eDsp{P+NH+|uokt`TPDZMmOB4G!%50T>33cS`ZWquFO&i|WmKt6x-rki~`B)lF%x
z5}DkXo=<jf{HIb%JWVpS=LL7_+Lx5iG=MAA#o0++>^HQqQ5ct{5%0R)6Zz5--6n_Z
zP-T(*?r3lg?F7e&O7H4Wnx;z|u=$b&CQ(T3d*5F7;WkX`l121|aQHCic?UzJA|7-j
z`J|zwreS(JZ|~0f$QW|(xxPj)%qi9rsH{q}p5?~JIx&4lbt6(9LpVs;o70`1*m3=q
z;ZoN8uH}s4Lzx&SO2-eLro@l1NvV#5*iMcIV;tZ6Jae@`vx$rPPi3ug7S>6+_9>Vr
z2FRy2x71Vf!~?aHS4IV(TlepXlTT~ILZ(eYqDx;o5P+_Cp(k1x<yJA$sF6OrmV~X6
zo_9!xl6hQ$7OJ88DmP}Dw#P7z86Qj}vZhNIvgM9Q&P2KyO^C=M*#A=B0p0Q&7ENWG
zWt4IG3B6Qpmi#WD$fte*(1pLL6WGctPG)h8cmIav{(`aKmIN7g?+H@gVv9ivO%ue$
zm%UJ9=K?k7x*FWwZr04|kb775VkE!1RhQT@A0xnA=kM#3)u)l_OFK;P2ggjmj}d1h
zT|cD;-2$RDF+y#HYl5nEWs<5B=Ai;`Yg79^`8mGx387#QUnQ7%72W~_dcJl=VvjlZ
zj~Rs8_VvHYAJ`~U;N0bD9Rn&*VHdf{SvcrzpFc+C8H9AZO$=D|5;>wL(?lN(v3(?O
z6SAMIb=8;YlAX<JQ+A}e0G;<%t$TW>P_~3w2*6B{N$PMJCIq`xY&@>?+#u$FVXFhQ
z)1|ozEtFRxRlGIyyxwo=N6I#LV<&5HEqB2PcJBMMS$jU}S_`%;);hf$;LxETzw9ua
zmrq@A!(u8rh#To0R&X_@1Pa97DFn&+t0%FrAsQekd~G|BctFXr+UwG!FI*M1`%#O3
zareo3xVQ-z1bemYIGH6xIvqm~OrYD;+U43Cj#s<$gQ-QmoUL2yPJp$-Ke+iEuzPgk
z*gsp<-`^L|qO}f5;w9r#XB@)}Yq5+`6^JQ2Zvs(RGPS6oBM{wLYBnyArsK@K!Xbid
z{z5U7l=`{bcAi_nJlh`aP`P%9T^u2vHBN4_7~aMLS$YrRi=|=D`IE)Au78$Zbed(>
zW1w#k=1u2b1!op3*yW(&)Xq${h<S(Cnx0A`qF*HQl$OppU4)h}N0}P^oWpg>#9Erh
zdN_Z_&@rN&+x|?$jIhLQu{_6uAl};771ndKKi`b#9!3rk*pNbJ9KUG>QIfNfL<<ZA
zLn_v+`5<}LaBVxwHInEu2*wJED$+-4bOwfhpYj)f32gIH>%>KHdY()Fo))PxGjS|j
zzQZ4Ax=8>=LHiE?)BV&FCs?+UO`<c!EnBDK^OYb?eQ0Uq9(}X9<D90Gc6%VDT1`w2
zbanM)(LPFU1Xy$oovE;Hw}IW>%N0^F?A1el%ZYXVizQ4_fFu!G#*U<tgiAWn^aglW
zTZL|`!A#OES!^d*0^PI!06aOzL71JsW5Yyx!qp#S+K)zML81tZJ?q<&-ekpDJi=G$
zMAbwdV`3pTM!KV>b8;RS(XuDf?Q^H;=9)}+yEvHj0}6{C6~mw@w|wq;8(!>%Ziw;N
zfY9YyL}w4mmEz5~<I(aU0IrK?`MhPzb>~~HoeV_ssFDEBolSU66kywvib>1dW^bnp
z{&zQ)*^4?{%7Yn60V@hTrOepRf~>kV?eW@M0ZPXu;ZZ`hdMIyxny7qz6~kkK;@H>`
z!5$n7;ssd5ypj9y9MwFVc{9e|U4k<Z(}7bb-6t$F-f&J+tCJq;WR#Sj(J~A}WYfY;
z`fyvif}<KHKPxoH&M!7V#U^J5H60FFAj-*Hi_Q}c&drdSG#H??4$VpYL`xJOKmRc^
z-Gi)zivr{D?Gn=gwo!Dh)UY3a@%1aO^q0c7lG*!{yt3WT`>_H#)?62ZP!6Wd9RtTc
zR>SEG(zay_<ksG)9&)lfOWmD)Jp4<$3h0QPS^i`52XlOZGL-5|*!IyY0mT?9iqK^R
zA@<t?@bi+b64jjFVcjT6=|?e?rSq&bZf4zYxUE^EJ&IAI{IrRr862eg_oAaUegSH0
zLv5H#%?V2I(nf&nKuaBQ8#@h>;Hl_N*z4>~#-5F@3gS!?J(xJDzN^DU51o;Tv1iH|
z7*@u+v&&1Hx`~!s`dw#?wuU}zl3wja9?6`n^eG6Ex?4_aq!EoT<sJ^-;%y&4K<Vp+
zfly<Yr8#5kg`IazxqLAcuB_e?Jqi})waA&sAwI4Ih_CJJk=*R@+!oRN_?Cy#EW<pW
zYpl7#_Xu_j@Z931`1+ywT)>?RJkdIPD{P8CMy%Vd-l5-gDf9!@l~7p6<Y&ODt=s0K
zyt_SVRj#)RFpdWqN<)JZ)A2~Lu-rm-pF2^t7PGBJinO<6FJHfXVJ~GetP9GwYHg?4
zdwl6+(p91#Xh^=oD_Hy#8OBi}TbLg(dpJPd0!n98YX7EstDZ{f$Ga6hqF#4S6YkEZ
zJ{`U6nZPa`r>;Uq6gukMxtA|Y%vv}cW{+`5p#1*4kMJ$DQN*^oC*b)oHulNt{g2TC
zAX`6G<n1{})vNe-&Eb0}Y1@Y9nuc>Omt2Y7&Uj;sSKI1ZTPQn&YCG)RJDx|K1+<~-
ze6z8>Kz8Fvc!)aTPEyn0<<#C2J(8U>hmwL`hH47E-*1Eq+wS}0ZyaRB3Wbc0_(RUY
z-|AXO@SE{Qb4)C4nSFiU%0BcZi&csstzY$3e4O_E0Xcl_K`piA$VY@N9xr1{;gK*3
zAUnMIx=Hd9lP=C|#<j{i5f%~(8N-o1n54KyemOCmIH_I8OzNger(bvz1vH~9_YP<c
z1Up^82)dy3qHmP7#v$w23vxkwp)K@!2&lA&aMC3l>_B*8X5!62G)hoL@ttG5C*aD&
zd&L{w0~Y&FW4omXJQ40^y@>QJgnf#sb<!msF=Vm|jdc(tYBZpbh7^y~c*U@fg0pHN
zUhd0U;(hNpK#c0!joxD&Od8$Y^B+@Hj>NEfZLY||R)U!{Z2E!KXy4s}e5UXlT?6sT
z$waWIy}M<7cbtal_X-}Hz`?7+jBZRl-Q|N@Ref1&4##4dN-6;}BuZEWl20bRzTcAu
z=Y%M@nh|co^g1TP0<qpFYvC>Cnvf|9GVn7K`$&9WI<C(vNZ-klM$JJL3v2)#T#qm{
z+@NI+<@ef24COeYRMW2_2fYeDOU(Be(`m@@2wsw}tpaPAnb^BsR_QqrL9aW{`oFnn
z4a!T@tpq;|T1)5A4aXM2R;c$2`h2UC+vjem@r>#LVavXfQZ|RugJf}&rnKaEBrM4X
zjPe>KhZBrA^*9d3G5U|`1dy31rl7s4Flo}h+7v?+VPrU6g#rc?&=w*<rkg1lBsW$h
zqzt3_h>>>Kx+@q;-Ucs<!0wePtYXh#$+FcWSKl%9Zm?DRx?IksXXw;8Zn`wLO_t{c
zb?K}~J2I3b^5>!j?TwqHR6I2y%;$#;#yTI$dSFnvz;7LmaDK|v2<*DOC1ABF!CnSN
z5X4**HyKR>6gjhOH!3GAFF!UgdzoU`)f96Njl(=X@oCgGgkSBu8hKS2=x*M~hGN4h
z+2KLd_)W>#J+?K>ziu)znopX=vj_|!nHd*mhG=d(M+XRn9LXHJN!SQcOtWBfL3q04
zh_XU+l`iN`OVZLqj=&#35l!zj1eifs*Lo-42dkrRIH$2V&(F+rKESx<AHJ1zV7dDF
zok=<9%}@gkl1)IHC!wI=!T8T~*clG*fmd;1bPJ|16mOXNAij%d@}V`!z36m#Zp+6$
z3LrX>e>;mceZPIGUHq@v^y2*<bZ_^9yRJz;n(XY$kUVmSt4t)z!q$xg$uvPaXdMPt
z9xvrR3>iQIIBb+W&hup;Fgxep2GU#ozq|k8dH!r5;3aO5Io8^{$jwCB{LPA8>yuUx
z7To2GkHglg88}?!yeI+1j7RXI+=~(bX_-G!kf!I~`(?$&Uz8WvI1s^}P<~N9lE+I4
zwl<#PuebkCyE(j+V9fr=p2WrUy^ir?`on$sn=!CSfL8zemHT^(d;UzZKe6!dRGd`%
z^w$NTVgAqV&K&83_9OfS`1k~>b<O@Wpa3N<#DVJMg`7C_K?YDEu5~f@l9_y|Vr#=Q
zd65XzU1cI)ssEO|boen&XuL>r{=XTDdxuHCm6iWe;wMcE&2FXmH?6p6^8lLJrJmL=
zDcx^zPzK<tor*kioqHuXFNVGs$xDX_-hRo8MERxTUq4jI<d3ytWSQ-u0pO|?5q8j~
zO+EhWmMS9juljrabNWk}=(%Jf(q)E|DvSI{Wh%7ROL8?kB&*00keyeD$$5<8a-6U$
zj$M6?lrHti=>EVc88_l->&Sm_Q^`2y9|A&&!g7L#BHU}>c&SF#nbh*BToO0QGY}WZ
z-5T~8+#*_!C*uXqMDTxqA#ozg+PcI^3E=#`(niefkot*s3i2F@5OSz(PHME_hwaqn
z)dv7ontlPidHTLNYEE_O<i=0|u^K&6%v`=A<EjSp*FZ1~EMZ=QCmY9INpw9~fc|oC
zdaDzq@j4}VU@;XWJht*Q8mCUn%!7%tsidQU;;`87P%B`5|2&m-jy59HciBqWY6l5h
zjW^i`{9_yKwqRy+Lb?{?zn_8$m+{TSXcbp6*~OeMpNTS22N}f#vG1)l8sC4(E=U^M
zdwngp<*0WGBQ#Usx)E!^*!#x$IiP_EviW8w1~+E;BF9beejI^U9E5>!7`(eXuY<!`
z!yuCtg4zc__XOUX=X{%Fb=i;6{W3LVK}XK3-n%g)t>WNQ2pxe}%Ap$;=8a=(bvPw*
zDG(!*g<OKETR;8=V)dN2QAAxg88f>gG{Ial=CEm~3Kco5%P-PP2Uj$rtV8?mn{0yr
zEa5y=qs3P|ZACG{G|~rRZx46X$dOAU2rKij#Yi#^6TFmOMrt_u+n4e|jk92vLRTXD
zysuQz%w;<25b4iGNto~oqJ6Y!kmVWsV>B75@B>@oK%!)0?DD7dEa_zl{>vVK*@R|A
zZP*AOU2e0~7It<sYf2tCJ;ai?hsjIucvjw(`2BgQxrQ>kJt8{FOP#yLq92{IE;-Q@
z6Q`{)qwYgN5LrNWZ!!o;5Ncm2Keu+u#&D{=mJ=>TD!1i90E81niLM<=xmO5Kf+x2u
zY3|K<iZ5BwI=h5r$J4wfi%`jAHvU@@o%Px{L+*D%<Ru;LqQe@JInCj@m%OYmr){Gw
z)m2SzF}9D;raM_H&$lO0)0nd6QZ4Fr{IQqlO(FgG%?R2&NN>BajOS6fNEUf8ibY45
z(}X=UI`*OSZ6oA~PenS@%F(B?t^wb&f)~BOsuGsG^@q24n18Cc)zHR>0xUDfoA>aJ
zy9!_h+&2K6flg8kojknw?pf!RK5|39!srI5fQ7yb4#Wy^E8p+@Mc0-l5pL9HF{a{O
z7p<}3X)Z_77$MiZ8`yo&QSLV6R`5RU-j<`f<kL{e5>_X>v7Sb-IQmo)HQ57%mufZi
zL<lcyY|!*$`h5PtS+`k{^8#lF_(h7B+7Df-WBVo(Rfge@o1hihUj@x)#?WhsFY|>L
z2~6KSlTDwNo$P@LZ}j&1SNP~-VFPfnk$B1IU|7IYzW|@TRWF!#9(Z~>8IkY8+WL7Y
zS)3evinhAEa;m>%LG*`*k_seA;_MitfEHxUDS&|yypn?bIh=(dkDCf0JdqBUw7L|1
zcojknytiu^8by~1-|A4INUBMdXFO^LU)sk~C9)15$vgs>lpM|+mcYVJ%Q<!tSgSDV
ziln?5-5k8pb&R5yh&(n=oI8Y*S$Z=VWb6U~#`rXjIyn$xdk~U6p#cnk@7trFrkaiZ
zA8Vsw_p6I6yRdHK$cE;=@y&j#*;sN3*x)#lco3P%t^2}=?FNt{&6tgK(}XMPpU^4j
z(#c;LfOX0zJq5csUZ7U?)22B?YJ0{xxnwQy*O-SDIpp+3=yI66&Lh1H%_meBwe>y_
ziMM(`CZ$;1`F)2JWR&UE{dg|$CS`?dG)pFbFJv5EO!{W~9L$38jvd_KldlgtKv|~p
zbcQzZ*w)nO?CeyL#8dI3OgwwW9sKwkzbL`Q|Hdp*F9|^U7pMB0qH7jL_4u@;Up0do
z!>89p{FI6cT^quK0QuQN%pGFXI?kytagr<15c+Kt?AVk@Qqw0IefQh3Sc`6ysqA2O
z;;Pu0so-xQsdViuzrEO7BmZg@tEEp9+Uil?L381b4Yd{?4XK6F0Z%rJb21iEC(z;E
z73%;&>INcw@hVPT`}BblZ4bmN>=Mz<HJLH$8V-C>xu?|o^!{StsYH=!O1kRYH!XN1
z#G7nGjo93%J01w-^u8P9(+!0eIdl_5pR--w93#M<jjp!3<~gwMmpNyxknkk%OUCTV
z=6{wZ?cbjlx6Q<m+vDxqkxD0?F-<|t@_+rdhRK{hdODtnnsS}gEfY0GW-?K1n#vLe
zsFmRm(Y>z}|IktI@a9a1ix?r%zOX(Exk{I{R<~J(NO80zN^SiX7mf4;Z`>n9BxXu0
z-o{p{);hB0JIpEn5A;<9-!HDE^Bmqs5$ad{*%~ckol#PaB%-uwTYeZ`ENEIe;?}gm
z*V?ZG=rX0{J4|pS+1cyYTDf7uBV}w1D5hWc_5@l>?@*H@eQ)uiUkMhLfi;`Zxpxma
zD=*K&7AYcX#H>tF53hk{&%{O&mPyneXJNiB2%cTCZM}68wG!xXuB(D5NZQpxg@}VH
zLawnPBe;&mQWNId6Wr|AC^6h7OB^x#d~sa1&NPjPU#j`;!20UV*iFk&*F6L<Tz{=k
zM?Sk9n@v^tBNhkz$*bzvUE|YrxPoXe_!o5WGFifHf~I5tO`;Xvu*YhU!aEiZpmQJ5
zP3g-!6UEi%WWlKxw&ua7hm;q06+o-cjG20L%gd0~&E$fgfeMpB5pB&Y^7d#GO)1h?
z>SKdya7x`SLah&)Z^Qv0kh{*OjI!KYEWweK1VWEFck1AIX(BQQ1xB}{9*tN~iH*Vi
zrV&U0jpH!0MryFjuMc1tu1T>9X3p~`s|cwhte}vu@u0Eh_vX!<Ch|kZ`kKLe0ukgT
z)qqV|Y5)t@yTQ{t&`8byz$GWR=qN2s4~WTFY}Az{BlRke2YLIr+suvLDvgoPMToqk
zisD6e9ys#vv+_v{eH9{8=~uI~yg;x3baNPK#9wCn5Jwr?KVq~1x?Bqj1gPG4=z!QA
zFZ@SnzJ9)4v%C<?pu+!pOZu@S{1<>vTK7GILOT7_?01hDyDd<ue2Z=$ajArA#3VKe
zlLCJ@xb&H_(lma?u63cduG);QQBx_9@^k<Jbj+CERF^X9`+D;&Y1TVDK?f1)E2<2T
ziQwU~z$=-hZnKYRMxrqH;~dwL3g6y>S&s*@>)e_k@4a_zjBUfJL>`d@ZaL#i4$oJX
zP;|AoEm8ATiE6+A4Ev_r$fm~<hSf>$Ec#&fO~T<ACn0q*d3GMNv`R2{tW|>T%OT@R
zyO<Czb->&zZpzWfaj?~h<r8$07sIJC*sH%@2sCx0+$`<cj9_1!MWHikvcw-KOV>7x
zSaS5)2*6g0G`3D^tWKF-UGx<D+$46seuJu+(M`<pfOO6Ov-Bh&Igdxb4`!}RaNfp6
z`De@&JCb=bHiJaMt+Gycj09NPR9yucrlpX#gy3c2SXnE~;_Y_pGJx76ur}PDM(+?-
z;%p#Nr0beQiopcwrolAJrw#=9^7xI!#6o%aY0Y2aNmEm~{kfpJunTCHcFIi8$<v#|
z`I;bmClk7epP>i_nFtJR7e?QVay@fKxsb_8Vd^9@r5jiCRaXbrMs=)TIL;Q1pe9TW
zz?M`?CFN9PA;2o35nQ)P2r8Ts8Ec}DwJL3NjH-+9+?2KW;(+S!tviWVdcJj*MYJjx
zh7U@hem)(tfaFj$F(LC!Om_O%eHcH>p5h$hUx;7iF+=YJ03&UF0V4G4W;pI##wx8C
z9jIm7YkPk%RCN-XQAUTaJC99P?q{N;)MqZ1mpOmz#~j|Nhq;wBQrpk=qj~|MDkF>8
ze}$k|{p~YgA2vS4pE9fc2h#by*^GqK8GMKfDPm6B*hqk@bqK@8xllavmomd<EoFN=
zyl9V0KV+d>(X}7tLST74(ELGcH$F<yyHeby2N#XaR{-&gFxYwY<84&uh&Jz;r4Ph9
zKt2~uuIgqcb3qXRMtUZmoato{bvbW2I~dmGXp>+2+x)$MW25wTf~e(>9Es8eWc7jN
z&)(=Wsd-lTQK06aptJNUeOR*?TvYYAy)0^K*xS-#x=OOo-(F7v+cnX=n7Y}zZ>n|s
z7)CLj8}U0{>LbBn&)BK<)jEjp6P&e6at-uz-<nC&IGkOwe(=@Vq08>DJkkmGO1r6+
z075frW!XL#H}Z5I=p+bH)z$~ffT+Lb)k3sr#FgtNE@R5l2`#41%gw>e<7la6V!h0m
z2X642;-1}SO#7JO&;S7b_4aPv^Hl!AfdO$#3%7wO(#s1=Qh6V+s{k=w_SEBZucSq^
z4uR(?TzUB)2!ZDH*mwO>fJAdz&|Zyeq3!jMJo${_<j8Qi-Q-SgV}z=u+=d9M^Yr%l
zRk;Vc0|KW}Da$1Nwg(yhN`MThEuEr>=x&7np-Un;U6rla_LA-xUgSKmzTrzyzdL^z
zH_uMZz49*r5_*h%#Wi+fhE-cFTheDx6=@-C@JbBNf&Xk1gN}x1)3nt$TF5hFGG&a^
z>!whX1iaeMFjK;958IAuFZCTyZ?z*8Cs}MC>p`oVM6v!2h|-j|XIfXPm7_V&*l6sl
zmrCF2W$RyfbL5GBFg^_vQRTajec|Z%Wewpr-Ishz3Pa3~bFi3D7rA1sq-or|SLN*C
zDj>vz($;ro*?so#=?!n+v%+<c@iAa$;>`n0=F^>js+Wur>dF>aaaD?PnDs+?DiPwb
zkV^~Fk&yW;ie7$gOz^9Tn@A?D&PB`mdb&gQK(xy<Q&he}lS2eYefWqXP$Jj){CAdN
zt`yh)1W9oX+j(9k!sqwToZpq@OR_ku4!t63o6R7p=C3Ww<RE6rVl_3<8F4s%Zw{>)
zz;yK0NPko%6b#+ISY-zN7yjel=v(!$2m0Eh1!flLP?O%10_rG?>r6B>T5Ww+xo<(R
z0lVg*S*|e1$_>ssbDx-N8k?IhPJobES=yjiN^f>s5ZnZ=Xodao`jsrPHTb0k<ZYSD
zR?3qSS8Yy^>guG_B%vgh#e(dldH09}4-+FQj1yHLqpNR-#ZU(Qt6|TAV>3+pHuU;Y
zwcrML*OBWA52iqg!WK=YI8ce=HgQ5BtFiACvl`&r3VcdrUs$<)1JF4GlX7;_Hl4I;
ziv#0abYMnrR{N|?-RruxBt1!QTg>qH(IxM96x8<q=+$N{SQbitotgD%jI;!Y^s+G=
z!oXdd&d*c6$W9p-FWJ8h$xe!?8uzu{FRPF)k;Pk%<gck^7Yna?3loE6pMfd?1p}$G
z+v~xvd1perW+i&E5yNYq02@2H+_4dzLE^w?0bzs`!LrvfvxN@Jh}EVlj4O&LZiv?s
z%}Q>zajnENmzshx>PDy~G6B>vobMXaNdg?FGDqI!dj!f)Y=Rf(^+zyLE~SCd#r1MF
zVCZ1#pVbP!$U8-J%jl^x=Ws#!UqRNcw!jF~8Yz+?O+<YW4dg!9fVU&ME$8}i_2vNk
z0^dp!Ri+L1w|D**FTAo)-Jm4Mks$}j&ffp5!?hOIknd%l%)zd!2*hDopf)c3_F37u
z{FZ-6-ikMO_ByyB_LyPF(aH?qn+sJZ*|bNCP+5wB*gUZL+B;xJXLY^lL#waLLSLJq
z=@!{b88bIu7%LX&-nOkSuX<$wRm{zk3{R^if5MM&9izf44?eFzu>f>4w`LVlYHF?u
z&4{G_#TZ@7mY2-)XtIi)PNs9RPu+P_URWb#bxR4nOT>JdZl>$1fnM5KDNPNFHHUDZ
z0X!Fqb@#D%bSB$mE_-ZvQ%qHVWsVk@Kq4iqvy)YwzB##j$R<!?m@lR%kcR4Y2{zS;
z9f7^<BeGlv^e<4bC?Fh(*x6g@j3$@%W`GEyTCs<Xu_Q{#^oIaWU7&%zGTGvv+5G#b
zH2$kdr$$;kLAI{|KcJq@)~F*Ddz-9uG-O4f#A#JE?2j#`><uQj>EfYdaJQYHNS_e%
z;k;f--x=H2gmr9rpYQIcEdT5u5oBKy`qN4;nf*VixAACNvq_TjEN9gvP?dY%p<Z#4
zG2mg-yE0{7K=n$_roepDhmmZUw%thJ@NkvQ;F_b257Kn_U_0#g3(#Set)*iik0omg
zIfN33+3nBfu*zJ2{mBCM7l3KE>8q@2tWr7w;wv!XES-t!SFqrdbBtn}rgckxJkUBh
zMf{;uZ|75RqSE|n#nllCGnMUo(1hnmK_69a6&&)eeoH;7pCg1%^KGVXkL&B4w<592
z@9ZW!p$v!`0H2iS0I`u)1Kz2jq8I|D7zoa>FHUhZ33A@(u@D_1p&CF>)5ztXpfS$!
zm8MH9p~0P4y)zw1A^`&^Yp9p-Wt!Tm=Tf!4sbBmkZHAxltlts2Yp7<_aJw?w$kq6D
z<!gTQ*IuG9(&&BAry1uR#BUR<3GiI@JbjZH8siBe(wV)SQrp<ytF3T`x%5`VOhf%t
z<7j^>D)`1rZqPWhRAaB$k!tZ`8Af%p-<;`Px#RSZ0G<24ta++`K{%2JYa7~5NbRq%
zmx`mIk(GLxr7bEqH&zET&Q8(B=cq42X+V*(8cX;xRKZp){tSNp{{OW1-9b@w`?f=n
zARwUREICVtA&SHy2gx8v9!9_+2Nh8PK{65~OU`kIAfUt{4>^q_$#IY@`Hkm$_tdGc
z&UyE~_wK!?>el&Vs>5`5{r2v?d+%PqwN@h$6Xae9-W;-l9b01{(lgU<bJvp1QU{G5
zQy*9+?n0^`iG7gm=T3BpRhO2s%R)wH!(=`vkt|%YnR`zpHsue9ltmg6H^yD>okAze
z{9X;4LCzU`e8{zN>(<N!wF1+i_`ZYR-L*`z&JNv84((@K=%GD@9CHKeY|%@Pwbor4
zam27tU=%+N$PewBlXwHDwQn+GtN)=+YcT4>zG8<HQCtc>_bx~jET$ko3y4Pun9v?H
z^#|{$;=P0<S(JuEs;u{~dQCF~M_(Fcs2NIDp}u#Mg-%Y~Rv~kp(=kn$O?b$rW-{US
ztkSrzRoBTC!ko<DmT%AUBmBiF7yiaA+p{d^CXu=3s5Ky%@wsV2uk2~j+`KCP&Ompu
zT|Af@$FW`EP8yurbK$+v_isMA)d->P^rh<W&OXy1%l*uT)4boBnm>MjcQ*Ey?(lDk
zj^9hK&{^{hbI+O05i9XN^{IQZubvv?M&({K(6~Q=s4nZkEe17u%kFDS5J@BvwWK)O
zG#W1~K$jVT71A={OHuK_JZ1Ohl1`js3i@yqIbo_2*+xk8$S*^j+9W=L<GDw(;JN}L
zZLxv(c3aoxjGf1_2`ViGAHO(eK;?>(_!{y8-;xwN&czGmJx_ZsbqR?O=`%|kcu|D{
z*~QC|00p@sB%*<<>fcLBV@ZE#w4O>^Y)olg(3x%yYr9O2^i7E<HrFyx$$TMZ5*~|I
zfovHY*PqwHrhayj(S<bI+I+r^7*JxklDRO!6XYUGQ641-N49pmuPV(Bv2-S=F9V*Y
zWa4Y^%WQjAYZ7q1d?d3gLa$QS7%mWj(5th*t(Udjw{kc{TX;t2J%}iA7_}1ypTBd7
zLlw|2^Y=YIl?6aP1b$k1Y?5hAc&Y@HdG(S1kd4YL&!C$<l#OdLI{0(tl8iO0rkRlq
z*&wa+z;l0rsLmJL(~}(XW)7cD``Of|5tb|CUf%bp{-nw#;P^|nB<nAXMl6TlT9eTS
zzf-;djXk(&_Jns-z{IY=M0OpB^`jtjP>+bk@LB`E;lOD8O5aLD2V?gd(-GE&!nCm;
zxvmp!psNN7&%6F$q=P}^ZF&^~C=dT=57!jXSoP{>9kK3qClh`{e&;gMchR@PtWq!?
zFeNHPgRtC>&e#%VPg9?twrhwymWScUlwN4kRKSZC$98k*yz2I_9<TGa3faE;x$-jr
z3R?Q0U({O;BFT}PrHgbn=SKXX=h=>Kj`)Fzs<Ut9tK^IBwQjAk_^lu8;JZskJ{JQO
ziVB7rbILyR9JQex$`h{HA-2jb^=H)C^7>rICFfLGw&!k%vL{e2q&snN_reS<U)JXe
zxq`$tQobrKb}Du{DzMR`vI+naV2218tqXRI{yHfj?<&}DkfmcSp`0n=x;PurX9B75
zMeMv{E%*{0sEuP*<IF#k+w|5qjsP)QerQLFf5w2BK+2@Ohpy_f`ynNOG=r?OIt7nv
z)rqr$h+nx^mK$>Kc+2pap<jT&kitjhj_++ubI-z%O)<sG3Oe9ZbGeqpxKtV31icU1
z^|2OT+*ZR$?^`di*lkWWz#Besh?I@;hn0rj|0Zn>n<ad=;G8^wgLRr7d|aR@!@ZKU
z-f{ALu<$$LPDwGprW@X{Q4o2Sx#q4sJ<swra&)oj(3>zPMJ({-)(d{Si$+@DR?zL`
zuM^KDmzJ#4SHF55G8=9`va(dQ%<n9*Ts>)||N0dcUo~Y1Z>SwT+N)84IJtT<pvq!t
z9q4-_DbGBAWd@8(o?Dd}OP-t<7t^B%Q&k&ZX9?q`5XbwlKx6bEQHKn?MLz8reWJtX
zW2mhkOTw}TF#DBa57mI9^Fxhx4Fuwo+lL?9O&bEaUz*KE<toxHi~172xi<prClQ5^
zr-hrSj80>!_Vp`j?(K$$=rXH^T+wPuqYcxJNq7symGn#^k&0J5#PMXUO=Rl=@&59K
zhhp=^IdLO?&w9QvH4mf8JIeIQ={bL#o-bo?P1qNXjINBf3wEm0QFHU!T#{1aD9%x6
zRx%rIOu!OrsxzTb-+sazO$71bT}<o$DjEN~oedw`S|LwfKF|$C$$Tgm&yzS$j@>4y
zPj2yvZv}Yt5$p{y9g~f^E{ATRO?T}RU6=fDeZtV9LV_bfem0~!Dp1vv-G~HlAg>2u
z><XPO+|qyEH|s%Kr2D+@D=)06dGi@HupBy}fY4D=7_qO7C9lU#*v_yh>crGubLk$p
zbTO=Vztc>A_|>jonaY<&5S?;EqSf^wJ`h7=Y3f;B@o|(hiw1oLp#B518PGj|dT~iP
z1(r)hsS3b6r)1<IRZ$5{?^X%#|NTx7ANIqeBFyVLXLzusW8VMkW&Sn_QVmR4z-iHa
zZHyIW&2MZMOpT7o|6}s?x1$YZJ~&tQgeXvM4xZoCyQ(^tbT;kXY9vb>nb0ksW*+NO
zx0~OAvHXzh^f?fVg&CeX_}V>J;In5SeI(}`h$Z%lt}!n6ot62AUe?3-@mhBWgqjpW
zeI56xFowvIB9f?INjB*lMDw|Yzn0TQ15yN<IexUyD=;9r)|sI}^WtL~@@fIc**48X
z-TI_@fs)|~oA8#;RKXM{{ev3UL;2GlLm%i~`YV|5hS}Gj1F9Aj)y?nDk~BSKfX~V7
zI1Wq->#bcXWCfm&U=;1HFse5TyV#4#sQxB*95)ZrXOAc6`6MbKtmZu&5kos3HI@_$
z%(e}*#tfbbWBC}ENn4Eid16zd(`#kAt)0H!Fp~7e055=njYU`oSvRDpWpxKD2OhmN
zuRL#*m_jlu2pzYp2s9B<m1daywa+Wd?3CJ@N>!yPNhC2TWBuI5C*AWq<!k6PRJX_r
zGw28Z*(8l};Wy_s{g0gX-_wr*2&J$yR_pWS$;ZcGSl0bP=#kZLr!ENYE`Z6w!UfFV
z{R&kbA^ec?vi^FP$>Ij!Q)U~fcPmKX2GFFIbOV?xrOBoEC!JTHZ`wtH^%x@yU5ki+
zIy~+L$fnxhd4UO3lX|vr={4UOCU{xQrfC;V_U-H6!N>fL+gMnY8~fYu;4xxi^hBh7
z1fUXAXlG1$;dT_Z|D5wABr&Do<i>_moZ&J5HA!ML`6w5ob%tVyB}GLqmNCQ<4BNnk
zms#puf1OzakQxz&l>g}8J^Gq6=ksAqKGT2Uf$9$IUfFoR-?=onv;U4&7#2SUh}Tyd
z9xr&!N#(12pK6S3g*S`;vhxUMO0KvR7l|yrmq5eOYIqPlo~31c5?(fM1)-CRtSG>3
zu5Z09dQgYIq3t}~_4F!tNuhSu5{4LEA;&0xf$OmtsHy;;R>iwRWsKUSVI->T)0^r3
zlOdti6wU+nP1x1QLZP^SGp&>KteShXwpYJkR?-mq)uWkX%mnJ!X5P_VUn%L2C}iCS
zA3OKj+LTG1uGhFRJu%2SSJ*bu(7h)eWS(|zwOVndm!oAiu~?_w=HF{-V3V@I0%ce8
zNoM$L&wg&aJr9|b!Hn$UovY2G1|(hPi2D2J{V%zZxs)tIC&%T1{hGi_=`Z;$)iCeI
z13IDA#5My(+I2P>1$_fZ(7^-0!0QIk4Ir1~e!h>*h*kdAnB05rxJd?0bxH1-iozH^
zwoh~`gU#t$wlqhYIcn<zgwDLz(IJB)@kDjru~k*xE>mjAP^D{hU9heeo;yb{-5O1v
zRb@+vb0khssf9^ix^(YQCqa{`5Eg--Z{GmQg64z|rhGkzo<NVvWL)`FFBmg+XQ3UG
zI|n=_pW1>cf<s!*($dqfEk|`0Jt&Op5(~P$ODtK)hahgz=mVh2v=lM)(C#a~c$0q)
zn98SKa%nFAJ@}`U8d=;&e18e1=H0#RJ)K2pqU4O5{Md<mZU6c@lW|AWRH6CERGI4z
z`q>IxiNVCU+S1>l{uw_IkU48&QPXiv^|n6C^CU~?GV{^SQ1aF8%oWcKpzRW{WTG<h
zM3{9mx$K?2Q1E-UDXGseD<d`$iBAD!#7RODfb%8TZaAi(cozvb0OtLm4FT=gtX~gz
z{civ%ky+;gF7D;QF7`tO3+C;d4K)p+tPe@qwMsmP40z!_^K313W5?QH?G8=xRhZsY
zI?wGaUdGNWEojW1F-Kx~#IGlTXS)Ma%n(zy{@9Y+3Gw((KF+_k)whCOGmIFYXmii1
zQ1-#}ySd{&tvK4ydn`NCutx^?7EFWbRL;i9Hb<3CG#j3p$xg1CKP>d|n~V1A!Wvzt
zR`EU$3Ke)@KmOEp-`_mar&=9!X7nkT*%AxHnf0SunsC)rwkemsn<Dxmx2?@q4VN4#
za}OjF+%sZT7<VTt7eat?tuld!8ac1~g0K>>f`_zDj`12k|Mu3x!0g42yZVOMe!oF>
zk>3=6hg7>qEsxL-Bv6Pg=fkM|_5smj?9xHvx&xS@>V8kNh;$;`7Kz(0^&3FmmXgBZ
zova&xVksM_HfX2lX^k0s>cHG=KmSfPR+F4GfSRjuH-c#q4oq2!x0<(nc0p0=N{hnx
z+|{a>)V|xrk3x_4gv%$(=BcoiB&iWyS|-Yerg4VlYZqH@KDU59aCb~5dOjNOOZINX
zt9$Txxttmon#gNDBmk=yMhp@w6Eb)i1UPNKwF>DD^HM6(%qMzZj%I6!rkPbA7$x3y
zU5vy*stW6aPK<tjdw;*KIuJ@Sz|)wKQg!P!GJr`2I>?DgoQsxD`qCo)wDG46+>Z^<
z3dANVDumLwLN_cQ6jg||$m^GXR|0c1r`l43W_m?jZStfrRwQgR1=?s&O7X$66BAN*
zPkI%Rmn&{L@SSr0T^Qv!S|I9sulI>}%m6PLR=gkDvwN(?3w4rM7zAE$k<8&F4Pcq!
zFAJt%jen(oTIDyy;3Y-@mpv)dEu2HWajcI6sCa1nqzrwWuxC+!LZ_49K(TqxMbld>
z2S`+NOW8HIaG$C9+Ni$Rw9BuC)?6=#1SpXkn<t6Sf}y_HZuwtP&U9yk12Wb=gI$Tt
zt}q}vlqa^@-q!($AGwcEFh@@Ac%=w%UWj&6&Pp<2a#BsnI-guyp9V8FtQS&P65~ZE
zN3lE4=pR<UZ++(7wx?Cmp*vdUCT2m1p7hr<v(jD-SI3I`)m`|lTv$v7SS}zgwQC^b
z2={jaalVX;y^w?+GMopT<}6qD>RV-8hvkD$P*IC8|4}JdhY;dO$``G^PK^w{YiYhY
zn@Isii2M^CdwK2VVjT5WW&2qIb`LdLhEwM7VSebii5=z`V`<m<Y*)siI9D+}u`*mo
ztyK_1tZ<xu2DQ%hWSZ)QD1P+t;7Qy4)y}}f=royti;>B8Anyw(NSKv-uCLgZ!U^E5
zps{VCI*Piu06v=+y-F4QI&N=kbXmT#TrfX<<)T;s{<+ZW<c?ciHEO=PdQXUdO>TN|
z*}Z-;@plUmjMy<$tclTTk)#^=@SV>YO^egh9p4OG^tkgJ$aD-b9@}yE&Ima1`>g0Z
zl9Q{kRblZfB{EZZ*f!(1D*A53w{k^0_u?;`qu~O5rPze`L9~4FSW<Eq6So0xtiSy-
z<T<#y0kmVhE+|D*g%ifdn*a02ZU4XQLLOobH4VU<2m>MYqrCs)s0{=Ba*Ut%TMOya
zq{mZbRAeMkPfix@mB~YvOV?;9t_E+BPG;w%P+Oaf+ruvS<~4?Q2w|BeKpZ*fu5th(
zpCT5-xYKvCf2LRE-jMkgRjjX0D1hdKH)wwFr{mE>n;5<!u}Cl<UlpcmNjrV8ruO!A
z)RypAzFy92{&^S4<cnJq9ewv?6gNbt0FOOphs5-{*vm%RZzJ-4W~aw0(2dlL6po8+
zq)v{^`@6j(<VyVv`kv7scXb$1`7-YbcsOs0kT!fSmy{u5+2a_uSV|0=jV^J+rhQAh
z{T={#14y#BsT|D<GaYvw6^lTtC@axb_}$jovD+Th#Y;+NVzPj7?LK%R@KF@dz?bQ{
zw;&evV;5v2TBZ*oi^^Z1=vgd@rH>7WjFujzVokH0;IbKAK(2^<)$~lHG5qED5rQhI
zt!haYQAn8sy6*)t2bdo5tw$3Qgo<V0ARIF8J!cOdk5STbCw0*;D=^Is>+^{`t7Ua_
zpuO+$%Dp`bPzVn6wBt!aIfc(?#1|IHDIOPBct@%3TDd*oh?VAlMsuv^i*<ybnk0v#
z7kA$#j!%oCi+&(thh`Ta3~b{XEvpX`{85()bbV{ZzTeR(NcPUL2i3~3vivif_!GLY
z@u2z4>N1bKKzB}m_%=rCe0uS4;i^Cvo{%M}AOVe8HL>oHjudRS4>87g6}-<N{n)wR
zgui+T0m;fiT$jLJ;kkkNX8x%%A^HqTd!lwy-A|wz=eLlqZiN<Va5K|~XvW;3Td!Ni
z=syjXpgvjjn1~P@w%Q734IAhEbQa!B@Hg=Uy~uk<BV%!j$pc=b$U*3`^rn;6)&hG`
zf#K#L3;K*`P;2YeE$pSIF0RT^E7XU?{>whXS$(NCi8j=D5(j2=_}#SIkz?H0J72zj
z7H@c?*+?f20O(3F;sxxRBzGozfTcq+#%l&ShLUTvf?=gjT;ms$92Bj?4O8BlMX5ZM
z1%5Mc<I)|%RF}WCVB~}z8Z|8|A>;8h%f&S8=hxy{Dl88eo%BU|?>EQ7;@)Q!+`jW6
zI;BKR{~@{dA0w?E?*4C|8hh)lF8S9S^^KVm8QF=sf*~};TZKiJE~apq4aZPtbe`FL
zT|o(abfxS|ptx}aphXZ~tkq=SoEVlgVv~t2+-v>02$>(?m}=+A^-1j2<ETtCAw1GL
zz~%4PdykhEdYF7^Dq79xdn5+_9x{xG-?p51VB_cZz#$$;BU&sg%s5nBcFv96DLG|)
zGWuOblwTy)3jdLslELiOdB_TrO4n?>TC7IG6b_Dj!)eK5y<1Ik1{b<&nwrVs3~%~c
z2pLHy^Xbq<HG^E=9Ulmj+_%f<^x~4+mWL%MVmfzSqv^-|k?(**YOgS<R?C&chvZ77
zTU48@D&DMRkyfFehfIar>KMKM%;0Pu+3Ulrp~f?xQh^^WdYTjvY;^}m73Wn|y~hs0
zEU`kswZvxe5`rIbwh`)UW{h;ekzn%3dX^IkEX|8YhgWRWBBU^>cuVH5t?`7Xy<Gc+
zPh66xwy3sNR{`s5-CX16<4Nb7pS>Ajv2Bfln(vW6@q42>&#~fqi*>`iS!TOvV*2i$
zA?y!M5+e7I()*LIc?<Fb8HjFM_EhuAK2==gW2id6r~4Mu>*MayH&T+{=3RfCw-OoP
zlsX(lY)QgP^e&!O(EbY~h=WrVDI95Y;1MJU5j<#z;2C}T%u#z?Vw6C$xDJ-eCQ+Bw
zf5{kit_c-OHj!7qCyEoIJ<I$A_TByNTu0#oVoc-I#GRft96w|Tm$~S&^lk+ItztOe
z_mFf=Pqy$Lu&?9-TfwW3YZJ#fjshgJnW}?no|key>lJb(85CIcCBNd)zxeeA`HkD>
zrRZdjZ)Y>9*{VX#7EmT%J+)6h$s#`V3S?^7(Z5PrDj87;^SFSd=Az)W)>=>P$!pg4
zxDi;#8$3bv;tH~ZCo?bFGcAPMW?O=fFCp>~xFFesIju3R)fKlg7isS7e~c@0m-n}@
z(s*0(qG(n>T3NL5asDI{jef{(V?ave;(Pa=>$A^HW^Cb1Uh`dqebK5*azz2R1~mBG
zraF>81VI?PDzhk%8@SYj{oK7)GxycE-|A#_NMes^#?Op`_Yz}1)_mqwBA-5L?UgH{
z4FQ>BXvWEDbOdop%3vzxM02_9AK^C7g^l5JoC2ciBP-<DnM*)A6Od$BhYgt`TVX!2
zDkbIc)-`jSz1cI@b_<TO2W+sETQiC*RI>4bw+nrLv>5bqf)};gx8n0WN^7VV?Q!A~
zG!`8Uj9Y(xEg7nQ8kH`M*x-CLQtL%5dT{O;?N?;@aD1L7-@<rCU}(lL?z(oYa$Add
zi!WzFR(45~W+z)k!Nv@2m5+tvW@B0{#Rxbm!S6uD_ltQviaS%(1hJPCAHJLwmcmG!
z00TK+tb9A%@rr)VC^6`DxD#oNYEk0UL|zU+<2}3d6FTV1OhnrFg%KmTf<q#_B$q|A
zIwCK5IPp{{9gem;$8|Dog5Y5Xm!GG6^T8-T+uglgw#I|6LjtYAE74vy<+FE5@o6#9
zN%KJrMl;>-&TgV!!g%d`O_w9AT0@2mOfRPyMW^7#+BgRBGC-<@mF7Fc)z7gAPs5M8
zTL>5QM2pHF{8Br<@8%#>q5K5;VbEHL>$J|vN9JgA5Nzt_rcQU{65E|PHowGv54&}d
z@)-{jxYtEpC7|OLu_@+G(#vKE3L<tCua5VQ9KebBm}r}g-j2?xD(7Eq@i9elphOU6
zM)+%;dbkw7>$^;L>8Bc92TM2#H1g0^1P`>%)}oxrJZ^5L|3f{};JpPhQP2H)gI`s5
zG^B|3qj7!sPWD){=1V76=44_WN<*mBqOa_vHsC*^#QDS5>aX^lau_&OTJBya)fb1T
zvb)`)VkYgY5m<e@e9^j3AoAKeTtAn=ZOll?Z_Xsa^=<=p+o=ONugw{$vdY0pRCN-S
zt^%`s-Y02s{4Q8BKCesT2^cb=nJJ~aOWR&n!nny()=sI0&ksvtL?mf=vxRXY_s8;~
z<N7wzh<)*Q3G*Uqp5UY?0gm9uy$syKt1EH!av=P2O>Ybx4Sjv$pM-`$!knlK+oKy%
z0GrjCu<_tQ=(rxf3TJJ>tc#CyUi&VF785&M=AyU5VlVL{GI)$JaQyrU9JfB<`%c2k
zwL*#w9U%(g#lxvMOE?Al+k!Bo(k&keYV&cbH)|j?TJ6(XNeP1Tl#GDAPWQzf-ty~e
zC(lxs<k-PLI&0+_T>;UCSfBKS#O0#4lZt?(c%`St0^ao7luyC_P&fJ{a*f`s3KEl?
zlqjMM-^a~kT~UKOhY#5g3F1|4b%aDfn1Ls!^>6Xqe<)f0>;1q0!X#c2^K8+h+IWvc
z=3tBMD$fAlQ!=Gb<hC<&f=##C_ElhaWpAI}HPvA^v$IgQ;byR7xqp@t7?<VJc;|EB
zra4}W2+^l<bIk?^+mgz|oHq}98Jr6Ik1LoWsJa-v3&UZ9@{{dIf(nOFZZume$W|*$
z((QIJJA>;+kh}}QrOI7xI`QL?x@fsf)2er>i*;sNif<P8k-Fjo`f3>B$w+TGxTcjY
zTyO{1WY80TX2QayN<T7*hK+Xbmyv*{K5U$%Ns*p*!eXew*_ciAUV5T|>dW)g-kcAA
z&*=Xj%QP89A#|3hp$V@Jp77V{wb3gJjEC|}k$n3$nitb~5?%sMR^>S{w;Ga(Bu@0{
z!O4X884Mre<c~C~K?;=|6I4WL-18f4vpve0TJhyPb;p`PPWGu5FhjAV>OtJ_)na21
z5o2q@xZ8#*X}QNZjAYB3a7o4p^ejJV$%3|go~>q-Tg%~-juF}7)ku0KM8RyltO7PC
z*w^dCI>>0Yrq|TZumaHGV~S4<nOrw3@=NV_TvZQi2wlCE2ffM|CjCl*N8AW_8%<wy
z#VfWiOSUCFH~YL#d#9M4w-s9V@CG0$KUX{GaRW%C*kMxBINyyb`;s`HS+BZv19-z>
zL`1;Pu=qw3lN!gTEW4Jju_!GJ?Ry-Ovw&^$A{l6Fc{s-Z^4x^bz~A5u+w<NTN1cC~
z&fGLobUT6{-;g?@{8kC7*??g1o$=89H$aUqG7^szh?`Hl6g?}=U8oFAt+l;|L!%Zm
zW&9>WCs>Lj$p9<MxJ!*C8ra?L-bE@)7=g6~gi#q4`Z~9bAW6mhQHn#)V&q}w{ILYQ
za>ioFGe6c?-1K%2OT<cU-cvL67dXfGMHQ;2YRy%SAVW{qQVq6#e~T~pa#(9c`YUe`
z<I>w*OYbID7d+u-^OR=E^Z|FUx(hWL!4=>ymbOIVO-Vct*cuWGRE&+3VoPusG6Pm#
z@_i~j+(3oED^U*htSpa(iOck=dWf<5680kaNev!PG-pvTnp4{3>>x|#e3Fo)i%^SG
zCXrf+fG9XTuR51o6Y%h=FA;UN9vP!GB_k11+*<uffcZ3<4NKjYAu@!8q4-2foN+BN
z(3VxSBjjUjWOPND8m<F~_GBC5T!3%r+N@L<1v-9*VVmwgvpu+7`H`WZ{d;Y?UAkRm
zfPE$#{H6KzUSFC6B2z$*OoZOHLRU_tpsJGJt&GF8V$sju{thML&e-r$>DVk)n6a!<
zKKyF3VAD?!{S1W{uJ6P4@q2^BPF%MZu~TuE<3>P6LDsFM{&f{7w>9S$uCZU0&cj}s
z9`qemKBfr3miOL0luMjWY?nuYW=cMu<-L%|`@KV4tjWgvcRrQNevr26pqoA0rx^j+
z=qvHP=wK*n!@c55%n6w#&tD=@WwdzG^tE11y}-uE9<eBdFI9%(&i?l}<9AeN1{ILZ
zb45kjgv~!ToDai37diiPSHZGBuEzBBAKr0X7{pNDu{Js9WehQ~x$tshyGsSo$zoRN
z{>iJlGFPb)5dZ^ChExpv|7T;RzgS>eFj3XQzfS!K-EoV7h#-QZ-o%&w%0gCeD)P2{
zj8*JmgA2*{l^xA#+l{^IUET84SFhGSvF6Y$CQhN<ZZmk<B{dD!S9&oy+=UsqNUEQ@
zuRGzado->KAOcCtq1v7@JvFkUqLr$GAm%7`&;EPK(I%>LW~OhzrguhH#hTQ2*=xsG
zzsu*1kb6^^>EZU-WCFPuyVrGE!UbScRS}(*=8EObs$%b{c@ThSPFysDP&_mGJ@xgq
zxqhav-^@K`kxg}jEVI563<oc@aT?)E5c`;&g!Wht*tMPV-G$!gICghh_NT8P-d^u*
zM)oEl&Y2KRsX|cvH14cV++n6Q%V8#8Xp$MH>uAq`gm99rw$v=rj{MV#aBx%;Qg|~$
zn&61!$pKhU)`-IA1ih8Cg5{R~ewlqADf$a)Bu>xBI>J#$RrZsB72=;;*USIhmsYd~
z$b$LE$svCf>mZ8{4L{9F1W702K6$Dxzn6A5b0XEaV|@g!U8k>c(&TU(g(%IkdV>3_
z_2Ns2EkRhA89$d9XX?@t_1BM|50;E<+7!{Ak(n8#(T<KDJDt@)_DoNMmeuk1`e;Xc
zIivJgXOl-R>&{*m>p|oeLOkNTm*8inyLS~*1{-w?<~?M{P0#cD!Nzr|uhN}nAi(sw
z8p;Jhz?tZXs?_nesp^`C9>x<)p)pzE!PscHn;Vy2tuBAWo#$w6_A*jK_pXEHsmZ$<
zJLpNWBu60o;*^5M08-IWAUHT7{kDcP_TP|S{=F{z=OpKU*Y>?!?A+9sM!EahM30TE
z5iy9@0{TWlbP99;xQfxG^QANP1f|LTf5PAIf{`xu%PIgKAp0nWpY=cIGf7bx^IXHl
z%5&@+z{>c-r4@y-66r4^c}%t{`@yxg_6?wG1jCIkY_mSPbpz-v{`Tt&ccBl~pLQwy
zc>Ig+`t`RnamgD1wF-sR>!9}HpC(sWK?g4G*Mc#Bx}XZR4fD^E7nGP!j#*!(rriKO
z<X%(izWKI6bOT5*4BGe7SDD7Y<juMjG)#R1;4HWSEN%QbO#Oca@xO1_ziQ&&n(n`9
T;$JoKujj;n<r6dLX6AnZy$m4F

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-127-ChatGPT Dialogue.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-127-ChatGPT Dialogue.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..dcb2b333770f4641eedf6384257c2f09e986a4cf
GIT binary patch
literal 64529
zcmdSB1yoht)-b#YL6Hz8q(MX)1VOq)TH??Rf<XvKx0HlPryPYthm=S+(nz;-DP4zd
zzI{-i2ffdGulN1_@s07r*k`Y^_o_M9oO8`u=k&|zBydGqTuK~3LIMCJ@E<rG0Yrg|
zXlUqY7cQcsqhGpo5d#ws3-j`2OropTaPY{8Dagr)Nl7Vhvd~iAV4@}^rQ@P!y3NMH
z!9hXGBf!nh&vJ)@9nlHWrAwDEFJoTE!n)2*MM}l~U;mxf0Js-X7|<|LkZu6TxJW3t
zNT>Ax1vt+ONN0b*k3S@26x0i7=oc?xTm~x?UICDiP*9LjQ7&9SMFnfSg6{!T+zVH!
z*hJ8-K^~&tu*75c2u-+1eJ}45zGC<K%{vBGo|iBP2(J?n)7+w^qi5jYyvxPS!z+4U
zOk6@zN?J)-MO95*L(}ll<0nszj7_X<Z0+nF9G$#gdi(hLz48wWkBE$leiH*tOiE5k
zO-s*s|1rOyu&B7Cw5+zSzM-+Hx#e?DZ(skw;FqD{sp*-o-)86L7Z%|gn_JsEyL<Zw
z2)K{{l<#1HpWgxd4K7>|E@V_x6jXEsTu8|F;Dv&VdVz`!?Wza_{h{Tx8|)qz@$Q8t
z<bAqCeMfN}-@vLHgWx8|6b&2!+8Jbj2AJpn3bMZd`x~xd09-wA@lbF9Az*j2ru|ME
z`PS@V+JeG>b+{JR4f)&7-Lp7OLH@x;O^>9&691<)NVi16!+-iRZ^BEz`N1e0?84D&
zJSj2Aj`1p32)^yyX9MY|t&h{+O==_GCd0G-kVpGQV15(5QbLS$ndy7KU~6ffFY3{4
zdZH3<s(cc`<^(jGgk9aUtO@DqNwMCqTpG4G9AD3yFwo6CG|*#n#UeL2AolnF|5qc_
zDsa;L4O^V}AR5lY=fMg>9n9&9B_@&->%j{B{zVi-(4~rg5b(@-6JokKec9REgrs&o
zQH5>^K4c59I=RUKu@8uZYhVqdO|`B*4yFHCi?FNj9@ykOM)hStJSTz3hd{uN&tv!M
z{%f#fu!%CHqvrhbd<UifCn#!NJwy?9ocL7W^l!(=8%ls6BqYM_AY1T&v$Q&!<(q4c
ztzc)-;4C3+HE%&UWI%Y*jgn&gzm9`|@PoZ!;aT6l1p?Cj<BbQ`-?(Tyhl|<sxBy4_
z8yDaxKXLJ6l<#v1dV>1<AUz1YGKfn2Jxfo2o;Nx2b09K0KrBNf?vS+{eFO2|I&XqO
zH~Y}a?FTf7dfG6sj>NkvpZLU}Cxo;hT-|dZIP{2mO>y7~3b<maAzm>#E`eYVcJ({`
zhgWW33s$gYW{-!&oy+0-e`Bk`>O3B`-~Jdm0nz=fvynkQ0TJolQt@ND#E7x}KWvno
z)>iv<-06T=?+mQiFQqYtogn;(>2`~Kv1b1p<kuf&A0vP#2W#hw5k72dMU?orw>WkE
zS?Xe<z!C?D5|c_i9p5|WkW-HRL>)vE0*mjrAa<l}d0;6C97JV4ahc~&ha>zix_o>S
z`#Dlt-xb%*t&D}l-ZI>(g#%^IJFdN3>88AIqpu|TGv4s@r;A7Sr%R<w^ryQ55yJz{
zUy2Yh0Pp|qV!MC`5&rvn66TIUm-zej=BxrU4KwmTymZHq)|3Y5jSC6@MFpdHltN0L
zlq9?wx<r3~4o|TQNeoZn<{wRRd@D7~103lA2rmNWzb>HXA7Dg|mAvpj%;#SLaK9QB
z(W7+jA7}q-?eCz1IPv^Gfn>z|5f|zQ#4;^j6x=^h-ZnLu`4G4(-;<E>b`_Q)s?j&v
zLnVf%D)s}B4<69d8?As{NNWOTcmQ!hPj5^IfQ$HldC~j*>=1F6{&n&{*X`$e5yju@
zmV*90hwn|p+zG<I&jSg3pntYD7<6PtNR}X&2s-<NDL&{z8VK|Mbux(F>9Lq;{*@#P
zA`;yRKzxe)z~xVz{^MOFIT^9??-A7Q{(Z(EB_XKk*X#SlA!0viGURV6h6rE%wA<N}
zmQHy%x1iLY{W_?YYfMPmC)J|tMI_c!C2L7<JctG!2>ET0Bs}k(qcw2kc;p}G`2#%s
zPq_LOGxT&EXEgK!UfX!&Amh(f1?xcCLtN_x2|=IK#LS3`j$0ho3rdOxuaO7^Bft_w
z%-t8gCxAj4>dzw#mV#UvOz6HLlTt|E{$3(?rJL(XO$<_?ngd^ANjh~)(BW>*8_jj~
zML<5IItWJSA1Fs8rI5ypc`b<Jq{xcXeYmo+lMKuyWWdD;z@9|KaS}4p6Kh1h7Noou
zl)AwYVLy9EjALTL20p?AyZMs%8VMUGh4etV&o_ktnFTR)a^mZY!7yo_tqi&}eQLxU
z7^LadFYa$8!KB0dnNVF0Ae|{v;6Q>uY9mnyM!cadlmQ<xry(GV^0&h!z)86U&JBFV
zL?QhE0WA|Mw_rpGCo`V<#plMB+ZjfQHDbZp-z#0dqTj7_1&b}5)L#`T;=Ej#>IqTo
zx<$kMon8Ntw9b(qGI>NqY8VtD5)j-XdA9Dq)4})esbF7<AT6A&sqpWjOa^^INIEXw
zYYmnnuUf>ycX7hzn1MLvOq9pUw%-8jKT-fmxy3-S`!{J#O#eTT&!0Z0cL#gEc%Cu7
zON8Wj6b{8F{(z>7X``$-?{peIM3@;5qWo{T`%(iywIn4n`<>6|>r%L~d4I~2f4<{L
z(+SYK57Q+gg!Z{T<j=~uypz2qYDD<>GC#I8Rwv*BGuix~2?<GKV=SN^T$3;mzbN1$
z{__;SKR*+Pp5GVqFM0l*K=AR~+f<`Ij>=6@y}Dd}tp<1m)tAN0dmV~vyNN+?IZhJw
z(Mi%~rfsbQ<BH}^vHf&wAbdm~x2Sj0oDF+YCUmhu<Uq|{Igt9d?Vto9U;@B}LH(Ux
z@FIx+banrydgq0Um+%Fe9~2K2l>!ND_)>B_I_o%vX1<E@QQea2`$TZj8NLhB_q)YK
z!?sz`YT-?&xB=zOUyv(uwfELiG}^k2d0mRX$?*@mG2`@lx=9<~MbClg;^M5J*xe+z
z_nk7@JR(G;=$CcE@fM^tB4-FSONh+2&`POnM6yVjH!k_WXF`8R*Uc0z*R#|(SBD}O
z`{Y`IprvIobro-quoD)ZR|+#?U!cSgm3C4x0=cPXkpF4?p7|o5ndY(CY$$(&VwP1Y
zH9wBw1FQpv%E+(8-VuaRowHgUo{|$3j*`usk1&KOm*ld9a2;|b)(g{yIb{l8+m8lV
zt!?3d8}?lRGVid&CJ+YLIL-~rAEDwbDTnJjo8eDG?VI-E^vj}rx+S_QD-KVAd+3|F
z%3b_YDSJ`PIt%v39Iix8>=gI-6piCK=d*&Znda?T)a_~(d?;u!PY5u2E>G#Exhb?~
zgvH_3hP`%j!hA^^$1t(t`HL>%CyrffLTl55BJnN;>jTABQ9T7k*LZ4=<ALM@b5abK
zEF96qQh5@G@rh5GwuN7JKI$-S?CXn98V1Zkr-i2CIXVxJbxwhahLk7hc@SN`QveGo
z)vXJA6C8zNy^HwiF%m1-fA2SaXMFq`2gYgdw192j-j%I|m7yE#YoVV|k<qvh2Hm7G
z5o)13xcT0F^MlU+Ql9=*urXAATgibv+vSSJ6~VCTk^CflWQ1hFYPQULv#dOp%9AZR
zv;zQfn%l(8P7+nzz112k;?Z~tl%&nymet=I)OLGCe*43Ek*|HVY_sv>2P+0>>M#ZL
zCEb)XqbkyM!H@^WX2uve<JvOro!f?k3o52a^$RdEjv<zp#EsF`55v&b?Y$3zu$;Vu
z5==9O8XTYU%39EUmh`0@eC06LI1tAfGA~Hlr3Q(7g}jp3%35X^y3GOQ`qW8)C2)V7
z@}!f(L92;6B>7;{V_)eb$~avvMhR>hr;h0A?8di3vzvEG^P?36(;|gZoK69sBhkmx
zt^{P#4V$E1m}&31Yz4QO)v-+I63_GnEb~Y*$qAc2Wdz=mk>rx`3NC@H`$y93qAU%b
zlBCGFP37NgI!fo2_w#CvK7Q?<k1@Z-^z|cFBl$1Pe$gtC&H+bxC~ICYlOecW)xoVO
zf^O8Z$li<3rdC&-kI|JB9n^%0(L(YhPi&W)I?CT|hbgrPbt&o8jOY7s;~TuXcY~!L
z(uJhDSV7@(%+SE0ZTG8X0lg0jrnYAY>GaEXDU$e)+W)^3t-rrJFKR&&{IS6$&qjs0
zUk&N$l?AAhIj%{{-o}5ichLVi*>{dYvs~^5D8JK@Lwfq17aFny8$K=IJv#+LZoQ%4
zchQ8q4*I!B4&%Sh`&eX25#@XQth7-+2M4)4810Cp=UKs?Ip?0(w`G5#L<2jC6_38b
zH%GS%i972@2ut_Z*Paip)?7P+>nTpZ*EFJzEZwu1x}1(FAFn}4O_C@ZAcWiQ5M6KK
z`*DwagG~MbRJ`}=bKK3%+GAnbec}V%bW>tZpUO0;v_;ivXAO*~fG~CuR4blE`df`w
zu*(&?Crs-#T(n#RFU5FHP61M`nWIm+^gTF7dIP7xhnKMC!RiG~g6M?WhrLYtg`xp|
zA(%6LySY&=YPQyo;pl2{J!<|B?J3nnJ@14zO`0TSqRh7&P78S#@C=WyDF?JwJ8^qh
z36?C#cAwBVsA-pJnaV;?+n#4IL@>GL>)KAOdAxE=m9Wm9Xvc5MtZsRU6E2v%n<D{o
zf+_3*2Uk=vmi0qwv#Yqif#oQ{U5AQN&(M1(y?PSLDvCcAJHO5dyRPs!P8`5#ERlby
zOAD(Pyox(k8n)O{5pCTcO+hcXccRj8^iU7alz3UwwbFZVN7_u?pPrt{ckdPX9O;2#
zQ4vZ-*<ShNh(>^fqOm0RExH)rIsg7{e#fcmE7DZG+uWLlJ+%ARkCAc(djwI`Utb?l
z?aLwl7R~fQp8+Q4G>8MonOcs!5ZANOu_~4Q*Z_CLH?WDj`NU>lfkI*tS_MlSB54=@
z#=KH@ft_cDHpK-F57+MHT)U>BZEPPpb}!0<D2WGHGYlT6<hoZZ?@w_#o3j6DBuU!{
zQ|OE}J9)(cTvr6n_-W?_=D^CctS3;TZ^fHZZ;3jl`CRE6OsI!kXlEua4><@)6qXE_
zCB>0&huvrX{6XO&XJ6;E*<B$l+1$G4;p$B!k~c-`3<GfL4Jyj(CN69V=+!xyCvk2s
zw%D4Hw!K#aK6+X<XzoR)HBFuZFQbO>13vOI+vE{gZ{oM|bO_X>n10|N7{D@}h6Of<
z8J4LswT))sqIBVGwmYW=uV>b3>U^YLu+)`CZ)a{ES3kx<E;$9<d0h-;`wOpDR~W0}
zTL`1cZ{jc4rChb^#+<AWSr4uwZg`uW65(V!ASjjH2na59`NMTk6#7m`9Clkum{1k>
zxga@qEkput>AC5t<(^~iP@@^z)EyL|*r&Wk>^g6YiJeDDpQwJ(3VOGl{B{uyr+$Gz
z&j*_9XO(^RwqS#|qx`2+;F3`l-AUicU;!byTqo-sHBpBXg~_(wt4>lFmhID5{UMDd
z3|4~cIfOfIr@))R<NT9?ff{@CDOxYKQ-IQ4XeIv?2z0b)5b_y#fnVgS+CwzZ{dME3
zcZc1zF0Tc>`#ZTbdo$CQxsUh=0>YBUI&a$vTS3%Hw-T90FYGyE!{C=|?(XPPz8tH1
z%OkAO%-!@^ioA)!+eU9a!-Xh#9~I~D=oFYyr$FY|H#?$rc9`@oE8Q2U4S2dqyOFE9
zA}y~Vs0`0}^)SUnB3e4%>vO(_0fc<ofxA<{bhLMh)$=nwukgYtAOJfuZ9JiNYte<B
zR8gG*L#7Mqr$B#hmx|OpHLR=R^3)oZZsBaC;a9n4g`ypPCo9vWM1K!&G=FK}LHBP8
z_<3dgXW4&tnoq{q{FZ*+eea=QeRR&LD<YXLkKxK|%=J-K6dzp}g6}y1HcXZ+E4rC*
z+^_P!!z1@3-SSBd7w;UX;(St{lJ|vk=vx?nWj7q;fAQwMCZk7_3wKX;0W46nBlcNZ
zbD__pV9OSO7rRi%pCjhT6dos!qib?aB5h<O>osv4fN=?M3Ulfk$E0#I!omIO5%CUl
zm#-(^MLu<jxT$gEknHNZrgrNykJ+)nyk(s)O&kXvU&i;mKEW`VWP{#XkPg-(eHHNu
z9VyybIeE?qErnOtzrGho`Bq{mnP+<B^I_(qo1d%6@!+S633)y<GX1O9H2n7CT++VT
zFKts~E3TgcjhC}oc62Bjx-Pxwm?dJF(w_7Req%rH^g<bF$ic0tiUd9jy9MJ>H@|f+
zOk?!Q<ww>9yC=3SN92w+!Pgz4>z>@}5~0T1`plypoKC%wEnq!W?Q`_>nQbt(PLr9<
zDZt)p?q=7%iY~g9qcvq+?JaoIgjlXB2O8PqD8+bJ^sc?_T6q95FVb4&e4_u^wnYr?
z`znmCy%0qM3~fclpa^%(Kec73I0}ZZfL4#PB&c`!{ELcz-YorI{^@4>)y_;TE%6^1
zmU;D6eL7I4oUH~>E(DbURk*z$y0=+ORh_x2j-m>8^I{&#q7%%-RDo>D+1N!UTWWgg
z>tjC@?3l}^0IJT{rc5`6Rr*jdQns6r8_7lqD$4o*FNQ0Q0?nCGsvv@Jg}fJQdPsus
zRVkf$Lh>_86Tw|KA5_GDwK9@_b+Y{KborC-1`p4xL{dL|mWm3X|BItnE)@zGCv&8R
z^aAqRUQ22wVQyJxIsn*61yIqEMzKvD(+c`nyRh%c&`*_$-a2u~T+Fw=_4@3-%znr_
zxDSKFQG@G!###ASx?~mWZh_T>Orc3dae4(>pOd^@zUKB(%;{E7cD@?s@>_l=lUed?
z`%1hNW(VFKrwoA?u_h@wiG0JJiyPyOV>v8yK^N6Xl0!YyTWY=@LUV1ijEfYAR&!Sp
z{A?X*6og_Ogc{uZc1~_8ciTKQW`fkovWhTbyJJr(<{Jun_{?5@Q}>C(Dq+64Cb*|c
zyULq(uNf{`9$ILNiDNm7u_N?Skgyaaeed>$dE3&e8+y#Ij)x7uUEiML{7Oi%q3O1I
zyZYdI8W{=7qKLLcL;6)WU*fo_wud_M37Cw<Ib74QqwrY0lhWYhi^}ob6hjB1u~zIa
zAm1pCG0LjRj#PS&Xl!f_jV`Rl159r}gwCbTEUjn<FCU*2Yo7vktjEw2Bh}%#=~i05
zi-&wBa<rS+Xk4UEN7ANL`@aMQp4>VTg(Fc*e|#j`rKw4HEN2=AcdZUO1@bA&;8GO?
zxwojbUJ<V8p8^;8Em!muv{JIOKQfm!;9;P3y}`KPz}1*bIAp4(3cU+s?<7l#xfP17
zT*c<@JOd?|wAVuw`Wlye?Am(F=()Fj3Q(KFP61ufQ$W;Y?Zrj676FRwUDlIUZPupd
zF&9Xxr1G*UKgy!$yHkK|zpIK;;PoepjT`eq+fz6v?u?;(b4Htc1oR<Snb&aNe!0>L
zYx5u9v&}Ic_Vp-;@LZ&(sr)F)^tk5H<Lh5v;OFNqsGi(hUzvrrWs|i%MnMT7$ve7;
zFJv<5SX{$c?~0?6-@Hj(qQSP@8oZ!e%lOR=(-az9Cr|u2`h!qZ*26O2gh$J*ON)&2
z?bjNH2`Wv(znG|Q5D>A&0Jb}feM(^iGd$IP6FBA-7M6xIRq;`YLmHBgn9I4haxcTH
zUp`(}&A@tD<~b&HQ_z?$#V#NOeL+vgbez4bg3oAkV(|(iQoZz4vPEK$=^W!L))P9H
zdu^5<U&kPOoC5p_WSw0vQs0?V_tJPz9lwhZ8aGuKJs@HilHQQNY$QlKP}L1C$8^WI
z?gZcG5?tGbzJT4_ctNV6hO{I4>U<Boh6@#z@mqj9<EvxXKJVF%OdC&H=Wu!2L;HH}
z2e(B^*pZH2*9nG$mtv)c?NC$?splzBaaFReT24swfW(aMdd4h~yi6~%O(6S({6{|t
z3uJFG@<^MlME?*$gT260fX2z~V9)myc$}M>bPA|eOYgs(<~oWTIt7-dDUPG6VqUMZ
z_T*>*2Xyg$?!?AP9Dn3fMlMQtOpuf|sv&m=5B}zhGp_%-8-_zn6~SIUWPLWPQHQ(j
zVk8gS!Cmz9Mln~w^pl=cZy{^YLC)J8VH(f%+rgGiG)Rg#x%iM}biJIt%M$Pi*m~%m
zsR}{a>!a!Ep^Y#K7b_h6I`s+D7wCH-(58Uwxe$Id6kFm|wd=rL3G_7TY*Q0GoC=jm
zt){*sGB?hKbRJWsR>Q7b@e^CJreGJDnK7Y5bh-6DgN4SCj3=@!6jj$B$`5kXY`s1O
z{Nf0Ex0L%vRD9GQ5xu&>7u%USo&?Y3+k;@krUOkIIvt;cYw7SxeR~i;NnpLdIb7(%
zwGO+tUYODE0<peOpBMO5(yoqhZnv7^bNrr=Kw;-=7af5Zv|%YoBE#*wQ7-zfY~roL
z^e*fkHr20rPa=&vq98Xt445RR1}WP5s)-F`Sg-CqRdzQkXQ_!?wEKvA)ULW7lwh24
z^aw6Cwq0+x15a*94s}PF(|oo1crODk-oHZawrs}c!BXd$kPpkmZR&9s=()vum2FX(
z*p>47q)kdXVs}8w-IWznEFR+|yLF3(E(x#T<sWQ!XCVOel)C}l5B|VDKC_K65$5Qb
zhv*k)UOFpFLS8}C;#B?fTJNz}lSu8i+4yy)(YrbN{JZ&A<hGAqbGuc{mF|$q%1@ag
z@e3rSlykkcr(z$In{d*=QIucUQ>FDbGv_>3l_yw~RJn;Jz>anbL@AsCZi{24MQI;E
zAnB2q5SFr&Cr;IiNCCy)ow%*{ApV++Y`^#gX#OeA@vr;-86ti~7)0I@D@$DCTM%87
zsvQRUwDFfqMmefW)3iQjU)dzmk8>c6t&+n^r$CUG$|*1<bk*8os@+cIWOvBUYahx~
zvz(s8v3G1ZJ68u?W*n<(DZy#(&lK|0B`Oa!Fq1M%6`(E?_XE}98l`-c^u#28qqG1i
z%vU$K#6?3)r0-!c#=;2$3n(rpoOD+~?y^(LLq+$nVS$cCDe!f4#+3Q;2pi`Z%L5$v
zd&n~!)5MAkf&xnqPh6?x8RxSmPaHXW<|oK(UKguxYhB7x-wwrj<F$ppmAcT3qmj(1
z^q~J4=WDUD-qq<+?=pTfSZ7c6_8AqO=^3d#P-#F^(pdJc`;{JIB}rp<+JjHqnT1k9
z131|_X}Gt4Ix0H{Yy^b#dXqo&We+$z@_O}AC^!?t11%<*hdb61O(6U?;ba}6tVI%<
zyH50J`hw=ZlNSDu!k>k!i&u}chaY)6QFv8h8#`U7w=avR9wzj&a?ha_T?(38(uIl}
zTgu0{y912P-}c1ZXu<t%ijp|C<n>D8+~+StHP2=^mkJbR<8hs=)nBl7eS=f@u-d#y
zQIDHK_I((_({A2tj5G)O>8dEk9LToON-KT7>YxJR$z~%kz3itBU~f#iv{kN3G9@xv
za}<?QNJCWHGYPqn#Mmzsf}-nQjT>}@;mSUI=5G#_LWAS+dryJdutKleo-ZR~nTz3N
z(dChH{R%G@J$fpw0+h;8qSkS|)7IU5e4+)~tgGK`tcg+T&jh`Qqz&XJd^jUZV`l!Q
zf#ZI`we*&IPRAlSZ;_)Sw@WDaTh~eSq?)~yK0NBgZ0I{t7wV`C|HO-WLbM(k6>7~O
z!+})HYr|vUd~BN7fXDTmhxPiAU=P0`z-7`kPFZiyc09E#VW}(OwoY4r<#X-ljnC68
z4R4ZOP*V(4y-FUw19fS`i7QxhKUnU?S-E^DV^sb6A<IM*ko#~w+S4W&edvwN-m4h+
zY$q+tDKIJEZSz*_dQyys@ANT-Jno+Eu9T08zl=A)hw0&ovy}s?@^y!~C~r@Jg7G@*
zo!F9%z5qkPYRxSSdhIj!rB@HgqF={p_hemj_XcF`n5D<*pvsmcRJ7lk_S7=thvS_v
zZ1GmVTtExy`J>(Dj2v@s?<GxUu1GuUT{Yq%&W^f#V><*}gnXvA(#aLC7p3Kh51#+P
z`EfCv^p3`a_}%6fqDKb2@IDF?ou@OZ9*<E1F$T0+Td>6qzr<_{wB&56tVeldx6GRG
zsuXO%_KjM6j+!`|_ufwKyn3&myTfnzpz`%Co@+Gf2V8FTO0r0;8hf;j6jxT0`uJ5G
zX(D~>Z=!ewi^)wWwL3i^5G32Po*J6-<R~f%v|5$ZRb6RWH0?<Aok4R??7%1NX8jy?
zHOzARCPhaqVO=M&L&pyNkzoc0fuHqPYGgNnn?gy}!)tO4sRd4<&}VxrJ*}lB#iH&V
zU`<7P6WPfy$aKsG2YVroq&KQnrszsNZ(P<~U)*fgg45&F;55;Ph8PVN7%O7<R^j3L
zp!AXiO&#HjV_;aTOj$j-z5$e&zXY9r+PS~q>4~G>-b2XOUxL=Z*8;yI20@5QL@f80
zI4)w~3(w1XivwIFtH?b%cVxpaanci>XmY9eQS=R@1=#KvlyhfseA~2j-r2}D*xI(9
z2QtTryC~OZgUKRpR=kX%jj7uDNKw%Qe@~Q2Y6^O@=#+)=m7fE62Xq+-r)*8snba3K
zi{oVwOZ;XgNzx^!WHtUG!Xy67KYTWK#QYJLa&=$UR=Gr3RjL0t-q(r%AWIL|p@{j0
z(bf{9UG)GhMQOon(CJ{@xt?1I={+L3o8U~IIo;}!uAAGA|Nazcs;vH?H!U~|)v58@
zgXzE--&C-r9mjQYpY&EKzIPjy%ihjN*mE|uzcK0%bh4yXLY8Kb$J%rI`2{;9d|?#;
zsSCpvYX><yF2*qJ{*90M#YF)&>PZ+v(jPA{<7uNdC{^{?9LrJTZ%0<PJ$>JL-C|D7
zC~=y*)CGw=Zbit)mM@!JsWT!#7fo<pj`1bjqCwXAzW<zvLpEAA5yoIqkGW3CA|WZ4
zkhhaiaK!_D#wnT1E$S5}{_^K;RZbLjxl?-dogBq?DmM9~m;y9n%JKx3OiT{)E?Zg(
zjIIf^b#ioAby7cma|jJ8uSRoW>331X7;j#BnilRI*{CVME3uukcZA+k5rCz+EE8M-
zv4o`<eGLglYalZ%f~VC9Xw~8#=UR;|e4XhG&`&r8jO-2uuPH<IpY2)HAEbE~UMTN1
zC*mQ0bpI#}=N{uiF4|sIYa=o5xE5J>DuKhL*}JCz%9p{G!XAff4c8ph>UVbE&n@>*
zFii2WUpwaQle?6S=4vR$&O@L+a9_W<=8A-+e9l8}aA7YR)63ETRH;zQ)GlOVQE6kW
z+o-32x?rJQ#@XgpFirV$S36Jl5B^GNNeqinKn9&iza;j6WO?p86-Nyg7~}&x`qftd
zFTW#^q(~@oNe6`^g5DvX{~YZ8C2oYu5m9OUADQ>3PXNKh|H{D1eT5`uv~qC=t0JUV
zsO$_}8M<?>E*A&6C_K9YTP9;r7^E$1n@MzjzndCD;6jx)YGVI!uUOSDWo&r4z@u#B
zQyhApfUKQOKax05gSYr|FyL3NWqx^<+VS8l_}-EF4aC)Xg-!8%`o*7>wWIxxr0kF5
zt0>l&O)ayeOG8IiHPd##92{W0ZHT+^R#u&(l0}G5v--1^1ZcT6Ig)%)$-TU1LV=@>
z&tlG+Ciu9&cVm-hQNB3-y`~9@3+I%n9*$Nyn(5p9pryAhj*eOfI3^Q`{%R$ld_cH`
z5NQSq)U|>Fi@~=tQWm5wNg*6<0vbW+U%}9tPNIfH`ce^rHK_#0eBc%>boGRr5r-^6
z04vdOlXFhBlSA!xi$!^-8k#^-Yz^Fh(YID=N4A1(M3nSOVlpKCz6vRT#-`-o+LQal
zm7!%@h++6ZJ)#Bo`R%>07(JuBbN-Ez5faYE7mfo4is^DOn<4!^R#+~@gzmPc^X4oZ
zQ+Rn2{Gkldb!2H|d$~?<w?MP4H(Ij2MCRKWeOU_kM=G*T0TRP_{8v*eT!+*W#re!t
z_feZqfpNnYp;#*e%c}__O;$O%hI8fRd~YvD7nOTY#b6VW>ihdt=1xC(bz#kyLJ>E;
ztl-l)I*rsPv<d|)#<WYX4jKf_Q>5<-rtUq=sLB9cDY8+bF*lShQ|!v2FZeGrc2r?7
z;`laeC6q-3r{T{RBo|&q&~`lsnA_ogrPsJA<v*#KKbaDYopMzowxI7<Vu;e;dh5UP
z8NIu23Jv#GY8PV7{vY#Y$W{u+@Rb~JstP|S=NFy@De3(8Gpa(&5V6&r^Hgd;cZyA?
zj>%ocmt#YNBhkn01n_VajXeTq$PB(|PSg#Hy48<BE{NjnKcs+5x^ge9X=#!Nn#IrW
z9M~qpSZF>O_K%cPSecT1I-u#hH={iO@K(i(mI!Us3QYw#8CF-?+Kju?;1wVeXU?P+
zvLu)}r{e#^#NxR3OG1`a2t*A3P3@1VqyA{}v*~}lXRTOk6nEJ;2TISwSnxZ#`-6p(
zM&GFhJ`c-)M+fo0n-l9MB_vBNT^6Vf9)RLne>!0PTyR1)piHKxu<yT9{Cdxj{GIJ?
zPKixChNdhcrv_n-B1DY=NKWqjYBK`?Z5)+PIGc3_HemA8ddF|Ka`A#Rs3IQ)4&4-u
ze9TRGFgO@T*F_0u^<CX6-MdB$lK!Y=*NN?hU3QAjd|C2=>y|jrlv$R5Yg3_(VpJ3^
zS!0T;EknDdBmYO%G5e4(!AL71+{L;_R*TWu<`+lfoUH_S2UPHr?m5LRO_jUSGf|iI
zObdr&Mt7*k?bAZ%XE-;jB6AisnY^>iHE&Ni@@5<{T3Ps=P(@uMZpU<6x#=L(QPC!j
zVN34ILHC)xvf~t(HqYE)#dM88)`b_L1OeA+57hki2ex+u3SH%;&3F$ab8g(c(n-;g
z)<-<Hr!zU^A~Q|5nsY;FsOTBFssNd<*lzZR2y*hb4;Cvs?bfkF4ro1XTItoEB{FZY
zCULd7#o83O>qGogS6A7L68(j#l2bS$0H3#@%U2%^`=&yTkd%(~5Bi6bVJ@yFD~e~z
z*H8Wf@A_065!Vp>CyoVv__Il(V@D|Pp6O3NQ$i8hJ4zrq(Er>WYvlSO3<5wF4ESH@
zWIuJYA9ql}<qa)Uwt4dgB!K_m<&ZQ2I3kGY6V7zI-}?E7XXm{je{lp7Q6yeIDIL+x
zot$g(s_>>);+YI{BE9dj!^p$ixY?aOx|GKmDoX}!mDi)9=|w4VGUQ?(`W}{^Y}y>C
zX&F97i+zk0n`OXFCF~b(gPf_)grNzhFr4$fv#XyatLh^3TZ0UOqF=KBB0T-+ekisG
zX^9~8|K{RZBQgy$dO;DT^?1VddF^;Vx@u&}^#j`@2Di&bQd48d<27U(9#xLKF*o`1
zpDw9Wa=m(SGmn<n&i$PeXKV0$^&E87Qh7_51`ne6W73F~{hs8kc5P<Dw@8<*U{fKx
zD(y<W(#m1oVfLa>q+Oqq+z1kUr+g|~tIj^qEMutU68bln$0Va%q8dcG`D-?Z0^(!Y
zYi5Zh-aZ)82_8pFK7B8+_M~^j9n8}5Y14g_iZ`AObZ3sL3L2-J*lrQKV61OcX&&rH
zAC^Ln8I!wT5ILyb4}IeGKqE~zY?Lh|IG!KpGpta=u<nRxy;B{oyuguH85R4ku>Q4Y
zUAM^6QRYwuYHNZ(r`IZkx-`%5CJUj(uz_L7$yXcBk@pvngpniwY|l~);`!ZcBO^;r
znx{bh!~;Vnb<hcwaRh-Wh&`EWk0;Y}V&uCwz+AXOKB8FgtbzS0`un)aL$3y-0Yk*9
zT<K9n_)cUwW@J;5mE<**WO>>F9zigPVmOInf<m)W7GaRZ|FwYk98ywu<1ez@+K4b*
zBac+-j6R%AtvqZ|G3h~;7u4GaPXv5BIaIcR=-)&XAaku?7!*qaOu_`;t`(BIR8N=$
zfr*%Lhywq<TU9?9p86$3q0e#S6mWgdOaJB9ufM*f`*8KFUi$CD9PgyhC)P;KwI1&z
zAtsfS80#L6D5Mp|#_aHPI1y(kYMlbP^4YiCdsn2y@NfJD(|<{zKilD!Dce%pq%W|6
z?xlZkw$i6Yb41kt+=Y;T-AK=Gsz1wTS@}P9r!$dM!-&!lM@5VcO+?)+B#GKEV{TFl
zIR!-e1`3b2tKJ%NejD}VrczvO`hef!p!#`Ex1Xe;tU#PA^nsIYxm)XXc{uLz?2;@c
zX9fM#+A=dI)PA#&F?BPSRzO#DWS$peo*tNvI&UC9FhU5>^SUsU`586h1cAwuv!hhD
zT=bwkI!i?a5Jtp#`S2gh8VBPU1c8aVCQ1}x<F~>Wg(qLo`gaL1zJ_=4#?HQ)`V>~Y
zdr!t)XfD9vNoU@ql9q>kjnlItasp3N*xqrKq5X5Wkr$SGm>3HS=?TgV0Z28-v7+b2
zcl}=q7pQoFlHj|oOtl~*20V{?>A=^xVj$j5p=o^+y?{%ozUq^&kml+VVFT|~2QQJh
zR=!);!^Y*{%@rBw#hf@^g>!=(Vy2O76T^AM6#?5CYMz$!PW=MH^B{^sP-NHSQhSlG
z?!GfF0DQut!aR`A0*}h!Yr&xJ@d`*S>Byme3R2uCmCTlUc-xGDTs6Bm=HJMT39f#A
zelM;%zG>#cWv+><F7#=mg$2X!3trV-Otc4%g>PiK)ef$|5c*0(dx9bbviD%ey{OEH
zw=h+ssvA8nB1o_Yl|fSy3hYEL;x~jCdUIo3P%^ZQ<L>lA(HUqWL~nT2F+LZ`O_h+A
zRW}~ZaNZ4HP%-IW8<$T}N%g@~R>OvmG{c)J`=yjSxJYfXWN{j<ERhqM8BbqfGNppD
z4}DSMAv&V>=z?fBdGS9ae7)7OIxw-^j_FOzepu2d(sAKw6C9<zyCW59u5b20{r-b$
zmutHRFCvgex*;@uIJ8mu;*ZD_xNp9|%hwh)FHeo6)>G3@+K#_OmmXLzDF2S;9&CJ+
zZGS+`r$WMXT9(a1UzA|(F>W~)m_Xuw7tAinGSTo;A(P@pj=`_L6Hv!tg>>AA=1!BC
zv^jkW#AOUxjFY+2)0BE5^DiU?3vhiPI+{n;q{okRXAnV8KnvAT56QYjCM-aQ)TiW9
zKdNT6N*Wp`CLXQ2A!#TzV~nnXdFdz}*@V8zz+$MxqS0>dohv=2ABnL(2~neC10d)>
znZs|J*<4%<Rr48MdXR6Y!9wmDaQFhQ(nP7IlVmb*FdlA}K0MbF%S9(3ksf~;bek>p
zE<yT2+z?_0EfU;;D8ZfQ2P6Nl?tf}q(_;Z>|8#Bw!Nvb@>Hn)q{RB)7A~YpbBV=<h
z6t_N3ak#_L+Bx)ab*}3`2|03njocyNi@4PK&Ra?@?6lW0zV~+_<K+zs@9{8^YVbwH
zdYCzw8L$LD-wvrS*)<%6DVpB%ITMW1n%^x@P$(#g3WG)z^t)Iw$ozEj0g*+h{96`b
zl;@fL@V`lC&Y_m*$cNw2=p%W<QKHy*?PO>lMv*qB6WCv?IV@{QReL{R+10(>>J-3^
ze>i37Mp-``u%RndwKKDY4E=&#0_tb(Kd|)^L*I25Q5jG%JGYcbIGlARS^Ts!&aT>6
zWlwU%3TJt5PSngTbq(5Tl%0fPmnZ5h<OfGNeD)gCN~azrrKpAK8)J(b<rvl+)R#s1
zn^{<KGV`=&_rTUzk*aaMbOf+~mw)fY96*FmR7e-4d{wn(IVehU2Xgu;K~eJNg5z$Z
z{64Plv1`*2v=Z$D|I?|pJ*f&#%QVId5g~B4c~YCsjU(gin*HaB1C?vuw(Wvb@g+U0
zk$p4Y0zL@c<L1;lyatAU;>{+G_bt}5SzhH?)aq?;84GQ1Q*7pDWY$)ZI$TzQX&3j~
zl4vkzGY7x%1oLxzg^^Zt7kQN>jnaM<BiD0@`&nRO<aFy5kFv_VN6n0q%G#dSxN;vY
z4Vgmw`H3FC-^-UD{1!T3%I0xhK{Ukbl3-uWRN<wWJ=aW=fjpNG-394^J&>K7kuA4d
zguG>^U5N@{-o&@!E=j!@MB!sqSSbnLhb|vMCP!HDMi(}<Kf~YhaJk2m&3F|YTB;t&
zOwAw3q=`OdT0?Gl9`2)p9@$Be&F4|OS6zEx?`=~lq}_wNvX;GSfJGPjD&$(na-7Ma
zzm`-#zdU}$uw6p7uIRH%A6|N3YL$*QQHMj9U8KMcrIK=Dnd@p3mBXFf<v&|%*pFkz
z6t-}h(W=AbO5<q!XP%iXQ9|6GJCPy@lcsqt8&vdHNX1VWuUMp|MKgTiZ>X1Dt}PJ6
zH_|lfqUwL~x!PRg5rk#t-Ba?C1sy_P7ZP;eLYbxQs*<uOIG*$ql$$|mg8S)Ptmslx
zD<W~7>ZQDvc9sV7DI!8Ewhe&Vp7&koz}>r=UK5f}VY_xwdQOu;?_Eo`b7W)!3v&I+
z7>4GRj6!snUfpEAJ4H7vC+%tJ<-c|$HRU~+{IS%3M~iWZmK7DA{_JTw<u*RdZ1O4b
zaZs^a*68?zW_WA73S|HQEcA7ub4^ZQ4=riV`LS|dV`?>hFZESy_O`NFeN+v994zvQ
z@fSFDezu-T6<Os#3=8zSrzEm)Qatcsw(?Hh32Cr!xS~T2xst2ZAakkku>3;}t}3+f
zL&e2YKx`nVAg$bN@Dj1FgkU_mk2}fw0ha3Lo|BG~p6T%(o?Q)^Iy76+BOdg;_k-+U
z<cbYWWq#8DYL|ZrTWVkR5z#T|rwy;GqVTFKbJlF&-^HPhp@BYW<s(1o?>JH{_CE#c
zii(h=DoV?P__WDIueBWI3zJrk9q%69aGH3P7&;xUUMb^{yhe&t6yRi^Esy8GDhYah
zUOwtCC=45c<f}xoM5!{(QS+6~@#J(Lai(=nDX$-OM-`}}s*~b+^igPUYVYkiT0Rfe
zG|{E5s_dE8SMBd(S+>C(YXDRWD#F&L?E)=XRMNWYA{REVg*RyR!A@9KLp*}eU{s7S
zYfar7>n=`X?U5@fTf?@;Zx}Jx-JhrBp{KtemiMU6KN2A*way&V(_>)gla5D2Pep&G
zfb7trqd1lAB9K&T!0Y!=U?M_Vl$>XwQNGfKS1{5d(U@S^w#X&@3LS06HYZs}By(e_
zaeDR^yvaNu`&qS>qBG1=)5e`aQfM%3ASr_q%#wj=KEPt2OH39yXUhGisu}!|srF}@
zFTFrIM?}w`9E3Wr_WosogO<2jRYh^{a%y>5q=6?s%jy__SJMs`^1HFV6Y=!R<FW|9
z?0DUe%?^N@X2ujVvKhm$>9JJ(aKol!wABH5vjDK55l50=0%yqwGftnRk=&HVFt%$y
z1(;@pHoAh>IPJ+YK7cYc8C1wYZx(n$$nH$S;z91A;vu9jV;JJFUzUo)nS;rwWcgS9
zm-$TpmHuB?4?KE)#lgmtueV<x+jg`X!I!8noZKJSiGBio5o!F${emZczzYE5+tCxj
zv1!)J3j(S#b(S{{vP`u02aRQy!6o}?>i_CO|EH;NyFLoOyf@yftru0N)R3~ueVO(s
z-})%C7@adVcYfV;m}cPZb3v&PcjrtyaGN4-T^Gz{NlJLD)f*@yZ*6Lmmh)|X;vUcY
zQEVvaZ|QUQff_eLjotsJ-3ipRv2KK;biGiXkwW-Zk}vR0RKTP&RdXfioK-Xn5K6%L
zee|z#`s0G4IHOeP#pI}KWn4C>2|Kjl(LK;z^Y?}SL%WKa;kvxvqi+m)_WqyPaAEE!
zV6Gv;qCgz#JZ~iZ(`k;M9+|(E$o=IYx=s7cifa~i%la&g^6-Jz>evIGF9OQ;nJ*ao
z&DYj?Ylm-^vzimyj@6t3(MHa&-C&aijzEUq`#qDr%So3|8QuB9M`70T52GRXC{>V@
zF#%pAneVQo?@9r9w)x=?rgjIZz~k(c>c1ge8a&lA>mP*Yj~M=EJ?=pYv%TUg9cuEu
zT&~38)cZIC<qXp<G$(Ioz$6&j5Ekk}rDZ?HqErO7sJwq1xfb~;Z=__T{t0EmNDJD6
zIhj*1@}VWlXL<eZ1r-8Okdy4r!4!M^$Z1((p(_qA)?~wh&%TCkmQ4(G^CscA>GX_o
z>vDOwa;LTkMa_<rNVHM}?!WqUba2Ai1r@#0E6d$0iwqtO=}`b+OX#5bbn|=k>>a3r
zBK#T2@u;*M->K{Nb@(eaQ=9E{!P+~!o!?a9{+cWoggykX!9E9{eda*KzTlnI3RSr=
z2%deGiV^B79bP=yKT1FQeE*FIPsc-knfh>UBkAljGa@E&83Xo^VnQgA;_Oqao#^)`
z%_;4_^)qYCPFIec_Qh@Fn7;bqDPXacS(*$sb2}?1Eemb+Ze>O&mE+2v6@NZ}*j*6H
zb1Objh70G}d_90h`3s-tod2Ty3yC8fm(Dh+iipJ9Gq37T@91B5pD@tu?Lzo95pE*1
z|1c1ua}Q8zB8cF7!gA>;fWP<p5aToVO48;wU(rU^N|T!P=plCUKu})hu#uDUf%nX^
z4^3w|d5u$;LymK8nb_FMava@2FX15LYjvEXvbrI+ae;OY_pbFcUo>ySo6*=$`&LKV
zD@p`(Iv+0cBI#VfQ}}Xj(6r~^EM6i^lK}cVGEyQ;2!;R5(E(Z{2zjscOGdLNn9+>z
zg|z)-Fr=T<{I7Q(@G!bG9g<Np;#4|VFupz|C6N9enq5=SW5IGAP6{TigoO)}Hq|MQ
z#p_PMDqYh@<zZ$c5+`0dai(wfT#<^`Zv_PiK5^&SWs*86>{W91B;<fdLBTV&Jw|x-
zyx)6ILBw#;+^=;163qP`*tG}Ya#wH!aZD;uV}W@j>i<n{j86xdUgA+HWCON$WxCu@
zJ&v^-yK<^EQ?g?u1zGFqysFAK`B@=N`AbWBBjcon6_!PlI4n~*>&+Fnj~4t!z~pL<
zUP;vCl;n7%vy7_uQYRlkM?1GW$mC1P$UWo*5#Rkk5>61AzwJ#1!VoVH#r`LUO-r)Z
zZt=C5@DHRyR18>}_5+usX1TKO`ZEz4Rt#*XY?2Jbh!I@Q8#h%1Up+{Cec=n3uUlyh
z*6$YcTy}diUJz&K)N7RZ$&RnhLX*F7JGEO_CkSj74Av@8AS45OBS+MTXK8W_T#^7A
z4AX)A89H^Jjf1>w|EA9|P&U!M{7<Tm7l57oYvr?U>D7M>(Kk%@;qN&peb5QMO1@3U
zL#pBg6)Kf9_Fu)l%vOVPbCAq+x;!d2s#}Gc6zyS{X?nlVSA5%3K>O{!8q_1)o!uEj
z0*$v|%BW%06jXd6@7+4@p8{2MpmLf7=IX`0It5%HXs{g;i^B1dH9P$e_0Hj={U1LZ
z$5t1bO?o}wzlwX<)}7Hx@oeB@K7(5=B;yn~>w!^53Vy$5G?~yt(%OBIEjas;fOkrp
z+|JeJM<P-F3MjZM{vE-`CUN_CCeqoO@A}6&mGBC{=n{B5MQL83Zxyt{;|;*5elmEH
z@zyPnv#EYC(K!(ghQFbr-}lB}wra38g4ciFTh4eN(Jw-t0I4z@&+lz~o}w0GYHM;w
zcXE@S+&2COuPQpg50C6NBRRRnh2b`MdjSJBx0UJ>0)1vN({9H3HsWFYQ1t;OrqIl^
z$SJ_A?&RdkSfP8HK17790QVCHsy`=&e-ePylbn$EL(H6oDu1x8(sd9J@DMxX`_DU^
zon%mdzYhKcM<!mk<ri^;Z&P^%`~{BqtVMH85QcoP!TFqtU&|37a{_n7jZ2fqgt2dh
zbM*8*@d#=sN}Ubpq8du#XzPXoFTnKo{?4HatgM!D^yRE1_{_n;j%n~-EIm0!9KH}|
z{d%py#x!&kJ6P0rxeOZyOiEY~pGY%`a^jg#2P)Vo0BKKrP&UOKQq9Q=%<+H&%_oZr
zeHZPFlCfljF~F0#vF8@#mtfV;;8r{;HD}#0#h&;Js!@&GLupGUPu+Jk2G@e?t##V1
z$$5I7^ttd45*Qu}erg!YLy2wa5W)?WwZrX(iYjw3Ym(XDFX)RGx(WAbN>~*_fmRs<
z5fKFuz_}btZB7VqD?Iye-402NnKI=swH}!`%L$gP`93Y<p!fa*X}T;JuIWw{aSw%J
zg_JJ7?Y$d7kyMiveTXSUeV6=3QQ=?~hp&${=d#&Ns|zG(<Mngdrn8_#eb57j#c#Pb
z-~k1yEWzMeyQj+i&!~KqU3npR0ef{}cS5yz=D?STHPNKMBW{Fbl$e+0B4Ob=Eg&H#
z`A8!RLiF{Snb~**Qoh(NH(v1fOOnwA=4rtuicg~4G3YPFlLmAlcS}JLGQ3kj3_Mw`
z_~h(K2p?i><-YBU1=;M2Cy(v?hi^sJVoO58gFnAbUVOg9D_fLgp7UXp(&j2Asq?fu
zOSdGp^MH8d^mR@%EtTFxpZnpmkp`h}uN#P4(V-ap3<0FRKGvI2=<9a<{2+Z*?VM=9
zN@OTXyo3~k8-ui3W2w^!ay4an?!niI&lRVDe27?vR;fX}B)e<A<Yrzr!-vvrqh1}&
zp>p%kfh{7wnb4MuhtL68Ia3GxfrU5I)50X^y=30(j%K}z5sZc2pY!T+>1K+=)C-|w
zxmCSb?^l5R;s<v<-G=b$D<vl*uO1Loc%$ZqlC?>E4G-Gxl)6^u&|Ol;^oAOqo$0J3
z7->lTu?bW0PWiO}jF$2eLd}Tq^xBFT3TYzm7jbDRO(z*IJYydOA1fYT5DZ;udIX9C
zlz(qC(qBs9h&A@Q3gRUs(Vy-I&)qV1e-hC11S$*gaXg7B3+w}qx}m`wkGfD}k~qm1
zxfH-VM_Z41{G~gRvRt-Ac)+Bw^@A~)G7s!_qU3fwU`j?7ErJ-(q|32rctIU5>B%U-
zOJ$v<OBVG3r+?%)geM+Dmu|p(&7!xCnDnKdTxnT}u2`}}CdH0l#|0bWTY<*$3knN6
zQblx4H@EFpoBG0)E10M1yO<uax9kLpFI0@Qh7U*xxFLN}-A1Hw|8i&>A??1a<=~G>
z(EarrLH}1GM@kYr>CEwF^f_;rtRVIyA!%bBFLKK3U!j5>RjH|oMc?j+9LKuK(hl`b
zY-TLbeG?Yl0gtemZYC|atnK&p6<Ebn9<n>1*to_BoC3UY{yYj-z8BjED!88JjEGv;
z^<JEgrA5Ar!jwiyj)R{sMw)(6ur2Nsh^2TU@79r)7^I9!@fa)xe@v^MQ|gvrK*m9o
zWOg2rb<Qb4!0#0Kxf$tW801bW@BQ7j-2!Rx^{LvK+2rx2G%z7DlDr63`j>#w53?{l
zo7DsrueY5SYJ}pqKEN+DJtklGz;2{NcH2+jZr*;MD-P$-PL4!Vk<};Tr_+p_x7H*h
zr0;Dz1Y=i63whfTM6>A*)!Cw;`9Hc!jXfFQZ&7khQL#r6i4Y9OXumh!Z5qf?@&i{!
z`Ntd#-0{x;ehSrsO7OUl=0}q}P-{{4dlOmb0tQw?ueu$q5uUtcEX{FltfF{ZKTaAh
z>#6K79!g;yB&Y;^M65S7usJrY*PPX>)u<};Zbdstj`wMiX}e7z_GW{U15~ThUg_1d
zwORiGZd!(P2_C_u_@+Xq3ezG^r4|5Vj-P9)WlLqCKK~|cm@rKHR`;$bCSV+}ImRc`
z&)Mm_xfirq&-<p2Sy7%+f~5~aF5HX~X4#S}x1N)5H)Bec{p6bm)Y-;ffZcN7qmA1o
z?S*mV()FWg+=5=F8cC#KuJGVFE%0RjftvSnK}<4smzJN#V8Tp#LLRwF=BWDUgo#z>
zw1BljUzqrYcqGY1{U%|DPfagOyN{6GYcC02>b1xvt*m3DF1^mA;{Wv!uDuGI!ofGz
z)M@m3oNnB`5LSK)q&Uj%xM#_^=CA3<d)d%~d1=l%w;ZF4DOqFio?A6kXQS{4VM^-{
z@;fq&Hkq_OzZfSH8L%S6cA$ozZlVf?jfQg~a~=E-RlL0l2O0^oteg3KrMI4}ljb)~
zr#~rI(Ro}a-pmt>Qaz(lT!jTU&zp+uVrAVLG38EDRx-P09&OH6&X3e6M?dOxWvSO>
zxGAuJOt4qEB+q|Wev|fgv3VN#alU+YenlU@hT)_`q3M@`Lm6sYOYZR9UY9RG@zF)K
zdsX-)die9h)i8=^Lj$u|wpLO@>fwyNVu=ukaJhkkY|Wk~b&M`1HHmK}aw(RB{`c-M
zaU51-9!VAT4ysm__v*<*ZTzPdze!T_Y@Y(#gKWlG!+T*eV-ni^g?p*Sv1Si@XWUru
z(1V02q2t|+nOqHfLAj2m_Rl#6$D`c$pL;s!x;pY73`FQ&h0FV<R1~jwq&?zTiqTXF
zT4mQn9<!T%LtKqrsCBGVCvhm#Vfxx}7?&w8!dSs|fO7ZKF(a3l1?#lMYgn5)-0af$
z7-3M_a9K6>g1x3(Ab$2v0`qY*O>&&v*En}4?EZjpoG3GkdNph9bT8E+bv)W}IX0+{
z@TP$DMmJNg#Y%<PG?|3DUxDXh|8>m_bpE-(YB|QlfkI|It>{l|Ba2EJQtyQytX*nS
zL4D`6ow+bMK_KMa=|iE=tKX|iO&E(QJNvoP%i1GuwqSZ)rO%%HTF7X<_-ld|2ce36
z%LcYLr+|L>x<t?xpR<nY!A6}jD`wYNYlRPr5Bf&>Ryj$opXNZZqwD*L;h`^Mg(+DC
zVfzoIPXXMSxc)&0ue$KXlN()}*Jtm`-nC}T#8$^0E-mii6u4G@kh!O))r+T761Vty
z{cG*qo(~S$K^OG}mTfb>+Bj}cGu6fE>BcE)f4h)X6qK|y{Gp}YVq6!xs8#wgb2J#q
z{`)V_rX1U?by0dqw0rpt4c%;aJnZcZP1Bn&M;sp?kgCME5Y5PRVi)_G7iLl{Z_B>E
zaev&<V^<j_7lG!vG}vA3<-)>Afh+$IZzq&v!8~h_P@+}$<)iHr+t?|rXA9$Z!{tB1
z)T5=s8fI}9y|9TKKhNcTeZko^zIR8}M-O|ESf}Bw-h!%((Sps(#z{J&>tB_j7B6k1
z;1Rmi1FYGzAtM#6sC4%zsR0(pgV{h7QJgwW8t_<;O$@(Ox@lQpW!pwGvtd#6qv!9#
zz+<i{Pjmfk&1k1IODkg5Rym2xu)146Vtu_Tu+E*$C%~${zQr5s>suj_982@q&O&H5
ztS?UTx==?FcsN9<{uIE7>d+YGsTyP&*rj}w>C0{L+=wXfZVI;Vj;v_ifv?{hYmds|
zeXfvZ!x)_LMebY$xOdx!Jw}yMPYHjq!YATNo@r#J7-Z;;yS>9A?@gmV3~7}-b-u~S
zw6`p^5Vzg8_xeG&`ufUA?6oW_?b_~4E@Am>s=JOVJJA`&rvT0t7?l*6CX-w=32FW`
z+xCbJg~W}bv7peE_pnwij%<K=yYk+w>ByJK@}Oy*=EG04mq!wE-a^&`+vn=a-LPru
zP5B}9KKHPDKX|%D%1^stYMU07F)4JCKB?W{^JT$l!^8F1@4ftP*{)bu5N@82)sg1>
zG}SolvcqIScq_};P!K~Q%#V}xqFb#}vi4ZZi!z-LrTI~Y(MV;C<VT@eWximHO{m`9
zsndJS%z&$g<gIA|4N(&u(>`r}9L=U^fM(FVVddmQoK9Wh6okz^bL%9+{oCBS?bxn6
zi|t6Do1&|nGi_;z<3t&Qa-M9-LJ&hXc<k?1-n!dM8}*zVW~wS*+xnemO@-G(!gIHZ
z<zMm}m7!LV1Z(6G>qQwzwaLz1Kcrt-(fmK8y>(brZPz|LNQxk!bW2GiNJxW7OLvQe
z3<yXgElM~v2r5c<3^{a4ibxMNgfMi2z<`wB9=yHlectyte&6%Q%uZ(ZzSwiEwa#^}
zb5WRM)+Mypv*_3KI2VIK&nYmxn0<mJ2_<pds1<VSH6XCsgKJHm+g<A#oZsp0-@fHG
z^oh|bdF_k}sG_ZjlHT|(eSW1F?86tqE7ah7?q=|Uu^QJA3Q06l-u|&+OidJ)H|%ll
zs}*nU4u4{#rR$o`E1LdrH9r#)2bfbCY&D9LmadF~%%4EIYS>26l~9==*|Ckihd&l~
z-rQEvYOF~&GSWcWcizOe0AZM8r|POp08ymBOC(nP#)o#=_-h2Uq6G0Y*8IbW&u8|d
zV;PnKq<ySk9}zrf#~C_+5*^Dao?S4UE&v=J#j{&4F9J2r_kM!L^E_R<qFK3w+|rtx
zDCC)=Bx;#ywC<jy`9SgSeuZSQlz|L@FdFYM5EZWhakccxVMgw;J)%wPu4uCCktzYk
zu{P_Y4Rx>g<qUXPgZTcGnJ*D4pV43z!0lOASkoH*Pv{q$9SA6BfBaXBn=RNXr<`m$
zay9+x4Yq`4Z0XIs(?d(#&-`oZoq7?<WC33Sn@+U--=3EaLjg>q6PN*Z0^az)`3dqp
zC<540<vN>Tr{8iIY@}z;IcG=>xphxDE{@g|CpC^*RB8ZlgiH$k30f$*^Bv$5Al&5g
zvUY(@ijzb~g|qCLpRDyR&sXy{!f}f;;3yWzjlhmmd831|T)3W`1JvHA1^RM!V{z5J
z-r1DYs8W7!(qVq9YIiwl+zZshOc#4U&Bs8JRNpzoPuh)Oc%y#u#)iSm<?ZS<gwVlJ
zVF3LI@8OoNca}-a6Uvd|370Dj3({L@BSMJfch}^vL=K}VmjvwDYpOC=0bm*%i19NB
zv2W#MrUbX5;WZWZonP@bdcgi02l!1Jc=??jMs9YsXzV$s02tM>L9?bu_bF*rl0E$Z
z+QXG3x^CBVD8xH@koEXP6U#^{H!@8}=c$E?FkcQxF5&W^aObasqW=#EYonL*v{fPx
zvnQJ0%*$ZQxm*<H<~s$BQa{9ROXU<=)4(aC+#5?u=79f+jsAffTn+$w5U_a|Nnv;@
z;5;2Qki3M}0A@R9XtX@%7vGm-wcjw6+1{PRglrqW7o2o+GC59n()qq-R#0-g3j@YS
z43=UKe@yD~#6NmZ^oPbAe2^~BUWM!>yNxK8HMN`)#-->{E}H$iga+lv0Q48Y;Z(GS
zlm0^E(3c>0>D*T7Y3Ljlq66^~RU~<fN4mH9vctWSfWgn68aHqZ!<mx?WFNkSX4alF
zcR?;F-)gsv98&5JPue6YTV7k<>rsDR0Q<%O7R%I-;5W<pNKBR85YJN%!cloSz5nof
zA!Od_I3qWKbY#sZr#bEJtLPI$ev$#XaYpKq`eqot)QF?n=xSa3uwpbR^Jg16Rj+{@
z46D3Ovi9D+yK4K}(9MHBZIrK(xoA8d#w2WkWhD=%T5yMQ_2g~n;<$DoXFvCkSv$l~
z+^EuF<|nK4PO^^nJuZzWp{h_moyxM5U`1bvdyxqv5{sBS#;LdVLc+pUYG8Iwe0<wD
zt58P+--?q{d~R|vZhiH-`M%p7nk>dCnf=5|G^|D%<+P9mcMGzC5<g8<Ym+He?@gM%
z$~v<KYb>|O)5D^)8&y3A<b%9csdn=st?K0-ar`N@J2Hl=2YmRev$Qt?ZH>ZHEn03p
z?*FF!9GbicgkB62GwWsGaUai&+yS?~76cNX6@@DqP*s}Y4H@VlKN3K^W)`j#ys60E
z&dgUrNRDX^`7&6wVL^=ObF+;Pw|bv(eIsbeCvN?&sVM^@jaX<#!?wsR&o0?-d6IlE
z<asuovLMEqpuq<fL}`$pVooPpfm{A+@|(7ah^%@gYiakFJLg>H`$*PE>ZavHhg^HF
z@#>gr!!0B(CY@XA$05s<M7R2Z7iZF?=KduYtwNtD!OWib+XuIp1<xruPxNcDP3<+m
z40hWq)hUlV+*j0WD}RghObMy;=hIc=PqTwl6U}(EO1j1PY2q5>tO<+p1RH_JdYqk7
zNTk!6%sO39zD2{J*HL3*)^({SwSE)WjlO67&p;~$*@F@;Rwe84YmVUOmI1Gq@pu;y
zM*fO|hKgFlkp}P2<l!DgO|Db&gU+ngNwdQyQ=#E=ABhqJ<$jDST9!1I?v9_Di{kf>
z@fy8YveuM6b0s9F3$vFdlHf12kX-6dmRP%PJ;}`IwvF+r1Tx$|+cm~zVwl9vq**{s
zfK3)QCtk4ANRmB0qw;-#1tVp8vAk!)#Q0?ecwGHesNuU{v6m2xq&w_PjpJ$;Q{w@o
zYp%u?fTSK+nVrqr`F$t~*X3ecI?>&DJo>4iqw^^pl+VdInM6R|nSN_7{*EXrv#opt
z`IfA$eNS4g?)C6D)ls&VsPLpt#`8t*b&Y%73jhs7Lf#7L&uuaB1JVGIa4n&t^uW@@
z>0&RjGTp06jVdJM<)WFn{}c4&-Jr2zZD#7?3Z!nnl+^GzdG<Na4ZED0Kwj_LYNa$j
zBr-I9TIM!;6de=}C15dbe*3bi9{#&McD3NH>5#~kgbfqz<8Jlc!{`r>s_Ro`4u+hf
zM{G}nnoE<p?^b5k_2G8;1T>)X<GCVCdS&Y!RNqW7MS64tEb74UWc>y&!ln@DSx(P&
zBttxJi}y-&N`4ugKiQ`=h>yusuZv^OdJVD6W@RresMzq{;&PfuCmp?D^b&U!hx^#0
z-1A50!wKuk13ui$b(!x83M4qVpHhoxerd0j<Twc8v;z?53n4-^2Ecnr;1rJm@)zU)
zUi1$*`G2>>I&Lapjtn4~^B1`;TM!odj!=kBA~`Y{G-6RN^#&Gkggcy6JcynF|I>?u
zW;@x~p-lI&I*2wwhH`(p(*Y}CfT^4GQKdL72;0SzxOV|+EUAwYQNtP9w{iNx0DcrW
zR(5beMiAe-aIOW-u(cpGZf0}&)EFCxCp}I3WUQgqO6jpumP}kaejzT%NB4aa1?Uk0
zzQ+SXX^&e(06@H*la8yUtile;$-cx%Gk(bwyn*RZ0&vAYN`J1P+4g#nQgj_@xf%uC
zWknjcI=UhaAE-!6|7S(o-w<HH{ss}lZL@`_(ya(p9nfq$=HYA@AYH6S*U|eXEQg1z
zj@7?g5^XT~<qt>!D+zje8$P@(m76=!92^y~CPQp}k}Tk_rcv&XO+zuLi6tIWkPVzI
zb!kEIK`&hn1sh@t3aa^XXefq*ZcY2EVMO~Re|UVNRjz0c(i%iVD`bQNCuv=1YYD#)
z%qb(oRq@Wn_b$ef&?(6LAK3LT%sL5B++_s*sTdr&DQbeC(8|LoF**yShLIJjXe3+Y
z1vAu++HymNw&sP9sI&V`8&8+O+|Q1@80#tr&K-}&)g2-lyThcIOw1#BQmfORygRt!
zahiRuNQR((iV--*H&&u2blQ7Z^kxtZ(SbbjbQFy}{_(`2pFrFkJ!$WA`<}wSqnNP*
z5`M0?#}POC0M?L^(&+of$aw_~tea-?%<ML|f*5yYbMH%R1BXVcq+fZ(O`6MzcjmFj
zkyL2TU02jHAiq$<oI7vYN~}<3G4{C=S)v<{qfFN=Dl{sau_oLr@F~}*qjHa3N%yMs
zZ0pKi(c@XN8e+WI`xJJO>{BrheRQbio4L~Zc8%4fBM=uz4+WEJda^g7uYQS^VF>Y5
z*Er*`AOvzsu@BR}G~h{yWE%g-BxLHk#dp$|v?_A`Oth%Qs#@f#XiY?alxOw_oF)1o
z6salivlappzi*_~AgiJ;S5YOLsJ8W$c6#B^PRekPK>mfuCyThZW5#z&orC*l#{(zl
zqWSo1nmaJvd_H;z$~|#(vbi(WNtIZmqy?Jw*ML%7OO-4b$g!8A37y^P7BTQVx<zax
z=M=-{-HO2R?p`zAVr>Zx;4n6|AASS-psK{Poj2#CiGhW>%>eb<_4ZY$ZWM_H3-g<%
zJ_PhpfyzhQ;&0$;v5)lf=N~Dwo`~O$ymuBQ+_r*YRkVg^>C*ETvs*EQjYTcV#i}a?
z92W$z&rD5Bd)sbrVmgy&Qa_BG!x-N!L5wJk6ywu~UvqGcsPfBC^o)^xF`QRhQQd&Y
z>xled`Q-;d_&uarQ<-~S8g=L|-H{v<COAXAEZ+OAhUHVbcq5EXS+eD1RHKW+%lzsd
zc_B(^NkZPanlWp8dIc<PD(o=A?Jjv+HEyYFgnP?6uz64>-(+2;Skg_QVXV<1vxleU
zOyyv1oVABRaE8=s3K*v3W~!la+1;h+<P^(r9I4{xRzDI<4MIG8HE<k~$6i9e@L(Oq
zJa>?2WC=h1Jn%5mAoqHr_D_(?$e~h)7fSd@NsN1sD+aEKn|hq4SGAY++MSN(L9AI0
z6gg`)E&t^~(cqI@4MA^bi($c1dhhygn)RV$VBW;h9LJ0x^PuDdE;`<J)mQD7HqH)I
z>#+*N0g0dOW=V|vG>|4y&dSxbRrU2oJk3MYpYf)GWkfs0L;9smo}bBEE}YBBD>$fT
zQMY}*!^SS_DwWRApRkqu^a3Bkl}2m&<AzBwQC_!G$fs89D+{7zn`5YIRP_dSBY!7;
zB)3bx9_A`%>@EsY^AqG~#@1oBBIR9U_Tz9Sa=4b3uqskNjkuB79?J6i`kQ%r>-N(d
z;<Wmq&E$NM=2Wqu;<1Dxk%vJ<z?0$#b{gk!9aMNCqi4+t@UCBMD6^)(MzX(8b?h^8
zRtQ}ALZnFuJd0YHA`qcKl8sd6!7ahbt&&{f@}`9{DPvl{+D-5UsYtzk6!IIvx-zYo
z@Q~z}Y{$eYrj;dBpAWRDm^?PzF+G|x>_OE17svPxhKR=Dhhu~9tu=V2)2Dk^HC(pj
z+g6z8nvA=Zj@{Dx0$pPjSsZTM^?Iz1?cwuQOm9|t<>gP%DqHBt)8tuk&&r@rRM^b?
zQH6>Rua8=%+i=QoD&R3g?u!zI`~-bhKPWw7K+9JRfCAh0CESMvq<0Fp=W0U7$U<jX
zAgrhP5K^L6ZU6XhTNd`;nNAgEQk_0EIOqBxlOMTAk!wn^9ybPwnd~1^TZGPWU);t7
z5gI=Y@IZ8foe93H(UN3WEPVBlp(-D_-Na3vgqnR4hvo7-(g?*)^LpE5Hnep=%EYj)
zWv@9ex2NP&y2)h62kVJUqfb<yZMXUqccEDc7JI6lUP9Bh-l%D{qa50^?mXiInyqWf
z@FivEgI@6ho$bcmqQsLMoL|ZHtBbds9Z4S^&uU#s>c+g6xlq^TJ#wLFffG1B-Ex9g
zyxdg1d(_2qf5$NKQSeC*`54mtCNq`UObpp-1!Ag?Te}y_ndQN|$u~E`;Pj(psP|R{
z?Tg<gr)K2Gt@pwh;z+kCB-X`ig?@q{24YF^NCz%8{`uP4m~HWob5B~FzrX@+cEufI
z8|mUaU*=W}{Lti?<l~W)=8W<cSK^rmvgs}gWP!J|O%R_Ph!UN#o^{82Dr6{1dXs*@
z>^sAbIo7XVV`iM5S@{Ne5yVhg{zHK<$tC*2#^<TNaGA`moFjpYC~KT1_S3`9Ij7ip
z6U|+YmZ!Y@i<>n3Yte7mC^(MYF65)QE*gRIgh6cZFcXVbu}i+LR)`)Y$VYpaSa&F}
z=**rvSsF-+u<3d+09o)$_Q~I!5&&_4M-69XqsxV|(Khf8iku1%L}%v9q7&!8cV2or
zBvlIb3i*8?d%kG~6=V6+tTk1AJJMHk+HesnVkt3X5Lb_XXovlE@nk=dj0vu&>@n}G
zly*8hOa}=ag4E!*X?&@*`Kwpt{dU2f!ND3JUCA}xeUxn{=>E}9kjUrs7#(d{PnKIs
z?fRY^pOxZV#sz`oDI*Z*V=HoAWpcNSZGEY&Eg~mFnI!g5%s*Q{={2q9g9a_qM;Q8@
zMS<SB3s5C&a<Vv6W09i}@y)37d42hNT8}C?&l6i3IZCfF4q*A}A@1MHd1RMKNILv%
z@p{)s&WGJvN*w6y?IoiKU=pMc5&(C9NguexngG1%KT_N{J<<7leGide+|0j^>)+Sq
zw31`twn3CWx=Ahm&52ZN+Qxy!&N;eXB(6XabY=~SA%9O#meirtQ0f~;3t1WBC$n#*
z4uwY#NdMT1JcXYc3~E*RV}tH%G_m=w`xmXUBbtMQ7zdho{ns7;*uv@`O7{38)1^86
z6I5_!Zy&mGuCbtEf}yF?c}FMY5kE5RA?eA#-O@*B{{zs~zibwQllms506ro^n4L%M
z2y(j+7y<&<h7aD&Ci#0p4M#>4i5C`7wfU4s4$X9xEnO^e{G3Myw0F)rpQg&YP_sJ|
zd2eVBDR(AiO3m02$(*xTY^XiOwQuncsB$gH<CUs%O$MGQj-czXbw_s5bnM?x*B?s^
zLVf4PfGX=zt6yFaduAO`xX;#hRHjL1Zdo+yVvXl<Y|Noe!wBOh7iLEQcg5}qLSB$U
zM8x2!{xx6g>8(iX3o5cs@0Tj0e%QH+NE!<gdyzhZaNhKWSOJynxj8FHSZDG*xD@lT
z&A2Z7F~#1Oxo&nGVzR)|v&JXQZtCrlDqmK%lJ1zkvwrpE#aW#Km4Fz@hW=fnfop3B
z8hN^v0W2E%zM+9z0sE<U*L@5i_Qq`!Yo+-U#|_4Cp?A?J?=0sE`scLKsXsCpCBIi5
zs@b<II><M@>vCE#@qU)Q?RgI~I<fUQ^weZjLT4T-tq#vFH&ghO>Z$G-c}0o7>BUxZ
z*1`ZmQ{EXfJ5abLE}TW!yv9mv(|o+Jvp+rofOl&?&BgWdFt?_v&erGpJk@*KjH!!0
zdJH7TCB5x|Hp=sLwY3edu_jZwE3RUDrYjK(jk_(cHXp-AotNXP*!A*KHLW@OzQlu&
z6=x0^AJSf%Q!^lvUs*ieuZz}{h$?JZKVFdBPv#~UpYW5Zm|a6b^Jcq_V&7NnSpvYO
zO~1FZ{Y1%)W#rDo<FNS|R=#bUs#C1gM{(b6xQ0H^sadZH8>e-M9`b1WdjjkMSm@Fm
zEV!=?d#Y<04WSGQMVSfudgu6>e0af9L_Xy{t>BwxKco|vyw5<QjFbkTS2f6~?!Gfl
z4y}b<80P?qB+YEz-pou3s<W6n?De+$smASRl_T&EuW8`1L=48<<dRoVTij21offgW
zvDCP**Y8IrLo@An9T1Y$c~7Hb`y1ZeTO{(?m&V_CYv4)GH%$K>wf$wRXR$i|hv!#J
zW@{nOK*FD(#k4hs!|s!0Zk+zKqLK{Xz^BzU{4}CiPrv7mCNPWYOzVeo^*L7g%O)U6
zL=tY=e&wn7w%&X{z(S?BdQfQNCkR6x`D9NayFR@7^nn)F3t~+H47wi7(k61ukwZuO
zZn^4c-ye}$J)CXX98W9VY4vv92CU4*7c}m6Na5{nH}M=!yPB#x)5zX@L5@_npgf)Z
z0o9<GHS^|@sTkQ3^8H~AFA0`h8o6p6a!16mEqWGi$nE3lKu&biSfg}ZOst!|wmif(
zE}TY5Dsh?Lp={Ns`n~Y$QU~LAN%M~zYnonvdE<1ASN9QQO>pN2X8<<<P}7tA1aSiB
z)HP?S$ysk3k11dAo=0Gba#EM=1o85Zn8Wo#j$eoX=XN~G&|(JMg3VN0nX1Hg>NL1l
zeVyRrxIA<kC{WmgwuC^ds18o=J?)%<SFb#cw+;eHN0DEnk4Szvp1d|_Z%%U@cl|AI
zrEg$vikM0G@Uq%hJZ4d5DwNb=FTxu_L~>rFH7222Jkf7s>ELKZ^TUN*;t9T2fV&})
zTNY&R!#6UA@fIT3q-8@AoxF!0>{MYm)$W3v5hY4RKbi$yOKy2l0tg#05P$o|{T7Tp
zO`-AT*-Yz}d~kQ+a)Qtbg=&HKNEagMO+9orB^PY>Vr(e5v1IzYx;OHz<_C*i+*gMY
z5m7p)3M`z}Hy&P%6QT9HsO=*sS)C-k+2zoFd+esh$W5J*GrbZshu2jIs*FG;of+Y+
zIjh+w?}G8hdqI6Jwod5=e3*{$5<%W9v_6`HJus+kw^1m#m{lNK0LH75*j}pDC!#pE
z<x#tB4ZDF|ld|>gtEQAqm&;b)^PP4+qWGG(S^Dsx8n~@S<!gi91l%IR#)NOldGpTK
zEsi1nesn&k8nBmIZxrc1V6zVBTYakmV0&L|vgKx)F^?y^PEBCn!cM~NL>Jb=Z_}<I
z%60}I5iwSxuwbS}uS#>y(1DoEaYMbLz(ES13PRMc3*boRml>j-R~6Ct+m9<HJ+7%y
z8X)!6_)2=?c^9tAP$}E^nUs?hw;ho7cxvx*UO|;Jn*bX0%ifCInhWq)7uNswxFU3_
zKRJ-+{*MIO2CF(L*qz(J)Q<Nj$bwGM{4XHOmB%78K)&O&ijEENI{vD{pmwBMhJew%
z3oiNme=;}FjZ*F~`$QEg<Wh^h$W43Z&jBs~aF!Ib_i+V}2|%7RSR<UyCn*mESD!*^
z!FcypvCT4rZqhz}XC;aRD6*8ypLzs~Gv2%$9LY~7I4bk+$e=tb;MqK@o?c;bFZzR0
zsuZx6lMNKd=^MxDkh*DH38LqK2PXlYrjin>K(;j}T_+<+@4Anmhk{E5jIr7y@?vpJ
z05R6k5?yJKKCC74?qB@9Uy_WS251dq!`weQI0fgSWqz=q=(rC4T`=Sdz(@M)g|4y8
z61tU3jdKV7%W){+2{`rV%&L9wbm=#+Koe4x0lz_1Qv=91q^INE-BAF1gNRjj08T;s
z22@7{D86(cGXX#+QU_0F0T&X0SytJv5S$JTK!2kw81$Y5Bl&-@Cqq{Ne?doAM0&l2
zT6+RNIF%#wqu3ZGEeG<0`aigcf8-gG{`8WrstK-x)3F3cfZ9b2LRWg}s`r8o{+@lR
z=3s${5X>UQq4Dn*dgE{%g@gxtpEKe<5fDA|791o2kH@Z)CmlVzW0x!M!8|yY^Gpis
zJ!~UIvHfQGzWdsdY#Q=Kokefl4+G!ibb#k<{D?FQO-!E51hOANfA_NpF9DQMJxPsA
z{3LBJEYzS=>{jK?55D2qH%-3ccq%mkz(X*^n%>Q0zLfI#y(4UgWCpyJE6>#U%@(Wi
z)CV&)v8m|T33=K@jRVE(N<!Exm4p>cgDB66@-tJ~mY;;XXF*pf>L0!RBEnDEz96nl
z_G#K%qf6{95M0gEC8@FX_c7sF*Jv9%Heqbm-RlD+_<~oMnkgFSZ|`1Y+eGw?6dTX#
z_4M+CtbJW{yuY=-4Y)M|m9E^j3Pycd;>{2sD6rXd0KTggSrvuZLC?I~2Pi#{X<2mo
z({3%USjvl@t)pt@r=Y5x7xbf<NkT8x_x(nnF4cf=q&e4C)2~0#+&%0AK=39P>qryC
zRHJ&>&W#y<L%DV-uHEIVKp;2S*%`5RR6*7FAze0PK${<KkTC=VnArK=B1UitJ}XPF
zBL9jDad>?axH1y+OKI7bI^0jBWa7AM!D7fjqfX>mv9{v#*vFh=1q@#r>e*{e_s?&C
zO73eq3g7XdnR>o5x+RgWrG&Sn)FoXnz?Hk3njjo9A3-NDKeQAqS==+YkEqU1zs|;h
zXWr4whhx`*bno~yzW77wM~fJ|Y_NpK5BK`3?a+DdfPO>&nJGXa&0SX;^JT-X<kmpD
zzqpJ^epX8b2a|HJW_|oK-vykM{9`NgJ+_yiQ77&#j}J5<sb3r(8Odt$H%K8H3OS~E
zpN$z?MD2K}ij0<Sa&K<E6NkpfkJEQcVw=NuN2lop#tz@c^D$ja-ilIi#iQFO%8UpZ
z5U0n4E4IJd-AThmBrU2~q||<E_@S3})6T2<f@P$t>84g?&1hqm)7X((m6J{hZUDd8
zjFrO$`LLfVEx5ph!Y<k>jxsB65CWPza48<xdm&xDT$L2KS@TuDjsribYb13AYF@Kj
z6X7R<Dq<iq1CM|!KM%{Js>HW?>0P1;JpveZqhsbvg<u<xD|#;~jA$Ebs@0s_GZ*eT
zDt<y#9fb+{avTcPH&r!9uRmX+oW|(UiutUc7bPL>hLq$)jEyM`Ei^z}t=B?Cg@%V@
zqG|MZ`x~r~V2>SwY2(+t3s=1y-LH=`XI&8=$=Z#E7OxsZOJ5&qh&h~*Ml&3GX1gQA
z_aR%Wne%S_3xj8YtT1ZR`rH%%!qIb>V3u-YM@eoBGRx7bghUXhlS`UJSFxfIz6*xk
zqwq#i=!`5DO2_W4fyT4W@2qAsGFxM?##{5JDHtAFZY<8IhLu{i_w(xaq|OY~<QXNl
z7g{OC#rVQE``{dGS%Ij}*RN^?;}QPQr7jKevp}keA^K0$IKRw}DJ>d0%8_vBOsBr2
zn)51E%}nWbi`r8RJ@kb-sEoUdN7%HK>&Nug;#w6E&?~~nbu3XWW$mbW%K8b3A#%^{
zok&!X;IGOO-JzeL|0_7gY6GhDuKc!94{OjF=RYPJprTy;08p(81|sG^?Gu_|cxj_3
zN2v-3734wS+tZ}$(YFaHnbMLgW$iK(m;g%gU1gbT@>KsKs>=-yj~LFYf$no4lR1z<
zbgIg#GS`$5K&u&nsdI;OH3=P>b1Q$fd%6`@vG3_%OK7tI`u>+9Q@pIC)c>QK=Kp_#
z!=8?nOQMl22x{XPB(89qjU6Er-2C)*weYbQCM~rEtR)@#e6ZN0kIg;}kv6F9UvQ31
zyUJ~znSTyYNb1>7P19yb-O|f_AUUWy=|8rA#2PlpYoia5y_mPSIkQpywo-!tylAfK
z)NuE+PUO&6=HlNUAmSS6uDv4j*9TgoKQLpWNnVZ=Dcg_fqg(v!>Oo;`NItLO({4Yw
z!qPdm!dKI!D7jet%#R$PJPe~qEfw~h|6!-F(6R0BNdA|d!WpJEmXjg8tTmCL4GV{6
zk2D%(Y@j|XgXKd8Es#<Dq-j|UV-3Zl6rrMR+4*!{T#usX78$<kAz-Z@r0>&p00R^c
zu(-8`<6p>J|GNtlmZSeqAV2mvs&IPsf-ZO+u>>8Mx@ANcSgY|>nsZ|#=(rVQR|z+x
zA>v1J<~7f6Hx7)dXnYNVFJ`&kPGWyWEiuKSK1o$&A&IEL&GZeSUzAFmc5Kah939Ay
zrq=zjEzgWY?_Ds|J<z)|Ew>aawbK{PnF}p4pFN(0eehT4l{fJfa(gbQG7O-UIpv*K
zO+Ce+6kW#pRZpI~(5O0%$%$y0vUNv9ewW5H;y=?IqRNWfs-k>q<M`U2wT?JpDz)~E
zD`B^|ItD3C?O&;xrdN5&bhYF@!Ivz?SkgxevHY591*KtU{DiYnNL4ixW$hP&AC5<}
zyXHgazDwdQkZuA~gIS%opJ=}6)MvfnF~unOfw(f3!L|98*JH8Awx15!g+#w}kuM*c
z+@y5+Aw6%F+Hm{*T+@BER3irp#}wfuF#{?9NW1CnO7tpDUTC!J`(`qgV+3gPm@%rU
z=k{UFqjH3OD(A3Z3O$duZ_3!noZJ$J?VHpWiar_H-WzJ8LV_dNHBDs=iK=pRi>wku
z7d>m{RxURAhTczF$3<#*o?!8wu6Q4XU!%=<<h^D_P;Rm=#Wk2wzZVNHL8c7^i#zDu
z>o)tE7bGu^9bIX#H~S%HT_aE4`FWrh@z?Un_Lg4U+yz7q{k<WR_PY)n+_}Rzlbo9!
zan&-PEX*AS++{s1k)=0H29S0KCP__T$N)Zr=v7uja!G!@LmFR=V}n`V7TD+_ym>?-
zz&iBXm;3WwDht6x`M`}$m3B&EO}9Y_PmCXax^cMm`BhqJUXy3@<2SREq+M>Q{2Qhs
zF+7Y6SDgkQym(yoIt%1KOyvTZR$8gw#f!#~wtM>!5!Spwj=Ld;c>}GQ7GLCDUABI+
z9nTJdqH!H!UO1iYZo2)d(SR<m-B-=oyvbAg4w%yB<2EA*SI6iAe~%~(pu>fhBfgoM
zw6nro6+Il7K}!{`!l}xl=MHh+wm?e=t9h=@xC~fLGmk`uNcbnKP_Aiw?z<!I-@>VF
zF0!yAQ8lO=)3hcZKI3!e4Kf%f81Buc<k-irl_M;^&D_t(RlRrZhs<|@fW)qKuw$Xc
z>R3&xh}nIGdSypsRh7b{_E`0i?~tYf*03`+<Lr9H*HiLiAdM<{H|ifcmfno~R135a
zZY~<*8i>2UN$ZGxH6n2dnx4q~-0|&Ag;TgA<H0%xN+<*B-JrI+RQ0Y-<mP~DOKmXa
zQSWWcj|M6B#_;;_HXd_j=$4hY5FT<Ls`Jzhsr#e#sLyeBS~eT_N$ead8g8zPJP_Vj
zdiMIZOG2yk0uWUyW*r}?jCoiOXF<Ntp2wwR)V|7)k+hF&A%)35A4ZI8HN@juzkgK2
zv$S=O<>RTouYJ9F-d=*n#XvI0ES;2YveJiVEU_}50nlK)Nc!5XaIo?83ku)$BaCQK
zMiTTFI3Q=JciO|uRm-aJvm44jX^RC*`WG>cBh}+1;UohN`9`0fePXPytKlMjb+A(H
zztLY>yds6SC#Vl;n;q}q?T;(*>?-l~xqc67=C~y!iH{iD?*@A~yAFk?*HkJbh*Gxd
z#6di-(T5<3sDR0(E_m3wwyx=;Q#4{sa$B*qti-v!nK!}WIKj=?nFsEv{P>!2e+a$`
z<rBuEe5<<ZAt^pn<)SZf-EO%ZNpEkS6@3q)wBEfgd#^w+N>v?xAu!vUr%YQ|Z>P)}
zxp+5}?sV^kd{E^cbLWvcU1c@o6R-CCN+hfoXZ6bs*Sd?n18C&}j{qHx<KsQvO=xBy
zpW|0-x(}E%1_k|ra)uTZ>H}A&RNN}WkIkkkf;8BQ{A8M84PoskFar{^HQ{7P)yRWS
zqq3M-3nM4Pm`@%aM`V9n*PKvu^ta^cCZ?%X;cjj{8MgpP3)c*W4|^pUG=MUWMz~G$
z>$y{LTy~75+EuO*V&WkB+KiV#hu^;=;lB{^0-#5P!7*G&Fc8p}pa!aEq=2&w|A_U_
z#i*AUDziT#I@`HH3*LmTNJbY+2VHh-zJD1W{@qBR|596f=phb?8kdIPD@`oR_v*UH
zViTpUTLhDo`FJ^s?8<aXxq`j%{c+cyOC`!~+p@$?pfW1dm3wl@G8dkL>(Zn*2${{)
zaZlQ1jjgV;ll9?c$7O08E<yr+NH>CGW2W<lvpcnvfN8bS?%VC7C~4BiFCu3FDO16Q
z#f!bX#|fmM55P*!^^4rMq>qC@eH*ep>tGiZY@pxuybNU?y2cWQrk7#7`L;o`4n`(_
z+b{tZ*)QZJbY$}IAC%i=Lab!bRn~wj^tZtE*ZS2*K;~bc^Pj!@$i&f_UR+`y{!rZk
zaA!33{O=blmi7=(+5b*IJDceRpr%23ru{gGnM=7khbe&+gC1e3v!}oj9zzd*oZU&8
z{=nLRW_R(4@~HGChs#-~XSM;^F8qlC{3qygTYKVq2Ontzcusq(;0h0{7MUtfnU2@W
zxad*DA<C)O?Nmk1-YH&2jIRl+&BIW_y7G}d=SmPDLiqcZeiih|WWJCI$^0`x@+VmU
ztxy0^1TPmLi$<v``@+)8wxz`6Ngq@=gMiAp%pf{>Rvr+$APj&KfQRB&Q9n9PElw^D
z*gF|zVq-OEtf*=U>uIQo_O8L1WZI^pTkj<O%-B#--BKfbl(aW}Ux}4PQ#Wo)Pl$nN
z^`s$dUCahLqHrhF@FlS%m!cpHLw!oMtkTxOf&CWui>pzfFVQd8bQ9VF7^081UT01~
zKa0Q0B*T?z;<6I74WeNI3#yUk(+krW8CsL984=F&5ee?~yPGfw-?<_ZTSvKOqH7z(
zSPKi@o`G&NMjIMhW_e&Sw2n%Ov?HXVH&2}2gYCDDlG%e3e&{EG-I76l@J8uu2LfpR
zT2jr!7WY2l$D9_MDblCnr_!7HKS5Sq5;5FQ&kC2pZZgCgU}q2evC2=h)tkaFr#fv(
zer-i+dFpOzY<UblnO2Zz9#95{quWe5nAdXZUN4_8^F+$w{<SCLLavg+UuYQ06~Xw3
zxfmA4$(THq%H+E;R6c>BFg4Ekyt3iqtz4&4QW=H;(k<2Ydf`&0p8Pe>x9ax@1!cp}
z*3B&Rs|FA14!MRmoI%q|2Dj<N^gj5$YN&!Bx!*0xY{b0`7GS^9f>KC3PZj(LDwjp^
zN6MBxom+G{Bzw8=pqbpW*KvNs(e^9<seHqNH|1Qqgn>cwLmkXMKjsXJY41-S-Gj`7
zunh<O;A>hi@k(N4MuQB*r13;n4z%%EQJp7Ai9mP3$tZ;Vsg2!J9-c9q&@uKgPd;{C
zOkeu!lTj{>YpePqX%1CGn;EtJejTrH&NfVTv-@t5R`D>ak1>(h>kA*b6nr*{73Sb}
zSG%ib<3J~cm`oJLB(+pBuU#819g-oQMtpjX`N@sI?fwEmJg@8-XI07ToJk{P8^^pU
zd52rvyV;MpZgwf1VOtam8#hH~c|3OnKVwPm>u}507UrkIjOzo*<sCae7|y%9cA}R8
z%PZ<6*7<>~V(+8+{ge3TGB@T|Ss^;40t;l-p0H=e0W%(Y0{N?7Xw;FtSX}d#qW00R
zSV~a)rp#5KSr&Tol==4rfZk?h<ACd6ywY~eLq=+1S?j34-(}HiVqt@eIbC6G9FcW+
z=U>h_PVKL$zO&Vj7A2XzTQzEUBadoj7^=fTIHiE_Ang)yqyfV<F@;aHkty;ZHf&m8
zUIB#S0j2U^{p6Fsf>;J|0OG&#Hyw4->7^dJA9;`j;d^MVkdkb&vHAh5iw&6Ou>R8p
zUbf6G*PBDna~zoqm#vf23#NeXWU@x^X&CS)w*R1t{cZ9<Csi@nbAZ~?X)TBcDQK8O
zc%;A%<6Rc%$wT0tHL=l?H9-m2eCC3}DDJtulk~fiX$bOyhUoasdJBrI_Tn)hAodyG
z*i;)COW4WAF_9TW1G&Qi*Sw+yhz?Tb{KY-HG)$M5kI!L;9{N8S!*4FTm^t3cK})`a
z^QghOpcZd``#yd2EM{9Mjy|!~_*w4o;1xjEf*r#R@@!2ls|h6bN8k(c(bEC4bj7KO
zhUW{H4Bv$S)^)My_w(M%!`sHQYum^uGyegV&7z>=mX-@**!L-i^9mm5s;i4`_+39)
zaOp9FMp%a&(A^{~k?C5mL*#R(;%A=GqrydAr49@vp;5W^-zSVzA0>SLETHM}L$Lsv
z4VRE!kS6VR&fe%&f2pdhx6NAPYW^%QSKPM7a(4@ELHx~Bhq6ML>uFKiJ7RxHj>y&~
z|0hO!)&az@v2915gHzU|ZIs0Gk@8krRKLBNh&H^DbpdzxBBwy3U~<6rNPl?Xq8$H<
zO2W4wd!Q~tLIf&{bl>9(O`Vv5Ny+y$eY$01-oapwE%IQutMoaNqfrj&S$(QiBRptg
z60gr9sjlI64#s$$32tWDt4_QfZqZTW<CmbcJdF5uMNm_TrU~q)hg5S=tQd4xQ`A<a
znQH1noy@3`$!}-TY3vtl!iZ>(ZO8l><PtP$M^YxH2E@s{G3np!Kw63be6Fr+sMHd^
zkY+I=@NoRvcXgT_4$Sm}T%7B#k@6#rX1SB#S*GT(Vm`x8K`%S62Q%+zuX8r%70fCl
z3DxO*JCajFI3MbNvU+F&R6~Wl?iMX+Q7GRF8LJ^&u0W9sYZfrrz%af-*9{LCRB{Ty
z0V2vf(8p$X4Mw&NVG0NH>A1%((K6{a7R2jP%vHO*i7Y;02$8SkN17uBUoDBG0VOS<
zr!Vi~KnWloS=w1zxYosF3u}^YiE0pt#DtWC=NU*=1Fnx0yZh_2z<F%IHc?^QPY7If
z;$o#w4*HneP7YV1cpBx3r@)B7$;a*_MmPHSEhEd<qU}g37m7Z7Fv9~<72lNf6ZK8r
zOC77v<9e1bv|lheXwa<r1f(G8R1GScW)rThenzxfld>3CF2oSpQ;)29A?&AArBb9n
zpd1ojz4M{&)3|<|r@N;gQM_K1HzoUMCqmWpwteC!(QcNH+L+R+RpVzSrQX4#XNu3Q
zEN#5C`JJOWQYSA~G4q-fpDfT>JlOSm&D@-}<r5m?%7d(R>D_77R?J_n2a1>MD13M`
zN;TYv-n2CCBPU!v7ijm!Dx~KzQ&H07Q|7(Y?L}YXP3mu`IQCy<FxA0K*)s^KnvlTs
zC@?)vMJ;;<DSJ5I!Xd}S3ZX0CFi*&vhQ58Z<@C|UvO<y3mr<x~-I$^SXxkbye;PJC
zOhOq|(jLE`zsetd_eBEaK-Gk}o`swObccL{;N5C~DYcx$hTKS_GO`J~QTg`k(x=;b
zv#9Dps~&l*xjQ?0EPEwId1rTrm*asb&+gldWP{mf5z1D#q;9|KiMIXiowIa9rS2(g
zJ1TX<mIBYc;#K#jO0~1EFGxcb=XVH{krpAw+U?J7wN#~SJK9<%&eASOb(6OC15y&1
z(nPZpX5d*axJS@Fw^ve))<;rFBX7!1$IbCZ<%M%!<rs^GvJt4t9b&5hrMW9U*Oy^W
zfvcchr;bX8tG~}Pl9^v}&}!NSUC@%W3KeA@`|PXlB{da29HR043F7;LA7BY{OTI4}
z#nn+?8VWr#$g}ry%<swSsx;ByoAr3~jApNU!*n`;>A9fu)|0)?lMNe*A-nQ4M*2(%
ztKB{?=-gzfgdEZ#VoalKeXIxnsdI`F?niyS>ac|kLSae#$%C}Y2hFBFaSV-kVt%z7
z5Puw5sCR<dDACL41oyGK_W4Ln1zozvc<}{5@jMH8uk=6?r>lRZi^t)nO4l+<>mrUR
zHG+~XFaP-Q#frsl=X!s9?mLUE>pwwUqFj+dIAU-q{@vvQe}F$dn@E^5J%#~C%v6)S
zw2Is2mx(rMLo5y-H^IcEiR}$eJeIN&Q`dxh2won?#tkg#cyqOnYamNW7R=$}n{Ug*
z+WAftvChui);b-*K>tye3*pK=@)DF*w*C%Ybq!1Si?v`y(G|f{|7#tH+mRmEX1EQf
z!Sx?|SlVp4SiI*J#+yK{+Q%i5fkyB&tvxkVoTH<-oP)D<7&qyHFD>mkSNX9Ek_PIa
z)>P9_E8=V=`kMC(*?z*YVT^IQ-(6%N;d=e6RN5Hz#`5NO150L0#uSn+>s*DqT`5I|
z;9{YoiS1HW*R3T+-AH=KJ*rMNf+=*C5HS1y;Gz7PHT)Mf`*+LHO8^h=n`c%5%{JVF
z&jrBql(5+1-wf;A2V81&!|s1JCH+@Oa{qBK2bd!gTq140M>jK@j=&8KRx2PmJ$?Dr
z6XKgN(}aCjf4sC&HeWgY*s^U?+}VTHhLLVm(&C5yMM%2gaX_o_q+(>su*!5JbmrZW
z;3k$7-R>DZO$EOU(ES$LjGX`RJPn>adHSGb_MDyRouVLiw|}Muy6P&|8F>Gy1>vQz
zY90{*3aq3q-)-4DDd+&@nJTpnpj4|6eG=ddpide_pQPo1ez!&N%eO6DT<($c5Gh?#
z>!i#?!k;y~l?+s=BWvs3^yiF5fEX8Psd)u^-wIS<BYZ~nlN2erUDUk<I78RPhq2RX
zi1GbFkCWmUIpA6{gI+n=nU~t|e>wtxa|-?&^!UoZh8)<wRF=lzia2(R%e7zkwFjE~
z8910~w7<M~3BA6c|I3X*yp+d@1zbV2zxeOhuR47+YhCtV2e0U;0ag1LFoXxt8{<-c
z>kjs5`-Z-K#rgbUksz9D4QK@c8QE*9m+Y<`!1G!EBlg0xuk>FyEYj2c!*BUIF380|
zYzR$FFByDIE<;kC(w+kzzrA<Ouzv6Wk9Uh#t--&7#S7%$7T`Sm9@kJz%hV&UqlIY3
zUUL$+K3sk3R;nF-_pPl^sj9~0t%&1bHDYo9>U$41bG#A$Yavl$T-+ODTu7qL`&+1Q
zi~}{!G#K5+D=fza^RURzq2CQhA-yb~U-fxi_UVHYgS(yOT`JDhb{7pu(vzR_%mn*G
zZ?O?~mj@&klzKO)>>hY7uPd`8Exfa=iTu1RDMQz^Ho@(zWr_-0;JMv#)eWVeEDC+=
zKBz&WOzJZ?CVpnHJNVire0G3b;Jf_OPOFvU7<=x!b=id|3KSwGQl#3oxO$)6-D8{3
z>KOTbL1Wjv$P0W|&V>{^{((fn=S6Lj!R5$t+LLz{#}7jKi`=k|R9fnzFnLCvVueYD
z`9#Q$Z)fkljo{hY;kV3thq!Zm?M5O?vL{{iRI-3WN=#Qh*D6to;0}2zZDubM$ua{<
zQD?SjO-g#`&`d=f^wu+>FO9{l^)Y}^)@uaXb2AtAk@X+1qgK>+)r&kXFN8Jz!FnDd
z-I?5Q)tq9uR0zEIyu>obp6PA8KIhd|Qi1}n-G+99x2^+ArfmtrKOTj;#)%$jnb{;J
zHlv#hWUG=ja^4U$hhRUplM)*ClXK&NwjdZAqP(h_zOso-tz)cn2?RpSX~RVlQN1r|
z1isv=w*9{QOw~sd*HPYD4r#^|NJQx2%uMaswrsmVxy}zXs6Fx1-Q6DC=Q$&(yK*~e
zG`KfyJM|#Ms%AObfnR8YVmvw$aDyC){j;2Ag>ObTH^YS+9yc?p5j6PM&EE}~>S}fQ
zI7lwIS|WUed=j>~z5L3*WS-HnQo|X;dqMJh`*5|hpH{Y^9sh>T?Cl9_&7u0p_jd;|
zrbo&QCo^j|q+c78%`7!#@oZJ~eT|^inl=$2AGj}Bh^kv~ynVlkT;M!&`JiOq8B7v4
z>aRq{US_zuS`59`VeA#YiCED{e5WwQ5;gA7H5*AJXAJvC8vXag{O5%HFB-@HIw9YZ
zKr3GWfBv^Z)qmx>06+{4is7>t9=)wT@y~v1;Kp)Cp&?~@4&&j~RQV{Xnc%|6q}w3;
zd8b2FpcBtbPwuL#P&FjXaW?y&z)7~n!o#kNz3VzH{pGuDHJFL<rwk|ffnwV{+*_ND
z%vDt(w}M&m<1**iPjn{mPt+4^GQmTJ6ZgwLQO+y6O#`Zi#!ad~M-DlD1&)a<QcxSr
zF^@zU0#buLPJuksq__!$i(nU-uB|Lb9#T9fgfKuAvGN?M24Y7+bgVVVNLmY+EnsRv
zTcbY(kN!RJ{Ws9pzXHua2OG~J;uxs8pg-BEhDz^~A(D|7^dyxX%omyafV7IkBXJd#
zf2AY;nlE)gIizncp}hZLb-`=Oh&Kn>TQY>XBL#q>{4c#tzDoe>?G6#3q7)9y%sPNT
zQ4YY>1QK4P!2fvg${+`aqA?(J162H6GBt~-O8^{e=mrbxGX_eK)KyId*@p0d+=i2)
zz&xY%B;@SLta!K=&LrdK&#U&I@5Mw2?{?174Rz#??YA!x^H&n!l9}zy4L9>E@|+c6
zc_kZXyMBI_^J4MIZpp=|It;$0R(06uMI29={gRnEN4D@dP-SdR$wM5ES6jN4#dPb$
zN6Y0SPj$hQ0zdmVll=+VVkQdxVO$?yMqUWv2H%QmzPWKLOQ&8HI_+`L=Y^uD9XjZ_
zp-Lw<J2OOJKa`HeA<C3jGyK$%JGFmyjD0J6+MLzm%}R-46F}{EaKW<J9Z(I22WB$w
zivM_-1~sZ5<zpLzsnKY}x3$f?!#}Q5xZpm*!?b_W<byG^Nuzr4)j=sLdZt<7TLM)-
z|6w8GZK%7MIXiR92y{gWhv|CDGar1fYpLM*l{aS($Mqcz?OjXWw5f(fY4R@wQACRc
zcntd8t*CJhWe+7~a^ZX5<>jg<G(HL3b(udZ*^js;adC;5C_!}Upr?r3#~&K<4hE}<
zrt#=!mJOlW=;R6+klv+#>rv=;ucD@E)Cq=)Ue;!<=~4-0c9yI==iGq^et>e#_czgv
zK|S&-+YBZ91+t=XxM1aFRU?ieO)2%Vcr34EUnGpBd4aJHi<8FhWS1%3SzWjl)<i+F
ze3JhY^!jak%u(1ygz-|NtWAO0abD+^9lZ&qljCAbb;N77a6U$c{-%P14^;F+sl#jz
zQjR?qho)9BZ7J8^KXLYQ@gRhOCHo~-FyHgH_EFFc@a}ca<Yvs5UbCl`82Xeg@160X
zce>2wMV)_Lfrp)i7W}|ah=Iz;v=@~VKgt8eaBQE^xY9(<K(r=|8YdqDqt>uLeI0s5
zV|o%dT(p*YW6<3p!7Xo1e{7#&;lUz+15ER3qMJUm92o%x{cfiHSw&{I0kLMu_=&0M
z0lSKv!$r$ihUyV%NTD?mPtPM%h4IXT1X)G|aL*xHa6i$k_3CE`3-GQ679-x!_^Yk%
z9Ih8D)LJP4cTD6xpe0Z-@b}lON^xY;6F+=T_BTwV@u5Ib(JN=2K#psw`RcR_J8m&c
zX8u66kH1i+1CQ7&&TAvBI1nR!ONvp&Nb$jhF^#zQT-3V;PJ%1l1$ocvkRqC5XZ&#H
z2cEF%@rhpQzyU^uK>UqnRtIXj@nFm7*=2-nlDAq#M{8UtF5~r&1~$HrxCK>L4^jjW
zM%DyBLAK6`tZw7d#^0x+a2&m5bJs4g9qGN^Q*VEl$I#MU+>$y@zYam35Z*=}7LN~e
z6VI$YW?zh*SH=8jn`LI)zrP@x)UQ{o>d!IyRq+}3^=EizTy^jRLO$c_XhQWan(UbE
z9}ypck>!>U%?7)6vqq;lV|Im*#er^VuxMj`b*$o%)89?GC=`N<$d8!ze&BMjo1Chq
z@!Gp-wEHHkt%a!6+135CGiAS_U(tR_PE*mS;!6oJAxu9(2Mt)#w8fJ^;|Pm#2Zn1+
zC5ahR77yO_MGzMnh~C3(x>GNjM!RmTHr6!H?zqjEylSts@a0jbPDa1@6S64qd4|It
zbB9Zy;}qCSpyG3s2PjZj!Ua~or7?1FRVao8Oqh2pd%(p-69b!86WDsfoEf8Ko>=7V
ztT^r&2wodIlE0_Jv>4MB5xv4N7YBAOJ`U6M51<*o&oh-xudC9V_Cb<}YR&AtszW4c
zXxijUd^^*&qFih{oVv(4V=XD!3S5oS?6&=)m!a2ICh5vK3N0qrFE=q!D3`qv@<1yn
z-II(Ze&}yF+;8{$KXFpn0dx8nf(M|Yzf(-8eBbc9YCvbI%c4R+#f$@8()o{w>aXoG
z2}NX)8Mf66E8ixSxviSYu(xjO{<uxz7+xmh+!E4{j*?%s3DR;#8x7cKO(!oEA2=#@
ziMZG|Geu6Vh07tpMyIned<CeYWWErmZ6S=3<7D|dc*{~0fO!;D(L==3d^YwT;$(8$
zlaX@12tqeF{4<C4tDy{gC*ayc9s=;|Rrx<!PE!I+xHYdlj{LQc^b1;zE$Lt8?;n|=
z{}ONgvycTCtMK1r!v#4G>_}zlKF40ZNCb>(Gee}Q_j_MLb9=N&{hg}$8-3)r-Nz=?
zWbeH4%bEG@)cjgf`)GRt@^bm;oY3;`)DSobZBwiC3;<m)<Idlz2|(rx1{h|Twl)N9
zOkd!$3%*ZJmcc1X18N{17nLDKmENPxFXQja{lAv{$`Iq<<vZ*c{D3gVe+uv}_vsFu
zf6|1n)@pJHWCCbzdO83{|802KF&MVtW`+8vxfun%=%GS8bia~Tzej>B3MqXP40Ma{
zTh6;De;e=R+t?HK(rbHsT|B;q@k+3+i$0hH=;LR_2G29jHzwB@9`r~6+^_Py)34b4
zd_39rqL;~mjwb-{e*Aq!tEnlrX>@VFeBC;>W<URi5tHN4=T(2b@IutnA_hAM*OD0#
zlHv6Mhh927C;8SG&C4dGv*!#UzRtl??BHfjjwjDD2ei9Sa;3S$&J)f#?!nliQIKeG
zW-vuEnEc+LO-l5Y7#&jyM03FcIC-Fb8|8CH{K+U@yXty5(Rp%i8=pe}S8dYyfiz)T
zO>!<jcgy!La0aB?#+HGE=)97kLi~56ZPRGpvTx6GtId`f3;V$#K`tVqi3l|*3~CQs
ziOQNH`ej%?dI-@7JKD=aixXcafd70%_yIJXU*Q*2A=7plD|6hHL1zg5fy)1$4gOgE
z_W?PPiY&l7yOrH{hfY};NS1|Uevn5i9DV@SuM2e^;{jr7$5|I``vx}2$VLo6L}HfX
zC#b9gHrDESpkvp^NGC5MsEL`6&I2r8N&^3FO8Q+jbmgzuUl63FEDyRxm5t^D|D9*`
z5W}s}-+rjD=O}CpIucHp2{BGb|LCto4guvyK!0K&B|fZ`=7Q$P(Zk*!k>VNO$H<aG
zMxH`I8a)2&-^YjFUT#@hN>m+W^;)Qyo<i<!bJ&yL1lECFIcUmrmS$P1@rl+_X%4S{
zC)E+@|I5+bzdorJ_~N9DzrJWF%|+pFo5Lg52!QK};qm7<&?bxh_UrOe<T1+zeyyg-
zV^{+H*wEJ@2D#Gi_v?Z^NU=kIIIJlqHNRPBzef1SC%`qyX@K+SjZbv))44@{-AtaA
zjG;4d-gAdF^~`sMcJg!u0D2Sr*Es)~gTtwr5u#K2337+)F<Am$KO^u+{rPJyp7AxQ
z+C@dU70e1Vy-@D<lziixV5~QvMtgSuyT#-xi7@kPzaOm^Y|`!ln78-x$h;mYe)LZ3
zsJY-AV}bL1-0yISX`n`3Deq)eb#`>|x)X}H$`*TI2rrjTbc$dqU<`J6|3LG>cO@TA
zg5=4v-O#G%frJffM|W7FLX(srh0!a?C`ktS5x={+B5}m@#^gz6E#h<5`=+&#+S$cb
z)^#kK-s|3XJDlkchk0Etwyf32X5af(=*G`3ljGtpSxY+1_}yMm)gaYyArKzEzkBvg
z6ieV_Jo!v>5@@pkn{v4*5V0C3>kaMFD=?YVjf(ncz|+6bdXm`Pk#~w4?m;&=ky$g5
zMH4V`F_OBFN48n^iL4Q@mE|2T@ga9WD6;Psud2FtS6**=uspsY3W~)XB_fdKJei~v
z<0`-glH;>YSGn$z1G8lQ@1Hi>$o|KSCGeBiYy-52F3rLXi1^Td{CEBBr;`5PMT!8M
zRLL%z?H!&Po896^jARR5jqMBAW(S)*73p*BK(E8}&f7<U#-cK6aN8I*^s&pmnXQ0Y
zDPJNVa7dy+y5VHV_KIz73kJi%4(U(Ogt_sSAA0Zj-FY4Wl6hD+ZoW;#ZDuc^LGkta
zq9hS6#1k{84{P{`cA#fMPr@mzxb?1T{pH#YC;B^#f-qH+H7-~278%;*gN%)xl<oo8
z0MHlfc@B_K1foU^Re(<MM;QGlGZUNikN(D&l?1<Mj<GdB4*Vgu+&=qJk%yYp$+`WO
z;1z&6ql<n6ya`?oKt319&>Gae=}PCrIx2h-<7(fzGOGgB4dvA+$htii4|&AvzdF#w
zN(!nw%91(&8da~%MxLUf!8D({JHTZ1|9BXXy!Ug3IbBy5heSgj5?T&wDYdx!bJ#!l
zzr2?}j-j6oG+6z&yZ*IK7+7!5nRv05Ux2QD`G>UY6@y;so4m#=NVYP=mEI4%4DuiY
z_~G~QjtvFaaaa)!<&Dp*^z(11>wTleKfWma|4RGnxTw0d?Exet1qNvl=@O9=Bt=@f
zQw50u=?0M!l%Z2V>26Ru1VLKqP)bUqLsIJb)(qx(o^#&w{mvgVduI09Yp=a$?RDpM
z-RYuaZgLOBQj0zhiQk#@S&QsqHa)G_t|>9wG<_E4e8R|ee~Teb%WWKg2e${4d}*Lq
zih7~Ubz#z-?UBxb=t5pGxt;i>kPBAv3A>FrD=w8n6HA^jkJh{Onq%W9WRLhpbw4WG
zNodk}*L!Hk!gB-_B;kXaB6C7x?J}FdA2q?>HzqCNZh&ike5md3_C&+l)~IfX>;hv%
zEC>M5W;xRm?RI~ADB+wzjyk4)9fkCuhbP*A)7Gz9$a?7ca8j3^j^rKvgKM8lgvm2{
z=Hsk1Iz?M(2VTpS6hEZ57@@f^!1>}{MnwqWqJ8380>>C&B)Rteq53l+`!^3r>GxZH
z`yL`o8=+SIqwe-oSc5tGKM{ukO`R^AJBL`cY$1`*l7y0HVkkaa@-)v<{^Ns7AYN~g
z56J+N00S%~klU)hAZ8CW2CFt=PwKhWE8z5(Ufe}f@mDuEd9#~8`!a5hVMQKbaoEHW
zj}I6=Qpxy3-Dd?muvq{N@lVG%T`EQ*EGs=8D+Qo$UGj2IW=||X^CB_?RPb75gtx}U
zw-qn96QRCawS(;DSp^(aIdWF{W)X7V;dct%np9E}lemp7&`9od!zvIyHMa1XG@M&p
z<xxWZr_I`(ltYY3?@tOwj8d9GH9L)g!j744ne{GFysj()yhNKHc4;a=SeOQ<I&Qp8
zPa~p6S^)cT*z^m+JIeUz3Vjv@?!#;qy7kMkdWmGJQttcV4^8tIJz^W;f}v`i)OC}F
zwgzh<gyHir-$h<6ugWqQ{}cS;Z4Q?btoRyX7JA;e+P!EmH)~GY>BJcmBC`IMH@7;E
zTOk(xI%sXLsRaIl7*jNqq|}+AZKd1>Ol@XiWHc}k6v=b3X~NI;p_S6EXsmesQlVS_
z>E}x4iI=S3WOwtGXBEkLOV;>@?&@E52@1YTyeMLUrUmaB5SGcb0-Uq2Y-g%j_ha=J
zXbx83RVI15mI~~;6AaC)xDHS;=O-!_sKX>`y=pIqD4ffy<r1ePp=rt!_CvHDUu=%`
zX%gnxyYb|galAw+c@uOG7`q8W_Ll~HgvQtf6h?Q7ET`mlRu+qi#2U-LHmZ&l>RR%9
z0Dr)%YPq5w`^z-fSHv&o7QUM0q=I$lQr|?e7;wL7{OQW-9Qom}l{dMY%d-2uCpzWk
zK?+y5xto?9r+fq~3X?#1l)s80a;f&Q0Fg{LTeA3WdzOUv92WuXS>V97W>uJ-U3c9L
z<<~+g7;7ZbbGn1poOf%g8~m;_-z}3huy$}K<C9U|dgPmb#|z%AQI$CN;&RngdrrxW
zIAx4BZK2^o<-TED%dN1fo{_1m?_Hf92kGn?cxZ-WxCL(OSJeBf!Fe0Ysx6o-Ue85N
zs9=I=t9IA2Wby}ffZ89bO8ReV%dgMBY&FEQ^83r`WKdP3WM5HA_BQzW=5Nn#Ji1#+
zI~P8;mDmOG$3Cy6+Ax)tz2i$%M?vW}Hy3ozP6b8g3*&79a;!U=#jqVblXh&=En?A>
z%&MzPkpewaq3j+<>R};-+j1qDd>dGXmQ$nyPQiG$bR-^J=xPzPBc*QmRs!96=3i1z
zTTs!^{A#R@*w#Lb$~*M_`=aGn?Vr2zCOeY&%iqat7rAom5m37MD@ChqetNQ29JlW2
z`9aU!6=S>#r*l_$p)TdZ!7JI#)~W<=hx}DhS@mbOsU>lm@M=?IGAcj|rq=5yGSQ}=
zkeMhsJa7E=l<65~Q_U>3Va24!wz|b}W4WvjmjV8#EVI60zO1CSG*^<WOfKH9r5d3a
za!e(61%wG^_P4l#IaY68e0)91anV2e+fGR#6q1S$0qI5UzR}GTf>u5yc@sY7_C5U{
zCH9KP%A)HSOVi<Oa^Q~sY4!cx=beqPUl2b3^PsUW5L|zgYro67|Aj>XRJP~sL(>_0
z0Gl7OzAe@5y~}2)7xw8yekiu~0|*X+NMS^T(9j*&6BmJyzH>urXps?)fHwj<*)sA1
z-vW{z7JI(tDV4jQ4^w)i&eaaVvw{KG`*-ZTENc_XocA$D3OG$U+vHhch;`Or0M4!O
z&k9_`z@Q@J3bz!Z=0GA0$&~<Dz<elRtcrBmXo&KOMTxnHHTMDB;-;!JOFmg_(?fuq
zkEHS*9rErh=woMo>p?|xxo@3!+)vY#mfg3jbP?t+s+C^Hz7a6RR$gO~UP{XC|Fs($
z97r3~k^dKDvsf6E6Bc(D+nDtZHSEW5ecU*2GvK|lB$nhQXCyOC5a?R#l6SGFDF1EW
zHc9o}c2{HBxy=#-l54CaTtZn|1p-NG1uB8$t!^jD)uWFXw?MWb$!Qk)$b+<~NfcFz
zd4W4dcpj@|LB?($BB<q~@CoRtG&yNyUiIyKSmjX3#FB%&co7{Pt$~?nq5V~?*~?YF
zI!rcaFi!TJ1MaoFZ-FwiR#HyYyta>tCYRzmsaF%-%oDV~Sbv!8HA?BK{dUZrHDO@s
zSnhx^ltDNV;DCnGbVxB!F}PO5`=R_`?tQuaQ$GPg6>fiV8dclO<!7RhFuuWhL7EiC
zQrn99chqvU50e@_#fm(%pWICp!_|>+=Wy)e95#|2cW9)R*wB%gdGZ9WXPde=y3zY%
z{q|?`ld)C$AiAK-p{UY6Y`N2r8>)7~fpZ!uEkb5>(+5FE>J#S%pA<UM_%HQ-(Oxh2
z)EA>X(7xHAX)QX{5#N70AMF?=bJGz%Qac!}cTiz#XWi(WIfgn&GBa=N60+ascrdD1
z;%0k$i!oh)`Dz?t<>I{7*rJ!jnpD$V#gV?Xz^ry)iX8m9joFo|^H?~wqJo#~SH5XB
z1`b>%xX{#dQDf+{*-dvyGM=@CC{F*em@DJtO9jrs;z5zO$tJ#w=kv!(TGj}(hVKuV
z>Oakid33b84JGofM<+!Sm?_T_K4nhi#|_W#>XNbZ&=8=oPR`g$2>4v9RJxSESX@I{
zWpe%4s;IACF#EuPe0K02w+zpQ>4a<#cdIO~0^jI!J*-a;+-{*)*_Tu8q~f!&lR5PU
zKXVy-sDP{OAs0C-QK7I-f1OsoYI9@(df*-x!S(T7x<N{<1asoD(v$mBmkb|dc$G`c
zV@$Taiyqu6WKRivO<gl&T5pk~EV$o|>ku0zxt{KGohVQ2&5;JZlY?aw;WBPuEf<xA
zke=l!@vTx{!u8{94RN$9C~tO)3*ES+4e>dt@7bGEH9H%Aq4VwdvZB39P1FtO)RRB!
zbeb|hKaUr}M~W6X#L4OODVTyIu2cq+*yhc9t4<OflN`0oI%-b4bl7&s8b`KrkTFUt
zZbjAjt0+%RSr7Yw4X*-wlI5sYEO~KJhQ*xVoR#xzX?RN#)<nl&kR`t<IpOwlQd~N-
z9(Sb}0|L>naRA9{9>BRS>Xtct>w$<yUC1NN;e)>*vV%L_h8GXpdMK@)@?k~NFkrhx
zcU)gFWIMPaV|cAwNyk86cfu>1<Wv7w{jZ&T-a7pccDvo~HAvrwYbLl<UhN(T_D!1o
zwkunHQIXbiO7Zer>UaVU;%>*O!UM;ay(#K}xB=9j)i${-$GFH|Ek6FT^p7hp{rXb{
zWOK2mhDG5C9$HVAfO7<@QOc*i9-hT{`J{g*EAKyfkA8Rn5paY*e5p`XP={TQ6+r$R
zzb3*nf$br5`!^|C=;ir#%=SqtfhWJ&qsvtxHc{$}`K-Q$J-J!&KB@PkJh10%kM%tZ
z4Mm^NU=b~t-Y{#7@y=*j@jq5vWg{8j>!mO@bnDE9F?@FVaA!X%{Lr!mln*EQsH-!!
zG!i-X@eS1lY5q+6Vh9xFN$P>npj@@J^tyKA@H}mOeM;OR%VNfoA(O~rx)00pAzxr!
z4#-k|5Ix?wS!J?JU}D5N>+L77H^6&{-aIKW+L2J%@w#b8EX(sfbSRN}^<k*z3;`i*
zUF(Z<{cTr5A~9~wv_8IsPY?7oS5hR<yaT-aeV3#$95s8W+TVN7Hggd#e`T%lbvih|
zpy1y-osqZ~j&&^Be@sVn<is;o+A`6(|JuJ#TVINqsnrhLM_Io!AIzV&hMdA5HHd<J
zfUeWm498>quWSv3?()Cb8|svB`|Lzx3QHycJ{@YRvpr3-)PsLIxj9tv5-A)}19md6
zhS&)uW=h>@cwEV#`ocM%7saMcy}nIJf}F%bvWKlGhQUmltQWPYHrkH`Rmg$(g*t2z
z-%*@oBg<4JxNW^clDr6~Lr)4fgTbZn^o0ugb3yFxSHctng-6$Q8snuQOL|C;Gm6p5
zIzf?^-m9MyRhG4-h*$lIUIY~@44w0z4KHh<D4z?6*fK<scOX%6z=skEr=@^#%X{>T
zKbAadJse(6N7U9UQ5W}nK9D3UZ5hZ&2a1HDLE{1QBoSa}Xn<(e9d&BvzyBb{+D@XE
zhnW3Mz#=+JD)No8y9O$wq@n{VZ3qvr4M7t4*+W78OWQ;^&LE6F)QU_P`G}`0lNz1#
z#~=RF;fDIB6Aqc=^wZ&%4!;fZrGGqbYHBJFglEoa?<hN-l^bYFw+AkicQVLkz!*$#
zsYboCgB0Gm;Py&!^DCRudy)BiNpr{~$CD2(Gz+DJ;v@C?Y!hyYlCbQP#hqN*4Fd2S
zmGs#wUYTR4-Ll@RaXEB-Y#q>oR%s}&dKymJ_ZNixP%F%Tdc}~*wXrT?ms(5detq@l
zCojX`A^|pIy5k?l85;_L_v>n|KSbjM;jm^U0#h3858W9kabSx7IlX@~rIA+(a>#=5
z-vF&k92#Tx&*|}hUvi`%|4Rsmw?&C}%$N)os>Ua6fx6as7@Nn&?!C*dHnMULD4DlW
zpMTDFEH?+<QXgVu0=#0zz%ztG%G>sMKKH#493l?+kr!WbHaB%^kNj6O<6g#1Bc~{~
zT^>p^f(#Vp*X639Aj?Q{0_Tyc6cY=Iy%ZyPDrA5rW*N2wII?)NBL-0#mhf0Jd9jF3
z?*2YU;Xv;jV^x+1RBEg+mg@5|9xSPn@_}UZm(z}T-9dev9d&Zdj~V;NOOLu~8x$49
zpNfJlt!X%@rL&ld^{5kkxgU)9GV62ch`|U^6X$;LRH3Rk$!RC)*}ei0M6*Qqekrx_
zt$$CpVY!W^mBRPVYNY3nZxC&8<c?Pqmq!_#`{#jEg~lNSdXN%u$RgOkYXb0J>?fd+
zDCk&cHVi;uK3?9>$;5hc$#FxiAK~o;N25cHL%^d1P6+`@Z7YghdWb5p$TCnvu)#a%
zqFPlN9k~Pmaf7hsq5;zAVpK>!IMOT%QBe!dBW`d5S?~%5Dq^D4QkaU=YO@y}^o+Ev
zF4aCD$hU0wwX*K%b+v(umOt(ZTwb5*nq0q<9Y&^Nnlug}D6)@o0}xVuzQzFKBaz4(
zceJW+l78v}D1=7&xWQ)9v56(`*`qXvruA^8r;)a#L*C?vqo!1HxK>max$vv`84zq^
zY0@Xhj5!vJIg0z*UmZC=znP>@DY>`Go|>5+(bRud=Ja1grPPlsoPWwN{ZZ}>QR)o@
zFc7eEgvs+=Nc_7s<LB>xc!1Te+`vK-?IyimI@BPERqO_a&A+Xk8h>6+K_XQWPkNa1
zYDgb?yx35Yg68FC-QSeupRWO8Cyz=sEkaHb(y_~@yUb(8r@J>&nbOmaZr_>8SX1@(
z+(}<NpPTz=m=uwbihRG~lL+qxJlND%+Vsae-)e2)*2OYY*J(c8xEICe{ICGm-+v%D
zl|xnKB%ceB*ou5NMByVL7)uA$1C-^olxrQO`Uuh^UTB!ja!&=KU3ooyIP45vGTqh>
z^NY|@^YEEbg8IEkkHGoY@MH|2Aw~hU@>C$Kp6W2Et3+{Nvf#)`Tcl!8NXo;?vGC}!
zcn8H%?Ju8L?y4&92JaROAw%EB6!Ome@qSTpaLEe;YO_)Ck9m<@p@yiS4n1fWR$nF_
z8obr{!SMZx^xQIxC0nYsbC(yxR$WdC#om=x9r<JGl~zC|ObO_QLCr=|Kr?J3njHm4
zT{UbU>aRXbln2!ve>J_baJrS@=<SAZAlEe3TTFbK;*C)uB?UkAH~a;uN645d@SCme
z1_d}WxB;|5d`GnL{979^4#<_g-CwO66e-7tK;H(2Ys){6L-bwK0D8W1WnnkN(E|(#
z#kDH$>=QVJ?}|EWM=qO&7)xsI<Ch$&yrKIV_eU{3XDN^J5;9`b!w)pAUJVl*%da=C
zM0>MsKkfe<sfuD|;)BlQ{xLwVHMcdctt8jGccO8BSg=A-k-K)mK1I!PM@unFKgcIc
zztceG0@Y)&Ijw+}Oj~P@h0~dXBO$Ky2mL0AyvuwWa@oMVePAiJz0Y;BtG!b~Xei|r
zIniMn^b}J>ra{`;+7>sW-Da=K0*8$_;=|#7;Zwj(#dS1PNvD)0$o$UZsbG2n?Zlnb
zoI#QK9S{YdNQ4yRe@IeROnzt3ZM{%D$ia-8@fuH~|Djm6+oRFdL+6)o39g(NNiM&0
zXR2_NLwbM^AT2}{VC3_MlnB2RwVyaNpWi)5z`rqwOl<=a9r+vwB867W-&r*fs>Hv0
zHT_Y}^}l|Ekx>A|yoH!DUC&WdLBk%D&4XnEsGC`|wHVD1p*Z0h^tq*hnsqAH9^A0}
zShdpUI>@}jq`|EYagMVvIiA;Brc*4HehtT5GN^iM`&@32vt4)h21pZZe+9DkaoXjJ
zePrObH3BTgWigBc81W_E<bc#hh#uT-C2)FJP1IyJ3kR;kT4i?u+YXuvC__`#a}mX4
ze?ni+mZ>OEog78R(gp_9C2Tw>Bs<E_1Cjj*7^?Vc2Vrf`#eD`9fdo9O(b$}ubBIvZ
zED(lC8x(-dlFOUGT|bBMTnUsxPCxS(LD-0ghT78BVd?jwsyd=qw{YA{#Jv=)-+sP-
z>w`YE5^IF5s*WqDVPExhr{TJ;ZDm8~$6^7mHq{r#755t|9-ApVRWY~GZTd3c!<?QL
zwLZoq6*bGqwJ&*{@^vh~1th(o(;J2z7`F^nv%`_aP|i{!Bf-UDla}ZO^%u<wTD@Sx
zMNomOotIDM<xuFC*=e=5G>c<rIoV|*1zx8u7>iG1RYD%w7F(dDrYD9Kr$zd+E=qLp
z;a2TM$X||IAe*;&Isj3g5x)qEI?}_xl;452<S7;ub-;&tk47qRzd~psj=l1b#oX-k
z>D=z=x47qS?BhOi%DzSTEg*)8r#hK?7f`aRmT$4B-4`b_mAlumo6WdZ7*XEoh;ysa
zy~Pi6sP7_kdPbmIF+GvwW!Wbg^r!@%RfAU~?f2}R36cO~_3@j!uc<gt4QpNtyPkae
z7etuQanAzJ3Qk*Lb(ZT)0=Ov0EU1>O<bJ5{#L=P@CDGT4IxkNxkXP=0o!}R(PCdVv
zYg%9FOa8eU&Zi!DWg6nOwDm5kjUjZn?<={I#IXg+juwC2ERHq3Y-3%RtXc91F>~Ys
zUOV;EWww!U?~}X?-A^%J-@j$2Q*jIlnf2l7HvlPb$I?>_<qb(iZ^g{&qQ+5P)xp}V
zY&_#RO+MN4+A}K-Tva{nJ6EnPVmhnpK1Vr;cUh9Uq1>@>`P*b&CA*ozifqn>PDgC{
zNqQK><Uj=-&RTStN#LqsI~sFdZhAvSvUC`G{QXGLuk?O0L)egHcvIQv!gHOG2gOC`
z<yt7@jOL*5c2Tldt=fUf+r25KLD7#y?hGAUPZQqQ#?0}eH2hHQ)R+MQ-L0c?{2Q?q
zV&5<fy+@f&HQz4Y_lBV~IZ|S6pRC#&R_1^@nB8Y}Fb{jA0{6~St{3=u3q7m(Vq%#8
z=J`d!`pvPHYVw&ng3H`3CiE#DiR=|AYAMS4-i!<;3G`y3UUIn`U&7bIsv@onPU5{o
z!}A|p0dBrna+@rvs!G++fsk%a73(snfZ2I#BNv5S21es*di*Cje7^Q*`j%WcFJ5+r
z9B%7hZH4r&n$^Z!mR>#b4*E8STDE=#Zz^>=GIZmG2lnme##=|p;b#k|$x-kQbeX{H
z1|1#%(5i4}N4@Y+haoJFUo3mSEoR6k^Si44XTAy|oFuOYaPFS{QdiNWFyJWYjGW+s
zR+aldlU9CTDG|vqCV$wr-C@lFlVbAUN$^bnJqg~KVU>xn?m%i2N_l(^&^K)WSRd$`
z<Zy1~Rz?UDE4LD$0KjK%mwZ1W%=|zsTvLYrqekKyru^JPdEt$xMuh&kp~XzLZy>Zi
zb=-=pX!Z(l7nW9t05m>lHX6f+7>c4G4+3w%V(>)=TI`vvcs5C5ARs#{29h2X&07wk
zkmo^K_z~zBa8{ofwf%Hoz)*m!55&T&VuA8g`zKw|&P&B+#UsxrGmHA3+=B>Jx6Q(x
z8Bq}lFX#Bquc%Wz-pvk**T&hhJ-sFP7i6XW&LN4bX85c(f#j?g`A+9T6xqk&{WcUa
z)?SbMq;uuInSo1bl0q_N_vsf@JbbLW>jh>+Xx|dK)p{w7_eS!O&xO3AoeVK&Uv%)6
z-;FWMg}RUx8j`lCSOn)|<wPm3;XJGMYQhT$#G)Bm=jq;2#$HNHX)buLv?q{!%J96i
z+LbYbaGvFkIJeRB>AE1BWAaSp8_#0bB3==9UeDe6gf+hOnkc2Ef1+#i-Agoflxkby
zBiAAkQiX7-{s%i9nJ}U;I*Pj8ORl^I1Xm8cr{7b)6*4Mv&L2O?dcV`xM*ftLMev*b
zC#F{zCAqo}`Kt%gY9r~xb%flWi(R{^T;u^Fh<pTr95$SHljY*9o>Vi5qoCK>>ux?2
z8zhz*+Nld-toA$oT&z=x5*jXcMMT7+nyM=Fm^R};yIE|Ug2Aj;rPRryn6T#ygO8-g
zLi!fdlPpUbq0NV{mbT2*<?h$1r@UBI<Joy{)4Dk(myG4?O}I>voMQ7Py*wV08TLF(
zX?c80;Bh*@{PaAF{$TW>%*rz!(sdsqO<;q5m2Y*m$f-#5hJtJyj*d1~aKDV+)_&<g
zMZB}Zdw~|$!?CWfJeID{aLCSiyXK%R88zg5RItiwHFtJpoQKyLxkK=nYtU8<LTK?B
zD*X(FKE2i6vKZjuekp~95+=W~65bqz`lW@kW<wYyyVH?g?h@|v`1xsWv>lSp1O4Vi
z?WYfQXO}8;@VX>(Yukyr$1<a%!;K)v?EMb~Qd?$<@bTEDwBuM5E^G|Vf2kTt>wCzD
z5#Uu|C?y<KndM+Zbsa({^5ly+&7HDBVe+{m3;~z&(ib?+CQ<N-$Q1ci=Y=~5>eu*Z
z!dE-m99JvKtft4wm`07v-RDLqowlkWTx3nHj_orhojLrm_Oqc%hAgP`6-_82*Bm=&
zUZ`N;XXLyoP}uD1TIBZAr=4QCK5<U<g%_TVD1QI5+1vr5iR=W%Cu5oA+Lr~K@1{on
z1wmzAG0Zupt8D(#677}$VA1ZIDlV=pfBxqN(GANQz)-l#+}b@$E2=E4_xuh!nhg%x
zi``ym^B01&R+E_|*ESD_Ue4^ubFBRIHpUb6u|4iz;Gg-tt_^TuzRt*Y(_3c<evnsa
zIKkG{Zuf2P3$vKg?h4PrwKhQ9qF<8?Gjw*-BF~t^hMHV1Gd-~4TX=TzEcYPsbh(Xp
z{M-!^)Vp_W#9HB~i*HAq4ggkF8FPFYw-<V7BHY9;{LayTRndTgGw1PZ_QkTrr9CS{
z`7zBzbd&NJYH!tV+B(UEm5Nq!L#^+!cE;5o1o=L}tl7`oI2Hu#!a+_AurHCOgCkP1
zLwF_icNc<vpKTFY^SV7^x0Y9!d`6rugPw5mxyAY8VA_TO+PG-&908tz?g4BEJ^4$g
z;0x{qw+_>Db0r?Tw8RHyv_!h&ZKFhE6JuRWRn<>X`>Qv?K+%R)fa~_y7m5wc%C{P=
z8jW*2ubQB#j&^V}EMYFi64Z#6+H6ahrG09|;iX0FNJV;yfur3_c3Gx`BnfY__wf#>
zvsHUP>{1zbMJ_WFEsuYAs#unXP4rB)Q>eMtP)4#G!%!BH&{eYAxOX)z9#R`8#?`s<
z)GrmX=+4;j=i-C_RKp9UjA;=Jv4DX)g?E;^P51oW44%2RDJk1|7=sWxR`@~2PWa(&
z_&4pVe?f3fqgr>WwnQ_XLX2<RCW!8{S;x#~uNqh-Rv1`&K=0yI6>5SzK?KRfq};4J
zmC)-w2>{}~FF$<Guq603s}=v)fLHpcf*+mrgSTtlJ_;s{SuQky3r3W(vd)iuKHgxW
z;msAu8<RnJ?`Zu+KE-={p*J*Y1}ZKk>-R!%8SY3M@rYApg(X?fa8Vv)ImL`c!q|oF
z&FLtUF)O9LDWY3wF#C2toy#uBYa0~`-LV#aW=l5_9^LmP#JJWFt*LJ@F>4`9G|M@6
zV(RAQq+&bQ?Ne!y0>0N2a#(SrN?TVlOtWskZ3uC@WS*<l+eI+obG>^!xX5v)H}GCf
zb@V%-+OeQF-{9+Pl%myQS+;JC&4+g$oA&K`;iJJEs<y;G8>Dbk`X{aw*AwO_W-cB+
zz~9?DG<@s$_5!L-Ua#P;h~>u9;~NA|*Ep@eB+E)QymP&jipl8dC?3SeNqoC;aD%S;
zRnWk+ZM=2c9`*U%Hgr3XGWSp<%ljTv(H_g`)H9;=_s8PqfZTN8BZ^w)eM0zWC$V!?
zPj<DF+jZ+HJY@&G%}dcyY$Zp0gt`EF7Ae*>f&h_+M=}eQ>*d!$*=5PRNADgJbkz_0
zYF!E;e1p+&Ys7Ra;GR2clx$_qvU<pXITIK5if+4ONY${dbp(Us1^-mx*&>DfvB|4(
z>+SDe;NBO+_QqcHp1C;KzyL}nE&?6$j?zx_=}}f*Pib|)(A)+WLqm-0G>dA5rU%Oo
zwA&&P5TuGL@Ibf?<2NglmY7fWwK>W?Z(vU1-Vxh>9xWB5L-8`o!E}gBMFd?a4sKo?
z`#38-M1`9&>soRP+>}Y-9|GG5qwzNIwjkvHubKzISozJdi}=hM^4);E`~T(m1R567
ziPZT!E7G+;IYTu5EoaE@IS~E`)|B716ctQz7vaAk!FravNBjxwDS$c4#khJ>3=~u#
z*>xBD@<}O>D|><Sg#BgyT`-I@CC@+&fY}fkNC;om&lkd-4$L|bEq~9+?12s;2OhrL
z=<gZ7pKmO>f;FQ8l>!#{0_0Hf`%3_mj|*w*0mnR0dmLb?XaiAjwm)oaR^a?Z;YK9=
z)8#5p@d@VMNVEt-r@vM*b;(PS)2{I%^TpRheh%k#Hqsn0?eJkyuEy}~nungnOOCpe
zE03s-Xd<02r@v#u-CAGN!H=z&B_LekPkcdP7LZ<X@;35YC`ZxfxBg;Npv>eA+~wS2
zjPdr-jjWZMbFw-W)^wU*Dv8#$Bqwz|%_^Kz$R%<Pw0d<bo*Ia(+=}a4Z`*tHk;Y#v
z_99wddUb<B8%4&7ZTf+?oWjZndhI%Q#`9EQM&f%WHqLmH$Q3Jl=6uqnq}FQnNuH>j
z@$Zk>hZbVWCEi@lw7GPD`u=VS&(?b0ET#8F3spTGRv*KZSCLMnYs|K6Eu}O&ZsVFm
z*7r6mGjf++8?JizG7XSRuHTS_2sGTl+F9*4AgK!7t)up6QQl(mt9>Zszgm?j_}E7v
z!=&+Yk!3R1(ER8+uQJ{etGBadTCpie^}PP7gM8hhw5JEYaLhUTWYp+u&))k&=NqKw
z?QQh!$f>T1yvaUz_LidZxx3Z9^u^v>!=9`vo(J%&B0BqfS@)<}FF9vw<D;lyiM%Oh
zm)UZjDq<>2w;Z!88|LIpl-8NY4|(i-&P&SS(fKV>IEOHSHB-vWQ0-um<g?fu?5_@T
zY_Eq_c|I`2UH7>rRIG$C3ruY0B+?i6wu#@5*O|@K(Nq@`8*N>QEjTcj7{&`9o30(A
z(~xlpWEC)Brj`{8kRv#b8xJA)=0|%%5mSh17uC+fB%lqMjum{flY?*7%~=5p_u*S|
z!lS;2<7rPdx5hxy9MW}uW6*a=tDa|;mgwUFD*ICT{luxUR?{$b=bA5QdGxv0JC9jE
z5Xh%)8NAM!yP;2uRuV+7%*PO_$MR}FsT$`Spt~Qet{>LEssCIb>+=vcyH{-12bAj_
z6J9*Bc((^e;~rie-rehOA1jRAX^qp0J5)$D<c^Xa>_jbTpX(*Gj8x2BG$JR}6TaP~
z$S^~r(jZ^#1!&ZF<nividEco3S|@&vY2AGvzt9$XeC(9A`t@<0t-A+Fd4(Rg9F#cK
z`Lj3A-Ri|BxSb-;fmyg=IDSpQxy?Pte5}4eb$FNa#_Z>g!SWVQFUPF6!36On8ta{m
z;rHN654mTL-Ye_X_3aj2g&h{vo_Aq?qDwqP;X)EtD`*nyD!sfi$mXb2a&16ZAC`73
zSUXb48ym<{LXKA*Qz>`%eCOfNKJ5j*6FvaTQg4wSm#lVHy&BK^lrqhfS~Nz-Jl)oC
z#zBDag?Xah_L}rE*`uql(Q92q=mVw>t8Qo_R<6xcOf_3PhLbY)=3y{81=!?k*w%36
z9#jWE4nAKmGka7(ZA^`GYp}808AklxqWiII^l(t-=0@;(iF2M4wWH!`&v29&pUQQo
zSP>1l7U8IB;&eUt+@yLd>4lSU@p~38<JXICH*vU~E(%xK_SAK8{EWdU8^v^a?4;UL
z13Ef5G1NE?fvo`bMsKSj{Zt0PCbR;zb7c@*^8d@q&KA+9D#h#p(ZhpMpw0pl8DY6X
z{>zs!BK;}q&3^Adp{5(MfSzglJxT->lzJ7y)_s{*V*$E)ckj=&`=?tHDO%NjL=Asz
zX<}3?&_Xw>HtKC>S3>MwNkYWdv%QO4G}|7Eo$MboXeT{9F`k3%YFcM}(>B*Y*z)2~
z6;|N=`Ug-+3?f}x0TJ?4`vqNw?4+uO4D>P4rTfc?<Jpvt*=P4bVA(HV**@ohBL$Re
z$;&x>vs)002z~qrb^Me*AeB^3{Je@QpK+>)BJb_D#iX<EuJulTmNj;#T(hUn%}lPC
zRJ%Z+ns}c|ru8X9^(NI;3$g5}(=9eu<_#@OI5Ux3lioqthI&Q+#eTg>PJzd<fOLsl
z^~Gqx1*|WL(xJ4J!}>JoNpE<%PHAA9-p$&x68I_3*4YO7(xt(v<C&6?(RHIGa~j9&
z8Ov%1wS(fX1MjSE;CJ)(cXYXQSD&sDWIGzQl;itDO`<##uiQxHD_pv$#}&3~Rpjoh
zSvrK3IJMk40r4!b-Z129sbj|&;uBG7xjke(V^=2Q>~(|3fMp$J-ned0%05t~r4OzG
zA%mbS0?zXpQF?Mtu7`pJUdgbc2PLk(^J&KUG6vX1vz{N0B?KPZ7G6$P@Lm&_vw%lH
zmL(S1`>{IS%&VPKfk1Gb(r0U0j%EFH8)qo4Hm|Ge1O-VkTeLWMp*!fc#hRuctmxE?
z4r(e;?i1@z>eK~vE*Dibc=Gd%COgV@6kqKk^B_#T!rOy6GaMUiu&kF9n2@J0MMs#`
zy3;!5Ougw&mTx3b%{fQusc5sUTE6+Ma-zt*{ybwZUDx(N!&L|dCfZnJq`|$RtNTy`
zZDH?bewEfaYX`#{%Jo%)nFIPARuSWw^LU>Ggd^PY9<t9p<yA&)&6<K$t>m^-GF-(m
zyZqqGIV#W5Vsy09olNeuOEGFPl3_6huELKLQ2}6J6Em==m~)<#v!KPELB57N@Zt1a
zHo9}f8<vB9;Zyx@%u;L&?cFJS*L#axvLsfd1$!$IB=TaI9}MND37~qx?&r3RCcjy9
z`+byZ<IzjO-+iv|2~T(NnuH_u=d4`#tY8}3^>50|{)SBuC+Kqx?n@A5wHy8R23rm6
zO7+ogDhF)$fuE6!Rt47`kG$n_%7Y3|F3T^%VlyAhC#`gcOHAc#HWn!5&F6!pN!*LW
zsnpQAj)|Qv_45&6OzBVRFFQ26wW_`NK@zQJJwBsF^lI>%Q!-_O<uU88mRkCAvQenb
z56Uk2UEeUuDYcpOtsAB4Gm*aAs!_Tqn`1vQFG{gEn#lDy?#97!L2$x+jYYUliwU+j
z%HfD;T5d_;Beuz9kI;tR4<!#W!dTOvR!=lYw0cOhl9QZnVy?)_V8VzS+pM0a5r5;%
z%pPU4PnzUeQL=KEX?y$P)~WWM(je1d)s1lS;uVV?dxdgykrUX2tFRj7jgkX(?FdR(
zeM{~a^Ed~Yc)?az+6!y*&u1zoxZe(lJ-bMv5#7RNxmp=wf*Ru^4et0?TjB%DJ49~X
zN~N5_gq<1JzI9=t_@2Yqr5PS}qt&gB`&cd_-}KRv!jA9)@dJn4>1#A80nSG<Mmu-S
zual=wPxf9PUU=3_OJuf%H(9v7<hqxRkx14ZZ)iV+-wsW@{q>-6)<EbaE9<S0W<bHs
zSMSM{1;>RUo{mNlU1axsF72LEV>@S<525i<VSgdh9PG|nPx(?uk6A$N#kB~Jqftj$
zC_bbq>sKCvvQkV}q>u`)5P*!zf&^6-kV0SnYb_F+<Rd|%pqvsokPG3DRrGB8pJKR(
zFb8sRLwHFiK->b=H%N*#Gc^KnlK<|->hs;H`X^w|z=aSQ%01&fW&1ntDJVDgI}+v$
z0rM+=1dN@8<ZU{RyQv8M%}){U6?AD>YmS%$oaMGd<6ctz1!+>`#SmyA>pHkRVzy$>
z@ydMkidAVL7lz(*F?5SkLO+glW0CVJ%F9+Rfe48T5gHi4FE9TG(S``n%kzk1uyVr<
zwq%i}&W}rilq290Fhq<BkN?Fa3^+q!0C@~_e}rUE^d2E7GROxx0)J#c0W1R2fh-SU
zLmL{}MOg-s9!B$(#Bw2;VAnh)9L9Rny|ALN=5qG1gXh^}cMd336K6R$tO%osqrX<&
z9$dc3`;fiJ(&KYbedFNFE4Y-l55t>o*4>?=>SDV1NN9hJ5tbGv$z1JZrVyqdFS|9<
z`B|ZNk(?iWd%j^ztes0f|6cacur)3%+tAIi*`qkg5qD+bRW&PzA(_DYUJ@<p@H=r9
zsfGg`PhS@|VVC3@1&gpP?4owi1!Y2L@G(3_V=RfOJ!kPN6XQa2E%(OUWm7Aw?1(r*
z;_k|V>^_Ogp;eB0WlN{=6;ARZJq4ZOc<#{3q%J{WSHRu<>A+FT+O?%pFXPr_0qzYJ
zeDQ^(9HUPLMt9oX?^pIoFnwUymUJ&TnZ=wuw&I!javXg^dfL#w&DScvws$A!F9^@W
zmz`lA4~wK8dz97q8k+F5QP;BGi$2iEoWB1;JN(VG;Wh6-_QD%VW4W)6<R{7X9ZJa|
zj)N5*m;uGK2AiTuoLk!z3q$9X_g`LByohSZ{&u9c7%=knv(qmPaM-+S!3V{D-rsl|
zIkl45mc(F%y;MSxpxZ|4uzt)Qxas}aNlw^y)?(@%Noj5HYK#3hQG>(n_d?w*{Ge`H
z%53b=+o<uI#+M<VHOeG9+YJc5NCkQ%)`F@ou`xTB<|*z~KfX=JBeOs|J;C!$I|eo?
zK!Y!OeeeNe<XYh+QvTdk<v3jr?-cotmjgum&3X2~FVt3HUtl2l<x2L;kOZs_`)#j@
z(-=_SDCy?@)%HuF3!(Q#prz+dNuJM`58dBv^|$P=cRf`hX5XE-zEEGhB0*ufEVdbI
zp%*aT$<tB$J~L2~BKl3cX6r?ga7%LywRdkcoH^{!`B`U^1X|c+U*|T357hU*RbO;{
zM6)>=lNeZ#FLUV=UPI$GBOl1g0%S>difo%V1<tP(S1Z*MZsl&poB-pPX<0iL*wiDW
zdhf$-TXg{UYl~6)rf!sI`N3PoxdW*#NBKJUPf6yINjI~fm$)e#H4dE{n2>U{E3Jx`
zi7m(YCNngoFw?D2@|bg0ZoVd3C+uRvl|-$HI;sG)anxY+a7$O6zE`E1)N<ERpF{h5
z>e3^ry)@>v!&VZrMyd)992M%z8yd@nER7VcAB^j{(&x?J#~#|83{1;$TNqK~5+8DE
zxa_8TWj4uI{KGdL++<HsD{h(5=k9q(vj0f5+hmnp4-b6y5k38f_KX9+%aX8XxdSHk
zO5zVrW4pbrm1)DhXRdDd?r}UbSLk_U=qtKEXb0+wuN;l0#M_T1$8><_t`u%D&%R$-
zdi`)TVyqixKOL&BJG{YV{THNim&jP(=zc6pb1KafjNEdZjDvy}b=Yg#*Zn5Iws!Rl
zdbRi17zLeY(X;>FhrP`=ffDCDDbNbcaq)$wM-yOUeVcq=;JgJH@tm<GtCF<!CCBuq
z=)Q(rKD>G58|TGsI;{$tM|t9wb-$hJq`xsfDG4gNQm^QqmLD58LK2(FV0|gs@2T*u
zsDu1{DGNUw{rfN8>HAmD(F`{&8R7S3AEXrOG(_-&+U6Xv>f=IXqY9CYCq<yPXYhWU
zb`jmHV5KnW0IJ*wKL}n}i#@LnfpVBetU%lHvd6UunI%Q5cp_C|MT!m&y1VC(*?Y>_
zWgjwc(W>_sF-LJS844S@+sr?Wry}Ax7-e=g$(meD4BZWUQfO&&D=O4%_6`?}{KgYu
z-&MfFwA)K~5H;T761PuESng-_*oTcULTA%`O&@!Cj_u8pT)`63Et1&RMVs5rW39{N
zwhK{X=NZie?=yViTcHpQ%30(OwaSs0Z|*V3W!N4RK4BpVemNlt!GL9i&|vJL@m&J-
zq5TMMvUgQ1I(gk`-JgafmOL#^!=aR<v=01mh%s$eeo8!HKuK-fW*T?Ba3h%|ElzQP
z<aA;EAeBHeJud1D@*zhH!lOE;YiN>r_EOMb<YLZ}1+Zxd(gp;_EFXX>=4&5ir~j>X
zC{h&ukT3|b@UQ7q2$}a7(cl3vhtyCYt*q%$@j&$cM<6`XLi#Ra5r)oB%j}Qr3#tFh
z>iXT{qC3k4{k=29XZDzba5`m_WtQtOznh}P%Z($owR5j8RV7)cf55NO%Vd+u&*Sip
z$QO5Zv46@j{TOo2K7ZO1S7XTM?p;uK6_Tp@Pq+~TOci7op~)d|!8nRNtQNe8OF~}C
z&$QSJaFER8LjgqW!ir+*Io_B##Z(kAq<n>)mU>x!Mz|(_sv5uF5{Rbb&@jB%Bc+J<
z_T$1ePdP)^oAm=z>O>RmrPbu@2U?-f4#D>dZ}vQL0@lj)gYMIsX?(RIej;rY!p`6O
zh9Y>Gzlx$aXoHW;no9WUIYLyKn;*pZT*}p}4d$K0(G?wwUcX9T-i8TmUy}QHK}a6+
zcHYK@I!u&6=+X1s7Uz6}sVPfrEzbny+;*Hk<61aSFyHs_#`cx7i*PbsD=POyi}V`~
zrS&tGt(Q-+j`#~=!^4x5v9Ej1eg)iKR+M0ZCj+$S@gPdA=y_G!F57<GFEo>I<P-^R
zz8V-%XB(HM$8SL|kcLC%vo=lNiL#{V4eZveN{wes>OXBMtn=zs;?WZ_51bo(C{tjC
zW7jhlbhAIUNil<pX17M3bpqdo>-_kYx<X4Hc{4>dMz}1w8#ac}{`<QGPxNB6z9?30
z8SdzDcb!B?*ZI*-6O589l9RW&?__1!PZXG%lLUnD+pTlo1SJ}X>_imp9ganZ(iI9s
zZnToR)Eagg@4deek!zEt^A+6{+_11K8#6l!7-3G<(u$%R@*%Cb<L92o?BWt2QaHtw
zHaRL!St_>h_FjqX9<wZd?qe%81r;|Y(fB^}OErDr<vQP<w&;3jY{*;S&inEiyI)ol
zS$idG<bf#5F~-!zBmMZXi^09)y&OvR0E8k%it{2YXIiI(W9JntSJ5;NR)&>YA1W>H
z8$#FzkCxaB9Z4xj($^eWcUG7T<h>$XF14p>s0peysf?88I={cTefvdh*aAKI-D}z+
zScf!L=MFI59-MPi@3CdzIy}j6IT^1q8RZ-4m&MoC*c7SQ4=i6}np#%S<(&<+wu7J7
zQXLBWmd`a!*?pp}IOH6DLD|#so?Y~<b8JshBV@-!>;#Kv;ehMPYHsb~;9F7t&8b9a
z!q))<VCW}9{QY<7NtW2s#32w&h=;}<<I1CZ^<U|a<P-x9Gh9C1KGax<=#kOfyuUBX
zAhhtTus3^Bjtp)W`9v4$NfVo9HB(--<=p-huUq()9*#P>5eC+cR|i^aP^>S-4_VPi
z;pQXRNlz2se&oG$*P2<dx9Fba=GPP6mh|pft7rW;WA!xyG%G=NcB2~mYfy1*e!U*Y
z%60m=GG4<(J|}8?u?D1TrN8W8r0q%0oux`n{EU3jEdG;b^AI{5-!{x|3l%Ks)AmsZ
zY^Qier`yt7=f)liY%Cbuq|^Qe@+Q-YXtCYo39z%4B^)_smu-0yg#5$YH&zTupa!Tv
z(yP_l_bu5H#cIU+mRT(_bz;hYbH)S5{C7<FOl}@g^N&N$97q7|cD7vl{OjuV+joS!
zpZf#i2Y?O!2e|#8C;J%%_!pGl9~r9uF=X+_!VlKxkUrG!3-<3TRTDdWi}gtRt=RdG
z&V&i;@gCN<35G_k42-$PPPt@HwA$rxcCO6-1))<!`3OfK5IGtD0W%=4E+>vo4t2?F
zg>arzVc~_u{4hVzp(qHD%oz<v_5i@SSUG18J}=@2Yp*=;YY}>naE%lX1IdqcZ~a_^
zf4gx=*}_({j3D7j&RJ0;reg=y1cRP6dob@s>s54YYw=K25{Rs%7URsWzLxP<GpyS)
zx;5@)C)cV*hxO1ae`$Lhz{6||#ctQy1v!4fWKmXJ7Sal9m^;5(5npadsc5aN?shyP
zap_i&h;FDuGWV8dN@zJ*y;!=WJ%5@zn~hAsvku679CJ2XP7rSg?;V<oy;q`H_zA9-
zky(?`r5~0dV;_2{%(t>{P`?hIBj?H<;@}ez+&R%|;}Tr^*utJI`nAgblrLpw<Eggj
zCBli8RD<^H{IZ&Q7)D2zpB=`vNlf{+&5Fu!&pgY+xMvs3u1VhCEZSYoiZTeVO$`|t
zZIQANCDmK6yjD#deV&YKyNc?t4_)W=Wh<T!#bpEmS<j@ne0d!MqiyVy{F56B%#F4Z
z2D8h`26mR5sg?G`_}TBi;m_HBksP~Fr56?oGhzG`_+^CG+D?>IUS%~<aq_BLtJ7G(
zWbc!Q=2-_RI+ZbFldx`UyDe$`j_AA&YIKN`5N1d*mvc+nipT9lqnyv*%F-f)<QrE@
z3*$vEuLzZli<LcO=lk?w!R?FVb<J<e4|W-FXVWT%)Z0>soZc(Q1=_BzT_G3l&Iw6%
zx#yE1VkI-<WF|tXITfI@9GwzxB0PZR-Ta!NYD)>8_?Ww#tGb<oYeaxr%5>$?wfd^j
zo+qhGczK`N$)dcc&dK^NMR^X31xA*u9Qa&=(vH2lfYl~#C2*v~h5k@xq}ciCX9Z4G
zBH1f(*SfIC*zCpeHsh-7UANExwS7`yqNfy$Hp!OVyn9UW(mwU_mtzhQo8>7*b*0T0
z`xG4aQ_2(k>QaSYmZ-7QD_4thZ3zS$b)8RxZz$^Abyvwg#lkxns$~x6T_b*DZ&6iQ
zC0FpV$vQMA!jaxb{LPYoEBA-xT>|Q*kty<*Bb+8ttDj242ByRs=~HI*+CB12=S0*#
zX}>Dny7+j^qQN?DyRi8d*U3n`qygW4fHU5WreyN!+Q8Ld${?n?z@bPE7`-`r*kgh(
z+8pXFdc9Abx()g7T(Asz8I-V)RA1*H*lh#V#qL<%sJF^jDEhQii{XEg>h$&E=P7&I
zchYvLyT$%3iJ$gPBdM3llLv0f%bn}?E4+Rz)8PK)>6gvXV}`LOdr_7i_!;EyTt^B&
z)R4_oPbVi?Sv5amseidiID9Ozm!Ky2&R+K3$$VK{bJ?A?XbcZ@=+NE8LLtIPr9Uh4
zy#GCT`LCZ9X(veVz+0+?7vR$<1?%PSt{fBua9phs_>Aa)=82@EMl6>IRTcHSlm7QG
z@K2o!vECvY^7A8GC#3fOe`Uk{ZMFGBd;O2O!|{H|cn2~!7rERa#`>?XtJrf7*-vBV
zXh}ZpqR!sX6kBH&E6_G}Td4jN_}0KeATj*-FUT@+4?%uh(+N6XDRmMc^t^DU-Jj8y
z{rHR~2Qr>%KrMI}3j`x(07V{D<oGTb08JCN9wOTsd3L&t3g9Zk5YV$0tQ`cUU+Hqx
z0k%W~xxCteY}l3Eg6zCs%QM0&gnR*}3WRh3dh3a0t2QWxlgM;an`f?sVAAcGgaV~N
zC?hFhcLF{JblZ>*+Cf(Ow%AY=jV2S9Sbi%Lt~qoq`R#o`mvm02AIg@iN$t~=g(BWW
zMiZkdj{EiAws0@2aPNjS`SH@b{AEoaQxS=I5dOfGjp7@7n*SP9%4kCAGg$&=%q0~e
zh-geW)ZxlULIaPhNSF{jBLHoYHJdC^f-V#%EJTKWD+h#5d=<mUW-+@%)kR!F%u=Kv
z+%s?k_sER7$Qp^(>-mxXAs*lim~&_H`KMbF;dJ}AFLkMXHi|^CY8Dg8#dNq-z`so4
zf2M@_X~F!f=)X$`<~V{22N63{mpr@6AVg2`KL~$RFz5b16o98cgeW5F|NG<i+h<na
zXR|jxfhdiow$F6ygH?jp*H7#<9-cSdBS2f+B=p}ibp$zLUk-=4f*eXW4d0iW6B%|=
zzdSMYDK5r}BBO_MKMuXgvIDuRzIYC#XO=(yF%f@k83CytM8yJd)2dGSN<qjM{H0hC
zdFS967SC!$%-Nq1#0vuyK##yh+F7Xa9)qF$@z@C9zC&JKOUXzvK)3zSDt=De@6*?J
z$X~r5ZfyD4lC1|2xs$T$!C%3-rCMT&q;vsA`%ITsdf{w{s@-RHRV{nqZg+^yEx4Z9
zN{X-6I3qKo#l6bXUJ6=irx)H;^_6OgD0xp}0)SLku6*CWlL0k&nC0CZ-VCr>h;B}y
zj#}K(=%9lJCd*+eReOh6M`_E^89BHszFMVMo@I|n-c=D+13~#6%@Azx=?SY5ybK^+
zF|$yRr}0qrT@rVQUHmdoco*?mR!|;fi_r$?H0@-d4fuR!pH6PekqBtLK{KSnTL>=v
zcT}JcHXb7s68?{C=8wDiCsza`Cs{Ud6d-Y9NJaBDa#=;7I)5DSeIfX<ApGMNp|+kK
z`P+kZuGDLLr+~zW;Ps<e;{^K;(nmQ<DjIA1$^)r|`8IlB=D$LqvEKfe5r{2VynZFR
z{Q8U}amK&V*0|&`8n9FL7lgBdK&1VMJ5TIgcvl^v!R_|7zaXS*bIXY~@dLEtJxv7d
zB;(i*ZubAI2m8wtftdXAV4?sVQX&h0HcL_Up-dqn3kU{!5LNhvAPEF@3sle)`CoVd
zCJDOi!6S88Duv~|xdWOe>y}uY`ywor6Vy-^5zP8q%=O<cCcoXEf73>t_-sx1#~c0Y
z&yd#x&~R`WNNzqjYvBhdB+LWblv)uQ1dd1i%RdsO5G&j7Qu1fiKnJmIfER)u1av0P
z@;Cbae=|gc*8Vfa3aN(wSW*5@L8*ZYn*NkZfbcrzcdO&~&rK}68jc;MZx{;ga<hVV
z+Idkr+%#}LksTChEaPsC(d~s|c&i)67fa5Ro7P``Rw(MZ5>zZFvM<=ai0%TNn*Dwk
zeoiMW3!nwyNHJM}OO{-dcKaDl0vA~h0j&{}_-AX7MGuIXlFJ9>JqA=z)n!|+55iJG
zg1bCK!$m12GB2P#e+a6A9$wDXK;z*#{7}s}*w=gwXVIHYcxOL<2>I>&hTLAj4xc`>
z+(0U&oH;E6?6<7qrMQBgA|kRR+V?uJz&H+h*oI7U@~+MRHrP|nm6o+VI8|UW7NSDR
zagyeRM{99MQu81K+Eljpc!$>u{Gy!!^(g~ggD)a@+UY(Vh#zS!lqEH{q#!y+HxDV0
zo%f4hL~Owr)ADy>P|VlPFT#*J7T|Z0t?nT93?Z)~E$ir}2St$-L>I9Y?Mn_U0Oj4l
zaG29F5gnE!vY@t)k@gKBMx>P<{1kcqM#RwaSbeR)m7R6{{hZGbms$Y@=fqjGKpcP8
z^C5*Yaxgzn`D+JqV5;Jl;QZf*uPT1=5g2|nqN@fdipd%)qN}4}4;Gv_;obd=-a8&8
z;;C13wukn3Ut8?(VTdd>`x23#U*wh>d9H-`dw)bF|BWzC9WaZ>kyDUnK|$vvLq2ZE
zg3WhfKrAu_{5~1}kI#N*&(PmwDXI=K$)p7HlbC$j?dnx}L|sKT7sNWKrHLZ}I3j+V
z@Qfgl?@#UbyEs16YPE07b<gD-&}t{>6Y;&e_2eXnQf9jtUfoMOyXC}r=_^+Si+{L=
zWKE-lBG%$V5o6v@_)8;qO**Tj=s!`7BwZqdmj8{>4h4zY@E?E^$V0>}HpG8%-eKzL
zN&J(4lqD5|Fj3x1016qCcLvFVnd5*_ff%4PfE%RsQqBN21hxWL`xin~=u!eWe?maW
z(wlgo#wkGb`k1kb=KzE<nxg`cI=3-q5jc-al*ljV(m{z!UqBWJkROcDYJgylPY1v|
zc?8=UB8ZG;(F*Y409x`-?{@{D#z|6_zK<n6Nt)HCw;Arj$}L`u><j%Z=p6+?Maa@#
zf#`lOgJuX4qc#VgGdk|~EYNCDPZEl)$1Tl5rk>l1lmb7@2!ts7Q*I(A1Ym*tx$XnN
zjTA3%mY?N)g5~jVbKy7L>i2y=O_twg0`lDdDMBq20A{DI&ktGkw~VASogd-AN6HH{
z1H*3=&sr6)3^^p4##G_0_S_8b_tsnOm7hJnoPE?L%0AqKeUiqJF52&3w@d#u`?1T=
zj}+9O8dWB!Ebu%TW`QEqKL)N2>Iy6@OgM7)8AlVC&VSdT;Wn&8F^~b|UuMRNl`|XB
zhh~ul^gDjIeP-%S<ESL5tCUjU|Fi~V)F|b^RKVy5)Bu#y02GC0kK93qoLhgst0AHr
z3UJp8W2_dfq{te528h|CYDWYI#rA@I##lcfP>gZUz(hq9kuU(=0)=my9|<es2e}D~
zShrOXcqLF|0!%M}EJ94TjI&wy$0nv6Pz}IAJwn7k^h29B{(f)&J}b_wuQbG;gP0VE
zJTCG0AOF;Uu|-5&On&@xe{639%Y_K=OBIUAztRNy&IoOmPWF$~1!H)E^k<UA0;tB(
zRrY=@mW+?SK(Umfd51lunaHwt7bv>@GOti8NX+0O@g%tgysE2BKnYF{H$%5%dk=L$
z0h+NCm5)|dt4?~DIM2p9QLl1Mtz$qSlY^Jfdq;2lwJBOmy$M+{Pmf-gzaY9~RR`KI
zDN%96xw1OYJ=j`7ABZzj`2cNMRpt`#7$dsXhq{1sb)f694MV>{3Z(Qv?`-{Axfv1I
z<rQXdK?q_HVd6mlwg5jN#yXE2<Uj7HWNAe-{&9SKfs<+nI|(b>XQ%@@+%1E|0WNs6
zRaninpj@@<BI|63W*5t69O#xbqCvo~2CDEHDXKK%WR_Ng^e~k&WvFqnstk)x4xC$?
zB_oDIy_M1M?DuMLg072f#_%dc`z#V0ME~;KT8p5SM#lHAY?Fx2V~mUXK_7YW+sKoW
zu$&#Lde%0*s9za$oQ^n8jl7d)7wZQ>#D=BRA!e~4M)mGz)_!f4^fz6ICQ|+}IZ_7c
z&sfg(bx~yrAuiwvs}geD$Tl+Hci#Ii+Wcb&N-h6#$}B0v^kAGA<OY*f9$qJP5nnBq
z#0AblmBq%k2GtRi*U%h83^*6uUNB%)Z3{49we;eCFyOx*hKBqt9@$*wtc$a5QIN-o
b|J=c?ZILP{zX!l|1OtVtQs|5(e|`La0rhqC

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-128-OpenAI Whisper.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-128-OpenAI Whisper.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..5acd24c20de3cde500c9cabbed01f73e2218056e
GIT binary patch
literal 107875
zcmeFZ1yo!Awk{gnOK~ag-a>IpDaGBrP#lW8CKL)34X(vqTil%z++B+VD;nG{`<yr4
zxqI(3?z`{YamTsxU&+iE8A;YybFP&+zi-a(x1Q#oegj_0OUp?E5D)+Wgy#p~X$c?+
zKu1MILq$PHLqo&BK*z);#KFeG!Y0Efz$K(4r>3GLr=Xx=;9{ns<DjRYU=d*Dc*D)h
z%S+8HBqqos%Jr6)=Wjbfz`(%3#=<7W!6D_LrJ&{c|GhnR0`SlgZ;{=Q5a<AicnC;%
z2v5BL>gVG`LHL&q@c(QGh)BpNsA%XIm{`wWsCx-OL_k79L`FhEK}LT5w*T|z0AxHA
zd|GY^R06e6XmrkmJYQmS(COb-brGpgoG`pKbqU14BqkvxBWGk{W?^OH<>MC+6cU#F
zASEp$D<`j^sim!>tEX>fZeeL<ZDZ@|=I-I?<?R#nH8>>nTUdBpd_rPUa!P7iZeD&t
zVNr2OX?0C)U427iQ*(Du@2@^+|G?nn)bz~k-2B4g`o`uKY<p*SZ~qj2c7Abrb$xUD
zH@^@7NdM~A^XtDl_78sHJ^O`-jEsbg_BX!}5Ivs_2@e^CmKzmcLJjScGXWjX7j(k+
zu{l*;81!$|Pl!xiCNPN^c-I+E|K{4ic=q4tSm1xiv;WtzfAeb*fQ^LkeDaX+06@T%
z@7*8&x5`Z&t?@&3bz$47m+^Ik_)w(y09^U?C&0SLz33AlC-e!xPzk(VaibD>0>pW5
z7~i27fp-gkd}BfS^8~my>c9o=etH57utOdNWbV1vLbJ}_JOQ>6p-+HUKVn$2aew^N
zuBcC1KvdxIp6C7PP~SVWzsn5}?|1?PFP)q{hEU(fH9i40-N4<4*WOP6N!&*{L-1+y
z4PrRp_6hJv;@C5GOA3a|Z$1H{CY}IT4eL7(*uWb`=O;klpDoP4j_R*i{dHaa^&k8z
zGyIiB|E+laRdN2R&VONs|Ml?I@dRI+NUx75d40U|Wdzxkx66U~N?mv+DWVXv3ri*N
zck+E4CD!9A@H|(Z1u6S<?LK}C{|PY9_6$9x`1~Y{9j}ic<#xir2Sn~qfZVipnry^y
zmcQ)Zi2?49M-1=)?RdxGGjf(^$b|$N!)4uG-+4U&Cc{{=Uj#wHa1~L7CxA)Wj|ak;
zQxyM>&5j%9OvWd`Pp!GfaNFy^08EzLzwF<Mfq2LDbC?)H-#-BwAP+2Y;o^T6>HuL}
z%4dcodiweyu(IP^L#LPM@(B?A%#t#_k{`QtjBi=XHZTD!x#54=zY~LJ+V^*P;2&ZQ
z*cJ7B4*pqh$0cU-6JSEg_@&O$<3EyBKyEn8U-r*2_#27;yG)Sxcd`B}=l+k>lm9Dn
zE~|Ama&A&w3JRf`EMmAm3j(Y4bCr<Sm;axh%>GYL4BYQf2y?$z)qH1*v&o;w$tQB=
z9a;dvYD0Hx&+=A(-1h4MS4m4RU3_U5609p^&*kz3@q4n~&p2JHsA6<*n_Mm1CX%%W
z!K{E%j<}d>_RCAo7ex?EL%djL2eHT$J_TI0^B3B#(>k*4I2|z-RH#&APk`CNh9Gym
zRir1t^Yf3|g>6RY0DVSo1LUi_cz@`w%C#o$dWI4zXcW4e{|qElaMj!hzP6ANYRyf)
z9zU}Ju9H0hFoO>&HI5AiJ2dHXrs7sGhkr<k=DpUUKPjB99sin}OqdYxKdadNpL0zV
z<QM!akc~^qkH)aHuaX`GFCb6J-yu*El@N!zn4Os;&{O(@+2})-`Dq){wxY93s0S-F
z%&O9=YJOtoSM8$cEAhjc+~Cl%6LyEy1Bn+4n++e1T7GVx6w=$w;n$1L&>R35FlW?^
zpr!?t5!gleAEmO6^2}#`9H_7<a^|1m>b)#|G%dVi_;zR7SQ{pWRrv%M%%-z`<?>Jo
z@<j#Amf}%{ed51Vw>0pz?^w~3qdzHQ+FrFnp>LACI}9*8D_wJFUZ%{e3nM9ZN9oZ2
zyt<$$Js~0l6iAY#E>L$SbDv!mz(qbm1+F$O%B-iQ=^cBNylpKO_T~;lQRN>eT(dUQ
zST-~RR`6TzNKx<Ef#>VdsIL!=`9fXp=PLV&KfkMZ*aN%A$~tgF3fiPHP!ch&JlMvq
zDNo#hEnY)cn}nVK<0akj8Pf$%3U0ZDT(t+*yN^MNQy~VS^}{;muk&NS+)nm*J5|Nl
zPdYDeVGafgGQX#9Y>XZIfUOB?)ku7O_yr!r_5#D^`QN}+r!DK(mq7kiUVa!trE*{6
z;(Vi7Ki4@tgnb;{rz!aGnMzE;)NGqqC99QqIp~_)O=D?AAuw6Cs6`3-N3*n{hCOA8
zBpJ&|QZeocP#sEmR;pNo0D1key`md|1$C`owdV2tIZ!y_$?-Obw`#EGXXFgqaq-P)
z)P*UTmaal(p1t_z{zQqiK2d5_9M_ON2l<1B3^5OR5<Z3&Rd&Xykg?_12I|SOC9dL1
zGY5&>{+!HNM&^ci$ewC@aGoKwRhkIAV8Sl!+tOGut-^~ULj2yQ%-`-5VBZUw&xW4m
zrG0Nk<28P7Bg$MT+me$Co!%}L2*e5;U+t60(I0O}Q*-dEXN4{!YveQ~(p&oSTRfiO
zsqU#KzuO9W!*t@29dz}{;`Sx5!b)lVL4NJQqKf*223+C6zgUaVZ<B_w>!Vd>uPX|p
z&#<JLd5s};@aw?jHq()@eB!&PIr+B|%ChM!^)LC{%WM@Ae3fBNJ=`A-{4qu>I1oRt
z#I*ld$h3mka(@hRUH9ki`%OjTgQs`q#Ybwnx~GzDraOeBWhdD)LSfJ8rr{-`7HNUl
zao5C`As$-X^;kWrD&~>at;r_iX1O=w_O`f$9OGq7zr+>cFy6GbVTFTIN<u<y!dFg0
zbydVkH7Nk$f6)BFCkl^pFM^){j?}kmjD&vAY&A|Y2fPG*OpucT{L>JH{qPC!58Qwd
zpeFU7Z|al50|3{w2I9<v78o7F6X5d?m}c%gA(YR7Q+z`ru3evcBOXSbS|Q?PSO2xj
zQFwD^Di9PBXT*PoeHC}`4zy3XmMy9sp6rBA$unnSkt7m&lpau&{`pGsuC5`>cN6XG
zSWDZCz^=NUwxz`dd^;l;r|WbzXMTl;uPe}yT|vS%qHAW>q+o?WWspP}CU{>u`Ef;%
zX`MElUo;qj`ramHUye7jYMw=#bZ}kv-iD!WYIv!VYY7CLd8xbeaFi(59t5~mjE}*$
zbQpG-zYR}PU=NdpAAJhro^gu0aWB?iyir~<u#kEr!EWggozbHY!4NP~o*Y_1l|cI=
z=|7GyYGcoQTjD?grWP#uwVl0W1d}!U81w|FP>fJ(Pbf8z`T8*+&FxILUjOVW{z|vq
z(BE472yv)bU;bSjZtcLF57*jck@f5b9)pXFWqUfvaWYRAH1Ud3DA9Sz1_x5oS=vBs
zY~_D7$s6fYN(B}MWh?Q;_2tTu9g9u;lv$S}Y!2*`YE?kC>Hvg?uWs++*S|S<J`Vx5
zJw}CV*D3uCxO?{s^1Eo1@42alN`gm$Us;hsOc}PEm6{c8KfgTzd>m|&o&e^JuQ=)8
zTaV`nOHtymn7WaEw~s@!WvTf*+SN_wmLx$Y`(?kh1Hp8P`jV`EXKf)k5`+`on+Np=
zN4R=ueEyEdPTH5|@TF@8;1FR#yCj3c(6{-Ad`W=g#-IDB4<ki}gW3wI5K0xrM=f$3
zHaX=kTGw&Go44xeBIjmX=<AABE<2<}#V>^Y2l2KRelZy3i|utdG<_?vm+**=EfxhO
zD&D-2*EdL|GQ5Dq-p&+ETc!kEqQuIazTq|G5<9kcG;+142fD_NC~)S}N;0TQ#djuT
z%uqajSobvk$^Z|5B$W+V|NP!VI45~G&j2DVbpaJH4XN|N!tbwq&BTy3Pm9x2FnQlD
z<E<nYXhm;d(rAgcNS((#0lpOtdE3+3x5T7^J5XPM6ZzN=NSJlYhmCnz34>a<zT9f$
z8l;%<=#L;4Np4jEN6R8)EhC2Oq6*dKMi{6kW3c{MEMxQUdo3P5^4=VXBvsVm=a&cC
zjFo2dao90hq8#Op(YpY0OStl0^iWP`embC6gA8lrgue==rElc&eg!8vE4@sj9Exch
z)`-V47>X|P01NB1>twwxNb@<2*)HL18<xsM-+U*WB|!IeTG7SwFvrnc3RuCXQRO$w
z3!1}@D{gRSo=FdH5Q8nE=+t9(tSYAUaoW3cnR=_@b-uj19iK3iWGlv3SVPp%XB#0b
zbO75DMWTemjHiYK@Ant?3A|rrlCFt`?Z7Kt6iOIr6!3A{oSg_KTMQC3D0|8>`EOb}
z^k+<|)n_zv&g^zn&LhN%9-C&g$Ir{gbw8-yY5S_UJEC^OV$Nw59&4q1?dWKW8ufs!
zNUA$Z_p*KyzB$Y%cGz;^e;l*vs*6s7@4dMXoWx$Gt<^O;MKQP@L+{TeA8cjab$gBy
zw~(f3%U3Y*87B)zsqER{_>xQg+-o+a1!OPK=}&$rK-3k&Jh+&Qr47Nt(Ozy#p>Wtw
z%`x@H$H3|&W0G<*TpVz4rhPbjQ`1Rh20v)bNeyBauc!0zMO$c!Y>H1H$xRw8^F_H2
znF21at8{pibCKbake(?GB&W1I*e873DQ<<dc6QS`H<^eIKb+P19flNP<1@KQCNvGe
z4>wf%+j~`n|AwK>JpqtAwqkaTFHfHU1^8+*U9WE#gh?J+!FwMPRM8~<v7^?$_D?O%
zXUwnmpJ=&74Yf(@KO>+nKA1NA$V4tUVp}Twic&B4q4&bGk^CN~(l|AYBhaFEK;aMt
z_JR2UFGc6quA^d&6<YiOnds$TZR>f;lbLI1clI(925MVk3hm!3h2vtr*Z|Z2(iY(E
zx@!>}J%Uqp1S^qb*!tb2E?~K+Qt4L+9&~;)d_%`Bi0PZvb~D|t6n4hNWhm<nABTg<
z6ZyQE!A$I*YOj#C^A3CrU2u7RheBCaAZ<EIq*yOXT-|A-Uzww?$aV_ej+;zstAA9l
zc4zYjOuH=ZlhB)UAJ#ts%#Jo^%k1lF?$$a|JRYe}3x;QRt(z}(uCOB9wHm~xVAQdt
z7WVeS+ukyMezoVme+uzQxIeU!o)8z=E2Gz!(XI3gx4?nerV!8U{=B4H$5i8k6QsG^
z3i-vTQhS+iMzXI`U$u!Vn0FxRF<VO<3t<AWHF>)0CHcq6Lhmo>=}&$Ey%9`xJ8Egy
zcGA6kIYMF7vt<LHDbpOH37j7nU|`IEu4lzXTT6^|8^|p3f%SB)AX9rlx8Z8p^^vgY
zM<cpAd|h*lIT82d=(lF9Erw|@Eho2_<ilc?cO%53kO<+C&S__tmEOQ5z-9?Mv-)B4
z9Eq249_^;^mgY5~!LNG`!Q$Y=T&_QsB<f&i$h9W^{BqE?F)*&^+8_idp=3~exXk(e
zLx&Bn#<j+_kt%+x4!m*!Jh4tGaDu`kRB^Dza?BglaFSL<am5Ip%17jY#Wp$)evMc5
zV7CpnWZrr`8Aa8@5PiF`C6MY6hDBvg6VMSQbtxv68oqLDv0L7Q8fPzj5$3(6M*64r
znLL&<)_n;GdHXgxdKr{pbb&a;xPkLipVaK=PL4W58nJU}r*(P7nZV(G-}=ZM&3>|<
zUit2Xht+cr`<m_U!Mo2|e?R2~L><2oZ$1qDkw)mgWO7mFE#lk|l}`?>>^++h=j$zK
z5+3~{@p}a5y5^#Y?kk@DDZ%~kkl85h-%1R42I3Qr3{X*SWXpWH3v7TMt;B>eEI&fM
z#k2&Oe(12(0lHzUr#@<j)s)8S+K=1_OqM5V#-U|ssY!Hp8{udhJV5~->`xp|t*hph
z#6JOksLGMV27R`rRFP&72fvu^i~e(Ls7M2Oi2n`(OtoD}w(N_0Indgz7<vmG;yngt
zP~KZ(vWczA=!{WkaJ!SzX^=^}XKgw@w&`JA_BR-?EhbW;Z#{~t`TNhlmN?~6q9SIg
zP$>_8Vav)%spD%*K`<!}erJmnA%TJ8>S7@{I*#!mZS(V^w@QSF2l5lZYdd0LKh%9X
zjy*A8ohG&a$nf_gkqg<PQr~9-r;73W><VrN3l^z$-Iq@QLaVIFY<`cpz*G4v&gIu=
z7p094SXA$a4?ay3ntf*@Dke5V4rO<xeLQh#D$c_%1LrOLKnuJc(T~2|=8+nitON&F
zgA*xw)EV^jJ+Nn4)clQHuctBv^JCbQ>>|OTgIgdz9fx#Rc1yVk53#WO5}fi=3K`RK
zv{OEHPpo+P$)%qv_55h&(uf7Zaq@uz(b}KxWtUu4p`M;t2#md|#gC|?KzX-h?Ku=}
zgH!=e_-VsMVWAGUefDeoRvd1#dnUE_%d3lAePMy%DQRpJRbN6hzc(XnnO`@FXd0Vk
zTT3`L@tzy>X$Aazbjt!xJXykytao^m1@&ousWgqz@7h2bnh|;fFME?th90{FA8as}
zJ2P!pk|kETWd3NE@=QnkDVDw>%XC-E`mHfr9s%=y|I24ogmt6(@Zt>u?q#aPah+F5
zE)_^#!Sj{-tC@Fv`JahPYxM1v)I>|-DVwznBE;B^L=PiHz@9>-a-1tIH|Y*WI!zKm
z$^vD)odetNi<()085#)|O@4z0xou;?B$n3}OVIn;@`xzRTY$kJSI~8G!Si*ufG6X<
z9W<eV{K&iA7N#nFGDzL@%Zx*e^)M$rPuYNi{X;*<M2f#<!L&9LXN+7P_nnvHWcAL;
zIS=A46`c<&1;~9wlp?wN6NhMWPsxy)e*CUZ47_9;_tq+2Z;YUC-hxfW%&@wM<tWmS
zp@B?_^cQI{14~{TAt2%ZgBSg8%YSOsq=*3pAFS+H7-rHxvpT#uu#fcL5kt`xc(aH^
znU)lvlNbswQ#(SgvXNdzaCXC>j8)+ykaP9%OQDBvP<NuDO;0E7F;MRbyd}L09vfc!
za;OoduTT%yp3yV-Ns;9<!_Zll?u*bxpmI0}foT{l8;@eg4QnIK4c`?l7V_WP@%T+{
zgO93Sk?i|y=frhCo^}n^zVp8T(oh>}F^oU+NE_X<gz$x!7_^k2?d(0Zw_%pe2nO4D
z@pnDfZlzJ8#KsI*?G7Q*ySR0HoLk`Yh*U*u?*Y-Q0)|^&9-H>*tj2~quY{8~t#wjc
z28&U1TnzEG)~=8r1&Vw&W=l9JBL1=iwyANwI9H|geh<?kVYlIaB?ol1p2-ay#LI+H
zzAu9QXn(w%e2Fsr*;O2LvdbDT;p~Q}NA%`W3n;Lu%GXMa_P~4<4|Z~+jv}$fQn7z1
z%(T-;*`%NrL4PiVZ{Mdmcyvz+?$P5W_>0-%%;_9(!?VxVrIeHRib`ac4)NWFu!HY$
z^?7}Fc@R*3&003b4?!voA|FuX(*hT9lG0Nlr@(8slD-v9$41m;cb*qn0eiCJjJXaq
zS{V=-=B&HzWcC$q2zCQ^^0X!m6z4m2r#i|vnI{1Lc)9aH3=VXcEo;H*dn#8xe5%PI
zZ<mE6cFC_^E_v5nOl907FTMHY53@H9u)A7oAEbf%5|sIG2h|Zaq7M5i*IFqIDbVJJ
zuCLEI)dF%sc#$@##cG1gLl97oMSSn|3v&fv&NG5<d8q{-vqVV0my)CWmEZZxhB{_v
z+Hq`iv237l`0J2At<=Tc!aaltqXp}(MK=5iQ0vVUZP`F(YQ$!NYS84AS?ZZJRq&2W
z3oY3O71smEE&e#efyF`H*7UtJ(}N&mhG(DujG9Ztkri@Z`!Nqrc#zpC^)iz~!PT`&
z40q&Kvq!Ba_L8$$Thu!!>)w-az%6v!hWSOxsBc>N9NpXMN&Jq(H$!TrR0U0LP5BR7
z4F<XUxEfCYza2i+A)J=OK>Sg`<@=qJqI`l6kN&@)2`V%@j2&!0n+sars5uxsrr~zn
zOv=5Xg&dZP4lupx6}tryaku|mCd$VD`2<J`e}lUouE*QZL}%Hojy^gId_$x<L{zna
z(q#2`9>n0!`sXE=SmH`|azl(aTIGvn5L&!uDyKaLw!YP2fDUzrh{f`7&6q$^-cbux
zqS>AF_$P+YL!4E~xs$vV6B!)XSw?*s?8Tkeh!XvR;1fWRw%`~R`O<&Syr!uwlJ_kF
z#*P_<eW^WVMJnx;63h8r?a^GXn1VgVqJB3+EZXVjHj(~kZ`~k&=bx9_TN9Kc2g?S`
z2|?9vWjLHU?_RHsfLd~3p;aTC<m2e3)A$RD9=nrBSBW<oI!JZX)B?A3n{nbhu-P1z
zqoye{$*iNT#@iX~`WXBx*I=<Jpa4vUHz^Xs{Ab9D-vDKi#zgMk?UZSz;l}7RyN8pw
zEp12i_{Ji?i`Q^a)?}r_=l;$nYKzT~-B*9!%N-y|4F}8b6G-<o*L&g?@X=0fy{c$v
zxs0}Rz0p)(kU;bfUfrbB6H*z?i{5a30#JF}iA`H(EMA9#wqURGn1||#ds+a_@0WQw
zn+<;de%O*6;c#uW6`ym0knM*rhigW6n}9~s^T)7gmu@ul_d|DuET^nu4jbZ~DIE5)
zM!#Ps$5QkVsusR&bNzCiR(ZNsvZ!Vv(aH4&D5{|@VfTB;>sP4x%`cq2Vk38kw{iqW
zNe>3pXCpQ0{?&ahIh&c%k4&8d4>t6TRn0CaIji7E^XH35tl$YSOxRs29uRJ`mwmwy
zH_~X$F&;F<uyb1I-QaZJVcVbxMqU4<Irw3%wJk=#kY?<n49nZmxsIxTSmrb+(El{t
z6L}!*an^d!Q1<Q_8k2{M_f=4*+cTUMA4cL`BS|hTQ@rASF?IjC7Vl=plBX9s)(kgj
zi~@J3`ww=w4C@FGk32^!`YrUBbb2D)`wIbwTGb=1z<Ft&>X)gZm;v{_$ef~A?A|h|
zj&=vmqc_};(KN@xJf(B<A?&?W8n5W78Dj?ZD2d3tL#|4aNC1kCny-UOGKCuCGF3@F
z`I~0N`d5O9L<A^Iv($}Mp-C|ARoMHb(H>y82I;-69+!iuF`FEN`4gbh2ozF+<pqn%
z#DbZK(b7zrHOHZ$6ebxuhe%gwE-qL4lACUi_wwKDF&B*leW<Uh)l2G^4Q=$J?wz3(
zC3)+*^DFZ%n)M+5y+^6yppWS%rIzC=opzX>8_PChE*-%FS<UUN)@Z7;LobijiZVFS
z%@W2C$&eID3MNTmQ>~zosObJlzfDH;b@#mi+2Hq&P(sZgYH~)J_1b3+cOOjO&KLi(
zRLYfgnLS{j%D{0|!DTrxW8*O(J=d)6Vo=nY4rCKg3{oOp>{e5dTa7^>tW`x+lehV&
znfm{p^W-m53fQ<JhZ6Bh>;WVB-vLU-;iDpM1V-O+*CE%Cxy1^Dio_T;_)+uY<#K7(
zADK(3-UH?&Ep93~GzQ2g{XXJp<mkuG@mrkDwe;6$q*U95D}@Fv$o=0pQKYq$)H7{J
z9*9?o!+d-jE^=r>M*N22+a)JyAC%PXu+U_injD2-I+16ILcoAxri|>7igLx&ec7Az
zd)6?{m4hZ}mZ0btL{dh=)%tARrO7xm`D_TcZosTIF{(ubC3~|k9~vNIYNY$1_5@f<
zYjdJH;sE)%)-GC`9&u7b*=4H5XSMI2s&8)H3YUM0e%@N>LpBP3V+ov_jn)oG{Bd}g
zz;VjhyTT)`+L5gPsfIlHIBC=L>O~{gfzWnoMY*<#*pdS%m-dmjhw;~a4*e^$gS-Hi
zwpufe(ZWvB!`x*bvN56C7c)j2^AKUU2DvXBdQyhv)9gYzaew1`bXN+>*q2%;wKT{!
zh3dJ&A=!CJuRjstoSovtk<Jwjf-LWC7l-RltyHmC#pp?w!M`O7@TF;<yO&n>F`n@h
zS=oOyX9q%$E0_C<GJWc(;PY7dT!qLU5E#{j8RS<Z5!M1z8j^gwUud>Q_k#+}G_Hs2
z8-3ajqRv<8`?kX`>{MTsV7<OSL8~B%Akz`hIfOK4#SpO>N)>^NndGXX9srlWbV<1P
z-@PlgKkFm-dM`z9b2<;*t|Gw}M%l$}EEt->)-6g_H9nt4rF{Z$3gbQU!op`XqeRQA
zuht&kYGSmsn>5m*ed;7Uxts;M5{wEHT<JVBK^XyQ#Ja@Z{2`BRUJ3^Xu)Ixk__AGH
zWb)&k>y1_lm%}l}oh-i8^1%1klle=gUxL$FQ>d_)p8#uuMMKjc_>W!C(p?30!(iq+
zz+m~;c3X^`n|Gq2kNVV)b=q-#a2xDoMKy5y18c}OmSfV40MMJlMLdC(uaRJ&K(U~(
zIl)eJr^Gg3rCesH=G%|F*fY(fjX$1?jOjy>7nWlFrO>5vz3^Xn;mVW0-LG;74tQ!+
zhp@b_2yQ-{1%k}9rAx3V!yGiv@rxhUZ_~n+*nV$&!!+<-MFh?5slMtzd^F&tf!tX4
zZ1XZbcZE3HqmNeI;>&1nzKxARhKRH(KTtE~Gpbz8`<+W+uYaBD|MaoRY~WU_<4_mL
zPS?c;qv{M~#B!y3&W5Ge;63*i9q#D|O}f>}DU)oZ3Ft?YqrlnRi)N*kOEP8R$>MCc
zqi(y=GIJ%W*Ioo>J^BER2O|W(I4E%*EsfsEVlE#htas4<()6aOHT~H;`UF^wF$p>h
zC&o$^x103-JjdY##;oNNabL`oO{RvApUAAQMv)RFiIj!lE6{}b9JzkcR(i-qkuwuO
zb~0-5=bjDY-K*?R5^{az8hWEF7OZ7iUnBT|XHcYpH1~3uYsf`^*|^x(`|ZnJTx5`z
z+D3hioxEaobSc`<%{V!Hui*$jHFp$VcUi_DrI3Fo8U6bZ3Y*P@Xo`^;aa9(gaK@X1
z!i7P6=50*?+ZU9lU645O+PE%vkMP-YY=+<V2+kL!A*)!XpmEsN7>mdwuTh1h`eqr*
zXa;`u6?Ay*TWN(o>(KJ>OHaeI8}*8VovoV4zMyJ2m_XZ5ip@$jhNCT2+(A4rLh3dI
z=Jg}D#)NacAKd!bp`7UGYKxBDSZ^YJ@>>92Y@r4iNkDjRgp=Kb-HT{}YgUv6#+dqV
z;XWWjBdGuTOU9(WS6XM3!;dXKAh+J;l>7RmbrLb>?;zgYA2c<uOi^9;7m(m(YzC@^
zAH;{RZ&7pS=6w%%gv_Pb{ROR6v_?1O>3+r#d?t%i+`*oQ?#z}AnNgOE^ajsAiv*q*
z@JMsjQ|Nbn*_T$?ky;(rIZ~85yU!u!@a#06{kCAg^!6j=W+}=t?q*slLz-^jS|c~r
z*BIHtR|eeFsgCU~B37jLB2(v7ExEc!c9j&tb=*z6&-fgqoBLVmT}G!2IYLJNyUo3{
zV#b!(`kt2&E7FUxWZ4X3ZWv=DWIMb+{7H}f`w%FshJ9zPC<DJgx?4CN!Ypvi#~>Tb
z%r~lWx}z$wFBVj6P&FR_g`z&;JErK#P0A?RRr9{YA7}SEeJw&A-ogX&L3L^ktPe-o
zl1PJxeB{9)DtyNR0#2zb+S>3zb%c7xj@BNb+X=TztU{W$dN(*ML=Jk@wR5AnW~oOo
zT+<+pbZx%R8rS95=<79M2K@DMqwGyQZDE@sWPPB&X!!CI2$pnbjyou24_(#I6!}eH
zH`f*F5)krW`(yFIT&ad(lKS{GEw*AIdAP17TvHrM|3}HDO74<@jUlqtlVDJ!w1NJ-
zIOqHOn<%a?$7e5W-^|5UQQ3L)tkISGSCGF+){&z*n4tK1zpGLokjnP0(tK!<hu~ou
z;d+XpHkGWk#m(J#g9u6AfX6ZVbE^OQ0B5B@?cg(He7Qd@ZN?&ZvUN-iT>jOTsx@5%
zEJvMNpgQ(%?b;2ANL2jX+c{CQ>)*1J=SRlR!p)Yd5r=TvC+-c#h~%v+T|94GDW~Z^
z3Zm6n4dfMcCw-}>KI))OVw-O=t7G6FjaV8MorX}hR<?hLIdUj97bN^{_Qn=pXyBl*
z!A|z8CbDUBc`cxCz(K}o(!EsOrv5C)Er~S!uI0?|Ea$!uKX1OPE4O^iih}{>(y>a(
z)<jzANgS#FGbApY?Zdwgc>hfg_aDVA$NxFn<G&3j6jmcGe@K{@kY?^4LaMK9Z46Nt
z_TVdVop_{M^>2SE@O4J|XHH;72UiWLM+}vP1?ne7p&{r5ptTtaM{0l4%8RxM)j=xS
z{9}-xLO8j~u8F_mHwrp1c>)MarNQCg6>e2wdqGUL#YO!!hsHRWFLDDs6iJ24JtDN>
z6KJthEZ&Y46cu(zqowuXbYaAnkF2_`*Q)iiI;@vrLk8H->;H&fKT<#Vlx@irMa?1k
z&G$nna4S9#@2DknfV7TOFj>#|8cDcJ8r|Rr)Bai6i!Lg&Id7zju$OVJC_nfo|M?^9
zC>57dE{6>|@8|`EPL}u3ytzq>V`o;Ceb@xKm1lOUBX0g}XKH^s)ebeV)=jXr6&14D
zn14(b#Sc!u@3DN8zYJ^1>S>d{R4AnJjvr1qr_}VfcK)o199!#&M^;DLT_|WlYMJ}N
z;M;wLP<IIh^j>D)N9$#S@Ymq^bs23j6tPOvS}LPLg-q=Hvuo2(@!zs`>Ya`)uk!n}
zxgTutugD|65Pm|F`bcCuQyb6mUZD?ltyt&rb%9VNr{hZr2b^|a>Sj<aLsmC37O%d8
zU;MTq?#6+5<^?Ya{@T`RZpsrNTzmB0WxoIG1B~tE?f1fLa3FcHd1Hq&Ic|cR+JqE&
zPV(haxrN&ts$`$}GY1M`E14=#H*aNnRvcTyRqE(!iIHG*Hg_+*^wU<ik9Onv7ijmF
zt`RdK&WT$sn*((abF0YBZN~~FN9uX7zcV|%N0bWlpUfGPwipzS6o!2Gq+4l`(su&R
z306{|*VV0h%{!HcY(9L>VHCnl(bxfCSoU7b5^92Aqs24Dw{?YFmFBIoA>riOYjoMU
ztgWkrpaz5;S#U?^_-1uy@%RRGUkOZl+ZG|^7XQ|$ax@#DvuQ)Pk<zo*{0LgFxXk&@
z<4(OPF}WUb6=E!Ufrr})s;!tu|J~BsVoKo{+UP(C;u9Yc(`yaU;P(;gh7?t(#(hpN
zL1szUbi$KSsSuTMv_w+u){~({_zmKn&Qc{-P*_-Q{ap(7Zq#>7b+qcGABn#^9QS9_
z{c-GISo|taOb3bdcB9;z7!#IfV)X>b{BWQB%q8U~c2N{uz3EdImBJpj_pY__yiG`h
zm1@i$9NxyC?`c^EUTzx-uZwsXpA<rB^s;Ua1v(JGebJTyX+}Ip8rv;FBu2fbst>tX
z67>rLa!&xUSNE(ZO1`2kG3)-Xj-J=E>aP_!J^_j#$D6RRsRD5=PSrtY&gpW-IO!;#
zBT>-%isv)95Q1s8dJWBrd~Qu69BXaYv}ZhmFT6)3Zlq+IXNT9(GFUd5k03p5?2Ws0
zy=nF%&||-m@k~ii=wvp}(!$pJOuMYJi4g8<ib*NXi{A9a!5?#&Y{ywe$B6H+=kI>|
zW#2`gpPN;)N;i1oZj-RJxhSKGmF_Irspbx5`bLX(@^79TtE$-hJ6%)sdcX2A^x4Q=
z`fSSs9gQD%BaFA^=NPi^^g#NszAnZMhYXex)z(pSzm?k+#Cqi2J^Eo4gC0HexPMY-
zU70!DVNGM`CL(Cu>se&pJ;#=R<@o}c{yCjk!KkAQnEHcBDzWn*@sa-iwr!oQuCTsz
zQwMI+?zFG^J@z3@E-LqDk|QKAtXjPchxd>g8a%2f(k+P3k4ve@<K`6BKea9@o9Z$p
z%H{YIeziws_s04^XFcXfy_Y3e_fvmAu-GVkI?{%yfA%Z*?kjPzl~z5@2oH0}Cq4py
zgX6Ai?Zh914mJdRI;4;6*nXaam7jrbH{Jz2&pkpbNIpxGm`_28B2aX(I<C@DR3>wu
zyGt#|6y;_O@7Sy_NbLy*W$#bdM#!jx6))koER13EESqMTSt_<1nO&v~jSclGTvm57
z6fC<P8A?gbhI{*TViVG&&m*q<@g;q3eC{NvgAUJK8<d%0=uiV>=;L5uG-w?Z={uhg
zlipO{pk7pxD>83S>L16%`LO3rb7xw<!31&0qge*F3_<o3Q?;iZ>cWgf6jq}RY*Xy3
zcm_D{1)G@|51A#he1337wUuHpdZtiCk+9!Rqpt3|P<g_qp8y0WY`P96)y$vCAn%Kg
z()<SXxmS1?n_ZUdvo*~o5?pm?ePd)>ViBpzSVbRL`;S4v_A*Jn*%Tnuk~T;J^iabd
zs`^5SQ@hJD!q}?HWX$fP4mEt_bPT2%#x+D#-+;GStfs~|&3}0JtwF%b)Ky2_<~R?-
ztwpD{ja&I@!hz4`C3L6z7pz%JY|ayysL-LDF*-x144ie!pH|-+?`$`ZCnKqnhyfL5
zlYD*!&ND!E7-{j`wQfy{eC0fmWN6geWm1cGS3C+9HX$*%A8?38-$D5aW=q0~SP(Y|
zM7Ez6Cr;R#olJ^jU44(s9X#;pb_o7zBT!0IG_^yc3{MsLNkMKNQ*L#oZTikfxQb>v
zW}!7w{gqg`NDcMYXYIw&-|Lyq!N2=dSt_)I6kKJyh9s$keoWEwceh8PC=WAz!%Cen
zbhEx0o7S$HvZG@1G^G}$ahWe(+@4(^GOfm^%oF-^yjZ7c=xK4sOu3M9`$+>nBAQCp
zuL0T7uCRlJeThb3@_m~H(=nO0G!>2T>lN&}@xCwZ`)GM)mc;uEyob01??1~<hU`xA
zZZ@gh5iv=-+Exu@!cT0n=Bsm$R|ri`#7%7AM~iaJBDmNs%3w@e<yZtf9AT;z%o&&N
z+uSBI{|L2(dQC$W>}=eYpGY_1&Xai#__7NSM-FGT8}0JoO}$rh+g)gXR`V2wirclm
zvQsyX%$=6Xr!BWgi{!f6REvdJcV`X<Y}6e20j=1-P!8tM-!+Z>(V5+l3k+NT7TZH5
zJe5X*+syZ6j#e|c3;Fg=jZG8wQ~tYE^_#37wjyd9wDH5uvk|^~-l0h4{9A-4z+6S2
zO)nFMHUMKx8AWD`F2_7EVkg@H{Gb)lJ>`#`Nkth+d~(=Hrmb;<`$x4s$g86h{V;^6
zg>m}Z7U2!_s@XKb7U3Hc-_nGWaN5Xvi6`TDp(~F~19u#@(lusqh2_Vp#(VZE@-K_O
zD2ZfFV!Uo=^!Or!QcPnZ>O(O={ZU<?&z4pkqQY<ES$c|jQ+~O*7)dg@n%PeYp}PR}
zi$w9{dGItM@AIg)bVQ3UExD4-=;8{~h{Jx$Y^rH<>JF4q8~?p@kNV$q9eG>1G133B
zT*~jiUM}@((|XYu!7H5aZmiI-_%<c2ogs5o!3I;dK&4GY#85}4>bYr_5b_^Y7XJ7D
zPT?JfvKB`tLY&R%`!nHuTRn*Fgt-!@eBzp$jL>e@gHHkK1)w2twYR(>yX8VRnYu#R
zuCIhOP9%op?nfqCfm--V5z_{25V`_6^~Kb4_y|kFa$ijCE<XCKH7}K3yj26~Z}=7f
zIu9xX8I__R=GCe3ZF^E_bM5@mrf;%mMAun!>M1fWlBDU-PJ%N$7dFD>os;MKxVPJx
zufM65z!u5!h}T_Q(mu<3!M)hNC)*<nEZWl;xb*$jOU!elFcEYbujJ2HyL*3^a^D9X
zZ2NLmVAV`|ZT=cJy|}M}Y<J{pY%&a+<hO(kb4*+8^%zVOaoLt9$qXKyf3Bu3=T4bR
zYVU2<Bkz+{AhLk)=>S;0d1fxb8~P<$6MV6sD<yUxB4bChzmr{ZNNk|W#gveHfhny3
za(`=Fm@n0`bfE6V9UptGW`2p7x58MRQo)0<o-d~Iv*b`QDQw5EzdvdMSNr}>b7K(e
zoq3>U=BMrwLHd(pO{I#F-j*YbcfvJJC|GGU`T|w^3<fvSG~&Av-ydwcyG1_m$kcDE
z-DA2o{Lx(9qmjhP?gO2Fea2AAfk*%n68w~|EtdW1>G);z`<95k2-$h0z>!XU-{oJH
z*dBS$ZGXb32eyG3oIh9|^*Gd0S|Z9ogc13AVke8-Sc~*(?nRQ*G2ROQfD&uw$cJ3L
zNSpm0h6jW)oZ>DI@lm=rA%e?6j8U3iuer9FR5jg2LS_gnMESp|FX1vv(o*-Uw-`iL
zyCpQB>KTtxez2K4Jug*P5Zk<w4Oa7^yS$w`+{|Ly)>BlwV8~QiU#$=?!EOpLIMnEL
z`~BecM|t3jo>W^jmZ{!t04~<`RngMQ>T<t}q%`RA<PEU9Q21FS^nEgngbeT8?2$;_
z#ww#VWs@a?{|jU^f|uviU(6HBIBx5^gM-YUUt0dc`!Y7nCNEtKGl7`4zfh7#SkEjd
zU%H`Y;J{$L>C$At#vT~;WX9C8B-J73+)(YuHbc0|wHi*#kK>($-u8}OFlMvz_uzVa
z5>iqI3)l0~INg;ot{atpRL}TMs_C@PpOS!eX31A{IA!BJ566{0lVEeYAK%X$KDMB(
z0z>u7twN>=8&u(*u_55s@-)$~tvku#i6=n43a=1z-pjb<A=;M)eP$99@3tOnv=`Y;
zs9@DAA8ftv_jfK6t3-$?E2c)(&aCFdY?&r?gGA#)zMZv*ruk)r(AhQ+P_r=Ystnao
zqNqG%Sz?G=n)mr-tj!h=c-CBL#~x5(J?qD%?C7c7hY~(EqHP1^<yDHYL{^r82~`Qk
zN5!4l5-8a#BHnSAQ9ig8dgML8Bfr*Pk%(wxkV+fnxRf)+uZ3@6J3CN#Ueev0DrB9j
zcwkaEHu!9e`Za8_!au3A%Je#m3|`HhHCQa?vgQ4TIVnSsBCCQ;pMie3#ii*H0J0UT
z$U~Tl7|4es`=XgE6UTn4ue&L7<dNEqm^!^EnbVG~LhLQX=RZWsdIA{9x+RRl4<pT?
z_iiplrIg{PwgN7V(S!)NRQiD=@DY9fdJajESm#yRD_1?ZQ4^ISI{n8KN+lsq<acuJ
zwC}tZ#ZU864|-dnqgVFK3zM&3KYS%cO~2Hwc>G*+)3KA538t6{o*5mZrK3{YTn(8-
zKn3&Oc#Te771uZ8RQ5XW*Pz1Jqdr(cI9}lB+Vf+`dd5I$$=>Wdhpuog5QWt?U4%qT
ziC;uc*L$iXA;Se4f1dl${Qy;P8z;cV^Va>HwZR)^_4;<Hh`Y!*1rADdb{8bU`^rp#
zA$!xom57~Y-`ml~MNU6@Hbtm^o89nfuQVSZMeZnZuW}X4k!IHrphDQu;s64n-<Oso
zEzUitr!r9YE}MSKZ*58+!IlO_kRnE`$)OxK7985k&KK&T89ks)5suG!IzA8EmfeW_
z_<|@@>W=&+y5q046ykjuGC#gp?Ls5H4JSu!A^wo$g?Rck?i@P<NFKd;NV;H`Hz3CE
zdOHKI?g8MqvM^Wv+Ia%ZsLPZpkl`&s>t7%FZ-6N@wpFA>uIPwOftlMzd5vhC>c2`N
zH0o#Hpm{jBUXy3kZZ)e3q{4Pe1vtbr>$HyOYVChYB~uzfjXTc^tSBW-m-Onh+a3Ip
zn2)MDfr>La3I<GUyOz%LFz09K^o+w%y2l1u8D;Jdj#(4*N=RBy)KK3Vv`wT0H8P)z
z>j<RVN9duocRka!^{v~u5xBxSK%FS%dRdNu{xES@$i1{igsDrh?Tr{ej+>H3G*wOB
z%rQ*7>`?QK=<(*J=7O@cA<^3j>dYp554El^kTw5`%f?M%e-)X<55^pS><`?$svf>`
zy^@2%45WjS`oiO5L+z{Q*Yzr2wfZUpg{PytDicU&?7Q|0JjpZV><>D1O{EP_h@6&v
z(yZHU2%Jzkivq>Zs8tF+V>(C2@kR+koq^S+S{km&fK5&&puAU0^-mGnh~k@ksLH25
zAAVdGcdtGkLg*BC2xsd;NSnO}APH52Sw52kpYadc2TUoYKSypbF0VNUJh}~#TWgY0
z%DcAJWDS;#iLOs@Y7A*~Epp#X79G8_N%58}rBVXgjQe%xEqXtiiX{DMC}i7mN!|3+
zO#r+xr;pc4!?Mn~(`rtoxX|ue(n|9!%WKDtk$$5lh+32ZbyBZ~HLbV0FGtlluBbY3
z?@MXG*G<exs9Qfi%fZgeREK|uCP|$cBr9(hz&Q$sF9#KVFwsYn+ql{WZOmZcEaMj^
zbl)XsGc#qe8{$_RND}0^EPQ+(PPTl^TI&Jmh<=iO!-^0`qNl&-0UmlMH*i5c3bC08
z1xo93?5;X4VzWE}JVZ}$1Y`bOehy1B{2ula4kS=Au9AQJv|75%D#qHYfK*q@|63Xi
zD-@nFtjn%mSjt5dy&=OTrQa66SLf^v-#;;k&168EIw>qatM$!v50tplSo}WbNQcX#
zJ#cqS#h>PBgtn_#?TBJtA0?6lMV_dN!60WrGC#6FBQ1RbSWv?US(zjs%P)yUm9|hH
z1_SeUm<9P1h6|iNQ5?dOzvMl4D!kB~E{m<E(48h^(H+nqkEg<a)<~NIc-2I3lWj)X
zSU<W+eG;<xNNtT8uVym&mWv)fAnnBc1c2cB1ibnbh#e~WA}i7M=nQiEE>2zCLWDa&
zJW*eXM@X+VW4B_I)C^gNcW=!ML*ks(`)9zLR}RWDS4yuJUm~Sw{$3C9@tv})OXD2w
z_c)=RnxCfFS;ofOXGa^M<S_H*9LP^(cwb1=2eR|HDsS507Sgzx4gI<G1)in0r{wD@
ze2D1{L*F?mFM5?aDj;6=U$1wjW+Xfg%>L1>gpC&{{#=osvFJ~3VPg_vDy%tqfbpI9
zrnT5u(hR(OLZVm#wzBk<6PnV<2xPm>>wA}lbREFD2vutAI)7Nw8PvWqvrc2(Tt!`w
z3_3Gyw&t_Ue`ava&TrhoxGOe}87&*4p-6RRzvuFnmVeQu+)oG#FbN6uUzX!oy^kDe
z@Aa$bmwaHI$(yB>ukn$E?G_EZl7{KY(ia!%ydB@e4`<2$Z%L*92R_RUK+rH)8gOO#
zVEm&_cy^+aVh1L1m2z3Z!?}u5U!B5EMcUZ6sV`0WuKbF7z9f8lTN%OxOw?~^N@Mwu
zJkl=eSM`(3aWd8oS|!O5dozXGTrw)QpB=aXH$96hTS+mkt$EKGmNR2W-#1<g`Mt$*
zQN-8kaguUi83i+u<QB~`VT){#bX+K({x$$>=~!2ZB2Yop1KHf>B1IKd0oSFDkdjqC
zy9tn#cD?P+EC+Yzco%gfNQb|Ff%qaoE8=tdQi;AK4aU9VZ+oPrIu*u;ydXzHMlAP4
zT!sghYF`Ak{0J5Gs+U)kSeM2{X3EtB%(sfw36btAqsQ5NHoPrfuB;ghCOlP5iz;(z
zMGPd#@sFpN#mA9s5SYTJBx8-}n^s8mGcaRO2Gh=F))UVbq_M`?^r7qAcs!3>)V()q
zHHdzU(5~k{&tPcl7IQ!64hjcTdrh^?Bh<AtC#G4j<&_B_o#ZF&(W=mm2|luN4}pX2
z7MAuGlZPk-8%RkLeQ^8g4$qaC2DQ>)2?Gzykx1tidGFPyUnnpB8pqhig|ZdD*alAh
z(XTStf0o2EFZ@k6h2#W&Yj9?`)Z;?VuIUwcKZ&i0zdy$#8!|zpyq3hTtTH`27;aEC
z|3&mQHr`Fqm8%bR%IoX#$Comae81LR=V1EjJT$L;-S(JQ*@opono-4a^u=e4c#)s-
zOtWX(N0T*qs1GW{7w7D-=!LevQ?3QSd!(+Gy`McJS#ln+9xLs#uY(~AoK&9!)fA&Q
zE+z__blZnz20JOTW|KL^;wZn7vuryuBykfoIAD>7-2)4uJU1G!?|$K(F}Q7ti$7~D
zwZnP2yetffi)Xh;q*FnIz30!}#H>W7k~R)vRwFMnjnp6qxtDHTok)u%%L@txT+;!q
zq2*uAaSPl+)thOFXXv<t&e&OZC~s#9XE<kw7^N6?1Syc@*7xeNZ<O)T9jH`l71*WU
z4o526u3gs3Tq)pnk@8@Bhn`kel-pg%UK+kX<@cheF0feka^}QK`;}xP*Qv7wDQYw0
z5Z$Pq!Ai`dzoYfI=`$J#Ttc|1y1punH<aD!4+L@w6R8D)o;BB1tF;Gb#F05SsV!RZ
zrSBWVRO2Jbo`<oNWoU%=!7im;IHjRYrpBdxMK@D%w?`Wi<i*xcfSpWnL;ttxQIrLU
zzx(~-$L_SW4Jxv`?9vHOl*KJeW)Q#wQ;9WApos<%+~t+M@FKpp!`^jDS*XN3rtKmF
zjhx4w$`#rwAJ2Y#{|CH2Y%%1I9T0s_6(_paj^^B?1WGFqiSyi*A6!gt!!W;GeLp91
zJ>Y+Lw2EDn#c+99s*zr@{nE|?`hhYShqn&#YVkmlNDGUfd*{X1+Zn4V2TNDcO40bS
z?>^*_GLGhN`5DuTRlTS+6mVdNy=$!fedwK?ghI@xD1CL){CW1(aXaOq#kcAb*l_Av
zSr~!Ps_)E05<+#3;uBzn!z1X=_ZimgXY7WLbkT>(;#{9o;(8~)#E3}b3eEZw|G?I=
z=laqr?%gNRo6I`uTfXG{sTU8)_ckV(m);R2{YSE|q{KfTA@VJIbXMdZGMF?`WOc`3
zd8gb=0+X6XH+&x0E;$51yR1#n_fAc>GZ?fjP09G?W=-o-OldRN&3x=Ges!dNW@Aw1
zlU=sfH1oq$3ul=78OHAi*3|l%y}P}Rci;-)SLr3N&28nccyP!rYtcv^LdZ7zr}_zT
z5S*&$WKXKqQyuu-*fiRcyR)otwV&9!zO@rv#@Xi&@fk}#^i)4E>3R5Wf|-02TyBk(
z&f^qBBDi5H$h<dMs$k{Gn?DHBxVH+<haVpNG#9t)SV8-8eN|#QZPh5Q!F3HmA#@`=
zPr8fzR#%a={BV%hw2OO@ixn}jz5F$H8H`@WV^e>M#C6If1W#-tk~e6wpks;2J;w}+
zzqrVMn6MimK#8cL#}TA}wgiIe-rG3999igDDD1SLROcnOw1^5}&-c=F2d-=P6~;eq
zy-wo(Li0TL2s_rwTa##$51eIpZr*;UqWaA>3tFeEq}Q+e0o;UyiN*mW4?8bWYaLkT
zkjdC-lXl1rAZmzoc)W|u>MqjcjCfrT*zTN+cR_z0x;|T0x9r5K;1wXY(DVejP+!6t
zu;2-`!)+Z^exB-Va>nDFpu}xblu*+G<?WejC71KCbu<RHN!TG9W{|-j7zZg|ov57N
zP?Kt05J~-lZMA=#72M4eBm%8TnD;CbjGaWU={rSc_S=Xg91+81@P3Mjpxo7Q2&<`!
zt_*`4TS0B?*};B|t+BW%p<fy(G?QOO$Og$VgopkV#eHmZE9dc9UQnwq&-qLd^Fef0
z)^q>?AOeBuXs9%(wJ#TmZIOM_tmIn$`Gz^A7yGS?rW)0y84tk@>u-WCF?QWLN_<W|
zYuzMY*;F0BOlRso7qr<j$M%$CZJXS&ejX>VenNz|`I}*_BiWm8yZ)tR1Fm+SU+Osy
zqiM&pPI8qhB<ig>_@4l*jT{YvqXc9~YvFm$?o1nq=qs+Udhtu}*dKXy-BX6@-vV4k
zb$WsOt9!V~q*TTphnX88H}&LxOV+B<vm4ff%T7f}F`0><91bgz2c6)Ztz0U|w^PTQ
zT$W$i;xwO|pOWL@g}GBEVe|bH*imidHJ(BA>psM=&sm8k4_hxlyN8Dgmn`;cBdH5!
zNHECsv`2#{iZbft4qhLdOhX7PT!|$rba)V#Va88C*}dtb+-#p_9O;0KAj%!)&;6@U
z42n?FeVLW9f_KS*h@al9L(rkcC9|{Y-0Xq4KmjyhFrNNCOP#;$RtP7LEAL3t+7a?D
z8?cVolg8jZVx}CWk|I|{59yIyhE{zxJ%Y-#d-l?ps5BOcp1BbQs^z<XMw#eO0Di;f
z)y5vD)ZYRAECyI!c{E9}=mUI4oSPqbjKrVs2vnx(s%)@e<gp}EFEK>b3gVq==;fVT
zq^MbLHJ5tPOU>c62ldg4Q=!S9!+b8#<w#`E0-?)gY357`f*(Whv#g#v>B}L)vTAyf
zfgzrTYc;EJqS@Z;#bu$UU@W=s$S&_n)P?K~f@ME}a+(J2ZG!WIzjO6UuL}Usi#Jp8
zs1|L=O;Pp0oij$9gUU<s>4n<tyzAy_a6&+U7`L)<%_wrFfgr`($Y<tD{)P9WeXRm^
zUZlb}q%W0@S1HwU@#_ovUAZg5n}}^jF9xGOh`kjva(1!T<fRR-gE@teDTK>Sw&NIM
z7Y6CW2zPv|y2_00qTl2ivv2SB=lxjMXg}&L%u=g(o%UXiA}adB_iX4?fh<j+cDL|X
z=h3~N62+HcbFerWw;dbPJR*$X-)3;Sz8;$2K;GlQ3#wnoaR`BwRae#jg|WA6inHya
zHgT8W?iSoFcyM=ZAVA{;cemisxLa^-+@0X=?(Psg=so?^J5x1P^JRX-bzXbzwbrqJ
zg`TO^HMvaBCSA<#*5VNx%OzE15{n1u7>kotI*M{rc_+kmS$PC1R1G~a%jo!0<GA5S
zpI3@cX=b4|A52h+O?Dzm8bp!0m`lwy!lsh&<@nod8%~h;El_{#N@c>{mAj?1P%S9E
z3hnMO?5V`0t_KE=e6%J-*Z(aE_2Zo<gyKGNgZMdVGt%CgI?1xRkU{LHSN~uD@=DHw
z(YM_k$j+OuHYw(8UO^90*9l|sbmzn8b!ONk9|kgX_kXjW#{6ioeSwpJA4HEr%A)B+
z9b@RWlX;pwsj^EqQ)E26+s`~`k59}&UlM6L-ga#6Gh~q03XU(YPR}CA7@FkdRz!Lk
zp`lr>mh?vRWoNw#SH-5klf3{idU85l{xmv!GB~sVEw+g{uN1tl5LKM%5}O|jCc_GI
zoZ3~ytB2j8x6z`-a$a2NeChWu>v9-lku4l`8r}Kqa4juuqQ|2{wDf+#HEVgKz%<;T
z$`hCvS==R!|7<qP6VfI9y?;49Iwo&~K7^}gtMGpyU_<|ZE9!(0hy|z2|0gH<|6(y2
zKym7TS<%)Kr$=>f1V2;W>^L-M@(&|@9(iqrUQQevH~O(+gqbPDqQErdySix}`S#6~
zc(G1U=Q{?;&jvn$Xz6esr_DAuEUfpWPRAM?^YjR!DN&{Cv8t@oo*~*uhxtAW>E+SO
z`!33Z_g&5>3`wZ|@JjCTHQA#eT#oqNjhTJxtl`%?HI(2lZw0C-kc|jhV~q3{02{@>
z66WxkW_E8|_&;tNI!yVU*@P@AyQKxnR3%fB$>A~Z!N8F1KUE`+WDUqQAVB5F<~&t<
zZ$8s7kFl2kl1Rn<kKd?5hK3xiAbPpRKfyu%Q;eK?>?G!G?|+seme%3F{E_;|EO}{s
zD2uFyseVpua^aUUG<jP%G9tt^4L$)nyHaV9rZFTxREe#xU}M1{k&6bCI?Svrm)L*1
z(MloFXp|8PL%>5kFrtqy+Bj?H`kJ&SOZz~fFrUjPA3IY&yPy5MAkkoG4ujDD&#W2z
zpeRsa7lo7y@xLkI*k{d3b#tjbCcZtYzyJ8GEaSaP<0$v5Kzz39?e_Tkomq{%b;b2N
zbt^XYVHj&3q@!=R?w`9>OCN0s%f8hUG(T2pICzHZLN|Ex9~4XcUyMfsfF0lrb#mq>
zR>Ne#1%)kXCz_vb+Pqwhqa&?`8;E~+=ebg|n#3lFh*Br;AQ2H&eQTUmTf*q<D=G<t
zp$541$xE&78hu5y=TY=8Hj=@^OU&U6a4`ge@er|T<Y_tAlO^>i3i{>Z|F3eM_3>&n
ziBh@&4OiG-;@wrVd9Z~e`<G0rEVQ2gW}pHaXD1k(FymIiR0ppvG5S!Jz1lUpjdX0b
zNw^rxsuMEKuX@FhJmD?K*>;exU_X;vCfzfS4NTdqV4&r?yjvX{kB>6UQ*=j2Y&uHL
z#IsU!sXY}r|AlW;_I+VAo+0xY2nkwg6xn`hi$xsx532IdAsy+;CgPYkE_RCf-7)N;
z*q}eWUPz$mT3L7eI3Z<i?R*}bMA7G5*ii>*aixIf>TR&Pq4oWCTi1Oytl(%r&6&#d
zIvN15O1#QiIC_f{&)&vs<$|D{<+XG>C=`i)ZO3>`yh(UTX&wclqcu4>TThWhLSo<X
znpPj{f7OiBX+q7q|MUEG9^c~C>M1}`0#q&B066&S%F~l!f%x(r4H}=aPfIjyt4K}5
zPwx}9U#czwVNyVc!wsCH8zIQgBIVA%KB=1omRoxG=}OT_7>_bcP#WAx%!P>f+jgg7
zu^z~n!EN}@v);N2MtZwkxAB8I@Xrwld9}hQ4ne|9@trU3)l8;GWWY+gp-d}<w7`d8
zN^7~TwvS7HCd3Xo+!5POU+%oJcSa4xwPRX*aZIs4MHlNe*)en`4Nz9Y!b|E+0eDk(
zN#j`S3BnhdXm%?UgSMkf{V<!786EB~@dwLANq^4w#V<FCXoT+jDCRS)!sitF3JxJM
z>{lQYuR*ZY8xxE7@Q-w&yZ@kK&Z4V$CyQS=hJotuOrnmrg-F+Qfr7>6WQxhrZSJVX
zW=K7joF`!?qCJqhFC<A_)T&OmU^UMxoL^g_(owwdc`(6>DIT+OU)qx{B$%d;98-~S
z=d3QW=){n2+s05GaT9>ptk3~x@XZ{l)R9Ag^hNysq0(h@hTEI7K$`TY`pm(FN^7{u
zj&+hwq!nF*i|t--O9J76bht{0iJ<6b(?fvdW@*bD0Ge*Xq9bx~@jxr><QXHZP#E60
znZ%}{f@_m+HC|}O2WT{clG3c)ettC(fRI+s$1+wb4FhR$o`0i$taRB@WV|adiu76!
ztzB6zZU#B+SbL+{<mty7v_HkzgtAsvYm&#xYF>d-E=%fg4_X!N8#dcD7n#T*AGFn*
zl3{IP({EwKA6)@G&1!lxw4nLif`I#0ff7jb?Z`fb`{AB2kV(Gn8hJJKq0#YeB4SXs
z0D>&}Q{cN*G|{Ze66ocB@NY5A#c+HQa1#IT`2nU{9=+-7{93ROs51if`m62vDXR;(
ziL319D0xEVD1N&t<QzGawc3XC-(KY52fAfgdr!ur$F)C`32Sv707vocojS7K&}y}Y
zE-|)UP4u4M);Vi?(F`72%)>eHpVo!XdN^ec&c~mk>o*O>GFkJ!&3dzd^V&eLDBuEX
zqizEblO6GO+){FpI8RYg4tEOq{`OrY<!u4j+R+`$VoMF#><upG5F7ef1EMk>jsX99
zQj4h=9SqI3kH5Sb7f=roCvo2mcO%X>Q_p^mYi+gftW2mBT^I~#XhMghI+Ns8Y+|ab
zQL3T-f(l)l(F6>~0>M)>%B=FscVCkP3V$$Jz7>Od9u0o9;tx$`7hI1NylMs7wBT@I
z4_jVPQFyMG#T_$uk7ZzX1}F8Z8yLS4xFBC+6QOxrH5|2DGF-oDvfQvuMoezrGLDFT
zoLM!<VNTsoZYF#KUMLZKm!g;YgPBJ6;4pGuz0p$GDSZO)mF5N%PR~q0phD<Ylf(Zq
zf1AO$#lJJQ6e{XkwIzH_?XkFd(QZ&bq5uwBch!k}W|ro2&9b|EWtkr0Pr^-%S2<ZP
zCa!jE6z`KM=ZFWD)ro;6nN?kSocH+!UZ(jz(6PY{<@g6v=7I@tuLtwV9@w)XLV#bi
zig!^Ue$E3t&a~};FT;5z#`<FyIwpC5Dl7fPym9AeY27zcwSl8izkQWUc8NzGmkli;
zfT>Aur{-}vmo&pf>%uz|uyjNIZP5fzo}KtU^zlM#FHbRw98M!r^i+LHkr-U~qN$*r
zbBBAFCI1Zf7MpeFy^o1~rTv1Z<@xEh+{{j_$dhf<o(zevG97w4&j<kuS@g(cUA6b>
zQ_1DoGRgzEHj};{IhwSTMBWs-VH3(wzeoZFpNC{cz?0<+*pGt3kiR8xtC%0v9?nE6
zG-*I^hG!%2n_!mw4pw^~ny)`odk5!E5$TNe*zwODS`+jwXwkNcBG8?9I!TMexu*#)
z3$qQR&!6Ie$Y$sikg{yEu8Wfo*(Mj}#azSlmX@&cQSdBt@wkvC6Yhc#&ZDI|^bykv
zbR=?jfvAs#oOUF<O?KVsIbu|C-_~l@X!Wyg>;F{6)(G87dT#P>{*pxVq!3E~as7C>
zRGg(}2-u*XAMv<fxGzAjh$?7Rn=hknIK(*>X;hoS8w>TDrh+?w{Y|0ZakPZjG6-U|
zI@SkF#(r!b;>i6~#8Rb)r`WL~qPea7G{^cjfg4~-rszVrR6cmYC|~+V;H}z)^Sj>$
z=y@}$j(&@!WH8h^)-~QIL&;R8H5@MiB%T5Les()!&zK}YwYqC+_<*P2>rDhd*qEuU
zLdbX~`RswSV5XCY+#;O(t@V3kfcifT|ENC={V+UM$2xvi7up9h7!znzK-1il^3tg9
zdwIHP=ASpFH~RMsMO31PpjDK4MVi<vH>FsuG1@tqxpL`PzrJ3EhYIX{O^*9i8hwIT
z5X3jUGAHR1O4)tM%WJj~(&t)qtP4LU>Wf>JMV}pX;{LbLRUY$IlT`LPVO$Y&P|ZvY
z6#2*E9LCMSCe1o%&ptI`-*%}Z-Pd|V-p-|s&cY>^D3Uqa&Aeuhbi8*EpHiZ-iuqc9
zST8=M^Qj{3$)&n_if>{3>jCa!VX!=fsvoo9Kl|dGdWi8kK_0jwf;;o;A0+B$Rcs28
zdNq)l`4OTJc#V!fRKJxCe<;@y${%?#{781V%5on7u3$C$Me#IjY|_nl*}>)1sc~^H
z1~fm;#A&q#y-WSx&E-0@`ds7n^R&mkv8Su9O4Ur=8g|{T%$!l{c}`f{L_Scb<#IP_
z>njHBuM4heteWI--P~L}RQ4!HIA+ps;*_5gslr5+gdmxAw#K&pO&Sq=T^@VpYJOsu
zbw`^MP6$S;J51fkPtkxq=3h67<Y67G?E2zw8~Z#BCOhiFLdpp0`+9L|>z-$4m(R6{
zg`2V2wu_@IA^}FP^6j^l(ioxnE~C|n^Rk2v7<gJqB<U7e<UBFmr6`d}Pxk`0P9eEA
zNaTP%Y!|ixU08yuOavlYCRM&Vd6%h~NyjlA0u`oSw2aiLrmKrqV9#fRpWl``Xc*F6
z2o4i4yF^qk3{#I|JT16s$C_ZD8<2P>zOf0BsZ|mAWHz~1<y%CHY#eUOTI?62qTp-A
zdqRg_dsV+Ev#CMl1!Xx!MeQm7z&3dgR^u2?ypYYNiSOAF=obyo|5~GkpG+RLLuMnL
zI*d8C5IR~##O1Q}BSaObqF0g*$2j4%W4!1R!KtNhX!T+2eU>Qqvy2Q#bBpJ;F%z8f
zGZ`czs~|eV7qCYpAUdddM8KIdJKC*_yQxz%kvO`EES7kqYU%=@BaA(P3rKN6<cyQH
z6?TsAMm(6IF667D*td8ZVw0%AWn|i`XSkM&xGm3`wm2ifI)`V#=UJdE%o!bb8kb$p
zj+R7Wbe4w@H2)ubwMzvs2w8OLo1V&h>Z-_(=;92#Gp75q$;31kv2S2nOhWhw#DXhX
zX4FJ=X;wK1nx^UhZs$YtKmUhOQv`;BO*Zi0Lmq5Zp^+S~IA2_~KWK`x>L6mcmc3Ax
zN>|G)Nemh6RyDn3maDRbuW)<2I1A7sS33*gfS2I@$VG2%z{&60b=gt1mFe(cwl^nI
zBi~Y8t|3zaAicMwPi41>5J0L<2ENtO+R;Mr*h;V}-g+~RU|C!j<I#o5H?tpIBdv8+
z<$n!jRtRQUY<+Ogha=>gb@jj{)^mtRABYu&TfemJUbyP?@#COJ#vy@nL;e`^Aj9G0
zt-$8#b(!X*X^}Lso`m=;trPM;m8==fFo0PJ;Yv?2173sJChDdhOjoCQ>HK|Qzi3Kw
zKizmF&t1cJu`r<z+fu8=64>j(-lXVG3wxeB|7;~0+V@(1fmdyrdtYe7L7su;bpN@t
zyqN!`)$F+kxVEv}%iBSGCx}(L(iSB(=?-~r6SQkv_Z}tw67<{2-X<8(I=dJzHRE0u
zWagBbWJ!?GL8EPW$632%k#N{=wW!TW)cw0t*?cx5=l2RTQ#Z#p{g>wtrj)c6e2=#p
zQwyw|RJiw%`{SmR4yt5Xxb=FAG(k$MAA82QS}~?{)zpLzcm?s56%&Hbl?WH=UGX1y
z1I!QNg2*?~US9yah#Xx&_}n_=3y>{a-U01>wS6%f&UmN8@8pFYF@tc$v08@~MF;$C
zwj}diiVF>BIQ7hC{Cl(<+2GJqXHa*=-t1*d9nIKbn}ckRGDAS<7h@xRKvRO{9_cQh
zz>m+?e~UeGOknOyY_xXGwD-#Dx$G~`CGUr@NcB0DAI{qNLYcA~>Ko6w+MSrDlJ+p{
zxY4rG3uT^R-qtDRvlgu_`fPb*^OVDrNzfxil`O-nm-Bb>V%^uSpLqUQo8HO8N>HTb
zKeFF#7@P~gK9X#dFW-7Z62z6rKv$G3&o5Jb8>HV^5$VZW!Zr}uy=T><>p0=WY6{>9
z>Hj&FCqbInD$RmY{@LU^YEhmvm*`NEKaLH8&A+XjA8~gm<sd2oX5?}GKwQkXt;Nsh
zSrATFrC1|Lp$kWx^{7e^nd&)}iXIO*;6CJhA}d!GfhdMCG{B9OsFP5k@_QCl-m{vi
zK$6@b!!c9>rvbvGtp;-Kl1VDk0CRly-_q?h<53{KFC1!u#}{PsvgLG^v_7S*CW|1H
zSU@-pr0iM5(P_!!Rf2de9Ap}hS(yZ&%d%(eAmU6>9}_)J6QtJ{9h{30PN8(_Rb8%-
zzZ}*hnEB$!12rnh!rA5%tQ5UH?PXvIl9mx_P*KP)QP`jgW@tm@mVS<+;CMfW!!e}z
zHk(hc+TB?Ru}rSv4?8pV1+)!#cZ;0#e4;zT4%S~#%Hp#BIiBe)T*Y}r!5Ee?O>%d6
z4l}m64CnW>1#)f8(7hr&k=ZW37?&8%Ej~m(5+XOiY~3bB^*K&NAC}Y^iS#Z&v#%lE
zPr2XPIt`*qcaEV)%m~>kW+S=lWsG6Jn7YIkp{wisvSl7|a&8}@``Da^i^OFA^oG9s
zq$x4D`zdKr#};^!|Mxgqvo&88Mj-hoYoGH{W!5?i6J3Yd?>n6K8X`vNb*Y~$b6cCr
zM_-&jmfi|u0c%cy{v22DO#Vm}GL@70R(c}|UK`sb-wYMd+JC~2#r&(_T?M3GT{}9^
zz3>Zs9tRluXxHPVd5Y^O#$RLI<(F7ZxzqNxh4C>wBl<ud;kJ9WZ1n%2ghvbnJ2<fR
zJ3DfULQ_R%P#D)*8_%LF$=*=%-&7$>Wg8qUa@?<n8lq_}m6n<J6lz7a2a-lX7Trr*
zizOHql1s>=Fx9-x#R_)-Ea9M!f%S4_PufwcSo@eJV3r@>{%Vv1Eob68^K&nge9dne
z<*D~Q8T|-}QzkXm%XZ-L#M!ELCVSck@fUoUokU)}Gce+ehhOuhP<{!z$Uc{OSF*ZA
zh&!8DD49kQ0I6Cwo9bT13w7bP@^0H+m43^EAyB8HdRZ^ndwNw>+X4JA#j~*Ev<c>2
zT=_|(9`=cAyd;c;N{^%RrspQHBKl~li4>KsVt7*HZTinuo3-hp>I~uzldXnE8#btl
zx0)@k&}hVr$76Av2K`;q5#b%MJm3s|XSkvG4X*O1`Z@eUrXF!C*pGN>r$DC|=B67@
zX*D@2@cOE&FwlNM13?r{%CXW?4iPEpjZP2<Sdw=wgHypNSg{kwGOD@<4C~oG%9Rdo
z_bC{a0t^>g_!3MNsS2Yz&II`*c!la^1@d1T4K(oz^k=WtxH~uI8!e*kC4QB=?DYLU
zl08sHeS)-Q<<i}NNks`uLgVHwZ${;7BNHf(<e!f!hNCW?G;zHR;@J6It`k<jVYicH
ziSw*t_eQpiGsP5anK$Vtb`fM*Hu+zU)2HxzMJfZ1g)Mr!q@`coP&)y?PwnR^;cp03
zN6EJzHQ%I@ET!QoRrg47baF{FRRw$W^MgiWHFb~%W9))fP?s_+<UgCT{E;8%8f>sB
z9tzPgynu`G5-QzNddt2X4KhV6J_moVwDOK>jZ!7_BCw!miQUWI73DyCF+AY#ND2d6
z#XVol>;hcpnQ~aRd5gD7K&fc68DGep#sb}ma3gFVr1<0E+?R%#=!7J_YqfxvNmrJf
zow+(}F81~LMt*2Si=W&`kyG`fh?|N;ZWqn3_(MpOs^xQXG95ir(S-8E>7jgEQcw;o
zDlQ87@9x`f1ABtEU4VN3K&rPN)+(=$@D*s!^uBe}Bv>++?9d<OQg#g7Dv;$|zB{Ji
zBW_YWHK)A;O7AuoxmR(+mXOe9U`4E7%~l+lJBiP^LEDc_g!)*vy$&V+$D73fUTN@i
zMQ3KLe>wvLuPL3}A+zmTmQot)26;XhE7)(E;Y9%rUj(^y-WPqX5W#7*e!Xlu;H{Mf
zv;2cu+5tJjeQi>)e`}0k(MMZbYXM^x)o@}M(C``^jIHm0s<ImFwY^Bck9?PI8P4DO
zACv_2Ms@b*--pV4%cKheoSwd3N`{<y>2Ir(_&co3fAyYTbqZVddTux$)keBC6oB&F
zqTU*WgF1WW37Fe*GRksE!gb)G12d|-3I`Sc3S+TG`J;_0f|L_aKjIoHW~bxFAVc8s
z`C@YnLXP}lEFPv=c6N2_j<>Sh)S;Pg%gd^%*5gRCtRr(@kCuXlzUbM_KZsG&AGg71
zE=YKhRbrN~1jz;^q%q%fY_6TVD%9B11va<42jGh-=(eUEuS|rZl6!KH=RFL0rEw@^
z8jGd+b1v}chh_3GC07CZ--7bJp6Ih(zl39v3$I~1&qn(%s&WlWMMnz$%;6MMh!$!I
zQQDB&Fel|kyS>nMYhrAQerD&s^mIlO+Y+14L<=E-AfyN^iO^&fa+-^{rJW~>Pmo-Y
zAIf-(7o;j{>MI}A0?e4nb+*Gj98F6Pg=McM=@T&tg+cz6?%}L4Tx~5N)h-Iis>5i`
zeog5MH|MC0IU?+<wtqS5@T66uini|cr&&I46R^8gdI3k41l+|+kKy@Lc|AA|cSpd+
zfhXi|<M#p;t#7d!8WQc|`cScauA0FkPh2bLfK0x4opD_(aV$@aA%#?imO17)T_S&^
zw+2M1dQLnn8-BVIaEtxz9M9Pi7>0`G5~3kNBjdCIS|U$*Jmn1ti89Si$qwYHn`ozn
z3Pds7P#R!4^q<G_qKM;JZ`Yyu`OB}LS|olxzEOFc$1!xg+Ae-_$!-<w3z1_C5)=a>
zRM2pkLIpGLEk2B*I546_)-Oh7&zn{PANO;{MyheId48Yt_FjGEe^t7E{Q8`3+j_WL
z?~x?<BC;By&TJ)wan0d_rn@4_Yo7;ui}N3pr&7Dv3v$)LL{(Z_GoTz#L;A(A_J?hy
z!{|wQ&4kB3iDG()m%;|N#J0pp*+n!}()##SwF9-TjDQIug+U3eYK6gwut|3CUE;^3
z*8HDjX&gg2y!zO@_6M+|3#*y6qsCfk3*Q`}p@WL(Z3X-(hhOkhEtS>*=n>-|#02_D
zH;^#m`8O|>*{CJkO`*la4<@t#5v*a(>*B6o`eoaoGf0I{@PLd-yRp5c&3hn|I$>`~
zU_FomtPK)s?(|}iq{WVd6rU3l|2>qA0I3mWXvQ7)fLhgx9kUA{zy+OGvGOfQE$?7H
z-<9QCRP^+ja6RRC-jXzO$dZx6L86(E+$Lw^dsc!xb~uR93`B%*y2|IY-Sx>^#+Sx@
zw0vw_vG;OGX7M8ro5RpYM>i$0c5?T{KfR52t8ZQ=+W}XOmc+1@DgtbB{z{#0*Db_O
zv6UpYuj+?6+*qNoKDeB#vsG-G7AB$nebDb5vm3!=Ff2~Ov<tYLL6w5}XrCg$KvuCW
zAuZ@eg5h%yN}T}~?mAc`i;3+JL1Bbv%y+f13}zxqtb&-76X>sMcGxE|zReR+k+clL
zBzDW&ipwSqnkSIN`f%)O#Ep=7?;b2_<$0e>Xrl}`%?L+JI^8T-qls{imN|W)ofOpV
z-vfQ4FmQ@??bn6-D~}jn{yt**Jbq0m_((cmHGWcM@z24B!hns-f;;#RzX(@1W{CiA
z|G@;UZ>__@g<3G@uxH37>7mK%!qd#`Sm@5l&3Z<Zi=L~)z+d6HUo$M{{z97H6}U5H
z$pZWiAW}nv(Mi-kAB4_pCUy7hza0MwAG>G|Edtb;5o3Qj(}7~mouH^Cq^NzY!2j}%
zk$kW3KPc*|RL*;%8HWsk;Fm+^<?<QisN2xc`PQk%Sieg|@o)Q8GnNZ%$TMXV(GjY3
zi*ph3Iz0n|=@VG>46{1m-U!-1-3yV6_pKElOn8D^?TO)uT@kj7z)NPcnSncnLd7V2
zT9K&3<qlLkfqLsm=cODM|0>b*k0Qev;v{dQqDQbcPqVq}j+wV|T1uzJlF`i8R`|Q^
zuN5x&be1H}mtW>i?d8Z`DbwKgjdGESs-RL6G5-~c<&@$M+=RPT_%V8wInL2yxY2M8
znf@iDU4M9)N;*xaO@T|X$XR2>2pooOW26cqW9t=qxfjV-ErI8%J055B`g;<mllh7X
zqPWqk^+JUKni5=fHIBk)1rt_WGssbdmL($5MOs*Eu#geL=TXG90k7ByC8bUmId%+D
zTes2)oRq|Ia~$%7Ih(mlA3i1YOo`19vCW1>rsvEO@Zohu7a_6aZ15XnTZ%g(MBvQV
zfV-=ekF%+@-mqP-u8h9?=_$S^O|fKNvWuy*h*Om{JnF90X*QBC3fX3ylNHxJB0uh6
zWXBtgvnPa7Wyw&3m<W45gc(Vj(m_aO9IF388MHhhJFo%aPWk_r9bEAH<u?Ng2&t%v
z@U-o5Un)-G^NNL?S?(yRD5)Kvze((P5$8~?xKdRNsf)PJj4;s+{Wp6m5y3e`LUOS-
znT~WCnl#ylJ7z2y1JKK%5)gJ7?#yphIS{jqthmU-`FtH>Hk80I`%0x_2JHd+z|#XJ
zkM$eDC~=$1xoLku{3Uh(LC$TB3U8DRipCbPUNScUP!-n{vaKgDRG`MHqJHZ|rCG(W
zA&$3?$N#Am5ERL9B|R!l{3vqFv^Q8rJJPap4RD{8YQaacw}-G$A09=It0#UUONBdy
z3NWv<+7|z`3_X_8rx3oTOujKvFaF(vnsN*}+f;O>kwg;otKs^#i*u!>>Or4<xr~Yv
z8gAyC0I%rO=wCG1nI(y9n0hy+5eU|3%k1h)dy?=Q2$@T$My!$LP1zunCrH}%MN`g!
z!9?8%{x^qfU9Ob$GFQt+N62uN<$5*+%R8`{G!7+K>=)wWd7<*nD>cQ~ktM*&3p5w6
z5W|^T*r^D<EmpOm&6HX#6L@^WGd~L#IFKLBM|9;2oVF$6<;D#wXht9$9^HXz7c(v_
zx<77?>`Edsmg$QEkhp$t*fcNfpNw<%rnLUXR5vVSZdF40MwVhGBx}V*kxv8+eXodd
zclPJBZW;R-<f!|j{Zj-}L2syXfOV*Vb8--^Bl*Qg<3W<;<!QN|f1-znbU48DkviMH
zGG;>Kc0-!Dc3e~<OiTg%5&w+=f*PDBn=dy_L&$ha=bo-NU`R*F5%wm1%RiEIIfaj^
zL2qu)R+XbmeF4_NAkJsqZ^FwaG|=oS&Zw-GA4G3&9rnn}>~d%}<SQiV7YE<awaK<R
zrXM37Jr-vZQ`$ANQ8wKRr_*w7<%3mmQPHY!+S*#zIdMFm$MzG=>RaROOU6T;moiB2
z&(vBn$zthAI#Zds&Cy8n6-0LN<qj4t?WjxPDBR*Z<$2p8@b{pt!_{XfF>lM-?s49@
z1P?X^P@wyHEotDKFG0stUZE^S1)>iI2V6?7=dpB~z%LXTtx6dGDgv9yS4Z&TUmI3E
zuH}W7Ucj+)vQ$)xq(bal{pX^o(DnX2`Sr|G$7nn;a{>9eZ1S>d^)_jgXbw{(iZc{m
zpS*A(XO!k)6NK&3h(xbT);t^WtcRV5l*fDyqD}uw?`dpg{uyBqYe4=^+D4;h#q+hV
z$_qKcEqZU5VELyR!6c!tIO8-lAlYu(0t?Emk)sjH;iZc#U?ye!<&y%2w~mUFFN!XV
zr?0sNdy2?7dSASRhPT>z#qkEblkRiyTVVc~mUKo2-O_@6E|)%{?vNCO9jDzC8JRC2
za7g~Z=qcIm`$0XAT_;X!((C1BddfJPy}#|4nmZtrT@C@VLjVg>^nt7n+3tgZ&MVh-
z&mT7Z*XAiN@wm&E92+FRM02#Oj88o+yZCLKzXUISC2jfKQ8;=GM3+aKa>luC6;2bW
z(x!|?^rq~P6&$!Rfyp;$wejRuZm~{X{JSA)BKG0#5?x+Br^2K#g0X^Z%V!YUNyx=-
zAjf*l!r*zgQtoje`lsXK17ljw_-;%)2Pb7l(lF)eIa#@Ru1;VpmVLR6N!`gOb6mJ&
z=L*%zz8pn9)_e8vlZ>h8EE$1IsZYxL9(k`PJelvw(3z*GO$<^AAa*10)Me9786$d|
z03rU<@l=&<=O<io2GmSw3*JycGLX5}t<YU7{)yzJD$wL>RqQtQNH$ca+_mqGhyu^g
z)lYUYV|+oXVs04ltgYyAG<1y>_>?T~hrNL%RxyfEIhkCco$`GYQ5ATUjRSIT#}t3c
z$__L?s?R0IQ}7&y5Gf*YjpR^{z3c^AjqU<xBsWf(0NxheFKoCC<iZ2*VsYqY;3CYX
z+`$Je!I^y~>nn#^B$OU05fL#lgAyVJ)AIUcfV7G5XuXrFENNKf+{X5~rYY8DzPJ-}
zQA1r*eO%Vw`&@jRDn+Uy?`#^a9pNNW83~XC()$-)J`a2LxMS7iw&!WC7quVBm=+7x
zN_<%^?~zw8Y_W*yJ7jVSe0@}(_r^<Q%iuhgv805)WK4TLBV<0T9HQ7xiO<Lf+mT4B
zgjG?Up%qNFy1@L#F88Ldm<ecT1W>=od7E`ne0CeB6BnE55hXe9(L(%gTlny=bR6=8
zHm^;^e!Z#KEB4{nqQkn81f6C-`~IYz<d?8+j4)C|)sG(>`Z>wgU+Ld(PKcbwAdacP
zJXNLrtrqLbxsFWIVZRPk2opLTtk!95&ONfWgd6M{pA1ao6;4-QQ?d$*K;ii1zf;Pj
zc#)O_O}twapH4B@d!SvkFs4pY2k^7V0X^_qK~khF<Lg;5k)Gc1{oey_9M3fHLO9YE
z<XnjlnI6UB_yEld#~*+27za4d{VRxPt`hw#SM5Co9iLQv3_f!EY=68oG>r1e^il`U
zf<nL~j*Wf2w%Nd5Mg~9MMY}_3^6%A2vblpGZtbfw-}|rbY`Q5TpDEXANt<@cBRdYw
z&ZNjkgMyZ1HZ8OMb@JYf>t9Tx$b3&8syKc&huK@1a-_VsoiZ^OIX{)#gADM<WN*>#
z<!h>0h5&Pj*WkN(|ErPGZ;P|Pmy8<6%hY^A&&7y~j_C6lvs}|0+d>z%OIT@Z@#iAb
zkD>kjziO<gm(>()<Ib;;D$;K9`J#ZMju-j(jLazb+rW&%6=aSK&ZK2Q`P;8cb|KGd
z;5t>tR+pHK3$24CxOCIm(KL-poRb^V5fhP$=f6|l!m7wSXx@~sKF9Hm{%Lb1*+S_@
z+Qz@#D{qaIsXy}Ym|WX}&s4_PbVO3a$IY4;oyw-tzKcJQ_fD61ro9i>1bR}i>}>J!
zI042x4>ykUuvwnVE$%I;`)Qbi+Yah)va)&04Td7pc*4wKXIM6z*ZhYh+<!iY(PDP+
zP;>z|F4V=Tn#VkJ6LP2#c6}G0S_$~MUT94Mae!g3OAJ$O&zsWLMKM=Qs1whg9#2Ek
zTq5J(!KntGx53*f>r9rN!>EYtIqq2e$M^H##&)hQ&mSy--r2v!6zIqY?CNgIBMW3&
z<2??V94>Uok;=5aH`%7E@?5X93Q{Gkf2#lvb!bFHDu2)m%&eVc;Ka5p<nVW+DBJcc
zY$R>-PUed=(Rn_h=4k7~cQ+RQddZfRSP(rfYwm7qlQGJODa6PJD-#<izD4$Vr(6r3
zLFVhS@sdjNH#~`UZ|%t#V)<C};NTD2eF*Jv2F}?#rWHZF>$os$S?<aJkmPBF96akU
zq-{UNV_OGJ%)SE&^lZnpy~Y{Sr8dUiMAZn70Sd1xTTxw|u`t4siiFKgg3oRwr|azV
zu+4Kp+@SDcc?+EDHvcmQI^-FO`I2T<WRJ8k>%aQMYp9}5^KHA@;YmU^Da@H<BSNY~
zuZuN*CrHF`0kR*ThaW<VW~)3xEG_k#pO7khqdWsyFntSrTee-v1XJzb-$eBJq;*|(
zl(FL9AiS+B?QM1@xkKpEl=pVw;0w7?;T4c28z5C;RxKxO&qEJjoguciGiAozp&pz+
zoV7en%*SMv=q02gUW_Fqm9#0AMi5NwNfEJJLO{<loZlWbG79~YeT%1<UZI#?zTE6S
zKCR+YZPSN)eD@{pWqkme=D?Y}iFGquNB2+VU;TE=r?Qx!&Wt~a3|f6J-RDiGx}9^0
z-ZSJ2o#T{O8x$Hs=F#5mZE<qk-zr<g(bH(o8ONXg(G__OhB}#eGk}@0-NSyM6FFdt
zaW64HGyZ6Q*!dHhAMPVDEVknLKh^&ApGsvu+C!K$Q_*xEF!{6nw3Z3tp8n55oeCso
zY7G|tUgK1z)DHLNt^9)mfCLsEjOV%`dg-~rdt#3f7e!l<ICXoAg|PElYLlp=Ntheb
zq4Bv#g?b$PE6>0fwxFS}zn&9D)6RGJ_{u5VLX&lX^Lcix&w5ckcU3tsHkOOW^*P>1
zSn_WhJ{7yfHX&!cc!~O@VLcWOzfsntiCno%;rRJVmjNl>g+jx_h{3~R25Iyy5F;Wu
z5(Leh6X1?22@l?%COKB2)jm7`Q>M{(rmZ;M07`vG-?Zry`Pxm5$S2TG8vFY2*Ur7D
zbDmDgEbW4i6a>*$&z36<45x&r;K~CmzM_DBIdMyavk6NYJN>vwYg9#h=kqxrP*J3z
z;m7t^gJ}+zf#gqT9jXQVHG_3o8yfVxgm1*vc?uhf_B26=Hw3T(SN$cvzvK!7`Q&Mw
z>*~xz?k}yCk<0Ax)o79P`D8drb2puJ4|>;Vqu#nYLP;1Y1V+RRCbB-aaY%%X&2iAH
z*A6uzSz`+~umKs7)`zsM#&*(FE=jh;{OkL6F`i#9d%4^Wb(uzQM|+%@0uB&ruHbHa
z4igO@nS4LVDn%rf8W;CipB-Ftph32_8a?%-On0Z#xPG0efza!+&4R#0=TzF^)kEj#
zc2C^2badE1mD9aLv6hul=IM^pfnI#|54@ufvllA+A31{<Pd^gE5AwccY1CC=wT%Yc
z1rL2M&IPaJf&!YLo1nP(_%Pe1sFI1kB+*FR-|@SKF3yvLJ8|Gi##+d5Sif=G+posL
zwtJtWGk!r};!=Dc_k~rGvrdyGVi}}JjVLJjGAdzp;E2e&u^j3GK;sDhXW!+jgi71X
zIcD(!*z}pjr$Z+GYd!`mFtUw%<RuQTUFU-{vui8H_H}y2X={OEJk=sG{u&7N;3SsI
z1E0DL#fn`C5<H>!uuT(GJF(U!L;c!Ek*gtUXwF@qoJZ&(8lFp&0IT|}s+=m{V8DBI
zqaJV=VDibf`do3i3<C-I?vfLNntu(ZZjRHbKWny?dIzg$k578_pEd`~#Uye&3(L})
z7s|q1pOC0PL0<V~^NiLMykrVa*yvHuR6VIaIn`}P1=BbSA=cGBZ_3AaCL<YM7#qic
z<-tkewh<*yUL>o?Oxl+s5k#PbsoNiV!i{&?*9A|UudSwU^&|g588^DL%j>Ce44?9;
zd5DcCXXY3(_L0^-6eqSQQU1tc3ne=<r(Sz6Il|Pu(BPy?n4li}(svfDk~-8QoWR$*
zJ#tq7)hyuP*WdR*R?+e|En$f9k2|XpqAW@Q)yy^E`t5B|BVUlnIb0=lJ?D-np@Kxo
zul#{Ll~P+85QWKlmneVEEt*uCM9*!nJ;o3u2)3g@-!g<x3fvqzA3(e-<k`#%+KN>}
zK4q3!knHU=Z9$Y48$SR3>As|Y_G+K;vB=6&_3pxeN3)~Mg|s*f5P+o;qcXx8D5;L!
zd?QNh!H<Hr%f!&Vf$bYv25<D_!q~S)`CW@^PWzuTu5&h*<*6xRrkG!g?Mbm&rRsbo
zn1H%YAkFdd)tOTRz^^$w9J$sFk9Q-?<-9JsY;||;uc7s!HAQo`t^z|<729FqnyuIF
z?;Q*i7)dlkHgUt@ZN`Q-gD|`8oUw|GAn6bn5~qDW64k{89UG6%WJaPx0U9v~C+e|M
zlT<*zX0qifwvOxMFK&ZK(^`ApUINu1Eo|sN&yw;{U`KDB`r#mumQ?1fkGwc9)#fJI
zXMmF2M7=%auYZ^Xd%jy0d{;q{bDEP!;-lDnKCR^#G&BR0`?>tnjj|z&@aEamAxUIc
zEAX!TrSaMZf@C6KqviHyj_;f$t|_?fzKosT#r=+;d&~Pf3w`QOl!MjX(u=tmA7t=5
zAW{@(7HMi#sB+{dOZ29Qv(d8-Vc;?h`4F%irI1*!IZM;&@UK%e5udpwSC(6ej-^i7
zTm9QMZCA(xu7X}`ZH=sxR#_WHE)P{Q<eCIyh@Micbc^4Q@cd+_=ByRct+^Rb<CSTF
z;k(--gZV4{gWrVIp~(BYbd%WMBh32}Z<^ML#(J92=1NA%_ZX6LN=R=+MgCRGAprvQ
zzKe9?=sxXEU6bn}qK_1IOclm+ey*$>!{NhTGE2xU2_ky9(k{w6H!0O~C2_GZj#9D8
z+-$C{s+S?;_sKIKX5Egn^AgW@UK^!7ToP!?K46Ju$18NeLfVtIW-%{}eR0_FC0|@S
z0Pzt}*l`x#w*FIAr8Pd_-WID54;PXV5VRZ}d#<dH`5{uHz~Wl>r#M&sHTqO}(2RC)
zF#W{mfx4h0UP;LK3^(k=yTYyTiD*WVynw|HzT+b|isihEk*Lf&If5R~mDU!Tp+I!0
z2N<&VD|nI;jTz$+H_PuQq-iZ^etnpKrg8d2G(BL?pSPlmW`CVs80fpH9g#9!nZV>-
zd@N10^}kz2F_~}+fcLq-osIXv`HIXMSXFA9Ps9F5L&ldX24pFOxNocSJ?q*|MeGE%
z%T@9=?yNiO<g95KM}WfMk%zL(g2vD(fY<u9L|U94<kn$bYb!-31gv1@_?R69rPV1i
ztcD|PMbiOuD~8H==?gqlX-cwl<k(S=a!DF3`xkZc2&T9qp%AqHoav$VvLJ=s&gT84
zyYRCOC6RrKD6YYIJ)OZ4-aN-BJX+v$M%0;*3~*mgJXa0;oK60@fKeGinXjp{E^s5}
z?qJOK3rfnaJ@V6SDy{Hzo40>8r_1n*NMy;^8VLPj@G#~#=GsnNZi*+bFuJ|91>;vM
zCk2=tMu*kM<2>hbOm<GzBG`y+0(;JfC3tFiY%7VB^)1frER~HENvw2rmgk{ePX9GT
z=<fFY(yTk_)hB36%>g_jnsa#0`3tqLai}s>w45}s7dJ{t=5t4DD2~`C?2G=KirQ^B
zJa^nkY{inWAaK8!0`cC@#Sy$VmR>HCoWxI_rI^V`@IBJ;G|=(0^+X(qW@Zi}t$AO6
znE$s@`2j|0z(eECe);Cvd_>q6w8f+gLR4j%NI0Mxp@Hy<vhckdyJ7?ppl_0|mh;hf
zR&h6^Ff)3&7zJni7Vk^1s3M;HM@7x=%d@zjwL9V!I@5s}{YC?+ah_-&wp~tRRe>d$
zeo+zwBOm8+hkV#C&}-_$N1rr#xq&Dp=EIpb_)7-j|FFZTirAkcDjv#MHwLJG%jiW4
zArWl~-K+5|-wm@dMADRDbZ=^B+pBCHf&@mcGbmWNk|bW2hR%80eb${}2;!Cw9O^;M
zs=7_yh1>ucC0f7RS~SLhaeFqU4Zs)!UGRu#swpqw1XFRFj=(U6#5K1;Qz@AG$~8Gz
z5k$w$lbv3h*6VwwRot04k_z)vC5ZCy!{4rIu}LTGs0M5fiEQ`y2Vyj*lG?a;v+S;k
zJx5+VJk*N1(dI=CjcD>Ap|`A^q)(8EYfkt&&x3gnJuA(^q`1hTf9$_k{_(QBR$DL{
zr5<7JOnxP<ceDZ8eB~H+zz_h==Kp*sA=WrYVVP*1y)H@SVw8RqK5hoiOQ~b#i06(G
zIZnEPX%`Pum+6B}5dVeaYFeh^@e4($Y&t>SFq;xrX<S+BmIAf!_;M-l^Kx9SS6RHM
zy$wG>U+2GL7$`X*LblXyIg&>yiETP$xLRq;_7>gCMrX03xQ}F0+7Gh<VO~b=jH(ky
z<wrZqU}aab@Hx_Od6FQK1lhLA73>jza#I)q+>fDa|MTvW>Y%Q4C4ABTS7JyZ;dhN*
z*0!>Wcs;3nY)A6KnR<g%W(Y*(cv4XLekgxaytRQT$=FSTB)#31fm$&fw*rF6VnY}I
z=50iLLj9vleM8xfOzPs>2(Fhaxpws7^Pjy5bwtji4FT&E_2u_4f3G3&)?|^v^kYl9
zptrV9raXrqoD61<{d@<PY6u$d-uc^4<%wkU_!S|QV%~YF0oW~nqZ}n(?!I{b0BbJx
z%$i`ai30P}+pe_f>=hpH7(!Joe`czE>|8@C$@0`4GLD7xl8oyJOyH83nJ*zfwuXB-
z+52aj<?&1F40+T`M`;KtA9<2n_EnYT(W^00ifhmk@65=YS0ML3&J|;lzd%!|b|6ag
zkRTTVT~UwuPp=lp?sY6V0a8^~@tl3zKA&240rnBK6309)#@}gN<RJKlz>k8*N&;+Q
z9J=N<P6o|$YihvS`>e`o_%cI_078?=U0Dpq_=?xtM^KrAN%JVBR-D1B3`(r1wunRp
z`Z{mRh7%_{w$)7l?3uR3y`#fa6&2wnBGkON##C(V9%KOcdMa`z-NbXL`jN3h^+U)k
zK6h$mhi9Z+tCeqg$1nN5^@mU1_OW@2H1!Soa}XIpdzqpgoF~FQf<7&5<o(6_`KERg
zV-*+$zpe=+b&36jvm1oqU-{8|4tvy*BsYA&f~T-gk{$Ca7KWe#%Bi%hBS}bZsfgqR
zI7%91t9i7ks61p{8htU{mW+Qfd@$<p@41wB(pm9nh<w>K>7Yiegh`QinefV5GaQj{
zrnL-DAewJr-L&NNsC`{D_w4#QJau*Sa;T}-E;CZ~#j<<#4Mo2uHaXHS4SsmP&u<Ag
ztY+HW62u$;Ei(21xq&k3^<J*)SCr=Z9QpK6HZ>a{S=J~=OYl=F5_3G}!=G_M7>v#0
z6+7vo@E6zZa51ee;AGlz(AEVK>wKM~?On&pcKbp1nuCG#P&N+!z4$XaIm14(O|ttx
zs36!rv1M>n4Xu_<%O#B~w%0ooLI|^UuAz5qP8liehjnwfU3vBuYlB#q{3q5KB!}FR
zk-EU%@ZIeGGR4t3Z2bAD`sGSzElGYYOJCFq#rbs}yrD$StVIQU183zih78Va?wtgD
z$4ZQboSkNDrmpZd&z{ksZXH&0qe%BjV@+#d3|1t<WV7{XQ5=N-56Tr+ILRjfCex{v
zYXiRJSLhs|XZzvnT?FedyG+(n$TgbDt-knL<468f^hp4%sRKz8;%xw)R3tW4{Pq|H
zTw*_u0^e}sX7Vxrmc%0Td>G%ONxqAwqj2Z%rkEpA<}{-H-)Qv%N7R{Rh;;E~2O8t^
z-z(^Es0_^yR^Dy?JW29F+Mh*v4gAh(SF<WZ@&Ws*LIlotzl=wkMY4ZJ&x@s_K1l4`
zRqWaUxd#(D0y_VL>hQPGSZ91@aj9;srEHbBQA~X>lYbz=eI_A-B`o;F+5FTtWy7Mv
z@s|4)2nn3>nz}J_sJn`7{d6;490~a$9F<t&dD<Oj-JWQBnjr6RJ&BhhKa-`ZVD2nQ
zO@u8@hRG%WevX4vx4t_@Yegly1v{Uo)%Cme29*to!d-S5WVM8GQ%Q$ke>mD$p!>=9
zSn|fHkrV}ONv8x}|4kBoEhaSV1$@>$(_~S(?)T($&b>Mp>%365n=S4Nd!rp6WJ(zK
zL~tk*O*v{xAo!C?dky7(uSm+p6D?;UFaY};zo!x7sdG0gWG@U_eO-=5h$awC`KN^R
z&!Xti<nxW@b3+6dlD)RZ+3QLA{RJ_%A2MS@(${!yIo+ykrO5%MwQ>A`e~|ad@_pa9
zPAGmbRvl{E@s-(;Mo=Gfhjtdg^mN>2XS}2CBf`?TZ6yB(m5|jVt6$RH=*_wak~x~$
zdIU56bk(NKSug3L-+c+Yiy*b9f#hz~4UG+B<Oa~Ih}N}*;(uxaTi%qrTJA_yI7YiY
z(N1djbgS!m$Q8fBVeq>nG|LS?LEyKRiF@r4<c3k<mXrY|bG}b*Ad=HYW-92X+t5#G
zRhUeZwx+gZZ`FKj!V!u7k|2Zi5gu!_=yOAcwgcQtg2m{&qmwY&Rv1Af%rG)%IbhcH
zF~5Zgk?gc@jti5zi&eutE0tWV6(VdZ*}W1!0YS?zno*0O(Ad8aYTS8|6y@8u4TUPF
zL9|`;vUrI^mDUhuSJsr%J;Fn5*B7&#h32D7`5MgZm7`0MGxVnoYgk7VF%SJtegkW^
z(Jk=qy*+#<PoTek`*E4?iuHjFmIpZ(q7Us-S&J8KDs<Fq5Tj{ZM{B!v78NavxQ4G)
z{)JYU>6A-?B9_yhB^)AR1w`a5w%o^*ady=tOW)Nw#KQAPuuRc)Pnt93&efe==m<Ax
z8v)}^wBJVN!F-BxdA>sa3Y=(do1xE|pn-+ucGN8<Uu27L)kLjpU6G555FpupWkj?t
zNl4ub;NnGV1zZ1oxqf)EmmR+G&zyivK+&%pH-Y3QCqvSPhHJu8xzd>QKdI1o{Tc)-
zB?gO4RdJlb?ilrT>laB#!jF|^h(g1h?<RR6ZN)i8pr!>~Lj7=}b~m~oXY(mim(>Kt
zR+MjAMWZ@Uxo?Z+Pg61r?I?%w$w$o65iZ~BY4G0OUerXdZQ`71YWDgln7<b5=|2zm
z4vg2IsdC98qh**KVC-xaa~47&&<UWA=RK6_ChSu+FPa2>i#8ix;FMtiX?LP@lGWV}
zCUHixqlr(5&1%XwDD*`_TlaVfb3G2REk}BfqjF;aX-XVq9ZLay4p9mGn%z!;Or3V_
zW-akfeODr=!w3PX)iw-^5quymD1s?O9P((dk@<v{&6jhjtJ#CZ$C?Y7@Cl<fy{n(*
zd9Hoh@k#zwvzI++$^kn2uL7*x?{GJ!FV3$EZU<zCDE1G+Q0Yw?kn2%mGZeWrWyxPS
zk|B3W)USR>ZTca%I%YAi=EU#0F~1(J;Ot{YMD1nQazUz6LHUoPio=2AJ0K=48rEXX
zWI)jbg`FgX{$l8Ds}8xuv#0vHFYu}hq)+}$5=_k#tV$Oy_kNaa-9fTh9iqEFk_NXM
zz#FKWD7xe!h{VA<7T6uykOX%x$&%lnJabpmV~-=3=5C()(Q+94Z(e!tiiHcli^_G8
zQTQ!Ow0g~Wj?`<*{SJ6S;d!Q#`@Hc>GB=0w5pR_O-RAF9x1*C`-uE2L5uShVc((JF
zLQ|t#;+hK=S@^{Mu<JDO(j;kT;jW7qC-coLO{i7N9yyV}X*>=-;N6$=i0c|wi3a2H
zVA-S%`P4H~y8ko;kHK!Ymi@Y*CNmx;<>PDNfVG2BrX03N2#){Ft8x5D<6<FCPxF@a
z7x}3s<Uk>OkHoJ}N|*BM$bp8nF*-!_5WBf<=H%dM2Kisef8Umq-#p3!L=8WtP=gc>
z%9^Fw&PYyTrR0v4*S?B$uGIAZ)l}=Y@U1GhmvySv`^*VwF2d|<1IAXJf7;>XPGO2o
zw;yQ`G$z_`4;3!-I-hJAV$%N2PDqYFW?HIUT}J>A)nij+A5kVh3QYMl-}HArT6vYV
zc4+Xun5T|D^dCId=v)k77BPn3D0vAtC@|N;y@t*%FTT+It><SeKU|(NH)Ekg&<v%)
z6BHc~5n4>vt5ZMRs7}}a(*p(5YO0s1H{#f!6q^s!!8Zr}V0IuOoO1Jpdp0{3Oj)Qc
z6X<ExM>;6KczLMed!-wLY;<9)kScp!AHnn2YQwjg(5Jpy)+<o083!V1qJ>!nxTHhe
z1qMwrl>I;oFLuAz#iuOo(wuE`tVU83w8hvvSsJV+N<w!ruZ8_wQm#vsV%NOK!dL?F
zPCDNd6=>*<-@*&{-a1@&95h6m-?aUg#{?sp;|8e3ziFaYqQ^=^bSBR%XWO8;t?=EC
zR#(bh_60O4exq$8QRF!Aw2d-WYrr030Vd#{kT1^R_KP`*0w=sTiDO!XFyiRiG>`d6
z?@%Ds0VUA*_ZmlXK`z$>FZK0;@I^o;xE`G*XPl_5Bw-BUfaikHfeXV)<X%xDVXu6n
z9u=E=92rS3kV&GP{y!)huQzd`M3NHO;{h7NEP7ujv6bMvlXEeY#uzzjeH|FjKy0)u
z-Jj+j&)iLLTN{y)FW+kdl@>z~Q{dwMuxsoL$<1#HU!UK;Ftx*qalS@Zu%zD)WJ__@
z|K!i$9MZnz+8C_6w2D@YlJSrW6__zxpl?m=!;$MzI}B9^j8>iin;IxzmQ<mhN5D$|
z7XTAM?7oc0bF(^$IwLPnucaG|WEU}_KiS*NkDvf&ZCVmQuxtcO&Di6LgUf>9nF<&J
zoy3j-{Amrc!RAR0(R9O&&%vQx44n)zIP(5j`W1dKeW~jtF@h5=3C2Z0Bf4Zol%#Im
zZ~@1?N)kudBV_;{eqOk%Ok|E?gn=s@XMxny%PSI!fDz7EezjTQbz<!z%BTKW{{Z#r
zO}vj0-Eb8dat1QWKdlYwG70pX3GR)+4IHDP>}rJi72n!T#BLp2VUV0)de*UxqJ}7%
zUoegfh5ntXXIT~e#++<X_c{|%Do~c=Ihkzb(&O0$tgq)}2ii{D`&2^KXdn>W%IeN{
zBMj#qhqZL6eJcf-5AH$3sa%kLwc9VlO><F#JBPG@22jWhiU<U8T=S<+JIcXh$=dCi
z8W><<I{p2hDg67?@~yLi!(`bwc+`dFy%zW3cDZG5HSvZBmLx9h95KM^Yla#+T9a`c
zeshz8szUz&GelB<3%Ja?t6PRevyA|Ox-yWw)o~)&$K)YrypNoYKmB#P9kt?_5>zUK
z?vg>r9eAq7(#mFgh~y^m0mf9|k@cx`p6Cb`_IHJ4olh%=!)*vXao(L6hSn2;mq{ng
ztjmmk29nQ2)U`cU2wiZOE+bWD7%ol+;gemWd>Zk5Y(iSv<xWyVaJ+sMo0^Bj7dVED
z-yc5k6cHX<9D(VN>rpNBsFhmQCMZtU^!%~by$Jjy@ukU+?H2aHFBumqNgnjm@MFa`
zVb;pl)r6mUo^h4>RQpJDVRMZF-^zHWoGVC19D+dh0;@}>O9mv30~G%NmW)9xKbWq<
zKZ1TUol9NCYrPI*{{Tn^uBXCZ8bLC=R(6aVhgY~<06i+bv>LMuo^^|bo6pCW3vlh!
z=kTj(<*G95$saH+&mN=Fw>5tX-{{(v#hlYDcK{9FK0@b^0To)-z(k5?m8F<<Z)(~U
z+tqAZjm$)iW@WsDZrU*@lbUqS7Cc$Skld?d?w>(hul5v?u49Bt&ekKK`qTc`61j*+
z<t8{|(ETd?iYY|j_)+1>{7I|a4Phi}7@^5R*!hXT9DXLfVZIgkLoCNl<nm9LYOlgw
zJM8`&n)$gma~-GE7lHcjt^WWU>Yv!&4b?9J!-yFZ9d|baADwxXr!Q#YnTu}rM}S;h
zT7PWbixG=YIsBl+k{3K2{V`BpuaRuhLYZJPQG3>QnKa1(is1~1c~XNo9*5qwV+f3;
z*_uE&SK__8OPUFFI%BFZ68>AZF<c#<XGL$}H3ic{Z}*WfN6jRCNc62;TEyMLUfe8X
z^5gi2(y=18mc>g<b7}lR`kz|nsmz_3GEEG^Tm@@a@*o^+JzW0)_37y@0sC@@V;m%3
z-lE~6l|IvBjfwe>!mHZ5-!YQ$2}L{_=hoz0u`l{G8=+nCKUZ$Js-`*ED%rVM!vf65
zr`D`A!%obO-f(U_vC4t#QCuv}qI*(G$TpN8!YMuU2jo5(;F5711NY1K*}m_&<NPVp
zN&TYCk>sLq%iJGtYOg({aX_V5$GiPz-djIPRl5?Xg3tGJC?D`TT*)giAy`(zQ*m&}
z?ffyR&T46Hp3(t4WQKEqpWLa^*X@cvQ@whI9S?I=Jm@X%*&8zBf>>Y*O>*izwk)=t
z_Uk3MTqLi{b}T)rDBU7ovc@p0)!1@RrAK8Y(`qJFEKz=LI%7SnO6m)DU$n6q$I7a4
zxcmAVsHD}<Xk;mt>iDB)%3cn73emT@f*DLw{_qYJy$5Q~yPiocFsZSL!zk<j0N1M)
z)?@5R=Dx@32^{0;-lh$vDDFR1hIl!Q?-Ozg_BCDY;!Ak^&z@p_c-N^u^=j8qib;OL
z!}klvnVxg&QKp-59o&+)%^P%bK>oDaP2Cl~sCBi|PG67Q#yCJYZ)zj9jbnR<W(xlR
zc06)DsyXgf!^^j{0hsl6sL;;$%Oos(wHvbCIO-_BaJchyuENkSm%Fasr|N1$ZT1He
zO2uMcGu?;MtTb>eEq!jjWUa<J0Dl^!KGAwnGq}h8vv)!H)oeQw$#$~rfdP!aD&y~C
z+|eeQR#9;|2?7j`<eE_S+Y2KGoOC2`K7y@58_6Hpr2Xn+EZN6CgET1J>N|HRUfngs
zYPRXOvmW443haq)WnzLngdIyC=~J6=XxNDPtti{Svi21Pv=dxiv3!(Fsmc5^Q)wrz
zqO-Z94d>dSDuc_Aat~eJ#;S;d<!>V^BY&%nPhZ4-H5}JTYd@84K2`hj9<?NUyw5W0
zgm1V><PU1TWZjFs-G(mPvS5XmU|+Zw89wKwJ^}rh#bpG~F9QT&N5APx@svh;Tz!~)
z*&SH=RA1^3+9Z&NkaDZk4}WS~Y9d%<H}W#dp;9b`ZiAoa(xZ5eoiJEN_muM|p!W2n
zcl&nMNcP0N0`~W-QJ=8F(!xZp;0E*<p+!mEl$G@$nLLS=r#oR&*SobwZzWlTFh`Yc
zKBL~Inker=T+bnh1A-4m`c!v5ds}RVCQ{!i0CitlC4I#1SW_Ler4X5d{{YJ~&>DTj
zO50iGF$Vtke_@KMq8nROlRjk8_U-kg-}abH_r$Ab3+h3u=CZTgyXjz&CWh!kZiONr
zF(<u7{#~U0aQ)=2enHp+Q}3MHq)?5qq07HwD#9B#h{~|Bc>YCY83!JfJi6#lE%qVa
zVZ?V5ZbQo{>VA}}@~n(vkV9?Lj?~Ar#5;>D_YMC5EY#%V-j-Eywt2?LqZrtDE%;MS
z^($VZqqspiwpg-XhnK(Bfd#JV6(!#>;dh=gDmh=xfi6h$p<~Y-K&T~<$W`rz$a)zY
zjN+7^a&Ct;tgezg&Gv~w%A)c!-!#dhX17+k+@*f(YuHkUc;(%0#0KT1W5Ca9mK%nS
zV;o;Hp0Y?ds7Wy-nG=U~jobHY)5}hz)t4gF0sgHd;Hv%NDpi}yB{qpA9G78$51^>l
zXk-lH43+Ba-3NSCsHN1jlGuTA1H{M5jPev8nY}or5=r)O2`RAs!S~Hi=G*Z&jE=?6
zU%*qB?CR&_Z{827KjBSA{YH~xMa-UZu{g-jmV-F|0DID;j(OjB0SN~<A9N3`Jt2q5
z+VK?HbHjD~Y3*?l@|hsQ4jb$4JJzv-?r9h>6Zu3IWn&=07#JT<T2Hl1=x_koa4@}p
z!laKO-((}y1JC7GAho!WxJ4dd`MzJuwu~grqXzUTmAH^)g8__#j)&`0Ewsi}CGuTx
z#ZOw%j>%y`=S{-)%{}fdEtd;|di2e28YyboylC52d*{Ol{I7>vRCy;JZzuk`y%g_;
zvkCqm>2fbd^Lu0dTD=wXwf_K%D|dgH;a2`6y;-Z`psnEjZCGVZgy4^FEvw{+;%gm1
ztc6k;PCT{#AzxZ}!~R5_dy>ELF1X}&{o7Z_w|9SMb;M_ABj!Cx^{b-Qna5W5MUv|T
zt1YZ+5(X&D<B{97M<mgGvOo(<DsrIoVeL`P4DWg+h?4}7sb@VijGBGl+3mzPu>SCY
zw3O!u-}9|*V__naM!ZPp%AhzWx6+6T>C+hJVYE0KU$FHQ-9l!)gft&4xZcVK41EP8
z(fy~(Hzi|fW56xcA4)F9mB)FXW7HlsP0`E9cmDwERBV$?bhi<1DA`?|3X#TYY1~_g
zB=YyGe5}pe9C1##ig_ekn^5u~#=xt`9dkzG(2mv=k<4>Uo_{LaPh3;r*zwJ$$bd2u
zV`;cK;C895EEGs3^OiSt4peo|Q%fsbo5-K#No7Dwsm^_=*j&VMOzjl*u8zS*<m0EX
zrFOWI)mCR!jE$q5ck51+Mw5lPl0=LgXKpy8irO0@&|F<RD=^vuXRp3!5XLVXK{MRK
z(Z9$@bBqo>De4;8%9+ujb|qVPOw!ueT1WPad1R5}Z=4dnG0*j>Qr^j|nH7wYgS!Od
z^{PpOu^J`o?zd^;XNc~Po>+QS>w9Z*jXaUHyEyrj^v|tT+_9{3CJZO!+@~xlr^<x+
zZ*d_#B4<;BR*^4Vjl?kA+9j>Z2}AMbW2e1w`qr5)pE9z(_(>p<*dE5V#q`j|#z=&d
zClVqy2_14V)3shvZ7eL3<>GYYHwW<bBAnu;tSGk!bI-Pt8ZbFixd8O3)-+i&Gkmg)
zoOU&>tm%!WGEZ*1t>hRFkGeho06M{7#a%K>A;><p#V9yCGqN)0S3}-+WL816$Hw1k
zbZ`c84-q)Zlibp(qA-?T1cQ~U(Lp43{$$agFnrLUAFt=ylv7~chr%uG)kNU=sxpc>
z{7p>rTEOXdC~0KJ`o4jE>Ls(9DAx95%+1j<2jfyhrp%A_xqv15DPhHIu0bP7Xqdj9
zHjtnBWw?MU_LHW6ZtAvn_V$k?_YM^y4sbosu&Z7l@IJlbOV$=vqEXqIz>YEMPxR|v
z+wkk*S@3SBE~|Zg9p&Va6jeybSc%3+B;@*Z6*8!h)NX3nX}%ozUE!H8ZrV6-pv^fM
zc^mtxKadsW9w7Mru3paZ=oV1fTa4{_fO!~t`U<P@qr_)f@snw<ak9rv{n|&#4=MY^
z{{Sz;-nst(4fqpM*RDtQVtt{XkmX9GWBsCgR&j;(k$1L;)Uo)@<EvH^NpS_-dFDAG
z9R6I_x%ex@@8i!7$u^~+%VrPA={oL;Vd|vyA5mBy6Zl1=cx0VdT%9kk6lI!EmKeT(
z_4=Bj;}4D+R*)LQ!%-%qcB5~bj6)yO``?Ei^$yq2Ys}fW_%)zSJmn_1g5E=sZy5ns
z^A$qt;GUkAtsb9!C>u^Am~c<je}#DM=Z(B+tjg2e_=4sVM&S%i<)|LO3bmtrOYx?I
za)j!ydVpoE?*4E`*Ql*is*x{|ni}_o?tCU1EkecOgymI{_apm*{W{h)ptX`VSmP@m
z(mbQo``5pCXT=&H#P1Hv47R~$QHzU7d1%|QQ`~wHUR&a?4u8Tiu05<Hmm8y$kG#FJ
z?_G2&bG}(_WjNbZV!>x>u!Vi1J%D*w=iaA|;uxb5!4|-y?t$8?G?uW>=iI9K{R2{o
znV9mPW`6SY#dfD-5n{bbW%AJe@D5`mnpC;BS)SJe%nDDII(<J{tl?E%QOqu%esPbR
z>T2ejV=eW~rHc8I$t;2~Ha_tu*ZlOP<o9KAoj-zn88?aUJo)5w(;{p*{`vmu{{T~7
z-(ja(X?BTiX97bK00OA~bj>SGgGkdY>}|#pBnzKY>T8_%h2vE4ZiVMX7@JVIK3%LQ
zp>FJbg?RO9%B+s4#YG)0?xka<#phpL!EGP+rI0B7YY6;C@Nb*tf5J(pZvOzT;~$-T
z+j9<~;;ZQ{wVh4wXD20hWGAp*f|z_IY@{Oc2<LYVR~#hdt|w6@ePd;*Sn5%Ewl{EG
z#(#<_0}s-ld0}g)TQ$AZDJ*T(SZDIDlPxXvPYd2hd!gSwwCda_VgnCx(AUwQ4?Jj|
zGSJMjqQj_L5gpVZ^lr>Ojb&1l>9UlRk3R9|g|56b-)Xd9+H8%C^SKXU@Aa-KE9<G_
z#8Hk0132V;Yw4X=PJ>m`XR^3J(aME+9s3&j$5D>z!usaYNSZldkjI5i4mxDlqlB*N
zE?I7j=NoK9ZhW#KB*`W>5<61}kdrO6V8~m5#NhpD@vN+hmnhOm$NpI^bM28*$*12-
zbO+hlZPjy?&U5KqeyoIs$>bS!%POSU$pF+c$K}M&b1B*UA$wDVLK~SPF{-)fUA|-Z
z8nt7gUEHXO2qw5dbG1~Hnr=xgN-Bt=@|2<62n3cm$DpW4iKBG1DK^$S#_ZtwR>OEh
zTuY{&TMNa2E(B%*27a}kY$DU-WKGb%cO2(CjY5)pG1#XxH=wQ3Fi<&Y0N|QQZY5(I
zJ9#o7JCxLc<&sB#DV3uf5cwJQ9qLH_)8xdmKqY2BF)9I3{c5bnQES=DEKn)Sx6dZt
zm2=8jP@9O>O}H3SoYn8MnFD;Q7~_x!B9Q5?n8Xt7T;!-+?$2(t`Cn0^ChFM&#)9BS
z4nAnqWa6cWLkvD;lC+7?B#n-L8rik*Rpi%(_8S|?y8*D{)B4r9yeoZb3rnWl#=US*
z<M~uBTkeK)GS42=h(b)nhC5FS{(UK*Xt{m<aS??1Qy;~jYTWxYP_wa3u6r<~WPmWt
zLvcB+T{gyITgdV!mo>WEZYL}l0&(9pVMVZ)%x7~Xd}ES7`t^R|I3+9QN4)e=+NVuC
zg#m4($F9@GE=z94jKZ-?lqHHd$;Th1Qe?V^P*`KP{{TnF`o>^!&syA@P7%r`e=!Ld
z8-@q@=Alh8{#$@;nWo%u(d;e9pv4Xvb6-K3G0kxTv);+(5^)~H?f6xQ{M(4tCHW5|
zvbNj~+;^^l{4wG<8Cu^)x@fV=`DdELy3(G`;oj{oA!i_Lln?>-;-N`&V<A|S%6y{U
zYH(DZ54|9QL}$7o^SFT)?EXi!O4g)B<bqWjA2RSk^{D2WOL-!-QbP`o-^Ep^#-#GR
zEYQU2T=VmEsUwm_K(|Q~%I6?~jGuaRcMJ(h{G<n>oaB$?Nh`rSZYsD38U7_c)D(1H
z64O7nJVj+<iUeXoB+LH5<o<m>8u}9<6Fdb2sptiHcfsu(`B$3E&eE4YL{dLo4qN&P
z=sqfIFQWWE)Ls@M;^ltL7CPnlKc;KQ#!uQ+vgkwH>?B2&CXL4BakYW&4SeIQ>93+|
zmv&5!!U+ng&VF8?{zO-~cpq8*-|%jks5#8f2w8dlHQ~QepT@Wki`r$ywe_Z_XA+Sx
z@}=XPjz{TNfvL$+#q}IdKMy7jOKm*$>FrQ`t_zH&!Mq%8Va_|#T%@t=f8INE57_<{
z6fzY7WQ`I<IB^#zACI+q?doW2X%|pOuIUXhjyTrxFPNSN7+27vUeW&m=qYFa0DqVK
zYvrrEdv{iat^*lQ${5y6z7}B{I>g(DK*Jg4yzE^WRFY_!E1zG(tLe8hEH?M{(#qWt
zB~nk}n!8^w{3+5RwfK*t&W;NPkPr|3Giv&Ryy}$P9hnVSt8uB=S;!;0y|;nL$XO%`
zaro3f+uA?<1uXvn@B04$jd(A|Z9Q)MacJzw0@<J;jz5X3&WDGsjzYQ40R(alYYaT5
zu7;x7=wA@;Ev`IssyfXakr5x3!TwY7E^tM2LEkaTa?!5?9S6Aesy3F!2$Xq1DjfXh
z86MSh&Wr~8JY~_ChRGuzO7&?bqM~fHKqQhfR0DAwhd2X;`s1Y`@}1LYK4=(K11p^L
zq(oJ9j#nz#%Hp~|2x-yl9xv1Fh6=2q+yT@tIsGZlN-=M++tBy_01j#6N$}>MWB>*z
z6gE4yGJjmxpZsprifH<FmmHf~;(s;A`w9O5*CM@43<2$5JN#R^ZD+@GK^)s7(_%=6
z8OtA;znC9|c=S`9O-v)Kj!c_dn|50{#BH3G-N8NTSWU|vjj^Q0cazuJsX#3inQhz4
zk-2AO$j`8;Oy!s?GM;``V!Q+2>0Z=dQ>kcb!8#R14jG5u$m>{|rKHnJWVZ#a^M^zH
zKJ{^oa>}1LSI;r0WAznzrx3t)$M=rX3Fs?Ey`)FFvC939J3LO3WfWw@InSvz6~w>V
z(U-P9TF2Hk7~}A*4Npp%)=xSS{*5Wjg!a#DRRRU02GiGZB<^x}9@sU(IJE81$)>a`
z*+VtVq|Q9JQ@eKdt803e4I@A^2{>jWJo;jw)Ff;8wpy`gU-gOxGw)4Uqd>OvxH1l?
zKa26K?`<L_rh<7bB!=!KXU|k8x$j7}@aco?lCgOk?jYj_zco6{R#k#L#{oD_<og;&
zfwc*nZ_5(!%6ohMlyddmg@)W-OLJ&0;mXOJI<M$|8dkGg`$Urq4Cnn|{_yq3)}e;t
zJ4@iP4cHiGJqY?#vMiC^i>QHZ-!T6GWFFKj%T^0flH3b*{?E1~HaTwPy($}VH1hqJ
z=gVHMc)|6nvO@uHw{hon2oLdkRY_iJh>IeX-N8Z8MN84@28?S8+>+yTu?%lNbn(X(
zmvAnA+VV1;%zi=J2eoKAEVfZaGnD}I{pO~b#nx=YGI?X<C-}W{`Bl%e9j;WC7;KSQ
z#_1*JXy_|P?Zu-=WKGfS#EQIQ-l^H!6`EJN!bZ9B_x}J&kL@cQo>WRh%lD*ixTP1$
z3G$Zbu#F=(4t&)E<yGsCTBqhU+)HP$q0Zs};0lt-riOM7__kgclfkRk1uXF;xM^jO
zeA0DbKf;~4wH>ZiLLqVIHq=qI5FSaV36}8vm?(*lE~BG=_39V3Nv0ABc0|81X%0SW
znc^tOZ3r?+_vH8QiW6hkVUb$@0B6tko0T|2h~w%_MRhcfb+s1=r*;?kjcK$^c?$W8
z%Bk|J_xja&p_U7MkVIJ!;5Z+CtCgkhm2Sc;&t}`Ck&Cy?W9k4NwPoAwHp?s#D3SBF
zGCB_ARVeIcYiDbK!BgjK_XC^?1>BSFw}}dF8~`~0Q5M#W6KirwMVwJAk|y_2hYRb|
z`P4?)ui`GUV2`|9<7(8=G)SU5#a1uEfz)Hxq>34t-0o2j>PJEBX{CL~xQ#iqweqcl
zGRATr8Og`;rlb*E!cytHnST3ojw-*O6`So)UQ%{}>GbudV2KI4J4aS-<az=0rOkJ4
zg1y2x=ad)~cH57+=za4_BwJ|>y0XbD43-BfK9y-^o(RE(L5uiTuLrJuD!Z+`7a2^O
zr@;XI(fHG{OG29LGA+~Y`&kJeVt6cls(WeXGZ<9>h5rDT_lc-(tY-6k+1qR*=J`42
z(x!Re$Wn+FCLQ~GW{7uT8-S9~PS)rMknl+5N8?d_l2o0hxZ3J40x8c?QO<%At!6j8
zqvm2h@3lTh5lFI`8dk^L2LOIGH@@M%<L!j=GesZ~!rehQz@;pF-?Kr5wq6;}azB+#
zHPBcVYqbY|-9<P&Q(Q$f5tAp`;$RNVrHSIS(_!pYw|^#Q^2upf<9GLJTWMN3MWlz#
znfM^`6x7n%8C@O+RkZ^KPK2N5Oq$+E;`3q~S@~%(&OLEcW}U}owF{e=U7Frx4#SmH
zJQL|qZMK<8&g`TQmLwU)Mq*@_%z+4ArdAyL;2J!?E<q$<gg<^p87JsE)VsH_J$5EA
zMJ#&^xe5VT)MKx&(xyu`0a{IjuicGX9DCF;Mq!`K+END3&Ur2UX+poARh5+=pdWd^
z9@SA=Y*cO7bK1!v6Bb4zs)qmr_32LgBP4=N$W{0}fS`Bdy+;kStQy^y3_07=pMP4O
zJ1HfIj0~qecq7};)hJ(~N<KmhJ&)zP;6EXcKalNHt(0*99&fqG`EpKu>R7Cf#F#Mi
z2k_%0{Y_}5o|~3O$Q@2k71Ino`W-N&-llr2ax%Wgke)CO2jy1buwxmIU{RcgH9Or~
zTd`PU1;;`M6-wh)nn=Ti!mDA0ZOaH6+A-X{n|pLucgrsX0a4GYAk1;0$r;UMJ>;Hy
ze(hIq`FP-(gxyFY8-fl<eZx7Zm2|X3%DP3TzY<BEj8%aJNvJ;1g$VM?bB;LMOlz2e
z?J%xamGe3g?TTNt#VPxRL#{&~x(`~yRa@PeI<56SnfOnS_*QyGGmqbO{{XJfMK|Fq
z@AzY*w&2<GvPb=PdMn1M@xN2asqw#4XU3>x@F$2+92V0qKtJ}$tK^|2yIP?me2elc
zH%;BE>u(s0_#a;x$NWofKlEEy$kyu=&`%3|)1WV~ahwlY(vr~TtGXfkRmAWZCk$36
z!P~*XH9El1+R7cjcb&=r&OtQmVJ+}$a-Lc`e68FNI#rt#ip+>^TYl_@-NrCDt+{%b
zxe&yyJ(|6eY(+mYBPOLwF+HE}Tr9CZ{lw>hJwF;`cd|in_VEBCIm6?EK9yeHDXy+v
z(TEeFToaACBd6s~=vFNon?r9ku~v3Zm^*Qg!@WY2UA!f?e(Ve`(SUQ;r8dq>VK|BM
z^Efdx<BaFhooFr+Ss=K=!U+I$qTytf#xfzYNd$%77bTQ)*NkSJy|1kb+r%Q4Cp|`T
zKE1lsmhnMjG|Gg?TxS{JW14|3B)ld#{{V9GrVa)HJ%0*U8q}V6Jli5KrP>pKN6cw%
zXM)`#lOJeVR~hMoI3BfL*efWvykVcYjAZBQPPZ)$tHh88jZW;hKmMwB3ld9nByvG@
zZ4ofb^0K$h(*V@CxQgKnA~uQ1F1#)Qr~=#w9b%hl3>j0d2UAj*BAy-IV+nxEW4ZLF
zxM)cTnklX#hstE!O0OJq{uMlC;z&=K98QOjj7C@5sYGEWJAnkTN)E&BNB;n>r`W4?
z9m~S%`Q>sjMOr1IR-O@e6wHJfK2tJu^yog7Jdu!#<;W&6xPCrT7q5D!Zn4B}ZP6rB
zer>rJ>Ds4(mE&3WDH*`?0W1wvcO|1yE-mMX+FfmBkv>pIxAU%BSJDoXDqO_AWM_<?
zarLf=Cx%DFk*EvEKBwBJjYY(U3732_WMkZS6;r0FD+FZYvB6tG<~x~k$cK0P$I`FE
zc{;D!<&}Vojezl*)Yf!4Y|J9XOUIrMr`ED(v7P5jbOB&t%O3vq%<0Mu=#13085FZ!
zT|Ly&pR=AxW5?3E4+Z#U=f?gjO*MBdqW<z(araPvoDZ#I%V`{nH27{|R8C1G<o$3f
z);<Gyarlc>NaRLX?9_a}?{iTm(z!~_o`>Q;68L}NSB7DYAsex_+R{7+l#b`y)YX55
zJ~Pz3Z=~v4j-wn=2=2VNV~KcG+72_+o_g1W_~%z1Gx6S`ad9-F3uiFG1_)GK{{TE1
z_1}P#!9RwzLv9F-Z#Ino0Jyx?4mw?$C(#}w;^ChhYt!8y-HX`*=euY8E9guA02b-L
z4!#`eSFL37dC?+86d*3=E1a?HIP1-L7mR01zZvT=3v?nYsWMJ_XRqsC-Qyn#YCbXW
zM}{nP_~ZE+IV5Qt3mSQ6C*QSHm68%XQ^g)X@gI$+&Y?S7*c1D^NHP;2`#0lTo(K3r
zt!wuSeR{vy`f%l5Rr%b1vcJ^Vq}gb`2Ka0sI{u{v#-PLnGA2T2`=~R4?rTrSx@U+y
zS)xThg*Di|z{&H$0K-f@oFDvmiW5snj9Y((o(j}7(`jy2=6Fulxk-aat?!OM3|AAa
zd^Ei9+r06{+Ksk9)`j`hdJsBSo<VP~ctcTZn=6~GI_(e4uaH>!5O_7}{tfu)XM7{E
z@kA?WIr&B0c`-lx!}w3;D@e+8o%cjF860nh?qu-Cj5O_1AKk|Ch-Zu+yo_<r(>eSr
z);=p~!s|eS^%YF9Nw9A27*gy101dPc6|`EdgyP!au<JFuZjMfK$m#ghUm0(Whr{-X
z5ASE5IFlWIqMNFvRZ1un8jDQwc<fdibwd{BZclIzdVE%i3HcWTJxz1bi-^L=Cz0Av
z6m|JWeDmI>oXMXe7n5T3UZ9_?dVJ{S<u*mFvdjk9_LG)7v(0ut4{alt##YLqc0m)(
z`2ErR>&wJ4I+$8dDj3e^a``NJeii872Ifh8U2+xKg4!Rw{_w18)U`H^AstV4uLby<
zas8*`_Jp#PvV~C*k8{bddhK5_d_}luynm~-cw!}8#2jt;MQ~wks$HAZ*mJF<5oa+*
z4=mfdQ1@1Qz**ulu)qa}=Uj!{Q{OVEE+QW^gBkZ2{Ajn++VPFdj3Ae!N>3ntKRWe2
zyXcHmQP!Dl3_GNrKbNV<Kdo<kGPqqc;si+(gASn!#KSxi2IW6qG5FV<H<bdlvnJ?Z
zIcZB{C({+sd^by__>H5yvS-Ycl^EbI(^%pvDZ!?Sglx~LE5p7e+QV<-DUX}wyzr#M
z^;7z({OjC%SAu+QjVAGhjDByFO^TA(>xmlzxNx)OsdHH^1n>cj`0Btst08dUE;z;s
zuXiv-kM&9a0DRZZUkqYp_=%=rflwsv+iBvyk~LVlH&Wt)Ry_555f-uIElW|<BgLF^
zD#U<e%pq4NKAEoW*47J1giu70qKpMmfn1NoUmYic^n@@(C)BP<TWF6!d$INv;CHwF
zF!2PxX}{L)!EQoFAw^$c0jWx@Vd#&nYad$h)|Ib7(cao4k~okIGW&yHIcWYg@rQ%1
zQel5Cp=20&miG==Fz<uZAA0&n!@A|Ki1Z6RTFjp+;xOA!R6PoxaB?d*8Pa#ydNam#
z?+U+$Z~o3tnE^YZkdM4S#<I@!7z{UkI@hxJ`%4;+h3=$L`|DLRMn_&ckIOal`(C@V
zNF?JNDjX4B#upRM4|{Y&Ryv&<M!eSV<FmB^T%5a+l~wLddj^T&EiXlhe7F`_$KIAf
zl25m#Wc)JHzQy5quVy8uy#3*3>KCy7wRhqdid({75W3VMReQF?R?6Kx#^_JellWH-
zD-$}h<c`RstZrUvntqxG+b=Ec#xwib0{;LyOD$hb)P^jtt*$+zkT>$Lk*;j-b-SZ?
zs@}<QcQM_%RwVOHk50VOE>`bPx_eooAgr-59M(Tpn^zsrs<qDv>3ZZ0vp})S{4&Nc
zLH@PlTHcR!pkK{pbb)~72>vzo73v=iJX<%5d@i>aiUswvc{dw+F$0GDX+9-sk=*!Z
zO+(4wHI^h89F@)(eq8<)wi6L5Q{<D-XO62ZN~K+a2RmD>eHCF0O{Utnl$^r7hoG;W
zCYcSmaE+G79mRbervCuQF4z9Jr~ZN~Y{~pK5;<QPcy;ydQ$@3gd2nu(=XD(v1^rEQ
znqH4(q+2b$oC_ML#&OB_CZX{ryJ_LQ2J2S5<~wxAQPq!SA5&jFYCjOXdEyJExV61H
zZLvQjHp3Vm?bMp$kF=>31+dSi>XxIW*=n}t3)^VsjE~}6k@WPho-}WXel+mi>Pf23
zbz2g{%}IyM2Xd@BAI`pt(=V;{O*Y>8)%U?XVnlCZD>*_`-QIwBr;B_dJUy!qEW6rF
zGZ8(#RQrnNq_l4^v37Mo!g>MiUfuB)*U#{k#LA$_ZbXWHoqt1KFte6GSwKFO?qI6>
zT3YT>Gvr7SV^6ZlB9q3^oxfUHY~E%u!uv_!B7YaPU*8<VVO(dYYTxiqikg>-Etem<
zg!%G&<DmTOTEDx4ljt^j?}jv#(EK}Nr>Oa&jBh@!d1LvLURUv>R5v=tpQOea*4{Hb
zs=WNih5Z4qX*f}nz!md8t*J?`c&}H~jAvxCl!>#PM!zbb$Y=4d7Yhect=TJcx%eHe
z86ed(XWqV4o_uQK1Ovl<pjUn4jU)SK!ncs3?w%#{q5lARdHqI5<6bG?%}4ta$GU9h
zPu$M`0A`o|1;8i%1&aDGjmzw5Vj}5Px(A~^SGTxZoJg=b^U;PeO%}#^{K;Gi1AMsu
z06i;b#(D#3o+`b!4q}B{%tRl?jnA(hpM_vaZwkp8IFz#Tg;@SZy?9HSH#I?Z8(YXs
zsw9Mw+mL;!*6(r{lR0SD_#HsV?MzKVd00gyx}<7IV8mx0y(&hA8<47(MHqA-5)ZX7
zIv<BJMK8o%DWS^z(r!{Q{{Sr7zKyS({vO+<uf%O2Mj5xfp_rWG_ibNBcCRNH{6Z(W
z;NKY7MdNFE7%LC4pdgR-nz$k+VZPgH#s=)*6Z8VT1LE{({y2xt$ChlDKV8k*yxMDt
zS-#C~u8$umF^rF`c473UnQ_>gYhOCd*#$r4mg;NV!)GqZABXvu9BuaZt58U?Cguwq
z_`{Lc{Pm_im6!ayDI~V#J$d!6jcs&Yh&IcqjfhB*ITGUo^6%EYJK(N?<?DKeqaog4
zh(@Q;o31|r`q!7uHPcQK-IYR|VOJlCHS|Bitu)wpDjDQZCcKfSe0qJ={S+U@xbaf8
zGA8spD~XcY+DYU%jx{dF&;gTQCEpvpPglIw9&Mg{?=yqX1e0Gw{8QErjqv{fQkpVE
zvnYWudCMFh(>3#yX*~8(Nf8Ab<&ju+=~-Z*cG)mS#*d>(;<@Ft(yi9w;w1A9*Ae&Y
z&O6qwqu`xqNzwfMR>$m-xe>E0s{Edv4_+#l!@H=wHSq$$l5D|qA%TW|=za(5iud0e
z***UNgEdH_8I@o%raI+*Za*wl&k-n8QENh+nsz>8g2ZY2M6(YudawtjYw7lP+LhJ5
zonr~Qo^~QOECJ|Fa(ZI2Y-AV6%PO%da;3kE+Pz2M_MDSzw>N+@CA?TtdTwL?0M@Rl
z)b@1Tk*k%J%&V^gc#79gne_`5HqoIj%Oac({ARrF_Q^DNa^;%ZLx2Zd_ph&SZR5PK
zxVDgGCXJ(E>_#i*iEVz?w-y)C1(p|Rm>*R*$o#4>^<E||OLR;n&!NM^9m?N94xbP*
z+(@y&7ppNi1NE-i{tx)9DZDyb#U?V#_K5iRA2nR~bK%h^#7#O0BWH%wHzAmCHjkGc
z`-<1Kd`H#}hu|Gn?Hdy`UPMH7-sC7F>74!*$5v9OE>k&PF2~IpMv-@}-yJ_qfo`=I
zR@jBWPypuyk?B_aLEv8(cza43mZxRpsBs?Ul^c`LU>x?X&x2|I02eaNoQ04<FxWed
zr<(OYjk1_L0wi4JZzCiQ{54FfK6HV}-p9`C90u2P;}>}5A@_*w{xwuzZ;06i+rPN$
zpL&I3np@wt7uy$I=b-khu5Dy3br4f<dVh4D_^t1K5lNMyv75~n%yzF(=ce!f09ATV
zfW9BMjH0=@OM_`|ZvIQm(T8Vz1A)lL1af_PSDv4=d0uPp^JF*xj#T>nE3fb`#LK^j
zk=$BbSd05xm-9+2n;JPV0U+Sy5C<OB6&s58LRu{fUOD)GsCXk<kIuSV%R7`NDfaE@
z!3;UU86RBNHxY`;MT?1<&T>D5dsj*0FCN`|N7Q06+lwn(P(&~*?mXiqjs{Nxuno7_
zt;xB6p9g3IB#J3tmf;)P<E~3yTqIjdK%imQvF}yx;EKx^ZHZmZ6e;;ZsFLa4F=+z%
zWc>VcYVC<vJ8t71QTbFJx%I_p?JXAND>4OHZ$dKzwmxJ~I+}l(<qtX8Wt9A?fboxd
zozgKMk!<B-Z}o@0Rff;XnVRBIxft8j?e`t2xU@E!9>i*p?TJWu`XK3_YJIY;iaN?m
zPWdEuT38X|m<R|+P=WyDocq+*0^iP8yJA7*a5?;OR->Uw8PLf!-0X}>2{>b%1Qlu<
zp<yz{7|7iUo`6&DA@e1V%WTBlfTOAJlSHuF+9KRY-fV}c0|1}!q?D7p1ezy!WM+&b
z;Q`Al9=_w&s7-eEbCijD^2J75*i?m0^6wWVLVf1jf%sI+Vt7KTi6zFs{+aKJ9;4iZ
z#-3oBahV)s0D2FlERwauD_Whfr|_PH`<i=LnDqBDN=^^n$IN}Pnxzzy+`?jxJ&M0^
zM}MiL-!6<c(6>6oj*}b<w;gei5AvwxvXV%=%ZL5ce7kkewMPVo-cKVUdE9;qeJbk4
zV;);clp`*zbIl6PXbV(Sd#SHu4+42f5ZjFX@5k_^8$6(5D)*z;r$41h46Ap#FE7f8
zG6Bv8ex2zdw(?2x0F~I|cTK;C<3e2oheD2!{{W;(lON2;dCdzvT7*t+6vJ+ZD#O3w
z->o^qTag5tq_}RUx8qf1O_wUSFN8zHW4$?Cr*v6?3&7&df!)qnWBJpfv@pc!5_ybH
zOP+w$RT2w@c|J>YI8_{GtUb)Ot%&3)ZV$`9t7ns+#+qw(G}i2a0=$l-d9neKk;0lp
z3<DXDnJNDOR~YEEZb=MGzEU8Guw;>kCXpULwC-3$aQ^_$MI4`c94_|@UtzYZxf&^s
z;!f`^MgTPwmoFr;4eVSTtY~^wx02S~Tm5Q=VncDcs<~T8Tx=5|Zh&JfJ?YB!u}wQ}
zMwc_m8!Jd&QS)pcb#d!YidklbhYVMeal(%EBPFUzp%z`a8<&m0k9xK8TTiw)!y{um
zhe7Q`DY3>4mE^gS;@Lte1vuT`@bsr{xRn*dFe-3Q`1;lRTN#>0WPw#1*x-)ejb4h{
zJ5<E;Zr#yGO6iRT^=9#<ea!gm?<Z*HJBIGLJwBCvH0W&`%$iOQC4Ef|s7Rw^aReOz
zKDCuS#ofX-;CG?UJ-w?|>C@QNI6%~r^&?{yyf`??>HamJaeH}j5jep^!5t5^P?X%V
ztbt_SykrlWp?8ra2P^{&6<+7QYYEqK*veJp_AJYBatg|KDQ-6R{3)pOnOzKpRzcML
z@5ZB2>69;pJfbf+`qNGHtsdDimHz;iYt)LzopmwizT}O1(Zm&4?pEg?dXcUZdwGbl
ztB&7%{X0_(kQ_6QvxyfBtI7RohS||E2wls{yB=}$sB(P?a(xGcMn!Z!Q3q*xxZ<OD
z9YHG_$`s@?ecV)EDUgL$mw&H7!~X!UPg$BWjXa!;sYU17qW#Ibd!JH#BP9GU(a9=v
z=l$NF>*S)3gk&Fv8aY(hGdK&J{{YK*D6c+$6F8^wGk?WuAHmw%oM7qmgP;25)$)9B
zTG(Es`^H^@vJQ6V+*j4UF@G<?8vFC|>9+@tzv|k)L%Oz>8<w3|ENzF$?ma77F3Fs=
zmZ+Y6L8q5&3+1$Oe8WF@XQ-$dC7$kB=Q~3X%I(w)=ASx78E)VT1E(bN0Ry+=Pn`|)
zR`+T1P0A48cZ%BWndpROTTAe&hD3g(o<9mMVU{`4<~Ah*e5yFwJ?Snbgj%9bclk#E
zj)2l!J<N!bAPo~H-J|ZFXxKL&cGmIA{{UwnzFauR0P#$?o@uZ4$he7-TRkv9=A>(6
zp56)IQzIwt*mfD`nsA9PZKD&rF@cCJA3>AfKS4&}bciKYvAT-k153aAzjyJeuI%n5
zB1nmd7T#2xb@Zze&bBrskx`1aPB|FuQCz#<+a$>TTe$usgZNcwB*ih?Th2|(83;aN
z6#S~oG<KIP(4q1q9Q51xiqAI-Ewm&=U5D;j&)yyAo;UkE7Y0^w7s}y!{xl|#`B`Od
zZQ{E{jS*yi2m`KZBfFH!(aQorHx=H49QMsYGmDr~c+f#9JjvURl`P2FjzgK_Wd|$w
zcLD45r*T_CXeGFfE+C%c&PC-)bswER2V1LlU6M_onRnymsLLc1!*Lvo7n*~5x!|00
zib*8dc(TbHxK{hhyb)A{Tl0`X6T@vI6gzSN$fc2hA=FQX;1UNPTC9<ev`cFsiGbu{
zL!A98%m}iK$s27^fLP-Ly;2h;OBRkNRb*Bpa`|~DKD^ZNZnLx#?kgeTh#cmbZq0GF
zMBIrH<dM`>#NT&6mQYJ<!!4dMTSX%&G4{zVz-5?%l5kPFeMNH`)|UEBq^1q*B;$Gh
z74)v4F81>6$@va3?N&AifUU}I8RX;dQ<Wtsjx{-1=IW*k5j%gbZl^s*rF!qcDEI67
zzDN%xlH`AMZsYmao@yE_$*3Em>-I1>&IjTA>$3PWtJ>%uHl7RVm4CEi5Jvg=RkM{J
zk4p2ZMWoT&2ARTmnh7*bV*bD>6E(|;3F=1dkLO<D`#!{wcvn+Eeq(qE9-kudQG8GM
zWBsM7w}`ap%!SweCIQzVaO3)qYV*AhT-QDx-o4hC=`2$aZf#@)qvP?&Jf3P*Hz-{X
znMK){{xi3lFBj`e6l`8g$s4D+{VUr1b>bak!=DYbGo#LsT-+>hJcV+~HfQDZJXBhD
ziF_6DG7q!fM!IIOMlj?ong0M~x-k0HuZp@o(eQ4WZ)Y5ni&<BEikph4LN{abq^#OZ
zHA?4)e`8$V+&#_PwZxCilg#-f{xxSn*ERnD2<maZiFqp9yqI`o<~AAUDu10Ml1Xc5
z$$Kd>$^0>%20L-<PqKpc<)O5&x0ZROVe%;4$}`1v&YU@PMp2ZmeF@^od@HEIV`Jh*
zhAFQU`4TbMcVJ`&?bf`v#y<#dtfBMt#}^g~Gn9-of$l%3t$&W1dtO<1dNyw?pnT`C
z!qxu(fj8Il>AJq3d3i0wR+2^`5*+LVHbC~{rE$hmjBn80q}`7x@W+b$LEuZJxU`l@
zG|=C?vzsAUcfdb%*U&d`>3<V^4Hea<2$c+$?A>CNc0Z2>yg%YP3%?#~8e%Ao7Hp{l
zft3WG%-3=74({e5tZ6b5U_!G-I)HPu<LiM{IN5W=QI*}9<~OHMvsvI}A87Loepx^;
zK_KVQ=BqQ9q6-muC%`fQe(68Xy3dK0a%ukn5w#gZW(jsW#11)NGJiau#<}RBOD)W<
zH_SJdKX_-JO?E}|B+S~gu}<a}ySj$ocmNI3^MFlyN5L@P@R(kf8&q15zPQNiUT<(#
z9fH((w=x~fugF^O{uFBQABgD^GKlB4k|B<Th8y_<QCr|+hUd_|tL9H0&l>zn)$L3{
zyvYMQV;BKNeK%h={9m(@*T*xWM%!;uCG!+=J05*Fu3S5`%_p(SPkwEnGeCcK4$wz#
zaar;iZYDE=T5vgEPjOaZw=vwZ%Yy`JKXf{=_5A7bEViWuq+`sNmv-ud@UG`~shI?J
z(X<gI+wB|jePlT3YpM8scE{p2jS|K{^N7QC7&XdE3*I}<2hE+KJ2~~QLHJeS>xS`_
zg!7EGvb@de2HXMpky+0CjHLBGi5)A%zAx#*`^Hu*e}cqg>%FVnyH|z$PQO|Fb1Z2n
zA7r+T7#^89Zh!Bp=fW%0S1NlIJ{?%4myPt~-qOAtlE)-`roH&|ub;ji%;(42YUDX(
za>R5WDd}H8nyhWTrhyHQ1Nf~f-TXr_PT@thtZ5KEGIGTJqw=m(&y#Bct^<6iV>rjX
zbzc*rjr@Oj%!<TA7B_bJde<QCu#CLm0mA)HrFUVprmRG_5_WX?Sykc#mhYPNzk%|&
z@ZO<nNioHBxdH9DNBCEeBrWF)bW-5_%*6HYUcvBQ7KcpL^U&O`2c`vMjMf(_2c+Ld
zC9t`TzUxHFeuP)bZf&BCe|fTZ<PTc<y6gTuC;tF(zm<HBv7fQYEQ%!R6WX!Czlf<H
zSLm>deGbAE93{MC{{S5o$^1?5o}=Q;KTo!>3PdxRBn;tuV0Es)OXEqi{{XHD{{Wzh
z&hamc^nVE3LvgHJG%?KO5QHs~K9$I%)UJv=jvs}7CsO81TW!OHVL0hZeinGEV#cuA
zta<r|oH?%F{uf_?kNm|S{`@!iQU3r7ufX5*6o32h-{D;!TB<7{-wnJUsrXg(Pq!*6
zT(UH3jt@X{T~CRl5_n%!Mgs=cLC^c9xlj0Aeh2>mprii)--iDH3a6|5UGR3JqhDFu
zYE0A31ELQlhDiht)s5Vz%rnSi^PU1#@SXdUUr=eE@(Q&70ImuD0HBKbcuyQw(V;nz
zfsnk4`iD#-`zp`V$xr<RS6(@<bPqlF-6>BBSVnSEOXb`>Kt??NAXkiirsTo|c}K<p
z#up!2_J56O=6G*S1vd}30!Hj{<-K^{n*a?cW@wY;+5!Gw*0sU>8UV|Wx3UNtL;;3c
zOaf1~-|JsMd?#mbhZ<({lBPxc1dIiI{{U|s0w;B6CHe+Cjw|RNg+W*0=AIA`H_O-l
zx-~{Md#Qn?<Codstyzfa0sfWX(A`_SLzUf*nXh;8_D6xWf&eG%=Z{+X&INs_^2ZuE
z91c0F%cRnFDH}0M1cPW{mGnH<tb8!j1Ugjun~$F5_9-LySC7>H04ni_EzGy@T0;r*
zrf{KycPAf}eJ`b0CYhyL*v39sVpJc1>sOdo_Y^yWW<QU$pX^@-Y8Mf<CV2dqzus;?
z#=JVh+(T%I-xcq^BJjnRiS41czLIr{DLlX;aJ!Fe@M|1=Gth=UYra3}p#K00=fPqr
zQNJ)JW5jh!GS=-ZA0(<n1|5j$UqyIlRvPDqtThlu>7i2i?EM&iVAdJ<X`wQeEp$Qu
z0H%ZdD|^HG1+RxR!Kc|YrU2#CNZW|dTvEnYrCQDbCYiweUeJZi7Mi4LL!t7Wm*0_}
z*1V=Bxmb!%5d;ERl=T(#pNO>4tLRsjN2|t4A4VLH)C%wxS!0t71_8r^)Eeu{<<C!*
z^e!5s8d)uw)+yq0N}M<yy(+1U>C>o&-KB;3PerbX5ZS>##-sC9H{cdk^seVfyB9tl
zEy4JQqq~(wEhbmj_ibNA`d5MY8Ik@V={r}DWI6u;wryVd>0Tx|a@8`P=Y#xURX#a@
z@?2Rc$EVEP*A!N3q%gP0>N2tpGhT`DOk>88w$(rAOOk)yYT?-;ke9d-7G76wYth0&
z^i|DZv@ztjTNxHxnKp(PAb%0}{OUBl^BlztTb+3xcOxFy?OTPduZNV-`G|Y4;8Em7
z5&hk|k_Irnaa%f0`V?is9nPyfa9e@|vIvhHhCZI$*VQ^zjCy91X=M`PJ9w5g9)Jv2
zh4=$Sk5TcBjKvvzq2{`<^yGfHub?r3UQRnn@|e`#$Bq1P)$t~iq$UYFu4D(WA1Kf3
z`B#)9UEAG&R7(SY7uV9d-yUAatb9b&XE}K7irPj!0uP)203Iz^Q)&KxnZDq%9uN!-
zr|_=4Eh#E`8dFw98`x3+w{fsXiM+(}`tAoH{&n>}iKxS__;$lli~|+rvP-n{_mmP3
z=Zg7i9Tw^{wt3Z;7$?3f-98U$0&fStnorGPJ0Kp2-!T14Rv73?%50jesp6g@(dW|j
zySrH9+%0Eyj~U4T@%fHx+rANL{{Uw2f7==#Doe>r<NcAq{zkZ8ik7n3_|g2B-~Bcf
zkw_g_e5d&e^~n6633wnhq-@iyw>kdtRmuF%^Qgp5^rDwgoA*%P4|t;AU(|K0I6w`i
zU45LK{q6@po=4$cJ@F4peLKdNZw6P-#K3kS_5DGm_&KT@KO5XbJCfSGZ6PQ4qz8BP
zYUzG7Y4aoLdc*@Ng`k;n)E-CmrG~v4)_p>sxiZhfOH(`FYA&O2Rf$ib>VKtTe$cwa
ziKgj#J-hPmZe?F(`B(Xx?|vEBi%$kx%e02NEiuntPan#>pT}3puK51|P~HPWZHOa1
zvIjq@G~8W$L$Ec^GcVwrGAG0hJ>|~-03vJ?>9p6jd`9r?&x&*lZ7$mZq`i%u&qP2Q
zEPkKPymR4Qjm@vc%Tp;PBLv%h2g_c;@k_)vUK#j*sA?8%w&d-GHy^@WfxGGke;UHF
zaj9Y?ti;niCE&dR1hHh(-f%F@a_D4Z^gqg_*8UuLTV1m;zL^9vV=>KcyBSYo$6ukZ
zlYF+j&E?e6w2~ejn6no8*V3N^wVUlv!V_BR611;lKb0G?$tXY|6Ya>UlAL|uX{}EX
z@h+crqIin;Lcak_2lrAh@u}#4D)euHJ{r@teJ5CLXH2)ckuDKX&lqACZ*10o?Es!f
zigd|gMe`=K!!|#<=lpA={h#N1jT2dC4aLM@7Vq-blb<y^vAH)BnE1=4X`UO_G{`i4
zI@-`&Td{ErVRQ3iHHGl^!1rD>)})H$v^s6523bemIq0L@<M6Jh<NLHeAkt-xH%azJ
z13duUTfYFcNUpp;s#&uy+M>D=FzJ<L0AuJ?sq?i+eAa>0Md42ZcrMIMacN;{y$tt6
z7jMM%{3-U9egW}xZyl6+Rrb-(lecpIT#Ds>FL(!6@kRZnr(g}#R`7Xd)HVn?CvXR@
zbC1ARl3M8ACGdW)9;;_zcV~BQcLkC&w2wx|1bbFdgru&SDK@T-ui|Hb2ZFJyXzI_W
z&iHkZ?lCdwJ;AC!3v|0Jd&cn%O4d7scqH>8nKvmo7(SJqs(euKZ-}kr({&jwTHZ`%
zDD9LCj(VJ**0+8R$t<4`ZOniu@+I1!U}M-<O6T@X$klUlYI<LdejV7~Xs}vnI$fou
z)VEQq&m3TRar3y<%{#*$2k^oroZs2)bATF4$rYt@@1CDd1!#Oj@eIBh@KyGqY(Tmo
zMFArqI~)V}a(@c>M&nAjx^}(1ylG^Sw=|M5EJ^1lxvqFBlU7D+o=V92t62Dd;k|aq
zpt6bvBPl(w3PJ36;MdRIDe#=08`Wmh?;C!>x-1-di`b9wuKxhwUx@F1(Rtyk+1hBM
zPd?PS$yLq@{W%7-emiNf9TQI0N`Cs@e<yI@;ekKQezkP!N)qIeP@9XhJWE2+H7^kB
zQR!B&6C~#fF@;a|kFc+yd@t~y!(JA%^Y4`}uEOq?=I0w1{n5}0!}u3uw>DaauHX{R
zA&BFk11BGiMe(8!73*`sqv+N*Po|`PYykE^3BT<MpWeS^C(wFQt1HizBAlCcM{yhY
z4^_DP3{Rt6O5ZP(3KD&*iSggUTUhL6)ciXeMI=gEOGQ5`FLJ))(!6|pIPqP&$8x$g
z`pTy&BSX1J=xgbphnG6V?}F_Qh%KduP(WgkOfb$A;4%7&l_}GAxUS;QmcGa=Bxx=2
zG?@Fxx6|IfoABp@d^vOB?K<jh4#nq^-5K1%2_%8k*ModSuw5_3x}Ke<!b2pcPMsCG
z<MXejJSCs_L^O@ZC+v~r{{X;6X<k|<66#AuW03IA!(9tbNwrO4&IX=IS&}KRB7t`u
zxCe~m9R5|yd}xPFw6xME(vsFTW|dvw$4o9WisC*a_?uAiPmC|^CB2p_3ppA%V2!Y#
zF9naOHOoh)86(=)S&4F03moVF0IyDzDmJFV5tZ&Kx|7OTV?i{B<=*2s_o<7)Dz4~+
zmn31lvB&FB#cy#g@hnC=bsPm8nth});zniiQ1s)LuDIR1*yv5)Qg?y^5Qz)PjA8p!
zCfRNQk*A7TBN$auaro1nOtH38$`W-8_p$3yt-B=aZM3SlRZdCz)k%33FG5J-V{hiP
zvCP@Q88`x_Hd04yr_4rfq1f;jwKCe)LwDu6u#ExQzr*>}i+gFFSwSFm2pIj*R|sEZ
zTw{KPSuMQ4gU?ON{AB#Zds4+|6Ry^BK<Trb)|HlserA!1jQ!r<T-CVN(!(M(GCn?M
z#}%w-b&;%Sb&*!nOWzJ!K2&_ZXBZW5Ew!b;DkNp+*P5d~rFPB~{HW&xfsEF1Y0Rw)
zHwXAh=z9_CR_6$-Bv(8mqDHOGrE+5e6fy4OIIQ_v=5+;$D!+Ihqv=%@XEK#Lh&*oU
ze=gLFWQ?`3E~tA9o!<HFSjxPal&dyNJ6t=7)JQTo+A@Bg)ml$B8MzD*x!Szsdzy)4
zavBm_j#f1!<o#*Ob0)$Ie8@PA4aAR3*FQ6Rn7MZak(N^tB!l-+NgyAsPaN|?r6(%K
zlCiEo9GXEqen67qJ*+<JslohlO>ibFG)^L3;kxJQX<pkfPs~X!BbpG>k1VPF4oINH
z3ke}%9545`ed2!_g^<T`LPx`nS&tPE+BZT=O(LAGI~s>K_K_}K$Ax6`AxQGT<VeT-
zXcFy}BzI|C@ant)=~hwXXx2-nRYgBA9a^3d6$r9GRk_Rc&$T{YsfD_TizLyNxWqwu
zLIwyQL62%rvm$d5+#F}jBO^abs?sPS<Y$%C;e|OKbqD4VBK*NeaqcKmLsDBGQ~V_V
z0Fq&&<+mT-Wd8u$XQGqg6C->t(V0H!^N-`_K4`B#e-k*T@iTA6Lp}!a0M0X}-1F)C
zrmvEkN#wSK6ai1}<YxXH_x!8tUl|fS4dMa@NYie3_5IUV$Z$z<s9RiEO2j&T`3UWS
z)Ag-sJsHncYKFNMR^nA}I7Zk9s*rtZM-O|aN?~KVJUXE5lh5+0EVTWyNpEmBBc|=X
z;8gbIEiNNeVCdn8mb{J!bJx9Uk&A1f+go(Kv}AG%fs#i;ed<eLw%wtX6}+$DJqNg^
z#V?sAG817tqF+z{09{qKx@()6EgTh#8C(uUQfU&?Wv%H2ox-E}#Xo!Oqz;uyUG)g%
ziylzGV8ib4Ip&>h7xsRlf>z#U8*n;cpIU1~*K?yG5d>natZ+F#z3De{(nylhK>;vq
z^E|}r-l{uMZwQtd3rNAw{IesG^rW_!+Ro7|MnI2^&Bg&WB$jd7Udb<<WOg}N$6O!A
zgbZ!0uX7c}iH~Z=2?ToZDbd?U8cY&TFt^UDo^#XjsiL@@uY^q&AjUWtBm8NrW#n9`
zhIQJUI~-*9{3@)s3+rK0WR?P#Yx~Ahas~*;wGjEUS?sobiyL%cGDdy=l*OJaE0GH$
zTu2yhW&~g!YQjnd^TezJI{dMP=zDYc)6kMFjWx81C9^w1`<2@(jGCY9uQYyScM9@t
z+qB>>9`zc1q8pRv%pY(lB2%1^QNtvS9FW{ZRf+jRjB!jiFQV>_JH4?ygYRu|!TO4m
z?Cz2lNj$y85<d9HddZB!(a8W-j5o}Rr<3@KyKNfJ8Z?uz5g(WX(0iJ=u}K?HqDH$V
z`TWt0jxkb;kF&4Y))F>z*C2|;6Z!k(N%(~BBmw~gx4lc}wal^IEY2c7d3o*pt5r2)
zE>>?vsKAj2Xu@v)06fx3acuMXO(_J8*y~uUdehw%cmqHNNnwosbg)V!kL@yrjpOWj
z{3_K!a#-ma)(NeAi2#usgH$2VZDiH7`xS(bGUWhq)O^FeQn$Ofx8Eu=GLgV1Jl4gQ
zt`bWfL4aQ-;TVJL!kpY?1`twGN4xlk#JX37EUjnNW-!}LFt=CQNDNewpKp}b9=YJ1
z1IAWAY_XXml2N&CZHOxW08#!;R`|7}uD{?Gk}zFu<x8QC>w*dVn4iMDBShEr{{RGB
zrN)PT#@<7gwUg$GPs6v=SCI(H+|fM=INr?E@pr?mPei!iEC<V8R(Sab@$7!JZ^9oH
zyhq`;OC3%()wIxd1#V_h{>y(C(ATB-Q{v}`yjKv@^?1`yy>YdnxWS43jClMFH(S-d
z9{fC+uNK<gT|xPZ-U1zm)3S<knwP}21siR#XHocd;m;VwZLTCYT3nI=B#0Mg@&4K#
z{{H~Zu{BR0_&>l!wC@es$9<_15#BSvJwA8u^dF^puZun<c$>zv{hBvzKTKn_V1VOy
z`|Z^K04mY&x5B+!S(Yae{g%}jGh8?$cSFGMLQ-+}o`H3J4&UQy{if4Fm820i9kbgc
zElKb$Fp%qnva_?qOAh=sLGijXvq85HjlO12t^(5h1QQ5#^Ee^A*n;QN4T^vA<Sp;q
z;(j6Bi2fpK_L0P`EYpFO9AjejuKxhwwT$7lTlS1B8C!UW7~PMU{#nIlYJLFKJWKH-
zTDUMZy_uarx{-TrT<!I)&&4|aoABGgk=fXVTazD?XAW}A<bCt_@=ZC^ycAHPz3a2b
z{vzsj+NZ=lUFB`o_G}|kF^%fHkNfL2$+XhQR^m)NO~_8$dsOjTNi?2azzk(3S>4Yh
zlahZ^Qpj!8n0GTpfE92yjCapk>4Ys5nGbTbc2^L}_iM{sHV~iS9cuQQIPlh`r|Nd!
ze!^v$`TM{hn0_FURHW4>jt7<gSYjJvLD9QZF+gy!plKH5?s9!SD3>c%8a~0(^$UGd
zPq)6baV5Oy9T;~8xc>l&UJskZ+9#c1#-nbhXZvV+uh+P*F!){ZCNB(Je_(3!6Qw)<
z0HfS>5EIz{0JHq7=tyRY<`kA07D(J>T@FDWqPR7uE1PK1@(t9I*vQsW`H0r|^EZq#
zvFv{ulFv!Lo#nX5QE}9h!jEeDpH%R+iL91;?K&A`Y-UVhzcI~Zzr%kII}F8e6n_Yq
zf&Mku3`{=Rn}a+$!%u<{9lfLmd5~>Y#z{5p{sQpJ=$dogU8dXXpbM|}6m(kH(mXAq
z=wN?m*vAurk1+hr{{Vd+Yf@>Ww~3{d)gwWcW;g&;SH$zKSSumM7S)ko-@&HXPkVCV
zAb|_J9>5CuYf;rD*R?zST3?lCpUfMMIL`y=z^<?2f5dh1B!@!LWG78W2IAp=<+B6A
zkM@6^astXHwuL2_1yEVg9=*k05}lpcO`T`MspM}SX(8hSf0%N-jBPdaF&tOVUk+yt
z<NYyI9lKpX#{&v`_phN(O3xSZjvF35@sq=nNj<i|5pOOu5lmEl(g`ZZ+mb8GlYGHe
z;tmt59^X$|`ek*EH&NC#4FW=qb8d>#!5{~GY%&fzj@5;K@Vmpe(#ayN&A$Gr47gvw
z5OG&W5}_Vh1Bu|K=48xpF6CkXJ;?O0pne>9dGrqpMzgCe&C{ES6^|>PgYv~cLilmv
z%?9CaZS7ubh5NExKJvccbRU&<XXPH%7>q)xq;?!tjE@xRDW!N@Q@wMKD&5Hc0C<cK
z)Qb6j6_xD-Y{PM0Mg~5$=-(GSac!yGuZAopFAPo^_E^qFM?~Y_t#EE(j=-c~vbPyi
z^B=~x!NSS6)KX{Bz6sRRR`6z(a;zAeb&c?UiAK}<ist?>=uNBmS{sE;-(s80VgAV&
zKhn5whCVrm!y25L7N;POPPu*XO2>$#Jwf(0?=G=i!eezwB6Z{*Lj(Nll1bC4c3Rl^
zAZZp%g`|YWNy6it`_#YK79f&iJCFiM8-cHL)qWG{*LMvqmDHBXPJE&_DEfK|Zk_O^
z(%r$kzIhNF?1=)8&b#AZ4{NkdndJH}!}&GeG+Ejf^4D=Er_<|M*WMq8O}jA78G+*E
z(Ua!<tLi%)I@3$GTYESb7?gA!{-?cozr|l1Xtz3~S~Zee&vg@i`sZjRf7l24{VOP9
zV=3F0LD=95!xgbMr#pzjZvOy<eNUzT0LUiKKl8yq^bubrw!dsykXfu{4g-}K-S}75
zno-@P**B~RfAP^%jgoCxX94k_Kk$y}xH!e=>;B`{k345$tY#>Q>&G?fzaC}~cu!4{
znZk?VoreegTi1a-^yzJt-y+P|4V<tQrWUG%EC*2_h8S7onj{0EUt0ICg=`z)=AJ`t
z1*PZy+BJN+C8gAik?m=1z{~DDgI`U29T@m!rg4v+Za?j-R(QIc@jz?%{gpfktg{>_
zw<O}ea7|jw!m~6X)d0hhUq$>y&-^R>Zy3+njx+dI$>temXybxqbptX-pUhIi)RYsj
z(d<79ZEbb$6D{O%7KYJ$-NbZbz#px9xfriF_%-42qxdy%UOkiQ5*ctuA~BGI`JcwR
zPaW&0!@dmE^%Y<xjuNqdzT6Mz`c^fnI+M7L4^jP~bXyHl?#XnE>BYRy7n>U<*V;(P
z=b^<_{{V)L(N2HjMX2%D=1=jj1q6$KF+bP8COmW$qScu;+sB#DE`o(h<2~Sh(b_8v
zjSErZ{iOc@8q@Ii$9)%H*KG8)(=RQJ)PgmdR!yo;OyKu8AB}wQZQ)!bYy`va#=ZTi
z4B`pmeK>hjLgDf{?i}QOF-_943m<Rw72+N>(*FRnd{1(UxQ>6{ARhgHTJ^sUYU!_d
zcTd$KAg#;`A;)8mN8oZR&;B=P_m>_Ywbk_Y+dY)Hkn#5$zu<BC)!{4qDxO1&vp6<T
zS0j%~g`+WZ2wqRkS)Lm48eRB@OVh3+6B%w}id>$cum--19t`mR0R01E{LlE;t5Y9N
z8>3Eik0kI&BgfiK;xY`KKkJ)UymhRLPYP(3H<8`jY4OK#7Iru%BO?{Dit=$)m1*-M
zIXkn&{wk`sjbJA^TSXub_nNqM7;?rODCZ!PUq|Xb8PWA?p>us>9P<U(9kZNzRZsXq
z{5gU@vZ2B2$^QTv>7$K>I%+L4<547h?j@dNEo_@u6Sz3X;wTGn@&59Ck`7hC>MNn~
zzMlr0;>+7zJ|Pq^?8IxFa-i2f(nT6>cPFL>IvVt$E5%6JJFA|h@Ow=p>RPMv<gK_q
zq<qc%*1acIzFjj&yS{QU1WhMB@GBR<HXqsk4zW_3WSM;D9_`ORh6mwUKNht&v+z`w
z@pC2Ys|XqDI-k&2g;o1n&fU&;tdA16kX<X>&Hl1SXJejnPI;-FnSfCi;5+9S6<r{?
zgJ}-FPTaDAk_}5M?1VC(nEThi4|XXXG1z>HKm}&o*pf3{Z^CU-D<2u$Y5r&{djTV#
z<6eK3Ym8O<OK#utfrEk2(WmMV=pG}|^&|%t^Q$|7(MiL8nXEB!=cdrAE5!G|75H%L
z8s>p?7b|UZnNRy8<{zjPm+^a1`!|FJo{fn$36?B>vOZ({g?a+vkT5v}WE${~j5>^$
zzA?42j!m%G!MVsh24mOq730vn=NP_+JT++Kbp22J7h2PAwy>7Ybauk^Kybr8;E`WI
z_}fc5{{Vz8VYXi~Tr9Bd=OiBAP*3MyJlxE;R;?UJB$0SHVVru`&>s#pW2|@^PL<m-
z!k=f8{p92MV!H9mmTG9ys<TYjmEiFAh8@lp8w*l%?2G>Z)~}ka4bgdLm3K>U?JGZD
zn4FsSzl)le*!&u7V{A*POtA6PAo-j50r=OBsd(TB92pdU4+9mZTMM@~T?M;3Z-#O-
zo;tJN$ynt8k&odu+<a+@DZU-flV@SMhdBQLdbq!b3|q&RTZRvnFaCmSzxb^hP2h=A
zKuVj4vOnNemM%BMrRYsndWjz{i_q6C8bTHo7#SSobRxai_IooO7h5xDChc*bO||BC
zIvtyNf;h@B0Oya>iuIp?(Rq4auk)4$;V@6K(#24mBY6c%ZYaU{=8OLT2_}@p1DiG&
zBR|Jl{{R6?oikikP@!&6C>=4kwPpNqhIjE6l=kVp#j6dcr{1lvfr}z(dcw&NjfKJt
z4xe_gas9$}A+K`hJ@Mk<An`_y9SeuFbt~H&>&<knS6A@<u)4N`D7SdV3`AvJPf)|5
z2E9w;g{ipl7L~Obv1;FU{pz{!qT9o|&Y3=+sOfgEs#>`?nFAM$^dKKjN99^YB}bY|
zL8WM2l=RQq79>@RT+n8UPK_n2?oxel*dy~b-*|80Uxj>KaxAQ_@pR*hdx-WkeKXd%
z&l!9pw$*R`-=xC?M5qsJ07WDWWO`O#g+346*?5l6RKGD>M`<XLV~MvHBcRCO3dPfh
zFEW?Nml)dVoBse1ya%Jcn{%$&+9Vg2%jQ3npb1BOk6(J={uOSM;!U)<B~7%LJ%<9l
zL*kc-Ewmp7-Nf=I+V4=qZxKAPJQMT+yo=z))zse+AW4gC7V=;aFgP76N_88g(=Idj
z8fU6}XMyJUc{{4^5Zp&AanJ%rPq!kzc8)n*E!>j~V2^A8#w+W6c1<v8-(}T`3tPt)
z*nW)7(0g?J>&JB;ftrlEo3*yB1KAw;YcL^{cFqShu=OJqX$q9m+{^eNKHuYs?<0h&
z!)VCwj=PA*@~-pal&~j&Q6?LM-beC|rva;@@K=K^JR7DoF~6O2E*fdJ<90g%*jJGJ
zWAU6CuZeB6izX98rxMb#oT-rUkHVt<(xuTq6wcG&J<8AE%b3+we7mOkM_@p!9zFQ7
zJP)rXnI?-Z*7!uLD#{cQ++!8yzY4r<ABKEWC61`;4VI&Y4o?xtIuqy*Ps+W2;s<~&
zd~;!L=`e!&+~x`Km1R9uy^pm-<7wH7OWrsS_-N=d0r1q>JwMV1_)y=pbSiM(8kiqL
za6kB(%eVLyuMJ3VlF1>?OvTH7ON#XM_<7*XAH(44nr)QJY=z~!o-i2tlHGp_B^a%k
zNhQ?q9~5|oPZao$=UZ5Q$rZ|~`9*^ffsVMZr~D{3_)AG2^y?q;74mMsJ%#40cYUY9
z<k~c(Tid2^tJ}SOW8pGi!a7NArqVKh?~z(ovWi7i_)+q&h=W`ByHxu)%e~Z_*z_MU
z;<J^W+HJ6?ck1$zaqEiR@g(xc;tf(p3nGiR3V;t&$u*WHV`@y1D@b#IrvPW%S7ali
zvC##g9IE1UXo+pynKQsW$E8m!(nBUyj?y<Ygnockh#Y;BW1uWCv}5@W^&+Lj%p*wE
zoP60S!T$gX>5Vx(jg&93QD&Pya)Y(H;c{5}j>4?8H#1@5Ozs@0{vXD*;nTvRnV14O
zAx0`ea|{5aYtLL`irzGB@iTbRw(P4Gl_P{QN<hcVG1jJ*=HAXAB9F~0#s@#GQGG(~
z!?7WA_XTDTwB?bXZ<(GI`~7H@RShCJR8iQ!ajD(Pf#V@nxBzpHYN>VSG$8{3Px`<c
z7(dpbg=R&4&Cf;8LHKv7h|=VT-UD!1x#!!`xu;d`%q3C1$!7E3Ao*ffg57if00F3_
zGZ@6AI+8GW$tSncnGEuylrHETV=Qvn_Nnb|WQ%c<LaI&|%p{U~Ry@}-<`P-iE!3;B
zvvSG~PagfMDQ=`u9J{uT%haE(Iy<Fl9VLllLV1u3Hh#3&qKZ#3A#5?~((-=_hbHzD
zeTTiu{IbayiZ<jG``M`?f+Z_)6A00|hwD(mYE|AhPdUdqZbd@U33n{aUPb$eIuB}B
zYjC^jK2Yg&*j?L)%_DL#?NNM*D@5g{V}d;grAV{L&=EG(ROiYaF;74*Bj0KSESxhQ
zrjz%!Cw+uj<Y>%SC4OF!j(;k!u&W|X0{J0$ApPU`)mhOjWsXoh*_*C;6xmCe%iPU{
zZbAdi7i&orrEM7L9b=nr44cOp8Bt9A@0NVoJhqJGR36^dEK@Z5?Shf8Wn6XqeW{Z|
zkO4cnl;;O;LqqO~Y3@xN(N1>97Q-OGZ&E55VKE)|5;1k)fO*9tM{#f(Bwdi6RF0Kp
z3@VDUm2-`xH)BG)w<&wa)87a7{{X_Q(Y7ws{r=JI=gEpG{{RV4$MDBTQbEU^jCy&`
ziYta{(rDw7w3;_OT%Kow_0-09Y1ab-zwX+;Oomw|G4imN8y+wQSZCL*eP`n7e4hpD
z()8J<TsP$#8u<qGnmHWV?ro$#<H;OWw6-~_>e45QbY~Gx-byT+bDXv_-k>*4XMHRQ
z77(~)9Z4DL4HH=#xlEh9yr6HJxyNd=b1k%D0^G4*EH*jF7_F~!D<oH%(8YddG7%iS
z@yQ=i+NGV1)bX@2`FSIt>OQ@wxDrDgQxF2L%EkE%K9rZU8LY!t?o>_y2bwhMJy^2{
z?4<K9j_;TiKr{N$dW|VFTPP8@51jPJwK-uIR%s>QQZ^4<_2kry2(*RJhY6KCcw7_Q
zQ|M3TMdq~bh^g|j<IOyB1v>T!?M1!dcA8KEe7>XBpf`f**u;b*MC0Z`fO3653Y1&T
zZDBEXEYY^`Gr`ZTB<?$R7UuQlw@D^GTCNEx!ObPryqBmN*@D8$xVCU}{b}mZU0IWM
zF~;n#1L;gq*EV3IszV!R<QN2hjWAjRN@IA~C}S#}%)_2I;M1m_Bjm|$0CU4gdU3^7
zj_OHm9T)<UI3s^29cpAY_jVINq2rD`Hb;Kul6NV@bg-3|eWUJ>;ftSM^zxT~Z3Z?i
z=Pvh=n;?BC7V%AC855#Hg9UlZ8jtL^GU?<-tg%A;VDiI^Rai-)%(nv8;7uGc;2akz
z)KuPRw=zKRMf>~&0XmFx`q34o)a4px^4Y#bkJ7XznX?nHVBxUry{kmDA-=^+Xs#7J
zmbZ*EWSk6b^s5qEOZIbVxI?_|$l$T}sAn&AIG8K>AQs1|6h#;}Lh50LRmd&aRVyNH
z-r~s|e_-<NE*QxX%alBf@BpQ`xr!%%LvAE2c92GS_o&ubMZ;aT({4}QQ_B;_^%S<U
zL2oU|VC=_|&He96cVn=#U&##XZvrYVa-ei(^r<dW&mS{vj~s*3cePi9r`eiykS7IW
zR`fjX{OJS}tP(#ZW%*(wvGx4uTY>H03VdU4;td)6H>kR`{i1Bz{{ZsZF2s7{p{x%V
zd^Wt(?potaNiH<@B>8GG(GN^@BD}4I&4iF#+T64^@GxO4XAGycdXI+wI<=~$pNi~X
zdVoIHZn+Ka%h>%Zk@HfMYh$C`sH}ON_KoMv%+YNbzyuIQUhwaLwM|y+{g+RYc0YDk
z$cztCO?!&`QTTgwf=P8tK;3aH2XOr>qwwd7bT1QIO(uzZ6~aQ>T~uu<dvWPgI_c`8
zsN)8-xytxo;dYDRyMMN7Vkzc9y|<i28TuZ-Q&~PR_}QlEEZTR5p-o2dL0>csLmB@7
z*}n?O_@CkLh&slo=w>tMW9E(<FO*~bvDBZ;SD)B;YgtDL29bCgKlO|DWAl1ok?m6$
zdrf4@ZAU~_)NggK6kZ#Rdr@b&m+pda6?)-7;0pJTgqkVQydw8AWlhWPQrsUcMiif~
z%zlQsPX+uf)UK}o0JMBWJd0fAEeIRWvByDL-xj=iZJ}um;k_zB{iAgsmcl>zcZ`g4
z=t%A9RZ**ZI0`r2lsrrE^G~(&t^7Y@CEVyriRK$)2c~h<{*~lcTCSt7YV+zk?aY@q
zW2Wu`cM70%6x&@R%e9K#kwp03Nj?24X0ltgiX!LCjQq^J5-V6x<<w50p0_twcI_OG
zws$2{fCyfMe=4}>&XHRx6SYFS4_=0@ptXudx%ot!b|&xdV~h{2L~a^nXpu|Y9FSFU
z&%P_6L%Ew{Bhyk{)^imQAkKGm{{T3rVS-5$g5GBcu?+1VxfOmbCg%3S6}f*Yo92Ck
zmKf<<5yxp^8ekyWFc|W2>6+FQiE}ca!}hIisV3A?Iq#G8?NVtTB=KK@BrBue`PM+>
z+E4q){{Rl__z_m*k<5z|0f!mM=}>*0e4<Mej&nsy5Sl78Xzc7iXhMh=R`Bf0Cw8`w
z5&0Zer~EW0hP=Js+4_#}?(ARjuP(Z`ibWDf5Oz6IqmOLV15dVA*w)}|87_Kc*Br2V
z=*?9_(6tZRA95Aad_5_Xvs}mkAAqh0T=8#<yl~!Lqk7QUvEtSNvM<N`--$HTw70fg
zO||Bb<OLlEr6fc+XGs|$A1bIgA541HM++476Q5!$OLWuiu&S~I2XplV{V9Rrb_%<a
zXFH0q<c_s%QYh#0P(K5C3V1(-EM7>=mvJO>vBI6a<ELMyE2$*3M4b=A7P*_^EsM&V
zV^He2;A3g8qs@Hr@a{=u_=~3f(E_W41HZ~^=yP6fFXJ|b$IgEg+fmd0D$l9uS8r>1
z98m0$4iDYveMhxuX#W5obsH#F9e+gg<WYk)t8FdrRPp-M9}^+-ej@4;O_YHkhvy!<
zM-|Dm5wx+z9AU$9?%hRg3^JS(CCR3GM8C8~loJr>T7yV>1}X-BI^(=U@oU9iCyniG
z5p;_t`CrK-$ivXLZ^E)hl?<%JFP7ai#wutm{>pZ3Suxd{n$j2~o~(T34L?syD46Xs
zZ|cp>XvYk3A$w?;>=@ftL&qTur{*02=tV0t$@_!_PBI$1p-n|tl8x?{74%+Qh^Wo;
zd;UK4XG!>n;=cjLw&HZuG}Jg)ZgNWdD-K8MDz2fbq!2uo;7q__nDif7=I5X77YeO0
znerM)&q6Dg6AE(EsY^rG?LTPS2918#pk1Tmkrax<^~FBp_KwnoXYAS)>&e(i>ZA0{
zczb`P88)YtDLZ3P(-k4Hi41YwV`_|+UZB^W=xd=@I}a0lWbsdl!LYX}q}s{Di*k3c
z^e@y8rYnnv)I%JTT>z@b2`7B|)!aOAynzr0>66GFv?v4pKoUh5`I=5EXj0_@KPbf%
zaV%eGj2-Un&|<wJ584Y>wYH83v<pcii9#!R&By~Dp4I0ChC_M4&nE#pW2PztGPH$b
z#2#1h;~<~M-llL;8QOTW;&!3q+Y4(8tt#HtAe+zmWGq_>Mml@fCNI}ylUjrF{Hqgm
z&$U%pB$hm~d3O?@zItF(lEndKTb9E_GD`G+dZ?~dWCLWLd6i*F3Qp&9C+Ujr{4w#5
zRPcX?;L$DgSSO0ux9=pCfhCx?r@e5mbX5zO#B#~<#^atnX|HcI#VqAVJ<O`Krygwp
z^gVCmrmL@Lw|Z3CCA1558IO3Gi623V^RsZ#sD?H2u20PP?mr&&H}-s+w_L<lDE{NG
zBp;`G3}OWhBu_MtkdL<*&#<Bt+;$o0_Mad1TPt|1ZTvZC5(E*b^P8X;9jhb7pB1$~
z8|krW*H%#J_VLOka*kNOIu1o~Gl`TXtf+GQ`KrA=kL6MMEjz8Vsq&P6t^*@JwLZ$u
z;9D1vFfz>mGpF4wO71^F#Wki$$dTB^bV1rW40_aWZY6x(vZM+38BTxwbi3f)zH}^C
zh@Uvg?e(p0`iwrsI71>XZqGZHpZ>Ko$wX7;u#WA!FF)tKJMD8Ho_6x&{{WVIPSAZb
zOB9}9-+314@^%n9`_lJV9j}FcG3ve!(33@vOoHiRW@Tw4DpV7kU<$pfe0kKhog(u~
zpTqW{E@5cf6E;RiQO8liuRmJ^llSsS5^?uK9A=>l3Lu@+{U~yP@EG<uti6`E6^mL`
z*wb(9wMebOy|tNU+DXIhAmI9RuS;**CtHv2czV<R{{Xl6SCo0LI-7|O*_WRza2kjt
zY0F$Xj4xQvf1sx*DF)}NkJ>v}E4%&?+f0AgcK-khmLJ+HSfB2AcGUj>+rxi_c|%z(
z^ou>YF(CWM+++M{8KW`>v|qc`M*w?~QmET;*!A!DU)uTU;hSUs0Bzg+DSzR9>*W6c
z$g^$#0Ds&3E6U>6rMDrWRh2V`3^GU4o-3lU)U576U;@f`F`DS7hNV8GD5h;(Yd3x+
z)$Vnhm=f9U0_G4)1;XR0`cv%mrPMWBSONlOkz>X?W}!(MH$N(b;9|D?C9G*0e~II|
z)$Zf9hTR#%%bXVI0LRxqg?e+fDh}Ndwu(9)^9)M_5yYG-C{g%VjQn8K#m9-X-6>=$
zE#WgZKfLDveoB8j?*9PcX!s!TJVj}r_!szBk85|!ulT1_)zO5I$u`(Y2b58@Nc;wC
z$iY){s$)%FMn1t5zH79(#tMe{Y0oXRQ>0QLcR4GSt4|b?E;lI03=evRV|6TzHvZwe
ziuW3^(_w`?f@Ip<^;JAmBv|KyNVoxpSKgIwa?(cg?o45ib@!+i0EJcEWsIDo9Ok8~
zs|~B0k^Eut)|qV$lva9VkwF^9vP%P&U<LssILYF&X1cxB@9wotN;uwo!@5r_VMiFi
z1oXhAd2Pa<H)z}Px3xp&JY+>2OZIN>+#2SkhJ`6}A|p*FagS{khSP4Uj6nsMXXWk&
zJJyDg<G&L4F4Aj#A{z;<XMZ&Pq9<*q9k9ZpQ6;=*fshFRdU{ka%$Jf8yMi#$AJ(+5
zLNymFDsfU)Eb2Zn*L-h1w3@nFNA^(OT3e$iIqFVH^ri`eE?q%BhqXk|+FHtzZTq>}
z2Sq;hVI5_R%dvCpb5}-+r5hrt#YI^TvhfzD;rqnZbm$;^s6!%&RI-ppIsz)~*Tjz%
zc&g9)KUA~R(%GF~b-Yfkka*;=toc`LMbs}nHym?P!5XAz%NSxZN4-q2(UnC}?t#-z
zT*T#sfU95-F-@`Y$B6tF_K0+gYbhhRaO~F+vmAkrFv6?G@=h5V5`}vDAEB!&8oVG#
zqaKE~uSHjfD>R%G)tO&X@n);y+t@Dk$Zg}6D9mWK$W=%uJmrrx?JLJ#Bk*cm#iQHV
z%M{KX&D3nzz{eP2Rj(ozmf}bhv0k7I)-CnG)Zr2RphGGiRQIkrv?Cf`&6!RKN0ivr
zz9Z^BBEE)wW-DZ#B=Xc-MpbZ5dCMMa3R(3?H5AmWu4K2ki0(<DY!x2$Q+gB-##r1&
zGOo$geLK++mf;)Cx+^N5lobG<sH_*k$!!eot;%<HKOVeUrz*jJWo4)k2k$nR*}l7Y
z{RK~b@$bcV5VBe67B*y$^^dwjzfM4|9d2zNF#z1xN<Y?leLo7W)?_33_Z!sY;Ra9S
zI#v$~x)JP?Cce})4-j7+M^@At?@({LWo!i=iU$CDV!MBX@J%1Yt9Oz218*)k1F)|=
zfReslwYlB=GB-c|s`MX(cM;ln?%qr5xML>XOz&_2Ja?xk#Zzc)E?o~x_~sb=IDLeM
z7jY0rZnfn)FUJ1>7U-5S+Fi$MsiF<3EZGl_b{&5nYt+6l>N<7bfZiDI?c`%~AIlu7
z$G>1}=iy>ND<01+{{V@I>-6ndQlsr6L@Dz`>vhkJelYP3tJ*{4X;$(Lu5FN+2t9sc
zc>Dl0%0&l}Z;NJGWNsctIXV1jfE#dOky)f{f%4}Bch99(3@s%oaUcwOq<{Tt>8DB%
zHH;KST-fb^nUUtW=rNuvr|{p!FBte%*)3zaiu%=X5(}j-uzD*32>Nm>4%*^K<k>k1
zwEUsIW^ZFsd8rF|vOtlm9lNkMVER*)7|&32<1Ja}5`NI0Ao6gU4U))5-ZC*6`f>d0
zi`RT@;*T1fYZt*R)b3kI7i4)J-B038RFCY>DIQBIbq-EX;Z1n$)xw}<Vsadulb?Ro
zF~Y?=+!X{C;yaibL^}pL1I}x%v-s8G?Ka*WI@ZrhFk7IF3&Q2FIOK<}ZDWoTvJ{ZX
zCoFUG5%sGhNLl4W6ikRlS-1fGYo=IdRVCQkR9vi7H^WoAxR&lMvfR0M3BbwpsqJhG
z*9unMf-eUrgZNg$*;(7Dc2qb$2<U1X%js4T_GJKcJo8;qp%^91bjF-wwG}L4wtqTi
zO{@1oUPUCg;xI+LDhqRy-m@-bxw$BwVGKDrJXL+uT#&*3XwK3*({*DPXpPj0c1XK5
z)$Fbg<p3Oxam7=-Yo9O}O90%J4TJa^CW=X7%BkEr`G1kBN|Kv-3odpZ3Hzh^)-$Ti
zr8Y@=Co-v4B|ymexcASkS7l=BGK`?)u^%Wt!lQwtm@+BzBvZp5x;~XMT}sis0sO}t
zmOpe?Gm<fHsU6M4g~ahY?IRnQ@%U3@xtWwmtV*{HB!_@~sbaWE*g)|KoPQDMD2-s9
z%sb4I5%P!VDlXoMlHJFNlHrz95|RG^EhX;1N+<Ge$(r5wxa0So2hy7?MmWS19m;qc
zdS<GiVVI^OD2d?*T+(gq#NS3f>K0EfW*%d=01vxL%jOi4Vn_WmPS~ZimQCgu#>m?%
zxc4<ONdmN%v8V4?V7TmQS#E(PxXEs23M7rZn{(AqdO#wV65218*~xRzdsHS71dO+5
zd48DbNUJQlhHu?P{3?4ImnMaF$4e5~&W=HmpSNNvXJ4|mZX5vPh4coN-c^Pswn+E8
zatn5-&9rhOZhtk`kiMR^R<TJ~A-HoPw%UBN{9Wm-X&gw)yUr+b1w>YBm^Pe7Bjf|d
zNB;m?rnis<S#5!5UKyL9{3=$i(j`0YGi}A(Yaqm7ILEbEj!SDd3;wla9D;gOk|L4k
zBap5!B6rWysRr8Z1Tp>ojn^ifxmi}_)Vp&Wvms#nQ8@{YK&oPNLIf&*dB)?{G^x5E
z9$7zlzrqf3J^d<TJjnN2CK39sGC`)>dZD+?vGpIq10ncZqj|aBJn(b>0A1vwli>Jq
z@Uun|9JuqrInVsJl8WJ<#LhW<Ox^K{hwwhWgy1%ta1Z_aYWWsxg|as6s;(p(S(I>j
z{{ZV(*FH5?ZvuFQP-TvpatGJSYWX4?IR3>owZ?bG`_~;*WB&lJTGHD?o~@JAj_65s
zZEtZCGZ<S8Gt(zEETTEI@>NmpAUlZ19Mhp$yt(bfVG-AGQPHp}Ydtj)OphnX%gF8s
z9V=vv9E!H#^$TfWo0I@Hf4ly1R$+=e3tTI2C^Aa=`%~?2<GI~y0ucQUd(~Szp=CUl
z!~#Jifzpiv&ekkI9{$OiWb*v8xlwowf61!$hiSRAZM#%?n=#Ux1+!0h^Rp8SfRYbh
zw2)pgyNcUkF~~|E&Wr1Exq1$b?f1zQmKH}`=eZzu{Any@k{N)yV&+94#@?WJ{AwAZ
z7BVYDM1^D_n12W-igL^4%wFw$)(#pqJwPUv^|@Bk#Fm0NA9Uo##fp_ZG3Y3Q8N{<B
znU383!a9BxVofRJ)E?>N{nWoW9q>+ZQq440SBp8$F|>MB*oM{0_P%}G?dHY)jUd`T
zl}`uQ(*Vh_22)`7s`r<B*tCG8F)%7cLnLv@J37n+3x-u}4a5)erF6C(u3m_$ys?28
zQJ*bA<eG}wE2*v<&Q@iScI_PoIi^c$%XuB-pK}8WoYGwzh^{vUY?j{`=b@)?wTo8P
z*H*StZIO-aoDM$iHr^Kd4AG6)m~JiW+KahoO<p){!E)oAbCFhLg}=1+97AslWEME$
zt!hT8l>}EX=>|QI=9b+GWA5WT{&=O53&*iY_u<YAtB#=dsiQ>x*Aq!I9mDRYBNX`V
zqlZ(HIN^3y1d>TV?usmy<zC?|MjJR*JY;qpmFbEa$gqkheSr>Gw*jC30M$mE_tz6$
zHN<2nBt{Bj){@%Zd2Qqqj2O96&(*qBY0#fiONpTSTz2G?XIvpskQY7uIiyWMOF6d|
z<cLmG<brYSO#41G$7f`Fmia-*7+-J3lXux{KH89zIQa)T&-ukG*m^R+yfd*3su*W`
z;9z<KOovTb1I={m=aK;D<?T?*6ZuN45AR0#a52wO{OOKoc;dH({{YfK%VWCd{4-AX
z=nGAYHad2nb{*Ovshlo)nz;?Gr{T-B)x0}*CA{m}Gs6!?9SHU{6UJ_4SmGX8h~P5)
z(tGh+7S{sbD9jlZerC`4=B-nNm6{hklRB**<MZ3Zu=tBbkW9Q8txw8*_MVlx{{SDn
zCb5$pzM${@(Fh-|YtCoWZ7&nf3J5%rSaRw1aWhHe6=pkAcO&wwC4zk!s;-{rW8x2v
zTHdl6)5Dr^u#NcpM4vR6_Ut~q*Pp|0B3w^*sLW(?ceJc`J25@`){0wQK?C^%E&L!4
z(xgo;`f&?M6iTc&O}%r^e)UxF{GlqBD6GXIM|UqP93%7wq+hkYtCWbW@{f^}V1e#y
zppQ(nOeE2(j*6rVRD$I(FO?X|@qjU!=~Q0q$;ifw!>>Bqo4E>@j!x6m=QXyFTiX!u
z#D%ef*c*@INX;QtJVsC62dzWqF5;*FCz4NpTGd7|7273gWMpB=NZct0AB|Sb5)%Xb
z!A4lH%{F_ln6!J|MHpD>yEDupMm|fq%P8u2=}uA_MT0){LQ``F=Nw|7mRE}9P`23E
zeZV_<(k#-o$C4u0n8<$Sq*z`kK4a#&Z<L;k^r*ecK)DQEvXPD#+?tAa5@Oqe-+7Kd
zAL&D^*LOq8nN?yRGW-7kkxX+Ga`|!K-AVql9Z3HGIi$ukua=EG3TBnSPzmIJ^{7Y|
z>R~MTLkBn?b&vOe{A$#2h#Su_g=}F|_Z1Z4Y2;PgwF%vo?e9f~BBYjVS|#%t{`1mG
zhDhF9f&yazREohNmP;|ZMHm3|C)Sc3F{RA+yIW=$VDe91X{6Z8{ub9X{{Rd4lE+cF
zSw71Ov5>^Ok1K)2dRh4Q;N!+MAN&XZ0PEM6v{6fJRifA!@DF;;n@_WaOsxvIUaBja
zwiljPG>q(Yo+I%Mr;5B=Hmj%kzhZcie|o!4K*8d%<`$^ZO(7CE-~xCR3=Zbk_X=V|
z(Bpwqv}81B!_3E1jw_~|d19hVcO#PR%#otRJhP41>?&l>&hQ^NuSGtT_-vjwW)cT1
zbAmBZUh1~Gc4Kfn-K61p=sVRn%C%!fgMkj~k`NJ+YY$S_$Jp6z6iXI1fII#*lRfUC
zda_Ns&4yMX6;It6?~h|pq&BHCpp=6E%f^20dUdW^mD^TDq&Mccxs79d7)E4M(v^}l
z1l%qzCOcPeJG*n~QYzeCz(n!vX-^U;?Nc8v)fv87qljQKoz0%Tx>he#F{NZfwopFD
z5FdAv4nO+TDj1M?1a6p;;r{U*dLPE2GLlg(TLq5kQTgNBG{CJhJmi=r&e+SGWOSu|
zz(3E2_me~ZvMefZI0l$Q+?0X0MKS&4gbp+PDrL8XIz=>Oh{jBV<xqaK_IC32N(8Mj
z;KVRM`igdAATWcOF1}Y`vL=s{`BdItmx!GgV&R%na7`++q4N|Wwnf738E}7{L=0*k
zG-jN?%<AXvk6>sR=6orY-KSPNP$Kjl`cu5P;*Dbnj|lmsCGx}A`c-wfVoa96BCpD@
z;~728328LB5qz?@%_wg4U$O$n+vAQiIz+R^I7KKjr|IcYNqKVkL}hTt4YXjO^rv|d
z`Jz-TJim}dj0Qi;y*tZsxWN)faUl7F;EYqWfQbz95wYZJWbDn!Kj$>%XN0uUPFWaX
zV;qrAduyqr!hDMt-T;h0wIbPEd4_U=DFDL9xM2Piti~tW{>-c8DVd!7!H(^@_U%NM
zvK_F-h|qr-L4qmkVqs=+&BTK)p!)U2MxY}!R*?YY=0PCHKmBSo7;U$nJ%T4|LCAdc
zr@o$y2b($@PT1{L%&#fUxG}(=>muozWNK#yNWuF$^@}umfnr!AjGwfRG9|~B<DaH#
zCb(uhu0o=L`=&vHeFxH}i6w{$rGGBejCp6AQ>2p6+ZVY3;3xNcM<btlE!bronU9%z
zer}PU?;5oan{uSyM!S=RC#m+ysn|s+5@8G{i1GJ_u&Psuq;vhC#Z#&<@9p%Y1&J)<
zxy`|sYs53<j;9}{Y7aDA67fbNFpf#;ew81V_iwg*##8PQ{9fN$wh~Ll3vm~eu^b2Q
zOK>VR#MhE5z|5vTtNm(IEO$IxC|M5<SB>9Vnc$8@KVxFfpM5~<?rOVTZ8+1>QcwA5
zx4jmy$Gw|rqs<rvxNP(u-=#Gg4LwEB20-7!-lzWn)kz)5vsQHd=I_5BWTZ<r!Mejq
z3-C~Nqi1-5r)90&2UeN)Ku&VUgY8<f-dgHTEu{*8@}ax^E0{LYHdaOv+I7M0PfOth
zYh@VRg#42Ct)W?^X%wZUj)(pci&)zz`?nm7j+LirbhfdWWQ~HUz++s!zNdGjF-hg~
zH;<P9Vzun`i(9nWb_{O4Hw**xuBtUDr|zpV<0a7DYnWYw6OKRznJhN<PtMZA1Q2=6
zQcG57)Z1l9`G$EPPHD~ND#YZnIO-H+S6@F?Xqj(hp&T|DyD_9Cgkc@lHtbiLZN8!A
zZr-nf!NSzbac?WK=MKG_im!E)tY=RXNpglegABf#K@IuTw=qkA*7F4Z@gN-jb!J%A
z%IyFH{6mvaoFkbPqYM84Ei(KA^{H_S5F`+Sl1k&u9OO3!qPn+4U$k1=hm@SY*F55`
zl}XN0Sn$2LJko7=+j5iupIl~>i0nZevN%%EFHTgRLHbbk?=*pr%N{t}R@&e9jVK(j
z0I5A`jc~9G4cu@+TB|OjRwGM66vk5{Ie)yQaaKeja#t(Hd8!9cm|Qd^5JrCFfP+vO
zrj3og#Lc=v#??6d`&9F&>^@{^y~o+)0i*?=qMkmqhUmElCG#_o-LX_GWJe}BA$DZw
zWjntjYQU5o%80S3KQJBhRHdO@#Is66e(lr`N2)iPI!fPaffvmjmG%5-%#g^YGSV>4
zGD*!@f^iPmLl14-lTy;3#4BHOo1g9Ww*jMp0v^nxBk`xn1PM3VBVRIBzzNry>7<Ga
z_>598$UG6j6@@;Pd2G)dEtq>qd13h1H0U*|Gj!}{%$K{&k;NQpyt4%vBkN6B9bA}{
zNXL*z0Q(<WSXxMAcqE=l*z<-bAFWTZQ~^6Jx{^u=xcn=g#8^n?WIL}4!x`mPE;;ld
zRcp&Aq%9;8b>|P)@HJtrpt+5nIaHkSymUU^)f?Hg(0OHKmR03>7&J*~W({d#i`X@z
zM<i-y-P4?fHGIV;#g^&H@(RSA$o(kOo>J!9e$_w27s^5U)4tI%&S01>MnbRgA5Lmx
z7{_2yu?*KYEb8dSH5>&eE&5fR(Rm`^+rT8~#n3VO(G25zsDTmB%HR*5^XXF9L*>rN
z<aIwY4x{T@#+z)o!LkGvtOeZBN(OPc*b-`KQVaO}(2lGQ0VHSZn$=x4Niv2tR2*m8
ztgW4mj0IdOgV)^GL})j@#;TEp4XB<SkSxYP!!41Y&bDIFq4JPO2yUm}>rQ=22pmHa
zoMR^*l}3F?iHk_`Z0s>sqY8VPsKzFd`xU!kKrFof0Q#z|x|2;42;^AVzUQf|d0r^l
zre`FBxfpabgUM;u=X0VSU9rLZYGq%d6RP$_rIFPSn?7WdfIqE42@%M_t^*e1BdGe+
zS0V|VOzz)j{t$Ry&Y+SsxGQnyDU5N4YytGFB~h~{JH1JKk03~;(S!OE`p}lsTSb7o
z)z1Nb?KxokP+40N1O(@x9-NA)EQWIP4aK748Nz|vn$78}CHExU$o~LmV9rBsIs2gW
zs3o|PE2Z+ul%V6&6(o03m|8|YY>SW;Mn*orjUxFsHs|dhFP1Zi`OmSaa^}$x-<Yp(
z(G_<eX>-aBfPPgJ-a|_pnGWO1qK-4}Y0}1SAu1VTMdefY@%;MLSi|{E2#iEJ?|$R)
ztlMao*)83(t|cr4N0O<|4|;Q!f)O-$ggDMmQ~A<ZHqgNXKHft&O#M1iiQ$>dSGj2k
z<8MX$1uu1ahe9v3IK;M#w?BGD=O3R+d$qmB*$Cfocr2$Nw`xOgCRt^5SX+!PGCrb`
z&=|voO_82AH(d5S(pSE_316<nw-A_O`$X(R^a{NNR&yo9TjK&GAA2YD%_>}rYm%>-
znYh8^4@#TK4=3*&A~#sGiZpu%p&DF(qsc=n4j7uU@J3Kwvu>Li^0Uy?5TjeUD;Y?=
z&NKMbO*-1#?<{3z^x%K>=-GS2+i;bpxnDIDMxcO6<MpQb$qpvB%gNB6L-ea3>&_=D
z8aGS~0zRI;^wo`RCMc=<v(=9|`ckucip}ay&>MwYr#@F=q~kukcBmz|F}BNScEoyu
zGfa`pbAP1B+kb^Y{<So78S`(Afw@^aAH>sos}Dv%p>3rmc}oZ6VAYMyc^Qr+5lFnL
z0~!2ky4xUQ499x|k&fSwrA!`42bT~DDs(C~sUPD)(?$yRvl=axKYcqBBJk^;NU5W^
z*xMjqkp0ITeg=T>+%DpGT(8~(fNHT5OO#dH3wBeC8hS5;cS~dH--OS<;g*oaLX+oY
z4w>_xG*o{F(8utzMnb`e^Z6h3-byQmddZxUcavuCjJJQn58@4n4gH&OgYV_Fe3Pg7
zx`a$6kg0VjbNpZZdiv|dY!|`$+Z<q6PELR8n^(zfvMt$bc0ifkob#I6j?Cq(#@WpU
zo10<-%1@RF>ND$A;`>B5@8?N{&IWsrYMJA<j_f-=>!Le!&u_+=Gb`Mnm6(D2OfVFh
z*P)WJ9GDkP9h!iSa6sxXY0l8acBbIu=L>_=>q~nqT6C!P=p29vlpYRg_lUE?mjDI8
z-M1Mgk0IZw1<Y3`Q4;`mE8q|~+f&}evN2d0Vv&eB&nBBa%-3;7HXkXIZqddKO)auV
zXA_1l#eB1Y&po}UNG>+z1*Oj9Lh?v}kbdaE>-y8BYjCmLT)ri6R3PY2ZhKP}@C`OI
zBJmsT+E2~Tty61nI@#xDEU`Z2QP-2{L-HE)EM6Jj-V3>$g^%}NFHQ&l0A7+=h1H_G
zqxTT}yzo!?%`K^x;tAGO+Za(Iha6OpNojd*%D}8q4a9-LKh}V?gm_}qt>c?_l^9Z?
zSn=1^qLLg%1o#e-Wm|6}tt!U%HgXS?MG4%YNAnc~MddTc^QF2j@CVD11uciEEblYg
zdGd!0hvZ&I9jfiDq}oS+Fx@6L1wT%|twW|X_efe*1#y5JXQ$S#OEtZ`A7yn{nopf$
zQH*A^kC`lcUd$|<!m*oy@`ngA4}NLCXqHO|=arN%+;HGz(?!&7k=k2E-f15;*2m4>
zn1<T!Q>Oy^VHpw@>VL_qzhPUsEZ2})TB!kLmg9vgxW{U3-P5hCD;!a)<8+5;&mQ$1
zyIWtguE$?5=24!*si|WyUP@wAlL?1nPu>EHu+V0ysaz$!yTb07{uN?3XB~ZMmonTW
zw&FH^es>#*!6L09E+x6Sj3g+3bO_I0JAM?lWH@rM7m$40*MM`|nrbXpAuvcaNZA1}
zx5%n{txp^`5^AS$@~vZBs^<Wo^O~7$^*fjx2)vV>h{TMj>z=i3bZ7evYjbgz4VFF4
zT7w5G6$8dy{K<>?e>UDo`cqD!YaBmsj@vB9U@AWk>snB0R<@|hidpA8hV&o)y0H{i
z&`IQ^D3O7{_pNyuJmypoT&hVex}hvTcDTU@y-8`M-UL;VPw!6YcO2vV;8vnttjzJ`
zGAB%SG>bblpn?Kp=Fjr0P)L^|duxBPfTCVAzy_=}yb~T(NgXp;=t~Ku0fThIcluQR
zaD<PSCmdq6O>9o2k}*b56an89&CV3IMp*C<O0u#fpDDm%I#d@ie4u279-Zm5kRq!)
zClaaMoZ-KvHhGpZ12{;OZYLbm)%><CfTy6{)YLC=GMp+M%y%4)G3Y8AG)RoK+^Ssu
z<+1X$BF1*4@_^HxHx8zyR=9njAKinNVmeeZvKMI(Jd8e7<AQrslt{RiRp(@CGR%0%
z^rlGAE4r$zvPf_<(v$4-O$x_ytesU?8*H?#p|})>;+Ej<TC_+gPH<Y>-KDrou;5bM
zt;M~?9fCU)ch^$n+c{_df-}asc&{>YnUy7TK64v5wNpI(P<Z}X@pD6kT9@=Lje!az
zX4bywXU58q(j%4%A4eOXVWMzY6Z6NDz775pVlz$)QlN+NQ2zefs+C47t$#@#V$l*A
za=P34IQE2pu4$&%Kk%3i1JvTn<fHdnX350dfVAe=VX!KzqN7Wh@F*Cm?NX<R7sFIu
z0|+IYZonz3DS*Ov1a74wy}Ql)nPy^G)#K~l0(!=3E>?2!wL7XpExskIhLGPZt*zl*
z!y!vHy;b?ngmN7-dZ@zVS5j2h;9{w`eS%vjhxiTYN}Z3}<An$>1#~Yg?yWxuz0JkO
z0xeci@5NK*N=2EeVuSxf;CsE=aJ?&+2P8Un`EtxBDzzjNtZld{jNh~xSC$hk_b4<6
zvr?haFdu6%;|=)_tJlINhwR8M3hSxW=}MXQjh477?ecBfyuPn1d|<`<{`=LBNt0Vv
z@%OhKRQt%*R-I1}nm@!_k2N&+8l9bSk!^vfzDSa<erT(Q5hU13&^!>0hc(slIdON>
zfh}e6kl<55g92$C*_75oHiIc$d|jP?8<y11y4l|zgmVI18Sfj|y_p+eTntJ6#V3B`
zv7kC2xYege;c2CabmVljMA3lbCdNDRIhk;_cpeQD#2*TB9P0w?$IINX3N&e3yi;Q{
z-JmCV-gv5{r-kjU4w-Vh=|K+iA1o8tzt-Ihe^bPjzEpFC(D0Gyg(^S2lYNw`%tF&O
zZelk<`Pkq$M}5eXf<Rd9A02fOGJUO~aA4F<awan%VUtK^XM2aNsL0m5f2&S87B}=!
z(jbQOdxl_aCE%()dFrE`^VwD9uM=r!z|G&gN{04O#)MBT8vv^M5x-a4oBAX<dye_R
zIe#m<somhi*^+05E@hpQ-SKuOz2W4Lzv}1i9zu%#r=Daq#<$rHuJTBO2V`yIv?ssj
zYj|Mpj(D1mzm5mgg1u=Bs136eL3r;1??#6{cH55CY2gjj*Y|w#b2n^s<b^d^a~%yl
zRQ<#k>)<@ix+N8caA^jp@MM9B5zCAMZ*(MG`~p~~6J|FLC)j78ZL1O|wF(CYLwdu`
z&17xvGZp(Ly5Ac28zBKnctqvM+3&l@BcPvb<FJQ%Zt@RfyQv0_swy3dlwC%lXp5PM
zn)=BA^WMxn@_gE{ai?B%-#6!-jJAjJxadWO_xzy@lv6yn-@vC-U9?W|E-U{b=zw60
z$?+9P<59^&h+>k23T$w-y}w|!3IV(C7%1_#;u5`%Zu<n~fk0w$Y(342e&&-T57|bj
zdcb>0%YMZj%6wx1nUFhvw-L;E3#%k$-iG853J?Cca<%qy7a{NPJNmM36qzk3E^nq=
z^}R;_)E(+fC4H!hv-E!|Y|oY_VLBuY`H$+2p&#I{mI&b&eaNO`2U^exn?7l0hTD;V
z$Sh3ZBVv?V;kh!te)EjY_y@_M{zr>f+m%9yFM*8|RD-JhISj(pVpsCBdkFc^g6$DV
zb#l5^g=%yD@}#&=v>$|N(+w4m!lHN0e76^C)VgkI`8lSZNO79@XwT)|6c91Ayv#7Y
zz2eL9SA(r~UOzW;PLgw~_=FW;@5;QKoGK-piSt`a%N_xQEy!sdqSAloNrkqr@(fNo
zaQhFT^P?$JQow7Ko~8#-x=BgmI;bNEQ?a(-Ta+!s#FqbzHSP3bfxKcj1XaT5{S>ID
z!a%Uq+$K3){+OAp8mE4!b59=cQMKolh5Y;g9LxW1{)!Tt_{Ek#m@dN6{N{(H0*qD2
zqkJ55{oVMBq-P>cq}Zz+2FL9C!h9IVBTXG{H+lvy{vi$f53Gc!H6pfJgnE*8uMguP
znPXj)35G{(MRT5+a2)2drjc7j$CBU-MKJjWGH*h8{P4P;7J6$-kZ?M5JMf03r`C2c
zS7?EljNdEt&jfPcUn6U}Mvd2GAs0hGPlx-5I;;1pCjrp46oSg96k)Ve1N$A}qMmjs
z?_83v2z4VnbR3i5Nj_gs=Saa7jZt;Kz>g=I)36xgBFqh4r1zgG>y3M;Sw>OhXJ#`w
zYR}JG#>vA^+purHVEl26CnV8{q(oL`7Ixs^Pu0|d*7oJ?9v|yqpZqf7*?Z3G%QoXk
zk3LIDjuM#^Ba+(Z*#`mZ^APA&oARutuUk1qP@X15^#D*oeJR`_#rtv~8$X>9du&&*
z-)tjQtO*7^9i5ucbGS=j>fP-Ec7p>c=?WwlJO|_%V#22p>QvAWFXUlp(o{NgTT|S<
zePQ+0T$kN#OSpJfUvDj&iwM#3nq<eB8OVv*`#B<9NexC;)UuWIp`QP%&PIrqUYMXr
zbpmZyw0*z-$%uY8w8Z+R6e_%zLJ#N;ik{o^O@2i1|E)Tov%o3iQt|pRUOV>Z^0v%i
zfBe(xn%x+|Pt?tTTlJzwiJ{Emg#Nb5qOh}FbPBW|RCcM~Qj<}Ja_qk~w-ODr>vmiI
zu_<7Dc7Ifr#c7^p&9$a{EFI#TQs@?$4sW3-%Nl~8Wwf~%4b-}SFXk;a#HI4QQxp;F
zz%BI@B5Ap0xy_(WD2IS;TD)dna$JH|h3kT<89MnM6#KLPs6(Y3<4};2qz3g>L~l&$
zmNozQ2spCWn;?wwO!AcMB{L!(v1!Zm-138W=R>g+Ii_PMdG5sB)u0dPro7lRTH1`}
zguc>QkDfh~+6;M8IlbDH7YG_G6=#C8%h_LK?4z$KlOylY1XT93*4!o{<~{EoD;`1E
zzs#yeaKCg93d%(;WIZ^r3v;^QwhDw-3Cd;xKJ&ElKE(mJbks5EE2BEHc_G|<?fPKq
zk4F=>J~fcz-;ulfgS-bKW~siMWYQy+fvN%3c`A*9aF4$DCgTvoD6UFZZU9T!4t9<l
z!aFxis$oebSyztS;8f#H9MG4{io<7d&;cuN`o6xr@4tBwF@opB5EGm1>CZ73W0%95
z|G+Y{+U_>NiiY0@uJcP-T36*JP*k@Uei};jm9+iAd@U8q5GNQ$peZF$Haw9%BxO(}
z*1vK&q>$oogzZn!x&U=gD!PO4l|RrcVmBh33A2&*id<%=y<1;FqCj7F!Pu|jT1H<L
z4&R}p4dwRpgtb>#60H4N#{a}N^>FBkT@!5<`|&2BZa3_1QjTb=JdHh`4JUbT_gH^4
zYjin2XXLwOm`9B-&bI(NSZ2+3nJNA2&WELLe6t&TjKOv$gv9+=TjR!yrWhf@7e|=H
z0_$_An(HGE|5$_J&sfTouwK}YZf*Z0YV=VnVJl~2V>>xh<Wf$cwfQo2RI7l~a(6#J
zAFX0eD15WuWHZ=K;JD)pWY>K)K`qG;&9#!*l+udtMtos`;+yF(@7@x3w7+qcm+C_K
zoLztI$ZW>tDVD4ma67Hy?3Im}PlWx20Tb1~X>G?)39XCR0uGUW9BTISb)v|vId1eE
ziOuV(yzh!*s3#~l6Ac90G*hMTRrA@oHfh$!E3Av`Uf);kYckx(_(Bsq4wL_CStjUf
zJ6X8JT)wi-6QUyY{qBTKsHq23e0|vY`mo1i*g0Tu{t)a|aL+UiuHOv!`I=z@L5wi%
zrCup|K(Tz5b_2UMd7@U6KyP^Iq)H{OsD^6^{OkGykDfSY*E8#kzrkhJl0TMW4Sf!~
zb>f`UlkWi`fB(%tY=WZT`KDc#=cgJ*!wg4baO-Brw*Z!#6(j$a`R`UOmLxUq^jGm~
zM|NFF>qZ0+L0;<N*l2!QM}YqcH?CbLf};%OmzK%$eXln#SCEwIzTN{MD%$zG4}g+<
z8slN4RSe-fW<qE|*6hldd}gL=%JhN<-_)Czf6HZOaA4|Ed%;5Ty>TB<@9o3UQEj_I
z9wHnjd847w$B29NTORP16LfUUTu1hzyq7;P2_sFVMqir9cd>1ys6U2}<xxSd9NnAv
z^6Q6ox5>s|{!WU+kbFWgdK?A!g7z4HK*`_MS3eb^sj-js7oHl-`tfDg9VPsmXXG3w
zpg2Up@hSh35@e4bopjc|+I@ZbnevuG;~^XoU`iPgr7b?Ud2CkCxblH{7madjv0M3p
zqT8%KhEe@##OWCxbqc!V*hw~iv>E2gb&XA5ep=Kj9Z+l_phBSWu@)e%J!@1EsF12S
z!K^sqnG~>(`w|DD2iZ8Dr~1~@WR1Q4`+==xU}#h<VM)`qw}*|XXylvFa?==-f$jbn
zG{s6G5>80l(a+vL-g^hTDR*gPh!ykwlxJ@-g5)?Qgs&V@YG0%;-X@6uH)L1<v6YKg
zbrzRVXmudKPjlGi+{N628tjBwd4%dW&)dSTze!OUt`&;UTMLuEJXHx@9`#tf;=Tcx
z>FtvJn}@Cl3|=S9VbTzoBy`>X)4DW|oqgc>KC#~N=d0hFwvFlr=0m9N{D2Ln)b0U1
z`?2}`y!v|Z-(+*gnh8<sr+MASxzDum+WLII^TIZZyGS10g7blHoM#E)!6*#N90B@n
zWbuoIte_6zxdZjz-bkxi@4K7>m*ze<<E6=o9FNdU)xO3%v8QW$xga2L`Fqu(%+)#3
zs&Ntr6C-gL$`e>Qc`Z*i)I(QoOCZjh-l!jM;U3=!0t=p$@!kD1d)uZq9p=E<N&e*f
zwbR)$T|?V+VF03Hzj>a$%?zI>1t0BP89Z8^Eg)yj?&9tE#LiF!e_J>9WUn>b4eT*!
zqjW0{$6%m$Tu{X;0BZI`;p1X5OzGFBm;>{o`i9^V%-9}}NqsLpwe+~~k6sT|S}F~a
zB1VieGi?a->T!|r)}%UtZ6e6e+F!f~bWe=+!MP;Z1ttM@jYe@1PzHi+-x2B!Ryu03
zI?6LQZlNnaP1Wf&pv9gOZOYm;zp+dWkCkm&Njd{|E*BH+x4HB^7==<YABYBFcM)n^
zyPeK&M8>#BEJAabZ8k~UZPRNB9&+iToNd?PkgtB<sSGYQKV)j=n~>24n2k$LDbje*
z91nus3~m$;Gz&sTnQZUM`{`C#mi-sRnZHV;8nJ^q)C9~l!|AqDZ_p|q%d(ur7uWUV
z(Xji;B+|&o>7|y~@O898e++GF?kFH|?ogy7yS)F<Hd>UW^YLup*Eg@~N*7Gi9>fG*
z9J@RYQ!}GFS7<xTPTFI#eO7>H7ypoQF=knZvpZXnh+5_jW)P`YEYCFpKNVK~gaLtM
zdizm<3+DcA+eS`+%IcW{U3rVx!K^So@i3dOng3#4jhRu{+p&6JWVNWxBJ2t6;vQuI
zF`69lG+A#mA6Y4}4w$RQ>G_h}aL|Z+6=e-GtVhRj(%cCgft>Ri!EK|Hf@1Fbm!^&0
z>Z*#xshn~I#41&N!ci2ip+V#>t=Q<6$TZ!Z1?5fGFU6y`c+{lH8k2nIWR`S^q+b^d
z=u&=-=)%R)NjL~ptl^IhqoTuB{brESJd8>1V)h&}F4n{xhQHMFe>TonhwVoKFkV<0
z81GoHZ)Qro(Fb$h3{Vep_V|2#vml=zLtqnjBOy>ZcEP@^@dQ3q9lcRj5H3s{62J=n
zmWs+~liSJx;p`7fti>-v#`g^;GD=AZ5>2PD^8E>p?j0Fc`ka&FD8b9*awEABhX#Ds
zwrM5fl?%08tq4bK!zQVzuJu}7n2fJv)Vj5PT68K6aIN?f?sz3jinezBQdJQFh&fEt
zF+1Edp9*l*n`&HTDB%TNaxrDwnwg2*jOD2<U6rq`NMiyCR4qr>%?iZQ^f)N{30|g*
z>+jyQ4ZI?GXV(>e>8sAP7E(7)jn@mUef3DDlSLdFT$|nl2PzE`)Q;*eAX=F&CAfY*
zFjCrK2CF%vPc7^bE`E2mM3(i)KxIn00JI@h5R085vxtr2lUR@Qw!AaX1;e4VEg_5c
zeE=Q^GR;7M3c;o$d(rw(iLdKOamIPJ*;<pSjxIqj>A1p+{_z_T2V8vLqRcA)zKzVA
zN=}-Rcd85=^!KlL^?wN7g_T885<Z!0js6#xLm#U^MD?~`lpXrB64fQs!~}VH-Zyd9
zotU}a4Ao9QCk~bHDNSh5bCKu&5>5YT$KdH{Oc#DOjQQhu{aQz7;jyNnQ;G<$Isx&*
zw@PVC`x6cowev^!42b6g&G*klDvgh<Ew}hkiiY`<s|YNoYW{LkZIShF`Qwabc<aiB
zoMsv?1e`+Tr8v>}NQT1)HB;y|kwkfU?PZs`2%pMy%x4rhbWP`GuAj?&LE{-f%yfOn
z+UcxIj_n?RS;OAK3da}=sgqt<2m$uRtuSo1n55+JabjT0j4KnjRB(5I9E^az2->3p
z9odDyac8zTp6^Cc2~S$HHZ7?O7R<GTl5E5trjdzA+&hVx#dnTJ62pZOBa*U4%A54_
zWoF8Igs(G+`{2BPC(4&?X^l&q_VA;PL+~9UL$+_I;j>3zzt2v!z(Zcr%cCoZndtz#
zTr$!=jF->TEQs96j+(21YHH8kPgz8Sb3$axRXNUhc6aQ;4T~^^bf+zMM(e&EWolcX
zn^r=9Jy^00?O0W`EP7Tv&Xu*1dKa$3GvXk6Yvt^9?+_yY+>rVUkmL*B-F&y28x!PO
zSZg^T{UI?)_E>&Dynvf|S^Qaq2*Y3_$(qhmU6R$du_cYS)4!puPf;?>B_#UDRg+=;
z`gQbsV0^4SF?EGV!nFef9xkJxn7miys@kr0UuGE;#DPGeM#rmgJn2?%?*~yP{W6|>
zGW0`kr(2%yapCtSSuF`;4tX-%xmxIxj64Z>my3T_Rn^KpCi7IM#>k!|iL;>lMzHed
z)qy2tA<1MR`bEu28V7otP#$YnDm3r?X}0IKzs0ptyi#`L-@gU-@~PZm^7w8BAYo#;
z!LRIuWDoA8cZ?tBDHCVQ6Z%B-^JXsu8C-;{vs+2W!NY}_$TmGjO2E{63f1?(^sA@%
z7G=2v6Rp^}ZzN!gHYq%o14)Cj4mY;<5b@p-tLOgH)eOLq7?I;4$<s4OyN}_ItWhn^
zQFbjyP#GJegiNmW+OZD9@>wP4F~-z^YGk%!L8Rn5<Fqg9A0N#<8y&tCr>xl43o5lg
zG=rLeewV?}Ft_5A1d2bz+}Z1p&lqh+Tf~&LpLyC%K55pl&2zss<ItJqrn_5w<_|?z
z+tk^^9V-RZ6l%+0j~r6Kq&4JdL1dVXDv4QW8_uPQ(<;!13bTl)NeWLQ4nZvJZ2dxa
zN@(<!cp=>5<ktT+Z{clXmM`+TmPs1C(;A7`;Qou=7k3(bV-WtOFm@pDl#?56X*SnV
zxV}2a)gE#~dRcIjPlnU|{!5hl+@b69R*eW997?e_xNe)tAmaL{FJWRQLIRQuKxQb_
znz!lz#M;b&Z7vrTf&TK_Ih6RTscS4okz(+UR&)uOlaonmR<*w4O4<Qmx5n9OPLEIN
z(rGwlL1EW$_(Q-<QHAF@zU6-idb&3ip9o|{OsX46w{Gl3oREKtKQxj_iD2dBr-9q&
ze~^4NO&JGJ1dGrZtSm%6@E<71Xv(}`L;Ty%W%`EcdN8F&>TG{pYKLo;1Y6Th6QGxU
zoa}un$To+uf?s|c<ku+tOp`5#OGg|P5D-TuDQaJ8Vf4gkm)3=K?#veY2AY&OGA%($
zw%@M?B`lqS?}ume7YU9ut33GZ1YLM9lB^5F-TyAQ*Y%CkC5VU*yrCMA{L=yWPLxrk
z8FL3L4wIIxS?OBgzrBjStW3%dz$}<F?gU`b04RygOc>XuriAlY!P{)Mk3J+qcN)iD
zf<&?0_aS~bQnl@Il5?xZS|2TS7`xQZ{Z#$*b6fkK@{+MFWB|1Jo7ex3j~}^%R!qy<
z*+8)AFXxOa0pyDMRCC&!I13YVns^Yu2AOOmz2vr~@bK<t@%LXvnwHU**pNyBC_Iyl
z>Q^(L(TA}LuGSwP?I4e?B{|bXPS1XX_htNp1-L1M)~tm0Q>?Gm%gwweQ}I|M#_r|F
zY$o#>>-_a;(ixI{<5LpN*rqRoY)(~b`Zz30S_(GDzck<KiZX;;4j9=UJhg+;rKb;T
zbtaZ1nbI52o>HMK4ec2YSC?&A{T5e}qNdA+lg&7FxU8gL5hKHBt4Nh;(Jt#H<ixS^
z1U}+Qld&6<h`w|Bbg9M4!!FecMKSLL)<*e9EsO$`nC*qcjmJtqo6lbKAPPFp>9aSu
zfC<*DRK!-s^At~wDi|!!DpDS+%yp5_A1avpDyK)GEm+(Ik+?Ijq^e@4M<h!B5d%QS
z=wX+2q;86F17_7)Ziwc0Z03IlWSK`tMmsxE1iAiIZzvwXw_f2CmOD;V((QcjC3S`G
zQr~xqiNiC0yObTd6~|VJKlIheoMX1^=6#co9w;^J=Wl0&s#Xc7Bj++~TsbQ6yh_Qa
zBki}y=*w*Nv7r5o@@5)qKIXh$snI=eEtQ0IcOrZ;qQ{TwvoR=z^e37|*Uf%Ey5(CR
zV+<|`o4ndnEf1LvhOhFK#E&h4`G^xFPFM4Zdv9ILgaI-2qs00JhTq}`Ckp>L?9rGj
z{f992e$7mclOkNprt^T37#_CnUnO3UqG;g4Jtq3f@_F1Ycny)9Xa9HjH>>P}RT&0S
zTX&cwXJAvH8HK$&|4gQt3{hb5X8!x;u3`%dr46Z%D7>FP=cKeHGUF6nv8asEN}8jT
zp<O;oMqo|YPbhdnxf;j%gwbR#m0LSWG)c{6djFcuKgs-IJdMPkkPP>9?qAGtK2Rk`
z-{CnYWtUTKHak&!ASMupw$K4MyI+4B)Xj}WjW-)fAE6o7N=_=e62W?&3n*_d)g&x?
z;44bw9i;Mk@=E<PEzp@P1xJ`~Vb_8aW`e@>{18bdR&>I+>(ob9{!li`uEPl(QUtg6
z+&NLE^!R&Tuy^TeagKeq^c)ADghqb%FMo@Lk}-CXIj4OK>ycDa<7A-rEZ`NoW<Esw
z7wa3JONNBL|8^{lbR;(2G*9v}&>-jNMBJB=@%OVUtQ#!hIG*1`!xFV&^(6gJN#7YQ
znMP0IVD63+b^Q5b%>X>iu7&>O$D7~u{Q@zEr%cV*v*TDsvcz7AInArHpGV6LfTnp*
zc#p7e-r1X~$u3ErL1O{N^dCa4mQ2IuaD8sxZjkX<mEcpj!<|IYUm5AYUyAX1qb}R2
zB$q&PH0XtR{+u&KH2sJFA^h*at$GOj#pw8V^0Uu}0oHC+xWxYTpWPFWV{KV;nrvZ~
z{8g}P_P@2kt$Y;w9#2uvA<4@%-BA)zds!AQm!uJ1o~2`hS(V%c12VW{kPryn1OXgJ
zlw1OJj#wV*Wi5r$XJZ&?D@Vkn&sD?8%E7J19H9LV?Z?WolJuS*lw5zaByQ6_*4EaQ
zedqvu=Hfjws_92!p}T{<OEbdwWY{uF#%lCPB~sG%A*SMjb)3RYcqiW{?tpDA?Uunf
z7pMJnkc9Ird<~x9G^Us)zUKgWAO=4CTvxo|kBxHiXL<gk#K1=60`i6?geX03Eb%w2
z2%M}L4Y^~RTSU!O9$pnKQQgm5tUMc|eoC}bP<GX|)GNnVEFLAO)XKv$hs-G_*TxPd
zKSiSTN@N}KZ<nqASthM@+Y<E7TM-dZ;<AvnZ#UM0sx=zc{!*&ES*f4LRIsI<q>beh
zL9>B_qx_u0sJ<6|NJ0BEim;~>%aPW^NJ`7<7phynYcLe&*T|$>595kD>~7Xbq#Id%
zZtJ-tF1FrYv$wZNUY?kF)1R{21<}dJW44axUL5j|Fa+@`^HH6K49gk}<r22zl;lN}
zWDD=&%aKA@&V(yww?+?myiCcM_Nl5Uyj^CiJ4OmzTXW}=r?`<_9d%Ch%!z9!&e%V2
zFdoN!FR{ROht<l|VQbb{TdYhyoCQ>1VIyDC3%U19dE=~Wm86qC4E^CFyv6H&ORdw6
z<k-&Ml$ZJsfu%=G;&C>3wjT+^HD>(RYb)YXA?M*+TKJfFm-#z!>+6ymcfTEdEcP(U
zR_Rw3qGp-{piA_CnH+#&WOubF{aZwMA7<T_;J-v8Obe&<M@9kKzAlTG1t3bEE$9mj
z9^Ttay7fHUNtKL;*?$%fP{y;K7&dS#Hp1of(Hp4kY&+JW*E>(m@MIRIkmt1%vG7sU
z)=9S5j=YFFRqbzwm%!vrlgcT2z`@#mrI&pAc@`G&a}B(Qzg6Q_!4~d8{3{N(Qv+S9
zh!bf#zxwQ^s9<a0+k3DhWRy?d;@SoDg+pm?!p-MVE;kFG<r$%5A23DM%gYN2k-Bg!
z5G{b`OwAt=a#aYYhyyLP-{=;LgH?D(+kctBH*mgZtQc4V9n7dK!y7OWnh5q}#T&r8
z{_*EwZ|ne9xo2$e6|$KeHp<$^-lqgfT)RL_ao2uosY8w_=Gc!*R{MOnCKeuBCW{c)
zbKr%Mkn%&-=Qg8)N%q++q<4g&ovvE>j8ye8+_2NBAaals0Hwe;wT(&m4jz0_Rab~T
z^Ahdfw1wY;8aYdSkTiDP=HGQ=`=b(QH-YG+04FP(j&_)Rn9%+XyN2us2v@$8Av<QZ
z4Dp35sFhMr+c9RWt%9_5$(-C(cn>|Q(}zi621USBM)(0s1BR$}jTxV5gs1FK2Dtqf
zE3$lM=u4K$?wS-oy64}tF(HI3zp5}s3P-JIldU9P%p|<~A$>WiLfiUe=K9-uGUNWC
zvip&>-#>#?rX&=@i;AR-w~EswITr^#G4W947CZUkX1S57kkmY}uN0#_Sx_GAmy+*i
zi%sl5jo(@?4&9JbBVqtU&gJg;lS-1=o*;r=R$H%Z^v~dybgyPmBc=JF8~`|%n(B?5
z!~WHt$3WD;aOmtp;$LD~U~>$AgV7g|*m<(Li&i>pu2fevmMB{>W8BP(b$obV{b!zM
z>^rE`z=ii(1dZl5T@IzLp-RFSOnCwk62{b<I+xb~*55f!oTQ`>N4#fP58C`2zhdR{
zcuo-&9*S=C#Y1^Tl6<n^0E5m`iTP;nea#QINTT*U%5@ZTHh0>$OO4oc^cj#1!z~G2
zv-WkQr14P6O{nr*OlU`ZeMxO|5N52csU{$c6g~2o%neauv%3OB2gSg1Y?ZS}5zE~T
zf3agi4r7?PHPEWZHj1Fa@iT8`t=(9y+P2V71iml9$(@_vHdv3eW?06nha+I03ZD?x
zf_P2(MsQgqjD%18sC_H3bsp@<55=O`%|#dz?R4^d1NF{_(*w0{61CR%w04>jR%Xi6
z)@ioba`Wy#yU^d3rnP*E<3)V#!JT|krycWM!UZ}Evj<xQaNC`*Co<AT;2ZwhstK6X
z3sc4CZDbSvddWnSU^h=1dt{NNx4JfjuY2H>A8C7PHpgsE#|z~n|K3k@+HI^lH_9jl
z%YD+glUSkD6${v@t{gSA`0VjfFfr$rs8kbgy~Ly8HGP7Nu`LqYL%Y}X)t>QkkR<xu
zn#`=Q$mU_<Si1-#)OrKZn6D#Jahk4I>4?9))OC$h=rxe#Uk@>p%y`l<9|uNpo(-=b
z6c@GcYie#ljAk|D<a#vZ7>E#>QZ=Mdi2nCsf#iq~G~lnj2pWrEz`|UBhFi;=93{^`
z#!|_TvfL~-60|Ti{-hI5&D0G+$&3j;qDb7=^U$tpH00U%?h(k=lI68w5X=LC|M%9_
z$ORR_HM9|sO4ua@&0<?NpP|ABfp(*_%lTDUd?GSjb&2&ZNXa4F73q~6J(wwe%0<Pc
zl0W%%lq@i^Zp~h|WqE~1`0Y`kYH;vHu~gzvrNa^g@Y&lG9#cps{!-YnNimiNhhLZA
zIxZh;(_bs+=&4|~JC#t9cYcVj1=6<r_#h#W5LbO?@npR=b4b?+B@n@7P!Rhq8g}Mx
zc$2KgZt*%<5(0-m*7}q+btUqw59zt-1()9xtbQ5NC`uhG3E2AEQ@tOz5)ZVd5J)!6
zG_`!LnUbuP*LK_kx3ycQdZ4%Co@eJ70%*PUFzY2fOGYH~-({RNTwn?Igama$;i<EE
z#<crveA4OZiz^d7FJn)K#~`YS5?Au*%<bYpo~QYPUIV;8j!w8^@Z8BG1p_tKS=)CF
z?Ws7OKWT1>Ie86HvM7Z#_0$d&SOx0EBWis#sideH+ip>PM}~Lx`dAzdJp`}M#d*cp
ztT$^gN_G^#kZ_g?-sJBZXnk)=)|hiUekXZnpA%^X*`uUR9m<pw!D2+hp>Q^?6{To%
zx~7~c(|u0Bd;Q3AiJkm*{6IClFXmHQlQ+0l|K$;cZ-G8lPRmJ@Z!~YF#ZT=4z{UX@
zxuGqV`^bO}0mBCc{j{>M-KW`cS~>lq@M<CKg4plsdfy_`@NeFkqqwK!2iXBrQEdS#
zHRT7xNJjy7-R<x0CrpF^kI5B7BBw7^0sC;M^_Y<C>)f&GBMY(h4RCN>lUUQ0nKr5X
z_!8un6hfJ-_M9bb$qJYBoN8ZFs?+IcmPUFVW(+Dg)yr7iEcj>8NJv~s+~vwlgg`e}
zkW@I2)W(}aUBo<&rJ%@R7U3U%tGl=+mhv)_kzM^cx;ad{f2=5oIbR>pS9Y99d72lC
zJxixg9^6x`f!nim(8BJBWX1Z~q=?B0c#^o~1Dkps(i@(1d4~plzx?(~_YQF)$4cKI
z8`^k9+y9)shBA=1U%U4#UP21<6*-+NRn*wl09bAVY{0t`ccI>)>+&-{<EN0Lc|Uf{
zN+U1Z?E7qPJfV#4RP|OIy$qxh-C}d}zmx8{FScyXQh(D+dZxrz^fF-9Gq=)oo5)R8
ze6FLg?;1PfgBFvO@dMf=*?%d=E#tYicFX>h`IKIZr|IUJJ0Ig>?(PVLtebQ)KgkJ4
z&ZT%jBO!NyT<}^ovf?dACTI`fo`4BA!Bz|uexSFt&>C4qGgeAxS@d4vFUX+8LnQu?
zIc*eu%SJ~!)ElM+e3bD%Qc{971T{7~K2P|?Dnt}X+Q`SFx=BfTl|f|jdDfx=c9S+F
zkxs!@yasgy8!N`?8+puLO1n-Y4ofi}`uko<378ef7cAs!=Xf!W95<&+lHYDB!{2iP
z8+^b)1O&nr7zuyehsB->UV8m7M>kFZViLvaGRYU|E=-h;n!IS;e3OyS`*@8;726~5
ztXWn$pI;8#KiepC579QWP1@Qok~;#nxN#R#mZnwDAPRgb@8`lDu0-+wg0I#YVg!#V
zl+-lk;i4>#$(mqU#;;D1$|eiG=HG`?PXNOkN!R~oo10~q{inIDe1Q|}BI<#rf5F^g
zl)t_-eOu^gC#&RGFmp_4_xI#DzQ5G@k_YDL2?2;73d7nYXXA{&7TTW(lp4B-ugC&C
zS=|)owQZAkp3b!Pol4weqf5NHI>|y#ngbU~wFy{59D<?>i+8=u{>IL%7UR3KXIkv1
zy60-AxW1N>#S-6Gd<}Q)Jh5Yo-Zq*<`tY?Ajr8BYd5lA2JOH)UKd!O&xEqfOEy33V
ziTfLtWmG&`a);RLaEZ#-m;_b@C}~$)IsND4o`5dgAGOk~8;XORA^89HOf>&`p_G-(
zipzNu6SRm>Ma@>1cF#A2QJ8UVT_OC_+QM=`8t|XL7%;)@S%`9Omg_)U3A<&XQmEDC
z60C7F){!N;)*n;JB9M@9+(6s1$;NHP6>m+0(LP8j1^d#C4TOK51G>ViX0;9ZA6$Q)
zyxhavL57vk)rkoIiVu(1dtn1nxpNC;IdNe*T7Ra$;WRb=L>PAn^%?ehqbZf6q=2n5
zX7-gouOF@^MjTN{((RzcDjQ%QJ|Bj%U|6jidN_!VE(f3}ExF>+`FIt+(JlX*SFslZ
zJwK%mbtBCMZLp4?<!imrn*71?Fk`q?xP0@+&;J8Dh0k$mAGW<908)*^T{tKPB<BL#
zv8H@u^q^)l$-`Y-zB9ytW1W9H8Usd=uZ=s$d7~d)4+Ie<7Vd{*=Y_)Vo6UnAn2_O&
z7{MPI7d6NOHB+_Jd@!<u4({s?YifF<26=%!RE)i63TC6%vl|>y&2{~*VC8{oJW|A$
zPdX6`ar&&{u2~XlSsjm689F~)9a1p9;Hxe&(eC}zspBAHDX;%(xKe5}Kh!5kijV;Q
zp{3T5+HX%(p`$B;7|GrC54>r<u9rCj7R4h9#*lpL2#A0zLj|KIQnw-~Io)9&nKhiH
zZ|Q}@4I-kUXUL8#$k#fK(2F;c(8WLFahFIh65s8=!lWYUFTDm^{rl)<)Rwxx#_kKf
z<{=P!Sv#$J-`5s`Y9|;Bo{4Mjs_lL18L8#Tf@EWTv&?kBUxHoJjDr3h=d`wCVxY}*
zXluA78AbSdlL+IdG10`^TR`reHDTF8v|ghKxhaXW1+ju3C{jmYOplEbFDypVM87O5
zpNE_Xy_Fnd__fI58tKI5F?Ctw`#+rHtGy-lhUOAOf+CEJdZRU@oSriY|3g@+iV=%}
zB=hF;Thwi8t^b>ez9|1Z#12Ga%0t_h8#aTjo~Iv4ljrm2Z)-|4H5MDKJD8a(K5gv^
zeDOxM1+yuG6Zx@C9!kK_Z*CS0nb?G<CoJpiqH<RA1Ug{uiYL9Fz`2NGj)4qZPFbqu
zJL(1Gqk6rn*L-)8)sj1Pp2WWF`t=;ihQ|CR9{4wnihPkWk{|dKAk~*h2M<)gnxJy-
z`}|dfD}SdHHts6}2h182%ThZl$9KEMiIa&*7<gRsrMgd`SP*<^;v`>EFCc4PGqCEb
z@NicAF0>15X9+6x_Dn#bVO+JWj4{t-6RY0N>bzanY9mykRJtyz=9ct0{9Oz9LJ^cp
zWP`BZk~_yyxZ+^^efdfD;jw&eB;U$1Mn^_|Px|FJc=^{1E05a*4df8fCaJ~+SEPrg
zN6pzF>-@s1(FP=&Jdy-=TY6PSG%1dE;rIMW>`aCaeX2Is&iFA{kpT8w!r3yxOa7|A
z@9{`o|M1^d_T^k5tonRRoUNkLv=yR5q?T^s&0mb%iA=F<i5g9k948Oy4ceDgv8MQb
z*_~@*UB-sEYP;ZQVM)j}r5qjxUktN-#y-*}(fJ(c6><9Ju5pg9gxa)p2F=miWX{BS
zf_-Go0rBr;<R63w;llHXN-QQF9|}o7u=T*o)%H*%6ldiVC$hq$Q03y_iQjo%2GNf)
zSFb;KFs69jToa8K%hPA9S>w2|5@b9lr5*#7+hQ4>MdNEG*XPYFTad@;oSP`i{%pfl
z_6u@DhK?tYYxM9~?i$c5ORyrnKA8nUJ;gK*?(f;^8jjy%h-+hqOx4<j2M*85v&8;1
zX{f3asdETmD2V(^Ev1PGwtIG(j;5fJk)rRm-)q1LZWC&c+QvY!JITl6e47+|MPq+e
zm++wX+S8+}JMMg<j;p`9pv5Baeq_GFk~O4|_P3dc#-&D)BUHEqSrl^dHSEM*9(}n!
z<!=szFwd?i2XACxNZl(mEV!>E&&HvMgFRL+i5tCY>0eTlSyH8Ms%1t2(qcP^`egs0
z<9%EE+FqyE!z61Om|sqwVN(9#b7e`ougvO@3$~_p-k&-)kyX<3$1ww)%$pOQkkdgC
zM{O^u6vTy6Nc`r12)mlHl#B{_v=ab|Pii-zlH|Loxmi`R<d&cXWHul^r+yUE>3xy#
z532-_I)5e0Dw2N}xDtp*8@a*f&NZRYE%7@-pe%1kN5tM0{mHk-T&bUcl%t4^;&Tc*
z!;W}Zp5OGp$iIDqWGzswW*5F>jV=vZ{4e=`Bq!-0<~IKly0oLi8$z#H`K27>*+!@^
z4zq304OsLW-3p7M9g(Tun#BdLWie1SxFz{MoUf7cZ`H3={m9lp-1}wd9;8Gf<g3a-
zqK>K;Dk70Oi%6|+9cKbrE!@wf+`=st6?11dU2=GCW0#*TE|=9IAZkTWVe90B43FcM
zml{THtdl8ZP?}g+xGj{JFGP%uV({d%^5&XjFx{PJH&f?#2zWCnRWN<CPE=lC+xVtB
z=grW7!T83G6WJcG@TF^>taU^i_v!}{F<&jZZ#<y#*HY6OEtommv=;#%?%@1=jk15C
zJHa#jIw<^d%EYfrdCiv|p{KdBcVAKj&t`UZjbI?sL@0`7{(pX@B}Ks`kbDC^c^kyB
zv+^*V?FDCAfMtKMm{S#hd$ksHCE;vM4S(GciynZzm+NM)G&kVIzGoy$AIkH61?g(g
z4XiUWFvY;q<b4Gy-4Jc=K4nX2A3=koQThK;xzb^iUV*Q_`jI9?mPh{Ed57)RkZ-ps
zyzr1*RK4dlG)XVx6&3I2I#TgTo$$c0#2$dN8(G8VOt2}#Lq~`WXCJ^D$EKZYf!sQa
zw&sCwPic5;S@GA@ILOXuTt0W9G+|hN#?wMYS>{Wlm}27aY>|qVYFi8dC+q;ujw>g&
z#cHZ~=o5^_aq(N6aXlJW@gSdR_hemxBRS&*6$!DUlS@{{qK@o(2uABSxf#rZi!a^;
z*bG0YH@q*QbgFgqEG(^S;xm`?9?7>HFvm{5ll-p2rqb-+Z0QzgGki@BY_v>!RBVv<
z`+0&}SQ;yyl*oC8n>GjiZIDKi*=~T!^CAAG$8)$;=<H(l>F3Xz+jPj?@Y6w=ytZtb
zRnX<`z5qQuFo@mM=myCJ{W7+b*epEB*R<qTXid>g;ZfCnP}bwe4Hu2I3%dDYor*n=
zGBAi+ykZYueb}*?G}RsbDU0F~NneSpkb~H=6)4X{I|xBb-M!&YUZZK?cN1P&Fm91(
zb`ma7TyeSS`47PZANqS+S=T4XogNA6I*n}5dL*famnoLW5QLT;zW)VB-cE#bm284f
zggd`O4>9DvoS`Xpk|^XWts5yN?;Ft%WS#QISu#LipvBaxj@i7qOrIw`_jG<HZ@mC*
z4Ed%U2hh+L0Xti#4a%&q$&k(kc2azxs_I}}P0K1x-eI~(a%1jpqB@g2=kYaVa=_ju
zt$?FVi$F~B(rkbMALL*;QN?UGYI+FzzLE!x5)|Xz+g9d*lxPy_++FcJ`^a}{+7fXq
zx=|C<Ak1%@Kt=H(omlCcpI_xZX`Ybq62~g~A|>%@qFZ#dPJl=e_KMB#3XLsL1O^Lk
zSGSr}9$ngDf3>C+SYv>BG7!<NH*Gc^Nak(=i}@5L<@?{?W%=D{Hl>aLmo$$-LyeAq
zT=CmTV*TU1O*dMpZD$&d-cOgfwz@2r8>X-kefVTuVIs$~+Zrk}n5~b)t$<i*SPe8c
zREnDN?aJHN{byDxB-pAj_7nzJI9U+bhMtI&V6bySgmsu`H8^UvAG&PGVB@ThkEO>y
z@ft=Z_u1Jf!us(<;1*A6gBk<KGEDmMce<U<cY<{Vcdkq^Az+v`0~m}m({!9iUG5lW
zW|)DFy4*V8qkH-fj72rFqx;(LhW=3^tl6OX18Yw4D#x;0aaiJY$qM-e6vLbAT3+J1
z-2T+n;9nyCTJ-V|a>H)nQ4nUusH@}za5=219$w@GC^Oa^^1uaGDn>R0F4S+@`qx9E
z`L!I=n;m$o{BYg8N4a;v2JW`zdNsdA*nYY9x%#@=ZQ6}D%C0wj+8HFC+L%+q#um{R
zg&SIr%PmdMi`e)|3}u<V=kHcu4FZ!An}70nN~vvB@TMPqow!kBc-9h+siT?9<)yjw
zo3ABhs8Bw}N)3ye5^R;dE2Ho&k?`N@(M@`7)YVi()LX`iLFj8cbkt23Iq(Mw4#3t^
zxAIHD#R1ZFCI2DVpz>bPLZ!H8y(N{((r=A;+!+_lXJCw_((mhx&4&{r6c}rie|UuS
zLI^~ZZxkws3{EvlJuAu8oXhLM@h`(jz&m2fmf3a5>_H32>+FW>8-Hvy=DW^a;MEPz
zZ>8@RrtO$z!({9jqlIioz4pa)vW_MLv{oszs=@QIjKBNVQN%)6Xy3qzq%lEWK9a-C
z!}}`E-1+TI_>aA(cV!DrM`8iP^S{xzN#J{@JD(6BSN_tEf5*%v|K}cLSWIkX`uwKn
z{??(y27_amSYF^5rof<W%%z{aL5+3r2#*#=V@@&)=r~~_8`>pJ4oyS=XlJ{#*Y70Z
zpC|m6Jp%vOzyRb1?delske~Itzpu;Xbrho%E=$n`w*2NXND7`1y&aM>Y6w5!@gMJy
zXaf{h*6{1L=z_jrat|TwE#`6%DFNd4dxt)<b>Mw#gr&(%mpT@&)_GOxICmkQ{#|I|
zS$$v6Jgk~2Kyt%mWj3>$<UYugdw~#mb;u-8S|hi%ZV^$EDTYDBa(1s>^155#az+u1
zicTH=SnVx%a$`MZN$b=jAalaxsTY0o;gUbBQsSPsy~F`{a@<b%D87g12l)ne>+J4{
z=kQ${C?-RrZZ@S~!{oP6M(A~Ysbp%$MHOs^Scg+48qJe4%JItxPjpJmu?3?u(c&wf
zda{E6k{LsoUPb7kYa%VI1C(LMc}+=8wM4<y;%Bane-(bh0W2U^1xE+yK&XBP_pq~p
z!_1_+^*)Q9!B^MU865!R_r=(g8#3mW-`oz#>^iAAuMn9-$fSgZQAJCFLwpwd9Nqd^
z_i(AQ__3=!Icbp;dXUz!W(m}Z0JOixxrGBlo`tYa=uzfI0Djpndy|nGi_3aEnMr8e
z9r9QD+-#sjQSkDpWyJoyvhdOB@-`GqA>pXP%asAc>x^c?V0|8s3SE*^1_#@ucw0Dx
zKJ3;iO>0a(mV1!$%xuHuTcTe*y#i$+wHj9to#7%>p+z6x<>GG-I^W*~Jx-m3RYh~|
zt{J$=qk_pxlC#;u@Qi2hod{cgm$1lv*{E2%K9pZhIaKd<xEY)e{>qv0&2cLsZ@w<+
zY^7p)1X_I|6*rHxT0QECjBbsohu98A)SunxT+N9op>0L72CP<%)G`$Htz~Qao`-<u
zzhJ6!{i+tq)EBH#>4U-r&JjAD*_M4g>9U*@Uc$T0^5*g}j=L_kG!q+ds_+2AYzXJB
zEry%vo{PM_5TikK!zbK~My%EYCXvz0L10az5pb)M9!H9p-gnaB7NI`>$%-;;=`t|2
zp471bUuketElY}YYgUdfo`P8DC)1_nah_8C?P{LG*LMY@5lI)UXkV8n@i*h*qMGpW
z2@<=6$HBI)u0TRIVidKD<*mI}mTpuvV3AlsCo#uDpeBy{>A!h}(N++4qlpn-b;t;e
zX0cipbKLqtFstj4;iq4MpLVn($)|Upm|I?|`K(<phqvW=>}v3S&TRnG3=iI?=zxdb
zOw&;kfWpcxpclzf?sc-61!A)tVO;<av+lZP7HIAf%5(c$E$4Y2(Ls^B8reY)lH8fA
zIqbzrG*JOi>?LIa($vc6>;=BDTMl7hZPw&yhZn45E{8E1)@rtmY^om>u?6v1n8K;5
z+CNz6Xwm!SxxG9PUTy2&*9=cQQS2uoLBQK2vwVkR*Z^S4E1P27PCM^AU3*8d=beTh
z_j}>p&Fy4z{~_p46CT6o-LkKzEUt)=!e2}SNu;D+?3n`+)`x9f^2~m)e}m^TU`~~O
zjjkA|ncXyE9hy4zq+72MOUT?Qe<mCk^_?(>;wSMv#&e%&$)}L4AqGJOr6GPa<;2K8
z#H*>&#>Gg)Ai>x0$*DbONlSADgVa~4ws|1Rj?e$;rMpT5UKSEoeGNT)8Rml3x)mOL
zg$O;W_vGIVy}lLSRTei4wyZ2qHMo5V3fK4siMSXG112$Bi<x;+Ci*4ydeSC{1zWbN
zet{YHm4D8p4}XmzQO{>L9X_#zHZ7qj&x#9+WwvfGO>6BVUInBtEMxc|15e6}LQb=#
zfwvtsE=^8>dSh1z_m!HHm>J1{?;}r%?q_T=V!r#q>@tcO0M_DMomgyLzF#BsS#kq2
zu#n(z0{8WWBM!!!q3QH1p6BtQ%b;40g@^B@#rzF$MX<wGvpac4Ox<OmA}kGki+L+s
zs}kKWv{R_AS?oRS+l4H9fjO0;z=WOX`NDH@=Q!j)gm-r}eFM2rP)VK0QfgP6B1Xw1
zYV091^CXcvVm5P8Fy{Y<M*@X+|Hb?oQdrr1AUOnK9x7IFSDs`$TVgSoNK4b+bR!4v
zFZ7M0V7!e>O3u#UZ&%do3&P>w#<{CH)%4a##uC3Ya;QS#+DQj^3g5!>7ROD2tXefa
zMdHYb7<dmuJ7JrmZMV_$HddNTIQ55&1i=Nn-|}=iO%vue<*$FNpO*v=#a86Z-_za~
zkMSsB79Q4%ynfRKI9C`OI_uSu1s|f#{^;F_S;cOX0dIwhE-AZ$HxH_sRFernpPiBY
z%&NO<uJ>{;K2m&CXsdGdsp3v<YPk@js!jffIU6-V?l~cqC3W7MdjC@GshRqaT$Kv6
zYQrmtRah4FFD`s*8dYMW6)_RPDMz{{?l5a=r<b#EmO+2DD{S=~izX_6^eH)(2y@{r
z<D%1c@gJfj+M=<uiCNuPG~H{svlbh)<=3Uw(5!0PSGq!5tZeRTI1o|Wgt5(C*OaT&
zg|{_Ocz)(au8#jRP}}>0ru2g^lT(n64aP9EFBzdqm%xv=E{K^YUYIyl=9?;S+S|Kz
zaVS8-P$bed9AnkObAg5uI#2ST!q#+KG_bXo20#u#QA0>a)#e$P=I&({mNZB>SRs5&
z&XA*YjJ^fc723yVD+1b<7caDb9it_>$A<2eC<~Spswv108WHqVg=a}jqrS^~s@R5Z
zhq0x_2X#nXRoY?{{cH$zBir>^#*P|!sw~`TH95utC6FavgJ=6$gJ-|e%8t-}{|{lD
z=yH9mkX!{e&-Yl_a1@@5{an6!y;f5HNV=yf&*|;p0iiqdt5rp=7DMc`p={I?=&so>
z;~g1m8@mSetGoUx2EHf1c7w8<(@Apes~6MdTTIMyN*uqX?xmxzKpCKxOvQ+ahdNZ2
zKEbW6eL+9@VmSh$%sLGQo%{!pQQye?w05(0wJ3GU1f0B?|L-oNp+{krDdxj8W&UFJ
zbcqvi9g{jS&;9OLfy-q7OgDY-z@0An3);23FYK3%tfPZ88Z1clUQ}?wi7bOu!e&`g
zNhbymFo5+=ly(HxUZ|kHPoHJkrrZ-Mtbi&a3_mH?7WMJ5*OdRcc<Wk7z17YvW;NNX
zq8h$0|Ja4*5H`nN<D#&wHO8q?$*VXBNA?fngaIV(zZ&`i%^#w$rH;xEXd=WLi73>Q
zm)!j`U#eVw`Bf<nw3AUNpsjg|2{u#J=_Y`~@XJLgBdKiX<Oh6X_szdn<@2B>XN-@9
zw4$XU1qP9OxcTyOJ2;xoiO)8yBy5nO%gH~<pbi_o{7F--!DfYiFUiA#5Q69h=Y0~0
zuB5*Pi6+`9q+6|iqq)xw5Yw>A3tg6}ff9pR{se9A9;+$$(<Wzu4p9>35=#{uns?H`
z&&8N)_5Z+JPRYCHycbMGX}vE;cB=)gV8uV(vJ4$RMV?wY<>dBJ#13d%wVL5_`;uo@
zc?=>;H23dYZ)t2R7@)Sao<y>d(<jej`KI^O{q!AQHr3gmBz-eV+0!FAop||RW5cDN
z9%D$sE$S4n&7+brm4HaYXfIfYq&}84O@xxS&I$0cT<e4;oW1s{Q=WM(<MFQ;d|l76
zcMji>o8!ZkPSX-saN9=?DeQ8usO#xPc_(9FDr3MfXq$AQ74l>G05)g(BTv5Escy|1
zL5w2+WhX2V!ydT%CT@K?_iCs+?w$q`a<G*8<9|oI5}v`Xe`roO33Pg`!)6_2Ekr{;
z>=yLJ=k*_?rG6K1`?N@THYCmO{Pxp=OzfMMHL%2~pb<YK<KxG-=7n?p(X-^P6JVCH
z>G5Nffqv2VOwtuh^TH`OXWg!kZ*=eNe4J<t>I1V&7s{%gxRJ!z_;y$;;qu@m;Gd;0
zznmlSW3kjkyr?l*P&84k*0QXSB_!Mp?;XU#e}R%begGon(86<zfEvJZTd-$UlD-nr
z(uhCLDLe>wqYK`>qv!cva)WCZ`3Ib-jK8<h8Fm8+upRdm@q9`n%9BS`X#SvV$ALk>
z&d2PPjD^%pg#B$H?$dYum;sHws|`>U;pWD$$ny3BT;fGbW%oIz&cEaj?@PbyD&mw4
z>qJ*Pold%RcUsGiL=eot89Gx&Gp@CE&^u^ltmbAO$qZ7=QpiNp41n`4ct9@n_>DXe
z$4x`B%g=eeqwY%DA@m4o0f&-&=E#~bR|oo7p^dIwhp#~fMdpV62f3+<MIj+ib5ZDD
zb=0r1BmSqow+@OcZqr0N1eYK|g9dkky9H?)cbDK2+$BhG8h3}_4nZ0T5P~}d4;rj-
z*PyxQn>#zRGgZ5FcdNGU&eZ(ztFEr1t50*z>(Bc<CK-v>_-?5qDq;o1%s-dX1KZLZ
zk%guqqN}5Px-vKd8{P<Cnm(M3X_1JGHKgqd9`++?IV`PN(L)4ZdI}T_r<$IJS|w?d
z)>3aH+=2XUE*C%8CPbuiq0%^_7|wF0Tk0+%`aR#ss_ZIxajw*S9ZVQBwclR9E^#Rq
zQwX7}h&6;?cpI*3d2hUzN#>J!Tomz}DbV4s);*SMGjz#!8b~Rw;$G!qP7y)gPVg5?
z$z4>C1PWj0o3Q3D>+EY>f`@-JYPea3#inUr+Ndv9po8s4g)RF!9*c-ejSW#9X$a5B
zMlS`Auf(qOm*cewZ%!RJv*1a*$=gmT6xjN2c9xYg^kqm}G6KA4&+~FCoXFuRNLud7
z5Qc)vk-s3@mLwlT)~M7Ul)KZ({^1Fm@M~_00o(!ZH2XMk*@n_@m)%Tq8rs0h{h8Ks
z%h#i3Uz9T4CSFW%_nRo#Si)kt2IL0hjK5#O%zsw6kjTVa6i?E>ntJ-JGEv=Gt-!3r
zWGN?m^vcU`Hf@qvk6v1xD9mJYvTVBOL3#oAPSs4%B=JD3>G;F@B&+e2cg%RQ7#{c2
zE6w}Vkt-kSN9$afzl|h)4HbsK-MV+hu6g**Q^agoSOK<%p?eKt{uE2=aC+ueEwS&j
zo0d&UyuzHE!!iJ~h^=%L+5`Q?`z^LdiF<!0Q>g4EP0S{QH28P7@@i1}u@y}-Jqvow
zspx)WgM~DiP}}x*JMU@>&b!x0xMk=3h7ani#!LHQrkSBFt~mI<f!9^CZC*&Vy{Q}Z
zV=Y`^5h&=--{;~h>`ZJ@^n7Htk}+G!kPfgk+vk+vqcvl4^#fvH+I4=@yE*Zui4lh~
zGh_1$2TEs8arqvPZ!|I#+efrIF75<u$?#}#_k1-qAGKbb=C;fd+qU1h$A4yGi<k&+
z6~!irXm@ue%O71dB4rxV5{U3}n37}spo3`-X|jb>&#En4%hGLN)8YF77!`Lvsn1ve
zt+1L-Im-P{J(~CtJQC9wD;dcrJKDD2QLI6F78|%-llnHi3~_wYXb5O*3#{WDYm>$<
zYM&{Wi2X}K8!(Sif`m3p39;D++pJn-wi6!#@v4M@YPn##+<2sAxVU^%Ho?eGgQ26v
zmUj%RvTCE)#&)Z)_TngnWO^TUS%_F^bXpTElKj0yHS(v{mHeK1jz<F?=#-u;Rs6#$
z<gs5+8UGf8&;7N6dC^_?{?^hewd^o`+qhJ}hT<C*9vo?J0g<fT?JS7Nr#QV%NU2qu
zotY(D6Ps*raq70iM1RzYZCfF9#}OWe3;=K#3!xJDYBHezlZTP#DzWIph_juLzHJk7
zu#rzglq;U`b9kwLwCmJJkRvgYuf=V3&g{OcGoeZ@_@!u-3_F~Oh&oPAF|p{Z_Y@E`
z3-)}w={?(G1{N&H)SEW&+%|`wDrcD`v&OWsUE=v!!;J1rId8nebSpD)hwkJlu4_uY
zOXcVmxfPf>pShEDlkRZG$Q7g8cMQ!tY0m~|vB`p1T-&N*Z3i_+G(H;SMVOY`E+tTl
zu)H4O*Ke4YFGd1U?R0D`e#o@e({mg8^|5HCL%aS*;tF!=i*EB-oiZs>5?k(uw6~(P
z_NxZPF_NTz225bu@9tb^9gioKS~u$kU7Wnol2G(;;v@jNOH93#+Sh{E`$l{*Fxh(r
zO^uJveSL==aoN5<&*_S@(*(cv=BH>im`61$?jl|fun2)wl`-3Wk1-PbyQ_<9>bc~g
zZXzM$ahgy%QIl|dIJGXscFX#(m7=MD@HZFXB|!x0qgg>Bpj`KJnI%Day@3q9e`TUa
zVwu0%bMw72@$eJV0Fzl8H6uX_dw^q*>clPj{*4#JH^v!zOKm`;=sB4Mp%<kEKPVrd
zc-tkg^>Yw;ajJS3k2OP2kl%1qE-#6*c1jBkI7M>#Gn2GK@<JA~tPtmw%9h6X3cG=+
z3kUjHpNbZU?3q{EYE2fxjsWs~yPAcoPcOXn;l%`o$D^H5b2Z6$`>DwBuy_squZ$Qr
zkw#X7Wq?fN$$hVkSpvH3>b2&~+_0kZ8WD<<9U=TZK%BYWHC-d06TL7`WjrSU->4=e
z!);(AiUA(*B@U(8jxM)Ixl&>a&NE~zFqh|7vkC?I6fCW34kI{8bq|i{oSiCU7!D^5
zLFHSMnR`>Ux*wHf8zMh**3M4`u32Sc^<~GWqFD?wdsn<!QzXJHz@{UD(=79}eG5Ag
zQ`?C>Xa6ay%WX}0_NMlgkNPx@|EI6w=!D+uE>XxQ2cyaPiZl7{hu>(2Pm-`!9@P8}
zh`#r=r&%(poPySwkN<)OE882Se+c$sZ!EVyyNC0=biYVZo0A+O;K;@Jz_B)n*@?X&
zf4d?o{dtF$JR|0oEq^-6!21I-uvIAD<D$yFGB$|O<i+{em1k>yv8fHwvm)<#+Bh9o
zNS7sBC64txS*DVBaRBOmJkTJ{;aH+w+WHchEglQz$RL*naU}-1T$&#$#;sHbb;NKE
z%N}ZY&894wiR>Uu_2b4yJuHqZA!;<`S^Tn~IkiTd?JlB?Ot)C|-kZ~Qo={MU3=*X|
zRbKg402?_`VUa?p>Oty#9iL;3TqT&b9>Q9KIw590xUbRwc1c~Jx5sxV;Nmandfy^s
zc-Qw^o<w@r48Ex3fxqNgwD?(7lYLH((qB+f9#jk`;U91cesf?S-mmWdj<HTG@U=kM
zIk#Vbhc~wo!{?`bAcrhm`mXOPFMST#p~!GV@>keg0rVwFYS%3QX2O*ZfdFtKO+t^2
zSTO@*2yG$1#NG79nvlVrbun$heF}vJPKOQXq3@yB*{c=5?F|QE?#9CvoXBFG1Y%><
z;sQ+b{B7q?;UkBrdI3i5*>QpGMqu7SNnFB9uuxFM4(cmqltZ;%_FJ0;#%y1Hsr{>d
zE-u1jFDEX}C1(ge&akW0NbBS(P5Bobsb;~1w#)21q8Q&ZM%fEEXfzCkRQ>{`44`F8
zlU@{4=ce%aowwFgoU7w(DM`aGXd0705E{H?c${%ZW25nCG6ZaPpZ0|~TC#F~9uTLv
z;=y9BYWsl^%&p#ti;Ppr?2H}<gP<khN8JpwSjI_82$bhahYGRJzV~(eyj0SxbwNCY
ze)Vg0vPP~$di2fl@84Ynp7d~UDl^QJM<!O1Z~>Z9Mwq6;d-G(s<OE%pyEn<0Bh+qP
zf$FO+`--^bxvDgH5h$Whd-Xb0p;0u<Cpr_)h<6eMydB8zDiMk(Q(Ii+j#X?5;tnzO
zLj9$1Ja0?oMt6C-^<`pRyYydh@uv*Bzm1Is=OFav-0oykGj_d*`}F<u-PQuHaFvkH
z(MaWC5bB;1m>Sg~HJbe-rf%lt%u=Gc{LrnE5KYE;Lg@K^KTS{C`naIt&^v@zSB;Z9
z2DGZjBzN)Yv)FbPi4mHOsVn$*QA68-$r^r`?lnB~jApRaw}Nl)1a59i5`T7M$Y~YF
zY&1>*O0ACD2}9=Z3BaW7U-#qf%0QX4nQOoJbAMckHD#O2WsiMqqebw*Ef~VcLowCb
zOc*Brkt8u)FU<LqQu0(|@Z}O?i<ai^+sxLXn=&3h$HF)a(}()paX{9-#7g~0($b!;
z`5h&X6KM;kh3DXWSrnVGDFTW^$VYSHNB@0e9ju$(WIM(?nwJGv&mLsAu3)^$*Rq9<
zd{@AB#6oEkiKV0V+!{Cr5BX=Lu=`FWx1qteZ@JNYUf51{^nl2+B-!V_51FEu`=|Yi
z*%a?A68QRis03*>5SX+fwHvx}IE;5GzW17O^?JfavE7t)z&2l0Gg2_BYt68IPJjoi
zW5VtZCbY|={mlnywH1b6=C~(<>2bh}%?#0SMQ)tw&V^Dy^aZ{|1F~=na(c6X+I5xf
zLnf+3gKUnqD6qc5OL|1~Rx_p0UK1-ncV#{Cnb%)W7e!{6jKw!AV&vTjP$*G<OB20d
z4qF|&r1H)&SQ-$}h#d>0@HMMF0HqFdc(jf}oL)Mmf+wEy<-6lZJN5Z<6EauK_(VZv
z`Hiyhn(oZG7P;-j$(c^sg~s1hsGll+hsp>L*V-zLZt})B)C)AgaH{#;m~6gX&fcrh
zUA_B^AC%N<VeP~$gbk=z=)_HboX1fNL-;fxdnbjvRK{1hlIXoD>qw(Xvec!fUi*#U
zK;qUhWaz`2Iq<})&;64Pl(f`b#3zyV&Rq8D(O2_~QPsTO=o}a{XYf0UEmob|dcCf_
z%Rb5;RDWc=8VH=QEgudW>u+q1482_AL*XDc3|`BuVRUe`7Es_(?cH(yvm{#4@+L2~
z<WtmhDm7WHZ@{N{tiK>AhhqpB7pE^UOn^t;Is745DHp3R%QNe{<?3+eUr;y|Wckm|
z*V9K0p5D>MD2JjOs^ohev6G4Z%qWJoQXP?Vti5Pe=>`SbTE)1Dwc=U-^5R;*mNrwF
z|IIP~{|+?ZUq7P{dP%U2$2|1SO0|K}gZ#y2mHJDickGSbtnzJ)y=A3L1LS9nmpBb)
zVvcjNF%NTYui)?&Hb>2&><~;hY1Ly{2(3i1bx2mRZt{FmoD)@BnQb|_nCjWc7}y*b
zUL7u|m~IZSr}TTb6JMGBT)<GsT1sPfUkm?Q!+7MYS)a-FvTu|fTh$E;m2SImOA)=r
zbU8KD3UBl(YrWVWxz!k|ZSL*kBbp*EQG5M$K={qozM1XZZ&{C?CWh}Z5RraM*B;G1
z7Yc5*$=&yeQFwReNm@S!7v^i5I0zb3%!XDGvdZTdD6M-5-iA91&y9%2lF2c|K{#D7
z8<^aNsLsSvhSe;j*<4Fyge6%Lz@2hufYdh4*pFA)-GCv_7aEwIN4*}_h|fUWx~Q%x
z9q@eX6}NgbOqER8qeJx<B(G3J^<s;&ke+iuMy{Mb2n~^1xtHus1T~K(^fyh1D~{wX
z0rrp)5(jS&VrGv3Tt$l)7eW>I+lbht7KJ&G`BQgC?)>=<mtgeFTK0>}t&2Y4NHR1*
zKq@L?N2P+MLy5#@XPI7Ti)zk^*E~}%vzY2y83nEZ#!s+_RMREP7}|akEXcBj_<hub
zD!R4~1msN7hdA^o*znc#3>=hw+oGBVyHeW^+9xp`{OT?bZDC>Gb)uJ?BL!5^L@N>z
zcih7o1Q0(%K2~Dg;HdyuEw=1o^W;eu2&R3&)0nHQZ`Cf(Tq_J_&!5@xIh`E4lWqol
zF#@>YGco|ZLAYkRLmTCo7#_hL_t|0_U9+Pt8Q!85$)Vf!qGJBor7PNl6L<8>9@7jM
zrneYc|8kU{G?3XOsP5OtMItH2l)=?`slk0EJvIlrJIzdIzO;w@Ek%PA3FVti&ar^m
z@`j1*YI7vCyMzlFmK#dmD1(WPm~?t-v3+BF;M;52rhJ?&X{r;i9_=(ErQQY#pn-LV
zH&e^v;FBo@bZWPxK{mEdY&{EeCt`xp9BJTeT#=Mr2N|K1iGAtFfCHwTLfu+N6U<V)
z&Q}5z@rigoIt+fv2?ySV$5rpzKdKA+(4{Fge~j(ayymt1@)?r2jqwg%gj}@(aqS&p
ziELdukIRqcqvcE(dv?9S7=HAd!cqCM$R70}u^_7c;_LI<Q;mMiq=BAO8<o@K>0+}&
zuK6Kyp$>mJapUi)dePjDwxI#_TLP5xX+X%T_@jU)1;}T|@w10a^iuo<efMR`NBPCy
zGfo`JEFRbmz{1il)C{@*WDasf<)TCrd4<6GcXP#D2A|yQ?mVZ=;$%_$_yj0YuNk1I
z6u9$I`!{HRL01MkBNz2}ZCp+AWuNm@L;yYYZ_W?g5wE{d-UM4Nvo3<x2VNZRUzOsV
zuUg#MRQ+Te@E;el9Q!;~q$LvZ!3$k4L5%ikv=JDlZJpiJhGa|gS#pj?-cr$=?#}1B
z(wHStSH1q6Zrob-6;I~%i8f0&#_y$KIi)^fFV0`G@7)hI3$YUAzPlFXbLN-Q2q0AR
zh_{*uxIe$%Up}jtQ!`66e`OGZyOe~gm$Ch#&9_b-h9?*)$^Cw6y__t}SX|tfZEIA4
zn0RChV}aLoZR|vGJLuhy+k34Hdp(Qy0S7sA<<S|Xi48;bm|-s+iGH_LB;l|lqpV)n
z;5RMx<#nob3M^x_w~7taNXMBA*7O>Z(C%;!(+BIl<Z?z`QScZyPUHTH-GL3@+t6!x
zoS3V92G;b$!!uPw2{-j#bG_SL`(kYgGb$h2zNyIK$%xD}u-$@&FVdxL0PCcvOUOu4
zvQaBhaKF$8G0h-J29bFEI8<YWbVz`-T8pR`<32Q9+|rygML1aV6=>&67TSBzG;>pg
z_il^H1@jv=&S4)iJP7?TqLBdTQmbboyZO`#1>|sitiD3`t+IA7Mb33Z;I8Xc$|8H{
zIx($<u1Xmzj6N#SaM@s4;Z0fs2{EDM;i<Y3^DwR2GMu`5k2}YsP@v4)qBS*DVvm$W
z?eMxBP)nhtBlj9np8qisSi(|pBHE`*blFZAnYtKP^rhfLY|2KFbxO`Rh|6<|Ovg$(
zSR%xlRrhoLc?AZlBl!=kdRctz%PfBKNa{EuEm&+u;wbJA)~RwFsdurDqs7>VW387#
zwta?@5m7XKTXE6x=OP+A?~N=d3@Wjv%LkA|5w=|*F1R>SR*34>z;wdhdV%~>{ezwy
z-V$9BFKK49yI9W8>f7#|QFy~+0SXC9SEm9foNRI97a87hj#ZXa8>Sh=+^;-8QyE0r
zeIy#tv}Kol_Bl^ec$@9VxQY}00GL95kixT^VzuAkqQ?EfjrO8mOVDgQ$v@VF!_`rz
znTWe@xy@?*Q!7Xv)(;ELSdv%<qY#6xAML_UTBnzfXTqlk3l5MhsfQ~I7~U2>WXF#T
z&Nrq?H_4Rqx4B;GXOH8`NdbOKqUu<a^w?Fgv9PIp%U&Xm?>@h$hL&&sCeLX8Zl&2Z
z$1M-ZfYLD)PgpBXz@_O}oi9j$(s&L_-XM!UEsW!+d<%o=8|oK$ifex-(}j@%+u+Gt
z-0}F1(S$A)`Szz|r_XL8?ZntAEFdJ!be(C3w{Oiab1uAsOvHA=Q^4hnU7Zfq?Hgp}
z6a18cc9{VC;oew_7p<cpQ~Q^zYSOOPD~jO))KG#w^kD4EYTH`++!h6vwrlgO0j*hg
z{gf|@3r5~~BU9R<VoT!b3Cn>`T9YP+=}RHWtbI&dc1b93y(aC~bxeeX32pb&Z{%6<
zf}xCGkctccsa5okcG3T@N1utwO#+EINytU1Fo=(p_o4kQJnfSDBo0D3@hw`(tXDnO
zT)p{p)qw1YC1{+vooPsbcL7W!<m(t)v5<l-+t%<-+V~|7`Jl)Xb4-F9jsgax^*mez
zyT+|q=xMx`AU>1$nXopTTzycJ6aE;bQ@{S^G@P1%FpJ!!2Cd42MaBLBq-#b8Kq1@~
zX4Rt^m*^l~VJN3BFPW}t1e<QsBwjuiCA4kC&sP~OR*i`a$RwA47-XQBQ_h8PEbghh
zVWngwjE(-}CoVM{ibq~QsZWmiLgsI`_qh??eoWH_nq{r|C^nE2BrBgnEFNpMIkx17
zPnSxEhCdBSj7>V9&iM(DJi$}E^g!!#=}8dcXcrQ-OMHQ$Cnmy8+W>GDe|#$y7A&`V
z*yWOV+JMLB#kT3xnYesyW5(cp2#@rIvUf$FS2WeTQBn@W51Q4`?bb}hO0KDx56?XL
z+$*d@#&~MRYs>CRvv{seS6&e(LPOYVvGt!-eGX=j6~bfFE6wk33*|oK#(b6Uekedm
zzMEd$<B+_C(AHW*H{|mwh5a<O$5B)693SE}X`o3f;Ev1>77W2$K7e0MvL#2um4sIa
zVz<z$eYE5G7Ws4e$Hp`n<dF(bQtTRU#gL~p`IaHiC1$25%~{^?&Wdl#H*v6&MxTA!
zI^SJ1o210^Ix=^yN6CSZ5JLRbF{VhMB<3j}aWIvfm@I!FiKX?}oC(o^ivo?|UUlDf
zq+$8^mv03zby#huByXF@G2IwlFE*p=!7J3;>qiz*MVAoxO94@ULOM(VscXVerRgsS
z4~Vy08n`GN7RAZ}A9?`}e%n!1+fj90LWRh|j7?q<<~(uq8X6hIFe1*@L&~}>H95;x
zhXp+19A{FI04))henH&H^yEL5<XFNjg>Ss3aC=>tl2J=(^1fJ5n%RAf#+Q2p#<19{
z%adY%3dW|aL<`c}UkQ|J%fygh_!m<9C|>b2>2umNS<n6jp^UTuLBE17Ffb+unCJR1
zmi&=|2lmuXbtFg!cKr~)UIG~PO<oJqopT5F=U>nt=HFlgl4>%rPu=f?wWf?d6F<uM
zOKx`Ey@q|40F*#KJ^2P!+1<sOUDo6XouGRQ((ulO=_s!ExAVM<U<^(Fgo*q4^Qp4r
z_c<}w0Q&?KL|?6JKOcQAJ>`DG$~@!%nCJWotx`w%q}vaKc0t^}-O@0D;|v2xTTgz+
z7tGnSei}-)6eP<H|G+m@VlAb%C(?~*#E-=cyb%@N6FW?ws&u6#%&`(6l#vx4Og~!H
zD`=|a@K)8}mdbL1SJe-{arX6nI8V9wjy67q&N-cww!XS-M1B!8Nnm`ec!)TJw!)Vu
z9;uDjZ?FMYd>4JpT|L|3AmS9Qt3@!dzN%8@qQG7i=vLOtvk*>~p7fsM<xGj`@*?Za
z8LS)W=kYJ0<HN}^URtmBcktN8?e2$uRpD2h_p_A^z74C4M~Nlnb_<-#gHGncco84v
zG%ZecD!~=2E5ZiV#~IFko)2?iKs!Pqiug=+Zt}KW)6=p>YUFX4#oqXi{7uPhvM+u`
zKbu-(=^ucyaz7&f8xjg)`TjD@=<9h*7};76dPoqETBMrBa@lCo1~MgHNQ&yf^k(sv
z=55}_ep)0xrTOXzFn`qY(tk^4cJ_ZYKpG9XWXRCS0j+4%v2~QE^t5SAj;`F)QlDI3
zlY~}2m`1}rq~e$zIE*^w*ex$H?6;8xNovxlMHP+E*y7T*YjIfZ-f^v16Bsag)+(}p
z`Yy3;;mNB$(^o%9d9O)onGeS-B01Kt7wyU>3-Gfht6;dBkE*a&P>+MNIA1uuC82d{
z9Zbx-+H*mVOkuL#5_V}ht3htkLq+h^O@2r+=Oyc21(4g;OM_)@DrrA*N8I#=tfg41
zLgC@A#MaXp#;DP&GEN;7g1aco(`8vp8jfV(Z|_}Zayt*?jy1y~^4`fAbAy?5m{c&+
z`JO+b;E5|zq|!3s$250a=!9A{drx-N80cC*K-S1{Wl_YL?xAXSKgs&YdoOhJkjM)B
z(QTtj5+-623m?Bc%?VzW6|;O4SR@97pLP+=_q82kFoPAM&c5tA-By;*u_aVMUs<fn
zts+tE9Vy!v`_=K|R@=sA>kyb0g^TV$Bx#YEcd5*m>e;Welj+UW_qv$l#_S53`4!1)
zZ@ShJIN|=Fl4HCnEMN`3?3`8xQ+vwZ>P}sjY<JeIoDOz1o#+V%m=kzHn^j<ja>PU7
zENa||@jRaR58VWXcMIw9uTy*agf<Ixe1~9;VW>4V$0y`9zb6uMJ1+mAf8!aZSP|V<
z@Se2!^P@Vti=djuDjO%B@?!RB%kX-w$iwfg&yF?2{MS?)wpe`HTVXU<EX4p@V&m8d
z=fzfyrIGh{_-rw5A&1o<@3=)43yB&1H~~*Iw~65jrULiZD+Xw-vJxFZbh2Oi2Vmnm
zF&d%(`Ilwv|F)F<f6XfikY6y3^s69eD=59Fu&iDC^_7WUr<ICw*N85y(>eh34S`9R
z%=)^PBHe`?%YC|EIh!xcM<y@yW|-5O%V!8>WOR8MTAJnrZ_LDJu(anBe{EP&TjpT{
zPG>=SKJk96@}2B+h7cut;UHc+vor`~Xin{U$aYwM58Y&<87sNy%r)D+xGJ%6fSd4Y
zVV31~2R*UK(>1n*^43g95;GdqZK$s3Mh@)7sBP71K$jP*Y%A*M=EFa^a=#!OiJE*>
zi=^#mg_k1>ebVa1d^43r`o2ULIU(+|Guq8n<>0MaB<9<n05&)=_5RI>YD?c39Jz&*
zph^)tqh5ybq1q+<%P=cq5f~lt_tigkl0KTzU^PQDR>R?CsEAXQckI2*n_O7$<IU7*
zaxHSb+G9Le%Mz7ZtkoJ6LTIsPFY_m1iU}B0V~Lrf=Cqc!wbKxaWdoZ95grTIKz%ZY
za@~;8;FWY>27iR&RD<RW#Q<Z7fKO>I2y;mlNH+!M`9yfUAJ$;3%@f3O?4dN@?ll*$
zuzYb~9Y_3&h2^4}n7GOzcJiO@Mus2Ntf5{@g<#yFKcb7iS#>UCoX57faVJvelk;%~
zc438cc!n9TP%*L3jyF^m){3A8$y6qE=1!+n0|79z<;lI9!)<fYK~>QT0A<99hY}&~
z^9^cnz;=yiAT7DG%9$u!NtvO^WyD3LORW>~l}4a+kW2EiNB_NBC+Tz<6pbN%qKTT|
zndj<puiX#%0imCF)7l49{Byir?AzwBXg6RpWRm;m6O+Nv=d*^-@1E&ObmDeh?<^gC
zBgFe<(v1f1^3^}RO&C3E2fMu)P|3fjlYF>iEZRUH>cVihOo0#PC;tUGY!|jNoO8#S
zycQCF&FF;w5#9MkeTLi2$(y^3HQOcksvRSmB$c5U(yV)h0cDyq{z$SUg#8u<n&&p&
zPimgVEYsV`$sKOLE)CSGhO)qHcFe`e)}}sNfz0Me9Ri^BH1X-SCl$S}q~p|DN*nPW
zXHLD_(TDyNvb!Kov8R2<E<XqS-j<QU*(sqJK=}j}Z1E;Y%sbVsS+Z4qE#QXH`arJN
z&%8uXbJe!jW-PH46xbM|UGpWD%>wF*8RYXB1!iUIhXc01&GP+v_bJJX+Y6=aqM{&+
zw<&22J9A-2TfCN;n0-l4pNKeW0D<GBXk}-+2vK)nB;U-RbES8)U8PB16))PYJ`E7(
zNv;F>uNIBc2z*>}%W>lEGX!=!Yx69>9B#S8K*v%s{s1~<yS)?gh4cej5>Z@ktWCNb
z-vh3pZcSCMqa}KO3yx6oY@iU#6?!=cmknM-_Tmb5725pb8EL@#ST>d?o_sFKtqSI8
z+`k|(xJ|Mwym@&V;GxqT47+Ak3A};v<0e(0ADann!8Dt^vL<{eGcjIMRyh3yY0*`3
zReSom&ba=%5@nwJ)h86nx8`iZ5**~J;-=tIMV(uKv+Tnz_Aw9bO23UT-Gj6rp%nL(
z1w+B<W97;Yi|x{0PXUgjw7B2CW^J8i`^?gLtNFz-xmZ_;Ff9zD*&yj7i%(QA`6lmb
zXMGU3L@VpwAlj>IMH2r0RbFQ0IY*{VmLLDAg>c)EANG7{V=%Z?S4(`VkT@YP=(Z^H
zE8OV){LZ=_h7H`KEqTX~3{QNBx4_)39M<RDITJZ+nvqwwRMoY}v%1iASR#G^J_Fby
z4tSQU0P@P92n^Pap{jk&;stemUWWPFW0LJO^?K}7O$tc4BW!e$t>}RU-;>6LT)W{|
z<M@OP{S=Bc<YZE}tG(I$JdrZ)JaP%SKpj3Po32n+ad9nHpeXbAMHd|{1R%p~*yof|
zck0ErIF4Sf6dEzZzx*^+m=#iC@Iv@x;0LCkV3ED)wU?KaDdxzWz$H~GU459w2|ctE
zxsGk<yIwt(FK6eznI2}kGfMwMv{t>WKiDK=HuebDj3fQc>uZXYV*oSgry;qR#Y{fE
zpOJrn-u$Zh=)hcA5|jBdOu2Wh+Q>h=|K$M}O@nKF#dcQD>?b3d5CSMGWF`Pv$xVHd
z_Vl|R$?{WCR+LT*Pn1jPTJ_#FHj(nk&tDvio1%lX&mQB$JV|ZVW_>w1Gs4ppuwmw;
zw4D(qdv;sK!p8p>cPj&6Z~ucF1b{CE#K>a>fHJaJqD((bwW$k-Ko^?M>BcP3e&m9c
z?gXlt)%4#tZ8Wm;(vfE_m)4XXIOcuK5S82uWNu<LP3>hhw*TO~)A5KW1SIZv$Jy@c
z1iXuwmd`xyg9L$*hhxT?HOzw)-GiT?b*yIa+dkdYL-;wg%yM&hgOpw?g`)VThS4LN
zw3%a<*isY&gycR@Lvl1eC+~Wo^)B;Sk2-x@M80c2^X6R~ZK{R3kkIY@e17Upq`n6A
z$nQ0cCnP>mAse#~rV=rNq;Y`Khrf1_`~0DL5f(gt@t2$+9`<Hs?*#Y>UV44vQ}xmO
z&5mv+zSoP(eySv_u>rQ47?$nz*>4Vx3eg9WbZx)l>KOnR{AH#na|4;D4U+uO;i72Y
zc<SwGeUdx)F@WdXCYeV5E3+InTgUpW>-S)|Kl&xOGs~itJ+_ze@TwSQf%mRO+YHS4
zb+e{VYyy(d0}(kk{rrqS8a##>EEj6sA?;}L!%c%Wx&5{FiXIit3tBZF={UdmL0)}G
z_PBOi3e!u#hcKBY*bm(18vH@no-Le0RNSQApAET<fRR2@|2E@?GJ#ldbNyvqyHW*M
zf7YF%fAf^;etD>LX=Ui2Q_L(>ltVe6btc2P(kPJr?LzX=rumyA;eynGQ)mNP0P)_*
zE4N)YAkO4LoqBL|0Ad03W17jW=VgeD&&;39e(|WRXJE}L$#2u-0m&$Eue2`u1e|M$
zxvKlA=8t<_lZeM(5bbSW*9|%#AU&mILTY={poCc8HA;%L9A92Y%Z2oGllAKmZN>lc
zv$lQpk^uzIBvo!DZzozIgY|@uiuUW0UOSl!wESWe>1Nl=$RNpXE|E0t*l}9$%@Y2v
zB&?En{lX+tzwz;({4}#xX(yam6Wf$DpGL3Beq-~Rw^0tfTN@~8Pe~YU9V4=rJdB`>
z=lw#h)U||ygb)O-GW(+7)m8sKWG8gv*TZ}<6P_eRF7YLM!2Q=f;jC8aDEU5@0ZMs(
zFT|>?4`ORgK2=YdH*x{s<Xx2ZSJ_JP^*k*b?3P-w$P0+;If2*v`L^K;s%ajfxM)LG
z0*@^3k(ZaoXrVK<sFHfbS35bQADt?WNBNVuIB$Ke3R`VSJvNhe)=fc2%(gVT)mj!W
zPBJ4hg8qVj3qCTwIAv|<Xvyv|Fo&<s&}WKtyKnG-qJt5*DN2CiRV81Q#j@$n<pPzA
z>4Y(srn%jxECoN*0kxPy2;{%Nf+yp>dASv@I6!CKE`IF$CJ)2Y;Ar$he}MDrHBBo4
z%?XshHB6h6f5l5=Yk@vr_>@Aa@g)D*fZOA-90tRvH*#ni;7@u<({f+5a<Ac3yEDr+
zk8k<vH+LaGx;+1-+1!g0BFnb*5cde`{e7rSRsVpIS?X*o6-Kh<)Uu(X&DO%aRJR0w
z;8Z&6d56Be(HSVIA>+8@F{<R(s=%-!bE>U>!hnSprJLgRmIg83ToD$2zw4eXt-SgE
zuET*+LnTEp%r7HPoc;%^8Ut65Tk8YGRdd>c7xScR5RLx~!)TM2U`aRzaZe;kvGZ>Z
zN}sNtx=8jyjHdz-m!1GC6qI;Lea2gY2ZCdorWn*3{!w;0Or3D?S@e#dyrr)yyxw41
zrhG`dsm=!aDN9S=$GPw^izrNu^W}FOPfwgII7F(q?~^~PG1rIpYQotjl2y+QU3S>G
z2x2*7mwjr@HV-~lV2slUQ)*-dL*co4DsJB0U{jl7d|0OB|JB9IKQmnYPm3u8C=!UN
zh$p29q?W~4ig<3Uf`O3qZqR<dvkS^Wqrz?op?qJgjYUw*qD;!QrLMM^`-y_8K9#RS
zmT-VekihoMfV&!bpSP&gdO&KgMo2?WFnIc#d0hU|>|PwZg4=gLQwJPW#KZ?+I{jQ(
z$J<yOV1_K=i`5aJH7ZqQEP*^4<+9(gSyu*iLe)w)XS~^I(XCWpSv0fl9G7iQ9{x>h
zR}-^aF0Q6Tc<At^J?t*r`8Cy(%scP6i46k!umu{-kzZ9V2XE9`EDXXCV?c}I(=d%P
zw#>p5x<(dLx=0?~uz>)Z8I-H?7l{E*yps=^l)3g`L@_x(GX;O&8JXB#hOs0T-=ZLZ
z_BzWCfB(0+n1UQ_{8*x1yv78UEUovVQU~r9<;4tA#Fq9>gDK&S4<CY<l_1alTNqR3
z#8!N2yar_2v$Zo@EcuV}j!L+%6mIaRBfzS63*$pKz`deWj6a@kP@bB7S%xak+iyii
z@=5tVnQ3}cny}r<X1nB<rOlmd^<515cm7HsrCD_|vH5fO3^|PoJR$(RX<^oP_BIOt
zVz+C{JCo(<Bu`m;%LDsXyt35<CzKhU!>@F~!eIvi+V?XXu_s6Ryy}y<BSBoscKxXh
ztgce7>qL~)amv0|m9XJ91lilPw^|Ai+`*TCUEd${7poRyBOWz~|JFolJyw$m+*X1!
z`?&C9qL@rnj?_7LCHSB)+wQ%|(zl%P|C%Ww_c|CR*!ht^Yo7*{`vE52hfO*E<$GlH
zyFr|t0F%SzyScir!xhy`#KI2G4-^p#ciPaKpA*{OOAN*aQ8OVNZimZV1h&<04kp$J
z9csJ$1EUXhJ}Bsp-c7{S?~eWjVQS%)XTQJ1cjA(2+!YkK#y?7Gr$63{CS0HBnQ=;W
zLcP;#rLO{u5GF(1;l+Z>mzaJ5yjYtffWDG&yP}tMPP|>~l6MDgJryerD+&Ov2;;5o
zZr&zhbH(?OIL+C%2O7-BPM8(=AEM|aziDaAwLke(n786oJV0~{O`G2dIw==crhSBH
zv*=Fda*R!^oGVYPi=knj9D798BtPkz&YX$b5)#gAQ>b#QF#hl)Gb>A*Ij(8T7t?uc
zKzT7)>x=yigODYkaIS0$(%wni2`(Rj5%O7x-o?x>fP4f3InrWf3E~X_`8mY4WN};7
zm$~KDV(Y-B`Yd6hOykfdm20J}UWVU1R9_?^(~&k7$J$K@UccXOOYHS_w2*tNu>po;
z=ET`cfqt^Gmg@86`>!siRw$yQ+#sa{x87|4_178YaWTeikF7C`&sjSh*M8%&N;4y4
z!kA~wblUHJwf3m5?DJyd+BU}#DYeL2?!Pre->LHuuDWFtDUKV>LsCDLaZ|1?b|R()
zkhm<=J;0y^;Xm?;(U|5>?4eFG|AEkQ^azlU)Oj$ZVGE<s!^&hm$P0sZZEEK}aeP1~
z9cNhZpgfDQ{k@w0{7{>JbpKtdzF*C#<&ox%*Db&o{(bK+DAZi}`Kar5j#9O1n^2%q
z{y1=hWTq3CynNrs4sSYz1fG5~QLW@9oZyQ4Se4&%bA%SIBem>B{ne?dJsbIH(-IqO
z99~}$QK7Oau{kB129^JjP%;jX5n82-r~_1ljAlY_<QWlUQfJTXR`g-pFLB34L@UGC
z^egBZnUoc*9J)6@{!0JIcfMyg?Onx8a17{c*V=v7ua?o8oibx)FIyBx16Wiy;^Lj7
zVI~tl?iIK0)wBYDQTy;eIy}b!FF$x##*}`0*-G8Zp|Rk+C;bd13RhOIsXamLyN1rd
zjp`t-jbkxL?j4R>^76ik#h-a8?4U;(#)B-&QS2W2I%wT%`(T^P`a6{0odWH+bgn--
z`Mi(?RAs-UGE_Vs)J!+=zYXET9;;SSQ=br<v2Q^avm`aS*KD4@up_L&tF?$vJx&CW
zE0w-cHj<u&778Vlff0jNHCS9f59EvEvtG2GtP_y?@RC<Fx6q@RjQt(}Z78XTG)l2*
zb5_PA7)h)HsLskFJd087B>iPHV?D%)@yKpslJXN?gI3M=?~BHqheC)+wl0wi(tfQN
z(!9rzBpwF2i}o9bD1R*G*U^niF!k~<ow=f%fa!40ROEU%e%dPt#S1+(U!mBn?X}_s
z6R~@OQHIk_P{il+Z?Y9|*a~$L;qd6cAnex4#;3Al+{&SGd?^=~!|7-P)plPZ!X1Dl
z&s-$#H_LkP_s2QEOm@Jb41Uhf0;_CNZqH25t_GHfQ6(4K`Q@u=NI7Sjz5^3w1YEZN
z1)<$M9;Dtw_pzdt9HgUjOK=6y5{It|II_}W9H2yrZL}WxZU)1ZiJq3Y17dqA>)7hd
zS7vJi<9U#R49cy9>wB{r>2&HGLfNDE#;?%d4Idt#cj~$koeiE!A(DunPM$ieC@%YP
zs_7ZcbdrhLeX+}UCyWmG`6IZ7<j7G>HGpI%(xrsS(Sx6Yp}8Sq1Qtb`VBtvVjt)PC
zDbz?_iiCci@<T7nlHbYIliQ0G7&LV|m7ya@9VLvJwt|AV|AQ2<|HEQif`muwn0m$V
zz*$yS_9(xn5_cyll3XmLge~{mBz1^z%;h6>vx}@iNnKHyk_HsYgoLkd)kNGhZ9|_8
zX-FbW$YO$JTh&Ke6{XQ;@x{qt#t0(kXT7(hnCDd!h}G_{W`|;CET@Rg<r{fLuH)IR
zSqa8QY<t(rb{NWtK^DnUO-EUP#7vhY?7wAcY;<fO;5%Y|qAdIcA$Dyi?3vsEQLJdY
zFh1DiLe8Dz!TT?0I*RejtB64<aqJFxlqZDRt}DQDo3*D64Vv&wi3GJB2dBS}pBIO7
zAb5vMykIIdY{qU<G9g^!Ze$yg8;hN6<yC7@w+smV3HfNsB72vTM=I`F^eu0bNfWux
zNcB}lvBkqD$t{vhSrYI$wjIpU;ue*yR#(=y^fKgByH+{c<z~Lh`OTe#ma&}ZOYIoK
z^7+Nwx!pwP7$ICW8D_m9Gbo;^<RvF%;QpcVM@UIxZ7)8pB~1W{|G9xIA7@IfAV*PS
z@{w9!fy(`+kiU#1j~9`SxNS^&Fh^T+ZL~K64>#_P!^(x6XW~_bxnFY2(bp<zf%ihM
zbw(D+hV3QEL*20XPNc&(RlZ3ctHf;`2?kFua5C-4ntb=~^wX+4%3tkRh^8KLX_dyn
z^wTKonrT|*N>pk}>{;i2d74!#4fDmw?S!%LW!(zbv0FZfloiT(9#OOcxX}F@U2bXc
z8ihI5_U?3jU5A>;`Q5w9@&OFoq`45<Y57GjtNW}Gt->a`X`bS1tEbZ_ZlYAjpyaus
z?#C*0zqZ;}7K!n&_qHr~8uoiJc!V)i5LMNG@XG#YIod7Ze?i;4L=QEORrIh9{=cBN
z<z1^za07s&C7Mzd>?VUBx-gagfj*gMuOP_>K|1Ehk8!v*Uga!#sNl4iGi2&D$)l2~
zcE{Uut|l-)z5~xNp8xKLBC%2!uRnqj`zk#*D|FEI#{ia&fs5@Xev39MO)EOuX?Sh=
z0GX{CfL)f~tuU%gRIoC-2EWd-<^8#rM;W2@HOV@4>ej)~olFZ$;eF?fvV{tl*fayp
zdF9QSEBt$Dy-R0Ik1bjePv{JAUlgD0|AP7oxAw%Z-WnQt`c463XvM!E$-kfi^evXL
z{`PTSGVhYpI*CFkOUll_-;fvU`U3=f+KBgmK`rr5j7d;2v_K%bcKsu`%F`AG35k=+
zTAmR_79k?sTaLtB?a<f70_bgeZw|7r;yoc$ehZ5f{FrMm&WROIgp7uW5A&I-wo+Pb
zw^;lh8c=|(z5c6yTLfB~QM#h4MJiNZg1g4+8WtP89r_8G<qwH@oYzM#S=q|du}$yg
z<Z>rzTn12TS>#!0v%Qn}VpZ0hQCE*x3UT~$W~#`crqYaO9RgwC7XfBU3S?}oF+W>l
z8n&>80ih5xz3QtU6d$iAEiP^yo_wnPeiPA8vQJOp$2IW1I-PEE<ouJFrIFqfoB!2^
z6OCP)p9H=n!LKF!<fjOWEM^|(Akj1f4HncYA8LN<5bsQlJZf7HAW+P^j;UIf%O1q`
zx3V|>lXSB$0&^oX|ALY~QNOzQtC7>pFBt+cyvR;FTH{n(L}H^Op!-K@it!Id=Km~4
z@{ix~-x*4*#e7|a_%`=H8I3+=e|-7;uCvm|y)4R`+I?fAM4As_2P*ml<GPKr?Dlk*
zY}<@}af64($HvyAk_QeW_Y_f<Wy`wYhBd11HM98xH9CT&e;U?4fxW*g=JLmB0yU01
z<H!MtE>~hV`C)ezdSbv`vXZ0E)52qH>|c<H)E)HqdHiE=5x`6x-1Y#pF9|*dF8q8p
z`$kFf&n9)8eY>Aacw5L30vI<AkYEAYqi>B~ya-1fqCwOVU!MVbCSJhD2k+2lyXIK0
zwpZQWX~f~X4(_oeH8@t)r_6Y~ku@&cFi;quHo!$3%tILoD1tdB_njF+Ft%JdH9`^-
z4VKEH9cwSi%lXbJ*5UD6OKsB-+T<jk+7V_K;|EbpQK2Zmod94poGSA<<PN%3RX-oN
z{aXBIAg7^+o0-ve=PP@=riCwRG6Z8T{}L|$Ic!pzJmLWzNvVRs<-z9^K-l76BWDSo
znglt24DR-s^7q8%1qY#Z7GFxXD!9eWvAy{vukf!D^XCb<CnbM{tq7aP7n@*pDfV=C
zN%HuVxpR!M3p}If*RxskIkRfHa)KVhBppg+ix#@eja@37*>xMxfzETjBHwn!ejH~6
z7u~iZ9=N_bK4T9}=Hi5IlD`tqRF>krj+2{e$uUHR>fbw(|5Wei&Q2f0&HjQsx>7B*
z>mnkJ%&7f|15#_SH^H+mtK<d6^dWLeezCbDR7ytm^BnF+(LRwHb1Ky3Sq{KzJd8(G
z#r3#)Qmheiy4h$)+sxn1$T}wSjpio+VkBwEE=RRXTv5y6=-3k-wVlARin-YDHd{8%
zOZStUbXcrEo6Ye-1?J6Gj2=I!nBZR-GXoI`hZyBf($<f2W!Ysxz2x>|@Vw*<&*hXz
zN|RL=o6OYbu^;8j?y+}R;%nP=#m`wXe7EivXk}TVah|qD2dgxVgMmlwbI-qDLG=$j
zQ+S5F3i}Ikq6F4L@IU>V2M^><Aq+f-KL64hk7POi3nB-~FOhSOr{I6e)cXE&IlBLu
z)7FY6c^>z|?^?Cbs*@-qvUcY=@@1BzmGKbNCP5A{9Ehz(#Wz@?Tm`TPfq;LhF`{nu
zz%0h`#Wn618YyhsQ%_1FQ=+#;E3UNPS0l`pwMDC5=2gR-el5e#i<QL)wJi;{%RPS7
zPE3;HSd_75qHA+?3H2$d2b;7Z&;?OIRsvEdXVYJIj*YWio2%(y!pBZNJyX}g%C~{r
z3W@x8m;U1VFQ}X2j#h~1sUvV-Iz{c@-su-Vy-%MZyZ_pgqpE9p1g@I)@?U2iIR9Y=
zd;i0l=zpcA)2_M3s4}@$|4I>&c&DY$R65_QR1+I^PVkGYTG3xV|GWffnZzAF`}E#X
zo>$v3KUF_u`Pt=;=l_wb?b^)|2O0ry#5bth{(|zHpTUnG-$0G0{Rgk1U1RovJyO67
zN@Vjf{tu9zp&?B^UPfPtZ|PpC9n-A@>Qy}sq<ouO`4ZIq;(4$7#?w`SlVL4e*3Q7m
zO>j2nnZdab%7pXpZTBDV|I2>=&s8J;WkCNc#`C}UxBs>w0HihG|K3-rqDXFa-7(|=
zmC0AFg=eVUpWyGn;2=m0RQO-7|Mh?P|NI<?`~|J2KPHi5Jg<pg70R>xWc-5tck%xL
DUP6l&

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-129-Object and Person Detection on Bridge.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-129-Object and Person Detection on Bridge.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..10553b30052324ffde9a560430d2d5bbff324d29
GIT binary patch
literal 169430
zcmbTe2Ut@}6F(e4I*4dMI?_of3WTO~B=nZhM2ZAN0)iAlKoRK}dWT362!zlC={9OW
zx)ebHMY>ce(%X0N-uu4y{XgIHd?kt@**&u}v$Mbb&7L`)emVUCx}XEshJ#2*Kp+y}
z59o9pqz<B@prE86r=p~!q^72#p##&?(bCefUcAHr=49jM;$-9CxWX?kbcI)xkAp*4
z79x600tSO|3&|_WNh*j-!6eUwkWf=o)6vqg(9^R>@^J7-{(pX*Hh~za$S$0FK}Nz0
zB4s2YV<b6k191a-l9T*-f&PAxkdmDvr=X;wrlAEo)La0Ol8}*+o+BeCKX(r39RRe0
z&M}f-<dIONxMXZc$?E}@3`)qQ;!~?^W<m_C^Gl&TgQ;nlFSD?+2?z=aL!dBe8Cf~`
z>*_Z(;F?<6I!F^!Gjoeumi7*J9q&1zoxL7<`#kdX^A8CP3y+9=j!8^PPDxEm&%oy8
z;|dD#MTFwlRn;}Mb@dHzT3XwP?HwOGy9S4bKaY%l`8qZ=Ju^EuzwmQ$X=8Ki_x8^2
z-u}UvT_hl~zsv&u{mZcb!!Aa^F4A-7$j(uo*+oM72>2mmJV(wWL2*&ln9|PU60c+s
z6<94Hx3Za<PYSWlgz_AqVdjTT32dC1_Q$gScZLQ3|FY~qhW*#BF%TUY2{3tNj38yu
z?(OBD)qBjhOuy>7?t_Hngbqv@_OweI7g9QoH<jCy+9o&Y<4)c(%(|p7eNzh+qOIz0
zL)|mLiyBn>#ty`uL!N>r`Hq}#j=DOy<_h%JbI(}e^e6=jW1hudQy58XX=dcG)@=Ap
zZ$@?`$xy^SW87Ib*6!Y-cTBlALYJl<gbkiHP2=#qaWJe&&%6!uCEQkjsl;1Fwx;(K
zquieCi|L7LxOPx<3SyhL%dn4kr~2t-)}t%qld^!thZolI%3-5_Ubd{YYw6r)*dS08
zFrI=^J%iQ&>HN%|a9ME{f0Kdg+*$<(Gx6l>?CqroFDQ*d?Zc0u5b4Lhv8)aU&y?GX
zblt2xvR!yrh2YQ$43C;5ieTemE^FIXYn({)M~{qC5Vd~X(PsTA=!5x@ORBKX?650l
z(L(1Qe`SsF$SJ7B*gksy5%+G_DJbUJ-s`5oZuXqRxxn@YsG59<#r2yC-pKM(P-t!I
ziSGp9F_9Bk&U%_fVE><9d&RR<h0{61giG589rnOb-VsL|4QE50f-w0f7gv@4zUmZ2
zG-t=?8E->Xfu47Po=<a5K?-hxzfw*?(}0sgTMbV^*|N50dTf}sqmnp=4pJBco>q<p
zw%FlMLH+En0Il|l4fph5r=a~A?^Do|SEnE*D@TZg<}iVBbeR)>BzQgWXyeU)hQGuK
z4F4@~Qsiv(%YTi2oNKWfI3+Q33R;L6J>G0QGUZ-RUpxhEwJ)FS+nzw{OA)BJqQT2M
zVO}+WR^0~w)ygEW<sKd|{4YhOwQ#&S!%k6$YK;lwfE)kSq&y`x)OaR-9T4xnhs$4r
zX&mR<eq8&X2JUq%dUC5}`DE{GSZ6)tLD+?pfmgGSY}c`ijsG+xom{e(J@K^$Tu*yu
z1})~l9RvUB`0I~^xIO)cllxPT0KZ&4^NRpDKrOPdx@4bo@<?#(!O{9#z%Q49X~6+z
zP3i+?T@KuBIdgW)kXHT@Sp86^F>T^e&iae9!T%%k_rGOw2@|=E@~*CmYX0B#?Ely3
z%));}>N3vlaxNSRvEBRc`1vQ7Vx<0M5jh5!K;fuEL&k3b9gl&?=mTO_LHrc-E9~#k
zSkU{IwoTJX;FH{&%GDd3qZ5F&>zRu=|L6-iE9>8)$+R)bRX_h09SDdXITL+V`9G4E
z|47dH%MS~C`QX5N1DAIS`Q9AHsQ_;JrF%B;U(F^t>sgC|TP<6Ey#4MJ1Wqq}eZYk}
z8E$)I>+w_hPwOwgzum8SB;;><bof2+uUX4MMI%r8bLY9o(qos`6e&+G^<F&*`1O|}
z1m!7(K_DK#|1J6uoSuJpJtDoa#se_X|MHR0oBxV32CP_1I|V82{-bsMnbt;I469a}
z-n(3Y&;F+!2-<*x!2b6Oe}d6(9wK3QCOgo1`ths!-^zQ2)vxw<0c-w*1~4_pBLC5=
zq;Eq@gZt~S!pTOU3+k-9?VjOpp!@rOMbarq=M<Flc=B)xSe#p>#(=|%{33R0g#Z_7
z051HWcI7GM!N!H}yMMWG8H|csS>m!gE_=TAVP+t3>JHj=>lY9Ke*#$ZNR<9em%u-h
zRnq4H7e49Boxi$z-w-e}<`hIr_OFqZ|My}WFN}5dUtamsJ?j6VyEhPnJKhY+@04pi
ztO1{2{hz@Jf&ZiTikO_H=1u_6+XY5En|s^!oPTQ$1kL|UfoT)f;yAhCu&`fhl>(qV
z=dU9n?5$H!+TUJ#bR=YX@4vA^@(dz;5XNxrWT<Ty5YD}xg$4rruh<Bgc`q8+P22yM
zw>QxdSRlSB{|Z<&z}s8E*g22?YW_c>Y73l>Kh9C_vHdFq8BQ*J`)>%I0r2j>uHEYS
zYa*i#&Cgb4E`V>33jh%QJB+y3vw@}XpJ2CnTpI&;`x6j@dS{dKe-nfMzS?iy)>&rY
zOqam1^z6Tu!~dbnzwOvMu6E5oRC*TZjJg5DAordjtnq(B_WghDDCuuOtQMS!c9HtW
zd;eXuaeD^88~3OFS)*1IW7gFla#aGyd;u+P{QBQkU<CuSvi{G~C?|7ecRC0IoeZ8W
z_esDZUWI}Ew2gme!gkN#;lI(3%F^A^)+kRp1Eug`23RfsgSRI6?QhV)UjGmLHV3U5
z8f*V>O08l$vGth9VOz{Uv9SINIL=mk?TdfGVMzoeNq27WAO>IyPG{1AeLZyOY?Jz1
z93b7&1CajDPTCswo4|DKI>Hw!AR6G~Gr67)jQ!7M7x(vO>h;fNYCMB+njJhy;r-BP
zu|^qHy>$u_E!X^P4$!0x{g4XN*e5wVntP)(<oYakJaNPCIC=A9i+68qkGN)eGV29U
z?g2RFGJXp3G5i=9<C&WHItE{G3$3`EZQ)et-EncO;ZqiBBJf;eJiv+!S6@6>(*?Ls
zd7u!-V4<bndFOyoW1V*yjmK4P%5#~2I{7;%Xb(anh8Z?We~JZx68hg;TC`yMjDn>R
zFRn(Vh`hBwQA-~kcx4*+5g{%UWICs6l=nicGv<YLZOAW8i35@oY04u3X4|c<8DM+g
zC|y;Xe0U#J`rP%Kzr%*Ld+U%35>w7wY7?RJU91A38om&>V}7<ra*0<cZ?-S|p#%*K
zqO%KSqzW7(lO{N?W6#Pj!0ej?Z0B$K!lphwP69aUZ!%Mo_>qa74y%OMdcbb7d<vSn
z`Y*B}yx|?RNZ<d5cz8^UZXqJW<-iI8jG}iPz4M7a{DFjqGx~Dm1Wapr$BCcSAIc@&
zx!Od$g3!NOj1XB)F{nGa_?CNr?$5044FDlx9rriuI&w*-)=c%%{EVg?72&i!5-?NV
z>N>Mx16aMG#b*KmI&>o4<>yCWz5r1W<0-YaKU@5H-G4X18rPG)2KI}@{o#NC&wOyO
z4<&kmw~M`%|J9Imaxv=a{u~f!PhRbf3TyQWqL0neKQx#uD^Cf(2BOjYFG9(^o_y;+
z!o&k0?oI~<*AC{8Wx$Zx{~0o{#qciR&2r^4GRQW&pAQZ|q@Vl|CiFkT{-xP<>inf-
z;&xYr#S=pZ<+(G?-#DYM1g+%W{A;SqwYId0%Eib_?WWg%?dg;TE~K2feMa*yr~C<r
za(G$+w@KmE@;_bf16}@zu}poW{n$B;F`R0@$*!N0d+^;J>a8o;iApL!H?AI2jVcL-
zLRvPiSJXcreu22MarGz!h=%gkeYUwuYs2S(v+Uf*KHMKi#coe2hkMy8V_4=hB_R+O
z+ybfB@X&LXLM$40na(T0Fcxk$b7dHn8eY!7TKVdMmn7)vx}tN-l17f(cg-49hx^8F
zd$Z{`R?JXZe{%(b*ot>cZE8c&?u&S)=F+Hzlo$L9O38_SFHUSo7WLp0ha6isAw^4J
zi2Up@LH<mK6O$2^`&>0O59r`3J*pkxUQ3o|a3hj!rs9%c{Ps|WH0-<tIC&aUUmogN
z4I4ydYsiAz+Na|&-YhTGsQ`M5k<g<+C4rBOG30jX`DgE>t=F6+>REZSeP34cvF00p
zy)d1`#8a4HqSB>@eEZ4iLJLH~fCz5;)CIf=LLwi)((wRcYjPEYe8~q>xd{^?VAL~q
z%wMf&U{4xE1zEVAUBvRz49F0Wl^UcKJqSP-LE#G%2u6c^aGNa94G==KtH+(aTbW$~
zCj+c!jm!fM0sc;?YvG8>fY?fapDKgX0XenN$V#{{Ej^J1KOIwTB`O8Zbylf<>om^|
z;Tkhaxnk*SnZ}z;6>Ng3UZGLfncMtAFX)6LUO};4L;DP1P;454V^4+irp~NhK}=^6
z?Or&IBT&yER!{OJbnC{lFT>tC)epl_F*Sl?q=WVQaPpU8y0vL{FS9-88ndpsqGMg%
zfSKc?g^#7V3R{{(ZbrC@_dDm@Dfp_J?tG2}GNrF`c`%y~H;V|moThWJa9oE^5TE`5
zaU}!4@5dyphYZdfmIvpl@HQ_Z>|>#7!g;%#k$O+}Uut~Eb-?OLqr$>NS#X_{7$0=l
zdk6*bqr*9J`{>WrcN2UT=*OiK-VWllS*|IiTny{wF&ksg<2AbUu_Sf9_{o>~s#S5z
zA9r@jq+N?8th~jm6={5&f4(lmBui#*t7+>X_<P`nbGJO%z1UR4<%;IwQ6(KB4`E;V
zyHN$2h|KCM$qR~0N$c7j(s#$_r7f-2rr%tN^;>e(OHZk9_bcl9O!#tHe%W-L-dp3R
zd#AHT^iT?=f0~ocaF~~=r~J(y4{?gV1*DmX`1WV?pvTBy|H0o1My6q=1x>xMS&X}_
zr8*duTv<RvE>XlX;^~i+$J=8i^undkcvn0sWH2hW<&H5?fc2${KJ0_AU^+V23MnAC
zr9Y4H;i-IN{3Z#Etgx~kZYT`GT33^z=HCV~oPs`HoID{v1?93$HI**_#6Di2@rd>m
zq$b@FbHcWL!(F-UY0j)*eb9;tW2V-5WiqRUFRk>gd}D8{9m1*%GPWqBeoLE8H2tJ4
zqI_=$cf0m!u}t5<KfUqJle=E~Ch#$hrSLZot}|KZv*3jiC!W!xx1Wm*<b2LM$ZQ#V
zTfTAu3a=b%5DUR9wi&Os4`492oxb`%6F%s^A83lv6yI5S{+5r49Br!_-qKm`PhxVn
zE>(a|lj4m%>~r7s_^MBs?DN-=P^~X+pl6!zZ%f^dyQoA`^d<3Yzchif`1)P@UY@Gw
zpDSC>e@?5`esKta-NTi|G%O>I3BxS2>_eQ;SvI3I%AWSeCa-_u<>?a^5lhGq1@IJI
zC%fx(nVvUH9HpX1hR0MHnbjVVWU{@)4CG`h#QwmHFrjuNvIMgW48<Z3@!%ex-z7a=
z6a#O$QqJMzDM9v_0qqPOW|0JKj339K=|oqnhbkVaFF}ow(A5A52(aWmyD;>4C`Kkd
zJv<&`DXhk(!2>?fLtX&5rMJK}c8pGdpztMiARz&O0@I3y?BRHUg;tLv-T<Sbo=qT7
zSsD`bI6T6LM?xE8Wvq9O$OB%IPzg8ExB*V4Y1P8v8R5bLF~FO)3bi%>6iooU0M|Za
z1>hzB4_y3#g$h7a4!}^$Md)aCYjL!?(Z-$)T029*$fkk<kIm?Ih}wJ>#vN=`z?h5n
z0DuT*8rcf~M=)f9YG<G}TSMRsk*2dSI^=fMNP>rog(Jir;$bkZvLfrsj^2AoW6l{$
zng;#>`BLD4yC#lS8*0LnAig^D$qcR#Km|t-s}jc5f^mfFP6722#L9<{)^OZ_wpT$+
zh^Huld_I#IH@<3U$|SBKoFIDdy><}d4l1UB;MwpbpOFH+5IZ~zo_<e|LBxjY;4*jc
zj0ncq<UuJdA6{4lCdm~RvZ#Lvr7$>yN#N^u=D1@I{#DeV#g@cc0BsveVel_WvLhV~
zTfkP=_Fsic7}r$NcFyCom_F``qc`u%o%1>{n+SX)-KP@6#j3T-)PNR5fwEmvUoXWj
zT^#I5wD|U1{-a{CMjQ>KOjw9CH&LzhvNT5jMQws;BDoyXtpfgGFMU0$1WRGoF8e4i
z;~s;t0O@u(v{e0(@S8+^m?q}+M{-!S86jOR;r@2MqqClIZ59zF!9_1V7B8lV6ijK)
zGiN*;4pJ=cYKOR!i=&ch4k-&D(InV}NY3lSdcz_WUtDPHNp$>hyo3v1S}|(FD@d*4
zn=$-@%&?Wm#+Y+bNjl6pYNEVZR9Gb4)8E;*N(AI_n{hSN5j++JT(?TpptjK1ha6$H
z;&I}o=^OeG%#-Gis&URT!{hqGI`Uy%s@0>eFQc7mXO4dXd%JMuBk576RyIAdKOeay
zzS9n`Hp4%2=ZYQaiqf#$qtE#?B0zkH`5Kp79`2D2FqYm_8Tsbsa%ZX6H=r%^baA4t
z;UDp>z8iHmP?v7`*1NHDOKeqC&E-Emd%2!WyzG@7#*xiAXNY4>rm8yROYaYt$QuU{
z&nNrSNY4#tyVRa52hEq%48^O;+v+@j;ZgLljE~%2-o!Qbu)o9q6K3qf%g#@`Oc@AV
zd1IT0f$;-7WTGL`Q$Qk~@wMWjE?*@%l~PS&U93c1nfwFWK%p|PH+qYvd9LF(2Py?#
z;|p&498Y$4mdZ)Xn2();Bo9p{$0Ex<O;@Hstj45sQGQ|Vv~c&px2EOy-EdL9<CzZ6
zoLmispuRgyj-0A8M?DfI$uq@jZkLwsxQgmrYvyzo0-1gO^>u-#mE3;fQ7PJ;<C$;y
z8&6NmOjEn=;b#~$6AyS$#KB9VdgzQ3Bnp7*3y2cHrcbXFj{yPacZN9LbUNODct&1o
zv=I*uiQWT%AS`@38ZixguFuQTR{29sz@6+EG=L*Ug5kiSN+j-=9<cobEFwL8Ixz>}
z4;LnkF+LCp73woC0f&S|egudM0u==N!y=-MMCi^)K^i!?&9~qT9)PIXfR7~s*<JmL
zW^J<ApRdAEY2X!OjQ9<DqBx`(padQ`7>yOOc5phS!w#SxE5<=OQ+DqLbg?>j1b7Pa
zo?VPa3}Eiaf>BujQn|A+r-7@DNKqJw6A476fGEr)%lQl$CLoMMsMi<Zz*AZk;3>V%
zUO6%ZSu=r>Hy<?A0nX5Jw{%xmQ5b4P6=3;8y1(i0-X99V_<tnV_=@ILjHXxgT}4o<
zu0UG5rNvSlcwH3<{S<!S+{=}OOMF2{ubUVm)e___we-W6&I$>dat$<jSJU_rEbN2j
z_W^A3V)}^DW<?IBO!Z5<7by~=Gg$J|<rxh-If>Wck4*bT7Yej^5Q<9;A9w7<4A?ni
zL=!}OJ`$J}t7lmGFntHuqD9n;Ic{ED_>Xpf<QQKz`W&CMe&O>fz1N9rt6B>}ia*;y
zL_zv{_AYNP)an{F^y*e+qsN`gHN|nhuuu=g>Q4TH8j)C{4_px{b;<En=yXiTC*z*0
zjz*iEcq->#sSM7B&>XqPlCNLl?-TWqoCF*P;(bRK+yKh#g{UY@?sqOg-6H8MjCbxx
z!75-&^5k#Xy0SZe3{UIY$<LsKn0Lec;N?`ugeQ&8Rx`7ZeRvR)^@YJmrv(N_6UL!7
zQz!M<;VJ4}f)@lSBC3=ZCw%_1S9cR`li-!|5ed=1az5pLEA|}Ad=B8dAnH{uJE0oe
zuN^w3(K7|&9*0ub3eQ8-On07DE+RD1*?BqDY9`TB?B+-u=^Lvn+xv~b`EGqsK{k~|
z@znN7Y@awbR9>2YJ`{oP76}{Q_aIyPQo6`BEvN}qc(-LPtzP?$0T;5*7UULk#jIU~
zMaboa{u0GJgl~akgnqkTTNjQ$_qz;j7ZYnVvuL_CS7#OH|Fdx4dZ6D-VHpX=>Wy@d
zH4Do%J#aQ$iTwIG<mi2KdE5goyhyH4Weirr8uY1b*6hm~gPRwoJGIM2Bxqh-MS=0t
z0NX}tBqCRCji2p)lDOvglU3S6tBNaX6WlsKVXawhLE|;(=>|L|**dn~&R)PPS)bx(
z;ry6lRWCBfFni+eC|PCs#Kx^RF%=D=ML$A_P~QwMXQpcjwGje|4AQcKqOUpM$3j;u
zO%k=AKQ+!7tVQbIj3!rxEHOwADBMJO4YhV=PRLZfc@XXHo9DC;7U(Od9OL#ribz}P
zI`p!%AM&KfP@-u841aZPPBS@wPKE?}3bI0Uf*mh(HP!i#-k_trAEe>f%>r5-^Ykl@
z-jB>uLMp5~wL6<fzp~#OG7pyMkREuPpEwq?nf@EOk9gsCxu`t2nJ-(~hYWKSJ8Y-b
zyv-C*_hh8<^Y-2DUa!nA0T7xTok5Ekv?SG-qO&>&NsxW891*>G|L)4w;SM5G!S&m9
zWO4rR*HL!Ry{2MQs)x34#{_M|yUn~wOnHuC7Ovp4WP}F?5SBe7Fjkz})-D}KG~o4-
zqtV`ZIo<`XR1X@($R{o-!BqiJ`bxD#FDTp~MhDQDBOt+<2AGhKFj0c;<xr(Iu$_UC
zz#FRK490+O&vGL}qQGU&a3J#ma4ag)4MO!N3ljZ<HWCI?03f*nsFl*vN;*`ji?I}k
z0q_NUlZ!sfR?adISh;Zh3fv4xRv-YBc_xtOyXpdj2xyiW3<A)Sp681m0x?jVPLC4=
zFw{s_T>=hOss0BW0aWX-d!YePoqTXPGapeLfJ<RZaSq&Vr*WifzU$@l2+rzyfT67B
z&CKx<#i9Duc?yH|o(a>*H0c_Kj3nBf;JmIM$l%XGEWhzo#a2<X4kYL)%>w<|fhr~i
zqA*=YMZT*Rb0%|Af)&mVGJck;LER8HAESMSbA`usX6E>a!oAwBW0I}V66ZoqqU4zv
ztq`b`__YDFo2Gxfl{hpWT%BpGbN~H3&zkV}4>g)tn*g+DT;|()|A9s(T|aQR{Vz@7
z$7<^ySf9CVrc6hBgNxZSum-X*J{28uIo(^+YUn2|^c*3kw1=(U1?<j=Iss5s2*CrQ
zR|_g=DqiNnQ#;?cl@x3$7&rE-{@??-75g(;Oq^VGA<j}^VmCh}LQ?b&GPunAB7>#x
z9W)H#l;eaOgDMWcjnU80&ea*xnNRZoyY)(Y+@O<y;5IdMApQd$w-~9MHYuE&3YrRh
zZt&KJXY&x6rqf7c?TYdk1mgrt=@1*b87W<n=U`LxIueGY_>8!e3x2S?>zQ<e(`nZ{
zQ+gi0fc8xcR2cUtA?icf9>qfq$i<!B((+1Bf%A9_`(aZWUk26B@xeA&@Q(2{`d?OH
zFH3e>nV0uYLD%!K?;o7x268Xl8vau6X8Ji(ATQ~7<0$5it`CSsf##<){HrrQ?!)zC
zdWX`~755EDnNxM%-CHuh9dCc{GEisKNxR==ruH<iP9ci5;z?z8ie&&Rw-WMBj`83d
zCa3!YJwJyn3mu+YbF)_jxajol#j>p7;~26sF5NlA5M*9>-G3y`^4Pm@!N8y9S_!?S
z?CKitea4a0HCTNdWo56I&HbXL#4gP;t2ooIT%(=4MAT2%uS?$6(r7m3o^HYKN;V<}
z@~XD}3wFcC1q$|)(vMd+pbNg8MFbtg+=ojY4drc&BP9)F?~QJ6KbXe*h3$Q7E;1RL
z7#b6**xCi$ZdUJ<CW;3?=jOv^Lf_am;Kt6SH?^32Toa+SsJkm7IN=qn@c`<l8Jl9c
zBU6tEA|t)#OfXC}=Pi|=u}|4zFEoI3iwIw_#}2WHHs5ytxQYp?j>?)8b-?`Esh&jk
zKXm3dP8c(=n9pl2tDIU+Y>?#5QNJ}RlQ{O_t4Z7wcXUfB`)db-=)rdhVrAnRj7Agz
z+C^>xw@7BIcBO5xu9m^?JG}+EQ71XzM<k)e*KW)g9tspU_AHQn+AjU<XnN%$NdcX@
zrva3Ma~EQ&%|D>{$)q`Q))Xm~8NFeqcmL@!1i5U~dkMlVP9gVO+QS9qEcAwFSxe(8
z%&d@3B`gk<WT=bgtbh+J4Yv{%`S1P=yq@+n1Y@oHyij~7RaB*qxw=$zb#g72l109_
zwyIjIQ5dD~tm4zfZ?SW5ILdje=eKY>J5JJCRP##8`HAx>bkT%%GRP9WOHG?Wx+uAq
zWocx2o>Y$UtwGNhRnjHhRNrVl6FM1<xrSot?IlxC49>5`*;)99JyGg!qYupk<Tiiy
z%akT>-(<n@7JSvxKzq?Lq7rccWAm_x#8BZ=e&e8MOe>HNJ{2Zjre&OtHUUm(tjzd`
zECjWM%7QUUc75OohGGZ~9nepAv`rp{E4}-KJ1@fnbZ`f~+=NV+@s7ixYSk~C>Mb0F
z@vHf+Bz6ED6(2-5Q!4@}DNB(FIYFLpPeOys5qb~_-4GqdI306U-~fndiJ24<KQFO3
z68BnSqABL3W7_qrU%N)3(`RTKih0D_=3tCT!syY6lgVr$;K6V*A1Q5&k?{QsBl@MP
zt8j|zCg}y#SgY2GD6;FpAxhQl(fLe@8WtvFs^I9%`NY(M&7bCDPGipcr2+~bu?_e;
zL-Rt(5dg<=t-hZ()ujQ@Q(XWAy(ocGEScfA5FbSSuvW`ZFd2dz@47>1u)^7x%4s6v
zoQ<*OVj6VR28_VbGmVkHV3(FE3-~SC6Rj#O3vF=~OzP^y2cw&?=A7YvCVAJB9fpDj
z8+7>9uKPyQ_|4Q@0n*}_%_`kF4@1%{jJWhgJ|>|wBp~!Wq9G3B)@nwm2d{}EKD0o5
zhWBve22)+?uVYf=tOi#}qaq*{9olpLG*z1eDS6Yg8V~ps2`x003HoRd2jcB{6U{lq
zz5*gbp1@QEK+{bZdIgQxnk#avs!G-6=1{(I18OX7^fV4m_FfPcKfozH?OYk}kC=(A
zQRpc*F};xK@QIHwt|&~qY?u+19D~HB^ALrJS|FnC-J*mQ*t_BM!UUwpm%AV!UstPc
zk{xO;Y8l2<r+=bcC{S=r*2F#?dl4O-n(K+4gLDDg2`K@;S^yeqDr!K}eKi0M`%v*K
z;OYz_>q~MRtN|PWeipd^d&!2-5L}0r3M$ZeYs}Lq3}^(;COhT>P)~~yz08gMR6GCe
z3`QT97!18IISS0WXX=DD^o)Jufy&wb6v$__wuSu(R4nXm7#=JsCzL-Ccd?Y2l`Pvx
z<nO_UnAv|w@UJnoh;=rmzpb57?ts=HKv<m9`#C~_sY?;{u(0%pg7~lH;n@S*;@{c^
z3CCZg6PMt|qx56ds0R19Uf9Tvc`IuE6+fm@{+Zk`Er@e;3r%KhcJ+(cYc2(sZo8Up
znse^q68pX{vp$DkXPV9#xsj(-deSZbJ0&gNdC*2TSPLk-fPP9-M^@*bQ#_n6X0iMl
z4cy~-JhT&^+G4V#?s+>v2c<HevRzj1K+l#rqQJ-?dI7XkMg^v#xPD+RZORp4EyQ0V
zmZ8pO!Y6G8GLe!ypm}?dU==h{ks3ZQoZzu&FrB}j{No`(!l;*`io|q53$OqB%H7}6
zc4?ThD|`tC{M|i$Nt(|Z9IRh%8=JnWCNhRUhif{2-cs8x!Y4D$ynm>M8=6?i5|*xf
zPLTtx5T}^5sV@oqDv?2QZ|3kN(&k6Ir#x2*|04?3W|p$d!tI7=JM!GSD|aq1sSXv2
zQ2fwlXA*9@_ulo{pl4Y)KJv8$G~^eOCiX@OB2B5|YL!?BQLj?7-mRId=Do~|bFGC+
zDMmk6gUM!n%EN3#7Y?e^GT^s;6$+s*Wl_-ZYXL4MU;9Zu?nl%h5@itD`i++LhCS^#
zZj^u{XMc^$E$5q>uho-=q?7s!c%;1w3u^?KtYvdw1-QdyxEKl?v~KkoIDP-p?u+Za
z5CNr0k^j;n+(euGdr7_5>CTn=j0igi`y-`oE{LB}b$W9WT48~cUK5jCA}C7=p;~|q
zQABQ>fnW!CP5&%^eLD8ggOx*gM(KT#TT_x-n{&n$N1V*wEXRD!^e5|PLBm|mr8Y}&
z5PZM=@iUQZi%4<2iF?xH{PW;D+GH3_wWqH2M=s8;iej0rD0PqDc$uX6Hm&=Yw9RAZ
zj%{x9Q7Vg5!-{0x4Vem#V<cyD22&p1dLeYh-@|k@f1>}3VPzb@onf~g(Kfr?DU*QE
zS|c~#Oh0cjQk>`1Zi0P$0U(J6D5yJ}Ue?uIf&=GU0GxoW8jS0v%frbF$SATZ23KHK
z<z^)559fm)c^m82X4NKGMw={P(w{`UEIdyyK25I+5n(1vF)*Zv?}}ozIq%#ch$RtX
zA<T)4-LSZ0n?qS3J!5J^-CuB9i#9I#$KfyoYafH<+l=}}&kw@m$ou(j(1yrL<}nGx
z591(>mR1V%PsuMrq|r21sBoCv9SP7Zjn9dM@j$PB)I53MWb%0X#M+Uwe!jF7m+9fc
zZ$i+j)}uA$J1{?+<d9{9`54WY+1dr0F*m&Y2j>XRH+ZsbZXiPO4uc^Y9d@M1+D~km
z0I61~&h;>$NG+VvavM;w8fu4}g2F^nP}j1De*|agC@xyzLa87v5;~CKa)cIX&|n(a
z5o`JEGB}gQZROK>CzcHZB8<jI10*gyu3b-KJsscn72ah%jkPkmthP!N5Ij&DCO)J{
z*N{un=Rf$Qdl730V=kP{{(RHQXG*hsQJ)C55Wg`;Q5ctC6h;8qX{TItr+`rP!sxtV
zmqG4O{p<8lDV=<*DSHEK<<6%ztzz;U=t77*A&qm1D?Bm^jXy_tMv*fYf|yl8NXNmz
z&Y9vA06X`Kn!6(Gq1Q}_tpy|Yb^I|_&0QwcSnCK*=wvFTGbx>MpOV^3wZ|qU++`M2
ziV&YcPqv^7mQ+Mt;4Da%GqTcvA`3`<c1cw6jv2aI;x}M}!;V;eX3i$8EK+xfP1O|T
zre%|E`#tYoQTO3z;lx=z%XG^;NgB2Nk~x8oY2G}}p*66|{N!v@-w`6B_;Ihi)zIvD
z&-tY<mGV__8$jy)tz+a3z3dCBM(%kRnxz5Rm%n(+-$?z1#unPoTproTRT>`r1h6>3
z;*tjUGw6{<a1%ylmL}}IYN20BS@eDse>m&~$uHA)6UfkE3#*UsX@uP+p#zm>owq<r
z5%2HfCbkJD!xNsqMTx0%1WiY04SZowRpt<zY}88y^K6$>5MzxZ!|nQ^)m7KoSjBp@
ztizn@_HHrlhOJe)%s0u;JJDIi9b{YOtf(1QX~D<8H|eZ(obzJidb#q%BM-k8Y?aN$
zOBmf|c_sAVxqnZ5M&oPOX#3zPTkgKdr@YH<s!>{Dn^K$k*~-_I>a+rvcBI|XzQ<W)
zsFm-HPE1EST)c9UGMDf~Z!{|lsTI_<-o@BAY2V9tq%&FuUxc~%CdqZ@2j#Tqj6%L#
zX0YcdO*|Y}p=E6MpD&EQKmG2`6PpoGQ$-c`?&#S){g%m*z=f{vQxF$$+}Sz3SmoV%
zEBKHbqlkCk#y{YynZ7r@RuMSY-v3vR#L4NtS7JTJ(kbcY-U#?w=rLMULv~o8wSKRp
z{zQ1^-u*{KUfDGltFF-*S|*iw^S|M`^t~t8X-}@$K#u4nF~fu~=|x|H@JTxKQx+JK
zSKkzIAnX)4?a$-1Hio2M$%HGsneYs{<o=b(!`8j{74yI-)&y0<juoSYb|+yy?)bBn
zJE%`mBq@cbMD&QXtvp4JB;E$6^1cdwn*8B`v%hX1t%tr$nA7_nml%PBMjub*6q9V?
zRFvOQ3I2-gl_7^92fYg-7Ndz1EfyAvvFdjHI{NsEa@=BPyb1`Tjw*=#Ih-`fR5xO7
z&p`OFATihY@Qxx;<fh7x`8V<_py(e9ie`kuY>ULol){oiy^1oht1AL|*i3X1&mkq;
zFwpe(9J7nyXIwQ4b@TnTe5)`20sMhMqOQrkfM<Hq%6yBr5^tgs5+ZotNVqC~SorAv
zn5M73?&8HYD*IJaopPLMzIUEvErwaLBMAFWG*(_=hfsD$Yl2x`x~ixwx1UYyz1Ao^
zYlg0Vm$KsJ&#j^xaEqrkwN+u9G5Q=`0py-<KA$Is7s|A0eJV<zsbC>mdV@@Ofm_9V
za(CPP%FTV&ym5(@Hd>$GY-;KxULzf%f})Ax-)rvcjB)|Iv?%J@qJa?uQZH2_?w5x)
z8Cw_2+_PSDEY(*(6%S)We+C+7@>I<}mXU#wi55gGQ8yj@LDRAnwZO`R+u4-s)z}g0
z$2XLx_jP-vnyjrQ=#Brl2b&bVmtd*Z+4WnFbJ4!0`^ixN`q0F%G9Y?2e=NQX9e6MG
zzPM5i-H4}}A1ha0nDMoTILvL}d?1Woa1gq74<%V&xJsx%%U~Z}y2)=uu3MYrN?OUK
z^;4gY*armJ9o$znS{V(Dp2>G>9-T**AzToNRm6SR{cV6)YXV=th0qMR1Lq8sVS>1E
z{fGRZ8`wuoky;&G&vQm_99zo<n<rlVrbPKmvmC#{Nl;_H0`g+(;N&Y{D;?20f|=BK
z@Jj*SQdz-d$LtG3!HD}l_8>foA+_%7q`P14%F!5wD58ImXrZZ?vqBcN9B3ff=mNVH
zZS8vhVL>%?gHrXdhG&yI<Vn}7B)DN2M{bXSL*ZHx!Am2|NBi9;e%}0Emb_-q2eRLj
zdUuN|b(o_lrTDiLe|`@@2cesc9d1-UVlzTh70_z=N9jnZAPs3T>J@!xDuU1ai#l+G
zU8oVcGDVu3#$~2R%zWlW9F>OhgBp(3IbJgG(JE_x?sPJ|$M2;N>y|PInaaEd?GgvE
z5NhXhKMtsrS8_aj`AQMmJ~SlV^hE2kH$8O0fLS(i{5hZJv`qUn713+t)k=O(zxvfC
zU3P1ukg9v0gjItt9yZc==M#b9i?=S{P8H4@W7EDn_OcH2RIcRf#<S<$OPjbLobe^y
zEeX}s4z~#D&h5ih=EtUTu7hd(%NkN62?qWqOEoi)N7Hey0}8GErlPvFWfda!4$f2B
zK$Iq@Z(i6x;oaoA!)iQ#qc%JAhX>Y>eO93L&G=Z`&O79@SJa=q8yOd6%h2L)MH6{=
zjvA=PH0@0qr^GfWkIB~>f4%9Q$*ZpXsvBA|j7fIHKE;3X?I^f9XR8RH-R)_H16rU2
z>tW!3fBo>Dt37AwsX#z=03Br+OS$^gNd6;&FB<>8-f!+uU3^zwuBp84smSX~3o-p^
zL?d7S!2%(lYEHOj8Qe0-2fA`c2iU|iK42}eYWMwk6Z6HiKM;6t^Y`*dbEiWJ7Qehm
zOf5`hDT<nZ@gXZD{jnn4!btxb7We!<tz$acLx0RUvVKqs4jI>H;U!$MBNrE5fYrmo
zrGRNXFbQJ82Bvxp0?8Mp^Z+_%^L!Mr30C-c-9B(9hN>?g_1Z-~UHrglsiAz~6x0zK
zxIGLcC4Dp4#cd!dSqF+>`;CucyhO>tN{l0WVUt*Uwi`(5vL5!!-Xw%Df|Oq3omq~d
zp0CAU^S#ORv+ZZ#-=@1;PZmy|LDxd0PC=+<&X`%VQO584Y3y@UmI`zMnl{iJ4A0|N
ztcIi)xXfcN3y}$^lu$NZuUF^=>dyiV_ssjRdwDzjcttp<t83{XfoC~m#5<QBUYq=)
zjlZD|?Vwd0?QtV5rciKHp6P#}6Wix&Hx!1?xHO@OitOb45}7nFG1XC7s=TM-9k{>j
z7`O`5DAFiTk$eUUY0GkskCdm(J8$nZC~Au7bYCcI+$M-kq)9r}wi>**;G#(W_OgM7
zxO*wlYilFcMYfGCw9e-M#oi!j>=-uu@%BRJ?BVB0Kr&EaCFZL9YYGr;yJvpTc(hZ+
zz4HkmagIMnoG0);+?P{_G98wM94Ehfz8kQ%JrY^9KY0w4c1{kRfCF3J0h?w`+VQdS
z)U5!sy3OoYJ8QP5AZ6pu;hlSzfztc!fxxVXKuOUn>A3w>paLq;@Dy}OWzV}bXa50E
zQ1s`czFmpX`fKPtzbARq#bt)B!E3TH@VO3dqM3f%l~Yiu;o(p7a3Ewqj6UxlE8RZ@
z751KhH`W(yl{dHV0W!vqL>k9TPvB2<yRV5&E(`CV?;?JbygL33(Mw3!9o=G@;a)F0
zQZYPw@)b~f2e8z44?WFy3c6}$yL;T&66b0h5FGfrLizW_I2$FKrw2K0$W}PzcUxfG
zc!qE#ez!E{h?DWUJu`~3yd^HK&v&Zdr_kYD;>0>x`aeK)ndC~k1e0GYNZ;$$d2|1O
z9Q@JadrFzbY#@`aL;lKu1V=J=S7{YVp9ntdw~~*M_Lq*tmLHu>O&#Bh<}tSwq-wX7
zbITs37?#0%V&57tjAHA1w<RBrs>=vTMkgR~PW^R4(sn+vq|cO6_??5QVgt}!sw||p
zSIMOBs7V;G+?~#frfKfP;v(5NOzwIhZw#ORo}x2t&z4CuohNzc$Kd4->4FSd^{=WF
z*bK7{W1UwCSa<tHcrMC!-M45ih`SgAo-b6*bj<yxNK>;bHD6^FOsP{M@Z!?u1rhYH
zJrhEsLuXK$HItB+IF^|16;V9MzwSwW_r$bddl>;LeXBKHreCJDgU$=9diSnw$~<Y#
zDj~^03n38-G8y-jXS#^J+b*MVi$yY%2BZ94W(;d#U@)|2!ngY*s8_lo>lZ<pG1kDt
zbUs1A#=}%x{DlXZwE1HhCFc>?L55E8`vf!!V}4}@w&fBxO_aF+>T_-yuTJz*PkJ8=
zQPdQu;QPgu9Nd4k^J9_H2-8M3^vKPcWV<M3hTt)mRMAl*;LZ{Ku*g#JUDZ9VylPX)
z8t|v!>n0H9sV~K`l+N0+6>@RXFx`qDKSB_xAa}_39;-UbbT2iyHX?tN={%7P`yGYj
zC^N=>yPaa3bX)C}7xlo3W2r+OA12i$AbqB&#N`2-Yo8Z_B_%ok+CpxzxAdnlU46X`
zXPK@21GeY6&Fx;lEH^C6N64#8#qaoz&sh;*GsxTL2)9_*3Ruop_qLSwlLh=5EWY3s
zyZz33pqGD$J3&jUmv{Es$FiH%vA5mj`pY2tH{C;0+ij*aEgufB%<_T9s)u;+kEwNu
zf>4nc-M9J88nWfoIY<{+3CYRccaeC=2aA%|ZV){CQrylwP)n~$``~Z|Nl{mj%D=>X
zd<vR-N!Y1A1!b@w8!{fnt%<LB_!?a9{sL0m0&*ck_2@XSTlXx7j<%J@m<ttgIp68R
zdu_vg@y4Q(BJHivE>8w$NT1}u4NNUtjevgw+Aq)3iR<^o0QS>-g8*yM)}p3h&_uc{
z_`!U7^$Mb5?M8s$mX<J)=iBr8B&>DENSZ6VlnVW_ZZ+1Y%iU6(*}+2bXER~P5x8OF
z!$SkyatYnRvk=Aa7>l^V-s)R04(>Y`_e6A=)1ZA!pC$juAk4Epw-8ehVv^JG)v+Ra
zGSv=-m8dBf2xHRZhG~{EfUIr=8n1zvwR~;`4}g5XRl?&j77QZHizJuL4a|Mcq(R#{
z%ZDVts=`{Q05amnV(-jdF)4r~nb8D|J<A_VlhEPk(!xisJKw1;fOyg0j0Wm%Fh=27
zbz_Aym8`F>?v?(SL_eRnxv*t-!nAZ(r0c1OxU{SCNxkezn3eD7Vg65Fd%c#cohO<?
zg-bF!JLb&hslTM(^}RZ*8|&)M0oVXgG)?{Hef6SPevb64J)7K@sbmlfV^Z{EbFaHU
z9-LQ<dE1F!d-U8QN1}nBY#EV5>g#e6G`Y{z*xq0lTIN#t*f;Z+2*I=q$GPVBaYMiE
z>ujBcTW(w@M!@MVNyW2R-(T3i_n%#_MoYafjq+p5yL^$f^m1<d^&ccQm8T#o?(qJj
zR?Xw%2Y>2jX<Kc7pXc7)Zft+iGU6|Dk8Vpev>~6`_FzlF#q2#>Y>Bsjk&z)!0B(VG
zx7d44c|GV%oBWfLx<9!S$yCk(CBxy~<jk#i<oav=u)R8R11MwEYXuq1F87|wyKBnx
zT*|*@0%ItfvRSyd&I;CIPGA9QxrWj1fn9wf%_njd>+{hg<}$k%Z|FGm_;y_J$4)9U
zRR`{GzCTJkazUP4u%$Z%eY$Z9;;q{oG7Nera~%zgFS|Etf=2O{W^C<6`{>)`m&kRk
z^Z?se3GfV1f6A}f#u;tk!3c9L;GqGL$<DxbAn2zk*C&t3G>?xSY!v34^K}pGfdx*s
z16f}Uo#8|K)lKEuge>41<ezJP0oN2(@1+!cw`q0d%$j~z&ZtY?#6Oem+_`QZq5PBM
zk5%s1Q(|ggY|zl&);g-c=u}&--R}N)#9P27D-#RU&_2Pl_p?bPqGcOa9Cg&Tsrf7M
zp+eZ-gWBBeLS^v<1W9cI=>f*4c~Rq&MN}rjvG7X(AzaGfr|8EhWCU+EPp@7)!j&`%
zxT82OWp<M{Yi=5!S+4dfNp}`oRhvv_+|xCu@qjmzhbu*%$Xd|T(G^bBgcFAB;{;Q_
zl&W+|4c3anMQ6Be=Us%cpMi4YxSPNMuEvAV!L&A`4aW8y?qhGDmiL<Fn+J@*#9UYY
zbAoFzlB`5_ee%LvLg?T<@Sux5$uQCjj*j$(ZRf+niXPK#eX~8$q2WI8i#P?{eFYcW
zV%y3Bin)nT8@D$YPP%P^4SQT7DBdp~<mk6?H@60crg@7mg(wUKm2b^GuX{XHXQGx#
z&->hqD3q=t=vx}&)y90CDLU=47|;C+#R*B_t4W^_uDmJV+XovJm-Oe~y=|Sm^kJZg
zMLInA#-qa|UZyXBV>`RAbhMc@&f_F2x>DrN`M|2}e4?P+ju4V%Q?Q32C6hR@u-jG8
zA31Qmlzno2aK9cnPRqcq8&-QCEq8tplsN@4kL4UV<Qy>h3+Kev%-deL9r)ap;aI{J
zD3m%cBU2c_O>eN*@$(eKH!eC6kjR+xgS)HX$%r&=R#aWVmAk9@!yt<{Q*o5m#)3fK
zG5o{Ikcy&*fh6W!aM81N$P91#Y6lbR3$UA5RArY6kwKnwDWPGf==+Rd+LiroeI?%l
zvvXdzPV58=;rGweo0b|%zy{Jl7_FJEt&vRrru||KZ@Ij+R&AR2^V`A^(TEaK32gEO
za>sEo{+qmG)jbJgg?=EW^XrC|Okb$_u`vxy5EZy;XVLgv@y%+LE-#gj1W5*ePvL%P
zbHUa$LEKMa6-uytQ_<s8RgnvFrSlE@U5Qeb7vnYV^^$Vb%9o+X3DLhkm0kPpDPQy?
zGrLB@C<`KGO{343ZER?!&0ea0&asr}o_N>CRIGG@rp|>Os0C=xGn=TNFsqFj_n8QQ
zu7Jpi*S4EDJ|`Q2%_LJs3O8cw1PwI!pP|wPXh*OPbaJIDzr1vRUx^PZdh*@FjD}gh
z9c>A6SKBhf@};D7Uox(An=pL^?D(yhktW!i)m?{@B+~3~S+@mgC&ur=mj_GI4Fv4u
zRi8nE<`QBoBnYcI1xCN|4-Kz+=HGso@hx7FP~vh?#%K2PkgyOZlvSHdq*q#~B9qZf
z%l^ugU-8eu_Ey#=xw304o2^W|q1?V?rv0w0;#uFrxJC6qe6ReYZ%JzRQSFwbU4p*q
zZ00OcT;ul|DVBBgnlm(ZTYXY9!D2sH|A6!6mTDot4wq&<w8&qgY5J|X*cI0D+eDYB
zGTM_y&EKUPw$13Qeb}%^Wv0LFrj$Zf0O;G)A;R3FGePQOhr-q^Y<R>p`>aJDwz3G-
zBuZ#*ms=?CM+(VxSdu!#id<dUlfEbTsP*{<c+R&)7T~=ZvmMO`JApGD00s)}jp`QW
zTtdHjBJ(`IZTZ3#DLqNQ{xY9J(bqE-%6(Y-W{yXBv83SfWOhA?OzqpOOa|}eYL5Lf
z=hI4@FJEta<9(d$v&pY?@8e-yo&Wc*7G}V69G7Wk1BViU=h+rRpFAwjgv~kPei7yz
zlV28Vv?$bRe`N}0vkotdT%5k*lApPiBAJdfq;mce8sMx-b6~QSOaKQzMyx2MysU_R
zh^K=4n{1`6M6YHKZ^sE0SZ~Vr2{Rrd7T9p668B!_cPcKewNUC9Wq;<FgWi>3#QVvY
z<Vh@QCJQf!#24}cB^0Bn<mBYycV<QWd{=cVOb*d%G*+#1SAbiUw$M^?uH@CcSi8-X
zP?HT#!yq`siy=9x8%$N~27yD}ZZJkJj-&U%i24;NS9T4#f#9=Sq0M8-nug8z^Vfk=
zw`*5^;}m@GY2a^PVH6>1yF_KD0<gz2Q1O<vIGjG8hP@*u4uPQQ)NKqm?wzO|JUV`y
zb4>I8&hJ;kdsU|(o|qda_1woa^&2^@iYM%+pr<x*n~GNrS%<`wmob4qc}rc3s)3y9
zVz=SJbj|@)i2}`XL`&SoH#Q?SrH(`JAp<e}KIiC=g1gTC!!qLQ(6@bH36Mv~FU!Ul
zyS)$t*@5=;o=ROV^&5gy)jNdjNEb7|?A#5>L+#O!;(nMA&nhmNN$JPTmC-Vb3EE}a
z$GPAH>ik=zTGzT0GP(WNSMO;JKJ4`$IXDFwVK;^6>G^3dus6wfSnhJlBC0=E?_FJ)
zy?DFtZNi(UTy2QZ7dPc_ojZeU@o!N1=nId^QgLso(4iO6dY#Lf=^tv$1b^D8+n7%S
z_2p47fag9U_Gz|}(4AM%4U+yg02!C7l|PzOC{Nko2i<$$m)WjYjUsp!kyK5q+FbPd
zu_A>Fp)(~sP{=hX0uoB1FKNk&(R0kSpfQv{N19rhgplS+V$kWvjvSrLj}Xkoh5ir5
zG&rK=2kv>Z7uR9w<z)PkbLUa6!)`^MXccEsj-E7c!6g-Hd?+}=<DFSq&XGTU=4e^g
z6+ISxTL}0K+DKh+HL`a@=qMx~cxWXbcxWX~XGuZ#6m;cG+lmu-gVjj25*bi;#WJLg
z@yKVYjQmuM%E4F}oimv*>B;mkj@P(M)-Me_{KIq*INGLsDCW<ItRKyBp4?P^b^JvA
z6!dyDH}1pJ8e+&Eeknln!qthX#unLg2u%DYB)z$OIY-Q{39*Y~y7X-v&i!N~g!?;r
z1Xsu8SV5<zXFl`yu;>k|$=K@ox9iJ1i7byJvTA=9r!_LdZd2dl58kx$*yR0jB45hQ
zcm!WR1wBV?zAAlXBHVJo@Nop0=+D+7=H_9^961)=_`qKDQz`IhoI<c_^dmCGe&^ji
zMzLuvlyzl$E@J?Qg}dv+<5X*ja_Z{(y9Ui$HvK<VJ;!eimi@S_c6-mB7MiprBR8Rl
zZsxx^-Z1zaIGR(XR*tZ=<)10D2_9DHQWtdE#KyO2TpPCDUa(P+-=KeW?0L2^=27*z
z^d0%WeWKy=>*6WsC%hhTRjX25_~k?U-}msUf{aQb`=&T7p_TPZ&Kf2|mFZKh=5yp;
z;`ZH23B2Ea@idMRtIuPdI%w2N5fL3!Z$cBwhzyq_>X#xOU0~v)EK^$o5AT6yhb2Fy
zr}zArH7#<3f5Vd&F%#uv<cpn>yUSY@95d#Be72WC%MNrYp$@F>U|!dOFdY|BxLf+V
zK{}2}+SunW-kV-RWYiY`9lT%6{}{sF@yF&3ZWvX!nF?Q=w~;LOr6|4G`oOYHGV5z6
z6U<yck-GR{rzvA~6$lb1uHi^s_av7v_0gt*FkAU#S1hUi5;j;B8>!QT&0@JWA7x?Q
zpg+@l{f6Tm<t$65;lYwfqPc_uHd-t6-Z|trD~VyRu|nGieW_mkuVmPZ_O6#1S+d$b
z<5-z8tKP&@@kyfvTegc5?-KL;7`0|iczn1Rz+c6|=k-lp65fXAN!UU7Y<O|ViDz=9
zq3>ur6-@Gt3^E80XQhpqGiRi2v?=5ZU%Z?NF_!KBj*VIp5{b09S0+A#v5Oh4xi0ry
z`eq_dpVxuSt}edL7?Ug!_Y4v~8$F-csQMN>ca=fzWADwXtgly0Mx{g(e#8QIQ@N<i
zek56DZn-Mb%S~v#8_rfs$n?6k(K-04Lrw(qT(A}vnlwRBV1Khyyz1<;#+1)P|H%|Z
zC088%?Rh4nkw!?b7niu<@AqWij{<d;J6X%k+qpM(r#4PO#w5og3MP#{K64VbmbS{B
z345svZI<daYgrtZYgIirSYB^DUiUQrUiy>mx8;YB;{uo%weeQoQPVc7tvzOunm!(`
z&cW?rHCC84^;~Q!dln~ICF%@nR)d=yY%?J;r`<g@UW-ZDRDbr?<)J@vyp@Z(|LLNU
zH+x(;r46Nmxz?vlw#^v$^kIvQcw+>-I>zQ_sFsi0Oz|_tz&?>j2J0QM0=He&W{B|b
zi?O>ksl3bFiopNnvPhJcNy$(kR3W}A9O=BVJ@BwywAKo4h>_FFxhQm*o?Q?2`}_cb
z#*mX_f$3|snS~!Lhp^;mY+wSMR$=nk;x#Ziq|w5^Zf|jUVt5#bLQy!D0s#$?*pE)&
z6&n5Nn3<9IjvojPng_t?D3O_DAGl|z!Vg}Zjw0`TE&Q=ab~-75`8?_g#(-Wu(Ww)E
zXI^l8QN`9j@{+;1LE1!DuIhJ43iOmVPQo`YnFk+A6p3wn?4@%Fn=F2I3ln%ai!sDt
zlc+#vWC_%Cza?i^!CloCgXg})AuTrGOID5<0;ox8Eh?g15w5BDJ<*XTo<{%2F1SES
zPlCpu7NOFTR&(=`>s4MrA4s?w<n36J2h4(<Ok&aI*2b+m=P_W>7g7Qb8ND);2k7~9
z&QTcb6m;+-@Hcd}<LWoAU3%H=?K9>)R4O!HI2Lz+0=7Z|+fP$=n7tiv_s|Ln9856D
zrn<b&G>0mP-Yi(XyVQB|iC*2SsQDf>cHRM_lwm)7z<|`baA3|k6F{@H##f{c@!(Lh
z2>op)7C*Dx1Tz@;znFUKxTwCUYn%p2>28qjmImqW4(X6aIz$9?XpkC^hM^GwX^<Qm
z9lE=_d;DF$&-1?T@4tKb+_`fPbI;j(uf5hfMsE}^95w<f7Ist!V3gT0mb}S?6YDu)
zLZhyheA8~lz91NkF6jP5B+RTLKA{NPXHm)DYe%`QeNl93DCexmX<fO>wYh)3W%9V{
zl$$x)hmrS<T$iw1ZaZ!ols&#fGfhkGXThe1(=U^?Nma3)y3bUbO{U|MVXTK>QQlq;
zyP12I;fp~7rVB+pV&dntrId`|z@)sdXsJ=BP_ioVF1!O-tk0i8LRj&?Qc(3>O6mwo
zLMOETgz+p|X(k=`;kcM33cp&3JiwD4?;vL~A>vOO?xjoE=nOqm{ID?lx%w#2BXwjP
z(u&)ByAOK6XE6R_K<ZM4z>`lruW1hDQoiUwXQe(c&{j}n>;6z_BM-v7sC|id*Yf8t
z!mLwxQmy_n5W5M1>`qwVFM>t^T(12oyq8vQzuEDwF}!EOQgK0(-AcHeoL7se?Q)@Y
z%2z6I#L$#qkHUP4zN2jG1~N?58|wfLEa|7;$c)aJd?C2eE9mKx%oI3AHm1^Dvd{pq
z(~wt66``s!A9G2GGGVrn!Ft`Lh+1UVW%h{>2QWs_dlmUhQ{k@jlf1;ss*cT>MlM{p
zr04K&_C~g*T6#QvyA<!jujj&F)o2M#-xa}SlYwV{`xha<(c7Stc8#z0Jh4b{6t?pd
zP}PVFPVZ|LBX^gI4waN33xbrg50T;A6nOtzhbje}sq_b~{NOvMMt_#*{THc=mA%KV
zYp^MAflw{|G8`QTPS89?bb(4%D|7$0s6-F++hqBL+kz-#pu7tGVi&gNk$~^@uiMJP
z6zW%#+B3fQHEB7E^+a;39QMlH)X%Q$bvuzlB^)X=TAM<-Cg1F)#zrg5ye?zesN1{-
zI3}3l>n9Vn`8oFRh@ApR9ae_<NM^mZ*Zf$Rf@ZUvS_vnL`+Z^(<ox>v7<8bT(@?+U
zX}kH}20Om-*PA=Uk}WB0$O99U$i0el3>}y=J!}PzEzu%$$2NP?)h4OEom8zbh$qDY
zoJJ|dn+g3nH%GrBrL%WSJ+Zq}a5e=#Gakq^RbA{wuC${+L5{vyD|AG@6}Jn%NQ}v)
z$XQxE6o4}E^(^LxB=53ezxF3*=uj|ib3Ul?(NeM*gp|>wVK%B(8!E5mPVY#+RFqJ2
zlHLdXi|`#1d>ic}8{~j=91QdaCW!$sCf;+iD;g+}d2XP46M7%1pyY#(MfV2jUt~6k
zEzzH0;jPkX8eI%O%^3SDpHzZA>+8Uhz#4NE0?c}v%b-u9W6ER{Xkv-P$X7!2qA1fw
zsZ75={km|bTJzG$D9u3caJCihe-(cP>ji-AXy>`?)Mx+_+o(iG$`~aw4(Wrtvtf5$
zBU(GZDEcavMV~aK!P3F^rR-8anIQSqhK7g_@=TPdV2v!XAybN&@~L5ZNSs5xzfBG;
z^}guGZ}D{Zr<%A%9oi<L2eP84+8a*A&c*XYaX$KQ*8Cw{6Js-wuZ@D{@v>fNV<xWJ
zu=2$Q-07SQ1uMGg=Gre}?#|+0bJSAbjG}614&m>49U3ur$dmB<=yxt*Ec7yzzPNs|
zSU{ytV}~<%YRYda&tOl4%ORzaV%^_OELjC`nY~@Ma`!Sj;~<<4EDOqlOCt8tX_l=R
zhe?WOPCxzJAjIYm<}q3;b;{yw&>%1$M{~bZJN|dEcyAY1`#0KcGG%EN!rX%3;3UWG
zg<iB=#!ZH*L864LvcwX*Z(~(*%dZVoS`Aa6$z$?DUDRylE-cj8CO%-78bwc+tDjGv
z?98!F_c21P$)5`R6!RndwFoaY_}>QnDx3Z+25J7u*)WQZl+WFN0W1nbf|FMTiocfo
ztxJL~%`@U~xv!A_B4}+s7#V=J+kt6Hn+uR8YR{iJsI<<;pDLgCL;fPX@_mYiLN04O
z`WLJg3KF%AXH?$J()$UBk{>kh1?S?)TJRuDOIj{!w@ords(qtt^A;Z5N<iE~5<}S}
zueNvB8=uXV@2$4Hup(2yneq-TTS2U2-cq@Z84VSE`dk~_6iBfk?1$Zt$mB1yCGwzH
zTe>V;UbJX7L47sZlIByF8AX2b3pq(K{PlI)OQ~*;FCi1l<*QAU&4&r|<q(eefeHEC
zCKfn}{rc$*F+6ShRA?A*br@1_14i=iJPzMv9X?yWw_`R5bc_gtwN2t#kus241tpFZ
z-91c2_)c}Lb($7pqYH7rzK6Kwvq(DQ_8_V?39gmq62Y2}6n<tnmw)oz{v4zWNU|}s
zgJAbIRe`<*lI1|DTDv`&&S;4As2g#tGU&o2#~u(}OtdCbwqt)$P)NtNh{~<->foD_
z9U>}O@v`E&%oP<5ed!4iDG`RQ^Cv(b*yEDITn7cK>*7^&0cuoj9CD(Te3b4|a4ONK
zVC~EShxE8$ok*Fe1vX)jIfXWBGtL~FFlHDV+Y+auEm}KdqxE?D3P{Y<@!(OG_5ZiV
z^^|@f_O`V;Neqt8c=WysPu?d%hBMD}UH400;p-ij0)5R38~{PB0a#x7pgL%^pX_7V
zSsm8xk88WPp%pkvS`_KoUJiDAUsB!I=Wc}F;U8*ZqY_M$SL3qxD#J(9s;bxG*gqN%
zG!LD)X7xXpoHTNhz}}_rZOCMiLq(qsVOeqqN5T9%^$lgeg)Y*l%!OsCy@_UU!9kSl
z@ig!KAqPfzf`$SfJV{7vj^`EiT-T2lis>83?or!;UKi(+NFA1HzML4^7))zkGtJ*z
z*xat-T|Bs+Mi!Hih<8z*ilnBVQ{;Bv&D;g9yM~I(|Clx&x@jvz=1;vSJy{D%1|6Bw
zq4LkrJ3FE_SVu(*#f2guKj_UTdb$R1FtP~_j`{`~FjOV}QKq>%PTV&dRbnGev(($b
zPyF&H@xcx6g7{EYMRcb<yN{8UsEGDzg?5W0lInT-Ae0A(!=M~a5;T#Ts*8bYg2@NV
zaJs4~5%}e4KKelsmB#q05)nN}kxq99SKp8$VH&H3y|+mS>t~Q*vV-><^hgaZkPnix
zu;J&SI9%uM=W;)gM#B|J!46o5t@Nnmg<@nI6_eoF)$gz8w2f+YsvD<*NCU;n9SZ7o
z5eo%_B_uNV@$crbP3ZtY;B~<V4!K#l<m5U0eY}ychl)v-CF`#Ge?D^4LlLJIjv(nR
z@_+UYLzO9GZZUV*l~2|R)a5Nj@7=AHAxIylX%5U`--jagB5f*9AnwJ#Cq;4W>(7bt
z{x{qfwuL|sEj=pp?wT>e_cv&t(>q?Q?g({9T3$VCm2J?j0j07;BVq+7fCN9%a;mbs
zI$oTthg^9Xq?M~|CN$*snq@T3ofEGjXXXJ3qR{XiU3fob3G(F7{vG)6y#v8QefjvK
zces%Bra9yz2H>+Hu4=i#FMYmg%v{h$TQko*mHyIAD|cUIGX-I&^sZv;sGTd|k0L%~
z(LI|ebe9fq*YuIVP4f>1YJ?+tGlK2IWV<m+Mkfsnoo;-#9`DB1Qu=&{nCo$d&CQF;
z+DuKEE9otLye-)kGA*nWD9-@hh}bQ$fF39gTQ8z`_)Y#*t>7I1f-`bKp1rhy^0*jz
zEU>8$SR;v<YoERTLz2bs9ATcbkDEYsJm5v~FEA?8<jYAk?A|F|Ks<;ii3=szYj0Do
zU#&RD?G*6?Fi2f?GHZz5r_O65uM)!@fG^RsO8|(5k9A1<=~ELLsz~ws<$gu#d61PA
zCs7ouky#P-T)`GAUWHIJILrgyVnHI0)81FGor=Dt#vNKyE8b~YX0@(}F>%zPCWoXZ
zVq}#Fb^ddOPxDd-Skt;&u;^RJTl2a$K}WQFoKv+nFefPsj#_6SHk&sN2|4RKK(m=Y
z&emOS{Nia;H}+%4L5qvrR8`FA2$wgsr8KbbwoFX0Ktr6~N7&dTOABSXI5WZJGuhg7
z+Lv#NVl-1=d5!eKuOv*Drk=`CN~(Qxe}0m^48>7T7*-OBD+-N&%i-=;ANd<r<YQ7U
zg|So9%aD6tW&X~C+`M_!uab1(>8e}}`+Y^KvH(cO0yFi%#I;0QtYXp%so7FPH+fO=
zfG=H?_(y3IUz*VmF0O9q#6$-Uo%>hCx{3?*O-&BkTc;nW-fh@Z0X0UZQ{2@dYBoa^
z6~<_`o{@Q9!*LOqz<;zzoW{3aaH~)&H`z!_=*AoSztGLIwe!;M*wQhFx?iBC%a|a0
z<pj^jo`<E~gp0V1qrK=;YT2yzZk;J{-ms9Hp>#fpXv!g9zwk=oH$s>6f*z_GY^43(
zlyjTUO-@HoHm{ANqU^$Zw5kbL{p~@}q*JPnNXxxX<g?Ih_3|zu_}H+=$6mtOSt{h)
zdWs@?nWWD`U9BZSbljD9D`5h&aI5s-wakG@g81a0kc;0{xu&h(9jJr+Y9%6}1W<`d
z;Y4wP4-lL<TNWm`WO>F4|5T0X?}fP~v!igKQDe8wAGGQpeN2aonJLZJ^dS^r@NF)o
zqcihk$XH{T9{u5Lgqaj&LvzFLHPDVN=cf#8P0!+Or8SPkmRa{}4oFHcdQ*e}(~D+g
za=jr#mP%yM`=&mQ*wCb*;<moZPwaj_(KWXW1?>v29nzee-1XghFz&tq=5>}F&m0v7
z8|~%oF5d%c+>9Pyo2$5g&y0=lrM@(LPy4yr%g0fu*vPO>_SOC-pg)kmjkx+n6%4Kr
zBG8&T7-ef>4+{MnWKGWEiX0gk3Ckq}ogX6)2nPw*hWbr#m@N&y_)x%2nnSfqWrufY
zSR=)}q{+42l*W*Z|K}n;E`2TH_frv7Lh(#R$vCM>b)pHDmi~kgl&7x?_ulS4Lp&N0
z4LLC^lmo9nm;ZZ5=<85CBQV=$mZ?E6-HTim^tks0qiJYCA7qzwqiDXC?Q^;^sZ$6e
zeogp96P<zJUwDg!iS(d*#?}>2FK8T0;H9|6&NY=CPlA<tLgY@2rXlL1+U@<8t|*}F
zLrHgGZ}am;B7YX3OEf_R9G3V~14}nRoKb$<5AF}9?h8R^g{P$%EG68NYTFb*{mr1k
zy{Y@I$evWLp6rES3&f4cEguCC?;z=YgxS-toh#6xWuO)31A_B^jHw8mk|K22x41uE
z@eJ8Nix*E7S(}YNM_Ow9FM$0oxCgCM8Ks1n0`?%|z|v|CM1S+<iFKe*|BKL7t8`D3
zW}A03q8>g$1SIzg$~un}g4^R6K-B-AO5KV1eK!#AD{EIqrqld*57j0LD&HzPKO&Uw
zI1bt_A!Q`BQ1LR<H=HRJl|i0`&@ZjvjS8C{1km-J27ZQ$BxBX5k3nw8EvG<m2vN>#
z&!BLzRM@c%$(D<TB2xuVi5(bm$9(5hNKjt$F|R2hU7(bioMo~&kTasG_|O73*fOFe
z3{h3ack#zRQ_}Xi-e_va+N2IPJ&%sZ8DH#1yOv?ZFfe|bnY@R7KZdj9>PmCPa79$e
z?E}iVC=#>)4Z5SE;Hk2CsoM%CG}ls|lRl-r0kXZ%K#lCUAX-cI|NBD?r&UjfR>Au8
z<3irLV?FNIBC;_--~3#Tx_2Q@P59X?p!j-CN$1jX26B897{-{IqRWZG=TZHh%<`eq
zbGdgK4Ai+(xfUA9$132;?>`tX`gzjX6%eK(WQw;inbh!vSYxRxWFs^O%e?K&3JScG
zWr;R6GR<|Tg6ONkFd)TBv;$hS4g#34da*_==>3$zom$B`c^E73)7ky2l=ryI<KM3U
zdD#Cu^#DROA1&F}Pq0Z1_c&z1tiqH`OdRe5dm>&X^h&C`dmupnhg|3LZ9ThAG<w|A
z62d#_|02x0{>IZYCzA$+L8i{}&OBGwNd@yK1;)gMmO>h#k*ZohL(B7F60sBlEtnNp
z1X?oUQ*)JBVGQTrauZAC@$t1h>oVt2+O)PKEklb!)GbKWo4&(`_=^$BQjf`4m~u03
ztCtN|dv05&NOcZ`zc)O7g30qgjYY&oCJ79V1?GKzSJ*IpLjNPnF#>n(V7>VPw4M5u
ze40{)Ca*X||4*KNLU5Z|+k5<@K_qpb)JZBMEstuGfYg5f*0lJZF*npI!{0g97yf+R
zyJbl2W<8z6&F5TO-+N#8B-8mPPv!W05IwbQTi3#pU9Sw3TcXVV@|{LEJAj%9H=vO8
zYpso=QzbP!I6&wnB)TS*NEHWl|HGt)@`*An_%e^?+X_RY^i_X&R;`TKv8DfJ902Xf
zdH^#b;~u;TfLwVBy*$r#4+5|htz`&M{OaDP=@=hb<-_$`gyxA)ihfo7MF`~4oeOhO
z2NhCH_C<gD+~Sn1u?+g4BI{yEJrp~MorWyQJEXzju4yMkIOsF>#;!CKTuCs`lBuQY
zimx%w7Ux|2>Q|#+qY~riKi@uM<ku6<VFDC~PcbS0so@{I_NGGawaVN~0!fG6GHcVG
zt2+e!x+?rm**EVVo_Ha>t{Niyj|~Cj^FSq&=b?6=+;rn001uUJo^oV@+3f&~fOR^U
z^zMW7Ai$hpJ;w#Ell}u&%$s2g=O?{!5czlM^ceYdRqdT}!~eOd&@&@Ee3Lc;xTj<X
z&yMVK7T{Q!r*$GEqI*)+UF)=Zg&zZaxh{^s0`%$A`cvYa?n6J%jy!w>;95*H-BKXN
zi&@qywiOXZl=Z2sd4~5iM%6db1y3thG1v1|f2x(gOLm=-xw;nOG<07^b5&eaa*p7f
zgO=cWDY_6iSd*6%8+BNuYWOnNNIH{r-$o7YmT0}U-E#WC9s!a=wIJby>>TT5(>M4c
zWxQsS8QPSX`I*gMh@gE!{aoHPf1rgeP0>UR;(Q}wWve4rTBT1n*+RX2==E5<^<HAe
z?|JN3ze{!55;8$pBjbEw86Ec2fXi!Ac6ZaP&ox1qEfm5_35^V_<{$Y~>sgt!w>@>f
zM~?2P6gz#P17)gbmTCN&pk_BX(fhuRVZ+ZZ`wkR9GzZvufzpb_eHMvC=t~G1>Z0By
zq)`rjAr${fEX(wO2?{PYq+CLPBCnK{)<RSO*uIIX4CVZ)UoQnTos#PD#*>EUTvuj8
zO*w5iWh=$g-;X$>^e%zp&})}oW&7PrMcD~^=}j|mUd&oMXhV#<fOSdf^IY0t<Zs)3
z<JxsKvg9}ZA|}6Z2@qr@2S<$3d>3~l$p&-|T>4T}I+^NHjBiodJ-g&J9#Lj|82cUe
z8I>vh)_A?*;QEJRGd;`JZ-c$Qd+sn>N=luVuj=!&Z>qP6ilKYY_@&IPoHx$xO!ev9
z<49H<OY^08Qc-Nxz&2dt%NxOL{F+Y*E?h=xO;NjDVDYqcliMSk&KBslGPu7k*TfVn
zia+O=IpC%`G=4K*r++w2GnfR-WvFk!@Djb?@cOzU&#pariENWu^j$889G8;#$N7;D
z;;p}%+-r_+6zLObMayrzEi`Lu`~M=0G(Qg*-Pmnm_u{_3G{QFh<oaC+f$Yd-(h{9a
zc#=(0W<lw)SOBR4TY%s-6)U{qwf8}{ZGPAGQrITViP(lcc&oyFEo9lH!3fEpk26l?
z2*=4q!>vp)eY^Bap^etbtsVTmPQys3@cxHZXA{lI&*zJ^rYkvOHl7=G+#Q+@)q8Jd
zxJRPQb0fjd-;)rsG2DAW?LQRJSKY(+vmk-rPwrQfSKn?_u83W+;Wcnp;*LML%NlBY
zYf1E3QlX0CRmw=B1ZOVECSLa@+U9NRsBpgf#Ce$8%S7R|qn=*)=hXDgPAJKMp+(#o
z{o;PV`LcOf)}{xZLaC{|a3N#5sE#?mh&FGqkqTsW!R2S{dwX6m8WYC{8PSJXb4`&V
zu9FgU!6n@fF8yWeY7rWRNze~$0cEXVQ$ws2*iIqJ<bYG1ayU`Do>&n$8#|TAT2HKa
zj08y?Q?%^zRD<gj5QT0MwM7{%g*waY3{&+DfW6em{wc5!U?14>_4*M2;~OG;Wdz+F
z5Gpbeg*nVi1uW||U(BU!nyEp8m9VOKH07IB@jaXAReQ$9#8dRYe!=a(#H3kho0cSe
ziw_b$+X5sXm8s-U0xRpaxBvAIrUX~-Q5V8z|4U0u#`Gr>pVa<OqkX5<x<M)43TQ3b
zMbxQv=8GMxq_DTB2gaS^mqtqE6853}Ha)pF-R}9Y0<8&4+kO~ZjXbh%QKLK*d+R$a
ze99MbA~4e!CJ4XmUGNP-npHyii_q%gCLGYP$faftt6qmyD?*)+8cqo5PEKA>cet`u
zQYh&SI{pD)_WSu^5<OSidSb4dP0{4|SSjB5_dZyDao^PZ4q6gH?0GtBrb?Y%X@~Y2
zR+c?!#~8HMCoRSX45rdDc{f;>N!RXM{(ilaqr)GRI8-uJs!M2UoTAYa-&4Q^a?T*S
zm(L=>0-e|51F)37*2CSuwtEq`>)_Ly@QpnnY?q$p{WhZE7Y1ER#l$cNHA?qP*e*FO
z8>r`8=Z~CPR8Y{0u|1B~x5iKFjdvFd5Ke+hkOD^(qC^6&E3)Tqi+5-8=vqcJ=%^0_
zUIkAH+LXV^bxk3?DpA}8+mi_%aim9LdWK9J43-<znKXmhNRTP8^xyWQ*6R%$^uNjm
zBko6xX>t`avVbU+RfOed8ae+WY)(r98sSs-1Abgrxe2%=A%HQY8Rlp>b109TD?LRr
z{^ubn<ZUqXe?k5ya0}JUUHAtm{`qI;h7D&9AH)W2r&7RK$W#@P3Ky`^WCSdn{_DZ}
zA5YC9R)!DW{13s*;_|(;>00-b&$U$1=kQ2?B95U0R^@2F_xiO_*!sL(y#KuSEnG<O
zL6KZnQjs+n$35iG77{z1^R4;QdbEu6E~uPI+OgG6XUM#40Au2!rgZaHC&Q0su+thQ
zGF7`?t(a8Sn1i{KQ7dk}%ffP8IU%o~T=)#D#0RDOo%WkNVTeEf&lnxss--)|UO#?W
zH#dpaQb%Vj63hxuQsgeH@m4F;yOqbj*7lhU;WGs)!yR*IPHGb0#0>C;)5LS1s@795
z-3*LqzG6ub+2QX?LXgOf$#voRv<YVypWJr{zY?l0dIeVG2f6Ilahz+S6{39uFK04X
z07Qr;U6K-O=4H#^&B#1}u{O&LcW4`%{uMB{YxxuSAFDl$dD&*1Ocbpr-p=k#$eE*<
zKVa(4m35<%&SC4cwlSU+{rZQ<|IlpcU@M4bQz2Hg*(I7u0UrsUYo`~`b$r3v$po|<
zsnxn~mi(Ok^_&5ve)Gi?%(<<+q)b^O$p!uOd!T|T<pF>|@I~@MhwdX>cGl_|Sc0zz
zEsf@kV!=;d((-HHoD9Mo4ZI4R_qeNUFFO}q-*Hpe^xB@i(B^|$wj3KaPGB3)EyR2j
z)2=%2GaENrA@f#7X1kjq>SSmKPZzw891ZBx64hFHjSJGy;)&&XWn;QBv72m{0ZfW&
z`^UDHV{?%xaNVJVl%$3bm!w8;BKDl={%r;ldS<^56Qc+RO}{pVsC00xtVt6ISSnRQ
z*x#>7L<EOId@%Kswy`6E^~1E$Id$LJ2=Nq2{TJrIdZs}3v2LieYILZJYo+m8E@dE%
zkiN;hbO3Q6vY?n!L5YME0IsyB&6bONK5lrVR;lK+P8T3ub!J*^qob7tK`Tjbf4GSJ
zuo!Dl-g0#MwTEgrX3OFi9H9L8T2;V5tce7q{s*jNu%?3d063Ja(vEj#Hr9V$=vg=7
zBAcL@zGN4M8X}9*&6dcY2knp%@Ei>$^dr#nw|Y(+h%eo9GyO6g5Dg{{HouO<=KCN~
zXY#nfX3l!A<#OqN*Xz59t{w}A)1K9|^#<*qqb0RQ_R#zJS%BuL{A(5CoiyeJHqNsQ
zIk51Y4TXVu&ijJA*x3lRZp;w7;EMx8@{Z<*SuM70F+%bf2?Lw0yiVsotpu`+XxZBw
zDp4+t_AOjZ-#<DSZi2s>|9rhRUFl??L`UnRE1{FOPMgNUy85<Ebup>myVKJ6Qb#3x
z9HB7y{bCyReHm<-oL`gyth1ys@iy9-Dy2eeT_@`%h3usZj4AF>dkeRbC_Q3JJc4Cb
z$hjY%nfsHKv*lHuv#S3bhQ#+L1=ASy_#%3!RAKg4d`x0;3-0M4yGiirs6~<B(7Qg}
zV}#^H(|4-*XJUJ-x0Yo*LPcx`{DcUx!%TeR8_GI~USoE0bn&V@Uq3l+#|Og=CYL#F
z2GhImW3V}>5m2NlzlcHAjgn)*H{jfH0-pK3VKha1tZ0Pmp52FOv+VpYpAxp09u%OL
z)s-=b)G-Qj;q>53Kvbm3{p!>BPh^x2$mVNT6Y9QI<q+|UzM0~$Qf$VPBHTWiJd}$=
zw42Jagvn8j?X=3jszte}s|(Y5KJJli7VfU3sHF{xf0snnYN&5wy%${Cx}LAM8Q56a
z#PlwiMD~|8zy3Cs!y-UnMkZ!HtGChe0%n1TB2d0tYr4jqRpgA9MoCA9Fi$&jXrbS6
zT`1<VfM@vr=d59B8vbyX$l0fTLo6A}5&pFk=(5m+^Ml7iM4HN%={xoS=%(oqWLa+5
z&}oN!;uKx1&{Q0k{a~+Mm&jsLRVT<ZtIQs}!pkQrwtqpRpeE=LFvXt+Wg(*j_e|%S
zIY!vddE@#cFMM8ZV-hoEKL+1;?K}H%Gq)!Di;P#a9PS(N6gL4}iixkJJh#88c#p!_
zM}DLSL+OsN;y&g-OjoO;c6w@w>xYJ!LW&y|omWKEv!AgO)5Aw~0}X*Pr54)hD(V@q
zuO=Woeep4!6MZzGLi71WV`EEb_3=Y&N!h{-rx&kungi!88Rt2jEK9oQQbN#lQs4nw
zhlrf%5me2+_e8m>quc7N*6vKWU^l=LM(DvLH;*D^YyCp`z-aN%lK%jLvX*T5XWcvx
zbN`d?1*)r(;aih=YO+kd_H_dTiW1|wbI`ssS?Rn8nDr8|^fT2tDA{fBaHe#h*kRxV
z!nTuRQ}h<Cbo2ZAn1pW`l<3TvKj}!<N71QRSc&so1`%w$iLyp&Eua(HIzj$u-}U@V
z+!JET<P3JldusA{Mr%J+o7`-RKG@lDOjwvEE@l<s<Mc$JHC-<UePtO;zG~)-&SgZu
zE}v=|yzLEj1j;eLzX-QidK&*UU>VKQr+c;ZKhJ_RFOmKE)FEH@KEzjL_lih(>Fnnc
zsU6}q3XL|uY{=Gg8fTjCwn6WDl{a(1^8@cyw@KH#s|(4`RsaGtu?##F(P`5{_<u*l
z>yyp^(DqU#)Ze$-tEEUe+4vJWIg2PDPBxn5toB`OZ2H*@)@u+TC&IQv;sb0YIN!nM
zRx)t4D}^wog6{n!_bliC-(5}q_mKF~Z}TAhwFvDg?RY)>cldA+?SX#y?&(@6^UWh4
zAi?@?T>8mN3cRn_2xMM=wU(&`H__@@R-fgk7Q0BKK5hd#BP!c+DKi>(*Irk|==b-h
zuD+63q1;bX4xlT}kOBZCZ<>;!xgt<f<s_vsO==Wi>7aJ{Zti!Wag|x*CW-2YvfCk2
z&As5aAc!Ml^z{jNwxmvg;cvP7kGf(sfEuXOpLdV7zk2-(XmlI&$HVbY&t@Ml{`J2W
zJOTcl{eQ4Nia`qdPvB#8|A*6wl5C-Ur?WW=XX-Gv{_`__D(c{x_xDB^OMv@k9}TTh
zQwSE<Wh?85=;9xxTFb@(7b%YK?SHP;ee!!fzg!fHh^V(SAn));d@T0e>B!2oz8V*u
zP(2SPaJFRm;b>M8Egq;j7!}p3mPXrS0pFvJ**4ZN(=!%ydE#%=dg&6>zj)jfSIDu5
zM0w{~MOjOA9%lqG9=}+`IU?V*rR3dH&2c<GwBlWGdf2Jlz__XuU~5jg;x2NzWvYD(
zeqiZYuvm#HRIm*$mwYPIWU?Rl^ZaKOd8Ov{ks}v*TWeCINI>Zcam5=SOby--P7bA{
z{km_2*-S4y@BwPc{$B)(b+}xI`OvAQ&VSqzNxWxaAVJ-LTBS<?G|<^|7XV7gEgSZB
zZk9@;PqKq~5U)}vg40?uM|Ctg*+h4;un}&Hh~06dOgzoDtn>_N)e!lAP(6aira$@#
z#j^?dh@d4I?0l!ko4C}+abp-TPe2tCt$XeLMrJai)JrYdP_y?^NpN|Jjr$ktkl;_m
zz>=ZsY7F0{QhO$m{POf3R5(Fc>G$`A@oD7zIMTK$7(-M$4aQy?2}H3ctmKeciS5x7
z-yVs&Itzo$Z`XpXjGtNe1fKTg5PY<#*+jfk>b`6w-lHi21C6<G*>e4U&YnJ5gbWW#
z1U6f`m?-hnzQcX}7l9m?jopJ4MmAV|^45k*2NX7$`;{2tg}tc3P~2U-r~tK{XnYIw
zfe!wMMe1KACe(cZbWycmhEM)SE2UJrq^<U}&g+oY+rNtn+Xc8Oovh{U74rDVCH~8_
zJT?;AN`PgL9x{jFOhX5W@}hPUXN>?2BWE9;9BLpmKEwp#I^sx#rrcjoV)*{C?_st|
z%Y%3d2m4P<d;|)h?XtDx+RVc<-D@3|eRr?;S!{$rX;xxZ$dTh4k(+IK^kGk@u(D0=
zy!G^IZ90m}Sb}B{{wlTWk3UaB#d~kQN&Qyh;D&y!b9_6S658(&VA~D0{9^0D7RAk@
zY=V7(on|8)^V`Ql<}hbkj@p#LXD@S2tf-)PLeQa6pt&JBRgh2y)l&+n@{*350P5(D
zYsZ+U<-gPGuK!MBX`dMPMQxvNx5m%42D@a{)b%cSe(UbEy*(@1tpEtrmbI7EV1DPU
zBEcg^FBPdqa*4@!L4cjjN(9h>B5?cZO*N+6OGznui57yXCfQPkZ&xpHTY(h#zsz)7
zf*eI)$d4H$#v2=dnB!w%ar+cm({&gNO!QYRiOAvAfC|ei{9EAMXULb2j??zKU%hkW
zV}F(%8upC9L)HLT+!apDzJJ3~{jKZy(dw)mk(m9*ZOyDI?QmkQ@u<>eS9`qgA?^J|
z)Bjv5DEvC8Y3%JgC17-CB{;cXi@}=lQoa9kWfx9DO7G5Ob@(X^m>lY0zqql)qepWf
zdj~MIQ4<p_)$c#HZfN6eIVDKtoi;1~B8WeZ3H@n^oVal-|BLWb4UoMSIRQyyk{jgt
zf!LI?y2x2lw37V@>K9mLL3Sf-JUnqM-4Symm4NpY38;Djo(`t%K84(c;G)&zRoA*M
z2}4%<PD%+)@56NXZg{Zh>SsU0mv>G>9`-2QuXI`k5jG%q{&{zAio}5ZH71_fq!<8r
z52F%L{6ema@51KJa^&IJD$g8XJ~cwS>Vi|vVo36(%JL;OXMziwkDfF`#h{mEj?RTH
z^)CKOn)~OiT$iFQA@Y!!obnU<@jo@-$g43e>T|}_G3yw}7f=F@T5)W=Lwxy3^h*1b
zim$=z83ENJZxsk5?;3$~g$n)av3du}A3xA0W>-oD5(WG=BNytXe#%I?Y`p3B84qP=
zMlp90j^~jQKGucuTHX<-VA1cCnl$g0IIKBUklLjgpUGAXFn$|m=i16;JJ_Pp5>hdH
zE1YRjMiP-jQ1amy)O1)Wa)d0Zd+1>Ei9-&q>n3OCy*8umv7Ceb1O=a;$3M!?cGoWN
zDfqLOG>n=sAX0Mf)}kk>o(GWIf+V-xu@VA){i-#e;Wk`U%Qf+2#FQu5kAz+_w0qx<
zH_~&v7jTRAm~$NeI!(OncaAK}&r0Xd&bCx4Gqq#_hyIZF!W;fTbkR%TwJOB)Lz$71
zIk8qWLYii}Z|^o;=d~)iLlWzXEDJidQuX_h_t;4!3Mi?@8iH4^ttaE-tndX_=QYQK
zuUE44C@v?y*C0707;h)rNgtvkY)&@%!|9o?GT>DF=XbL?mfZW_p6-;!;`8~W&28Fv
zFSm^xUonXIDVY_SD{?Y{I6gFK?!JB7mLM=?)7pjStmeBRUiqbli7p)>E)M&txmNsl
zjZOR~B#Y(1Zn6o}D<0HQo91tkALAtI;e+f!VfqW+sdnYw1AV5|RZeasGaCvMS-Y8Y
zyu-;K@a}?UsjJ8H-eEX$4pNFo<4H$z)U-7O%*^P@eN3^J9SGb^RNV}bB~%Mya%PMR
zw62jIqWw_XF>ju6+SAvHa;_x2V?Fm7fy~a4k;*WkJdkaQTISP-%EYBw2(0BB`?}l7
z2vhzR>SGH!c)B@ci3B}z5UR>9K9cD>%gL$gZcdfCCT*->*xbCzr1n^r?Qi@WcX{7b
z&Iq!tFN8tis%@~L*N&HUriB7G*CBO?Vh)%KJL6(r_QZUKh|>8CR>I$DMc()_&S&S%
zwD3{JMj574p$*YE_4~e*veA2XIS@Zk06hIHR&n{ZY*`wjJ9@j53D>DP*Q~n-q#(rW
zbdi>S5!P~OQTG90X#(%S3BtiQ1#%dcKVsJ<=G8<M7riQ*N6yPU-#1;Z=V1PRHZ%u%
zffI+XgK-w{PCr85Cjx9p_7dGxN>>!(PLv%}g2XuI1Iut=^M`o|USrYw>ADrYr!2$4
z6T53lhB!yUv!ySHcPab|ydZ+ntVQW;Ms~>>G+SOdaf$GbAnE?zZ{q5}@;LDn<(rG$
z)D(`fAGHym+4F)~_PSQMghjVaW$rPA`z<z&j>b6E(9fzsCMlMwf<UGVx8>zNkR{dq
zJ2X<K2{KyKH|JarZ_cvS93wXH0lxNP{9=9gftJvzv^{`8<OOt{MyTAVS%+_~&_1q(
zM_Em?hw}|w9&w!>k*@rsht>KBB{!tQmNzX{^aQO0Wp4E5LVXN)+}(LjB<_oPj}7ki
zBR=qQ>~;MBXju~&!0nW|+}gVFp3m4VF|`6ICpSQXd4f*!4|&4(9?t_$Wf!ZD@%Kis
zynkPx`x2<Ek&+h8@b2FNpI{4>{fodi32y;-i?vWV;-zEyUxX!(;Z|DQfF|v;>Gt0X
z3;hhk-E)I@I#;!xBsakRK|MT=Yr2%K-oOBWBLgL5*0yr0xm@;=FQxm_Meh#+weO0m
zaeoRo|3!G;HPBj%9Ps0^@6xh*>E!^|G-hV^F4OhUP4%+-%<3buj?^3LSZ54+^ji(j
zaEyru#cKGL)mTMFLzMA=ZpV0FI}Ha<wP_kNxgxaOAyse*ET<9l!YSk%lmLf?XcTM-
zP#+VQ)pDkMTME0q?uoL?Kjo>);gFyWVHtf5F&3M?I{lAyeT{T?2r#p?cMSl_+F@k)
zp21MORjVYNBK-L94_pbde;Us}nRow>g<XmId=M48so4m;3P2MvAM|y|!guqesJBlI
zAamJ&T)FDGev$fHPvupEj@Z%{lZwVUezTWIsY#0KNf?sO_cV<tr>|`F^;xyX`&(#b
zSH8}+;%Brc;K^Rn-8K6CAmU=q-im_Cb#VNNO}?(>G>C`unBMn_DOvL?(b@SPT4wEl
zz<lkh)g0;>qb?f9fZuGcyK9&puD9+^D$`V$qiE%fpB9G_BjWc<P?iv}pFUCX5opm&
zl<pGNUT=l+q#oyg2{4&ER)^K&ST{juK&Akoq()W`cd-vfX>pZf#0Q~PxVqbwdQY6!
z%14e_6GII_V7r+gGK=P6l9l-i_e!vA26T%mM4ISUTZ^SL=9t)yxB%bXH2D(*nlyK6
zKKYMF%G4D{?D&2+)TpXxuXWQ*_y*#%D|it~yHx!YP(VYJUrXHQ%djENmif~|_>^VD
zgq*?3>>S4Rui~;(h{~uiYui9={s>+d*ThJQMlp2fziOIQymNeFcj%YL#l}30%{aBo
z=|~R2J)Y`qzxG`7>obRtQh2>gY$&&XPvT|>m(+ZPZA$1$t0LJswCIYXM}jRIem6sO
z$-eR|=Y!ETS&_xf5awTn@8$!Frb`O&o>14_#ebGxRY*ARb?-DyyIxMdEX|B4M}*ii
zG`3`E_p0+g8uT<|2SP@**xASu->PiWs<t$N<@n^2SaU6^YF0m&;XOU|{>PgB5po={
z(!Oi<7a`?q-t{#)AnDDVTl%MY3Im8-kPXzw9FaRkc5L5bzOBhyU9_FH_fn2(FNL~<
zu=*RWDwoTPku~_KbaG{hxAF+x^V`my6J8l!&>62%XLke(^zjC;Bt&)u<n?iiBycAz
zQPDA;RUL@W&47P6)+$`|z8v5MNy}<3YkYiR6G7k{HxY4}hBY8crJD>|d4+>^Afk(}
zqED{|n5h|0zUU_*w9CFU=ZQ;rKZy6t59FDRT;@u#<L@)24>REo%|3YRv?@KP&y5cP
zZHD(od#qgA<@ZXz_3AC^EDxl@DxWv6!!w`$v}WZx<LIOfiRd~M6$xT)4)wn}a3jk%
zq6Q0S0FL;i)L>OrZ2_6jJmFi^?|~k$)jxXLXaMcA+v#KM(_vXB?KwBVAN}9l^9cw3
z^Y*z9{(g5h{8)dYVnljN>&vy09l&6ZaQ3o{xY&pWw&gk?p&&`Vd6vmYp5<MPj9=M3
zRR0+#*@Jv5I}(a+1#8Zu6>y<p$#&mMF8mTrc2VGsD@|zL3`!3vJLsKk-LXH#x@!#w
zC=oBohz*67gt?J?ez8me63#0&_aomsnuUd(-v^j}O}TRxzwF8-o5#F6$zX0*)xt9?
z%P&1&fn}r~ZJ86p()vTRr??tJO}LLeHdBPh+7#=OcieWvd_E$0qW_*DE{5qiT-lN=
zCD)b*bX&JMQTFMKv2Q7VahHqCSreABevNFA@u~4J)K-m>M`3K#>hK4z5laND9iex7
z6lr);6*C{vpX7%4#1j8^MlV<=k@<w%Si|$tFQv~H+N8=hG$NCuJ9Q{>Q#OJSP&N%W
z&t((ATo?#}3Y}x`_8bF6*yIB&02!_z`cG|`2g^Q3j5zDXg$IS3Iz})-qikuf=Kms;
zcrnALFQk&Y?ttaKX*^e{B9(7UY^y9Q;#CK0(Kgc{b$Qm#H$G&f!e!9ZP%7(~+LqWJ
zgcwPg1Y#D=<gH9y=8yU|8`l$2TD8fIX2rtm8gjo@MrS?cAg{e>UskN{7c-_h%N#8!
zK8>?<4JjXE!N24W=RLWB3@pYlg6)g}v&La;#}YMr1z|0MGBJ;tEbiZnkp^rv1@fbN
z0`T7j?$&1E5~&Ql%$U4FaTRiy$JsqOJNLTOo;|vC=O4Xg#|+}h8OQZMK$CL7@7t9q
z=jsK#)!s{8MVw(sU?*F01+BnB25-uAZalZ`MC`N(p^d_M>rPXVclhRjTdYJ~yCKGx
z9k=1nQ-pakuZ`XZa(-W|@A>oPHTQXvR!P9>!e;b)jIqoMGW;i#hiBIiPFto$u{zza
zraF@BqM-J+;t-OFVXxT-9naXt635K6-7K@bnR>zOkz<+m3?yRmH6C-r;)9UtmivxF
zatqagbCt>*coU;k&b%`&xgu5yy0j?-Cv7#A=2f0=atfsvrMDuVS%%-u$a>{t`3OlP
z2m2?9<Z&fPi5JdB2Yuo5>`jhG0wSgiVAxbyir?-p1`#ZArF`x8HRIh_h^69Em@Pf^
ze(P#XNECrdM;{|OJJnk9zJaf#k=Bg+Ob=712rBgjhC$CqXjgvK%z0^C+^}MC9~D(H
zT&URQF{`EW-8<vGCb`A2bZ3+EKPB#x6&H$!f|z4;7<j`!XlGj5!bzQOMeutn!&?<G
z1rmxkXCR&DxOujLLOEYTJ6|nq@g8a=U$cDUj_$6DIo4|%cyX`Hbn$xk!2n0abm6F<
zQn?NRv)n_+q<UkFhjF`eH$fS2k(isU8iUL+Ei!y5Siz2APEfikO7GRvQX}s%L0r$i
zEbZt!_*DGKD=yT9e@@8o#4kZ23qf;}T0!)n#|)R&3Gb3@IGW>Dc4A)-N{>K52)`o+
z@pJ_cldF+3`By9B?qw86o*U^7?b)lIdVAk9ZfUlx8C5<Bo>LJTQxiA~FUzU*RfRne
z=4I>!2hXPBE3dsILt@g@Pr#6x#!t&CF7gc(*zqf^=cA%HuO{8FEGnL_PV0v(ZY`PE
zr+Z`2e8YKH+uwqCe?|3h1msJ^HBn5~lah4xw}OS<`F2L%@M8TsXy3F!D~7vfN)k6Z
zQ#NlG912LA=l&v0>FvnXOX4^zIjsbPHmcz)0nURfw_ZSHjJSCrRD|A#hqXk-T}eUs
z7eUe>;~pf44<n`XEnZFT*Zw)%5ZuYtD6XPaINAb#ABfq!^ojqWR?wVVf)M1|B&l4o
znt;RjG6?k6XF`f2XTQ}^>>0q|=`EBZe@HNv0EPMp;?tP-D)IUAx6(~`FpvXJ1xUjc
zxOm{rcss73yvNbRqW<tfaN=E7I~CYduv^uhH<C_cThVWqyark*_1;CD&O18+;rdls
zZ>Wct7bm`IHK*}PC$z)y4$@b@Z|eP=X{I9aAsrh441D4up3KiJMOePn7EBdSF}4M8
z%i|oN;lAibu9Jcie{y|wG-j_-;v2j^#-T_Q0^>eCaRgUG)ZKj#O;*G98H}Xtf+<B$
zIuaXo(n%<;OulC1`6xvW(m7s0EUWS}Sj%PAyq^T1o+X8zzo@AEgm}?c+6Odj4trNg
zm=gjo?E`e|P^imH5D`KtX>X^4GU+~qRw_^Fn&Ptx9yuHa0^Fc*T>wcp2?u&{p=WV~
zUX|gqqFvcW1&3AA>$Fob&#y=R_3bVvJ~@(7G(G#o-UB)-xCCC|$m|o-hLlp7n;@!S
zKG^Tzq~+3&g0bXczq{NY)99_8qAi3|zPx0xcojt5`$nP=X03;{1GY?2=Z;qW07#5L
zvGGP)KmY{zgat-bq+<ZG>T!?d4ETWk2dz%Tcm0rDp#(g;5{sS^-_&VcVOjmBk1u~}
zRig@bG(89QnAH0x3bb~s8TP)_S=%5zwLcj2n^fJcC3bWYe0Nj1!@tc=mgoY~=b)tc
z&6Y5YGl=Cz&xDP=b;c&PhaU~ea8XZwGJ(mU@Y!@}>(3Tr2*BEdp$k>%D{OUBoDOkX
zgxk2X3qihDI~}bHuO0=ZoYAbf{F6kv62eW#zuw#09Lj_J*|BU5-LC4n$%n9V)4VZ=
z^H}mLD|iF;6;vnei1rk3ZEb!u#iYd{AA*t%j3WB6cZzt-A3DY>nd<~Zs9k&8)&3$d
zn}i>3@a$VocZt>#owG<2rvh9%c-k1q5OggGr=6+RI;&sWl%{*oV}1+ECv>BBVPhHd
z9eACKQc`ZMGN$}v#w(9#yG3WFx-Zw}JiWmA`JmDQc_rWZ{!s2i&PcpS^&8kuCAom6
zrOUm_4%LzJM!ubcSfw;8V6FQ{oLo&iK~P*C^G~cz0v_>Kn43$Gx{r>KkFsEVY7A8H
z{8zt&l7M5ixeBgW71g_UCEoqSFY-K0qiQ-10!@q*GWJ#TJPibV@yK_oWflwcuHn85
z&M(BjUPolV0e)U!Q<vUFGjP{a5X<A{Jw^YRo0=^}-b+|fqli1ZoO5Y|0I(q$zUCNx
zDG8(Cq%LiVAjmG)0%+wAsaiceME<jjQG0tyTV5+Xi~eNZM|<^OatZF;kv84ze$u;^
z%9e)XQa&-giin%M0k*TUfQ}M)C9oCa$tqXKj!D4YVccxT%(T-Eq)4p1?p#g0?pBl(
zu)LbrHhz!H&>3=0l&ZEdzaoQ@qKQWrcOlI_99(4lZX(!jPZEK)<jtRH2(8#4!fvt#
zhuJIZnUYuP`gXwv1M2$rp)ONjoXU&@dtzYK{2*H{gF&Y%!{$WNI9KiPSs|ds{-d<n
ziVWM;4|t)6!n0~Pd+(I~oB?Q~TUgxj%aF<|2%>7;w@T<+#Tn|#R%uMBpr2{9l~27y
zFt&NdvXWu2gPpHl0vp?Bb)7hXB7@YU>+tOk*iR14*`TFtZz$jByJgP)|LLNeH${Zc
zto%i2?iz13>j|&_zp!N&QjS_Md;?H&Tmlebhn`d|=PXO#Ls6rirl=6f0W!s@l=UB&
zwptm+W!%8?>nngkabC;QnR@_WI_dhM<*#;qF3*&amk@u|YX7k_zBZn3K{XDGZvWZ8
z-9ox2zg_Ybxtok>4KKgn)5bSzHD(4aF)EC1pX5fxqdGPdyuuZAJP^{qCyB>UcDPWQ
zyy+0{J7U5a-}%O?wM@6zx95t5=6Yw=DQtmp370n?G!KhQpIx_3Mj8G^B!NcLQe`()
za!R4#U5%%928nzp*!BIO=2dVPtGE(9s=-9qHwAx&a7ZUd)MSVb!<fAzbBoiK50*Ll
zwpk9gk<kv-`<ex>_>Reh;*wAeT1l@N@FXIv%)@r&V_!legiT^VB%x$=eSjRmFGqCl
zxGg#<fLu_+>OnsY5Qu0sJ-;`#Lgx;V$h-b?7{zllk$eRtmp$muogP^NOCY}^Zs$UQ
z+~`uZkQ$Sgt6Igqdz+#<TlJl4p?b#>)pYK=d(E(K9AX=6-7X_hFUIyj<@oL{3UUx3
zU*}oW??JfA$e<kO$|TtL)m0W`TGh>5d(^X{8gk#fzF|27tO=qn0lpV8P;#oo9!RUO
zaJ>Tdj|k2qL*@m|(2gz&--}FBA<$f#L<CtmvNar73lD>4IqP3s{XR@UqJGaNnq^!T
z%Y+p8&ZfZe8)zLyA7_o!mp4#r*(UGK{KeMcl0Yha!MYtD_{0WI$iDf)6+3>&q#Fo2
z`yg4D5O8=ugGX*^<uw166?&A$^zm>)W|rV&+^-UWjj8G77|mfS*6X~ql5YD=#{I#H
z1%p=eMbp)#;>+b$Hs<BeEV*)#iLioL_4+A~Ym|;gLPT$D8%>k|h5b~hR9cM0;&i<|
zSxKS7G%SfV?w*4p?<>16Eubs)K+%@a`FV}*>Q`k&aQCHM(k6q)-O=B>0u(^ylWGpn
zI!D@YJtX5kwl?8$z@+~&H$<^ZnfLuTVu@-pj+xohJI*3&X{e0JKiL$+A$>!66jT=x
zpTD-1f^e)eJ_k~v_9Mbx^w|?gV9#Fe%jNlzIFuJ`GBiMn;6as|=K_8>5o~C4re8vF
zH%1=_5F>{|h)GOI{T+0S@=X44ZR;y5^e|OsFhRmKwM@5pLYM=+KRR{Qa~TEmU2yp&
zLl2w<^FGJ5mPE(W#JeZebF%u^{kmbAean0(Xl6*3WD6M$uXa7vJFq{QQX;jb9-6A<
zJT3&UEvkGB>5C7>j!57rjyz68j%_oDq-8(Olu`=oscQ)S!g#J(!SE58L-{c)>jN^Q
zC^`InODNZBdZC!x=DXaGAFHF&`V3jRaN%$)SG8YOjL1uumYhGU8;t5lxuw@hW^w~J
ztr-z26wv}7z!#a@k;wckTBiG@9h2b7+xWi-(KG!Lwl5^5COoAt2#vtYfa$g*b<Ck<
z)7kTe6#Gxs;a^bxt)P21ORX@ZRdZa?w8y^)4X(<2j=^9{yf}?b92$OpiW@qmCv3yp
zSg!devr1kvwEc-gV>r58h-;BBF6xn(^cf$Z6QjU*QY#OP15imuX;TsFD<!6%_RIQ7
zh>Upy9Wfi`Y98hLH|J$9s8IET5F;#Yn3`C&l3yH0S~i}uLT*ax165DICyn-5d(G(v
z@j>;*?6P1oUvS~OIr>^VOQNVKGTvG^ZD*CKWTR{M;$c?nNe_>cMPO7>S1aCJw0#WZ
zivl7C6<3D%`}hPUBq3r6?!AL}Ttv~qw^~!D1&u$_eH(T4<B*P&Obdz+BK2DAT@7SF
z=1Ip-<p)E4>M*cegxr9ce*rR4+4hBrD%I7v^AFF#HcA#rUg!Leqez1??(I5nml~pZ
zeR7qm`JD}gP|)5bi4qU1Y*03So3{PTUPlH6_D3AwT3+ZCHWW^>D@R8@uTbsb=HRFu
zHV*p8r_$^z?x~>=-&W75l-mcid~8)}&3eUI(ipARk|Sg&`6b>h`d#4Z{r<g;@fX3c
z5!;=HIFkd#{ZpKN-6#VGulBmuvU_w=mGodtuseG=F1vB=33h1uNx;V|eAS`E!AVM!
zhD#l8!G>3I`VyK()DQY8?KmP267S0NUy^+cJy_mQZHQOXBEAEUB9hd3uZ3enM`^3y
z%|GeR6i~WX9lMAA;!Ban<w$fkq`wr^hjMBmRpMy=ervdci}reQ*Lt1AkA~y?D-G-S
zhA*5YKhs~3XZxV(B`09)Ue(-ogHO`ow39~z1qjUvT-Ah9Gbn^}v+)G+6hGFsuJw|2
z+MU|W+|^#<1?@mMj8df{303bUncC|2-<?B)b|vgLr0*23(prtTxyKs)q8CJWnLMRw
zd%+iO9DNHrpkF3dLt6>oM;`m06194XSDXNV?}#U6?n%}mi8GIJ5HTQIs;KPQwL*6%
zA!clVoBQZ8`!B-h)|&!Gq0yx3*7&Xiw9Rp^wi<ykj{q$BALj|JO{B?-6GWJ%0TzQx
zP%@4LGe{Wgbb};IPba;zyEQ2d<uvci?H^iRGb(t|Lnyn3{4akRO4;f?@Q4ySpj={n
zj532v88HOSe<Sgej9NSz`>7(&4%pKseJDV$g;mRw1(!4%aS@afI#Zg_`B)m222ARh
z*fh<oz%~qZ2|QIj^qyGatMIf;C(kBgtB;F1Ve149AH8pWLJ{NMTzqN%VEj^1;Ht8G
zw3A*w!`Ii63wC4&D``&0NcZDch9O?s+k{Zv44`kZk4H#k&`?i0q$sASa1}ZDNz}3P
zYd9>qBrPqDKD0sI_>IN0|39X_GAgRDT^j*G0YMO?OG>&shLG;=kZz=#5fGG)5s(_X
z8IbNy>F)0Cj`7>R?>T3EYw?4DAFyWj-p_sASD|#gZsJ>79vS0%m>zx2p4us(5H$@`
z7c#3cBA4oi`J)rfgXV~0o_+oc1Wv!DDFbY41OBD$6|*z@`ZF-)O_sJjye=2HljBt`
z4g?~GHsB7b`p+Av4M3b|e*yM|u%P?P{ZLLt21(Bna!wD>Fj;k|>ZvN3pqi!&WJtz*
zn0E6}VVGpxoUuYaZUsmVG5twN3k{m$CAt7I1f=1#jo|11c#<-H%9JzT73SJDdi_tH
zNEwr>QU3!Aq4ME5Ai~(2`4lBGOMdwu6LKgwUbvM~&FIs)@-wn#3`^sFn>*S24{#t?
zOVSpoj7+ZliQ$odWLc(z@oHGim+X=LYm~t;AJ*8j&t%7kcxe&!E%58ot!nNFA^Bdm
zk=BosEOgin_+bQHIGN_o{UpvtJGhuAd`E)X5q?rXB}(*$nvv_Hz9JPc8;ui}uN*?{
z2<&Y@KWZ?*EVdFCyW9o_W_jFYNS^r{Cz=y9o`pmPM0PTY(siDCc{m0kynN*p=kKgG
z!g-&0|H*eJiO?>{v4J^Q_1{ziC@317!D!ba!QYKfZNVYX>RW1ORqh`CSRCsMm214E
zxJ%c>(yt?~vb*dhA68i9;!Gv?vP;Cd89v4}qJa}wYYdPk(h#nS>W|d1W%t!GEl3%9
zUs6)2I>%+C)(D0xv-^L%M9mZaME5iIs(=B(N442Ug*+uut-_KUO^lmAj=e_%!$-Xx
zwWu_OM?uz{e<RbrMwS*;LP5bbC0CxZ1ErR!ZF2(DcRyqKS|p*!n%y>SxBRlGs6ylR
z!<4GgvINN+VEiBE`SDcZtbOftcWr#zcflP^nv~U}$yfJI03xSFW2e%hqanp6IDv0@
zV1r~@vu$ZK{>Gw*vqesata`FGg8h>6=LCacb`o}Ui?t`-_%_iFc-@Nb`5$FdIa~B9
zeQwROoNX4^BA_dQlxsTv{j@ABkwbiKYZmkU(`23N0q3DF6Zc<)pPA<z{_6_dIgGEh
z6AHB$j?_e~AQj5Erup$4`Po!>HcP2Gp=(GEY!ukrb;fyq&&871=MhpBUo&jcW9~@(
zU-CYLftEl6&1i?a=Y=A55q}YK82SCAV(*kQ&7(d=BCO%Olv2x&g<t<gSmBz~qvH9b
zLKKx<G|Uxl6W*g04pfKgRf^?fYkEk0B2)ZA#%q}J{2REU0Wq!*xA$uFUxcmCwE%ho
zz+o2AMxXqx)&F9L(`kIu=a<~EW_f)6(+_CshH>-cApN_T9kWC2KDkNrri*W>uZU&)
z^hUp{PMtV(pWB?_QYv#^j<7GTl-~8hC4oiFit?_mN5H#8eF7Ro(;c>R`Z-i!v^YF9
za4*)nX|5j49^5n0dZXDr&vQI`MbkLL>L4^KFte<S+n~x${Z*9OuQk82FX|U~@CUH3
z$#}LMOX`48Fw&NP*&NFU!?egy10x)!s3~=dL{tt0ZcFp7M>4YZRQ*ICH;oUp)_Z!J
zc4|Wzme}65#FSM~JG()V?-ymJtf=0|zuaXv>B^@1u8UJ<;#~7=hFuzALj_+9bK_>u
z%YMw1E8!OrLmjD*l1wY!cTR6BTUdJNb4n*D*4ZzL%Z{GRW*9LTPA}uTyY3W=i90ey
zw%fGIj>@G8^KlDS@~dX}6B4=4K0AY-k!P9LB9mF2pL^i$a|g&^OG7|5jtY1Q6kUuE
z`%?WgPFOF?MS%6ZP2e@ZZSB8Ryl!v`e~BdSq+Fm;$Y|p4S{H(ob?06Zt9^sf2%|pf
zbLQo0b`FORnmS3_np9Bs1Jpx9jslA4-rpjWQj=a#`fRZegBF)4LMC4%ziiADrO!#{
zNJlTVL+mKBJXq;HROc*nr*QR+?u*+U`CjNV2QEEm>dqfKv7qsewwao>kp?6PIsZ_>
zQ)e3SBKRYc-;g}!-b&PJZjqcOquO=(hic!jH)~@VU*7B6?bqahosPJ%Ymfn=z@-tl
zgQsV%0b8Tkc115|5ThJ=laxy~6-@<yJfV_iOrda;16mnFuX=9oq`)9JOq)|F^rUy0
za#KVuw!?Rmdh51aENnt1@so+_SBuYMfJKz1FO<eIiD{VX{Y9g<pBupuW8+zEiBq9X
z5CH{Sgu7<@-r(F$qm66}i|cgwN>{UW`<?e!fMzXGyJI9ji~gsQGJeo>A^`WlXge&P
zd?Hx%0|BA3w!3wY#{CcE_p#u`U5!_yUxbIHEaGO}s1U%|2J!v~@ER_(%7M52xCu+R
zk-MZl$~2IgA`X6SwZX^Qc8W7j=-sm&<Xt4h@$H`XogcMnL%zVW)^bOKmStRL5Xup`
zpBtX}a%67o2XFK36wv^SK2<n3bRj9BJc`C_smR=sH{RvTqO*<&YfHQnQViYJyH`Jp
zFJ$`vkqFvvu5Y6kS-y+;P1^FlzZvEl*Y77>5?|D3&~_T)M}lYoH~CxrJ%}!KMe~J`
z{8pwm0{vzpD9YG++3CnKUP0=&$c8==oedIsU}+5YUa(ff#5}F)4P%UeXuoVg8kSPJ
zb!%fxerQ-axn4LZ&2s!#PyzC(YRaV(j@PYG?X;uA)m2T9pf?ePUlkP(<_rGKGrWB#
z+bW~f0t15M@Z!+5ppJ(28@x0wfBs$XS*2Pt$`#L0d&r*y=Lhv~*)`^Wc(VzGm;a1$
z&0{6frudpZLPDuS`LA|rVGCP;(wOY?pKdb*4eZ4rs(yRgSK@L&?u&4U4AW3*=xeH-
z?XV|KU4D0N`K&*8daHWX6OJ^^QFF;lOrGDu-i!3S77EaW<x4Y{Ho^uwoAT2MIb7Il
zqzy=1Qyepa9cGEQxyrdbYa)35A#P0bUXR*xFcN_S$=n_8o}0ft_M=C-==(+#KX*Tj
zd8kz-`ZFV{xJygl{dH*zU3=|K<HjN4)*n7o@%zsxzV2o*1C3e+0~+{$5T1MccEcya
zxx&m0YW1@OrId~JoPTZ-Q~Weto)<S{6=>E=O^`MF(OEq4MT{ESl@hLR#^lmRt-5{z
z8*~%)olaMYsE5w1Y%Du&FjB|$A1rD=XYw0FUNG|6>G`D?Gy)9>CAf-VQ2xQ}x_nVm
ze|o;U&qXv@MvKx_li4y9q0Diuceh3UQ3o7eMRYc*qTjk-Z$VyhznT3}?JF#>s*>{X
z!r{xJX`Je+hroH-`RYVO3s|PQwWgxJ{_B$AOZJx`KPX%G>4dCmw3+705o=mg)a+7!
zZ6#Zp5ZtTgE9oFjE0gS=<?}9lb>cYCMvr|B3|SjC8E3I`vgLz0qHC*C#1vu|XB<-g
zqK8+dUP9_Nh3MmNrZV=zjnr=}5CFb!kvlswg>xs|2j7Xh(d|O(xbt_1T19L?8?)GR
zx*cYyW4_nZPHgs5Y@tdKRBFYO<b?+6k7GwS-I`AgX<|sP=KPb99EDMpuGJ2^?VR!!
z4-{QFJ2-zv`X>svN4J#dxKhzyRLtCJdmQ5R)Ql!j(JxlM`Wek8jYeOg%hYd~s8dHS
zuM_IJnvlP02R3W23OU(b_6Q&QSrZfDnA{K7B$(Pt)$#uzSQ6SO?$Ro5Mqv@^JckC8
zF(^bdm{*_;+IgAC^OBG`2jkVAmr?a^Wl!pIrrU^J85yRrEG8_2E%Rx<nnWmL1M_zJ
zW({$^WuPef7}?8D?nU4#ZPlS((jE54nvwOzJiP|y?uA(Z;-%+QvcHd3OiecPU;8N7
zjuaR#y{;k;JK$aAp6*YPm|n)sn9?#FDYVB~upv_=T{uzDFQAI{(F~p1t(`WTB<W`%
zN5G;KfTkBib781EvKB8=I3bbu@;w;CBzYcsa`;ib*coF}&WBFIM>j=O_q7KK$#n_{
zfbjE;#QP@PT8JUakSd9YiHekuGZ63=1083<%Srs0Onm1N3rZJrvamCwOMY2xd&Cou
z?s+_u%u|l2-{&&o*P#68*IxvYj{@I5><D^bzc#SYw%H;}-#=hRSGY5GCbIDPoRXSA
z{3C{tAH)kD$X1kEUeSrmvW&F2tao^}!MRzG5xR=Ue!EuT0!l|vO_H0qKwmIGWzwk}
zp1msZ*vHj6@4<CtphI%TP?WQZ7>aR`lJFlhKa`Vmo9q9Ju&jp3@QtA!=V>w27ubIt
z&R{H1!Tu!YD>yO_khosK=FW0l!#I}`4(~Oxy?7Fq#5dCiq(KP?8g-8%*p_j+_`$)^
z(4QOiVbikwbk-wY4;rBxOJ8VXo|h)+B;%K=<?=e<M4~E<(pZi|(Wt)!ib$iZ>Dl{Z
z>UmC+9DOuOu#$05=me#_xph16gV;pxiwhVbuUwYm50xUctJtdJr4HmV%*da8Hcv|(
zxtem2yWd5%M~mStJNkMV>D(k5H4tu8aua`=-j=mseph@<%#R9fp44*2Z_eA&IJ;!G
zaZ%z44)Q<Dy#J)@q&GBqB+|uHOnr%ufK-QPX@4I+fKFl(!e0g)1B4m!#&Aj87M(+w
z_`-N|L!QZy$U(I8sd^8Sr%GtxjHnVO@eW?<%`0~h!JO_A*B{)2x4+)`LPikCa@TyV
zxUZzb){U_iY<}0&24h2Uv1_l@DLzlJ@5#W@8Z=`v<hHReyle$C0BhR3K=`SAh>fO!
zGueqKX|DjBwz<bo9=w*=cs5dnzHGzVLbZImCVT_k%<7xOJ1r`Z8K}4VhKku;EAQ)z
zWqS!G@p5FgsUdzJNt;7dT3ZU<E-nLS0n@NYm3C{M&Dh1W<Yr9Q*-GAZ^|*JQS(Gsc
z(rn!GlBP|0c!!hkyZWCm+TL7Z_|Kr$@7`+*Gk-q~@8*$dc=ImJBs#n7)6s%W)cIp2
z8f1!Wqw$>wyY;D?{=B;m*=y>{<D1vC9ApNW)GViptAlt)t+>jJoq7sZg|*7tDQ8Y-
zT;&#AY-_{r@E9C3>O?-i2Si2xH%=rTwH5jWuW=Z#+D)s!xqnd8Gl(#xf@2@c!&@x=
z&1BxYoh&Tw#t*vy<UFmZ9SJOqd2omP(^CMd{MT)po0`C+><s29vn{zj6A5PZ9B?M5
znz}{9oK#g!({_(Z-T?$^lp)GKR>|QKY}W;rj9GBe>s+?Ll@yv$IgIbP(_Nw$`{HkX
zCWR(tcTzmem)|4Ymeb!=0HmSAf5V$wxJD$sJ$vX@i}!cozy75;SBwYrKadf{KRo=?
z{@*ZQrUKN}f3q)mP-I3w6wWJ2W!MT+0?<?42>y{3@y~}G1<iNP?Uo&UWOpcyYZ(ke
z0vG=>p2rcB$fgZs`XVpYUV5Brn$a*G$ts%t{0!|@N8|NTCA6@IOhEMB@Vfp9U=&ru
zS@+@K2?%NH)-KVlPwZS!c)n9@<Hp+o=+}1vkcQv-s2Rq|;9g*M#j3AATS@pRB%B7!
zTqJl=RJKh?F+eVVa9Vh5-ze@XL)}=H%4NV$sF_c=P?dbuLIg$gkHL2<%^BSia27xC
z^}k4}S)t+!WkAN?$R6|H1cX-gMAb1|1L3{p$Hf2$EfvGCaj|t`iD7BdNQg;`_Z#}b
zj=Q!yk&8WXbd!^es9<fjFZa3tDCY3DF~o(ub0^_dRRRi!rA?{c3h(=6()Xsw7I-jH
zdiW6W_)fY=^1WM$k`U|qklvV6pfOk7N1C5p&nhM_$%wh7Fa-WKQxhG~N9J?+G;C#B
zeGJ;12OOlT>ZbcATGOEp+W)$`&G29?3YPQWRr3BB?L<Wz$pu>OgdGW>&}@emDUa8}
zVaQ_O->W<uo^TcxH6b<NyCxv;`y$;FE*AuzogxR~o0G}eA7&E|yU1|?9u9cs-RNDL
zikKM?DE|w+a7GO1djrSD>leBz>Jdfd=KE~uB0b#En(G2QF?1oc)rd?#W1ONB(6qRm
z8z3&fYJbL@Y+i1(`qhefMw-ywl>>~nM0vJ5f?3ti&EIhM%ij2=Co>bQbHi>h2feVa
ztRCGshg7TC<<f+=kR?<~C(WHJOO_80s8hzs)Ubqc8C7=?6f30S>1fz9Oi~=H3QW_=
ze?kqvY$GMP3tEIX0LbN&BjZRjfP$%B{#Q94L(=BqkBR|qZIkkO^;mL+i=<j4h%XY9
zh6VHJGxxhT-T-CneD)fIOQyyEs~v&y$xycv(8F3rzm{jDk{`Eoj3(SYryy<L1AN^9
ziY@*8<hd84R`3)-38%aNpk+j#iV$xP9<_qI^CABxE5M7&F^-6m(5|A}scU2cEjxmt
zcKN%}wOn#U?dL&png5uT{n}aKP42$$bHMUQv$TSvg`O-_t!>ffAtiD18HfB~r>$S(
zSHWVw0|jtz+dYMVEbLHEa$*26icjp?#L0(TM#Xt;R~#6ykM6ELh1a*igY15u@pmV+
z0nn|i_E~h&5jd;>`Vi3WgAl(?{FfZ7X9Ty1K14RbKiy?$cu<bm^n~SD=L8z=4u+RX
z8zmH&nc0=-u6DWNa7AHjx^QTaEBBLkR)&?N7<4jLzUp^l5Iq3*51ai6`bk*x+GPlk
z5)xQf%?~+#h<qOvE*m^`HO!oz^?PzstrcQAkQ^@LvMCIfI}$Q8*?4%EE6t79MN7lM
zqB>w4b*v$;)zd3p5s*bA=p<i9xO&ir);6r%GS?>aR3RBD>3*h;BR6<3o2YWE{;r`2
zF++U@GBe?Zc7-)lEcrEcK^;^O)2|zv)cwBkq8k-QR+h7}X%$^4#7!7ic^-4eSyOjr
z?T|%<I^Nh`N<J*~R>G;Z^XO$hVdwBGyg(`sw<zq@(*zaHdu>ssY;zJ1+|W+phOz^L
z-_m%J^i?6}U#Udx0V%C!-r4u3h<@;X&NN^{p1&6%wBhSZtHBR4VO=j=B(-pUDoKUj
zwZ&b@F`M(i?|FYX6^vKQ4~tJ&UYZBu@!y+yn(_u7y?8oAU5BO?8R{O?aS%4A#xR?C
z&uvJ(iI?&@Uul}F{#ABNttdsE$ja-JoA$Lh04N3tEU8Lnf=TFSL97W7b}7;VB>0~g
zhl-fThw*$l8Yb40bl~H%q*jl-^Zm{Vi%tA}Fx}{7y!cn<)?dk+BzwgJqlJqTPAWdz
zc;i(qXA5GJO#l%MGUOkxJ9Za-vkK|HX-%Noul2+!p7$^2Ne+r?wGqeS=j#xD)VSbL
z|EW4@WF%>MUK0927Wrk+S;2JG;!1{tck8sdo$h;4w)65KZTQP}?yi+P=)v4*qn&kT
zWm}Le2KFhlWxL<}39nU3SKF-P(JXJ0C$IWGQTYP3GOu;YYt%n=WWhon!+Lp38P-0`
z*GEMd#EuRyi}=k!L@SIcs4F>1aE#J5#Cv0zr*~<|A7&BGm{G~G*e;9XNpjtOY82qt
z&%}~hDVbtOduHoV`Bg^|J+2{4I28X7qKE(BF#Tx9qg6Zk9DRd4%^dtDk9sXu^d!Ip
zb!_s+8Nb>}({m#f|KT`SD~Y2u0U^Pawu62%@<l9)&y26vZ+ZXqTwemJy6IWJ30Zy`
zVrK)SBWbW+7Rq<n^1%X6j&Ma-K?VCt;vizCnd=402AlW|h5FIci=w4F+m)VlDk%D;
zGs*==T$*`2XZ)8}xc4T(DfU^;n~Fw?RNcgiEv<QGZY4N9`1IJ+>{mh|gd#P9UeWv4
zZD_`dg`+p<^*lp(;zdb0hyo-$jJCV$SCxm2>4!^5q(??ZD*>KVJDx}+R<Wo)@u1Kf
z?EUxewK<1B*8ChWMiUykHhR<!Y%dr_X3?!0rD<q-B#+=~T6|1Od5?(<LEtD4C3}`e
z3UA`xO<g}lJ2=nb+&|tDsLl&Bx8HhjB+v7CIU8IZk=j&JMTn2jes4dIG)T~~7`Vrt
zlB#$HjdL=s6-T%^@25uF{$WK*aQUYXSD@mhk`+#1)?J*->u#T1g}|Hl$O_GPB=1Ja
zLrmrt6<UdBt2=dtir#OUh+X2+C~Yp11h^lw=Ivh?!zOk0lRNKCr4(WXUqI6prMM11
z`b~!pEU>e#BI3Ph8O0Ns#yiR#ec${SLFSAl`9*BqyyKPvPA0-8Mf7vAp{10+MAt)j
zvO$EkJkOfU$1kFNN@<oY{>N+KT!=JAJ|Dg^)NH&%L1#DWa^5J?62D=(h?sX|f>Rn8
z<qYH%&<$b5OR(Nnj2ZzIIxK`H5Oq<~Pcs+vy;5IXW1Nl3X{uf1Xxx{&zRJJT*q$sM
z<Z&=VCG0-{>(%JK-K!dcO=ym>9P_l!Bv7MqcAWM|3s*;FE%pR~1D?$I*1%CdBq@@q
zp@@htK<!&vZVQry-x!24OPnt)VHy#X6Y>0p;wv@<le!Wo(XXb`AVFA@;lG%Ed)3<I
zG-L7KtBFyewm8Y=$XvXP-hM4wy1452;sI*gnq*I`n#NUuhaR|d@p^=>L@i>hym)4N
zXWN7SSb$J%QJtLc(xi7q>hzcMsoE=Q5z_bDB)=P%5JnNo^E`2E{@}7wS9BKUq_MU#
z(&^Xe+nDLBFgN*plH&E;ztj9vcrvuFQlx2ww#!?rFV7sEOdxGWf=u?hZ+N22ppX9C
zoL7+Cmdna}^z$fR5kbXAUS6b%yp=8B1fia2+*8QjI2u|c=jJAr+mEYa;<y!x2kTih
zb4ac~_It3|<j3SoiSFjvehqL`rXsa@<t~o&n=Ca7pSD+VOUcbaWHpWDmN7$pe*rdv
z`b3jBc|u7!hlGQPSPs+c!X`89R}F-u=vp{*QKwxG3x-5C5sJ$fFU6w|zI%y`l-@T{
zQrmO3l_(~bPyifmbd;i-sE7JFc16Ikr`9YM8ypD<VgoW<%}4Dq3v$bbJE<et=I=6K
z?@P!RuOsp`8MkYDsH0`u`&w)(SyP5IF<<o!PKHY$+miZK6Q3_4Z01{2cXut`*)H{-
zRQ(b3>$qPK3~<kF^*+bt`JC37xV~dxm1drjoD-P&P3}83#>Y49yP%QmC^Nf=WO3eP
zhJ;PhQBWQdCw%_PgW~Y!uV~tZuVtwBJ-S{NkM{4gKB%3A8Qz*%+S<5X@x<ztR7#OF
z`Q>h97?8{PMMab}=!xyfK=lwYMfdkdajl7x$5yyJY#5~gZmCrVZ51Xn`)K5Xo)Dbm
z@^$mPD5qLdz`u5HPAu76hy+@HTd4T+)Ornrd%M3g@+{{89D>wfZ+xGc?J4%yvRf$V
zZ*vphQ~hgd3o|gV|GK#D{dz%b5>{mC+ubx^@tzMB2-lgIJ|&`2`|v}*7ok_@djAft
z!JTO^9Tx~WiFF>4)N0b%s$<C0Gj&1W7q%7Dxmgm3)<V{i9TEE+4`xZgXdk8iQOV$#
zpvqgGc|SU)&4quOe5C_$VXtvpbo~~8WJSBJPrlR#ab&3YgdZIRP<e$oFq;k0YFaGQ
zi!1h-kgqPem!U8pzNVB%$g3hYe@kr5CsMQUBs^(0<36n)`MZY9r8~z?kP!oE4r6Ar
zCI%XI>f@BcMENN5n(-r3Q=J2~+o+$Ga`;u^l)ccRS(Qrd^Ko^=6x&wh<0f9#O-&<a
zY_CC9hgql9r0`z^hPCS$0_FAIc)?+*1-sauoVqZDXyF*qoa@qt#`oFYPEl?l)5rMT
zjea&5tyW3yL}y5w{A9`G{oy;?)nDhNOyd^z;TPDw%MGKmLIK=u<YBBLqec3#TvNfP
zpyBjl*ZQ}@ULOi=&ZS9nZ=*Se<|O<0+xf_2E@0VLobjH5<sn3(scQI`ZH<$gqr%$(
z8S%T9<tCjzM7w_Y**wAP5q93v4;u5(waxV75zvc3L#%Z}RXvj71GSk>u!$|T6<qkg
zI1!NNd`^wh&bYVw4^qqr%?TutUmVf_v*Fh}6=&z-IN<u(ggY1{Xg_`e6pX7+)TScR
z1$ejl2_n^&5bv_holhTacrt7ady|~6ip9qiu%(CPn-+pLCnCNs`Ap!xS;cMmvoC+A
z>dfs76$f%to4YpRk*D3@u8+W|nWbHnk<U07zyR*oRszOWfKU)G6LJM`A||1%+2$TF
zkWbi~NEGO$0TNVP0NF}9x8YIHuN(8=Tg0(Yx?Av3L@mGZ(E6y9Za4Z=0U$?h`g2m=
zJ4ZLVucjhhyS?B9cQwU}rE_*74QRS9R#zLb^oG3g(c_NBw8JbiROlLhc6&`8<+&${
zcahpMl3WOzhTb`@#R>?dnLSD0&5ntnocp&$aA~G~Yx$1u`u50|?FRI0JCVz;`;$7Q
zVb+{TFOtaX^S(}%#;CwuhP|<bCsKCBv&yXEn$@M>o9w!0fnvA;Sgz+TT6WCfMXcFR
zSNIwg0K`i&-V|I4p%w&rNA_nxQhJl~6i1p6A&%A~K59gBLx$B3xM>d)epBdTOWHAa
z5pcO|@T?aQrD(L%{Jq=wLSqwnw}4@q(m-c4#3w_#E29SpK=ysRFDpCzao8OelL491
z({r@peX;VZOeEa#{7`XO^aO+$sm`lH6lma#2(iu)8W%-*Nst{|`w=hLf!KQWSjL#N
z=zs`w!McaS#RffYA=VJ9$9e&fk5>kOMk@Wf_VsG5czy)5jbs;(O+cD(ZaAqaSorLx
zvEN~Ca{F9|cfJDkXz*5?s-qlf#Mhq{)E6Kd<w;6W+g~a#A1bS85sh^#c})D;T#TyE
zWTS)0;9^V8>3T4xx_|EI$d3?d5V|Q56y-V!mKMa6bnSi;Wj{AWeHPJ=c}8qW&~T*a
zed#s(1H1)eeGXXsi*S^1Omad{W*|6YR4`^0eg$xW>lBIeV*Lp3_En#gdyFh7E)`D=
z<?QcIEyD-ukJS>GY8V2WQW6qgZRAz{RPr?Zj0th21i2GD^KoC!e%JPlxT=_aW+C4P
z9EF>n^2TVZ^=rSV`<~D2I)s?Al}T($;)ajFBSq}8ZX%KGSGlh*EepK91gNVLENRk8
ze*H*?0(F?Rv?(DbtD&QGPGRASllnxkQNq__kf3B+{lisHGWiegO7mu)kk@}fC-=U?
zJF=kW)xL1`Zl28R3*c!d&OICjZW3N0(CTfI@(eEkcuRtgq8Zw`wv(7`nQ^vb!&o1x
z-GhQ-@}Zrl&p=Vxa^EyK-NvTv0<CHju0wZ$m$6A1gRul|ZX2m~8v|9A0%uzgm{M2b
z?sS|iUHSe!p#OdM6d?<*2*_@Jm^j;C#St-!@I5|z2SrDed3L^^&7$u@+Ozv{jul*f
zdR16MDxgZ!t>z8a_k)cHkfo7mC6L0*dbc5U^otZs&e3-7`rhK64f60^LLO$Nb1NDr
znH?=dHWOtM(n(B0`=~BU!9VEW^irg#(2SYN?vbl)v*`g!djsMVn+4!Q%o0@sO|xF$
za-o#z6{ivhpg!cn#d9w@j`hR?4*1#MJ|DFx^aeJeIn8guoId)fD~L?nW__>Xe-@`B
za#)dm`u&fXq*~*$N_n&%?avr#!BYDQHa8}hx50u7*oEC$zNnwVdVKwK7+(DsVS!>a
ze=rL;QV2qJqBHgTy?Xc^(x3?y)jle?n87elUx^+6<iuM0uHO&Ssq!fJ&iLz|m|&uY
zYG?I@Oy8fFOIDx+EB?pQiFEFvX!4CW-x7WDYQ~sry*kO*UKp`M;Wb;qa<xQ1A9K`p
zB))p1UzK~`#hKs!$&<uJ)XqS!f68)BG}}WUq-|ET`gXvpjq+)(Olji_8y`vo#iX<W
zq+wF8yY@!}0fJeY7EeSjaXFzk{rkIk3k6=k+Rb~kiMr-Tsa~VE2x5JD`+)Oax?3P^
zgTvwnBmGg{1Dp@;Ml*DT<5$rDJT$EkPFMqv)n2X7DQ(70u2e1Tnubtk*v7G}GjPb1
zCB1ib{j}3cNq(0{0-kh(SGQrci(o~PwYvR!reDSWWYx*k-%%w1)^qBbHe1*6+8hP%
zFh;;l1EeQG_t<|C7I&V9pIb^_(8b`$@I0q|{&hY%=5{#I0FzL!_ma{5^p@dR#>BrE
z6~PfKDz{4-?MoD_)dYDIx3i|=2*V`(N)!DWO^F|gj#%2rPF?vdeYl%%%Gh2kI9Gy@
zthL?!`oPC3S}WcvEq%OSl4_~<Y(6yF60KsWC@LO>mX7)|c6-xN7|UmDvYE1YN#5aO
z?V}K)Mmmmq)1a)F?mE9P!WNcRxlGN3{m}-P_NCV6cwb1btg!4xc^ZW<Dk`2fUJR)6
z&I!W~*OS+YNmYN?RstiKm?Zo0=s*~r;4SnfPty7^i*-joFK7D)GtpzTi?X_*uS^g%
z_4R&A=!GhY#10zgYRjkU0}WO2S*gl!-nR>)uxhC}u~5x*jfX(>LHpu3cF|!%R8S~`
zuZ>2QNv^qNuDKOCecy+~ZTq2hdrM0B&l+cfnl;Z8G7?Cm2p)wriG0EMmPj5iR5h8)
z->mx;p+Q>|CC6<H(v@Bd%buzX-Ti=O@G$tf0Byy1Mxtm(hnJRFmE%h4HLp#S35%Gc
z_byO48hV%)ctzPndw6D@Bk>vZp_1|zC2wt0U}a(X!-YnuY~3iD0u{n9B?=CCQhM@Q
zu9IWMzC;dC6EJAjR%T?u-F<w0_4}!7TWX^>R>VTX71ka!8GVU;KYsEUmnN}JrHW<`
ziE>TDe1gO)(^e~yKrI!OGx}vSIHGgc*3e)sLt=(G9w3H<`R4J!#6BmO7{A3*pWu%k
z$zdj|>@^qJLJND6&8s5fZ7R@6W>P%=h_BX<p|DWR00S)BypM*t2+mCtWlb-B;|N@%
z6b+J%bp>&z?Z7znC~LnO9Nu_bAgXRfvZ2-qY1KtUYN@4*pxf!hO3^qmFgJXWrkf2V
zhgs-(R~)REQ==+I!e*zm+JKk_g-vqMp!EwYf+bftUJWf2=qCQT0XgDTZBxFJCRL@>
zO~;ktF^|L^Q7*rNf#2FBYOjz%AAEhi^6F~BCdAotsCNTb(H~~%`J8?a{^aX?0+w&q
z+7d-Vo<?X>%<?joCDIfmPaWQT$9LMAGK_~?&f>WVG>)fNLM!SB3DaYlqsSgl^iUO{
z96<HVn?WBN*U-4x!sfpo#7JGu`gT>MRXmZZBD2*ij|m)stcE?xhdcCXS-zgEePWZU
zU{jHAH%<L5ig6z6K;>uI-4r|a1r#r`X<|rVRlIMof<nC-ou!Hl2Ip*xc9Ynz-^U$W
zKH)Ir-C>IO9<TPIGLkn@P~|*Ts(h8-oLH&~)rN4pB$>@9&*tba#lpilt#>j&lQ&i3
z!p4OE2L0?yNTM31Sf4X=sxflReF68owls0v&utx_@RBde(6sYldFq*Qy#>9F9dE7i
z<CV>qVf=J>#Feta(B9BTM5+ZO==U#I#XV0A2*^dI&e2OAMG|i}C$dv_5?&oml?lF=
z_=EhyETIFHV(a?4hy#r}RW+yq#1TA9^=4fFtt^xF2m{5@yWmTOC88#jeavskldhro
zlA)zLct?71yX0j*p-@J-ZQ?4(IyOU;ftKpnQ5oji0l&|X2s1v5lb;SRUL2GHc2Nbt
ziB)}_r!w+<@jD0c<EMVo$e7ao#MGfDR-YqD1nFHMzeq>n5Nj{bd!oti$iDNLS-|U#
z&X)akp*w1P_Qa^$R6-8IGu^%}z4$Z^8`SUp!Yh4Su}YSvop4ttIqp_cIJ43>VE1F2
zxa&Qws1(5AOkS63Pj6{N;nsE%>grsf3ZdKxGmZvONmA`ExIai~A6-=TvyW^Bk8bO5
zHI(WF9FOwbVLNBG^joaj;+UqtR-gVpcK#Ou5!Uu*UVjwkWhU96x?SwwXri5%FzZ8q
zgI;%Crg!5}*UXa{TN*=fOA3Z*im<k3bQfscGt)-)jv)jb6e3^+0RF(e0(^gk16h5E
z{pErM2wvbi2zSw|Kn|ac1O3NY5;jsgP|-Cvb8eP$D9vC&Y7g!XR^5af{uc_|b~;*3
zgO>oek`GGlklP#S|K*YZj9_s8PzKsfGafF9222swfmhz1PvPw3RFfW$s_n;eocl7a
z(1caj9e{KHI)112wDR+p*+QTWCwv%bKiu%!_%=jo-I73Ls{TRE+iD{H_k%{Q;45|E
z!vQ!WhV6pq^A{(e{!`xuV35k=N^I@{?aP0WfL#mK9-rOwy$`7WY7m)xzP14Vs{kIv
z2r?KucHe${IXMs~<Xc79(f>JSSMNO<Km^wQA5x&|1&;i;X;4$=2bjCWx^#r`UDdT!
z{2gRnBs+2YYG3Q#?6ELFR_?(p3k3TD$Db)UiwWPT?}+%!Zn&5h8T}3WaLIReQlFd@
zfEKQ2b6(*Oq;kDn`gv+qv>x}FZv5BB!w!VY3r-RliG!a!XX><WJ;n_>J~XQpx|#R{
zPh?ORkvQ(sSyP8>&Awi{tBFCMqfLg*FL7}wykC&fkfRz^c~l<Y9Nn;MV*4T`sO2Kd
z10m7(#}YV)mZf~FP0@*#F>MN)GpN5;Ir>~3oq7Ajp!_YRS^X|xR|#82r0>htfapR;
z7zO5i!CmL@n`#6cD%s>{pRJS8{fv<!KVs~o*(~zI_j~X5qn&lsebVu?`trO><aZ*!
z0GUcYXsQITvPf@pQ4${_kJB4P#cecWW`BA^ETAKpY{0JHPZBU$$$^YT07h&6CeVm;
z19Z;-Y)XvZ{sSFee|$@(9+XJ5VE+;To<Mn&(!vMrz4WezvU`44IVFrgQd@2OV)Qb&
zk_%kCRo{NYylT}c;yjg6#J6zCN_|N{_VZ~%)mg`qe_yO%%vn^&glx)z>nNNT&4ky1
z80eOD#4UR-As)^XZrC*w1$>G3i+`O7DeS4lD!(j!-khmsR&p4N0q?4+-LRyWXAVv?
zze2$A^mwupj+-rx(@Vn85{l6qwc%XJ=VkC{c#GkqT7SiDVYNs$hJc4u$!QVz#85*g
zhNtACnLw6ch=z&8!(g)R!y`!>8bTQ(swhCCMgX}}mp4mrf@xl&wW{--%JmokH|g6=
z`1=V!`F7j}|6?>lV%comE%c-X4Ashse-R#Oe9j>l0X3tc+Ai0^Pv;AX<WDrcW(pi@
znqW3)L%|o{S<RUA9r9gMC@oob=7O+wCmFjW1idQc4&vbYWo#Jt^7+?-LGC%qJ<8kI
zx$APA2}jnK!{K7|;i_(B@x@UGTY+h}4{qficcJ^35&V~E9P=Xsna`Vbs8`(UKJSia
z+~Cd;h4)wYAs??_lWQ<kew1=K%0%2UsUUfGH`zi@6Jy4%C9J4zBa_7#a-@IJ%c&y6
zuJCR*ND=vj0HuhMADfRhXYo)S&qPo|TKMo&WFBRzz?ycFpTuVOOvZH&_=?J?pnf*d
z54g|cpp)?W0{AyO2+=>P?2Y`toc2i-)}LuuK>Z5$CTficH!auZzXBGsI-jHHfxbXh
z_=WZ*KRL-K{LWj{=UljZUfv=kcP>NU?H{t&I^Wpr)CQdvT*8Fu^&fG%$S+UHfqR{R
z_jom1SRhQOHsda1OQ=0Ahke%;@}L!vQ`nWam&iHLq4I0pf0^wt+FwvBq<5?K=K~e_
zM1`MXLB#3H6@Bb@=IQoZ1@b*R8)MheEP@8=k>VMd@5qrJw|FCd($<Te$eDzX;$Xe8
z$u)MHnTqO=@XoK0+00U9a>Q0#X9&Cn1p90laNI`K#576x>OS2+@^_TL6hX)HfNRWW
ztq(GJ_AFy|JVTb9bGvXI;NisJPC>F$6Y1Y$7FxZ1Y~eoDIF3w6^&$0wjTChzfmO4&
zSH+*9YCBqy27fA9ZXv6&*_w-4G!oob-S+UJT=-4{cgfZy=H4=6Xx6=mUO*%Z(q0Qd
zLs9O|Cx*TSchJKY@EcMK+cW9$?UQ>g%KMxNEoAC58yK$L7*T91zh2Z%|CYAJ{AJ@?
z4vaMQW41cV`LCaltJv2xtac8ZugcIjlxkQ~n7JOksiX2GsH4bN9lzlD3&z{p{-H4~
z>OI+B4TFBb(UY{Zalx?e9^IBfvLbkWMFsP6I2z0Sj5;d#XCUw*6Yyd~Pi&|~WFfm|
z-5=%Oo%Ggnm18mm7!Hr1M{D|`?MC;WYPr21cfgKx?(r~sT@A9HDQn_7Bmj;Gpwz`4
zXVn&DUMVI#5Y@}^1=pwIh;hPCI1g-QW9LM@;y>7s=q<h`2(2gmx+jv5M}1!=Db-*v
zu!ZM%jqnF1tEzLsDaZV!0gbUjmc;Q*3#N1*c0Ux?FIHnH9SbNQCT$fWe>?hA2e}W2
zog=y2DgKPa5(dHK&#vCBe>?+k10e^^_ktU((o;S9AAmH2;X}jsH0Q{TDP%?@xJTrH
zad%q#{E;TEfjwHa<cw<<?@Kw?KGIf{#zVg+Nu3CMPp+9(Qj%i-w5{OX`{fG*dW1I%
zwK!xDjg`7DFr!RTy;7ISs#&(Ib=+}?`ddbFY+R_30I(<xD~-z^suDWL(hSA(LiU;d
zGV(}R>FI{-mK*<xCVl<au`nMV`av7zqJ56dVo*<;Sa`4gfqlyx9b5*yW3AWdWZEz*
zy-}*dK@;q_ix*FqN(s3d)QXg&0Pz@NL&%6teWKl@AEs*-P0OGp+lQELXT?wgAzO+x
ziPP*9$_tE^rhDv(5@BQv(p4<OC)l5<+}3U|7-lr6RJXq0{y~1*qxHy;jE<h$>wN&u
z(~VGU&_FUV@D2aD4}q2w@SWJ+`-P0|sH7~sem!(y7Tj$fGm}$YS8KTVW{{pbNCiU+
zGDk@<=uWg5O&_!}vg&L%KAGlG@MntzZejDX%uDwdknD>Bk}F~ijG>)=b=vCs{L+v$
zx180(_B9Kag~5F#_L%FRoP>MC_)9kA+qi)q7}H?zRR3L{BLkt6yGyq>k?1X3KlsLW
z+(AOp*Rrv@Rfg{N+j->m;lz(JxB0Wr74>oQc$oTV&PzVwxPab{VzfA|*6mlXpzgb;
zh2ml7(jcrw*gJT`JS_-jH(InGM;NppxsNTFI!w?P;LjeO$5UnP5YoBlB19t}1Z&zR
zu?p16`Jf;6%aOazo}~mQ-p4-<^{UvDH{~zF5WaQ{)$b5dxF*A0Z||2kW#5@{gzy4@
zh!^#q_f8F4W4}E4obTOsTl6A-xP&1pmNCVA;pW2OQyHQn37o8PsQX^SY(u7>u4-XH
zBg_6(iG2w(0sm&XX+y{Dm)Vc=%Qm5_K3vxD6uvomdzVbBLD$*3bv;Rampmh_amdo1
z&-d7~*L)`Up#*EYlMBT_XNQ7f^K6v}UU*4&p3(~u=yVoK<&X6|Nu3m~k3CDf!lOc(
z7SrEWOcijb(Y|;#VEAI}B48it@iQ;5M;1%!a)#pbrsA7Nszz^ykUEFI*`Bh;`lS(_
z@ev5QJ77I6y*jkOax%&5L(AZ#|BK*;*5~x@lf8Lz^&t&)AdY#w&u$%{C{t~kONrm{
zOx(sg795W>0B@GSao3BD&8(ZgV5tIasK4C1+yViM0W)XX+q@QjVF8U+uM4g9>XOgz
zP#A{k4SRe7`&3h!2v>i1PdmYS=T7F3=78HXg#B8uL3)%8Txti$y-mi}X-$1)^y-7e
z*wwLSbb)1Vut^)ROTI3;i1_uTwVn#_6Q02&X@-Zw=iYC*uy2L?9C#?SzX6e-iL~V@
z+%^Vu5-Wqg{k+#{h=bg~$}3>UT}TTYFP@?l9CO;WssqpWhS(pb6Z|Rva4Z-g9pnd-
z{b*0*4fprT9%9jYlx(6v8IA>4@!o|yWti=l4K`^}Jq~o;YnE5-h43{rpf3Ap7@JNG
zm40YRP{G)S6y;8m4qTwi5<j~Q2ydd^6ZuFZAUQ07rKIrKCyx7HauY<Ko?;L=-3aZu
z;`KBK3#Y05KGE{Ea%$ji0xzo2i}bjC(IV$eOaI1u!EN<Or$SxXRS#?vP%<G34I%nN
zwTU8+U-u=y8VMk}6kHVN!Cm+cCt#g0T$-G?8Ktdv!@?()6aiN};MUBs?qs~8=fh`)
z=5Noij?I)hM}w-9`QvI0Z6_?M0cY0R;4Sh(U|~4R1&$oe=?2}&<Q;VKqYae8Y7&Bx
z_I$N#?y!1q^;Yui@&_RlAuBsleIwF}nLywavtt}Vo7X_WbEfp6VN#b}u+^q7Dl)+~
zGdkOrO99EVq{GK$gZsVK@0DKA2Xvh=rGvmg;*68c@s^fH_fk?v>iRRD;-=eI<Cc<U
zi3Yy6WZ$&f!rioHnU~)iGuPswIy%Q0eJ)Tey`$e6e-d+a<YN40?RRzG9J|^r7<f={
zR?2#6n7X)J$q&Nbzf~18EB-|wwqw5{#n~&p^Tu2x9e2Tiqd)NXG4Z=Ol(pGbub5A@
zQ$o}a?v-I4dcEgIaORwC_lFA*wvps|+Z*`}-@37=A&*rn>0e2IE?=yfV7ZRwxp!*w
z+e#;yO$U&B$#`kYCHalZGq23jvR{NCQ9*a1HFJo<jGSFQ7QIpHgQPqsdxnY*WWB!-
zd0m`m$4mn7iURe!yNV?A0h!)2Ak#Ddk4z7MRv%uDz%ouGpB7q>02N2vf1@QpK(vJK
zSrS}?+vz_VzD?MZ7rE^JTEmoG#v2$!{OK|M8EgB74U&9(!g*N>3%^e!WrzVC5=|k*
zJ<?*hm|Lkmv=5O*IdKbt1`toY|7(Ci`p3HzBiaqO(%R^SW)<uFv9jVi`2AMFRtfW9
zyO(u&&$n5Sua6`xz1sJI?0W(EU83Iqv_pu9!ISO5^Ue=w7awcL$$E%-<5pj)AdpFm
z-K+5wY_75s#@~J!ncRAa_SLe(g*j@uD^vW;-#*SNPd-{xHR69RIY)X-TD=8Sh%i~;
z1?s;SKz<zvR=#b{LYDCa|Gwf&YlCh=o>fi)pS}xz9z1;n#_pM1fr4(tSM>gW5duID
zQ~nNMM)HR?*869y=0hQa4ioLg&_7!@ge0@vXW{#h9+3~#raYBl&L<=>hXyyWQm;@p
z(`oY*kuABeo}+nU>wE6?RuJv6;}gPs6dvfuTNFY<^31|e8kWeSt#@{J6_2A?pMr6{
z6E-szpde7kzrTulr}|t3kS-_2;MG7l9$4Rap#Lv|b^#C`oplTSv!lAB4VZ&%{Y2s0
zx6gOv>(V#nF@WXo|NDort^>fA59HoQmP!em&<~(<cK}LF0-R3Hqk7*iTz3_`8UwFU
zubvc=^xp6le0(I%2lJ!%kH@mTG1DrqsaCVfOWZz0+*QldY3hLy9xsm2qo@3cx8c7o
zSCp36uweB{b<XiDDt>yHAbCjf%e{QhTMnc9m3dv<$CdiJU?5~<P|6%P!&<L=`*D0b
zM$fO%;ON&<xN^0+P=$2j$4X2a%*%bDP1$M{gdEZ4;8DlU*n!;|5D*KJBRUn~_tP=<
zwx~8-0nJmqigNIlyAGfq$W(V%?^6cbVRkIc|0$!eI!RSAI>*d+wr@KHqI~IwKGe7y
z|BrDkDoBw5{92Q|S$-!)@xJg}zHX&3qGEl2#i~UzSnADt^hD&~sfi?H(-O<5sZwsL
z0Y6dD#vyS26byo&<6GQw1Y>5JzZ>)46=q!DI{h=M!IFuc*Jf#ny?rv|p??ujvEVpT
z_GuNlsHlAXg}0o}!S||{(Y=jFe%rq`I$DZK*W7F!=U<IrZOfTC@_`bFUgmxQjIS(H
z)=3?)?{37i9*dY5yQ^mrZ<fDOhsAyseCllJ+hF~E%x%bC29QEW+U%b+Q0VMS_C#+_
zja<(ryBY&>%7s!wHVBVNjfh3Tv)HS`?ZU<Qaf*Uu_slbfU-u!J^S5L*gj#=Sl!ecw
zlPCxozzp+}RPVPQutt2R`oHk=7dPpTO+<B7<WF}PSGdJ?A;Gw_Da_*_Dn<6YY0nJC
z91>GjXN7Z3#%_$F1E@-N1Fck1t@PDoadZImn)%@3#o&4ctW6TxHwKlBX+Y`DX2foz
znd|lX_+YwwG8lr0f<w$Y`9LZ|qF+eKTZ~01@ErL-iiM`Vt0B8pm>y$#T2l8bJrJrv
zBEdc6er6;xe1R-u@tFwpjI5>IE&DY3${^AWsO2fo=92z28SD&?`iIH*c#ku(h0(&m
zRuWIj7ZRtYniUzS8O%+->QO23?>?>JSu99b5P<TCN_x5O2i~G4dJh{I=EU0BRSn9G
zY@u6_sN~wjVvB!O@<PG`8doCALv%Lb`gxwnDC!UctL|9PIxgS-%{O=rKs(p%`4HOv
zMX(FL6hPNO+^;Pa>;xhfi+Jcs`Lnx`3Kl{^7yt3DRx?JHpe>}{s&@P^Zh;sMY~!-E
z=b&<3usKUwyB?@dgSXHN!L$EBRvG%b)03aA@%1n$-E*PtDG<1t4i}7{5oTYW)dA03
z)`y*pk$O9Dv*?3C6Of7)qv0cp`%P^E2LYhFLn2wu)6COe!2L@G1DN%ZXR1psG2(T9
zvayE+rMGWIrUiB!8bNqU>@4s)cI<vgA*)8#V$Fu1kG>Tv%3Fv?YEWd6P0=|vhj{e~
z(O(}Mxyu%51W0GS;+r(G)JSnmwJ1KGd|FKK!%OwDK#1I=sxNY?p~bpkWFvFBx4yqO
zBR4(;Gwhyn6EbgjF@23zkL?lo1ZpgpotjR^nb_G;K(S_yHBWDm2B*%3=Pn24`Z#qh
zqA%(L;`=ab$~h17`$!oox+xbh(G|kn0qVL=z`M%#B1Ba&JA>uPN&IHe<R^B0FYZMp
zp0Exz#Zj^KDU#!1{sLs@9&xRx98%kRRR$OSm>(?4Av%C8mw6%vf!`QS8gQtY!+(zc
z0KnZh!{6ZTMzuRsxTFm5wgT%yxefW}k}ZF(+`kCFS)VU!Dr4<qp(yOvd8xjOLD8l{
zJU$s`xWgjC+v(AG+Q<)@b@3n95xKGYkT2etg&8+nrG_T#XTRF;hPa}{-mJo%)tH+i
zlPx60;$H|eymnf&!CZ8WbPd0>8-2ebUu3)}>ul#l;(}{<zV(|t%B6v(VQ>8`!THUF
zo8V*W^M|>Ojb~S=Dn9iTw(SGgfZj`}OvfMBi!w>?^u8bYfhm%WHT6`#BVNRi-Jd>a
zTAcShAiS(8T43YIc=q|umopYB9iGxCtPjUQCtxS>*kj`x3`o<!xyu@viNZ$})TLrV
z-3{N#p1qO|U(j{>{O;&^XUsPex>BS1q)U-FGcdD4*u2f$V7}0>E8OU;sIaN)ZX=(R
zbSn6|X0iMG$fbO6yGG~r@v|*^p%JlW15{Tv6#b)rk8AtGEYs~nIi#X`?>8>n5d4m`
z@uoOwg(bfKgS-V&buyiK_t|SQXxl()LLFDAwvpqQ+^(~5&s1zL&V%CO9EjNErFKp1
z%6jvB3WBU)>dW7DKY+RV$1V`5XaHFJxhM1vZ4<RFYpPy0b>T&xlPSB(D)KNX>4$ap
z$d%eB7kFa0$Vj$+h<ag#vHdHfJkN4j*~Ze-pid}Lbm`zAoWozq*R*`OO8Rw}_H892
z4k{loWXynw+AlJjg5A3h2{G!`R$WQ^i}_e4SZo?|-_5@^nfR5zfz<MckYX+P;_>FH
zh<O*Ys?z4%J8nH3J?zz%^Ws%$>ao7k_?0tt5|#knKsMHzSsc{=U?qX3WhF7`EoZe_
z?HMjqhM?o&#pKkqvHV;@x!QhB_{Lmnlbg3;WruEfz^4n;7Soj#Y=5dj{;<r)5G9ZJ
zFYKq0mvHWJF)pS+`4S4nA=ir-r^|f<t@1(}HN#bX*_stRUd5Wu`{o#kNJpcudT1$w
zb>w1{HO<mi-c)gSRkI^PJAy;UC=%f&$rR3AoN0oYDs_c4p$d&-0|DWJH^Bj>9jD5)
zR32aaM=gS&bt)qSGI;JxbXX3;#;J-5vSSG@wbhX82vz}E&Dc?5KHBk~{k$QQ7F$D@
zo>nB6b#8nn^aU_!Ov}3*;1)|&<i7cXgmIh}?+b0Qx$JjaR^t621>L~Gts9cq-FDi)
z*GN>6JL|oa6q@YsS?*Y_zWqa2Uhr8rUtb}`lul+#a_*K?9ZUrTmd*TT+0smr{gBF@
zp2fEGR+zB>s$=q1+A&$Zs|jHUm7n4kl;^4kn~Orw)pkThA|N;poI<PFlGkEkQeW(7
z^#w2gA?lALKe-IN0A^)@CQ2y5!dpEq5L2WXMw9GT<dzj;!yFy03^gxCdtW8x^sj(S
zPuN{qUI_6JqRe?S)w@Vw1)@jxHA0{l3enH2S|tb_<5x|%7b93+ii@7!)qc;*^F?x3
z)UU|%1tke8>W=CO2T0(E%rL&`*xdCp`vk!R69Khc*e-p>>BLD#e3i+%SCv2r737;)
z987DwZD(T^&b#YE!b<n%8npt3J4MOkQrtlfA-tzDl|^`XHwpE+F7tmuvXhVVl4L6_
zh*2wYvVx}jqV~8OaX1mR%-=T7gO1qi`np8gJmSyLw~Lh;q)+;hP(e)`VV=#hH^O1m
zm#efT-z+wZO5Wxh@9c7OBr!Ooe%@=mHj@*U_B)IQGq_;f@Rx<IN{_Eh`lY1w(QDGY
zB8A^>@2jlrFBn#<`$MmW2Gf60Wu%f1rgR;$R~#~hm-sagz$3do44Vr@uHUhvZubg@
z=w6IPCos1qVeIX&9h9Qe?{x_?09|C`WZ(GIYM$>)ym14mUsQqQMDalkn=S6&4JK-1
z?&7=Z84<k*=^7BUEUuq`Mv0YaDm2{+qOZ<<2LBIHL9V_IgA~5B+PYUEaQsx1YD<^a
z-{xc&a0bS8`V&$vp?IsYr;zcET-2M?4x+2PXzov#IjW~!x9=+%V=_oniuM&0pKGE>
zuO)>B7pFpSYIt>-3E4DII6vM%Dx0FHE7uiVfWWpu1Kzq*O<f;7Qk<#D!ds(2Neqt0
zBvsEO1DaXjvz9ga<w<eQMpmg<XU%YNfI8H77dvNQ90Cq8n&*e{ne-Ts`4iIhW~6o*
zgb3~-W7h=Yqj;r)MwT^oWh3W9j320~V(;Y$K<AK0dbtJrLOw<y9;4Q}Y<%Kpu6#4`
zb=IOTtaWRao>=1&#VdihqK}voI^%<%dh2e@rmJEuAY_^+92|axcCR(~WoH!E_j=sB
zysJ2hZC~SN9X}ykdR>O6rzOh4I<BX5(%wNE9LFck%uniZf~Tm-u1eOuj+$-S<&7Uz
zx6rkFdn?xR;3TEAgz*+g%xC?R#yt&j-XyZV@VATR)-9te40o;NKc?ZhueczPMRX`M
z-y7*pB38A$87&L)RQDkFT-G;;d_wZ*_8u0$fWdMkjV~`}UBN;e2Ttrr$3I$}JziI4
z6{+(pqtf&b5ZUYcdfeL_H~>ot`_Z?d_VhKYy1sRTUT+R~w9lkVb+!cv(auIEQ_f0`
zibe?TE9e_b#k#YG;3FWF1MOjgGBb=<r5ST-jt041nGUwZ=o*jxdddF)pqlgl0EC=e
zYTxzFFXq+XYjT62YC|9L>o5L-YtQ}@I7^LJKl9E%=GDtte*Op1<?VlDVm?Qx=h~hs
z4?KEN_JQeLwr9<AB7A{HMOHJO)Si2LQOd>6i#Zfv8ms5E24<(q#m<XZrQlT-nZo39
zY7srt$S^jk9jgkpV@cXZ^r_0Ou{6wpb{V8Hb>I)Jd54R9L#^o^F}1d~zL9NNB55Mp
z89*lu+m0)^CL8$t$R-aKNF`4OrPqp&F-nBo`At(Qj;y2c6;kHr-^{mTDrIH<@Z*9j
zF6Pm8ovX;{ky&zCJh95IHsgRtQ&@d*b~=8mFXlRj)hv-oYq)qB#_>`m+DMA{BXWa-
zjw{cl(o~^o81N6uMQTUl{U*~-F-tQ?JP~bGkq*~jIKdsOdNtKc=yO)3I(D-<xi9Ua
z;z^=HdIoSmokle~GbX`t5j#Q1agKP$*1Rvo+OqhCZ0}hSZdDy*i5qZVpDW4sHIb)U
z88tgZ^2r8h_+GzwbgNY^wMKG;lic@T5h0&Ta_Wqd{F_Six6|`A$9NOPvRi8l;c38Y
zP>1Yq(55-qeMU2nrFPyVIMU?}vuJq^;rt*0lU_6~f3toiSlqc)+i;t`7bh6}0mV%>
zcXI0AmqvT&n9=4pr9UGi0Zz}i>0K9z&F^<2^Bb_E%yUxz0G^b7AEg}8AG}4m%^}`<
zkyBt%f$REFc!i|MFy5w=E0LbnHadEJE9ajR_>)$T#Zq2Hs9da(N=#}bASefcj+m)+
z5*H&rf>kvAwFaMZx4M0`+KwlQWZ>th%~%)|`G?9T$~IH8NxGHCVK!2QpuIQDr*UXM
z6k?g?3QsUovlY=M+BS-h%oKUFS&rzFZ5wJYHjg%oF>@kZQeva?DLm6fm|YU$wQTsc
zPsjPzFPhb}VsmF1KK}sB)^%69YelCb9asK6SN-w)jbr3iuCnNsk%wTrqyS{&CkKl2
zKN9$=T_*LyhmE3T4x4}unCwXFlSMy-D!+K`^GUj~M~JN3Ot!sJ3eGr9{EuI)S-jO?
zwA19f$bFIdhCRSGF`h+fV?JX?btdYqX>}Fdv~xu2Lnv$p$r&B$V?~1F_fiv@W^qm2
zdeLEA^S=~$S6tLQQFEwRTW*btG;#@*PC}1Up4C(S5$_!T0MARW{0$%cReE@8P{O$$
z3Jte&=&A7?Xj6?h2(=Yuba{aA{{W7E=cU*F29N$Kll~F^03CnNORxM5AN*B%j%cOz
zDEEJPf9ox8`S%~V^6%^q9e>YDzx)j!{8b;=9y<R3o|j+v8bA1|^zz3v-S`Bv00$)c
z3O=JA@9!7-%US;b%eei=i|dx!<%PSpuQaASh}=BlPP~9dO>_45@Ix|9Z6}u~Z<W*)
zApLt+Yw-@{?sUdfRd$~Daw;#(LaqlNkMplEA1aLX6`U}Mt>4~jE+VR*@Z<L$rTvBD
zWB&jxu1-cr`e5h(03M|}7mf(#TdaTA;Qs*PtI+i8mAumI?opMNSP`<Pj#O2iD{rXB
zyZg*v6ITBKpK<$-GXBBwzx?#N{{X<j{{Y2N{e$Cg`RR540D*)50E(|oqmxVOQ11Tm
zf2_5?=hS}V%zv=FZT|p0E`RVafALhm*j_gO0G_vB_!vL<s`Tt}%^~(QeMTMF{{Yrn
z-}CA}apr&6UN`M6*Wr3U_^N^YCE|;ll$PoTnUs&2?p25x`q!xwftDZ-QgKI}2<tRs
z>f)2ZQ|kW!663_UmGIMw`4(2;#Avz36byb8o?s`MgU_@F=DLJ^WE7HWT0OY}ZA#e~
z@&iZ)MRi^)W9Ou*N!^&<JNf)2augCvCj;wQmOehx?X>%AceK7O6iSRlV;KMsTI!Cq
zqBy|Rtk`-P7LaOsSvXtE6aN4MTIZA`=gk&+ba8Z69Z;=J%Fg@P<!}6ZrQFy}3fkU+
z-~qZZj=x&8J|k&krLF$}{rex|TQ~FBOJvHETQMw{3d&F46{L~G>$w&u8OG(o6mnJm
zV!gfrf6J%$oT&Jbrf250zyAQgWBh9u#lA1F*K|W=X>E40d8+x5IKZz(Xrf$hScZCK
zMJJaRO|hTARLYe}D>)ZS9fPAaQWTxnn3iAi549ik#Xs~BRtG%+rUAt`J1D^5A8P7K
z%Eym6IZeyCIP%<JjGAPqqweuc2iB%Qxdf3(=q)5r)*yAz@0+OmG{5=*uRZu%{{SC4
zm-~tQ>(X_(f8s@`Fa0}7{{Wzx^8WybSI}w6s@+_+BS@1z{F>vbC+*<b^q2^*?5sjw
zN2l%eqZP}4!okyDgtxhN#&7`t06v596}_P9Fl(05U8+e1qBhYagbnB0pVqq_M7L+n
zDpGqPUrrYn%H)JXK6X8^UR&`eR+8gUYkL?x$nAe|ZLodPe*2%tHR^h@#dT#py2FDW
z=M3$)kPkWS#c&!ft)kgkOKq&#H1^Uy=D69rX&`zW;Cj~sQRZ@rz0UOCDpEYh`#B+n
z-d5Wps4Bg89OM50uU(CtDz?@Z01qltx?QK10D+Izj}hp)959Q$A615E<U$(Rq{|GS
z;r03&i$&E}PP)@3lnEN#<f{Sm4AzjlB34JV`CC3!Oa&W2^aG%#ka|>lZmnsmTYaL=
zUFd%Do*56J6={xo3hYgsO(MS2QMhi^WQ@~f;x_*Pbk>(3<2-m9{t=cZ{(C3&sk{IO
z{34O({(8w+J}vPGxYMq*Y2hh66R(!*%DRqu^gR6ybUzQqd?y&}W{_v{t{eXVwB2?-
zmMu#m{{XkmXmttYSt2T_5#XKN)b`ijMwu8@X&4injAQ0CSi=pSpjk)(Snb`_s#sz3
zglMrbK)BCf2S4FlbtNfD^BlC}6&1=h@VA;JKwTdULFDB1A4=qOI~2RuHNQ628C`BT
z^8%c8<C^Yeh|3Tz3}H_@eKFd&uM1oGn%1)IB!H#J`9pAe^&RU8ZjVa~CmJ;x?7uQC
zPerx6lv}_QNf<6Xv{8|sM+2{6Q0s;rBT>?<hM#7(*ATguXA8y#IO8OP`PSX$n>~)c
z`h;#{M~p`rDv!Qfs}tX!(zuThX}&AewKunuP-j?N1X&{oX(J#42OL*LI7RCt&#8*6
zw2Oavy&s0`=Y{X*c^k`zazu(0ZYoH~$2?-Od^4k_x2xJ(86}L1caRv)2qBM3>ol3Q
zi2Nia)YdzjxuSIpsjw_#AQDGkUX{#vQta95mJ+0MyR;6fBRqq+^XZN`tS1zmk9RMx
zQ|gr@p1<%8wqJ(#K>qIj@Sqsl()AUI;y(y!`ZL0pcekxI!2Q`+nqUrj&e8f;TOGc)
zs%z@cJn&j=+{}|5#Q^)b=m|elj`bbG*?3`|>fByU9h81-@wBfrhFANFIpdDKx>nJp
z7pdicYU1GZna<h#Ik%rd8jIb!A1sm^<-yJ}K^zZihU>%L9JiIN8^r|*#>_)V08*zI
zBkNGy>iVybFXgotKVpgCY$E*ME=LdR&MQv;07JE&Deb0q`%Jco*HXb4+pusDXE@*!
zN>t$&VgCSX<0@+@l{`Ofrymy20_$d5Z?k}sw19^v83R6_(zi7|E5mjs^HP0tbDKtw
z$u6Z^jyMB7Ymb`i`xnHC9-VF?^Pqwy#CwE6g5;6wjQ%F3xkhV^RdpMgo;a1Kia1kh
z=Y>^X=jH_QN}64Tm`S;(eQb)?k!jk#iEV#!*Sn3v#vr%a$X7XX02#;!jQ;>i^sOgC
z(?7GFH0x>Ow2g5WnEQOw>T}5Y*9&0w+NF+WH`bP@k)grc=8?fU>z>?WHMeiCY8oxE
zj%&7t)-kd;L;=~^j!Ogm)y_XE(b?#5*{w~c8U~+hs0~9fTtJH?$sCMGQ=PaYuR<%x
z{81b_?aVrrmX#%?qLS}2{l*;fbH;k~tJ>bBs7o#Gp>=6<DZP;+5KP`%$cdf+7{&``
zqt$J#?R+f~Ma)lexnF-9cJ$gwJ#s$^rD*I#n__9YCYz{TO13W}+oCHun}$~Y=p(P!
zrF7Qt+FILrZwYOWgp%asV;q(JMr)0Z`s2fe?SjNECq<Avj9CJeEDC}5v&TNQ3BQW+
zW^GFTTbv}DBidC9bY2Hea(ea^QcbbONgMixvu4QZ*BN;>v4#aQGGO2g_TU5cHDmi)
z`|P0`P7vElUN#Kj<ZeRb4uh5gxyY|<MZ)mjP?vimq3PxZ^#1B7{A%1<wYsIb^Tdw?
zLALBTXUjVe`{*T0OtmCy+TTTT%Wo69E65{4-!R;F^Pgo*<2dHAUeeN6+qz?zw~?N>
zMQr{g{<Mjx*xSh;mpMq`iTtvv*)AhQTz)(0qgSxrLcFXowMGvBG(-OYK}Mln3i0Y(
zO*+OnppdN7Z1ZD`nKr1~Cc%sjq>=g6$YX+W0-rN)mNo~I3&?&?PJT?_p7ol#-GQ>U
zjzY{)mE;>q0GY$E$IyOsw%Xl<GD6#?F~*<}6CsF*FHiT2ep&BI(jDMPu|q2?l0Cs<
zFy&QOasY>pf7`7Id_SgMMToE3%Hh1ob2{%w+S^IU<#KV`y<#0=0Dvk=&6fE}@G>IC
zJvm1F1x)(&u(w25<=nGO=X&%;kys87pr`Nj3&E7N4+(3!acBD%+F(*ap4Eh@$J3Gc
zio;?gEfL;~2PYUSU5p+pf*Y{$J;I_~E2^ecY~LYnJxa3Fw;n3eujBG{Eham}B<51S
zT)%no^Nw?kpRH)8KB&r2k4AAz3{o#s&q7U1kTVP>aoCEztep#NO`^Tp6P@tSf+PAj
zeAa9;Iyu2?``1EuM>|$xi1s--c0IwVlwpNJ#z)~>Zb&7F%}%V|Xj9V_HGT$m<<8is
zTe(=vChTt@X9t?<d^zB&{{RqaQtB&v6}7rKPu}E`K*=W^2iCE_vhGtxO;O__(dRIR
zE035A{v)sDU9ZEN`J`#|1h-iryO2pVnK?xOj((?T<J8t|E?tVLimmM$=6k-U38-7o
zr`}0vGccMq!()(r>5+MbABSchgZwMgyhrf9>k(XAOJ<~yjHI~gPFRvoed{a3-XD`l
z@kWgm%cQMyB%6$Ur~z<PAL9O8)^!wlR)<~#6<gZ7$?W?193*n?XTyRvlh>tnJ{r;*
z-%GsIb&H0uv!30cg@Xlo3F>`Sf1Z6S3ijG7T}J9CTPqxni=N;b>h!-eQ}8P!((n5_
znD+6Fxm<SiCaxMu*v}U^PYp@Q-*bd{t)X)aH*s8Jg(%%e<5OD3w=BV%1x7#vt!-=m
z3ttZ{wal@`uX3T|+H=7fIsC<7tR)<n-IVk@Piop)rf^VgREmAk9n{`k$x;s70!}Id
z(Y8t60rsmmD&}WCV`BgTQL!FRm;ho2Lb<7?y~Jyef9*5%CbJ8@ik$JyQ@TZKmm>wY
zRl77PB$@6908|pjziwlJfODF{3-`?R@h|=n>3Xud=OAO6db5W4x*BN>^9`pRh&41;
z<-D+@62|}@GHa;$)NSZKCArcqt}TLjw$~i8Zz@%~ZUlG77(7>`X&M*yuZC`Q-|b7O
z8Hsda{{S#Rploa&qmfzq55en#66aQ&?8s)dw>c-<dEkB(=*gl<2AXusD>$qyHj#vE
zl27&bu3D-x*QvcW*If@2u{V~N&-PX#SS2PVUNAGodRN39E(!cCYjt!jpt>r7!RpLM
z-CT2=^!irLo8Zf6BC?j|M3wEs^iCfqE1z*y{8K)bvx#m{OLVAKJ?=-A4^jv9>sdk;
z=v$TEhmm+H!p6hJ(9NhJc-BG{<Wq%W4&C34dzfQhRe!F*ccQJV8eoS9_nB<3)MuZ5
zYo_o|h@VuoZ8qp)^3?_(KkH-Y57cx&oqBW~m6_*a6H>Z5EoHyrN2q_-te^S`t{35F
z`u$V>xySt4yNz7`0K|__{{XLPKlBq^Kf>Jk+NM9bAM<L$xBJWwdoKR~kv=2jdOtK^
znsP3BoKwQC8|LH#UCpF?(u-pRY-!#@nv_c#_CLyzu6Q^VJk9J^DqD;Yx1~xT^~FQy
zwrDfAb4R?x-9*g-?d_VA?BRCc4l1l~nE__t9`s!6nr)=eMK$ay*Ats~hV14~?(xw5
zeXGyK$KTZSFtYbFA-}g)lrfD<5sk!iL=j*T!>|=ud{Ly`Ug~yfIWuXCzTj*)0~tF{
zexIFXX?{A>H9rpD>o8l~#|@U^=^~BJ0ME;g5A?1+M{~7JSl^jIjH-d3rBIn2P_76b
zrn%iK;ytdj;oVDB7Ba^rfXiE!1h~N?2OTPwkMRLDpATwRw>BmTZ5MEj9I%jMAOqTy
zry=`9Y+Z7%{76S`E6%(_ZbM5T$P9aW)~=D`v2&zeUTPLe1Hf>CAjCK-NbA$5TIa2N
zVw%l`-QE4HP#A~^k?w8z1dQ|SD_U@pW>sevv@z|0j4<T-@m*hpbkDVFkl#%_HujdX
zs~46)yV!CRX1I%eT+3%Xvc!ubk`yU8JZ8NE;TPF;jeBkE5j%aI-^*c<kViGy(BtZL
zy5EU3*yBW>Q?&Bci@1+-6P}<DJJ*)$`mTwnYBrNcbl!S8tcEzw8waS*eB(9m9w@Q0
zirrN$;X+j4Dgm1C4;4U>>Q?1c58jT0-k~;=8(UoWsP3oOxs$N%P8T;M;a!P600OJ0
z+)tpZnrP0W82bMJD)_i!tIn@4JKwqNx-_Fto0SZC?$Ch7Ku=GWgFV>lWFJ+lsVXZ+
z6Hn(koDfIw4@}f^$R7DnTuA=_z8@hN1DfoYv`YTf_T0g8KeCF=HQZw^T}Qg&k2>(E
zU}P)nwy$0gkX@4@lskn393iOML3tivnWJ=%1|!gc=}LapNypkd_P8etUBwkV>zQL<
zrOM!fK(1<k1o(F9Q#9IANW}8Y@7MFLws~ZMZ59^Vr2*r)tBxRy-U%1?Z0Z}^B83{V
zx^*4UHwE@lhhY%X>|wLBQx&vB5vL>p=n1PIYM=gkeuAvu!S;JwWF#CG<aZT9xhvMh
zQlBfE`_76~sZKoHsF&?C{{YWV(vP%F{{THdN{Wid>$s2Se|e|X>3=FD`$XUK)AXb5
z68`|tL-|y6hp4NDHxT5#_xF=5Ju7@D)y62rRsPYl2<+3Ui1>2Z7^hob+g+=)GONa%
zZX9O6M5imoA1fs8S)!|p`%=ihd|<fTptcDWoi~bfs3BPzb}Yn!5MQ4l^efa=xgrgU
za-%m)Vz|qXh`M|tO}4YMDF6e7&u)Dxg~!Cx(%Qr*BZDJn2R!E=m1QdMT}q4_=z1BA
zg)rb85&`rz=9j)UztjPSDdK@xaIx@D<C@H#d!HzOq`8sKOoh&Ij@;KQ@$rkYO_l8B
z*!8xSG#P0TeR9B7?wKM>r$q6(x}4#Z<Q`3Y{?iv_GwMa73RLI#i0%)qdryH%9|mdu
zTZddph8_O^c+{3D)_k_HwJL5d?8*3}cx-$-V=!%_?eXOM1ati>!nK`ZOY8Y2c_cDB
zvjE2=fAz6m(ea!!cs|Wn89Ic0PCtS}UqA2iFXw1w%DUv|)~fGf<dyDp=U+?RG8mR`
zEW;Xv2!3piGwth&ZT7zc*xVT2>f!Dbt2FLDVa5R+$m^QrXN|;>$sF;jFyZ;=DQA^D
z=4j^|Ff+XF+}-|^)Z{~gIz1D_x|WWTT|&|#NTpYEbZqs<f9Y4#$G64eX*Cv<#Ne3M
zg+1_3Ue&|B=rEYc+z=hU)n`tzf_am5!v)&XNw>0rllavtj5$+1!8}-s_Dyuq#T4-F
zAQO<pfH>y@x;uH2<#$HP{Qm$6-TbTO>DjDO3FB8rlQ<6Dv7SA6HEPGjI-R|twfkg|
z+p#QTQ?wF&an`j}e2o2>?^oLHm!__6uVGR@fm?HaLb5Hqf1=NJVskW0oGh-tDg3%u
zlG)s?(islY06b@$`qSF=7E-XmBT3m$tzz*m_OYyKLfW49Z8~1WCAN_!iwEb8vJFWC
zdFuXKZwkc;1EC$O!*s1$=TEva#i;$7T>k*eB6&WT?_Ext<D08rHPsb|4Iz;+<`Q%3
z!Tc%xX<t!$C2h}6Ft>FzldZw2y|&#xTSOf17cjHu++d31XZWi$0YsM37H%>WkIS0f
z@b8M}@ipDlOkq@t9l|tEx=F_^o@!-?O<4{Qw2vn7RnEI*eim!UL#{%YBiXn5_w}qj
zGf32RV<>^3#6T0g<FBXXT^ElqHLZY?v>cP(q40*MX<*lBa{C%UrAg_=de)Fy6)nz-
zLcG^}52LN!>c??yJDYfI42R?+=H3rLIq6=i(l`S+P1xXb$r;6Y?yF%piF6GnEj{6t
zQsPIE!(l)>K>kL(9ibA)%p`EVu&40risY?YdnR>Jp$*zN`^`@I+UFMpBEHmBI5-})
zkuIx#TLy8{j!!kRZR3p3vKyHTNK4?LC$GOscAXnF#B(K-q{hbqrcur@{nO7ii>W^5
z>YNhM6f}#A>GgXwmvM=uQb8R?Ylhcko=txJl6e9PrwXBuP26{{N{&afyIGRSi-|H6
z+zb*Ad@W<o;M;qdq`G+J4=jbqH(2DHoDH2Sp;fKf6Q_Gw8`Hca!&)Lj>gpmOlzj3r
zk@Xc#)c)<Z;x{-_c*!1|b5lWT_PS@-qqT?0wPql^tVt|)9GrTZTbG<zp%(UlDvf||
zJd^eQl{23-uX9L4m0HA66=_Hf&OYEhPI~6N@5U0lYcWQy@~Xwg^T-8_dL^gYCb$W*
z)CI{UQOV$Be-}@!a6U3;J|$yu91P+mA(0C6lm5}GqW$AK{{RWhWPp8swDsR3szwVj
z>?+7mOBaDT?a%np300klwLn*l<nvu8FxyWsU&k4C-M<*g;Mcc!5;k86!d#NgG{m0g
z=QZOnpDN{URy7a1es><V*62Pq*DS5z(yVmbOOm_XZY`6^VoobaNh3OuZ)39YuA}x_
zXzW!!YnYvuP;gMGQ~HdG@wUIaRv=zn40<`@x;<;gciPmENq46~7n2*H^4+=JjP)MX
zkEUv0+40XZT6vy)4{k#@K*Jdvbrhu4^kECzR8$(R_&NJ^(e3`Rg-W{4ribO!F2|?u
zO;Y~=MjRBB1@$7Vh#+tYSw9W6H+{>{ww^85;%%|&*I)tN^Hx{KJ|tiHi%dc5oP9kj
z4dabu!uhP&{vbc0r1K&$GHoJF`?qcFj+ES=a#T_1?Wk(^S|eN?R_R2LlIf7jcs|v{
z{k!auyk(hEOm5l-YV0k%PoR$sM`!l7OMwYptrHBs4;jb3aWh1+kgVHq2^{yuaJMN|
zk1_Q4H5HZC<?<(sRfTq@c7wqzxyP^d{d=19kB2(`m2eJ`b9)#&{Ma`gp@|qN?s^~3
z6~$@#W}PmSxAM=YB%LI;ezBh4omjP9H7;SA(o0W1Ck(F|5><yIrEeyWpI1Gr#47i?
zCDpB(Z=OZkdJF^CIj=791U6PF1&yRTq=^Bzd~Rl9I%lUG@G8&t=ZPjVgw%_x@Wr9(
zKPteVO1c}Q5kz0F36H|2GUXhV%&BF!M!|5SvgZ{gtJ=NXZy}CA0Rug=M4EKX7<;QY
z{L<JNO#c8%Q>EQTNsihrp#9*3KVFrxtc;yAr_#LZ1`^s%U@gIABd4Jq4R+cdw<X>!
zFF^ZH1gwg<SpfFzab8~pH^~rrZVHk)RZQ{uRc6+2W12Rw)Hk>%w%mR^b6Q5JoT(n_
zc&11*6YzfF{#EB59r%?6wX}9x;#_&k#EX&hf~4dEI`PvrTT|8V?zI``w!fe3^D!}P
zVym;a99E93QZkJhNtym5wU+n9x0d$NnIt7nGwcO!=o<6*V@QV5`pRv9$nvl%2<d`3
z=iGfOk=5@mZlt%8X^YB;(QePpv`E+l{VBHAvR*`mq>z_v5?tf0d9te~S-9?fy$lr!
z8B`T_?l*Vd=YIY@(r#vrW4F0!KH>&JjFa`Q!7dS$1t@ne0*2sXy!S-#hLdw_X1?=L
zn&qR9Y@LTs$BO5CL#9KeYSY7NTt^(BA!g1iCgkMYjz>oWQN|P-Ua0lirek&XV226^
zPvPS{n&Gr$yKffi2HI9g()5{B4DVbYm)o^!_*+zw^ogXrx@o0bhmQ<0RYp434>jH5
zYuEByNi1dOKXj4by(?Z;F`=ajzKioc2UoMZy`RgIbZ|k5qbv8>!OlG~z^X8Kzr*o(
zig={GLphYPr<BJm699DeIICV7)o-r6FFf<QnPKw+PbusP!6Vxh<rdnOp?TvYb3B>3
z@|i?|NFyh?`Won@v}p3Gy;qs+V(-n<wH-Z|WR`I3U^*PGMn4?a3*g&yxYsRw&EZzo
zSNTp4-Zj6cY7$-eN=T++@|fgin>Zu}U^0Dp6~NfE>2(Q;LWPj>4?&Zf!b<Z;&}HlW
zj<5C5_U{R5P+qP1hG|?|NG;pUY?ULDIuBa%>;C{8YMN(>^*gHzghiS{L~fy#lyQ<P
z(R>rIXqJeoi1WebIRgzNo~(WA$hEBtP=ilxUO2<Tml9eQU%eY=IdRaAYo?o4K5nAa
z>va3uYs)C@q$1w#McMY4h(gL+Bq{0%tqoe{V|Q<92upirjLC9w%OK%ZbBqpyHRcfB
z+-Vm!_VVtM4>3$KEApgtt%)X|QTsu8OpK`R+lEN%`ctV(?FBlQ_eHyRg7W_WZR&|c
z8-wn^d~=V$e=2o~O?Bbu_ucvBty&1C1Lj37oO|H(HLYiA_kJY1WovYfD?}w;Ai>jM
z91h&#vR*r=W1c}K(2+>l1JE3PqOgX|9*#YG(f<GnFX-BgO?3Km&aX9$Yblr<EV%4_
zF~F(sXZv=OVLZ1l9oj6iz{;O}zld%29COyM=)MfGlf%|-XO(52ZPc<TUCu}cX*m17
z)u|VPVaS#%i^H_!5sVMgxaF8oQfm6IBL_xyyEy*<5;SXfWj)MnEux=car{8w=ky<)
zQ`caM=6IUf=KCahT*#OJ=Ouvj<l?;?cwrtphi18Tnais-2#+8PFSiv&Zvk7hepI&?
zz&QYNKTavE!jj(q0C2s8jArott7!UtyU1=<IN4HHKnWYk!1f&CsvijH%GoI(K7`j}
zAB9#c2(;lX*b%D)JZ=ECeLd<3{35VO%_a5pm>{yd1CLJCKiV|))&0e~7q-VQ{{RTy
znut%7PihmxT3Za1e}78rXYkY#LeR9+$G8ufNC){;HvSa1f<<wAblXn~%rX3_e`?WB
zR{r7rRlSkTTliZ}Vg8}fvyH0tovqvWe?Z6Dp_QERvD|^vrvoJYE55k!{1e->Uum8)
zNIRoo4;7QCcm~f_wn%REEBO@|GUe3c>5*DTH^X&o&R9wGMhA!NJSF0I-VHuLnv$tu
zZy{t7W3uL_8U~I*{{Tjn7#tNWK~vC!T>5B`Xud7fw7W^AA{bL-l4EvA1dNL4G=m6q
zZ9-e2xd{0%=Rb{l9O_9*Jxn7WjS4(DrLfwN$%E+mKgyck9Me<+VwettE!6&1cKB)X
zKw`7GyhbDzXHd8t`X8lH($yll-KkGD3gLXSyyrgVpEK?^6}^hXL9>!+P$ZjFfE8Ok
zfjy~P!xo6hcS?Zv<NPZ9<5<gYas8Vu=bU95nnemabQn3PbXdolWWM`DsSSmQf^rD;
zJt|zKZOT!LYeS0HwBv2BeTvFCWXx*HyK=`pcmk+3t<9sBp5A!(o;<`Or(v4z?kyVU
z#J958!*mzy$eW29(YoV<(2B*@?JmWLis7a6e9?rJvH$~~{^GQaWRgvn{heN;_afPe
z5Rzuw8Z)uzs4`FCRt3D#I5R^mS<cevMt?f7pv5X(Nftu9k?`R3!4;>e!Elx;XOOTh
z^5u!gAEhdlQ%xgW9ulQ2OjSi@QnA(*Y?n>Ch{<K=d50f)bBuxce?MCGKZmyZFWBUL
z4<!TQcae!=aq^6iIQH#c7o*0PI*qInhmmESRhA=$U`{YS>(_Ksf8iZ6`deE#u57_+
zC24M%VuXT6mmkVYo(4}G)k!NHQ@=dDS<v{l?(N_(8PeH6IT*`0$0bL$arxH=CG46;
ztD))_hjbD7(#FSzZUDjja4TgzT9=x8YWnTh_HDJigUE^@mUkSGyz|Eg>Uvi<sB4zK
zH1Teq2iTq)C7a6f<6-7GVlqxTX9MUfIc;`!;1%jM<o^I8j+$e0bu{iVB#h47cPA#b
zv<*)B3k%yTOK2TsQ!7h2ZKzdqjyUHPlX!yPR=k8;`5s%i2p@LddSvzb*7t_whA$3k
zH*8M%t){jLag{kn3`zV&Xrz>xHPia7FZ+1T)%-`Q_=eufO-kJ%*$Rk~G$Sd2hUeD;
zvSWf<iC9Gwot%=YPv=sc$D(O&(lh*wxjE_W?OPfv{ijK~wHRHpi9?R0?Zyw~`qj={
zux%Wec;2*8gL9Z%Jc!|2?zY|yC9G3jN#)u^@*bor=Zd?k6^lx<XUW{nk805H%!xgP
z{g~L9c;yfLS>$8sQwds~&GGQQE^Exp7MC{7n}{Tfa2VV%nu0hcy}NiVt)!k_PT173
z$KhN0wV<}Qgc(DYW8bG0Tf_25(`r_TLWz|ax}TU3agV1z%CUt10DC5S_?mz4lSz59
zT^qsLo}qOl6WZKcPLYR=9Wmx|2VU45{uR~uf51&;sK<XP7gsi|=B<(t(Uu?IlNeuI
zbK0$VE;(B2^G}tUVIr0gv+NAYM^@{McCPBrPSrI#aF>r2m9O0UEvKO41<nuTDy33Q
z*&Y|OQCgT+UlVU^Es?G~H*&5{3E%R6-&m}>uZ%Z)09^pCdztb-l~?$Q;O!?wwzs^r
zlIGk<-do0pdXw1Ujd{{rOa~6mGsoSh7kwEIL(r{0De4j1x_@K5g`BxQXd83baa{hd
z;`_Zu;ir>Kxk64(*F*f)usn;EY$(V*vb5%k<yWRX^0ihK*x7Zvn}^(%SD!a+$Ory|
zT6!M8f1uty`ss#w8Zv}SFaQtu2==V?wYV$J(e6ss2Zmp?d2K1!d!nf|YE5isCCs%u
zJFkk@msayxNu*oF=f=^JB_yulkLynGHl=r^$$Zw<A8Yd!6@ZgzQ<IM0TF&qui)b~4
zxp@5JxP>x+*yFITRf^ge9iAwojhJASP%~aeVVL_0%S)c#UgEHIC|lxa#{U3>*?}r;
zEkO;i{{W_r4sre8$LUs+#QKuRSNkCqz&snF^gqMfgY@RKqSIrXpDx-Hj!7uBFW4m#
zh=c=p831FT<07;E+p8sY2V;-w6r%NKHF4uxn@4EwEUkpVWTCpoK3)gi`VXnAgT$JP
zLMKfs-bk2bSuV4?>GJ*`QG?pG+e&FB+V+u|7-!~HIs9mSJi)aMx+rcJ3NUDS)nu>8
z#PBp*+`zf<h1HwJw>B1$?_Jn8eX=?Gy+6XVG;a~EsUwF=WJNnfkz8*Dy$=H!>OE^h
z<4-CB+(8=w$IJmE+JU9CahDdTppHOL2^7|MRXt!!%jq?v8>#Ac78a!6T}K+o3XGmx
zj)J-UOT)kLkmwU!X|6owoo_9e3~iT<<MF^hTHbq6<s-=g7})%Ulo6VFjqUzSd42FJ
zD*4wtyM>KtV3ZdscMUT^gkE22n-_MW3}R3RS5QMA#-gzBrM8{nlcXjJA2)VKUF81&
zOb^1P4EV<O1JD{W{{Y`_&bj{pwj=zk=vY_W<$OEf%S|Ijy|QO%TIDuezHyPr0Y_|P
z)%biZrd#NL*)T@&+wCElPtN3w5>I;B3I=h;dg7M2@fnp`le`^~tT6G4)a8@FdMsLW
zmPpq@Bsq8U2IIjVo`$H!@V7vQEsH(=)BgZXSN{NsuST&F8ykj;Z<rZzyC2r9ppCBN
z+vRT%{Ko@mYU!suOyZxkdYsetX|>C-<^KTit9(92Jp1r7ll#^G0OD(7!(I{7{3)p|
z{+~6=$|Gp;GlpCob^vq5c2>otynW3JFo=*;3{qS&Bij9?P{=-KDmce#e$x}l&gwe}
zDqPl3Dc;>ls31#?y$Jb7O60W<0%<y&%OvvMt1E6BBm??aZGGnL4Z1ggwpEpJk7}Yt
za@NJ-X-k)#o71IAYW$->+kibWPl{KHVImwb?^bPNh}&FEENv&21{GTw%~%!?84CrF
zsf)}Bo<a1iso`o(DaGzot3fvwjO2Dn1Fzl(c75t;FQ$=(?=K*R;c?AP1-uemFfhuB
zv6tBG$)T-acD5iqLSjKyImKLP){I+=(1%i+dZM@5rOb_$K4;&^;-B`}gk=Cl$iXVO
zH2a8S^HvmsNS}7lS+WSJMYXJxy{uuxiVh?vsUFmOD#^9Yul1mFQ?=|?it=cqR2v9i
zySZ{#=}a@q=^`^^J8o}tR%EdP${UEuIRkq7d(<~@h%TNbCuqlCrA1g*ryqIg{$<m2
zr0o<n=8{y69kLUpGLTZ&9Hiv#&WNOykWobxh9UQ)JoM{X9w^lAG>;Bk-&%z;##e6T
z$mM|PTm`Shjaq3-I>J!lLaYRBW9oBV*lYz_@%E7Da@NGco8^(#zlXJXZ{@jtMm9$~
zytBJ*?_5(`LGc5~u61~WcVt!uu}_ROw7q3{Z5rJN%*zk)dS^A!cxzj`)*fF!U|7Zu
z*!q*xoc8C6^rt*^D04YzjyNneNpjnBh}VC#G)-PBd)x6l2t%W%UA*zlVXmihb$Wcy
zv_{ASZ6hO|I{yG#=>8(y`CcW8Et^c1!x99^&QBTqE0EG>xt>Oj`wx$r65sOB<EOoP
zxN4KBMl+XFhP61tqe&Wb-Yj<SAzZu1!esOZoS$0FwVh*`q-f=W7}IuSYz8N$GuE$p
z(*jE?dCwj~#sE3=&1PQM+_lZS-OBKn<8k@$-_o^@nFXl}CO+3BNb@LUJ4)>ygVwLx
zo5LJmZEQON1X<(`pprU$Jxx~BE$tq7^CZUMKni*-Wa`&**{ep=hnexTwsIHiO(h^U
zbqmtKCD~hGm@I+8-_Kq;SI}P#rb~|i>9WU-jAkPr_0{X-yY#q%MKcv<bqrWG;6;5)
z@NDPdPKt4l_5T3+K1$vc)O8$QrZ>mQS|0+~x||WIN6vrgl(qAnz065)8eQ91VTkNK
zYv_O443Xd~91Q;e#L_(f0N<%==I{{YhWU+Zg)Pf-Y93^=ZOX>P?NB%a`cw?ybDWxq
zqYSwR@XbYn--R?uVPxEJ#}%!kUA4HnlqZ|yz~=-EDQqr(TEro?Zel$vZ^OmH-CQoh
zw*FJJZn;@Mcs^6@Lj*5~FD?(+ZDp0;$cae|KZvL&`c_JBCq2Hkx#CX}-1wsB%(#Nt
ze|XQjB-%!J$I`H}(YLp~F>Y*WcTwAiBm(CE1L<2Seid>81XU%N91?x2k6HH<#y*@>
z%PRmrVg+R?X^!?fqvcM}1RR6%h5d6)y>Rb>#q!utI-WS@xw!7xPX`zrVx|{HRU?vn
zF+7UT*|FTxZANiwRKl+q`Fdk-(!1Y;9#`A-R!z%@5PaRfYV&BMmgyQdeX%0tiQ^=6
z73tp!EN9c~H4RSrOg8sOq84Mzg~=ojLF?ZXG*mY^zlaDI#7)TQ$Q8-LGT6^wdg;7i
zwzF#z&mHt_mLnMFJ!_hdNYsvb_O7VxOui%EJ{%b0@HMi$flHY`ADEBAwsfsMtS>b?
zi7q_<0JdCtiWHI&ae%%507~He6RBNI;dm|VFX4_zrII&5zcTJd*iWe4-|()i++I9$
zD{4-621QuoBa^hQ57A%suR3Y-Gth*WE`oWgo^*R<EaZ%=O@MRLkx2<Qienb@F)f}V
zz#oNT{hnBSU4E@|cuoDgi)B;a8BzysGtF~*UT+28*?G4uC5_Q{l)eVmA1L+e4NoIw
zDwaJA$Qh7`Zg9Cc@`gWFq`02dnmML|;}Mg!oltE(2+42L>0G3@N&f%|R)eauUAz}?
z2(807Q<hzzo^g%dwUZ5`vS=P5(26&kZ#cS@-e5-4k%6ASFv-O}Mki43p7DIoE9~<8
z$Aw~mzB-UMb5WbCX`r1<c}Tz3ku+n=$FDqBANHGf9vRmqw<b7MVA=MJu`BYDeKL8Z
ziaR*3JVT^3F)Q4lnVqgU`A$lM{70VDau3=abocgFw##!XLlhDy3p3oV4t+2=uQ~CI
zwz2E;G>Q}iMc?LzQ^tJ<txa@czW8|!sE!pne6m6Y?8tI=ZpWq$D=)>?(aomm_ZuMw
zOK6Yo@^SL*!T0%pTGo_o%&N&r5SgM#!?_5Zi!$PvS}4<d93ymgWdQy)LsEh_(KOs7
zWbHZHa(^1Fsz8mQX{oh1+(`|S_>R@lbDY~}iDLx(syne5H7s|pX2Mvep4vbN^CMsm
z4^f=f4y6jVjis*9kq$`>l4-iVs2X;d3XR`q$@%l1-8)fmHyNRH%LfX0<PY(r+Zw1)
zan1+H-}9_(as@Veas?oW0b}N8aj5)38u^w5JjKPjo?pIt(h;uK@Zj!t$vNgTPaa4Z
z3~+e+gjP<!7VSzsjUsJC$IYA`=B#U0OD3%x3+5=m7$><j46_(WW^&&&WpFU3@Td}a
zQYjI)0>c9<PSx!~>h?BP=54@kU{6zyzoDuvDUj+Di6jvdvfnGl?{7}#n2V4+QMk*g
z-Q4vRCEQCYs5^2G0Msg7FJOSm2uMMjE76Zn$E7;`n7zDc5SbqYu;@K&o`1!O^jHu1
z7FYQY#S013%M2eN40_k5_?~FA{c-H=t*!0R6+Tr~CnZ5V4h4DMg_hQB+yp81_@P6%
z^OhXfd#l^DzAn3wvUglLIX;|Lt|_y?PDvDu@<`w7usUI5as6s$h1l~mAFOT1>skWc
zROBz<1$Ek9k7YH4GCVujugt)nwB=4Hn95Ay5(dZm;!nIp<MpPr1(b!CKUfbxt#`Bd
zZU)cU*`p`3aw|4{7Vh7cgp~gB4ANBM$IT_s;vY?Uj_t~0<S;Sq#s+INMG;H|*r0Ka
zN91eL8%p!Ei@Tq?upH+cvBoQx)U2U<DNev29YE%(MFVo&;`ZFbedoh89#V3<+yV8$
zuB9~#S6EE9F|@e(n|EJd*11hU#cQmbDwT{V!zd%COjgalyJ$%h*}{l=GDHqP3W>zH
zGK|u^lCWVP%I&nH1CUNZIPcAF=(9uiXybWf5_yMevFpgLenySwm7xeCEtJ|Zk?KdU
zTIe(dw`G7ij5%^SQJ!m(D%F|xSl{^*Q#36+S#_aZO=)qZq4K789(BNsu|4odJf5{j
zTh%SKK-WQ$W|CEN8n*4DxX*g0b0l}OMs8<WjALrFq%(9K%|7tJnsiYhh%&g&&^_x~
zsdBUDGUnbQCWe#aDRekxwvNu$WET%8m9F*{40z)Q6-pbpuk{<NtB)=wmQx^6Cg47Y
zy;Hi5&`C3?i_CRxipnv&wL3(0NZ;)~SbTuNKqEfh)S6dJ-h*zPYySXRnl^qbmd{H5
z%u73Gj7sICYo#7yl1?#>DU-;jTZZQ5?-0GBJaDeiqb%HHbpsjvYdUD`URF4dJpTX)
zts`-4x{lD%?T*F;8<(NW6a4E{WwGX6wyq>TESe1lO&nQT`D7JozSK7nys#i+uOwD=
zjIoP|+DAnKHsqe1p0ziZVy0(4P%KXhqpzh?f?1=M6Ks&X?ZXMM2Hc$fIIJpLnI8UI
zf2mgfx*gYmwac5&6X^C%kVh4?62<aP9KRU{7|7|;sQAB9dn=7YNw>pUYF8_D9HGAH
z2Lu8B^5Fd{9RpOc(KVL7A~tl5#6bZ2<X~j>6{S9kb*~Rw>f+`t))ToX#04x^HVYn$
z&PlD4NuND5*~MPl`PLibP+Hzq{A$Im&9m8DOA~-*PnBHlI0L;~Nvy7I8rsaXv4kpR
zVUIZXU^<1(H%f*mG}z<0^8CP<Y=BK`QRs-Iz2h@T)b1>&m6h#>o~AiBOTZZ&4mmt@
ztxZDy33TbAj#xy7HVc**Ja?#VEX(Sw@x=?<Aj6EP!N(W`)R&hwrgewQi+GW83XP<C
z9CofpG?P8~;OgQh9$l=idR~fIv@JcHsbg-L+Hy0F)wKk%#b}J#EVC8?PCI`p%Yd!5
zf)*&L6k{SGl>iRI`BrQAr%8-u<&jTtQ<3!*^6-UkYbn!>_b{lTq#HV^96hWpgd_u#
z=3tI}JJgd+x>8_e1Wl8@_&jh&wQ=j>?HPiRGyL5K${)p=JZekJCeV8Mb-(*XzlLP#
z(@$9)VcE7w(nU#RPx<MPInFchPy0efj;vNf5fT3Y+V%c*#;=UDM%#&`=YjjWbNIVO
zjW-*I1OB<18^o<uF>+JuBc;6A_K+iO$`L>{4PcKK=%uhOSo45F5)Np87wFNbEj*n6
z0Mj#EwJ_D^H!er1(F%}^ZF72)70(YFXk~~K%b)t>YG(0nj;pxbwmp#4eM-ObGQG4r
zoSwY)aCo;+c}1ei;ylad6E*^l2<QjvSvUH!#1X9Kv@T8$ohH$?yTABJ^a)*^fGv()
z;2A%SF}z3Nrd+&nu=lnH`d7P47gn4UT{oe_DsgveM+tALNg-o#d8QCMLov>O5lqyz
zCrDMTrn7e4{{Sr{z{Piw_>;p1WsW$b4#X(MupFAL<C{xyrrQAwDVc~QARJ=0hCWWL
zVJKSUx>kc}+~Rb-Mr2tcx}Q(j<Uj7@CAWTEF;?z1xh-N1V<nN0a75BzW4})IUeYUA
zCk(8B5ANX7>IBJkZn2whAZ{{-05?uCUY3oRCeqM?E62Lj+UoY^)l7;3Sfw~(F@ilt
z1$TM}gcDfPwHaj7*`@nATSkzwub4r>1pXDqX@WQ}%z(r^wo(ZL9<}Sf8`Lj#-4{@j
z=IJFZFOwX6C|{R27{^?S&M6*-Cly)^D9NoC<atfshhM{*u(j2%Y@~Az=2)d9sVApF
z=~V9JxBD#d#VQmsuED=NW1Lr~YPu9(@Q&PF{{UyhZ9S}@mq@@Y4-7rPIKi(rz7Y8r
z8&z}WuG6<1W15<_TOAo~YL#kx?)w@39kz>4)ogC=bsIqpGOUavV$47}#xY*!V{$Ka
zJ+{_wJZWqDm}S~lT#V-*UOD%#GqeyxZlQdv6Ot5x&N|ns=<}EG<&>7*TC|Df`HV6Y
zWRBk855}(T>UmX?Qhuk1YkF(Hh~68S{?>&}zDE(oDH+<MxCaZKIjFodEOy=}ww7je
zNMu=CX!)=gKhW1*u36dX{wcRYe481SpqkvrwW1}rZy4)`!)Lh2tXpd))BIqIGKFvs
z>~{fA<~i$5q_0lLPFo+}zeo8PH;{>SE4!aIBw3_wtGg@#JxIlF_(WR4c@3i9!*X7I
z#7B?_D~xkXug`686vV@s7v=WvMu#Np;=MXMIUraW$dn$W_Qgyc<jce>VX52u#traW
z%N;#ox`HDdSd-3kp4i78)jpEe){xwTd2K5=93gHn52*JQW*K1`ZL&Kjn1gBHa6uxh
z+sSPlGO3XRkZ=w;;;y8$Xyn7M-o^DW@9{pJZwgIru7sEKT#i2hRy;c-HdhlHi_2CH
ztA&W3Fni>C)yUr0`!W=lVPTw%^VX%c`y@`KUL&5z6)~5(k-j-Etxfrn>l48&QF&4;
z5XU&IyE#pz!^>~?++g?bpXpl{Gf6h1wWNpaK2YE=-R5Vn(w}ISw)Y?FV;?tAM@orO
zce-bzht1(iglJTxq?d9FKN4!1b;-H6lq97}ZYj_j-?s7Zj3j|t0@9~V;@@^p)Kx2!
zYa~T}(HSJ?0P$Y0@Zt!g@T5UmA2PWh4i}!3Mw7nfRL$_#{{VN1<huU=h`dFt*`yk*
zY#~<;q`+5^?^rR(GN1_(k^cZ({{Z^c?mrV@4dK)v07R=^UuYOwp+1$hJUpb|ymQMs
z!$p6)M8FMoESOjeIqW0mr3rp8e#ZF!0InzeE4A?SXu7%*er=7<r?qwFJSuu_&ND=)
zN-o^Pj&+5Szty66+x@*0=d^WE*D#;(sFF*8BD%r@1Cfa9+7<lp<?vUaUeua)gJE&1
z!z`A{yIeTg#z^OpQ|zVu%&+Z?H%v57H1M?7mYV&ov!g{Ej7e6HZg{U#tltuZi^lqP
zc7oBI4E5{Mv`u`*Zx*VnyXarmAzkxA3M;ZM*#tJ%o?#(&43IKv&7|?kFpf2LjyPCk
z{o`3d*+Bt_4b*zlq>mGBjoBO3PAdvHzh;zs9JMHOHp|vtTHkRLsJ>fp=Ooi*e<~YK
zvnw=Vivrzq=~Yd{?Aw}GECw^4)Qc>LpewKd<PSsZSM{``$d}BYVDEC|k-;eYTBF27
zgUnXwdF@iF%l)=ohS*0Z9Ag!oB+|?_%Og1SCY0RHQ_J(5r%Z08^|)VeF?$JE(%&1|
z!*3t~B`vkR4(=+hr~==S=&Ssyp=K(o#E`uQr3~!tmtx1%oYdFFs*vTiwl19)33FUQ
zOG!r+!(*i}Xgw(?%_|P%i!obiApjMSf=+s3oo#XUW_-pRI_)6(R5VtqwMg3C4Ba@i
z*K%~aSlya96#-JELG|xR_MFEONf>`Gp(m*HsCc5Q+tljxB~gJqmnzWtF+?Lm+l~%%
zP?}6t3+-aVOp++?E(C8c+*}e{oPS!D=UQH6Mlq(1n|q(L+gt@=vNksHOKEksSzc*e
z7msLR&MPNT)NORD882^TG26yQ<_b<Sa5$<qz9-Ue6f{%GwDf0*lpoT%sJu%_!Dx(T
zsVnn6&Xy_ThIW5GNePUob_XESWSTprg{6^}LGr%@@z~cRCyu;573<nH>v^f2*oDgR
z{?;)}lgIuWKncB*B;x`HC;3*5Vr|Oc?dZr}#`jXx?OyF;f;iS@ot47|VbFR~`S!6~
z$#jmz*c?Z<p+5D_+UvF#woQ2h%Fu&@n3x~P)Ye*+wxDDd?IvT!cg9y4`qG_jL{~JU
zqWlX~VbPmQdLkCPer<?WMLp^p=~m+H<U)3wV~=X(^)DLe8b$QBSGSKH#8}><7C6Yy
zP(3R=d{6L>PBkew{{W|V{{RY7jxMY$;@b2Q_EhD2>UJWQxZn6%UJwWVLNb5gGyedE
zK0k@R6qGSdMoceX^mqRN3d8C+i+m66HTuOb=0{&hGI#)*=4^a@;k`!w8!KDs9^!Th
z8kk%HPi&FxSbr9;Zme`m2DG`J-P+`W(8yGgwD56NO9xU_qe^Pc_a=4XpyeHGZG1yX
z8^HI<nGDSs9lwlMl3Lu_>2|Y4Ea2QR&&p0PJAQerL9A-GOcHHE@@RntqmpK2IQ0bL
zt4`sjEC<X@eO?O$@bugpzNd+ZukB^cV@m%3ReP5OWRP)#xb?47_-Cr<_f~&ngj}6v
zBQHC+#CtP<7oNP1)#6V1a-C0XcCSbHHxqxtNvJttg|opK=a(PhRhU66G>3(6+M-X3
z5=|G1EjBR;_FzEm_l<J;W~AO=g5aXYgq4**$R3s7d`Ysgyzv&CmzPg&pJj4dIK!~R
z3~}krc^%H^u4ILa0*ps1gZPfrun<zh!u^94{8n}{O>Z}t&?^~THhib@s<(5s-O7^e
zlI}>x)1E=({{Wv#0QEo$zvPnYTWJYN4oImNRk;%*har`>40?*__BPnX9dq19jLjlk
z2aSrPn{&IqYdY4_8>_=_acw$G@0=boInVQ~>#bDX#F4vfe3D<DGsZrY>ubldz84Db
zv?x}22|I_>ayoXTpwbz?b!BO$#>@Sa6tKp5W_+CY{5h|n{t~oJ@XJVOBN4_-`&4%Q
z{FU>C-SXU9Vj1J!<CWY?08W0G&3zs4jAP-3jxrB3^y&V-N_5k<qmJi0`$8Oe0?2ym
zagY3kEqvOdGPv4DzH8|(+6-sFHb3?hkN*HgOJ6mU>02O{;g(h^q>=Qc3&0^xXaMXk
zr|$KoN9Q>w9cqaa%sas&KGnITNU?Z#Sd%+jFsIa#-{Dx+@tLmCRYPud7(F`ouII$o
zdQF#xggQydd%&}wFJ=e?sOoc&Pk%~R=oZl7R!lch#X3bYK0|inHD>mBzR3-=aYh+A
zX%#R@^v`;ttlxO{rYj4(<{2F-azi28)~W;Z{xxA6uN)2y0bz=8yQ<u9T?<2Y&`I`f
z+dSQ;ZtqO=%}@vDz`z;&g?eS>&Y2g6Bk<d65!~3rCz}n#aNsi$li$>lNwK70_%}jt
z6nKu;Oa+z~%gn>7AmpFuKDFwSSomrSd)p{1qIfL;g&s+sLik*`>-;&#=Ug|2b-P~)
zrPArw&>3z(SGbl2XHYr;f(A3qS+>{odp{5V0A@#ZBRhr@Tp0Oq%u8T)BypduMYS$A
zNagigi!{^}#iiORvw3W+3CaHO{#8wEl6GfHOe%8hnZl3Gwr|@()Gs2M<50RWM>9#~
zM*vT}a=;!>YG$u<p+26_>C@iZM4vjq*nRSUd7B*n07~6S8Ob(J;O%DTK-AGT#~roP
zs>t6i^B&>RzlQ{7y~-aB-bn~E-6?W+5|SJqxFY~#mfSxshQ4Qpc+?Qr3=VkQwd!^s
z80EF_yn1|A@wTH3LL|A7@~0dIE8OF?bJeHJ?v3fr%FOJ1N#U4UB!9FEd82V6%BW7&
z0B}ieop|@EN#N*&*E5M$Pqf43$c7LUA5|N;$GvCxQ(GFgg&a4RuYY$P&zU%6I7MbV
zR33+(aog~&{ah-2-)z?`+@kDtK`ASoM1BEJ?6k6;{zq6}%!)w@hFtPNImsS_wP+6r
zMs*g{e$sr|BJ$mQgxE(+h3T5=45^HKpq>VLnnWZgDn@z?aw<9GS0XtS@D+?&d)U3*
z(?Kil!h{7+u6F0}tFri7%kB1ehI^m1S|E)a2*yS+$lHU(bT8&RD*T~G=Sk%|5=p@H
zJ*ekn<VQbk;LR=-yofd1LwC%vd7upS&jPsL99vpgTj}<ZMJb9f>lt|ie4zH@)SC49
zAYu;OkCcPWdGEwz+di2dHtd0p+<&!N(RY!RWRy-JqK-%+j0XyxGDrASb3p+}qix4v
z;1WL`)oe+O0;3c&E4UmSel^l_5q*~4NMcM#b}rS)9X~2;_DLyKCCaGUGDiZfhCP?1
zDLix(0ZMB)=h_MTpf5qvn{#Cx(jkyzYK0p>=qmn4U7%7kAU}7S0I6|l71hs~k}v?_
z6b>mSSjF<(J2r9;2sr#RR*1kX1w|rYt~u^$p)!e#Tu&{+F=^lAUNN*EPI#p{dd4G7
zyP>xm*?AsgdY^i+0;26cSPaIj5(>-$^1uV{KrM`@t>u{-QuvZ~4EwSU(0WzYRUusM
zIVDH0H7qeCBWeN$IOjCw+7xHEBQ>1psk^h(z-F~DP?RGS)9y0X&CSiccJZj2%>odl
z0vw((T9R37e`#+s&NFTyiI8VK`OO*%B%UME_VoKw5&73oDc`6}NBs1E{R*=Bx=z<;
zclP~DU)e|QIiq2(asIph{*Upk3r#D=FKn%9Zp0_1+kglDg<Gl#IX$bZ(ZM=gAbOwY
zMDXc#Vvi6{{(VR8Jp5?>IqYwL@F;)rRI8)-@3Y?X{{T-z{{V`wR8<tX!*Rt*qi(Fz
z`+8sV>OXPh*E%<ip|h4r{@5-0zxqJO<+`yagI8GC%x2k+b0&YSd!E06;hFf(ROY;&
zQcbq<;f??Y9=z2<4xd&;xPoi`T}SRXtBZ&Q$%=LcZs3fXkL|XB_HR(bw$n}2p+>xw
zi23p`M{X*bL5AOsbDou_)qL3>>lFV0=hS}VO=pRbom+r#c<)y99YSH^OL(@KEem%{
z1wGE}R$|2B(ZZqJ&APUKv?I6G?e4AMxVnrYiQtwXi<KQ09kWwPf>LbLH_fV6qY6zV
znomK|>dv-MnbH`<bH4H9Wt<U!H*_El-Fd95ePZVN@^qX=VBA?1V+*hYzz6A3zVmP7
z#cs<Rxsi!c!O6e}t}tk~w~{$BV=6Ft$6D5`Ee3fxbpHU_Vu|cE=6magyI9^I;6;oA
zxH$CZinU{_i+3_yLXYPr>}}|CS<q?w56q-w@^<F5?X;<GaU2Y;$~&RrrgYwoBYZ7d
zf4!$tR=@d`bggOR`&ZjiIk^TbM56~Mjt5Sar*)|tYqgSil1b#Sw{kXsGE|>V2R$fn
z4PT)B+#^1|S;ad0MY%epwzj9uFhLIT{YF>r{Rc`{m-3VBFyHg{@G`XBR$1*XTJ|XC
zmw_7u3$!0#IjJDLYhOM?8pu%yK)_%eWE1PnXparwM;>+o>xk+v>^qq+4U;ihSvQ}P
zwPhsS(`fZDvZV|yT5y%ySJ<hfYS&MvOtMED_gOwk^2Ty{3<1wI)N7iR&6kEW&k28K
zwAYtE=@Uyi+N}BH?OsZZW3V{yOW|J&+}dll^G1eOiDZ#c(+bWI?fr3BTFsulYR{<a
zNi-J|sRYP=V1tc{dlGrA?5=$6-Gg<WgJ*K~N6x!s#FDWmEIImPo`SQjHOb@Ar+H(J
zYp`2vr3c~0IqO&8&~C3R5x{8SWjj~bJ?I`3yVwzT1?MMk{{UXAPNc2$Gi^0nm~`oG
zoGiC383EY_6#DJPI#$BXC61q@Nh3>jceva$i**sY6Vp9dfDdYkGzn(8lE5(@S^~#!
zT;txg*{*F<Nz$4OvPUFqImS8N+vwi4f{a{VhqZ{D<5~$nvcDtKpjl){MX+RND~~Nh
zZBy5eOndaNG4Yxm4)0R4#6N9~Rz#m-{_}P+K*t1EXMbsO-U<*}JjQsf(*`0#khsnW
z=b)|<;=<>|5{YhQX=arPXCM=RMhW+>46-+j{aM3^e*A7`9ZF^J{HbpOz4EbDltc*&
zo;dZzRg+b`i$HMe{+ytI%@FnKMmplUO%FuWq>@F`XSj|=MRVm9=REVzN}pEnd#(4`
zBh+NLyI7U($&GM~-2f!>UF!V~s?@ORqf?W=k~sy{u9w2=DF|<*&Svu0<s0$S7|trh
z+O_Q78c!xAYvYA4<*)a#khsQiiq;+yxR-UPafnr2xL)Lu-k`bB9?#8=;$@D`1O{0f
z9Fxcc9r>$ma^0LWq~ktR?o&FQ<USlth>NKZ1Imi09P`Ia;}s45w|gIlVtCaB<84-y
z#;4aL3}ZFQYOb*|wXBQ~NWgR3JR0ltJuY2)LWWr-3Ujrv0sE(~>rTkY-(e)x??!<H
zu?W)YP@$v|u73fF>$E)veN#b#_Tu1MG>9-&6qyfmgTShm{tlLSV~fr^BOD!`$KJMe
zjdooU%HG;dGG&f9*I|uSf`u5*9XfaSp(wTv=@49ablF<mPX*b#nIqri$r60rbPNYx
zyjKARxjg#GM%ZkCJ7Oq14Cgq`b6tj;<9ILRMYXq`#D{3x806OxcLFxCbnwQ}ub9VU
z3~f0%7^~z&IkL^3v2{O<Vvov*S{YSDYJ-n_<E?sE#4DLCpwhOgvOU`g6^3#)6JBek
zS(x=0Cm(;#UcTg4sd(zzE1P=-l5Z$2!(frdcGs7Sjj@!MsnbSH(vm#PYj*?0!Wg54
zEKUrFV_%z&dB$s@yWVArShX!RZIFWY=&H=#xntAts`B_z?RH+Y<+AA?-5lqP_2#wo
z--rJIYQ6^M?SXkwa*NDrGD~Bo4g&p6cS`N(b<vdybYm)!yKLp<zqmL4Yz-W6vnhDm
zH9Lj?>yAGT_3K^@*6d;M)Vn;DkX$s3po8V81Lr=R16&*UF4|<ik{g+~Sl!18nK6Q_
zGxH8P&l%}m*MY6#k5RrKXGW3>Sfc@P^KjYx_^jfjy6$vi=ZC7_vyGfm`Rr^%t=sE<
z9Mm8&zEvD!ZsJBWoOeFe<h~}eytdV@m2FllNSP8wRtz(@<ryP6>Ugh5{??NB#I{!R
zS~Z}KS5`tnB}(I{_5PK?_=WGKivByTi{;%!&Z@t~vuNi%G5XOzhf^%B{@YI@p19T~
zi&?UQJ9t(cubPDeZ^_1U+ludeIpR|utTagD{{TR~h^%Rk^>W~xk7JL|70r(clX|nX
z&N&4^P)GCWT3Q!}!}zuvRKIUB+F%RBnZaIjpH4c~x>)n7-<|rMpNba5c#}Yq{xm5l
z@*S9D42)p^0Kl<a-nU~GhvMBU%#buo9D~er!vT;w`(S<oy$e;egHhG2mOsC2#kVSh
zw<E9r0AI1LBgN@$tZH^-Tq6jHg<_F99*3Od@&->qn#HE{I&hVvN_^AW&3)&b>KE@e
zuwsrROEgfxDi4{vlGv-dUacwd-kY&vx3Ci_f8D4YgOXbuR9D(qwY!!dw8qYp2#TS|
z9^m&Cy`}g+8nw8YzR@1+`6mEA2SZg3Zf1`|5%piIQ`OsEhZFYOzxYUEw=pN!5=Pt%
zK<+tXo!HM>vf7;TYoP=YrH(LAM8DlU?#6SP*3+~fw?`$(nnfOTi{*eYFvI~?m%?n1
z^V~{v&;%8vxt^9eAn<W&SC*bfIc2C^{{U?*tBBguX$1^p(>c#v=9l|U;%#-{^5Xjv
z?%NNPydAmDahm9$@O+Wa<|Oi$_1Y<`;MoMO={%V^$shs^IL6CUlND3iR+QGwoZLE_
zpA?uSw~4G&5#$KK$pb%o8S76?OLvH*-EA1K0II>TVR*<n#&eq8kHJ`&$oCS5Cx+TH
zR!4+lj1}K-&QB~h59?K-hNnGisJz}IXpAwflBog_7{)^65^<d7z02Wc$++<K+Wes+
zymUoTj4svwxvwy{@R5o_!bw=1<&NGsuTuDBWBs3_-bIpkT$khy>OaDbE)QZ~iC^+8
zH?Nq#&b+?THfwYv7{_y7t?>~9_*!Crg_Qoa<rdRMU{D<a9`&s!X3T1>5xL>m^R7nh
zc`C!(7_P45e8qVqu=cK7L3RGtgn}?b46iuix=>7$ah{wEbfs0Rg($lV0uY!Z9ORnQ
z(^!9KLI+LNRE8vl$Rv){a=|uS#7|}iH5wXO+`{o|2)u8j0-&ssxXwBdc>Ob3-X_#;
zbpHUd8+R%ne&9Rf82)Cryjy6~_=iZGD`FDtNXJiqYR2&unqK{l8DuIXAeixx4l--P
z#YQh14rS2vDL3q0k2lhMXRjScRco8+C4oo~p}-6C<BmNk`d^CtNVd0<Pjz!}#lc4^
zHpVc02d*p7EPN^8_%&Jd`!C<#L^sV7%vqFrx3*1gTljv`2wpg>;8>Zn<?T2=nH>#w
z$~2aW2+BUut<NUX{7d47(e4A>&o#?2@}ztXppM*g%~-S6JYL!<wriPApv=K%d>kpp
z4@`R3M>6S}mFB6Y*;%^X+E2PdW55Fd5!awR)!jqG{{UjQNkfA#m)95}fa)>Yxu(}Q
zDuVloUfH`Qb2mEvqhq9{jn1&~-ml8@zYIot^f>QPPp<2ino>cg>roq?GdP(;F#Jay
zsym$=4KXL1=4S;Mp1I`z06N08(2CkicpGf?#Y01m95*=pzm;{ul@_&%`-*O)cV|^~
zH;pE-wvG#>f@D?mAMFX57%$>5Pc_<jds9V8f41d~UkkJ5-<~<??_PW1?Nl|w+D{{t
zBXllYf|=^P9^EUexYOd<pDeCN-Yj^jl?qAg755bxN=rs{HhP|tWVjMct^@p-Mm&C1
zE9%-JoNi)$78f}EE5r4V5Z&l{-QJ%Qt2&j~?tt)A9#7+4hM8v9cJSTK<(lFokf9u8
zj&a}hq0ywZabIyUsVO^L>rLcWTDUg11lyR;?(j!Gyw=U1lCj9r!XFszT<)7@wzov=
zgc1smEa#6;t!~9KM{giwfX5Z($}m{Ot)-60Cn|O-TWdOf=A)?DfQc=>3aQ}Z9ji8J
z=XO3+&Zj&9T#lil>yYaATD(zgRwO1HB(G}Q@V==n<&6ITZVIzow$@@Xn)N-6DJ>$t
z;~7R#kxJ(8SBmVZ)F(*#j-TOCOR4JC_RTcc@&cVyu;d<<(%nsMEEf_L1tL(y5!SeU
zS*5sV++tY1@NL=JDMpPe{3ug%OLL&`ZmoT&>N<*DT{O|h9BhD)cI2G&`c^;1B_iuc
ze@4bfZ<%SI3wDi5T19ffRxW*cYInsKZ?|Z$i2^IJB$4RLUSf)lKFM_b4Px&~?A!R4
zDTlxp(hdlCasL2)t$3}buO-Y9#`Cf|ugF2~Ud{1K{z=xM{`5ck8rROy?%W4CuR|#Q
z1Ac7h#l2EG+bC{s<_PzSVi;ye2MjaQftu-!>{@giV1n4U7$HtN^~oHb)q$nK6nZDx
zE}?6VND7AqLGEg;ynC8O9E@ZU+Px{!jZIm=-zz=CLA<oT(ve_vG8G0@UdFU6P{n(7
z7ILZ+`qz|vKh}nus7V#effU~^Ph(!UV<JoDNT3pNmL2QE%&EF?YoYF8swva+N09tT
z)7*HL`s8O4Y$N{p0=)fgni!r&KX~9*z4)(9OV*S3CD`%6&ua30cSgFliT7Jbh^HX3
zkzR&hH!4w095~uhhrM%@Ip;McyA>y<aZP1Dl^)^<#d>x;r0#Vd3vc+YG-2y<KasCQ
z_{za_9W<Z$`fvRJ*PQq#1IGF=$Nanx<z9*Lq~k!-PBZ?L-}()BxUDk^UWcJW{n}@b
z#ULP&!5wqnqj?D#kD7^ja8G`;>2`ujf<481N1tL;UA*zQjtzPr!N7mvDZeE3vpi@0
zwXZpdoNjJF7#Oca_%ri(rvCsR^W=Z@HLfhj{n~zqMi=;~-T1kGZDnI@vB1lyO2I|Q
zJrH$LJJ*g$aV^BHG_KDhoU<OJ*Q)$vW^n>%D;$ac0FNtwg?UP-3Oy-h-|o;a75r94
zL6G&yp;HaX<W#DJ6Sowi7AGgYcO2wSaxvdDio`JMf!j3pi0;NZccaTBboZn*JP{J4
z@kmgUj04E8tbPwjX82j7NX%Hbo=HFT-b(o~E!o%(2f68ATl^%p`zONv8UWk2iMjR6
z&VQ{Y)yhXX`$9I)0N9`UiN-(j6t(k2dzg|2eJkl-+8_Q&{g?fO<NpBBQrFEZxPnG-
z22BW0amBX~fNeR+=dCGXtL2WK)gL*}r+RVDNvaV0dEN)}QHrwn6}DWbf#KRRTTo&?
zfd}<9&mQB}x;IGQ!dhf<7FBzh$s_&%KcywyY{C+69Dzx@)Ki`)(od1gDCv=m(^ax@
zw0$XDK%fq2k+%`g<xF*DB#&Rpqa2>Jz@7-@nq-P3X(V&CQASB8upR5sG#e<P@YTJ&
z<SH&BnrD(J2hOAAz##HER}-Km{MzM|I%JI<<I1ZOuT^4kpTjlSc*{q%(lubZaAb>S
zJjRzVD=!TGz>s>;Yq9KzSv0*t*==kt)<83eu*2($gZmm%-|_1>`o?ol(68=no=G5s
z&fd6X9Y7~F+}Q|jEJTedx0TKePMIM76xy*V+~L<lxm7GIryvZI<@T)&Pr<iVR?(K)
zZlr)rE!8r>9zZAQU3re$BssiOk&Jm~{Au1Vfo^npF7}m*SP%)5ss&Im!~3L>`TJ5$
z-o<k1bIT+|P@g93sN^nbo>WcNK2Q5NsiKI4+s_>5J?NV$4oS!yn%9)cGu`a1lF!3l
zACAt|5Ex>0R9prnM&f;V$*r;*C4mIyysP1at28Y;UR;~RV1;CqnAScBAa*<vUZ=cs
z!(g5cIIk|Ew5)oRo#SzWK`z!f$YG9Z&K!_<9^*9<fX~Wf9kEjrg~<##tl6N|-gzSe
zpW7tnmz<6msqKo4#&(he{sNYval~%#*QP7Z{v`l4Yb1PvEeC%4je0Rdx9+$-xHaXU
z5Y|TVL})|cTPGwRQ(Y7nykTGAIWUKUL8q$Wi3Eaa+gljHqswl)Nv@NfjX6?A<Iht{
zPXnz6BIhJ9B8)KOl09kILtB1+@xY~GO7eLfDM&nHKKxKY$3yv20S56IB<7=eO13!7
zOf!R@)~L;&GX#9zqM8)8Evg?bIT&N9;+R2D*>0yJ6mDg=fmyOg2kA=82?Mn@fowb+
zH{nD`&2YQeZ1f#^R6)S!HD&`JoV&_}AmpE=Gz`_yV+Y0hY9Ig$guty&wgIWj5Lc0d
zzsie~_o~N&yft%qsV1u<80{^X7}&4+=E3NF2XkHgdUSBHF)BtfNeTeT_pGNoOG8+~
z@v}J#crPv-EOs{oJ<4ELVW(ToZKuZ+kzvMo1bWoTXdIGX2l-U1X@ijC@u_tjkSb{k
zLn{R!XX{OJ`6q7!-lSVV2_e^?P$?SF09$%w3eIzCEta6JR@A5ac8evXD8^PCWO3HG
zi|-5ScM;5}v4Fq;OCMjQc2K;L1~IQJHiM3w(E8LU@*~X>Hhy4a85QEw%&WNn0KhsY
zhK2tC;GSbIfHkL;$xD15zd8Q^3UB-%I-=)`U;Frf!o4y4LuDHR*H)-bahXTft4Xct
z(#T)!_JEPvRsR4Qx#oDaA9a2N#|ufle>2a2;R4lz^|$H$^N;0J*GiX6*Ot!r%Pr+I
zkcS|Gryt6_ENa?s{RAz4@9O^mjdOaok8iANX8zk;w2l0e9>a&@1QXZLnyemYU)p~8
zX#9<<(S>CcrLwok^VDE5igd^1A6n~AgDtNv5g^v=e88c0LY$I2<9A<L<tMdx^%?Ag
zhA_y<yBG&)#%tJ)G8NN=6S%OLSkbJiPHM}{e12Zp0F!er)5yW+@aawxY;To{xadVm
zcBNx!A3MlZ&rSt*9t_iLF8n(jw-#_qA(lX0&=ZW+;_+(@Nlr@r4>mNttwy5GHrK>A
zu-!`(th2_ksR6ozN$>bprM2an`0HH;SkX$v5a*2JkzSad7SM~ct&O%r1Y_l|AEh(?
z5segXb<?fMC!gIYFM-BAYk}r*e`oSGR3BDy$7?C&NXG{~YanI(UI65qYV;@3wEI{H
zf+%nfHiaIhppMGcJCSgf(X7fa94-hSTI8>r!YwBg(ZSQ?QhVK4z|wWw9V1r~Pjw1}
zR{O+^@yBXry?>?aX6`93t!6+!b><cTlg=0E>+kJaI`y@@S~cy$TBA%8JAlh)BfW8g
z=Teygi%q;So<|*jO6$X8;aWV~82<og)tAGs%&Vte{f$Hs$O;}dyrGC6fUUb*s4kSO
zaz@U)IxA$U_pGOq`d!G{UE;P0C0C#2Pt)!tvbP&_TeBk%o<&ph{*~4Bns0Uy%W(^*
z;!SUb@jdoG=aT;bN}Blt>RMCtfh#WD40IojL#3?u8r|K)+D!_)U}4nt<Gw0;@ad@O
zj8TB|oDL75sHajcFH@@(7O@deq*vs2Q)+3VX)CBquFGty#Zv&cw>`U80b!}Or>;$?
zTG^X;ZY5S0#OGq|`LKFmoSb&9=Uvj@TF~XNNESwvDe~Qdslf-5dUURG&rUjIvRXdh
zv_*xRX~+j00DS<(a%Eo({aM3^_~I^wJK9+46RzwooU8JoW0JgZJ7=v^ZBt#>FKujf
zD>X*)mEeE4&aKmTpaZo(OVlUQ^y{0OP^~wU0)=EO4+P@_xyCCaT(WQN+xcyE5qT2-
z0Hn^!2r5~#vm=fP{DpcDY3ON=O;>Exw$U#iP`;P#1tvflkq^m@tU(9R1r>*@q<6j>
zxML~vUKEjo4mXA?+n~V})oB`>cTImj_5mzL7X)n~SbkVFnc;YE%vVvvVAIEO0gUfo
zlath*^_@G(NiKt~?I`mt(c`yvQbz!145S`Z^ai~rz*d)0*j$-63sx#&4mi*85&Bk7
zi*&hk6_P8fM~Y!7WLG<bM9MI8-vnZ<d_31?GXDT(Pr0ISOgq1Xj>GHCYPClsl3N~+
zWLa5uk&K_EFNj2UD{il}qrl2=dgp`q)|QfxvXdf$0}SAHt)&)W09B9y+Zn}qwQ<me
zM+<Cjskao*I`GGb?6l2t(pzsccbSz_f;kn$YR7kobwhwZ(&YYi?^5gxJdq$Hx#RM#
zXI}8Vt^S{QZ8ZCFs7^Anvf!4;$tIO7-YR^pGG~QuH%FJ)5A=uz5BlZp{?M;O@%Q|A
z+560UdsBQJ;miFF>gG$;h%AVzyB~K$pH3^d7cri;krV7I99}+~#l~sfNAb8(p)X|9
z>Uh+5^TlkimMssOj#P}1gPtqXyf(1k%l)9TlN32+10y7c7(Yz(tCyOMlwnd|vp~n3
zvj9l^X@_jq?9saHWyba7bKl;a^M89tXzi)AaPQfuUu&EtzN33}f2y=l-OUy3!WmJ(
zDip5OcIT+TJbG7I;Cn>T^_^PT@zM}T1OiAriq4BmxzlwyC$-h#fgFP*1{{YQHsJI4
z)}EGv*H^i``$|kESi?pK-Pzn$k1(UAr%dU$&u*!H7BY2d<%h(v4<+M&KY5cJVS(9$
z_%{{L>&U4Fr-ApbA!2>@)z1>#CC04=qiu51ND~sO#NT;O7&z!b$Kg=lL^XuI7LEq_
zA|Sp%;d%G2=Os8UQDyOTYPnR=d7DsK%W@!mq9c$2W6!2>>03I7i0w2Bdq^X<e<&ZG
zM2x7o!0h<PTIB_&iV8+I+OS2!We-ea)6$~WG`|wuX?kQ6%?!}QF&uFNx;{UPieFfP
z6)-8uwKb{GC&Y*&hU0adl1U~;<zToSyH_vb4;7tGYgt8+QEZ?AyCk0Hf!?9B@P4s#
zxbA{2xc>lKk)Nj(Jl+S_2}MS=mvaGxbNxq3xK^ioEzI5m+WSOg-0Jaa(Lsx5h>4dB
z<b1>0yZa@Q3%KNgRpbQh3~;A|)cSvganIp>N-52hlUr=Jlx|Q?IQ%QH(lpkF=0~+w
zV;pYcGa(Dp9sad(Z<)P=7t0C|rx_;I?{ATVp<8)69G4dtQ6!IdIWZ2*2_->4&)&5Q
zhFIIwcluK_j|xjQtIo38FWMdE+bmn1e8s_1*&BeyN4;r}3d?V9i}s}3AE3^ETEXL}
zE4I!xMr@(KU@eLxex&r=c&#zvyOvNy!w3DJ{=GpagMAUp><CW>cUo&7LF>#O#%n^8
zlQz{w%a#ChQa+QYO2ms}$>p~WaZ@gzHMEgCGJ)nVLtDd87U#?J0{;NAd*-<D8H?s#
z$5hQ>Lr;5i2{gOpQom;-j<wWyYT-1yX`{NzJ2*J}DSYeBtsdO-mKdlmMBZR&h8T`3
znpuV=FLpZm7O?Pd-ev82TRm@1dmZhG2nQSyST_C})2!4*4V*4}v;5io>f-M62H(BZ
zQ<nMU4YojV#2;cSY(8O8uivYDg*p*m2BJi=K!!MCSl7``2lA(ZdAq8PIr*t0)E!9-
z>`r>)j8x5YGYs!<PAk*pFy<PIcf0QZKi(#lq`Y0gNHTaFo+=l;xrh*+a}QC9q;(xc
z%eND#J;@lRkX*BJE+&>2m6V9`0q@OJy%}hEAA1=!GTdqm!DcLDJ#zI+SiJibG00$+
zVUwRPs^E369}=I}q3Cr|YuK{QwuLsE<9$nBnd193<RTRTj_t#5Y<n8$5@_})3d8WM
zO(VrNJ|>*nK@_O*Ad?aSgV^*w_0WrQ$N&TLuR?26INIBsj+3AbH^v&itoI?3_oQB4
z2<O*7=QU@<GVXYh6qGTaq35-9a#)V47k)X(tUnV)Bvx>-0hCBL5P4Dlb6HJ08q;yU
zhcV>Gb*9<^xE^VaLEk*$u%osMugeUo3^&l2SQCw|q<}}|`qre^fZ5$e125VjkuDH+
zARd2_sC9kIJl9ceV;g<04%>%EA5cI)jYK5TwBnjLS*`9Yrk*mS$!jYX^*A^u@!;2g
zplVZUdP+EGNJiMj;@zJ^)K@v<2}`6}ow9;ujycyK#+bqWcr`DCW)>QlfGa(&p%<MF
z4mtGvITh01G)`MuM&<8=wB1hmuWqg5o>?7Hog)7LRsx@yzJ7xk;<Rm|xPsOjbZc}(
zj3TLn<{19~fm7KfX9z8)_5iL2zgo8%$+QHwop>2w>QD2ja+6jXf==OLmoeR9YowSE
zP8I;CC!V6Tj0S0wk%9a<>s0Mo9_`46Wg{bVvXP&_*8Y>G+ulrOnM)YY$~#w=C^_Sj
zeU61w+0t?|HJiH|NJCuQENhN{7C(>`=bEzF$t+XpTD`r(yueLvueGb)8p_iIn|O)F
zKIpGJ@z;U$eNq;>cwx0@!DDc_RtL5Xd(`mBY;nsMCahha$(Kl!2t=E$$Ur-iE0VJC
zwbrGiqs<rZ23N}`AB{ucO>0xPypuq_pY0aW$GYBp9l&RyuS&3WX9}(xZ(LU$NJ^Zn
zbw;db3!E>6d^L5TU+Pj%50<lp3C~;;{xzTR7eKhyZZyelj%2rDc7J>32l`i`US7p@
zaAS-%W8{*g4t)=L&D1ope+Zb$(U@3ry?L)A-unKV{{X-(ID0G0W1skq1Kjuy_7op6
zXt@6Xfr{|;(C#grWqAHv^Iu46F+n|p#d4*hByIzP*15aC30h4H{gQu`huwa5*IrpE
z#*22+?23?t=A(UVdF6{Grh#+kf)$CuUffnx8`!P@P**wI&3cxBq|2mS$q-d=-AkZ#
z{cEL91!-Eu5Y2WN$rGK&I1EQXeZ4@hVvTss@}r9phn!b4JgdXL3)VHq4PkAIa(TFM
zwE^$Xf5N?MOz`7)Yfp~aOQyJ$^32De_8!#zPsLZB7Z%a#8dM2t-@8L^CJ+(W5->i7
zq>IEBn)>dx-X0z#S52jJ$o8&G*{6k-h{GwyvcATFo-2C<k&qLPrnzl?_TN*nXwzy=
zIaeo)f1WE={&hB+Gmt-a*gg9G2E6j>cUzewb|($~O?%l*82w%k$oWj)6*XE>UCNr4
zpQm2I5?)0V(sP!GZE>IWtBb$zZOSoyH2tY_#C;#~@Ay|^HNq}eZziFRPHWMthlJL<
zoLFpiYFh4${{RR0C&YHXCev^3bZf|M;G8s%B5eviYr6QGplUk)hitlZB44viWt5f+
zwRYn?`_`|7JX<W$NuyuNUvy{e@-gQl_)p=}=~p%VKv?N=MnJ{E2ubuD*T-XNN*SFv
zv+Zzo;a3MK#QE}12<q`MMv5)oo@mW7FAHjnGEyClz$Q^%k1fPfT)cqb9tW*L=?sJA
znncOV9=We|(m0hvfgTdoaLPQ7r<yCh_)(%=>3$%*nsX6WwJU^u#C*$3vug(v%d`8X
zM?c|R4})W5)~*XUW&1ubNBcs&{K^)>&G{WzN#3kTd|}~<JX5TVIxE{-d8YDO5iuiq
zUEqO%{@3YMBmJLmwvRttv_ao&OxXQJc5&#JI**O*F4Y-r?U7yNKX)TM4|?<$eZ{gp
zj}^~?(+vwghV>QdO6QH+{?E4D8T>-qk7(_O^=iEzz+D;;JpF3%x&9PI&-1TRSVrJN
z91fI*+DU_Xg@8TxbQRNfM=Ct=J_&eDWeU>Y$}!5c;C~@kQ{eZ4Qw#P<q+$K*hOXr;
zkwGJpM%<4|1PWYdpzH-CJ0p{a;m3omBr2LT1PmOpW;yoeyDc`(+QUzZ+RhOS37x1r
zWRibUYB{2LBf_a#w*X-ZhU?y{JCgQ1)8n?Cb*cCs&I?6Waj2s(W&@8dLEqep@EE);
ztU&1NY=;Ym9%}PnOngrZ{{RTpzVVUv#s2`%9=xeS;~)Zi4A)dC^DCH6X*(WnJR_{C
zv0Fev;14x(kItiC3Tq(z)<pjRz}Nh1(>4M~7+m-7P|aqtGC2Sd*U;5_7DA|xE?pN;
zlHkVHk|qurnNHF8*1oT5>!4{7Tiec5d8~IQIW6BGO7u8#08+!J2dzyeLIPh7dXdtS
zqQ~tK;@@VQIcOyx@B>GaGIAr6AMTp=1)p@S7@G_T;Eto(rzyZ8^Y~Hhm~*4X0zOXV
zet+3C#)tq&3_XaiX$T3)*mK_$t!)Sx5vEV7gG<>+InluAdJd<ewT`}J7R`@3-3QFh
zgYOgBcs>1U4Q~D$i@ENjo=H+h-I<gt<n<j*dLfCoD(y{!Bb5YxRL9fcX5IE{X6^o|
zdQ()I4s>~ah3t~*7U>yu1;ET}xrewN>w8$%{6nJOy}itFK*J2HEI=_*I3xqcMRrkI
z#c3)_Z)XBXKaCMosP;7Lt9x77{?T)747UUL<xu4Qbq<u9DO8F$D^C>OPO>znCb(0$
zA^A~(>-g7c4YXS4fY(*I)SFLNxDZJX-wlQXARJ^2=B?>h`elr=Lx17@F5m|^lv^Uc
z4^G%M-PkvUwToeG1U8Dhw;NZ5Q<K+@hd3F<LxiKywJ5!r<CZ=hhW`Li)O5=oS!KSD
zZ`c)p3w7(s>4Dm)_|wCh$Aj)It*_;_o;##19I%2191+h<X1;+ME{$z?jGAqvGK0E3
zmf=`_AZECK7Q&Yr#J1X$e`$&~EpD@};ELbf{J%<2a+I_xQHqVuTj8#=rRfvP1<m}n
z*H=YSGmIwD>fWZkolE2caVaOD-fPJJ0I>8W0R4jB*Ek}#qt|a^0437lR44@pN>y;u
zle#LFA~9Bx-h(G;Wh2zcd8WLsG5g8A@hSfR8sYx{;U?7MWy41JAdplJD${t(B!o7f
z$m}Km0P9u~!&FAfy*72<Xl#74NylHEzs8f!bJ9rx$Ncqb<cE#zHtserpJ(IwRFU}W
zPmxdhB+K;0N3f~bzimwECNhg~#%Vb}dwI$Hb6#2FnPrc~6G!%m2uNe&dGxN#c;ibk
z?0D_~&VJw^R}bP@Vb%OWE&LLG;y|jQ)P~`4TT!PZ^+q+SMoUIxi<7h+&O!eGXw!tv
z*L&mr>bVY(l3`8lqz*<_Ih=yS+l*Gv{2+S7XbVYf5cdp7{RL?5w=!DnbG~z9@4x-@
zX*|ct9%KDC8ri?_j-jU8eWK=jWr+1ViRZBC*0RNuU~HBW8>h~Bs*1Qh2pQzSWOobS
zB#Lre%ZzVh?~_wCgvMQk;Uso4RA$cPe5(;{!?6dC&YhU9hP=;%`^VgW+BIFIxF;fJ
z9;bI&v@EVkAL#BzdkU#}6v9j_4lt)D2cK#XnDEXv6Cug#gGyw5*z+6nsBP_UCr{nm
zPWwk_*yHjQ)@U9R8jZ8hdTyW#CcqVT_8o}&)VWxsu4njjPlr|4E$r?c#BaE^(gENT
zU7X$o(n$GQ<8OSp=k%-EPl4<-tN5<P{N8GULa|(OF<mE@8(^6}Uc6$ll%(C!tWrx;
zD%HNhV+E{Bn4v(4laql`i>!V9fOR#Z*2wtUPSQ_1L8xZaAh-b<M^FxMxD}gB(KJ?D
zwoLhP{&^JEzLS9Js!s|IYVX((5(B>-_@#Y1+3?KHanl5IO(qSZgm<NjjHcxyuWFoL
zs)Yw6o-!9AhOmcgHs)39!2^*>wy+r0k=T$jc@;DGSeEFibAL25MGO|^UzqRo10BCQ
z<~0Z{+T&4`?Wc}#%vXG%DF6eIG3&=#>z!Fpx_#n6<MsV2EkjL??jsw#!9n9|0sSg)
zT2hM^Bjaa~iH@qK+{UU)XD!YLermPVy|tyskg|g9(3<oH@Lro{2bUy@OAHq|?_7Vx
zYfFnM;pX4uUzDO??XIa!sreHcNx`!bzz)E6J!<BY#q)bXG5-L_ZB%r^H5)-7W4j+P
z12u0-b$k1(a<azDZ#U1dc0x`+m*ZU;TIV*ZM!$i0@pYda1OEW%CbM-?S6$QyBp<ZN
z(Ek9mYX1O$?yaQpeUioJZYuu(eE=VH)-JE8D)@_1MuvVaWf@h@esf%O?e)oeBUxS1
z`HQ`e1(^L!cbaCeHjD87+U^L^+}tu@`e3oIH~!L#sfK_1;9|P@uT%aNJ*?p$2Jnr$
zdHct;EW$CUp&4x0VVjNG>}_bCHNVw0yDJ%Ot<^3jSlFmJ0M&g*$M@EH_5Plgmdubz
zwH)Us9=z5Di>PV(Tyg5NnT^Mm=G_7i5?tVJZ()=9RxI<!bFNEzZiK33?oQ_ispgmV
zb{78t0bf|FW$zw>JXx=OkX<&PY_T4Uz>22d5Op;qeUjJptKKwyLgT}68(1NWPmU#J
zlRUBXuRBTR+Z;v-B$<E!A?i;-S;GT_d%)VQO0i1J^>6q{?ud+eF=e4i4+nz49DcRC
zV>{f~MKgsC%5oQ{TFle@DEC&j_cGlD4+Lsa2;hYP^Ys<E6@amVC=}%Zz$LP4iy4HW
z8ZE(Dn$fFK&eD1oP0U+cFb)Ca0f0Sei>O%<kdcskhFn!`L(GcW;t2K@k}{mO2j^Z%
zYdzr9B-4`QK%q-4l4EW?s~k28RiN9ItnIN?D{{#sk6QEL1pf9v`{-6ywPhZuHJUB-
zaI{hvz;Btj?OYdxd`&CskZITP{h~*oVornrI`tjv)K^r}B6W&EW@p?}mR-e%QIB3n
z70Fi$@YPa_Z>iBw5Zb+l`E4bl#<G@T6mLA1<ahVQbAQ<y+!s^J9fz45j7r8I1bs>V
zb=GfEL&t!<R~-PS&8a=KCRyiL;v5%p0Oq3yjj2V+C4Z4Msq<P#2Ofv6Sln654VLAI
ztFjpahIK**KT}!Swvpo<M#eic8p8}MTQSTO%>CHouU<W|UV}cpVigvBM%hDhfu&KO
zrAZ=*BbUvO_X`;=#PCO@b;mKpI*Kum;8jXWthuJnZ^M2awjLmBYrDDbjf4@I7Dp_u
z{mJzMpcU3#T*U-$C>vt~J4ImlYV%6G7Z(~lA_gc7xEMIxKnL>uY5LXT#c3|{ff(B$
z{5My9JWHuJ7Oc$i324*ND;{s+d%L^e6ip_gR#<KzQxsjIj4=y<ewjb-R|Rb?#g3`>
z*)sc))ZmOBFnd?1L8CnP?RTn-Nh*n69Av8h00LvsW1iX1rE#7j@YGSUxU-n~dyY_^
zLF#t;<2Bm}BZ^As^uGn`a@^?}h0dh@Xof{D_#22LlHRq+c=6_s#Wyg)b8{N)7!gQ9
zj(G1^d=c{aFJD$Wv9uHG^4Be>FqZA-y}D560PmL^4h3@3gk@Tzw^VHzsMATaO7Ksk
z=#a}b<;xjY{(Ck~e;VHK<(!)Kke8Z#rNBELH<X4#J;~;<F79kKPYlHz`kl0XPE|t!
z%>40=D;vUk=k^8iNe#@gm1Ccm<Z<Xh_4VytRN$7jBD3bUr?cob7q&MOt=hf}U@0%S
zb*%4*GRYR1WMh@kncI|NKZn}78!PLbLP2zk5B6-(q_*W)7Yur<A6n*qB+hO0n<fyf
znYbea;~ZCoTHo3$PwK|eR>Nq@zB7TYbxk@YKQxe{f_+P3y8RmEbiFFZ8`#o0$_T_x
zIV=xhSlWzGUihO-vADO)a@z)J#N`Zl=YijvlUTDuVQL|sS9?^FSf>*m#I6Tkq@4bh
zq~Yx;(}L4q^EXn5C7aml?zJeaqZ3`l6exNZ;BYfkEp=NRTg;Zm;u%$OyUJ{Z{{T3z
zKh<n6&XxAt$);$_e6l^sU=%A8ka`|C{Al=N;u{;!w&`$LJa+(jrfu9vqmG@AG_hG{
zEjK48prKlqN3Zqfb{eG6UBwuSS^FXeJIsH_?N#lxxIETFsd=(AaRL|(+%5t9M>Q^v
zBAZCrG-&DOK0#cHp(Hwl9z408D-->e?+hz6hhSC+a1;ac9C2Mw4JtGrB;JVSRe9&{
zBdJ^T)0GjOMn`d+;9{S3t)-o;H#aRBML!X-1n&GRoAE8KqjxQ`SlG{Uh^*2yWk61y
za!2_Usj1u9pAXnrODCH4v4Um;a0K-u*R5fOz{aHoRmtnqLaJ4M)xku&YjF;uJm_Xq
z8x!;3fyG=~QyhxIXo(m->z2?A7Fs-MZzQt7*G#*lA2%nOt#{+?63bIIcL{i^8*5yM
zvl^d%{{W?O(ZbYIl&LM9uXAdWR^^jAIkdPX)FhT!aAYOPQ^2cM`g|60v&D7ELZ|3z
zg}u?aR(~c))JRtn0g^pNI~s;|y-RD5pozSOc*s$-9G$p5&jYPWuZdEWTieV%ojWJo
zyA%m+62Tj8Nd8cLX_B*}!WByflWPz<3?6?$T)wG4i6_$ZVWiz6UC$Qlg2<$~!00iK
zq@F9If@zZBZKqAnv4&~a?lI0V2d#5U1yMoPZ%doPqJHXI8G65pMvtS-s61hkIa)A+
zLJ1(^t?8QI_N|e*RNB5+kOJB24;7R=1bjga^t#K*X>Mn4vd0^9BIoZB+a&#J^^TC<
z8q+6=S#6}WiV{(gNPG;E8`to!T6hR7I-Rw4>T-L3e#n_MLhl;9C^s+wvsLLd$#n^$
z5vJu<21C=K1Xls2jZ0VY9lhAKcC~o}ou?u&ryvhu>t45^pPFoAwGzX_4~wT5D{duI
z+ESBeE#vJ}TiY1ca*d2|d)F=Ce-K_y@>$)^(_{TmbI;PcpBH#?JyPlJp#9(@1P*qe
zTE^3U9o^~fy0c5=JPo}Ro=6>YUZfta6HzAw(bO!TXoGY|4bIm7>k5k28KJe?E2Oex
zEJs2~B-Nc37SwFgOH!@@A@@Hj+0F?3YUH*PLvaK%Y#w3bZ#b+m+Ee+XIyUAghXCZl
z3C9>Tt#)EwVL9|2Ggt5QvjL1k?;|nipxP?G_HDzEhC<AHHy{kxS~6y1>Nf$fw&R}L
zx>7!&FPDK9*Zk|JPY>I(sFj_#$-`h(*mQe4W+pgSC%g0f>a2x!aS>l$$uvmNk1fwF
zgTSL#n(7D;+Q%D`PVnHKE49?)31KGGQO8gKu6i|A4qD|P{{U%@GhQwsf44)^{LZ>>
z_Yycg3g&GJ_VW0`S>}zRg;pbleB=}D#dIy>9a4LF4Yh=_5o@#oZrStwdh(v#Yp&BQ
z1X85(+$*5veqeL&TJ3Xh7gt66Yu9m4bC;Q?V~O*8PdZ$ftrb}5vB?2w$jsz?%g?8w
zskI#+R+mJ3o0-Enf-)`DFjhcv$9KO>bmF@}M2e+GM_#p4RF%_AxOR+<h*)Hf)s(5F
z7R@11^CQCbn~Cjj<CYZp3Kf1ZaC;xdvt-q7E_6F~1Dj_dj(I9qAIu8wH4p4<U_5s~
zMA4?^oel^-zWr;37A&(vYaE_z6F}o5jz)i4<))K6YF!sJ+u!X!3q<On<h7lm-HsYJ
z1eM3r`BoC@QrRphjCWXE5~WTK*5?D;{AvvgP#PLNyrqMAh~_643{d|7K57j`?NaV(
z?HIkh*#HxU3!H^M<N8-bVP<p6S4X_)_8JF@^vhXoHCv&89ixWh%acBhj(??eC&Kz;
zBB2xDHtr^1N%z6#zFxI!i&u_&Std<{6C^}}ob|}$SF?Ci#v0Xv#ciz2mrzPTig!Oc
zdT#ZuxY6cUNamE<>UUa}m1k{gW`+>5WDVIQ`_#T4`;+}g@~L%J-KBz9F(e$XL-eS8
zJ@+U2kL6x0(pijs4wT!&JNGZ$$YI3GmI^*}^%cYT^5lzadu5X%L*^0cy|Y`l{v@}y
z)!?#Wo$uw6dt`U~Yl!h0Ngd?RG=^f0iDkjst(@#%rF|t0B%3_>rq+g4mxi?scTup8
z$juCK&E{R)#`_8&QUC|J$?0CLqG?~*s3MkQaWGN3R!|F^V>lfvKf|{$Son6`VvLrN
zJjY?&p1+k=x7B{rtdaJ%ML>7Mw~Tw%b()mhv9$_vaopM0%I$-0F_T<hh;&J{2%*$0
z?`O2UwQ#E>ZSt~{%Ch$d713Tw?IOlOF^`@$^&LMta)5Me<BaVpd9Rt1wqpH1L%Wy#
zp3KYC5Bd{&@%-y8A86~r7&SMFEbec-J#iJ3rYoRUNLYV)SP(xPWAUtA6INYgOIh~p
zofxF?o~YxfuU8^*czH$bc5!2rl~pM3W1!PZB+iVv7|DO(U#YF_GFWa*u|h+|7s|{>
z4(-@`U}N#FYBB;Nlk%$#!_-$vquRv@y4@&cxZCm*ji3XPKT7P578IW}OL&=9g`YvX
z^_{+@;rp#R^ae>3`9-?19kc!6TnEGGuB{HIWpYcb44z9Kr3g3~uHVHsUtrVZ^AsO7
zflMAtj^ooke+uV(D$gW063SG{#0Dd`UMq(+iu$CaX@-BiNXpbTfv0$q{?g}*Tb4{e
zWjjY&#nqX7=;cRNEHGJ52Oa7U6I}>AZ+qq_cz34sJu$FWozI4$+8)|wMRg9O9D|;m
zS8iRHdm0f{Haz@(MzK<q=;-?#)RJY+ezb`%H8!DPac3?k00vXF$3km8U*@lNo+33@
zG+FZaj1^2gxoRsN27=qXLtsZyFwJzo5bhS=OS5KDb2%6TC+?c%JUrO(9f9o9fn68G
z+0DL}r#R32d=bFU@S6FI+F$UeN%<c|lE?juYs}*o;%Oo(A^A@yoPJ-GO>J=8X2r<I
z@R3;~R`+0jl=aqG233IscLW;lbsuw~Q(ca~PS^BEA(lI>3VEgkVC6;!e)ZINQ&iIR
z81BZMrM;n6SvSeFu~Wv}jF2)b$)wl04V43-&o$KiHPl+`#5Zy81x2A^tJ6Ej_}877
zw(#@xI<V;~i$mFT*`<cr_CRC=_1*<pHy5)I(b_5?Im=9PPvAOMEIQ_&V<TD3cLa9|
zJi{D~gS7V^y(;2(uS%6deXiUy9)>_a9<`PQ{^CA{m6G<1)-vCL@<(hBsdoPW3TdAB
z1>9}3{72@jTdx-BcIp-N2vNO51|OwRZx?95?*7)bJBAq=LDIVUjMP!q!S=Qro^;wh
z6B+$#Ib*t8g^*kzjAtvemOZ(yQa>H&kVF(}w%G1`!Bd}zJ{xEO8ojpz?iQzei<eWU
z3wYR&+#m#W3s<dC<F-YTLn933$m`8;5`0AP%SQJ1I+Se_4yn5*@)g<WI)$FAqTAls
zN+q?EcE=g#3_<Je4OKU-h?257UyCysJS%G86aJcjfHV9OSBneDw+EUqFgR7oAp6&`
zd}N(%{2^%UG7b6<{D&oYCDp)To$93XfHHoS(x%d}lZtHHk5owm1{3Zch;dRTr5NRw
za0$mMYa-iFSfc(C#EuUb6(j1f7b6YFqhmDvqwY^4HD6JMG69n$XM{PT9a&lS#$;yd
z2Eu=stci6vU4tu-K*z3W6IixLiU-)|l3S8LDo&&BK16KGc<nAtxgZ`%z|BT=86w;a
z5)i#eU^7^fYKX)buOlT!06qQ9RDDK5pfu641DuK#RvyhAM0$kp4*vkNzf9xI?MS+e
z#y}F<Znz}4{-(LV?YR;xN3^jVoN-GYt9K-Uu^$7tJbTgYW!ycSdmVdutjp#VQPi&P
zMML(fcl>}zna1GYVzA-X<OHKKu>b+V;8cr#O69;ixW>votL`4nb~+g6W?#NzJ-0CH
zQJa~1FlOhk7_1p@M$m-_9k$aN^-)L2<PL*8(e0mb_Gr|<ziViVyg{EJCjkC<rA=jk
z1~|w)awF+n%=(&5I;jV0oSgToR{Eq-65dJ9F_oj+NM6b(py{6ybz3MF-sL{fsy<g}
z{%}7YwO3a0mZ7X%sy(f+fk^VhMmPK9=f9<L2V8?-1||e_C3;e=^MWRh7iH=RT7@e+
zqS|d(=$7f6f+28yum|&{Gr1!vCx1>cSWBth91{ixI2=>|0JP-gJd%6x1z)vf`!sEv
ziAw{vKnV7xNi#9aMC7kS=~-Xe(=YtHpTLTOO=!f&%!RX_+|lh=awA%6ykLl&dWBMH
zkzDzhWr{(beq_h<tTxregLc;$=Z-k1uB1zEF*_e-;~$+K)r;AqVoQKV?XxNF1a%11
zqB&Cp++Y%7IIP31Fa!u#f562wYXKE<WXkdmX!fi<l4iZt&6^Z=kZ)c&1Y}g2Uya{P
zk$j8CXu&_ZkdmIAE0Mj|<a9BTLG{IF!*&saa&gv&Rkdacot@F`GI;mGy2X*V)F8Nv
za-HfNZ6^TsKncIpH(dHxDfasv<?RHb0@z*SEC+1jxl4UcIS5}YpH4H1zAvUiLdVBk
zWK_mnyB8(Rxw-wTYR3=B2L}pzQ(pevfeSOLbjVy|>&0ZpeImOCKv)3T3_qPH)Z}F#
z!r5X=F(U-`s`ku}WV#&>_Jk5_%)xQU7{RC>?#@XSmUPJDgN)WF)EJ$ccDGP6Dk(MC
zm*kRI!OjTYH-1!mQTsEaO-@vuZY^)NOox_9cIP$I=|2!-jaEHLW4Z(7^G6Op4u-s*
z^Ii)RY)3n|2ennR)<k5Mguk%$r0OQD&?q$YXS!>;r-wD&H6*muqDi17lsVg;IR?1}
zx<`v_bKy@sON0FDj2fYw5-mz&p>cs$e%p3&BSN8aIxq623G(S;q^@@{Yq!xR*l*-t
zLFQDa#QK_+*?z?T01oVMe=6Y{Q@SO;a)W=kIH<+rM5b9|jCx}kr_Q?xMfW`l+s4|o
z7X<1mliI23fFlpYS7WAYx>m0NTYXVsn2dRI5Ux1j<G<lwI%*ohnsTcdTy{O`Snq=c
zU$K(e9PcCg)XSCZidS7vU%%D$%Lz@j#oSV_IAv8}!`C$m_|sQ~p|?w0cZrHe<|2?s
zI6POJeYx|Gva=THx<YaJ)K=P|U0T%(#H=SpDkRQ6VcMppoEor3{Ms|tb?+10Xxg*e
zi$g3bs6!)Rx$0|gOYsG!u)n#ujV5pTWh(4%!##fr@~?@P{{Ut2jHsKp`6vMy<E>%%
zZb!V<>@3x$ou!>uZsIe~Kc#bFIaVGfwOpM>eIaF{i;I2QiYJ^&A~?zWx#RJ#DEPIe
zyt<@tK@;;H(dk~Xp=%cUrl)+ck_E5s@O=TsbKG!iJH}C@`Yg9^A}d=R#fCoTf5y6_
z1yQ10-89vY3-I=dJ-XalEQ+#1yQDpHp2P61?JrM?JxXSl{s?~243WlVR@=FTIXwqn
z^vxyG%^|(IbU}PxW@b3TG1>><06&d$+J?R?UE=cOFUU-j&!NZCx@MylWOGNFPVDq=
z5BLuM07ljAwMnjRrGYb#D3hFm1`kg4#_GC7!Pak@FohoGM%-U+GRLlI-wrj+LgU2N
zmTz-&<VYN}Y{z3^Pin2J>Qce3YCdN0g5q3!+~6@8#d);nY+Re{zcZpyy(MntyKe>S
zmk6?3+Qlk%Xzo#m=xd<<&Agl8{jG{b1<AZ4V>keO$EiFD;w*eud#Bwr)|Ya?GB`nk
zexsqT-%{46o8jbojnOYN+~JPEGs))yjAZWN>N+ve`WaW=6!8d#&NR`kCAPOh^KFrE
z?n%j0o<=eGRr?PNK=yYc)Z5O|Tka<%Ol}Vg^A1V&^sZw{@z$?ra7LeVG;uNcV+snN
zUJn)B*=s4M=$3bygbZiDmE4Gs4u=CEbRAB9wbyerh_!vXXTyVSb8(BMz+_{e%DEp8
z`0r2Bu@u@soB#lsSZ@4?uCK&5)|ZjR7o8gtcVj)f3|E-=lqIF_lodC1`DleTeM_lX
zw2|zZPPrDVWOaKZ99C!<WfDoV%g0hjWBltc!<yWh--vucFu9xT!r4SzkR#=WN1?6{
zz#7%OQ{C8I<gC%N+x*y7nN;m3JRfZL#d<R65a~C5C%Lm=k<VyRkRQ1qQcoV>gIqZ1
zT9lWk=50n=rf*q5E%cjo0jCjw&E~%5Zn@{Vu1m!Fwu1Ne_UI!?lziuA0%UYP;+4EZ
zsM>fVM7*>SeWH2R2UUy}eB>ODasjV4*M;4drKnk5MgExtxNWB+k(}nI0=>yEHdR;e
zCTw_eXl(p@r`jP&mP?$8BR?qM;;-sAGQY$dn>#>{cNU`aMH{dJLQzKF(z#y<T$l0g
zhaNCQ>$~fU)Yo+Dm-wrBJZu8}yf+7&00}>kHFir8{{U|Oq(6h^dy*o>3Zf`btAGbV
z#bYct+Rlk(Y(zIDlr)aA2F~83_RU_=Szko4bo-40mC4T-^{xZJSLvf#_>$&pu^4-(
z?W2vKfLYG=8T4ND<>gVmO1`I7CE779_`}2PZ3Tth&6rshO}Jio?Ojia^+eOWEpmjA
z@<+8trba){(y=D-e7diV(@maO4U|_*iWLC_E^*I%;;MW?W_zedCNUU&gZPPTWA(1g
zR2*>>)AKgKTCcrri=PgbIIO2&-@KMEq-Xo25y#?dq||iS-v0pYQk+|PX*8qNln_5m
zenPm-0`u)2Cy3ia9kRX2HwYgr?Xc|tb_xgRD{EfWWNkV~5?1DR1+&>tZ*1fK`K+ro
z979X6=}?tt%C~IF)Y3U_9$WjS0#@E354Cvc2p@X@clY(KOT<_9s^-?z7hsq#pOj~l
zk6O#sE-o%4l1V3#_U8nimCVU=DVYB8vGuP;m6|cFgp?lVsrWrl{2^W-z$Ba;WBr=*
z4La6lyPA8eR|y#1nGoY7@tpf-@~=+#aPIyS*BHp*m6r?;AniQWy>eLK@GMcaxoeG1
zb&ggl33ZJ}AbWxOn!^t+TD2wSjA~N4QEy|-o;~4NK--Mu8p^woqGv&$yX#(u;wyb7
zdpjHbE=ZKg5KD_?VVIqG&N_f`UUjHS4dDZ~73xM;S2(1s?0P4`Y2|y}UM6;E)&yXr
z@D6dDS9jx>mGrxLnH{{D3ydyQe7#uq6~X)!AMrHR)baj~pZXPg_3R6IrrlY!*|qc2
zXP7b5xaYNewk_K+{<|KX6?{48zYwz<+TELkg+9s<o!>FfKPViU$MHhB_-Wy3A)jeL
zTX1cqzFx+<pB#8z^IY=Y2!mU}YRX)m6pnG~Pta5{*+mb7d_ADtK^4vA$XG4qURF2z
z+0Ujp{427Qm$Rko{$_KF=8}6Ex}D_O*TU^G#sz6LS-ILq+^{U9Wbu>fR6Z5xx7u%r
zF6FyKLT#9B-I5MRU&^{mdqZcW2ri+Cb30sYa0!juhW6xv(zHA}i~X%U@e+mOK5_xW
zkVYHW^&b3Jqm8E48d7I1DaYFKpdKQ-y70_*a9H^_UukHYYLGBGaA`lZ^=pgm87|<K
z)+uD%@JSZU%mK>}sjGUW-0=8r@>rq{7%H&joUz-x@E^{(`#bLtoqI~M)?#54cL&O8
z2;2c34}O@eaWG2`-TE6+o#wPXBGqNtH<ra!munn#{A-fbJZ+(AdZ@9Q_9<Ol2564;
zK!3bP8TF`qb9t*-X-z(z_JI;6BzOTkHyje)+j2h|@U@Oxxf)0jn7JWBj<~F{*mGf`
zhlrOgR?+XTtm(FTE9y75F-K+gw%aUca-U3N*0^nM`pQoULp-)pTgfXoks`2kok=7%
zLEz)4HC{U#i{F9XR7r^v`JI&Uz-r=ji`UX_uk_2fJkK#ay}Q5FKHzr`^W4>8Y1vNQ
z*y>exPssW&N3ojAN3@RR!I`30ZKpd<0LFXtr`=gw-CEv#lKGwPBQUzFhFF{qagK+c
zMROkv34aR83l`aQ;1Y9=7o~36YVb>^UnQh|M3ys39S1)?bH6?F*V?>!`?ae2qoSJT
zj1m_{v5Lz}(>&uLy|T3O<N2_91!6~j)oRR0`=(%_Sdc#sI(l(gQ(hHKCQ~Xgo)=Q`
z9vdJL`ii-wxsKv{Z#7(J%qju-Pfk4t9X}e@ZM-8pBMw-;=QpbO_UhX1dm&~P;wcP!
zWH?4n$F6F9A6B{6G`(Z{Lfv77ZO9u5=s^brn&vgwqnaz*gQZ;giG3=4xejAx1m#?I
zBa9le;MQq0pAoOj6YPH}Cp|;gwOUEwmwi7&!%4>xsp~dcZH2FfpiMSl=(g&qA#lX6
z1oAlNy>cEYyVfF--rGmHk|`yQM|hDz^8%Ic+ZpV8*EjHfQ7)sXKv~`&uq@$8B~`a$
z@b6xsYiS(PrQ4#kmd*}H{ssgv{zveyKM{3}r++h|lS+(?ICbw5MQIwH7%Od6Pm?>(
z0Oy_n&wA7GTHeW}{f-GdwcEbpP1wgBJ%2B5YeQJn;k1_CSH=~IWgS@m00{i~{42|R
zQ{qu~V>2U6v$V{gJAAA_&IUiouR%^Nr1T@%$u481_;0JH_J*uynIew}6uSTzuLS*T
zufEkSCAxxixsFKTB)cKqx1VbAuLhvHy0@8-#c>6cvtV*010(6&b@Z;+KsPU{$qmf%
z%NbZ%1d5|+VB4{PIN(=4I!(cPq0)-xIiD5y<5JW0sao3dXyEA%I9Fb$9COd*Sekdl
zYpaW!s5L!7{?Bt0MjJosAA+yI$pDUiwd-Cq(5$r`0i&AQHwenZCj@;Bd5y=z{XTU9
z+CQ`9c{{gf-x#ix?6ots_B|Ix@y?fjVQd|)P1D7@Xo1^!92Zgs3g^9Rjc`gbmN%H}
zUM-pY@m@7Gs`zt3O)hxaOO_K&Z*>H$j|-E9<M91y{{RWKd;9+Y7t0jdh2_fqjkiT`
z<$!QUOw+UIE2Gu59aj3~5)`s@iI{ng?!PMi0nKnf5U&!_(!j_RhmprCp4IACoBqKr
zVDkQ6bBgnC93(AcXeNWsUopRjBysvzk6Ql#UZ&q;sv6Oiias0on`LRH!KPl@%w&LU
zib#ONFJN=i>s>|fjrBVhRhvU~Mgf*W%27e-xrRXeYliU8gl)BJ*D<Rpjg+qC%Jt`(
zwc|ZI&AHdZ!z7+t4=jdZvyqZ9?b^Lo?sJ{Q9xT@`t(EPx>n4nhEQ0V5-s1zB)sAgr
zQPY@8*2Fp$kr8vW<EC?8I$G%HZLbk!c8TCwt@j_8Fy(+hP25+r{2;YUT@v+Sb~~j*
zDl=zml*z~7R;kCO#d~Uzv!M7#PO`9twF_Z!bXVtjc>~)WE2EE2(?lw%XK%AS1&m-(
zbTJbFo@$Mq;DSZBmB8L`x%Hwlj9)87xJq&6Oy#^^@b62zA8XUBBU`e=bVQ#jP=CBX
zhyCTj72~?Uh1S;YN3gS+E4yxPw5yZ3fc1?302+IaYw1xwZe9l?cqFLx?~ls3Pao(@
zeDG=zJHv4p%rnRLl>Y#p-RriTV%?d`ChU3skEv;zmV<X?X$*F=7#utw#he@;ersDt
zlwE1|lgL$-qZ>gP!6Tp6xSe9q-QBwlmRjV0^UUpz=Z>rB-qmx$ekV53rk8%6QYb1M
z`sb!AwL56lj&0g^JzGcB=Zrp+aAc7m=YhK}-lO%dn!`|oPO`a{ci5wx_3d0XjUCC>
zqLulJ%3xQzo<E&Q;~h)vT4O)~Ei#ZX`B%#0A0}p;dmh#rnw<+s#-CM7{dH~<S75AM
zHZVgI@9kY~w{I2wovgQaTfEf<-p&Q?dz}8H*Oq8E@XM?{qk|iRn3$d%SHAdrOg7qV
zZ7@SK9mV*3uVJ4`_uRe3BZ5gOG=X$sZ>Gl-M5`t;bJGK*VO(gErl}OxyFe;KJD!KO
zeQULs0SNUKgMDz8(L1rmD;wO>61K)Av&dRl-Zla^Dj1ypA5s1lXxuDT7l>F5>Y+!k
zHI=67@oJZsLL30QS-}4HBl!wlQMR-yy-)JZeC*ZpC+Yefjo%M)<<b8DMn1e(pK1gC
z5&r-d!+N7_j;P*L;B;AgAI7}~@BTfT@UCaX+E~@JJBvY|G^d#n9Yl-D{{V%087KR@
z^*OP>#9oGi93u~G)}5<cEu#6cu`(%QRk=9rT%U(EU+qm0PaxYQDdkQx(bRKRCBJ{{
z;UqUvN48A1Nj!UC8uin@jOU8%T-UW&^$TT<E;g)APQr4-*#7{9H^RJ|(gp!#;<;&V
z4A*i>;X^sx3bsQWb*`tvc`0~%?_P&B!JI2#<d>1rhHu)V&U|SzCyq5dsoEJi{{Vn3
zbe;~^67t*oF6KopgZB)7iGREJS1IEOkNhkhVL!U@{;{npJ)G8KAi;eR205bOIP_ua
zJ!?uBHB${29>yQq-&e#q)LI>Hh@w}6V?H+IgYR5ifGmo`qaL1yrIzyc>P3p~?br^7
z9csL)(YRca2SRJB1Ba_g``a9OzB>(xkGZ+4;n@lCCYZnU^ato`)b*baCy6aS$ktHY
zu-s9lkgt@)U@*s8@!bYSUm57hk~dwBKLcL<rrjmI*bYGRK2ef=ewE|q(!OC&(CNxy
z$%B`hK5y6jGjX76HyUljB+@~E(kq-CfNL^KITdr|@$Dh5*ToZDYCa>?F1&?|8-_&=
za!3u<vF3?_f2$3S<BV6NqoGaebDw2)#@I>E`)0eZgpo9UEWXNx{{TZj#h>F^=9X~p
zm9=%}xvtCMdWG>l=gL7ghdKWMeQS#`R>M!w+YbK#c#O}BPFKbj*aZIoqAviE{6?vG
zUslm<!&++EMU;kD8*Z-I+sPR2tJGG9#c%l>E%?v+8vg+3M!A`lPTZ*<C=~EfPYn-2
zSCy)>)Fjlt9a`-2{{XNXI978M<O7aL7~oWL_=n->Wf6a10zUJdK34>LSCC#qn^|#@
zftteH#Adn`GI`ISpTyq}i4Owkfe86k^w~GB*A)0XVc=w!{ceVe2W=`$*M?dy=v4O|
ztD(2>ir?um-7U+c@}s&%v=Bnj;*cpedh~ue@JVxvjV!NEmr0VnGs1V)nxBSkF6<g6
zwv&Ft6ecC%*c>V3at(ZWZwuQmmm-|?>0eWPB0IhpXykv>fBhXLTw<1_w|xx1jqAI?
zmP3#E2&Z5A=OuVdcA#eq9!Fxl*U%prRtE5msJKRS`*LuroF6Vq@e`<6F5wldhC#+k
zf&FT&a$6~VknIG8`Md1KDI~UNkhU^U0PW3aPpeuryMLm|m0a+^9w?qu29+MAZ2Nj0
zuDRfxVx5q#&O=uFO}^GybDV?nZKi0f*H`HT{3HG61333J(@k{qcz$Uv;z?R}3j!49
zKDCRaT+gIxFA{|fAPPgTe%w^r?03+MSAVeH6}M3&N07&i)z1#wjb`m_?svl*vZQQ>
zJD8kfn$g!LFQi3pG*OF*n6V0&+A1#w>WyQmTiVN$586^ggvlK9{HP0<+MKsqeycr{
zmfKn<DYim$!NAXN%DVZyAE;aS4nGkh&-TXU?TVZvdHdeII~s$<7I(V(>U#2l_FFmD
zHz%oQJ-(kW=Uv^$i@e{4mX|FmH1`N%kyAMVFbMp3{OdVB#*tmmD)7V?`u_lkEv%9<
zRnPBQHRTh#bLmrfw%=0FH7B-NM367tkRbds>0J%2mEVB;cct8FXN&lir@+8bCsqFd
zfSghB6H$s?LR%Yf5189zVbH4eKc5sf`NGST;Ou6(of+C!C7af?;J5wTvjd!Wr)b)5
zod|1k7=TNm;~zEv6{R!{0!Xq($iu3UgH)`^>2n?nR59h0=B=fgd3jXaM>y|Ax-*_o
zk4|ev00$W(KDBX)E=2(hVS^M+p!~$wPX&sCcNmlVqXPtEip`D`X|^~3F~%!*&QG<N
z8Z`3bg;`yPJ#kmaO~}^D6<!Pklb%4R=Cg(+W-SJH1B?zwrCx_<KQcyf=!5(z7$a;~
zL>MQ42Q+dIn8lMxTdD1$H&H^9OtJaMpy22Hil=p>MBY8N(~|k2wVqIgQ-Zv7{CZ}c
ztu)bSZV>JN08A~E>U}<x=`0&j@P*HalW@C=;aE5%lvThuKUUA-Sya<P;i+fEdJT@5
z;@vjZ+DT!CS5%cGeb^-MdvWVfc-KOMNbv@n8{Dsy{#x95KOi8UpmyT4ZmnO${ukDK
zM<kIg#B7qryyXIQ3+>1sg+nAS;!h3g`o-4SXM1&6*f-sE!!RF!0<l*$b}&47r2hb9
zYSJZ)lB5FxV`k?V&f)FNP_wjYmN6r<76XEM)OUCDYOZIvc6ky38Qtu-{(`$t33z+$
zUTerpZAET+F9(tN3ewFZJKdZW#30Wg#xQY91*YyYb5oRgZ{!>P^K|vC2%-UoMsvko
zh`DD*u#K)sU_e;OV~<MNw~EKjk*0y3JPp4n%~R9miZr?h1&k-|oM2Y=n|Uq5$(9S{
z$*^r5M{2bM#d4*jRx01>B-<$=cPROIC)e7k>M-c@d_L2owX~D_N;Z;9f*gijtaoSA
zJbqQvhflOywDKP+IhBrj01rRTtLg7yZR6h-TjE(GmeytgBgh$Fm>){cs<y?`)Z_Jy
zGfbCU4`CdF!g#jDF5(k<s+Py8!Twc`r1*8OwF$hhGFakIG4_sB9*5qwuP(9R4F*3V
zR4IEo60qW6RY5ECu9xAuk+14R0Do~913h{F0PEChmBy9X$LdysC0ODgFPENs^HeP$
zk~wyTLRerL>by{bZGP%TjKE8=^7#33dU3^PLvDa)b}`e6(IOeCry(|Zltk;6C0ab=
zAB|d?;nEQpw1v=+0U6`p{Q6ZWqTdKrlWRufl^Dt6HMwgF%W|YSV6rdDxXI`I{&jq!
zOy@PbeLCk&@Z^wNjmv7$&f|f&vtu~#kkx~uTBK7-u0#CbD}8II)*+Ys7sS$ih2d1y
zgCiChLz9*KGy2sJ4?`GKX+{P?&*53cT)8qCZQ_#d<K)iQIXL34TE)5J3W`DQY6Xw|
zDtQ}_WITFQ_GdGpCvY+WgW9x75ZS4=OvNw}VQ>J)r(^inJN=xKc%s(WM6t?s6kyor
zYZV~<E2_0v{>{v%$}fc{vG=Za$vn>+X~xmyn|#o+ter>A$odR^6&2N>>^g7WHoh!c
zNZuv3pKb)J@}FD`R#%1y(v8jdd|!x+c8j-w&BHl9%ba_f=>91&eS1zoog-qW*P7*^
zE$5&Len2+??_AhO^I_s|H)^e(gYcy_9Ye)BjD|vV-y_PESpDoAFXNn=*zx6^g@h7m
z_WF!Vd2k3zQsZz_)c#pM_2Wsa>Uve>+}dsI_GOus%uTm&{<Tid_DOZCTbXm_d4RK$
zOEK=uPDv)aDaVzhj3+K_S=M;M$&*O6nGWQ(ZJ6{2kLg%i)wkLgO}SJg+-}^*)pm;P
zwHTiJ!&iy0ljZ!m^&E=i?i{v{pn!Urznaz6ic`>vQoJ=f9|1rk@pYM802TAcKX$gY
ze-6WSr0Y7fJBh93l#YZj4bz{mTFUS;k>bltocyo<0HD_Xp{v?k=$hV|(lEG@<{)e&
z5KkQT=xfcl`%|}N`JE~L=<|qdVUkVzkhiH7=`&fuFT*R8WiBE~BtxI#8RobcE!Tpe
z0&ou<MR$^1C9lIN*9;OtEI9`l&T8?o_&r5I{9cEd=&FoiJsWU2Bei$oZV!q)I}Ga#
z*0(k+A%%(k+Z>R`@)gHu_FiPRw(8j5B8>FLNdEvD?PE6bd}Nedx-3@vyrn0Pl>k*A
znXZXDG=&J=Hq1S5!q=~Kbssp%7noQR@-E!xBiGPZ3wyf%08^G%BW`d#tJgjvYfTlh
z+uQBmDZ(f<<IuUwWarklgSynldOZu8YA&BV@@!b{U_NRw^u|E^L9b)c^@Q;jt*mMi
zMzEPIV~#*MQGmdorFhfJ=jszkKpthf^!7}DO6)!s-CW$*_>41#WV87R9q`r7i*fc6
zPrCfgV4Iw6vDN8T-dBaR6e<}ZyOK}=!1;Hu{5Tcm@?Dwiu5YeOOLcc4m7Tl$*QF}l
zTYNK)XPFG~!8DA_#YRf7;~n|py!*vgX`;<)cW;5>QWtJEWkJR(3=ABUn&{cBYLSmB
zms2mnG6_B;X)HQ@qz}@&{{Rr|{{V`f=F^Q%JxE5c{7Qxs!1T@=HRt{VK5xVwE?i(6
ztdG{a?+_zgYFgICWA<%9X1bKgw`_bWBKq>wPyOfR`i`4UA2ZPWHP3~#qmTJ?kN*Hc
z73Dq=(dE@8mQe_n2z3p&Nw{t(&DeJs2EBhwD*9EkA_PMSAxCaHSA}>(P?9eh+uDhk
zTU=hM+#;L?P~?tBq2{<Ug?hDpO|eZ{K7{tSE2rJY&<&;;10nCh;=BI<9nWVR)-v2(
z%9Cvk4ZL|J*s$&C*YXv_-{}jZ+DCV&10~(Wk}Ov0!FGf@OS$X`&M-R~?Yv@PvcA(b
z`<7NqIMl2-`^-aQpZB)@wdmrk@ie|>cq)>m8My9qUILD7N5_+1LKsJG^GP;w!knni
zIOLzwy%Sc@?9vF#i!9Sl$IC=)G_1!sQP_Hu(z(xsu-nI_YnMB>OD)Pqt&Up&x8==s
zny{K{mDB7W7xyvZOM-H3VLTT0W6?+BT(u&eEw3YZVk&ZTCuVYT_%}|zg5+D79b*i;
z)v~VRjy*tZkA1b~x~GTJP1NSIkUGg38;0!l8UD5HlFto>uG&S2+iRs+dA9@}cVO*b
z$o^)$uf#H4Tx#uca|*)FqiO?^6m;G1UDQ^lHLKK;yJr6Ygd-Y%g1kW_KQj%a4E5us
zMdCenD=khNd93{CEg>)>EPx0k$1U%INXNBZ@Ng1%Q(lenwCz)oo~mlS{f*ja2_8ko
z_1)Ppy8*auDif!1-npp4^=f*WLCSGf-p4OChkFgbm@H>WXJE{NGF?|_U=BTZ1M6Il
zqhoUo!1ExH8TtlXSGr#7+J2g|EydyUV&YsrL%0KR3)qq?$~D`m^_%OPxD^&9jip3(
z=U_aKuQljKR#rG>uI_Zd1*4KZS64EEGj6~76?%t=gpZ~?F-N_oA`k~%&Ojg5yx-va
zm(;aDMi1GL<J0Cf={mqwn@zZpo;cyVQtqVTRD+!Q_OF@6KloApyB?Jf_j3!zacj|-
zpGvd1oEW^fF&uzF=Z?9@rD19!L7;dMZdlq%Zqzd}kYhf$HQV@(=IR)fLBw)1etkh6
zhtSr1uO6$Q=@(aViP^`R48wB<$6k6KE3%SGohx@SoST%BD0qh3P&%QtWIjv2@h@jk
zbCFhjH_oX#=YtCj<GyO{zpDQLX+v)QPnPI5G29N}im&0gg5En0o>?EQdf3+95w>~s
zY_S$Wrs@lC;UqKeK2_h@<|Kd5AXxo!aZ~D^9@Qk*G%aG|%K=qd;d6kFSEBdMb5?Jx
z&Z*%GxMSM0!*~K7fsY-3@2pgpJ|SIdZ9NEhu49}m&@dxu3UYrs<f#kMlkz)Y{pDcs
zOgGbbLi}mrnbQv>OTm&c_m}Y%<c$TN_C}$rJ=LX@abiTaRKcB?{nQ!YSGfUtVsEh>
zj;tGb0E2_~aD7I8mEivX79+B4e&E=|*789n$*uAHeM<~+gPzrnRQ~{R67fp&X4aMF
z-h3a3EyPhYm+~_iP8GQ)Z`9)h-mvZTds*%;H6kIwft|d^%PSn?&;wHvN5Ck%5vU*i
z2-gai3bw&PWo&1!Q(ZV%w&$-_Lu*U+J=@`PZ1Aj^KYH>^aqP8UM_;n)UNmUkop4`c
zuRFeD)6$#po<@_wiqFd%*UuipqtWJ;OV1mbKjoNpM)n2qUNqA7^>5uBFi(;#8WP=o
zlfzyc)E*_1$cY`|+yTK%WCQ4N^s2rEyGy?k>heK7)5Pko$vFh0lj=J0S0%TG@8P9{
zldw?*oO20C`-Cs`>G;+!!wA_meNeC%W#j3)kJ7f3ZG)5Z{YzD)&B}G2AG5dAJS*ZA
zxp|)1bt{1+F%Oua+qeVQp0y>`pQP!U9;0oh!l(_KGe|nRl{n3E=Uczf{41)qpDBsw
z*KSrvz&KE=f$drT2)LT-OYuySIbdy0GJE0jYtXE@aH`&4nZl&yR_wX(Ps&@JSfdU!
z^$tA`nAooKRPi0JhP0_}Zl_fekcyeXbB@*LKMfM{-LJ-<3~cQTUU)ncADPJ><2AeS
z3ro}W2=uwN38WCia6`g}8_<qV;6VKAn-aOPwEY=$T8$YqmALV2J|NXCuCFcw*ev@b
zw1LXHCNrLTgYC^f#M<&->So%;(kLue-Q%~2Am9<y`}eL|T{lmb8>_21qqUX+@<Kr?
zDH!kX&py?mrs`UDp@}b~dv=c9f+&wW-xvU%)#<7#D&|hRndv_c7tKqBxJ}?#e(aNx
zf==Q2;<{}mVqJ6had~aFE#ChCdlkt1GKN^MVSWr|#!ztC9Y!m*u#AmH8NNa0Z5UqI
z&-m94JK_1GN;|(pd&E5H67il#^R5$6ycQN-akrL49d;kP^{)F|W?d$1E^+|<YmAu|
z=H5soMk>Pu1B3b3Q?<<F@SbgXsf}J|n8eYt$WR7s)Sm`|r^H#td1$5>{6$#RbR(la
z)qT-RDQNT5a5yzX;T(m2CgAYQvt(BKa;q4-^J;wus^DqzfO}V-_>obqVp#(eW-4}^
zcCSIzPAp~5_kXCaA6JCU0-$}TC#DIn3lskR1G<m!WMlXzQG(Y{dwF+-xRV11?httY
z06z7j;}}*{*3_wIR3%PuKIk<Ug7o;4Te(IX*<UJ1<S$(Qb$iA!ymva0<7Af2l6xJd
zy-1@5c^;UTDHejv$g#cLfkA)1yn&z1g?gvLCGyXSBHkNq>f;BX+kyHD@=YNkHqk)p
zJjA&-0FlbB?T7W|y?fzFk&{%NqS`LRGll~h$Rqkz+Zo*SE1(2K`&XBE*HxC*XuOBp
zBt*zD-xcaNfAQ{X#e8bTwJB8Rh>c+-c_Xt7?FP=u^IyzX8uh4IW0DZkN1PqQ_;c&Y
zt5eR}mxpd&%PAk5=0eVKl|1qE>0E|`bd&fl$4EqHxoJ!8;C1K+=T4Ffh?029O3IDG
z<lzr-`PZ*TlWAXb%dI;%V~6px!XrpR2_<=#=U?H+y>hpKo*1Qpf~w7cKe})TKaFm9
znns%BB8)PFpQ+$hH1O@dy|DiD3d%p)QC{3>S}y%hH=gpkJuASTA{wRScGG;9k;cMA
zKgEvXv^;F;F6_~URK(d+-;rE*!<CM26j|I8i4DAq{`VLo>OYll{7AeO+NPKfQwyK`
zcvr+`G`VwFrP%sB6;$y0_c^&VvRS9KibC<fnF~Y#+DYk-;=RvI)!N$2N7HT-{W^H?
z{)!cMG5tWVCh%{F?R4FC7rSiQ6Z3T?Td~D^Eys~_aF<IK9aN}x>w}EfeM*TzBQIro
zninUV3P=MO>~UUy;|*Qmw|L`n8MxZqkIZvjJlCcC)dz$epL+8T65cJ|uBZvZed^?m
zd2?uXeOf9vW}ktJdDqIy2gw;HIpmXFj5>I~)S?c*x``Rz`U>Lw1(uglk(7elFbVCG
zU5DG`vAk0s{Io)>52i(VQf=lf`F@17mLKLN-~4+w*0basBOc$%wPX>rQu&=W5(mF(
z%)oev_O9%W{^hSTpBlaO=y{S&d*Q47S57LT8`+G|IABN_!5FTSL0NTs3)o%aESq+2
zWlVMGc;c}<d2QtCnr-+TKki)r04lMd%(mBTWC^jOA-AUBxcm)zPEAajX*iZ{EgHo@
zmS|rf?pT;O9>X2F*F)g;QkQCtl?4Ffj+M$?sE$`_W{OeVAy5G8&jS_Icr_VP^C(qV
zp#yLur)*a?ZtsI{(7ZbR>O8l`=gat!tv2E}d3fi(#j0>hR|@0kYk%TqlOk)^I+R~_
zS3q;wf{cE3Lc>JAmqU*JI19wtz}QJ_9-xl3*_O)GqMu{O%;~8~%G%sdmUPB&<DvDY
z85<s4oDtB~Iq%`L7?UX3;1P~$2Js!H+(^6q#d^Nd9a-b7JzwQIzYFOG`^1`c_nwF?
zCIq2UOYz#hTU7Bfcv{?ENo@0^hhYfeO8fiQk@yo-g6G6`sSCP?eo&h1{wFgpha&;P
zpEJ4Z#eA+~6)eh`^w<l>2PFC&Ca_*jL7qiTg_-vjIT<xtKQN&x$G!$?d%2}32y)So
zI{H-tCv_+;3X{sVdRMN|l5LXgATQ2-T<86&>wX)l9w)tR*;8r2$4{775Y2S2^G(r5
zQ^Oxx?0y)uhs76a?i?FDkNfFsgEIdBcAufshW;ujd{aXHHMPTI{S0>h0BF}eakWw+
zcM?W;?_D><@A(~VNH{-a0Dfk<yXKqh@NJN90|3=!+Tmg7Mkn~pt$7l?q`tmcIIclI
zyX#%MG?Ll4YzFek$Q@2AhwsI8v_fXimv1f6iU@%cI|K(6(_QO}r+Bi)3qiWuON_+e
ze-?OZXNJswWwpHuH$@zb!~LWjeuP&iZ8VQ8^RWcV#IZe2PHR0R>{iO=_OCsY-Md+k
zBX5}$^#JuBg?%gVnll%}4H-!X<(0VimCyCBlded11y9{PV!o^RIK{pdXr%uD(|`RR
zB~`42d$B$&M-;vmwOLnk{k0B1;16CSJ*-g2A-A$JO4$mmFbBPRr^Nm|HEeOx@qhFO
zuOr;sv6G6lv=iLGx`E@-FALf#u!MyoK3DPYOux1^eh}Q{+EzqRGr;FOR>rY5bW6ZV
z`<VSjQ}HbG4HzY)EiVd510pa57O)hwOQ>&eEgDt@Eg={Ort*6J09JpA%zxSmb!fwK
z95X2DM|#K8Zkoz<W1M%v>U(ipS636>_)-C9W`pe8mg-;*Nn?<5PdOgkVwRS%JF%~-
z%Ps7;u)6Y#7%TzzJ$>r2xsuOYOZJGWwpoB&1CjlD)H-Bv7-f=GV<uEYi_x%hcY9-x
z#;*9D=Jx(*FXagxyvPi3B83V7z~Fr<d6vUlp1Y!HXul4=$uyRJMa8U>OvIm=oDx|3
zjy-x;n|Km9rtvnPrRpxJ0lHaA%Gg#aG8ge+KDFsy9q{ayUl0DsZ-R+!o?|-Xl@2#x
zdJJQat$C+}G&pbke+7o6aKr{O<Q`p=ZVR7!!aFmfTcfx5*&I_^*)~Vo(pD-v>>y{K
zs1@ZhT?_e|V#KgTPJIC9^Et0t_{(Dz#g(Plx@4FumOy?|xfsax&lTggXrdNiNq#}k
zrCc^5d!28D6b4X6N0zSKdXj5X#b4_p%8<nibJrQ-qwsyM>oal*E96AHj;9=t)Kd7Q
z7SvftIr7wCo}5tyc@AF*&Lln8aAG?ecu9`jmi+256d(mW=ZuE`0PEF=+i3(IN4;*0
z86~_fXN;B^+&bi%*1Ber>g1rt*wJ#`y4HQHvYVK^wEixn)`jf5XS*&|J|h86Jt~B0
z#}V??n;&#!j-=wH@<s;(BRy$|i7Y6~G=)m=LH4Hz<H6<5f7;@x46Q;k+FbD@3oOzz
z2)7(6Fe8)rR5~S<^ZYKp2`qaipK@g51P}<%xf%Q^HK~kxdPN(BGc$tayK|HIRDKV6
zwHpukM%B*NzEW^_*hkEN015nSnxfR!1^)mC!0qtYSZ}rwx!FP$%A*W^hc#2f7ICM6
zb$J(1+a%6omLf<XFCee3bNW__MDX~JT=0#md3N`jj8eoGqQ>2a;B)v?cX}|>{v%)b
zZUqTzcQQ#FV}KLyAEp<0tn6yp=T_<#(&dJ76@e%8uSM`A_YyV42IW+>qmht1DL<Yo
zmGNwF+jyT>OIW<Cd2;C=rhm?BuJCkXOH26|f;9OGkVbM>lbX@$jFybxVvQxZl6fRm
zJGvf~awXk@w|NdeT#Qp}A>NV~Kv#A?rnFWNip(P%^U}0YC6d@in{EkY+_7!x)MQrH
zk^@0FEza|hIIMdWK1Jam50DO@?F!n_)QDsl0ZS4aJx`@tC6;2oOFNh!%V+YWMr@7(
z=Pcg%0Gh7%_YruPP}GL_*Il=oD^DztSclp3W7nE?vW2v3%x8C!<ZL|jsP!9NUVSsb
z-dq;e_a(x@OJroQ+RQx<99C6Ux|&ni$kZ*bB=G3c<{?jq<eSXLBPK=Qet4~Khf|{X
zl5lwQR}1){HBFaLms#;tcafuRa4sW>zWm#c(uc6&kI+>w174+;q_<Zwxme`J*vQDh
zz^O|54)z`5M-q63>5ku-*zgZLnxz<WptCBI&mygBHw$;KUCeR=NJ!nm#!V3_Fzj*q
zR*^<*xoUweBXmSNiQI94)K-T3n5|xDQ3R`(Qn>BN{c4m^t6STDbTK7+ec{@)PT#V;
zYR8mranN&GbSJ5aa@W_|R-tUuZu8M~M<8<BhBlAH)lCKe0C3=rNf{p0ntX6WHM_+v
z!Y|ku1G|m+8^Qbu;-%4TzRdt!9=!?8V;#*Uu&6L4Kkb};bn6wx%8tfN{uri0OC$Tc
ze>$Gi0%+I$yndCbCd>#;sv<a61dwymxlK8)Ej&Y}P9np{d*rb_KK6P1>#49i*XG@w
z#~Zyf)~INHOL*ee1(79)Pv?egV{<Pf@FNwLBlvI7s%zdxkHq=iyiaKm#vzF9_s=!W
z+N^@&N6O@pjP$OL;&dUrQD)uD89DmbKOA7H{oY6%X0X7o+(gp5wAwKBo5+RC@dN(=
zEe=mX*0K%sN^%J&rxmfS+siys#F2&w%)o)q1lKPTk1d<tx~%SGj)%h1%=(*LO*Dop
zXr5=>#EbxO#cJ(YH0>^5m;z-ROJ|`Ums*R$_K^PoW8E3tFWOI*26@2$0PED+rGd4!
zv5F}R0P=C1e|MU1R)a*2!@)%ditQA2+W!Fh39ZdfO|`i2w!MG%ZegBK8GDTMKb><v
z0(U+xwcHm0Uyyoyrn*f}R<wh{ULmkze$_R^yA&>W4a58maBKCq=)W^>`E~O+OF~y*
zX3orD1J^a^k;bp^%J*|A0vVVcpp4|#nMSe{j}fU+jybPFpLAahyok$0CU%VM9YH77
zs~dlF)e4JV_o2q<;nMQRAsd9z<Bq>DuAfb4r}(9)-8^BQC!R%9$QZ(d_2kw+gjNW(
z_(YSelfd7)wkUslCO%aJ4_tMw$H3OsR{kTu8mWqTC54#C>BBZbY<pKlMER}}Yn0*q
zUv;M@r#1egA-KJfu?z}Gju^*I2j!1aNv}I;L7C)5*sR2=j=-Lk=-&`6w3)U0nQWjf
z673`xWf>!!4lo64TzEf8)4U~Nb^VgkUEIVR$aA(a@18#@sL5<)C3DS?GYH+fwYy`S
z@H1YE@XJM$P4MmY^zIk!)@;idQdv<;4a9q#<LO*JsSI}dgo$p1Ha7WcI8lxV<C1IA
zJT-kDp=YZ_3IO)nQowe96XA;-{aBB}xU(DkH*X`S4`I6X)slQa)1-aZR<cXCD8@a&
zhW`LKuRrl#x^<tkTbNQmvyF=D{7Z}s``2TCr#$}v3p9IqS%akcKOrahyLGQUTSYqh
zTF7@GlWE8!BOje~WqLw>tmVcl$}h2N!LX&b#62oBZOATHY4zaOL*sOx{t~T4ZPIln
ze74b)WhgQm@&r^`ZGf}!{{V+%NXny4w0x{OXV<S<*w^05*TfpDPjFSu%O5E|@!(^e
zVxoWVe<N6b59WGqn2R2hXpxL6!k`brzJIW?o#(sMe8z@PJ&aBxByJ3HGtdK?_w6D@
zmqoL61O|af1myG;;TD#<h2#ZLk#FZn6lCK&j%&-wzl&Gb{LY+Xv>?v2#ZaAQPY+LL
z`}t>q;mVF$On`q;{cE!Ee~0y5YetIJ!%r7`M%T-z3PATGy=8b`OA-wZ-WNHxy?Gh<
z$Qa~)IRd*KM^n-?$hY4KCc0)mR0%67a68}}W8S(kwLg7MJ+3M`MYYz&oeM*=(7Ym+
z*0!kwx6LpdlP3YW@5rkQ6gqrQbczeG-gDL5_b1q34?$L9=fiNnm*ww3<ujeRImhc<
z*NePK7Kv$T6CrtSRe}T4jDL+n*AwzIx4C~a8s^E@!JZ_)m5IB*SCQOxz&|MZU=Pl@
z9~au4x-Hs5LtNObvK3wjJ<V!(o5hX)00`W6_HnP3cExAO$=Qq*9-Q~CQ&rdXO>OP1
zVvwvzi3~ABF_FN*{A;=wTAcH1W2o?$2f|(;P<m|{A4<~EXKA%-2-?=>J&eLOY+(r<
zdi3c=nPncCr}(PEBb2w8ASb>DT4lA=7PnB!WkIo(uwOksm7W#etxr&!ag1zncbZk*
z&%`^pnWHm;(}i=iGk{3?0gV0?)j{EnFH+IhSJX8tYa5%O%{$;muNwlq0mgc9_|+YL
z%G&4RRl7XETimJ>w2)a_0~z(_rA?`{FQsUfBE?!8lQ!tvIYtt)@!yPh^sb36qW5Hy
zWv>8ud3-;v>I)95XQ^9FY^FJ_pE$#E7<C7q#=7qi&ar9YHW?DI8RX*}_WWy%_-SeO
zYnefb5Iw0rV)cAVM?Xwry3Z6TYfFB=>kmf9YWe#A0P->ZyB)By!{}bu(T{~Bl}H{_
ztFImLjDEGBq}oR&k)lI;D!_=0uf4nAfIm93;#oF$a^54tOLY>rxC1}ZvTlr*9vagn
z^FVeiNh3Mr*3?^m&3THVN-~j)<B3Oy?rpDa9qz5I<uF{LH_7v^<@vpOe=3W>ek7Y$
z*X}LNv{A&ijUd4+atQBD*6lBK9}j9ed~XXQMrR}L^B>Kh$Qr`<M5F!^OQ6lx(X;f(
zuV)sog_1n#f5%MpIhy7lhSSL;kx6-aOpgjMA9w(#9Ag1Nt|!4dRF_)Kwy7oD<)E2!
z8%R$5z~uAk$LC(5CWCCco|@i7a$BXjfCKXhV?3X4#<_0~K^=~>aSU*Uh~Bt}s3k&y
zj05e`xa!HOO)ke|HT%xdFQT=(g=HfS!-6Z%{C(l=G+b&L&)FX3-d2)H1CRjdFhTaN
zr(2xEBp?Pn9N}|Vy1b1yhBYNShwe!rjAI<uxhz+(S2?pOH7yQRZBtYDFw1WdjaK=j
zF_!Ebn)BPiVP|DMn73ndD23yZx!H}|hJE<2O4Fw{Uk9UQ2lv-fA??F4AJV+nRfEi)
z^5lm7!^aSA!yxtit9&i3Kk+j;w{*OZYxrfS%cuAr%g;iF;#QeK{^>Xe^sLVgM9Zmo
z=)c`}ey5JFU9X11p9pAx00^;+W6<KU?DYFsG%pa}MnBT-E-uyFvE>w<qaTfY^yT~d
zzNf88sKOT;ZMnQ9rrE{`GU?Im!f(M0oa4STS^fgGp4VE`A(|JA#G4M~BPVyQcODF|
zF<I$GLdz@`OBr4<%7TBDXkSSjvd-!E#Kjx%0|Wf}*7KM96unHXdiOkwQ87W_{c1a>
zXgvLTXNj2!&ea_;QusE}Z8RNiQMZXK1c8qoL-F`@sXi(eYyC1O+?H(^0OzX~`N$tk
zR;HOXrOWt$S*nY4vsl!q#^3`D-;H_|-SDgB`W(^zD=GXVfB2bd3!LXqIs6z^pNV>P
z)y9b(^a#%#xhW>neqGqZW4Pdt#<`yWT;16CqBcTS38H9ZA#$WPFb+C&;=RL4woAKv
z%XZ;pO{C*Jb6oZR0N-hPGfIEJk@H2TgmtU!3hz}=>1l0(`C>QZ{{RT@j^?e$pkLc*
zkzT!|i)`QW(YVOYGBe2;HS`-iS6Vqk68`A4G9X?X93DNzay~cHzqBH?Pd#m|;$!9)
z!eKGTUwl`f>T6>qNi}ps@QxG-e>vfu#ADb2o}Y-W!oa`UEkiEQ8-ZMx!#jJZJowcZ
zLT*EEBLUZLG7o;0*I6f*b8ML>5+0{L>x&rgADT9#to}yVh!`%7F>VJO`g2^QAx{94
zo<YTR+Smt1n>arx>s*v<2+E$l>#dnXW0~=i@oGW-Bb@r}70CQFVxJXl#s=1TSC98e
zuAjxz2bMTW{mee^P)0wca^DT`zZ7iBvf$4z9sc31;qVzx<35Mgf8-r6u&yrtNg@%H
zQgfB#)Q*+fYTW74_32!N%xxyXtVcbo#KnKVL(uG@{0R^6)U4XH%+Qp5n{((paywMM
zD^LWjC}me%1KX#sYOUehXR*~7ypta?G6J#4Jl9n`P-+%$Z7EV1W2SNVSEqX!Szhe<
z&fXhG*XNGh+^lb>I>EU^7dRz{w>!To^}mHzg7ZQJW7uGVI9L(L+nj!4s!Q;)C7exb
zsO*so?94gZtl7t3sQhcA@VA8*!qHB!-8|lL%PRl?=e1utGjX%f>1XEL*N1rF*lIUr
z7jrB}X!SMilfEJ&+Pqg?Q+wiB<4$mK^uRQutkKa+N^F0_%|hBq?CvtYN{yp;@UR`n
z*0r_WQu^hk06b90bA$u}d!Np@Xj}df{ZLL<78h&;r~Y|LdN<JYHSHG`g8Rb|J(Nm>
zs*n)>0N+_ZTJ|9|87CvlsRyb@hF#kkCxx3oy}HLfgCEwh^`={Y8KZ&nZcs<JO6oNT
zq#CL#5w<BX278v~xnC46HFcN{_4JaD?$bP4a{cR%snUEmA7}BM#fyyW4(aXd`eLs9
zUXE3}(yo+dHI31T>`4Zp@T7S7lW%aC+cm3`{{Vc}uf*7$?yPvsEeoTs;s|Q^tW<BF
zMlZ4NQJt_H>$&CdUOGPqiuIiX;!4k=CZBx%UF2)BJBA-Cj@!KraDEH$_MhTCd9<tB
z$!(-`CI*ZHxrbFb_R0J!vDf|<*k~GCUVmy_OCgpxqm7UN#oRBizv)Ic3Kbj<oGn|$
zNa^h_pwoOgIG<2Uo2PQ_!20w6SDjy76Em_pHO$1|1D&JRvHVA4HiO~|-74MK#{=yS
zda%b++O+%)r9pkFc^4C`8^HbJjDecYh96#LZCe+oDo1hP6rDxmON<pv9DQr9X0=O{
zl52TxBv5>`U%EZbK0gjepg^G}GPI`z;{XBE`PRmg50P?I4F3T2tHY}${iN;N^e#7e
zZF`s(<cl}ja7iD|v7(Yl<>ZpJyK<ZD+!35EYYY?9HQkXznu}|>hCX(hPqBgHt6x9E
zQ#vk8F0&789%+0PJ)AZ(-%VpR)QriA6t2`lGC?GaR`j;<+}lY6stQP@NIvzI;g1H3
zjVfmo`70EU2n`u>FfdMY?_Q-<%F{BTB-2D%$BQ&_e7JObU4>5fm;;=8Z5_U~r{K$^
zytlcY8zi@hh}u<{hxI(3D>qW`WO0O*wK*B#QmYuW7$LfX3C1etf$W=48jZ1<X9*&W
zvMP<8dSblX(tOxSFHg+rq5M=~_@ZcUyhD4W%n?>eB9C*Qx=0^4wkx~3(*>@X9ke$4
zV1h7_A{=l(sr9ZG#CF#0;+xlKl)Dr=iOzmeT^5n3YEx;B-f^GH$nx2KV}Z~grFLO1
z=t21$c#C^Rd9R99glKN%X(pA6N{!0LgYuxyrE!;5QAs3(1y(0GL4ZDjyT2MVSJ!JY
zLeR;ynF(*bgN_Apkl;$-@<Hb{+LCKip6zUD_y*cbZyRY@AfwH+9QVd+)qW-gIt)tO
z<=-EIn)9CrvVX#3rYT(h{C)=py$j-j#)oRV!tRyFPQM|q2N|YeOz)$v9!CQti!G7>
z#4g3p<yDlgm`ajJ;~lDknTDGhhr$@a98)2h_Zz(A!QcY5?KW|wXf!~|U6XbXdhEU%
zg#Q49mhF{si$Xeov@3$1;^CMmUCZlTm%`69c%Jil<LqZ2_t>rs$^QVeOVH`Ve-#z}
zDS$j(X5<nDy8i$(SWg@;6iu-1_7$!1WPin9Z}Sn0MgIWMjbX#)jWR#p5$Z)=TmJ12
zLNQ;(W2AVMTYE4BV~*9s$O6c~asfE5vS&hv%$h>Of&t{$B>67c&r{aA*_u5!!S|Le
zp{=mB^BAM4231d=9eM3srNI|>)0T)TqTm&5^HemQPF*(g)<t8nWCeikzvP<f^~*)I
zzmUiNrcvf5IuLr+Nm^GeyTs)sLm3;Gustj4&x3d$3Upj_{r>>|kCMJqx|}pT9)iBA
z_%3tsmqR|&{{ZOuD@II7z9{5)X4?lJ>5G$$@v-a266{GYmlLreuuj59(!Gb`w1Phh
zLhMKa?Rg!(N3R^Ty|{RSi*8D99OIAnz0Fj16t^Mq1cE&#NSwB1DynhDOAabMV))tU
zGDVHDTscJ<&&%uiQ+2DWiEKQXZA@XOh#}5%^HpycNKLh@asaY#W&wY@#XAb;BEKOx
z0R2X5q|~KtC&PC7NdQYX@22+8Z{=7v(+g|MdximmNUTBVaB9xCsDEne*EdQ4joj=W
ziaLIkowXSjnQ0~U<W_N(4JiX7)4$=2*4C#4y0)b~otlFdoo>(d35?_X_N=RGiS$iM
z-s@>rQJtr$$o~NA*H!TBLnf<zaXv^E611B};=r)of!~5^8n&fJR&Hq?E<^Cd+Ph}v
z+jKGx=02<W<Sk+A+AZINWze<2(=77=CBp-PvS%enr^-P54P$7xHrjr_6gS(}z}?3r
z-zm<;Y=B4QUZ3$^>egQjMG0V9S$xEHU^aj{fz;=BYKE-rYPCf>)QiPlDuxI!+I_XK
zxN|EO47kDqPh7T1`d5`+TOB)9xwK{ssO-CkLym-3aq#O~Un5Yk*(ciN5x?3-3Zyad
zv;a;)vA+6sKb>=aIu^;T%`8)HnnE3dsS1FOgCeRs*q61=qr$0oJ%zMZ@&Oo$1D-xp
zj;G(+sq1D>?HT^lF?NrF#ACHbp!kOEw98K_D`<pptZT74g&4{8Clu{k=4;<J>UEFI
zU>9oeIO3cj)4LR;nz4->F=PbV7!BCXSwKP!;Y$I|2NeupG~k8+4{EX@%AL|V{BSFD
zV#T&{ZlnG3Aly1&{{W3#xky^-<e1FO<}Mo<1LgIo>?7HC5J>n3BOR*b<IHQNE*Evi
z0baeSfuR^E`8*-u4{CRq#zn&54r#8qZP_{Y<20MW-GwKnK&A&Tt`%mnj$)w-zEq6h
z6Zf%Kd?1f&@fsL3h}z-<!x;$XJaXWVLG|>i8pXRysOjNjAH9cSsXXUD{d(BYq<s^{
zIySF9Bh%)U?F5|$6a{1S<bG9!L}^cRQd=EKzBR%vq>dRHP~t+{fkj?H9=mwOORrg8
zT>NEJTf~5>`Kv0NzQDODf^nQ2W2ID*?&90T7M?b2t)SISyRJGZ1n&H@KMH24CB%L#
zi^UfWwgIUa91)$Mj$86L`ijWaoVSjxE+f_+UpZukNmwoyZ^|)}e-m1|9qZ}VlcWlp
zWVdKrdC3ZTk?&c4DZc*G)h?!lf1}5k;qSNu%YG+6hAV%=&_y1Ds|lVqV`#+-3=-KL
zGwE6*H@VDMHuYhWFvR|~eI|{Sw!7hYJXLEL!p6s(mOO#)S|I>T<*QU?*p}A;Vw?bQ
zcISir;aZwQ=E$+hC5gx5S+R`UOnKqcADwCGDpJ96Fn1G^^{PTNqO|_fxQ@g>l5Pov
zIX`!I8LY`KZtipoTah74j|+qZ93Ap3*ctZQ{Ht?GR+n3_NZcVaDBKq$4CJ56u)nj+
z*4{Ue>IW+#g@sgNOuly?rVr;>)zzBQ*sZBV`d#FAuOpV$tXkoBf6qeX56CuaJ3~;d
za6mW{5IF6{Uhzy3!(rigqn>H4($!>VW1XAMM>yl0@lj~%16&Y)<)d>-B9TJ*1o!gf
zCtjo;wQANChA)&ZPf`iyv#tqUQeL>p@9$S*oGNqI&{n91YeJvs(E)%?dGz_KS50Fb
z?W;6RB8gCxjAftZ=m)8+RJd=l+m9^1<>{OfH&yuWX0d4Q1WF7i%uq=uDmM@1P3$GP
zld9YqG)D<#BzrZvwn%UTZ|a`BepMy5#garvX2uBw0fXEMO=(sud8{S65-i|q7S60O
z<~SS1dx46lZFd@^5^e>q5Wipch&lYL7`;uThC)a}J;~4GRxKm~<rIvK{eKG27fJH~
z!>RstJ&eirxVJb1cUsiVodR6OiipATTaX7|#<T1-Uq8p1e5nLLyF(FOpaMtAe;@Fo
zSlWJKw>$DMz#rE&W(2ggzPH_B0Fcb5e4jDNVUjX>)^(F~*-&Xo7k(x_JW*@N;@_{Y
zCb`HQe7QZxYUw^CqMr~vjHH<21Z@YAT<(-~dBGQVQ^Sr1$g`ivJbqP<2TVLludPN^
zx0JrHP&fz~_hfV&=CJQ9fYPp{k0;8!VYeL@1D|^9wHr$dEAcJ4StF2wq!nS%bCHg|
zm4&O9k4U_cz(<;LaJ@F*D6X_jdmR>o9ksTHZo)Fp<?bXebI)3#sD!?SXO1id%YZ*n
zefSljr$kdsv__RwEK86VJ-zB3RKX3j%&Y{4G8ZQwr9BMWX4k{-?9c7HU8{1p<y!!i
z^7<V6)LO;9?ON@;wN*C~62ZqKarDh&{4}_k{BdBeP=c~_AMBc4a^n5<T|zL{(MGp2
z1trFDxYrC7v5(PyX6^pzdYQ6n?_sFR_F2l|h#BNpc)GH`!%J)Ht)#WtRx8k*#<&PP
zKCYpf@&J0{ApZbb?j+Kb{4BMz`$Sk5h4<rw^ByS1?+;N?+Fpk(;XP@rylG>6!F;hk
z<^=T|{<YY}u0wI-t4nl}D_C0C$L5ceBa}G$9oVj3-o>Ee7O`LUytALrHFa(J7reH}
z>xj;OJ=NUo)r?bVj`0|{lTf*jQVaHg;T?uB-s9>k(EcM`2y{Iz#yH4Hc1nP76e{B%
zsIM~B<dLtSU%Xk+44wxg8Ldwec)I6Pmd{PTwh41!{#(kgo#PxIuTJ%YR%W-lGH*V}
z_ipaiUS}CH0$ZoGbbbi6w@CH(f=C<Aw!smS6mZ_XD+u_83jh@@ZSDvhw1D;cR_}zh
z>y2L5#0F0+EOtbyM1Te1s|>>4!TgG#pE+vs7$NWmoR>4esIuoNmr{A)V!XQM>L@%>
z_Lw6EC16!a$UIkRshOwvOQN)B<=W#rP;!3ta8_D=s`{)~Ce_grKyd4vRb|hX62Ep%
zCswW4==5vLyT2W12H{vI+CD%*1E)C6Zg`5p{{Z1B)hCWO-13rJ3yffT)jdAa_UFg?
zHNq^W)(J-GB_L#+lY!d1U0=c`{{U0DyF|5bIrm~&53sE3R;N!D%{>*0ge59kcREcc
zBSf<YuaLR?tHmLg$+ZzL-rU=WC%Gr-Ug2W{TUcAb%Am&@p$d2y9jl!_0niB~wa!T-
z{{W;8{{V$}nQl6k9<4_%yJ&XeXilUek%!@(Q%}?8(DeZFBioyZZqag7lDSC_x!`^k
zt>Z5drimm)L{Z5sd09#WDd&X;x8Yh*cvDG-Olt-6ObsZRi%XW>jCJ(IVtBsW!k3;P
z(`_}Eyf^HMmdOJg5xb1wb<Js06HgO~PAS=W6;7A4r>^IuG?K1?VzYuJk`yi*s5?e$
z%Kj|Me$%GH17JnwZtc$>`z?A*jV$XNY)dR7DtjK^*1Y%P&Yv+|Hva(S@=`Mi_1&D0
z(z>wi%Mr}eO5I4RoN3#s=K}TK)vaV9k&fU`@Sj@mJ{tH>?b@t5rO^#-YQf_R{7>8P
z9c#`ywlj`v-o75qZk`&`)+I55q&l(WzIy!)dNX{e=Yr;XnF$#CZ;cR~19m!`V<M=D
zEyz0>Ab;5)n%TRG7_~1JwAc{4M(@9-HgjB(%c4Zv<2GQf2+j!4(y_rS)T!!&5u%Bq
z<Cs#*MbmHRaUIR1+Y}Z1=hu#y82XV-@iU2hU8k5N3vUW6?CZzhk=)}I$oQ%^RJGQd
zRhv?}GHr=jRHxp-01vG*O1RWy3pMlHk1|C_ocyJcTLS|efJp|rnq(<P-e+sz28v7D
ztQ@p<intlT23Z)7uOhl%5^-q;K_hwX?Od<J6pQS)a%L|!Ld-(9&9`yJM{4N&SoZ5>
zZf+)6hnjH3w)U@{um1oeCH-_eVE+Kwi<<l*e-0KIKV_LFY<g`qmn=dr4e3#^`>Fx@
z<C?pyc!&E6)>z`UOPTJXRaALZR1SGL>N)LL+J(bEg*2IG{nU&yR^76r*k`D&iV@P2
z^A$;ZvPEl{5?fn^+k(-u{c;U*{{RRf53A~P9<f_&{LlXYTDE@Fs~_(#Cq*6PP-`pU
zD@MA`w-QJS7>P~848Sqwy<B7E!^s>pmFgyK=o<CTnc?ee{qjnw2G&N9^d|=%oxdvU
z{3j)(-WaxzC2r9Rk=gP|Bv+qlPmc}79ICQH*5yZ(tXpx;IQrJlhA$dBjXu$#WniHR
zEISV3u*5?2oANiMHmtnPy6;VE+ut!uC`fUfe7v=Bo-w*>D<{&T+}F3^U_iY801zbq
z07~>1)~$4hMZ7AI&UWu_?|N4or)fu9_@vj3BD@xMhG4(lEtOxP>UpWj=A(y9oOC(r
z8NMR3T_@pvt*RZu3y8sQQ@E4*=D1y3MZLGsZq{3N-+g^=BxG~)G7=9RGrGNpUVz+q
zX67qfNlQC0NaIb!o|~~*s|K}gp?#6GmAILfEI5<^0<Hp)j^E=|g{@6SN>aA0nvj<=
zvgmYLGAuf5Fs=f{h{yZ{0a-dV#5Y$Ot)dWC7LYjW^BEgC{Dof767e+9FD+KuPcZz7
zaxv>z+CPW2Jv&kHJ=RbiK$f&1gM;%NpUhW>DM8k%@4Gz&pCk^)OS@=p?4C(Z*HRb^
ze8i3_dz(q1lImGmNS@@n0n{$gG5S^<7Mhp#ZkxK|7_VWCOw3~}3*cuMBfVO+T~J8o
z`u%RBCvu|3S7|4na%!iDrS)e{`iWDYwC1*l1LOGyx#E2vNVf#YtP)R@@Jaqy8Kc6a
z3ttqK`9Oe?^utz_&w;O7#HU=c*4EnOyEiay#_loK1CA=rjo`_&yM1M4)K+;lC`@IR
zEujhB&N6?!`d4jSZ5d(I6W2o(Mt;+npW%*!Y@QpRQrP?1x2Q5?7TJx&dh%<kk5?L0
zM`|<AaKbo1>AT*lct+g#f5P9{R}JRPmK)Qd7{E1R1Zg!rJy#hMZs*t<nbw6|Wj6<X
z7)BC}8FLTQG<mG!o6ovmx6LN!MQzH1Ilvyg@@qOxI9^|BHdprW%_LvHf!zTm4;Vi~
zT|oKunL)=5{VO){!uXk0R|Z=*!+PM3E6|g^p-$;o%<v_<8+q*BW4^-RsPrg#AJ(_#
zv=*9$qK4hMv(mBr4DgAyyRFy;Ve@vt&2(Cy{Dkar>VKH5F-!MJ`Jr9=R=rCaq-*_^
zI$#i27_J?pNO8D<js{I@_>;wU)>l$#(pk+uz@|-v0na$EB-b?p8fJ<qys0I~iCCSv
zJbqQ#ZfBu_e5+Gy#y4>R0NjD`oP*9gS0nJ^RX-Fg3bxg0-v|Bzc&|p%ycKCY(%9c1
zogiqMd#i;z-zmGxPeI7Z&2^R@1MtO#{1^6`YC~}gZ$?)nWLAmVHX*CKo4TVn*rrmr
z8*`fHVNL9K&MT$WdDCUbr&{KrQpJF6y*aNJ75@E9?4$e%4@S0KQradvWhW{#jE_o>
z#U|?7-r?=8e1>SlsRN<!-vXwVHHp@C1&Vyzz|JvHc!u8JP@Vxi?ujHI6bEiW>yy-1
zr)2jsyH7)b(7qz-kik5c#N0&-s2Brw)71VI==yJoA=DFmGRGhY9hFbap!6krityuQ
zabd1$*6S3FX>oBRYQ0(GKfBN5GhL5@Z?AO7?{BT_js3yh50w*Opx>1Z`TiNFDr<B~
zsQR9Tf8q-`?PX&+??pc*aK!pzyy6RK1e4xO+b58n%11zZR<u|5HlGncvNby^IOf&S
z3$z=FiFT4ONyhAsc&?-V5Q}GWpJ{U$Ib*k;Itsclv%4x)l2(d1Gp5_#*}OBMc%@u2
z{{Wu#)A$DQ;?t+_)%31rwo@g$o($0TIrRsFT~(KbZ0$)he)rH3Q0v-ELdj>hVQ+J4
z##?z1at}hM{gxRA>z>u$I<b<m#G>zZc;AQ+!>dTx+s^N&AlEtKJ7IYMnE(uoK?A?N
zblT10TxxMi8a5p<AZE!8laOly?NSMvHDb%^YwNJ~od~Dc`MT0@uG%y{AHSdCi#P7D
z$UjQG@os5R^u-_Qu*C7-ip=<W3i#Oo$Wt7I55lkfTbWYk!Y0Yz3l;i?74ewHo_h=b
z05AEUML}CHcJ6Q*PNy!Ds@mV%pWfTZBwlgQ=l=k$Ub*A17g^nDJ{GzYBEfrm726{>
z3aEJm_QC#D;%a_sr>I=Zy#aF3#t20xh0k1mHQA4&8KomUEk_pOdMA!9;M9Cyb8~L#
zEKaG35yJ=Lu16IohVZvCf4D!Lahgki#Ih6h{${%$3`iR0Vf<T0D?B<$Bs%T8v)8oE
zS@j(@7$zjkZgIH(01}>+(dggt?R8u?hK^d}(+mA;xY39f_e0o!D)~%QQq3i9-=XTz
zcfunhs3ZN8T<m}>%m=M>4B-@$>5AuE?v$TXUAYvkMf#cJ)#kkk*QIry9=DBjg2>n}
zD>Hp-kyBk~hQWO{Wy#`RKM*U`tuAPs)RmacUN;av$rpEES2;Dy_<n!2T;JRh3p*%c
z1_uKl(ziTOHTIusZlZWqP;=%ka!(i@{cD);Ywla$_m_dwy?FVT`>ei4We?(`7sNn+
z!bNybUzBJ50xM5Ly@uaKyH;?HkLD{L+<*0}C&Xm`0K!RlJ=gyLK^2#%T+eTzTo@z@
zND9FB72kxH?jz`PR$lu#{{R%~pW0XI!9udB3|FBiy>n5I^oJv(o@y!Y@XZhhdEk@S
zRPf_&bH{4yOy_9nd=-ZAZk>V8o;mz0zxbd303eG2!OZS4{{R3r#e6@vSv*H?DbMcM
z5sy<{_ry4a`fZA_AbIDIKiM_nV;}q|Q#+{t0K3TYi(*cjYJCs`k)K*ze4r|mR&5{$
zONc4?hT)H+8byz2AfBF;?VL%K!Y~>AE4BD&q<Dhpp7w|T074bYEPQ7;uD{{P1H>16
z{{YLW{{Ya1aAr&WmVSpu8~CW_{w}d!7u#bb8%4<f0D&6j;EMI)MTX^;GBOl^Yo_?S
z8E+O_H~l)V^EH>IkZo6hc8pWYb;HBZSf~5OWn9MA#Fmkr+~aj~5-C}k4_(#U>L{PP
zU{i87NGBXu9jHa+Y7#GAbC7e^yBU&Wtz+I=OlM~RS8S3lso_Ya+C{~i`EBlmas4Zd
z)ARGLcI1Oy=Z5UedVR#xuoluGRv6Dt^%B@=>toNRUGoSNB$mZ}ZSZ{re+x8K9S5EN
z0HdU@m06*Ee&SW)CwB7iG2f0mSJmGM#@~i|K>q-)-}*V}^tdhTH{z6HZwo^keb%~A
zew!Y=q8KBDDz70%6cf-_sQg;<zu^_O5V%MCa&kv)k6uG-bh9%z&R90mc91^`(hovq
zxSFsp_BhD-P0}C8=CS;1k2=%?`@*b#gFIHYqagcMoVm_!LF4Fa55=ft)a}R_c8_j7
zPIwhhVHx`6!(7^0OKD`V*`!L0$PeBfa!-8!06NJ=bSWYLyGU-C>GiIcUPQ9f?R15F
zl}+-2*!CaH)<%`5KB=igYQMyObLgY3WK%A9ukH6!!KvL%k#wR(jJ8T=@B`kuZ--Ve
zU8b%saw9f-S;4^ow>b3aT-LuL-D*yeaU1}uj@)o@TYe3_`zDR7xxoyPhV|MBKdHc|
zlJ{&>cPRLKOR$IH4TX*I`$e<P6@&4~`=I_fuTl7^Z)ta-Tg5CP?gNt+-@LtmA5uWY
zalS6_yqYJ6w0&M9w*EKG(~hD>JJjdfr{P^rnRI+-;(aFaULl4By_F9j6+2N+)%PF5
zp}W3gMW%-%;0d9(({-&f>Kl}tGRY}|FwzuLf}D}jvD4nNej&qc=URn{<C0Zrq;?r|
zl6w9<tAAN5;r{@M@n1tQSZ`Z09)3{y4WGxF<h8qjsp>bEK$48ivE=^%0O4uII`axo
zPE%7#(k`K}v=YLxA0-=>!5JAD<Eg1N8$T>DXW$OIzxvhcT0AysquJQpT*G@h+QcVd
zpaMdH{{RB?&3Vs?+RhC^?$#2*1(Rxyzft+s!dD`3v5N|R=Ls%xz$8_$IKc$>&T5o*
zN<rI(3MxqNkb%J&IOR=hjM=MT6y8V2Oy}uV8BtzRsyVqiHJ7Gbte1$f{OUpJR#r!1
zF&ho{ErXAGV2zibpWUYX`cfHuwQ@%)rLp)`Ox--Js}NKT_lxzW%{o9GW{_opzyO?z
z0Lj;4xQgFS)le#=EEP#Smg+zitFK<#T>LN6K**3>6Os=OGq`>v)?U4Cqewn{jVq0<
z3XTG{IsHGCbh@K1so-4;M$+OE%{&59fM8`*<o$l}u6gc_sqD!wZY7`KimcWwgU?dZ
zc44@X<LXW;E^C=?J{3;4meP(@;gfLNHeWl)<m7YH(za}GPl>z<p!jmuWsZ3zFv`vR
z0W-Hhhd+g2TF%!xGWc%oWLC1CRl2~=5i`(dw<GZt3u4Yq5$4m-k(M9<jxsaFb(&4N
zO#@byrZO_du@mT7hf3t*ltfzG5LPz^GT+_L8LrPtjTghZxeFmIktsR(LEVv_dez?M
zYeSW^m7o$cIAzb>Ez_F3Ck1n~f_TB=vfyY=?Z!>n>6}&AZ&qLx5>9dp6Vnx{W^BD~
z%&|zjcxe=p2`7(AxoLO%krHm)gt7TEfl*nQW`sw&O~JTq=NSH#dfphklHw7xblud|
zY6OvL#?-vZAI*VFe5Y@q#~)hJi^C$%#u{FmaG+c2c46-kpNU;bEHT%(0DD&{wI{xs
z8?z*K?l!lP%K@B>XWq6hHM?7ji%W^3xt`+DRV}2rxge(ApLZPAQc{!9(k&&alPEv%
zj_R6Zg`QhE)ps`mU_#qTJ+fE|r=jXl%NGd9$0hO!8P7rZVz$4v(l%zcu(5@omSwjN
zSo)IL%~zjVy^+evb0Jbb>3yT}6ypZBCR0r2?&pcGos{k$djQn&OpHEOai3h`ov4WX
z<8T&7cOVdmO4Z#a<3^BysWsd<`>h-yl>K=GepP!BxqivF!vK+$)j<G`Ph8fNmqQ>V
zJJ9fV4hZx$9Pg#YZ3)vZC1sJ0@#L@~pipLwWC+ZsfMjfbf}CB(^c?r?XndIL?V=!U
z8)069(43r9FRR~7r5bkFINGO=&<cFWv02S4h_=Qz00;FofhM&A3>i9f3Nud01=%&r
zt(2-jIhQ1jqpfJ^_j((IH<8XKUUJyk^~mPA9Yaw2V@I(YYGnM!1e&a~-HCT)Lg$qf
zm>!Jp=N4s<6zlRg%a5%#HiiizX2CvUcFsOwT%0=5f(40SCulsgcQtQMpHtLst%Pyn
z12P6+FgRh}rla>5*68T|ChAea;#-Stg{3ek&Nvy(dFov<<7_zh&3YfieH!BX#uCpQ
zk%cgz`Lpj_m;57F!}y`cuJisC&w^{}@$@RU@fl0|MnMWjAsjIzlUDT|HhbMKPQ68$
zg~Xmn1pK*PqaT+wa?e4&^O7VMC7rhJm!S6~^s8FFsd8_${VD}g_ArDJpv+IXiDtkY
z4&J<b*7B8|kU?nMAavGeTyBar#saHVC(!i?SeZ7H>e5!YZD;|Hvw`e~pVFj_b-5T1
z^g>VfvOlF>rgtv*2T7XO##S>(=r+dWs;{Uc8TG84W5d^y>$;SoBii?Ju*>!=Yp3vZ
znuq))cFAz|<}e#@k2(9NzA6j-J6w}izmZbiVEaUj7@l_SIIb#pSjT?fsl300j!XLj
z^k)G+o2#`tP36bJ%UdX;-#ENx+7E5Uvd*G(_A5V;Je_f!z<yj;LwB!D2g9g!2$neA
zu1sJB;Bsij$=)8KqZMc9aihW-lBbzCjwBs&;-D7Rw!%gja}w@iPDfmSTBm!h-e1a0
zlS?Q2$AS1!V_|i8&JsYOhSx6pS010GdNH}pB$GAnirreraHl)4z>j*(byQexB%6HW
z?<fTK{*|k7WhITg5u*l#rUZwOPI?SyrE_}B5~iVNaU4t)f~386v*)MfSv^e=Ikkl+
zK56qvJ<WFB3e|M&IW-6`q>9cdVpT?1`6QE{T;txTMX70#HrGWPPe|e%A9`7J>tb6e
zAz$Ibfl9p<TA#Ce3KMXbGCPZ#Z7P2YSw?kRg|t}-j^Pw;bI$~0kIK2*jW@#R!6orU
z@{!v={f$qnY7V~-wA+hvSA67r-Es3*0PJLP>{*HKYt6vm=P1h4YgTk(D@HAQsO#TI
z@ND0I#J7##lm7tN(@ulnkiYUVT><`o*{(kv@C5}%)5Z_Ic1tglS9KrYV6i=-d#pD$
z8drzlnXYkT6e_DT_gnx8uM~#auCJOX-2Cz}1e4Pzn)K~m3;Z&TK>(Y0dHh9jI%S3Q
z7fK<T&191S3uVbZfMUG-nv`OyN$aaxojBRH;}X=GEV@2}s!ApE<T1qJG*gqc`+av;
zKjA?hrSTS9*kdsyVoQ~XoS68+jQbW9+sR|8=-Q0BzOTMCv9o=r18lF!2ZP7Wuyg5H
z{uI^pjTczeu5PCm_UmZ`aYl27knLwbi52L|F~2bI%1Uv*$E?Ecnw#nHvVje(TelOz
z$^B}NiuB2K-wSFMn^otvVI*66f(O5~Wq5zZ8ePO%=AyGL#GFcFjODh2$Ld9CU-*yy
z5xc{4eQIA!xkV2oExJgKI+X4`!LCU(q>k$J^=WHkz@*%gk+TQWHRyf<@h_XLSZUXh
zs|}(U7a%D<r;fGB>Uw0ie`(chAeLP-?JkLM7XWjfdyWX}S<%TojLAGf#Ica*$Z$a%
z=DHhFM+%Ih&t$l}iuUito_Z?8hB(+0ocz4kENnExw{3`EM_(w`hlVb+-E&6PBa_Xw
zd*%jtWt(%##B#%c2hdiudOeI`6l&qNjiWfp`tw{gF$#rAsb60r>cgEY95%fS4<40o
z9gKq7E3+)yBWz<I)Z(-*TGV)IOUR&+R?tWSNC+cv;Pcxx)wYwTfzGKO(s~iaR=M!@
zk#}lfpHhj@j&MgG&bD~!UVn2lRAh{A2FqjN_+t-iH=R5w8<j$GN$;O?U3ZEXNc%0n
z_Qj*z#pWL@C_FYg@$FeK_<u;ZX#A~LZX6tMCnr5R*7mt+ZFvMj=HXyfa>0lPJan%k
z87fo6!fN{Oxz|BWQgLQyh>n5h!TqUZ^T=WzUeHb#(~6n2-6K=bbmUzv?kuBS*6{;_
z82n9Uc$();xVeLL;O&nA(<dC(b-t(NL?MGxxQaN26@0=5J+oaj^7&Mw89}tn<%m(6
zO&c=!Q$dwNKZd1c>-YZv`zo=eXgXetJI|)*Gh53d7}<jlx_fff&$gj7%5kjSA@%d|
zni6ZGdDm{U{{UYcR-f7UmaOIYvVOA#vKbG6?jVn3Q(s1-I13=fY3TkL)GRf7d5zW4
zg&%V)j0hsB39mfQ`3&8Ex+cv&Pwf}Z&06pRI(eqLXG;|*I5w^GGmPn{b5F&VV&hZO
zWj6~7$DP?gPBJ=Yy>oLWt8L<o>#JMn&QTR^6t>w0I2?2!aa~5Kr|J64R;K4uk~fAR
zr)~*j#!1NbtkL0}9RS;`N)M<|5Av>jC1_Hlp)~HijcTb$w-&6(wH-sm>ET7Wwp3M)
zUz*|roJKn5J@fij$A<Miz8`khH6)i&^BZ6ikC+^61Gj!^gJ@b*k@+pH$kFHSNTG&)
zgjCkLHj{6bk5Y+`V$d!}=~U|B<$J;X!nD<_{{R!DNhL#S(=;J2bLAD6CGb0O&2zej
zyCuEU(XOLx%C1zPExCP<6{Q+l%RP&>rRFV>a};WUMi^j>0n_PQ)|R?<t!d`RZyHJ%
zs}_u9vEQddSy87-b=&09-MW`KNkZ4u^Y8dckvRU)k3N9DXg(!I7&m0+&^31#nk--y
zmev+u@2q1YvM12M8Gs`XLZBM-l`1b}VBGth+iSMV{{SyvfQ^s!rzePD1Y&7e`&+m8
z){8_UI4TtSZN(tu@;_R?XAZ<(UB_5!>owd_549ca7yU>Blib#=&aU=4)NUfYm94pr
zQ<NKrJa?*AfD5Rx$ILs`tMa1x@^E<mRmCW!idJ12vXgYRCI0|~n*8bp<!t33ob2+{
zXN+Sxt2Vl<8syq#?Y+cB;z^;M3jkI?xZ97Z6~lO${6#MKw6O=-8az90#JTPTa0f=#
z1YS&fP2-cxF~B+P&U#m0vqXDG7JDv@e|2G|-)YiYN4i;=S=qLgY>wFESAD3Q>Q*P*
z{{TwxPYHj*QD?3+`kl0<-J#gQpK&B|JNo|sI`s=ZO6E&<mkb^bP&uwlVzoPYugub$
z=bg+y9w>{&a=0uUqMkd9fAy=A5|1Vp`AYetJoER3biO5m=foF2b-|7~Hig`t)sCJT
zQtD;9l%OE&1SsS1u9)a#_C2=6K)k%i@d(==@Em_iu<^*b^3h22&MTGDJVaLUq`Cua
zh>?X(#AIaW*EQLLn$t!@x-)ea+osA6K_eJ7hiN=e$V`aMxN(Ihw)L<+!IS;rT>NYm
z@O#&ZiqjnrL%M>!7H(N=ypt-7h`iv8R*T0QoHT0RQCa#+0{I6yQ~bqi?F0;p_F%5A
zanyEZblOgxJc3DWA~FC%xj~WiG|e+X)AWa#>>x-)q_c(K7ClM#ts@x0!6WHRXDSFd
zs@R>+2-dY9?H`C1dc+DB$iMP~mixdsU(18}*S(<Hpko*n^S_J47B{z_Vvoy;JEwG9
z@sL43t$VC@(qGxz$!&rrjU)^@aslgC9fbEa3FD<w)S-@RIRu~>!kp%<6)hPVE5}f4
zH&UBqZj9f%kP*8*IR13Rct46Pf3meUySABD)^nZ3N!ooe{qBR`gIvz7sKzXyaXeB=
z;Fbt5SN-pL^<NZdc0Xg3T%_$Qw)o%9=teNr<QlJsX0et;4AMs+GDcm7>h^HB=~IWZ
zdmeRsBxf#jW8tO2o5wH$bNiV;m1+EA<5JRd{{TE6{{TW2jqtYCSp0Dt>|%=yfVMc!
zE2Q|VrcJ2onplmIRbhS1$NiySIf<=&<}!VcR-HRwoL6(pLP*Igq81S$cgOII<0tVT
zel?YNbG18x^L=aC?miyQ{{RdkxX}wqb#O%YsQ&<ZWkPVNj==MS*NX9LwQ)1=1TZ8J
zdW!U_;(e>J%?dn<=I)r-(&FoZo}XIl{2`fc=L)P?AUMapdB&R~tgNBf4Y|NIuLb4Q
zEtsyRL+Y+YC{^WSoj!GA-~2YLhTyW02wuO9ZNg_7v?2y7yBo|Mi1)8H_)U9tcX6u=
zo0+BxkrfW)<0Zesu6#n(wH+&2(axWJJ-3(`Ka|+qH!oWGs?$=;<u5PL^l8Dz3Zi%T
z46GP2$m4HZ)&Nq{J`{`^Um9QC>7En1yRn&~xKe;J_2qyy<T7~UU2McP8J0}oumEDW
z$!E(&uQG9wyw{=ZLMJPohaR=p_-;3cNG?|fNec}374tN@#r)A3Ztt#T1G7qN-ZY;Y
z+l?blnXclS%z-yRM%h&39CklLiuC0xqXiD7Pl%U7VPz7^307jr59Dhz!91<^vnTR3
z%<8(FGwRn9EUfXnl8iy=_}53^S655@hd(m^09y0&Klf&DhyE%tyhzybJ?B5fzxoKQ
zU1BjVfp~;x3%?%V*58Q+d`WxB`^*0Tpo+)7VsxvpI{8gqcsKiqdKgyt+2yXk@i9I5
ztw^vy3^}SkSNcn_>`p3mVmSwz?KzJ{@B}KCw(LO;W*GWcW#hq{O98h(zdwh{Yn<?;
zR_Sr0vUP9|{0kh{LGc5NEjam`F>rbR0DzkC@sIu#DIN5G-Q;=2qW=KIz0_mmmOwfG
z0BF?|hGzg3U8~bA)~?yEQt3nF3EY!Wg?xjYk81ZWa3nT0Wlx=PlgQ3%t@vyI03#*e
zJPT9*0HG~%<qHFnFnd=`@XcL3M|!0|0@&jn#^tUY%l+1VhfW*#sLuGaw0MpJMoG3`
z=4+kONoz(R1I`6>UlvzBCWnKMvaitcYmw0=NX&}z6$E4h(u}p+4G%(bKg46TLf&td
zV~{Bzh6jvSIeg5QuemY19eMm~pwzWRC8C7L<xUUF^4B$cE6;My>J_jC0L6B*Bu`?l
z(;Q;}WR8{BX$p&BekW#FB9D1+ImzwTxm`A3mjf%1;0ow9ru!#_t!=@?*RvLEb=WFo
z^sp_?ctIQL+XT$;?mJlUSaz?ieiZTW(?}on+y4MZJ$#vW5Q60Sc?!5I`B&Bd00^ZM
zd@j+X9mL=IIq9`%gm)9-m<Pia`Tqc)#s2`%9=wHEE;6jZXP~cJ_^rGC5o>LrWZoxJ
z)8u;cA?A^mH~@4}oYhBQmgan?exatTTX{gt!~#bkFIumu+zW3LX?HX1F{uTIPylXf
z#l#`CojefO{o@eF{hG+}TX{FO(e2$9&CQJPbJI0XVoDl?+0=E5%as{T#fLZmcKro9
z-b;-Z@++bqH!49>!32(<%BjO5q{%X(jf6JW`IL}yGCPXa@k;7*T|=qekP_^9k)XgM
zr%(nfJ#JDNq}WZW-ZU2De9ap+N#Fs=C-9?9yIm(!5Y3rwOtHM{85t_AoPKp%N=t{;
zZIaquuOo=b+mHd^<aFs<Hri&NrhGuPv}W^dQsGulGm(?)^e6PGliYDyo{{5iO2Y5K
zQZl0~cMgO*sX6WlBRKTu70mo2)Gp)k1lG{oiEZYO63kba0)w}nolj1++<2|wO(N+p
zocT(HghY+MFHe^qxbNP$?}Zb-o#JgnN4r<Hmf?3SOm>B3=LbH=^sad81ENdcDEwBM
zZ|%tAnklxdE9J=TkQdZodgrZi_K?Xfx<;y5q+k$w=cRf-i|wxbTYacOVxX;!zuF&;
zSPl_Kxf_jeT5FFw*Z@gcQ-Rm-3e`V!$^1vO_;*dXv6e)ZBOGf8jd|~p$Klev`^Ie?
zm$yX#*k}55>-?+MZKP(M_oz}%RPN4wPv>4a;^_=mcN;Oq!vI+E)b*l|QmXVZEz~~p
z0%xJdO*k_^tX+#PcwBQ;Bf4e)`OzUQgYx85t#pb5JMZjDuK?EQ!J9fD2J?Jz6NLI=
ztj6k*LgiZqRyYGBe8#J2&*e`uA#?J8Fgo*Aqqm)-@<r1H-NqOW3H1Xs#EE9PX(K9-
zOc(pv*;(`IW(6_si*up*nnJ{K1}b}-MO1Suqk;E}5`USjyM2%5`F8ta1d?`)6$YiY
zQb%E=_)h1=dWPAzTj}=DpEhL+lIO7PoPJej;f0)Ot?Cd9n9TM7!*8CY3mmxiz)|>`
z&(n1aeK{U;ai}EoAX#CKMOfKE$Oj`otw#>6rdT^mVWwHbBjmh}S={HIq}FnTq-hx_
znm!RacAN1ZT8XAu?SPS>eT9_?VUQ1Fj+Iwe(KQ>t8tS)pmhwfXUaKqIl7JouKuF+_
zKU#sjQGCIKQ^=}LaRTiXMtkd-!Fhu*?$Wk@oi#=7#Ok6wPr-4#k(Sl$?GhlMU_8<}
z?ptWb;o7f=q_)wg)2;OcnIvG$>u%BHj-5|6mnHbvRiy_%z=J=^k`3~V2;~{)<~wjI
z)ijLU&V4Q9x1MN>`?fYRSFLSX>AHmI87${wc^HWFs#>B*jSxc`Kk+aHw^f@D6YE-J
zLJ00*k`us5VOIm`o<&pBVJ&wzt#oZ#&ef*4u$C)*+4Bky@#FERpKG6;nTPjK;C_{t
z7Ns7eB#(J|)>0MuW44QIZgbzBD$<FvsBYXwPuxWdpT`-ZGQQx|wkKVYHe!tw`ndx?
zjZh-ec^P+uDL?YXOLOjOPbLlOu7Sqx19OVeiP9t?6e#u>swdRRHqoI1M|b}Kd9nHm
zcKdi7m5wkv3@<;ObC)`;%#%I}3_0kvR!f_SGrm^ms2oxQcU9C;;|g31H?K9Cw@{3N
z>VCDHS3P>u;<tHNEOE1w#{)D4&08Dzmh7>WRYH-He=66PU9^VTRyjPzP&gHnZQ<Lg
zf7T+xJy?QI;abr6cGUp$R!N(<=)a{V(Mw}4`(JCAWrRdTaxT(KbJnq)RhY8E6dsF$
za4WixOSOa@mWn>0pXpB)(5EIN{{Va*DCQlR!38<a-_oUxeqp^>uW&loas*lVV_<zs
zAL=S#7!Q>|_u2md)}xqQrzLH7X#nR=F5li`n$on^Jj?4<Sm%v=)EHa=_l0d0Oy$|L
z^aJ`*sZsYveaecNT2Zl4yj{`Oc$>pFy1umccDJ_a89;zLbCK4ukAXFI7&@J=;N*Ww
z$$2nB?_$U9swrkafU7pzef`cqa$rIaGasA&`3FCluRfj{y*Q}GdM_h+RD_+{FE4?0
zbO-(>R)AxH=AZDUw}CYma(}e#m)&O|<LioW(`;<h&D1Uom>h{*qWwSzC-tn$&l2gj
z`AbVwoR7M}O0Vn9SF*(a06*Y9Xm<QfNW2AeyAs|&;PL+eA1+O4LExKI=4OIVtb_sh
zSDoGKmv_onF+&!3R6svorn27YQHd_hasA^}>~TNO_!G}fZod=T^xYwJ?LsGjTC4**
z_Q*l$*mV5s%KSsDUCXWN5lwd^LYEG!9{&KB0ggBo%}sSY@nRW@Wb^Z2nr*(Hd}CeE
z$U`0&<dgn1@c3$xsOnUe+Z5`>#?e+KYr@2c#z{5W$c;C_%SCc>Z;x;GjdE~k_dCHB
z^7ZStAI`lyLXS>947Ss?JCCzEO44D5NI5v|Pa7Up30n4OoIB=ic^oyCf*Kvuv&7lq
zS8qRBy&jEVfQcI6+pqxt0EKpgP0>RB>sxhDF~mUU^s2Jx8Z^f(;ybQ~?#8440A;8B
zp$GO~+%K!X>+d=3bVzi&4IaZ*%G>619C10??ffON$pb#znvUV+ODG_?fI6(AepF|E
z+-IK0)7rOX@aKl@Vl5|%E}=u$Bn<wQocb4nNhQ2dF+Qv_{{XVmjxrse+{%?Hc^U6{
zZx8XpT=TR>ydQH}bKIGxF7jtRlyO}u=w1jtJWV100DzDFCZGL@;GFT|SqJ<F{{XSA
z7CxHj{^n-rNxjhRQzzk;la7DVPbA~})yNRt$j{ch9}(T?so^_4FHF=0-;p?OpEfz?
zpdIUt+6l<3%dhO)YS(O>O}Ua?h7f%eP)EvgdsVAjIj<!N5^nW4>0O?cqr+<k8Wed5
z``856WaVUI2;H3p+pK>NU}m>B09(cTq1C!pFNP9rLshp(w6C)iedcnx^1$aj_pZ9>
zKjNPX4%|k)zLiHq)FRVw%(4>EgkgX)&%J!^25vMeIIV8aPZ0*?8+I^!ai&LSVRe0{
z13i}Fv)eJi+zC7L)RB|NxUUlyS2INB)){17#2&*PzNWqF#hR@5dL8|xot9x(nVFSK
zG=zhkdJLRbo@pKc@eS99=G1NHjvIS>f3$gQ#Fr<k;PMC^>!SrawIR<@88sy?Su>&d
zXQrDk2Wppct}ZSv5)2d3K_ASY(z^cuh_?P#lQ10_LjM3t<2)C8a|eWV=&ul@)|16H
z)9I1^73hBuHcz8l$T~~3=j&NlUh{9E>EWG{UCiHxHsXH?UfDO@TcwbXVg`To8sPj}
z3Lh5UM`;R2)P+HTkPm9~zlRa5I(DW<MUe;Or2ha~^NnoDFN`jl*egxD5r#MgvBqlY
z?ueSVF}J3}99ng<#JNu?Sf5fyC-bW%Lk-)1999>FE}rwlmaTETynCV~6V456Dn{90
ztXnzVj<x9}q2)KIq$wi|epAgLQ<nM1Ab<+<ntOoY4WTpX-}0eU78`+1I3&~MU4Uh<
z#L@2=0md1RxUQSTg#DHSpZREe`&T&|D4jlZ$#I;XPc_o`jAq&q$KO3qwRt$izPU*2
zqpca7!zgpKyK$0p$LmN{cJt=rwt1zC%M8i^C%-urBkon;4Zi2KddDEuMLd!6<ABtj
zOnjD&7<!x<0LzsOtN`dTC|6R1ms9}uG{i>mTgVUkJZJs@2lS}g!q_P*0;$hCSdYsF
zt>k2oK@H9+yU{@`7mnw(7XlCL__9j*$~~rG{b~bbLHTC5Q``51{{TABVytkuB#!5b
z7jYmkE1tySkjf(7P{1w3taFUvPCm6{d5a>95<9jrQZQ63s=yLDijp-256oK}9@wJ5
zJ~okET(%TewWhKmnSXdtj^jL5JKzNXmL8<jRf<3HHsjM34k?tKk4Cc9puUVGga$nb
zJQ_x^-@Jp<)3tC=&op59C6oim;ELJNwLi078J=lexjtey@$fKz3|13^TN}oA+}58@
zC4P8=sqg7nw|*Onb}bWQ{hi0Hc2>7gT*tXzIVXeGmTf&H<xUT%r5UxjI47~^acRQB
z_9vMg0yreI99E6hwvl;o)5$sBeL7b`J)@{AA_*fsc+F<qXmHBAt=r0f?)6jt6_s2%
zt0grinByk}X0By_W@y>}0FRga%^%sCC~d;(Kz%_pmo^s`hcd+5f4n&rP?6rJ>aza;
zpNxLhe=0RnJv|p_zL0^_cR#KwQ6-!<(<E0L*~b~IP{XmO0y}|H@J?S8+XY(NBv@h?
zb<RC0xR1Z<Q5PPflX&*7+Zf!v6GjL)2k^~wHl8K9hXKfyefTxW33l;QB;7d`Jf&Xy
zosHhR1@)+dV=SeC1E~D#F6!Ye_7?||KqIwgS<G7QB_MU{R&}g-aP#~}`B#mISI0xp
z>!$5SRyH)9Zr0vGz1wcmGmP_HHMXf~azA${&!OPgmLoPm9V)<<W&44?pyIuVzEhG)
z=c<O>xdb12j^agz(pjH{L@a)QS0CZsLgqV%`#@n4Pn46MYfHtNkCovY#zqSy>Exi#
zR&GC$s#3W;wmc)m_b+j1ZV1{Wc60v#0y+M*?7s{(F{pe$u#!gR-3$x??56|t#dvp(
z?+u(kV<c_>4n3=&_-XMsPSE^5G-<T?o@Hq!l0;?0<nh+Eif=+5=g?~)kR7?kI5k2*
zvO;2El0oZ?WLK82#-R=W0MDYy_FuYBp1Xh@FbDY6Eob9Ck3O9wFxzS=D;$D0jB}q_
zu2#1d(Y@kJ<~I@;?9fV}pE7bA9CQoYn)5}lI;@gUcF7oh!Zrtt<F#ks{6~uGX*Rb8
zLcq$#Kn#F%1oK&~<7;yg#P%~4SsB;&qrYsCR^Ea;{{RD83te?VOgN2!Ju~#Kn_kiz
zT=52(r=wuVj0=BsWD;wM@DGa9TJeN%t)oQE3zEgb=sf_hY0>RqH;;F<1=6RKj@?3@
zNFRu=2DX`ueGce<yRy}`mv5)((AmU*M*{5~e-rrEop|@*ri-s!3;5XB+!M9l-Y`|Y
z*mTdmdW7MT4&#z~))u=5+VolBmuV$;EPVzu-}%>DlZ()llUkoV>wW@@!|^@MzNjvh
zVhl%@jO5_p=e2W5n)Lqw6RdXHP1c@Z$#wH0^5X=rJnnA8BQ@qr*1BlP$!cX$a=i~v
z_&xssA3DeVbBp=4Soo#?03m%7{ssR4p)FVVJ^uh7I>-HUhxxTw_@(~<A$<$}1^)n{
zt#~v40FjII{SMgw0K226@%Q|RmtXJ2{{W$i@YtX--Mayj&&MA1?p{71crNUd(8vD(
zp$ftHbMW=GTM2c0;PFOAEXf~vzrT*)bgqn}_)pcD;=Uw#mCc3K#IQz?P33|^WpRQJ
zCcB$0PUlR9C?S`8F_1)V0UUPva%;c7_-15}b+)7X+<d}R;Gb-Et`AwzuXJmLj^P!9
zF7V07+nfS@E7s8GZL~jA)+X0wR=R@Oc8nm3FrW`g=zIqn#+TtnK4ktzxWV#~itT(2
z%HJP!{zkZSRctJcFt7Kh$?+s?o+G<v#vf^4`{WA7o11A@`^ZP>TV5mtYuD!)`IP?v
z<D#*#m0)|<P7!|M9)?xEHhHT9l2_KB8t&`CsAgx4-(bcVjD9rqxN?5u432PXxaB=V
zz^gf3EV2@-ApyO)=DL4~8-B&7?f{QG@sa)0T&IC`2f4YhjTd4ggki=Tis-&3+#7u}
zPi40A_gu2$)8#ecV>QRqJqjQ0@;DoJ3nriy7#}>G5z~QDMJJdrs>2O}2=7U4bt39I
zfFpv)NF9dSg=UbmvSmXz0E+hx66)i2)06eCv*Fr-uU#<DHr@XK-WA0?%E`S!k~SUi
zI(t`R@ZNDQxpJeRwI}}o9u>oxf4a}m-wpg!Q23;wyhjTjg4svvYm?HVjF4FY1wT6L
zekY&!sbU1+eVKawO>r80uNB&=l^}vT@lP)Q0CtC<u?zQ%)t27fpK~b>*nxvwzlhQ`
z)K_4`6dS&^(LKcOxls{0BP5#T^^}osfsw;AE_Q||Z?`qt%u*^^$0XATW6t*bzgp>a
zgfnZlFi1al6}s{7jMQEYhQYNNCA(L7B2Z$CE_?ES4@&6#WHh@=n5VN71(F~#&>Zya
zO+$Y2MJ1uj-^QQ4Ksf*vucp2Yf5|A(f9=2ikCMJ#n(Gb;$t3~7>t9iP8_)bIofkj!
z-~Rwd$yY6ifbWWcH->FN{{WxV{{YY)yq9M^0mrH7Ua|3BLm!3hSO-7pslp7Oxb@@a
zONms7?UZwqy{L=OrnMuQG+k=b1Eg{ux%8}$6iymQ?Qwtx^4`9cs~c_AqHB{H6@`um
z0A$uTiNAfT!{m_r(NPt7EX4Nw>Yl{3Q_%E>)^&(1)lZb)G^{%y>sEYUsf|xnD<ArZ
z2FSMb08=b4?)))zdXF0<lEm<B$jY(*00UO^?*r>vt&|#ojUdyc8`|mQTq=(JeY#e6
zTe7X#m%;u;vft|xm1nhw_feki+-DvAKN`7x;XCVJ1;2<dEp8yaTg=EL1xSS81|anL
zkLz5_S8-_ixm#)0@))L8W#?>#PC)g=dp5nT*lQjZmd?jBOE>~Z_XGz#?Ih=+{#Bft
zzmaiD+L*e1{Ju55(IKBQ1yLp1gZvS6{{X(56`k=0DKt+TS!;IecgUhiLbgaMaB@2W
zII12R(Y0?6Yc~3m-RbZsVkEaWU>9HR<MpkN6G>s>3zd88=@k_~@@&eGaqd_AYE*sg
zHZ9BD)Y<Tkqiu8H``tz-4|#iX?<8p;QV-oo$v%tDE6FZhv`twY?2%Gn*w0|u{A;zc
zxY6{OB($-D`Qw>{j<ZUHI{|^8m+Mv|*S^dHMFyX25BDvRiTrleMx3tOCR0{M{+r{i
z0_x~GOD^>UASF~|zIm@Z@m27i;mkNMB+S4Oo-%8uo5WX=22nF$_Kg)kkgh*mmRSIo
zXpAdvB=U1w!k;QLolavq%Mj;!oS#JEt);{<k`PE2x|KB~5-E*a%mk61ook}A@W!L4
zTKV>mZ!~zxF}lcC>bVB3q?O3KY{=7Yyvv7QE!X8cSg(JjX+o0022~xLk-6A#D)G``
z(V#QlT;4};tMVh*6-Foht;V4f$u<guwY~5tR(lQI6)tS=Zq%z7)-#NZ^{C?0R@nkI
z*#HB8qZrTDtQ81K`RqscQ<@BEw2^LD{{XaU*$V7~7UI;yD~4m$%N^B3K{iQ_0kL`9
z$8~B)Z!6`o9BI&PQc0woeV*D$S=^#7Sh4<;#8L)Df%4c~X9_SXFSB`{GabhR8?tJZ
z*0FA5Dw%TKfUN0tn}<@Ub`Nf}fauhDV_^Al>E5K0;bOrp{`LiOA8)$n62CoaCYDDe
zv$-d)CYX)s?(MGb86I_rL^&k=?D|$k<=l4jd1_3n)G~8bw&e5_1W&KyM&OAezl^vA
zWF4|cy>v~i+pB^fa*XF4>kb_<>TG#-@{oUvVaMlMarkmx4AQC&_*OsCr$jrkCDxBv
zl<v-baar?U-CW6^Izq&7tN#Gju7WKSPmgH<oR9Cg!Td2-<AON(jbUG+tuA5M;)T7=
zPHpD@0KaCC!!YX%qw0pc&vPP=_!d8{BDnQ0^nd=n9Kp(Pq6wIB42S*zYTQ5CFs8`G
z!Y}t!5nYLS4+^**?0?3ZTq(;9-$KTpFmjxynW?eBYoquYkq)kTU$y=UYos^94i?#t
zJB4bJ8-X`ITcPwSMI7Ei%5x1atPUCO0rWJ1^;6IKN%!Wv3<5?FocjW5)D|}rk%TC|
zvJj*4#T?79S)4hORRgWx>q5_|6SPTlp5qK_(PPn(32A4QfaI0JpdXz_KDDOlc|my0
zeIOgZGrEsy<Q$K=!bcXQ$0kWodXj4NOLGtgOR0z)fX4!~Z#;E!>d9*mizfm?#IgNw
zE1kU6F0W-WUEH&``$nsq$d?~8X!wrq*-w{pp!eE~&*@OVi*-pOWfvPk;~^9u&lSx*
z$`OQ8ed!cUDGEFE08+Kbbc?qahEmNu&nx?!;;OaL3-U%u?N(#aZ-*^sFRn`9Rmk)k
z)&abb7u2w-P(pKk49k04%eM;*5=akaAJ(>^@Vjmj-b)k_f%hXIpVq8Hq2Cy`i><0Z
zfl0vrl|8SA)9otPuFnAb!ZWpxr##||CDdBI$69Inb*m_W;Uxb69HbWi00CMT7uG0L
zHOyt#q21D{FNbaRozph%p?DmBGeGeDw#<oGdh`?|yN^^@O-jX7zuTpE{^%Qr<OV7^
zd_xRih~Z}ksbChf=Z8+UVvFX^{;e(t<SRaAh!d3{dID<H6Cuf?T<g)6+-=nQa(Jdm
zuUv&cW{Nmhz6MY0Su278L&wsd%t+@yfvWavu`X<iYqz>$(@0qL<ndAASbfp?RK+vU
z4AL0L<luYes>qwNF}DD6N2N%l0y0PCNC4}c=i0PvbX&Xj{o0Hk><%ethpQ>>$-r)X
z1zAlx_0Tff%*x#xXBE-d_-$=v4J6UCj>@Ft^{x1kq91&}wg45Inp+x1naNt|I_zKw
zkCH#%6|HHe>M9Ff>N2nUDn}#ot&%*#TP!hAG+~J$*a6h9`ORf1wzV{jEY61Y0r1dO
zApY%eSp6%X0}<>QB|7neT^;6s;U55C{EO7rI(ZlY0GB~%zDVoxkOg@8Ps2a)Gq)AI
zeGH!xYVD<HH;D|Z71hv4)R{hTyRu4w&uo4*Z$j2BG|vtuqkTIzr1t3(>C4MVy}Zs3
z2RZG<a-KQ4p5De-{>c!xmPAiEoA<6z7A1QH8@cs3t6$rTqv-Ho-J5&oFd-03gfo`L
z&>c@<oafWtyXwWsSvwg*R(CgiBWG=^+iG?<1ugYGTX>JlR@>yKC60UN*1F#jLQjG;
z@MRMDJ7O|_e;fl|DX4gs`qNUixwO7W<nmtzJ;%vM>X{?v^yBldNbt?v`j^4UWu8WF
zvt6(gNP4Is{zEvfdi1WeI&k%EB#xuOu{ExZsk6Lnk0_9BJb+LPA4A1?jgk9DiSBMl
z%Es>@&rAyIJP)WWeiiXlj7C!Nm;=}D3}^DLJ4)FmpR5*O3AQDOIKVmQ^r@pCe#Vt$
zXt(A^;5}jQtS7T_zqxJb2Rl`>$KZdRb*ibxT<5UGa32n&i7ze$ZmThcfgY*|!TxpV
zOisc9LVE2S^InQP(YR6w<m0Fm$3hffen%B9*$7tH7d^!*5;~l>VYe8jA`5iH(Sx`B
zV)y5*bp9j++rfkX04)xGD(4|r7ZI_>;^Ve^*Gb|r{*MPZ{o&^x)#T$p-zj{~x<A30
z&IBMFgN*kB`cks1DN=z~sn0x6!+%$21F{?%jH-alVkpC|Pbc-SSmhp7Q9?w;LH-aq
zrr<`{E=WCac{HTClsA|%dJJU#6eY&#Hk93i+ma{{pd_S)^8oM3rSi;qY_kseAN_7=
z5<pJW$@K?{XOfJ^EZ_IpAEf{bGL<B$3!cKJM}?wonRzqAb_3hqpnsHXk%M{$G%i5-
zFsuH?D6q*D^4o&o)T-)FB;a)*cBs-rv}AG9fzRbj8N(28LF5shC=nct<-ttt&j)Cy
zMo*f%+z)0oA=pUyl#%b6LPCrKpRFO>Rgf77`9U4lo|2U$gN7V#9jXw#;ko*8N)R&i
z;P$0q+|h?qlG;QBj(>=M^{b@QJVNAwDON$>xUM)U9k?B{QV9t^E3&cen$A#6wL2b{
z4b&G2xgA&@;M8+ki5LU{Ml+h>ZS@zmWs!(R9Bv-{YkJ4TGLyP=4!jJYBk`<U8Z}c)
zza^W-4&^Mqq?1_}dQH8?N{=c--A5mlb&y=ga~4&yJ!%Q;W0;bo4cO47Z5a7(aF;qg
z)wj&5B|-d4*Yc{P(1DTdU5xh9+qbBya@oOo_u?D+Ze9qhQZsRA=8vXF<w>7$`BshA
zjdcRErrBd0@xy*qlxIaaXGCvCBQ->l0yETpRPfm9YN@)1KRwJN{sbvL-DW!7!~Xz%
ziYym3tRFYA4EO$(cUu6Y8UFFCjV|umO-cnzh~0_63Vo|j#1qF9R^~?AmN?_uyj(*6
z0B(n;`JI&i0D&VtWZUofRNrU-4slt+@)OaR{{X-b_)`6@G5-KP3HC!?#g1E=vE1N-
zr>A_?eQG<MR?0Mj@JBtof@plflq@?i^s0+?zuc7n0Kh6(@34MYW&H>BrC_<`z9#Uu
zitldZxt`4~H*!s>3_mWl&FS`c+Fq>_T-!|uCu0XfFb#XbzL<~}&PK;_z*AmJxq%IB
z5eJW+P2bYAjM`+lqsT7XX+HIlJC#F#r2C5KHJeE+uV;b4%x*>p>H1a`!iG|Q?tN>r
zTIyi5(8gnzCYd14)9+JD1EyH*+v}Q$o(G^ci$$Zn_(dQ5R`9o_yr0Uxn9xyOCJX`j
zhf(cbC-9d+`veWDT!HqBnD)e{_!HOhuWj)8!c09#uLi5WWgkPjD%fUSyNE}$f%5uh
zvgd>CQA)C^m6b~2hfqd2t$jy#*@;tz&jeK%VRekOuEg?we%0GnKJgUax_O?c1-6@Y
zX%?LEx0Lb9=n-9V2<mzN0P9zYT*7VcUNSL*UrcK@F<#owm)SPLQb0Oje;25)ob@fz
z+)C_0edi>1tHbpbRCm7!2l`I4{{UR#{%u-65_H)v?)0mLW!niMf$x?d;aT4Z5Bf&2
z{{UR#{%u=+JiLw@{WjK7{<spSwnGo`uNI}&V(r`XI_cZkE1P~Tjw!r2@lT&6=7nDz
z9i_lE=@$0U+u1{HZlNMX3V?P3yu-&VQ^FTaIK#*KIIl_3u71~{*xYq8+oNQAfn9k=
z@SmxUFXBaC60Ggv`@w4EB}6P4dhyM9ov(>+HCvfPx<cNp%jL?koH1Nr1@y04nC{Ff
ztU&}Z#d!~iyghZ{jY+SpB%AESl9C`fPh*Po?WxY5hbwg-k#O;CW!OmC<K`b<dh5If
za~=2l$^4CCPpn&A>8ojbV68AEzSkRm_dfo$wcsKQcliGDe_G<rKiy<$hW;uuJVr_J
z73%im{{TT1kOxkB;<da*pZH2HM`A!f_sFcxrx+cLbzwh&4?{Y?#AiF=F9G<6M6`WM
z?@wj5X*hIXzyr{nbgoCql1J>nO8XESeP2aeX(3tdE?`wT=*mTSJ&%G`*Wx1Rnu17e
z!!(FW{{XE)$o~KXS1Ps$Q%#tD0ZZ#Y6Y1nzyIM^sR%TPTJ%}~x9yo#-^y^VG0k&d6
zKDaffd8RBE_MTdS8cGNNU<#w-306BRP;NY;WjORdDdN0I*7lg{XQ5JxrA689dCFO*
z_Kn-d10zKl#(MUu0@+qq0E`1$F-IMw^Uks~sUn7ApnhW&n|XHywCv5fx11?eCpGj}
zJev$Q#DWe6YpVEnYOrg!Orw)*a)01LxaQWaH|%LKCV4^#Bk-=j;m!0{I_=U%Snakv
zvXDOTt}Mm>0JBff+YG;YjNgjUtLxD*INNN$%-0F0Y!`8Y>Z3T$dRL-+ODcRp5@VmU
zrz7fXhO<j%)Z#f^rO6<QGXDVgXnG3~{8n5=g^w<92P6*l&Fk?pU!xrDWaBm2Ne!eo
z4B3xsbQ}1tTf}j|B!!`6KX@EDCcAE9Vcrn8S^PzA(k|#>21zs11J<^i?E1!oEz+p-
zEw3LQrZy)Zmmi%{wvsI?!G>s`H=2~DG5*3YU*}ddIbyYs$lMwyLXN(qj<pY0a+Zk6
zy@o$NH<N%@1Xt6a2QmKu3aduPOwW(|{{SU?w{>=A05XMSBz_h37r}<#@S8+G_22&h
zN6A*%D{<cyL$`)4LOZGZYJJ>u@;|M3^ww`V8`$|{lbH`b+*h)EQ*FK%w<WfZwk}Wn
z0qex&)Z?AJxaE)${nR}EHBm~y+bqMRTSazmN~m(7Hl9}*&Uvn<Ow^>);73h5z~Pvs
z+>IEJdjNT^O$m@LQRF$!R8uZ3rV%&p@TY(WQ}wFlQdSa^T8_TcbPJpJxYRDSYpLI>
zB#Dgud8-lXb`}=!+u5c0iZO(Wd6#HE?t#gyHno>O>ttV5Q;K_)O@c{6h2?U2#U)K4
zIh%3#k5f!6az}2YbP*uO=~ZuhMW{?dNq2EF;{+pYU(&Ii;0{C~q+)r%Cp4=(ip4}B
z6b}CY;3~OdE@?7xEzG;5V!$_EPT}~|Al)2nq0EZix>N>hiAe@ftAWT`a>W`De90vL
z0C|oN;ZH!+wveg$*!<(C&4MZFp|D;>$9!{&sII$?#K7)$;*njH@t<%gxQ#X;V<8tU
z)8;>|Qok+bI<$a-2-}XeUTe`3;z?CW9nMW=UuuzTAUjCJV<LtmRf%ID9AM{;YV<Q0
z7&<(WxA&FEHH5cv4w3Wqsg2|9J0to1NvT8CY<BiOD=@+2-b60p1FJi3{CUBx1QzcQ
zW+Oj%gN_GU^N8+dW*gB$`i`~GzPk)@g@p_8)y4*Cq>%ZaQ>JO6QME|NY*bR;CA?l^
z?NB=8<BH>_)vl&o848a@<M~xpX=Y%nmn8Haw8e9*eRj$v1ss!u_i}StxBelH?$$^W
zHyg$a6N=CN#lI`K#GoJVNV)!WpV-&G^UX;A0DMxq3o?KUOMzDZ0J5(E!Hf@b!kzt*
zcmDuPzwf#(D-^h?Auxyi`pC=u)F2<$tqmsZe++;3@KPN<<v|#a@Q_m$rKqnoxc=>g
z+r3%UzolIo-Jo0rWgdn#Khm+rn{;vepx;LZo;176{{W~zn4^^qHf)`C*BB+w(mYd!
zyJ_Ef_t<~Nu|Kk}Gyeb{?f4N+8cp~7`$_px%Mj*f-~1#N!|w0@0KO0S(|_S1gFR*Z
z0sjCR%1swgf4ge`0HsU)fvER~9>v%EXyu5xnWVlTw$4wSexv^YuTK8}gpS>MBmV&3
zBC=aTzD#B>z%Vst9}DX<4auim74<2_9H@NKFAox1_gS(2>d-tzYTtQoJ%9q4AB43$
z4fa<#^jOV0T`p}f1952ZXS=QqS1d{9k!C$k8Hgg*;~uSn{cB3z{{T!v1kG?gmJ$B|
z#aA;W{4tUN$*L3TZp4VP7Nw}6rzUy|>$(-YWqiaVzuCF}0MM&C`^M`N6taOr^xr5u
zkKhg~gL#?9%^}aA=~0ObkOoN=9I3qxIjnA8>$jJ?g~i0I3C_~TZ{RvsRFfB9FtH_=
zkC^&n{Aq$RPbQv_E_!$GR;jWbL`2d^_zJicJT^1V0Z5&_z~Z)T-$k+@?Uv>7$#{TJ
zeStjIitF~Pv@N;V1_)dXk8et=TVij0%C?>rRPx^PPy+#o(}I4a{{Twdx6$mZ-I*W>
zjstDnPv&bPPY@>avJi>cSyhPq>NfEW!5d==zTg0VK|@ktoKe!IAFBrb>hRx>T7lx6
zN*jbgdXb!0K6UHhFeG9B0BsxjW}%l^zmbDH;IJ43@<-=FrpD?cs(8RZJ3HWKEEo@^
zBU|TaNa8`)IX~fCm)q_f<?f~@*^MWd@-Pi7jh@dTr|j6hq0?OIG3n}5K3~xj`texT
zI=r_z8#ZUK6-B^aK#%ZjnrYi0;TW2w1VfW#q?}}JQ{OnGS0nhp4Y{WIC0CKR*wQEi
z{#q?sBy%zomQsHqL1f2qOSk3E2kXr>SRM&a`{y)Xz#~Z*18X@xoKgoJfE8v7Np2qz
zM9uXW6|lY;X(B`CknPD`rvve%=9c47Z(|Azk0wq2Ty97AhHF+o6kfzOqQ#G8>G@Wi
zUJr#>dAAP0_1L?AolpM&2%es;^KT2^bLTajrxs}#NXcIoU-O@{6Wee(r;irify6fC
z`jTsE9}Zc<{{Xv*3jY9kxy4+MPPazOK@$Q008GXzIic9K8630tr&5q*QUUY^nf<w}
z$_^tZjt`W0uFYYET&hB-0PC}D5|J4B<j5WIQz@%xico!7p{rcoN8kmxNcUWM5t6%m
z<Y$WWX?#blC}FY42WiAv8;?Qt_ODgdBlCPJP&U$HToO7SFi7;SIdsQJB3SMe2$Yp9
zc`_g4KK0~fQnY8M+Gl1eH*xeh{{RtOTx&nsVkk1vTgf!2_#7($#~*>>s$5MjvvF$#
z_9trKAY>7R2d6dDUif%iT|qKW<*X<oMGKwD)aTbGkL>HwGd$Od%jOAiuz<UO!j5|Z
z+PyAgo0R4}K(X9-n&#L<CyvalNf2HHXrLT=4A-)0_VQSKABk_Y_>h>$hBQz>Mn5TG
zo=<x780_W}>T)rAdFP$~0DI+cE{7P$asL3<sJv&b-`r};r>?Ix#ig7vMuAS%53p{)
z9^}-vTpugCFWGDH>G61i%twa2RSe|g=N_ZC2lT9aeROEIcL^*Tgwe*NKSF~fpQk^i
zX~m*kE{|>EOPH2hS>)NAu4Dk<oOL}9)~o7zO6qf=VF-}`K;@e<C?w|}LI>eaG}4zk
zG^r;jBx7hA>{>$Js>2gJv*Z#FE6xBumAsxcnswjyNKP}!&uYb&!*ThCWz%Ol+K{tj
z@x?p)0`e8v406qodd5)m^{wM$l1-am@Rr>e!uc`dIqGO{7hW8MiY3obK{bv2m46rj
z+Ds3!=A1NLPF4-}DM0K<0<^S9yp5}06x_As0iuiMl@}|K)rEKdKh+ya)2!WMSqzgh
z;I=XH*PQ9v7ND0<G`1?>N{1}q5Hc&#e1Brs);3BZGK8I&{QGh8o_Mbt8_V_DCuI(A
zV?U9>FN&vi!$AT1lR|j1MH?iyjDgb*YRo<yjgL0iAMH*_q?1C0Sg+VjosX9%Bj1|!
z?-P^W5<eIS;wrWX9Gr()Nc=HMd|khpZ1<j-^Ll=i$uuQ}fLmvgPxqz&0P9kX6&LSX
zDH!S`0MTd)^BmqS93t8b1HmoLPZx_VkpO#l82<oh6Hum%fkS_1mR`9s1Da!LL5@GO
z=U-3Wj8X27-YowB!cA=_%43sZ{v3>cbz&WE*s1wgf!hO*$k#tEm2!-K;#n>`ZI^XJ
z_BkW__BTp>zx`EQu@^LsylU3R06sD34N5Mpq)py;C+l2Uw3<Jd+g?UHHr&+l>Q|QI
zXqI8@@n)sLbPjfPe{Zx^3-*;!+?B;hFYNjYh5TB%bl0^g$ve@M^#&||Dwuepa0i)b
z10PY5OOUQ(r2AFANAIKd`Nc@GqhO&@KDEpL0K!cZurle;G5inor+;r+xBSB4`i;Ng
zOOcPA9a7<&Ad*K@QVau<7wQFaf7|w(cKw6p?}O5%k6F`t{hEAzdVaK=82ORalpbby
zAbTEZ48B_cfrmLbHO!rFPHcYq@)7D8zs96n%NOQ7R&n)^gZhe&MpBwPJ8f1-SQTec
z>ZEk8io;(H0?t8S?~dPE^GIGN`?{|4+aweEinOVF8>_*1hy9-<VE&@Bl`}}xvFhST
zt};=Sl1CucJ%yTTGTzHMV<KEMO1p?u3yffXHOpCE>ae;>E^UBb+ZlKJR_=#=J)2)i
zdhr*zpUw*qI8lHP2cFf7gO0|kX_`}Mk;24?k;kqpKJQMlx=c-JZcnQq&MSSVj^f{Z
zY#D-+$F3{K?e!sdW<PWG-CpYK$BA5(LF_&M0HruK_a=5*9VO0(X>1t4_QVc$ovKA<
zJ>8YN?0N0cy)r5b=?;x}wwHGH4R8QwMT;SG+jn|-*49|cHlL@J?faVPP`bJ?a<eov
zjYiI0Qr<YOA!la5Rbi9Ctxph76foO)j;p!I89h!b3r2AI#ko;$5Zr!27bk<z_N(4D
z)E>gx$<Ri3NWkw>dkXO}DgAz${<@u%pZh$Ds^P{|f<Cn1p!5Q{U-(Jx0sFSc=nXl1
zPjmkOJYhdYHSF>;lbsz<MbF(C`cs08bgo=@lJ&Y;r~UHPD(kv~ecM0$aj9~!Qb$lQ
z2dz7(;<?1t^)u4TKlaSjqf*tI?${5-5BSpMWn9SdwUAk%ycqrHF|hX?59M4m$_7R_
z^sdXq_ZRaEL3sd)cQ)J(rxnTEpel3N^Ide+;i-(bFmE6^B|zKOouX;uRn~1RHwE+M
zRV4a%{VHkvz!^~iQaiP0K`YzcM=Fw!8-@i=2*K-F%?%$;X=xNU3X#N!6*i~?kN~Y#
z){{t;H_ow#1mTZb;`}Y7O$M(G{FkdbyhMO9N!$mmZR^$$-dx+f%_qo&0Jy>CzILpC
z;YL1(r3e1cbEzIS(Jq2p&2t!$hyZ6Gp5Lu$-sPcKmj#^Q{X5s3!>8%!LHjr@)MVFf
zr0Okw<~)kIj|#XQ20GWLQ&XM@r{X)9^!+aG;lK+N1;=dQa6d}<vf=k!9mnQ;pU16x
z{{Y0<79R)B?0#uoBjeLK{+08s{J6bF9S2Hu6_a6A-pKT?giDL9W6;MB^J<skj(@fE
zGyeDfhP2;=qZfL?>{1dxHm;w=8cbS-p<^uIJTapoUA@Z!2tA0$YVm5jW-rt9J1MKs
zNe=Pn9u2zx0D3R|3|DjDDZK9kX%C$K;4kDz{*}Xc^bhz$ZoX}!e0-7q*sZUITIHJf
zCeqZ(&n>$;NrBLoEI&dkt0-wvZTDt4wE2$8<5IVRSBbpc%gNgt5&8<j)O>5<>tfJe
zU#vv^<&rk!eKA{WGED6%AC%)BwZ-_t$tSmBP%s?eitedV$6-;S&g^lXFuw3Y+MCTU
zQdGFlFd{Kl`f<fs_-}u2eGZ`3?8QSz$r$PmE6eq}aA0;-00ul)Yw$>)?EP6As>+!B
zjdNx$_(?I+k1b@1{xQ~?-^KT~(8HM{kq-85KIqRMO3gaN{{Ura0z{JU#yX5to-{-M
z014iv*yD0@jy~enYcA_%Uv4X0JATGC>^BJWHqW5`8r~g4z}77<EQO;#fi(XB8e7^!
zX9lB?x0bK_h9{B_-d~{~%DEp7>aU=DF0`87Rfc)za2`&JmOT6PtQ-APQPfJ!cX#%Z
zyeTIjXV7%6l^%3+IdV$q^gDUr)a(*;IV*$iD~|YtNVd|sV20?cZ5ceFsC+xAT|ueG
z0bIp7+SuZ?d~K)8f1ojdW?Od?C*fWmA|A^fPUoWudulB6hi@j}vp6w#TopL<#bxR-
zO>L;Y$B`p-5=I#HQ|awqq2TK;?F*PSiQz@lp$1tdl}6lvcp2->dFHJmUut(VI5Q!Y
zyt2nQOq>DeJ*()geUB?`%xPlXBS>zTXYSw(kH)(%g}ELey9VW@KV&?de|>vbHn!Hl
z^9aH0MRuPK;f6hK<)e)kHph^lAG|AzF^#a(^fkl3-lGrVsgZn92}xZC*%$8P`^LF#
z9IF=dC1whK@f_D{@j+uc%9l}}vZxJ?dYa|*OL$)H5iAVo?y5o^r<01Ty??Vu(40r{
zS$g8u%67;?*yL9+t=Y7<R`A<yDqCux=PZA%eHS0YuM3%DQEhOox0GqyADudHg?<~{
zvJE>fq%x6k;Dgxpt=!i_c~1b<d@p}tV`UWlO$wH1%APWEMrxh2MxcnnT=q5Y{weVH
zg_+|T%%a+2I4vOrf$9e}$4Q`g3f!~9sKF^9;2$$8eR%6cWZ2~tk2=?*v`aZAwM=F>
zm5=*>#a~GL78v+Rp^y6S{{W-pub#Y3Vr24`&S>sqh;0cPuo(XLKDG2u!Nhp}6zHoW
z6k+G(PjBDJT5DrIqI_40CGfSX$(^G04+kH>_2cT6@r<gd$8*hk=f&pR;X6`J2iueX
z07c1OD<eY7l}BUWgMnJY)+SfEc<K?yk+^@rX@^kWFtI<N#ZXmz{_P`B4<*kd@TtIE
z*?XKG>Hrm7#8{47cPd@olywSCQ&NcJf%W3FCUuV8j6q$x16<wCr5ZCv!*eOeS}q$J
zqH;?TpcCIU7n(k7w=8`t4fQ!#VMqh%RoZzUs~^sgT;22F=X}`5LI*WgeNAvx21mVQ
z@=i(3E(fIna`Wo*l`0er`U<Sqw@xr!vGu6=^r>NnS(q$wvoY<81#$zuj$0)CXu<TY
zsJuOQGVXaT;~tGD&*@g-@bX84G_gv10WJkAq1l|+LQfd0k!iP5<7K?9o|szd1-_pW
zZCe<358~Wg`qY78z$%iAe{?YvxrfSN$KmV!>*m`$W7P70D!94?0dq8$JG}%$6|A8P
zVP=t!p@EzK0A-~vBm2^@ANAzN`ck_ZiB8_a#@icAMTdD56Z+N7;f^=kf$6yxg}H^l
z<)}Yf5^2I`=(jPbJpj|q0}NZISuI!G+=^+qfqv|^`2PT}vOlF9G5P0-zPfp-P{N0U
z5&BsHNC?Et$K*&G9lqKr*_7~OL5_dp`loBW3?n9g>w*vKO%u-FFlb5oApW$#KxDwj
zfBJmS^r;$IBOx9#4&A{_ypikErANAUBp72O`@z<f+q<`z){a}DV=&M1pe{SjkdOIk
z{{R6e`U+Juzew&e?-@VL(<DO*W$oMp{{T-l14Vap8Cz`=P?yo8k%*^ZT((OChl*du
z4E~v@CA+tX{_;6DdVQBa)~2=ayz@=I;?Guv4@FOzzcOob%S5)*j`(BMQI92@AwN@^
zS|RGraweYbu>^5OzuunLXsr~`*69@7Uuo(y%10Bg;7%)2<HXi>fswU~?d#P-BOj+q
z=Jg*Q-ia}3Jcy)lWC~mK7^2{kI#_g_8q{uRG`0T#Y_x;*CaB+dn@H2!Y;ePJ<EN7}
zfDgpu^sWO?*6+0$Jj<JzWPev;fBjXRB*n40%MsYpwa0rMZmHu-i=YLhe`ZhiBx2v0
zHO|d{J<GI{&g{q4i6`@_h#iIk;C7`pz%sV;k<gAR)iy(#8N25!GILH<mHS|On$@z<
zZ>~@n;t{4Zx>gDg=UX=39=C*M@x0bO1W$lIxD|Y<ZcjD#IaRbR*DO7ST8mA%VT8AH
z^jhuWvhr=rR^X~*J9iJ~nn?1mwprr?p#oK6e;{e|C9y6o?s5_7SB(1wyXVl6R@cM#
z<x6=05B8V}?8VV#^5KAm9eI%F@>;0&(n%ompwB%_Ob6!8M>`HgbFuhx_DJ`ZMgIU~
z=A};y$`>+A5-+J?{x#BV5P~C!<adc9$KrXT$e0u6MK(QMv-)vMosW?ik@#{112;-k
z{{VCU0M%0e0ASgIPna-0X2n>%)E3YcX(c|v0sgg%cdbu2*%Xo@dJqTl6xTBo<wePp
zOtR<8hGreS)^FqmWnA1vJLMscCG?Dcja4ME$zh!5l4-;iIU{$|iq$I_wugp`7$*nw
zqi7?7-}lZb4n{D9eKARr4(y-LG|3dRE-*m<0D#o0+s6#QkQESO&BC$z)A9#gXVW7z
z3<$x&BkD0os0qoyA48gWjIhqn%!+(5ODwxlGJSE1O@bp;E^xcs@U2@72IA<4EAo$1
z{{YslO)o|pL(Gf2>P>VIpov*N?mH;|01C==I~ztF%C>gawrC^Dv-<KyU1y9o-OSDD
zj4$C#W>UGsDfKuQ{OE;<1%V8Msp@MNc59*~`IrC>-*5iCM$3=9Mt#YrtE)aR<36iN
zf`cz6NIVwJ0~}L&g+Deuc+CTYjEr{(1vAavg$zq~+PyzIM~soTabwp7vHYnFR@=Cj
zQUT~m&-JKT0R7pPR><#=Dnl0N@qxFm10St7?t{6qdu55uC!!kM=`O%u4JcK}2$%%@
zJ!_Z@dHHsp$EZJ*b#p~6#)6T;yPcz43<|=NN!1lViq&1SmM<V&SBsZdr%p3dl3JaZ
zh)Pzn=w?dWa2yiHvWjR}nMf=#ob6-%D)7*?i61vGLQr$H9Opk=)BgalwFA$P0rbNE
z06f>D^|~L<zVi=dKE`2%N`2w%Gm6W((JU^fcbd*Ol%8BG5>LJlHPwG&YB>J@Pyiq8
zif{H7qRpQxX+P})OY2lWoqgl>GwfE?XO82-8g7qgr@+5v19M194hiT#8t2|EStHqK
zwlT<Yl1}0Wwrj2a#J>P9*}=!F4u4ufq2A{|Wyw4p(k~xMsN*Ovw!ZRZN~7q`HVFJd
z6YVluN~_dk7^{X&V2y&-(U|`L63R#Zg<TV9T7oVkv@Pys#UI$3mj~>_KkqLUUtOX6
z%kL-HRP1xnO{+!*{XPMM)#f0d%AT@o4C;QzZMAylT>k(%=$A&+zls3gRsx*bKA?Z)
ziTZB_pVx5z0M5SgdkUS5G?!Cbm~m}vs$^W1bDpExx_=op(6Y7`kck+~ayMfG9cr9<
zE%MBaEWpD8PX5{Y)|ZMI1+BX|3IwMa93Cso#8#(M8B39-bkl^RMt3-ueR46yrM^3p
zE(JmMjbU4V+3ktPRFoWkRkW@);oo|m%uO@`u1bNk)FpeDIBaA?Cy1sXM{R1@?#u`C
zG{%1rtFoI&0SBlfAI`cFhF(~K>Qe+zv$N;SUEP5+Tscf6ZxK3-C7PdnXYr`s=U&dy
z1TT;7<NBK3blBxpcLo^;C-tT^vzW35+#Y^Vc%d+{h?g4hAo&}84%Pnv8hg#+1|>v0
zv($j3e>&MJc7+6Be{q1%;X*Tvg;IU6bNPyQ7b%d<tH7TsmVV=6<N4GdZ`IR=usn4t
zgnuJj(#j*suw`S|joGNsd28}7C;Oxy(9v+^F;@3fAUF17<I{Iv!lRE-@|lFXSqx7j
zX+O@oB~n3W1UNklZK<7sUFpxRK|hhBm@IQ^ePg>XrU=RJ<pZD2n<eIhAj4a2VclaY
zYoh>3%OPQ&3a(8wK?o!?BmM-VG;;?j%nO|v3B{|h`jJhN^F+>L)0nUOMCU(&uB6+*
zRQ~1`&q1_*g+#V?%(yVbeL|@J017#Sm7L6XdP_DM&S=5t6c!(;sfYG1<Grq8<GK((
zO5Og<woLy3prHhCNI&C9bek5yYfu67IR3PAAhR$$tsF5T{0yEq9tY`Dn|(O52z5}w
zeHf^%Kln%NS-1|M{{XZNMtnJ7>{VUWhqyn|mDg~yGZHJ3N7=P__8z0p0RE&@zi9Cw
znIuh1%qTXm@6i0eOqxkND-m`HD+T`mcQojHIe7ufUaF5@EYYJ4OP1RAjZsOrh2%W*
zgy;EEct1+kZ2V7Yd3|8f!m{pnEVvoZIM2N*TI+Vfj2e_+o|}@Jzs2&i81Eo%dB9cY
z@~LaFN%uFtBwC?MO-?W4XM#pvgoBkosipXPqS)%z7q=I&`Og%Jh@|kKjOQM;&fMAf
zvskeflUzpD%KP?~KsOHjS6T4$PrdN>+ds5qw-HXMx66|_U{7Dpv$UZLCTN<KOPx5-
ztt?nc4Xhxq@d3!Ck~rm3vqq9Hqku>2TQ@F`X5?cys#cJRywJm-2Q}c=n|SJN_B{wi
zdkG|SviNqyjn?qT3C?g3VzXzllFykfu&4Nuaz9Gy?kwj<8(p>ooGIq2#c3RS`F1bK
z^BlMH>0Z*CXB425IdO2kl=JOQ6OTjrR^`T%Z$Hf+?xgio!Tc*OeLmvYoyoaByu8(1
zn-GhDy+fa%r56E*2*c_sFhCgwmv^W%1<qr~JKIjRb;#Q(?c9pvGv>gO5D6m<pHW@!
zi++6zh0Y~jy}H*0Y6qUy=RYtk2cgGm?4bSI7|(Kq@CIVfAW%AB;8rEzRhR`NjCHP(
z>emFjvXR@ltQ+CD{ITsGq#V<l1bd&u+t$6&bm?1`5ELiZZxzw&Clf>d>F-{B@NVi!
zZ7yxwB_NacWd8uPGDqoM{<zqh4m0wa`Kqh_6j!0?LH_`=GM@aNFgUJ*!uy`;b;rtM
z{zkcA?bugi;Mj-R?rsSgFXiBN$6x1Oq_#QY>~Q}87hd8$I?$WRN=YeEZ-5bSI`P!~
zYsEDKo1^S8Ugz<O-2VV)T1$+Dx&Hvrm;V5*UKe@^xoRlCb&jG}(DfgL4ZZb4{{T$l
zAFEfPYC|m-73Ti{23s=g1JPpsZC;mtGv(LM;y>hI{Xav$5BwBm_|yU6E8mxPHjqEy
zLby)=-t4-%wk&>h4ip}w93Rlvq4=dd&ko%$`@hb-cSO1xcZlI~aH3tU{^{fT*Je?z
z7wTn;_>uG<hi-iBIhQ#o<Z^1Ch%jxRK8B(2q{Sz=fSwA5A5l*6E`H4a07~hs>|PgE
zcuuf@$2x()WBlu`_&U2`)%fRpS^SN2_Vz<l)lHesC1xK^4RqfLqIf^H;gAsV%8J1D
zBXwntf9#SokMWVSZK=ZkEAbAGIwPIQJX_Qp{_R5#<ZFS|5;3aEu_~$)z)^u#yh(c{
zhs3+<h|U^0Bm6-{1XX+3jJnZ|G0ctv{xzl@HBK+d8p=tgyw2^EKf_H46^f0|pUl@e
z_7xa-feudwCfZNsT?`^o@Z(0t2#RT<ka`@S@Tj~sYxdoK%HLqvt{H&z9RC1H?}x*4
z&8hJn4zr}TnW^}D%i(;n6or5!uo>z;rnas0cr}ZahU_z2$Cqe>5G3paW2o<n)$u)-
z+AOW+7~OAhvJa<2{OOtx{C&&*=k>1}6RtX)&bn{+5@^Now}y1H;iDWgN2V+Qm{D6~
zOiyB?j((NlQsOB#G^^Jf9M@m*k6zS2;Ve2kBa0Cd1>+mH4oE%uuQt%7du?IiLeCM(
zo;c&Zd#T%Fh54J=gy8wO$NMDay8i%&tr6C)LN-s?{X1?I%}c0AhX|i9b6r<}ZVdXp
z$IE~%`9AxFaON_9R-d7^9WQ8%&xun+o+Y(ON627YpTyTo@Y6=pH4CeWq-dv_4Xp%i
z(SO><erprQkbS4cT6{-t#t05Za0w$cnqGVr<5&&s5vP+Umh1rl#@ucnm^AP*{{Ur*
z@(S_&>u0u`dxSfbuN>qKwax2)5Hzg?+R}L?p6)U8M-uctg!HbmFwzb2N;Z*|JwdMo
z@w{@|__qEiVh()5#5Z1g;<l$0<zi<oE@pU}Tz?Ykt$T4Hh~o%|akLJD-m$;{W<UwX
zHxBga=TpSC?+_hJFCU#XQr>=Jokn^nab2-VD;$z->c)UE_xbcZSJ8hAf8?F%T<867
z{*8M1;jJZ%Vm918`LChA7%MNsy(loj{rCQjdQ;e{dzqgYBoX*h%x%eg^ijrn^5p*j
z3h{8`g)%rK{{RWadiTcr&#`ze&QJl)po`D_bCSMzpIM$jRWPLY6r-_HdYvlDh|Pe*
z2LzsmnQ^Gw!a<OLeLL48ZlrEY5`MJ8<-YMInHM@MyYVCnazt!+HGw+ECBwR$f@!0i
z0HorSAw578^%HjhiYY>mT6WMoQjVP|*g^&Nrziokc^${C9G>(QKHrTN70oMcRts;t
zr(3tVB$~3GAh#d$4UBuK#bWKFidGtC;Mbx9<%QGe>~Z?jhlq$d4REK}{{V@sEDUrM
zah{a<5c!$Vf5J#{{<ib*+eqFenSmc^ydOZH;aD3<#xYi+v-2^Vh=nyy<jSqLGzW-o
zMsa<7K7l{No}M6?PJZ2cpQ2Skr$9dS;``!*V`2tc@Mf>rk?qYP;*Gfd?c*@+c7KI7
zPZT@#dyM}8z(r*|7Aihj*q>ol2u;UsNcW`aq%~EubN&)(dznc0azCvv{3PTaZA*P-
zas6utZ9X_2Q-nrur7lEQJ2$`KD2$JrO+)pNpXW+EPXYe`m{dgLjFJ8onHHG+WNZ&X
z$*YmsLm3!c`;(e#nq<0+oi))e0_gVb^aiXg%3Lyu?Blmj;t_Jk^QZs{2S7g|QN7$~
z4tjd$if$2GhdiFgK?8VNEE#mm$A9lM{r><AR+9LKLxn=6z50&B&p+c_47!NqFK<es
z_fj!AIQmvn<>+Z1Zl`^F;_GPQWU-3uvHm-YqIUfNu2%EJI)%|;CETSOsNQgE6wJVN
zG=LI-s{@|h#Y#-KD-$)(C;C(ci?(n{_NRzP@g7fVo;U$GU8+4vtra)a&D2G43$V#0
zezf?l#_pTR>Bm~=BGdGE)l9mKlFNX0#}~>!6Izz~j-98*7T!&`InR^<{S7-Mu{UpX
z7RN%8<-dCC3iZY}6Zi_<)3p0bCSxInT%Wxpd13U=0;8A25X#uz9X;dE^EDfIjY5ru
z*Bt`Jf}X5?>NVsx=1j=YIqb!V!2Bue<+ffpOB3BKUB~OibFz4f<%!ue%b)hZ{z91E
zAe@1pInQ#_whb?4$IgzTNF9`Z?(G2R$!{8eI$|kL^^(qVf90jpujrz=XVvGFjK>ci
ztXuh-f$uI`IFXbe?tHX+HczxiX(siF<Qv3b<Na$B`PE_<Z<!^a3D<MW!Til}uPaIS
z<#xwn*`_fkj1%>$RK@KMqU%z(QSyZi{n+H-);;E<B<+r4PefvWtx?01fCW3skN{af
z5<sd@NS8Lika;})X*%>__$@0EIuFQZlP&0f915!walgDD#h-eRDFY<r{VBO4sZmc+
zxM!Su3IH-l<^KQ-Q;}C4KM_qJD{@Hsig%cu3vTwsFdo5koREEuH*$KM`-(!XjD$>5
zMoxb2K8BDBmHy!Rnze0zJ+o#8O#cA74MDrGa!=BnvCkmHal3nkr0g>P0Q@8xs+_aA
z{{VmtRO#XkUS``F9Qq)tw%TRX(hcxP2m7SgRb`|@Zh@It5!tvEoVih~d6_1k_Sqp1
zc_BP-pbESfX~<v{dvvCRB!Z3r^g)_&LOx@==vx(w)Y&T!-k{}MKksoy<s>K}oboVw
zQ(HK|13vkvh?RKWfqV6&G4h!`KDl~8&PM=~{_pjsF)DNAGavRxAFU|de)1JQ?V13I
zfO!Fw<bQNj>mni$K?{rkrytIkA^9?@LHuc0lp9-a4{|`EtAb{tYxgk3vBv~V6aY78
zKhBlBL8$G@!)OnD?myPBniu~7mXf+>vJeOIsgbrQRYKnF*0`mYVWjTjZm|_QGi&}5
zE1od~dB>su02*KTNG`B53|#vW{c9I%o=MNLnvh4pA&4W?XB9u$*k9xy)@pY(M~Ln+
z6vqK$*-12w;ya)})WQ$CxA@jtC|(HNp67~=W<(eODDK6$6u+~u-^hyk%}(a5ekQzg
zg9HPgL(l6<-X*vUN0kR1vVX>~JkY1)mL@;$l4(`fW9K2y@p(jlKD2*k;lGfdtkmvp
zpA}94!dn*f`Lj<xCA%2?#60^S@veV%)CJ6-XCZ=t{HjZJOUafv_7^809!aPDorPau
zUs<c%+#V&m+Dlu)r_hr}{3N$I0K*B-_i}40MRX|HlWPousyQE8jJaInasL2nLxD|Y
z*k9y8@ikXdXZ{ik;M~Cqk92SGs@Iytx3MBf5;BK5Q;+9ajK)Rz{Iym0G)FM<$Wy&X
zqIaz+;BfThr5Ngom3op^Y@Ou+N12xgp#z`Nm?S%}Nm4r=2kTKWkSQ+B$-q&@D#FJ$
z!deL!cRAcEti(mxa0pgi+2m~*{&d6gzQXJeseFG*sPc&9B@!*&4*U=Csg_OamkJIz
zG4qNn7c7f?@$Oeg0B7cEjU5?CfmvHPI6`ws3$lIU`0n5VQY@;&1_6=$O8av_5uY%O
zZE~ZbI3LcMS&>H|6WF#tl?7NaV7me8WaLu}s2O(487tFb^Gpc@sXzMiibo1CU-KrV
z3O9V7TSmQ>JQ4WRZ+K9J#LWJ?b4ae)^E{?+ZNz_C0ADlBY+;AH5l#S>$;Q#>{2G)-
z^EhuQcLBo(4WGb@uFW)V6}+LJ;oE{~0XnRCEEEX;0EqI<N~LAM2N)S#sr@rmq?E?N
zaM?fX<PXN4V>5DLM+9@Vvp^Ckeg@XZu0W(2S-wHL*Db|5Ji@zDIFWre^GF;pIgpHY
zR0Em-GNZ2MT=d3GD-oQ9Ap0dT5HlRfD;$4x3X(wTpcu|S+I&(03*mWYIp>;anSl9s
zk>8*GwKK{>*(E_evzl_o0Sq>fJrMr@jQ}dRT>Q!i^=z6M)tF?VUWY7b+F6N6wv*1{
zgP+!wQw^4OKEVYcjvE88A2v9~(huiDGl8{Pfc6x^yNOkH82<MZeVtxK^8jKxb4tKY
zgv5B6v)JbqcEWjBx=$o(`|zPb3P<?Xa9!+nh1$NjH19M4z|K32QflK)$4{r+%Na3w
z?;^h&WEjWNwybWVwwZ*oBKe;xhB(}P1##L`vkTZ`{o#nQKQJ794Qy(!6lojEioh{E
z;=C+Of7_tEk3y8caVB+uBjay+Y?^#h1CU3!u5QCq*h0q4(Wt>z9D(d>p|sT_kg5}g
zVZyfty*^tQ^IXoB#o}@k<^#4Wu`G>(znyeVwm^1~pF>rqwT;Klpc-mzZVngN=jPLG
zF8FoW=lGL@Sr>XG-MMCr38Nj?ujO4#mQq9uD9EbezPYPXGjXx!9wq^_8Ptpr%lzxj
zoy=Eg<D55I_WuAG+s8MCZ`j5>#6ZB0Vk^UM7^4Op5OZCWUE*O;YH3Xx6yu!wHZUs&
z_92tW{{X(Lc^k}yWR3WB&fIjY%jnyAI0Smu^VJ!nd*Jolkodk^P{(A@F~)K-yn|l1
zu4B!E(_!siJ@Bmxd_jnIFiZTa*Y(mx&9E53QaL{L^H_y!%07puPyN}Mut{%sai;~8
zLu&G>T)8=Hobl)f-5-r;_<ve$4))_tZH*6_?TH)aFQ4H({Ydt#ZGXe#O&gx&V%|yG
ztDKB-Ks7^8*0h}qN|R8Y8E4ge$6IEc;Sdm1H@P66dhdGmGqtxyzm7E**E}7oTu8B_
zS>43R8vWrOK-_-0HR2be{Un<7eP-!o(nPHUs}0OS8yQAW+>DMgGBNpAonCV&Z&6oC
zd#sw9o{R8kV(VG|0IqR=Hm^>*87W?4@N@n?wV(Ru5A$mDdyAzSoK|P=v?f*e0f0Zu
zSI^g1$G=a|@58^`p}OjsG-=d#$Mdfa)naRXR#oYqMSGUHCzYg3-s}9uc^``H@pBcx
zTm$l&>B-;j->De2bJ2V$s(F%W*9RD#6<FuF<N4QB;s{IHx%3A$<X#umFC)@cJ8K~~
z+2uHMAYS``#d}QqZ*=sN97`B(4snrP_=xCdg`K2$hJ><@5y)X=Sruf#agaNITI_rq
zX)U&`tvtJTPGXRi7zE(vxp-|Zt-M`#3=%~VQcJX>jf9N;HQxArQ2FyA<?s$qrE_DV
z-VRdq1npf!^R0T*?f(E2u5CwIW{pYq*a`gwPYtBAc;Yzi)Vr*}qA&4dwOwe7{A8Vi
z=V0>>&_!Lp!!0C9sA{^z(WyRnlM4~Z$KE6J0=C00ctv>^Qe2U8^C@d~cUl*O@8Fiv
zwhO^=5y-~Y#^LRQn$PeQ@t+o3lyG+jQ}4xkcZ#f%??AbXrtGf@JJ*R?>s}l1=A@F^
z+T4q~c0DpMdUrM3709e`N%PB@p6{$K{W4s8AJ(&UFZlYG{m<)M4Tr@=)pZ+vELu*#
zX@4(!k&b`;RncGT>*1Xy`%-O;@x}YJazJL!0FhoUBL4thrghU_xRN+8j=E*NuCJ!*
zsVNi8g(Qr(P`w);jw{V{FSD)n!jt>c(39Bp#Y5r^dh^6utonuX@0L@Lq>>PSbbC_i
zOAWM-bv)>;j3Q)ay~J@n&A9~67DR{}7(XW;g>~N!48PkqLPbyoz7&9eyepA9os%XF
z(r_?FYpwWoeGS&VbsR1jt+r1cK4DxrkNdp+4e<W}#6|BLq5jvlkQ@aOl6^jE>V7C_
z34Nf&t45&BYN{kZ-i-eMfv!i#w`DaHfg+LJqDEb)Nc-Nxy)$3DhHnVo#*-sRY?}&w
zmzs<VwjKpmU%h8B;4d9p$75-u>P%K;{oHpX{G@bH-iM&BPvQfV@s;s8<(C})0J1BN
zTdX?9dy2KF-pzbgTbZ}Wm{7#>MmQDd#yZ^PlhVZ7w+s`IzP`0iYdcw6b3li8Q;um8
zVCVoO`sS3kV0f*}TOn;cf&PzkG-Mu`$o*^RpN2^!e-CuDmQOLqotMTl``5?mUq5ak
z2T#tvg!pa8fHcqhYySYFUX=D69;Z3+%Ek2$1lh$K#)WkhY{=V3`nd=7ub-F0*989n
z$Hkxnj%F3~Z^jtplfqVlB;LaP4lt+wS;_tC@o^TQqycYkJvS<UK~kAbYI9%kkIoMl
zHfQNDq&hvq9+9`wKx?WCspoKl*XlSTl)kE%0@~1%-*M0Kr_3uOn~O*cK6|B%`fOv5
z%BKFokG7==_Sn_9WY)T^mABK(r4no8oz}L92lt+zGZ!i_PJ)U#)hx%<H~3Ufq{OPn
z`%={7&@j*GT_`%c@bKE>zsyBU8u<SJ%dMMZw&VU3b1>yy4nS$Kk^cZ88$tCg{uJfX
zH~riDGxc-+71_gQsNE?kWo8tA5q18iuEXKoLRibQStuOfG<p1qs#kjz$Z(@Ul=Qu`
zKSw{|PX7Ree&av!@oatfAMmc@`z8RyO)6zb&ICkr{{RB1A4btahHJ(LleohW1M(!(
zw1@1DQXd6g$`t*w+vem1S8wT8WB7M;<f*s>kG=8`2j^F1PY=cq`c=RqsYnO(6`L*A
zlCm9*dm;{p%3w_mv}GzUxg&TAXw;UONFJmN{$`+m1<t4CBX6&m1vl+_UsZ<q{tQ2@
zGwpgyoOyTUy*Ib`)8~DR{g0Va<HHy6wqcD~M^elHrXLMzK#Yh+cptp2du=Mt{r+hh
z&Mpq=B$1o)t=n%7_-Z8u^?R3)9D*5?epsn>8LVmOacSY5T2=`ashNr6%jfm2NWLFy
z%rhmlagReF&33RZnF@r5RMc=d0UiGU!lAs>^m}D?eQxl&{{YJ{%v<szr`j?5IGpr<
z4|P>s`4F-H0BTWFKZJF7BPF4XAnqjq3afeIsT7s8^8{pY^SLdbTmxM7#<h2LadCGv
z;dlYukyNK4azxO%*=-?><x?W{2y^<?DQ}c1+Hv}t%$nq|z&JVWP<hxG;GFd|`P&kN
zQF3dxZiM|!RB20fCZh~okU>A=PFS~fq@vi|k{Vwp6roFFwOB~D@DnHLnwf2x{!tX0
zy#kuiQ%K3wZ(_Q~gOCZQbBtoNW74l24Yu-rBOlJC{=>iO@kWd5B*?$ktyvK6%)kN1
z0;CE@L0VDh?B9O&#Tz{g*+2N`H1*R}Uu#~crelfQKTaw0AmwIY4csyR0CZEfvEv8v
zt?0BPC)|?p!R{?c{{Ya4s{=uS6Zf&*7ykfiL{a$)Ineo8%xnrdL7!SxOpNV6TIoiU
zr^KUr$Y1-bCV!}@W3ban2kdjm$Fg#1bD-pBGqhu=ADuT~?~lg1^|Q7`%zhoXkowCY
zQT*za)$Dd$9U9gq><pm)04h1}uyP#k-kV7LX$mnssQfDQ+Kjgil!h3A?Hqs9)qStY
zWNv+0tr9{2QOUvjRExJ9XFjHrVBM7<A3!PCBdmZALTCXF?z@5d3{ar9Nl{DkpSnT+
z0CZ48XQBK}04N9sTXi*nJg97aDMsLWnhR%wPvbxh+sHdP_o+7=V{hw76p_YhcAn!N
z`Je|4y-5r76!_8ReX;LvuS%BQ12cddBfb|k*6F%<iZIMDJ@5@gr(&ZP%zJMSw8Jyv
zG5*gcw9~?tMRH`E{vm5_H3|raU?;9~ObUGBIcD@l;8red-9Z&?v}-FS#BhM!*^cbh
z{puGA9l$&V0199aBaN!co%awa?vi|>J%~G!a(^n9Cd%bPhjvV|1SiyjXi=8=&VGxE
zYKZ|Da>R4;(}qqN)C1TNQZjw<h1-G;u4)-0+@*}Ix7lfjFVTlR4^c?bbC-5*`-uxo
z0e^I-%MH7+VZ|RajLPVF&&s%_39aHnt0*V?stcNM-UjWVl=RBtfE8qg*9!|1>ySU4
zK>LFo?&_Vknt2D3%0J*u{uJ3H%77hmJu`to5w6gFX&t+b<eIh>5;gMCdh><ms+i|3
zyK<j=RJ#cSF_L?gGysm7Y%?+TB9&uiQ~V)&H+oI#hXsNT`FdmBL^xTa&(|i9%Rjnx
z{{U1~{{Y!JACaaZAmAjte-i*dDr)(d%N!2a6xMQamUhQtX)%&7n$iu*fj#*(URh-`
zG6jGy_pn*N!k(eI`6K*E$ftl)C5o!!_(0;40vyPC7hiAyrSgHpHt7NDxc>l!69(8%
zn=2nh9cbF>isC)sj+=)cT4)JF+on#{PCAZpLP&vF#V*xur_0;;W}!J=SVo`hpvnDd
zr0<vpx&VK7XEfTlu1SbY%1Sdj50r=Cetc8Q@&?ya?ngBny23V<cO>z!6HoG20#<|!
zAH3X=LRJRuBjgo6WNDw_Bb?F}kR9>L!;BKA8Kg0@7T+{yJyi9e1(f7&V!RTDn24V{
zfFe!J{Crd5fSi*Wo_f0xpQSOO+WGzZ`!nP8;-pfpaUh9@ZbnT2K4gfoJNfE!gM&<I
zqS`#qDfr;+Dt}5<41jEmAoX5GJt%pBj0Txg*rtD_G!`qYNbVUWoda?L5I_3$Xpb^6
zh_knhz5z8HvAFWdY=RFdh5YFe&f*5{xH&vh0$_nUtUw+Kjk0O+N(tCxlp_BC2ti50
zc2V!fDVyUQ7sum36S^$TwIm+<!Cd|{#R(Y6i=oCtlTB7G84ww<)mN|OQ58s(FP39D
z&eD1xdH|Y9V=2t2zRW4C0>DeFF+CUz8hXTA=PwJ6#ZN!2Gzm!=mf(^&0Rf;1AdU%f
z=gA@_G7iAl{4-VVSw+BGXaS7ycl^2c#Z4uz?!yonz5Y}F6<K#%7FC0AW7Lh=KF6r3
zwzs)g($*}l**31=q;r9i1uJ}~X(Q@}plO1fzSv|V<-?!kYE+c6b@K`8U2-ak9E=R1
zRwoChWIP}6r@S&I4iyf2Fg0FCl!1^Bvhh-7*O0NFT=S30q+_<DXEJk+PBTaD)-??5
z`07`JYB4Kh?vO8_Kt)L#xn<nDhjLe%Vi>W;RH%)Lo(}#&ADuPHSoSP2FdYW`Vw}wp
zV;k+k>}02TXa^C2pFyA2fs6&hs1d?FLY{_%D5IAE_suu=iz0wxMF-I4pD-EuN&<V7
z40Aw+I&b@@C)X7+#Bev~r}uhObMkFs-h_Y!IT9op+U$O`hF;S?ZA#n{$7^Rf$2dJ}
zOT=J#R{4z|=5M{*ip|o=I;Fqv!r-1vfS!l7X?Tqc03|`%zL491SMMLa^sf&Q{{SNj
zXLUdKc^MJh80A-QFJ>@Q6Pnbvo*BZ-k^J$V8Hvi8!U#d*U>>5a2?8RQlW`4^w!Mi&
z<czG&veQzX2v%Lu`!_YWZKy>$;4mb0Q`A=h4cIQE00*hfXu*Bu%kuyqvm;h+2C<pj
zGNYzet4V1b!#KelWL8zCuyEdRzymv%y=*~u9Eb|K$h~qaE?0dGIlG+4iFDZ;K-3jj
zxbhg|>CJrcd~)Dd)fbT@wpUSu!HI$P;MdGk+OfIa!9^yz@X~f^m{yNrx^%ofs~?$0
z@DHJ+ofWqejyu+QoZD*gPI3^o#`+#BO6hjM#C1GZVs}S9tZaNUOnCO)hy3uD`B$j;
zqCYX=Qh}7I$T{^D=N}Ct$BZCsf6Ey^m3nTfe$}l-VjB<kR-JwD!B6uQ^O&Fc8As6c
zX@9#j9_s$?;wVE$BfKCKVJ<-+@sPu(<6OPr*T%aZt8Hl)ofGek2GEK~!N4`x&uKIa
z11BA^&2gR~*RE}^CbG7~B`^%6bDvuD(mDB=m*P!FUAmGfJV3~jV3^bqoxg>0H#bQv
zm|wa$99I7TiuDL}tJ_<xq)gW8vPODtUNXMN8LoavG0<(QO3K1-Q_{W-5N>so&-%E!
z{aU&&98Yzo>iRyf0Z|>fF~~PyxOM=j9sdCO)q(JCCs}ouELatY56!Cg#T1a-Xsx*U
zK4}=w8?rEQ^v!(rPx%<XPtfm%m~_tLSb;9IxuS4(Fd4^QwdQ)fGF#hAWvD5V5BX(q
zqwe}-cCS;qjo#6gJa0J0O>*=2dsCAooJvT+48s(%>h$TssXJ<IRt`%;f$*`NuCA@&
zx-jKK97Y><KEGP`O(Nc9@a3FRyBSqJW+Mdt6~pLW8N9ObCB5zJDAv)TK#3svPiDt|
zrFuHv+bG+(<JoJ`o-%~K()-S6)08!_=N>K5;r{@Hi5(`E6Fdibjj&q;aDO_x;VU6!
z4azL@N~Eql*3RBB$F*MZCYdgysoC6G5w<pEke&|4>x}&YtJePjXj_S3Yj~E{6-9zo
zBXqoc*&VsAEM_X4u+9;ZHdNoWQ?bkFcG1uAXI*v~D{8p>LRR;L{6YPf2B&5AVCEa?
z58vCJ*dw(jgQrPh;@xvpxBx?Tv7}fzBn27cwPZ`9YB6ith0VMu_V*=OPnZGRI5p9S
z#Zio6oR-8?rzu6NbvAYH8Edm!G#YN5WQB$c+)P*xzzXvT{4cBOR}XW2cWLLj$uX$|
z@BmkE`gX3s;?^_um<pjTo8odwk4>}uZom4~(y_FEnH;{xU5xz$!h+LRvbmP=q<Ey<
z0A4fs*G1z!F56YGwvOaESmi7NHaWo+Lrk&pRC=wm-P+kDvc6;~E?5t0)A4?vtZFtE
z@#xY7m1QPETrbOy@vk!xUYo|#mo|q@I5kE}#}+&{q`-_~vJU5`otIHj4K=OKV3SLT
z{{VE^gZ#}bz69}g$;`Ki2ffMul@Rz_tVnY`;*;MGpXO`T`rQxbM=!Fe{G`8Z)L<Vj
zr=r9={{W*e70`GqQ@Oj<?jV~~vAacpuuEw6k@F5sa?|`O)YXTS%Hz576dLI~3*hVD
z4(k^eH!zi1E&Q<FVxD&cj1Q%9<8d@4LQzvqno*}UQ8y7hZ{iz`Cs>Xsb(FLQ1#ckR
zmn4#YY>(w!hN0sd%j-6^xz_}-IK!&h?Ie9ctuKkuK>jFz$!m2p3svSO!0LUglUS|P
zWN5O#{dAm)>A*!iG#`<bc|T~%ZY^VQV!x28o-+|2)}$Jk3$cKZ2Hm@+e+pZ>c_+t}
zq{DBHg(T<oHBjkyN;2&XWB!^<qx#pNtaCe>5NZ&T2w<n48m#%lU?ssLoch)aSmW>A
z+7E5y{{SIYB90iB{z8y1`ym|v07|==*xrs%Q<Kx0`XAw;-SGbaOh5J8{{Tk4e7hC<
zM&x;@>+6CuUru}~luhv0NRW5)zw~p`p2b6QkH!HR@RhHdaA04zC(IjfJ0#+~SIB}v
z#<?<&`s^#(elVr8_)5@SMdqNtLKhwUxj*{#;^_vL!Cf%F`>Fo`*QrIZpV_gV2DdRk
z?}}8@5np%q)S!<3XsaJ*wC$tKk7NV-(e^}RgwbalahJ#SrXkTnBT%cYPI3Oynw(kO
zKi$+Na(~$e`c<1bq_dA=X=XG1@3oLm<(kw@ZuuhuIGQYfcI}Vn^3*o&T1d+N#=V#f
zTuCRl+1UR8DhGwNDL(8@{{UNgK>lL3Kj9?S6+($r9@%Cm`3kQtzv2cwYC<4-g@k`v
zUiU%TCR2E4QizrQ%u)yUqILdlOnYrg$%3|(Zy6(w0RE<|++XYWE%R#<4^}a*YdTv!
zQb#1~5<6%6nKe;!zM^h6(3s7sF9T199-GB6=G7aKroub(KLVB?5BP%N_NDa0{iad{
zYDeJhRlfeP8`WAPio5q@U9${aYQ?b~m9~3<Chz4}tswC<zcA6G+3M14{(RR<ZKUef
zF?mqk+VTGYOa^~ERFD0$1V%}(t)h?n?o|ioMN55wF6LFPpQ^X~erU?+o+C+sACGfd
z_L5#(F4*)K<HsK+Gx+y4gL&fbvbk5jn&bi2+h*UUO4bF>jP+}c;cs3j*kmZiarMBW
z&5r3EwbzOyv6sud(|*pUfbSr|{{VpFHI;qixFaPJ${Aa3a?OPwQHt~VZrS86%*`R{
z%-J<UNm;JiMq<RMqm(XmnxBZS^#VM}BSg;;+r|(N#BysAOQz)R!)Mm38Oi8rm?gL$
ziK<DE+9i2+0g`Yk5XaZ@6#oDuo~E4~1)FSW&d0FktwHr6)a*sFLdUK?l;wxM27a~D
zS@>pW7`UBcfBEL9U5D2k3cnVEXKc9G^EP_2Fse!@Pnt(JWnpo4$dExHE&M?VAEj+u
zXad@0d(>%FPu#&!ez~pnis;6%2uO)X%DWqHPj&*Fkk1;f;iksN_;R3+*EF2_4M8Hj
zcJ{>n?$Hnt!o?2b{LM@DTXbN}YjCaVRb$WQYH3>g$uR!_XxKvw5Kc4w4r;usgvx7n
z(Xrrcg-`P&)aq7)aPJ|8-$ybxtdryc?~W>1bnQ|#68`{VSgJAL$%p>{8il-;ge}gq
zsJrLp3$;}JI26GZoLob3blK`2WsH7&&>9+M8^wS$ros)!f{0J)#W395uGrT06a#|G
z8t3pFnutqf8CTx{a4-wb(vhD)20tofQ&>dAFx#Ht8FToPMSz{6mS(`Yyr0yV$Y0cf
zK(x4x_x+*;BahxHALW{-E%u8HgiUnrx%;X~{XnX%tLV+R4L0S*K2pO9O*ELBMxDdk
zMVRN*t>SRmVv3;W^{o57Lft_T>i1F($q)<r;<7Gp#O?d5I3drV$*Rm5xprU5wTuj<
zGI_6Nm;PGHNBuRFnx@Spua-N#=~;sGW&CIjBM-fS>?=zdw{Zw%;FFI)X*=L4&%HQg
zbw7@242#ou=|B$J7n6^~(ZKtl6HWOsoO4UO;|C+@K*pCj#twajJIsFI3JyQIezb=J
zyM9ywA;S!|(tTK(OyuAqf&R)<6@lm*^TkaZF75`?&%S8_8W(ZeGoSadSL}4Ro<Z^}
z52+@#w5=jHkvA&>dxYRuMwW)sRS|$xt_kcuwVbDI5v*X@Q%}=U1Ro*;=mD$SV~m6<
zp^5130isphHttg0^PCUB8b){{DzV#=!@59CVBO7<u=y4>kSwyXAKZ)|=SmEJbzv&K
z_Z*sPO788sC5>^N&O+zgtu(qkL;(v1;O>(o{uG7{acrzsONEVpg>o1A(2wUXZ4}D8
zww5eF&*Rtdrb7gFv+j7U)Ue<P@P540r;r{>%_p*_6ah1DMa0aiGlPIf;Y=F<;wFDn
zk^O2g!|d!<2{OGSW(%Lzs+YeqtExj9gU`*p{{V$MTrOS#l``^e_8b9Fy~F{6NBigL
zwJ^kclh9LE2qu`cku--H`Mzv^bzob@F^5D1^O4ekxYTK5JBqAB({|#2Dyuf30t33^
z4W0-cKb={1L-(fK2W7y`BC?iLNP~I;Mt@oWrxelLvV|8D4E^TFT>h13Y`~00pnY>v
zZYDt+FjAu>6YqW|mPoQgV6hyGoRL5Qau*Mg?@+l^!4ffJ(Nt8ADODS#k3N|kR4+OY
z-b*-c*hJh%(vS~ZbSxY!d-0RFW}J+eEEFLgsuvXinb@+bU4$oq$*^PbsiA@(82K12
z>e)05C7L2K*BglJr!?5*z;7)a@sda)r`oZW3_^pz?TUt5eZZAzunsZ?f1MyB^Clp=
z!x#khW~T|!afxA9?mzuqXjo$a7=soA3}iXa(-g5K#z7uf1NeNfC;^^hyn;g`$e7_k
z!u@?}C+HcYm4QEat79I5tV<*GINj(weiVxT04L48y#pKpOb1&cWA|hrW6_tKQqK&T
z=%GRT(ePMRPcW&#+SxrxsnSBfE21*?>-^{tm<xsd={d(I6z4*R9$P5`JDl<P)NHFM
z*}Z|!JnqlwN}}E=cBRoIa6>-RObOA<*=ZN%KgED^OqL}=fo`G3bF?@I@;uU)nE_*N
zBwpJWC-kU{ir^Ku5uUkcUcX8Jn{twOERI0VaDT5ARlM04ub1VoV#+FJkc?vLJo;|w
zO_pCQ2e=@oVsJlEKo88Z{{S3P=hKn-Qzm3)!3>Ofz&uoIErgtIa>u4J-^!<1UIbYX
zDaqgglldB8L;yI8GX*4LXvgX*RZ-@YWNCTM?BITV>Qe7?oTMmwoRvSNGFx4PDjkrH
z2ph0z3c)I*L-&c~lgI_KDUr;t_a=qCm{b9hIKsD^G4H#d&{UDf9HT1+2<*$Yo`bn#
z=R&3Ts%Pe88ROcWJ?*94z&4P|V^OqkJBwqvr=&ARpE3y(>HS48#}?MeF}8ag{*^jz
z7b8}F743#PjmHL@rB$%emG=aiax*BxPBD(GNCt@f$u}{H4m%Uc`T;-@iDhX(j!nUS
z@_~{^^ru`~!8SuAtKVrRl~f4bytTJ-cp1n)T;S3Ib{{tFm(ySXe^X2b{OF@(NJtpv
z@qtO3jD~HBKZqe>2jfpg69q_Sg6Ys?{Qm$q<S|V~giJ$0By3M443E};B6)*EM6+a(
zov~z^SZ7QD<w@+vIsA=2a=|vlQdJ|V;}qzi@>hF=b@WC*<3JJ_M&Exzw6PG<49T~Q
z<mVqsfufDr=4r5hgq{cGL{ThD`>3}9dgSBr$)p6zLOW!$f;a;lej=WJW+XG<e-2GF
zwBA?^96rM*Bl4w0ESO~q{-`ns;Aj|_a!C;24uzOg31ADh#b9|mxcn(ggkmP0ayt?f
z(@><x<wAD%VT{lr;oAh68)^2a)wZ@tZh8U6YI7>605Bx>CXv@aIg=x>9cTjfmhJtg
zZm$atPs~U?t3$+}>TQQloc7OZ%+lo#soRcQ4T4F}I5nx_CJPm|Rh#EH$I`q!NBoQ_
z`hS_<PyOCT5~u@$00X)TKo=)0Pvj}Y%bb9qdN3KFs}Z|-2iOB%(>R1pl9mA^`FfBr
zDrhbiCCdDS=Q(h5`PFcDHUmCK9Ih!!xl$Nz80)t*tOfXQw_r4zTm6s-HFg_`)fYEX
zD+UBGKtKI;jJBp#P$O-mfCyUZEc`EZG(mjh6uJ48lo5)~Z7t1V7cGq~FHx4}>0odi
zvHQSd^A%@S@F#~gNFDAp$d*Dmk{^)%oK*1Wkm*+GaT(up7c9q(!?>%4{^EN!crA`L
z@x0?To1ZQ0U7NL!G0{F5cxL|2cfYijW=n@vK6|gq4hC>VaGo;IS4P*bG}u(EAO?gJ
zldz6C?_QIjc$R4O6Q|E;(UWm2O(;2yM^(Y^lU96N;QOByURmAPJOSd2$02t6!#M|!
z#;*@isa`^@O>B=b_;a85OQGZbSjqgWv)8Zw!SNr%yN=Yjx0(h%xg#H_6&8WuZ9~Jp
zC;MH?MDc`RN<U2dS6x4cH0^5g-tO|%Wt!0DDG51FbI0ReRwArkWSZ=BQ>NA)#Ehvb
zG;$1&L)N*k5coRZRdI0>1e`7~!-o87U1P<XUX`f5iMWzUqdz%N2>$?gKEF!Jx$)Es
zlMFIo4g+>I>8@?j&h4{2@5WvgxYD4GQe7Ea<whKTz*@MEw%x_@?>O{fn)O{vT{^?a
zH7G9bt$_J0A^}lPscaLP;;uX|cXe`2j-PrXJrR((AC3lVXuT}Vp86h#@M7>>+3JW?
z300#f1GhD!@kZei+fR>iGKce(HvQ}nI`->T{uSvrIyAbJ7g0P?G%>avHu09NuNrtR
zUlz$|(ds{B5GyGg3vS5=`d7|XsZO3?<x$xlj3X&w(nKB{@$uI6Rj{7LZQ0P6*h!qQ
z8OKjd*4@^-G%V{CqR2-~zB62Im+-q((e(&#Z2U%|XpUEXzTwjy39XCI2J3g}vTqS0
zspR=q+cWrsPHQc1Pt>SRvW}>BrQ?Zo%XgAnTXM<)+vgFVVZ~|bUNg||tfQWL=;CMR
z<>U|Rn&Yni5?o!3KDdMa*fIXJ>kovJSffTYv}GqF_Xm&Gha9%s{$l3DUt^)ye0gK1
zvaX!g_rUecyD|DzuL<~?UlGT2(^|s^kje*@H<_I0ucu1qo8eN(b0)6egg^ay={zmr
zSiCNmOC8JHeW0m3ml(!>#<{T{QB<0zthyHmS<Q27MtoysY2u6BD^ijRTX+-{oVhH_
zKsYOoI-17TekR*lUKq6KBEF0d^_$9!{vxmI9s#q~HH)1_TbU8&DoT!n01xR@hr;bN
z5KY95_04HXW$r1->uq-;PQIxlIX)`fG5NHsb^6>N=qbbEtLFyF)O{sm{{XVqm;5U|
zG<1Cb0KL2XX{X_>m_H}kzu-#$0Q^;Ne6Y{`sCJR@79CSmwy|gwJnj$_-NF1tZTPFi
z(fD4<-r`GkoJ}E&1#DxC)>fI|IP~pO+VxGC@?1a58|U*aP<&CHpwcw<SYnqq1b*>%
zW92o>>EUYPp$b~W*Pg5?H!aN9__(0_x=AbVH~#=ypg$Mq$=jnx_|AXAxJhqkVfSD`
z{>(}$leXr|9&6lLRu}nB7mBOg^l$iF7a8Y8i~j!rpYWvr0ENLn{Q+bD0KkL(73Uxp
z-~xVwH6mHhC*8N0{Seds%EB+QPuA;qH9S$`X}nFTrQ<>NZLtXawUcl-B<J<4LRj@D
z^Q)&xzW{%s&U603spIhettK&JB7@U+%lzxMoj6m9jCMv1xjVBjZhDNG8A<1g=pyiz
zr2hba$&c#!tC9FJX8!<Nc@ldnlT~<!D>(xmJ5zR7be;^eUSztOPoM&)9vITs0Ki-8
zA*IfPk)D0C9V_a8gdg%tbZ`4_{{W+;uO9yZglkLZ7HTn$q@U|v>EIY5w(wS;3=ynx
zubG8jgZGU~ojnmsHq^%Ww84BUYFOI=_S7Hg2j%;Z)84#oQa3z}ATRf}=la*Pd{+@S
zg{{2lyruhUbGvSSN8-F~#*2(eb_ws9b5w-Ebm(8D&6xiHay~!wDwF#v4=k3wjC~Xj
z{hF(@_-u`(kouj+H37Hq^o~N9!v6rib5BuRxGXG`bE%Q+Bp>5W@+^SB)aB2$z^Ltf
zIbnUwHu0i#-!%J2<<!>2zkzghP4_a1528!73NDu7NwXqNKF&;IRi7uI5{5MRydx#s
zsgC08N7THG2jyKHJ{IugAhsi3*)#J<bPWe9w&((T8-Yswhs)f}gTOYp%-V(7Z$%&v
z&a|z3A7uu7tNXP%>*k7W-JgamATKTO$n31FPtXBe-S)j|t+!5qvV;Dz;v_lx06&?e
zuKJG2bUPuX#5!wt7#v}x2Oq6uYMPFlr>@WK$?hc|!3r10<G2dqF0bXilQ#~(NYE%B
zfT|{Si|&9q>rUG47dP&_QF!Xf2=bG&mTlk96^%XYmnSpI@?d8!*{s=aOFsjOgu63i
zKdmubxi!$(R37zF=l8&-Vc6gbe~?Z$ocmQMHfH9KvU!RZaK_~fJ;CWw1ZHfO#%j_b
zED=WI&<fPF(m#Br<>T`4%A~3Z{A*4`iRP2o$XJnAEO`1>jkb+@c8c*^Fpau9{DA#4
zT}&2s(IE0-(xdH}7|iGSRnH>W1$&Fj62qq3aDSPl&25Lteax*p!x1W$yhfeK!lFp3
ztL{#Dt!VVP?en#~p~e-i#~=5|rU>+%*_QepxycF@Pv|MR@cc}6yUM<btl!e5$+l98
zM8eHWZx`#8INT;JkId2LTB4MFUPc`-lB)i=s_k{8u)^sV481euV?UXo!)Q)Z!%{FG
z#NY}n1aBURB!}%cg_o$^bXfj_6p-0?WtfzZu=ZC!t!OR8<pL&+8Vq1?ynQiJ{j&KL
zP*|#w+`fNI&;?aZ9t1v4n9qTb&X~{VNfqNtN7(dIyLy$3{{V$Z*V>71m>AS@PEiNz
znsj$^1roTPQ`Bv`&*6oj0&AOrf%Z7!$1KeeT>dnRDn0~{D?T|8!aqVur%gS|NJ-K>
zwqcOX`^G<=SDRYYZB=*aqY82ivTX<I1_d;qKySHaj1i{qvR=yn0PUPsbo!T+2^u*A
zxpFH%Qt>XKb2(_f&upY}k@7!U$CmC%j%ITsdJ57oeN3F!LuOwQ&X@^j40!(lW36Uf
zUfo_wUPs5ac&G!fP?$dSzG4ofkD$$HqLG`EW40cu0r#MS2h2eIY7*s+R7ic>ih8sE
z0B~S;rXd2LISfhm7^TDKAm{36FO&RVg#`2We-dZ`&AfCA_=*NG^M^je0-5!c4`EIK
zFu;p<sU*+?gT%Z93;yw@nPbo10QxAQ_#f(u`{Ojvl=UorgA@#Le2y8&{Hb#II9hM~
z1&{m-inD2T4YAzthiXg_drZ=2y&$|idz=dDEi}7(LaZZ<FzNs#Rs?=13IeUSPW!7u
z-^CCSi42MCu5nn)nVUzI9SL&7<U$9c@l7$aj)OhJ9M)@ip3Q+TCRmIQmjF`3t?BZq
z-dWsz*Hy+p0&6~2Y0Qm8i)>j{jGfzlQI2}zn(Z-VQ6XG^v-(tVU765F8y$r1+p~=N
znpquVf1LcorqfEydJkj{#IP^z$O4u)<HH<nZouOLnA5VV?~TAe-da9M7iowBdyJDn
z(7UjHYlR=~j%nyI8DZwKo^y<oO$+3V@_5fQtuFpof!LlX0qW$Ci*4VM&9u=w#2@`&
z1PpBlbu%QYs}^80#&|zkh+PewN5(h-F+d6*4h&_tbr}Q-R`Z+^V?qZx>z~4y9KXzv
zIxacK{{UW=M~}+_P3$^go(cRY0RcO}Dx{v-#Y!O?3kblFebd&MBbF$Mg46-ocY&H_
z+qR4wkrYeWMoB-7D}eSJ4qjkix~Rn>gD@&kzTR?8BP=k&8w9yMSN{O7LP@o^la4qT
z&VMRkIhScrAqSD2&9o@>_o+PSORA)ipvNPr{VKGtb2f9gXKapYI29W{bj4LU+K5|m
z{z8+`X<e60zdq3-ll7)aCPM;2+t&c%hZf#(5N?na&gWgH>5kN_2bLN$wBU3jB9{7v
zn$WD$qd&_Y^Y6to%#(QwD2RWsgyZ$8W@y5JBbLWK1wgN3G<o|lla8vy{*=T#&k*KW
zgK^KP_u{8550trCdUOY<{Aw`>jTNoa%RZi1Qa>JOWV$DFOdJly@jwWyfmyaX;Qid=
ziWzS1$$LabDlkVfF#I^9c>`&Dw`?y@&X7o`zdX!y*A73BrZh&<v&LX%WSLGR+Za>y
z!Rby!hhX35x3d$^<x?{uP3nBibsY%&`qXCbcXeOB5MT%B26_qvI2@I9jO_;iFvmYb
zQmjh(SBYXLx*orUL>O)*^BE_g85Hj=o;}MeNCy~91Nl*K8VuIw<(1GL>PIx$p4LuQ
z;28kPSqMM+4H4{%dtyleQ<afV0+KaF7)Zo>yC}!!(tsNjK4xFaQk?R5AFVwZV~=Qr
zZ6~7O3I<_sl?nWKpoEn0Lg$l~pa~ai;e5cSr#w+SX3jG6?FpO>z~KHh7zmG-a7U(a
zKRS^nwG4czWKzc^LEOKmG+YPU`4?C*+shkzr`<oDGFb!#Ss3}8f*w7ke;)K0HxlX=
zUUCOHKTOkw%;MeHzA)PgFv<Ll7t{s`o>PbN!u8$GYF9#|<to5>925D|6bV-)6L)=|
zFX_^wZy-2b%p1_AN9HI2z-7Rb&Qa(N2kDBPri_4%BRF1EFwQ?3j2RuoN0l6IE&|kz
zZz8|$);SP=&m+mC0%Au^(Z`YWp%gg(07zn_^eQ@jbpiQi#Lp~8um{V}<5RN3<*^SU
z=d-Tw)KCOuWrD|W7=yx}^NIw{gsW-kCsFeS1Nqc(q^Q5U3RlxP{RpWM!BWyi$?T^D
zQwxf*M=n}hbcshoueguH6xML@m1(2EKPWMu=4rFStOG?er#y#I`V&sKK?pm6mj{yX
zxDReP6agD8ykS~wFFo8Yew4DbX&@hCxBzk)lmYslY5xH6EQ!V~e6oLtD3FiL3b8cO
zDZ<aaJ8lGH@T3GEz2%ZPf&Tz%On)G1NZr~!x!O-BXv)+DLEW9FJqnGaQbQC`$R0`L
zOdR~qNc|~+XUuObi5#B&0{*oLmNU<nyC3ali^vhw$>hg5JcAji#J3Ub@?!G(0-?qS
zzcc|LkdAi0JY#77wIp)6!pVT7bRcAYRWipTrdDKg_<t&EMJNY;SPr8Y6o8M)V1Y!9
zASZ%bZa*rKN0I@VbAiSI{&f)YV_<xx2kXs9h1)(_<o^JiPz8-5Xq#EL+2;UQfsk-c
z4}L3a#39Uf!8VMuWt+DZjiob<YSmkC%XIt=Yj~YY+uJCRr_Oo-&lTa~f8=3L)BMi*
zf9~=ycRXr*+l4;JF^|rg84t|P2t5vIzDncfW<T!=V#J4VUBq|V2NmudESV<{F35)F
z1F-4&)7#BGN`vUasibl?^^V?1z#o0sE`FWrQmq!;IA2mp=A<r5`_)sDneDWZT~3kW
z(vU2AkSOuv6UK9q?kkjt{J41u1m#X~ihD+qe5N&EKZ|xvXE>>DX$H~Wje6exe=0pz
zJW4jKZx%9sxvQF{tAD2HWsaQJAy*7-++=<Yiu228F>?yTD2dCBtivHst#`K;bLuw6
z*5c?$th-9D$-5jA>+f8$T(8vWhO5xwG-)2-UCri1T1iZXJ;0d3^{(f_g`ioD$L^iq
z5yo;dpm1<|oYV9#3tDK(5n+#TImj3p^~d!lv^96KTUQgmmfINa2MvsKgH?B6m7BM7
zJ5f2*W_Oi9z*y5fw{mH=_bF(T%PR$rILom;u}a!}5ZOmN1vg9wInL4OKMwVYt!Y;p
zwX54lsL5#zh*CvJ!)_V(=xfBpPBgKqQ|xs{@}p#NJ^;0|)x1@HZ(xq(G;b_IMbA6>
z{zknreJ<6|qT8SV<K;jI`d2OCj|V4)HG!x@s7*QY+A|x*6cB!&g?0w{vQL)3opw(%
zp?xG{PY*jgqt10-73tbur8T5WEy;-OW=ts0a4R+Ze*pggSEso>w@e50uA58nK9^ys
zOL=wvoxGM<ri=wbPIJd!#=04-Z7viCwTlC$5NG*TpW3)otl#EG)oQ(tYr(!Ge-KZ4
z9@;p3rA|@H6P(vQ<1Z2Ts>j6B+G!UXZIuv(7UA$n=bTrfT3Ewm&S6De_{a(cI!k@-
zTX_VGU<&hAFAVW=sWo`D)g2CvPh_H<nd86klKe{hz(`lKeUU&vrD)je{yvUiFWwc2
z*DBi+KT(dg>EB~gFk3%btv-iuK6%@o!Fc?uvEwrL_E+3v>@gkA3g=((a<A@g(ETD$
z@TwNRB=Pgi>m;gFbj(OA&>O<A5(v4FWBrh66T*<G&)VGo0Kf$=t!4d}+#bgf+~ONw
z@z^*MMnB*QU2lT#_1oyL4!0sRD=(F_0fB>_m3RITh)+LhfBWE7-7`vEGtCPtN#+oK
zWdj(lTwWswI!#kr`Wn)wSxGrP4o_axJWme2bsdJGZw;cA5u?T!kCbP(u4=4$mx>Si
z&2l0B?W)$Ewm;%?bH{c60MJEH*fG+*JT@APsYSRgj%t-8rqXPB>U#M909mb*^tMWP
z)wO_m)#X0kOn>1}V>E2<Tm4dp@*+K?`?BI|8mh1+`QIIiApVt8R&%aH6k3QABu%|W
zF@ubDq@a>})kh6V4N5Udp*oUk&6%S_(^sXWTy)6IN}6SgV5O`B{@IGTjwufwpN(&J
zXJkUKM2F>yHTo#2vyMMXMG`i4u5dDO+JH0E0q;hmu%rSy^G?g*M(lypJkS6h^tt1u
z005%_y$ZK>L&xP#5Ibb2%ss!tld#C8zy~9P>J1@{APxxTo3%;%wKtm}?yNl+Qhbbg
z`473`fFde3@m{^)k&g&ikNWBV0HYebp<#B;(ijgzn)ROs0=^Tn3^0Fr{{W%2RCgvv
z7xC!hz}8>(5|94?MN3~j#~hM<)F!@-_}GE`8)h3EY6yA%0IqUZg{TLBI(t`TC3u{b
zU%XI`#Gmzqj`$UJC?ku7LC<s6rP^5Vaf(NhH1Ct>J64(_Jzm51jPg0{N=QtT+qtUm
zaKU>ZJ<nRJaWEO&#lIf)GMYuGNtasX6y;NS`f*Sj*KPxB1oT>>_avwHN%ZekgqX?A
zWaV>36pQb35<YX1c&H?~V*N0_nWz>yrBd<4?gvs7;-lK{!6uh0V{%B9t_dA!mh!~O
zFPa>_aDWeLaEoc?o&d)HRjOAZ)wab`Y|{PbU_Av+u__LP<JPQ1h)?fasQ&<Eb6R${
z)>cFJR^{8fx+y<~aw_>!Gv;#Kr)8%b*CWq{1sz&U{(uVDxA6Uf$PD_Bm;IE1@P8as
zi{h!HC(C*MnLt04LfY|`NhF>*<!AMrfIkJmsnoA^9SS{^0anz*41dMtTj2g}Ni4cr
z@^wetdpO7H1#?GQDsq~AxBav%{{YO>PlzvAVFj`eM1g<8mm@2kBcN?VLyL#HX-;|#
z=QN9}=@0V7rrb-8fJcE?DX(9vZVd?|zmmV<PnX1cyvR|m*eN;rRaf=JKW4@45zzkt
zY|Xh=9Re{B7|S45KaUkGTBN%U-6CSZ{o^1axVOK(kmc^=KkzeAG}18nrFI^GlTX=;
z+8x5`SI>~TdWQc1X9SPT)HCY0u_y16MIL~l{<X%du<5x+yBacEsr;#`LiUGKCyH5P
z+U7xljtbNd;#)GK%d(l@9J9=De*s+YmJef}Q%>65m<oQ)3!R$>#547V($XW>K3?Pc
z)G~OBRDKQXDE{cc{RL$e$KGxJ!i)jZFg~?hsGeqC{?opZve(y4eVmW$P`8^YCEi9S
zyFO|ijNF+~N3f%6j*XgjLT$0$QjfgK54{;doMinem?!wLMk616nEfe$zGpw`*wXbp
zs*lEiA}8gIiS=Pm5gwsJpIQKDBOEb4*rx@P`-YGgPK8g>hIb>DU_Gc15=T=&!+#Eb
zrkEI$fxkZE6!9E~upe3gb^`QO&(fEB9*oD>Q$%|?GIQ)GGC2FK`HBW6B_lgH{{U&J
z$+_EUWnZgP13Mp|FZ4L4`KX)}EA^lRWL)w|KUz(LvaLIEx1k=!qj@1u<4}Dw{uEpX
zY;X2fmuMj7LPxNsB&f#%Jp1CT!s?Ct!-4EGNGv2)u}H)ByM4(#*F~r4kthrymSfOu
zTo28$RAbcbBMXFPVeSQ4e-zvV2@SG<1_8!RXDhvpBW1bO+ajt2WmwdXRgQ7_aaNYu
zLlr?8=c<8&?_PN>yQ<1Td5YtpTnesroBRORGh_a`e}!l4+b`N9(q7_q0ahuSJ=ldG
ztyhvc<RPEQUr+{r!o1|_7cc(+FH>jPjYe)IC+4`FzOou>kb6_oOt4#kxj=F1GfaI#
z*c?2#9^hbpX1w6sOimU_2>$?RlS!Fdlg&S5FKT)x_MMtD81JDVj>e%rBC!k=m^dBT
zum|N_10DuT3O7fe;y+Mn`y?LKo#57NUm{z$06b%B5Cug)h_v!X+lNpFF&c1diQ2^c
zsmHs2g-Ect>frqa9?b`}XF}S(oG%T~xx8}Ud01q0>?&d6Z8#7-%YX+!S0Bo`c|KM7
zSu^fxHQe~!Di2^WLZub3I<1|b{3P~nFns6Fq+jA`pYV|B>&%8#_6jSKbc=2`52<X_
zK~uI{@Tct1y`wu9@phgLBZ^5l>$aGlC``BRUupgl)yRch;{*?_NK9+N4fUhhp!SUF
z&xuiaTXsI>sgL5Q7>)K)vyb{|!LC;;*~tF@fm6BQqqBWQKW2m4GoXJLGUP?4gwGi`
zG>~|vR2WNO6n_XH3c>Rv1C<B$rtZi)wvWP>vq8?zw%=T}k%6Dhh~p%Izj5@&c&hgv
zAcYw1w`NiNS-~~UD-MD4LuB{Q;Y-<}`$lvr;(K-f0GB5}R>=Ko#C{{NVmI2!8s{ui
z9V?VSN<t((27ZR0vqJWa>tA2f$stVm{v4qFd8p#?LPW#mm>@h32(D9Wf3!aeQNZM9
z@uS(qUeTR{c$-go{Lq0j)DTGgs%U&irG^>a0Ph$h^fkqO5|o12=svW)k`HLk-s4}e
zR1FQ`Bm02}BkNVy#dgYpP0hnEr<4f&YmnN+<99y7q+4m9?!wLVquIp|+B2#?CDPeG
zWVk2P3{s}Oq%qu9<0GIWkLO&(dUeyb)wW{Zm1Jm|me798%02N%BtxD?=l1@X2~iyC
zJs1Kh!^D<*w(nq_z)V&ucyj(uiUIdwQm2OQHvsn$Aw9a$$r1C&-CcJ}d>=9R9oDUX
zZ)qM_RlPB`azwEb58^8kJR2!o`QZNmxy>=WFB(Wt%KO)@6Pk`#cPpBGjfU6leDC=D
zQM<bIH0bZ)E?7?<++>~EC-AJ5@a?*V^PY2`O`@Fo1*~osA?D;~bH32Or51>DNZ5P(
zS+V8Mw~lxMoTA;=<(0r4!~XzIDvUZLepv<MLyiJvxvLQAu%dx+8GH_*_U4na8f>%Y
zhKNGfO7Wq{NfeMjI+#g3qmu3iAce@N&8@U}SY%j}A9tod8f-4;*n&djbTPj*Iu?a=
z+{v~zL^<C1=kNlNZOY{Rx=e2SyKuPlJQ8YGp7C2QP!qutuHt{s)}JfIG<XPNbB~!i
zd-0k;RhG^f7|2ja5380RmTJUOqC^p*jR4^6U8MbSQT>bO-jl;22RL$6{=8C6aIrpT
zhDT-`70Zv)ieOBVTgY~P_;<(vf%(*I@+7Bhss?#GMsf71e7j<S*+gy7#z!?)NROSk
zNgAL$4W}pAlS;rZ-DYKPG?V;T<M0%w<yQ?PY0pe0I(CXv*-xNBkJ6!Hut&W4cs_%g
zU@zM;<I0MBFvuo8G18=o<&@)RZ2jJU!jPnd4>=rXpnUU9k{B8=1IUa$6p$zZ%+I(h
zJEuH_0ZFMts$ijIAmkQm51AZFjB*Lem+F75Jj)BBiK9Sqh4(*0NCu>$SvJKdn)t~I
z15+AVq(kJ|&W;BLMhL&omLkeSLWBZ-@(c=*!6T89dHdMrfGlXyzxKVOJkHDyE7Wv7
z>u1Eu8Vg{5zJG|0-qnqy0=m7vTNrP<oacjGF0H3NqZ~-AtFehYv*}(AHgTtpgr%}a
zp+YWHB$3B`o;7X8E!gB1a(|sa?Gb^3%sm40pROxqyfGsvRGKvl>Iwa6>EX+j82eI@
z?oD_90BPZWoag$rUd97EwsydF3?1zzKTKwU5=)cjFax(-8rze@ca6f$57g$BJTr2n
zpS34Gi%a`U3;e<LYQ2nRF@QYGoOi`IZ3pE6IO+x~WxO*Za%6~~UVo)Vo)(=?`shIa
z0Aw0p+E`!a8pGA>Wrhk#GdBYqH#MnYtY6wj5;+W!4uWI5A4+rhYUGY5g#Q4%wDs`q
z(u0{`C$|QoSo|yAMzNz+bSvKLdc31@OKy@5&l{Ef8mH1cMSS;57O!VvaS0e{Aybte
zxIJk90EBw&l;(I8`vPef!*?OG=f#i4v-;)}`HS{-yBoT<i1d3~SGi}lV;YjYVErq}
zC-{%6MRaA3WRfS&B4L2M@zT5J@ZH0%4A7tVfi)5ElQu)gX5Uo*0P9w35rT5O<e23e
z*0M(*2gKb))91H|y>?1e{{SktAH_MMRu83@%8(D8k`H6jx4+>GRXL8&P2}^r4o~S;
zhlDKv2kh30d*VKoZoXaR_Zg^SQN{Q##=5QFi)?K*JJ}_Ic?@kE;~60B>F-|M6c9Kg
z%NZTbaHql$38J0^wTj{v4;;%L83^cWs<pY9B2~E9(sVAIXYj1*SHQP*V@h=EC8=ii
z1chVRpl3ZPvDx|d;ejCJ^rl?g`QZRkHr4wOrqFYPlUx*IPNptgyIAO(lxZuNv)f%l
zNgpx}>(o_MxpEF%<aVyISXICTo}F`9w>n%>DQ%cP-d+uQ%8f3uM=Nva%zv~nJxS(~
zrFlbP-49|aNi41*%c|}`Il$yoR(AWWqdu6cSb9IozT!FNWnKROYDM#<(-l6Ltl4!v
zQWnG9NIm$jt9lWQpQTrl(%x>VxBdfGu=Kx`66HSU9W?S!D@!RX?bOm181GwG{vMfk
zm>A^p0UQd%n%3qcw8+UOdOBbl=t)}0&A#9P$68F9MOGhvK*P7oigpideQK;B4t*&-
z>DycT{Cx!>Q-Sju05^NmU>+!bo3h+`3U(OEV+8I4KT$voIL>-;NLL(WeJR^cc_;bO
zl?3%Upafn?_N31^=j%(5y|bELF@cOy0M0$>cl&;{1;OdXIh9B}41Fj8yRth90OOou
znqoqEMdR9@0XRMSPy%dR2EpT@73<y#Iq;2%$v^8l{{YuUuO-V4=DlyhfAT3<{{Y)h
z{TS5axTJF58ki@8Y|C{1&`<prC3rvD25<oSn)d$yj`9e+4`$fO{?SZ--?=O2adhks
zdRIhd(y}m|Q+H;R^C&+wo4uB+eW)%<@K3E%CFCRkSoPp^sKF=RjaaUcVoQf|cM(t*
zEJ-Ic;TdXC3Mt6^s+1WnXkaebz~Z0f=dM1LAQ<$clh{^@2^qPzFPkc$jb&|v_;PS4
z2lMu$YjxmKfx+aTpsOHVr_zk$sREp<kT5?wf0hql(tsme8g|i&U8A53O(;SJNC)dc
z#$yAA$Iws}&sK6hjw!&5^MOiPf4qMR1UKc+-9L>xa^tA{1slikqaVVMmpvm<^)$dx
z>Q7eusc>`9k?%-6!RS7Ql$ITLQxLf;(-fh<yvOhq&Ds9w`kGDI{{WW2f4Z~`n{s2h
zpuZiKqw>&<ZgcumL<$cP=jzk|;Ob8=pJB~7bI}juN<Kl*0qL4u<&O$6Knv5`@T9>b
zJI~-KA^wzsl{&xWKnfI|fS;+wDMrsxk4k7|W6_W4QeqL#)BNZW32nWz^rSLMe(Yd-
zmZ|*39Tt(9obU!cMF2zokb209KiL%RtVsE@@0yS(QJ%Eck^cbYnvbs2Kn?&7arn~j
z^r*v=_n43P4;1CYaJ<k1i>MiA0-3%q?=kvjow2$EU&f?Jq|X6<f`O55bN6FxdyG?d
z&Q5TEekQH`j`BnD#UUT;p{o&SdW@)8T254OOAJ!IfhK4C{TYwp#RU+KPJiHet#t7H
z;U91>)PId%i^4Y!ptZsPdn)FaJWAzfEN!E2;m@Zu<+emQ2)~VWkKqK2g7>5@dISK|
z<M6JWxiVfmpH0A2^Td3TIW-`4P(GZ~jIj^A#8*)IPLUt(#DQe&ys<x(Qn}Ej5${hZ
z4@n#f6wtXDh_4YDKv?@N1Ok5H{OU)sm0t}lvg7-&O%{JJ4S5J2rOj2vVl99j#OK+K
zA#e^A0s0!(O+LkA-!7>MIQy~2SpKyEeKiIFyKit5Q|3WpiiunMiaxnC;TkE-lYRhV
zrIJfrVlzH}+Hp~xomjWmbpc_o&-%BQ^5gTNRgc~*--)BlkD|!mo@t*sJQf0w6K*On
zv6J}ImD%|D7wgSHP-84fr5l)GRIvOhg^3JdPb}H?z^L6-x|TmvN#(Ze?N$19r|ke_
zx93O(50`~NN9#u&8GlMbN$JnhfPTN702>e-ssMdOI0o**jjl(^pN%*{Gh_Es{s?FR
zxd8R%lzC^9FaA4H8+VKX(J;@iTC)|E%)CWwFVrSKoehq~K@gLbNo4vi1w30_XXK13
z`m+kQ`YxbfA7_&z-h-fDkVyo6SW>zjnOs;%RF}AkPxnKN(u)Z5^G_fA3QAF>Un$$<
zm-kl&t&IxvYUbRo;gO#7t~7`RoD0CZj34$+X~My}{i+bZ?VKOVq#7OjpO)Rg$KK8}
zO??AV>ITpbK4}(<q4JN9N`>>kQngP(>r?*#!aD(oO4op+4jpldsB|0A%S#vFY4K<`
zN0pg<IBHk(3wah{@b#WRH=u*)L91uOmOy;B1pDMwF`!%qJ7rMc?DJMFv>UEB$jZK?
z<25()DK8>a(5wK#X<Yp{{OZ&i6}eEx1>5dHr$=Zli9s^E0mnQO^{bv$%k*^Pf>Y+j
zLz5{*6;{s5Cd0+@`gFxkCDTF#7Scw;jp*6W)EXm=BU9$?o1Ep(KTayd7dA1zJc18g
zt7PNxrOd}<NAjpviIz<87iJqj)~ii-G*f)>+$r=}i64z=h@-j5w7Sa!pDtDM*nK;G
zRSS#K-|8mF>U$5ymB-3fitXk5wvO50zm`}30Ig0iJc`WoZQ~&}0s7R7c`n>e>dnxp
zT>he>FAIzTASczhrUaJJ%EW;-NIahAq@PfR-a>}q<dFU3Sj!y#RTL0D3q;DzjQpVF
zQvU#JwX3TG3cpdj1DaL~juR}PyJ>PUJxj2QADO330BF&mo;zXA@We=e1JafCJ8eu5
zZCQ)*%@Pxn_32UFSw{z#zDXiS8-Q`o>A|1?=)|dax}Nn9{P36{AAshiwT#0Ng;V!=
z&e?Lu^E}l>g?56HxE*+J<yP(9Xkc`Sq?Et$NhVLz=}S?S=a$vnub8p7pd<NImb)$v
zR@z0zFz%Z}eKXJLOt_ZXB}VhwIXDGfM_*%3jhW8n4(>)brgCZY3zlSQ6~g3Udt)M_
zTxE>KBvaF93Rm$IMAw^&gXO1xIfp-m4{))@QcGy$J(&=o{QJ-hLM^^vGaviIc4+b@
zRA+)<M_`<OhO5UgS<A;5Jm+CMg%7A%Ns%fL<NkQI<DaDhOqo3SR5-(f+3}hjB7dxj
zp>JK82lJ*h4)$@)Y};M2^4%$qk6trRw~QjP+}sy-<75DZAD>zV$Vb`2VYe~<^B?Fb
ztk8x7&W!qQz^fBM69iu=c4wy04K_<#OIW12XvV}DXH^Z4>p&r7yS<Dmq;ko-p%~ge
zr?pKKbAaaJ*%@*Qn0tM3S@GP#cu9ggh8?pW-2QbgWQDNIv7cT|0=ZyA5tvKmyqM{i
zBoFYZ9#JXzTVnyw8Rn7+-bc(+tj&%?U=#Rtq_|k-`R9ZOQ;-8-6YuLtVG}TuV3%`$
zbRK^ydzK1Gj5pVVQ6sEK#UqJ9<dr|qH7Ek&-DbB6><7$}3?HcMMKB#}G_X$`vAk(0
zIaP6=@U3X|>&0A1(XsXN@%?KE+g;o)W!W0_034slREQQ92_up~z&Il{&sPgdtG!6v
z(iLR|XtQAWiti@|6VLa5`t*(BJHT;>zweCy09wkGt(mgr1~|bK^h8_;aM|bqtiQAH
z-^hyk#b4$$$B1u_AtO2I@?-kbB=HuYid$@FunL(!&a>t+teYO)ivgVD`qXM<b{myr
zTyjff=jc0rG=FDde~|~)Dt9#3#JBF8MIP@`yncq5d_k-7OIZLv*lhm*I?iNaApZbJ
z4u86sQT{ZJ*eA?|K_i01(*DoGe<Ba8RQ_XCd_k*)-Q>W-)G4TsiM2B9yC9Dr-$Pl&
z;~g9*7~?q<jXX>+&%4tGm-c=e`4L}Osoc{40ECxP+rwIu{{URgIXp|KASPCUv)Ljb
ze>&&Prb+y`k=P%XIN%?xNXqcO*>)p(;IO0nKMnkdJ-trm;PF-AY<}bqU7!7Wm;Mr4
zzu{<P9;%=Hdgq(U-U;5v802ApAyXvEQwpJf-KqZ1!+#<lx2fFNPZM8A?mV<W2MqE5
z0QKoliLO<)my2-!0H!U2_|`h`Nn?+ER7Pdqs*Fn$&>COa_;2Jv?do?rTW=6tNZ6H7
zXQ2zht8wdQL@g0XR2&k6zj0i&k~~17EBS!(aq`sBTrwbKca6L8^8S=OzYY9|79yu}
zrvBK$`I8@oY1nF;*OYyk;lky9mCRb|5Z$WBbs9#?z?LTf{vg$|_f~sxBeW+W9Zw&M
z_B1RdI$F|=nQE(+lX@MrS3vx(c^>s?m1I!B^z^O`=a%BrWwgFk&|p$<KJE`W9r)u0
zx9l}DGGaw!l}1<r!5*X9noayjrqX`vHe`u*k5SNy%)GNxxybqy6?rbf7;F(!5F3<i
zbI8pcy@sT6^2anpw$roMy*VaX04PS`$2Gp{vM0_k!@Xx*>4@JqLPy_Dzm-yzv}Cy4
zsprV2?w&gyX_pHX(iE07btCwPN{&eG?NGB}lyz?3jYamk2;~<QqIWWA%DC|RM!AW@
zj-Vc+@vLbT?b~dzG7;H@b&q;L0lGI#R1#b)s8y6Qw;3a~S1_z|O8couTG4Gb0!you
zAKeX9X0>D=D{tdC=tVTdM0TEsC(u(i=cY&2o40AmY<@U3Abq0%<af_GrXjmI>L}Yt
z^8u2~GfXomA9zp~CC405u;V?ci8kYogWOWA>N*qdaX=1SuPvNY$ILU^G{bSf?(_Ik
zml?s&<v_;)iZC!a!KV43=L&K?shi962lAjqy$==ZehdEqkxIw@+JETAuOS7x0C=xm
z@KGniHYD}^=l+apXe4o8A4Yr$WB&kQIR60jRJHS{R_TiRFXPxJz_wWb0HBnA`YKxa
z-9vXcu8MKGxy@2mW1=#`k}62bvT(p2v?_%iDN2LXnozu8WAm-jNX5H|c^IX^^b`Pn
zGxVpUdLjI1xP}EF^&+2-V@}*pqWX$l9_5eWOh5;{JC9mH3$giPWBOEr+Te`&cpp(f
z5#S$MK74T4sRgX<)qhb}AknX<$CGIz6X?I=OF^06H}N|kp~WhwJm8<LYp;g&W^8?!
zC;RRNPalPDLH__ryS9ry`J<T+m6&^d!2Bt84!gf0TWz6PM8HRTH1cN!VSu;fdRE21
zg`tz?SY=q3A2q@G$@T+*`I?teB9%7IET|pMX+Yb~!hag?4~I19-!eu=_fd{9Op{K~
zt(2J{k8tQ2y8g6#R36QoNNn+e^vyWu(2D79bt@=hG22CK3GAtoKN{xdc_fjW0|&KI
zmC0(uHX-VwkRt=~06x6a9LhN%0Q%5IM>3zFt0Z#?m;PEVJ(N>NKYB+#!-_zu)F~&`
zxv7>nZgI!ffFlaI$c(qSr-ftK52ZZ8H&Dt4y+rv3Y>t26CV(7aQOh=e-t9o^@+ilx
zMz0bdk~SyQig_})&nxUr06Y=hsXXY18}sz0ZExa{K>AYUSEDXy0sEAXl?nIhN}>9I
zKNC?I54rag;7fmak3wh>FPcXT1t*%_71c+w(=(1Z6ofCaGytTjKQx7pp)_wn(Hr>+
zU_qP($I_l5{{VCT1k?;}cOJWbhc#{sg9!OEpJP#&7%vjV_!^0$=M5llr%G1~7Y?a(
zP6W)q@G3#7UPeI|lBpeV^$byO`D2Bg`YPtECWm<;%ytq3>$eo0hOf|TYnQBfy_BC?
z4zZ~}2KwV~rs|yNckzL~4Wr$Fs}|lG)h@s>#)=O@%}d=Myk$Mqu6Ic+jD1TJNV6F}
z?oZU#{C*R<$r8+<`YMxC9}BEpNpa6!KooOCc9G62O`nyv{W+%y+q<#$t=9191Qod>
zK8k70;kkn3UPd$h;Y*q!%Ojn5@HuWh>Mg1{+E3wKG=3Jim@xj*fM)|?82qv-IXowI
z86c3y*BnvL5af~12Pf`E#QU65Fu6SxC(vfP6X9#Tf#=(U^d!{L_*&?4*SklkQ%{|D
z7c7oyJ6YfO9loNcT{diPWFUTZ)?0X9C06@Rp)ttgXz5Hk9f6z6^X7Am^PGNtDt)3W
z*|V4XG~i$;0D6!!K!SGX5rOXY*(U%PLFc}QEsBOz483`5nvpasRveIkb^?>AhN-iS
zio#hBGQvOLVy#7^Z~NC)>yKB?YpY!sO@NjVtG8m+B1If5e7i_UIQ|+=r(%^em`w&U
zGxqfV0D!4#wP)eDCURcs_Kum4Xf@G1m<M2FZ|=4+`cx)q2*4_RNE}pqMpq&#e_+`{
zK1+FL$GGO0x@EACZL*0u!7jy!{0I2e^;ah*Mn1q`RN_a*+!n_;-HKeyu2fdGw~hkk
zm0d`{0x+N-)YIaI9l){^gPf90DI1vmrPUDh5P}FFT88J%Sje_vBz;1&Wq|k17Yig>
zk*$$|SBr7ziUDuRqH#MW{jwnRU<Q7*4V-dGBjs=ubR7*^VJv+Lj1iC;mZP#F4(*-N
zAs`Wq(k=q7{jL;a8R~s#kZ;KS*%<4$ociXX`y?!Wc`gv=fQ^BVN<m<b+91WzNXYKE
z1L;!7z1QV(F~9)ysD+e&!4kGRyOuOG&j|n)LON|2rU;p?rGa*Rp^A=(PHGfneZ}Hd
zTztIa^zT*Wyo4W`BO^B?fO0=7y$ZasqrnT3+<_t5KhNPn4UWvr6s^Q(BknAFPJJ>>
zJ*~~U6*0)I{pO|e$&rh?F2Rzj3D2<3DV}`sN{){rBK1{#W`NL_?OsC{lgkR;qZJHt
zTU?eg7bP*cr_2RL_Es`Yy(5KPj(%ks%{ilv*nm_Fo`^p8<wb?4)^rVpD1E>B)Tq}i
z<I7mli0jEBlY6lqRg{tu*r))0b#G6OX=7%cRuWDGYImGa1ynK_AMH{JK*rVD6K~_z
ztQZm$^CLmGsbv`-ojOQ%zwah>1Dq;_{c%iatkHyknF#*$g}<!>8ZHE+G5Oax$>dX-
z`dG8DO2_-SIQ?mo-rFGk^r9?(v;fc2k_8v)Cbt=goNp&+C-D?mE;>7zZY2WmOjJ@c
z=J|ss>IQ$E6WJq5e5oB*xZD0T!d5mrLxK<FX{$VqAQ%THo&J;oZUY^l$}5+~3lp6E
zMJ`@;%DhGKfEWOAQd_~Nu>Jhg!o#5o7y(tTE$%JCJ+z5BzDa1$-N#}*=>XYU>LL&<
znCv4$b5HwK;vhqA7yv;NxKK0fGHHI<CAGPENLB7P5ueJb%cxs4kSH>PHy{zX6ZmpJ
z8aD$%5gf35@Wm9IoJQq={KpkaWO*2mw#<lE7(@$$_3u%--ih|fHKcJ4g)+>2`RP{U
zw}xN4bC&JqxfNEhT#aM2ga%7^<dA<Gv19p~R+j4E6-ix4Imbcy)8yR?ozU(Bqan!s
zDzjb7^B+42=)e(*5iCJ%wB?_39^mG!+dT0NrM87UWaMJ2iB@1XpvdmLRhZ`ygRu#a
zXKwNc{BcQ*7Vb7(f{!h{pbkJ#2>!KIVwwU`A!Sk5V)XZ_$pd-jM!i7evZm4b^{LUX
zWhFyMeU*>R_|hJOq0}xLA7@vY7v=k$4{m6d;IoIG+6c~h2>$>%_Q2!ys9x*r`;4wo
zj=S3!{OO5%Z8=dK2I0Tyiky%=`cnbh<7u-Yy7KeF<N!Y|Y2p}Ja*l_u-p+CO)6;C0
zqjQ*K=jD{{2cK2wYN?Fj)=AG%w8B6b`kqYyO)AK{S;-)98yWnldw}`#E#*J$DuMX(
zMZLI5zR-;!b_6b5oPHUp8)#r;1e59i0P3I$@vok8BoKwc%b?tTnBu3IuU1ty_Q=Wy
z63Hgue*sZBBo>ZApYF2rpRFhpMnQRz7>t!gB+vt+gn)*0wPVy_FhTm%(u_7k$N<Ix
zIUk)sCb$x-EyJ>d$~uf6YM&5D{$oN_{c(^f0SYnmM&&G9pzdmGgLexARtf5ixgw-+
z!;vz!eLh@%briQU+r}i8OebRJAkzVsu_(9A-|sFu?m$A+tqr+E3mTK1$0wZ9EYe8;
ze<ONy41Pd+_5T3tQW+w6h7pzffOGoN0p{XGz;Nt68Mg|Fr1P`29D9Ozrmn!>GE4ZM
z@T&sk#s<~n{gc*!DYdA4A2YA7H7qD&U?i1{eek)bH09jwv@OqFf`wa$$p9eqRv*fk
z4wlx|H1nY-**xveN8wNl$jg7Ka0mBJF-@7m@f4)E>Pll3Bm{XQe0i5Y>pZ>)sbeEq
zQ_LihkM@@b^rVs8u2GAwe(rOcl*Ux<jaD<%ae-0gf|rseIO<T03P2<<J7tWfJpTX+
z^GYpUZiBqeV;{mkT+~rqEU&d9x^eyOp+Nje8LR6IgzZU(BOo!PGC9-C!ARHTApFOg
zXhj5NN-;gEV;i6a)Ou$X50|$rV=vBgo|J|ulgZET7wBn=F>{d7gX`D-0IyFsfFh%`
ze1CaC{b|_*6D62r#}0&Gd-Fhr0W-POob+sTtq3j}IPfJT5rU<7to^8fG)0ge#Ac94
z;1Ix`dJ07waY~X8k-WJFRVOOnL)0IwSXpL>Zw`83*F6-cd1(WCdsW1hln{=)PgNrn
ztTfrV9;G5FV8E~(0M)Cd>*81!?TPkz3BV5AAO5{^kzCtIL`6hWlkyB@So@yFrWSBW
zjhKSD>74L=aZ=;hr6bT1b&+`F)SGvlp~3Vbxm#=b$CPB0vqqaRI0St?Yg!FjKlyBS
zd!Ch-Cv!z1+TDrNH21exXiGAZ$Z$>%N~>q5!DnL?nnD>P9PY^^=Oq4hw6iSH<98Uy
zAk)xBMp;8rT4*<^&s=E{?Jo>~9=lv~pJQ3lY4V`UMCuPiitFUJgt{JsxE<=9<(lps
zxMR?#O0H{YE?b<+#K>~0eK{GRf?O7bS$>@>O5;wR95&#{d#S4aNx{sGoMWzPkuO6J
zRMTzPd5N)P><>n)x6_G_%v1$)^sb^EBHAg;!0wQ??7J4n&>od(;73wlVa;90XyJUd
z2L&<p6!8jnRrcb#o2?QF(7H0O9XnPP#+N;_7DU|`_x}JmrYjXTh0ZB+f$c*vAMF1C
zvS~Lq2To}WQ=AV<Z<q^XzqzFu$e^cER+t8O=zg?sBN;T(IKXVt835qY0sdw)$-u8&
z@KN328x#KkT|e|=SCDi$uV3(1Kj9Iv$Ne<_0MU(3B9YI0U(u)6JSS;wZzM6g-z0>}
z*ccJWKR#>32Z8Sc?V9e=FLKB8uW9(vclIv_S<B?Cr0NI&W-15n<mZAtE5d)b?#KGO
zdt~~iPwQO}=eCDD`ERK-{u_?cP>rZt%1F*44F3S26+9Xad00Hb{{UQDpUjG)d`YUS
zWiFO4`sEs}HeG*JxEosjY<e%tpUSngjQ!JR`x5O(?)3Xr9<nO`0Ews$i>RtNSZrCG
z^28}4>5c_t2h?Uc-Ek+rNvC;wgokgJa&hV!i$39}V(gj?`>^w5w1@%5SS~**29c-2
zxwzHiBz0I+nxbqke~KA@6+hOXHnQiKoc<Z7^CkKkdvr8E>+dB00Cg09IzHE<p#9yo
z<cIyaK>k&m_Gy^$1fTc8r+t#|j9W?1Pn6TQm}}U%CZ!o%MQBj=K55NBZ>DDX-cr7v
zb5m1GzmZG%69gSj%mMhCSJQ4I19T2fGBPtt$Tcgy)Vr{=NIjNAOC8*i9l}Qq>fF+_
z5-(VY{6$7p&ump$3hbO}*MD^`X9NA71r2+8-!olHp2ejk)nXg_=kTF$ytHM#`q5-A
zW=_|45-~4xGq<kdX}NRGa(zgo5*Fw-kA5lOG5-LTl}RC7W?#89h4Iy~_|%OWf%7-!
z*r?iDWf<NvJu+wkrd9qJ*^knU%-tbSJ<ezo6aK7m?zH81Er)QwL5cuy^Hg$BpG;zq
zw9Utxv;Ebl2_onlarQZ--ILJ%bO9Hao?Z8UymL+lHQ*Ef00CNaC_R>&wDzU~?#Li0
z{{VqgJhyJHG3;r6W5VElX!6|kW<JU>Kmx%Ie|Sm!YGrF!xK$bYW|$B!-anb8450j=
zl05|hVn&g1pDl-`c&HhqV}PMY=4s_5Jc7gOb4}R5{LE<p-!Ijv$`?FkkJ6-$Fzf*R
zYhKGwLP03(f7x11*lIT`*;vVPc!%+0T@|*G5`fdBAwd4`^))T6w2_aI7Bh|u9Fh16
zz9V~>gf}nth0g3cg#+@eWhQMHuA~CbOu!--91i3HDXJ_Gvqc0f6#Uy@2OphYF$fSd
z1w|Yv91s5hRV}<?<P!>qQJj_OQOwKbL2YuTHWAyjBoIE}86Sm7D4m!jTX!Cm;DR2x
z{IN~*i?|3m9WzSh5F2oZbnPUP4*0+yN=Ys;^5^Ex0P0O#d6gYS&BE_I069OERhsu_
z{CnCh%b(*oLHV2-E-M6oXu&33zl{-;SqUUD{w$79<4C}~0gh5*)dOx(_|yvp!l83<
z3ZL%AnQ#1iujN1`Vp9+APt4&l$2rAB(ZpD0a^M^h8|V2`;en);W(_GR_e-|`{W?^U
z+uGZLkp)h93EqG!60ypn3kf7){A@yj{eMc4Wxt7wlWhk%+xNep_*Cp0ssabU6#}s*
z8+Q@>K|%g>tTNkNOLG_#$PNYrB7`5O6%<oj!21ouNZm<am}Bs!G$`wzE=e1{^O|UK
zgDQXy=O3jOuw1|889_0)Adk9!Q~K6qjzz$NNaQRD7-RB^mF^G_gE{Yta>XcBkl^HG
zXN*y(32$)1U82;Yf&RC4KT5DJqz=MZM3J6_hA~x_cng+LLF=BB;Tp(E6B(FiDj0D<
z6Bf01+m~GWRI$cnGQ|v$Nwk6i;Gb;tsz7WYs8O8q!h#t80LxX+w-f<pQ6gi^gvNVu
zk@?j<v4tB7ARV{>ROvB|2oB8I?A(5}5=_yvJHUtBU=c>4aara71>ABt>?!eG+{C*i
z5R}gY89$vgO>Z+IiKJG30d?E~`i|8BS<H+YHZiHea^Mfc9Mb~KthWRh%I@zU-Tb|3
z4=bFqwm|jkO(j`}BWn9{YFkik&fv~+ImzJu6j)a!P2qpml^DqdxcXEwO%to+v0!?r
z&S^6WO7G;xcLR{aKmMv!VG{=Vg5&PzAkZ>6k>t<F=(xx(F;YtdL$q(+NXf@z=~m%!
zAviq-@4}*->{0;%vB7Fr11d-&XWsJ4TpkoY0IR}i3StQMkhmrOZho~Ad21^)j%Eac
z6_fx!Dw#w@*_PjE$4$+FObXFH{qelH=Yp-sH0EZv8`<OlbH+*hsrzlAI9Vfzzx?zA
zpT>ukBLL5oR_NgH!`gr&j`nHiSj0|Ot30XO+r3S3X9)mE(sDUPKd-eu-R;gyXLDff
zEs<5DmT$Bbxp5+lo)0t#d^Yy>k-9}~5l0}izb*NiwQVdhVVR_j0pU~(RbL~_+@fal
z58Xhx$oHgsK^}bMe2#~A27!|_?9(uX!z`Tb&rfQuQfSxB^B)BI_w=VM%@_hT0E6jB
z_meXDOB_rKWt6W|K#0ZOqb>r33J*Kju_Niyv=SR<P1mt5@-gxf0sI9(ioRJPgmU%3
z1g!$zS<n200ya7bLZ7DQ%?uEImN<WV6}_tte&P+o^X8$F?brZOfgJ`&rrl}4DD&+k
z4c*>nZQlGGRhU*rf;3i8s4$?6;+QfO)F%UHkn`u%bNSP!^9*5xOALpgW(SX@E!N@l
zO>-CkahBVP%S-z&G@!qXNC!DNADsbnTHea`Q}bM?&rPbo{dy;|iV_U--WSerPSqbw
zVxdW$ljM;c76avObK0)kn}_}5F<6w~hdJGjz)~73OFg~ZA7{9T&j>jR<0Cb8&Knhk
zMGcc%XQ+#Sex{+ojoJ5vB>mOE12pxWqsd0!yQ;9rG`#}E)9LnLZd;9wpH11UriskK
zM5<JEI|$?RtLbrQq!)#-Pb&+5N_exkmk)0<#)Kc1RpcJug%`HrVkM3^#^srsPvPeR
znDIP}9$15s(T*w>vzgp|qWU4uF%lO2O=-cTvf6`Yt#iEm-@XB|J-GcTf<;)h4<U90
zjE<XGL8|RE63E*iWG5T85s%ia%{<n!ZJOW6ecAb=<o-1QWO)wwK_{FA#%Rz)iXm9=
zCc_?qkQ{zgM{FN)eMNyEbx}h8wHqvLjgg4PKxSku`3jucIuHW0DLqsuQa@T45IHEJ
zC$?#T=+mD!A3|~kJ#Sp5(w`vh(;rM!s-iwu$wE2K;>MmX0RTHBqunt@!o_d3Kt|k3
z8~u}?=S=daVU>K0_x}J2pKZ4N>zGedgSa2-PbYBw(us4_#(Gh3u?dJQL0(n|JnZ>K
zDn)f=!j<EU9Ow0?O>aDE7^qNr9b5TTMf?8%IZR`Xib4Ho0!3yL9r6&pu}bnfo)nSU
zjY_gxs4A-JeN+QXXqraMaw*Sg7Y2cq#L~*eRyH7a#Y-5Ikm~5&GCK;G#__;+qNp9%
zWPX)e8_1DP$r@=o9hqVD$4X#W*%v-xW*ElzVBe)Pa2QpP>>W0Yew4-!B#Mo0B3$8}
zm?k~(nmnjuU`@vH+$ifv3I5Vi3pDN#c_o{HO-uB;VdaxK9B$dbA6k)8DS=pHMpMZW
z9)DV6-ANfL!)Wvi#Q-dK18WD|ti1|z`O{+CH<&IaasAMP9DAO>l_0nqNj_h`R-F~e
znnV#q41FF@Fsu3X{3!tMvVwtOkSY^^h;fgudeG1;drW~sobto^(`56c+^;Gj>|;#v
z_|xstAV(#dLj6H+&`<<JYR`*#j_h<$Pv=q+$^e#7t^MW5;;YMe5I64TIqXFu&2uOo
zU8|L2f$c~M$U@3qSDPQeTLbZ@+B|<c3seN2LO#>^(+qo6eBFpi<aH}mq`-Zndt;%E
zw*It$y!OqV!UxB@gHf|euYqkLQ`NTs7N9p57z6Hs-Ls#}^`v=8T(Df{s5Dr2Cx1Dy
zi4{5Myr0&hFycbqTbDd;cO-sYDK{f8`oMjN#YR*%0v2=Vk4SeH$ci@v+eWR|dh<b<
z@Iaga>CH-_<7NaU6c4`UkKG0yb;vj$ad{c0A{3rcoxx>PJnil2(x;B$r2u(SDwE3|
zpRGh*CCQFd9>P7ef_>N<)%~ehWq>2!&A=<%FIq-vE!dS|Djq{I=};VQ>@n7aRg{1j
z^y#;X0_5v;8x68R4>;q!PaWUQfpGBwz{hH(<g`zNB7yXziZ)pf+8rDom_hmHG^{(C
zk?Te|(m9wFZamdI1OCwM^%bUNNn<MGsQQCk^mfsy49KtRxpD~lRh4<Xt&z%#0Ki-U
zf#@kT3A3b&SbaHEINbm|5&S;Y&|2!TTp%jr2DmhmH&qfxvR;QQaNgkm07|uLg53V>
zGIP6^;-SQ~Grx{NWl~N>Ta2M6Yha$nxQko+$fphGtdOdJV=K;mcUI-Ts}#(jl9G1>
zR&G7b6wP*qGn2}(Z>Z1GsodBMlE_m(#JvyUS7W%z8RyW{o3{coNI#85nlDCkw^q{H
zl6QinXL9zcz$WfrgY8`ukRgwD(2dj+$Q43;H6@I*ZiTbMCqwnBRS9(a6d4noV3InX
z)gA(pGuxVydpRHj1hS5fhN>53#vdT}Jw<Ayp2RfK70rdL;J(d`kGuwd99B%a8%J(l
zIg7{#LOxdi01Dh=<{%(|z53Dw0Sg8kQxV3p%8W#aQ0EvlptpX8x_g@l?vSjJE9cg+
zu5>b^5I4)5?LDZ_T9ippInHUh027XVDIVTLapwb!cc}KLY=jy0#XAb*h5k|VDbHYf
zSFm^;w|G9l{{Yud{TS8bqi#Vl$JePrUdP~!f5IPQfCu`{0KoqMSk%%JW<SMC2z4I}
z+Qm8-MZH(RIQ|D8*1Vn%59n_)#%;n8_nKJ==jbcb{xA!};VV&ONR#c!o_~kSlm7s%
zUN;r5h*)J`0QxW$v{Sa`QnmIsmqfBfW=jb0hi-OoPqC*9XdwI1+C(wj3d^?BwdF@v
zxhRY<!_UAY@~X!`lun5M0Ax+yD*3L=3Hq9P^<vYpw<Ya_Tt1-?_7W=N@D)w3ti+~E
zdFPSXV3?z3&*FHf-$&GJ2nqHzZpJtVG}en>UKZvd-<~K-%p0+L?ZK26(e7UZnPkR)
zBTf5N$Ce~EvWSWPAQXNBt!Fvc6a99fXrs`$6$<K?P)+;0+ZK>@aCjey{*>%1qh)UH
zwg-;VFb_{Ok@_4{WSac9%{{zJ>l}IgO=M4~YEuwa;?F1hip~70v)pRzzHFu07x<Yr
zFXi5!D4dbEE)pa5?M~;*Zn5tXhW4nUn?;h@kJ+69^p;l6@B8YxIdw@{j@dHZ_9!2%
zR%xVeO7rUNO;ab@BcjwbTT6G_Z)*c7=XL?bV$Xf&l3M_JD5}4_VaotN*%So;b?4T#
zQL&t*asFo?Dxb!Xv!3cHgug{y)PPERh5c!gKMa45KS4}=z;izyfPqf(jyZCEv<R24
zAC)j6D45GI&#N5MgF?J+&(Kt+Ab2M~g*jsj{n0=X`J?z^WAzlcl1{OO9{kjW)lM=$
z3PUHg05HPq$`C0(emMC)xT!v4)PeNomuBJ1G5S!zixM~9lOD=3PE=3!o9b!Uh;g_N
z#*`d=(V7qdO~dXSdeV6S@JamXtt7emP<>4_EY5ysVgBgF089eJI8{G~G=_IPDi6fa
zw#kgP=04`65dd%y3IK>1Ny&VBD625rnOuG2?rLak3o;f53~&JC*HvSo4XW?75B7~j
zrjc=l%)2WE45Z`m8LpNHqEHf8j?go^r{Pma6mTFwg|poUADE{ZkSQvvr`3&PDK>8y
zq#jDVxq~7+bbe3a?M`@QiXz8*s2xy@RbuY{0P@km_86&Aolq=z!0DXSm0}Zc9flWi
z9S>7VC7ppP2pPuXj8vOd2I(D8dh`O7E@EZcqxVDj$inB>-iwOECX)N*SQ$toox_3n
zQrcV0R2#Pvk<=*LllW2Qd4qDeUUA6HBS$G+(#Y8U>hLIIL*=)KH}2#y^WPMr-6G2f
z_Y==t;8kxZBNk(~>P=RYQA>NBkG+?V^==72g-*e_pxc?cs2;<$J~*Q+2|4^~8#}K*
zf1hVGNVqC|!ID2JBQr=O5-@`;lo92yKBv72+-^1|a7Hk>1GXu@Z4iZBpp5?j0O$0k
zeU@FM$0EwyXLIs1>MEp#W4QY?^0AP0jTG_uQxSN&OojIq!N$@#s*OF<F&6gff7+3-
zKPq%*<_jEBkUanbl6So65=Rb33$t!Nki{?>VAN(`n(`QV>l}GMtwz=`42h<ebN<tj
z`U;h!c;f<jw=wF-Fi8HC)kNL<p_A(7iwfhT3lj~aKaDy|n2=^>+B=fi#UZni(7cxz
zLD~>MokY5QqPUdABw%<lzW)Hn9Vi(%g<dl{CiEjAf!%>j-l>H$g&v*iZR{8oV!uOE
z+DqliS<x6Cta{OKu~>QBG(oxK7C01$mnF~I9@xft!VjE&HE!XpOECgKdtl^e@vPx>
zZzy8~t1~ZEkGJE}fUx#~T2H+D2|rp5zUBEacpt_7H8a3eDPmV}$OP06r$suHd8Qfu
z>tp#)D+*m9J6*nSOk$XBT>k*52P6BUtXpZe_GjckM{s-oH6+3!Fs|``vIa#L3l+Z6
zI$>O>2a&h~PPld4Fw!Uk=Gea}{OMNT1Qca*26Cs7PHUa2RmoyH=76w69lIzyve@U$
z<MOHA7Fdjk$Z#@hpptn&#>GNMMci@xszrcd$&ykJKwAUy6bxi{3XG#^P!A!0!lat!
zSxkUH@*TYSgJ3>@6HnPHATh`lPX~+<RpvWE-5}s|w~{GX2U=Ub&_HB{#BvG-^Bui0
zoB>tm({AGZ?bXfe$GD6x)KAQRjUuzi+hK*>v7Ch@<M~oZ*JCj&GRAs<bNWz|3yp%(
z!*OA3j_0dL#gFQ1Mo1^Ku|<kF)&{{v+C6)Bs<B)?!4R^I$QayL1pZX;Syh#-3Who1
ziO174JB>6ET-mkZk*(Puj!>3C_#SEt+jo{vG8m#*&mqD7bh0WEHg7}JnHPchih#=`
z5oYM92cV3X1b!6B9}Si2;g(bb)HYA)R?=(O<HXl7<bjphoPKpkxr#9;wVNbmcCHOn
zlU2QWMY_cwm`MH8DRv)R4nGq{;A%Tr$#k>6^Nz7E3fyCw43@^@Y7+z-4qb+D-k(o;
zjV&aUmSzyC>M{u@^#D}STSFNFMKXKt$)E<4h`iY5Nh9axPEQ`)X@VP>fD0ZJ_mJ)V
zI@W}d?m^_wA0IE4N0xc?JwIBja~;e-D@Mwv?)T5*LIx0|w&W~#%B20^56j1HX}1nO
z&$d|4m{)0&?vu`Q#}!ne;JX2ynKbCGCS0UZ`GEEADcDyl8w)Fs_0h(7$A9Zp6T`YZ
zb8cv+bqADJAXbzz&vAOmE}XF<{{SDDS9cvT>qz=*nHbG`BS*OHiC1dv#~k&|7YkgT
zE2}#Tb+@-781hJomwrk8O=&KtHdZMkfzewdjB)fepKoBBJjkNmv~t6eKE9PB#}YP1
zPkw4zMJHoY=Hk&ZC9?hS!C<_Of0blN;#c4hIpDt)XZuWB+ZkGPSdSk$12oHPyG!{M
ze#FeLoJ}534{}cwC17si+ugmqVHaYk&IZ6~Op5EhgP`s~$o*=h)^d5oEzD~kcH{!Y
z)t0q|;qt_<BNL1_1&8#e1$(QQmNWKw7Gek8T;!kSP}{|>-!ORPip?>`M&|zj>r})%
zU%T?QqI4Ml06C#$Z{Z|=yH3Dff@`}dgmUUld`DDx!2s0FJ(a-0S>Xir7+^oGW~J%|
z@?>Q$Mpab&)fCgr7<mzr$DiJOqLsS^%~rF(K26QMqo^Cgx8!QP%_X=7MPvl<ag6;c
zg{`#rE57>WQG@Xe3-Xcf$DG!Z*_0T9K`0HJ4)lOXZzaJ)8nXWY({$_oMMrZgF;F6C
zPZ{#gN9&p+nPWao&`7-Ja6FEEJJIC4t^2hsyz!1{fh=)aG)RjeS%1AJIsE9GPq-r?
zOoJRUHb>H^+(ywh&n$-j0BC{u(%T1j%$JJ_gPpMw#QrCz<wbySEdj#2BMzXRb5cH`
zwFjRfzBvoGbAFuF>xiyrRagvHO2cS!z_31tHJ-6c6ZulaVvu$tX`<q>Gc<$b`y7bd
zN!-`~p4kNF@~Vvm<bxMFvc#lvma*WE_z|rSw8*K62$6jy=k=kj;*ku}Tg?h%CPfEg
z`_j1VM{RGVtR7U2Jcs^!IV|6=6=VrKppaZb;BXi2AJ(Z{TbK|$Pv-7CC>TFltgzom
zyUn9V9y69XKai#cr&*LRlrs1Eum|T&3m+RK-rY9FHyqMKDYpf8mItUk4M^9ZCeVsI
z@x=jgxprrbhn4`~$$_74DPA^nwl|H5{{U|k*%@Xk;1xK*1ZJ4)v6K>}PrU$6AP_4D
zAxZ1FaZe7XIeo*oJu1Abn2Pyq%Z@i31NqTyB0I8A1Zy5LtfZ5lN*EHmd4D&UaDC~5
zaUdlhA$pPxBfx-{NS*QDAmW=F`FIFQ4^ET-(o-PF?r?Gfjw(TN9AVt5{{XOmrAWih
zP#6q)frI(fGBh@^mS%QfI2*sGdO!=Yq!@9JQb4C0cWFwZk_S9|)f+=O3e6lyjG>R1
z*dyB*rzBQ|7>AMM9Ta?nKVGx}1h<y)$>oXJ<sA8Hq>=bkkwq+n%y<WuKj)#@{HfV!
z&}Bf!0RI5>=$3YsJiVac<Ys^-c(mCVZr%v$sU}pKl2Rj8XoN}#=^9{<tx-~QwV?_z
z*Ey+@CdbGS`s9&Hz$^KxM=k*!a%sYF$QDhmf7)EqDoy4DE42H!AFUT;#~utIj_%5N
zqQfDQBxfQp%s}K1;S|WAhE`uazytVKtv(yiHA)!O)SQ$ftwl5tGiS@1FZOehK#P7*
zL?RU2JLR%!BP4}Bc*s%4ae+w-!wUSMlm5}g9%-DDZiKclLdq!&e0Lj0B-&TrllKkx
z921P=Jc@;(lpHyZEPu1QpBmak3q%B0AM?~EXaQ1nGb~0qi?>3Ea6Y}NcTXhz(}g+X
zX$Li2G=T38A151<PDkNaW3qipKb66eMndiZ`07V;DK?hlO8XU|iYR9?qqLmlGqKO*
z(zMe4MFVn&9Wk6>RaxSA9Z}cIY;YV94MFzBSv;d2Ppahpw6uE--EMB1mMC5flmncO
zSL;oR@?#nEK;w|ebH!yDCy93|dj{M<H9e%VGLJE$4gSYN`ShgFCUuq?(+Ej&T@#jY
zIRoCet?yP`I<Pgv!8*+t3;+l31J6p*hHZp4PDe%+n}MQ{*crE|!0Fc%p|-`eatY~J
zQ0i`(5{=7_Sw(3<a*}+=*&d>^aWqmUmOaFPe6mJ4=xU7mWK%HSqB%dlrvTQ2eBg39
z_3chnY!!c*MQ5rs(nmLQV<bd^xl#N|dWwvEsfFdS&p57`qeJ&W4UV;&eQh5*kf9@}
z=xXCrxelLWDM{dD{wA3t1v^H0^fdYGr-?kpUCHXa;;P`cu>-wpb2|wnG0T)8dHyU`
zUCxfdH%51J(-o$EVS;f^Qg-G}tLaTKG;-3y@Ud462=%XC@IU;C_8<1s{{TicadJeL
z5n@r0-qqgtRu#AK-K1&vM*My*#;r0MFn%aq#b@E0c_uBi-Y6SaCp#XzkNb7oi(NYA
zW7w72E7ra$OLZ58?b^`5AMJ`5&5UDX{=F;5VY2Zqp_YpE3JyS5ARni#Z4`{;-Sj6n
z`s;#L#wb+xk-AheHT=Xpw>E(1{#l`rgHgVls>3E_ySK>aGIRXuId3m**A1({0PPs6
zw_`i^E+StvY^`;6!1{$x%RJL<G%vM8&vkV%aDG_4-2S*2tfQ)G41afgU+EDhnwqw$
z7IvetJmsRJmGll|Z!d;4=*Ib>W?c1V$o%TU#iZ%V8Y@^y>_TM!04n8W@iwy>?KeUd
z^iTz4OMN`#w6n<}CnU2InxzSK6P$V-RsR5piV`41kJ7pOol5HH{_<R}psE5?IowDz
z;jy}NT1E*ON=!yPee4>HWSs6KdkU1{dH^YgL!b47KEkfVi-rFHX#Hta<D!A}G{9N7
z=klizM+K+><36;cXRaxL6aN4$KPqsIdXi7n(*d|a)00XV4l&II<6lZ?mNwucAJUKy
z!=8ed$!6-nR6(3{>FH7lPB~C00YnN9Q}|MtkPdkInoO4e0QJ*>RqKKH(*iP790xyz
z8wPUOBi^6qAUpz1DUrzG03P%J-RQh3jQuG$Ox+j(?6iFBdgJh;aR(V0qyvC|;*&px
z1bUKBwKRE-al0PCRr^aK%nOop&=Z<XjUp&wmP`d)*4>tmBPRDCdv~k$mYz^m+5tY;
ztHnfrb{QSV_gDODDO6^$f*WmV6|h#@lh7V`tpLk{tc+Cl$6BDPbM}Djk;bF5NtXRM
z{c8Qh(YOQxtUIqlewCHo&1|eS=9rK4Xcj)(oZ}<u{{YvbN!h;oCj*=eXWpvjX<39|
zHaeX2{3<hU@Au_ZQ|V5~S7pqpVX{>jIOJ3}GZ-Z??2*r@;C>jQC?P@_9J>zrsa)Yp
zONCM0`hK(p*+hA=HbU)hP&uhm)wZ+TN)-UfX;|W-n*QC;M*wptOxvz<ey4#;{e=ws
zUhB@e^;sm`N8y}M!4TW(cGnkPRisi}1pCr22tO0ntjTwK1jr+{1a)U=1_!lRjw^dy
z#~cO~&&mq(_4?EP&lIC2*!^h?uHfG|^WTH~E5JWfS~m7^BJW7oYIP%;fTBdB04V88
z9mkg-D#bwTJJNnb^&dOGK3EI^zyNoun{M`&lVoe2ta4A`S4IBojK~oo3yp}lVsq4*
zg6b&cl+ABGBRvvdygwd>l3-U<{{TsfcA3jZouF_D_w}m<@EJ}EXQ>}{povSi$kF6~
z;!rVz+LmuJ9HTHv2OCsxEA{P636w@j-zLwf%~WYj`^~V9bWRH-gRk_bM`3KtX1X#+
z#d<pvyYS#t(FBDEw}l}<cv#dZA6!#GV=#-yY#@RW>&%V)1xmV7%!n@KnoY!<7RTlV
zX!*qymW?D0>M&|Aw%go4m2Q$lE;(mX(f<J7R9sdqSn2TCmTO2>2{F#WkN*H&Lwj`4
zGd02^5Jqw^PHI21UQ9R1eA_d`aUdD|O-#&~+SoYhxMb##$P2{rZ;6<b&@%D)(d1k@
zZu1pTc16$grFH;k8PBPxO~6d-Vi*oW4F3QsU`zHm9EOo(nTPkzN9EF=84##MQyS;f
zfmOcWct`G{G9UVB^5go}huX?Qf=IxVt_V0Zm|TSG5nGtxmOnppaG+!HsUGM_46<89
z-dQ+}@&@0iJ!-yJCP5lyhYS}d@bsp}U{WM>l2Owb&N2L{SS}={?5E3dhRzNbHC=6d
z(!zVTY>u5UeuAgGzmU3!;Mj}Gscd81_ov4bn4<GheCG5S6u^WhkO!9J1?f(Yd2;y=
z>$?=P50%LnAk&iFqh@vF<D8zKg)tTazTQXxjE-u!xO2c!&vI#xGar+AC#DZ-X;+M8
z*J$^oGRKuU1J804^x7~gF^EH~XJ+rbLFE25Qax@vd6^-(LnHC!gS+&r!th?%nA=ZP
zolX`}@)PgwC=CcyFn#GG2OaZCajZnHP146B5wkDUel<(`BJxBncY6Ct#@N^|@~bu)
zHkWNGF^O7Z)=67_DTtfMis2O6%|7$iH{%1;8i7|*l0zE6(Ww6bmXk?<e-5>Ndxnlx
z%5nTV04ha5zGTmUin*fUVny)$(m+eyJogylIL^iV4^vRWB+>`j;g9UZ4DDqhj(d`7
z$;G28obT<5clMp-z-XOhl|3cFAFV5~*%{%aE)=^r)RR`yDV7F@a)czEzJ&ETqUPCT
zY{aqK%a5Crv{i5H$A&>9*HYZEP(VU9u6;o6DTo=Mfx=t^=r;43lG;n%L7FQo07~@p
zWeb7y0GeV8cw5X^a_9J@C5ZZFtSpY$!6ChR8USS0cS8$(cJVfT>`?GMw>Mgn#@V20
z8rEMi+yT00B#)<IO_x-d4W4^A=tF$f5V#KIe#<F#Bloc>7^DJC8^tLTg~>e#>S|bT
zB48nsHQS73I6qnivl-o`o;41kQOL}IeS1>>0AmY4CWTsb#tVnZAB8ZmlUkwqp}7tZ
z@V5k01(nlE6UuCVcoC1znl8+2cE&~qI#r0S<X{*U_QA#|)M~;sbD{}$vPK30jdS|d
zHbiaP-dWZ9i4PooD@)FrDMJR@&Csdq^`<rKE<(>`oc{nELkH_h>_vDQIL>~_Zg759
zDV@Je^s8v%;mMLsgdda<k?&P*t>gp?IpQ9sP)<IW>rovvN))~1lDO)i>{IjtorY;2
zHV8|6vM2j3kLOfmx;G3D*sco>hi*Swk{f6(kg7zAPjX2#H184Gr#ScGfVmWx7mJAY
z#DtNPDG!0^$fjLdrOL9S7=z<JQ*trso`R=a*%)n=5#s(OWz9s>S<3rj!aE!Ui0+_6
z;J1baCLpMGfxD?cQ&W^#SLTo=51|>TMXc!{{qm^yI3lgA7(!a%S+m&C2&U2qiB*Bz
z{{XOsg=fogeKg)(rH#wKVo;*~X0+E&wOfI6_N#*^IRTjLAA*rrR^sy;qLL@>RJT8^
z7Yh+sS?V^CI^JBw!H!N&c5%^jPPi7##F*J~00uVMkMXFak_A>57V<({_|b^}0P7mA
zMY|~bJ=znVRzO$v=}GD_R>ssbI$UJA;ba6K%v0^6+<ds8`LaL-y*kx#1<w2|c^Ui4
zaw@&RxmO-lw)a*Tk>m@r+*1*5=0t`~jw1y2Q<L=Ly-g;ishE%$8dMzx!B7DFdBrWN
zylm!KqM6AD%+474_WpF~Z7pST@yP0Xfz29q84$XL=@i_7Z29?xyA}k0z^dvMTV{&N
z=}c|_DJ+ah9dL8SLH&s<DR||Gf$xHUI;kb7fgR>{h$+F`Ff;X|L0yyFCDdat6pjhb
zSLUjs^X$%91gQPN&J8uL85sSa%_I-`XOa4vp2};}C>L_Y<&nZDF5ijiKo*ly^X+`o
zZj-J#0XZJjvWq#R4=fVdzjX{4f$BvzTWg69*zSLG{lGSX_zJACO93kJyApb+&S(NZ
zB;=O3a+%;nn8^B{@Tp)42hAL7yBI9zbAEKubLE@|*^g1kqwV(RE45~jbP*}f=}Z8}
zy^)SsC?gw*@9$H_pE+Oxfzz6XGbE9c@hz{XnA?f`2TE9@jfwk3^o)HYU5ouqA(Grq
zhA_q%6oL1L%lXxKWSaMIgb7gq$zhStq3=`0ZXgf#Q5viL;~VZ~`jgEw%aLUJ?H)RF
ziU4t*Fg(8@H;$!=82l;7Ry;6`SkNV(?zu@<{j~;zG;7PmP!8&Up`-;_;SVpEUPWWa
zuOE#f+DRg28H3~aPs)D}TDc3Q;z;mFkF$at5zRnSQim?QoE1V=fGJ2Pgc8odf7&$o
zzS%OFB3<c>?qR?cawv>2x0e)nZlOmf@ih4EWKWZ6$EG--3gk$`Yuu|3Sl1tgSVxWs
zLZ{QOC+bZ!#~hh25nS_;^3_>VGz6oa!=NLt<46lKs@(LDk7ne4bjFrzWmHItsp>;y
z8mtkO3p9#XJwc|~w5=(_kf87Z&oscbB(iS+#*ZTM6n)|OQ-F$B^Cy2HiRTT!ABSps
zg)1kW8<O}xDd~!6i3#~Z-HiOhgYEUC1D@F#GZd+CbHeZ1G3)PDqmj+PP>TTPAr}Ia
zM;KxXYyfk|0+%o#C8ptd=71!a#H1{W8@^QF)o1cE!FBc{G}pYhl~~3+#m09i!2J8w
z%R5-GCGx(~tb`cL?IYY8PeH9pV$o$Afd>bo@@qp*S*>Oh!zqlWM&=nK^QtKvmeB;6
zPT+p>j1oP~J}HZm+nWV;9o+FlNuW;8LhbCa>K9SVcCRu-NmW$}0Y6T^N^0J0B~n${
z*gSY6+N=3+$-((gVy}Zt#>Fbz&m0_dr5L2FhbcKbvcY*b`H_+jpg0up@&mY{wt9@#
zDQnk|rMz&)2Rq%rpzB)ESzJXFe`voMb=}NheqHIbBw1UuOtPVgkMRSMk3uT!7eYWh
zvWX{F0glEVzwFi<ZHng&ERLAyP6JkibHb6NaBfGz$!rny%_|KvW-G>55lW1VefTw@
z6u>9Rxii-X70lb*$|ESp_f6ChoP8@s09YK&AYsTE1UKhU(Mm^42BUETZIF43>N<+p
zv%5=(1EU;zR}CJaDs_`1{h`fWw$z_<6n&0=h+_xpJJxcEq-1u-YY+(SkH)IJZYK+j
zfHTcxrm|HR&rg^RTpyJG08v^|UB@Ziyp`?gSxN?~WbFz%{HwI%l|AZ>&YZLDU<^&s
zzFgLtvbwPu2OYXpib-4?<YT=`x+&S5rPYhTRJi$1R$f8$s%#E2yG}=L{{UL+=71cy
zDoGf}HJfp#M>}o=MJHaI6Iv<vA=B(&rg+YH{VUM?H=pbaY@Gf70R0Tt2{o0(3`?d*
z_m`UP{4_TBe$*46zyAQC8rlsuV>Hpsd|8M~;agQV9!L6e9o&C$_~yKlI|x}fqhH-O
zOz$cW(2^_Hek<w=rubUgW{=DU^%op*@;T4xUN0w$(4H-eA5GY<h^E$t5@|h6D{T%I
zZP$>1r#KBUa=%{HVQp+}h!NYs<o8fNt#fnuvh~*%_VC7kyu)#<X|HeYX7gsca@oki
zz#o-Trzg1%aYtu;tXkSBR8&^SMFP27y;f_2e|W)9Zk0k)EQfQsWA1v>P^tUfe@fag
zv6QCRtOFd8lkY$W`?V%jdWuGs7pr61uEbvCWf=AY@uut`dQ!BdxIlj@ZWx|epQSMk
zD<4+QX+w<RBK%Jj_KyQO=iZP$2O^Ng!?#xh=qW@?oRV1jnrLEA3xVos*e9zK^x}X9
zKr(U#Mlt>1Y4}mtAFUyDUc!JE6aYWFnrEG!i%PEFg#bHort)duIUHb60q(|t3{U`H
z;mtcL2PTs$dKv&w+4iLjbAV}wpHoi(f{I`nbJGA*qkyw#6)aH`jDz&XYhudAXUCUs
zpLRS{xmao~m2E5uU~o@0xo2+_a;Rgq$oWNDgG_KgeJDlrLCst-TEX)LCARGu>x#xw
zxwK<q>{gJ-rJ{9NvB7@l{qEILRGk^siBh~AoC<t%oS!K|9DQht=;5Q9AYYOka!LM`
zmZqgZ_yx8|=b-s<pTyG`-Z%m{Aczz9rH~wc12xe>J)O)VIqid}96J20Dvi#c4jM=$
zl0l65Y(OLEM+S~$4kc@4Hqwdw!6d<Pm0S<kniz>6aYK%JQ+&A>?y7=6ymN|3;y!li
zTX{TVpcEh#B$EVvp`yvcfwgImZ5&av%%VaE-jwer>6(&TXtTI&RvhldIt@`FRfh63
zofPnP^N*;fdj+mm%gYwy89)ve5(vok1GO)f=LMBP_kNW7`5=-smqrgeZX!r!kSIax
zyVKgL+v&QzlLx-L@=>}aynJK*^FnEo;?a6PIL2~Jh`-)E5B{}28|xxsiOW61@O*)l
zQ~ZS@X^_GXSvkovIeh;BN|Gj6O9Bum>`pQ5NulgZaR%7;B#KxZY&=$TeW|7L(gUCG
zF#uH4-`YsZBb2!<h7kh)0Lq#6o0UfL3~0a%`M4nd9G}90h_;s|CZ0lz7&~__I6qn%
zDCPUjBl_WpAEi$;mWOi)WQ_23<14${(x4w{nn4ws#96v-$o(iDgs?`Ip#7d8g!Ln-
z`kHms{9!j;v{^iFasjHZYb!UEcXu{>q)X+G&#gRJT0%jN7=sVvVY$CEngl@=<7yW|
z3pt)R)k!iuM6b{j#Yke3H!9C0kJuK%pTTjTrA*W3g1f!x8TPK`00G?eAB`{^mQu^}
ztf4^l8%Aop*ETkT{UY)uWBefQB>MqS-D=TG8rwGeubYVA$vN~ScKVvXZ55lwuLZhT
zO^=vJppt*y8Kebkd+UkOTE@n5y`+~Buj|k0Q>5<9!uUbI{+Q=*`ksgKsVB3$+q@q+
z2k}Pxu~cSZYQW44XQ&P_kwBfxY}Tbpi5UqP{o?R{Dy(B=J5?~FuEUY_$f!}}xIZLV
zgpB#FynY_E{{SZ70AMT__XllNg>qptF60d31Nbq|)~mJ41|Ue~j~G?SsZF^g8OkyK
zDw-%_Uzchw)1D~M3dTFHAiBcY<bdoqH}oHkO>SjKkj=NuJg`nN>`3cVN%y|@$~u~b
zSj&+RE(cNu2j@tlb$Ar~iM0B#&+9>#JgyEs4I+h(GFYiSz^H}7#@UTR`%(cKOQr!<
zJ*ZDpfIhVN+ElsR^JM}1n9fgnttHfsLX_SK@6AbT9R7HW#8o*0K->fC^ri)ii2!C;
z6$*3>!8KMpXaOxe3qE@JtWJLlyDnk3UFfp9j$}p$Kb2?6sLe3hZDlLtobB2_Gf4q)
z7S1`$t8TXPFu`clbnj2XyOxS&U;!r`K>Bs8cD2>6ANQ9KS*LIpdw#WM!$*eR_B*Mr
zt}dip;5?gG^!`)|<%^5Ucyf<2s}aUeKb1rg<&9p}2bHmsSZz`GoK@?YR##bB5g24-
z44=-ScDu%Ke7?uAp$(Bet<VkU%LG|pm1AAirD^t9)daIH@CasMf_*WH%-Jh|#aN$S
zqM{a(yOv_gqxicDcDSx=Tv>gwKXIrbU_RvJ4t)U}R#cXkP&i{51Ptaj+&?i-F~lP)
zlOZFmO=+piV{9OfC7W)3XFW4Us5E7HE~IGA?6yZBtyEd%V%rh0I+Y*Rr?|M9TY)2m
zjgNKbHEIc>1qH*N``CV*QLvJ^O(M8d$+#g8C12+KDeWYE31<VSCa%4-Ge5~XOgjME
z39Or`?d`5!6T5zKuqk8uQG0_%tTNfOAj3Gellz57^Qi74yGFy3$VUvPAd1S83#nr(
z9gBr!&iROlW7{YCRhwB}+9gSD6|kTY7%lkZ(P5@YNDcFGf!>++$Zec|q%3TE2ju<~
z`>(QIAXkN-)R*f^XttK}Go`$7u^0`vanEegV7P-(mf&t%SGiNinCcJ@qa0O|_Jffl
zD*?)ZoPIScs@>#Aa~tEGtZ{=?XM%VMUndzE+(tqAP$Nbwt2RJce746f+~%s?+fGzG
z470ChM)|Sys)peaN1UjnammFfktB5%%PC{W%BQc?(kMiR;hZVNc>eL`p7BVENqma2
zZ}y$4_i{#1b%n<B{{Ytf>b1mBNbcWe8#A01E&XYTfM1kvCMh0CPa6<!C)?VssCGNG
z2qT3`{q=pX`7Jg!me=Hgf+-ypMk$huYn2<;M3|BD?#iF2pbFP|WtGMP%Y82HH#C?Z
zkgHm1Tj_S|1XhT_PcNUJ@ig_dDgvQiybx+eF~%_=AOp!DkIsvQi>P$jz;hh1KXMl;
ze+qndR`&snD-_)S01NFuk*rnJZQf0m?qoT}P-J~7^~4gbwtSXnP%>AlXX#QfyMofq
ziMUIMcOC&JAB9))Be``p(n^u{F2679PPe|e+2y^=hX<n^{{T9$w^L_6W-xic0-mTY
z5?eN&!DjPZU=T>kpXpG2xm3Ex1Zs{j>x_o{D*EbIXrPOeg#>M71XLGS)_XVJ+QsiA
zM`8Uqqts<vc~%$7#Hu=Bas^m<mO=A|3+g$j?S;0ZY$mdu(N01w#Cvo900JFqCWh`d
zD(@13$H?2M=q61qx|I)aB0C@Uwx7t=R<ye$y2pS9ce{mOr@b;*RI;<X76bd)AC+iX
z>Ji3*DdG<pP&mQ;4KWb8NbUBExyzBkiz*lKJ!)umxuH=T{`mmIE3Xap&w5#tOu7+}
z#s??nF^mE1bH*yG*+{P5Q;B2TLN`NGpbu-UKH%h}wvF7c&Yzc2QAm%BMRDe#=uwaI
zJk&8oE67LLW(RRx?dy+Pk?qTTqbTFQasL3<rW=qqo~@5LiRq4WQ^6J2ny&M-Xs4f>
z8LKNV$@505Ct|~OD=;hj(33WJIKv78!>%rE?lQ6`o(DqbujAI61hK<zu$x6l)L;nm
zx%&Fk$B;(GO`e<o0K`;pZ#Wx}IbPVq3IKDan<O|{E+UiB+aOhcu}G=CN=X<v%xnq#
zy3?gGMunzm@;h^yY$+tnrD8EDI0cmCkD#Dqgm9F`8DHOuruv7IA&1N}KTjwP<-LHZ
zXLW+%)@a@F%B;NwJ^;wu?d@TO$03n$Xh1&IZZ0fj^VHbfZp33581*aKoSJk2L7r*u
zq#T0h<sU`qQpq&(s1p#){pKA0bPbz8XLUZR0Th5miKAR1s9*1YN{7#tSnr61@7|{J
z-9hrM5yxe2Dmg4Ck<Z$n%eOfU!b}nLrUHN*?p`y{jMPndVfla8u>Kvq{$i}5w6#`-
z1!EH)0O-G+8zWUA2;}Dnia;b0Nq24^=Z)C$6F4MP66vyzS$OZ2r%2Mm-7q^5%~owj
z=}2Ukk=lSPM2#Bl+N5;AKhm8XeoUTVj33iA99JS(Q_exS^>N4PPcX|Qija+}#{r4R
z27nP=q+^L$7bmd5r|;XH&AS~)r27Q$eD_xiwTH^F4oUi&hD(J<D6tWacRA*e7D1AD
zPs*yDozC1JYO3&C6f1DwYCTEYfDiSnUTaMdN5qOp-E16vDhZKW3emC-fFaIk0y8WN
zutgAyV&efuKMGZrRXI=_>HZZHLACLKeVAa>s*Et$P$&W7@z~+RjMUJzsY3iQJ)5Dd
z`EQms#{{UsIN(&)?K{5X6hZ<xIG_iyw-1eyE>9asU_JSy3z>?&%wAagrw5<#sis(+
zLuX<29Ez@DM)^``n0ga~ngDr*K`~`2FfxvZH8HrkJT$2<p=HSx5=LVC_RLrN$a6?M
zzDl3LxWzCYqDFnv!y7OA1cOqaEq-mg4`1F6KQT~;4hU5&dSG|_X`<d)mnLRK$U7wJ
zJ*sRn*PA2ZqEukr4&#cOebusuE?P2p3OFB)Qdetq*h2*)BVh*=)w>ZfZ{7i(xgwK8
zxv_6NQXuom-_vk4X~}?Y0c4M}FJH>Aqr8q{-!IMm;lZhe;=;HRx{m6@AblxVE^Mx#
zjq;v7iuI}O^%u8c<+lf&hZr@T734C)g&j+dt<-1Uo{~SBRp5<e10#{oxT$Eg>~)qp
z%u|IMwzqJ2t(fK~7;pZ)aPZ0#3*_gXfx6ZEYwMT@@{6(q_Zync#L-CWl;wv(jNlr1
zML&5)dWyxi)#Guta<RDJ=cQ`LF+69m!K|E3REM>oEtOz*4u-Zg$o#E7B-$4l;C)R2
k9RTA0Wf>L!0Ee7&irBH{%05Z!$@<mNx|N8lX0Ct#*=csm6#xJL

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-13-Image Grid_ Faces, Landscapes, Birds, and Bags.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-13-Image Grid_ Faces, Landscapes, Birds, and Bags.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..e6961a597c0c62262d786ddd3e9909de1abc3fa7
GIT binary patch
literal 104693
zcmbSybySpL_w67lDJ3B(ozk5m-8qzWcQ;Z}Lw9#~w{&-RcOxwzaR>GLes|r!?!Cie
zSgd*D#6J7%^E~goEWB(0-bsjvivS=X000Q^58!1PAOwJefq{jAhJ%HLeft&;9uWfx
z5di@a2Mrws10R==03R0*kBF3>g6JbH2_7CLI~6ShBMS=)Aq6Kd2NMrHGYiw}MIhe3
zeT#^Ih>e7V%|whx%=G{Kdg%b5!a-a^^FTs;1iV3ofJB9O=>ZUe?SzK-^8);PLA-&4
zf`);Gdkc>MKA`R$;0**M<QphRXlN)X@X?;&&jC=V&}hVrf-vavy09N@F_?U!vfxNQ
zS9M}4OrDc6>)H9fg@2EQje|=@PC-dU&BDsY&cVqg^hH=iR7_k#QAt?^sH&!}Z(wL-
zY+`C=@8Ia<?BeR?_uW4rFen%l9TOWDpOBc8oSl=KmtRm=R9szCTUX!E*wozB-P7CG
zKQK5nH9a#sH@~pBw7Iptv%9x{aCmfad3Akr`|Ixh;ngn)0OVh{!0&$@`#=0b1^e{|
z3JMYm_SG+lH_qT+NK`0jVn!G=L3vnRTl9}iK5!VHqq3?x-;yvZoMY<QO~St?W!WUV
zcy;ZMXa9GO`Tl=-_Fu>T$FC&-A|wPjd61|8e!#CeoL;-7iXLnD1FqZ$tAY}^PsGc6
zB06zZafqDCBw4T*<>hTkcU_BjC8dS@SKTjwFQVc;XE|H*KFj%y{O9kjpFhU6(ca<n
z-8RBLwMf4JdVoVMRUKo{l#!LBq3ON_Nud2%ste<eOFa5Ul)pzPya2l9&t+^Jt1=#L
zQ(gc;6><7QY|r+G(&+6Ok(}3gBVGHm!xxgBVbf}acS!6n08|-%3?5vrW0DsDMBWQv
zi)QzZLg$+mk``JHG4xyVnm9Gl%yLhnbxfZ3ITY&HFMtZu_B)XEBV7d43t+<1>l_zs
zXPZf~c3d{~x3nXUGIIS|8pL0HW;txLC%kIc^N(~HQ0RU294~+ZHSn3vk95}1`uxj6
zgg2+Jx7X%gaIv~Q5*S4c!N#G$H|so~okI|*fjGEGRoss}8TWbt_*ZPiOl$lzR~Gz#
z*2ao~IVAW3pI$G(C7Gp}je}(>=V{hbx+$<2OAwp7Q-|Jko&6|xZl6kD`4()ntJht!
z*CTB^oL|K0H?QM0?Pu~fGxS>1OP^$Uhkoe$2NkU)XDr6+sJo1fi;TOJYp}Vmj{3LJ
zx)2kZo9hrh-291WvehSXBjRv(6>}Lai>kePMN8!UnHRu$0}mqCu^%{yM&KY)$@aEG
z`oxqYdd-)vKMH%~?{nsoCZ5~NoX~qJeWSm_s&8g~0ch2DU0~L1z5uWev?#HVa<n~j
z1tVDQWm4>?e?p|Em2A%tc{DznukZo32j{B}u`bPWyY^k#d##~0G$pP1>d{nFb1D||
zIdp79-wNE-Yy=#ZL%sm4romUeLT>K3OHjml0VFheT{9~^c5&k5E@(dFwb8lYBY*e`
zcmd4Uf-R$dR6UmrEw4xBKU{jvqYABrvGr(rZB<hc8uKW<5f)z&A?71mKjeSIPl(}x
z?PmUpmi#|xp(OWW*g%gNHPsk%L$g0rq#A@C&mZq4gh6f|cmZ^ndfkD{J(SNCJWowf
zemngMVJc$Kfxu_6pUUKsV=Zr@7yF>4%m!P1m=81V)SuyA0GSJ~CxU}7cwyX$^qP5u
zKS*H_GUf?1%dwr%=VUE0-Ari+5a0Dx7GTQ!L|&3ERKxe3AJYSalWT(T_7AcI?#ecD
zI_CPHA^+6Qc*W*$p1`u^C(ny0Wuqy2I`7C+nv)s(;Yzg((F_nDG9-l>z-zv?9UK)8
z*>jH!dsW!y)m^ZY=6gv{U4pI1Yke8F2~to16}vK0=@U<?7XSit7Z12D*9)GwCBc8E
zWqV!#u*fo1FM#MjS#Vw&805jt;@#HSY}21B#x(eaYdkHwHSW_%bnJ~f|MXhpG0*S!
zeQI6+#FH-o@7J>~I}+^cWyy2&)$JLYZuC7g&N+_DeZYwY!v$md!nvd1S>O8wu>1#E
z#fuh@$##__P>L-G8F~vYIifSyRIDZ3>+CWSPKQ4lu$Sk3nIBZ%-L-5ez5p0s?*YCH
z=CBJo;dwSIqC;=5$L|ks?9*eHb?uKfFZBP$`wuZl^JDQKBJ($h{tMvHvpKSeYaWFS
z;M2^^71%U|N8q_6{bpGxIBH-lL2kACYUJ1R|78S~D=Aw{oJUj3J&$)Vo(Fc3nh%v8
z^5>>If3Wk)G*tYXCU?xwe*a~jJrjBke9t3O(yuMP1T+*XVnDt~YtY(TMZdCF_rbBj
zAOt<X#d`r*Mm)m&fl?CLs>5*|0_wb_IFf%)_fBx)tsK`J$nu(?^g+`DjBSUxtLysL
zLo>m~${m+M{HH*!wXm8c<w>hX@RtG9`yg=-Ui)_+egQ<Gr!Da=Pq>*67%zaG7B;L|
zf3t$IeIeReY~vWof4Za%E)<&t>Bef?7AsjPyczyhG<53pRx>gMF@nHpgbVgAWTxgu
zlKGR%7r+GzVQ||!K*s4e*uNM7j%JueX}|;Ui*Qeh*^rSwm$3~h@I_mL2$1AsN-w~y
z@QMMHN4g5gZT{s~Litl?dsII^V5@B0j4C0+6S&U}Ng2-)p4UGjy5JuCD;A*(`;Osx
z&Hoe&)l~~fWzb@J51iMGJB>DIA}~O&y*6mUnX=Zp%MqP+psZ_Y>3p9;sSx98W#3XT
z1mpSu?AMJ8B*DI}@VHon+@Mc*0cf7S0It!M67hBJnl|)oSpOji;{^aN*0+6L^?m%u
zf2cz~tdiZaAozp-&9P*X|9CO~rj-ju#yxVxBlK(h3o^i&1fZ9N5<dK8fw&K}F4!2=
zBV9you}z7Z52aw1kUuO#`J34Sa3h;McVd15S4Q*{IF6W?bw9={ZETO#ZDkn8KV~cA
z9?)b+WPr2~39oR$z2UVLNd4&*kv5K%C{ONxihguz2;--6$C<REfoUFnP!DphLmqCm
zCv4O8=3UiB)ck*FO@fc+j`Di0{Zi$X1uX(4TbjE1(VO^IX_W4?_Bggh#2@=`NXc!1
z<MiD%ymw$MiE(f(jQ_ohV!~F2AKs>8rq}78NVvsx&x`$r>o$gTS$;gqs&1^c`;N5Q
zl)Fz<!xzPm;em^cTn(-gFpSdq$Xx`=Mamh$X@3O^>lKg1(V}Cw`%H#;47UuU8rL-W
z{#4+Wwcp(fAh=!o!3ms^;KFtA{YaqdYrOxlwq^1aswFIBtC8j^v!S!0x$2CCGhY_}
z`$uFLuLc<Y<2kTXJ{Q&<`}xi7f1AEG&3h#5y~Nyrt&&$2VZ8OzNA#<M*9Hq19bBJ6
z2;dr%h(k1xNJCLY7xQr_d>%0`BSc0`4t8bg^t=wY_@Ceu74XN)cm%grQM%fVEY0rJ
zL&DbN8M)7vLnGp3xIq1cVDeaH?fl0#UEe0@>Ispr*0x^&rt?8GmXI^k7WAGf-)LQk
z=(o!$3EGWbL6ZA=mJCcYlbcu0U%}I*U;{^H(n**4j@tDVB#$cR3aM=M{{)d@V6QB6
zgS5$C!#(m?&eUutlnaf&u_MCc<xS9gf>{|sv~&F$+z1C>TaoOYx)x$5SbaqN31v`4
z%Eu(xHK=LQSP>UZn48kp(h76<{VA{WdLGmlfZ(h7ue1}m)$a@Y)#7jUc=S~cjC|GC
zK@kF$T}v((D2HQN-+GsEuIttDMG#{Cz*q@0=f6FEZCRp^bY4)G{Pq9oK|cHe^iTmT
z;+HuwyV2A?lA$L^@v{QuT=K^0JB>WwwPXCi-li!97yTcy^Xi&9H|4;c0K@FHy8uV?
z5rQE5O5*WtrNf30<L+C3D-GpFrc_<`zY3de3gD|cdlfpScWE2vHjZGO^M|V}err^A
z6HrtA<f7lM&u2CG^?8pk)(g}IALQ}ypJplbikANoFf_X@A@MN*7T#tQ7FX$v8upAe
zuPmYkOY)bK{)n7{SJXWAi$1>@eKl{WP!)0>g9_eG#B|kvysWk&XbpXy6}$F{T^W6K
z_!r4<o|5z@HGv$JyRc1Z6!`?%nL1tQ8P#>d#a#;n<3a^4ppOUnGB{y`Qa8gdfCKXE
zyT<hkdse~pJpOA`nX^v&HPPM*$jWUn$NgzgV(agJAZNI1%Kzi^%lbzhWZzg$9cRS!
zS)LJkPq~cu9;n1!$KL<MaDmsWIJSMNe-&S^G<#X<DzZ9e+U9=0^Xob%=^7yehyrF5
z>z4oK;Fb2<uW|knjP|EaZkW!E2j$%)H8E=Ok6?97tob1DsC2F#n)V-k1LkY+ZNy&y
ziT}|t_t~Zah=yJpykL23M2eIrekNk8j2l)K=$;|%)wOso0ygQd;7<d)5A0MOzny=U
z{8Ip9w*+{tKjOp#gd^thg;n|Rnuya`5+R-r!YTI?bQjZKz)B85yOZKsU;kgLpxWMw
z@RK;h9q9iDo3UsUXX?BJUBD&8UJ27!AwWTiz*c-rV45#Z8$^Jt?^F8buOLqSMt1iF
z4`0)3gQxvb+GD1M#pI1ovQ4u`*iA-#+AT%mgV>|Yxy_j4x3sp=SH6{N==Fl?Th`V9
zJa{I*5~o>XD_P1u(QWA>1(O5<?xJ*6h9Y6eHyFYz{C_zES40IQSpNUFvF(bZaOOgt
z^t0T9%e&<H{ZAjk7eM4|Q+u5j<|cT|H-BPiO2dQ|dKQZ*F&74WSwi_e#4m9V@xioT
z{g%)h`+0q~YW`#}<M+X|0z!Hcdv65P@+c|Ov5!F*h~qcQ3To#w{9h%h2^MsJRqLwe
zzV;046VKoaAPcu*50ew8-^_A>-cw;6Tn2$i<&^w?rxS^c_dKXX+>VvD^G~?19;(pA
zj;*K6#j~0C5!jizCYF0DfLjM?I&0NGs<;3HrtHsf^=CMt?B>2tW0E!%<oubOBqMHt
z#h3cp0sd#+qAI&k>=gf1mkAaYuQ#w^qUjI&o}pgAl5TebCut062^PoKxXygZ;O17f
zk@0}^Py6H&zV~?NX8xM?*J`BMbFtXBuaa+kGFKVz2HNGu3?mk1*#Wd}JpRZT#S4v2
zp_u>Z9}K^(2Hyy2Fr&RPzQ^<0hZfae(2>Mr&V9m438IZYU%nT~{J_<`L|{I6ErHB8
zj#1-(1&m_Mma|{R*)bS+%RgRmGEI?=Z6(xD&#m}8ap6-5p*B<-S)qTZeW&*A9iEpt
z$|LM+)5`bi8b7xI7e)U+WRG^8_^L&WDiyR^CkEWtD8pBKLNFi3fF(b?7}o-n*YvBt
zrFf)khxD3o^!hUnx2aw=3@!2`2S*(L(Z;%W4I4U4j{lkrM#g!A2LhP2C;v5_%N&D3
znAA|l1`IH^e#1&%1o)Sl%&WKh-zE3WR3>Xv%^ShULcMX}_1BLG0ShFr|L7wdZDa;M
zM3>y~Bydv_rgQmjfTqC%?+j*#h!BFex_$pNZsIq37i>Iy2jl0~zo@dMK~5UX(^EzK
zG*|E{fdawh5x2rxDf(9@$nnv*fJFw_+=kcb=3Zlzu}8@$e#yBHFmRItKA{8_JU2x}
zmA(LWUdIry^PgZM?nA)|2S+fdB59*>J9TDCEKi7<fO}4+Hf8}VkohrxpcTMsfV1&O
zgtLGLI)VS4dZNG1)5B+xx;gYpWBQMD?}Q~@!^3L3wYh5OMO_!aDtOOTbIyOm`71~y
z=QY3zd-_$;dw@sN0Q&evE!92befT#<DW3wZ^ssdV`aevR;k`nG^{!~60o<V|{ziam
zA51+!zfvDCA-`%i)+>)>%h43y-?I7Ba?j@y9=$w-V=+af6b_yY?dTpv;9mEJ|IaM$
z2Nul$G{<jXE%`c`Tl|*t^Y0*too`wGptBifj5~EglOf*Fivm+PILGi;aAtw)p<%<r
zYry7TTkhrE)`#DREo7C~U`%(PdmPPLdC2t8JZI#1Uj4^Df?y46cwGKZl2*hvt@a`f
z8|;HP!Q4~$`1PEf)ZFj*_LX=}O3O3bD;s{)d*1#+Ev@2%TPbBiMv?N<MlYd37GdB9
zF0>)P0HR31v95G%e-2U4J%bsn$ap5b<D*mDg30rk&u5Dnx_8>g4u-w1$V76b2+eAY
z=}kC^3d<Sp9M@hgLvs=)v+u9VKoQPWV<~bX)v*n0HK$&dYEC9g=BO?k;KW=vTaunD
zg7D8Yxc3<|XO^yKSjctxof|PTXA{>Y?m)Gys__)2-!z@;JWi&GIOjU4<|xmiVo|?w
z>EFpZdkMof{igopw9ElDh1Wmkb1%zcPr+G3Vk2g9J-a(wh|?giGyD<C2!o1$DAnMx
z+*a;;W`|`OlMAw&*h@}+ra&z(g4rL<y|Ku+>z})!`}TDDiWv7&{F3u90&3}px5|Wb
zwdrT4SjXN}ht33V<BN-}8;$U?!;dYA=Th2FrA2;Ck=`oY^X_K@sirqlsm)`lC{{8a
z+KaTp!)Pk&VLRm^+mBLU^gHRV9rh-sxT`4{XBn1G7ihhI0m%3N?rL7yPrVQf6C1NJ
z^Gp>t#ZzjgyRZ*x{G}_05A&EB6u3uI??CkMM9rg2nOW8U0?^TBSlzk)g(>sUbu_LU
z_c>t0{_DoTK<OvcF9vKKC|fyS-gDMrQ;@fI-+B@CR_H$`y#UB7aN4Hx>rn?>)i?pb
zs^@Xtcsef|k|&^cj)KeyUD4oCI!wS<qlb<4jX|D>ur#Kgt)?_Di4ZZ>InExR<_pjb
z&4E?hwB0evW32_i?b1A9_6I*-soW1*ANxLYc3ufv4(ue%SfAw6zTg6B==$HzpFSEB
zZDndhNT3rB=#H~a3TB&`-IlfD=wkPBNHZy^b(`WE(3HzsGZE6F0e-4C*C*&&8ck_*
zQi~PD8*SB=|6nXZGFa2-^AR7!DVv{MI$9)d>To)OW-m73RO`@CTlqQ^rIEuN?oz%l
zeV(6Yh$ilYlfT@UZ(kR5bH-adc8r45(bX$AI<`-0ki0+Lb0zN3&7IcIdyij?w!`Aj
zoXyUr5-np{svk-<_IYQous!(G_h^Y_-$DSyR0c%4S3LIkh~0AY&J6mh$W#g%hCW$i
zPU`G5MPTohIC}!E;lvH8t-8KK)l803bO#e<C$|Vc^=^d)88m=4Dt)_ES{FG7QS`(<
zCR_j}gUjHO+3YKVOsgxVAzUZ}ng9$x?)FVPvUowf;fkCCz8Ce8#f`oFr-eGPcuspC
z^3?*?3j7kZxdaJ(S<1ee7=eS8ODO-{gkkI04E3?b;OwXztNt=KtPmb<))s`uNDO?Z
z@VLHV!t@1_^qH+G1{>SS#K2vP+4YlUKNI@z#>2da8j?-Px_FE=@f;nP2k)Cnx4Vz6
z`6h<ape=J2L=(=863bmMsV|c2p3)Bs2XPeONbTj<7DkOZ!vbWOd$EuM+aEcDG(AvS
zLO778%RQOQM_|1-f((ve!<T7hzF}K|DT;;zA^wVd<4M>)rrW6sQLu&A=TO3Gps*xe
ztxUbYK<ggiQ({|VFL`p+peLfCB#aINP1(#N6<?m6k;$SR$9|sDG!K<~!I3F5rGZeC
zT>kg%B4hc9>(iJ|iz{M9jrc1nvVj(K1XR&CZUiu{y-o_tlC}<)65r_=pbfN4e9j;O
zX=29BBCPJ~1m^O!%1m`3MQ=$R$6;+p$pR8=3pI=T0(FU1_wk&|+{3tr7D!ekn-cB>
zk4%ADswCEApTEEWghG?sG+KOpCe-h|gr_E0az=F;?<25(<x1;K%^}@7o%aV2J3%Dx
z&wU7!=9~251g$(R%%moZ%&>TVL;|&>Iv_9ZAF7yThkd``J+g{wKpS7rr|xY4Evdn4
zcE`b%gd^FZ-<68J^(FljUdkAeC;GmK>>yI=bLRD#sm}qOXa11|Y5WMpV#kg$l?SJO
z;qu__3e7ulxfQ}ZyE(3iD2mw7#?vwL?D`oSfm8;HMkqWbiEjBlPJDfl1gXgQ6(Is9
z{xl=9)P#3Uc+fcGWo|<nf<;T%Mm<&RvU0p7pMVp%-9j!zVPp-0k=s8b%8Wl~Cdr#C
z4lGj;-4@2;-vLr@G3yL-hl@3T$m#Fw1{XU`pca-I*KAxIm>U=g*&5R&io{y3F>w~#
zzIW1-eN+DkeADlRJhG9w%_=E7y_1&A3dQU&%81$bW`44bcp9j3_bF$IrA^hOZ0y81
zJNbTSYfY8RB@w-HV*@x16kOh93qWP+qvYT}!_^nNsM&CLcN}a7FQ(cx(KOC|xF=d8
zH0>Y)maYmpG|CcH-oWPBRo~HTg!ILhycumt?j5m<&`0l{yU;w6M68Ne;8F>1$W}wZ
zNnctMj{AT!YPIZQ=l=HldHEoq&y3UZhSYd1UB_r}%U?}Z#fho*D_h@JR-_q=F%)7M
zB&8X;)6*NI_<><UO~z66_-Q5f&a!O>q!|ayCjCt{dL!`)O($BcR;3KC3C*%3T=u}d
zSqd0oTQhOm`@^r_-DJY@m)dmDqnRWfC=S)jtMZyPdRmADCy;5lPL;Bhf47eX9fT>-
zg09Rn^uN=UzD36z!*o}6xDY;V1}s+tDOmAmv&8kj2|D#xVCpM2+$+zD!gDKY=7y*c
zkh62RmLcf;5|CDl=H<I)9yFN{Tg3+^_f7w5e<*+m)T7C%ZjEO^+hTS6c{$TWR2A&J
zac6D$J^qX|in;52J<i50KZPxYGeB5pZQDm{j7UV6H^owSR@5y;Vba1w*g&r(l&p`T
z+UE+Tug0l~sUT~^ZaKcrRmi9EY2~K0iL*SX=NnG@1pN|Kz=3L7G}UHFoQ|X=W+`Hs
zu1@fNqzFhgLn8ic%KSYQCGkb_!bE;mt=?q~ONI>P1=NIgb1hLctgdn<-ibz%Gx}QX
zwJ%JK?h8O0yy|f9ImI+z+}5lUX3D#2lwDl(t5dgKI=w#O-Fc4f!UOEKh<EbQK?zxZ
z%+CG3PwGB+R))WHef$6&OaB6}UJ)1=0ycVxg{u)tszx$Aor$0Rq8a^JR=x)eT24g`
z>zEl+F;qXev>BRWpor@8G|xMq&8s_FalJT$WA4?|ej|0cgVuQb^DBGcBW1ILqLEZ>
zh+ncq_K7S_Q`hm**Iao)x>R8V^t93BwfZTR`P$%pUlB6VRo<hgeSdQI@5(y*IGn5v
zmU;b_7HFcdZ-QnlPvGg&ZD|pZW=e1)y*Gtao_#i}JUo`?Og80X^~b#6XPW~0s1V{5
z{dyIfXMg!dRl&Cf=8<8f4JqBQ6RZnQ6NQn~iQ}kRt`CmyD_3}kS$6u)kbbR91yVT{
zw$#7-5ssoYGpvdx{ym`qn<Betu%wwzI8FPJY@VSAhZc6vTx7gwVk{-UPQ?iCoLQBj
z-{iP@j@;-(VlRa(Zniq6S~jJP8ZSg?%vY7A<X{kv$j+5IGor7i&I=|W@RV(xPgDsU
z;R;=ra|zB5+-Ic8*ZA-cYbNy^TAo+(ROIXu2j?j*#`S60I(Dtn%0ImO-$>!Tb0GrO
zyQFm1CnPmCghC%}emk$AoaLb_EbH#K$k%YR!p@jVMRrD3OpHm6o|`hSNA1haP;Yi{
z-H4^@pox%J4nQ?Fnx>A-vQJehQLwOMr<`~ndfu@yMZ_(#os3V~5-l#K-?&#%pF*R0
zfA~vI2V_C(==E0iQ8Vq+(F@?=ZF$NT;di}R9>>Bp*3Hlw$|Wq0F3@fpY6(iPn~G8>
zc%GP$c5@CPZuG)1LyQW`>f?Qu7jhCNbtS0TymLr_r2cyUoxtBbH7v%;{Q;N<R-$7?
zke?@*>=)(;ABh?eu82E$OXwYE@Z1p!R1X`tzSzmW-=~0r1P!G~`SPRnBf?4H85pxJ
znx>;EHK^`6jVpqt2=FSW>7lzldcyO|(c3fACdXC}mMom6I2uw$5F+h+?a#X|3x#3n
z-R3Qw=AD_bGX>}#@Ic{fU$KO_&mf|=D<FO3X~YlUkp;8wWY#2Q>y8Bdss?4135V*C
z`XVfCLM$yIh{fn-TrkIu)@ayuvwR*4W!FfeMdvD`G9v-i3=yfRHzn%0h08)!DZL6f
za>7KaKC68&?f_F@UjiVLsF4Q%t$*0;l;*%TaK?6?!)xv|-@W7&Z@12P7;q?=hLJgn
zF@H)=H)6L$3|qtjxt8UQPkockQ2Cv3bBS#(>%2Ae!R>Qd11#t2JS%TQpr!6oR_78|
zJPTW*T`GOkCc0U^q<!KzcOVUDTLNtdIjNuZ^vX0(Fq|EV;V^ZctjvX()~Xs<)P)Ff
zvsG<mm+xBkRI@Ar!HLMhnmQzDJ9u0EQ*&DHD<#zKgy-2!Psb_JP}@ozFOoIB{ChG#
z+4NofXf_BK4Zb)LAd$b~>DRo1B)&LTuKvI%1^{M1S!}jo>j&;usskEidB0J2tdnQ2
zt<2dM!0{^oHHns@Yk@Qrm2GIwb-&pS|Kd5*U7#u=%A-4l_OCD&805SSRYH~4*dr+G
zq~#A>hGF*Vw{ZlKB&cI#NS*h#T6vyG6OB!_;O#rr70CG*&9;io`x~Rr7fhC?$wP|2
zLTo2C^eEwf!L;aSA6}|2C($j`hRoopXttp>)ly>^r(S*iax|r(){FLTGTgK{YUX=V
zzbUST_OiXuM?z9Gz^K_#vsIe4*|;@g2_;Xw74;04=IyV(jjWyhJn<rpVFwVXfb_Z-
zZ)L!V^MGzQZCflh{xp2ArHs9+*)i>hz1D7C-=5Spzj~n5bk1~^MzFxu#iid;R(pFR
zxIcRk1g6I^sL;P-mA*|eChc3B!d&*%z~L;m-ZF1z-5G=n>45Z8%A6Xeq?avuV-{ZL
z5x=7$z<~Y}Ro(vMy-Wbgd(B~+k0zlh0kT63G=g>J2s5h2)t_?;iM)t4#{$kKlNfy$
zjyQ{x>y8%VFJ(05S<3koODxf4W+)6m0xbyy8W8<cO?2+vXr{s`d#Dx1*LjnUMLio$
ztG-;of^L17_Pmp*Z|D8|UFMt%2{K3f{=MkZ)cLlJzlyQsSzCLe7zY(WXE)Yx>n6!F
z@`=OU%pTDYowv88glKopa@DO@>M)c~y-KKIrFOeA&oHu?B{>o;Y<t^-I(}7{^LO^$
zkpjL)CoqZEij(GcTTl#KCy*q0<~lr4AvnH%y%L#kWXx9PgdJ5N;Ba`05|%vX?1~$>
z6G$*>7iitJyBdYZyFQ@`wwOe#DLUutt8WB)pKjrB`H-|Jw7dYmL$q%yn|E7}-Uc)9
zdO6jl@vxh}`-pgU1aT-~S4~ZMIche^@_W4|H(R*RK2*`+;)7OCC{t+%?s46xx8p@$
zlR_=>Dq(r4v+q7WV?hHfoX1%+YQNM@(r4wFk{Jsm#-S7a>}O5eOyiq#G17>m^XpI?
zqt+OQH*;Sc;zpnGQz~P5Qt7iGwQ4H9O@Ow0t}r&Vn0yLnmr57Hn=*Y+?#po?0Wm3^
zFK~1`OdPT&RyZB|?}T2dkY5<gO=8o&`<$!qY_B-9+$4c`V)=tV=THn+n5k{WV+Ez4
zl>$7vegAN3sTa6MEKyhv``he6>FKmPffs^h@Y8-gVa>okuNT+6zA$=KMDH(n=OiYz
zM*QN{ijW_d!?xH4GN+;6>h{Bo?Qv-sby|zXNYbh+8qufmi@u`7USGNAn|)`AFB%7U
zGx5V$P<+pvDa&PGv_n=x_0yF0@0qiw7l-8?b!!NySd;V^5~4ajRvV4YOy7?&SEqe2
z2pj=+a^PS_*O&2FK|*(oleZqLaT%2uoxiJw`Ctc(x~?Fb=V7<a9o(lhs^cYWyk$+*
zs%I_|?^guHkPzKqqP@{Jfr^=cZz`b#?K)i>4wezZEqJ!55|W>K*CRRPWyOt@q;Ogc
z-Dkq+Mluf+N5$JM@<6KGB;k5mZF6?mH5RCv{<IlI^F?qN{Qw;VgK2(Z4eK=!mFcy>
zwGLiYEAz0mwWekIVJJ>*W2>!y$Nv1q8s!DB!1m`uB~g8o`E-{w@eAlV*k9n~f2{!X
zu^;mGEZ;shD=X7{KYbp^S8`^2Y;#rLI1NB;Kh6Q`CXtr$h5?St`O9+T)xofE7^#TY
z)m`0>7V;uTpBHk8=s>!p$)C6UGxhw7-b_IAMItSWP|e6Oeuvj5>J>9ZdPAaFF_o6?
zdMILQ1D8+4NQI*)F{y)`m>-SlmTcC-xY?$zhtbDNSziVE1@y(iz+BkR$m3ubB#5&X
zHPC*iVXXtxe|jpO3)lWBpv+Jh5#)5e)#4TKU|FBc3bzqT!&GF)ebawa>PJ`4k@!uy
zWy6TB&}<=+%hfbuE?OMpcVYsibWi)Ii;R6aSM8IT2CSH}ks*08WP$CqY^*bshq}kY
zi4qgWNaK9UZivo;50@*oG$6iZR6O6>WT?I!Z`G>OGFc@_Qky{L%I&4nb?uV|(|7KO
zK$PM&uAC}PCuk8b^?(y~Ad|JVRmEA`D1x!Q(~<qx^uW!9(o?AD{6ko>h>Fb83<T3E
zK}hYDh@`Q1gk=^ke(EN)b8sBS_X7B%x>WU}n@~~TwjPiOdIutThj+YrrR{MIhRKWd
zQhZPNoE}HD8m6<@2By(Tdpvq0+{9@~ApLQQ>!MVsk8sZ`oAoB|3j@8WD(}uZG{1~m
z4deuTaQT?kIKA!YsN-5{%A(;iNUMP_{Qk3PS@<P)D^@Su$A-qsGl6^NWA!EB?O}w&
zh77vX_J?XWh6*YTih4rRn%K0|T^ab~Lx(5FI(OAGc8eLhG4L|5`@)O_Zy=WExIp+8
z&4N0Pl9d)dlAT+iANCQ9m?|xz9Sn8X5$Pb();TG5r2D+0u|56@@dunEDj}erS=Z4X
zW_bvHs;;t#r|qcfZ*&4CTlMg&pSvAzV(S{U3<%>KbL|f7r|!NjiPGzRT|5SXybza$
zoNLYc3F0PQ<GcMRAB%7`>^Krpy1*-8_!NP3I<<H1w$RPc!k?mkMkVhhGkFCx^CL57
z0M@E>PRJ5qFEB?v>uvZ9w0Mha$*c%e`)LFk6vrr^CnD{4D|Y4UuJ<E@_~BKg+``S3
zh<4yNdF0D`%}$|nLMsrv8azZx#f=MMR|8}9N$OmAhX-BlM)r4MDGudM?MkI@7mf8v
zLwlT{Zi<MSkdidx!?@g&$CRS?1aVOkIIyqFLH%71ahGr#-@o(sxV#A@LoIBwF#Kxn
ztYC#iwewgQSf|`jIm3#>?~I<BUU%pw+MP&;E$-sc&)WiY)X!a1&%U?G?9VK8Y{4x?
zDcW5lJjb7zqS4Ii<eAs^I=?Zf?yWwx;d+?2MG*0}L{RBD292j{B>(0pLxE{N=WDVM
zf4}Q{33p_AOF*nDHti_Mu7+{C)*q#Hu_sE@*}p}TZ~^qYesUX4dME0T!#I!wh0D1v
z@6J-s`9W>1GhWG~;|V3J?515!4u+@%5lEN2f+b!XCW^Wybm{9A>IO<9H*xOhMnXM2
zJysZU#{s(0sGBj%8r$ezi4UC09W;}EKKf!~5S!8Z6}^-_3T8E$Yj*Vg680xSJ$THG
z2bIVoPn>Zsr&%2KZ%ClqORD@qI7ZNvEV8<YQm$F9bFYJx<?1rpHo?p|+lq}5p1aCi
z+a8c}kmr+;0sUkNy`9UkR?@eiHppo-#!KiR%G)LLsHS+rkJ2%KWf_k0;!9E4z-Glz
zW{VK;)&;9LvDhB&M^_s0O8vOUBI)bQ%aD785BF?QyA>4RHPywBJ>`rNOKuE&ahkFW
z2if`T&k}~u>cI=PK;}<$Q#gF`g9S_C!-zK2AA)<Xtj8gfK{y|n^ry0Tk<d;wnLcrH
zl%^~qFm@|Ql34e-E8`@d!Sc*-VhyM#?@G!0+9}OtW29q_k1&FEmh_uyrX9@=f4Rrf
zpV{}yGT1E`-jptRb~Jil94|bXYe>yzwtg-BEW=H3J^gW*Fpd(N7bQ<m%XCU)PYk<+
zYM_@J)Nd3znKob}THw|Wy%8q_8Hg`zyChRPFOLzko6ZM!Q-)ISDpf<pje>Hju%N!T
zS7r>;q)%3Rw<0=pcVIr2dk#_`o0Nq6lzP?=1+;50pfuz>qgLdx_i3~uXg$iIso@kV
z>gn7J(Vc=GHSOFiQO4^iI4_Uq*f@iGq!#(j6;9T_sd1V8Nk2^%MLmmKUwNRjBVTZ{
zg~q*b&qV3Fj^M9x%n2OJmLY!X5>IOEz!-+rRzd7v`O&aN%Xce=Ck))+UEJz<qDklF
zug>A*(OA<Xx-uRe_AdZHxzOoUxRm+5vI!|`4m@*1vj5{)5FDm~8A>FSg#D?wV-eix
z4pU!orXwa(9SF!oUydh+H6|yj3Eq0DNMFI9wi=f)N06H-3)@cI)9bB??3k0D%eK-6
zq`Ifq`7c(7g<P%Gb)&aL?8_yXGE`ALnzh9i$h9z1lA=hQSYCr4)SYD-oy%*e%Jv`8
zkS1{VW$LGxYHp?Jg6m-^YWzJfo_8RQXr^hf)%?Llf!G^b0SId#H}%L5MWjd6?r-U(
zt1$p`(D_I$mP(1IJW!4mF026h!pV%Q4X55j8|A$&(I3)%siDmj<v)&tx!%o%K90!~
ze?FE&M3^U8;2C^dzjC!mkvz7?>TwDgrSwC5^UBNcc9nI+ew&Qh+q`;?MNV|-onJ#L
z=BSQ1!@C-hjx+3j9W$)vlcBi$@(B853gIYg`H%v#`s-5nl7v~3-_WTjbz?X|6;euQ
z3F4Upe2?FhS=dy-djUsVU-(*F%eLb8xx<o%4%0E~8fukI1UdFuou5&M6+ehpeNJB}
z_upxN4Ys{gl$u+=nz27s9!fl`r*Yx`Tr>SBZ_LyKl~S4O$ywHpO2zf`bGYvU{E#82
zAg4J4<ItDNk1BFUe_=KQRdW<8$XZ!h;taoi5mWu6WqE*c-1urPW9YW!r{!G2%TX_C
zq{mSBpqTLMYu&<KO$YTXFAKx_#q*G1+=koWi(eQj?^`|D7ZFhrdA?sAs!8W%&R8k^
zm_IGki5b4{@c?iqZ~Xk3*W#2epVm*LkBwPDTwm2-h)AI4N|A03kmOyRkF!ciO>Z2d
zVVNwB_?*7ybRQS)4iwKejg}I0<mRQ(5IxVIMbmsEzSlhL$x1AMDe#~)RG@D%b!Oi;
zJVZ!sQ#){09_=WM6u>cn5AB#?sF><)MxsyfvzZsHGG!D=%@b5cfFI&S`MnF4U503a
z5fxmc7=F&E_#N6-Q54*imW(6h=6Gnb^MGmxY}m>wwA7#?J`Up?ba-ja7B?8ep#1#E
zE4YujyY*A?e0Fayv=-++fW!K^)hYSwY<-y-{fUO{Ge?MBL93(_Mf@IN#I@<%6n7a5
zvqsZ>*DdRisTO)uyg~BasqC3E>+xKvBsSR|70hZWm#10c#2QujgcvMn4!tdasldpv
zJPkudk2S)~CsZ$}7C~HZ(BIB|s~Lw@H0H_xb^c=t`f^_mI-)0yGMa{17kF*G`U`55
zO)Csd)tzPD(qVJlejK)%7I8E$vs$0I1>su6P`wB8?;qkW?*#^L9XnnCKFWpJI0;VQ
zS4J-*Zo(dq+T+G)6jr~EH7NQP3q%FVx`k>FfHhbDR2ZbjJ4ushHi?}Xy<VlAPlqb)
zwQ3JtwVtH}MIg<p6?!FiLpX8FbX_IOeb7vEqN@jPU$PLr5}uzth2G|eIBRm#6bobg
znnU5%T-!oD_V)Ih{Bfo(xG~0=2jwu{3#<&v0sf=TpJ(Ru`tIoCgo|Zr3(psUkW-C)
z(|gT7$b8^Y+)j2A#t<*<s58TqlCbqteWdcx{D|x8Q2QfoM+M)9&J!o~uWgF9s>U1s
zmMG#x@D*({&#qG?2}4K+LZK)sIw6tjskwL!v<DEid*L_ZUY|0N)yPr_bd&>SW2H-p
zd7y|Q_P>4{uUF=4DqV&uH`mnYbVm?mg3<JSdxTP04g^k1efbcvR&K*_#A|MA<vWf;
z0TF<tIdd|1EM+WZ9g<O4T)@qZ%7KS7Wy4hL6g5@+0x%rJ?{Fr~e8xR;rY?}$UdoO+
zxy)DVdNMC&Vz3e0+nunau-n6g`qeAS9#ED~oP-g{I8g4*+HAWIc_(LBPZBJ;D>De%
zoBvK*cH)6mENJB;n&^z8SZ9u!LuycF<)XIyjOyv|6D4@r6ujY2r<1Y>e#`*l30gTa
zGF`iPayNXYeF-`9`PAh$*L@LXL|;%i@&==$l(SsBH##q_GW;V{*gU>KNppX&-n1@v
zr4hd)v}<_F7F7kAo*2FB@l=fybq^3o>Z^8lJx*TSouo~Q=cbJPJ!UYTbFe%|Y;vd3
zu<J3smQxK$c)&6}jcmC{nFzA8>|%3YTtx*3tg2GPrt}(u?O@F1`ms-FVA&j~okTgG
zf{eqMy<yE-kR#ss#Ns@tR1AkRO08iwPqom*;Q${<(bVf_Av&&0PnjOJW$0k`AfbRV
zQ?LrmYCm(N?MBY~RDZ*NAnU2fKc+ThtoCWl_~ACMSg@w1)dk+D-iD0q{@8?bjnHC*
zg@iypeXk(NGx6=7&>k5ZMIx}gvu)e)1pui&Xk)0@hGy3yE0L$W`Mol>u69afKQ!P}
z!wGj#zp`FFfWZy45{{rxn0To}5YSK{--_ceA#N7VwcZ)8ZOY7LZD%KGpFF3HteyiS
z7AJO%IRRZK*t5-&ZrONDxxG}k+mtrN*~CL<y!YND&WDo+*mz)$Yl3U{nXRY3>N|m-
zNw2HnNM(vEPm{N20Uog6&L(CvjIwI*Hy$TnJ5jOtM*~ybt8sKv;~p%sV8qYh(e7g_
zQmgr}hX(C_FV?_!KnwphbTM4ZI~I9^$HhZUD1e2B*SIKnO*71KV>BbFX4H1B=U)2x
z_v=vjo&0PtoSF*HDD~7w`JN(KfcKkza%D)b5O&F%$ca|UQ4AxW;AC~FDI;%uF;iw4
z3<z|1frTP9mqL7#H=hNy+!U4B!ntQmp2DQs9TdM*b{5e>dRZ=?9@o79;+S%$mvMLN
z`I}z=Ly7nZw2i!6^Sb8`<l?MY`d3^PhZz^;x+KX$T{^}^m<ujsxa@6+Lo$<7c}!_1
z_P<cOZ<D_1Azx*TWnX5kaNZQNGima!{8j~!>E5G@1;~euj<cMw(<IYaLsG&-E^CB7
zHuWm4Eeo#7s=d{LE7Aiou%`H95hx&1LT#_-*|B$z&3tS)!rmq<Dht!HTpIT0r#|QB
z>aK|#-O7c9mP5aP0o>GRUKvZtS2@}dw}M7p#9(ZA1Mg;y^t}p6ViLFYeSWH0yY8)x
z6LA_-P)ry#^S&Q{!vES&9;=dH*gznFXD>t70^Yfl00n1b6DcpyE5<Xd7W?<m_%f<*
zp&!c+TX9d}^oWfYta~&uq7R&cNa=FSY>!ai%qga_XO^uB$*K_7`>8lAtKz<|ZWXwl
z4z+(Ik7SWGWRh%xgv86S^EB6&YIG@38Xw^TW~}wQZd%II?HakWSxyWd(9}+!LH8#x
zy^~cRPl#Jla8}`ZLpmlS%@S<iHIrf5K}bg<d%4#<Q_GR+NW-445fx7Tu?AC9KTp*(
zq_JZh<8CXdgZr~L3I)gwra*V|;70{O)7QQ!S5LGFb2MnPAK44{$YG>^1EE|g67S-s
z{2lMGw=;lIX|^X%Uv%jEezLq(U_P~Pt+zoP-RMfB`XITBGI`A8TeC5&z6Ob<q+m@<
z*;t5UP37w$Z;j8Qcui;0>T}ix(OZ(ivS8T_6_qX(GstVsQf_gr!kqzUTI6Vxl|WKd
zp*?*%h3#AH4VziPb57T!p-YUHd|eos=yI$&xSGZ?o6WXmsCZo*=IVEuPAzV^QZKC-
zy%Mlhp!h}NQxFfj3~mT~{$!NoPRztqC2ph{X}GkOWb5&%DiwN;ajHrvwGD3(3oPOG
zDP4VjnQ2@);SXSADL0+8qsEsc8+v_g8?PW>-ufclYG@S4fFVipg_^So?qg&+mMfuh
zvHF2ANq%i3>gvh(kQ?aml#bM;p?|rs9Cd%up_+I=g)oShrgf^Kd+7~UT6V1dPk3#l
z9#yL?irrB}3gQ|cp!%uoTnTec%c<tPZqHA<AHg(MIM^hZ>+5|b8+44=k6C(nUd`rV
z??!~sFh%jrE9SrEoFk_zg+@?%ZRaN=v=wmZ1x2(TN?+=6bpBN9EEm5|bSzR{@xpR5
zH9?CT?t8}^Q0}arnl}+j0Bzx!FMxtm&actTZ|(80Ra2<UJ1lAEg6Sm_PlX@X0@|Is
z5N%>D$zx_o@#dN5j+(_jFq4MScH$^z?t-JG@ud4zAd%;6qAZIMMr+rAieX*GHYXy~
zxq~~|80aL3nG76CNKeX)50iHh+YeyzY#GsFY;?qovuC`l=3q^xUt!y@Sv4h<6bV}i
z7<&3dOiGfGfmw&SG*+5)Po^26uemMNpfb`bcq+H3C626XM3l9WY~5I<Uo%Y~QX(*V
zMN#2aU)>yy+S+Re-k~vURP^OATMXE_2MKOWh14`kaD9;H9Xzt5RxuCzLC3}&24cz$
zbu8jr%02zqJUy{zu24?KYnwJRi5D&56SSm>-rp(}dWl-aeC346B}ha$ru^+&U>Prz
z(;AzSQRSL#1T*+yVeffzy+A^jdEpCq@%PdUqO(8NpQ0Ok+40qSmCH$=riFFF5-rX8
zE-dWWVkZPd?qxcGQ5hur{g^_k0g`nQ)+6$b%kr#QO1nm`oKrgu&6gDXKX^7pwfoBI
z)Amq4F7L&)T_Jm`6a;H7jft$t2tfT-Deyb_a=2IdbFkcLH9SaUui!fmGkz+c1Bjha
z{Y1}~GPQm(YAWds+&26V_}Jg}Ux13n3$+a#1hF?QIC!9}UQQ(fH{5EAFh(a?i70FM
z47X7^CBNiK#s>2E>}r;*cGA$~`Gy}HW9G@hibQ^+reE$LkrbVLI+-)EJ}Xgoyc0ok
z1qP>EqW3^6#aL6V<W%04KT!}Fv-WxjT<&TZTYca_QsmTB+8pZZXHPNTqahH@V^tBw
z*_h$_`XgZ0W;tL@SZs>NvMyjnrFJcV6*I^f-OoFRU{(Vyn#-X?);5l>4%f9JtSFtA
z#u8C^xD6|Kxn~Y>2Pq<wA5o<sNP+DFdT)<71my`z*$ese;T8hZNt!5Rnc!A11$e1E
z`Tm_ZB=|GMx_%sWAzW<xUo}%PL!pqNDsD+NSNwSrq@D$PhcZ3&iw>vo;wLoY9zrGe
zc0VLjV`iMn7kBuLBIBP4Zg!tP#&hiH*=S_+HSIUmvH+P1;xZs$_U(P1Syx<u-6e(=
z)nm-ump!-T)}6Q7*6r+Qh{X=Dd2XSUs4&om^nKUcGY+=J5Izdq(=6U{GTcfFOPdj9
zA<it99gg|d5LF<jH-gtiB+`!nlaTmc&2T<Xss$XCeX)l229v!oRn!%Sa)PVRt>^Vw
zx1+qv0~C9LORbz7N7UR4Xzs=;a)S81<kF$|6pCLzLnSN8Z5Ls-J3Eya;|0l}K>28S
z={nFl7SwROYa%kZzAb;~`@}5cZi*=bBVtB$N<x+G{R7Rou@Bjt%`ld6sZqh~<bY0Q
zjd`tDl1~Y_ZW%w^m?myP!r6{%9tiHkxUD;-B2vU&>if!MG2Dtcykg}I9T&B3adUeL
zPRP*eD+%t{4X8r5gKhR1jO}ScyF%$dW<Mm+YhBu5L+mwN<qCaL=t>r{o2Z>AJTMJ3
zvoV8B@+M?ukkarQg+euB@(&3w01eJq<xHIjiHWAJJ9^THoQZ9FvFSm{BlWK}BBTtm
zj#}Fe25WfJ#M`xS>6C^Y!{Ocq#>UCE?WO)&H*4uJws?E#b1G*B%<dbt$kN>t9|@dr
zQ>HOm0%(B;veD=xhmW2|Ip7Ld9-QMyN<7al>iZ3JPlZtX)gZEQZ~Dt#*)AH#lx9T>
z%PMKG?9P}rFZG-YzS{>%0)RL7-Oivm+>{LoA0~{L-D)jvLX^r>VBB8wHn9bx!Ty=G
z%0#?z=LLXiv}hA-E|=H|UAvv>S$4PAEX{Uk+|bD*Ru|)_V|9%a2PFHZV^$DYuBm=6
z8z~<I^+b)n>-+&^*8P*NKn)*b+w|~MO;MBy(wpO^JX-m;inj9zEZ<h;&rU|JtbW#I
z=_@?tPxy#?SHBRwISYqIlyt)L3$EZ$i|&&%@D%yhV<`uJ&lZ82X6|I@(%;QC5NN4T
zJm0H#qjrabg|wd#5|;0c(NH{e1mPKI8*-%*)~1hYX(P`(S%gx?#<g%?HOoKs7V1hl
zE*CGpu+Er77W@#dFO~QrGWE%&HTsc=r36sHEs`chuxZe2VeVt^bQMu}okZ8lik9d*
zLf1gdw<Yg?RZY7X3$iCB3trw<2v<+%_+TmvKrUrX(JIVMu_$-GshfERtxLWP&f)hh
z){erEXfvSZl^kO)E4ri)kCK&V(Z=ry5%*cU=r1U&Q+HnS@285<vc&gU$Kftllz(e*
zu6iq3xko8%NdkFkm(<rphjL0#Brf=Imqs_e-nrV*TUf#9^9B}HNKBT~muZrm(Hts&
zqd0t9cK7i}Nx+H@I2O8{&IK}~>{n$TROZQF#~D%Z7+8FwDV#3&Et9T1PBTzW*xe9d
ziRKuIW%Aasyr7#sN}H}DFrV3PsYdH0OslG@s9Js~bXsGq8{ONbXinc}8S?`-ciUuo
z+_HW69B~{OcYp}vs5^l_c1ZVwg?_erPkS`zGUB6=3hirqp1V$GF(<Hpjv##YrOFbk
zHy`nk19^OPZEZA=oqXTQGfz`|$Tsgb5<QTl_ambN<xn81KMTab5F}ev!SB7Rc|8&_
z{j{w$<H2d<y5Pli(c>?lC%~bm>9yVW9kJrmT4C(YR(|6L)fq;+E^pfG4aKBekWl(e
z_fIiBoRq0Z*<%sYKuZR4lqkvMU{7i(xi?rH`8X+cNOO@oa*%VP*99@Hranc(;kDl7
zE3B$v)pdBo0i&pn`5!&pXX4SY>xP}=-Yz|TizA@6WFt?|Y*5BK@!Ay?5V?py`fN}0
zPF8TLMHcXLwb1(c;JI!nMY2>^;IX6>{Dt|?zn)F{cCnvKX|z8l4JSsfe}(10oJm#o
zcgX?Jn%;p9b0$v7<HZp@>fiG1rLTRc?i|ANG%*2k+>^sIywN|D8|0>?zrzMxeJ#GT
zmW6y$<5wTJunen<2wcqyC1Hjhp9`jg#VXoiXGVAAc>$~pvc?p&d|3*+I4Y@<-4MMg
zY53yl`yl(10A*Jav*A&3vYa!jdhG?k{sK^M9IFjI<ywd|h^oYC8qagQFn_O7S!(v^
zqY3`v94JW-a9!*SvtGD*^QIO^R~z2MT1d`MGP7=}xYmfh8{u`fv!imBK{C`h$Z|sv
zdVsX`FoRMgoXQNLOyT<_w6ff7cQDd-p_kag!MbP}FKn?G=oZ9?Ld!nXv7^F5{%)m_
zwalCp#osdDTUJq4LCmoXM<)TgDslaHe$kzi8p}Lr>54l<$1BV<#Za1Kz;9RKEo2?H
zQZ<&k0Z<-M9A|*!rc^V%H#faN4K+fSmM`wZNS5vH{;|~5_nPJ91lU-dvbUDs^e{#E
z;wF()z&rd#9t~fhQNL8B+KG~vz&7cyi;ecXwUEWOTml}8!c3jR0sT|8;y9~m=^z9T
z-X>T;+V)NP=Q)m0fu=z`y%ueh&%+zRdWm*wSN9+g3d&+N;pz=%F)`ktOMTp1Y(j~?
z3*Pyd?7><@cBnEp1Q)A;ryc$@<GYBi`uR43#(Ez{V$Gsod88*w>I!_?vjt2|+X(5<
z%GI(=o4_`K67?TQ)~<9-yOW^l(lVpU$gi3`pD9ML=36E1B)w2i_}<q^x>Lq(*hWh`
zktkHwN9?6Bhr3n~PS<_4)~t7>OXrpp8=I^(NX{wZ-L2yODam-!RV6pCSTw#madZDe
zJdZ|aB~S3FN}qypq)ZE)?q-0KpS_h2-)aj6I;7yT#D-WIEOC46kcP}yTfTfVA9v8k
z$Sp}K(BhS$_LS^pt0HC`DebRh<td$%;ZBdhf212`cvIS2dRV-PyT|aYZUd-A($+|(
z;H1P`BPV1}8<9k>!Sa-pQ3vFU!HRdLsmGB|S(uM_l${!3w_WdRgbiQ~GqrbwyV7Zi
zWxA#|TdUZToS%L_t`VfUG=jXC5crwb)SXvkFI6gyTONHWXl3gQVVYZn|0L=3mvWbm
zjtaE#1#8jx-5d_;g(D>Q@jyE8BXxC==LVV)dC2dhc-A%z#sPX|;K{7Q){)rg9d#G~
z;;~9t4hJ^mWnuD=&LTWN^<uB)-kuXxe51~CYJ*JOsyRqw^DLcvi{u3mp1iF!brK5k
z0L&b;Y9M$wO`K%MmM_{itrTpG3jY~{@k2GUpF(X^Dj+J9fTKK*hu26Sa(JJhHn3ZT
z^fK@&AC~%Z!$I&GbDxjgm83nkk_bJH^^Bss-gOhnh7f}V`?R*jy%7sS+x#0VlTgUa
z6}Ht|$Ngh1zfE^}THSU38`galR2-`*enqWd#DJ+;eMAAsR3Nj&z5)K^<f`_<VyHEq
z3g&tcZ3cBUN}i6HLWr*rC*-l_W4sA=6#ubu=HhHfV}YJhs51A0kjJ3fd;jeJ1^hq*
zzkF^cw_#S54;3RaE?fw*comfDe){sY&|h1A?2K_-{PDbb*w~>UWNUHczX#<#sqXuj
zNWX`@Wz8<xF(Ld#J{yCuuIz!*s>Vs1G28}-jPr`xv$ziuHhqn8qH>&r#cydh0piAc
z)XF_dQoe_x>DMbQu--CPgT-1CTJO)08HcH??Ewstx4mo0r!ZZ^89vplb%})TnVT)l
z?AVBi*LOvtBRQ5b#F4+8)sL}Gx!MQiP5Uj_kqI9tU`<*?JDrcj70c;NcmT<t$7OR-
ztOzr-G54<f#FjAMJ*vu^vAZ9d{{V$&f5JOv$`6)uJ?e=}<r$IKVPhEfsO}JmS%F>#
zc&@Z~ZpVI1XY;1s=oX)5kf<PqC-kKypyJifo;*)8%c-%GitW4?9^D~dv92e@F*%&w
z0ho)GABA_G5Fq$^+>SF`t!Q>b;yPH|DsE#{?sZ7vLUGcfx{x3Mo}H^2?)D57X%?z4
zLYXUgnMB)4@#|VJYZ1(#gIsONf=0?px%ABzv$S%A-A>?|Jq9cFYz)#*euz14D+bg^
z%eZE;wL7_#l`KHb1z8;h--#l%`>&St6>CcIVV%O2=DhV;9#OcKV_hzu$qZ`3-M*j-
zmNjG2A-!2sIKd;Oaz7B6&Yc6VW~-WZsFLkf$EVV(d_YJ40EBDIUZ~lu$JEd8?xY^q
zYd6jS#%pqUVRj7o4T|$$3|-B2dLoG!usQaxNLy3otGZ<4y=zGrR(cft*pRz<A&+dD
ztk)MVMkLy}=)EgKTUT-Nr~~O${>N~?bPvk6vg&g?viF6Ir^J?9`floKe-R>|72j_-
z3`Rd8P4LyV%6N{=<QP!Z)8A<}*LuywvL;)1C-4<Whq=iqhB3rwdU9#6Dy(i$N4uyP
zuCVxW%<>Tabg_7T#v_p)Pobb2xxrk;d39weSop!l1$joh4bR#i%>-cMn)--Xz_IKI
z0QMF0@5R_fmx%-rf)+#%w0iO@DMwqHMd@PKfMP?YyMg?8&2|rU1+tSQfMd0C9vGGl
zBT0(Z?qMCt!!%g=zHUb!O1*O;$i#UQ75@Nh0<v+`>V&khv;DhbPCVrY>rWblG7pkP
zKSNv%{ge*Gs?4XaT-JI?acL$ZoyZ-CrlK6yXQdm}=bk8A)b4RyO{T8WFjrxohnl~4
zcu*@Vao(vR^CPWYMl|Pe%|H8o+A;x<X1wC#S7{3>Imzrfs!Ep=Nu0~q(w&2y9?fO0
zS={`-YSyCw@RElht$7}l78w_N%bfBy*P!Va@j#iCr4eJD$Z#t;M5NKdYf9^@Ty6PY
zH{1`cdX9%MxY8}|o2y5MuP5=d&f3%6>8<Bm9B+8RA%3;!z7d<x@Uj8P*^yYaX)BQ}
zR)Sr(n=t_Awrab}95CWI)t|dJYPPnr1}7K<cc^8ukmmq?RoJ%F<lAC{O?2$pmA2=A
zE3f!}zxz(_fBf?t{x!`TJCHD-epS=>3JK!XE{vl9#xeQTq={!d(ILOOS2@JYe=}2t
zi2wpL>D1Rz{fB2I)Xrn&nD?b`4p|ZR4nDNlk;t(^F^KB3g#fSs05Wl1r~D%}ByflG
zs+y;V;EPARXvfa5u^(JhdLUY}#e7Gt8-VdbPSX20?@-wobgLc2hMbI_YOAH#J>|<v
z=MlzpliH!aae1iylGGi!`J39fuXDXbmdYEAUh$+k*`7(Rh(&E-9t#YLNE!_`z(SY}
zkC@gS&D;h<zFhlepD5c)a@Ez_Ts8*_*a~baLCF<TIbm`(I6l>(0Nuc+U`=!$Gn%;r
zEMsxTY6iD;8OIe?c?$4ODOfIacDj;80ApMB8il-$4)80?MdArCW*PQ1zoW?;vf<Ar
zrciddahy{<*Fh0oY0jXA4gM8@bzn5RnG~oIm)r^T!Kr)`E5|Fs&6O*VD{sX%zHXTE
zs^ycD^rqp>0~a?6w(fG8ea7-L*p)x$=~VS7#8SE_EuLykBj%b<Oz?jUR*s=>wZmW?
z%f}ToChuX_hL<_1ZalSBiX~R=$CFh=mrsq-vsLM=r7w^N<x!hUtbCw;Ro0R@4yVIG
zkAk&e*v{tv0MJEqHnBzJDPxj2=DP0*+qm$?p%mlq%t87PwD>$fWXYc|878zK=1aw}
zfRT*%BCvcy?<Kmddrmq9?_P@D8nQi5{&h<C!*+`nQ8`|jsg!goGPAk!map<$GQZx<
zKf$nlx5Sa483+p+z2o~uvDIXC7|AR6)z5_%VoSU0rW~q;2D5rZ*?eg9c=pD*Bn2L|
zUVUoP-0=I4wO7>630>q5O64zZEuwNAz&~2a8`$Ze#P+1^T$&SAiebU7A+Icn;zb6m
zTV5bxwXzSTXcs#*x&-y7o3snb=~$4vI)XEbl2FA785K7fa$gWdX4|p2j@548$L`ny
z008M+Mdie5=W*#&*HVcaf^qbu2fKK8#MWAx`En5)r?IZA!nYRkTgW#@DitHt8u{N&
z)uUNbNaVw>rxoo!5!TmGw2T+r<JP6<$ec8};jzSgG2@%vBIQVlq-0$8Ryk8zo(d+<
z#FsEIJ2?Ozn68WCe}}PiW3F1RBqL;`cgG;sXN9zT>yIy0COy4M=aMnk^{SHUL|xI)
zxB^d_F^tqV7cvs-09Z#Kcbd>^cVW{x^{TC9Fl?w9`c|nfrV?+VOtrz>OBVXqvuN4=
z!?4d^vq%2`po;PtEiTHO0n;2;uV~<|iD0eNTgDIl@+(9`E*jvqj}*tJc$)gsSc`1g
zf;|c;uJqTC_^t@%@zwZq*UJQd+cc#%($I9$Z&PIW;@lj0E!Wn(x+|eDl0YyXM{oRi
z*H(0B81T*c*BxmXNJ@@@*nXyzZ`5;3p!r*W6&yc)oJU$B`}IVVoa2gxmHjGi^bk)<
z0H{Oeji#qDwtCWebihOvIA4~UtBRJ86<ul~tyZ0LO!B?yffB3w)X1y{CY59NsQ|?w
zBb;S3Q6az;Jil_G1Cc-$R~Y;&U&5geitV@K9#i%DRwfThEg_y=V%=ez%WbdDaoUu&
z8r>envfLlx=Cw3Xi!A#wf}G;Kl3RUSa9Hkv1O2{DcHa&ny@+Ze_Cn;U?dLe_nuu;|
zHKAS)7{vok3&O>tkfAyBIH^yLZO2$%xiz$keMayxKkHca_cbr}EF|Z9esr%O<%!fU
zk8Ihtm?a0+v3zghTWjwR1c^u@Ku&)erTvR+hwmTGxxW^ug3Th2I43;R%57-MjX1qg
z&J*Wo%)>Zr=l=Tt01CeoXG?-5LP~?v)~H*ZnlJ~ZN9$d0hjfu8q%%0qMnz<e(Z)-s
zUtKX9#6!`#)@1%4zKzK@Jbi1{FSH0Q6z=(3u^d-Fap8mq{dBB7&1o4hl{C%;bm`LR
zKy+n2d9K^TmIYXb$rUs@1QD>p<d0h4)9n@~01Qy%5siqitnqHx9jncCD{1_~7r8mj
zdiBJ6qaY60u2T0)Ln+>)lf@U*ZZ|jqrd_)aDE_svYolrbK@u+<;PtMCFAs)qk(hlA
zZ)tuTM36L+GZE@(%2!0Hb{V7FJeo|<Or$#@AEhRYM7m2x;Ik<pkLO)^)8j}ofF3cC
zTz!x>my^ag8;x_x8f<kw6}Y#!gUXW%@tk1SP|0k++^;aw-~A=y-c+9Au1#lr+@;$N
zdKRr9-Hay{bI>;1w`8Od!RVFeg2Pf?TK6CDDuzfkb}UlkkN4|KvUELdonY{t+=@6r
z&BxZcYkwO-_H-=^=N+o{hL;KO((!KJbicgG&UmgG%EB3~`D4MyTGCDFV>re-wss%z
zom#J0T+=7<&9v6CM7Gir>Q_FQu54(Kk}&Q0(w!S`5w?FCmgUrGM)y27#Bja7xo`^{
z?<5-9)8jg(o+80{2-^7V?_CdxJS5U;?9#99rA@*87*u`%u=_rxc?6keMZnD`Ee$=M
zx9G|~7?<o&Ug@tU$BtaCdxKeetP@Q<rI_SrY4xsy#Tqi{y2N^zR`MU^mv3X()jdYq
z8>j@<(+uM{2RWp-xo$UBIOxRYTuK>N9My<=ki+Hosop8M4VtYaY=DwT09LoTk1r}B
z7H@Z{2yCM+@BAxMYFa(!pE51vEfGGWt$Gi_y%k=0H5nrXiQ69G&{t3KBg6jy+Il-Y
z2n_JymjkHoDtU`kuM@<)q7TY4Kb1G^*9_z!BpRM1EDDlU*Mbd9u*we%aa5g*`B{5R
zd8}DXgl#=nt#m@tKM~y6SjQ2>j$O0aR2=?!u4>-f%#}koB=9<uUdiBp47H7`>KAeB
zo>dDRXZRD}-1V&H?WwdAYR8T0HWJ?WnA*n}Rzf2R2S7Nlq_iz2+Aj{+K{n9w#exa%
zUSp<c(YKFpr^ZT3#YJ@Y%XM|AO(Yi$8e|0k@qxu<896-%QVJ2&?0k!OM&FQ%Zp(J(
z30w@;x{)9)+kP!keUDO$C9g7lH`bSCNh=<P5&_w2ZFc>1&k0!FZOWrZ!1UT{%bwp_
zaglT1JU>eByheolG}Dq(^AQ$#>UNsAHbm08As#ok03RXx4)nk9o!XADIj&L-HVL3s
zB;=09q+JdY-+2CXlaSnFbFCgXu_==jg0VbVuW9<Xhv&5|hI|yr=tWREJWIy&`PNRk
zr2%LAvPlM%r6h`kBIJ?D_<GaL)^pi1Ypc}Yog&OJvl2U2cZMup(^<KR`N9IE_sw@n
z3c3M+Yd5L9V`O;7tzoRn<b`A%fIQZGT6U}(5-G>2HSBl#ELR6SgY8-0@Qr1;W+U9y
zr)6SXF79y}O_l4MN`zyfJ?qhQeJD!++??X4ve6>9QH9B^yEPED)dG&CTSJNQCZ5)+
zcCT9Vok=eqUn(?hpmIffwzXuJap9J^E1wEQGZMK6+KX9(S4Wabrro*9#Kim3CY^n5
z`;1MuxUW}(!n20Lz6a8@qwttj-6L)|^rqxyso3#(7{&-7_3v7mOxRWDA2n`x`@`R1
zv|G4S3ay5~?Od*w`G+L>QhK6RjP}n51eZI{KpMMzKo=h;O7d+M;!m*=6BTAqG7V{^
zmZ>iy=#Q&ZMY5!p=b{w1J(8I+LF7IH=V`A#Yh6ktBwlWAnBP&wZLABJOWb7x4a0wI
z^IAo_kt<mA{{R^4OQYUtjObZq^9Bc~*ngI58~zh}anF+9ojc-kE6b#A?dG4=1#-hl
zf<*^&esxW|=w}$NT~43=6T4ym04yBUEmy~j7M&|aZrh3wGwWE(p+v`qIr`NtYf18L
zP=+LK8L5{$MZrN!Q;5{=CDtsZV+O#DkO1R~?Yt!!O$OOQ^S3yxmRKz9&gA{cC-SbB
zK#fyQgKym{k@T!1*zA(Cx-qrMuViMowT-twRz0hmx$xGa&@-FVEz|`)E7PR5j!c38
z2d!sacw#G|x+z{Vf4X?BBcYs?&o502RaVQ)m;;ZSsjZzh!tLHaH43mi_pYih1cj4y
zlgP?FO>IG@!EB;9)L?Zraui~bE|I4zLIaM~%Xphfn9jx}J3+5N(qr8F2THZ6=)0Aj
zR30i(S|jKAbd5sie%VB4JOJ4I>qkQH&a7OCuUR<xNOQrjM!3)|r#!>~&p6=It^6|#
zYzTP(^xZ|+aw4XUp<miuBTGDYBfBpL@vYAnX;Nx_7<)8rl0E=6YSIO@V2RJUtu0##
zqfa+e8suWKmC8$0aDEvYc9&-@jl3$-LNe14$!`4DZKk{zHoKp1UiHCQ+D#S1JYZ~<
z_Z<3HL2+Rzv1Yeoj5=YeVC1aB5y;)5bdD{7zzIw-+x7`wde$1N5>3$`R;EdBsiJL;
z?{Pi%*7t4P=CZNrmP-)7w=1`Im@$v7W$Ioik4^C%{j8BQZD2tjg++6o5rb1t6<M{+
z+u_~F-Jhi|iJ*>e8efJzSPsAJio3p3J0~M^{u7IJ81i17AC9b<u<=Me>z6t-EPnH6
z>rPz~00G{AIxisQg^tZURj14{vK9XTdc1ey9-8{EjVvdMUC~?+oqAyZ0D-Q|==Qrv
z%OA$MtxDcIZxrc~t1$tI0G#84QzpxVR>XRyjrLy?>H2^r%%8huKA}hl^8Qs%R+jjd
ziYSVfJzKSQI>n=2S*V2VxQvM+W7&bvKVF}WW!&G}$f0!@9^O(uVC#{eVk&QRY@uU-
zxzqIoj6U~icXNZrDz-HgZ{8t)o0UCrU9`3uY|WVOlmpv-DmJy!Efl-nM#OXXvsR_0
ziFEb7&My8Jw}~BcCU*fb*P7MT{4uK8=&O3y0#yJPKn_$I)w9uCS=FPwF_p5nAjBA8
z$lkd099N@9rmXr?!r&Dvf(;igH1}-r$ZbmL$u+phE6=GvTCAyl>cv=w#~V#`3uFC(
zc|DEPXY7pSp_3T{J&jsAC8fgomiG!X&I1Y)u^g8<YcK7kaHQ|&y?P#lb$ZdPa>U^A
zob<&~(|kV)N*ZgG0D84`%J%WtHNA=ZMcG}kstn+sGEbnS^<zn;W1sNtoL6>Q)Q*H&
z%`2eCPB_h7_<j=J(rY6ylt$zNJr7FRIw;Y6AofwV={&aH{;YbM=X?#NT-e=Q8JB80
zXYmHGtML_1Ham~7!zRa87zfs@l(!!)61cMk`b#F+m_|v*%~YkZ)XVPsW(WJ#vXilm
zl4qcKa09?f)6mv6yM36>-f><{BpRq8W4Z(mr+-@Oz8k}T9;bM3CElhXv~JEhtBvkN
z?aC}(Gm0rEiQ!_&BMkiwN&f%|&A96e*CdvaPpDo3-}2RnIrlX`_ADnSbAEJQOdMi$
zuz2Fd_-JGly042YhKYFU4n$4EeJhq-8UzC@-+`(gBDIDM0`FmB#RweG<t>3mH@U&b
zsBF-#B|){NlV}38yg#7J1);o|51A(*A4<#c!bNh>ThGp9$Or3QvLHba0Y(7eVzEf-
zi@D~Sj+u9HA#K|b^#iUenZMDd7ev6MsU6LFrl+SF0orz&=BLu`6~6H`q-AXaRC%>H
z>rF2BNV`z==bG(weL6x^Jx6J!%+n3|#%r#!v+_ccC~r`WE>bCU!S+*y<O<+5%S)7J
z^3<Mq8Lwirw-;*h`*B>(t)d2ZSrZ=g1C8`NetjzDLX8Tsd|>@+sPNW_tTKm<fN<H`
z?ZE(km89AXi7r)+J*#&|u$CEAnHcgaoV2kjhPOKp3tq|Qz>>yexQOCJJ^uh2^jozP
z*hr_4$ZM9-tWs@`>I*MM1FdwolM8zXK7#_KD<^X*-xBU{Hk)m(ytW%l2E}ekaS2oo
z$((ok*EfAK%X}U)^FqN+53ND2>Gv0qLo^c=DV1OkuS(^nnwilzc&nX2`#b*ta+F5~
zdL?<_)3qez-r#?|QAq}_%ywMxI3GV+>DI?KmOWJ@TW=0(Qy>_REyuEo=I#7%0k%xS
z*~hIv!x7xa;2mjiA9L=0bDlN|<ZNsrn%|OmIN;Wey$Fm`z0SP&=Gb+G>b>WU;A>}P
zwsV14KiH6y_m4jH1@@8>(quwOWgv6yNx2V}CzbfWRg+)8dHk)BhByMc?}d>pdR5bZ
z6UkUNmK!w9uA}7y6YpEU56_Wg=yUh;S-CeG8pb~IX2!p7c+SGzbG!7eHtWL|(t__Y
z?&?Q+^$8G4q*f*Vm*$*_8BejS;@Z^c<>oxXO$PEN`J`M5n@_c$&+^MI-q<zPOX2Be
zY&7geU(>ulZ)V_uz5P#W*PiH~Wy;HXWsx?h7<|A~x0dZ34aI8OL?al*Nj<-v2>=St
z<7o1ILfU^n?&V43)?w4`%!g)hPpx_erJ@;_mEr3;Js#~Ffmh98I9$ZD(l6P@#RYx(
z*Qa<M+fuT;LiX~i9;X~uZjq(Wykus*D@BTXXp}I>sFS$Vd2}m$N4Hzw4nZ4ZnLs)E
z8uI@D4_!^AYxdSFD>PgHx#I@CBjPmdJU;<me}1_Y<S^WM9y*L6J5p2}{<Ng-iK4ku
zJ;_D6L5-A~Eze}G0`9|5`(&*J(*<@UeBA{`EcF<^V|kK0Zt819+eR85hvmVJiCuM`
zKE(z)d29Tu!Jgk)VUcs!(d*oFFylbegr_nKXu}^<v}U%ab1Jqk8u2d{-EH`dt4G~h
z5<eJ{y|mYW_~uQY6ZLF${m=f1N_9309~1O6#O?x>&%JT>tV~4XtH1t)Yp1oCNeblh
zYnQa*6aM>u=tin6ndnN(nqrNuQqx+3Q1z!1O$Ul;Y6dv4rk4Vk%}g0R>49Z>Q_1G5
z7iGZ39$};e@6#fq4@?fn=}b8tDS>1fa5Y(8qz^z3kYr+-6ah+40+bxm5SXR1jLEHA
zsQ&Bs_MnP&i(^}Z{m1@P#nkCiJ%f-xI_*3RLHl?6g1CP;gUA)ycm?+x{s6*`l#x$k
z&aE!@YIk6cMZ~L*_!+HlIrj{7KBl=?r`fIF<Nki6{{Ya<bdks%M>Uilrt?-wlX=Wn
zk<DQ1@U_%H<2!k+zWr(`qR9KXqEWb`D;|E)kzkSIA3hJ^UY(=Hu<5X`q6*}-O*lq;
z)lI0_%K9AFM+MN1*+y~lipJJ<I%BS->xq|>n#j4nh#V7&r>JUJ-Gf}U<@Az1100&G
znpq@ume<kEav+6wx&14C-XR`K;8&mMw{zG|)2i<*m^EhO#S@7b5XtqacNUEF1Q9;q
z2*|E;TS+a~?F^qLYn`_7EzC0s3l`@%6?aha44TD}gUTzOq|-psMXN1NBa9F$rLeq-
zz{?ERl(g?_ag3e0t-BprgAbaWfmrom;HS!RD~Z&x4!0-+<?4SL)6#WQGK6E3S$fC(
zhFtoAS;#_KLd$==cjmTkY^9blDjqwG)K>9@RFfGXb5>g9h``TLS5I@Ep`Z47SdIDP
z{i>BvFJM0!MwcYx6(60?AXib&cQ&n$hMI#8$sw;e(XND$DFcE5{A<wcTX(|!K>q--
zEqOkNakexW;<Kpi(WNzbv#Il>8T6@=@<rqUnyjuHoYR*%&swbs*5l=heN33-3$z2Y
z)?J>9E}O0Wr}!mJt@RbP1m-yh%T_Noy|9&Aq3KvuTHNZTEiA}xY+=5H$11BU3=nIE
z)qDV}D?OCnR)2&x1$IAf2)%0_{{U4vKQ|RAzJ|6(4KIZC2s7qg4ZgdnwjLZ?tJQ%^
z%;&E>0a|zWuQTlp*PyK(3gqb%G}{A~Tzx99E~4d)&f~(`a_LrvGPv7Xw<T_3kxx=M
zt{z_*Hdt*aed?<Cs&gjo+g6>;Qbi9F=r(q;B-aoWG8}n{$3FF!Y2k=&PGh?}52@z0
zb)8~OZ%+{HJ3|J^u6o+;YZ<ndI46n|W_+=1^iK|WYe>^1S%P`D10Ot`{#D(<I=&Ph
zro5+5)>wcGb6uu~d}WaaPf=OR%%+mqyKA8hI_B?DcMT+^qyToTh|HyW5nI}pq_Nr<
zmA5<b^ck#CDI<YeQI9UCE+$;oL{coL7|wpR0JnB+&(Gsl8cuUjG@NmY=w~&oNU9gx
z@vfJ~lX*W3^!WhJ9v|dulQVJ9S54!y{{R-I#QVeijVH4Ox;b4we8GXwr!{RRlw&@%
zg``}3ilp|fpu?_eA*wa0bjuAagRrXZOtLDzHs+Osx#OiVEoEsp5&)s3(J8y4g{cYR
zX(Iyz$`#mKZ4u<xH#`dtxU%}kin%5DiF(!xMs}}zQ(feVbJD3xeH3{tzyVzC=CzIk
zS2cgEOK|>7Y<cTd%vUNqsCA~kycX7@I2mU2t+<&j;|(*7=e2p3pLunqM<lQ=_I1I{
zRBsS!6UfHod1tW=MaZ%}fXfBccv%!SJDTUN^;4%`eVXM!3^I-CD}fsA+)@7R%enWf
zx07A!HZaXLcSbnL=8LiWsPFByI2;0`9M+Uq2_o=8uO+e7B#E{&5W}`>qp;SSBj%#z
za-(m>T4HKiCCnrPx-vf;SB7bEvd1h<_mQxF3iok-CxnB}MR@h)xVG^v>?$y=DI@Xb
zo%ArAZ0>a0EW||?IuZe{qZ5OHpU$~m4NEF086m5%Yk)`va77fJrgc_?X>LK>!$0sU
zvk=3sFgYFSyGf3C{OF2o%!6qA!<y(YIv<NO`B&Nso{#o{pZoV*^cM`);EuS@TG#l_
z;ch%WedqrG+I7t7w;78B^sL+WjbgucYW<>B<aMH1ns`|x85JHu9eUA>cjBzf%$m_=
zgu^Jx=cuin6+DXsizJBtQJ+CooMlN~SaK<J%joA>f*-orZ)05ZR(Cq-P0BWA(y(sz
zGTkIY8LXKu)-ZXjo2^|`k-CJ<Y;^PLXcY1VQnb60?7PH1MLm6Min`V0xqm7r<GHJL
z-Y0Du*<h9?E7vMI(Qwf8tuj!XNjNpqG{Spbp@vAsc;p^2M+Kv74@1EfEBrx{(Ll*|
z?4p(IH%&<1xz!}o^;vALmkg)nKBLyPEww15QO{cQ?RQkT)h34d)FX(;0+&zMFaon<
z9ciY}^k=3iNd{N1sH^_~CB=l0$;z_ftB%vPVI}}<*F-LYT1eUc6H?l2O=xnrO}62q
zgyB@+b4eY|)M>MEEA^xV7A$-7PCH2Jn&^tMIArebSARZ2df@xemiq|EADu|f7o|kf
zka`cTQJK5poPWYWW<T4kKNH;T@%E`1<7=TGii+0ow7a}XWH15W*14}4$+O}%r_Vc+
z{{TT1H8hEIwUMSKd?{X?#YmSAoDtrsTTC7$$>fYw{ctlv)d{N?7GOs;i?7=&&8Od}
z`JtEw$DyqdNT%LJ=h;Y@<Z?curb|OgZqh9y{G&apo!dnyD&sV%J|G01a6gr0US0*s
z&o!E7d~ISYoj$;l%!p6WR(5S7xme(V3$eiYMOD1iun5itGfRb~adErm4Uw8;$)mZ`
zmPpEp2*x^Mx;q<~_LOe?eJjr&Te^kz%7bX=!khm92`k3mD~boDj-SLDY?lutkp(KM
zNmJgq%Ve;f`Gf=h&lR9NO?h<8k;Zo81(??|?$(!Qk^woRsVdtYg{7sEI6hD~{_)Lr
zT1~`Cp<@cXV1=(Rx73&s&2)NBr-_#*gH62)va#rQL``8Tw>Vm(Yaf$j?T?(U)u3Dn
ztcVSQzzo$(oj}`8pnS>~1XfL6Ml!XG*&?|NK@11hsm%<`+fH%yt!s<qlma`}Y|~}2
zT}a`Qvm;1$bsYU`vG5=Kgf4o2s~^s|voQytHP`$<lYXUlz~V8}>r_kF^ZOgE_xCyK
zCXr7+?HbtgoHrc^^{!6ZeVVo42c^WH`Vp?0DFdM9vWwK-YeZg(W@Q=0RMlb^R*eb%
zA;n1>@r=;_05@uEgzR~ZluxGX&?5|OmmjTrC9@%f6X{$Bi7W!i9o%CK7-x?8u9)5w
zwqAdPR#&mt1#)ZYlQ^uIrj1F?KDAEv{{RH@ST|ak2N|VvruIisZ+3=tL;$-Q=_8K_
zOYwnR29UEfsc;D_yn$D>9}(RqRpVqny{VbDndo{9k(<4_9QxHS7RvT8n~i~?4TnCS
z_2(8|DZ00~F0NSm3f7mz7uwF9acwLmV~}Gen|D?w+T29cqmi<tR)wwVi4=kdHRtk6
zEtSzsou0L;X{d6!YMqg^WSQ>%9l1&E(1J6LX?$U*9Y4d;+%Mi%RRil>kAt;LxJ}ik
z@gnPQh2a4I0IaxBfA5lir9OXkqn4yUc$v&-Zr2Rbx!vZu&2)-)TT36R^go!cYr?Va
zv{yOF48!P6Z%r?he!Lpzr|}h4D{6D{+se|A-3Prr6JY83(#<YqIK@NfdZ@2L#{)Y3
zJ+}Nk*O+4=BqRR#6~XBDLP!A}#%s6I+jqmC5FBIVlc)QFyvstk+K4m7MNQGIHFVCW
z&yZ)^rATFI7m-ja2In;4&qGbCk+IF|I!oO_G;ooe?*sZ(e+ve;ylZI&*8`DVB+wHm
zW&CSCJ5`5MS;jMr6I}CFXI&?BbYlT?nyGOz0(w*v-Rx7%V%_Q(2bxIUJ<IdnM-U{D
zP}tu|dw1o)zbNI6a~F4SJA@6^w6y6iG{~M<7ke=1XcLj!C=kW-u-#f3d5UCYEHjQP
z%TI_eq_}UiF3@@qYRq0Cy0=1N%#YYo)SDxy*KUrLeHu!D#V&TR^{5i^CrpA4YX?%j
zyw&WXYlQ>KIULq)t@A?L8LELZzp=gY<QO=v%S_Y*t_iOuw$u(m&2?Hnsq+DvOtzCY
zJ|IX=gA<O4GO@_62S(7+;z6#LJHrxC{dhI$m#u4aq_DjTVw2^;^{#c`ODku$gpVzp
z7035+#U-n;lXi;{gpymf-0lE#ny4+@w)f=wnzaSlfn*y&4mr(NX-+uix}v#sIOk$T
z0S{sL*Rbgy@&&Q~0Izue0Q3=FFXs+;2NmqvG0ugjpId1E0Q3=7jHF#P^QXi){GW=N
zu6iFQANS=e=(Arl{8D^;P}Rq$k^caqQl_fBO(=Y4L!(^Tyc=W#JwdGF;rUfx$iKHa
zC6!r7>T`_NHixJMDy%{09M@ZGd2hES1!JCmYQ_xcs|C4^nntWZA7_A`<V-2=p=%f?
z?2!@eFs=2tfQ}#ldTytSn{mK|gWKn=FC(7OIR~)R!?&0rfG=$BtjozSEk`dI<2)&@
z(^6pV<|^P3f-_v@>>@+R6)ti{@TUf@a}B9nT`5M9P-m*}Yj(l2WeH}<+tk)%`Z8Qd
z$^iiMAoQliYpH2W1`O8Yw|rH?P3~tpPwbn_RQINFp0vwrh;E`+UNh7lqNV~p$B=77
z3jkm{(^!Mh&`R`CO%d~xKnOFMk$TfrYC**S4tfu2bZ3rg7i^jl@M!^Kil0n|Iknq$
zb|7qj<xpiv1l0Ot+pfC-npTZAKOlQh_8fOQhSMQo!QKA=0<N>b*23K1VM^{n)aTZ?
zmun#3E&POgj+NQ?0K$IX<xFJxMshlJsEzJi?PJA7z>CCMinsjzNy+~JeAjWO&toO3
zmI@eg&3T@oHs26xC(`a;{Rr1dqiPCcRcsPRIjkMjj<l}?c52q6B@Aaiy{X_cebW*A
zYc>nJe=KI*PJ8aF9(BGm<cxp4R+BJoB1_vhp4p>xQ=Wtx#JD9P3OjLIOLJ}r*$V^y
z^<?TF>sty!w;)u?GToX}n!S!wRk|^j$n9A6@(E@SBLVDdqr10RN!&V$!<#@`u*x#6
z*osQb)>k*Ir?gmzX;VL1seEmv-L_TDV_4~PX{^!R#L`4_wbW#a*@nwZxCai%LV@!g
zywzI5NTU>SBYe`R6{8*Hq)11YwOnbsdfSI-w`1R}Q@zu?^^t6$Ve@>f!>FRcW>?g1
ztt6KVDw2BxOtE=4W0C>lrLyqaS*em=o<q;lv@I=F2mp07H(*!lbiN<lB~sM?01#ay
z8jqMy00U0b!oZu`fCfpfdsMy}lF2CN=E(OIl%2}Z>GaJ}WmU=Hg>-S)+fN8)Vy6}7
zT3fL~21)2WtI)hX6q8tHL-P&=D7K!2$|;b(ooWxuHh!j}eJ(zuE&l)msct^O3p{dN
z$dUtsHuS0`tp5P#`N;QL-8bCkX&tS+KWF%3sYU@9j$WrV;+hT81yz3Dwe1$Hhv9Cd
zW01(cT)#0D^WBxlmQ{hLS7cTnc8^<vTL~dn`9UL`ik)5nyHLfSQfrjcFXL!HU>nya
zw`01t+6UR!>$;*hdKEQd_*ZYc<$iSy>{AG{j+~GW6&Rl1IWYcBQhlZZ2w0c`G0RoB
zwun<m!Mt_@isbbx=SCx+O6xBM)@36EAJVz|%QTm8AbQq&9ZFYP88%F>F8Lg1+}BAF
zwrD{zp!{o?pTli;9_ZPULFj7UlL}a;k*V7|VTK(=TG)+CSE~UySyY;>3PP>>*_Rc%
zY_wa4mPC<upHqxfDW~Ys!x(o%^K~tpjMUt#+=$&+LjfLO>CItXT-e-8wkZ+GKf-fc
zT9vd{Ru2V@x!)%5n2wy|`3lXq@XBe?0r#Z-Ca2I&{RPtEo6RagAx{<PIsx+Tq6fPI
zYnjvIQGtr+ZRZwa&OgE{7R$DUr@^_IqHWArkf*;iqILrkC<oHAWW5&B7CHG_sPr|_
zS+p1MBex{?6;Y_xjK*~Okp;Jq0Qp?^G^b9s&K6wf-ldss6}HOmp?K+4rhPER0$)l!
z_ST8B7Lbx@ap#3C{{RE6pNL?`@RHCDp`rdpxyEZwf74&_TIfC_Fdqml2ss&t2iJpI
z#_cj4lSiFs7qI+=z#w)%t#*OzNCkEd<2B_PZP%45@^EXou)c}oP0Fk~a%-Jk9dlY-
z=**F@0er8{g^pG^PcQH_Np7vk$Jx|lzUq)qYz|r<$?ID)2GGq$ClVyAIZ=wizLnQ;
z8R=aN(?vDAqC`MFInFDdy7{sQ=NL5(Ejyc2ntB|K_4E0gImxH#{!netBIKUtt=?Fq
zqoCX?BJ0BP%D!#8IB)Lc(^h55=U|iCd06vPKU&Sag5GvJWlGJ{H24IurQ*pGX9WKM
z59eD$N7JRZmu1lhBr6xi08+8Hw2EQo&bY3QYuz{OTLkgs3d>C|Nw$U-nqM*UGlQJ|
z0;p>GLtok$wEJgPFT=3F#Wih(VvYO3=kA6;Teb~Y)9xf~xXl`Ggc89#%ZD;be<51Q
zWR~GVtwijKi+xRdIh$a~?OaZ%>o&1-aJayiZhiV!OL=^@7BbAl4XMZ0xinUNGt4}*
zHu8PR%}jPCZ&S6<U__Z4vvc{^P}+5~kk27gisST~plzTX9Iy4Rxo3s#RjwXHKyi@0
zD2vpItp=Ss0!Udi{{RA}E}Drduu^bA&gx|Er#T*7^n)Ml)G@WMoS3|3ZNmVsTHY=9
zIo+&id~<&-{65`*pFjByxqSle-I+w#!*G4O*GKW~g8u-*KkjZn_MLgAlX@bQ0(k3D
zRcmu<8p6k>=E(4+20dw6Vw3I|$F^%8()Jd{=+%xrYWm#Uw@Y;&MyDItnIxX2m9%5Z
zgg--BlG=+qsici|iH=D3tIIvI^??2lP~J$A+l{C}L!P<fhNRG;D5i6|h1{{D5NngV
z)FqN*9^ySsb(e}HQV6UI%{3)&yVtHNFVO05LR}}x4!fjZe46O4pws7r4=j1dt#GsW
zYUT+<_RP$qs*-C$$~#n5j_GArEIG#ls>C9D%{Dxd1gJ-`#aPnx+eDN-&BA1M&T0o;
zI9%)(91)ymrAVwkK^o07l5?~Y1v?j`H+4z$^KZ60i1G$8Ty4e7Ybh|wH+lnBu6#Xr
zs4}XfMIUl{nz%eMZKm5O3zq&SJ?MG`hj@2YmF|@rb}P^&)D}As8S%XBt_s2=`)Z^s
zwC5SAJV&YhpHsE5SN{N1yO`(rjbQcF6y?#K{1%pXiOyBMLF-8_mlP)rE8z4vu75_=
z%f^RyJ?p57>26dh!89t8F_ksBNa^;C)^qeU&+OP+AzyIq^Hs~ptl<jR6Fhn2fmw4s
zfnrknPo~=1Exx7=CD7RL)q=y~8%Y%#hwHmF!}$7tE8=FQo`j(P0LMjkUKVSA_(?4M
zyOwq>_ejNX9}{E?@gr0n!y*3w$3<J#0ZU1p9*uElBpYP|JP>hOfvq=XOn*$8;B-s%
zQWcJQz{#$%+V0<JV+ye!?N(5I4XQ_}rRA%im816NpZ0kI6SZ-U%~b`(yA1gYgXq-t
zxV8(#Bp+wuw6vbaH%QF54-k0B!3X~U)m+}EJ4U??by|}LVIrYWMh`jqS2=kK$&JIM
zX46MhC3T_7`TqcDloD{c?_2tP?WMQ~^B_N3&Ywn0i5Wm4TaZD<Dug->&Y65BC})KA
z2a-MNke%*zmlu{YrUZejA^ya#xXIt9D*P8ZN0S;nOpoT0cPBy5=~Jrcl3cT82`V`4
z^%QDaw_%o=o}ChHGGp+pJzDP8S<6K#<Lg)D(`}}ZeU{!vP>so44Cjy2HHrTK2#oD;
z(%k&2PC}1LXeG9T?eA2u2zPd_k4lyN!JePWv7pnUwv;Gb0nk?cieT=>1w#^%+1Xv<
z1qAfR2Bb?%n}%ZG08V#ixsUBA!<d6|oq6wFCZB#KgdFFld93-IUW7?=4t+ag;pPIG
z+I6lnXUlqYt2Y->WCsLexaO-g+IDjHG9wYwZD|=v?qbqJXH1EgDtCXttEliDptjU*
zh*CF32Q8lU$4J&&iA(7)dljy;;rWE>S6)@YkojXEj-1xfcV<#b$Bo5sBiC<{zvtpk
zPp0Et&Yy8*C93WKF#T)HuIAgV-yGu?5)b@%*H5Egsf;UNoOi5cq>i+dppM8JUUoER
zJvpTjZu_P)_||+EcH05_I-K{-SQFdh{Yb~NR*Lp8c3Ka+urpgSIw{@gb6D3qmJq(2
zR?6JljBJF1{`F;F<IG|K3fzp;N-uLtb6Xsyt8!w`2aig|w{bMVor3e;x;x8sm5x9;
z6^S;2w_A`Br?CeVk+hpSZ8q}C2ypYDKU%A+U)W8+lpk?i#kPwzgr#m{X(A_v86;NQ
zTj<Q0!B3EV?2H<{iC$%R=hNbmT+8@kx2^TvEn?bb1CE4OHeu0{5OQQW9XUN}X)I%(
zaI~~;a6>S_ro4vrA=Y&Z2__|GOn$Xm&S2$sWU1(APYW_h=Utq?U7&GVwl--S;3vwx
zDrBsJE!^w8Ao3*Zob;_9AL=b}f2L__-zvt_NIlO3`qqArG*%<enZ$8MrJaf34)u|1
zc>W;QZnY^hwVM%x{4tK7rC|0cyU6TxWJ_e(#&+}`m1^l$Niyw#1}h^%pY2!I3`yIP
z6#X$;6J5gZBCuq`5u8${wKJ;pB7Hv4oUGYDT8;F`$jHkNXQeV}p-4A!EBXbhY}S1R
z^n`n@bzS#4ovd}1FbjW&J|RE~{_a!B&-}9$<Jt|{0I1`odhVQK{{V$+;v*csU=hp7
z{{XIHyc)*fp;iRviYl!Ur48CWZV7B8g;;F_j&o9vv*QTS{c~KtnST>Qh5>-b1lH<Z
zTb0}Pb^7k9h2F!Ovn~irpO?!&@G7Nur+IDXD&dD*9Ey}pZ^1DC0OQps+F)Q+VjvO7
z-A%={sWF;Nz`Z9G$!b@v8xiVjuDb*=QaV>Zd1jJ_1$n63L!~>TBF&Mc-z0z^b6e}H
z*+&RNDxaluw;mcdXj&#^li2m6Pt#V+tatD?%6{^U=BrCwg>zEo;?i@Faqm$_CA>^N
zeEt=u6{eLrl%~}l=NP3HdSoz0ODlZCBywswjZ$5Pe{5PMyGH(%gEjSxl9fqRu{<d2
zR`pA1E?!l%fr7tA#}!V?!~Xze23eOfA6liVxTPC1<%E(m736`?*HxpJNtbqUSh{2(
z6!FQfmrjUzi&;pdWc)?fE+U&u)9s~X+xzC)e*s-Kh#u#|u*~GU$HV;(Ltbs-dCm8U
z=a3w#A1!`@y%)iks3MLj2=eDZr#&gTTFl2+bjzP+wsXvdLG_`u>umgz?*9ORRg0B^
z+G!%3x`29tROXXRWWrxar~TU1NwWr*VXvkqWi9k-_3a&YXtpbiZMTen<D$G_p40w+
zU+Px9n?=FUwEP^8vqyvL@`~CQF`0V4T==mj&x+c|{jmQ4(J|N5X1-MTz}Wb$tbf}N
z{SzHj_6lDSkz+e6f(`&8y6X##>IfsAwZhrUwYk9<&o$C%mtIqVKIuJuE1PC^zj;{e
zRUa7jq&DQAyyNI<)r?ZzLxd@j)0}Zu{{XYD@%K>w0Kmm`DJvXq4KpR6Vm6r^k8@eq
zcI_Ksx^^|wHl2D8`lSB=zQrTy7ZXRdp-dn4#Z38MQlTk9>~nUOftYu#28mHhvgA}Z
zP)(y=DoQ?983Y{GlKFQqf)7zxYMIuZ&QkKi*hpPrQJ#3>vlyEx#E1`)#}1_D9`)Eu
zr^f6_s79M@xB>^`S}8F~7gjN&x`DteDjf9Ytm3ZfT4j_PMDj-zd&V$AjP(^rwiJ5S
zs#iGY4owF4rn$hQKD8M;o7$NI9-@Uj;+M4om=ne~E<4c-LQPr)BlutWQX#=Lr=i)K
z{{Rrd2w)h*<Y&JWo3L8srUmB!*LU#M0{;MMA5~xLT&3N=*{5ixk83aMU5CTWXHduY
zSNhXUHK057K6%w8$B6YY{{T;N{{ZM_u4&gT8!KlR;<9yy{{V`cQy=vCFaCyV&77bO
zt&eKwsJflBo`-j3F7*HrgVMADIT$@XtDMqqcCyBL9_G6nds~Z$RnumA5x8+xPHU-^
zSUcSr{{Uw>;hcUnjc)RAWGCutTl+fmvLXKffr@F<??Yh1nD%j6b4B$rN=u>4PYGEH
zzgn?rXb8`G-J3<ZxLvIhXR+QmtYwk(>-V*|05Y6sIj(sn(CdWUm6<HDsEZD~_N;5A
zRXEs;J=VI3BaUR;2<Ee-)1z{8O*3TQL!4Flu#uvE6|ZLl6~i{~rCUup+i@Izb*F7>
z1Y_kO)3`R-lP!kz>BVNHzRB^}8tHXAxGgOSBm-PM?zDbyC#n7_f*Y}CT-AJ-g`@{A
z-+vv2W!j@k!3IerR%wuzGC3uirE6)o2@dHFFugs^CWub#@AMxITFGvcB;ns2uc5An
z(gw1ZVH-z&Yk~0AzxFG=g#3<k^se?B`0khqKww7(v)Iz<m>Q+BwfwRWNhj8*G)s(t
zYqh-6W4wdSwj+9vnGbs9rA0<6%e8^z6J2!Vq>d@Yrgl1Ng!oITf&TzJ=C7P>W%+v7
z(l(#+N;N<F=QVuEZvOx_GgUM?FH@}3E=n*2@ZD>xwPPXx2sj*93287PLF-*^k95vL
zWNu!WtRU>pnv0qy$Cku%k@TeU7!DoB<63KFb1H{Tgb|;<1uyn>?`Y#c@G)H+(Ky^>
zW65mNDLcs{rhC>~!c3SWpGxY6pLk9TEB^p}iiYPvxu2052Lq^KS=3Q_rfp7gj*S_1
z)}SUprMZm?e98k-*j<E_!6?H5L96!`=_2qrtdY{Yqm;N+1cr(>{3;leE%L^T_*X*O
zY)o>%Q=!wXv(y3gt1p?5S;Wi-dbxFHi(<?=)`Sp45{<aPtj%jvMZ{o?4%HHOA>XM|
z1xShMQEC^<<vOVwK+R)ZYGyUY?n$Z_SI6w&1NZn92?srnfZV0UuI_R`-JjC0=z5@v
z*I{l$f!C#S7Pl<6@g{M(d8-z3lxHeVH*je*B_z*MySF!%i8=yF9OJ!n^4domleND(
z*zo?K{{Ur;Uyyjg?^-&ZkQyeswHwp;len#ERJM%5tv;yaULZ$)YpnQ@g!nOM?c{$W
zT=N9S1DfbQCLj2+_L%j9`5Nlzb9G0A+e&bxde={-+#k4DdsiE4Cm9@Kx2)y`l=NZg
zT(VYYd|lO!<^u9Ac+Yy6#LPL!`WmI9T(rOdKs^p?p#ILfJb;9MzAI?SSmmh)b0|Q{
zIFZNWP~2L%Lg12ngIj;u*S(@c{{RCNi>F>USX2J{6x)kdxiRL8(Hx+FJfF-O(}vf}
zKtQW^+9k?F_bVEyUQX5=)H-e2PP-egrE|4sq1hQ+sdkZ(kf1lxv1SXq1{6N{71dnZ
zET2lG+H4uiRVHeiMopZp83AHJ_*VV5nLa$jk>~~~mim3LY~)t7F+~vIj8ND)Hmp;c
z-;9xp#=4neVoz$))-`CY(5NE3+g#V4c^W8AGt|^t?8;K*LimSQ`+dUNM1OXz^Lv`U
zpe2f_?7yvZ7Ad~uG2{+OHPA^v$U!}DKU#8D(9SOUn$~i(X>Q{xSNuhHlUp0DGAWZL
zCj06SLtb@nIr1R~q2O1g_*Uf}#bcM0VS+!MN5bxC*EDQl8)S_A*8J&Vgng<n_tgHi
z(CXStS}&ZV%z?Tv{vWMmMX+2)w0{u(b=e6iEe;tbw=I6qZM8f*{`JTH)2|}6l<r(t
zt$xu55%_og>yPCfc-5qYY+yxaQC!}OvO8Ta=&}G?k^0v`5Oz?*rEyj_0bDx$2(H&j
zce;&2mHCHrj%q2%C#iK}-l%g#U#VgAG=>&Yfg}EPtNopI=!Ad1DGr@_21HSx_!zDE
z<J{%tk%4t=$eV^p@9k9~w+`dDuB2(VZloAcXZ^8RdXASqofx{<s~&JbAmXu_j_B#9
zH?t8S^3;61RU5=XlB&Omt!pcY?qMA=J5+ZTX(2fk2<S&GC{5q$V<*=YcFt*m3WX4T
zD@f^<;l6L@R_&}Ul;<PqS8}<TEsQMq&RF`>HMl^B1apoBY+E!o(KE3a0=XS?T#U%g
zoQ3qPrMWli$7#{SWE$#bRKWRjTsEcW-D>hq*(%Iia6EfcFExqv36Ge?V^i{=JPM8p
zjPtBOoxSninoP=4Oxn|L+QQ}qb~_~F>0X1UTz$q@1Rq1vyt7bJ#xR`i^gQuh9-Tet
ziYG>9i~t)IE;<zleGd0nN4Q9XsoA$9-muIHrx-l?n(OqN%UxSbOL=})RmV@dYb#XK
zTEbjNxkJjh=xcgYPeY!pT6aO<_=5PZ#Ph@d07~G#Dap6uZmG|7{{YZMdM||b{{X^I
zWw-nF=6@EO9}{&?s&oGU0TryaGpF$xR#UP#ImQSz*4SKcP;xSQfm}7DyBnMlis<yq
zpCy+VAfEjNb1fat--<Rm)mI(3K9q*sllPo{HEPN!ZlL)JWOVs}$g4+AyZ+)6{`jti
zIN0Kp8fH^K&GMNXgV>tSySHfD405NT^{$NR_oE-VL!U<<<3s5;GRL){jDzaJrd+b>
zR2-nrZr0Q@XRT<MRy84%6{v3Q=FzUBSx3s_Ac7C_tt2trKo}5mD+QxE)4r!Wc8ZzW
zszK~PtnBT4tVj>Au9jN}<YF83s79M?8w3pfYfGAQGKHgDNW&}u^a8aS*_|=8nzw6Z
zZkQ@THJ}7&q?}-KYFj0?&Q9*YM8J{Bti5klO&-f?VBE+)MfCSIdtcWhS(rit70AzF
zUU_|SCEd}MRxHHzG(}%?Day-3Q%=8|ZueqYxng^o?L0fG2{9Ch0Q=XUTadA5(zi5;
zu_BI#JYdw$C{U5?4PzbUs4*4}2ORaR3yUIi=BsbdtzOXY#>G}{+#Ke*DJ^aFD0XfM
zKk&9b^(u4adWA?_;Y=t2P!HC-Pll0%)o)MzF(1yk+uK8DJ4HNuSad$M)O<U~_MP58
z=aBw&*qVByji!A2e=arMKm-2(FEVxi0C?7hop8~zwsDR*tX)ly{3I9svvVi@glgrS
zpbR!Kp0&?W9kk`4-PuXKKnH_b0UYpuFl(IBZi+I-af8sB>|nN@<`C(#J;vZF>CITm
ztR3_-{?2z~I}gU1*6jQlSmUN^Tl+fivPOU4Vvy<gxxs}$2Nk1~TGYnUPUz+?AtFMr
z!K)T_fb)!+-J3<ZxJ|7JXR+QgD;P8Bx6N%oQQo=b6rZ|v!cI$4X=70tS3&t!HQFkY
zHX{#kE2ohXSn{~$v*gpGa!Y=+CTyEq9MZ<6{#cQD>x$@f^gyF~ZuG@0dUdw!bo^^l
z*3t;T+Ci$gHtbZM$L$>Lzyh*<&9ZWeJJ(aFT|;SW!2yWoxNF^TM&)7U&+&E@n|C7i
z)TiSs*#bkR!pCb6WDDQWR*rzC*Gz1mm?ks)>z<Z)<ezk>be_FyNiV#+0s-Z+2lA<F
zOA?;9JD&<pjWmeE0AOVI?rUdN)61!z+!o#Ulz%$&D;-^-mNOgSiTSzz06z8UdN#2Y
z)v|y<a5<tcmE0t`v@mWglXl{#cYbQQiFWW07290tk!le6kYQ#6l*b3@T)fe&QZh(|
zSavnl38@^Ci;Frf9YTCA@h_&yfAm<dpY3Ji0N2o(aUbxkJV;0U^OyesMT+^t-Ol69
z6&2A`U5>X*xhlXD!*#Bz)!Ib>9QqpJEan6#IL&psJ=;431a2KOSi#wyGmkRR*z(zi
z4u1nkE!cE-AB|}(jl`-MHWefL!kzt{d!8eV{{X<nbaTYwab`TW&gxF{pL)w^OFjs}
zuBd7Eg|J~y`|MN~It|Rgu#FXf$RWjNK3A$Yr70~LnQdu=$P~9Rp-eJ>M{+4_F80b{
zn}!D!dg9$AUMnPYqn5Y|8<?YS!lHy6;Sm$)D|z(TTbAihhflW8VN_|)Br{DzfxqTI
zO1X8Xtm;nOX0F@Y!x#Z^O~1N|)+}UH$&n`8yD%2aK*dKuXuj1~PPJf%Gq}PJN+exn
zP+MKs4c=0uP@p&zDDGC=-Q9~93GP<hQ``yeE&+l=X>o_(?p|8FNT6Td=lhY&<j0+R
zXL8QnYwff4T2l)m(iGKHtj<X{gcIMY7?LaURVM<~mA-wB9UE~&9hrKtaZLRzm+Wf+
zO~jIvqdK~&H&No88isy`bcjhKBVwMP?Z@cd{PP>!sdQm`-7(Id#7X{%Mn|Pk8LO+d
zBkg--eY+J4wyXSCqG!bmo*}c)jYgb2!vIjHwz8b8!KZ3L`bagdT++X)s8;=*<~J?h
z{sANick2%B$d{nU1y@LOh$xj+@n=+h!;$er1U>xOabJcw4*HKD2I@H+;)1wd_p&-L
z2bv=&<ZC5kLhLE|Uv({n55^=Ii}m(@g{`m3eikUr!-^9EBAU}Z+S4&8zwc|EnNk!e
zWvkTmuEf|KP=wa|$>zDG$W3Lt8n$MNa7-El<kYul#cs#!-TgjcHf*?oPiTL<q?hps
zt))8kn=7gJ+8+rFXQ}ULo{K6@3Llu@v#9BKTyyu_c7TyRGE8N4pkM_n*4M*sMk<$g
z7~taf<LQ}HOeY2l@lYW<rAI>Bg$p$`=GcYNAR+Br7B6wmTJLBKx_Oi1E<W~KjXV7E
zU5^BD(sXNl=0@r;76O34@M2-oD_Se^6za1`N8GV`9)+K^<atw}lf2~m*z9%Q^#dlO
z30qvn6iT<#lO7DuHx6oFtO}CXe>V>@*7KgeM_Z5`=)Qf3H*3nU&;8S$NjYWjQB>`C
zGQZoxE1Vuaz&|xiMSFd(PbZzN6MML_btJO5n47e!*7j~>JG9S-;if8WPPST0m1n8=
z>eiTh)5PY>HV->+D?H;+I8TZtOOIcdn7JKQpRn}I13L=u3I|{sqF-wF$qa}uwob(X
z9!sCE{cP~mCZ@Ug&IiPY<CcTiojh86T}5M9oTs9|jdf(Rx2Gx|>0McuFAsH-G(Xu)
zatt|}ocg}{2S1(}Qisos&pC&G?dY#M`Rtq{o=t)_#WTc`**p82cl;0i3BQ8aue^AN
z6Z~`A*eK%NW)LD4tmj?Pa{O?X<Rc92=-EZx-x3h8Jr}mUy(F7Fv_|Q!juZG$EfnAJ
za{@<Ud*N4czGUSA<LQ{>k1|GjP{isNfqLt<5b^_H?&`29aFrb|xl50|$hm0LlqH*|
zb3a^9xI=)@na#^mdepn#cQD}wM=Wg($Hr*B;h^_p?v6b0@Gy(7Pr{eNLFvwg9sLOE
z!L6bUnV#BU1o7m4I~Pci(l6ZBo#kInM>-2N<X?ZQc%rALdhM!)rY&cmlab<_oEwab
za`ss)uXdF94K2k+Z~EBD7OQpYl!yKYj=Q?O{4r>b(qYW4s<0s%UYo_R^qFy{-tNor
zIZ@-_5#DU3aLq*REov)3?X2C?q~PRpRASvah7`Ka?Jx=<x84HIk`N&`0^u|)e7%ow
ze|3l^G5B@R_O;)Ic$b;p=~Zkm<!OBhU~Lp$b0{i?o2DXmF~ri~TLLCkjJw)=*Ml(*
zm$<8&<Ucpm{ju*FlwM|0!ro>3q3x#$1Ir(Se*lXV*!f-x5BZp%_ST8P7{8Ded-Rtt
z)G27|M-_y&mdOKU!KA~ma$J{2FYPlU5Ko`LEn$n6-C<P;CE^{Rs(z&Y5If=?Olny<
zg~Ow^jtDk-(!E0X({n%KGH)y3;?6(KHw1p{mf%+yHUjVH8H|NUo|e~e;-W8}o6MQi
z{wia)OJi6R81k#s)_b|OtlBgV{jjEUhbC&*QMWSF+S5u=mEmGE*xu>Q##)zx2p|<8
z%&S`Wb2Fz5&=HkcQ98UCclCSFuj85i#9o*h-bcBRJLS=6%aFn6y&OpvdxRLZmZ^>7
z@V0+0A=dpZaEIKm%=OlJ$bCPt%wpi_8z)2k`xE2V0IN0)p1!IScHun!)Y=D}<UQJ3
z!p)P%pXl0WA>*ekqqSJyxM&aEJ#Gl+R)EQUy2>?5xD*I4^`$B|*}OZ*mk(`Evhm%j
z8>x0vqQJxfc-xQh&;9mnxF~JtWwU(Q;}OZPrO(vvYo)(3MkGWTxIK`<!Z*loOKh^Q
zC*wQZ7)Vf{#;SKyWVL~@HF{hzgf>5ZJgw_1d=+}k$l`DeVGlo2*HqJVgmFW(ejXEI
z)%E)$ypQp4LYi|QZQ28TRj`)HlnSzOH9voeD>itW&=3C5uDg106<$3i-)cX?DZUug
z(#I`8OPN)sA&TZQmS7B7Q^YtDcwAKe>GTJ)s!s&8xEbQfr*$G7a*A{CqMN5+@1dk^
zpKJnD$2<?7YGzo(wbK8sp^Qrl^=Koy_W=FiX*##F8?M<y%LO%a#Joy$v=Te)IL`^R
z_ef~rJfvA@pi3snYf^R3X7G#_$!9UsYu~5IhbEAD05HawcjM@P+ZkflzQ3fe8|6Rj
zJ1${()Md<)CmB8JQ3Y%Q82(V&`Ny)5F*Y2?Cb$-NQDFnaPz|O6<K01P7C#HJKpo}0
z$<K3n-~D1MoA^XM)aLgxB;R0<e)yriJnui4H&_c9b#fsy&LC?HXE6yXs3{hzWpAJt
zvlLINUs72p11~BZYKK*jJnFCvDHf@Hik*C!Ss&inGFcC1JR4>`Z!?ObjeF7kwM8{#
z+;6pc^dN6)W%<pK@YR^Wk7<>=`VOFl;<091dfgXf>8sQq^)+hk{nUEY?}nH<E26#_
zb5$BuWIOM%=gsdW9vQZp9Y2u-ZCl(DhU?i%eH}U1w*n{^Or<B`$W)ww>)zDHkU<Eo
zoaGRGocf4VdGZ#kK4IUaf+6t510>CMgmy6v4Tbl;il<=3SXL@`U4OqYqX2WTkk?f8
z?8Q2s_7osXp`-yr465`(n8K}a*il+Lbv$-@py(B5oM3<HfTZv-5e7L3$MO>>M|&eX
zc4)J3hp@^D(vhjAd_K!wuw_9(c30Qde`9VdvLsqH-RsoxAaA4yl-Z0lKd_?ObWSfS
zx8Od%Axw)u6#Kn_W_pb*17HxXk&DwTyn0Ca+WtdW*3&=m+Hj&noIy%hpTmxa&W|DS
z$e5dm%TYT_oxVBc*nxsi_?${RM8R4zWJA`QG;m*k%xPcOYe>#-(2qZdN0!*>2QAgW
zFyY)u=LnA88V2zw3SGg8)-GrxFQdT8%YL^;mQ()DJ2*quBnZ9Rc6asneR_4le+)37
zJiLl;z4eTF2R^ue+dy=m{WfRUySAcyAHfgNTogAMco)ju!xmbr$oaW(t<LpX*}X>(
zl&{*#fcBd5d_Rqpcv3@?!^7p8cUEq)Gbcaa{gO=3T&6OLmD%Lx_Z$zK3>z?a=Q%M(
z(kQr%u<dn7hwWcE69`VpAz@V3Cv(O9{pFzK4N3n@LO)rHkmEhh=U$*j6x7MbdHo<j
z7-hR9Kj^i}VW<Cbid)?OJ<h?R%l6T?gtfFlw~pQu5!Mx=NiZE6=`0U})Q|xaKs>#1
z4PuZe>I>jE;QsfvIz+@<6<Rbp#0bA4#ew%mNHDt#y#<n+!LV9mdiLqPL@`80R6+zi
zhC;#A)H}eyn`JUNU(b()lH!Z9*yNGT8OUw#e6+<Q$beF@SQ5>;BKiPl-mOjW1CAea
zy_%*tJrA{Td;14rL{kVufg&M1_?TxKNpc|!<xC1RP$3Gj-wuY-*$Sq8OM&HQjF<IS
z9%q}~qbu2SsFCCa{+o@RoM=3pGDCi%LFom|{Gvvy3Q%Lq+8Ap!6wXP*iwGYL2mNFd
zi5OJ#8s<HbCA=~RckJ)BRMaPJa8-Z(s6RoAE7tvy`wLnyZ|)i@@1rrHw193|pM<DW
zwcu^Ja{k}Z?g-q0>)*_a{Mq?Fci%)gF1XtvSP}9~j}3Tl$iMwb&B2}pge%RV+KC-G
zJylWW)#<ruN#22o_sr^@J%at|&M95p`#ri+V=SNJ!0RX|S|f1$%bvkE4`;wx<R|VT
z_&s)_z>|lH1lK%z74mgB=(tH>jcO`*k!q^)lz+c4i#&aMVJlhf6}(yylRItIRh~Yr
z#8W`E!aesBw<NmcM_}&bf52njZra6YXr8UlvBCe)$j)co|8&@g;Xml1J!-Yuu}3sF
z%3G3HCLB4wno%SATN$ED5$XQdN0#nqF689g$j8Ia6><(b{Fs%=F?G1DNm!M;;?6Yc
zG37UCniAN^d`s<lTbtv|skp7%!1J}wHgxH1wW>~KZl=e1Y6;bwc+v~3R(zK#r$|c?
z_zy5mIC;_snD9?67^^Q4>_p_&>fTl&+OCk(3{qGpi+in*6{PNg=Cj)HR1{-3-0KSl
z-yxCDxHFgQw%gCtX@tFE=LW5Dt`Gr<^e{@Cj-r<|bh5qs@?vjb+~aNhB9kO0C+_dT
zuPX>7a+$c(Q01i@>UQxDFo2H~w~9C%EIvD&6#5U1+z`&!?`BU@(9KLU?U)~P_sk=b
z<M@9G=<5lRlfodga{rG;n8uzibM-izQec;R$s!$TR~6rTzA&z7mvbL`d#lm4nRM*?
zFXVyxS(s1*z{4;bT<5o5gq1bPA#V42Gy3v;sw6a3Q(rfOT7D4;;<(+GGm;#URG`aF
zNy3>sH1oEkx$h8oMCiulNK5o4;}UzAmQb|M(2AL0-<`Q8<l>w!Qr5-`mYSyY?u^_O
zNU)HoN2jYi{#C&hSQN)pg@7WnxNrU3-~~MX;E~?>vi6Bo!QpaXr9kbo+Mcz+5!g6(
zTw3h(cv2WYNVmLn@Gf*n{XpkUiZ@P0s^0ks3f(jFxwZMmc;W}v<b?Dh^U}2=a)`j-
z7n!wh{JtWX8_ff*9NHi)X8NIc@$|1<Y5+lTqnjRa0||}Ci@v`N^m7w6Ov9|}&ny*9
z3s#Xy@8xntuu{;ZK{n9=wFaYi!7a<i1J7dwB=t{nA6t}>_3imD5z)Y!rXIx(JVdW)
zQX+gBRGQ5fHIiovUv$ebIt6QnR#QnIzV8xdcih)BycPSCgy@+$S~ZlCb`K9yerTE#
z(F}ZZAE45axxXa>Ve)xE|3rCD9tfyUMg8SR7Z+Q(DrDummVCbiF+TBr9FDeZO~zXr
zKi)XYbs?}<rS`sviZO5}UaOac*GP%SOd_9ulYvMGQxCo-JjcP+ovFBZDNa_ZHMg1I
zrbM*lJr@s3#hjWt1%}I<Oz!W57m$zoR~`E(`jon&5YW<h6~+~DF_c!aN-bWdVrA>8
zQ|-aRotd;uLKE)Na=Y7rfX5y#{{T{p+5Z4R!}nU^2~K(5ZBZ>vqI*<3dbVC3<K0%f
zBu4l4-tJA*h^0L`U!b%ID_cRUgJ4kE>Z9h~*0-NMl8t?FL9@d;sv(n^J_0q07*{Z9
zi7=IfmArWh?SpsfsELdXown$W9I$JDwM|Hm<u(W3B;KpkD*OW^8za8HOT(G@FP*d0
z#qeem7dL``Hr=rX8-7mYp=tJd{}D3*&Ho7g(ckR(^&`UzO2fT2*}$ss^B=Th`7_4?
zxT-$H^6_UNF6!5o-k-Hn=o5b%Twb<j5Oa@+UG;*@@DK1#NkqB`DRes+ckiX=9U}0f
z`p$8Bm3=t20<~?M#dNs%ZV!BGu}gs!JdwQf4**9~f1%G6Q7>uOxG;?n%NR#&PS~Al
zS`GVfPAu$Ie1D~-_`*<db_K$nUglS@uRKH3QpqO}Z`9K!*39(ciu%jA#HCznT<}kd
zVx)fn(=){NGgStw0+n^ML&J5g;N+(0tRvLF4Z8Ohwd}Rvge{)Gz{2SB+?%`Ij_G^F
zn~>mrwVC1XD~Lu;Z2eN7e@|;AN6>VMq5X@2$v5jaT@5Cf&^JIrh-MX~P9o+LiIan7
z`_Y>K#-rzJ{gw>bOPZ_;6#Q3kqz3EMCoZh4S<l40aq`s$29ea?z~mgowp>-JXiwdw
zVA54a@vMqpYl7*<ANaO#j2#{|k>2}P{y<4Smi6;6m@EaB!_F1b{q%>o)P{Q8MD%pd
zjo-+iB)kRHi8b5$F=yYXa@%Nzz$D11q}2@klnYB@G-vi{+dgV8%!f~^nA2^8&y00i
z;w4DgQ$)K%m`i(UTVnQ}aFxXsWQ|HbmBk$xz0n5SwIWaSF_O^T5FR{kc8Ni1p)K4(
zh68I-RkVI5si42SOLZ=EZ`-1Im$rt)rig=RT6Zsc<KhxTKJDBuUoAIE$i6FMbhel4
z`2^Y5nC#s>WyRYco85lINhjP7NFvv7qre}P9_!>!*@q9*fe)sS)S?w(zu#l1!U&^v
z96pXbJ7g}m{*HfXN?CqDOz99J5jPaFJMtR)@$-Kx78G3^4K}jw3`)lTEkqQBL~=L@
z>}~iE2xOQv%HctIo;8s65VV?u27Yq&<Qxp%A)G0FT%l*KjW3e_2jKRJPJ|)!s?Y=?
zhoZPk4clou<U-#2Pz}JT!`9$Xl&km-_Kf(&Yw@2gPPI2(NtnJo(r{L7IFmBA!07-)
zBY=_+C{-jHQsd;!x`$Owx$|gS9H9SQvdEAN;Hxi_DAsDn{CKad==grdlREh9hw7JK
zM*ca&c$CA_c*s;iSEaelM-4kh$@kxW;TON!Sm<oZmkpS?NJx-}hu)|JFN+2bCEd%*
zNhX)rm7G*G+%E+1de%B>HN{Sx_=lYazvg3!WR*<#@(?Ye|Luf7NC$6XkMU%)H=C%n
z)t~O-V|wwAFf6852y&qZ$x)pn;{3k6Dkvd<Fwn%<(RGg5^?J`^o9v61<`5vym4Uk3
z<wA5XC2ES~<w!_RUc<OgCH)zT=+Ubrvt{NcD>omqQl0vs7u%ghFE(zUus0^Yr@qo<
zV7g{p($70@=VH3KgQZRDl&o;<P-bkSN9-!c(v$31mNiKqU)Eg_b`E?ko&fYz)<YrH
z%f2^CyeuPiLOrd@54dwz9NqV+{@WyPVb3-&j2Q2@Z7_&dYsu!h!{!S<pAU|wd!d@E
z*C`vyEFG(;?g1q~f@|<gI}12ZR_mtPb`5N@x5f;`eclS_qU5J9u9^fE&(et+r?9MU
zU*tzSt`*MQ2xNIOl@}Mx%wOL7s7OY@Zqg|iSzh?kPC6*w;1M>7;5@SXSk-+IT7p&d
z8#z3m^C;484yxal2mfR!EqI8q+q&m4yR6hPbA9~z>+1{xMy48&rlzdrTr|`rMzn+p
z&fb{(_g|H`pdNDvo?}S4)Mpj!scJRmc|KB+7YZI#)kFZg{mu24s4l{N0~+A8j~Fj+
z-ofpIcV5llenye}2l!zb9IqWpIqNN^8eu7`IoIPPH6X(uW{`{dX#4WE4%Ks}<-<RK
z>j1(M!S^C4t{a<72BjQ5_xqmK$ySvTw3CXTZ#gt$5xcD5*%4~F^cNo;$4bH<DP{9z
z;YJ_+p_AR?`CD=Dc1Q3~+P%1(b0<G2_&4SEJ)Npj7c3LnZuM7fm+C9FhyliB!Oij>
zj9s#C1>vpuSjn^!@(t8Wjv}-r6&tfR=7BA@h$r}F8enXOEqQpd=);Mw(Rww2WfdMq
za5E%O9p`w%-4LV8_QmR`@|<XKOg9aS`zRl}2LEI&W+{dV=(Fur^;EC1Z;DggsiO#`
zAYD<vsbce56DAz2h`y<D4Uh$>ALvyndtew6i*a38W#bf86mFs$>bN0l8|mQ<cM2Tj
z{cid0u0c(VBR$i>elfzIP<&5kNgtxmE+SeQ#X$F*YyHC86Vc$w7o*oK*b+KlknN`A
zG)hrZNqXM)3~2fObjA3x(MolVGAI70uTC^AE>9u%eGDJLtY-&14ylR-!C!<@H0bW|
z@bHgDM~b2~-n(mjiP2-U0H?{jOm9HP#n3m-o0J9PhdIkG7~5<H#~VAhDB=%ngp$up
zLOgbh0$?`*iM2gFioq|Ya)i@_r)F#Xn4BV?N&&)eyr^JVk3;!Ef1^CTAJ-BuYJ)2H
z&6X_YuP`*hVO9_v9@Ad0c-G*Fs^WqtZ?lVXF=*M|;YCJ_{Br=uy)G-Eq=*yG(Ya)f
zA02$C=4XL`_GZtcs+BYY+jawP+v247J=kK=lW^acwjUuFZIJl~*maN%uUQ`5J;^7P
zQ!w*ybC~Gub2A<DI>$nQqE~Vu!RNDxi`4HGd38^=^ANs*h={LC-rh3(#zpSzLkPv-
zTZ)cT^^3&ID(uzC4=u4$5+TmRm!vnr_ewWKKQ5f36A&t$|JBcV+d;65t?PweWPzsh
zcepB*X3a88;8EEF)SUWjGQ%BRAP(;lyafBI+j%HJr}*w~D3WP317YI}A1vAo_1N|d
zp$@v_ZS57A3tB@}+@2&7y<+}tkVZIq2CF&s!taus<|$rcmMa(*P#s)~vI3+`x(htY
zo4ScGVaG(NAU9zJLC?kU;qp#9TfeF*W?7;1N#l@ujdw)+w)Q`UJf>mYFY2+RU*U?|
zfkcw0mrO4XhF5~*W7V;+du-aS8B7(V&1x~{JQnb!ON908Z~ETWxExClW~86ta0K=_
zXc)9^k)&vg<XwL2iTAbShS2_nb<_jTuv^&tSPm01LOWL`sOe<jR-fAOt(18hV`TfS
z5b3-Dnf*ibjym)bA<`qz^c7dq`UO}a{R?M-yodO`rakV|!spicDFC<AS=TF0mu2vD
zi(22Kejyyc?>7-*O9E{~ua@nodr?A9@y`|^Vd4<pAyH0h^vX%EGE@EsI91WaMqCC^
z{gkPaGg6_#+m9-mK1CQEtnWwZ5E3_`D9Qsqu_jAP1fHu^RjgHH^y1B?OHM7cYVh0)
z@^!0Qc2i-Upu8+2mSLHcmJh!{WqowE$uKmLP&E_Q!~Hb)_@x>n81vXY;FV6nf#K-h
zB-fPq4(6;YhVOd>@F_Wky<aR@zOJcYApw{_E^+y!9LTAQEOkllPSTu@6`&tmQEj!E
zz0emI4EPghox7mi`z4BhTG2*aTi$pjGyaaq_v@P}QD#@}y&3&_DpEVf0bHc}VA^&l
z0^XG;4tBn&58gq)xR|zbL@X%%g+uv88ow`@45HVAj&hnge<Nbjz9cp@Hb_#k&*FW;
zMLP!IK6)eWmqQib5}U;V|6oKfeufb7U-EHab1yP8Ah*fg=N1~w?7XFfmN@x3?pm63
zHGBvN6g}&0U24h37~g)z;aYnpk-w>QfvcCSD7?KFmhxDxL&ShZYW4Rd#O$36ex(yb
zxn!IdQMGa&XBKYT5EY;*^LP<${v?inn}YP9^zP&@nhz!3rEdH`K+L(5`NdGC&6FB_
z7-wy_cVAtgl|HNvuE|$7^v(QAVaMpuSl4nLr=qH4Mc~*%8;`W<NZ~S*u`|B89Q9jV
z=<Q$tVQ;!it*<wWJswG1AhFjpaOpFyQUQK>bkTU++i~ksP<PpR8ftTM98Rdk@D;Cn
z%BhzKkM2zQ#q*;)H>Ay5OgVWbp*nb)4{HBD$FV+v>o`Eaa=p~2n&?bz?(p*(gspcc
ze>ioq@XF}}@n>3Plo_MYXP_>Bet5d>$ErR*3=}%@JA$Y!48h%=SAm%?q5reOYSVn-
zC4jo>ocJ43M$O~FPk-4U%CXq}_yB(0F|4+XQT(8$X#WYt$Vet%w=NxmJ=vC%;*nz5
z{LHd~6I(dSlnnn=nEiUxs-lSDvgX2`)Hn@A9`@ey-0bG#wm*))juLi>?-EE);W8(3
ziww(_@Ei9|3{CI1m;Sj#sui#z;t4*y@b>RaeoUM!wL3bqtaw~xPW>!@8@c?@-N2U@
zblzCG?bA>xAH|#c55Vb!Sge5eaC_VcPyMG=`WTP13Z|Eq1rE-;Gsxw7VN3fj!J4-m
zBZ>`()rN8L_xa5uhWIU(`eg+!>it(NY!r#%iaSJgHe<*xX!)F&@-A$0tFX=iFQm8U
z?3C(Wss(9IVkY>)pkPnU4CB~gPG)9!PSxzP^yDF4SGnlgU71|THqDx2U3zOBHpsHE
zYulG}a}-H<^UYUY)}^P!F8aU6!F_eyXKuI3NLjEl{=%D17he<$+Mq<EtoJ<DO>3E`
z$me>n?D@3g+}>GV;zNv&t{_e5;_*2cP9wx9_%bw$c$u63uQK<PpYZ!TPB=N%I*rG@
zb8)1l3)o($ELt3tEA`WYT=VK#pZc^B3m8`kdp*S4*?-g?h&`Yr-d<`E?afW3!Nyhi
z;jaEjbLBDrIEO!{46@+$M~`d5-81IHxIWVzubcWJib;AD&31dvLiQgIDX2rx5Y<xP
zck3=KI<wB_yg-Nbcbc9iAM1(}CGn^hYt{oZe#-{Lv#4fghL|pMQN{9>y*U+FXg$gs
zMq;e3FD1<xq1#S!=tZ7=kD@pSpa4Lr_LQ(2o{?Lo;pkL*I_Yui4UnU9LJ7kJ0EI^%
z;i1r74}VQ9nE~CGmRLvxor~CgL&<)^l<pdRa#`miUnTX6O%?mMBHBOdSjWtp#XpeX
zgIKWKy?0}E2NTUwav~`;(@(|OK9u`YEX#xCc^MYP_GCF#PsE2wYbQrhvz`S*v%y1+
z=|n5l1MI_LV<ilrkT{QU(-+TY#(Ym~M7-8o%ItGaDPo3}<^>ddK5GBOurAivMa2hn
zo+$N1fttHdnKho6>9?j9i{tL}yn5mbBTan5MW}mjSbT&30nkQus#<KBs|q;fx~$L(
zC?!V7Aq^Env4z{X_i~<8@b_iHPw%8CM0gOrgY6#1J4e$MDiI?>&D6X?4^Y=#ku3&z
zgmkA}_gBHQ|KCBFr`OI`!J@>nFc6u-Y$8K{Cy8kA-k^N|{^AEO`S2l<f(edjk*-6i
z_5g;OU0970S(rR}Pcm;F+r_(nf36#ZWr9(@IIewO@D9c7yO;Hhh7~(cR!^ebiciHr
zhiW+6C0(USWP<er;vHB+wP&hay86l@!G?;qLGT576XAX5?f((3SYc2qAiM(tKzen&
zD9%!!ymK`e;Iv?|AAM9`OmrDftm5a@)a3K;U#EK&7aofCEjjG|c|~6b=z?OV;^?Ni
z;}+f3DKp(16Zf=5-^7sLa;-)(T-E6=X3@_%05K}k+~6kyCpMHz#wCL{^L8Bhn_gTh
z@zD7@KG?@D7T3N+qd(ruCS!AoW%g_zPXC{11h$5UmfHv4V~G!?Svetl2_}j@2|Df{
z)|ie`7TB^)Oz;nN2sS8NIDYGT;!qa9`z1cq%+4_9{N4S93ijLGEvi`y_ekH;>SLff
z(i~Jd&t<?~1SXzQtKt^sjR^ItZ(R&-F`{e#Au1cd7aiFWA(J7FYv=u2UZzn(eiz$B
z9p_}E{WFIGN&^us+<~M&>sS|d>`U?M>k(nv*@>Crr)bYZD*nvUf;v#anPvgjiTDlr
z?Dq?#;Gv2Yzi(^x!;^{WT5cvUr4y6wFNC+T7gNazo}bAO%jfKc&r}`Ljx{J4*N)?M
zE(KgVaJE79p-^!2RMmtfvhR<XZd+ux(D!S0-{8c@s50hzGbxYZs2g(sJVE9>eyPgD
zj6&jM{l+t64G3Ncx<M|Ine^n&B+-UXBDNitXbWO)){fV6+t)$nW_URxwRA<P^D{24
z1LRFzEio%X3GuOp=zDvzfuPI{c}ByRw|0Zg2pqW>h1;;4kw0U%jOZ8nNV`0_8v(&`
zGlM@xaamds#KMM4NP(98w{)tR^u2#@%e{w6t}XuR0Q{+vZ$#RmRB+5UK*lT>!a=xU
z5J^O|gNKKz41H^%V^v5IsRferjgzWrf^aq9BMv3u39Hf1h+ED&n65eubR)XKw5>&m
z_8ww;87<^i2r!;0DlsCtGI1#@OJEHWlxl(iN{qZ3NGi0vdz&fXw@xMY(@=K14G<ra
zH+IXImWQGQ8iA$?GKjGdxrb`UY-9c(V8iUp)D>OTU;gI;b7y{V=l8`_l5bv>BW<bm
z0{EQIs!|+RqRejwX*JsargsI*2N{b041%r@*O1q%?Vo!aJU-2(*i1=V<`5#V^td8`
zkXioKh^c~z4cHrxRYTQ%87Wqj#l62@;kdzd0@w2dROI9)<kZ(k2s7O1GV0Dm0did8
z$sEzOkXsP_9{qK5Cai}`j!8v4LTLBfr=J|_t{S^qvYXYJ_z^RY-6zC*k8k=T+e&qs
z-q3S*%xt6<fbur7=EMit!vlpU>S;tM@dYYGm)k49W86q_8F%}~uu91JU@e>6+WWn|
z*a_Q)hDWL@cxq=Muf&7OQr3qxBu)pv*zrTi@Ylrx1D`J1<zv4GQ_Kjsn`T`K(L+>V
zO-+t+>_+a}_fI7tce{%&>=Jb7-3g88Hyf{nNGEO<s{-eRIm6{aCt?{1uBFX9d+XM-
zP<;S$hppzwDyOD2KdzGZ?1_?ZrFFJ;3h>Rx5#&O!mxd1|bNWzmNtyM=sqB1}MY!4z
z56e^8RGD_qlW_Q1o*_vhEoiYd@P(+|Vww#;XfyEoupU(*pRKy%kGd1=Yda!|c&%WE
z_h7vu9AwVi7uqOEx!^ABNo{Ufh?<<Lp0Hhp-3aj)K*a88g~%I$$Vy$21Zq$)icodd
zy$Q6V3D)PD7~AoyD#A5TK)yf~y9|(>=!u6G*SwZZDlg!asiSNXz(x=Pn*-GA4;Eap
zAUONycL>FFP4*=#hucn<@16-H*;O1xO*l3`AZ{+gQ6AHwuyKYVIW&c>CZQavFQK#F
zSRbv$lzk;kZWsAfRpG~W?9ih6K`BY%akpHRS>Vxey1ndNql2X1Pell%8sT04%g+1H
zIO8-_{0Vuqu@3X{1T5Ml`71|&qIceD8u&*&$`hdv&2SWps`(zpx)6(Y_h<ud!2e9|
zMlTMG-<t-W)O+Hx<&0(e6z8*uu`%0MaGf(tp8D&7ia)??P?H06SbJ&^!hALGs%qWH
z%SG+A^Wdj*;XpUzAsg;+<LpFAb*0GSI-;2CK^e<Q$5Pudo0g!3ce3Y3s<==&iyAG$
zxIMgbUXpVodMcngeF10f7tsa`ggeg+w%iH?_C>t1t^^m#O4RpR%58S|x+=G4QJ_xq
zq*uHp?CeR@CY~IL1B>T*>^d7RTrp-KkF)5!*S2GtytjU&-ZzaO{40H25?>g5O7f<G
zlr6tRo{1`4dZe1cB6S@H%`@XW&iRfOEc@dgOABZv42jH{nG6PvgolZE68BZRTWZRa
zxfI*4T0eo_Cwa0V5;yQg&-@V4Xf$~~NIsS|sks@Gj>ke=jwVW_xI5@oP=_YnKi2xN
z8?Ow_L-}-yAN8SMg{^<pza38Ky8!MQl{#hp7!{Q@F^N2?vpn#SiCe3~8B+E(Yo=yE
z1mPW;(#`e`P2n}U{gpT|g}P54ye&LhZGSdhIu{O)L!46O=8b~&MAZIF7?P-orH#De
z2K0+7o!)Z18K)auiUSw-QgTjx=iIAT_4Z&Pzw=>gzq*SE!foTTF%E7qbTN1d%I~PE
zfLsypBjdUQ2b+m!zJ!=bDi?kB5{zz6Cp-N7T~p(#uJ5o*IMzu;P_rZ2WD)I@_3FLC
zUFr<Z%^bbLB<t{jD2uULE83gL^ZA93Q1?^J<Xggdqmy45pk+s@vE2NKL6frU1D(`F
zNlj(+zrq>N$ecZTp4&lHm$FF@?qO0QkLCH#Y)T8q%G)u?B8HX{fT)|hiu=_|{lTTi
z+PGA@YN_-Q>dN}?{(RD&x!ZAvs$E@KSD`S!S}GE|CH)tko&W=t6zg|wl}NG{pZszp
zjTnr#$uh5;*($8DhzU?bhH2+uUGlM?UHkctUT~Ve3#DnD;ypN#2WT2`5+|%Dl=r-I
zc3{eg3mEB6qXS?R);4np{Q0bs0U1FYqAr$@dNrP49-T;Kge*)MwxQFcaiR2hHk~vo
z2|0-sXFn&qB=9`UPK2i&`RL3{Sy3PHRnf=frdtNaYXx!}EFXogC97w1Lb$iyg~G~=
zn@_+|EYyH?x!}zj2N!%S&e1zQw!*ic`TgCr<-JRH5=2i?UNHdPih3xpDLVe9^LLYr
zb3T~!Aq~IQ7TX{pcXwcS@RPQX9PW{$$yV<nuhjpPvP0pKgiWhfcsUJgva&_RAP)qd
z%EiYC9?igjgADG$Ex6JW9n-SUcE)CRqj09JFXZN6ec~`gWqVyAHCRqUe5S=pjgwX+
zHP(K^+qX|A2v+}_cwLIJih!a^qc0CHo)=6pfC{ui?a;$i0H!c3oiYtY87$qn(HoWv
zD4nvmLt581aGT>rQBIb?OHF9$x>RnVbdyLFNw6=%63N|7tpKKuiz{K-wgP8a&BY@H
zsJ<?A8Nd6m{_qBVx^)-W1aYb;FtV_W@SaoZklC#@T!v)+9luK0ga#^ThHx^!Zb<nM
z@>DQ`lNMphMu3+hp-Z`t?iSE9689CVXTP7_CLBbF!XI!gsmBqE1tuz<d<oJt@${w5
z)i-_*|JGT6sJzEC?J>*DS8j@22EAD#NFYzpGO;5_nLDnZmJdQv+_Y!IY|KRaK^Z5T
z&>Kcl?iL50CABllv2y`Jog8(W(9!6K@H{8SuiM1J>J3hk`qto(?~Ao^?WfE?u{4%(
zFqynB)sQm@qU7|lbRKo%v@AoIo4Ckz{Va1_#(0c`?bamfJctb@X_1#Hhw5Wq0nCxk
z_4#L8bDScR<$ryfuUB6zPE~5n%!mt=wSQ~hrBLP_ZSCRXk3PVGw2pBB9`H3~_>fdZ
z2|Xr8ui7+_cCT=cE7<*`JGrhVn!qs0bwqef>Nk}G3_bw`e=zYn2#Jzvr}n1rViU1a
zgHk4QToITUrGhUxsQv*)&MSl0#Gi?v=R@7n!~XzR!a%A!#L=~E-76etkP>r<x83AN
zg8zN<XYvACTGBL-=4WByvVaf!yQvnu7fdUnmF)&GMFi=V;66OH-48Tz+F|}$=d^Y2
zk+Q_n+AH2EE{1{x8szRx-TA~3<9AEBd->_d-`{isgMT;NmZDSK!k(*j-i#!7z=4&U
zlS%iFi|ea_&Ff=pL6-XkQz^nMo<Vt{HC3WG-cYWni{-Tfe+cGI=&)d2;;-dgjK1N;
zTKNi@)9To$-}cvZ<Yje4Q!JVIiYby$g>J^AWmTOm4%S~J^g~4DX>!aVYjO~H;om_;
zwyCWwq|m-vlP$j4Vh}WYk_u;Y5Rk9+DFIUS0u_x0|9#^;azgy_7kC^OW^gfFxj!$a
zuxHg9)KepGIBJ+(&CCje#>f)yoBPyM_B+dZXsZh4#hkb2BT-au^epVkX1`5>PR!24
zm%Gi;@+loI>cwX%7(8mTl}R&tC%1jNc+?BA0HysJgM{Uq2So&`er`)o(WvixW;R{|
zF*dinGmLe+&X_{8zofy5BP9uo%TG_oDH@*4#kob>c)9&)QzpCaRJ^fRT9qzc;6IXo
zzAt*(rF#8!rH)J&q%)2BsC#u)lTzlvG*HWpqO0h1<aqh8q%vFif`g`+FQewIQ?ALD
z!tJZ%<=o+N$U>k<$LjVOOGZ5Eh}uf<#VhWDh)|PWdZ!l^uy<AWit@GKp4e@~_K;tB
z?8A1lgvn_-3Ogs4lu>o7cbpzyeerRjGw}^y1@^t$$S^FGlnq+^i8frSpYAIQx%O_J
zwOQI>*~XwW@t_ZtFN&7eVY&kEFHC*nAEOo8io-x2T{mvk<-#60bwbKLi3Ur{mm9xy
zV%i>(n?j#<gddxTPPJlXvczE-LDmPv+z4YSm#VE|B4ow(X%E3F`3ltuL+iHW%a8T`
za@ztsZyrhQ`O(YwDYzbB@QOmhevU-edx5WkXrH5ph+wkaOpZ5bjliC`*rV8mbZuCY
z3;;26K}E2-zRt>y<v2{9&*H026ug8`6*HR{t=m^L?zZ0$pp~J1qQ$-`Wx!NdN{M)g
zhJk}zcFNzxC=O?pKHB6RGVQq^ovHOn(_#8CW6M}#`kU)cB-U~DiTc9rx{$va5B&r9
zp#%a;@9>o0$&CQS@@kA<1(_uF&C$i|QQLr1rR;fPdu9gAvmR=j&7Txkeedc|cXXS2
zur(dr4&GXgOnUz8j{7L<DKOoXv9Bc>QRL$|QWsma_Cc4}WMSN(pPe|!tD)6yQcIqG
zCSBkQ^%E#@tbXc9Enx@1G6#b=duCe%ryd%?_~vMIjFtzlo~so!{ALU8B2`)Cc%o3L
z%D8Et5K1p!-LarE8m{>p4$}HV2=V_zqaUxgQUvOU2VEbU3~d{OpEDp@8?O;_q=ywn
zo3F;+hvw?kyxEAa?sD5AIEFDM3e-4w5SwK}-vb(98Th8=wE;K_JtVTS<hUw&RI7?7
z1wYeFM*2d#uB(81J@Gp<dzBT@+Hi?QRCnc>)cb|TLH!R`_U;LX4W<ivhht1jhY~>4
z@2jrEd=@TN7Nb=0Y#OGAI-QQ#>3CR=;6uJV5-pS3P?P|DD<3b?z(uM^%g<BJ3z;@<
zb9}XAA4{h>7O8#Nk-L6V#PBujsN=@_l}fupBB-<tH)+hcZ+oQ*$;~~hzVZdoXI9dU
zy+OF_EYYv?3c^f=jT!n44J_DaQnyfb>F?eA035u@Ex-UuRezg;pv(-&_)O!8-a1PW
zDl$vznyQ`4uia@T7ffSi(g(?ioDQvx9tWFg<*-$}H_W}8;q|yZp8BI`-R_LShMh=;
zdU%6}&4NEpmQr=6RvFT1N({)Ve#CpHAK4uP|1J+Ak_9;aPWYjOu$YdaX_<KBXIF7p
zUB3h7;%QF?Vrsq`<yvdTQ7#hCbB#76Dj;+@KM<$Ok-84eE2;At%b^YB$yNA1)lIca
zxDvgKur@bKo{1w5epP9l=KUQ{#8xbk4_aOzB+un^CFCwaym#3kF~b+*HA%YqLWHXH
zofAXAdGER*hrXk&3oPw@jVl1J%NwRF$n)R&`C7#vwe`iaiFFvbhiZ*=m>ZF(iky)|
z>Ln><nUMklysG|d{+xGLem9I<dzca;C^!gLA}^n~keb)rG`oh9gq$iZnP|L&Wgj#Y
zR!p#KV-6{wRZ!7Xql78YUeyh@0o>68fw~&P+9zDAgTkQ)OdcsLLJkXFLtD-)mc9c?
zP5C?~3;Rx3@$+%pq;Bt!w+ng(ja$-K!;=$kL0_n^fCfhvVYr0e^hYKUZ(p5g#gX<m
z&A&$?FQ|7g6(o$(4JAy~`;w}S`?vtNUnwuRt+}6*a4UPAFC|EpcwJ#WM{=MX`$^9G
zx4_<JtyH2gnkHyQ#+SFawkNHh+!|MUlDa9mNdo@*u)JTTUiE{;nVRp4+9E2IzlHR<
zQh$3#i8oW30=c!eU{PTQ`y*<IS7qoeZ&wJpwnD~eT!~#(5%Vu3M_m-gzr6Qlf*8b)
zb9hZOiRDNY%)?X~L^ZOkO^kpbn%LUXOa~IOgas+~oUDbQdpL7xXSiRE)wkd$nFW_$
z4^5xM-p`P>CcVl8yt^&su1)!@*#8Nmu{;t}km^$vpN(9+9C7Hmu4H`9fmYz9Y}g(d
zt6Kt7B#uB|jkNuP(u)_b_t?gFW^ZI(G!ee4)Fq7nnVBA)a0R8GyifKsrC50X9R6Qw
z*u4o;-+n$&&T(zD8H2B_Vl!`>=PPuqHoAk){dEk5VwHKKBuF7INDEsnQlf9r&D*DG
zXb(%`rY^Zs@gNQ?OM%>YSEaK^Ae1k5F;Wv-^>YA6mYNSusAf<|p+j$^DzqG>%0rbt
zr#FPIgpUY5*QSMZqy0%MT;h!^NeM5&GV5mn*q#^3Xm^S%asY$_TxY~5ket;)(&&22
z?D_QVraUx(Z<p$=_`dhN_<6z0H>0~fQ>sg}kjvge@v}_CZ@bi-;_UCdwtNyIT8B9|
zWdwkZveH3zCIF_9iq;Ggm`9fSOad1LIlnkrod6CawoIzGcW2^}02rwt+bfb(uKHR%
z!4U2@fZz-!Wb?V81q}GD*;FFb7$FSQg&!lUVBT;<kq6uV10WhV-Rm1`f78W<Zp<Q^
zN=vkt$Ch=ca2G?kE4tI256NPX)*j|m=WAE6{LVC|zIL5l;b6u2J<eAlv@q<OffDuU
zY*<FtvnFE(7|z0&D^ZFfjg<o#N1%}?q;`w6{FVCRQFFX{S8LPVVilU`wKak032$ck
zI@T_=8P2_4rt5Y7-CO|1r4ND!qi`b|HM6ED-W3`=1*PM!H;rfXJ(5CbSP`Rs=)muH
zmQ8@J&|CWaaMsvat81ij+oH;$>g{s?-nxztf74KPX;}NYuF+)QS(rbHY|>{i=Xzhe
zMS4>H5eQ1LW`akOEh);s_*F=DBAgX~FlFbQb$)lKw;wRyg>BNa-|=87<M;?txPg!7
zvQORrk?m9`jZBsls|8xPh@Jlkd%{$OEa$FBjcBm1R<URC!|PIwxc;nMKmRdu^P+fF
zq*&O*ohmQILyHeo@LXtf*NivA?kcK4yX9Ta!3XhB3TC(N&+{0xrRO3NmRjkUYrvI%
zS^7$INDSW&@2t$nQ3mJPxKQ@g0Jo2%I>gP6OcvE?!KL)v@Ee+DWt^xMusEj`9XS41
zb|wI8Aw|PbDWBQ1*ZPH7><8lud7_bK#ZeJS@rX(r5robv;a14OBLhVwkh$7`+gyNJ
zFCJRgV$T1mz(3QX2ArXvI{tSLq5gTumUk;qS@dm}>XIDPOR>R*6%Ug30*~lGu3paR
z5zgvGRrv7Y+esn|4~GYBHQdD}^lCMMD)E-SbJ;9A`#pk}u%=9{X=fHCKHC^Ew`4Fn
zqY3$8xn3m_^_65r1#d_$AN#4Tq~^$)oGL)IYqMhuf93gmzuw)`*n7{1XlHDD=nMmL
zGqlxWXI#(Z$lvpkv=nS<`@!~NXI0m}zAuJ634>1G3OC}$t`P5yhVRqBRWRv5xJGY0
zz>qjmDfjHtn5!bZMo~%iw~UUXWB<+uGXMZhq%9hz$>nuW80Y?@6}(!jejYGkD_$ng
z-sRr!e1Y3od63EiX54VFFEKHmobeH;KBv3f`I4NohTi1#yS{-QlO%Buw4z*DjASjG
z<%I!ukz{aBn-m`NmMg@&pR;)XjV4{=eMcQb2EE1rBOz8Zo$Et#n8dm4Z()2VOYZvq
z<(o1u%OYi>=^oqqitAsr4Jx{ohjL^&)CncLhEWl-l8k9i)JR6=R&fP&HswXAj_+OR
z%N_1pk6aJS*6q^I7uv|N@()WKRO;7}ZmRaOKO<rAai;_GG^X7DC@^nYCb~00B$Hd}
z#W7DPB+o#hb$fyWgg}}0?BXSWXO*_PVw3^ySOZ(}KKWrStA!i@IW-9;m?w=0RV1On
zg<2Q99)9bP$k$Ao0r)%U-6qaqVYoyGtz8!H3r;t&WiiM^bNi~Y_Oaz3z+3$}qcI{|
zBn8dRcT+#Mmfr`_Z-S0KR|iFaX~~KN4Ho?rQV$#x{j)#olYD*m$3V)@$2L`uHhHab
z^lvrrXU}A)TjPcNuD$A(X!E%)ZM*@pflV&kC<c1@ph+i34DoK#7U!|7E%81ELC(i%
zCD!*G&vmgQB6AT_az45;v15-qjU_Dbevlrr@4l^T1p{9jPF57<k1S7`=AE}SHQ^(5
z_s+D|7(To?ftYe^N0GJ8#cOmdU4kR^O6s^2h@mNDPR+#eE#w|b!v%lvL{>lR!zy>6
zUA!V2(jeYRMsuwKa&^%SUk8Co$)V%C-W7cx61i^PsW2$x_Yf%4|Es>tdxk`5!#1I>
znoYz_r9O3r-xTBPK<W(cI|&GjZ-XMT7R^Ss_B~MOmn43J{lk{>7A*8lE}d1Xj|tnj
zi&ciHHqms4ird<8e&66{eL;*|W-+S;3?wRh&$Fht__!@Uw{B*G^L!Zw?x-#xP+ifn
z;A5K9^^!d84);=g0g^M&xd`s=!7Q6|9XqA$HO}#XRm$?P=|;`;rs{Y8!1hz7#&w13
zkk=!$*z20^j)Ces=jO^^2;OUldxQW)xb{R@3h|i)MkalO`<KhRmr@Szc1qLO^(hyA
z!L5?D#$+dEb!q%a+Mjv^&-5Zce3K>6K>FWDSy5Rcf|fdAsLADKG3^~5{B@lpNUDDk
zi~<6W`Hp^6pP$#P(hft|FhvPRFuNI6D8xN44Vrve*JE6h?dikfcCZoHTonB=+zYHF
zRe`899AcM%=QB7j2?h3b#+FD~>dPnv9l;r!C+rMJ!4Wo)@@B>fBsg$0(RpUQna7qz
zZA71CoEJFp8sQr%f3A!bcZ?I@Pa0<G{E_Y-0PoKqRo2>ew);7}3d#mNvmELtO#6jC
z_a9<Wm2x$4Z*hB+W@^myH<&`%h6-&^fUd&e`ev?EE^Ru@k}@R-^^Y?J%%V~efITT$
z6qQ$0Aew!oiS38LNrO<7Jvz=iUIVO{mbGkLz}{x=<CmY8A;F|4gvie`Xi^7wG3Kgt
z=yXEXrSN+~FSg>uH;qITBUN9Ljt=AoB~Gsze&=8x+po*Ek1-C(&u9;13(Kn;joGpP
z*grba8g}xO$3MU0HSy+c-7A{p+u@G0PAt<kXdw6ps3W8q_Sv*}&~$BN&&?ip4^&m_
z{Axu^pN{YHaE!a7T|FiYQVo+av-pOQU_XjEd=<iM(iCP)6{(+b;(cz~QolU**ai>r
z67i1vUwf!Kh0t<k+UWLM$aK*u^_9X)Si7$iZKRKqKJ9AK7~W5XAw>pQTgwK=n@-2j
zKf07J8-S~MWZ~VU(`)5O41f;-?48X~`WGBEKg7vW{vG#yoZD)XsYh3X5qOh7>Gw#*
z7)z$sL86BqZThsd#?NX2ftrg_<ry8wscB=kUE*ZEgELEHlB<USQ}b%=Afs8wAWd>}
z7sy^jSJJx>dl;+^t+BP=)*`X>UbX0qH@3F`k9W<>Ge%$5Ui+lx-zu8q<Vj5sy8<N^
zCfCe3sck{4VcUpazrj0p=Q0dFoXazHy=iF$>*B2Q&`I*gdG6MQX#&7fniZ()Jr~1M
zF=X@eIcO>RStj^*;(^YG+nwOI{{Z`b^TFr;Lsoy4F22XuzOcm0zpMlwLrXEZz?y^9
z6pU60X-G^0k2)5YQ}$!-oIv`Wm_bek+}wb<9BN(1WLUX8LuDbxZ-Nr^lB8{Gjd(CS
zYE+uG2P_xeulz$F>@Zsy3<$D+U7o6-N`z8!;hkP~D)-!QuIDYU(ba{eZ|hWQ=biI4
zo`0E85Vc&Pp6chj2bUn8g{2359d<=g;JoL@R!`=;z;lFj<hx}q%#hoOC<DQNSoJWc
zetS0@X*<(~Y{>ghxofh&9+^qO7O9+g`}<~@`300z+w7-FgPnU0(5I?i7maMum;9FG
zC%!>A?+dhGOz#+t`6PBzB3$U!%=r1_Zpke&g*~`iXfYU0OElO|_p4-PJ{729xWILl
zA}E#)e(bKHCmBmMVoCWW<iuCUz?C<JD~Fy()=g(A4+oZZb}%EQ(&;D$9D0Cf>Hl&&
zdGc%hJw!JRg8F$07^dN-%bV!)I=>Q}Wb6<tjs|E6sh_`UD}ZG_X}Y7os&`aT9QKEx
zL{oj5=-<rzpycyO>%lrW3ql!IZaA;l{(;(?FN$4;t?!Nc%dE<ksyYi5w@?;T>wP-B
z`sXR;vASTrCZ9sz_S|=9$P{TNElVB+3XqE57%aCiasoO`D8v=6D!-w;c|bk%+**zN
z4oWlo2Y{M<U&FOhdvE=>VuanQoHPL!y^J(_n7-pnhp2}ZYr_XoSE2b)Iw-lZts;HN
zAr{J@ev0pP(u(NWhpg>NSHaq|wPDD-xk|>nuVtP4i%P{k$t6+Xyqw-Y*d~x0@u?0s
z--6BEw!C5ZhoxF!mfHr77noIOXIllOL$;bpS6-=4Rr?;Ho3n0|oM8QHFCx9Cb=?s@
zZdcS?Ds8=!uD8{+jn|3NBX{LQI{U5;NL~^pIKg;&di!IAQK*4HLBp>jFo%>aziTzc
zJ`sKv&dgzqtICKt9Bz99oOFhG{g08Nzbzg8<mo&5VClbQMZcs`b?R@H_a6$y!1GEb
zNL-8%N*Ki$Q-Vc<o+L^#`qF?*FR~muZA~AFam}A5@MwX$S2s6b#(PC;XkL%yLxoSB
zsL)eY2s^=}_K1FW<GGe%<qoP9x!#*IEMG#^KZaSkb8%Ffg6z>s9K#K~HI+`s3lnde
z0_GO?9~az<JSY_AFXQGY@0I!)Ku0CXr9T8wa<#9fB=DVTZ3PBkT#kz=yPS%0lj7Qf
z7YoU^)@Ls#^+qg<iADjmd8N)K3D6mbwxpGN{;^$i74zZT;7<E0dU`Ook!Rdv0Wh?_
z)MdAJ89Gjujf{Zie?aSDt7E!)iqdYmHc+it9B#%#y|WZ18AtV3@;#1@vFI~tTTBw`
z#JE=KSte!1il!^RLw}5tMtkyN`nk?DN4EKmF-{a}x{m}1j4R*8rt2rE_u4rmtTpAQ
z%Y8mx)^6AJ{y(PvGN=vj?ZSnF7m7=9DK5p`p}4!dySrP_V!?{LOVHp@Xptbn2~H{Q
zE~QX@C;#W2ch32mPnk((?{)8ct!n}Ap1d^DO%L<?9e<}M#}vYUnp1Jm^mkr;rd%zt
zaX&purSk2+<lneQc@)D^7`5&4iq@tORu-ziKmZem<%SbkEMmb)1O5qg3Ta5<PF!+l
zCh0)e34TA$=w`;A)z!M0Q`c__Vr1%q)ZB9tr6ku*k{zfbD|{;s;*P|!|M#D*QIk!5
zV0z3&%QS82p(|X1%uMybd0A|7rnOsr<QM*J_(m<<x*&TCTFrQxx;MR&JLO+z+~YJ<
z<?VcDkA>zY-E<JhFlAqOHeS(G)+e(+WdZDE3;CZyx8326C;*5S%lR|cd~{et$Dews
zw+RNB2+)6kHMTDuOR}6fu_RO#L~BYR@qBM|`oDDTJ&GlV$Y62DBGGho|4wJ4A158}
zz?#KJwGHSYZa5GSIa3`!&pl}k#c&YYc#~>ZU23Vm%2va5M$|oDo;`UaPFirPzGyz&
zj1Vsj<y^P6-+|G8^Oo<A)pTw!>pYJaeylEC^(oTqPBcgze0XmWJEK7q-4H+<cZ62M
zCk~z*F`PuWhw`I%dfR994jKH86K6FPld_QvjCugsm4D0ZDACa>I`#A^kueTouo2X%
zX#EfHC350b_KlBHH$%eRCA$-!qEm?S6atKSs`Xv4^XW|O#ZsI1$?%%t)xY3R>p%=L
z4PN1P;kN2pZ>-!lm)b2Gsa#u%aKyCXr*)R~%0C#Lf2jEyM}e8CGufN%??=5}h*#|V
zp+_FM&*m3@T;n8<26Vfkd+X7uP+}MLbIcNqqg)-bEVrQ(ysf#C&MfvnEqHX5bPzu>
zpo2zH^A^pv_R1gXQM@icbH&H0p?r&zq<_Xa;-;F}kr5+#ji=}PNR&!%`enjzimPGW
zRddUNw&M(=mDHXBqsGsUPnqX<)PzFEO>C)0Uva_`E;*!vI}2)ycpm4*-56I}iSyov
zf}SakPF~M8n^OPKS#xKjm3Uc51R9KJzB8tj|456JMSron4L;w-Su%h5d80y~e2z|D
z07BT!O-;8X^R&tb**;YV)rdP0nn8&Wl`^%P03!dhg5(<_z~U?`_)ENkqCGuX5;IKA
z&LQS(0xB@9jIq+5esgaZ5f#XgaDx^@yQan8{D8-JnmCXXXu>9Dl(~ogq5gm=_mo&$
zXoBx>Y1kBzE!QO8n#e~7l`UD23FIQ&J<?qb{nnlG?bB;XFt~D(zQ<CO-Rp1Rtdli|
z46z-}jxS;_=X-Sy5~Ue)u4V3g8?V+`3$tee#mUN|{qPQmeX*r-)S?i7?YgaoAAJUk
zwP_)Blg9o?f|itYD!6K*ou>)pV8nG38o5W?0Xsz_ky3G}X6^fGr#-XL!W(;--_<ye
zL=hq_{;u&z>*E;ay#MVU{q0sxs|RCGP;}!c?<#elLB5@0zLKGpyqd#WnsBit55?ug
z*@a<m%BgEPFnd>Jsv}ZNTSDT5{sH8@VZ77?xvdJlMCNkOhMjgcuvf%zKkJC|V6&y<
z_{nBYe6_zu;Gb7ls$dzdfZKIq3+hccb70qyv*m*11(R2e!Hip89~ay%CQRa5D)1QB
z7!Q1y36!5fb6&|N-74PZ9BHi>lcB4%TswE>twk1>3#tb0DmC)mxI#=>o(=Om2I;bM
zFXK~3$cnW#?+NNLAE3g1nrdELE}p8Bv6HP7_F&{nAB`;G)Pfh802vM9p#YGrX}ZW_
z?3(!T0Wq(LRjuXqGV5umw@VH&eKDAJ`qC49=t`*)Y@^m?QyC_!$n}oMT&Y4xbkJ(a
zzKt{ivn=wd@k0CN{&~k!1s!`#2=dsdr{|-tLdm~8tbyTt$MT#ZVD*Q&`F+8tNM#dr
z46UWv-J5*)?+lu(yW|dSzf#l3T*P_Hr-t6m0(7@#b4JxlMVzNtQ#H@tS7^+tZ$17=
zQbTTT%(3(LjFa0opEEV17=OV<LpX5~?@!@!_p6E@33;|8>!D_w59F`zpw|x9?0~qO
zPiyCm@&~G5E~<JLZArYfJz8(^gl17}<pV|d$O)ZUIgv7bAP-Y>F#X9KQP#lbNAvJ{
zHoe=MvG#L3Jp|XKc@A9NCxbPIuw*OPL?dW?`WfMqV(r`ZDK?C@fB|0g^ltR?pn+-f
zvY`Rxkyy&ooi^YtYnC5PRnuLeNff<p)4@Z>V5fIg;=$@)#oYX3hUg;r$B`=Mn8;$L
z*2dfl4@csax=H4l&LqXSHov4cOIj!c-T&REzc5FlHnvN8N*wXs#>4-yu|Vb4$i~>4
z)Ev5#1+)@D8B2!?1aCucdWS9BZ7v@0#L4@*hX>(i#nz9F?2uz?ZAsS9i8AAnqpCoS
z5shame(D!Hcvu%UuzKH&{wEP`6q~7lpUvOzjTiBzj;e&x4Pu}?>GPJ1JJ=m5(X3o7
z@(RXMgr&Rb3mBG4g{f*x>Tv~yI`MpwK<ZY$a<j^$gk)SNXfzKqsgUL7VU*r5&5Z_r
z@Qp5`O7eoXLvqY0Lez;ORs<%&;2-Qhxb`)2K$>8*{VnzCQgEGYGd+;CQ?J+;-^o@j
zsK_xd_NypPFU(1|>2m!ehWiuHT5@x1uU3zaGSyi>&DRRT;In#9WH_C|CA-!W&m?xV
zP%cP2#zN+_#O7JIxk3+``C=8A?OwiAp1}@v-<z_VC7mVO4rDL-ov&~@pY+?Wp}F$}
zN*1S}QDoLV>KpOi{h+UP;4YD)ghR~(#jmcgX>Jb$Ce76DNp8hp3@<STx+jwNmgwkR
zHW`6ME0W)yzZa=s^<WcTvvtYjZSr>SdxtEgH`rcadaWQfQwm+_kirF3tCI_5N>&@?
zplu8_KeiLCF11dHg6nQ0Z3fG4K?y}PiEP$pOQHH6cC2?^Lr`-1t5L&ufc>Q;!3b;=
z(WFre_SVgXMuypGPu2;*fpkrRgt|J5=_f76qzoi4rPdb$gV0K(%zPUmBqYK`smr7?
z@}3Htze_vz#q}s=KtWsd9tD0HcxU}mIoCz1mp-0#)R)Og8%spsEPs)4OLUixvS;D1
zbfXPkHc}zU$(pF7ymkn^4Zk^g<%=vZQQB_IU{0rhGz$VG+$)S(fhYf=6Gih$iB9DR
zSuIR-F{XA?W*dRA*<HCtU1LfoW)xjhF7C8BmJ9fv4HF=jk#9Vva+K4gsfyhbr%N(k
zvo;F`lGoAZIj36C!0p$S`r{QWzv~}C7NYq~GcJ>COF!7;DrQIS>9MZV6<EE|QOk*F
z^UwT+!5j=5g&u(AZVw}Q0Yq_LqokiC{4}n<{MhfR1X2vIF7dS|&np(dP5dLe@A<3}
z#HBz^^s~lU!t~y#tdz{($Wo{h9Ur^q;-wHSS+3j>d&`gLk`8=ThLK-X!cNcFFA0G&
zKBk%RY$8?+bOk*@ZZ(cuL1<097poNPZfE)`p5=0uAdxiV{k4R%Gc&?H(hBrRExYfX
z66Z&Rd*0Bc{IbC`F4*=2>5II@-E0%<RAy2+HLTg#<l9JFXiKUJRW^@SbbmalvN|MU
z<_J9_1oq{_i`&oEDWpO;(9k)y%RwE%r$><*Zh(eWuWyagyN1rq$9+uPLnAtXHBVm<
z%vGs;(>Lm}dGwQ6YNg49RAtbJjamla4O2bnw&vq(@qiXPEbnVU{Cr=hzC!QlrFh#j
zB*3$Eo$;cTN+H<wbF+Qklx2xC(hs1Y;~6C3q#J@2vXU~UR6PNFB836h_)!qdm_Z!l
z^TCg;lIU(GJzOPoE3yPV$!R=oOVKUl*I{Sg8~PpsJd^${Lp1lzqDre&*x}V6#wPLV
z&jJV(7;6iIBdkTUdV+#qsg60*kRpQ`6>h>_2?&AuQaB88Y`LvBV$r&HX|3?1l+EZ;
zHhJ5d19o5-K=dJts!E`$bpS1y1{j&Y8FgC2-;51*@Z7M;MGWB@4SId_0#R~sXO0>R
z-blZX-@0X<df*RVX{DO&S#}O*=vu5`FX8_Sz`5fe-42Y=S~?WU9Z4C(-O*Qrff@eo
zYs!E5*;gzq@z51P!G^(^g`C_2@QPB`Bip1yhP?gqq5Z_8dVm|?ULD_?F-`XaO3r}+
z=22l@&XETKby2Oia2DD*FDs>Eg)zgWf}^y*@siIyV3F%)zzu<^J0;t`9<@!J!V{$Q
zD{R*fqceG4<hH#^nSWOF#2z0TKPUlgR((tyyLbYq7Vrmz>(31{M@27kY>|#?XX{4g
z{mAjgi+iB@Md(X586x{SpCL#4C)zSWRsp^=1aX-Z*kd&gCV^yvb_&vW>2P?yp35j3
zLtT}Kw)@4g^7Xr>C&U0t_`VC)@cx^w`fsV(g}SOG4`-6LUSRgbnd13vy>bR?%#6<%
zTU3wuOh?8%dc8^Ci2?U$k3CJK^pSW2+Rye)2!m3T!7$FOc0bu__wwG|YT2FFPa+Bf
z2Fj7ga7M-D?>?R{NfEwaQ}n!FuNrb*)u@!!<8Q*|uC&bFY>N^M<KJICIgs2%JSy*?
zbidtz{%UuqD>by0s{V7@l?W1B2BMRWDz?U~gO7OkKSoZGeu@#^ZA1s*kUzd)<cQS(
z5OiwLgfPRigwa^cXp7Ag7Qzs!b2)S)>OzArKyhOp%<fvVRqh)WCaMK?y2$$K?Hbn0
z^nVKxw>C$IeWKPIvDEFfG2%emhrg78;el3e+u5dnJd_I?Xjm)i>uN4+meCjU*9tS7
zwSiz8!nDEP!;UT6%d7BMjKsRxM!;Xx3u7%K!|}U!izi9y9r{0YE1w+5o!q$MsdNxZ
z)H`0jDs1EA$oUg@u~1kG%^T1)SJ@~II&d7M4Ja3Pv5Xpz(JFkR$9+dqCzCmGX3&Y#
zH*0JeEy$5Hbz~D6@uQ^ki(h)S@Icay0(~m?4|u|LQI?jK5ST-RGCHj#TM40)@-G%$
zYTJ~rCru)T46*-RAu<MOsHN8GXc=FcSRLhzQ!5YO(8I?xd%ATG?3C_EFW@i!a-*_>
z8K)efp$Ynj#+MW|##CKBj<)F1s8I(>DAi~QiVA(#htXlAX{<EWm4Z+W;Kx7N5%hVh
zl)PzAa(-_}-Nl^53|VP|T;VdS0GGHw9lvfoAMD13RU>}Ub}3z2PJb=Z(dg?a@wGH<
zeI}=jwI1gUJFrF#8rA+pcpF4nA6RG^ll%z9icNu#9(DSE#l%<Jr@~Qww1^d%GIMHQ
z>noZ|-ywjz-2XNV)pYxb8pMtx8`Qs2d<UnV9x~;rP0#-(eAr2T%U02)+YsA!>U-W<
zwqb%3yfjy5-BH-E53BkvEm?12{2l$t@a$`!6iy`{%<g~T7SbcImYVsbQL>B3C8f_O
zU%@J;bx66aZPL*dhaM05(V2lCmivNGkxaa+SDNweC1~B?lf^NcqI6dsK{n9-@VK4A
zxA6odP-h)jMG!4~Se`)*#)|5^>plYUnrw4#j&J8Acq<J^lkNvJ=(qGu3SNJo$q}-=
z{V6~BL*U=eV~zNx^&$Tqfb)r%(j^~6%WjN%f5LY~JK3D=8|h6*kY>@OIB}@(odRi&
ztZ{M7UJoUpWmtG$*M9H(vqHYFt{4hq_lE0<JZBQhv>>h;zy@1D<R~WpydQIx(dcd@
zL`u9Nec3(sv4p)_oA-{bi`>QFx7y|t{<ebX2ge~&@iRx~<b7Ykl~&^;CLerH6z^MT
zP?+a=vcCh#ERpxyKl)yv*JL}3$5_tx+ctxxkpU9mWyz<LpU|kYBacqlPkZ%PL|5=h
z$@w=aX?!i^sS`NF#YBsK1W|$X$}}BDzkEf)=P)7DXI)&=0+lP+97ySk=rHT8IFx`}
z!_E|2KGT^7eeq;N=h*9v;NX3E62s`=2)7V9)U!lg_z6psk}a6I!;GIsCg=`XVe)g;
zcTn}pOgg2>CR1e@NAsjh@7`IFtlg5qnwM~)5=I19pQ|p<=d&A?kc<<qH9az;T>EHZ
z8MsyrdW-YQoT~7o4;=|Z{TSD#?-}3e1@CLe97KogHWWaHkP&(Ht~?_Ak%h75GL7j3
zrZhZ>;?&XqvH3fJ%{azblzC;jFuKG-48(t5h&gw?=}y1UQQ6r1X<hGY3cof~z~I3*
zxu@~^3*%>Fo`k?~``xG6B8W!D`1`*6Fx~TpvynlOiWFG!!Y4@w5x=QCa5sj12!Ei8
zO;!|!z*7wC8$X>eu~Vt&rK#R(JootB2ZWly3|a*t$4U<FGlmcm>})Ztg9(8ka;b55
z(dEF)IWsY9DN_#RzZgN;R7P|OHL4FU;{%>E-kCkiB()8+i?Te)YwLl#-4~`?8-HSi
z{G+u=r6qlnso2UwmfO2-4~vZQ26Zo8if@Rfw$>_v_QFk&pItf^vVs(yqEqY(flT_J
zyk}BoUjYWW>xLJf7earf@&5|^e5mq0KH#={>h))d9b*5Ud2i0vyp4A}>Azo1j+Y&>
z@*C|k=U&k~O&K9e!~!{qbZA8i)Sgs6x}S{i^uCl&(DDGkv5&eLI_lp{Iuyyk<4pt<
zncBaYVbz$e!(;@BK692{np>;pqZpIc_Q}a{dQkr{ery40QmxIT77&q<ibE<fA!`#-
zb>89UosVNd@ak>PeV?SQ@7F#3-FGxpvMEy^g;9Gp21IUuXt(_s!rp_^JdTr>fM37L
zCz;W?X?rCtcLB@U`0y_^g&#qNf*>Cq=@9WA=2Ts3WjFu#PvVF_o;fPc5)poKL>Tvz
zQ(^_>E*+-4&P}&rrw+V<D_r*2x_KWHV0Pn_DNdANT7#agpkx-z6eAIXgim1Y)`oXA
zlDE(_iz?T8Rw8?Gb>Us`fxNp$?Xo>na;C-<r<MWX7^;Ee6X6}Q8g=2h0QSEW4##o*
z58m)=vh@d|2G~)?<7?P-c<7OEHM5EJu_DThZrbI7iP`@tI0!kW21U|tlS$r7AEj=c
zQOIa6Nr9jGK`Q!1rV_mrIs%%PIhOwBqI7OjolaCtp{^iVzPvUbQvoePQQ>aSLr<4X
z@qA@}yq+V|RuA^v$o@{cm-$)^R<B*{eXL}9GaBsjFkbhoX5=|OUN1L1e%kD}km?&k
z8=MPYc<hyTC7s&Q9ywo^B$V8WJ4-&o0Wfk+AzjYbX$jx|-wzz6r?r&i032Q_g^Nyd
z0Aw=d2*O2JB&K~Pz4kpHc3dO{_GvhZeD^FrZIn{7JJ(tje4rIH=HZ6Y5HopzMd=*J
z3FjA^SV$-xNt=K7)pV*n3)bq;dIsMgb}%d%hg3SQcrZE9Wx@}RuW@-y83OKQYT^}n
zk?bL!5j%PXab0BJWU9e&e;xAo+{vfW`~#77pp`#-Gqe}*!=E(S3JA>WkxgFGi=!ed
z@y+DBiJye1FEE5jo`I_tBW7k(vPp#Q$bSvwu3?w&^T4`MSqaO$X*&70N-(D>kAZHt
zE$`*y{{X1x6&+@l6{5uG-K|$pT^oCq03KtLATV1lOm3UeQ$FYn?%dmRH&Vw5-t|i?
zU3^e!$lc%K)u7opxg&#;WuI3bS|bP#@h=ih+pa6rCk~y!3P~Ws9z!d6KkF=NRK8L6
z!e)wgO=|VD!`jl!<Khu~OfM4DDq?5BOp|OJl;*JCf}i@IsIvCz;54MUMEeA~g{&6w
z6x+@Q5=(&1mCC<H-jo_@<30i(gFwo<(6I}nhC1xCQRVzE@<oxY;MF5oaf{C#SFPN>
zL;6ya_t(k0Gr1q5U|A%9rXH&IkiKtMn+*m4t%o0Jvz^<)QWv|trO1ymr9uv}5_h0Y
zO0S1?XX&s=l<$#}j2CamtimO?pInS$WoB-wJd<<VRxNsCG#><I`i7Z8|K(PChApp)
z-Ked@SAOr8+NX?uXS_~d_xl|Gl_~d(Xq!!(X$?(h<VAODcDind^U4Rljo4)h+}jpS
zw8;S!xw)&&?@mtif{~p@2{U^$PJYOS?PARsBNT<fFoO+u>o2kX@Wiw@iWk{igRkMx
z^rUF=vYgqf+Uippj+q>M8hkTUWX7zQL^9VoOg-%T6|WF5EZX@Wz&YZ`+!ZU>&@FG=
z!h~41K?5IYZW%CE)Hj!Z3hyx^!`Qmhu8e$WJjhDDzhQZ(@pg6k6eFfPxpv<;{1GV$
zXh-`sHbvGto(48n)Cm4Q^^vj1ug7Y;TBU5eT1(qF`@`;K>fo6fzO0@|@mqF+-KUY_
z2Zal*y=IB~hn~+8*H!8mqR5p8J)Zm=&MkQwH#$F&<_^I<AE@cisG!i4aiRwC`-^J!
z(nL}t)Vt!yq{C*te6wh+7R-M*RrH+!&A7I}nafftucX^nJ>dh}fZsc1<VA#kGflz|
z?e7%jkQ|uce#a_X4Idx&%3Uth$DbU*{;#LyC;8=8HqoY3N>|1o$Uf9t-(_%?wAfsk
z=F^p5WUyD=j<&QWh}6*uF(Fnjmcsk48Vi%7O=`r?L`=*q`vw+!kzH?{Qw|$MWUUiA
zk`-pc!s;B!$%12Ktc&fIfNpD%Xkg!B5un{4VJk-OMjFYuMRWGXf%|i@tznUiS-7VA
z@Od#5f1yHdb4)Z8=MOq4$$33*V)KTmOaD+{Zy^!y5n%<j@<aR35D$^~sN<-|d%A<9
zqW)k4GqEv!?l_~?RF}?czdmPyOa)<k+)iEp@hYFskSTf>3cE_1WKJLRm~yARA6#h{
zG^#5#cqscEXu*^H0~_p67B=O*t4}uaDvJ1Armt(JJNk?@H3OipUc8fKhoM9imKf(3
zH2xjD(}2*-GgHnaKSg-ZvX)-%wiSt#e_Ux|g08$=pXZemC$C<Kj+qvPGt=1kOzA^q
z@{FKmI8m$(eInl(f$JRsC<G~gaY@&di$+v&h>PjOOxvJnE!m>iqGu^%Pdzq%mLlTJ
z;KVc=I^WwDWD?61b)sLHE9X9yBku)HC!2xOJR0VFOg^(XJFrkP#qw_yQ5`x~uv(X3
z3_U)9e(QhaDM(b`gNU{lu4Fv-@y;$1l~ud6eV(FR6w7&iItb6MVYP*$yH45N={5)$
zcSQ4{fv+nV{YNB-AV)H{xW+o~t_k|ET{KJy@Pc@jr@VDEg*yc<Pk2uwlbOz3?V?Wr
z&sY+Sdzd!+&M1CHW2^kk;6H#76>=)Yo`-6f)8MCq$p!Y|this%2>Uw*EG}N`8@ZPD
zW5V}H+dcdx{WD*deC0=){QQU-xxE|L5CUnA#KOVuDxzZ+42AWGic(%H`P1^f;2#@^
z3kY|THI#J_PK3LfKC7r14dwKu)%Gt<Uw{|yi+NrxlOtj^dyC(bgN-Var*A=91BpU!
z;Mre)qJw6Ej-VY}^alxW8dhqRPt*FQX=W>vOmx_&sZI}1PLBBEuJDoS9@EqJ7Y5It
zUXuQOoQZeO)N2YWGyhveMVhHz1BCys*b*FYWg2i|cUvXp5g*HGn%r$k*U4AJM1Bcg
zHcC34PehR9daYj=DTo|uj9r3A`d7X!i$<-LjHLyVCw2l$N$8t|Od<p5U|cYg2(&Y8
zP%8<EE!~NZ6UOmEjxaik;$EktlKbxQ2#$?j#nMFywE)h5k<o8g+|%&56#e7yNcYRt
zqiNTFP9F}hL&xM_PrXF2b(?pc<R%5AH<Wd>wy@*|E6R$UP>oas>-Y}6Nxp?5tPp9N
zK$DbrqMr3b|3+!u9o+Khg|VUQdDz&gu|pI5J0^#*ebT3wQSNIlPCmJjJv%G8K2T*(
zTl|Srv<lqSAt;s);)hPuO<(lx+PfA;V%bfug-*Eo8w7V1U=Q^rQ1jX(FYB93P2Fn>
z#>&8{OCtLk3A)##k1=!lqn%ZL>@6+?U)&pU_%_K5h`GW1MN74qpxKtNxiIni+Y#d#
zdd(zh$aWAYoaNHm?QZ(nT@h+`Dgr9={>{GY&-4WYOTBE`znHkU>+2X<SgEhm^cVbr
zF<x_@8{d*YMk3YNTsr@=;Lg2@&OIoK1=ale#iB`(%zc#ZlJ}>7^-ocKns&+GcTG7X
zX6*?Mv)iOq3OY1GL-&<H5x2eKtO7$^A1NrE>x$zPIRL^Ve6~T<x<e^1&O7GMqq@rl
z(#m~=(Ds1S_i;xA%~_Y)D_=||@gQjQe$F4u8DSDh%b^Ay4z{;LKYlL<;HE4T)HuVf
zmtA$VBwNJxix-(CGyUpV>W&>f7Idf|seUbV^z-f(G=%828R+UwQ23b0nU$M%h(C^9
z=zSJTvK^-n*57m1pObB(pRAx7aQSfo*ZHbq7d_n*{B+KDl^bGXVHJSP{KZu>;Dv?~
z>{Zr%IC_Kj(``r>94Od|*?>y<?7kf9(Kt5ehbTQvRRhakxnRE3sH@lPOi=r!qaAW_
zuBfG_nzx@{b%g2n1h0>{`=$JW|5@XPD!QP<&-S**(J0ArE@P*Q6c8Yh^}@&*45~+W
z%<XfC_8DquJ>gy@?(WMHsV_vi+HODW1urU}qB~EvVbjeDOMr*<>oeO#%CPlnuLNA|
zdkfnbm7{x3LrNxVH=XT65?;Zqg0|e$lPw&aRf9|Pc}g7PUnuL(Mcm7H=@dzDK8MwR
z$~m|bY<1oyKg&DHZT=WPjRQ!^Q4yYQ;G14}-P|h-C(=FvtLVN{?1~qMx1I~WGH@B?
z=<sFY6{9tw3$_T_wDm_-riqrTD#T43f(OaBO`y#dGDs{eh&dY%%@j-hT7H41<2@>#
z>MnhMaLHdH^aJSIrTR;r8We|{R5uqXYfoEEpq{p#J=uRtd`u?;zf5r$WE*TMotXXy
zNaiFn(|4Ro{<L7r`7+ja&OwQ<;_DjJP0FuT-Q=ZQ-6`5I;H@%YaKVF*#!6gTV|-e^
zMr55*Ak3bb>XH{_2ifc%uWJbRq$8bpY%DlVI&_7(JWr45g$jC$EK)r>kc%xC2-AtH
zX&SW@cULDSyp)EiiQ~U-w|G&%A(=W7%r|ftWKC{Ulvh_ggGxW<AkiZ_iT&GyH|;3z
zp_2|FV>2r-M6x<fS9p9<sM5R3Eu<RjOi{zE{MsmR3(v;teKkS9+J8@Bn`Zu_e(3k0
z#Xuj}AJ4Q=V7{u?O|u(`^0-c`s*H^IRn*O?bancvy}Z37w?xBv;)Xb(Y%p$9>h-Rh
z>PNk^y}#ykY)j3RfjDQ~Sjdh(cN%Zs=1Sh}>e|A?`vxaO;}#3PSNP5jL_XfumH>g^
zZ557TD<}KDJ~vCYZ?_@7XOZ-UWodA^%1>X0Jd~?wm#*uJFfK9X{LW`s-8OpP?d@}R
z0;xT3y6TVe?D;%BBH>eb?ZV}e*fsmnfd;qd&G&I&uzT8CA1`+3{ZL(N0DozF4*7`F
zdr`p~0$_2-()t%mk9>th8*FmQ5S;7As30F?QvCq0Cxx1D7vS=h-}`t+f<WZLormh|
zkpr8xSIPjam1uBH7tL5ZPozlLD9F)dXeXtiuMRTHAMx9j)9rf2*a!jZs7LrefR}T9
z_xrviKRzow+Ah!4RDSay+K!ARuC3I~Wj4}8U^-_r)R?9Y>+bHtu&d5dEPLHkP%ku9
zD-%r&pLKQ;fU%6ZfM4d*@kpEdNEaeK5_x~2r8o~IP012$$Ho%22O97IqmG@6mSQ9E
zngRRxK{fuUdjA39+zzbg>>0)5X<O~)n#<7k@j0!ldpicz-b_b6A|*eSD=h&Cxpg+-
z>_Ax|#-M{~Z5fUg1)1X?4es<dq|Ki*NE{~ouz8cY4%;q$*_eJu_$tj9<S*-)Df+HK
zZb^8!<<F(Z*reV4*cO1~d6n;<JT-_Ki>bP-4JXghNa%<v2t7|8tBLHS!h#s<mODpY
zB=(Kjn-2O%!Gf8SR=4t|w=NAihklE&Ejk^7)Gz<$PyXm5W4cph11HOGikHsT6x$8U
zb3SWq)58b~at=nBEA02QU0h}8&=pfYpYI<Hz<1+t!MSaS6!JPLH2%EXwr5iMd9)w9
zY9N9PjGMpeZYq{1G%F2NYc$}s&tLncfRkfXj@{7XvlOLs0z2F`()v~{&H1ZYa<Zpk
zOaG8=@bq`L>kd`6`O7F!##SSDoDNeXq6(d>R|HGCtkr_&WOw`<Ty%zT#@i7DIw)sR
z#J49#{Vi=y=a<CQs8#fyrlTY*UViu<lNyRwN^K_c>wi<L3&|?9ufXrOB%b7c@KQJs
zZrp2z8y^X72;LN${(nZkdZe84oSd%-j)WZnRpon_T1o2OEKa7#R!LG`>Wl?R0l3<i
z6@=E2)ai1Rbw$h*mE8BJ=T3QiWR{AaPCVRNmwc5ma$i_NJy|L<m9~>CiB3w;!w(zo
zHO|Z(%nPo+T{?fita&KKDe)`lDZ7!V0Z$<WabhiA<!>(TN8i$OD-!jUonl$J+@$?c
z1Z$TbUBFia$M$tU`Eu^)6Gjcav9z<l?D-75PylO1vyQf_lbGM5Sg(mIQl1rc!E8&?
z>*>eH(V7R$<FyJg1<=G}jSp@6=<MjItQ1Rt`Wa4TLms&yce+hh8D2-U?RBSKQ1cvA
zjIs}MK1+C`6jSy;b6#i-FI7_#CA7|2cSlN5u}Xf_nyk;#Pd1SviDify$e{FdrPQL%
zpTWxg@K<YfJiI$J6<3FLiXVi*%t7P)T>iiW)A}@JJq(1+5f~@#U$S~;hpdL;e%(Ot
zO3Z((W4b$$!WEu?Ojx^LHI#_C{9D#2g3sI$5%QC|bRs}o!MN4;P5a2x^zT!n!hnAd
zGaWuN38qMlcJ>3hsAG(F*0?<qMNyeLTJY@rf!`8W-e(15*j%(=8umzZ5Nh83Cs#~m
zVh<k!XjP(TA7g=5j?;>35GBH_%zahPt<)D~&AnO*``TImL=l-+Z!e&pzi6DnR^e0Q
zkbOe~LwQ?N2bFG=DQboP6E7)sMi^Vw_gFgzPES&)3AC<-HavDE3KR>O?M^iX9bw*$
zaEhC2iK}EE$-8E*?QQTG6*9&z)GNfatd5^)wao%#p|Y5~7$;TcT)*mK6@?A!+iZPn
z&<?B3#HU)YN|aL?YtrbMsEv<PX|dLLiPcI`iwdI(F?9smqPi^?;6}6_EP~1}m<~yq
z)5ahiKKoj^5^gW0LzWX*!)5K-wU_EA3xcR&;TrUzV;4RM!ci5+T{^<+sT~7;mdWZO
z0l{|eN@`m|#mwGP>aw08p<5ouz_@ak3)N_<lGpbhx+?<)Q}vw0dG)w1Ao3X-F3%*w
zero0NnMt1O;V<OI>4@+7adMn&Jh6H+KI%N^2FMOn;L-3JwZ;^yT`XxPcDCp>60JD{
z=_(iNOBsyFrk2j#K&aO{bb$MFJETETEcpQ53I?lcW#NIf)`?Fq5{Io$z7DYA9porJ
z{)iMr&fKo)-6nC>M%cemOWixSgv>V(k)kbBi-^WfQ#uPTNI8V!OC0YJofp%)m7wwE
zAS2SnAj5M;E@KaDT}yUjKZ~o<bj-i+j@`atI@x-Cfp4&+`R9rz9C8ywSEssiEav-`
znTqhDYiBOIA8Ipp1%)HBFnpd>V=KIX+xhb`OI_95RiGwh5IitHAp{NRJp@;|;F{!u
zJPi&fD9@lxmfii`vWY4b597+)VGOPpV$byWiY6F!>(!MyOI{vj-vjF2xgNA;$dM0P
z2KXc$)Hv$CR&f^sm+~w4+7ykd6@G1{=-6XSD?!EyKj)iZ&Gv{NtforY$ZZBrre>2n
zuh^yEWRt^p{o0&)xEP8aGJ1wQb=bdR-3apvb2F6}AeZBxoaVo&C^3woZ4v>HtR5O#
zT=OAA28Zm0FR)ozd$7Gp2AWvD^v4;ILvUR3uwG%d<Y>%7`=#$$L1+)Ddg-#fm*uX=
zlxFwhr7Ucr!}}v-_{_YiB5)l`M?IxFUBL_gQ17IqDzGO#BdCrR81-x#qhp-xOcSes
z8Z1y3B+>3g55(Ex#HgHiFIf|4KBQcjn8Q(SC^uCS&sV;_Fe?j`4B75DlDZwe-N&@$
z+9Mj~^t-(m(f;1gv;B7JxPPl<{eG_N2IEKH5@Ws&#o`6>>u_KbTb>ahB^YkNr$D$c
zx^O|T&zFwe1mN(oeH>7v`z~;U)`i|-OU3(V$v?R9_Vm$9aVSQ_0iM&<8{`@rG07nG
zO4HHfTi7#cLwN`NK~VA(>s+z)wfO8NQ}e5a8p&kr)ANwc8-lqNPQoX{G%k@hqV3mU
zea8;Uft3F>Hxe_9qp%qcVA_I3EiRyZvWgCn$2x)$G82H=YRQvJqE2y1wz&MISieqp
zqu<qTm^eC~3>%r&Zh<xNKgzpb^adaIznkvpL|>dtl<)XA?5dDrOU%+7HB++6uAHkD
zXi)%H=%P$x`$}oV9BRk|4?#_JRwdv@lX#kZ0}ke6`z32vK8~cCI?r%pML$x9e_K6D
z3FiZ6*;x~=r0TL}tJq*Yeiln_SmW`pZNjVS{XWKEhTctOUM@VFd3XzlMIy*}n?;6*
z;%>eF{45w~mA3(BLLeKbY|16IH*g<h!PEqMoV`rwmN+=R%qPS|*1#Gl<;mrRETPE;
zfZmH&%R`+-5`KE)-Aap_i$R^`DgDqCvJhElA5iRxKrpwSywI;Qb$j)5wf*xF%=wJ#
zLZ4M%W*9QY+L%AWYUEEU8j~+<LbR~7TB5qBEW9~{G@+9}owQ>V|H6M-EgAa)e+aE$
z7=BhCxu-l$3@s!W)s8u3;uzO}lQrn-0k}#uVy!kYss%<cJDS>c>dV~!0AoD|Udc8|
zV3*n{$L?g*VaTkF+RqkHFxpT1rOF#v5yO=7d`6J}qj*EXpMlI98Qt;vh-1XAa8egy
zgF%VKkA<MEX-`6=IT-cmURvVc=4Huy1jPnWJUJ)6u5D4zeGRYsbDFV@jTI#nKz{u*
zZLCp-wXyU&9mTRlV4b%Vh5Z-ud>_>`C)|W|07KN@C4YiX+A$g2$=3BBAwsi!$A8=h
zPO}mYL>ffDInm#dH`w_Yf8NPPlH@w#hYWk)h_oD0?88O}Hq`F$X4Tp1i)8P)val+@
zc}$Z7jbS`0-oHfaOQ{2IO#ijw_k0c-_c&5sxsyj`_OA6-x^%ABby58Cak;2m99#jI
zIubs2o^&x_)FKR_`BIAk_{RpEzdX#?zj7^3!fEDj5+CvEjn`Zy_1B4-b>1n++&t4a
zF8Fnw!4q}#`F%5n&w9I`4QkEDe3qnY)SC$mm*U<f+!<R_zyOLJv{C6`GGSC-W(J#;
z5I+E2`FP3YEKK5D38_JGKs5Ots^+y<mqXJsRIMrOFaDMd$wOjsTN`&ytb{sO5cgzc
znh<k7eEp|V@HL)QGG0vI6Y#j3)kQLcLNol(pu~<_fEo3qz<&zQO11ex4Vd1{R^S}{
z=1+!8Ne>ZGlf)*=T#^THJm|5mcs%8-*s^bJCCsA|n0whB&igiBJ6hE%lKllyglv78
z{jPp1g9OM6r!6@yBPOSHe57j~4Z3V>wyNZHv2;kY`dm$XKojOPf?}>Q6O5!PY);~P
zE?jry*nmM$h%_54*0D7eu18#0ujnr7qoI$fXzm3o>97>Her`b@A5aEH#&+5wC4st;
zqu0i(#O*u<sy)M;>YhkBGy4xx=fqjUXWp@TrB!3e(r32&C@!c5$CMa1JFV)QsW>5X
zx3C%+g&cwyo9XFg1zIWg9~w1;XLPx#wY0!}S$7g{YgeB=8qf$`ESzuEI1H~9q*#R>
zxVy+j5JmJ|j8%vBFR8vNc6O<x<Wlw2InO+ig1#uqGYIPpo#<mtw?bO#$WtY*n27RF
z`jf_IQRT$H(RQ+fO$rpVKQ-;eIK3RmaR1HxoI5U4y{#;5$mElJ%en*$_yBXiolcMj
zjNw2vXPeIi$z{Kxk?zZPHyW`&pyz#M85UPMyE2%L^`1IK<WkIxIm?H-bn!%%QU{m3
zFxrq9*pZ0WO;vswJ30~<ck-bpcBuY?s{I`keBzCcL+ACjyHa9$_H9nCXyT)Ll3Xxx
z4AAnA#V!>92`WVWFl`WhN)|iR<EPI$(0XEGl0RMB0X!iSOmH(l<?GI~@)mw>L%0Vu
zk)ck{3%XZ6G{1{eur*kp4oPP#pAWV0s?yjO{aWD3g_ovLr4su{mUkk!vZC3|C1s~A
zvX@W0yo>AJkBEkL*?MBiKbzuyXrL0}MZo=RN|8+z#lH+4i9IShu-Qs=-orwM3wmR4
z>_~xicS0+*uYeO7zfAW;;op^P8Jc8=Agl}H$G^)XQnZ5yl!b?xHLHX(>!-_%k#T?$
z=b5`oFv~$JH*hj7H^yi_uu34d&???)J9nF|6(1iMI?Y@7RL-3-=T=dAr|qjY^gCX>
zRc~W5>YC)r=C+Q~rO-?}qz^g=q0<zGK=^|=958t#+&v9#HFq<yT?#bZM6(>o2_MG!
zO%2t&*dj?geZ{#A7oFRT7*{uf#GgEI7V>PGO@I24Px6$$ZddBGAG787q4u`0R@-}q
zu+-D(<ptdd#QeK-b~7=FyUs-E+v`XhCQ|+}dR6VfQEUt{?HNM*yKJJS6fPIH;%<0>
zO{z2JSHBYeksEj0JI=j!z}cy4{+tAz0<wAnclm(ikEg<d=z-O9<48!6EX>u!E;90A
zK^&=ei3w=cSIUsSVwJV7SbC~RUn1eScLGC0{WUof#mhBVBbo{^Bsj0EXwH4N=WM1w
zzbf_>Md7w!ZQeJxhSJ7Kq8uv*gG$^bZ^>4szSd{>KL=5=oqD`4{G%c-dB2AS4^5du
zV;fzlvf=X=+N*&`+P}8{V+)=K8^pZIN#2+_)4lb;N3v3EN6Uq!piyCUIT~WZc;V6=
z-zo}C018?YrEsa`B7in3$%;PT8z_Z+p|qaFD}_c#p|zcQ53o)S(OOU4azuD1bfPv~
zGk;&c!;=&=9;{YgG$H`!xpHnUM{L38FuP=f>Q@G8j)u3>2xAW3A-_kY5#ti*?E1mp
z8>-7Ejh7i+OT9E)r8NB0qW=JkjPUv=s3w9%vCoB(bG(iI0w1u8?u+=D|K>OesvL(x
zGhl_yjXB|ALR?V4(m1Q6PhU9M?=K8k3)|USIz0#Hu~X_{)6S@d4Q4MHp6NfWYI6OV
zSu_vLh@-*ufiyKyE+Z5GAm4oh2v2LlzPN6ploh6*TRT!mSpAriK>1AtAAPff_wtV(
zRO(6>V5Ekv>6yh_KL1=$Nq;IGbZyR@J5VIUv}&e7jz<nQb84sAlaNy1{YBVsgoAEz
zFY^e-8jKoDm4CY;cPDz)%OH0N*?$Xo5cT_k+=05yQ!2Xlb`+Vb>|mPOPoWw_BbKJt
zjKWNdcOV@6I41JMQ^hl787@{Cg1;Eb%-{6dEi6{#pzGol?VoJE`xwnRKXIelqxlG&
z$0UJr(l{rHCBRINww2A$l&yH@dG8Hv55`N6lisS)k+1REk)gx&%a6^-TIm6#AxI0Y
zO$#P$PBz$)TnA~U`gWI<g=6&;QISVrxlB8sj;~LGBi%*S=*RKRzx6o!<$NSJ&HCMl
zQqLEXGnA?mHZeu<dFL>kXod3}rm_e9y-jMzm6bl`%bB*gF5M^^GpJ&+v#HV6K;FHw
znBw^U@og+Y1?gQYI(^Rt@mpyNZ7f#1bo>b(9mLvf_hT1`;5OBCJ#wIqwMocs<fC?=
zl&V~x3`C>4f8{<sjGOXxF9uK6x2_-By`EsIn&NLok{-6vb?3{(Cbx>SRohzZ%JP$T
zrpoKDmwhWks`Awt?M~mxi}|!56FKi4#<~pJ$n)=e7w;XcS5ZCQpRPCSDOG#enyZ+Q
zREPUAiR#T(FLWZ#!D$DlJgob&66P=jLOlAzvnhL`&pERR+=V5%k6AxfqZAG<wsZkf
zmw8QkRYSWiD0u==s}1Ym-yLX%#?aBGI3{!*6Ez;(hZ=W_dl_4>xky87^%=zyjc!2Q
zA)7SDlp^)(Ld|+tAK!tJX*)+AR->V}*cj=MFk;2K8Ng1YB&(wn>BMcS;{J=Sy|#%H
zP&w^4Vx}FwwSa-99-O^tA^_h@_v~99Ar|8qM3JLP6ph0Y{RI@);rQ&rg@LGYL-(A`
z_6`+BRKoki_~nZAf>O1;2EWE<hRz;q<XBw_%dTL0ZRq}x0NeqBckE<ZfYZBll<uyJ
zRJ-}Jwy~YeG(-M1wg0z^+EMfjtviXLp(T7hS7}@PEJYsL@zPT>jgFflH2oPgpIXTu
z{5`pxY3H(tga)?-6JErt7Sx+}v4?TvDGwM8cKBK{^+&0O`xu$}FM5;HL??^k4GTMl
ztona|!uwIpf0sCy8+1*sN)or8^5UnoQ^|NM3!T~@NAlMn+}!q9_<)nI5@;k1c!AmH
ziE=h#VPBJG{Eq;L;-^e_ZG|H|AxXhp8`dh&@Y9PyPsINKZKApsY&H0Z8Z-g*j4-K9
zrF53Y4byatmL@`dNWoxrrH`vH+f&H0Lug^Kcklu_X(<NW1f41;rVxA8?*nCz?H*-b
zgOE39sJA&DC{^u>xsyIL{;>+1G^zGhb5ZfUqj$DN(X`UV(D^2-YoKkA-a^-<rFUST
z$sJ1`ax_5dPKYxOD>-Nf0wdYjRtGRCO_U621-bCOgEW*UzcNua)O^pjN-UoVpeoKz
z&9_aeSBd%#G}ElRJhftWDVqzl4_G~g_N4>FV_i&78K&N?Wi=xqHk@=uIK&bGP~^>8
zmlhp7mE^{JCPuxXEXs#B{wZJI(`2BLP7io5r`2wN`#fhTZoL+-o8HknG2$gB-)TBG
z4SN69$l3e|{j6_i3h5%xi=pgy5I@r&tq4<Ji~LEN?kzrQuk>X|j|K=;sha51?-0vi
zl7c_bI_hNvH;+%eCfp;<GVay<Yj6JWHV;SHuC#>DV}9VoK7#H22XI>Xa;fdJ-C=?Y
z)d?Y)LUCQ7l*711Zyb7cgB%ugQFYAaHGaG4y0*Eg0pG~|mY3*hi~??_EX(G9_n^ng
zdP5_;sbhXa3{&Dy%c<I49fpd2Bx|ZeJtaq5T8dbwq3%_DWfSze%ID2jqv1=r#pFuf
zFYYLDNmZEGM6uuZg(nxX<GwDK(PSP>>{bwGV8V%fprEQ(M^fJDOYd_HFimC)5tgv}
zyS*eCdX8VQ%%tS)e{|lN_tllPI3lVYQE1=6@>XwDw^DhWFfZQ-C|;Eo#zMN@qMdQR
z{(R%GulE#z=ebzmu;07?0PopU_L9H9MLU%cC&1G@-|AoBQSUi9*(3#Qb>RzDai!7>
zxaC4CwIhxR)>w@Z&3&bJtu)3WP2=f^IQD}}`b-TIOYSgT;(^8{U&<_DKc=uayS0kO
ziPGYuNCq1=%&aLxbVaU`nis*R1Jajp-=Mypv?9nE?ey1M9xwE)klQloeQI{vke~2Q
zu-<_F{?;}xE<gh)CA{OMn~EGL@x99IQmxU+sqGzT>T(D}aU6ujFuEbJOVY!XU)l!v
ziIl8$h@*;OT7LMk_#)dPnQE*(xjANBN9Wg|PD~W6L1w~I-AfZz=B@iF_?l&-C0HwF
zg>Y98Axb~}i>8WSo!&b>R_jU%9o!<N;oSk9orE!P9h|}lKSPf74hn6O9yFrik^>Gj
z{9paRvEHW+`(FV5_chGeb`iTz{5rPmQ!KA+@AbZStC`<n`=f9Ayxr7nI8WOEQbv*;
zs)91++n&`(FRZ=MrIX?Bf%{$2bW@*PgU(>}1xxx`boe1`6muNA-Wx!ffZ^Ih{Z)__
zwAy6)?Azu~V2nOip{Kle8~#>MeOhh!gFiD8$wW<rqm;%KhOOUE`vmxNzNHLe*lMKB
zQclgg9aVSXSv&qj#&%@q7u2`F38(<2xej3jYvFBJtjkm>xgg^YhR-{7Hc^?ds#_Zh
zL^OBs_~sPD)~k(J%n;Ln@1b`$LOj)4x$;lhG`kNMH5tMXeh2@#x~JANU9rP}t*iBH
zThH?VZl-EE^-@Q7cPZ0gtpT5zaIiUgfc%(xMGv2%%*XXt?4?E?2<uPLZbE$YVR&_G
zKryb{x)j|t-}}sB?z8k@Ei1CtLW)ad>}9U*$f7YG4Opwhs^(s}H024_6@~v1?N`H3
zZh4w@<cJhE+ZCE7f1binY#B?9c-BlqmJ)-N$d!gG_b)#v)EpaH#J<tLUxP=3=B)?)
z`cVD0`i``qVd%eW*smK#Tvs7Va7%LdXdne#g+9x82+dZzbYk6>84;fQDK!D~v~AF;
z__tIqH@psg?rZbcb+gk8i5l=^K?H1f1QSi<r))fd9`tFBew#(Sn|gm#Js_6S=gvwU
zl|{Pi85Nt$=%1>)LJ#6ZYs-|ljlRun%X@|d>+rGy5RWKF^;N3P>7V19OyfMb!mp@h
z^gk-$Gfi`aIkTYae>9-c{f*5v{2fn2D)!A1HDun?u893L`_6)u@UORv%7yl1fglfJ
zAl0&*!2tkwQbcEdnOqF*B0nBfVT{w=wUw<|BR+AWtB5xdKP9w>*whi(sdD!VwZfA8
z&|<9U9DZet|7i7JuNTr<Xy@RlM4L=#88;1RFyLXONuscQII2>>WTco}Wh>TDwv<LK
zX2SY(i;$|mCmSVC+lkEdlop(Exi|Ymo(s)J3Eft0nzyTYfRRt0MltS|XR94nmd;z4
zu7Yq+BudeFH!O};B~3@Uj~g6N<(1H=^Cx~F%<DJjGl8$<3)=AiGFyXk&j^=7Cl;oE
z6y9V9-oFjQC-1-PPG!9IaDE!+Ynt)@U#DNY3=h&qK%Q#hTz<}fA38?7@9mS60j75<
zeW)2pQbL_hg4X%Wd_%^}m8EELm2hMx;5?E=(6_QYk{Z|<mF!oo$zq6>IZDHq6*-5L
zILp@%&C-F10njIDR{f*$#BcFGGG-n@=Kpt1lK=X7?M9+e^5oXzALcS)dfl1+tE|^<
zipkse|I_96ah3CmolQAgh0D22%${3pVv<C(!pIc+x_o@lRR_%AonnNh29-OqNVMsJ
zJ6I2A2Mbc|s2bKr1q;4@a9NSw=;k*J<m7$MElTH12b5fVH0K)1Gm7N96~5o~G?KpD
zS3qO=I{ZY|cx(S^ALCA3(2usr42S5z-FDgmrPPskJs0{pN<^L}Y2nU=J)QW8-Ru|T
zQXAhWQI+^9a&~$w0cdl6MCn%&0KndIQ2pV_#B(K_zL?nftYG6Z8%+^8InXlToN`$~
zRL5G^`<XX-x#Y1lwsSAyvvK?W=H>K$&SMRUGZQUztjx<hXvc<Jdbcb^Z+I(8i4avD
zLE2ut)uhvyRIy8SzJW@~QXNINQ2z&b`WTn!2jja_=mIE3<Y?;7VqbmwCt&$&LxVU!
zrem?~D#YeTT4`fYbIsskP;Q#)HLL5YtD^!YUd|np&aVU7y4hNj@yOW17&s2WmJ8jQ
zQG6t|-@X`zu_4nNv*}jj8<*+O7b=<w{lo9Q*9Uza^|CGWi55@s-v%T|U;7^rSDz$|
zFB#x<Af@9B`0Q3pFGp&fmM0&P$FcHEqwnN97974*rg@o~#xOmH@&1{k@HP7`qm@YP
z&&9kQ&uWOda9~3*E${tR)k!xMRRfmZvaScOMI^)Bh)I0YyEJIhwO-@cPkKK3yJ*WA
zXssKf!yqvE^L$JmtvQ!V;Y_O_IvyY3vq-o}MpX&Bg@C5|Ytb5t!IY2}=}jS;Tm1?W
z&OZ9RD)GEFX$<&P>fNFCZAS7!z1Z1<^E(pu0HB(*k~6DwGAi09$(p{Pv;5K`IClgW
zez|Zc(2!Lz4rB6YFmr$c5F!CPx~Qvd4eBzG(qdjXFV?uR076T{qHjL5?B4@CTCW6X
zh{l?@a(u!a17;<pvCr7fiY*bZU@yG=_HPx^Q_V~&WR=UxQEm6t+s#>6lH=tm6OHH4
za4vQsCh@^Fc53p%Ek4JjC@JbDax|3zpfX?UTJof_8dam>e2kwAKdl?8r!uLf;YG3d
zUG-smH$T}7$h+C!)H8!EO64*i3U9Kc_t7}2jcI<V?w_3$|I9`2*Q|UqOO4v`AD|Mh
zj6uDOsyA5E{cw6`Q8zyx{R5Pg<PdyF%|hcg4%p4QG><D28Ye89m4>BSc_;0(Fy%KL
zUN8kwJfP*bD525syy)no_>0Ob9aS0UfA(^X;@B40AdA|}Z>JdBW0-k&rS2w9fz)s7
zPe(+(_JMel6mp5Mv-k+KnxIpj^GL`Mrpl)O)hz|72@*f;4`8NS7qSc_IaAM(;fWl-
ztsPi3ESc4;m=>bTObY5wn|`(c+@rQ{ilh@9QYuw@pdDB`t@)BN+<hwW6fORL_<HMr
zsJgCkbN~rSDUpz&q(h{0KtxIyLKvk5l#=co5D}ysq?K-wF6mObyN2#&fML7`-}iZb
z-@W&{_rIBQ&aTya?X}nPv9eawU0)%VA@%OhQ2rc?A;aL1JT$_*$SgL1w<Ui{S;gC9
z#Hbx9<)HdXg<nDew?q%bu#njh9Y+5l33efSf!({M(Pt2RerYC+s0Gr$h2$$MJ{7mY
zC&4V9`&9wLXu+bUR9_?aWP7k$bNX%Bly{j}g$m)&Wu?jqMkc?mRv>3Pp}2h7)6D5C
zxss^rm|Rlq4)WMqoYQ)tN*{2o@CQ_IxN$uR{w03+VzSA1gzX;E?q(-r?V&rv>bvTQ
zt{3+2oeQ4r)!-%vRq^nXT`m+|ja)8_6H#FBWt`<Pk}M{d_4CQSkWZysqIqL~cOzPT
zUphCSpNg6<Wl-5OYHr-Na@8?UuoSx#j?eM69ber+d5Lc%k-;SsYfO7bk0OR=FTqY$
zsh5F0tb7SeRx3SIr*OKZ&^3GjSFCW*N{;NQ7gp!fWYh9jL`9QgxlvHVZ@Dod@37uU
zZALt%%V^%UDwTK`*~TCFS={7oEdq|E?rkiJOer$G^|tF8;eUi5ey?oG#QAMT+(e{>
ztPS}CBCC3XdVPBrD5oJV64KkV5n_l}1b$<Zoze4>{>A6WM6o?ZlTV_pTdD|2llVzG
z;}4>O8M-pO93;3Q(2mhAiBe0y%|oKsA=~bE@m8@01hi#;dpEwEB?y=l?UKh57m8AP
zUqRlg?prziAVvvM%~_K6OX!DQ`J*U@PBroSJ%Gf>?)|<fKoHP{<6Ai>DQJ!>CZv1(
zg7UJi+bTqi!aFlvRlCQuj71FO+$n#jmxk>3Ld;Tyd44C1q?P(Wb0KTfh)O8{NZjNM
zGmfHVX02#!xjU$9&_VjCg>G~mm)za>G>45+_pV5$v3uvMK`be&Xv_#tI#{7M*@KBQ
ze&A{!P^;}LEVkmFLxlCXG!DOwllA}{F%O)5HEI4<;4iZH(OWRzOHG(-{>UL>{fA-K
z`q-YuE3f>1H>&c0{5jH$vy#a?Ep@yp^GEfQ;T+oo@sy^6`^g%jGdblq%OPeWEDhAp
zM<YN&n`GQ%8R>#-^Vo8{iFu;Gr`nVbDz&}j$JDq_R6d)Zh|L2WU)8C@cM{w1;33y=
z?jdl+@DGR^pX8Yd=SMXD=v*wt3FE$~)r8Pee6VGzxZ<n8vu&$kx0<)=?HIns5-`OD
zf@p_T{jOFu-?vN!M(%nqF{VvkKRDxWW-ZYPHJeVlzbZB4K^<p)fWP^zIpk%BP5i?h
z93SEHK2n~X4r4c${E{3FrX>&zsn=vNlF(|J7h<nQ<<|6?oSxXd(<y3OQ=XYS-?7ir
z8M8EHDn~tksyOw*zGdYye;tf%Y|O?xXmt^3UShg1e@|Ak+wP)JH1B!G7xkqRov)eu
z*1g_j@(-4-(&Hv-PiQ%pjF%8iZ+oApw3x=KSB*0H6%G1S8TRqMm$>hu?zEUAtaSc?
zy81e#SFa62j8mbY@QFb~twBfFvD4FRu9O1%JZck%xr-uowIk`vyPOhOuQUd09<<Y)
z3i-Ty7a312Wf3pPl|Hyk{SnxoHEJ+y>e$`f=h{HpCXwBJ<Z040+mdnoyirpi^=|X2
zdKsp6FEwII?~z&5{e6fB*)NvMG1L;h!;9C|8BvE;_t3iOBIXg6d27BDz_qY9bDO8v
zxiJhMjk`pFTxvAh__B`LSCPu?74N&I=G4To`eDgy?R&ViUOL|Oo0^_hwoTd43p}Dt
zd2Nf_PtYjiNVRy~QH^A}a*0pkLhom{6Gk$XWLP5i#|s2`U;c8K|0NbpEETRBv4y|4
z9C>YE<&e|rNFXmPh5fo}c$t^_S;X(D)53bQ>2Jw5Ut@3dIL}*h^t^&J>J%@eRGnE_
z!exx5_`}9D8KwM;tU$l59f(JnV)SNnU>?DjFRN$j+}uA?x4yM)nJ}Lre{>Z)O99$!
zbMDcah*7X~pzf8OEzeJzIxeJ|q@<-%r}iH-eIXx9XN3Xb=oji?rbdi>3%s1|?cKH<
zz@j_pHWnXC_-I1)UF={>y&+eLWR_w}T3Zx#zu@6&Dsd$i%R8Ph`uMYhkC0X6A^7e?
zK-mGNtn7@oOn3i|k&*j<ZP|&xw(PgpKdf7QnSf01{}``T2P89%iCw;glV^7K7Z#?b
zsBKoKfn?>S_8}zL{(CPJQilx`P+Vn{@FBiGAXcF13SjmIx~!C4VFOvfI*d@-m|~u~
zfJ1%Rz`Y3V55MH6`U9c_nlw`ayK}C8+EDjt!ZiMX@DDoSr}%$By}`}MLdgHEiA;n^
z)a30aJDo<S1poUd1Nxei(EsI=vVRAbq3fg^BMI{51oGAzp<l@V0d@Xo*#FZfXl=7J
z3r)Eg(!2>wHI@{9^b+3Ia0I)-1Tx;6@S!>V#5}of7wPst7RiBhSxJTW2>i1iAUdi(
z5(zW>{~c#%)R)YsA9gc_uId9yYBwCI{{bcacUCZ`!;|*<(vS7QV<nQY>;@T)&j$oH
z)i^MYyFaVveLmB_XiNcLOcy7gNqH?@M3hzi-U+oKlzcL$#3VAaM2-D<kT3Z+FiEx}
z0(2lyqA0BfK+WdE0bIeg_b?9tM$i?i8vu-#5&%VX4*z`s{`WyQ`*;223o|Y6HexZH
zhVnzLmH+dub2PFQ63pVXjE3)=1L0z!S#fTn`TNuMv^7mHVzR28B6D1t53|vX0DiIl
zfY@yQfROd}NUkHGUhHG|&hc%NeES!?P6V~WhbS-Y>~w7`OIxwkNhPY*!C;4IKqJyc
zdi6k%^_9}3?#Rd#88DI>_Ya8b^)E6#l6kSIGb#{{{y7Vsb}egF9Pdl>(FY~&=zGXZ
zC7y4X5+qf?X03BP68X|ll>O;u3dz@czsMWnNFQhNav*m?jKPXT9DQ1+=Br11ehqpH
z4Ih!Jh$^sf@ZIx<kMP|yW)%BTJ0Hql?ZB%RiXMEK!`o3=>Zr~w+}CB?x9Xj=rAI37
zB=|n}xw-<Ds|;nnG`aigPe^%-y7)~l7|mNIdpOwD6XYA_MjCcg3OvXuproa<-rRl|
zIv3;nrC;tQ_6wHXgHwIjyJiBE+q&77oW<UGK0xeWep0*lCy{2^yjk2+2fSI4qZjRR
zvE`$qJox3YZtqtrr8~$icq*N{?ow8fv_t5+W+S2+GwONY0BGHQjiz@$i{sW+&OD{M
zmvNJx)Api@J=>Ec0A}9i^<9G6!9U_`qoi3<Y|wsuE1lvHU6F?psU2}4@Tu7~>+m&6
zT|Mey@vZ6vh_LBMP2eW!2^56_Y_U#lH7dp4?LJ@pv=*}qilGn%TuOkB00!-pL%;Eh
zyxO~EW@Sl?l_B^l9gu*(6d<G{?UbBVW(qm-jJWE95}dx>U(q|grGD;IouV5m)MqDv
zTXLm9uLaFH8#s#l0$v*V2NY6pZYb;O1b=HH!e!>=@FIo^ix5XjMvQU@-iEa@WG}eZ
zedBujUEb~g7{{4+Q21#uKv#ti*@m&F`|-}>yQDvoCa3&f9LuMl1B4lhfu5tsZujW)
zBnud>P-6)~Zi7(4L;v)KqqLzvGK?F<67JGQpAbeS6zk61W#ZoRpUhL<9Bo-(dGN%t
zH3i+!jTVe?XYOP%k+}E7<K`4-COQ%`PcqhdjM;_%0!p`E+>pfTAsj^e^7y4oX%mn*
z^s%&!2wSc<@^)T!D2AVGgtN{^kyi)cTY>k(C&-J=<MUgeo_jWk2V0tgs`R3lkvj(V
zhu~n>Qs?3H%VY?eGZHB)`OMu$V(WVIwil_?2J8XBXCk(5#m*jDE>+)jTWU-t?~?dc
zp*}bdchjk5ptJ!r;o$}g9B+j{_8Ng%(hnGfte5vx`kLbOQVR+*U&c!3)-NJq3k=3`
zmMuQ4P&8-CUlev2n_fRQ24C)hq1W4iY6c%RS9Nq^SumYOn!w#$8375Ph#~kUYx(T*
zMX*EQXpj`#2Mk7@xukO*?ib~wL@GzP_q=B}JM_MtP&!lsr9;6b&RU^Qx4o|@${rSc
z#gN(ojx7WA5R!m80gA-2e!Ueyf1mIJ1u)^LFF}AH_|{iryFt6Qhvs~mW)J7w1@wfD
zdpG157Z<&7OWIq%4;#8v2G1W4-gpD#*{M-xJX+UTthj;eHa3=ZVM^d{kca|=?1NQ!
zM+Pv6$t|{pk$Q+H)99W%@X0YFl(uTll$%OHw-OgSuAh|Uv*Pv-c%{|QK<OvGkn+Qy
z8J2(N0SPqZk3<`1UjOCel+azx<b6l3wH|vcjvRLboHeJAo!Mo#upS9#`#ki|zf*%O
z!`vqW(LFr}q4{uRJz0|2v-S7t)UMJ7^<fUMM^)i3>s0-Y5~w?!b^d?|C5>Y~`Oq1|
zNBe*&S&;-8KEhMqqNW}o>N5kQJcIg@%CJ6%DxUl_?rWzLG3H!-P$5S~)Y+`Oqt{}{
zbuA!IA4h=*)0dCD!T&+h&PU5nc;&hxj^S|2fC@i5_o*EOK)%Lq_85Dbf`M85@gVZB
zi61DTBhM!YrAq}-5q_6Hpr3_WhZ~)<N;J^^bO9$);IdD_HV^UZVN(SbvZ7J2ZoWbG
zn+S}p<URPZzWaASS|tRXztimiF95Vzuk;yj5u|tT-73U0BGP_;d|AKW>yY=pE^2t~
zI|*TaX%(#Y0+C5DExvXrjhN^t4u2#P8G6gLuf3lfdBYBsSmSgA<6lKP+}(7#xw4eb
z{&BI#hR$k-9{`sQ*mqjB_Rq?4ehMQ+I_MvV${FCd?>(OyczbhdS!4gg=U5<>K7Q5u
z5VisWv?OrjwgpfTYwy3Lz(gIOq{4HEGUWsErNM}{lT4?@8(tDLZ#D#1($gK?j)0t8
z-~#$XE?P1VkK5ehxBqd7UlC(FCfA4wQUNiAM0X&hq$f#$PgFAiU25(fjt876l-(jV
zUc^T(?!?iOYs47IgTTbi`1T!0)VvQ!_B^`}zU*&~Ep3Aq*2yzazGbPdlI?=9OqD~e
zZsqRZ!|jn*SGO7kjN-@uM_&3xq6h;1fFiWkpG~KNb+O%=4|BcYe?T$-8vO0yN561e
zBf-YtUB>_Xbr$~6w{qt_h~>~qhFILepa&_1m?J?(0XEet7-hf*)MBD1gm(a>%en-R
z{EqZH!7tsjEu|^RFTAvC5$-t{t8G_U6ZP>(dBnIFx&yG6YJuf=XWW%^-_EoMVy<hr
zCHn%mx7iUsV{r&(EYY+4dp?=QqKpcX&ZWO5m(3%zFm0%q^Qi0rk?uV0ONIne$t!^9
zo3|bV4_xjF3OndU(=p>{`Vd<wRKY-m#A1WgrLDeX?qkPSyn5G*R(}VeT808uha=@z
zojb=MC<75kWjH?14EQsR<z>j)CpebMk>Om%XYtg!o?mA07I~MSm`IP6651|T-A`G$
z9>V4Kxq+ju&*k0vT;xDPF$pAm#mBCTCVcNx(xa*r+g{1dNl|t2`*(b`mCvbHtwInC
zdr}opevq%(0PezBX~|Dg_c<G`EKCKX(_3_Apec<a@Hm}KM-O~%)pJ6oM^k6rNy@{^
zJcT?FBIbCFvGXz+fZCN1j(2USSb(sGF#z0;QOrk6gD9md;Qt)33O;x9bg2do7GX!r
zPaL3CdQX~DVWb=)fgz2m8FkYN$f>cS!`QA3+Df%F$jCB)pzZj!jnr&%y6<YB-cCLV
zd-pOGU=%3g9j%@mEgY!Xi{{P$edyFp*ijk+lzZj{{wL8rGt1|R0nx>0&i@i6N~ISt
zC`Za723hjX8Cfo_^?`XjlO}e*a8&~U9Se|<bBBX`DCU4iznBs=gDu0PXEQF!ijnK)
zBL)Jzb&Ew8eQ)}sLlgM-mJPJ;E!k{YF$c%R$ceCAY2m)uXmT?LsQ(w@8uy<?$SrL|
zc0teY0nAnlLDmal1v<(Oc#d?nvkA>ZTAS&=KN#|akKPib2%2It5~_*^U(yHu@jQ1F
zz97Qbiia$eD3<DI6LMt+EFDAy_?|rN0T}DHuO@Jt9W7(aus!7O;!7mRhI>VOdHOvw
zT7ni!x0}!Qo3ALHaF<0Ql-RDRK6w5`R}=X%B*5i>aNF%<`yBF4>8rNfde<ex>E)}T
zg#ZO+xD(%b+7KD<owAmlu`$RDz1|(04WS`J6y%65aZ*4&*G#gwrK-c7A>*Q8*d4b+
zhVM(xfmBbrG~{Ue_>r>r4D+*HlhET=r1#!L+{MY(ON8);VMKV81RatDr_egj7ecn`
z0pXW%=#Ttzmvk!=Q~b-VF;gU>mUkSP+Drbln<pAMRyY)$x^YzW2Xy$sJvF)kke&V>
zN4I7X4U($!S3h9hc5<ZSX53l@N}2^IV7p&%H}&I<<zs<gXoi)NW`A#kHS~d+w)aIk
zU=id-wxBttKUenmZ?oN6K!xWnRMRvu?1#_qvbfzDR|$X8wL||ljA+on4?Iu}ZZTx#
z#0Pd;BHsPC11K+G9`UbQPDzjE0jirW-V67Mn8f1Utwgr9=l-8tI32l&jqWIyRZATC
zxz9B(8^%eJuADhk_bU^3nE@*+e0vBDo(jLRymQ86achtai|?56IUjos;#h@zP)rwV
zq4S%Y;7)e^isL;i2E&bkp}6J{hp^AF?!uffq{9=Eo8-?Zf)$aE58e+c4F!E6IV&;M
zsd*J^k&gdtd)myW`6<8l$H0fdCU+(AukiUW-GhG5N_}+nTv0qiZHI5PrTiZ9?kB#t
z2wZ!CZjS#b;VmauJgj5Y39`KNec!6q`#u)s&IJTZ$eg7WC><#{{2kbH6mcS!V4<-|
z3=#V0PrCAe@X8VdSCqZ5oR?WO$@`apII+msU|BscO+ix(cCb(F4*OGY^D%<2r9{0S
zA_EqmvRtLy?moOTJxSWTPoxQu1r-@U9qTK0SOCLD1Q%e#U;-*i9MZN2e?G?TUGjAI
z_iE<`vu&R-@yjT&hy5OkNFf9|>*>bm-Yr+QtR&eTgsJ09;JR+_4Ym#fSqWq}&_8ea
zZ__B?r}Tq?kB~!NV#v{z4t3Y_r{6j8&I)UYRom$u45Pt-ETQEhx}sO8x|KUR^+*B4
z7nVM8ss{&dxPZQTO6w+hY4+BT$Y690bDMuGHVpO(nD8GE+7AnuCNKsfp2Y}P5>63<
zkZZ;LFV}yEYDpH5mS3kHg}5}`jQ<Fr3zONK6dGr114jF?qDp?}3}SsNy>r2V(t?r?
z@7*K0V;~1ewF%dE;aO?)Y*A@Hy5k3>$G=jp7<RB=_<`p|3)TSH^vRVgYl;3#{cYQV
zOkii_9=AW76g^b3%KQgp4xHOH4LDx**4pxSYxQff1h$h7=C~XjW_7=x{S+PJxqhow
zQ#0<OY#N?eWMQGxzXBlI+Q#J|9&vpvx~El1tzX;es&d%ex#K6uzwbMGtFd3iE(e7-
zR#Yf#e7}AHfJmiIxo0IumMpwfI6{f(D_QDc-9^7k*<nVvBi+yFj5jW~ji6wB$@l!>
z<U1+1O2IR5xNG-OjV(?Ts~(6<O4SW~SkU;kYo3nprs>u}pdF09kF0}PTm08JO!y`W
zW+>B0zM5<^r6(Ht1KI`O2JIb2BDH_=EfKMSBA_!&h*9LuVk5+cCoxFyx6-89kghy=
zscbtZNP*6UV(3ezb)Tf3WWkD8)oTNpX}<@NOO#vdjWvLYdn{-OZ-Ja*m-aEK<>v8n
zR1pzIRu29FNv#3~TsYqh+aFN+2z>GRH;SrF$L{j>f$Nyi&woH0l^GYqS$pI_!5K@)
zL6*j_0*e=}#J<w`|MG4`qnEz5?>gq@8~kz)s9t6v@^3TEVc-?erO!XFuAlt@oy<V5
zH^*MywgO)L+v@-Es-JhY*&+k&rSu2nLnA#5L7m5<uY@RZA{5VwE!}u!U6?-2GiMZ(
z@^xH|pEb>qwt9%~+v6$W9T<G%l&oQKF!WhrZtl2Wn8obA(y03fbilzpk%b~i>!1?B
zxx?z=6ydm@7h)Y0|5B9^s4Q7n4ix`3l)!H`U3*q0*+i8`xn=T*#<{N8<Md^o<|M-;
z-)fcrgqVTe!=&|kaNx1NRMlm&hZzf|WH;MGAM1g$og+8<BGUEeGvAuHmdB)DzzQ})
zZ>)R2s@B$3jFt%9&y29$Ux(K~ueTr*B1aio>NnpIXs=#iamg-=C|>|02DF#SAx%AP
zl0|aeach0O*d6}?)$YhYAhHtYIOc8JNOXi&LIDhB-(nE_FN`8W#Hfrne0u+ZmEb=>
zw-VQY#z+Nxxd8vgUSspcaHjsh9XyH6p^M(7JE;2)Egb&=ExwDC{tqUtxJLu&Lccpn
zBhddvfFQv?1dywt@;^GgC6^)sH>Me3Gn<9%^+K92EqY9fgOr^~k7!^D@9x%U_94tC
z$_7J>Ya;gHe6?hBzS@&M-|QiifAPCi;)oU;cmgV2O=oZE6o;8~2^YSm;?7Q1@&97R
zDaKG&Jb2Gai-A;DGI$zI#V}F)q}|ly<d+&^h*aODui17YD_k$eP2_tio!ohC#H+M8
zSVdMp^EgU$Br=Fxpl^?X<RpOw?b7v^w1I2O)1{+w1{owkrn*t+hW_I%!-)HL4Wxta
zGuhNus+@;LULNoP`-HZYe^3;xIcdbS>v-~WHRE4+{{v^ChZJ@Hcffl94wwJ3%`M>5
z4gOy^Ikytm6*HX@TXX>Q$A5`DS$bFuF>p)d581P#U5P#1SWY(n%bouq#4=8E)d1+Q
z`yZ09xPEpCkPg6gmT_sF#Q3wADfMF&ZXQgpNfv%oi*F<&DpgI;2OThts`>V3e#X?q
z5YFwY$3@2O8#WH~_kLSV_9+~>lu;3tKFXRX%egbKI`=PS=$3m>zjceAmO&pC;+E()
z)CWLEKboyS---^Kd?#&1ajCPr)++xiXQ8KU{EYUCT@1Tzj_hWHyr*;-%jZMj9Oe!4
z0oQ#!hu%x5=dm^TwBJyNC_c<MddIN5ILupmG$<3;&B+S=4$2+TOw`J)9G`>9g;9xs
zPZo@>cZdJM0syIVG3Ke`y49-~f?Le6-JDzc{)Zf|0oY%{{y&JG9e~uA3zmPy%J9Fk
zD}OVmrvX>8;eQcJqZ|N>wF0u|r}uva)&FSL$-^r@C6+S>|5s{8N_)dg0h9^;x*ZKb
zG}(#|;$p-FeUyJzbZJt>8!LXVDJjI+^a;kn>je%*!L7$)ogS|v>&GKiFx<Spq?3*F
zm6_JYSQji3%gi$hjnMwXUZt>B&UR%-S!$<#7xtfKA?bN^FrP=1N=jJ~MX~uKeC+}`
zu`0}UVk~6qbydxcb(66+bFGx!zkb{kpZHk=$8IW{HWjsLTs5gXAYsdpm^bG%!+_%-
zEmP|h&rF@pzARw5kaFvikKc8TdBU;@pD#5Q04hZ`i*KRKo=iZLAm_U44!ZYvFVIJ*
z&4tAUNSb4EV#h-QwfL_m*|pJXw7vTN$W)k^&yl`yNqA8IbdERrL#Y4O_3U-`NtPGf
z9qqF0<|}c8jo2621MPnI`}Q@obAbVipuj)`kt~F@P*ZaexuMc{m3+8*WE8^Rxi<X=
z<Y#{MvL68@Z)=u9_@l>U;L1V->C?4{1Mon2H_&exF`V8#I0LXpn73$v{f;V02jreY
zy8&PgG}8>18B3Kp0Mp$P5dpe3)UY{{(^TWN;aQ_EibLnt6iYwaN+i6$&0#Zjaov6j
z_^fyZ>gN{nPO_YCXPff2#PVXBsA~0z`H$K`AZ_bsjDt=p43*oyp09TU0N|rAR>vY}
zzDPOAO@trRY(SZ^nEW1?#a{1Sj?ySWHnM!3kHzw*G_mB`N0nW!)y*6UmQY=l-kJkK
z->@Fj;>x}LNe@1P07rtpm5rK^73al$d<#P3!JBo|mKy}<Hh(=ql*#g~ON1cxJJS}*
zo&}WhP)SlYtJkN8!;eYU;W=FX)1Q3z7t?spu>g=XmIC%nN&AQD`yAA0R7ovbA0`0_
zmy~r}o7GB#Oh@83=Saz1*lgS)q|Z+4a`I#M$^mI~;FxXXj!tZ+FFS(D4IcIy9cRUr
zKD+*Ro#(gfbgyuq?HI~PKa70$8Q%8Q4gh(z??Q`t#(XIxo+fa3pEmLqb#={+aPgyH
zUnc9VutAE9gJ+N&D_xXEgFZpg1G8=|T1rTwU}=|U!usGMB#ky@43NHCK>V?wSKEE3
zM->+*IIt7&jn!6(3$0$|yqyC@<{ywtYo0yt+uMF^H_#`(&bWh~hC~cBum6A=7t;hQ
z5C<X~nx-L^6d0s#=xbl+QI?EFyMc81=kg%_oH+Pzg<E~-oQ@a0s9s0B+y0x5JpHU+
zv^2H_fo2tfob|!Qjm_pHGptfJ?0(MQY^AIMowz(|0aEy;+?=Cb(h97qb>+)u`0`$5
z4Lng`xmL%XAI$i<m?q%`a7H9T|KVikLniJ}Yp*ZC`!X7+ey94NP9n9X`0@|5Z>50w
zHu}bu;+9>8;V#$>#P&gMLCJ+|?jY`LuHtn{_x}!I)M5+uR-BrKyDrLRY{@5;dSyo6
zuGZdZ8vv!?kzI%a)Aj}$`#ykb_nnUD7@7<E1<j31tqOwl@unudlbi)O@cH4{(Lr$h
z$@zKrwMH3IdrF$cx_qfYmi^SC1^v>BN-C1)25~u@0O^2>pGX*m*gobxJ-gtSCRv4d
z)k{fq>k6T9X9&r_%Skpjmip#e3Aa4+q#YT#q2B32u~pA;U;a!kS_=m!)bGptn{(6_
zfhd|4wKatkrhez`A{dYnrb-NGVbu0hPGJgAJ4?pNaI<*$S{yM8pv*9Z7%2%tK-(xO
zmhffO7l|fvQFkG`B~HtW0Gmu)1i@EdjsYQ~fGIwt^WASf3I8F0w8b>qjN8|0<ttJG
zPu1;8g)4lfhTcXl>sKvys)|d7>T#?}g?(fILJMG6Ls&HcujJX;0n}i~4?kklYvit8
zmw5RHlxv-U>VF$aWxf1ENUvhALGX<9z|a(6Zs&$Uph+1~WM?`n8<&r3`^_AH^dITG
zN6JKtRvF;EHb`6e(~Zhc5CC(D4ge}$R#Xwqq!<C-3bo<zwirIJdmt_Ag<Hk*=4BPb
zR;Sq-@U2Yh2jDyzHH%W2FlFwGn0d3v5xHt@GP)AREz|hj49I!LHn<7z3N23$qmDcR
z4}{%{yjL`Cq0T<fNLY`BOi^TMd1ob6Nut;fNVml(^l^ct0|3=9n%@$C-5re(&>Qnx
zLLWH*(6IfKBa9uB`7g~UjR5W*DKKCvFj90;U=XPCq0Zpfo0CPBENS!|>CNVmw|RZm
zh`Gj3GcK`S0b#q1@GHDrziR8>-bR4*l;1#M0lq@rGiF1*72wd0h7Ym?zQUX|BtZu8
zaxGmZeMpGXoXobzrqGbVw`Bj8g#C!eX{I@h+u0*b^d#@$OV_JOVu|~QLl?~bY(rb^
z>e@N)b|YfgFVf{qVvM71)@KB|tUpWhOrAZ?Qu!Y3C`)U~lTpwqzTV!g8^EQX&7TE`
zUj)-nx1G8mh~#Qw^cIvrP9EE-?BpJ!%}&jvkj9yh6s@(PT*kY82azjC@Y>HH=wi9@
z@$MzoB4tw!@<~^}cB!FCohSM*t?ml{id&dfd)d7x-9?u_dnQ&Kk2kZf_k&p!$$qt!
zRm1}(f8kD=uAd=~IhFTd+m6jlW(z#21(X|!WU722E3ZL}dSS5aSsOjKcdMSTyZM*!
z!`Rt4^=2V=r%5W)sZU9!rSd#gGGc;OC$xIZc(x8bnAt)2gy9!5rEFcEqj&BP)d~Ev
z$2=?Q9^Z(`A(wn8gjd&N7c`=(VvxMo`dII+7G$C9-64tI!G*j>O^|bYj>S;R#*>V6
zIrMOu(%<I_XQg>6(?jJSGNimx!#Doj4+OugfgfE%Zk+8lG+^(gDIB3ICc`p0g)GYK
z-~8}j3|Wd}Lan|C#@c0$*h~`_m<G77(w$TOT68~eYg^8&4xa1Dvt;%osnUUxB8#-X
zfM1k5j8XD?XMAS*X-b)du<9-3N|2h~9cdj7vtx608F`Q;%1d#@-zk)%IO<hj2=|D<
zcGR>$3pLc?oMmb6TsN9|IlZ=7zJcqEuh-P2^nBp9b#(K^tp9;>c?~hwRDQ8h@=?jD
zgn04VRE;RIS`H~}HKwH?ZWki&a;BBsJ&NMWwcI3N)>ni?m^Pg5>9L2>1j=jE`<XQL
z)JY9*^eSW`ppBMVswPQG4#_t9u_l(??zqf3_V1t<=C)V}Nksb~%TJast6*UXm=~d{
zVBxpgJ$8m8!C5McZspyN9~Q`&=|oJm)XILe%@vHECxud{KWaKInHB-_@(*B}xIe%9
zF2v`#z1s`dF1*ceKfINEgv*NLb9BYH_ddPdI!NBz<B1s=;IcsPT2bh@<Ev?&$MDf=
zupd7=C89+uolT-hE+_9AtOG7+7W58!1}?tL)j)EjGPYV$DNj*}&y~N9&tb_9`WEtH
z2t!$HD^{al(Dkr#r1qI?g6R~DpRa?<EUx{H)o8Un?br=hPoKk?#dVyihcB)xIRQS9
zu+Yqv31m7zEH5)iQ@zM9d&*j;C}c-t6~jNehu?vqPLL|hn~F{j7c`=h+>=7Eu5Eqy
zBk~Y*n3{1~FA=isHam>V$q{sk)o-^I5G?P4%o=mn@6dP&W3K`_)U!5Rr0wcwg+PD7
zyig<lnmw^W`N0(Ijp_2<lU9ZJ_YZ@Pez}RPTW@h_$G<9g^mYAZ-UDf!Gr{42(ly4!
zF&d3AbsP`~gsZInq<u%PDa`bUsVsOkorfpH=DMm6$zDN_YmC8TkXx}<nyfv>&!wOE
zv1QS%#=ki)$Gw&hQSCWZbbTj!a;C$~@dlGHR=*~+iZz^Gwa=jqBr&PrV9&z??XT+T
z-Kg>yvXoR^$@w5`_e1Zy2Z=4GweqVFRFRpu#!HL2ZEqp7^JGaIk*mvQ54KXM>?JJU
z+UOWsd5~=cgjUjmjEUptc7O+`e;<@77khXxIcOz{NQioB$YVATt9=`m=K(zeBpXI{
zKSyEBOkj1&dt2UB(k=+ygwPJB;M{Z$r|*c>qa5sr$5y5wJX#>3)obL(QIYt(sS5i3
z$y3ZUqQQtW_EbHYg1an1UxYK-LoPk1P;JF^@tKhZZyq0oClqgAbk_z(@ejTj6EK{a
z1x~W-K1+RRDSc`H?tJ`O)d_MnpSSiL<V$%!a%rbwDbcfYHvdgDp-liX`Rq`1CO+%e
z?rH=l(qi-?<%h(BGd=28oCeR7HU%b1&bCG;@~1b??{i`|6>@;Pp1(p1xx<R+t-ZQw
zt4_gGSDoFuEl1g--4;)m0w(J5s07$A3h8-{RYN&sI*6-Q-$Cd!ww9!E`Udefu8E%T
z$D)NsXY=A|=VJXDi3RjG0zWwiw`|0AT5i`2PwPJBreOc=)LP=8UB{l!Go4PKA!N>0
z-s_%wzM?dN=SIEZ^VvY>i$%50MD=eVu&wQb57bHDC~!GZ_vlW2WzNq*Tg5OyRVp8t
z{sHM{9N-sI((Bs3NYys93SmEmJh<7R^91()KPKb7Whc#soiU^Clj~=2ymEc8dSgBA
z{pO<hXADrYbj|4AX>5VJ<+LoHZEKg5IL)fL(yFI$5WKWcb3)Spw}dm@Bs|Yspz<Y=
zj}uGToI)UGV(W3IO|=jMb3QoSlThX!-oeX{Z(h5L$W>w4d{px>15S|BtUGh2Tlgu9
z6{RRaMLkIc)r1=M>^ISnS_r3Ey-Op4td%zMxw^IDBi>)U0#w(yYSe(vtl22r?}Vka
z)eHX8KApAo3T}ZUm4?1$RGa#?OH6jK{4-LFhbqGsdI4rW>o+m<ew>79!xta<hST(n
zaywVtGIS<1`0zRs$NI`)p6=0kMiapXiU|64C6aVAj5(v<8Qkg^bjp@|4*N(`Boya}
zNh4(JMJo55?$ehe*0!|-iK+DYK^<H!gZQdlD*NK^%0HgBGsdmg`DnE!Ywzpru24go
zsQ^?=lq$_?9r7GYYEc)b-i(M|`B>`C5}wVCLWSbL?o1@_#SFej*n`F0v<`GD{oYX0
z;>Q;XulpxTLjHglcc2$L&`$6%wcQ2wJ0u(}H<58Lk@vaFB>}RF4?1cN5kHNRyB~d*
zK^g0pkAe(W_)sHT{*Is0gL|_V(O15dbKXiL@*N2xyHA2=!B{ny{TA*z&ab>v{lr7=
zh3G(tDtok5`zq8Hx~=|zGP>#|Aov#5MZu>#jy?t=;E8HeLu|FrAw~YmQqnVw!As#F
z^tM0rniKBqtL<f8#XD#P!{RmIopAb6@-6D>2bKohc&own=EE#~x;kK1OdsFmPs_Kg
z?@K=VHdg=}wdsO?CbzudBHLL`kLO^$Tgo8q?+?yLS1rb!XHNsQ-dAff2ul&Y6-^Pc
zTTJngq~h1!{3|?<P(4d2%*dtpK>WG&+zX$h7Z$P)+3QJHh3Q2mopbMc(W*XJ`aJdt
zg}kvY8~Mqw<+fWspgSRVgR+5yJHy1C$+Nh>X9bKs3DD0iSu%LC;nYrD9d*i|3M6BC
zUr)G~mG)MqXE`qH1BtHhbFSWEmwA=e`l#<eO&u&eaA#+lguBp-nw2UkmO6@yxg^Rm
zudTvDVygs)p5W5K6qX_{@qjb#Nq*E$x<jY4;oU!=sKCJ+C-6Wr7Uu?9I`<C<a9@ZY
zmOb2wwWeqEav@rsEms^JyAax+WTp~;{{*Vmo;PPdiVVw*@BS?^@P*E7cuf8wc?;D{
z49jE;PoruNZUQ9GRmX_<RL|R^fO~JT?>$M6Np+=4VEQo5^ECuz^=EDSCwq-z*|Yhi
zmgm0|;N0)Zc;Yyv6{CGaLuv~;B^kagY5WIihN?7OT3@)AoVJGpbg!lIr}vbXOwzDk
zID8u23#KpULuwN=V{f_{e;P%E0cwgb4jn(Xn?1d!w&XEC*iMVvTisY2d?oxq=ix@X
zff{#;b?`flsWs?vnGyfB7NN}fw-rf=Yp#xZx|EfWZEmM}GDVcVwH*}sxnTN@5c{1h
zh<kV>8uz$N!yU+cbKxnKGZLRX!$A=t$DTbxEvIml8(;J|{O#jD_*!ZsxUK$?&peUG
zLdg=Brmlh1!i>5b`v43wQsnN{<tF}i<6Ngw3D4D|yD)wFjQ+I5SV}Z?>^%o_^rLXI
z@bTeKF9TZhXyllgzB*_nf9?c1qv`*EqO~*u1ppjk$m(wJn(J9xntR8EtK1Wh5-W{t
zN1!<jRM7R{8*J;0bVhDIa%UH=%W;g8^`d-3_gJGCn-Z3h>M_}AFA}S5XZWYl7e%aD
z_Dr})=2f&$VRc$wX>_T62jZf<f3bGYu;2~TAf|Yfqu5uxmLG@2K{g+3W?awWYkUJj
z76Rl(ZCZ}s+l+$e!|;cnEjeg$I*g>X<nl0M5zs_tW(!AuZ<UeVl{cDJCXa|KWqw#G
zB{rbjHJ73FAQuu;S%7gOxbyC+1JYKFYPJ&g(r`!(-0(Z)`r26*19eZa1Fm6w-~UN9
zyOd&m37e6}MRAQZHd|Rn&ZM;*r8Ea6_t&xB4{_Nm{|;x?W`vU?eP0yLcVtzM^j<o0
z&Gu;%Cj4rT$34seGA!qLtHdyrZ@XruACR`9WJ_n2kM5@xE2OCS^)Co72g>Fn-Jn08
zvQ>mvELsp<PLdZQpV}~_+|aMQbpPaPen}(dg|Yp{pCafE3^?AUl`piZXnq^AX-}I8
zM>n~~GYAFp2T?L^y|BW8`BrV$Ls9<4@SO$7%^g^LZQ08a_$m>gs|<k?)=j2l%;_@j
zBRDFY3Vuj(gJC_^?_mzOELSZW0ACe+lfWPevf>?~4{JT)xA+!vs)k{aos)S-h-iHE
zzWNti7QBGEZ8*O7NcO$PQW<ScrBW3yD;VqX5*_$VBV*a<sJL+a<!}k7{_b!}2iY&>
zY28%#pprW{QMae^$NfY{!(Jlb0)KdI<#0ml`FfctMYy51XG9iE3f~z)`8A6w<V=y;
zKH+@;@{YX1NkQ(>r#xY$50iI{jcX`_O?9?8a!JD?sx}63pV}TPys-L(Kg<n(Z<w;|
z;$Zay`@zlV`4!FlkLH>&#uH=jtAeF~O?ju`!=wV|uWQx;b_Cq!?q^I*`XoG*yGxa#
z<r*$h=guwafCc55mwLe+$T}QcigWWQu`}U&(c2pHNace(!ej?7{YO;;gXG;@5gkrO
zV!Em@M}-Duk#EssJ1`}4D@LM$Cr<i0{uVA}q`mMb3Dwo2PZh8mbjm)H8OQ`14_p#s
z+gOS_>*}OY7Rv?FWgO6-jrwPAL(`u>s1Hf?U@|BjZIQBTo(E6V4vbGD2}&-mv#uud
zKBKAI<&eRvfHw?r48Pi39Qayb3;aI+`#Y<I@i2=T^+H4b5zlJ|OAb|GKdh0YA)%hf
zn6gneJ=@qEVxlEB_h$#<QwhtLedAX*UQK>%Q+9ya$<<&5X&14avs<7khEL6mDqb=7
zr**x4e$F<Tys4>lZ&gOk2it=7x&KS-*0WBPJ7F<|OK8f=`1h`?#bf5Ik-34K>ftM;
zj#vG=2?@tQHH>*Brn(zpS(o(%+reZ{AYvWs)rW=i0Tt`uc8)u%M~0T)`b{Z22QqA=
zPiXJ&r2hep{LBm5VxL@3zafF}X9&?go8D1Tpk4{Nj@<x_T?8+hJa|tgG4@cAV$Y(N
z@)PWPnSg-rio(~#GLKZl0K!CizBo+f%*${aWTKXeGjkt?DIHDk;o4B>%LeYp`ovZb
zwbWu?k2BZkNbBtO_%w0#hsG<=_z-Wgw~B=>HHqa|R)v1NTxWR(z3{RAo-0dX|1_$j
zL4yLD{zHb59FW>xQz2B-`?zl2V(}PS+PnlGs8!xSwYy}SG&+QA=s$WJgv{Bt*0YHC
z7Q&Uiem{gg7gLi|MU^#*qDrx(l-n%iw1+3j_vE)^^p^UjXY(iLrO$bmZQO*o7RTL3
zMI$na4oRuYP~DB}kw2h{9H;yE<j1iyKNZ9~_-wZd1YNZXM4xXxtU*1Ran>k*LMZ`n
z=r>(-ukX?(u;FmCZG=fq*)=T&XqE)lcl$r!yV*ZG*^cL{o~_$d@8eWaVzIS6^3W-Y
zO)vq>XWI(r-{pdauU8b&I^c;)r{o)2e8jG4Z&f6H$=s~TNZwT^{ppN1mUEBPj%C9$
zbyy7Zq(*0!&3mGzoiB$hs)Cah6{Pok@9xXnBEKn_e7tgADfbp|F39f3qlG4Q{d^}7
zN9!Q9LCF%!cx3pUSxLFM&sQF+K#FtnV`Xga<_=3yXlUeuQikt`3Y$}>LZlxQB0RC-
zN^&G(wc9*^?Ky=nY&fEj7G6}w^8BI{q4x(A1JCne0$gaS_UjGdc4#GZ+9@EHWQ9hJ
zR)Puw!JiaJ<uMcLBaA63<0?UMX<HV6R0=Kb&Yr7$y!{OpPP|M*hv~Cp@>E8&R8BL2
z+Rh+{1zWTX@;K()yQ!a}I&FA%^FsI8{Uyuu?{d@#yi9Oc<$+KwcX6`P{F}%Iu=0t7
z^<Ls*4>e6;N%JPTQY-T9Nv83&<2_Sq6S3a1ppw7>J+efJ@`K@y=jq^N^|4LfMsw4`
z!E-J)N3%;gQh(hcws_3v;_R4>S47eiZC-j)s|%FJTB8e1L=VKd3hvy)WBOUf)~^0-
zZ8vRDfZ8zURjJDxpb%g}Q~RJ<b-Qzm4qvF;qp*@jWBmCanxhU|`rV<~_NC!5c_r>&
zLYrQCA}Oz{p-UasaN^J}O4PkF*2zcms6<=ty@9P#I(Buj(hps`kRXOId+o;#uh9>O
zYqlM?M?W}pFq~f$=XYsuPoD}Fu@C3YY};;$JA3LR5`812poY6jK{s?s;ib@vKoJTc
zZex<|x~*xwgn(Y$Eynztd+poZzuT2xb5ARt9*KWaz*dy%bn)e;_TmHlUAtBN@nsLr
zUL$D21l+ZZ+*4S`XB|b#50K7fazif98vUu<*{E@)tc=K!o;+SJ+|};8tg|uiXUG|v
zXIfFw(3d)2NA<`pVWD`oPBTd?^-XeQUpimM*H<f1rAAm?4PjLeS8A0*yD2c}Iq=7l
zvM4a9DFQ850Vm?elE)=#@`53tJQls8j3eTZ<lGEyLa{gT(x2*MstC(*9ti4_WPGa|
z^A;&A|2)I7@*eygtOnfqZ>JZioIt#K`-W&=?5Vq*gU(qQ(d+GeZ=}C%pD0r;*CNLJ
zjLQ1-oLNA0Iv&cxVcYL4#xi`Q@ec@k^zLg`TlLj=<qyt7HZ}K)(st<ho{P#Gsp8hr
z=6vZ-30WeIw_A;CV5<S^$P#aW*K>i}`_p`f;5B-N%+%v4H^Wb{62>d1s-(oNl@y4x
zu{OP6aZ`rSOsl;&Zt+vsvQkYzk%^(-`bH6wd^aWUZ1=Qocu9xgG*><rqzySnJgfM!
zmkkp?!a|OrxYj>p?Rnm@NcuK)diIgsHHB$KO$oN75{9_4%W7iC5OzMuTZt-Rc%TzY
z$;(lji-kXmf23s+6#^>l-P2zC_*lq2<c*=YIxaSXk2p=OrBdY@`J?w>n`_|I=$;k*
z!v@y-j82~!Z9g@wSjYk4z)*w3z=XWIU++_{w<eFW>;;{{WUqE68unH(wZW1vJhX1C
zUuAe6D@igIZizfyX+v<Qejpw-piB&(8DgQCFaG{Z^hy3Dv`ICYdRFRxn)h|0d`u1g
zte@m#gsBPhLbe<4%~la)T&+XWK<ah+bHCA-XqO)MQ91GSq<4Pc%GMKJ@#rmsIK&N;
z(Z%3N{=+BY+IYv2gw|bRAIXIu8R9`YxJGSQ^@8KaR%uS`=#W;b;s@7;oyr}0PdFoM
z7n+r)4-Ff6zdmycNXs_=nvLuJEr&oOk2&OvrC*ABmW?F7zB(4aQgwDGD?6rCWuVoI
zTXHL_de*C>m>VraJ=*es<|LBd-DMWd>bmX5(2+@;HF;R}@+~6gWo`9qj61~gAosyf
z-fum=Dt_;;w`TIS7}UO^Ict*8t{At$?oa*Aq7WAFE8{6w{G=p-xqCl1R!?H-OM5u}
zdP${}Tf5uyl{T4W-{XLG5_?P0bAt4W)G<5#_@D?ImM=C{cxDx;hjI}DXQipCO|qJJ
zQh1V@)DysdR^H~;;$E!^`JFs-xHTB)!u$uMN^-2*+pTM2p5}fbA5AS3DkGOihBy^m
z#7FwGYCjicSWX;i!daPT`;3T|V-9<gzS8K{p)1w>@vPhdWcq%C-OKbk*H7xxed4b{
z4C8@xlYGkt27DzHIJjK#r8%Bj7_*kHA&wCoEdaotb6i^r4`B(PD1}6YyZ}yBECV^c
zwG=b)`|0I1>Z*wI)^Ms6^V0;9L5BzTH#Ik}qU-!f@08R&M&s;r*|q(ISO~wi+SirF
zgwFd`Z6?k*!yJ;<<ljok;V%hA1`SJ8CO9TVUMTi_o5UI>GfRFH!v=d!O-O<hcUs0b
zvS@Ue70;hi1X&3acG%}C8Id%|+aB@2+au~m9VZ3=QmufxaeUhohVtM2uVEZVEe;$l
z08#WnkW88TAJ8eOD#rWC1ovk2^U!7_F50hZ`(0zj-(VvHAhz>wv=R77TH)_eLZv3Y
z?x`9GP(|uE(BMTHi(v9EX4*?G5244!Eg%qaT9HD>YdvcZhj=A_yRSXP`)!RV74HpS
z+GUXMd(CLYtYio3GHKn40z$fx?<=V|97K#!9)U&=3u?q<68U3Tg7@#x&v%MH8&J%S
zS|5O3sM@J+KZ_rp=wwKsh;lZ@%kxue$$$T{Dy<d^{krV9NOSkcGs_1Dl7|BR24_d=
zSwz5XqvaeO-S;YjP(e(o<>y=x^%aUjQolq@n_TWK$a`7setfG0<}rJaWqIuJ{-O+r
zXTWoR(B#*>nl}^bwkdtKuSkAXanhPi1uf(XoyJ+_%d)s@zuRD)3d(Wy#n^$PH_=sH
zG`lDa;2z1%@QsxNr2Xw1v_LGdiHHOay?3(U;vw1p=Z}B}mTvp<b1h_2rG~r)qoSwg
z2z?v|K@3g(Af9~vOP($L0{wtfp)sVdQF-wTk8WKgnxpjFmh7Ha`h+%#tBvizwj$}|
z9sJ+v!*~3!XQnTqR&M8gdcIo_-6G-QT8UWZ9YZPQB;6nNbGsj{<f&<z;wE)|WS3$_
z$#(0*!ldHTA09pF3B8V)RUsdvxghA(S(p4ucSUnt_HZWFiEx(CU9{8lmDM(x8mmA+
zjDxvMNgbAFi2j6Yki=k4_d371QC#dIWe%MUV@tn}59eY0BaJ5N73GwTweR@^qAmSO
zKDHN+qxLcVN3!Z`L!m79FXNT$fQ!fP(j`iy-paKTcQr~H^35vuT0|NV1)X#5Z4c<s
zI$)m$;<6xwYVu^rouW_ZbBnt1souL#=8^3N<L~|6Vmqivq}3>MA=6Uj5u7ac$aBkr
z_e$3Tv9f?0WI0H8ztRXWOd+?1DWB(BJ4*9R+}eiJBAcRW#K{@|_JHg8IO9r|;HSW9
zuozp8tncuyv4SB-nRJ&oO>SrD+rc+8&0^iX6P?QDU%?+b?kA8bakx@{_9W3&((fpJ
zWtxhiM{m+@=cmZvse^r*(#o>ICg{aFOj?O&Q$|QrRY%92Wj*<d<hS8lc)o{-20P1>
z@60D<%AY?*a~1sheg`&bwpXae>K-`eYh`V}V8L7^OzW2BM~CT<9D>mJFdR&XpP=2l
zm5wYqs_khNRnV~vZ2M)Sv?~Iu5V<EA(>vtc?<7q6AU+xggC*8LI#*LM0Ebbxf-w*}
zN4MTsEGV{NI#R-`IM-l`-);+f=uvcM1jA1{j^^r>{BvQ201h$XDVlwuvP-rrw-LUZ
zJClT-lTIb@UdZTAAXhtU-4U2VN_ErwiKxGdl8S+Xz#NB{riKhQZVpBGh#!r|9hy};
zO}4r?W1oHNl3geL_pX}yRx$mLI~aS_A;GY~G}Y&K=MGxltm(QcCM>F&f>ZPC)t)c=
zzYcw`WBKUJ^mtP9@o<zoRwiXQyLRf58GY4p+>TPUk2W0zM<-i>=E`I4dcx#wNg)Yn
zHoIvoIR#1r#^Vw|Oky>D=+i=Opto`G#;?qdz38{j{GfzTI~&gM_{h6})`I04o<v{L
z=StG?XOu-xL)K%ZZPUcG<G%&z9;o(Z)le7P__hc&C?3>B%5Yw7M?LDW-}uBvjW{lx
z`Ie>hK}}%fr(=_wP9FchM$T^5uP|#xCBJ7l<RkTX>hk#c4>0p*pJwJRq^Vjs3+)*f
zu(zkwt(j~)sl;ho0v?20Z}*$LPIMh)fpQuWn0ho%AHCAtY<>#ANvInUFaU@AyvZ2;
z13K5;@Vhk&X?g6^r4Co-Uq95G7GBT;0byC}JIIKt%{va-wwX#xF&sD=V?`wD&xsi6
z-~mF~wKXq^q7<NV3k}X<n2oN$-SWH;v(fbxwpeHA)J7f>Ry?i$c}WS^)7Vf8njbgj
zx9%Sr!7dp1p>$mo<W^jCKxU}}`fNMAcpZ(}yTk{LGeu2u@P#8J^(;@CMSn-tQNqyV
zUbU-y(#ap@z)Oy=@MT;-C0XU<mc8-z&usYonR>R?7F9US<VRyAOv%`iKQ(lRm^1E(
z%bclHLi=?RNQI6>mlucVEZY$WCiBakA!PN`on;thY*R9KNyfTYx5@Q&93}t8VnMTa
zqt8=;itXsM@QOY|GBL&q7IJ5VkP|2x;e}5-M10b2F3orwHB(PQ3h#N{JWo03ZUOI<
zGe_Sz8#02AgzYZmS#Z?mMp<4&#6PB>?8(JV08AiNHjMziO4aBupj6`23v~P>(o|iq
z=#lz$`3I6J{YmG_ap#m25k#N<tznsll+#L78Cz6oz<v}M5_Un2j%V;(Nsng`D;(;f
zf873+x}dcXQ(0~zR#I~alSWz7GS`nRL_n3*4@*@rdp%hdBvh|$iDT8CieK6<L&0kd
z!wuPRkrJoPPp4LYQbXMh_1xlp`)a77zVLztLD{|S%Up93UgakOWAm?wH*&Pp$2TMp
zm|j?XMa4sC<G*V?C5h*hKM%k4@b;r1xk7Oy+}+M2)faY}*25?q$jTchfW*2_vY&7?
zBUb*}cE83dNKU`N7a;@5*y<r}uDwoJ?VLE_t#{~G8VkKhkn)W$hYGl?9ZuvkjFivL
z^+Q%rKHsFj<`CrLm{&<mKJ50Cajt(mR9_kK;v~XaN!8=R|7^U`@7acR1U1yu;8<85
zq((wf*<v}?!a>9%A_&s5R1*A>iJ5FMATdHNLnK5S;vq!)odUy9zK5AI#l<!UN}0PW
zRy@0tWV6C2SU_`C*U2EJ>ZKTh9*}>F`4T(&h6vIsBGCW!V|*yyR3O`sb7A7l;(2!D
z+w3Amy*108w*2!mp&^U&yLqn^FiGn9mHamisW;k^6K`A~z19%Qugj5_ltSREO?b@s
zJ+WN>aHbz;;jD`~<uMcMQa$Yf^H38meSFh0ik4#tabx}ca^Vz-H_K6bgGW4`O_fF5
zRxN<hn-NU&z8ZFDUETAFmrNa!=Da{L4tN}(VMXQ<92nz#lnnXWfl{iE!Kyjgf}l@P
zBkL*2APyp4%j_YLWw<i5NiZ4oxuvjz;mt^K1AZB^gCb$*Zx@EiyDKF^#^FNj5H~?v
z46as&ql^;QtLg&tH{?S79S;6e>Ck2U6eYILrOb-U7N@7iovFq>3eYw`@qTGb*6)F9
z*K0TjrDA2~Bal@BK%D%?A=&84a*V*o0a5PiDxmz|L;m_L)j#P8t))K({LHy0Xbj*Y
zI{uk};cEoRC5_!}R0pWE?_XQ&Lqal#^{^=Rw-9zL5kpO9>o7u~c0rPk_+w`styXHv
z(f^C8uMTJ`ZrdJ`5(3glDczuS4MkcyB~_G~fJm1Ek($5=2}eqINVifW91TOdyF2H1
z(C2yI@BPai+~DjN_ql%8eO>q6^O?=zUU=axf)X`cu|o~(rJbNXS#)^`pP75~@8I}I
z_Q)@p(HhxQE28;R(p6$WJ*LQMyKy7>aim)QyI=Qh6Xaf}@nDU_8a*Z%@UyFaq`;KR
z|0_Vvl!HcAJoPABPVs#vlZ~}o8P%}s+LF6=k3Vw>Z@|7_*qaeY&9v+gucgh3u>yPg
zj?>W638bdLvxvj)LBskc?6&F)K9Dne_wovBtbqcF)WK?gIaOij7q1t_d!1j!;xa;a
zXhqxJq)o~eN}X78>iawXu>MIk(C-<gSVPrmuUEL?j!KR?W+;zjXR||bD(h94y?7Om
z2wB1(*F_H$!^s|*r}=}I{{l3~XMkwDDQo~Rjb-hBKqN^oF(U7c(*Ef%R_uj!0g#K_
z`U5&1Z26j3VS@Yz)+)bd<VD-%Bm<Fw%-eh4^n^duXpJ}RL5&E~sHRiyjYMh8LJ>p3
zP=qmWrT1?Gi{}z@Ibm-JBeI|NX_Byo>)WuxI$P@AOlb<wH1m>bAaimXI9+YK^Ew=Z
zKHu_LXk0`}&81QWImcWEoa7&CINawD`n3fO@*d3b^b+NyxyWEF?76?jyH=(hW7lgH
zlT-ho{}XFntg=zOm^qS1i;il*d`2<bl*Y!494!k0>yEt~E=szmqw`L9IM;qoe}hS|
z;Zn8|&WLz_D1KD>Dk<ND=Zj&8Or|Eh`INa}BO#S*q`55{pR4$=Mezc0MC7AYZaZj-
zU0d*?CV$u9s7U~=R;BJ^-0Cl9jpX04H{Dz^o{&51aC`M`KT}m8hmu#VSp7)Yfdku2
zD1H$zv5F#}_Y^O@=5dMJG>`C>z`e|Rw+Iex6Zt}+irALCa|l=^V*CJ?DK^Hf)w-dH
z2BW%-zOKZ${e=AwerpAmv!ZKqTV7Un&MhXp%s@?%P6?cW;{oz$Nx(9f8gB22*VXBr
zYM(MpaI9NABu`N2#m^+a#yeLoVkUg|+0n})?NaWa-9?|Pb#LPpoA(CIy%=NMM!q!B
z%K=-@gh-a)(%5!sYMB}3ojC}w4{S9L1wSOiPSflxJJP~Wh!geG##OwZ5eA<*eNb8T
z2SnEP^3{*BaOMQ;5?Netk^Q?lbuULYBdPfXJ_J{n7XHjKky86X{Ce&X<9Q9~+n&_f
zcdw3lT*vpox1xp!Ex~lONy2m5fqu2KJ;Nw@4<zQoQYv3r^RbT|Mi4I%n-PHVD)}Wx
z@_QuD%Jgomc8)-LfWs}WbNv^7ycACoRbAc(ol-jTU~)f1&}qN(LA36*<&TttByj@u
zKB^kI^HN<=6sD(gaU>y5wP;Ot-2NBt5h4CwP5c9YVyp}B{9%Rp=yvPyA#2!%Wa?r-
zb`H!0WTG$>A1F_r`~uegihLYQD}gL_5Gs=Oy!Xa5{Z8k(rZoND;V<4oMK$TniEc=q
z!MoVOXfv}Hlt$angF=4&@{(QuxF)Ay#oDCEmuW3+-K;CJ{p~nXtpgHv&wYmE`2hQY
zXs<hHKFJPfD&XZ_TWh=!UQzx7<W{ozbbxi}K8=SbBt~xK!?HK!y<B$ofx~i{iqD@n
zoD}iSCFk7x8OFe&jjB%B6W>*Se3_Tuf$+A^a7B(%v%A#Q5$47~1QqtSE~<JqCOV(l
ztVB+?JVO`Kj&y1sjPIM~1_fo-rqWi7xD`9NK{C2+bA^L9kdqVj*G{3mOhQtlwJ_68
zu{?d9AB=?*&zn@OUJkq%?idOZ%LpXZ)zkQHeoIHx-)}OM&ALj%1#|a>>nc+uB%PzF
z2i&F{YkC&`#0~&@CGhL{XB;WyfcJlwu<nX4^h)KZh4T6moO#0y`s2DXabKQ50S)VK
z2*@bh`zH)?hkH(!Ts{(iK>#LDnO2kAEBkFadfEl0vj-1<i`Ft|u8ZWrrnQ<fJZ<OA
zw3$~ga*HJZ)9>l+>N#im;R2l>sy`*CC<*=;R)#mqwH%U#W84mRd~~`q7R$FVEc+VO
zb$nvpek+?V8dkWRYga*ruc0=fAGY<Gv)?yU!^u$hv2o^%6rbIW=<aTXSyn;4><PJU
z8LHc~IS@`O2;vw9r!CY~+UZJP#v{6GXWIBeYUJYLw5Q|~$Z50a^yC>suK2*DY3III
zBg4qZBW_RAH6&Vep}zRDvH2Ga#Xy=`x>pu{m3^~V^(QuOPnv|gexnLMF2*R!JVVUi
z&Y0cv1k&0D%*-jy&6KsqZVi5I!P1c5i=P~D?o<-|7`hUMyiy=IRh>?XH79l^KvNz+
zqyKW0PC|Nz^em4bJX;dj4nClUo+`Rv0F7z%$KmUXHJQf%<!JK<<f=!P$UUA#d2yR1
z`aOx4N4ti^I(ls4xTR;ZRR#aOB>q8Hslm$*ue6TO6--HX_PN(q@!$~Vu~@p?4A0(Y
zQm)nu2VAq*%hoHE{Sim(3>!iiuhO&#akmFWet6BYdw@bcF&tVfjiHz&T?9`Ef2cYf
zus2I~mN&j2J6mmA0!kQY3XUOs-R5_o3pO;HmSCH)NZ@}@JNI`(esqmc9Eh|nUSq?L
zmaif_xn07&b<b0C{L6Px`=o7vxI?h+f;$J=+BQHtX92%lLI*jbIJE3Rr_qakcPywe
zU?i-2<jNlP&cW4FaU|V$$Y$AOzh_&H`B$cH3?BAft_J~+UawtrexE;9?;Q6!h?+Az
zNl2d<=OR~1zqlA1YQ>eMp(L>Hq=FRe30{2?fNmyY+)(8HknEdF$D2!6EXvvaeZkAs
z^C3dl*-hZVd80S5Eg;J>@LIf+t%5@yXjmYLPl>f~5d&>yU3@_9UtKGWEaPa{bfU9e
zz&R8pP_RlvG)^v<|E}GaRv3J#UDa`v&vij?w)$AJKHM_cmPrn<kX++fT|-t;BX#NS
zasV~;>9p+}kUE507T@1T0}1stc3|w}cH}A@Pt*DQK)xRH^YF8;is$qSi~XcnY1_1b
z*3|;51tCrkIxRiZx{^^vT`Z#UGMz#{FfkAfe1Jh(#eD`FV4zc-eSCSRb3g125*3*@
z8U3e#g!5RU6t`Q%Bc0ECbT?d-M9C=RX*HgZ`}MaA=4@Sfn|S@FX7^$bwk@sceo9~2
zIGf=m|A53<(J2Cd%DXmp7aC1p9zO`@V)|HF?Lc{CMrgP$&uA0evScs<-OR_R>nmFB
zp|4=|@Eb5|A4)mUK}p`hmHR3&yjZuD|4Aq0c>*^NmE6qn5{7vM9$a-9A+`b3eoYph
zGpf*Pja~0wwv_OMZI`-Tc2AyVf%~#|@T*J1j}#d;$l#q(XNU57eVJ6gm&t^W5QODN
zEc>S+@T+#KYr8h21(PGVG6NXaqC?f%0cyDrIk7zqc!`^IQ$tRCZ*Mcd6)JVU32nL;
z0rJC}k=(n0pWlA+;cMPK<P4KeY~K9~YzsWI#Tf*{VwI5W+|^THnjo`Ru0y5pBbqr&
zu8Tkmk_MPrtUS{$IQ+;hV8yg+*0yg{CN0~=Wpf4q#_C*(DGjbs2kk})Pu;uj@J?Kb
zbbDk>_JA(a>7Q8hCwz*_rm$2yz3ax_2Pv%ju0n>Roqi|Is`pm5PJnzUEWn~B3))4E
z#564e88Ah!N9dw;<^#O{Lrun=wPBQ!`u|ar!HuPz%m<=>ZID?1Quc3eQuer%UyL%|
z0qIFDkZ9lnflU7W7DZZx?`BZf)8Y-7r|ts&$H!lsKl1P>r1DeUmQY)jAYgeFn=+nv
zpA;f(jA}!klAfZ=^A%nsAD7bW*!@n;G9MjS@I1|l=@V+inn|WC@3;SWadMByJw^$r
zWO$s<(`sqik^B2A!(pT>>b<usTIwVR;i{MTDk|Q6XQs;VVrB99*Qs)2<TO<=FsNEi
z+vl8|?^{3FOpOkIOdfhY68p(imh{=swn);Ok7GjVZg1ZsXG-s2IjPC>NPit;CrZ`u
zcFW3d9hBhe=rel#<i0bjBZCp^0<OBllW85Thj*a#TiXwH65T|*Ju@Wf7dRX;A%PY$
z>z7g+tNC>KL+(;tnlBYFUAZHMNViIx>u6nc3nQFrhuyt}^bhDi;5cm8yrvD1j6;Da
z3N=AeTs<-acSb7hV!%LLEs3~7De784kw*YJ9{r1s|52G6I?u9EI;?qFC=OeYC{(4E
zY&ytMr&cu8ekP6KrK13cUwM1hQff|}aJ8#>U%2RXM)_!?Dof{Rk>8U(_D}wer}-kL
zL8;wha{J*s_#*XR{(u_%YFX~&Hu)Cq?T1&Hr2Yc%8s&t&?4jy%I)Qg|TK`b28G7p|
zg_GoAWs_KbpN92WY`c(MlnVKwNXo5L4KGx?ht$W)p=N1+NI}ZIVr8D>2F5#|iD!gI
zvT0ntRE7`_3L2ukMW_cRo|OH(i=+?7)iHBwgHVvfEe``;6T;jP;H-r%nOD;A!=q1r
zsksUdO)k*<G0XRK^zmB(RvYIIxt(PNf}h<~B9DXeCr4m&9h`;&e&oMH?2~kMoOukH
zsTAmMfl%(hOT?DVWwac4U%0@w9(A}a?;J&%*;hSQ%~|<qS68waks6Qz?Un(^%<8nh
zTDjxtHRyrnPRn-gVac7kvOgfoCQZcUQ#Y=hl`r%gk|Daob}sTn2)k^NVR>&l`i@WE
zTWbdL!8Ty<z=)3deK^}mafGpq1x=F8!(Wp+%6eviS(4^0|IouXePWmBUTezp4aqCG
z?rkM*{%)rd{nyw7AKaYe2Y;{9M{IohWc8{`>H>kT+FNe=c(3^Jr<nA<*?B#)($80>
zi9rz!B-3KKFOBtbPNZ3>aNX_CkR2!S@r5Lf0aKCWUO!8qtrw5?>7=T21ykr%3?+PC
zTa~Vwy%{YU;!NX96JCO=9Sh?8P7)-V45qbvo&|>g0p%GLfBeSer)g$j_kPVOh(Iil
zFf${-pR1Pr{$dID`i8fGWQn0_wIFM@$18RpJ-A-XCx_kdl3Rn@bW=7HbuA>dn3)De
z91tFFX)WmqpMaDRdq#dpdyRDYVYojp3czP%3m!%ZvP3CR`zN*>i5fo0hygRSS20lG
zMD`#3S<8U-`~NQMoS7*#5zNGqv~JlsLulRcl~+Ts$4a(Xzta&8l%Q~X?xN02JK20}
z;;f|;*#f1k5o43*9gd$qCuMfyr<eFDDpU2;SRdW@a&ealR$u26SgLGbYjiYvSIjS=
zUTmISRboDVxQ3r!+)w9ea4cA%^^*3{94pq8H)2gh<E|j_nkQfIGFp&Rt4;LqtVo8t
zuh(U^bzwu3#)n#D`%b@nsOlru9wqbfqZ6uLPh`h_hj7jJSYMdj-Zr9lUp#ENInl&a
z#nOqvm8yHnxO;{Bp`(p#KN~{dmUlzZemgZ{-jcL)Poc=NWx~<gygT&?;imuUt%CLV
zS*sxj{_;QuwcO2_l3RJ%i3`oagd+K=40Qz~6)g3fSh5gl!-@#L@bIi;8(4M4?bXF-
zgt?i@+b$3l(tCgZodXX%e?vP)E2?$RHE7!rPfFIcvkpoSNY)Smmp(KX7TubkUeD|)
zy;8y%&H%Rna9M{!>k|e8J`Fi6w%MzYxKcSLrGyq$T!1mX#t&+)v`)7$z!LdBM&j9Z
ztVpS&4g;<D+GOVx&Nn1JKiRSrVov91hQ^SU7)fqhszb=m>oulcFS_!96)eS2n5yO~
zzBf=V$4#~JTR&XR^x!6Il_c!1b=)4VUS=es%z4mT@#NpIo#{kfN0LA}wUi+DoS^|c
z4G?8w?lxcr#Ft#~r1}O^KueU^^fFeMN48)kXic^J_$}JSFo0JRR2;KtS*`4lF1B03
zI~n~X54)_CW)DWQ&tCoLC(1_`9v>CRpi8dB$XzTCv<?P<3Q6we@xWOi<_QY3R^rpv
zav(GTZ85*o0zg)v;FGJi|1V0+$b_2^d0{_>(~j3GBYWk#`0bBHW={sA^o2St=61Hd
zi1|LTmmw?MLNX+aOW{KVA;oIbs7Er|!ZO*I<6EM~3u*o|xhRBrZ9gSwkREO#Q+1ka
z1vb$Yo`@no7=v?@fEm|?<;lGu>&joMIJikE+l4x%ts9s_;>&?fX1v1F^jGOdY|5g)
zuOz}#Ogy&82=Tmwxv(jBM(E{*3;*K7l9s=45v;ZjP?-7VHx%X?+3)|blsPZ}EducO
z1}#3;zcp<3S}&hq!C%H|!96PeqSd1CQ0kyX?eLJ95i;7$r$oh<-7onDxoKfCMJTWI
z0LO1bCJSgI;C?GDXc4;#o0Xi{O{7_V5#cVs$S{1$&FmVxEl>X0wa+VaYg2cZDL7(-
z8|!wEU5;qK_m?i(Ic@I&oG0w3nJ@60RA&O8DQEeLS4F(FsU=o#cu|_e+c1f8wj{}9
zRrz{;p1pW(<OGxF;D!%niBhC;VHfZ9U%@5-w1)YtA7r+N{C5GI)(rDuS;U^%S(LTu
zPj&r!9<RgBPdn+=)>B#Pf-K+1Pb1$RT0SXTXap}jdjh6X?Y=)~eCezjzVOVdF0;p?
zE}wRfTdJ&UAt0Rmn+%2eG7F=o-PP+koilB0nJmuytb;G!BO#0x>OiqzR`PFp{UXDJ
zBa@y>x~~#L8?#Td570ANw*pda$!X<j-RU+hrsqvxR}VPEi%k)(f=%`{uQ#WB#pyKg
zP+C`q%so-`FI?2@0EX&8Op}cYfTa0Du6>XIWe7X4Bk}Hw{sUq$CA~NWHq~Rwf!^T8
z!v6(M76p)=Mk`>M8vMsQw)GPrJeE6rnI94B4iWMWN+_cE+3C`8MRfJ62kCP48Kp=1
z)OdE&7n0L>9?2-bVjIke)+WkiIY>Na8tu=lFaNkMQy4TCyt^X{DXXsw-Ze3%^LT74
zXEiQvzba!_YOG99<4LVLvLK4Ra<#cS!<y>Y>oTdY{|e?ZqiE;&I__f-<0U#3V$xWH
zX4^T(pJo~ztPX?<d~qsGiL=~MNUN9KM2v`>)M#&H<!{bX6@HFfQPc6EqTVqGO@B+c
z`+;`3csKbF;JW*!-wAI6)$cn6&tlD5PIEAEgTdcZeid$F*I17Sp<XQbG#tEl$2LKK
zfAQ8t-S(+njHKu=)pmjTRye!h8zTPS?+17u=C9$p$O#$yKg6Cg(g1P1q55_9Tc+yg
zqG(5?VbRy&z_D1R=EV7<HDeDQ!;0q<-1usN%+tk$CxAThS3>&_w8PDz5txe0!fQx~
zETrbl?_atY!l1Q>dIvZkC5hTFDb9b(M2zTP{^zyn`N;F)mwTDqSI^u8?CLT_pGHzv
z4%nhVf+m6HFufD=hYt;G?q&a6f(;JO-_<n7ED$4#A#S*sZ08RfYTtyPAkWIt%y6ou
z#q!&#kG)e<?*!U)jSR7bJRWA8<#gsFOO5M13qgLS)az_`nki?DGT68LoccVbvx6QI
zKc|$*;$C8@yZ7s4K-n3}`PD_7Kl1ao8F{YMcQ^L(QJ&~r+swG8X2iyJPIRx>f^yYE
z^=<@7Qf>Y*5odLBIAhkH{inhJQ?}5iV_E1Ac{rhInxWIGIaT}2Q{w6U4y!XB{$|QD
zMi})K%AzS2^@U}9sEMw3N;|BB;Ii*+|92SVb530MBx2ox5cfqJESnfY`GT~w<axe3
zi?@yiB9if&Za(VyBN*B@&n=Ob$+u@iJCHt2#|#d`L%m{`dHM4iQV>=_2uP3k>M+|G
z`@kq$9ir}wP-vjMl~enl3;<f+lxgTBP$Gg>vgA+!U?klDM$!SC@{Z-uY#a)+$Te`t
zP~pl6R7U{F%Q}46MP2?*t|DFho5xcNnJ9}&+ieHyrZ4lX_=q-g1Kpe@RG!{Rtd5df
zo0ec`{BOKhHD=pPx!D%6TNf19Wj~6gkNfQlbEi6}Dks9js_nEAJ)j;n>t==x3-?ey
z`eO9j52byJIpp-OAV1yM0e)6z^O9@$!_c#|j%FzuAsMktL&L6jr1l4gF1)|Y%K0}S
z1tV9YC-(w~>bz8XTk_@Newj_m(BO&VcrzGA=XQU)lPi}g;Fz7rWxY7m)UQlC_*O~C
z_Y=lo?pI5rWw9Ub8(LToNa@zo!gIpi)^4Q(8-WKhV=$Hx8==W<t!De+I46#0F=@_v
zJsPM!sqoR|TcV&laa9D8;yQ`wG&ZjXX7@;vVbjiIwYKyUzWN2ZySI4j0*K?k1I1aQ
zWK5Z~SfVYUZQ(YKXD*c-2o0Pe3X9)Mc#sxg<u9e$&8oB<QCRpPj!0ZEsxwLd6ppCS
zvkX`5v)Au_XNvsr%EdP4wMyBM7O6vti`3;{=iU6XkdQYhTZCu#gVp~wILP{Wn_O-Y
zO4?<)Cf?r_y9r`uCh#@0@)zk>!5)7%wxfb|FNciv&m6bJz@Dm06cz%kH1;*-q=u3A
zPEC&aHaw~?M9X>fyTi*xSL6iulPo(<AV%70okn9>bxk8OmU-PyuhmReS5tx|j;I2m
z=~)!2gf>fyocRyxGSwU|Rg<L3VJFU#YbCFZ1V|-!4c}(RESgl_artV5y<af&v}>z~
zfOVq8(;fV%{p9v04_Z;wi&gT9@ATR0g$hxxDVAW??hS}eXyn7~vG0poa*Hm+0p_EY
zl`$VBxl3(m#00)N?mwlwKn#!IIOUMNyTij5fV4+!6WIyOxzZK65M-;;e2jH*NQQ<m
z8tFGgNWFvPan$|+-6_LN)k$vfmT=UUIUecs!wd_4AY3_5fgR8YPEpd3Vm><q@YmI5
z29!t`-VQg|2haW&b~XMF>>>d2)**x@kJY%yaVNauhwiWSD6d;Sn&FId;qz-FgRFPU
z&6gsM+l4oc!r%?k@Uhq_YhOscB2!Ki-k2ziN|9DuqJ+9z!Mv4Vu6A+1<N~}d-_4zc
ztqCOBrkjtj0yVRC<#E~ZB1f>4^?-+!1M;$}&7)-V<~3l;*+CO4-4?+b^ki6UFWVoX
zKhYU#wD~cYMlrcqCb~8A<r5xaWF<#9{SEMa)6VjWfWkH<pDlsU76KbSX>T5=eij3e
zg6n@t!M_L#&o&##B&bvcEON;J^y!BBY`67QUGc>)bmpPRy(Q#K0CLSvHrRLm{?cN$
z&>cHe$~4#Z?vrs`Ns+8uisDrggbKKGhbrwcs_U8(EU_9(gdmGtkuSQ(={O?8nj(og
z_a7m4n(3L38mf?cuz6wg**2jM)1E#Kw}SC=bm=|3U#8=M70j9a`>&qu{DV<-3-w?u
zm;Aq(;C15XEoh)t5ysVj2!(0Z0u+5YqXcevG4cK~s|$_yDjOt2_Ii|8c)KhSC#5j*
z*!ei8onIuLC6Xsu*owUG>UOxtJ04mdTl+sa^pf4o9(MIn$SU3*uIrb;2N5o7U$spw
z)H6Pv`U841!N&8U%ZOy{mn>B3S(cpL5!tdX_nyQZQoL_cep%&TUnYKkacv(^mCEZ@
zD*;+1>_zVv(zD&2vfR?7ETrz27qTV)$~CddSn!%HFYnFUSY0L09PA5vi%Pewb$Pha
znXAkEAySp}u%xwiH-r#6&-BWh&Xj6=6(KJ&qU)Nkn#Tqh*U+A(X+-vx$LI@w11d;s
z%K^^@Z~@$%Ndb3QBwl<B3`F9I?%?umAwvqD&QonwEwxZvbzH|@bSiJE2CNjzGx*s#
ztA`I@4Gb#r?8MoSU~);SI$9^&S68BdGPmh(gl?lGi2Z=4tsL#%5A(tWtlD>~AbqP=
z3==0tNd)=wd(_x6mk5z`1V5+h*W_^FenLp1>-euG_hh52=XT!gO#$CypNB0x3=@yM
z7cjhT##Br!WbYw7*~JzrIk8w<#QntCac9-QJ1RvY`<{r-w#J%Dt}gwWB<Qu!1?<$1
zCWUDPC;`b11l)zDMFm_}bs_K21aRDanoB(rnWMb%;ahZtV@L4wTjS8b4*t>yiRcnQ
zczl2Zocl{{Z<KgX=-#2foFOqvh5w<uIvX=PE&oGz;g&Qq@89`rP{F12AGC;(P}V^>
z+Cx0q>iqK0F7^BDZ&xE}do%}WVXxl`a^yDG!=DZ>)mh_2VtbDaiD<`t#7>a7@`EJo
zd&QbIYcOlRidM?(k2*5h=Y3@pn#L{*H;f<{43Rk%61>uo{Y{N{{ZQ3~yLX%M8e;l%
zZ&QBLFTX7H?6Chnue$2s+an)m#!Aoka(1LMPMwv)=4Wpi?Ceh^c^9%}$w{WaTbOj?
zq`3t@TDLGN{yk+JRy@fTe9b#nZzQ^S&(%RfqtdZ&YIGr=TRE|xRPMR)K_Er>?{MLD
zi_AHK31pkr3Q5sWENsEmkN=oN@jYpLNU=A68M#vRU?jeoQOa#OM}6<R>Iq*H7WHI0
z`sMAnAF_@6>uvtd#U%i0<7=fFF%wb78M~K2JJryGFY%r$+s|k<^Cs`>RSG@I+?FWi
z6~?e>DdX-vTm^_!)p>lDfIyR~i1`>)=2K&UxT@wI&E8{0<?ol1xc>o>LT}izQA|}E
zV*ADc_DkXBB9-&(?J((nvcu{XbP9?##JEx0s}Ez+Za|&sIU+=~NRHA*Fbs~O%L!Dn
zivgdH3_P)p!a6ANvKr7U=BJ;Fx2k5l+)i6IT#Ui1SBbq=V`yP4?CV%GVDBY)J{{az
z*U)PvZa$hh$VV+CZzlm>G~@59$b-;uTYc-CH=>L38<jmTHg_DnGA(IF+EzArOqe!?
z)KWFrym82#EN&`Nr?e_#^y@En8Ti>#+M>Ny42ux$z7-kq&2*i6g+bkY@idma&##Hc
z!A6TdGIc+a4O=+Pdmu}ecl1POd09DeL$#p->1MmC!@$On&$3ef>#io@gR8S{s<jUi
zH7d)IirPf^GTxCbLx4RZvkKK+ANRpv-9py5z{w&cSM@N<W8$9Q=hiW@wB|B@dsLBP
zVo%$;{v3z3al%es2PBX1o3j0G>(AcV=<d*zv<KLRe9OWr8b*Eg#^tqR<7snUy`)$A
z&L8-~b_B;<b)VGs$yE)RM2(d*pD4O8aeD;6$mbaN^-$KUB)%6T^9?vs8&R9?Rg?-%
zQ_!pFX_V?8K40^uxr!}pxwJFG_uf4MpL2>sPj2MwGH4EFFGhpv(5s<9oj}c!io_4L
zC~;Bmu>snv^RrObW6=ov!R&k82)%5c$gVe4`H4%(g6Ptr?^nvDlk30YHRa*=5`7G}
z09DSanF@4pUZIPT<Q;cLOK6qh$T4H<0L4<PciFMr=%UL=r$$z#tO4!ImmjjJ>PD}$
z+;#hXsafW;U-}yj7@6m+yVonWM88ek>GLi>Mw!64=EJOls91IU3xq(qubNC~ZFMbd
zQcTHt;9WoW<>H<AFoUEQYvn%}4I6v)DMb4ff`BvO#0AjAVI@@{fMt~37){F(aLiyx
zTc9fU+AcT`L-FNfpJ`!YJUizq=n^1xM=h2;oWHY&`SAwqHN%(W9aorzS%6ZIY2I57
zs&xs@mzjvwZ{9IWri`Kv1cwi&i%cn8{8sW&I17<go9u6_dL6o_<BNA>lDzx~O63}Y
z(CuYYxYBeNXm^m1L<y;O^sr_1C)I=9%c{lEKOi5#0kMO8GZ8g(LK)nYiM-o{ZwBCQ
zkN+56ymq~h7(FnmWB+ly{KbO<03P(p#!DpOcP)-|KF_B7HB>4h7GK0S)3&i(oHNH3
zn~q^Pu-iAuZnSXg{wb4(e?CGp@rBw%7Bv;{xu%x@JJv!;kYV|<-X=G=m3?<aavR#=
zK42m9p3IP88~bv)@K$HP!M?}}q>YW<Yn9|DG`;Y`C>SS!KYybQRU5Tq44>92ZE~Zf
z{Q)9XYm~$Fb>SorhvE<vJG}f}qr$&P-kAx)GHZdkRzJUcLF})|*5Ote(^>I!u(qe{
zC)KoW%ohfo4#Ehvt-a0BFH>E=a_QC}TCHNbstZYUPcYk-k{5baiT5s_s4UX4_bkqe
zj-Ej^=*@wKgsU=37wD+vt}VDOZ;E+}`PPaOd9f;vh5ieVU4x=8-Cs@jQ0AqEL2|~^
zsczm0zJ=+D-T6BL&e@GN-)Qp`*~dv<wS6mk#5|Yu0vhU!5FvF~;1=g5Tx3C;LEyt2
zUNV|Jucr!x@Uz|VDt|(6lZRt?$%cVSP4G~lQVnxoqTL=8*>1T@x@!LD>^X`#jH!45
z`cLCn2AH8TuiyNWIR2zsOf8$&%!&L`myY9nfbM4!s1d_(kLcy@er=J1thp~4g<NUW
zkewATAuq<``q8;ZS)K32l&__jPmzZu81TA<mjg#{UeaJd>67sNVFvAoYHB8qwpez;
z$*+<rqdRW@{7IXRGx5$Ycjs^{7epV{IRW}LMw|1M8=r2Wwg|1WpxR@?rcjs)iC^)T
zY6&SjPkk_>Oz^eTT$UFlM{i2u?Dk&yMMe|XQ5FkFrj-^aNMB377jsW?pFi#Lc-RwQ
z<%$7T&aw@B@DR{!x0ox3f|qz^cVJ|6m6Zc_BkfeUTOZt#%hMK=m{YVgVxtsEU&y_#
z4M&QEdh&FrTv&g@N1*qg-9on`KC!&GJ-)c%V%(7LO2@L2%tNN>qMP6E4RYSm5U*+C
z7D>Tn!BVo#N(UWfaU$;6eM%Y6xqrL{CC+F!in%DGTJ=R2`pQ%txRMHm)0x$5DqsT*
z!t6xE?Uh7`!}{^+EkV#O%}q=leATQyg~YXmw9iet<;Eex!j^RHo3@*_szF%+%vuZZ
zN`*u_C>!V#D5(|t&TEFeo;Br@_!6Ym_*HZGK2`m+EzLk`1Q979gG~tT5J(pn5&C6~
zkX+Yd$fv|oj&fduXd?CECpg1~`>JDi+mZ0RBhe%lo>jT3_gxb-{BFGIjAFzHJln6#
z`rLMJW%6iN#!*qtOQUsern2-s5E5~R_MvajOSI(us0(^s?8l&Q%Azw2S5(=|9{Jqj
zNjrHfsdZF4?%2V?CFj`<l#XQ$(6uNi8rM$8>YRzAbRD2r2^`Q<(hy{O;m1Y3C3ov{
z&t6sCPJ7J?B)eZUVSdu-yDfFp;!Y<x&MvhQAm(ptQ9YtB<z9&DL$;<J@BqjXKws<y
zqgJgp7;X)~5&{S@3JrpEu|_hY=($5JMpvNJ4yUHZTH}wnMc3mxeAR0xJk7I^!YcIH
z0Sg*HL&Zq1O^xYiw;!p{26lR_M;@U@*<5H-%;niN<z;!yFDQ%s)WI)-9uXNp(%yF%
z@G&|eO`p49wt<NDsYct8uw%F^8|Z@roXCur{N6$C*iVyJ<sWma+IbKwsor<hnK~*^
z{BA$JQ{m!ApH*~AaIaW<O2dH(VxiJw&wZIymlJ8%5VjKMMJM|7u2RE_;_(aKSw6kq
z@*qDlqmZ@gl}(e1&x~*AO5Gk;i&{R0fz0-wS*fR1cFJf!ydB|<0m|60$bvCVnKy}4
z&#lg;5GCMv#FPfe4F_-h&!2FIEwmPyd=0$*fIz@|sGDA(WB+2!*_#JLI=>t67zlm8
z&`kO@M3G&cn4i0UFH*H+eI!ESP~9q$a#_5W494-bOoFL4;}1x`W^m4m)d3ssdu`9?
zWFDea{*q}{$hjLSciesEC(2B_$!ymEr*|ly4IG@jg6);lhM_&y;1&_IL*F-CP5h=l
z4j!wQ4feis|H=GLn!X(8i6|R9rEf(pr=ZvQ<l6S!Uas3-EO^Uwq7?nXQaN5`H@`cg
z7$xwOpVEKmrkIu0S<Gn3(Q_-UMmpmUZsi)a<k=OwJ5q+UVeA@H6Q4{GlC+tDPlpjU
ztnQCYEa;=1whT`jgu6=R_CM5}6vjFbeb|<eDET~JlEGG9TW)<GT~j*LICZy5y=%8)
zy0vRp5opJGqQ&Lwd58x|-S@q}eJ_<a{c!@eXy76)$qVId&)@L<2i}Ry^Iaancp}Cj
z*>CB)_Ilz5U-o$$c6e7d<9LnAiHV?{_6{+xn0HE#OE{a{XGy(h|A6XS#wu=<hzP(p
z^0^5JznAcfjT@u06Lb-?h^enR%=0lUJJSho=8!N*^3fCS?y@xD-#)$CZN;8#dgGbU
zp`QJCc@l@eALpc0nkKyB#Pw8qZ`}0qaJ;JE>?6OxY_GhDHEpDjq}BTFv+!=a7g1`f
zmru4F-+@1QL)E(WQc_mZ4?JUyHOe~)YLpqc7~(rDza!K)8&V#Re2Ur*k#)cG2Ndyc
zK2IvnLGbHuiyC&ZL2s@ht}zi1*BY)If<yoUc&48-u{vxZb?KiC`I`nPZs$e%bV&JF
zCf&vFDcP8P0&XYFgnHlw=HSxaQ36qo*uQUcur_%jlqM{?$izCvtlRRc$hT^aaBm;n
zSeSz>4>9|4Jav4{!+uGrM|y4>(4y92cKY!cw`Fg%1uTQz<J6YB4qM|L&vjI^>dF6L
z<E(Wnr{<?sEX+TZ#}>~xcH(A82^9ezAT*M<lg!$4JXL}CgWKS5DDn$<2ex`;-LM)S
zd1oHB_VzKgP$1g2gs*1a#^U8b;;>z3l0~UrpDgJOCFtS-P=dVu4e0cn#4KPv-_G_r
zy)l{SN%1<6JF9U^77jcq$Ksm;J^J_#qIMRl^Z83?rjo&%*J4CYQN0{bBFBqRdKT7k
zBAYC)>!N}{?x#g96la~LMwg;7yybITlANM8k1G<C2baf=UnccNH>9RB`Fk4$n79<3
zXCKHGybEG~ZTF0I9APi{BJhz9BGw;-4RWPY*HBfgL%6jM3%fI=0<!<6Ms`6P4G)=c
z4NE)maTDP2iE?9DEc}8NDXrRE=VorOHQK)qKSLW97>`+oI?WAl`<}9L5ipy~BQ<=a
z-K2%yo$j0nRq<;Q(QUt_3~z)LNB#h)-8t%goZXp5flIykU0v~K$lxj7$)nBDk;-03
z2Xfbn*bnX<j-zjox{^3HGf7=P2z#t<5wLp98BThC(|`2-?*&tjK1~dy<r7H|+;Q~B
zMvrL+^%6zQHE%~D=EVD`WjeCAEC-=2K^ao)V-wZdgbk=~W8D4=2d};H0P7Unrsjnr
z5Recn?Y=rvT!2%B&_wP1$961~t5{5fBv2cT5KG2QZuGr`;f%0INa~agW!{7G@Loyt
z@h*JWeAO<EJxxMR+p}<y$VnQzZcAUI2v|o?;Zkn-#{6DST8nJoNAu^$DH<Y|&l10^
zc;PGFD(Yo3iuM0gN#<La`nBNWz?qG_y7sp!qSV}cYgs6kp~I^K{><>bAHK6D#>7%z
z&QrUJ9BgRc7k3|`q`o5FiEd{isbOl~0-9QCx-qZ@9^v=y%J;6}Dc(EJ@q1U|%`Rc@
z?X{;j_tx{?gTRS&g-ilt_lI9Ze+gg>Cp?tBXXs-|HaXKk5r*aTt@I8rqG|?Nc0FNe
znmS8QFu=8~m9t}L@J5pOA!!xAPZKHQ4!@im$t!u8h0J_QB3sqf2aQ+AGfr##vyj`_
z?GN_#<{}@X+&OBe`3d$-qg3Y*TM>`|3?b{iD?^cCAjHE%TmFGP(xbnx>Va%5g88nj
zQ3rUF?_UZQB-*r4dK~{B{UZH-zu7wx02sM++@eh7{q=#*F4dtpZUZaMI=p6scUZ%P
zNwQ2FL(!;@)5xM$dm@ARlGvZ7Q29P$iVQMvbl$khmDTsY5q)R>_K2J$K913wY!PLx
z(5Fhb{QV-ZMeOdpm*rv@xIG;Xl%#B8mDmIfRjV91#I-;3zW$i!#^O*D(0KA*Q$rGt
zEi$Etowm=~&Ob;x%lV+rWvE{8ZZDufW9X_1#L*DhZ%vPn{^&2ehCSwsWpe^0EeiTz
zXB=y8YGD3wz<9m-WJ9<d1dcPYe*$y^7CE&K>Zio|HXoQq@%#n^Y5^dS4*-G7G6K+r
z+=?5EN-0^gJ&?cshK1n%y^x8QOiKB~P4qk)NGf0fg%&AA+DJpGH$*`iWHKJCf!DnK
zZJ=>S5+CIb=?53GRTrd)8S`A`>6aLZ()+2?ukRrhP%JErF1m|NEb!YKiag2T+QNR1
z(`^u3C=esp#o$Dg_N|qe$g?cDj{$h%WHd3Fywf5?I(8Wo?RY|g4;p>i#*}r?Mce*e
zg7L`om8NcOr2u6Ru`X8D;WLiZDShG*;@1&BOOoc-`*MLOW)^Z-VyN)5By)aNDrNQh
zJ#(KwM<UR(R{e%^oB$d>!^6BVkFM6S3dk<ZhOsh5K;2O)L8fu6c+D>RVrd*{#WPQ7
zmY<tq?{}4EMtIJ)Hwb<|i?+c&_0akFAtM&MKhv#`=gqmMmgb0tJyi|qP^Lo<NLJR?
z>Os<K)SNDl&_>)#GQXY5NGKub1;a{$Z2m)MRe6Fb#Ct+vO*1{RD`&%_LTJ^-SQJ*&
z0hYm|eyXu6nPJTD(yE`#4b>U|Ft^<U7jxhjKK&>W2bx#nlC@jXf9tG*CtPqSPQ@!O
zYGT!aE$u{bI4`S?X#h&@*q4cd1N*OZr4p{)!54(1FYMBpxJQ22{m!}X((%UgW0&Qc
zNBr{RS@IvJn<ig#g!&#c(1XrD?$FdE783j0i@pFVRxhYiyji%nNzHJZ=)PPCqV-Y&
zX0Z^1)%=`wCZU(jqY&4t-`-Jd;2|?t>PkYlTuxR8zC=2~FAg}@3FTFq36=;J(*XB)
zpDef5FwD^>^$WoUhI!&TvmH;#EL6M7d+-Ns3Fmxu>Z_rZX15hU(sD#KDRj+^MVB`<
zr#H2b?vBD{`C9nf)$$z64iH^!Gh;sTcC6T+M9^U5r97^Ely9=TwnVvAUgF`<C3^ro
z+*Gcy_zvljF~6t2aM^Cr(y%(bWU}5S3N+_rI7_TkWS{D)sJ_&nRCkC_GVgzB=%!(a
zd{$viOBS>_1z)q5)zYaMtgJp{VDqKv*E6F|!R-%oyIs0dLn4jhXHdqNFz=P9RdGh7
zv3;P(NxmNx@@Og&ty#P8n7i62h!<ZRy4d}z_zVyL?6_%MXhf7Gy}G5!h3t`AW7Ooq
z#8T3`WzPO8C~Hk)>3Hqc@8iP0)kexW%{*<<T7N$zJS$)MO<j1Qs^Uoe7XO^OCp8-b
z78*U1le3Z_y2%#vU8Zx=<JF)lLZ5EwC~GOB<R`~;)DegTHT2!>IYNbV!jk|A&o*vo
z=q1Q3Ko81z%Z|0r@;;sVK-FerqR|vRna%#DZoZ=2E;&_GOSE*}L4RFpiGt#?TAF#y
zK5V#@A%;JDF@GGQMoO^xut+oB>AR*ugOQAWY`yZcWRnV;Dqei;A4}v>%GvxjYXfE`
z>(m40WY!U4<#?s&QW`gx?wE>lKJ162kInkS35@T(&18xjmVc;vQgW~3dqvj|e?0jM
z^yf(5(HL2?2g_N%2W{m^9*~|w)biF<m)D~NGhhuC?IK~zy$dgA8k|C!+(>VFx07ky
zP>$XkH<+=g9E?@MyeLsP3yg3bpvWt}LOmaLV2uku<^PT&v3?4F`OK4k(ICb7Aj}l}
zwE)A0-mZjzN`BzrJc!IXxj<73(sWa4rfzMtz4Xdjm5tiHd-kzcvn=|xwthIzH<p?*
zq-gh<M_cTscg%)KvZ8kN8h-=NMHNS2cE2l)?&$k1uV88nm27{LH?ar#nzu}XE(lEl
zDi@GEDX}+(S}}Pey0@HkTPhRS+?AB-L}D#UVsB46!suT$r%h*R7u?Eg^#?J1%m|}X
zkO^`9&bTv^`v+94Yu#if%4~D5>G!Hp!79JllOdR`NL@)FR%>=o2b~MLEQbX|?c&cX
zwXig$vHWeJj(5aqDtOg^-p=Px_{#KAOUP~(J_zfo!}EMIcBUz$Q&>fY+nGT)fzQYt
zPX&-o7}f*Hd@6_6y$r;qAMlS$>?`XSqleXUA2vuig&=AxMiD(q?H;Vy*YiV7dJ;f%
zF5mmmz<9;SZ^CJ4M2rM^Y+BSdR0{wdhT%z@=EgR>&y#CYO{Yl<seh1lMB*B5>wSCh
zdy+A)Q*FffrNKsK=>B77r%<n?0B7W)`7;L7PVjH44!~SF_Cgo*D}}elV3HpG*zDZC
zN(@!Lb5NEO6M1Bm_3qJt>wh`PizfUV?CJa$dxn+O99sIoqkN2TAWAXG*#q0I**cwE
zb-5F5l&@CS{W-7AY+C9{d^%=WYl6uk3`}lq49fHr=#ho5i-LFg$nQxI_~gq+vRPCa
zJsC`$b?BHsEM3Cpo7y^|S}Abp)IW(G;@Vjare=sf3zK1-SH9F9aT8v#Ag_(g5MGnr
zd~&d$p{Mt5c7Oft_~YM+&>)8mBlT=MyWF4fs{YeNH=U_55$7VEPZoj4B^#7qR^7f!
zZ0f%YO5KW;85(}1iSqW@ct@nkfUp%g=%ut)%F7qUbvKuCbZpCxei2go3)26AMP*ej
z=rbApE4fA^vp10LQ2gZ`NZi?H;-TN;NMgP&#xNc!hIhO{KT(oh+j=_o1cw5_P2%&-
z#VZr2?5^KHqQr;VPfF-&4@y6`En@!Uz;+>cNXg?eJ>2FaGzuK&W<kBzSz%Su_Wopr
zcHylYX7L-wjnXTVZOh#8xgvn@)JQ~<lZVi`F24@={9CNt`6GD)($c8p8`|DOY8zdc
z5Gr(Y`(`8`D`&W$1w_?}E(rQi`Y_*N*txx}ku7UiwZkM)HM==`py~RrDk&J{jR%Bc
zw$=aO*5&`=);o(cHT*AY%0hgLNO}dfv-}3vj|=L3AFzu*ByH$g0GI;G%?f*|k9G(v
z>P9<pY4|)-)#{?KX5ooQ<dguDNJ3Sfbce~J<#b6(_RkfIn%-K9P-OnLsRiZU6g~f!
zn(rxx+x%?BQ`dexj6_e>Uqva0q@2fFja-cNHF?H(c`KG<v1(htyvkP~&g;-K>5f3V
zF-!lZ-RtJR?zNn9lO*THP#qU~<q(5FwAcaah~ss=@CPw66LAbnOGsUqqut|v+QO#r
zZRZUldWWf2+G_5VupCp{Fj)<owxq8_HPd*t1*)UK=9j(?H2U0i>1$@G@N1qnK88zN
zK_YMhqs?2|iG0G2+qtp76Zq>ECZlET=BG7Jlp^mb+vvoQQuRxS^0K+M+I4QHrp*<b
zUTVol&{goa>`bnYqm>c!G9=&Z5e8GS=8DUYA2{$JaniCq4Aur6ewrO_vgM|yk0g9k
z3^+eYcFPOlNJnSAE}JNfQGB<edwN%@jCbbkva5ivqH{d4{HD3HXqTsf_(sBeXCxJx
ze!Z1fSBW;)yGTLz@gEQ~ITXl~D<gdIuOA5BFqC1we68TSvRWO`O}^$EO(I&3#ObW`
z`b`2rqyQH003cP41XLm~0F}c1_7Od$*eClE=jLi@-*Q)C{N;SnSF-uG;*kO@uY;17
zqTUzDRat6|(r83|rL1(6MA~26Js6rfnVzc)dlS}4XZ#NG%U5S_<lIRtQr#-8qQ&yZ
zNO-Fy#c!&0&Lwas{7m(2OT*2px}3pdUM~|mJ^_Wmk2wH-BZQu4W`}<!YPmcZ!5W0N
zs@wd}C$8D9Le9{l*GbSnAUO|7;K`wZq1@d<$sd*1T|IEx%b0VuX&-yNdiR6EmEFDe
z6VLhAV1Ga`vofhZLQ@>n#eCe|()yJ#Vp8*gsok?rb6g5(%g=7R-D~r6A9k3KdR22p
zGk<xl@VvT7NT@2T?NM|9GPl_2%w~R9czR>AUk4v(FJ=+JAlwE>tqU^3aj`+#*aRI<
zw)G?nhQvkuBa#q76LD#XpqVI?C1LVeYX9}cMk8?MyAM43T#eZ0AEi+~2jr4A05QEJ
z@VB$V54#^DFNQ0gDIBV3Z~&4hYtKMUspcTBSLsgi4=H5D-Kgde!Aa08^CZX`TTsPd
z2>zN6da%)e#7M1Tj9;T^i-_lhvmi~|N4Jbwyl;h*M~Xrvm*LQS6(+|pV*<^xODg%s
zsCS0Gf<&4NTnTHHO|8nx<N$*#fCIX=dq`p`rJ02Xt=IuX6=o&~k<H!nLty*10K;lV
z`1>S_f7`G#E|0t;q8ku)13yF$?GEo6Pr-}$z}X-pe2(zsqiz|jO~azfhRw<BnwqM(
zWh;NNRPe><h8*1<V|C))O>H7)w-N5kFbs#ka5LlChZCaJk)7fRu4g`0(?2=o;?_{J
zqQcrVj0HD{lg+*arK>V+Um<%xBDz*|^h#24WEZ>{g>geRIGcO4Ih_+)K+*TF*5uWJ
z*;h@tJ_LY%h6^V4#^p1NRlpWS4`BXm6gDMd@dL}5_omrU2865e_uQ+=$3J;zsm52L
z7X0NPG2Gw2Zm%jUTMz=74b?2^#_v)drRm4JMC%g=)}GaxnPIWJALKF`W7{ooM_oS$
z$4D@(Ojbs7zx7kLmv@n$v%;s$#qlWQ&atdL=X2B=;s6iDRTeAaqpVz8jE$jc0=OEP
zjOzqUac}Kv+MR7&fJ0Z(6}M7!K6zT1IdnEYU6Fy*OmF1HYyI6^i_SZj(m_B;(T6-I
zpXav~p4X90{P+otRL0?fyF9ag#TFwJ$tJM#j!H?xd)42Sw~1LbRed~M&rE_RB+tw_
zO>J;*^;3~6ZM-}V`nB({(2@_S+U(mGL$|0Us4SH7vqW{3((xV{c$va{M2(^=RBXKF
z7Sjj-UU?i~Pk9Yo3}x>90X_HtAQ*Ev=3|vUJ>&%&UJ4={7)Y|K;lGR0E1?}uVrf1r
zQ254iDE*mwMM3m%<nfAAZRcdzo!pjUKVdU?s4r2j{qkzS2b61D0cl)w=EV?pJ8n1h
zOZcm_6~yqUFK40cDPQdKp5C;0m67jdS3DW(Qh~&ui85rrIqhZ2vmDCii$~Vx_a)@r
zZ!?}IE#k*el03XR`d-J0sjWHF#$mFl66yI6_ja8=^3e%V5fn`gtm0Dkh$-Ku$~Evr
zI7|TBBPOHh`M8C>2a$sfw)%ZpO2gd{nR|Z4_1zDWe6+nh7-}vvnygd@iz*>HxXJhN
z_l1{}Hf(PJ4P*QSpHx-EGQHyL!#{<a)UQ%KIw}~V2L&tT(beXvjAA$4k5-$8Op0io
zgVtyNonP9PB~d;f!T@%fL>kj%b;C{*5TOPTZMA!&aVy!*KCHhuqVl9wezXSscmU(>
zePNosQ?Zx%bWEpX^dz@(DNfZ2`&g|Gzb%4#hITFzGDy#5a1Wgh9DN2A4VkAk+sDxF
zA-h<19_2`e1e$z$vL|dXtc$Bkpsn$Q%3?o|@NEWUCSe({u~>-y8y(JCXlu(5bhT;q
z`lRJbgL$tM=&G>m1+?xe{R5&<q{@|P`1&4M_J7_4#*i^`<y%%-U~O&w0ksb*K3(Rh
zvi`CVJ6<G5zgFJeXl8lW@3j_&0|*$OuvLLJPp4_86F^%>5gkQIQASz=)m~j9cyK-2
zo`?qjoZ)8G08j^;jrmTckEbD9ZPP?1_CvwHe_Tzgj{kwynY_sVcS|b1SXn>^Dxdz#
zZRi<-E4N=@>7b-N+Vh_J=Pb01TnX?cUT;7NuE6>A-Lhj@gvs;l^57#vt`ZZ(NP|@V
zIuSkjmGsbq2pvbkcbV7%z}qFR!2de{lt#MA#dZB$otL+Pbppf+@WIR}=F$?wQRV7%
zXTmnvvO-nbYf3!v2gdjojK_vsw2&uR*M}-3@MwO8Dt`G{`18;=8_+q?0G~Z*+eOfb
z-qei!d)jd!JwDGx43;7l^7X1q0cJZw{|uVN_pNcWt#awsCj1&NW_SK1*29b8U~2Xa
ze$Pk63EBN>81J|0rIJ@MI__jwvO|x6XERO9zk!6dHVuJSn}FUKz!#u2EO@{3vX`m#
z=BM~qH30bfJIC3~q?N$P`TTb>DW{gF)P$Scmd<>#dXh9c)|mQ$PaA%o&-qNwS3}c&
z*_C$l%XFL&D+lWF?YZ+iQIGL_T7}`wz}t-K&)$5SCKz35!n&h`e%uG0&VUVep9-rQ
z1Lkl7yx4HB|4#D%Su2!!s|oLx%>yx1m{_2#$1Zpmc>99=%Q<ttCwhGiKLL9AW*Uni
zVvE)gMRwjyYNt<3ObOcRo%JJ)9ZOg|zz&fw7CbYm2cSv(>3_byj^<~3vB%Fj`4uo!
zE75;I;Qt+$MqpeP{>>PS*TT!=;WFInRsZA4%0afFMXzwu<akyOaL7>s>0Gg7u||Er
z2mNA!)av0RFf*p+ef8dNUn%bewheA%>OhLsR7c3fyXhE!x?jB3vp-CpJv{$tTJ3a_
za&ybYEZca|6smn&0T_mL5;yi<v)Rf>;n)Xzvdt!z!2K#;o&I+sGGIf=h=|yS1+nqp
zfK_#>a<e7=&rJT$9cy}dJX(goG@3t&A-%Z#x5!m7jO!HsrOw{?75_G6oT_+(SWe7%
zq+sxb2=n`e%Y9d1Q0-RdSE7`NPe1tp$v$AO8D<NZn)T@zjR#=p)||W;2N9>g;6ZIU
zQsmdOE{0nEBC+t<8R#tJ?-my2_MlJ!&s(m84`&YluJ<p#azied=6@G3E|&!7JY+dr
zGxku9|I=afpyNArK<t7%K+ltg6pP|FMsDgpY|$Rd!N*7{QuUH>y5v}rL{RMgpYNKs
zS1JNOKLduP<@4Xa>UP*$*R#k3tOCMaU{KON&t9GZYwhjS8g+uVY;yuH>crE1n<WAX
z3P|P3sL1Cywf-`s<ggo1IoXAy;pPJ<bxeWK_Zz~hb*4Oj{cy!6w8V`j{;i`O+Y=};
zO9repMolBryJWvYjAc(C!4bZU@`zt_KkmBlt<n_?p_h3aTGwptKJ{yen+=dqis+bh
zH2WMsj4_J`E`xlsp#2^Hwipl>UH{$rf1>APs`)RV$sKs!Vjbw|_HVr<r;#4T$!Psg
z@T5#$p33VKABQd8RL<|6vixwD6Nqb1p?4}h(f0j5@Y8>hxG%~6M5G|L3dtN&FHL4*
z`d#_icj&$-jwSJtiW6I{>TXS~<n@A8&86Ikj){x(|Euc!W12X_INs6<%xr404rFtu
zAX>9%v!H914eQ40NJ?qZWeO#*xiDxpAOm%b60f8v38F;}6uZ#YQcAM8UxbPLEUN*A
zB&)@x#YVx4IMy+12Wrbajy-qRU;FdD_ulv3_xpan@AIVByYrS5AG70Ilcf>BI{t63
zQj_7GflD_B)($hKGFkI8NFbRcLTgyxb9Q>LZ^xjl`ewfxemrxCs$8|sKF7P;+nZJd
z*qe2oU+YCq)66Fmvnj}23rcMAM!PFl{+{IE#N`hgE2pJ_Bf2QU$*rdC*Ji1*Wv-Z>
z)T<B6Mw7;#zv4b~Io9mhtP?HznLpOKUh8mwyUMWf!PXh&!pBz#Zf?Q647Kr#!w0Os
zraaUx*F66dJ<XMEg&0yeNz~j$XESjg6pn=pCe=oQqfA|8?1r8?fuT%H9`n}42gJWc
zK2sy31W&1fwP@8Met7B4X+9KD{0XF~!&;nYs)G<5-`c*i3}4SA+X}IS+wf`7&heEe
zR!qcYAn}UvtJ*k%ZN(&TRe|KUukMz(Dk*0jfE$AKnNo0ZuaN3{C!Ugw;?KYl!&)l1
zGCr*q<Omnt3zU`GYG1Ml^1N^*a`P)Ssgi10oyc-Uh?MM#1~-IBE#OZDHRB6CtBf^@
z{$l({v*hH|!Ae$t^Qr6kj-gwRe(=7yIQUEBd9F&>!j-WR-`S%O4M8jqYSR*&&ynSY
zFJZsu2XaLWsDxxKSg8q!{<hA42h$VU;Hh9z)p1HyF~K#^y@;t^=*o}6mG;2<JxieR
zp7e!26q+(oY-2<z7<RlKZmMVOp_hPXj6-c{kQD|mtDD(yTa#CgQX2EjtT^@F(d`Y_
z*-y8TLUp0GZPd927(eW(7AACes+~lEZgFmKlchIWxzq}#r_33Q{w4V9kHDyt%8+ic
zf*V5s%w*8DrKS4B?px()I;Z@Mg3J1&`+{qFEziu>V9LakRlCQI&S4FK!zlLhPvlb4
zm~aon1QUY?;2{YBBe6TGT1F0WNQ*xWf)o)F@HDC5T~t?5iXx%y62TF(?B9gfLqKrg
z9|<)D=qzXsZw}}(EGxp5fKWc__tGjBf#&cWvL{@-H}E##G)1CK>}akQND40&XaWg<
zHTMvVcLTW~Kif%kvud|=afp5zyvAL1n|(RDd!NC5L~7%*AWVfMBp=TRdadjvl))(Q
zdztTXRw}WdkA^ticig_tt;jzyTAz^P$R2GQh`BT3QDyAvusMZG&XCcHs5z5pS+NiB
zlxK7mLb?cy9dUZ3KpKu`WPy8wysq~_Qdgf3(9!DT9)R>KUav<V(uO24YmLUtOfJKD
zea!?d(IFB#bx1y*aSik)mI@c?F<J!b<70pMNi#!&Ba6|*c}6}KS84pP5x|L*lU<aP
zA#7&H_Nsdx0Px>i>0BlK{<$~C)9(@MsK)HF`&*#VWDvn7eE(FI-4MyK7&m+iSzn;$
h!X@~G(m(s0c_Y`Z$>dkkAmbFD7)gRp^B}8t{sX37<wyVk

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-130-Collage of Diverse Images.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-130-Collage of Diverse Images.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..0095910c1e8190ae652d21714d3a8260b76aa0ee
GIT binary patch
literal 222772
zcmbTdbyQp3_BNX0Rw!0ngIjTjlu{&6+_lBs-J0UXt-+<ZyL)kW*Wy|nS~Ps=d(QdE
z_s1Rg-pwFm?~$3crtSGWbM3XC7oRr(ujHh`(tsB)0Du?pKfv<}KoWq4f`W>IjE0Je
zijIzkfkp5V3lkHI1P>pFfP$2Yl7f_+oSKe<k(!nbNKVcqz|6+U#mmb}#V8~u$Sumj
z!^{15kQeCa=vbIo#4leGbJLL1aQ}Zko__#v(GXdX!H6$t0SLG+5OH5T_X4QkdLqC0
z=K%csc!7Y3gp7iUhK_*=7pQ*)KzM<Oh=7EMjEsZ?m-d5y4?x02#-rhqK*3irLZx*g
z;P#KpMgzX9?jls3I;Z0?b`C(tcuho1LQ2oT$i&RT%f~MuC?qWTUP@X<7A&WxuA!-=
zt)pvVYG!U>X=Ux=>gMj@>E#_56dV%zH7q<n;TtqDDLExICpRy@ps=X8q^7p6zM-+H
zxuv_Ox37O-aA<gXW_E6VVR31Bb8CBNcW?jT@aW?5>iXvQpWD0pzjnO<ApXlN_~*Y2
z`@ihMh1-RIgoKEM`q!=(2p;f%L|i0f8ZHz(2^CZ$Cwy9Ne>8%3aoN>f=s+ITb3$Y1
zDU8>2yqokFe@*+xvj2C61^oZA?7s~AZ@ZQOScos+!9&CafB?UbpF9+1I9_9p1d>O#
zcHh~qnnwS)C#?|G%E?R$g*|pY1MqbWnd|V6;)Ez@5T5~**1fM;aO60G&D|w??}ZNC
zA!jqsfM8M22s!(tk9RMh0o_fzb%^yJ8Ws<j^{sfyNny#}`p<wJ{$~J&O2uIz%n)=*
z1_^e)SV8b2v=)(ARc+QUI{-D*Jp=AeA!jR)VBX_Y$79ETPEDS^x%L5dnNOs8zRf$}
z9?H)jJOh3f!iS2yEtRHlz<IiZz!<7C`}9EUT7FzO4%1m&?BXF87w#d#>sb$1jBxc8
zo&iB463>9F?PtJex@W+aO<IE7hwCR6`sr6$t%?T<vPYqjyufF`n*rG4&@-TS8g7F@
zcGjIA=+B-KjG;My%B0_YMlp#rt5s@JS4LG-<G+2QNXa-g@z|dAaQzI})c;<kB<HcH
z?oMEUoagrOJpPdC>d!MEHtUhOr&m|y&<%e6^N}?&ah1VI*#spss9|aiK9@v()}8k=
zV9*Xm(7Cc~^bAPKdUWdSZZad`Gom$FP9U}YwV*e%xS<c(j)D;~{?3nk1|<HxJ%oE<
z$3&r^%>GAlbB-<r%{&`X*)!mF8xkz-_QdJd{0tZ%dt{AmNh2xyoxoVGI!7|BDf07H
zwk{iPD?C)4-Lba`V5-Z%D#F$B|2d!=mBy!^=TbY_xk)#T^Vkj#n*e+k#|xCiHIB}|
zVe=aQr9LGesPs)}>EPo^i^JpNGXSm?LC+RDlUvI_MiBP!_E1>Y4vo=;?0Mrn(s?UA
zKK(oXIAOeS-QPg|Nt3p7umZQK+AdL@MRpc}<#zc#>>cDh4<4;TDbVHJKYn8!TPiN`
zBDhm-&lO?rVD{uk&m?inr~wih{nm*_dj@<_SGsWcaS_?k=>H5bOn3%d5MDJ@fVSLx
zo&g3w@8*c4+*qU~DjI`g*k^>qTj^Q(vageGdp3Ax44wf)V7Rx!Js#Q55d5=FCLX_K
zJp;a0CRP}~YFg=zn=S}KjU@Mz^19j!Dw~kQ=854J&xB`s=f=l-Y^q1Zzrwk&*Utcd
z(1FM^ApT#IyR}zAldHN*c4mvM{R7d|qI=DA(>vb#QFgv=!|nm<4L$=Zbvpl<H3sP!
zFlqA)pf`u-B<ubnFnCZVK-33IquE!m@fC04hxJb+mucxSCVJiK8Q(IZbu*U?`WRw7
z;5t-pWZl1n?3Dd{ltSGa2#|T~@4VD>fYEkXU9MKY00WCCN+CU;sUnm+{OeJ<B!Ncw
zw{X9{I5Qw*Rtad03uc)sksAUYL<tNSlF#*|k^O<Hoe3=EYfyzLvr0ZdKEQ95%EyqO
zoBHha<@I^YNEmVbZ7dang$gX)DP4@yP4t=qlfO+u!VMo522Vka*AsW}aQ)3+h=Wxq
z%n<T7Q=DE2rU>BlY6QnD2a6=#==v=!LhKJaudbc}(E_)s&j7o_pH~<ETxii%s|Ro}
z?HPM|`z_5u?5v&v|NchhsUCi_PYl2W;mS13QE02wD_y9JD^(S)9zp&o8MpsrIWwr?
z`t0ss=d8(>U1thhepXkUzh7MmXPu0Rz&?X6`r(PJbh0J@`waQ#e3z8-1zn`~teK?W
zG|uGoKI_r-Lv2CFg?&V!9$(+sN}2qh6uTW?KlkD?hg&^L^k=~L1(@6zygq2!^b-?)
zLIWa^UY!wovfyMMD^coKtiBgNrgXU;a{$lS&rI(2PNf6K<ke>3Wx?i_5f=FIjun0@
z;mSO+L;hFX_d=zkQYhqF(g}e`ssNjMBdc~d(a@-(%wnn!S>fv#6mFG|(6oQ$T4O-x
z0UtcoY9a76H=Un(`!<sqxXRr+8yTaL8i5iV6u49^YA4kqGedP=-$wWhkofm+^Qj0P
ziP!kjp8+d>bH;ZP#YRtJCOW^Q%Wj<Fi$kHebGMq@ALIKQ>0j}%4vXmqaqdYsrnV9J
z`8b}aesqG*B`oLjb(h?XbdZI=b$rvVoVGrgHVmNziwQB`c1a4lqm{&5`p`<5?p1zf
zZ>xWsD^nMimwE_QH{Bw^Ie1-7cU!rU?Ej|x6SmSl8(am=xpJZrHo#sRsQ=!0acy*}
z0vLzszesu0PTcR!lUZ)nRjNDCm=#5ZGw?X@47gN;z-aT8B49{ym<+A4*f{re&j7d~
zVKMuf?Dj8PGk!WX89iA!SA;x{-jBeDaK3Z_j++Jt$I{_N-?Uh3YaxI_lA|%!8<GQu
zgI=v+4_u@7C1BJu$W5ui_g5tZs3UA3Y^#3el;OO%>-3*QqAwj{1oT(3?p@(d`voO^
zG(E@U)L5ti|9A#S{!=GX`0^jJ_UCKa7oKQAe?qUayI!ihi&sM;){&!SqHadH$vGeB
z9;qI-@&mUT132(~y|1;$#Vt+M?g%TPXR8qp--riNz30*}5vJNkobaF%BQ*V<69mo5
zKGJ^j&j3t;u3VVOB;+R!T;CbBEl8j#x0m-aC^1BO1*s52IIDHcw<-w-h>X@Q9G#V6
zZ7JkaT9o{vgEq9O=M~O@)g`T8sdyN?R&;GB-DAV+FT4OeN>QCRiK4>u;^)7MT^hnN
zWFmDR)*_%={yA}r&eI4t<5tjEVtc*#9h+FGI6U!!dp1D-YXIN>IRMn^rB;o^iO!A6
z?Z5^#x7#V`cpM(8<e#LUshE)KA1w;+3E}Z0tAv`GzNf#}w5>@YPmdQn7Ls^Bjpr;5
zM~vX5^D9^g)nj}U97$Xu-6ywRa2Mmi!1|DjmOF&-(aHN~0F20?XX2h1aw!LoXVmon
zErk*exPSQHGE;CDHg4`eVS(=Got^>x$2+7<h{tEQ2Aw#d131PGvBtmzWF9$whGt!J
z!rcS?N6XknhDk}6Ra}Jv)P-ljd8;@jWU>c-$7xYL+JE!4zV%i_{mSzUu>X7A0V>rj
zBm6=C_J()572jQapz1bl^QEF`_=G06NU<B0S&An){xF8`GXPJN-i`+B_KDch$$=GT
zl-+k~Gi}kXo_IIaRsJL6u&;%9)1w0E$xYvA1ZcEMcEFg`_d8;AMyuM+Y~P&46bK$P
z6lq8!<Wd#x+QOKv!hl`>eFY1y!gYt5u>qLSM`mQY6P0*HKzXYUtpPubDcOib;_+yW
zH>hOrzS>tQx4mV&F(vGqpab(g;VO=jq74xC8WPwT3|j;w_@`MxZo{wO5Qe{W*nu7G
znGZI*%nnl~H)|`S8sXc&S19k%^~>=h`qR}EC!wKl0WvJSETcIS;qk77GQ{M7Hf=mv
zVS$oxeEADxEb@@Bb?lbd0qiQ0A462;-{8*o)f!H5+@+Xvlr8^>S^4<El)Cw8>WEV~
zd?k+9M@RqO%-3tP(DtQ#*8L_UTn$aFz812`^52jXIHm@B%28C#SN3>MU1W;a`S2*Z
z`zSrq3ky8LAUkkj42i9F!Z3tCbdZ_9SC@ik;Eja9NsSRRV+n&FlsoEzi@u{bh+E|Z
z<YYe|gW%Ozk&<aD=CLE@;Wzxk(0hKY)`@x!j6=nAA1*g4lya!FHHOWV*fH=_<MPA;
z-2RAz-2&$pop_K7zTKKZiCtO50&8tMLo-x+)N(DBBMx(KZ_kmpv6~Kee?lal0X4G`
zTjhk~udnf+0s2{wtiwN*%;@mm-jwol2HT?S&ra7+@iZR+dr9@MBL2ZxMcDcbWPkq|
zK<;o}flFS5NSjGMZ&&-?y|7nTS@1y%bTii3odm;s`3Cm6^B?58YK;S;pwHf`O2_vS
z`QR(w<NGPelJ2FhamYNK|J;=My`J$508#xVf{tJyKmUd5?!5&{t&3${f(Yb)AfVF8
z6VHFpaO($SQT{Rug}H8lyNTfpj{H9qH0I>wza+N#Bd3G5mkU=0JB_19;3Q#OeC{9g
zR(a~o_s^>Thn)5iPY4kr1`aZ0Z<)3b6iH=_cqV|A+TBr~Y8}oCs0a?eZ=dACo;q)}
zvV>Hz^=NAgQ<T>F;q{}<G|5CGD8fKV!GXjQ{ZA#F7}%P^)5$99Jnhy4=^0?@di)Ru
zx=p<dGX=zZ&k-f_%a|xv&-md&)I!~Ta2^>uNX9{RotH>ij|!rm`#r(Ve3YQ$Ncfd!
z982_P+Zo+W4--Bc5`oF2pnxMEtBd`RPy=|KrG}Hh-WkXy=)B+Qsc_=S5uS5ll{f-`
z4jynDB2;vrugnSmC~`M6M%rieGxsDtiTq>C{r2BHRT5{LLVfIj7mvTGcd>%5H^eA<
zQ#^nCCpSI1pkBk?_;B%N;#Tfj=?+eS2bExiNHBr(ljh!*kaZqdj^txv+Y&u?F2xZX
zEjWMXjQhtHifSn^T@8=!7jsCt{G|@!=i}E(CtS_vT7U3dvTk2m_mx{+aU7fq;QWD8
z`>uKe&R&z$(X+6SU6mmfy-ebTogX0|E(Z9fSkPH>nKWDLVziTbb=6Vv3<%+Q1n)J1
zE?z@vPvzTUELR>`lbQlpn_8S@P-=o(SLDBZR@1)BwaLg>h`h$6XLs^d#_nv2h4a%A
z(0Q#W4IDKfkBLceCQ>1(Q72z2gVnZORLR?3|G+mwz2h@~o=pP8fSOUnz+0K%q)nWA
zOt@p}I{#u$&EtRnI;=9weX61EzD%U{P1)c*ChWCE5a{3yyvD-Yt_y;!|2<V@mfW;m
z?orhh)x4=6>R(jsrn)AAS8ppghX!q$--2KP@V=2<08Xtwik;-K%FG$9h0fFY!6(NQ
z>3RnIm$1^U&N>`QzYoCV|6u?VQp~M>MQ}B$pNwTD;kCZ@kpgaF%wyue$rdEA^MDJk
z*34hB)vT*f=ch?&eBT?B1KG5=6@dj({cBd4N494GDrC|G?x=!)h`hc^xOgcJ=f6ZP
zJ^!aDI}Qq*^Z&P~Dl;0~xYM3vJn?Y2*K#+0-ediX)>EC=`I5o)$@-T*mFdINxJv&P
zje?8jZ%o`{!5#dU&cS8dNdA%ihbUI2qvic)RCxIQA4StHq?zvXM5^G*=7Bb?Jb7S&
zp#LJOZ%`nU7XRr__8wKYVoG{iamr-xL9o|JfuI985dNj21d#6ObBiYw$iG?;$36xo
zxLf}YnG4TgtJ^pKH75L4!_?}6T*H+e`r8EE^%-+>Y9NOlARCg>_XgtvJzQqD{pF7)
zPgTps2PWYp))yXYxDWnAfGgp_{?D|88<)54mg)|U+V>ct57-W;oljS4H<lhab{qrK
z!ds_pO80x9l(M+j3br<O5pecXVRDx`iU+Wn@X07rL1vD`h|?$41d@C=0UBCQV-)Uv
znl0v>(3NmL(6!-UE~TaojWtgGI-x5U0CrTMb2gnu&?1=ACxuvB9)B?T(WjM!P-YQc
z%(XL#B=x0$H}eL+nju+&chJ_hvXu{IG_{JBv0kytk*S%Vwy|-wyYeeSIE`{WPdWyN
zW!y&x-jkqk4I%5K?|CSEJMT^B)#CFOq?})<X$x2rh7smbTyqw+#D?a*(fE+en`vfa
zf-*FkJ{`tsUHsW{-Lk4epT}p`T*<r4^iSRuQ`KFBxEYOi;3#j}L6!cudW_Xs<csxK
z5brd;MT+(6u|Od#trHexou%7eT;Zlyd&~n7E&*0*a{W=+88^IQ)?XnRj{RXWpA)4E
ztZypk{1$^Sn8)XA%vmCzV(-4`6is=&D35}?6BRAm_e1=t<fgQk##EnEkT3iajrdD%
ztdB-hh4_4kx?OxBHqJXSn}PUUcd<cnH&>fBTNIgDp9PhiZ(IYHm);#txAU(v{ESHj
zPi-T=wzZ|zKwcc47~m#J(=va8+U=sA3V+HnQFEJZDs|<4!@GFGcesoCB6_2A2Htm%
zmuu_YB?Y`!YxYEP{ZTG*%-<TqJzo8FfJ6GTZn2eTQJ2Y`x+9nNLNT+LlpI&U6opiM
zN-Wdhs*L{3Zw1s-1LtUGDv*1rj3Y)_T90r#BG|2n8AV7Dv1r5lPuXGP>^!csyL5a0
ztQ9e$J&%9tjAo=vTU_|2QM;DMGWb0zkg9Lx&_E$Fg1*4%)?2g0PJ~oWG<e%ldy8wJ
z_&W-u4V)JxtWh*w@@s6+Sn@>mYtx|`3zoXSCCy;I<9p5&uIZZPJ>_-t?bem)1_!&$
zE$X7T)cdH}WuXlTY+sy(x9UT_b~`5t#NM7p{@%bV)BbY`>d$zYH#J(>YU_CyJEyHd
ztN+RaWsoA+dVncWT-bj)O*d^S)hAAPPGm&;bdzgP@JKAC@=zB`utWflAVtF`a&lSr
z$XRoCt4(I3v9r-9!ZFKM@vR|J=Hg8S-ZKBxO`3a0a5X-v>j1T%n9VBoQ}ciXOv;h+
z&E)4L2;r)8g#g;Vm>kyA(Q$V81CGf+|EAH!%qk?z6&GS-e=OpcS9IBvz7G`58g9aj
z&?#rMWQ-i3%~W3~|7olK^;-5VqKBIQ7m(c51m5e!I|h(z1#0z~?x$n<wAh{gY5nv)
zV&aP2AD4NC^bPB8Uqbh1!}l8IBEXdErg3C8r3g6r-Wt@qC`oF=k$0wf_f(Qn_Jxnu
zk4(5Wk>~pn-)HTn=-uR@0B-!qhZq&TvodKS>hN<5ITdJ@<XV*Hut0QgOIfxtZJW&&
zc}bVD^ZO4rtqZ=A$aQR&!`z>b0!OGM3?(Z+f{Vyfb~b9#aU=|yyx(Y!lg@oh4HxVN
zWzZC=YFhY>EW17fIQ=gI|A0?U4CqTk!<3&+l|Z`NNdaOuxihD2w|`ursH0+jM`XLR
z3i=AhsBy6@uc<9Ccm_o0&D!4U_j5g(+|8f##``s_YnxgwN_$C0yF3FHDot*E@^p^G
z@j~{F`lq)x3uA}aE>Mj{oUK_jcJ;dy$tS*Dh#9X!tWA;0VnlsX7v$k9UIet2>-`G@
zmDX_B#696`f%N7o4qQ;tcs;R(X7#)l4(Y6*aj~(pN3;#$>qpxU9~S(!o<D+hPsvPr
z7X>xnuqf`cwA|Zc2PYB-<u?RQ0OO|Haa7Jx5^zG!_~hjy$|rmFat2F7_L>y<KAyM`
z6TaVglek+&aC&`a@T!=k9Lqvc+1)~%ADzS?X8q<^p6ztgZY>O#3aX@%D%;&Q`r*L8
znZ92=OUb%!+5EOcwL%62M4>7KUJ&Lq^GmVU;ey#5?B6;L<GkIj+?J&`jO2POm5+cz
z?b+9*?_6S3t@9EurCXDIo6Env*!eW4S466cMu-<+9$P$>lAKGJ`!aE0bze|aRmloS
z6&sLSF9WQutkbH_3P<a+>aqlmpA$a`s}(k0y<$No{++wjs&6=D*st&*HXGHoBoCW;
zdWAU7<xi9}t#evHMn}D91IJ;cQQ#LBu-vfvMzmFz`o<-TG?=0@xkRI1N!e<|_SYf>
zPt@X8;u>)W(Rn$s<_9XCO6z&9=E%J%^PX2dRr{>*{dI1%ib>WIu-`b37&WusgigYz
zT7{;{MK0GM>*Z`N0v;~>jPZCn5+2KPvEqj}rN0y7;42bqui4u*1&lINL_b5{S6}`<
zK~2y6o@G7Rpp_=q0X66{m#lNj^!`kUr{wbfTA0Fq@6D@^Rt=i*XH~WJ5u+Radv<_m
zKiPo|D>t9yay&udAcISjX3-b$#aIk^CQz;G;4Y-&EWObsx^U6;@i=w%jqcIj+gy<^
zJ(OU?tkDEHt{qK+{P9!i6W;7S@+6@jf(Q-1EHO`wOe`7-%^R6_gz4(+&6EKxZ!qXv
zkMOoWta`CuzWAdBOt>kyMmrk2wOjVW2>gNqF3KBKHF5VU&tf-f@Ws|k(1Gdl*c-(%
zHD^QQ8u6g<`a!?o_ldL=vA%KhBAqQD5XtpkBiD8Chk$NKg{nK>UfM3eqv%~qG^fn`
zS9Dt**Aq=>kCS$@&VhBV-*Ak%w(Ho(aQbM@?|xQ;9T_a})ju&Ck~!OX-pL6XdO;(N
z{b0NP4Y8(D|0+k}8T;&q_o9IV)Zt$>=KF>-gPHbzS-Zu4CNx}MYe=-+UQbsJUq4LN
z$x)R)l2(;glCyp507z|9COC{!Vb*TyKge$iOjoa#)!wIIKCz37Q;Mb)o|Uu8$wd+5
zKXO8(yzXxGR+|D>cr=6@`@IM3AgUsx5-=^Lr@Fo$49?vyLM0^PwW)>|8%6Oy`KCui
z2=p|H;EgQZ$qxLlv$VSrMzZ8vRc@?a*%?TAqLt&5&NB1W#SGWd*V%L5cAG?;ri+xE
z>d5i?v@?a!Z3FmkD4{7n_}?FTQuk^*3Kgzt5)T(Co5hYgm&vP<uFq6XyE9g^<O;<$
z-U}iEtIBi9T7e`Ytf_e5ON7GI03AUQZS$JWy69=H#G68|{8@29z8MTVVmYgLbnT&q
za)S_CJ0usKbz=swk^dM|v+B|W1#52N!9ePOik*7|F@|@##+2}v5`t=AQH27%m<(~b
z4_Sx|ax&KSPyw`#)?hqw;S`|<l@MBibKMJs!Pjimbi;&MumssxHSKe+Mnj*%uN`Cl
zgrd;<v_wzmN8*xE8KU=#L#6N64c@3YFpp1qFr!A2ns;MM^vPb@2b!2RID;#}18V+C
z@)QhVTLNje&XH91Auairr^c(DKE;H4nka%6n(ICHS_US?CDbO=tm!WE%}1(7(Isw#
zWn*5(WID1N_Y3K_(F4E!1kd^wv~!@(Z;3{KhK}7PeZc#nBYaPq$}v4#QgU=~HCC5g
z%8o0|BF!AkT1~F^$}W#p?IdqSvAY>%S)tx}{RLYPkI~zqa#jeo{(8URPpmfM{JKVF
zhTrfMWjNNz$gY1oUfQ&?9Uk%wP->c~NL}CMA8aq35yjjbNqgOvdc;FUz!G%L7qJzC
z{Zn6oeT&dF2D8p@`;-+~N60x%SSfKIMT$4PmhKJyiL05zJ1!Mm1GMfP?Yutu@DFNL
z`d`C8s5j-&Mqqsnf5)QAoTu`MwvS;sfqW`*$_RIRIZ_Qy+^ewqhzqy!LeLo#Ol1vX
z-Xc?Lu}%lkSBGCy;oK5@plNBhM;)Cqsr+8P5`(!2E~10!?umz^5=NHxiIDXNEjN#Q
zI&=?LvCsXuOSW*xccs)<=}f{h0j}iR*7Vsq?0zRX(_U~Ph-!o0wffm03otm0440|5
zg)fPF$qw#|L*-BAsjikl!uxz83UYhS28+eV69`2R6L?oG27Ekrdx@2v@moCjg1q%j
z9ON(-R9q%0gxYR-TcgmDE(uGHc|tGE;_+EXF)1GIPc^_@&-&fLN+*A&i1#oxOul>N
z2rgvr7qbx=+e@d<+v4NVv9A)IT+lhw39$aipTu+*QJ|`zfIsgTdq4Me7oa>j!`m}M
z*BpXv>e#8K53AiGzFrKk<i=h2{&8TwZ9xCRwDB3h<gtu?HbEG<GgGIqi8Qz4<807H
z(>;iOofqe!6>izV-qg?><NE7}^SjVVCLH2)Ir1qU5p7VmfthnGdCldt`(WLJ#^1g(
zi2&ibxGHQV@qko|C`A-j8Q#cmB)Ade!Mt5f=`0DVWO11<P2`K)NPAWY?aH#h-4J4z
zNR_as9%+*k(uTPF<RkYWA(`0lES~>x{sZ@2Npc2598M}SO?u;STdG@Mve_Gaqs|s@
zE&PhxL=hp<d43cBtCsXn;mr#4&Ons4=)R4Vt}gv;!8L8~aCvOeSr#10#RUqhZLja&
z*n1;yVSJ2qK3ZBixBV;1v62kf-u4tQXu1=5<+{`arduxe(p`a9eRat}S<xR&3tt^J
zwU+3@^9tLc@N4EF1p`V0Svl;{=DjDY0^P#BsXd?h2A*cy5t%gg(SU@}d?Obk-(}I|
z+&wB?(VlQ2nNdCN7+s|1lC(pOF%k6Is80PO0Y+G=z*Q0dy+&*O*fs1@;3_YAS;m&-
z^}SXx8B@UorQ)S!1wKRRI>lEJw{jr5e&nm3`P%-p;v*twy*?{omBAW+q@RM*9-$ZW
zWkum<9q??a$7H^P9hu-&6(+N7rlW|8h5ht;%RA!OJSfG$bRB4uav_s1>be=M`Y!e@
z2v$<Rd4h7udgpLPn62lzVma=?g&H&6;k9Pa;HPe!Z<#BjP#dy7xw_h<D%eAbmft$>
zI>YgKd>X$?u+P{)iElJ5-x+*(fK&Co3o1Q8Tw$eUQK^JTNaZ;XTjE|Ov)qZ*i$?<s
z^^4);g9`^w`1i#Wg-!g|Yha^8#Dd3adLy&}`5hV*O4d-ll%@2=^iHVD+oR9(;T~b)
z20?MFKBSthR`d-~xnWb2i5BFMu6xz4rOEaM@nnaXLA!){WTEXkq;<H4Z3)?2{*Bfb
z!M|9gcD#<R*IUTktJ>m&G*rV^qQ?oSjt%^R%uIf4Q0Wd$ng#4D@<_a1qyp{}gLLQX
zJ+ru0TDTO^5ew(*ReYerN#^Nt!p7zOIn8=2ckK2iO++HO5sse8c0-4YE(TI%0hYj6
z1Vj!;h_E%dm1Kx}kl;}jBmC@y$~56utM5}M!)Z!6R=@uG$}+r}{>BVD^B!)RpG@Sm
z!$74EWvG5xP;9wpQ)*$?dm8JzbU$x5B1OIu*XjPGOc^>|pt?Kj6p&Coy|f2=onFz^
z8i|cFUG~M;QS1A$Qe(V8U09Amk@_cZ4c5E<O*CWl-RcFx>8w_Fm(r`H*UOi$AIh5^
zFnR;@0(~#_fzgWGBAOXB5(J-I8H;G48Dvb+FMhprY36rpZp_xG=<SvoQvZP9voTL`
z?Z6vp;y+Jx=TdiFjz%1j)@retQUl7jUt!VjMHjSnIZ;6^0$UaD3l|iait9Frm`rMk
zm1#ryuR_`4E6_mQJ>?!9jORUaKP~H&8OfoCZICFl16_%EO1c&q_4<SYt}GRJ<4}^`
zoYEDRbJPPRS6I*DiyG0JAORB<fkxGBa8cLWaR&G&M<>7Lu5r?+GYyHl-fOW7gx<(&
zzpq&wt$qgh*gM@++Tesm$zF+ZcnYSA7Ay4Gm~im938_jP_Zg5v?+d29#Ki<s1C90@
znB^9<*ytRahhE7|%k|~C8+#`Tl|3AEPVR$#k<PMeI3zt`Y{QyUQ)A_@`@dO>yE?%!
z1w^iD+@{rh9TwH6<iOfP?Ya?d&89Z#%*;z9{KLct?dPZU-d8e)>EUPB&HD}K46$Fk
zjC_VL<58sHOJ;^`r{rm9Tm!?xPppfNG+3bXFFFczN_27Kzx)Ar(MqUKshbt$1a{zu
z(RPkpPy4zXn}82#^q&1rgBS!R)#FY_%s@}0d0**2EMwTOI1LLK5mJnt9GpsZ*-vKr
zSY@mG06|4=YETN<jr9HHya?r*>I;;*BoD54(=0*jPMP&%m_H?pM~cP_wX=RKk6PhI
z<uov9d>t3uzo{gfjvXp$!ummxyK76Sjd9a%qhAF<vVJ{QB*izQ*GN{Q1kCrm2}@sX
zYD66MWqG-HR~t96X&6Gmn=wwVo)B-jKZ0p<r=tB@h6$Yn30s)*rJPx~<im(|pm*OT
z)kwbJs^04OgcGLM&gI1hW!Bo^opIg+8@JQTWk@UaBBZ-z>(gR{>r}<!X@!ZtiA}}`
z41(c3st0^RkVt<#4+bS8<iz)H(XSfYb*_I*{%ri6b)sE_)~ihWGKalssRzEuZNd7a
zAlPRY`ILJ2IUWTD)w1NZEBv(I{He$OE!83QLtoahN^%ZyZ!~B<GTZ`~4Lq>&5a-$x
z2d(pB9AMeR++^Jz7NsFF27JF6Q|S0$G75P(n6>p!u60%_&YK~%!sGj<O2{sX6!>(S
zmCve+2-Qm_TIG|e^2TuP$04SIzC`6xKSb|LORk3f(N&+`(%-ZEDkg3ZEksUAepj-S
z`9tG+vO;@9Pgdz6^pTZWk;^-=P{`IKzfSf$TXoT+)d{%`rBtt3ZB!HA<XFzikj<-x
z=~LBRr#(59ui|a$z@Ekr-0WsRs;j~2-%|~nL#)4yr4#oZ<9D@C5iw*%HQQk+E+}Ev
zXZU4|9CSu8-!hwu?CZSBW$}Jo>^L=}jkzxO&6V%P#*YwmMf!k0{lIc$`8Kl@k+_D<
zA)+T_lCj%q%JrS=``5>l!-eo_6MPEVUv=em!WKXG&J-Sye!aLPkA%3+eP!2i_32ER
zOwwQx>_^XQoQi53PS9k$V8}6pvM*4Zyl|OxpJ;}C)E$rhIn=<`vu|s0RiLLQ^s!F<
zifh-|CCj_kLs&W(JdznMJV$Rgm~ar3zD4xQ(Mh)h@D<{)$}gWqQ=|0I-P{@$IV#Wq
zm>5KrJTrLHvv0moh<J+WevjV_(N*=}z!=DB33-?2R)Qzl2qet&62C#Z$YMJ=R!u3D
zV$v>kD-J~D*rSWL#$lgHSTB>rhAD87@lOX5?-QE1_bfiKMEYnEpU6#T+!0PN8Kf~=
z+H~(bP%z(e@TBADjyI-C5u<v0Q|3O}7$YPwjs(c49NucNt53}+tX9@{y&NL6V?=(p
zfqVR+1sS;9u3Nf7^JYSB$HiJkF5LQ8(-feP0>`@I!l}=Y^)mWV{X^UQMe%CCa<dBi
zkZ5>I31A=}lR_@6c}_-CkU-8}7n^gJl)xmM1XXuJcrKcK<>alD6J4D2rlLSGb%1q!
zXjmD?^;zAJs7g&;DedW63|nOS6PjS*uR<f?xQ>G27}3nS7j-jpbK5$vcC``EPI2T+
z!u!@lc%;lLzFhO>&*hpqv`Ax%F+0jd3--M|iAFV2-W{p77NCE44`DH?5#JyYx}P)W
zH<zS4EqLc)8l5>u3I6m%>{=#2!9}+Xz)$Qt*1xflJuC!c%~n1GraC5&tY4+qZYSvb
z?Wd1QKW^tc7`*C<mof#Tv1a__w;|TBGn9FMnD;BviouOu$QTE{jt1We!?W!;K--W3
zRI4i*Q%ml5`69HjU?Ai!!?tZ^lF8;}^y64Fx0L~qa<A?|<E25o_r0Dz5Qz0@pYMQ`
z*RkGQn;YW8$Qwo@iYRB)eQG{9E|?cWJ8g=SB&J}UDmzx_e9bWupkNqoT!!ruqgz&O
zBvTGD(l>|BP!_a#T!NWwALoih2cmS%k-t8%rbLBj@)%&J7ufiX?|v2BKQ!<JZILh5
zd*U#sM&<r49V4ca3(KwibaAT6JnkaL7>BIQHLF1J8r#G~YJqeu$T=PHQM$#ZKl-#U
z+|hln?K<D?(0fL&Dtw11IArETTRne{g5dZgm{_3Nw%JLeL9?S0A%DBhlpDW`FfH0i
zw;cCdBh8WmvzF?#m2#Vt2-A@UxKFZfW{)t8cZAE!j}VS#iBXN>(Bo9fpax-!Z*7gn
zQeH`+xeg~IYE@ZT)9u}h%t20P`hvw`aVsI=^-CYW+F?XDRq$v)6J<yS8Cp&x8dzT(
z>WAbZ?lph9X`W+`mg%+TC`T$oxlId<mgO6Q0*m(ADd$H{c<juu3X5o));=Q#>bATm
zR$hH!7)A0^a-tklB!&2IAEi(~?Xvo}k!rQdx2!sqfp=0LRPFMOR=<{$SsT;^TOzR6
z8RxC2_Ss%pSf8VSvkxeP+~>#KT*#TkEd)s_wayoUPHaykVo{-02A%m{eIaRH^gHqx
z+^wHVP4azSN0`w=!`Y^J<4xk{h78?xc}j68+@y*DQcI*K%A9}_4urso`3imhNgK-3
zZR<>%D1!`#clE0q_+us$epvdAjMLe(mC2@z49z1cyItm*1MRLe!Q)<|wZ%5{mneYi
zGRO(awQea7Zz$b9ANKOG^5hOwLCNo;ERFB0%#%nZENE`@4t7(!eaCN8g>&!z5#CUJ
zyLvhvi*yy<7vYgrIFn=8E;sjDy~)3NI@qQ8Fmv^E*bVU>!Ozll{FbVptH$>pc0)UM
zrW3vso`KGr$}T&tW3}hNPBI}y!lx;m{N0two3rcDMhK`4-;^|9IJ>+DHV5aMxeN6m
zpokbZH5a(sW)6h^Yy+9j76xe8<^^-bKy*ue?6AW2rDYhgQ27F;GAgwX%vMt9peAoe
zf4v2GR2rVgCP-Ib?)r{Vul8mVEo!lE`eBH?Cvy2>ZuA4xEhb(+X&|SLDp?;&eeY+(
z5`88q%g!ep#s?-wsQCn`lj8h1x;QjZ*|@KNQt_SfD<0P~0O9c7Nz?bXYn4Q)S)}%U
zUU9D&m>Y1LsA2piGsDq3x}p)N+K{@;R2vX&_IXX3g-kDD_axS#tACgHu}}Gex6$ku
z-U9Vq;T|0!x%X^#om=AAo7e)4w~IS8gQe&+FONEhn@ho`)L;2}^BUJ^q}ToYjvfVa
z-3J`0iUz#3s+`jfIRwWgDg`bkf+!-F3sSWs%`H)d{tzyU?N}eCAY|s@&$<>Tnk4}R
z#SV*G<2QWwOwEk*UP&BS&$aKwa=IFq3BU5z`tG^V6~<G46OZIF1aP$Z(pYT~+sB|@
zeCL0}n$JgPcE;cx8tALT@O^99xv&~3GVZ##O~DK~YSww>v6z#t&<r@~twoflyENcL
zCWSRsC3vL~^KrZ-3vV?sbN%IJs-VAvex_GxH-F)9w6Aka?Ve8x{2`JOcj+0g!<cu2
zsG>21KZd{5;k!^yceBlCu2)G{tsG?pL5d}xC_hV)w>ylPzG!8#x9Q{cP|SnH-E16>
zbk|G(i$|R~G>rnxdsA!AIv17BC(07<dylWHm*1PC<!ti7er-0hsdV~?Tgs(gXR&cD
zN=D^aX@>XEw9#z11iskVaZ^>Lr_FJof%%2Vhbs9A{p2Gky3{+paf(Xk+thAOzMW2L
z(gM1rJqD*T+B=_k!3yEN)8Ip}X)Grs9na5Za%(j4biDP8&`M^O+^$>DWj*v;<tI#R
zSm<RXL#w@b=+vi^(NncqHs2+kX|Xc0Sk#Z+^_1VntneLk1$XWjZ1N5@7w)}U6M!S{
zwEbr>_Uw5NZU`Qvo_;QsFUH|9o#<<}8bsfGRZ$SIA$()2NgPVOUw|!TVjykYh*+TL
zbh6wsM%1&ljybrSHqHgL96V6}(`RghixeBv*1N&9lVy!pJJ~dmW$sednIQP>Y4;(Q
zuhAjTuVP&!A`Bz<<qFTA_L77H;nbg9<cTp4-NY{f?=t5O`F}gsS=YR;uBlkv0En^H
z;JS;pS<vOBa+Yt*N~f~h?s}Stz2+T4oMF6MP}^)5JtVaX*ZB}X*tfP)41$$uv2tX8
zc8IDE#4J{+Lb7S#y=L>tvWHUq32jpmYh9Bs+Wo;e5}BE~Rw{d!-d31bvNG7)BE8bG
zgP1xMwgA8uW8GJ3v~IW}Uz6+dao}sU*;3FsrDmELltpAwq6!w`uV+xH5nEFtxF4CW
zC`eOk^ntGMP;-dAv^*m&jo`M-F4Cvs>?OlM(OYj?^PXmC@!ufR{ZJO{IgwpXVSOpp
z#28zq#Mf(+#NAN9!}E1X9YBUiaV%FY_nNa%;Dp0lF~!B+ZVoGakbs8znp#aU?L~Y1
zsa~VgoQX;#j*FoSLk54go1Im@K?{T+*`yBVjB2`-U8EaN;uUDcBgEEOnky^&L`T|w
z{=l_~@yvFl<y!&^b5M=cGXRe1<ysAzE%dt5tEeQ$@29MnL1T`ue^0bkM+)OOttbBh
zV`n?CSuoQk^jXj9wmd}o9khzst95cOkJcnyy&?O0AZ8=^u2tHQym>7>%RBKBxjkSr
z7BQF@<`!01*1&z&v}WHEa#}dK@ONG8k0QT?Ua^r18Ht$SnMV0!pAB7}@6OIvF-Jio
zz9gD$k&w`d9!rXUF7XXv!JfH!3YL+=sK24P5Sx!h)pfZW`<wIded=cZ>H4yC?o6Kb
z7Mpj-H4VQKChB>AUE_muGv}{c9oV)A_CvbAVB3tHoxGmEm(@Bg-o9HXw>HxSCipK<
z*7sU_%PjvgZ4U<dk=YBv=;7NX45Jb8HdSYqGBwSD)C$LtON8*!)wx+%@Yz0_e)2s`
zx2J@<AW=$5xHr`&M`z<)R(cmyS&XSdOX#9y)Mw%s%jPHcmPdvuw-@h8NBiu%rzMf%
ziZsC}B-$3@+mo}x1xe&im@BWX*vU6eAEpFyajsI&ZMSp9%fVnn25BB8mBCWXg7rF9
zmgNs7MzLM!Na{?Hrf5ZdS6@1=?-4|zRFOg!z)VeVEHQmH7D{g^bxh9b3r{spJmh9t
z#n--5{%}_C;xBe1uR07Te;vMH8VGXp-_a`Z<Xr9iVjIt#+tA2P)6`^s7bieT;GLzW
zubmZ4s^XDQotx8UQ=&V}&i+1$J~R<GvZ`WQlE~y5)qkjx=Qb)~t65Q2#D}WfhdsZc
z)Ir$jgrj_gxG90wE;AjA^6|ou=Yraz&l&fN9JZg37_v!FZIK~RmM1z+d83u<ngj-Q
zkq7@&i5Yf_es`n=6cpM%*7&S0v{QZR#pfZT^K!KHRmyl5zE|3N({zjM3BIFxQ%6R3
zm#KI0YjkEhI;+f%E-~F@NBpcNE;|FPf-4D~)y11LZ!*X2bkSU_9GG<I8G~)_DHXI*
zx8$26Yqp&Lu6<0rzge{Opwc&X!(+GnTw3CbHF|Ucue;#;+eV~fLl}=Fiuk9(rw5~r
zl^dkIY=Ruzw5ST0UY~PyuTwt*{74}EIeo-A-7WMFl%G$=S|L9!?n#xZhsLpFDC2Q1
ziY{aU-#NmN%L*T|{wx+^f|VYxsI;iIl}{*V?Fi~IbDYe7_VKkmnGy23R~3_08o@W^
zhdAu86ilhg^kH#C=XS^T!dPYq=`3Q#Rly2v`-QrHO5IZGWzzO8ce=mAw}fa4?NdGj
z@;yO;N{<?(7F6&jXBj?y?T^Pk&I~d_tMF&YM3q;4Uc`-7nb9wO%3_qFFZFDy9Z#B*
zPpAo&o5hzV2x%o9Q$MJn#^pJ*=|sz*b_nhhiUseE-uosfkmho@SBp}%J*c~Dd3Xrh
z^~e#8>Yum@Vu?vP4SzVU?t6UKoTXSbZ9h$Klf2{CVR;1@-tOShmx7fzT<<){q_71M
zauaMcK%njr+`M=NL`5%+K(CmLCnbcYv4!eeWqAVkEdrdLYPJo^ZE~Fcc5=pc%yhvd
ztHnPrMVB(T;k&qUuQ0s5G0tO%M;u-^RzwZHT04Jn9JpLm87(RcWJzim%zeRw^vUFc
zT$8_ii^;qt)17w9D$IQOJCoSm0O$*0Ig{Y<FP0%Weku2qJQV_)-Ch*2!TaAOi)%Ep
z1g$RdpyETFMxrZ4{vA3$ghE948wSb|DNy&aNTNw{EvZrUmqIz=i}uam>_zXuKaUMS
zJy$%(9D8p#UN_pcIsfEdU^Fui!H0a7ZBV<cy!fylxH7w-aejF!fA)G+b_4l!86i>5
zmys{X^4_oG4s+OtAp@y4G(gm=()UK6p`^QMajGeHgrq+if}?7`yfj!!n1-r3Aht77
z?=n?vtdh^Stc1}j5A#GjsmPF;zRan}HIhcQP<6=81FnW(8e|Ak-q<epIBJb4rF=f_
z?=$!ur22i;X=c7`fCN>nG}XoSFi4fyh^5IY^BpMc$2bT>wjT#b$ZUI4m=nz!m$y`7
zN0UAL#5^oOK6CrK(1Z_+Uj1&z(FWM-U3$=fa!3%{wgX{VLaYhj6SZ(+wF2nKg-Ft<
zmSsb4cNJ`u);ugjnxAGTcsed-xfko}Gip}8Wld-pstnmC0<Oh#7ml^hJySW4d}AA`
z??Pm2|13?6!Tf^3rB?TT?aP=^{HN<)$|7v|0V(4CNx;JdjdIr$?yb#FdN#EQ^YTFw
zSzSt36+i7T^}8maCnmEU<hQ8`?s~^o5(osEQ7##|aWPLQt^NA0hx%DP?FbVerWLaZ
zXoV`k`UnHofirXu7T+uSn#i45qiZ6dQ}rT!I<ZiCP8L){973ZQKCFFPFY*Q6c!3CJ
z*-b?!?WEQ$CkmdK>3TCTKTp*U@_FA>v)L)4gFI8LD}5-wxAw1s>G}OPMG8C2B4K5r
z9md$KHX1X9i4w1ZTP*zNORd%^eY#CNOnoy-M!NK!AsDWQ1@#ibF}XrMt-r^o{=|6a
zi_MhjpW`^dcM|mwXvL8G1_=tnANH{FZ}Et$lYeqD45lY&5Io|)hvrzMzU362&wW=+
zr3lH8w0QN^uUobhZ;b4*P>3SbdS3BNA#w{^PdrQ)L~bHhZ1SmzWT0MCi<(pDhbW?Q
zZtbve_&k?8_qTe1phab8=J&xRU%%OrHQf|vXE+6TUFVM&HRw~l;cLtndLY}`#)8CF
zxQ@)Eu1_Y6HF&u|r3J}v2E32E4_VWj()f(8J;-Jwov~l)s8*(vhnLW-F{bW(dAr;`
z(QX*^?rCmWjCD40LfCaMl}Clw^QIJ!O9zcMAiGq9Zj@Y?nOogQs5FW~+N6Yb*Md#W
zN{H}<q4lO*SbP*pnix)3l8WJ>^wO5{;brwo<UDjDxNeB(r9Ic;8^Wj!6ZA$i&EBqN
z<c{--leYt6tqV!Iiug5R!YYy9D@?3f6!QJeFO!4@=`iZWbE-N}xKvla6gk>twjn2P
z%##isIhYaXwRGzE@70*aj0v5nz<WjN)KsROn8Y0oX?}d@5L-Dvm#tHH&#dno!ri&P
zo_LA@@@u{+uy5Q-M!v_3bS*B%u&i+w_29MH)PsDI(@1MMGM><un#B1nSp!*9K~W9o
zrixmPxpD@<OTvt##0qyK-0?ozb~OI^!Ytl|8Z%L4&3snrb(UXJgBVi{1uNj12;@Qc
zX~N>i8b?&R>wHTcDwAT(YcVMXv7zfH+HGYm&!iyobS;@2PyVAVDX+ym#)KoA(sQ>+
zh1`J#&KJi9w(cXO!OF;9H`OmifE^h~)8=l`2@clbula_*yr3=nFhb17J6$G8u8I6~
zI0RT=sPWF=SCR1XB%t)s67ccH28*hl?j(Llhq;Yd3*e<-6kLAa7CbgkFV^oa*8?h#
zp(AaW-p^|s_tDlQK3NCV8n79KL)H47G>B_2!64n^U=i~8QrGuK`7n*{8FwG`E}{G-
z-Nmljg$|kkw_DKh9ORm@LdJ@4>Gsa00=|LNaO4?~&F9?Bwg4r{UQsdpP+T`1%;#qG
zyAaLmP$^kIvZ%<~G;(%}O>NEzT%CtIpsB*8QdEj2SY$iT6wei2)zqhjh0K&d$lq+W
zxYK5`Ny0~hoo!S*hT*$7)c*`{^z$nXo?>HYo{h<jjFTEE^|0@5Pam1oqA459RZq@g
zI=~hjGg0N2kz&5G6d7Oq0s!1!sh=`pp|MH(xRs1?{kgX&DpC6|Du*|ciRd=5x!i2)
z&Nyi`Ytqo9;cM%AGEr_Ap-Mamz<Qd_;;b-H&75E4%J3LTKNWL1QP#7;WE>gaJcfCe
z`(?~ciBB<_do!ez5qty6H&Mnx_pb<D3}Qd9<q?_DVtde%|GpWxu7F5R)>D{<d9b&)
zI@5gy|9v+^_ssZQI*a#JL~B}DCja=Z-IuKHYNy$m4DDg?_wY$BFZZ~}(6!q@7;P>J
z=ay_fT|x+082>o4zvbI`RHU^gW<=0L@!(@AquOM>Jgdj6qSlC#<R+&ZwOOAS-B3j-
zmTDe8vc$&r8d`J`ec>dahzv0aRi^b?`)aXpVw^5B&M>$Om4a&}-*I1azD>e;^3Vo}
zVUa7!JQ+B$Sn`{3x%}3{z$ec}FEB;@I@Yw9vi<gVzOZVfdh)w6dPV|oQ#JNk27Z=1
z^5~RGzKiIfdHl3v-;!wZ?Z(PYgYoqDL11))W-M-R#0APZ`1WRb*i>yik%n&oYEw>n
zvO1X3WwYRl!6uB;D9WR=kb=2Ut$l1X0krN;H@8<Mtj=vUg}~oH5u^4Dm@g@qo3OsA
zs=FiNZOP;iuB=O9b7vZSkXE1tH#w=U>v6xwW+AiGFO)mplR*Vaj;JK4`en2;`zBr&
zIyuK-&G;93DICht@`i*2Dxvt}7JePfu3qe<X!xYHlKEo0xG+!d^wk^2@5j1{zgNm~
z5sM=sEZQ10B626JlUo_qmqF?YcOKl?AsTdB^H1<CZ6+ZENbouZz<(?$pH*o~qlbb&
zNl&dz?qx2-^`JpBf-KN<l&J6LFq?B9-u0WSv`B=Z?JC`Bg{fQ#F!&i#hDWlsye=!x
zk5+qu9HSC_B!kl2iC431?W8C20*GMt;{X)W;$xFbCbQ=^t9F(7ciViWetF-uZht5H
zW(0=fEMtOyA3?E?^ujw9WATa^VI_>)a56pV#-?!TkhdCX_5jpqMQf7l{U)hk+GtDl
zEDi|{&gKKpy@qQ@EuCC^&PH@Wt*Bl>gvjfb8IssH+_V=1<raFVLqts19MN2w8Tq-!
z^0ZdJ6YOF|<4xRA*8q;Fjk-IVO>fFqMBjp`zu9RXD5%=$>Hx`hL_)nw-t0wdWYCe#
z?(hqZd0i;pXYPE;MJ3LJ3dR}|(s9U;07+o=X<PC`n#;?>%-fpA@BOLRWUdK^#ny`}
z&RXM5jc^9NR_bmJ)w46QTkyDsUJg}Cc!=tW`|wO&%Np1DYoMU&t`kjBlTiEFOf2ZD
z$Gl<bA#zq^RqW~Qpt#cDaM+}~p}QVvCoe0eYveelB$?s!r~5t5euhIG(=@OO(cLUN
zt#o~<@P*7&x+nX<W=8$MV-hvsQf%zc2V0()p8Ex|trHGeIvw&;TQfRDvH^W6Zy$Ty
zT?@DGHq}R*rKK*blsPT<f*M1j#%(6usSzvImd$sjg2455WIh+}HfJGh@Qb&7>Y4?F
z8ue1YnfZUaVG$<;@aT`{=5&cy+3(YQic*)t^Eh>ZziY{IgoHw@Dq|G#OBl|sWE`i2
zf87yL@pwaSj;&h;B-3yRb}gFO+fOng2m%DRP#@Yf>l>QBM1v`RED%wa7A{HcE3qlN
z%tdR@m42kMsurQTE(~_Wia><FCP4|EAnpity#wZotVEd;&g3VA+&P7BtDX;uLYQAT
z69Ex3tu5QMa%=+4+P23;UrF~r#^|PES`OQOs2&8SPgQayfJ<|wS?e2W6I|Rr&e!p#
z$)@!TGrsk`)Q&OHU;4;!2devIWUqupw)<#P*feWrF+(XLwEeRdt)wSfu$<j))WI*>
z_$B|=jIwj2;ZM-9$W}}8nH}C5#JA*!2j3{f8f->1VV97O!_!<wA>S*|NWa<8;EyKw
zrZMh4?anp&kd(FC@`{ub>1t05zqq0hl14j^I*zSI^fW5rPS7#`%+q)M55(y=+mEcd
z({1k!63G^DWj&E$+n>cst&Db{<Ca?+KUszC^fVO;IPVyXOB|1m*u}>XcE9ex>upU#
zs>V6js^rd4Oj{@kL0Gn)p0wuthJa9y8z{;QCyc>WY158;Z7j9!)P(q*jqv?sepDA?
zp2eM(p`8fs7|(<Fx+d;g0DD@P)6+V<`SQc4wANd_lL_7{&1oo%b#AK!R)|^K=ryy`
zn`=Y2of@<kclEuE+dn@8dSJM79OWn3HL27nUA&;yw;~o|5RRLz8DUA*{-a+S;SY{Z
zhU%>E%BRJaCNs$RU7h$Ig$++$-z4^H4zW2;W}Q+=F2v2(*wyKMJ&WH1$9=Wy-P!Gw
zOYMK+y`^7Ci7ac4Q#$<}d2=KB`%rfZOi=AL$$!8z=+I6AJBDM=lVvAsEnzxzyE%{_
zRBy3%;55+geHtb#ah~~ty)y;>4CP%9+RC}$*}`=tLo(F~Yc!7J<MC1(VW9$K<B3iv
zXt~$$BeTD_O$asoWeigbz7UqjuPq>a*|nK7#!y2e7cYDEbe4A=p7c%I{^JlfpM`I}
z;DJYaZoDohVv@7jh3Z3dw9~N!9i494hkQ_**N?&dt4gZd7&1_pb^z+o?G4{V;B*du
zZ(or}y5f!0oy=?|=>8`EyFYzjPg^hm{mS<L0GvQ$zXt<6@y%x&a(Ot<=la&Bj~qd!
z^NMWU86=J|yPEZ-vFAqDF(tT{62ibJXWr;OT$An6tK&a)wv+rPr98nST(g;eR(=>9
z{JEz|6Yp)Z2T)JU(c?8Sve>C=N4%-Su06*ho-lfINESu@4n0-Bp{KRDC**WK>UREy
zuH-Z~9eJY^6`eR_+&?e=wIGoR!6i?l3{zsTxS?Zd7$S_Z>?z?3kgJkgpcMUT<usuT
zaax;e^u&dP+lt`#UdP(9olad1X;O23L!+>{o5?Z6S*B(YsOoXo@b{?aw`+Mkws_fx
z-q_o)eKI(%ef1lO2ro0?aujEP3C=#1&}drB_t$Z0_X>{_@sVz>!{|6C@HLC8HLKX^
z`m`FddXeIsyjG60rp2aTG!WlIb_Z6CNZagl-m~$F=!DecbB?4OB;w6ID^Zh9zJl%&
zJlI$|<Z+Q**!Ziem*4h#Fx>Oyp8adgfx)MTHI(Q^Z&Wzdlog`SPG5?es9k~^K&P;a
z)|EafYN;4Sj@45ibVXidBtEpFLVas5s>7-@`po;Chlspod*Tatp}O*dLP=2?ZRGmZ
zEkavcUk_TY`5sAEbEf{p@PK>&04nFzBxMbdsB%lOzyNhMr=aOK9w5I0Gq&0V;p7}5
z_jB*)KMHn@IF$uDkGnD3!}nJUEz=>C1_oyzD#lOq`cqp(i6dukD+)4x_fO8fM^v(k
z*Gu~}ZL-hh0ye;A<Yn0UpH9`tU)lYZ>T7o(uRu?w6ly8QnAa0VbY!B=DP_~g{IeV%
z`Q}gct)C9)@_2&rVuINc4clHqgQt9c6^{mwb$6@%g5EOnmMQ@B_57>cv@Ien7f+5D
z$IKLND4(7Q_x$TB)%g{X+k(OSS9xrYH}S87uk4mPn|5jKV@-iaRUW`pKMPThif$Jl
z^620C64$QEV37(*^8?f~fImvc(mXS1r}&O-O4P=pNLd;+B=Sf(>5kQuF*nifc4BZG
zp8O4m1Ovq}Mh$5QgAxeNY0GCHU_q@E`<`p2XQ15R3bW-8PHMoi3m|ZMQ`#?TnN%t?
z%DVvUDpgMSr;tZ#wQh*&H+8K2qk9*~mg6AW*#`jCrBnD(_EaZ^{OVPU%jm%VG_2m^
zPTLSPUBx1t9%{kd2i+&>NL5^PDt*Od;b(McrF{mEo3$*GBq~cB05VQ9kN&+&9Apk_
zk<>g<V9@7t6`Ob%91say{s%R+3QkPQtyL7sHGddb+D~U1Tq|4Lovsym!Q(rQFnz0q
zi^W3k#ZlN#9MZ*X{{Uu)ZVFkq@a^x857N0ES6geij7`p8dYtq)!N=FFS@5OhlX$6h
zZC2_#cp!*NBfnN~FfcljPdrzA=*BVC9FVIgE2Ce<hTBl_0J)HCg~-_9v9x>r4;7jt
zv9;6|;Tc@7ZQKJ{Uugc(d0=_Bq84j;2qP#-;EJVk(c1YC!60|#r3sP%;{!gm=c*p}
zEzeovKX=Vz&~(3uw@GUrme$dvLztyPLv`dI&#ih4o-wpHHV`0O+%XLK;c!33zJIx%
z6Ll1}?n-SeIKc<LYf{Hlce#z7$!OQ*=cRfsgj%xbc<!{Xey7o#KS52{03h>Rr-OV@
znw+M_?p$7N4G<$6)B&7-o|V`#VY6OUT22zPJqlG+)zMjy5wwAh^(;s>05Cms&<^y6
zl4>i7L^hHZIr(~Hub`}KqpLT&mWB?d_Bv>mIE%E5#F;amzMhrEYS+`rbsI$^#8EZ^
z4nLK2cecvJo=IWz1M686T9Vi*3CHL3u6I3dbf{=@5&~U=edE-g^#pdWG`kVe8yN+g
z1M{t&O3^Jw`8X}e70+C-Y>>bx_3ijqRVL(f)X=9T%RzF{?in002O!gAmum*kUiDUV
zNaZKZQ<0nw^%KdxKqkAR1<>SjW{{jd06d=5)RSz7oMXLb$0<b|;-)eN!L1Z*X5Gs#
zaLoK?6*^8gW~d1%==9P=w#`pCu^2p8Z{XVo)U?UG>!pg;IZ4_vmTV45J+a!n`X?Cq
zj}_neCdzxuHYpzXW0<pKfTgkD>FMuR9R$w4Ef?*;t+9<_7{f@oX7?W7TDX>pVhyyA
z7MGwTWMucvL}a+Oxh&IzAOnrRC?3^X{{UFKn*AcTDDrI}FwO@ZPtazxZTBYLM4E=5
zZ6wb&<PWq2K-l@JgK1Y#F7{lnwoOlIC5p@D&2rLAq^Ja7licI+t?M0FM<7WU7~A-I
z;<TqZElj5fvyphn>M>C?b?8_6J+7vq?bUaY)p*ThPvJQN21#-1tTT_syCYq7IHiY|
zLy%<lsM<ej=x%&JdkcK2<__CAtjDyJKE{oey%=J)Q%uHDYjN5LW!0i9F^Rf@26AiF
zpz}?#nM#Jo@YkBz=o*B~vO^v_s}{#K=$dJ`O+5wJQ6K;u9R78~inDh|ZWifSj%Ovx
zvFEj9-o)r~1zyz)EPiZcamXOnM7pyZQ*uCdMheSVMh)tYnN2Mi=C-)Hvtw_BamG)r
zb294Ju$e7x97Q@FPf%*sqv8n?;ne|*bqiTKrTjXKNh2mFQG#*SyD3s@eU3`Cm)Uxi
zXVzwr0tpNUKJ}9%&mkp^N#&Y6s_KkvamsD(RwFc<D%X`s<yG_{vaZTap4Ds1so~SE
zE&(ybThkPqOI9?S(G(U2eB&Gp<kNh*+tak0o7<sn6l6IkB#xM_k^Bfy+l7>4{#p~?
z=qowaj9#X&qd9C)@ZOCC;brpj$a0~(pI^eSKY_gKwqq-{=E-ASO_q@kl>rfxB&1^|
zwJf2LB40G*_pS<++kWZa3NcGmMW*S=r&=U2kCjC_>gYrcc&YBL5;g0{u3uBVCpfNs
zWc50J6c@UVSb%Gvy1y&9o@xu3-I&z}xMj}Kmadv`IqFYBjrOl_#I6dA)dPPsG3+}5
zR<6F)ax(F7IuJTl5gm6zDJ>5=q@DL2HN=xf5s4sk%~$gHs{%TaAP4Up52b37Gi|cB
zmqx)>{H}Nud0y1)P0v~JtR`J*5<lnNNB%t3&x=fUuD`_S8&rs&`QktHCah+SYr*H}
zdv2O;=2(LQno|{aPzOq`=K`8{A*71zwI526+Mq3pv}E0hm9b9`=xVQ-OXgFsxvX0A
zJ?RXCJ!+|QN*K{#<}C-wt|wWOZl^fGCw4%tyftzDC0{R7bB-Ja{*{eYq0xtWnZ``#
zBZJB3y)?57ovMCcm}jY~;lhEOVDV0kfFyqp*12qY1{a7e-CjAD=ZSlD#a!@?oZ9B6
z9M=(swzlN)!xPYZ){}_5k}$qf<N!w%)9F_5X?7_TYN~$oV~?2Cs<wrUrAqR-zL!GX
z2Ot1Gl|uL81*Vg5mhQ4kE^<*j4}8{j<?ayR`|(~$b#*Maa>*+bBRMVg%_?wHdX+iy
zEf1kIZ-`n>r!qp$_VY2o5{?P_jw`c{MU`=!gI_FY^2t7-1TpRm&IU&q9<}sNkA9{l
zk3BE}C$AK$MM3B&UTW;}-xYWlR?>V+=4pxM+TBQGgznl=x|Qd@aqU`KM~7mu0^;r+
z*ZbJY81P94@ce7j^`uLU7UhTqqhB!(ToKMk>s-q2mINX4q+~HYF~~KQYK^NKQG`>t
znsl(mEPhlzR`7as$m$JsHf^3iPfF!d*<;>!0t@d14w>y;9h)7i*N!t-!$xaYRAcKF
zYWl3lXy*s?s1r>>2LiP9A`Scc-~;(nBVk^&TjfWQD6VZzcU!So?Z*PCX_hM_WaGVR
z_>NGp{uJL2;q9~PX{j=0O*S|CD1UaF{ge;z*FX_{DZv*#DE5p!k~yg~oDLLKcGFlN
zyIpsbr;Jc75T2BKR)y>l$NvClu>KSIQ-z5i!fUY>NPAFh6Z@i%Y&C~7ZJ{e~7{^5d
zt7?|+VP^#W+<iUkU`Mp=^x~Oy2bm8C3_2Rpz2{8B4{CKzN>piV{$QgxA~rZ4nKe{e
z$0hP3Fabte2R%J2VrYro3CUcZO7Wj+p*UijB2AHn<f-dkOHF8f1Sh6}cs$!w@>}>=
z06W(Sqh6V>1-eF7W#@y}2Op(%Qr%igR@6--Z24A|I}h%!Y}YR}londds|gdLFvDl4
zByfG}Y7^zT%Za7WYnvB3&aY*xn^@9CiaZ8j0p}h4tE|1$H+VYg;(P*aSdow7$N1J7
z-$8dGsIX~gL>$O=;C?-8R?gxpyIYv9<3)*7qr*3EPCYAWR7p13gekkEm5(}U%oZs$
z*6hmPcRT_|p)|<L7~__B9x-w9#KA~jeMzrUmd?)iOj~GRw|L-P$rFr>1?^aOT5;F(
zk1977kgJ6VM+a!n9+kwQ6z-Ag`&y1Vy%vUgXn*jJ=#3bhN@soN1BE!~4}Yz4lgT2n
z2tI80uR@PR7chvD=3<K$K6ASmt~%z{OFM>H5CW&3<MXRm-IA=;h$7M2>LxQ~+^$D_
zeJgqo1|c?c+1*1GvHt*%g=GiKT!W9&s9RhxIf`As?BgP}?IyXEu%b3U-U-&NPR12*
z@|(O_x2JeU+w3#k#G(!Ie(b5iAP%G3BC{`E@&{{6kS}dX3c#P7dSmJ9T`repEyD)7
zo>>ktv^D^(zwEnM$CzMNBamC4=Tj*rR3hP{cRaPUXVULtbar^;A>$-q<EYQQdX2mh
zwwP`_wcWQl$2G}ovn;xb=cxYx^;c)6$PR|Xs8r4e(xE*|n!HTpoEWgjA$c{)_@!=d
zuA`0?RJVu@cXCPVf$d!dyv1%^9ivq|fu3<(q0+CU)b3@vw_^lkvpap$o|rY)7<0!%
z&-RLx(`b>rHEk}N49ok&41wfOer6cw>yEV5@aCMib6mxJaU^#DV#ynV-2vJ={d!ct
zV2jEI30Y+5aM+{Ey|)<}gCXaiI0KL8Qq-fmG_^Y3{AKrzyzqQhntVcCt0?)Iw-4Qu
z&tGb};V7=mu3qHNY^{WL7%lHq{>vrl3q8!U^U;`*T|Sv<_H`Q<YU2b`RNMEMr&<vA
zBdf8icF84+!oW7+f(WiEH?p(1c&@Hm2=l}3Cl%9P$+bCb4xF0gHE2w+zTd>+v8_8j
z2SOTMkGa*fi&D>PcP;(KFpSBBk3IS7YPE_apECT}>V0YpZ89a(RZxR4JBxbLU}-ET
z5<dt}&GfA3*H^PDy%{*&8>R^Me8YpreJh^T?9mCp;=0&;ySqh^3bMN75#F#hXo4dt
z?Z~fQ53%6Xi%(L24vXnD^0x#$E6iE@z<VCTwqX}VnIn@WdWYbOt!p$EwpQ_O19}3-
z+tR0w=*f4OTLn`i-n{wU$+Ov`Xu%iZc~z85i_ZmvX0HeqOkg7dMgtB%A8OCj%Ic<1
zIk3?lRZm}f)pbidM_^lQXio>9&bnyIYMWgSTJVFan%qq{N182GIb@9tOFX|SL$oOX
zVEsKS!S$<uF6LYUb35dLp60%S(;j;bMPQa9?Qx&^Yq^z2Ime}V+O@Ll?k@_6T6R;r
zr{AtT6|U@dW3KsAIV*X}GNA;Hz;&(7FnyBnO+1DOafuX+mmZk^02<x#PL1{(BX@2C
z!Wb2mK-{D2{cDke;i6-|<_vPc@@u|UmC@&0ms0KJyG5x>l)}32kDP*}<Y4#U*Qxj;
z#wlsxs5Io$r;*{@8P&0#bH^U_=QdJ6(THa`wrrGsrY80JdW!Y0hxWqPMvmEr^7GC!
z8*o&GInU)>c$r!@XI%*1O{QOm#nH>QU$9ESTO%_9GCvNrm#Fx9*Ts5t*9?tsc&hIk
zk<JG@PpJ2<!)$-q(7Cod0rlzEnzJ(*OwkoyU~GDfj&od4pDdF{RHJm!^Bv$=i$xwo
zcXmH_@~c`LMqxFwTuFv>-Lw<9lZ<c=HLc=r4PR)j37kgDGL~O0vyWp`v<L)uSYi9m
zIwC_3RBo?kGUkQR<S25~vpLr?M>DG-1UDdp2>S6(Ne?(v&-Yt3J;X!pPTN@Fm~q>h
zpH8t$+vs3&$r~KIk)5grN&JOVnu@z2u4!2nl}v;I9(!jP=8{BJkfz?9)wc?@tN5bA
z*5R$RTND<mr5Wxr%_;RhodsQj_SeKZEYiVe6}|16Z<aJswn+MAdxA64xz;7#?P$)a
zVN#3NQyXXp<ZZd`LH?9&W+Y`_@dx?Syx4K`MC<OP(r>q6#HZ-OyBAZ5=)p{O$kHql
zEb20>tXBurfBNeqQ;u7Un`CH&CP9EtB>J-+=QXkb{t2T$LPbbK*AqhST6TzynSI#g
z91e3?P8WANDOTn8S;fr@!7E1N45tRHX~@R<Ex*Ed95&N|&j;4G^^GA~?YDyz+p_D&
z%b(%=DqS-}^0eu0#D03A{pJ{D20G)eJ?j+itoof2os+iX?&g~AV<DJMM*>G&GY|H?
z{puaq`^rc1rNxowE{EBN6z$LtyLbNpeW?Cox?rrVaMY8Va$*b-$3IG4xTd>8Kjo}U
zeO0h%5)AOi@frSAMA&+-HLq!+Gs4o{N#rKoz#gN}pF!=^_N$gQ_O=$b^UIgInLNOo
z4pno2M`88rTe^RRH9dYvmSgs4o$?U%$5O}e>Q6PtR=u`5Y0*zv9Gn^xYd6tp))70q
zwoI}N5;4mkMICF@w9PKlN7JLRwaJZeT0%Z)oBPMx&{n(X_Bty>Ev;1|Xhdp3!%2h5
zZ(N#LBAi6Tc~+;WUAcDl$5Hs#n_9O%i1%<bp-<nIr$4INMR*k_-?ViL_loz&YUb_q
z-9CBC#vs3sg;xr~Opc+KvHUQ58tj_D&ZF&7Mxy|gb|mNA4!?~^_E0z(j|{7|NC5(m
zVOi6u%DGQQr6|;&I!7sQZE2%wFL>H)vF`vYM1oC#3=lv+jcUi@jTMG|+X5d)jg<bP
zw>T@bWxbSOR8rc-GVPKGHva&$fYNfl=S*Uf(4h{wVQ|Dna*V&;QZfAVS1fPsF0TBj
zF49>xleJ$s10UmA^7wB^xh!7FBG|_0!Q=Acm%~~{iKlp$SZyZVcx~HsLHBK3uU|u2
zQc1}e;-=$C-02ilqOAR$Pi#}Z%D>(<*T~PG=18rIZZlRM5R8gla_0+^jG9ww<EGP4
z;L1`(Qk05W4n<lJH+3SMElEDrn}g_5lImAkTpp&Z$2NZOA6kj+*-u0GQYsLC#**ek
z(UwG`%mV{y?^6H`R#Yd_tU|aPo@+?9*$oRjtQOKp%oHf<dsm43L9)2h?|jHy8y0o~
zBfv*Ium|6*dS8w8Sgdr^w=Q=`!{uH}4Du_>{B5e=YI6g7Z}xj;T*nDG`G39Zn(m<&
zdz@A0(VllE<hk3Dc)+GQkU;Ji2D&7$w|yfG3&(UHdb2Mt8618Unk|(}Z%mSSrz)Kp
zaE6yNW0G5D`AOvCZ@H(s%8dKI`5!s{m1UGI>|F>4H8++dM$dXnmiH;STE!iw%Z!fd
zY0$K(b;9%h*8o=bm7_K7%qSI%WrBdCB=g$6H{zdyZ3l#{bsaj`MLwFUj#P4C#twZ*
zI5ldby^))POH+&RefYHTHHFzD5%0-kfO3R>74LSp5o$J3+`w{<xgOQ?CYdxSyXKc1
zbqBw_dq2a?Vg|G}i+c>p&GH3rnNOh|sbXoVE@E)=aeSv}V&v6phy<W3bk1u<#~JKu
zvqW9C=Zf=ZO+61n6KKgAddRKNr>}a$);`Z=0}X_>I3V<{##~1hGnQ@?16-B<oi*mC
z6cfp|(2dQ3lbYw9G_*Qt)NfXK-k{B>I0?IVKp56V<%`-$wpCVKde^O6_%<jnMB@(-
z$y{;y*FCOi_MUXE&xsS2EO;O6ny9`-VN2d;l+R@=W=s%-@t)OJVF9tu-YdAhkL?fz
zE61ifS2cA2gnWPy#Hk0d2D<50xzAFajDX&?GB?P+;-PVdAXCs}4spq@lboC!)QWmk
z3(!=GaB7JyA>zG5;q<W$3TWO!yRI1RQOkUzjP|c9R_47oz(#2FJC+|R`NgnTt^n^%
zJ25qL(B4fu?4<w#XvZN(U$3olseCm(YVbnK8AMqAW7{0#*OU4RrFp2lHvktRLc5ty
zP%AsbGpN^QSCBsW2~bBA?{+&Lo1y7iRn5C0RW}RE^Yeanrv4nZSkBewu^ns1$BJ$=
z{YO@KpJ^_vnCwCS01EXDFT@Xfr9pDH5w_$6fP2-(_tB9nTT@EQO=~A-jzYtx!g#Hi
z<ntr_<XCS?;FHDebq&j>`pC(^9)h2yc%ts&K4im#(D$lvax>>qM`&k;3I1q;H?At4
zsEc<NOe-pT4n<<guTIDn<3=ODdby_SswCMgSW-D7nr@V%s4B2}FtT4QHY}Wh@~d&r
zZfiO{Qtj@Z29wB;oE349O>}n)X?8rw<WY}oR%WAV2!PC_vyQBzIHwtRLYnG~`LCx6
z*4MG_1EE7$cXoUkZRBM_bG46BDoLAcgoz7e=OFV@$vKiAExGsUT~Lj+M<nIZlrH0r
zR7qLMknljN9$DmKv`j?Oc@@yKIb`ptL(2A}$u*!M_N&@{kuCJ3DB6Ro8YMLqb`gt{
zvM_v~YH5esyDRNB%Sh7hBsiLXEr<K3AI`XaJ5fmr+uR+pAG*h*fA#7iSxvhdPK2Wr
z*)V{UfC)M2UWMTu5?HL-Ym~u$6-eX?<gJuj+@z&<Y&pesc781;V3I}_GwIY+SLSiF
zO2cv~UPn=7rQ2Ez#~QD$1vd1;xF@wb8^1mPP!o|<Z%M}>*PE+)o~p815X-4Vr>9B|
zs$@b?8q1X<<)5d$BI<VWCeXtk)qc+8dqjyYuVgvO);-LxCUAzeVz{@u$qiNRrL~JA
zdgs$MafP15N}}#_vcV(1FnOxd+xaXBAT4O!U&4)mbM&lhiJsxU?ge$zrp`*W5+b;~
zb_O)SUuvc!&uX@?`&5D-YU@cQV~$dC)TSY+1U}VqVD_m59@MT$L`CgO<$D^?5NEX?
zXZE9*c4wn_vSA*p5dQ$C1OEU*YUkSIde*OvR#w*G5utDNb?86ZYUhoe+YE?ayfw?z
z_N6IZ*%C=OJ?gv5k=Bvz?g7Dx^XZCXK{^byYzNY<Sj*mh1~cZPEkVr$U}W_5szzF{
zB;e%qsNi>*n`)d2tu~<;+yNL-$*qq7ta_ED<gfE$QlhezTWF4&bS|#SocE`%HLa=X
zCfY(*rDbDj=Cq8Ik%Zvl^&Y%eJL21NZQ{C7orhy%usuIo-+2-x-y?-zQgAC8{{X~#
z65IJ#7m>=d5`|ELc=hz9Q70Q3QgTvE;fvt%eqOjVzJB5ql1p*NdM>ovg6}PwwZ*VG
zM_d#5;<JRtH`u|04ho(zT#hH8rfL14I>a{syVoNeb?IF+*F^sS7vWq<ogE18{cCCq
z<(?4W@_PMiIV}w$?#uE_TRheVsiMPhOzL(>Pb73TrX>XRq?SO)Ki(hCp-IK)Y~dL#
zO4>G)9+@wi8+?bk=qtI>brTeegV&F0<yJwSwRYBUACprlIc_xw$79lOwILRRbs>;{
ztJ(?fPaoE?rMVW+sFMORpq~DN^5(fsOImAz9g3BBBKgX<LjAM!89$Xc>d`z%fE=hP
z*MPX`_~d?75{=N})y|!6;~SPvm;)H<Gl9sis>79BbH+HYHMGA6<XHgekHGfLcba9%
zT|P;3{5S{P(M~?~g;k{+k=;$^-OA&kV~T1%1ws_(nw?XO*Qsp}9lcIh#di!i2DCgf
zNwNnulj5KZ;1Vlm!tWWgRmkZ^#aXvwa1trNnw!f8m&*dBvXW?GlU8HvQHb$UE*7Ph
ziwjE3sHKSjR7Juea(ETVYZ}|#NY?N^5qM%LC2`7DM@hIl7gLZ<L7;$ePi~bRgk;!T
zp1-?a<yM48(z_E@Jm-71VQccqX=H9<jbF=UEt8Lzy>RxvAcoIUx|Z%WlX{JSC~$+G
zKN|F%S4@un$>Epou)#Ra2d#N0i99WLp-Q4li2ltZe2>taSD%Qc`L4D-JS9}2%Pq|5
zwP|i5Yj=rZgUn{gINUSRh@?%3(Yk{h?o;dd)Nr!-?8}E-fq~9OI(~JZEXLMnk7x|-
zpIlZ^jopr?D=VG8iG3H_7UJZhDyG#%8SB*at)#uS)OBLfgxDhqAmfpo@;^HB%`(F7
z_jI0f!vh?QbtBkT^cn+Mu%6c9Xy;y3=da=3sZ(f&CiOde8zd8v62F$be7|=ePV`+h
zqRr&URyJ1q-oBWtz8%$I)NGk&0z1gKa;F*h9-^~#SRVTBNaKinqb0{bojFozb0TTt
zQ=cUCWuGSILe_AyBH-Yl!TjquT0OSdbqjFOIov}4RGPD=+gzjtVk;Y<+BbI<TJGs}
z4VK}8+%OEt-regSZ7g(3Hf~5`=-O=3+)Wjvd1d)<cvFs}@vFK<lMFH}Y<EahoO)7N
z+f8x`!v6p;Ibu!$9gRn+!FgkK13b(ffds~W_u?r{+hN8{uE%3-Zm|vr=}C5XF45kz
zv}^a0+$F;?kQ@dlx4liQ-maac%XCIu4Y9BHnD7VZN-|PJ*|u<ZNcUbNkrU<t_JQ;q
z{{TAg^lM30!O{9R81)tBmUjbA)zC{IVyJw^9o>#vy(Z6Jv1<j|@#k+$)7;i=*(7oI
zu!wKk<}5ze=Wxl}pYw{_x43(&bZAi}g@IR%_#||yk=q;VtBZ?JxOU(%;Ga=a+gjb}
z_DeOw5{I3!az`~(syNEhS{#*VwzMlhg)SNM1n8OPYXgDpnzdo!2e)~yFJz8lB4HW<
z#!qup^n0oAb=FC)Cyj~9sz^ov^&Km-xw(Sg1~W|@WtWZ225VJ`l+Ja9ggPF5r`x(r
zRe=tNkVi`EEg>FXILR5TQH0dwX&-X2$mcv(m!By)fsi(P`d3t+yK|bJk|=7n?$Uy%
zZaS0FxeKjM-qPV9cunoYa3EfTJ?qgg7CVH)u0}dn8>{$wD6W6BEPr=!4p`$MzXM!T
zS8C^@345)?!L`(&xVoMsgxXxj*pfW(zfno3T?V(>!wrsktf{S`v$~O?vN7Gr*)16)
zl6vrads5GKZ`~GfAe9s;U8Pls{zkH$EpHP@*1Ub=Tf*9*R-V+c*tm7iZ(4q@c&^wS
zlUR00Y_4TjkyN?CU~(0I3bQ;?Nj4(Pv49(Tjt*<np(LrR?s(Xma&=os>O3$0pDa+%
z7?D#0k=R#m)-V`+v_(!hA$nIc;byVZEd1N6n4^(~PESGaU1S$l_i=f)(<HH<;zOEn
zQFlzKsm8`OpQ62`>(27>PaAzJR^g#bd0OFE!W8cca7gcpoQkQayfNvwPdRTTVq*Jx
z;~e6x!9ooqH&MB%Ge<-F9mRrb7P2#Wk)&^vxct7Su4}+Gvze|x>$Cp==tjNI!fmFm
zj3Kd|UPJrY6L%|~oB}`|)!};J9(1Svo44~d!Gu<vk=0&KQB8@b-rd|rG^V(3vdVc=
z&fE;~>C&3|WGkjyO1Tm|5=!iQkoc%Hf(EGv)c*h@T9W?&$RgL;&R_iwyJWR6j;m3Y
zx?pI{(O|KMNWyxyz;j;D@cshc7!4jqZeMoR!5|I=c~l5fN)5N=Y1bz{k*{y-UV-4K
zE+){K(^R>)Up>c{5g5-L^she^vDt=;a<V-S%9OpaE_YxF26*5T{OJPDCb&`$m9Xvk
zvy)f?&g`}hv3}U<H;n!~aaHE~ZMg;wPU>a{m6i7+4&aZ*xLdZTdZ8zw%6v%;<>}ut
zs_cC3I2}i=aef<yIj-f9N))Rg^7jx=&F$8^Ux~6qcDh`a<0`SRVaLdG(C4LcJ|2W@
zx!@|hM!6X|JGy(<twvwDRy>M}_w6)Pw9@bVOL)pm7V*I49#En+1fG}!mOh<oKNV_P
zXNK)&(e$ZJ&Gdt1)zg0n?u+T~SvMNR<hqP;Th7*&akDCH9SQr)2X;K-xeK=4b16;R
zHymy`IL~^HNzPvL)3MPWNGq+zJ7u$)={ysuTiEOIt>Gfpb!a6cvarT~16;j13vLBQ
zYe_?zJfe$9>UxH~;cJZ|XJ}<hi$FjUs}GkvfZm56onf1K4_M26IsR2sPw_SEaK|LF
zd9N4{JWM#2A`Sz3;PlT*wHPdOw;xK<gr#m->tmM_2&c^+rM*8wxYXrn;(!2yGD#=O
zv5!_KrB5t+W{)6yOQyNLjkhGRt|LbE8RVKZY3H|!9XLwD1&w7f=K-09cOO&Rn#C`c
z+7AG8S-DQ5yLxs76$NgiS~hoPGdU#WlUMYM!=~POuEpYHXyjZEy2A#kGhnD4%`fXs
z#ahEsce%X&8IJk}pGKeUsyS#+%Q6pj@Ay_5+O#ZHgQEkC5z?J)b0iLvLnB8b;H#;@
zTIuz<pH<WJ%}4DD*N+y<qK6qHmEHc<-n6OIoFt(wQx!<5LC!ifa)Bg2^3)%wsqJjM
z`=nQodgm>)bB^_7CC7C~?aG5!^w}ES<S!VEkOozHjDwE8!n)<EIb!uRG+1QRd`izY
z5*Iir{>qGn_8eEV=vsMb#_@)bWxv@@!}0!A=l%%N&abIUdo%}RYzr{pF+CK0anH4T
z3@Db67Hn@gE$)3Q$FDDYl=SJXE@x|2GEE43d3>i;+MoaqJpt|MRBik}J8kn=M!iVR
zN&f&E-I2VgUg~8(B9Z|9AO5{^v-qXrnV$6r*!OJ;GCB0mdgqclV_HyFOq}SReaj0u
ziG@ZP*l<s=9cwP?D6MZA7>J*5Rs*AV88xFHkGwl3`(~No0Br=O27LxAm7iL+hC-JQ
zBrxvV6om?j7yI6#n~T{U*h=nF_vNvu&c~?=KRSh)G3w-XtULbz6Y2JG2Z)AKjna{T
z2lF-0T=<()yAt^ml!Uj)R0S)KdbrS&=yp`cQKq*$X@7qSMlvFi{{Sq;4nDPs;Jq_Q
z)BIa__Lmb$DYszFCN_+);2!3<`@Kf?{xKBSlE{g`1e`fO-S8^f+5Z4zA3k?4AwE}5
zg8=^kTI-`jmRhsT#byemEf}8IrAXj|pF><{jXXm>kF036$b7gZonBWw0-*HGaidp7
zT&n@-Gm7RsRj57P>MVtrDvU8=ax1b_Qddmz<5|medUuOFNVeLShwfl>aPA~4o(i7-
z0M5Mz-cPh!$1n^P*KiHj74sF&t2N|SFiKdZw+N_l#(DfrdNsd|CWjG2bwA3ZAzYBZ
zTA0)3>R&ru4_hFLIj=f{#rlDaNGEqg-vElY4~*_{{<Ry~kbg>E%KI_8*4-V^qi8*=
zi%%V_a|rGP1fGC=rnTeoZKEJ91cTQE98~)jHCiU_z<UZ%fDk~%V@2ZKCP_9495CuJ
zR});*opbh$zRaXl`zP4HXpS?+nw7Q1_u1jUhB>1jG=ebgAN&ZNtNiQ8^$Tc?@Qz8Y
zZswK3qpYhU$WKl|uT^_XJG-lcKA!|&N=$6>0JAYad53!EHO(GPH(%239_LO*69x+e
zK{l_xI{On>&C9VIs!r_3)Vx7sEs)YRT`F4(yHpWDI_D}ErteW)oVP`k;g(Q8iF%sp
zykn$lm)G(<7L#1s#xk?0Vn?XSKgzfVM~%CJI`$&6i&NC-lw1pjbl;E&IPX_2SW6<R
zg2aA8vZI`<t1_3zV^%-3AEa?A`gg@>;%9bxuYt8IT{m5{l4%hm0HZr_0X6LRcG2n<
z6Wd4uig?Ns+YBq^ts&(zq_QxRYXU=ZG3ko>Z%@_ipG>xyriLxiDcT!5c<E5QhW6C?
zk5<xT(KT7@Z>`!Ujmm=g8^(Abcdace{Ts@;wo?SkcL(U*d-{s>&x;y<pQ~um>bCc5
z_PY_ZC>h+0KtGpS^6LpiaAW2K^=#zVbw7GGXB|gpbbS}1Y9m+CEpLZeQ!WShyZ*Is
zsKs(04liI|3XwI;V-vOmFc=lnwy~zJf6~z7&=Xu!r1_4h)k$hhVOEoKfOh@fI#fSl
zPqsAVFDs4(K;9wK7yeqieGt_-d{qEAiq=>9kSbOkvAXGXHEu21L?|4hmB$=nx$RTK
zvCAkUfWWI{epK6!6<rlRTrtJyN!)8L>&2JyNB;mUM_@wqH8n7|S1O(+%+1vF*sPSe
zjBbpTesjScab8`jDP2Z%BX2pu?ZtL_&bx6oqO(sX=4keu3=eALHT%Oo&~-@FLSSqi
zN4f7<(uXXLnaN5f49Y|E)bmYT)UqovEWmM0L}zR$=DQ=Y$oC{x<BFCz-a-O`e+s*4
zr85l3IQOlKdsyOKsDtZAFsxIv)3)K;1lNDzYrzhmC83x{x<bK7&UmhB7`HGT>29}L
zOobZ&j&o9_sa85UV0*`&@-ho!mM8B4?de>lq>T=@B#59ovmQQ`v16;n4YI`31rAR>
zmCj3a7XIO)lWtvxM{sJcI~n&<I-|QEnnRObf$;ZJS+uLWX&scph18bo_!{&3(j5jm
z4oNk4!+MC*rJL@Sl?-4vL!LhhsJjs)by^kTJ?+n$cB%$%s2Q!@0@bg4mx4^l8|DSE
zf$3ZZn{sWgCQ@=G42Sc@dKR5;1+zw3HnU*hahkZv^klTV9l~f5PY`sPBEGq%zlY|G
z6TC4T@mZD^-c*kgmQ@Ei2N=z28D|;WJCJ?rrY=vZ$vDLoipvfI?pGeU8LLZw8o~0F
zC!tmxnuXd{7-uX!8=9=pWb~~PPjfzdY+o08UBrG})w&Nx1EptN>Dps9V7u5o8EE@I
zwJ+KIs?xL3ktuU4G-frhRv;XJdiu~U&v8;*>Q+|LG)*9RSE{c#ti4A1;ipj?Y^%5Z
zQ0jiQPNj*B7bZ(A!_8QsQ0#l>fm$izBLpd779${j_E4C~@3enf=Hr7>o)&1v#XP*7
z0{eYxAt^}NVIh^&E4d#wJvpppdYiMRDm3;qb!~I)Z{#4vXD9*gJN~uHT}2xN4UMOS
zalupXS`tJIk;q0zO#0G8ZY737{{VM)%U2jBu`-qSC$QF;QR2OfmWzPns|ww>5zeVB
zOsuDnYXsUwaRFER!x>@MijE()X<&Vs!A$(hdK%S8!NE6ldTbsfj@Hp4^76o7?Hp7S
zc#&pf`=g9{RtANuX?OE^cg3KSjjG)n)MmQIlSGOvBp{q~$0oVlV4jHGN_N$p#M;!P
zuv8ll_l07(c4FB%Cz|XelT3Vtw@?rJHH9s*2?$PCJR0bx*JGBg_qm*pG;6h7fPD=!
z%VKg#C)C!D+5M@)-`cd$$5SuJB=o1Py=e=7YIwKyqnJ5ap0@n-sRh5aXf40BO19N5
zWhfcTZ|zboxFa<s%k5=~JY|ns&S@pLal3Hz^lHvktZy0)O6BtsqUEp!N9MumYQ4n5
zNH@yc0O`+KqvuEe06j<LSiDL`@xr?vxvyMB7NViR-Q<JMrcGzZbsHWrSYHtC?_%*x
zFxo`U4U#d(uJ``{3gqDN72Sp6LwgIxT;OC^g;G*eXSYfba7~@Yxu_<eX4e8e*zH`t
zm*d-8`|)KYI~ec}V_Ns1YFcY9cq5A9Eqo_CYU^_t!lP~^R%&haH1=sL9mVyMd4gDm
z6}wkGt{EV<+Zp8bt=H6|K(IRv>M(Oyz9x}hPG^kd;=L%!T$-L-p%qfd<6%QNXw1Yh
z_pbZl)5D~!)^bgjmG^>c$28x!+-f8yKnJ~bgHG`cl<{4|^P-S&I^wx%T{Ef*==SYP
z%a$y0$geH&ABiEbxce@i66)(DHrC3fJ%2i>uK33GOEITH(nEMud4#XsLOD70u6oMe
zJ9Q;T&fj^DQ}wN=scy_`@~31zTRY8D_nMX5lM;A|PShWVdQqd=NAjd8pHRI16@EDs
zU~T|+W6)KdG9{jD{LICO8&`}BbM)r5l#()xTOrf@EEKHP?=7^wo+G#P=zkiL>r97L
zCr;I^g|4D<E$(Ab7Ho9-H??{On`V(H$Qh?=x*S@ygTO||#$$2S7<3}BlQvo(JnEL0
z+D-G?TwpTvBcl$+sx9TjZMjKbrFvhBbjQ^^D;}*ZU|;F-{hsR|#5!mBAI7}o!N&`q
zdeRL&!KZx%{@1!6#fnp`U7T~@H48!PX~}M<s?~DGu}hqtb-SU|im<w^?5K9W2Yhv=
zL#M>VW->wd#cEsV(2xj8(Ek9jApW4#H4epEqbkEZ;D!;oBc3_u*XvV9epG<vl#lNW
zR-{^6Me`-($VVf5ApW5L07|_doT^o()8$jfCPq)`Q7FWv?GaN=x--s;9$fVKdC9L)
zwPssb;cRXLEsmM4SHrCz+d{Rqq;5eQ;*cErW4(1rg?>#sRMq*6tJRi~v1Jf<s`qzk
z0vwuU-SS(+d9Oe52Z;z~L}Ob?*vgbHSMg4-zGJn&8nxj)VZjPpfm}q-HSF0TuuXS<
z5Yd)NqEa%=+Om|i(CUmM8R~aORz!#~d{$-Gi(rJ{$Ui#hH4g*}ixv^S**5WmUM;L>
zH}?9JkV?&!YKYF?5u~VlU1{oio}c1qE=a?Ued@-)b9nkRvgys4g5_(=^j#|A352gR
z1YX3~yZCQUw`~#zU>|zqlUCnTo>Aq{@x}OysmWs6b;Y8k$l%Gi{{SkrVC-XGF}ZF@
zC#^^EH%o&|@e;MV1@jYk6~M`<YDa`E=sB$^*vh0&rEC-n3x4CvU*%SSTFCI@Nd6kr
z8cgptv6lMn8Ld#c>r~S@?yf!7Fr?><b6!#LO64TCw2TwIWFb$n9Ok_fTf3geN}hXo
z8fR5G0D+D=*M@2<sA?l=^CstZ4>+z`vuUUuv?-}4GcMg0%JM0E!phm)3FDDgZobWZ
zs#~NgR679N_Np@5Hd$Ppj@5few2ToqCRk4XIpY}V^~E(!-sLK(Sshe&5G2V5nz2N<
z1-q#9Uw?YK+J}HwD?QYvL7mU`iFbZ^u4ckmAk<^LorH`V=LF<q*c!ESr}#`>8^Ll`
zH#^!KWM@2zSG&+tZ9Pl#>NdJ|q>}0P(mYHuhH>*?`kv$7rMU5uqwcq2&$kS!{TOt~
z?kkk>9-|Jqe-x0yV~!N^)36{{P2r6f`#Vp2yTk%Xlwn+Qsp@{dm1-_amgG)Rg{LK{
zb3pM{op*coYtOVrAsJ^Ua<hLr(bTmaI?nRe`p~OH7{e>==bRCY_Tsqg+DYOY%Z7!f
z3fWlWJ9l6J0IjK_($1%19c5VNh)D6fWTOw^&-v+Gvr0N6x|I2%uesAo*3kqof<q?e
zAob5RY8yMN*&~qxn1bdo&(Ip9YiDS;rJ|Ljhi>5;^S9gST^*aOU<JS))i%1ZrMX?n
ztn@UAcS`)9;6s3G&U|;`W|LbMFt*ri*dJp4_3H7;3U#h0#2*hWwXId}qP#Z7USwUH
zvVBJ)g%q|XF3#tcTwPvW-HBnmF)H?6{^WPAr$mNbQsE)Cka^{LV3kJoKGlBPz&dS?
zsHuObys!iFDvvKeQ_tyLnrW6c7uGWAsSI|pf*Wbz=ea%UyE9bXu5tEOdhUg;n>lqS
z)C{8~0+!l)W754&+T4o>;+ya7`LWpbsG*)Ba~V<(TvgEE;EFn!RFk!iUVjbA9q-yK
zE<A_xJj^ogQhU~BxufbjmZTEmRUuJMW5`fB&tLP+cJ6By`dyQ_+!!8CI*O>lHgnW%
zM##y%x7rY>#?g<hLmk0R7?D!ySCHC3v&zofzEB1@sxnHg<&^-b<Q~0#wXe2M-9}1-
zT9?}EASi6q6HM6SziO{>`>A$-3C2b#vdMwBy<;g|owVYk9SrV1-k>6eVnVvF%sBO@
zwVs`+O7l#gzGIhQ-THL=DbT>vT_mcfVw08~2Nj2XW2)(<S)h>_BxZf5AdH@wscogX
zy*R>B)e&BJc^6Sg?PnNn5lA`DTHZ?=lth7|+(_j>I6sA8=uI}Gt=gei1UC01^a8zl
z8*s>vux{Je6}=C6w9Z^(jV8HHF8jlNY!Ir%><aw+_pMDEL2WhGRg|g53a>^UhPr6&
z%#sBIC*G%P61?S4wRPSRdc99I&aC5Qu}LB_90CBvQPphZxzq0L5s_Y4nH8JvjE<+;
zwUReuwMR8qQ7va>adOSG%8j3Y_i#G?6x~g1%)OfBy4=q2_Njk$skN&MNvxxUZ=T&5
zLb$-j<M*@eUMa4Btdl?U-M^WychYsHzrDDycvXCe)<l*z%1EbxdJG=*;GQ6mMr19}
z%-_t{CKuvt)~feW297}0?THysPDi#4ZO*ASlL3!%yIRUpGCzd5@9S7PG0v%OLC9c8
zBj|swYf<M_()K$MBybplo`e?971u4yqh-0NaDv}Wh?QS0q+B`V=gVA*^dE=!Fr5jb
zGGV;;$sBNT-n{Ekgf5K^<0BC={Q1Uzbi5pTRVz!Yi!IA<aV%h;;c_dEy*DMH*+OxI
zuFs$n^35`Y7QyScip;yZ6Un%!7~lb3bD(MxrPl3U_GPzp#CzM4#DF-@PPsMQLv9*W
zRhWpwu2la38j?B@+upqDkeYU9uR^6Si>aBf>5<;X(?PJ_Muoh-332qUM?}0?ZlnRi
z0%Hjhow!hWuTj)AC}ee>+xIh|;g|TmkF9Z2X`f}kncmmQc628ks~!B2T{vozkGS?Z
zadcxh?P73t);71H<qIm5Y;^~(r9wO*Zy=gim0*N`%4Kj1XOVygYgb1`XSh!#%pvzn
zAQ%X_!O!?qx}4Bl>$6F22!L@Kk<QV8Gx%b?m`9!1@nV|0Fh_>;{luG9IX&fX=}wQr
zc9YBmQ$=ZxK$VLtpUbye*r@Ia5fV6V$KJZ7Mm)Ad=4L(Thi<eRgc1ci{&ba2<!pK$
zhpiFKdh!JqP6;@`;=LLxTRnHeR+?&+H#UprC_MpS+<NvI`ikPL?Uc_Xo>L)$H<bL@
zA1L~I;<#JoO)*LjnLdObCc^57+0NKw41IoFRvNbFQR>8>!mnRk8^+w(&z2DW99DIx
zJKVQbJ8KAhCXy#AOo)37)A7=ZJ5`Z#v<Hp3?icc{tvs`7*NC~oI=BPtkLy^l{E|#h
z-3_18x4b^BB3>rquGY-JgUBNWrcT<Gx@e6WeDF7YP#@`9RxnL<JaCAz?n0=>IXx>e
zL%I2<m52M}SEYP2(W1G#n(t^bL4`tl5)NDN0M?c2azf`dD05E7dEvhfN2goD5^0u5
zmkz<Q8P8LL*mSLH^}mG#mdzc+y%IMYMtyQCMG+v0RYny>HWB7Onnwg-N4Ng~Uc7Bv
zx$3PEnGE{tMojj0sN<rE3CQ~Ps4r}8^$TXUy0Niqe$kd=&(|DQ`6D<K(kdj{(GKYI
z7x-mxFFw@`)KCR|;AFT#?d$m08R7`%j(O3po@m6OyvY*{CUP_C2cWNhnn>Y=q?MHs
zMp>BP3h~by>eiaw)bd$^BZMlK+A{o}M;QXQp+9?4Wvov*RFeFxw<lx?!j9PK_?qbK
zG-)qmjoA5io>6_Hf^cvL=~nzX;iPC_y1bLmLdx++j0FT|k>0vefnt<^1|x6%2-j?@
zC9vsXo3mzl)2);3^N16FmZ-dNtF&-ED;vZ&M&4lf+)Rae{{VGsrMNq7?+EF&fAkSp
z_qtR%z4wzlx~j82QyI?H9sae7tJR$qDI~2EgVpZmkSoFnU*Z6CG+9`i!5zi=GsXr2
zt6<~THQcX)Y}EX>ll=;*sRx6gzzcmk{S;!G#X{CFjTzqdITz7<H6sGI*ASk&SdZ!|
z?2Tn+ixs4iNf_)nZ2tgS=tqNM2O|0N>S7<`Qh&lG0QqlMKBh1Jy+W*(yvDPq%&p2`
z#IdwNp_)ip`NBTm%u}u4R)=(xGfV~;vjR`&T^e|9Wn6u#4Ep&${d$=^IUpR~MgIVR
z<NRs7M0z_Jdnvuu&n>&SlwUeZNh;Xu+PbYiTjOUQBty4?3v*py@ZszBi+uY1n177}
z!_xpl-dli2{QCj@Xn3y7g@%1m%G=uBz0*z%A+yF`2DIaj`8o3=1o}N}f5JI2U-<||
z54E_d7sK-?!PH{^0Kj4XH9uRD>OZSr?40%I*<Vnx`*p0B6S)zf4m_;qg5JOVYP)#Q
z>h@F3ZKlbpt-Imwq?=-f9iv{D2kBZjUK*0>+DML~i@8WvTX3WjI)V*B;pVgOhlb6L
zyL$^Vy99<mn6mab6<=BAj+>g(pzrT&XxPlM>2OOSXY(Tm47{E>$o%Wcd~4y@bgT8A
z+%UJeB$YqH-SO>R=lmpkWX96U%6V;m)o@fi!<A9o5z{@ZGsc=enHA(F**xGE5{=C4
zJ@Z&nlZ>v;%8*i4N07>f8FB5w^`bGktI>2n4kg3tcDrQq?k%>(zCNxFcIO;)u3|q4
z>Zeee+}X_%CP{Wfj1JlEdsm{Qndi8;v6^IpHXxjIuSW3uNqMJvD>A5v;AhbDT)vy(
ztC-^rKACkP$0VUpE27dg>#JM9u}31uAi)g7<v&`_ncv+U;dtt6-s#g#rd>rX(mZVw
zWqCQ`yuR1Sl0IK!cEezr_4U$k<BghE!T?FjgTNn3=3BvRG{%zAt>;<yIw~+FhkweQ
zJY$c<?qwV+snW#06^>~%$xKtmph^5o?OQKxc<cWFA6EJH$f|lig?|o_Y?jEuHUpMn
z$?sQ&kE)aNoPXan62!avve1P>+Bg*d0JHT_PA_01(EkAXsm9AyJuYpBwoO_(7NWr7
zR0rP_&-h36U-|jBA6(QtRM*-qVej?|?WgL6aPz=@gH~PKcW@|KCWK_+j_T96(k_ut
zpLuV9GmH^jR=VC*%Eug{Kv$}oh~g(XTIWi`!Yb`phgc>lK4}$?INEc~V$2?P0A!r>
z_N$9-(ww<Dt8v=wz*Xbcx+0p~mebhFO+BT@n%i^Ob*)Ql1%Y^vX+6(cwH!WQD!Das
z2z=rh)$!~qo3R^^#cbPtRpPJP>FoF}Fg@z@F|0}ia7caHt*CD52jf{vr()DdBeh7t
z;~1`E#PZ1=p&FsWm_|l%+}B=3Woi}{_jkk32O$7lXV$L{x#ePNK2&ipE56hi=dnHN
zH<jRhvMvbc71LaJVirPUm4`X`hC%$R66-|0h@68gW1;k}$x&#<RVu}DWplZ5xTF#Y
z<YJ>AN`>twg|{l4cLt)%hda0xpCyXsxuI`ywpalmVDryjYtv=bBaZICF*{@j@Z!9M
zT=~3o2a4Lg)!5By$V!;UuSycL&>pDu(9M$QNQ|(-KgGc2x=lI5<vBb8PB_jh&+Iki
zeInD$Y`YdGKE}H30`OfNyy}tU0tXwot5arDr*ok&3TcDdw8z-iC1o!*M;m+6L~b4T
zEuzAi>Um@N^sDxa$x$+H5p7^I$_mCi<E>zcFZHSAx3Y#sw*zT)>Q7;w)z{qU$*9~c
z+Ks_z*Y3in3O^pS+udVM(V+6Jl{YWlMd&KMqn3zjl3JO1UxK2uw+%6i&ODbZke>YY
zHKT21q1n4b8j0j%mv=eO)Yd{xt9XK3JcbKg@<$mS)wd3jXK4wES0RQPM?9L&cUm{8
zq%8J1-x6voa;<M+ZoW)h84*1@4?$dN+Kio}0l5PmE7Y|cSY*>0($K6Z1_56G09xbQ
zM7{*#24D{iI(`+=N=n8RV=I`k*=>xeIT`s+rAF4|0GK2o&mOha+IVXE;lPo6l*c8%
z!>ud$YT_w&38H2G@yPuvPiq~nN3xe=l$rwq`OEjS^AG1tSp3By4;_c6wR%>U;oD1S
z+DnBK$VWyWDEbQJHC+<o*5*rytvsj+`9SO_jabRq1gS|QlbYN2p@u;nNA(qLb<67#
zv6V@q>>P8CKx;vvS$eJ*b)<VJq>RSO2tB{Tv}n)N)6*}l^*GMYl2!ZBw^8)=tH#^f
zxg(}Y1Bor=XyjkIz}D8E;uj1e)S}vRgCY*UQT`O0XpTh9AG7;X`5x7)Z55^JD_dSg
zCVK<O{3`P3@rB(i>Z8zBPO?R+5@$Ls>FWUWu7xc$=*TZAah`{OYL=^cW(W|XDUYdN
z;vSVMwcU}Y)tXmkdcjq1E(N(U;EeTeO4D22J)$hL;qlS11px9u4Zm`FuDcRD#RO?1
zoc#IVR8F;xDdFzKzcD0hJ3Ap$!DhfUov3Q2@N9&s1a)45vhHr@y_HSGrc87lg(sLJ
z0YJyKaZa;md?=;3*<_c?!^&K*0Cp8q?J{~)&pGos9Y=a^n4jEl&a%5Y5{f-X#=a!8
z(tLYsXLW#Ou|@>+{{UGa{*?Q~)Ac)XCe&^+52bJ)9wX0>Y$OK^G}!+D^lY`wX?`xe
zw1>%dB|yODqP;fV(5TBxGt%wv7AYDGjt>>TW)W>&zypf%?I&3KP3rG#mNn?|TrIYW
z@)M7fHOm+^El!EM$3w@wRpJ@#d{K0<H^`(615()djrAx@5BS$9tlWLCQo6W2?~vl9
z(AlApoT<msy+@=EF)x1QtwT_n!r=Xs1z>ru<3RD}ono-h5_zF|w@<0BGt_Qf?%d<4
ztD1art+HH+glj7_epoz}7$-i1BoBJY(o#z1p4XMT8#3Ir-Q<(MFDqo{)3sWRpSpNH
z-K#biA@?pg^%>*oT57`Q<?_6y1S<e~j@<tMKcKDKQAavXTC&m@;>IwesmUkn&pmkN
zxAZm*a_$1`Eu4XZ2Vw2nszkbcMHlSy45-0X!jb^adFQo9516H)Knl6@L@3=z<N|ZR
z<KK`oio*A1_Od-9&<~d#D^F$+lb!`&XcOGe5SHO1k0a$oIodtXbM&h^^!ISvz_yo5
z9Foc91lSvSZU@sHe+s76iAlC|7to*hSKcSOn1&ZO2g~Cf90B<8US5{NXCw2kMEIL@
zG|vlZ{vEWC`Leg0At#-y{wBPoZSRQY<^KRWRQ9>1#n-gS&L~S!yQNTTTi(-1e;Ojw
z?`Ckmb7cFPx9U~=j;Be}l6lows2S?Uy%$XI)rXb~NfUc+73J1`4!N30qn6@8@*Dx2
z0rfx7R{i&Yl_qHH?rvgqzy(~Ce2kCxPw807O8b`?9reeDtrbaCABACE=#eohi<9Up
zi;GF|J)4nbtIN3#405>~`g&HamG6!&Tw6;7ag)Kgd|(e=I+{&(G)(9$JU+HgE*zY%
z%&5Id?N&6)@9jt>6Q3gGNm7b%tAp!PX}a861hMJ&QAv4l>STGOJiB@h5A+;$u2$~X
zP0{rkZsxw4;x}^fS>tZpoZ;|KO!lOqDKB)+Rbv;bIw|cI=^O2nEH?N!mNT6Gwa&w(
zXjeLqkpxe8<Cm6q+JJij*0XN)TfJUj9Qja|3bChi&|p_Ps@v-NKBczyDJ|F>#zFZ=
z^#paTlzz*4oczxG*3j#GLbg!P91vT_4&Dl?;<tPx@mlIoJ22bFdgLs8LvN}9Z?37E
zJT2NBNQc+ldm5Keg8u+SmKhRZacLmk4a|Ra#(zWYPnVTyRHyA8htaC)(e4N3BdvJf
z#0ev|)Shq!CWYf`hqn;4k{oe@Yn<_}r}l;Uj!8An-!zhEWd!LbBviH54a|l$1Y~iJ
z_3K{_wHwJavuQX}<sXof&MU#K?mo_oB6StHq<lcsw40FD!E$&Zxdyr|?%5nuzctRM
z;_^uzwQTQ=rA{$kZT7Z^lAs^0bv`oIZ+t@yz17G->-;DV25XIyHw&C(VyX$Ha%x*+
z>0b`9lf#;8{{VX0GyedN)}uzsI#vgUCn@2*EOz@We1E`2bb@g4h5c$JRou-|MHvS6
z*gz|ckbBpY_^@hvCZjSSj6mmfa)_`>l1|ckSFp(dKXjf41a%dacc!CBESCx<w~;ou
zJ&&$FnW?QGXqAh@zh@_N!mcgz98)tXmQ~-t!1`51mTMW-co?IvAdc1OT9<&YVt8Lo
zRJeraX7T}C=Y#zXa$2UHeWhQBukG;ifv^G?AE6!p0G23)Sw}{+9ZE5i=8GD-mW_V6
zzP6UybN8gS!BTxno}YoG8eWRSF<(sCJ?(k_0MMxqhAvdb<}%)U1w~%O`kLC)JRjvV
zJ?+A}E-)e|uhfp!r!^<5GqrW14LeTL?b&9EGb1VaWS<8gMd_c;wC^uwds$2|`O;(V
z<YfBy=klz(_%3WO(iov>APbn-@DJDCsLST9+gvnH_qc5I_WDwtc*Z{A5TNBh-rR1L
zrOP~0>NgQc&A9xEFnH=ur>EglAzL}fF|>t<KQo_~)00~s9n{6yxPocKUoQt4>;C}P
zs!&VhTq(R&c!PKOgJY-D*15T_t39e5saVvrnpk98nA6R|jDd`82mb)qT^60HE%9`9
z@=6?ojtH)54MHg{q?XHNy}1K$#{l=mZ&^tbUZ>8kHXfslQaT-))ZMqaC2^XEQ`TV8
z?Aqet_#bsgRz8BLPjoG%a;QKfa<8p<wzaC=>Y9oBKxGPWkpBR7p>JatLhQeFtla7s
zPbtYPcvTq!ty=5XR?v%a89z32x8|(KG~Iq*E=vJysJxKml6|-xD%pp{2`&wupPXZ>
zVzf~@oaK8cn|7Wgo;!eLR!8lc@3fstJwn(?85su-qp`0i8aIjLlg^k~lp~Z~!yiLh
z-W}EC(Y2(ux(pU?k+IJ`h^dmXl}K~K_Om@7P`mpi9%eF0z#S`<dx;I>&hnCuc}_3~
ztzYpy$H@yR90GAzcGpPKWUl2Rv|Oq;XOkx<J0i@F_Jk<V7mNZ(ZfXmAdFHuRc*@2(
z$>Sg4Qfb<xSF_6iwrI+Z3Fjj<X69*Qo)}OuLZ={b0r&N&v@gtyyqCKowcAE6l0}bu
zXKIz_9_FB$FEoVQ0b|my%4Ju^!R77F>Y(I#p!?^o7DljR?dFQvQDkgGl5!7!dd~3%
zsT9$X5&3%YOLl_lH&G#8IKb#@mYUk-3oNB}j)Weyob}Nilq{Dq*LVoWb2OpQZwCt|
zKZn!vuTILMZ9#!vZ{YhwZD+V}&U5&G`s>gmc4(Ee)MmD%x*mQiSDn#n5F<Wg93H}#
z%nVOB6;PIL^q6B>IJq3EQHeXssmhK|dZ~9bCdP4go@KE{^HXl^$&N-ol_64T$hdVr
z^hymywhC$JiaI6zjpvw}b)Cdk@dQyUv6T<#2JU#TpFB!`aQ^`H*q_wb(?N-41m~Lh
zpI$>MI*jAZY@fu|SUGb!G%P~pNfdlM?Ao2UJOB<bI2;=2_5CJoKFTQz31XFUuB*`F
zy<uokk*ZsvJOIESY#NpIThHv~(_Usa;r9h@agR#$8rJ7JlD4Nsso-gGot*iqHwOOz
zrbB`$JT+$>{{V_DZKck~atU6e<ux7rt0tKq-K2SgkU9SVRy+5rehcHqmPh@vfAP~;
zRMPC;ma<8kej)H=)~IgmWP6B?;>gD?G2h;^G%pZc>9<z!PjMpIB*40r+*ERS2a(7b
z=DkswS_B=&>f=0bp^0@117iaHrtR1^4gnx_J%?Vk=c<Zc?2k%xc|GVI?VhP^eE^av
zk--^OQ^EQk-%hp6c&=uO<|Oi&w<?fS9-*_20k1u<n^x1WF2%D-zh`Zdn7(AlJ^LE!
z^j%)#SCpCKL@@bFl_c)@`t#DQLefv6l&bSZ#puRr@!QyVQ%;7-M$4jPxRH9agQ!1F
zc=oO<8!ykJu1DlE{HwLOxwO@MJ2W=4B3#-&=`CadNx{KnBZHda?x#y^O(4gX2q5r9
zdpJp_3q8+1tXh6WjB`-kFj&XC0ZAq8yebT`q7&GjYB?`$WQkd3Qb`*?<ma~)*yOvJ
zS(};_$+OjM-*yvl-|4rh{zj(pvRLVn$TZovCHPafIodw+52ixaU5%~Yp)pH!=NmxB
zE^(3o{VNw*l25jI4*R@;vp%P({Y`n;mZdb2viD=Dnt7&1M?Er4Ioo10dvQ_QgXQi$
z`4yVj$eM~MGzhA5_Lh(P#1{I0kzF5#B}nzC(o=+)S|WW50zaK#MTU^RIly1>u8YD}
zt8?NDaKkGYX-NM7bxEx1yG7i%rrBR$Nec8TaByqYJ{Qj@yN(x75uswIjIj;v*jJW_
z<(=K*jhF+Iv}YC7cr(OO=(?I4n5B{xMnp){=J}7W=T%vAQbsgq%TmX^f5*$=PwtfR
zf4qG@l;@P^%ZO#Wp2{ndyZDEq+FB@!%roREx7&tKuQ;m~UO3Ti=8o3I<(}qFi{+3@
zdz$lkTGaF}t&X5=j0Mg~?s}T5f2dmNwvTgnGRG42B>sR^3+-R~H%PeDWVV)367D}T
zjP~Q6oY#_SI;O4S?L-DRjB+DW@<u<;dW8;cdIN1fRk@?D_^$iJ*9O+nT02m15OPnu
zdi^_APN}E=0A}e<3uZ^<y*OeA=mm7P8bn%r1}K+&tT0;~vF5S-VQlIFc>vmg?F*6#
zcH=dyB^2!wS4pVdnmRBGrdlteNB;n##TO5YOOiT>+y4MUHCscFn;2A{R7MFu^~_RF
zD0tr3H}9rbSl9c<aqm*@<aQ}2)4LmYE^TiItZIMp+GT|7+LY=f8wL-TuntO&bBy~|
zede)gril|#RC}3liEfM;Pyxfa&$;<=&#gnE-$!$<KkvNRj0C#_$5riGx@|$ThwE{b
zRTOoZ29z3ycc7<an&GkN*qAjxBCCcS>EMIV(iMrf3UFgkZXUGk`_MfL3g(;`p4DH>
z1Far*M_Nga#gfOlrul$(KZR5?0i2qvJ^I24KAaBpuc#=RjW|)*d$F%S@ot_URBOv+
zX}tBrs`XYK53sE}ty$kAJPy^19QPWn(TX+1C~(i8y<1aFJCP|Unely=-%*V<D8<4>
zD)}l~Y(b7bW+R*rL5$a=>Y77Ar<vQt1{s}qMj=FsGsi)}Z_JwK^iK`GrKWg*Us|+L
z%vCL&mmhR+!`n5<+<3bFJux&UWRX)S?;_=w2LOHoy1AONiIh^8yv@xgRFvGxFK#tC
z;6aybd46cX>PYS?4P(x0@@+MFuB@MAkvVLTr`&f3Bl4v19=WFI*H;gHB&{o_mlSbC
z(lZS5coj>;I<>TV-<hIYO=ASul2LPRRBs2WjPMVCde)q0CAp1hMlWN(O+QAt@LOG4
zZoj(=mM=3G4cucrzLm=Oe!(R11UA<;;{-RDj=0AetSx$Jbe%-YVRF$KFz3tpLCEYX
z_ky*lWY=SRxtd2jZe!SkT=H_>=S*WBTUhG6Q*Snrq?4yjD#J5~q>0$Fs5$wDazW!B
zgm$kuYng4qhC8Nn6R=l|kU2c#xE1MsF4a;$4PHo4IZdnv>}L!+(WKgGGwJrX=Ee^`
zc$P-_bAyk1g;9GxX$lc>pDHHsPumy6;!C+%mE4$v^$Y(1*RA%K6-eBGpeO(inC(@h
zxMP#Lxn(P}WS3J$OO2qCM-_*tYw^OYk&@5+sU$4<1=xezJ!-MHKy$HwDkBTMLCGbd
z%4&Bvx3gv0l{4$bXZ@K;%MY8Nz^=|)NTp&~26|?p8fChU6Q5k>yXi_XIO=mVmx|b)
ziciw7!)lCGe769eSc>0<)gV$AzpY9}2OTR{SFw_ToOG*Wf(wp4M?a-lf(3zgs}jD4
zwM<SaH)pkG=W^661oKHjG}38Z1%TD7eHC>ZW}EE@k}GWrTL=FDuT?Y6RJhh5v7A98
z#vO*>8?ANV{{V<%U3;fMng#W{C}HL)9AE+sHfso-$e!2BZ}xc4^sEScd~D`uVs_k|
z5L+s1cE`sM>K4x|{y|8_SV_h|t$O#nvB6^+^GJg-7f_M*FM<gC2N*wE!*37U-Ip+7
zly_1McJ_WD(6y%WZS9d<oE%Gm`5v_u{+(%L-)KvlYiLGU)E}9E{V23p)S2h9cv~&}
zNI~t$Kb=;(@U`*Y=*m~Nax1d_*wSzF1+>vd`Qy!O2KpcIr$Me-S^n(L6tU+Ft&FMs
zde%~>9)-qlsl_aMrKAZNfR#+(uRUw9@b<Meym22ahVQ%9x8}0a^*ep=+`}8=JJAaM
z1az)x?%}c3MX6&aISsJm@vPl7(UzyF*f+!tO(Fs{fic`5ti$7NUTIoXzJ7Qic@>Fq
zGfAi_Eu29dV7C3d`tjTFq=v)Eo=+m-6%|QrWaronR(#yO4HQ(3D~}WEvW?Q-Nwl7&
zu~pZ^5~P`D48Zj~oYiA*WVTz2zn#BxhR;ty#yxqaD%h(>vuhpPhI7Zi3r$s(_7kTb
z=C}MM8kY6)?qptaFx1PR6>87-?w$QI$BL<K_Aj&(A(J8aROAu$B8k=~y=RRUIF$UG
zn6`eS6-sh%;UU2#xa9E$s1Eg>PC9(my=U<z`V<k%Z48?S-cnSb=~xmKZi3hk_Ye3~
zw%T;EM&LmK4UR$)nx}rGrjggL#K<-r+Dfg{9$+K+R&<^}zMf)W^3ikmO78x3NBaV4
zA|-901P|^Sth#)u!&}4(`YGnKS{9mS^q&#$BDdJ^#1BpA4<ChRTzJ;v_-vkT0sE>k
zROHj-^2rv_o<Zav@v3WQwnt{Nh?08X{{W3Rwzfeex|$2(2#LnR$FayCtu?jg-?d^v
zfszR%)iG<ABkWN1&pH198l5fT^O>H_TO%KRzs9Z9sd801WZ&E4XUz!UWZ>f!2-hRH
zA0#2Y$;hSqEx8T4$8lnLGado_>J^I2Hpwhq6gSFNVlnzsb*dykWlTvmf3rv#R0r%-
zk@-~e_>%la5851%G6v)P>V@sSoYxVBwv<Mvp_FIy#dNm1KZoAZBQ&q($bqrv0gU$K
zS3Igs?rj)BY;)7=ck^R1v2)RKf2}wBLhE2>l$OSElYv{7I#z{0+C14AB#pL=+>B$?
ze7x428ZU;#in2@F3>M@c=}_e^<)t3S85PvCmtf7bb;o*|-Z>qd5;8G?j+NiVqWE|K
zE%z`d7!xNH_<TF2`Hax4%FX;t%D{eH)>6AQi;6t%Xc`GK*p9xG+2bZWuRgWu@8K;r
z<Nb5ZfsA2BPvud^;hh=PzFVBB#u;{#^u<prE1e!#(K|*ZKDji{vJYR@y?QSSXr4$o
zlLT@K{*>SNM|5xb;V=F1MWilho^SE~Qy-3OasL27$o~NJY_;WSaU(VbdY8xaFXP(~
z2mHe${{Ydl*PJDjM;MWY25Y6IZA_`f$)tK8fV?zrSuZXdjN}URJ$p)$_ehf3+FguS
z1HF0YhP*(QnqI>ADl2nE@i*FTF!B-$W374fzcXihhc1lr>)#Ju>6);$y62u4bT!dW
zVGX^C?Ay4C>O5PfO?Jz59AK*d01&S^ywqii<XgKCRPqgP3XW*Tr3lkp%Uh3aAz4~U
z2*Bi@YBhM_)8~fHG*yxa6iR(vzH^_Z;6Dn~j#%ZlRd-ZJWmjf60ZADr+ZBPYT&35D
z^(o>zqkE|eka7szark2uwL7<FaaOlMQvP_td2TQUTjd8l^sa)+S9e7ahG{(s#(i<q
z9edX=Y&pSTqaEvB3s|JuqjLW25}6~M^ZHhkMsa4`*MZbo*^*`5^N`!I_znl>n$ywk
zH5unq70I*19nBJQ!;U%a*YgzJD$WR2GZxVv(S;Z%J@Q9WT^*ncAYsD+jw>{@Ew*l0
z!5y4Ve8*>Fmv?NIKhmhCr4;w`YL_jx&d3#wy<7N*_v}8km#SS&c<W(nDUL!nO(5uz
z_haaNJ?oOc*ArFLVbg3dx@DQ*X989o$?wf)Q&nVXNqgF!moAs1_=ythQL#sr*8t@1
zQR$y*!@u}xZsfk1dAHIz`5*Vt=AWhN@j{6dgr-+HciaK`*F|rsqu}o8%WXNuaw?5G
z9nPA29)5fcti>=%tdEoj-;IL<><H$k{>`@2B`E7G?GphbMF}Yx#&B`}0N1ZZhgFQI
zB2~sSjMS1|+DJ-Dk-m67;<WaO?q=aDo^P!*@j-2SX605A2E`$fl;i&Zt@N&kPQJLj
z)C?+tB8>rM$0dmBPo-?#=o)6BZRJMIZlr=jbU5kssGh{>lgBiJc?+;gy%=Nozs7~G
z#LG?0`Nowlq_$&=iF!yQJ4<?Q^{SUfJs>+>I7ru{vFrF%O@GFAI&&E9(I&WFiU=zi
z^~kR{)OCC9X7I^#D@erTCU_r8+7z4BnYy;oYIHiki<;oHb_?aFPc)C1{XGS9%#%ou
zaM_Xn0E997#+`3&5N1wW)6$bso6E5*58ZYCb#9`+EJYeJlINMT;cXuF<5q^^?n05P
zZyOt~IO*H`4SJQ%lV_}H#?tyFo+cay9Iw#zuOrcQM~Xz<BLIF-bJD##MAZJ(0yDSF
zdf~bn<*4MPbEXkaHawHXo)x+9wxNNUEM+9aH>dk2+*QvD>gjN&NW2D1dxL?Fb~k1N
zxAhh5I=+)_uIY1FT_|Ohcx-Z~u@&LtLcGzuTMnCcFydv}*}!!tf)Amtx^-0JV~(Xa
z30)db8);Xvz{tVTh$9@=Gp}CBJosSCj>K2dx?hL1_kpe?jU|>sSjfXQ!hA)x(Ek9l
zUNRzEg+Cz!<_4x85v1xj8y-=n+Fa@wiX|i-^}QE_X0~B0!#(j@o)`NvG-(zKWMtQ-
zwS}u`?<L0Fp>xk_>Q+Z2q~)RHdZ@T-Ab~>0qpfnG=Vvj*tmoKfyGORT@dmFgotYxd
z8w|s}cUnh;Y;@>VL`u($7RGAbtYog)(0Fp$&xbV4;}7;|!3VM0D{451$IV>D*NUOG
z7S^^ZH>()r4!t(<#dMl=-`cH&i~wM8K(0$B&WCiaS{s0%jPQH$PY0fq;Jdq1<w%ZZ
z*_mx@;7G<+A&&s`QaIwgL&yFnn)}3lTzN}NDR8PW^Em2rUi^!Pk#XNYop^_hd@VMg
zuG~stEpI!S5&InVA6kd*qgZ>-Q!oA!QT>=ENt}{0h!>PUU#)eT4bA?ep+P*dB(E+@
zZ5w|MJB(KX=?qFlu#kXoI^@-@F8){~wM$t95_yAcg}52^tYqwTLM^kh)ovS4c;b+5
zL;J!p$o8y8x|35$BpyN_C1Z_=%V1}WRZF>VCe{|sWH)awFE%lO^z14|(C36nD@;Uc
z31vgKHO(z0si!TB)F?rN?zG2p%ExE}-}M!(U}e+nXDvK)AG-UA$NQs>nDwrGnnyl-
zN6R1piMQno&<vW}I!>jgSjTmAV3=J=#GCLVIPN?C6}yC*Rs{K1HN8r<bHNqahDl$^
z9D&o`y8Q~^%Xhjo7$EHg=W65n*B5)DU%<0oKbLcEWZU+L*bq;yI^wl7`{mGLj%!B@
z?SUe<IUe4Xq~hY0!j>V_(H3ttncq^B6nOT?M#emhcH*-qxmjm+k+!pc5$X8Uv)zqG
za`4)!x87i<mOaTQt!7=!lFZK>VkJMro|T$<n?sr!-05_!W_>(>Lo#EG9E#un0EC(;
zaCY(!U821H&qLOA1B)9grw90gm0!&9T@9bZFA~nc%_LUpdhVNX{VJ|>ePMM*<^KSQ
zmEi!%uwxak;f*kC`+dZDnf~VC_eZr+(f$~l8>G0tyZcii%B~1p*Jm6eAQTK#yY(`u
zh`f1XbG{~xBy|e-eV8kbI`RE$l?F?BLCMFZcG~Wm_ZYc`LL^a!Onu-zJq>bfzI@x7
zHjP)**6_1dJlUtsa>bS54a$H?ttJ9>1(>N*oQmhxXf2=jlPGb?3(3dQk+tNGRz@it
zdrM^GoDTebMJ{+nXud+^oBseaT3HlbFj>{|I8ywn@5NRQxxqNe<oZ?&5Pg<ryOwa{
z?nYCRbI&zl?smk@>%bZQwVKyfj+n)yUA(!96Nt;;diAO{7BlMiSdJ%=SC-nj;<P+J
zqD`&bJ6wYd5s|xj!8PCL`doTwlgW%KyD<zqjPb{6r54F`xg%pYO407rE@JYKcYY7$
zT_Q#mLV<t=0I3N+w55j70p_kc9J6j+Mq?cSA6jE=jTzqn4oRx5e&|DO0YhMqTBqV`
z!j=)o1eo)V2_BqP%J5fY#wt$8w`ZzZY64?zFp;7A>yAZWpBB36_V%LLJgH|9WU<J}
z#%qz$^;xuO@2+E2lrZv{8`C|0wNl?vLE;-Ra#Aq2ak1RoAl;Hltm;j;nnsdap2`Q#
zzgqdTRX@9b`sja|ucDJu)8siz>sI4DOs9{|zISWubh~zzH+_uEn8pia<36IZ%hO!f
zGsZP#Vl4t0Wz|)Y8H8%g*c}E4tBK)_PHS0ie6>t5#8MryKez{sel+-eSu_%f1QA2P
z4)Ben;;tVMTiyKLY8f{JwnyjjJvvvRChmEXo3@CA*j*=v;A0CaM9yUdV1vldxarMY
z@L|u4tcdRC{{TTXtz)W95j#b^*7GRe8~oY&A4;{O!=>A5@#-QkCP+6hR6IF6VESXN
zbJT9k=%HRJOPKE@+$~df2*Y&i-m|atwbpK6X{3=NwIWceGoE<_`W#gD_m<bTk(lSs
z2@H0y#z8s3=C8vUK`SGS><9EctID%X`Z%>H-5yH^iM0<8c&AW;-UX5ineg`VFUug$
z71U_AT7Bj1%h_AYYIjDnK*SJ^ADySYau+(C^xh-7wEHsL!yU#{y5z-z4nubOR{sEl
zRfeglh7FT&r;+~vO*35=?s2O*SrN}~q+H#}a{!hZqR5s5(WK5Yr_-r5kK=nFH0>Nm
z3Z#t_GqyQ=w;BF*(`xpKWgrJ`=Ovh^$NA#9zYyx;=_ASja={05RRL6fS^Vp!l%*>%
zN|aKO!KJx7nb?vW9edTNV>XhRL}F0NK@52Wju?B??4T$Z9OaMJo^p2Mr=@pT<+4Vn
zg|6-vSB_V2H8CQRdB{BT^uegSNo3Y~qm#^Yfh=w65BVeTuA{+v9hSW;Vo4qu;@uD^
zdhwOd;kbSk4~w)*#f6lpX49CYo}n0w5$(GlopQOaX=3VAe4WofoA<ILV;~;CPW3Pt
z80}8Ef=fnO9H3bjD!}9rJ5zUq&@uWcHLBHUaZ2k(6ttVc{ub+xx@if=P{4bsr)Dh#
z#@86?dWz`0C3p5sRm!O{$r+6fH~{_Pe+<@Dj-4&|nA_#$i8llTCAsNadOR~}c9*wP
zTLu!R*^rhWD>o$LuRv=Gp7*+qV48fy_V>}-$ne{Nhhu|}^V+N}y~6;BaU%Jhf5NKi
zmb)XKMqRimfJa`u)v2afVP;FX{Nw;CsA5ZJfH?16P^OemKbPOSD(ZOCBug~}-6{Zh
z<#{~T_kbV^;)@-}JK~U${{R7DT)dVSR@XmhzL-7L%9fEq-R1MZC)e7wEOnVQ3#(h`
zBJ(E@I!2^$3uI*b43k*SDZ$w7gS3^;Q1LC+?+$9PF8n35WCDI%WLGKRsDzeU#LU}T
zD8W(>etP>>My2BIV*5w?6z>kn<JluDSR@1M_*UnD4m5peZN}J?AAYsPDsqiCbFvj9
zI;)iJ?5tys1d>-!?hf8?Tl_1C@z@I23ZMW00Dr*Ry6BpDZ_+m;Mu<)^)DEAma$Y(|
zmg3?##^!7R$o~6REho(@owb)LcV%rg(kPX(6-!12f9sOgezW2mT_Vm%Vt11IMs3)O
z9#WH@82<o2(zKrAPSJFx7ji>)dg`wnakf?yune&W2c>y-yRJ!jbV0cD6b?XPitMFN
znpZr^_?yK-I+^p_J3C1G<#!~L*0+2KcjkDCWKIX!iTWMFxtS-EV!8z?-8Xjkt*?jj
zmhl|tD#Y8KNBhFMtN#EEqHxgt;&we)NZ8_>9QQR<WXDra^M*JXHR7|}EQS>D-qlOZ
zbI@X(7DhN{$F)O{>{~M`_XFO8Hb!&CDw70Xzw;kl)DLhW45R&9b|;W%)sD#;esZrR
za6Nj|5?`n+xfuG^TV60ifx369GhBw|t}tv)No-ua)l4$rAD0{vSy#HC87%#(rmJ!m
z*LPB<^saUmpHsV3k1HQS-h#J<B(-J}tI*tzX>}O_+c5zB;(J$L;oU7><{Jo3SFDfi
z+}1U$aah}=Q7&aX40R{gy(`0dLur-<SyT(Dxo=QCDaTe~-S->f8?mNnb4r5(B)}e=
zabG=Nshd-FA9_L?@jU+kTKY#>(-&0IF05GN&WxyUL)h2Ow|3ImYUT;lq_H;E2eAgN
zD_xq?dRXqhA6_N5iLESrr1|2Mi2(VtfyR9}tv`!mHn!8c300hrUA%u>R!@X<nV{74
zEoqqSp5{w+Uu~zK%o>x&dWv88#M;FV+LGE2Eu-^9YB|X)$Drg2>Y=(haUD^|YnKA*
z3r7Q$i9yGDo5PmRaAYyJmf#JndIORF0N1B$HWJ5g8!d{(8iET&H=3jBdm7yE9-42Z
z@^iP$Y!>tbsjMnTR;+YFUg~6e-kYmmS_@~H79)-90XYEVV-<BZfoTL*Yw`$`AP3sI
zyWI-@$dZUAkJMHi_SW*dB+vwq^~k}j8`8}QO3vawx~mY}c>r$5V^i8{@!YoDj+v}`
ztq{4)Q=PcM4Ov$<H`cPMTca|94+L@bsZ`?jW{RoWy~6(h3CmK33^G_(A1<)g(th#2
zZj1+NwP~(~Qm6G5af?LC(mGZE_c->Z;C8HQeOfhESs#`>b5|k0N8yMEwHl@t(6~-1
zhn}?=nMor(DUCYv0q54P`Wf3&LIFHy6mSJY8xjc4X&J^jG?TejW6AAJ&MA>L?_)%-
zgG?BqvTGwy@b~t$;@t0HwKi}+8q-$EsiM_|lr0v}a&ujHMepi!;yxV=82kY|^Rpt5
zxW^;)t$RNKq%lbp;Yo3fk$^cBrEjlXKiqA;)XDXkPIpQ9n)SI=&pzz0W#KJ5MY!|4
z$k>dYy(-S3eWb{SB#j)NyO;2+8~tA1JhRNDk6>$_mtVDsoW?TVv^hm?9Ic%ST4`3f
zFx#&32+Iu8#TJbTGD{R{p|Vpv6I^7zBe-*gU9}DW0NV>8lXfHksH~+?bTo_~Q_wH`
zUmOXt235$~yGIzUFAmvS>ui@Zp^=}vS1+dM4|8E`^2T=+BP4X`ithY7V<npTXuC#o
zeXBlZ%63O#{{RSui==LmAUkou6$Bm;w1Pq!J`Z}mZ9It>JC16?-@2TWnobfDsTNb0
z!g_S-N0zzArE_;)5Q9#X%3|LZdsj_;bvu=k-0gAHdeg1-c&E*^>g{ZDdm0jw)s4wZ
zV;f7-ba`D*l)JlwTJrdROp&;SIpd`z#)%xizp`)-QHpFZUMMk24(`k-dg_5LmMYx%
zS5Ap{6i}m_`cos+G|O}m2*BIMK+b9nQ&^hb+DkjwiDA*YaqC>UyH}9l@mj(cTA9vi
zXpcj))HM5#kxB!O0T`;6lj&mT%WZ{^TngiU(3>(FnuOgh<A&$d_p0_NpKauNJP=t;
zYFaf`QR!G(th#CjRRe#ptQ&o9Z9N#rApwUXsJ-h=GdrBI<oi>ND=?L0(S5wKatG;2
zi2HymE=&A!I(pT4H6}P!>U&nasK=R`F7Y7a6<K2!P8KvQPoSmKwAt?%Jh>73*H3K>
z7N7{!1M5mj0-Hu$9t)Q55=*rQUQJ$;z>3j;Bpg-$0JXUOGx^kusZ5<DHP0$-o5s3F
zF)x7T2jp>C_Z|?vgs==cXE?6)HHilV15CTWTb;NYeSPacV%s$K>c^QTn|)^PK{)(s
zIPb3Dm57<w+coJWV0c+tHOcQ>rmdqR5YgZc_^hg7-$Pnhgx;oGc#8Ql7G@*AH7M~F
z^|V{e@0P*qS(g@4**<1pm#tTr@7j8ST+S_SbSYnBqF)(m5yqLAka+7){{V#E`~G^L
z&bbL&EEII6=iZAB=ST6_f#drOkNJkj{{W+9t`6b1TLoU#?4KI+CDaz)`4{~n7`B6s
z*(V>VuL^m{jE-|%JD5SZ$yi{!k^ssYu4y{E!7tuDYb>M4epM~>6p%vE+^3of4D*_o
z1oStZNhX=?`WCqcrKTHsK4-^Fb6!>AyE!fO`45!H3FC0aYtTFyt?3$IMU;Ud_Q|WC
z5njhr(S^mlS#>`v<D6GKV5z&Bs*bE&5<J2=^KQ|&-N!0>(|k!9N8%f&hyfJkXN)gR
zuAzoMJbo2cDK|D6w5N;vPfd*z=De~}6-QZN>yN7Q_*X=9cR4B}Hr<X!4<o&AS&8l<
zF{;EP?v0a{{{DLB`c@617Dr%L3IRO(_N}`qwnhfv2iB@g$|;>4gr8@OLy$IrGC0j%
zms<JO%EWoMa%TZg2nSNfuocZ)Nj3XQmUtpAWu49=gnF_5m6vy@MQ04Q8dQu#oZMWI
zhL_lSEoIHn)0b02Ue|)a`bL{Ec97=o=yjF72em<^BHLR4R2+}44P)EF7pTv*X+<{0
z;Qn2WOstiSpqggvSDRUWP$SRHlgs;7s`!wpBMLAAfV@{F=K@LUeNSox=V-%V=kTnY
z5zwU0zy1<g7;cORHxKUj6)b)vmv-BLgf~YgkIuNWah!tL$>h|DcEFYBr>LoP(MoRT
zscCoP&qj_`@}DPbH$&}Jek1EGYvH(JibfA{C{V+U0m=TA$>~~)d4dq&spA;q+K&_5
ze{0EOZ8YcX_Mq-%>g-6!9kMGrYnDM*-iga;nswf>dE~&Po~*~99m%gku<+KMr$CUq
zMI^HwzH=Uge<4+DL@_KD_L0RDav%!C<yv1)Z~!^QKTyBAv{@vaK_t;|5lLkn<Aahq
zX11wO%VP?3)J|hj32l2k2<pKcs45N(Wa@Hm(<S^rooH)XlHN|a1I$c@+PDkTkHWF9
zpE`7a_s8?15!D?sl5i)}WIGV#k8xeshwo%r)ECJ(>)+bE{{T*Xkt^o_43-trX_u~+
z;&_oq&x}fO$A6}J)m4L*hdnu{#^<zI?vgl&M=JaV10a2BhlxBj7OxC5?Av#0`{9v#
z=c!-w-nKj~a~#@LxMq*d^7FAf4{F=EXrqOmTq<`pQKe%kRpxr0J7wbAi#us;nqq}X
z8&6Pc&U{C8aesVW$snEyuSfWc;pnWdqt$JcBvQ87fZ%TIe;UTov}=3op(VnCgQjap
zEllS9)0ff_?D29Z+E<>nrK|Yb>hjQ7Lm|t2q>6*bT2kq^TkY7aZTup+of0oMRE1lS
zxMsRec6%p;H1x64Bgh_O43c`+R-aK=`dWbkFQBbu$Tcz&JoizRS5lBE!!5)9Ta9*J
z9=>F}NXwG0qm1>hKh-8JtIHVViR8!q^lPH9xG+s?AY<2Q70mmcD^+9EInG5W+&h}i
z(zQtMt^C7?&Ts=aTGUn<s=8);tuhAOw*aspGGjfnnoFB_u3&hkjbv6B+QT(0*d-5Q
zcAugD0PE93WdP40<ME`1_qsW`{2!p+VWiXJWOd^Nit_In=#uE#q;~27wkw$57~|9G
zE83*qu!v$I7%(f5$J6nyKgarhp?_kFZwpN6mLet2#rFF8)>1~%n@0;_VGW^sn6C`e
zw0H<c2=%LQYOHO(&dLbn7Cp0AV?xxe^l2`ov%HOA&gs+;2=AK5Ynh_VkjmLAG5lFI
zgy5$qBx`#uS)+88Hggv9S@xaD2JZd1s@l%6s9jp541BA6hFlVJ_|{~yxSbkeWtI6P
zo`R+q6HPR59fYyK1OtIv!k;deB2~9rT-S$Gj%^}X9GISE3J7Dhao^gYg+$SmRvvnA
zSNq=LyAKH1X>zJP%n?Z6bna37tE1OE2czm%4K|%0*>6;38Z*OtAJdw-w<2j;4@1gC
zl0x|esm}-AyT1ikSP0hY;SyQc@K|Io(!A-lf|pWT-oRU9lq@)LgOA3#y)RPJ*;MJ;
zglcijQk|zijbP&>j@30S4_}I8RpS7AbgM~vtH%}RkZU)QpbZgW>b%u~t<K$HkbV_A
z1E<{dAGRY5Re2><=OVa<@iN+>Gf0tv-PkQ)>VFZSLAKO2%OBzcY7fV~Jy{MaC!t<y
zF-055(kiNsSeyY~W8#k$OL*ejMp2e<tuPoTCm%2P)+E<DkBFJ)xw(`?xeAHG1KeZ!
z)b{!v+iCWaK;%qh-6t4Wkn|+_@kC^kx@73px)$W{{r!Xqb2Z#iq})j5iTS-Mul9wM
zv%zn-bbw>#=yC1erEF?edYtfES)}VMF2FR1r{(v-t&auxe?*GzZ#T?oVmrL)1_|qc
zKQ7gAf|BMYrAVoAz|6AJwGCe5$V*uaVC0q?c8^kjhP$md!wYDL>l#kvl@cD_q!U^i
zVDm2SKFV=wK2!=fW8WUXTG)(BZs!mWEc~kM+>Cc4(w)e1WLDaAP%tSHE(dN)cga1?
zTnIquYE=hf?m0N;>rFF9xf6KHbgeG!p@Y@kk&*3H=9Lf-4j+sPwQ}ok33J!dux_q5
z7n{5Msy(Xdru8CLM0YbHMxDtejdR+(<$^v>%1$}<s~V;9+aPD^FrjnSux_s+zO~<i
ztB2s8;+`R;3l&8-E0}EREiWb{{{XFCGg&&ErY%9IF^N%5^0>$&9SvTY)pTb?A2Z4G
zezl!-D3d~%u{+zL^#E5qej|D8%FC(fS1dfsX>E_JQh!65YiZUuDh;Nns&V&bj|1~u
zisnHjpOSesGN=$c<DKJ?^shoOOJmKGZ*xv<4_1jE%8f3Oxh-oV%lZyS<yrQ+UZHa-
zNbK$lDZ>F78&AKbBzIH9%2HMY9u9g|oSq}REd)}#GQtYEE`EM_C;3p*C#Hy!^H0|F
zJ5`!SmN+GBZ_g#M(2k>zTDPKWyEFE=7?Fh->T1IHjtjSn+DINmBps}H&#o(GYg;Ws
z*ugY0M6I`Mi5iAL4{E}CElfF;?KNY2K-CIe#?wSZEu6?(mCgXb$gb!#E?)$KW8*mu
z(DppnnQ6KdmUodA)gmyqFwVgk4C4bl6O5n2y&lpit*qV^XO=M^4##*sdC0FWug1@J
z1I($}>~Oazmd4>18=68`fsMyCFN98YeM7(RSN{M*s#=V>yPN*He_FTTv%6Q+KkKUh
z0O)nAUhT}NKi<DnpuAgYHFjx~JaNSD&qMqoypHkOOQ}m7{O$O1YoPIs)y=NF)~es?
zoD#tG0~oGkxOZcmkZ^vr+lHsgu4!7O^doV&3=WjwFa<`8OU#|aarl8!A<6??M>*4Y
zCs8&!;7sGr#@>I39FOWh8tnXKG@g20#VHZpL=}Rs-yZ(}g?UU;G*cvqaO%N<9<}d2
z4%996YX}+Rjo6`)Hz*}eaKqc0;lx9hYDZlub5pV6W(B*ww}N#B4>@=|WD+txs)f)H
zJj;#|hy(G!ucP(74^6(dmPxH6dxSz`U@$=(f-&!3IO=RA)SLmsNMt|L^{%Wm)Q>X}
z2Bmh&WH=GRtBmqqrU+TGbA{=ir25kJkPLRsE=iSRUZ<b%u7}j-x#)fb(C+RuEn4=@
z6D7;T<wiPVo^kKNu7kmPFxBlYZEvlSqY{Q<;Esd&<e$jakHfu3PSZR$<;f!nJi-VI
zk@E4zJ@ZyPN#Z#Q{hLbL1SD>fY;E1`UNw0+RB1aMu&Ww$^*G-V==S~|)bB0r*!dWZ
z_UAi#=Be9TX*!g5hS<t{xWU{;2yS{*SF%ZRmod(#Z~zu3JAowRA4=%FC*eB<mP?tW
zxQ^A4aGSB_d!K6T_NtvPd7SE>ww>T}I(CPBthKZ@ku;JPlXJJ-A9V8FJ6Bz8@Um-^
zQK;TW62~4F%ID_JdCzL^<<xBS`zA1$_Qs&9N9o&vT$Z8Y`4(1<nPbN)IXw2R8Dgg=
z?wx+l5MJ?td+^^<u(=Z2vfiSp3aUbt@6grn3|idSSnDZ!Z!NQVOY%BnjP~`Xj~2@u
z;pUY2XxxwvK9!+wt3Ih7tv+{!w^d9Zb5T;P<r_<5N*>M5@i$ghC?g2D@(x?S{{X7E
z9~NDR@6vLU1F)In;}QJl0Q!^Gy&Veuod*Dzk8Zz>d1u5M5RlFm;$yjsVVjS>YdUK3
zIxDVdG;vz?zX#gnf;%$G2F5CSpMOf@O_&q2xl~S}bJDvzn;jz7$jfyYdDT#bMk8_B
zILEmp);0E$mdWScGsGMN1P%AtcVasaPr|)gZCLTG$Y9+F#Ao+}lfchP+xU5r;tBEp
z06y*i0HG~qYG?Ndh(1tB0e_jTUjmU9yD3nA<J9Lr?=2OT;Lf}=_me$22Ow?DPB4Qm
zaqKHF+`q5oO*6BPz0G+Jo4M<$>2po4R1c5?il-&ZvuB*uKRJeQPHGc$cMaSg^u3<C
zhqSsbOL)W(cwte=F_znL2R^u}6Usy6^gZgU-eFh+jfWY}TG2zWxydEEc;;0nz718D
z{S}-O_j>&*o~3jGBdHsYPHPrsxt3msarEZ8VNa_tbFp%3rqnJLIOHn7bk|9y*e#W~
z`GGx4W36ZC+7N(?iCFF<raD&2M=kZ-b~e$omOO>@_w=l)NlIL>CO3Mspzw~Faet~M
z`={<u{JF*lzt+7mc9F+5m8RRprr1XWYqVn>IVZWRs`vn}O1S&F4Xcwr3t;rG8Tg&0
z3r`Tie2ay+A2}U24z=s@Ohyg~uQK?vsK*3W5I;M&Hb+oK2l&w~b}AY>vqMQ9Uxd6h
zI+2L4&>zK^e_Hd+V^f<=@rJ8>nP!Jj2M4ABCbqmQ;&FZ9+ubK;Hgd;x19#dSWPZ7>
zYsGwP+Uj-9&hhyF0Q&2CX{BaiQQl3RuZ}#Ms~a6s0Ke%GY-R(JF}Z)JtzU*#$>d8u
zKHwmJHOd>$w0I828BSU!XvenFG5Q+sz8s;8!=7e-^PlBKRib01Ez#Gu>||lk^{m}T
zOS8Czq;zbr_eM=$WNq8xI6c;w^D2e&N0!9k9>%$PYHeeRxY6VZzR|Y>&`5Lt0P3u_
zNg;5z5g6O)!Tf8{nIk7Gi_h^W>r`&Evvc=MEgy9wH4dL(>UsRuHaBN7#*BWP)fqGk
zb%}+!D95Hx0=rA!2t$p~7KzU%X+O%aZ!9mYNedgwp!F1=G(~1{*E$}ek`o(;T<6lC
zaQ7Ce7-9?KkPkVokuD3kjn``r)9Xn!yi?(1*xmi={iksz%unrSOJ$e29Ex&kEh>o>
zs@2AiYbYVN4EJ6tw7N?{Z?@M5xh#6sDaE0dE%iN;h~KF-Vr!K`F^nI2<}Ph-E#y~Z
za{jB)Y9F@TnRWzx4!<eptwQ?=%G;e{T_>5lc=YQ}o@}V*xtF?VWD0)pJ$)+5-|vib
z&042nIb7e4OsFT)v9*0tJ3F-wp}tJwr-t!L@@qR$ir(fyJb<$glnnMC{<_kI<0CrC
z@hVH=YlE2Jk8XI)X3wZ<6B1fugXvwCiKD@LZ9L6xJhbE$9E^3%bGJ4O*Y`;pg^Dw{
zXRtNdDK>KQq>Mn4O6SaWCmH-{zFAfSZC#M8Uoc$utuGJ5_UraWQJsy9jssxgrCqT%
zWMU)_BOxP(J!{l2JU<)BrK1%*0Dmgst>bxbzF-JKPt%(8g}F<at=JMr%a3j=NGtA4
z<krRW62k*S7Cu5hP%CQ2Hxe8XzySM-&W_dYE?9;6P6lgoIK(Ib>IN%hk%N;gnK8vM
z&F@e%)GanU)u@>^TQgKrgq28OKDAWM?@TjO<QKGPnh9>~h!Htt&M-|ZzAB#9MvCG;
znR*{uu4bri1a}LGR511LQs~^)HSDz_)O<m2sz<Wn0AQzU^f~l3%xrbsKqL;NR>azT
zEXu4hr+~mx+-TP}juz33i!6OH_lI%y6qLDiV|JdX!+WJh*gE4hEUD#;Hb^vFT9LKD
zB2_1FBhs?inA<r#n!bCI<6~PUPn&lgsyCe?Q-;s=su9g3`AESd9OIhYu+pK85w1q|
z&UWX4RIc_RwH2!>+1lLS$faW|5IniAiq}fCwjqk|e^XZMrL$4CL9lkftuL|I%Ncm?
zhto7@orSEG(M!)zFfaunx%Z@+(iKw4aHkcL*BD|qWL3o`WhUZl8;^QVw0qW1+I{Io
z&%HiEIn7~l&sun&-m(S7J#IbeI1NnLTaJ3wJI8G9A9JbvD!R|lT98f{VDzNmTxwX(
zyJLGKQ8F&l*={=uit^grM#>`_kKH1yTp@|K#<|a0s|0T=hIMb4<M6CqJH1iW8qajh
zc{Ik6OK=JFs6Vn_)c#eyb#868XMj49=~4Z%Kl$nUS39DvbSloru6V#(&0%wICf0KX
zLY}=&Kb3r>@+3Nxiy~w!gk#g1`hUig#|84aATYP*>6WjVb(@Gsh;H663N(b*G+T0L
z=~^Vsk+0dqY$HozTm9TuJE`2g%)WNepdJ9GO>iV2sOeD3<)hnFqLVI7$r{!Z?Pz5|
z$RfRF6kT7#BoGS(>0Ujd+#qudoqJcX_(5D+`DA>oIH{_xg+hF@O!2$;O}3#TV;DKB
zwwae>E3|Sc%DS8oYg@;9Q&?)O`$$sNfo9}U7tI@+Vj;^mmc_{=vy$WeF4VlF<jHQ^
z2|lEB%}%#^L`)JrHsa<^%RIPW#3&i4BZ!=~GR@MgTiFOmVgX~<iW)~QrEOyKQM$EA
zWZMm@a+c68)L(oKr`*;wcP|&C4|?f!UFl-Xq>h;&^NQrzc_SvOHfU|MXh*3;7YvL(
zoYjTY?aAec`ijIVJ5U!rxTN6`s<KBymzM4_CSJWssg;$~ZIBRpVD+wDmme)j9ITPD
z9#s3|6rC%r3RU&g>B2Ge&w6^o#Evj4l}Q;`63lRV7ChH!r|R}G+CAOIn2|ylM4K7k
z=f+9py9{wz%9DwtYbH$xnPqI#M;7u2Q_`qdYEeA06t;B*vil}0lk0=UX=*yXy6N!E
z5wp39MkwMIc->FBl6zD(T2_R&D{^ixR16UrMI+a*<56W5?;2}2?v0Y}N4pmm^W2;O
z0hI1>j>LLo5y!1rI_RD$?JrAB<$)qf23j+pyU$UNTCJ>FiEbAE07Zr5wLdJO6t)}b
z*V3|Pw$&$9jy*cz75;DaXOTjRXio8VDhZ1=<~c3g(=TNI07EP4!mPHK(Euj9wu*8y
z<jBM@`tek6;gwj#$W+EMeLoLc)(Kq`IX+fDOm~)5w^9LP!P+xh$*0}G%ksxOc?6?p
z8T>1jvz*&qMKI{B3Ho=g<_pAlqi}vk`MB;gnssiBsU;()@b<ZTZ9EDzs7#B>{{W;F
zKbihj>CkHWgwZQLp9do)eBg2VSBb}Tq>au9=Ylhe=yYEd+}IHe>}0hE0lxFE*VJ?P
zRvhfx*()7~id{8*F5^zPws<CzG9nGixg3li!o2%PxyF^oM6sMO?g+0-g8t7{)4u$3
zAqSxcpI>8MBNndq7q?1Svb2rM9(vZaXLBmBvaze<dp5h#BE2#a%hVd-^fwXeaWU*`
z(kw4@?Q2YXd!}4tl{M#=P{U)c7~pKi8;a_=$d^Odw9Q2}ASbn2)^)Y8)1G8MFdSDI
zWpG4DLG4m%Wwi@K7UC-zROo98dYFlF*Ed4tk1|Na`();~V!I+JvDIHS%0$f!o>Be-
zkIJ@f=3|45k4nRyJxv-q`&r3>lP4-ffcoaUy%POy?E<mGqKuMyk6QBkOSSn(Jb{7_
zaa$I5-dWlk9DJwS(9=y^m#OJ9uIL!AJY;?q7&wq~fgs@f*EOeWjTzgM{_AwDXmu#3
ziK1_mj#Q4vsH<zSnzvI;qw`}JIAPG%boXg*a<j~QwN+)4{hD>Qs`5@ElG)WUjqAwG
zRo889E~ScVDBJB3DPS0Y7!GhnMy82(ENd5#TX=r*_E^NRCA&ybhYT^$=hnVmjm$D`
z&H+EddRNniKebp%YjXsz4Cq6%OOQhjgVMaWQTR)77uqJWx`t4rF+@fgy}c;AMI>?3
zYBo=zBtK<UyAl^N5O-kbkEK%5-43q2fxTHlKBRF{-)T46T-z`0B#GP>Q2obFKf<!w
zK$2wS0CJ^&hO3(D!cpaI_d2aJRF_Pg$05ek{8ial_}j|)aIP`a)7HHD9dRa!W4W`A
z=!O3PSbkHFdL<ujus0FM91w;F%1}TfI0T;jj8wK&yBb#-UYn}w*Vl61tPx8iI_<&0
z#(syI<gKjXcXeh53_$m-h^^#YpR<;QkIc&8gVU$IZfdWjYLQ208b@NvqspIV277`>
zV^e!O8ZC}RzSUwK;+kX|aHKgMX|`ukx??2Q^R2vO86=Wc$J4ECU1@S#*|n_4a=05L
zR@^sq;Qs(hi&cUcbrGe;2!`AMc<R{ZsYp!~3s_uA`y!Hgf9IpOQ}}kNV1&;cCjm=v
zv9B2C(w$^twr7es)ywA#jFDXzht|tYjzzeE02D#%z8$4+m6+jUKHj*gz1@c|bzgFQ
zF5WA6<Y@<)9Ahp@?O$y7HPP8$+v?VG+pA&I8&wVzAE2yj`{thPS*&R-u^CwtrblvX
zdq~qJ)osK!u`FueEOR1bVegVZAFX4{z0Kg0S7kPP$zEG`Z!P2bgNOODbBuj!rtr0;
z-1ipZ;?34Lfh_L0&PPo52Cr$p2-EcK?Q?N8%<qlNTMM73^{%QYwnVB5kOvz^2jy2z
z7FT96s*-7SDBoViquGHBNDok$z^j^l(rOxfH&L947dX#D+*dW?&Awzv2*^e!jP|HJ
z7kJB}&lorhF#v<@RU5fk7|A6R+0<R!m|P;`)SAmPu$dSfVDBf=nRjqNC67I`-l!Xa
zw*-<;TI_^0)aP$f{nhl6L-QWIwP(q88A(z1cu`T!FLpeSx(Vn#O>?^5r!A}jVK^<4
zSdR5gsKg?inN!3Uo@tID%M+aDqFJM4xr+n$WUuBbm-d7oZnBc)14khFgLEBvtCtqU
zOLDgBi5&0RPI56^6Ha=a(29!C=5B5WlF@_C{M0j*pGajR3lv8l=Nwcwyf+Lo-0@RM
z6E2Jt0$x?l0Lk_g*GrPt=PFPpHm?OnYETc@pSR8_B?TBO0vIUZj1f;9SwH=BAIiNY
zvE@6WD|jB_bcr#!j~Vvnmhu*g`dEm|E8zWV)|3ALAxMAVU&z*$p?4jYsc^?mj#*Ln
z30M*iKs=9Z(qP|_&-qf|fg5mn`Fa}BvVB1(U$Ob+vBH6#JN^~7Z{mAbfGm;hA%O$m
z*W0~p*=m|_xsE{VCc;h&pYxi^ZP><DB%PWscvn``5#;kBUGCmlO!Yl8>M`qHnu1k@
zz}QceGCJdf+;LpDhmM~u^mE$6KG4n>hJ}7n(}y3{x|x98a7+YdG0L2J`d5=x-fri+
zfrY7P_dKrg*>5FR;EAw7{{VWl{3E?}4NSyGm>qWH;AhON`|U4n%(pT{Iu@9a<eV_w
z*U;97hqD#Ns1b_0ACRw5a!9S@*CysvWBc8VKN?FV$BJ(*B(-Z|%m&`w2YTis%G^pj
zF%A7crF)F2Y=w-<v&SN-kVrS~<EJ&p>l$B%lrW0gSnkz90xjDJ&pzFcO45cW?6h=N
zprX01dFTahkE5vk#VxkyOaMtN!9eFc*G+SyS&L~Tjuw(d89-dtzK3UNYd@JB2^bNx
zoDNSJ>-GM1*D99P9MOiloa1<NR829j<bXv8V57`9B%f;aKZTwj7CK{UuX6HBI5Bx+
z?x+M4`ikatZCdM5(+m$~<-iy}nZG=P(;l5MUGISz4~1im+hJK-zdp6eIm%J@hPip|
z9f|yF4yfK9mMt+JStV>t$bMj*!20kFeCvbui5d7{b^v<u*1m@E&D@aaVo2t1DIXG|
z9GA%Bf$lN**MMH!z3ud~v`ZdN0KnjSS4I<Na$=iK#2^j%$=!^7Dp)qdFqd!fXY!~C
z9(sU2Y!XkkO9**xV~7GnupYxT+kFl*ytlhH&={12RA5Iq&Okrbtta+|wP`H27Oy(R
z#G6JyH2pJ7xzw%zw~bg@%u5y^aBx89uUgr$Ypp9zmMG^DJ7Hz=@Im=ce_VI3I;11b
zc<x*%b9>U*=e$3q8~wL)g6NWLWH|wSKD~}BtMNX#G&GJVR6MePQ<K0M=k=`b3xCK3
ziR<>p>OF-&$C1WvY+q>e7&tB89C7*AEcKn6J$S)G4|te%&8h1#PVXv5$Oj!xbH#1h
z_zwDX^B9Er6st&j`u>%7z&d@qTisvWGL?zI2uA>coc^`DtLwtsaych>;x%k>+b69|
z>T<qVBb7otywf;a?+)HUs5~*-u|fb+r#pvC{{TAD@YHfgr)ukv2#H4Sxxwr2S(>(?
zHQ8Ye!^F7Z5<&p=IISNIGQORvubS*Ul|Or@J+acFq@?29iNh%SZ*c5xC5p}%r?``B
zVj>re^ImV`T}B;3(n+nsF&+aRGxL6x(s+XG2%%&Wm37&cljX=5zyiGcT)JstzK;$f
zh=CY!+dW5b%CVx<q<2-5wT%|=?w~DT)~!-Ih~h<)9S;gKfO`J`^{buKZZy40*lH#x
zX^GmxQd`WEsVv>_F~H)wO)~u4TO#?=#UxM&%p77)KQYEWwVPw7T3v^p{K0Ew5!--5
zl6oKM`uDBr*OXgw=wnw5q?3<Rh@VfM;t6kB-HoD>R4>;ZJt}Vp!zyaG60)`uErgzm
zNyrECHPd*K&d%cc3r!C2d1$M^k+4oZ{V|`)vh>?ev1*fi@3<x#an4(UPDda9y6aWF
zq;6#xs7WMrUS{fJNI}S|#%v6eNM*?2)-E?YIhi?^BRQ&<6Aj9Ly}_#UPSHt{en$Nb
zLo}g~^U|DP4n((?TWkpj<{VZGm+TXs19hoqyainkQ_d?QV8w@^=xa#9A|*SPt{BSk
zg$0$l9qXXc^umBkD>tZKm6N1MEu;oOLYnF#yoy-&D~t}_wUuc!xll!>$>x#B5k`4q
zfPE{o@P3jlBR4Fie9joR@p@J_h4j_CnXac$dBOwJ>s``$a6^#aDs=ZXgjXszOG_46
zx7=+X!nAK7k&%qztJ_G636;sqp1#!tw;$;X80tAcQ%yCvG-$c`7u;8r{9Lt>%u_r8
zV^kYv-S>`p81}DHazIc!3gG@ATgj?J_GFbJNXFgm`j5t{610TX(>$xf@?J%KaxE8m
zYiIK#{_>0ykA5@wQK(+asb1<AGb)KD+T<@mhQ%&}e%cPdzF3Tk7D!!CWZ{7sAI_^n
zch7P=7>OVE)@#suoQmeycU=<ZF`OmDY(28L{*~%K4fQ)~j}JAha)Wbj#iWbA(~KX^
zys|=8+U_Hfl~>2pkLz8Z!MBv%>j|+;J0slr<Tg$QJq;?WnxCMlyHsbWCCW0XQ&O>6
z7myEp8qdD8lHC2G*zgWoGu(SoZ+Nn(!N>Hj2Q6&Q%V~5?D3TnQhV{?gJ!vD7IYv>8
zQhFXS^{K;xGtm0_(n}O~2nz)cIyk16Vq5M*=Sz~3D!;huYB_C$zjy)s#V?n20~RP5
zdk}h3AxZOthVPm^M!byc?H(zhA;PflxK}rI;mwRpPb6dbK|6=*UDBf{z&Z8eqml^Z
z;g@Ok6gXU5$DPk<eQp4JN~69xtmAnbIZ}4G;N)VxEwsp(<YNb@^{SViAJguThlN89
zjZ&b&*_<euN_KB*hDBMFkC<~?SDp`*NNZU}??QORWZr4_mJF)@06uzPb*F1BMP{}z
zZ}j&hnAaoMHBvikg-|@a<IvXb{P4q(!Q46;Q?T*Dts_=TLK->ed1F5}%5hyUhV;e0
z)8?LY%FD5TDz5NE<TDK8vFTlJgXPoVx023PZTtMp{{RjM#w(_b?(An%L}YoF8Wr5I
zMI!k!a(K@e?fTa-r>yt>BbF$D-7Y}~rZHXLh&0w0P?(rJQYlrF(;U}5;oCcLtz0yO
zG@y_Vp{~1YW0p@tkGr=q&nzrXQHVIMzv2FuzH5turbP?2N$hH4;kMK+b!iu45yWR7
z#lfz>!ul}NbcoT$$yjCc>s1I@-I>l>So7^N&t|)K8z9El7$c=?Xct~p)NxF|yA6%q
z>!-Hx=!W+8<7VcS$zD2DI}H+Ha#UM6UFCxns!^~x9es_(m9@Y6wj`eBt)=ag@?syI
zWD5(k9z-QqrcFs{rOk6GRv|#@MQdoIKY8qn65T+|e5l720kxJ?-T>yb+em`eJiM+)
zwNttBp|&j@!)K-mq@=nH!>oo|=}j(LSww0*d(<~jTHA~*&i3>Is5Yt)5LMZ`Wbsty
z)g_P-wHN3)tz#KBV<!t}O!Iu)9w~-zdZ5#ia%ly??^{^Jyk_Uu+P8G=Qr2ja-scG5
z{EzSJT$zv_cT{F$o+>9zO%4?t8PfQZOpUGOx{H~D?rpvO>&~K%OR0jWC!SBGbn)u9
z5l6FmWWgI-p0%42rMeYPGID**X9_KD^fjGy)`h!RVY7>5N(ZU#YDSp))gvu1F?I?%
z*Fsh~Zr<jMS4gfr%$4t29(J73WJ<_SrDlI*UX%>676fLiPiJ=rSlbmX#q~9cap-7D
z@D*a0eLEV?YmR#7-l<9EDwkk!oK!w{J!!_mlDVVj`_sJt0D8>xed&Dfdb^RzY738g
zdfXpc$rF3ig#7iOENm^uy-2q{^^Uh5^zm`;K&)-0&%H{w0CcP|K0DNc<oeRFM#QZg
z>9S5mL-tEg?o|PE?@RWdaZ}2Mq|vSMt5&(P@eEe*OR-;1LPyo)AJV)Wl3bILN#y3e
zWA=e|9y_s6PCv6F$o~Mgve%Oiwd5sZ+fD39wB{cnG}WnG0T0%Pxx7+okwVQ3iz4<l
z>>dj7U5}9*Hx8>J@y~klC=@Zl?^nOGu3<quJFq#(tmfBI)1fIYWUph|{8QoEe-qhD
zG*g6NzbP0aHRBf17^EuQLBXrG9wWZDw~{e=GOLU-2H@6Ey8=Usm_e-vQlgX8>20G`
zP}r&XCxKk_TDwL7Jq1j<%Sh^p_n7pd!Lm7`i~7XKwk(I1VT=z?TI5`Q@cLHe(-|0-
zIVaY$WQH<%J5Teip&nFo%6#(Brbb(i{V7;%U7-BNr6D581e4n}t$E>#%Pj`mS)3_`
zb}P3$r>1_i?l!E8>)?Bn;fK}QbutCsu>;j>k|zX;=``OGO>d_)l#&vQ_cD7|J3A}R
z<p;`6ap^=`y_qd_BhNfnLv;&}580)-^HX!lGepIgB>cG@h!u$#MISdcJQow&OXga<
zkvFQGesoJxqS6%(2ps#0y?J)=!nVr9a5rPq(x}`^b#pnIb1TZ-SdO&MG0R}aSo$*5
zI9=S*HEgU%m$x>&!*MKU)f|e|u-EVGt>H+nqzJ*csW}Jg4n<*1l9B$aX!gxLX8!<I
zp-xm_njJLO!5X%Axzk_xl38q|Qw_hLAPOZ|fMNbcb2nGF7bg=;&wvzU@Br;Z?C#-}
zNCTifX<)IEdwC=o8+}JwaDqzWsaKiUsoNE;rRsv%2xrfg{3rXhlm;nBTB$`zS((Os
zjO`Ib$Q~wF2fCV)6`dqpXDV_lFT(CEe%E-%h~nCyjte(W>s78V@29x(mUj#2IQ~`2
z=)367rHEG59d*XP4uzy##RHG+Dc5FHaG>=k-nbXNXKcA7_a?eaZx21x1?0&moYn@b
zr~QgjwRCwFh{mL(^&M|{wNBO`pGt}1kT;y!&U(`<VhtcIirt>wO_AG!#cL;GBCc!c
zR{~oo$T=Wj)`s#0a+)3IlQFk*f!exV-uzcJMAJ8?sxb;FyqhG0y|MY#m><iNYvoDk
zb6K}C6uXmfz}|3w8kKHjXuvU-kFgzVo=h4y;FRxO<bnO==xb4DDUX|S`ikdmZWN{n
zC4C9xR+X_waFEQ~iQ!1iPc!JraW>+;$s1))rD#W}NfP;-w$Yp^<kvTMYc;awOLi}x
z;ZmlXZ6(8kVsaUHWRrp_l-kzfaPm8?H(K7`EQB0q89Y}_X{cK|0g$YE^Pkqd#w&}6
zc9xF-AD9FEYev@hf8CrZ{_p<)Ubc-*HDpP3M{#>S%A+NUqd5hXlYl*`+C29+7G<uZ
zDJWtvR|o$9)m&QZm$6J$WCL#;j%wp-w|5ro!r+HqRCLWLH5bixTvL+eH!d_7uU6_k
zNyWr+&*nrn^BCidpQU*pkGwZ?W#U_l!EP4HVj3q!0YCr^r_#L)Yj;q<t{(vQIV6Ae
ztDW&iqb|Fpy`0h_E_W=0BLsT;RVgWJ9-yNr%H5AKwv8ff!)Xh+FekAdo$EtQ)U86b
zozz<_ryf}#^1S4IIp(phKX)rd6rx2L`PZTPRsBBIC9p0D-=CZ1&l&WmEj2WXyRzzS
z-stxh8aa~5p7t&Kx5POB@z8o!T6y}FxnHw8BuGgZ!4(#nt7=+x^Nl`oi^=lb<$o&N
z({=W})q`BbisP!NAy2Q?rA2ica!W#&hVPPK+HJ!LV0PdhsCyCbPQB7#gT*&Cx}45K
zNx#gGhG2Ss`m18o!ro7ag!bsmXDAZn{{RO$BQ)JaMW}d!`tBfPkPj{}y+{Mswoh86
zB%S&a<0l(z%23(Cr%8DfB?*mKmm@jjkMO|mDzI2)(M8j05B8PgW)uVMjAT^S_8NrJ
zx1Fa=5o3%h;dc60MWkqU{{Uxb=7thC<yid1MP%;VDK#5hkHQ`vxz{b{ov&WrINf6h
z%M4qLoDzF}HR>8&yjnJ#mNtQwCCSO;u{}vXwS!}E4wq#et+IrPJ$jSenpf6I=-B$!
z&`~j*<j#$zImzkiQbm8|jk|^iKuvQ00NUnGvc`Wu@u()$-BguzKS5eHk}^%VVDSy{
zmr<FC7*sz>%J8<R*7981lZ8Jx_B|@4-NdsyGk3rvxvU8$n%eYEGCpkMJw;_s%2ze1
zcN-pyJ<pl*7a020M!aQU5RN@765CUT<~3mBC#sXkrJnjYfE&8@2D)Wh%Tt|2_B3U>
zU<qdY&1Gs*tE5Iy83PT&*C+n~tyQF*?i&lZ<EUDF+#*X4H#s|ks5!<5dg7gKZ4R1H
zvpM}vH=j^jc$GmUDuKWiwPmbAvI|@3L~_QvQclbV9c!MB>4vc!l5@5}!2GLD<4K6j
z)7>4|=U_MheS4aywvAF`_cpp`mS?_g<n$4?3H-ZOUH#}u7wn;;5sXGRWUe|K)NaVL
zfE#>qjH-@7C!nnRhhX`Br1L`7YU7>MS#<c8_`+kmOMAq}-MEQg^&>y6WNI+1K5oQV
z<9QZDMI?n*83Uep%{{tw%`*A?%Sf9C7**%nBE2gfJ=+<h{{YBVAESRGSM_~9OPzjp
z7ZAl6XwaD(9PCrm(zEoB`3ghyZ{%tICVY5`<8FTJeLvh<OnZ{c;r!gP#d{0K)mx^2
z3Xphe?J&Yv&Q1aTRgWF;f?#7($}z-;Ir`UGr0Qbvf{9$Y=LdnGPkPFCv6S6N>}dE?
zNAUx@&ji3h8*L?@fIFOhE7%@o%#kB2mq384gU$)>+Pwb&O0v}lpFO0DBnmgPZwMCy
zs}8=|&39UK$#Y}ovnh8?#V`iZj)Sisjd@j?b9ZO4fRk|0z@9ByD|v;ksT{V&7|Clq
zA&Td+5&dd?H%_?wWX|^1(X@&8py5vklb(mxmd^HQ?yiv>AXvsWlat4Ke2CM|iaus&
z!TRvkm94Sdqpiy~7Z!FC!9CJDFP0Z-41#goR$cUVI)eGukw}Q3f?c|<I0L_}X|<5l
z)e=TAg^f;Ep49}JOQoxME{?H3&*pG;@#)mo)G8(FbK+qsKO+v##@=hW*UTa)V%|MT
z7|-jPe}~{n?&cCGWD)0S?lLo<!n2y@NDQu@c!meu9<{CEoSjIFWEfxhS4B(NyOSF$
z75q<PmUG6IkrakPa2F&J4R<;Pjig>5h8(h&j5L{ULlMnck!3*{lG;oTnN0J8%|i{_
z#|hs96=oq@Veed%t<MynK!p_<IVZW1;_W?T(2cxuvZG;x#N;qJ83gn^cCQU11dMVk
z-?eYwX%hi&DC2nfPe611E5Yw#FyBuR7~3Nc*1a49(W8eQx*s$#E{zS=+{!Kr5;~EN
z1y7(t)9V)d&pWqZbQr3>aQgzmo<ybp08CcbgrPF(&5yhzA%3TUU6OpN=NwhqM{}jc
zEShZ6TEP3(*h<LC-!u0B_su&`veeO9E4w#wA_*gnRPw-JWcm+E?xE7|^!1NpLRC;E
zIphI~XW6a{@yon!kD=Yy>M`$L9I;kCs8WvT=4@e}3n_)nUR14gSfK-qfmHl*cS~cB
z?z#R|(_UI`7cBC&;L7;mjPfzlrxnTg&POv@5};upzDHH5jNd)Ys;}JG&eAWn7;SDK
zvku82%c3qxAbl!py(?Rq<1$<MXh#LzS8zX5+O#Yu)mGXYs}mTH%0KAufUIx;BWNF~
zu5VMl)n56{?93$qW3~s=2l>=at>oH95W(|Bb28-K7r&Aw-S$O54hPx>2_CpLYr+~n
zt!Ead_pz9vxKO)+9R_~sJY(LnAn^{Lro|`Qx7^GJ3eEC^^zJ%!tc#x-%Xe^6Y1yG1
zeeMq(g<6eC#jb`;Q=va`YIRzUtlMQlEQS(E!8qDIfbZ>GuBCAES>5@rS-xBn0LafA
z4gemW)pJUmYZ5ZH^oR^0c*!T*kN*H)y;<>Ik7=dp<H)$0S)MiXM1TOi^Z<QoD8W;m
zp5k(p*ENirIj)gldl=CScmvHm^c#sCNY8)DugdT)i*W?fdG}I;E|ML;Hc8+DGQ5xL
zSk}6&tXK^j8Rb*~@&N+?9N=<20LRqU7Ne|hy|~|JY~Q>)S>q+K&<>-ucT=U!D;ax7
z-$O=Sk>M8VGFa{^yL0&Cfr0$$J8ed3FCNxJU=d3KTRlk6^!%$CbwmXJ0H9eCdj919
z0F7L*)Dl@863W&l3!U*sLw4gNo-3i#v`pZaJ??Ki?nBQ}RZ`@vg&6x(aoqxTlg(GT
zal3FoTFaMP9k<ZCa>3&uo_f|i*H0UR)jBmxEzvf_=jI${vRYYYCN%_tbAjB|sFLI@
z#`a+#$x?AzHdglY#;G%$=Z|VjT|QS;2LK<ubNwq;4LT^7KX}$vD#a^YEcy}+IuuN!
zW9VwNoweM$fLNE!P;r0`1xX-zWLP3N=LFZFcza2QOteEG2I0W-7=D0O3T-RNn?eb@
znwnZBpK6FkT&@cqze<*SqyDH8M}BHKZW2jDAmM)K6vY{GSaMGl&o|KNjBTl@Y}=z5
zI0Jwx7$y?xGGLr3#SxN`=NJkJrs*i3X)FObJxw@W*#x$1+WXTFO5uENC(<W3uciyz
zXXtj8*xkYZ02=Nid`*mGX05Ocy)r!wZy2Y!gKa$zo8i>vpTxGBk<vsd3xgs<5do9F
zbH_@m&kXwfg53;oxMW2=K<5?oZl`3I789g#r<h}4ykjJemEfAS#QH|D1H`{)nV^Tx
z8%9CpPf&1p>MN=(J&t)MI`rh+x^fyar`U{f`gQMDz8(0EKMr_~M7byIw}>NhKZNHX
z{{T8&UgGF9&>1F@)whBfxENf4`BxQm>W>>BBP*Pf^%bq}9#b^6x%F;RSi>s^jfQeL
z1RmnDFD+W#i^K~9*b3pk5NnrL*0;KC#H}E=3nW?W4+MQPiuBTV1D*|V)rUi_5;84y
z1!1v|BduOjx8{j~QZh$cqkX4`a`CB0?91M%qe~0?tV0jhvQ5WxM-?rN_~yU^_<y>4
zRe9~VmUxa2wKf}-bsM|X?UBei9^GqusUs^ml!e>GaVnlTJXFHwGNT<2N|BKz>x|V=
z0Ex(Kf!dXw$D=3M4hqod<$5c78e+_1$RHK|^*QAnus@YGVs$D=teqn`?}M77IgsZI
zk?2KUmgt<2rvjPgEQy?kA57wtOQR_^x*Xl@j2C0~uwlCHUJYQ~=+dYn-bL&8T;Q7R
z=UDNOG4$zK^FWdz{n&4(H5|H?quk-<j_S-QmL}wKM>zK4wKQu%d2KA~DNHa@6#g}`
z+FXpei8%DCUuRoKc)Xz%$>mvi<NpBHU3gXRoYmL6p)~uVv+~;FV$9uG_pGfd#tThF
zZ>44_<}#C>{fVn>aW%*=OrT5pQfXRKT&2WwNPl-B`ElEW{cF@|UgrY6j;~La(3de0
zhdE=K*WGU#W!(J*ami~Xr_E^jD!{yMGml(W(nBrKRRj$3a4MgfHnG2JsiU`-5(A%J
zYepE{g7Pp6=mm4ns9I@|Y)z(7*A<?8S#+vYBIB=9QsCvWN~BijTQ`|Igi(d<P)i%x
zhIAM{q}LZGh_BjG>cLO2s<&F@_0~kvlBf83Q}!&ET0Iff9Y@WR5=vVf;B#3QQwyu&
zL2!fkeJe7{Tl*RLlYhCchQj{eSKNti1Ai7pS0^T<^K+S3KuYD%BB=M~s=ALP@~S;g
zdg(5-xGj{(Bgw}An&mE{xww_iK1A#~RYIbB6FO~rkTE-Q4;2ZQ9cj~~$lg{vcB->R
z@u_A60b3~;xU$cf4{|A`m~=IsE(tizOXkQ2V@mcFuh5jrdQuq;R(ZPTAk=<idg7X5
zv3W~K!ADbC7Mf+$lP(bObI7bXE}GuqB<r;29<}N^9qqoQW+qs|Fc>1Ut5KwDMw*i>
z+6g1GM0FewO3Kv1D%ntf3hGugXt1ZXVQQA_xgb{xo4MO4XmV4<=0?D+Vz!-f3EG(z
z(o7yVIYZadty{>3Kb|hW)w-(DgQS_v+i5Q-!>I<MxY8tuovr!TQt}A$V^fOGxVp|k
zQTbIW%$H3Z%#ceTBxa%#5Nld_Vk~l?3eTD}a9TCN9+k9eT+USNFiTGo{xwXoL-S^V
zDEAe7#PXUd`5$}mrw2IT)_9a2^x-KT#Wf;%Oa5sTdB@(V3BBm^z3Ao+Q(N|dAMsvT
z{{YxBKm8jmc|fmL{h*FKdt?6qV95Uf^lY`|0P|i+>!In^q;t3h6%ZWNi)758k<iq(
zYZql=_MfBOUE|AM4Rv<5Q(9Uy7f5<=aavv&5qyiZ8uTf&JAFq_+R=^J>s&P|yV&%w
zwS9`Y^R4U!F69yOx#Ja4Grqg6OT(?D>a#&AosY^I<L>SL&v?o@X1eLrQb(O#UTuez
zN@ks=ulh@q)mMtqw6`-ufVtwfydU9#sp=PY^B*j<ct`X;w0l(-sScB9!k2~VpIlZ<
z&+`xtNjdsgMX6c7pQuk|Gb2k2lq{zsk4mVzdb4gTp7p+sXmj1f$BhcQ$tO&LewDqb
z_?_<TKE}*U8*#JJqLR!%%Zv<Unt*8vTPHa7rOR;VXvbLEL&kC1uUl!%;1;czG_@EC
zzh7$CwbCAD3W^wxN$pQWCfhLK)8SF`C?HmZb}FEPfOH(=y>-@J6AzC*PC3fPGu-#B
zt6d{XwopWIl0f;G=aa{+OPVP~vw)9JS2$>!0QTnwq&g<&$|Esho)Z=6iE(8S&+b(5
z&foL-(zWfNRbW#cKp#%VquLeh&oxg7U0x5BRyEEEZlbm<d<mw+pXmjplfUqf{=IMB
z>sD6#CG!_!jj!_H`*GH}yWbq!z>F11!8pPD-%n50rOmyHP)l;2zo2QlS_#rJpqvEG
zMr)RmW|19j<J?DOs~XO^KD#QM7~%t!Cpq`4T0O2EatF71QmEp!E;M<bhaZAT1aqIt
zog77u1$RCr@T`w+H48WkK0uKWXFm0dX{1kReEZloM!&$^7WU(%Tx!NkLMKVZ*^;zv
zXQA8MZ7TA)nq2)bqyG8l@ukr0{?~poGm}(jxRO_Qb|kUSC%tt(4Yv(2b5T}YuoX3V
z9h_QXL1};oO7lMzL;jRN9qZR6f84P4uPyN~CgF(nt~wHY=;^GLjzDHU20;}n-%hKu
zc2=7x!x|$%#=SdS<=9ap3`nGh71C+CvRp<H&LkDjM;DneQQoDxvy#&e2?nyLlP)c-
zQKNGyOPM!DcJ4gmty$84)AblF5EWNAC(w7NTN5R`MY$zGIj;Lm@V%y)0$$IDy9012
zaH;+^=C689SnGrwo`D91r2LUBxM#u3$i$J4%C5zx!KKQv+adtpIew=epZ#jEmT^xy
zvP-Z$Tab>0s;n|MoXI9x$;RKND@i!h-5q?1bTk@aE<<C~dmh!Dccz=b(udhERO31N
z)`UvY?%aw==hmdku3Vl6r>~%;3Xz*=R!>WAaVdLoYkf3V8$ymTp7n91wwZSbPVT#+
zI5nlH*`})uv72Qqh)R?gU`M@j*7i4OS*@m4#|2Mn%5mj;oV95<n@J+c8*XyJM?2R9
zel)ggcXMhkVTwTmF$&DUbU6Cfb=3C|Se2QVc^EhqoP1D5o%Rt7i?p1$8PC@pD`-Wv
zsh287<?YSPafq|~!q{9lKaM!}tjI;Y?Y8DQa!FQ@leE+}rfK|$q<8Ze?oF$bN$sDd
zYAlyYXLn-pEM@_}Gx5)*T1qEmQcF~M_OW1ztQ$)L@<#lp80YIxu$xiS)<}XBCo15c
zzlC)AmxwJtvaOI<tIQY}k3qY?HJWZLwMm4pc=mDuf*LKzPt+XN%Fa5Rl^-nq(u%E%
zSW442C&pBcq}G;)Z+EL|7SY8A5vFC6185ZcEi+EGGBw7z75B<QTSIP6Sc8sFPH|lv
z_xg>7gqHd?i6lTqJju3zPaKfB&#h$P(G;p*aXeSz18XAbdT`xx$+M1&@Aa-e-g}KQ
z`C*bkCvNCZ8TIw5?QtX*@LxD{pW{4@)uC~%Lv<JKt=G;Y8~Ttwy{SDkE<CMVu+dF<
zdu=o?BU?&0OAwHN2sj{fz$8~sZ!>`+Bx*uA2Wwz@;C^+**v&Y&O9*BoG3By99zQzj
z?7q;JtMa2@WGN>gALm4*qK<jpw#^hxN^%4-Wm~7rDt58GQTzL8mmSps6_9SGM#I4(
zj^#l)`d3+{Yg%8D_Um<XZMY1)`5&(|;?$P989Sz9h~Zb;D@nW2u)n1e2rx4t1F)+)
zwS}w==3DCCe2y{$eBb!>WQTaq{IVze*~zS@D?QC4euc4UtUh15dUK5b06L0YG6Rn@
zX!;YHk}2@GRd!-I+NYn!i6ePI--J`?^D(SlMxNy*eawk1t>Tvv26xXGUTFI=p)YWD
z{{XV5pTyR(!jY*8te*Jf{wAO{t28oA8U_e(%*Q7*y{nM<64=g?^MMt#VL><mcQtBo
z@mnlGvdPqsQ`V>!VQ{l>6&rBC>rT3t%YaERJLX_Y=Nx)ft8^{~Wv-cbaWdQscW_+o
zmme-iy=_Z#VX+{Z0PKWh<%lQP*I)K1Z0(?pN^FiTp#lCPKJ{`sg|RXdy%dHgfywj(
zxBmdHw_VPNMlW)<t)|0o3^$g^u^i!p9ECsqeruDwpUjgDfT8&VrF5Fb#nrxyw$7{r
zkU%Fq16-}rY(S(Pz;pGjB9}5|6|_wP=NnH^#Yb}ctm7Q~vJv{y#z`xXK_i_0RM*L{
z+sP|0<BV6Nc*}M!k^cZ8NRRv9$ke_dgiEem6Styz{{V1QT2RKL89V?Rlm6+e`m+|)
z=PFd6m#O3KicET=5A12Tf(PP%!lks1OL+&CAXZ`kB>w>Qs>2yN6<)vI{{ZV%?IcM0
zt+4U~;qp{C83UhBYKbiZ?VBDS@jd>BEUPg4N;k?-5r*~7N2Pa~XNc|Y?Bry%3o^*N
zSPlR=8%W1)NE{0Dc_sT^p)J8cyNPUmn6E(aEtKsK+F}v$DRbr#$OCA`di5r_F*M+l
zk<*28Q%WqqZz7X3{Ml&zGJ1Pcwp`uLk=w#do?4a51@-Ic*1DrT!VX}zZrp4i)~U9;
z5>EEsOlfcj-B?5C@;Lm+uREVhBiH78mf_KWMR%3*BMQM~8%H1R)st&vBa#ygXjvN$
zPUD)*hU#5He8z<WgOG#J<B|qDbQP~>ZE%}ej7T>YAdSZdwtH53+=lLXqgb=*Z)(Fi
zB=PBt*5`%n{JnDFTOndTS>xaQ1yk`Jtp<_ere%wBDwbi;VCNpbr}C?w3)f?~*KSm(
z-#ZyHPBHE8UYyjWOPk2&=8rYHo{aOyCe<V61Q5HiR!ISH5D{6kT<u-Su&^T;8L3id
z{x(c{43FzxcBOJMY1%m=c-}YKK?ei1eAVKiXuc!97E+hDSK6$@8OQnkE9kkMq((qj
zYYnG4&MUxtdExu52H~!yiWRn&Lb19(Q|>!`Yrg|E89TF^6G}}j4r3~QWjWjFU5CTX
ztKv9ilLiGVzw4eqTH!6``$X#;L^~7wKjc@X{5H`pZ!hKF8B18o`I2X$9EJLt^sCK#
zHrdBcoVk)mwMg^lY{(>!jBHFF=S=$;lm=FGAar3;G?Ed-pburC8bw{EaDJ;_IVE?g
z>qSXyW>2QZR$(OW8M=^o80p1e>i!l>=Z;CP<t8;dLPj~s_53TaaMEznDbHV&R(;iq
z@v)n)L|lye_2QM}o{Z5qvpJnIKeOq}Z<2hO8a>QC&2ye7j~B@>IP)Xt9<|=f1;wmR
z!XWBSc<N8nu75hg)ik?3ZR19H;hHem2^egSI-HL9rDuDc3ZhEKncv!5O=BdbWH&*S
zjjQtP@1K0*tzsBsjBhdT$2d5_uR_;6F#3L$@>||ZCU&c#h%Vqr{{U$B!RcIt)-nVj
z#zDdU6JCu6c(}HCxP|ZC6WREhbh%QFh|#bLsxUA+5<1knrQOB#mBh0;F(FuO1Y;*S
z$*c&hBsT=AIy>-49_F;x-Qd#hA!5XhxCiT#_|?jkd6bcoZ6=IKuGqDxOGXjKP&}n_
z&5UOl=sEYQI=Z^*bF`2;`HWpd4sc24y$Lkfmc~X5u1cZcagK-iS25#Q5p@VkI3yuf
z+thsR!Td2>(30jNQTI+?fKSMODz#w1OxaSSZ}?SUo~+-UOA_oXa!(!2c28p{KY16K
zzG2QOlT1brT<~fnlrZO-WTc)`E#A3V*q(&0yR96K<0I)wWo<NahS)RLBvq?sj%#L(
z@Umd^=xXdI<x!Eq#bZ*hDk{aua1e4m%{E!_8*CXpDkpt|AY!J|Y{mV`m337o9JgPk
zaiw>5Ty<wf;f)#_n10hbg6eVxI#*BjbxaNXpYxiA(iXOXQGVzgb5=a_w=4pmdL^mT
z9X1&pe?9>pO0yhUY~-43ZV1mAsf405EswehthZ*nA@kr{%5%ZOkMsCc+Cf|v7{z8!
zGd+@jv`PMzp{Aop4_-a1Xe~@+^fhsr3k-8piGE*tuC6i<N|5lJ^IGkyG2C~U7}t(`
zNwM?1N2NqQR-Pq@wmXSi`Wp4bTyVUOyw{ohK)kgcKG0%k0btuC-S*|lttmHhXKNaM
zBhjsFyb*UgDf3nh#Fo#^fC>J8omBX5;msRS@V&kD<%AR62^?>cbHF_?c&YqVtyx}p
zLjD*eW-gDn<;MYs_|_N0{c`HtM~hE|?PCP9`IiLXbM0GNO*<L46w&Lp*0#23vfAD#
zS0D1tLjM3tn6Nd;8=n$_UOB8TQ?jQSrrLP5puAgMR>|#IjyLBjJ<Vk(PQ|Il=Tzi_
zRBj+w1c8I=SAh(pp$*W~MmFb;p0$jX&0@?!=RoIoDV{ObuUg%CfPhc7YFX{P!RSqA
zJ-fjmE010)J2<<VT|EsSH|IF{O-A=64#(s-O!N6vQQWJHFd>KQP9!<!^{Y~3xRNWz
z=YxajO+?%rF9*}LK=ExmlQ`}((x7XecCiQ3HA+I|Wye7@Y@`v9jMWx_;cUkI)ayA=
z4oMz|tw;(@f~TKK6HHp76`ViIB7okag9`(?HP6$EBt#BC&f&=wCB4AO8R^=s62;iB
zjmlB0p4M+0PuC!ow!9ArRy<{XZojQ{5=gBHBDsxz2<Bu~>98J^(}rI8g=g-T(%K}I
zF5OX)`}%!qmZRoa-hHwO0wkCYqx3aHPM&#UHm@Rx!O8>Nd;8XxljlNXVhQPzdsm@j
zj_A*8$(rrm8I_xcKBKi+OS!;MWPIa}f5N9r6i^yM6b`iv^IOG{5|T%Dts-Xb$lga|
z^B!s<{<Ra%T;!T~M)Hff+M~IxIjm>MF{L9sR1Yr|6t^*xh}$&-HhpTYCW(C9p0(Y0
zV$E&i6C;ObT%K#s;sxeaUZjCuo1oY&rIPLC*nG#<v8y{P8d8q8EnmszsZ~-*tQ)w@
zFz_(Pt#q>>Ky%i)-9(niu2m}?5?3<J<`rgTR`<nVUtUdk`&l-kp2D^6B`69JkyRRK
zij~>cwvA5a5{1lLg;>*Y&ov5NvS4Q;-nFhQR#eV%-Emlx+Q^*&t(4P5I9p=DyH*%0
z`BY|nA8Mw_B0kmx8fwa-KqMb7d8f^x9Hq9GcY58>d_yjru9?hj+tRVkv<{)8V}sKM
ztIGk4J7gI5;-$$+Sfv?9RCk&`ja=P`u4KX!!yeVYbE~Y9BCLqv`efIQ$2kWX{HoIG
zQ>Z{BI8&85=}{_4y$vH#rK#(a026ygFgYi+JrX&Td1|Z(&lSq}Z(W|^10BO}j4m5K
zmC#vTTH81g$~Ke5bIL6nrkLB9yuAFltSjBQKPVO5NReH{4;?E9QqqRfM<St2ZU+@M
z);x^WMg>k#)~(%>M#qZExJHYUTS8_siB{ruC_}H!RQ%3q_YCqMTvbj%=DHNLGjT3L
z=v!-?1IF*}{{V=q8%svYN6#3}KiRDCr>GgNjV(-tSl}{zxo)1>{$GtL)M;FBf_fB?
zha_$Qfu3ppT)v;BKI+ILOhMWsn`0{uKs_^6{F%KM@--^0(A_H?AMF7fKaXrkAM*^4
z{{TkITt<PSt>oXm>0Zh4V?-L4itT12II=|l0LR?_09xfOd^;t-F^n4WYSy*lk4l{`
zrgL~Q)tEAoRd4(>mXU6ZWY<!bmuPv-64_5O5P7a;R#(-V@+M(;a^WqU2?zul^!+PT
ziI6Vgf-BEYhh;KuUJ0#x4L<7I7-Pju+HU2=>0_bsc8?aNr!>)kBvF+k*1SUJPnPEC
zhToVR8uqC!?pnygMshJ+r}hIZ?IzAi&0H$-nbeKUZ3jj$l`@XC(A~6pJPj?e*))rQ
zM_QgeK1kFPz+Q7)?z42$NZ36%4UPp7ZgRURwHVmsbqMAAL&`E(u_xZBuAwYkFgUHL
zfFz6(PpBgmopEdlZZdtVx)ZWFWee&xHJlz-KU$e}n1If~p5E1!C9vuSeQLRkgT-rm
zn7CN!W7p$G&y$WZob{`z;$}nzRG|kv9x+^mYIgun8RomIKLp6gl214Y%eVy`;MP?t
za_(Fy+@}64y9K<5Iph<Af_+6Ye-!E$3RR@w^*s;&09)3zU%?m|j_(KEdekv^Lu;S3
zN*PCF?^wF==xC|f$Nt^EApZHcAL7sSrarZJRD&}Bdjs3jx;5~fo__S-O6R;&r$whd
zy1=Xvl#;~clbRt_N!V^SMpe$EE4ECHyVM@FS|u{b8L~k*C(@%x@^X5Lzi%G&WfjuW
zNXcr=Ya4h<F5;XKydF3`>!yoMmrW7R^1MWVS%0Xmdrf03FK&T$Z28B3r#0HzZPhe(
zvx-RLc8yK|<w*5C>xQ#ubrg=@O^PSBOrqe7@mxoZ^q;Xwwk7?{gLG#dJxAeNo*C8C
z0@`_(&m4JdFmgJN&bkd}O^;gAS~ca@=Z%2xSwXZqvARBclGa6VyH6&&zYE*_o)F|<
z;-{0tu3IKPMOcEu;sLc(fm&6q&a89Bmn$`7m*pUywaRL`aGbjwbgh{oxz9POvsv6o
z2mqSK9_zVoH$2}`v@uFT(=Du|WG(4ktezg0X$dGzK0gl1fPk3IcPv7-r#qzYp~FHN
zJGIZPbXuefHHtcpam`*n7L&}~u-1?EG|g?WuTCpD)lXvMP1{qKw;OHa8R)CW;a-&b
zfVt2inGfHOk8aqnIhh1=JR@*qa=kl>==2tz>e;L?Q(~4<M_ix&y>rsPGdi&KBBqmP
zLE)>IFV<@bn2#?7JyiEKCDOK=dgfxHMI!}zN*lk{xXBvxLe^GS+=WjM*@bnN(aEja
z!+NtLvJIpTm_NwYlaDlYJEawSg`}|C-(6krk)Ch>R_M5`I~fe1vmcZkWQu|_qiI&?
z@?2ZU>-U|c4bPyYUlv*2$1Sy$v&vm|hrm={eD$oMLfW$)PR6Vj(TMJ4Ndi9B!w!qb
z`8DUdQ7~J)#F-?Ki6n9{U95I8zLdgAn;83x!nd*Y%~5NlnH6kpqQP91#shZ8xvqyB
zna-PT_c`^meMn0!!})P1RVNJJhhbc%uX7q)J-iAPW8r}HJ*%_5-D3sRw^8{w3&|PC
zBigy08%maD`%{JUOL?R}Oy|8dqcEup6*TQ`?@zddva^`FE<S3|)O8J4U%p$DX(T|X
zk1`wpJxToQLgM#MgHva@iaS}DW!2jp`u;U$<HUCM0T5}~4!KA2Ne(@U>qMj|&Q`N$
zJ$(yLqYG#!if^;Gn%iS4Na#wF)Kz;M1h`eSeX8w;3!lC#T5Vd^D4O-O%)v1!DU4$o
z?Z-n*T_(d<Lw%r4B3(p7$z?NTh#dT<ztV>$(FzGNr;zq+EUc8raL49izc|U^MtXG4
zYQ4R+^@aSBTwTcWDB;n`>)yJJQGERoHE2Lv%R;4_yDo5Z>x`PGXAOsnRfV*o*HDX=
zO#H9LGfI?`+$zP#L{*CB(s-`oxJ<<>=L|Un_aBcm-7eN0JQ-($=LD|jQ;(?a(xTJs
zH|p}qHuUl&{{U83JvhOxwm`3Lu&9pVZXHQX;{|coJvvu4Ni^NIG>kekkJ0UQDYaH5
z6&4^)=?4W*LB({cgu+5d=_+6_2a3zr?+%}=#csGnWDO*7wnk3_AC)bPpJ=`E5u9)X
zJYb%k&#gateuTJK>4HUVr^y>P%;WFpkbOmS?d5OVHRQ}aRDt?c`Qw#NAyGaL0JsP8
z&U09rjok2)8|m^!{{ZbN>FdoXsYU21B|e8+4u_<TC2qvm7ejV7LisuC&U#i{u)rm0
zA%f-=QJk~xB>okPrFfZaZjefj5FBjI(0yywL^?(OmmSnMF|2Md4&Zt8`quJ`lF-83
zuFT<J))py#buHK|oC>vbe<neJqmDDsxyL=lXzCssx)I4RP4NM^9CAm}u^Q~dZX;+L
zXz9H(kFOQUC|T-_(@ktgB-2WA^KKvPj0$8^m`kv7BLkrBY3EV0ka=Pikoqd0=~gyJ
zm6A&~8@ggnN8wYjD-}$6mKfg~h~DGSdRATC<HLOo#zc%5l~)-64{F*8V{<F{Qp}PQ
zf=&o0(x_kP#Uwc)$Q&y+-{)5uSbA8NPZQo;<>p92jBao_bLs6;Tx&W@sk_|al?m9$
zK?l$thO(Z~W9I1X$3-10Hu6Yi7!vM4aHzGas>1Ht78d;KGd#?@6DXl~X9BWy6Z^t)
zGDtc6YeLlwaWlH@R_FXH8u`4!c{_8-9)h-}?<6Vw0wc3AV~k_BdVRF>!0us`r_6JT
zu3-_z%^SY#WDNDETQfG|zyeQd^%>)uYph=&%RDcS@5B%EtFv6K*M{0@QYhwIg(?vM
z$RLCKg<>)JYe9i+BrZS<;FF%5wJB&gvoy%LQMh%jpAQxLWyINE+}pbjd!7gLsy6z3
zw=*gx@(IRN6J3R#o#Fi=DI>d<>U)P(^B^N`Mo9yXG5FRMDy5>_+MO4>EnE09^HG91
zETp$c5ds&HkIcYio(HL}yG^^c@V=K7lbC0?1a9)%C;5L`;ja8#RL5-_{hHTl0vL`@
zYz&IIVQ|2CsbwDQlBVZAopz7wT$LeGYu-8|QV@RW*b9wETToS1B5WKdKt0>~3enR%
zH66QomogT8#DF;9oc{oxwTBOjF5!$MR+fu_jyF^P0O2syJ6l_S<JHRORKAB)aTNNq
zwOAvLJ&4S!ob6r)X*`tA4*Yx975@MUhNJ%gJS~6m>VoITcNUQuE<VE&j&jUKew8Z^
zP`|8F=*$lt>t08QUNy2ZDL{d@4DrW4l)etu(rsj{%NEhZWmsj2IKUlxS0$|Y{ykSw
zo_4oo41QgNe{>A<&uVsq;=L0^)uFwL$;^X~-gHd&2d#RRe#eyIZXVZ}pFuU0YzW@N
zBd{41;RJgC^BukOTy%anmQ+_udv;bC1WI}RDPr+;%BJ74!g~Jz8TI;CnCMiw-SvuH
z&dFj_2Wz<eYs-E!tj(v{Dzmy0ScA_a-|?=A{AV<1UG1P%9Z8Y6{VUEqf8(odabUEK
zS1>acc-wN4aavKMILhpbm8r@$M+Ii{+B;4GLc9Wc=Do+@{IcEX*S8Nei<v@?%O<=U
z=IBi01eG4W>(Ra)d_jjo(~gxjykN;8b(NfeN#hmQh>WERBbtkhWp;b4{$|h;>Qy~@
z1IOi3M(p5`aUj9zf%sP${{RW3g@b*HB0%H!hx{oc@r<#6KE)Bh!2Rjz+qHTB09T)5
zvEnIrJAA+V_ixIOJ;n}ZUc7vj#s2`pYd8G(#s2_*Pxw;*0K#h~f8)VF@9+NrT9>e?
z*h;-F=V!isxH3lHSpNX}^-|{2TZaxMiZ%lPi2nfk^~?VN!fO8j^WeYt_x}K`OaA}~
ztN#GdKmPzC{{Z!=Iuq<ywx!&5rKRd{UA4un>5;zikIHNxp}_{S<?&vj0rDibj7^=n
zXz*9uiqii8gw=>3>F1wGhxk@@p|9KB!61DM$mDSU0B8h*_|}l6C8JsyRI3N@$l0~K
zeOk&-vxG8~Af$2+F;A`t=kTvNmg82io>*VcjhaR!UOW~#>(Z~RGtT~HoD!qtl!tgO
z0Ox`aKc!H$@dm37r8Lr9eW8~FY`NnD93G;&VNaK2bGoW-&DgP}i<{j^Be?TbN)fxu
z><)daH^-KX8u{B!OwI?(gM+n)*Qu`R&&C>U!X$It2yPoE$+;VG?Z2Tl&UpS7ytVT!
z?WSM~vD%qmx<^sRKs(V1zi6+atAu@<v$^HlSN?gmIY1k*q;cMrw+7@d{q@qCU;W>}
z*QF-8P6#HXu0At`sr;FlK2<!`M0_yDcr~|eI>-k(Jq>ZxlZw#mMK~;O0o*|1wV{Y4
zSnhevNVx98pq}MoMs3(1&bZv1<XTo4aFS29ID;`fVQZxD_L+AC@W@a!0C&L0*14@R
z?PIxDnRhQ;y)#~mrfPBA#)yz?9RSERQoM9Frn;IhHW(oL#Bj9>2X`gAbg33IxujwP
zcJ`|NWBI3HKb3RTXG9Be<wzLksi`L=p)u!{#a1l%+z(E)s?9U0BOLZMFjr+s=t(;W
z)+o>Ls2|q0EEpRyMRT_jnWyQ2n%K6?R&k&wJxz2)7)aK)b0UK1Mm>AgwK+WEv+bng
z6?I$X>sliw1BE<e>s+skd>d=xG+T)A4xtj^CLPD2_Nrbd@rJG8?PtjrP_?6|Xx!&5
z>NDyNYck8?WyF{9i_3VD*qkwsJBPh(8dF~MOr=sE3pu;%E87nbUPXHgB$4jPJq|`V
zKT%Y)h$4%^kY0Jm&UuP#E7*4iyHAK3g_Qmex|-VNIRuWVn@?T%Kc*VFTYDW!)56vs
zVsEf;WM7nKHgEC8bW?YFn9W%Zw!gTAgGV!=>{YQ-UTZhkNU3o#kS{_&&1G-L^r_NC
zlx;j3*+o4JoSM|qgTz{mrqdndsuXYu$j8#PQ^$I<0rNwjP@QX+*jJ9=(^!blp!B5a
zr@94E^k;Ez;^S}!+BFGn+;sxn5&45!vG|`zHp;T!?vQnFDTaRxSDFX+>(kKGgK-?z
zQp3TUM!eD8&*BX$ckb_0{{X-ke@dFqU$Kx7ZsP|y!(?W>>BdRV=|Z1c%2-Giu`)ek
zJxaz<0J?y;`{I)B*4E-8#ncnXIpVzH(?rzoQ_i=wc8v6LKnL@yN5gvRr^^w+?6VK?
ztp2YZu3E1y$6X6~IgMpWcJ~caBj6Tpx#ON|%cWVZZW=k2;+0MaCz`bmt$zys?&e$$
z+p|=#uXMrUS5$g}&%AugxO(@h@<)PRCdf6)X+A3ni0^WL>8g&OTI+4(j^He?I=T_T
zQ=Td(PEp*b)Qq+w^W6py6_>3}e%A=c%jGE^_0SmNmA1N!`ijid;*JRvDkHYsWyVe`
zTsyR`MQv4#+gk}IZRoqb^I9?6n^T!s1CE6A`Br3_quVKpHws30Lx3uz8k)m5n=V@%
z=ia>)cCK+*C#k8geWK3JIiF&O`>O4a)2Tm|bB6PJZotpCPu8hw`qkF0b-rgf94h(>
zZk-L)<m+z)Z6mip2T#VWXs;q<ucS-qbgT0|Po_K67n+RME9I!d4uN~ud87Cy(%KZ4
zRc|t8!+A>F0qAPxt7f-0?`>;g03kqDD}-OBD;Z)UnWCcFJjw(hWsg5jl`+5>Cbl&n
z3~D-kvdqYjk@E!TzQZ^sxof+UGan%Ltz$lIjNCbQH0&n{e-R%)%s2+UR>t5(Y_dtm
zOaopcYk1c4EQ9z@O4hjXP4v+O^R}<GO-S<&5>Y)~<5q@QLNll*wrP`Dt;(s40tYqY
zLshz#aD3-1c<Wxf;mN<^UX3K1wy5t|&K#=did@ddcA=&11hB<nOJ;YF0XVMSc8c<1
zp#c9t0Kb%q&AzewH#>hC&zi$=Frl(gGVDb(i&cHR5<O`zE`llN70z7UoyEg+HF1*@
zNh=n$JDX^y`GCpkT+Pgi^07>Tntk=>+9eEo41H>gJ}aUu#jQ(GT}ucmufggKM=Z|&
z05dTs>s7<^O7a!}dR1s5MRE^XlYe4rC<+((n;89S_5Hr<add+qU^Xc^*f~oYW~(KH
z*;AD~GM?hE+Uq3UZQtd>TRirzSWE9t^A0-FdW~Hkn`h&QA)m`|;ymCU*sjLj@+<3Q
zkr*<t>s|=5IX!u=P4I@Kji(}Kl^7%5x#twMM(}rfo7dJ#%6?Jxu2T0+cUH$^oO@Sk
z_LOi`@O|oq%nKpP@mVR^nsVIW<+Y9_&r&NsRF9HRJ%x3*x?(hh@H1GqdPzcXrw5^}
z<511O#!%{Vrxl}PD{leY3dfVvgTef|{uQ4(ylhmA;-;~b8C4hp3Bb=|Q&N8DLKbIC
z=^V2oToqGtp(W2bZs+>`H5b|s{QD2ekt7n>#~g}xM>xl~KjT{e0A#rT0G<o^*8;6=
z4#!IRo$rl;9c~cEpR+Iigw@Ne<9-0G?;oG|s32Y2PuW!e0OQYGr_LA=&TE>t@fmdG
z?xOIxR^uGg9`ZQO7-E?M?qj%M=BATQj&O2$tc@=0AiRKpb5nh?FoOe%i~A`80p5_=
zfq{@f>M4cfPxg_wJ7`OVkY^mz-q}(mDBG8{SAQ-znU}3Ah2G>kt=Nvi!tlp|Toudi
zB=6jFzz6!*NvzBaF@SJSCnCAI23#>Y^dWFR3hJb-8<5?~Zy6(#$8b6P>Wt90AxnKo
z&1^hO=KvDNpdD%k(=VhyC9Lg{#@NZNRDs08l05O&sYw>!O4^>;ljM;MZJc0?bNJSD
z@#8rh*3prSqE)tweavf&<$%YpHSP@-#6(ey0bWJn+f#L~S;e<-GK~EJ$**XdHOING
zTuaodOG7?o+L_}fk_%!}J&i2(((NQ<kxhb0)s<avGhC*Zw&j6hM_g79i?k)Z(Is?W
z-&_9i5Az?Dbj>Hp!*f-h{t|{MNarBuy*Nq5riR+to*5GS+|`&{%a~`UuS&PB*bOsT
znguzGozb6FJt~<S*P%EatJF^F=Pj(w7{ZAL6^gf9b6u8;sUjxVl@t<Az%zn6=h%wk
ztmgzDFrSm59lh&!PQsNeN`~OD>4WG#wa-;(by0eqwYjr~{jMKjl1JnNoO9GyabYIt
zmpw=ZyrNraZ0?{-awTVSGRNlR4!)J>x*StNi{?3Ez+@iB+PPQ6bW7pXlT)`?E=#J9
zE>1_+y;0bt{n1?=?XaHBff+0F3g_gKG|Km)YRtwgg~WX@58+H$(41gZ8=LU6?2H!m
zscqz$@CsC1cP#yxQ=AG_g%4p<#us4Tc{K@8ti(4I$8lB^Cm0kmK@t+!;ADzn-HfTn
zy>t4##J+5HsK+xfT<4(g`cSnKb~)+oC$^IEN5JzZXBgldp4FWWp>bt(=fvAtdwP$0
zzjb=X=4*NK$g(hB_C|VDF%(7KMFKzuLY^~TojUZKE!7@0=~Y#9W})$Q#oDULX%Xq2
z*gY#=-c2)9wr@7w6!di%T>e$bs4W<8C`XpZ9Atac&u-A|W*@t7aDJ6FIX#~`Ry%3p
zYeKIi-O<n+Uk=(Vp=`X#Puwp1fUK)+S*@<xKPVyw;1S5DX+=fsQMTQTag)?$uWA}u
zX$!7KDsb)<mgbm@Wm-*g7j<76Tj~0GH<nC}3Zkz}`uYmzbk7+tp0PYKDCnh5?0y}q
zLfcOg#$ui@@t&cF2DrUa$!s<G?Vyt)G76G@?nZI=RaB?SO&naRUqiOkB%4u=QtRdf
zjhGIsM_<OPX{=(>B)I?<1LX(1e}!cDc6lSzBfEQo8C&<P?Z)2!0OV3?TG~Zu659lQ
zpvjDI7jZbOS-j=Vt1>NYF0XY3ytwja4*Q*a<s|xyX1xns)L@&zlff;s?!fZf%RedO
z2Ds~uH7>1|TT`|d-pVt`X7;4hu60ck-I&iJusATu^CPY~rqYw&V=ilHV@Jb5F0HO~
z>xD*H6fj=+Bm6~Wn|bt2SUs?1XrG>Ok=C?ezS7<ys#@B~YjlhR(V-$D4^ll3wQkP@
z8nj|W^4O8ezZ<IwHwOI8<7uroM0OLwbEjNdTrl$H8&Bg{ULVr0^zRWzEYQgcsUR~9
z1|Gjk+WyX#*e8<!44t=vD?%H|%sx%^qZn9VoNiytR&l7}T&bpT`i`mP>(`PiY>G>Q
zdLNv6)~%J!@GcChw!^Er;FIZ5c&9{~Qv}wzmcc+DC*F_i?e9%(D)Q(N6btryWeXT%
zjqQ$c{xx<}R}#AThTLj8c)6Bwr<;dn#`zeJ$a+#kt<IN9?faWGY&2+~CVOYrhtaiL
zj4Y8u5)MvWR+g3F$WkNr+kr74pDB1;<Bxj2TPqUeuehEq)NHjaGSBS667W6?rvyii
zbB}yhRhF$0vy#^B+Iw{yRi)*Xy;s_&y0wn-ac^&A>$O6XgedpO?rOR4ex!=c6o@<R
zCz=(b8(f>anD@IDGoRuI{{YurKZbQV?X9C`4C<qdaf;@q(e9v?R_KA21CEu{n+u&c
zM_b>K?No&>gYNog+qP*+qFXzOtGk{4m*VSbV=-LjF591h`PNRaWEw`fv73AZ<g8>J
zzx`_BQ&Lu&aKYmP=Bv=^62`(rW>)M~swUM%W+>?HSh$w%F^he<Jd@DWaok?WjFX4k
z*scz0XV&GGGLkky>y;njQ7zbJ0dbOe0eaR>k_)mOuWj?9N!PHZO>--*_ebbSE-Rz5
z)8v{zHtTdr*d7V@`c<o)15doQ^1Sz7Gl1Q3RIu%d$n(psR@sk~>KJ`-in6mo93#n8
zQH=09{cBR|!DmQf%3+=_yd-Wp^v7z))FO?eA|k|r$pe8}Iz5Yw8(hUpsmz(&*!mjJ
zl><Q`TsO<tH59R2Z6|3eJNwmmW|kX-Yz&46YmBM-k4oB{EY_woZKhc+h^nR6fsVBu
zuxEr7=bUhBV@vS%tE(0;*v1fbm4?LpGAioFqUo!dBsZ5Jk>slFKu2R<i>c8w&h~xG
zn@ukN08nuqtP)B~1si!8`qxM_3w<Ws$*bL~I*sDV8Fy#j)A6WoyjQ4C0D{ydj38rW
zxWUJ!f5NLlq+K%^ZsTZ?$Zwqd>^(sKrjxteT+xo&lAS{4_0rEuw-)=@ZAbxWAL`wI
zD!*l=LusG3<>nHQ_UXVF{`2?k(yn>Y#Q?Xofi0m2ki5H}R&J;1P=)|tU;)@v+p#jJ
z-ujh7>3`ZT*3S$xGk>d(1P`Wa=rVN|PJ8yKNd)HuKT3>4067sRew0{;CONFprt^%A
z=4U&qU>#6{aK%XHBQ+lCV_d|ohLr*IECo9PZR}E(=S_+xG2Pmk2SqYtC-bfoRn(=v
zxy*qV%gTU<Bl*{Fd#7oa=;6{3>^}OC4RG4Fn<kxcu#nNQI~yS6Qn9^0UznO_o%WL?
z5TvYwJ6W;#^{DP{9_I0+Xx1|1e5f!fmRAXFF_GX&xZpoPYopLKHn^By-LIAdZb-n!
zd*|szjbzf*oeqr(Nu<I_h_Z|vMUUrKE){L<-c5|)4punE<5hJV>#JlBZ)@kM9FW|P
z!muC4k|Py+APDLU8Z3@voV7+yrGAXgZLV(DCz#!^0Q~D5wrfjN)gjcRGX0mzm;1`q
zmrBP>Rgmn{qhK5i;1kxPpmnEWw>>)2(@(dK0~D~cs*JNra!xwqHLNbA3^y=kV~ob6
z^Y7_gUWMV<X0=<J%sRNrDxRNQS50YcZDSFR-2y4++|#kiG?UP}`h*d=Mv#UbM$`Tj
zl3#$J!lq^??t{1a)Mfn*8;vUw%u5yQu0U&dL7quqf03s&lM|Jc0q9pX0elWlG4DW>
z9*hsr(aM9Eu(DidnUstl;qO3_<a6gK{{Vo0_3E#e8RVcf6TPf$wZIMOw3<0b%*_>+
z<PK$w_CF{80A8!!z4VT*!U>Th*c7h9gX%x6R}E;)6a^)?0|uOvTA(VdgFF#Z;)_y}
z*r#%q?|44XI=ZTIvND2B264^}U9i`6Eh$VE(=x<3Fg|wvT}4LUWd|_H6eqb<UPV)y
zV>F8syppJV`K8wce>_rg=`Bl)?W}Yx>YDC_sX9k@q7;~8e6ctV-FyBW>o>$Ungn_T
zSDIX(zG;FqQb<dvAoe4txT!AuKPAE$?dOcTkGNQ6hd9CfYY$McxwlkHt9c^H%I{JG
zdxKJ<mdx2yZR(8p+jtycRf~Lw<%q|n2@U`q1tX6v@##}9dqYKYR7?u}>>P7Xg4o@-
z+>FS*a5=0v=3v7uo_Y%Hd@Ur7cA_ee<9z;D_pBToHAe8WW{#8L+g49HR1F#Xst$Ab
z*7Pt%3k8ZGiaKJXMvNxN@xbT?Dm-j*;N;daZJi3pnrRrW0~~u(A|w(w5>I1LJ3C+x
z{{US&IaIOSMn@c1JoRSq(GQkaQH9{<uG*52865n>ziP~p)VivJ$*nehmc$M_R**(=
zWlhTSV?2|J*b;<A+<56&Htdgj12F)5R*7O?ZgMkQC83kl+_#lkc<t#|QNBTn%eO{U
z#~#=<elkR3aRB{l(G47jk72sIwMZh<X1HIxvqm$uyNq?OG?vnPc{WcI#{U4_bs+v#
z?_OpGK^gX_*d&~kLjI*jYkGB*6|7-8PEx(k3WrLQT)2lzTY&>e`BNeJbB^`Aw%#J}
z{7Yl0O+VN{+9g%<5D#PhE3NUKhHq?BQL~JT`$h$PvGX|e<MS1BN%1@ymYp8M{+a%*
z;(xpkOp)nU>fX|^3Z1>v&ow(sG=VOywJ7c#&K@9}NcYF*SuXB_%t4%W0=<6k!#YLm
zWKC+mZ+Q^yIj(0>@HA1x&1rD^hagGFKHPMwg=mU&S;a+m(qORX+NLg!r6lRtj@3eV
zrL?<f8F0$j#axEodw`-C+DwoDQJ!nA_BnZPp%L>TIOUVnREp(*=Zeu^4(o0>)8zxX
zBoFIQ+~~TUoF-Xq$U)Zx9DQ+E%5d&&7|nDmZXo+onK<cCiAyg*S~_--aj2n@Sz|zO
z3-_p$)K%nMW6bQ1hr+t)NI$dWz-7sgC#dxL*HazFTX#=t;lJS#yW74isEdw(WLB<-
zZi2jX-S2q%#^Vg9`ikPJmE7X@J1N~RStEA;08g;hquX-=vtt3fkH)xNTSi?u*hS`h
z22;rT*JN%mahw{B=gA;99+fofxad^qCV9gbQ?<~k{{U!WwKSbxYZ(HgjimRkrdXns
zhAO0b5t@2f*nyw2#yjvUr`xG3G;@0g7ol%W)J@)UKzw(sZxmimxA4aqBXmO`dgRv4
ztT0C~F-8+0jt5%Pv$f3Lej!jkUofaI>wr&6RAiK|VyZ>8Yn+y!;oVOB32p$kh@ZbP
z#(sjgSHV!7i@I5hb!9l>waK@FPc?T)`Q_%x!1m2WF0FRiSf*r5azVv!D)MGgr4&IQ
zfplwZG{!}4>PY;(YeoxwFHB!9!AK|X90B^*I`g|+7c)DLO!fR}?Qr7+C;)H=_||T1
z?plIJLoCkWyrkTn+d1Z|o1twETur>31Ou&NOLu!5U%PSWH&%A5t_urRp6$Z}!k|BR
z`c$QIwl+2I6aN5YSV<(3Z)f5-TmJy9UR7?=>bIpLLS>dul}9-ys%rYx#;bTYHVGJ2
z2Za@-rt1*+UI8>q9Qum_6t^oDf0?d|Z<T0aKY8kOnva9+w0kJ$zttjyu=}KBxBH{L
za&wz;A@XEqPRvF!K9qtjYsD9`T}cha%b%Ip0!QQ63Z%?K6+K4=wx;C%CS^31$him)
zC*J()pohc~*g>`_NKywC%)%s*z>P^h)oFCu7;bqKdk$)**HJ|?cEiPz!Fnbx$1Ro>
z=~nuZYZ_kl!Eilm#J<Kn;G$3ldg8k+F6vDWOL=3NS|X={+>=;TNv#bbboDIi){`uU
zBOvs}a(C{?#TkGd#Z7mwUtGpWVh6Ws!j@AZ$vMw@aEMKa?l&A7X(XXx+M##mo91IR
zwalza9Ex4w_o~ItYUQ+O;ZJ%_K$Xc-30XG<;+`(9Ez`@%*m|MpYVEl0N6H5#pqL2*
z6YIri?Jn%gaI!NAZQT#yTH1b^E@AUzVxv3()~fj@ZgK!MqiKGTD2=!Pb)`A9v<O9C
zP<=Hb8CN6Nik8yy<4<DIu^xv!Q!Xx}CvwORPh8ati>3R!ht{StZ*tsHXJ4gwwVqKO
z-U0sbHMwiz8(HqWg_sg+%W|(9axw-%6%;bb48l}$7<bJMDU_toWV(zKy&JD;sO*xV
zMg!1~TIICA7cfB`+Li;2;<euG9Eok@4y0j+xUPBLCeXBqH61EBkUVXSjApRmvSL>`
z>`1Mfo4Eu_A~{jJ1b?4HO9i|unS)_mhGiWGbB}!1E~~YT6*S$+Qaz?mopR+%eSK?p
z&u>Tn0KRLSQqkS3F<p)M9Mznk`Rsr1y5^I+H%Ro)9>)`Fw(jf$eV7b?z?!*;ifsTX
z#dQ8Xc-LKkJi!myl!eAm-fH7-H7j^+_lIL4>9u(#s<Qp#IpETYHK8!efCkf?9Mfe8
zm{gYxO=LqP>t?gN{N;l%Z{ZoMjWS0QJ;lsOs=#IN2RsgbwVjPri*pGA3`vr|t!7;r
zRGAT*ry`?k?>|vnXk=ZT3&z`(Pr0pcAxuS{DH{L~LF#+`XtN?p<sCBSc@U(T3fv(-
z-l7(fZwQ%BCn0?*S)MrKDvW%<asgam`evOjqXh5?oQU2$7xx~tTHzf!oc{obCM|!k
zAPk@kV<M~Rx@%p^B$4(f_q+ZT4x@6HTEvgZRwEvyVxxU+;FrrxVR{wnE2mW(A*(ie
z7N2XUX|bzCZyw@#Vlu?l`E?{wjB-7?SDsqyGh9T3$vJl5WZ(npYgXS?GRftXSGfv7
zIO9H<tR-}G#YLSp#1<O7EgjvwQy@6Q4ng$?wRxwE{2FwK+WN>emSp_E@?-x15naZc
zdXuwaMvhQ<jPwV%t(hWAxMjAuP4P;FSx+E?)KN~PqQz30YeU8S5(4Y#GcH0QIr`VB
zEcuAe7-O(C#du#zT|ZycE$(r$2|TjH(>#8BS9$hzoHBVs0DPF^9`&VdWOGF{tcV55
zsBEz3oEoP-WF!W`#zk3{#4!WUMnE~oT>4dJgrl-#0k@A_))pJNSV{z77AGfyDXFKe
z=wi%s+uE<gZ45Tx7|Ss{vFJXP7oToo%RbTxA1|#53f;~-$66?hPlE0u7{c2mJ-|H;
zaS=BjmFtP8{{U%Q+*?Q$)=+-)bszn1zlC`<-K@HG{MM3!B#nxndhekxca@n=Hg_bA
z{Fw><0y=gz(dc%Unw`M4f-xcMjPZ|C^sZrY<Aa0PitY55{=&3V8v}JB<=hdtXRxZN
zu~eR?q`{)u+C>1roh6ViF^;F}TQI$xdt;6vg%};{g0}Gp5JcwUBE$i+uRl{-_V=Y-
zRxOSs<n5E8KGnwCT@Jfl9kM#G$9m-T>ly6jd83bgvFC6+k80VD<<czRjE={xSxE)N
zWh7jy3?0<lQd*fx4Qz0cO=xn=q(6Q-RMKChY77G^c+aIKp>DRb+*&jbBL)q-pxf(J
zmEw*vR0PLGBC+MLwMCh3-QprP1Lf*{Yc=lggldNvC%<~R47S%1m046SGxGY@W!#3}
z1rL}>@7()POJ=&?m9_#!CkG!bWY2LF+NHiZBa!^6E-xf#qcMEjN6*GTO3!PPHmHq{
zETAeo00mTHPcez8oa%QZoF6fc57wP$wWDa(KqTFj8Rfl&a+<Z|@@m(am9S=hoN=0h
z*+WVUj6#ooYkE|jIdfc^i`qw&^h-+#9hIie2Olx*QFxN=5iRX4%94b$Fh45x12xG!
z>M+VkIN*|4{$`-KxMo3+00)vuB-XWRbH|k}4C!IiCCw*xZbW2_gUNDyzgWjPu9C}G
zn8J-ahL7&4kqVRbJu8BTRd^%$IDhY+N&f%}nCr~Esx*v0jzgc*rE;iMkHB@f(vq~1
z=-=9cIG@Xa2|3tVflzxMJ68}qKYb+E63ufAuIx*`^U3_GGvWz8%>=IKPVtq;Dm`ge
z#7ehJ8fF`SB31SG9Vzo-I+Yq!Bk-bh&~*u554l)lI|QS5<x3TX!`m?yuF(#^CMs(!
zX5Ui=E3y_qaI&uidLME1tM(eaS6{f7c$IsH@AUMnrBb5Z6zIZRGBlAAHyyArH+0Xf
zRlSVf#AAtncm@gRD3a3PL^(y6WbHWxhq35uI?&7Zg3=s?I4PWD`_;l}d&W+SPQ|NT
z66eS;E$zH+{1iFo@u+Si*E~BX?;?;u1{H@WPuI0++d&n)k8u<Vhm(=cKAElk9{x*_
zi>BRfGyAr|-SwvNE`2lyNmG03aw)6d>JS$5qlf@;xMrxwu4_<!_A8kgLFDbouHt(Q
zF=klPNQP*n1pJG%kHl4by$04hSt7HzFvTFlTgk~EL*BFY@lMSf@;4ikXd2X-t(MD}
z#CHT75%*;E{A%5kdDaF3{!>TtxjbW<!MD>aVVxp^^6xQYXbcx&>~mUI7Z6-p%^W5C
z<;L{~49DrxrBzB^=-oEsW@hTE9B5kB>Q``bS%=G1tu-gMU*5@<aq{80CbT16K6t{l
z>uw*w>5-qMW9q3a00`i>cyr9LbstgMwx?G9>4T)!tkJa89v}o~_pW(v{cF7NlvbLQ
zO*QFfjImha3{+qoWaFu?DS}oial<M3YkNcS44Qj7s1Ff4winvSPf^cNM5AUa-(#To
zfu!45Ja1~p%9kT+HcF9>{rEKf7AS8t>y0VjY*!HZWc9(v2k<yG%xl`!#<4gKLPHvr
zjRS7RdXjx=wvnzimB5DO!jMMC9S_#Er{+ZVMmC|P-)Y+GX%2<1Ji!`m{yg*}>s_U%
zfv#31N7R?k?y7{SKU&yz)AhUEKT?#cURmVv{{SsU4hQE|q`xv>D4t0c9P$Q0`c?A9
z^fJA*E5CttC9{%WwM6o$ERl@-*zKQM#_)aIl6ZiBqn8n@Zft+6Ju-bOtcS#}ZE^@r
z@qc%B@~W_3=@xf)b6Uh=Yq<l+q;x&;{uI?MLCZq+sr#i=M`maBISrc3vAellQEk~9
zYYd!y+;=r@Lbo@u!{;hQ+=JI|(9}0}az^bM>Z|i{<;J|9%cW}2Ewv)Qx|VGoY%y%U
z(T+3Cb8~5P2;>WVpq_Sv(~2&2^^QSf3KJ5sSCIXBigmQg^Gw1-Y@7q0MMRFeHs#dJ
zhT2%2l2-lS@e$M8=}78qZ{WC9M=`p(k~lay#Z7Z7zM%NV(H7H=gy7Xw&BI4;B!Nco
zH{g&t>sj*q<W)&Umo+VOQPfqId#5OP^3>sR^c7ZJD&`m>mRMv+-1NuHSDta{TX98W
zW)tl2nPyX;v`y=u;a-F4a%w4KifJU4XPxGAmUAm)pMGo6^hb#1lhk&Z4El6?;ShPp
zktDGOW&Z$o`@hbnSuYxG^E^xm`Iu*M{7q99@u2x0VW0YHX?(ta*3JI_e+?X@Io#0S
zP2E&>06*5v{{VfOHfR1?OaB0U)3G-%ZWP`1pCodY`6qC=?!=l%(%}w%(Yua~k|?mq
zFML9l6M0kG%DLnmgPO(EFZ5kVGZ@|}kMXL1I@#4NlJ3-{)5Zr?V22>r4|NJbJ0x<f
zsyZ@^RLbb+r5L?d<Zbe?+SwWF>rE_AT0&_mPLXRu+gj8uRZ=^tJg|6Daz9$mr5y20
z8cgjV@qMq9zHD-NnCHD@>eu>aqW)^dEOKM01D~x{w9v0E;S#ECjPe-ws`1`QX2vv*
z0#S|`qYQsDL7ZTd(58CklBAwzxRs=QZex>ykL6KPG!~Dg6jA~~JgT8qM*wyPm0m|Y
z$lskUt-D=Zq$ogUILYWMtkZOOEEqh738e=rcl7)!lDQI+i6)b64xJQp7-zYW)G%<o
zFVeT+n9UG#8^@pFZna!oNspCN9?ky%)~I~T^>A|&E`IJY$JaGhIOOlCZcB}>P{SjS
zP%;fLPaJ29XJ4XJYjJU(ngBkJO7~Jmh1xNJ+_(aZ5;*E3cGZdce-e>a?bb`ERf|Ho
z>}LRqpqGy6m534Qt|`LdjzNU(9YA1ed0XmIX>=}|1rqsQYAbtPV19Y3<TO!FB26wM
z9RB%R@&=-7hblmcf$f}BanEtPGJsdnS0C1wB)gWS8*DW%7C<w7a~C5!nFr(2uG`4}
z0P@RId3%C(wO2DMF4lpH<Dpt&7*ath+YsPjFkW$0$jRqAD}8fQi8h<4<paEy=zpbV
z_@`F9)O6TlxG^+qC~Pc2PV64ysvCgHRibhaVzr;Bd0%Hxkd!-zBx8&k&T+JEX-cDV
zNXtC89V)D|Vp6?+ovKTT{IuX?lZt(dd6Fnys(R&z6@t@NdI?`a(OF39vUx{g9jji#
z;jJG5Sx2$OYFI;L(YM-5J0C?LR{H4{Q$PraV2(Jc_NkgWcGVT4*UXV)YN;Oeay!!L
zw1qh8L998nSB`JpjHxFCntExIC(pbmxHX+lTU`|f@2Rr#D+9MU$6AU%EnP`I`OQ#9
zxrKu7+$z-47dsUIJ<W33?CQOdelo1vhhfE8xR(~=>5tB++ky}(_c=6NO_A2LO2%#6
zTRi=zcQvSvPdVnZEf@@%zLJJqhQ(Q%*wVI_1Y;wSS}f^?Bz@NAvuw(+IVGFlwOx(&
zhY~ueV~}czWrRM9^r+=`UO+rk)JezAr|_pp`%?spIc|k}F^e~v2p@QMu4}}e8NImF
zqSkb2)+^K>yiDLp{(I)P#yr4qMND4<ty~+3rjyv^^xqoVJl|r~L9xAGm4t%|PqD2#
z-Fr>5w0o0#3#b_ZToQe%zP+Jo`r040!aUVdBbXdA{yoRFdB&fiSbuCjpQ=qPOs5D_
z7-OGP?OLe9TK)!3bB>6D8DCiOIiA`LzI6M-fx?XUu7dU^@aC}<^^1R_Ir)$to}=kq
z6@`wUq{PwLTkR*S9$CJm)=!Ak-NzlgF$cMJ;~hYz>Z!D&u$3ni+>Q9Pbd)Qh{o4Ug
zn{1JjjHw)h(AN!VcQvb+Cj}V}3ZCBe(OGIfVinIg>FZoGPBPT)gHn!$7Pp|H19xZ&
z;QYz{6zwBcl?-;bF=K$SxE+0sbP|s>4;TzNUs~p;jqImqh#xCC$6d9etIrNuZf5Cn
z&zdJq4a3GsSL3ECNuY-C2@%W}OZQ!P{12$CdrSE47n}(((DXHB?tVoWA(yYAtRmc9
znY@ygqolamD#LYzm!NOqZ=t1l)rcfA<DnH^OY3RlXl_u+8SWP(R1v+!n|z5R_SoPt
z`IqVIT5@x0W~XOj{(P`G$*XX%WI5;3sHD+cz+5=V{{U*1Ey_t=MN}2E2{h4UyF)P`
zoCC+TJ??H^M1~h5a^#Hv04j?uCKuFnsZ8cL{G<#YZc7FVIPIK%m9;(0W?zcV=2Xui
zK<9De^Qsfv$|NWXDvsk75x$jUV=m?gjEAc4YaPbO?j#8b`HCsW=4(?n>=4}ftXeS4
z1AX@76YM{&TQW(zXpE9NvGw+-Vv^AjOj$?}bDrRRJ5?Q1#yVb^5nFO+nD#@AeM!w0
zxVeXGTIcqCyJU|yA9cE)dh?x2R=U-$H%j2`=m$ll)b)F<X5hSywQ_rt$Jf1AMF^lM
z;8yT~jOIQ#);>VVJy`Xw-@;x8pIu>fd7FDB{vt5V^z^D84e;^SFND(!TEuxL_>ZM_
z9x(BZzK?3UR+j7Ls^fATh=;$aqNLx$5QI9i4;OfcPtYunhqO4BAO<cZUQg59`q!Ao
z{$bBjYOU4Omok=SW@b5NW0Fs)sjXZ0$UQ2dq7<FkziWtN3cY%<^{X+4Zu}nARt5#h
z_Nyx}Ozj++&QiNAM#X!SD*0Y9RkA=J<a=hOci$#h)i;!uCnqHGO$oaa)}_b>@)Qoe
zs(nvHTWfTj+$xsiX&ve<AQreET0BpFlg}JTbL9dL)|WK7xlw$pm9q{@d9l1M<n>-^
zAg8@a9m6lnleG1%TPt;*Gb`c8Kn-Z;WvP;idl^DJ)tho-IQ6cA-rm__W@zKbPE=Jp
zt2kthnk+`$MmidwYMzDrJ8DNI!b2DZg5+~q)821z5Ry7nMhRq@yxA~EtvM~DS5v*Z
ziapdxw{NDiz@}+7oOBgV;xQO#rR)3+>sLj~5IN~k-bgMXVB}zP(y~)`HE~ukt|O8X
z4(-7A6<El`^{HXsG~yuqcFkV?%{bg-UOlU4B@;eY$nET|3K^LgDC#@o)~q~H;3}gj
z?8lI5Ww>~-8NE5FrMN;>P!i3?+;HCDR!(l_iYb*Lw`O7nGyJQd(t(U`Vq2kMjOUD2
zGM0*X<r%>s99FN|{IKz}Y)JAqsQ1U?*0HHJ^hWfcmZrtXvAnimk-S8F&y%0Vs={*=
z=Qto_C_O3*827V{`?to*r|J$rT87>^yv@;t-Sd7tS23}A-s&k-Cp)9TBiA*jzfJ!6
z{ObZphMOx&>PdLRpwDtC-hIFKKb0Jz%zAglOV+jVO|pW&HIg1j`)^!CGsP^b?a5L|
z2cXYd-T2ulPa0XMKl2Ym{{WFBt_B;Ty~wVLl=W=Rgre1%+HOmwD>)@d1A~G9JXFb{
z*xg(i=V_*LMg)(QU!vm`%E73zu*+9Nrs_bDGf^1W(xQ#DItyJI-Vg*qlwg1qfCuSY
z2@3gZ8)s-6c<4oE+Fh%G&1fv^j<wSmMWcnu+>tbE2_tkU*pOkl$^Cj$U%|Rn)CMUH
z&ccBX*>Ff6yj6&18S7fM?h1oVQ;O&%Cd>!;d!aj*KWYSkG9~T#R1<tR&?EytYZ&Q?
zzxvhKZsMbnuqydbb2E%zhk6t&tfK7f&J@p)`0-DZ!&-g3!dT3}s^BjEKP*>IBLFKZ
z?qP<gl{mhG_L4^~EMT#i`FqbK<=C3pvYnmAPeIzUuAg+KrL%IR9oXif(}!Z!N{^|g
zd@ZJ3UbXA_%PX*U^5noI3}+avHPN)_qT4L<ARWYj5`MU>`;AmuKwXcvdRH~6c(OZ2
z89rphcjs@=Q?xr19&Ot?dz%jrM`B^~W<=^)UkrK9bB=2Y>iff*Txz7w6$v4CoW6Ze
zQ(SJL<0)7iWV?4b$of}0b$hvHDw|qXKY8#^=4pF7^dCBo=dD=lx*hJ-Q!Hw{;oCot
zO1~$BbRA|EVRdj-&h{`(w?BqDSC(mZ+Whi>mu3Jtz$c%k0j~c5MYgyS2K#j8K)56k
zxeuur86T}zuv>{$xu;|B_e!*xWP(fS0*okm@}u7X4r&co;kJvZTnX;sx)Onn$u2YX
z<C@;F)@6d>ZS@d}&B9zq_aFV?{cEE~+&-f}g-5W~>6YqrvF4V43%oLyDY<WPo<D!k
z{#Cla47@x#{js^v%{G6fb#hxrBW~IQ4&#cK7^{RD(nLA+M;reD3ctgf!+~}PIUm38
z`BsSVR*<ToeV}b1gXRqJ_*X?mQ-ohZDw17Hp`cm_e4`}$edOo)Q{=I=w1m4!APPIZ
zT%K<zU;<jO?|0m(M`MplJ(O*9g(~t|T*}lI$52vbmPHuB*xN}Tm1E6qrQ6D07)wcv
z7Iw~R-OiUNe8%4|y=PqM_b8;U8``<22KpTCw8$QK(ZCVMo`>Wd_4NAHn>$!1+#I+J
za#S1)_CCh2C23Y{Fd&28wRHQitT!AU^rH)ILajcm(;gqNjkm9w8@UgHe@a-qH>EUZ
zYRS9}r|16w>r<q?ia57CiU9Yldu@0N){}q9o}SgOEPD^zJL=ArJ_>k7@mA_pzw;&=
z+ZPxaJ#ocIehBzIS37UO?oH4C09w1<GF6*Nvz1TE@S_9u7304dJa=(#cD^0b?)<V7
zH;o@&dM0~%n!6*mlw~($a^5A2z@8t~-%hu-zSNx$&m?z&RY#_A$*zOKJ`(tM;}hjT
zbx5w`UC#u!9FL*K2(KQBHlB1v`|iLld*{}@U*XU8r-D3SwpzxV@WFeCy!K3mKf*(F
z!T$gXO4mDTQA!tYQ@H;Cg&pAk08K;x00Mvd)lTE!w}dTb-74RUayfssaHrpnmFk(#
zAn{xe#Z6VMygr(IFZ12D*TLst89$#&Q<8*Sna4&Ft2GpHTK9qe9B9A0SHHQOf6FMY
zf&BQa-50~Z4)qIx1>72yn=!((-GZm_#}$NQ3IXa5t#zIb@MPX0y^ec`ifPE(orwPc
zS&!i#)YqL1ROeFBN3~Z0MwJ`XXH^HmPX)~q%>(KTj6POdtb#tct1)~Q@T4!fTTuu8
zzJL1F=nz32v<VbSsTwF%P%r?g1$u4??s#0!qd2AbUE$FOkl$>0`v;pi{VJ#YDnARw
zCz_)7f2p4&{*~wlftsr<fT_htvVz$bs!i_BA-)@UdA>p}!k)js$MmiPP}6Mm{YvHw
z7LlPz3ZX5NUe7Z-MBxq?j12V6ahCoBw?=2X)FqLal6D|oPuDfeh@m!;q>kJ*N@=%M
zoFYXV%6#J~Tx|-HZO7?Ja<&#lw%bkiwZRe_jo<_AjC8K^PVlTYG0$@?y4_xHA{BFm
z#&{>UzH5Tk?Cvae87<~jGZ)Kj>Ca4lb>~i%N=ouQN=}7YH54qGeXYXgG?ko;;PyT7
zipY+_6ue1-TuH_l2f@d$O6@ewDW{#S_cAmw?silxSB^ldX{Fp;JEOpnO##W6FAk%F
z$AA94Dr%!wv2%1(xlUwh8f;R1zT8O+@(w|L*dv3GM+Y@iP=OQ~*#7jK4TFXrgm<mr
zliJ-&aN%Wyw%Ma2aet@1Nfm{>_D>|3RdbLDKdog_Q;e?7VNR8;W02FdSanO~jwLGW
ze(Jt6>^(pF)vc*`C|l{J<CZtRQW+p8aFKZgXB-;Y(BDI~zI%(8hD)V?+@P0e7&zyT
z%DT7~&sm&FGsP1xD;jWqneIB*eF<G^_47FE!YSz;JDydgX*L>_;k1!ux49qk#z_DJ
z-z0PRRh>h^x^uY>WGENq+V~*;T-Q^p>Groaep@JOcx5XVK2}0{5W}42xv@3&ks>aj
z!tU8m7a?<xX9KsrXI6Lq8~2N+N;}Rv5nFg(RtX-O*Mlbv?KjGwr57F&+UM;Wh0Vl^
zz;8DIe~oqV>x^{IkVA(bE5-M5>MI^u7ET!OPb3QGo-%6D=JhFIAuV}Pi*KdF6w3^^
za$&j>*&u#g)!W|<SldXqQCv>a4m`5?3_IX<qWkR9-5=dWxkt+@Dchde^s0B#T}J0p
z2+!rN%bRoQ{q^<!wb2T-CH9Dx9-7ybwKkn-<h*V~Kf;@ieZlmsS@gFB)hD_zIpr2?
zALYoc>lasp?N;JBQI|MwLucEyQERDH#j-Bq!*=p86nj)gwO1=PZ1B`nZlZDbw%=f%
za{Shy?K$M3_o(z}Wxi)^%)4Ct!=n%J&2)3=(#htmg?31!Hb!@U_38GO@matliEssP
zJYrC?+~!zS&ZM>|$z=>rg3X+FZl<njdR4vdxnXZ8VH}g9HrB@k)q98oU3rXhPw86T
z9ojrer*2{hxsM+I05GiMR!&P&XG$(Dv~}Js@NSi&=r<RZo`0Jf<#)-E{Hw?tR=NkO
zf8RCq2gDJd310sIxNGMI9M`!SHhkpi#`_n4wXTmspZCo;YIk_fQ~vp?F|RdXuNA73
zF>yw&kvzAz8z#m*hAX<Y@YRIKrTpBVNB;opR}bOjA8a35^*a^)+Wjjz&Gar1i`@>e
z@FtCLGa$J9B*j$m7lU-IGf$FxZ#+7TjnZUSXQZ#lYLAQ~Eu>04t0z)O*V#hb9!G6#
zlS{Glk7HWV{5sHe1~SbZz;@*9mjgeQSF(hQoY!xsE+QXFQK>0zHBCojA5Qo?;Y+Of
zi+#tW`2Lk<{{Y~(gsrUPk~P2Fsz}Yp{{UlMwvYT(p{b1N^8Wz3YOd^6kDI3Oc9|T^
zpihDS08Kyo)uE^O3q`sk%ojg|xc-&7sKd5q`qjN0aw{0rlY5TCto|M75yH@gx+>!g
zeDj=sRjm)fUkJ+>Vz=2m{{Y9w{{ULGt;P!1S89K7K9#pKB_wzUkNgFq_;I590J+1S
ze93ozL0nWiU8~3ygW&%FwO+gNY-jAp{i9xUV`|d4Zh%#(XiTqrBX3CXCXIU#GK-9#
zNiqE^rm*-=;hTvt>v{N3{{Ysg^oyu0;tKLEaa~5A;w?TI2I-W2Yd1D%quk8A_&eci
zduNh0zTO5#Za@0f<hQydt-a*2A)9J31211iORj16woT;RM(1f52b%F6V$Fu5aUjMw
znj=2qoJ{R6K(wAvuJhylnK51Nnc*ESII^OAp1G8t=UmQ+zrO;#63Ai^SIlS1p5zw(
z5Ypvh7*F^~S>7S=-Hw~5$ut68$}%@LNAj-QOhCkwS>7{%e_~ER=%$xDxO*tuW5sv7
z%e%~UK8VB*%C+=}R%wdJ@;E(9HcevZ5BS#Rf^%{zxtW(Lxz@+wy9Pi{o1gdp0Q%JV
zJTqV-ECjj#0DiR~8Hs+CWW>@ya646Vvi+QU9$~BI#_P+6h4<#6hG`@mkypG=Zt>sp
zD?Z=l9Vt1qWZ;X6Gv2P~niZz8s7VFkn8pye3n3ije~nOC1}mWOi-W7kKk147Vz93{
zax+RWT<Es{01q?*LlJUF=uFh;ycMI{urZ5(M?>a+^{b^~Y9=|aJKD>+>GGpJbc;BK
z6<lNeul}`6Eg<1Zf6k<4BCKh)Z>U|QOVFQ~`U)c5^b>Y3>0TAFytXr3`J@w-0r8*G
zvGuJlO}4r6E!Iz$?`8ANcG{iHdPbk}p4d@bJ=SMtpE)O!Th3NiL|vI*V7FG>183_&
zwue3c06LwTqAkuV6!p-2%;@wF57=stmolma$=dkm@~QPdhsg71PPoEjl##MQ`r@@b
zDW^K=4>@h6$sl`I6ML;{+J32UsdXx0&l%&bb}J~R(VLSxZ9l+J#SvTSn8@FBM%V-N
zu4`4W)O1V9AP{bcaoEK&2>RB)h41x!UsDfpb0b3#$?P**8n2I6NWW`KtvpVv_gpX^
z(yGyMyU>>>(8}<}nW$<qdDo~Rvr)<0w6XTAUlyB<D^xK=+pXAcjfl>F8nLbXK)u!C
z`z@Wgwu!hnY_ayub`t5jKB3|JD}8cN4Cxx;LUx?sam_fS)sUNKpJ*5QmG-9voH$`C
zfPP+rx(^vx>v|l~&tw*RHeOq1?Wf+Y{{U+ESHY1v(;QykIKXV@ACEvQBL4u#TDFaL
zk|>UQdxYN5%()r%^rsaRtjXqPKAoxfk5aoxEudF+IR5}uz^$JgNvQZ<9Xv0T(oBTN
z%()wfr#w^>{8_#787y?GOIZlU@$+J?-)S>=!@@S~ZcLiQN@fwef2>p26-hz-BIbQg
z8T?(UIKePuAKd={>(w)Uny#S<y|ao}EEF=9L)X~VD~nm}CTM1fk=KH(FhyF>t={8X
zv_Pc(@DuoRP@`wCIb83rEiEssOL%f+8jZ7gb6HMzJL9_g*9!XXrDJgGBvD5yova!x
z5$tNTx}Dyg;wkTJ=V)#cW-B7~9OAmT{70a8wIQ|f1*2KtV{hB-&-%vbHw=Czua!Lm
zo<}72mm0P7D&jvem>?=K)Ya{NM$xsoY^_km<b@0!_vNvYbH^3fX#W5W<hR!R*!3Mc
z^(|X*gh`V8XBh2Xb*)J(y4~!O!{ob4#Ktp)_8FxrdTKRNOJ-Oa_2_K=>;Cxv0PECq
z>sNDq{{S!WTz^{5-AGMOByX_YS$8Z8$yJLk2Yv-uI@Q@+5{K%wnp%v|;TNbXl3HBQ
zZDQ#2`@HtT{{Z#tUqHUNp6Io}4`mSsMNy2BaH<b%pUab6y5-m^jIrPhXEoeMsoi)U
z3wvlSEUrx8w2wOEq}{;h_;Zi0YNHe{X(nagUZs?F(_5g9@<7cpY&$WNjAySH=Bf`8
zUyh9s_SsYTra0~AwSo|K#*7%UGBZAYV}efvgN$OZGf$OVIpk~)5?_YSV$b`Z{d%o8
ziS;$P-xz?LcTR`%to)j*K2mVwrZ7caD65e<yBcx$yI8qoi!cqj<VS*jrk?&F)S6dW
z8Y0_s%69(%BCza#<Lf@Tt6Gev)>x$q8!A^Gz3Z()HZhe+T(5uPJx!hAGXR}12SHfP
zE53I(UbIT>B&^IZN$KfL0;821MZ0QBv$z-l40gplTuHcO0yEDQ4k^H9o}{y*vDPmv
zA(ksUhDcapi0*x=A*Zd(4KaBcvyutq)bYTP>GtfO#<@B5?^8uQaKh^61oW*G5zi{J
zdl|O+WKztd4nukx=xsbVXY#uVH-EqX0M@E{d`InhP%-Fht+Y^zGBRr61!I>HUP<WA
zUsSagGdyt?17_j4=j&Kkm(#&=@gpwP>Bl`QtJesVQjJgDU{L-w#a@r}$wqUvun*Fr
zaEdxG^<^mPD7~CEcLIIIPi5v_-bD*z4BYWlfUEjIxNS}mY>Lv7Kn>HUdX*J(Y00H?
zPWVZrUx+PS71@>~XBn*DC`%??n38f%Ypn4un3fhW{KiR{$&ypm&-v|KvdtV*#;kgf
zPqkOGie?n+N>I_AMZbjfx#142GjYx&{{ZV%`%e$qMH!AGCIP|u`X9=!uAyuqU$REm
zZ?_vE86S!0D&38Quvuo|l}i&OnC?$JpHJ|uy__FI%c+X14|?`8Q$w|2*z-!~yMOhn
zZ|oa*;B0w>XCxN?0P9yomVGgdcB>-Kauml}e#RY+X=XK2_>NV45nyK<(tNUpz?1&~
ztx0*{tv=ZaB5*?FW$UW7xbk%o1fS~!cp3IT{d#7+##m*Sb~dKa0qgou>Bq4V#@BTc
zyF7+Q+Hj=fIQOf%eY#%xt8iOtuH&@gsmQ-E6=Kp!etUR^T5=HmGn`fmoNux85~)5-
z$J^+Zq87Wvqby8dH#nm03^qw7@7^<G9l!l`)HEt!^6`ZWj0)rRCzE=q`>J#FJ?iC7
zHq{tWuQ@whr+n=cf;Aw5ptl|S)CqSqW94C<o3Y5JPa&RC>;OG5DjaiIxJC3kqb8Ak
z=bAQ$%ORb}J4oPntI}LFtW2AJV0S1O9QCaGaL;iRvUOvD>?=}O%SORRIO3Y64eUd$
zC1rCyU2f{kE87$TECt+|&prKWn)t6#Ndu^dBRqM1bJsl6bwu**lpdtx2C<E0Dp0=1
zR4U1>%~?D}e=|sAWMd)AWq<nhL;FU5Mg4!qp){2~&OM6fXS;lKBzW4(AM_4S{TU^B
zn3cinUX}6K<Hq)1_6<+{87+B^>YEaqTN8_ytt%Zx;~<mLvBUFEjquejD5W-cwi?a=
zC97&ZWe5j-d8AV?<S`X$JJ}cbjc3ZyS4{O=4Ma)K?AJ+Wate-X$n?!<p#iw(t#%eV
z*uss%g*#}<P`<}^_JOxG8JIDwNOb`s1D>^IC(nANF-jIMOCs&8o5bFvj<s-{ii$<~
zNyR&mqH@;?%I#9y&m1wCB|I%jsEwtauoQEXTn4MIG?U2;QtnUhd(<V(BSzFwp|5y^
z-Cb;nh>b@dg>n<!yt0-oNhX?RW(1ST2C5dzX1XIA9P^W6OD1GudvvIGVAJ2LRAh5h
zL8+zdx4K-x;GM#Q%IAvppAY!9&s(=h^+Z?fCSDyrr@eTMXz5yvx^>#foUidOsH33M
zvpvrCJDol(mN)uy9myykypP}CAFsV^_;XW^;@M*pD~#g+<e~on1OEWlt`A7@PuP+<
z;*dR@oH8-sA4BMUD^he=rd?M`!BT!`$MFuOf2co&MeJ&NTDC_#8Y>G)*CD)$BCWw4
z`s2|1gIlV>lojTHcS6v5QC04y5uo)nSeEQXeA`b>)tuasQcZEcC5~#J+El(UYek|m
zleqGmt3A*LHKn{`o-00ARb$Akor$r5u34tVoj?toA9}$jZ#B^B(yZzuQ^2lrbaYdJ
zT<%KdQqauQ?paWc)keyF+s1jO-|u2_D>gZv2i!W=(TcGPQ|b)_vGCTK0mf}(=l%jK
z&Hg8NM@rK?9dmVKU>^EwlrKAFrFLfZKIb1w@BAsLTi$4vR?)U)g3=!`anmRWty|j|
zZ{k?zK*+8i2h?&Zc0EdR<!PQRtNby#w$eN=cWDTcTVkU5RD9nv?$5q5N7B8qpoUnH
zBt>;zfre?t02ro+=WZ!p#maJ>uJ#=!<bk}k+(MnIIL{q3UJc^NFQV7xI*sIW+&9e1
zj7r1_&d<mS_h8Zu!)|NLC-`-$UqPvAH*%=Hk=jTgQ=IdV82gIm#llm9Q9CmFk)=_}
zqc|H|Iqzi_*3dN4wn#-8CcPWsh1Jc4?aq;WlElmd#<Hm#j<t#K>IqZE;wy+`idbQN
z@w($_;8(ISja)XxEIKh9is!-5YSV1#%yC@L*`;*JXO=i3X(eE)JDOwwjL7E<{YHN8
zwO6_eb8gD}a7I9J#(P&Wt9(Q7_LXz?N$(3>FA^jPzhU$wahmk5k>o}alhaeOX;2&!
zROcvIm8=^N6KOif{DbufXK(HUh96LQtB-P5Ij6qE<>h*kIjEVJ)~ZW%#;U!;o|MuH
znhf9`wSlQ<cK4cu7o#Rsof<$-1qW)m<~cmlrb(qbai7FERFpM~Ek)(WJd+{;B)Hzg
zsl`;eztcQDrlGu;M-T;9cg*jfPUfr@OL!!m)!AcG%&0O*9ff$dv#eeChf{mGflyA^
zq6diAu=>_D>PC{$9aw5otu0=MWqaa{Ci2|cX;$p3zsxT&+q9o*%YQcF2_zF^Zg%Y)
zG5S_juAgqr5OK^ykPqKJ{{TwpiYSF}7v&fVE61Hk&Q056-=$00B$2{2xf@<33=SE9
z?_Ga}b$Ko2NcN<~a28hNu6V#T%W4paFJ?eKR~yuO*J<GY01nwjp+%_bG6nOuKa>wF
zGk`^G-!v18`Gsc~rl+Yb-RzBa(Mtv&c1&t80W}nYRE3FEK_K}v&PQ?iRivKXwP{_@
zC<};)@9uNnmP;m<>*gU*K*r|)bH_QaE#1%EcQjH;I;#{cEUn<TDGX*X#Iau4_NGlW
zvRy5iIFZIsdh^n)+`??Ge8mquY6xwEJ-Fk)HI8f|)o;ML-x-K+jnVd=df@$gQ>PAT
z-lGQWy~2CNc4%X_jYLv5*Uw+Zv$cymiv(q{o9#sp%NhIY>$lW<8oo6-Y^RRXP-T))
z#5YPXAC5EV)f6$!bkc&XCENk`9_G6L0EW}G(UsL(t(lRbCCZF1{CQku#?#C!4<L`O
zewDWJM+>nL85g$y0P9I@qKzWKgz|-XWiGLgn*-jZNESqW%y0&MYdlQ(=X4a~$s02=
zRx-JE3Zt+URlZ}KRheVK&UmWqq>PHj4&^<HQxoPNYQN#d-Qq1X8UFx}sL%d9Dv^wq
zH8+NJ10Ra?`)7}ayNm`O?^k6c<t1a5ufoq<@&5om6Tbfdu4cY)Va<IZ<J12D6s7n5
zb2amR>i6J$y-ml&yw#BrVaG~_-FL_ZZAAbv^s1DsV{J)1Js#W4d)KI0FYea7??r^I
z-f`Z&9?W7ited&C5!C4``>)2T_@o1-xb>^LQ2o%X?-xns>5OYR{4CKPc?4T$JXcp@
zF%Yh1)x*n?T}7YzvGlCyl=eCeAE~V^NB%q{{{VE>c9GQ9j-&qo9uofmx@)4>Oq0g7
zS(IHc_p4ev0^C<At=~H8Qm>;L-tg4MP`RvQ2DKf|?hoOvs?dJrYm|kCR=T@FJcZ{K
zuTfa@e~FgjW``qyYtAOPOLYpEA4>GUiBfGu+5v8H&3P2-B$8k$J?X<ywvhL}k=Wuu
z1wZZkKyCYp>yuR8&Qdo7$F)NC?utntT=uP;2<CS;?R7FFQXHur!NqDV<aa@qK%}>N
z;)JcR0nRw9mUFVWJF7PXMLXzqI%Hcf2<@ILzq22>6~k#PvXpP)=xe*O{{T`dQ8HF%
zL8K@-s$Mct{eg4G@EX6Q3<7GOjKAaob^hV0>OO~nvBZQ{$A_CYV0+dir}u`oyf@9*
z`qsM~-2fCp>%LD-fPU?3ddl2ApyIHgAG%+qby`|x#cElyJkQ4#iyh2t2U_HFv{!xc
z4K_3<9nE><%tafR%W)cfHFUlUZQ8`A{+J);E01O**Hz$WCs>pp`QU$;sII?u%A@h4
zzb2z&O2(pQuO{cF`+&@iv<#ElyNw%58fBN8COpR*nEDFM@a~4+E$zx+b&XGddQTB}
zfJ9o#*|%|rVcXieAh}i9lhnf3H8ZGRHqv~gI6+zPO|`bSL+e2iN^+-bdQ?qqG08+M
z2c=7QU?t=R7u-JSr)gSznw9FrfbATy^cA6_SWT_V_B9_e^)1j3TIr>>weV(^?;|Tn
z-TS%h1!)Rx``rj{p-)`a#*1xlYi!>!BO}pATDX=z9oFolyu2!hZcFakN3pLtyuF)K
zzj@^4-0(d;1$qXBq}apZ=C;)wBhS-u#xv6uv?t9bh?d1oTg3V<iKm+#5mHG{8<(K>
zC%LT6W5bua^@X+lj7>8Y!-3c9SAXGLK$CfmszxpIo}A<PRojmeN26)dT4>Ian{kYv
zm{zGjv`f^@(7YA>kiXix<dMX%jmZ-pht&T7g=T8nnejEX>p-L=2lr#S9>0xYYd$8`
zb><&zoS6GYyf5Wle}F8TPSftSOQ>@L4XUU3vDT$YH)OO8k>~nmnRBV?5n90;GrMD_
zPkQwa6Zi!+TN_xk`Qls4Xu`5PV{ok5{vqg^Z=7_E7{_?|1>HaZ{{T9`@jb?@mO6H<
z(oGbzDJDfEX0%B~X{jaMH{oWWw*pOCXf3T%mpk%E_N)Fqw2})QJ6iDTGQns2qa-J%
zq54;yPpxYDhS+DnxRf#btsx-Sa(qQ~;K#AFzO^&y_ZH*Mfrni8AK^|iy4Y5+nFo*b
ztwuGE#QGXsNCpke7!H1;kLO$34~e`HX>%j#dR5Pus9B|%MiG1UCbK8-uZ28J-)hix
zxGfpEYg>b~sr2>!b#^ZSTIt>%)grajV!hQ~6NutG1svnoJXOZ;sI)lW8u)ZrU5!&t
zlkGZH;qxMyc?wS@O>!jj_}5M0{{R+Gp(MI}^|-v#BsiAZUdPpa4Qk2Y{U^jD?H(4@
zA!2&jT{g*6*b~92X-iI^V`vvQT3(T;YWDIxawf>5m(hu>+jzA903X1S`GVJ7jW<tm
zaNs28pa2g2D>KBJW%q`BJ87g|#v_(#O~VC~a5xwh$RoUR2aSrdoQ4OGXum50?x&_*
z=~wev-NaIOn`;W9PAjp|yl1Dyr;8nLMoZ)@&i5O?e9U@epGuu{&jjkqTGLvZ!bL#N
zmvQ{NiQ!k)izl!gF*KPq=ttqjq~=3uuiH+GAc=M%W|B;2YJvRf8*d8ucGp^uO1so<
z?==RLMr|$a%56XGJ9Hm`r^)6km>M^iquU*J<rUotOE{c;`EmEpvg99gflt-%Bh_@>
zK6YJ_JcLanO}(?gBrZNt-<qxByOB1%HMDUwHnxYzf+8`sNA*2_8kP&T{{Vz2!}fU$
zFy5=nCPvoC`@XrrG%W^(c$yT0QbtDq09hDg8JEl`Isi|&8OOb2=C^!ZDocF<OL?Lq
zGD}UcGi2lpF9QRQUs~tEr1u#7)N-cv+&RY>rOitaBpe#niua7FY-d_9OPm(kIpor6
zZ7Z1NOzd8V9V*47MXvxD2Pd^&xwdm}AmEG>_}5Ze88>MolO(eedXq{89Z5aSD6Gzr
zM@n!Wl;n+@ragvgNTMwJHl5y>poYuV(%mE|gcB2e)9G5V+2-6lgl9Pm-}9!}s;!WQ
zNZdZ`<PMd$4xJ>ns&_`7f!l8C);2im%`J+WT4L(DaHU4?N~vpOVP$Yl#M8Sn0*e%V
z{{X_aJd~0@-8egkMj#PY8nIe7aMo?R*yL}@%X7X(J2D9;wQ-Z2+{#99SoN<%xzhg7
zW%F6qAU^2e6Yu^N!QMoX-b|6_VzCSK%}m|(M`jvVD*;l$Jhsw_A##pCiB2h@Yg0kC
zg5y+3?gIIEVs~`u#Y$IaMCO!k(EHt6Sk)mxb0H`>1gIIRuv!r)XFIdh8tuGXVm9`R
z3I$xA0L60_$R6S~JqrxhjymddQ<`+{m5%=aM<zx{RxuO-NBj#P%C{x*+^j`QZsmYn
z{J#GHTFBGmKWg&hm;gZIXE^%S^bw*HwB+|=-nUvGJBfb#WYH$$_jZBPBNc8mKss}p
zjy26o8BpXNyi#Wk?##VsO>46q#k7JOsJ`Q#gnBUau47cxH6*rVy0O6@D@hw=ezn}(
zI+0j9xJI;}JP$0;j?67a+D!6x86^7FzlUL0zGpwcq>9X8^PjD3cy9}NBQd}c^P0&m
zPok>rNZF8x%ag)^xYixwMRRF0vJ4rp8``%oRJ<|;>SL~IY2^;qOuIpwIr`PhW150{
zqY~~Vit0pM6$gw}d{w)se4Cjg=jCj3P!+5h>Me_~W6HN<&>U8&Obpg|j14X~9Ya;|
z`}<A~H!WJ&!dkR*y8N-TA|r-iazO1^hO{+nV{dj>ZaB_;YdqF3bGn+eM5308lFxDY
z@BaWJ#h3kqQ~v-)OI}@?^$(99@;q68*fl@&WVPl=8FPxwD~Yr-G~m@g*z!0$)DIgY
zV9~IynIb+q8l5Kf>s1FeX$&j(foAtO6)dD*wv+=}(A_ewRme4m9ot9uB8MOD=B<6S
zmBYrWdV-@LrE^Lxvv^5Z>ol!%YY63hAA0L8H3V=l!n~Nu&PL4Vwkux4Qn-U?cEWm|
z^qOe3B=<d6?Z}JQC$OxoPsA3MQEs`JQ2zjNc_z6l?-6~P)G{#hpM?gvtE;=IE}B`~
zmu|V}eXB}$maNXBQP}A<zZkvwFj__A#&|4xkzA7oT#`A@H7}hJ##0`&(oDPz;<{8)
zIeDAhgvp+NI*g8TIvShFc5W85Y_zAC`+X@nBv&hwF^ZGgki>J(O73mEGOoD^`HGJ7
z!(kWYU%*ywymmEMc^p>NUbOU8EzT=a??y4?jOW}|OpwVD=xXCM%;im^qtK^oX;}%(
zQZ5-!IrpvYGg^Hf@WD6lETkYY9Z(+s07~REo1d7gAH(|9%j>3%k^126KI8l=MwN`?
zCYk8oYTC+LIe>}(0C^m$cwzo}{&m&q9v}scy~!&e{`W@ruQKq)tqsMrnq|x356uG~
z;XcN#w3k+`vKB1y@{9fT?mr6UlW=EbQkp%HZxpXTH@ens?ZZe*4ugOzjM98eQG&55
zt<hV7{{YrC)P1FAK*`7>IRlEg)l9~vCW_55<PP;>6dQAnY9>L9ky0e767omVtC<}3
zW1VXYP&u6KJbPA^&F}z(>sao0zT$h=J!$Enn<Ei!6$G}Sf#R>I$9f$`IIcUe+~hSa
zH<G|sBk9@dIIiCA9o?%gTW)c-y5Unp2OBegz}_*_w7F-CRGaMWvN)st*&%|iIU>C-
zFA-@|-$7>;+;24L<|3);E9aTYB<`<+^AY;e*-r3XB=EV7<7}g;=~;VuE!Kz7#|a5V
zd)l8%2_t!0HDFx;EWO5hQ?`uoIj<wo{B<?Ih%P6%jh!z9Dc3s+@K58K^c`DROFdUb
zw^=|Ja}_K7;k5q%TIhvH$z0>9PE_5QyN{+RaqCrY^$0ZE2`?@iY*CI+<AGCsq9D-%
z>I}bd9<9cImTN@J>_l|yQ+l_aN`0YJppzWq(xiB}B!4QJk+Zb%LPNRpw~zc|f2(UV
z*+$db+S^D~VIZq9AH-{kkr`d&M`t9GTdsZ0dj9~4{0)2JZyah@fnF;(AQ+G@GPqy5
zzQ0<)_*G`Nek{4SytfXK+p<d>iPM~5ispB2$FEMMIMTY^5&SH-({6Rkscvxh(4aQx
z!;E)7TJ>p3_pF$H8R+&J>gu|C-CH`g<&7KV9;4}98)@=L#~nVEtTbAjIEsp-xuev}
zF|&-XG$axq;jJ(1=_2h`;k9847994f=Imo*1;9gsIi?2Ziqw+ANm+><YG^ccDVH?)
zhhq}xPc@XV+RU)Z<6x1$fF9%CscF6n(5*a!<TTR6f7Ux6nEflQeIhV8Y<g9Hv#c^7
zo2PvAsFY(Z%8f}!MD25h(>@<h{i7>OF@_jq!fyGz)$93lRkeLJ?Da;lNjEXWE;zwG
zjcjY4Cut>XZ93qjaj^{|9$fo-RxYJ1qSZdw@-w*HhdFO-*Nt9OwT(1;m}gnFDv#t@
z{{VznPSo_Jjb)vlHV*IQ;{@<WO!lic>u2Xj<Rb;QPb{fCFzta_9vam}o{A&5xmj2O
z!!47y)9YOI-TW_qD35vE#Ha&2cA~9V#*}$_l|@cf8kWdy$c*Ck*UF84SmQy<R~dhC
zE!48eBr4&stDXgP`i<)w6C9u{fMAT{70N6!OR7N}3M4Xu3g_FcV}^0NXzt}rS({!L
z)$XQ(<IY0<O8`hXKHsfv>N-)9A$uLr`G9A@$&I~mJ9^hW;Y&d#t#M`x{MgDLyg9+*
zyBA4NJ(63z1z7Gf0-=;~o_%{&Nm^2Nxs^#I(!Rf;&P(=vV@)>F0p`VpoCX8~>ZjAV
zH4<G-Vu@?0ADxu_p63`@RCEW?s_or_TU{;mPzg4Iw+f>lFMNB7xp8Bm+-YJ<ok-7R
zAl%BlG;NMK>_uEHCFS`T)R!w={{S(UHn#EHg1e<Gf%AiaFe-ShB97WbT<>$2C%1ay
zrtt`|f>@!rdEgRlhIboVZg~AFsPP^1O2R9{8Xvr*Zp}F1q}yz#JH;k$U#hHbAv@UQ
z243FvLe3%}Wp)h2=OV8`JU151B9<pC7X+S1t!HYHT&251006in%-z$|9<|J=$v#J+
zwvIO=zmh#Z)X4o?01ovphvR}Bdrg|)g-5)JV<)L?!x$C9>Ux#v)S?%x+n_ijw;k($
z!nd+(UN6z4oRzh;xr<_s?Yv|BYt*HLbkc2}O<Z3xaf;OUA0F}HOaB1+=4<B6@@wfo
z9{&Kyr+@3^HGI-f%zm}$Q`qpQxoXkClxDgpWM3=_<&n0qHKPU53I=GY3z?>MT1$_$
zV!aB_{ZiML=u>aK9M`DXf2m)kXKNb8olcehs<C`_`!r@XwWa?6tFC|IDcPVo^u;Ew
ztX{_prc0L`*Jo$`s8^lnv+k8edL5Vgky9Aif_Fznq<8w(j-mem9y0#`x@$W~>G;*n
zR%M4ym6?D6Pg>9s^R~GYHmNQFKRM}E>@}#gczOBc?4q*uy;dnNX8S)NvH87g73Xu)
zsqb1w8frwPu7_bakFS}Cfl@pkxXnI4h??r5QGI}W064B6=41X9deYISU^<gpSrc~6
z+n*8M>XL@LxHA6$y-Or9&1NKz{b1#kdQ_Hr1LJg<QC8xxSleM^ilovGR?H$!FnAu6
z(&|PC2iJ<}+ewN;k%soH`^^p0B^L+Vr9Na!gGMBf!yq3h81(9DBWhwfQMiA1xT_Zs
zOKwPDaZoJ8a2p)aWWh<Jpz!-P;t$v9UW;SQBD}*()T4socjE-$;=L<OnPj$BRs?kf
zS1h99&6B!1jU(=nRQzNK&@Qk)<(aFRH#w<1L2f6~=0Y=-H4k#SA2l<dFoWw`-Wy@|
z#roDJr4QM)38Vh&5Gzx|FaDf9wXW*tJ+(bv-~C$GS)`Bj6vc9Oyu_bM>vWI!@=BI!
zw>W=@iJ!CQ`_<=HQG&JU9}&1nKi;o6B+Dp4>s1uljM}-LB0I5)>HHX*HF*v{<%#}c
ztXOz`<d1tUN%pN>7e|^6Scsx#c0!;i>&U6E2gt&Vz4UD{Jpjq{uA{@=91<0~zETu&
zk)HnMt!Vxnj>m1*rL>SY1t;ZSb5uM<;*lwPT|KcMMwD@%rFpP|g65v*qUFu*qQ{9m
zLYB&G?ARGPGcQH<`qv8VNhF+;>q^a&l4>T-YdJ~DjVldi$9kI9{%9l$gUsE=Dzjvq
z4yTIj{5j#lYZ%mZ0kDPKi2PuBnz%)_Oqq7lRnTl&`aq&a8IXJWQ*P{2$5t`T4Zuf?
z<YaKZ#8)TcJ#Dp%&$C)&+o{0E@tV`KyKf8WsUkkvoQ$ujKjB?5n!UOi$r}21gKWG$
z4eqOR9Gf{%cv0`qQ(SL}b@Qs<{^5$-L{FF7KJ~5RD@{t`!rN4t+2D`>KyDX2gNovb
zsi^Iu5?ULYm)dn57Awf4kokWsfEv{BCx=b+S2A8^D`y*2k@t^&wR6DI{fAAwxw?g3
z*BSZxd(~;YV{zgwV%tvB?SvM^@Dz1n_*Sq>MngsM;NJ~say8DUt4Abiaw9ATez@kc
zbq^V)tF2ntSjXgPsNn#{HxAr-S3ly78uL!pq>fmeZ~2ttuhO~?2lzwC#<{Hzvsl76
zsFRKU{{T<tRIc5uE{31{E3GmONa{CwoI=bWFrnc6GwD|~Zxr}zQPWMm^}D{7ujNNH
zW0fPg9YC)>@zW&!B9d!WVQn(2Ap9$+(X@>&%fP5SOTOM4xk-vneosPcRNd`jZJ`Cd
z@59{+Pqo`T`h?)-IN1&X^*I1lzYuHsABco{X1<2c%t0l+(()oFvwK#3zl6LUZ#vx1
z;%Fp*9Eg;RnxDo#9klU3`bUSETI$sTOJ|%pUd#nkxRK0W{5ICngqm=VQMPVUTW1F&
z)}+0$)%*{j+1$t;*78e_Fmuiat!3$&Z;GuiMZTXNqXfj`Y+;w5e%07&fAKP9@P4&&
z-`Z;sk_(w1IGFRW{d!QAm#|#K)HJ(K99q7up{hr!D9zrU4htUao}#%6JtF>1QX52q
zXy<1OjifT1({5nYygjM3XU(*{fw7e(Sbz1axY9l(YmKDe$#wR59td!kCL!i-JPvAn
zqy+krv++fp&VwYeL8)m^<=L4@-*Ju#^Y30|b8R)9!@)dl9H>gNxWNQ=BD-7I<MDl(
zYdSn;En?Cj*RZDsLO<oIdY@5FvcI(PeWbB?i^{dQwNIN=3U@a+3gC6Bc90wq^ro8V
zwSNa{x?mHeKWedlV!F2d<ZeErr{h=+8?W9{KMIakhjI3oH#WC1OKCKbOs$k?&Imr$
z=<!*mm*JgCNYH=6MzJiHGs!mTHn{|Z3z8chNyaOh@cokM7Omo4MF57~!rDOJdg5-_
z_8m#2@Qvj6o+P_jbt7ok_VX;W5<YB<<DXOM%~Ey|fvR5(OH!Wq%kuowlBLTYo~E?4
zt+QwvoDFfc<10EsMgx^Ro|yc|tXrFTEiPrZbs^(oq!2;l*w)X6j7&8+=AEJqWaJMt
zMjseENj-j@>Q?%JH;bf&?`=NMEN>fIi4T;RP|eBb_>NB|x$M^e0ExFe8f2xUe8I7#
zae=sFA$>sg70+g$QL)*pHqFL8O;pW3ISgcxT2Xe9oYsTvNBVdk=CrQg%eRn)$p}tA
z3eL0Q;aKs_PpjQ57KK1&c~pUpfO?<KyA#oz&0a|5dYW*>BGj>|3<x7Vt1F|gp)__^
zEELBRHcl`(BkDU=&Af423|&eCf73CNzh8RK7jJDJmm3ks&CgR*ntkNuk0Y9%V>w00
z>c6!tAdCxAOunoK=bEN<Mi0CbydDTYt#hJW3=hJ9(lOvvHpa02S30|WT1$t-w@D9R
zWGA1>oBg8jTr&B9us?b>;QQAw9(5Sne=1V*ukesQl@1A%u<x<nTI=RQ5@!+)g-<!B
zzlUru$+@*cNaWl3n|FHy+PwWPC5iU}Yimr`rG{aaAY-3HS#r)A#hK2B@|Q2-8hk4W
z(?o9I<)zCWxZu@o89>xwZV6XX0T~@dZ$;u5BxvEjM4A^k0lC5cm3vRo?2fDUi%_#i
zw2v*{X+zlij8{c0LT=L0oV8S=7MOUn0?{`gc-94o{{T&cJvWc%T@Q(%S(#;qcuJz~
zF=uNJpgn&I=j|Dzx{1|8GPog6ervY(cQB*;D;<)|=JlRDsZqFO`d3G9Aqoq1Jl7*=
z_gC71Nfja72yLgJ^cB*nWEk`nwe&o!L>1Cz^ap=#oqehc%<bJ7!>>&AYJ$>f3X)io
zdeTiX`GBcB?`HXi4MI6ohjAREtZmou^&a(^s=jR|A1>EYytW9<Pc#u+#sr862RS{f
zChtmxVw8Z*wMiS8oKdmcMw(Jb4Dp<ry`(D(^#VYOd2I9}(v;huN}kFBx3L^&=BZ0l
z+LZm<8<T$XamF&W&TEkYGE9RFj!(UG;AP1@hZU8oLa%IcF^)&piE55&FP29kHs_GD
zoU!U^BD~exl>OnypsK}d6V!`VFWLbmn?>nT*tf{h9txVTY|=oR)-vebhpk5UX4>Z}
zjl7S$j=t4Nq-4`>!+b{^M%p(dd4aG#n66u)t-VsxZ?gTeb|KyIx6oE06_ecTrSJ%7
z#RiI#L)?BlANa0pzw8?y{*0Eq>fCp)MELRl03*$p{exrw0MU}yom#lvicvG4k#JNO
zQEpA$>f~{fDm%aeZ5?Szp+Pe!3{;A&P8D<bQ`Q$Jh0RE9<|C8GpsbvcvP?yWWA`vm
zpd&w(Sya0bjqp2x-)&S8GM}F~siKld{$yrSIuLPE%2q{~aL443#@Xk6Xhr76tt_J;
zcN~g_-umWK``j?-OMrN)nwF?f?qb5A>$GDgvuf<sG?7;Bc_p09A;IXNo`RzLQxHHo
z9)wj;3$|M%)w@emJiAw?t!-rma~)*thAs)o9epb8wX~NE79=M<>!8!TI~16C7mw#%
zHLjfvx`mAZ$Dpn{n9FF6>R2o5Bbu}D<B+C7T}6(M93XBP_N&msJu3WBj0)!VvzyfG
zRG|%sk^lzP01ArY$8z+oL_jJ>0E+0RPUaG*aQcp(3C7>fx$Q$rTxV^1E$z6FbQ!E0
z+i#cd(v{-$1!*fY&7Rq;?n7e()`=wZGN-o{(dyQN$s{i$n&k`apV*4+!_?=Fy$?SV
zOOk5aGHY9>wv}W?A>&{{uCx0}D}x(jX>b`r^e5ZgeznE_0Lx#kX;>Dxw|ihfkv??K
z>rSL@iK8~1j+S?k6kNq4xF;tZWP6(Gyfd%)gY5Ego<S#?;&hv~E%tkmNPoI}{XOem
z&faKlQ~|y)cSj=s03%#dZY=IeNgj&wZqC*`)mDtTAfBD-y`9jQ2+!YD{OZ@3Iv%2$
zpEl<mYJ9Iktg298^XO`!f10h_$N)ZuvLu%dLFw4hBa&JdmP&bXippD#dh=5YfJa)*
z#DyZnm^EC+38tC5W`vj)13l{F*nLkt)$R;e*D62ft6=^#wig6j=REb!YLAE?{w5bi
zbHuIu>I*xj7Ke^8^sSvV(d$#H(?<2B`y0HIg&hd3y+Z#0QN5bRc&`~GwE3dXT>94;
zV>j<IdWwDKt190_$lr5}RJtun@ibV7xY|dvYZ~(Fp9>Z@xB~Ocjv2RbLvH@HE~%`|
z7mhqJV$udkBQg^i&f~WkHRr-hT~5If#y4_t>s-y%_1t>=QhCy|#f44IbAj9GRZ4u<
zPjqwErOLUZvp$vaZn|_!O9>Ien~TVz<n>Z{u7yZ+RtF&SUN7Q*5ZUTp6w}`F^;+}G
z$d4SW59DjnJU`+XCh*pib1bUQa?1eQ{p0@t>aA1iWc1wWHjnVE>s<>^vemA2J9q+J
zT&P)C5512609w%mWCBJ{YEw@^Cf34j8R#hQ(wfpDzQV(C8OC|VP}Fs3EaR3hITr89
zX(LAdEP8tLNwl>ZO}irVNSpSOyRn_U@mW*rw$ST8+0%aPl?7xc<zwmfuM_bnkM8w}
zwEMV~?C<Rr(b_h^aM<bjbg3_VV|RI?KBQtML`*!azb<+J4{}Z`j;1Bv&^<a?bgg;2
z9-psx(@xU!9jO<W2cn_*N7UCzr?bgn1hXhvq(IE0peMC_`=m~1vV!4q@?$JdLVEM<
zT~YDYxjgnSBdxuaw7FuZX}ZAa{_p<)Ub3Nzl&3C!hM0`G#xYd&JyPN;iP(_X9jdg}
zQ>C=ek1@735OrgYmB?w|6JWQR2(@+*B+TExW!gPJ1FitaKK0dUJ}%Pr%}z@lK1Q9Q
zPchst%D#gqy>=<aT3qwzN~Jx~i=%i2AP~=aF=<t|7{K{{mB;wH)Yy22WRSC{8>0#{
z!LMn?G1j=h9cp$kz$|38S?*>Vw&Rrpp(eQTcxrK^?Wa?#1&pihmGwN%3%Q-+5=8MR
zf0f*GgX@aggH*WF#NTGOw0<~gBiu>#C#bB6<S#mnx!czrt4;M)zSAu1<Ag2LC6{Pk
zSRRB|hZ!~RM@EmJs+6pxw0r*mnY*S%Y2swGn&KEkK&2;&J{LZ|;M5vlfzwXZFWrzZ
zxqYxn{{TE=>-_ksJUOM^PX)#D$03e2IFADp9AJ;FO{Twz@2(7x<_lw$Y^WPYeZBKu
zts6=y&2D)WWZ@?mOGI6hNU_o-d+F?c*4aQ9fKMIs{(4qth&4zqqc+h^F7YRr?Yk<t
z>@&@E0!CDIzdmr2XpS{bK^=Dy*QIj$-Mzc3Y9`!62x2!U9$@Z&rB)&?6#c<rWT#g3
z7N<2O#ljCYZdp*|uyc?>>zd7z!_#YU6Kis9;Vr#kBjjfF`ci4Jw!f<uoH4eC=JN5u
z=YVUvw~2hCj45>^KAG=aaB_o7sp?jePRVL`7O^`UwzfSYY#%~LT9icP1c=<@gX>Pz
z^lObfRl2siPu?NU@9$^0tCrTX&Lf5ax!m9k^{-tx#V*GcoZD>E&@}ORXC>0yY`Ts>
z79c+N*V?vaoi3wNh*8zHI(I|qSsFrL>6)4!vk(cx<YW=+TelYRNpNnN%C0_Pj^OZX
z&BRGcZ9kFMMKqL=#Q4_H5pAxNeD9QR!=+#NeQMv@8dR=8iEkq->RWIe)Lt}C^fY`Z
zA+P}LQ}{;czN6vGD}R~I)Ndv@zz@xOG@Epyyw5JOO0=5ndtZ*md?|cC>6x#YN#`~6
z-;T%pQn#bOlxyY_*1PHI+dNtBOun@$k}5dI6(JPcBF91Dw$1RbT(SQEQol;^-wn6=
zc&}j7{{Yml;aSYM9cGq4bSs<qmT}>^Ptv-5EPm)$FY!12MTx3WPiA>%hu=2~&wBLh
zAN2yfv%}5%^!nGSSbxX3%@1)yW1`ZSDiTfruRQpx;`UZL9h+?=13QD*_7&Qt(%I?P
z6SqWCYv-M2{qOZVi@6xH%OP*4Jt@;yW0SHdGpP48&>7D?DFW^_W+dbcR_0@&h`V5P
z?_D;OAhiIM1-(sVM<0~A?^4AvR^--hM$w7YE!kng;+f`in#D`Z4z()XWR7Ya%@j@B
zdG^+v5{K$DT+|aBb*(#D&gyZPIG1nqt9#gqC<77JxP3=Vn$5{8xk2lS?-t_-b5t%_
zCp%aI4^diknK)eFvOzo#t##fH*9<ocWix*5&J!o0^sIeXO#3tLj2)-9rDep=49e@l
z1Q17TRkWmxuHw(4bYs^YD??Qov6KDNT-SlMF{){i%aCLPYx^4MwN5N#KE}CP-5V#N
z^IwS*8r8->y;AsVi}CnVJVrs*r$6mfz8oX%>srU*FqY@6TK@p5Po;I*LCu=iBWuh_
z^scu?{{W9cP|Z4=Kg8$RZwdbZZ~9l9=`$>vk_Pp!K=`uTEMY(N(!845<il{Uo<Xgt
z?2dY?R(rmi6m4vqeFbajmo}PB<d=6HJd%rn$vGV>h4AjWB(^|UbgrHxT}(+9{4hev
z^~nDK>(O574WOZCB!gS=CDyC^piFQB!UNaqSPa=T>4QZnjll(YBi@*i$vcFJ8QAm+
zGEI1ra+B2cQb`PR#az-f%Z*y~ZQ&hxEP5#Qt&KCmmsc2;`Mikw?dr$;D^l}a(tI%o
z+3XP>anvcv&$+6E75(jqZS*WBhIH=^;`-`gAzndoz&}p)&uf~_qvDcnbh}x;$ecSW
z{p0WGD@#rBWwyReo~Z({V}(p)AEjK?d{bxPJ8@@irj^_>fD9@3HPn<^y3rWB^)WR4
z65l|!H~N%`=MF$U7yM0gcUMyQhgv|3wk+XS(0bK7%|}t!?}wVrAtwnE^d7)hQEy=v
zg*3Ojz60$tE)_eEL0K;?ifq6At!w5-p<lo5T{ePxDeMhQJ{wuXBHYcW0cyW9WMhx7
zO5yal<koewJlP-}?d&}(pc>42z1;c?^A(7Vh}qzg+O>;Me~~P&;|~(qNp89(iU78c
zhmm;Q?N0FKn%*DMAH-M4V;f0>cT#&+#+~s008Y^rwJmDx9^NmQDdA7o*Xdk$j67c_
zh;9<z0AbVNI7r7s?rNlzb&)CGL#rPV=KjM=$+YMvnOkcU*!tHMu6VOq@l@#ygserr
zTX=^A_WGLM@C}8n{iXa`jkJ$w6D61UO;~Rb_&380^61ubUf&Gtd3q`QYWG)fLQOmC
zyB`Sne@i;flNH_Hmz6mgQ`ZMIoSOZwjWoN|)+SpEWpxl0A1r)#te7pepC4J?+%fZR
z5<tOAU?}tzeS8sfrg$>_FC<00d`Pf^mI^wP`PPZH@6a?V*!Ww*dUe!yH@+jcx<z5O
zC^=?1_N*Tno6Q%+(p=feExzC$84!{3<BHMIz8vZ@&2M=<&8&9$4U;G&j<sV`p4#H-
z<3RB$$!e(~Yb(;fa306iYMO0oP0Zat;zx?^CxXms0Qromzsm)&pIXQ9$huD!+`YkZ
zCP7v`NXJ_2v|opRVUkT-`%2pCD`aV77RPyF2OL%<zNuy6+aaXua;3JT5hBw0_y_%m
z{{R}6ovk1%*?6Z))~w>N@l+B&l%Zn2gnscr?BCuMq2gZ;*y-L2{{V?6+HN6fQd#a~
zO`w84QCN`p16~@kTTfvqhj!<gMpJ0&LFtTAH;wfhePx*>^Yrv)jV)#ylgsIV4^9Oa
zx5OKq&6V}WnR^}Gtfo1mZOX#E68OpDzX;pM6}7FVt#vC(A%QU0VFxUG4s-RYmVOxU
z--+*h-7i*aK>3mE<&3kUj!p>RisbdJRLib3_AMp6R``nBX)4Hz!0FKU{Afzr^Z~kl
zy{-6uW?L)C?Y5Gw9)4cE2s~F;q4?Wd)-@RHTEk48rIXBQB(zhpK<B4mIjp;X6KMLJ
zX%C4s&GM+n+pRE?o;ch(H`cejNe!NX;hi!aGTrUq)cBt1kSxYLgRq?YgZWd6Tc9z1
zB#Xw^Ae!Nu?9xIFviW-vSN)Ye21aX>vbvVa`WvWZc;t!0D<Q)#)6myh<I7t(E%e5<
zzI&#P3@^H7muMWXJqHJ%^sX<xOrD^1J~Xw8O+q`%ToXKM(ncjRvauX)Y<=U`6`SG9
zn`;ecH?tdfq>bWd*|@IYMse1=4-aaw&*AG^9a`?+PldOAnbk~L+tu8sEOWpe>y6g*
zOWhi1=Db%cK3*r0NZt=~pU#VQKxp{EnW54MH)a8Cwhy$r=gZH_@{hZb&%SGy&lSI`
z&vyPF)0TPRa^rk~S2Fa%85_SG0oV%X&!rteQfgrv#uU1h4!f5lsOgdU8q?5pn|ql)
z+p0`$w76IaB*!j)xW1<cKGgpJ6KWQkhODh%PuQc6%7b?ev=fYu-%8e!vnFdpH9lTV
z7ZM`dO48whLZd#ulp_Lgd8&Gm0R}LChX=R4bvL1cTA3;;RevdWe-YxN0-li>rV1-5
zTH2jaO}inguQTC)8r{;oFE*tMNfeMd9U}7rx%vZ3r`aU36fr4PINIB?fA5;~PY-E!
z_Tw>I%Wha;h|85>=tHgza8|EnWP4bA0=G1dQ9KWLWJb1!&e{i?Zo_P=>++tX+*e5t
zgdvAehWAa3%>se;iy71BPw#L?KZSZOog8vNfB@(^EQ^p2usO%!S1%&Bh7l#g#+W%)
zB%vQeT#pdm=G>|>wU021!LTL0;`u^Y-O^imhftvW$bAkEN+j@ws%jdGv>CQZ0>+9t
zzyOdv&&od&U7XtF3o$m(H0(y%9B>=!>V4|3{3I5uJ}zLA-*GvUs08Es3Xg3kvpQo+
zcDsSXH-typWNV9IHRPY_tYG0{_jc`%PtLi`V?~PIc&#ksYn!k?dG>Y6gPwyNoO;*1
z*~O;aKw-A>-57F;-!J2izl}pbhX_WF-sIaxe)M*%v1jT)&1(wszjKyxguU4-A3N&0
zPNAg8k>17RyDspIM&LciV^_4Dd99f@92CYFSEB2F1Bqghp##yRP$hhyUaeknd*OTA
zWqAZ{!B6l;-_%!3YQ}2J^XuR)uTNBUw^tVW<&!!A_L#=td$+A&+6-L8bNoQoE}efZ
zgzL#CJay|`6pOa|jD6sEAB}h6<ty^D!mCHwUMT48KjbE-)K^C4HMT92yBPdyn72D`
zQ2SQQvgQ&iw&#gn7m_q>WCq_mhJC3V5FCThXPTvK<VK^`q<1WFPUkX%<|l}Jqto7=
z`h1hZ?)xJ~QUgeEKMz{X)V1p^5*2C4d9js?KhC&)N5&U-@|H-klb#2D)tu*Kb<n}p
zsQuJ-BS*20HhHhr5qQqRbM8H<u|cG*%A|6$V1iw^73WiH8iR~T&$BzRiiB$uDamFZ
zLs@%8-1L95swJyEhx<2AnkHy3<K2!Gy4OFe*h?Lr@Vk(=-d;!PTohWn5}{7RpO*(1
zHN9`*Jwr)}VvhY891>TD9`$N^8U0G69**T3xQe$-RU(zRx`bMx#nFhl=^`%NA5)IC
zpFOvf#BNdnz$3jHGolTxC7~^#{{Teivr}$j%L#&#dN3X8OGv{-*901zuIR|ewL54_
zc4i*EG;gKE6_l}Y$9m=nu7|_~BvD6?n{np3;(4rO+h=_hXbDCrrKvPMx8ukBj}~9{
z4Nv_UEqRn-i*cOSsC;!o{yMP$f6O*N{TVHAR<^k9SjuWBaf6d2fXlQ3PAb5FxyuaH
z@xlPkDqt~Olc?UuLZp%+j@fb2oY0J86*BavY%N^wPWpwl(9e5t++v`L(=ruq617?q
zDVqxddJ5JR9juDv>dfnzyts(y6mTmA*t3#*)%{lIbfpu3D=#BCuDVgu?8c+$OuU?D
zis|$?lOaO#d9G#!+~bZbw9qYEXpr!~&a%Z#MkcsOHzTjJi9}=96>StAl~NP54l49n
zHRN9I=drOO0KKZhFb0?-J#kM7?OMe&M71VaJ?UBf>4HD@e=2JXbnWY1wA(nQwIZ3p
ztjn190!?T*^#ZC~FUU?0=S1}g=+0+SgK{_JUUxVtbjn9YBE2^4K~r9Lti)o}q~igO
z;a7%!^G0~3%@oF@UTk5P8R$N>Bmve{c*$81=kcocmmXBWFa;Ze4Q(V5PlApXQQYzW
z0PC*jW~|RST|1(9u_h)|Am=Qoa8<oWx3zTob-;M?%o&GPUJv3cowhzpg_q=U(T5eb
zkqMK`x8h;W=-X~<imWZU-9~yH4ZQHPD<pwr1EJ!yl0h<-Qa29S6~X@iX-jK3Ne9jk
zAdRH{9<{Bc>d4xMl>3ynIId@O&F2+0sk3tD7;XrxxmlFtay>EDw{9a@ha;2FilWw^
zBOx5s!&8E-D;P6OL+)ONi0&P_X06L$<^Jj7rMJ_|%CV^AkSktOli875B-anM5uE!9
zxh|h`3hsDaeeqt2qv<yKeX4{(xQ<B`qVPvB+ad-B+No1DjWgxVehrsX$ftoTZUe7c
z%#!3!3bGBLa7AnQo>X5EYVd)DOQ}^xeHhm_7-kNs)N_i`3d-#2mGn_A+D(Qdwm%wd
z&6$b!sr1_!9?ItFvc6sw6pp8<{VJ=6XY&I5r1RRfPA_9QQ=B53M@OUHl)@Ik9P?Cl
z8^1GHE)!`7^Q!u5?Yu(O)g^|XD<szgbk2A`-L84cH00Y`n$x{XR=upsj9*iLKtN|J
zh5FUFXYmz|i*6O>iYqyU(JpvK9qT$s=F+ut@W@Ip%(<@1OVt-tgZG6_cx5KAsa90d
zaaTt4sYax&H)dMX{wUmDc*9A#zRY&38HQC}0cQR$%vZ4Ky49YmE!tX2vVE388<ja3
zz%}!ah`c^wyGd<MB9o~8>8^+2{<S}ajq3SJD4z!mdyfAAm2DcZlvI;2czLNfv}ycb
z@ouZ2>$X<$Dn>T>*4I%MS5urap2T$H-njekh*y3qYYTl!7?R>9AueHJr;&q^{uR68
zopL`Gv(4fg6}HptNoeI<u{q-d1a2qr6^8yB(shdn?)*GV(yIaG#=Be}rDsx6lJz|t
zJQX{0+UV2p-iK{@s!jH#3}FE5KXtR*{#3p=zD-8%9TwG;T3L@e?bn4|4j1~?l$IK%
zjcSZ6WNkv?1qz9l!ydW%e_F{N0PzLvVJ=Komdt#{jh`~jC;M3M?b@=Z3oTB{_=veC
znTw<9^U1o>))Dq)ZO0>)9f#7kMDW{&zSX8t{nb2l^!D`p>4!$tJU?m@cz(eHWv(ws
z4YUv8Pjl*Pl)3RAhORXfhD{=Cn{vTk>U*a$k^SL<0Q{=eB;JHn#waAWVqR+FTGm=%
z>aj*P#vAUUj`iPsJ)TW2>1DFi6s6+;?&t!lj^wp@hP|diq3e@dKw5iz2_g@`!5JCH
zTvaJAFK)`K%-ebd94Pt$#apJY%$bL@ok(&teU)RXSn6JCS>DBP(O^mCIBlf*;<=9=
zv{pKENRY3ca>6%|^$I&zC*ZFd=pG!>taLjYE173IMAIsOB#`xDPhN9gldNdgI`zCM
zda`Un9d^FnYO6=u({YQ`;ijDm$;oJsAhof$mijv%DEZTEWgfX5bLm~hwvVQ0nq|JF
zsN3wmiJM}B%O2c!;<}X5^yu#(x=VFgV2{c|2SxP%06z4$+CG`7xO=;GnS$-h6TtSa
zDp(asH@iA(W93z()se&6c#l<knPiS+OL*6OiLh){{{R~1=DF9ktClBFxDjs3suGH$
z@cy;e>T9Fe*k0)tvJ{?H-WzH8aCjN~D~_<Uxz;Y8G?Ai$Jcg69s0SzNdJ5&7rlz2u
zt&aRWAmb{HS$U(P9z3zMjteMOYpcD2IVK%A>-DDifF$}jk`l((B+B5I^3Sf{Ph3|q
zZ=?AW`I2ndnaS(B{{XF97B6*k6tP=BmjbTonU89jVy`YsT^oH;5M1$gcj`k8=9{F%
zE$v!1hD<-2NZk4F^sP~Q0@*C+>nf3jDtIQm%UQpUJGqwDHB#($?HCHbN|(W+c~bSu
zw#7MJ#O)2=ikg(0i>TSq=%;OUENhCl`r0Mf+jLiMKZTTZEBvui&!r1%Y}&W_N{p#t
z`h5*ty@fRxwm2}~!bFKF8QR^5^#+_Z5pe>Sj3v}ZWRd59-H7!E)~njd!8kp)LQu15
ztr<eoP&beZr5j#9l10xbNAjl6E8j%rq&rv~H?QGTZ%_7Su@(3LTHbt@3)nYitKwvR
z!4J#SjC210>Zz#}q~p}8Qr<6fjPWDf#~0Y{4&?wC+<y@F`c}8Y`!6q7(yj+C*HPsA
zZX8q|E#7qaaDaf#hX;|<irMgNK3&#?>y5%_f%hAQdMc;xQ`qw7PSvM=i1p7MbKz^>
z`sQoq5<Y7Bf5ziJ7rh_!%-75f_l<fmJPL};u@_2^)G->6nxS+x{5o-{t$QAy{-r*G
zyl2Db{w6D4%cp;+PoSu%I30$W{-jqi@i2eIFFE>GPo{sV70rB08Su3AG3Zm-o<rg9
z`1o4&O+4n@eJjg6KmNUbwdytp{TO{IJ;fc0-YC9HUkqPv<dnc3=DaKqG0!~LviRgL
z{36r(@%ZyzHGo^SYe{Gm+?i2QtVN9GsennVkqiM&Y#@tF`HvL<I5jab#xpAc?cCBV
z_B~n7ew7w%)wF?0BBf2hii_=5{Su{)U`|IOvzEq@H0>CkD_YrpYzo1KaF54IzaFI(
zyMpb2Dq_ld8?75EX9laH@04e?EPf-><WP?$(~hK5TUOG+`6u1(1#M<!%!X>H9uNQ(
z$Ik<#ha{EFb<*6&GVhJUFST>Jf_%i}?KN?pwlbV<u6F+b2``Dfys{_dz>s}<SEy?Z
zw@#G*0J49Tc)!CLOdcs<Iy^*RbKF<5>g-=km;KZHsw!yMp|SHmwK08Ga(}*R=Z4?@
zCJXhf?ObD2oPV}|om}wQ#-P7i(R?V$?t2ZP{mOkSt<jJAD6U4&{Yrf+t<jJAH{)3|
zRk`Q?02nyapg;7|ymB(k!o8Q`^5;#5{<?ok@*7nB==>{KY-K*Dpm;w^k)RSeI5pT@
zEZTU6;x{T)#y={9!m%gzd|(cOwLC(hblCCN%>(o_SC_cRp&xlOr;Ee7eya?3_ZiO6
zSSi3iT8`&i(7ZTW-V031Mt()>_?qRsL8#nX>2`2i%<%^0g0UO1jAVUjic`dzR`tNX
zfO0x+uPx1VTAqcQdW_Y)U#RK;#~b+&pW#Ev`kLn5iR7Hp${IIiU{!&^2dJo+l5jfK
zE=|2kG;~<m^+=sb1rF?wYV75cOYv-<VY-wg@E$hxKBQJAp9Fd~i7oZojq)y4PY2uc
zu4_s%%d4cQ%osNEL9OF>>D-2Qv)=f3!6B9ijQ6Bu6UqGg3g9(8TKB|SkDECplZfM9
ziaiB(w|4qRi=~RxI>CJw6`R-mYR%r0;m-ov{ib;u=J}NQXxQuO2XC!v;@+v~LwcA~
zqWD)q`M~>Z<0Jh0S0iH__gaKvB228{h8;omq||jQonG|MIV6*XQPD?WE3ne+qwuza
zCbOu={*yB8wnN;XQBsxNx*%@Gj<q6qn%XTDZXD_`fJXP>jbv%x3^j=^2irWmXh+_W
zn>ZE6#i(5-qA#PBmf$|{z~h?qT~Z$tc&9?QYiXs<KYIv$yNBV{wTn}|)$BvMBGmj#
zVWb;>4)}BCk9b>&lb!kCjQ6T@d@sCvzcgLi$86_uEchxum3q%a(fk2qHGNuDxzx61
z8*KD%r}eHo#CoOXy&QV07E>WA=^jFZ*i~CiR-!v~lTEU+Zw&Zi;ic6XH$B`>w=6pX
zKc!Q(w%2?gr`_vXjmVb$#?b`sT(W1J`&NH~yf1LJ^6NKp8)OPr4cr+U+OsqZd);qX
zzqGu$moi4l=1jze=ZurkRmHZGu&iy^d`q%7u#0~U+QWAvfMrq$9;6I$Q){~Zzi8&-
zD?3eZOOcP3^Fh4Cd!|Pt@v0g(!;70eRW2{@ZDN5NC{{qmL)Zaazx*UR=Y{p#<gvPv
z0@EGwumw*%Wk@vnq?P0rM^S&`4-?yXUR_3bQ%sGeMYo3DFD*t6NymKjta)_ZFUFwV
z=~F>ts*#zjq;0Dse|ZnTrESfwH;8mQZ6jX4VS9cIu*&GG8Xmyo1ZNoIis9~jBd*!s
zeVMfTk25$@sz`5eMGd{ys7GG~#=YPT95%4?NfpF`D6JZEfS<%h4+qk@4PU~ycIuaw
z2-li)<8(8|H+$`DbR)fQU%jo|FnCh(;xxFoP*(0oBrM0QXPjfUeQMu?bPp708ix69
zp2ERSTYSUInDhg<IXI`I&<=V;y6}#P8wZjNQv8SGD$&9{eKLD`Qkk@W7J%1s#ii>U
z@0)HQxIW;0(^f9En6;TMG_MxVG<R0>zmawTK2ax?U^yeu_7z?q0<GN0wz~e4Dlz#;
zn1V<9xXmkTWCgu9z>-;BMSG}EX*HTUgjlCm^Q1p@GCF3t?-xURZQ^U#uh(SWX5$!>
zcwCMKeweLYXHuWTmr-eYY}V6RK^Xz?vMjE{=5z1R0oVatgpSfVcVf&=NhdT(t&$np
zY5rcd;2WzpxxJF^$;6RCkhbxssrNY}*Eq#sX?iTTlDxMIBo-Fq%($JC0aSMPB;Wzu
zn!n(A^%#6d8tK-y_bnook~^i{7T&v?(*$O$_}9f3dV{`{*Ka&gN?v9QwH^Hxf4VzV
z>15a#{wBVT{{U7-w^okQI8iO)Y<!8gp~vEL?^;@KiDSLDI(D~i_r7UVS<B{Ojuitp
z3ZvGr^-zN19fTkBc=Lmvas29!emeH4=4t2$X{+d(v{usTO?M2IHnMJ45)Un0kGZ>z
z#AmHkwD48jDz|#meTPpNW_*I|zN(|GUeFRaJUb)4i}w5A+vEE~x0M<Z_lo3Xp1}32
z?N?p9x6+$TgiRQbvRw;>48gkXPwprO7!|G7>?~LDHoF#~<!QDN#+p@|5o|<ZT#oEd
zxg`EI&*uju(h5+7w(Jv*l<B+6Qf094%tr@rzj~*6CRJk{xjyEuGpuR2_N>Otk`vUQ
zO6hEfEk*%TL%cXB31R3nRv@q}e|p<Tpzr<_yQV$0lZI7ZJ$cX8vYkYgj_Md`$)~ZM
zZK>T_5I4;Zc_0!qT^xQknF3)#s2qg=u|B1UHPcw!X!_Nmw7!lf-NJ$}N4PyjasDLm
zjmC(6)duOT81Vf{dp0Y9N{vZ!%SL*Wm3k5GjktawT<=r8V;SX}GBEmQkH`wz{{V!p
z%TodFo@ojk?w6K-U<V2-%G0RLZdjbe2Sd{}v%u4RPFI=9Ys#*BFN0!(SJUop%pP1~
zVu%l*1N>`0#!=d7u%pWvXxc!BXHmg9tuG4QE}P*yRNxsmO4;gic>M)(UNF{^P%wl9
zd2$kRFb^F?d6elXSLItBQN~q-U1nB;QiDZ7bz^n7N$N7JKf24*A9^l4aI-?e>?D3N
z6U^M7fj=_-2DzZX$&-$H)QX@kdvRX8a`^RkI4b8ZPW-z0mM=VABPJr>xL^owK$q|j
z!w=56o9$xe`a_iw<n&U1nK`E4xi{|X!OlUdyK-|^94un{na?wv<Dy7)mAZ?ic{yNm
z2fw{<Mt4pa^(QrtYQMf;t!>7bb?=UAsu5Ax@+-~F-J5Z@?~$uTn>+(l69l0ioYn9{
zxnKYumAYq@QD0KjV-bpZVyNt+ECD0j(nrdHPsbG5%&l|IZ0%*&HS(8CceCa4zz{Rg
zXN=dT*!W*UwFpj~a?BSDT!szx86)z=bJ~uG(p($OK2vXYLCy&Q{{SwAvl8y=%0*ka
zS*{te=FY{`d-8Ey7>aX~yk3Xc<(Rq-DmydMZlTj&6hzSk!X?_J;{XNp$voFPcL#%R
zTg$%EBejqbmVlK9@~R8sAhHxUMqv>D09^RmJ)@7O;%b71yLoP>UR@cZQ|J#`^ZlIS
z_0akVMwHgNkG}Btf+mv|_qQ<(qZsEWziO)&!)Wi}Hx_!3jvV1yXvqBWoK{P+we)D<
zV}2{H)3vBHq>RCQ(c8*64fA<t`=|VS*4L>NtlKcDLWH8uCs^>dvEjRh5`gjT4kd}Q
ztfs13>I9D}W0BaJ^so3#?4)<Lzl9l8;7JPPH@-T4mBH&)+I_|GZ7n8P%XN@r9`)5m
zQ+i1rHZKiHM)7Lp>lFeg&qK(_>sA^!NI}{1IpMKT*`W$llYl$Y-Q7Qw5)qP4(A}5(
zYqIuQo*kQ&mZvr1MjmuZdZ;{CJV!OHtimC>*d3hXmSdAyL{~d^yFDl*qL7qgiYXS4
zpguCdB=NPI5&r-%^dI>WO5)*wDCu5-@ohJF!qoo&(}I8K$t#HAM>XcvljgDAN-0L<
zWkQOtB%5kUq~ijqImx0i?kUTnETqJmwuImsqijBLTM<SIWY;btN-U}{xn51j01vHW
z-(D09pz~Vyud)-)I|}5lrpscs!meS~_YqD<EaaMC1JaW@H04~LE7G=yp7%BMJv`pr
z;E$1cHRv|B>k_Ic!j9F2;agC)Wys}?bxONeK7zblRNUuf(Dtyj)FJ9m5`3bs!LddQ
z4EkodtDF0>Om?ugI%E!OGGFa^M@azmP-vw_`jt|xk4A~2ZUX{-wP9dW(!7FQPf@UL
zeAFYk2CZB8-&BJD%p4BPE3r{W8^mgQzmyiBlnmDyXXEcP3vmet)lF>0u0wb-jyh))
z?aDi;7i1tDRe6A6Q8mCVN0<*J)LeEc+*|HL#c&=bvp?%V!9&l|y$*Y*)o@r3sjhET
z7P6yeRLLH+;dLa@Gik0?dEfw#deF1H3PMfLbZ<(ncM!Lng<w>k)dL)kE4_Qj^P1&$
zI#0KtP_lsPdNy%P7Y_`AOIeB^LUEtQuo8ES73!z4sUo{*&Q$UJ)5ximZi|fUb<ykM
z;C-J_fnA450Kp%PMJ3AH+#{r{%19x&&mXO0+g(~*5RSf9dVqNRGt#fVmKp=HUBGg?
z*Mt860?!|fa!M9@ow1$K-`ie`i&)CZo;u?MR+IqSKqS8sdD3ko4UR>5_lGYT9qnff
zr0@nhS6yXrV82-0^N*DJ);hvvw51E1;?WzDwCF8TJE-3rD+-z^Lr2<}(q*f*>7&nU
zQ?QJK8j;f!@%M+;xobZVEt~l>f>W^_t7Ub&76Fz(-jve|pD*~WTmBO5Sxy0K`G!gV
z0BqHGEabH<=BOoyQPQn=qTTQOQL8*LyD`3(f&THU8hy0w3AVUaSz{Ra#{_+AI@9G=
zM}7v9obNA?*dG>~3vr&^`Ka|qCOD&wIL>efTAV=fKE@x!NCUlDv$C4*M>q;VC-;X7
zT(GFqx$ak`8PjoRKe|{YLh-U^kVwXAz`d2O;|18LVbZAFT+a7DzmU07RCACAprj4^
z)F*?U2t6y%ap#TN)cGksSz0ekopt5VmN`zty;B1{YQKhc7F&jl@srZ2E3+dhVo4pU
zu9Y!{{1T%%tX(wew9Q>d&lw(rtxjaq0T|w`S=JX`Q=?5D^c<DWHxEqHC%F4Xuapq-
zbGy=!VV&bxt@6`33a4)4_zzm;gn46Tk5>Hh=DByoH<voDpZ%R_Yj5^>nQ<CKcLwc)
zl5<{(;2#8A_%}v-yS#n6ahabyBKB4Keq`4Ns%bI!D@(V!xt?RMT%6k4#U^A7e~rGL
zg1tk+_FCiV!L`eUnE?-O8$Mwe>iO^OTgD9|3`JPUr4wK%NWRl30zxzI&q|<KricbA
zP(I>UlHQ`ZPl?vLzM*d&y|lhkNJMb?Za@T{OaA~$%F;YPtY~owt~FUwHH~9ycuseo
z?UT^po}QHSNX92gs>5fhLoJ2uD>N9#m7J>jel_EF9}MTT@hb<EE{hrSUg_|=P;yt@
zyK!Ev9nHErBvS(z$t-zbeH%S%p45CTbK*OX?G?C=dpG-*@!TD`9><K-D!h)&-B43#
z^Q~$N?Q2t-`qt6j-|obJ*&GVPlG5%uHp?5t;PfDjSF1{3(U-}ZHn%Is?-vXC^r~;I
z={FI&+(xqueZ^hbqo1+g>|<@tLqgYeZ3g~3n@gCy#rvx|hhJ{JE9pN3>$<kLqYJHK
z($3xZ*lp$yzub@E`efJ3TH5J`_=^O%fwS`@gcTn{*YmF9;cd;{nXLSi306qR5eW`C
z>T&B^Ma6D#R;Mb7@~u~y^l_FE{A>BtH#afI1F||7$I1(1Cb-LuZuMBM)Lwe+s>fTs
zbLEdM&rn%%1#LQOmAjsNB;1m*4x<6NnoGZ!cjWFltoW{82<3uBF_ys~3~`>7fBQn_
zWb$_bo~Lf$59wLDgGoH5U`Z-CIpY|wo5j#{-#mJsON6eby_}YarE@uAV@4z#{vxJ|
zK>`<vu$bK8kEcBPipJG-AF#s;Dl5+8<zB#gn$ptT&8Dc4m(7%JCvOALS1L{^$^4G_
zE2Z11$6G-zr#$yt0;9=|+jv~^YpJ)hNG;=r-axA!NzX<-$)sCypu&n4Jdy(R2CX29
zFS?3k&p9|5?^jZCspPs1$wk=|FB!?of#<}2LD`3<eGO8%6HP6>@KYP8*&_8~zJ!jr
zIIV_;HgHsa@Eq@B)7$A(r&fwbL<BYlNA;qUlvR*Q($$Q*wSxA>XrvhuCNeu8Z_=@}
z=61H2J2%^H2oDou5~%e2JNl1$-I7O&1XV@e0K%S})*b8<22EDm=5$<77(abG{#DmT
zNv8&K)zR~#C&h{9>DJT4<e_3X<2+`yd?kLrZ}9!RKfIl;A_YhAjl(4V6^X4(rq9fW
z=ChTzsRQmlIbUko_;@3?z0+h^!J2!d1<zr)SA1g?1f|^bs?JWNxjP>9tyr!8n?1Yq
zbs*xtT-NlN^o>$`S)*mz$7v&iI~w}P;eoCT;wOi#Z}e&BF({TbEUY@$bX|`QYUj_%
z#wp~`R03*yIE42IhoLp0oy~6zSxYteV5eyBUcslv!ZchQ;;{TRrNs@p5TiKjU9F4@
zzqMsOO(CJLrlCkcJ!>b%nq%sE1n@?FVmPh%Fcbk!nFFCy(27ZDQ`Gs_NVk&G{KF#Q
zm9T5ltWIsf_NQxp8@D(A0BMbOzj8a&*4D;2!uF}%+!l(*JL7QAqR4=dN}heI$AXaA
zJ!{wec8wm8NIiHs?OsAdd7S#z)b=JtsH4cuO2cm=p9<pKHYzC_)}_5oBe4@AvB~T1
zY8JOWspejKg&p(FB3wov8=U<GHOxzBXo#unR-tmBQzc+jGLT286xiD}GSsN(X-4FX
z)N^IY_p2Ipvs^e)-iz40jrjf=#Vt*q#&bf<!;y^EwwYybkY{IM=%*EiZVq$10<`Qk
zUny`UUYrL`593?=%^3T)H(t&dTXn352dXj6QPrafY^-{diXp%IRGHyeb_XET+Ts?{
z<8V0+2kB6+&#7%LO$|SW$OgPzkKn+sV$_aw$v@pc%Divk%#HoB*Z=@AlkRKT@6&#t
zBB&?jIHxyx7{zFO$E^?en%v-j8LJ*1IMh??P1oRfb(@rtNIT6*pdtHuV0W$7#xHZ&
zEdK!1C(^pj82<pH*C%A8K$-NeuSYn7v1X{^J}wXVmBar4T?KgrJV>U!kK)8``b2CL
zkQ@?g$46t_RjrJtx#~U?)I7Uzr18aX>lb2sdw9nr%)iLjocMnD#scQL+j;)mdusvU
zd4Y-gR&}NBv=nrbE%>#<-CM$=0b|Yy<0i3eFXq$l65<xY2a(x_rCISD;q`e?HsKfw
z4QE>+p6V!vJD3Xdx}DcO8tcQhz9h1W`WX_|>A=WtjrF1*2WkEsQ+=#m#~@BZ;|dS;
ztSgqdlUlce8A=OO+;;KLYJJYRYvP$3OuUh!mNqLKnc$k)a=x08cXOZd4!rus;Spv#
zR6n~<Uvpae98u`nMEafDa_T}axBmcMmQMvXi7MRcQlncAK~6{GS$EfWJ|)y6v$RHA
zNY5N`^`gx?v0PmOHWS=x^KL{^a6!P&Q(D?<TKLtahfr@Nqx+K9H;FG{v$u~&vVF>+
z85nfWr9}I*zYK7|OLEu)zcq2wK^>a-TR`xAvugMEpKWOW0M$kp0gr0)?-2No>%>}<
zPbk?C;wV)7sz1iM$Tc`E^easdSwhJ={H{kM)0&%1_-$b#J^b3Ln<(<d6@G3z6ISBd
z_es5sUk7+(>Qc6$dziHQVZKNDQ6G$Nhl@PTKI!ALXY!OP<0+mFJ!&5l_^bOt6GzeE
zYi&9omkW?({{VWQr0J3Pb5H);)W*p`&8!T$GB>}qB)N1!dzZXf;O$!bRBP)dn^J;L
z`DxUTVmns8lVu-*bV8b%+f9FVa}}hcILC8YJ{0i|t#CC4mi|jrxFn>5?jxR<rMK`t
zwA!iF{6~C|+Q4_b@=Lg|9+j$B)f1{RM!l{0m&G<w&y-lD0xNh%)Q-C?PsE9HtV`jW
zC~ecsgrwIyHnD$C{=H)A{yBmh2fNVpyI7@_nkKp{^N!iaVnuU`?>@6{a!VJvwI@Bx
zVubCYW3byD4_LABEO1=II+z=FPH+J34Qauu_-Dkk<HUY_rlAw;`%DXwI_H4HpPSyU
z_+!PI^fott+5pX_TE=&~r_Oy4IraJ)t83vaElOwc9gXZVY4HO*urp#rJe`M*ezi$<
zB+2-LVH_HyGU?+s3mA<UHvAFT`_+#Lc&A>|t*$PvFK2x&&Msnh;h6BK4^j9Y)tjJr
zj{4tMo(QaA)FQo<{{W%RyOg$gKEzi?;;_CVE23$#TUy=PzFx&Zi5QSNHgLom7xQ)e
z0OxMJAE@g$t$(AbytKJ<Ae1o7WSo%v@JFer{86Y+rrAT`h^}RlJ7d1#i)CI@&&&SE
z`qJJ-FN18RvU`FxdzAs>js92@Ip-Z%<MOC3EiQan1b5a}{$`+uWz12GGx|x4_wSCC
zFS6WZv0BIDMT=yxTkA-oH(3}W+=0Mh=)<A)sONR?OPhOnVV_wz^Q2rna4%hh)sKHc
z#W~|13q|t+zPTcXRp70np6Auir)tdBVi)R~!~-I5KGLa^<;&l%W7HpiYA>gljqeuA
z{kNi7>Nc@K98e(hVzaYo;zn#_nF;xuIO7~wDWz#QTE*zLwL(rZ?tbbh?tQDT@L_Ac
zE_+-1OZ)36H^~LGE*3YCjzQ0-UOH9<*N9#b9k!Edbg1KO$>qvf<bIzs9>cJq+u~qa
zhgq`IH5e={;+eF_r2ha(^4JHvVceW>Jr~llyg_LsI?TuH$!@Z+Wr{gBgwHt5XS=YS
zpK;&2c75x;itg{lUK@f-g|sVSaHt@+jaF%xkG#xIar7N&Cw&0nbr}qo@?-(G2mtg0
zAJV!V7sJ-}_OWXk_V_Fv#BmH~b06X(x{ufCQO&2rpl`j@{F{wMn=#nuI|<3(C;tEw
zpRHisU)|q1Ynz9YEL#P*1o{rtv`h~3RJxAeP*{JqP0T)D+Ab~N-E5v>kC8#c62p$e
z6~SCwNpl~aD>KO?tnSQmNj=G~wtY_FZKJu0^fkoxZf+!B-krrj+D1N8fyu5mPnHN%
zrUM*)IR2E|&}@#BO0k2vfTXIIKkG-*s*BWyt``&e#|y%W*YM_nKD9FhkV6vv=OZNh
z3dL3Cwlr;O??ssTO_<5aQ(IN$araKFAF_=_?RGsMPw-cVptsG;&n?D3<*VRl>5NsM
zu=ss0RwTBMe`Jj_{(t)Q&PC%xFbu%1dX`LqT6$)?Z+)#>6kx@8Cm8QuWmr_T+4Pj>
zhFeJK;Lx<IsD|j0KR`wrnR}<En+u31Nv+soOKX<gtUUqhD>ud7A%{fOmI-2a-4ePL
z{J)s4A5-y_-SUKsdN2D&CZd%I%_h;6Oid*nW%4pLXl<a?t|PPE_F(@2AY+oFuG93+
zKMK&(7?e;3NbT!bfR<ud<ddBDt=|r={Yp5`LPmY7*S{<*`XlEj?^L>4T<dRjjY8Vq
zC{LFfDg_9uoB%tT#e3$tkz9bSw|6}IaZq@hRB1ISQFE{`0FH)*iA}T(kDF$4J9Auk
zYAH=Kd|h?y`4B3T%M!<~O-M##AdCzg(xMU%B9ccDMoIiV>(^Tz9PZiA-(jxb8NfKG
z0#%7J(lPZpqzh4fP2-}l>tTtM`}eKblaZRofk&7(bk8->TOecyAE#QhbJcb(K)C>V
zRrr?&6;?IHU4&D)!&2>*qh6Hzd7zofnM7l=NH&A?u76qAQrI=D5)m))GV_mW#<hc5
z)YHneww6!{`L>?*6RMHZhs&i^T<_Ja9#%tr9#m%|BpQP1);o(SUKdHw0y4e71I=<0
zcwfa9@Uyjph2wTRRXKGXUr&u~=Y{RqbZii66=eFG%PpK8;#-$ZjGTokf7v*xZD2OS
z;zpK60urD%JY-VodVs%YNnb90=5hXWS8iY;-cmYjITYlSqRpscDpIPV*~Z;5dxL|{
z@9SMnrj-<Msg@*ZJLi%3S0OVWIOCu--B_2F#uh)_6se<3eQCW@Gvt8<(*;1I(-iw1
z9!vR-7)KiY=Wd_<deVnVxx1a(C|Q&o6WY5iGCK`2&&$*-StLBHgk)CM)aJv}m2KUT
z$;+kK*}zgbnr0)HX2JXb{<V=csN|;Xbt=OIe~o%n*Lon0ZbFQP$4=er6J7CDfz#%K
z(%L3xQoGqc@6+C?$3wnY8c~jt)bTBDPd8AIt}qTOB#c%2^ZVw{T$7rjde=9Ynzo&W
z(Mv@jKBf4Jrkl?ZTgnD;XsiDKkH7fW5p|%*RP6^f>s}{-OR2_4{{WUCex|WalAgk`
zbfYawRVK7YkX>mPu@ZI?D>6iuBm2Z<{43fg(-D;XqOkAuSfoZCSo&h7RP3|`QMak*
zR%b2^Z=nkp;Z-j*wzHfvFUy{4D~qy`d1=?V^sgrq2PveFN`#U{4OZ+fN8l@$m6};_
zGD$c9R*s`7X&aseGe=BZJj7(irGP%Q-$p*l7dh%TR(z<fHlJ~9h|?y({W+#Wxs(ps
zt*fhRnJtp$Y_{@x_N@4#B49|s&21WrQ81k+3EQFQJ|Bw~QH*h2ACL-GPKOv4u@7Ng
zJW%C2SB))X&uThFBAif1{6JNujs;$WHJz$XY~yF#V^P(%lU$p4ptQ{#HWwExI++Pj
ze+t%`ZP^*kq^{1+^4`u=A%YNnaBGp&Gz&({LZN+yW6$FgD!U6PQAR#e*gu6uXW|JY
ze1OU`jf`?X16{6^lDWd_!cN7JrI_1}qor)=cI^~}h$DbLw8&*yin8(zZ&=%w{vNf>
zI*l`?6ynv<9Fi5_iq5^%e1z-GZC~2?QSQboh}5UuF+s`gT16SjnR<=&&BTZ1YRY(S
zT>aN->a6t7G>4dlUZ*vz8%u&SheAhuWPWwDYFk8L=_zX2=SIrpf=q3XaZoZmXAB5F
z_1xZE+PV`HAp_F6jX_b#VOv6Ny-X!ZEmJbhH#F~Taw)y*V;cY^NFucCujPmkuFJ+g
zUjG1vW)4riT!IHNiI9vd08gRxH5C%Jrj*-HLrHF(ZXlLFly&?0&#&R%71`WfKiQzT
zTy8=SBeil5rCiBow|4gB;T*X`yeaRHIUkK|>Gv_+Xr4^3wb1PVb@u!#j;wE~*-l*!
z?$-2}6~V|NrE9<j;&5vpLMBZ-#K$Fi5mLG_B}n~gsWgP?rpmgF`7iRCuWzfB8(FC?
z?aJihu&!OBV^<kn7*waq(=@bu6?@COsZbv>cVJKZ#-s5qpO(pa8lAs&w$fSN7_C%>
z=Q$#@Wsz>J85^cS72(dbqgl3l^dP;OvCP7zEKKXUSPW*Sy1U(M+dx2g!qobZMT|zc
zAh6@TRgK|=GbCHH$j_~J#&=x9cegFh5=8RuoDxnL(}R5Dpys_ROwcVa^n0kLgKN!~
zSNE?tj@izp)}-L0l_b}73{+|-6}mhs_*q6v%-_>2q`E^SWMFZVS+^GQSl=+19=Qjx
zuA@&6ZxX~881GkgeG+X`N+u|Qk}<e2>&0a83NzPcdR21h`voZcNXoOH<w*&^1Ar@}
z(|koHg9Nu$dVF^`tT2*KE)o&y7a1nGojK!MaT}-%ydB+hU1pDGWv9Y5Jyt;+Lmoo7
z$z$pia@8`DPUuu=-kq6u!cpl~8pNI{@wTrC)#v%3x0Lf5o`)U1hidCDJ}UTZ%58M3
zlYgi?go+f(t1&p`j~Eq)ulQ$3@lS!@QI^K#ZxT5qf=2;dV>kz%oOG<84|qRA(5-a)
ziS5L*v|?7dlaZ1E>HH&_+BGA{o801^H|-s^JG-_rM)O>#m7D=7{ssDbS0$-mM{jgS
zqjcL5OF-&KJ5L+|->Cenp^oXKjI>fmJ+T-OlgS@n=xdnqFd}%i+MI!njKk$qjzJxH
zz{PXavsX8ynszzeN5qe3ePVBuI&7}MjABAK`H$0%E4GhMifa*Zqh0-&vhIp#zG%tq
zxq4&PyzfxcVbv~-4<j=|m>ZAXCz>n=h&(C`+D*us-#K_3Wq&F;Ig)7U<!KUXx}S=5
zMxMu0Q3OSbN@0w1kJlB*>i!zkbhy6Ku4cCG%1_Jn73dKBNw-U>Ce}1LRhx%+2xZT6
zgZ?#r{CnV?UesFMNiDwR+DwohKBQ)%F0>`2bRwrEtlgR82+_88bsnO%>@VTB2_#d`
z1<G;e#4(?(bax&O(&ty7M$}-vhdBZ{20-@*k@$+hzR<31A~J|cP<bQxezm{1i*|eY
zmr9ejHjN$khx}eHp-W529p~M|%t;UJ&mh-A_s<$ILKG9p$2H_W9KRNNqRBPa+3+wJ
zrr>>zdK~(kLfAI+lW_a$au4NQ5ORL$$BB(N`|(yZ?B3$*%#1!%gY##VC%sshqzG+<
znI%r*dsbp={{UpSRE8MWIOjZ*-!$khMAouQ%!Y1qqqcfim5z1Oa<!s%W$KKYP5Z+p
z(!{qh+{nU3@_-6B#U%2W*J`fN1~?TN)V!E{oRZn<dsI_hB=Dnd+Qgm1`ByzGB}vK^
z9>-mLWFraE>N*`vCgUQXkR78PPrWCdm{5_D{{S!^-KvmRA+ko(?@vf2h2xRc_VI-v
zjl<hD>EiJ8r3*(x&cRlz8QrGKk;>-d_n6o_XT37vgv?qs+Q8v~>OQ`;pQ=l9=PaT#
z40szxbJNzPig@P@GaN`jFOC2`IIJmQR4Cqhv#waVPPZ&{9wm{Hf{;)g<nU>!aS}-5
zc3H-7dsH{KQNs|~7V-u-^s44aZY_|Y#DL{ac&>Lr+WijYRyR4%6IeB@25V^uwUNPi
zy9V{Gp95j;^oCQ07f3(x>VsT9XNRSafCGoeeCL{z;q-*+I${tqx3P{r*jHR!oi%=p
z^QuBHtu9`u`aJ_<lUaJ*p}Me|Ba#_Nt&l0QAY~xeeY89|ZhX6{=vQ_coVLD0oH5!!
z>MG8c;oVkCq-3*`9=NZdB+{*<yWY^LZ&E8kY@tK}V^Q=J`P<lzLxj>`p4#13R4PE{
zHL)GZjEr@yJNs2sBn(zijGB&CUF>PwYA(zLX{^PQn#r((<}61_yCmB_f{P71lyx9j
z=dEW6FbKtI&pJvm#%hBi=8{^CnR?Z<H~MsuPKA(;Mr*}2t7Nj*F0JApA~zZI#e2=n
zK-;ju&#id3iDB8|eO2ZgSWWVeT#BWjo~39LHYj~fK`dDnX4vM$doiN{xTPnlq*uFR
zC&~#XSZDfFUP`pN=Wc6WOLaVhP<a?^Q&T6|jJVl8z=L2>fCqZBZDL#IJONU{Y!?i`
zRp^M3gh)N9H*u)gy<q~yaTB202*IOLwDY5#RA9g9T8nOxBxAT0W_xtVkvT)x*wpnl
zwuhQaY*Q%1ob|<7(&M*<ou@J}!3v5$#=ASs4l9J;5Cr;Gb+(fl&K1yt4?|baV;)3S
z(X@4W8gLkQ1GQ}2>CdQJi!>lJI)HsStteuS)(xNlF;3H@&ZL`Hc2DJ5H>s*#>80UK
z2{eg9c`D9dJI8Tekg2{bA4=u);~Gw&F>Xm2>s?$jF40!J%v!PL-a7C+H_<)ixZ67O
z$9m*^Gokr%Z;*Vz^Ip}fIvZEcI#&g!L>5^HTmr`&RYkO{Whm=&Qrg^*6jw!Hg%mGp
z!ir6d4l7R9_-+Fn)4joHTGjNZwL3S4Welt_gI*uvzYYHYVcq`k{YxG*+P&-T8>9QZ
zYt6iP65>dsE8dzE&LhL{GfTLGfnJZ{%{Whf$2i#;VaL#aTIF=|kN^UKT9RK$43@^;
zLX6UYcAlf0iq5X6DXTLtQIVTaoVY4Wo)2zoPs1=FzBgA2OfZb(9CO;VZmzUlM^sBa
zKz*8Bpa};6=iat%v?jN;TU|H@vOhGkf(Zlv0IytX8r<o*i>X{iYp2VoB&W}v@Tz*_
zx9MD-n;YC}5TfUCanIw{tayu4OS|C|J47)2qi;feYeT{CAh?$PX%P|yByZ?_sqXY7
z*w(yjb7L%8bkQxu2%yNX)Ss<tMXuOtz8p6CExdO3<Z^HU2E4;ly=_BLp6R&r7_c6L
zwO#PrJbI6uj>-{9Bvy)E^_Y#wyc?<7-X+$t8IBe^%N7T9Lw`Ja*NE-y?ZNvcx8!|l
z{g;hzZlk(7f*Y$ykIFh=eQQ?hTky`Yrti@rODnWe9i)$MQPVx@)D^T7Im@|5q2d;i
zn0=bgJ)oYPb6J{pwR*bdZRKw+N5PDrl#iuu>s}wZ(Yz><#OreRM=sIxfO^(9g=|_m
z<<uwr+;+%YEI7}l8r>lsrI(33D{p-jo9U4*p}z*^Wgc3S+?vnS{2k&i6Kj)PPj_!U
zx;8xYf8DD30ramrx|rNuOEUqNV#d0E3|!x7x_!<60NPz`ZNPDE&xMh_G2WV&Gv#8p
zVh<APc5uTMkEIy|FmW`8{#rQhJ*#b})b(!x+v#&K6YnxY9Q@NL>^_xOLZ8DPA=Sg{
z5w)Guxok#4#QpF|`?URbEmBQ+HF;E6X||*N5TkLlbldBiq_nsdv=0xMG~3Iqe%@%b
zpg?CFHtgUP9qUV2xUkbaN8#kspntQ+7UX-3Vn9zHO3d*dzj@;Q4JLwV0$Kk6ue0lc
z+4JA}Rzlo8?}nhcIcYS>g17y1ZlA7c-7j?r*w%bosOvfgpqDV)!vadNB0!r);!a8R
zJXUqSt$pFGD#9x_RhsOXq)rJd&;#`Z)KJ=+$aMG&Y>9PoB<#fh0LwMtoO^uKHPlac
zb>bPL#k5c4*+fs@a4@`j0m-Fzy91}Yn#puo<?!yC3>xPPI1(3?0UVgeu01+dHN#lx
z8b!XdsOh(<uQ)zQl#eZ)dPu<Y#~gaoJSlHAozT_q9gX$Uxv{nlwWgB<mN@9Y%+hHV
zdY6lq?k#eAnBooQE$pKrHXT<7lb=E9R-M+Hip5vct~_fRUf2bFNidf%@Su*)q@I21
z7Lp$ZyGIPkb*vRBD@NIl+!2DH{{RzygWjJev88x&RkqP_daMW9Ze+^&gZqFEKppCp
z)|p~8`{Q+V*7j-p^xC_gL~IZjws3ozotB%7T}w;2)@~!z^t(x(8>52|JK8545KrnV
z-k0QfZd;a;@LXyM2|s0sZipT@k-8ju4D{<ppW-`cwJ5A?<C?=slo(}HlP@OjH!<LP
zVzBKkp5Iz~HdDVZ2^ji{S|@Y{>|QCk5?H<Tl1X7Yku|-!5n+RKw*!p)r25tdyJ&3n
ztEjf%7v7jT`A;LCr7>;ixU%x&ibpX^(Nvsn9X~a$&rs1VZ*+SXyOJobpoJDw=LIOe
z0+GpP&!89-`CQeQ929X$Jfb+GXLdLW2PU^rFNNF(RDEJa!mEs>vasv!_&-5Z?)6yV
zSGCfiHt=+5NzAg3bJ%+dr*O?RwY<zr6&_J1+mZb06R;gtw|yiY8E6KdVQ}{h5^Yu@
z%vpvG(VqP>MR7fFE4S6*Sv(7Cc9zgF`4qbRq9K!jzusfq_UT+f=xCd`nmhdj-oJt8
zmH;7+IObi^VWpQNBw&w~Ipo&^H!P|;Du6#K?Ytpn9p;6o$M$8CSuz#MGn`}Ypk7JO
zIj$x^!dDCkZO3pU1Rr`&VX?JR<l<HNbH!V#S4R^LdsWihl4y|_j1mvMO7Rfj<BwW~
z*@5FVp&82UBO~6r9IOj*k+~yhbK4bvNVqoIq)o^G_Nx9)I&+#58CF!nF(BtPl%$$x
zL>!Y=XLsY>I!#8$Ow}X);fcc@oyYaBIcUsoRO2AygPQdXKTu6aLpprq4hAwh5nN;G
z5<aBy$8L_Od4xz6i2Uo94_lJ(mqU8-y`+rmD=98y+KNf*fz<sgXH5plrg<Vc2tYtP
zpIWspEv-DHS22JW$(!#-j<_SJ&;I~iRl8e5ZQ<vYlqa6#sP-IxJk?JT%)LpcO7gQf
z`Q&Nt<m#ZFopD_(Nw&t{Jdm89UTd6SKGsO}u9gs{2to{vxnfUx>Za6OP7FoZ-kjAd
z)+`1(cB|6l9jc`InyoY}-A5JG&Yp<oP`kO8vX^CBFk+L+%{!N37?AE2(COJ|f$B#X
z_N--(6|bf;s}kKn$f``{tc_$$^c-TX#)U^pbWsC>D#F5jDz0$1sm$8hTIt%%vT9H~
zvC4NxAW%U1=DV9MPRcuGj^1PQebpEo)^pn|h*8usp2TLUwuu34(X+&Qe5cmAE8*2o
zc=vEQtZ79;XwZFD`aME8g!_Xq;E!IFw|^d;f2KS-ip3(b{IU_#{40*Vb0)Lpq@Gy>
z0N$7%{c5zfCg})!)|EQp4nDmr6@_i+dR22uQC6AET4^!E;sG73jU+Lg`GjMSz?$8@
zwRg0YQ{~E>lk}}<t*kWbW|BroBOOmxWBqC~DjQ~<;FS>P<YoDY^~H9^*5$eLmFhZ`
z6;!Oc9#JSFRwNF**J<Iaq`0w)+=J#OM^4?VnAGiz7t<py3bEtyt2!0&vAYku3V1mg
zqB<MbUeX7k$btk{es|#lI3;uKj+Fz$JQ|ciByqTKs&{qm%{EKNDQur-m5YMm+i1w_
zKm_{MmC`Ix*xm^VGCBHyG5$49TA0(TQAd@T_wY#q+r)alTL5DjHOp&`A+(eLOYk@!
zcPFW?-^5a^I;E)xAyrT7TxX1CNObwiV0n+g{Ayczn$nb|HFM5x+(_96q37PInzYJx
zlj~L3W358$cT2e1DN2w5&Q$jlloEZPujB3U{{Yt^{LN;7D))$+8kB$a$bU0gp|eu9
z20efypsE)zf~4ZFDa|qC3@ET1cCTor7x{XM^V{vwZye+r_1o)U=+);wD6$sF@&VN3
zn&PcZwwcvNdRd%R@Y{jZ_o;L@{{T+%k4YD8L3nbTsy#8v>UQLIaay?En?%9ds%M~T
zcBbFM(7cMJNc+9(lXWxC3nWD&$RCY&`mKZCY1ZWl*&htGovi6`+3D8CFbb@JvMbJn
zxfPdF)Ts|?xv!%s2^jXSwgmZWnbH^TeJiN9;8tsQb4fik3GKtiK?60*-dn*9$NEG;
z8=!DHitSWx6$RClGocb9usw1sqA+`-naym^D8KN&oh`wV3Bm^F9Y$)r+B^|k3wUIY
zImu(xn(yv>GpD-}Ap<|%Bvf#CR?S>Dm7E^tx>TpLIou(8qYuM+Q?z5xD8)_zQ=E@q
zt#&Y4q)ea=l{7YSTA*0eC>1J<y>nFD=%%cU{{Rre1(0Ad#d)x`GvAZ^AlImPgaf8+
z?_PUqp=Mw}KQ}e6Qx~y|d#KMMNY;uBad0v-pHqs%pHjZKDg^Td1EFp+UEHZ8ExIdc
z9D7CqtjmwGvzC(0Vw2ZpYZ=BmBw;#olfBMP<LwsVcam~D^%WYsNg2=UT?OPq>mg9N
z^~F*;af&0kaBAH|W~oUS4sibUBBt?`>*+<(Y?~Co%!~@w%VQ^@Fo5T#4PVo)TH0~P
z%0?JtAdjU%9O~(eejcAnibm=WeukoI<w4t1xP_EPE-e*dkPp2c<@~|ovLv2Ku3bct
zMI#(Yl3@Y&&0yHx-CN1FDVPp~16HrDJnt@95O2p(^5>etLB-jfE^1M}$6?{gFYG1|
z%!QzSQPqPFra?8>c?`pNT!YU_^GybLT4h+?RDPvTIr>+o=@K^848@VVp4AUY8b(?a
z?yYx5c&>8uOnDCqYtbgM3@V`0RhxlYQ;wuol4{45`RfeL3mgdF1XQW1?YC+0!E#3x
zm8{64S=5y9R^mnD*^N+&>7%h_+ydjF?_PaOGID2qI?Y8dBX(==I%u08!_U1kd3?uQ
z931yGoo8~Bv`oyPgcup?R-Nrb<%q_8dQ~WLyBqsN;d8IC)KM)G72v4O1#qI@J|v!W
z<QC)+S`ccl712e(k8c>NUu{pevz6PE>r+CUp(#5UPON1p-=Vn-<hI?pz^<P_o>H$H
z9;1wk<Kke!j^F^~5No2-?|i7y<#a$lyn5FzGBR-GNbikg`kZc~E9u@Kof%Qe$(}|>
zKGoW2kX>uBE$r;2UpSS90>(Jw`=YpwaQU7go>1!O<Pd!;q|$urjT?TUEUTqJzFc;(
ze4lB5?w?<N)!R~&ohYl=;Gt8NZA8+u*L*?Zjb`)1J{_7E^xSMooq1Tm0oWe-$*oJT
z3HXykh8XniLOn_tK1GV}<X}Am59?g-hVQPlFAyDOL`b0#6_F!cEGT;~zrAbRd`fv9
zHIDeOQ;?<}Uz66gQi_i(R>pNGO-}ErkF0AxBes}ZH-=@7_ik0k%)Ix=;Qn=$apJqH
zeHJ}B<7}F)^3o95^2cCLcJ}tCc(dXa_N|q+AyzO~a9jn?VflBiS4p=F?DMf_f0&-R
z{{T6yZ5~UsO*qO`5<9;PY43S%^T4Fd)<Al<{{UXKRF5QprGPyD08#${)~EPR`qIXG
zAY25NK?5A%0@=sv1#I}k!y@NTyuQ;J?X@US%1nGLxEUdbLUC9r+DiK~(UiG8)_L#t
z?wFU?T6O#zHnCKYu1DkPT&IX^EuhpDtPmKb8-fFnG1nf|C8Is{{{WwHDD&H{{{WP=
zZflx<ouZ`BCfl2L-T)lqy>6tVBbuc*R+D?QbGkmBw^sneaM4b@>^wK&UCou{-MT2g
zw>L0j24r8G9WY0F<KZ^CmfSG5zEPZx10PXW^xqX~8Wir240kcN-i`fzR;Il_X|XgX
z?BjQ_V^Pr|v%5ETA#QABJGTD-6lc=6qOrBR)0SASVo2YdD91kI*0baB_K|Y!=V-FS
zD-1J4!=I?F?+4sz*Ls!BtPnD!!^{y)9#vb{(+By|r#h6iniX1buD!-leK`_5eXJaN
z(;%6&=M1OKMmTR=WLI5%qFY`JNp0lJykgyk8=Uv=)~WvhV`=-=C}h~+fWlmYewnJC
zDvd>IolbgqI`rku4u>&)cCV?jC;GMT>r}2T!pHKQis&!&+q-L~SnNd643O~+!ykoY
zO%=cy77xe$Gd0yhG}ID?$1QnHP0D+aM|#V#l>3a<yn2M!Rsu<7zzv1ZAR5k9xO5-r
z5^>WJntHYG*;*g4%e1!d^=7lhVbxn3VR3%SPqm8k-R}gk9+=Mu-l`efA9yYfMP5j+
zT?&mhQa|gFrTYc>1O6paobmps*FvWhtd4oslb<n`_ioefCqBZOl1T%xTpir)Ju~a|
zt+;gi{{TEM_C%QVF&edJrD`(WGMy#1`uS#wMl7h+pL3kLe?HD_fVn7lCvopg_<t_n
z6xl<bKGhR}>xLEC-FRl|>Mtd<=3MX{69s?IrEywDpL3yj_fNIB1tpI1G04VLu;=j=
z$f>1tbxOZ7zf^rdBm{M&cNnb1xyO2t+*Zc{I<{u3W2IAoh9K3<;8KXp%~ilmR#Ia%
zdsJ-51yWA5(Ja4cz#|UzUiwm~NaCYcDA@*}zGi68G^McPxs4W}?R4mS9<`>9S#wyB
zLPgV@cdfXW2rDQWOj&c}ustivz98xD+T>HjgngnQU5@~;<NPbtXa4|FdBtLQpGtj4
zL*EP{S?&J-c#GWQsI4wSJd)FQ+2ls*xTY7usqAC8xxSsYJFyJ%;C<2ReKAnZn_h>h
zq*$T%RPlsSxYac{sSKQAvos{0=RYd<;;bd?Rw|+~x<EN6rfWPx?l%v@sa-2GfJp>(
z6=@LNj+QNASx#N@YjzEO*=@YLh=I==!Nqy~v&x-8Dm&G?n^(JuBpzW4(;SMPTRj<E
z_eXOUs}ydSJE4Au(yzQxOsgW}o<Xi>Ow%ShVuuZ$qcy8*B#_0llgDa3N27WUyO(0^
z&1m>S6L+dg$B>Z|&#pyaT}$RYc0UjF`5H@$##7{kDy07a6J%!}N{H(r$=WATWn=S(
zAYdBbjvcGgs#&gZ+d#!>sIG*O%G)xvOLHZ&f!7tvLuz5jBbx5#P{?bWzKkrq3PLD(
zb#BTG$&=Ee9FA)3iTUyGRbowu?ZJ=mt_R``sJF9QpYFCZUXd62v0NX;0gnw#-i#<)
zj$0m3`mWErTHYLx>bkwO5=^nK?CxX0#c?u7bJn_l2Hjglu3I(Q86gDjT+ub|u`h`i
zyha3i<me<41UL*k*Gu9501;kk{u-T}mw;q#C!Bj4<aOC1eQxQYU9lJWN1&}aU9J2c
zsCW}F{(t>y;*RFX)U?p_?-NhH!f^|+`Ox<KD#wVlo4prCdq^O6h!MVJUe$-;c^2B<
z^5nTzM9QCVD^lOZ*VY;YA8G>XIUA7uYLZP{M;XZ^V>Q&RxY9f)E!3!1;^DBF^sOB)
zSMZ(v$a||6hHktJjQ$k5^_8E9t}QL}%|#f4gBu)R=7j~l!I)_~Y5on7cHyoY8Sl+d
zfO&o%bW!`s+y&ygKNI*{R7q`g=pyr05HqvX(HDm=KeTLNHqLFWhUpv(4Az{CTa`6S
z`;8Yuv9pRsNto_ACxP^<+82#3hL3v{^@Xj?vaaVWm?zsc%lMl1OZ{$lB29>PC~lw%
zvotbT_&H7(HQcy8xD>ALEsbT?JP~>ouC%MmNt^F94jDnuVf3xP65VKe&V^xRrfL?p
zcB)FKmNJF0>TzCNk-HtCPEQ<G_lT_JwYAf1Ru=OTEzO1MPiiAA9)N1w{5!w6xC<5K
zgz;?-%@xA82ivY{&Zn+kX?L<|I-Z*)#*qM6{D}uBan)P5t}8Rc{vFmL)9-aCtZql{
zSs?-=mv2x#y=wlNJ|o*h<t2^P&AG`j-NYO=c_-%PsyZzMR81^eN&UCsiN4=pIJmTL
z^~jyWr&2xYOD!b@&A_u@`c|m}D!)?;^$NqY0zVqmOACmlTicHge`Z~$N$jtqi=R@A
zarjm)zpRZu7xET0ytyR1M~$op0m_Vk{dp81F5KD4ZD!W$L{c@f+j-13h@nnpbM;~X
z^{iXAgKQTw#@}PN8#MbL<Db>oc2nH<;0iQdeoL_SSMR*PB1t&}FF--;4?TyiT#{F5
z)!@~1%S)LL&2sYjvwmP<2OR}F0iO24*7N&c#J4_8$iu^776hmJqa6`?Q~XKdo9m5c
z&f+VHmeMejLlJ%f@A&l<1+JaphrLmEtzKP8D}YQ;ZOJFOCy%XKyzwrH7nuYeAA(q|
z2#VdOa#)O<?#I70*4u&4YPLq-QDFpc<V%TRz$Ykq9l7+a&+HvnTG6cTqqjbEKj`~p
z#AVP7f(v6f<WlQCE7X?LPFq>Us<Z)$K^Q=|CxOO&`qpQNH9M_N+f0`3d8Ts-+|tNf
zEDj0e;B=|9P!^={k+GL<sjFC7I2*Q^e8wbo#@vk7rG)w>r>lu<R#nslYLOeVHcH_@
zEO2v^>0I`^G?!3mGs;6|&>%Se>k;}^b+o45<|&k9#=)>p2OQGoOJoO0uIl%CX03In
zS~6RK7>aWWZSy3?SoF_c2c=f<ZS3~i;Y6Awj&x<2=O8ZJ6OvC(oqE+he3RlUxfz3b
zl6jc}8O{w;w4dyE@Xl2jM<8rSK2y(n9KGv-9pqk3?D2xE703*|2=x?2m$#l0dJi#2
zxa;~K(z;I@>DO`U5o(j9LL24X5sg&=01V+l;C*YFx0A}9AFw=+W5KDKvk}wj>eqe(
z)PT3Rc837T=Y>T8f<97t?|?qF$M)-8SA}k(w!6C1uQd^2XCk+mD#5*^82f<ZfOA~v
zhzXdD#wBBhVT^!({Zv}%F|&8WH@DI2FlqL)-6BY(8aq>oAB>d;u_OVS%h&X~of})Z
zvb&7OGPdG{!;l-1k~*9oed%<~H&VX1NvzS(l38ZmuncpMeZ8xuyYPeDq*Bi;@Excg
z;^HhTvkloi=O;XR(@|_k3so-E2?G`bjt8xJ3^u+R@bq^E{7HAILdlC+qr#BGC!y<u
z-nm~FYZm(6s}#^$C8RM$<wmGKgfSyH?}7*6T2fYeu~@^2h&UZ<V%>u%tYubA9;4J%
zh-G-#0CCPoy=^2?S2p$#42AX}T#`8zEKbtE<{4Gk43%CO4_sCx^GzV*J4b3QWs(_D
z)ZqHpG~<1Z;;eR>Q5Ny3X%VD6jJ|VPR<<5x=bY}V9(QlgL-np{HCwW(ueMd{0RWI|
zTl+;m#KKs-neon4fPL%Es~KNTr&5wPwItFkk`*i`at{2CRG#DW=CQSnRW2=}f&=me
zz{dbq9G8Y-%wz?eZ4A8QKi0A?8d%~AOJh8<5A(%c8Zu2b^+e9KmW7EnMIiafZ{jDV
zZRr<lArU)advTiNz;=wtr0r9N9qVI7pZCBLIX|6u$x15c1d^4`;>OM^yM>JMJ#km{
z-w!2=D2SH~pn^T>j-Pgr$TN($A0g(oE^Z`6B^-c9dQ|5o?1|DU(lRZyJ61pGcTpoB
z;0`iAr`OuEbsa72F4`75lya@=E23K{<I`_sl2&=7j3_KKw4X}GB6hb(r<BXElB~m!
zJu9M|<lDIGLJ?Ps)XVa@&MIg@Mg&#0wPrW~b5D}d;W%_F-;s_hp)-m~=+n~g0mN=V
z$3knMwh_4bkK<fo4X1-zwwLV^?QVTJsyJs)T@I}*QQ&DesK-Iv)J<YhH?Y90__ao8
z_LIQHO8Tn0l`aYT)ZK~^)aI0<>)3o1XTb-iE20)K!?>z#U55cUAdYzVu1@w}D^q75
z-pH*>jZ5tiqsD%2IrKCsSm~=yQ)!o4SZ?j}b!@^wqyow^J@7hJ>2Gc4)6sSUq<sAS
z;73a5Ww>j5cYWlBVh-lc4P_l^?Xr=uAPfW7@u`(g!>5ODN3oZz7|rCn8!9+l`c`ah
zvAFG1T}&mEupFMXShs3Pv$K}U#>J)hNsyfJ+#W@Ar&n3+V1&pq5MmG1*95PF)~qez
zPzG{nWT+#l)b)kAb$5KSC{c>z{6(lW(xh4WS0@>zmgJn4Ju4dR%gL6`PdxUdwKjwj
z*o1;q`c+v^%~r_54D_mQa%z_4%S25Q2Y`+$FSC1^n%TOkt2kd@(y17>eQDxm#;F+p
z0H!1V077caMysAJeY(6~^}v7VO<8eEn#%eY)Vhb7c|24I-1AR%0V*Xs8b%i@&x{)3
zd}k8>0A@?-YqGeQ0oJ%r7+mJnkRGDBC5VfXif2qP?JKj-bqM^sWCPG<s9P~c+&Cke
z)wwG619ADQEik#yaa}NXiG<fI&uj42+!~gT4Z@H~TsZfrHE58*JSv2%4m|~Mz7p40
zO1n!r9Ej&^u{{*mq~7^L*t<wJu*l}T%F%Ip9<3URQB9QeLHmf$d}6v-PCM5xq{+51
zj)0ooj^Gk7Y6~`^ZYj^tBC}HH4*vj3bKmV+>Zdhhns8+7qjxx?%#8<8SXcVmLWkz$
zd(|yI_G|f+Wq@j_R7najyE=A}81O|X86XbzRiQC}M@qSDs_eO7J?jX*X=-gHWuaeN
zk9Cj)^Imw$A-{D!&TG-NVv<71yC8J0I@N(|#Yq1D0JU#D&ULZ3XAqHd*R@<WDn}>}
z;aM6@<3`?0+%om9k~tOAIifbOYMG63VHzp<K>RD6)UAOHfsA`sTX?|a=ZfcbENnFo
zb3~PoIMq{S)+&>Btu1o`@MF-{co_iKp$B-Q%%0;0Lu6FGVPVZN#xQC~QC+|!g*<1{
zn`EuV1GYfG;O8}<`MHHu{o$Nvy;GV8iOR4cl=2N-vASqv<OYoJLjXXm<nO9Ag4WD5
zyPvY%25@pZSFh+-3vp_UKZsY7-$WKwnPCARqair1@4=VI*5VwWmyS<L%38acM(J6e
ziv#(vjPZ(*W5KNJYmKrrZTE*iTD&d*#cLh3GLt+%SkNS!#2S-tAztc6$JLEQJSMLg
z4I^XIHABP~*T=+qkV}HA_Ng(0)8?w5YrS<1_Qx0<tDaGJxzQP<tz&IGAsUcOxW`YL
ztgnTwGm~%>kM^sbSGtp})TblXmDR+7T4_rjKJ`Q9?pHIlluoTQ4Lwy*-lF5a>WW_u
zX-rA}&|h*5bIA%c<xcWI{`D|yNtsm-J$a>PwZocEOB?4;(xDqZ-M9|G)rOlzXi;XB
z-BjRWuza+^!l)zKw{+b;DdSMUXX#NsSgW>c2-I%Kwr+erfPbTwBb?)!v1Kimqa-%A
z(NC5*L7tiGT!y0lR;utuNC<fqyW#m^v{`PXa?<VEflnZJ$Duy8P6^Y!%A+as+UBo_
z?c!TYeJa@QEabRevp-A^VaU(5MBWvTM$m6Hi`~9@MTp~5!V|y)-#z=)?*m!fY8uX^
ztzRHAD+_CN9U}m87t<UHt?>_4n^wMu!+J9b1*!AyoPFKnqMxT<{{U5C6x5YC?6*3q
zRBc_Yc1Ibk*rlX4I$+12x6Zir1GaxNR&-q^@U(MVs>v<K%Nn-;FTdqbjSl9{;tQQZ
zR+{GXou`wJ;>r37^bHXR)ol!cP!LfDG5jZiTGp#*UOJlL;QlFS&Ldue_S)SoX0~f{
zEAHK%q;tU)siXW+)pV#**HVQq;J{GMaQOQ7tv`y+k!ZG)!hd*|AQC-xoYxr=+v_?j
zylMr-zs~87aomq;nlk62q|mBLH7ZGUI=d|kO7SkAbhbfBkyxNSGB;}CEUmR&phIx&
z2sqoE<J4Bqhn{^d{tJj5m63tQcq7pJR$rTYrs|h-qOpObV#+--c@<c8lW}^P)uz)@
zENVJ5Bu8=g8z8r#HLI%VLTgB`?D<lGiVmGJaaC_FW7KS3XjnEEECKI|+3*&ynx3AT
zWUQiSa-cWyFKm4}eiT=f;*~|vxVmawuc|qFa{{sfBxx&h75@N>n%L9kk#8ekA&FeJ
z*v>PLO2zT6l-3&Tmiu<DH>VwqW@(pqb{9!1JF=<CLdOQSylPW1w4qaN4^1~WFhbXg
zWLAH@Cz+N{PQ7Xv%#9qHfz+OJl`J>yC$<Rwm62_9*LRJ0lF1}bfK{6~&unz!r41aK
zqWL7NAS9OH9ykP7mn+4zda+BE=B?JPcW*pbqE!*@0shWNBzpVTMWOsvw|g;bEuzgd
zd?^?NsP;9(T+M0rvmL}HFyMoe#!r80$%95=bitXCS1lCEIRt-7>cY>J+~memjaXS8
zu-_Em8OD})_Z3upScHN`mDBy9Tt5=Cu>&WbD?K5}aqnKu(euiiJsLlY(11twSN=RI
z(tK5gpjkh&4hhFmUR?!?Naq07%IVCSY+o<&Qj<uS!QAfG;*<v9Mg5#|d*oJyzmJwi
zIMc`-I@g;fn*RWAM%!EVmd*(Pa%-Nv+JkXADN{~bn-ln}SVog%v2EOT<}gk^waa+E
z@pWGpcz0C$H<vG+98$38#4yEZTn&Ylu#Pw(xHTQ^`f3*XU4(Ed3wxO5X$Mze-^#qa
zC3no!-sgRKDZ|`aotoSb)o0E=wUij|t0=_Ruz1gNQX8`n$>~=A0JP&|$Re>_z>k{9
zTZa2<pl_5^JqkxfaX*^*6&jwVp^3K))XCPUL%Y+&LPLX0?^fVYO%GsOm0rac<_k>N
z2NkI3HX6@x0jWr)$R&&w#apzD0-~Ti)vInDYOG0aeJa*_OQcvKNiJh#c@+R=$nHm4
z`PWjndwZE-afXe`k?D>r>8MZ24S1i#tt9E*C6Z-KMRo+M>7I@H^Z3zXqU_E9^`&3D
zGfLe}MD4e|MU5|^s|1m%jN+LzQOd>m1GzmbBkem+T0?Ur!~(>Q!?35y>@H-@cmx7B
zRdp<DTSPG_+a$`YPeN;!Q7Rnv9`$F;xIkRv9+{%nF6o|zWe~0oKDC*5a*dL`YnF>$
zkq}1m7G8iJaaQ2CGXu$~lVKZNwj0cR4)yGw8n+gDEwnh~CQsD!URB}y6Mw2h7BZW+
zG4unP_6s}($Kg(zGpj4;TC~V7pIW=-f!?!G_A`N>y-~|@LF875$h~oLs;4HfZlw}Q
z#Xj!jn9c=JM#!O|T#$6Db|?3hO0C)d0Ia45O9}nh`d0<<O~2xpn18e@yNCT>;anHR
zEPui^FZ;rUxKH6cAdi~5--p*)eXoileM&JTCN>JBXXfJ^S0+z2p`)MpnL<C>2lW+G
z_*oEoqtWlYA$PC%x>c}5iV44XHy^maO2zSP6KRq~rO4UxNzb9A)qFvDr|W_3E?pG>
z;aL7Px#ABL=~~8{r@?h#$obs!923(WM?al$S#&xKs4Sk_!86`7FV1%DJ$bCHO@ir`
zagR*bN37UIsA+c4X_rV>Aeh+TntiW<H9rtd6cGf8Vvpu`JX7S;K{J%mmp7&GK2<$x
zeLnU(Cb_(LgR_z&_BpKv&@S|CO7g;VK60Ia_CEQn4MD=pEtBrW#~sZLa;-r-oj#4L
z>e_#YuJu@MPnfddS<d1=15#gj^Io*Ig%;%-&t1>DFn=n`k`{-;mg>NdK2Swa@em1n
z6hGXEcdBiq2UVeXvhMaBMeeL@?gUYJo0>j`ppW8x^2p=+FHe%#;4Csnxm5a!z|u*F
zL)9k_w{i&n_6g7PtVBj;01TgMT=Gd+S{{Ra<8QJ_W2sqbI&@P=rI|deg+8?n$B%XU
zj}A2Na{|lenD==ry9b^RwMTj3EniWKPl7u`8bNQqSzqN<Q{0nRFC*~hhO{Una~`)h
zo4J)3h=Io=aP+NLHtpyw3Yu2C;_nfq;=_A=adII7GZ`aqJdQZzRa>1J?$am4{v-gm
zKuEu9X%r0GdF?dcOap=V)%_#Hx|fKq&XEneSZUHD1&+adu@T4KE!6%dvYtH`!`I$T
zo;Celm?{=r!i;@K@wR^oNnIuem9@5=1-ug4>7GHG<%V0e6I{>!(jnm&{h}+C@ioIw
zuFMOwh(L*1n|5$Le;n~$D$413JXg0e&!`pOs$2t~CNcj2EKvIN2OmnIt$1%y)Svr8
z!qKI6J12$}%SPD9;C8_SKBALXKw)Sy7`2G7STh2kDaJ_z0bP`V)z&n*vXO}98~bz!
z$GV9C7(T}pR>Q)x_<GCxLsnRl?tk6EYd0hV!Da)Y>;*berz9wKTbV>xBVbmHfsA~u
zp3J8J_ra$aw1BH?Hkoa%+a>pgt}U)sRUkt-*iLvngU5akYOQ&v_;PFOn8v9kq~2lP
zvPHc!p2T(QNo(RwXTz6iV)r8A#ao1tM2gX$?vv9a(zfF8_k}0aR_0szE!?P_*ah5I
zzBdlu-D;F>tbondG%Gu)Ahxj8ZQ5H%RUAxwyyuaO^{V=phpv9bX=!b7Z+UZWu3k7C
z94R~yc*v}+M@+w;T4i{gz0{eB_M9*$gY?EY?N#+z%({bxV95v&p<nKx+A;ZlwGwM!
zHuWD4>jy^D$<yu&L?l*FnIU&%9zAOmX<CkUn;V?^c`g1GYg4(nvb=)c+G!v*&@5!e
z<w;@#G062N^sOBiUes;u?xd3b?UvROU><n^U61BRUMYL6qy#$tm8iAFtj%dNJ6c8N
z0EF#3afA2)S;Iut50>9zoqW<nd0ZAf@H(1wdiJpyQktdUAeI=I@LQ?<Pv=_No~-le
zN*ipKF_eL>UnWjLasmDxa5L1=?#KzeJ>hLaN#0w{I!SH7+HJ}CrDOL%0OWmZ1@!2|
z@<%1acCw?DF-!<5M;OS+t&arwn&ZRTw5B^xwu`j#ni5V+XDUJUsr*&py<*PT>e{qW
z+KI?yi2z)&Jb*gzI@8g_MVoB`&OZ;Xuw~PyjTD(?X|W=nm{`wKoDrV29NNa0XQ$bd
z1gd1i$PU+M!wz}jGs!%9S0Mya+&WuC3z=Lhpz2ugF<Raxv1<pjw~zrWacq+Sec*fZ
z_;&hKb7`Q>Jxj+pnq|^$cE-^JisI`JJYC5~94>R(vUJT`Q@-&HwAWgd)Pzj4JG`X*
z&U22P1}hT+v~>0s);G6j@09XmKkYYD`DUW*NtJaA$#o4%;_`PdEYdWL$GIe*>sdEM
ztm}_Ty^K{m!-+uk6?DEJzNK(*P7epDppwHGCZvuvEHZKKYjV>^Sr3`^Tgjsz+=a3E
z*F%z9ny9w4F<{&}hO25u2H*{J)^_>~Wuv^dl~kOK*;ZfAuj5U+&@Ct4+HAmqf}!6#
zzxwqr-dBkE<qaf^CAet7XwDdPIISo=Q+Ae2lFV8~VXy)G{i`<W+G{xsQzp~-{<Q#%
z9@T`Q7rHB*nzDF<&UG(tv7WhzZNcsJsuEsDF^y)(9Ook-cc<GWxy*CKdFcCyrcb7n
z`J-*fe>&0-iq#zQsdr{XzCtXjk|^GKgTbk+SvLkrFhT4(RY$Yur!*ooEE!4Twrbl_
zLb289_mW$_&=BPHEy1p~3&<z7`O6sq!3YL3=qt=^^$#jh^7s1Yx=S5vERmnxWMO*_
zYnD;v)ONm%?Q)XXx}XZo`5~LqkXgq(WEp(96cRvDf%UArYnUDYtFXB5jO6|`e%@Hb
zO|)RK=~WrsTH((qJBenZD}c^`?Qg-o>fea&Bf7mTk%Yo1#&ghAwvfc|%Oj3d41IH1
z7w%2N<B^`ZuE;cVRc^&5!sO#V!i14Q3PDrvNX^e$XPTf8Pu91&&1;s-!8j+1YtE$c
zkFRlA(@fX{ImdddJ=F7U3`W%$8$ch+twWnMjU>@E^~acSc_X-{Timo*Va_?^Rdt1!
z=bF~i;D#yENuv^=IVgMkRuw8)9hB)QSkAk>d863O*v?AhjMhsQW+R&D^+@2B=1C)s
zV^T>9IssX!G<MP}n9@ufgk{J-TFx`j>Gn}wNG&bx-6i`*@c8}S++#lUm%3cmNefJ&
zMA7+)^8!f8=h~x|P0m?<QS2(L(#YIps@307Hx#Up(y9+1&X`quaq4M0R5DMr;ILeD
z0<^p6W}>%aXFTPb3Ojn5r-LlJnD@;(TZMDRN%b_UFr|t5RV@~yy4bIBa&S5dtGC*%
zNCO_#XHT<P=HDp&()Av-aaS^&?Wsq}c-16sH*%o&9<?XhTl=f|3X=KEw{kH&X9MX~
zb`MG$u@^qH@s}FBNB)=({RyiI8E|<ux#L5PQZM@8KlCQ9QK#F@VL4eFQ&*9;vkY))
zC7UA|tW>-^y40_9Hu7uEt5LONdQ_<;s|%_5Cp{~P@f@Muw;nOYbhk5t4SC;*?@!ux
zDgA4Y4^7Ic(OPOW%qiwMBRqDh@q+S!o~IPDf)r+w2J+oxJ&tSNwWFcpIde!=ji<ZX
zIOin#3ecZjylDKPb0)+aRA#K&Y2IIkbsbs3AHEjxA5+x-07~b()N-lH&!K8=3r?r1
zcuwJ`(W7F-u+B-X@3b-;6I^$I?sr(r2|TNDU1Y!!UR8BzG<x)3G!rNLaZ#LrMQ7h@
zK3b8xB=p5B(T}q`_X9PJX%uZDysQhi%t`2?l`^JWveWK0IfS!hN7z?ZmOo~<&ANc;
z)83-fUN0;Kz!>%GTLGghjqCZ=w@p~hD{66?hm7y+<S@3MA;%d6WAmq2c&V<Ck{U8P
zs|*_HF05^)$srj270YVcDEW*aq4gC!y^H1+_r$7*!CyReJu8@lSxGeyIh-*askeGf
z$y2$R*V}<vi>ArD7$UkLlUkg$B=4cnoj^%=W=@B#bar}xXhs{HS0!s}<-`{iVj14e
z`9C53DqfooF8iG|#m^Zgu<x!0(sM+&;I4C#SeN(MRyp8vPAcptB@}adyqoWiI}BA=
zm~O$Q$mUrY$>ok|qk~?ARh5r2PVVN1kQy=$21f>}#!M6KU~$tGHNC(XR~cVwWx@yf
zl;jW0RQWOao3`l%@s8f<hDgj4dXMfJC(xEQXSTbKa6jtYkWbL}tQco10x=<TkVj+c
zE26U3zi_s<aYrOX<ei;;^VYDOWgWIUAt=dfxa5tR53|guK^=3*H9mzqSnA6WP=&br
z$C|#HR5PcYVLzI<+#@ZLK8L^JDh)=;MOg0D2$muV;<8ijZ7At<cadD;>KvScF`Cek
z$>@0PT>YG)cp#O1Ijb_=GMs0T&21T2=af$=)S(Tk>MX<NH!>gAs@uX1n@Gc;HL-l5
zwM&@_j2T<`(?kj7ym;W}0=T7FUEK6((p;&OVO8@Z$4!)zuFI8>^Uq3q#$lB^WK>rN
z<{3PSwC?VTakLGqD<DstN8Vb(SrN4fRCNT3>TGUfZ7H0bY(vd(FkBz)SsY}7#-|U>
zDN6ke>bS+k+yLPIb=3HIOn|d+6dL7HQc11Yb!haxHb!i2D}hspjHe!0opDMxpF^G0
zTYjx^C^`B1)!P{Yrb)&*HI}E$jL37AIjtKf5n@8Bz;<qiy6pKBP8u>?{KlldCcV+L
zNVJVLysN2qO>-~tCi9R7q1%tnx=#k^@yFq>v~AsUa7)PK<hEOk{<X!;7o4vuo%a&4
zE$jYsUWefOi2nfL8IIh^``dW}OOC@i2lf3c&c`OH`@Qu&I&K`-M=Rs2({1B@G8M+i
zARCwc;&b|9n|ZAXJVS3Z4o$9{1Gz(u>~If0fD>HriglQ^FB0k+fKow!E-{`qfq_!0
z#ckmk?ih0-`Dk<0lU<Oay_!$A=5qT<UP*eJ{{R#=!K7)(tjx1Y(hQvBU}O2$4W~~f
zoytoYz#|MZ_muS%{X<*5*6p;*E1(FrQi&k@%nmyJD)hQZiq<JYlNK<?(9udNg*8q_
zcXej!A%C}4!tlX71gOT@5a8|YU8SX^zNcWa?aXtgLu0Y8Iln?=g`8&tZ`T#r_*Y!D
zw1Pc4>R}EJV|VHF&!%ZrqZE{&wKk(tceI{|Eb+@>JfbHm%FMieT-9AJX0@JG+)<7S
zvYZe{aa;Q28#S#$BBT*BH`hFa`qw(>Qe|vo4TJQnrz_~o#8OQuEzY7_{{ZclL3=5d
zSl3`_KK4Gn{eK$6yt9_mQH~UEmQEF`MmtrxhY_8!rz%1G`KHWeWkr>h+BO>-xbIM=
zld-I#<phS=rOmA2O92$T5)T>e^fkF@Jdj7`#sOqMHyereKhCnP?m-(EsEmSsVb9QW
zNpE<`sCjXzQsZe+-1g3TeQTbgbKM(7sO&pf)mrlMINU@NVZl`+^UY{zx|=qb(6&6w
zXUd!n#eFL?S+Q1)WrPKs5s*6mRQ(i6me+n_gmzx183b~1Rqo1)OQDNWRdv~&VbdN|
z7ck+Ylx`bF0QyvVZjUVYF08!{E4A<ykktGm8_Kyc%F3DRw}LCB)4V?v6FU?fwrjF8
zZYPye%1thZ7pM4SWV0aYTGRM<ZH#;l4R3glR<Q7%n-%TSWgcaWf!7DA{5sa;4QZ)Z
zLp{5su*jj2*P{wf?2Dz);Ue()dz3gGD>q!V)NEug6cbz9N6Sp3ufBU%sU@6h!GIK8
zT0wDdCA{&6icnRM_Z5{|a;Y9$nnJ3Jy^j!cB<}M~BRtR5oaCQ;(|*pv?!jU_`RZ6_
zusN=T_-E~&D7v%L#ED}AZF!vT3+e&mC)%j%J|4M;#lBsfPS)1qDRRz9DV!7U&uZYM
zLTX9NqdTQq4Ou>h-~6<zNO`Ki#a0m4ysu;Do{W{yyk`}a9i*{cv#=x{_0m{F=BDG*
zH8l2!6r5IaG)8m-3yPg-tOC=Ps6&TQR^V(^PW5IlN*FE4<dftzo?9gIS0qqS)gk~S
zRHB%5HD=rIimEEzzu#J9n^AqyT-U@M8XZ@|6H545twEAE{$uECri<>1&hbj`@W!UN
z&-y$604iuMe9tgsat&5?&lK;p<+e%Nqkl?c@OY<T+>KF7Wq?0gwG!KOXvg4cu4yty
zN?Mf{V_j|SWJ8WP&nC4r>rFaP4a@BSWapgMGLy;%6?0Z&dz_5Nf$LMMIyvHWH)l;M
zVzsqEasIH5YK6LDLaGnpQNpZw=bGvKBV!c$+$$=Ez%PUBIHh~CA9Jkmu8;kjW9Le^
zxSI$4)$BhWwbt4k3Za^}ZrEDUBb~dF7an7edaH9NQ<|1T^Pf*z%he^>5g_!cM6w&Z
z#Z@^p%WH*{e5W|CJ=c6iGEQNSlj~i_fM!e0Eo74hQhsdFErk@>s1MeyS+Ek~x7OA@
zyeRyuI`-XSlt`m#J#k7d<7&pN3_Pmf{wM=3fh23xu&%l*fU)(iL&eN4;_}ZUJt#pZ
zq2mdrNZz%3P1D}rP=(t#+&{<qS5B4+KZcUx+(8(W05%-t{S6a(GGiT4&1!QQbs1Qk
z^H;Cpl3hB=M2Yqe3vJ@EUQO2w=bW}pdZovYw8{K6XQauc`4UK~j^GWbIubjY<$^}1
z0j)~OHM*fH%AG;QZB636Ye6>6Wq#<zK74?4_02n3@az{?@kwQU9FdR)81q{5{5aHg
zvTmWdfLp?$ShI8LaaGFou-J|90$Yn4I5j&sr4kZaR2X(X^@`V?4{Pt=T3ssc`HGYL
zt5;I+a96a7#_}mrAG}$IU&4~p;g|N7pLMEDszGkCx%nHOp7mC33id2RtN3!~#1^`K
zq`p>*9DAW-kau>;sQgo;cw+kMIkbC;NR_Z1L1j1{0Ia=dP4M-)TTd>bB=M|!50XEK
zcBrj<cDf;h`x3z;@_`w-UEt@w2SZhL_JnR(_)gZ_NJww56=0rS%s}~w9N-SQ;-tOt
zw}iA?2DQ*MMV9I&{nYm{0yEs4@@tXt9;tPy&1tR3%q5(X!G2Z9><3|r%GIsWZX=!q
zVGY6uP<iLS>rm%yA|9sCiM8!hSGBXdn)YUjWg(*y9ig+&1Gi2p--Gm2*7WPBFU7=G
zQIRm6F^rC*o}`Mgpy-xk!%|)NhC79~iTv1NjDYSj&j+`-tgG)C-QC~YrG>0k`g8|u
z79n>j&lzu4KD6y-q{Gm;cjEL0-$wAom)W%Ck$09EmgRx|Bj|kvSl6Y~{3UeJ={C|G
za_w^MAr38fe+qk_UZS0-+vy$#Lvv{JTx$0*hqg&03N2NKQ|iN@rO~CD@57(k7j{tH
z>W~Io2X;Pb8RX!7>=Jo3cD>>TQnG2k=vWdPHTzBT_46(d-A;OiBn*1yv|!cR!EXoK
zCbyQ{LmZPrSs9&yEC~mbxSz_g;(_g+(#q{fotWR>mpp|TDyRAWBD4I*pG%G8Cw=~-
zy!(X%`n5u1H?<u^rN*wY%+gP96mp3f_Yy-X&PeJqMP=PiZ#5}xE~R(2zEzstobel;
zgm&w=8e)+riFHT`{{USa(eix;N9qMsOG}MYMzecpo=NTGFt*W?gUbH76kV`4d@*t%
zhUZV!>|vQLoOuS}Kh;Q1F`SMMTzggqw*}><w{iB9iJ7<VLyYI9J*%kkD!!qki!*Yj
z_Q!9X2`U~!6mmEO<301<sOU1;YgS)i)?*m9z_*<kBa%<tB!UloaaARMbVF@?N2=&L
z9i&$GAhp9ZjU1}30(8L0$j{cMiVqK77&SY&pH69|EN%R=A{-y#_U+A5mM`t?a9K1F
z*$7FETns8A_kYW;y-?PC#lP~l6ow@c!ZVSycL%;sPJQWfG_1g%SJCgHytuh2CyGZe
z=R$Wc&CgNO=}eX<weaj)l%rkFSY#ZOLC4{f`c&E;qjRJ|b$bN6NKlB4_e&p9(BN~;
zYH50nw}@Op;uz+gZJ}n4OLA6B4t9~#A3!QnO@Ye8fZ>lp&0L(H>}Xiybhk1w^}tmh
z*0dzjf3*w`q+70KOuP}xyvBPEo1Ehn7Pn(IpKGVv%M+t2IXi(Imgj;hd0GQ9&gOeN
z$ZjpAXr_(BBc}yTYIv(z)OC$v&HdDq`9C5CY=AM?bgcb8FFR0y2qjC5fzKW5TgB07
z@#^5%-^qAnK+`kB<?UnqAblw<BE(?C-dw2Quqr_XP6+x}PvY^W&ta$C*<0K|&I*;5
zEN%b~n7{E7YnC<N>LN{R;lf@0jwh1TqRDpBvq*8q(73<=V>Fjxt&cp%r&_moe5hfy
z9Bmuif3$zVVwr4<=J}33Nd9B*j@1jZNh3(dEXO3&i44V7nlCcoaz5=_#Z{St+<;d+
zb<Qg3?lrk%PMqnQj2A5mOXZyGVUTOv{4en%Mv~vkY)2s&G03<-g?P}nTbpCBrs3F+
z>r~858<037(x$8xM}Da8r7l?VwRC$Qh`dv$HQ<fxRh7<gR2~l%e%Hbt9`O~QnP+JB
z*Cb>-Ia8l;(!8U?!b`nU802=7=Eux)#%sB<_@8g1+)He9_bU^W4;v4g2N}h2%9Thv
zQ#+?toatFB6#PZt{ZCA@biaY_?AMVzWA~B!k>0$~h_<<Si-%Fs$8lc0eer(A;x^f3
za?VCJmH=0u+<0Q|Q<hCe;i9n<v3TLyaslV3VO=z8%34%bIA=qdUIsXo8yx2~VJBf3
zUaQj>=CiKt=hG)K$^rCc<TuiiE6{j3uAWA<iNz(Yq+d`Qs3M%!!1W;dRX?<h=XFaJ
z=@<p79A&x{>?>IkGJ^-$)V9&e`=fE`f_-Y#Hz_FEO788Na=d%UVYH68HJqm_S&cJO
zOo~tSd0;)c6|7$3(KpGKjCW2z`uD6WeNHHd3gi*qw<6S1czn^f%u&f+j6KD2%2R}{
zR*!OPeQBkQqDD{;@~Ebq9{KmEXVambKGS4EmgJ~BDXKqgmL_DL0th(HE3SqiJq&76
zzQvZ4oQC|W2_*~PiWS7?7%Rqeimx<fe~5s6tGY8%IovEVOQ7B8j&(hIdQ=Y^ANgnx
z;ZU-a=xUs9hjUO)7XWcmrQyNDZC>P71IaFX;*wj23IP187eze{6wQ~FUpQ=@^&iN=
zxF?PerDGe%UKfE%FJ#-)(sWu{7N%X7BOr9Dl1Qb3oc{npRod=HYG`&Rnx##x$IilO
z+i6r79<@c2ammeDU`eKVeDEt+q=|BDjyQ6|9ZyPG5w~qUx`R^eA-yY4WLI{}<_t^*
zHx55PT6VcERxrY3;0}E&Qa!fzg>b<8<26-aWuF`!r__(-Q{6Z2#^yhZ6IUCgM77Y%
zla?fU({O$2O{bqqO^f~G`BXCGeN*FN2B#POa3A^;R}FJE4R+o-Kk+n+{<shQ39HYq
zUm2{bFLcrl(<Fv$w_3HoBC&0z`N*vllOnvCt25cA^h4)d#>d*c$6LwO8$AK9PGVX%
z9@XZ0^5;=;?^@xPy>lE_z)_rubB=&jUY{>&wJ6yLs)XYe=|$Z0WUS7+QM*X~80l7O
zF!Ei?EBp2p$Htr74%N`>SpNWoTSMF3Bq!^d=c9dunu>bGl|9kW_+t22>fTvDB!eG~
zdLfuJV1r&htjGk4eqeK-O7FBiTwdBHPtG`M;>FT`5#5BUz7wN_hmDY)4n<_#X%kM8
zBrZ}wFbJ!$ISr9owzx7Yamc~0NJ__KqIvozxu@N%7Z(rnwh;dS39h9y&k#oplJ62M
zXOK=Spue+%Xuz5<$()WkQ|nSDr+I4>s~x)DD|7*ZvGzIQx)Y3vij)?boYa%+R?(x)
zX!~4cNar<1ePU$Dl_ZV58#U-K_=8ElyN1?4@l2y3CWxjn+b4>XQ?S$Z38F3{IB!wN
ztyM2GDPk<_(dCyuB9cW2vJeLyF;qXcS$g1~abA<G_<K&4Bv|8$Be)X40bE|WW2RU|
zKbAvDkcx}R9`(1gIo)L~jIa1eBT_eoA45XleZBD#lBa{kW>{%WeRsM+h{tN_{>cTL
zI2cimPqjr(RiLT1^<^(B%CX$%j&bzOb9$xDN0vIbCbcz9M|zwMu^_+|%*i2^Lgeyl
z=t1tx>rVP1qpeFkWi~hPx`HYm^|^g)hr*g=&>ugWBy4_|HPYRg&E#V)LCEV<E97&*
z^{9aPH)5Qi;+sN?6_gY2PKB990prlnR{>9QC|&_Sl}p&Aqc2)&5?bUV70Ka&>Hh%M
zHPdMNqg_QLS0uO}-tIbnmB;yg6mm~m-0<<u)R4a$mmf;zsTFMwnsR$HxzQtKK3`N(
z@}FwZmLE4b{u5m8oqZ*h=aV*Ycm(&ZvfeM3c5)3(Idm>@>Uo{n+jVlS{{TIk`P9g&
zu)7+9X%byp^;nOV=0X1ek5e@}rH4*n4hd@WX9nt6^l8aP7iCRF!ENi%U{yWAl(TwM
z8et?D2PYz^Pjj@qVDVk_sk>O^t5(+}I>d=(HL9P!cq7uYVQ(&A)gC#`KOBtLY-y<M
zc~Y$>B-=Nw<PRR~)m={L&Q>g(3XT~W5P|7XN11Lp^{9+2?seD2b5i78OUnB#&=FRI
z!C*M*Y8m3&Y!5wZDZW@xcci0pE_Vd(TZZY9Oy{j?+G=y!Sl-2G!KS`J8RzZ{{qL_@
z#ERZoOnVfa-7BE*o{c`QJ=0_)R*GI%ZrB;8Qk-Ohg?Xu?jlPIOb>t%!$5MNfR^*;-
zLJKV|6s&OdAKq@~`c(SPnKhQIMaFj&6EMa$hU5>+6=T83w_YSD{d}fj_2RIcxnShF
z9;%9Rv+6rk(nW=Ya>s)$yDPQ_WBx^UR<^4(jB}zZ+f5$qeR}@@pK7PA!j@hc)vhPO
zXC7LgQb@)t7s5U!Nc3xsKI@YTGslzLxUW5_*Q3uJ(>h$CO1C5Gj(+Mu?JOkXNF^iv
z;ha<#XwHzjj)MexRMyHTy^>ZO$&yFCKg`*3@sYU?1KPb6Cw@~8XL#HidD)U*HJO41
z8;*D!3U8PuoiH%j!4-PfM8DKGiz|1S#-#00lIjLdJxKJeT?@hbo~NkV!eDq-<Q<Ya
z{GvcNVA8gxobilR-o|WF{gPiZa)bQG(x~0v`HnV#qbCE>y~<yPI&3<9+}A1{$`h3*
z<v8bPuNT(zSoHY=rdl=`1fS<waz-+=ij8MhKIcNR&Wj%7mg4|bOMAB$(a6Mr8>pm=
zmOLoJ^MTvax~~iPFIDj+mEG=~u`=6|rCq=~v7VKuEwtRqrAMTjvMROX7j?oCMgd%$
zn&~_pZ62?ywSz{b=eLy!f8k=M<{tIQ>5?-|B1iy}?tpt9mDK2}ZFQ|GTSYB$mjh-<
z87H78(zzOnpDQ}sZkusE2jL~({7Ww^q|ciiftVi0p|3%?oh<DpxGL_kp>n7)NFIaM
zyyHbr_(%RJY8C{AhVL>*&jdFk^~kR4Rld8k(&nDZ$lly2$bncXZ(g<6PvNoSRMvOy
zc<02w6KP&4gHNALyO8+|%Onn^NXX9YAIhNkdE>}DEd~5Ko6jr-QJ{?m>=B%So(6i?
zC#p)b>Nj#NskYxCZzKMBp5vc-lf%9l)cjL=Eo>qr6Z^@Vgp7KV{VEijXRA7N<3&ZE
zNoab*YkDQ7q#$TT%zj{vjz|RY%~jTXS*B=ujfJM8FP7JV_P=B+jAzq1$Kg`L1X>4$
z;kK6T6>Z=VdF_N7v4DN6=Ph$m)U}O8?ln7;J<Mmz4aNWmwkt_HEl)O$7ggweK9NR{
z<~0h9mdG7R>S~SbDE6|*0MC}d5ndZN#Enir2HEH~QcAZ!GEZ`T@l5clf316JlOB&0
zZUQ*B0I58Wmb6VhjH**~_c?=Z#ki?f+CkXXmA{s8oMyBVIQ^@8oHn@*oe@iL4O*5h
z(UDRjh3Qg^6H?X7PR2Zz4BUhIQZ0mozv)|GEiTodMj^73*Yu~Qyo=hl2wYNaS^&wB
zB-%h)q}KCf{I$`T)|=(0aZ8kUIpvB$)Ec#JtRx&7)-b2FAc;ZkMSzwr6jdJ(jQD#|
z2dCNJ`BmURtREX*i$4fzGGqc`C_bl(V0_Io{N|XhSLHoDDrrZ|NT>;>I}gr!Q^qQ}
zIO*1$vKmbSW!RV~$gN9zm1HPDtZ31jrD#EH%Yt9>6`M@iGf7BP%7LEM)c6exc!f80
zF|qwCmx)5BHPv_>gnlH4-57q9Ed?!6-N+8}ijoH_kVQI3$&jAZg&20NY;%mBaG=*U
ztm-NuU=3~Ft9fUG(zvZo&f;mvRBg2~Z5IT(oNeF}-!mTd*mxT5OI=6GQ}RC~d)Ga8
zrCdcO;F-m0cu>n8uB4*@--^yxXx2Qt9_Inw7(Sx2b(Yx>KJ|Lh^KQRN&DTHF53Oki
zV>DzNrd7s!RwknUajUaF1!qdxYS_Z%5e-_m((Sbcnj5KvDdmz0?tLmqqugs7#%%Vw
zO}x=DS6hW3k6aU3&q$XSsgJ36A6L>Rfv)Y@V3odCKA!cRddW7k6e+mJ76uPrdhIly
z8qMM+g!q==eU{krRRGBDPCA;~yYSbAyia&#@ZH=<V~CkwCmHS5uu)9a9#<@$Zn6R~
z+N2IWs^zY`sKcn6IB%y*SzIiUhap?*S}}MZS&rWGP>S5#MF1qSdV1F_0!o+h7mbyR
z0s{<Ds%U10y(`;m4v<R9m{WygihjMS-d+8jUR|*WMin>*>+4YKHq*<hIat~LQTIl8
zq?XR+?@EePx0Sr3wThuQqR&v!mf4bj3*AG7GRGiraB>A=4wc<_W5K$-`fRuJ#39pW
z9$QH4IQPe;Ue<gS;hziITHW94O?L0ewtxa#>CXeUX>wg%lXIK4(seCY!?y9;+RZ5w
zkr)f|oR3=D)8x}MT`<|qminHp7<nU!fhhq4kWcX+YKrs6x{j%#$)(uG9gV%P4+_D<
z6&w&->0E7%$+o|W;N`ZyTikd4wO2{#8k&~gBD=WO?e4WX<enf5Yzg5|@IsE=Yj#T=
zGr<Y={{Xeef2hh2*i{tlh#%u@j!5h&28E^gX%kx1?qIu)Pu|(s#QA9n<awXnQQoRq
z&u`-^forQ@wXN$+S_cpr6@mU7FHCl#-QJ<-KSi^%@jZjhs$H~AVoS(X3p~h9c7xM7
zs@59R-`ewQ=!OeRBoV<1HUfjfrhilT)w%VU^j&J(N6=w=h+ut^i4$vF%6K^)KpllA
zjNzVNvszeKMIEGUL#3LQUpx4L#!g4QR_n|Si>*6K@dbs|-idX)Rn!*}t;6kHf;WXE
zbv1(C8`LfJ?Hfy5W_Gtld0AI0xtOza(BNQJKD4vxzuDSx4-D3@i6jStvOmm!AV99;
z{t~@*-%j#Hrr2V!^IqYU<$)Y?^)%Nk_s~|cPS3%UY1;E@I<@7jR;8WPB!P_C2ZbMv
zEM6qiJU^gZzlN>uQbwIpXSq;LaBu<VjtSzp{U%%M?P|<#l2Vdn43ZFaC)ifH=+`zH
zPOlx}jglai5R3~x*89W#oD<Cn+gPBnmw$6LhlvIH$YqeS&aV82&JGW#>}ykBvyOWR
zuXMN;J9$r;G)tVMnDjrxQR&9U_eGZK`qJWgG}QokY!Mkrzzk136Wgs#;r&gcn^V<p
z?o0^Lh`?0HVtEP&upi2$ZdHqKaU{MP{>zp~Q&V+ZtH-ukSEyazPg>@!u4IV)it;9s
zBG@Q?@*nnd(EE3-Jzm1+Q=9u{$IrTgY!cy4<YClRm|o4yao?l1vZ!7+7~0L%RsB!@
z09upPh_9__YiDa6t&F1TD4CvjLCU${DFZzRA6(UYTf2=4-6Vvn+}x=@GUsf42Oj4q
z@TfGYE^ReX``$Af7MDC^4oE(}l|9y@Z>(I&J@S2?W5Tp6l>@LV^v5Em<0x1OP3%5X
zGRRzDsmD34n^M$n6i<7sBVP%hWwcYiLV$2j9D&mqti-iCL@R#H9Iqh7uEV$=Rz8^Y
zHJ^Oa;wYvpT~xDf>y{wUpCm+U==z?CZF%NgSX{ze<=+&c_5yhzFzbrFs#$3|pNkm5
zJ>zMSgg18$7tE{N;D0*gqg==bxURFqBFgu~*A^O%rzM4~_y$Ed4p$#3C$XY3O=<;i
z5@@<moo4XNw-=Tp<Y#rx8_;wnrtp-OQaqY&w3p3l`SPQ;9GMRXKZRY@tt~tu;$uFG
zstcP)#`Cqaf`5Y}jMG!%I|3tp63E+`S)UmW%6o40_oC5G>@0HH#jw-wt}PKA7tB8^
zkVstc4l6gguRyuiJQw0P{{Z4+r(EebDx@s7q&go=j<p1y0<+Wync?pc*xrJESY>Z6
zPQ5T`INkfAIAc|(jf}z991LKJ>GdxLYx+z+b>5pY!cGK$ZU^$NUhd<_m?6mHo+yM`
zV@10=$3h|~+r1MQt5<Ph47faw_~NrIZqbP$aKopqS(fGHMOSX8wLVwOZy8w~7lYy3
zaV5(SmKfRp03n*^olK0*LCX?Nb>11<{gbIK2IjXa57&?DSM)yuUF#7sw?!d(<lt5l
zsH0JxP>XO{oVSK0(=2t!Zgpsx?c)Tf10X+a`&V79ZNIes)3lXd-K6rv2jCydvo((f
z-`HNIn?QW$V5&Vyruf?C9Xm|3@a3BZj@?0(f&0zgvXWD%oOd^b-6*r1@fD-n#ffep
zmvP`L4cYovE=JRuxMQfEKWg-;`>MyCT3qj%#AZ*HqcS(GNXdn$aazSAnU<~YNIiKK
zHO<@MSzCkK(A5P}I(5xHZU`QNr`fB8$)dY(-#6!4R$8=)augmtYYcVbr->Y%DO9Bv
zwFJ*Y(k}wc$a#&2BD7?IWK+3vr?})A<#eZL)eMb-I#)!RxJdYA9_GA?uyLQdXqj4T
zQxk5AR#iQU<WwygkYSllKZ$?BrH@>dr73d~I%ls#kF6}NYcVfw*l+GP^fk09PA<|!
zN;fDqtA^-L(9|+S@%`xA`PHX=z^aj+`Km(hYk3MbeQUloTQcPtyFb9hdkSOYAL{UZ
zNulOhn|~;C$R4#5ob{BCOxE#fkzz8jpRFN`Fg)Urlm~__Qlo-CZoZT;*n~y2a6cN*
zj>=1`I8q3U$QXhZa!pOATfsb=?i*|i_pmuW!n(@_xL8W*b_|hrk@z_EC%r_c82nDg
z)acZx?FDm@m&2NbF@|Wy>|~~JMNpQ}pxSZQud%O7w(!2Qt-$ktXj{UnaNCD^<hA_=
zP|`nnaWpd~aq=F%^^(LwPRQx{g;bh*qXA-FxsiwCLcTas3il(WC)uT(v5gtA)YKA*
zE&lk&(YdX;tj=F&b|mC(=L~yiiWD^4QFtf&y)jiD=X+ph^R0_i5L)lb6OLd10M|sS
zSsGKL%>4}ek_4MnVMiZYgJ|{rDQ+a(=Wl+5ii66y^%O<j1nKI1PveoDQZM@8KlCQA
zJJb~RuSoHz&Z`&wa3A^;R|S6%=ZbA!Cp&hP&VDB;HEKmDz^s{<WR+$KFa>#4qiG(+
z3En1?Ocf73tAN&kH?lbOuB!TG5S$*>#_BT?%ujPpg7<}pe(9eyo0JNy$0mks@jx4e
zdP!LxYt@?fa-`lFuu#Ow1dgO*j1!v0tqWCY?WVU-SmSsfPPId&MK#NGRGsxDFNn5|
z^`W9%$pyhH(DfCW8Z@pEK_u5j1(L(CD8UQOMRt@LW|(`qrjEx?xl5SA2cF`#?L7$T
zTrH%pZ76gnuQl0eH%W37=bqxcc}C9Y_7l3X&>R@>c?4Ee?JcC+)0FN#t6n7!9t~8y
zf%cJ%)vN9iX)*~lD_giiT*L|Y8LXLXw8^ColFJu41ze08r+g)W+h#|$D=JI*!+)yI
zJu9*mG}M`L8rP6osZ#e-%d?TbQgK}M^~6spiU`4D{8UYGJoy`TkF6Hg#4$g_d)B=A
z9Q7p?q)~3lHG(sffTJvHFHzJD!>}A6?NjPkA}IWoI0NrjEq8WhB@q0*&#e%LGr7wt
z@{GH<^Q6E(D5~^PU2#bquTT}x-b|yxI&>ZW(Ib!0S3O#~teY*YZ9nIfStH%Ktmd^y
zxa`@Po&x8Jxo;NmeT`GcBi64)A&wSd*ZG>Mw`&st*C>b?hi(N`jPMERnz1~EQZhzS
zhH4cG*$Q|)DptdLmh9KexLl6nx;vdY?Jw=_t@#c)70cVmV_-*6MS6<bE}>zk&k6bQ
zllfK^BHKD3(nbcR=37xZaLLF%hPurT^xWx@NKQ!uKU(7T=~~M2SQLDc0mr3vJ{Afz
zxZ^xA<Yu|HI##EbUtW1WB-DW;2IfQm0FPBIO8d_Wf%A@PJ$+C7BwCR4xs(3@LN%PM
z3bl4dl5d#foo1IQW($IWhIy!6i#rq4(_;I^oWO=Tt&&OH=9Jq)0g@@~Fye(=u&2l{
z;+^#|w^G32e+qSsd#24XzF6{oD^E(Wo@-MwAs~8GN$AaC8_8T-_Xz?Z?rI;iO+1jI
zp(VOi{a;7AfLlAM+babX>AGix6(q5LEMOqbOmsG%zb1%0J>d-6Sv#Q4(oRQu={_F#
zcxjSq!saz(o^mk5g0<G#+r@7bY5*HWDk{LtP-Ah;E3&y#*z>=L-UoNMx!0nWH&>EB
z+y%w}TmnyjVP0Wx1L<BMwAEOwQ5P!U9=RAiSH1YbX1nm*zEYNWm^fVZ$MdfZ*EGAR
zt(M~G6jV~-4+lT}e@fx4D^%ruPjd#8=w0rKd~<xVM-G<}8&vtS9>kIIkIJ~yrCr&|
zt0XRsB8FU!aC_AHa>=OcHjukJypp2lIVX```Qsl6B)8VOrL<`65_wLo(*aNGky=JR
z#+9Sc#&V46rz6Fq(k>F%U6d*S`PUr#)Doy!R&*Smcp2xRuG>=7ts=C0XFgou0p*{)
zjP)M8S1=+PhNlA9TFoNOAW)!kPq6L9b5f}~jme|Brz9g}dk@1s5`8mDH?p#rZo<nP
zXOj~S4m~~VxZZ)YwQ>$~j&oFFa|Nt1XFDTRJY$eK{As4+-o04Cq>r7eSDH<lCRB7}
zag<?#J*&h#bK$A9%Yzw_8XJ{qP%l*=^Yk2nUbrXctzr1u-EVv|KbI1;`A{Dmh0aL*
zD-1<6<IULVz}Il8%h8`ZM<10Vspl2yp9OU@Ypz`BZGx9^89I&%{{Z!kdFG=Tw7Mq)
z_lvs%x4s{ixbeP|<RptS&$-NN#=t&eeXBZhZKjV;6$q+sBfL|gjSI%t){Pz@k(yYE
z9Bpn!KAhB^9thqb(-L1WuiB$xgC`&nkAK3wC*o$0{iCHvsX(Z1Ei$fKjK+I@c&{k8
zmtrN{b2M^w5+i}M`&KoyoyCW!r$)&2uZb2jTT5l)8(??Ykdt6?5S|a={cEbzwYwYr
z5bB<8BaS`O1^J4QIpA_@3&L8|I{yHMBaUC*Ndoy72`4+i=ufC4y;DyJoj&Nvqw3Sx
z!pE34hfqBiHPV|;nJv#QX)khHp>#QXJMjti4MFrp`#r4UC})rrX?V#bS4*VDZ>GU>
zYi(|jM-=WAB2Y3248L9tL8VyRXu4!}7J!J<mu7CVI~<lL)}C3u+2$`O>9xn99S`##
zm1?7HQJbjbt$hw(TlkIPYs*`$9_(I}pL7!wZdc1bq#k%R;;jgQ=8h=@kf}Qu3~nB{
zHR)dzGz&B_>&bH*R}(ObSQzsu1BOxS>t1RwrI#aN70*+e_Ghn!gcUw`m1SbDyl_WP
zt$KIEORY}y>bi!YE-q1`*q3t1NK@TFKg@bpnZav&sZ1^G?PZ=!{m78H`kZvHp!Azo
zvhb7^(%2=8k=u~aD~7{klb=)8wWSw*PHbe=v?>eTr-sE?k5tF;)*F+awGd<KYq0Q}
zI{5Wf$1hW^sG0l1xWLWWns=Dv_>C@6^E0?zNeKJmo&BJv_=RxaX_S8%r!Cy0_>CNc
z=R1G5gZx5}-v0o$D~?;af4phycQ5yiE>Pz>@3x=sQhl+%yepO$l8*G@e<1E@@`o|g
zeXY-NN-mu7kzCN!WX(NwMqWuAQso~p()rT;Ys|hS_=L_AN{#Xm@05ezu>30ix#LHM
z27=ALb{H~xeJjiFrfH;Sa!V7EPkNTotYY_OWSvhH2^`eUden6{DUp@-p+Tp&N=2c8
zZURO)tyr_RvY>ItHGL$gdKx0=Zry8d!?z;WShkst6h9~0x#*uKtzWg560SXJQ`Bu}
zdy1;Mf(}6$2iAiSu4lu#@GvE{!*DoOJ*%h^sTs(wg|W>gVi&en2a2gCn;U-!tu5l3
zSW~e#Fz3-?ld6hsmWd6l+kyejZR8qGF-@z9I~QV*BtsQLRBt*hgRMI!rg)|ipL$9*
z2P>G;Su>6*oSI~W*GsT^QfwZTS0cwZ6^w{^u5;o9Z61ROBdx-Z(AT4RW6)O@@huTN
zJ#NPU3$_0M&|0E@2~k>}Z9JyiO-prdWaX)vUZF0ZdXl7!s!kgR83(OWno}%=iRsds
z4RUq5H$5r*d#mXibjvq|?PeUaCR+!n2kBP-0O2yxt|l{IXv*T%HvE7de;V`qnHpU_
z-sCnNFex<WY3=UgX31sA&wAIGN2mB>;vRu-1@Mzckjad$6<Z_I+NfzC72~zEp24(u
zQDrPu)bKOvG0l0_kuJ;ajnUMuDx~USyLISQ&-10u?{OVoqvD-b;&syGy?FH57%_!-
zQJ?8p+LEmHf@EOk84PSkr)p-S8MwBB@difSt<OVIX-<zT+DLGdjlV<MhTg*<v$$((
zq?JZ+d0$b`itEOQqv$Zht!g)GI!X)MSjIkfY-9(|MW|)cth^ke<4}?t%|+BbwY*Ke
z5dQ#rPw=dHu5P?R1=P}$E!1u1l~L6?91m&|QM!AGxvEcd;)^q=MQWdDfryqnbo;1&
z>A>yUuV~g1_<10j?hTjs{{XwSjmT3P{{R!5^z;==!In2~s(r8RQ(0L=Gd$?~H+mpF
z$vk4R{6nbR>bl+3_e|Tv6;*fKP!5AMZD|4A-S~FH!`h?ja%(p4aW+=mAvlg!92R5H
zRbLF~z9Z1J0VU1)Y4)ynx(kJ7pC8==IVabrJ!+HacUp&rqq4KNX>RS5T(oKlW4n?u
zj&LziXgYP)i)}u$tJ=*Cs9z#4IY=y6<K+jFftt~+ZD6r#^6O5%*GpVz&3Gr6n|Z{<
z0yh#v<E{>RR)&w_Ekbv_xxa}YMU7bnuL>A?C_j4ueie_P+Uwd)#GwoS0A>|u^8*7L
z@xfE-c<K1o#A$1D_M5Fnc;?kSf}dm@LjsSzh8%9kVV+G=?{Rc9U&gkK(b{O5CBB-I
zFj-_DGqRF62e7E2(<8C*9N%cVh5Y4_BDYC5Jb{72oPEL1danidhP1^OT68zF>LiaZ
z?IC=)Tl?I7;yY5!r0R|0#kh(Ir&pC^7X>hkJCfZ1>sh(qsM0IJszW`}X>i$#eLhz5
z-XuGil6Y*Mq#CQN8)zh5I>n@TASZLkyGy@wf!ew_Aks9gcWsQYz1z*SHS~)dPy!2N
zVC3|`ZaUT+b}u%qJ>AlevqhVUoqp*V$N>AE2iB%)Rw&-kCAW^`Y2xkeZX&nbXL+`w
z@s=3wc{QD`>4|9(zPE-+7FNnm!x&!2AJ;X{ystgW%_a-T#hdDDw9>V09`i!8u{M`8
zYdP}XLf^X)4_>{yQ&Uq;A~~op44Q4k5`+zaeB!?`=Y=QIs*O76l>!IDV+S2;Q(4pg
z$qJimX_5(Beq9Rj+Zp~JddQ#6RtV167z5_wvzoSy4OkvHFP2#sc!YUyr)I}iKH1OK
zvZR#VTuCIP?{>&wJ^uiePbo11-3eWhk45fjntWmI)VTp88`z$J4r*JzfM{Fze*PPj
zlI8;(ONK1n`+<(U)mU_^tLf#MRq`#v6D0DDs-yAheT8lKd&Jk8W}$bi%!zox0_?d3
zhf$1sip176yRByON#;8vcP=7c6-o3JqftuYu)2<+3tJ|gVx(C{+xIZTNZ7{X=sg8x
z;+B@Na=Xw;SY|s?g2+QF5W}Gzsc57#pwj$tujwHYE9aIJ1y&jUbiwvDf#WS`c!O1f
z@9c2fOdts;g?6j9;&)@W7$1c)v$X_aD#%7x7|m@;PWA@Mk+F|Gd8veio*M*qsMXNm
z92&O@KwGXWd9<}EJ&o@U>Yr!0L~=?vD&Tq=@BB65cG7hsklbbxxghj4=8$R9I+uir
zHuHr%im__a#!s1$$3KO6)uN>Cj>>YfvpqLd@syg3!sbwmA}LhbF^t!kY9?E&xn`F;
znX^-g?+oQa{JoCh(wQddr74rU>4Evur5;Cer6kpe^!*a=RFubQ36PFix+;%SdsKSH
ziE*VkSzag4UoEqbt#)1(xw?+V>ctUbx5t|$$3nbtJ^ibY)Lo{UOuqHW!*s1_&QhJ7
ztW=dXPt3uUb5QKXU1-kgZ<C%eUFq2K8h0w9{Nw9MDw5``n26+Jnq$Z$imUY(DOpAi
zYQjn7@-b1e(+J}Nos$iVf7((h80Mt@*OZJNYdDO7?MaSmeUwFWRW&9Jf=H_|>Ohgt
z*08xPnwm3?nW=PRxLoLx>D-1)k&GIb?E#zjfEvnzPbq$5!S7FNk)CQ)I}*(;v2|Ln
zGe(WM%X8lus$Xj%y3(19gBa`UT17O;EN_K}4gUa+nr8LtGJgt0`?)#%D$F*|IRZ3e
z_*Kc+q^@Y_I<3B)ev@5V3y6pC6OMgrtGn^USFIdTLT%z^0IG}(R|?k68(@#dn82<p
zlC3CB>UPk?PM*hIs^8veQ^+8c`D}B^<Lg}Pmy_x@BkfZkEM&Gj4{v(ex{+`6i+S6r
zO|73%#dEBfcIS+Dtf?rYrnPC$sN2m(X_cb4K@2PWBd$KawT*P!imz7ged^SbvdN!A
z(yIAt(lQg*?y>c*wELWPR<b3svX)j>hUNs5`>!U_KRzn`($5kI?o}1Bg2?Ir0PC!{
zlGi8gQcQ#%3IK8W)`YSoa4yF)E;ufuHJtZ1qLPa<q(IIDPD>uYF=LO)o%UHj=ePbk
zYTPXxQF-#V_HKc@Q-8F7>4JV#)Y=Y6{iEtH7%p`<kNq$o`V&_Xe-?Aacit*o>M{QS
z*Ae{MxjU#qHPD`inI);mTw4;v;-T75V!A1<$2?YL%sX;xg1m0-dKh_GSjoD{frdTn
zjMRbiPu9DclX5bS;<-&m*sZ|G;MO!{X=-g*UMD<9G~x1$RPw|llWFy&mOYq0wdq{*
zT4LJVHJ!wBD9+Q!J;$X<eQKs*J+R#byskfl`WmF|y0x?$Y3^?XYo9HTAdV_08$M)I
zUYxAk(sX-UD-(Nk!+tUW>VA~VDgM@Fld*0p{{V??Ei}zBV~ig;hb5aejiLfA&(^uI
z7nE+!oGp~>jU@m*U$mA>Sp>1<j^e0un!Reke67;F`D}WTJAE%uj^-sQz=A7S6k&s2
zbd$?rFPjm{o~!;9yJzAEt`mm<_Xnt_229btcWZ4XK|pdVDt#)@ju2*|ms0@ee-&A^
zMPv7YuB6jB+GH16R0+sYn#sB`+D61<J*wWJtj01GvTKgi^)|U}h}j*@Tw>cXoRTy3
zOU9N)RXh{Ptjd;edSWi)itU23IHdJsXr*K-aA^R^t0zlc6I!CY>%Z<VEPbfCoZQ^J
zr}&Qp&{Io=O^SN;KD59ynx4GFzLp+<WE0Y*Ru3YE;d8*Khe~U<Tj|9nt~H^t_H}6f
z%KUXPIq&URjU13nV|5_a`%9&sAq3<O>Uv}8?^a}FmOm!z86R?L%}UP9)yDdxIT$uM
z!9UN^y*t9UD;<Pjws5$|p|3RiD=y>&798+vcR<vPZRE(<3@|EY`l6t_mpn(dZD_IX
zI2F_BC(5^mGBJ<{HO9`;Ppj{cbU4L!cG2PygPpwBBU>Y_YOZ+>x(L_xEcG`sf9OWD
z5q?8jy5IbUZ`-+@{{ZwOR3cr;U9omYnKgL~jd`ggUIip$_n4`t04V0Ew3!MH!y*72
z)RRQsbU>*a$O5-4d@FIO_-yJ{Z@yHJtHOGaG19m0JSi-&X=*l!11WXyj`a$)Hs8E!
z>?$bj=3wjE9F`W=O|;^C0gCmn2KY`i@Y1Z2<(y|Gtay*ZQEDIA5UPM9b+1OSu}eE7
zgebzUF-}g%P=>c>8LN0=+V0-gGZ@5d4@&4#+BjoQKIp|=yi`=r99C?%V2o6z*{ewo
zmf$XNLfk7SEGs@~fv9|`ik1;bR1BOc^w09GEqxgr#rutyR#y<SZ48Gdyl-FgZuHBm
z_x}J_79)>&;~fDN>5HyuHgK2JF2qsG8w40TpN@cHyw!Y7Yj<O;TTWwzN|&>SLB;^U
zU#|ey79x_AqS5N$YDy4#8Gj5kIQ35#$0We{c1iYv0meu_FX5iG?s}cdjV|U#=V<vy
zt9AmoABK87P}s?@teI=IXvAZp42=FfS4XMZ&v|x-?J=Zw(LB+_P62!oxxI#KS!qjN
zrV?&-l3OFp?zD@G$*x}VB4_ghhF*vLk@#^}d_4?l;@v31zFx;95ITUTipUzo)>c}i
zH}?`5r^7_xbGtuydJZe5_<R>q7y7mAO7|%+5wOS#amfSTxvA1_X{WK>UZ*4-*5{&4
zIoy7xtC^3jQ<8p9H5Z&~*SDGTw`KL1=dD!n1B2nK=_PkWNcR%GK>n2!`rWO8SWUV#
zrgVt2<lt=H#~(rkaULSnQ^a;3WqIa`XU)RGzv|U@5C%J*hd%YmR;*;XPV6-aDRVQK
z@eZ7d%8`_9u&klSTsJ}OUH<^W-4ZK38~aja#nVc`2^^~91bq%`f$)>vw~a0BFVIgF
z!>lr+jtBsOkEMH5(_87*-!Rz{6^ts5NhB!zf5M`S6m`Cc>BZM?-RjA8iJ*NKP+OT|
zjw5dQX+G#U<3Elo=SR4LD+wTZ8Kp-8J*(Aw*R*(w2zBVD)1%a3hA3ha%CZi<aC6(e
zdCkv(Cs7oZ_b@n;FFysqF{i1`OzK8b@-Gh#N^f0G_u&omzLj@rECE7dSY*d6q~MJA
z!LLFAS?iPVG!p6l5Q5fAb%sb}bR}CpXF1*a*3q6%F;8sP(T<uNb?RPin-W`wUIk=o
zm(gh+OqT;}PTNZ!fY#J=se>iPK&}s7@imsGreA3ngUbNlKp?-kQbIm5tb0~6smir9
zrAOL36*YZ(Nxbm{HkX#LY8rVTGdk|_&#~=BtKnY=4JPXD#>tuX<s(_xu1V}Gj)vLd
z`S{p6*1e&KVo2G&#(1uHVjSDLJt<+7EoOB764dl9KHgg^YZb7NFv}G=liZWdY2NF0
zBt5)xhc2aZI%c?gyZF@ew{hx4RkfWZzPH-h%!)Di*Gy_Vq;gfmMW-foQuV0OOE3bg
zOa^IfRC$8CZg{O~U$wCX21ZRS#fVT&D^k;L!BSi(Drzoi%8p88+W4lZtCz9<@}O0#
zxtl<WPinCYCEpbLc=9U!q(8mq(vxFRE482~c&co>Nd~p=FRbj)i6jO4D)MWA@mGo3
z*3FH#?&Of|L)?4Pi@Pbt%I3Y!t!ZmGfu&P9=VF|kd-_%;qpL|UDh?B}isN)COWjQ?
zu`Wm6Jx{%A&c~BeIdn9q3+l+O=PXY=)@;C@YS9IoCY9pcy(>GLSjCWFnv1<^$z)g@
z3acfAiZe`>inz$8;}vEom_F79mUs$tidPO&By0-15oQ&h3C(QTLRuhkN<~Er5XVzj
zZH^>ba@n>92Q@S{%(4y-6)4c&v0|#Eb*=dIi<^65$@|TNI}dSK7K%dhD?xtg{c7Uc
zW^#&Z#=e>2yIoB)1cP|{(Vx7vq%}d_yg%)dX?pz9TecoKPCdt=_ODK`ytmZsqPdB-
zs}9|drF7|`$7b7Ij+J#3J?d4xL&j^HG0MMmh91<5GpWJI`q85ky4>nT${zILI{Mc%
zw=4(Vr~S2udMqwur4p&{OT2p5G&K@C)QhQ;-kpP(=ywlV;yx-j{8IM+0QL62`U_U-
zY8mfbm&B`|JHv1;dR;010LNOQqW4D^spcTlvrvYohOSE;29=p<t)+u-#y4|Grbw~g
z0R0HTs@78ouH!BDbAwtpT4c+3Cbf*o9__?0YP6fRi6|B}_oT1zzZj|YDA{fVr;#Y#
zTRNA7@BYsgq2;PYFz8P|TGqbO{4;Cd+gbkrv`yBkxH3YV?dPRGX7x-ia=J;nGVFyn
z#(wx=^5VBH=F;?=NUyZZZ!+)9DCSR@5aakqt!Lh9e{Rx?TEw=i84AlE@eg{>)7$MZ
z&1A<OVBDEJZmQYX3v;x(zLahWFLQ3hxC5Psy;IT}`E^Tkrk59Gz>CY|lTlh-U1@i|
zWDH`N4mx%ABe?djLYG@@H^P%L*jn1_@}Q7S1YunvBxIjPBB3sAUqHE!;=dB=FL7z6
z%W_-nMOtNu1ye9QkN_Nt+p)axp1G>YewsDNk{Ha>wDXTFl^M<e<dfRDVWPK)z`WCC
zxAWK!J_#mR*;~5}$B=7s?!b6EM;5Orn^Bad#nME6PbWCrp83sEyM91(7Je$#tTmbS
zTT72B=5k9AxfngLe+uaJi|gG}!}cRvzG-H@W}POMPm(kIDn>A%)@GOCtv3GvSb_-k
zh^4ohKoU5kW|@Y16~+O_dNoZ(-v0nwzp=Y<Yib|Lfs_)k>^K=6$74x5E3g*c!fh+V
z`i!z%TRTXL8muy`g>rpHKt9yVT}AJFJAWLIN9Mx{ui73%zXgB*WczljmKtuIXK4wO
zTeddh<2NVDVvI5OSC5$B^YyJ=LgT}dXctFL)7~8zPN?$-9&^jsg*}FQ(@C|s9(`>Q
zlHw@PWU~MO9QCf7QPXv6&l1aNYaPSGBZmZM%PWppo|xmUP!D4Zc^Wvmp6X%{ODcui
zo-m+yJo8qy{Z~+dhK!eUM`sLc8$^<wj&L$@)2Zpxip^OqN;RkOF0ZZX4Sit(e`m~c
zW@ieij--!H^_$`w=;yPyv9P(CTPrWzvomok58~VD*A-^y_>x}=SuLdZucyfwSs;j#
z7X<YKoMZ5*d==q6Pgl8kCbKbVuY)|(p;bV=!S(A_)$~N{azQr7xbP1H-nJ!zZ3j<@
zoS3x>pd<ir(Z|#i>67|bW3Jx#GsBXJv}+c>zByQ)a!fIi#z6iqdsm&^-dt)Ia^2m^
z(_Bi$o!gR4Wa6QxQSNq4<6Hj#5GAB{f+_BItOD9NHknlMo#UYgu&kYP!}95~yR3<F
zBF_H+ERqoCkXslyCma)4mUk~_cNM}jD<cDta7B7Nm!1cn$4|7=pq5+aU5X?a2wSOQ
zcqgytR~F=~!pE6AG>?{I$EHcEEPl;ruxHMnmL7}Pem!efSn&1MjUrDqoXHHl#2j!r
zJRj*)qiAinPj-T7-|nVx7u^2<g=XN?favs>v9<7p_MfgXxARx+7NH>p<UH_CQPZKW
z9Adjq8eZx58cvf9t>w)30ZYuYCIav=isLAoSF#Y8qLzw)8$qR@&;w~=jV6{zrA^VY
zjQby2DiTUvhuROz*LDqWL*gQ*!cn-kHqtS`X!DK0gO9E%1bjD6Gv2o@cFO|-#EfzV
z=0A`%fCyJAIRo1j*Epe5mDZ)(T~2FDfYFjLdsk6ytyt<&`FBbon;c4`zo{MTi<Ada
zz+jHFmaOY4`FSUx1J=1}P>j{l(F%=hcGoZ%LYxLe_g@?}M2{P?hj6M7IR5|&hfSLH
z*4)dfFp9ytq@yMMFtm})r(d~9WRf%6%;{Wwl2^IVr?Inju7hFyooJq1NADi(>QAj=
zPO(J?&(!qAJ?+e7?p*CSsM;{?kOB6qrjiupeHjgvjF(g4bB|nS^sc8*@O91388oYz
zvB@q~2jopN!n&olmwAh%8yk?oXK&Zqy>{2c7CNn<w6|+^W?l-Bk;h+J&aNg=m93$@
zIxunbJm%v-m0)Cl4YmT{w0m6shc(6OIwHrs+Xu@1=$v7f^RHXbR&%Y+{{U-a6m5X4
zbDG%kj9Nyarx&|aN#kFVb--mmUr%a^c;|aa(ykg2vW}<C?;l<&vnC0xtH{x=W!OPo
z$C1$0DIg=N{&niYX!5FP>}M6g#WlHOfxxT9Fn;b&y+UF;iN-5yqbraVW$H0Xq^ogL
z6kti~+MKZfcQ6D|bRby^F4}g-WB&lxslbLt1xm+`pqiJ;w;%G<9C}e}3gu;pj#$-*
z$p9#kRG(3b14ONz--QM<F#<Hsc*c4BsB9Twp=B9)Qy%SG{u$Pei>OC)91+ax(H(aK
z_*XW%d#Z<YY;-vs3f8uPVT_QcC-}Nzv8y#>NGG{_Qe$;<CBvA}<U5KlKu^<wSr5#g
zH%`D-oMe663=h0<Rp**AHw~n>$~KHwDygZ_$)(9`t^+_}I1Ser=~-9q(Kl?hOaj77
zhh{#9wL>o1<O#!PocE$SO8pDFYRJw-XJ7!%YhupA#%%K9OmLE88TS0Ck?FFMS}~A0
z2NfK)bMDU48F?*^eX&(3r=n)jq~ooKFCvO5KX|*yJu`}`?4fd~vBJKmty+@NRC$*&
z5=SIwip#pVH&3!Lwl(SWs)oNKIlEm6Ezo7)mOZoDtNHSOdZrfPMh||O>rDG8^%b?E
zbIG>Pue?%msYm|+Tu1Y2<>z5r-Z7X*t3(O^0G0s%0OQSEmCfRTlGVCe9I|TSOh#)u
z=mrF0htwn8jEZb>3%S-Pxn?!bQVr~HN}^k{E=b6J1!ihif=KsckzSQ;;h0JWkZxn^
zNp<0iLm3+Yu60H8T<Lg-^4RcO(0tNQQBY;10e=eZ{8gh`SV+vI3g)z(E?rYmSYiim
zc_O-1>~guL%bFL5P3*zt{{U7ixzjYbEv0siM${M;Vht@c`$dXBy^c*-Xqw)|+ou&N
zH>(EL$n(z@U7L%>T=2Bb8v+0-ma@gJ9G<0(S<;*cz^v=9a>n>)?_Ajnk_}o&#sR9T
za<ys}%HzFxjP)YNvwWC1HJLOklIq1zs5N?1wy4bNROC~F)KX@A*Vhp?1eqT73u>2G
z<82eJN#d(A9OAp8m5v!n+(~DeejUy|1wvC5U?wUVdRD2Kv{H~{(QH3{qtw&cd8CYO
zkw_g4bVb<an!0G3{sR*NM-@bzS4VuJdl3719qXTT!Rc1lQyOyU`Vr!szLe9NT;rul
zsVc5V(xOq5j`e075<u=MC0(z`#tkd#Q(7WeV<8#+1!=((%WkJ{m<p0{+Mu|MMP{t0
zmK@h>;H@Gvq&?K2vp+z43d!oOX%}a6Cfi4i^me&YcMbs`%Cc_s+l?;lMIggtcp|#E
z9O=5CvSGU2+&(=ysQg~>UETSy0rEyUA6m<yuTl#Yk5RHW83N$|+$&1b;%1M0Ae?>W
ztUnEdE&NKE`G?FsMRxX<X=SRFPz-O{vv9jKQ{_BkSIg>`tVRi)&OhKrsz5m+x@+wk
zYtI(l+XdPrxN^Tt)`9R-+Uk~(oyBBu4r`_{b~z^F&2x+qGR_9mpXXh#g8V%$t9v19
zc&3YC43j7$J-YNYt*rP;D{mBO@hnHmbsL3x7KNZ%*?G_yfr?NG86f_2RHt}5g*u5%
zSmmuDhfIyFpow8cW4RZgJ?mq`FxuSe*}8OHqY<MXS&#n!TC`;FrH`E>`SW>73vA;*
zood=?I(C^Mdq_6OMgy}JBj`^`@i6&)Wm}$o@2Tw9#?f@SA=OyZxVJ+jErFFhR+HTY
zi>T>XKWZh&50a;!V@;b;f;DeCRa_x$ta^&}C1kG8Dw=KbqHCL(4}62u-m@ikC%CRs
z+r<|HNsiOW4Co4p7?O79jQfFs_)vA7N=tz$yGX4F%d5s2koU$q{x!`EeH84sI_hP$
z(!1E%y4CD#?xMH3oFtMFg*^53s#EG$V@QF8+ak-VG&6J6Os9kFMk`J&BTLlXbqE^X
z;_GUUIoEej_A)SQpYa!iX4NjGk+liqS8*YV58cPSbZx%A^`xZa^(Hjo6s^Bf33VHb
z?O##*L#txs!^r!wpc_<r0$87O^shGYC8e_Krrz33=2ziMcRjy4>Mnc*c^kaXs$Msk
z*?h~(9+@Ol?0f*rI+e3|&)(eq{{R}wa)m#6v#O6f)1lhvSJ8N9!w^`q$1~gM@?Fl#
z*~SkFG45%X5otF!8blW>D?RcwvpAK93Y)RVY>`+RzLTwKc5@3W1bF4Odua>HfCC)o
zB>hG+T+8^MP?qaYSTy4_mQk`19HF;mLgZt&6-)Pu=*9bu*y|v$(61V2ir!Moa><Dp
zFabyz>H1aOCc=9t=1VJxE$w{b%@{yS9Am#~;Pl;7UxBVRXtM5>M|Ivv0Jp7bSlM3P
zqduUB(y_=tGJ);E=}{<3F7Y>~RY_WBc6F^Eb41fXCtesdsyXk*Ycp2Yq)E-ajiy48
zmmC)QRuno#oDN=g)1t`b%4Naz+{DyZM^1qZQuw~;Dd4Ker}+xmCpD>>_HcV#pH#M=
zQdsWfzna2DU_wgh=0?UhXSW<<+OeC%x{FP?YI84^zFN1IIZ|?eTCroS_;*KESg)nI
zQrm!%AlpxJrx_J3$HaX(Kh?uD$EV!@QOMTB%A{V5%<%MyW8ygOP5VhKS>{-H2d8T4
z^<8TJ08rC|S-`go6~Z}CHj|9!8T!^mw~1xc?b7B82n0@9PUDgobsT;Mvvsc#Yc@}q
z;DkVWI)*s*Jl1bnD7W(NXxF*VZ=Y0FxVY9HYuOHwa2nz-FFS`A1b<p{>KdLdF{E7r
z*1u;?N6S<b#d_S$wI)(eq;)s;-noyO@e{w?99EB(JDElkp0T;<`WCBo9+?zN0)!mx
zkR92pvfk=0GZ&Vi9?8vk%lLy>ed={N@t@%#f0abn`h<!^m)BBzG|YdkK33JQp_;Ol
z+Pm{Tc25&rMLIz&(1H%h4$=W9vG=Siq=6-o=3T_O`G+~KOT)Hz7Z)4aMp(;oK|G&Y
z?(eOkxPlvNW0F4m*9CaB*5|E<a7yV~=Q|ao+O7Wp+2ChHJ%vlEM=p~YhBJ^ln(Hhe
zgG`6y0Ln%QtbJZfb|q$T3HPmON0v8cbE(ZMBb&U`EF;o4nR9S>3*R+E!;#)itXjEd
z@{G!H_|=BfZ0>I|qi_eUbQ)5}7Nunp00*3d^%c<wtr{?^H^|Y}No4ML%_LSb#@Xh&
zRkj441vXd$jN-e`1)`m?WKo))R@}7J+eDK^5*CrwRCgwhP*P@1&AYo~3d+2_x3J<_
z2Jh~JlT+&Y;gMP^Jg7VwPhZ2*xNFE=+>+#ydC8@*afSCf5BN)>gq4mw{Y^3aTJnN2
zP#zB6E1ZheK>4|;TGlLNaBC*tb7ckC)NNWB0m;UC^IT_&FA{x06&#R@)6mw1%w+*1
zrE)hi7M?~Vl34RqO}0%$lCj%qIz^IN$22z#S=1ArnZ;-}o~{1?Efm)srD_ixepc?C
zD^OobPYh~hqtv*qG&Y8r82ipY3W`W!kAQRd)@i+)`^KX)yPi!=%Cjy?%i9%FPH8t1
zaZ7_qv7v~8jtwo;L(Ak0(|{oHO8I5QL2AZ8fN#xi*kNM;)is0@(ym0L5rIv+f>t)|
z<J>drS0ji6k^!nV%zUw&@m6D<mA3V&NKKkBs$#8(Hx3PFESc?3GswN@Z6a-RD^l=9
zyrSapUAjxOumlVfS)L2k78|K-q--pMbYtJY=~~*>rz|>b#IfXU73Wr0ZEJTF%1A2t
z>srE1ri^MuMoFXD8tGT~jYTEt1J~<WZE~_CQYraaL8W_zC;+Van$XtCtCwTcK5R0K
zRpey2OsC3gpA0k2UbMPYBL=E7Xqi%rTNfTSQ`Cx&aZ}c>CCoFf7z&117w<13x+5!`
zbt$-vS&yxAems!2g%JM$r-lAaT>w=Ft#f`mAZSr@pY(<PMv9BwW_0E690+Q7YJfF7
zHfxEatvwB0A}A)h{{TpRss|M%&ZRY^@<nMm^7GVxO2{w9(0HI8YOieo-n!Mb3+);-
zmgZNAGmK`cX>uzwz~|+ZV0~$HnN|GDNeBxl;GbHnJTq8blyFtl<P+cCuI>B4Ueekq
zZ=|%k`D2&lB=$XxN2qD{I#t#kSPrQm=tpcCy!H#PKrU=H{iO%*A<hZ+6|>>H%~MHi
z>h|i|bXX=kxcd7H)8)Q|+_mAoV=;@{?KZ@^4=x+2A>7R;ZaNy}#;<WEza{pd=2w}R
zPoC;{BCL3;S)Ts@#4=8iCA2ERp@I>$6nzJOdb<UNh2j-izqM0Lyg%z=nF&@tsz<FR
z+tEFLF{199;FWf5WBWqZO&;8N(l~6f1CWJ%PXe*7H6p$uo_qL};+zzc7@LJcIw|dr
zG4!sI@5u1=o!^J7FQlGdAj@)B0y$4mxIFRJy!>SSPwP`t-LgoeclvF<gQV!1o~5Tx
zJ@v{!Q6-f;wT+vM0o0sVKKfn8xdLh$avO=r3v&u`>cC@mI*>;-YCFWzJUeA?G#mcd
z%`E6w1>!s|4{n5xl?}g#Uh-9wM%3-3R_GpIDpd9>-2EvupSl(oP|@{^eKx~SZ9a0x
zbf;pL`Iz7a$3g(<?^+3KH;23@J6&7b%`EpSl0wV7YUA#)?0evHD!#F4uM6mHBDcO(
zSP~@>2Lez!wmr^kPTxw_G`|YEszY%rT<@01{_qtl0Sr60L)RjUY6c0{qJ{^HOVVJn
zo<XsvS7{`{>J+!#&$l(Tbq|L$$ZZo^wY+^!C=k3bun8vz8;?=O0jTt0eRFuDPVm*G
zl)(J=lB|rd4(;=ut6LZPcZ2oo#ECpbC9TvciKn<y=`rUeTZ7(&uMu3sx7MV-i&52C
zC5CG?PqK?i41P!_XdHhC<LXUMcjG@2-FQ*0@3jdUE2r3}0bP)N?m)>Mt7lD{!&+Q7
zx>lDG>V{Z}p6cXnjmq+<qagBq>xnYm_>WnIWC$79BBX1zB0<;z&;goqZ%uU=-Bhxz
zgf0I7EbW(%Oyt!Hx2oKw-l;s%f2!TKKlcX%^c7Rmx#aG~Ejl?`2~t?j9T+m7aZRG9
z&<|D9t~@cW_*mR)I=i;FCRRq2<$(u)2Ti!HD(6juK)iWwB#!7WFo@f7liMf0D*;Z|
z2ZMv08uWcz#eN>~9+6?CMWrpR&&wH|h87;gfI9T8<0UV3tx0E{T--@@aMMiNovJF<
z*EAc=3hcvk8*FZ4lLQAIwUb#%H1!yiQQDG_f{@bE5l8~7TnwCX)4f^stn2ZahE4|F
zwY3k7nQU2(@gqK1X3jft`ih2Ppfsixc~3?xTORz>Q9O#Pw_zVnY2Roh6qXe~jdwO=
zmtv|1nYQ<S0Xzd+dUO$3uJN(l;D#%bgnCv$Wh8*44D=`Us|G?)s|@ki0RI3=!fNMK
zB%<ynv8YLXa&ia@>P}DRRPE<6HbM6lFOo7?<mc9^$r(q-Zq(wU*C`T{Zs&iZc~|;V
zJh&~mjQ;>Ciq6?q>Oy(ijklilpQBuTpGt``erCx7wtxLqc1_VszBFJ6&rWO4akFaY
zT6aq2t6e%6?V9^gV;#DZsTeqEThM!Z)~AISTMO+}F2)1MfqmPqK7f9;i!Pufyo=8P
zmIT^>p8mg5Yf&|1o_Jzip%W}sd$HvI06|jj)tOPz-4t~#UiuwESnaN*j01zQi09U`
z?<CYFSl;Sc<PwahnB?ZSv~4gQNZed1x{zIah9u)3QPz>eUwDp7@)|oxSOt)<RZ==~
zbNs0)u};Y?7UZ`%YR72)7+51W`id6v)X1>oAo^$gE10`UuAW=hA0x;?Ve9FR)zs_S
z+rFOZZz?f!w6G1Ff53)6ELLsBzu5dY<j4S#+%Xs;s+~zEd37?W4#zstDI9_M(?m$z
zZ51b!$Eo6xqL6*l`qyfgna<+M(nJ&ZPt;T=?*Y>_VVX`*<o>lASxq3$4l8)R;mXAO
z6F=~ez|u8~FC|+Z)Wd5$L=fZw-lc&rWMUQAgVvjpT|&$uv`3XuPt^KWtZ~~~5F$`t
z9J5kdT8OZPOp>0Y54-JJQR$nLbcz*zy=#iCeRnNF+nJ_$Bw_NLj+msI?Q<wX%ojZ?
zSjTG!!W3rj?N#31YneV*1$*O)$J+TCD6*_%#y)1wdYsfOs1D`I;9z9*tCGVU2y*<7
zYO5L~vXa~=87Da=nwIRlHdh<D!(?`=wlIfq&b?|kp57<<AsOfk9My<!Hhk>Z28l_v
zWNk$x?%C;n8iPn0e8Tn}(iQnVtDDs<Q_OIH014?>-|&=2X8>WivFHh^R~{^qLP2%s
zfq`7Al}7Jv4@KfA$F1&H)a?r$ig2fnIjq#Sirr4q3I4Su&aCsN%Gd|6tn+e8^Ii1e
zH5)U{t5OZ#D0H|4^ONgP?*9O2)Ndi?qVo-OsJk4lTAx;U?InG39i!zI%1QqKfi-zX
zv8+5-4GNw?^{-#?{p@xp%yKj2clw(7;_~d=-AO4wd5Nu+&N*7;$u&7x^2hV9K=3V-
zJb!GPC7Y&u3iA7OYm2zzQOhtD?m8{9+3Ar+1~8(PS!rYmYHT$49CoUgS0!R%Pih&n
zSlaF2wy}24V_00a&oA+2px1h%MjPc*(z@>h>1k=EeW}!Wl5{@R=Yu!epQ(~c_3K3z
zc91|iA`Jdjs*gcml@?Gex7!aSa%w$e3uiXo02I1u1>SSjvT7||zv5Xd9;Y<qg$JSJ
zdbcxy>P;3bV{i%LnSS17_B|@fKzy*kRuy$tI;d%>vl01u{OWj#8LGBq%K-HiY9q-6
zSD7_tdeC=Q37F!kvwDiLJ8kb&%!fSFf+kF_G0t#5O0KXHa%$^fns`hOYjrCaI9$(>
z0*-2wgEe;PvfD*Ou;-J~wu{o{Qdf3GGaV?01$ggQ1Y4huf{7Fkg0Gm%mv(7Q2Hhh#
z?OgnkWahet%(_5OItsv4&(^yl?-Y5`ykyMhh>C=ab*+O2;q?_t>K%)kO&Z2mD@NrQ
zA4;)0tC1>xBC1upW!!{!6`Yq-XugBxlXNJ#?_QyxYSys$Wn)kSgvLGV%O*mE9OPEU
zopp<117jVlIXf1OhSbsZt?V<#1xbAye`j4>xZ%F&u5IoBx$_iqD{Ajn7aAhLx0As&
z&eOTk8#HM60>)YH-rz<^MZm7Ub|P|FO0YdB_;hXH(vCpf$CF)7rKH7u7nvRd_9MM*
z%I$L=b$c9&=)zAB+TAj6$&lFfu9Hx+)2*hqn(A2NC<}ncoDQcQ>m{{qLM%X$Tlu!f
zXe^n??V7}kP)n~7%QM|WEzUZ+pWUBD?Z;2TxhI%GJ1&Q1EVgo2XJ;gKdZwdoc%OAw
ztBepnovJ&(6=?QXvRjE6wk~(5%9H3Tl=CEy&J$dgXa4|L$hh1;8qJpLO+^fCCEA1%
z+m2ZO03a)u`%TT-2<(Pc80#%go%~G{5zjlU&m8J@#=`|qPBYv5Drt3#y;n<-;j)lA
zkmyj5RD+S$xlKn>lJpCRpc`Vw;#=g6LGDkzb(&q&@mQ<Nb>{B@x3It&?4z)w+f}Q3
zyCJ+aDqAbFFHO9?D)Z)L+a_6ANhJ5<y+h&~tDQnn(!=DUljWu`aBFVkRRP7kDva-+
z-ZNvTrE}Vy{IW{+_a@!QKPyHKRC*F?o~&gGPSUzM=qS3kaj~6lc8%ldnz6Ibl?mET
z3Im>0b^ib-+Nvumt44<-JXPB}g@R19Ve&int{O8?sdjf)i<}xoXY(!YNrpy=#~YB~
z*8ZJ!sJv*m6D*u$795|c?^rQ6ovE~F8G;@do~N(%u9aY5pD5sUC%t_Fl4|G9Nm<#6
zd1Uv9UOTC+<{8@}HbDBR;Qm!6nQf|BG6AT|FvlW97-Q><e=3&t?j0*hlTwvfrK*->
zUaUPU%<sM=YkG)fwkc%^Cjuds$GNA;&a6IrGrQHGx3CR;uWOS$U}RglTsN|y6~SEi
z>Tx`SM$@dUBF+SY0Ayk6O><WdJ=~2o%+gIS_nosvxg8i_cC8}?1!QL_IXz7qj}hya
z2QR5jli3c@`c((Jzm#F`E*SUAnn`2|af}|-0F=4s{3^-SJ2E+<1(>_DH@`IyL7tUu
zEa$v)<RdXr$jw`{(C#E+vf?+!RY}SGYGqb1-HlP4^olbI5<;wHn4AjQUj=Hia?Jwq
zk(d7f3ewRm#+`bz-^CKfy&aUX2iuzMttYj(h)RTnCjhwHpIm3HbI%gnwLMO{cvWlE
zIZY=_xYIPz1j<7KU9dPA$A7||G@m1f!BQ|qRPiT?E^n3XEiGn>%^MEDVWcDaRY4{F
z{kj`<Rb9U^m#Frrlw~_f?sZ1d_g1RLdJ`U?EnpcExKvTtn&>V(CwMJ9<1|2wlCDS_
zdvi|HEGDzsETBm**>cyD3<S?)U+Z1*&?dRlAzRyol3lrwvH+}pg94_dSVPT(6w>UE
zEQ3X!VijTxp#9~+AAuF1nr(%={zI@bo})b~?}+uWq{;RRNg^x;8RIzv+Oag<F6UR5
z&4rtGa#+?-_O%t>hVqRyt&!1N-&*NYc_uHDu>-AE*1StBQm5EpV5h0YZ|MFM{o>20
zOT3PN^c8zlv(lhKxK22&)HznVoRX-Vv_}YhSE)+7QY<m<YK-$-+_veQvzoK6>K3*<
zTPl)jhL0@wvu>0CGg?M1>cUN1LvKusq7FW$uUTE7*YxP~$+?Vw<HCn{?XAu_fn0`{
zbu9io(y-qz+hQ310D%hVg|2bcZ9%quB)w`Yv-`4YQNgJ0cKIyKaG+$LL0zcvp2sJs
zYjJ7n#zq^vFRgM{ej%FjLRpSG4DnbR#;V$msXW>J*>VtiE_nX{KJ`z}HI(XhH>XJ@
zsl6tn{?=-wm)nnO$}=%E<$cwYlV++Z8Y^>}d7mS#XKuwFWlpSQm(%RGcJu_-9Ne)!
z_0Z}?p3%abW0PF>dfu9{FsSt=wj@Xh^{$o}2|(4%Lfd2qwrjJpP1fjrMHLl?N!+er
zC$%_0ani4{1*VZ$o7ku2Vw5KxDsm}6pe#Y<&=RM>rNA{Tq(ZTCRw9UIkyo0t2pOa@
z?X-9psr;UEflP^j0;Op<trH=lSok<KV_;>fDIv%;ayfHO*AdKkv=z2h&H?LO9D{B#
z+Py2qkZ;mjKsi&I^Le=$_pNCo3eQw_S|#ILXz`5Yqsp4JE(qY)J>g4$w{qJt;nyST
zD|+fJyo%0o)YhB4OCM?hY6E^&P7PA?PBBnBeA%p>%?^s!Q#lzmyKi<ROy;;ar7A^j
z*<O?#YNIx^6r!3mH9NMoA<$(Q^XzMr@jj&2dTeo!KoW-i4Rn&a-N>;q;m#``#+o<w
zc8?U<JkA&Y03B-VjMSjdGOZ~_vbM(#rlii%$6Aee8KvD^hfw_Yr*1f?!KKd>fR$W=
z2sk3TeLq*Q)S^orX4R!V5@?6cE17~BCy*p-l529(@*fYfx}r~W=-mZtPevwm6KL8e
zh2^)@Ui#(o;g%c##Cp{a8*A5^{l&f8%I#(sY%8<?zg%~ywRvuQO{XrX4*6mET@-!M
z^s1T;qhMowGguAwIS<P!^3gZ1(zKIb4?!i|xo4%figfiBMGmKKxM)cL%D$sL>eiRx
zi~Sxs^}S-wOM6>BRb?AYvVRJX$GvFj-wf{Wu9D+K*DS7KA3pe{+aj;ht7;nL`o-J$
za`yH~EukeKl1BdkmV>$eRSq`zw*<~!9ZKRYP-+{uPv&nWx!vjywRBe3ei4>+oaq{b
zmvS)0h@C_X=eF!_+n(KPnY^;N)2^D{>L!XsJcbz0y>ECQOP>D##4t@6*%hJlq;k1X
z2VzeHJu4N>dlYH-s^0I!8j+UKBa(YG7V}!dp?tDGxV_i6ewCS__+whQ)nFq{x>b$C
zyE2pj4o^SfSd+_ex{T7hJa-;r7r`K_XV$j#Epq-nKwQnJT@<xOl~tUuEC&FN!!)j(
zt~5JP@kfYtJL{MeP``ARLKXodF$16;y{g^*ovLVl6NBv=;*wjxG?kO)jO`!>=Y!wz
zsxtW3UzJ>autr>b&lD((f8ao7uN_r1?JrG+>c&f$F4g9`6G%armcV6h*vAL!*EH3g
z^%;qAt!kHWc{e(Z)UkhY<zhc9)$a>gTi$Bwx3-d8St>D@qiyoX_p|L<kw3%qQ9G`>
z?bqz&#y|1lRP_yVZCzJL(R9?Yv1a1h47198WNxSF(xoeE-M}KA(e>MFeJ^t9*3x-~
zSw}7b`JJ)t&{p?}{{Z0~@Xf5Y+6zr_eR`N{nK%(fdWFCoo|*Kj-XGC4mX_kvQPdU~
zZIDfWA_7Zb{{X8~)9PzG#yZ}au3p<Vmu_LTf+HG+CvgDrp2DrZSc`UZLyx69G~Dw`
zT;mrsw3Jk^7M&c86sYKM%69|kM@nFz(dLAEQd(%<DDcI--S)a3_DI4om6svEx)--K
z<~}L#wcmzy7Pp%cM}Wc9<N$qZ5m=!Nq=p9|*Kgsk6x&@Snoo#-d1F2czB2g(fs<Qv
zsVgyCQ-tkBbv`EWeEK{IsayQoeZegcIb~kiu2(e;G{93yOPVS!0vgW0ky2rhPs>_0
znW!9GF97_#>uMhmn$U%3!2w1FDt3L#gR~!Nr_Vu*(%>(?YrUD0umh4o`iiq_Ze~rx
zdV)KSDRld2=2FrUM?yU-QH*g!Na&-A6gsmxRMyDKDDb}41%d7bM{yH*WR*O3#ZGlB
zjD_d5RTph6r+LV%q_xn}E%hwv*De$yx~HLLt%$BeuHQd<{{Rurb663@Y*?8c^XQ`j
zrgn<mH`=q4j&sdtQks&wHjPb9N#bTZ_W|jV{c5B#&u?~;hB;H5_oyS)WCLpe!?-nm
zIK1pQ8AloG(z%=*ej|9h>Y23{iUXz`g(`W=7C(kXMRVdps2be?Wgj3TDxUc6ed{#n
z@kyMJzTnf7M~yHI!DR=b;8t9;)48X#mcTCc3;B{u+2ol42WLeehf3DCxcgj6r9$og
z8mJOD7XX9w6;^AuP*pH7-@Pky%IR2ImRUyMx`W!Y?j4J5I3G%Ix`cqU+yryfVw*47
z!P=K7>_$!waa+O?TZgmIud#Zxfj#qsN&CqT)t%TLz|@8v#BRlEX_mqf_JXR+KHzSE
z`qtB_$s3a4VU}JWnqlTj&Z>Je9M;rYWHBgQkf3!HN_|#s%7K*s0C<j-UR_Dpg;Ll(
zTDT<Y)Ox!R?2W%J2*%ZtG#!UiS@-F0BL*`u+v>+3m1mto(m%N-$pGZClbWQrcNZrz
zvV;eK7Xr188Le9|Ra<&33*lfw4<vTSda)(!NeNxyJ7dzbTIC9GrMn%qS&9%?N1v@f
zWp}Agp=IPrTOhGs+l@Lf84lyMG0S%~me)YZwLu3ssjhCeqM+aoD^F&|rppaAq)fYE
z+y@(&<kS;gM8JHf0OWI7uW~r&IO$Nd`;S`EG<DQD*z4Jhjxo?xL6Sgbz$d<HM_|<%
zCpFa=q={{^*Vt!he8`BEdz3lH^{77Y-W>W>?H*$svH)-xdiTvwsKS$tzyTocD(spw
z=d-bqpIUC=Nzn62O2zJdBk`{6!EppY<9)dQ0MMGeQ+7`^>fasZ#=l`7t)id&ee20{
zO>B%B)tmkiw)<a*BI6+j<6hFZSk-+6d2hq3ZP(JyM@}o#S?daqP(#`4iSf<<0Fz=+
z9!SM?&manG%lvbD=G`nn=M@oJjHBTTGk2{aBju0gHRyNq6@o?|dA?Pw4+Uw)(@mE0
zQHGa=&!ubLHfDw%>+`qQwRA&WOzJymXxX;QQghoCTf{O5^p^R#D^HR9t5gH{jw>(4
zmjqfE@&MaJhaSh91!*ps&#iCTBD`TuE{UcKn70ws*5J{6v5*aNPH6Ng({?lL;Rxk>
z8o2gs4nQ=GYWC-LI2E;Ks_-i}BDkt+sypf3D;%ZjGAZJ-ke9BXTZMME!CCrVo9FUz
zRUHtet13Zk(h<d4n$6Zc;EL(2^pxBI?N{W}P@&^IRy^&qZbf6w8qMBQkxMjU1PXeZ
z>t)lH7H47ZYnyml`uW*M$fp9gjPA~P)3H?}+a6C-RcBxct%)@EJ<ULLvT}Nw)l^K)
z(t9G_j^An19z1ddWe5t&>UxH){Q}s-EQm)Ktox|Mck=<<=DX=T#U4d?^39bN9-Mco
zdW0B-jyf9J5qzhP;;ZTqX4-B#Rhh+{jyqPpjj;+GjxkvzVaWHciqvAjda%H(YP%z@
zI+SCCNhE=X%TOKGlKQFbTQJ**;~<VtCbG38+Q8Ov)s*JC71@}v2yz;x^IOXc(;aHG
za`|VPl1q@tRadC%R^zDDv^^iex`<slRS(P$HRyU?s;ojW;=FsoQh-@W?_Py%`?-TD
z#dJDpz~WUJs86mKty1Z&HqCi1@03Ue+~)-6p{^z$4(b|xgqo!5iE;|YpEF~w;(w)W
z>X)mh-j^{vnPSWmGlD+7>eLrk`pt*#e5H&We88#vGwEM57&kd59S^XhH%^+8W`Bk(
zLV3D{>%5Z4*^MMQDm`&s8rw;IkTmsZ{arfOJv3uakIPBjZZ~I=0Ut`n*8FFy>F4aW
zcaprg`Pd)1?e(prYx0*hDK2Q8RN6K6nzt7h6C|-sfNh#32msG&<!^jTJhDi!yh!TA
z2;ELbI%Dt#xrlWgZ&A2uE-o%7CpjdR$Iw-)JM@b1K`vw}q>|BsN8?3kCwpsR=zF?7
z%~-4swJo*n=A%4z;C$jB3j^F>l^}NS^{or9vWtMWNi1-v0}{UCPp(a9X?kmFFa?Kq
zo4I%A91i3Ur|VH(>34QPns^v5_lG0&t_qW>IN3)-q6!h6@2Q@pRzP#f;;b%wvQ>c3
z6;5X=yFfYZ#ZLr*t(3Mh2TJ5?OPaYCbTo>~&bhfQB!rWJ(-qO_dabstZRWxPu1MQl
zg!+V*<I9c^T=iqfU%*zjmt}FM=`vnQc7w=M#&hjnrW&OAd8%#D@~hH|m7uj`UlH$?
z)57A|2F={6fP=wN$^Mn(=oK(JW8S?-#2PKfi!AJboo%AGEXQysImaXNtnc_i^t)1`
zYl-G!GC;ttpRQ4aQ*U#h>XjucBZXC-NZLrFVu{Nz=qfau+d1uBo~7ZPLs7Vn8!s*`
zJREHVjkxYddcURk72=$2*vbboxye64TD(*_Zc4(wYjin%JHzv81zvIG#N7ryV^Ljb
z(!Q+l*}&!?`xhRAxi#yM_-+_rEiC8E#s=Pku~S5CIt!U1kU5Z+GB;85t~gh#DK>Sw
z6p~AG0zDJ#R`Eio_pEZjb4r%)_NIaqXOs?h)#UL7gb+4Rw7_l8sjFTcwwC7L-ZoSd
zn$~o=<F4k4ae}f$_8u0R<v!7<FP8$0ggh2CUr)E532(JK#8i$ft-79yqoxO`uEDhn
zcwmy}P?;mNfMtsxynQRqF7?~L6W+=8IM`UB%0{D(y-iAtX;ZlhZOY7+cX`x2NI5xj
zdz!azYXp|$%?1uSq1#Tgjh5V`iH6U5u$WlN0oJ^Ch?FI#bGanrW?b<3(lpraB)Pd)
zxQ%zPWA_)Zt~<oOKEBqado3XzD}GmckD0&1w&u}cl_Zu}*sBaMUgE36bEN3@k0RJe
zn}3Oysjo{7Qk?HDrzKd)OMMPD+rrwV!4gP^1n1`KUZLTgC3M>*1OVr)VCk1y&bIzy
z#J1MN{Gbj<uCzvNZIxO6U^<%gqWhfHC2bK`#2UnUWrLJIIUE}D+y4L%O)`}X%*UzC
zY<S;L^P?8=ob%0ccGmlp7ULA9ZP^jfg;HCYcS)1!n%~ppOC`&k3eQ<0iA!<v)=lN)
zw+uieFSQZolkzThiZ^wi5uuHvgy-?99ub^L;_WEEQ+XHugew(bE_uyv_)^f173nN`
z3&@ZDJS(MgqlR4aS9>2#ax+*SHPlX<;d{4M!^%9R{{Vq-e@fr%Pu9HW;<fJBtZbD1
z;?fcN3g~Xg^Add8o@l4@rxQ_wOPax*L&2wq#YMW4bxnYr$;B`^EsBYsgH1=~swhp5
zy<oO79OEMuk!5E-qj?>ztYzkq;Ya!HR`pAaqQpA&HRyj2ygn=}Mx{Fc0HoXx-RG(&
z{{Ub4R`6OJ^Lm`0i+n7;9*W9XU8F}%vN8Vvo`aK*ZhuOjM7&w7l?fZ;`AvEcigbVN
zjS6d6*Y}`ri{00pemsitt1GwD?(%W~IB<Vo*EHuFp+Z(WS2?JSBvP!=E1}A;;+#fn
zl<Q24oEkS$kw^w<T%gWrS2?8#P6HJ;C{e{&jN=ssaZg7AfG;ak_mfptL5{U3ImJ?B
zmQ#~fqs>%|)u_p*aIpru$TTaG{Q_5)#S_mWM1ym?1ySlxO6>e+sBO27$s6W#xq$Sn
z-vVjJQt_6b8C}uF{&Vrh7oX>WT{M=LIV(ST81Dt&hqb{K+(s$jkOx!g{uSCt%PcDD
zK@2iJmDGGr@QKxIKecS*&E>M?)q2So>-8hA(!BowLcB9+-cz5RBeeY~O=vo9&cmf#
zF{l_-n})+xW?*X;jnff&)z}{xszJG_;%pktqRl0ctE&#jHLLL{)?Wu%N<WU~Gx@7l
zDx9rc@udEL!@WG`mAX|wfNIv8vS{b7wM_G3`K1P-6!2)V1fce*BVEUn$E`%T9GZ6W
zN2MSy3(*97EyfAz)l{)|$t06eiggXJv8SYK7dkcIxPXEW4volR=xeW7d==s}6B%xF
ztJD6nHC^$O>OCvZ!KcQ>TwvqrRH`_uZWcR@ZVPV-+QzyS{{Y(FLOjd3jxZ1KoK#Tg
zaCo-aZnSyhO;rH%tfg(G&-aj?57MwSolz_$crM~M7E<vfdBOURdgvkWY&xq8uMF#U
zvUe8u5{PC`Zg@Xhw=QLLEsJp7_{&d4vAod@>PPabUD^4heH$75YiCnm5kcV1K<W`%
zY0EHC6_vbdh1aWPM<b4MYMN<2I<i!^x$z2G#>W8#@0#c6tClsH<0EsR>$Va7xZbo8
zsWV8VZ)5kBv+cz#wPRYD_OV&`jtJwD>N{Ok09AR8*zOm$Tlibt@M_`k#-pWa7xG-j
z1;Z+;MvNS~^(+dKF~F$X!L#cSokPPaZ*7?6?Uau`+@Ikpe(>}nt;OO$5qLL9Z53jM
z29dX!b_S9*?z!pscC75TV@5WU;mu1}oFou3N1VL!{IQ_!OCBq$@eCRsoOInX{Uo`x
zjt`Rm08W#3A15OWa7RPit#kHmuXv(i6~*n#*(u#Tj`)oixjnxM+woV3tZXmh()7(L
zHMEHn?F(`PwC%KY!8>q04JfFn-HfKI;5&8m4EpWUc8o<FdHS51w`F;IuDR0uDWayG
z3y<DR7_^0Zmyq-x!xWajCGbpf2baP!HNffx(J7zDnyajM`tthGtTfwLG^+*}F<Oik
z9_`f8bbwC~+}LRL1H;->!g3pR?bzunkKrHeismC=jh0Z$=xRRn;aJLC%yu2l0W@Z%
zg-n5vW3kETKN^kD#^qQLM^Hy1paP0a(V9RyicHZ!f`CZp`BG97K&*ED4)HRJn6!Oe
zjGA@9*zDgiL5_paRWB2GaxeHuE|bI2OL1o!hxtKmymR<hEUr<5DIkvGyDtRz+59;z
z;GBnBgvRDv;EJ_7==K@K9D+gXMr*v%{vTfJnoY*CskR3!@sPtLWb=yQZXz&TNfGB^
z#%P=xT-^ywW@{@_{{WAb{{VKh^I2Mv#mfHxyH|(!hW0A&Jk*gWcKiESbk9nJo<&a+
zjBVhLdh`sMG~%BF=3F;+UWTE%y;6*xXI|TC0_XT#FV>)#vE|q|zA4;@!CvE4v((d9
zIXDE9=~KlDWEXFhhX>Hr)Oh0|f`QI>9S^NaiEdUaMKeW$B392r%bI<}(p@s`fJR66
zM_RTu7~@a|8yx^0Dhc&TWEfMmeFY|vlWpumBJ$X782Z)tt^%L~k4|{3u_odRWYn9P
z@CN{N6^!A`bj6y#ZpQ_(eQ{Bni-#nvm>J`mrmRK*tCp8m@UipYE$G9Xeifgxv8;7u
zp`~;ioR-EtYQ?-(?i^0a2<o||-(zyQ5y`alAs7nExv^F*@ksjzA2ktytCEV-QtjQP
zrWLcebjKgksX=49RoJY@t_Y;G4-0&<WS*H^;<Q@vVpa-r&G(pb`BRf|*v4{O+fsDX
z&sn8Z{{UrqH8iq9fG*>O7z^664xuJU2Z}z{9fm;9sjMA2J<Od(%k4CLkbwRes`AXv
zG0-1MuJazu4tn!ZwBQa7aa9_2A<UEnRtIhmtu{#k<2m-K%|1HwP_(7JzLm0vatj7_
zPLH>q)W@BlsWk%=_nS1pOSUuk)$*XRW+T2$-G@1<w=))y;PF#DqBzQ>QEZcwRTZg2
zcU15Tb~u>IzwIUnAB9)?Q-ZPN4l7YJRWyZ>cfolZsr3X@66ur1KJqa3H4II21G!AD
z(gP2zS{KGawSf)Znn;VuGOeqaC(C3Ghm6(7m_Bg8{xw{XPTb%Vll~OKWGZqv?Lcns
zK{BtJLi0)FzxPc{pnc=ZQ@qb(NVLyt`10TJR_W`X`EgVK0FTLDSMOe-@#%o^rGP93
zH1t3D5=!#T>;2*R)Tf~hZhCja_zYTmN_w%*Ypr>)o@<xzt?iYzi5k7#x-lIZKn-ch
zso8Uj+kgA|E1p-mnR084M#nt`dF*<7>%Jy^{{ZS^Ibv(5ywt4)tb|>{PCG~|J5RW>
zvC^Hz)E;!?v;OgOkIslD*wblT*=wkg(%vixVqe1*UKxDpnr1(E=kV=VGwL?#zF4`0
zm-(55gMsPRt=sB0rbr?eFeu1pCPBxyTI{k)#vb!`X8ps1b!``^$raA{y5JKi&p}qx
zR<@H}XZuteBTNJ45Am*R#5eKWG|ZDDWwG+GH4-#}cP{vEQdnUM-D|S9zJ@?IV2bkV
z1`0AHQTXDvq11e?4AK7p-(&o1&#M_<L)fDz^6GZC(%ZGWqJfe)HJ7Dcf*t~XWjP;8
z#X78RFm59M0KUig)pWj!-u))?;@W!r<NRwS7T(6raa~S|@eG9Ly;#yM8A;;;tHpO^
zCoOqz{{Vki{A*&?`%j4g`(?NN{aQ{Bu+-vdTcB0Rr?iTo^Hff&W*3XNKM4g;xYez>
z#mpz$%oUd;mqT83`jPm8^&_)oPrm#L%(AwQ-q~}F$CFw5rSx;%z@lU;yC>%qv)-rh
z%^pABALCj^F2-(gzUGs>V0EgJT}2Q*D=qGebde9yg;bEco?L!)ai;qbDWr9}NADqd
zamySE$<?3`Y6_p;=C<^vhAlcg$sY9?AULe8Wpi?q?hHuiIj>5Jv}|~|o61)qj0TN}
z>AstJ9$>ioRF>E&3TKu%BB!3(X&|{N1dWlv2uZD4FiG}2`L?9(xMv2sEi?Df2FFf<
zvS-otHl4`RZwSw58~iJv(DbcIZBFez?QnmJ79Y~EoNjctB@$mNo|TWS#jyidPP%3G
zLHi}fJ$$DB01D36w9Ce}8*OGM&_+qAOH(A>&NhzKYx_3*a@JQP{@F05{etj+%cTDR
z_vqHvXxir2g`_ERYtUf3JBO}%*8$<nS>wAtWD_X$WFos?CPZ*ToMyTruN_VqwyIqm
zPl)_?ss8|K&uwBwv{1QBj#;pJ=DHsYc;f!*-7MP7-P{#BT^K3+bH#C&jTHVMyN*>w
zQ!@Z~<C?bynG#%n=H@6Iblon_zV+hPl2U5N)#1|QO|xrJ)FZgOm&|8L)rR%+gMfJ8
z5m~a$8%dE6IXNWrlUgzOWoCdpm)4OU#bgJcu4*|nX>E4?`U#W_?v6qHvs}$R>~<>A
z_-;DE=V;yS;oA7d-kJJ)(<0OKxLPS;7cF(>29i04Aa}v<S{8Q^s)TtE5#J)9oh~o$
zJiBDZ1`PYYRbKx9jb@W=t&yUu4I13n7TUblhW5vGxlG|$;E~$7={!N=hMHS6xsb;B
z3>*RmeGPQFhmCaICc!LVVRJI5Q?&38xvnua`6j!0S>sh>oNgRZ7)}b&S0A*D{w8$L
zBPF^d<17a(I_9lgSP9!=NwgNvPL+Wkv^MQ&;vj#tD%jQ_jxECB2d*2M^W7;a-K`FX
zRt`3~(rQt`rv054YnM55+}5SF%o><QxHy4F%Nq12-n`mN^_1`XPVVD#RMx&GytG3E
z7VRsZ2GN@9wA$s2PH9RBUC8Wp?+}P2j?U85M-)evBxL(mbQjTT_o|k212dd?XSHzC
z>E0!~yprhH>Ko+k<UT)@ZFpwN>rHl^WO(j#pP5J^xB8lvwM-T!G13R6Sm+vp+w5=w
zJ$a^H-r8s*$+%(|4B&HI{ocE%{gv3>x*TvL>sV6iKiX&kW_Dhz-ASx#!Bb0>7e;*U
z(s~^|$BgYHjglzj$ruL}&g(uRx`$0vfMp2U$J5@cENG_;=nuK8EvH4OMDV@DNThx5
zFn^6jIX-LH*~*$$xZNMauXK^kF$W`cb}+&$?Uf_I9SQZSIy6lZ!)$LYmLyOMG^#g#
zwWY4Kc6LFcg5u@ae1;gA)czo1yJaTyTO6FxQoDCKt$)LJejy5}d_}sP`9SfXTG-I^
zcyvuTTSftM_nXw!9UkTFpeuaeXLdQ+G1y1vS|d@kSK{v6{UuuSD@v@_BiPrTDqD<_
z1$lAaqgX+@9B?|+#`4c`BH|2@{{TG&Ev3bvC7R|Oliop}=Uh&NlGxE#k8?&Cks>VM
z1st05FA?~X+VfodHr&ArU@DFn*K6WUT-sTEo&=CQqiV5I2j`09w4V>@k<4x`ri{vY
zA>0F+@4?bg_oR&FQ<-SZ>n&*@v&=v#3!Hja9{wrRF7+7|*zDXzZE7*uq--tjq2zXu
zS2itUj%<meB%aPIz75*%b2_q%wTm~FziY$wIIQc7W`Z`ru7VJ;s1D(Nrj_HjkQHZ4
zpHeC>E19`Pqt8mpU4bXBN_t104RqRugLG8SX=QONf8R)1hvo%heVSx!G!ldEglF`w
zwL76EmX{$&!nJOAV;}I7X<zmCAO3_ZD`%)8w0u144~aC!cU48YjFw}72I17ulWiH)
zno(&VM{$GcUNiA3@6Yj5MV=suSMfZb=U%e9#+lFjOl<!E@A`j@cxQ`m67R)2jL9Oh
z8HiR^1Q0MdKZSS8W5<TFGIK~@nuO0Df7U1c^++UFY%2ynigQ`m+T`2lFU3UcBm3uW
zdT!#PX^<qHWn7c}+r}rTgoLCtNOzA873uEI(cO&*2qH1MyK^H)BS?2My1N@BeRlt!
z7kja5S8Uhz`R$D3{2qbBl1~RZ{yn2~)PrC*O+D3YqHpe1?bORdou0HNnsjEQ%|#o}
ztVb^&!3-$J7g<;Q`B-Z)a<>CXI2w%Txc~qWz!Qqx$z)M-z$VhjNqff@j}d{YIxX@K
zkU8h@TwqPj4P1UDbjr<0Sq6dkv7aOt3kssddROsYjEAO*q>lzWMvonZr~H+D;S|LV
zlsltTo9-N6I^h;SKq#-HscrdOvnqV-7se@UGhbkO@6`Kv+f|Q^hn@BCW|a{|Bq%Yc
zDO?t>g2tUXhR|DSRQHUxHJrxn3RodiaA6cEw`G3@Wwm&o_Si_NskC~-rfABKS4W-E
z__p*<WmgZ~lxS<t{XQqA(FeZcPS(kIWn^!t7a=&5cTm$!W*x$jh5r?eE*kB4<W;e}
zh#CfMO`R_blC8a%8H2xDx^=>8g{<3qT4EJS&q7%h=*dyzoQSIB2VRh?i#ClT3q4Dz
z{wvF<oKKyz^H7>G{<8kOlA*5snebp9*}$?t#k%!V)#H-JXOwdN?eKy+!_sKh><9r$
zbpuGxVpyFwN(%2~<_VaW_0ug9tmIv5o#5Ew$CMP;wN;Tz^SW#l7y@vrjL8>MB39s@
z;RsC$rAdsbI-0v6h+NP4nSvurSXQ|>@Pm9}sfFTqrFfAqn2ZB;?QYcFP_G}Db*i%|
zGf+i#Q4*HX?b~q+O9v@8+shRc+6Ttcw|^suCFAB3?bU?44*(t5H;1+@1!K#`K}UZn
zYz(o+-MXN(MB_&qi%M;?Y3}W63s$i7vGqY@qG8n3u>LPtf}`q$DJ#cNU$0*sT{WJ3
z$`!QICtCTo<qcjYQHx{ZCutQ-7zmOGc6s_}!PnuMMttvhhnLqfS9ct9myENxr>aA7
zHw0J>M#dQRjFscJ^$z9SF0e2}v>pua(S$P)F?9y11%QuU0uaNCzZEIXS`kJ*Hi2g$
zdYAGw<0l`NEsyU?LX-%#C0+~>rKaDQ91H9nd#lEe>ob?~)qXNw?{Sph23dI_bQsft
zYjsM5UV&Ff;?Iw~&2;nMrbN4Ww;iC^B_dOi!sGWhIWN!Y&b94`E6B$@Ufa0JSKn_f
z!xcqgFz$Kgj31P|fXnU~teXr`$ZSGrQ<#i#wFk3}8EhsmR+a!ZC9pqCip1=PU?gHd
zya={?rSRMAota?8i;)?Iqsng&^M`wG<CksOOp$j59h1C>X29(iHxNa&yRX0Js@&l-
z#pzvAZ`af^SXD2EDIR5^pKKPxylb2P0Xo=}NG$UZpMc-^Zl|LwkKaMAMTqZwFXEas
zh_0v|0fM0$jbkH=JS6uEurot|BQF0~Srs<~m7rC|(#9)ggM`8Ftk$Z0yU$+=AT}SW
zX>T7gTdbX}>NR6oBbPx0t(%Hg^0PqAmYQ>m&aVous9VCs4)e<#3f|?D3v0qf^h-Yz
zTvs?1^iroKGkSK3zMZAyVt~1=QfCW3N%~I`a-qpdw?Zd7DT{0*%Is2FvU2^19UyG;
zE&AP#svnS{s5|ZBz)&`D9_=`d?h5XRk{<oIagjoT?STKlcM@kHRrPPgEoaGjyq?ML
zdVKLe6+fG-yr-KNjP0~ppAL<_d%9l^Tq{6)$sJb*F8=`EqS<9VvApkyDm9#KPWzNI
zGppAV<XEf3_uzq#w>E=T-lQ3_=e{rdQ`;#fdoiwLQz2^Y(VGoo!-D;RY#m*(x~qZX
z|3!Vr|Lw5*)u#Z+F^`b8?oA;Mw|*pFdwM`PGa$?m;*ZG&B6-uwe)szz?mhw+y;dh<
zkGRZ#`~COpaO-bI>!p*wWf{M}{_nSgnY8!xF#g}66k`FQBdu9VX%`=KrrHD+fz1+F
z=mj`KAv4+>7#~PN2X*@HNfQ!O2JvfLXqA3WCPt+9o%)f+u`<hJRe<YR+9`Su2cT5R
zaIY|n#iKt2zsm7$llsNkeCd|8(#I0^qRV_vIRlQyJyO%(ZIH$_aR>-P_KQYOfAvC!
zOu)>Njy?nc5w$RZBf~}>29ACSRkDN=MT`JR_J4rBAe|ag0wYeB#n=I^L`(H$4bpbh
zqGhfb6=Cc_P=XRt!I<C7?PV`9_2(Q3sjc}>U(&tZ&Xkk=Jk>sswwkCd$rGXqtenXw
z3WkN5W+PlaoR+bq;gxk=3xjf1-2FL8DF^9fa_Xq3T7n<^1dUI_%A9~seB#Xbiy`Nu
zDu}T=>Y&ElUUn6=+KEQ89T3?GZw!;D@T`StQ)Y~<OM+;xGJ7NaajN@~ocEdL(+CC<
z)9dUouoiW<xYBhugKxO(q0PI;2>)E!)?FfznFXDn3eATB%=P90o08a!;|5bMNLrcI
zrB~Hf?NSDDGWs;_K%5XcMIb?u0HARy+a$5i0_S(9ORE#$*(Mac()=-ic{aP-1~RPD
zjl{{LNcmWCr3sm^rx$Peqz+yWjML@4V1Wt_kiX#_NpJQThTaZrN9B~*#`q>~1=~_`
zEx%!SH<P`aI8gcJ1{ofPhRrI36<`YlWtvZMsm!B*uQMt9)Y!1t{;D}5a)q=6DMgZ~
zTjj;qR{hE1w-|^KTB%_p)zx;ltz*e2H*@J{WSW0~$=bODe45h2hF3uv*}=t<>V0pd
z-U#Z1D9GZb29du3Laqh~xLtFnXH??Jqi!QniujR>SyVb{$((HyYq-T}@VQ*`YN|wS
zS5Xq11O<1?5rVj57rt2{k%_R_KV9n)zs61h6~%A`S5DEx`WkLA!KYHtEWuFrlNxF_
zndZKU&42>dTiI*;-NyG^ue>OBlVWX$<X>5K8oUsAuHr`%r&G!7D++P;1~G;AoA%1m
zd=N<hcTZ)-+J2P~+{W$%5tyxZ?IO&ei2YrinQqUCGa}AJfL4CCL6w{AbY#)ZTStqL
zA5fclg89_?=?C$Hg`zZS^iE=tIMIl!?3K~=4L|Q1bV7I|_#6G<<`jTnmSi9E=f!H~
z<|A2IQXyQ0Khyq1F^=p-?&dVicvV}Pj{f{asV7EmMqr2BhVRn2%%%G*qLA0|*Joe6
zc-@m=f_|a|CZCWna%}4txd1<+$ga1FJkR%agLKmf6)aR5&<GGEM~NhhZl*u@rxHJm
zezKKVhcak+Ya=%kEFCnk&g&#1qLmWI5KjQ4(W&}i<JYU5e)7)39allM`KH+LxxFNw
zgVv(Yex=f6!e)<owQj4`#WT(bB+=K^w6-3UUDH_Mc&5_j(WSC)4zg&^>rQ{sdaVpr
zq05CE0{fkNz(_A&l~`q90`Nfe$hxOXix28(ad^7q){Xb)$@WJI+w+$0u=l<zxbu<3
z%@()%PhdAeQPefZ*X<5bCdV7Vcj}y>x^Ig}aZz~twk<E023A*R8dhxMz?mBQR?q(E
zIm~~6JZ(j<5?Pn`IDkJYX3g!2o=0Ba<}mx8(AzD$M#N&A_>(^{3RL0YpRi<|FZQF{
zdiq&LArVV6`)YWq4dU|Jx4i=UKznSeTU(lzXxznMkuK(J7IZUUpUSea)2@VCZYt73
zbQwVUa#O8!Wfb3KvXwzB77K7gmf?A_6F7C?xddrTLrNBL6b*IPTHv*i(_7rbrYm$=
z=Jm!X<sLmVxT4PZNo8UcaouhwRbAhZaD3=LT3Cl{<c*L`V9AKu+K@`!5g~l%ux4#1
zhnMr;bM_T1a;YtGJSh0ATQ=+{f)$rsANBhF0cbEd_wCeW8=4x^`EUsqU9o)CH9k65
z3VT4_nUpa*4SougBLfO9FG@G+d4n0B#9wm`QLL9@+#d!UMfipOo-Gc2KiHU(05hKH
zs73i{8UXyBST*wM7V6ja0bV2FK{oY@{!&R<RYyA#Hk!wV#$G>3&Dlt*8>ojMh1xu1
z=&j_w<Lab!2g1a|;h0h?lL^@N9+i~%wm3%pWRoA&N(9ezr;9|3>L`J$p;=b)em-6V
z_o(;!@ESF`we+^dmD%S^E~U;;GQVj<d@0iJ$_Cn!%t|ck*@a8y%;lsgMSf@9N0#;H
znQpS~Q$6b~dD~K=EPrls5ez+}w->zWMn7Gw9ip1eH0wGC4)hk-WPiW}#Ur%24uvXK
zs7=wjE)I-5FighUuweTX0xPUc^jry<+L*RM&}mT~ReW$+D~%igFyCqJRiTxwp&fAv
z)lgULNM10KwAsI%G&;m7>|w@I@|)#t6vXr5#~b|}!I!N|fxkmAF1P9b=}kik&uh#k
z?V_=ofF9ys-ml%O#4qT|_&KPf$X=3$Klt#}eyAA;edG2W4G1iB`JLxjM_xmWFYJpk
zp`GboT#hH?w%Rg9uV$6&y*exh11~+YI|1d8miGvPN*3vJJ9!*T1j<e~7Yd7gXWzNe
zvZ8aLEXGGqCazTaS%vUEYb%^f<y*$-z5QbP`kJVUcUBwgS=RB@b(O|B3|gFnbxLx2
z%*%meJ%^y(726Hp0EMTKkr@znvJlO&O5r=DFE`@epNNp7d?Us^K7Q{v&}!d2v1cT$
z_PHiVAK-2#3(@<GC%kMOWqu)Zff?m8F`H<dnyziU(nx+JLBp;nNdIMsuMwtLxFG9L
z8pGvWq(tNnVFW!-XL?q=r845k%f*S?{DxV5D?U~I#$&NKac-hdB6a|aCAFz8ee#0&
zJ<s=*XjGzdL1=}sfw%9>Lt_87U9#Mfze1t4kWW7f<pU;@V~~fSq>&&obnKM+H|F@W
zaKu)ki{Z-QKS1w$Eb*QBKslnx&c0l5Qb~TU&}a_wvq|NCO2piRw$MrVKR|JQ299{-
z<`QK6=Cap(q1ZA19{?KpbQIV(@WHtAU<bXoj`AQD`@y<nEdJa6;>_wry`Li+&x-Oj
z^xGflCCIt>4&n%*!#4j6$IAY4{%fd}GUWv)3~`o<r(U*+v$BfK>%P3VfqOYO<=-fb
z|7I{ey9GYKhId34yenP8ez1DB6Yeg{GDLaiL4;GE^X$nLPGq_KJHZhhL-lOaVibvc
zkN*GzngObxIsy@wVxFuw{#(5J&~b_HPFPHsp1bx5F>{w3`E+on?W%jYwDoehP4P1#
zMb6+*s~i6L>7XT3;!(3!2mwZA_9R%C)*VRk{L|;$Nk%b?F6&luNO<QNU$5TfMZ>g>
zqZ{M9XzuCC!Fbr3GUKKn*QOoUFY=X}llEI;b|}qq+lS4+BAP|X_n_ZDUb&#2yiD8z
zCve7n?;Djn+Rt}u2+K@%%q0enk5*((F$3Ohw0|4#c@Xh}7a~vT#OSOwiSMP4sUAj1
z{t6*8NiX2VjP7eB0Z3}4vvaBRfweYBMgNv#<7Z~ul_bwt36%45F}p-aSkd{`Ucsv!
zaq3oE<x7#RA_lTMxem0_*vO(L@fIt((eTKu1fcN&0#WOl)|GNYI^fyauy{>8L9RI0
z{3%9M%IcCx%iE_4Q?`I|i~8Fti@9G{s@;mI71n)~($;o{4x;7e^#{FH%=?Q1y2QV1
zT~;fLYVIJku-h{D++wXq+%y>vPyGDj?2ksVoBZV8v!-l8CptrAljv_y*9FhC;%C-z
zGD+H!m#-^S_17<1&@_cM<mK^c5PJ(PWqJS$**^855OC|q$o0+&(a80wFOfe@k=my(
z**WWwc@~p8^Yn7q^2_w{?eX>n{e(D>2HHmF-j-`Btnd)$irtXv=lCvg`l(}3%;uLy
zStzFVEk8~xHs3)KoK6(@HY*ls#LYk%Zf6R7d#er6)z`%tPPRp=D7BXS3*+q!h=)Dm
zgvxb~swZzt>lg;8V`$-NA&cn~TQG_V(O((cIldA&<fF#s=qxmvvnTHJgGqn<{Y!<?
zmCE&#NN^nobhAEwIo(k4pxta{v+7x6k+AfpaZ2@mDhC&pFCQv5|JFfRVQ}fXrP_D+
zxV!G1mL3^+xCB~Igks<-T`os&WS_JR8pJ*C363ff!Rpn_?M=+%eP_8UdAOeE(cel#
zObk}#-2|;1dAjz#v;16`sXSr(5Vta_6yKtk{*c_fi%igRq7bk(GsocGyR$4yUnQfE
z3NYXM&cuG*+H^d1vtbdGnrrVa>T+UOZ_`CWlU|Xes4&EY+RF$nNd6;<uR@g{r5XWX
zEJBJ>C+O*iCvxx}t17(RT1~;vRXfT5W6AFXBf?*=Z&eh=PKqw1&T5FR*U<vG$i~=y
zTU0QM)s3cEjPSq*Ec>Z#;Wy<+qDrXif0-UCjnGZ~j_(D0PtH<$ek@<2rwkd%O%;<j
zS?gum55$5I7_&Of9Cl6bC9MvK$a5duHY}21pf->~QD2y1jG;o>%)T>sJiM2!t%R0z
zkragq<3}o+i64haJqW4&r!Pt6BMej{TFExeqSR|X;s2n*Zz?J(2E5_GPpn7ZgZX<=
zUKlI{&I84-&0)K5IhVK6uMza?e}GF7#8y7>XJR&=Sl~O5TC0BC00H5c4}=adO|mRF
z?hC5HkmFPD+AC5@?o|m=C1B)~=0(<`|0TP1S<;>`!tJ8E_%s@IeV{jqC0J~rW<BtT
z+#if5Hp{%k-DCy2CTJyLiQ+87?c<qvagWq^BsPr;gFo>o_?gF={x&@nikJ(a%ShVR
z2wYI>;R%UAcVAFieCIJljgyHOAFI;8T_v@P7KCm@j%Yd*f<)lP^9y8RLKJp$FJwk~
zd`ZC8fxM&;qVaDFc{Oy7KVw!8MqBNqw8=~`%*vuEbR7u=W*TIWks$#e%e-0SXIxix
zLkD*X&i-l(dz{aIRfRZme;%hHDlGn0Pdg5*Js(|-fh>IvupDnITbSX#J22WQUOI>_
z`N9hN8eTGxYZ3!G(^1@ryl``Jp*u^X1y$s<o@k#qST-ceTsb#)l9}bJ@kNXEHiIsu
zCOA=S2b*JqeIU9p+>Su3razbn?oP|}^3#RTR<6|gi+en;nw`64D^J5)S)iZ2koh~d
zp3i&s8$|1`=F_1MMOoDxZ(7l$SFHR`5Myg5Mz+{YtRu2#3F-CWi5a|Bv)Q^MQQa=0
z!syeDb05=zA3TqkkV)&p5Ww#_tT_fRy=>A-iZ-nXdUly>eS*3;^Z3DexpEyel+UZp
z6)SSG=4Pil4+-h8f)%>r1Q*Z0!r?#6uLpLUWuc#Mu16Waj;YnL85rZlrH|S5t;F`z
zOw8K-0?UkQgFWPbSP`rEyls@}Qk$tMm(NJ1I(L@29yri-_;^#sz9^N|6aUsjWP6t1
z-m6?nF+NT7pxD^=N2C9`I!0P~GiGu~cHwkSp6{&TI+ktQbaq<t$ZF*_N7#wnM!SV$
zAjt_Y#B-O?VXMjh56Lz8QFJqLYuZmQ@v#;exs2DH#0&7Y=3d#>tdsfzkm1cddx+2u
z{jba4n~>GRMaP0-zKz;|cF`knw9X1AGR!yvX+T*)<Jm}vSD{>Z-XTA0BYd6Y;JQMp
zEkih55^76Nvu&(*#EZ67_iJ^d+7I1hx*^ONcEfU{wPvMDASE?zWI6OTN*Nh=nBKbr
zn=$F}5=KI;0=7gIbw^=rr;jB~)d_*NHBq_ZB9fPxm!))~Tf=O=touDqm0L=74h}%%
z{76UAG8n}SF7!~Fk-@f+Z-3;T^%LY)VtlR%tMJWC06LtS6Dq!a%cWwiXYYm0J9-yX
zVzZGgh<07MB)b=UXw3elNt8uUvbE5LSdX7!?jzSoi7DcX)yl`d^)=B7y)6>G#r@R5
z;Vd+(zq3-p(O^^B)JreqxjRwz+V*zxLW?@aZlf;3Grjc$pL1Q~G8ePn6T&g^=M<Ml
za)>Ns5$5hU96nR|^$kOu?oyHlOSbK9<{!FOzIbZzU<I$Jphs5PM*GdC;rArBVt#WD
zThtvEKjOw%B4EbXJydR)GZLWMK(r}?ubSS1n`H&Ha)r29zF_7}1w*Wz(o`mL!HSr)
zzJ)3MLxK9QY`vCtaTOJu+i~eRiaK~UDZ7qcX_XDg1Y~B-h4EGnDDGpJTcl&sV%drF
z1(Y^1&xh$M{@pi)4a99RO)G{t^Xl`5K!MJwt!rS0ZTZw2n(ua2x&WIvP!VX6Z;(gn
zofJqt@ANjM#efn!x;?3@!E~w7QwC(DSQh+QR38Q6DMpbam-6RMwaw2-0vB?0U;r-8
zWK<vH%IT{vyCC-t{ITQ2{S&M#H)<LzWF-R6+7|}9B#Z^H2sW9>A|vdL`RM)P^DhGq
zMmksmB$-XtBT`KMJj|wHMTjp`_CaWMlRv%;7WZ^C3*1#ymz;sb`VvUK@ap`qnwYh*
z$Mq(44d(VnK+Ji4!d)gb;OCaJS7+)j^PA8o5pDP6{$i}|YX}EH5(VY-3{Df@l&F~A
zK759d>H&L4b9b8h_m6IF6orJ4r3f$b82+ejv)0EM@$(=;@vCE&^qDqcU_#x}&a}Au
z4Z)l(qxQxyt{`DW|Bi&2%vGs00)#TNvPp{b51{zQtka8O3xOacZId?<_6fOH_ro>3
z*xWKUe%KbzGFiaBJ_>v|>=<hi4}aHa9J7k^bd*zLeEn!2IIj8P{(I0+sbZ7N#9%&d
zh4ew2tt85pZ#5f1b>cEi>2Y5Y%Xv8pl-uULK>+oms}X^6#nZk%vR=ljh=DC%$ISpD
z=p8-p+S66)INV04_Z1zUzJ#+E*&v92<5!hc=<FWbl-EPb&#$M9QT5e@byR>KD37Zy
zA$E*c8#YUny$qM-LW_Ytll}Qj&n#xWJnKgxFUvUtD&$Ij(#n4`bstAM#!_?@TPiES
zL4ir~`3z4=$B5;y7I9h6wp=^6n3Bu#Lxvixx>pW-om-W5PtkmcO!twU)T+-cZdvG=
z?^0Z73QmLkbz1)!LAa@bny!^BBs|}X-|7h=PiB3`SzWB?llZtVDc-e8+j<_>=2(Dn
zJGR9BaUAP+!LrBO<`ZEp67z=JOYCbOb%y7Jgi(j(CDt0@DDH$<>8S**3BMc}o0cRf
zq_{i4iW!0bJ=LPztFqPojUW`_t;Z0KZjkN-@7En@V?OpCf)ILw8DH%-sf*=5WEV2E
zU$<OaGJ~;;EGK0us0{qz9=&A=wCJ<mvoX8`sHsS~1?kBnQQMljY(I;f3|}2+DERQc
zino`zXuK|Ua-YOtehiGH%!9_WSSY7GXb4rM(3K-bBmO*NYS3A^3B~S4N^_An!ju|T
zXFWbrBncs=fvmy>L7|LA|7~1$uP8&kE=&FhPRi&ZspOJ$XgW|wyke*mCZsX^{<_p-
zl#rYNcivayz-e5rJ}yQsi-sbJy~Z{=qRc5|s*)BN@c>N~>+}~%*Ei>vm=SGmy>?Lx
z|MZ|Sls(H_EQN`#jTtVIc_L6;ZvY~<-B)6Y%DhrGX_m|{P3N%vJtVAQ5m3f7Z_vn?
z+Fn-7VcVj<n69FE6@QSZU^Ekkc&-+kdtEZ7{PAn=iR|{H=2YTT$Q0P+kvl=+L^ZX&
z{ECrm25UbzzVp?g%~iBIGp~uJd|G~E)F4Ya)q1>(=1ufBco&i?TvvHTQt;_$?1o(J
zP9q_pr?B*~Q~>!vx}Hh38B*!pfnhp5YYdkn`-ar~u8h7panyO_csbtIr%QKToSR>=
zGC*!um(o%$=#OgWsQICwFgZ>U5lgb-*rwJ8W6q1#>IW^p+*OOAtllQ%18v?W|D_)o
zh2LFmEhl!}_QsZ|#{gvM{fkn#Gb`$edFGbA$nEvPv}`m_A(UnL<gYqcxL!i8AfIX%
z`-WOUpC_#7^C|6`Khj8>1iblLA$yX~q^j)U$t`T>$N7$ch<GdJrTuHmvDRWxLvz$%
z@v_wGn(8|Ni#vi=n~k4Ldq$08zEW5&H&BT_!rf`z=r4)t?^zP!rIdNkJxme!^##oW
zX3pIj;~o-H8~#^YrohZ@e>@Ip;|ubm59Adk6CQq^4GuIK_m%YGEM7s6-2VWox-IZ%
zu{eLzL<{|0S^OtxNdfvDHXnp{u0BScIXO8Ioz;~qS8X!|-z*Z9v8Y#oNt9{chL0EB
z`HP>%g?_Rqi=Wha?<vFwv%MZ`l!0msfUSP=LLkR4bg*H;rsQMF5T!A>Fv#*olC?h<
znZDgl?yn+mipA;I3fm55CL$mG8LVzG*y6z&TBZ96TM{&#<yRO(D#%;?32ol0xzE~>
zrL3{8KzY+QN0>f`rh+?<xx*WQe|6s1#$6b8*EYwA`Tg`(EM#VGN_wN?XLRrqlQ#q>
zWC*9)oaS-FM?6$B@TU-c31hOZ6<_rQJ^*!7bsw;I=r+n>gIgfNbyWoY<rY9c?5#Vl
z9@I&(ms?uJTW8~JdPNgkO3an{J%H!LSkCxKIP7xB+N}9<-9)4*_Z8rd;cpDQx%oGV
zM2UXg(n3*B<n!@J_qnjfH<+A?<zyI1@yK~l$;f1VBwj7Ys!3tc4N#{?ny5+_{v=ps
zSXLh?-=?9)ZP+Pst=SdPnbX;*Rm0ozqeeeJs!^LN;0<5Or?TLv-*25IMa%f&^lEjo
zcFf-Nc~f~5{{xt>G_EuxKEI#Z5!egK^prAU?A6PL>-(U~Ma4YBiGZk4yT$!HMYP9*
zm8`|>tr4sE9IRjh4Xi@=_%CSwue>P-G9V;&p($`!R{U3om{>5xhM8BC#89`XC6x%m
z^CaRw{?{F<C$-v>?Q^D6^-bH4rXjGY$gwgqolB{gokgF*4&)-mG@l=Y*~`vYQcif#
z506CO;+qOBdkqqJTgg^xk98wQt#mq2S(7Y)RP;!@b~W0;yzg*rUf-ZU{L}E)pway?
zQ_guDqRk|N807qIhaxOY>#N#XpCVkdA4n0n?SokQtL+0Hxb?0GfQOXief};M{{SX4
zh~_~2Tq+jkJ5X#K+NeTXM3AJ+Py8Xt!qUBP0#>F0U(F))qmZe{<fM_J5d|X4hDr-r
z4fCsI)mx%n6fn$eNoH}qA~S%=p!9RG-er_E85zW8e^T1Z^J7x*wtoqkWm!?wJ~~EQ
z;86W_D-%_-ZUY(C=OVW}1~=%mzo-?<(@sO&olLI-M<{ROYohtLL^MF9siPe=S1iG|
zu#L8XqfyybDgSSPX^~DNpL7vKx990FK)lma=v!{1ioq~Uhcmjx<3Mj>#oU9y)Y0ci
zv+T$ELR|-1@24vl)ozZ{w4X+6a$`*`eLi_#`|wW(p^nbjz!cFrl=LbWpBX$|ZT<kC
zq9J#^o<?m$pUPiQu<x{0j_47e&qX>6m+s@$a^_7rkMf^V+SD3>Bh`+TL7*pRVp#ne
zKLPcSA4#!X1um8~9%u?e^De7#@y&SfK(rjJ{@$OmJ=O;}Fzf+-X348}5f1_qM2E-G
zOVK=b7rD^;4-Sgjd{PULuU&RD9TdUdQPBOI=tztlFP4-!jq7`*3|5R<>S*#AwKeY_
zX0l}UO$Uv_e0nu`kmgGnQW%IgLl|5qa|9XEO)}_9dH<41%h9BA&`!D<$X_nM)+?U=
zV6Q103F!|}c`kUDc_lm69VL{s_gd*Gkie6KJX71(#V4~+=0`F?Y&8^OPfUYkoyfj(
zc5GJ|qnte6t-8qdjyw2@qj_JPRXbx0I{vx)>zM1B?V$)+6-aNO8wB9dnT#^Z9b>Tt
zqB>)_>C@#6t8X$dy}r`-0_h7#!$?10y&4oe0khB}NEt|6+9z0(*)xh_Kj@$ZRBG(C
z0hlU3Wx{UG&Z@}sVU2389X%_FTGyUF2_q{FWEPp%s;kv)isk*BG0L?P1W_WTqUNFt
z?MEM2V4&J415nxM)>Nhd^QZoH@>c@6&#Or?#g1WYJ6wVyT0>H`Qib19D|Na9!1Off
zi(#J}`eFLg1QJp!sG)xWW~J78z*AV|pdE<tUXV5$DMl@T`8m_Ig`$uGP^EM3^b@bU
zg;bt72DbcislM#Xv7zc`FvZno@1yt+5Da7yOhx;c6tvAm^#Tj2)Kj*xtWhSFx<6%E
zfH^~0IFI1X!}E~SJZtuRU65$16{TE`_3G9X)?VsCF02}nB0`ptDiYu@4u3xTjInC7
zbFQ%|AA&4z)X&+lN<I7D!_$b-uqYmnUj6AD_wrX~8VxD^MRqpH70t$?m<GwgG6{XO
z0m)c?+N2Jb%XwP}H!?1Sme%@HzuXpxvcp)f55@ci?;AD0c}PQ=bDu0+ASFSIEyrG*
z69uR<V%myTP-Gj|*T}bC7tc7&60$rS;P9n8*r(T8!ej3b$+n}YEx1igBAEM)>u76M
zYCu}AKsRL-euGKI-*zu_UHmY?Bc+<n7i#e~7R_pzBVe^u4uSdN4_7brxj9t6>h0{=
zG|Qk6k|qxKuHu1xUYli>PuK%)Dz>_VizuJf_J<U<ADBvkB6V*t0?~K>OD~+h?{c80
ziPqi2MR)ZUjR5z`mynDx^6ylSaLM(50Lhe`b@8Ewu&(S~)(?$@{{XIEr0?|O^x%uz
zilJHPWH)3HUC0q0*5+QG2@=3oq7@ytiP^t%cV!0=SK;Y08SY900nrY+-pRWwoz0)Q
z!TiYo)dHrhZL(IE`vO7@8e<5L#b7^6?2@(1YUt4a0hYgEx;HH85&jvttz57M6Y&W9
zF_!3m!kEH#(>96nsr7rM1dEFNC2(phWoAoQvCG)!x;z`X!fI&Evp6K9{iT_*$f)%P
zZ#mbKM+IFIUj)|^z5%N@1X0{O<IV53Nv0F`#tLN4=|X5Pex!E>PAefWZ#T`?H?EK0
zsi4>dL3SIh7PISZVCr~Dc2}63xxoDH3k~LP>hQqnS5KpE>0UxfrT@zzjv#+yEWGF|
zFgHK-QL@-D^Ms^t*EfunS&JW(2MQIPhx`SvZQ7bS2t0(nB=y@AywH0VyrfrMLDx1@
z7avS-)}C3yr?EU(oDhl4h#I)_#!B;oPG;u#3h}?ObPpH*@!^FTwP|nozgjxt?f)8%
zmg~&9-(4H4X(McHQ$~ycQ2wvVuD)EbNi=kLiRJzEMYFNE*q^}NWwP+)OYM_(;@mDE
z5OGhL7p62CgW0d155!}OCJdFlB-A_*-L>P6v7Ak!+oL(Ee}KBDGIy%C9j0qMRaa$C
zDybK26EtKTmj$IQ*mHO<v?NC2O&tU9uY>;pxWhb%jExong|+k3H}Lk7rLy9xx&$UL
zgJkO%UVMlD0cxlB1=-|M-oK6S4S#us=ueU~7um+^EgLQ^yV<^T^(_(DTH;m8JlMu6
z6~CrYS(dmw^hOrOehFi4WB}#0HR^6fmA&?)Y4-@kYIA-d@7iCiNGKWl8-}o1O~&w}
zyj4cDxr%H-3K6TM@p@=F(fxn1|7t<=95F2B-pG3%s5^!<U-wN&`R?W64+7APjL*0F
z{rn*)+9}T&x(K6%t*F4bD%GZgsk-<Y*)(lRE}%-a)*zWy)DVDyKw&+~L?bGAbH61D
zD@jUL?32Mo_KibB1zF}C%T}6-^@Xd3&(XwIO?i~h8WVx7pTHG4l00SU)1imQO%>?}
zF6?{nMC@CG*;FXx2W#KM{$S>73@PuUOnA)e_`hHoOWEgyd5y9IbtZx>*)j*pqthTn
zf2Fumvb^fT$cX8BHL$PX(0G;2()rkrBrYOJX0z=VFuLI73qQ@v+u1y)Ko2qhXgOEu
zj|x8-4phz^Jb+*^?tS0%ICZMmbIHX;rBwG-P68r9O`Fh#L$5h3O^#FVm#aA04U$9a
znm8xWG#+tT3c;RT*{amH03{`%mut;%k3ClD+XCFTF0BldNfLR(GccoPtS9s&NoS@_
zcP(_MVkc)7d8N74Q;TRlOO$3{MyAOqKAk9d^wZMl*MoRx@A8I54(96DnHX2_8t6^K
zuT;WVoO!cy&Gr1MnN+m|2htrZ-x&)ZsF*T-OAT=oMP|fEN?#*dPP`-b6QbOEq!ORg
z#dpsy3INY^u?#yRq}PQ%q<YnBMABRBwvw~H4D$5TbISfPcot=m{Gu>^^j<$Z%tf^=
zl4$rnO1pD{_s(}!e8<sDPLAoN5^=pehR7SAUz7{>FF$w7AKC^VMtLT(Usm2Ke8)Dh
ztYes)mBrDo!|G|^G5C3#6Yhxf)Xs%!8p@W$9N=@LwxGEAsngJ=0sO<{=}~zu!dN>^
zo<O;d*U>}1IW2O_=}y{q4=DP@Y?P#VWexhqJ-KET)(Y8aFO5xrZGk%PDC!q@d)bm3
ze>`kpi$j!a)9US}tzJ<N^njK89;T`5vn_>{W{hO7t0aCZ2kFyKQK20d*B4aRp$EE=
z*+gwr^XLxY@rCLb?M1^fr<Qq6*xf?UzEV)O%$y|yrO1$ur2*QtfjwX>G{yNB`~y{3
zU-q6up(_vNtrQE>7te_mjS$~##N-9)6Nzi7Oi>DQYzRV?SX8la$U*B;lv#qz9LMz0
zZnoeTU+~iB>yq!e?gZU~bS#6*2b!7?ya85!nlfV<h{x-=-ququ-~wL^E#DCV!h=fc
zmF6ExxueSh82yW#P^_D8J9?-#IhdUsSvB5Z7^(bKSIQv6%v_4UYE689Px9o@QW`|F
z{rAOF#lHHuD@)fm?yVQxB?b3K+<$<52SXnZI+8hQcA<(SHf14{w=M0YYOq;Wsb3Wh
z^FR3-87eXN12pakhBh-RHEV_4f!8GoU#jW?hSQ-*Zbe4zup!fwyyNZ~l%{e4XshDy
zhPh)r>6sN!miX4#NyqnFDMS|Wk~Fr4uuAcmNuI+=Ou|AfF*{P#+6(LbEXAX=)GG=S
z%<mU5TOuh{w4S$_S{Wx({b=R(9mUrpEQf7nMCEH}VO(%IczdqH8}vs{I<)75UP|&^
z_NRNdY#&RJXJ^r$?V>m<s9jM$hh+UBFNE)gb=hH33wXZ=YW|oARX@yC=qw$O@a?-l
zYHFdE?c&6K+86x?z}9nDE9#?7IK!tf__Qw7UU#Nmi3%{S&IHkX7Y&tA^UDsfAC+GT
zzXvi=M~(6!1$E^P=bTp#+=$mNhq#ZE1$dVK0~oE1A80|%VD3w-(J((20?NGI=4iXV
z-$dsn50BsH*u`W(_e&Hd)lW8hjC-NFGKW7PE<%;A%Rc(9cqW<%?tGQ=1Z@%f9((^O
zZ5pEGC3l(njRQd!)*uZxVc6l0MWZMnL!Wmd(<kM^Q>bh{?NvVbQYS<}@{7sf)M}0`
zZi>mmI$udSu~h@~oG<vy1SgqnwTwsoaBLD!YbGTPRo1)m@i#P&OUd55`}7po*SUA7
zgb>HCg}WNdRWA*1e`-g<9Qjsw&LY_LNK+dhp=Ez-eG}v(pb;)pQfk0Asp-MSquh=`
z@{t02Jh+L>uWYc2UW~&AVdu~q$msl5M)jue-8TV(NgKVQ_93Kky6$q!?+JBc-?0zv
zULSUYTJUGj&`9`=-s$4qkvvT_A5f-{AXZrah)tL>_L{yStmKInd-p-M9r3pmg!CDD
zeWVTNqJ>yE;p@II>9d`D$26>gLqwz$@D3WQIVl73-zZQ21I!xoR>-YhOp;86)Mrg@
zG`<iw@ie9dT3_C+@S#2RYBrn~EzilMh4<+=dc?`7E@ua@EVfCk+pq(?U&eiiiBx&%
zbOS<4lzX(_1#Zkt=O$6W4`+*rxch%?y?fvs-!f!Lw%v#0@6X=Fb$NrIojAU#AT=a!
z4FxG%kiV2bObB{C61;6~{@4kJv-cM|AtI>X%D_-BQ_;#$`d^bjE!CI_gspv=Mnsle
z8Qt@<)nYN!YIb<xo3BBWiX4eANsdh4`&@cO#)2*j1R?k|c6A>Fjm=_%C2~?CvIV4;
z@vby;1R95M3(U>F9lV}(rIi-;<<df(!DvvlKY;%tQ}hwq<lV=<pp>gBwh24*Fu0ga
zy;fbG9W~maTXL{>!2rEGJ5yx~7{~^b#1~OIsXK;=o?JI#+=Idd`)tFE=dLTlQ2*R#
zoEHoSBW3}I^@#<C?nJG&8lPeajc+lP|LgLB7yoPg6}+(caXg|hyhJ6pjbO}C&#zD+
zWxt_Pm*Zw^w!tm^Q^D21T<w@d{hNs}nuxB~ZgH$K*D8H4{&NKE^`p#gm;)NQJuY+5
zsCBmxl*eG?gRbUlc)XG~?S(ohkEbwV9|SQ7yTXJwrxsIP`d(MSuN>_y%Nf}{-WzV;
zKuG<f$KKjyHh6-9;0>%(Qu|mky*4I(<d{9Hn(3)AL*2BGbK-8E%D(WV9wFlts_slO
zD?}I+>c(HVE|eLf$c9>i%Muxtkf58wb0b)ot##;K&LcBYoWfYxC+{(?SH#x0Lj%O@
zX<`u3^bShBP-G#y^qp_`&P;e{TY0rd!+XF00998uGm!oo$Diho<B^TJ(j4hQG~z_d
z>l=v~P$DA7n2TD$C~yc7PyKlhL=@Z*_i`Rdt;PEMA}#(?Z+knHaNOBW`A_3#4;#n_
z>-0;+l#r!3b1N3lQ$>1P+D1~o2lGCH(dm|bos{tQG_u%TO;%)@aBBn)d0-)@1Q_oq
zd+1&GA)54U3=L%!Ow5ec_-Ynyw|vwUO#rBN^3?hZ$D8<G8m7Ihb5rI<S;x-%l0-Vv
z<5Bw7W**3orNP@g&YQ-jhI*wg{dQAeGbv4GzQMYl<#nn+^2-J?GxB9mp|f(k=L^mR
zv`sP3=k5b0u@)m)RGJv9bH4>R)?CqR1u)ZDZ_EeZT#F@?NERMUEOa)3=>XbUT3Vjc
z1#&subD)vEzq$~}fVWk>I|_6Y`w}7?_>%;>b4B0qN$9Buv7%jXi<o5#mT7J?nQkuZ
z-F9GTT5=m45|5wv<-i;A&K+Y+#B}s@v6Z<xirk?~+S$rQ=63vwPIfyVpP!ywo>&ke
zqTHCr_O!#XriciKIhey(M~`U=RWnbL#>_vjX6_#VVg#z}()yZ)&x?y4*MBJ%*6zHB
z)I<YL+Iyj@5u#i2nM`wED!5`iESU{BB4cMrSLCT62;GTDR1$eL#>6Q%yL9xS-re1W
z6&G`IsGTfO;*hyYwO{T!K?Gjuj{a(D-DQrzb)h!btMZ76-$t%u1z1wDH0<W_8V94T
zl0do{IME<b*g_F<ekT?1<sQ0cu%wR@1txyP?ylM~`c+{V4x-BGDw=d3aCabiClkiU
zFe2@FYWG2Fg*8eRYV*5qLQ7gS(0i<(Ad-iR0pc(YAZCadX|moL6PlqBgcf_pO=NW@
zifTWJ9<iuTCp*i%C%QJBEPo#Dx=QZVcvOhTW*1mUycSregjm<l>^Z4tdZ#0)&S8k_
z)miOI?U#sTClz>sT!$Z*%%sgwfoh#HDTlR8_sRe`)QdMXd&}SOqj@M&PAftSfzH{a
zrtEv<Z+_3kp~Mm&D%)fvyH_MB3NEvEcg7?6F7>&5P6F?$pTHI4Oq04|E#|tas|B}C
zVD{9o4&$|j>~_>lHkC<ux5zrWN2MZVTue)krqla@)*Kp<ErL-^zkVaiuVboXXn?)d
z95ZC&ufnIr4Ja_7@yNd!&v_aRWZ)`;0oV_hh&+>my-~wCeXcI915Nw)aSQ}SqEWWT
z4*Q)sqII1HnxdZvSaYw&1S%fB{D5V}xW2J8jvw=jS9I0*J2oOzkL7uswZ>!OE>PLp
zsaW_sLs>l3))32&!WVs{&G_1<=DAz1GySJf{kl!$RJLe^I!;$MQ-~Oh3jaH&&@QZg
z?Y*s@<7>D3xI0-v${f8Bq)dTaY{^M~JCO4ZhnoY93DR=elU)@onHW0_ucE@0Sjo+Z
z4Bss~461X;-{PKed}<z<tu4;<#7riqCYrC)EmN`vELZ1S53Gy0!sOpXW)8n$L3o52
zn(kfcU5oPQRnIzv=ow100|rpy{(6+!Bxj8xqtbtldV(pz*FNB4fPlqKbTKdq`<xCC
zc$S9AHkrlcz1AnYgp@ygb*n|Azs=$W2?mUQcF0`|nk}PD<ux>R5BIAuwg**YyId$S
z75`LBqBg5ZS^f0b-0Q3-L3#4OH22|s)wkbuvP;7ruL-ts3<Ac#vlVvOWf(7uxK;qf
z4)%RDrSx=C$Q`5BB3NFsO03!(o{mU6t+69c`u|^32CTWz5X?|Y(rhT_uIZQP_wD`b
zE$`hjkJq2V@DgmB(#3G`{x8gBQ}7>P#dt^G7h&@8nS=DXO#B*0=QqzAe?@_R08{J(
zL&D&U7xJ~nyo7snV+$1Z<cX9Q1~}!-imekNyNJBUTvo?W!Ne;uDnz#sI;_=Z0JvZq
z7`J%QcnFz?L31gHCcP1<DCnM~Kg%Uwmn?ADCNLhp+SYL)Z*BFG7PD<fy%&wt|I&&m
zSJh6FF3Te5R#-y0h~DC;B(-IL3dO+M15t%K_VNLPNaDdi01}Y2lwYW-D)}GafhZ5x
zV)-k{*ldhd;DOdLjEAg|Fhwz3WUB1r3v$BufHL|R5)VY}qB!O$R5P7?j;G3a4SP=`
zv}Tg%%ktN)zZMcXJtPnIxfZX%UB4Blsul&s#>I9&3&<>$8F@dk9Nwnf*~EN)st`;}
zlRMzbL?20#8Dp_eG9CRoA=O=?7m4o{b7tVwgHWpD3h0Ypo_9Q;Rmrr}|9ao>3fT9z
zQ4xID#cN-FpV##IRxHUqr7g+@{d!?ruIKz!nW|w6%QwwA$=oh%(vGtP?ahg;PXbSF
zhRYSrn^IW|J*?_E_m=+vNs8q4{V%%wJBF7wE*Nh<twrmHDBM?nB)U0ym}w-KnG*0Z
z2K@+8YH}5KpTC1-U}8zR{1z!Y<ktpKB!)oOx+;6E(4z>c0^4<l3YE&eedyg7zH~f-
zlu~MG$jCx6pY7z<6q;9(JyxP{@u7C^q~7O5nOKjQqV%CL1Bh7<cQ|{2@JFRS8f#nw
zjDgO$<%syDZh!#0On;HP>QL_bPlo4ibs9nY@HNWQ&6*_neFqXdHyjZzLbsf;27CAL
z<E<`Gb}^I+6qERj#XJ;}qg)2{;dPffz_qz(v+o`FQ@OMPq)qz;*nYs#SK0j7T&Thf
zo4LIZKV!$on;<Nl+Ww;Ef5#bEW3rM!p$NQ|w|Rw$9_zcURdA@qWpK}}Q2uv(#93Tu
ztocGJ1v?cnfR`rFNjyFU#WH-a#J^m?5LP+w@JPaWSKPZnE@(bb8+j?1Ct_1F$k$~a
zQ!>&SD2Ed1@YJtuU!`g0T5<0IO=8Z9GGru)wLbsKh5sHZupx+lMP6_IGnrti+Y07}
z_cwocr>)e%Dl4f`YSKL91{wCreZ@`9?PERRAXWD-+D@^*+q0!Za|tzk!3*T-^5#u%
zH^p2(8#$x++Bc?K6qxNE0=rK8U0Kk_|ENg~S^V};QNk5_X-hx&IC1^=wobpFCMf!p
zJ5VodE8tW!tAVE&zTw@mscm=L{A%y7Hl?1sS0h&IX>Mcq4SJ<c1l-U1_Smre_jeaf
z+G_Q_!!%h~K06b`8PVOtfH_Y7iHa{{pY0E+%V%@0TI%a%WnldSK?PZ>;DctQp%{Dy
zKN<~zcxbj9Z7<?=o7^|4_Bl0tPBhUfFYjwrb!O4BW-Cw_;Nv$bp|4%5B8KXLU3}}x
zb68>38Q;aOFX+D5G*^=H$+SQ*MWVn0<#K<^;z8;zyn;cmanY)<{`R<S4l9Z8j0RrQ
zS9z)tX@~inD|k1|y|f{sf-klwogAx~O&uHaSLIytAxcQ?j}($WzG!S~YdU#hhuahO
z-2@wdZE9?C+C(fv9eGd#^y#VN;<lCuBAje#lhSfQGe6B<@+RHOR(Z45`B97$jJP=J
zOq__5HkR{Yow*(9<PWuVH1wP1N5=)tRdN&lJXS@$PQYz0gG1{kA02b1Yl=eOIYTG6
znO401xy#C$h)PB|cX-3ZC0&jwDEyZ9#&Cojc_S=j<8hutYj^W-7q7{w)8P4y?cblW
zb*<l*B?0=Q`>%_dX{bP#m44ChG#&H|wY$?7@7-#A*x1p$f1L$$OHaex%WlgY*hW{H
zz~5@6Dv6jVel}J8EKA#5@s?GVx?MUG^@V5gO*ao8@%uv4rvkEH(W8N~UqTK}jI5yE
zM|~L!py*ts9@oIG_KOoO`xJ$}#ai|@Q5!1ZJgp~|gS=EfAHUKI>n?oi<+v-0)sD@y
zWC1AfT`2Bv0xy$zTX<4#y%B3&9o&I~fqN*gfudZQfz~bJ<_yRC+u|lK&Vt@qlnF7-
zp;)^#yi|EJ5LZ{9R(u}b8|$Fk9sI`yj7I(~zs2kjVxYL<J<4HujhK|~dSJFq&nhbZ
z3o!vRd|6IROo$aL$P8df{n>SgoBMX7$ER};IMvrU?HKP8f2y1GS)A)s*-iVTt4H&+
zfsxYVo%xIA>=!Ji<`m!f+FvPF>qH7>(l)doU3<p?57@pf{tQ-cRdTJ688W|#b>Bb)
zVfC)m2+($P$PVSNGgZD~=t7f}t1sjIhl?}C)dzBfjF)9F&CT0!OyG{k0W`rh*uOJ<
zUb<cbCM0fY0X?C$t136D1j^0Zg*X@XTA#MR`YJHKHLB*oq1x86WL3~-jvT@pB>P|v
zwiC4V_$<ki?kUFFHf8p{+iX{ID=?P)`!y*T;V0hLQq;RCO&lxi4n8Fa=YK+TedF?l
z)KFa28rZ5|T8y#_W}4-?hmYQcI(RI7bSYdm9<B~7H$$#!A}2lPZDv2#OA;udsh$Bs
zlx8tUlIKL6wfekI)r$ocDnJLiLKKal3T3*crY3ICv;Owh3sN`D4V3>2oVAUi!hR-s
zzl98UBkt!^yBH;zH;UG;;_Qc2H0?9qaMeEu;3$@D!H2gvRfCo=X`D?;tc70Bal#xI
zGFl{h*nLCxdKE&Rqs>yTze=A&Km50f?bV;<Zyx^u-y3Pps}$PjdQ#+{zn^=@FIAR;
zUr#=moa<kfr#u*jwb~mQiuuWBAJIzE8jpuT!$;*MCQGz{rj{`{@ziJnM=FU>L<j2l
z!H>%<UJ8q!<8^?>Wk+}=8Wqc8f^^caF5V%18x51~nHNollrPdLLJsJ4oCjJbkz<EJ
zu06BvKkA%Wa_d8RE5u=9BKIh#K_@S>f{Kvn>Ly7+H+gfq<D=rm41o@K(@3RwlH0N2
z{FOE>wYFtkv*;nAhZ1fk)8(lWKi)XI%yBq|;#!1A-H|fum=CX6+5ASUsMl8PcywjQ
zF<H(7x7?Mv!d%glGw}r^=Q#w?Bao6cat?00soC#$`NOpI>O>hSD<auGye-yGJ$|{>
zf!tQXExpFEb$g)9vA2(@rmRFso4K{_KuKSA=4nz!tin(-3TF^^kNElyf(8lBGq#WD
zU((Hz3x<u!0S<FHsUl`W@BW-JCG>(_zKT$mLNrdv8rZr&Qp!!k;=GW--(Yd%HoARd
zhp&u$&Ee&rl1miL{JY9I(KcIjEl3QEzB)Wk->p#&HAjBjuBHtWTY2N2o-aCDuWilG
zK0y?7BrUKFlhY^WG31k_&4k-Gs!3;owZ)QH&!S@F#?s|r+zY&y{XWR%_Ng8g0<V2@
zd^=OQYiKE}Y=74hH8wg6l-J?jn<gtE=4HN~y49N-Hu#(=)X{P|c52KqhV!&iU7y52
zG#eA8bSQpk)Md-76^;A@v{9GxY+q@!OOIz-0p(0#Kig?X%q2K5d`h#%mVL=4SzHx0
z;}w@F-soAfW|M}6M%Ba<`*I$N_ID6;Y|7I>4&d3;_4A|Dto%cqg$A#NJyAS)dR>>m
zy~t6QZp(Ap8!D9DFVuL)ejW|jI|I)Ar(JQUO!7_AHGSMkv^WFn(`Zz)3n&?5oX_J`
z@B+f3=KK-V5+oh?I-kBkQUGbqlgs^#bsDg_$Xc6!Y?AtWJO-{GMgJ9qsEx0hY+xz;
z`aqh7cgKEr1LmU-_y(+?h!1(wEC4C0*GaK0MatTK)QX_JOmjJ?rh05<fWxS#O<zW`
z)lmg3RQqYF{;E|P1Vt>v8j-)WvWsc4G%m-yz;N|G5M@aRivXPpZ0x+g&+$w6m_9N4
z0JK3Q{;*-2-@x-|aGK2<cnwiDV-l^T*1Zk}&J?0K)ir$X{E_B&vXlrQR&e~lh<AT*
zunwjb5yLE`A*XFhv{z-S3nw}DZ8O^(TUE7oYmj{lHxqhlm((#F^Ws-unyT@&wuauA
zT%u0NZVPA-GfZgn@W%K!Uv<1`;mAE^eyMQTQ(#khIps;Yb9#Z9*gdrA5yk<Je^^Kl
zi7GnJWh5pEWHnjq-^FYj;&#=c%2%Z=xQ$AdTUXmY_$SxJB>jBtp?+j6w(_??tpyIw
zZ^UKIsBKk7SUw!Sp#BZTsvNZV_J=(Nz5n|^z_YIhXOayauXWA)3hzwA5%v8K(>A_|
z3W#<j)&BtxLGZqI^mM8>wk>Gt>i%WCzcf=XM<3Apb+2jhH-@deMPN{XmkKi+qp|e*
zSCD4oMZ2F&)L<_GZ{9?EdNQ8IyYSeBQFdpUUXLU46HJ%)5=4HYyZ-=(7QbxqHM=t9
zU{fLXBZ2(ulhQPp#;Fv6{Ovw)e7T3O_gm4utJnMyr`p;Ji;Hx}Nb~xd?3Gn+Q-#y_
zuFpU$Jds@Pqar3r#a_9+3Y~baKU>unCFGLKaH=}7^a8TI^c%EMQ&GMHcgz4C>jyU%
z%zTs~GmY#xKT6-U@Z__jUh1qPjXq+Gepvqi-t|7+tBUb=kFD$?du<svgYpTwXX))!
zw9yzixfd^_)AV@Ex6`R`Glo3=RmSRn5u-*ar$M;(V_bdZ#nz!SOLr-9dlSVnJ2VP1
zK4N$VwTy4Ll_a+=OXEFWS<Aew$>3y+R<@htc?_xckO>{lbMIuFDC>&Pk`1Mo1Y?!=
z6;>;e9-FP|Fl!ORaRJ~AF!ZcQxVcU`8s_w^PDmsO$0MNzx<Ja?B~Dj0G0~LW)tS|4
zv5TA3kJN!(9<AZsDjmUER=GtCPI#_+!%EG29E2ViS6it_9xKWHRMV>`%#t+1!Ywx=
z2TY#QQe)cNla<YLI_<)}(~RV1wsf^f?Pi&{U=KCOT-+J&U%p$4Qr1NzlzmA1Qp9##
zM&9Cw7<?KC3xiC}ohGXL(i7|{bkUWPsLME-+7<^m7_Gk!+a=7>M$Q$8`9beiq@x?N
zDv{>Uy==k_IYIl<F*TWg@`KJYb62%TFkZoIy|^`%tU87(oN-)x%I9<!ED|wgQtI7?
zdkV_F;@V-~VXgRW!^M(t0M0X5TB3!DQU3r;+P0==RONvfr-m8DL@HDn&1`d$uRZEO
zK&U{eR~YL+$p%kKa0fJsYCyxeqym6x+~R;#_os2(&@nNZbWbcY2_bfk$03!7G@#Oc
zQ~}lL9}x9@JcPR2dkE@VhW`M*tGUrUaii)lw9YN3I38T*Z$8JNuN(?bYC{^a!NL40
zTvHm8N7B(cOBiKfMmml~J_N(bUp{GmB-S)W2Ga6REPu;64(0rfcX}ViNL=}Pt*b=G
z8I~cre-YGHZV#bqNc34F%)Hc*Mgz(2f5NHhy3U=esFup^DVH4WZb#I0tvJ9Xzuu`R
z#MU&pZ$wEfYRXP9M_R?w{2gVcc#<3IP-7un6$j<yV!J7$4AGzVg)f(hgLk6rEpx;?
zd8ggO;wf%k-a!K*g_Cc~!1b-q4h;M@)QI(y{{TT1>9-b9T)^?k8oIYoMnzz@gB8As
zsOk1GtZ6WEpq>FE`BigWSe{)^BJklY;w?XpJoT%-F93L=<B#EA<x8UJmwI=KwCL_(
zWX-~bZ{chn#+Sz^Q^nURKf0gFtEn$y=ZFXVQhFH&_y_Vek8rrqED7iL(|_!>x#Bh3
z;T;P<+#kr+HNf5B>jVD)O{O3E4Fl>+I_BF*<DW180A@7<p%+@I>-)F=0MLb8k#ldP
zf7c=Z0HK<N$NEOC$NaOC{{TW1Arxm({gZ5Pf7ZYBq)4}FHv|5f1OEVz3Z76uvF*J)
z*B_vzjd80_{{USF{)8!}CTH751;_*bepmU|)+KWSANB|Gua%%*^s)Z{Un~6U>UNkd
ztV6!V{#2wih8!r*rB!>dr_z<>EDdGc%t7f;Q0u$A^f?}t&+78cG$CQYA+mCI_Vue5
zH!L~|W|W5R`J-^Gp$P%HXCj(>zVR}TI^{7Vw!9-IVV|ylrChePybL*M57RZ)C7e;V
z9!Mh|gRMGAZ7oxC%#v}@Tl^_Y6p|)5G-E|)d$%pL5BE)2j>c&ZGPwT$fY!WMmQut_
zdB_<f8LBJdJvuw7ZRI%fvI)miSo?O(mK`pF4H&S@lR5tYfmOIPXofKxx93dLJVj@H
zaMsb~8M0T}oqu<6X&c-#$YMi+7oq<E3YSt{i&SHB*V!%L8>9-qQ&Pb8vN>4XAE4s6
zyPp_KHwdV>?nZG{PmQi(V80>fl1ExOD!zrK71ZzNm+b0W?5`jl&~7zNFK;GSVQ8^N
zz2$C4;5$|&zl>m-9FQZOhSSH&Yd=ubvKj3UmeOY^8!CN;FJm_B38apq+g-L2X6oi8
zUYr6s`qM78%O^4<7g2@)k+^Vw8uCk<+l6v)Lua6+T};Tzq?LSi_pKfl%idy*MBUNW
zUHF=IWnVRj>DIF+)|zAUxg>hk1+%=BRIRkclfeja`PJ)h3*1j8>1B=(Pevy-lcP>L
z-00_%TNS0$<(K7m$?Q!-ZE1afDG|obhuZ`5uFBWK7AT{9tve2W@B{R%`&~ZX*;P^?
zpmxP?8j*tcQO!6?dz?Lwg6^c3bh7zt*X0=^yKO%}vA2dbmLWM#hEbo=v{7Rxh32LM
zCmd(fH04@z+>d0VuqwwIZH*BJqKr|1JBn)_X(}vHChtS}Q%ig1qa@O9_n=lDTBBo4
zX7{Me)g;AXUA^kNz7A>Z^$U<{;wFLaUl?pK_oz+8MEueIMw=lRs<Il>*+zSyQ<Qcs
zZnu7qwENP1oUqCjVeD%)iS15ClRqYN?NKZRHjQJ8nl3bKom7MGNEp_hpKo(2?w<l7
z{qa@r&A60^1_1Q0Hoh5Cd!2Nv^YkG}aB*HQ@r8r<uF#M9@?ZT4tJpUXYsUU89o{Fl
zKlJFo`Vp-%_50E>p8>#uOO9#4Q-H6bvE-nQcQCI}_+zChmVHUk6A0NJdodi5^dHW=
z&Jptut$R1akU!xXeYnY;v-t|vl1^HjdCh52%jV&`I{?O{SxTJNMyajAreYwTb;%hq
z=K*umHA(zo3=xHv)kN*i(D?v%&3X!)roGjn`Q1Fb5ifsZrWP?h%H3N@Ev?Z%Gemw_
zKi*!4>(;lv)R06BvZD4Ua0B%|)#i8pDw=INMvhr+)bw~42j~e0n&x8HEg{pD@3hO!
zLhR)Ew`$TL`T}uZ8=vHAtdoMX^4$F+hp_mnlpCn;(H_>i_Led~w5<B_1nN)ZDU)iD
zh_eiDHt*swuwTIA2lKB5o5$B^Jh0c6@E$z7MMwq*&}N-)sA>9?j@K5Ka!j~5xW376
zKr>u;OtTe7NK5rQ@fdn(-bnS0QLpbJWrEPJx~cw|t~%$#dfcSo$r#2-lm$`sCm0^}
zfi|aaXBPI+WR4~K&EzWq^&_P^+s2wiV4t(bgnGl8^=RR-sr+Xfl_)QAC7YiPc&#1I
zpC!G`rf`!75%2ZJdwch)kob4S4#niRflz(tX~sV~vp>X(aDXS8%02e~03lhE{6Ug=
zGaM>?HxhrHdhmitDLb>7R>VD(jhN!pVFnbpgpcBA$=m+`ePbW3ME6n0F^+j*CmaZ5
z+{gL~z&<9D@=e!qwZe{w&Q(83nmtl7#C?|15P2R%-2VXe>bWnmv}?*bNY)UkP3a?v
zJ8s<g_5f8w7PiE^7jvo(`wEKEu)ov<GRLOe#dpT%w3H3Rcfd7F>bHA-)nJlAG99wP
zBIP~#sC4bQ(HvJkk=+fDYWmb7(&6N}EB>#0u5<0X{Avv%^I!0t@eK^N?0G0hQS?23
z3cfsDI=}BU*!q0Yvh+Tx!?&@n!$H^d-xFJlO+px?+t5k_Z9iV$jU`St3f1by%|lM6
zcl;;b9@oNHc&AQ8kbT*jJb~|5li{a@HCTn#pCH=bbjK$Ku4>;6w4Ff-NSYzr%j&hm
zUwB7e@YB3jGd10Wzj*;Gj&q!jhul>tweXyuSff?i?hNTA_)ct?T<IE%+1#%ny5&#f
z+NDivTd_l9sB8LU&W*K^p(Vlh!Oe0vHXbaB1(xGn)Zx?EbdqAbN1<%gP;2qni0tew
zlIBGiGDy3LKBSsT4qDjWHR@B+Qn~31CY7&Rh;<m^k??+av&X&<HOA_{4DSQ8>2k+;
z9y7D<NIwJCtm*pBSWT$GYcsDW39%4<AJ)2EJ5ts)Xv=7tbT+nXK5NO;gg@?s)}_W#
zJK>nWwXx-I;JtJ)QKa4yI_-goABe1}^r`LSDJ)KoI;$xM^{;w+M3qDr{wBK1V3oB|
z8n%58Uewtwd^I$&X_pN>;b@GA_Y!V!0meb=_4K0hT?F$SB%PZ_ifQ_KAZwd}h@<^a
zVO6iClJaJD7#)XTE7g2U;lB>rSS<10+(i-}^+GV*pUSvr)O2e}nke+y8elS}`cEi7
z&=2vaALf!ao<9oda#EGi%9~dsI6sv{&=svq?-A;8T*i-QZKuG@K4EMeW7j7+{3}uI
zzqKuc+kJ-SRph;k5J>+3YBR{Ijaav1&T)lLgyllwmu+8`*^r!yi^}$`d2VvbjFUZA
z<7(%|c7OH{PyHDsdCIO2O7zc+>$}EQpY{(={TU^B*p9r!v^@ld1*O}Xcthz=L_4Y)
zHHeD=Zi1~@!qK_NtM)L);N*PY&Zd!3NZK)uwTzy&I%5Qt$zu&0D;^DL{jp|6=aI%L
zpdx!=k@F5SRNHiIjN-DgY~4!8wRWHk4_wtn1XSK<o3tLIifB_;7hra5o*2gAl25R$
z+hAf+gXJd~9+j75xNuKinEKYFSq^j8G^I9bqHJ44UuaR!Y*$LCZS<{@w$^eAgZ*nO
zLu6Z+%%66zYpo*6cXT5wj^c>ErZrzQlumy6Ic8p-oyB6#*yA;)G{h2m`+C-0@__#U
zBLXqV>5ASm8!NNrSbjB8WD6!6kbYC|nsYf`p!BM4;5JQd7Gom4+>IQJnH@+YwNxw!
z+zvYtPrqU=T#kg~el=c43lQ}+ZJg3$q+rX*6`M0<$@Hn-U>6yz`JW`3lw&4GD{xIy
z<guwqENROYIW=g>>PNTb#dZD`fFBQdib-2+0@+uU&R=-j`0#6&ShMu5*TKzf(cWpd
zjk4PEFE4o<E9d1uoegL>qmM{A<a5%r?6l{d#s&vcO=-S`KAn9fwcJdyC$I5)k807;
zwAn5$f)0S>jMj-27+C4_eIhGMSY$=&0qM<B)NB?xTn>5bitKHzL{_mvr#k={^sHT4
zA?G##$52HzBc<$d^4o<btND06D`Mh4PZdPRlaE@Xo#<DNEzOR{j%#mHK1H>qx}TIp
z7=k~Ex|31qHc{MNqR2+TcQ77<u4y&7#P`oAIR^(ng(f8<NxUUtd1VBOf;ZR>K<ZCZ
z_|?k~30djNCS+Hc&e-z3Gv2o}t8m(Ntc*rHr62>>ik{KM_3KVKw}&Yi9T~rfk8aiG
z;wtjRqk0sZmo&C7Tid0*yl_SURR91g9ZvLE+GT&&Ioh9JU&5`stT4Q?5UQgrPipdg
zL&wox>rAu4(LkqUZJdBJ)ctGCo$T7&^eIE0Ni(VwDlZ2osXnH>$KuYS#@5!+SmB9c
zK9$@hz?B1|ZdT+G-n_5kgr)UsWha3iYnufJD(jn}*^H8f7jHv^2lA^BOwh=(BNb&i
z1a$_h15yK#Ui6}PROZvU^gn>SQo8nvqG$gAN{0(4zoDyMEbz=8A+s+SRJ@FS?frd?
zc+Y_~#?rh)2xcM~&d2<ESGq0U7jbM1WSaT>O*v4lc>IrUmo0jFo@b*pz8c<cnUYzg
z^4bD_gmowSSG0J2p-mDQVEdBg!S(+DIIk%2GFy0`R=2jX!d(W~C+x@4y>!_fBS^Kh
z>SBpgj`$Vm!MVjrt24>OQ*@@|eL56%JLW~&ptG^Upz2SxKF3S7(QThx*Ctev26D%U
zv)O;z?V7T&T4**>Yg)sq6(1-+!Jfm_jd<USd|`XytwZJ}J2>0-FoVGN`qs+PT9`r(
zq>T?3c-rH{lN(q8x6=^(u?`FR7OoO~Cg)Mq33rYd6XjCpACRl!#^T_GNeof<W&6k2
zdVOk7_(rVMZ;}~gJ=xrnX(@F&y@i#GIW!xHpqk(W@*?9U!xQPis~UELdwN4OW+=~B
zkaLe=T{f3xYhk@@;@Te@hI3lYAVoBtW;a15ao1iOWz}M~iy{((%$1K*lbnBrJH*;d
zP}n2Jpm`$${oeJZt64*<NS=3?N@p7z7|*q0>Q=MZX_pb3hnC#0%Ca1kKF89oGv*=E
z<v6f0aM<;(lSZ7o2wS5OT<l*w%xhau%y$aIJQ~^eI9cnOVEZ+oWk3iOX6ozC(qy*-
z5-{edTHc9ajYpt7)rWk`y@G^M&TA;uk3YO?4rLaR&)!Pfev=}%22A5M&FJxcuKH7q
zs*0DzI>*{B9Z-#nz{OADJ94^I_a}oP`F?`6l&yC9g6LAdVHL`cdbK=Y+A9U*3d+`G
zVRD;JSg-=RJF6LN?Yx<``I`fLrz4S0;%Two9JG$?NgTZGIRd)-8&tGrZ!c(7CpE(9
zS7y%PCK)564^ds*w<6}nL|}s;{Hu<)H#V<BS};;(3^Kj<h#jAi7%VF{#1oISbr@bU
zE2X!!k50FiW*@wMIqQnyd`CVD5PRmTn@rxMTuq%Y8LW!|^85F$cU<A6{{VHmS6AWT
zzd?=g2r6rs*VF`%fsd7|YI~Sf*yBLrr-gD&L<L&3O~tEom_}WwNT|bA$>ZAtoOY@K
zs2M4csLnc3_J;JR$;hA%Xb~u$PRA8#WN@JM;;E>uG=P}Y<FyQEV4M5GrB>WBI#Ucp
z4wS(<fsAq~44eblP;;JYA#k0~>rWRk=Z6#lAodiWg(zU%4KE-5x&R}RSSAxiGsPnG
zWF!&zitF@mi2B}|1a~EGp$Gn2aNqaUarpNifTi2-flA4R+3gxn#H|-mXyUn$+0Bu}
z-*@w_${FIgRgx!HL&#-02EJzU*Qv+j&0Ev8txrXhew}?RKB%YVKUL{a;n=k<=hBgY
zP*f;`bJv#WpB5&FEPAz&b?-DBAN%Cjd!%@)Mb<O+JJ{LC{{U9U4fz^}7K-M%FWAt{
z7-S8}Zby9A8{-cJO{reVsoF{V?WzoHI5-&K*P;NeBDb|G#v5{x#Vto<c^8bWWwr3G
zi4@3ENWfMH*9N)Cf&T!6Z%!lrd(1!d8uv{@OSaT48Vi_GL_fmAHN$JZ1Y@Pe4w}FS
zC3g|I>$@BS_*HXUmX1DumOUH(xR3n|)JOh5HGoC{j!*pvRlP>iYgsgSCqj}WKoEU=
z!%#@S>Dti$0H#uZ=xbDjQ<wvyTao_&J>U5Xnl=9biLK8c#y|8SQ83PjZhC(C{{WDw
zW6NtdF{tFf{>&+etb-S41Etdc0O(cpxmGsOu{rq{`B%+bK)P@G`d|GDzLXMT+CTRf
z`BcaeT1F}>KH^Yn&CKJaWzQz;g{c`z@szg|-6Clqy)LCk%Y(S!5s~`Se6u{e0p$0n
zb;Ayur>SF>cM33Zjt@VjQirtn1<lI&j=t;cliLX;^10~fdVNJ_-Cf6TwHD4PRgT@o
zK2zylX(q12J7+&k)`g#n?%;q%lkbd-6mEE{S!}O#KdwgBV|+`kO&!ZaY77wfMdS0X
zc1>b=7|Sd3jB`t_&n4uJ$VUA0+PUlLe7Hh~%aP6vb*vhKy^J0y$=Nffv(_Yugt16N
z`qs^#jP7iM6ChyUct1I>G`DNpgR%(Sk75C>n_mp-*Qa!Z#-w26(tgW%BGjrqjl0ca
z+TwX7QX|}Ru}=$BTUA1s$j?E8)~(uj85Mz*<&gSg0=gR?3BZmqY>EeRDrJa*(ILi+
z+q-5qn<TeNs|rZ+XRzb*uAOu{+rq9<AZ|I|pVGFhY~ZtC08pc_tyE<CeMNK665G*O
z-ZX5i-Og=%9<#A)nVqt8wSG}sx?hHL>oN-3CVg0LKdoMmlfw_nuR@LhJ9GF~1!|L)
zjhjX)J0ngT2)vM1HL7<oAkJ`os{AsM5Zb{{aBDv0)MT>(&#h%Nth5vyxt^s4w}6wF
zl#g{3pJTQE0G>d72^2KA$si1S)JE<<EeT?!+Y5u7;;Bs}XyVx^wTOM!l|GW6@v8G}
z0H>VtbAqQ0il=d_#vGEZu;h7X7~`Q8jeV%Bw;o#jsG}ebFngbR9Y<@RQB9ju>oTIG
zDoTNk+XxJxbC1wfn{N|ABa~=Z3~<DQTt&_Lt0FD~ZNUS-zC9{5c*zeLCu-vkcqi-m
z(^Hbwha!3-(7&~9<_=PL)CCyc2*=daw(RBv6UiIQ0N!E;8Lv3|QQj?Jl~*h}<07Y%
zS-7`TvhH8AuU3v+5<jOs>qS$!4xWdh6ZNRstCF|zMbtq)(yKa^7zhsW?s9Qm9Ct9z
zfX6a0ARGh8{3~e5G89`RX7{LBsAdH5lSm_yLxqTw+XA#iv_{9&)DOwP=CspFna1hZ
zM84;mnMI|T{nUPBgZSV23Qn{juGlC_S|m}n(xjMgllO7@wO&TDvKWd#G5-L(-72*A
zQq0+AC)=>9?V97Mi<GpEi0FnID_5&5TwhHw!!gI8;8i9jl$v2R$mH9*XHtre$U|N|
z@la>P*5CE$zxoqbuajO&@j5d8BDZXGwo(58j~eUC{{W0<h>MgoI1E#Q)TTUkq}yLW
z&o7anjA5(P{uyct(OlRu8?q%)>N+3kUR(wZYH0eU#*wH)d2HB{HqJW{+#jf`i?g{n
zoHE4FbXn1BJ|n-i*R=@c5y}?fz!I+@XVg|){wKMS+0qMSkn&&4+<#JO{vo`z*ELyh
zZBe2#0M8qCY+&QprC>a4gsTJi)%$s+Yn@cE(Wgp2>Mi}Q=KAx_xt>{EcQ4R?AS=A^
z{<&`zt3^C<ye;w~u=~e9GkW`Gyy0>NGsmTAY4OQ*c@%qy2ZDdPz0c)Q%<ps4!q1g*
zqrca@DQ|NNUFpcO#&BH+-W~q{t$Dt!rCh?Hz%oXo0l$eyzqNWsm8>)<jI!;P;^kT-
z{{Uk<e=IF)-)WXQ(n&3ujb<u$pdTw>;E+DON4TqTQrzsVLY-yHQ|~-VEoV}-WN7Xm
zd}C;EeqcQhsP;5n>O%ee$!#I?TkmWea(!{yw)O1+tga3hVb24gKHk;LPY6T$W2gBw
z%|2+mA3ut~Ix>0)$pfh<#R&cv{{R|TWmP!Zp}S;}Q6?j8<Zn*?wX1Jnm(WS}Z}qW_
z!;VO&1myHQ=`|h5)JYs)X+&ax;IcLdKKQM@HufD&zRFQN&<jS=ASC0l^{9L`JSlqc
zPJr88DUH<s01I~gd8SLIJ&f-(EJTpY@}GL$CZlv=Hk`R$heL6t$^DgWt!ZWA+Q)oo
z+#?R9PinPkaUQuR+Cg})k~~gg`AcK?vESaUcpCj~zSXB(U`2QgiVsDQbsyH5s94M4
zZxdVJN6n=F04sWDp$4|HlDWeQ-p;Fpz9p*jMQH6=gQ1ZO(F~2;Zd2*%J*vf?xu!hv
z>Dtr{5e<lMA~<-xIUQD|u(*oD#0?$D4{WSVdE_*2&OgK48tZR7JEZDXfJto&qmPl)
zV1f0l;YQDMTxM|?MJdNe)fyI%_?E)mUc*#^_5eObxLoJZZXe3I9};{_@fMGMEpL23
zYK%rf4#YV12Dz<!OV_*|axQeeO6nLK?JSZVq;>>!_N;sTe^u5*XH&j=qZq<&P%-P!
ze>%=leAcysl%rNW+}z3i=Dq&_jrILj-c>$Lt(2rI!i${u?^*WpB47X&d-weXQb|YI
z=g0+i5=rfj^{?QYQ$6j*sd|C!wB+;IF~hj~p#D7m6;1N1T<NDtTWt>i08G$q^zAx3
z?M?%Ed;+|Bc|UPaMs*!dImIpCizm6AA(1AAFj#Di{DdEF*vCrcwGD9JYm#1uh{tpD
zm0lm8;3L#$^r|+=Bu(bWbDLbZ1+Yidde)TSmakLJ#Z;WzTO@T$elQ&}Q5!5(@*C;t
z>x$>~>&c?NwZ64{JT2!T2aF!0@u+QGt>Km?kO46P8Bg&JfBMwjL1miC(qb^%3Z6L1
zo=56GI@(&Jii|y#MI(1n)l*f{R^}GnZ#o=?{uA9#<KDPCd+4n-Gp6b(=4taBeBAkY
z?maP9V!e~Y(<qWNE}L|@k}>=($RvA?e+tgmmfG$=Hqvh}sN6Wg1JL`|EacpKG<rB{
zKF&=oV)~mJuY&a}Ye|z%xOuIlT$n+~Zu}2g;_Phhq|_sdCoxPL<#NS#pRa24uL5|C
z-0ACUGwz<)V1_)je!qom_=`kqcOD_qqhGW{H_m`@BL4t;AI`IMRMMLJiKmaLLbIV)
z<jjpe-hEYHP1n^e^)wiU=<(*B!a@9+tbfA2*MH~Kf8Rp47HvPodMaPV7GO`7LWB2~
zj6DZ+_WY_3vfY2s(I5Tv)k;=YO!ufYRy@&szD(2j#JTZ>r~P;*{*02iC5U=gpnP8+
z@mJb^*NT7W$t#GAX1G?x#INOhQi%DhWhuKksb+|^U<aB3?^9hxwquH|3EIN6?f{lG
zd~@EglCwG@?;8->u~0$iXt-ROB3xAO9zdwrwW=vbq%iiYX$j8*txs=eNy)7nTRqLl
z?^()rHG<G>m7!7?uRXI`Cf8~!0oJtOu>=eXyeyG|gX_>%KGN*b%_5bAZ<JLWk^rsE
zZ9-T=tTMq*H9dx$vHtP?R3F5DrDtpRt2~<`IYjAOLi?PvpEUG2c^P+PjEwZGTarUI
zdj9}A+PKHe%f?S5(y}MP&f$^UJ!_&RxoLAb<-%a|{VIg=az$O9JOWhYd-WBYE<^KM
zM8a%_@ZccyQP#8Ml(z$*sqUoRA;&nX!3zR=R);f@46Z=MS8TGHnm|h$5+YYLBPQ-w
zNb^&qS*a2}I#sxB%X?L%B#0u1Byn4oD60qq*RQQnR2#S$t(z!7R8z?ntX77wiP-&}
zF1$5oJjwgWSj3I$y>NdM`qQ+#B)6EzFf&tW5xlxR)N=#m#sjJT>;C}t#X|QRFo5tX
z5wlh|)_j7i{3A6-P>alsT&T$e8fKd=`MLX~bM&r%#{Mw=#WC7jLXU7q%wz{@j@b37
za#1sFi*pwz0;ov4RO~-FJx5_&V|epZc~f_iR1cVK;koPWU6+NgZM;Q$6hQ5KgCcuV
zjcCZqS1rh=O4EsRiKkKWj>-Q3*RFQ^Q-TD{(gkjSde*OqE*j$gW7{|$!?3S7*W{2~
z9qbM>w0a6EPRi(r>d$o3yep(%X%<&yCJihJBW;<0Y>e_VT~)ojR?w<Op(8<sQP@^z
zg-85SdP6t-`NhZl1Xe$byg?#M9*L*EFD`hI$NaKR=km>Xl6RB2>%loBkx#~cDIeK#
z!DzsVT*8b$iywIX2LtPx^A?F^QXO&+YQ3u6CDryJ&)J|~DiQw3@AW4q@v5NWtt55A
zDkQpYr*ospw398NJgMZTxUBCP*siracXpBo#C#80yPWl>+PJp5NfZDx&lI6eMrufP
zz4$n@%qF#-*#7nxPj*rPsDmEW?A|H+CZXYZmPJC!11SJx5ngvLi)1XCRd)^sYtf6k
zJPEEwVL>ZJGDr_9K^5#%>#cjFTf+<Co;5Ns`gE@xh9;IpMN&yPuSv6y$+U_-m{1LJ
z;weT=HhNeI$tJoT@55~-E1hlcrBUTtF5n3MBhtM$R@5wXyEoPKIYLDk%xZd*^!2U}
z;qAm0nl1Ir%oaH1-v0nVqXYG?I`MCfr15sYEH6IWXbvHSa6Z1~ly)%0UUh6%@#l>-
zKNf0`mfaqnA8c@`;15&oeQKqYTjT<w7UfRjIIG%s`rtV0Q7K&Lr%RJWbsAoph6$#X
zS&}3tXgJ()oP8_J>~-7wt#}yJ#_cXjBM^#%s+H+puczIZBiq3Ts5Hxc8%vJx-N$O8
zRypg(`2Mx5B@0;Rt4^mi%CDxF?-^8lxybq&ZT+)GfC1LG<tiA;*aV)Yv-KOhA1PU`
zS9mzvS-w=uk26|yJl5C5cL&64Y$9(dXDG-U8BxJJbDaDB6{X|2+SbbABFxGeLNj$B
z_9wsAy6Ch$H7`Z;TjpGb``85f^saB>EBX3SV~xgD>02ikWQ<&AXCuw5<0qe5+p>h2
z7ah(jg`8Xf1$5d>DlXB8$dBgwp4D@9M-A@mboRE=q-!CNC{JHXqpxdHJYQzEQc2*D
zIW+~#+{nx&pKN_cYK<=JZGkT)<{igc=8Sc{uFjrkv5zl@C!Q5~oQWLpqp<g`!$s1+
zv}K1zw7HG}9Dg*g(z#2`c3IrVXpF@0Fgc||eQj^JmPuIT;NzOMr2Zi#skd?A+bcas
zb<U-0aunrC<P7~P_NOMBaO%<AMG^!Hf=S5&xZ`<uG5zWm1EB*IEK;@1n^|y27&N5a
z?se0slzCCm+G%!zWsqE?k##t)NAS*>Z>T|?xd?c!J511p#)9`KNqE}~qqTZh!`nAY
z2_%tl7~pYS73*{8jrmj{=5c!Df9W%YOezvF>5B4y5X**T&r@GR_`6TH(;$}pp$!-W
zuqW>x-_E{p)|KvW8y>x@Y%KJ%CZki2GCPk8Fdh_zk0+7())$CWHN4CQFb@^cXi%GP
z4qC;uleZ*~ddTqtskFFkauC-=Io@_Ss%&}ciqX?!-e2e{fEBT#N4@19fLCKV(iZj-
zwvrrl6^1>ltkxpgr^<iX{<X;iNezz8OOAgEfF4Cz$0O-fAOi-vn5{Eu8)K@9<}qHC
zX=S@lgOB-Ur2bVBb}1{Iytai`IIeC}%YAFoF03&CIO=g;Z73pFUq&PKrk%m75rOMc
zMl$R5pe|}y6Ens=NEF0e*ifnMQYp<#eF2KpKhm<<+%MiVhG}F9QG?#Gx5?el=Tg93
zrct<@pIR&zH8GBaepFzd)m@}9aP9QX0`4)^K}CY(<y+JBqXb}sf;q@IG}M(GaQUa?
zcAyS}Nb%mgqZL%TH!!dKv$z|uJpt+~(DZML8fEZU@6qh0JxhGa`Tqcoc-bFM&Y6z9
zkHBW7#WC|U>8oqlFCg=6<w;{b83-brqjqcN?LSq&(xwvF-c1XCvfO?np|0me_^WpT
z*{fPC$-whq`B;CzPY3YDX5h<H?s{GJk7<7p7Z4-h?gWlO_O2IM@MXoT>Nhs7Wm(~W
z-I2&7gZS59r1-Z-*5d-w@;@-=_iysB{0(hNs_WB|wK}2b&jz`IOMMpFIT4Y>?h3HM
z=qd1xo+O(Y{{UEjoqFE2;ma*v+$8b+(UoQ3gY8@fr{P=M4N%>w^CD?8fH@h(T4|Eg
zM>GNZRIS(jD1YcizK_5*v47V!{#EmWljhHmLHkJS^)>W@gZ4<c>l*(6Aw-0X>7!l5
zlT<DOY#?#(SMF5vSyu|g@G3!+ByTK|ryljnc*gl)(&K4anMA`MTpH>oR?i}_HG3HE
zVo2l}0mFVZtvT{ZNSQ~U-8}4Fi;<XOn{ezGf@#s)>eA=Sf<+#ukLO+8zL9Q(0Gaj8
zXh&xn@D!YODg|{*A3dUojt(DboHf3Ss$G1t%dj56ZZ)rG;MgPiq=}?)&(3pQbaDHU
z_~NWCP;dr+opVnSQd_fl(S&wJPM@YmgfH1dVQXkZ3Sey+`cka8=Lhkn-Z{zUu(xwx
zLRHwj?fh^JOdO1GF;#b{9nCv>fyRFdS{hpA<Zbx`fsawvrN9g_F~&g^oF(I_H9T`5
z2Y4rrFxVoZLrA(XxFPdbt>usr<+E|wYZ+w01xW_3!E)fKB!W53VN+t#I(Q~&6Al-5
zPDU|QZkjFRIm>zhRWGHvlTTS-xZ27IWf;pJtx>qtCGul9c^PrJMhS1n6_rUP6iqlg
zl3cdk!ZN%60Oy+yO=4;n7ZXDQF;tB*9kz@X^u{<9O6vLMX%;mLA!1fXlPm|Pv8>r{
zZ6TZw^o5Xt<^cKLNyZ2@oMS2K-Hlwib|$-#BY`4zknPEn<{>aW2Wp{nJdCH!1gxZF
z0$AgW9=&SR)5M@jaFa51j|vZ$^#iZtS(j2PL?%^}&36NEByAnA1zcNYaz-e*3`6Y_
zM$nMaFU=!he!tSIx|f6-c1B_IWI4d~z^6|g)L~(kLaUw5S+l!6hd<7#wd2CkO4t$?
z8*sTG4@%incU-!exvf-<7PVy4pUQ!Yf2?_k!TdcdIyf#Qn6xo5R#3_rz{YxK{{Yuk
zZnY?1P!a9<Ncqv_z+w7gqYFKwNiFN<ITY=R5(&p{IR>f8yQ}^J<+n`;rFFJaw;ROl
z`&57mpRRM>w5%>AgBPs`h{iG_56cdx1JL?bb*YW*_N?+LR?J4=2HrgY{v1=`b#`@{
zc9p_#9PpguoEo^TQ|f1ZIc#^felyY<&Iwu-wk}HIWhAKwq4ce>s7mMxI0{BVQC?pR
zntTJxlFhC}pvoK)QD4-aqwuYLD_zvBOU<mTQE8!Z9Fd_U9>doide&0rmZ_B$818mb
zO72ePB>U7yJ<Slw9o@QITgb9SAj-1zB8K9*WZK;5jk*!FL`^-hP_uee+_WPajG76i
z6G^g=6I`c>MuT~%$78C8x41C|it!FW<ov9?$N1M$O?ijJM=Rnhd>ntH5B&(&ZeOio
zO4iiR*8C%Pr2#h8n$`JBh<QgJUdFk}Ey^BirO`Z7d!&;Zvde7$0P8K~8<B^&{<XU<
zjidOQGd7OG*6@tAl&!)40CBth4Sf~uxtyuSNb{YTG@)@?_u5UxjO`7?EgXRItT1Ye
zL|4|Gj9mv3B_w*)rIjT>lMZ_@sCHm<rP=L8jcLiDWVSJ!gO&BGR<|o}Z8EB6X#h~(
zi{J6-P{vtCI*&t6*fYf>Zwn`MYUpmp`6YHGZPB0RJpjr6b*-do?2=i=35}z97`}S$
z1N;SKSq~>mx|<xxRuw;9Pv|Nr4kQHn){$qSP3dNLUM#kcP|;1~Xc(c}Hyn;S*OTgY
zSdKZ6{I8WiU;hAAdk%p-dWF8F0sjD1E)_xbDslX)fY!9Ohr{y{zcNh9J+|Ze6Ij>K
z#}y8EH2NGgOCrjlc{#xcrYoWF#$ea27mP^6WBOG)drvC%2;ZYh7xTfQIbPdZh{wZ0
zA#gt$s($XL$>JfpH8oo#wbP`yAf$}RJbj4=gI8vhO=T>O+ndUcQhi5E{zk9(s?jby
z6Kir0&kKbf;O4liYx!*MqD!#m4=BRmb=ZHyHPKRj&P_F;=i!>I8}@AO{5KZs#fcqb
zxkX#6e2yd?9e+yfwYy*Kog!#ackfNW1Io5KkMr8RgZ>gQx;21`Lmr`FG4kL0$bZjD
z^nVI?fi)dB?HiYVO1xxrInF+nbgD*P>N&Ft6(coTn$>7=I&IV4T&<<dggU8<=ISxd
z5Az@WYSQrM#3#`&CDXN1)7h+qEQ6L#--xW=AL+|$;$O7ejfrxLC@9CTL;BY@KA*o&
zH%JcjeX@FU(EfGHDb!7+(Ct`yIJ#c)-1nJpv~7D!lHG4$n%-#6K5@8y72*;q!!(Ly
zQmDjk&jb!Cjl43&^W}%o@mCN=#0HEJ^rz1$?qP$#M+n?uE2cH>+Eg&azat-*k<0si
zE3VL|NIV~_Z<*qh%Mu5S{{X8z^#ix9ahJC%Z#<D&$K{1MG84G|9+j)%tIsb()gUM&
z0Hlu@INZF0&unBG#nehiuga2X6DP@R)5PXi&J2L?zx{uD+R~wyQPby+XGr%ll$Jsi
zGkRy=-_p5=Z{&>>z<i>oCmfUY^{qHBWW2JxhDR*z8pyx!6UZNdHP)uO9)H!NQcf)0
zxX|Ra(~>)@s1jF{EI>#boN@^q4ED`kg5uuB$~f-g6Tl=f&E=f5FN}f@xF_q6YUEbn
zNuy70$LCp+RnLA3pXMsopM5MEb@7M>`B1Vr+z1VhNBj%$s#0j=#9^Y6vo|llvu@%F
z1DiH>2w8atgO8^_opX0qF++Uo5|Ds#o^ml-7I(ne%{<W;9%5k-;3o~p^{ZA<+230%
zHxqdi#-&nMA1kL^9CRRkb3?SA#xZV^)$DL^&2^$`G2K8)IyO}H_xwG5tJ^#s;u~Fh
z!1)LFk&oV6o=69V9^$yYS46YBvxy;;Ng8B%pd4=QKfu>HX{Ow1dYM#~NM8qQD-gr+
z6@rB6zjtP9Sy9G8IcX$qMXb%>UmWTN)wkF!)5A1b;EdO%f5OA?H}_!w0KR|v)#0`)
zjaF+NL7Q#K+RVqD$D?QK{Oe=>75<_9_5T3A#bB;>PBhiInd)B|FKwXlrJPep5zd~B
zGt(Yqo$HQ)(oRv;zK1oZ`#|UZ6T2LL&@w;$8!dTsQp%WQc2nx770jf1kv$)68+ooj
zP4NxYytti=@pn>r{0(p0_=`=Lfbuja{k7xs6f;EbX{>zJ^lZh7sRZ`Z;KOkn{TNlX
zPB^TjYZf{+tMNm)3aJwFTK1`x2C$j53E;OLP~x<0paAry!5(9)*60<1HO$R#p`ip|
zD9=i_6hnA8;8YNtk($-9giS6_-5se$H!!I?A}vkYJ4n}z735bba>TJBx?N#ir8()-
z70=BUYppFz;OvZ<Bgt+!#b#VUz!B+PG<Iz5(DTK4H;R5D&u6U9Wu`|7h6X6oy6!H+
zt~~{95S2|1ifDK~m5p`}m`A;6_-^*+#2y{~(VZg?<}`SW5ICXi9!VJEfm+3xN>@ib
zVl3yaOC&oZRUJ=S=xwx&gScakzO?CdxZ-iUEPX1>PE1-eHgUyT7AJ2w7#Xdbv{=zX
zs2M($1A*m}REe>ckRs<js>EnEoD5S)IjN%=z^X+gEO30o1DfdcjX21_w*c~3_7zW0
zwhtgJ(>1N)$NLw6E}qio?30F2Tz%<5{s4PbN?fSurxSNoy|=SPu#RZfD1h8|edaup
ze>&i`9~szL>VIV+<Q#612q1kc$>q7ZX$dn(Nb8n0J&ckw@<Al>O>?@oS^`&gJ$}c>
z+Db4)TZbpQ$Jg^U$N0BfI@R=z6s4gbbV-0f^y^%W<;3RUm(0T8Ra}yJJF7Q2OL0mu
zOq{VoPT}|r*G=JX7mp50JdoPG%<`Z?le8~2$mK?IwAdsmKHzXjARkJUt+77s&eKux
zjl|oeFv5=A6-i<~rnz~wON-s_C{l8NDvC#pV<&N{g|Ni0Lqn5$l<gOx^cI<}_>W2O
zrkv90am{XQ<MO4Ah``!0kzBjnO>d{qsN6Yg?Mazbo~s!9$J-~0?))|4%UJvgXBFgG
zYkMfhF~fkPit?>*Qn}PG-f#?2ec01)++M<>G+`%rvsmL4G?Eo~6uW@xN9S0~&VKZ=
zpQS`Xe|AIlHLum;w~`5FS9(O<-nsk3^P|jM5x9PJh2>;?u%E@LJgEmhNc`$uDr@Zv
z`$AvJT-2<tF5@c=>nfh8PC=@l*%!?LiKI=QwCHXc%HbxG0PzpJE2q<ZO{GZ)^CJq!
zuM|qBBGN=hma}cf%;xO0%RN2BlE}NoXq`&f50#631#}l$mWe8b@}go!dJZd;n5$1A
zhwf*L3Te}xvTSa&=_^4aULO(39*d}H@T;oM18zKY{{ZV(oZdw=7bZct0(S-#=^h>M
zo~hz%zaq!(5A~A23WL=D0EJ?B%GSrjy3x~Od9F4u@0v)$f_+!ok8=L$$mcoBo=a1j
zUl3m`LO(Dca=h11qG~B{i6G&>h<Y04jjfg6Fw3$30J>@<7kX5}MCE-)ApL4*O*Nsl
z8tyXG^;mCyP;*zJy>PiuSb>}h^UXiR(MnY%1t0V^(^=~AU=ZW*HOk`Sx#}vBoOC*$
zw?lCUmm>xCV}n@|>DFlbx332{-PV};nz;MG{c4TIrEhKv$kC|vz!a}@J6ox^`i3L!
zD}?cGs4pju(GGT<&yL=e9;M>5a(tT=F5NetgXvVX{XONByq`Rz?qYj;n&_tno#b)i
zF$<THC5<aimUl#nH%Q$FU_DKBaA;CnfD%AYQhiNDVC$!$5WmjY+{AKf`fBbz@*{p2
ztg2O$dK}c$QoAxPJUw|m!$~VM1JOa^ofn6Ev(1=e>c=&`9=Q_m(2?{tGV4~v{pMe&
zter{qMyfGpJX%!If2y`rKA=*zjdd~0ir!697W=ZV;wojoL)40uP_<46Jf0ty03E-8
zr!R)dkT*l@E2K-LVsU~;Y*vkgQ{7Ih6j>zkk_8R6w={$xo`v54=|L9i2}b0RMnSJc
zw6%)LC5A8+M?fl$iKnfNubAott;=Jza~>)2yms1xSZT7W%#H-CISM^KwZk>9GAXH5
zpDcDZylbVtsp0vfM!{d3>x%KMJHyZzWRmvW2{&Ou?_S?wtJ-TZTv-VKxrsoQBh_*^
zKT6<rojL4p8Zvh}oPa$$R`j24r9sIj24P;rx^<c+-H5Bx+Pw2x)ghT@jyB<xf-7@c
zlf+ju$cEk73Bc)$S1onno5*0A=3J>&F2MU&Z6uSsXFXW7bLu&*{{Ri9=_dLw^Q;vd
zS54t0-8}j1qPw~r=(XYm+oes%@c#f>;c|0cgW^RaNSi<0AI`k@(uj&fmpjMSukES}
z_s7<>M@nK43igdY)Ez3!<2i+Y^cwM{9M`;Qw&(j6$o~M-75@OxYdO1E(gs!Sr}{b_
zy)bLWZXzpnG5-K<znQO~C$|j-*6abU55+$ZEi_*aUTVK>mTQHWVK4%K$NvDYQwONz
zv^?QOTCq*{urI5R=THH~Uec3xt7tuCU*}rAjM33}lFRJ+IDXk5&bY(KHR=94v+}$&
zPB6f)^RFvd-}|jf4(M_oqOI7b``Fji)pZr8qC@8E7P0>TdGY!hrX{%+u@9FlL#GC^
z!q-jW>r-uUZ;|(bu60&~4|3JKd4S32YEyL@<Yui|+ZNGhlOK0K%CQg4NM?Y#h@QOt
zYE@u)82l?PHOz`V>rN!v57vMjPdz9he;RmRI#TV&r2s}4s{*G4bRgi0>2#kTYq~zv
z^ZwTW<IA5Xk7LwVJR@c}2ub=?h_vh3up+aW$@D^hr7IxR^^F_iZj-1LOThLro<DiY
zf8SNpPbIzN0pOJ-Lb(j25nde^ggilWk1s~OZ2Cgq*0(gj2Kf5L!`Nx}(C4usRQ*9U
z4lAK*UCyIg@cp#LNfkmcA@T=W^~m94X%HXt&3~17rk|wv(sbFW=<tk=Wsczi{8vB9
zy;)aeN`#E41M;ZUdKlL><PvzSn~3?YnrL_CsXd%r=7AiI#4dAyaaohWx0YT#>$-G`
zF@U4;tUnMkixk=d{_uNtG|(lfg0b<}k4}P|8BpUttydEIu>6fFmjj0UsAjfov?U#n
z6s6dDeQJwH%s9{GKy#2c5I+h{mZDtV#Pg4>I5}Rd$JdIh=JC#PNGFVtO6MH|6N-zL
zqKm$0_a8$}5@hrT+*LQZl6T2i)BTv20;Gi+NmY91vFJY<mdZ%C_Ng{(4f1EDNfQ?%
zC-KcTSmJ{$@+m8Tz#Iy!xAqq?%7X0xQS${o2dzU|>{ay8*4c>L%au2Q!v+nv>sB<|
zh-QvNdE}a5(2y7Mu7AUkX_r&o#b<odzB3_katF6+=ph<qqdH4;QGm|#h0R3PgsEQ1
zl|x)xUqsAfF}vaS<%#?SHty;{sk+-rA&e$==jLPXG0=NfME5r5QxWNs0Fr#HT#&9u
z)~9<Lh-Ou7o@BWojPgA>u1Lq*PnIs;X0w;Ghdhy9NT7_FWRYdb$T99h8}U6ks<N!p
zU#;5NMlE6)VgYi;@u?alvzYy{Cv{_kfUZAN#ZYU;g5^z|(%_Aa9}S*(80m_-R9c_2
ziocmMsGL2lnJhQDWEWA9aLQPn>H)(Ka(aC!lWL1HCzw)eSlpG&dwBZilT}{MN01rS
zl<vzhQS%Q@xTk7H%IWRa=4+C`?NmfxlaAOt){399YnmmwI<dVu54yG&u*UZC=a57w
zTWJ~3C-AEC+dJJ!2$BZ`e8@gfjp`bvYq_Chv59=dRl<Tf9)yaDHe7AIhBPN61#D;E
z9qQfGuVNLscO3SQZ2^`j((3A8m6c=MN1z0s=}R04@vB1`T1;04-eb;vdt$CfEU{Z}
zg62CB_f}WIZ2F4OOJ6uF&hX1F-1&t@52+OC%}r{_lpIb$AiPPUj^)vAcMzbE2eIqT
z3+Kyx+lt)FoSSG@<!p0|n$@_|*6Lw)%?VV<2oUa2J-St7)GVzeeUl<e%a&3w*vGJ~
z6;!U{_>k%Id$Ql9h-SEx$c)5hv$+J9gk@DnZ}w{Lnj^lmd(BeqTGAtl6L3;nw>hlq
zyYsO=$zo=XP(+@3u^oGV`l?6M;hm$j7KsEheD5MQ5FB?Nn5vAgPhY@JElSAld_S)y
zujg7?ya^q;Wm#MJeg6Q)uGpw~WRU7#Yv&v=AbwTL=n(jKN{;0X{7z&W7)B4wD*l1t
z?K<A{>KbL#%L{z16N~~s8sx177WYQ<rrJkL;C8Cd!K;#N356M|Pt=;`H%yI<Mol?|
zMolJC4D()N@epTUfd2r~xc>mqje1^dfbqScxz=G}Dl3Qp+Q%8>*M3^Rd?yZl5yL1s
zt9JJf3x-A@gPendQns6M7|zU(Rpz1cnNK3Vj?7V~ICMJ;9~0Z(+pU(rZ}zA@>dw4N
z7tr_m8n3H(T~ZT!rd%!cndfp0GJ7)iu4w@r^sPNRRJyR3Nd&B?xa{9iLR#G32}sO)
za=nlEQ+%W8UEFs*AJ<|Ddl}R34<BfVW;Q?V4&Q}mYJL*F(~wLRZY_`9o&&i^{**9q
zi+0%Myt;6Xt(XYy`BS5a1{oO?SlSdMM;uc$JZ|#A&#*M~jOQ4wc%+Uc0x^_7c}-t}
z-p*cCKx5Z5(me=amg$rDd5RlIA_b+E<0LPj7$3~l&lqWf)51+A2ID0AkFU%B0M@B&
z+S|kS7kayFR)q>eTcMDSKOvgNI-I(%f@ZXLGD_B~a=GeDNa)}C5Uy(VEbMvMx{Xxi
zT@DXbZz2nOl^lkSLGQr-01CvC^ft0?)PC=NaD6Lc{l&+IAtiy52|T79{YU6)D(1+<
zU{X1B=Bh2pU35No68--GQ@qyYNW2DO4Y)L`wEB)sbCcR7_J<Y1V|tJq^2hjAN@|xZ
zA+flWwXAP|r?!9nb*tg)g)z-#Asbkg=luOEvYka$wIj)uA7rl{=QBJe7a)!^(ynPb
zwce9ClG(U!84pISJ!Zs5WbzO)rxllF5V&8EZgu<0I^)*4B^L?k&bT#FChoDW&*A}X
zG?v~<LZt`IyC<poeJPeQZdomvhnF&yAoeGr{0=Cx!~x=!OG4P*qpJEa`hSgC8coD^
z(HNA-jKGFoau27qYLjl}w6NAo*`op{b@>U#-VI$_xa}>BgejSh6C)&gwkm||#`<v(
zP&~%Nb?;Vf#jFTqx<fYO)sEbLJk&<_6e5)DR+%l$xtKhoCkz=!^UpOmhcD9CS&di$
z4B*21x)9wn_~NQ+7tMIUDujuC>H+%IB?LDI2iG;vRo_HwCa<B;Us<(<+b$23#Ox$`
z91wlSL-eUM)tT=i7UT&*$RuQY=h~;gzK}x&`$Q+Ryj;x-oB=T5$UTWX=iaGHtwC#M
z@#(hGM)I!Lnr95kr}$SLKD}s#X(VLnB|c<nuh{(dVRDfLIFcvHKkyTem{!G(lXC&R
zMnYkd*@{VzmAi}|!nm;^Zz@sM&}Zs6Kgd@>W3F989kdc$J6lIC{{Sqv9`)9$DI?Fu
z!<pU)T`Ey1y0krHgq8mQc}QXU16n$4(d`c^lMn}ZQIZA^BiD?Kdy2}uwv$S{mh#wc
ziZ>4%j*K&r`d3A!Y2R-B{hAiFxkAZ~b{^_|2>w-6r*_jgs-&aLKEmo4@|H5Yd02hS
zxXP1;<DQ%vhVt2_nI$<UM<rPQ0C;sDjb`a`OKW}_DE!BbwuHwH4+T%L71GOjXEgr+
z*}rCzI5(Z;*cJ_r2*;=ETgCJ_YA#7$I+#8u@T{`gt@KN_WZ<qjKK06dt6u*Ap3?qi
zy;D&aI)0ZO>w|IjW3ogopE4pk1N6ZamHn^bKl$f>{{W8G6)C~XR&`-<6@8jkxqtS6
z8S&MZ{evU_0MWA7mLNV}J!{ne0B8gM02Sqk{{X0DfBH6B^5s1A;8&D=BoIV0%sSFw
znF5ZvsUpB`ltquVE_!B!$88Yx+^TVqLE{zGcxzvEaczAni*!yTa7oXmMRTP&IHiMx
za61||F5IW3L#k<cAL-B!t7G}r{fv;zs$!KK9)(yD`d5k<IqO&LCYCt2M(nsfjw&Te
z{X#Wtd(1Im1zC+oc&`++@lLa5R7HI$RX+e(L8iWSj^X;(LuK(BQI14et>KUo0pO|R
z*EFb0p{lHz>WcUv4xQ_E!L~*l*MVG>uDhqm%3L~=>?@;>R<PR|{h<_rou@hGh|`j0
zbDCwnO4rSg%pLmIC#zk@r9ftuHe?-08O3%9due$IiW`XC@xTX~^IwQIS8_#|C%B9F
zMiVM?`k$q5YZ%5)W0CP+#Y=c>CAZOJZ?w27%oqJ%<D7m~<Qi?9+QzMIWU?Ylb1I;D
z56TN3q}K0>bXjy5VTxpU<)1Fd{4v4q2TuG~IR;RNQ-TghwQCea<*D?if_x9Dcx%I#
zmKvXu^ECUD%9C>K#xu}$HF`}Mmm_Z-dRLx&Hu#&XKD}q8Yd5}ql;65nml;++cjo%>
zUfX*$wYrfZ!NzbGntKgO=O}dTpdGwovTm(&GaPUQbXR)4vLP!Rhw#O7)9Py@6<B^_
z(=As7*%Fb3d2U^S#{#M}EJF-&S9MKEpo8~lf<`z1^T&GU<kW7Mu`-Z70L5!-0=q0c
z484s$7=Y!70<mPjxsbN$nBaQU6H6dbmN-82u4xrzbF{V9EG_ZA<pJ~=Kgyrt3;iEl
z@YT+q*Lx*UW`&tf1E~I^is6*wnwNVO2eBN|l&+0qC$Yv%xRW@*ZfZ*$eV{L5YD<;f
z2|kV1jWA~Dk~&u_dKx9~A=mc)SaJ{DBl0ys5-W1~0|`g0dH(=Em0^RPDM8$t(X@ml
z^HHx14m;GZou;D5t1xJ`s2H5kB2`?|<6Ml=umBpD*xeq%r(9dvcyCUYcU40KV<)HG
z6=ct%T*e*sJ0rMfZtNe(iskjIf;=&$!y1AGsxuy#;0oi}nOJ<sjDecug$`wVlO~T{
z8U~!$A}~ScBcY`}AF?<B7ao|ax@6JaY1Z;az~(i`^f>QYaN5LGq_~hG4uA}^A7TA^
zS0htS*DIB7bKmfe>Fht$u6?QLpy}{@-b#PKg=x$Fu>GDRx3F{1<|`w_I?vd&ksJWW
zbkdJ7FysN#>JRjy5tN;i6_(`ZN7Lq0n^=hd0Cu828`79#>`{ITT9%LYi#TS;JL3)0
zy-HWm;MQ(ZPS*<~0#6BPFOT$9{5w%^;8<_2QX5jinB(X@ewDfsR$!5ll5j9N&35`e
zoSH74)7_Of4nAY(JwL{`qNgXmgih8Wwzt!~8K5nk00IVC&sT2b*M|7k-rHBy+T<#h
z<P+^(r;Rn{xtY};k81M^+xCsXCm^0{)QU$PN$bjvYVSo@&gjV>O0Tx^*>Z6#T?jSN
zN<^b@=QRpM20<Ntt4CsECSgMyQb=WucDnuKJXWkQnHO@B53#7OY=m#-Mld=yJt>yP
z=GIVrz~eZ<6%&Qdnss?q$n_cTZ5>iMoCA^8sH7J+j7+i;qpLCLS~E^Au9=GG11Hb{
zT_1-06Md~DcbAUV)|uRkj#zsS>q_y8)N*s1-$Rv;Y$_52B>w<>iq+FzTXqs;j(H}%
zM$^H1EwX|3F(Y?pB$}4<!CFn+L?kBN`!r|zRQq^r$aE#TFl;U~%d2#0A}b*uFaoXl
zdSU(p`Bq)Vm3QI0*vzUVgrAl{(TAb*HPqY1X?JZL@dYTuKI7WCYEien7on{s&7<7P
zHkJ-PP;>80Z7K#oFY~RVr$YS!{3)YIjPePoOU&r@OR<OjjzRf<omsQe+}y+_IEQfG
z>yGuTG{lc5%*F;zPeJQKrMP(0?J@rI?l$fZ<I<lc!BdHc;(r(D8eXq8y`(Z9D1o$R
zt~;8?v+=e5rFK>j_OT}_k>s(*y>?0AEf{JS7ng7gndiV@;9*8P4#(cNV7IiiW&0kV
z95{>1TrVL9ZYjP*thYNMhMH-;ikiQRuQZPW+eXs6UtFeIVh#`=e_HXT)})H<rCAu{
z=W*)X^{;Zcf;~%3Z94WPYgrQjG24%P*Ms=SMmi3=_EmlM(g0v!bMohqeZi$llGs%j
zveg|%r{dea55{)d#iI~pf;V)}5)5(=<z3#n<6S#a(O}i1!41PA<8byh<$gS|`xT~<
zD&&tKDJSVznog!5CMmvaXFoch;Xbu%4y>9vy|Qh&El*j}wK#QqA$1FUq>+L;5mmMA
zheW^0Qr~BO-qnqwTt}v-l$dK-4&cMLy=-do+sUD70bAx4&TxK|xe|K=e8};&>0M`o
z6LrPN{{UoHD!nVN@Ic*lb^hr7b=>wimgV0Qr~FAS2<!m;Yt8#tr}&%?_($$fr})>H
zcKj%bG8KOC`qq#f3eHdUgX>y@7^)DX0Fz$-0Hv}W7Q|<f0{;Li@FnhR-t^QDqgj#v
z06Y`<R#iG0K(y!>91+mhmH49G^jTgRFXnhd{{X5dj=Wc^tT|)!uRifThID;Fw=mne
z`uZHwhUH6R%+zMI^kvSoVlmcq{&k$0`c|Hik*irYdQ6A)6|30D^)HAv$NmwS4mvUq
z*1V-H9LC3QV_wVSWqJHBD&S{we>(GYwQsY(1BE^6VX;!xoO%l0@T^{EiL4XWPv~nE
z7n5BdgHt{$)BFDOKcS~BgtssJNPtB(js`ek{HuvY;=K#vh#U0Nw1UC^0Hts!D2~A`
z&c8^r^E?x%&5yh0e<55rOb@Mkj)4IG0EJ_!$?Yfd73PYWQ`d?j^#(1hW$t1Fy9%{^
z9MD~PYDgPL6#XVG`lX_J%D>LKjcZHWtg7w*0G43?06H!S3E+JeJIz)JH3ai5%iyaX
z2*D=3cHc$t%HYLiW$p6k`PU!et3d_bq5*^RG2{J{{x#G!s`+RL95#A;)^c}ctqt2<
zJ5G(4$hEcr5%*(S>i~{5!Xl4l7_TXK%q%uaP>rV{vE0|Ae`#393K=i0m*pRNWgWh>
zwF{a;QAk}#tSNj?puzsPTho*M>y-Zh8mBLhJSi97@eZH=00Edc@}k1I(mT{GC33TT
zOYn4Hldizn?1=6Bmb2#gv*85J+u7v*0CL@^<zaMojVpT8EZeJqpW`2fke@Cq`9JN5
zU*>B%Z;e`4K2Dc--|sq)@u$kd=cP1j+}A(iWmv2cfzD+E^fkiG@uVO1S~nl<O`qf{
z3vY;5J}S6tDJ)}wBOYif#IeQ(KUyr&P<N54($F0B{c5<Aw;#;W<{aSie>#UFrYN)K
zXQwo!i+3D$s_T++%s-t>i=K*c>eZZ`wJjt(ZXE6d*mSEuW|%~>lwgPWm~9`OW#2=0
zEPh?7+FPud#@bysN;XH%xSC1lKgR4%KAEKXTyK3xt@Je!eSUAHCBy>aKP}jV&UUYQ
zTY2rLlgoRZhv~rj)7_zlGc1$FV(h`VHI+u`>msSjGx$b*jya$(6+0V_PD!Ueh!)A=
zj@gx1a&cD7DfUrvnv6E18N(c(raz@(%i=w6Pml*lZXjWlB`_RO%&g=Rwd{_I!}=bX
zX{VW8);Ugh5ct5W2Ho{+qz@Zu%HtC3EL@Jb_V=z**IG-9mX_m4*f2>|Cu#S`dfl<O
zyq7as**RY?_iGu#jQ)VuF|7$pmSoC|*Sw7Fd79eo?Pr)302F9r18=d<daXOjb7t>x
zG*N_HE3**HeNInbVNmKq<{3WGtF6V9&fhM<xD)H?Q6zS<v6A}gDWYz&GVf(R;D0`A
z7*mHel&ozz$wNiV$)}RTNwP>Kym=&lnOHMm=efY?RV~vY3~dxcB+Dk;f_q?-pVFk7
z3qt$gEO%f)(nM7cxXlS1)8@#)Zb|<303Q7Gt^K8{H3xq(6jG$6C1===SF@F3hFfV8
z<|hRtjmc7{j&su(_xvd?(%R8%($d)_V7V(B`HYR8xjcTgW+YjOihs0A6dyQ=h6f&o
zn|U;HOlQ+%wu#DYDvh;}cRc;$+aC21sVP)YsGYl-{4~FJYmiTEG}*X<;S%MJ7>N3g
z-Fg}=G~0;-NqZ#DBl)+c(g7alui;J8AiKP~NuJ@S5FPCpAOrOxwKX3-?KXshH|j!4
zNCVLJHQ!aiX&0gAQiVxAX`=!4Kkc1LTTMPCc$X(^kl<ib{@rt@+7o|oGsX_pNF&$>
z=h~!~P-|&^$~40&?f~2e`El#O#cW>qYU5J1U$W{l#s|z>?<wQ?Rw|v|n;ng)tzM)W
zUZtjuCFT>GaKx#KQI-ekRIM%i($k6U9yZ9zr_96YQ2zjA>UJJy+NZO)mmef@H$K^?
zM|%ufaXOWXB*IK5lEpAEG4IzjN(xPR1)O5qdy~C|)OPr_@&h@^kg!a90DIMSx|2+r
zDK6$=aIKRQMp;;U;B=|3HQQU*m1RL{k&G**c=~`S(IByzq`%Z=e=aZtEQ9ZZkU*+Q
zLM{=1BPAy%&n5FKJoXQMmlpO*ceR6)3Y6#59qZCA5=~1>Rke|<o!20!<$bFPJ%3EM
zP%I#f<L;?DPCqOk&aGW|w%R$>RuZd$md|`tRgC9l*l?5~CvBMft4(Gt9iz9@A~%XS
zk(Y)Zhtum=x;CrgAGiINSJR5ekM+ybHPhSN$9oFP3x-DNijc+!YUcKhCkBoAF8PzO
z3w1Rasaw*bHH$PvXRliG?;NQ*%qRYs59VvoO>rJHg_`~uG4hze&*E#pE!MGd+~p&Z
zSkK7pKN_4}$Uzb+xW+O^G>Zc_MJMp7W3!e<+Nepdr(DN$X;kP_*-i;t7WzvtK5xi-
zRL4ieB<}s^w@SZbH>tERH8-)0yM{S6v!&~o+GA!3h(q^~@}zoVs|`AA{liw_(?A)N
z;-yoQb~c6<QdWB!=3NtA1I~;4I_&=d%Sic+kGSnwxBefyusfMnNL!VbGnF)^!~v9G
z!lkv;uPi}Sa>#n4at${NZdcW1PvO|h5s}*!A_fN_kyh^IOP3EEK3P9_4wVW9tfd<r
z$~Q$%8QhrsHKyBg&ROP=4o(|@fAP{Pw}J0qy1#<m-;rZ9B|4rQILN4ccN;aXlQuR+
zB4~`6{w>7d`(m(s4Rn@1In$lk7|ez?J&0u^`H^0ATgkKIv9oZ*zf(I`-3Fy~8nN>H
z^N>1m)A`oMw4yjHZh-j;gP(3c#<Q<r-=v$MGn<pi^fddM(R1N=?b(N&Zy-WFRP;Zk
zZAPV|W6Z4&f0)X;P%hjKMsg{1`?G6s81&9+J8)WHA34u@iN@I&dJ{rzd&tG_W_H@q
zieC>kz;H~Y0pD@|0QFZIfTM;|ROhJRim|7$dD13gRlZ(N12l~pMk;$8R+5)Jq{xrC
zCXsXdTTr!|V@k4&3>g$QLFv}6uZXobvo@<TMG4OlpagqnvM-A7gPb2IWS^<0!EG#q
zF%K|*vcS<9wX-*KsU0Hs9UOS-d8?X$jA-`ps)do|Ic)Mk6p?B7ZrL#uUhd>7uhgEE
z1=NvAFjFt?A{Yd7yVnEjPntHdoFO&2U2G1}(@PvGd$SCmpz41rai34MKe>&r9Df|Y
zD(C&t{c63`t#c`0yHs$a&{c66W56|(n&^!b($OPs!%}<bt}Q0oOCK^N#s)`Gf$Be%
zR+`Qhfu)Xg3I{01=TqtL^{n{hYios)GDMM`!`Rln>_~0|@sIRd)h{3WE!}>hzf5}6
zLD|`nJGF9+oPpyopS-7Xe^FM{u{Z#lp(=S~I*xP5^{bW>&lSXSi7>x-WCM!Un`zj_
zYU`NQmBqfF91cmEMg*xpaeY3g`Btu%sa<LI7Z(<Dyk1KrjH+<0h5!OT6InWl^Q~>}
zhu$QlpHa{159wBHRhq$|!QFDjSKn%r{PA6ojBjrvC}DZ@mZwB@Jt8N4PR*ne&VG0b
zW62HouzU45$MmSK7~9=Ja6ln;hr#Mp;QoU@jdQl6%myrctfXV`&28xy15>p7E!2t`
zVm?VE46q#u_v7-XYctKQN0VC}1+Cn_U^dqhG>}`#u%YM_{HO4&ulQH%{{TM`{&i?-
zI)B+9m2TAit%BTu4q+vG=h3<2wQ7H3>L2sc*Z%+mBmV#zB;xlu`D#;ki3i8!&yQ?>
z>=_^ajh4Kz2*KvPPvh~&k8FSJ86W<Qmb|GC&coWgbL!)=CC&{nz9kGh8d`~u%xR=H
z&5++9Jwd3|fRa<%n*l9sq;<wAv99km`vXemjp#J=tI#L<F8uW-s4>UVu0bYkHso+k
zUqb>_2XG&aO$wH}jX}XKF;&sI1fJC>a+0GCFu?w_AsxTkSv%GHokCczmBSJWsrv9M
zDc9u(+NQlfJR}ui<tPMu4xgB+wxN4O=yZK;?6o*1$z@mNbBu$<dS#<Ss3Ki?KsY!V
z<cjea--RN*FTpyjx0chxDFj48UODEJ;ib$}k3aak;fS>#7x;S8DOn`cAIT@EjAU{L
z=4;11L!(~!b6dL7Z$MdKZMj~IJ23VlzJu|8*?uqhSj^bBwuVcFB=Dg@B-e^~@5Bei
z{wKQCk}(_^5kjDHP;@8WqBmu>Pw>Y~w$;3Er$Kg`;!<VXoMfoT{Y8BbsY&Ka=bn4l
z&0Y!Aj+5f;GT{ya&ZtkQZV&UXr0#&-_)|*knY$wf^>Na(V26CWn>$yQKGnH#33F6$
z1a>y8T;a&e4?);{Yj~M+T;sLErt|<hFF%hpl*8m>=qlCRhH0JH<dapTAPv6U(`QvH
zSfR8T3i|Oy$R1MAf7bpq%bes7O3j)rn9x2<)ur07mpv6pHCYD&w-ZKVpj_V1G*HB0
za}X_-kd80~OpAu+p58V#AmL9m>mQb982Z$AgEFb(C3*ZRO8{E?Xz90~%DMU)EAy5w
zpKLFa_rL)E07}aqTJxONmHGn%De9y!AEjmxql{4vh^pPjIR~XMsXPHs#VkWIfIVu=
z3$Ttpf|2vi1tH3uD4=xdP|cI*dOoM6>KA?%v634p-4@yq3MTF2Z?~m!bHgNT;nCH>
z-L=$%@4>G|(tJ+#dNquGb`>F2!94IOx|fNdzqbo4D&%&P3>usw(y^SZWcXuUxO<pw
znoz9_X9qakxb8djuSd`%)1k9(waOl60!~kIa0X3z6`zv2+;c$}mcK9x4+9|d_O6j{
z3PT<k5*2fU?_BkwoQ>%G7ClNyG_z+l#2Ayy2PzLFjCB0PaN72XFN&BpopO;qzUbw_
z3O#tq$;YiwwZ3JFK(0pU+rPL!(y-ISm$tA;Zv!H$5*Y30C#__nmZtRSsk<G<gL7{B
zWLEG>WH#&Nxjwb14mka5jPP`Z-qvX(NeW8%4x=Dr*1KIe!*y`GolI-<Khn7+8_z>3
zu~Cyq>NE{BTU-ACXxt%ZBQdT&TF3Df#<zMMV2mt%ls7fiCcR-SYZy6h$}1nlo+!7`
z(i>}N(tT3tf<XZ6Pjl=m(t=S*BZ^-3=apROn%(8!kd`yaD|Eo)>zc~{0E8aq^I7{1
z&GoEhMr25&-s|nh8T@P2yiurs!XMz7<}-P^rO3n0+_4<v&<?`9hr{~f>DqLSB#Lfl
zb0n_El1*&eYeStvF_GM+gW=r*$h?rm;x+lCm*yw)r|9EE@eD3(Y~YY1ZDsO6Bi|Ll
z-S~`NO%!r5Xv~UEdT?vj^gVtXT`dt20mo1<YY9e4YR=kLmdMJ!_<Lb24JE~j+o>H;
zkVoJvnwR0mohvtydpZHeFb#SP-XfYpaQGF?PpMs9>Ns2C5tt8<gHbAyiP0JnX{KiB
zzYesGK4UbdOQ$C|kl=n*)0K`e6tW=fxdZYQ4zG7Du8(y*2wF(uW>7gKfJm>MuC;sH
z%ci-xzn$e{lH16~_*F(SsAbI<Bk47a6URBB<bna2W{n5?Oa*vOf#QuwKiEyw@}qJP
z5=r$Rmo?T!a~0DA3{zdP{urTV$FDy9eTX#G8*av@eU8^s)bvZMIW6ukR#ast_h7a#
zdX76+Cu2I;yoj<h#z=0M;Ph{&ucc28jjmke$EP}Tkk<|q3_3OjPa~+VW5xG+&xS9d
zvzXhjnx1O;YFJ?Kz-PC$YZV`bJCQB<j>_KpdG4Z$1qw@fZI7F4VB^1VE1;UyE@Fu!
zylCB98=^Z^&!O}_$JV?e^HkI%du2<zfhh}~cH^D^$MvsJvel+bbr(~IoFG|A97)Gq
zdel@(I-5~^`VwC0x`n;KYZVtP7=<qQ+J~yJKX`ll)Cr*LG9#njTiZg%aE>+e3VtT8
z>H4bO>PZOX?QEY=D`~P%y=CoX(6>!o=Opm<p|f&$hWN?=`H2|(tDn^MEn7^~BC^$W
z>!h{VNO(rf{#@67<;OVP_}7&9j?-M#wMQ4W^8vhsA#$oa0YyDtthv>cV`NdATGN<8
zx%CT~71+(bTmrn{57N2oyOz1SS5=TAx5^odW18!&ya#?@QmeF{dFxvCei6B~h$PTQ
zAn(u`>GxKs<#L?&BJri&jqir+ErjaVQ9`7EdU4Xc@e)WF2^WuA^>6q?G}*s-BFc@_
zsD3HU;T<%B5r`miI@Ct2QnMSSCi#y$hf}(a)ve&(%h-;>x*JVd&VzcF49_FN$~W~<
zjAFWY`~d50E&+xpTcb$9b6Fa;f-NjAnmfB`Ld3+ZZ<D~Mc*vb%dGhqdb^Zl)TicwF
z0a4fMTz~@=)Oa`pd2#;g{{TAO>~p87x8j07;UB#Kj=sM2<^8MDd{P2w7i;Q2sINCY
z4G|QDPrg2)wMH|8SxNWT>so`Hb5tSYKZSello_-;On=Y1SAh<sdson&A6?oVnDv1_
zkgTWB(j7~Xj48?I6~g$67XHK4Png67emixp^8`qJYr{346>3jDp<wbUh2(h7SGH+G
zamnalAj!e4EhuACvL3Ui^QsAswV|bPt61~@04>w`iqV;#+v2D^&kj1M=W_o5O5jbC
zrL>=P{D=8hcjJri?Ee4@Nk5mrYbP1?uP*-pgw7X%(d}dfl!1l@vyJRq+~rYv*Gu4K
z-Qx{3ddPo~u5vT-=hnJ^0Q2KLFn`lV{{YZyMoQe=__To^O9LE-{*~t{yw|1tU*dfz
zW3-3)SDS!(=9G2`9+~0v{{V|qsh-%A`d67E=QZkD2OkMFL(_>rrFo694Z9qQA~NoV
znb#~q2OfI=06NzAfpa~#h}9vL<52>A(~nxCp)dSY79aK9f1O<Tl$h~2AN0XLtsO(5
z%?(>p2P=JY2<{~!nspobf7V{yH~Z4D{<T;ywKxuyRuJ<fulJ;L^<zi|N6pXIngY{;
z@k~Mm0PqDVI6Y}_b4(!aqyvk4QtqZ;^G;RGFamh(O;g1`Wi?ld07H*T=sX$!03n%i
zkM#%nioj*AgTY{(W>7Kyp}&}@o3u-$z4UinmcTjo0;NSG9EBc(lSrXg?>FEn;PLV&
z;%kmmdmf62@X<oMq-8<s=Aat>m@Zb|e3M8{0>Zg9ldEYLnw`>>xY-yOI5nxI=+?Si
zc!hULe)NZuYTqJ{na?FwbL|v#dSr22UI^S}M>|ghiqg~{!-$V<B=M!wFUqkt;yuXi
zTo%6)M-n`&%A+_v39S7VNC9*9eX$NqtoX_F6_2!vjgr*e)02Gd=x<s0QpRiJC))nd
z0nXNJDEv)m&!yg6YH_8@+uFejk1OUINcQzLULO&gZIIidp(hHeag+UPO6th#3lr){
zBryyCcmwN8*veA8wkO-h8b?C5vj&N$>2peNmP^nv7!Df^>Ok#WR62#^(uG@=V9mmg
zb6rLLlcvsA-oPTtPS%KWKBLmHZ#4NdyR^2P`8%*<5S+V=`t}q#&Ml~H3Y992N_&z<
znvS9#OV-3`!7Op~u9DMSpTnAZ$7vY2g}!HFkOO-kO08vKZF6tsvq1stxydYl8s;^9
zTT%0FG`}q+f;QT#laHvuu1{jr`Q&!Rdqm)l+D(2<YTU<kwx%#QENLJoIPYBWx<e3w
zV}()w0D)H(&1t$8qp4?M2#NQYw*XgLVd5)03jt?or;YKh#*u(x=hUBi)^37)wB6rR
zf;4d#_x}I_4Q&(qMH@w&ySjqNGTTTU0raSC?r))rNi}I_+aD;XK_@&OeJY-@EP~xH
zo&L}EmMXEtF}oe`Dc&EtwJ9+2OwzU#tjnFC_xe@AMMmhU!lbp4HkEe~p5ftJmu5}5
zDZd>1f1YV|Ju>nLR^r4kTxLZpw1ZuB&XFCyjpf5~u*hTNt`|M{#bnxea#bsI`kP8!
z4hJkb?V6~k30@>i_mH%VJr2f8s4n;784l6x$J`2z`r_lmwx%&?lZkmQ7@T`njpW*v
zpK?64+M}xkIBa{<&x$nGPb%p{y9^(fDV~*dxvI&|D^b*|8VN>CS&q^5JG+e_O(lru
z?jjME9=J5*)~*eUD{1pI8?oi15EiEw^MME00!?kO50X6N@f6#=eQZf<`I6c;P|FU+
z+|AQ9Dx#OUswy#U^Tx+Dd#YO6%Wp09rNCkcWX{}UrU~s)E}5bc9sR>f1D`Pz9@*$~
zTRM)j7OSRzpj)KVXXG*_?zK|Z!u`@e?HkK`bFhSs%AAb#z^zmi7d6UNWjDy8QM$X;
zF85r=6boips<UAfk4}2k%RNxNlUQ46rP^<o5%bTt=~hOWXl=q=YF5X~C(A~Yu6pC^
zR-m<-#dle%1@Df(nW^TSo~uI{VdD<1Ga~CqxUj=C#ZOX>I3I|vg{*D-MW;n{U9IlI
zgx;J3kLD^%LmaF3zGL^5y49!s*+h*nq;y)U?(tGx1xnn`G80HK_+L!9mj2+$7(0|F
zJk{$T6zSTMZi-L`xu(abi>qgj;WtL=Ln$3adDgk%YuyUvt}F|+t8_in*wz$%l}6P~
z8KrM)3re1-^_}6A5Ws`!QJUhsBdlC`BFg29<dTefk814KETH<=En0rgT&GnzsjH1{
zD>GTqq|~gVmN=dEwmwmuR+|h~ZO@J2@YbT1bLV5IkmK_HmD`nn9M2Vq`n-LmuVb0T
zy^FL`WH{i0ITYl(wgW2Q8mX!3P-}X<&E2;M&HXA7Z0EIoWNSF+kEg-nU0N}mR*bcC
zAaYD|;QCTQbm*sh1CEsf+DLLmIN8XfBxZ+FP2B1Co~XSY)NG?I%|mk1GL4^i+N+34
z@<mxmN{nK!+Vdu)btL5*GNL?*+|;|W0UR}0AtdTBX$`*|R!%P3JA#Kn5>4D~{Hj$7
zIsuwsO`{m2X&pGD)V7tZXL!Cx{{Vznm_&&k%J1WqQm69CuQ6iqO0vWZMNZ{C$Dyxa
zn@*2Y({Jr%Awjlx40<VELH#SoCQY(3hTIg_nOP-KpA((Z<*wT5Z`hG{;SE6vCE;a!
z`)B_E*H~AGW0%>~F#KynLAw#P<%^sp>;@tJ{{U6}Mn4*MsRFi@XFo>@ROi^^AA$aL
z%^!8Nc~br4Z`C3Tcz)GvCySSd9$@zD)l%j%mofq{LmodGEN>>TxLb%@YmAR#JA+Gc
zbk`R~VycATZBc<+r|#Iv^0jxk*jS^69YtTAgtN1O^0Cf6GtEIAxR@7*1Y?!%wPxBD
zmE&A>J5RM#XQheuZM4dF>x;6zkwD|=Rl+IhQ(Z~A`et9dy8@5}Z)5F7jG4PJ79qjO
zsr;z_02*S2&I{w*jw*QV%Mb+6{xShnteCl5BwIL^A39rvM9v2UllWC>?xIxLZiEB;
zZPfn&g*yAnQnAM2!28TP6YW(Bic*(DM=NNN5y?5p$?sblD~rga(xhxOjlS85`?BMw
z{0MRRRzV6l$P}vkTr%)SL+MzwDCk|gQa1)ttPddeJ^uh&NKS20`=gaV%zs+Ynb%yj
zHz|+p2$%gKKj)|)^3Z$wkH)C!z)1639z50gNBcvO{YT?h8Qq7o`;BWG#1R;#Lh!x=
zsNnk$eMj}FUsO-+%O52ScJ}0KQgfeDea&LT+Z6USDIu;^v(9U_6*fdss_DwlW4Zpr
zdu>hSQJY|`GO*}WgOBH2^`o0|>)mUk@b`$7+6_AFgKsg|3I70=Y<LIru6F4j+f<qd
zU9OT9Bj|BmwRv1`6R$C$Ms!t5UouFJ*)CuWk&Ww);Cg-rt8A0eKRVK~v6Axq3wa|}
zgE=lh1qOeo6?ZmY^aVfn@Yg-$c&`tAj)&v;{{V{i$Ns^Q{{ZOOYsyCtn)QE={{Zqn
zSpNXnGC%zrEqP8pdh!odY)Akk`&2FW%}bu2twegzQ+gVfnfp0I)NxF;&gs#QJ!#Mo
z8ON;<E+=#9DI{sojj@WF+x=SupIU+XnwH(j9W#v8nDs57!{ZezjEstiFda@!I2?)t
zq1#%4E|+a5T*fke>StZ{Kwxf%oQ~l7{S8v^)QxeZyhMMgeXH~%HLDz8B&xuW_!z6|
zWpaW7q;<#it^WWH-$|zG2{0|?u)_h|R(y7>&5U%b($8t5SUvUYgoZzCl6?oMt*n~V
z<Z^ehL*p*0EN-l(iI16aV=cZx!2yWL{IV;=jEqJU;<|4d_^td^bpw5wVTRpGN0X9N
z`kLh##xOpa{{RZ+wVBejM6ek?)e}GobUTy|xg6KkHa9D&X_i+@&z}NF0Pm5S`MbfE
za$k6s-WcQa9hLU4ugYuaKMUEugW;P?3z<ZhFh*3I<N{7`J%BVvR!v<Ie(9Ff6igXA
zu;@OO$!pU7<VJe2&)_R^_TWbwO5B0a9_O`k7xT2!GqKAt&2&L^Ia9kard~}`laftd
zo6@ODxExbwbS0rzA2w<kM&=&%WR4Gh)e#)lOx`-6jdw5@=DIHwd0KXh9*&I7JTaD;
zj{q|P@{eIvbWJKt>yp5#MIX&1kHVn$sC-p>75=MxaR5G3XRmSwGx*~;_pIfqyj8V0
zON?!Wy$J-<>>Mo8zZ{LClHoIGeU51~^$sP^pf!WoYW(Gk!hE;n1u6zlZh!jKj`+_6
z*3PU}J5-OMJ4nZKj;HDUYY#lqr?D0Eb{B!kr(2We15uN~`cv)4&MQW9t;=Pps@xIn
zL8R!wQZ2nrcyBQhg53b`PHWxE^FQlU-@|&pl9v&JW06Cz(A9O)H89&-0D9)9nLea*
zBV$dtU+pA2@GwnXmg-G9H%pI@yB9&8O4SWBM|){J*(5CIk6~R^jpo22xs4}-`>vs}
z^sH(%d!pf1+8H)F^b)#8WdM>!3CC*8)Mk<!xg4SL$;fWlHQtX6Xj+)wmg<ey<>M5`
z@HM6YNuPm%xMvlLt52z_t2MFG_-4)t{6B2gGc3usoORE7U2{+xE}BLFnomxkb`_JO
zcyetre>y!vXsx69rBpjZ4^PIquM_Jns%maQB@~=<MJjP}=35xns_o`>ejU_WJuXd7
z<-Sw|jGFW4{8>Hcj9*uFEMj6K1oRcH;~h);6T+6dY;B2Tj1~jlyxPWPiAmlvc{SAt
z>2_l7^gR>CJ}Q3^Sw@7MASY=(>x!}aR-ttrrIZp+aUsIT7|AA}lTivj@UK$%XqK8M
zhHf>+iB0X}Fh?VljB$bKlb^^|u!^;bad*2hhr-Vi8*e&kY~Xxn%4vyj#}z%Lhl(_q
zw%j~!0mjuJ;C)4OF?f<o>xL~U>(ZZhaU^?gBj;~X*oxM8erSa{{?1w)t?!DpeLhrK
zZB#3qZYPT0&=K#1ce`O3=P{-;^{q>-Cdb5jKg)&l215bLF#iApR&)&z=+;Kq&SuMG
z9k>J73iGC{toJ=7RlQcmyfJP~t;qMTM^*SsqUv`Iac?ZPZ09VghFtoL^sdM<#HE>n
zs2L>m73aPn_@OKpZ3c}TY>04XlxKI)dQyv$e(01r&ZENr01otT49)hKgWO$_k2YL<
zp!M1ZO6yi6QH4-GmE@X##p~F}Tm3#6SGkCkKbK1AA^5qWy5?JJv_6|b{<KL=?pmX5
zj`S!UtH*vX&u=e?w2NVenkZSAdTwEl<yu<L##=aT*>uYp9#SwKd<7qedf;pp`(4$f
z)h}DkySZ$JbBuaox5LtIS9=_|m&+Rnz8$)~oh3&|m}Bo|wXdzUyJ$oC3vq$>qBuX5
zb~*=#E@W)Zn+lu|YkK=mir(1pI2GM0ROE3}t5TlFE8y)W<_O<V)BqPU3?zB`i~c6M
z(;R?gqjTSBu7AQh)s3Ht{>`aB?shvxxcs}vO#ZcFT==8D?S+IeGyvc+Jeu>WQ<9rZ
z^l8`Tk1?pgslgcasL09txvp#e7F4Q1n%)U9)FH)KZ;0A?jeN~L8JO}EjtADK*)(6Z
zM&<`|_)--IsK_<Wua2x4#``yoTey=rsbKMzk8v_YB{8!c4dai}rNT>6)kMvfg&6(J
z(G9(rxmKN0DDpSHItms<bPlc<9zh3+X<&ID&Y`;^^f^Brc&0r|P)loBacKw0p;Ulz
z-nhG+KrOtH#3W+MLpIZj^`?#~56>E$dWz21Ea6=O{e)^UZs$93+O&;(G^}$}M~tZ$
z=DME-xB6Yqf4V=Na)9A$rtph@q}+eHKb?0yjzzhx;*wiSx%Xe|UUU8x=)NaE@hrIi
z0C)P=oe$|wAjMzxi}kHltfBYU>sp9ui4rL4eXHny4UhPe*`NAgzxoY)@DB&+UqbkO
zv7%Vu{{YJcC-N1P`WFtSjLWwz?O!x&5;5@|^5kRfGJohszLmIeEy*UnXw{T|!b5!7
zAMx`i{)A|zIWlO+9cxEQT<X?bpY`ed>opG*p{2GpTR-~lpU$n2k68Gc?!F3;j_nxd
z>s}5nr7gFPc&~Z*pflj9Ki*I0Uq7pDZ2B5h_8j*%A|D|7S5M#}{{R)Po5}wGSbvps
z5jJBVL0w0HPyAN;Zhz;Y{#4kJzwv`VYtn{tHox-~=dnieZrH4LuH%8w4(7cp;-!_w
zp{r>yTOoGZ+5Z4%oaFir4>iWgG<IqB8wL&o12n*YtYPWsqyGS}Qyq$twWN5jOtSE0
z-idOz8>ikp#E*ps9<_l0@bp<8cA(ijks1%{UH68JW5Cz1DkE*)esu?)J!^uUBbDAo
zjTS+Yr)cX<ZYEu_z3|nY>^C9xGVwTYHl<wFwI2$2gHiis&Bmt#?F)sCNaOMMu10H#
zt_rM#5TxL31Fv3{+v%Ph&~NN5u690TUPDZHJqY~hdI@SKkKnHjYobACt==I_ZfR{s
z26|+J#aY$96CFC~ZQ}73n9~*9Bbkh3gWo5L^bHroI!=?}sgeMS*DbvM^DKG+UU%b*
zdrRLHT(q)C?5AM?$pdH{0osVWjKI{q39spJHN=)CdvVrlW)iRFxy5t9VM(se6u7pq
zf?YE9?$T(aXqDn~$l-?J`2Lk%;s)_8rQ=HkaqG5g<~fN%i>Sv^K;wApk&KFW1C<M&
z)Yo60kY}E0I+~#l3r<z!(**$MGyx_)T43Z*K&Zg^M-%||99H*(06NT|=N?0J`ikdI
zaa|vQqcZD~s{a7b20Z$1T8fJC(9)B%lV^CLN8M4Meris<vHUAe*G+{}%(?RxFfv<(
z0DVnmYQ<7gx>;+0=Mj3Jt}D)}{h!2oRNp(aN4tpPc@GGHmikvIFOBXaZ}e!w5O_Gr
z_N!2)vmMLZ-dq@xbFtCK82VO@nc!&W)#4X75dEE-?<)hJYSRy1mF~=On0dQdl@fh>
z#P)HC6{Y!(!o!6J*0&_^E!-L;a?N!YOh^Y~_}8LEq-okMh?YrWj@~uvkOg^Xj{Hw^
zd|-PvXspqgDs<ic(W-HT>Lqn{Vb4+&z1>nQX}%k@)8$L3?;|&e!IN_30Qak!=+@fY
zO83_5W_W+I91-=;HRlVj>Jqq$7Gmsh0`hC7(L6tSs9nV-si_E4AnYe``g#iMsZJ1!
zw6!?s)U8r!&NfGB;aDu=w~^tqnnxoZV|O1@(y)9%tt37t@--`8CN)43PPhlx+cmkW
z-btj#_G>GYD4+nz(zu;^X1?+zy_uwP2wmNAn)2gPYjfO$BAxAfo5J0$Zqf@SSqrZ3
zHCrmH>&0&A{tdSc=1UBhGM-C61M(G(;SEDi@azk9C^DqOV@5eEj`h?{;%!4-jo{I3
z#jHIH@(>T<@9$d25l&I}wIa1TidK$@$MFcT(w!}!0x1~&_*;*<J^k}oRyMDFe<iJz
z)KS}Ka<qyAk?&dFBh&T$8e*+`BU{SZ%yMUw*!Rt8ctb+FTd1yeMk@hfknBri-_Tbz
zY8=VVI$Y|7MM^u|lz3BFA+GJD5)~(7$tK+Y0J~K5-A7Peaw{9PMlRwv-Z=pK*Q?EK
zZpr3Lbr+U+RaOT-Kr4^E@bs5D+g~3h-XK6t%r_hiX9J~lQ-g##Z*$GBU)t36lhECJ
zJsL2cWFKjCU7@5TfITtNvt=hrWEyq2Fx)-_G8~0$bqB5~$*8rkBJSNKW$5uZ`Grxn
zyua7=)%!d?M0V=M5R8oU$^0`~)KI4dqcNjVPH$AvOJ0Xuk4w9dU8_SNJL6IJN3b=@
zX*RZZ98DrFI3-VC@UG)k)o$QFV!6|TnGVAy?5;cFv2`B>*~Ucec8TV4v4zRUy=#ZZ
z)1dU~bK>&an7btG#Ij4fHJLPt3&EVW&TwgyT3l+RTi>B{C+`*IewA~>&HaNkgiNw2
z$4>RLC7Zm);aGzF<Q}z@rtuS#M_oEE2Tn1PW;UT_`dmnKyH$k(;9@-I-<rX?(_rx|
zBwS78Y773T1=@@~J&kDifNHvZ$L=nq@+2FAHy|3KmN#v073QITZ*GsuDf{Q&1Cdy{
zdo}MJF}&U4bC$joxLsB|YldYdv6kpP^Ind!&8AxjV81e|jAB#-e~nzyp|aO>8D_YV
zU12_7nm+M3?eAQUvEi*qD;o_(=8S*KIU5c59`$jJTC18n1glbm<*4;7>mDQ3;<H)p
zEn<5}_>*ivm2Y#7MP^w1K-$1hZ5{_w2TENBR@Jmi3#&x8^JOP~$6S%eIL%eNwz}2r
zmge>wJ7Xx^r=*`=2lK7zROGy7u92I;`)_)TwK}U$A6QJ$qbVE6T!GUy)tJ&%D8LX$
zPSxUZY3~)lju~Q|`8bT6{#EM!7oO(pPeE{u89rUaV<Ne+wCSr(ny_J`S`EUkrR#kP
z!rE^-D|A=&QOD(1S|A5bm2qQGI@2634SBMYmaOfHw#H+pHN^P0>_<{WxJcRjkVfoh
z88zO@6gEY9ua2x?xz-X_RwZCn7(eYA^>TOq(0O^fy$xN2w2IM+t*mIcLAz&jS4FY+
ztp5NC*rapZ#(}Ycobz2!wDzxC8I0tr(e%7OD8~a8a~N9?dYX5Ved}ZFoKf~qYUfz_
zcRi(EDH#4iJ*hs+?OQ)&_M`0B?N|Mwak}c}O55YLKgl(uumhec-)Hux{h=f$Sj+o4
z^rP&@(zS)ZwH`-3DLi`*tQl))9F<|i4X5c|HLP2`uBUNs!v;4i)1I~OVh(y&3*%o0
zPjz)Rt!&ZxdpFDp#?l8T-=$*lJo8sPJl>nF6ywnH<t&mbp~EQz5!lyVt3<ax9{WT}
zFj;OF9k+1b`0%b;bX0PKoxMq}hfbgEUJ<&1n29aha*^Fzs{JUd(n$I07EVxRB$lON
ziIj07k`L3Gs0YjkYUtxZC>H60&Z2lf-vj1f$C|~wfJ1UZ=VN@zeN@%LS9T($J8HHd
zMrdW+tW}ioM+8=>)+hTrCy@sE20Y-HZ?C3(@mbeOR^aE2%B}f;X|YUV;DE?_sp<a!
z)~d35nW;6QX4*fJX<0Wau1G&xkzur)WhH1&aO;uzifp&ud<z6ItTE?vDwCEzq@KUh
zqC>RtTd6IDDO*HL)`&V@TaoLy{{V$mkVdC$XMd|=rez1_1CIXG!3mYHqmxOkNN=JT
z0^^kw)<yKGB8<o|vLPq2I5i_#&IU|p9-{`0EG}1l3S~wq3UQjd9lEAkb{up-c|Tu4
zQNxRgS~HBv%AZ5pqSh;x%TgF7lG;U<DH$D3Rg~a^Rt@t>bhC)jB@MeMFc^<+m0jW?
zutp6=P^tP<xPomO*T|+txP*S@;BOf0dym7P&Y&z;4ekX#+D1!VuOFFjA^W+(Rs*-8
z$L1-P`)+Sc7znZriV5g@e!tGHGH6nVG>eHLF%qPPQWzie?_EXQ+I8cmuPw}R$`DC3
zC+|qWcJ&0;9RrnOtUrW;Dfb}BV2#}d57N6KSKTHxWlcJ7W@y>mmh$AzdlU7mUS-Gk
zs|v<KBPe(v)|c83_p0GLtDG}VGCdpP_|K0lf9x3_{*9KrtPX3`{y&^}_QxOe43GZ+
zM$2AX&!u@ssJ04e8EThiMFBox^{QF{FeP7b>57sfM4PkLn96a*I1GMOHZI{h;N()M
z#033lljd4-sW$aQOLBC<P(@0EieyQYU!_i|=~RinhWCV}b<~;+ksPQ=UvbdaY4&lN
z;52)KXQ@LrGBdR2(AS__+$8IiY|zooIa%DWwy0ru^8{EzORxkX$6Ovb>s~kFtzznZ
zMc{{3mr}Bfjk3)U3LCxv<MFR-h7_JRic}99f~=>Z9l`dg<?zOptXo52J)-@cB@zgt
z`4x!h4hJHKCt?(%x${hs%)`u_K01ytF;&=aZU6(fHT4IIJO>u5b8Pp|4Yq}+z*ySb
zuGgDr&I#xgV;onAX_{S@r=xhAU%81Qjs**E8Vm)JM&J)%Gf~ZSbf<Hn_${Lwooe?}
zEAm=Hv=Tpw{{Z^guT;BWtj9P|b6B4R?X7LTAI~#3*=}x}F~?1yWBJz3u@lDZgjLeq
z=EOZr9Y*ZPNX`^=9-sYs!JOpQrP2~jWlz@?)#PCokwR0?y;Faf<G1sxb9KP$RoOtP
zXzQmf2w89`ikUg=Dn=!bTC;5dbI1gB=CYEqI$-ajH!Y8m;M>5-fb*bM2LzvgPzUQ=
zx0YSbd)IB^3wK>2z+2<&YZw?``RV*w_pVtX`MK>`BcfVpaTjR95~H?r_)=+#e7T>o
z7^yB?$RupzmOsv$q-IE7JoT=5Y-qkD$n`eMDLr@tKA5b-fH@U&QTcTV10Sc-sWwj|
z2Cf?zRetjj<7ug&UZ$Yuy;_8PqN$ljaqc}SxbIRq#YS6-mRaq(EMc?_JTm9~9zNgf
ziha(BX>>kl!ndg6wX_W)XYl5kAZWrhtYj8!brpJTCh{Mdpe292oQm^#J?7E6g0`m}
zAA+v#7@KdIM^fAY_|m_FFXQU)pQC5`SEq$rT|OuijsZM%CaKK}J75kzmAn&sm{f|6
z$DP~hQ`$@mnFc?)E1|MSoz_1tR?n%&^sc5G50`W8RUJvLcf}qhwbHF#8&W*NFk8Jp
zXBPEFNww7Hyk)ILV`_B!M){lXwsV@{bZdXNYc|n0+~2-K{>bFi7uS+rTs*QdC5=fH
z*wQq6yW_;NuaOpe58^+_R_ZD$$j6z=Mjwr}hSjy%oFCn*VMn!dWYF>%BrM%Y%{H}4
z#-ZPu^*tX{jXX19Xp*U6Z<b8p=O?GFd0_o(ZaJh~GTLNf88SZrO*HiyS{*fw`HJPf
zYz@`h*xe<}J6Pu;yv_@SxrkgwaN~y`*1Am_P}s|p#dk){98-@gI~^wE=~|bQA;qo1
zz$f?{v97Y>SS=xWr;%fg23eTk0bGCX@2$#`GDlkAd}Vj6Ey}@rb0n7d{n*YIisHmj
za(u|^!q!&hlQn#6<L|dC*lF%k)1%4I%kA{9Hj?&6Z<m2qO{-6bk+}BlQkyu0V1tvK
z5ILt$43gB=c$a%bqPKGQ8K;}4VStAwtTZTtkQenol|s$|Ar~I!lU3|cmL_Rh;-V@)
znQ%ie<R@YEtvwq3pI)-b$M2UI`t+<vCa(B#4BjQvW9z!%2kI%>$j<Ig?E0R~Ld3@y
zCyK?_<k<t0>02#4c6N;<i~z|4HOY8_`De6eLy&3H)uTGEL&rQ#c_p@}l16YrCmyxY
z_-jPa{8JJHX%_JC(1|gV>-4T;#J2L>-vb)wipsQIOHH{+?M#tKhar&T6_z3nO{6+A
zQAqa9U*YG2v<ozAv2i5CWw9?)=qrnpLh$v@;R9XT9@#sG=bFo(#+u%us5K}S>5yPM
zuRoZry&m4{QnfP}0v*I~I*R3z<X4kARYdelQPy4y(`R6&`JerkC;3-HW#Jtn%aLxf
zIPSu#TIly{aTJ7LFC%f{x`iJg$mbQuTD!lx%_FYpiDQl^!XgAk7y)Ul6dv^{91?S%
zN?U7ZySk3vJa2P>o|S@>r0k73t+|^vu`RZv1%-@Ji<uP2_Y$aoDF^pd@ssLvieC`l
zYH#7qL`kSzx*KT&2HS!*pK9wQ@PwL2h%Ge}Z2E*IFD3lE4=+5H!Ry+w{BdP$+I{`R
z2IVF;az*8wgym0B(!F|kSxF~zhIO^oA3JXOYoqX+?Yf`c1!Sg;eB*>)&b9PyKKjB}
zc7!(Jf%8_+VWU^XtXoaE{{VOVE6>Gux3;&}@H}lAAaRWE=~-#u>CfJ{jD2xQXf|@|
z_lMTB6{~%G7|d{Qq6gD%YH0i%hmY-42mZO{pE4DWbUsHF?|L=j!=c#{NBn!Q@~<sE
z2nd^wrZMZ}n(AS_jcj4IYmxhu3At4BkF94tN{)w7ajizs72U^r@V!~5{@T54pD51f
zr@eYo8yOUnH0_R{3V}2a4&2U6wwEQC<dRP`MoA5(&p25I2Q}z^4)6r}ycYVr`mL3f
zv~C<MkCz}HKzRIXQZEL0c5W8Nf3D;H6~gLTUCo{4_)YLZ4DA}LK2IGpp1f1$zQVPS
zV)1->9=oHqmUXzIB(7alH&1NW0G|vzJl}i7?f(D)g@5>}<1Q?&?d&1Hke?!ARZiiY
zjtxMQrgr(#1JkGf0A7Tx)EmD;)U3W4_<Cko(_fw2{nQ`hT}FrS<3Q0hI4|PV?q{9@
zxm4}iaxu;TuMmb-2P=F~k9Hr@tS+Z}77A+r0Qbztuj56Za7}hTjJfdklc>znTt;Oq
zfe0sppywF+)C0i29V>ySMUP{O@MwHVuEGI}SeGNO&ItZ>p%=st7g_=Sp7=Zh$fSOB
zxmfv;?hD|}A}GqGsEu~*{{ULU1M{ruz8mOsw&sT8IqJ6${x#$GKM}lBa#MDr8kIQ%
zXWp*=0Kncl@n)-F=(>KLdeOE#`EGomqa6zKpRF9NY8OVV-wAYSd5i5R-|afE{6Qbq
zmLG%~K2@ZW<PrVX;QNq&#<k_u{8f+M-FRxt{pnszexjf{j;$cfzB1BdJ^syQyZN!D
zb}bDy@Q_PbVYi$r#>zl`;2h(M<4=IK>pgDnO+Nkyn*LKO%Fu$5FF8}YJe-b$wQN1$
z-TVIl9ZpYi4U#YPsMhaHjoD=JPPZ`}{EVnM`VVS%3tY>)_<gO}S<Dk$w6>PwWpMb~
z2?4S@b;$gxJuBgMvla5|7n;SnxQvELB3y?Z8C#}79`$omy72Agqr)xUwLW<T?;C^I
z<2d8#S<!1g9F7-(^y}HoY*+X9&fABn=M=6x9FK`S2`g&TNu)AM6pmQLPTi;5C#G{;
z-N%FV`(Ro0$%>BYhW=IDNvdfOY7*RA=vMM002U`w!G4(MG~169Tf%U<4UBo|n27$h
zNxKQ2Uo=wN$+BqPHuPbNjZZb|wmufO@yU|<SOu7i_iN;559`;`r+<VNL#6G&`~_D!
z>MmA!8#PC`gca)Yd?dEd8ieEi0xGPZ31U&kr2hbl3S99YD?G@a_0f1ERhLQD<+z5(
zUP#a~ENn;sk~!kK34Rvs;dMX!a+1r!w>}xVYshberPs>Bj1iu5`c%$qmqMWrd0iTk
zTKJ#Dk_j*W0CR2*Rw0Bz_;)_^?KVAf%UElDG63=ql#-!<{Cid19?thtxh82Hk$G-;
zKGogZT1BMUwDXmX6lVj0Tn>_|o2jwf>MCCBcQ_vqcwbnujde{%c-`b|aQPsb%QhFH
z+A|NCy^eCH7&WD>_^EZv^OAnc5h5h$9RC1#{{V$n`)rag-uZh0(zl_7e5%?bRe3A3
zLeEW!q7rMmjnwKoLas<3Q~ng5B9p`IqR5ch$gG3paOC2tN2yC};laoqk0bJ^b*~ZG
zUuph8wn*g87{)NaTvm9B6Q}RTQ(AG0l8laC$!(#H?h+}MbYZmcRIhyc8q-}>m?(^r
z>~H|?Yp(G2o2Om)W^XYfX)%!b!4=MFIy_0@do>4iZ7C{o*BP#CHa*U642)I|oKuuE
zvDs+86rS%)25X3Z)ZaIh#DYDmo4&Qv^vz~i^~h&gA|E0zMjg4YO@_p%3^EU`a~}}e
z)=L{@omKA@{zmV&2O$2H*H;FrPRZ_ZLmKG8%XE$&TiaPDSza*(pgBlajQf*a1&T+j
zK_Rf#Vz!tJ$87%qDxYB40Ovp$zy4ylO=w7^0LV?btmtI83_P-H)P`M3no&zsc#kr#
zRk^utclu$y8uT{$inlL}xybt0tuBjc{hnRsT;s9nUKe9`d2t9y+4iSKCz1HpoO<@F
zb!cL1`JUZQ+-Dj3n&ZadB}zQe*`3%NYs5>ES~N+hUdf{BH#atibOu&LC$P>=D!2S4
zH&-8UHsk7Q_0;-yqo5|5r1{Y{=4C%HC)?8<>yIY;N|2DLJbB@<kIu8gVqlYmmZrI$
zRfwv+wLNZhu|ccqXXP$^mab_!rPqh0x{S(QT&lTK(2Vh#tDtK-rl}#aRu=Z*OE`#N
zx3+7%u!l_=OW0l6qoaZg1p&W2X0@%)QaWsT*?tmOdWuz^rza-AKBGF@#HE9f32*6G
zUMRZNtZ$5P&LoMH5J3lN$4af@8ylTA`b&FxnW7DqCy%G;T`z{b8V-)v+RW?)(9BUU
z-y{3k?Ot-F?_S5#OA$_uE@drF5<87v<-jwr$>_D}IyLR>uA6BLg(W+7vbp7PRFlJY
z7MB88rgj7PU$^2a^cn!2!^FUm=xcdJQ}~sRDC1Tu;dd+FYce&^OZzls2ZQZYwSNXh
zcIQ!(QI0j2=2*&PkJqJX>h=Rnfo7ga&ItJ&gP+2<uNTd!O0nNrNaEW8Sr?)o@UD07
z%iKFDE>&q0UBPps*g9EXd6;nfM;YzXou&B15EAc#INjUvt`;k+*`-x!q&(-7U5)32
zu5~+jwH+oFZ#8o9fziAE73ol_s4GuYaO1GCuP$nOGpmQh8e+Ge&l4~Qp7qRXUK+gA
z?&G?%zE!Ze=gg7tBmV$CmCj3Hs94Lg>dlddbJDw?4I*mV4aSpmkO$0#dW`x~#MPyB
zQUqY5iKLt)?R|-KUk>QnG^spy4|8(A^3|II@E(=ZuBx#vL0k_?^4(KL*8D#!6?r6p
zbddqZJ;!R#8r|&U4R?Y0R{qL`Xk6lzOjSCX>U%0{o6s`0LFq^KnSS-ecxLr3tp3lF
zzC7}Oh*tU|DX#{#B?+{Tp`$KnCe3qsyS;H<ES(!vj57iIwd?gY(?*PNYlZR5Gyec>
z+xcYeFbw*2HQ$szTtUH`Lz@oMIzJ1lwe{HytfVdoHPf>~hif{6=uL5+3z`T#<y@`+
z+*tRh^=qLnt0OF*D91xyja(DN;#zLTxLk6=U|`m!pNcQ8tt5b2$+R%Z#Z=HWTl<|w
zA-I!rFgfC?YIiGf<b2zRUs{_&A$2&7cSi*XVO`dz8_a6Y9UDtV&fj3iHCFx2y{kIo
zHE75>)@HdjEL#=x*h)@SqZw>{HYT&DMp8_JO1v{pV}F}9wdD%sbV+f1Gm7e3WmP1R
zfn8ah4obYRM;=#;omw2yV)<jzk1SIoxLFr+^fjA%sLc)7jd8Oa*EI|+TGQl5ULzR_
zH2tKWg~hpru8bKQs(Xu6xVDxT0IZ5sgXl&pk%H(huq9)K-PXE^uZP(Tu@FccS5_wh
zDsqo5w>Yrblxs#@+FSBG8(P!;&vzs<0UXgejOY0A(EV|WkHfby#i@A{pWIxjiO;5b
zAHdgD@dr(2lHXRw(JSneXy|(y;H2D={KIR5$sWG7ZVfJ0d2Xb6`Qfq9TtwP@n`BeI
z+F)|02Wxj9m0s1f=(Qsg*<jAVxQK8ZdavV?j>MWvnSZr(gt}D?Gexn-sRy6OzvJyx
z;RZ`sqLH?iKP!{>Ty*>hz^p$rvf4c~W=^i2UZT;02#r=ek5HpOu4<otm7{e8XdXEZ
z%b1P|pX2l+-`1-}BXtWe$lU|ukH)%U^f+f9d6l-~rB4*<IF(5s-cy1<#-%n>U^1bR
zPex8fHs;vdzzl$^x%pK80CaUfo+_@4`C8Po7uh6X{*(}R^AL~akx4w3me9zMP3KD>
zE4%}MzmIcSpmsF7G1K&`O`zvpg&4<5F~<yPae+YubscEXi!vrB1#)pufk|Qk!*vwp
zh2;CI`1TZUSSM02+fGlRscWe9>R#Oy>B*I1xai^d41GcVl&z%B7ju}AKfGiZr|MP$
zIO4mH=7L}t5!?LZ^s13YrMayszG2O%zj+f|UO{Iw!6)ynqyRqAj1ke7+<%Q1)=z6B
zcM&*}7v?!vq5l8_?Nw&C+aXc>Uw7;2PPf0F(l>|&c%Sb^<0^l{>M9-8(*-2;W`?4p
z&yMym1a~SQj)A%`{OTB6d@h;qR$!hzM@yd7B3R^vdC`DL$RBtN{(pr~gzXJlQ<p|g
zA`0qDsbk3b7I=n1UPpiODnB@Xcz$(e%$X6PQbe0~M}yIa`0^^B_JqEX{{Y_u{3w-2
z2V`T)rK>$>_JIEYk@Cm>!IA#}=-F$_P@k=Or^oT19$5bX*fKx;8!dT!Yh38*TNWZ*
z)7CGXWKjz9R|I)E;+PegJ!$I~@~M2BvByfa9lk&~prV7se6dfCFOZ7R`#9UumMd<&
zQ$)!S#Sh4}Wg_;gQ9v*_se;6VB#L)SadNk@S~y7UT_%loQcbKn_4lk#wc12~c>71I
z5GnC%5Ui{ATY0V=bBL25el&YX?Q$iDsV;}6Sq<PaoP%91mts>B%1Wy9?tYcUXx=2T
zg3dWEZRc6fEdqeWeTl7h@z^nu7MVF6eq)c&16azUZ$l_yD!tLu_<>}-(QhGM1lH0Z
z`js{Fjg5rM@NZMR&Jnd3m4NO7pXzJY^<RiLQ0W(vjV+@QLc}r70mlcBE5>a+S8SgP
zwGR%=&MuzqCX40DmHsY$X(MlCIB6t$=fgWUv-o$XhaAq*Pxv!neuBC?_>9pbbs;cE
z@~&^gJ}}Y~!TM4GDwwTOHc+GGWdI&?>JR5qw~n+|nOFDwe(MmK1M7;>Nh1l+sV3x+
zR{Gy*JXb$(xF?F}j-_X-ZWcEQHs8D#s{KV}+}q<MitDECa7nn!QwCMX9V)Yo@COxs
z;yulZY<AfoVya6+SXR5TD#dPC^v!fu9v{4t1(e1jiNEEnhic>MYUZ7xEKo;%dn!R}
zc^T!O*b1wwYSLd`w4ky^5ANeFkbraoxup4>k?GTtg1ati?-ibux@yX^xo<Vy4nWU9
z57M~n=}o<q&cApm$JVqiCuWt&CnVM$wJyy%UU_^iLtLn(Q<<EU=N7N@6(*1|4tjjq
zsIF9-R;e_jh{vJLbIWFR#rx>5s>h41`Nr)2hNyO}ePD-3*+@8IKAFe(Rz_*ldKlJL
zlVf-+eX7hk+A5&?^>PF9R*z#S?mUW(#@PoP5mOu!kZK7SZyC=5q^5euhqZ4NX}V>h
zOMkT5c`30&gN4Tx*=hd(5F&?aYF4w@vEy^6%lY)I-wy)bAJevuKFuE^oP46NyhC^5
zJDp+l?Jcdo$B?Db)V6WX?D9V<<ZA7mY3PycHaFIKt+<*tj!63NLy=QWrmKz7ToLuG
zUklk<X*vXUGTcWa<-F-~23+;7Z{ij0?WnVTGg*QJj1bDVDx{xNlhU~9VkGCwZ3QSs
zQnl=K+Lf);u@s8n9x>My=bFEQb&I*nsNc`6UC=y1t?RZ1%F6UzUB@UgUBs#qHOE32
zg5>`IvMF^7Pl%!xeLGRpuLckLme~IQkrn7gTT_y7z1HU`dEn`^hz-`YJa%@=$t309
z*;l#!E6(-(VCt7aAzv=mFP13toDb@2d&C+qjc+bl^^04!Z&u3+$*}O2rGKbJXpxk8
z8yla1qq#nSR?%y#GgR%d&xJo)c($2_L{3MjQ(oPmX?_s!?VPtWTBYHDh}z<DlOz8C
zvZsJ6wbJ#y8&$GnWorUPzj-{65Ax|!>#m5|P?7TRw7BXZkpBR{Yf32!X-#i36lHzM
zxMLvp{VUmgPiv-JM<kZ;EN%}~7!~FErLb_yz;RU>+)f;)KV^E>mm#{NaKgG<dx0E^
z$a0Oy#d0#jV{$uIhM9J8<T>|G@UEJ5EOS(a(djyE#KPUCIT5Jjo+=Bslf+QHtaegd
zFJ?q1Y4y!7hXK~0OL_N4VQzCa-Wpc^=skz6dMsC#T6KUwySBGM!l=Nl-9^yBQ+u8P
zd1-s2-L<{cQbg){IL1XmCF8tV+&bfqE7UwqulRq&mhE8R89GNW>W$d_E65$lB?-<C
zTFJ=SMcALr9=WD7@lbD|7Gs43(Bw4{S-oq2z_zmAc-u;j7}?*?3=|JeYcAJLX<Qiw
z1$uwOtIa>ct*UEM+ZklFwf)K{<g+$2Sk7jOC#&lI54hAJU$p9STOb(`!hrr{*Bh(&
zYU<j^!)JOYE0eZm+E37qKRU)w7yL!>RL?%2Vq&+!U>F2Yzf+1!Zx(AdldZRiEZRNC
zXq8B1C+aEFpD8ni)`uw8)0>H-o+e2nIAFu2FWG?YTb?Alj!DBI<fmHXn&$2~2otW%
z_Zc*$Qtswn!P@B4^3fM9fGefZHS1d&HMf#BQ<7PL?_4Z*5=%Z=%Yb<Ftwdr#HH}y)
z#?0E3IUU~Tq``d!+J}YrEls;V^}}fQ4;9b~P8z!i-*SUqbxc1i(Cmu3EEmUmTU(Zf
zb1Y{JppbnHLAN8@(xSL=3=&D)Ej&Fp?NJq?)EQq?@%8nz#@`YSIB2FR{{W8iE1c9k
zOM883GCjnYWFzMzjy<a<R-ew)8G+*!T1gaI$Xg{soPl3Nv`)v9YqV8D=NY|U!*TwV
zW;EV#Z=3Lp{{W3;rQMjpTS*)1C-_yk@8ed$(_{Ytfw48l&eK9AgfRyG;Nuzn+W!Dk
zR@dx+<)yiE{_>CHDvVl$<PR#!*-x~2tMT1y3;~V+p!C}i6(tfQTL}wCXK^9*^IQ4~
z(S>5#KjKqxSo-fj%!;oZJ|moftsn>73cC-7yhSk^uL|S+vUB=Wv7+QK&m?$V6_n@i
zJB(xTHD$E<79ZW)S;sCqyCw(osG;yawJ_T@sCJ&9<o^I#y9dJrW4deE8288j0IrbH
zQW!N9jaE%hONqOXMn4P+yA<ml({bV(U<YW>n%K1XePaZB33vA=n$m~C8dPJOZO6GR
zX<RH}ol?~!B0X8&LOwy{;1k=L@xKx_tu~`9nxwGDESNuZ@-czP9P!@1jZX||h!_15
zFPEl9aag`4_;sfEg;efqX%t`>#z*BuU4lyI&unI%)I!&m!AJL*hw~VumeJLr^4ca2
zo4)uNIUxT4D(!q_;Hi8Mr$>1m=(&nnL}g4^BaXdIaT03@EITBD3kS$00l>xx{<X5R
zL`z0Z6|KNKTHZpqBPoOYjWg_b0P_@|dm}No_*6)3t}`GaCOtrHzm;6Fk!{{VCG4mS
zXJagf<$m9XYFF05%caV4hK#r>ImqWCt!dX$*<7i+A12MnNyw|oe{CuP`o+|2e}JHH
zzTERx;-21X6^0w@WtJylzE}bC6!J6aj%l^r5t|kDq}tB;B2xhzt}&iE@l(Thi|Hb^
z`7(G|`+5(`somWhd&iCKEN0q%`p2{|_2U)Lcre)9YNG7vk+0dvVxm{WdUy4tK2{Q2
z>WvDqw45T0ml2VlsWr{&w_2F}@7h^n2XB`fkQ385uT$}Fitn{6U+m_1A%;_xjwI=h
z`Rmra&i39&?B`jB&Y-F1xHKU$_k}f!nSA?s=6MR?l(EUjaa|(ca!GGb>s%Ly*`s;n
z0OJ9FTHF^6<(4wWxjX_%Kai%-CUhqIAPm(>F2?6ze(}v<$*97t7tbW0a4MDlqLD<Q
zJh=;Y51f5zBn_QCma;=MD{~-XaU4;7=VEXw&5wtCU#rP=ze%_vHz5pzXW^DL&UjYt
z#@_NhOHh{!1jxk|a!3q1V!h7O;+})3xDgwI#P@{M%IIrQ@CSvi{57H#yI?OTV)B4;
z7d@+}e>c>ARaQN2-r_yVa1Zymq-{zfe(*J$DGrh3$;cn~%~g_9-4y=-z-iB@Mcje-
z)oCwbBku$BG=@hcfc1@Q8(7pJ)1iuaE#qV|g&}|=y<e8<-}}TLX09XR1=(E^J&t*}
zQTMah)j=mEaw>Cj`=-suj<n4;QHp&s$UJVFZX#2TM?$rWuXw(16Uw&5md4LKhkjez
zisZCQE1QwIVrS2wCbVrlIQo_BrRRzTP6?H<&!ur<B^p;((Dd+dQ?#aG>c-<v)m=I%
z0hDJWX&hp&S!>C#EQF~Y%~97Ze#?IG#UPbq`9ltdv!lsiJfoj#^f2|4rkf_E;WuM?
z`&nt1%e4fP)%_`LG`YUWBw$YNb6rn_z8+la9#!6^tp&NmEKB#8d!E(l`ktGiX?`A@
zy_8B4G8F#+7IDWlm3q9|EsXu8o%)_Jrd%zvG;%xnebo*#UHz4wnW$*S^G{}nQL`J-
z3uHJP{{W47Ty9$Bi0*S**1ELXa+wi`_4lnMfQKdHx#X<Uv#n`tdP@96)0a;TA=x+>
zG3_O@?b^Km09e#+b&IFfCHY{C?O4g|f2}s!3p?wTd2W(1CpZHnX0`lDqWz0QjM}i8
z-H6PQoPqW9t{7D0sFn4(?o`7mQg>EO5yhs#e`bw@mNGcUII9*u6o9@~ATiw67jG7)
z5kF(OSo`6mz@p~!S_&h%ylsufBaje(D*71X;cZr@$yCU35pBi$rtgTZt?XT_ZJ7(_
z3{dCru9L&w5V)T}h}_9<Y+RRAk-l;dO!38Wz8ccj=UTT(26-*>cO#{GszVK$d6!cv
zApY^L3|&Qtj;_b0fWrM#SnAp58m^IXq+c`bWpD`Gr>OQd%FT0i=9L7IoO52!d8}x<
zx(iGXmxX2+&2yTEgCUX3*6cHk;=Fw$FMRq4)~KS?N*WiHq@}*1v&S|@+lW*h$fvz`
zt9zxrui94P9fV{Z-_pFqTT5wlQGv%oJ*&0wKZmW__H9b;HE3WNjaYD4{{V$<rzrce
zdz{jQB)O!vDctCj>rFlPl+nk#<PNyXf!3+rc&ZrGK<&56P=S3h#d=lGh*3#JRVmXL
z;=F_64xa_SqMC)YMIpF9yih*tdXHmW7<fvY`K8qJvj{5m)K-Ld8vVu7?6g8j=uINc
ztJ=uPbLOJ5?j1!t!FraBXQ)Lsp&%%yIL2#3#y%&DSJhTq6e({X%DEUUK9sRIiAsLX
z3qy}B!MIDE>0?Vn&@Jz@$u(_i;$I<HtZ}P+&PTtc2J=mZC$^5vEKR`$$>Z^?RM(yC
zVX@BG(<MjL=9M!l_3zfY@VHuXh1u)Mqf*hCciJRLIhNDrh@9;`R=S&a)imu97T<9S
zzv}&cMP_`++yjqV>2z&cJLGFg7yTkN$j9+7_=@MuaLy3sj;PxWQ7P(i)A*j=;x~@r
z3co_EJJ(C#DKzVJZANZ{k%Q4iQ1K^%=F}M8+FP`8{{Rpi2Or~AGz%G`g5yrOjzkW<
z2*Iy96N8P`*VOB%-Ssy$4Paf}%HaHjo;zZ>>)j7ezi%)`A)EW?I{igrUff^kSEkzO
zOD=Mc{o(bgqVWU{2IeT<;=YQHv8e^hd6gSaQ)@!du5GW;mC&H>4^i~4*>u(*5(Y(i
z^m^Q2?pc8M2b$@8HRBlXZcT*mxxo1x_x3*Z=4Ln<rR^ebhQvWWR&+~iumDAQ&%_J)
zZ1t#NK)X%4w<EseUZf>Q9jnd0AVkt@Q5At*L<`A0{o`D@Lw{Hd*2;#a9*J`-+I94}
z!2|e3V|}h-PF&Xhp4S#yMd9+1BbaULT)yi1yErq#_MXxSHKH_Zr;+Xy7ANanMu{?}
zs{xpwFLyYuKE<(cr`oz5JhYce6B+AWROFpE&9ToabCpz~x#&07F)1wue7sf$t*9iB
zgwH0SmP_;l_h)5dT)VWTnNJ6$b3!zElSij2IO=p=Io+dEO}G%;1^}Ae{?m$7*zN&5
z5NnJ&iL`*t7$QN~inpZPzOrO-60Xt7CbpG2Rc4=4f>@gPYEBK=9c{hB6$uLik9wtY
z%Ph`G=rO^p+o&#}vuBCb3XY)l6-L8ZhC5bSqh^?&y_%&;oGM=0m@G|dv>amYj-J~{
z)1<dD8@<wFIL`pqo}XuDEtrhlWS*+0IIlmr)xOZBBPKNm?vC{ZzNd9(EB%__$Cb_i
z&T8r?OLNYJEL}A&NwssZ@nwaj-jj8uMI5apiV8Rx+QXs$06w+jSNe0oG?wghBukJO
zVT$+sMS2CVimwBsO?;|J!+e~9T>k)y#CPa*8)-9f1OD-V##Hn_pYyLb8%j3kk3-YS
zs#lBlbzS_<drH&|u$C7mY@ad{{4P2l>05f6t;Mai?W9V!t$`#;IabFb`PV2}r7U)U
z-EgC?t!wyyQ%iYT(&*;aZV&q>v9BJaKGF18daFoD=sM~ayl*U=-9`XL{{Wt;+wrFP
z5!|ZBArV{=l`X=*Zhae%#;@wSY_{?U)0a|O79YgDcK*CoS>cxE-aCohvXkZKxFBSa
z>(`o5mDYx{rsCb!r6{cKmg~w*@xFN=k&k+-FPP7|Ml8qpiOy==^Iuy=U};;*Wx!x^
z8GVgahIWW~Yy+X{t^GYKb$6-DH667Wu$TM1pF!4;sa^;m)xjOCr}t8nan8s7gmwOO
z$!@lvFJO=kra{m6(^4hDBvd7bdV0+$L-U*{sRWjd%R?%k_8bxViiSxO1tL<YdojsB
zTBRa3*@-38(k|9=SJI*6pGtXX@yfP-wA|;|dJ0##UA@kWLcEH57SnG2;}T;%`RYEs
z#ZtPnlEUqvlbm3yj*O?F6;|C<qg{`-K-~`<dseu*`(?M2B8iL{J#awoRQ~`m_|(Pn
zO8pHSdEsVJX#C|WI*vi~s*<Moyudw}dK%Dsh`fRzh1Vwz(hyJ3W2e`>R3(**rZdok
z(S>wN-d9H|_g$F<rQ6xv$2@#8Hb#0MZ>4G9+ayl67Qp?Mf1Nw+J=FV(%a$>ZG9q^R
z9;$un&7Pw*v@Z_G<%NhX9D^f1zQ(am%--p)RxA@VR|vr1gOOWbZ?OLWpD61BNqosS
z?N#(u913@vTj=*NX|0c8`1mv9yC3@oNB;n$Wv?`jGT(Jc`U>@Lj!6;my_?7hBTi4J
z`pGNJh2%-{pd|V)Kgzh<vDr?Y)!PWIpNx!sO<YKT?kc)Tb0^)m0D8Lt`c;_irjs6Y
z!2$jl`~D`9a%QTW2YiXkI;i)h7ZCIgSo$wDW*a+n$L_-s-M(X5F%7Hot_Qai?9C$t
zWu?8u{Ksc<!`y8jt}5bbx|5H)1S8d-c^{CiM3^A?oqsx3)FWTv5ARa+G~`cm3r`Lk
zgZ`DMNsi($7Pc)sDWcoT8dQ?tdOU>Idh0D8F~TW-wy&fIYO2<6Qr99oD0FWRB8QJh
zfk^Ja6G?M_X=(eo?IRfIs(@DyHlumB_t%9KazH&RB7IUR7^u6RcJz-de@f5Ux2XN3
zS3|tG*3QGSIPKJT+A~<Uek3dM{h+pcgIuvUG6GjmoQ};ih5lx$%x@zbidsU0_@tAH
zxWO38tLSU$+LK>tmrxd+!=VRjR|74aCcqTPxDp-2o(kjAweB?-{H9s8BL4vFK$u_5
z)-zq8jzO`BCybtzvQ|0gX==`g!%!VPjm^c%`2-wB#1$m>#%o(p@g|nBVpx35*}z!J
zgZS4U4z~8uffckqVE#85Kdn`{zPY_Sr<AbHaoUS&HBm)cDBh37jbQS&mk-%I!L*gY
zBzyNY=)NAfyuI+nwaxqalgb%^10ODUuN$(qYs=UzW8tN6gYi9U-|eiD$4`RIIap%|
z4m#jhP90sIHfK>rHtJ)WY`No;R&DJR%Al@6IQshvz2vHb#2g+fZ5q_xYVa!t*|>1M
zfH|(3mgRRm+%%;rs}AuL>V_LM00?6UaqHf>NsiKZ`KxbUxbrm`-EorVfPL!;$5MKl
z=e3p3Q=Pe3tt)3F_pD8KCdqi?e<rpiU<vi@Seo3c_GC@pF<^1+S;=U0(z|ClcH3<T
z$6hHd8*RV12c;$E1*rATDJ?&`Yn`nQ{%?B3nt}fSMPGGLe!SLD>T6e0IgL;e(<l0W
zTFX2G%{XjjTXCK0)O<!Nw-sqe$|~8C9;b?lvF9*6@lvfq<1_K;Qd2!sQnGuG16WTJ
z$g*48qhVN#j12KycBL`7)LLf%vnrGI+AGuah}LfnSw|qsy{akt6|Xba?LV{iiLFEL
z5nuz1WMEb>e)XBHNa=CW5LdbX0D&5c=qjfQDX~e%T8iRK@tWNz_Br*rqhX`oYSQ_-
zWX%llqPS#jr_!Wv7wfu3^pnFoyr6`ajtLwZe}%6u>|W*zSj?9fafqNG{nMUF`U>xK
z-wxSYX^U$tQOxbkuERT<xvqKCvv)e93#+3mNchCgiw*o^cTACw=UpYny{BusMbg>J
z3|BHH)L;N7K8CrSSK;=Vdy{XNAKQ^!ozH|d-4%=3lRRtABRQ$}UZ}lR=-RclRI`dJ
z#oYzH!Io6+!x_ivT{-b=H?TrX2HCd&B6Qk99)x>hxjzp0h6}5-)AgkCB#?P!m|!1I
z#<%=K;oIq2-O*8_L<(-p;Z`xzBiA04FGr}>rarHD?L3j0G6xmP-i2mtl4|a!cCubd
z%6?3oRyEDa<owmT+d~O0O#7IVJPvA@jE4kpMOd2U3G14yZU%T2YUDc}k>P8^O(qz_
z4cm)9*EN&k9cpb`RQm!u3wX#<2k{!_Y&Bb}DZ|1E2dbWiwRCAj{vZ>*xeD1kbNpE2
z^~Gr!^6JUtbN6C*R$dU(tt}K^$G%ov`APEa$nJf8t0z_XeQykJb8lyIBF=k|wcTmT
z@M#OE+{qK&a-s3P0bZ|;{{T+rt?AZM-7vV+U}am6mM^tG@1*y^`=jV8d8a>pjlwW|
zolhP9z_gE_FQ;;8e!~QODy}}2+W5c2)9A9b(187kn1Ldl$`97KdyPd?s}JQ<a=C0f
z$_RKE9`)3CH%*sO)t4DCAs%O=dJ5qs)exL#HSB*5BTHQvT{h6cM66HuiNe-ZWYYCI
zaMbyo`yG|askFN*6zggMSGjB=C<i!I>Uv|RHNom}M|T9G&QmxFcSj-=Vh3@awdrx)
zE}?HCv@0ZMq6l}fBe~B4x!a96Z)EahiF1+rq5_{$f^cf7s6A1gWjM+6Bf)PkukUVH
zM+*fXDBZ^bh&1b&PU+^r{_59Lu3Ct7X-?H$=Qv(~_o@I^uR{c`MGdS`FUmO{wLUN?
z1B!5<t5}-a<l8u41#MgSg-`(Me+uXEQ$Y&Kak~|qpq{L#$*qpI9dg=1_poX`R{kTW
zxmO1~S3Y#9PcgVW`qgW@9YjLPvAcR=rkrCLr*f*fN)9$L<dnU`A9|A^qbk_J7&VzJ
zvsy|;)x5DB_g)QZT50#!){;*RmBZVjmU%W1p>fwHy&r2EZh3B;udtBXTAqBcYfcCu
z1ZFk-t1<*c9As9E66`;ExtcnzZ&||*2g{G8Ye2E4I5p2fdC+od{8uNBm-VP<q|S;P
zgj`?>y%wXi{{X88-*B#GIoO<XK8CGE=Q-NnjYWz&sC8u>7oV+KU2R9+3@epV?bDCO
zr1E8P_mAN~9asD$7U(ivhq<UE@qLs$o00S_T%5X0^YxX*QlG+YH{O-c<3hJkcRIPg
zA?fk|0LxWB@G8%r;)a@;`NeWmcm*T}GQNJbnLoqB{4B@ut4ck^siosD8)<$d(B;$G
zP^?I3*p7@V$el=Y$0LJ^?xpYr%9D(rrBai@7pc%U<yM+RG}()wYA|U!fV`U7E(!t?
zHyK=>=jmGa{w=q^+rLE9*8qWtvDfKUrSP5ff5J{Zs*JiF<X?FWJs7nrPb4zT&anuA
zKXpmKsB`_?kH)8a8P_9e6wk8F(_#Fov=xZVvVVQQI=N-6U)Y8g^OW7!fNB-8ow`O%
zS&u}&m+o7!rJ(gMX*YLThNgV!jI+1_cN}DckUg_no+gM`X}(JhlgP!{NzW(W^Q`M1
z3Tu9HOA@4P4+V{NBf+=2gCpv9D&<GrMIaBtrL;RU&f>bBD7>h61mxgzQpIJc-mnQA
zub)6`)$IHcVGaoyKH|CyO&%*@h@Ds13{rFKH6G`Y*!T}tyTeHdjeSjYmR}8F0DY*+
z$GBSbq=r=g0G5Hj5l;eR*KR(drOlM0j!wtHIyI3E_C{vzT;{qfYfV1gLd9?8<I#Wm
z)iaqF_($cMh}<%cQy+n-xa?aEXht`((m1!^E#^L>6`J=$oyux9mM0j)1N5K`DJ@z=
z{ngZM_~ZK3N42~`^12_PtoM%@D>mPwRDNvAzwz|njXMR)Y;T7|2D3FgL8+usU&cgn
z$>wp!NEpQ{UfiMiZj}9Mo$jYHz*>0~ka98WT2hVXlR2?clBC>TruLnx+Ua(`XNKAp
zh!2?Kuj5%-*Zd=zt+0;88s7bK$77PLG0=|H#NX=@%2^cPR)>bnc4hCbNGBLT$FIE@
z$~2=L7NW`?CZyLh&{3n@T|buuEcpFCrnYQ+5qBIW@QB>ShbW8~@${;<9wkWfBOzDO
zcoj`Nc|D;%Ly~YuUMtROw=JT5G_cg7n{QLyG@U})<4cO=Swa;A`+HXj;>~IGi@B{W
z&TZh~uy`%$_*VmA;$2!eOg8fXlAPd-<35$xcz(pamc|)($t3kAv#%*eDYKG|IP*PD
zPRC1{=0@_6w$p=(&(`-s>1sayernv8SG@4nuXNBLWs@q%!}(V&_L(kq7Q3Ab1~?#B
zr}dWUU&!!i<<eNcd*Qf{G|-UQKZR~tc%M+RR#alqu)`w^s}DjeLdN4mOL6BzGj}6x
zE$@hQm|!tjX&}f)4<~QJyhmDdm6SC;(Mm9fD>!?JCO47<-UBvOM{M@4-@_gm)BM=q
zTex8>VEIbe+4c9V?+@7<tI02>UCyoYjB&gF0Iga#7Sjp*(Yts#>t38>n&p$R^LX54
zNV`*79iNFj6BeCe9-*Sn@&WT4AD9npR}nSU#LfHZUC93PX1gyA>(U5CrOTb5{G|4%
zd`scz<WqfS0<&`HJ$*%G8`FC1MGQo1D?J&=#{U2?AoE>@h`PPiuxQ|Cg@5Iv9i#I+
z8o<$PV>gX0@{t51aZ|?g*jBcs;#-OF9B0XeM%6{&DEd^@lxLzkT~|q8sk$^3znmFW
zJi*i>16r}NTH4QH7s|@RaQry0HcejU+F>$E;fF(-(3`|_EVlZw1<}EZbscg$)(~FG
zs+I1Gg=bn0HnTeT?K0f*eJh{wd=~dAx@aKWs+n==?fGV<o5z}EwTWvad2UGgcdpRC
zTI6i+=bKj-(z85;_c1;FYpShz&qbm_qd_fSQvs|DGLRPsK9zpj)#W>IO?EfF9DA8O
z`*_PMazGUOT^?IP9!qxsdZDb|Axby4r7AqKv5T#EblP}!9YQ`Oh~`iCO;pnEgz*k=
z!>F#}dx+<<cqRa&DN;SF%5Ma^PN6IjzY5<W^%dEcV%u&LWa6pvT1f02*UK%DT=ZJm
zu<<3e#7)F*GxR-wO3Rm6ym-WT{6MNe6>!dec05<Hh;ek<?r=t<b5=*TUux1`6_7qu
zsKz>Csf|Fv^O6YzxUL^h@f+CN2&Yo<uiatW*w%if;z{nZAq5lE*T+W(K7S+W<A|s1
zm5%1~`#Z$e@>)uYWl^3wueh%|)$|M99#fU`t@FeG0G^d|!&;2CI>dJXmJBvF??Yay
zmeF59x_H%*hair%zqXbVOR>c&aKtA1o))bE`|QYlD&?Hw8PVV@rB4mtHRzi6fHdzf
z&bF9aIpidrKl;_g+-Ub2e7jvfT=474pT@lkc=*?iu5rr+I)3_E9*v=ECjQM!97?=6
z_w}rQ7)2EKamw<PVHg}Ab6Gwgxod0a#!lAxSXP&cUKG8B<|82&k6yH8l+-brb~*ED
zxnSGta{}fCw}7Hb%&dgqp7qUw3G2pde^k7V;Zb2+61c1(Z8FF~L&s5HLstIL*z%}b
z*v9*lLo9Jf2z=I(P36cWMj!#4*FTaaIpBj@9%&Z;0EJyS=+hLrp*1M(Z$aWat8f6D
za{3->{Ce$`-^+DoJ=!yaTx4!o51SP6IR}H!wR1|88SB%`szoIAI_*ek(rJ>twbLwt
zc#cKu_||uY^!YF2n{CU)2ls0NTh=i$6$d@*bHdupI&5<ZRGr;1TVYa+^=F-&;w4&@
z>8(+-ccHzyllIA6V>?OfSjlfH<auqH+MmTRyKYzs9DVMUdfQvmFNhLZ2;2M7oKwb4
z!b_1{G8!?dMoPYn<N`QiHjz=a%+`|bi-N-kBD(!X9XTz_TC=pQe(M3#>s-@V$vpT`
zSgb^>uc7KsEvF}Ha=DN57B95>)Yh_Xk%KPi-AX#1g->eJw9&5ao<)W>ZM|?Q@@UtQ
zM9R?-k5#C3;Vl~{`#Pj`ia4D{$+YXXRbt3aV|;z#RLddxhYjdDAEkDZ>2ggEkuv2^
zAd&Y^sIE46S{dFqQmm&0dRH8yX<0HSMsQbX>GYe{)vOm!mGO58-EPGF;6H~xzLc7j
z$>fW95u&&(C089fVB~uJI@UkgrH0PZ>Ku&ZpQx>HKeQlOV#Agg+D|Ius-NZ$;o7;X
zQsj}_Mysg@2e{j4B$_`g#3n*=VjUmUq3qt(O7}~SDI3a^3=D*mh9lb@ew-SWJlK*+
z;E~ni;zR=keMK@LmtQ<&2?@y?xMTed3AFBsaZPgdGu<F{MOi<4&UXv}=qM%Q!c89a
z?Vi7Z6?#}Ae2G<}alvppf4slep=hox(*TEr_a8DJ@U0ZCVJI|J^5B2FAw%fnBl8)i
z{gy(0U9JA(15Yax95R$X+=^+pEPhr;{CWLq(ThY=MiD?HZ|(ukDlAm(AC`@~0QO$>
z1~75yO^_KNRm%r>SWO#Xt5q{vnjB*0;J|v47=9gpolCWgrmrmv?+i~Fo*rV5VU&Ll
zsQRhodWy^`vO<K6XRTPA&8LFM#RGQj^{Eg=sUn+wsd5J}la1cHPk*I4a^-sL6=8R7
zsLYi}IYWc(P{#Wt%VdMWtx0t2h+=6cjiMRG7!ZEA>?)L&?5sXgLvlFlT1q`kqWcQb
zmGmlkQaTY#+wW5d<+tM-(*ts!T3<RJ`Sox6_$bs(LGI6P_}v6@c-qOC6^PT2azE*$
zmFLKz1_I!IRp>t(rt<u2W)3m^oQMAaB1v9ox0{1t4h?g2Yh$*XN+`Y#ImRjB@!zdd
z3vm5pMF-GkrArY10P81}^V@bQ>djN~E&Ze@<$(NYpKpseGp>C%QpKm*DanOc`oGM7
zTF{0#q8W}fU-wiBE!~u^QA@z>gpOGcZHP@=jV>Rhq~Gu?59?YHIXLvIamc^^x|b5y
zn=zPPf%0kh4u9PP`I;lsyhVCSqQhestG4F-E20-s#<^mk4(6ekTena^V14t)=TgVY
zp6tgS619klH4C{fAN{8Je=4h}_=`=_7wq=?GC0`~997LjT+@{amf=rrirLS%6^@Z6
zuX`K5m@Vw$<S{@Q{{Z^bt=ySgXqdM?BGmN;*=ZXpbQoNkrut5!a^7v!hd!=zUBtrL
z0kRYkj@x(@m2tHF?0z*@>}25joXcrx3jEGV_M$6j1+xPlWX}!hSMDT2cCHxu4gji8
zaSTdSxMuVnDe6U%B(=7*F)*Gm#Pk`#{OcxlRhiWR3J*fr$KzKUP>*g5L5HVmq)28Y
z3<5fOQ$)(wE@-oTms_)+Xnm6_Z9NY)^jxrqAmo9JpQU(Lfpq9KPZnB1aKIot@PCM}
zAXm_SNGiada5x^BuBr~o=YyIqW}=K(?IgRp3OMXN1#8~4dJUA8&`28YLx*)Ab$ftn
z^@59Adz+Ae6i=0i{w#{+bz7q}%^}WM^Y!mqN%PCd&kY4i9&E(9%Q+^gO4~uJR}!j&
zp0$@WrSs`ZTUhF))sZ*`xeMu9YuSq&;fNl<99LM+fm~z#_V*^SsCQ7-MQhWDN7kEX
z>Ux3wYD=Zv0pq7N6{z_$+}0fqueMJzi6nn<ip*hJ-9aR9de&S0<MpBh)mkDfe8cNj
zRPl;~9FMI`r;4)_NW4^Pb15|EZK?WGAqOPXvX5-hCB}tekNNjc{RCGJ<9lf>wQsh0
zZt+eAO0ICjj8^Z5wPc#o-q;bC;#J4cR^;(TcLPHx42(GjxK#OObzM$2M~@9b7lMzU
zO{SXj%{l$l5+C>uE3njbce0p(3&eQ_sR+P5E4DLDXmdDOmplOk(du&D+%Q%VnAHjA
z1de}7^resxGHc5a7|1G0k<g0Ru-9&F*etGOLF?AAsZF-pIw3Tbndp$cgp)^aE};xl
zKS+t^+L<)AkVzy{%pqkvQ_bK=eXEnZk4^C{s>drda;eI?oHG3>k$5LcIP==#;QGli
ztT|U#V{T{B8=8iZr)uyKaRhSYaO0@=2Dl#)>6-S77Rzg?u5|C=R%4X*HRzU>(Ae6?
zZEm|^jA2H43Ve!^BOw5*3=l?hPBXLaDMd7RB$8?}vCL&j>ropEnLhg(^?g&qu{mii
z07ITrsQfFLpG}(Gw#gF=cg1x^q*~DBl{qcWKl?PP=AO1{zr$T0*j__~iI31#X{=<A
z??%JwD@7zvA(s?N4?$O;VGzjR4!Ee<3g?Q9&asR)AB7UtSg1>uNuIN$>b7v{dVDj=
z<8&xOp~il4Sbr+-wCgzTru$v6S#M;<WpTWqBY=aT1J=HI(r+Gnh@g$yOfW=D^vUQy
z6JJH?ioOZaRW2v<?<600JTI{JtYgj1ZiiKGX6f_aQ+9ni#ca0fxSw$4U!B$E{wnxc
z;oW2zbZCu);BdRLjrex0yYCPw4Rv=mKBx2*#A`k^xSg6SXE8<7gUPM$7_Ckf88&hj
z9tFF95=EmmzAjoor_c`P>5gmJC-61)h^j3lHx}3cg&1M=9qW|P-s&`mP<Lgy&g65{
z3hy+}h;iCR$*T{P4kbbQ5nPj;Dmyc_l&aA8plN8n9=b^z?SX#G>xPV+?)uin<(`#e
z5GKk3dkwfhoq5i=@rdQ4(xC{y^U_n3`BxKp<Lz4RLi1`8F+GL=ABAg8MheSg8nUTY
zPEy?TZF|GI4zK1ovNrRu{{UMPp1$DquOrkfCDU~YZDqk|+Zi3lt!YE!Tlm-?wC^A7
z4Azqvyh8%r%NSW0VEz?yoKm@*AuWzey)P!VZgeL=Ol^@_>0@x$3l_{V^{G`OZOis@
z+Qo1QtCo6Q{qqm9+sh}qjz2oz(`+qlTYUEEa{Y_+ABAaLYsCkb0|j61pxOmy>tEqU
zp2ekk6}0aO>PkVoxr*I-?at=>g>4&6Hp)CnKbYhD$FJZkp1IZ~a=Yhkqxcl#HJ3iE
z6|$0y70>2tK3PeX%@mHMuQc?@7Lo9HX@+z36_>ATf_*0926n?EW9Hg3jySGL?^<cu
za99!0gH$dqRgw1s%t85>^sN;;Zp`IU>p~dV`u??QHpVmj>op}`TAgOab+mFC@l1=3
zNcsxD4b)>FI~u`Dk&(t~bh>PCqNc%fsfPM7j!j>SP~+ubKPu!F@qobwrjG5H^#kfE
zS}8NKk5NqW**{9P9-$xC>&0>L+#LS^3H)l>PCp-GQqa>n)V>Fharo24_D*-2=3}|w
z8jxJJa0vY9u<mrreHk3M{OUn*Y~v+`a{^J^jMS?>JN_inuw3Z3LjM4C<b7$TD4V#f
zXl{n=2?ycLT1$q{-pv7W%juBIoDo!RJU<hC<x^G!tjGOfU-xQNm5}5&=S9H7Zwp#T
zbLD~fRFU{j#c)h(n%g&R+yhN(ll{^7QFazZ7`!)SA0ZR+t8wYJ@$j1m;Ys$7e0~()
zv?q4_sJQHlNoyLOsgGe&h)@r>4n69h+Ck_}DUEm(_0QDO0`mY52~8?LyIIYs@xdRR
zR+Ck6(TS&FT-h(Ma6c+TaDZWpXVVqWNvg3NpUl;1H3sXrQDC{#J>9q;IV17KRhIVK
zqR2n*s^(<W3mg(EGj<PET6PPY&wmilIr>#ubqJ6Avr$=wRep*ELnF6Ax9ggA70c3I
zqh|@%(W<<cXm~8&oo7of%<gZ;HBjAP;5n*Dmdz<<LNXnzA5mHEV-diOA>EvG^`(20
zo=9rf@ST(E8tU6)2&i3;paf_6)h#t8>a0bhd^*>!#CH#5;uG_3$m#4l)<=qT`<*{j
zHmFEdPy+WJwe+5tKFJdEgi(Mi#J(kYTAz#OHsBlu1g~>kRccF~_dN_FQHxeM2eObR
z`KD3ryC?Fi`WJ`g)u-HB%C|%FIq&Q%wa|VPY8suXxspiYAa3&8?-5mEWzsJsu;2*W
z1Ga0Y32K!&TmJxpVVmORN`sXZsk^3WT2`K^w$)~F)ulVLT~&^)1Vk^{A_@*TUX{p4
zIBa2tD#Fi&7$*X~S>Wl(TF1plG{izzyEi;#;r%C8(*ECJ`@6h+$PW$Q^R6?)-WQ7I
zV)v1g8006fy=Y(ShSCL4*(JDIpGVgtx76-dW5(4WkH)-gRT)xzu|Bgd#eHH9qen+?
z;hiX^)2G509Z0S##vUKj?1If=yAJF!1CT-PE2F*fGdMBZE(fh;CXuLWv#i$;%j68U
z_EU=DaCFt#=|*m&v5(=Y5*d~z7|E|ihr_9Tv6V&}7(TV;y1Y-PYN4YWM^TFIJTKz&
z1VSm4vX6e1&xwUfkyR;fd6jW7!&Y#u*QotR!gJZoSr?)0SQq--wlYU+CnT^3KAEn!
zUh%m$%$Anqy9{q{@UJ1hzLIT4WR&JceEm7A!z$dZPh%KVrB<?3cRJhlS?*FRQc7}9
z=Sen?HM*n9rFZntdddFLdjyW|AQ_@;kb8q#7rs8X)KVinWmyLR3gW7(C+=#GqLnB&
zc4%FAVsGr>bGPIpDn(@J(ZeR2bEmh=OOg+vs`{UgF0QNvovQg!jyHEArSNsEm-3`Z
zmXYNBYUswYi*-Ik#uU`FGX|9?xY#2lvw#5SHQo4sz&BDN++Uxv!NJ21nEoBV8tmh?
z(=-KF2$J4o20}A~?OB)F%=avQY%O}U=}K{2#|3OuVWdrkzOd4uSZz=pqZ^--S(hFn
zmB|f)r;HJr!;({iOB~fZiNdd1?1mN#OCEJhT<>x%c4+*zo&m6*yrZB#)xhc~FA%XG
zGW0dkUtfo~SaX$P0s2*k(7d$ZZc;0k6HYj3t7&u6!Bv(bo4-TO7+gelgU7h8kHWqY
zms=8E-AK_{#&(zP=g?Kzyg4kg{^$%7#(1sB^-t`*Dh(qFpJ&M=e-S*BTT!g4$wf09
zTxCX^k|qBDgl9<d+7xDQmm6f~^{x+7&}7rE8YWY-IZ}Iy=;zg0WZbV-Al2<|io>WV
zboK5%#cy8>;GE<49JnldoRvBJna^nUCR@mp1m(xzE7>eAQW&?guagRHIqrK`HwKrd
z+NhS)?hY~=IpEe;iFF&REiB0iK3;aok9zscRNZ-~#QKai7^P{uCS!P$#4_DqO6Ehe
zalp-UtFOr%oczn(PeWN3cdc;Q=LV__laBT3(85L#w(RM}W0G8u*!I5-Sm|25j5qe+
zDd@?cy55zW<5(IEN)3q_0wv}Crn&C~>hGjoDmx!0Lx&&MrTCkDA=YiyIS-cB%Gd|}
zqfZ0POBr{n=y*AbRj~GnM^%<sRUMWF+_)I+T=X(DSF7jB{#jsKY3)!)A-ZjnNaXg(
z&1iqZJABHrfWBLFC53$xl&9|`eEcb@YnE(&sM<jabn!QtpP0GpRXp4#)5s#FytK8o
zwL-J+xZSnW(yFe<2QRk+ify~<ToSimnRCmHtuwy`dT~|v#v<r<cBTmci)lE`Fdr{#
zFx)*VB-OMwrkZ+<b{Ol{tys1*^s1_hB!FW8n!ggq3jC|yoh#nrs<g61(n*NTB5F8|
zl()@+f-01^2h1ss4Ohly7zT=yO_xDR5q9crHQd4Ykb#d{h~G~cEFH2>ts_SJ`W}@G
zo8kb0&(f+=O*@W^X9-?98#+gb?{wKrkjhY=zV+3?@doW9Q+I6y$lVJkTJ!66w<t}(
zW;y67X1_?tNaD&4fvb{qDbH4VamQ7RZ6$Nl;PFR?Z@=T?Px71AGhDxmJUyoBmrHx1
zP8pnHSe$@!>+f8N)TATjjaS@K3)#3}NcXHIg;%^;q;b)bwMd=a=YXzlv=vk-D@Pvh
zkmsCakLO-_Y}094ipI)JQsaTfM`As}{<XJn;v3s#P?Na-0D&58w*G#rrUmBG;$Jc%
zdDuz$m-FrZHI+zCI?T6Hom8DY(U-1GG<UK_vIdQaZNPGVwVaakxaC{>%h3HrY3mm6
z9o@q)#$+Q0wPEC|_55k5E>o7Q+McHMwe)hL$8-k+<dk;y&!@4ZlGkqOEu<(w%Wdh8
zQab+tF<BA0=NKgVe_F8(^IJOZ&fZAJ1%8LELxr{}RZV-trp|wT5}fpO<39XxRh?J(
zTO;1JJlO6Na^M#3pbg(q(Ek8BsVo2tuo&sNI)C-Pm2sDGPB&MHNJPZ&Gn#D6vu}Pd
zO<3}PAS{BTnF6WflUgGNil;TR;dTkG+m`8)2=x_=4%31wPeBCh5P{U^A6!;*_)4Sv
zM08#v(}Uck5S_(G%m;39SQeHZWZqc>6+H3VJ!`$xt%}J7%5rA`&$a-pX`@>$S~<dQ
ziTeAF<NW#x>7h<CrFgrU<0U9!8j`YO8Z><xRzNpL@|;#?nyDM?X8Blc=lDtPJu3eI
zofHt=#vcYo04ek)vDwN<L9H82+4MR2TrA@EEnLEFm&<kenTgM@`TmttYWh{_8|}8J
zx&7*nKhM5DG4E77?_>V}d>XEFCrR#)Q~3V?DNh|(0B{bQAO4M&yr^9B^ya-Y_J@3Y
zK(HV63y=Q*M$2AGnJ0l>b4cooXH%!#nNWgrj%z_%2d#73e2*J(&TCa<VmaV@(!I1h
zDZMo`mf|HiEHhFY_+lC4`vIE4pHa291hazPgOY1DO;&r^RtOhhbBvBn7iBr6p}hVq
zjJC^bX=Rh9I#q~Y#2Sly#ydEVQ`NCnEG%ub_!VPJxE#40nz+}BykrCEOcHP6B(~CR
zp#i42o_RaGk5(2d7~3lfF&*4)Kdn(WOh!Wfbsw79<kYrkv^5@R@sBDp2m1qxqcy~i
zNK=7P7e2LCeL@>^hJ3$e9FtRVyLBMcH8EiuJ4DC*tabcrmAuyOE|{wR?N47?-no?C
z9NZr&0o6&#Vd+?UjCL5!s3?6mXFr8fIjSeonZ=l%Sp7{kJN;=1#R>OwRCC>qJmQ`~
z7{xSoA6k@-Xek{}!)TrSZ(*@>h9$n3HS}$*gp#&){Jqa=^B;p6CA=258s)-<m6*j6
zo`FYG`I_{-V_Df3l8v+up?DRfTiEll6x658`W5y2<=ggHN(hjS6m|EmHugkV*_h)U
z1wQ*y0Fq8mYUb{)US}-L$^9#6=&WR^w(c_GZOl$;n>J{7=dDD~?@hC!F|dqllaS@x
z>s>UGZ3O3~a_n+VV>WbA(2jrg4fLp?;xUg(mSg+2`c!B(s2+l`Iy#dhXEmEB#EcKE
zUIzq<r!U?<w9u+O1`f3FYCqzs7O2Go@&NazsKqhH2*pUbC=DwVZTNRn@-G6hU`YTG
zUXdKZq6CmmJ6Dlf-y{>E37x%7cY0>E70tHJQGn`u*PmV*-3}6FgqMQl+6i&N#}!Il
z8bWtPl0EAf>H;lQ*`&b7Pg?5qo6odG^PI8hw3O#f6r`Kf#BDZs&)hinrH4+QR=`|y
z-nDg2K_Hm`AZMtn7Wc6mRhZ+R^<Lgq*lDK7wCyLzaU-|QTj<+V4CbmsB1*fJvJa(7
zGlQO$o2z%Jv}CMX68cad-<qgcfH6RmKD3n4YG}4to~NHmjpIfHGJ{ZWJxR~K9%<>5
zRm_LXhln9xyBhQDP~2(o%%n792h>!HCQrRMOYhEUr{+Bw&EI%Z8FJA4ryVg|<@bhe
zA_wK%J*&~nWRX!aD~uc()l_JgPAu~+8BUAhD;wEkK3p@SNC@hngI=@ZZF1U4P3v54
zCzZkZK<ou#-D!67gP6umao#G@bqH-$t*3XlL4zM%ze=@Jnc11jpDH2Nd`#C40d*FN
z>32R5bX?W141JFNaWwLWb^Ea%IrXj_S<KCs1fP1lYi%?x9SbS-6|AY<Zf6>ndmhSU
z%KWDufC}UMVWw&qYL^yMN%8_3C1cOMR@1fn`(;&>iI9JLujgGIrn_l$0=U@TjnLOG
zvy>gqr&2Rk*zxzeyN${_Fk#d+C)=(&wR--g;mtQ!UF{MF?ILxqO7p>OYQ(I2ll#kE
z5vv!W%PMkPGnlfuk>wlCYp>JwON&KQ6Og~%CyL9DOh`^P5J#<BNcN}#v}rYB6q;vg
zVXQ@XHpoJ~SeI%_7-J-Lt|<#E0tpA&w=C}EmH;FKmFQ1;<*QEH9aLw1&1ahn*N&Bo
ztG|>4sKf)o#aml|!yx>*#bo%7?l>%d_6cFdbJBK^(O2O!Uh+-Y3>13xHJ>z~u`J(}
zWzVUO$2Cmc&of~GuR%qgY^0I2_lk*yAP-v4Yw+@_<eZ#TQP|5bGBL-cTun7&jh$B|
zRGib%Zf56k!No|jeJYr9ig;?-l3iJ<bhtG^Umfa2laAD^28zyoc&S!?de&f+den<I
zzv)GXb6Pq1<27X_U~{~R#1psojW|t@f2qw)g68nO$-#X7CZt=u9<_wCbm{n1g5i5n
zV7btx>}%A!A9GTTPtjK&OxHQ~qJEVk-R&K|l&mz(@u`q-0;u*CDAbQ#!|<+i?E$$U
z0YIDs!4z2z=SsSn{{WtZRPpLeddN@XT*6Nn>N%mVK|F9iw7Ej(T6IFW!*fWwqY?L%
z`&TBnIBXWH33V7Ar?<^VC|v13v>A>+Ow)z>dLP2MueJl&<LgcrV00#n1<mJ{HpxcX
zPoc$Cc^{lk{CnoI&A~lQFwf6iQDC`!r<8S*KT(R0?JRgdo@$FuzM%Wl8gK{Rr(n5#
zrS;F@Q8b88-XQymrS`5l<b7$cbDqQTqQP?EE04T0P`tz+ylR=aC$}G3VVECpsi$IY
zS$W(jCGZVbGiSL!Lr}{meGNnA5zuo@Ah~3_V<en=)Ndg5&(^Cnta1r833HyNorFy8
zdW?$g{t`C-02W+sJPSrRKkqGh`F1C%u8+X_jGAt-buyi$tyy;--!jsB4Q_h>0E&E1
z9fh=!M8hgRVn3JGxepELrdeB5yBnpEw?-Iu^{i`Fm&DrArsg)0HurP<NBs1!Nz*L@
zGPzx`Ai|GfUTsC~DsrRIi}p~vHf(QKN7LrIm9~XK$3DX~^WL$lNj|A1(`V;mPqlhK
zj<v#UWwe35Q~SO<lh(Y>^3?4a9OAkuN0Mo-hcwcuO{TPF-j}JFFd2q_ooh{eu|&?q
z0gk?v=g~~|(qLzAZ)&>t&u|e#w5)gtJJ+`yR24hRbLOjM5}jXjW@x>{nvSOusNk>)
zzSVB}Ni20QFb&w?k5OA*5%87hcGNH8F@U*1M_;8_)btrIZ!;3)cdwnqW8+f3`X5(=
zz<UZDsT$q{hCNo{?`OCF07r!3Rr%cC;49XknmJ<f-2p-{SGFsG@Rg!z+IY1GER1)3
zNv^Irf@7MmjdOP<c23(^^Zx*eS_j#J+`zxPIVwkQYT`6qa?0L89rC)4<py(J-><<A
zv7y{rGcTF6n9rjR^NRV>>fFO}>5LF*Qj3MrhA$0I7X|GV>~|X9jI`yk`#z6lwf5uB
zlnjrct|v*deOpt*%p+gC@;6~yx_5;xue8s#9I7|n0CIinCihFa(&95AaD}kkVu@)R
z-%{|HdQ_T<M{^&CG<l&hol(y5$=EUc>kj__z+y4F%T$J6MQ~L9b&X|pFaU;XlK%GT
zR0MJfuRb%Hm9Bdqx_u10iwW$m8ViNm>(5++^se{e{KCV|xnME@37=j$t|m3Pos?WN
zGaghoTvuYyK9}LR=0S#61-^#6eWG@Y>Ty+zij<;tHy5UP3l{2XvraqLJ#DNkv5%Ys
zPM=kcS0(G+jSVzDR&}-1)|%umdcf3mF&H69$>~%s^`hBS>+4xX%%sUHVMjSN(4iV@
znnr2LtL1?=n#@ehdCmvcy^F&dG`gml9Ib&KF}b_fiorM9E(Xzv*M$}ImWdd%@a>c-
z#vxq&am{@0J*-7rOJsd65)#8vw0CAr&x6`5wY-Q=UA-&Jym6ykT1qZ_wq3t0oOJXx
z?5%QDvzn)=TH5OtZ*Op*mRtgBmN52nQm3VknKx1{6*Wxxyw2;xWcpN1BM+UAd=IT^
z_?Jky@b;@EypfiNc4H^5Ju3*v^EfOpIsxfk*VjFzJ9TG~48PgczeCdeB9}U}Hr8;s
zG9Q#~Jpk%!qtrY%u_d*g<Crii>Nw4C-w*XBu<<RSErlVM@gx5LtzBP<b@n=oO0swD
zUQ}?3q}u9wRk6~blUp8BulR1`N4{vtCMG#X^%b2BuG5k-Yu5hRW8xb#Yj?MK`>os>
z%U=Y=8)e;?X10}AN8PKq=}+q`nwiF0#zrs?;Z=N1b0y8iu#lb6z!&NPHR<;H4Xg|D
z!~yliavm<w-d$!dvp~ccMs|$zlS>bZrz(~;o*GUk3l3HDQ%gO>iWJKsQP6HU71CSy
zH&mbQSj>KiYg*sowzV((xw?;5;=M1fL1}ZF`#SFI^YE^FpL%k{$C~vRJ{I1b8RoWx
zci$+hL*f3FY=6@At5qGsoyN2J{1%ASU?be}kqnF~acd(cHj`eez8~;qsLZ;%$&SdB
zdHw~oJVkSH{_|i|ylwW2HCQTW^BZkCQy{_`*o#8Dlzg!<=diB&FB5of5&nmvLy^$C
zlTp8q<&E~)>9%oWr^%dE#}SBY-GDqj1-krE!l#6FDW}R>%H00|bk?oE!>wj%RfUt|
z)Qnc8*TkK5n5sG;{{UhzD<1d9I_beT@_>5=#V_`^t5zD89y?p}I;j2~-G&V?jxmgU
z%qeB~ePrM9@v2%z2dn0|E58%pT|j)xr)ST34QIBeGjh|D_|^M7M3%A_x1ye(k?76f
z-wWD|&#uOC*%vjz>bBZ)Y7(uq+u>FrSd3&=bho?T21AcyP_a($S4xEAtfg}rn7F&7
zu3dq&_@xF&%%juNuHNYLUx=GZvz4L8CvSSkgg}yRcRNp7=&ihEbEeyyYbOQ~_gRNE
z*-kKT-e;SQtyxC&lDSe32WlQ-eYJkfj(BH0S5e^~3dJVB3@duG!ES!i$U70~_2Ri}
z{{R$U>Z+@7`;|^`E2{Wu8GTOj^`!Enh8%VK%yW;g0Gi7&sZJCn%ej^UmL_!+>N|NO
zn(>{Nlc>tE<ov~$_Q^HJv;)cBPgC;y*L&i~8rIQdb!L|Bnqj=<w)6zo64CjwMyhyG
zpT@Z`kDih}Y<z7ynWYLhQVlV)oE-657fI$aoq=|M54rWKa}S$7)vTdog8c@htcNOU
z>go&!%rbp*{&V=&e_BuuYda=dn?>U+68`|O$MUAI`F%&Is{T_fVTkMAm|2wYO;*Ei
zxUMj3OT(uc^`R$?_^iUj@@m$ZFOjIhE^)QNsh+8!(srns?8|7k7FYu%6~I2386VcU
zDV!LVCK(~WD&O$-r@r1MW0iPA5$Zu8{)VzOn}4%vv%;h0Cwd=I)|OdO#%`RxM|O8d
zo|3B*8&I-Km>8x6i^?$UYaZ_<yxqG?bsmIuu7(!*v!3`Ovo$10^5hMq;lIYa@fN+}
zc-UAzR;Fg8+easkGyXq^T7TN^zvw2vkgD>75g*KVsD4jx%DH7{sk?4E9=rQM#vjMl
zB=!EwkN*Hh%U)KZIQeD(d)KM{(8P}$Sm2TW020{xf7e-S#~+bg?{iqYBx#*WICzOm
znyoGM&CkoYs-DYL;v9;)pkQz*l&0mm6c#c}+3EGI+Y4x{&SQzBmmhh!0-Iz9mJSAL
z;+hMJu`ioExep*!{_JD=)bWst0*nf(y(!?F^{Hmax90kqifh=QQqnk3J!+l9Fh;>6
z=xd(4JC%!aeN8I^n@HK8TWgYIwILVyrGA6xD>7^KfzR3gbNo^<<&X5N#pyxnK9yE5
zbsHp>;z?MuxykEIjSP+#I3BebsiNR<=|LB5>OmruVx;E>tpkLjPrhhwl}2lFL^;5z
zSC$nNe|zw$Q>{s8^$&)coYr=C%jPkR6~cDhd;V3>-)fHgzGISWjqpGGd0v0Mzsk1d
z>svu}F_cqx87#%lSo2k6YID?2(yrp=L@s%%&ivHVecGhmXlyxB89anS=lzpdImxYy
zulV<WrDBi0_*PP8kkDl3<;T4+8d?7UhwDwKG`^#=&T6ED?m4Sol~w-npi>#2nxsmK
zrCyZG*5H2l6*utWq91tFy{R&h(OBq^n`oqAlIj|*?2Z_iC;^9RbR>;73?JZM<ynr*
zXKb<j>xWrALFiy!-V>;Nq>LKrbbUrhfH~T=%-n(fr_ffS90jh4#W<PX%+l7Uln*$$
zb#4b0Tl;22v`c;CJ+VyGn3!S&oK{T32ng$%h(%cqw{y|FHGCztSk6fua%-UTdI5^y
z{3yqJa(_DOVI+phHN{#sld-fLXwWZ{){r>$=}><Fr5!6G?n+o5bNNyi9lF#*i7+})
zKKJ8IFu3yPziL&J=E$gjh}3P=R?udVW#J*gJYWo(gz7frV7XK1d)8*HBgbIn9hB#&
zIIIPpW`;I0xjVX+HLou*Qj<q=Bvt^A(xa7Ql}b3sJwX*uPh!@JNhJD{R*&8MX>4eo
zhc|!Wpc$mL>DO*68cQdIu;@V^)!wnHw+O7KDi73F@u<vaO>T}TAQd8v;{!FZG;!qo
zi`UYmw~aIR7xJxn^fFM?v7t#aDG!~UfvvLO<R0~%7Xywebv)NJp0_$;w6ITQYjOUv
zAbrJBIxU`fL-fsG>^`*9_o(J*ZY!}_G}~zUD5v>I2g<xt)SM1`(+NBJ)VA6jcd?y)
zVDc+9tfnbGnN#>z3#`~{GEe@OmO;QN(!Ck@CacT=Ly!+0>Y*-DDyyT-A=3aqHc6}S
zS&W56$u+BbiY4Jd`U<h8s_)Lx`Bu)Owa+=nTMe_(%K*~wD)sHWP-%BT6cgn)KZRRg
zx@xYe{{SHCpZetA%DGiZN^0h+DI<ae;8cLrW3@b2sEkK~dm4BoADWmcd(#;<?V^{=
zC+ShAN|Jyat~wmlp}5H=py^4TXadKbgZHQsgWjP~3iPJ829Oqnl<_4~$@QlpI6Rsx
z1<y0ziUh<SxT>J$mWvMM!End;vrZEX_5Es{IXcl`xp#hhjD2ZC3}-c4qR>g_nk*MC
z2?EoM{--sZ3Blyk@^RLS1<OWro*NX?D<9&h4@zSmD6m|$=6|(FUmaYUrU~_-iOm)Z
zmRepuT8zv`T7>kZJp~pEk{Jo_OfqA>X&RV%(P0iU`_oK~*was1Ve3o>?`k&yI@C=_
zI#2`4j@5HWwVzSH7PkAhIOH#Jky)p$c3%v}d`&KUTEG5;wT2>2G~AJ{9dlGko{8c8
z7TZdW8xTR2*L$B@(${rZ^y^QvK*P*okD#oZmu2x}dsvV3W6=B7CG#`iIc6+(cR8+H
z61_fWxzURLC5)+&wM|(q$0-lY{{T}<ujzu-5rX4zt3D6`rMhFwdA&_*_^ns$cKi>$
z>0Grj5>>2rLX>@x<`)o-NgNKjr|HC6Fqn)xboLeBYqplj;Y(**c$Jz}1%d!ga5n%8
zmIHtZ#dJ=qnz615nx_4x?C-RX6iV<%Z1NI_atHIS<}^rc{J;iC&3KNUNS!cG-mhaM
z{{Un{bN>J=$MUZpwKWOodYFcsRh5o<*ThX@;tRN3{H=#y<ZDLf#qw<{7hhW8HF8IZ
zp~1&L(yrIi;Gq{yU35NI7TT!nYRTdY(#A))Wl_&s%Q{2qu`Zz&0?65KZfi4KW?K`2
zMpy%bU1x?l@T%wDx$*TJT4>)1O-VbQWsC{r#RNbEMFB_QT<4DNZQ{}lDYVS47=c%<
zq;YEab{u-w53jQ_OSy^b)YcJ?KI8ahbXf4@T28E1Hkez<{6UXjrFB}}hJm1Io_GS{
za=#|#2PgUp@+&rFoNXk14QlEVJ3u!(9y^-zYvC_hd(PdC=)1<``c28b@ghku7<Su%
z&;#1N8(OpyXcti^{{WVJejL}AXq;+Lf7eC+b?f)M>GJ;oxPO&vi(Ipfx&;@^ozEMJ
zW@1z}Bpp<mm-p|%JXTht^4yX*Iqg82UnBiv{{Y`czLO7&nuU*_uYsj0+|zf4*k)H5
z^sM==<hnaR+ZgD-<5U4G%t<8s)u_8xb!$p{n^B<(e+o6U;kDEK;a^KdGRI*O<Zys~
zg1%|9`^)to&c20me#H+zz(19FvtIe#d&F$l9Fv-%KBl()SOY|);PYIbuFdDS%zFCP
z^eIMLn9ie$(7EDxt-L{}mH-*!{K&5^xzcC0k-kDy9-whu&8s(<K4aI`tWJnrf~()P
zWr+R6l8(&YkMCozLyz$Fw6Cc}v=CP$pH2-$t7;P^<gm;(y0I1CX^}>OipHS&f$v-g
zjR0Q|Nq`5)r;nv99wEF%t+|#z4;P2@Gvd^yfwv=9r1)c2{?gO-O2E$$0ljh9*OYe^
z*mxm`*4zR>DtNBE+MHc4GlwUWjYhg2hG7{s%y@^!w|*JDOFL-b`Q!5oIs)BDuCada
z=Uz$iIR5~}O9%aX5B&(&gMf;iTS)pWOt~R+UYp{6w=P26Z2tgoVzTahbF0tG-$>u^
zBV3Y`^K((LJ5M$AYYR)U<}6(HNgLC6it=oiotr+Us~uKp8y;cj-m$^tQ`_%~+7zLE
zjOU7|)~x9v)3qy=-mCKcY4X|LSjJ_R*gB5;syi!*mdA-?A4WA@=atpN%Iq=SiLUoX
z5RKA2rHidre68q8n%F_aAx$~FK#G_#<esEf1CxWzCu8)iRYqwlYj$6_y$*rmmBvpa
z(x}Zl$$`AErmy;=Q$hybf~HcraESm6-N^iEX=9Km80pSMMJM{hS0m=w=bx=4w=Y}h
zQc!c&t|V_XLkrW2g#~rK9E}>*Qpl%{;<B9i717y84yrpga*Y(EZRZ^-Xze6nfUR8|
zQOD-D$i00lukih)v$AiuiN2@}a?cdf*zH&tTUL4Pu8};L3mcM8rFVV{@a6H=ZPrNT
zTVVcUs00SU{{ZXPs%bV>ixL&Jgdb?dYBBQV!hF9kZY#~jV`nHh*sf^Oi&001{8ZT%
zvLK0hSn(nB9h6rK1*x~T^Br@$`qz2!Q~pL4{{VS^m2)>he`iI<{Ivd+>E)lmOp5fB
zmot44&Rqax0eg;XK4scm5yxuMBj%Q)yHys>KpEV;<J!9_J04<%?qi+}NfPgoLHoJE
zKU!?RdaqajQ;<3j=Uno3CX{)kk$U>W$+UpUAuLxU1^cy+DtzQ7NFD31*LX<Oa02ud
z%-jGQ@T-of>BiHIIoc%(Rbs3@w1>4PdX{n{(tIyAbjwqoa8!OJxcvoaYU}okRFn_i
z+YPP<bnJhp<6P!~NYeD&5<k+{{{TWY)ZOu^Mh8PC54bAX6~z|eRWyA9{q7r<T@H5U
zL2i#AA1N8EEl%++G}U<j0EptYbx-*PU3*9UYmFrNBxK`vO7!O|o*dP*EL%<{MS@PF
hg>UIo{{Uv(e|Pm2pV4YhG5-L*-<@M|!qQh~|JijnYIpzu

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-131-Collage of.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-131-Collage of.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..11c81086d2397d2ed1de053e88f996560dcabeb2
GIT binary patch
literal 5896
zcmbW5Wmr`0*Y@`?3_~L+-AZ@IP|65Mcb7<uqI8E+QbQ>t(v3s6bR!ayiXbr{GAJRS
z^t_|@{eR>6^ghou$Lue2?X}nMT<2VC9UJ=*y9!*>f@{J75C{N3xDSB+4BP?;2?(GB
z5JD&vN<>6ROiDvWN<u=)Kt)YK!@|hM%EHLZ%+4*$!_Fzl#mvkr!zU;zCMhY&#v=!l
z6;~9NkQDzD1VltcL`p(RPew*B&cVzf{@-5M9)OY%K!V7@AWi^}5(K6MVFv&<T%Hin
z-v#`;KzLw$2mzFkh?oSoq3Ifc2Lglf@WBuWK0a=DDDHOvpAtgFA*M<|ZQuaq^rjJy
zL=+Hmsnzw;8h+U4mT-I=MMO+@ot}a5#!VhxK7L6lX&G5L`CGTu;deANwTz5SOwG(K
zEblqpcXn}gbARIF>*pU37!>{VSxjtPd_r1!MrPKFm)Xd|qT-U$vhs?``i91)=9bpB
z_P+js!J*-i(Rb4`vvczcA3rUwt)n+Kzixfo#vJ@SJUagM`{eZO4;Kgk|AU3Q{sZ=3
zxF~U4c=-5WeCQu85S~Bo3#P<}aEK95sTx2Xys0_GBME8L5CwI;L|hVv`?QXaKM>P#
zORn8G_=EPB?Eeoe>VHJ`zrp?w*CId)2H}barUaCMqse$%fv$a*7$c+Fm@jU~ZH~|K
zb=I`^K1SyXjADVc@PNFl$o4yz=jmABdG#K8_#*Ba7Ff6lKO<QfZv<hmz<zg!9u`np
z=DNDX-7xq83y_=-V1XmDY3048ybGH^b$0fnQfQ6kMZkgJZg1lyx4lc;1{PSytXv51
zQHD<`-^BvmkHZgq(Z8O?YqDk*rV*^}yMeZGq2G3><3eAG{1bYPuL~BCE5qTl%pKvK
zC#-iR+{!qfvAKeA1yBD;^&|%iyqD4VCz?-q9~L-Jz6ATEod4#*0@rP|&LbxRip}JD
zB|(_2U(p8|vRC7{Z1<MBFKpz(UD>E9Cter3T($k7SV(Whcj1y^UE9&7u*Cu~5eG7t
z;KqL=-MJ9K0@N;7s{hfYhMl!Z)OXlYC1~qHWQ7U~Oey>)iz4(^yxv9se{Qu^yKnF%
z)5`=dssjYAot&>5Ea?8Llepd@c;H=|je-Wxzd59JzROK;znLRC#0#G9Udz8Q_@gu1
z)#Vs2LmY9x>PZo<ILepjFL1@F;f61L98`Ac6oom3O@-l*^SuyQAncFS-*5=g|Bo2D
z)I1Co_*`xI6b26$uMeP0v;Uy~4IJKo>jYPHB(CUx<BHH7q^}%SD2)*(n;lAmwu^qn
z9H=U~A^&}D8O0*SAooEj?is&#?XKi(Z8rPlA$Sp7P%!fpv=R&ampbU#rF7kNz)2mx
z(x!aU{xjBK2*SfJmP<wl{`lZZ?j+es(C1R1#`Uj7OixzUX&KH5GXDkH8GU0dsFP>Q
z?>KN=3@u|z&gJ@1wr%%&7iWgb?%@?`u3APvL`3*j&L8K^-CuUn?TdivUrpKaOfvqJ
zV-qLG_SgXy7}#(*|BqRGH+&_vYy!&cl`>Dhmt24eCoj5(aRPRRERKxLnoZ|1cW>N^
zz3N8eN^9HYGvo%+yxK00<SMa7O8p$&Hr~z`wvgU>Xl;U-tW)j`|Lvic4%+6RC#cj?
z^&3WM(^DrDzBe>IJIW{MaPr+SRx)5mOrs=X64zf*rJ=NmcNn}%QyQEuG5%Q_Sw=G`
zk@uatt{_O4^7ErIq4r!EMmve*#uZuctYIsKbbPXAv4?99`gG=Ee{`|%ux&?$&|bfZ
z={DZJToq*Ycd10R{1haFR<2|z)D_V%jj%8d=||ejGBc;StMqodb&Hf}ylL$z2AH6d
zDPr5>a^9`fQT(AhiOmo|-^JMzaNiKaPvL>2Y#U_zceC&tezdd)wMg@=3ti-9;&U@Z
zR25C94zm-B%F=Y%3q@*sWjyZ(tHkd}A336x3Tqf({7Ik2DwHxnwkRvM<vf&0m7l@e
zn4a}=iV`K6A*X#o6}Ho`6fB?`bo!yl2UFUWdNP9rI2G-VFWIi5jt?(27$m|g9+nuO
zKEJ#dz{C$arcIki&FO|UPC*I;_>|`ItBHEo8&*v%$k&qjmq~$RDeB?YEGV+6mX?-;
zl!_0elT5Q-+HfN}+CX$dUB~t9-5HQEzR;dYu~ANRZ&kWTP$j+RIACTkW{_FsNaOl6
zmWO-8`K7~iH!iu~lDPAG$B6%6l$L=b$VhW}K9$a&JjZCpIS`oR$k`8<&&G=$3v28_
z!u12dKP$hB53CxuC5E4Er^&kzOQ=w?QlMm6<(a2S4*OP(qr-hAfjL16VEUbT1Z?}A
ze@G`8Y+-W?3B*gZ1{=Ts99zQwgCxb$DcY5OPlY0$xEWKM6tgkw-VYddFG+&<M{3x$
z@&LY`O3@sx(rU>ZW@177+pEUn?AZ}e`cerhUAF_a+*ERN%3zlr(;ph9T#E%|!>Pm3
z(-BHZC$qgF6m)tQU4M-n0I(lP?d36Hfem$>k&FHsIp}M|&AiLICXBV3>`?*b7X>>i
zw58`w^oXp|R<(+}pc-wGQIU7ze920Vp>EfA6Ea9^v{XzGs@7<vZ)MthXo+A4L6Po*
zY2|9Zi0yjd&8F-K>UjjC@=(3jwTqx>yaB<|spwgkge0Mh^~xgd1bYQK)W_Bf?|Gz|
zA84mY;htd8Vxcr;LBAY2VMe?@GP$eCc3s+uRCQD-vysoAC1L9Gt=1StztY!=63haW
z$7Q5j_>?CmFSneA?u;Fw<T#@S9+Xt}F}=gpZJ^$8Eu?$Cx^wqiAAU%lJDjwRfj||E
zB2xdZz{$XI*VnqII5)_-D2;<R(7^8p0~dXj^g<%H+C<Q_yNt8SnoX@4efcAYd)y+E
zZ=1Bo+MX;H#(qsqUY(1auH`P*B`QmACH=s8F>pRTM1TQQ)R2LX!(y^Iafdx`$*)py
z`d$jkqC87f%y8P?^kIkFKHv<@u<apz?of-&M~Fl~Rqv|PM4Vkm`(MP>;u`4Dp9VT<
zawIaecS`Ai1!{1|=h5|=+;X5WfftXY=GZRDsLDU~n#-5+z}V@R*I(==WQTpL#QTP3
za{n&Wb;I+X<V&(N!6N2gm1iE1?1mXyXHCGA<-qt&997Pl5#IOWUocEswfWY3%_H}&
zFXrf+DToERb%eahbKWsL(4bjr*x`;P@<v@2Tp#`@XioLKU+vD5&GgJk_fElH)a>dL
zllwC(<KeHv4$3d0nA}1THuq?U*2aZt;DqkA5AJ*dKm1xb^2*4y_?W?wK@?aXwD?4A
zRo^0&mL@LCY|^bDCd2tO?b;|;qRj5Fd)$Dnv>-^ffZL|uyJy_<b4gLrCP)_JcK5bK
zdgGIhiak?{h~7%X#S0dN*%(7zG3%#PRNTE4(^ACba^*!}cE(y+8epDzU%{A($zS*Q
zAuT1FSm7!QMCCU{8UUtstZWpX_-F`sy+uDQ!JMupM#c9#e`s~JBA)}_h_X&y{cAE`
z$lOr{_*-7m%1_RIEMSLg{NF_EU}jU@Ox^$YKO!G5!6S#S{Bfu&NF*G+azOjq%w<#V
zxZEwDz4r*k<V@oEHjV%REXtPO82ZVJXF-2$n6pyFuWhnK@u)n5WtkVOZsT`c$}{o(
zdX6!ky2;n#=2X1zP)oq0;1F{aD?V6RpR+m?<X7p?GS+%9$W89pDO?=g!fcfAwst;o
zrsMIU1`XoS+c=uW>#_TiXY%8IxpH9^#d&=(8^5~Sd9Ig3%VmefaN*WPcN*_RM^vw<
zHmQFB$aG!2T9jx#n{{2R_GhR79HaBTl|@~e_xw<sSp2pb1AeHxt8=D|Jz8l_>d5ec
zTKRG)e|vGn#k)JRhG60Q{b>*>Q7dGY<1O(#%V%(1$Ya>ZO}N6aqH|3(G3#-LE}2c8
zLtRGGP5h(A;Z@=+*?92H)N9xLnMr3yNo2m9s#`TTATc^w`;94ABjY~pE>R-FuVkJG
zwI44kIb#80V8iPTgQK{>?xIA50E}{J|0#u$jeopPe~~+@nu63@b|+^{=#!IZb0sT<
ziv+80{5&$Wj|;26D+!3I2!BF1*~RKMBS8Hw-BP+1tV0k9_);!^<<66V;jttDmLm0T
z)6hyHSWO`h9^!=s5Oi#3SN}8^OxM$sb*&RBD&?&!<x9xU);*5unU}$r{m5v}c=`;*
zIZL3nfBcj>3)g3#mQ@(&)MJ4ZMBXjSMv#RN02bEePnyQhDMvY~U_7LM$Sl!86ZIil
zS$fBgMGi4s)5WRIVhQ#tX8tVOw4X?LD`*^I+-~U0vFHFwJc~U@bHd;>jdC#cOnJqd
zz!!*Ix8X-ZY2N}Ajc-dRJsCxjq&D1^Ui1EFEE?Cs>wW0lF1%N9>%lsEQh%q?;YOx(
zBB?2=`(xi~`9#1-kwF5D>%`y&>zvvAAj6biE2|uB@Hl#RKDeGa@E)5k-+>mWcU(Wo
zW7O|6{4$X3UH$!+i1dW|Lm+Oz36DYwzI#7SFZB_u&SH63#d9M4Yv#$M<jB-R&xGJ>
z_0qvegJ+&+3yLl5D9MlmgHq$11G8Kh`b&jYS^gICT9U8+x1w3I;sC2Yr26kz^laIR
z;!+IUlOORJe72A}C>hrykO~uUUNC)oF0uHk!Vu3t(0zjsCXrwYo~bz=CsDs#Swx|G
z)_FB}ezMKiah@bO`O0#{Eb8&!A)Fpj`vL6|c)$2XWedy&dtx|vUof`ZF6b7l@7MH-
ze!$``O~&x+SFzgjehp>Z%}fP}1hJ`=^2wJ1ap5!`td?*um5;y;v#eoMP%<KzuBhbm
za=zUcp7+puOJTmR8ZW2k&=p%Rf^K{%a6TA*a5Jca3#^><DA9rikr87QMRCveob&r*
zvcMP5JB0jvn_Fj4+(?B8o2MSHQ7eZ#M!E?x(HToAUMIM*k&{{Z7z_NJQA$E-4?aYl
z5OaqA<EyWSGWn>);nCk@rrhMES(*$P8?!W1bl*4dw!Oc3+#VTTtbc<A(3>6_wJbWM
z5XIy28|PTynKn7xogwU?7@`TCaQ^_@7Uj=DHSN1^f2BO4>8WWDPto#3gG)3XlW|8h
z`hf850~0Aq?s|pPZ_RYxxh||(s^I0k7;qEmH%mt8gBN;yfl+R%2-&kNXhuGQ*frg2
zYhXFjf;$-)*<w;Bu6q`vVO2RR<6KIi<-X?D)8`>~XY<~rVjd-rpPG90=vijk>mCKe
zuM0NkCkBuu*fm$(Ns7t;SX7vxR-F8@7$e%olT#hK{r+Uol&En_a$R%BpsP@L_l7t>
z)zdU}ak<E(jD2-I3fY?x?EDgGax~P)I!?T0e!93at`dcaZ}P|%%3fuy!s6(8lvN$<
zwBl8L>w5LrqaT5yXr-Ll7yd23nyXk)OH+Lm0!*nAxN+ute%kVVHGjlTk5nXVd}u4i
zXlgaljK(UXI%(rgll%&vhanbl9dq!N=+2daPYk^7Z&6x#*U4Z#q{*_=&*2y4ltm{t
z63f5SOOPl0_Dw^ouR@pdc0+iQuj<l}*6;^AHtXU2Gdh6n<mDaQtPcyB{FQ$B!R~I@
zl=4sARV+~Z)b0$t5EH<pHq-P&>(`2L=GrqMhN4VeJPivIhE8KThAQr_<Gox=>UX}j
z<X6x1d?8ISKX{7tYvqoanAYRpap-3t@ib=LOxYm2Z*k(hW70Ci+0c^YCA^U%m?8~6
zwP&VGc>(SUoOHK$>{sB50>;g+C+qPGXz3BIL^{t)EMf%wy?@>I(DVn%K;1^@SGQm=
z4D3$-0%Itm(`rm%%<0wlpPC*V4~4a<Xg0|6nJH7f=Og$oJNwYCrA!Mj{V?B_H8Li>
z+1*_)-|So#@lOWa0h3BjNlnTk*(vqN8j5GWBuRS4^(zmFW@MPMc|t2I>G@!X3yQu!
zkSY$EaxOxVX7fKfN=~oSqXHGd<$KR?<Bqo9+m!cpc<5J6L%I{PTU=zxsx)I1#9vk{
z7R6c{nvwgNjZy11HA>{NXn=|k5;scIGZ<WdAMA*hJQa>-!}Q=a-`MY<4A2s?I2O>@
z?Kq`e^|udGhuSlRU1{zmXBO3*i0d`CyQN!Hg(fHz*B_2%r`~?^9jdp-Or7JGPtJL_
zP?H!KXMZeU9AIU@7-i|qmOJ^Q&jt(dq}R52qMHfN5{(;9EZ3)J?|PTJ9V`X%DOgGl
zXw@}~Y79w4k%J}_^a)g6VgVn+cz<c)NUJY=`<u<tWQnQnel0hHU5i~md~7zSG7l-*
zMDJMlIBE>C3$ipqjI{N2bZFEgCuw?IQ(7xP-0Qhq!%sByw<1-DMdcA1*5t=bQL?4>
zQ{dk&B~ta!PC4Ua8fgl5AX(fb+5Li4IvQDgEl&#x8wuJ7((ma|aWH5-)sd%0%p+nY
zBWi}+e>A$<JefM5C1Tv&DnKPEEfTG9WW*ZHGWK<Rf8(Jm!_nHFrxza*RYJ5OIw_SY
z7=v-i>>(e{dBh+5Is0k7mDY7o`+8L&u<RiVA88YNM5nk_VwT|)#lIBaEWOpDRgor8
z%0DuseP;A4LixaJ?T^93aR#5Xyon-z^{{f7f3$sfG(Rz)S?s=?;?b#2DD+$<d{im+
zs*e&kEK%5r&rt=DvR!*KV=yI*oNx*d=4zjNEvoarT$;}yZ#OD%SkOa6^T6bFqNSw{
z^TuLmO`tmSX+@LwWR2y9p4NR)`APDVY9XqLA!Uw@+|R~$mq;N_gvN=#l%JU&@Weeh
zW)Zct#00&5*RgJP_f<fF3Lv{iBp9f;5h{@U{L;Q+*b>+lQq)Dd#GsDGm^8Q%U)}at
zG0WU$UU-m+AkwqPL)GqGLJhM8v%-u->H4!iC#YRNcojo7x1qWH5pPk8^#Xek62dMo
z5Kd*$UvXl%S(sCun!p2))=@QFbR71Rx1wH&Fk6xd=p_V?8&2GXxPI_leKt_l`C4~t
zlSvT%DA?N?KQAa}1+yL5#)>MlJ#h{u)7djU@N#+^Wq!}hf@PLeNn=qQG%{&4XcIjs
zZ4fZ!Aw=8Tat^k706biJpbe8q^pe||`B|-DI0f~Foo}y@{wQjH?p)+!IY0NDY-pqw
zkt~l62hOOs4K&xsIXYlMIWz8N#h+esG`@}E(O?4zEE-w?xC#&yyg<2FBnj%Sc1Jp+
zO5CR5UNc6`Ey?p5pJ@6_o*WV^=lqoYyff~o%79ov=p&ole$VWv(4kYtpo(9Mm%s6P
zHAbaEXd3793FM>4Z^QZare?WHB*F3Q-kMpHoRLQ489i~*WQy`L%pph5zogQo>2#8r
zThPv~mnUQ?A3xV1F~HMgdXnt^y<QX2hFtpL5EZ)ZlXr5))jXr!$!)t-&f^7TX*Z);
z-nv&P&m|s+{AnckawS5RzQR8Cy<KOb3GM~i{M@<M@f*`(v7bYwTo}mx`To$Eqc>s4
KQ;FHwPyY*>V<1=n

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-132-_details_ .jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-132-_details_ .jpg
new file mode 100644
index 0000000000000000000000000000000000000000..e5005986cf576eebdb84d0255d3c768a14cdeebb
GIT binary patch
literal 10022
zcmbW6WmH_xvgkKD3=kwZVQ{zL5-fz^7Hn_=!QFxrAP@);oIr4b4({#{+}(X}0>LH7
zT>j_Wb?;g4(|fP?+WSNAuCDr3_iCv^%p=wTJOvqf82||h0Fa&@0I>u}0T}4$Aapbg
z5C{YYV_;$vKEuYs!X|r8fJ+D=r=o<AQ&3RTb23rWveQveFblG<b8++W@li1eiwW_F
za`N)={L={%7!1b7!X|z8jFg9lf`;e+xga_Kd<-B3i3A0S7C^>FLcvEubOTgRcA_Eu
zs{sF9kdRSO(a=E{U`(v12DNwqG7<_3GAarh8Y=2j>rYSr0aSdn=QP}s=mcseAX;Za
zp3kva7<6wcJBidMPUv|*xCDYRiAhMw$Qc-!m|0l)_yq)ogkMR$m6nl}lULBt)Pid3
z=<1o8nOj&|S=+dNbaVIc^zsh+5*+e1G%P$W{(C~=kEG<3?3~=Zd{{wYQB`$KZC!ms
zV^i0!?w;Ph{(-^Csp*;7x%q{~jZOI0_Rj9!{=w<l`Niec_08?yf4GnUlz(GAeg6&i
ze{kVHaUr9kqM(BQ;X*?8czRLrQPF6)(Vt7IflQnUXn8(k5Wb1cs_X>Q@v5H?eQ=q;
zB&O%vU^x8;?O$a7cVL14Uu6FS_P<<<05%HJ)8L`t0}{Z2D9Wjz&Z&7_Gs96{ggtE0
zYXSqmcjuSWf@vR0K5O|sNBaBL^yr5Z1aPnA`W`Lbygq!?^)Wyqe%3Ev%Mv#>sI#O<
zAf-}GTg2qlRJ-rqYaRity+i;#nvSQgIx2nxCehba2q3(SRxqMqnYdKS-r8x2Ap%%N
zhLQ4T^0M~-CfOV<83fl>Ab_@i8p3eDkylEb?wkHwu3R*3#{QV{C3gi5x~z@&k|Wh&
zh5rg{_%1khZ|GD})1;^L$HUn_)@e806qd;pP3Y|}r$J8J5dew78@;BBWYu+Pfitk)
z#NbA<%sSF;xWVKxv8*Fij|9HZ*aBY;0s!Kl)E3Tdy0_m$iKznrku)+zS;p}#6i+H;
zE@Nc-D*L`@$|XjZGBA^%)?G*-k^1_@`zM)_fi|wgcPpaG=CBQYD(AocYg*l7AIF!s
z0#T5{<sGQwc*e+iDYs>;cAjLzBzo+jOkIof3BTQ+R1hg4fZ*Dq7>NmX|36<5z-Dn|
zWkb}i$|7?73p~&JLi)4ULo)43>boXp?x4-%5(eozh7d4tU;gA;t>Wl#y%L@T;<~r)
zB2-U?lnbTlRy^AVWS!)SW91!PVWLr=)40gQzq`t@N3HupXK<-3D*xNRIgi9q72f*$
zYY~o5U1=jdep}$aFqQpbC;PV#bSTS96uZZEDxt^pD8_fzHu#TYb-rz;j{*(V0fH_8
z@H57iZR7%KC4YQ{!DFX4gY60Y!qnSJm!yx3G7nH81h6Xg@a%ofY4sW}maD_I_d5QA
zZJ!~XCR(=JHF`}AMD62JHl6aL1p&4f#q4x36Mb$CZ@Qqxl$hh=bK9}oZQL#Y-sl_o
za*5qEiC6?c-VLJTt34<pT$2h~RCW_+-(YM(02xk?viDX9;7iK+qt~xns?!oZmItFu
z<E!dpd;czFF9aaEaUXp%fdIh#yZ7f`&m`bFHENgMpMn<08f*WfR`#BLF7tepsviMF
zewdJ**}uZI72lcrk6Nmecq9KYA%D6@{%_J$+OT=ClDpLR|5M5LAL?c~2tWPXh>rr^
z4>Kdn&Z5p}cDulCmUs;m`U3&bF#A(&S(Pb_N0^&As@RvR^4^F)8h-tjS+#%rKv~6T
z(H<P3po0MP=5BQHzDb{kaUcM$-T?#<(CSk6qwVc!oI8xBf;Z*dRzw~mI&0pn50M|x
zs&l7{Lw{xfc17xrQAoO!(q=Cw2Pc{f16z0DzlkQLabT>!sHcTr(0lck)1ZsQW~PSx
zoe^?WaZNdFkpk4K;M;%tYzD)qg&r0O9{2Jy0xRWTy6|RLuh~(XRd$ws40)c`of#PJ
z9Eg*lX_k2<P4e0`c8$;_d5Z!XL2}!1sK+=tpWcgczP3$-Hc~^outNJz(~`z|8FMb4
zP5+NE1}bF&Ht%ASNmc{`=#Zv&?WDCc$IdlH&knXH3S}9;Shm7<XIZa@;`J6bm!b12
z*ENURZp*&wtm3l9c7OY6?B4TfaG-8A_30Lo80Nwtub<|PXj$}pbeDufETuWkIs(xw
zW5bR7AIvLbX^oT6T>MPu&WqG#Eh)aS(qOj)HB92W@7tR;xSa)T!Q<Z%);u2K=8#wD
zO>Pb_#JaLkB^~ptt63Ge7m^|Xt8paSCDv`-P6Xgx`Z}@QgeNhkvF}vV{bc`Kr+R?Q
zvd?gL?obKKs?y6Qm-(n+icBIY0+3gL&!t2ta>c%8R`Cu}OQ=2&#J$1KtGc7F$1WSG
z!Si%L09)!Fdwg!>IECzj9FVO$<E7r6{*}HPZKe9FNgB@`8MS5dbFX8L$dk`l7}x&Z
zb@r6ALhglr{!9EbswAw=b-SW_EQ7mh#O3Cq`F!bE%mc!kd8ukO!IE(w4breP@*Cwg
zrZyO6Fg|#REJ=)JGR<2onnk3;=yoOG+7DUcU4L^$(qArZeBfqYTAq1%L_pMiZlHt;
zj!U|@Kjc!h$@v1{cu&eR<o0WALe;s0bcY~n-z!dKe!uET3&k917QNtGinN$S!#;M>
zr@*lVQ;tepI{oZ}u#9lz7}v--j}t+xAN+o{6{9#ECfbsH8u@%Qn`;PN=tKKD4aI1v
zU-wdjPg%jR8ngpQPLPZ5-u%oUX561H?W9OCJ(%4CZ#}S)IldE=z6bK|T+01@H6Q#6
z9!pX3#xI3n(?`?DSPtt5pvkIa4R`g=97ntd$m224D);nxMu|;aROt32dBmPLF9N90
z_uqSI<Q*rw6@YaNa?lCC@c%M_wM0d%Pdv{sb>-0O90M0BnK;=Q8(w*U@#4?nea@V%
zEVW1K88RhMX<fq^-uMwHW?Of1wAc8#bfL|vS9@PE@5WSVGVeSqY$x7fWh&<W6L<KW
z&IFGZzW)jUeU@XDpO_~G9XFV-x<+o0%i|g}^>2X@?W3Zjy1`qW{HUu1Qhp?%6CM2g
zOE?5Q3lVdArn~%eRx77c%pY^ySl302rAl5fJ0o{9>CcO-XXAn5*+n9R@Y1&@hLwX$
z!+xR4fD~~gCZ!|2#MQ8Wq*97eMv0=L({KN#PT4cQO6$d%Tl{$yzi&{2UyBzoEE8%3
z;DcPW@gZ+nfLn%~=torZ*0aohO!Kr?pB9I9>9)05iTX=5*3%ufG36?{V1<^TTP>NB
zEpPszywRd>EC%*xN#WXt9k!BYL|R%MY5{_~M7pMxKEYvd2A%boEof=^*Q}<x^WJKQ
z%3ahdd^u5WSZY$&;Y2cco!yeq5DB$z(U&Zc&yhpb3tZ#@{(ysRiHZPx=b)k>u_3P@
zjnKmVTGt2bDqlfuiI$l+naT;QiVZs5KA&FA4)`_<EUUQE<fsHGHw`2bqX>2N+xor#
zT0KPG%a32{^F3c`9czf@u6Wwdb#ODveAyaXnd(j7h%Jl6<?{5&-YO&_uFfSyG)+la
zN+762Kkb&LuPCM9(BHw|%bxY_sPHyoiX1m2MT$<}!13~2*}(9{YZOcejYp8d!5U8*
zMbIBr<=4A^{4{lgC)yu^vIU&IoEq=_^Qcc|zsn94Du_2A0L;F}aq$MK(Oms|To?+W
zZb(SMNn|m0Ur}a{<YTS+dt6;9#@V@_+M;Nz5;sMK;`txyEc;0zysM3&e^3mG#Yk?a
z<SXnU9`|$w_xaT}el7lbo+qVKr<7S%xBDTYb9_HilhtJ8;Y2g~E27-lvMh$hfk-_#
zdwewF&u296t6s02&`RXVtP;<9qkg#yW0QB2pLP~;?%c^!w%GMkf)R;MqLAL$8W{PF
z!uDC8R!*5k^tv1>6Q*UkcDNzQ)%JKyA=}Mo^=Ix*NHpL-JtQWkFMqv)7J@?UjeO*Z
zNc?oxqZ>Z$m8HtfDlO)66B(qPNvtr2FXFyoXzaMBGKG|f8+w<9(w%v))-))F5^MeG
zqzq|%+KRuD`+rl-Pk*3H&9Onoij3+TiaG!7qou7~@$=(>iqO8?E92`ttOR;I+;f;Q
zD#f`$Z#L2#W2LCF11Gyq!EJo3zS;GW=AWE%6Js%q9{vX2(bBRLFEO?cY^A3$Dn7Hi
zQzj%;1nx!6V}l^tIu1Mbx0Vl#+A-1J(K^Oj?S8*uQRPNW5bE=8xt<z89@>@jz<z-1
zxGp~%&Rq`*WF1X*snQ$3?=%ypl9K-7aO0uhP&v)C=<y>Wy-Wp6@#H6a`OUjCc`Qua
zYu5+c5dFNmX_M5dhLwvwTbm7JVbrK+iVAS0!r}v$0dMozQ8O}X3hW0q+P^#UE$tk-
z(bPvoji&kfHh&}BuW=-IjX`AM39Hr_gi|HxQ2b_6b}z=S40yF;Ts0Xx5dK-KT*+p(
zh7Vcc$7U^2%FzMdNBl?MVEWWu-57s01z(A!tv_yPUenloDq>4WBe`mh6uS~u*Des^
z9~~=fUZ(LPYcsh{<=-bU!mVw56TpMMUM29%V(8>x%t0$X$=|E`zCb-xH)cO&tB`bo
z7wOnl|Ei7JeIwTFfh{@pm$rZ~J~y@ZjHl7&s)0hDY$;>>JkDQ;(aP8`ruS}26=Pk3
z3nh<8oNaVn8u2B}hEqEJZr%8kjj*h%`>`@stjN-Co3KQltKOG3a`m^|!^0{(-#-7H
zRiwnV!yJuBt`*8T;BAh!nRuI;jxkwtivVVpl}W10oK>DCi4ByjzB%$Cv_~1k4w*Y@
zrv}diLk!nj+sabJXG7UY$G4U{n2COCR?1UWqn<uOSUj+KJE?a;o)piAvIg$YLqlIo
z^@g{HUw~LPz0=&y)TPuV_4VkaPs$XDNYpZXdQS82cOJ%tBRaP$D!3MOOs?ITTyL<f
z?=$)Ct=h;kluLScZa33A!J)&CyzW?(cxYIqgHlG7KlNpZ;|3~hSge!Kh@HJZ7><1;
z%(wAzwbiC@>d%Jonc^qmqDk=dMvmLxaCelVla<~-czR{>cWZx<va5ZWSf0=lM_gpr
z;E%vGv_cPW@I5#PBGS{TS^3HxfZTXzp~n{t{<6dVdCf#rexh$pNzZZZ*WdWpcV=RU
zmKaPPY?R!m$0oujM4K0r!A7qi)8=$54-&rMH_ak@V5Tpma8=$;!UNF}jk&%aV=5P8
zsmGxU3$c0QOlHxsoBuQocLQB#ztDxw;x5$6m~_PKp28NEMNA!b#DDQuqJ1Y%dvwL8
zH(qzn@R>8svlf^*T1>it6XnFoeUBDtoKW{k%&^UJpxR-Ur8_CSc%U6$VJEJ)J0BE?
z918H6S%diJ9Awy;Zr^>ubx0VJ<lji9WKN6eh+@rgFQfBUJ6ZqY_xP7yJg`J0%s%I%
zGt)riuSN=gg}&y-mDus!SeaD!Lwj}=QfB)>=fk;MHDgZQW&Wp=!gIfyE$ve4xngJ1
zaG8hQ5B{P4k)FXT{kkYYgLTs0DhcimA8$DE&NQEYI(!w{ke=i?R4Wt-7ZW?kOW0hI
z(ds`3woJ=g^{|m3@_!a9*p=4Tr$SN9EMluvc!Q+sdS24(rv<&nHlc`6>q?}E&5(8_
ze@rdl+^MV!(P;&7O5i-*z#R4ZY?(72$HK}q(Oqyy>OaRg8{}6?gxb?10QnzwZ|}>2
zt_Lw$xHe?KQi5n@yQGA|1($g!LhIX#8+{GZhBM>u3J5M-bGJ!kA$2$A(qiYE{!ADG
znB;)Rf)AslJ!G-e)pja_N(p~+)KstPhoR~dZUJ7KHTLXrTxJ+3nVUU^VR&fNcqKeY
z5Z2b?YD<`*7lF(j7x?2Y>Ybm~@E;%Y+aK!`#^)Eso$t&%demw%7I$~*V-4`9L?5-B
z5>fK~YO%BAfI`*YB7=G(F7Z~Ife!$agrx4AdK#sq!T1-oL|vtyI3-SOE-waZZq#T^
z>f2G`b*|WUM$Mh%q7&e)1`Xc}*}bmv?~uyc=#r71_m)Q=r;%6VhH~Tz#hOL8i_THb
zDW`45QO^;uEA}44#?`l^8rP&;O?-Q3JQwbm4{y~3QmtREMxz(*^XxbIeh|{%mGIi4
z$n34{J{`J#FQJ5=*;VbcCz4Pzf;kIOC;RR@)J)-DWmU={h5)8C%Ke`%Md2>jO52S)
z?HEUoqmPVg*UBkJ2%xXnL>~q9REG+^e7og60T?;5&NecKYPED*%xi?DZnKQvwi)x6
zYaw#l&yd?HZn+#+_eF0XjpQg599y37YaGmr&BhVQT)XTo;&t*pPC___gkIM)r*U<H
z-bP*8>F2Z=8UiZ;Wot{KMwG30yerYJhWQy8I#35`Czj1nI;y6C_AJxzbl>-00fpPW
zxyHeec5(*dPCgO6w@uSd@IXba)|c{OX&-2!HMCy7<md=LnnyM1?6p!Q(bX$I&h}DO
zJr1Ab+hwrIHpqc2Obu+La+>SFvF{VHMs3pjf=kLiFdqyyg4~^K(GUCdzEpldjiMPh
zHhZjnt9z4b<kTfnNO)oW!sfAosHjU*;oP0~YQl#tmBa|ICP;*a!o##-(mG)O*#6o#
zxxbjaFVtd^W4)@m=KLk9f^Pjb_|c+~OjOd9|H6e^`t<_qw}^1MkYWbEfP)?@k4;yH
z0Y3YFVe~o#P<!-4IpZ|QZ_6PT-$Ov`t2g|G`hwYSnm7j}%?R@-6(OS1oJE_-B**N4
zr5x-`QF!#5S99z+_9OA*do?RE911<0>rtvKXF#lbJqW`3t4fCFHxbBirARp$t&<Gm
zGlzRhd$l>HT8&pnEFbD5BiXT8MUiLjTCWA#Ar<S?h_OkZ{bBFnL$tgpMQ;jtl@$3E
z;our=Hu{I08!YRr8H{2)qb+g=p`;vD<jG;SL@^V-=V=yJHtno1bWG_?WRV|GQOJbl
zIcwLE==tWeH5f610#+XSO1<6lDDx+1rY!10l+stdiBa8qac5yEy;z6ut5@GvKX1j@
z`_#(T7V=8-VZkQC=AHVCgI7;kE4|Hgx95!94Q?oZXQ41r5A9Nc$$otyQ8R7nQcoKp
zORJi@r2HR`pN7Bf;M#eV8R=L=vmVw21>)LVuuNs?p1<AsUL+;suqUp0t!_x0z+JZN
zO<?%k0HxE>)S&EZL8rOHxI(b*eBJ4-zry@^Y^Y}v59MadZ)Fm2GY3wQhI-WBl;>5q
zp3efjO7yE#{2bB?r&a+j`HmvwW5(|-<#l{7k}5lpE953pq1}25GP!2;?4J&>!icK8
zk>=-w{WlLi2lUN(W0y~AM+^_<{>C49y|AUgfRlnw{^-f1`h*S86}8UVsjCON@pyp8
z4z({h6c)Y6)XoKjQBAkY6qQf%3%#ML%#xIT7ceTA9!zx3TkF1(%}e900<lrM-rNEk
z!Kk<N$`&4XY`$jn%o56FNoq8yzFwO>)*!s;1Q%}PD%O3C+vJrYbLl>!c=bJ;%UneM
z5@MUEXJt#pJLk&)7b$*lpInH!b#WZk7wRI|KazH8$F0>_>Yc^Qj(ah@b&3Gk=O?t4
zMQoH78^`a#pAI)8F7KWrfZvyMtO3hqk{A3VzL1Gp4xF(b620JJ$rtm1&7lJwE}ln*
zkeZ1xhj<!oDA`z6aY^Y1<34OQZU`Fnh6+_Fl~1A&X?_HpddnM%9*E!in)-aT(eZgl
zb=RN}t4q7y!AiJv+UdMSW4iGl4Hc2NQG84481I=>%M>Wq)5P;(-I`5EjHZ|*qZI2-
zTc4A3In1(VJhgw+qHzir8gtbflqdL5n;2YlK<=@S8zFV>ph2^L16@r$xtfs^tmheA
zTT!d<*LdgY(Tm4la=uoKx{4~Ikto)8c7LF_78)l29bGVm2+FzmcR;_xLce=i?}hq}
zZN|<o?CBXLelE4AdGo4`XDxXrtL>CB-WWICv*cG~ETr%B$jH=flSA=cf5y=je%Eow
zeeo-1hgz&4NDa^M?#;XBww~)|4+oRHo}s1GQKPo4OudU+#8rLlw0xhUNG+u1KvP+z
zM<QK+rK`W|tF@wg2{WyU*(N;&eFJO1`7HSyhMCsrq>1x3M%RJrTixpG*UX!v-gSF9
zRyH2wTHZgfQ7C=qz*HZfjB9VD*U6aOnV@~_tFMX(x|<R*i9Px}cc^ZYvYi+a#_>Cn
z!bM<)M$zn%$VGQEl5m9G>T3=!fb(fYPF<MJpzj5f!6j+A_|B0#T}@Ne*$Aio(zOdP
zl)-~rD_LTw>S&&1KWpEIjnR(+>Cr<H<P>1NfK=)hmKfHR%vvgB{{9?F;uA8~9OFD!
zPS|@t*kqvX!AOQ5`5kZ9t;LyH-gPZD_6CXo*eJC_4wR_@KnuqwaK*anewd33RxqZZ
z94P<1IIx{-_otl`o4_xf>KTiskV#7($?Hy;_iEG8Hf^*q(%&gi4tu~WPDp>EYEYP;
z(RN-^)jdRknka5_eLEhkQ!>7p7t;{DAy(^1P$Bh?w6<RaqcGJ<x2#txIUj0)2XRhK
zm<u^n`DT5&eexC4!1mRTjYu@IcTxq#SAQX`wVA2UIvQMr-5exXkFkzLl7hv!57>wi
zz^}@Fqff7-Yz41h4+>7Z-?LTeG-^e&*KlcSLMBG^t>*M1hVcWtzwWv}2DM6U>WeY{
zQm`eX2Rlprt+z`b$pH6B8e06wF|1pwZ3z2*UfF1Rbo58*^y?RmZh^W9F!8JvmCH~)
z%@2y`Eq}~Tc~^4&tez!bk?;w%ORP+x*z{PZoKw-v$+FVA<m}!);;VvI!+xq{{*jwL
zgHy(2_7u$@#Z(Iu?gPk2Je;q#&hLvyVTlJjQVhd!{kw6KmGqBpizzmH-B*zk-G8;V
zPb=%2bn_Q=>_Lu{AwOqCB`k|<-rIfeZ+u-6?i?pFmu5w-(ntxj_p*i=^qV@V%#UJb
zv}C-}HhCHORy!NL!fM8Bf%E$I2MF|e?KF2M=6ByAIYa4pXJuPJi;B%nLTbeIRcq#=
zJr->|y>GPhYO7%>$FcoYRT!OfY{u8g!n|BOGkW|oF+x`zg>No9N;8@Y0+uQFLK3I%
z_cO2N5P-B8QRUC4AoDx|ATFVk?tXq-_4ZQ>41U4~9Tebc9kV{U|L{prH>~Y&u_`m`
znZXwEiB8Yf+mfGYyTT(HHzH-?#T%tIEL$&~?d>bSQ6!SuQSIMoHOd>w9qMZDX@W&(
z$lifL5gF6tE~!;KBA5lo0~yxXMR;kSGiJt2-}DUsa$H4$*rv4%$Du;VDz#w^1HE2+
zLxw!Z2is=z&$&l;iu6#Js_Jy2A+5#PH6biH+)Zp*6vfQclZ)0|Z^I|sll!De$zU}n
zeTAYJp8<gNZ%UX*<@~m&rM)QQEPjZ^@@cMV0Pi?v|5OV}$pOF@^N=WdHg)39S$iOE
z!^1|16wqP(3Nvga`NkNjtlt!-lJZ6EOT~eDvjtAVItM2*<xyU<`N4~A)qej-w~2+N
zMX9Pq(#?pE7(l*W-Ogb%q*-H!>{do@OkulFFHhNQBnPAKL(4TgVIhTkM~Qwb?e)9V
z;YebkbgnU)J;}}b?$<7+Af{4rOHIrooHd0W5hB|JoMcDNWJgoqFz?EboN1Qzlrzqy
z6EvDpqIL#o8spv?B<%N2Ae*GO;lqR7-YLkvJ_ZFb&%ur=(^W>YXeDzz=B8naZRp<E
z7X@X#1A-Cj87%l*k#QJeGTu|j9Jt+y<Om=wk@NU8f9EBc0m@`*&P~P=bUJq`aq^gj
zcGO5GKqDw<)aExnZRA8z!I%(WQO4121N#v4c$(ccojlml>S1<81XYZyjFTVpV+EVV
z7}o*x@RU5!-vmKt7rj;$LzRZS9;A?H?~id|;6?7wPvJ$Dm!gdzx;))L*@l>4QiC%e
z%wiOJE8TG-GCMdhGh}v#LdJue&#QsuS!$|Y)?Ke|BMkYHw6(jKH&2|~oFqpt^Fq~5
zBf`vgIJfZPNcp^;Xt}TtRI7kjl-_trF^O(ww3lN3(3k9G>L>!Y@=!|i)-ax^x#ML2
zUApeXodgGB_ha>V`j^~ecn_7Mpx7|0e%SC8BzD9z8d`sH8MnM5Ez)i9@;HWqYFIn^
z@CVd;v|8*aPM*+Zy-E(<!!*8=f8S5!)FO<(F6ZY8L)VHuDJ^%6I10<C_s4QpVwa^H
z1%(Q%IFJT3BPCF#@^m&QcmG7U&k;44z$!&4?UCXmQT4`qLgjL?Zoxo?1|^<b<A9+H
z`U{ECmaBs^wt_A@W66Ggfgo4L%u@X^itq+|m<JHli(C6~D!wjXBfRZvqm@A2`Azts
zZkDX)^=}J`vUj_L+H~t{5M>{@A{+YD7j~u3VL#~cUr<TzOMfJLc0)%KIMz!5fTLBg
zk^Thi<fQh*KPAMXKT<A5QlWcJw%8*8<7x!(v(<E8z_#d6AW@Yi(jtb9i;Tu6_Qs+r
zO=G#BTKZng$xC1#0em8lxG8e)xZ^>3JT1m0s>{hU8nWCd%&D*MS8RYR|C312jgws8
zTE{G=3b`NQQS2{Y|1lsPXD00*tMmD~GEhe5wZvdf0&Url`y)#n52<dqY9V7y_UZTC
z<Aq-Cz24lfzw`_!=_X3yE#do|Ibpe9aj+be5(iL#Oy3!zlizXl&tR)dtL)X^+_^&x
zqhwx-1i*pwBgI${cQtMlXNbgjwh#ian-lheD<;1r_oopgSr#|dJGuE_onIfmcttj=
z`vtA5>Wgcdr4tzllxfo!|F)*OMTf32{B#s4R&ud4%`}Gha$jDOGpO03wLa33GaIVU
z+#z1(S$ulaq~l~(8y5Z3g_W&m^7l)o$yC+l3gU3ZEH<!56c|OsId%#nGQ-SA(p+tw
z-4dLqlcIrvEvJQ=mS#+W4d+Y4bA7=EzYD&r!^gcL%SQlR9!~NSAHHQ?jhM>k$f6as
z%w3(TOn{}E9ad`2gnM~pg+`2;PPVHJtP^L+zo_yrvao91GP&!=PDQ0#`|ydIN<9)Y
z%o6!^g0T*Ep7Ob0{;t=-P4Rd0&kZi4;svrO)ZY#zJE$*cHQXjW$DImSR_S7+E&AcC
zB1L4bWzH&FU@UZ<_j}HG$1>Yf)zIGMcx%X^5+g8;%~E*mMq6G;gBgPaB3Fj8aredc
zYD`2Ux_i!=Jdu4MWzbuMHm)suS(4(UsmgR}ewICQd-z?HEP4|b?KM!$iG0l;U%vDd
z{g#tVG@`&ApM0$u=SpF05`xP&-S9GoG=kz(H}d1?lAy;Q)sVg7tpZeMWe!<a$z#&G
zi9qLNEz6`Do05hCw1GtBA{<4hSF<Z2F$6=6nYMyvzs1{XRs)$A_VYKTz3S;DRFpr)
z>eK4CysOHeh`}f@kDXm-R&LnRfVnchpiwO#B7uaI{Hc*yVO8VA*=z*~6>LYaqK~>R
ztCs{5R-Mb)#pc$>amp;<N*yZe2Zw3ejn%#x&T|26sLQh}6}?Fidtk;w&1UlL9tj%7
zwaM}FYjP{OR)2Fw&uo~;j}}UihS^j&(E*><7KBR>JdLQZJ!;i{?+)1zjS1s8&MQh>
zwamfDj<YfH!&jDJwK|S9{X3EOtyN*~IGy~|xm4Ttbq))qZJ$d!HwZyq_tWMO=T;kZ
z0ikhkEa`C-M%q$dgih!99(d!=*2;?^UriVCup|#Naqk9AHi=PnzB;ZquCL>gre_G>
z8vYq5CT*g#u=3uJp){{0UX^J%ihsGU9l6zZ!>z6{*U)hPZ{iQHXSu&dWD{wL44h<D
z;J45!cRjM4jFa83Zps9k;_-|*HmAwH<M02lafSWG?}TTLhF_D~*<HS9cI0;%Z~XXM
z^T^~rEW0dSu}_`h1#e#)j&ttK($pP00@!<L&=ZownOvy9+Ceyk`gzW&pPuq@X6l|2
z0mKMKw*MyfzaS~&x+pa-W`HQzHi_b|D4OK2O1nA}^lBYzWxxIfvRVXR4cs3pyeDE<
zO?P!9DqTHHbqmh1jrc_@a26IN{>NW$bK`CzYN0Hgix2=%7PFR{$*&emTRc+C?-qxy
zhUn#%o<~L%HOrFr3-x;C@25;zyI1z1()oH=yMP^VX6PK@DL*^V)-^yY1<fegl#JnP
z@2VR^Z3x&2!jd^1h6CU~Q2^Y+oyP6&A*k2_u9*rS++eXIBzDghY7GUB<zHG>#FnR-
zKjoQ1b^Cia8^(;BQz}Wq=t4#`1{-m&Eb6&SZoVe4HCwzo&!`=$S5uYn{KVXh8mXWD
zrt5fxa&r>essrUX<fIdkAqs~JcR)^6zZrxxO*xp>Is2H_^1Q!x2*{Wp_3Cw9$}^{4
zAAddXndekl$XN)>%hp|3P^$Qr(BR19TiHQpMUCxts66BLahiRzHqs%}EJRh{*n}-2
z!XAVY-Y?;or*d&=#qMT=g3Z*1Lggk=>anCFm0(OdhqW$obJK<Z+$56Awh+KG6QR4_
zZy&UHdW(<-E(!a<bg%l8NjuR~av#dcB-~*V&PD9JW0#5^mF*vywhq2dYeEI;wWp2(
z%sd>1E=!*dh())=Fso4=OCo=HX=Q;mo8ZB%byI%Fw=}cfT6LKi)PEA%&NKJ-SO=x(
zqqKxkGV=r+vh%8$jugji1`eS86cuE4r#%X#1l=G~zCW!yyBR*yI><yFL{Ox+^uEOr
z?giRx33RBM;VP#iZ*o(^c;t5y%1|rco*f$?gZR4g<c-8bVD(HRMn2QpX-ZbxczaNp
z$O<ly-sxDVAN6!zd&9}Yg+RMylvW%I5ve$LjBE3FjAyy}^iJY4l6P?|MuIx>P#Nl=
zXuT7E{1pQu8y1e~voWSb^jm|<UR5%F=g`4Q!@Mv0mdlzM7!WqhPa)fjl<(4_*re2-
zc2UP}sGT93&YQ(>nb|Pw(qA6dMf;2P7hPm;!`Pw6g9;hRD3rZziPa5v=HE$Vh$Du`
z8zZNSIc1z=OTDf;uS_>=6WHbSg921l(7gG~ZgVnb(q#)``4c<+f@Q!Ui3GwW|66e1
Q4FaH())LHmzKmG-FXIGKyZ`_I

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-133-_details_ .jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-133-_details_ .jpg
new file mode 100644
index 0000000000000000000000000000000000000000..eb324b99df7a60070952f5494c4cbde799b2cf70
GIT binary patch
literal 4978
zcmbW4c|26_+s6-sv5X`$vSi6_i0n(4q_HJqW~|d<Yq1oGvXm@^8iU3bQ?eV%<VzzF
zX)%PX4IvT|L)NlnjCrQ-^7}on-}BG&JokB>^T#>Y>%Knk&vl)1pPN0z{sQc_x3;qe
zxVQj-i*o?%Pk<G`&&LPm<K+i~!2$yOf)J=ML`VoCxkpR{DkCK)D<idUpS+Tms=R`x
z;=X-qM(Uaeb@cW1<y1|~jdjhm^z?OqPr@Z2AOI19NC*o{=<eUQU-$n!*slOlet^U!
z3gS`#xJ9`@qFn42K#rr6m+Q{~{5`n1K|H*CV15BXAx=Q;Zh)H$1mfla@$&NUaH69*
z&jB7$-aY$uEcwLH-e83gsBRpwkYDjg^=lZWZ&^vt=W@J&p!i-1NhxI&RW)_EzJZ~U
zv5BeGQKYqvt(`sA*~Qh(-2>-)=Ipuie*OWWVOOq(M?^;5yp@ocbo&lIJtH$K`(92i
zsi?T5w2WL{@u=o0wf0%v^ZJH2Z(C@sZSUGU`ajSI20soBk4#KXeVzU`Gs~D;S^e>I
zZGB_&*Vb<?E&%iw7U%jG*ne<|a=5s8ctAYh-&|bW;hYmB%EP-~hi{K18tfe+rl1?g
z4?RLGtbQ$^sE1jG`CRT36j#!pP+s|s_9xl@4lMrvMfNYSe{+oh5D*uqcpy;#0VKRM
zi^y`1BQwn8e$A+|fxRvw3!uqZ+nug{#L{T~_NmBD*7_EyCnU*x$>SMxE$U%qjGs2t
zcgM29hQ-Wa1Igvh6NQZ~Y~XO0+zzXg4YX-=bXk7R8ZNS3Yu@w=hQ;*i*|34;%WPn!
z1Mzq0*gv7|YP3Ut_{-L@0b$|Esx7`*Hn6eixnp9pt#5>Ho|P_U1LO5Eo70iX&{GM-
z`J3yBD|YfR=l%)9#JshPDBg+tM@yC5BAll2M~%7HPVZ?oLDYIs8XLG#!Um?Y_Wm`a
z<iBP-5&gjlef5yyM_*Q<8KxV`Xs{4r>D^-ksV@1Oo)1;nK*3cG-;J+qU~;~7iVe6o
z<C^W-Q;@P`)iyRDRwOPJL?p5Shu;Bnb^j@tFg{1Ba4Kn;Ogrg0vX`b5$IAUDwH=3+
zcQS2@k0H0Qh}zL=Ot9Fjs2Ib)Tf53C*mmNJc^VeO+|cF}!+{MXCaj=XApO5@oW`($
ztHrO1zH6qPkfW;N?b_DQ{YISTXkf5`Wezn*cMwO`U%KCYTyoCjI5)SzwA?I!uz`Q9
z)4I<QAvBr4#pm~z<ywt}I}0{=tvBy}m(3H(2L4^Qu$Z?;Hpx42Bm|4eF(|o8nI`e4
z1kVvMni3m$XY{WMhi~ie#Uo~=OJc_B5t|LGNB4c0eIcYch?pp7M01*COmT<R&IV|G
z|LMWQKU1IQ7=S6}G}m95QnCM|V>*=0;iepw>l!g5AevavSQ!H(OXTz&ZLlnDrLF~+
zT1Ou0^e(LoH_~}Ct(YON2Za1s`_}0C-dln>$OaPFz}Jg?&GTC#ED80|RuuNTCi)oC
zT@GTWpYUlH3uT46E$&dKTCd;6^RBIP78R8)K3d|HMmc`~PkzoS?yq>>LNK3O!{+#4
zo$8DvF|jXfU@(UV<&Sn>l#MSmb6yi*()s=7U3o3BshL1hDKd_MmCb?yf(KvGKiy}x
z7Rm(R02@uGA5LEMg^lCL!`vb{&I5Z`6PR9*60=sa8}7!el>tOoN9hAnBBYW6zGE8!
zn)$f&)A7XxK2M_k=>ue^{q2MK4))Q2$zhYpyg0^@UFtvYt1DDaeS^V{8R<%;=4xge
zsXfqv)lT^CUrD@^yUSu6jM|#5z5NIPSFBUggltg+eaG>YgEybWOcxCl=PgDTlhlgJ
zizn};7}a%{k`ks|Ub}!8uK6tA=;KK3(aP!SgEv-q-ExGd7_I>VZDR%`(_ubd+x#%B
zI-|dwH~?ZzVd>f%UHp9X&JCm$R(lNEqRwzSN2VRNQHhIHRUpH_Q4eE9Uoy%=v9gJU
z1y++lN5MePfoOP%+<f+v{tJHb6E42*Wagd(O!sW%w^sDtYHJ%TDW75vC?8bJC@8~z
zU2rG>7x09UFUn>TStHSab%YuE`Bv|ERC=r?ZKo2;sAj!(ELV$rrRo2|rqparpDP{S
zrwQXuTVxJaCDh4D`sEzToZEf1ZJUaF-zh!>6&+0-sGd+lEa&)@%<Ld0mUf0HqCIq`
z7G7@&shgJUq3a1bc3u%oI6qjJttjhUt!Ng$J!dF9bNz8f`oYL9TzsqlMqXvyHP~x2
z*K6rTlZzcWW%jzo7PYF5>NS^Za|bP{QCN2`2$qr7pR0H|+TWR5*G7LNDy)oq!P7nq
zb~RN!OCfs14Hz<qKZck*&cawSTg!5EY7a7;=*6Wvps?~waNl0KbL@4+jZU|KOvG=i
ze2?x$%r#3@xGu&Fq*0t{`YOi(o(FWMO{rDzwu`w6M&mu-1lp(c{!&`0&2fRWw8amM
zivB!g%hB<Oey1psDaq>uIsq!1SzM|Z{Q*s{ft!F+shA3fo#neP2keLkl7hg6U)MG$
zF@kw7wfd~5ZpMIj2)IrGfyJq13LAhhC~|mxllQ@Yj32ff6<HyK3{vZR&ed7GqCrEE
zXq$Fi_|5KW$rs0i9jVH<S7)>&Z7n*Gf#jQu`rCGqlN19lCGLr{h<oilGbihYr+=J<
zq`t89eQ3N!$r0`vO6<@!obv&WT@Y_ym$T0#>gM&)P8GzjMx=Ygl?X+aclUwl=Ld@*
zmrV?=ovN<?P@9|__~Kk$uA_s)K{rLkUxN{I8irxyLUWxhEJJ#+m&ce)jtWAWgphz}
z+dR1G^=O8$hymv0uf!)V9!X0g&>{#vHQGPqyFa`gDmIV#66LH&LEU875un18<Z`z}
zn3fIYn8Yxj8z~voUwSv5*XB5|`AV`vo%oa7&n*dz_1}+UI9>*=l`YCr*LG9Uwoy_5
z0q-n%Wvd@s{LRuq$hqBO!6H}Ho=EK78_KnW6nb6<5a%5n9%%6cAktWM%EFEPe%Wo8
ze}zBmaC<-2y=ES$h;qrm)Y|Q{PJt(ee^Kkf;s)!4uB<qAJD-i{rtG%H-tABVc1QC|
zQq*a<@7*P}H5PA+?m=DBud{q7Qlk7j+a`t$vqpIOymlRwo-w~R!0f^W^Pg&>X0I1x
z+%xzBUA#KD1c!MRf*hmPt1ttNZY6$OXFm3iDOJDGZ3lrvyNxBQgjQw<`uWhnkkcMk
zX0~^4f9g6cwA-$SXI+0d+0{5-YVIEH;~gb>FhnJ?`1oh1H_L`Uw>9!;fq}BlHAj0P
zmn<vCQrw%mNkJ<|Z%RN37Fb&ewbupD6^Lh}!p_f>5xY!va)FJ4Ge0*QNM`reO9lH@
z>9LV8NPbj)<Fya_7K7CHSJw(fPhp)8Y@}e6z-ZSt`!dskzWxj;sqrwndqw^t37^iV
zqE?uyZiM$yPAj!2z8znJ&w%FIR%q+i>Op@Y1`Ujw&`Pf^S!8nZWB9uak?>pn+)Z};
zteIXc+#US>M&^(L%|_V{-Tb)%388u1_R(>fKW8rcy@kN-9cw)1CMNjgT~UPO&&RT`
znO59>Hc);`Zc8WNM2gCs^m*blFOelogezE9yH8}F=W8}lEKZT2<)25}Aw3FPBgjmh
zZIQ|oQ~{qFoCz}H!r37$H^NLg?1%i5CHGCDVg04F3P0SL1*uF|3qN_W?`s3?%dUe{
zM-yip>EytQBgSG`{Ls}X$P7&T6k)uvNA!i9yv3Ts$HIsg6ECYKn1S^U2h1rokDL1M
ziaiJeXAmYEx1OdyHC4Z^gnEl{POvOlZKK!~f<qmX?>IB@t`0iiVxN0OGvZ3|sUbN(
zmN2Q2We$j|0j62KkC4iycL(k&A9*`tU<g-bev6fM1KX2bk0!~e`C9$9`oT$J|9wpC
znLJ(_j9stul_O{G$E=;7$IzW1Hk<TX?aS%v&Evro1=hq`Y4FP%RC(4UD<FYhk4Cjz
zIbd_JW3n*F5MOKloY|T?orVMDqyjyIl=Ng5p$D~k3&OMNmOUz2iERq^uAu36HR`mW
zz*y4sNr%gkx|IdoPG3Qvsi-?awr#^-STU{CxE_y_!vjHjJ{@G>uBmU6%X0H}N`nzA
z#*$M4-gAazgDogg(TR+ZHyh0V?~6Y5eNkm}0ut&XB`1X#53Z>4_q_c$_{#}l)9ypW
zaszxpJ?~*_P|(CjvzrWe({X}Ut?mjk(EmKwyI~%C0oert8-Rbyy5n^lkSVusjXHYs
z1l{1+ClBA3bnV5?3gh$2*5(avF#M8)_^#aXhy0STH(78R$|=O-{Rp8dgo>FYxSso}
zY2j;!^(8q7dY$xau*gg&w9*Hd#SE+8pW`P9QF=B}XL4UXmXEen9WTzuV&r)vzvb+v
zzb!rF_Y>xx@q9I^S6mb0Q+Omi^*HLVXnU`7M1|6<dL~Ho^-ekVhs%dUHu{r}ru~8F
z(OYW>+;z`+@%wnr5>k{S9$<3Fc>vmkJR+@F?zu!F6$Cd15EY!iT!M?zoqrAqhpy7E
z1o85w9!B7*YhxM^@bd58XeKQX)zJ32u2F{#D4t7U1D?Gxv$V<qC-7m76K@f#2Am)A
zH5Pa$QGK*yE8i21goPVem}ayf^O6<TX7!G-0RfF5p4NJqgBrZAen`&+RxBsx3NPNT
zJZYFAUK$dluv(bynqvJ;{z2mD&ud0{(?^9S6R|DFsOz*)H=`3zl+HSF`5b=I*>YOK
zoiu2B0E^0_ZZtlx-II&vt_KB%(!HisVQFQXS3R-^8QCL#i(g)ZrMi08bvR_S-I!u@
z37>qf<?6*MZQ@lOL2U$<*Dtpi=~`)qz9tV_m7N$JJ9(@=HvG$_f^_#Shzm-LAx=7;
zov`k||G}t7W6epc7Z;kFF71*guEy%b5irx%jjek}q?tu&R6~o|Ds=5~R!UcQ(wUc%
zaSPg-2g>rD_7Z9yn|bHOYNraAUHtaEOYTiFrRrYrqfeBnr<I13eF^tvjCPl(Tsza(
zVc{#Im815>DJbXWDt-thB=OT-d&%HXpmlx9*Ld|kR*mW!@e}s(_IJ4u-Q=X#;aHsY
zjbZNb&I>`sHAB<6hS_olPZi<`v5rwu^i`3ZZ!dd?Il}atc?9uU7Hi@{8P0b$0!-5p
zFKm4uRWsY>T^~J#=xp^%RLA$L$pnn2f6l^<?^uY<<HC%*OPsP*fDm-##Ra#ZL(ax!
zDmvDD!r(%(4{1ECS3%}YY2B~VsXxl$v>et{w3;uHQdW3x$%RBwXH8Vx9(wDv+s?p*
zfp*zr;JgGgw{DIqDFC<5%Z5G-K$)APrd`r-PP(tI4U`u4n0JZxx>hCLmeuG>V<CRO
zu;Mjs_I=AtUm8w+jV{jy`jTz1TI3<)B0`^AXrLUdJy??XtWZ%^$@O7wIb-BTR)xp-
z@Mu?Xn4;?UADTg>(u&!xa-~?`cA2LxPnzkrh~c6ZsfsBL{xh}IB!_&af^;P1v$~d*
z!{llAr4c|rE>)+k$t<FwRq2l;)Q5BU&mBVLZrwSDnje&g>i`hKy3FHb1AQ4`6@RhE
zNiFN?NaZ}%t(qZ}FK@|XNTHIjXh%ae&y^mY@XGw%^M<5H{?FD8QGvnUTyf%d;ZM20
z537PQUOa>+xFD{x0<dR?7QpzQl3HOD>u6P{XdB08bqR*2;cvddxa_2bLhH<=YRk5*
z@coBO%BW4u<Bh8hE1ypNa{Y1dZoO9Q8RCOoA+Mf*n~eJ|RezlQtV8X;aFul*<8PCj
zBfh~B_Zgm^ghyYxWPM3}VJe2|uS3(A7q|v1ueA&=r(XTaJ5uQc`3gA$x{04s_a6mc
zgnmWmze!-AP>naTH2vV$u0VE02MAVQ?0Z=Yp&pyADs>9^Q8!3U!gXh`0;Bzp`f%1X
zIe|5bX%}ago_31@SBirLec}yqsguK1M-Bu~Fv?AK_sIH)QT^hAvgT3!?|U@{TT_C0
zR&3p`f0?QZcxO;u5dG_AJju=LbAkt<+Wy@r%(&c6>Fe6#2J&`{5wobg4(AGcwG7`!
zPuVzbt@g*Fg@xTZ=l|-8fp)-=`iemB-~%;>p12bp9=A9q<Ts@yM*Kjktb7A|Z4Qn?
zo-^qb+oT7Ev}>W?mR{JzacSTAnRK?Bvvu=ar}+wgT&`B6nOX~Qv=7Dn)WJ2S;sRDJ
R8oHpP`8aq=Wej`xzW{iXYa;*v

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-134-_details_ .jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-134-_details_ .jpg
new file mode 100644
index 0000000000000000000000000000000000000000..67e97a4b9adea485bc2006009eca5a6c6b1e183d
GIT binary patch
literal 7968
zcmbW6WmFt%v+sLgV1VH6P6!MTToT*|cPD~NaCb|P39f+<2oe}{2WNl;2<|Qc5@c`*
z?snMweb+hfI`_-Hw|aGd=~`9wt7mohzxuhKy<Y+dRTN>000;yCpoasvp9kasEKE!Y
zCI%J+0>Q?{!oelQ!+rD!mx`E#fRv7!fu4?<mX?u~hn<m`i-nf<i3kT5FQ1^GAOpLY
zgebo_kANWm-$6jw*x0y_a4GTdDEXOanfU*o?Y<2l!U8fukI+HP02&bpod|T_2{1g=
zi2?e@fPWhZ4IPYu3Bkg~dGz2=M+l&S(9zMr=olDa@Pl{I!+iiugh9;2Cxc0%{TjmT
zM#>+Sl!wJ4Th&gcGj_l#VBsE)jYCdBNkz@}nEeR{r=XCqh^W{zIe7&|C1se3uAaVu
zp^>qPrIodft)0Dtho_gfkFTG9#M^g~QPDB*<doF3^o$RgS@{KpUy6zmC8gChwRQCk
zjmV}S9i3g>J-vPX;}erp(=)R_=ayGct842Un_Jt5N5?0pXXh7}SATPX0Q7%hJzW0<
z_P@A@9=OoJV019#Z!Qp;&%=pM1jb<E!z7l`hP-woVdf9RB9%?bt7^w)5zsjxvv427
zA!ij_W;^^F?H{uLJFxKoFS7pz`yZ}302dwfuz2W1fD|xx@owezCG4<bDy_2E4UEMi
zX(9~tqlM_2UHOi5>iQK)`0uBp&Ob>Jn7m(E{CE#MBGI0wSL{XJ1NDw(d>?vhi}6OU
z;Hz0_C$Cn9F9R)CVC=^lNN?sCrGD1#6^OV`scqLC7o5WA^!g|M-UzhsDAW%K;oNXK
zRSHW}q-o8&*>)2&B+oJSpouufUE&>KNRv&Sn1s#NNhOFIDbX{xzEmVeos{n+&|Pd3
zng^<eFyrsA>G>vPR`aq^wV~=1iHt=UIRz4qpmvjX4MZI)A+dcuH>^#el1IAtz_Rtl
z#9gH7J#c+#JoC(xBwiX9@>>JXdZ^fJK5i^mSjxHJpaP}Cm7e)cq;ru5itGDPYoj4k
z`yTi)a`;_p)ppY39x#Wd+F0}m&V7Eicwu}eau4Kvd~j$@MIEYkce&jI*lZV)->uzA
z*AzY43L%CMO_J)NYf(qs1B?AxQZbUEOARq~1jU(VP4Wnchh|YCo#72vD|N_dU&#GK
zFQ|gqe3yf*4~6p*uC~UJO&ql>A$Q~<areNc?WENH8pA=&jmteCCtUF04NXf!lcK}p
zFSIrNJ5TpLa3bI!b$*m^VM6~;Wm*rFrS)k`)4AMm6VTiPqeF<0#eS(}+l$4!NGGMc
zJ3}@Fz^nB?V?MbD-sPe~uBhr5t}o5fNI}#8;J4o5&L!O56#Tmuo5_&<HFrHN$p23K
zA1(QJVy=7O|Hv%&cV<naPtC!eM)+m_8I$3lR{U>1$$$8=OkMUx*3>hJNHKO4Lbo24
z@V_h9Nr2Of^xVWYMcv+1D#C%YMfhOrLDeaSF;1hh27%_OqnSW=Xid=3ui(158`Bu6
zWy?h*ZR*>QRiR2|WpfI5;n4sg4~Zd5AxFY@>C9|L^N?0;9k%v6A;xPR_FT|{=D_AN
z-LXVP`CPtX8CoJ$MG?wg{ag<(j*FFAREj3ja=kdUBD7HgI6p0q#6dZ`dTb4;SRVb7
ztrENbo+{*~@^RAyJ|O(3f3=EbK>L?RpOgkCwv)cKmDx>;K-kg74s2rp1P~J(I-LkH
zHVJ_HKooHip+UVRlW_*?Uc;X-dRY<Nw`)t&Lc=M7(zWs`Ilq*a&3Q)Utd<kxa;6Bq
zH@A{zgbHm&7XoPgz_dgWx^hqS=X}pAvjU*ct5tg<r8@Dk?g8ow_9)Ab4sE+{4<5Nw
zPM79ytH)+XjHfs3wn)BK&RW{D`$I(IqMO_D{G<o6Fy&V(8{M^fWS;Aai%-s!U4@!K
zKP)|~vRdfjBDKm2+t_XW#Jvz~w)*-<j;?Pzbas-=kg_mc>~SKR29Tc}R~6x}1KL4n
z_|{e;|Ad0F@3c^$QefDAfIlgF1)*So0fSVq!Jtur@PzN2illns*aXfJ4hjtnor`JY
zXy2X~ScY=W#*ut3s_iXYI+Ea+#o4D}#AqIWve2fxmNMA$M$a>}QJ8TPlcVBULdX{b
zoS{(?4ZBQ3w<TTB`qD<2HnGv_X<-*Pz(!h|8hXwE_qNzsd0a%jDnHLOi?wvO=a>=j
z{QZ1Lb?sNdXnuN0e{UC+Kf#=Wa@`qNhfv~ZA0GzBO6Oq<5i6Fb>I1(UZQ0#akwY?0
z;`KF@XSpo<HXo8I+T$RDFGE55CUd%C6Q{Vh>kE+E<9lER;b|_mY~7rQrli0U7JuS_
zcm8C-lwT@?pX_z-h{<2|`t+~V2j=7PT>5ZcnupkFv~!~^Mbc@i41L;YY6@^<v<ju`
zEgL0xc*6)m)2Nh7xFQBRN~D#XPpNxonrfX<Qol=#GZ~00f3+}F$iLwK95z5p@2{UR
zGM3j)D@j%zaGdohO?FmPoESoN^7$3wiK}63#B^fcTgD<+k4B%*!8@}_bY>B0fGri-
zUruYCM_4~ixS$2-6SH^BUs)QC<1KLs0#Ah8p&m{onQY?mp)0A$HtsWu4g-iDQl~1h
zV9n`#$M*qiM7^TUSmK0@n*@{kz>;j6)gL+-!i>ySD>Q^_^2w}3mZPHXjHf+oQ$T8x
ziLp_7g2b&-ork*ut6KkNzur<fv=PR`!v=Jh%beVDE+*lPV`LFZ>TFU5IEmju4lB}}
z^-H)#H%Ff3H{rP`q>ITXR<5z6QPKp3l7-6X$WXFWRZOUx1F6~yyg2SGeEspM@bU#v
zRt~GzPMaX;2|K!A9Zi*XH#Q=3?Mff3rWuIm^(%EbpWl&TJ$;-~|6FIm!lE3VcnQFh
znWwz5%LCc<mMtD3SQC4LN>a5z3Z%6_YF;SiZ1KW6{0aKz)0is1?}Fb(tP&W`+bW+b
zC)|=N9yk7)yvEtSW8a24p>{6dBu5Gn_W)qBYB|Yl*Nbi&3^6%g|MU}Y>-7X|U6bLb
zEfe<TBtCUz;P}tJH<&Zd#S&05E2%ed{Uliy>qti!d%SA?<~BAZyJ$(O%r13kKp1x^
z?|kS2frc-FJ(F>qTf8;dRocA(Z!zL`1yx`fVl{zE48QGcPtUo+3YN1>F??*guEndT
zmADM0GHoy;*Nt6G?9P0KX5LGa;G$Af+T}vhnZ%?PTeScyRqzS=iT^ypv~ydh2}$3V
z2w;N5J+em!Q9GOVkp9^P(Nz*<v#&gq<Ri?89K9jRX@hsdr@Iidsa(bnv;C45NN^6p
z7sL8=#aJ@*N*|jF)vu-vI$KA{_=->wWT7Q-nCzG{xa5v$Hi%PnL&`H$`HzFsk+`iT
z8gkh|$cHfs6n*Kpr>6?Hs&7#Iz09V8lOwa~a3eB3{K2WOA&-THYM5Z=aSeK<a3TfO
zu>IG$45o9A=z6}Cnd`#%%n~=#%zir6hL6#Dl&+G;5mU`cdq#%-bX`+@nO1SyRp$vp
zQ;)M6Jr{mk?9In_!XsDao`k;I7!cK>Ji?;AQ;Z&-C!+i{yA~Cd&9~?tiocCrN@2i1
z$M?HAMVxob+^jDXmM|0VKw-A3T(D06$<b)iXR;VGUS7<g|4`%jqXg7PV~oi!rX?gL
zhxG2{#!Vb}^klCyyZT+Xz$EIgjjXXLIOA#rdS9EM;M;>|Gjf&oqkdYqaAuXzw@>=S
zeHgT_rk~jxj$1m_+==UR6jd^3u&&2DbPW|wCxbr;SJ8wH`yw1F`S=tl%dTuP*=~Q}
z^1gS~nHA;!=`ow7K8r(YsCY+V-4af?+rH|$rt}Lyzjf&P6Xj?v=F6O}%NgcKMHA8L
z8q!;`VMsQtlR>Nh9s%ZmcT6;U)DEH{$m`9g5ov@g#zykR4SxG^AaFHxLS=?K2A^sf
zE3B_S4(kP+Pb3Q&29Ar_qg)CVJmHE4S~9Z%aI;<ljf-#03DG_%7FXrQf7G7EAO`ZZ
z%jYFoe%N;w2X3x__}=DwU_z)8w9>hzXTf!HR%uiB^yf?M^rPi?R1T+J<_n9K31?!;
zHh?zQzp_iZKO)OO;h9ZXpa^*7(^*EWRquRoT~@x?szssfm#?bie+X2>v~#O{9!r{c
z)F6L_b*uCC5XSPSLnPu@I(>LL`Xo3;h=0twhx{svlgLgVjQx3Y5BQ?S^G#o2?p-dp
z^_IEIZ+?H3;^8?DFV~(~(=oN*t;HFaKiH3UVs+XKDpO!dD`&Mf>+VP&Q8RFgC0^99
zI3{PAtnnoCAAW?WQ>fz4Xc!sl>HkT_Pa&A};<=v@!a&O-*1M!|oLz%n0YFinmYp9|
zd@p%J0>U;!(D{`$t#DY|W!UwoUEc$z+kUk&L+q0q8Jdlm^SyG6nyp=$M787%!YD?`
z=>&-n=$9TQO=?n>rUlSQ9!yNWSajnng;bA<_D_myEH-~6?8S)J9-A6dQxyzT5XJJH
z0$w)`brX?Efdy^DN?H$U;*%|R*VMw#qyZ<&K3bd{Wp<M2qtKLE-c659JMH>B%EspC
z`f-7jc-T^k%I0Aas(~)7jKjr?^}9AsIqb#v(2zL!vkYR0S;DVuOm?)g4`V87Unq#_
z`u%PkI+;XBz9y8cl*s>iJRfT*c2;IPILB9uxk`Jb&#Phn?p5HCHWnov28@<nJPQ5m
z2xh)%!*%0=$Ahl;vdGa<hW5<q3t}I-YrR9QKQ-0q1ZE8VAjP|rqG#AK(?ex6Bf)<<
znctfX{++K8%CH0DSH>Uj;PYs%8qz6YEmtjuW{)2HS{83%3~34Z(d6`a*1os=T6~|Y
zY?l)67>!_+Pv2l&egQ5=E><ERyHl??r}@T1MK?7q6F<Asj_vn+ZY^RC^5#I(<Fs@J
zoAj7GwASNCw-Ns$^tr8A=?-oj=Z`4=uOnZSm_h`^pQd{s>!fH(pK+5u_4I0thZPu@
zmdEwA8A$YsAx<hduV!?@4W$v~kCxj}n@|}ZdhxKjYLBeEkkW;M4~d*^=TW+*?9Yup
z3gwN73+oucoTF6&+eKoRQc|v_>+;JDTnk{~2n;_&^TT74a}><wFzEj~j~YzEhmPFQ
z-nCvZD@Ftwg^OIoAjnfoeo`=;4LQcxsuu}~?Pcu-b1Ojul_%j}afs=Q?=mY~$J?1p
zUUm4?5y0rQXJLvXx;h>H{1g_4i)6;!zcs9KU8;7}lLZKABptY(&o<D;JDbQB*l)qv
zvz3KQLuIxxgov5nBj+X4%-QW8TTaqrkaO^B@^WakUF%h=SV`k!(OyqjrS@jxn4R@F
zL=5sBUH%S<A~pJ$a+^;m^5o5RmRDuz*<%?jLxLG^2O78U3Jvn+!>-t0T5HnV3f;jS
zxN$|1F)5}3mU<Hw^%LZKRI$m4%A!5uSGu+4%AD=!MC%^icy_-EeX`#0CMBX}Gkozl
zOX9qUd2NUz_ln?0l}S-%cm}`STnj&)4#!(#Ewq%RFwL~-tyF08hrQE6WV5R2RGsh7
zg{8<Bp(HR`B}Y-wIerK6J{NhJzxKidUJq+%qPh%cD#f=d^eoxM<}VE1eOmP?dzy=>
z7UJ0}aB1LIZ4NWBYSMbO5$|#5rcYjPsWG3yV{zAMX8M^|^9bqD`!IUwLoeNWESNFE
z`?66xT77=EWyMUscgMsOqp=A)nhgY)AJLjV4JvakSfo7KG*j=N=oe0DtWMd~AXtMJ
ziz|9vbE(h_-5&Fa_8`c_@reaDwaOrn(J3*?PS&P+{G$TDU?VD!X2_3JA1ncK!x-n*
zu>n7GkSnM}zEIYUs7Eeh`t!FsK5(NU9_`zAbM6ZKVlP-3c$Cx(Ri@~Ol7gvLxk?Q&
z#M)jcpO>hL!zVaPs5bFA!<FaXm&|=$+Nk6-wPCDZZ<7eyf#px|d~4&XRuRFV4V%<a
zccV&h{y|aiP?*daH2nj=FvlUJ-l}vUY1842e$S&KUo{2Ur_%Ed_B_<qgb3VU9`F*u
zYb$(7r(#BU{E82MVKy}BC}~Th-F@-HVSjUCWDi*1G{$%~u5m-++0;A!5fDuh4J~=;
z0JQ5_vRvw$Yw9Mq^Vs#>C>d)v_Yf}<hTw?fGF{)-*80gSa%tODS3!=S<K=y)+Aoc)
zbYFM^2=ICnz6V~dqf}KN*tN9gDZZkzlnIJe5pEb4Nd*H3%oNGtz6nE0#mNZ2w{#Ow
zW&3X4lxT-`-gT)G2%D6?Ta~)vc8no;w;?{`cIY$kFvq4K(%0(c?t%R2mP?ck#Mw`x
z4C45)*vgc+=Ly$Bk``U(O=0dAB4cFihIi1m-J8en*L$hH<WoG`mi}Ba*j9RWF4#un
zHjGs^WMhW6tHEhhyLpvzHNGzEMa<zhKz)EiP@#0JBErZnacGLx3yu3M(zssE{Xx72
zQL-U_tqav?a0_y2p{FID`m5ad5i;+!@aX5m*!54ekHDeHjgShp6%OT~%bvXQHTHl^
zvHCyUsYlB5tO*XK2OiV;)Lu>7Ax_4y46#QSdP&xc*nNlyCuD~gBr8|er9`l`1&Q0i
z3WS*GCH}B7*oL8w^UMU}b|J@zRk49AX?5IyWmi}qWvRbY@tJ#nVamFtRMb6CS#F{k
zy(sv#yOOe*P)UWX%`H+WCD6VBS)|T$i-Z8{X+AlmdU?X2b-cop-eEg5L9a)#ud)v~
zn#0NYN)hbrzl)z#Z&2yZuN5BEhXPbrI?}cSIQ?amv7GU6OrQu)0@N*FqDVNB!3x^Z
zu-b~3-qIhOZZAo{@(;%p6^zmVJi7e@rXz5rL{W7by#7QHH)8AY-p^~8JcmB>pU_YC
zajDY#^)T0m(=NlPP>kcXTyJet;=A7o(;oe?;4Y9~jfnf5+F|(^l`$MZWU59H3=H@a
zNykfEIw4PnIj$8AYm<4`8qyiPlclLvDmP)^i6&KQ0hD|Ct-TO-7MggSc|}rh1(YVh
z(w=tu@SS^W!1sU|eQy1qDjKRfev>RquLvB<J3Io5avv)*<~RuU3VnSqjFf#4sTN|T
z+vU8{r6Mnw8fuZgZ1qh%QQ%Sz$kwqIMB&hccaiAnuowr0%au)CPdWQ2&VDevVpLDV
z;QaSha|nZ5zzpdOVcw73k=qkTxYIG=JfZv-MKP%_YUyiQ$zciOCEtsx?g5bH_JW=Z
zVuW+URr{{Dr1nG7XNy1jz)6>|efhMwcr-!&QHV;1{b2R$*#?Or=m9SW!Ur8zM>*z3
zEk?gVW`0VQ3DY5=<K>J=1dX6ie@@}|prQ5GM=%$V4<!A%Opa_$S4xl)d0flXR86$k
zKoBl4<S}oBi;h0xFc!&9WFd7L)leq_w%;8Rb<ScBDo%no{RRH;N;0@2sjr+!n2iO=
z5@Eu0h5E~+Ut1vc&CBOTpFR_q=@Q27&SFcbOILqC!|8dA9zXT?B8&G=rt>VKifuan
z2_;zi=RW)eI9FVyql(rd8BG7;XerwkSTCSZz{a3UKo+7$FiW~K%*FcE1demsR&A-z
zJ_fM7ksFLFh3r-~V(29E-vCbB6iS_r>y-$OXu{aS>m2)}A<ple?T|^`Kl%EvRO16c
z<B5^bn$^7>4d0(yXqr_+!ZaTW*sKk#d%!q0%dAn(OA>K>@N!kK%SXCnU80SkEdV;E
z;n4gVAAk2+dvq;><r@@at<>M1OW&FGHkZRScCff|NwjG9SS&VC0{iouzDF!6w+mX}
zUYbbRoK}^1Ii{2%)2fxwcVW=^nF#ftjA9njXL-QRd+RJR68W|b7M6rT1D>K9<1U6I
zt`ZVr9Ed1pJyqWlaht#4bJp>$pfydFUiih_2Fnh-5y@%~GtZhc@5!}77d96ayM@XS
zpdp7|EZ#l}w6vGYO|@h$IH=oC3!XmWo99Kb7vQJOXcY4cWpjBI*`c)8m1F)4Vmb&<
z3g)}d2wR<V>17qKa7*pY$$vED@3`)~D>(W~5;b1WFCl_rTNt}ho3y|?0!IO7w{tUC
z87Y;n9Y>WTC{@dq_(G|zY^f^_dzbc_gZeb?mMdJElVz3;iCQP|I3yCB*T+&Ul);JQ
zre&R}5zPLInoDz8#}4g4pKHntlyKyNXic(v)znYyeetS`Ay=};2K@ck5`?~3=50<>
z2bVz276vRm3fP8G#4)<JOonz;-M-yHL$ruyJ6E(nudd${^r!6?1&g?yRHBqdYcZym
zh;K_*hL4qVj!2UXJ*^)`l3iuKRiZs3dh+_(k3Ifs%uo4;_VcweIBDF|X?eTx$mx>c
zJYQIF-6d1YycoO3A<O2qS$;Et>cw^mK?UN5hHT<P&&IU#_l_C3v3DjOmzZ7{YE0+X
zeuT9&$tT}(6<zD_D6ZKM^E`j8IdHQ6DbjuY%!QX&F*waaLU!p{6ECjlFtmEY)12Ml
zU}`TCe*W10)bV);|Dho#R>nHmTcYRd>g3CV$gMpOi~4gz-k5z<jc21>X68$&7Ol4j
ze7%wdSsE-lwk&MB@I08=>2+<Dg9!BerPMo5t<B#I$r3tSfA+Jc+w&8mN5zK++fd1*
zfyfPs?XL58f@MC)y4r6o0gbx~H#W+XOtN7==slVpy|!{BHrHgGud^3S(mG8u+^^9%
zQ2NLxn0mPPfOix24a<YD!8#o}3aWqf(b1|=%7F-xD)5An@p;tmUUtOEkZQ?=rfN9K
zXkzc_Q|fcIh&`?&=IB)|L-$yBtOc?C2v|GuxQ%3PfE(Kii|AYsCe%#L!2Da#&ZqG&
zcnHNH3`f3uASO|)?WCNY4z}7XNbXIHyE+vUxMuAdVZUQs4ZFTA_@+_apUc5cA6ab|
zeoT2rOtD@X6DDf^A+0zD^uiunEqu{Od|Z}G?clpG;tC!}ZzKz%X<8{8SgW<p;|jq~
zBP&lJ{h@*X%qDJ>f2YM1n^RyOZXvwC44E#>(yaSDPpKm&y06wyXA8k6y9b(c>=~)|
zC`H>f{cFzLN5czg<2mx#9#tD)bSXNU2tOg{7cKm;>YQwaIYQUPl!>CWVGWpUllpDA
zv!exj*89#%J9pn-7hOsRXWH4)y|PspRDMm&hRX)}K)Z$%MVvD5n7&K@b$%E*_spW8
z5#LF*doUK$y%@7rWxL0m&DuS^U_-`-HP~`jJXF(C59JM4NW#W_kW%z8HpbrFRZlJt
zlPg@|40SG&HrB+ze%RjV^uRCqzEgoky-DrpYp-^?>Wwejt4IDbwjxnnf2=?T${M_A
zUx7P|vRp_{4r}f)!?FqIA^*DKez%?e!_O!+&6}EsFT4V`>s;Jv*FkN(PO}pup+c?Y
z8aOBDQs~!>)jg1$@vskpB)EHTay)(AjTn35*(4G}<qTi^rGSU5F}3*1jy+!bEgAmX
z1dpU%sW_?59Bzt~Z*>tYCUtMU`NcvNTA-JidbEta0KPB%X@Bc)29@aBV>K@4pBKqz
z{VP9wTRxq6@4bO<Qke+z7#q<ek12!j45Ey3=3hn`)<yp2c%5kz&nCB4qMOK<lkGok
z8Fb}({jdc>b@*w}@T_6F$vMT*%Zc}sRrtI;*K>M5+K0U!2ErFx>24ji%tZr@`(*Xu
zKjgt28x4cL<=)r1am;5$5cQ{VLhPaKPA=9~MeEO7=Gq7^`?7`ILt1>dHX(vhT_hg|
z91(9kcZ@$bQW%FXI$uJ(SF=N^c_qqn=p5v)*ApppwVUF{&&Fgg4c%FjiN*Sp6{Q4B
zqz;l6B_@7}MfXlyjJ!n+5WT%QfC$Aex+ezpV|ohsHr=hyt+TjTCHPTyc=5}{u<6go
zW-kSejpCjoDqCQ|SMhn?-7Gu>*pVSAamCKA&x6K{MsK&1QTexaXlrpz*s;CyDjcl(
zeO8kG{W8#-?MDR7Pj5Yh99~{R<c!rF?D89k*nW8y(qmU(n~Dm>QCzKFO%HgN7shh3
z=0s#x(c6y_E=6cFoGPX>wAj06lE0ob7*=|hj~kUNvz`uPNtQhfB|Rx0XuY^_`CO)b
z+jXV02HM+zI>$wmSzG$)DVq|+I|yFau`>97>Etrj!(^mgtLiJIz^nFtIsMl?K&Jiu
zdgr9D08tLZ>%$I5$AO>uF1;PLw4qu>SBtt;)$>_A!fU+JKgysi8Vs;Ks=OIH`q6nR
zfuT1o+GuR)R;_SH((Mp(>F&~9)w=efEY=G-x%TBP1We2i>Z7ll+p52Mg9b%Z;2_N+
ziACi0vQ{)tDi;;*fkdI=>(=Sg($S5a?*0Wi#-)TjI*u-*?D9eal|h%5MUzj#o0YaC
IEcZYE3#$ql00000

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-135-_details_ .jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-135-_details_ .jpg
new file mode 100644
index 0000000000000000000000000000000000000000..fe194c8208e3df883805c1039409fed97dfced62
GIT binary patch
literal 9128
zcmbW7cTf~<6W|Ay93{yDOI{`O5@nHvCFqiK&N&JQEO8OZs7TJj5|k{Ga}rQ80!o%7
zvScLZAROQKUfosQUw7A2Gc{HHJYDnau6dsBp1Ga5T>|c@AeE5-4h{g|+#SH}9H0OY
z5fBg(;1dxN5)u;=k&w}nlaZ2=F;LS`(lRr$vM@73AZ$=UE;bH+P6&isf`?y7SWHZe
zl}l0@CIS}}6%+Z75gcM-Vlq-PFgZC`gdM^z^8YNiod6XP@D7I_gu?;gQsIE8aBjN+
z*1PA#$N8@S|5I>qL3sECgha$7q;~`A?*X_tAP_Dd2p=C0?{0L^ogToW!lz~zmLs6i
zwkG88q!kHGd{4wFU)@Eg^J5<>YU33~Omd$d%)t2IAs06fubB8F37F(#g(pvuib~2V
zx_bHshDOFFws!Uoj!w=lC~qHMKmP!9ctm8>tJiO$laf<X)6z5EWq!ynC@d;2Dg9Ve
zTUX!E*woze<!g6OZ(skw;Mn-Y<ka-c&)MJ0*p=0_^^MJ~gTtfalhd>Fi_8CT;Q*k2
zvF@(_g8d&{RCipscz7T@!vApL;QHO2ASyh3c3}c)Ic-8~PZ|!9P$F9S#P`)*#GIl!
z`*b#5KS=IF#eP3H_z&8D$^P%a!v4R={ukK)=9&e_Ksa~715p78Aa^PFt@tf)Z{9!D
z$IWDIU(Pj_KJ({{vTNdnVL{gRk6Yj$>X$ytzkrIQUIe{)Ke3YQeI%%YJ^(S;`i%9>
zXQt0BadRU%gozE|Vn$|Hm;-ZIz!wP}$?e9%xS^ftj-w;4b@jlZHKb*|S~H%#CPyOk
zgIGJH0TL%Qw4d#aARR<E=Opv`%i(UoNnbQvxmev3Fa3-nQ8FIYVE%fS2x8~ft7!0P
zIJg&m?0XvPR_bzZu)@HBdX+*G6!$9k7BKg=5U33!-Kd!L4Sld04GP<${N^DA!rTJ2
zJt!~ds)d;aQ@5~{Ivw~k8eoVGa<6$kCik5Fw}rWr*t|lfd4J`#`Leo%wtmZW#VUED
zm4R^Cd+q)+yqHO8)1F1a@p`5bdh^eoR8Z!5DvVvAfy$Gb4YF;AW&7Mg)qFOfl#qMq
zoJ4%DdX4X`xPxMt(CA7=l%g5s%fA5xP4*ARZFN)6xGY)D8`*;07i%Tt)@%>TB@Ujy
zomQ)B4>HwK_0xT)_HMDOx$k$*=hSZI=zJIpwnV(p!9J;1*00T@rApyU63=e^vr=c*
z)-#y;39p9v$dTqj#~bQ1CHk{(X*Ey&Jn%()CIo0=4j&)wnaWTf7*q!GH%v=3inN6F
zDkj|1@DdUt0&_Hx-}fFz1<?(6<T^GE8Ry%8JIM0CS8~O*om4c+)<4P-&Z2?#|CSge
z`Mr=D50V5i17K`9+9=@ahwE^&pVZ!tfWpnog6oZ&9}|f6EzObKm1ub8sigDilST91
zV5cqCqZ6)m#nZU=w*W%trS~oHF#chjNl=1?`G{k0=5Dp^`#0tFOs_4!0WB~Kp}@?;
zfzNE`HPUl0<j@|$QEE3$mA*-n56ml~2Lnacnuk?2YHxvvs0Eghh2%e@iL1Dp<nezA
zuh-hHEtr*$p3XE4=MPLTBi=R!_j_HmM`UjvTq_*-j<=e(Z}#o+BJRzabf&$0;#o$g
zmMU8q_1%vJeW>Uja#r?|E}G_<uLX=$Y@bbJXRa<yU|{ph$t}QmI3KiYnz>N#Nxw|^
zmI!p^dtB=U1oyV?kXjs&Zrx9?u(Z5yoklGT%Fn?{<L-Mr3$Leo^qwIOb~*slX$8QJ
zw*Wp%>ZXC`#iDo<fjEnaNZJ4=Z#5S1?zElogH>Rl^x|_OUg@a9e?4e9l76MCbqnN{
zA|CrCM#G~|FYbJ4VcvTSIJ^AUnW}&DOM*uya<jRkvR8f#Y1U8%Hg%Q!>u8Oe?;Zcn
z)xK98AfGOPSXF3ijb)6y1+K4$F2??Tz6EYx+FftHs8+4gS$$<kpYAF1EBG!pA}_r^
z++6)fw=u)x8!c%)<9DZ82>Ms`J1Fqqn}rYgY0IP@YU5AACw`>YTP8&<Y;CRSpDK12
z55)r(Qr6jWZJ&Cc-oWec!qiL7F@=v2g&lS0L)hVfbV&utc+u+nwtsAgKa*w8vc`pi
zKuVmUH{Viw;4Zo=uBg6p-wymJZ%bw}J7(xDupwed&+$=kQilR%5ft=8zlF&F?VdMF
zJ6m89*WD<kCU0QKEQ7I%JDKp8GMo_LxBnb&cIEH|z9WNu5VGX1V+uQi80IRCx6riT
zxVPmv50NTWgXeqK*$+MAgA4CfEbm&OPfM4{6%9k{HoYU}m8=_{D}*6f6tPAk!^|H^
zt7%tNR~YUw_lwBF{%D}K`&2r|-3uF{CF)w7D#pwB2n?9dr7v}cf>CQKHQz?teNXzv
z<6S8Sv(<ERt|DW$%lvgN{qv9D<$XgN#Ajt`Uv`5y)_#~6Jmq6oUw4UHi66==^?%X%
zKu3vuyozP=L0l=S@SUs;rw@oYX2pAp5^GkK^jt?p=ZTI3P5>c;jZ~msL&d>hmt7Kb
zzg`5w|1yYN_RqHqs5=Y{U$ULbW-Rq4Kf1<x9dk7xE{|JMzt2=f9iqew>vRU~NV=?b
zu87#eZwOjyq3V^JjFBy7?X^_kBp;j=AK<z@EQaD@wPm@PS>{sJTtnDVYztHq&%Un&
z_t0#3d}%QEOWE=Fj)-MF(k^y|DwIcL$2QE!i++0B+}kc`B6(I+)q;w(o7q<i(@@O!
zMCj3l^X74-?)bIyhXoVaL(8X-Sd!LPR*x`V<mi;@l=T&{3hxxdwDZPg>EVhZw(mt@
zrom7LGk5%fE!ZDKw)?q6pFvAc%A?ts&HE*mL&WhXpCdf`ihmnI^d(gjg^hNeWlydc
zy-;xD8>}wyO%@gi5sq7*!5)`yuE)(1bG@77h*fQ^?$ifCbHB9Z_oDxHM1NWk6BX!s
zLzL=^B?42=jB<v44`xSl6xiOYAF=GF>3eL<>uOcatyA6#0`Ue3&Bej4`ey6l&~d>m
zpZe%Bb9qyq1mChMyrmo^@ENw<^Xr2f*BhT7{(<^wvrnp-u8Yz~Y$8??B7lHisp;3n
z0rPWz7$4)RqRKb_c;-G5CozOweBKAI7h6_>E1&Kki2A=W%!uf6%Zpfl<vDTINeDUF
z8Eb3Q>&ShQK~$6@75RkkYJO*s!i$oSf8MwJIqvz0^rPLCZND>eNS^D6837kGcci82
z#Fl}(mgXlfQ&#IUSa-Svm2AY4SOu-)*0VR$H@r@l7Tx3Dw?wMQ<U7*xAZKitV=VLb
z=(Rc4T%mhP%XGjY?R!DtWd6XshoWvD$|6$DjIC}m)pnu0VyBYhNT7lvTQv3u%sRKE
zv}{O*+J)Y}qHdXV?gOzOwLhE;XZ#kJw8-T@_zD{4#9`#I33_GHBA%**5;jiqu0R<b
zRJ<xEoY1lCe$IyM=7gq$*wMBXd{GB}J@koI@n6T)@uIuG9U|M}IzgF-S6R(_f;rFL
zkq&dZ`$`Y&nN3!|amGyv%&xly=w7JU`9}Lwd3oUR%C65lv{+JHD?8MtnOp4GW0szh
zuvr8QKuHeP1!|iH%GJdQGv7gRrs=+(WF}6n8ncXBFK5f&*psgCTit)4mlUvsGDn&9
z;pff@LY01KiMB%UD;cW}1nS@Az^E1#0d~F+VLiC&a;(ec&%DfCOZHv{!&Mz=BD!*j
zUA~`y`bQlDb<V;A!k%V<%JurO@}1R4iplJZgvI5ymMg8M2|=|Z$@xC6wU6^wyK7nX
z9$v6d9}Tk=%Y>CVOV7Pf*mf~&{9^od#DvcEBiR?8#gBv#fuXm6Yff~=pJ&Xm!D0E2
z5pjwYDZ$4Ke95GZVUIn{pLc2B0@T6GjyIu-w}4zy^CS4W$1sx1oA=9ooGJuKrD(?f
zmfVVO>EpCfXz=}6$3fcxNStu!=(zzgn4P`V=bZ^>4CcUO(_7FeHU2Ebs<Px$TZnu~
zuOgUrFeiC{!d!!iwwU&md6?_XN^BQ^&x{zw>KRW|91{GoEjFoj3p~1SJ;YL!Z#R_K
ztZbX$nV32JklcqaM2|u^N9b#zR2nqKjaiv?Il|r#;={SAzEJ0G7UNMIUCm*nA!FO&
z$;zWcK<QE)7%V=KL`=Z^nw5JqG=5WGG^GnXmk?0&oM&V_-g8*S@fpw?&txPdDU&K9
z`_Rw;#)eB-NY)t%#;G1=ZR^|3C__gRB%1%W4wD0)Ef+Q}3UYd9JmtWA3Q5rW>!RKC
zv_Z4IN72uXjpWCB?ttZ7?K;=Rt)s1w2PgB5;HBrTSZPmf=dsW6{#-Q)pIVg|*29E?
zvmH#Ha%UUMarwzi7P1}Ai<SZu9XBoR>bqS=?>!TtR^izho4d}58dFCXZzm{-&-!ob
zrqhR;xWJ%dI;MmQ3C9g-XWAPY8w8hj=9=@D>uOP)7%u=+tTOVBO%)on)bHnR=`Q@&
zIrKH*Vtytq%<+NThNrT$lDbheRFrP!o!0`sn|b*>Iw(7K=tZ>onDozC(a~|t)C<oC
zRZ*H!jt7)3|G1kN`yuz(E&eQgu2*kO$yC(+{Uk{|&9dP^iy*Mr?G+?MTt4h>YyH8j
z(}yngo1G#Pp@HOfh~edQR>2|6DASP`ld^D_yl1$cYV2FvmUMsbNS~*vj1l=kyE>x3
zSDuMerfvr7m^e^AT@__0q8uj+8_?C88Wd~NDjAAv78_UN>B~+X`}T%b`61z9xd>a7
zI8~LS6>`a?`#cJN{)c3Oog1rn;HAD9L4?wI%s*@;SG}2r6C0<_!e6YJ>!PWW)WS!2
zr8ZyJ82x$>zpW9O&%UU`+=mcXUhf{@RlmQ~nK2}>Q1rvi+^7o_Xv<n@qQG<y`K4_=
zv!S8Ta)eAs#NWzOVUM4f!F}nh;25^j?DzPeSAmML-jjx1EYHE)R}CN1e=pbg?`iVm
zhCKj4w}9Gg^cWKb6Qd=*<QUvb+WQ0I;3r?Q+|_W#hz7Y|E}^T;aH0Q{*&2<_j|y}G
z=;(5qJ&<2zs4BK?Rd&NgSa8QkKc}QXJKSw93XYlziIKC4d|B25Z6uoE&7(U;lv{-B
z#6-wuz>{~5KRpuGG)>{u<s_<|E>zlY2|DT8>2V@`&FobI`A04;Rm|R9+X6}U82fAN
z)%?foF(I{l-?4}z&4$z`;oO6C?SYK*_A#DNp78J3M6K5erb?lvm3V%I-tzVau^Ibq
zLR@61^R=>|@i^j}Q_<)ei2$VlDMh|H<}E@kNOp09+;YN0(j$nqoOH-?c%z?srxj!j
z7sP#mge@05I;@^~?}dn9sRPk{088oFp-&Kz8kz2SS89)vm2>1~kUZA)smf$!{ab;C
zmha87hVYTp@bAnKgngi5G?TO0)>oZab0$e8F>?du7w_B{lo=R&2w7vFWm8{*zh$KZ
zL1Uen8-nFB3$9vhNX}P_emvLso`(06O&65OcAtEl!8>Ev*7zr5+h6HPRcNXv2}PhD
zz3j-=N6`Am^>U3!V;qa9?0M#V&i8#PYKQB)1Nkfm_f&Gso~jC}TryVUV^H#BAz{Q&
zs+h^Orw(L;#3vltbA>Wi>tj7c>`1atdFzS2&JV|uEHhMozml7wRQddo){2b8hp$G^
zK_;oZ?m2s4_^`BhiGf<WP3{6<5J`&?YUQoSb;@REIDux?f}K2UtrHW3`v}YbK`SU%
zHI02-p^sVdBcy|b(BpL%Hw51Ji1W~n^QafvX<tDExcI8P0g4llv9N8`MR=q8GkxK-
z`F!T~O|SRwLP&FpGE08A)FqB6qfmIE4_@K>6GDR@x7yPhK5Je`lAn*Uv)wi+q{Wpb
z)3gy)KQw?TJtfkFqbCF9J{}^)zwy^(G=wN}xs%K9_fw8CEJ{&@1v7RCw3c@z(sPBW
zLe4(YmkWD-CBv*s_DBd?Pn3?@=Iv9;z{dyhKx+wvf4y9Iaw(rf&et{Ng^1H{fv4?s
z?b2_f`aJh{q4oR0(HyT2{w9sFczJ1W_s=ffXA7gBm@c>$>@dxxJfD=$O;)kZJtv*c
zDiIMfTIMH2XTE(F{jolJtQFh~<E)Sxd%EsfugNT>zf#vEr6)@dC4ilslqEVRKT=Sl
zJ;I>TdXmsjj^AR=yAyXGgb-fyPGZKS2NkG=_QvU6Y<vfw-tF^;lE<ay9GVNgO+Mgx
zX=z?aGH2$>@*~?Mx}d<d>}DKZ4GrGbfIgD)J}srq9o;^XIHT40ZQ~?IC1ZzdQoBdO
znNj*892l7A*&Db)%6HLkkw)CQ{e33ZwO|k9s=mApp13uS`gBh-E3Ck%WSLNQGBh%T
zOzP-zvi3RCqct@Q&af(;Fn{8%7N>6bAMRhW^N)`Ue(VmX)!90$d8*7n(Wm9kyZk$u
znu20d9<qFxT-T#>L-A6zT1#c9l40mqGL$(>SC5OIb>45j?2DxDkbp3GbZk%arT53j
z4Y~K<JK^1frAq41I9;MN#_O|`>$;Pi(|A0ifTKQ!zV`*m-3>yaY$EDSOV&XLi_HSi
zV`<f*I1fG~iO^Rbw(yy;wc?JButT3D?iUUG`XhhBH?@4Q<))gYzn9sEgq>(H*g_#q
zhU6iN$jhBkF-}qu74GfD<j_&t5EIe3I!9^$f-OykBHW{=5B-<ZLP$gv-RtUrZ0ADS
z>~1ffpV)2LO(j_oN{9~i@Wj|(9s<<UC<Tep*P#~~lYZlAyGUJj^E~pwpsj<`61C@N
zUbHm1X_>xw18w-u0fh1VAmkdG{YC#RP^9_v**P2CL26Ri%-{9rmktw#<`VD6)i=1h
z>M0BSe^MSe+XZ7QjS>{-KDp9)h7Uh~!JyOP7poVC%#>pdpJG?5=J#rk<k#5Hzoc+R
zHOn$Fc#b7w9G$jvoO&T>ot*(LgeH2$5jKezLo=P}2ZU}S1G+|672%nHXqYtji0M2E
zDWYj+ld>Lmmk*hQ+&h-!l3a^%EG_JlxwtOr<KkM(z`+Y0HuPoFn;AGQ%1F5p6X?y3
zZj^XO1j9ih2|S*OskXRl!bVUNQ=g``V?2#(kyJH=3g#+}BGuCx4GjWc0Hwj^l|P&^
zSUMY6*q-rYKF{+8m--?SdNwMi@Z&O?M5ek9f1vY<75%DtQD&Bo`n6~{`-T6g+FB$3
zAGbH=SHE)P#3M<w{0yy|KfH*4zkWH{RX$>`eNUfEghB+>S2<OSF{MzFHla7H4b)3Q
zWZ6Z_D@m~`m<27g_hc!u#bRwlOqnUCS|lq4izBC&4cPUB@%A+<w>8F3m_8VNO3X;X
z4zW=kR}6Z-{je(d3hx#`nI=i8?(;*b-x3M3GTDI`;5j@Uma7`gEv?OI@IQwMRu6^f
zH$&Ao$CG!=$bC4e7(LIywwVAHcI^ally<TSV7>(k357Zokd!WRiQ~l@&R&$@VfMTA
zo=XmM4EZjkSX_br(Z9JVO8^@+@fg*(Nr|9tJ1$sSS<f{A9tYZ_1frDxNQ&9L6a$JY
z&9oMzH(-R7a>}_=p;?Qh*q$`l){D`<_a}7Dg@SubZHQI^axVo+Dl&tK>!o9Jah$)5
zAsEc^x>1`Exei~~nrySfLG8Z5<UZY#b@B92j~b%mF|Xli-jlCl&)FEfn&4LBJ?_z!
z-?PHQJb)e5!~w!e71=-tCa&)Hc-*@RU5wmJ&f@XA0S=7pz}Z<*jxtyB&eKkvCeqyA
zn04t65_t+K52;Mrqa?~ACmcC0NyO_sT+`BCSUy|`6fJs4A=4yX0(6m{c|8Sz*-i=|
zRN=X<$9YKvK>w*2Fwn(!VN>f)i|R$0B*mvx4{%~8NkdQi%FP(Gec5aI>7r#8nz*F*
zgTGWj?UIbbk_3+~^qKUA$N8v^c;IK{gm$*9j#}k)m)<w^wbE$!12tNHLEj`ljQ3vG
zjo#ag<u{*o{8$3XFu~f|Uxf%)ulk-Xol0-!1m4$<!6mZJxgbcinNJHe7E<af_K@w7
zK$<s<(d3@wj^#V!7N?oAh0yPp@)yna3TGGRJT)zK(IBJ{D39e|3cO@hA<)nSf_Zgb
znqdHR=wjAf5%KA^*(;)tgcBq(7Vkita?%7|nl4%zl$NNt6yV*w|Ms40SU@kVV8vFl
zEALQvBJevKLb#8XEKWEVO?<j@uCvZ6s0`bY?L7lY2a{+~zDP`-iWBnS<~K_qco`K+
zoVYpK4v!NOKG#L1E?N2Hh0k1fm{>8RDR_i@v4_J_o**z}91XLa7y|`&<v)MxiVVJM
zV||#7hJ#VdbL{bZM|TC%Z1hI)e%AO*<-Yd?S}~3o*cltxo?b<-L{-TGa<@SIEpSry
z=^SwjupuC~z|4b=y9z1<6tmV)MmsBBlI-w)DkJy&%<^jc7ATjSGNL>I-CUL*@290d
zETxEN-Z}5c#7kr@pB^CVXT{s?hhSk94${1rhBZbz3$X`1Rp7sS-*n^8?{U<gI*tDP
z5WG{w$s*f#_3N(kC>MrzN^ZZp1-A7U_`X(Ks5&&_ZvFF^ufgF<<O21591V>Cuq0?U
zp7LB(YqHY&NTBYmJ&HGMYY<ZON0b|$Anh3~ok{5sjhN$dCu2Ci=(wB+cFnywV?FzI
zx4vZ;IP-k;5A`1BM3%2vcMe?WXBA%)#Qvisahh3oNdMZ{gemeu=3?<}{PT|7FYylH
zKi_xE3FNQ=!R@!eRNgk>`w-i|cYVKl^4|+)&b{Y95eb|}nw%b*du}7XS6DhT=k(zK
z=Hj2Zqe;TNTnxO19*A_Y_RK#l!}k#lV2`OK?E8f~Lxqf80|Y?ulI33)7bnI~4Xkda
zI#%3vW;IcE%tnG<vR&)6`CnT~$8Y9Nk%we2{rDvUf`83ncFuaaPoGtJvANktyIsL<
zfzKV6liDZLoi{7NzwT^(LI?4bW4xC$!xXd?hEMwp4_`ro_DuXIRU&QaIpf=pZvm1L
zLyyhq_(7=EI^74QjbhzYqwnTg1CM?%mcnUrCT%G;Bf($MCu_Ak9JreVFu1`?ICJxj
z4<=JShrRqYN8?uqc}+=do;do!Tx_0zn7oH)4*I|V7$L$V>D5?=Zb?cj^1UdqI#?_i
zLF(Bhs&QjjWRFK({23q=gdDY^H13jc>@Ql#K^=x=Ekp!~X2~B*e~=EtmOKn4KFf-E
zk)Omvj8h!~yXG-|Tf!M%&SRdp!_bE&05xOd7VE-sPEY!KgEpB6!C=X?l$Dy2f$PUw
zfQ)vtsmw$;dyS&5iUu$WzTV*C<N_SSWg~kh2jEv|T|*f5J@ckAzX!kxw@HCiU_;}$
z!4V+@hK;|K{MTP9j-}WS^kd;9Ix^Pjo3gRL2t1ePsB#bi|9x>R2}0oJ_I;M3cWGcf
z-MH#+iQ;PArMoV0NE_-Fuu8iHzS~t0&fx{|P0B!=g`8UmW65+>dX9_nU?8wzCBG|%
zan?;`m`Ob+>4iRt%l&lQ9+6;&K0M*!qE9-H_Bly5>q45KRMYKRV?NRp%5d=jR0-)n
zf8J!YH@{iPesP-Wn;;zXh(c*I=UEyfLD5$}r}eXHg#;w2QftCXj`GULih_nT?<DRi
zK5xvM)h7Z?w*cjE|JmNtnR<ue_}AVuw&MyTa-lw~qAT!#68V>QH*^oPOE+p<S}5vK
zWmyj6%TYXTFVY<c?d+Anv*;Yuz|yqzM}PMt^+waY52}{D3=CfdSC8%q4TdL(cqSpT
zW#+!pr>C{3ogNJHTGsM7{pRQBj+Erw%*?7bkK11>CCFNyspqj5?v65`z=2Z7(8rh3
z`406=pD{W#I+wXjqY8%;<M7gu9(G5Zh*yJ5nceAkovTeNqoL=<(3q7M{aKBy*Pb1`
zO>oXnH3Wz3`d^YveiICT<!j|y9d$j)*P7U1H5v<UVD0{J&5-%+>)))^M}OBS`IxF3
zoksqw!@Y}Uw@f&<?lVqYrl&$5as1qYrwc-jqCpt9xpB;TPWE>CP1i(Z+YwkV2ve0L
z%JGKaSDUXR405`oG2u<Fsq%U#5SJs0sLS5K&W4yN1R4|KnXBSw+xnPEKv6OIX_U0V
z>By>0gMYW1)2451)NC2Yz8>}CoOjrIlicn!5o5)G=RU<<UM=X^jGUevtjF6SHpIeg
z5Gpa}Rfp)q_~#UF-2$PF4yLbTUYEL(*{<6IpZD~S_mpnHllf_|;g)n?UiradYY<e1
zaws$j6&LlksySgIV+7w-@pr6_>Z{k?(KOZ~3|gFoSFJ`EVHgY~P42WML)z9T?>cWL
zGU`c;<c)bz%y$^()dzwx^B5=FrtspdB}0zE<@WnGMW@x8w4}U){n6D*pE?^C2E!9`
ze$u%kNG+HGhqoC0^A)3E#`Z^~N;C{Q9&!(3k#^3dSsUTr12_8L>Ar+fEW@xD2I8MY
zOt(JJ&$WX~NxGt5=0`7d>DGnh9c&JxCeaxa=vd+?xX{3Ez%VynFfnj4>ViawgtbxX
zYUn!*W*1OIOd)NkVq!4sVNL=^tQi%QYAnv(%*F5!f7)IsvNRQr`XvTn5|noOFUJx{
z_M1Al_hdU`Vlx&F(?Es)NY(u8Q`5p-p`f*+xG0p=?G1p3d8!N4n{FN+$?><flEp1-
z0AF@GIX5)X`d0VIJ|6U+6~$*bvI?KTb?%w%HzCGCDIlvE;eQvM<)peubH0vc>iNM&
z_rs@BDsWSw>v8SeIJmz@t!JWvBS;7(<Va)IL%tNe_1Gp=14#_Zi3*J!Fr!8X9)A!{
zTf#NX3Do(RZlmEFmr;O9D3&I40p|BDSp;kPx&Asxclh3AY5c)GmbPJt)nW_E%Z3jv
zJTD#|-_Ydkd)FXdwOQ3*y*9m2@uw_pR+ltAfryCU6%dy43LkM3a<Uv=QWkxt{VA=_
z&<$%^W(splS|E!1`Cg!D6@#_Q)hEddqAb^ce67nKwf3zIIVh#Z->SqdM~-3DNR5&?
zVY{g}wA*qWu4G`J;JAXZx;BP^j)H#NA3^*5yd2Lv5TC67oQOvbbuO+I)=Mc#7kR$&
z684F6F)dbhlfHZZLgjFCb=Nl9pCds%gxdV)AT~*&QSxKb_8!0Cn-!eXSB<tu-iM(q
zn04{EU%ru7x%=$u1jUB`#OT<y_GWUXt!NM%dvvrf3@~{qEyOi-ZW_0wzh=@7(vEFX
z2<F$x&60YAD?E<b{mVyx-a$gC**P{LE)Jb`pB?O-<*|?BGdg{J{Y5`MV}#fu+w{1+
z6#g8V{>#}k;Iy^>2<a|T(2^>J{FTm>g|}Yr_0KgT{<xUSMDRN^^fOmj(Eh?tbx*g?
zlI(`f7l{c%D?1y05&)%3cAF!Oc^~@H@=}eSX5O@^NlLrW>z7a;o8yE-v*Oh)5GiyE
zl+y0@`c$9ySl7jIi>=Bt60i*&I&e^u0KJ~0(6ut-^K3ES7PtF9c1--IL`EetkPzWN
zIC$hu#}Au-oDoh%Z2gL*w{lYCmtg#nHcQFz&}QhKO&4r~vd|r0@EtoEyV%?=dLu7<
zgXo`r(y^7ke}ioPSXRsUR?CJ?HZksx_i<4f;K2lw4(?5S`6pOcrDNOf7V!GeZDa<Z
z2Kw+E%LNH`7Dm_A(*HgS!dL0=4sKWE{)B_@Cxsj|k&QC}7@Q-YKC$9muCaH7mst7N
zMikn20T^eQIMstjEaCLE^WAL{V@ZM&&GKJ523wVEltzd*W#9N&ITq`nCxQ<T&Z9H_
zZoPPK{kE=z9~?yBY{UY>Z9Cx-dvjCr*SYxa3p6@Ts|sR!_pgj3L2fD=dR>y>9sR=d
z(xRTTl2uYlL55I<?M|`%Tc8agh?IV;tGU3sH!(2TK_aPW>)7QI{QI98DLHU5=J<j!
c+A-`FSaGkt9JmGY#OcOWWH#%i<8Ocd529gBAOHXW

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-136-_details_ .jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-136-_details_ .jpg
new file mode 100644
index 0000000000000000000000000000000000000000..3fe24c37c2141b4b6d83f410d56c07a48f5f7fcf
GIT binary patch
literal 7951
zcmbW6byU>B`|m%?(w(w&?9!+#-Q5zx(jd~fq=2+EA|Q=`Al)o2;DVrn(k<P!grIcy
z_51tXbMHC#uY2!%&dfj0d*;k*X3jiw&fL%3uK?tlsv4>Q2m}D2e+9Uo2b2JOTwFX{
z9DF=HJOToILSkwXVj?19I!Y=sY9@LXW+r+@MpoD(E>?DaC?g}c7!SVyTv%9`g-b$4
zTu}Ovkg(u?1_2Qe5D*g)Lr6#<f^3Xzg8$FDZwDywflLqu7{m@>QGmb{p!-gM<=;GU
zK>sD+e+q;J#>T<L!zUml`e$e&2e3e3Fcvl#2L~JbpF8MZ9Kfc)p=5(A;8N*X<FR{C
z3x*{Z;6oMbJ81NO9l(TaJi`eHAJ9VR=s7sKxOsSmMMTBKB_x%URaDi~H8c?hhDOFF
zre?Nw_709OkWOB&ynTHA`~xB)-$cEQj)_f4eV>+|@gXy-u&B7Cw5+@W^{Jt;=`*^y
z<;#zson75My?y;-;}erp(=)Skt819`jm@p!+dGFx$0w&}=NFe(|KS1w;Qz+@*Zw!y
z|G`D^j|&SM8;p(jA1)A<@4pJBz{X*N<5DW<;aPi7u?vRbQ!6GH)OQd-h4c?-Y&?Gv
zK7a|Yavc5#?Z3$W@4&+UzsUX<*#G951Bk((f13xU0OWwgJE|P_L3m%~V!^QN9o%r^
zFeKKth1s&n=V@--WVb0%%*HEZj0$$SSBk`6XXU10EVl(Utub(EYPTgTQZ&bDPgY99
zkn1ocW_6%8+8q+$pO#b!eLekRW`tM@QOo)%SxiNIaWVr^jD5Z&eQ4*?u{u?I+^zF>
z68{_9MXitBA<g+U>XdT#SfDlX8EJr#Ls2P(=%3)SJb7f;x9=3v21lVH^P}I6ysP<i
zqnV-J-l^uTG6Ee}#<_`UXU!dq6h?)f3G@=AYSlmhpWk$6>4Rhu^KPBNTCIB^vZo6c
z|7B<vuY9q$#*In&32rAYT_QG5e{;p#59DeaDZytD%uzmxMw|Uw>L&h;g3rvlb>#z0
z&mG*rM&$aGtv>$5->SwUnN7k<_j0p*se_(#&lgJv;^|i!nnf19B;Yu=#P)qe@47!t
zmff$Vgzk{!0MT>RzrKkeo@KhMz=x0}mIz3qFT&RL{uwcMS>EMuJ0C;#rCuuptM7<S
zK{jPD47x5SC1{T=A#uq32on<2D9h$I!sQ$N`1l@pCTZw%@ecD;M_MIh`Yyo8rF^in
ze6H*(B1NEzMn~66p2_IrA-G#e$p0JbH&)VpGiS^QjX+Yo&oKcx*VdkM!r17>Y$8OY
zG|yx76yqZU<dcS89CvYG!bIkO{H3P){@qLW>*09}CR>FW?VA$v-D0SIXkeuM$DN_+
z7Ugpdt`(lJG3`UVE}p!LJWDLOd6f1cS=V3H5%T9D%l%t!_MB?WrzZWjbVOOe_DH8L
zBqCysVgLG4TaMzjmE5Myw|n4w+CU6ZbMKCm7iI1VXj<W4|2S$Ea?6yE`3jE1d*B^y
z>G!~UAZQxO(mRka$v>7FEC1@@Ayrpf*c#EoJut0V%hf4I2fhcOB<Hs`HLf4xn#6_#
zJyp5Efp-t&;)VVNnC^kwo3g|hW`X&U=-P&V>&Exq(-WD=`GF~0jzZdM40x^dT2*eV
z#N|b>^r3c7jBurY(|k{?d9U8DyeRz@a_8aQb$7Tt<4H~4k13%iYt_ugmj;$Ue#+c=
z$g@~r=3>36LoaDH*=1CXI_wF39m~uX@&+=+Iu#FlMBbIcc42q=l#+SFRX?aLAe-?G
z;|UX?O~liLL_{TX;xj*4CpAiF5p{max~RzrB#|t3B>0bBpDPo3@DrBDFcK*2myiEs
z-@#ZRV%%#S>An!3O_kN$v2K_mrj4m%{KbeE><LsI$bFja5GqhpRb)H|fy<Bv7!thh
z6@XCe&wY6)Uy$(v4QI5<Z9!3WZ9V!032F;MhG`O<SyhtXD$tCYEQ=gtLm%M=BZg%v
zKRWxfxvYdrUL)38*g6p5WJ~+<Oi%o!)-TUP{T@kO#}>RY)1W|OLDIKUfC_$hXpUkU
z=j$zKij#Tsl=`A!hs!}n$Ve05brs2$vB7+KzE<8jABDeev>xsADferb4BTX#EgU2B
zDMT`#`lcZKI3cR^Q*@tD-0o#iz=XPjMRI$Ye3w1Hj`$ySB2rqyj|pm)r<Pkd;XTZF
z75j+WvH@)N^1dDaAwy)e&vMEl66B?;ihmv5j`McHaHhx;jh!te@O(P&c-Nrn9+>3Y
z+K}MdHlFj`W1<Bmz)$~Z;bS^9(t=*frdcxBK3sX@*Ehi8geJsyUC)b1XC<@NH*pne
z3_UV9*1~^mqnz^#Xm4jpLl_+0T`*1#6vgBvXAR{#V8rurTX{TD|I%lf3i6ST$K_<u
zavMpmm)V0)ZVr9aAR;qOgRsP5)PO6$m782Ovat#h7H2@2C-8bAw3quj`mV8n4o}2E
z+0aH|-2mqu0;GfmH*yW-odqAEY#C64j~kgi<R9#2;`G~*^?z|E>DP@FPM+UQx(9yS
zw1`833Ut)Wez!?^Kn^XFGW*2pPVRx%`rtoiJVGkK>r7{#DfGj3LO)htx=L+d+RRN9
zT;@-@;3v&lQVHqUCie;rhSxRtOgTu<Xt#Cqd*R|vg<*IH^`DYDeR>HcaxZi}3htNq
zg783Dg?&-YpHp20`z)U*S-pP~gAZU{6emX}ZW1}Ly=ACa;}aQlVen_9>Vj!u^$>fJ
zv>!K*VL>R8KfbbqUl-98lQ)j#Er?>yV^7!0T2wUZx2mdCaT)f;dWU#$*!hhkqA<ds
zR9@8v+0hx6WyY+btiCa=d_rB9)0#KzNvgkA-0-%r&&nMl0#W&j?e-rS5nx=2ISGXg
z3+AsR?k3M+?N#|PfP~9RlU{QJgVLAdTq2LB_?p~yT(y>YB>;gqt(O|t`7pum(8IsX
zE_Rr#kq_!Ajd2<ap1NOOm@UL0oNrgJV)KP;V6Tfkd0!GyB^3J>x5jme9-iw4yi(g#
zW%81z`10vMV#Eoxx4u=uXwz8MnFnVj#$Z)wKNxT4l?t2)tG0)j(E1YA@5v>LIA9S|
zX{i#1QwJfFSt))tuWE)a>+nhtwS7_+%+J2XGqZxPyMKbo5V$nKs4f}8;|Kk)YAk*-
zN(R_+^y0A>j_-!|ZD|aI5MDjS(Kxv-ecwuh6ZKMC{)~$IGB()phR@SqNz)`rj=sW!
z-Rkwv<9uS{`i~wG7C}g;5)oxjZHc8n>5)*f-T>t;L_)Yd&Z4juHqN{OTlKmaw-g}^
zm>@5AkZR5+7-~%6JcZ&dRlY+)8Iy;clnvx@op3>KWhy|q)}FI0!|%<X+$aZoTgOJV
z3!^p?NC45LVbx5ahimG~cM@bJOYEx{x<2+Zsvg~Md^u>JYek$b+%F@fF$|qo8oOt`
zAt!JxG8A{o5OwIq)#f6r&)lrU_EQK&FEIqZJ=e6K-Yt=s#^c+!J%sonm2T6C3B_R*
zs&O%cCTSZvWC0*6g<Z1_t-=1k7fj;iByIK@1`h0@yqpF6R=AFk-(>8KyWS_!z}aZ4
zueeC6us!)YmSpm_R=gNvEpRRj`enX6r^_dW;@P40Fr$EMWSqk_8k2?^U)5ORpY@7*
z3QC@fjQ9GAvZ}3Hg}(&lV=pMzSS6?!%CzrK3kz#9z*>w}>hIDtH-FE}*TPmm*CD2-
zA}3wTteYiKHCPQ<K+5LwaC{onBJAiuMQ^VE<v=?uF(dDI$eBQ||NX1gU>gRRz+ls=
zXO<dP-;`*%sXZd%*009pVWU;=lH{};8cdnzv<KSpjw%lpiz7A_<HyC<@`dgWQ>?o&
zQ75I?@i5;9-$ey=WYct(6c|@6?D(uErt4}m7?W?8t^??6*$D3eZvGmfWO;gGgA~v5
z%n=by7i}oqrahSYvWOeyHQ|7=&ayYca3(QSH_E?h=9FnZsh|t*f_=Em0U>rI3BB6^
z0qY}_U0^mNq5#e-)71eUc#0yk;l`4B62bqg`?o-}#z;9T!?;wGeSyWN3z2)#R%SIL
zbv=pX@P%Mw#y&g{{8Y1<b{^#PfP%TI^E&HIHip<k`{A1%62L@5@uftGqjg@63gVbR
zZdHj96ZaH*hz}gDz@jNe+Ok%pj?PurGopw5B7>p70>T;-j(AN1#UrCxCKnP|Wmt|Z
z>}zSE2~tKQ!z+fJ=+9d2Qi&~hY1BT(l<OG)83Iw0OMT249G(;UovEu4Owo;ZT^T!e
zuzMInz0HdP#Oe}4mT6+4F@6unml|(`4{Bo@L-G5*zP$&Os0C#Iy#QpmOBT2*!0QYA
z<D$RQRR3BT9EmqVU3jIuvBw?aS>IQ=na2E<Z4y+6zE?gBE!$^439V?_@Db>#V=k#k
zjlh=D_Y0HpA)c(P<<TKe-%oU^6xLTSnBn)RU4-Nlx0YkgH}tV>oubZuxykXm5e<9A
z&VV=x8!C7M97`0>>e6`_13R{72(1*z1qbOe^%O9!uiz*;O|?z+$UQ0lwfg+e@z1R}
z)U-RAE7faIhRg~O>6;$hP!?aZIfYJhgvVS-CE*MC%(u{j5f`J@1!)cTa>e`=xAm}-
zatE9|4=rX|iPJOTQ5vh~4~KiY@qsAzDh;|1Q8rz5s_G*lcVA%zh(H%P?iF&OArU6~
z=gsY>r&kCNbfzRpFtuAXz)<6vl0X(eab9K+@5<ASGqEL1DepTvXl7C7J>Z>C>_`o?
zchM=kFw_1GG+^+t_s3ztKBajyikF(k{gZdGuN1x@)XoveycYUc+Fn*)RR<oH%UcmA
zGKYg5-%g2?o#pL03d{EN8dAU+XxkwLxP+_lv|k!YfF*Ez4rF@nftm*QB_$+Zjr8YW
zi9bWS5S;gUAE=J80s|(DlY~0h;?r!^h8GZEiUC>(VtgzSK7OIQVWiwnOev(3Vl_j@
z#0{3zAWrP<nTn5$h@#<W*Bc3l0iEV!AI(ZU;%Tqn9wK3oRrSz`hBWhYV=2el<cG?Z
zzD@A-9J!hpkfj9@kn_!3W1(#E{c7mbO1O^C8j9+Rg^$dRU7Q`c*GWE6y{18Kz_?vA
z-43!ubvYx|h^;ByV3Ad-;g39BH8;PGw$p{B?nPzeQ@O1>vRg>wVVN1`)-r_3Y>A=%
z^K+_gY-Pd6*3i7OE+EJ}i|0kjOIhPqXLUz*0;0ZbN-2H$lwO8`w_d)<DDheQ>^vSr
zC0pw2cQNch5ejwQjiXNT?lm9Rhn)y%ghe|mr;*@yd#xn75`(+ZnCw1w={QM`E+x+L
z=_m0Y6>}*lb3!vIHn6i<q45iM2ESkW6!5R&4N@Dqpi`O+dC*Kkip!c**6l2d7RRTB
z?av_&4lotE71AbG1`6V^uLtBU+j}@qKYtvwiy7nS11Fm`$Uo2zqnL+4fUtda;y#<B
zz4ete>u|sITV7H8w;7D3qzs%T6Q;Jxo+xv!&7P$yj1++X<Fj1k)j0|agQ~Y~h1U4X
zyf7d_M`Sx@g|qL?fD$buXdK;sH5bsWZzTj8f~fnq-G(URXCbh_3Aj2M{=u#z1CNX5
z1<*_O)QKp1jd0K_^>z*@UM-TZ3HG~0^k_z}qzJ0P5<3l!>^pEG$Ym8}Wcbvy#xX7y
z&$^c^#Vys=ke~#YJ$mkS6N_+3OtoVASdT}`n)h>kK6K!W&tHAT1YFuHBiD)Y_AMAQ
zj|Fk(!;R#=-rem8{UymNL3Tzy9J&4?!cplk1($I36B?1OwueYMm%R5>Ljn?)Sm|rU
z@d7O}DCc*61s-VeE<@MOjlickQL%z=68uoguF?)w-6_q|aR`o>@b!~?eC0A3<Z#E^
zuL7#YhlrpYV)IX)+#q(XTi&%o0Wi!^MCv8pmYIN}VwA&q7ofs{T6qJ@)AVj?MXe71
zGV__DHBNjN=$pD|9Cj-53;B&OcQvf7*(BpS=2&cNEQzsD4Gp6VZjAAmpn+y>zc$QQ
zDH3U&+ZPb$?MhI$zLOhk`5dlxSrq>fjaBN2d`8M6R^i5jRu*^}IE9W{OpH0n&bxg5
zpSzMKs&2#;Jh*)nmXm*s@N-A_OPd!K=0A1MXFLj-dgxi9sjK8uL>=@di@S?vydvx<
zup+^olXJ;yB)@!*-W1T2EM)6j%XxL6_Og$tp&kZj;w>5Vaw$}u$%K(^R+h&aXD}n@
z80&}N8_s^=d?<7ioSxceiN)PLpjNPI)~}ffzEqCeFxYPz!4lBmVv+`ca*HQDTs`VQ
zxiU@*MnX83hNdGmNRZ8FR9ifiAmwdq)^BSFoBfWUsc{91+174R%98y;$McuchJBB>
z7B{$w+HTf!)z3?;Sjy$OR2*F2rTCDB205X+kQ6vCcN0t09=79Oe9%Y$px>M1$3GK7
z<9JWN6)1T#F)OPIiilZ%5y~f<>g1;~8e20HL{!7N=Q;xFn~eoc>ISWKm<kzWXxsp`
zpTXlqy)M-=p|)H*bJf4zZp)gcd)=Z1fFoqjSrf+uGmsi8)Ikl(b1#dA`P+lSKO2I!
z_YEJ3m^Y>Ukm$y=Gdbrse~%*&h&2plB(}Qq9?<n<&r%drg3DF2GGA2{XuzUQ=ZB1G
z&$S|P@nm}GD(KgB$okcHyBxFmiv{>j^NH$~EC`H;dMsOZ%_x8Jr;iOVfFt6|>W1u;
z%g3QY**wF1P7}d9FJ=?d7r?(2@`+8;S1+wdc{yVBRY!%Ev*sn;v%my2xE@h1^uA|S
zi8-CQ>&)C>;{I|UG`4|$@0c~B1UXdJZNKr6t4tG7#_yc5By%;2E1#e<bF-uO75ej$
z*S4`)Z_P_zGAC<v(g`(4f6;faGD$FSy6(dGr`f}isKN;|GSSyen-0DDWx0~Zsr)J?
zlmaT2PbzFb3y5^)K4F>{%V|070s@SR*0hPVF6ocR4QvM@-Jo}u+ZKP9DP1u+!F@J+
ztx=Y$;KUODKiyC2w32h-+D9|q?N?*q#Zmz$pK^QU^anr7q0pHL;|Cs3>^Z&^7S^qB
zcau3CKVhNTN!qSA?RrVW{;VJ^*d@sMmo!U74nmC?In?>^lVU*f%sr5&88!a8gu_+G
z!o;F?2!i(MV7+NG63r>qF20ffWtB<j_6_~2?~aPK)}%$dhGD9HzcF!_#8&xBjF(JJ
z0XWEb&?51V9wDz}25)xHsDZxY9~Ea?=(<{Stb}Pc4xM;=9||p*h1(uCu$?<eGxJ76
zP}9y+mkGylfttgd!(#@4)ia+YYKP|HYPG#GSUa1=HDc{SL%}Ci%{`giJ<y6FbLTvM
zY>LyfQru1iY$~iUO5k?(V{D`b3{CjWpCKSgyr)T&irD7~*P#9D16}Yz$+K;@qv)R!
z>tgx&ILPX_R;<sz&Oe|z^Br9@#4_3;bh|pAQ>A9Z6C`|?c#=`l**XHG!48<ie0*CY
zzwS=L**>lt-jfF;>5o7#&)Etnc?>myt-BV*&=Zd3WX8gWgIgDGod6&GS?b&;#6U#q
z#U$Uys1g1aAZ&p&<n~pc{f4~Fa;IuQu<#!#rAK}C3|4z&URnhFyY#A5+If$~4W;ew
zfj7_n!*}uaDy?wt0s01R(}Eu~Gew2rz|Brpx0bbNeG-~EGzbYI=~G<(vL$Whn0hhA
zF+s`qz(K!d+q{%JT|aKH!@qqCw{CAt(S$%jUq?KjaLp6n&=RjiboE)EXECA;9YdVs
zv8$)SH~3MWHDDBMOA4_{_*&_+m_Y1$&bX4NBQElW(XCm6rol?7QuQ9_%ug)OC()L5
zG|eKw7iUth*kf1kOA)1$^Y`eo<CxBPMfW9W%;{?6JHAKi_);iuZ~60x(0~X8_77VL
ztSVR%&rwO3(Cu2|Y!LygUH`2lJ&=#_k#8@@G_mFk8{dJ=KAFcrVb~-FMbYj@rD+%m
zOfEN8@j>$zLr;0R<>DR{QCPxk_4K&86}(q>3iUOzbDh`mdbT5<nCz1VsgcS*hPtTL
zC>56szUzwj5qG1g@gK=ay#i!rnNoc5ZVIl%$j3?%X3w44#&=63gE~L|ZFhrbQ{r%x
zWD9kD_u9kDW=_is^7e4`Jg|N#Nhuk-w&|JvR;B74y>ZOr>Za&NZna!l0y9Y(Z0_$*
z|5y$cOZK5m1nYPm<HDule|!s(o;F`iq;N{UcqiYOuzNS`wh~u^r@dk;r}-!1w=FEl
zJBzz#Dz-sr)!&V-)V8%{voPJZeQ_*G(audO>qL&pPj&hlq3cRG!JVyy<i{5`kDwQj
zosWn(#r-fMo3J|RS)KSJW0w;CQ;bFPWbye=GqWA~pl^vJE$S!EMf_uGZCZx}U~%T+
zin&0KsZXp2GLfmsbWf)ZZzlaEiRuCq!O-SQ!+B}DIAZXAEU*b}`5<2?%IM2poNCx=
z_;id1{Q1{2(To+-+A0_6OSiT3o4kf-mpPMBH(ufdvVH=*d~wFCzJt4DoatCh-2{}A
z!HaJ}mF(dLAKc<PtqZWx^_Q-1d7ORP-evS8YQ9N>W?JLn(%02nMUT}*VYAMXwe(Sb
zeRDw7Q>bMck1^u3TrGU}=4_nGkjvcMz44<v>!sTIvGmu=;oI+jG13m961{H4ERT$3
ziw%p)hY<rDino&2)7l}c^X3IeFW5VKTj#=gi)T-$rE)S4iU{E??*!KKD#~vVW!qD^
zj0Y3xq@RlGbcV!Ip#E@pyT=H$3^5)HY*iPh^*XYuN`d005(+lyV!0Lx0lICIcfRZ|
zX*W))dG_humt8^iv4H2ta?FOO+!CtPc*$3a=S=uw50(mqh3O4fRkwvj%nO5r%_Bpr
z)>8s(tKBTj3g<ibJ~(#cIQ*_7`k2xoNdD?vq}uz1E#a?hb%}1TSfKh2CB*QfdVgFb
zkNxej9Z_5^wNY}+`b(JSP(qr~hGuJL5%yEuK=y2Zf0^j6C)97$?XUX<oZ1s@`Iu?l
zIV+<lbgs>LG1Y+SXM>i^$&B)Dq+*}@OLnhgwm*ONHC}u(ITq>_7q2uvY#d<xb3Phu
z6DnLtzGMz&zZvLYFUql{xO6f}RNbuHMzgB0i|Kpv$z#8Fr0byuCD@u2<4k7B*~WgU
z+x`?X^1KW6<Rf0{W?a|~i3(Fg{+1guOi<<FcM9<o=%|>JbGp(k5A%vVVDA!WI3Mz8
zja79DG2dK_`|1N<ONN|+DP=FSex$Y6gt3Z0_@~=G=rXhy+o9e{`MVEN!xZlvpm~Fw
zrAHXsIXKq6S&vsr5G1jGZuxPWW==#^FD_xNX4#^tvDWP{%Hrkh4j*)>J~ALn`-H0r
zO-p$h_&Ig#%VT0>m$Y8->&vbilJPN>D!*5MBH_bvk=_ull2^g>h<kv*GD*oQ=rc3f
z_1YJ!ICI&iwOF?om9UG@&L=JB?5#A1lat?yDwa9gY<KHaV;C4O1!2|?6nd7xzFQV;
za{hOvl@_;GkMNWn*R~&y{d(}rWPZlNB>ee4fl~aUl>7EFb=RR%N9}L3g3tO_1_G+k
z#m?O4uQ74c60}QlW(m5d;Ym!dWQF5q72L~BEOgFV({ZCtSDw9jhvThxY?a!}dOX##
z%V*LuCi1~soG`P{vs0kIS%SE1f?QqBtc2_8OWdn`(uO-qCeFF33#1v5nZ<MSrnZFh
zC}m|Ef|*uTNz&rU<h4IRTYAq}Nj$1=BK)|d@cK6Pj}Fhzt})VUEs!gN!`s8teA4%R
zP1N|0g;!<XXT3H;{NUgogtAsf_298GWB!;1>_-<&x}3~QJpnnoTBX38>;)f?&d0#Q
zhBc}_CZ47kitHd42(YVkq>Sp{*oEa}hf5jpo?T7V-n3>t!seLuQ);i!@|48#x#j(G
zyYp$;_aL8S2$#U70Z9=nMLFB;thhYX(qhf$&MSd|l)ktJjtF(nah{Zg^epy_h4L*Z
zu|KO<o0ISM$O=_F(j44xx%DukWjQ=p)~qGF`YBJ%nOQxJj25eOKz(YBVdPwh3)?o@
z51DLIm7741h0?kF?B~^8qN}K`QP7V(YBMwmnf!SoJo6p1^SqiCYp0V~|L+c|isaPc
z2lSvXY2iEf)9-Ke(f2^&EKk^1k`<$$b#oz_t@Y+fpb-y?WAEyDxr@_x+w#~`{)(C#
zQd4>wRvDth{(t$3?tyfYlPZe4<{+d6p>c+of?-^ZP@46Zd?SH^Tn>gGCo&{dA+;ZG
zF*m;>?qo(rr#ZAu+k{nJZ_npr;n7g;4%RL90yNq=%Kl%Ha@-Uz*Zp@&a!2lD@x~hC
zj5_;1N_uH9G8^=z;f0g9`33*`$sy25S_zk(C%6ZCx@^sYb`}q|ZsNWe-v%q)0|l{*
QK0>l(g&$RD!S}QO1BVF1wEzGB

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-137-_details_ .jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-137-_details_ .jpg
new file mode 100644
index 0000000000000000000000000000000000000000..a51c88a460e785db3455b9db9b9767059c70430b
GIT binary patch
literal 7735
zcmbW5byyVt*Y{^#U}>ZjkPayUDG5oH7Le|c4iVX<5f+qo>5^8ukzBeP=`Lw$Wa-|U
zZ(Ps){GPv_`#y8c%pdcabKb9WX0Gd;4|*EC1l(7YRgeWhAOHZ}9RPX`cnM%*VL`Ak
zu^|u$4h}XhJ{bW%9v(g=2`Ld74HX?N4HY#tJu^2eJ>wH5YHBti_9sty1q1}>SVhEz
z`NX*S1^E7Q0>Z(;!N<d=ARwUNW1wc>`yU&+1t7)-U?4m&h!MC)3<48_&>aBXolZ>9
z-v<0^pnG5pOe_dC4ldr^f~xz#JrEdt4+D&eiGgvq+WYP~fI*B&!oVwyMXL4|!stZC
z=NI)Io9RVaE4li}0W-fD^b-#5gNGE9R4k8K+1NP*1fK~Bi-^8_B_k^*ub`-*sim!>
ztEX>nVQFP;V`~R<c5!uc_wfAe9}pN691<EG6B`$w@HH_hBQq;ICpRy@puD28sv22S
zTi4d!(b?7A)7v*XHa;;qH9a%Cyt2Bs{(EC{Ya4ZVbbNApc7AdB7Z(Ts|ATdR{Riy-
z;Ud1{x`%-Q#(@0A1-j>UcY=vAFd2BUNTk&uZ=FaP`TVfSUPOH_YsF#WS3e*(gO1=n
zU=~<rLH&jHH`)Im*r)#$+5Z9iZ?0JY9}K!H9+()A1bWVqCEKTx#8nhrf(AS8S`3`j
zLfoPJR2u-*N<zmk`e@}$!wH=3>zm$N!HJLN%8R5fbSB(%HxH`1H{<CXCRY5u=3*f5
z*Dken#-n>t4}*Ep0K<ZY<jEQ9`S3^8k`nleSAJA$Z(Yo_{rio!tyAsP-$_6sAm+Xy
zGDK6DS~oTe%sBKB3grzv=Z%ga-PuJ0hcx4;^oy&Qh{*tyM3d)EU7Dx)9uyvCfz>Vj
zD<x}xkasjbgL`4;7c(yQRF&W=eerIMWU*!X1NT_?&-Oz2(!2CkowzjJkDnQ^<(bW!
zFILJ<2)I{OW1slx3(?ib`RqhE9u$6|5->x-gM(*hZ}ZbHuVb$5WKq_^zC)*{h21w2
z3b%qonDmG>E#D5e0h>U3c$;}C8W@Iap@EiK$@2o=b7Y5qiu-5n?i-)GwMk~`uxPg6
zuk(lxUL&Rg&C5?vJU94M$XhIhTY>b0`16?CKpF!y0JcB_RQdJ4GHkTIrcMuVg1(~x
z9LEsJP1A|ygJ-I!%v+L068P}H5PHQ}WRVIIU-LqLP|}A=*`t9rgB8_F3Kz#~f|zR?
zG~i#+(R}>WZt?sP>-nU(%3-0bl-La$SneM$t$(NDT8r*K<F6DlQLDef>b_=aVnzes
zgS79EX6}$Am$^`^|A_8I1D)DZJA)9~*jP~6zY^d6E%BBk;#^5g5&rvM#YH}qrk7N}
z^qm-FNBW(Z=D);@{3lkCCmY!OUr_~U;I9J7{Tu%CUm2Z|>?$Wz5#HKUkb1<q@`nWf
zF1~a@+Vfw32~mgtLoN6>wLNX<e+S$Ck6`}@ME&2v{xbsv|5jk7@XpDlL3b0?s2~y5
zg3%&ZtE=wOdOtD)v}xBAv`j>xXPmu|HTA+2d+y2SW@Fv~nbjNT+3OdLRgsth>XOOg
zee6ZSE`=Ub&anLMCSIil^2ANjY2E%uuLk=l%o&2twKdZSMp)*R2J!GoC_QdCaob)s
z)pDGX<Z-5Cef?c0yc@4IcUm8(&KqDVnaxW9UX}|qI&T<<<HVqW;M}`9XB|v~Z+J9T
zZ<ATk0I@z&|Fvu6lhdgwAG;r27hvn1r~&9@>S74jME^o%q&33|1=CKr++luP{HBv~
z1zm?RNYuGx_DT6*RJeJZAFSI9fNU9J9-qBf*vq!YEy82sekzx@Yd^f(peA0`5qMl#
z;FNB@qkSUIDueRJ@43~QrqGLh8<ZpGq{t=oZ5<0K1_Q!9z5$}zIkn3JN>VlKFxpLp
zi^nE)?U!`sy6bb_$%}iL=lNu~bXo^tMic36j%16vbH842i4_J<YW_SIej61P@lvMS
zJdBk(M)?SG7T^Xy$ZgQqdGw_D4;nxN`pIYj*Rc~mUx5ai(ZG!zHw1UgJXat)u8T-;
z#Qn?iY5lUdxMLN?(jjGsN2qcK36V)(t*MjZDznYSYPOtGZF7T-B{&i$g(D;GdiUZg
zI05&5zBnkOMMg$>E&WNE<xY3w3uy>eoNpX%h6|-Yt(7t6OQps}<>!9%2=kONl}_>A
ztoie8+nR5$5S_862-<P%nvLU}jEbk&IA$M!KSl%zp9Qa`M<%EG^sqDr9kLtUcP@q@
zqV4u((RE4@p!4{}gfRt*9(Imrf4)H;7xXSm-tS0W8*!ZQeob&o7HBpS8ZB=b5ZX_g
zNr-JpA38Srk-ykJEKEo>-sxta9R4S#<r{vAnvvSM!^(-U=#ysuvh<szh;!{*9yIWc
zx%mur_m^UL5p_sHjO=Me8XCe^Fy-W1bOvRK<s7qN#MeCIy?u5M+IQ-&IfuoJN@r)!
z2QNo;W=FaZ3Xm(`Ne%aI)o?H~lu{npRqNgOl`%43#qKI%`|;5V0fE+X!zZH|kXo>0
zUMHU_$xgg_aJF9thB<etin!O*OSe_L=jp6mRUe=RQ==u2Q0La!Z7*7x=O)W$suxim
zLLn}a>`L<q>T`bPDOXer)hHwXZy^+!pslGb&1<FX>DFAzr4X~2pOkYg*M-sMDb-{t
zrX)^v<<MB8!~%pxNto(=1&rB>UaW=iFMY>i+8=dD4dfpODo5il`{r4!erQ=uvDi4u
zOFd=Z$lX!%ejmnVX`Y2daTvXttSfkd5^iOI=5Di3(h-UA7qO-x6P)&$cSB#bMZC)w
zOkUn}-kHe`zZHC+3>Kl>N%Qy8v3JaN*T%CYW0c(uNO;IiD7AXtXzz}6Q1M{##xD9u
zx9o^Nr=rb}f6;;U&`bp13wHJ)lX6H>TCcq`DV9;mODW><3}rmqDWE0kPxKlT`pJ=S
zn?yx64(fk$vue6@8<=o=ztMx<c3t=Bw|a+I*l}KRjQ&GH%@eN9l}0<34@m!*a3fIG
zmrl<<5ht%`&BL7(*p{w{i<R8qiP-1vi#=7Er#PF6>BbX5V)e;~(#HZW1ll{s$YhoA
zTpse_!!9Wh9re>|sZ#p1UrM%Xfoj$A^O@}1*usLFQ*RrpEb&!PgQ8AJzr{?b;I=Z(
z-ypTYVg+(?5R6;lp;aTYtl5gEg=A?#LZRweF8M-0ZA%VmO*p4H@d&t?DO#kEsA@d@
zX~Is*k_MBrZu7*a)^b&`2vtRBVF*+M-vbEe$Pjqd@|2mTVZ%YlEb6S>uCH()br9R!
zS58B_2x*H95tiY3bPpq#Xw%M;ImkX*&)q<$N$Ox)`A5mk{<D%r!?f{`Zw(q<NN5pT
zy9fpB9I&5ys7^qk$Ml$z)EQcMFPC%v7?Q(@h-gOxvk7*W@N_ODDDj}60q%tciZuqH
zmd@&94MeoxdELf8&G6{x9-;yD+9e;s1~IyC`UW{Wc!lwUuQJs8meNn9(11i-ZI-c(
zK1QK^Py_S+(mtDe7j}2HGs(j2g6yuCNIu2<`}wjSA-7emxP1Ybwx`&GH!@t|F^**4
zmZ4yUOJCSN!MlOCg?w4bEFs|%)`Om~zBM`(sY|MksQ1o0iPmEcLf&Ly*D%?=%amKK
z5j}eemT_G+`{(cZ#O9;nAbD5LFF4v0R#p<mQe8uFs#h=5ZvE^=<13|dPMB#FD6c&P
zRrMS!a(e$1sXr4or?8S}Boya-G&ExRwQ8?_p$~$h&O2>cy%@20Xw`7JOT-(_#@yiE
z{g~}zTjCiww9oOrz1lB1mXcJ#hPxg?oZ;=xrPdc7%Hr&HuHvNPrg=~#4xP%xOKnu=
zKpWo|3xvf717?`QfE&B?A9GhOlMduN$}D8n>oZDbczU+Wr$r4*3_I6pdU*dm_^BOg
zrfO%WIkwL%g7uz+@R|6IBA50dTbp-|G!o&M@1j0jYPIHKLejwR0bl(xSHmh*&TMXL
zhTX<?ED_f!8Fcbo^X;hu^(n_oqK_+$ur48DxfS~WE4(&B)hosy#`_p=^fiHF=92>F
zvB!c`Vv~oI#eMN1-?@4)s6U^dels-ce(Juj3-*hY7cPnD9L*Zh-<{oH1=0wh{Z-9D
zzqc<2F)dm8cEe(R>sTC`7%IGf8*OFNzYkP@kee)sIpQni$?y3cYnn6fH=jaFAd;8}
zB@(_+;j?puM*ryEihh3S)1Vy`RJo(9t{1&VLU!+2ipzkt5)y`=vQgGWG#Wp#rqJHC
zn?;Mgr^3aW&!@cW$&&8pj34BZs9M>fEs?#fTWner-?#KNQ`;e$I)%`kvCJ&qjq|rM
zv+pylis37(#G67dYMyu8MA0wVUt5R6uD35%j>~8Vl?<Y6>(*}qew(NE9Q(*}I-e)&
z*98~!4bC~OccgozPu2>&crQG(BvRZ+wN>PT&D|G&_?6etTo?^J{@#1WC9SvlVq_ah
zl9;Ysugw}s{}IknK@*=@k^HDE;?i_JqOZQzhrS#6?it_1RhDqb@+<iLmBYX*O3L2u
zJ}7$?WL#0hh|pSkA|mKSHu`Y%wPLcX=u)_J4`fT<b0g%5m`sjxj<|2Yd-G|QkCu<b
zXw#}fR#b@zper=P7wU{_u&9V)^F*TPpSkZpz|Kd1J57HK^{j~d(w@zjum`2+c_dBm
zTioT-6x(soc-_m{PRiE>tI2OQ?#}f*uJ^A%kr$Vq2L71rDML~CBZ#L6(%>A;r#9vu
zm`#ml#PS>zNP6c%h@`Z^k<D9&cOK759l0{3NvChV=3$W1j^3`F6?Jher9X`aiwr{6
zjaa`_mSwBHU!2vx^o{xbn10?HW;hx|vX(Qs4Wc%y`aB%-vVDszX}$ETE4vwQZ#N|7
zd~$DG`uAh`D7`vfDSINhI1M$0eQt7M*eA~zgpXG96O`eiZ18eyBp(rtO=!cO8K=yZ
zgiWLJ(M_s@xg*AzkVY0g$o>r4UQefz;-$4iMAivRPd=?He9M3<_M_(bB+rq4lw@O|
zzSfpfiuTnLgWN(|c$~E|v)kE0XRaQ$6ec-ny=Ge()?0Zj<gcOlJMjBT&8q?j=VSv{
zf_4sHuS?uC9*P}yYifJwH}jI#D7~X|I>Xclrqx%lG%L!&XA&f7hg!(A+ec;~L%-(S
z6%G>-rO1hj^bV@c!#RylGxE&*+zOHbn)L^JCs`pZUDf6Hr9jdcK9&6u*uA-Y4M{6K
z(jcAwE=kmOneB2h);_z$OyO&*muW2E&=HTw-Mfy$-P0nDr;0NuQKUB+{Hu1rPMmx6
zmC-Y8D9*f+b?AJ$;=y`KD`O)c&-2gnyxnM^q-1OHATT&vZ;#O|mtk!l&XlD3({_5*
zfm!&2Q_pdM4)npUM;A~sdwJDP{JPNIp6Yu3$II}v6PDaBPl~L=_8j;iEWUW>nrzHx
zTmy|!t*s5|b<&r#_6{UEZ`u~V(q0j`xGmmar7v<ljG2$|JJ%5qdm9x)Os+!g{VJDb
zc*}>gs@?tYghX{AAlO&eH`naQP&Jt+`r{1YXbW}9>aTjqP!BW^5Ryk8^PcI8$e*jK
z68ZqPuNp@#?@;NEiXlSKmADY*xIyy8pV-ib)7#i7M55FBGa_*MQId}32iX&ls3~o%
zHT}oV*tLLt$Yj=cqCO#lR(Md#YMOf%$7{s5YSE=qeN8Rr>6%`Vo((eOqYRVOuWL>b
zs-Ct&KT@LSt!El0xl*hV&e>OwN);&R?Bb_1eYxAo>VwYUH!d!Y^p-;jY^N=EL*jyr
zfu`x&pV~AolUq+A+7p$nb!38>5Vey*v%NpOUqtE*d~KIH(LBeDpQzSNpc>8iJ4%r}
z{dtq&ji^?qeca#}9TUdhj?Q-^jW-9SAg6n-4FVcXC=9-~Sqp~s`1iVgfTmC*!qbcK
zxE9YMkB0iY;G*ToNJ&N!xh2W2l=mxWAWeN^Q?e_eBI50pf*U7AmNiNJJ*nAy2(wfM
z0zCZ4M?kbF3=K@>ThxY)^CYlB#KN14Me&>)qa4c36eze?upTD$z4<uHWHSKW9xQ!b
z;bp}4G-<YzT7DXfzU9yWk<=*~YfSHO8D0|KB!?5s-z@I)XIQ&P0;{spuLNH8m16wI
zg`6<uNggXo<~EhgSfv_Cz|d+^5zun7AyN>{ud0DS6}f)Un`KGMN$~G6^uu}4K)7+C
zL%nXKKtj?U4f8uL8S0i`xXXFb<n~*RPA2k4QoG`u2&0vEv1}VrQ3mSg3Q2C`>90Rc
z?z{<no=8if7rsihPj7lRk4yyqdKH!(K$GFW)Ff)11Lx=;>lfTLNR{W7Rn_Qpd+<Q#
z;e#>#R*vB0M3C^HxV`-Nn@#1C$8nk4R2{Sq<sJF;w$>kE-K)Qfjn3g(!|*YdG{9Vp
zB8&ObQ`1#caJrHki5rZwoE$SGe6N^>YD_)Ms4C<otRtlDMrEHfO+leLDwkggdK#0x
zu=4;VkhD4{Cn9E%<}u`?zWs~vwxhzndWxVUKdg*w)<azGr+xe!dE=EqR-2}AxF{`$
z8b`lGSMvL#vycI+_2F!~Drmr7?-SLp9UJ*(UgMJ`IU^xVY1k#vW3Bo=`R_)XeyB~<
zzWH`_ISzHVYnxQ9=q{iX!cT+H6;p?|<di`9d&HJR5or_O?dh+c^A17Mvz;f=0MRZF
zJ!$G&Ka5Y`rEjY+eo>THMoQCWST3X-2<I%dYKB@fxbXbJ;-4(B<(Cq~*57>Zo1RX8
zT#`1|Qs;e)c%&7Di|{4)D9}d+6dixjvs9Xjih~wt;))mr3?@HIgA=?6Ks+mw!eB@6
z-q@{|G%s)NMftSinTrLJPBtuCQ1mPv_fUt9`Kil)rumj~B5~{`TSqjLTQ5rYr9P<R
z(XH&gS5kZFT%J?+2M2X4gQe6EJahqWbPr7VKgu-YhVPYglaUbZPu2>HJujZW$8}uT
zP-yW0QF@d$_Rh(cvA_^k4@VJVFA*t<bskaNeccly2G=4e!BzGv#_qHnxz*!=_tFQY
zYO}@O`7^UA;VEc93?|1!WD_ph>NdaE%2~O`JbsyC@WO&Hu<>4h3oYH)t$nJUtx42X
zC4}yKUTK5SG8DLy&G;#N)suNaHA%ZY-leX*=@FK}lLVDBK0)HM^`=Y=Sj&tY-$>}~
z>hJ!<?oOnqM_gjk6jI^LvtQ`vKaaM>(-d2WOW5|}f_>#SG{eTwfXkM|_%*)xQvu)C
zCv+i2cmXDR>^Ss?PTh?*ne*~Q3HZg~HR|@_l>_Qt(Y<d!$g1iN6$7?&osZ;VkP^vu
zj*N^reF)c1ozF@WQ6Jt}UB4OcR+)frbU9uv4TBqk4`7w%6E?iEWoepD^IDCPZNHc%
zguG*v65C99yMSwj+-+Jy6nDCfMco)eUS(LRl=-yF<9p#|U~1~mQeN`U0zo$G<;rgH
zqJ#01MC1Y0>8BSD@8e@WS&(8~{8gh{Nu#0=tMq=E($^Kkg2--9U<lvl0V#8i_-px;
zLUxs=nt@kr<2u82aqRVaDJC7~RTE>!GcGnyGPL7<+B?#l5n{nU8#^$_Vf=aGloAtq
z8WENR)wQ7__^A^HBO9$}vjCrKo|Zmrzewb)ieO?2o#g22a%;+}^O+oHFa<7}{#0|0
zRNAcCKnwmbraaZ~)uB#0Di(|JCbq(G-1JQ2961jAG%C%`>q|&3fx5g>H`PDvh>5})
zxp&waK60b17dWOmSw&u5Ln`f1c|E-9DmN9H{{@DFY1lis1=^b<iy3mt-HIy6nU7qN
z;)ALG`mAI`7)TVTFR(P=P_)nnHof>!c>9^0=1;pg)l;z{@*dx)Pw#Lx4(wVhQ4$qo
zDoimyhs;u}LkAjB5<d<h2~KZjW;FmOy<bG%9h7ZhRpsYe_`}W94O-wF4=ymnb;X`?
z!qURBH|jikNc=FIU)Pf^eBVJ2*-=zH&SM-{xqcque9k+^flnRy-ly_rMBg&*T&=Jj
zkJ)oCoXGHb>2c9cL;x+l+#+pmPMNseEG0bKz%hh0xUIN!P?M$ul~l4w%<U?f=uop}
z%DyGD@*v$T<bWqwV2gZUA$;{($ul#(o1E+xK#8w;sFwF{C7;(`&wgt{RUY*Pti18-
zZ4q0^twtd%*mSAUfV(G=zH6|tQRv1p62W+ptcWi;Q|o_gB8a!lL)s?Ry!$00VHkX4
zUmes{Jvu8>YoRXnhIf3W!lY}2@{vPvKes!B=jeyvIPLI_PSOiw&RS4tYW~>Gh;nt)
zTZH0bDy*4U&||m3$%V`nrdZGPJPrrEMy<mu^o3_>dh4B8M5agH%+OTm=oYEfsW?P;
z-0Elqvm@CR9M(<QTVz!WW==^vY2WtYs7YJbb7kY;O>_FBY-M~NzVE?HTK@Ryi&IJc
z1OY)6Ihaea!FTtDb#AO@pGPZ_mSt7oV8d6?%7oCLKP?DxXsf36wmieL<f7hns-lp1
z7fF4pU#n=1`Y&aQF1rfJQ!C9BEEWQoK`qQDmpU$xcBLQ$WyxNq&vu@EzPnQE(N+?|
z6M@uA1c8|7c$gqDCneiEZ>mR4k52HWmyG9zxQ=O*?XfEnYlHT;<bkp(8HsoO8QqO%
zEyS;qhH-IEw5qKye<DjlpXhGFF4f{`@OE>?_vFfrPn8&RZj>v?yRG{9b97<eJM&F#
z^r6#mAGGk;_*3267wUX*TBKzrl(yRLpI?oM^}C>f_|Oby$=8VVzVy3Y-`(b8Y&6j8
zcT3)d)&D`R>iNLjNl9ElSQW3!nxlz(vsQf#tr8c4b3}vir*|*KHBivrp+9tk$#S>t
zXNv|pCfUtQJ`atin1E?^WM1Itchr@8E0>-t2!4aFvGd$qsop-$+ZIh-zx-Zb=TU8K
zLl5vD-^&XWSsGr8<iAL(Qbdq8hPW_aM!oM{b5cBt3j68fKh{ly+P9<3FyluM8J`qB
z-gtykJhZL!eoXpdREBJnVkEfjKvd^zt+vJyiRXsoXro(49o~+<jUR4SS&jS5rPpm-
zmt^~%CDB)7LJx|CTk?&GoQq01OOX;I6|0WYxy*Ow>GfO20hvn7P8XrQffqQi;iQd+
zZB$ha8FJWH9xa2aTl$y!ucL(JDSiyTM1TxOzZfJvPAo@4^&`p|D9oTO=GQC8Ysy@G
zlk<`x<=T7u!-W;ytV{vSK2<$(r?Ik8Aj~F1a*@?vb&f&Y3@C@#T=!%W>mOj-l`QL8
zeRq>rV@IdT&#;APx=p(Up~~ESmYgg_Pl(?15!yyB2AU*O7TPk_Tqr+asUGxPZIO6T
z7u);ziyd`Jyyjeb2}k`$frEVJFb;ZeX~9YSmGDNka+<;Cx8y+qDv~S44PK){ZD;`h
z8O*dfv82D4A~O!cFRai+e6DUe`>yXOJ+7yyRsws|o<4f^aQmS)epY15eea!dQFXZJ
zlK@xu^{Li@7c7!y6I{PpkUpn;{$BW`dP4_eotx|CO3I&en928>;~uj^zw2+{tSURI
z{b<tVdY{BLM~Ry$F7A|cWI}3eIKQPXa3qimJ-j~42u*xvOEV-~!>mYV4yHCs{IIwF
zU`V1;O^?Y{jtqe$CKvAKwnql;ugiBF5@k}cl_V*>#7$0$G%*S=G<q$$WK}99G5p&j
zB>oLRz_1W87|NMJN9<qCbx{KUa-8>i^kLVZ(NNA}ek|X<tFrn~d&Qj=$I(!Z7~-d9
z4@>pG!V3pQGD6)zYSJ%M4TpgtMYgOKGB5)qTi}Qd!zqa^$1kEbj6Ckel362D>;Ble
z{y_Hgo_XJ>X%WEZMJOk}aZkbXqzZ!$g`f5p+Ri^Zh_EvcGD4R&T^M;d#Jor3Vrb=h
z*fJu!_i!~qe%hv1M83*o8pPS)GU}w5VzM_3su=1*YBFR%;}+!Q-3?ct?VAmH=Dz?X
CGxEm(

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-138-_details_ .jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-138-_details_ .jpg
new file mode 100644
index 0000000000000000000000000000000000000000..6a0aef2c705bd67ce29a2f0889b129db057bf2af
GIT binary patch
literal 9226
zcmbW5Wl-I**XMt5fr}L@?r?GE;ts{#U5ZoO-J#IpR;0MQyB1m;ic=_B+@Vlh@A7}1
zo!yyzwYw*iyvdm)pCsSR$$|ZbZ2(vbGV(G292@|^y%qqr0!RYLNJwBLL}V}+jDmuU
zijMmR9Sseg2<I&(E*UWeIT<l2DJ2aXJtZ{@gp`zlkCBCglbf5Hf?hy`A1cho#SQ(>
zAaE!sDClVDgm2yuLa9ipp#RSX>jSWnfpj<m5F9lCj|~UHhJy_N6tC+<g!?Z8{-?pg
zgAfprz{n`5Xs-?}SO7d62n3G+LPSJBc=Zl^?FSIB5pk$EC6L~#n}MlaaiO6}1;~(h
z4d3xJX3lB2%-zCJQ1J-}iHK?G=ouK9xOsT__yq(drKDwK<>VDKwX}6~_4ExaEUm0<
zKG@p1dw6<z`}q2We~gIy^f@XzIps@gT6)IU%)+ALlG3vBips{O=9bpB_KwaU{R4wT
z!y}_(vvc#m78ZXmEpKjZ@9ggF9~>TC{JXrmzPY`-fA|j<902-ntk?Fx!Tt{}>{l*$
z1OyNQ_&;25@ZPT#gpGhm#fgL?p$;~4eM=1uMaF%XRM7Ap1;V9qj%V&RgNjeXy-9oV
zAGH4>`@aJV`~M>QUts^6YZ*WX!Mz?H2pbRs#_y!->~0^}<8uFM^|bqNm-=KHelm}1
zxi`wi1eLh_^Qkj}^S1ZPa8~!GzgyHkS7W~si*F13b5fL7y2Koji@X%Cg>QoKhE6ID
z??UEV&{;<X#iM`lMS0d>=5g!7!nKqc3{Z6oj<X)b=<kppuGq#+mLbGJQt=&>i?h7I
z{G4HWyj(iVFJ_<eWIJ>GjneV4TcXkwJ&bJ!1`z*@mqBYu4KW$Y!&|N}Ta5)iAT2du
z^wws`3GS6;2b7)GrNDp$O^XZmC=1s%!(PWFrIxu=A~L@PD#tM?Ir$*D;Wg2r>UY#W
zmZ+$v=((kt*kx9Acaff%Vy6@0jf?{JO91&jQVtA2k!i!V!)U8y$>>MwOuQI|<bHb4
z2}p8Mi_n7B?>oVf=g)0eynUBcIdrfilpQ7^B7ZgHr)?~P;92j}rEiRcm!;Q}7zL2f
z(x$=@vG_f}jZE72&Uz|#m?g3fj8y*dSZ%7OU!>W-tmA2IZfr|qUZU+xR!p;^X83g(
zU(DvxhkbZp-+O+Rc#~wTa35#=d#1>S9|WdMNhl3wx~gA@O-}BFrY=vfJ_hbTJ*&ci
z;5Ssg-7p}p0|xxveBG+BSlybFiW^yxCBBuvV*6*ok9YQI7d-Jb!f38$)pm*ZMj82E
zf43UaZ2L@t#hHsJEBfIvduXN3ul7mw?A&66o3!VztKJB?-F?!N@%^fU7L{WZ8rv!{
zY_e2Ndx76#RcfI8TocTt%s!%XV<g{HE3w~BN@0?^>=W~&;Ryfst)4Wh$r#e<5pO$~
z{y??HRae=4bH_4mNmtEbh(3TrM>tJ07X$SMZ%3!U({0hBkVha%W!w0IS*8u5^$QZM
zGhlnOIQqnuGDTDwJ`hCdE!6U?<erT-%KvP4dei0UNj>Z;4E6n>{cVbHg-XOt?utHX
z^+JzJ3I;Ihjl^YysHzAB6}DG0{8_V(YO;35wQrz=0a5G4!KbG%U?{0ux(*uBc~;hb
z2?HpST^|;d_L+D?2GrD(q^iR14(vHIWd{WxC|Hg&)BJ*mSM#>jjeXJwus@I4cV@g^
z#qpiIZT&Dt+6;j{BBW|XVl2KZGA?nW&Rq5jKpdl`{4uX(^o55emt`S3V|&q4WWDfA
z^`bg5CP?8t6`cv8h&~$ZZoN2YaG%s~pP5JA_NoYF_Rmie%pmfP3Kt<0`4^rT784KO
zn0yD$QsKWJ3UEP5qax)X%e$%p{PA5F;AF=#oSoHyd0ja?NDlF`c<!ns_cwl>Goztr
zh{o&qP?N?12?~JQ{D6g+LE<OZEoE<wN&mIpyV<<A_H~!RPIf*w-6>D@*!iqISptyV
zy~5?AF-z9wpyoFakGrw~|LEcBBR#T-|Dd-;1<1W#u>rwoOo><BFSw0aYldhC+7@Wb
z{f?Nb$Y;0cz6-89PABJ`+sM=H&BVXtV`*dSdpS*b_o4dlryz^FOQlu#(7h|MtI>l}
z<i$I77(l5?b^!x8UIm*!YJ?kmv>O(bdX$GQ%vF8oFMiRSSrfj((y958Wy~8ZA@}3M
zVj9mdKVZ|U!r0Id!+RNq`^?WHYOd{23wLCPt_X1wZ^t8PBDG9~ln=@arEtoS5M?ku
zFMy(hmp-MChW01B;U;v8Ff}Fvlx%1D7Bxz3^t)rbUv~W+pBV6qk4FH7@{V2c?-T~9
zUs$RmbirpyvC(z=RbjKH-+Ugl%g?k4GLlVyk~*2_VXTsWK{hVYOHGv1j^sML({8ed
zDq<(EZOcNQ%~Lf~eqTWd%ek-g**7EKuhE>qjrN(W1yjtnBFrrLL~QFD_*fueS>LC)
z+$&lL*DW?wMXS1UO$P{+)TWnp8@f^@p7DzWHqHAHFO3dy4Z8Wgk98=poU2R18VDiz
z{CVk&^F%~&JNo46_>@Gm#g^p^l7n}{6?<Lh7hz{qA+?*FI$|eh%^}|-PTwlyYM{2<
z7t<jg>^{LgY+c+{uDMFOFk6||Wv<bn;GZWV7yPxi+b_D#AjZn!-s(Q|a7v-V-HvjH
zS3*Q+u6Ucm6GOR2;n%QFuY8{7e08jagR3Oh$eu`l2!{xq@K)Dby>+_e8SXH4n_NPg
zR0~#=ejF9ftLq|cJSInu@Frm=l((l*Gz}G!w?&$<FZ3mxIl>F5Dqu;I&)={c5`OA!
zM;eQoS`nBH9fVz}`R~Ll`xY@nDOUxq>hfw7v~C5r=A)D-d9`x=<{3agEyi6JGryi;
zTi;837siy3=lhZZ_twc&z--7qyP$TD@m=`8@P(KP5F&{o(Q$N)JD0f;+;th0LI*Of
z24B4CN}&<R*o7ny$_|})clZ@soi}N{*nIqwE9HcN@HSWKqa=yV9%~3AJ{Qy8`;qC9
zbu*d7DvTn+LAup9l|KUy03j_$Hm~>}NhUlby8PEiwv{z(I<jzqh{7@u1iB584{*dv
zY~Ej<pthlfiScATQwkaFjB#0?8p`{*IMhZ7uSlmkhdk7q19HFO7Faq!JBE9Bill@l
z^<aQcrUW#V#yvqNpT+Y%M!?+m8lMZ{^IuIEpp+Z!-0#J{{mgMj_<RQZmw1G@)~H*%
zThGg)CKmGBC=Zi2kZ(?(SKJrA*^=bAZA0dXZ}Je<jEwHQhk^nc<@yy;(j6`vjt6p5
zEmlU{=R_FkJzXcbPnbpy6GI%Yw-VnBt_1TxAxZ(ZvKiZ6K?m0*iK#ZAFJk`BnTTd9
zs$fb|&+8H<j+$h5WgVHeZ7;3_KYKSV&L@ejP@G7>HP&x#+bgaS`60R%TD+ZqQ&zi~
z4azMI#ecfz*SusPM2JuInmj%^?scmGVjD&$g%bS6bj&9Gex;&XBWDO-lR7;;Xug$I
zb+)8GznpNHd41IL#s4wD4XJ`iD@KHKISrR}qc>(Doa_3X70bkO^(x}PQ@3lP3xBN_
zbCY{<KVmsYhU`}eAL_o4I9WXaCNIt`@g<w+S2%Y1*+FDBf^ZoYXkVf2ak6DI?p<++
zAB@92(2X^W*FQ9jc;kK=nw@#%c>UQE&5YZwQECkXd3c`qyvkAZ)LMLDfO!W;LfCzZ
zLh@d>+((ose<n<E?|c~UJK@vwaTA)3CzJo4Cv{=7puI=ZQg<23X=YSEm?~aw<F+t_
zdEPMN&7eyjc1cs5gNBb~n%iK?-Va9vC-CYybI+g~Ip-|o*I$o2>7nt^E(e>C(WLhM
zm4wNLLApa8oQfqyjh2#TZ$TDaZ)IFRksrQIEAouw`V_8MH$=4t`cHg3+36QD7slfx
zEMAJ_7N562&?W?N-7V}DSz&~hu4UQFoBUWy6EN-AF%sC|cb1;;eM*sIU7&Yf8@?qt
z9<8It7S$?TD3ijwma<bpbKG$qE$<Jxci}ohl*<=Z;<FG=u#==hFYk>yH9{(MB%+C1
z-;1<Hi$Dx6p<0!rxy&|wP?M)^?8eB*H?Q@=8F5qb6|t=jXaPgWe<W$Q?q*-g5$;>C
z$(H9M=w$_G$Y?!Wmt~`$mvPVhYvm)oL70sTr>EdN`at*tx<tu9p2Ii>@>V|);C3?I
zr?hAjC?z*6pMWzrLKO4B2}X_7(s)c5TZ<6$RgVQ2YbYVR+_;H1%SWKL4gT_TLOiX$
z+pVlUN18JVBaQpeVY-lp`6phrUM!EvKgYpWnls9G4q5^4X8R~E7xNx1uQa8}6E;W;
z%L7EVdD|nlb!YQzU1OgTOxVoaPReY-WiY^?XZX9p(ysu%ZD7Vh@2Ua=Wim*%4p)-q
zg0n9gGJR8GnHHAi-JvJ$CNBA9KfW}@NoGf5;F@)EPIsMG@2v$}psb(VUb38#EI~Tm
z84_nE^1ju(0=W?YdvQIdnPV(OjttD>#4noyAut~9AbZ0Q>H^ARNxCf}rKo}5V=PR2
z6VEwXR;)A;f<g}j@i?20+lC+$QHBK@v=xul8xQoA&eK>;BDn;Q+?KYOx1S3ASe`5h
zNBmfV(&xs}`?WTAZu4jB4AHgyvAs_uSC~9S0(@r|JIUd(>6A-#4DxSM?8gOAzDbej
zHtw^(PQyGm<3#h!SWFb$$O?6Q7s_$`Co)0ZB2;c%Xa6Pw0bbw1wU&r4xmpH!W1n`D
zg`4t9Iluyc*Yn-*&<yQAhF>~n3zEJNQPf!45zr})(pXZa(bwJIRMxmub4XCcxhUvb
zkCJ(%`U<m?CLMbfN+D{K8Ed)zJ{?l=-|B(%cYf?lO{4cQ*+s!<5NsoF2bcJ0d81^T
zE*9L$Ew9>A>F}?AP&veyR)AOGGMF74i}|)Ii+O4_rhdWJQlWpBx$F3sUX8*bNHH1t
zYA7gMyAFI8uGYRVKtSOAmT`Tu)*n%{N1!%!+c4dzE_)-OV`stYTMJ^(e0|S#H!lH6
zKUs0I!bYO_ccGqxvd?=JKUbs|essFhz<`JZyL4L1`Y)2x(0Y0?g(Cm0f-RJy=;hI6
zgcqFeMx#&Q0}eOl*k7zK<AI;gq^8NW=h-0#D8t)2S25)$Y}=jwU*$ChEh4ex__qZh
z2?eJH-P-a(d<9b{zv2S*Ok{}?1_&~Xqg4!$e^e$50&YIHgYE`lE6M0yrAzWc+Qlq8
zuD4Bn+jC_0ZpVXe_X!N4G^s1BG)Z`?ephc26!z=bi@Uz=cuHH-q)PYgFE`{!t%u7O
zqF6?xk4Hi)R_N(3c;Iu2oH&AWghLNCo(rYbD$9{c+^}pYQcaB`W#2Yy$bW$Y#&+P{
zT>FlKQO%Yi_ilzF$XlgYlbhNW)}Tb*xj(91sy!e8PB>vQ19v59HnG77)K`TBmZ3V2
z?RIoxVyBI9Sxt%cc(z6Vh^R9Oo!=U$CBd^e;X+T@-9f*k-oKxRN@+*8@m~qx!htx|
zhrpXkn5i_mb}|4C)0-Y!;*xwEg}rRfoyR%Xf0^L5Vh%B{5EsVBV9(sEER~<rV9oRS
z{Vn{o;N!ZNXg|gvqEHxs23CXtt-TM72bJ$^+HAcajA1}zw;_3UeHGnThQOrL7x3{g
z&t+XYQ$>OcWImU9Nf-fcTKEG$aHu+M8aTYy{WV|Gsx5d#)ks6-Xh+Mab^zXVENP4o
z_dv_DqR5vmZ%;{fj;LHId9cMYDn}MOdn*sO>AAeAz+6^^fvP~UJ*ptx4quF!Lc#ki
zt_aDRN)O(Bz0h=~h~@8Xd_cEbFtJPo5`;xpjDzOlDqlzP7N_5fw2U@%Qno}d+T}17
zkhDSYcyHjK-q<OFOZ|4HgY{H7(KKg_5cJXP_#m(%D#dqfwyFVe>T@tphvE_er$Sz7
zCxMkTzQkBWf}CrI(Q-dRbX}SLaKNYjuErTi=3w*NZ=0>0awINi7(fqn*P&sFS4i$T
z|E05Ki*+g*UVeO48ZCiW8Sm|W#yrDK$C%&01AVvaV(4r{zSX_XoKAzme^aM)J{d>5
z9$_!`mEb4l*wPfjqmCz8(pp#o_ciy&e^Kg%IpP#Pj+A)?wVDGi%S9`Zt^i4W!vKbR
z>@8u<A^D6ae!XYB0D}K*qTF$;i{K*r*2qUU!(uL${78OrpTi?&ekac@$CEsF7U?oh
z)Z26jq?t0|8MUN^7rBP0E89uz7@unHu(Lt<M#Bg9uGHd^R99j<ivXX45IxauMnF9|
zdFW{PFhur<887F%07SHfYt=>Kz+X#x`)dDK9GiPm#$83n4bI%R%o-}X!98S!uwkkO
z-N;lfw#<H<x5^TUs@%;;N@EhKD3u{1iNb}K4$}{QJ6m^XAidWn)NgH$9@G7mgw%#S
z)lh}9pU&@W<3+ow)K25D4U>kA4|*!>HNkvjP`c#cL!t$Os@jRht6o*zn1J**om<~G
zZr0<I=hf(RTo|vMX=^K8i5ztYQTHs1`AMvD#a|oEP&8R%er8Em`gO)i?d1_$j{bXe
z1l+dJ*fdhZYQ6iHhq0DsXdl9V0|YBf^o{V)CJ3`(8hikG32EllaIJ@s54YK=zf{k0
z=zFVAE(6D+MCf;~(V^J&A`Flg!R<u{Kj|(zKexbu8C7X+MUnSEh_%nMHl6W#POFoc
zZQVi!c_Z(QF8-R(tSqn6Nb9@*tGmFg@z?$6Nfo@wPG|~kJk-dkSwtl7#<NVON3WHD
z)X*0&3fR4m4LVJub(Uq}N;t0wh-<ZfoLP*lp7@8jN*1{t9<D^&iO)Z!G~4daYuhxY
z2f{xL+1T-@!olR}cxR55EWR%`nN?!jrmHX~Yb!hriSU-DVQ=-r9O_{fZ<_PyfeNr)
z#rV>zG#Z5sCV=NLVSu(hs*^SJR(}sbj+WC-@m9SFJiJ-BCE&`kw_-a@yALw&pGG|h
zcu)G!`t6q2Aowg+{IvD+shVIilB=O8cKnp$oaww0t+OKkIzRs?;UL5Jj(=(MTE6l6
zPhypBqZR@rGLmd?mABY|Um=%dB#haNJEV`g^-Fi@8lASRlmy5%A%s+vJKiEysSDpo
z>{<DiEjgt~H+*|3&w^|0ndF&EEx+!E{@_#}yP1%tGzs?V_&ba@Z%>Z!ZO-GSlYsYD
zxkuZq)tPfebUZh8e9Dm<RmaCBD)c+XNAr5Sp(tJ!_0m7r3idtI0s3ZUMG}tO&U*vz
zTK}Boy2F5lTIP4NPCS7MBtn*{%N7w#A1@cWo^>}Jmgz!xSQXJnz+ZQre%Jt(&w&;E
zmn0gM2V)0QY5w-l3VUZ@Hwi5xcpt}seTuW_7DwAs<H)pY#m1+quf)O_&zwft_%75R
z6{{IU^swA@i`qW%KiX$|X+}fP5H8r{OXK60hx^mKnYj%dln&gA$Mzo<e%yttL?A1(
zO{HXiv3Rymj7L~W;%fDy;D7-NUx0S>0l3xdU)kTL4~iGLZvyw_8d#4^r!IL&ju(Eq
zb&BSSy!`xhAFdaxTN&5qJ;8t^k%;+(pzgA7b$>1MC074;WxQ7we}dTU1h-vN<LN&Z
z*Z4fMPp`?D$~WzNV`3PLx|ADXVyK9d<3C=OzNF7wrKO7n=t<^1BNg~JP?4Nm?Li)w
z14x6nQ%xl6LsST_`?iwAA>k90`&Oau#B7L>8DeJ?U>Ja{-ZFq5WX~#8>(lr-n6~_>
zW|%5c)m^<4%QaE%><#Cm{M)9bUe+=_ibqrMp*B0~No@gg>%uvQz#5Jt_g}`0Z3OE~
zGvHL<sX`xfS+Qf-&V{w*a-gmozz9a25Po}Idvq)pc}Z@bov`&LT<gz|n+W$#(?D;`
z^O7;U$|^gzydM(B$}gZnPpFT<+ptFY`|xMRyz|%sBj3h^yEn|xRK4ukq+QQauiC^r
zEl{&j-XN3MowOB5>;oYT@QUGlluH*S$_@~p9e(!wFKycgh)&bBUaaSEewBOA7gzS;
z%U@VQ?VBQk`QwH3S2HH2&xl<brjzyTj;Mv{nPWmCp^JDOT#y{uU|`PHcNl<c(gOob
zj}xBpe_d2c{SzA}d3(a8AlLpO5+_JQP{Tz6QfoKw=Xg??FWv`wG71)KA^3DQsUK@6
zf-+iBzd9?}i{O)>HG3tLWhm5yt}$sm&mbTqJ_Y%$D^2j3y{^_gL47{lFmjUZ%P67f
z5!{RRknM6nEAJkisl4MV>NN5aVDo3T=0m*x*uUu;Wr87c(iz7!tM<8{WqDU<0&l$+
zDM8BJcR8DXxZG^rRw@1pe-O*@MU@!{5fEKF*68o={Pp_oNzc_<>X34LJ{61Fs@$AB
z@pis2cmLe{j6-AY(pAiw=U558tUea{Lu9-rypU;G-6-IgY#0`jyW|vpQF-&4VUl*y
z>Ref2uWr1&LqzJD0DoWp_C;%a%f3_{2C$?`vWac@4)4ko#jS50+=}v%;9n}tX|Oyk
zrCS7%cw^3XHleQmsPc70%Xa&;|9(DL;j4s}Hk)2(+yHvsSjI&c=yF4o`<<k-qeGTy
zB!lh@F2gf(!d;25#pX?Me(cL%7$9kIXk}zc!1E(O(E|p2q<)s8c}qzDg47(DIt7wJ
z#QQvCkP<|jP9MTwg2i%Rg@fH}Ll(~jB8?U9lc8wy8_({wFrTGZtFoz4pz|~Z@rhpN
z(pjo~#9)$SFsrxZJg_^nILSFNBJd`+$WLv3AWkN^|5Z;?Vl4}y`Q#tOeYY!Wfx|Dt
zu=mbmsW`KGoXWg%y@mc})Mhvl{Dj7n3i_KADX39}$scXmuD3v3EWSCNkYACm(TaBI
z{E)d{OJm0IeH)LZ?&FB?ELdfft04LX9y49AoW7t>tVW^E>G)HU-Xkw_dctkAivL^(
zS^IS<n`V(L(=%W)T+1Y5L4|1a_M}*srzdQO6ZhcEN^_uAj2LmuLtLi)XO`iihA-QA
zhb0T9k}m&4>Q73%M83x(lKbh*!BOGr_hH-jYNXW%eC}Zb6q1>!JKMAgHRf^VY69;^
zetqUCf>icqaQ)#%jMHu%+rfMAC~dZMalhjzrQJ~x5bC*<v9K8%8$VqLQ-%Rx%J+D`
z6G>hSf)82?b2bK8x2ouH(m=uI!S(ZMwqyye7g%pL<MdT2mwqCPoe|%cn2Ec#!GA0G
z_9*t7Eod>J>0Wtnzw{^RORCJc<cuRW`IKt23AB;LG&{IwA*a@;aA^Zylw$sGMwT(}
zk>m<CX^>BC^wj33&$Ybw(~=G-yCq+6MD8a1qa#4&xRy5Mg+F#=GxVOQNJ&ohTK$SS
zEnomS{e!NA&G}rvSMRZ7NvBh9&zEg6iRcqIA#7zDzi2NCCTV670>uW<NoQa)eXRxu
z=DzODi&n^EG@pMo>NE-&P%7L7R!D)&Ybq2RNrM{n_Y*w`@r?HqqpND|Z-}Y)4itX=
z@t}U2H(YjXgi&*Wa~jT?&1oo`@C^oVy?%k<g{oqD>7f5clJbuxU6`jtDSh%3+RuNj
zec=i$v|+p@*d;Xed-Zc&&h2vbr+bX~YGX0Nb`N@D&YO2yI$b4~k-^|U)}+suQP^`}
zq>^aHWXT)Lf;I_CeIn#X%1CKe86n)pmFF9&X?Mb#s`$-$N+&~S7UF~8KEcHC`Q8Dl
zN;$W_yBo@(h_%FH=c~ObAkjtkq3c~E<7Bxxde!BArc1~;aRsdl6w0VFM+o`rjpzJE
z7`Y<Cis)gc{zTK$OO5*Rco7dvf6HZ-5i}p241efyv>zXwqu-J8v*p9xKIseheGAoG
zjEu)=$M>6JU+-GZ3H>mtoy1MUT&Bs~G?GwnlFJb%&a0}JE~-JAS|P=`y>?2E(UB?D
z;n~hdR$A&9%Z03|a?1Tfb-m#-l`2wN?Psp3Ljz8dcBgklKcrt~CO#yQDLv-k3^|V9
z*hF;MgxG!ghMxZ6gEe>sZ+;{_)EiPfejv+(+7;#6J4)X$0t1eTEq`y;2@3@Sl*38K
zS_Den2`r}O--<G?#jes+5=TVf=y_y(!fkHhiG(<W)z~zD?xN>0B2c(Ww>@0dNu|iA
z{S%p`fm+0CS(l4_qSohAc2XCAyl|7<6z{-rLrV{hU&ZnZpI*rJMxmsjwjs~p;a(?0
zfB{7c#(_haJN8gL%ZPU2g71S60g0T1ur#_0<s`PT?VtCq-|vZ|!}~6)d|C$${{~%>
z!+<V3hWhP>vvmf6^T<~J7!(+AWvDw9M7YT2MEOXX&gJ|$Ag^1vu59!DySwt>L5dm}
zu=o)MJg`>noC^A~wg~x}o0D0Z1QT1Qw|*+SUo3skATRbc+i}%BuY~JVSM2hF{rSee
zyzON?WypVFYiAX$5cOWM&C8c)EjtMB(+&UfqM~PPlabumorp`H#XoNJikq&y`@8g)
zNAAGVgD|N}EWw=p=;h9~hB?Qx(nlPn<MMH*Fc}8~HO}dHJEax9{%T3GYz>)0`uCg}
z*_>d6FhT1Oj_u4FTLf1{;dno$2Aa8@m)WRU0nz#Rebj0_e9^EPAKTQHt8oV;#zt8o
z*|gPPG5%S+ybpHk<9;^X5p8&u*dZ>iDcRX`XoRP}9v`bzIUr$Zxr~u78^PlPy|+s>
z`bEtRZE+KyJN>hwENGX$N$UWJ-yc_Rr)HakB@lEBc6Xc6S{YU=D+KzA!P*=0$|uVo
z`RFHOhdT5{O?^e;6zc+n=A3WG%SIgb#D2KVq+CtPZr<y7_wO@%2fl2*s@HhbnpH_<
zIMQAe@7I+r+Ukl>KMW9o2&G(}-Ys%@eP{jSZP8a(?94{h+UCoagF`85{>(fi?CV)*
zJWMrv^3jRV`D>7LP;l3?on8@|yxwNbjt<LYS2(Ipi)>QX8AjD#?bIQc@Q8i*>gpIK
zHx=C^J+gEnY-$-Pqts(nmVf+e9IAG5r6^RcA#&eK#~B|D6te+=f&wa|QO8T%n~F4V
zOC;fN6&pV6Qv~-B9uzZt_-j&P$@YVyN2zMUjctJn=_aX-2K4Y6?ZkU=`S#e{U(nSi
z!{^g^-&k5R5=V*ec<)$~oe;9abtTV?wkrFwVkrD(NiybX<E%fw98OBVZ@VCSB8*q>
z#(;COqmh`jgN8|bM{3~`RHPtkG_wYxmtx*G^$IDOw(=uvbzkHwVfom_qHGD}yCGk3
z!yO!RAEuzTn@!HmR#&Hc*FRlQExR_~-qwjWU+@-K_KC_}9X{w>=f&0(1FGZ;*Q9D-
zh2(WZGbu{h1A)Q!1g-nwl$r;t6blVC0h;#EhyXtf->N^3jUB4F(q_+#q|*qCj5d@q
ziJ`xti)7Wy63*qF)p0FD=Yj6VcoQudp8}l3!DoB**NUDD$#jdLFiZm^qjMRtO|H3f
zpXdFT7&}H`oMNAG72^o;OR+0Mb-A$x(Xb2ksqpLGhx5GG7^x*7nkXqXJq$zQwlLbl
zMtSoOmWgb2^PG{8ve4hl;FzD+wUaAaJ<Ty=VVg62PJowa(eyJzVQ3*^ofEx`zLkwm
z;+VwQe#OHKd6_TnU#QBKtXi$#8Hki(L|qz08NH=P2OWgaeB@Xa`3}CKE0iZk(a~G2
zDnil_!k&$00O=|%Kw9D@gcrZBJ@xO%0YO4LE`h@})<=BK<#un^<q8aJ*hAc-8S*jm
zHV<Hc;y3VP%+rLO{W`RDcI~vLh|8!Bp`J?XH5<!NihSw#UcdVn-6cD{E%HGRUQk%Q
z&621^x)7$3x-_-rGSs>m>kQjX(DHiFChj7gatD>6y4qGnxkeVxJI>O`eId;Sl47GK
zBaN$-l`Pq@IIe<B1m^yw3vKLO<W`saps&!0C=w@6R%@oCb2>dEO@~~^nG8moo7Y%6
zBN-Jaj9x&}L|Yk-+WPI4k}E_!^5_sfP{FWtR2t1J30?I|*&)K^Kl3A=Y0YKMyY`(b
zWhe}x|8QGpE`nU?w(^<*o;#Js1qgQ|6d@jG7)<toZhI8hA#&h4q-X}B8v88<s{sdN
mG%rZPY_rlhjTHLERbe!+bgr>KctdeB_n))GRhLtOE&UI>0+W0I

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-139-_details_ .jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-139-_details_ .jpg
new file mode 100644
index 0000000000000000000000000000000000000000..8c35b31b5b9a9766660132f97082a45c0d562077
GIT binary patch
literal 5457
zcmchaXH*m2y2mH<CI|*8hJb`#RC*^OLg<jtrHKd_L=cc70udFFP(u|IkP@mi0TB=o
z5CRI)iv&fAAiejJ8-34x&t2!<5BHuAchB0hX0O@%dH%ou?3vk{G)npboYvFU)doNy
z005B>fJ6i|0XiBQS{iCPT3T9qdO8Ls@F^xnMkX${Gb~^pZeA!4Hw3~ba6y=lUjhb!
zh$x6kT#}NNmE{#yQd5*xy&xki{W}PVo}QkGk%{xvDNgD0kn__2=R*1bu+jl3AXZ8c
zKS03>qGSb;J_5XCoz$Q|1^7n+QBYD*)6mk<Gcb}nRG$VYK$MgeRFu@zR8-{N!Q}e@
z6)QE{c_|H=Ge}2TelM_eC@zZ*cBP`39o4rcAald}5k13M4o)s^K_OugQ88ILc?Cr!
zWzDNv+6Wz8JySDt3rj2OYfd+vU0iRW-F)u(`uPXk4}AP2>}mM32yA>pVp4L-^VGEL
zoLqcfenDZ;o64%{w>9r->snerwzU&FIzROf3=R#CjD8)PoSL5bIXm}jeqnuMb8CBN
zcW?jTHx~$?{0obG{tN71xLC<t6jW4{RJ6ajKotJuO36w^eO`)&O#?~m=yir)I+PB4
z1(#LPOb?Smt+C(m?qfJBAUi3z{u}KN+5Zmg(Z5CZH`qV9#sDTt5c%OzvI1~mi_+gG
z;RJW_c<0ukUC+_cXA%&c_GDYuvOMdY`(61J!=3uf{rwjwhqA$?b0;CrB%rZdQwxGy
z5^tQDxLr#EG9xgnm58ww%-od2;nJWivJ=|uKmKCbAHKQychv6RQJ-R!V51if6aE>9
z_fLS-rqxQ5K7_yn>IrYp>Twd#^KoMLYtC{Cd~;plc*l)fWG41{Jz2@;%>BJTO5Tu_
z2>q>uBe=8is}Bi)pTSJH#J;utM}UG`Iq_<bR%;cA7s%Q?510CWqx=pacM9x{D7V`c
z{6lQ`TbsjwANB|7e;Ouq=u9^1&oK3o|IC|}9iy|u_~sw_n||y6?Z7|v3;jv<$B2I&
z^|zB`BmQ!doc1p#{r>pBm-65J|4scTy9}8cUsd<+b_XZ}#e}815bTCGbR_}2Z%M#*
zA0}P2MYT+$tv-DjjI`Gny+7xpMO%2#XWu_M^&kw4G|<ojn}GhEYHCda2+K{!_Z;R-
z28S{0hn^(Bj$?nYXVNKV?tvEAGRiL_ATYB849&ytBzOG3WJ?oKGh|<uj1hi^)B=A5
zBej5kqw+DN^_;*<NWfw?2~dv2CjXaKYLjmg&zBvno;X2;MNQ4{U*LqN^$7)qvznC*
zB004EG0x)>Em)D}oHVu8q%d&3O>bXyQyoT3DQ8^C!BGT1Ht`LfbnaX^JPFdb0x2u+
zzf6_zQ1nqiniE?`-sP;F$6p3Mz>P#NWGCxeqZDp>=TnIYZ>aK~H26Rv_boQ&uQ@hK
z2s|@cb!TEaa5_k9_Z_^M;-k|)8|iAPZ#zT+BDiSyqI(OK1bxyTv9Q|dGE{nWZrNJM
z5KJR0Zl6*p9O|=e+BrJj4Kc%b8etmt%`mrGD;z9vF4JwSnh*Tl-Y)fc#LFMIqQ!Ej
z(kB}N?YulxM^Uh|U3Zke_?)mu4cIh%tU2Yzt*a?s0V#KUe1Mww??aEoNKS4{$3;&f
zXnEl2KCS13kxFU|8Rra{$FN<Gt#rrv+rO$0y^67QMe|<UO6F&?G?=?LQ^TueQrGk#
z_{#T@PQ@2F384gsc6?)ozKyPsPFK`pK?Gj^W9z%)s7NJzH*&yZY^Po2DZs%s%{%2b
zdrI(`p>5fXl?%7Jh19DuLkoQgOX03qgMO$;x8`e9?gh68GAHSOP0yjA!C{B><KGR-
zeQb)wFSoO5l;la`!wvQ0ioC9M(Z12TkP3yvaUJQf2Sp)GHkBi<hHqQ#itMxTP9CEt
zoH5sG^<%`KPS(+mue>w(Y&tUF{GwbG>0J-k?cL>wBp^<5d`785NHcAR*mQBp=RPs0
zA>41}d0EEUD@+K#k;~fRX}+$=O?k06q%O>Tu_ntI?osD0vymIcuugub)^KhgrPK9R
zft%&2;oC)^POLdgb?UQmpZR68)YvbSK2Z=<^kHgoM&x9)$BLc0MaF`)m2MbXKwz5k
zdku5>{v>hpHE;NL-jlJumHb1ENayx0>Yla2lj;#n3rpsHi09!{aT>9*NL*8Op(koJ
zhy=X9#a+3JBLS;9mLy=3uDOTUGvds*ra=q$gzvTq3z$dMciS6RbVu;6WKO+4cPG&5
zM^Lwr_hr5WyM#S1fh+M2jdaZ|4DJ}_t&ZMMpSvtB<1$ADrdW+TMrgU(-1?_z*M!b!
z>54-4O32P?f3>LvOoHBUJmaqJZW}k|k!OMh?gB-mV$Wy!B@Tz{D#y2j-*e^rN*ibH
zw&^9Oy~(ZaZB}lTI$VzRLF`n(R3eUU`=6X{P<))~0bk8R9G&;$$;;$jWeDnHPkkb1
zn{f^vZQ3xTbE`vjCZ>8of0E|{!1%4>$(F<qQ$*N3q4xcc;olvPMf1W6A2XNgT~G7h
z$yZJ5kDqASG369Om8!5|GThR)3E`4g-dnUx>NYb<jl&tLjZk0DbR{o^ZM#@a+-4=%
z4q6<1mImx14$=Y!kL2$frHYb(x0%O*>Dwi=E~8sNG7dq-JM5UGgyr+&;fIb9hlI`C
z1navco6z)b4H7`l{@joEtNd%3hkjE@LAowYo3zy(tJr~s>Uu_^W-b5XsVZQiMCA}o
zemodu_@rbFC8b^sm;~$@@R5L5h86IY*tMKLy)UDOZ7OSK(eSsqFcsp-fgIm@aMLlx
zou*aX2^iDj;D(uHy))8_3A<P{yaXMiq$!qt$%pG$tPy&dqWmQH+47w5@c@c2t#T_u
z6n~|5u?CwMunbH!Bl_l5<uE^atMkX7l~#}d^@Pk<#evt{CdPJbmR6`j0zFiWfN`;x
z8S+Vq%QC`w{ZB%Q&9=(8-3IoawtvH0VD$?IW|1#BC~K-2S*+c9A6P;6(?r_X@u><3
zXvq2(<zAWXtWb;gTjvvK`R1zcm-*n`fiokp?+LZ5MiRR72PW3x`(Wx0e3b3gb!gP3
zfS!5#yCJNl+v24)pQO4=b;&=V#lEqdVFvN~+yx6(Qx&U04tZlw8DR#~dnR7{X<qex
zXGHRA37u=P_at&`o#zTFNx;$~!f4Mj%jVMUR1c4dcP^t%afHnRITqe;<>F}WtBvo*
zCnl|N0Zl0Jlr(Mi`U*RfmXY{6ZPl&pK<yX!QS_yA!Ro^*w>rnoX-yZ5$=^X=9rX#M
zy-UW$CRLBPgp(mFsB|p@h%H0{-tywZ@RCDK=r0*#h*V1Q)d*S(r%>CY@3Q?)so552
zc@n_+Bcyt+uCd0qU|gmXw%qfHbB<T<Q;cRpXHS2fsB`opGSwKI(h~S-k6`HhK>+h1
z%#ar=!RS4mxf6C@xfYtUXuQd}TY{-PKi;#5S_&i_35?yH=Oa{ro7Upymq~zRD502T
zy-b8<!D|l{{-NV&9kFv$C3exXVk{t`o#oU=*7=@lc@HOC5B%8elQGvq5Q_}_+D{Kb
zA;*DyJb#TEM(o#9nkXliQdfzqL}f{vk2Tk#i`s-iwwL%0gVh#=RQ3mtDisf;in`hc
z#eQVsWwlAbH=3GghPxIzor8(#MB$8C-J4x8U0zWMY0)!+fxCrHRTnqmwEZQ5*-WnN
z*}CqAUEAKq!1TQF_}6KnvcwoR$~)a^2C&1b6&lZ!^Gb}(`JBQ_c~$<1(HJ$+*GozW
z3uux8Mflg*lX?7x(8=;Oo4gfjRXd0)a3W_(5u0=gey{&NiUiypn!bmrQ`#-)`edXR
z+Y%XSrKPZYN~jZI22VF~nWMxStMFj-E>QbjXfSUQOVMBoGR}i|?Q}G4Nf~dJD??1T
z3T39!#d%gHNkDJg)swSk{_3gO31G`aUnrBR_1*f=aADQVOC%tSw#{d2!)7g!eCZR-
zAMT;jTN&p5gL~;9ouijPG~|IF2`0RB;UEO*lYrrTUXBWY6Hj?k=Xzi%;ezrun;uK+
z=bPh%&W1nA8da|_t$koNJljy~PyJAhQr^p2+Mqvp)=eA76`^z_CcVJ9j$5@c%`rL$
zQ!-1eq2Xhu&)2r}{7&Yy*YX&J4i@!=Hs82?!{gc}{fAQrgV-4ikGUl@i9d0%eyt6V
zHceJ?8qT(WDTatSawav}hAx_xBnEu&>@uY&kK6i&l874jEM|1cNR{KOLXNVO7=9>z
z=`;&Z67?f6OIf0Zz(=ESJ%=~>hwvno(A1yrdvK5U%;s<D&X(cJ8C&`0GSEabC^OoY
zVckYd-jZv#@F-ik03N1SV0Ah_Ua`pDDKz%dQ(8`0$;)qRXMozGlc3ONVzuBtfz0o;
z>jkcxJgv}N-&c&rUX9YFSi}g<xc{|wj^BB7GGCx;eDK4fWdE}}y9^_so6SER6iZ($
z9Y}uIl(Yt^CQ*q(r{z9dG*m^r7j>`@IPe`x)E*Xfq`N=%OL`(2SzTe%$<3G=lv=rw
zWXlw+n{O!l;*nOs%^CrwPntJM?a)%6-QN)P2F~}WsIT^7r)QH^eL~DMye6|aCBb<n
zw0x(TZ%f}%)mFE--nvR_;ItuB+L>>UVCj~9=?#Jpmk`vV`=6CMS_xeSlJ>uCm$0Kt
zbL+fZWnsxz+C@GWZHp&hd4wK@?0owGd!)f$t$O9VHTUo&yJcyMHoA9l1bKm&gk6CI
z58JX{du>*i&BNZ?qQe+XG@jGDldHNcS1s3#Z{<S4C~z(8Cs)k_`fXB(9<ObglHBi=
zoE5w1qoA$rSd*YeSDYr8s?I+Ed5rVtfUike4u4ugG?Wn4_6n<99hSer6??{V$kRCt
zy$sG?G8T^<+&vJL(Yl|nyZ$j{#D=)LIx_rX=dg5yWq%0G%+r|n_Pr>^$*D+Ra4CXP
zuKqO#3rkx0r$8lppNWcgA3NJ_n7DXq%gHa^y?xA=c>TlV>1CGv5l3G~|1w*2VWAs$
z@Xv;>GS9O)E&xWh6s08nYFcrc=gTRxw`+P0r8tQZHdqfVxKWjfcopRA5o|7?dca^m
za@kAiuN|5H(R`EpJ7MU96W?L2tZNI5_>yniEn^s0TifV@`Z!qAC&f9%)$xJp-Xn=S
zvcv)PqVfglDtcC_l(4~v)-O06H$?#;aFZZh#UZ8ySO0Om`1ELg3cW%5@}o=gMt9Zm
zjg=N{=HY?&f(?2VT*sp30Dp;YSj-z0IVn+s;&$QLA+UG#4Y}ifr^D>bDDH*YNby_^
zZGf||pDhri!IhsEj0S!_WNFa5VcL6gkH&Ua7P1Y5YPBnT-llopYz9??Y@$3J$A=zt
zULh)NPdyYbAtvBB+jNATj@UJB0$wQk=l(@+SnoSK&rDU~1@u1N>o$VmKAT%GL*g{3
z1}-ZqG{_CUy%dlidua{EE+JK8VT-zMR$XHgIs6FK=9kc1GEqtJM03KWUom#f*3P|)
zpD>MU+YP^=jP1kDTVJhQD;s1^Efd3>QE_@BZfmdhHmgO(<|c%Bdf_&{YD9Mb{Glqx
z<~4C9x>+QlFU&`wGE15O<)ZsBo1$Hg-4J~;vx1V3b7N2r*N=Oy-^b6a@rAs0;eL}W
z9~i~ZXHQ$p82`j6Gwb!QJ10GC+K@zZhTt|4Nl(7CVNLMk97#ZVqZub}5D8t00ug>1
z40z=9GgZ_f#5!a4f0$Le#gDt|7Y^C^JUa7uyQu$z2fgp;be@wesDb@U`n^!pl%fsf
z>cS=U)S@$E9jB{08m;EKjE20&2>P{eA|Ol8`IwBk<d_aLuX2jjWkHra=nhP%k%e|v
zuMXvU(w=OT`e2Lm4Ep!-S`a2-D^n_n!>NR&UdofIWgfFNw>$Df@EX}pSmGs{ckk3f
z_DV$cx+01*uORicE?e!D8gMvfc)P8<DA2|0Y&?@(;ZI`nZdLZMG$juDJdV?t!iwWl
z)jo4%z~XHlJg`wwA+HJO8+&m!D@qBm&nwxCqzG~@o?HvNGPk8?!OE}o!INh|<^ksr
z9@6Sh`n1IPYEhCQJ0jO3&Pr&a1+(Mfp`F4_4$lWQt>2wh4$d1Cb&~1kg(Tm|og@AP
zBMk+p6h_Jl+$=2z#3DSL?`L{m?$U>Z_}c1yzYdC_&&F1Ty8GekpP1yvi225w8_pWH
zV8si?VW27R`!{rRzTA0_)Z*iTv^`b0fycdl$lkf#k&VTd`@*CzK|;+|XC&#MTSy&e
zk+EE4eFNC^^a_F|KZdQ9uTKjwlEj;Rzf3Ty%A%XXit3zBS!>@BJGr)Bgy@d(GQZwG
zbN$UzrkGlhfHtsY3Opjcd=H`itiO3qQ|Me4c_qN@@$zOB8ae0+Q|;5zxVjib9EHV6
zhnRL7Hmq3QnoP;4LS8<t!|TUez#c32xi#=74=!{e4=Y0H@_ofY5>hMhP<Oi&d&(90
zRBqy@t&q$n6U1qdysbwEKl;8y9VgVi_|muiHq2l^sAir0p(RtXKlH&pFD)==byS@k
K<`oO+>wf_Ie?oKs

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-14-Wildlife in Savanna.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-14-Wildlife in Savanna.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..10768ec6e371bf9c2a51198937aee61e44e1d3a5
GIT binary patch
literal 21879
zcmbTdWmFtZ)CM@XL(m|DThQR{?#|!@4X%Sra00{N?hxGF1A!3SVQ>lV5S*Y{-tXJ9
zd(Qsa-Rjf*qr1AQo?Ex-Rz3IDzombhfOkrAigExrH~;|d?E?H;1xN!>k&#i5kx)@k
zP|(m&(J=|IFflMNN$~J-2*^n(Dac8IKq@+RMk*RsS|IQPKNBklCl3z~C8MCI0G9|m
zHxJi;g}|Yqp<!ZR5@TTzb5R4Sx&A+=f4u-)R5)a~Fa$Un06Z=n0xsOYUjWLtb|S(3
zPXhd(2@W0s5eXRu6%8HZEknyY06ZK50z4uD5)vZfTkgQO?*K$xBs^+PNo0IYa}*jk
z0<Mt6LR4C*hCV{AnF~5@3-?eobfWjfB&75Vj31bod3gEw1q6kpWn|^#6%>`Ub#y^`
z`UZxUR@R?wZ0+p99-dy_KE8fo;SrHvqoN^6$tkI6=^2?>--?P$O3TVCDjS=cTUy)N
zJ34>%{~8z^8Xg&)orBFUEG{jtY;EuC?(H8O9vxp^UEkc^-T!@f{0|o#0O5aOy*>XI
z*#83;?i((6L_`Ecl>czS!F#{m2)Kwy)SSq8lA0*yZum4@A*cjWiG>Y)Xtdl~7lan>
zGw4KgJX`da|3Uj7WdHAgh5r9S_J0BUzj3VqFcIM1Iu8LCAP%_u<|fUdp-2S>ONKZ$
z(s7D3a_Gpi4lU_L{2kgRysHZ2ElErw7sci(%M@#=QL03peCICecQW8dm{KYntA^;d
zO7{=I9QKNzk42I7oifVhqAu?&*V&r`#r0UBVu=7)#V3qloNp9}`(ysG)qm#lPsHLM
z2M$c{{-6kEpZk8Cd(SAG&EH#}ghvqX;d-PXehBKVO+GMZ_hPTxvfGLWl=^t^A$X?_
zGyVZ8Ib=%q%=C5Wl}LNC$r)wl$ItJ0MxQfX<MhPlah9z@;;G|=NR<iM`|nVuF)mSl
z#^-j<cRauS(m&MmUi_M*?K%6I<$$j(HyVuLHjJUlcdc+NC4{h$zhJZb(JYWk#CIz!
z{%?-atLiJkkBi*DHUh7UVd8TC0O${o7#{H?777(Vt1v^9Pqa-?PTy;9`~z$WT}-_o
zZN8PugcA46AxWzrcJ(HL`~%J**zFD>X>29BQ{QdTiT3G7bBcrMq9HL-=d5PINB+MW
z8-f?3w+mGN)1*bNJZ<8eLexYKF&9Iz7P0<2)JNO^r>#K}(q_cKHvmCfycY*ANQM99
z?ycESA^adgj-?tFXGAD&m~Z}s=>OxHVFM_BP4xAx`cnS5XRdsIz2GlcuY{Yk4MC|u
z<oj<cjLe1y4hOAFFZO|9OSJ1`+mzw3%@ePOx5jA4|H46s+8DMSEdTh~698kgOo?aa
z(LRA#`2{2)4fe;~elkoq7ebjHd6Q}qyq-~;z@5uQ$v;3u$kwMvtp5Z?c%5z6=Gqio
zfG|fOU8W?-n5=xlb^0b%Qjwr7m;cQ}fD=VQ_<7~6Q^Yd<QxxjCZ2Fjx)vRisJBL=>
zVVSV@BlQ!!D;$eJh904dF|od?UZXjzSAw0Lc&xb2X26>ySPqCFck9o+PZ@D;>hEiV
zeJ_%5wCuk$aXx*x6$^KX%EQ-N@$3qCA$w*v-^s_~+Vk{5eFLaB#V570uLTcHUIRh1
z3|uA5P!<V4lF)bJSiXndbMO4YU~v+f==r0<|5xiD;HUpqK*&pjOY-UOEmH*KNG+#+
zhq@}#q(4#yAtHt3u$kLdir)LMON5`5PuOiPUDL>KDv}!Dwp9v<wZIPiPsw;L{sEHH
zuQQw0=A)cch#z9U@M;Yxe<Ljj#0;?8n)wId)DNP4C7>kz>tQ2QEPe4N4mbs?%>H+h
z$TcA}Z5zZl1M&+8OJ4>kwne~OrA|e9VgJdj#D(mylh|tw>YG-x^oOHc<22*>>_GAq
z_$=M?>;l~t2oa~OU82MYO*_XCUg3XlsjE}`HI-00;lRCls{-Fv8c2ZX2g5@D%F-fF
z@Y=@ScMD!4+s28|{^Ov5)A!?NUXRE{7nSD%74v^EeolmI4TYgj)v$GcGm;^U^gTwR
zG)gzq!SNCkxL7jzy;8sPvhapIx`)cg0NF@C9LMvm77_*Bbo%H!o@F*O4;qQGi;~+B
zFUt8T>o;|Y*<u&p_I8<iVtXa{2l%T`K{)jsX-0WL^j63vLYWcNf^PMuLTm)>L5k@S
z5@eii?vL=>QAEDjKDKpCBhqpS0s87$iXHT`$K{DdmMRIJ*44ebEb->1PW3`Q#`z%8
zV?s;ybWN5&sIbOvTPG90c;+xn;9J5wd9nz?IWQZJ$lt2ke*lZWI_%p&91^74JrOEi
zb+;4ax#%5yXXdBmPFddi#+Ei7<H$7MN$?+_hx9wc!nQ&%^KZ$lgI@!!CQQrZH+-@H
z_pzp)mF$tP$d0WjTI%razPB+O_!BG?LI@zX0LeRln@DRr!msO$yu(L|MMb&fF4@kP
zX;SZ76;EV7SgY)*;n;67zzlW)L<&y;KaH#!7^W7>SIyVUvQv|YGj-X-d1>Z)_9B4^
zt_9>yN!E}se~(&m^@VdSvpN1ObuHi8IrRneBp6Q!Ey;Fc4p2EpC9}{XLu*X)CA>MH
z3EvO{j1fCLEC~b~A4KuSbOo>?;ji&I2wd|!5Uj{9#1ZS$K~SFL5=oa@XM})vwL+>=
z`@65No5@F6C3k}@=|NgJeup{+`9h*_XEQlikd2$EMx=B%1ebzZK@nLncZ3|vkny5P
z(OO{XyCnFjmrG3nfm>!Sl{{rlCgL4}1_QVVU0zS8`emEm$LS<m1ucH0Zf*lGR}!--
z{x9s|%y>s#;;rvvB7LI=AtuP%LjYi0^9U^-roeM7x*^i{@!Lj5%w-hv%Ak6Mdf$jI
z8iDqKBcu`QP_GF&XGu$h3dEcJ+;g6E_o9%|YDazTB4}`}&c||^TA7$O=j(ID(zQNt
zuoEQZTz|&xP%Cgwy-h$;RW{Zj)ktjKw<d|jg>PE|KtiV{$lhWDO!6fg%kS(j5vWRL
zA)?D4|43jSayy_7L?h8mZjV#doAdNxm!BkYyN~f(2wh(Z9W>Cv*{bw5#7n{-i9Zi5
zcp|l2cBbSMH{S0Els8F#G6A6h!uhae?Mhq8d?zJ(Cq6YL=@HJ9IasC5S}U^U?AKLQ
z6>j_jpXgs~l#GX2#*PZ^=RD@-AkEsPSpIe3N9LJu)#5O~A@I$oeuzd{=y(#xT^8+y
z(7P93=`Sqi67<Sc^HXFLZ!a9$l}ghJzbo{a5EGcuPf*5Pnxpq|B1W?Y&X><Hst!wP
zpGeye*h*X}wzR$rzpqq8+HU>R9Ex^i$S}?0uMU_kb|Q6pP!qC<bMPQcG-Y(78SG77
zbghbORE@Y6An3IknrIGWx?~c`v0O<0B0Zf+qXQ5WKuFGto#8u2@h;(${rnSK<6@qN
zZ=3$-jx8@geC6=@5{gTUKC=M_v3AcmY2cn5r*b{K1VJD5%r~6x@&w^B55fuY#*3oc
zSZ4atjU0v&{eDk+j1*No=|~_0JQTsLc*1Ji4wkiax@J+fA_-*9huH@fC}eo<&QU&M
zKNCHyBO}qUfqbmXTXMG1esX|KmO@{gR}ue#n>Dcmgh)trQ+d{~WK~Cgt){RbheS_2
z$thR4fWI=-bHp$Aq}bBAbKem8t@5uf;G#80{3z;Mw=Sb)+)(<LX|sF`JL%Va_1EC}
z>l;R>P2wlX=b%W%@0=y5u!i@=IYI67n{EcGIS(q>flLebcMQ0ltiEC%<{4f`y4DaL
z0qX85tpx_(&^+S6<9LIZQPff7wFR`3!YYuQOoQ08oWkulGCMlwT;{#p@99a7Ab|hE
zxSv2A*Z3FnKf26uACy=pT0>%xh!Oo}RS)_<rV-bREbP^kjVo#dP8j<0SP&OXSnS6V
zsCkh+71JR*#tD=)&nl0Hi5qSZX~HWNj8rxrb*(1K3*oB`3dY7n_6~@i^~}5<5BJ}0
zwwg1b6*JuHvVtk3vs{e;p0UKf{NyyhIvaC7#vyF5-e!qH)o~^8f-m1#>QaGw(3#H`
z#_(Bm3}al#=`e&Ta@z+HokLxW<IQ!Qo)v*w@8byBj%6)A$+`fGMo=~~AW={?S*0>E
zLSJ%~9+u=iD_!7qm@Y~byG-2iK%3Y4Y)3Q$oU+;Mswq;6+W@buzVRt6-}J}z2vVaU
za6UWG>v1<SGg9JYqe9t}lxu_-X$hQF2mY{8{T&$4t2shu*yrUqQZYe>sj?QAU2(LH
zF%UoI%awOKMpnu;GJK}Z8mWcsTY5xw(6CS!#b`V5y|NCCm<r~uSiCy;d9{uBXCiC?
zqe`AQaqVDw9-}IZ6ZIDoL6N!!*m1UfKFl~R3Q;ZpBf&n*<ZdgPFqn%Ah1Y_~E127G
zG>cv_u4`>BQ?Rd$_3E3Y_o!X<GDTq})sv9}CZy&D-!V^knFbSg*m6*^m~;5RE%4Xv
zgdC(RdWe^$3RQVKEsB>>27;DsiKo6X;230|;_2aD03`fl4AVjq9GOrV8h_{*KD4({
zdrB#ufvwxSswHx@dflRQ)Qp*!F4=9R#B+EO9%zb0xcbsvY878W2^q;xm^4k$@4kY)
zYX{R^ebu9ON$9ewylW+$qG>YoQT7dYKKoK)D$;pSq{zi`<y1@sXq49$PA<<L_b|Lq
zgtM)|Mf5(AOW(Fc{LC~Ga6bVKo$0YqwrSy5?M#dus%7rZLCDRmSXk>wP(jo`WKxeI
zc-Iizi~ZU%pkT;e(@V}oEx7B+(+!o>vGJyi(fe%39vI6TU>p&D-tc#kdY1bdxSf@l
z|Iuwntc4xIvcm1Hx46~Q;$e$x@*@TqV!XrZjz=SAnCB)tdf7cvzD=FM0oYk+gE}^I
zxp%Dmb<k~VsMoj3c!$R5X=nU5uTOVYV0lm|j%5mQIE>m&D-(f1^Ez>Qfvd<HEUPuV
z*xqwp%$mew_p(0kuL3)#O?6#O@!}nOC}uj8?^bJ*k#AAPd`(&BwE`Y2zP?K=xrj^q
zOUVPc{Z{@gNZ&(#sItuJq{jd`)|l=a-|zWY)f!>Gcl)INI_faAtK6GUXYa85%JPoK
z2>1^$HTCv(^eW@XIHO~wqJ{80=d3k9h<r|+&R*K9yd_rb{EtPofUaO|g#w~i8GhbF
zt*1eeJXwy8knVi>wb<5#eRWr%#-Vcjd0tD4n`0XQnJmSNXV~MAIz<s^MQN!zzmK6m
zDPgkYXvQI|6N0*fW#~BZJvN0dxOGA03qi+_CG{Ai0G&p)u}z|(6mEA;tK=(bk_?oJ
zg~;{*U(VD(-z-N119)Gfqd+34o#p5z(E%Ve-fl=5Cj0Y&A)X$sSJH5QfygxFcjK>$
zULM%cs6}^*3V655W~E}xoc0}P-K)<2NQN^6T3?Df-O90aTUv>c3d}1k9lvx8U4oZW
zBuwG)hYj1RADBYfifG{;?n_0JC=4QO8;C&kb0UwzWW{bhw2<X^l}KAjmQcS%<vU(y
zw4H^JGDH9qfK;vf4hh5Ay=H4k+1iTsqQnG|HncJ8$g1^9Gx|$z1Si{yLO+Y=ZP}T=
zdlA-6bE@mC)xm6qYLV0|5?8rPiAR#*q|siYt9|EDItJenqNAwW1g}=Vo4hy!H0`Ww
z90hn&*~Vx8#l!eurHl6S!-yo*yZm*$W3Vq?sm`fF<SRoLXpJ+T?MRXQySv=vKLC>m
zoQd>N@5`9mUtQs@4~bG45Y8i=%0hvr%t)Ghe}aP?(D<XaLWpD^MJ`jl?IO#^3<&C^
z!<P>$9PbJbDoTVZAK_yJ%ciZ?+r_}j6j_H#FIyX(iiHV`=e?8>dRFZ#Zp|;ufkl>k
zoY^Y4TtebOUFv+CM*ThV51rf1D)`Q-Gr=8ay6hfZBPE!>T`5q?%O=*tKo}-`7{TO5
z2piuzt(!p11zr>OB}LVij`VIzq$TBcO>4DMX6OVhFd<tr#d3v%wBh3T3GnZ%?*W3I
zP43WS5ZjHzJQWwvFU+t*k_}ZcrKCPfj=UE*U!^L#)5nwrgN$ykusX31)!P4z28pET
zR=<=<rKmXk(qFQPx3A%yLC2Not@10@R*e*(@**_wSZ1eQ!{$`wb&|}yPaa`JbhT^M
zXr7De8+4F<;^}!eS`Y`5wc#z^jF=L2Q1cwKl4k;)|5WxIa~HKQy(+Neoj2}vK7+pq
zPh4rDn)OzuQOuz}7M_ieSt$8HV(PmhLGUsTpFG?8574-Y77_2=EzOWN;M$PT{ID%%
zf>R|%mjAbn6z9c{jo{DM#Hd$_L%Ww%T>{YPARou;hltm~#`U=~$|t5ec6HVY0m9=?
z1n<3Ktx%qygHB7o_XsFV!GC{txipxQ-h4kMy^=hpnV(K@RgG*Hd_IY->SjD2MT@8z
zd5FYmD9>nyh)!ciB;6rUDWO<znX@0yCUu=9Nf)VAb1$ph;X7py{|o6|9yU`o{3i15
z-GqVxhM8ySXhTwXa^jf^q6q|?L+U+jWIOn!<=wCB1P_7=$8VoF#Hlo0fztTFOeCKN
zk(nhsbntw5VsTk<GUQv{!y`qyKG>{@rLtqYG7ozWGL_7Vkm?aa&Xb&k36=dwBZy90
z>0<dF_iHas>45&)C8=8C8F9AzB%jQgWwqMd(_rK~?mM-9piV-M;mSo<c~<#U#0#+Q
z`*Ps?z}!@uLxOsV<Ix2{E3%YwUSz{=i~dJao`(dio!_gsH77pMU(Y3$<j4++U2JH2
z6cz|c$f6bK2$QOY@3y?cBqJ`6<ygofAOi%q&P>^~8m<M&XL>RcP%~0#GHgimL+Id_
zt406;bhg<i;2%J!)v1q)c#(D`1Q&%&peVzO#j)>Xu|+Vk^$PA$H!}VuD~_sCfx1aO
z14M1TL*`TJYX;0%By_DXpCicAKeXM)AeiibrX>jYx={1r76;2S#PcENmggW;oA$%h
zu`2$G0Mzj-o^sh8a;~DgYG0|DBiPl3iYO%=V7@Q4ztgjDt3NBa%t7b)eLWp=q+Lx{
z#{vPhj&7&(27fglroPT{Frs}q|I)&|(pXMRnfoCu2RJiM#PSkKJ30ScffP<<1{bf?
zY`$aPFhOI~<}LWBePC`;FjoWH{nhcPm8~H8RG?cbl|w$5B1ZylkN+8G)}XpY<_f=^
zN#4k0(aySVzZI*{7Z6`U74=~>E1=J!ZFw52P@?pK8Cht)K6VZYb40%_$~HI1m-eCO
z+^nGrn(LfVztH>#fP7T^2dMM>)=hUKIBB$9q{QPu`N1kXF6d9PsU2oGl*^q3)<Ylv
zH)Z)BU@_<=Wiickt-s8$c{bsF9c&Ss>%1kg8#x6fTJDr9!Csf;m3Q30C!)4?85q@v
zSgPLYP|+k4NNg%nnD2!~j#^ExSmNd2F&H6B_tCG2uCe(mMr;}6M})H^@kzcR5ieEi
zG}wR%b28FmkxVIfeZs_@Bn9=VtfC?fE+-^R4L9#^@m{(9XgKbdlO}X*cl+^V2_pw9
zO8aJ~L2yWx&2o{~<c8ffQlv~mxKjbVZ8Tv&AuYyA{w~AmP6-CyKtdJtQL8;l#?6?#
z;AL(?)J)E)m_m4Nr%fML|Da3}c=XFGPaQe@ob%f<il2OoHWUbhbc~3&sZvL+eb;Ko
z^be?o8<2AhL2#R7mZp{4@f{XD)(t$^6QsE5txa21(B-Ld=pvz|n#;WUWd$$Fv|~py
z#RE5G-|CK~v_`$vM@-m4fLARUSdlDqWv?-cEyZS{$NFmrzEZ0bzDSk|INhKWXg^0~
z!QrRf79ns`(GICX%(>QL<-%^E6#x<el4nx{kCb+(uS~heKIhB`QnD#148X;{4P=Oh
zAHEvrFj<0cMSmh}&fOb73sG{fVY7xh9Fh|`xoIb9E}>s3$;x+EJz;lF7jnkB$)%tZ
zIV4NDV<;4{o96ZFS79l*1*N05O#Wha$tRHgBYTRm+O`yqxZy0DJV?h99CI;WgyGUU
z;>dnWT&zDkzi2BVIr4bH(lH;v$|k~#T_ai_`7-<@6=y$LSZ-*PlH`jCiA^SD#}-C7
zflPPK)4*=3WDRn6vdDiCKGeIdijZno1ZsYZU5^)D>L3whye(l4zG9wkVG8p6T$AYR
z8Xi}*1iLx{OFPnM?(AA&PPgdMxHdIp&7cXQ5Y(Ut7i-V!+4b%hcC;&7nfxUY0Nxjx
zbm5zE!YgX3J_#SZt=<eot8s_NIX?^!XnF-)fY0R0LGPF}hmnJe{{a94;yIr)=q>&Z
z!N){I)*n!4&?FRSCS(wD!bP4v$#M)Q*8N@+o+-yg()zMTEql~h$|WbaiHxI!C*zjj
zDsS&lQ0-qAj!J<$JNWy->_eH4az5Ho{%x<O={G;%_<<O0g^+HZu=<--$+|MpRt!`u
zh`pGhUhBQDGx-}0OtSL|<%X(Hy<9m=sWt~&LLV0y_|$l_<^KAVsSG(Gk4@M-vHGw;
zElZSleKl&T?Lh#}W}LwmA|frdts{swM#czvth-RnxpP6HEL*4)K2lE$myC|<x3d0n
zk^`DxsNXKg(Tk?vQrIpID(42`YxT?WRm+)e*DuG9E6vb=rV3Q(bAA?v)G29XcP0<D
z2uDB;MBL;~-|@Zjx>0GV$#M+B?GP7a6Ml4_ot!9hmq3WGF}Gcu2yzvh^WCdRCkq4{
z-GhER1os}J=WEX9I+fKl!x3>1+a#Wx7|FS5;>R#7oLaZF%QSd$B=B=nq!L5RAL91z
zD(1^rA}#(>{<0gbY2G|&<IO47h19|G;Rx^y#1d=*(YuL-ImVJ9=1|V30-bA&l)^i@
zHGQj@J-CnwJ0#*krfm3D)S?VQr7sHD#6X?6@KVBh`#zH)vM;GhcHh$<76msoa)0*E
zG9siQCM#Tuoqo>7H(@m|hH{9emsixR2?(d$irTIG++$WQ8=*zHc9m5~7>^1V#5&R&
z-E}4yoIJ&U)Eozvs55IJqn1R8DJ9O<nCl=9s<$vX`>2qz150ekyQXo20WhfVh$&cU
z98#*t-HeWq5(Q7#mALZF!0MWhV9<ZIIf(~%oNTPk8=Z2R(s0IKCQxQso+}ODJmohd
zFL{-jRIQzxG)P8K)NR0ZE(@}Z&?pj(upcXC>uyq|gXj`}e0Z+n4=f7p3VGDw>GNV%
z7|=;|=K$xxNXZ9gF40=qNoO=m1;jZS$ysE>IZGAc0&)BX78Dvf8|P~X1BNM~7lKux
zJrUCDsS`#wjWLYs{A?WFI9=10-ZzysZgey7S17v_9lN01jn#EIfsz(;vVnt|fr>%J
zr{&u-eFZZwZA`o&`-zBae@dm4NyyE4ZS-yzJs)O;*u1>f)kGyVQj~D?kkY~v-NyvK
zyZwxXgiV`>A+cK}kPRWUgRwJ-#V2p8HEIw}u&Pz|mzBb@qYdweMtSD(u$3frX0&ii
zy2MGQ4r5mRaceHSP=QIoUeSsYemSLGI2{T-F7}`9J`;4od9V0D$Kn2voX_Rbh<k80
zaGy%l7Os@k|6p_Rf3D6jFy#J@Cxl-7Yj`IloZiZDr&L(eg=mC?P?2~N48qhpqa~q(
z`7Z$xu5A*Ss6_w#WR?$a?)wK&K_ckEoqDD*{H!>Y@S#rA(Y+O%k4L^U%SIv;{SR=b
zZ5p^Ql2}zSDbITtgey(XFlXT`7NoNCSJn4xt|vi;g4DpXjNc-W@Za&n{vYdU{ll}>
z%>7^}T-GNsqST^D7tU>`#t(-$C6-f8fq~l?zHGFVUGZF;XH!Q<rZF~~F~m25>@-m$
z-mWT1z@2^3ADFMHlbcB$ooQuc^f$K4cDktKQ%c1f)XjJ=_ZBF^dQ|bIE!owF_d@1r
zWaU;6cV$+a`#dY(XU?f313Xy=XS%MqPyC}%XlyB#W&(e1#Zrqu45XJ#7K$i3P$Nm7
zIR-23WSL#6kYOZKaJTI{-;NPG(JC_~J=rT?vtm$4h;sPWV03eBcyzS3<x(r8D6)P5
zDIN_UY*a1F5>(r-{jD)a7s(i-2>$VDwo-9BCS_^N8V{b!Tfygr8DcnAZdWf`WQ>N%
zcweaoygt%$Q1&m~h{-67Q-CrjGwtbb+T0Srs9Pd;V7UPX{yaT8M5yD>?DQu$+s)Oy
zZ?-6v9RTrJJST2?abTTru`AX$CR6rI`YiY>Ag&upzYFF`TrIL>9zO}X{;dDk>}zQd
zr{)L7Z?c0-_LJEPc`MuNskJhbT))BQ>irC5u0;-b#GFrq?Fzdo?cZDL6G)IBP{qA3
zZYG=!PR{6XOUAz#K`T(X2*RMr`fAX$^0Luw=P##i(u!A`o4C4^+OhhslJ_?i11nA&
zdR}r81FHGjnMp|6AxR$`0-)#Rpgj|QLS}h;oeqI1;sU`4$`8WXCAwYi1za5n9aUHi
zn_davGY#Xa?kYH##{f_GGL1qV-dRSn#@a}zn0bP0!F@TKwa?Dd#paHPHlOHe3{`9}
z2)QclXNTofhwM-qDj}=vipVDRuFk5_D2m;bn`Y$7PYxW~ZYrQPz1(|(Mg@QdVC3Ac
z=5x&zrz56!ai$iD-Wcn9Q6_!#HmS>K+yqgkyQ_6yGZi?o_KNw{DT}o_d$+6mu;x&^
zbtEX$UXS9^S4#?oUcxV&OpP3^`^IL;hSnC2>}&acmNJl`z3trT51h$U2S(B;De&^d
zy3fo-JVAEXnPlS__aVFUmwRV@bl5HULvYkh$x;adO|)7tu*JooL3kW-{PvXi4v3AW
zRYng}lD6=+>bFgpAk`P0J_4f=1jadn)lR&)Vt2!6U%W2_$xHHXHuT@i+#5GxPz^zG
z4|E3}nNT&!n=?fdM?TP->ne&JC>DG~|6Nml_hH6UONiI*w~>i4Z%a6L%!3mbyT;|n
z(8ME%XK|5~p@OK$ilB<aU{G+tVg0yGDE})x%%ePXf^NWu^W!8ax=K0IadL%Q3&ix5
zXffGPY4y1jPXAUcvqCA;`yCpqFGJe?ItcZarNR`$rKv2Nf=d~5hjy+;C-hE`EnrMh
zrD1S6-F1(s#G!)M_LGGt8(CD!uJ?rWfzgNuKCSBzuSf$~Dwo8ATf*3ELt(I@>zg|o
z{wr1T5vXNpw}M1wH4bZh<ok|T^FX7%;&O7<D0dVi9?z)cS=RL2El!*BYQ&0Lh-#_o
z93!8K<cJ_oA3||uS%UC<nw^rlyxJ|XZ|H8Rs+39<^`22dbz5U1dmGVSC;A*de_D{2
zZlwr`iE%rtu&&%=bg_R>1oCh6qk`La=u8_#BNsh6>YwN|O^b~h1+rlKVszuwvus=)
zSb~)5DU11%jOWPblHwj-wI|z&2=WbYUi7gc^-n2_+4Ox1bjgUd!d|t;9xgh+vHt<Q
zz;nm<MW4Fo%-CqATHxDc55bRm^|pFJ%VO`_96CTOC9$dQT<Rj=KMUWl<z}5utDQwO
zeLW0F;<Hgns3jkQG+Hu)cB<CZ{_x#h33EQs>JB6P1I$mzY)vLbf15GM5@WvPeO_E>
znD9`o65w(sLHI!^_qrqX9&bG|K~?C~sf=tuGwDRPeXgvtt3jvr<8FF#sJaHHfkHj}
z$*}d|uBA&W^A3jX!1z6-=wM1G^;ewzA;$B*2gvowk*@jtA9h}!x`5bK0vSzls3mYt
zwQ=%?bu*qqwX!hRqaWxz`6bf<CnLHsu-)m!U1;H~xCNH7dn@Cn?4IswY<SeTVnn-d
z1-<$mD^HiKShcpEl0~NVD{AV}&*ovi^b)CZQrlN{6L|{pY5v6M#Q!E?@CR4h?@7sO
zBL^c=a9iP6Yr6}(#rqGF<|CjfM1M%5CrL59&)Pshzb%}P$65Z*%xc2{)|m;?@RX63
zyEs%5!55~x^3I4~eI$tJ1;~jFizqdA^kgQ4YHD{p^cZCQY<t7+SRFE^_hN9@0_|Ii
z=#rFLw@Nt8-9>uz;Re<0uIO8u!|m~zB7H`yq@LmkLgHteJyQHT0-EJxRO7g;6WVmn
z{@zq)H+IZ8N5YfA$aVq-t(LDSQ!ER3n^2<mTh(dq@brPmK#S@=@`RZcRT|%@IP-&O
zWa2otzaAAqTWCgIP~Y-&yf8l0^*C^wXgn`h4q0=wN4E6Vf@9eh`KzP5yn2n0Q4>Lr
z635Dt)9z)M&YxyUJLgxekHcJ+pog9kw}otTCy~nsJa;2TgybafVv7ZgqWp~y2rQ7t
zOAoNx1Vd*hxa9E_tf@Km(;<(J<?IODaeCe^hIL;kPwA?1+CC}S=iUjHoOf|su%uuD
za)8)yf7IhHHAh`3VIH+;&b6$c6@AUXiFv6s_DvnE+4@dXQ${bQhpDtPJ&Vi|fK>ff
zY_RGN#XR~HCBhKGe#4X5(1z1vfM9L9dWXU1fHeJeU$UkNYi4%(3I@~HC4YIEJ(3bv
zKFb9AU)(Xld5*yXB9(dhhEukL#tOURC~^qr5X{2N*>#kRiT1EQ-kbvD2eS-fl-ZQE
z51Q=&+0RCq6w;j%`Ue;~Eo2=u3E%QF{rwi~*}igi-Gw8#6`s@fl3l3V@2{K$;GQL;
z?l7)=bGVB;lRF)P!u!oXakvXv^4JXqajIl_$Q+QxE0xovJ-jy`3aU|MYltLTC$T{0
z5~PDIu@A&a>EwwEIgs$BsT{1-*WQxFc*}AId<EvUG}*Bq>bY5CGiTMO_M(|YFDHn0
z!XomW5d~1{37L}s4AK*7ZSv0Cv!y#ssu-OCm#+PY+f}xPyBp*^$;w1WKrU)dF`+ic
zh2f6R>Y0(E%%vqR$b|?p`f@>$k}wL`4&5SaD^GZb7X$w4iJntASwTZgU|Rym4#I4e
z;iscF&v|UAL~`#g&lJ^O({q*3)IfBJ>Pu>6Kjk=T+9u;;-=7oE&FTw(|4c(H$S9_Q
zJHb!J&vG`UqP^@d`OPsC8x~o|Zr;YJfrwWHL7xhg%S2C*c9DcK*SdH?drcL{#ae<*
z91^CnBEj=w|FCjp(-w=F*sx3JTy)Y~rV4g$t>?|kolV-d!!}s$OqMe4q_OW`p>8~?
z7i4^M_WCQBhl&iMGUPjzOS1OJbOr1RFp7MxCD0{d3AXD1;+1X>e;*M*cgLd1&fSd!
zpw}N-##4W39<W~WjtgY=4Pk)voo6$3%L!#c$b_?f4K^ftuLP>{S@7T!z>DPe(o@E5
zb1iy&1v6(9_#+pk*@^!EtVjetdg2!`c0X=^X__{B2^hk5dRP;9SXkc(|DjKB6Ls7t
z`y&^ZJNIfFvhGM>y~bzVsIkK35NPxyoah&AQzjm77GJn|r+ztPS~{!p$48KUw!cG@
z62B{mrL@3sP=868z5)R5rQDr=V!4mpUvGX;&n68f)GH(O)@u6)kkUv-2`($!gY<H&
zuNrYQNR$6|EfXXU68g!;Z4)>-`RCW2jl2&-u)5D#M~O2jmq4wQ9TmvTtHSO2{FXNr
zsW0sebbo;TWE>WW1z9rsfOn<W3QE-EqO+X75v+3C^9xP3Ee>(2kEU|wQWRX(tvz>=
z@JSp2uR*^M7J`w=64{2b$#`O73th!RJ62<SW$X#kG<=M2{^%j*ZFk4Wt31$VAhWN_
zn>v)tj4PuXLTNn#aq2bhcgce^Ug@sjX}>4kNSJB^7TLRJ%OhDen{T{dnYydXAx0w4
ziCqc3o+v2D`QMo4&gZFgyz$EO4E&I2O9Qzf2X(jLAT%z@jbM(q?Qj46m3(<MKT=7g
zG5h$A+gX^BMgTN|MU^6T=MxTV9*}#*@LS*K6K;i~{r<o|<zsr}MGgX~Y!v&TW^Mu>
zh^x*4@ZiX_N90I^QxrOb0Gu(a4;+vnfr}G<hvbu+l4v-2u`Z+NwSJXXje{VTIwfU1
zy_YyAT$wKHM27-n48>xgMzk)({+@?J_JjG1z1rfnuZ>^AP?2^I61Rz;Ut)dK>3E$n
z(4FP$P3&80nMU1X0e3^rQg|7A>gOFvy}}o5_3ncRrjx+bo^j)SNnv%F0}vM18QL#e
zohW|cEW#6x3G{<lM@Ex5Im*q#f6+bg$L@-6;qJc*Z;CLLr1?ccsBy0G>jJ#m?U87t
z${F?GT>gGv`k8U@vYI|Hc5e27ZHF9hLlur5FvLUatKlwnu>Yb^$J^DF=p_@A^qm5n
zb-NDsg{`V3E*J43n&oegCO%h99LyC2Wl3$z9W`6#?RQ<Ak7-ZUCVLBh?tC}iU@X&!
zWSL~w+Ir&6dPMe(8(x>`-j8=h_>7Itck-e|>-S_^#$Z8c$AOFCO=?ZyP!k5*#X5&&
z@DHD-g)4h7fo^yc$Dzb_V=*X+DAN)ndF-Q79io`yDnh+!S1dzE8#DWmDp3&+U8FbG
zvt%dfbn`;d=iyjo_};oNs^Gi&pRGL}O;$|+xEf)FZ(3K?J}5~qRe73niB4(Gj7cml
zSN!F4uPye2OzgE31}15An+F}`jBG6;nW)y3K_a9b4w#|S>2Q(m;K{%fGz03)(M0)x
z5i%?1)iA@WqZ#=|8*5roKy_3<L&a4EvzjtTZSV+FbSrb>>%2-{2vL~&dkU|YO_>7p
zrI4Zo7IDE{N~K;9*xphz6i0wpJm;rA{KtvC&3F}%drZsBx5ST8Jcp!&$$P6gITT--
z6F&_)S_V{!ops6Am^<X#yUwPrpb$?PPB!?5c{;g}c9@BoVRJ&-`>r7O!d<dYlGp2e
z416Ik_6JE&IQVkew{alx<t>ykZ{FHjQ5SuOcvnv(xx*08m#XK@)8b=E7e?WxY7m?O
z|FEB=94_}3Wym2Gnxw)SM>`Z`4Pj9v<P@+B^@o_y8Z?lKcED=*o6cnu)v)C_pC>GQ
zDv!>2muFzamMCMyhb*SE!ba+-ePFL2_I7(>I+h_sLT{004|>I$-6_7&MT}F0exnBy
z3-7v8+L~ga^~saS+_xoJ0_Jv%d9Q>`-eSg@wR*Ix4Ygn8<{bCCA~y%~?fE9Cqmge@
z_=NIAg+RK`_5T3&#s<e}Xh_v+wTU0cngm~cYMrh2tm00VNq$?V5wda1%__x;pUZg{
z42iAVT^zR&sgj9~Dbzi)Ov<--5X~Mf@`obWv0{`J#1=DBl@;C|=^=;MAd1^1kvU}h
z6e6Qo-se9v)AI&uJP;)2mpRDY45s5oZ~@&;Hd=mhHaZWXbX%<3xub&iX`L{CHGRF?
zN&I7^LCJ>I)!9{m)O+*CK(RIwTvjrGJJck&AF1C*v6BTD-XVaF7PCN;wdy>;N0y7v
zydhgP;wbTSn#x<>P$HWz--rrX!m|Ne-#_4tzp;4AB?f;|1`&7TgWgu?YX<#P(N-x6
zW$_svb@G1`E*X+-_It*s`ozz(uA*Cnt-2x+qRB)Rdv9xvExs&gZT)U%FLWZxC9~vS
zb=t|(=2aRbctZO=GTJ(qr|{_-vY33D{Oj-<+NS#!E@mpwHh=DD(P7>Cp{4~{?i77A
z%ZapuP9Jt!<LpATMSJBMmeh{a0Gnf5Zyf=kd|sbC=E85=lbs*eVC$a9iD`ku7d*z&
zn*HPaaX*M}cdUD~vQ2<uzEQQR(WNF)^t+q9`-Lj*<ofDj=iO`SXJs<|vz24BLbnLA
z9+&d6Pe%A$77~nuy?(9&uPIB-9UrMOcT+cbf#yE;X}2Aqj&Tfm2j6qcF;*K|yJ6F1
z@m!*`A5PXwv9#r6p?UM&rG1#4M8(M}iO<=(sE5+nNM=Xwou-4u-^#(TTlh|bY!%jI
zxx<SekMHw^eHA7_^s7m~f*z}gj#req=yV*JMyNa<7mJR){{d_+a-rTxblhSyOS`#i
zlqw+lyJTS6`;eKG1SN_N!CG70q%U_vI!6O_9ycGquAB-j<cnr{&<>+FobP=x#*bH7
z%(CZ;x2#s(r^$3GwH73optHHG2>3`;v6X27t2Iw_tW{80#zA`g2cUA$-VVScTWTTm
z)`{Gv8jyIU4h{ms2AO#s^PnTY(@xI<IBV_Pje0?v_=82elK|1b)t?|e)UB|yYLAom
z*L09if}?rC@SKl}sY}_JUIgwXYLxj~HL`6s^AIF@a=(M}DjgkqchRCmm`{*~K7Dia
z(g?x1@--BHQmp6p*v~_mZS><MSEwsEWa*3UPO{M97b`N*XB`~$#9@~!`@z(06E(Cn
zH%~fm6tYX$BAX$*dM3G&cWm6jK;_7eE%1YW8dvq}sselmF>5K`D3AkH?Bd~XjekDw
zL_n+uyzv@Munv%Nw2^9_k(-33EtY?zeh?c#NA#MqMPfL}1(Ne4Xzf}~zoHW}qV=Ho
z2Pm<!Hw>^b@Hf)prunlb*hemZV#x3JGXHE&L8pse-RDDvn*i1%rmzX!R@~;sxpkNQ
zm>Jn8tZ!xsebt>;;*Q(LqJ96wZd(?==hE0V>Nc$X$8fPzY2`>2evssXRK(Ty1hhJ#
z%4Ja4iFg*fz~y&NGPHG~duz90^dU1tQIPr**1hBbWeMN@QiqbEbL`#8-|1S~_<if!
z+Az(zv$JhwAMTD-RumPGSY|mJbbR<%2j+X|bsmzFQOs3?B15W3k`0(|l5^#oeUT+d
zdQqvx163adp+!Hg_g6-o76GOup~c1)UHi*R6_PjSIa?~GFnZ_ldn&3SHI^)=n$ebV
zuvsH+r{m+MMKvlSy;8k}*!fo04<N1}nO^cjG&Pi;woEC`KQtDqmkT-^94#PVRlhB1
zUnZ|+56?s)(Og`pI&S=xo*V%X2>&3~G2qDd-Bjwi-Kl-#wuWpPH@3Fl=_Q}LJaNxF
zb$FA~aB%L<aI9m03{aR)@({0SwAhB>WX}2?b$r#eY^Bk~$xxJp{d+ygK)M{^JZ!eL
zjEz;<FKN_Dkv0xB<9nI^6X>O}FdE}rZiuGhFs*T|dGYk&vt`KAhnmmf!<mFRyS0W^
z65kF0`GYyJq(95SZELe52!)?iG}y))5C&|<Lr-^~4T@O|Yi=Z(%l2G_w(EI*zY{G<
zwp#>^h+w0datx~*>p5*>1U1@ODd?~W0JFAj=CXFQ6db3Atx0;xMF+g6lXCDrJGBcJ
z{kRAmDB0_-{$|iK=Qu{H)UbO!qb}M2`ogem#J0viK<Tt?o&hAXJ_OwC&WnGYqZ708
z-;2|aJfgB5rt`*Htt;{T2YAO2!q$BF+cr*)aUVE{EJ*RZh#%0BxjLSsEs)RtsyxEB
zs-nndT*&sWKd<}cM~#>FgkAAb4BI#xO;j)14?C^yhIqfJi}}`EI}8?kqpbw%=Slb9
z8z;tfaU$x7=?k6C*)-kV4XooRm}^0-Uz*qXwWK|h6iz8PgE*3eZMBvL%eXM#;W*xj
zfO2yy8z*I}L*@0L!fhLxP>P(}>Ke2iBf=+Xk?8PrkN&+CaE_mzq+sOF<=S`fQSAbb
z$g~9rKMZ%%yI9Dv)`7_h)e??ye<Tw41<y3si|A$neiQ<gI}@hQ_yZntEYcA};I(IV
zejiIUv3dwo9s!+?p6b*mDoxYxULtobf<X{etC{Mb(0q|Miv-8Jz1V8snc6u_=Fct#
zxp$!;B=szGMa8H1ah`Rls&r?w7%KnHB+S;u^37XZ8=(DVIeQx7aX#8c0rXvJoYZX}
zO`h#I1FPms=Lv_p(?2L9%y#o(zyYoBNV1Wl&mHgwvW&G3lhVa`f`sy={{fDxnRJ^^
z$5MIbXL`4fHIX`BZyBBXf9E+EDhr;{>&D9XO9~)B=kw9+)ZMs8L?AzGWN{<Ty0Bgx
znp9cr7^L?@x%ffzCm+;P9c7rhCy9uQJ7F~wYvY4l?L$B64or0P-0c>*<@dhE&`V4*
zH-j2Vi-H8=qwav%!I+<0>DnUy23GR@#?0qnc@1<xZ*;LV1z8;4;U1^0%!iK>nUwmt
z3W4)}#QOflaquJ3rI8V#G`x8sqQ;3?l2Qb<T01-BT&iWHb>5~x+VLy}Z;_izv^U()
z`r6lq=Rf}OgmVl<Lv+1>__>*Qhqs`*)Hs`&X<0{|ll(b>comw(R~Q(5^F)?gT{HU!
zh}CPFOImm(D<7Prwp|sC7bp=NR8FbXO0lk(9V%b3&&OadZeOx#PGJ)0#Uw+ZjC9Ct
zUoczr$Y48&mf?Ham1k+MCn0{cg6x$f$-%5<Ri0=alJsr%oYlom=NFa^e_KbRB#kdr
z5Bm5w<II1podq?=q7G@%>y9*LHb=$S65?`N-=%v3lU!YKcGMbYDLyr<((q0edWGsn
za);q1CXD}9TdL?EKv<1PQ6y|q{A@M#JN9ZOfA~X<DC0P(Tz2uY0u8JMje;enRis!m
z3H>#+QUPC%qQugvOr1PTg%?YAc-$6@DOU3J((<B)uk9i=MVY9k+SLAj6eS(0mQeml
z^aOP2=<%0vHh{WJ^yRr|B<)hqRoyttE3^2J0??|Qy^J;4O*J|MZ4e6%GSs_w#0f-R
z(LcVfcFe=>a-iY{I=(GrZw{Qa<~{s#1y&p7MdXfmxrRQB$tm&acKiM@X^Hp;h`-%#
z>~nf^L)1?)j49s^5&Xt8TC<xTOxK(8^}0~}n6U%kpu)uNM_jPG8vP|GRu(rEC>l{R
zj^3+I7lTXNmYxt~*m%$X?r;%LWzZl?HXZDCMe*s95%}VOuigRK(T19EtQd?vVhxE;
zw(>3)MHB+kpmHIXL+i$Fr+)igteN?|(VIyu`C`XXG$EgST{~9D5>TqJ!;b9_lC4Pt
zn{-mE7pzw89BHp@l4pJ=t`-jY4PLBP9t-)c)gC5h$;pWj_0jUe4j1A3l|Q{3bGm!+
z*2x&M#>afH%#&3~g=lq5tSzq?+T*HLtr{OadQ_T7I!=9f-1J+>%fT)U$Vc}PWj9Ab
zKG4u+4`Q`w_I#n3Q?_OQuFR9w7R^p9v?8;tL+%=+<meZ>e)s!K)LoQj{E{Ny@>;2X
z8VWI9K`XLUops@<ihNy<=?77#d~FMNN|L>q^f@4}Xw~Dp-ZQWYe<PG76L13fgGM{W
zu?~q8sf4^E_E-Ei?A@J`Df)p6@1coVC#RtCNMWlL^f>SP7g=}R=5<I+eWZS2KH^@~
z(Da-Ekr{_CZPxY6N8=xz-44Q${{V{d(7ateRTtjlL6hE1=ypSeeBx63=-&M-g0n?I
z@^2?q0=(0~bFozYPwPnk06L0O0=!(u)ETw2B)*Ods!DxMDs@CgDm*iER_9#IIetLc
zV@;t8jxzDchk}6a3SLoDe%xQfNwT>^Y;kY<22%QFeht~Z6{$1#kPU8dL(^{r6yDYb
zNQXVzF}Raf=tvQ-11mXeTG3j6N991&e*cXYl_N@W67q&{@uL>2I6huaXv~hM6V+au
zXW>UO4b3(sbuX>48bdbG`1lXBhg^d%;53*EQI|E7+}-5`DzDUm9~-i5`|c(_Z;y1b
zni|Mg9}~4YwbRAIyhLNQWBTig9Q0y56j2K;l7XoQS<4suC;9Ipsnb5}(6yi1Jw_JZ
zRXyy1M+8W2%1D!xQ%RLD(zVmNF|4cmeJsHQ8B#P(#cdbY4~uTwJn`Cd1?+`)e0&`v
zeYMVy#OJ4`99>q&v4?>U^8Ma+;H`)F^w^GMmr|i1LuP(!_JP^vf*GUJw3(v{8{}LU
zGGxSYl!>hC_;>os4wVzkFSE}Hew0V1!Msrm>bELGZw!ci|5@Uv*dHef9w;!IX9qt*
z^7F@>I#mo)!po2@H}mqQpsJPHAt3rqIkla~eT3C2#jF~N@qHaiQ=8D28XGqrI!Pw7
zMggkD(!;FqPSMeo^)!F^e*jHJSAVARff>F1kVUDcwx&$7!KXYvm)t=AS&q@V8m-HX
zA~$QGp4Z#?RQffXl)4|?+|u*O26IW9Th_$b1vflWAJbPnxGEp4EjL71{sCxOv-5fs
zzNPo0ct`SV3lYovvCPK}UvC^RUP@Xg%Qh*DkmTnCbvg{3SJ%ouvqY}#EDH411zzU<
zSaEdHgGM(^O)ut;lrgS&SBCb*sk&QMx-ZzsQSg_7r&sJbM>|sQ8gIo~^giWXdc<Vx
zYPNkA{4?P-^7(u@IUIo&GVx;;>9)E4VuBGPuYaMv(16K!ePCsHH$c>dEi#ehs_|+o
z_j+-*wHQ_!?nHZ(wGgAAz`7GV2>$`-x1GZyu*4)Tc-FO0>8VrVB^933C>Z!5U+i*E
z5TfOc@SCy3Xl{3T|ESlA1OB-GDf~iQ(<r)#&U|zbTb&Bz)8b&_B%|5%ka(6n{qZeC
zjDR`%P)n7F$M$Tq3s!4Fs4u~nujOW37j>3pY2%9g5<ex%()onyuSkn3pCNH_v`~S?
zL@{go(|L`9do?RVXD@Xu$%({}mUnHDUyVzLnfj);@5LU=hR;xSV$f~U_Y`b`*{Ni7
znA96SL@o8@Q;E;+O84qgPd0awOn9rBx~cq|xu!lV0Sk^Lq$_o{sA{a)qmLV>>3!M~
zJTYzC?9eu3a{UInTCSgw%?-bOXqxm(gj{xEaRn;fp;F0%5?iY*Lr$`8#SsjR?6R7(
zJpZKAMY&<qP>+c0w)**7be<S4sQk>GUlsg>E8`d-S&oXHF+T1?tif+nW`T`l``1Os
z&g!}$8M9Q6WoV3w`p4xRq2ACRhTQF#F1wmF)|%9Sms3yLRo;lL)suE!iw2oFPVFA*
z$vx2^Q#&?uFWyW2`&<k)2bQo>scnJk)4?O5^i0^hjh!0b((JmSl9Tk-Z$9s}4M-Sa
z>~eQ>{M7H`4@^LbJ3Kk1*$(Ey$21?A0{WXRfzASFkiGbbWR>~-WG(n(hsIZ{0?RSW
zDav?~S|25*7FzlD9fv}Ww0c%}d`%S$?lQkS+r$fNg|``_)20Tz9(9YQ$Q*Q*R{fZ0
z6K^IyO`m;kcoN|UEq3O(4JM%$=UaEeb0@hvKz}sGfG*Pt0jYfJqhq*o8w6LbIIeG`
zlH{k%OyQh~g?xX)(>7O${rR{zLPu|J>VcQwK6y<l)PO=(gOF<(0U^GhaM6gTb%V6C
zu>)EI!)i#MS3DM1+HuwbSE7cil%xc-50SUmW`XzDvJzYS>;kA0Kjn`0zJ>?UnjA#(
z+GcwE*l}V%9B+uLA+r&9w9>;UKjP=RlyseGrK5uv3iwWXc(aa2mDW_4CupJ<?))}K
zmVh*sc0z3oc1+wvM6qr_$4U02;Zsx{gGM733VmmBNM=6T8bZcir|}MDJpFcg<~^S&
zPve9ZLT$YgOnuXdCU{1_=%ro(&IVZwoy1ti0>*<I@f)Vi;!E5`Wb``iw_s;yo~Ud!
zR^54Mras@+8ckF)hi{qUSR%W=zh`0V%Vw~l<NTvsvaaY<rsx7@AKp-n+P#<x`xW-L
z>pF2ZznCtW)@VG2&J|jn@znq9z#RS27h5=^)s)0VX!|09Y?qzO7rs?X64P3`2rd-v
z*na(rFp{g%A5itEBW|S;$uYK%o95_oOPEp#7F7j>qmr1dJrnK5b~9&2d|#mA3R@-g
z`t30}I^3gN-X|)HFQt1g*Kg?uVQ1HwwA5<wy&ZN+DHuIxmva@UlexG_RQ$F!uxq4{
zU@9WX;1mnJZ0Yv7spZ#g;W%lHAY9|YR)ZbNt;}E8PnD5mPW+lN{ifXbehCFd5D|EL
zR~v1p2}{X5x|Etd8X>FBZfHgm3ORR}dN!@Fx>)V)kyaro(S-dVo;op6F?<}@s^Dd5
zPg_9kkqBv&JezQ%p#L8DNkh>*k<6aC>Z3|r%LGQvs9zCk$<?sbSB$kdNrJ-?*!>?|
zl6MGD$Wo{ruH$D+NrZfDJ@#*I_9_a69Fnd=^MW*ld?Ow#hnp8Ig9X1HlCb-Klz=H+
z?2I2WHS<b4yY3-lDou0SQO+10LlxD54aP=DftifNniDc?{@J?oOOvF{Z%1d?$0bgg
z{{h0z6&Lnf_6SG7WI-M`#c9MviRSt#n4YwVusaaw!of>VIJ)20nR`)SXluZZ-4vvX
z4C_|Nb=vGsVo2<fqk`&O$=lvdv_~3yp4&a{y7pBY_g3^6kkL}4B6_(GQEYB95wG}x
z?4HWCVvA2rXDsIaj{pr6^6T}_2(_N43b)yuq)s>>4|=N5$2Ef4k^7*yR`2zw?bq!7
z9Y=;X^CxoW)0#=cE}amJWrrD4>DGkXX0;WPu$C6jd#36ZR|GmM9l(s@xQ`3C()>|#
zr_2dm+cBP%+4y#68l~JXmHR|T?|*oI`s;?nN#nUCRtj2XIX{JUVfLDP8P{p3zNgi`
z8QQ)Y)57qg5sE3k6W#v+2&S96mhuK@uGp;+z}}@F6qOcG<ly<7d+=+Jg-OXIV>!ii
z{xmGMHoHy<l#l#$*A9}%vW472j-gI-Tp5b}`)5WPR;FsrGN;N&$@y{kR9luM^j<Q3
zzx{kwAViXrmUGGcX<fku%C-<-oOiAsQ>U1)XN8=uSB?Vz06MYe#~g^61d)<`E1h|Z
zO%g{N<ecNCYFCm#vy!+}AxIs)sq*V_a~n)mqJ5byo-tHnv~RQ*E<tgP$DjhJ$9Lpu
z@52YrQYo=&8I59WqmWKdLz9|nI^107)Y)|udx(v)4oF;J=M>n9P(0Q~+}Th)JN~s@
zB%VZ9^KuxF$LYmE_E|(RzuFjWVh--7Ii<^XQ<^O5SFLTQTuPC%v}jllUUB(zUMqQF
zGu*WEDy)*RaD?ET^Of}#>i2fn62M|I$>g422e0E;aV&S%@!6S#p>7K^5;ma89Q&O5
z*M1sm3g#78F;~L&Q0Z2J@<c0i-Bpud3V8%)+ZEDj5(|$MJhqdf%d{3OGB)h#_32Sw
z=?MCZJ-RBy6%Y;C$O9ZwY1Re{o0kX(+#HkJ0~}OJcWs1LmM?h2!=ql)G}e!c*yL1@
zx1j`|uOhhH-2mu5E0^rdT~^&2j(Nb(>s__fe`t*6LPG#~>U)YW?cmf5R}wB+fKCr5
z0|zvrS*Td6Co7e_8>a}`+fiU6l37fwPds4p`iix!FZxWgOSDF?Ng+Pj1NzpKQrla=
zs1DK;M;b39ALLbiM#4+`3$o;eX#Biqk&+Meu4gOC=C@X{!1%9M`wi}eCdlNCEMnTT
z0#^lBoB}IW(MF@LSzH^IagFIJ<I4jdbT9Dr^*t%xFVbz_!nWj+WQ`S6_d9-2Dc%*+
zj++|7uqmD5Rtz~~$3IW4dOp%Tmq#_d^1;(5zws=$4%_WYY$LW*fmBAFZK!-iX`=wc
z6kAzwz#{_{(|JuBZD%p4Qlt^@{&}hvnsu$KOEWg<-HeBxK(0vDYeZ`#n6v1S{gU%e
zkyFfeGC=;G!|9q`GsEK7Pqz|)8Z{Zm^s9#8%84RJlmL#Ol_kCG@|RXnBTzQysjS@R
zDA|p2qIR;5YmYM@C>?#Ou}5Vu600hopKn}NgiQNM#sTT=Oq%K#z)XDOvHn$^+htuG
z-R7HbF1ZA<J1)`-s~lhf*0$_z*4pZ55pxWR9Z3F_lJ{_n`I+)&7ytu;r_!y(eAe?c
zvjH4EFh^gdZ0^kNlQq7^h`wP12bJfgP@du--)9ZA`<zv{?=59dHHaui7bDh)*5Brk
zFW>5YD?OQenXthM$+|fe%ATs#d99;+mzX-Nd=<}Z(*>+PU}zi%I3)Yi3=)TB^Ke)V
zyk>`}ArjFg)g`)@Y=$U&v{Bf%KhmbsVi4=B=jAG&AnX9@Kb1!Xs@o*KWX{Ym#fM6{
zWh60PgDi)8{Hv4e{{ZT$xkYP8zqB+ft2>CZ9ED$IdvjD5O-NZGjc}??D{|6HTX?SG
zd9xwI?QXzlIQ+#|^P_8x$_~&01d2*>*cwF$wD9+eQ3(X#`&Em`W|XDB@C+#f^{q=+
z+W>N)Gn2^g^!BJl+)p`?j|?-<YL?p?NY2zCGS9qZy8NTwt3#$0*h-D$0#>#QtI9~)
z=02l6DVdSsRtRzrPh9k-u7Y~AGy63>w=RBR(yGrM)eRUsgKh@4Woc1WUJ?}W$2}>0
zs0?9OJF&p@qgyd88Y^p_UzcsE;Y&(@XX)4Z)?}8~Qd+aAAU4u5_}1;!#l6mmZ39QT
z7TSzcBl*^3+P#>HC>4Qi!z0p-Y&kW}akEC2&_ieQGesG1YI%bY#Dk3Inz3;9(p!nt
zmU2Rz44t)QE^Xgx;H#+|73ug<c81z!9r<lFqtsb9EG!8MI*Q_StvYG-Keb4ua>2$&
zsWs}iaYFGJTn3M~9cn4;tf7V?h(RD^_7$x<woMS@q3Qk<1w1RJspN<UG*q4%!0_FG
z3<&at73)Rlk2&sPc<Ml!eV`y6)8ik3t~5y(nx&T|jtBcS+xX1`Sley`0$=EBiJB!?
zHlv<g5rNjc{KNRn>BBE@W6Kq@;vjbtPp^8()pc3Y<|raThHzxT&H!Hj0F7Rf+_S3|
zJHa?#PTbT|S_YKJ<K|(s@qlsf_*X1iHD$P-DdUP!AJ4RO>J2#|X&HdX?nn2kGXs5`
ztZXC32*LbnW|3n>5s#STsifE>ReKM#JI0)V3CZc#6`wV{-)clL;Zc=C_8fXvur~=N
zcwm`4d!F<Zl(}yyv($n+dec${kq}2z2;%^gmIt8CJQ(L?h9@l;avSSTj^Ie8QarF@
zkxqyt8JT|Zz$gdtAM$BjZCq`{68)A)LKYiN6z~YgU#(~8I#b$OypIts^}HhT+{nRH
zvB(FWJJg2=tRdU94D{+LDZ5yw10>r>BsdMgB#yw-Y_0^bNeaSL<mB$oPHR(hB84an
zXWN>r;Z@K806053;*xH`$}%f9Y~wq}QJyI+%Eud8zIbihhhL>$keg`Pgr9gE40Y$F
zSBo$6ftg*3fV~$KTwJ6{6t9rGm0Ks)q*rzY3b8AZpIlY4-b5z^7DXG0=qd%7(%Gci
zq%g`hdV}dpL0IJcOm1%0-oo4m^JUylI8{^4Ydf2LLe-Uu#;c8^jo(_e95Kyx6s{D!
zON9gVKJ`24@k?|ifAwqkN&a=JsJUz|PNjR<W?Oy5LI*fF9Gup3-I%Y@1-Sw6gn`Kw
z(Z<TGLH*_r$~{F^DILYokg5XQuHjM4kT?}S&@JaNoPoaw1Bz)Y9Fp_q4Zw^ZKs^mz
zxwV8d<SuYC^{7pl^4S8Pn>go;4wXrVD1zbT3Xz|>4&Zq1D?Z?}T!S&(%1BVZ&a7L(
zBt%HDl?C}wGB7Ipe)ZN+n@&hzN9#|hSm!3SG6^=jhjI_g)Sr5g>9Z_SEV+}6Wx2&@
zt)29j!bwUSeDH&UYf;s3W!e>3;QM+|<j^>r^|h_UN?82p0NR0iR)wVH0W$r-cDEjt
zWg;aU1D0G4JDOEU)m?VruqBS%jF0~ST|;1^M;ZwwV1xLw2<eJ!kohwzhuldcrg*DL
zimAJhh&VknRKDJyem%|=wz*N9P*DL}pWYNG6yU0r=bCJ2^O(%Zfu6bPR~|@7WJcU}
z<PPH$MRNq;N3epef_;5yx1g>zXd>MlpYqo@Bd%(L$0KTt1cPegKQFN#TGaVX!pFD`
zpp)xWqX_fKB7jkxx7MjWE<1~NCFFiu!4zX}%aD3hb3-ZG&V@vYp1mscarv<})yGmZ
zNp}~Q2;}kd?(6iW%o>?6i^oK0gJfePck`_Up7rg3Mj+#(anh}MZkCxr^An7ko){3o
z0dP@%Pzc6pa}>2O<@-R9M2tfP8?tyNrm{<c3G<u~`P$%g9jeUmM*=Z$4oT#ml;sel
z0n2Q8c~DOZDCT0ZPFo24v=;?jFF5<Vz3U$0(!ilAb~6GHvFb;^<6R7nXKcIhImSEo
zs#jL388aU)$8VrC)SBFhCd|tl*e&8+#g{o8bDVTPtyPBNYdPLvvO7k_fNoisd)DOk
zb{76n^4&{wwT~Dz47S$WwgOk?B;mUHRjDE@#Ix4qyOomSCPqaC&N%!lMWpkigl-`)
z2R-XP*47JjCvHlBGI`zjR*R1*JjHYh{HXM)y17wq$Ex^f74Y4F+l)jwqL;&`J|3|r
zIr4{kE7y+5<9nH2Fp5bu=ynbSpEuJOt{viaJ7PUPT%TUG>X&xwb!{XK(Z(yxuLEgX
zo7v8VOB}2AHO-k)l9#kd-wQbM^0A><F%ouA#~nQ>&l)i@qVtcGe}z@Ln=@g^P04^m
zXX{oHL>8$cH}3jnjt)Q173IF@?3KC>TW4e|CvqEVie#3D4I-c;IRuV}(ycVR!py%q
z_S!m(cc{#=%WvhV0FU84M?HTkT8SiAx3-o$M`0#O8_I#|dVaMvq)bomv%=?Ve-FJ#
zA7l*@C=9@Jp4AG-u_FcqFkzf?fJaKLLddTgtaI<)+dAVMWYmPm<`mBlkHFFtNTx!0
z2b2VN#%g3x$>%WpqmaGHpb|n#e77TbF`twJ>^c5ak?|O1LL+Q$_7z%Kck+2r$IaND
zYW<9e<zV5l>Fr5{wXlp#$(2kXINp2IUS|0j0SkfG9MzfL2!8yB?_pQa(j!Mc3k(({
z55k3U*sbO6UoCiM>!0H9&-15w3{pheb`y-K@7|Hs*_Ue;RdA|D88v)HqEMmplgRWq
zp|%MbcM4SsB7{@-f$C`?S7@+6Dgjj<g01v;qiFIRl3T7l>P0Xs1dkZb2OVe!6Et~>
z%Z6>u!!|lo?nA@1oafm0t3oihQ3gEj<n|mMD!VCZF)IcRNf<q|(wZj2AXz7M5il7X
z<E=*=Ql-w!Fi6Ndt47+;qnA|+wSHWCaZ#Ar9l-+!tvlSNjQg>8&n%I!B(rh&{{Tv(
zEccKm^2Dc5NaLE>nkf)UOM$zB2+jpb6cR~p3n~yX^8~@Bq(g~=ZF{J)s!F(vJTi~c
zt;u~lox(N+e)ARMbzErUG6<spbC5{yN?~j`-MkXTv(#YlF;AM}u)%k5&L3z1fww%=
z9(?97SpZz_+($xc*28cW;!*~7zpg#0Ab`fsBn81Z&U$-NY^x7jksZieh1ghv0T{+=
zG{9$I2Jw-PUs|&`5=^q4sf8Rc<W+e|KpzYU86{6rXiO|aGY=(1?0134T9zAhwNi*a
z`)Bd*`P6Wvk|S?mr#J<_txIsj&w)a=NF|S_(uTnztk8v>r7Bg*mH_kvkLOOew;p>l
z5({zy)%JokQjEZyV?D^KQN(1KO9nus<#X1WVrXsL=m0rT;YcC<dvQ`(`EgpHRo}F2
z2f3<kZh~-3M7s=<+>BH=au{cX1}(b_u#PIUWbA7~uOX3mRLH|0N{;IG-YCM#K^XuK
zU-RizqPVz*Un^+@95R8NnwCp-iWHh?gUk=f8R_m#PK9bs4dhJ`RcFs60x8I3L~vyT
zum-73E2XfQC@r1113AqQ%*Hb#FfzH}Jt^obvPO-()lyF4pkVscN*%x}l8eVb-S??C
z%RSPf^2aA5j+Bc$k^;!3dFLXHE;X@UHn>~Os+d9n+<%MltJgBAD*;e8jz{&X(j=0R
zCc>Mts>7aslt^YtfbIr4{*?3+E~3XgTO0>JHWYR3nu%bwjxyU7Nk4lW{VL6>9j@^q
zU^@Q*T5ZxK>M#nvbF_2=-lbTp6<!nNvk1Z5*d+A>wN$(pXUkaOARr;L-nC#2yt6mR
zz@9%!+0nFz)%7J~k!urflLLe8`c|~!=OmIMZZTJ9ZQ=Nu9RkWZa;~ue!_d)MU=>gX
zFetBWL0I#giukIRx@E4Qn{HxOJ)0bgD6W}BHL09iPeYf!@EN$eSs}g(i<~2-@8ybP
z_!4%7VqHQtQU3r;j(?pLSD!33CiXg2S=(`c;RU$zk};_u1C#r+$^7bM@I$P-&Eg&~
zenb8=QB(C=U&=piKIKR71>;{l>#9a0D}bI+<MpIZhxcmi?W#u1PJh)Le>y0q^=e&-
z_OtFiJO_EVGHP)%^T>pc>r<zKu9Y?&Mmzz5h>u^+iYa|smtn@V`-uJsxps`5LO+n?
z{^;}i)UbFZ;FaWC#N2uj8ROTz6jAkRU5a(5+%CKqJ;57qqfi@nF_X{dK=4$-gMGa+
zJtIHkMHGEnmtgkO?jraiPzX2bdj9|i{{UX5w(yMbvlhKZQ;Y!_<MpD7KCMfz{k2Zw
zw}aWGXE#ac2E)Mo>NW6WqCJB0F1ZKGIUlVQQu?hg<p)})aYuut+4J6^VB3N6&mXN+
z9s`_CW&Y5Q?{3GGf5wU^`mHX)_S5cPhr%;NMlVo+G4~Jn)Kd61=0_*(@r5n8k0}2D
zjTBM!T3v_jr`(E91Kdh-`hp%Y{;dB1jVyi%x=V8x_KatcbLAiLqKbc3rP!ZqKI0<r
zHQK2UsYF{Oh7l2u)}(I*U4+{np$h!C<`RFc6jJ)NF2JhKxafQnaEzt(1Z*x2BO@pC
zrpe%YhGNO6BAxq(?$7wqMITnB*nZZ1!e0Z=GNQfu91oi@o=;=eoBsd^9Kiq@f@irg
zpYfuKKCMfzdujI{AAw~=aBq=|XOkKK02+7vAv2kL#=ne_(0ON%)`}@SH7>#JXWVrD
z3zkvx-o~e~^3V9xY2ay)AUDyF7is<3=k=nBKCMfzds+7%{{RR%3cGI5GK?wm&-m00
z;0a`qyI;qh*$2w$`q4!-hNaj}toxHMf+tJQv@QAqUvUCHqw}Hs3hg%ay-Z^RF_M3s
z6j1QgyARsWxJTe;LN{H+z;w(<kJh9A0E7xg-M;oSla<6rkJgGQEHy5|_LA;0FNgES
z#hX$_Vh#_Kct4#=z5|p-P~WBq#}Sdw=S37eH7o2tYd+yGfhKr%4M76~kltTU)|x&a
zA2WB`Q@KC8InU=s6n$QoVS8EkEJxs(V^X5|Iq&74@v8p-@PSX0{{Ryd!5IGlR)5Bd
zC|GJ;hwW$FziZ%|Xqz+4(t3p$&(^v~ZQ{0!M+zz`^Z-#sby24X?2M{TQrwpmQAKna
Gpa0pv=pO$7

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-140-Person using robotic exoskeleton.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-140-Person using robotic exoskeleton.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..19faa4b72d7b032c7807f5e21e38a8fde983b573
GIT binary patch
literal 27688
zcmbTdbx<5p`z|=R1PL149YSz-g1f`u&S1ecxDW1xU;ze~KyY_=26qqc!D0En-`(A+
z{cG<%Q{6LF{nk1C^t|WQr{5OeHUS^yrRAgnFfafB%=-uMwgQj@AR{6oAtE3nAt9ll
zAfuw;qN9EIfJTUogNaK@L{3IZL_$JA!%9y<#X?O&!obVO!p6?U#YIlfFU-dw#LCIV
z@t;XxP*70NKA;hxqZ4pYl2CH|Z;!Vw02VTgEzB+)3>5$t3kD7g=B*Dv{(hebF#jEZ
z|21G>;ouPvk&sbPKfDXne+0n7z`?=7!yzER!@o=Wy<Z2wV<BKuvWp|)sF@;BIpcB!
zCH_LDmZ<5*Q=h(|;WTpzMnT2@L_kPHOGnSZ$i&6X!^_7nAo*2FT1Hk*UPDt$TSr$9
zXl`L?Wo-kpb#-(1@bvQb2?-4gkBE!{Cncw(rln{6$jmP&gcKE*l$O>0sjF{jY-(=l
z>Fw(u7#tcNnVE&o%`Yr2EpKh_?C$L!{5?Fnyt=-*{daf&@c18GFaWs!f%Sg=A7K9<
zTv+e8VBz86;F11=3kKHn{eZ)QN1$X!#1>aWGIhqG;s`><l}P+m(~UySseXZH<}!_n
zPs6oEd-)$||3&uy4_NU35wiaW*#C=b8Gr@{^Zw_-VF5$|cc=zL=z{eCo}^r`qAF!`
z0asH2E}A3Ag`uC00mc(mqIW(ScSg7bW+fe}*6b%Gt(|O>hvHd%7jYoh?kDwCQyohT
z=bN#bOh)HA9^x{OYup<^9*{d`e2yyA|9Vlv0|O1Zg)9n7+rWNf4`^e!)_Lmrb@gzn
z#GVPL*)P5eqtD1)$I}O$G4f0yRI`h|OW-{9lx+txz%IN`iQ8fJ2Jq4{P~Q$@d5C`5
zlF8`EFE>j;1=O_rfjp~AN)Q05@GB7|&wp2$*a~J+7;f@VT&1{R4wVaGq;OHiaMh&P
z!*JCy#c%;iyh1Y%(><-b?oy<So2vMvHSOpKvLu(c6@qU7LOuPx&#J3@XBfEt!pG@Q
zA<2@BaCCOC=$X{jYrB#q(<OLn2G^2$>hk9K@6auIMwJA|t2*i6S==oJi%;^y0`G#3
zxqF!3M6nM>g($n+{@~ieHQs2}P9;^mq{8v&Z$B+hf%rP9H-PY`>w;6ZH^8JO`30rH
z0K+8d-^c3{(Xy%o`GtlN4(s^WM-sJvt&Sbv1Ma4()K47iQhef%)fr%9X3`fRiy~#M
z*}N;CI}h3dG9XV54bBIHZva2keKtnEgG^(ibki5L_k|jk-xuf$$fjR$2zZygn{!1<
zguc4L3~&Sp{71;|UC7zjHel~R*SL=GL9q+$Xjy2D8U`bN8*Kps!6&f4<GfNlA7>v=
zT9M{HxmJIg&%M4RKag2D8Pv~s1Du!biQh~f$jvp=#aB=Mek~<C(Ed^xIh2i#H_8A|
z(;xig?h%tiXmBzvN}|CeKGTX}+LWIyCx*_I@+c3_i<?nA4Mybr&zBe)O4Fu$akRCt
z6GLnb(^F=W8oT?|n#A2W1+yFuy-~_|^Pw`-!fOjb<r3g5d)@C~dxs;7&t*8KLVyd1
z!RNAe!PB%zp3?cSEgGdQ;HE;Bh5%g@<>wO%_)$eY(1~pU{YF<;mzdV)^o#Gy+4}n2
zfyRdLY`B@%p#<U7krDg6JL9}vwzS!3_Ag=^^1$uV!EGhw<!!>9jtn^*M~zOt3cB36
zT0aD-{RAHktmWnJa+gwtkj}as`>fO-lAql(Wd_QFs0PapFI&i}KR8ftAhvl8x3;rx
z%>;^6PPd5{c?CmNOkJvw_f*h2)qrSOk2)hQ(#@WQMv%FRi6nY{_=7h<wbAY7c_a_f
zGs-t_CQ0wO80XeQS&UZPdTLgbK_MRvcCkK4KLf5RtXbSmoo5~bZhlgVDqI*tA#UCj
zT-av{2rdAXU5XV1Nb!J-(*o$ZvSyNl#wBT1G`9;)X@X#At_?b)9MR^bl-USKwCk>t
zbp=)&YaM;T;P^GGgf)`KD@GMbMI^ANxsk86nT*EAm$85|uopQuhv+TV8=!@8yIHRm
zPKh2au8zo5=u*~$22J(=%-PRI#wiUl__z}C)A~`P`yl`oy!i$w=-hffJn|}@5{N69
zkJ-=kQ734A03k__!$FWBToeWf{o=0k@3Sg#J`!d4KtCbfB?NT7pmV`@T`JL#rC3*T
zB`zmmqD!%1ftia0356$i+7$&fMf;d+|EaJrGTP+97Z$6lQZhjD195P}(-Odl()`(g
z+lu36cwkJh-1Bd-E~_q4`Dw4EaLvtsBB|M~pi)ItPT)kgSSoTJvO`LJN@p7j{3^S!
zUBrF+HeuZw*@jZkzn5}41M)4>PJwgvL3Nj)F;uV@O72B9&i%Nc+%_ceCK%7S?^<kn
zzfAEucGu+gu6VU17F-Nl&c4DRlFIjuH>bS>_9Oc^>ulCsSagmw0)MbME&^Cz*=AL|
zoQ82b-;JQ39Uc20_b+o!?`CO=YHCtfJw^TryM}wqLS4HYYK0GnG-7`hEd_rMA{}u)
zsGG}_e&@MVS}(PK^n3b26NsL~t1gW0gQxZT;x#*ez`V9Ww)@C=_%X9VO5TK)_A_pm
z{QI+kql?MpzbVKBaM(<?GZ@@*+27>>*ozTG>Vkw1C48q~GC9u`{;bD#+yuhh6@CF@
z!WNi|^?73|&gs!i*vg@6yUr)zS=$cGV?N@T=SbNpdRN36yaDofq1x^|mc4GKUz9<8
zq%mEj9d!xRN))k(x;K^MwyQv!i=Ki&evy~sSdA9@BiFhl*1iB&@~46ajiCKsv7N4j
zZvcw`CNJ|OX9Fcph%k~h%`8fHKSFa+mO3NG2_qwCS3xCyM;FJpTg;o+x}A|-B8&Sg
z<HQ(^E=phXW0lm!91B@KW1s}6nKUi{LTRhavkEE_^u)D3RzwU0(XcO-(7yrnF`o_|
zh%(D30=)nG%jRqIW~M1*5_fD0uJ<EDk>fV_Fvc*(Aa&xYT}kz>bWr{uCfk2CDjy7l
zr^T&Pg|qpuR$<iD!H5li)EPJav>MR!%`a{R>Cjjn@_peljr_}?&R6UGuZ}YHa59+@
zt4mxodjy#hZ3#@AWT41a(s}VSP`LVOzZCB0IL0km$BeuWSiyZ3(2CG3O?Hb!FjT?p
zFMC#|4kO)Iuj7dq@b7nW>ce%ankIvC837(YY3~<KCGdg`aeC(Z#aWU?tA03%%mg#P
zilnYaYpn>Fl@u>%GX@+vFB5(%)md++kt+ZNbUl)#R!K8Nw=}1uGyhiigcMG4OW-FX
z(PardYWr7v)26Uz1db+OV<qtAeQ0f_7G{_bTtJ5$c{cJm%egw8GQuZ$o%w3#wWi#r
z#_wpE8XWfeF%12yvNw<oh^@ITm`Hv)eV8_Bo(bk$&TjGnA2{rKrb_Sg-<4lUk7T_8
z1o$QPqbEsB(%fN72g~(a1x`~O_=Y85D)d&*sOxoDY_Oo*x4%h73NA~GRcpzwmIBZg
zI8H<9%F(iNfk>`-$;Q*r1jkzOZh)4~C4L-dl;yWBo$OWla#xBsfX(~-p%d&g*}(?^
z^if>z%ay--psv6&PvAtdJ7Mgvl<F5ZxJMlV`bnwDErkxrJ5$#iAiu_6=6dMqXZKU8
zVL*tISa0kp-M%P9uVwzmP<uSTE%j8|-w<r@8r;OjD%-O>7O;t!Y67JZ{Tw^$M@^Sb
zRbL@Ea@Rcn2CzH4d@dE_vg=7IrqPt?<Dp0((xI+e9Ii4yA!;5r<oNqy&K(tCz0H-2
zwW8u!;hdB~Ug^pLPrSHs?4sb>DMDSpEDJXCwSdW;FD1v7o%r6Wiu9zUSy6{43tcr>
zour#?bv3bGMC~Mtwh`S6-+7&;f1I!B>UN{uws=e_yrexAMD)rtT5(d+_ESFEa{8k}
zO@0>g!dwuo6vzJ5YJpUviMx`L1n8blj|;^D`XUcn$kZnvsk?jK=!=bQW#F5r2>Z@q
zj}NUn-&PVATGclSH&}D$#wjU)oA`O5vr`lF=`YjI$KR;Aqw~!t(_c1@^$B+ulEJkl
zCq4uLK_3#uis0ml5u0NNlU0@f*Tzc8LJc-UOLzmcsr&`y(M;mbbDhM?$J`deMaVNY
zQ-Mz+dg4HilM?3|aj8f?zXf#4yt}0t@&i%d5A1YYH8B)0yMh#ej?o5^hxFMiU{DD!
z>EEP|_|;hWr^jmQn`$RD1C@S1h9e`S77IdOD;&(cW3kE9f0h%VZhuGHUIf)8l7A%$
z-<P-s6tgfgAPyDc=PL1bj6=o9A#5KsoC~oA@PdSqxS@Y}CjIqC10$y_A<kiB&`gX}
zVnG$A@T&naVdlc$Khy{Im41fWwT`OIH<xQQM4tDWKD6(@>winA3(`mGVzXHN7Vh!>
z>;|$P$w3+{;Drp%vh-ys@(2OkaxPI>3{1c4lm6fFHC%|-PaY9k2PEmVBR|$V)0Z8-
z&;%a<2Xj+H^Cu6dRd}!GKFpc{LKgv|J+~EwaciaedL7N$aHs3tt1V>-Oh;)Y5A>@T
zYmwU(l}(u+Iy<14ajq=SqP8YHdEcb6J~G>}k>#p#;go3>TBi}$L|xBM3%p)9BYNUP
zMr@2N^`k?VXZ!<VWl?lzbyHC+Ls-?tZvdl8w&v^Uq^}=?u30xSUeML+L|c%iau0y8
zrO1hdp`qy`J4H;YOJzIrg@}Ql^?B$K>-JM>&4tUU);hm4OG^gbYv{xL;D3k}Qz5n0
ziyyOX7SaqNIltP@pM*`?oIkCOfX`HGO>@yJU<J3q47w^gVwwei;Eu&ys)!gtq5If(
zd9MC>yw>ew_0w;L*HmemHF$>s56nH4tK+5Oh@zb`p<&H*p1o#nb|U{X?a8OW0C{R?
zm4)Fb=SROV>)}r$w)&bYA1nRBxEeT8<vhQ9c&dIlx#_fTcC4)_(bSl>CFNrc^_BDd
zIL>L!!F!;nZ|b5yh7cT+<6YX|;#IEQMT1R#PNJTgG)=7T(5{!TFx7hn$#;HvwdJfF
z6WMj9pO*T(YcitDlo8=--fod3$jwuyB){)_ai!S9FmRyC$8Fs2)6|wcqT3Lrj3R71
z@WYX!&h=TH_fWUx=nVkj5p7})Z*Q*SDXODx0US0ooqnu{+ppW_pWP$_GqYVNxwem^
zlM=i>8t1*b*R)oe*_=l0Jz^f{6F$Ux6LfBqr4etEAVbDwGU2S6V~0@=DkYiCbUTV4
zG~$7ADz`QMq9dVHVqW9Cp27@=N_iF`iJ6RLPWk`$=K6ZZG<2xd3a%B<De>+G8>mSE
z{^P-5)f5!K00&xuq(B%2Ie7+{-b(Gx`nZ21+w*D}d(zU6Sm56b)b#5?1v}LrL4Rx>
z*XDCMaJ?)Tg9R}nF7Yz+TjQf#NEHS=XB8;W;`ahS1(tVBRyvpC6Q46a5>;t`k{BeU
ztE+GzlJkP!|6zxnJWO~~)%f+d#K`!{%<ocWY9Hr)4=%SSa;iR9e$#QD>4{t)g;I82
z1MNkrf#ulKoo^X&c0nU&2c-x@6?)fZi7=th5yf~!S-G~MY+7BL7*Oez-491%g#{iw
zk2$ehx{5?pt?oafcSu_>_cCYGlzpa2%$8>uH2wPEuJDYctL0IrWiM?-Ks++kw-rxO
zeB8Fu6%Q-?<un7(W=)ZU2QA%|%*K*;uVH*wF2XrZ!LpRQ_WOU_$~17ScF%$=&Q8uX
zNC_n#F^e%ci&GKB%wGOo{S)uC4FZm(K)kEu@+MYe{^qLON}}khIO+%r1Iw5*t=Xu?
z^<KcWc$z+)D;gb`5*}*$DIMcYl#b~wtw}*Tw-?tJ8~q4Le7=8OfpHQ+>h}N2alWK;
zMa9JhWJ_i3w~x5osqHCjTY4iQ=6-w`Ds-Amg}W?GqtgwZj{_16X&Qht`5wl(aZ6!~
z;bOF1%w+9gmQ(mX1|s>W)-54OA1KjiG${r;&;ODYjh?R@y%Q_cdRfdLl(4vD9n#bh
ztRla8w*gK%a?jL<2J?+?0CJW1vxRJ(ZEHmyX8C|AGx8Jg7=1DjBVgM64dC%7Uc=y|
z&R}LAYb}LIc@t4axxRjNf!o@7&(^uO36mQGsY>+4eWu(x%cEM97`@QL)UpLvwGEcx
zQ0~|O$!6zRwfW`7f2mYS?BMSB^-y#qA(58OhOkfwO_hDbg`ucgp1GDBl^@b7Ox><W
z%GBsn+s+IX+Oo+90~jFvv;YD~e%gCDpK>G*aA25(P};NO#h2bUO3$F^|6F{Yegm+~
z?tdFnP5lRFkEUT*lN2Cu9V@dvS78zTSws%gDls_zvWnC2zM#rb+B`PDA@)@VxtUMo
zHXlN#!Xd+X2@7YpJ=#qY?T%YzAxF*MB^)OR-nAHTxjenABpxk4v@pl%(`Z;{rnC8C
zX+I<<Qq)3COig#jm?%TYU#`7yr#;AXr%wOdwvfeYay<`Ndz%)4dq?E4cv$glTB@Hw
zzvPtjOg_;<EQ+^ev_&|Eox7DBzX0(b`o^;3@870zK|{{$dT4OVR(DYQM}Tp=Oj7zR
zUV|6h2e4BR``})wC(&mLfqx}=FP>bTGVA3mTQ)YKO()mkK*=wv-7f}%tL#}#q3$RN
z9Hkav7*4Wh{^3pQqysY6^VAHah2!IDiOt+*AWqF);bYgxaOq=BOJUpDoO*SjiKVUa
zQTof#q%yON`WqnL`Sqfro{uYBw?_21bK^C*9`}NouJ8Fe{@<TR)ESMgq9}TxS6Pu^
zo5sA_u_B6iU%@fZveQi@HO3eN9mKg0a9z%ziaFyYs+t5l^kvvqSkPz&>1!n4soYeh
zZwbAAi#RW!&p0Q(g?na>o1-Dq@M8|xTwOWkF1fz5mV5|##l`&99Ka#t$K@}(6+fPN
zB^qhOlg%x9GWyBa>(?7VZ?Az!`qc#W)=x41l>fzZzs-0XGngBNoA9=r`k)~Dief9B
z;PBWeTXuAb9w(TjV|w-MnY&s=G`wQ(fz~gBMTH;fS7k{(@sH2F2|uG=v5ZtUt8w%X
zfkOWt0~26Zc9uDB$wvyIBD51j)1b@GbquciL%f{iVuIQ=)p8ojD(bY-jw-1(KC7Q_
zhLg?!B)h2Xc1$Bbun|SFj|aIXqllVxCle92lFL}NBHmqWJ6x|Q_A|fmE>EL}rw1^!
zkm}(ub=42K3YgJwU{i^18g}=Mz7$$IDPJkv^L0;`WPbd#hV}=t%xO+|v)#|ImLJgX
zRk_SX0cuCgHd@ixh1<ilP%3HyZUX3zT5PQ55;8Z8k#{9nM#_OV7x}vhS!z&az~ES}
zxW13e8{k(J^Cuwrp?W~8k)?4|w(8>K=ciEelR12$%s;JnA8yK67wI#*Q?#2!wDwZo
z0IL~{kGyzGVy*<-gX?rJWJg+0(;RHi$ECCM`afwBRfxr_6y@7_kKDFyGH*UxC(Gsf
z@LbCo>HWnJ(){vnK$u?-U(E{P%_}7adEwsUM6pDA9|>o<uA(PZxFEj#R39}%r+c;W
z&r65GM<Y4!d;GTm>Mf>_J8p2c7y{{`O`Zt@q%coh$!Zye1|T?l9CDw$%`<azJ6mb7
z;_6oHjFh5$aID1K3KO=YLMA6Pvj|d83BsWLfk8N#cSCl&f3-%sn?{r4H!j1n7E~6~
zms7uj%ur4sx0<-`s1g7SgM^!yC+8g;DthzGd5bveglNl=LOG;)Bio>_&(=tnc;eMh
zu%jn)5Zo)uA^P<qQS00n3mcW0)NnK625NY?GbT<F_3LZQJ0*MJ*dmp)p+}+^&_y+S
z8o7r2T35fFcy5{w`8jILpfd_mIB8^6kO`BM2j2}<=0E+Pcjm9KzJ82+v7C^5_syqV
zJlm;p?pE5cKjq`>B>W^NWQA`4rbjAkRGw-8nzNDc=9fs=QFSG(Y3(5i>aSYeGNdXU
z-qjj$kHr1glukWO`)jv6VEvFrx^n(f!&+CZRcMODL1rbb;y`&jg|vUc8-Q%%f>KWm
zJP#G!S$vT)hvgK*(Iekby4TuIw$*k>d;`e-{3}|i+maxIV&=s73*(v>R>1_r#YbD|
z9PD<CH>%Q_<-{i{x&Fs}uX(P{F4~u$kS-<)*P6^~W9!-V0et1rl<6m9+1vJ`OV!sG
zMiCSEb3j8M<dIpv_^qZTaVIuSyb13(@t!DdWxM^SfegZU%yfY@YX!#iu`W<F><bMK
z(7zP)J-36C&+}!5Zg%hwPQUxVT+B9Z;vbfEi7QXlj8qAD<lBhRPM*voH8;aXwkr3E
zZnS~T?SycYJXx8^Y8M`%(^wA0h3brJz1YNy*Hhq<4*ZMpy*9AhJXr0j3Hzh!Q$Q?x
z%Gq~?Vk1W^c~9Pp-&BPclhLeg<Yf8t|HvJmG?>lDmUZ5%4@7%yDqB)BT+`0Qqt28%
zgy<6pW`_%p<GYE={U3&zNf@+tr$T+&)BCVWS0GEXONxbil5rSz)P2CYx%t8z3m5T^
zF=nJYxjw_QZRFcp4VLUI#4g&5#0a(Ck2?BWx#1GGQs+^uG)VUj*eY{BA5o9?OBwWk
z#g_Irlj&EiOLA|gbh#7Dk}_vEY4gJ43A*<CQEz_%{Pl@Tq;1cx!=K52Jxq1dxjff>
zl<6JEl&kxs6aDWn!Gdd*;aPMbLP8yyTOs8p^harSL<tsj=Va(eoSjTDpki(mu@%dK
z&T%Fzv4t?#lU1Dq$Mho1%-rWQo|*%3{O7?g{*8c2DhR;hI-mUoY}SD_XimTMJL{nw
z`ly4TC(l`@Ttc%mHYs&U9%G#}PjCY5B9B<*Q2EUrU8rc4i7ki0i%2St7hzX6>Wr#y
z)JqJzxJq2zbW;^C7QD>$V-o|%1I0Bfa~9JlRkgTKujB}Y8#9el<AA;rfwzExj|CZN
zroG6y@9N;bxC+#g-Cwr6yb7d=Df39^vYsz9{;tuQ^u!68#<L`$P6$YK<(=jd2!pbU
zTcoDOSD{-HShUV<g9(;phF~-;7Ls|-IjiU)diVSD-uQ&4w1I3}LF=N*w%146wF5?k
ziO@U5wsXt5uxD3qMY2!m^$Q_jTBudpqyAbnu^{#+LD%F=EyIo17ZWmaC|ZTnRUwnu
znampi_=n|L$rG|agRchNjhQ1yx5HOoUe`TZkRweU8f7HsWFu!pYUCcVof2+?oU#@s
z!7MoMl3$dlDb-CEq(v1>QC+6?@uJ;*n$B3M0mKQj8#es(dntgdterAhi7iqSRMTC2
z<?-xb4BnPSN~tloLm#2-dIP{24fvlcVw(0lnUiSLY76{+9yi*8qQ)d1T)rDuWqNQV
z`Ax{{!7X>6TfPY>^jZd}ocF>QHi$@}CPwmKQ#<)?YO{}=yvlZ=Lv~Q1ZE<DXX%$>F
z21rpFld~9RKb}&(AdO4BC+zPdv_SF$jfzpKGihz4Ur1blT3KpsD?U^XrSE&&+3vU1
z9}U-%uRbx83*$P84z!1C^E51rhMu80YTG66{<@jec+i==Y*712;(^zWe9QS0Yo)nF
z!QxVFoPI(EXzNLHeP}36y%<j8S#-+3oleMqE;n>8hK!59%6B5g5QEeOfyYU({W>7W
zmj^H97y*Gdua=idOOQn=f(IkAIWexth^syn2xX>PI`)FaO^a4oX`-H+q2V&5;?+v=
zh6=)Te$vZYAd0{t4N>pF33TtO1Jg`SIs(`FZ~_nNnLpXIpXEcBg=dxKMC-U#^vA=5
z?$eZt8>F4J6}!W{4<g#ENjz$R#!|nfdCH6PZt)gZ)_XlaX0B@`ajq%3$g_UYaGU+Y
zUv}nQcnzx9%nSynAK+K0lvD_9H*ib$zuQvpfNax0E+FKz;lbry@)Kxg2mY9d7ZODK
zxBUkBd+<{ZjKp-*iZ@D?Rop*4qfPT*&o04K0qzQ!7sfIhHg<-Iy1PDYvJYJNn?8oz
zFIZaSe;B4V9X_}%2R3Bm*F&QDgC?`!)nP{1yO0hwyNQ<_f7zAmiu>6s4=*?!qzZT6
zA#qnFc3sA2h4*`t2i-EqV)lI^BZaaB%gGn1e4x1bXBt1#?qKRlt}G>s>lnT+K5k{8
z&oV(5730dVwa|1Ul3&Lf`lFlRwrmVpIR$P1mhnr(kadIo0rjZpNb$Y5ea*V}WcZKi
zZWH$7nP1R+j~04zh9ldJV2sg>z{BRj>q^F3I(^dAbyYyS5-0)%<23}1d(tc1+hIXD
zi4Zou35Dv8$<CjKV+EenXQ4pe06N{vu&hm$ByBQy?+mWOv#MpJ7~$9ox9#maB4)*G
zSgu5R_JuS2_(vKKufoLOo?fZd3@8_j728I}jC#H$l@$YA(P)aE;s~!6GfMf@T=Lj1
z($6$&s3H{7)%a-ZS^^m<=_#i~x~^)J|KqDfhMa}T_B@7EY0JZpJ5NqA2>ICCgFeFS
zY6(=IuC3}3xRkwO`Peq*^bwza(N%+OCv$9}2tS7e>WKNZF<>kP^FWK+Vl?g`%s|$<
zDd{~U`fOoMe`MEj;h(x^^TDfvGR@iw1I)Wq47^TQ6vMQ@JIS<cuDe)E;p@gf&MhUZ
z#yeUOn3g-q(KNem&HZ;_7r#&k?M}q=tTtff)$yE|HK+ztwI+@EMOujsdI;>`AyCIZ
z;WiR|Pp>svDPEfBYoN#2PytRV)CRbTBMI%-g}OYjy+BCK(9{;I{R`C%59f2-T=WcS
zCi+6iL`+`;Dp5itE4UT1h1hCS^Vg3~%J|GM39BYHw#mva(|iRzG~s*!Vvp~6!jl8W
z<Nh`>ReckPo>rB{UXH5$OHTlDee}JBp|;FyrRzwo<*rE62{V5W=e+C;j`LDBcU!)%
z&AwU?72>0X_2Z0N)3-aMYwo3GFQ)nBWj>-KJy-_SKA0|oa=0EM|I@K+oEX2OO)t5|
zUkfB(v7y_HFgwL~8(+e>rsrrxbxJ?=JObYUqp<!JpbC=58b4docu_RKE)nxoMEFhh
z!!5~ECbN4uNVk7MY4!IS%1wzwRcJQ4;)Zi4QTHr8O>U(J$)I8}H$$0IhqE?xKaf<@
zU6;Oj_ROR)L53wURfhg7%YD0g1`jb%D5&i-cOvX@mv;I|r~lR$6l>A-hgg%<`vv8T
z(^0zILR+BUHmp!xJGNBrzi=gAaxiUUeD7VUGfQHWIeT@A(@CER!r=FX;q<iG!`e}V
zT@FburHI%80&*W4j0l5E|C((r^isngsIsWiA+`*I#g#e}E2`oZ3XE1s^9Ctc5lE!h
zz$?qoSh8<`V;!kazp_S}S2uv3)YWtu<wM0+-j#{TXqz{XRT-ljoSb$LXWY#hm6#0B
zP7bP;tjd2b)kQeWpC=dRXN&I$YHflz(Q$lV)tGk_6Vg)Zb5-bw4$5!T<r`N_54_Z)
zJd({g0DHcd)V3b@xXU4SIEM=g+?|v7&Qu3`-@aA46djAQI+ZVw9>#i7Qc}}=vBb?O
z8-uv{rdGbR-%#m$^I|+4VYbT~wM9!pzqz$Gonf1Gk>?0q9Iul1v?~+NY_Icg^T$c8
zVm3aEJ41^{&SLY=I5oa6iq5GV>xMN~`iUi5Gu*&EfO|IdQdG<qp)xI*(=EgWhk85?
zZvY&I!IE!#`q**&=SnCU!J;<}6#m@h_TQJNz#ORkPlw1SP7?7|a-w0*My&G)NfHg7
zf)<_=w}*AsqDJ|@w=e4#|FqS&X<b<{_1F+w1O@Sl><E{Iy5(ZknRCfi0U7nSC=`eI
zSC%?4L<LTTh_|&azeG^CaA4N=36%%EPMzP!9~&uQ#?g1g$vW1{nZy+Jh)j^kvd90t
zsQiLz*q^uY;Yl#XS8u9fDmnN#hX7MmiZTb{M;+{4);*Xy2~lgDuXOiX+B75dzhdjg
zW9B_Ogh?++n0QV76!vo@5hGx)9Mx}=-n(p>*<LbkHnT~%Z=yi8{>g4xS+>6|H0y5M
z9q3El-9#1waeZ`IG3YuK9*Ro6hqo5e`U{+&!i(3S7Iykk^~@FE{%er;e03%}B9-!=
zkTzaNL5)P4x3O*3s$Q^y@v2--9z(wt2PkUF0P7z01VYL(%U*s?gtfXd##RgPBL;iN
zM%c##N1wEF1jKn?ZWxa%#BGa58WQ5AlflzHeps1N`DPA<m$ML=Ryd@PLml{0CT52L
zF>dKY*DqVDh2xA6=dMx$8lBIVM1S?~Sr0X1MurK<HQoU8mHY8i*9M>Z4u5cs5}O3f
zPbS}}>1n6tO@M8$gqHbY?j$I)nzf$qtDV}_>|nc;w}_Yy{xT0fvpatKu2a+>EV;_+
zcR6`eZ9I=*mEyY)J9Waj#}`Tt9JL%4zSjQ~__@OChOi7vx?+hM9IpOO!a%$akYD&t
zH{Sw@(P5_@w!~=1tdcUlC;vK2ajDfEH}KKCHHU9vbxV>5Nu*21{Nfr;ES*&7UzKau
zk8~hsfX}wo8(=Uq6XT#b+DlxWT2-eAN#1|DUjS?o6(kJ<>Bj|_ff@1;4{%j&@=#S?
zD?7rQ{TORi=3AopqFz%+|MoKG`T!0cp0sYtv^T*mDad~BjfyeiuB7{x0meY4v?~Py
z#~dq7>*HX%)cc<oFG5OY3;(dfpj*lzufUQMzZY~5qP?tZ799^S-iFxyub41Tcp`ny
z8lcQ9qRQ%Qd@bl{67N=lDHKbLoKBa9C+)Gae!PZP34_vno>zPLRk|wTNh?LY_H-oX
zDbc9%QnbrC%HonVxX|wROBI{Q<={H`eA^$T7?D^4>Qoy4`suF|mga=2vb(+-TKat5
z+-AD+San%BP_CaE2u?E2`UO1N%)`Tl6!8$z5tk3!1z#qq!6+XS1c<86L*nKHUD{xo
z3f%iCqdKV)u;dc>AOxpkVS|;tIRn|_bo@oIAx)bXARjVx&LohstE>&NP|T&eexMwS
zldq;OJ=e>DD3w25P`WvY+GI!;aG7(velH5t+p!~zqan0;%^o~3a-p{eteQbWG?L~m
z)99C|t_a*AG=&vd9@e#M!Jld0i;m4x-eo>AF>ipn&wGs>ihMDzmq=twc<j!5QCf3}
z;c7vfk2)mz+m6|z+Lf`|Xm@Mxjc8~Ng-1(E!%X52Z7og%jx2Hp6Z2PiWl>ZJh?A$r
zF1|%K&gZ5)k$#zbTzjW#AZ`h>wrc;yD2Z_JS*Dh41=J{8My+iV9M=^Szh~s<iY*QH
z{OJ6!Q1~qS^Oe?vr!e~s0P4Df33y_<eu~VoX)D=gJx)#~q?A$xYabEHu1)x8j|3(L
z3VyjM^RbHeERjW1sNuX@$*Y!~ex@uKEgJr}pX9-$pwQ|#<^v-uL-}jNXmOn6w^HLC
zP1;{(NbP;#He34q&-lA-zR4|v7Kvl{fAizGKZ9U?bcT}6X&<p$+J+8QG7b)JtS3xL
z#`goImQy)1R{uGJJ%0Gw=GfL<#*D~6uleYp7ynKFbXA8@{>}NffE4fOKHOA1u-MPk
z+nib2JcT2R1g@X!M0ira`I7EuAtv3v9NL)pa&#8z)Su2;sN1FQH#WB9Mpx(X8<Etl
z1)rEG`;poj*FX-}nTkbQ9ro_XeG?Rn5zG;lnO3L!L-lxO9od6Yai#TxDnqYmsXqa%
z`uBGS#5!48+?R2YS3~(Ap24|>9RJh<l~SR&b1v0Ce0!-pGaDV*-!F%Ybw{nK2J5E@
znp^~*wBtET)+1BHV(W$3g%t8z!aohc946Sw3c2<qeceh7*NTud6126%mZV8yhQ-kQ
zf_K<~lVx!4#~!~nq-s9Py%07qQqfEkV>=aN?lvhF3FDaY`nQCh(DkMqSw!j)HCz=f
z;!x?w>}m*T5)R^R+|L|;pQWpB{i4b82KZ5}Jm=2m<|m-voS0SeU@o3?Fr^cAAFZ3-
zm-*)id*F9XjC2Wx7;G~;r=0G)xm5}XZ|DSFI@An&&sbNPC7*An*Hqb%GeGKTmmgHQ
zbP7Mskn<!A#vde(I)Bh9usy>5XL-ZNy?-Nszwa=E7zJ}vX3BH9T<5rOXX{rMgoIe@
zoB26j{sIMMD~d+A$m6*jX$xvG`r$F++rm2y2-rc8e)0yuJTE$|r~fuY6tcBTi_IC|
ziX<9^XOj-SVPYs8=a4GMblmw1ay_vD<R{b5#N^5Y*rnk3@&g$a#*~FM=ke3+O~i^b
z*PP_pNW05C8qSFKw*$XOum@>FHQ5J{e6r9~Dc|evh?J^!WKUAqYd=@`V=FfY3}r?(
zJ)GAYK*)%JeBTJy4daoIv>WG@TYpigAdTh5I~(Ddg)<|n{2P8g{yRxBFyqCns|lZM
zy9nFi5gPwzc<>VLQTvA1La}O9M2>5!b%I^?^jf{Zgk(X211nM0gk9rwJ<l&&*W___
zF99a*^;T<_PYBkJ0WUPg#L~Mg&ihz>b2kghvM9_~i2M!yiV;I6fv<4A-5d8-$bBf!
ztUUZ&nIf@YOf@7G5@+P(mG`wgmFBkSN~K-sy}3g}#3w9phYL#>4jG1^$Ari&{K`WN
z_*5?+qyqn*luoM2Q+Ygv2THex<imb~iFaZ;t?#9=b8Noq`=NExe0;A>gW^;yi1Mf%
zBjPerSr@E?9h_7nw|L01<6M3?!@f+IalNr8G=C6r`8j3*J!afpC^sUb%OA`fr)S#O
zst_wPkqNJjVE&zLsInbn;M2ug=*4PlE35_O!-TSwi+nC~O@-lv=eB0q<G*y+gAXVv
zFADEzW$m0OD)5KnS<xU0+3KV98(@k1XZ4@q?WaCZ>yK0et#M9lnAdcT-x>bSdnTYg
z4BF>e2NzJh3PI}^Ep!B8A+cKxEL03m`XpqWFE;UgzaPGUi1Ar@9zp^+*bUZO(AO&?
z#i=9!^vxwi^L8JiK0{P%2l@@HDL(pv@~Faezo|NR!!6E!9{d?VG&}*U+$df=i;>rs
z+AOb@9-4eFj6h~ip<dz0dxpIrzGuDyRhi-=ZSCdoY?L3Ik?D3AgkC3hxed+DGhfIA
zH?Nms{GZWMke+%PPR_A+Bpb$lm=hR(j}wImaFN?&C9r9U4;|0{N{Q#V6b?lxm;cB2
z#Qy+|3niDIsAEka!HB>+J}fv)`^T}mV$1Vex$vyE38o;$$EO;&Z`E{B|CA!2xa>aQ
zZ;JMF$Nc6L$bGinSE)B7&S(ihpTXeCxeZWyvH*ttkwWV*O<+XDl<cn5DA2dn`Pges
zKS5&OlOxmaGZCBLTcpoaVXBJ}@ZvtqA^{cvZ9U{1B(HdxtBFviD=|%<CZr|~j@I2&
z%TK$3xPFRKX335{#r1dL)w@!VurTcg_|8`XN35d}7ls+wvv#>X_A<hlaxupSNh5ZH
z|FBl0iloGdde7Di2=NUD$otX@J?i|PWF^jFz7#a-e7D`IdWLPxcundsJLn7GL3{x;
zaED5ys@!i!PW|7+@kV}3gZ)D@UkJ-7dWBokxO*NdFg{&ZGnK#W$hhgW#B~VjE1@j^
zJKCOqAmeB_2k`(2WtbL^*o_JtN_Z-Z^o<2ly|;BteD>Q!mHvQV<+SxPww*G>9v(6h
znAc{84wv2A3(VcrsIUb{P`fiJ(_^m~D*oBSX`gw+mNZK0wvVe%omLiIiQpLXiE>7W
z-&(D_*qL|z4y{Ys$uE27;p`KcbYj{&h(A<)!H}t~F@Fy8=)jD&iZOmVbG~<eVcH({
zB_$=u2j|1aytkuq)zzn9)s)6@5k|suqGL2<j0Y-^FV}-m^9u_BW@-Ong9N>^bH(t^
zPUp|&?Y#NrRDZp<ryp|FXKAOa&Q9pGF~2d!)3>|<P@c;VuQ-i-FI6NOo2SUtWxJXK
zV<(VUI&LBSddakIUUH(mlBdc$TwNRN^m$ybh<2p}sdW6`UA2aHw~Mo`wN}1$C;>R>
zX*98MT8cL*hYse;dBpbv2?M=^83D|9vRpecQ-};O`074RAi}9eA>MZGL4Fb<JBCCj
z8Id}J4{CA=AMc9!nU+YIx&D0JK~rXyMoHV^%#ng4A+$K|E~-uCiVGu1lo;+p4ANB{
zV-(uPl=s&vMe}VQ2QaOVgzRyhpAvS%bIa`F|K%^H4V`fABHJ&8F=K9i2T5nA)9X`O
zYaO)mu`ajm4Pf060I}>hMX$1GO6L1pzFuayQQE>G4U3-9^{DMSr|ayKsNno>%~-vS
zkV-EOvmu}tuQcD7F1k{(WSGRYg8lc$R&#GAnQKvqnJyzf#hqtWyv)UE2c%5pU!?@G
zpi~ThrpizHr##HTt1657spWm{{*&}Z7bSjKS4MYDawgBNvb#?ltFjY=ZlOtM0g*Yk
ztF~z(IMIsuz<_0=+epOQ*TaL{^xqY7Lj1U2YucqFW5Tr#u1>Xv>1%|By43ZVWJYk}
zZ8v7P@LQ8rTI+M<s%bEcDB2iE+>0RXsYOm5u4LykRiBRrzNU?tb#-ZNSE~C-O?(8d
zFZbjtO$k_s3uE{(-3~OE%_i}=Gz!Y5i4O%R`e+N?UCAoT(O0SX{QBH0kO*W_`+Chm
z-<)R6I;LQq1fuqogD>efl%<$q7`4WuAm>E$C<EEkES>n{Kq=?A+*+;*^rlV{@`HxX
z@8|peq{3VH=wyEv?YN5V|07qgiwGxt+=@ddVt!i<how9R6wVU<dRW9Y1QcuA&D?-<
z1l&~ct<f~aiV=R+KY*q3T16rU-nvBAk4=hlW<SUdGbzL&R||FAC!LnGc{C<c(GQs?
ziEKVD<S7XB+R@Bpmz5ZH1nP`trc{bRgd#B(5;M>|Xcm5fOSV(vh}hK~4-B`xe_fJ6
zUVeFdm9tJ|L|T~W&<ocNI;|^k4z#0?WX6qyl|9KMHuvi)kwG-V?>EoLFZidF8MorD
z@Q_lSt?Nn{-M1>cnzhq`rWFe)T;|~>%CO%S1~s`fj1Q!PRTy>gw!{#H14jvdBGp@%
zaLF&t39mA^s8_w=j`sNp`Bi{7nQK`LjM;``u6ZwchKq_D<^G!d2Ku#JFj6M(NPRr+
z&HYmb<lyPeAV?*h*nIK{;)?y<DO-B6PFETchNDrw<PZPXNACKc>|F`Dc_kCgww!mv
z?{R*IZTgO5?d}86FU#a+GxtC%zW)t?J)9luK=1~z!g{f->dXIev$SyfL=$mQ^al9$
z>#5-^0L%DGW8Wm+7zQ_0;2XdhP<Fawj6IplsoTtdW3PD~pYWJkfA>o4e4iQCCeE>&
z+NgFkY5Y0XQ!i^<N&c{-HgkR|^JqsiRLPmSl%6sx!HYYq{3@M@WN=z;8@4Oi+1C5@
z6B2nP-VTsEpN5x!)Y^PuQB9)S-6e-?Vz3jlL!{oL^gm~p77SCH!f`qq7^sE|$W^Kf
z$k^I-B*iuY^VEBthl1|3fx{iiQisBIpu=gzh|-uJ1Wh(9P4&SCJX*CC?8MHsHzXE~
zT{--mFloA38Ru?+8(J3<<~HD?Cxh1Fd(92X7=#?l?L|tYaWBWYv>oL9D6>cAb}>(K
zvMrCF2&7zF%#4kkq|1@ffI@vygx&);>Y1c083IxePp+aWELLtMdrIjfFqve!$&DTt
zxnfh)o~VS@PS2${UcTjuVgkc9nK4OyaT^j#^xFW^=N~bXy3IFK@uUE%`exD?=>KS~
zJ9{Mi9@@eIFQn$PZT~C_8Vr283n6C{o)Bi{)n*6DrTwBW<NGbkbxAqFIMGo+T1HhM
z<X)N9@*}wdB1LYO;y1rt?zrp(a?MFGfKRjX*NZAsPY#w=fqy~JO$Jv@h^2}>jcDil
z;^CG03^@cZAs=6pkIn6Vft7`M8uS!3er;E?zDh}bMed0o#dBm1;?n)5T#xG;XVK{T
zt$uCwqxiFw?43G-HvCouRq5y}M5YvvQj~!#wZ#HE41~iECsH@I=>p<Ok`YqvrN>3H
zBe_)Dao#QzT_Xi`JMoc%0Erapx^aM#kWYy}i+nUs6T)QtZ*$#UOhfL>X&Pph4o}tS
zO$$NGM|2|-+kC-M5X$dkR|Or+g_oX@G~$qsILlhO&owN@r!lY_vEF4P$H`d-Rd!nM
zW#X@3tL8YR4F<6XOR}AMS0!oS;xen6w&K44c&~J&=-x}>eUHx7?$xjQB3TOx^ieEi
zRQSaC$OGR)3_N=T<Lj4gfi{uyz4k+VLnn3$eVr@#5m+lm11?@sC_5KbE!@-uOE#{W
zp%B4#Wfj>4V*S~AO!QHwZE>1-l8XD)5E^>!{l~Z;zLx&j78WUJr;bhKyw2m_oT(Mi
ze)F68yECn3mg80}nCYZKmf5dKGJ7C0!sDhY3AXwpJNA(<!m{OQmn@RF_q*6bRH_PO
z0P*BU?fT9T?&$fAy$tg~;@8V(W~#B%(MfJ!*|wyazwLElH1F2kSG&Hr7v0E9Z@(G5
zLGH#+(|E6e)6L7nu~ko?*nCL9VyiFJFZfeigc`KY?0XuiSF@i3c%0vz=HleCOsrW`
z7Qd^q6-8ZrU>z5-k;w8cpp7qLR*|a9>{XO?B;X26>LZC$!Ar^H2^;V#dSUtg>H8<j
z{S{=9!guyBr4d`HQS2q`;rfTqBHUJhx(V3iVLtNF+bSl(4~<W0$&E9dTIi8Edw`ta
ztP)8J?b^RB$yY2^aBI#Q#o@PBB*4U56Q+kmp^6b1Q>fOWzbm+%Jd9hL+DAGhDCxEw
zGx*!WxeE3x{JcwzT63;_By;}71(J3|yz#D`z@2omY>-8gdqNtjn1TDGD8$ao6fLum
z0z)|<)p>53vnqLxR5=>PPELQ`>Qw^Vx^+u#lKf6$t`r?olgC_>PLAHU{*87J*IxDs
zO6Y&{`^z(GVe*Uq3-fp;9;?^+v0<w1lOPFhsjouzu^n6WMtfKQma1r^y-rnr=LPv2
zK+72xZ*mQ{i2cyuoZyM{18Qrw@BL5Z!+(R{@-wT}>1So6Q#&^ioBe`g^MCEoE<(bh
zrpa;jtoMRF-T;9+kMo!@LLM!~5yd=Vr(Yll4%uDQe%zXHL)F6f5iAS7l(LwKaJgA=
zAF$p43+0f=lwvEzi%T^JvQ*H{lG(+{r@ORG4*iHGD-#q7ceM@f-gPe=gZo%({F2O_
z_HxEF<g*|_&Sz@!iMDae+~KR;)R7&6&;5S%7r9#Xofn@|*b>O5yg90Wy*mY>b8GDB
z9A4+5hIFEC&({W+-$6q|72Xi+;qC`1-}w0FkKA8<j}iI@L@ZA>UVJX2V+9oW<qdkK
zhXl&ebTnx)Ic&yK<%EdBQh$P5#t9|?T2@ZV;{AFwXuo`Ji%7>`N1kRa(hqh@&eaGB
zn<tb2LbY+(!nT|YXHvW)-hwmrKL9vlSalD4z{oR-BtKi}Xw#cgfH6bPeIWw3^vYDG
z&o8xcU6z`>38o*}`zcH@aQ$dl1%;i79*tsKTa*QpcM;SNsCVVWDNvTJCIg35IOi3r
z4*!qC1O%pol|GGuxB7%Pd@NP0J%-W)>{v)FoCD00gBmUBC+=I8)@H_7UecqQNpki>
zjcwFIm`N%nw|CV%P`A->*3E9u57G~tIa(1<^zFW#$t32x0CFHCz#LSv!ri{tqCo6n
zI`s(N`4yYW^R8}qY$HA=lZY0Rgxw{zs!uu&+n8{Z7UQfr>u&U~dNmIVhsOq*TluRr
z>J<XP{O>W#;e42s+oXWo9+H(LC9AA*J$gQO|5P+NJH@M(?Nkrp^H|LlX*%go5QTrL
zcGtd6^0f2dmb?auIkeN2m<78=9WPQXSxrywD)olzVXjY-CKblT52b`k#Gv3<IW3aL
z=9JEoG)z&3emyhq+ho09b7drH4yU3S$}!kZ4*2nJX3QVyN(UCE7cwm-(E-Tt=YeEP
z+QA*2x>Js0jV9Sm$-1mhqHbDVr?<$gM(hRSg49^oPQ`eKEt>XR*);7<jfn|qF&Gif
z+qJ36{Ux6Kq#C`YmgswhF5b!BUf68!>@Wwa7TM`^^zZ>0Nu!O*l|Qx`faaHVCy~@`
z*K++eIbue2asq17W9HRz?C=~xa~!EqdXMe4SNGO}d;KRF<;LdlUB9C3oe^0%QehRJ
z6Z@NK@4|}5m@xZL!Cg1S6IJHi`IFO|KK-Uj%RjyucT4@mq{Hu#Oj`VzACq@=3)5QM
z&t4+!nk^+Gy@c}bt)4wgL)BvSm;KM?_EX;m4OewyynHq1hCZ1a)}a#)h400w9D>hT
zZr41lWuP|%RzVS?G-w!pk8|{9dg(iF0OIkIHIb|ap6TA8GzP->o#mQm+O0K=f3Itf
zReNcND|?NaJ;{HSKz2qr=^B@~cVPu}fBagJwC@P;=0P4<hnHob`Fs-A4epxv<RVP+
z$M?!J5M4+ysI7BpQ|%e6WbI*wR2unJf!Sqz)-|qP`E0wVtE9EXF1l1?uMN&O_u|<$
zFkY|2#Y$_M>$*!Y=*M7@52}tmOJdpQZ|-vPa-8^ZbPRE9!u=BSC^m$u2&N09Dm#Yw
zVU~q|)5aVcqAbYU5;s`i0P1$sY9?1BUAN{+gJK%cKG!5yMfyy_X0F-0@{A*Ck%Fqj
zG+rfy(OholRFq`Rp94g;2cvNwkF3nZeI>=lSv$3FfWK6=ZS|A#bDyz7b1DuCFAE7D
zSRkgav+);YlRJb0w4rvd*EqUCh(20oZ2P4&tX2-A+s8|)W!<PQ7-FIehpMAHq#6k{
zF@7Jl<%V~JWnbMb`hKd6aAw*vC@ZeDwCAc`R6@pk9TQgB=n4LcKHgSu?$WDC-)KCS
z<3TZzmSAR2-+7djhDf0}IHl+BJYxCnKKqF=k-w*I2%<~pZvaEgD_qSEGL4t4joYbr
zNhxd0FjDN*o4YrF_Pg};B<*Mt%&}3V|Beoc4E-_CoY<h44(q$LXTt7H;S<+;Z3~2a
zQ-xt(H~GYT*UwNVl3$Ib)SbU&R=eyA?r+s~;MV*6C10klT~)Q|;cLjf3N(P}@1QDE
zRWU@We6hU}YEj@uU6#|QrSa{jxG*oj)&)kC6Pa{a?{E^pHB6+Z;h8XB|6Wh;^o-8E
z4bEps8ip+8g|1h-1_dOt674=x(YMugnhR|9{2UgZm1u0N-=oTdl3@MLZFXmv-{*gK
zPd4uRZvdXL;(f;;J4}O%_3TQ0ye2Uk)2qZ@)PtKh0N(N%!5oc<&4b+SUFFc(HVFQT
z)0%|W_QvGI`{YUm>pRyxi<NaP;t@t(@jAJhfz&{@r{f-N+*cDPNk)QdNI`3g;1HWe
zgCA2vfnDLz6hS>P7d?qUwa=2$EoH&JXPm_y9%k0@oRV+*c`rJ(TBA2haoV~R;eh9t
zV<Ww7VN?~&@#q)@#{(2D^O#3+N$tWPJp4DUhU?))3fXIiJ?rag&FmrTKmK9!OP4{v
z#=tkjRWbb;_*-ZWHcXcGvmH~1W$Ou~2!{?|Hw~XKNj1dMqDdntI+`g4#mwnd7Z?@#
zF|_ChH#=;vu0&83&es3ThEvsVb(407$4hXYEN-_z*D>kYozr8@G-}g!RZ9ZhGJPH}
z7`i+CqSLs*)pVYhqa#CLI#u9_bg14UEkipwR~~oIf_@^<Uzi{?O&JTN$*{Cq#eg~P
zi63bvQ^KRk7)0on^ObaIC3wN4ScuX=+xg;YK3i<aeeP(|LZ^a6wqN5Oi#VtgS~!i6
z4$o5Bi+P>7(Gs{~P+tepwmb?8S9yOo?oi8+C*-E0w2_cCY<NH}2OVu)(_YsazM3pl
zYt)#cpQxwF!(W{L(Z60E8R(wGJ@9YWBIx<3^PEahmPwqi+LUubfO#b&stpETcu%=|
z$}BHL0s2MPFKJ-kZ!m=9Yy2ec8tc*eI@iyW#Bt~AZ%-;?8NzJBc2h#s+j6IF$uP~j
z+Pq9)3>c)W0MUue>@af}A<lA1+6tYt{kbZR(*48<L=`yUa>vnbDzQ^fFOQN5DuT%a
zLxj26BVGZnnU3rIAs6qV?l%Ccp~R6LF-l=j!w|B;&Z=fht^Kryb~EdbtxBdz#W^De
zUiq|&uSwtgoa`j~RXVnNBwT<rqB-cUQ}^LpT-gRn43>7%Mj5-8K%(r8<;_|?{^-$|
z*W4|+j%_gW#EByfj6uRdV8p_q{x7-4Sza{k$^<X!WWA*0|0|0sbkzgRkv`aR9In+|
zVCSW4tcG}Wxd|*uVUyJLq=w43C6`_$Q*-%a1J<nEX;EDQZZzv=$mF;cR{sEvZL!)O
zm4$WUO~tLOQLZk)#sT?a_hbDiQ?nY4_bB+^#Ifn{{{UgfvIQY!m&)ksKI(pzi8a~Q
z?3+}Y<V|~X6Qqc|ED?e7sH-~mk7*{7=2-XKkDaDJd7Sn9J*rDD4?$(&rMb6x37ro0
zW09P8p-SOv9(5Kr40f+s_<Hv;_-h7Gu`J93ADM@+^sgzgvANVQ1--hG+2r<7>TA(7
zn>Nw(@oJY2%3E`D#_wvG$smMVcRS7STW(|u^5gHw)r+X=7gtQF9rHoA{(0jDvDujQ
zVt*QMUZ%2Bvo-c)>prDvGRq9n$Vc&ymFt@EUc0L5T7pM)B#MZDYzOapn&=ljD=PNg
z8^u~V#(c-x!_*4WH7}tOrk19CzlrWNy+%t}<dN-i02#|CzyAPQy)#UaX3`R5o6c4R
zgXcYK$Gkw9@dfq<0GQxa{SU+%o{JQa+p@eb);R`1KBBa~hIZ8Sml*9)4jQ=E@s6bZ
zAh#c#GyW2tNxG~6`z>?0Goe&Oej#nz<;VO7`BrT{;^s@shn`|Lw_T$Y&MQ>3GH&cz
zsK=A_t2@B&RT%unsR@ViFZ;v!)Wn7)at>;^C(KSc-Z=bfd@}sSa0%}~j)Fzo;XOQO
zIk}sk$X83@b=xuajQ;>i=LpY*^uSMBiI4s~E2i+^#F8KSW`CHkKN9q3b{nDFcyxcn
zu>SzpL;Qslz8(JnkYD@^{{SIHOg<ECC#yXq{nK1_4qKk}*#7_t`d1)+@#DQ-JM5ge
zPqZgmLDv-FM|$(l;;UcTLw2_F-Ng)qXAXHkO456HBT(*JrgFyuyqDr@OK+`2@v&8w
z*m6CI{{RtQX?5bga_9t?Q@LQH12P^3dU$+2Hw7sxoE56en#lS->%<yeu_%&>9DfW$
zajaYa02nd@wiShYJnw_~SDyG)t}k>b-se!9vpWwdN!{DfS50f-xn*Er)0vO_^qAxM
z^ZHk3G$FN-&uP!huY2N~o1CmOT+B~vc=oUT^;}M;_M4fElc<lLuOViyS%bn?5+=)w
zrHOqYU+QXYFTxrmGEDDelgSjNL(X>|G3)iLCyRu1+|n3nK8Kc;lHSrgnB*fW4&hrm
zKg3JRc#<2KmUxuoJsTfd>%4d2S*Fw0^1>kBCLSbS-k?{JM{YN=jvG9K#ww}Lo8BgI
zQPA~hd~c=5idsVu$l^|)Op4$xyj81ddez{t)Lre2q@Zt^NIzP_xQ&rsHw1U8$B?<k
zdRFRJGHS<vqx?*}Td@`Ls>3Rjl1PUjdgHw=z2a>XP_mlX38z^XX$5dSkKtSZ1D<I@
zGjtiIn2N^QXp?MY5uOfeTT3lY>QNP}erx{#cX#Vo?X4PIZ*@`J)%kSRx3&#yeHxit
z%W_UIr?2v==a9Kkigf)<$myGAWjH%z2cN={=R?(P?P9u=po&K*HWE%pwRip-8a|t9
zVwUetUNY0j+n@5PJ|*!6mwb`Ir>v7f6B1=?C}Y!sM?AZQk>}FcIxyWaZpO5<e+rFW
z;KnYDMO{JMGleG`zY5#8v9-O2&TDeYdx>yI;Z@*cZ+qukw2@4$u_IsOUqkv*y98!<
zgTdFj2DkPi#&}$236OCh$K%gEDuZckv7eGs)$A939@KR0BEnrqRAQ38=+)snZR8^$
z6Wch)<y;=U9M)Qtkj$YSzGAD;XZmKBGefd4^qFq-$xGTh#dJ7Qrv#kWML&)_W+M^Z
zO>s0zdGn(Uw0h+9th+mJv`Py$5FOl9S9Vv?Y8zH*WVUaZE>8e+gZ!v^fzWFnFTB6D
zXtd178m45PU<}f9{w#FBtf+MzUiQ)9ySa3=kxtp9JgCMv$35#i?bBJp@uL(El_MRG
z2BUeM(NUb00{|X^rNuF+G*XqVmUA1$<^&~o<f(5%Nb*J)g^Vhw`?=0)IO6l}Trnf(
z>snE0d((+eJ#s0b6e5s3CO`rV{ly-f)|Q<$%sRX&Bs-#FH=_;;`qZtZn62Z9nRcc|
zK;-9|(9@B3yU5&x+qj;Cfk}cpZ8Z`(G_(@O<t&mF20%)T90OPNh|*g*(BS(6?kk?K
z(o*tq98lUw0Qr2yz|S4UTDnVk7Utf49&2f$12S4kp1lYaEY&?MWot1lzL#`SPs|h?
z`ewAOZan*DImuhN)K)gHb3fRojU$>{b^r+^U96{$2=Dk)^gElG?VT;4joq%1mofp!
z>_s=R3r1`@fpc(2{QN&(t#qxZ+iAK^k8^b<)bp5N0!bJ>2UA>pk?L=ABDD6=7Ll2R
zYFLlXx-BnCw1G6Mw%s+<ld`n3oyPzk0O%=1xhAw_OSaTC%|=-<E}dx5oM-)PiJt!e
z-KDp-g3<+w7?l(bfOYq+%g^}=xjpUJ{<V{jkbNp%<wYwP{vkNiWWei;{&lIND4WA}
zDB~(zsUFpr;uOx6DeN$RTG!A<JU?PT>8&n;`$jApeXg12MQad1Sdw~@b5844Zj%$f
zJxx}{WX+bsVvJJY(t$_?Kx;De<HZ^m{dG00g0ipFpA+bPzk1yM6{I(0$ivnw=eXCe
zOmRDY^|6E}JpC#-w5?V{gwyU@{s2ewuUlR~C$D-^206&8_J(|imdD}UX~urRD*phy
zK>oEl_*YtS{-qcF=K{SM<$^!GDlgT*s<P^K5%s%+{`(ZYpw%;pUkB>H#VxXXZYTOw
zvG_W6;qRmW0Dz&cnf3iGa=&eixBEFK`BX6LR%kZHw^JU!Bn)a@R5eYQ@%Sn-GbQYw
z@D&wdJQH9(^wYPtK&?Tk+(=K8q+iLOSg<N&eQs~{S`^Ek@<;_ktd~-iC)miB!g^i0
zM(YfYM5~<2ag5Z<q-n_68hyDvw}NX?w7(ME#uw}s@qo(TJl>tSsXyTv*QEfn*+hM}
z8jo(fl&L<(2DH23w2fkpHCAjaYk)d`g=^>tRb^s7<(d9sx*LBChPPF{Xq}W}C=Ncf
zsi7^Wo8-tCG7tgcxa!sBI;q2yzv1lv0A_UlGyH`V?HV?>u`$0;{=UMB-X97Sq^{3M
zJrB~j-2Bb;uFLpMalIY5?rQPhWWxvchtd&7eW`2DJ4{~?cxzAb9lFPOtgjw?xnnqG
z&tIsjI$wY^Ek4>f<h6=<7p$)s1*@m(C<oTAHD?uM^dZxWcW8><#?sLOTieGF9g#q(
zxXvjHb4@0t$-UW1DQt)22J2O=4%>_6{{W_;hvF(wd8n<p)GmjpL;4yJ$6RXG*3+e(
z)ar&+-4=S1J6AufcvDZ-W;YT<BAl=K$i~+EeQKAFqng~<>Ja1@n5jO8sH{l5eR&+h
zNv)D>t{j85y}TrO=%#r%k9MOdY90X8W0c8nBv(<6#O-g(r|Vp9r(|qqB2W>dIFc;<
z%4^&--B!<Av=Z7l+(*w7aO?PbS25#12c2-O)uSR_s^NohB_8M3-nQhipEb`dg`wVz
z>m$XVm?`HUT6dbFM)HFy6ToB6DOFCI(%DNN?-9Oj$L^ZBXQSTgtUk?YAs^lfarx3h
zDS3=fENcFZI89O==#r}vHb^q3gVweq@Fm1)=3iVTqJMf;9R3w`JR@l9{)U&=ZO}`P
zDlg3Q`Wj#?_WBzVX4BwOI_+MyR_gP^klHkVXN6xMDGk%`txInMSr${NT|12b0IG@4
z<Vol9#Zd9Km!VjAahA%$(%N-pD9rhl`RFsxdM*bqE}^E9cC4@e09?2f>kmHcGuYb7
z?2I<;IUw~F&WYAE`9bHh*58F=j`sHIDW{Scb_ZaOw<kE}ft&iD#Gesg=yK>+LIVqp
zuFV)OdCyws3*KtCEB2e6@}gl(#~A~hXT5LRN1#5XEtD6TkSHk3a;)6s1Nl`i65F+{
zyl~*Dk@C45oDcrJAw3A}ZLWlYV2$4#{Hu{keROVP@_f??SImvjfIEJ*-)S~7J)%gk
zi0%Bmi4cM~>yiEypQ-3tZlh~CeTeKBiB#a{-`2GDZ7Z@PQZGb#d@k2Iq$o)dNh+WR
zuqPFvEIw7lkuc>LujFeL-^#gChwipi`_|pW<50Mk>3?=6V&Qs`lbX!4KHW-O$?nA0
zPjAF)^sFU_Ao*1Kl6uzEErbKmQvuga@*dpLq{$LqCz~3}7VNZaa2R(PsIH&)MylFN
zvi39BoE~Wb*~M$5waiiIx{cPEa_0ix;e6Pck3bJ>=BCsRw_+VNEit7z{{WARHrz%(
z*&{WF45cm>KzUQRA46W*1SvIzyz(*=EGX^IQb0e}nvKHtJZAS)j{e{5-e;W)V|0g!
z6octj4W*5yn)6PW9&igZJV=K<ef?|E^*;@0nuc2L-XAlxi^G0myzj*teVx9Oa~_|r
zdDig!?HrNig9F*P$EP`?lEYI>sUD*z+f0)<dw(-%oD6aP)pX0KqCsUCBR2Ch9D9t{
zo@tt#asw)%lgm-&$BrF(8j|BuTWi~kYj<Y1Vdh1X%7Q-c;Zw<DrmbaFDLvMQtIZ&n
zP!H>D^_VlTXVR@hAZ53c`_^TT<BF`j#t*e-_aZwKHFOQ4-Q<4&$LCslN(J!#osRNm
zv-L&YqTc&Qn$psT{8PGT`_yz2+{(Hi=@0(#s^nIT@heQ{+|&jE?^)Q{6#z8lUuv=C
z?W1ig3gZ!J%i;CbCyH@#CA`+hbZ;Iz)0JyeNso7#^Dz1xR8(#;Z5ITbhOdPukmhY>
z`Tqdje1A%jd>f|^_4hY29{cAtsIVh_?6>>Ip0@A~RwW1NUVE!2)ap=6p_-l+@X~$w
zQIGplll^MkIyZ+P#>+c$M}3=(SyVuN>i$&l6m}In&F;ZP1Y=E${au<5_hG4p+)MW@
zTmJb2`qV&=N>D{EW-@=bN(K_!A6BLt%d&n{jD1@)-aCq1@rpMXpK81(gAhMV(@d9y
z=j{Lw_E3LXetqg&J2|iJ3=jn`jQq`kig8!iO{7)ZD-WLLL&sx^iJ(^d(n!bM&2)+3
zElGzj3iiPy)T`jDmgVl_1KD%^YgLD;`WZU(*HfFe0V5$#8@rk-s*Ay86z1@poc+)K
zy%pCQGD#x`RxO=3V_awaw126t&#|sMqq+Y8Xw>7r$nbw?Ii=>8ttENqaMMZ`idsSS
zphDu46lRk&3``8vag1tn4_K7`wIJ(J6SrAW{rC^)!kQ7w{7=+Phlb&aLYJQ44t)nE
zyt+Gtl|vyM^YpIE;~dSMCLn%ao$>lt2jT0(W2vnBv9xy?8TwbVfs>6Sd3dFHo7!%L
ztlv7xVFc)UiATr>zD_H@(lq^U(LvSqIA&EG41B}>1;%L6d}U>PjUKD0L1-0nvScW4
zZ>>#d<6jHh>oMuJ4JG8x7@6E*7aacp7Bl$@>zwX$sMtvSIi@x2w{U5{YPpfOG>*9$
z`nLn{tp?NPRsH?UR;!P>5ZwO&nd$jcq}JuR8*K!#so)5P#UJn^kLy+5*6qG|?qan=
z)I>7p>c{$4ZIxm<BGYV#obboH{(Idv=5MBXKZQW|v)r6pTFo&2{J*-4et$9i1v2vI
zM$$1o!$h+6^KPWeAEtTyg>qWA#G7y$D;OlZVbP=}IR5}4$^6ADHWx_g<hGVmwtL1=
z-YZ1G`flX^04nD7$vih>Z*Y_Sl`a}KA29PJErX2pBk`^)QSm;rsqR^B+9*%_v4iAO
z^~YbvvHYQ&vFFs9wNJR5yA^z`$%R~fY0%oc%YyqCA2WIivK@DAPFo$STVc9VkBl;~
zrqW2NG3T9`M&fitXsy&De|Y`osmzyGc955nSwan{q?3=ORTgsG+!$g7n4BMPb6qM;
zZ>8z4Eu;c@t-^^P_)|P&{c%}2SlijkrQ3E$ucPalwutYGqYPNfLncn|LASTpiqN~&
z?=?#>(8nArDq!IC9V?vPw+{YlZZaI_9E{e@q<?4A?bPrNLg%>MT60OGmBI<=W*Zpx
z`EH=&tw^z=E)_r?f|lY&+*xBKSny8*t2CS6Yt6~%k&2s@Vq2+_CBb346$Cn!!HwAL
zO^cD9_0afl!;xx}qe*dUj8FQqb1&p^&*xo@w}vmRbtX#-TXle-4A-hjQaYTje_Ady
zk1kug%d!*7`E&C!slXoR(yb(LL3CbAm1K<MGM*Z`O>b4Sxq+>2B#vdz{JN=8k?wm}
zVc=W819*SJ(QA67R*~u+V}ZZ-lHfN5SGNbR6ys*Z^f|2;!d@luBd^(PUdqkB_07`k
z<Nc6%Kj)hEd)-G#@ZOOdUtB{BcJV52bMrRU3&8Kwpsz0R55}!SQg^rT^^k%tf_Zsw
z%b@*h&o5U~)-GD_R=kqpL&+}31L^5nDJW~yhZijmMAp78yz(+>R?8K?PdY#gx4t?L
z*0^adb!~a4l1SQXMr@xYLX7(0Rs-9tFZ;QP_8lui%UPbt?Fx*Y2qPbjMCv&j(S#GU
zig$LV)^;$ljnjqz{{UL8aVw;%faQwvdz{qQ7kO8HH?wD@HD*kUnU!RbxF8%6?^AsN
zrE{Z~#TtdhrK~9C5gY;{RGhG{K(HnByH_V9!la+VypTx?a}#b{a;z}Iy;DTHg6Bqo
zVvrV!Fs{7{pK(znX%byTf5e*m{<#{xr62gGG_&q1o&Ny*f^T^L0G1}K=`H^N6wZ`?
z+7&$q)P`U6uk|$<6)dCo&-FDONkmwr#XW^LnnMs)u8))E)>!LWI$<Ns#baH2j>eR}
zBWZXYMrpv{RbWUNs8uFe8Is_Q$2(XC1L^5rZz?+OUEZU<C`qG{cO$EgnN!78A85xH
zE$#xS{*>ed4oN4uG;)DxIHeK*dQ<@8)|Zn<C>A`xLB&HX<~_V+NyB5P7(C<a{OJJp
zqnsRmR3wHWypI_MLOqcG0EJu8?ix$!akveDf<`cNRRH6YKo1*-O~8-h0~oETK3Q`a
z&OFiOJIft)q9Qx2vUCsJe~7MzIg)6@#_Gs=5ng8ouL%Jzq>d&Z#>@aeooZWZHyV7N
zWKHrON}syJvHX2&)rCmST^?-U;_P>nRz0_fY^Q`gj$(d=PpuVqBE{~;xbNbB_l<Tv
zkJ7l&_uoFIxG~>k?ZN$_!i>^V8uQN4b4|`^7?6Fbp~2}u5)nvG6y4Olr~xz0K{I1j
zvN`+e>yN`VHhHS|82fdDdP+y;q)>q1elS}z+Ua+LI}zG8KT%$1X4_f0!6Lou#yUvW
zye)Zd7cwe&k^ca^yw}gj=V|O~*1=Bn?b!3NO4GSD@=Y}B6lm=2(G+B#psvTjz8SsJ
zb%fS6i)FL1jyCzOons{9j04Z<ST-8n=9hCF<&27xd0PV&1dq<CYC4_vr!kuH=1HVK
z#OzQ10IIr<YuNQITjFMqV67diNpRz|3IhKC-$(o_gVg>b>i5zWw`H=7@st^V`{?BU
zSguvqnuw?sNmxzXu`Su2MwWS`mP6H~B$N5netdlZB=*HuZg{C;iytwo=49BA%;azY
z_p0p0+wT)gJcBz{pA2}U+ha<^mf%Mq_p4DIlcVE1Pd`eizcs)Eu&aHlTDaoeUHcEX
zxJy|4v^yF3W*>RIs}-)UB1zRGWl8vvbHfbgtxgME$)91*rYW)6++F#C-riaKwcO%0
zELDHK$7+sLjVDr5E%;{g!aaV?^_1VIfMb)4;1EDK9)};5dM2^pNS4%JXfyfN<#(iI
z@}+v^5BdI;<o9+rHZG}g3&hN!*Ls!6J^8Mi!TvhE@YJFSw_NGW-#iR{>Gf0C{)hFf
z=NA3wvY{ls*&{0br-nw3L}Yb5h8QF8tuG6Bq<DVi+Fd%<_8AUe%t5>iV}|69<zA1g
zXc|9_bg`*vGb2hy1E|3b{ns6T56d;=nwFJyrQN(YFuIjIjCJ=1y(mwcN4QR%wMVPk
z%i(Vrs{Nm2H%Ff=fgGxRkAK7Rtwp!jv};+?3$(npD9U5J<<w&s4msky98A$j7%><*
z1RP?!Z6D$$t7~U1mD4Ttw2-u5On!9A;1Jz-_swc%bBT?k&<-kVYik+ZjFJyA21>E%
zQ6R#ebF@}?1^3O7$;C7mHf6uHhvm0Lb{!8vS@YdZKl;Wyf4VpVs~6<t)NeLA9Ft5g
zJ*3;ylTfsoJfHrxOKW3!s5wh(c_bsQ(ZKrpR-76nFfkV|_L*0fh87!F{pacVQoZ&q
zQj^u_jGKE|?<6Y{7RMy^1KicKZ)s+5#9dA3q=X-jQ&#UT6u=@9Dkgu_K)6BmJzBFo
z&^S;4_NlY#S2QB5mC5D2xRpGk<wqYFNYD?~yS)WP#iTIHAhy3$-ETVdk$Z#Kf!tT0
z!vxn75gM}qIVv-c#=Rd+&=Bc1mhEh9*$9!Y3y(0rwmN^FDe174+PQvf@|u0^rRZ3$
z3@xyO^2z?`{*|ku65bTjkGQN2PG^q7TWw0+<y?O5;RZ%~7Qp#W=~`YGyO!g^mP;y(
z$1znSIA!fp!ERlce);~Uqx>pqf7ZX$)JCMSjmV~Ap2q^B&P^a3I`pgBe37A$$moC$
zuE17)aa@;;l(@6nNc-8vOySPCN{sn+JrYe{OM^acqiDZbMO2f;nglrwsz7~^Gk+mo
zI3gr-lS0GKO2uH~)s*osq3beu_ru6Y7ZXX3?!<qsRg>a2in-YZ)B13u`q!BVJ*j-3
zYPE!>iTcEkK$GHas5pyFl>Y#|C?CigsVBtCu6&&`0iK23kN8&@u=`WIpemLclISmQ
zQS~}`J|t^xpDsH{$81ObCaOu}uMtbq=@fsl68`{&VuT));S(N;-;t|SX|9Aivwcg_
zc&A^OlG>%f&-Ytz@~Tqm8jSh#Z?0cGno?=&Z8P+R&*4uN7e|jJzY-~^MQnx7C)A+c
zWBvIVzNa<TcvHt${vQizbGqwJ{{Wt3{Lz27f2U8UTE<-}<n>h_R;P^`UacVf7OM8x
zR%f|sTArV)*sa}-?YqLqA2f=EP6q{8f(;epRysM3CkZ2fTRm~uQBLBq^?~SXif_K(
zQ(d9^rnsU%c-iTbTo~`NbzuI`pq%qdO+9G|K9#_Bi<)V`6oVkpPpF_Q#Tds*38rot
zr8vi001I<f?@k4?{{VJ%sj@xlwf_JXyZQNKQ~J|eisp_%1xN%QF<(D;!$oZa#Md^!
ze&R+l!hhLr-+`}x!BRmT`_~2WUr9@^4@Ie{#MY8vk=<IlFm*X<TcM639MHMss&=r+
z<1|b*xgNDuW-aoXxW{~JC#c1HCze!mih$(QkIQC}6LG~c2^>X_wLW(drUzP>krEou
zk&KdHdeAXpPclrJwB$sTMuI5vYOA@HS^%+VGbwLSYUt@y;rS(1_N#-Tpha7y0$_i<
zqPqV8g}|Q^&HyB}qx2l(a#tmGaAP0r{{W3L-bo^njBe<~ak&_SiiyXXEf*Pbw9j_&
z27{*S)}|dw5tUQ2PrC8_4{zn|UK!#K4$Gn6yfNIxbr>6!;b2ZZNCe`QjIMIhyMMgI
z(kLq7vT`~a#*H^mcXLXUQ|L25@gAY!+wpZ_Hqv->B$aXKM{)d(dJduD?+JL5N>h55
z7T23d*oYfzdmi=YbJ#4|crdbePR;cH01C?t@yL4Qaf4SVDLa!Hw5)7TYYT}awUA8`
zoDsB!A5s1lQaFzF2-(l@`c}7vbbsx8@Q~fwESrFm-r`>@ykz{vTNoq`ao3Ik>0J+w
zej92Y6u4PqadlxgHun*clkC{zKTZ$nPi=xcx78fRpKy@g!k0ko--pQU(yFXdIyJ4d
zPbm_T3NA?<J5)=mUfZ#c&we=hxyR>I&8q6HY_c@cBrZyZTmW&~iZ3HXsS_@Ra*MwD
zSS-+g&u96+?~#-Is#pe*Zcmd8+JwHZ`?&M;2PgEZHq$|J!aId3M<zu%BxAi>mg?OU
zM{KTFrZb8y+&!dY@FDklt<0(RcXWyo$hUz)Ao_vUv*f*!L9jLue+uv@g2MMux-ml&
zyPilL0QD!ZuFFX9WxP9O)EQ=waw1>2KBvFw_|+xY&Qou8arV|XH%eV1ZzvoW$I1`a
z*1PWxcw0}4Pqow~R+{JS0X}|<gX#V?w6MeF2-Y<Uqvc(^55lin!mw$!=$XK|-TBjT
z(3I{_@oW&=&pC=TjK0-7M_SPYDuL()W_b9wpRga9+XEd*_N>1PUR_UNFuIagD<%}n
z*A<#t+}>XbHMM32!eu<=4NKv{j|ypv=>GuLs%ml%vbYDeTkzjL7t@DtIR5}T9>gun
zGPmzv>S`kO6!T(t9)_bcWK@()SdmOEih-uZLeppKKo*PQu)IfUCHIl#ZTT~tn$R*F
zd(<*E;yKPJ>Mn;gx;4&lSqIQmtD(Q~OZhEt1!LQaa85c?xVce?nksj8KTK51q+5=m
ziT7&O2x&rRkbfF39H`D+GSz?OkUvwJk!+w|kf;6gSA<@sfPhdmimL=;_!NBwD2Yd4
zD%REOjM0U`8wD2~ipw8312nr2rC1yelv2152+yS+Ss5f${?rxfXc`M-`5Wc_FX$+#
zZB&@s{qN`~re^m(kH%Dr;vcJE=aXH-oJ9EQ26?ZT?!F@Uo=M~ha||PK#>-{SGwMOC
zF*IFETcM^Ns;7IN#<@IapGuHK{{Y=Tm3T~^G4V9nFRfk-_D9%1@!VE?+P0~2pEpsu
zeE$G?W<S=s)(Tx&yTwPMK7x^wESVipdb4Bs;;7B6=}`mcYL+SN*9-nN^ZRd*?vdHg
zs~pmKeei2Vg7Xu_`5xmhi~KhS53Ad^`+=YN3a2l`KMh5kT+b)_ke+`$SB?2*ff@9x
zSSWR7Zxt?ws!Q=lMnj0K?<MxaFaFGHGf?=VC%1SY(e{Su(oM+!0LN?3ytC?Qc4N?0
ztR*$jmx!C{cGG-S)}%R#(#kLR3pevMiLH3kUe@d-w7i}%Z6-HHkf_c*`qn1g^vyJ(
z+D<=8(llWgq9N3iTC*-#$UB#>rC73@NE#P7C+_`e%^NV>zm-*yO0aH>D|BK^Q|2Jl
zilQ;<YB=Xvmv=`UML|8mLxsj^h;_uAXYi(4u3Whs3S*qdAGoD=*%*u-O#>ELx00an
zDJ|22=e0(wmI^9)m>>}^<3J9#JMIg1!Np$#<f?Y-wZQZSuO1SC8TVY>k3fJ`y*9#I
z;c(G%(WoIY*PeetP+b6K{0H)`i^4I14b-4><|zCC&-JL2vMM^WG--EdtT_6SPZ~wh
z>Z(8BRo2Y_j(1Ve5(o6CyrL>OnRZ7qG<$*6p!|RO)mu`~o#ICX8-{Es1MmBOmDJA5
z3hr}&PBV{M&7S3Mt}SitT^eSb1>}6E{PXxzO^V3j3cNCq!IjkDgTWtK?0i4sJx+Zx
zZ6fMPt}SA>l51`GA`*jhW6%{0y?=}IY}OI#v0OaJJoqxLBz;Z@&(wWuq|)@uod>}>
z)Hhc#NF}jHwo#m*k@mMxF`RzCT4Ffst0dGc7WZNE)ScmY-nqtpqZOAXWVaD+z*D$-
zS4nRqP(`trF4+E1da?8shjfZtdMHBOhfLG3ig87<LA$01IIV3O2(GmRfwHJ_PTmb>
z?#Sn@Sc2v3CXVVR21NsK^`wS+6~B>Z5Qf?$jy}9~W9ofPSrZmLD=SOXE%i%bEGGng
z^e2@yq@xwGB(RQ6YC-=19uWTk*Kz$T7&a?j)z!4f&PV#}aC457rLg0<#{5OTxIQ$t
zfJjy-f-;YCdHz+QJ@hc#W#)||QG(9FK|X^uPsdsv-PXBvsWU>5Bw)q~Ic#;u99Dhh
zm-e=iXio$H$FHSiwlr$SoZ6MG+)j|(M=OAL1Z?8BJTlqv#-0BFU7PvWoLyPmXmI_a
z+0}%H%XQmb$Aa}J?|eTTA~ucft^&4Bdh^GnE`Xk<KBeNjOMOP-6}O&8jmn$=20{9o
zp#CzHkKJjf>dsH{6|H@uT0Wz2?HMJdW<2_ubXrBCf6E2@d8KqSpFSzoBtN^ifd|l^
z>r6VvyEjHvAM8Ru!n(1iz@Ti27ybiNCAug-DEz3p3wfNKsn=wfGs`okc~USxD(LOR
zn|@><)wP6Tm&*c^cLc0P6}y~Mf|JcVZ@)CFz`?~LklnPPb4yO324ao5H7DWu3IR|#
zz@TFlc%=$^)6^H?RG;@of0ay@S8@!cw9WL5zrum56-efc04nn6`h)T<i2ne2fc|wl
zczXSZA|?91f0ZE6%D|@ZbB?vRz8jnVT2C7B*b;xGOuiK#d9GWhWykfT2*|NO(K$cf
z{(_3?Ec`ub3?*IWEKX0%zJuC|q-NHqugZVX<j40&{SAD1GKIK&l~cIn5(YW1u|UWG
z^TDbsqiK2F{hMc#-^gF^tqjrfK*o3~f8au-5y;025o7JmeR8^WisNmSxcWrD;ZuE<
z+#Vo^eGpJPpCYA=<Ne!N5Bvm*m2{0o{{ZFJ9_GHbSRu*%(tqC~m+a6J{-!_s<WMeS
z<n+)l+wXZv^=h3wH#z(FF^{1C0PEM)A7r*YZQ?)h0ZH~NU-|Zj{{4yuq<p--8;o%G
zEKjiltS5);*Y7Jo)&Bs(zL_>wzw_-6{rePx#?bY(gZ}-BRv$6*bb39Cb+&~4PJfxH
z8&0%HUuCtp1y4IirF|M~Z8`q{MT7qRifFR5$^QUFhyMMFEvR#8vGH8;gpq(?Fi7iF
z9&P^s#6LRwXZs^eB$KCF6Ym250EI91HkbbZK-)k2@W0_!nFqtA%C_ZUpRG1Y41^v5
z`q$hiMbeM_!z{n=!v6q;G-!H8@A(DT{{Y}Re}yZ7@k<?%MUpeOIL#zOdECTj{o!A0
zHjAZm{{RxpE}!$kf5N01E|rh@23h|A--Z7G3U>s2U9};Ixn;@eh6bx!=1YR?K*y;S
z_Q&=vlu!JFEV};y&jtSg3Q?lzS^of#WtaW<U+|!3##ZERk;xlXf4n_v+>E<aZWv?7
zHTDS6bgYs6nP=1fcrW-;9T!R?{y~<1_u+rSmBf5ycH1rrk}?4A?Olh4BP*hY%Hl~G
zy7mVj(!QKJCX!f_rP&jn_UY;Lsh3RC;{j5}*;Eb!#GrTfr7cQM%=zNyK4@%@nH9SA
z`DzkC<0JF0qyGT2?2a>OZgJ}v{{RYK?AsmR@#SsP{&_F>R4A3qe7~$k=IK-HE4fg*
z^WAy=hPh}wsHM`L-x56G)zlM``6@H%)DA1`M$+{5Y#R$wJ>g$}YHWHgl^m+^>6U29
zepXl%5&BgnpqcYDP}}K=9k!yOU&;+EYWO`_fG5|G52sJ1?-JY;(W0^qwrQ<xUtw-U
zN*e_9@00lZSJBO->GE>+Hq1{Xv?_9V=cN*9T6C?MEG=B)t3s!?Jt-w-4d{H03?60Z
zbSb(84!`H{reA4`COn5o+!9Xb;QqW<*K4EcfaGb`c|A{%zu`yrMw%NVPqZKQ#ec%I
zxhKYtYQ=)fwkbzbxM8b4<p?`TT!GnvueQ#Urj-Ec_Jn)Fzu`=67fN;cw97X7z^D39
z2gKG_mlhW*J-f0<zMt3HyUPy~*xlNBlQ@E9A38R1^<Po#*1nj34`__PHjk&Dt+IcG
z3*r4092L?m6z8?F59va71LfPjY3}3y07sE6?TO}AVZDd2&mWC-J{x$?h9P*eV>eO&
zNhdrnB-g)5qiJpezME#ib}%Xal_&OIo*@y73s8&5UnOuq3{r1UM}_#7GVsc!K_c5d
zIj&<s#M*Qj!v&0I9QUuMC(`uyA2p4$U}Kn6{{TvgJsV3wh0|=n^bjxjRHeDAo#M1U
zWAOq+WU#i{p`@ICAXcx32>Uecg%9@4g#8D4`WWciR_))}mU#z*<S+PCk?EEZ<Rz7|
zg4sBUMo;BQtwB%S<+0!wN{e?kNY3-#qf(@GPoQf09O?F3iTfSCasL23hxk*4rLwQf
zZxH$*qQvtbJgP|iA{PGubZ7Zg>8IbweoHCNf7m#$e-TIh#r&z_7`gr0f8QdD2RYzt
zq3TX~wJZMfsQ$Gt{3E)7<g9D%Uq8rKyLnNM`DUM$FOdoB5+C>orOF)Vh9`z@4maIG
zhuKO001BOaDl?b8C)gk#%-6O3ngO5ONB;nP3I((n{{T}T{qiaDjZE>e;fp|iY3Fam
ze}zh(9<W|Qv;P3R<o^I8Ub=1I$NHH60Pm4U+2JFYWB&lYMJ`cuo=mz$f^@Wq{{X%7
ze>$EUXj6#bg$VxYD6djmcu!bk{{X&43vCBKxsU$%6mo|-=1R<<sBmZ{$oZIU`q!o#
zcyNDnAN}$vOc8YQlm7V>`3KH<nv8N7DD?)MR~-oaO?o+oE`M~N_sFF3A^!lLQU3tn
zB9|a@o_2~c)qe_Hls|cK>zedY1U&xfKkt!8lNLYKr~UFNa*a&$)NR8nwEiH`UW6i#
QA8~s6QC60OIlG_#*@j?pmjD0&

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-141-_details_ .jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-141-_details_ .jpg
new file mode 100644
index 0000000000000000000000000000000000000000..04642bc3771a88422a8e97b998927312b0e9e853
GIT binary patch
literal 6408
zcmbW5bx<5kkmwh8_|V`UHdufKLU2j&0D<6^0KwfI0zo%80TKxAvMg>31mEDU2`<ax
zi$j1tzPqcts`uA>ucv1InCY6DUrqOPPoo#mYk+^$lvI@f7#IKm#$yAZe*<0t@NseR
zaB=YQ@bCx-@Ck{jNQjAui0LRO$*7p<S(usV85vnQp95Lh`8XIEpNVnv2?~jbh_C>~
zrC)-io(qeB{@nzFfPjFQh?tgygciic$Oig<7IYVY93K!1*uuhK2Vjz8V3A{>`v5GD
z=fuJIPXYY5U|?cl<KW`q6A%(TDm4BBz{J49!o<eH!NJCU)DC`J2Vj%qP_PNf<5Fr{
z;IX??fx?pW@i`P~yQy_1PdJ4wJ;DhHX`ay1(Ldz^KI7&Q5q%-{Qe5KIYegkx6;-u&
zx_bHshDOF#AFXX{?d%;qy}W&V{rm$yM?^+N$HanDQop99XMFpfSx{J1TvA$AUQt)y
z(Ad=6(%RP3+t)t;|1~%?H9a#sH@~pBw7#*qwY`JbMed<a&(1F{udZ)y|K-8}VEq@?
z<M>}-{|6WOBNrw%HWoJCzg!rYzK<P?92<vC2$w=$8_&X>k{uL=Po<EYU)xQ<A*^#k
zZRs&dNW&?z{uK2u+JBP$-+_hyf06wU*#B}Z0f@0M9xo4z93Tt09JDc1NXJG@6^bQW
z6^7{kK5ol3F8u+HS{TlC{W6J^ZD2olC{Prm@)TO6XIUZ-5PjAehXw@H4+uI4E{at5
z{F?o189*<ykQ1*foS7mU;A>&|d%4Ix+S<9K;9;(LT=}k|&GeO*O%t)yub83C(Hx)>
zD=CjPS5%4^8qnZ;iEytF3jt0a>==He$gqInw>~sRSbJTJdS?EqYdpFmkHl=<-!OZ*
zOs|lVDk(1ITl~7;ToT$XdwbF7Sg~Zb@br&s6Aj%kDiPw>*cXlS?Q&Gzc7wdUo9U}F
zdy#q)WO|i)T#HFZbr5b<l0ZT2z~kFEuG5N&N^_}x)ee(5Fwf1_mL>O!+_dhxEky&&
zTa=!WjmF2dICR5w*xg#Cn6vk@{%TegrA#4O>ZByTxF9Nxf;3MqR?3>5mV|vfG_uyN
z$t{x#5uH<&vcd*6t#_}8LzADoes_&cqN2MonCie<&na~b-M}bW{@w5I>`S-d`fb1<
zIqn?lnYFBm7#ez!s@#_K3k_(~5Id|z1H9&*jz%nLa!rran+OOva%5ODmyLMB^EaoU
zOAWq0sBt2^_yKvQJ%4D8Q9=Jot+R!d^m3PV6gEhFz>j*6<x3mp@>7_x1JMp~VY@@c
zYJwy020Vr|HLt(eB<!+7?hL*h=b^RXcemdQ#4wapZ&M)kWzJP=*;AL^3r)yjjPfL}
zoiU2J@u>(}y}kg+CWJ7x=J5I*h`tg@;Ls&6@umDEa|H?7jkEZn_Q_hcTPn;v_aw0U
z%t2!Q^8Uc~AU#@$1`SA0wJk#fd~Y_VvL^U~iFPnCkU92Pm=2iAF4Fcxa$7The1xU+
zHeh7<NTEH6@HZ%_VZtg_8qRRfaAjKD)<D<z5So@Vu`dfRxIb9OSSJJ!Q>L0K4;;D+
zcxy<$3IBjH8JJR`ZXwmg+j?>V<=JFTQ_+`6X}s=U-|tV}X#C0c-hxXI<R%fca&7>=
z_7IZ@g1t@NK?4pd6(w;JOD;%bFGSV2byNmlWkVVebI|v3755q+m+msexc8%3hHv$?
zJd&;Bm49R=o$|1^NWC49TH{yD@hj#}XwS6eybb2Yi5<p)OHDj=3N?;-2h(<|nFEUj
zZwsOUD{$Ft4&KdUmq#xtf>V8Cj{?CCu@G^IrK0A}pt-AK=jDV#h#kGvK;o>tOiP(t
zT!Wp1@sE|lb-VPXcl0R=lqtcLW9R#*z+elP<QrFthBu)dqk(+srwsnoT;4j-+b+s#
zC&7f?jVQD7q`UBaV!6W<ZiNV4V>1mly@7%ZtE$%ecBLIIZ<gimiUMwi&rX{Qkbv<^
zjkwJ#r_!IshUc`@-Ae=)&=-c-i{~|C1?i>V2G=g;&XL$n>!#(WV}kOBrnbFuPBNSe
za_gV*Qb72}4QN1Q;FFj;gTiZ5Do#_=#2d>9z|Ujm*|n+bboEf$7aex&l>P(OiY%-^
zslW^9D-y*XDX3Kse8a*#2qlv-8>C%mS89EKV9y0&r?b6_^q7~CI@yU!EMIic#!lsb
zkp&#&U^!+z&?*f$>CozH&dBg+8`CSgDav3GraYcssx)#~wN5}XFA>#yvShSv6Ey@O
zcs#qWs$-^VyS9VlkLmq7+Epvj0EcIG13tZ!jE9=5)vCAiyc~42^<~2kUz_bFQmK+f
zTv~p8kjH`s9E33KPC2&C7MCtsE)&--`^Skdkd5Gv;UjP6+BlUCmae@|`h!&IW-gS|
z8L(3w`U-KKyb*Pm8y!P)J*(>V;IV;aw&qxc0@f}}sI}GGFB8PNpqFrCgolSsdd=wd
z)`Mu+MttC3VWrkg;lKS_84IalcY9;`A>?XM^Uo_SvecU6BpooyHh*8Sy0Y=J{?~hp
zWrc<c``>f)HlKLSuIu=UEf(4Ub5wR(``T<hvXn8~av6Fkb;B(+5z*M8ZEmt^+qz11
z!q4SdQAjhPh3+Ho2bQ*$r~ySV`;hgR`@_(ri8*e{td~*y^+Twv)UCh0qM%G{hiO3~
z<m0CGoo#*o`+eigxN>Z@Q$a#uQ=iHWa_YmH=ERYkR;NwOy1;mjB2M<(8SE4gPh>UB
zSz^PfYxU6UZeJacfX^}W7WBNKgL_+O>6<|Z8<^Yk%_v<S9s(@fFUS($CZ2~=NS6mD
zQ^S_l)Xtc(?DV(eY@XfDmj6vX*?lV-j9X;O+_-g>gNNeppWXj$?}8E;nati3Bfi+0
zRa|I!wm%ZEB~;ws020IjW99bL+}Q?K*#%IVA~nBla|#T~DdTvqijG_(`lpce&YfYl
zz>L7HGFTd!5b8>vX@3mroo#Iyv1+=aO7wg;VyusRPk1gRaxp8IRPFNg^8DBQ)F9^`
z+*6XmP*3!OAc^aqPp#>VuX|gRd&cd&{9110>2)phsrv5P^k%A+^G%UVm(QJ}Ns)XP
z{zw%$`S(E#H;}66>TWLHonpB{#uF0KoM;@yZpjCjlKZVey}dc%gcrj{@VHh?+dn}_
zDyfKszlrCNC=XKnJ4bHa424Z9|IyNJ8259WvF0k%RrP_jLc5n}fL)5#7B6f{O1jXF
zH5)YWj5ba<!6<qrRsYL}>5QC<)UP?)#Z*S5CaGQ2S)pY-xO6vi#U1VB`Fhf=)efgh
zEles*Jhq}Z<?hkK1liRkD}6^SUZ1ZVGv|JcLi!0fV^{}oAEOI^w-^knJ$>{H4!%ww
zNT7hLNS;jZHp@`!?%%W44lSP-FW)o2e3*MZrq-4Bmva1~$_%LKto}B9j_quyTdQUq
zc(Q-3yTS$gYxC0=cybdVFyVgBgZNxMHU2)_Uh|0~AQ&~(@ubM>WqO@7rOF9k%_~9r
zqGu4UHF_D9h0f9?aI3Yy^qJ{coyD6xjND5a@YgM|VbAG1o%}=RZaN+KjX}0!TS9Iz
z{O@2rH=dLFFblNUi{(k<mkt5t8WZKyCHwD2s9zX?1~F2JFN~FKY_?K7v|1~+VO%?q
zIhemM<?A?$u(paT=7^c4_u$5O+QfP@VdWn;T4w@ifXPXf-nv|2sagk)=WIhRn8tv?
zYG%#R_Lx0r_<<c}qQ0-8#KsTl^JJqNYH~z?Fm|ep_MWtPbvkGFC3Obm!_k21;@+C0
zU<#{^f)9%R>4_+XQ<B=f8ls3}b_>H0CKBIF+gPt`XS~Jdss4{q(6u*2FY61>PNX=g
z{mT0e4EKJvFp-D}I8~2*j33=*Zci%<y<hclZ~eE8>|}GkNWAQ2UWgK0bVHVctvzEv
zSXp#Di}}eg@Dn)jo!SP-NmP=cG0Yzld&Ge^@-Z<z4Th=Z@N-juNqNHrACizrQg70H
zWX8!^5b70Y*(UvDT`Zfz^!=W8g9{eV(%s^n7WEWa<O==i3lZU3S@_Oc?o>6B5T4Y(
zF74w=Fbahe-iI-?-hA`oBzrS&c9LLbzH02sHK#mXV%AKIORZ%!9*Tm#Z>(=@n6{i=
zk5nwO<1id&6)2T<82P8y86UjD2^QV0Eqg1Ap|kD25IFr}%Yz%9`Ig(zm)$O`%+><?
zBLW-Ta{c;`W5(<S=7`m+aZhcog6g3-(?|Hdtq}xX!iDK3ZOMR)TyQy=RKR?ec<ZmD
zI9+WURhp&6lF+so!v|`_q{@d{`#<+HAh8(_$Ex|&gC)j2g8OyD0j+X0fN)*(Z?b*i
z5UlCDfsM51{5cE6+rnz52PSo73wmSJ3go<Z%x`KG+|@R#csLb1^N`pC%H~zOSrotA
z_3IBHO^Nj^_BRPp)TX=I%te@uTP3@AGczQ~q^q@XguZpZ<5jfsbA4;ZHMcjm&o?<9
z!MeG%@U7re>q?NjEQ)VRb{~cY?22xd`O!fwuD1uWibCgo(SQlZfr%|W{9M^IE)Q;8
zlTxg?q%=kWmy%CR6P5|wt$CRM5(#c&AaPMS6aHG_!1qkyeK{tZ#Ldz78a(j=OBO7>
z0-Pbzj-6BO{>6KQ6drR^Ib$#HNc?7aQ!^)<%nqCBMqh!M#{E=vbjcWa%Xf9RbjU~j
zqta}lzXxpV&ZemMe;nRBR@KbA7_%{Mh<)>Z=Kl7aPs*`MtH_=_OMj6MS|jTwWUlJT
zm!Z=z{p(cH+eVxVrp2@}>`7gu!}^xCrhDI18wsAH`4elt(;OxBDzMODuG@vtSU56;
zJ;ao9o~iOrHz}5Yf^af&sne539^0Vh+R?1x=j1`}2u&y-2loY|PFY)oMpq*{_>C_f
zSo^IutM*Fyp2S>6A(hGBUwO84dOqD8NP|?SK!dM$Hnm0x8Rh+4i&i$x$-#-NXn+LG
zhD{U<#Y5{&=j_a`3YiDIsS7@m4DrT^zcWs2O~+guqcim&@w=;I@Qx3UZ(Z^<%ZL)#
zZcbV9Ux;~b+WmR4E%BtRZ+a(wvY2j3U$Salc`BXt)sa-9ntZshmJ*@=noWECgpkxb
zVU{|RaQBwM#8Q^IcKE;(2>&0N3Xj@qt(keF&3J2Ps15m>&LE*GhfW0N{P%`|z+S$D
zRiW*+`O>J!0yl%Sh1n>@3@c0`V(|HU5+g`cEM|B}P%ZE$5DkEshs0;)sb>&%0b8JI
zlP>J7(;Va<{oljHX%Wy1NRcg;qsBC3CrXtwMp*bXbd4PhEB=Q+_x{nQo)x<<OkZ#L
zAOmD@J%teuH&BLn-2~FrOO3!Ma0P=mlc?#j(0kl=BmaGU8zY;S1A@}rttC|vabhFV
zyOy%iobNE!rYJQ=*+c+`J*nQpBHu?@MH^tMP@6^iyTVEz>ID-M6J(iGF^PabeVLKJ
z4?R=UAD6E*{MS>%KKME&+i=lw@#QR~XNO+HJ2U5jUzoc75hM2IY7MkaS=vqK1m!3y
zTZGJ|`X|fKda<V%eN5L+3O5>4#jMle@A}-=ENg#?LCZtp*{45H*}|zLKmW4Imz9~f
zj%-<cs}Tc?JSWI@Qeh&mOvhVk6ChQAID18$0ysppbjkmmvykn>iVUqitX#j^UTb*g
z2WFz~K@XDtrL8TgLrt;WzAl(?7f|^oR7rA~obiCccV&ifYCM!^igj9hFvNjgIXXR9
z#&2z8n6X}PP*J+y@9ELcs+ITZI7j7Aw_9boJ!i1GFQGQ`e;nI_ntX*G_B6j7Nzk8&
zLsVv}3qgGRPFfU<Pr7%dk<%%uHN`Y(@a2(CtNzq8i_Wxq=O9SFsc}`;Pzqm?ZMCxT
zj<wq~p3{jqwP;aR6dG{hUVb<;H)WvDCdmvdxsEb{@JK?EUvMx?h>ehiZaIEKWyC*?
z+96V>!%OBP;sE^+1m<0Cw6YxfOO-S!SVZQ!W0l`IvajK_eK1V}GGwKK5ef8!2BO~E
zjvPuCI!E(kMrJ=Q_&hv~w4d<Dk?%S5w@1zSF1?PO#>>AdC+LE!?bgP_<@Om|_ruJS
z*Q;J6q*~!B7@`3JNOLFL1vrypfNj)(l&t;kJK67|6wmQAO4dw%%EIq)sP%vA)z%wC
zZR~I+y>Nr$<rO5`AmFYyIJ=Kji)g?(J<3|jpdrW)4M;LiMgz=N(ExcUwH8wUqxw|b
zv^~fU<7SlW$RDYisbGh3P~;)lJEQBgfRyv-Amy%JpU3`i$^J<K!u-Ibtga!WOyo`)
zR2Lc(pbHx0G>CQDj9S}i$=2A460sY^^LfSHO`TtQy|nXeieGa{av}8y7F36EplHqG
za!WtpBaQcF`l?fvEnuUKx=}9?zolA09d#5%<#M(z6DMYcf?VI(=c{3uoWH;N3hqrV
zaX@%DtMzcN^KuV}lOS~)prl5tL#s&QVV0G*LYXPY{Ss8k&Jq!?|LWo2X%#PWd~-EH
zFy7cXWToi8HWD|>=7&dmwK!#3hLP*0j4XClyDZrke1f}{e(~d!8W&snAQ@&Dkk|*U
zho(7_yOn<Cbs3*AVDa1}akxYx(hr-(XwAXW9X!aMU_~A6UGI7G=hMZbnMNH0b7N1P
z%ldp-y~_$v>6O$=BagK&+JA5eKLva+z<kQhqn?_*2%KwXZIAgC?dHUo#&ln4O+7RG
zJ^Ra@{46kNApLR=PXiY3@xYqqZG!TvD6j_z|M)<2!D9RgRC)A!;^_Bpr1tm=<i}(K
zJI|!fuZ5aIzOPbU6@ZcIRC{55qMCa)@{J5f=ly0t=R%nfTjY6#Gf^JHMBH6h&ITk2
zMAw%-^?Hl%r$6J>A-FoLPX18;=zJ#(4e$x-;xJ<Q@b^0$@2uiTRq6t+t$?W#&3scy
zL2Mg0>sMq~M~DbEQhH96494tv%tB?-mXVqDuL_Nqke4ZcmhroW*>vOnrp`khwnZx6
zH|<>}ktdx!KhE2F_%vVPyhiM`My3`ktWxkZI*8YiKdx>s;W?D^TSG!`K2JND18=BG
zS5xXkTj)Un*nlavQ;Ov}ZMXL!>*vE~^Jh^Vm79}jK&(rA;>|JeafT}zTn{px&=AQ~
z1Nhhhsiy1+Ha=n6$7wmx-s&9EuG}o%?P3A7C2iurFnun&sG#_ja$%Me5o$a!N7bgx
zCHUkMo*b`0MYwng7Gd34j<lk<O_Ceqw1+{$%GZn2)hJ0Vq*|Bcp=W5&wDE>LF1-@R
zzAC2%i*`}~`IvocNeaoUOgF$gd-)Q!gTB0X69%qpuEY@J!(@A+7e~wl8bE#_Gdp(e
z`#RNlhDJsoTRiz5uXL`X@=aa5r3$-Qa={wLg1)GOM`Z^7nIyBaM-;<gfo#uqsBsnI
zCG*A4O?7#zjW0=+kwGuvLEvt%_|tDZm?K*_STnOds{JaO{Hg_Zd@ceMN(t;Jg{*Ck
zno@jbLrahTZb@o6&U2)Bd7hm+QUYYs7L{&pGwzAh&!6^MrkGRBZ#L|bjO75zEFw*h
zsgDg;_illnVRchS5GSs1!+4l!_x2E(0o@Q{y3u2vUU9@m(a#V>e12#icPc&GJA_CV
zm%cuHhr{5LeBfv}c=XHt%~=*_f)?p2Uu_}nc3jUrEoFA^uJUP_6Xf}Go6|z&Bm|qT
zE%k2w?xlfyl`Fm;*-wJg?b-x)0|-BV)h7AxzFKGyvF*Ozh+1s&dM=r2as8j=gR>tN
zatOQQ>v=W&yIO6VG)=#<fb`}UBGBur&?__`uOOcHL3-;ki_e|V){hNLx$~Dr@lQVf
zi=>PG&C>d2PNW@|WMo2ri77rRO@;2Vx2p!|(WO#e6nejwd>il<I}2G{ul;B_HDxc3
zLtzU6(@ew7z?1W`oxjQVJVH~Sm_U3r4Nfxe3@JEF)U+dAa?;YuL#wrl0S3YGv>XuO
zA*YYTpXJKe_nu)k?GPFOnfk@wxotvt@6RquOGAqR%E>*mStK&SY7dg?)_;!NbLIE-
z0v|-@gJd4x*-`j?K=WCC2L@B;m*U=HBV~KQpMZK_pCiYb=}G4a4sRFL>QGfQAo2WG
z|M;$13*w<~Iy8bTI2bYqo{TWFHOCW&(@oZK5<QlffGXGi&ZWzWp6>pf$CS8w+KnF4
zjt!~z9@FE0stw1qHO0ifS}q^hs(*f_9Y?y-IJSQqo$bNDDX#KxCF@^V5PGqRdeG|{
zL<3mJ9#9Y7#rVt1$;LkVioZS)=~IRC)Ok^Z=4}wt!+<z<Et0p1FioasOv4!E-JckB
o*`tt(VbU6-?20r~E+5FgqXBhbUI}>7>c#XeA<r+@cj(3c0Ib<*w*UYD

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-142-_details_ .jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-142-_details_ .jpg
new file mode 100644
index 0000000000000000000000000000000000000000..63acb8d484418c2be607804ab401ed854d90d9f5
GIT binary patch
literal 7358
zcmbW6cTf|+-{wQn03t{)0-;K8p(9;70@AyP0qHf;1w@*J4pO8_uK__qFH)s<LkS?g
zBP~FvIe+hab2oE;-QBaZ`_F!7=lRU;&OS4Xox`pGo@lCSr~+_s005kS4S+=fUH}Ll
zJ_J5|KmY^+2?+^^h$$ZvKYBz=M@~UX$w&`kVx(taU}hKKWM<`KV_@Kt;N}w&78Ml*
zaZ1Tbf@K6mM8W@A1c#82koXZX?c>L^U={`z@c*;0KLKO}fM~!b9u6x2mkbAw3<ui_
z0R8j%0O!91_@BbT#lwH_5J*5s^yps!;t2p32M-SyAMe2feEfgaLI36f_+$^rS%eiI
zQs~(LSv@Jip-K4!Y)Z9VRQi+0>>_WyJ`oa8)6mk<b3EhZ;^q+*6PJ*bl76AAqN=8@
zp=n@fWNcz;W)88nduQ+9=mdT5?c?j`9}pHE5gGM48kU^$B{eNQ<7;L?VNr2OX<2zi
z-H&=iLt|5OOLtFiU;nRx!J(<?ncv9Sx%q|Fwe^k7t?ixNy_3^3^!ddl=IZ)CTsQ!{
z|Hk?^{x{hF!A16u3l|?B4<Gm+E*xCne;tnu{{f5eLvlqupp7R5D>#&ZQYk6Fwu_KW
zME{uTt=A+GHM{64$H{-t{)_DY4(!wa7uo*;``=s(0Af6xf18I#29O7w-$Be9CfOqX
z;>WVTtzcsm-cRPuZo`xom})b4Su6`DnS~lzekcWEI>(%JKLe?eocEa$r&Q~?&#daq
z8u5d#L@;5NQ{^0T27U%HapM+IYg=K@58@Xv4O5;7KhWiG<E(YvC>BdZ^*3oOU|396
ze#L10$vd((^2z}YUHPFOM;<51g_}}cN6Y0p+Fy26c=MDTt*Jz<-u7BqSS%9^lSQcj
zuVxKg%lo{Y8BQu)l3oB*32L%$@uA<yc11`hOj;cHJC*C@(c_@<ir9^f$uDbP3{-bo
z4Q`*MAHKLLsld_2tq1ePB!+}fhp*otOo{wT@JBt$iV~ga<!MZZ>V#l6wL=VL8}aS?
zn%3v<+D^$bs{M97uz;}w?fk-E>u7VCR~jN+{<R#Z@nkx>+uB$_L{?F_vAA!SMLtg(
z7O?(%tC3na(2<V-tUb*@5uf^Y_C?$Mc*YnV42ttQcdbIghM!b->O)}hKK&;%iyn{U
zCU!bXo)ffKp7)7~5~3v&@4<e(juA{%NPR!vd8A6S&u^4-xItXTGYmH1FkmM@z~Ku$
z(izFhd!e@WT*I}niI7W!QfLf^?$$}F&A^7>LGMSV9QppX>6cSjKz#uraoDJ`v4^fg
zfKj>3Q(pmzml=#wVhjjrs!^s=mwTzHiJ<xMNj1!G$6)rI?~*3*`<!>7_hS8xpQ=L#
zTdcoT#aSyfO)uHmldA&xbD;)Kl@=rd{JAhWP6s%{ls`?@TdR!&Mv(;barf9|klKRF
zIdM{6Q{JtS|4{e1qt|CbzAOcho|$&RQfuVR^WfB1zKR?Wq#b5<b>P>yV;Ro<TF8l!
zSYzK2>2ku7g>|-vh6?CL%rEC}#D_gxl<==6EPx(Sw0maOzqZC2jvl2*P2}(iRQ^MW
zejdo?&rZ`}nyAw2q~n=q?NksfhH)T0rw^4s9}K}%oVlv@Z=I=V1v<R8KYJNr=z|AB
zHX9T<@#q}NZF<fMXL|U?=X2QSAMT&@^r$ps$!dfgW?}&+h8O?Leg78Ys+e#G)x!dQ
zn1pKKCl1y*<VxJ{mp@G9-~J*DBV-V?D%0UXvtL3_T6?5=7M$1^!7<|-GbW*<&K|8$
zM=30z;T=qr4xQf1#9t-9Ul_vjT5-*8v^{@4CLNT41?-!Ye=waXm_%zmZSL`Z>($9M
zIQZiJVVi{MiFbUlTP><8Gz}^^(gb*e1;lv{fxQLdGc>rIG%E(O(%og=mODL?NEs3U
z=5Lh?)TUnfoGjAYW~K~PfeGP;R()et-md{6m@i`;>5p$C0vjVyJ`wJRN!PO<F}N@1
zm$?rm<^Rh<8^&~7DP}(FYAWG`P6SD?1cZ5%-54Mngl)r$WmO$3MD%ZK^L<$q_Ox*!
z9H17+>p+6L-+w@-$A89Z#r{MugiGITB2v1Mwb{?k2bjI3_V-Q2nZPp$+Cpa|#OY=e
zbL8VOUCHva;<6v#CO6Zbc7h2YnTlR0Na6~pzcr5MKJfE1=Ss;#dax=Uu5f(w&l<@f
zbJU9$zTU#|qRle#8vDPf@*yOZYXcE|yJ;vDXbZ1`_@E>f;1VBmxLiSA_e{@M@-E=?
z)c>3g-Kyv5P9fx<`aLHk91EaXHE;3B@?Epw4cvG54H2#YSbC^Y{TVM&6UcRy8>RG!
zSYT7>F1t1nS$PnnHZ4YApU7jjG*DFAKRNTN*oTCht?+xJEBz!#Q#9K=tr-L4+Nd50
zcOz66du03uY-Hg{wSCV$E7nPAZW;G*S+TU6fE@H?bpK-jY&)2yhwHc7y1j^h(nEX3
zC)@dGF*jEi%}?$I^TM*dq^yfvMtdGAQ2LS4XSpj4>rLM9mE=dy8c1LXmk9yA$g0~I
zhV;j0K2;TlS?2WJ!m1BG;r4J=eFPy})J2<0yp8zJ7(#M+K^lz|<G9od#6>9yidNa;
zdKCf;$)!@XRRzVxupF2)GSm*@K*t!HRXd1Jzm6a<=KiS{FJgsm(BiY<Of$pH{^X(U
z*>a#kQULj!oUit}-bm+?!Sy?e*I~=hj8ce5M|SYvF*Pdr{*kdj7}mUsah)69b{#5M
z=VU@Ou}z;KW$qlMp{Z43T=21{2FHgv2jnjyy_40Oo-^wRL&OyQBj8uMP%djCz#wir
zg|rtj#S^9teY*E6a(7L)Dy}+U%_(q-_KruQ+3;PSGg~V#S?Hiup<e+_Y4TnG{Zle`
zj`Ss*swDjDA4WavE)QI=@=es;@t<{TVS+)Aj>2n`8TqFszTw{(Ni(*w02aiDjvr*;
z=K!A*vr?Z?`bl!7EL&SoRIwR=C#Nl7z1`%@SSxvm0RO$1J>3h#=)fHNkF;UFe}7^D
z!msaEA1>u5*t2%{9kYj9YvwKM-G`W81H0mK7=IPzP1RcW3RvSxznp>X2`2+*W+c~|
z^Qaw<#5z&QhVMQDCSHy}?8aqCqLvZhTGR_f{|oMG`n6y-O#Je=PL|qd%ct|Nr2QQ{
zOk}~lxZ_6C_0P-sH>PueKSRWk?`%UpP$XesJtw;H@69e$UEBpM8Qi<{JK9pN4bNC-
z=(ZMOMjzK#C|blc6S>&L5}#Q-8DvT-apy<Cr#FA@^q}@lOy?F491g18NDlJTw|I2h
z4UwX<=6h2{u<oFvpGHdDaK*yx-!j@kLHIsU9#IX!oVFT{cIfM)Z+?+~_g~b1trEz4
zuXQsp0nU}J96@J@SxKl+UnfNM^(K{{hCtgBYO5E!xTp9dGIibAdQ#jUeIe`22QF93
zsk;2`Jju-|ty2l|=BONyQ^{m)W@_i{@$P(LxhKcfa$0R_KI$Q-ENRRLR)bo}m9EOu
zVm_Io3>wJm6+U;5d;^5g_eQPG!uV^9I)B8J$xwOABXcGWCJ!=S@Hc$L=YAw?G(glw
zhNkNF^TYz`<e2w;aERD{ji}g!&B`NNQFMQ_8ye#+e@QA3c}w+q<T5)_tVKlTv$nvy
zT{zO+Jh+LE<ff%)RbK^-zMA1^N@ii$B-)l2aGDZjRL(Y%Ra_?`_;6lT8b}RGTXxE5
zOP{;R*s7tKA-!$aK0?$QiSELC2d0K<KR!*t7@zWyuiMRV-UD^WHSilns(Oa~*xG*o
zJuG~bb2YF(UHo>Bo7dUkOHN56K7LaFBhOJEPA&3S!UE2H%hB$&lUe3a7KT9j%<2n*
z9iaqtwD6dC!hq4Cr1{r`g^>c;Hh)O6v$fjsf$zoW`>F371O2j+_o-zav=RQ~NqHB}
zetmGg$0eREMaK7T{5|!y|KgJlLYWN!Ov|W7V~m&L&5dO)L3aW2s}w)}ZroE|*$UWt
z)E=sLXF%Kn*0BJ%im&sk7TG>#Qa4R;1ZGWp(GUS4lhI(0!2%K&I^INfo3(Wdi4$kf
zPRTz#`u1ZA4VB5l(|#tMef!bpdNzD_tgb%PpR^TtR_(KBJF2g*LHpzduauoCPZ*!V
zj;zxhn+?2@_LbvhpveO`N<K<{s`=DUvNE=Mz_WG|!*a2QIk(=mR>TM>h&D$RCTv<u
zW5jA}n9qS%CKF6g68Uqww=tnrxv7tqfky0ID$roIc2x0VNRuC&H+le=x$!{-+JQ7Z
zyNu*1=6#a%%js06+LlBSKqc2-`?5|;V9>(vlB&kDxe#!6x_(L(@&5JFlxb*^uT7HL
z2(M`MsJo3@vT_<3ehsY}IUrVH)Y~Umpe@<vqBUcRk9_2nCv25pU?WIrlXFNYn5vZs
z9^}hCv+&#UbCGs&khbLV1^2@2^T7{hWo=C`hoO`%0!gY*xjZKf3y5CUV?JSFy3;=W
zN!nqzqGQDc6&GuzXm4gCJV}`#UJ1Q^fz1lfFY()5yMY`xi~Efg3oeNXf)J|bcYSX^
z7$NDAe<wwoyHP5U4{2DU|I)&`tZA3$3Kp(jwRy&pRLosgK=;ZkwbMQpLb9`A8OVwb
zj&IWMQHw{nV(X|!yziTvC%2Mdv5W4@!{~9{?jIlYs^nukSa-Bm&tWJ0g=a6l7{jEl
z!tC?=pbe*2KDxNExPGi<^Sf98r1QpHCimTKr9HkuJcr<C&M4hgS(MUbmU*P_jHvx|
zLq{*kVuy6@^T26uU0m}APuWvNcINNjqXZd8UG2!4K5B&1*||{k@#Q^156AK)jg!c?
zHQyVBn3f8Z1ot~;SRa41Y+2(i{qX*Qh|$(@e4~@_X8%gS258gjB5o~++U0PDnfOol
zVc7Mo76bCEOn4xk)I$-@y2@@ZVAmo8wt8;TNaxJ0D!-j4W@MX2XQ)M70UfaG3!J$~
zRFBJ;xu+V@a)@JlT!>rZ#Knq|k_GiSmM+BDNAb|bL-(K-dYD$-54O_C##=UH-&a7t
zLXK8SsyzA7gDei$?wdj~3stv;Cu=P!YSp`S|8CPyYq+^ZtE1ZAZPjb~?Ptf_puOT8
zxhAJ#!SHh~5=hJLv{%w?#a&U70N0_(Hl0Dzp^8UjPp{C&&#0&}C!Y4g1BTpp)`uW0
zfEkX*D03BprmCTtDDLZZzMrHz`oqY_HY0jSFF{8r8ifTg))3#128nNIR*W+Fdd`^0
zY&3|6Gi|mDxyPHf>rLFNHoGpqYl#!880)ns-k9YTr&iOO|6Ka=YZepLSIEhOjx9X)
zc*Ic$O@_Y#*M-;_^V=$dfnUtmCThi)QnTs9*StYWw!}e-zqU0!T$di}YJrrOEhF?b
zx~h3iXW)9#nS1P@L!lauj#+Q5-;ZVQM%q^XCa$Bae0+V`HxtUYQX($tQxlY1PDsAe
zd0rF+`=Lhd)XLQ=tO*XSqI}%4iPn9@g~O}_BMQkZ1y+Z{u5b(s60@`T1S%nqHxGQt
zu97uTW{WGao?TTqoVPF2)Dr8WHntIpWp)U{tZW+jv6^9b`rS?^ve^DEkz9lZ`(Le;
zcNa;%l<CXbP0uJehklih!=0RHj;jkrUwRm>XKsDqYeF7QXNx@C*Yks2E1xiKO{bcv
zcU4vB8HmOiBlxUYl6N=bn&i%(rA-IbIG>8=Iz`0ojoF%5;w$yu5H;GpPu9w?B$w*<
z?^7;sH7yn!h5B+bYU|$Yd;y8b9;=vy_D)oWby3-myo+Un;4L(96xJ>vep4HmH4$#M
zMW{-zvzA-#*EmXQ=&|G5f|+KjKGk`1S&lRj88BWWza(cNqN^4mP_M@UV=llU&_#r^
z*<Od)D15&^WH&oJgv}D%9Y)6<#Ix5!y}6*+1-FaTuo9uN8k{ejKKNi$V_x!mhRG29
z<ssZ6gux2$KFOZq`itcFj`Q&0k$r<gWuwD^f90feygX7_uEII<oO)!boAiCaU0wqE
zt|FyJM)HDKUUR<T#5m@?Pw}nhFO21(JlwBdI@^GlRYbz7kPZ}DDv)n`xLKbMk}2F&
zzvVSu<K_Q7vKdu$Vc*f?Nj%5RDk&@eUCco_+_p^K{Fq=PnNPO<Zxm93_x3Yf%bm&@
zX@40I)^e>bL4=5h1)s94g68cJL1`3N0N*TLDWyqj--(DxwD_pKJInp?z@1b<OB(BA
zD-mF1`P>X9-@y$oIssft#RAauXCmLyJfNYA0kgG!NER`81|(KpCxmGIeuU;hWYA8w
ziO|X)?yfw7xBFx9s{ev~YZIuuwkG)Lm<WIU{X2gizZz3@$rVo>@x_fdfd(c@jv`&0
z$EdmC&Ba1CEWo>;D@x6bHr&MJLh<z>f2={=59R8P_~z1*bRqy-9A!vdQ|ZXOxcZ6V
zF#=U>Jf<LPyJA?ma#LM3S^9meJqg{7a}^>zG9x<Cko<imf}KqBpptEL<5=bx%*$Sv
z{%U>bH9)SUI7&53JFzzOH-JTBPee6t9d4lY88t+{1=1ju&yhY`17uot&JQ$8N~N$}
z8O=XIz08+OdXxsC9k-m}w|&~<68@2CT_(_YseL3MB0HT3w<2hbl!~f~*EgTFUs29k
zf(@Z^V7$|HeBM^;_etF5G#NL^v;{?jJbH>WzV}AWn-K`CdHFB(^TchXQuUsSs1ow&
zIG&x;und%+zQ15jJZ<=cAt+dirJfohB>BUdbd7Ak_^hr-@$t!<hgHL^jyCFRMCy9U
zYD(JHVB7l1-#h%<j>7iIl5io(YTurPSaBpjRZn=&v2Oc&J#EULqHfi)asH{h!(ZzI
zC`+3485>!Dc(Z$ZyOz31U%)@&^gGYWfC?OEbBQAaU02gbd_r;**)p?b;NZ&2-m5!x
zF&Slln8<Q_p(zGZuoxL==lAsfYj(m=TW7C1e|l8$uZzB_Q7k~F=K~gy>I>!OWw4BU
zo^<sFmVU5VKn#%akz_kAdI{zRGRMO7dB?X*WT~r@aCC4O1L*@TX<nrhap-)N_X`$1
z?2J$yUMSaC)Q3T2kP!p%YI?asp2if0EwRLdO(FFnhU{yq+wIT%_N^+i+1ocfphMuv
z%zgNP36s(tRK?!nO{MK+L1s_?0?Unmo-*e9yX9&5Kk`G(L8VhIc~q<LLq9AaE$Yfd
zz*o@A<ebV2^Etko;AB9ul$f+lC`8i;6}t`dn~!BuYbOA3?ZzWS^^!dvK31TuS(0Lk
zgrkP46o9~qX~1c;qzx>;0`*{8z%n*9I$_tsntKIZ!-+|NRyGv7LQ45ZJcQ-mkX}Z!
zol>Ir_yd^Cd{8WWai6r`-A>s>55ir|yVrFE9}lfgoC2AR#RJ~_Rvj5rQz>zR_7rM4
zO{6s}T4j)gU*DLh6#n6!^b*Roph)&(n`&zM%Ym5g@Aer?RNTEXaNPteHT*r=j9fHQ
zbK8nmq@tVqn`hXlt=Uh_BQxD8wPKiJ7X!(cRq?<5q}4i+_Q|X^A{N4@5|EZvWSt`?
z*sw5+AF6t|4~u@G^aUX`&#%FmCf8pnmL=S!AXQy$CB(AS$eN!#Z^*z^)(%6Ay|!YN
zvf=r;k-gz*wyoY;pAuBRsW$tt<swdfJLQ#nEDehUsiK;Y<lOcq@`&#<xhkFCcDrvT
zX+MFBD3|CCdMkNX!$^>sK;yF7+~QrzQALDo7M1c&!%a^Fb69ryS~|OLL*Z7s*JX6a
zGfbgDriF1UwMSTepNnVGj;?`a+~%-Vy@+&0?W>})JvHc&i6GiBc1kn$sV67nUW~;+
z+5w}PW}*Td;>=6ea8$nI(?dNOb~mXHDu!NkFh?%2H8h)$RN%N3G`wkVY{3Eyc;qK$
zzv{=PH1DcbnQ>EgOB=SAPpWKdGrXw$u7}As)|e})wq5L#5fMt`)PbH68$Pexp+jeB
zeO8j;8ls`KBbGMdFUJ72zM6GskcfPdq?#u-*BoU??y*`D8Fg7Fbz>i2hNxJ~q$^D=
znuoZk2_PXi-*u$De-^Yrcq=nB`JXdgt~K;hw}CoBQoRo5t5f>Hw1+NZgiH_*xzr(d
zfkKD<edT+W9-H3mO_HbRVzYjsMUdv_sQU}K)TgX<D`DqHD*cnr<A7M(J06D(zMgnl
z=%^jguS4IfbGdvywT@_G($jQ0`S@p679Y^2&p#a|Cgp<YDMyiaeKa#_=8X?G@fZBc
zys^G(+0a}VR472>DI2sa<x6iB{~8MzIniz%m_;6=qz2X37JF|pwFOthY21hxs%hvJ
zl5T&URSo|kwMLED{_u@UC<RP)1+Md2vTL!RS)kX`F$cY~UfRAr=0OQj_AQZ5hy7QY
z$-s->uVzb>em{Py5WmNfIklzV{VG{VvC)QM<_8AayRgx}g&r8uHM1^VwX%-*AW^oP
zIEY^rDe-2VG0tH#pP?oDKEb=h&*{>zvEBc$I5pg3l*r94K_+Q8bARPT)O>nw&N0E4
zzl~33ew*PtUh|O&$8lW5`A+WE((9LytsUNPbrXkG5GF&Xm^rS3ORCsk_3v~Q%^Hzh
z;@|Lvx5bcc&a~sW-;X9U-yGj9GWOjCl{q+O&m4=ssReQEF4S!|E%X^|%fUn}8pR(P
zkNiC)o68p5G`b%ukNYM#VfdV?d{o^osqQ2d&99F4Q6uCV)x@w<wVZ7Qxf!tyP;Le%
z4J?l&?a#aLD`uoj2zDC$ksY+bBdaZHUXgv4`2zeGtzOJAQ`amtu4mRc-<W0)&Bn<%
zM8DUQ3Sd~vmMLhmi4F8Fn)8B>x$y`8MQW#z3IpG*An#+=0`V#qG`wD_r?3gTeZ&>f
z(=P4uO!ey_-XQ1Y+3vYpWe=1PBQGX&i!tJ4OmIL3bL|9p$7q#SwZy_iZc@7io89}{
z!g@jE-s4Ynl<WB0ze(N5SmMgko{Qz#xdxUFKUcRN5E`h$8Tb$udbReQSPg*QrmZYi
z%~mfrcB%DwE0PxDrTSAy4<%~o7OXzb85>-0ynqH@<-NtUg6t4jK=r@mtXQqmp>Hmy
z>wR8b(;srO>xczd$zPansQs~q+vx@NCk7DMlE~@(@^F|l{jeCs!-)kXbat08R=61T
zUnwvoda9)j`Kn>c|2;MOotjaYh{q(GGf4zp_!5`8dK!GeZ=cj22dNm!?;mzVHUO^?
zr8ZE8t2&c`l+qGz{h!L<k3wh}!_&LVB9Kq%7pW+AhaMacHMl7ZP~-`#T5{S5dSI!?
zpM3C$87D-uEiFZ!om}>TYG;tM&-4)yk}J|qtF%1f@7a;%-C@I&qUGCG=gxM^{_^|p
z)5+xa!hEt>XB7!9y~oX$aH;!q)lQ$<TKGt_i)lW4$^j2`q$CCHE$~^r;D5duuz=;N
zefRU3gJ=Ei?K8uvVZ*P$=DNDY_BkAO*5bOt!_Z&2Ef#qgbl%<2w?8L`G<Q%+Qvt|R
zZUBzr{E?9@nX<>onBq;jiJ1I3ubHrK(FBxQQIfAhL1wj8-`#CxDxvjd@JuF1XpJmA
z=~ED|+`dj@6Yx@@v1|>lHTBK9&C&d4&WJ@0jg#t=Sld`o&#eR8)!^Rj&f;3n{Mn!*
I2s{5j06e%i5&!@I

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-143-_details_ .jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-143-_details_ .jpg
new file mode 100644
index 0000000000000000000000000000000000000000..86058096592d3146b1e2f6444c3a49796e8178b2
GIT binary patch
literal 6920
zcmbW5cT^M3lfZ)k0@9>OuK_6mRGOj`0SQIvy+|=Zq&MkJP(UIQ>4He_5Q-9dQR%(+
z-g^l(Kp@BW_q%uZ-u-oVvv2pGncdmX+u3<<20wvc0Nhc7szLz-1ONcR%>dx10g3<;
zVqy?65eWzcA|)lcO-@HaPDVz~L_<qO$HvUT&c@8j%E=?b$H^@OW@Y7nBp~$Qp}4p>
z2cMM8V^L`lF>%p<4j~{VB_$^#XQZHD6y;*&68%35{x^V{1P}pO0TOTnZc!5esR{5c
z0FIk`5)u4M0RJfjw}6C1#2^yV+hjKe=sSR01VG>|LLd<lA>oa6z>OY2NKHh;^-!Le
zR@(~1?Mf#a9GyV|Rw(~NuQPbSBlg-Yg!J}Z21X`k-g|uf0)pZal8+usJyCqF1XWg1
zRnyheH!w6ZHi5yd-`KphwR3;x;pye=<NM)bXju5C2t-V5Tzo>}x1{9Etn8fJy!?W~
zpT8>5l~vU>wSSviTHD$?I=hC3M@GlSCnl#BmzGyn*VZ>Sw=joC$0w&}*z=2jxCj8i
ze`DRO{|5UXT+}yQw+IP=grI-82yS`ZOdvHO5!XXv8hLGyl`Ac`XfO$#LUcy?A5yTG
z&H?>vx53+YdBhiaG5?_bi|l^~7V`fh`!BHn=9&VK0|{;(4@eD=1Dw`<53T&vu@Dcc
zGAXXD5OSf%1GqFs+b;<40B-|2{|6E@@!weHryk+~9!*?o5+n`GzvzHwHc|ej`QC4~
zh9IW)KHyZz*F)=EAE*?bQol$F-e{WA`Y_nUrQKM5OT@p1CB>59T4G56!(vwJ3ECN4
zupwi*&dqGZB-Da^z%@*IGt@A%ltAJi6YQH;znmjK#$tdt+dLEW9ug1mM`B7-g{1uo
zw-RNQr$w@avXSww?E`ve$$M3HgjsskPro}oqB<yW|Mg2i9__wCjhaeDEN{tO9Cvzj
z8-1-Y<n+C9epC^7e~d=Svp(s!bkT!9S7N5g%8~o`(MBk^8BYypohPs&M?WWhnXEzc
z4Ic0@wPV2{k?$({S{x6+syN^Qb@x~CfbkMR29Tp!M{$8c%2;l^Kz;*d)-}yjxjpss
zpp%W8Z880qKd&vWd{?6cvTu+7NSb7mP8BQ<WtzM<mBka<f09qzR_pMI36=&LmAg3U
zttJokW6mBVS|BG-OiB0y_f%~2_4GV<#{=fUINRmcDZh8BP1OJRrC25kX0vN?h3lNg
z-VJw>Hq1*~{C<6o2W$`F0e^L^t|o)_)2<ubw11Nn49&U@rHQv@3<v$yyiqj$qX4#?
z${qDNU#{Z;rDj{xA_9SZXtQAo%J6F%Kh~h4#Org8W&Qj9Ub(g#y+RCx1TpmT*KdA?
z*1EU4&Ouz5mCRFax1m(q9*O4=N!fYqVuGGMb9W4Aza+bsAh%$yAPqC<!voms7;yG&
z&W%QJ2N+<~Ugh+6y=QR(x1-to#IrMf?4OJ(T+Q4K+s!6Hf1^Q;oSglu!=`0(0p@o_
z(Ex#fH|bX&sVwE_-|0(F&820QVh7C?IajPS)dWXvjS|)P2AQjH-gv<8P%B}lt$ECf
z+&o9e82!6`_pjA?IX?5P`DC`qj$?A8eS=kliE@|1UWSjx#vVk7SgVYr-0DRvN&6HS
z*|XoRHGT2PI%du&n~U`!@Tr^YNe0P+v>2fma~b0K42r2^)4=1?(yx)+FoHv<XYgjb
z1n46iXcp12BVTy-D{=IM&^>m&9E2%^G38A%N;p3P!owj^liP+T`JPiYgNK3;FFXM0
zC8M}}f(i(nzvgv&umd!ZkOkWXk+xGCR@|E`olLv11Fh@%>3<Qfv^)K>DToI=)Ry@s
z-2bY|Imr&|1Q7)uq0DDnt-~kA8dvHHati7SLW{D0`^eY{7&a*LY}1I<5Gd=|ws~74
zSEH#|-F43BKRxR{6g=jaDUy}=+T~tx-$CN-pXhOpAL0YWCeHzSh3UF<h_Cvyv{nnZ
zwTK>JaxQeMja;;c>Ze-{_iADXYOWxIuTG!u_z6g?CXeKrMm6Tvxatgo^C;0Zy>^b@
zZbudW)@iBM5`+vlZqe<=s2d@J&9<LM<<-2FMO!}^^=_B2@)kFHo_(B|Jo~mNszs(h
z<HQ1chzA7UZqZJj9?cCQ<2<7gdizRGjMdH0z_*p@*<!GcD2cS8KiY=iFHRdxi@mp5
z&2DVax#N!9Hs@UgK}2#K7&#<+v23yi1|U3uP2xDUELrCIhfG+8v@qdz`EU<l`GR#k
z%>+x^d=an{yGix#u-=iq-K9H>kbN$!C_U;$bLXm^w(R1EHo>TjwmSFgX<A&NJ=D+i
z#GnHnkj-JXFv6VQR&4Pr=%nDDu2Qv|@L&Ubow~-1X8P0M9|JbWCG3N8u3UsGlJ+CV
z)AD``*a<h28RQy7%E_LB9?3D?Dm${%7~H_hJn#e_>P?8zPwq3yf$|3$uoc29Xna$%
z2v#_JD_JDcoaP1797fR&$!&<ruu%^opgJF7sgct=VO?=}0nrvDxMje@dP^Y+{biBk
zQ<ayYy-l&B3mzb-QAiht2fTe(l3gKH;wwH=02)rt;wBgfjQ54=ck&SI*%eo}$#3fn
z!D=*}Ea;v1Q;uKDF^35;NueMfM726vh74j{hihzX;Y+s5yJSN)xL$MWOD&zEXpopd
zgh;z;YKn-nVRqgjJ<KZ02F;pk)pJQNf+qW8!(B&_4ci+h3vB6IAF6XSJNGo&YpXV`
z>@Ghm5z=gh{R}Iw3Fqt2ueuZz?7Ce*X|m?EV*%U{JQP+G-!h8uE*Q~!7^&Aimh-;Y
zCo@KaF@PUsa1$18n1%i@BhRC+N7!)!oBTPW<&LBf_VQFcWR5QgsbWE1E_XC3hw`b=
zA-+}7(pj(pQ{rRO2<g`yg1d|-o84YddkF66uf_vT#&$C&pOOlHd=A6`T<jyv*ePB(
z!NUyR&VD_$ek`65VXsP9wz=cdc<-aBcbzWDgC^TI!0oVWbbJxKm-Zrg2IKN|JIsgD
z1WxpcvG4J9NV!w{_cx3lUxIOv0=0{*yQnN7BmYkBi=_sOKcb{KFioo3zUKH%1~q^2
zT4N1ZpnE=^gL{&8%`^Phw_WPW4*oc0#lC`mFS~Tbt}Fd<2R&=La{g@VRd+Z?Nf65T
zBQSC_vc}0My0hpqL}X1GCZWR#QtQANl)USu^r0^YheThg6s(T0*vP@0q+!c-pNl>o
zIS9#Wee0@9$EjPFhGkY@i|(d8ySvMuL_2ZFaA8>BFLqGutNd}Px(<4&KEFS60UQXl
z=&PBhmZ?m_)HNSP`Y$~cSx&j7LhqZY@m+sVc4Xc*wrA0kUduCjLrFoXJqC<?d;0-M
z?Zi6u@km<SeFaUrPRAV^j;4x;;5{vyqx=!4_BfFrE_shZ8@3(-Ys2C%y3vd={ND=N
z6(=qXvpW}2f^IJrRH%yGI9A+^*m({l_A+v2OpLZ6bnZ}n92Usd*aG8-7oY94Wd}K8
z?pq8mdb2InJmz`9jhoLU@{$E$gs+?O%qlZswy;=|jygAzeRC<^xcMoRE!~?X{kRr-
zsX6&JB0uGi(tP=EpXgR*Sh+ikqv|<d7Dl?pK$Ic0U45lsR%Vwry9)CcC0_JS%a6Hp
zjZ~S8<(_;`|0OD|bPxOmlp)bP`@m=tnISRijeye9z3CeT9+fES%f5>Hwgm+(n+MqR
z>a1r#rOV2b;7zrJXPreGXhQ1Uh-b(2ws(K|#i@nlXg0i5^Yut4{Dy1ZRHC_BJkCU$
zGBxy@VLM{v-m`Q?FMHH}3eydFpzgi*c`2qOVJc~o>s-gd%5-}pNbPhUQT_|d{OWUc
z#1h|x4aZocf5IrQ0wbJytga9$I+#)xtDLROX-Oijw|S2e(pxd>bgA$aI$a`!2UG_h
z20$u@(WdGe1i}@;;V!<VW7UG%uG6qWdJ%05oZYfA1s)wI*H;q?w$km2{_rZScEt!}
zp5I*B#4%Rm8Kz9EL@-{Xk+lWM{apW25ck|*(l`#W<Ij-aZY8th#!Bp><hns3^Tc2d
z=}6zD(J!X>5D261;wWH)I2oLZuBnVl4%-ECH=2rz2A&0Vcl-e+ZxrJMTqcgzjIP3a
z?7JkS>J1lB7MB`e9ulm60<cj4aI#}xHXJBY&jK40A~1t@6YTF%NTRaH=3xU12Pg3r
zP}Rs7BEnSH3&UXh<RfonORyx#f-x?ilj%1>dF=kH*8bK_=XZV|E6ct(lhH%($4&1K
ztfRblQ?rDlO4$xSinc$9gTvvh!!PnB1HQ9Tlc{6@ETM(f#{k0~Jm9YQ^c8LU;as<X
zb#=?w{szeTZ)51eY5ql1xPt_UgeRHalWc(2DE0n<Nc^%C3O>S<`lyOX@2@iFsZ@^Z
z#KHU>f2}cp#q2K<gIvf}-b_As>Y1_8yp|?b?31=pi95qe;>J~`6)UB%R0`kRh=cZK
z6Ok&)EJx>PI#cPSa_;hLOuz5CtmMSBMea9}W`39KASyh-<a2uYTH-uoy^SB_$(Fqn
z)xjT{e2!Fgd8*blW~FL2J5~K)LKTF3|6;3^YPx9o^n>>5eBPn!o-k;vE8F`*v+S*R
z>;!d)>9z!h#K<}08kSE?Qn2fLji_WF*s2)P4m<v`F+lQ^Y*gQ!5OK+R(83<pFx_l%
zH@$8+r*=FSjTYvQBFQ8yKjEA39jOrS*C778LhWiz3LA-IlKb-fntg~*M@y9y56J!J
zJ8KC~i54x0mUUQqbEk^DCQ*5vO+F%Su%5DIVlumJIG`*5|8g1@n0HuQP|r}X<th68
zF>V#{@&PC|%KHR`l3l1j>I~_Hl$%ki_Ih2gDr*dbzl>8t*O#$KiN1mYv5ekUc3Ro*
zKJaM~Ve5!+8wEk$$1;$O2%eBdwSF3vhUR>UME6A`mHB$_a3<lIX54jLD%&xUv4`|C
z4tY)8Uf-PY<^X0FbyUv)hvL!gmKv;05X)V3Lx|OeTi!|jJNW0*Xd5zt^KiC&)MY85
zJ*F4!!2Ap}r$Ca4f*MRD@&@!9Va8>dJa&fCS6qDh<>I{)ax%jxWPV1^X0bKK@6J8K
z1EO7<wtohh9Ko0t5Id>sf)hub+#s%SnXRt~KS;2<Ef+$5)|Vr{WLa-8VS&kt0KWHB
z!d>)vM=P6()56GJaeMg_@96suJQWS{Y;7|I93K5_G8Fnz$`OYpdKZX@;`%ifm{9Xq
z0LtE(VoQfFNnFn6Gt>R2gp9bi+Al2K8dtx+Fzv3hKugp+Gxn_$0)w{%Tifz$MG|70
zX_9Ol^HIZWQ^iJ|^r+89CUZ(|)(%ghq_^v>-RJRu68j$*o&w1{<|0rq!yC}S#Zqks
zyU`J2l@A;Hhr%BQQ>*Wd%*E%q4+g8*3++YE6b8@>@b^~;cbvBWVC<G*K2FdU{NedQ
z3(Bdzr}6JC-(5EQZ(*CeGvbaFNVS6LT`u8cF^@E|?OJJ}B?8`WkB@d6t#JWz%xeZ?
ztBvpw1+n)EvF7KCZOQ7w_jw$nCi|X<UVa#>KQh9o&1@wS^FP-nhOqoOjHDE+urzQ-
z3aA;1`!g-6+c&!?3y4XSafpj?d__7O;~=w+9;SZN-Z{#ETH?u6DAd&gVqrQv+sZpN
z_dS0&!N55QblJ3Mo|oG%ZDL&nvby}ZKYy!cZN%fvpjmsVPh(gO75iI5=Djr9Da(EW
zo_m1@GD_~Q-j#TOMw}0FO?hKxT+wRzDP-WT0vL9#*QUDjh=pA$$kElB>qWl#J=Qzj
zi1kttlULpE={!q=Fd{`6t=XEq#|b-x@WPb4r>*{z;yHQIiI0U`k5RCKl+OkS!p(7W
z%Aoh8C5bPwJ}7%x)&L6)y=s*e{;}<7KDOU`vhjY4ym5wsf-%ae;@%lgwSRZVwlkGx
zq)*-w<QC*#AkvbPZ>5;9dj!GKYNl!eH|-1Mg&3m$QV(LKT|^-ocz{yMRFCj06NQhQ
zuqa#1Tp44(8k%j-H~B|bdDq)1inUnFB6rGrThl)6%O<ba;LAQ2?Dhdp!TX9i_4C_c
zU2KqvDi6ikL!wP-X}jhT7u%&J;=PW5b9ztpds7-P&&Uf8dL4E4MS_R%U;SKcCx{5E
zE^6qTSeeOV`1HXCg*1xdd^FImfL2m>L6@JBGF04QcSWws!xfcuFWpOxmYm({2VWL3
z;2itI=7)PNw#~h>5Xa7p3)p~QrmL-+T)3dGNBN_m+nv6gPI76<3g8m8<>>?>f7U1W
zLm#75l9XxtrD(?X=UlzF!E?uS8!WO)v#+G1hdT0k#KU-SzD!XF#<~e9F~N*+5aAro
zLE47MY5@KSJvns8YQ=zD%dl%}O8_A*beX}jg9_O-&nT0K1ck{tnA@)a4hHi6GEJkp
zW_&f<<K)q;jA%`Ci<ve?rn9;3oA>8!)V_(ngJ>J#f3{cDiPMxYtBvRc_ka&Z=OReN
z3d7%>8_RC+xIvJ=21>I>!IkeEoX%HvkrrKz!PRJ0u=m_U9^p}{$Fifp?S4-EDKfK_
z^txT8_Mw~B+RG-D3iG<wGV}P2dfm*?KD`~8Y`*ZKTs2yrhJQDzX?^Oa!;)Y31`5Vx
zYsBB~?E5Ce#>dJRGY9RsMDjINOAL9_H1{?poQHScnP}1-Kh8=_R&*Mysau*=z6Ac&
zq;Kj5bB0i3Ez`Osmf77yxs@z^f#!9k=9BYw+j-s0-DRITtiF=2L|+)DVxz6fV@&<t
zkujT*1IOP}SR2^s4CF(=qEnA-Z{JaLkYalP896RWj8#S3THe&%Zt1jrE>A{D_=cok
zypHa_gV<=Je&y}-1L-?dU0*gNoDs6LCq5AjUG7{Ss)5`a3s<@qD>&cI+F`8HKUNM`
z4rNwvA!6z{Mh(h*!QFfAqRZxrSn>#fPM&c5lJ^j<5X|%Ys<FI@XiH%c$sT&JF9EHs
zPq2L?>8+zFzo}Qk#zWGP5#ajLwN`;{uXA}WK?V0KGQ=-<s!pf8Z}#K~$E~fq7n%rR
zG)vi>QcX8K6Ij}CsFFE8x9Dx6fo}Fdb%(WFMro{NQat%Hmv%m2toi2!l%n3j=^7_*
z{rp1(w;;hJ@hU-~GnZ>@!Ci%?<GfbOET-=Xx2vvlRs!{#oPC_%)ukuF+1sPFUiI>(
zM4gDfqMrNpVd?$#G0_)zy~LBb+bu`7&sV&1AuLO)jFt;X--ullU*Bu307FCv1CLh@
zLyq52wNa`c3x5ivry0y?gQj1VyW{UH`D2NH7d5kM>LGl>i#%+l`+c&{5Y$1`w4E9B
zWJSE2aevQ0>p^7bY-GTGjwiba9`F@-(-l%Gxl76uqL(1qTtK9mQRtWS?#X2U^Vq~H
zcxG~IX0%7}1P~NzP}#(gV9x_1_qM*?*8L=G5F_Ro>(sF@OzHkow+u7%BW0B2)x@^3
zNlCC(QMaSSXsz059}iNRHEQx0B^C=M$rVe+fI=P66Fl71O+_u<mI3l5I&**TQ`ow-
zxe-47(e0v&2QVLxKfJ&H>Z6|=@^SmJxh{sG^{#KEYTo8vOw%{%>2DWzs5E`ihVk~*
zHLR)MSwU0T0qRa>xLuJ`+4Ej2Y*J5^XwBA8Eb=dUPpefrD7g5CRcueqeM($(#rj_I
znx<|>=6)#82d&6WUA5OKKgJFz(=YVD?>;$G9yJKi81Gm7+ZSjpdy`aFkI!w&nkwtx
zTMsr1>}dEJ4*D9Gj~=5<Kg-kh)Wnd=TJv1!OSnl&I~!xPLQUp1+jao(b`E*7W|@W#
zQBCotx6(0&oXN-i^f<m~xL?DaRn2>owa7Eg;}TkE$k@34rOZ`!j2effV%ykFS+0W)
z_lpxc{$BU1;ZAYTyp!CO$C&N)onS6wXSX{kN6m6rL*=KoQzi)?v-`4GI?fp;ZfC4%
zdT^$CI-CGTG(44{(mmc~Wuc?XKO-csh9jf*Y~j#1L@HKuIUq<XnngrPN4`W#y<<~L
z<uiG>+p5Z*U=K5TwuqQqmF>@;{3@CU&9cYiWaZ!3+md5nvTBdm20o1or78RBMb#Wg
zTw5eZV>D-F94X=_r-&W@+DY7^MGO^G5wUrXi*ntVK@92#Xj8Hwohg|V!Nj0ysca$p
zu46oa*39H_w{+lkSK8m&E4fxxm#khgzDw=YG;NatzH$~eYIj7GstakaGSO_q)Ebjs
z+FmLNPGAVCvN`r6WaDU_-do)MqJKKHBeFs*M`ce;$&=>yDwZw3kY^8P+!r!`GHU;k
z4N{G9#(mz$176+K(Zo%jDbXYY!_LWV+kD^B!c4a5Um}>K444SLN=O@5y=2*MVqU3f
zSwko(v&;0%&hIY?3zVcld6q-Xd}Obqyan6dcA82XsbJ~%d0idTdS*DxTl9V~P^^cq
z0clvJ{DuXUK$Qqei;Kl=!<O4|!4*vxJM$N$rMK{ag!wO$lbLGmg<Es{qc~MZnP!#2
z>GtL+sJFfhRfF4yPXM;>+?CQ|*STlc^}Vp5?w=!~V;`K>eT?CMelHbt)6SaBSiX6X
z<>_5Sb|$x=H-QH%@2y{TDMCz($H?c@K2)u}o&Wl`E{OEicCx>y`6r7@I!S8;?8xRi
z$%}8Qx(<oOaqJ;ZYMPdp|2CbB%Ejw&#bTRV)2t6HrYj<<UWkYA&$E7*M{1ja!jEg#
zf=f!G8wVi_K4z=Q#ooxPn|ARy2IXggJ=Hw37mQ~a7)sIZx6|%-luKG=is4j2N^`hF
zqfc{#*XkYWQFTn0Swj`~@qjV8p`z)lsW!*M<m^}>h(muy-pb=%L+2Wea5M}iKgsn8
ze3+{So$=zMhg@wH-Jj#w*Htkr7t04TZEA_bi1X+=1t!c|T|)g<hO!vHyNQ9R_EL1W
znE1;|9H#6IsbM`=3pX*!@#S5u7sBg(uD$~$4eSG!c~N%{;gII0HYEBsNr}Cz7M+!E
bOFh~E=)kqouUA@NHaUh6ld6bz{N#TC?Al{|

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-144-_details_ .jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-144-_details_ .jpg
new file mode 100644
index 0000000000000000000000000000000000000000..5ce027a0f2485975bf6246947a07a98ec77f1502
GIT binary patch
literal 7184
zcmbW4cQhQp+wYgf>Ov4@5xq;4)uJR4B?QrXiC&`DB?y9GktKSIUX~TTg+%Y2Rafu5
z_j3K-_nv#txqsbzzjJ2hk9p2>=5uD|dFFYTdRPQJQIvZx2f)Ap05BdK;9(Z<7J!R`
z1H!?^1%W_#c)0k4<V1u71ccONPf5t>Xc*|}Xu#m-EPU+GnRuANU=9&Zo|pVWLP8Ae
zVv?c)5`2O}0{?M>frp1jNI*zML_{UP2xb)cf7Zi404XjY9Iy(+U;<#0VgN}o9@+s6
zkNd>N_%8wer!X*qSlBoqTs(Y&M}z7o089)Z5EBcCjg5u%Xzlm74!|PCCS&A(gY#7F
z6Nt%$Tp$phh082c-a?^1a>ycR<{E^DPx*|Bnue8)or9B02qG*ZDklE+ovfU^!h1yx
zO)YI5T|Iqs3rj0&8(TX!cMnf5Z>Uf3w~)}V@8J=#aX;e|5|ffsvU76t@(T)!iYqFs
zs%vWN>Kj_y+B-VCx_f#@$Hpg6lT*_(OUo;(YwH`ETiZv+C#PrU7nfJp|KY*_0RJ27
zar|$v|AUM4kqZ+G3y1~!4;Kce*JB5gVqr7#<B+{k1ATIN$|MkoOD+S?DsRDK7F0i^
zFmoNjr(_XYVm<l~+JBM#-+=}Ff06w!u>Z|910V!qJRTm96d(<_AkL0s9@p~ip?TS;
zBB-g{pFSUF*-3;*X@_~_UAc^F^Vi2wpKwLzAmj^XB|G|WnBOEoM7XCf#A6c2)hz@5
zaQAFn7A$RAwbV6o1vJvxZ{ACfR;PZetq^e)+gm$76Ecc~dr5+P%n$G*Ue&Q$X*zVM
zke~{CMB<+|6JV<=(5Y|(TWMf%)5?&Q5CO$w*ikj!igd`c&nldBY(*t4xzmP5AHH>A
zS;@^#VrGxss+#-d$`)}RFM8k3)gH$996N;vkUHeX-LT7B)^%N9fXl|_|1_+0=ts^d
z*;&|R{ctT$<CEmy(m0sQ&xY^M)OPMMC|ey@%_4ppBVjp59Tu50g0fw=fiI*FmM6a%
zn(*}J3!8N~PiQYFH`F<y+f}K1whTInlIoc^S?_X$1Sj7$4c)oxOD|=gs$OHv$K2Rd
zFP%42)umI)#d6fTt3x~7H7*0%Mz%h_O_rMbyJMv%K)XrgE{~_SWB$yT<ILsgMBbOt
zy@7X2gFS&<d_#1=Vd{(Ovjk;d=`aX^fpc%*x+QJ+Rtu8*-!*$EPieyW;9Q?aOwyni
zxznd%o%g;j*r#%@zLV)rZP=&5BGyt|JVl~X>W8-(o_zkizgMzcS=ZQ@n#na6dfbJe
z52{iP|J8LJcDoZ=ZO<*D89L2)LM%wN?YHxeR1ckK;Q?$P#^zm>ra$Yrj9l@DFYOsC
zLr!N?!<m6@%wI7ii%-N^J{){47Vr;hwnRCpAeIdpD_q&qlYHH@p1CMo>$EOVxgSuN
zDB0sAx)I1TB<anOPEsv5{Jnh7#2)E+yVKW9Z{xh>4~|&rrS}`2ABt8yN4Cg`Yt|OB
z*zDZDsy;lA<SUR&8|@-BEGErR;Z7L7f3+n(Uu&P=m5Y8iNm6dKY6yg#d^j4Yt3Tu`
zV=#RC_x{Q>An(iF64ZZSd4NfqnE*<;drb+vp5Xm9R4!ec)6>rmY_<<N0(IU=w>3<3
zCc9-D3${)X)4g_?iZM50`v+h@DdV~vSgNTT+dG?er``MOAqKpBf2BGMj=7}xV2RAJ
zIsFT|)f)X`T8oEWRddo3yr%Fkfj+xI8<h>B*NC{H{dZk8qZ;n89`e;yZtj%*w^SGW
za&pXb^5r(=OXJzJHgPAzGwN-UItd16n>ZV?53@#ABGgZ6H)Jj4aOQuiHxkh5|Kw$o
z4ei7muue4<@0Awsyi6=L+N`O;8Risd3`I`?xCcx+eA;vF?2vxgWJOesg8D9T`t+@4
zU(E#xC-GLoCiOy)a3=@JT=?=^KEcKx0g9`sMiZ-|A|+Ds1oI2M3zFmCGJV2~ImV`Y
zewrWB=M}z4_FC1e6P+q>mO7ifWOyCfnv#m1+s1ot)9V0an4GDviS-vzW_$ny(wIA1
zim}`&E45!eK03+J6V2b_duWF<xmx(glc$)fOY?u8bu<e#B?naOvAEYpavcLhQ!@&N
zeRbaCCha;!&HY=kjWQViy`$@uVgzG*kICKb`nJ{wm4-x`Yw0D4Q|3Ubn>K|7R3`bM
zN_?#{Cn$uhrBsnm!f&=|;U8WwjI**ghZzVL3V2PmrB+n9=|}UF?dQ#;1MA9`K*2O>
z3IJPNDfupGo-h)+x<KT}cz7!gb90IV^~<~joSzl(Rwe$fQW$CfW0B^}J<c{!YE>gV
z6r#OJo2TYLKWQe&^u4E>%lp>ePV35OjLF?ZV`##XwH6?{=sv*zR0ON3(Bt@$9o4wg
z1d?xz8w_1$HGA1YMV~QW9UYTB^=^3!xoX-DD2nFRF;?D}uTaQZx_iBKfjjj|Pi1Y(
zh&Q@yV~-XvsBG3!Y*Rrgd~H!u-)ZqhV;Qv!TV7DAjihcdQ?@`~&}fSr*e4ZuqXDzA
zAXJSR){!BWPib$e#~U)-x!?FrJ7%*c^|007%yXJT>Xt)bJCkWC(&p6XuL^!<YOh>b
zHG78;@G~du7)KqwY8Nz_o}MDBo3k+e`{Ta4?@~bNmD7_pH~-W{7$rAs^?c<75mE8f
zODb@bP&s?Lis~4~T}z*Y_(f`{6Z}Qhs^Lv}QuB?qr3{W6wV26hLsE6RSa&~63ZW;Y
z&VtI3KU~j6zSgOVS5cAv_5jeoa*0)7)xm&|uetIM_!e|Xy3UXgw%LNa?zl{n3Y>F9
zrNbHGz0*d8e#g5iFvG4<@TmkpwVVaMqHMi+mYx^sWR>FJs440@H;sj@L%S5ej`-gF
zQ15<6$tb8uOAKinz=>ptJDJ@xft7hp9rT>RS<tvU7pFzE#FC@sX0W4FH5TG0u+nyY
zHUMicIUj|?J6*azoh?ROn1uOUqjg)O+j<(ngh$|&1Cq-pUCWX?z!mFIxmi_GgXeqL
zEp*aT?8nT<NRfXu<u!j2m2L3}zS4uF+XRjaPVcbo_Bha__OIyCzAMTiD&xo!)@Th#
zRfb^_*zuo)zga|M-lmW6U&on&frOpN(J~HDh=;5UX!)o5dy>@d(j$*Im1B4e$0J=^
z#>U0COUgcp9WAMJg7*!z$7KS>*e;WogAELrREW?e&V2>oFQNMh^5CozqPJKlbz{qc
z1#m4W%NSr~KAc?`Rnbd~pY?o#)$>Pc1rw^;z2@u8ueao&4QJ_y`Xr=v`byGj>nI?Y
z4vI`^?R^!+Vn~!L+K02jF1elFI@_yHZd%b1&dl{Pzj3spyd8}mOra~5($eZ##fWG=
z{=_@^TV2_#jd70QW=cY<$H_eMB9`)W(Z!I#HUsuFc9`$?`3C_!Q1E-pq5(n!x<KP#
z$diVebj6Zl5e*B49~3w5pg_?9Cs1$iIkDddf=$-ii5F|3GRf_cF+TN9Mejz;pc8sJ
z?0(W}F}TNR6gK4z^?i+}25xlq8jObgOvNd#abosmR=e(r8gHG*Bx2tc-xke@m54!Z
zZ1OB<>+X3hXx3=t6IrLyTu^1UsLlf)JThV9#+yl1X2p#c;*MQ!DH|R8ann_QLHr;c
zq|csH01F{K^P65SITa;5-|Jav*^dhy9A)#PSls09?SYju`IAHu*LSxKr8h>qOizS4
z_X0oa>DfKwIIyOD32<yFWU-toL>e@Un>94?4I6Ax9?-QbvlNifqzPD~svLXU^>-Hz
z7eYOvxNcOH6{T6WxmtA7j&bAy@K5`kZ~<>pj>;Fzhy%ordD%Zs(9e(RG$r2;6>`0c
zo()=k67a@2mA)SF2G>jYm<yIxL@~rwuF^lP?qm+XthA&|wKvC{{a|Lz!^iR|bmbRA
z6jbh1`?)(1g1&uylzGdNknmBmFmiW)pwWM&8%VJ+y4PFL>^9TDTpl^MD@EHPAtgNW
z0!JdhVLHgC2wT|?k1xSYC)P;aGUl%4Bgnt{gyGx4d|SJ=4xbWlqfkWd(T@`O9pn29
z-mzP~#T%3YEw>X>4=p^zwBWD*+@ur}%<cu$5S3Qy3+{?uZ;G8U5+Kq?If&a#`Xm_5
zR*s$G{L#Fs5y|A_WKqGD`lcOW@8vmZFRG9nFG?I3R^D>Z@%ge+vA*GOK61I}$<r@o
z<TvElgfN-YGqr0i^@8rIsfOwtbxzju?EsQLdcJodVzu~()tzS`21c6|p1;9QWub{d
zXSHMQ&`-nw+rDGzDYZL}QmBfri9yENk<-0|(8BfZ!Zi`}Ynke0?E~QXp3nne%xdR;
z59*q>T<5|-`-<bQvma3}z!rD;$K4!C7*f|%oKdKHZgKknAkxP{Yy&-h=G+DAkc8u#
z5YQD=JOC`a=*4HsvHhSsD&^Hd%ddQsnF54fn@`95+<*n^$!xMk0%E+=T}${|3{Mdw
z^Tu1(hOeKD)X)fbp&8J~71(%XNNJWXU3@YQF|mKVt39N?n&2-Wv$xzmwf0Y4UB<hq
zikJT`Fl)(_bDY!+H7=}tM4|F~q`H@%&^-~R3ioG*b;BhN^2u(DP=y=BXgcAEM8ps7
ztFXY}h|)qd6$?N5rN9Hg`6Y{=U0Qw2doF&R=1|#riGuI$_}=G80!{6zv>yr@-5s8C
zGAF7*xWH;R@lzQkznvh>`}lmiX1DInx`BE2S3FBDYe9IcaYiq~_;^ig0;*?u$~Xsi
zkFnk8)e@G>>6God%-KdlXXG&(t&q^3>C~B~&U9=1rr)mnE|ri0bnhfSi=5P^^3zJ8
zETc$lQHj$+q$hVKN19K{dtHaQ-1ZHst~?LVcQbk&9>Q}96iFC^;t}f;6lsJOr|S)f
zJ}o2uZ!neaOFMNPuu=vM+%aVkE#E)s;M_K%`9xa7IPy!2dtWSnJ5RvTn6d4W0X*Nf
zVj+no!}^L@3(OUro6!c5+=wVc1|dX4fyWK(E^}6OmU0>?_7?8N@NXVszB$cHfgAMI
z)IpM0xJ{fDQdfq-<45X6qU((#UE`td1f&*J%o*G{hsa+w8B`PNHt$+7zh$vFKLGdw
z_;sIA3GYi5^9pb4^6tNLY_Z^=B8Ca55Pg{Fi!3*mCv$yfGYGg1$a5FDjz+jG4G6xE
zSR5+oz&Q)_$=Nq^m4x0Rp8v6kow_#5NaSy?*Pih?QYP>;7}0FX{q~h4#T7KHrY)4j
z;>~8GRg)|jLcLm?!tq=8+P6!bM;{&XM_qBG%27`bx*C19CUQ?RF4SL}xFI9Gmiw0Z
zc$<61<L{Z8pFIn)7}DqGc=|xmKu&vJUG#JP_iCV<51=hg_Q|R#c@f5;Y{JRn%b2D8
zkmc8-%1-CLIit%YKR4#wA#3`Rt?5qkygUGtS(23ye`m?bvb7YoEc%iHty97EBZr2s
z&uigB2rz!Ggc8(C{GC}8vw3ipTSPGrCK)v@b2)e-i8sJI&s>7OwMH|C47@rx`KJ2W
zjN!+m;Np5L^D=*Bo?!#t)0EF&BW<BDV5{g}#zbbW38az5mM1lGRi*%dYA<!lM{~fB
z$amk%tp@MBh9RtKB93KcW<Pa1iekA8=r>OCe9k(d`FOQi)FYIVz6zfmu>TCddeOoq
zX6m=|HDh1|Ezdn#5l<mflwG)7CGK_P(T<cYA|;*@v+Eo$bF8MVWb`6@4R%&VRfeXy
zY{+sFHo48D26zdymm@r{lDtZDRJhH>wBqLUAkbZ{#fT4;ek-Wr2Y@ZLW=?Rz;)$lJ
z1}sxUz0FbAB5uGY8=fg>QNI4_FXUy5-HBb_T17n9<;sp0sg_DBe+(*FvMz329e8JB
z^R9dT6Hiwy1vvTBftuX<6S6m%A2j>7dtXc1V9dCaKu*;<<&OUa`RK?a40?I<o~n!r
zAQb~cD3X^p^_6}vMJzhY>u**oBuFwXlI&}W6xq_!11oFl57W1j_LG0X)!e46&q^-c
zRq+?5WF7#AaLL>?%|C8zi?nrvTn~Vt>>ro@GYUNbp}??0F^UW+8o>lx2ybAjgzN)g
z66v9hS2bNy)Uyjizg@b8|G4%nb#S3xedbVbJ%O=UYT;g2bIbMs*wHDOvHfT;^A@kR
z)`=H0R^E`f+H}g`ygKX{aXlcl>Pvkt@#T_R+p-Nkvv}4YcFTnh3q%41j7(Yxjl4Pu
zY5|MH8P(ek)`W@%yTeDD94}?$uxv<>Gl}5^b9NyrUHrM1CM|sh?I&%1&ijp#wG6+c
zeodf;zfjQZQxfx!xyIeu86fNjq~^6Nw9?4>zpISqrmbxCAWd{o5N`(~zEc0*3eJyh
zAhE@Zi&92yf$2Cd*XT8GWLDjuW<P;x)5>SqW*<VXWD2ojG+_5a+S)PDwHE2Vi+uK&
z3!PhzQV7d+qaJnii=vX>qNNU+Pr>GMD93*Mfqfw%jS#+>kDR(zQivr72E8lf?r`4&
zKvL7esow)BuYSnd5z(j{(hzf#>CtssCch;odVZRZd&o`u>|2j?|CqrX)Cornd_7UB
zGJ3qc3Wf9Vv&#-H=Zr5mX*=QB?)iE7lHsn`0|%a4@Y4}X+6x2_E7Sc;pJ$7b6P$}t
z^rGHydHWPmS|6(!lPOqUqBNzgUdxXhPyB_9F&I-uR<KsoS4H43Cexc{srqx}{Hy&i
zEbl_tUUN9?irD5bbse(Xjqd(~kw9Hy-yPo4(&ck{C-|Z2{fKp_VE5eM<E2|BP$t)-
zM)UL+N_{Zr;Vha;B*-96*p=U3VPVjp9p%aT{w#6*N3{GWBjN&cd*0;wTG+d{rXgU6
zsglEUlOKDcd&+%DVo)Wwt(S&_6-E4Mt{|U0udJ7HoMH56+bF27ou;W`-G-#yUQLq|
zdml4Z>d2OFw~rv^=-@J)*_eezCd8RGYds%TDsezIFKZf-Bltu(8Uz^&H~SgZnkh$>
z7cCT({LA56TADjMD%y%qt-&$ooP;+)-C4@A3u`=Ot24$~{=!Zx!?N?TEk^SJfL~fN
z0G^T9j;cPo&^1lb8As4P3zU<95DWH+oFEHhKZbskFGrfR0G&ch-yCGF+ZP&Ml(Cg{
z4#_a!KlSupxH`0RbqU;4dqR7FaTy_O`lUpE7-bp#W1aa@eUaYfW49$<H_>SkrIxfW
zch`}N`tU&!(ds$Mb4YSLNOat_^UvSTlyMPw8{IFsSs(wxLcyC$|7w)?{wi;LF4r3(
zMyr-n;H~}FIt64l*P@7obz#|Cg7>WbgFLdzP`S-+<(yc#FKr7`YHIpS^0Z7iGvJHt
zCIV<$ja19HoVs*T@hfk{br@Q;sMrX>UN?+x9&fZobFfF-P@$`0s&&Nj|NKQ4f)jq>
zuBSzlYg1+?>VO@k(;X_nV>CSHzeq$TBskBHzf83_b~R~@-jW7by0h1M98XGfli`(p
zyx|yP$|w(6Bxy~e_Y)xhY&iR+4Y{^D0cEUkO5H8gy^c7wPgU|QJXa>GJC#Ia{5>oO
z^jO{B8$1AFF2|>u&4)aclzM2PxFgY#RR1WFSGfsE2RsF5=4N`<=46gC&%;czHtj$a
zK`x=MRSTCRr+8c{^c+Efm)Z`43DLwFDSM9Ywoj9EMNcK|xpegfYu<7B;TEg2wy!jI
zcv#Jr=371htgDsiE8T!*`<Q-4+&SK)jb_El1qfg~`93%4%=Y;t)ieiaB$`Oo&jakK
zE`;bDiz&4*+=Qq7$Q3CpF12*7i8ZK-?rkTH8;y_Oe`cNI&9+W0A?+B>B@~(7P2~uZ
ziXV+tJcRBUQ&8lgOM(=vEId{zL?I(v_YhRoA=zr_oOxC7I>YzJusF$T$n8*9nNJmI
zGo*g9@SI|!Nwtn4&s97i`ZV$%<wk$ikE5HG_}i{a?X|%od#8NJu>yM_E>^3ThbU5B
z(RMn=L!Cr(0QC8*__1`lG{-Z(Sxt|g6^ghr`xGl!ainLhTf82YbMQY2SnNygz==O^
z3b)HbQ~Msjwi$TCcd9<48I-O*aS|Vx%k!3RE?;=yhEzptk$amp5s<mvhPZ+&!B4eM
zj*tDei;rTtM++#hEu2+URMzujtYYj|&lVQ$Mq~|!<#xpU^1ANDtF(j4&*-x*G`8&$
ze6$AS_q)y@$!;ug{qDndE4XGn>?LhXzN%uVkZQ^&@E9+8wI<@d`EjlV_6qweT^JnR
z(xIe)L!Q6eWtTKc1Nd470S|%s6a9lqNK<mYC~<rz7Eeij#jNPE9v{)AX`G?N(E0t0
zZXdDcA-Xuu?Wl_X2NhBsN-mMf?TJ~T{&_o%Q}*e1yq2PGjK0=8D)NlZbMW~@D5Siz
zd%Y@XnHfBS$l7hKFMZpx?Rrk;Ao-<M!XH%aAtsc=@{zf3zm)H@Nnd@)@Hu<dHT{|1
zDCc;|_dLG`K%P(OxaR?$K|HKez8_4egN@YNIzQq3?KSg$js(r{7M0(@=`O~dPD-qg
zuE~@uiHy`Mjb?$x_)ko_MB7GHhvElGa?}m-|0M0+`KW{mA8qK1qM5g3dueXIHCm3W
zLLdTC`vhKG#HM$c6O}d<<MC32adB(dNY>}_!+eL+L(DT%KWKwL1>hTr&nVeX@a(NU
z0G@!T=>qZ`gs{%@AIq?#V&t-}%jH-d3tv;-yseYfOz1+DVW;JDx4<-#E`YY)r--v5
zI$LcWW4asJafc0qJ>5061j8Tvrw7Kuqv`!k<BKsqRr|6f9GL>$1&8^R|89wNem*9W
zV6B;Lg=ji2LJiVMZ@(kU7t+U*j|GlCS8W&{X$h-X*FnrY!)_^gr=MQoY0S1=qFqy=
z`{SHcX!<ShQJ=!)MDxh2bj^jwECN{#MF(GvHx-d6YGdtcQo<29K=^@%HO%@fPbhs;
zvCY-Vg+$Wk)>fHu)BmTg4lSfzd#k|~)6WMbIrJUSJ1Zx>VAnVP09ZMlV7qBe4{;s8
zP@kha?l#!A=Q_7Yv_n{fiXc`2XVzPKh|y3Xxz}e5>1?3FE>uB2%9FE6p$%is-yQa5
zUs@cROHRC|6eWz>CF`d6`zMX2tA2!!sVDfNZ|~wS-`S{VVeU=A&TGS!WNH;^1?C_U
zJCA1O`e@btw24ytd#SN4&83^=^f0&KTOH>_DYEg1w4dP&J0}s#UtZ+f(v&xpH;w5p
z?-phVN65rdY_>($E#9*=a6bU9$f^&nk4*0H?14)Kw?7+6uFv8g0I!R~$++yLi9N8J
z1Z=evxgB5AYYi<BEr7DH?zodDBwir4HV51a46`x%sKObNR?f;0D-VFjyrp_n_!!+Z
r*zeq&*7ObguXJR>JR<jA$tMNSV^c_GUf(<bu5aS5MpPC99;W{XQY!!t

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-145-_details_ .jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-145-_details_ .jpg
new file mode 100644
index 0000000000000000000000000000000000000000..7baa82869a43e2b0f8c34cf342e58dd31c3b6437
GIT binary patch
literal 5932
zcmbW5cTf{fo5w>9NJl~q9i$`DTZn-4E+8FL6og2Zj({QvkuF7=^d`*!0cnC#r4xFG
z(4-T33FP>_@6FxJ{dITG&hG5aKC`o*d1jvHyNjE`Edi*t)wR?Ccz6H+-faWmW&x@I
z5@KQ?F%bz62qYyXxkFAzK~6?S&P02cijI|;osE?l4Cdew<>TNI<_3fLWdwx99!N?`
zvh&G7WW^OlB_zfFIRuZCl$4x|oRNZpQJfRZDgJ*pTpNIf1P}#SBf#SV;M3p{(BR=Z
z0PMH-B*Ocb0shnQ@CgWsh=C-ecgSuXkkkNtJOToILINTpLc&|`x3~KMLK-4k&IiiG
zca5F_xjg8^-zDUdaH}AGfgX<>@JKxOd{26Zo`I2xnfD$azkr~ml(dYjoV@BIHFXV5
zEp1~H(<f%;7MAueUOG6wa&q>1<L%??=N}OEAw1$^WE4E{b5e3j>X)?iy!?W~qT-U$
zZ`C!m$h!I;4UNCsJ370%d;avIM#sh{Ca0!nmeDJ#YwH_-H@7f{N5?0pXXh7}|8U^}
z2>y+AJN_H&e{j*<a^Vva5)cCa;ljiBz3l`vghZSVh-sCLfX_Vca*4kqp;Jl7Mf@V=
zmUw&sdhR)Lhn`1rnHTd9+P}#DcVO@TUu6FU_TOAH0CEDn+u#w<0HA==vW$*eQ_*r&
zu!kXq<z18vb~C;EvLs{y+FPv*$}AWaeW1r;H<Q4A;V`zp%Z~$WWCVN1w+I@cQWb;}
z7z)Q%B7;U`l#V+m@>~<38y1rQ#;ryG1$f80WI^w-%ndPi%e(OjSfE^XP!LQ0KqoCO
znW3ZYv=nbn!SvxnDS5F@B?mq_U2df@f5(|{XR?w0&R)rwe5A_co!0jBz&bV4_>unh
zWJ=hv-Gzg*^mu~CWzn~4Pr<Tl0WZX1zQ&a+8(vHUx`G$|1L!JYjhuT=ACs|{f?v-8
z<<C$1luTTP)_KdBZ;_MG7ybSVx?y$^-l!M7U{YuHXhqJNMr(!5v99~f;HXLv!@wNL
zqI{udI^~%^a|~sff}K_mxw%QgSX{Vty)32E`(>)Q3S65gDfdp+aR4e=)L!)uwx>6y
zQ?EWSi5loCLA8CKSIa|d@8=d?so(%_#*Nj45YzNOhg;_*-xfkBO!G_fcAf}d7lt&x
zlF^2K7`If<+Yz>qafW_K7tC2TGIjqB<2&;RX%2}mkB6CAFLUAmemDT9`SLfu29K#U
z%R-7yQ%YyO4G=dwcks^mOXtAWK6p9HaSj=x9^}ceUPH4rcK^sbNBt`%J&o~siNr2b
z75Ai)tX2`sYudsoipO2kUR--)y*r1M-|XppoExp-i}IMe#_~U-UX~;s4s__;n>!w`
zb!^*K#eed7At#~pK|$M~Gkr=Z%}nldDmsN|6WuX9qIJst(BNm52jF*uF!~*ANyrRH
z6j3VudHJer^$OFW;&`?3?s7O@Jo{5a%2aHyF?PF8QA<#*G`=6$LnWo{24~oR2A07@
z?L8$|+&TG!{&6yX-}@q}Ih8j+Mjs-iW1cc(cMyz(75fF8E>Fqq{|<$C*toryD)FAx
zY5HP+csgj5Dz|DDW2M1c9JcpF<~0&U8?tn-<?hmAU#^|&_Gw~>vQ`w^msbN1(mzYW
z+0!i@Zl{!zC?^R`Jq~a&Tp$#qW=`Df9)E3c2!b=$DXMtTvG2353K8^o2Sn}3?ie)D
z?M|_cn`nJK*{}m4N8O5NH%~{C(-!;Vxu1srVlRaj@>Ehx9d{)dXc!+$;ki>u9no2~
zjMo&zDHa1|DV@jbKOwKQW?(wo;g5s2rPr>VGtHAK-wIYg^)3_B8uYRSx~#;}8wdwK
z_Rr|<EwJ}R<u{$DqWk1@Jqg2;Rw!7tYfx(ts(hyEh-M9RYnV%p#$-8My#og*P}i5p
zMzfs^RCT)1kVWp1b=b&4?~_AF${~TaV_4%7mZmf@Ud|_U_Q<!P-=ZyFXw4ljl3|@j
zYb)@(^_vk5;#M8pPSnxhkdv}J#QF5{Y*SK%=6x=5ch)2tTjgS``~(u8oOtT!h=6bY
za<b@Lb=f=OqZfT{iLU5g{@PtvZsY4$i4QX%y86}XiJZM+<fM!xGs=c(o&w<mT93+4
zn4F_qB~fD$(wnV5twwqn+SxzLI{USu_U0C`2JW)g&a5ixv5OqhtM*6bR8hV#hEP^J
zr57l{B1*^rsq?*{>maC)rXqdGn~Qk|lH%yqtMSDe2oA7k-?csn{3%$OQK#@erri-#
zv!lGwEvrQT#rMeU!YmKVHiYG_ciDCiiLX)|R=gjG4rEH{UFLpe{zBRvHlf6R9&pxf
z$x~Oq%am5+NGy>6f0q>|b#G5le9X0{z({n<8e`;II7HW>)fk`ds>aI!R=9pu6xO|>
zW=M{C&>@Wj>}Ri8FNXyD4SMWBRDZQ`VJ4}kdj|HQYv}Y3>BuH?X0FVUQlMGKW7OgT
zQX~w=*-~xVChdmmy8{FIYheTW(rJVO1P>1DOL<cfP|I%~o&k3}wb<o!6AL2b=*n^h
zm3N$b4X%>(--TG7!Qu#}?X(a3UKaK2Og~2?e4a#n^TJAxK6*V+)b=f(ryx2f7+F@#
zHyrz>@vFu)(x-~<+mfUzY3z9G@_={Y*r|0VxQyd<Ibxp$@vGDI{zt`oyGc$-I6#dI
zdxZ{rxFWRa4RZ`u*RMa&90w2_nzr~0_iE(96n`W**C%zk8Jwj4?%(|5cOn&QqdoUw
zC7qwKSvVP)21J(7ETmNR*|Hn?d`nku=^SsLuoI}`A+7Qd;k96`9qn;09{cp?r9&-`
z8<1@QqLm_iFXP+7tW8<hLnd{|_IUn}0e{Dj-an9W)bk6<Eb56re%BiUs?_27Cz<t<
zR?K~(8kWYq##)p_(EhVhe0yFtM^@(sFHPI{u0@VF>fAikKveS)dZF+pu5c=BSh63g
zj4f*!bLFZ>I2FbV-k0M8p>L$dQtc*ZV2_8~z%b?)0p8!>V`&h=VPT&T2ODu5pekWV
zY0gZlaz;8CZ53$%&}s;dXrW|$GO2rj1_IaQxaTGXFdUjex*a(tG$qE{oi-;7sw2U)
znwxAn%hdoCy0a=vo~66kvi4wVSjv;jm@$TWqlavush2Lfkq~j%NVCn#tO0o^FqNb^
z@pU4tE)g42+Lu{AZ>*h9w$j)J1L;hScr9h+_d(B-z~7U6$zHbNExVzMfp%SsH_2g+
zgV8X%v#M0P@h@}^MS=kk{#2JAA`pt&fUAJ{3y9$en)6yTncLaWVWoL1Xw<I*y)b%x
zdZW?+X=jq6J%?M-Az8vRMKT}bAIZklW$s$9X7_%_+EnU11IyclUA*okkA}We;6EO)
zL*>P~sGzX`Q0!P+H|v0V0J39Jeqe0$g-p8o;zL>X9MCA}50&)GV5b1)n>$|*?dUAJ
zK5NzR7Fw@T<89ka#-6zC>{IH{O7k`-JzlA#vKtOY0^bvwF-!VJOz^*47wh>k#}JJJ
zWNV|bZ_7Si`&W$M0N&2hRC?W?uYt=}>IV@8T1WaDf<yJiRTVCNN`Fq+X=cNk`aWF5
z4L!pFCd=vhfDobKARxZe3}m8AiFhZgyE^Ws#hz`a!NorH{8z=>Dyw?bis$oMy?*G7
z+fDsZCGGD8*ucRfV-AMCOm`tOlTkNs7ws!U@wNqfCg=qD(pO?gz!THX<cTyvkq$Mo
znBKQ)s=oG!Nh~yp_bONMq{=2jA1Jj{XXtz?F49>pA>eBI{y^=GQ0aMT5>bk&R8mTz
z_36WI0^+Q7nmMzWPuYx`vMp&E6LIHdkr!1P&;!9Is$-{68AvDF(_eo;D?bh3=0TIA
zROd|PvwanwC^tbH{iO#?ZC+{-Z$fCXY992tZuTxd7-6SW(>;T#W!pECXQGSSHJ=T}
zQ0xA>M}wnsdmHy^Jk?$$WGL8h9oj>(@(tDtT<=i!ea$gljEv-&(0@3Tlz&{lNa-T(
z)J&cx*FAx3_8n{q8+}^3WjwWBd!N*Kfg@r|he)Na-3#baa4n>8rM>$iR$$eMp1#dY
zt_@fiP~ZNlFhh6Z@hn?lH&O<S@9trEoBIpuWhQI<GW0sEd^!{tw1)V?HVwW!5!!}Q
zi!>WAZ!3iG?MzA!)OIwNT6=>w7Z~E%DW_-_K+r;ew`eSB(X0DzqUjFC+~9mAb)m6l
zIrh)F78-LZtvx2yF>9NT1xjd|Oxg<p+7zOGMFNEboU!w8fe*LE`2(hO*2QtVr8T}v
ztYJdbqOexFleIvsovWT4;;|!PbJme%aHZ6(Z(7~hl<1TO5*hVi7xjEg<T2u8Jg-ND
z-CS$T?cnijirnAsBo%deG+P$|jjSv{)w1~QPL=x7?AiVRWUmu>QWtiW2E@mptaYab
z<@hEKs`ML1gGWhX(G-8>ele|o)*Tg=-27_(G=}%t`+3afu8n@SM5BXtP}%d7{^4_2
zyRI>wOD-pL272uoVu=x0b1L?KA?Lsw8@S#g(M`P-kQ~!YFUG`0v97I(cgzTl@o(wM
z4s_ORK&C@|Y@zaki!Z;c+E{>JjrM^x#Rq?BOf>D&SyzTH>xf8m5$JBSP#MZe4fx6T
zFTfBzeMw>KN@=@h&CfB;=~JHudTK6A2<8q$3SS(nK`ear)9;^aRDnCGpMJT@hac_J
z+PuxXB#OtDF%leA{zN^Nq);aPD|=Q+Wqncf0S7=>#AJ14e5;@4fHR@Y4i6G&x(zJn
zN9flBxz0*y`<f539?bkOAaur9Zs|DsL}GLf%VZAHk7XsvO1$OvnK39C9KeiZkYU@f
zFUs3xlHK>X*k5Q<o4fhbId^6tYf&bft?x`vt1j~=>)I|71_&{%x7kb1jv5VI;<zem
ztOCIjHv>+yc*s4FDJI;Al?3a1Kc6wr#kl#NhA)5kaxJ*RBF?ktKsuk?+{F`T={oF>
z&f;9?oO-XP&Qb>z91aU?7k8N~Pn9J$vf+zuz~CKEA=@pibtvZC=$E!U3j@Neb`|SA
zTe>PFrw<3a2!scwz+=c#8!C-+-JJH2Y||=ThnWJi^dO!-t1VWg!`mu&{1M`OM|Pjp
zX_BGN!}?)v2h&1+rBME;Msm^Yd$Azo%0XenmWI8ybtE3+((_P}f~FWt^`7z!f6sZC
z9;JyP;S%b!=#GzH4$-z6homWdLwkfL=Ofcbi&5i9#l{~JJP5{;Y~d?pv)ZU{&hJgA
zkK<95{6r89`Y)1c?|9%DNuu6wfz)@qU;V1w+PeAT0zwB~IEpdl9ffRs#WWpmt2gB|
zY@}E!CQMmXEOYJmvBCKCu#N<yl6v{6gv1(b(L(h<8%AH}I#sU087C7DzZ+eoubddL
z`MJ)F7bCUYG&k3BO|e7grhyiD{&%M~s*acQX8(AKpcKj1+{M-WEx#?2?p30%&(gI7
z-TkYSC$UBzWlSQs{{>buE<ip^rQpniwFUAw094XkJ@ZHYDLa=KG-ZV1Btuyi>XFyf
zkxi{fMC@|NW<sT%VGL2`+9<Ck0Hy1~sA(?yLRJXXvfYLQ+<h~fMY}L$i9B+(XR*|!
z`a*fDa19W#7%OoxcXyDwmknF8+uNdc<S`DQ1nGzdGXpLu$rg#Xvb`sO&|MG?u>Hgl
zo<A%J5vkN~<e>UZ)bSzvA(4MfN=;E2;ZOKpXNv_{)w*D6j0hAdveQ~!Wo*=!J^zsO
z<z?)c1<`bPAh>ZCTMu<2l0e#Y_iKzIsn4a+OZ2hs8l|9`B0p^_b9<M^Ya*H(y>?l*
zkFU1MpEJv^g|SUAHTZ*xEldOSfGw#K$XbMz{o(nd`FZ@woc>5$SDg#?{_?h2hjg`b
z&3#7WE9B+ZW1H<^%?%3ae2yCdB~7!x3KK!~XQ@#~bFV+uiUpPM+iMP|Oms1r`t6GR
zdP?{NP6|GA?!_3SI{LhR9u@SRfL`%dCU%X9@*$FWBadCC&Ppmz6k?tzdwa!+g;EmB
zn?xV)e`v+*hTI%Z=1ci^|Mt3x3JRIAJbtXlnOsSiC`ioL%T>`TWzpTM22gc9|C~M*
zUXA?7P79w3#n$4zX7=$bNgA!`d_V;r(WK=6Mo<>xl^%O|I;0mm5a<nRRxQ(9*4VZ#
zjzbP;JVGLF29lpS&8KMaGlmkYOYGYkm3DiTyC$9<`WLvN6F%8*ZmK@lY{lH~t{;)e
z0^0pZna?0ch<4fn)d93r5Lh>KnPWWspap*Dw<qIDTb4C_IcejSXFV-#)b?Zr5{Gou
z%J1k%<M6xHqjdIh9n7y1;ak3!zZL6enp%dro#$%ALUMO)Ov9(LRmA=XHY2JA@ivD*
zeFMu^NSldm@b;`5Ii#oZNaftd8&c6SURMQsGf1EZW13pB-#Z#wC%X4ZkJHWMUP)#&
zq)yF#Heth=3<uEN9+q+=ujo(cLCjeg(E2~)wdv6qGm~>$di%_6!=DY0@Ke1fg72^s
zzagqnywAr39HGu$Xk7cfZk!%H6UY+v<xk8AHYXS&G$Of3FtZtV8sQ*rPc(OYlk5=K
z!l!NBT=sS0m}t<d{U>ppp1Ayehy<hfyW~@JV+X2y*M8Bx2e91)2u7ydaJDx0Zl1oU
zgC0)k-sYl#F(Z+DtE}f+PBQGt^7u}8#opykMgkENBd$?P%d$77pCNw{A7x~yH{Inf
zTy`hVVuRn;ASrBD|K2LB7wR18uir6O+OZEwS^Z|a+w5X|rDHWW%D;fn_G~-llf;{_
zvf!KkP>1oSmF;n&lem%Fv>vR=he`CJ5E22j)99u;#Y~611jJ0<WooZKWdmhCsM$k{
z<$X6JK2kXU)$2SBYwG4nkMc*nqxU$KUowHsm|3_=o8S`ywhyZh`qGO}y_G|Wh16aB
zzr~^AcLIRzV3C$n*^9{wvs_|y^Zs%!4xs)M2Y4Hj?AzNF%FD-<<Gn(+i$#4^!xz|X
z-vH&3UN~n&%YdBO9_Eng7!c<f8vw&}ABB$S8mk#H;s6Zf4a3~AcEYuXv6*0vOy;Ar
zF||z9UBhaHH)K6-?y%PLR2+ca_SQ2v<eDDV?QPenRH6DX&By9vLtR5tDhJUl?dPt*
zYZ%W~y_nT(tvNp`*<}?3&9eQ010>kaUSB|yy{d2kj!5WsLjiYPO_Vodfs%?p;(AT}
z&*eK~!J*enU3*Lcj_-x|ek~rdLr*%(3NS#dU+eHFfqHvaBNAS2{JkMEgraT!^5oj-
z=e_fcm&HzayOQl}IXD1+e?uf&!Agr)$|7b}Df!QN)3r_g3byo}GZhQ$C+}p1$liXx
zSk02KHb~<<eW#oom0<`o*ZR7tZnLV8aU`{BseuizfNqymUj5EKgv^CB;sCv$l>^y6
zff_Y7&nJK}1@CG}m!{WsV*Z516!=!A8=N?9TC*-<{hgtEQYw~7FZ^uR8SNti!{>eJ
znx>;xW82e@Vf?50gI7V@5euuqVF#cUpH|GZlkGIsWg!mWZmOx3pzv<ago*>wsV5Uq
z9ym5tmM|2>@uue@3BC*_Oh}ET6dI;)K3%y{+Ji2-ZRr2<B-K=OC{q%&kT<y-QYL9`
zrho%PtdiV+JAE5=E?wrM+hyxk)lHerNa524Y0S2Pai^)2@LPc?QF-M-XLBof%%u^7
frLa({GCGqAM7?Ri%KyDm(E$$B7TjTg;->!tYi(m4

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-146-_details_ .jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-146-_details_ .jpg
new file mode 100644
index 0000000000000000000000000000000000000000..8071f6c66bcc9bfea95c910b3633570c7c7ad4ab
GIT binary patch
literal 6461
zcmbW5cQ71YyT?~nw}>vRRig&cJBjEay46LCu+fR0O%P#;jT%IW-ih8@lvRV(Le#}7
z39(9|EUw@C-nn<?{&nyDo;lB)ne)tdp3gaRW}Z3M->+8zw{<kMH2?$z006<w09^k7
zJOYps6O#}Vk&=**kdcv+gXk$i6cnI4v~<+;Y%J^$HWo0LgGYpqgX<nQ7|bstaPPjD
zq@*M}pPZ7cxT1)Jr1(E31Y~4nAPNvOB_*>sCzw<G|E%k701YW12CxAn-~!yDApp`4
zT=xOkZ|Wo>_?H0xDS}%-LLy=kQZjOin}mkjfLjDW;4MNR5fLHbO?KGLK7f#hh?Z0A
zAu*kyJqedLz4)7iTvBe;njQwD$pan<2cK{<az-ZRJ1lp3`S=9{C8eZgWaZ=^si|vd
zYH8~jo0ytG%`Ge)ot&S!Ja={T_49uj5Ev935&1UiU33g0F)2AE^<!FkMqYkFVNr2O
zX<2PueM4hYb4%;j-oE|;)ZoxCdTM%RcJBN9!Ww3MV-vfzy|aruJUTx4^Y`@Z{2wj?
z0Px>fH}T(K|AUL>hU*p~A&`*dA1;Dh0XGv!LrBCaMojzAki_1bj!XOvDZOe!ZcPsv
zw}jCFgM-f`IU|qc+Fjf~X#XPn-+_hyzsUXz?7z7d03aa2&E)}U04ji!-?XraQ%8-k
zCm5y-DSy3aFKwwo(E*$L@qXnW!ekIrr!}ZI&ewqI=&r0laR@OHhf<zOT(Ge;yI$MF
zU1pXR_Wo+>=Ciyu<Nfe<RZ{1+EY7Bw&6IBpx1BQh-tT!p?j+==N;FKL7(alVx#NJ3
zyOPyiU;&D69}}su35LL#Ef-f<RciIYJ&)}N_l~PMzTh<H>l>$z%bn{*(y~{<Bb?`d
z*mb@i=+ITCzDS&u)|MNG?`Z#Gnm*B(<22BY(#y{lq(0TDAR)RtjxHNw+W!GbSsg32
z?dKL;8hNd?*|BT<qSz_yR;Z1Gye21J{r>5|Abf;Of72F}v7DDBl6DzXn$(w(nC)bC
zUa6$I{g)V*m39sIXn~wSxZrtbyN<SG&l7Bw+%bAOFX!35q+fCy!Q561(=@vb;#s9o
z`1)iIl><n9NKfwe%E70Ftt&+=zMuVO_2wD?F}`wWA8R))LU9_|Bzw1uTGlWjB=h8a
zBrZ4mg$8LgbCF=nYruH&N?O4+AaZxAqhO`bYo}^Q^co;M5vHfrn)*?c!kb3L68hm+
z{6ygX_*K|ld_O;KCgGnF;bPWa7d%;PD)ON(Cv+}olAEl7ni4G9S%J8Y^qT}%xR{Y>
zoIC54O(DMD2e*Au<~-@d?$;plQrWo3j$xq*-!^h?`h)Em>t-_Q=6uC{mz!69T@-B3
zpCf)8;EgpI<}v}Y02)25CwE&yP2K5kyKl<MmZ+>rHh}0Yhkf^jSPnUyJOsmg(!CLK
zX=jGB#j(OUS2oW0T|<mHHNI`=Y)+1{`M6wwx<UCFIC{yBMisufbPbRXoLf^l?Egu_
ziE>MEge3cl`S7?kc95#<g0CdaERYL`(9ut~@fO#B1V+2_)7Z1QxAVQ=BNVu<f+i^{
zB}x@(9Z>!9v`k_(h~!dH^Ah$oRVCR}obv4CN0^{={Q*W&j@7C21GT(<@n7hUbuaO=
zdwq#0o}{5tgyS_}MsHs0c}-#Ih4wYTZ!T<gW}uDvMB~b|*Y&ybLjE+(IW%BRtjRXw
zis%~fIRnynq68{h?fq$|Z0$-Xys`2;QNbQ74SIhy`AcZq`vYpnPJXv1zAhM?+CSPn
zet|9GP5fTT6<y$@ZDt@Z9tSk5^yF?Z8!M2I_5r2KmLUo-g)}UA6m&3|I*}gH<ea5w
zclJU<h4dy`^Yf&PO!WvO9!DkqTP2_;VrJL~P`kgOQN<&4ahmhH+BXjn6rM@wYAcKI
zbzla!Elgub;y&?f=2=}Pj*R64|EeX!^ja<5TW-8@K^hHs0Vcd|4sx|%IDX58kXuPe
zm7fWW7?dwCu%md|h9p3?RDN$o3@#NlfrUR*3#tgl4RFRk$iKtjuFvpfUsvc-AbP6`
zde5yu4D0!|dgPlMzd_K-TYyf&dczai6e2Cg65_I{KL{^NFZxJ{XU~f_sHTm1@^PBj
z1FLJmTpxV4U2{Z1ydz9#QJL3wb(Z8R1a%1;VDM_lmk>-FvJL)QhL7m3q)eA98)ux-
zQp<3pE71^}&e^otifWz{MwUAsSFt`(6<t%=gZh3BZJnvUz(ld>tFZ^S18w3&qooMq
zKhnatH9B9jhe)kn-POzHn~qZ1TtogecyBvkRP1dGWVu{N#N8@S*fDHNlw;6vPHa&$
zD(NZV&Z?!4r?fQGC8KdghyDJV@?0_L0eS40bwf5Y??XvMwxhf5U*!}-xhlIp%jhG=
z_iXLkg+zg?ArmCUj+-dA#e)oF)9A`CxaFpwe+x@+!)AAe%h?D)TnN-=&2&le=hc{Q
zBRGI>(!yWw)vkN5dwphgIn=3OUFlu$p&jAU7;N3@LYmKMGYSolh6o~&yf`wPb)suV
z<)|K24@3Kl2Y>Ny!tPY>_>>H{Ux}Q)DGU_h?_A``z}T9RMlT_acg%xD``wxPnns)w
z^jsA)Ig-Pf&z%CQU<0#8%2g1|@|~iP=OdEsM@=7;<f>$}4=SgZrM`st#}kR)tB9WG
z&rj0UwjK4L{+JH=vtH%O!7eAco>km&k2^{4_6UU$`FpnquF?MVi<21uV|8i7=NdbV
z7UdeFab^(i7!O0e)F>mPM0Z4B?0>8tYTDJ`JivjGT6}Q=qR~O|-aS&lfs&h|nu$#6
zN|t(DHo?$waWu~$r@3QI0h6#rfdf`z^TT7RN}E?m@~UEw%f9gDz6{eAq!*Bo<>zs!
z-G%B3A5sjSMQtxry8U_M5;lmpaxGHFSS5P!i2QCfpbw3FGj&jH!+^OGd)u`p)VcAr
znOkKa5$Ve3q~UkT6{5YofLR@)W$G;fTuF^HM#n{uZ<(Po668@LG^h624aUPl*$>xi
z%DFH?96hAIC*@++B2*i)kP|YRexTL{k@^sCdEsR;%IzC*NOm$Q`ogG;@o)&$p<7iU
zQFl^?6K<arPo*5tm@?1|jV;lBc4|~|$2^nq^Ro|5hJQ(wu`PQJ&#U>Yn1%5}8%kj+
zET!IIrHim?M^IV9y4-@S<uba`AquDZ9@PdZdM(e!vJ49oTxJaimAn=sk(xi%bx&M9
zC$OG|Mc!(KgS_f;tW8E7a&cf3Lh|vFkVTSt&7yrmQ|gnNCivI9CY%!!)Z1p)An2pv
z>rRJN50t8Uu-b1HwcjG-fX6QA_BJbY?xH{I^S;MIiH>Z5U#{vasvDUvCEL}@=3$e)
zJYItzY2LRX^*WEoNKEP{_sKFAwa`?~Y|tM&=J%Uqi<>EWu*hfCJ{{$oHM^-F|FlLr
z?-g1Ac1a9R%0I+6U^{QOi@~%c4hMCgb;wH%xJudcd3PIOGs_=0ez3NGVH^O0CgPvq
zuyt!)bSV3x$1Hsu(5Hi}Se|RZje&mbE8YOpB@b;5czL-&D_w?i3^;D%l^;|TR;uso
z3PQ_#+a^O*@t01weYytF#VfL)kf*1}^SRitJn@#724ahIU+~sV@jttL`USkAF!z#W
zmGnYS7yJ{6D6#iZMg#S7W1H>unuLoQVpG_nk%|Q&@UrNHnV^;HwubOb%es_;aEaqp
z4CGZZQEW_=Mg1Vrz<RTHgzcN68m5VBK&MJpP^M2W-M;y4nmyZu;zkip&p&T+WA=js
zm0(|$IhP-kycbP)flb=Ky}QVs3~h}_84E-q>nn|Z4={;an%nB#G3iB7i035xaX93%
zD8+N{&AoVK#l&t_zyzI_YcLR-=<rlu?V=lhpP@c6{<qr>>o(d6oU54h@LaVDdHO0K
zi0REKOG9}LF-exMq^g|z+TnLc(51SmzTn7xMell0z-<kk9Jgcoj>JF9b9!1YM(0G#
zm^WfCbsx{vSyR;sBYw(9;xrBxq7K(o#WKB{U7CW6DL^a(vpavSY?;}a`(BXj7*SL8
zdtEvAZyd^kA*biFpea|+3M)xr?>`QJPt26r7qGng8N9HkAK}a3jpCw7@o+exr65n7
z0;W|FY77?J=bvD2_tEnU4t0|vJw-{ylm;R-Vh1dpXF3xC*a}<UW-RY~JCoRlZFea2
zF0+ROimamdrnSN!rVQP=lUrlCl?m{+5slK^=RHU4si)?UVwM?Dc?1SZ-y)t>V#i%b
zm9!I}=d&KOf?_b^?CH;`t39-`=Iz~6NlPR=P=xjAZ=+fNqhiuk#OUboP3QS0)7N$d
zj?pLWGna08)<XDHJ7?2YP*F5@;WTpDwUf(gmI_T8nkcKXXZ$w7xTSzwj#<_ooqn%!
zU@g2uv(kc_a$C=|&B*Ze@#;)1P3~HeK&e#?^OCIMC2T$sBCctPV`Er)HO31MWCpKy
z!X`Ly&q|p<HQMo;UT~d(f_0|SN?AE!szKE-0dfZ7mhYi%>zDq~=lSsW*80plhahdx
z<P`w%){Je~ulW0+O7s;GPBa?t>>FlZ)ZQ4&!lm7!fuVPz@|}~y)^4*DeX7!Q407f%
zerK0-XIHZ@%$X^=zJ;Es)$nQr1ef2a^4n~kac(>8tN7g|_>d3XXi7IR))R+*fz^|~
zn<@h$d8F=6F_>>q3G@G;prOZb*Zd;}g^#YKx&}N)o@E@UMpjWv{qADW_zi4kKf<w}
zR8!uru?{h-=+52Pj0$sgx<FOhGNLLq{+ubIZ^exBEp+hqbWJza=Ahdz_f7|in~p_k
z)J9W3<`1R=OrNb;Q>n-kj(a^iq%JgK$;8>|0aEDQAr{`<$|nko>hubQ3ETi5n{ec8
z%f*mGbDJw?3XiJt;r*v@!Oe0RBHyx1ldSX!^BmftpjM2HR3)jRdUMS&wk)t*yLsjp
zp*w&2BjAR{nznN1H9%+6|Hnuy8`XYDfO86$L*bMAA<(RyfKq`RgX#R~^=#RZ7Q}W*
zGE#Q~+mLUgZ)j4mo+n-Wrk$-^W?`QZR=&f?Pq3LAtGKn2>1`cf<EY$*`7!eNsnv@#
z^P`A*st76c&I04R3aQTWAdw;wvc&|w`#gZaEjA&O9a~7^AFC3@la}NUPDk>PcaW5V
zvZ^AtPm0Snd}<9XPN_ejqIC9O-=1mx?YC*eC1<=!d?ESRujvU{syeZ!Z39~W^6lEm
zZThYj+AcDz#}VuK^yK2UxSQEI9MA3bC_sGwtoyF!g=$h(gZ=P1#I9s_uJuphpG%#m
ze>qJ9h=3e^J2t|oIJ}8FT5{&Mnp>_3H_dC3Cqfe|z32DJ2s2D`Q3X#;&^wIFIu(MG
z1&$k05|KQ9W4`UC(jFz+5Gc{#Xn!VNt1MNA5a;Of*4cOEHa4h@9wC7kpT~}wVX!I5
z(;_RwKZS+@d>jOC_6+Nt6kKLoHf_-|@7ev1_}l49#ca^s;JB1~+Vn6L_k(xyJR0v8
zOgX#RMQu~I6BeR>^E5AyS`*aA6AMM2=JNN)J!-^O3e5PHBrtH~6RW$g!zkWT1c1KC
z=vI%a^qGB_t^bisAZpJ&oyk7i-j;Oy83LQw_U8WaLc0Ax67H1{7f_W#OjZR~4PO=t
zF?kzfjxn55Di0zZH?%bqaWk4YzJK5*p9Cm4&NX}zh%aT#&P1%sYor;JV#+Cecx4qr
zK(vB;oYqZi`sukA;%#^LH9wYE4}1=ryvy)(UFmsM$<X(&hEVyOm~~}x`*1j#dt13-
zoq~xypdsWPa_`mr8Z=sKGDnVTRXp%~F0DVen;2phqg?&w3<NEk#~wENVt99<!08Ow
zJ*QPgr*q<=OQA}ndYy5CN8~l2UIM>6{j!|-%+Ms50FgSpDO*sN_$V^U>>A)t$#cb;
zjSFgUU)lR&xu2>6?>5O*Kv?%~$Pym#miocrVTW&ClL_|+$Wx{Ig$Yv7@m>Q&71yVe
zE@2ux1e)}p@mol@&3=XMozESZ>}sa0{KedLv5X_7SB{>=qm%o0P1y2xg{G??Nk#4!
z6Xr5>FMk)FsoNiNZ<gH`0x4FExs~Tra!q?fI?+T;S`h`_jlnOu>hUV2BW3e-ieg{C
z{pxjg__@Q2T$@IqEf@t@?e7e3$uYpzj=iLkYXyAe6G{1Ach1Zin@jsnoqo%n9cKMB
z=#+hbk9xG_R~XD+IG6TpStqD@;IbW4S3xpr*D`)osm909Yttb7t<}}sOiJ*`;LCV$
zg1*j{6c1O~;C-tmDX)atvX(oZl^lW}d~IEDay`=()8GUeo>x*kqq5bkxUqwFoaFF3
zq1!Y!O}7V?OxCwh-AW3ogSp5msU<$MX&)mBW(pv({VFFFmWGn;54*FvMB}$Y*z@!n
zz-`^9y8>mu3_cKeVY^}rBPP`P2r*MxHLunYpUI?>*4nAKG2vxkY(jnkgtkDvE@2K+
zsK0;uL~@H5*_OGH6LSTf3C_MArHZ6|{C5VZbx`dGdYQw^kLq16Du?G3llk&BRk4;u
zF6O7d)mk}i*D4orjm`rqkd(<EwpNP+kmcu_#!JjB7*RaX>vID6u#z!eDDz|Q-<NbA
z;o6lOY+@-=abG^bDJ0EfgeQO5*Vf+(fF@a;BKyv5=@*63)NAQ7uR37QMld>6Oa@a<
zamT`BgZTIM_wK5fR=|4p1HN^$2&LPxJs0QjY;>31w3Q}&^<YxX_1h1i+eJ1CgKK-h
zJ!^W^(33|q)z$G*<@U{YLtW^-xm#kqeCj>2U~GH&1>7W)DC(~6!7bkPOW1Vk7U4_z
zl<1Q?k~`%5OFYq^sWJA}pCfErU&v)r|B0V8My-8n(UP#{N}5a5(>9Z4H<`j*%;}&e
z<;un|kD2Ql<?I%5y2xI}ZFrC(@>jmQjUIVF(`KZEV|ZT%l!E?K-)|1CWr8zWx2yCZ
z?*N*RNWqIQ1k9K;PV+iQck`}b%I5TWD6O>`MG3n&LE@{F@n~pqZYP^<9#qEJx_h02
z(Fni?o`d{i95&+vddO8QsfLU_n{WSV6weT+>&%(_XEjVPD$D!s-fLlnt^J`pN~Bf%
z$|f5jv?B#8Lct%U%vZ05QYq5f`$7dlzRkxap;ARvN!S8~PXU9zGfFT`quWbX=Hd*5
z-*V?vWEkjWaOS(BpsG=uZwydAsrgrK0Z8NFWH~`g8>;ZJ2T+O$FnKE}w^V$Rb!AM*
z^Qkcrue;+w<>^?@G8>MgYC^kTKR&aU4po#*Bxj*m5d5<)<YYVmg)KzU0yc+^L56={
zC0wxuALUjX7%ZI>dgb05Ji6KS$g*+4$(w^5kv{=4GJk&Z^rvz^uu5NrF~hxweK{=}
zwK;StD8te}0@n8QD84AO>9VFqH}#jDhY9M}d0PsK*^v43_{ans$6C0wb+jgPF?!}a
zmHoq9EpjmPVK&s!1t{=*BgZ$s9hkFY`vW875Gqkp;TGBpd`e(V@>P!pJ0s$+oo5dg
z*zDVSZGLh-rze^GBsgOjRqK8xT|F}IqW~QbUUXQ;g#LUX^ScY+zNK=%Iyc2qYFQ4L
zaU|PL!WF6$Ys5rT`ANrv0i1Pq40fzE2}Wq<6<G7zN5s3Txq#WfRz!ldB_*BAGzx9r
zC2B$%Y(vaF=qqZtBj%&ruD&W5lb3!|2l&cl(@*V7)L3#~4Xqzm1sEJi_Ike?P78*R
zR;vr`=!%6n8Mo1CXLARw2}S0xJ0*jCBgYu_^k`jD^2)Pf@~d!uuF{caS~J}#q#%ij
zIab;-%?1;I0zjw^r;mR#e(7hqo`026@K-#l=dZT?L%xWWpO3<(PKv7^9+%VvfcC8&
zGw65{5I!a`v$15g4P(tI4}n{3lrD--xS#%v3zq{^3B7oEKI{MYd`LM5odh)#q+I@)
zi!H6}C(efW#x&7$P`5v<lJ=z4&8TlOgST49I`2|<SWaI9rn@c!;9J&pVe1y?URB}F
zt=#BQ*pu7wvr5#ev%<emSp5mL1C^abnhn(5cI4}Lt3yAgVx^B{Zmokupp>gCXLl;$
zi=G>>TwK6P!!@8v^K2H65F9+(HBHeR6CPJbtNA|S79ro~q1mw#`})~St_s$Zb4VC*
zIlLP(>+>jjBQBWy;~+Ehn6!Lj2a&eAf0I&~`a4Ke5xd_+m*1p418*vYA$GX<xl$CI
zMNjT?y7OUe&DlF3^TwffMmKH?A1iUGZgpUXkG&6X7E;gS+#Peb#KPRAErjiZHki+h
zt0ZP?>rsiAGv{<WLGi*Vm<zh8tL<3I0AB4`NqWz2#IcaId%Z(mv`sgugSWz*k*`vt
tw`)hAjY#IS?1i{e%P-dsDh;=<Cnc;MjJNpgvx(^El`k3c)atJ1{{s$+N@4&2

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-147-Alphago Documentary.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-147-Alphago Documentary.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..b17d97f1bcbe196090a684775d1bccaf9ad7a147
GIT binary patch
literal 28079
zcmeFZ1yo$!nk~9X0Tl=m2n3e^!6mqR@Zc6a0fH5-g<F8&PJ%<Q5G=tRf)iW|3U_z+
zSN}QZ_C5D>_v?56d-{#n<8?7s!Kl4QvA?~(^~s!b?T4v{Mc}Etw45}6gaiOch#%l#
z29N|EqoRUQQ67WAU^KMH=oomI7*C#H5aB+<#v>!9ASWXxC8eZcrK6-`rY0q&=Vf4i
z#m>dWMM1|e%*P?b%E`s?$Cn_Xp`l?s!63xMB;<HO`hw$s`}NQY;5>dL_UI0TL<Ky;
zK?30*J#+vRi0ec_`pXOW+Y9Lt2pI(x{1^@W3F3sRr@$j55a<yy2n7Wh8F98Z;y8ee
zgM#~lT^#k9>U%Ji10IKeZ1!VniJ!ml)kY3!IE@_x(9oX~5E2o;q@|;0VC3TF;pO8O
zkbEsAEh8%@udbn~rTtb%*TnRLnYo3fm6NlJs~gnaBk*HTaLA|7u(<ey#H7z(l2g9s
z<mTlUd@KB3UQt<9T~k|E-`3vI+11_C`+Ib3d}0zdH4R@{URhmR-`L#RJ~}=*Jv+a+
zyt@9wE+hc-SF;fBe>LnM?7~6V^#~amgbe<}E~H0phylVuMtQ-GiYu-Pe(&&%io^dg
zo<wZ+&tGWNoN9;o#*QQC&uO@pULO5n+FvaDe`Z*~pR(*<4EvvU!2t{q5@PZ|IDjZ{
za8G-y_y7bs-F<!laHIFIYpz<3Pu8rbEAD~^-EN%AL?3|Qln0<t<^f<dy89jthunX#
zyYYMg;M|LNNCywV;h51G{R6P3@Bmb)J^+~94}e<qy++H8CKTnrPx$Zq@ZbLM-|OPP
z<HP@N;$$W4_V>d1#RE_YX=Pe?04&R{5?l5VdBOtbr-CGf_g{8^Tkgk<PMCaW7VbyN
zfHL2^{FZgC2cV|qF2@i_3<Xd1zw97?0B#h0`%4}GJKr1W#z##Lz&Rr2C+pqMBmRnn
zq5ycRQvYQKqEy*K<RFfkJA_?(#E0kz-~3;S7(i7D@4xE!qX7Hot~hxCVtL0^(lCH$
zh0HyVZv%hF7kv5vph9dM3ZUW20Sc3pZKHx1QBK2mOjE4Q1h<0a)p6@9(p9o12K@un
z@305`L?qt<TLV1x6vT45ip!okSu@PU_V0dvj}z}kKK6!W{^A0%OwB%%k~>8!C9p~(
zk-Bu3xEKPT#f<P~I+r1usmh-(OzSA6<+kl*@Q`{(!>-RMf_$;*f<8pQuC|!6#h|gq
zxq^k<>IMF~wk^a;T?(hCiet5<iJV%zcC-NX|GuruT}eCI3OhgesH^NRq?k`aruU}C
zMvFS4F#;n8R@Tfk;$jzKgvDhe;4N_>TNU<L<EL5d&)ZGVYX3<Zy5l#}YS-(q$>zo}
zl8yrhOVjWI_i0%)zL_i7Xg#)HGx5&#Yk{DoXse_8$c0AVgqssF3Wh|&)sq87>L$;N
zP8)Em2>#)X`1?Gu`r-$GhKko%y;(_F3DX@M^jRTQ)q<NZHc9+bA1=U!G&Fh?c2=>Z
zh{3vILOwFSFXU6TF;7eE?2#jx|Mio~yF`BEVbqs@2`*V?@d!Vamu6u9yGWz9IQ&Re
znq8V6$Rj<9VPKT~q=k~e5tTIza)31<V?O`}9>M9^m!2w>a#<Cjy&y{V9?^8O%N(WQ
z%5?roLD|l+$f96=FsuZyr_Npu5FiIicb5DQ=ek2NGed2tli*9PU4tDc);Gl0m?HRI
zq85!4!+T*anCm=`|F~VO?C=<v?~$756Fq3KAlnnT6dn%kOXyULk#M;;lOMIPfXbu)
zgXQ(lb#JlN(df4Nh2ZO#%`Ge8PnZI4n&#h=Ma?^i;q3}xFB>S0*cMkp3bTaC2*SD>
z%4^5=$>;Z<2W#?ucpt#DKjR6tS$f)zD??1LsUm=6$aeGqv?nQMwU^RJ2!2_8JN2#W
zQ27DS^%HT8l8&sQPOv)w1zu~;M7n9z2fe6mNnaKZQoAb>{F&R^MUT|65$9fFL(;B0
z*!<Sg!x;wU6M4G{VI=GyqY?9ayJ*%7J9G_vpM7ck8{UN+`G#><!|`oI=J+tUTc9T7
zOcD1(h<bU-q&Wp+kHDn883y~fPvW^~hcEWjPR5gQ+<iQ3JTuu`>O^}!?&G14m6xSL
zGHd;y$Knnd$>1j7Iiea#WX%{6yJ#_c|2uf^Ek|*N37VUG-BpbXZBq@2m`d&GN}hd&
z;Mij1Vtu3p|CPSSO$xBi)h8@{zbcg{<3MxOR;*7ve}o#j0%e}GafPWUxacz}3}bs~
z*Lh(c?j?Ty_)HTgXU>rHpi4gL%N^6$L2=2!-phb>d}!L!-|gSBus=dKVuzgIrBge^
z!6_ZnhKgv^U=xQc%?E&JE7qd<)%fX+@0rRQ3GY|fXT|71m4ln`c(B}tJL#FZ^*DQR
zoNN(sl2cpI&YL~M_CxIUNr8e-tYu}?a+taAv$b}oyL_p|NcA(G9+hvktt&F#>LR7D
zI^6Cg#Oj!Su$Kh&*j8Qq4CTR_Y7l<B+^l!Gm8G*~_)0I8Z<MAkLg-V=d~a_SHsjay
zC^Rw@9zW8$4g6utdGHZWi3KY&mtNu0PLqZSKARtxh06lb)Z1BHD)ZT?gD8h<?di$t
zr1PXLlu9{L*;m;zgjv`@WyP$gJHY|R-~dfN`W0kN$<y`bq|2M79R@Gfls4%?7v%4G
z2`2W&U{U$268|nwib+4BzZFW4zLn5BV`@P^{+#L`$%sJFJ&a7#u0M6?N0L&z6h1O6
zeoC+T<QS=y>>H?qCUhw#Cx;2^F;|;6Q~l9?ChlW4Y9#&J0<xVTVR|G6Pc_YOS&<P3
zJer{SsR2N5tfb1ae3HGt)n$70Yg6z!nrx%oa|z$5rhrj6lb-C7|D*0oXVUfZM(q!n
zlR=Kh-$SVkHs?=~)?R$#R}&|V(2BbZ(bi)t$CP%mn-{*-(sS97ix<OY?OzLb^oZ9@
zkqLH5hbE3zPVawlIqsGp3Kl-;B--2s?-*G@ImLb+B7g<!Jr*jJ*Cw7TNh0}vA_5bQ
zg2fiBMc*w?;QWj3;W}>~8)NI<$aFVTl*1ZddZY9+8kn$<ep!><plW7ysG1`0#sd=m
zWNGrxEemoe?(2s~Ts$MOwQI(0^sHlQt+7^w!Un(kiR6#?2wYlSDC*etR@Q;mBO5a9
ztd5PsjGjeDmKs<6j9eUBqzjys-1cQ<>OWC3RBi&uwrWc&TJKTDy&#3D5Tm)70**nM
z-^~l^hM9%;L#V=h&FO{7tbV<6VDQvC6>uOMhM*^G_#WwUF26fh{C%0vx&<CpzsFMn
zZU1do0)Y>wlWq=#>!H;@xD~jN4t#O%Ij6RDxvqHvo`eT6G2c~Z)Ry6oy2x>r$O~3p
zRcC(jg?bPV4&Whezq%Zgi^Jy7Vw_s%9ETAsvv^naRlRU+f7%9`^_;}#_lDAq`U#sX
znRl8VCOBHAq}j22jI1N_U5h=v*3N;(uM~vrI*&Rx&Kn3U@tjKDPe5Vqh*^h6M-?P~
zjeYmi|0hi`cE2~cg?knnc<z%irT~c~za3&WacXDNI@d=Bj=bgXZItdIGa+nTgF0WX
zC*+gXiCEU5AJn3W;2LN6_yB!r%hEv<?V)tb`Gh15?l-w%H}Z+@5its_nr;fTNUqtd
z{?XXXiU;7iH`7K7*=3h6F*Ht5Nw(j?zZ~y=J1Y5Nz0S%pigOF@2O9PmgX9f+y>uw1
zOFLN8JGawqD1wsh?h!9fuJk|Yl_nhq^X6JPZC<AloDWsM)qh3ZA{2J5Eq=MPG&9Fy
zI<B|t_ReeD<Jq1O+pBJ4L3InzxDVs48adbT=^j5#h;mS`@!SWIf|)3$ezcw)#jk$o
z^nV?!Te=Y`2DfgiF6upJWSt%~<lLjVehSot3zzYAWvpNQ1h8>0KkjIwKgFw#4pKJq
zXzfy>C$Fl>y7ch2m7b=IqPZFLO$6SLjf6cFZ+8_*oSDBwiGz9Pu6=Qoytp>5t$P8@
zx5zap#$p#E56pwYNA_avI7xeI=MfWq#2dEQT<yt3^Md4{?!e%4U^B8IMAy{qx@kry
zRC;sSs2SXXtcBfy{Sh7#NJ;RspLI91OYACsM~vKBik8W|-G{v8NTdQQwIJJ4|88Xj
zTv%pqG(GKG5xl2&$ILe1e{6m{06+=NFk|e+dqffu6)Sc#@7wmAnJteii;WtCuUpMK
z(Y_u>(RfhD2cQk!QSWl=NrwG<E|+2+|C0r1L4^7i^0Rr=Y}6UhA8at(_(48@wrE~>
zAou5+l7H^%|D(cDE7O%%aS)@BxgT<KwaGHld!g!B{%B{eei2s1(6)N-a=0G2jH%F`
z61K4QnFXWo*RPxQT9JvFZ6i`I&2LlOrJFXP`tC8SyxSHa-WANwCRj(Lw4Rn$$YUhK
zWOSrENMIpt;(F|AY`EZ0GrB_BoUBJ-^jVM6>VCCu4bX>4G<>wy9>-z;6YazzoZkzp
zzC5!vM$%Sg0Ig$cry+i5DeSb+;5k3hC-kfh;iBbe3}}P)VdMdvt0+madqa82;lMzo
z<>+&#?pmNu&j_5_z6%hyE42Wn9i4R$`0!4cSJ@A9ZM-*3M{&})B5kncr#Y58P(&XX
zk-J6*<msuwDfB=AR_0);lDhvE!Z+%cLZXbYbw9SFM4)z;SSoGD$nP(ys_fG>xw9sg
z&07*ZKPC(LPM&D4c4SsiD77Y(p>O`ZK!P4bdl#oLog03q$3LT4_%^B?FX3M`XE}b5
zF)ti0qbVtBO4*VV|8ZC{7PQl7tP0Y^=*ux`7A^FO?Cu+A`V|NiJI1|Ez{}%sIi>sx
z(~1@au`Wm4Rut8?K~GIT;RLAja}Pbg>hs<`8vwj#^7}C0HjOb)joDe}n%Kiu@0n)d
z@LPe2q_xk^F^Li6#S<q(LHEp;sqN1pmUi^@{ywWts~^b&@joxOkVAafW5|>osU%|`
z*=Jp!h>^i|Z`?i*gdMz3wd$kc`&8p2gMXSOv~mm@ZGQTrrGAX<YeRYZV(q7W8Oa{*
zEruglXKz8c_m5{acIj0$-cA{nNF_It`f$Z%g~!G!Ff?%gw$DMokNWLS=Tyd-lgfCh
z3#7NqF5hzhgUtXnx!m`(W&k<EPX%OAP-&a#P2`h<_Zy)98uq8gKlI4>|IlXA17E}b
z<Ve6sVHX3Fn$<r5AtKL=2rtVqMYKBr_jr@iRx!TYo!D-Q-wj4V%?ve%nGxB|jTD=s
zZ1GGFfQuaIeFD<yU74R3yZO6n%bXcPv0uN>u3<whgpDBcC1Ev^0e&7G19OIHl3^ds
z)AW{4T%HZ8PS10!jU5_j#rVq7@A;tcu@2(A>g4>MGCOPRl$D0_?nQ))ABKe3Y*h2Y
zK9#TD?_t03fXR6;-3eTSNc5<x`RoOV+YZfYz~{bGbS^Rxw+;0;TLvuaIhOBjPZYV{
zAtj=>ZovJ7QXoXe6Db|HqfEP~O_GX-=a~h1-@~2bBw9FMm2uRL>)L!c7~eCYT@*&~
z$j|&fy{%OwAn&*6mFGw0$KUe&(sB4L_g$_6NT%P<_h~7T-(z7#577wjK8wm;Ym->h
zB-Oym!>aWTM7Q@JpcNWFy3AZc#pk;peJy;KyqNe>GFUQJjJzxlYTMQYe`OOV7k1k(
zWeP28cMVaBJ0E=+EZeoAI;(Y_Tm-k$Qf+knUJKxx{VI-rzLOMV=>(Ue>gDRISrbM9
z9DN8zU~eZd933!BoQ#_YE$ZLZyb32gH$ldkY&>YwZS*kA_1gWkM&figwquxl-e49{
zKlF@}2(wlNoP1d%6)iiS^YjsQqFd1EdQ-s?xSfU829?ZLt2%5SlHH8#aQyZ9&I1++
zZP$+07{_^MJR;HHM*i_eyZ-k1(SEYqQmQxlzH`8OFArtx4<c`w4KXs&a1mmto8c&J
zB(rf%tp+XsivCk?rd4n0E=69|jNf)=F?G_{uxTHLqx|rtJL2Va&&}lOm_m{Oxm%`{
zNW*JIb?v(5)Q}8`bwBzMc~m7%aeZ%ZdL;Usy#H-P=%3rF{vA&G=vyDals_zlwk(P#
zZ92wvMH{MzDj^0s+0mbsC)d=n$;!|hZC*Sa2&zt9N*9?Q<d(f3jQmK5oQRwPTs{Cs
zhlVXn-UXUJJY9tB7Nh&M0ErE&h-!O)46=v)Nx-`_Z!uDdq*I-^buh2xqd#oNh~ZLX
z63t7tj}n6lqxTFP1{6{RaVNjPVxB7HKwZ+|eSV^+WSovJkRe`X+e^JJ`i6MP%hv|I
zs_FOA2Wm@-`HL(pYN2CCZ_B!08x-<NQzDfKz@icZhZL;^7!RmJ4NQ^$kAp`ZUV;kf
zm(U93joNdP3dP<*i!5;Ztm){pjF#m55i#svUCI=brCZk@*7I0r_})aII`Va|Xh_SI
zA+lQIE2zg*SEf*o(@I1NaI*6NU~N~kCzsm1rMoD{J}w?8@E^|z-!Yt~LZgo31p+?u
zW|avYR)02kIl>)mb3`eu{ndL)l!fLT9Zb$Txtny{C-3SXtT`R9e~VVkV%H8Y2(cp`
z)2#Hg{Cuew<MYwM$X*=JzT>B~KMv}I<|5Lbp~(^KO;!CNb4@%|YPdEk?LqG&KascZ
z#5Y>F5=vly+>rlh8UMra|1|dk__+7UQ7(76(%HG@T;XyZ@0gvaO{}82OCjx>S=gqR
zp+`mcxCR^s)biC(mQ@nd#6dT#MePJjctpL;uG=eij1WGG&a>|tD&QQ+m7QmRyG`Z*
zC=nb0iGjKFx-?|dWHMX43g2X+3ImL~;{IIPK#~?r*%lI9o*d1&5&q5f!^NNgMbU9w
z1?>49x(~8GdMoj3_FWx!=gj<o4fL}^&+DFF?QR2Fi0&)o@L~_el&dypvUrvEQ>{BS
zAC`BB)yYAq5uUA(9i#3{hfU?wm-6hjFE^R;Cn@wua=p2KB4_^R<;y>J!~T4J{@4Ex
z^bahK_WweJ{Iv}IqZIx3MuNSESzMye8Njbm^Q5;ZM|y%tk~JBsaVjEda-}uYzW4Yt
zyi4o3Ae!RR)Jg=K(7ool{9B!laN?OR9BBYf4_ac#f$DctaR{Vw{P;yaf$tIBO@Zla
zeAzKCMW~?HiQ;f~Uvk^&?t=*2StAH+RL%bifjX+|%`{E4iBqud;>(n{4IOHC;Y_7=
zRo5K9_A&E18)VN&K-zHDh<`oYGt#o4#n?U^7WKD=EDIgcR`#_UVF<}B5AZEm+DjY;
z!xj1ot|no(^qIsDz)(reJu(a6o{qn;a7%oYlxYpaeis$S;Z+Bs=+VY>fCv}oGkwYp
zlUghe(}->zM&|kpNFk595(daK4Rf^wW-v{hrh3bdK5?zic)=LY5m<SnjbCVaV(Ibm
zoR{#K#2P6mLkiINnt-&^J=)MjutX46b;rme-8GLIU{tUBLH&9d43@IoNg>+^sgkSQ
zIn%8Dv=opQJy;>z3H%i<R@=)${@O4=u!J3Uw#UPCqwuyd)KQ}`TX_{i&}oP^=|v{Q
zZZ*to_D%<#@15AS3Rv)8k`6vI&+)8$Oj{&Psr|PcnoKLeIAhjFv*7*GoQe9(xgyWD
zn8&NouzP5k*QLXu+GN)#i$aHL@r828TWrR_;cHlq5j48(9?wsTWuW96_!0e&#}9yC
z7;q)w8`4Z)6EfgU>)5iJO?TY+Zgy%;hh3q_GRyW$BKpQjSt(01>!rZ{dvq)2VkM5F
zM2h4Ry*uo7kyk%nE><=~c3)3bCy`&_Asy)u+RBi3B^z{iM5D}H@*48E)`U7>1Ui0u
zrz>hQ-~cW}SpOGaHYl*QK%y@(AZYg}`@|ZzpjZ)SZnuo?8eO<$7;kbTav24coKr@r
zqZV{Sy{|-C<<c&;$^;r!KcK~pWYu@m*rEHTyXWWRE^HAf+xSA5aT%zwKALYK%5(WJ
zHFmkb!{Yya2JoN2uzigysHlN7^w_`-WVZv4__DBl?=o&V%SR845>ZV>G+swZ3p@Y<
zTa7X+m!}J1Dbiu))7IbLOz-!<$~h@5Yr8h}d3LB+RpgfsU+_vVZ*}yQzhdi{r;OJ)
zYMLyk@L~1p3Ej;uM*+M^jw;$SXPVJGzbwzWn9Yn)%&oX>GOay>h23bkyB$GmTF+1F
zu+NKZ;(QymGdGN=pf%Fo;EoHpCxd2`*-Y#$|Kczz(T)_j1kn|T$<u>mq*nBPJ^-bC
zJ&0QDBIlld8cWHiOYi}xFe2E@JSP3ivD=+Jg;voeOyBEcifc^3OYR%#Hm_l`lP{;{
z_rdH3-~~z9_3i`EKVkKkhK50gnrw?c3%juS5$WZN8=ng@;Ue?S7JM!{@ODwbLUF#9
z!SrjoCR49R4?ry01F%zeTE>03XYS;%;%s4)Z~xQ8F`K#s@VE%}VTD3EuA`@H*5d?2
zZi*Q3!CNV9mt%_xiVE#D#CyezpOeDt&e^Uzhu*jeos~Vm^j`8tG_5`vHhX4~)CrvO
zzcrA~%D&y&IN^Wxci}H3d_1}U7O6wzds<=lujw!PBfRDEhmn*FWyw$Bs)(Egr@(GS
zD6Y)2qfnW(ue5vTdAe_D;X?)Rg|f-!ic61%W};0>EX6RB<1*AE(Ka>$D?|G6(!G)w
zuLcAKD7c(y{e&_LNLNOi+b@-nF5L@U)_k+dGL?VX5pSdtI>GMj%X03?Eww!;0-1~1
zhG~wXB+}0DkWNH9(-7!N$GH2g@;D5`!GFh~yR+qrJ|zTpowD@pFA0MTqTPP2Q9s%6
zp+Kg#a`by_RG=_~-lfd!5@~6u1{&sVrrGcMP1TX_Wy3uJ*v@9Asu|%5SI}Z2mJWT&
z-^vo94L+)AZ<#Sf^X$<eDjxcR#o>w(ui?WF{jup`m}zd?q2J3fSSuWJa=X(svTxI<
zzPL&HBaS51KF)1}P_zW_l9~^LA8Ez1hAivdpv6OSbH8;T#>ZZ3asM@_d1|*RKkojv
z?MA#d>zPv}NQJ?-@C$rA04?!$I@BFy@(sTB`X*vI-r$)QD~8w1>Luw5-g20ldS}JU
zXz%d}7Mt0x-3N1n2?UMl8w}ALv-esO#$ToEHnUqf8Qsc`FUN)|m>&<DXSIq>)-nQa
z&5*pq?kMgdv^N9!b1_j3Z<J41g+omA?ujl%OD{8}!qv;6Ldh~nxxi%iE$2ZfVqSIZ
zVz(%>uvuHiS*rx6Z4YQI&0^M)qvW_1n~%!$5$LDS5#OL`&Gl74W1qn&-LOmF0OM+5
z#-t=kB0muxQYIn@KZ2<)8lf3L`#Myo#Mp_K@_qNq5Oq9$UxZs(evA1Yx}fqC#qae<
z!u>&<QLYg<2qLa|jLRFl6%M?O6NFe0Y$X1yy;Jr$*@K+>jaZkGlZi|!{3r?7U=&Ss
zqM&Fra=dQzA*+c^nx~)ChC9^Om|SUx41>o-$S+T_tYDUQo=>I)4~rK#HfGODYdQ_F
zM{eD+%lm)!?51YdMFW9RSTd@k&9BOGM9m)neEo&Da~9f;1kV?RUPdWlIf?}0AuSoc
z9JX!bF4ebm3&ib!QrDl0Mw)6j`-~8izMF#Jd=14iN%Y(1dtwOwe<^&jVtTOsipE4J
z9H8_3G%AzlCjBuunfeH_)ue{|jG#3Wvovvuvrvwlwuv9ZBVjQbfnWtK3)3pPy{;Sk
zTF*1UvB%+`hIOkQ>)Xx;$3cXnng^go^v=Vsqa_^P5`3#eo0?NeOP{0G8N)jeAFJ<h
zdAEE&WcL90Xy4L<7QCJ;o*!z3Isfv3y}Ak-FJB?rn{4zw4?0{7RH=j+M~8+az5w}0
zm|RWxV%)kMp)7o|-mBt#qB}qtS>1)Sy66;k&i3gV*^ur~>g-3mfXqfV#ct%RHv(@Y
zN|AT|G}6<vSj6xP{1Xvq5DtWL_v~IWN%U;mH{H7s+J65O_5hT<cmT3sogQ?zA<Vuz
z<%m>qqqJwJ{8)ghqC&^-dk#%{CDIYk-v?T2d#2o`L*G#H`_<BrZ%;oMvxA&^&%cQ-
zVI8q~qu+Yl%pfd74@+8~*VBO$tw2`|iS*w^w|)IfC5Zi91j)B2>H#=|U2A*$I%IV^
zKEGGM;So@*;k$+SU!pt!REP`!GulG*O3RjCkJ=uuJEO9Ob+{oCTkR2DkTb+Jbr0?(
z-}L&8fAkpsVkUkwV?mhcvSuy;vAw9^54h=h8J+uDjL)%*??qZlcxEX*61FbAutnCR
z1Q)!790bEyB|`SfC>RbR59q|+(%;WHYG~8d%5!+{z%rErreCt@B_cl?_7Zsj;yz^i
z!U7Ni*DJQJg=4`T(KCeN0ik0ELxkzO#g?lr1YGR5-UJexED@5-Z7-ZU;5m*cbO^lC
zZksq4Z4<qs^RT;V8CC%giV}#fezl@7+J*#|ZY*!yCKyQW+$q|RBicRsi!2mPvv+v7
zPObRo;5J{(nh>EU5WFuZ8{|%}NSEqBXJsiOWSbn&@GjTqpE$xPla%=2xzCLBAt@7|
zgPg(5b-!oyzNr8^-JsJfZ1T(O!<{Zejw4A!otYUD`f-{U1;FV>bX!B&NBHxWr83Ok
zJV>lW0E4K#n!y#AX5*;T_n!DkyNN$a_hN9#mJykd==bgFbM{V-rj7tEGo_EiVC)<5
zONWvwPXk-R?nHsT<R-#*Y@3+S&@L43#3N1#BOEB!HHz4ASBA5`<6BVlh7qX($?M&y
zSKA#pr&*6T5p5IG4z~Ywu67G{$zGzrr{vlXGHE%{$!6s;<xB1r*;}^d=ao$fG9TQI
ze+uJYUPUj`Kca|C!K*iqF117dBTFA7WLmSGmhr-UuP4rBqJ^+cRt8XvS*o24&QGw{
z5VWb`5!l~La;dL7>_REwd&bL%=Mo~7NYj_RE9#dD?UUDPTTB8S>@5RbzVe%*OSyEm
z(ta)C2nn-pqd3=1UG7xUXajlJcSR57_Jxncr47FL^F_!>NjNd9e2hbTVZb$88+;Xx
z2+}OvkZ`*S;SNLd&uNR=Jr4lRx<d4)`qLiAGS?2`>(5<=RAaaJOGGb?KWR~uH8MKX
z-e`9dxN*!I^f__b#z`}GkN>smr{9F^7zJoEI2>-n-XrHmglq$4aUn_`+EuqGM;|?0
z^LT>XC}m4UplCv<2e(0hQznVchnmYs`#~(4P$H+TctiWveIf111w0XQnH8H?ija@v
zCC4TvT}zvgbw!!B`u$WV8f{&J-+0D(jTMzEwIT^fL53qYf^a#yP&-?h>)NmF6yNyD
zghqt0%XVrC?I8KHC{FiPIWJ^ZjMThD4-IPkE3qr$N*vq0J3cz>MBF%uk(%#e+lMZN
z%c5P)zwzG*U|LT(J%}`9jqWg{zhNmlsI0is^k1ww^7-1>^)DRO|KPIzt>41`C@A|^
z^viz;Qa9yEVO*y-a{m6=Hp+To+s=LF-4b<6oqg%7tFt{>at?9)`7Op#Y|*7G7O8bH
zy30S}EbGbjd?9T`$-I^Nv*u+<TFx}n)8cIh${UX{WnI8aO-L>GlYNgQXrF2O0eI~7
z=5Vk3W3kD26+Ly`)5mK%gcvceoQ!CrDwpTHH$k~ar^L=8>`ej&9ZvAy^Hz;Eu}L(s
z`U40(qdfb3To}-lD@Q8OlpDu`^Fgh9*sQs+{4#urW~?N~+iVIyRGj?X;-V+4>uM(|
zAx#B5jSyh`Y@~?dP8C0B^6iSbeSPSU>}##-y8s#5F(N!th!rF8;iwBf==^*#(^LNX
z7`M29auT0m2hncOQzX8m=i@>;)&7-9XrW6H2*;FE4MuyDJhh9oW$1a7s{LcK(Xd9>
zrQhx86?BdSG~c))<T;YI?DzC+@km-(<di(&uke$4f@zfJm_-(L(JlVU5awIx6S?xb
ziISBJ5^iaU70Q(zBks%kWs(*GtIy95)}>yym)Cq7Fy2TT-4Ip;D2d7n5#Z}ady0|&
zt_>Tv0@PeQSj(Qh^`h)EQn&CHrx=-UN8gQsayKu`)rt8B|CND~_$rLjAx!@W7Ihlz
zhnt|L7VRWPK6WT^(|%1b!>y>N67VFr?KM#=r6cxf2}R_+&{&l>F-&39PHmZ=#4DI*
zXimua8W#9`NHmXV(c{hn361NLE^gjAg_em5Au9Qq|4dGd!r;<w*)G_&QP9lJg^w!r
zw`MHOJAM$^fY-=MgXa@p0wYWg=ai8J4-Os~q09~aeJJQ8S13ve(IX-P7=t9vACq~8
zASW`3Z5u@&S=P_rq~a~TB(29*_Bh`Y?e=+kgn_PhKN5(2=JryY!oMtHd^w|>gJ;!M
z>r6cixY3x0%Fl4xjjBYsy+;)#-Vl;Gif+5ctYE3?Y0M<l@I%$Vi5+cL<*j-17?Lb|
z$}0O!!OTy<j_7hs?I@$@yl<mJp+kkCE$acG@K}HRtCQ~s-#(B}UilZm5EQ63Gdlng
zP{xQP4f~atuo%F|NDta%L%MbL6UPq;m1NLFuVLiOEb(Y+3G-qok|wnxc5aPWnv=VY
z^iq+dG|%IwOJcvNBg6jw6A$S;awAfR?yFcoJTVOE_G$UXG5(6^Qy*TD0z01MrNfcd
zEA8}PLWImsCUI?T)l77cbQE#xg8;0xUS>I()%Zcngr=YWxec&9syP3a7@Cxz9r>yC
zV%ljI>WD&=lI(H>0^m`IxU-l^0puBEe|3rH{7ng>=6@jl>JJ1T&lnM!I`RI7v(h8S
zfOQe4&bXhS<x>BTbHfapm;Fej!2g1IIRIFV!yt>iF7_=kqU%4TYxG21K!SSpoh4!_
z{sye5{trqm!XX8q&+Gmdf|4=v4?T){KpfWNYn7+*up`9PDx1z^8cDwS8#=}y*89h|
z+@;qI<#GI7=*&acD?msoaKl{ZITU&R?!f=l2>cOO|709xXx|@$__ldqG*eC*mxm^r
z(r^UczTLn>vXeUe&{dKr?lV@5GvIRW!fMZFFnwFZYxJXhjN7t!w^VnTPtP*8l}Kc2
z$FOd>$-#>=*T6tmZ^-&$%r~c-nGxSdg_ms=(y?!rw7#_QWj{``uC|*CsWAT%qBgNh
z+fo&2NcaVnE<gZ#M>nuFCBk9hWt+gPIIircqL{T*8}-A%GIxxeH`VW+Z?&%8&5PeB
zZdE9F^E4H8zWm+iiCJtxx`-6YiD1{@%8zzp6}i;(P}nJrJJQ}|Oz1SeERuOyX*L&8
zLo`izGmDYIG+unbJz%z@<_;g7@?XVI?CBbdks*a)y00k8C{6r`mA12ylXOVi?^cfr
z<U-O@JoNI2N@Vi>(OxKNPn8501K_ei;kL5=q;e=1(Jg;*UxCszJuj0llsvea%ZS8a
z8k$!{hx4()TAy`Te8|_fYD<Ln@Z$U;=u;R`rr>_u@!M8%Lk>W=o1z4O@)BO;7Szn`
zb^Gdm07SUVU#Qrc@qwD0wG0U|4%$6}u4M%E;pP5>Zz3D_={8ZMmV`N26tp5~YAtB=
zd(m27B)dNuDr_wgCE7l2>Zy7@Iz1S8M@^F*lli_&U>HmyWp(Mww|YeTB?`ne+l7uZ
zZc9ph&hNZK<Ra+V(^>I2yGi@A1w2TJfVuz=Y4Oy!iC(u|5NfF76$<yf(1y0oP@Vu3
zd3uM9Jd?-UC*F}{gFo@VVKqLU`+|eu^N)*F!!87Uu{Pr^?YSH%$Eo#daDLou(yZQ-
zqF3FeekimudYAJ1c}?*0!h0#u_tl7Du-|CZ*QV;pKKb#PJ>rr|hu7A&v2z+2DDg-w
z08{8?Z2qsj?eobas;sx-t%N;%l=m7)iFr_$Gt6hI<N0zc!EmZAO6Axut^@CekgJca
z6NyMhiqv0Es4F!_=y$<*a_^7HRv(E3)Z9V}Dhel9=d$XPVZ9Zm=vpi-(0eLBJ`aXl
zhwBu+Zcwz5E)X|5uaKG$#-3ynwtHsxsJp<@4Y%9*SYNm8Wi5)BhOyYpb)dEgu|<|}
zSCasfxXm%EyJq}dnRwvUWN@u68=93<FIQ}z6Ky}=y5{1_PWP4=xrPjFgcdC5HgH++
zW!=mgC%*9<zk2j!!wxp~mM-&82~)k0B<TQ~R<AgeS(&vk;Mhww?EDD?lL~5@toDqC
zrzi3$>7wYut%v59(><bn>N<aQuM5YRSb8(9=?g&EL5!S5o2!rW+cu7_?G%l*`Dl~G
zW9zO&F7?khl5z~kH2#_kYX?zZb`UssGLzo+^U<z#j&jzwQE6vcSOvO=64RC(20F7s
z6}okL-*m*L1W<34d>NPPSI^7bYL1`jCB94$ZrauVErT_XxdCsCM~IA4z@KcHb0rCH
zHa~j(F36&u^m`SptGOemOU#;aonK;SNzU7|2zZ{1`tb^}FB+(KY*y$|>Zx>aCGQGk
zw*BDte9K&=5U%I0s}cI!?tMgzJ!Dek1q6G^8@*3#?Db?E;R7)G^qZkQXCN#C^85W5
z+y0(eQ}CqDyYM^fEK^o*ML;F5(?!5A@%xm#p*Pi1lI(4#h@sCLbI~`N`HfB9V(@f~
z&;a+~S7{%++<f$h!9-Fn)t{HI&Byjm+g+IA`ZYydy0gd=S&C+53Vz{?t~tBw;40I9
zNOk2wERZny-L;HWp~<bho{E{mIPo=%Eb`_F-0d3Gw=%BRY6(u&ybQ;6*VkddDg@Fl
zpx9hdBxxd4F0<kFvz*n(cDe*prd@=xw*Fa7$UY_R9y}WhOUACmxc9wpK`}3<BzL{+
z6DeBuG*VIu6EPAI#={SYuE9`}9~-du?=B=FD%EYu`2|nxj%uVRv_PO%(8B83J)*6P
z-t#R(Q5T@PKIy5XyS27RZ5H~eT8cctAocR?PiRhKXo0~9=mgsefCtYgE9kK^V<5KB
zv|9R$zBnbX%5y`CI#C~44Z^I7Taw4p&Zs-kwqado<Gia;{H*MXM4cFrG51Pf5*B{I
zl`g7W#pA|0COc!B{*?3w(Uh+|aBN0LH=3$-MiTGtE&MA&+SIWV&z>>wuUk7V#~W;j
zdij=9&(`aeQ7tDw!y9;V^O&h6*ZZMwzXUvuN95Wh3Urn)>1Tb}W`(vD(oMP&t$P4@
z;|g~lMWe%L)06Ib>XY5QQ$249`1NBGDaa==!GO~Z@(JF6W};uqLm0E$<qLhbhd)X1
zkuXpI_bU87M=z|3H#kMJHaz*hXOOg@K?YkN^i2<+@aNgy%W^FJv0%+u4OG5CdQit^
znT=6EJ*lpcZqPxf;q*%)iJn@K#9r~kd$c_`bgjiANk(xQCjhCHIwROm=)PJ=v|wu6
zP1(lXgN3w^UGN=)ZEMEF*qoO@3JGu0W4pCX3MzMM)H<3Qvyh^$1GK31xxn2-&uCRK
ztZ`?B0oM5^sh^He1|I;1?ibb7XvOtsce>uZoj&9Wg$M8In`AMxs-He3qp@|=FsZ$R
z^kncvNz14aDLp>r0^kguW^w;!691D4oT=&3;ylJ+Zq_iwPljUOPCFMnws$YW)Q9_*
zwjM%9tJyRrBu)&Mv;Mkr;m9&_HxpGWM1G3&^GKF1J&#bR+kfwZx%^pjohXk0c3ajk
zb0Z6Fv?=#<bx*Day>(IgF8B5NOme86+C*iJ6Jr;=m?Ie(Cj)ne6y<!*P^crvnNhrp
z9yCTba?6c0o<hNhmhG@w86~kd%Rf}68#7eE48KjH7xK5kPNsBp^coq2#EmuLFB|B|
zq-s=_r$9{ggID*-C){KXYr^Rc2iE42lDVq2EkLA>zp)(YL4^&~!?tB+C)}44L?D`=
z!#Bwr{(JhoVW(5fc2u?1$uz;vn6;$ob6b=5s7GX-d5LY)a%=PKPoLesCA!z7_|!;I
z3bmR?bAedC2s2|M^7-hWK@Z9}TfyH?;hMCE8YxBHtykgdu6;#LtS9ji%T3!57CS4W
zJUox)sVn+rj=q}KKt6-_p+yWbea3I+jQs?ya^a`1=_g*jA?I$!{#O$Ajvg*q*q9U2
z+=6ANPIjSs7j)m9Mhi76`e=?DN7Dy4n3YRj(}P+L#h&C2)s0%rb#1;NN|zO~ArEQc
z?%FQi`#wj2%j8~i+<OrsjOo&hoFezNwknK1ri{fA?L<}CASZievaZB&XtzFLUMG3c
zlEk#!@5$oXvY#L}`la#wO8dD-twK_*=MVp7vDa^{A6ebkv&E~7;3{hANbR1$dn6c_
zo&*VD<%X?0+c=(8-mnP#9&@kE+(RxRZQ=igKipS5uitG}BY<UFQmP9jeAcx->v=~H
zQcykQo)6Do7=*>S6U*s1ALG4CLirM%4dV7xidIj;q}tfyHB-0(Qr0LHo9w}pbxfJK
zm;NO#gsjX&C26mK_)iz+Tr&nHZ=+VE8}0{uE2abRkpxXwJrP$fAfDg(bbK{#Lp4lK
zVz~GT@#iSsURP>iG+@Nr<$RBE8m8VbmE<_jYNGk#>kApBCJ0ZvQHo$gL#i)ksP58*
zbpJtuo#YTTcM3Pz`x5yFz$93sy0(VWJU6m7vz;&tD@l?3`2GraLp?dpGP_ELho1a(
zXx$}w2!7vXnRE(^pjv%XL!4(g$<&?+Gnl?d`4r!=yVHkKK>`21m$Tc_jz&kcOTqNn
z>6YSTqx#GF)WZCtrKP9!iKHTWt1fS_5K^-Za~gz9iArMO@Z(d0-QCHJe$T<ux-Fs&
z(LDE6b~y*fpHd`35%%8%Qcf{dgEJTV#TKk85{16y)-EjxxB0^mi5Xi!h#j2iA)Xe2
zohO*ZPntOz4>$`$*ZqX`ez_h{1hAIbl$7Fx9<RT`++jTQb<eElob^D@)EoVf*{Xf<
zG}I)DNT}C9dNtmUpDz1aLlo<^Zb9&Y^=eg>5mRokIc`Q;5Gjt{^~-^h{6g-g{!c?b
zsoAs2sasXg_A}BqL7kP*#duABR=QUmdYF{=<N`3)dV=8m2-#+OhB|STetutHFD=xX
z_jJLx`iA>(Bl@2)QXGDl)F69OP)Z!zv#q1Hs7bw2nRy8jbup5{r30)i`+Is?F;{kE
zuMSu8uiy1IuV3Tp61q&z(Cn8=I))KYW=bgIr)AKO-A<G2LNQ;&Jmp7@O5hE%4)454
zVwjYI^V9lq*>cSxOQ%*%2X&-gn1Ia)_(Tm8yS8Gu=gVv`lz&tfReicBjaxAo*)Ptm
z)|120e)*ww(EF;SB?zw9dJKW7$}_98Uw!wFeT(I`k+q75AO+18nMy}^s;Qoz>)#ry
zt$|Z!V`DPi=4-LTo^L^xt3S0K^&4x)uF>^7I`v`s-Jl<olw?hCyVWVvbh^A~lVak)
zH<Yv$T7;#0NhRxbs&&P{+rDM9+fnoJ4bjx_XJLud`vNZ;GhS8Pyit=QUTblic)ZFx
z>{4oasAyrK-7*cIDCtdJ(ulEj24Xmebb;-ArX(YxA6U9PL1bwB%#UvtBCT$DVa3jK
zVAZOIptUG%aYn|#kG;L3K}MH}1u|t@uGjOQspcQ6xR=vqllthd*A8J{eqE3{94vZg
zqXkKA`kr@*&fhz<f?y?lR}@)oj`;<tYT}RyLFm%dcPL^o0k+$hN82qB<G3veB6ZM(
zZ-Z*eI-8eV_IAC^UGBY?h)vUvh_7r5p|5-&L5w$+l_FVVUw(btk}^pJ8<^sZNp;V{
z(wgKM71FuO%jI0q(fwU6$85qB*o)dAS4Dy*q?fOh;@#n)*=Wa79<;7A8%$j$%HyCf
z9l8wV@<rReR;|Px@}|N!+w^;cy)xhoGZYvpwdE?zxp~88`?I*1+R)Vxn<5CXGt{59
z@|Zi%J^$?bW6tvU7xaLTT-_co1G-53tEpym=GTv{46pU&fs@B@QRv$^@QO}NGxraR
zvv1bMN%UnpURkp%=;Fej8CEWrftEz$A6-8*Zm#g`YJ7P48XbF#KMNC~q>LL~+^Wxr
zGkd1ji<{>71mzduprAJX5lHW|&Jk%TFH5CW5$Ol9=|tqyi{6r|qrtFd(m;j#A;)3%
zWOGJdt~$C54@bzCBhCBN@7pcbV?HCH8br@OfG_}3lPbVP^zozW3eWY=PxI<raWcO+
zioDm44#y|xB-kNE#XsRwTJbkbU!3FjB3pV=qO5MoVpjLDKLYPL;NYKWShaF-a+iOu
z6THj$Yyi-rrmc21!kF7}=w(*>g>2b%^~Fy)>!LWmM<_l6QhYd=mrurMAgG$5=d9rG
zT<Yg2u{R@zj=<dfbW#hAWleD03;Jo^J4MU)gtrr?zDUeIUS>*&z0~3F#@~!QdZL_h
zMC-sOZoXD;;y2UMmX+Bhz#qlm*cVVvj|utdDl??wF${iz8o7)~_1p4|qIC{QoD>n|
zqCKW={YX_R3;m2NRlVo*<71V08YNUYYBGDK>?60ZQv;;|8*Aj%D|vshQ|s%AR5l_D
z*Vw7&aXQm)W5}f6>6;+54v~QUGpMpo)Ev!o+tt!_DWVVL`El)S0`ob<eJByldf!|e
z`QCYkoz{AJ=Oo(>U+s1O?nHIcAn1haDcUg9)vNr*sNN34Wp?_tvnNLGNf%sYYCdgF
z^DU0BChK<+zWj-D!`MCsfxQsNw_X`SzB0|v-2x<vo*u#WV;wKv$^&?XbZ+Atr={Rd
z-AdxgY#RrxgSZJQuQO)O6rgn%GJ22S&9igGLOeIvdGfxFPn&e{6hX(0RWmhQ+Bgt3
z*H*^Mq}-)z#`n-U;`g4BB1$R$<)YxaBeF5BSlM5{*Prs(dupp5-gM~>1)8}$XLB;4
zzsjbLIOh&u*%Mf9@8k^4d2Oj`_BfpyGY;=2thI_tp;pa3g^yTD+v}8Qbr@W%=cPI+
zTJ0j(aK}C`_~p&3*Wl})0pJsS6ZOlQB89IrIy#$S#i46;u}&H6T~7M5^=$rK2W%bj
zM2`W}$eaak6$=p}oHr{S5xZG?nw0xlSk1oS@NdH`yCtVm1ZeG?r83P-2=eV?P6xSO
zk!5a@<5IcwY}zTl^`&Q<no=;^Gg<0ah3~s0O)@8oI<qb{+yj*HaNXXEypQl02E}*Q
zw*`S^29^80x>jM--@QvAb*#487LDz(DWkB;J2s`aQK=;)ZPT+L=hI?b)0mHa?82xB
zD7WlzUg7E#ZMi0+)!p1O&X%THJu}S#q54SL2555}LO6Vm5X9sBMu|sRu#HmuVqR1I
zNTzB~pd#K6+(&yf_+B_&kY3xolhQoz1`z)XZv^!BbmZTbJO4R7q#Et&ix9Hw<(z^?
z>=D=q`Nu*)qh^7=UicGF<eKr-=srjtjd4NRNgVW+iEWuDJ&)#GV*a{&uNRB;4YU10
z{E%{<`|k#Z9>;<SB?g5gn!4UII$A&B&#l_T+?heS7B26u8(zD13>?p_niOmel~`H|
zbY<G*ZNjwODt@`-&r~(&VA!Nr$HqPY-ad&-!$!(BEj@|x&~}q1CGMuz^b`;uESX1s
z!W@D%6GAU+3T8R=W-;aFV0<_-K`U326dj71E;d$VjPr}_d6q|?N^Vy!{CXA^N*wk|
ztgyPhXEGh4tf~f9VR2~YF+G=E%6WjNt)FufQ+xe~^HisTp6Z|cjbhzi5xv3q>psj!
zsHsK0#FjjmA8ebn`%M}SX~NbgwN!&*+pf*NC@Gf!7*2|LbX0MEtd=zjmY#Tn!Lk$n
z&d3o6l5yrn_Et5wx<EA5+~g5ojT8vQZ_#Op2K~g(VRk&+fstM_u{z2jKKi#G>y}5(
z7B5EItJSEGpG64X<Fg^xr%~ysFhU!eV@#*DP@4GO9k~=>b10mwWUYor<;u}sdZm+x
z0$&d0yIA#zwSJl{_mIQX2%@Ub5n)P@_{m-Tnt@rw_?0Iy)lpDCBl=8tlQ^(?i0PD^
zBQy+_AqY1Mm1Z&CNxF)rtvEOft$G|`{r$V1JCLDhwy{P%ACs0g47OPkCJon^w0Y?|
z&XR{qBL+$U#Sb+ZUuJ65jJse?CUs3~3&I@Qc}qFNdh|jyfS0jigp12xP2y7k4hw`r
z)K4H2xD09(UFMt1eO;4z;aHJ@@3G#bt}<2g#K8(?jE0^1JbSGmk!UO8tb1v`5r;4*
z1f0l^UsH71pa(OFB9l~&dz-WN)GynYk{&eLXx2>BForZq_;x|+q#M7G^@P-9eeRB_
z+co%uiapwLLH&4X8C5VzXo~C-p_uPSO_dpY8D#RWeu6ZY?rzK~_49gxT<^!?qt|p0
zOUp>^2PBkr$yEpb=$l6j(#pwqmQpK>FE{$hOqF*iT5<b2CNngH3+&bu2&k;;YiY`L
zCEE8sW>?euqpv{h6|9mb<&B4g%-4a(<(fF*n^Vc8(Tg8MS(TO2cYgV+xZ^t-=pI94
zOAObQsaVz6{qTmtHNA!HOM6ty*K4fItYjGW;?7}6p!`{HNV}b_X;VYWy3tu2ySd1E
zrEQ~5iQ(o>o`DsvoN1OZ71GvNn%U1lAHH1+qy((WXYna0fQN5@2&L5fch^cyEd7&j
z8gS`X-eApMeDivr3$;^8nN%cEuLxcilWgmk29wB4Hm<lS$&!!fodm{bs*62m+ch66
z)tz6Hmv3CWAdA%OE!=0#t7}(ea8)756dx@bMhR!2iaI7pdxl%f49>HgwSx28zyCpb
zfH{=42WxVo9F33d%|c1M_`QpYWGr@?|Hr;AdnXti;mL5*>vUM`V-U!x!CC4|WMY&2
zX>^+|Gv~m!1-;pM>Hq?MjM`PUX2>9}Teyf`;yh0^ww?SthqTx+1W32jEh1>+qSdF=
zP;bD+irM%r3$!c4SBjdZ$26pC0|<LKUu$bF&Uq@0iVUZux1^$7t+XPCY~2>ctATYL
zsE2(J8#3iq1^}Cw>7Vg^$8}OSb%Q=tcp0yTU+}-3mq}vBu?aseb-IFm2`1Z;BL$#Y
z*wXb!8K1ZX&8y0p><If%Rr?$nHIIx!FlRr<b?nBA{iqZtpe(W-aL=Z8b&B0Y$n}Rj
zfK!MO(N>OHicFPC{Ja7aZqAxSE#a-@@nyS0@Fa>~g<O?pKv%B4dl~QC)%8e2jTLZ)
z5PgLZn@d{Kedc*W!2-2D(SP22UcST2sZ(b`W4sfC%Bk})N*ZifX?shLRAr~woT=0l
zwTwp2t3IL3_dOwN*-toCIrYuaWb$1qGJ!HD2lw3Uc8&#@4w<6F-L)>?*USp$x=Gj?
z&+!_OJyf9F>3GNOnXEGUXYdZQ*fn=xc6D(hUJP^9!$B{D?C9C0$Fhz|Wx!glL`&m6
z=_I*5G*>7sUW_cVJ9>Yg)*U6N(zL^bM0<bLgu6$!OU6tniC<LL7TU?W|B4R}a21A(
zG@>nOWc)TT)8Npbn(d_0i|{!X!d)0`+z_r%zbk*|SRu=|JC%hs)+NGJ(J1*LM|iK1
z$WDMrOoc>fg(A{kri8CrNv>De@~^DjKS=riprrm>`uZ1v?*F%+qVu2lq#Q!JDxJz|
zUbY`R!>Dp4J2nE-sFUwF>S+D=BPisVeum5ai1}Wbyr%<ij<vA^r(0kB`h~aqvT$fb
zX+18c<7*N^f6ZWlVD$dgrg7!htP<Z=Gw6{LYWW7Sm>kEHYy3dYd0!p?6dRP$GUk3`
zzMKzxfq~IGO05ofT9Y|BipV}*s?TsXXd=S8zP2JX*Rubv0{-7q#{b`Zj!^gh{quzk
z|KSlm|0cTlZ%Hryt<UI!)rm>n7FR|~SVrFe64HE%h00Vo%=M{?N%QUEi76{`<lV@Q
z3@?Ly2v49FLR4%Cv(7QreL>F(b}%q2TD*bS(5WQM5}D(~6H5ztTf(t}nNMfhh2m=W
z!uG6T$~9>rDdLunLUsNdq6Jk>zjGXiw<1YiUri(wJ@p8)@yuO7EjHy)#4r8&d-@&n
zH_p@VbW1O@whFd0FYX24>JeH6RNAgWW)a#yGe1^80H+ue*rU)bnKp>+wREx1XB^cb
zf*+0*U56IG%FK*DRu8ta#uhz8=p%77`VL*mopQFPFESX5vaO&Q!j?><UXaBnMi`eq
zBx^NI)yZoN;i35cfO(aByUWFa80Oz^V=TdBPom{05AJ?5>1|=LWp(`#;?~k9<kjQ^
z51+DV;okU?j2Wo0Rtx9A5)&@UANQg$Dd*MVs1xsFBKJiPQ9SHy91b2QT0X(T|D3-+
zUFZ_Wq7pyeN}RgKzW*+AT+1^$y-853WIvia@v<6SKThJurj)hf65-d1D4FDlVh(8!
z&F=Z};No3}sjroGr(G5Nn6+9im~X|U@YMcU`#Jtk_j3Fzk4<6HF~cy?_lKqUPO<uK
zWbTL|wlNHmblLxwLh#s{M0_Bw#G-;}hjsQxDcU$n^dn?%e%~N%kU8ubh8O70Y{A9q
z$IKQ;B0d{6Hh0xo7AKirDG#E^WkayD=Mxio;XMux*cTy}qiL)L0#VGHOGk{^f+w(S
z(Gr(tf*a*eE}x9WX?T|Wohlb$4273+wk#hS%Mn|E-`@7Qs`uFKQ%p7o4VQea8MWz<
zjjc(@DtE|W#3!+`KEm8Ix{}yKj>|!<6HIMLR0xUct?sff?Ra;OKgmmZy}~a%;N+2B
zVZimqmYA?4_`H>lWlYE$!uWgL!6VW1#-8fc3o(KuTd)7Co$Cy0a@*QLP?Rbq(xn%v
z(rc)OUIRkt3J3uVEws>rg(8QJfD{7)fuICLX+c0#x)PKs5D)@NQ3L{nBEsc-GvCa)
z-@QN1Idjgvf4(2@tatY8dFP#3Ywf+-^NcK)YsG2jvIhop&r~p9&a8xhh)hO62&so8
zRpiS}QIvXf)VS}uf5bAK;q(G_WN-$Gc~IK3qvrC18fvN{qiB1jRTY~Po97(zM)KL^
z{$1R{g!p>Ic1_Vah9UOUq$MsY0!fF(X<wk2sXbPQZn<<@v0(9JI0Ut5_w;0{Gw&Gi
z-hW9bB*cIDQ^rfOBosCA7PYLrl^dY@>$L-Uf0|S2bXQqEdsyYEtAh%W@J4!MCFDbS
z;tjq|Wm{VI@>EDvnx^8EJ%t_z5^qSAX8uU20hwLBJ<P%a_9k3COW>)m^?Wlcsu2?i
z59!ABiBNx}JW)~2bo-iVrI46V5<gqIS@_B(z$mcUR7E(Oa?(swKB$l5qK@J&gnMYV
z^e2A<jqW~1%jOww(oDaCJbuAmJm>K=(cp~dR(N+9IAl4fe@nA)#9Z_=5AdFrn7A<S
z)%TOU8?X=&3!L3pm$$Vq0ppSa_qzOBU#+6?h_v0eEz@6Ln{6Q7FH5lP)iY<<X)H*l
z=Mwn=F$)x--No9WZ?`%-b`TOhkTz(4dPsZpbdE5ZR?nDD34;DFL-0;f2CeuihU5E+
zx$A6ukxDQYcRD86sjl-bA{7F{{E@L5V|xKHV``kjsrF&*+gY<BnCAqhD32yNT-!a5
z7YQhYm}2_mV-`qkP7g4j7UVA*d69N%M&pjNqP|@T;fXO#JrX{;EtVJW(^<6Gzbv_(
ze_QmTySr(bNm2-Z8>6CVhN-`<Y?^*p(CqagjCnvp|BQh3!lRnG@<%thgEIn{4u6n-
zN&m8_(NhKYfM07XfZt#2;=kp#yOGhY@U@VaqMFe`8u@G}p6B9oFfrJ)wIJEW8Ve3b
zF}Fd`9Gh1-5Ph!+R@n=;gF0SfG?NdqI#z^J=@!<*H1B=Sv24nMFM976^hE9ep@(i8
zj&rLu=hhZq?%9i=H8+$82h0zK)`j2$UuMY6pIsWu#kQ3zhl#Ue@U_s7b8>LyF1>Jh
z1qN01mD$I=vBEAgHQFd<y!ELL4^PhimAwPIgMhlyy+WaJjax0}bp~Q8c`P-3zM9nR
zRq1YQZ%q5OJ~xohxby&;t+)mqV1qRb`xs%aWU@D>=CGS2NQVSF^Ce0VWa7m4PUbm}
z0n^}?MI`ePFf``chNaP=h4azj$&Zc-iZlw9TY1tiEFGrU^Y4&99Wcf$Mol!uxNg2o
zIy9Sqs|lC=F_fqN_A+^3Gb3vA7CoNFCK+^D3ZYyL<ir)ZGx+5{W>D#+)yheE8pDCB
z)`c6oMo_hdVnVg;uSpD=%3wm7>NPJN2~+`RA_M0ertZ{CJ$x7bo(aq3m^44!?qJsR
zp~iz7o|u~Riup7qL)r>aY-d_y(*SFVS-bEsIw<&b4VjrD<mnol^g0l@dLi)}6lr~P
ziz=K;%cs)+W1|jBRTBJ;Z<N~pJ^LRDp0vX?(8vz59AnK?F+@-5#hT&bGfLIDYC5|q
z?VClWd0Y?qvb^ji9Ef)Alh2m8IDvSQzeA2=3qEm5kN3N)vF&K_I8}CJk#Bh44ymD4
z-Z!Pm9GVye&>BmwfC9iCUNa{E6v>(!*LRE5w=1zT3c19OOScLuhJi&Y%Jm{czQNKd
z>q6&^w>eKe>*NxlR96I9%V~uU>MwonRyj+5Lh44;JCpUa-n0F(D!UkUfO^cRvQisX
znbCmr<fx1PpYgrT9<QMCc2z!F9BjHrX5Q!e*3(YPBP#AL;gCDn>QbIci*k`-&*4X0
z(onQT04%R4!nLp93cmzs5XvwXK3QQuyfL(;q8V*}64BeNc|A}AVaI9**AAaO59t4D
zXJG~a`AU>!p8kVmk0&M3znEZA&U8g7y8A^#^tlXy8~#PrGM{1Mj@I+{7j0Qa`p=zD
zxSr=$abRyTbuIXno1qla+xe?tFuxW&c-fx`(fB}h-a<gJmRB93ku`XwJ!%Bw`i%RA
z7!AJHg~e7NHN<)Qajq8N`4aV4W7;96*P;el+tt@m`BA%bwNaz1{ht*|9%R{FVU2gB
zI+U!tCTGHc06dOoRlnY2p+Du?GqcjzJ6^hlNpnyiYN;+C#n57huzV8jos^9DjTbAe
znbUW^>>kj)+1q;&V^ew9atzQv227>}PjRG%SulCWYR`4L=efP}FGDl>lPYj1k@|bm
z^W@Q+Jx7RJLvFBEZU?PNVWfy1Sh{OYf=lehPpNs!YV4#@n8-1}dsg9mXV-+)912jv
ztS6q_X2jjg%iEI>5$(gD7G<uj{lQW9N3aWO<P3XA^V4rg!995-`x&I1gO?{FZaMX+
z5n<6ZT(bcE(r9?qjXyxW&OWCnimyvLBd(hletoeK$&q~Fn_o_CJ}c3Q?S9~kTPt^<
zS1}MPgR;AG=!y@km&*a)?FHWpcDruORy^BFKyVLo(a_{SY~v<*jf5@5zJ)P2ZMvfF
zZohpCn8*)GYz=J1&oM`JzpwW6fpBQ9$ly$G$iNq-3?12M3Ll1@gHPTyVO8%5(n$HT
zV>Biw?Rax!;H2dcP>J^y-`qWDY-rXrR1MBK7&oK0X*Z*67-7<!U^dyDYh!%BD10MW
z;lL4Co^AKWZki(I0S06@@+cQhT4@x?v7u)GgaDIH!l)3F%W*34pw<tPK>OE}%o{Ts
z#Zu5Im03H^-nhmLY-FJB*gXy>FPl>#ZUB~-8U^c)R?;QAgL-1+<jf&X{_i6R-2Ew#
zDo>$>&Nv3EJRVow<|nSFbhf#lAm-sxR;h0*ob!txoyJ_VW3Iya{j4Q2c>{jX;liq?
zd(TNscjT@}nD#P`4P9)3<g?z1H^?;V@MGJ$i~~V>f@2kXsoA}WOd$VDU0KD(3CykU
zN#l!YS#PyL5`34=^$!ZFJvxhsCE6*=BC#1xc_$IVC4h~QUmmCV@M#-eHpe$#`tcpB
zBU4uL1xYi!5MpcRZO)AG@?^%+@O4W8r)RgS@L({(0`9+SR^<e~PVZsvZ62<Dztu_X
zp{MB1>-qS7+TFB}-F&&QV3A?o7fmKrL4pE{OE{(B6a&bg;j;Z}GvhP9i2Y$3UG7%d
zvT;?g`vb4}iSfGC@stYVR0epT@V<lk`}Cc9Pb~KCv<rehbm;0X(BxK;M$>$^fzt#x
zqM4<S%j%@|M2PnFRP)kF5TkL#Fm-OgBqo<pk`}mS*i+VfA5|RE$2?}21~S$AceuXV
zQRI)PEvFXZar@S1M)Nbxnk8^+DUmAXcBc1Az`(n}S3~cZhbz-u(vyVl?of}mQO#M<
zc2gY4vjra6Tq=fFH#De6Hfw(|-is#5(G9Xqty=ecJ>MS&?pw;ItJfNJx`~X0f;7IX
zj+#d>ZY58#>ZwuVLb++X@QryE3ShzH&TAdpcGLQ0ImFeN8-m;nRcnfur?l-6=^eRW
zUXj_GmB%A1*V5CimuMCWN%jH76Ja!X<LuG#+j=e6etu{2uWc9>jHbF&EJbxx7a`Wd
z>GOuM_u@{oFIL-OiJ-Pf!HG18287y=Pv4ssif0C({X?d@gsHzg5}#Jqe@*BiO@^D-
zo2%~=&-<Iw+s$$e>WL%1FgPe?<KJUVp5!ewq(Q5B(-DQm(-PG9O07If->H85kHg7I
z`sF@aWi#7L;ND=-X2y?fXwnmlsx-W)9!T=-teEA916+EoE;J`}MY@)^cJwAB@II?L
z&o8Hg6TAqPBujbdu03Z$$vaCXdEx|8`{De$x<Ek{+j(u>UM`S=zs}W-u~avHe7o^d
z3hcqgcPmR$A+}ch404R9ZGa`#ob7*A(=U(y_{4UgVk0V*tT^cNd~w3m6<n`e&m4Wq
z82TtUYt5lUcKL$J1&teH+3?vCol(-WOnk12)QeM0qg-Om9pc8j7g-vzZt*xNzgktR
zy=nGMsX;5c;}Q=}K&|w124HClf4-ZR4@M@ES&}L29d=cFJme>tMav6x^&22C079-f
z2B6{lkYA7w=B^wAPFk-lq9?+ETopKKq<?3Voyv_-jAT_nDPzK<OFE)8)lv-gQ0sI?
zN!AZy-kspbqaI#NQ>v0)EhoM|6DYkeUifKvdqne`$i9$GwsDz^#_M;9_!1=VVR4Fu
zl`|vrWKB=sfe)VD<!s}ivCDwKT@q)D)0--`Vs5wqoy6LoqYnEQ+{*vqefZyT^FJmb
zCy)vo-3#_BozyaW+(GTZt8tBxJGvK+rcf;}bNS&qME8NmHkNbFKM==&V3efxC)p4n
zO0wDv+=>5LuFfAW*A3R)WtIP2f3yx{WRG{ram{#B|1iKo=MBGmPs_Zk`|S#{YyiL7
zz`{;d%L0COukst8is+D>*r(x^d2z0tCr5%E%)r*f6+vNgja);BdgqF3D8|c-_`%Uo
zZwTZ^RLr!?19)Rsnk7Uo`qjS5%I+8|_eI{!INzF_+?C*d6S)9<g3c48L};GXvbpZ>
zmjz}(7#qocK$$kfNkx&1tVoIZy&L3XKt3io{~#fI_Wo0ILs}zC6AISW_C^d}{O;><
z-jrQc=sl<2SY+)qu~dZs(8`@`sB3P&>T1%IQHZyBoV|ZW0TfPUD_ev5cns+9%S#Li
zFftFjpuV3T?0le_f`comHs;Nf9^eIUv$-LE)<kWVV3Zp@3Htm74c3bVDzI&n6C!BF
zekBCaA}D}^_H)`(<8|v#dkf|{dhO5st1Any&ANFAP!ZJY)ZwNEnMGE0KoA;J33~Su
zo|ckKE|dSnyZs1Eoue@8`7~x<I~O|m>Wxo{X}!qOqI^wsL{1;gns~<Wb8-AT0u#GW
zDX^|#S&BHlu``iNI!n)c2J#Xu72P}M76}Pkx+K*6xsW6+dp8R6WJxUxNf`{gDAcjF
zZPq}0`|gB_;7p-Rh6sk{PG*p=L=BA&A^#{!b;(jyap7lZ$?ga2bCW_{GfKhBrSiB?
zBpF?c(nv|UW<e=P+AJYt&X^l&_4JOHmBsV5zidNkz~%f*b=m)=<oWwu;O{Z}U+WXr
zuzyB4&`rNzB44m4C_;0+XZ2HbK``n-Nc+|m0}zv6(iF(5{c54dG;+lzaM3;s9S?^R
z`w05AbL#u8sDqW^Pi!sgnG%akQ9s7DB4k)ZIa5<@V@Q!ily<{@KWv;MTQk60vw!Ir
zfU^ao`lbEP4<L$*hxe<-(?imBMlVMy3yj8oMYHicMWBtMTsi|EUO5=yvDpcbVqT*i
z&m_dcmVjxMqtFmsgPkub(X)ljEc8rk<ZGdo(vnco1L({Ta95C#pzw8_OSFYmpt)=h
zy|?`Bj-Oz$k0OehCM(wuC2WCdX9G-4ctYP$JLjxw->AS2KI{XB#9f~$9;<6$Z9|t;
zLh#0fz_z%C5!2o;I!>nlROr2s`Qi5~?cXW<?^EQj%KYtPd&i>)3{X2c*z`)Nl}blo
zRY4bxD+a}2gB(;R91z;u#1DnKn%dhwvqgo9mUEg)-X{{=8SYE(T?FQ!LO^I&2Ek^9
zx`JQ-;-<%68-o4OOz`jA|JP@k|IUQ|TWkM0)BUX(|A*fHza99ycp&~x@A)&|=0BeN
E2cQVWp#T5?

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-148-DeepMind StarCraft II.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-148-DeepMind StarCraft II.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..be107dd669567fd8499b6c7c4949549911b87b79
GIT binary patch
literal 56987
zcmbSybyQnj*JmKO7I!IH+}%rYcX!v~PN7AcLU4+^LvVMB1b6oqhf<0|u}Poj{l1ws
zYyOy-n{~6+O^$8*?S1yy_htEI8}Ld|RzVg32L}Ma!9IYOHGnh#1qlfm2@wSu85tE7
z1q}lq69XL`g9H~38=r!dijsnqoSd4DospV`m6n|RjQ|rXCl@a-FBPMZm>{<(I}b1S
z-$CF|QBg6_F^DlSiMd~szvljbzFv9(I4E!)zy%;24FDbo4u}KyG60~0trHRMp9}Dx
z3l1KLfQW>Qf{KO?YtZxx01pQQ!Xp3?5fKnzt%G6z0}yZ!abI&uA>nCQAk(<xbAL?8
zN1=UN*GHf^^P7&x(&G~<8X*xe2`N1T;~OSsUOs*SK_Ox3cQUea@(PMt+B&*=`UZwp
z);6|w_70AoUfw>we*OVr;SrHh(VszyNy#axU(?bv3JQygOG?YiE9x5>o0?l%+uFbN
z4-5`Lhet+d=jIm{mzGynzyH|T-P=DnJUTwVxV*Z)xxKsp^Or6-0PtV3VBh}|_P^1E
z1EUKb0Rf1B{Fg2`cwg8J#6duO&4q+3rGaeWjz`1&5e5HkLVjHzDlL!ZZvsn?88kvV
z-tYA1e@Xj?vj026KK*}D_TPm4Pr6nC7(h6f@PIe~3BZ*a>7(2WAY4KZ)c?SEnq!U5
z{{m?A_Z#EhAyc~zF+8xk`@SE%g&necruG<RU`CSM@&zKe^AmOIsWGv0JMS%t_-#nQ
zafD!N$;^asqNW37&kF#(;ko$iG5ZB@>O~b>ge5AL`w$F!@ZNow$SoWYphXh*0a33$
z$}+gBBc~14d>9z{`v&{z!wcZ1-S?6G`~~p#1@Nr;_woF<l3O9=)yKDWoBByda`jQ>
zH}$^)QSLTH?t<V>ZnmD6G+LlKxGpdfd})_Xd!DL0lPf8AfVIT{E8^0h`O9LkIT}9*
zxsZrcJl6C)n8?89+uo7*9UHQH`vP#PVR5TU2O{{CeFJy+i`n0(|D>D^o-&Z2_${$(
zbTD_i^;Df4<STg4@Am>|IeT6*RaK|t*L0>>jI+V&J7rwIPQE+sc(&=p*m;(KjV|R6
zTl`N?1aabZG1yFhCtx4i`u^mY(}Mj+(v7p48@X7i7^`20F5ppu3Sj{8_cF<KH{-pG
z<_qB4wYggm-wPlK`e%sc+iS}tfN+?R!)yDmdqTfd^y)wx=&NIGCu8U1EoPWF*Ij?P
zdw$+e_W~FcnS0I+c`)&3RYWE3dv6tH*xYX3elULDFbyjEzWwLb$*4%fEb`EhAT-MF
z_MeWqzdNG0?|hNVUH~e`5@#FkA<MX|Mzz=^`whRU_+zVzNY{?t0%-`@ZpAPj-_zDa
zg<SZ)0Gg&h2<+5E)x7}T|7CQ6#ojAO@6V8-e2cIN&(UzLrq~n%zQCLg7>oOJ?}`5H
zGfM>)oO;yik~o6#yJ;x_>1ihrPO9igy7sB4Bd5mud;<bmG`o{+v1?hYi+hYxH+r6C
z5(3=4cMUmuka$q-tbY>S;3D_X-hNm_iv@EATov#ZT-6FEDtT_%-0joGg*?)(+&sL8
z@w(LD(H*>(rI61mB~QL(o%I4(<1*zycmW)Cn4nV@B;v;Td}a<U3MG31)Vy<edt+a&
z?K6|JQyyezgwkIfv0r}pVI}S<e$g=~kR$8`fYOKN$M{zRItNKf*kr13S!1(e4<sV&
z4eaa3Y|n{7w<Fal;iZhr-}Ju{REiNj6Xlrb1c`JoW|?`t0EWGG&ij#(`-?)>&i?9w
zkP3CLf>$4Wh4DazhkUUpoo+dTJG+S*O!5(1F96Nke-&QhyI;sWjDtykIUIdHM-{=m
z8<TMWQ%r}y>Q;B&&-g5}^{;Uq+-)=yCOzZ)Jf#p{TY3S!UP?%zjd%2pQL<vb_VBy;
z%j5+GUokX^ReTYG_ZTh`*MD_#^?2s)0=`lpiWBt(kozn59;=gS$%#<#B+QVI#4p-h
z@rKWINMxD9fW5Q{8yr2B^85MB><VUTN-)7fpNs#U-FsJ~JjTZ8;{wX|d~IH4^pwyM
z$T6I3IoFAP{yP7>Gg0CPOaLRWZZJcRSa#37llxa8mU33?_ub$yASW@PR2QZ^jW%rB
z*%p04{gEH5f!Ql}TXFYa|7|%J^4<S`GGlaqUM?wS(KCN!-S4WZ!lDo>GNFdaTg>yB
zs6=h-`#4P6e;HjG^6laUP!3a9Mwm_b-I4zZX6jA4s(MNmAvm>JzdpM&HM?ei0qp*5
zTm)O%9*p^C|1$rAeAc^gMY=Z7z*j8fndqy;#eX#{ggree<=%_H*mp7<=&7oa^dB$^
zxP9cni-DQ1(7!@Um57~HqK*~iOALJK`1k^dKN)lWxw(BG{^2Mf*UWLTr?v5O@uyi%
zq-o-v)#M{tF?fQkoS0v~#D$>1`WJwC7&!N+E98Pg1{td0N{31n2`5DI0{9#SgI`k~
zFCd{0ph1ALS2rh#xVbrSh>D-TjE_8_d9ZEtA*bK_Jl&;8e=?$Nc!bL7=mh}QA$}Gi
zN*)RlXgmNu!Pefi6lc6Xe8IKu>&>PP89D-zx)(vpvJI%D`p*q)wJi#_IY(XqihsLm
z(cM))E5{K=bQYR3b*$w+dUTd5w_a9-A?sL7@tLo)AjTl|39^ApD!h)$j@q&ubv&1>
z+FS27SaFbHXlwxvi0m2?3)#!oeIKXE1bw6#fC=aY@Ry7bulNbk-k1tm#WKNzW_SIg
zgp#_+56)DkDQH|jou=3iDq-w=I-vR;>-hpOdjULEhn-(iU9yGj{tKzp%`MzG7rRM=
zrcT_`LT)R_<Tn+&QI<QT^?Gt;HPGqaoqm1VI+!Cm^*XyV^M9+?Z{YqY;riDF{YV^|
zk=Oq7JCIazH!Cdi_Dn@9&PqTC!XEhkk;4~<wk6Wd=<dVT9L$*Ju%Xka|5?Ld5K!93
zSi77IoXaygYY@FD{#nqDzN*xAivA$^N&Y<sPMp$D*aX6jJrvR<d%u4LcW?Yvm7&+~
z9DEeR=)BMLsOK2M8wdu1C<eAIYnF$WYP%Yf8tkfTpt!$qMEMQkBsl_dA8wU6hHfLJ
z$?lvZk;ymzdcaFw{S5uVrs{j5?1$E8Z#fNcphM(Ehgqt6K(H7KAByQBud9P=0Q8YV
z+#QBl|IuV*sOSq|9Ohh;{w_U-J{G^Ruw_(ap5!3RFp${DO2Uc#pssZ2^aXIqVfDNP
zvlIpFq0|h`u>NJh^*>-*LlIk-(PI5wTHf<cy<F=!;xGKPiF4yiTmYt?x<hUVG(*6j
zQFbITp=!-LF93(7bT#(xBioC7gAIgqujI=A8WMAZnA0;U@VOWUr!ZT1s*by}$NrNl
zaS`&5FJKF+1Nt)Nm5h`sp{FG1a|$v$1PTX(Zj!_zIpSh@zmWPFr&@&~{v&mW{WF)4
zi1jpq_0KOsWG?_~g6}g1<;ib`1&4)>blJjF6C04IbB8kXAO+-(-KCw31NY)%2TBDM
zl*287pI-n_X1H?~!Ht5H17ZOfZw?9e3~hG9?-MykuXZ3ht@8t`apOH5$~%;;`_1`b
zDw|Gk8Ka%7mWu8=(C}jE_$7``UI4Xa65l<B=ulP}c#dEIv#bXWuG{nwT>02rNqFEj
zK&g)<SiMzl@dEgI9<pyCs-qfn^X3EFeLeYMpcRmQVoB}MBkz683@Qi{KZR=Wrsk-=
zl|IQfYS=9Ow_L!W8#kvU1<yM-eV^;NALF|0O}CG6ni8a;pLd^oMWnWa8<PH7wCDLW
ztLs7k@~R~8^e;~MCwCjbGmZeuDNclM-ogEd5MToCPuLkD%QByvrB`wBku}&=aX_06
zHz`&_P99)<pU?f>)o#_Fj{KYp3t9XeL_V`ER?9Kank8S=NG$i)&B0*uCgjdE_nQ6R
zAPEM3rGLRs?5{>cwRg43{>Dj*CR64x_&n-+0f0Oc*8V!mj4g^@7+8gSwjz-I3b``z
z#}b~imONI|1qz93{3jTLHAi30?fBlkaRv({8jmEt2R>#-MP6_t6K(d~Om_MSQd8dH
z7g><Vk!T9u@WNmlxhdCkh2idCPX<5tH+Wa#N&E`tUcLFho;Nz`c^Ktl-^<8KJ=ns`
zZzpAk5xW$FJjFFKyHI8Kr1_V8e{4wwuSKv1E`+zyt~=!0)WNgl3*epyCOsXa7r+<G
z(dCJ!FP&krJx<W)5o4k4hb5jGV-h}uQ1UV$b--eM|E!W#jv#2_?4Gh*U}#LAls=gJ
zt2sJi`{eoypqEAA!<$ISe)(ZBiP?|`wBJsBacMDJyH7GEb4`m)_4X#{DI{-$Sp;W`
z7swPLrZG2xabK8R#a*aa12|UOVJl9i`hrryQ}{SwN9FJrcJ;uk$C%~gB`Wz)VqlX!
z58@c*hEU}Veh0}zz*x<0fcsrXsC)ha)fFt7TGpoB!Rea}iwT)KcmY_LnsRUtD*lN4
zuEJrVR=Y@3<2gGul!f;Kz<&-oy@UyV76z*aut{*S)Skp)2D~?eotyOWL{Wc`eb*vk
z3%@Huyx;rSSIp*_T|U7-s(%;zriLrGbVPe=$F~0kK=YqrmePjzE=<z9OUeaU4KwqV
z3h<p4j;9Q$$QoV%-2WZM_<F|O$@TmbHZCPxi8=Io^TNg-d<e*%(w89TT>cxe|Lddq
zx`no30&UBEfb9TayM)rEE@~3dtD-}#pOl-Wo{LL6sW5z@IRrlU!1R>^=5Apdgo9_b
zkel|4xBR(Zi$(8cMbBLBj$)?E{?i2+O0AFmUjfJBk03QxxaXl`xEDZNPVU{FUu3$o
z>w9&ai}H1+TB<j_H<e)0Tx}asop)DudAXlqOG}e`R)&EuOy6KM9b>~_RN^VZ|Hgs2
z8=_Q4WeC~25JP_^40)1z0bJO@aG~&jeW(#Dh^y56`G06u(0KzAhbYwsJGO)j&)ki1
zm&Q2HA29SuTv?|aL^+rn0YO*Tv668_hJvuj41ww%SMkz*!6xWH@PIO9O6|LxjoRl_
z-x?i+jL-26HqlU<a)Hpd2e|=G)kZ=>XSxa`o>_3ch2wp<#Vak0iv>3HW$@oDA_KIV
z=cQW=lc=$-04}^~JCHY)0aqovSS6vDYkm^hB*;DZ5uv|O${1Jc5_xhB0rkO5?ck9r
z+Vv0K=55y#GA+BxErLaUBOpmsMiMGR;aF}KC;HSyxma;?ZiQ3Ll_;N!(EC_Y&kqk{
zbm6W&ii@fE^>wN8OZz`n0=P?xRS$Qw<&Z5a2j4r5C*i`jM+;Bl7Zi7qJ|xH30XweM
z*+q=L45_oHKa$+|rcmjAN{8=}<<z*86YJA~(GGr>zb^z`P;AG5!}U0<0{2&<%u!6`
zD=~d6P-aH@!!8zYK)!7;mV0$y%Ul#l)Wo`*<i>R#R#=u7zARnZ*iIQ1$f~ir8#kG(
z9BQe^X{zx_F_ycAYBBgY2jpxfFK9BLbONXF50L!;cGEXiN^FH3H(oRHerpM*28;X-
z{EzJV0ShVjDND!*R!8b9@|td_B5Fu2{Zc~5DssOL387Y}EF(J^9fUbEsi{8bIM0-i
ze{>^qvR@^Xc+soTik;w@w0nB!(ZLN#K^!$Te1)=gw^&u26t0%H;OT9rbWcs#bA4z{
zQJ4d)n*245+j|&k+Pi=n+}!!^^GZ==6^HoBCt1?7uYQn~5%U9a`mU?7^;<ZVXObqJ
z^152z(`OrDWi7FlJDNGJ$`5>rSA&@KQ@jNw`Esx9zU4{)1#Bt{Zv4?~h$OFND2NZ`
z0)4m3`y6pqSj{4*(rrM`?Ds9v2}g>NqT)IpXPjG5lr*)PuQh%J>KU|+QO*dTOMFpk
zKioTozb1Q8?I(tcuo&GKTOBk@HcEcMG95wBY)GQ$lT%={s^CVP_YGX-paWqmGMTM&
zU)OGr*jD1K&6f<cZ4;_Sjn9ViO%~+0#qpMG#3{}-am4#Omrj#z8nxP~)B|`nJ4+Sj
zm3c5H27Oop-Z9Z+l|yDV_2hVBlB-6pop>V*=G}9e#?@}uid{{%@JK*%g0!G-$)BL`
z4OLflD{tA@<mD8FsT>WZjiV&9%jNLX&y;fP;ZVgQR1nzQnFo6OTg%imKsl2JmdRu2
zh&GxY{iXN}4ArrLnaK_HVESI#tbmNZ)SqQmx!K1}3v0Z^d+{B3@xh34#10B6cQPdS
z+Fv;}ibv%<Uz6tqe$eTn`8k`XG3UCYZ@H<Im`@~zTAkImfAl-X%cLjPh9RMHeQ$r$
z5~J(>eK9|PA|>QAm`ks)KI15&isdpDP42qvJ;ZvBJv#ip4jB7<HP=3!`ZKmtLG&w_
zSEEHVOw(*jKB>KY8I;~zwZVUC*S;!EXw?UmQk&letmFJdRB2+#JLUEiF;j?yCdI2Q
zmiIHTmcll<q&wG@gfqkK?;=nU>nFg+T|IaP;6a1l!!3U1f+oD_j#5=CU)rRYkA@#C
zoa_=VzOMmtSh7Ek{_+;&Z4pkcA&zMQ&b8$a{X8y?R*y)hAE+4L-ag2y7|z<guGDQ0
z9J68@+ZD9<c>G4c`IXU`jz9UNo-d04iLFEgpEVQBaA{7HrH+F7uk9O}N^Sz;W4OFz
zLx-NAdT>;d39B!T>5&EM7~G%-;1n^?r&4!`Tl!m8*dt#RLt+CLL@m8gd31(h(7bbZ
zrwi9affbI^k5TA=&ul^$njT>(tSP_CIE*?~Y)6;b&KHxRYk6Nr=IS8_F|Du5xQ|QB
z96pwl(wC&TGxt0*Y<EstQ%XZ;viOATZrH~#?7>lz%|i)7a?e^E{<NhuE0+n^>bVl2
zYx$HXetAKqv9?*Q;-R}WDvKmXPSHsPv5St)ZPy|4E{}3Albt1a5Pm1tR?<hd-mKvv
z<_R*2tr}l~=R}f2&ag<G(0S*P$TgfVb&<TABoH!d%{6FWHVK$K?CZOp(42plFgdgN
z)1j|#HSmu%j-!^`N7PmLZJfozoITrEoUaEg4^XQS@up<UIo|d_qVKaAN4WBSQ<hHB
z4~Y0~gPHI7KEH>IQ7*@qtxBLxn>gx5xtl`?PP7yb!Tt(#^aB#MGJZqr2Yevl{YLaK
z<fEUhu7U>;t?K45`r;jTpDcEXQ-ONDP-aJ)rUI}%B1TpY|IXTPCEddWjL0l&5FHfw
z<S-0hC)8_tO<w)O1;x%U()xp%^E?OFWI)Vs9_6-Nzs<t@s|uRKNRd_v#r;Z+!4*<j
z)MG~(UTf!M>nw6@o_elLTC`SL#~HrSah-2fZZQC&rOkvi&t7wpMJ<T8<${Q#7AM?g
zEw$FPg-3uDsP&xolY;2S%{-UN=y_|qV$Y1%m5J+=aDxh~>3vpf#Ul6^rv7;sLgX`Y
zym0WL+JWwx)uPiyx6f7??tmDad!I7-`&uLXfwyzes74Pt(S$Yp=9?b7R)vKzL~|+p
zq_rYwLem3h8KKe_Ch_+j$HJuS4AlXAkSl?NsMw*MM@ERJfVyf%R-CYfp)&B!-5~Y$
zb(#`FBoog`U!|Ha-E5qQZ#tB25$sS%uTsLcHID8*#9YDJt(GB7`K`Ls2D0&hr@iyl
znYD}S&#X*LQ!A%&RW_1;_2+eARHFR-wn1(C<zM#=&?ZNRmcV@bDG@G^LlT|pUV6QZ
zn3)8N=b&022{Tg_oX{Gmke8ER#9e-XGC(WZ*sH{x5{ge?0r}L5oDrH&AxGIHf=Chj
zc2emhm<iCWnX;d85-}*`D4A}Ykb&rtPeNf2BoHaMDM28gu_%!PC6d`?-xRnqt`>oK
zFX5<PVN)+@xZ;iK#=ed5g0J9e<IV>Cafz<~!iXe2zc8MafjUw|P%wSq`qS`DK`7dP
zZnj4!OHn&p&X8To+&|okmsTX3`s928zC#~#iB?_!OP@jxM_4AgCfu~{G>*0J(n(uA
zBk%P;G`;|`vNAN=Xk*Y^XN5`Y<?QA%Ts;*!5a4-o75%S<^N>CTU?p#>N&T4#JCXq~
zh^f4$`;ELK^=JOAN^i<e696+}hj#?dPX0+n3{E-eHcsnA5qXjrECUez*!st(TsstS
zx|ugT6_7)Zj4XCsP(5JKJiAWl77osfQ*0A=Wz7&PN;%3{oUsAx2c;vA^Mn}+kZOJh
zg{~YsO~)h}S6x<)s^lp6JI)NRXfiiCN@F!`9cN&tXQzO>$rEf4v$e5`GKRF9+W8{s
z1y_El6tIXDRj%2h7N>uUFY^e!%t+rQY#y3jP#C^18nl~KrehGOJ=51NOO0$~8Z!{j
zzZ6hTP_|)&(5!D7g=!;W4zCNA7;mmCG&*Z;43q0J8)oxQCwP#g1pt^;v%9;mcHa^9
zZF*z*_wHxB09YN5rCGdaoA?#y-}=@{%3t^8tt9w1d4^4WS5bfEJ91|DCxCU$0K5T-
zS!^^Zc2@|jnv3Oe%#)W#hf)=L1ay7*OdLUnmlLR$*Kb?@I1*!5cBXxHB}6|4*Cz@(
z^@wS-OPYE!m3C43IpvRTcVx{?BMEiVpo_7eLxyx>1>6Cj<K)nq5?LmPfJMxYT6cBd
zwk77#f<_JTQam~5Uct@&1mnt;b?=K2%7P}2no@rhi?hWFnGhceP3|f+fEC}AW)08u
zNwLZh|C>yIZR;Wbl2`qouzxUL-RjA@K`6(uJZB-T5muTuZ=uc1giB0mdG$9!<=g2y
zDJEa3$*&+x1Xd#Q#@9O;vFWO)8mEIq=&0_%;Hu_nf$yzCCr0i_!J?R3zA=^+MN)}k
z{Rp9Bpu@&tT9o{#v7GCzsIp`%XH6%q-1(|SBkPMk0LOd7U00WE@=r}C4M(Wl6lt`J
zZ4l}H>NPMDa#<<6Vf0S1LElOieLW8ML9x%`vEd}W^C<~K#p<1(+#7#lxKqt7GhSxe
z&j58!<YMzv6+X{$)2cano5%D_G)};v2Hh=hfB8n_(5`vFu9i-9wQDp^Y}nZ=L4t|#
z-N_CEYzq7G-Osr1WU`4{h|7py$x}a;B83`8!6(&-m7OUH66Ya^7vv|8meUN$O>$|y
z05D%0-xT!ffEQ<Oe#jZfZC+v{%qJD)^E1CfIYuVFo)F5z1am1o?0zo5QWW@|r1`^v
zG?mKMh;`=Fyo-o${zz6R4`rMu=KN%{jYUKxorCt(Zg*ga;m^eJRRgYdQuEG)6U`$b
zXWQc;k(8$SDAhMJfEM=qcn*sr<8^@#vX$-n;nVHkm-zB4xhyj$$;(7@?oN!FZ~k~U
zCjb>+Up6CI`tuR(vIP!_>iX2Gu|2*y?)ad-?y3KE_G}gPVW18Ytf!^Wr#;+k`l0C)
z`UF#awbap1rlE&eAO3}KQrl^{H$;CjdRwUh!O_qiBUC(0p>{Ag&vli7+*#Y9tc)Pr
zyTxLE^en_}(&o>I(bx%e2d#&Vhu?wwuE>{VuHT_&@Q<w%_Sw-+T5^ghrA_k~**;;0
zq$Sz)yg4|@HkfhW>UmYhFJ-fkVn08!l*=iV@wVnB2f02XacS7@^8c*%;EoqS8m--)
zSA;bF5>4o>&eWd?x0?+25Oex!dGvaC2-9(U=2cm7?fS2K`TfucZl#1%RXbZTE|s;M
z&iNwy<^6;r^c?sYG>;DId;PHM63Zg_l{O%#K#A~{iW3(QJY~2NDWh4PXRQnOmU*vp
zvN9CieObpi)r(EI{ug5nU%J1iKs>F^cJpaJL`SKclwWY<O!ZP5?vpB_k}ocgt&fLq
zoz=0UcuLXRS|K1GNsA<Q0Eb5c0tZc2#V^{;D$9NSG4eM+;$IFJQj)ZQAGze4TJUld
zgRkQuDYGe7IDlqu;YHABY70t5m`AmLrS5E04A&p9W9$V|yT7m7=S!=l*~SPtA`fHN
zD#QBRpbOrt8fUFyyBIFCw=JHV6$V1glIExfVVWD0q`Z1o5kJ)k=B|^+#WLII6CPAH
zvC)XwG|ZIXDdLC8+;<)w(F2!vMCfCx6#$^}4>M1tx3mC22&v|P4{0%Eg|#YE*<WP%
zU|NT8lRM8EEnaa*r5AI9+hJzNILAFFV2QWb*T*@59AhvAbw_B>`2I^gl82j6$)Nod
za|K+gAVHT?e!3OgrF?~Zq8pFFr~=lJtK~0e0JiG<x@XQcq-<sIJq|jGEOMDpRc~j&
zbao#Kw-}SBER&QNm$JoT@`I+=u0|IBy7f+vBLLkh&NS!h6F~Lg{_|1Jf?%wB>V4KV
z9}XMw^EE)$iaN^!*?10sfh8+f3elfZzIxUc1`dDkvR7tRPo1iYr@DhXy3>^Q)4SFB
z<UTa(Cf8c2Y+}TA|7Xq)B((Focgj*ki!Q<XJzI>cf%_%a$#u!ADrwJ_yNYOoQ`Nl@
zsYkONUCVZ`#br=+NVHZfVF?J2_zl;YQVBl?yj|3AnSMMx7kW;Vn4=Q$m}$PLPll7G
zDO47A#tc0IX%@M+sWmf;EeoBVDC7oA4<sSDM_(Skxmdmqrz+Goihb>fB&==TSy6T?
zRAG*}*~GIKiAhsB>R&`eLmj4x-8NhVWynsPACT?qZv4n>sNPl*>M=kdHsPX=ck`~Q
ztA`q5^y<TKlLn0q=uJV@@S6gVB)*0W0AFJk1em^?dI8Wzls@?}KF1_>o*?KIJlYAK
z2mjX(yNO$h+oit?=gZGIr$ny`5$i>?zyKimEO3d>IvSt>zRC=|Eyc2@2_;L#cl*$2
z8J{qR4~P*4f!}<go+4%_TG^6_5F%q~{A~~CLrvi+r7ow+1UH5M`wd)|EGHsAd+CWP
zEiLbYNuf|5LxvAJS-Z%6qHtuNdM8%rl6*_zT7T1Y-IG&deXA11xD*lQ$P_VrJ3=};
zEpF8C8?3;EU>k4z-^cRh!4+~$IN5o2LWfRx8tpCZx?tjaQQm>yEQY@pS-xKEGNZf4
zi!2G#gGOz^)~q=7MP85gIkf2pSYSfVfYeRYoZd`>y1mlz*4>W_6$SNaiT*>{>>=b=
zMIB2d)Au;>Zd(2nafUR>WC-6Pt#^>yuB#|c%V+3Pqdz&7v%7Mt7um&7sX1o;{Jra%
z(6CI&6pt8~wQk+)xtLwy`nk~lo-BIfY_(B)Ep{eKyqP+YPof=|a2t13OxLR4yNs7t
zk)*)Z@O-WMtMMUl*r3lD42!V77;?5ZjT9#opn(19GPY(dxQ%3wQW-_D4G%cv(pja1
z*o<xj>W-QV1i{1@9i*y3?I{Golac6ODh2t&$Gis>+qcp%TsMt;*ftA6_6O+9El8Yl
zq6;DmZ^<UspmgB;;7UKsyv4F_eyVm}GUZ!FCbHAgBo1}s;oE2h(<G-s9S-Sq@A|YB
z>W;L3-8kH;VH9;r?s7gi5e&7W!M(>>7p792EH-rkgS=j&oV1Y+(hqk30KW366La|H
z_fyXi+HHH(=y{X@9=#BxMmrz96!F-0>-?kjE4@V^l@oBkRW2k}$=JH~I!pi~=yZjm
zJtKBU*SwQUt!v7#%ZA*RghcI(D-rc%!g`9gxxRk5Rp@}AvSfC8L`7^&rCWDugEmH6
z)<*!I=Mx-B$(rdqW9y6HBM54e1~WEtIYkAVwaz4jwa8MJbr?zvRo0nz__@upo4Ebw
zssgBQq-3qHfJ%&}7O;kiKbeU1Fw**Gey--{X7OZ3mN&EEiB=>N6I!quxpvE+0T)yd
zuwCmm?TUb6UEagEd}@QvtBNe2qFhgNR)*$61a#t;reF`Y-=6ig{kmGx9wX;`2x$T2
z{@{z&HHtPGmulyhnoweI!A`|R`GRu^5QO$LX|{B|1NpPlq&nF6SkelTgF{O9j3-r%
zvcXyAr|>!rBxBt5VZ#~<p25+gU#wjUE5VVuPVQtYxLx><W1D&OUn&&&p({k8%$7~_
zBVFvg&`T)8rnc)rTj7D_EK=XGj7p`jAr$y#G$97Opt*W1glhaf%_?J7qk)EdI&o9w
z{MYctW-)~)EVf1|wh<a~Qc(>&m&8KQw9ZMM>(}}yb_h6|K!LE1;aYi;qe)K)k4xO7
zbkAM7B0oAPy+a@0s;_&%oRy91wlz*V(t@(KAmnS}e0aFIEjE~4p9nf|tQmzI2eY8v
z8szK}T>8l6whK<E2tyDJH8PdMw9=-6*4&5$sZ<xxHrdw|E^2;<9jP}S_HOTnsu9Tk
z*ki~<k?<;fFLu}j4YdE9-MzqLbBDYKEMZ<qcD_Y_bv9`CF1*?5vC>yL&bgf9oN_3+
zxlUt!rM;2Gb*7KREf0y>3;3ww(eM`jKGc)U1H0IpTPe^TCvpY!ttXIbzzO#lw_-1f
z73F<3Pe$2HvXv*tdlJRrNkE4kAH~2{-=i2N&jd67ZHWtT-!th*<_p^)Rcj9{|L^_L
zY+UC=sYRlLG0kkZ>Wfpjo;$mnBukv3CqG4wK%eN&X3pe~t_5&~iMp{|V+@}0(|`hR
z>?FAsqzP4GL1^d~4~Q<N>LHqXVKQjo?N^2&cSQY9LipFRo)IJ^i9!2xy9dR_Em>`A
zjo8IBLr_}<#7VJ=*&%!jSwx|Ltl3bbkF)V8wAe#JkW+@<A}k+^wBKsQb~3Ms#ZDYo
zPj_U_hPVuLlJ=$#Ac6K$49QqCbQY6toFemhey;MTF>P>{x6)WCHRSc9Co~n`)r783
z4M-E^cxUT*Sm32Jp+Z&VZM4c_0%JZ_T^--tw!<{yc{G94<1UF}3MD(VF?x#p?zNdh
z8>bp@skC{g8TAApg0)0HD#M`WB$jZlT1##?in4Yh7M7tko-vMQhx#$PT7PLc{fof4
z{m%tf<REDdI^WVY>4WhKxXC~-`0Sr#1dvm@t%!{d+G3-g`c!n@jQ7{h52#ms(}qWi
zY%*g#DX5|WwN=3%>{U8_X7Db@dJt}o3@%NUBLrKlC}mtmOXDj5x3{JKR=(pR-dB|X
zL`K@x<T5cZi_)PM&8s(k_`5MI*wThR?Y8rmuDO;zru#MD{@Bz}T0~0t3Q43$rz<k3
z#J_K>q`@UhN?2_wUV!Yha29pQdR~B2ATGYe>+fbHe>c36o$2Enb<B95K&wDPFA{Tg
zQ?<4q5cbL5X5)5sSpI@WIxDAWo*MKCFY&2P^M;{Wao{xX7n68$dhY>52qh>IQSxzu
zlccrvwVzm=g_>G|Pgr8WK^Fp6*heXnlez0W02d|{q7n)f!_>p94O)MgPbXf-rfdWh
zlJuj!bz6C2@^Rgrb-CV;$Ln)ldh=awvQY4v0Qin4#)bL^MBkXNc;4d%IX;-Buxm#1
zVtot?*M_WTbILJ_AzfF6TtkS?_o`yfuw10@p6UuBk``20FT>oQcc#@}GP?L_@2gi}
zbG%64VrJrEGbf>5boBmPxh^&GI6RiOgI!S?x<wI+jUE`=JDX)=PV_w!IP2YEWhJz(
zb2@V0CYDN$X94p031Pr#&@Q3;zOj%^h`MmF)7wdhD!}ryGu;LAd`vOWD<A(Gwqok4
zUv+$nGtTnd4g7+w={q>3ctnY@Rj&EDo9)=r8UjIeA*htfYa#p_+sqaui1V?#M!h=J
z{UfrWn>ywjWCC6sq@YAjAzm6+q1W6N?jP3|8y#t*secOV$Rnq7jB<Win_rmfCn$KQ
z5P`2D^;!mB9ZrUxUjY}NeHW2p0$XZzXM$kVk#xPmnCkUS!S6R^2eLUM*-Jxl_vCC`
zOAlfpf6rwM#G;A=B!(<<i48;k&4Emzof~^S<NMCvrS+E5&3;TeQQFKwVjg+L#(-Vo
z;2EZ<Rt(^=3$S8WD^|&23Xhov5`>^>Rs_TirKm9R!V%L8UtO0{4*2r^#0b<@ND(2s
z%tN##Q5SD4&103PJ_o%cac}eR3}w+8X{zOHI-<{V?R}<nwEh{HTHM7wZb5lEJ}#@t
z0~Rl--smLU?RX47f2jKwS8Ov?ZMcT}yLKanql`cneRm$8hb|`nSyDJ@vn}Jj?t8-2
z$O57a?c@jtV}kG<VzV=<BW-W=H<NdHNHWGGHn)5|Y!xdG+$tP@R*23u4p}m1&y+L5
zryJaM;`&#!C^o~A4lTMZx|zHO0zYU50M{3bS_n5a2VEK^%#44OEL44Oh2v?8k_8Hi
z=PFt*8%o(xrC#v$k~qgKE~()7Qn1?54gR=98MDi%&+Un`5R)UhuE24t&Iw=0wC$_V
zbh6@4dSkq@(K+#2<Z}Mklwz3$dcSqBAB2S6P-KKaf!QcVgY~l;rxvS3^i73JOF92^
zgpv}ueU(!A4zQ-!r(Go)MCbCZ>LSYm{)+PM#DJ2lp(R22qGh}$0;;&x(Wdl@5&e>>
z7rAD!wrp*N^c%mP^{oRzN8@Z6E>0-O559p^!!2lNpqBQ-PZ#F#CulopTsX{;gBj7A
zczxsZA3eE}l?sF4YV)@hRBT3bZGSRGC)iZ9WMxjv4tu)WzV0Vcyz;H~*)v`JA;I&c
zFlpFS(8&U!ArwJjIa;hb_Nnc(p=!H2I58Yto-{nx0^NMuM6d`8TWaIebl6=Fjn|oD
z{9Wl|Xp*cub)bC4fA$sq;z5UH{HdCHGu)1Hp|G}?<yQn)v;LGEtvtj|^ed7zV#<)J
zP`P&YsG3RP<)D(Mo0T<MppWR>zO{j?mA{DoE&=UQm|g*o0;>y9BFzl|47)CsKN6%X
z8-C_EhiqXPeVgIE5JI5HS>`SJS&eFvDeRq0I77Qtq2{>+CyQv@_6Z?=W4wd>_bYzn
zZRXgG)9g(4A3#R2fDGtYQ=*nCe6A_u8_I==(cNEOCT!@J#>Fevx|H%H$=n_i8{*dl
z0}gwr(N8-;@dJe-a?T6cgd=uwAC?GbvT7v;oM^Q>FPZ=vp=O+1!14;U0=(s^o=AIu
zId&@90dQ{aNYCZh)g5FkvAFvjYBt)$VF8jKdxiBqAtzi{B{JQz1<(ItcxGo;=eeoT
z#=9KHm0o{Qn(ngT2MLzcsR|x%LX<P%_QJ!DS|d@ny5&MJmjMV6gMA}o44IB7XPYI<
zq~Z4H;b$S2#i>_7AYU9#lXjlS@*&XFRY)GGwWA8m<2C+D=FIh#l^m;cF~*K5k<*dI
zTMIX*^j;^!^40YOlMudlk#mF~@H`Jrde|*`>iH1Dg2``hyrCLYq_GesrTfUWTR%#7
z)EWkEEj{7J!yT~Ii$z8wBEOk}SP5+`w?fOmR61IEl!ZAfd}F*8zgFFx_@%0-!dU-W
zFt3yUmw~nt*YP+vaxGF8M|B#dhZyS7omWX=9`~+K?0e@|Lv;;2ZtfifQG6w1kzAoP
zCs#KRpy)lL<K@wyu9Hvt<TFwLa8O&TjjbR)CDG*wDpr}-n8m9x62mX6qVbB(UQ$C>
zyF4`QuD6deGOOxKY5BaNJYu&n`6URtM4`>&K0Kk|#IpXbgpe%sK8*Z>P6}k5R%x&B
z{aT-RX_t3<g4^_^!}mSX^&x5DQs*X4Tx+s>WRPC(_QgC-Lfm2-_}*0<g^OW-2w5@J
zPuhjK?Rrfel>~sCVJ0?3{h_f6-lhNJB(m*~b|V(+o@RYIXTgWK!(dGFL6(N<yAk8t
z{dOaid?HQ-j411H7U;>D!Q^49qovv5t<N0SvRW<qg5T=|>s<mU#GABhJoa_8VobE3
zxlpy&@Pr5pu75>%^=HSyP#!J0#RB6$AGEJ6GMYbg$bg%CXoRo$(#g{Zgr~sQn8sg-
z#zE<q<l%jclnY6`=UFPe&f~J*!?Z-#l0P{nVA28Xh<_wo*|}G)ej6({8m%Z{wQ3`P
zXH^^bxG)M;(al+zk0Jjvj}DAHiYxZ=ENw^1IWVv~;G{95PYJ+9wBP6#F$^wHn6GyW
zkD)5%8(D3v-A*U2@#YIqia&poMndsyuAhV4!Z)QWyvcBN;BBkd?&)^Q#Mb%r^Sbhn
zO1n!xMGZ49>X88xC%3;`sx4fwjF-o%p^|gmS1tu)vab*(6B_<DtkMr`7W&00<g()O
z(_u-^1Y;wtNs~62Y_wj$+EY-EU-RPRvbb|pzSR?p2-bz~R8T;G20EMacFLHphw_Sy
z`p-Kwk^S~eu~&wYO9F{3g2oZ#R_ABhykDqlaai{3m{N%M<jk2DJIcA2^Vp(nhTtZd
zjkAiatY^9D=PeTDaPNzfh9-L==sOqTz9`u6P@QoiJU6A?x*WWZHQqM22-K5y^0+u+
z*q48P>yyVard!R-;NkL9hS}&;!5mIuj~L@s@KKAv2WRxxyDb<Zc8eA36LqN4p~U1m
z26PUE7lp{4{77OBA_!Wok*G8vmYBx|yogf5Z>g><x__{ls@Ra(aBaF`t*7WL?biKu
zk5;oxhHi;z{khFTRVB}0>6@ie0#f<v6%3Ty6HVJPsf@Swf2P%%02D$L4*aK7jL5L#
zXtUAOPy$tXVA!GKE@7krzQRM3)oqkw;qBLi2}k>-9OZ81<wPRl*B!ykbgPD#WQ_fs
z1;Cr`!ZVj2IeY|-ja;IkYPdTqU6>}H2y2sqB)ckaTzwAy=&Dv*JWuN|cN=F}V_0-K
zR4S5w79iQmC%-vA9;CYzZ3C>fkswf==v`%&83IeWFG<EQyl<-XZ4+nDJyWCOhmGbI
zA&%9}w*~gHL%poMi*6~|V9<=_0zp%y;7)f42N_ucxS);>k<6a)#BfP~%2CHQ-kOrE
zbTLn#ZBwi$)iof8MNdnMKw)`2anKcK9oU9s@O8Gl>MP;<Pall0$-_+83Lr&e9H|2z
zBTdIeKs6x_=);&bC_7I^A=pjyEU|s*Gsab=TrH{3(7$En>1v6G<~M>>O0i;v^!W%@
z6_l`QQR>c(=zS6m=!23W!?+E>{CexcqDX{%JSWu5teCIqn;!h@`$eZ1xr;U%<VcE&
z@I;e${(WZZ%x&qS(Obf6lnBz7Mb9giqZm#j$7+fP;wxOwukSU<(nk||!VZ}{xh`l+
zTIY)*ebm_Wfy>i;NATgV3NA+oM#<|&5b918T5=-6wpggyF(2qMr~x0v?#tyq?}^@P
zJR`Mcc}~w)io#By1o7|Fy0TPz?+RQOkM3t)0H~t9cEfR()zYUtw;#ll(KF-Da!0|o
zl#`6MqS6A(1K-{}-)pu(XA59uN(CYJ->IIijXg)`+SV2RpqW$n@p^LJxQnRWDKY{q
zQC<MTg&~z=LEO8{;0jDn!BbEGOG3m(OBW-<Q28JsT|0y9%B_9D8v%}De300e9f3zM
zVeSpK+7k)A|GuZ`=ku@6vJbFIB30BEKp|a?2=NdLa|jwQEWuVhT$0lmem+~3u##5`
z#h+{~bswe)eU+t=Fj54?XBWyt*v(<;Cn?ENhZ9Yd%!5lyMe8~~jV&-nC5St_TRFO0
zc)bj#%Qhk>VuVZ$c2|h_qG2f3T#2h%=#jnh(_R0WI>W9z4c?dV8+O2ki-K!0n%-?R
zU}IU=G@t5G#f46gep0P%DnN54g`(-T7Gb8x7vZ8re7HUmXc<I>Q2Ub_H=Suw1zg62
zA0CojY;jx4hzw&W&-_9q9$)wfU58IgUh(h&k;Ubk25Ex@yHo*#_;To|uw|PB&36j+
zp|=NNS-Q|@J9bi;KBTsi)(p)ulW1VE4gr1>{$6#I9Z<&8j#4gpP{8BEt(d1a2XJj*
z5={JY&et*Hw0Gu|#uX)$GEFqe`1(tOaYZ~iuGEIX5L5H$`+QMw&BL$)VifIS>LyFN
zz8o%lp!GtR=IG|+cV&@CZ9;@up0^258lJ~3@6aRdjMl2*YUhbURxN7Gm`LQyN5@lW
zROg9KTP^+9F<mdlteqyEu1=#g_~AQma-0dLmCZ~PU!;4*9m;FR^#R^l<~vI-umal#
zmd-7uuw~{CqjbzU^KGk-XIg8*ndP=%u}Dpx9I@l(*5b}otG2X7kJu8!4@a0^__B+L
z^bl|-F3OMP?sU7LpJUf8X+jxzK7Lz3rIxh~j31Bwh(mPORYBO0Qow##!4rf1Jzw)C
zBX;E7L<Y&eZJX3Z<X*$pVmq6#{(ilhAc4>DCH6TL#KRZYn1$FN4e(*#sjw;I_4h;C
zb&Slk_(0thf7U8xvW>*`cUGDj^9jo>1o3lh<K}fN+*!Lif*TRj>b{TL79ER|<*+@u
z6T&cwjoV<YA8nJJHK=PPquY~H5JL@+QUAy5=v8a04)c0YX|Xt$D_hVatG3%R)u8Hw
zJz*?DTpQPr<J`N}24;Eq-!Y0w*(FU^v6|>g3N-0hKX=V_m0V+evD1z2I<)P5cD)&|
z3YH|Z(_3(*%N%csJYP}AVc=g)GK*A}$;?inAyS*ibCNcswfE=%Zl?@o>9VrAg(;Io
z42KQZk7&<D_$t=!Es(fUh$k#J<@l~<dF45~pAaSWh1rD{99(VnykwbqCPn573W?6J
zG=s6?<Wpqoj6$JKE(WNuG>ZQ=klx0u_eZ6Dl57UStOzz=5i)X3K!5tG$O!-CC;qTG
zzN|#g>7tETq;{+e8BTy#FP~0Kt~=Hqa?B0nOE&*PV??_R6IT#s7nk-aZA89<K=ZDI
zINY{|7em^x*ILIi$tXv17$fFL)jb3hRHk6|D`Tmpo3MHcBV1OF`nGE9>v#>Xd5YC-
zoZ}4dNW;74L>JAXoz-fj;VN_N52e@TKU)2Uu*b!iqUZ9melxe5$nIp7UzLaL2DQ?}
zV}T7^mK!k}Z%dRsMGLcRb3ZD?Bz)8wt#RK-ndL~UBhSbJ@C=erU>lk?y~Pp}E9U|y
z_dK_Ab4g-~f?^0kYTR7YR>=9~TpyEWldG@qTg}uA0dH}QY^_<-_I$E%j#;?%;G!r5
z&7fVTT-_*Ije%M+6?m6eenqLx6yw{R{s)`6dfiYGp;Jvdu2MueGh?p`oSX#Ss67Hl
zbdxA{I6mh*(@?8bkR$`Z*j#f>jXtwsfG1uOxrulJ!CfY$2|Zq9ib<sIPCIqcbpsBn
z>3E%;kmVnDAzPZXzSu5<M;$A!ZQARh2BGU9D8A-goP9eHHoSx1kMS{j)zd`V(31O?
zpS8zE&rqoe;W%8kfUa0dEXze~(Pk7?q{bz@1RD49Ho2abXWnp`Dal8QRK>p5*y-f2
z0l5}hlVJ(TW8}}g)A!PANX1G96ww$(zuj{j5D-Zc(tYuUuvF|*#y7(mbCScs!a75>
zZ7eCVp(m+7D#wr$CCvo__OqkBxRdKF;STJ3OAfNTo{rxsQ+EED4|VW~40fb}<pss9
zzzaPU4o<v~H)#V#XYA|GIw_^&skg3^KSXOV*ZBCJ3t3+P)H!U0C1gTXw%L6xV^+d`
z`7QKTV<U46O^v5)&Mt`817U7^R-*7~ila?wVzaVD?rgWwyNi)+UL-$SkXeW~=M@|i
zDFpd5$wJC`=Z5iZW$*F9dA=npha7I@2lA&mZrF-n`~P^FDB4+!QGGo!saYv(XxheH
zJ~0|%7S38=cFG^gW}jSD2XSw3J1WIvNW5A7d@&SO`^zz>)O$}^nd34^$2w&pOyt!b
z&(g<JgZU+G2Zf{Z+yGzMUYy%DhQ=zJ#`;F1R2y5fYp3-LXq&}nxZUfD!#FNFa_T`$
z6SB?ml~1RoiALoLtWeNMSMU-7I31!SLQ<`V5>9=HO;*W#!ykG2!#z^BA~u2l_0-bu
zQY4G%gu6Kh#{u~kTn_16h;obn!**P;-bF6SY6!DR?9-eiQKHue{L3@VUlq;MwJtxo
zbOXq5@{semId#Z$0LAL3ZzNHKhU5(8Kd#dulp(i-C>{|C1{HU|TiyF$E~n;hpsLG`
z_EWzJ{lrg~AgFqyM}iKN@AHitbD-PGbsgWQWMduDZEQ7ZaZz(C2eEzQ$za5KI@hIa
zdCPvTrlrUd?aHn-#lS1mOCfkw)+8oxV$#Wlf6@0XY1zBN_tjZ^ophpj*6fO56n!(U
z)GnU`X+V;2#vvV7cBtFRv4~CtlBlb?T9dJM9GRv>8tK=cajb!9h){@g88?M{bA9iH
zi|w-7Z4^>F3a_8*>v2$ZY5ccZ#Cn3s&4rp$(-BJzX&{wK_-_YcVZ2k5VLohZ1tbbo
zzb^ODC6U0w0ofZjlxJ$r5YlThJEb-AH8(Y#t7^T08~8W#uZJ#&3F0~%`Bb^rFK<&I
z4D?c5lt=*ri&eCP9&TYylwoz1ct#N>Rc*i+U86MxGS_hT4bR8Qch+OJyqmt%7-Ho^
z^a!u=o(Xg~w#1DqP|iBa$~#w#C=D<Q3&5D1jL#fq-@s7`>a1(S_rtVhXVP3#T9SCz
zlv#hYZTX%Lr)JZ;+JOpf4fE3o#o`*hk7X$Q2@#LwnVG;OdHtR8JX9Ud*0WqicZwTO
zSl~`%(dNotEK77PS;9wUW}Y0L;W8!8L$&X!K7wd!jB`yap(Q$#$nO=IsqG841I~ub
z?#WIiPX4W>7TWK^+Yy4jm@qUQGWSp2(i9SE8SL0nF&7W3ApXs1hA^qRo8t&p<R_jJ
zS)mCM(Ld_&b|4Y2zM@_zg##)t;QPrS@rdXwnsLy^8vqbKp^e=8RMl!iKyXNg5UaqT
z^D_&R@$MCE*>#y{Ki_D&aW30$iIqx}GxCqgkNpYH1cvsb#_u&%zbE7x!-`y1rZh%x
zct?ra9i+Bv#@>BZpu;9H>Gk^1JD+Rk;6=-7{S`%x!YyFYnFqD;$~b74(?Rj7Xz8t1
z>^q%#>v*G>p0px!s$Uu7>Nrxg&+sfpuTxTbnf<75$`bpG>ysi6g-%!NRrE`$jJn&1
z2vhStTL<@&fw0VXg@b*`Ri(LbRy-`b?7V99g~ctFSssp#kmO_@4dU(Xg7Ae-ojRHP
zF)!xHUA=?mW<E;46?an{PAs%^5RV^3<^<nn0X5b#uWju_(uZ{Bc_>L}T}|M~1R~%{
z<5y2}-S4a`=2m0s(Z?rWGk3bTVunhPW)WQs5!A&8SmUT(X5$kyH4`5`o2s2;_}HaN
z)6Mc$_h((v9_bK`&XMQxM>o^;vV!E9Rn>rE$3^cp+ELd8MSaTi<3p$SQuKA?`=z;z
zPy4O-R#1ktdStCw$};8{9@3g$sgqwH_qwYXh4+8!pFptag}unM1WRORxbOtvv=bZv
zv#cPVsYxWxrnKXr!MGm22&LJ~=5JqgEVbro=~xGE?LJ8!ohnCq>+@e=8|!3!QfwW~
zK`G}w<qMCc6~@=<Wh_6{7h;HIbHT}V9&RxomF!#RW--!f2kAu6I#<Xdd7fx(ka0uy
z`|<cc*lC32Lah7nHdHlNH|o_e{DGJG>~<bCHkQ9K@svuHF<cUtiAio>04EFlsLZbP
zzE<UxV@|=gQ{<lYjbZE+FMz<`WnrD>H7hR9ravR<?lZ`pM`Id!_TsFa)z+sFy!dd#
zV(LV%h#^ctBWZm7{uRP+h|%xR9GdP!d<J>etuneJeR-BGKCXt4#>We8K#PT{irEIz
z|4ciVs<n@Xpy{ILSM*_N<D5VZtCrcvW!D$NFu#G-sq)KKnf%7B(R`4UoZh^1t$fD+
z`1Mq2KNNol^0s68vF#6zq6S!XRt>@epD=A^_HI?DUG@<pkxSivXZ#YpcpnL8>O^6)
ziu|koX+#vQ$Bu14ZnC8{kqO(Rlz^F#inAJ|M0>3Ts-zQ)U8ed<vQy%C!TTj~+Nc9B
zd$K6&*(=e%MMT$^((r;-2CeWn{*Nl{VlSI&dHgn#L3_R|yMk?>{X8c|<UNZx#Rl#s
zLHV(nShX7_HDyvKL*+t2{9eLeGQ=mU0yS~%%y<}~7qR!6bS|{vXbNH#rlCeg1Flre
zj^Ap72>J+&k7m;@i8p(#LDjf^Qz-Wowf0x&JZj=8B+0I;NIQ>5bt1!QHr5gY16Bmg
zGL3Mguf&Ez4B`8rT4N#1$eL=(>ix*MsaZt4jz9;Ixtpw=)igD!Nx37*2w2&*@+EjE
z8N?+yJo#I;uNU@CL%`+mE;#R|xI|t7=oH@9C!P$ryw^_s-FS;i=$<q+*QFb=YpHZ0
z5m7g<8~X{@)|!gDluCLrwTjoU{$xDLm6#649lT!}2dnyfyJp1P;`_k~bJvy{FSHX)
zCTX^@9aPUSar|Dq#qU^e$|7eJ@T}e3-gG&Rzuq7V$LKZ;T&%;7l;HO#-dSogZnt{>
zs#((4{C$Ylk&0szqpkg#Qw{H+D}k!SXSu5*UHZ1j7XY($Oxd9}c50hBaaQ?Mi=w`b
zA3a9VK|VpukDQXL1G{qD=SlfrJe?^g7vzMMq`^N{&HKy^)iec2gKqhs-&Vw5f?-Ph
zEx3~AL_IeyEr-(w17o(Bq2+&2^_Ed_wZXP-qm2^+1lPtbcyJBUxVt4-aCe7564JN@
zcXxMp_r~4bUB26UpL_2Z=kNNt<Xu&>=6s4wr<hp#Idt{GhGv=@oMsZaAs1|;o!r(J
z9o@^%96kWn4f<}>P<K+0`k)4`!vY8+S?{h7SmT7_*qUn)N&p+Zf7CT2c*MHje;30q
zb@D)}X6WpQ_W34dF)UP5wcb~>3D<>>$&FgTG?4E_*?1tAIDLT#5Vjg3u$K~YbWt;>
z>sdyM+-&Y%NmM`5{SsQ?V0LGLCX$f7f7<-AxQYUt<+i#vvKy;vBDqg8AaCMs@Zg2C
zkCN#5ZChP!x@w}&Bzu$%GjT@3k>ctmnNN3|klq9>&YSC!!6k=RJ}9f}@qgV9WmH`H
zxTurAcaiKui9=80VQtrk>fvl*T0{F%B;a;;Tg<Yz;qL67GvExgPMAz4jHDicdrE^z
z5M?yug+G3nju#HiCh)T;xx-C)XUfgb)KLfrbM6I>#`<gEodC*-z5YHJV-3PQdQQ#_
zsv{q-X=V7o7pD0!?05Wj_CF62&|9v+SV`xfa71PfZ;M_v9CcdS2=DaqbwCY<Ygi?%
zjT_Y@DKDumamCNWZ$v3b%=b<tghXY^*~*c12{S!vO7&dnaYP>0nRwt~NwJ9$30Y>5
z&cG2RXtU0w6RtbMSPFN~GfbG>E0y0C)i03%LLbH_L7+nKQ`*KG)~!fNr#eeAK!v~}
zv;50Yo_#<FV&;i{?8!%=?>sW0fB_<u{%_h^5mp7}h&JWmNyVR=6xPWm^=kR&_f_x5
znIq+T{S+(Ww%qn;=cH~I8Z@f7U?K{3L9dD;o)L&eN_w(uulYm7+=Q|V0r0NWy&-X3
zet<0(qmT1rAxx|*$auHO0Y|iRMJCvb+h8n83)Xf|IvIWl_x?BB9^vE1A_r#@?o*@c
zmiHw7mxBo?H$A;7563#eaiiH<5GfmuG->;y?owCgQg`a2j6p5@JCCe+zjk|aS>F-s
z&jj#tL6RFzV+h%qBYe!qx!EM!gWRvwkhV&~d_{kQZWsSM0VGo|wVw`TLBa3ruObMQ
z>)rqPb)@zSJ+%B7V(IquNA{P}{G?i(gJc1&7QbM;8rO97lP2nSS2ek-42pVN!>xZJ
ze75tB_|zZSH*lVGv^cd`39t2}c)uL*z4VmSw_TEE-w-sGTO0IH3g+%%i>n~BzzK^q
z6*o(9H|b(eCOAz8?yBd<>_iDle)I(8%k#83M?2O32WaCf<wenV#c<Y@yS-QrWR&7d
z@WXCb09NY7coCW)xbl%<enq`lXa}${V#}ds-4!6nkXh-ceNS<j!ibylp37vyKu8q!
z1J=ub_#3Lm5qEN=xa%=l&N%cRK$sC*ss0NbASd3LA!o}4+QD`3j!UBaeEGkE7F611
z+Mf&ivCK|br0aie<lPagXd3T$R_fa(NUT)%+*tKye`R|?c)4-?RFwOH#9ZNe;^Qza
z3yCl*F6}-Gi&2IQ`3Ia}iYZQ{xA$yI+{HLm7wHtWk8Fz0>MlNOU6ir4-FPXBoOU#p
zMn+TV^Y=lU4=j>G5ERMfI{WgrNp{ZH+^S<{pos1dSLefTM-Q210gRpVL+q$RXcJA!
z)z(r@zjt@h{B!eH!`vetq@v={%AySnbdzjr8F%Olm`mI=c8Y`Zc9<ibYSc4+&f2Ty
zh3xUU9z<>@Tu(9MhEeo*&sprsglx=0tEFm+to|Sh-i_;OCyXSiw!RG3^R2Mghf8>U
z7f0Ag3G9F_8x)g82-;-1&Q1ILNuk5!SY~H$e=FhB9|;ZS;FRw^AS?-YuQInaEwKK^
z5WN%V(hbDh&7YH7Lq&|jvo($vQxZuK`8V#wwG*a+8F$fLRMGXxo*)JS(_NE#qtB8n
z$nL4(Io?ihp48$VWC$*Z;rr?`K`yUe2UqxV+sHS=LZ9W1sT1t&h;qcTNdQ5*5BKEO
z>6y%pM0aJ`x&;xmm@JxAbAX8QNX<bB<#qCeIQ|#j;+Vi#(oOGYO`BA~QZLCN@2e))
zgYatBpC^`SX1V5mp8G8&n(8t_jC{PjDj$uo#EA-4i#<`bm_`qM)bpOo=WD)r7;R^N
zK?0J-vLk(u$u(mi<vU7LU7UZUPvP!qm`+1NE|o{uA0%-`HL|AMyy?uCS5<n(b+eN%
za$irfBK=7d^0srA>zY4m7ClIxQcjvrFiOK-8ht}za<ClNen)m18m!D+Js2>OSsnkH
z>-?ZMSr<3bWCHHyDdCgo<u9T683ZXFde?9-v^4=seDNTQpzIABBs^w-YdXLS^(xHB
z3IY$zD6202!|ZxL%tgbNa|AZ^vmsjnHdw(gIq?j@(EiW<n8vf^e}}I5(ZUN8FTm|^
z)S*;_M_TsO<Q9hudqTvfJzXDxc+~ly8YzX51R&(MsfwIZKr%+SyL<$MjQG;HjQ;>z
zV(55^%s(|*l)veJI2y$e0}#WUWB26oE3&Z@(`Mh23rGWMgqfw634`mB)NPH1uz8$*
zakdhOGEbG`2M>*%Q5m=~FnQko{+DExuljaj+*2q}Uj{P!RN}PuR3u$1bp5Z-2>{18
zxT74q?MC7a@uPMwo04x1SOI8B^(jEK++3n0_0&9rQXgEz0Ay2_OqQ*|yC{K*d6vNP
zZ#1*KAqocy^xm7B6h`w_cGHA(XQu(7(u#sAwb1}A)yC@g1lrKKMB`)D4&S%)y!q)^
z`?2tmm5-yjV^yg1@F<fCZ#x?H<+;JMD0{<1gtvF4-U<7;j+sYHMY(B~DPeqC_a8=x
z<i3IF%Wc>+tK;#KQxply&1QlO#}<hOw;5v>S9;?F*(uE!j%_}jHD||<;W#^kkAgIZ
ztPC6w8AM$*pUjNZczT{aN{%^Ng<K>|`hh=|B3HFC;y3;Bef~u<vpdhzICCq<3`k>g
zVCEZGBB#K5349i7ba+4SS-q-5tD_XJwrC{d)?xl5eeHFMHFSdvl44*xmqc^eh|2Y5
zDLmXAb>lhPrl-fJ2_WfR`OKlqgwjFAI6}5bu1M3Fazh;l0_^}uu?_inLvFg+^K0mI
zaNGhyzE+0a409-FquAt>#$1R#agP+UTCwW|XEe=|>OT{VyH_jAdVPJjgbx2~@w?%J
z>wcQ)aX}09)--H!y$e_l_Pc%(-0vaKiNQ>W%vWLysXTe!4PMO%)CoLi8>@op@~p+c
zr_2p|MVBbS(ocWf-|-H~br&yPBAuCkDAL*xPGGi=UfWm?j{2CnisT}fa;Sk-B%X28
zG<{0HN8(?TkcRYg*zGW1pFix*39h<J%>{VJcLMfHvU`fi7+Cr?U6G?xXyP97a2B9B
zT1~Z0@<nME#(Lfv(oAaEgThDLpQ_#Nj`A8K!uzh-hfxWi{Oe^fsW=TrsMQxT0?>lW
zTF$<AN~)6ar#D;Bug(?aw3miYxlQEYepms-9HhCKo?BgQZ1D~6@O+rjmDVkRCglIA
zCyY<aqO8j2F0;(#+0wVMBg$@jGLL(RIEgdpUs(G3^TLws4-eEcczON%7p`noNG0V0
z8EYL*Cx+}paY0Ot9wvs_CT8i%dTx^_pX#D|+oXaW*)e8+THH{1;<l}(9R%CR`goEA
z?#AR<6BinuO{^b(%Rea>%Z;)D`z6;TF|W>#YQ_Ab2dzhciW2g(a(cU%NjkrgmDUb9
zf_WXY5kI2bR)okwsc9s=$i<K73!zo0L&YFqh$;gkCOEggxu!8ic$#6?Od#N{l=wms
zn~Kxi03+t@IK1cl9Qf9k{2#!)g?PbE3+RHm`<=f9VNO-)<IlEWJFr)>l|?j1yi3sR
zbV=E#DB4A5XDqOAX>MY-IYh`gIO67mz&wMU|JVV|W*XXUPRzira^X4{zX*Z>ujpVk
zlgo@uMB`D$3p@5*A{R@wZn#OK;&(`=`3maTovqdqE8LSw-N{Nh%{hm!FTLGLxoF}_
zZTH62G<+;9|Je;~T7)~*&@pR`S^<}GIc0kb(Zl=NJG4S~ED?mA)QqiJ@14QB8Nhm%
znTeVXiL~dr3Evhnjl`6np*nl$q^>zyEB2tZSf%5LR3||}b!<?|Zd|K?N=@g#@WLW|
zRqcz<h4`k~MFw{9KH>2Qvcm(8R;nq?fyewH=a(2+ji5;bl^wLGB`oY61yr_NoK@bj
zGf~c$ka2B$S_gmY)h;0pKALzW<t<o;TvE|3LFzKKAB38sa1hApgRMsr%X^S9hf`%j
z?vug>Kv8<4FU~Vo2WRTRk!tWF{1y%ULaG)r$eqzt3@7%G6R~(EB`hfkedmG^1vaey
z0~r0kL$yt`TTw_CtV=PqJi3RaWv64c(<@&L8UBwZ1n(l2ch}Fb6=ppQklRlRCA!N4
zb_m>N1uE0006bJv;P&HUx(eO*196)3FTjyjB>dZf0GS;HOEZ%#&EKbMn1Udohf?=M
z&T%FV<+Zy57<)#qK#_*8w8jQgKz?VR-A1SDrN1`QtvvP|F~i}x?TXHOM&dYox9R22
zw2b;~$rq37VHaXCiCA{Nk)REc#R{3y=9w7&w5J=gKfBaqGsuX%-f$NNkBvVHIMb(p
z9i~S$mk;g8nt<Ucs(T!B3D*aUMV3l9tLA7j0=N#;>zLlAgiCUI3?WwQpV)ZqL6zki
zNytJ2rE^#b-sdYLv`MAj&~LP;69H(4e;^Gk7ak2N2P_nz4er>l_P-TE-OhcWkrA{-
zZ3G0WviqXV<f|bW`w<p?LdV}u(M^e>L%V=en$lWkJg#ONYtlGWk(5ow=}~Gnd=8|+
zPAQAAK3*1Pp3}eY@bMC>1>$h+9PXQ6OXU(s7vpW~sKd7Q>k<k0`8MB})*`mOY%rpu
z#Sy$SIL<LGy=)09X~L5|XnfJe^Z3%GBJSGLI8n|O;$%1D?K4AdhZ#8DFLPvN0FC$u
z+Y(u(7XeIbGkGccF8JM_Z3}7e_o7TNzcJ7j*XcKVUoHCy+VqBiENISw<rV{#h{|}e
zTtS25E5fDLRvE*3;DoOe$r5XL-e}`KD$v8j)0YJ&)&=_F99|}cu~;1%wQigc59AW%
zo?<CLrnvg5<Zf^Ye9&?!sLq~`#gAFTl-Zz$)*;Dh?I%BSDq-XVKbsy;G%RT84bQAC
z5j(<2Y}1rtMR-Nd3CM@CaZfuBe@FN2<XZ{Ev_ea(*yV9|wmk#ctKN|3Y1}V-?B?97
z5e)Azt^fD&1C`L8bzU?lFM>U=fRUe{-P@i`d(uGxI;VhP4Og~U_p~-cD{W=ArQYuG
z3=ICX_Q_6K;sWvn3KXgLjfg(LbG{Pi9<)`hCI5$>QpJs_CWf{&f--?6@S<HTZim?t
z8jdF>+QQV6GP~r#;g%^mOd&Owfa*gO^UI);B2+Dw5kvzfVH4KIKg-Qj?$gjF_RF8a
zZ)yw|^V7<oW#UmL3tyO=yx3B}LTKPpk6>p+ItMK)n+{i;-*h#wz58V`>}0Y=YNYJ)
zEPk#lW9<_(v&YMN61#sWqsz<qrT7KdoGEmv&moKBf%T=);l2ISbn*t<wWw1_crJ!h
z(uSiv>D&CtBeaY-FR|;dne1Q%r;TjCKCG9|2<xwit?1;bjX6c-vAZQ4A^SO?Y(c6;
z33Z?-pGy|*9+dOdn?JQjTdhXCY1(y>l+S9;dm!@5lXplz3VPd`g38lD``xvkPYD=I
zIwKrk9n=SRbXxY)Sn_p2y|AOf?U%!Qy>xMu3r;(ez6Q3-#|-JMm}6lkUeaqPE$;4g
z34B{f0~`f3{ikko>k4S7X*WU48z49j5{$XQojg*WqrR@B{cTo4mK9#{w=IxJJ8HY!
zoLQGzO+PMKhk+h4cf}vPa;D~HTW0e*IaBnL#gWrVpJM6SPzr%^gvH0v`=G*#Ii!X|
zKBMqRjON3L?4XktZCxTS%CRI)AY*jz{*WodAeqz3i7M@C-3u{qtqg0a*VzqLctCjV
zxdSYiMqn%7x`(=OTXY_y5JS!3rrf5U<^$2_8Min4j0;Hh##%hnDW$VsNr*|bwAx#j
zY*Z?w4{x`g85q4DuJsUqvzq>}pipEQfk%qFLh5hP!YZ<(Sf#knn*rk@bY@kg*rckX
z)$VCYFgE+x>UPNo;5K#^_&{lQwLi#dZRr|Uj;~i96ZdxV9#0qF35z78J?Axkc=FJu
z6Dx$N86sinhC_wpt;{KMUl{30qUKEe@eZ|pOG1jD0t7~jv%06=tYpWTq<y#ZHeYTF
zZuusD05n)+Nw*V3F1yDC7>OAX3fCzP@L@OPxxTuo&MkOL6#7*exT@Cv?<`xENTQes
z;CkDy-_T|e&j?Ee;bS)Wc#%x10my)bkLt-Ww8#`O-e$12={STlUf$!A92Ywx6-=!w
zE2Zs51Ho~1m%4Y@HnZ&wnrbVi;t*+cN%q^>9FKXGXJ<V7{sK}t_l77#7xkAU?X%3_
zQQw#?&>2C^K7U9a!9@Q7MD_MAw!e6A@_*OF-a6CKh#0q$+xtw-w=>}^oA(=x$4U(k
z0Fl?zS!!wGG96UubtLM40}~$XPv{r-o1@tsTk+?WnXiq^8gMluMX9Uoka&lrWU74)
z`>tv@7LhS$$P$>_G;oKAJrk!0Z)V*axJtf$yUh<Q#D}A-<l#n)_JG%>_*@Q#B}fp+
zd}a@*EX~!s_~26!6<JCnb73Nj_>UTJa$_+)1JIfOwWyjkx<8_)5b*<eXQqU!I_BRU
zz39Pm`hJ>Azx>yF*g>Tc_h^w*(;7LkZOVHpaCyuXqVn`J5);&L4M!1yX^5zqjQ_Tq
z#Il&_I0>{WtAQ*Hxj$<aqhaGE6YfA$!ljcqiTU+QzR8FQs1fE7j(iYFs1Qhr!mcy1
z5W0yvQiS_gEjzd;;issO7~6QcbD{@sbQpz|`1mf$k&J~u@+pzk!-S&@<{H1#oK~32
zm>^@My)pR(Ndx+=t$AbgQDS*9#JX+o%C=F3+zRp?Ar;&vZut@DRhok?la1UpUsX1P
zu>?$^Wt8Ui5~eC(p@+fFsxzg2UWsE+7m!7aE|Fg@?Tg&Ey+4CAGof~^zbU;_Y#e=v
z*=aK5$AW^hCan1_Z;aigorWFut#vBe(y4OHSZMs4PZ^=JIz7iXr9>Rj9GTXK(u%cm
z>$<vA1igeeLCba9;ac^y&0V|mJQ)b@am0ZrlrTD$aaFQVlG-UJwozDPLkellYG}SA
zo@4J!@_v}J#>dA)ZzsiXH3uw@gooC3jnHB~Epq^N8&gH%?sYS+xQB4{T0~!(9~1gX
z|326Z2qN*B*RB6;susiHG_+q$zLox$JR>0u7VagHh&#reWbHfMi-ft_v)Ag~A(qQw
z&b^f1|1n3Z*{vSQbvHL7goJxH;Dtbw2e71=4k!^atz!r6&IM;HSbw@xTR5cp<N0Vn
z6EC>pDcD3T)|QjqM_yw54-L>*zZvbZ*b6&l+)ibD2NT+(We$?g<RTCvy3Ayh;fLI7
zVLp<EC?Ey?VNK=V+26T)PmnY5&7Ixl-!AXsHK;QTqV&U-i&SYg8)U)c_<*fCe3#V#
z<bP!Zbt{<0^s@nl_G^v-y?h|#xCQ#le4~GpBJm-`T|4}FaM6m4xlu-b41>r)0B&{T
zqW5%$0$|0f#eaa9o=GzQ|D!LJd28psn!_%2%)Ynb{s)i-8+if_f4~Ymy-Zx9Gyuap
zu?vQ47MzysS~K}=tF*Hpe|~o^av(7(X5`$dOA5y<w<Uc(09Yw()y#jC;?D&R2Ur0S
z59+N4{q4A;xZkF75#3&GSUZk*a*?vyW_H4)QAtc{GZmmNQZka9^5gO<^<G&D)X#UK
zax+tBY@ZXkv44U%IfNkdc9N<=GD~IBi@78oXpIGb4Be$(as$yV%N1qw>e$j!R~N4^
zru7&7GT?a`&SqzCDg@;^Bhi;Ws$VyCiENi!KYXNnTvijee=BABak{nGV>=otcBZG2
zJ^AUJabj$(h5X0rH0G~bH=cBE-XJB`w8o0}gwp#EB#4?p#B>cjA(oUS&tCZ`oPEXF
z5k!M#wuYoS-Hv8z4Mh5Lm_&OvUoO>uffFv!;O_N!?8ptNO|6E8eS{NbFUnNaFsI)Q
zFMKa%%H`O)1ts6f;%j&Au{FJAMA+quj~3)ysC?<6#O}*KUQ-Wfu~+O6%yk+!NC=;3
zb#E$^DgLB-UAFmo3?TFZZHTk6HLUzBd!1uIopI`gXXRw9h~Y#!@S~Se^E-3Ll<RDr
zq96i1X@Ro3!EPg?n|nn}VAf@pR-eDm@+ax*9fb3cl!=BGkeo;TkdUe?xda@EH-hGE
zgap4WBE3f@(Ew1$t>lX{YyV8%tZ$Y{9Jqi+Qah5F@ef-cLL{@S%G=toi!b!^Y9C}*
z83iN+aFnUHG-N@iIA={Z2q57NKwE6@Z2WoJtXP8(6>p}A?@%v*uA`?o1{`DO((UI=
zuTYycoH=p%#N=tuI2~<IrzTMS?q+UkT7+&>s1wN7<2nh=YF7PJ%z*eoned^+rkZs{
zEiZBA&zNKJcW<o`J-WCb^vS*}#UdJ#CwkuIzs2aCZZa}@@@812tG5#^_t%F^u(c`{
zXLrLLTqe>j)pEm^NY)9a{JQ~dEhHDTyK%3enU>Ha)pA*8d7ZFxA-7^AX(n;Cb8fl1
z_j$r%8M!buasjmP8|8+%^5yk?T33;FnWkbHaW%9=y{YTZA3gPUB$LK|b0<bjKgZma
z;oDa6Px>cZeBrHH*B5R(B>rN6V<cJr<KvI#wCHLP)u$X=H~dt+)B&qp3Knd@%x<OR
zp!doz=~$iDfnEF^@_On0?(!XS3rXCryMoQLthqR*(%Qg~3U+3#o<l|SqXkLlswWar
zN2o+_99+->-r4|>GvO}jmHIL7N4g~<Y!W4o+x#$NI<pw>V&rr;$`p@i4Ez18p*Kd}
zUv@m7k3at5A<F+nLWs<N7R?mG)+0vst0=1x4_<8K_Pp+kQ~vk6@QALek%Rqyk4ybt
zMDb|0dlj+UXYJH}#^aw+2YS=T3+~l{ldY6?!{y&^If_Y6^%mk;_i?b(x@zqX;mUq#
zhf~%x#uvtx&X@349>ngB8T=|bNRfxMHpreGsq>~Vp=Q}cR6jWueHHdo)ScFTW6dQa
z!c>*AgbAsO({{vy1<6Ay;YuR)e<Q=D-90!zqlt59Aj+X0J!#muId3qNMmd~-z20Mr
zImqBdi%T)>rFqZk$^7fGmPwP?d!&)K+IFH9(eU1;gCgf{qZ~Fick0=LQGYys)3=$M
zoYKXEARUGO4kmO7IXTk)4jD^!XcGu8Q67`U%h+Z^3Ix;Gqb3Y|O>HW1?%jROpHE#*
zc}cEO7P*Chcki<6P*JeUf9M;4?JV2*9N5Vg-<XAb=1#|K=Osx$9f5TtItCT3{Or8p
z*Vu*$O}%eL_1L&wwX`TW?~s^@`9*q(5HF;qzGF8Z>9zQsul#KK)9H~`=XIh<c;ZUW
z%EME40%-LJhC7wA7q=)zU2dCasF$Sxo(IjvXhY9AC`Ks<mFi1f*z4>qjCl`7ZV!;F
zDrfj8?Mgf{l%Wkg{JA=7rY2^`{1xu!=K&n5J8b`6*2C(edM(IY83tPzH7_xK9^hBg
z#@8$jQzd+$T-6pzn@87CH82p2ir+n`r^_w&suqy;e_$Dm=$%PV2wLCA73Ar%=n`{M
z4Pi*sijTYT&0YRe%eEMANou;D7xoc^8EafAT$*9Eyg#ylXh1f>aoFBTT+gzvi_lUu
zgs?|g6r9BWdZV@~7yBfugzrV_R{YZ|XrwQ8(vGyV#koWqA)s8(=YOIGY?AV53Clo$
z>wEq9x@^rV5-5~!vRtfxTMg&3yc<^kg`(<<^Y|(D3EJ&#4ATIt3bf3nY+)fy75V*e
zyx*@|9TwL083K+!oTl=ieIa<$nR?>#gWka*7<zH`oZ#)WJ_aCn_?NV%ok#80A0PTK
zo>-$Z-i~LZ8>Wj?kX^n)&oD|!*!clh%YQ?^F&LNv;KV+7sA0{@Rn9A8&VsUw^Fos`
zg0TAFoP9JX0qp+q?c${&u}%vovNTU`hqQsBeYuVKd|!p)7%35k$j12wUeJa=QG3~6
z#2t`ZeG6V+ujjcDc~~38%J(*#LxV!E|A4;*Wq2Oov38}hB%9OIKWjQKeSByd%0)Ox
z3Y{c>EPZHnQbhY&TE78d*oit(<yLC-z~=gKbd-{88a<3ILr9{NICRLY=WVNy??e|!
zA0Lwb7lL&#laQ6b3i*9CpmMF;E(N1xThK=S2jJLX&iJW8kP=;A`_=PjBi7Q&A{tbW
zO8T_fOYjKVork_(g`ugWIasb*xA2o@lXLeP+aX_K!J`o>!B|eMi9m7{5<ZUfb&xr|
zBLSyqhBTWbH7TWZV$ft6TTNh|?4>28jNY&p_zrLFIpjv;E)3Kgaj{F0W~AhY4WS@v
z2XTt@_!)c1r%tk0L+#o`yJ{G_CNAounXIUOtENX%KgHk()ts4ZR6g0AifBC5s>TE*
z9FT5TEU$1+;*mz2CDB(EM5ofML+?LxQEVt@2$wR_V)Z#?+%=cz1|p91eHD?K^q-%Y
zM2tahGWx*FR}wFU{43~X&{#dg>NvHk8G&CJ#$1?JDO*_+_GT{>Dj@(u(&pCpIE?pW
z=?A_P2B;3+78rB)*iBQKe`~^3h~056q1dvmVA?4Ke~(0YBDv)@&?owBD9%YYWA%pY
zG+b<{a(^~}mNritUkreRC&Td}Nju5u91!(03DlU7PKgc5jciwiJgH?UGN{N1TcNp(
zvt#+FD$*3ehXY`Ua7Yu(_1^OTS5vNodpqUcpZ_m|l}s>)rt+3_y$Bs*EZiHT#_c%i
ze$do>EaK+OtWUUVnhN~0s^Wwq<B=Gew;FlITt{8n_drlgH4&)X3M8FkqdyKhcQddh
z0$r9}r>1LHgM_p)vVHJWOG>F>XdS5LXBTU&WA%`c-$7Om^}qM_x?%JnAFsl&lg}@c
zUs@vX{_%(f^^_^0ZYIz~4b9Zw%_4*`bY397Yc%VmR%3POP^A7k3HI8r#+Q%o+sWvt
z_rK+m7F(8<b{f}siaQp7C3_=gYN(cK3+F7BY%u5{U-@n;{QHg1Vm7Nto+zQ|W3h(I
zT|3dZHXKKHB`uDOUR97%QXnwsLZuQv>(&+uP5asSGwtUuisW%ilo>k?BJmAelY`E7
zaEU?PLq&MrS<lWa0<>^u=cBGN377)tVsFB64tJtfX_MeKZc1n2D1pW9a|3$^X)GyP
zlb+_QQs=N)hX>71R9E%DHsnv@B;AX@;G&wzN_AS#alv>XQGv*H7*%XK_YZ-02?HV7
zxFj0cV5GFb%uw40-2kkB1WaqW`Uqx2Y1th1BH5&DyJS;6s0TJr?$>ag`)@PN(OXTF
zxThS-`pK$jKtZn9&`9hpRfbhu&^+qPx4}x~nes<-UK__Is_<a<cYFy8PC3#*09naI
zk~4G}q6RnM6q(?Cy_jH=$dlZ5J=k%c;LxkzzrXENw`=z7qQQfbIi8TZ`xH5~8mFgc
zu&$Uoq8XpF6~uqCo~ucQrq!(U?7NYyWB<0l4J@#cV-;q*^Gp`M4n`h6=|0kN#${X!
zE=@}W;jb(*@D9^$cK=!@8({Y35%J1%F=cXAH@nVcB@7BIu~r5Q6e?sKJnkp|q04T1
zD&IvYRuh$L++-){-Ev0NC8U^WJ$VI_Tj0FZSZcK~6o1Oq3%`HfP^yhR-d81+<ph`Q
z&aAErv{G*h-BF}dH3xIuj1$7p)Mz&(lLQ+lY(1ZR1nKPlHVUS02p3n{71lAh2=`TZ
zS<o!dl&&q2sb&`xmJD($KhS7BvzMaJ!uALlsUl}G+BL)|qGNA!+P&AivpN_}(`&@;
zGxrURu{d`Hv}>My>OM`c@OC_85{FiEJK*S9k7!sh{#uWC^NaFcF$fvwo?VRi^QpQ`
zHLoH+ua<h>)8Fk?Abd&Bf2tSJ(Nk1Tp=oi4`|0EMG}b&JA@iY4=G6zW5v4EiGD^Xv
z$F;-RCyj|VRH{uapR;&kL~>cO`yghkf*JAK^FdPUdjtbcX)m*!K2DEnadD98xJNBR
zrO01)mn*%?0l(|@Q~jiQ-DDpawEDe0UYRz~58j1gy;NsH&nt|v9lf?LdXRKiUJ22=
zugqDo3Rn{OnHa&6$FD%vOCh(L>I;?mO5JQf5%|h_*-UYD^7-wx#3KMzNR;zCf)IT*
zX3AC2jwn&k<Zt^<+W!D(orSM5R|T2Wt=7SNK6zINnWK1mKRzQAF8Jdd^P<fj#r@4!
zO>gS;H$0iN2c<ABGyh&@j0=XayBMu)!n~ZHT3$;niw0OOlo2rFUCxfQeEl}%18{VC
z&T?41A(D=6JD#^Cp}O=I3RxLNmn<ARv&(^b4Klmdn>B5?gk!dbI>ka*Y2V8$;?Mi@
zV;MeNJ9lNyw5T;t`rz3?wM7hsYVToSG`SY(*l$*FO->;vDZX5bM@N6vY80fuSkl0{
zd6x%u;j>;MC6a_^A2mBxoScyQCB0GCSfNypkDlXJLpQmIan`#C*H<c1M2!tv=uHPi
zx1}D7U{iwwjtVCw^irzH9A>;7;Ww*c>xtYddZN30O$(FyTFZj=ZUCv1{s6(;_|RAi
zf<2ZFyfj|%k#1yww`$Y3IqwBYp8_y?27B>(6&q+k{%VmzE<Bo4Cx$-NF@`I2RczH8
zE&cS$i3Uu~uDnflobwc3$ecjYJ6BYy_3J@N5*}s3Mi6g9t)qt@v<D=g=gPe03*6bK
z504e+6pK;X=99Ol*ikn|H?MEdH_?SfkqjrttebU(`h9ZTKP(L~A^Rtg60o9UI6AGg
z>$fD310plo<7i*12JurPy=PjL#Y=gL3wZb&LRTGq;Pjrg^6V?m%4sH(Xu=B@D$AWu
zqM1#5H?B!xyzh$9*Q1fLGBlj#bM;rDX?jR>EGox!!|UerLi7p7{ld&)l>PLm?e0jQ
z-{~!A5u!bvj20Ld38ZW5+^+mZVe3y_9pySzndF!oF}nCpy1+_&y+3zY4Az$%<sk?|
z|3(<+TE?$=rc2=L#Y$pN8-@aWW!9RN%(y4w;a}&=p=UsuIPPzfiaq^f@YN-F3>E*-
zFs&nx(TTDJt2FM!P$tCH%U7{X@;lrziEDXOOKx%5XlP9sl-Y*&rXml7k$a)t;>&UQ
z`|>_~!Gj6uY-x2D_FmspOf;Wp?1e@!$|Og&J=$yy+0vT_i>Yyn-v|cXR-&+!3&?y7
zUUx`r7Oo9{PF3%oVH?@pr=xtwzg7T9xleePm3e3C4PrA2ra*(WL_%go2p+v$f6rXc
zO*&B{d$~-=o*7Z>IA9lsz3RH<_wzmmex$T-5=Qd)^dEra{C17su5kMGNz(~0*Z>}=
zIN!}P_s+6#?k23I#>UqC)d-K_5bi!FrFilJ%^ppFNZF!WrSuPq!6o*HFq7wJ1RT;p
zGYm8^U4lcNzOy^CV-p{bQ&yPy=Lh5B1Hy_%R|x*U**TLd$tp4!fK}5YcCCuY?EXR?
zf7PePrR||C0-Y(3v})8lz&$TWA+E%Acz5;-gOQHQa`{n~(7UBri82WG*cntk=oB(`
z2Wg*w0+0a2mCOW9M29&Ax^^1FY&)Q|sP=~9UV#ys#V?;Wz2EVcKa#)yP;Fud^CMJO
z>ReI;)hRmkTpF$SoC$KlOYRin?-fo&Q-hm+K53Zd`%LyyMIq})-ETZW@hfud<i;~N
zwpU0DKld*@`{l%k0pY~?2k~V_BPlTo<01v&PV_|t%p53e*q?mztOzhO(zLl;d^}8@
z_ITR9bG8#&f{q0j6zQ$4lIP_ASrqPp-H{~+XF+Kee;IdXE73x4aFL8bK^ZQ(*~=R4
zs)5Q(UPsE2=zojxK@qUfjb&%Po;FpwIV8sL^{R@J{8zd4PtDK`D!B@8?a%pH0y%>?
zgQLM*Qwz#PEi1ZDmL%1a?KYz$V<fHBlgDvj&&%$IRL4CjwK<cd7bQy6Re)-<mw~o!
z-eP{6#lCp*KR1z#Og+ETPd5hTy_X}-fQ#h<`yKV_L9h?aQ~kAaS})O2$O4ZPwU2I^
zzyWBlqQW!RupdX<9(7Q!yS+O>#!=C7DxbOb%gBwvR-i~&=7*GZg)_c8ykYN`IT5qJ
zJ@sbe(>XK9%ibToVIkQ{QMn0eH``!8>s^<iZpn;%ncHki?@zgsbsSIH!cOWVS3>aI
zD&<qnMcdRy20u+W8fS7_S+s3+C`r=-1fXbr;MLigorWme*bkd-JTQ&89m93;bvy)<
z8p8BqQI#8arbUf{K9G%K(%I(%t>=CS8|dEgNO*}-9=dwgN<E}C&9t&#B(b6w)VR!h
zC_3MzVL><_U{@}_(1w*+E=o$b5Dx_Y*HTU}0>^Ty%Yx7@l*=|R21_ozYcn#wX3Pu$
zgovibN2$SAB*nogHlZYCwY>J##B;5>SyXkVmZSfxG)c(%KVps%bZ*-vL``W#e)2Rm
zc=1W@hrMEMs$5WZzfux{{eqF7bqCh55r9;KJFuy=K4=o}o{$K{x5J}KV}8-Eqpgc~
zGj!^s!D9lCia?kXc0g8?B~#)1e`}Jio)gT|B3z`N9kX%&0mxBj-&<fprM_^$|5r#e
z?5BzKb8%y(rPN50&bF$1Kjf2Qr~qWB|0y8}U4di50pf8B0M%Q((B|!kGHEFQmNbA5
zpCX2cpZRh2{$`Rc9-@LMY8e_S_oBvA!_GI<uVd8Cs0inrt9MS}Lw>tg`^$pJ*=bHQ
zZs<sXwo1nMNV?mZwkARv@Z^$ak^dtQP>F#h{!nNUpB4_NxE$tc9eG0fOBO;jS^jxR
z-2s7c_j>`+1cN2&-R)f#GJ<o7roDxxaASrw!<h%a+wh$`_Z99?>aIilt+8^s4w^*J
zav-G*-)}$#_+oY5a+aEZx!=D&t1Bc{P|a@O2LfYVFNq5s?!rv^+dq|q@w4u7N`ED9
zZw;br?~py%nhH#S*87<44LxwVz)*lS+W`3i-?nKvm*2pRJbtZTiJ=vqyHQFAOU7lK
zQCmX71U4X-mf2Ig<OqR0-xgBD`);ITpiS!`k18e#|2Y&zJ7G2buq+)27kXyU>_XM!
z*uJuGWT-)j?%B0#hrbfMevq7O8_hSg>ok+TIgHenl!)02N;1yQvrovR885JoJ_g6;
z?!{v(>m62NvN>(h#HaaW1dC?M-9-J?``MV1C!oNl#W!#;=wkHCM#zJmW;$9mOdNl&
zWz*qN{<Ch&0pwX5(<4XNK*)|xC5S#k;tzY8Bh#rm7-cB_ovZ|Zb7n!5NuWZ{W+fz;
z(0)*xi2kbFhXjwEK!$D4`5eeE+9S-IDMcIjUO)3Af;IkUlXSTF<QU&WS&2*ux3WZh
zu)ZZj*)TOZicrWgrbh<;75#mlH1ssci$YBRMg|(NcFtS4pf&}jh3AruwfL=msq%aL
z_YvrHWK>wQpI10{m8&0HTW~L2?5z=8bkrDg{E2-{+PQ{-x)Q5?w0SupisdnmVChxT
zim&TqpT^Y!{$Sj73~a|hYi4*%UDC2F<fFfTW~ftyeHEL1zRrNi;a=2C&9N(eHgUG2
z*lth?WF#tx#9X`h{i<j`;T#Z&&(XX3AgULmBHj8a1wTsVk)O!WV(S{M&cNTzbf@vv
z=Wye0sWYa?A2aPZNm3Y8+#&EEplG`Dq&9$QKj{kVw=Xd67J)nK*)@-d`yW5gOauEd
zQ!Vqai13!QQmm|nsZJ~*>F56dVRHt&C#j};&BAY(zSn$}YLA}<F|}11*RKDCm~QYy
z=&Tt)Q=$FFzlq%vW43c98~DzXCR7_sU3o_8+_%lI&Hg+%!tI8izY9p@uzvEzc#8Z5
z18h8MZV_JW3ap*_<Vg21^aiij<G4qhYb5NM{l1L~Bk-O>=b4I}p(6rPa6FXPKYlh7
zv6!c~xLamc-UjyhH~@2&^!gf!<0`bMrh&zkupLvOl{?^lF4V2B{{b?-iy+Azc<0>8
zjUCrdhU$gZSG<Y1wV<Hmzm)kW^sI|bDSR|DPX?iFHGxv@91wiLe$GGY-i&C2j}?Be
z`JZGemw(w#3d>3Cu5WckX91wzN3}I?zT=k*L<q_bxXx<-*}JcnHg$G3?^=nR-|*D`
z+BElpaJvUCgxPyRcng!~u3gb?N9Duy_#qdxJx*<o`vUa`otI;DU#q5!mPkUo_3Ph6
z!DO}k@luYxOQiO(uZqsS!tUYSa~(K+({+g+X5+8a;{E2sI~VvixXCP_@R0?66>S!o
z4(q#LQEqFTTe!Ni2Mv>x)EJymdfjrh+F$B<vJYAYqKY0JJ2L(330Pz3_#Cp!e7;7i
zb(?Fjb&Csg`jsAGddO5?MTIR>)z7$YVB|h3@$uXwWc+nPF1fEMzG1D9sJiPeXPitH
zJU3VSWR+Xi`6yaCm=6wMD@K<g^*1pf|2J;_D7kgsye$>J6R>ouT2o1RauQ@LHHfH9
ztl_ATo$DEBen(g-a5dQXLV+AVUFYMPafipK`an%qtIIU&4Kg+-F^rqMjGQ<`PJHT(
zJPg!kt@H)W)g9{j3AnXN5i#^)>R?`34ydmFQS9%SaRx072s6(LAzcYj;DO&Vi~3mI
z@CgSmhi~&~VMBy`V2+URb}VWNk!sA;X4o;Njc35Sq`UFmQb4-5a=$T3KW(l}gK7{<
zz)26pp1givgu>x5Lud2q;PXv6-dv73!&0W?<A7Cp8%43Q{b`&OoaZ7rgdg9ySD?QW
zB1Dfj%V3cx%C^n5R6VYL<u1B~IS)Sju^X^K*Y<a-^Y?;OTNq>Bik;I>+YG#Wo=L(r
zLy{4#so^W$<S$`vHt7Q2_u=KmBY(P={l(<_ZSh5}v*WO^652jGxK0{nFr#*lhwWx{
zGZ4@w7=F#O=EUMOkT-M|D16cqp|NA(tQDd*HT@W{ImAPOQ$GAV)yLsqtTWe<QOp%d
zKl4@u8Xs#a!9pZekj7@vRLcD2c@i+}RY+*Os2dh=dfrL7RK_`p^Xwde?HdAQR<Ddu
zHz-R1D|Zay{AY}0z7o*b`=Q?i^e}nEj^8W9WpuLoj+$pB@8J?%-M~zX`yCn40sY*s
zrf;wg*1R(9_Ngio?r_(?-qVi+^l>d_0eqS0XQNQt($E~vQbhT|^M4Rv=!?VmHoRI*
zH5L*+9OpKN$`~$NKCoe;LTUF!0jN))=Xtg1&H8B0IZk0B?_;n<d13b(jGa=%mW^x{
zC>UHAEN#Oqc1d2m4Nfkfqphh{7ldF5Bl*0?meT(^O=!lp4}1x(KX~VV47J<TnU$Jm
z&5eDqcZy2nxVX@L@oLR=ljBuPFnuI3`A+Vh&k=pcl!bQiDtT%Bq7+o&y7WF5&Zz?7
zW&X6WeE^Bw1k+3jSc>Q>U})ESQuJSWc7ksp{+eSlw$t7e4%SJGgIe6#tT;EyaeE`M
zLDp8o=>WU8wzxULvrv%qz_&UK*NR`;1AiTIJYxl$s`0e{wgLFC1m-hCTkuluUXvEA
zi6_>Y$kI!zH4W0n4qP{Qeol1|9}}NNzbHQoiS~jj$6&6poJU4eJl|t=f<Z!6$b#yQ
zF{xDt%FO&e+&SrYLV{wLl}{UD=xcfv@zxzX)$Ks;uYsB&d=j^;kves_`%|k>z1Wur
z$}M4UyRUz!9*fc&)zkVP;8*sqP^xvb#(z(UrlbqFTNHn_JqV_jJi`!C8J8P5u;XzD
zK{M^v6YJ|Jiz}h1%*j{+W^;3CDRsY;aN4JDIwMS5DDdw1DMQoI0sc)DF8V1J&DS*Q
z@%(F$n<K-6KZe?a%RO;Wu>iTTw#K@I-tqbdNX&}J-IA0M%1$Y>Vp>CHeo~#+x|Em<
zn)l6mB8r)OHTp;78O<b!*7ETFDq^G9l>Bup5JgJTho`=Mq`w+6gyMZ%qspmfm*9HF
zX5My_Xg($bqK`{SRcTGM1AkKbz>avook-Hj9v_Nl3HL7mySYTLJ3WbCWszoXL@{e`
z?s$C63a#QQWP+)!-#B{HPthfUWyQ#I;85j^UzmY7wu$KCNVoAD1F?rTmG&sD&U1Kg
z)1qOf2dG}pFA^Oi?PXpolHFzQWsaYCfR`(8n7?0YBW2F6)k_72(Efzu#0ddpP9CYd
zNYua&qR%$pmXp{Rm?E?bFw?MJJHePPi37Zv23#Sd?)a+I62188Z2?DU22o1$m|-ak
zI7&i8)A>*0(T*Ys-(ep^ljnT74$&9il@^V}XF(ycwMH^{szH&v+Qby1H8=i4Vn4dK
z9p(&2@Gh~g8~syGRHDm~7LTI9I+?6qR16U+n5Z+|a*#O8^Sgy5kkq62ug7QUzu9`|
zV4SE40@nAdGIteh`~sZ!$(Jq<@{T(>sogoHvq&Tt)eKBIPae{A7ZsfWgl14mB8hKR
zOqF(l@UhVDZRyki26o*+#Ln|9y#8-$j)MNPI1M_*P(PFtJqDpsHLj7gv}aB59N}-G
z5g1KHV;opcwR4kOE-5D14)@!hk<qCiphUka@@*zOguG6z24U%)lj5<A6`Ah^{(m+e
zOrk{@y`tSJLkh{+V7m?~k^a{_n&BiR8cMA3`0w9@Gee<i3dguE$lE<@^F=KK$o+2u
zd?bdN78#FE<+3<K#9JXz%OF(so&drqGU<+o1T(;;nQW>doXBTbNyBjiW|Rx@z92+e
zxinegl}^Fxe0e$Cw3oSR{kB51yq)6P+&Sc4#M&mEI45Dz=exWV0}hBH)#ugEa;+E?
z=6|RnWd6M=+Q>LKd?P+L=OhOU2cRt{h}g-Ns!D!!skE}kuSV@6dMNSGn#ylVL8g@*
z#_)o#ueYhvOz?^sm^XUgUHIZb8Hvq6&Q2h5tHdZsT|7MMBs37?MEs_6UnoPU0-o@R
zgO=zH$%BUn5w1!LV<1pg9Xm{na`IJ^&*jQQtdQG&X?8x4sGQR(^5zKOE(=&&X6c~j
z9dLKdODGgAEvUxO=j+=G4SA>`B=3c&Ah=Au$KxZC&IF}sA!4|S)WI3NZ#5YVu6p2e
zP;M3@p-f0|BQ)2JYb6+rVb-Ned+;Jl|A1eG6h{XD1m=8<6bSf?Mnuc`;lH+#_1&35
z<7iR<jsw!d%!T!i(3q-&@V$QfqmSneKZf^|j|@G*dRms5|0FK=rFK+h!>?-ikn}^;
z>ZSddXRM#eIo;=Rtn|t{C{l+rKbs7Oy>At@>DrJsI$1+2YQ#B1EtSNCORPR{o|&L!
zWI<hYC+%Zd(-!}{-+q2je)Pxh*T;GvKH9pnIV1Y&LB=qA%R?3RqsoXA<-Q;-Rtd`w
zP(co6ojxjw_Fgr3C<ZyB0L<pBNFk1(?MnR>+oyl8^W`i;1$WXs)hdMqmc>kL^LP+W
zOwmZI`V(hba`i43d*88(HdJ@Bnf2AoI|ZjRL(fW{M>kh}t-10pJ{44+BdXwFolPuo
zB{9_YVW&hU{#CKr>lJKnhZ_z0OAmxLbD=Tpp4-3fm)k7=nQzneb1mG}Ui>E<Dv4)g
zmLrtbh=4%P6Hzgd9z%#QlQ1xQp&Sb$sfp#Iaodlj#bzqy)1;5}(bUmC_crd1OaFcv
zFe@}a8Hw{$eK?%vf7f}7tN5tvfLZw4{v+zwz?I-JY~Q&|66AoYr_G73%%0}_S4mG;
zGnesI!0AF3yIiL!f--F&mL&_j4N1b2XWkS&;(4Lu^;4~>Uy<R?E()&5Qzd(SL(2Ug
zYxxeRJXKE-X`He2BYkgfuMufDs^~)J1)a!UsIIQga=csf!3NoRn5({+zuhF&J>kxi
zcD|={zpW5`p?(p<hf<1S{F{e9VJ~0#oxgu5?VyPvLy+gqYyafRY~L>~_Z#So^5~{+
zEt~g1!ZNc=#xmnJ$LGc#M5x<Jy4s0WOkVN>T<v*ePc8*Am65ilW58+!f%er!q%BYB
z=;t%VjIU)`gh`Z^k@Kn@AkULg3q$>w6IiSx)Ij4bD{p(fu%P=goY^PUYgQv(h!cqT
zIp1TsK4<N4A@RCmFBVx1+n@O$?D5x50HrLCi856~Um@_in6=Go$EJ?lz5<^{&`}lc
z-9SBoDdJec5?z<<p!@M#{IRxb<*NB_ibA~;U)?RZ?W8*0ie(1Y#m2;3s;G9S4Ww0l
zwo0>WV6+^~PKS5O-|dTVU*)ZGt^T^yN$Lq#$|x3I13#&+an9AMHGiPkaD$}ZKyAxF
z1y=2*N9RUWyx6xYpVLapsBKHguApdxi0RSCyVsJD$Cp7CES>}k9qm_U8_meylMj~d
zj~>$R-7}!s*ZX8sdW>Ge;Ugo_9eKgO%74`UN<CRJf?T@j%gtqWDoIG~p#&M*_}$M=
zQuPysCDum)C2PqRBNcLRgInq-VBUVUJliPGwiX)-tWj5yTdlp$56rvH`f5<ime%;P
z#*d%aR)gaD{cMW$>o>wI8zJyB`uG$E+9Mk#Yn1h-e?#L-KNn#0==><86PTE$YN>6l
ziuNjz3+k<;uKclZ-5-Fo%kt?*9`LSwSd0OLz<`W=o~LEGm?-~GYhL<^21Qe*-A!?w
z?SO^$;)fpxXF=tb$2tOQf1|QN_*0_<x%MB{EgJvx!_T|(xA9_D8APgdfZ&z17qll!
z$+XEGLJKwbVV~AZRs*~TOWS*yIdXQG6^&UN_M-rc-V#6kF?X*HHKpNo$yD&DEEF;w
z4CaCDLRE4OIHc<^uKGvf)_n%iR6YJvI-M!u`{jz*CIx<JRj$Txxd_bv(hJQj^duJi
zOfXrTUNHB1MW0JvzvGX4h2ZI69DJojZCaywr*161@fg<AD;}rq72j3u6#|SKB-NNx
z`Ye$(msptLYk3v0$US%Yme$nVx^F<P$vo&foU-hRk4>^b`DXR-ocB((VDI*~wt4Tn
zN`RXWTH?HTTi}^-N7L(xoKsD6+S*!Fks1HxDDL{o|CH0ow@WI?INg~06oV<x-;JL>
zQM|V+zlRvJE+a52U=zCB;6hx~CAZDB<P#{AJ&he+siA_(<g%6NJf*Q63{X6>61L2%
z{f=Lk0k7f20pqO?!Z!Qq?pxolBCAMo-{W_&2f_nL(EhH<%szwcF4scfhUy_ZFyzJF
zo9^Dc5V*)#cF7~X<LYSKPdq#Nov7N@gap<!Pf7W<X5PL`KA&z(B+y<|&$$QV*bz23
z*B?^=@w1?xscF9DAO;yZePsL=muY=_@$)!Ww`rN<rDVPIL4oo0YXAjKK<#a^(ifI8
zQMr@%Pe;S1n}QzzV<l!HPZb_Jnt9rZEduiC1r`$`2}_TkbTWH*8L`(Qc>OgeU>buf
zUGu3YFsdGvr}MYR1?N-4Jp`ml9|+VNpEC_IQLf2SS(7~#bTYJW&PAsnu=y~SHc59C
zGp}f=|ASoyZ)Apu-Q#sFuwogNp&(MOrtNgBT!f!>%Pd)EV1x6Zs4}~Q;uyQ=QDQ=d
zMNen|d=Z(jIq5>$h%+#23t^klaDs(`LVY@WPdF^M<Q<!r7&#e4*Mymc)U>#J8^^pT
zAokGN?N1e_oI>4$TRO7_vd~x~Zc9^m<n{G~<;usckIKKFo1*RE#RvR~iw5MS!zlm8
zcLALAzOCgzY+g;vB_wmouBapkvX7O^Em=!PW{kL^hd8@px<n^(n_5!@WzWtfpQ@W+
zx$)V{l174<GX7=@%?T|Y%A~;xu6_slY<7j(Qcfu|8s&s^83u9fhYH6v@LoI!$UjsL
zb`xYiK>#jV-r$k4+jaR#S&TaDwpkw_g^Asg-=)}2FB;e3+6VF@X8yAbQS}Nbx%6Wk
z|1<y>0(UG$VX^8Q%ZUHcgIKoS&SRf#VC$FoiJI&qzc803QYo`p72yF7C7lF%NUacs
zUQi@p1l*0fvhg3FTphL`mrO=M4PNG@a5f(?%~Ui2fu)~nKxRZ)Z@M-;$CmRWw$plz
zYW28bu<1#V5?ddbWYoP?8bM>+xkKmTOqcfot&oVtdNGEi0@%Q;F-D3;JdnmC9MJ~)
z?CVCJkl<rUo>`<%TP?W8zM*#nOiBxxuu0FbXoi}_H+&6X`+oo?LD{}~^F{5d9BwVn
z=<=<~{{VP@TFjRRBoKa;c6mz^^JG?J`DXbJ*7m4w=CMR>+kU>49@0TA)YHP1``Fz<
zQllgvZ+eo*u~H+nO~+0_`WkPSA^sk;yJhnN>?EJofHW*z$fN=WK~w!IliVH5o=YCJ
zW;GV-RSsRbVmnhMpUF*&g6F@d)`1kiKgN(ydXwL|G@w#o6ttZU29N-vfr=;t+I}*B
z$lqz{_5}X`(UMo54xHDbd}IFrk;2pdyc7QbMoC_HbCXj~;YO7{CN62bnhC+@^QNhH
zeX2P1t0Z$bKz}SyBP^kxkM>19WAdc?#QW60FACTMboZbJ2UGHx@G1?W-N{qBBg-$R
zxT_~8r~~OqfJss^aX=9=t~V=XPaukG3=I3y75h696qviOr?{saWDs`)(-Z)d<s4&-
z(xSV*)LqA>1zd{GG;iM$?fu2=_|ba>u0v}JTu2cCW+#9;S5I$e6fvYo4^N%FO=k(A
z)8XDD#D}5|!``geYF}wmz--z-ct=s}D3WqUsU@Li_SRV?^WZ79FbHFgN1?2%i;1@#
z%!+%F&1l?S8<p~+8%JP2TFlgKrnZN93WVbu&ot@Edvr6LQ)Xqvp$ihnC#gSp{VOi=
zNWz9zEh7wL(A4q?WMa^xJAZui6;1rRcgr}Ie?iKvQ<a92MTlb%B1Un&n{)enR8wk6
z9EA~gdzyu%AwUGQjDH-|H};0u#gp?e!5)UEm#CSg75q{RAC%&!5=L-^)aI~9B8;C}
zRzf;7;c%xkk{m8c&MOidsUgPJEWU=c(nYvME1VhtoDK#!;*ppqEO_?*l#)L?Q<fcv
zYGR=T5_dQ9pay`_<gp<$fI1WPsgQo}Xy`bkW#>7kN5**TKoMhWbnDf78c+t%!;w;L
z4E&xcuDB(a1KZYs8Q+0c?5=*xbgX{ke63YO0y3u~zIuunZd$0x#oZB73UP5~R8B^7
zoYN0l&eJc$kF&}5mxVsHqI%b{PHJ&Ja<w-~T%!o45Gm)SFxIHZVH{Lt7p~FyRHm3|
za>ub;((XrqItpp0nqj7uwi9>UPg-gIoYK{6>HLdVU^2`$sP#27mn>Ul(}y&YM_KU7
z68Czg*cn!EgWna<c<aOqq4<7XjsB51*%<H7Q&IS0+7Ao(Jtn@8Me_Nw6Y6=dE!VZF
zyi=|{+X5}4IE4>PSBX+upG8g<v0qNNZI}cZADp)w)zDhr@f%^>q&Cx4haZ8fHxnNv
z7@W#i8TwL*thXC*rDbx*?=ful=AzhHhy;Z79qRNEqg%q)5tm>|3!Gqj(p}FJT&rve
zfxuq%q+xwb<tu1<H^NzMMzJ&&%lp9wT%TI$J|y^8RPicl!%Q*e2}?=5<AOU^nRr{o
z@OU#*n)>1cDm+_MFIwt{$IUS38f5$rTH~u3Mt4V5Hx~;Sjqt0)&yrTuWr_RUD)pbi
z%~Dnd?(!IuxKK%}hvVj-kNE`Lel=F_<I{yA+eK}}aMCp=I*e*CN1*s?z}ioR(9Ih8
zw*Y+8%hZ2`aX%A&Cq)gsx)z5wnR6i9Ea}k!^ggx0Yo8GOPvT{Gp5$8Fw+1+P$gX+|
zM1W<6Se%l1r5bW>>?Ki0L>9K<7|3tD-B0UY&+wPUaJ8#wS26{XGFlDC?=Pp;ynF&q
zN9$6;(!o4(!6A-V&Q;X%53Ow|U0BXDY25bj9(+3f-JknQPAeVgTsj_-SC?FPD_@Pw
zZKhmgAK)1Vy5A4{VV=$;w$`nhaJ+f(_54M3(R^9(w5S=Tm0$a&Gn&dWoHR6)V=Yc!
z!G8}mDQ+XY)?!<D5yJ>Nm-^Muit%`3L()FiHL5P9BVrVY>}Ea51Gl|HuY7RR?XBH(
zdpT|<=o&$V9`)q+Q|g{9znfUqB`#A67aT5o0aYJqIbD*}Ahb997vmd!BgK~YP}|Cu
z)2K<oJGk}yE8RRppy}Q*(AGC9>Tx78j&`2LzGTy2pUj-Wo$)U|<2;J%d^7PcRq*7d
z1c2Sxs2k%wQ|VPwoA{A1sJ;=}uftt)O}cX(t4h1G=10#SxT$n60Qi>r>0+AD!3j8N
zW$ZmbuR*f-&Ec!4cTQ%vY;qYh%`;K>*WrsuiMR8v9~>&K0X3VcGX0zmhEERYT0e$_
zH}OPm?V}~-af9x2>zeW_8{13GO{B9=F5k_>dG0e=J}dFovEzsGKjYU<Q;`auTk3n%
zS|p!mmfj*TLxK9$)8?~m&aW<sA5B8amQk~?3J?-cZY#|ESMbzbYY(ny`%6kUJUxl^
z72fK+_*Unff1;oL2E13ne->|aTVJv2@io<?X9*zt;D1`e4oTe`$u3(mwEh_J1e19Q
zrcS4!VmSN_cfJVtblPm`sA{2n#O649;QEtR<M_kjGZy(SC5^H7Svjs}#D5(vgbfaX
zXzwW)^Q0Uv;aW<p<)NG@LOPot7<^?Gk)X+=+Q_YacDqWc$wcmJ!@MxNHT^hu^V2__
zQ@Ogl)U^q94MKLB=2A&5R&>e!!>L<cv}KkVRmcO-)xs862~O_E)ZR1y0FfV9{{XK!
zKlB>;I>J?oAk0rrmFv3y0LINfQ_yd8)YGO7aSKEko&h5j<B)<PP(~_f#oTpTEy;Hz
zoj4xU)p=&bQcojBe}u8e<xzB}M}=^ER_!KZc8xgDB843VTeM8wL;nC>7x~tD-6$L`
zYi~+{9pj$jO^O&C4!l!PZ((y;pGr(W;+k+yKheMTTKPglIWnY4!n+gi&3i@9#d~q5
zwUE<hY{FA;KG?4^)2-X=GRrJK>lppv&{lLQwI-Q$swS0>p!^Y^_(Altf9Hoa^H+%A
zX*^l0xZ%Fm_{sOLRI>Q7W8v)@*G@Wg(io!&l|AdsZZ2*0O;-B)T)-xr$g7NznwUaL
zZsp2J#aQ}t!{na|>E!h`aq<5E0TuGww%hx|+s<$2Ua4vEr%$odp|D*(b}+&t-Jd~<
z@=+kVdEA1YW0u-`WYoefN!)X3#JwHFdHGmmSEu|Wa@yU;{c--a<O^*g5JAU1Yqju4
zisSI5+_zT{yxZg26?)dS7rJE)BzIpKh!*-jPCtC#%Axpk;#lmi8%w!xu}pVF#PAQL
za(*=N?Z1q^!wfcZL*z(YmhV}BgBUB2>&oM(sHY3U%ylPe^CQ~)U*Q<_=+@@lf?h_r
zQhG4-HRZaGhBezpg%?kq=VoCmCo7MwZD?N;?(~aggI9sBE!5#=Q}Y4uT^RVu;Sz<O
z=0#vKS7#!KN~J9<TZ}3@oQH(I8R|FFM?SF;wzWsxV?TNQzLo73q6pzwZOZJ25$#@!
zjxqJG81Xm9RFVg_@b#;S7-P?recx~^Kf#|B<M8f^ZFL)YuCC>s<#|EsTC<-$O<8f}
zgR(QcYT$fI)&mce$T|EfH6C0AqhQA!1y$9xXf?kRUh3?P40kLFtA1Fk9!HQjtA6hp
zHQ7SxE1Xrek)NwhuM}}?8^H%4bDE*4TfA1VESYV*;fFl`08G~Hos4p~+N9<4@}ceN
zR<#=lZz7H4lVMgLi1e-HX&I^8L!E-^I|TBs08@{=tBn5ujb+LnOYqW$0lE@9S66*)
zZE+&Embg*J6_cqTc(b@2y(&_%N?MuMF5h=K9=NK{1EAid5sdI^Ntlz=)mL`@^<?)o
zMeB0XkKRVXRB`^%t1Zb2c=oKHwatugH8gjv#`E+wHYmD7CU*1w$>~l~A87;+QQoVh
zo@XKWpyW2-=RTr~2(&>2V;H54u-ONW^;kPFCvoPCk@E*U(O@)Vo95%KT1%GBGm66w
z#Qoz^mT*7T98e6^H%ETnc{Nyoi6Be@$8jgtsF@oe?>Q8WBlRw6+*T4~bHF)n!l^b?
z;PtDj?a2;ud(=`OZl{_<D)30lRhZ){GIGb>syq%3M>Iz?s{06IKo-dy^`~yy00%64
z`c!8ibHVkh(p(V1W5xvlO*Fn&1N~v`=~VJbIXNe-DJ6*{<o7<b-gC_{3)++%3Q8#e
z9%)CV6dsg@08vONpbu;K$DjC1?J?Kv3I712B(FMbfW6P4uSEFB8N6d=pnuDP9pCoS
zO5mc02P#1$x$99+;YHN=nGzu<be%uDPuw$*F-qhH$9itUK_v96B$P2=38uO(+=Jhd
zN~8hE;BiWFa8E(ffEgHWfPQr{CiW<~+;|klA+Qe^Ijub@V*5+9hwdpWo|)}aCuMP^
zc4x^Pimbj{9B@eHsJ?9pVyv)}k_hEZZ(Bwnw{V<{mUkno6VkEoH^(br=bm>SGwD$o
zxf;}hNS4C>-sW|-vd@@uT1Fkct76g#8Ygv&J3%Ad*C?u~IJ&mXcMH!Q8oC>Q5SzP0
z9B2~dN6#Nj{{XZp%IjdKB(x%X31n%W^57_QlN$BKNG@ZHm>}9RJ%3uvlJjvpi)Zzy
z70kB_9i(T>lLI|VfAy<HKCFJq$43sNwxq`biEa<^b;V|1-z!VHWA=&v0J=}gD?aY<
zS!UAR^5co79nYZl?NkKeknN4Q>UVXm6uFF~?V>JSO>=MnX?Dhcf<6Uj&2C{Eqg<^>
zmrj`;R!HtmJ#HkJl@WkHz3EW3b|(4^vw_XRp0a0ldjacF>a%&*3Ypx>GEcdyGv38%
zZ{@&qAs8mIhs;a2EKYM;Nu;cWxTED9(vC)Hds9IpgISDtKDBdC+{L5afNGkdb_xbb
z^sSpqWP&nBQaLm*B?_s)98<efS%4vP)`ko}9+ZHS0MdG39Mh3WT$)^rfZU1zh-45O
zgPw6q!5AGVI1lpop<9{&X^igPrw94dcW%i82ccg|n>oP8CX!_bl{j&a{{T^-2uM5-
zcCh3T)K;CAsIEjeA1s}Ztz@L4M`clmUZeY>m62S0!=L3^Q>!RF3@c&dRcdtS1aN7F
zx%hAH?0^IrV)V}<v>?_kCc>BU-_h&Sr-+1>tnsShCkLT;(+vT`bYMrZ%?Idfp*7s*
z<!f{>(+xR@9Z39Yh2E)YYNvF8-?FVtrx@<ag(*$hBGb4;W_$$$y+1*<g8J<1I-B`g
zRiWJ;@A+!u&{sCsQ|eQ%n;911=V$l6wQA~HokSwa`(TV=B3>1Kg1pQ|CDe9X9?lmA
zsjg{mUGYDPF1%B9<U$NubZ6y3{C?)BM-YlNRpS(>i3%Jj3J2#)8S{_GaGtfums7g^
zg~KypI{Nxlsf0{pB%Vz=IQrv(iZB7iF*0_NX=2(APB1B+UzVsGe)&d0_o-ow5IL*v
zik9X^KylyFwT7fkoaU!Avbc&w!vW4ehNwV`=a^Li${tUCJ64VBq!;So6QAIIaB9`v
ztd_rL%Kq;ml$Gh8wNhGz(nNOJRIOyUbC~v(ED&`VsycW#6K#`}@9kRC*j~kB9QLOs
zSoXYUu{}*vI%Jlxd8q#YI8nVn!i@=1Y+0>VBZDAc?zgQ`YpG*m4h}k2gpQLy2|>si
z%~j2)1W1@4-t?@R)Y2p2nPpwxooY~7&&l_DnxwHQ4DhxA94=|_UJto1ZZ}kvYTGKI
z#?gaXc6Qe9a;4)3J*y%sn27mY5GzW`b&<~20e~cPRTPZmXTF~m{rs@0^5Rl?AC+_#
z5kqTf_B0`fa!20!)&`SseA}Je68xIg6C7}PtyacTY?9j1ES_zcC7YkhplG6xAtO~J
zbAi^T9%O?a*#@DSbya1QZ8+;g61mRJ086=0dgW@Qh>FML3c|E53bo0UHh9JjXU=yH
zdRB6?H;ZEyR*d|I6?Ve$+fcOyzvZg`06NSq*wof;BEGkg&J|=*$Ixb_>{42vS?Zti
zDBPd=bU*qHe5a?8Ck@as{&nxVkHpUj$>Gb3G}Tbd*2MztInLVo%GyRjmB`BzT=aBo
z-ma+Mc%giPigE2x`4K6~qJ#9P;&*73yPmaSSB##uwUL6k7m&Ng5EJQ7RZ_umij^fX
zO0EYZrfDQ#VvPwvOBZL)G|*hkzPF7fEV%28RZIW}6>jIs$I9j3Jxx~6VkxZ$xXz}e
z13Xi4%^-eufz1HT3pm$sX2AgT^{$o}8sRr|!0BA(oeYx9i5Uh)ILSB_(b(L{Y-d-G
ze2AS0t!dqCWiheN@Y@mgW9F_@9A`Y!L{}m(vWARGNdTS&Upn2tk}(r73=4D8n{%q#
z-vm@XRu^duGn(2dHes#KW^00%A@>G!JOVrV)9tOKlr&=8?Q_0K53NromnH6|M&Y!t
zE$Qi75G<DV%Nvon4x_)NMN8i1m(s=!#f)*eDH#vQIXywmQIQ@tD(ZHFk%7{+?@Rg4
zPdNi8+#1W0>QGNZ_*PTc(k=BNYq=xa!722s&|IXT9m76`s{N`r8)Qs+nyAX4mWjB}
zN`leQ!c-B36+2u;lI<*a5x^bm7SiqV6Oz5_O2Pv**PkX71~?y1l~LS@d6V7B@LPFK
zpov%mp2E47w-Q`Su``P5b#0>1zRkoOs2;UbNznwb`S&H&n<r|VWLDB?#>7S2Q=C)+
zaCY(6@T;~78JP<JKqEP=pX{qX7wrdPZ~^Q1pGv@vCyrBv$>aqGzIdr{vM-yPQ%_Z7
zP|(Gkr_K1(_80Qa1ZYW<1OuN>N`0gV2bp+tJN3_RYO1oOySY#>NyQx66S>p<q8)-j
z!5X7;=793J1auY73(y;L6QAW%t>kXF+(Gv}XimiP8jm|hcDFePX{<}B%g2W*4td%s
z^W8HjRBvqh`&K>8+obHO0s8YwQ@K%rJE(9-Vfj^a2Ia_c`BMe+jQp!eZ(Q|M{Hrrt
z2qHP!#~%2m`A^ggk6M4*oM3HF%B6-ya9Q0{o_f*(6-k$s82oD5NcbE2_onZRkM)W9
z&>BDa>Ytr45~Q13k;gO#$_$Z_*NSH7fd2qmnfldvu69X;VBO6FE~_ha#(tE7Ku2%N
zsV(#8?yVrbll!Yc7rez~19#1ypi*ugymYEU^}+k8`BbpXB_z9`=ch_QPoDIJx^YRq
zKAvj+berSI#Hsnv0;^$$dQ)0Wjy_y**VE}w%v(t^r{_>yN~h&U49)0zP$82|xNK9!
zLASSha2Q<mKD5zHVu6ZET1o&YqKW`shJnp4IL$P5q{JAaoDCHtJ-g!hQR3TD-}B<1
z`Z7xM;U@<K4A+10gnz|ZYJcg)KlEgk=NK&50;ZqBi>dK3<$yWGC~d%<xB`_GLY97M
zQCDFtp1f6(JOP4pkSV3P03I>cm*y%)G7mvaT(fP)2pmuY!iE?;RQ8hrc4BT-g+R!6
zCp>4GrKoO34y;siGAd-QtT^b-npqVUBN*6QJbKn_ixLTLZaIoI-H%h)RxY0=pzg6N
zGp6Ce?~h8<)=~cevt^HI50FT#xp`Tu_lyazrkYbCMyiDH0O?HLXJH`BcMHg2-nFcu
zjw^KmLr*B<BOw%b{Aw$U2^1MalY{As(MchDHufM(k#yc%-@3USN$AyT8IG4_Jfwkl
zF!Iy6L_KPxX%3*<WII_0Zl~U=%L~OghDi%93FfKOzNC9cu#m;(N=bYSe8s&gNs(G+
zTSY9m9G>+XM#*XCF~KKj9<|hHI&?A+&N~D3u8MHxR%UXQmCk6}-o^{;0Ai|0_YMdw
zaoi3o(r>J-#8^cD*A;PSpK4+c1@_=~qO24af~P)XAyJs*o+>~)Q;HEYAQ?I19qQ~l
zdo~(Rlpe;hETe+Q3JqF@!bWA^@`GA&+s7XWgFf{<e2zIZ0R&cY!N?gsb5iXN0Au;o
zn8yN>XU&612=;ur>)3nK{%xlz_|w1(k?T!tx5_i?Kn~mrki3w29+exMu01KEx`V|y
zj!ghWLu3#rc49E22iB#=;xSBaI?w{ftXB=mG@SG7Dow)~9jOS%KC}T^L>UYiBMgw<
zpIS(y^9RhkTN%YkFa!+q+i$H^l_dFO0I3UreJBFP2&PE{a%EU%mKJ6^9Oe4w)}$n7
zJ?U63Q~ME5^>R9W4Jn573=6q&^{Zc6T-9CoCBhww2Fm7P`^%{a^v)^qY0*S-M&s*N
z{{T8rbHyjF<4W5NMO8cuQWgljk&egKk=&`;ytk*NB0?F%G2NcD3;;4PEsPK0spB9M
zk-+IqD2hfY!-I-IFPX{50+mS4YA4~bPl<BNxMWikMf-Ql00uqlNX8_ylzJ{}E;7Do
zUV|N~+gup!q$odzt}e!H8QOh=YPa5d$O6K^;~h<P(nSr#eq6{MJ?otC?D)31+6Fw%
zr@e2h<b18oY0Yyv1<#SUVw@<*09HN100_YER^*M)ZU-l=XWd=K;H!*3tqqDPm}LxR
zL^;4b8lykVde!@<+7BS-(zBh3Jc`Y;c#v|Zf^q3fo!sVvX$bVGEONFhTS~cfViOr|
zD;-#F0RA<tYOwvVn`UDgfJ-+V(~jgzVnaAfi2~pPPH<|(H(Q@>YPIVL?@|ckNZm#l
z=dNliSs_6qNiNq?0AE_B?8r*!+b+RICU45B+(zu#^9iK$x2QSD_NFw1^PZJ0l%iLA
zY`4yGDmfyIoslO!&!tJ{G=+k22Ub1)l%Va8XdE8Yu3d`HXA;M_44?0MnyQdAtiW(b
zP-{?i8T6+48)h;O$Wpk>p<o_OvM1wKVX+&?=oYj#<Y%uvDOEt{y$A-XkT4gFQ;TIz
z(}p8Bqn<`M=}2e$Br<LQ`J7~qX{B%~=HqtO<a+v5w}FyanV05O$lcJ<0WXHY<D44N
zSx4I%X=3vLTy6X+`C1{nly8d2Bb#ht-F{_7#?x8XF&2Y3>5g$*S1^W-6hvU^2`Ya|
zt#Gjm4<sfo0p#bkE><NjhduPE5jS-ojV>~9YSa-2V5g-@DYDIkEg3RNf~nB@n%R!(
zOLvi#LrEanmgEtRYN9~W0FiywImSAga=_$>*cHxr&2LR#LpeJck8lZ)AR%`0pWPtS
zKG}`CMowxiLMDRrf_OdsYP4aRU5b9_=~VsKWKv0+Z8Y(Onh6d-1(bSL&&?!ZmyPNP
z6^W%wB(Yt>BitE2W85Cqa?Vpdpx(t9c<0upQ@Nih4dSwsyYsAxPrYkh+({CZY&bpZ
z9%hd@2M5x!Y|$$f*!$A~&qK%ar-+_oz^NA2P&2o;H6@~W94-xP+S~=e916pZDFFMY
zioI?akPpgz>XX!oM&|Kgz+?m5RmddX3gWTgX$SjNuLGjPy?_U}t4ztGKJw4($kHhU
zGv^1>(x}@;i-K1Gv17+xfBN;Sc<{+AB6cNKT>PI-^+~QR;dY1kgC2vWS3Z^<v?<(7
z5SC(cdJ4;VzETgVt5=h6l<pbFOnOxhFU)KXp1;<!y^D$(WM<(;f2~KhXFMtA^{c9&
zDOktU`qf#k3bBqe^<h$2vRoBUDO(4lH>b5!!gVT1_01t+oD;<`A6f=KDUZ2IHh*`D
zXam-qz#L+WTvr3-=cOv5ISLmiv7#va*+QO%wBu+jSLIOBp69g<*n5?J!?7~kLG-45
zmudNs3bLE7rOUQD<oXJcok80Y<PI~AYHq^Fq;0X*J}66dX#$1Dd(`db1D<}lp=7}f
z+>n1NF2`h7mKfqVE1#jJEGokyKgTsQvasNFrYFb<IRF}@#7E@}kQb*~Pb>q{rDWJJ
zt(^6!$i+6SB<?YSuT`W4GxsUPXRR9mq%a!~8)?`89yp}h0L>jwCV&D-r5sWo4-|7i
z3rR;L(&LH%LMcGVrN<P2Py&y7G0CK*Ii$c&lu?mIAU(U|0RI4ruGHuLTvPu5MoC_I
z_i$H|I@h86VE+J-w#;MxTvPu5Lz2AyGN*HAk=ml4!i%Z#Fxp>g9=_DC@`1?5r8|N1
zbYeNAf0%RDtdUO9kUDzPV^C(_pSmfGsUdP5i30>LZ^E9S=Z-<30Gzk56&%os;|c4<
zJc7-RgjKs#2I3IOh2AsIy(S$^8x1-uFs-zbhyc%X+}3WPdXit5X2xA`J+a!lTga9c
zb{#q5xSdwq%XIQc%#nu1Ml;7jSyPWRwKi_Zj%lK>m=eUR02G1xROaPmfw0*ud(~++
z-f63{F&igi>;C}Ps`@>J=A&?7fE*54--TbTRFXwTt4heDGCjS<_3BR;?NeN|la1KN
z0I|nP-Mxa+!Z(f}CzSB>F!@K*-`h3LiP*90u#Dr^p7l|YjHA?oYnLjK54wb(t!rtT
z%Ui0(!y~cID<b6-%1ZL5y)g?%=tXJGC9y3hxz}B4Q(Qz89jJQk<eI{s;BH~a1AslM
z2rjO3i1)Dc1B$Y3X1aBDj3=)(4a!eav`a$9p8#0QxEVa;)xrrG$<8y1R9&$J#Uke?
zy)s2nv~?Nxr63W`M?I;4Vo~0uU8o2-%>WoZdr}fh?dUi>(u0Fa7Y99ib3g&$<oZ%E
zZZ_~KP6v8x4a5xb^rQnZu=VRlSHTCbN^>URQUSQ<9R_KE8sPLe!J~ta+~ib<xgNcV
z=|d>$zl{JxvmADyr#bv7;{bEklNdQ2XaS{p9@Pwp%yHBju-lFs86LG6U>N-<0zHc9
zjAI^@)P4T|D~vZ|*#7|a>P&IR0MarmF4LTUDgX%TIG}PdObk`FNx|&iw55b#lf?ij
z`E#CvnU|E|2g}{5p;}@4z(W53cfC%d356XyPy{<wNKu^n)T%MZr==(ZIQFA}Ivmgf
zu-+G^6ufSv1&J5{4_a`~869Z=#$HB9r$)pa<AIt+z$5|Ny**0#OOAwrObH^%C4u8T
z{*^p(fs`a3I@MBke53NAScc=h1lY3zrL+YiV!2{!K-UTbd7SpDD$9cC%)oKiJk+8_
z<af<dVsR#EZZH9qboH$H;F+@9!9D77<dQ}R9AMLOPI56rkaC&r3Jm#<c^xXWvJf_+
z<$jf{LgNHy9qEjq5r797=cP@`v4?}2RZ_$NIX<<y<;FoJ6rZJM&j~VsBUR@EnrLN4
zg_X9E&28vbzH~Dz#HwyzyVRPB(#BSS=g2Y+cIW&m{*z=(QVBOHaly_jWgBW{-!_GN
zm}36`O0|svmB_<CQS_|IY$mt4Xl1}*?~zm7F|@y#CHwsgH#qmGt}fTi^6|X@>)iY1
znu=^n=$Z&x0huJi(90y~c9N()depJTtr9VP>yMRB^{E08^AlN49IVnZx-(2NMna9m
z_V%lBEA0XL;MC+~ALmQ}kTdB}F~=FfApI$Ef^nK+00U>IucZlak~YEAPy@gq9QF34
zjAyS?LX3`TSd?T2I9%Y7)KCOr_Tz9kJ<n=$+O+P6DpVZRza};$51D&pb)^v-X51eO
z*BI$qK|7hsRz+(#BqnEbl#RP~6|j@pi*{l1f;l+O?`k59Je|rq@~g)Bt*zUOSkdBL
zu}{-K!;0G0+|6nxW4^qRVs!-<JoW%qEbIHll$KntEBI7`WQC+?{#4_0e|nHgw|U@#
z2SLsS2{)n*w=>l;#NxE9ZG71W2NhiqnMz}t*0XbO!!9%4v2nArExip$t=1TR?mrsO
z)HiK`goDg2_i<V>&IP$D{1J||iE{<?(X7_+Zrs@PAbQr&YADXvF|}5Z$~UeE<MF52
zTK@1#<pSe&3BfgYThpetv{~kmJ4wrN(E3!rWtLqU2Z|uivy~&0^rbeNx+!R^XT_)p
zucnbug^=Kd?N=q2kTZZ!2D9RUtYpR11#&7`r3N6~2>@|XEv`~TcTAx1DJRmYhRg1B
z%?*NgIXUf0vWyMHFdv0x%SgQgBY;%n9jd~x$LUn!xwl2Y;MIXNcmyytB@(VzIUVX%
zVtqdvtR(~!y?XJ@JWCns>-o?t7Sd9KgNmQ+1RxA+FV8{zYmEBSq`F^}DBg3PJAG-~
zO%rOeoTrvgm<~wx>zbsD<)xX<(!}sj<4$KeCEF}|wL)7YllODf)djQ|7~C9V7#y`J
zV2QFZh3-#!9rJ|77OC7%l2H#G3wr%2TnA5ak>$pFaz$0>o{L5S<Z<+-yJzJT&<M%`
zf`0d<3b|aG3l}+RP)!3Ksyonn@zXQ{dQ$8srg~K(Nn*-vbI2zgRD&|k%Z9)_@l207
z0ImQzs}CuTB2@Bt6*AmtdXGAD06ttPjQ;@j>RA~%TV>p<)!TtkE+dQuCwmT9(v>gr
zFWp`->r=T)L8Q6vne?dM85sn_fTsixU+}5Q2+)>L$JpZ)W=MnCBHF3MfcdQ40fX!5
zO(aWZURQZN2^pgpBp<CJpDn?41Oi6~G>qWns5z#PHUzUCl*Y{-Yp)ol7s=^EV1=da
znqX`iP;zMuQgigA&omMRAfN|zr5!0qAwl&NgQWl<9Mg!V)3eP0Cp6$O){vah^`HQc
zdJ2<9MIa|VX)qnY>qRutNDpxMy^r`yZ8_)cEB^qYy?N<HUz8rba4XP0Fa!Sp30<lG
z0H+220MOpJ70Djp16kAfQFT5hJgJiet})V(!r9}cNUgN;df<waCkC`6qxMM_Qo>NE
z-+LWT<5CT$I3xkU%|@#*l<#fI4?|9j76%=3-hdv2IU~CDK9yz(01C^=Q=V#xY&qi@
z>sBCbqZs3@0y<{atnL8&RkX3O9JFi=X534nmS;B?dr0L%Vzbt8Nj)$+R1U$^=M_A?
zN=&PNabogf)+yCV$(6_l=}<|oGTRs-Rz>bH!TRH^Pb6z1mgvA%d9ax9xozDz%_kn^
z^IW9wEzFzVP0jt{coY^$+$>)?KX}%X=ob+oF6z67-RX*|wl_P?yiq7-<92y8CWP)$
zVyxs0k?Bl7Dfx)Sbx)wSmk3rxc}j+3*YK>1+a-!k`~jX<u&Pq%OI9SZU6ApRai7Ak
zCgvC%)_f7k8!I%dQMgmv=xXY-0m-LgZce+EK+ijA7mkM{(=z)$Q<I8VhSl819@Gqw
zE&=!bDZrmjX*YAnN?pND3GYA+Bms&~H0K!nspMpyDGGoxMh~?BCUV$Ne;Qna)2O5b
z=bC77pO=tn0U&NVQ%snBy!_l!=K#}pIXEB?M+TS<M+YGA37|5rKs*mxk7);<DZqTE
zzIz$~QbFxVq>u>p=8;zb^Vgbw3W1*d(gBWy@)&{Mm=HEjbK0aNA6iY@c*j~`Mn)S0
zGy+QVjGA<e2O#F5S7{$?V*{aY@Sp~{9Ht8s+tQeT$2RMN2qOx61O9u}wTwsiM_#A7
zq<F(FF~RLX5tSu@IX?94oM2Q8?`oKkZit)$I<K`&kf4%qI*&>Ka*xj+od+X6wAOV}
z4uAbrEP=oT{MeucjPi1DF-~XsPp@i;b{w;05IRznayMtc=|B=LNW)N6E);amXaM&#
zDd*<(pa}@`8+9R!gYD~12LKl7jAo<+oMZ5yMOC+DY<Zhv&PtA?)7612I%D;wNgSeV
zvmK_Ce9prdIpfe!F+mTN9D33g1#mhH15J>!l1BvaPpvsIo(BZb0`2)R>rG&Gjx&mL
z9Lfi$<w!whJo@k{0G>~pxGu}|r^lzpPUb95dzyS3auoH?dbtX2&!DS`GIlC8jBsLQ
z-~*GBQwxb*<1o6UYIC`c0Y8swi&1msgS_K8+t`Y)cV`vNtCZdfCjPvAD`u>W<J@kq
z9BFqlU8s4Te|G5H4m;wpge0(1z;pq+V?WZSv4C9M1#nq{lAxZr9SuJANQy!sUAf6|
zQne|)Y)c)D%Zv#WC;L8>trg4)LXzw6Nd$KgsAY4sjNo&{J+7re!vjiu*VGfZiFl+H
zf0Xp*r&dxpV1AXAE15D$1pO*Bk>g{u;MQh_mCV5qqH<cFYaYnKWx+k_t*j<i^BnW<
zT0eG>26z~$V|)-WDlvv5-ls^8(m?r#N_(+0MIH#P;*p~zx15ai6p*^fa17*#&sAPd
zJ?gKKaU@ZYa>FM*htjQD+0SlT{#T5}7D-;2Ki0aS(nbwxEzFV$*524Fu^%tZmIL}#
z4QAqbwEJ6P9ojtO2l<Zm9QVri%_W>=QHC3ywFZQrZ1D+lPnLwa1oX#hiAlCvT&T;C
zOcTj)R|h|LAD$|GFgmee%C`pxHPmYwWH;<2R%Bt+fz(zJh}mij3ZLD%-GX~ljJa7n
z+{l(lnK0_Vh^b<`c?d(d@~9=1kdPST(yIBmZNQJhvTp38jd|FBus>M{7zed&+p?9%
zBNfhD-Nf>TkpA#40X?enUdR}QkQ#R;OG8rn-aE^41cNGnN~+9ZfguV4D8^4=QMKHG
z326mqO+1$XmU0t3W4#v_D7TGmG%kg}^e5J^zlE2Nm%eKBp@}1pYNBB*#7V$oNwU#a
zU%j3)k6MEq{{Z#tNR(h#$xgj-Ngx4~1p#r=rsbLa_#D-nb&*@97v7~Q5q#{YNZ^6B
zaY=>A4mu2AP&VV5k9p29jM4(Y_Qe5mMjV_0KwNX4eFu7svCcslqz=j$g&jK3GHi~7
zk9_|Cp0xz>2-oK8*=iwhNW%be-}?P(ySb6_e_8-WW@D30#{<%opUR_VCYTCe0|Jv6
z8Sg@YoSu~7$ly={0DY;z9QL6{I3pD8pglAp%B`Q_{OUzho{9O>b`A=mKT4TkVl(BM
zy8x=JdnP`#$%**~7|%GVqm2$jsRSHUbFbb|FahAwlIjDbelzLPlufjO+t#azaHUvh
zwrJiNK=iD}UXJ5@n_`SP^gQSApqV6^P5D;G+yfc*$F*02V-edK`G`FC=~r8K*`bnH
z!no@va6KyH9%37@ko&iD$p?^n(+eDQ0M+~G;EG?|g=Jx##Pd`Nj(Dn)wuLQq8e7;<
z3GOjVvy9`4Q`4T6n8u%4a6Rdn{AkW-0ZGZHFI-bcUX>sipa(JFFQBIOqJhl-Ehi$J
zIHbWRGys&~eQ6K9A<lWA0~tJ0fI;a>qqyr&2aahl5lF=p(!B6-MIb%9;{H#IEmxoT
z@lX93C2&WBoD5)!^bd=l@-|xW{{Sv2{{W%MUVixl9jiKj3NEL_#0NY-Us{!11J|uU
zLl)<zDTJNe`qh$6um*gb?m6eRA^CC6aA~27XWOkbK2IF;ObH3~0Gv}d5_8|sQ_GZm
zp7g*nOA(Ky04T^9G}#w$7|scx;1WqVrbzj~1Y^+mpa<h4<>%J7G@A|3NcmKkKPhg)
zuvSh)aE;jN$D-7it#>S3%OFHh0YiX(wVg}Y(w61@Xj@u<UhP@)pS{w##ncCzx-!Lw
zDnQ^-Bo^cxB$Bx0pOcDyoo6-F;UGfWMo7m&N}LL*t2^5(n@imeJBdfmRA-KJT+X4R
zLwt`Voc>|{CC?(FShYJjGMNYuOmT{-dva{ABe{i&yA95R)`_;Z1x=-PJZZ96TjJ_u
z`Nt81$Q4uVD-tR*XXeIDXzJ2MdtnvqXAL0vfc5WKk=vVsxciIO)|?xAnaakg8RZUn
z$)JYYjkOd_<q-s(2>Bn|(A2p*w&d>4D##ub1N1bZK62lOG>ZMPoOh>(1a<FBU{3Bw
zLqRxRIW&a!=m(`W+iBa}^`Hl~4?)_SfsO`gt0z2yX?K!vR|D375R$wRkxIun8K&-a
z`@<tNxa17xfC6$k<c~^K;B!rLjxmZ*c+O}60NnUv@}8KbayS{t1En>X9y3i>05PBk
z?g}}_)}nbrg8bkP^wy9o0)A#cbwv=SUv#{-cpj7h)loCDmMQ?wJ!*KBM$yx6Ks!@R
zdzp^_lh&dD9DKyEpbJ~G?UR8)<F8tcUvbNDI(=$VMseDJ7|Iz=Mrxi~*cD;sL7d~d
z{VM6;;8ZWr&;@wkdglPB93NVhaz+3E50ra~ud$(VA`C`I+=8bdU^HiNVU;3)22i_5
z>Uy7QkPXT{ZUEw<1&9FS(x;37Fem|c9Gs30I#Yt-ea~7@J7S%2BydG;#EiD>-rUjv
z+IMuyfr^uE1_$%2+D)hSjmpLw2u4f#3enUw`&P<ZC{m*U=c%nDO~{E&Bb|{$NUxmW
z^rjJlNc^etD@7wC514fo3!DJQfP2(iQoP4xFgg6Gr2N5p4{A}kf&joHIiR*vX&J|Q
z1|Z2f#}uGv>S(|NsUFmU!1kaCp#fL}$<KcEp#qSt^sLC8LCc;8U!_|~9#~lNh!>}J
z_o|5!D#>X!sXIiBst|HdL0kG}kha!O9K=ZMg;;@E`Z*p{lJzCY$*rhvf%~VoYS!jb
zdf6FTE{triZYG^nE;hz}L8vti2F^>PDwbT15qb*Qkh3St_>A?cO(=+v`Coc0N^Iuf
z4{vzzInK~Ps4kZbO7uNet!f0D<#p$b6Pl+x<eZ#TH{9AKH(<xom@==LSq4uWA8Kao
zoOh@#7NNT;_<y@vQL;*-YY%F~A6(SXyCVXmtphjXP0SY@ink;(+r*Nn3>mSCt7$N3
z1Igco_ceCr?s%;2Z50qKlLF3teJfZbjHFzZ{F`Lx4mzKD#=E=*6BuAmbrqwo&j7ZF
zJF7kj*bWYGE0(w{VGOQ9<B#iFC!myijA>bsV_c5p_cgcSh*BHNk2DdK>*>vNfwsu6
z8OiJide%3$HrA;>-D#UAj;bnRlL_mg(_BiZSy7JPdgpZ(FMknUn|jspb|rvJjhyvU
zRGR7*lM+TV>MCUHOcjck5^{N}jN_adxpQm}%^T-Evsu!IL-VdHJDVg(vYgY+*-k+<
zOt%>o4&qy$#*pl8Lw45y2W|&%T9QkicJ!=B+=&L#LCt6vVgTUD>rUj@ou89|mNi1^
zU5m^7<kHJ8k--^|^N;IPOYUvVLow?>>^M%}^UzRk9iKbto5%M>3UYqvpmrW+eCK$j
zS;-(ff-_Ax^c38WLHSS?F8!ha1|<C`HxOg}Vf?C>%l*+vSajMb0`Rzl{(5)*?JHeD
z&L50=RSm<?QsfcPPyxGe&uk7q8awkwDXo%vPy#uo^`+RwcLgPVYIyC@t)5nJyGQ{*
z>SzKLUBm&>rTe1-nm$oW(u)AUc;xlPJSfdHdefBCLMDxhAC%x`tgP|@_m8(7YP3pO
z!l=PKRg0-ij;Ie2jf?$FT4KJUZ)PNu%{h~JIp-ss)M|P6sTGDQt~Q9C-2lp*8m^GB
zW5FKStypbZVdgOr#od~=tmCtd7$}YKr1_29(4d%{ta64hzlXhO!p1u?Sv<s(<vIQy
zf1N-SNKCIPqA?^B$^5Hw&?T*d+DN65h<(L6=BhE&P2Fl^%`Lat!Y!xHKZ}!DPKTTh
zmD^ffY44cJsmC0yD<b~J-c3V{EOKNkAsEdmD}+vOd0q&mRo-yC`&Ie0+y>buKsfoT
zlE*AE76{m0;<0F?A-8R%fcz>Uo!G5N=8oVE#4CFG{b{nnl5(3{8OWqEijBQ`)3ZwG
zP>@GXl-y7P(??o$Co}+aN(rQ;paZ`&yqZc{0B<9uFFj2Lj@YEYH)4uPDnR!yi>Dqd
zwf_LG6#oFxk6Z(DkJh{Y0E?ji0K!*lbH~_|kN6ywzzh*nPvJ$>_?Tsn98+01z#P-^
z7n~Ywjz|DwC#_i|YQaVaIqGTH0RRj2rZC6d9Ak=k1;Y$<GyujV07H_b^u;Fdy!27`
zvq9bf2b1YgO({4~H$R~0KC}R@aF`6mqfc?xn;H8-$p$#H_j(qjXpET4W<kpPQ_^8N
zFky#Y9D4iFU^Xl?sb;n^<s(Gs2<Dl&;E6=RL{dHrcg0tN{&crC=PtOw$5B&W&OXf@
zwDIgJGtXXYne$xPTGufrlIF`(FvQzK9!@wSx^E2px5WZ53<g{K*{oQnNl1!NyW{@=
zQ!)NVv>?^4EN&HEEP6VQwWKD|tRopMPMcP@FouaiA^FKX3gR`W00gOA1I7+>TG!g_
z)6Cl(>~1n^2T+3LBSv`2#@Qg6ZSzXy$*97{VRzaTu^@C5_$KmXCmnm$Sy+Yxr7xOs
zfHHk*?bzbn(--i*W1UV9UwWF}a!5_UpW%P+3c@Fxw<et#lQ}sf&{MFII&5Gs_lWP<
z`ce+ubDEyQ!s+e9P8C}`7VC;nHakm!=R`{9oEna0(6>$XAvi*L&l%>Bm7Djdz>bwt
z?qIj&`Pfeb+Nyn|!#HdZjyWBTQhmv2)>L2*r70v2QAm<2L>YJnowy8uK{UiTZ7GGO
zF~egyp+?3hKZPM5K1CoJ+<KZ`Sb9^AdE%PP7v^JtC;@>;Z@Z5}P<f8WY(yM&bI??h
zJI*qrY-1VqH69wwVEpiwBxCqL#+VYMVl?1<$EiJOz~iko2xZC~gG<*OaX<!0Y~vo(
zKU}EBDg5+2(5DC3&;$T6Cnl#^ImS4}G>yj~VwzK)yif$p!}F-f-O`Y*d-SCPXzT4j
z5$)}Oa5<<N7lBJgatX^Xsr9R1fHUn-ysZBKEPsno17mRN7<4r#UO^eEsD|B($H@LQ
z^{cTu%A!R-DLBWa06I2d!*}Rv8Rta1K<XJ4dHiZu;d73M6`3(Ro=4$BZ64-@xYD`S
z=n5_DnB<0=<{s57?I)4ffYg?ZBUqQF)fFxC2)2%>+>u_466HCjwJ|kYnPFhbjqW)(
z?OE2h22>HZ-W9j03vaO*x|CdiYn_Y%aIYT-{HU%f(6o)>?u`b=%aD2+YY+%5ayt=E
z`J@CW`coJ>^4)uJS&R$q1d)~OJ?aLT6Xs$;Jr^9)+>*gS%$<1cO?a3xzWm5KH);TM
zBh18-3=zr?O3;pOHnNSUgIUVrOad_AboHqfiNFV%5Uq1n6Um8VgoIz`PDPnmm7AYx
zrxe8q1m>ReGD(#+YE2Q#)V;cR#_u$JF;yjbCtcft$548TVY?+VI@Ap)b|Hxv^rM(c
zD2hlOhb4asfvqFXS&919rhZiyl4?Bk2a}F!Z*tPHLF@){8w1{}OJ^eF00`|`j7S6?
zl-Xnn7-PXW3O#5j#sQVKusP|?U5?g4gSQ~i(Mc)aGGr0J>4R6TW@J#Z#z0<;MfDRb
zKto(c$K{GKg+BGAd1$(Yi$ap@e1-&`GgV?lasjL6HCuMs%X(IkW-`#mI&9av!Hh7J
ztYDQR8TYD>VKvm^)*zm0gYuJs`PWB0k89=679%d(FgoKM>mETon(SUt-0E`7I||pA
zK<3a(IiS(yVR>aCnT9tLk@!=7#`^q{Tq6imAygXaXH;b+l~^B9R9j>~gaKF5qheI<
zV!<20vOyyZso;+FPT`1Rb5|}7$(Z_*L8=orY9wnCxsaaZel)`)C^<Q$cL00Uc5-SB
z1ueOTYRI)$i*#?e)o9~+pJI=#Uqo1xDuPdQ>r6~oAy|jXM*f?zoO@Jv69`BO*^u_f
z-K3h}NAfQ+cRrO%Bphcaxu8fLixNpBo~D`>f-&`?fq`0bjwvykTu=jqZu!~?`cpQM
z!3Q;V*5KMVn4NKoiHMQez&xDuPQp&bd>)37uQg_6INnEEfP+YPxYE2*sGyP3fOEwr
z1gM4h9MtP&BaCe$(=~fawO1hZ&30DWWS4~*;|xH-Y<8^`JuY+9t7l|!FJmfM`C&*B
z9prlYQF&}Fts%GBi3iT@^{+|)0EB)iRh?LEQNq_VtJrQ<V!tsxPhr}hE`%zY>Tv~W
z%B1$Imo|?Cn03Z+kH)66wcbY+7H3B?u}DPN=}IDUa1@j1Ij*KX5=MuAl-qrAN}6Q0
zs?w^E?lvw*=TxI}KWdJ8*-9hLjz<IQR&4avxrwDR1tGw}@00y2WBVY4NPs+Y-&)qw
zYz4ANrWJLNe8h^bTM;VDp~c->n|X|8K_=6WFmyik2t4J71E;^ebb5}Ii74{dZth6*
zIjlnlC1cnc8LTJFf!XF%+{KYPDCtC(8?D|gq-1pWsa1hqn5Hn@!wzX&(#2?<O2o1Q
z^0o%i+rQ~uD+H5ig@IQY3_U#uddRS|ww~k(nUx1!r<3hg^$Cr&(tVx3b~p=+R*+X(
zlO}9hL2YavVvz*L&Imh)zco`=vVu89%sWyb0}<H!iprAxPF80s4^X{LD_+@L!XkO(
zLO2_T6%uOt1WenDlOdDlJibBp%@ACM;GL{U=hRbPL`b#}8zlV0y)+^oR~huElPMwd
z+6N`!`5(CK)f^Wka}>bfAG&*eDgOXyNU?=DsU(g&nDdT%5!$3;GKY`*>E5bIZdJE0
zDmr^o?v~Y#PUZEhNa--j{H%L=&?15AeQ2vvTkmc-Z%VFIslyCV0tzW{MkoO&6uW4}
z05s7{-i%TKxuTa8P&3=UFSCEbU1+Mm^5TTI{j`#}A;};dpIYy}FOYm!YNV0=f`|VA
zACkQNj@`K6oYqwS6kSh=kIomZAyK!c38Q`h7zF#%8Hgw4X3tM*(2)j6<FKTb@;Jdz
zHxbtdrBa&Zl3@rZaTz;$ifz1mW|Pgp-O4CDXWoD=M=RZ~<Rwt>NgUIfBwi74d;8L>
zeVy@-k-B|p{&*k3pLzg?46C~xDmkO`96EfGCw|0w8kp{Lp2v(*6+T#Qdf<UT53#<9
zT+g%SQTH*_)^??HJ=E<q(qco--$7RiNZ^%$0n2)Jte06Q-Q|Ky9(}&GpDo?ZE|NC%
z-8RPh!FOJTl=8|?-K!5{C9?<(<ZlrKjsBk1iEF1wj)C#>5I8^1w!B3w0xNi7z$l?k
zJJxbdGNUanin2*zr!zZBvrF3@1tskBO=^Tm=EaT&b*_1#^Jd%6J$<WEF(te^Wj`Su
zM{2%HYEL!yDWa{)G;A>7@M@!EIb3Cj9D0hn0~aM!`y5o!X^xn7VUlt|trIgdQZi0<
zl53>UmJ3T+Zf;^PnK8E+!1bmqNVox4HKJk`)+$2$&xUS#4@!!T=(umGt8sUtT|?$a
zafva=&N;49_GQUbaN|52)r;e5_Uj?G3!Vdx=iah5M(nE^6<|5RsDu*Ln@P5;jY~f{
zqiG?DBq`K5>sM{lPS&5xXoNDRcc-teDX?kRQ0ejSah#b3KhHIbbtT2Fq;3NRlXmZx
zoVD0a4l3-wsoX^rhA3bWMmP)Jv!l3`u7arT%}=T7G2cifNVYdqOtJFtWa$0LtB%Gp
zFGf7Wf^gMsBhTSgpphgbuo)+eS5u><ta@b9%NTc;pgoj-_3K#0y@_tf=C261V7!<9
z==x@<Dm0DeN%${n>8^C!Nkd%%-SdjVkqmMe$mg;36y;7))rvCa*oePCM_$wwJAHH8
z(vatNaqpUPWD~}D6$7=3#5J3jP+B96$>@E4m1RhE+z2Y%sU7N26z3!!zl~GcY~8R6
zKu$m%R)8lU^NI$0QmY0TQ;>QeT6RDl{<Hw9t(7Hdc4Rjkb<Ir<T&V7PS3rC`vDpTe
z;4F+X6bh)u`vbB$X29vqHO|BZ@;J{mcH%Fy%mj<_=ku)VyN@>cjQ9k6pbnIrTwbD0
zHF7h$W6+4lA6j-5Z~(xmLu8Puaf)lFEuNXAFjUS-=}g$sx0x6p?GIX&cuXF>D8Lxx
z_2z&hmf|*n*?2wHrIOWMtew~QMka2Y78L~0Bf78v9P{t>q`SG5kt0&U6O~iQ9gaT=
znL9F~w7IKosQslC!wlmFt=xu^-5V!0%vjGYv}7f@lP5eM(zo>c_P9n#A!vdgLsxAo
zsjD+NBDSjb@o8ITW-~Vkp#K0m%d?eaNYD?N2|YRk+M(7ZX>ZuKKyWFtMJ0rB%!~+;
zYo1Nb+^rHdo>hi08<#x*?@=txF~SUEsXeP4-puX0g4yfnJ*t207u$tUDr^Rp(4gb-
zJ;|o$1oO$P&$rLdN>QjxI)yX{(3Jx(91uGD(2^b79Bq8{J;hW_MO*!9<LOpRkz8=D
z4>{||qy)jS*N=K}C600c9`#(6ILXdEd8W3}&=1alERqDDcmegMh6HsU^;m5uk^0mB
z0CWd>EIkSQ!MiyJ6s$&aF;$MxIvQcykCz{vFejE(Om4v^fGGk1L&!ms9A~1`SyP;j
zds4R20p^Pcuvm1+r8`RCo<6lxg53>ByLiYvb~Gd%3vo&!Y;MYW`c{ND0I(s3I}Fxa
zc_l$rQR~e~50Ejz{OYVjS1#)pK*1i|6Q13>Rf`K%wzbPLnVoXyJm=D|Bz^aRar>oU
zSe}@z5A6$9;jjoCnzY$17N(hF>iIufhDS+M{_qN|CFQpug(KFfUCnM+_j|H^=`kpz
zK6PM7$Zv3KK7Gn?7bMe7(T_Z4oU_ZgFpO<I>KUR%LlmU)r~D}r)>k>s7r8a1xZ^Av
z{QA@~$`EAp=%Rv!h#~-yf<1HIp`PK8l#Gr2+X0dpZRXOenWT3uo_$3!feFdzdiA5H
zYEywsEzJW0a%nlFBQyo~Gyv?HRNTh^5>H`G+wN*eUEq~uRv@X)XcHdEByWaN2spu~
zB!ypb$I_<zTU?j(<=~v>9OkOCj1&hv^{23wqo<g=wm4qGqTa@kuYPGTJ?Rx|3Qw=4
zK0ll3QDdCd-8vI<c#(7&=h#q{#Lln7@LRpGIVOGl5B7a)zKls_8i>YFuO}79+s|ic
zV>W{%51Y0}r{`TXI;3rC5S)X~0qI-vw2leysUZvy$jywNf~x9PR`Mz|XCtA_UWu)k
zfF(N*P-<x*wrH@7s)Xc{X<t$;)icj^%P5v#+~;T=`&CUmDn45T*HNrNXBd!~yv{yV
z1HEyEU6Wvbl$o?#nmrjWt!^~9;b3>KK(!c$&2`<#UX_QU6Cn(H3hN?>AVDbL@(8NE
zk&Le8W-C}mslRVQOKU7DhBgYP91~2P<^yNVxAPTBQUY|#=b@n{#VPW;B9^xr31nm-
zjxqUH9e04_0mXE>obMwT(jt8^T*c{CnUi)%IHfnx-iLCwb4Kj^y{Qi)if9Cy%I9Hb
z+xK!8CxKC2U45c)E-)9M^`#)B3O1jd@JPU;>}@1j3fSrY0P3pdcCjwkxt(z!mB|C1
z^;~3Qy=&TNvs~QlRtTVFnYs$0cM`#MA|r2AI1D?~*^ikvM=NA1j>4l-axi(PDsDI(
z>S1rU_)dLkHa5k|yju$V-P(~n$WBH|`c<oYS7rkQ=C>`hW^^AdQjN%!MH2`Vb;%je
zV^yTLXwLX^j=O85pFxvw5ux120<zi}A(f(KB1AaPr6(H%YNw$}E1>@XES-91(xhgH
z#3L*7^OiL|_LPwbi%34u%ebnKyX<Q?yTW|Amycf5iyYDH_Y|1orB*wCyuVIGD@4C}
zITR)YIHV$^#!n)p7VK9$fE88(sT|S~R{qB2cNQG<6vJxZ@<mGmy%j&%ThviN9>MX7
zV7@c6jfMkQCL7<(lZxR1Ba(V?UH<^aIFer!TC3-q6#PDS{cFv{uMqO4<<pgK?+@{;
zsr)F?r^L%dU~VLF)~gwwS24g(`%Zca8DyQe%knAy5#Q@p5RJQ4Li-MtWRS;c6g&Zz
z$1HyFG~;i%l$?C0IrOQ3&PW`dv;p_I?LZA=4$ZidI*)2>Yw}}1FgQ7<5>+;LG{gWd
zdXqp7_r?gL0~zP8a4Go&oxQ26w~}*?_@o0&Ss;)P*R@xYH-UuFb?D>Ne~oL$W?BI}
zpoq!G9qOj1Y_Xt{Gm+hWMNhO>v8S_kxf(LfY-U`D$0dbTx^s5{Dst*bZ+w6Cs=(A?
zeK+i}$FT{{7peNyC@pVZB2ot0PIHP{UhGzO8)zVg9pL$rvBC8wrx6!EWTz*xj+L7n
zS5aROsQF{jMonuo7`BFAnD#YlNt0$cC~`Oh6(W_ARZ`njoDzBpj5@j8zd{883FDwN
zHE|pFR<<!&#~c88u14o4HA?kkvbzw<S)q8slE<gLLunP%)1)!JdB`Mi1x2aq0Nu+J
ztR&m=<PO!&;_hskv7VZJ;>$I*?dncZN#ma4v|`fkqqb;}L<W9g{9m0?g7sE4hT+(*
zen(zP{{Z!>VAnRYnatj5w?mwRRm|RpOdL9z@-szfCAyhrRKkQqj8`|R%L#N;4V}GD
zTD1c_@3u5Al24+7DK$MXTB1lLS+}l99jU7)sWs-gY>Z(kMcNMs)`0EL&4s8ZSB5~(
z)3r1+Nz@QMD^!j$#1qLIkd8>NK(LZ1bl7rLgC>6iUV0Ig18pHsLPd2NZN_xC_by&D
zjC*#jiZV%=%{Gmec37AJ@`Kabvvnv#+liq+Fys#7*0iH<GRcE*$E8pnVo1oyN}p=!
znomPIZKh(|&-RV#Mj2{o#>pHvE_nJ?E9)sObrn@RL$}NC^`|2kubCW@ryYIk&w4YZ
zYFjuQ9@M3V%!BQUKsM(YEKcresu-cj`SaR>S|Ka;Suz1JKi*ON2h@92mT2KYBYg3J
z#ygs7t6{ftf2CBpjg}vkj?!{abOw_IY50C-y1oKTGN&TCStr>R;t4yj0X-{_&|k>a
z<3Zef{@Jdc=3h08K!8U|?8Di{<WyH7xbklzWMj3D1e)ZpZ6~&s{M<T@H;&(0=;eu`
z+qfQ1PHQt(ac^}D_$?fxY>Ij?qP#Ayg-=IfwUmY6Ad`{6s~nbKNX0{K8H7rsn9JpU
zl`uO`OxGebVls^JnrQ}~jw!gH29-VPE0tjqkekpGpHWsq@y!4R1rI_fDl)N3&dTcG
z`IeH5spU6df$dga%UO9@BaDUY&h>u62rZnvSq?{B){E*9#s>3-t>GJ^o^y9Ntw!2w
zYmY8+41<%3Stl}S=?jeQZne_gt)=GYm@6?D$m%PbzKLKV7o|gsiE3QPrmD}t;*_Iy
z7{vgQQ-=f&DoP?)-G>62c<WZTp&7{I^{SJ&XTtC(un2PBcbb|wl^c4@LuWX}G6Dw&
zzk0FqMf2b}Jt#;_og^=SW!M8?k}6>mH%q9`AKk3UE`t&X_r)q*A`|k`Xf-rMXnI`7
z{{Vc^u?XVkKgzQ{)S3IZq!%lXyG4dvmR*|=w)O+JG{G>=er})Ls3UVU<7%FrxvL^4
zQ}<h?0=UmJoZ-JCPZt|-KyIFtr5_w4Q;crGM%Duy(+iQc$TDs_v)83s3Jy${0B4Y-
zX9BCq5kTar01ip|)mFP!Jg-a&25JOFP2Xuuf4NEu1OEUYG5%GSZqUX?-lmu?mjGbV
zsH|%S3m_t7WY5l^V<WX!^I~@;w{`1^rY?|w593lo8cs&yxu6M)MYn**@T3hGIojV$
zQYtVQ3e>w?pSs;>yA24*j4}BRap_MJstlEGzmWd`8hDL~B&$>xK%`1eK*`R2lnisu
z6c-FmdI3}!ndD|Bk&b(vw4h~Z0O%<*ic&zRnB?@J1!m1Qj!)92irl|W)Ch<vZj|Li
zn!L7*M+;W%wB~jnDg3G0<hi6~#cc8r6-oLE(bMf2E<EOpGRCCghZWW6+Cw79RX%1-
zqmN#-dh0<p)=o-t!_%BqD0eyCd+d3vut?6#c*)Kx5~W(Vbt@wi<W@6+7>bsxbV7GT
zMuMb_3U(-@Sb{P-*4~{Qc9v3I+%5x+s5%o^;2e%?Qu1%Lz^9~fC>W-K_9Kr|aVQD<
zw9Yfviqf^#86<o;#_qnNu|b2OUut^=5#?KG&N4k|^D`+zGCJ5byf9X7f0bX8Rm6P0
zeT8}Vo>olm-BuFy%xC5!ilsda-38Fszts1!!ThTnOS(*him1{t$tN_5$8g75o@=vJ
zO+_A$;g*D3E6t6$>7KZ*o9(bl-dab6#{h9&X%?cER*|OSU(j}~9Wz#zc_eQ=6JqC+
z*0fDM&S}C)-5uGvfWlYIboT31Ww^8-GWmgrA2u<cTI5c>ypUXOs?%#MkFkz(LTM4~
z<t@>%tldQuk!b8tj!$~z?i@_~C<of4yuUIc;9#EM)Ha{JlxLjO$*bseLM|&&@Y&1n
zR|Sg^!k(U$*XTM#cM)!sjAMX0nz41K!mLqZWx>bHXyv&Qs?p5(6W-fFX37FYcp!3f
zTaf7R{hAm)f87(v?^;$mdTe3<1byGev>;ZsCvx%M)Kk$JUCHWmH=1XYZzx}pr0aoz
zD~`C*Wb;a{HwyIaQb?tUZTsGbt#dNl6qDr}rEk)Pu8M^0>|<EyX@Fnme*V><d_EhI
zkZX5LwT%e#h$H*G>vm{RATjI-`qH(Fbspy<W1z5bP7Xf`>8v2OgDU7ZdiJN=sSmhd
zf!3^CY>qR=8Hc4d`WY*~d71j9yl$bQU=O!y=PoqJ1AV1(#R1$8@fzsL2F~`t+rb09
zGT1{oYiHUQ8B^%hdRWVzT*nVKpDc+y>_92YWc93xVMhgA55~JKR@5SuR{2<R0j^f%
z5edg%O2$a<r7NvWi6WBN?m}5VT2*4>DB)Q4?0&VPF74q=JWNk=YKy?L=2&qXXYTsY
z<78`ajwzrc%o~9@&1fJF126$cVe47Y-5Af8GM{jJeJbLxRNRLv=}9{QGZIM8U-SA@
zZU$%)2ON%lDcIb(2Q>5oDk?c{(iYmdC%qLG1K2(<ZXPSO$4{`Q{*02m{Doi(FB!+u
zy$9mh{{V`*)xYV*KlEgk!C)Vmj(w{-e+o3I@iH)ku5nI{M_L)d&p5!P9E^jCvP5E_
z?Jc)7hXbYn^`WErfg`7CXygvWcAy0+dE%I>f_=JFqa=IN2i`d698d#-j=r=o!tDc!
z6@7Z1)ne6G&fPWwAS^*O4oNE&6{(?PsYhYvX}9sN$vKJJp$D=0RxYVDac@PFa_8m6
z8m;n)j8jLs6oLUgk7~#!Ho5*bi#So~Sw=eC=#$dOTS5a#p2u+a9+iFWrL#}9+00rz
zjqtZYS1k0)X)abWU(74Gt~yjYm5f1JI9P%?=eZpPX;CeL6q{ExV7yDsI$OInRG*}P
ze+c&Wu3CBIX`6ZFdebbgrLdMyEc~(pyG=%AFDZ7$N$E;4v4o#O-kgt?cO(LHiqhT}
zlh9Ro?j!j_5IEyJRg9y7w1b~RT97;KGQnu+7C~}y#QoK*8OjFTmS)f1^{uOvl312C
zjQpdLPg<Zfr<ZAV3Zt;B`E@PJO$}>1?H=adD5SS4*vA8{7gqK*6Okg!idP{);;Y!%
zMQ3{(G28=k53MhVuEovPK*E86S-8Gpl(Z^bYmr8tO{{oNQ{JV!+cbONJ4QJ|c&vCW
z8s=lSgznX;_IHUkq1?FdT5=Q5(9a68!qG}Gf=DN|RDvd!K^E*2(C4jbEu5vcl>i>#
z)q$tPi-aUN<T0%mVn}Wj#~rj1oydUa>6)I#@LS!^@-OaN3-}K89oFek2VJtK-X5dW
zQrSfJHuI!dX+Y1G+!8%Uy%Bt@9;oQ#l>)|KZOPOT-jVKB;gz9~7XBa&a>DBB&rOmS
z44my;j&a;oC~jr9kz`jqbR(^A^^HjOXHTlY(@Yu9%$UG6hjS=5ueX3WtJhl4xV1%9
zEi();9=_EBX}3(lr%@h2IjowyxYM?RoA{7<d1JJ7{AxGU#_yGX8m)D1kQ0eRXSG&U
z&jYWeA+uq17+>!kcFCzB+jTMm*o!>lsjM=r8w@e+Qro#nR}6aN9<($Fw=$b;MdXdc
zVfv}<T?<ZGQe+)e9E#;`H^FwwK>(hHwX82)EZtVwrrF3lx>l5D$)g;RwLYMtSmBiN
z%bZqjsVo;Tx0d`u27a}db$xSnHt8+d4&AG_wJ}sAK2UP*+`rbUty`-iBMnQo(=3WY
zfDffkSPs2vgy+bCS`(AE=4znRNavR|&l5?<m79j*B_}KeME7>!jJT{)PpSNAIUbcn
zo1bcg<M)eB46MH?&(g4e8gjcUe5^sB4b_#S8$qVX#!y4I<LOz}_byJy9e;|p7TpYF
znFa{s0<H>AVkK^-OwqE&V^H2^avwdaoR29xWGAg{h}J;JTXqjo+LBvz+^I5ymCo#9
zlfCsCv4m*eQ@v@)r^bHcVEP(>>4Y9-=eHFjGs)a?O)PP|jkYx`PioV)(!_@YBo3$2
ztxDE<ZMj%mGM~J0{HckvDYW@hIUpYO2$7*}fCp~CQ|@nMx*=3x4mj*7sEoK&UD6)(
z(rxHInvH9D9m_L~$F(Qf8~fs}Bn%sC9I)y|OZH-GMFMVTEu%2NV1EjC*rfxlYe5N&
zU;+=VOal?Zo}QITlHG;OHMN-zLzN_U?@sdWK^c|nP1XL@5$BL<M?>#R*@et<w*#!q
zKN>=2AM)_sJ!<^JJQ}R(pyLLUg@&ETSWMxwF(Vl3QTaT5{{YghGNxB<c?Ou#p2Ql5
z5G(m#?T^ZVA3uBaseGo!Nf@O2yaP(XayF0ss#G#40cBu4sarTcl-0;UIi+B@?=oEf
z0Ih${kVz-}_G&|#XIchH=F9&8J)85SV(pFY&5v4OT5#z=2r_v+Jt@p^zLbRGn8!TO
z0rjDXCp&OGDWmfCr;+VI3mWbqS3#!Oi804hSdk5^E3DAxju(y3I61{QnAL3~Vm}U%
zZn7`~J&DC=S?TuvL~xkElXoxPw3_<X?gf)*^G5&*Y$|`&gYzLAR>>SQljcZ#P&J#W
zUKb=}cd4&#(XHJ|WRcWV*D{#cAmcoqI@V10MHXGaZX=JaDC$(7CY{bhSAm!r6buuN
zyw@*x3&kl`7$EX1u9^ju$-N5#r)USiVr!VYj|ZIoH8VOWyDJ&ztv)D=oMMGi(qIB>
zdrH$;<xS{E)KsN&X-dlDbln1L#b;C-SCUDs8T5$YwfUTG>x^~uuGdS`;#)wwwx&LA
zDz>3v9MfTW9Wz%HwmGFzTbxQ+M-`mR(E`tfQb$iyRcEvb8bnlJe8=3^XC|DH-6SPZ
z(SGnPS^AEgsWP(s$lc8+64hN!Ijs{tF-#GKQh;&mS~n5xaw@A}6UAn9Cvvxy4nFl3
z;UbrNVV9n@D7THW><C`p?NbfBeTU(iOLB_x$X-I(<2+MDjo8(rY?OVGPfUtpb}I=P
zM+BO1mE<@%Zk;N2v;lo8#+_y(l-!ouB2w8S_`6Z4v_&g}wf2mR9`!wy$CTXubsUiv
zC9{&pIi*`>>z-)YhUo0HjcK9Vhw0n3bSZe(kG<HCe@gRvWtAI)U9N=kc}G7sPB3d|
z$sARn&a&Dto5~-TZUFjJa=CRTOabjuh}c0Jec1r%Q5AXOZPBLj-!!eLJtJc-_Co56
z56n98(z5R_UOQxGRaRm~;5n@uxnhkDWj<$h1B%Ahu5E-Uw)yGvZmN43(}_;oRxn6I
zWb@ZN)~s6Jn92)fbL(7e-eDz|kydosOpXzdf;-k~M^mMt={7TmLyx-Ec2`CoT$w^T
z6W*}2*%xA>zY0G(*PiMPh#L|%KZsRHYGR#}xdi(VWlF!GUe!@etYkFp+a*EdR5v=q
zK#k>;LEnyRm%P=!W^mno>eic?DDyj__NypWGDDv$_;cR5_IRYZ8;^gSXSF5Hs7iTi
zP6te!;-azgr@Bz_hsZfx@tT=gv$m8uQKNNb46P8i0|%%*>f9PFyQT{JeGNb%ZG$6V
zU%Cfcxu;s(w1>{rPnOv@QZf(aO{AHotjfL8ATm59vU;hk;it)N>{f6{IKdp(L#o-&
z0~L-{lw+V@o9kGYR|g2khG0a54y06BTza%tR#tQTGK0wNQW+ZsABM&O6;4}b$D0w~
zk&?cY=x#$M**O4kJBo(&8CqD3Z}S}IochsCk=jF^aYZ4X=kas?Myp@?@=yH@>wx|f
zMHQ7lg%?xeWJCR7sYh1)D59*AJfE~4O&Fqz0C?&uHt8i4P{7*Iky`L>P<}(yRV__N
z+b;MVDaRC1T(bC$;$!%q{Z+Gn5kbvWkBQ^Q9119{R>jlYzXXrwPTSi#>zdV-RO#>?
zqd4o2YAB@6sO)j~0DYzS9qEUq6jh_nm&C+!e$Uj??47*G{$tnHiYlT*Iz>5ApGt81
zqv=Hy`hf+{QhV+dOIiD|{V1ZL?pHzfAPA$t9qP&Zr|U%(M2J51D|Hl6O#ub(4+-zM
zjQ$mv%vEkmk_hNWYAB=#msFA7(h}~>ayp#Vc2V{PI2q4cD5{RksdO}aFsk~LTa+9V
zjEdRSjtgVd{{T8Dt!exw6@DX-oRcRfy)Ya-6jo1jRj|3wT6{n2*Xu<T*5Z2?{6Ig`
z6aB$ZS+g#7u^bMDiYS-F3*jZ4oHr-#nx$vZp7=CTN<)ckf5;IJ`&B^w>L{SO?mB@*
z6dAD_y;+4pi;xdAQA|uw26_t9VnwLIJt(5Lpl3aYS%I}reAL%}>%R&pq5MKE*~J@L
zUNJ>1sBlQ+R$G6mf5M6@Deh?!#)e70nNKQE<Q|oWfByg<4m)o&QBoaBiPZgS<*5Dl
z;YAg#Fk{<^8|h1vj;4w$Ww;_lC)CuWk<gx$QA`*!H}1JT4|;)^<Ef&GOc5JYPxs9f
zR%`}0MEaUV`^JhY7%}jSgPN-U0C>?wOtu6e`-Ymw`B6nlLwi$bqJSQqX*<zH05!h#
zAnQdG0IT<^Q__kk0nyf_gB`<@MHNvpsj<}9vt@o``PWmX6S(u*iYryI=gZ?pjDQ${
zBPZ0>2A~Jc#S~JHQP$`sf~d5)U;sW}TvwlJAZ(Gb^Ka|ltrS$xW1^8ihmlVADhm#T
zj%%_iyDg5<oO)43RCX?=$3<ud*&FFl&IaMYqKZp%8lM6&X8!<>&-f6kw<P?7Jbv<u
zDvaT|%Uu2X&zq?F(M4k|&iHIeFH$>grVqVE6(zDjDoDWeqKcwN$OhhmohKSv<BYdI
zofJ?Eq=0TUBx9u%QX4EpK5FayJ^rl!0KG*OaXG5&bW*cn2IJG#s5u~<6GauGIi<QY
zCg$;ehPkako$_<uiYn#sno-=&h@2izT5KeXm*$Eq2yS-0j+aSx4Z|LuwWRLEu2}wb
zQCpl-F?AMf9#7|7^~pFKp0rU}NZO9YcmDucRy4*VP>TePdr?JZbghnw24tH(j}@<`
zyFI(c>{&J+l$?*siYsVrL)@ot^XV#I<|`ozPdFZexjXWIv?g4gx#`-9D=8K-54rf%
fR{#sh4hJM>-ij&)ORTD;`vp*=&<s&U6u|%4g;*cG

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-149-OpenAI Five Dota 2 Gameplay.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-149-OpenAI Five Dota 2 Gameplay.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..e1e01acb9d346c1fcd2f0bd4cb0afcaa8f3a379b
GIT binary patch
literal 83962
zcmbTdbx>SE*FHE%@IWAt;2sF>?hrh<y9al73pVKB3?AIwAwYn^-Q5|S;0{aP_xtTv
zwSVpIotmkszJ0s;=|25D=X9U@y70OI_#h)8EdhXm0RUj$K7iL{fEWM?0Ra)=9TFlU
zA~G@(3L5r%G*nbHJgkox*hKgw#6<Xngrt;=)THF}6oiCdxoGH_S=iaxNvL@QxLNrb
z+1OeCH3EZ-jEshghWq|KE-M)!8SDS&>$MAji3BSJXAcKM4uHjkfy0D(?FEp$_46If
ze=flPTrjY3@b3^1k&sbP-zqeG0Kme)!NJ1Ay?X}_|5n@g?LGh=^Boo$iwMF;B_l*~
zM{L$WP%aXMXiYbc^5kDiHe;tCWRy>zaq;lKP*H!Sp=Iab<l^Sx75gSGAt@y-qoS&&
zuA!-=ZDMNn!`#Bs%Gt%$&E3P(EBI$fXjpgzFg_tMDLExI4g4!Fzo4+FxTLhUuD+qM
zskx=~Pfu?jq<>&=Xli<9c5Z%QacOgFduMkKx_@wZesOtqeRF$v|L_kN3;^!Gu-<<E
z3+(@a3-b*ZEId3MJmNoGFtF}#UpP$ocVsLGSRzV@MvfoJSp$)<MM1eW-N+Pd%71Z;
zohDH}QL=A-IsXUkKgj;y0So&7h3x+Z_P@B60BCS9Z<7ay2@nEYtw-q7&9swjE?Yk{
zE}=$7*nfgepkQ87T8P6A&QA1e*p)ut?qigR=98vp>k8F<1?&%<{pQq_wB1;i1g&DP
z+pGjrehM<gI5OZLF8(v6JCtSQ7HBA86zUh4`alSGKMU!tn;h@2!j2+2KA}L&WgdP7
z^wX$p_XG1CA`1`bdpBUv^0S{J^qpOcmxc@aEI_RFxL@x{ScLp3nuH8mX)6*Bh<22v
zb}{8;(Ov<f7(15x3<}C5MD41Y#nUeF5>EVS9{mRQmXc3Q_Bb|7&*}Lmhy?9vj@b&=
zNzi%ig7zkG!wlc89uWu;mrr__#126S-^(hFG1OMba}O6R#AH7p4bmB*77)fgI1rDk
z9J_t_+zAW{<+V$w|BI2pi1G5RQ0^Ss7uO;=&7Nd5!;Tdsbn(S=b#%n8(E)Ny9?Fso
zm)W};BSh$j{cN>I&{jO!UOSAYgfzLU%L7PA7#tj=zB*Azdbhat3i$I1IG6XFzOsM3
zWO@Y<RuCw}5K}fk&hbhKPD;NG3>`!l@TZ<3LYLU_;OLujGv~O`D<EWai}*&{;Q1lp
z6%biCc%I#Bm8QeMBzXSzMBjXBke)MY#;vG@mZ^Q~a=>Afppmvye+~c070I2xJ{2ND
z&s()lW&iV`hR=}k4^pZG4D?w3(8TPp^ZDd4?6@K4ta_@gY?>aL0rnPS!jWsT^P*m3
z^XPJy_81BB1kfwMcd8STjT!RA#-;qRkNOqxS>M8re~>&eifhH_KzaD0M8Hu_R3LCL
z>!%-=N2G;)^?~O22%56vD<F2};H|gs<811yMfx9Fgzj1|4n))k;H=Tbd8g#R+sF&Q
z80;tw5_jc~%S3LQhkvgiOx9MUC?x-fv?LZ{|G}+p>J@M{ll`RU>GBF-J0<+!VD*P{
z2hA(1{%e0V58IT`rt@9oi%)&$<MqF;=?O-jV`$9O7grWG)@l(}lVP5BQ?zM>e*~WL
zbFfi`z&<v;{IvGMHsP|yolQJ$(b_M9Eae=$D|-IB{-pN(h58&xS$Sx1(eHwke)t-u
zmJaS)f^Sb;;I3YIsf5SCYTyxY0tN58J@J0EX3L;*?`0gb^SGb5xEWF#rR(NQc3&|G
z@e$Il{@kP#Hz{Nz_Q|V;U-H~uYhr3~TA?n<%(&u0h|uxLU%RtZr%aYG0JFs{PF`Mh
z<8r-7yKCm^h$gx|rHOS}9Ig9lAi)t4-eli-uGvgW!cy}ZDw<e*Dy<beEy!`CUB0IF
zJK9F4g)~42>$=GIT&TCzhk+i<kRP5$Z*1HrSwe6b>$U6Z%ZhOg{*-I&OsyWp3^a$v
zptJg`XvK+_QYtvR*x`!`YVJm-WtfB3n=UHm$XtW?sb$=!w2A0^TxS8>QcdH{LQi^X
zZx(n~MUa|k>E#jCNbvRkNziNi`aQz4=1?PJc&{Ppz!*>0RiVNr>Z9++M`IIwiBx}@
zz%>csiqebbeNf^T>Vk2#+PiLd=YR)QqmI~DfSLBBk9cQ>-_iHz^BII!z|nlv!uTh|
zWElU`nt=)_*T-coEpmH?88=0RL%QUFJ#cT^g+Q!^punu~;A9tZ%lLJ<!3Q6u`TBHe
z(^%Phtq%@V>Ox{YXuw^UXE*PZ=%QA)#Oy6Rz{6J2Id*IL66J(d?b3(=R1Ax-^ahH1
zw7gaz!%!cQ$9rg<B_1xwWqn#|AXCjl@~7h8f>JZzHu$`zRWWqHYefeTZL8-0D-;=H
z-FuaWEzy>HDW!-=X%tvl^nIRTr_~hv=YkFE<UPTuv4Xxlpt4}tHdad`dCtIbCN?sQ
z^mCKC)BX)eS4VJ>!eNp472sbW@IrH!T4^%Pes+h|`DU=XUwZ$JZ%J3$_6`sW#3Vd#
z$NG1vfVVETzH2MMisq$2wzEYs6fQ?OhUR*QF&T$XdDHD<yz*K3d1Df6%p}cBV5{{p
z+Q3t>+m0a21o5OMFU)@KmurvgaC{wKCj*wm6g{Y67q!KK_JedoTLbgJ$vem{ixe-3
zS{0{@2HRf3JzF7REzsh|<*vf<OWqs7n}G03Op@`sj@HWF2y3kwOvSmRXs%zXAf#)z
z*S-fim1g)v!A~Vl#VIU|JFf5lr>@=`nyu(&1JecoFa!35X!ojQ6uqRMp|&X4hkBZ4
z)OWL0V#T=rwdL&<IU!#kA1<@A%8MWs;yaj(AhdXQ)j^8CtGe<<X7-=T>|Hrl)X%>Y
zvJIin@)J6|ceXDdT1rX#F*bOs7y^a+Ez}R*S6wblPv|V^<9XzbL8c?_w>|e(Z%yXj
zngpdSl%SN$faWP&4gA9&9^f*GSD25T`(Fg~jj-c9nGm!YbO$Q28&`ImFl-2~E6PyQ
zY)9C1VH>AEMWwE=mbngeljn*{YBkv_7ea58AESq3BY#uG7{BS%5U<(f_=Q)ff0RDO
z&z#3kDVL0%K!q2^YK~>Kz?*W=P(FgXD7s{4?oBzgI{x^Zn%7st`2rM&rq<I~f!PGF
zeK+PO<8$mVg#PabS^uRsle?BJuJxCYLdV#9^MBl>m4*BFq`o!Yw>klzLh2A^2PQ*x
z2@*~8`<E0;c%e85-m?0g00N)N^U`Fnv$dF-AMMd`v0s0YSq#SM`Ws=Evz@o~!3?Fp
zry$*aR?U8L$^#BkIKdFl_85rm9BLp>+l1j@?Rul58(3Vy-z{#bADQI80@h33Xt~q;
z+@!DRSbbS`y1<ZCRE(_a74Z9LI8RB>Jd8sYmpxNft~GU8+9hwec}WWQ*l|n<l40Bm
zR0d7Ro`>~Lv{4*97`JA8Fiwbl^2@Q0*8gH~?>N=@AKrGT3z5cC7k5C1V|4K6E#C&q
ze|1a{z?$Dyh_GYa`nhl*%=d1K=B*D$LYqcb&2OUN&GfkW3b-phC!pbvTqpowRb*M`
zyaIlP8bN0Ir^2V5XvX@B-c0k)tUq*Z_~p+3g*NaUQT@!`>=od{^$Nhz6$*9rsB(Rj
z)hQECqjCtqlEA1UvgU=VFFVtQI>5!TEQ75QIs#{E1t_0H|ECfA7uxFVt<$#W>Nyt6
z8;q2tY>J&%!1gsHQ#JUaMMy=rYyNbn)5Nm=`@N!;goc2;ucPil^AM(P`Tn1!JfHsB
z*oZZ9&Na_zdRUB(VWQ3if7%lFb8o#mA;F{{LlR=7#z@yB0uG$R-qr;iy~-o1m1rh=
z5(4Awca?Tb?ShR?{rG2bt@)kwY5i*ZoL3|fS5=%DyL7)zY88Xrqz;$2D=WI>XeZ+R
zTi2iTL~PGHdvBekcP(2rl8Y=xoXlSVVpaUMtcL_?pRC<O5=xu9$M5&@r%vo}@V0~0
zCE|+BL`4Kxz*p7GYF65E3tRnur*tXKGn;o+TWMaFO9syuuYe~#i{&Tbb5{uGf+cA@
z;GHS-6+lwSE5ONzWMX~P0Mt0ZV%+LHb1AZVh-b_&2{q2re2=^<%S=H{k-IZrca6_r
zvAE^!RjK~{3?s7LIx3w3*AL^3QRk?t&c*s#DI0BFjq(QHciSK(%Pjz$Z=d_jgu=nE
z0EIyP9lVs?W{?A6$w|yBz`#To+N-Cfqc;6A-YB)*xWe)>`3g9;2LHxUDH<mli=v0p
z4sm?RozIR{>FuMMB#d*A$%PY&RDA{f?Vv>NxKbDPLfCloRMoa`TkBGleugi%LJ(J<
zyl2DxW-F1D*?S$IT9%_sA8sp2Y^K`d1q@0{1|b>g=4D0w<{(+dD1|MdyV4@Aep`7n
zwVEm0pYhD9Y;>6Mj$_2_YfHE%hFORzd%2H`TX}!;>5A{d<QjcKymNGj1NI6z%(zVJ
ziDW($5Hz0IK^v-iN4-e>CJPq{(K6G+F0H`pTR$os0uyALpxp3T0jAj<svMbc^7VY$
zo_XAxv82!9#{1UzkY(0U{%C9`%s;fz%dss29c40!suUy3^CNo&TwEr_9d{`e3u1fY
zzsM^c$D9}Zy;s!VJYzx*oL7KGeiz20;hU4GX5EKD_*<22B~4hlR-zO@TC(yA2!I{|
zx7c3+D1|k-R`{*!`3}pFvwDa$H~i(n^jds==J8r^Mg~^P>b}7zjuYiS-eFVatD8|H
zCgIHV0j~gboeY!|`MW{R0_Pi#tDN{aH$+1?LKj4LuggfDqRA8m@JdoL2O9U|+PX|i
z?~-T3?}pZ<CgyGru6Ji>se@uqea3s+N+KO2&+Ydr(!>ew=T@hXB|PY4rn<?`0f^Mm
zdV_e$lm74N6T{4US32%5JmW==`q#ZH26~5|&Yz1IhcuA9XyD*ucqkvIIb>1O>YMkH
zn!aJ2LU@_JZ#Qw{)OOY-c&925D08+-gsk^heW>Wx@#Xric|N7N!|)&=@(Msb>m#|s
zc(bOnk<KTl_OV+MyHxbR@TcZtO9rL6bgScQraJ?_udjd{zc)X{?~PEl6aD`@o=ZN%
zUHSjlXRl)Tl{&5ww%ru5!;mQ?wP6nXMqaxzorF(P8z<FMO&FUO`QtB9RkRJ!`H4Td
zZ5+=|^g=4b8?nChaL23Q4!{K{XfL5~&V-HJ@S5H&Z!LPnexFKx1<d35-|gD;oSXE@
z!PYlw8z$fxQX~N0_}R6Oub&h$f$NG0n>slHW3VYerzS5Db-&|Iu{GE73J?UlKR^1v
zFlPACTX$5rtUuoTTgskCK{>(Qg~$%fa)h8`!i!Tck|%~t5C7pTu>Z!tRXO3uV7-31
zTjamq^a|KI8s{J5X7>!6OQG~e<ZsIgdmAfzomW7%9N)|HKR-ok{nPaZcipuA+47rt
zxk5uOoGc5LYx3d+g0u9-h3zBPNQvmL#vgB~-zqCML4+`wo?0yZZx7!@vRR0$F2=W%
z22bh_SQmt!*p|6?H@zk7QS(0%!Te->&h&J5AoSnb2)gdYX}$+e-+V@{*v^}J^Imja
zvj5}W6Bd%h5L1y{Z2pgK?Rrk51cnLh?~06!OWDU{{pXhdKSkS>SSNat7uxNS`WO7X
z^?2wq4rmIv;#iIiX{sVhdvxtgXOGLD2$I!_@Y}Q#N|IF)r>4>sBKA=h+9Sz(8}_uf
z>0p2IIam1KsV^<sB+hC2SPriEwcL-9L8a=p0*6Ckfj2-gRc9xNZ_vGYS>aoY*uW`d
zqgT2}L2CPO@m`@-$YV)}#7E^7ApA`5^7NnZ7o-0bfE{}uw!eP6XYj(Kl|q8zic4J=
zSY@cuQj>hi%`F#z6}G-tE`ZowXT63$bKUS8h*XX~C-LU2pR7W7edUPvtz6gtP7u?+
znW|g#|1s6<zY~K0O8ov$Nz!*8;!ZANsaXci2z4G@I%8(zOLr0*$LmV>-WSw_9&N$&
zV%g#zp=FS13}tjT%5a=JW^4~np73p~{oStpO%;-5oH@+3X18GQa0>NBRd!BwQ%k)x
z&aRdz8}=AV0FWTNSipMyH-8#ppv}`SF(Pr8{#>A<znB3poL5}BBjvA;bIc1W+4e(;
zZZxMBhhD6fe^;d9(@dn3DQ!$LI7My=B%$EpK*e$VW;an!)yMt?@99*1DMBeT!_kh~
z6*lL=+nwo?t+pU3XcHEFu{&LEx5^>SVhw@HovZr1QcH|FjRjDR8P#sc{(VfkJLak6
zTpf6oqP`(%p=@l#aZ&LD%+sx(8nX3)wz)H1eE>2te>MCEj4i}nIcG=42{9rdj`M<-
zUm>_TGg{6>u4#I-CCGTou-9z17S52FZsD?DDOf9Qpae}LfhXSff)lXP&yNl$;G7P5
z1*pzSv#_QS6m?g4yPyS1ZPhI;nI+-&c6|iSH$^1A9}-tpOhW_JOFBV`qWQm90+Kw5
za9zvL+Cq`GN@YJMOJE>2uwV@m?+=Hr2F_d;8xPWp;9cdTiN?L%5G1+I@tT_2^o37m
zRjuY0oC)$@Juwy|L`zsIuZ2;xfoWvjRah;g)N)zLa6P2`jEbu@VUoc$1+JW6hTjuh
zo2A{n&3&vGD1<dLjWhf^`~Z|%HciJ6Q`|=FSF^3ZvE3lqBC^yi)2+9zoG4J8BFF1z
zm_M|R4vA#qV5USfox8Gn<Z^ORP?>zA#5%d=cMd~piC3iaVhCmSys#$e4u^P6DR4O}
zo^bngeS?C93DiV#W(K!0`)fFfUc_@Rw$t~ugbDl1?+iWKY%7B)t0*LLCq5~~3mPqx
zw-400ncUCJ@vSR15p+FoJzw_gUqfXPxxP?dOR8R?PCM*QWNmFtD~71+41zUZb_zeB
z3%uA_i^*{g@1D(6s?By|(EwuSALj0)6W=yXX2b5EtYM)LE>3r6ok(l*i<Qa^d33(1
zGBLu2rX7drUeP(FC;2@CEX&5m^W<i>v5k9M3Nvr>tp20>IfS;YNFEpKbghlJd=N8w
z6fOcqOc;@)ZezjLW3;S7^5}_Cv}ylH{*GbrGhLQ$GMvB4fgbjAU33xA_qkg}EmDBs
zv3Y}D@&&wxLOtz3N3dVgyr$&W>P8aFT9Q_Mg5nMDIsLq?h^r1!S*7>&%Pf~wVsRMP
zC7JxHYWG4|x#1d<xatqlZ4$p#Ll`4NB>D|1tfNKwGUqObejDk<OBKcNbV0NHlT56&
zcUq@KO=Gy*bA%Vyx!+WL2>N)<lBZO5vG|bmSs@)Pb!alnV9U-!Z?2x$?=<{5e%U<(
zn(*Q^*O*?>F_zBK$cf6H#!?^5fHxq(OT1Nbr_9Bxf|IrAOtYom@y-SFesJor=jnx`
zwg_l|#@He6IU90fLZ?3GGFuaN(rD-Uh0JGJv6RsL(7`{`R9p8?EO(5;YRwAQrY7dB
z)HTk+{Vi_)l8unTc@_6ueO~@5rRX`;<wrk7mz^jz3GU(}?&ZDE0%R(nK8<Po9*=4$
zA7_TICHs5%8BF^U34C%1qEI*R`rnN2^G?;^FScRN_F@B-9qMn}4=L#wZ?svZq?}Bi
z=k$}YLyjW+Mm?g(+Fje!P2ScHZ<w=JmAa?|ks~2rcjN*axN9q=Qr-Hzz3_3u{Jct4
zt4KeElO*L8pkHPMZWv218gy-i*#3MUnURs9!C&oBn7MhEXR*hsuqv5uaHw(1l5V|-
z7iD`Z1;LOx<;U1Op@mB5L^g&Lre>D*`lKF!D-gr&p2Qt-vKLRb7yjt2r7OI(-K1ql
zE@9;OLneA*uQC%&Cbs)7k2kf_QhzDZwLsevnQ<b%&h#5O_v$rVgOw;){4B&Q$P!*2
z@IzVH)aXFppDWVNT=;#yOiz-bytuK!nzXOe53>a+K!Eg<bphr6V$XV~FZ_|3^KHeD
zmE}^&^clR{bPxIHV~bV-Ut$L4cu|GBqiAq;O5lQVd%x_qMlIzzv_JcCU;X#5_wx~q
z+tO}jE5Gs50q^_4e`Hj*&&Y;kZu$11%tKWlYq|G_93;2pvYZ{sJPR3jE=HWJ0~+dL
z<Ro--B9j$M`}FyljS(dMl1wcQ&8H{U`?2(C<IdtgBq1UaLjmecI7n@*+sM*-6y@<-
zOP>eh>~J8~^tDGHrGj^Tn4e0=T5<~`@FO_B{%BzsVF|wV>@oja2KLLgcQ&%82g)8p
zL{1X)xGg2Is=g29xn$-$_W)ND)I;@XA${TYR6KZ#zes$7a3q)=0EAi4rK)KBnK$Re
z&y{r2)|&$J<=VBJawLoDUCov)+M3Qlb-g1)oy4YX=w@cK8tFBzed@ziCEjmi#|->q
zi7+ewkeZikk_GkA4212q?3q%;xsr^KcAZLI7wx7UZ~Xm@sf{K#i|#MYlrvk4&VRCp
z>SJ&UO0aqhuXu{Jbv)xW^|nFiYH@KQH{?Ol6rYSWv!n%%epxG00s`2kfd+NOCz93f
z)!zOTiET>n>MIq*xu43SA~FdF2nc+6!PhMeaB<kB8P|5fN5a){#Ei$COfMad#?=kW
zG8uLq3Sx*l=t+k%;}hGz&OgNWirjvr-XSVog>>Rh*U!PTPYm={JyOENPPH~PrFrQs
z_!&HV`3?3zb^PbwWwJ(uTmwcQaWKS)<f;7$FBrYex`eOKk=@QMK595j*B{yL$>l+v
zDzog+dGK99!ORh)H-?&)S(@_vRDq+-zhXtCv=XeoCjLW>mGtFC2-5H_sw{}{c;<mP
z@4B*`kpxrXl)3F%l9*gmySA>xZ2!jy`De~#dvAj8#l`?)*_{k552D9;>MaZ`-(TFe
z8&MK9f_v|WKXoH!D_C89X-t#%TQs@%zdnjS|8mvzxp48R>dMWKn5D-YXP&mXBa_c(
z%-$#j*iNhWpgH}wH5Ap?=N#)01=jNc4CS{j!E2YL2|ra87l}!Qdy*~<qsYTQyBbC&
z_}=JWuhZZ9g*(xC`behyNUdlP$@<VdtU!i?@Nj5&;-ZsdXAmx1W_{usGNr7z@U@4}
zam;!`eM<bm^IvxkmC(BU`**{3-+b^&9wSF5b(c5q%*(}klSUTI;d*7Bys{cudy)*1
zb#R<(d?A65^cI>YpkmW^U3DKkTT5*BxpUqs_uP29zX{LgIwD>fSbXGRSk7q_9+Avp
zl^Zq_U-Re5;9c5$GQPT9(S{e!OpSG`WRfE*<@xg<D#jXynCkIKg;`Bg)CxJhjb^cp
z>4i{|^RP9u(D|eJi$8v%B=1#6%_~4C+L~6gg^t%BNKT>>^Lzg9kC<FDhS45W?}0V*
zs2)6H=29={@>;E{fN_uX#QYy^JZYaj%_^qU4K^$|lP6zVLq^1>-wQ9D+v>JtU?aB*
zcazb&lYYYUGZlQ?;?-8~dtiNaf<f;Sp7PM8!j!97^KVQ!tUxST!qP3aLshrig7fFu
zjL5=q0!i`|dYMKiW@alG6XqSg#easFW_zmY-@ghXIei6OAH{h3F}kX0yw^y>EDDxp
zvc6-3)k$pjm^4>K9oIh8J3$Pa@EjyB8k0Ef_33$-^-Y0`ZP0vqYsMjH&qsLPO~>?J
z9+CgNpJP=fnU*W6WdCV0+6z~@thCLOZD9Ay9_TW2MB(T=KYC~f?_-Zbetacx<I0dt
z&9qj^w*BuAZidaxby=B6S1Z#J0|p-vuaaKU9f)GYN(!#Q+&33V_XL-;`nptAt%=Q5
z?--=e^EbaWM$fs%9p((A_iHy)0k-aBPm5|H|1(jTRVS3{B<HFKNeg*&tv465HO9hK
zDdrv9h$8Q$(jY0VET?c8rFE)1h$3oxmpCb#HpB)2jn<%kPhm9#@TiKBY!h$Eg2YV2
zjgSEEUNCM2kl^@e>QW*DJyNQ-@m9veiwjg_Z=b1xFS?TxotrifA0^voDY`C<;QH|O
z@k<ZM^|xuiekXbUJXs~+EUH>aUF*KF6@h#kg`o6Ro+3>UW)EhDTh&`|8&Yf>G$m3f
zd6N{6(2^+Q%pG|eWwQHh9nPzFkN0W(LDe?j;QEp7C5e%XhOK=1H}$$m@nMtKPqwv+
zi+hV~D~l22=4v%FJR)!7?9Y7&dL)nJax~h*$Bx>GY$O}T(g!PqemD>!YQ_F1Z=pR}
zs;R110CcsJMK;c-KWE*?$hsx+cLYjp`F;o$1uAWTb3dgaiPzTE*{78Q!4EU+1ZEzi
z$47K4lm+q=%!+|CnDgLKTiVAL-{q^~^zXmlV$B~<eT>3;d@X(qx_BIoz;2aCnK^Ea
z+m;J0#ayF)9)#+4m2I_i#=!i8!tRru>20Z>ot8h;QQG|Wn31oKmRin^)3;v%j3*Du
zM6`GQ!)<<vP8eY5ls^H)2gmXiU<CgPm~_$@&o|wnsmc}Pw0+xCWSw@}@wcG%@gL@)
z>lTUdlJGyPQ~Ct5$@lxI5^sXnr8MrWUW5D!NH(}TFH8)6@p#)2fK<p~O`;TEdZMXD
zCCF^h2ha>21<-b}1jaJO%0V*G6dCrqGcGT(iz<}kjcc@!1^TBsc!#>4x?`uov$2xN
zdyA*!weeC)L2SR`;fR9|Est{aqx^eokGBhrz0wag#25|M`XRo}2MR#B!R#$U{0U#$
zJ+2rY`a;RLO`OTZnwwE2FgB1HgdO?-u5_{?qc|_tgAY;2%{6_0?E9WOx(AQ@VK!dP
z6{QzFU^*cJJ6qdj00HUXdp_&(<#$>lVJjDNCzU_5`a4T~>d`f^?Lyk7b|OnXNe5SD
z%>$+Lm{DhEQr5~GZ(FfZ&e4m{G^d;wG!%Hvl(%>|bcKG2t=L(O1O&E5`&OgM2YvGK
z=fQHUrV)<PK)4^tK{ix81tMYa6Eu$TfFt3#ZOVxBdCK!qiOBlR*4gp4c)uihQTLr0
z3GqP;!mPwx=LKb&!L0(NKCRTRWT9RvqwP*k&e=**EJv{w@<hslZ#sz=|IIiB4qk0v
zjhM6-od$VD5Q;b-HJu~&!LWzaNia#t7k<FhMV(mNMzEz%!QM&p*a`VqoPYFV<*upG
z)n58zdl_$lfCezjusZ(zg?Ry+@i6nd4A6jbyPwPPN`0#MTIU~~k|N63PP9}Peqeq&
zqD43-+4II=za5Q<hk2?benvuI)~w%|T%ul&LpD2Wu_@eog|+4HkI9x(!YKW5?l3xH
z7&L5nTdIodDB8M}g<A9@ZBFG{&2R^6tz{U<Lrw7!n)l99^0T`0lD{lMXV_p{jK=Tg
zCGFuAFEg_43wY0qPP@i3c~pH)wD2D65=@GEf6<v?!9;-)G!(y)Sc~Biw~6yw4{Ihx
z@&cjP3fK!vRQoUPCow@Sc_>L*GlwccwY<nXwM~&epx(UdCAx$ereB?`we2k3AMRr&
z08ie}bP2Q9kC`%ZeJe~xS?|pFrv@Skc)qp=p6S(BAA&nh$7GTS*V+hDmM(BZlER6l
zs9i#Y>3yxkoBv*2tVok)I*hi(IqOV((}dzU4-YJB&|-q?1JxWCwx@fVC^PGd`w3xb
z749S%?_L42`sl(?;Gvu0l~5An$Zh%W0_juWL+@io+nv>gD86ig$uu=pD*=IhtyZ6%
zjx+g%ua(mX0ylT@Vk{UJE`ZruTa{+&PU&MtQH!N;Q4k{0VbPMB1|=t=K8>+G_Zeki
zMgZ@;q(GFeowiG2(SUHDn(Th^c}0F)9_UXs#2-=~(b6?o*hXIwj9){XSD;$3kc9Q^
zj|9vPP>dWdUbs{v%SP!Q)coff-mNG_u07+0gTL=<im_TMW>msdSt3oh2}mAz$nNsB
zCq}q%bw#2HV*rn*&upa9*4{-SH42vHs(5iy@B&WBx5l}P`?`2ZJub6bxM<YaQ`VYa
zXa$=fiIBExS1UHa?>^W38;NJ}P0%j;`w`C_MoFH24)`Vq{xUejy6ou=VMZ8SZi*FE
zxn1@(3vqZfxV4me{J;i$N}v>K;ED7Ogg0k=s?Ma%VhkIYexlsuTDTX6TdyC4+dlDI
zIpF}9Y%$D33E)F>DOC?OZ@YA24)-W(_{)fMXQC;VG_s~U1Rsin$c;!m(~bX$w2<Xt
zy7wR|nb3Q>2}`;ke%@GWJHb?9j%`5XUM;m^TS}e+PjF_|&Xa@RW~dn+^Gsv#lR~{C
zxl<XQ!WR*NuJYRkl_!oOI(i@vLE>H>V{nB+Ezq5yj5;^a9VyBN4t`eiNBolFfS1=?
z$3=NOf`Pm>uV!1I*5Hs3DtqK_s7mf#^5KWl^9YJ7x(p3l%L=Wrz@5gZSVdlqWKG>c
zG&IbBeiQ8_w>Eq`X@G8Q*L<dST?drlK5w!}hO=F3ZPdTuevqm!mhggiE~#NH+a=HH
z+neT@Y9y^#lciR|$j^SMxE?LRS{{H1HdhuKS<XanGstVrxU5Br{hsCLwPT}%XMWk-
z(I6}J(3gz5cdWO6p5lI@(~vz+JXE6+wJvU&D|f|4dE(hdND|kNub-XBRnGX0r<KJc
znC6I}tU1(V@3nWv?uk}D8Qol!WADO;dc7p9esZ8I-?6C^=}H4@DnxJ&0y-wq4lT3l
zlt`~0d)}ne=`6O#XJ?-xT$kjfxz#017tKZMPY*c5^DKYprk-ypc3DQ8W%^Yg6&IXr
zvVdM#mqh)ETTR``tOYq{MpsCJ+rX=Iy8fua<GKtV^k_SOs`2Uk<&;SRu0zb;MxBOH
zhn#YQxUY;yywDo2u<{#5vO^D5N(#TBD%o)SLQ(OkNX|*VYhD3&@Cw*&-AfePwO|yW
z1O%|jF2!9H2)qL@IxYoI1&R==z+i*q@$8DQSMYTm<+s0lWIb=6VvkwxwPNO*njlx;
z-bT#!5@7{hCS+TgW801bSkfH}lS()zhWh|wv0m0Hqbw!S#JlHCEY!hy&+Dn;Q%S@c
zX~8x35J{;1`_gYUOG`3w;c6)acn<df(`-erVEyUyUN#S^iLaEe0E?oxsr<fEm3=e3
zN^(*8u^|3OtF^-W?h0)&=loS#r2YpNcV&R>v*|dV!hD0%Z{5xn|ADDM-rxpPm{4?>
z9Yyk&lILuqOUXk1DV>}p$`rh~TSLHx7YdLt)6nt7ZC0)pZp8lWbZ~Z9>=p1aKnUZ>
zt(5-zas8w53vq|DwJ&YN*1Ozv8<VUM@21>th(EgrSv2bJl+w}|S@t`)R{+^GLqUxk
zr-ylvTeBx7XiBdX+ZEnj2zrG53NW?^4<h*KuSKO!5~uW?kxTZzVOSZ}_A+#0G#<g%
zn)s4ssm-KNDAUf;S;VqbXGJ%!o#pqQ>Y-m!QYopmbfZK5c~%emgf4`&ca`@RJI~?Z
zVTPG$OzJ+oOxQf0hokhP2?11;Z${v-r{u7m1gglT0s`WK*r^eT8%%KI<dHbcC<pce
z7ZPCeT;cIO*zsZeV6{vUr^?F^wL>>~R(Me;e9(Z>!D6e-zNMTv>|s{E7A&6>@4EV^
zt{LaWFq=z6&cFda9aiEF9=N5fHLOpwUtJ=kA(~mVtphoGg-V@gTpRB{!<TEReIzq_
zqAoDkH<blWHQs;0h1=VBoY9a9HK*mqp|Mi=VPh6JDti;6Pe5^?k`Ggt^mORbBsMD{
zu9c=nr7WyDV6rl^KrifIkgeTxqv||R82L_G_CBO@F^7@jTkd7{p9~}TPl$UI@ZPFU
z%u#l6L`5;YQ?eA&=mU4ke1FAdCWFcRsXo2SxmP%6s`zG?57HFQC{pwW)+dkcei&}U
zrG(K=UivC%EP?Dt2)9DqP;cohD~6}GJMpJ66ROavE;Xhw)n+Y+#rGI#y(3DV#C*ud
z!6x(fXN=aYw3a-^R0o~J#CAiiCiaKVan_|W*d}Lo&hmNb^=Pv1-;1{^eW+?m+|IeG
z1W(IpZXt*wAfoW1w3Edw(SIErWk=p~1pv~Z9Q`VoH2aMlML&O<d0GuK=X7;-l`DKa
zVzsQHcQoX?&>?!KJ$D^mpDvmoOox#qvZIlC7p!Kz%qJ?n8cHny@hJN<p>dP2u+$)L
zx{1{=*W^ftgT)0^oBTe48ZTYGkQDi;tfr0vVbrbV(#Eg?$M|e9(ZNfZ9kcZG&*P8$
zCP&A(e%t~JR5TNg58#e4UN7BBV8*9E!80hHEzyz#Eze)QZ9Bcm%VcSDNm1rAaW6PZ
zSlTrD2V)^+{FA*%%0oJpo~36({HnH`k|ruNK@rBX8M(0H<IRP>75%sVD5ZMdKm``(
zsahy|jZxv6gmk}`YQm83e!rb3v_SNWf{Z;l2Q!AoIVi$qJ;(uLTbW_w+aFL{3r^Y|
zlcSWm(p0Pk7wm4|Fh3Kqhf&llu6dHXB*o6d#6=Ko{#mUW&%l8aZBzlA$Pbh*D2Lxp
zM8(_|SsXUP4M%V@sL#rhi!LQdp@sZ}=a~+_&aIWR2zwP+;UZP|ToM4WY*MWMSj!A~
zFOp?hnxgRqGS<81O?WB27w=gtEg=52-&r9;H-G=$$Gk$KF8-L;a5{&kGv?PXC#)aW
zc2>F#4B}1+_eJcRZ0J!|IX|caRr)^4k>?CDd^^<ArTKFTxyhu_p^K39S$3e~IZb7u
z2G_Y6*Vbt&3t#ZuS9_`R{odoB)AZzAc?8dEJEhF+lANJ=&la20{TT%9%Nd`-%@t}4
z5S6uZpyLV8gTTsyPWdj~Tlt?qLfSXOipvXH=^)PXT=d>^lO-lxu;<NA?sokROiNnL
zrTXrK852c3JX<ktjH1H{M{^*Q-WH>ztE=Me`(?cTmcpTp7}_rsni5M9Y_MXIU1z{t
zI^Ir%0v?qlAtfmdZ&+GF6{fVf`w<OmwKCbkli1URq*Jy&mQ5m5fSe$zyRev{9|!Wq
zu*e_}h5mdmGQu@YFzM0?T>rLuMMJu4nyI=Ux<{qa7HwY``#7(~hQ$;mkKyw9B|1xN
zf$MbT@@-T{l%2OAsC@Y_4o6~{HbyneT6yV^#$ALr3KU!6k(^yRj&|4$ra_b-nd?B5
zny)w;DnHvDLNriOQbEOI^sxC+I>b8Du!Vsn#)eE5o~p2BhG%FEJKZB!xIBu<Z5jTa
z6qk<=c%>t)_wm_ohlBp+=62G?vHpgl!MR*Etc_i@_)+TR<SCXqTeKw&DT2RvvAwyQ
z#1+vWQo}E*{y9vx(O|V#(9iF@N`2<)-d2@xhZr-=YEwu0!zjmY*LsX}zlt8RM7|5p
zCXa-AGL*&{Bayr*%I@t57SUPm!lxV&F}B_Jna=3sN5s<}UR$flZq@DQnHlHB=d_d&
zWeJDi$5U&tDwxkiea~6Kb6^K8+bSGo5<DdgaJv^CiGJQbQT@y&8^D}@eoRLro~Jpq
z<<`dp*MX+t_PKzJ=uie-oQQYIoEnTonso)ZoCeBR#eE$G@GE1AUKgpr{7MdTl(2wt
zl!pcLPRGgs#OC65Cc$jqkrpj~sured00B1`(RqTX^*gb5snlX`*+gGFFjby!-%@zW
z*8MpB2U7kw_zlWR>T`>g`4Absgg3Z7;{SM<stSEJc{}fv$R9w&%}q4npKc@g>5aMZ
z3K*AsYayB$joEO7K)`uaHtGuJqfb%BrTlRU?hUn;DcrM5=j~z<-H-;kxzJxWMJQcY
z;YAT5`{a9a2`;$&T0eBlfT33a9e-5IjvWVC96X=*RIej0(b2akQ$g-owt5rx#UG0y
z3Tc;9=|q3xyTj4=l$Qd-+zxf3X5-{T2HyRNHImscZ|=hrc+co84BVCZ>!k_;djg{H
zjYNx<3c%kI9j}UFEW@2>?uz#~c7Nw-3oIfwmwx$f3!K_6Ir*N1naAiDGn3drr9_j_
z8mOW8V^I+VQk^O0=E0$w6Jl+2RGk1}=bZMDm^<W#Z_I{wnOwqTd)1TD=LLxKtt7U{
zOfF@%tOhUTt0oI_BHWgVl54;?ypu)q7U3!Uxk#vQWou9W0YlNsHvCw}a%T^G{<H`m
ztLvVxLF<5lJ!mo_oP`LLSL@^0Ra17J$_+Y}kvfREmWoVa3+!VDH4{30je!n;v}6*p
zxX`9g8AnHex}<QmXg^B-v`Cx}y3lixU)H+|X&dWynZd>HTr}^fXD|Mmkr=kPkuTM;
zJ0-wDNH1uZ{v3^%jXC&+JLEGB<+oBTd@s%{yEBTVX24Fil3sKpn6fQmJN)G=6mBYg
zlTR(iCv|4SO#0cnsi8Io85IDVC51Dq{;Q`_HHHIGU;Bfmr8tEy<D?GqhX~FJZe~<a
zS25G+c1@jkm=JB{TR!-Za~U0R6pczA!OfQs#Z;0)*;YNX?Q)jp1o@2k;zYvx)=~5P
zMxM@OF`vo!V07EsZ{h0(WJ$EIXbckt4%0L0dRq?OnJ7cm6O`J$(^e7*8x^>(%7@EZ
z?CrkCe?{RIC&KZD5&gDd2uvcw+iT2Rr2D3>L>}*jlEy{st`-*UhR$*Zwi0HRX0I@^
zqm>%q_5vfXJCKX@Ta_0_u_S=~dPwNTtVo>2omC#Ckrrv;)Lc<5Cf~GQ?XW!eo2N=M
zFw}ecOKQxQA0VB=_s&BTNu#q+f)As}gfU54!Au+;VVF^I4m_h8Ni$IZwj=c&vmsUE
zRV&ufY^%)B)1;5+4ez7Beb1`58)b))va;ht{T($e7UWUzqFTuZV`UOOJkHL-z4eO?
zriWxGA#RFNWBDR`tVkMm8wAd|z(W9Rg}`HG?j^Y6%R@yRCf5!^ZC)N=F8%8TtVuli
zVYI#M_;=KCCGVvKLyOmz+qsm#RRxqw%0SY069S#3^9LZ8Gl8-pBpx$<A_AuNf8v&_
z+)VD~dMPy<S?-rrqrkxXq%Q_aDvQ05tRHv~;!l){Y+^#|I`S>;UCI+mNDW`qT=h2V
zE<sYB1Xj@MGsWIgJ>jmwK3Q+t_8@j4N)w9$l{HKB%wLu2Kinv5C}%{%?XF1;rSbBY
zli@h>)xs0n@GIT7$%`<~)bO+z({5qY9f6=92J%)jQO9X!^72;VJf%le8i5KL)H!7;
z6e-FMe0znWIt9WxS(+QFYc^8N>Vpp|HzBm9Rg}hT_@EXA4t1@cv|8x^HRQ_prB{G6
zCzb<tw#2VJjD~^I5mB0P#EK88@&b_-7yP*cT@<(_nt!D>fWQxjJ<cCvlAO4ILigZN
ziYOIm)Yr%yVFxs~0Z?{Xf?UcPGXa{pwD3`5D8gqxh0-jMl1ya%oLH~a{%qxy79!wZ
z-5h_01+}nn%%mOsJi!dYGYQ&t?cAH?4ne0{J6dnzq+fQt(zx{n<#L=_O83IUhrF{O
zCk8Ov#~MnrP{D&z$D>bE-()j?y7eh%D|wDFsKp3K(0Lg1a6|}>J!Xadx=Xe!04|S_
zK7vneIXFF8nt!y@$ukfRGb~Gm@#E|ZHcWSy9pd{8QQ1y%(cX_q&XxKkB`wwQKqVYg
z*zt~)J>4ho={*Ub>BxPVhK(u3J$wZYV}EkEbZ8m5J#P>sJ^=SgJ4Qx7e*KdbmNAd2
zl1Bw<Z=u!d7&CZe{c88470fW=ch;Fx?#T{m>0D=i-oO(K{~f$C|I0w@ORvtRBB3)7
zx>LvSkr72oVPtj^<<NSK$7(v0({Vo8_+-Zofsf7)H}IwA@oPEiBvC`%SAZ<p4tmd2
z2khP$x9!Zmhm_E4@u_!$zH{-OHIxaWuq#t4r$?aZZpLAd*yxczh(pOd=;^rg2O~Kn
zVF5!$sqI}{@vaEOI_~tN>sKqcKBFT!mTe$Fzg<yYU|%VQZM=i(>`W2XtjRP(HN6D=
zJ*i-QmzyPW&eZ_oH2do43JSn$FR=-GZAAry`s}+81E>5^ncYmD^HPa$XIBcli%a<}
z2RMOegMpf&fmFbM+s%IyrM_$Y>HEi5fcT(3YIFAHR>$SG;p#@4u+Tnf_5-8LU)y%W
zSV;5OZ%>Agq<psyofTwE)3#DQ2w)w!n0j4-{LnH%5A2we`Vx6>MIG#%6r*v0I@NL}
zOLEd<mj1c80R<~{(w(X;0h-c+KvHue%gD6QCqhuRRoy2{v7IE7D3by;0{8b_AaH9Q
z?NE;4c|CekzO+q{=8{g)f)}IZU!Q@=nk8{T9yJ0et^k)8NJ;)^&rUa3l~Vd92z|9J
zox7+!W+Mb5vNP)e<hO09UL2LPV}>L*;h8e>u(wyU=eQKnZq|v>Qpz9+(5jV0nc$s>
zmI6l?!TA&W^X^KD`Vs>zglLx<h6-zFPPDe7q(h%-JJRZ6Stp<uw8G_`%v+gX>X>M`
zY}xP9#|5=FydE^ZnK^?XV?A0=qxnHdxYTo*9sQ_ecqb|ZCRjKAc1id>WVQp%4>Q*j
zg{KWv#C9w96)`KSph4=CYP0N_2UQ12ngpBtcZZH@dqDG~yhvxbaiS3YLc6{eDvx=x
z6o;dO`x!Rf&g6Jzy`R_eiAbc41eH%y-k;!SxSE)GONEi-^I@WAkW)-TOi@gCFpuOt
zwl{GkrnS^>DZ9uW+?n8Zj}GLyK#*?PZ6XB@%d~}B+ev9RbAZcWX%)_58yZ`17Zk_o
zD`o3j9u#fq^MvP<)%YT&lh$AY-UGN8ayk&fN4}P1=@y?C3ad)GGjDI7pQk73X_c$4
z$Q5$z4IKUZl6~{&Lf>Zo7R8p%|FV2=PYe=h23+^KJJa*4cxU<S($?-qAS4v}W)!Za
zQG?f#;<;=8q`~Wafk{7*b+lqceosBbhjMYKdXv!JD1hR!E0OuD;VVO5-zsG76R8JW
zhtj$0m1SY%_uUn<fD;W4zGXT5m7lJbHG$yE<;TG)bN3&ERBaAdo&_hw1G|Y}-HO$Y
zkp>_K{Rr-WHx%fiuYca+kCJ{oA|bUGhzI|^ecm+vhb2lkZbB6LOxY(Sfs#+Gp2kjm
ziee?3%~vJ(%`q?o)W8r4F7&*)3<drfl|~Bg?X|jui78S|nj^VOodz~iCcjKM5&CrO
ztil>6cByJAOh)7t%Lyw6w6rc-57Jwl_<6_D&&I+;l3wMEc8tp(ijqEi5|j|nMuEKu
zL=RRLI~{c8@Q8I>;c7~wL*$OT(7V9Vx)SNgD*}%*7})f^;oX9JwN}!L`1%-1+BalL
zXsEuHYQrB`X*o$40dV^?m<X)SYHmMHCgLRl8>-@|S%^4PEECEB{bw%u@ZYi$e^Cqk
zr8TNo(R?6OWTk2pkj0|;wJ3tiVd6l_z!8WLheV-zBq8BZSaTu`G@<XKQRy!8O7}b=
z8bcfl;1m%5!KhwYZC+0b-Q7{gn$lqMSSTjMx6JQCjH#c{ZDpLod)W}`8{@7>mvv@S
z_#WoWUorVky;-sLw}MyJl7=3uq_|1TpL2)<vVdP`-KibifWoRW%rNG_O*zw9y3CxE
z7w>1KW>`7O<C?Y-{#kgJM+wvbk&PeaQfo$ng$+keOa<ZJL&o4hSJ?epcyF)9&~`-v
zvJ$6+Z_6m9QbR~LE;D9^dWdK_Q1}RE+Jy0V@?p=mD+H)D!$t?MiUCZdsCP5H&Qp;A
z(cUc)UnQq<z+391-|`cVRFZNf(7mS-OXN=GHma6vLF2-`Dl&r6?8-Ej^s#7BPKuA-
z>Jc_*;F6LSTUJ8>#7ped$ujIAw*f>%kP63i!o>y(q^SiK!etJiec!)NJL7a3q1U`k
zEl?)@L(C@TzA&m_=Q~_1Xb|sS`bZlyd$lxW72@tSM_l0Airs`5#Km=0#_PML#IQ2}
zLVP=3`*3V^Fi4}B)_t+ExPak>hm-ep2$w`jsl*P$3gk5}W6mZnW@3X2LW%v8)mVys
zER0xP7RZ;CcpTkKm~G`I;%1KR%H5|EDuV5&Th>Z3gTA(vxz}}34ihZj|5IgvxM-?S
zhg1iBQ?evK#rVE0*`-8%%@sWML=k-Zh0l71U1!o8KVtG*fVtBLF^wo`n=RWScyINj
z=-Jgopkd}TQLu4@h?;J>)qKmT__i<)z-!j}XOo}Qu(t+T-ch{%H(SO6vIU>2nZ1VN
z0x%B?T^V}XsDoOMeDd+~Qi-5?J>6j(mQR5MiiC6(-yFO50pp7ly6%Q?N8qo|xPz;K
z5IWkI6_HlqpMx>)?Ze7jJhevE6H64pe8gt%pKmy`pEFSqT9cglgEN26hTKTQ(Hf@M
z`31GLWwOBA(@AJS^uiCJQ?>R+a-5Uea)mc`Zf`*tM+L2lI(rfO$k&P?jC7$8oeN_S
zC-akVA(m=D4`L;a7#LbpG1O^he9YyO^VfotGPYw>r<*_FUZoC5&l*>^<ViUtP%TM-
zzU6Jg;UA?U8Zw9^>6fU9k|oAW76G^csDhS1EZAViG?!7J(cI~?%tgXr_2HlIR?TA<
zvh&;Ge3iE_-Dd9<1&rZ3E=-t+EvUq>jiL!_0|JC|8WHif^5OyVk_d&Dh!yMuE#25?
z*BH^}#Ax;7&+z{hUUW@2qx<;|9}B=8@3he6%YTIT7h;2Bndb40&(cc3##^G%@V+Ee
z-7Qu`<oi`uk!j!Y$;>au4AUQRoJjrJ^`y%Ef!8^`L+F6LNVuXsHKS%|fMsbPy2d$<
zVJO_`%y+g4mCs*7F*2%^ZbMl#NFDytx$pZmC=wD4_n;)xaPr{ZORZjAmqlQSt&p$^
z=lwb*(N@9D`XB`pKFYr#QvpHhqkMnCdZSLNhE({`#1IHVmLTFOVN^9`E`9EkmdLkF
zLa2C$z@k+n1W?;A001n^zNMK^;28E@zyZsfP&<iA9UbyFnEQUr6_%8}t4&Ib6&say
zrodq};pRtCHKo_mgj;7nFjI{Mz+IJC9Z#{=vYLYS?m6R}5BlicMp2T9ytlJx4^L7N
z5HCtpY=m2OVuI)D8$e^3JLdVRge4FsCt4+kFv8%wnbIu{L)Dm#t#ppk=0Ui>N2(xJ
zt8J=wWRii;>)>#?FRkT)iCA1X0{umE;q+VTW7~UB(uAo9ljaz`X-_5+<&pMj@`oh!
zBK~z6K*BN(YS9we*EV-(6#Bc5BT*ydu-r9+a0$v<6!&I1QT3Ssh~&&fVDyLQ2#H;F
z#DqgR70<Ojlb_IE#W;EN_JsCdX0TGad(44)D5U0$3mZR5SCKk^H<O1SY6mGPiv^@B
z!E4m*-wc160D^c`oxk0Jj`2`1toGZvilo^OFqJ2XiQB5LD$dxz^|SSSBuJKwwoeBv
z^%)pPdXR~l4U~esB~)1!EU29aLQ#7hB*Rgc8yHieVH<6s5>4xK=BClvEUWV)Db!Kd
zbv>ezl8KO^36KyxMmrvHw)3f`m*6a+jX0@SX3=idx)U|52-jIoFI7DQ%0L{F9yw^Y
z?h-Y6Y7xP+myRi})T|0onv~qullMjU)4_l@0h%<)^B^Q<Fj@%=Nm%LNH)GLK4~(L3
zxD+q>r_ZQk*%C<5fZ9wdgs0HGXKDvXa{5$~Y9=l<hYCX{3pu4d_ezJqQW~ez7&`-F
z<J*DVqpU63n6rdI!UF~GV^!qH#3?x6Mg$EnEn-{-r{+7og0@}@i44Hg&XR4E-GLT0
zB8pgPBh;ZHYcYpjXN^T}4bjVv)dPEqTqVpEaRRJ?|1G_43M~8a&lIu|Au`3=PECkZ
zUC%2(;N!~!c1zrG7hH_^_X4S<RRJqFXN;%o*tg;y$A6g&Z<$2vqM;MyJ(97GM`}<8
zk_JJ(#FY<HQONs99ByV>C!qr`u7}PusyvI}Vm-VPhp60IA^bLk0-N-oQT=pXY79?h
zyxuG`u|vsAMwUEO7DmdctBk(BA#(bjqBFDWD{Al1{nz-&AbSG60dMEQ4sV$$-&6Lh
zzX=<j+oBY5GC;Ttx8XRbZ{kfT6l?pd&V=s3_BZhu_Yn&(_OF26dHUSw<g57?_?U5%
z0Ph)phXKYZI@>5STD{al$SJO`5U{l4iMjtRwVEbMg2WO{(6$#^#1H(<VbKLusd;*P
z6E31sLwBBfW}9;q<wTm52$`$~bRbQyY@LP7q?5plE2zH7xt`nX%7;t}R^eBIBMcxP
zVAe{fh-ta)x2kL{h;g!`cshz%cm-UJc2Y>Z<?3hI-s7(^^qVB90QpR37)&4QO2!K`
zB_#JnD*by{#ok{z>n^h&5ZJNUEw@d_W8hVSA2d&|3CdD&CaKc$)tr#=cux9st+*)D
zobqrGDJ6!G3gdbLES9|DEeVJlYKDyleCiTrrv5Lc-ZH4oHtg2MX(>`9Xplm1Dems>
z5WKj%ODPme3lw((1b2c%&?3cx7lKPE?iAPZe7xT~v-kd)nM@`#$=ug@uC<PJWl~fi
zwn$i*E6PY2*ICQd@v)rZ>Jl&|g|j%(lr6c2cMsG%wFF0Psa1gn@$su(I=NS9pMUF-
zB3mX$bWF!&DGg7qVC}}ZnoApTb9gM#cJ0j~{jD3JJ(Fx|(KkfNop?{_lIcAD(aT-Y
z@8Cju@#E4fDWMW<q536;zk+OI(w^e?F%5*gjX#}@-hZYL`zCTzaa!h*EmYq(ghE}h
ztCNtEKDvD^)a<6=p{=;_8eBC$+pIHSdoQh%I;Fb7c?%m!x4*y%8<XY5ZZQ)r?13;M
zsZ%h7eaQbLc6(?Mo*u?ID6MxauBB>2uAlNmCANY56Srhf&f}u;Gl^G6_aEly@5!#J
zZxrX%^hxdCvnruU&N)ffW(`*d@T5V0vA>nGadSa6RsKa#adZbsQhG0zt)Ut#l&fDo
zX#Pu(B{c0m3L(N@ibFZg=#@d64o<7aCz<&q%?Nv%*W+kNPCn!_|C$U_3TfsVXp=DL
zpe^;%RZ1Vh%D{4@Hdn#LS1@hfa*9~Jc_Y?9zQh|9W;1A(!E&mXM70X0Dso0ttlabE
zsuo9@c4(}C8Wk9@sKRyGr(iODYm~A-x>6Uv-VBNP*)!mDE#y1TkGk7+d1N_kW6yVg
zFlcn?^j8oTu0=PV*}3QqEfDnoj0|<De$9gXt{a@K$(8n$K%``!ma&~WftqO2Sz)SV
zt?sV4$vYnWzC~Aoi;uDsAIodKp_+`$rci}nx$!cN=u_G;&snTJCDZahr$2`}@*{no
zuQp3uZRn6x4H2TVjYi&%C@5%}!Lw;xpRR>SzSP-FplIdd`q5l{OP<88uMpaBfU#sI
z$RJ91C_KGcOB21c5N9)x@p9<bY!Cr5S06X1auo@3XhBzkJvj;g^(+7P<$up}z}-UI
zlRL&8*Ay=JnTd7eKa^T;aO5{jPov$o<h2tLgP37{>*Cel>!oAC^D*?HRUmY%OaP4*
zj4Bbv<5MKtqHEOJs-&9lbzKH$fN*g6>akBMu>C+_g~U;Y;1aR1z9r08^(PKsN;=W#
z?tqb&v+d2r8?LIlO=&u-IiS3CO3`??%42Ykja8GXBRrwT%841@U`Vp<AfVieCt=4>
zPV!oe%sW`G(@%g%9mlp#vW4lCPj?~(q@wBtfeLagO*#uilLEg^seX()>Aj>!@n;`$
zV!|_(of)bTVjg{-<L3g6CZQ9|SAhC;Ne~wgzA#~Hu)%0v&-xXN-j3eL4Z5k3Tx)to
zYZB`#!$42{M^h+xE~eJM5Z=0)97asr^&g6fX^25GrHU=#K%SO&D5iPb3UBG>fN$)V
z_%c;ww>o1KO3a=IXC}A2@}_Unb$X}tjEAPpSF7mJ#=UZV3sPEI^GT*-OcW7^-Bnjw
zB#btiuQsf!Cmh{&eG~N3g-7-sTfgny-}_8Myol{q@@7}E)+T2M4QAbD=ohV3gsW9-
zk2jj*z|&wgx02;0Q_i^&%xFwvz^o>4%9@IPmLo3#=WX|e=t5zjivo8!RFfo$B*aiN
zoaW|GIG1%wco?v+(;uCqBdxQjH#m3Wb>qcXss#-QAwpr$#+EVah`-3R96%9<;mMx3
zaZ)3;@!7+X0s`j8D)!=W(DbkPkvX032_=H84Hiy69u-u1qinX{3x5isWbVPz7;IcR
z(*AJhf3BL`YnKy@ZEc`P?gz~GviMT^N(o%V^W}x0w9r-ED`g2Sv7N`wT;Kz`dP<<b
zznhiM<V3_zm5=vqne~_z{g@GW$aAP;o$el<Xa*wRONv5<F5L-l$&JE#7oMCZ{N9Oh
z3;nz5+0wgS);htnV!L_YJ>5rr*klI0uHv=W5-aedY5#Cu{E5IM--F_bYcriyPKAC<
zePT#MdV3GX=kGW|U!=KZg2QYl!0$8oj$XM3AYAn*!(V`E)J9pkZ<MnBLb~a%J_txp
z^M>vmDBEt9#BSH&UA`|Yb$YkX5ze-Ku9CzzX!Pziqwth-gaN$}8*i_de!iFR4JDRy
zLPcTCuG!Q1pWd75Y1JlKAbv=qYH>AQ>k0SNo0jm?vaF1o_oj`_gaB+zB>~)IGpcX4
zzVXVy^i>TZ<uK79I+0~=7c1ALyO&62+VOl@GcvVHJ!@k9_ubuhx{c?(7hFQ?@;$an
z(F^`Y`!C(d#R1;7V`}@2T9guMDniF-Yp68j`4fP{9}hg@D&@XyLqKUCFaJYX(s#S*
z58K*(|9JjCFLsn&iB+1>=c||Wj+NlmbLq0H|BCoP4Wei&{ca2iV!78acGI%&Wjy<e
z&h6SFBx`#!)k{P3@{cM$<~f*dXDb=Xz{ii}Pwc!m{c6U7qu~kTqLd$*1JQ+HVnL+4
z#4b`3!y_TFi1nNc!N!WN@ruIuO*>0rimDZxRcQ<8To41H*~ua5;D?k^;ggv?msbgL
z^%kg8=mN8v;>Wug(9$u}cjb%x=PN@OKui#tkRDxqN4`><(BFui+jnfJ*s}*<(A;Kg
z#5$|?D-(IQ;pC*%*eTKG2(g^xv~czD@B{*jx#Le~DF_;0YQ@u~udToMzX_xG_Eyal
zf#UQdC!91&&A%JhzU^`$MnTY@SQCf<vTyufe)u{wfJhKWapmvYTLw%uhaKhvUCgnM
zU9?tuO0KkwSjvZD$aA@dMg{LBGJpBECph|^!LuWKsCwxCk|DXxHgw*>G_3J)URpAE
zMv*>)T0olSJAi*|7EU$2@?cHqa_PkuI*N`OoW5EH4=1w40J_9G72oAwU6oZOIylli
zyY~5K&uEW{=9o@tfKBc!rP_qW=8n`{)bQTyy<sj(?TqTr7ym^vqVY<ipDK%CBsuo-
zWWptH?8`C=5Z6#Un2fP9zjE-UHh{KkFW-4Qsh$EQYKp1OnaHD!MQR6fTXTSFO(sB`
zQI>2%s_-Xc&~lNCTKQDVM@Pm>paTI^7aZa4OM4q8>RgM3X))8hhkS3yO_0&menpb%
zwoj_!toORw$?<(rtkH%w%Et}hV=!2uG;om7F5#an96dPhlQn!7PWD!!>sNLE7~I1Z
z%owy$&iA#Y6Q^e_%lAp?4lEm2*)nn(7nHWpUASI>ay}w)sLr|#nTq|uMm~+mt0H4A
z+^kVzx<hQubZpN0i<B1H>{Q6dFmUUn109g_pNc;|&T2KguBpv^Q_k$9Jup0uV1$pf
z$$Ix_T~2M841;Y%1e1Bp&b8Aqa(z_%*gd|!nxxTNpeFIwx_WZ<j1JU9IRTH=e!1jD
zuL!f3zsO*?lcrV?2bVYzV>iUAL=y@99=18K(DMBrT4!{ygOsna&w@&$mxWOt@#m?_
z1ZULr4z^*rFI`vUN>qK4gDekMzgweBQ4y{&_a8#8j0G^1F!3{o<gz><r)rjsoW33&
zs<VZY;Mazr>eJ1fwydOe&(GRb^uZhOE+YT!T}#gG$U$=J8ulekl8~1%&1w_&9<9wD
zq)>vfF3VA$+lGJ3rs?`^2{Ypqj0_%Qvyx@q?E2|C77Gp-Ho_bBZ6Q}**M(YJXbe{K
zgU<VIXwnZ9+K2Yu1TO)*k6kcV20-{@x6#)XdJwhhAWnC6A2iS~-K_Qom_I#xrj-MY
zPZy2HKt`l8EmxQPLR!M<+nFtnZpo!0kM!%@^H>5^Grcz`A|*VyIa($)3#cXiA4dt8
zf6r8F_%Ha7yWulfFy=hG@98#8;5Q04Kvj}a7+}sSU$`jCn1auj3R73cAyE(iL!naq
zNcMl7>hKF?jD=}h%C8?O9HkEbSFUGLoO<Q6vfc*sDO34vbu>b9_?gi%$bzjGL4h9I
z9OD%l5veRgT_JK+#?I4Tip`HXW#TC;j4pX)HpBg6+q)12s4u)%YUb1Bvs~S1Imd+0
zXh>yyFrQZT%4(t8*ijA_iE%7u3KL72zIJC_8mSmU-Gp{c4-@{-7KhkRW#P_!mD_;^
z&yrGiL83r<(N)~i)msSGzHNL=U0H6GLJ-w~_iCx6f%R$tjWMG#a{<V=L?{YjEb5S?
z==@`Y)?IYQoyAB{)OSdOzedfjB;HV?Pwu^i@Su?pmeSNJdQvDmb$Mtfyj9fIgb?B>
zSIrgtafzvtXd>GWH5@&Dt<#{AVidjYY7(_Jl!M9E-qS!yOAqWezke)qQ7E1YCSAe<
zIhh!%1#uxa@Qrf{0L5ZTF0bKD+A5nWo$&fAl7E_n_H?n#D^x5T(DH@#>LGlIYUKe$
zW9Cx!%WyS78I+>07p^jBqH_XnUJUpxlkme5_D;iWV#E*W<l<=^L&Ek~xV$dMlWfwT
z&X)$crmG+tw<vO7ZK~3ea9^PP^If>}NknUzUh2Ld4Q2f!Cu9nKn?hYB)xln;(;yAd
zq|%Rclno>Y2<7Z-dDYQ$E9nM^vC5?gIf!hEHD+8k38LX#zUhRgXMguH?}_t3CyJIa
z6py{U|KtGjtuu+(F3I<aeZFL0RqA(3lDuA(ex|iCSf6CQxqq?475VxmMHBmLG0MN7
zHRY8~f4o^Ng1AAiY3&p1Ze5hLe;w0B;h4ztJx}mCjK8{u;TiPB(n<bLR1YesWX=j#
zRFZT(9)5ZE^L>e+p{>pFua`Ypz_l!>Vl>G)*JiO#<(8FNa=M=Vm25d(IabYyWb;#q
zE?o6HeeL>|pq?k{ktTB-PC{us{#q=rmb0{^>ogVrS247ttumGoS`&R;UZYSJRNfF<
z{piK*jYqxLQzm9F(nYp~Lc;vMc+iXU8RR_E*nkNzW$4!Jx|hulPGF7oCZHa)JoFw*
z&l|&=QqfP?^?fZ-v%qJXv4)Y)iy!4uGwXMsO&WNEK3nEx_8Urccy6<QPD-oI+JSMh
z)5VOWacV1XPvkFd{buY}p%R>ss;um>r+bhZ=4iZHTkbs+$j$IhQT6d*ULc{Y)1FW|
zMVVK8h~mwZNAM`TBSb?QkxCB*(ryCMRaHR0YCt#1)6S%IE~3?yC>I3Qc=GhvFbyx5
ziTS~FAIBlCclFS=PjfD})Lx6zaIwIEg<bRXczK8LZll4fZ+6Lkd5yYt_*Df2P0M7a
zeU@tj#Q**d7m2oR83hr<DQEzBVtP<kw@<Lyp)+R=8pAtKs)-{?ETPxgjDJ&PIW778
z*8_Ew>&+-gRhCpHWefhes8zD_>Usqz$po;qOR8Ir+&va2g;sx1`{fs}rwmz^6>p~v
zMD>9K=fU4LLh=;FLpK8Jbi3y1{?5gh&?(Y*tH=F3jq`fggoD2X+0?J)>^j6R^WSFt
zTHI)Q&HE>@NBEyhFsG#2y?pZUW2Yr5`90sFO}9@C7u7)A&7@UQepba+zQ<6vnhabp
zn4`6vhz0dRdU6Yyy53<$!3Gvt%e@g^bI|Q-@8md7rO-&h01|kzb8!l8%2F%RPs$Nb
z?U)<I8{U7`^$wzGzWKWkPctu|G22N8s61@Z%&j2E+bUguO|Z5wr3km5P}m_bLDUo)
zTBu3!7rc#ix?q?&vL;tuc@=hI{9Zf(sxB+H1nC+#;8M+qS<(c9->$M|a**$dV;<<P
zpz;yvycBr2#76K(bA#U`|JxZf`wV!^7EY^UG(f>(CWum`oIjz?8!q`*q}13tK>>Ui
zMAEh%;2^S_H|zg~U%6Czkn6hQMmKs=xXO@eJkUL`hSOd~{P@)>C$fTka?d^TFL1uA
zmUA=c!)XPg;@DLg%}LSD+H9{u>Yuajg6!OUxj-TB@?jb4bR^x<)L+Q_T&>$N0T+$t
zh!o5|FyWnBbp|e~AHHWW?FB2uBJ*G2b57_xQ;kL3;FpFA9E3`pAEj{l8J|R{ON{ZN
z_ppF?MiBsy-OVNre{a5K4dj10ES`Y1VXpmN0m$-?Eu*-Kb7wl;trZ2OSAf*T8@{NB
zTh0~5D}<Ub)G0wZaBvgtlbM7S_P3U3_r_@_$XvJ=F@@s0`4SG5QTNB0%5NUN$iE3c
zcu}uZ=VQU`>53;d=4AlN@j5=HPn!`+3sQg7{reuSs|=@lbh;Vp<7J*+Kex=Js`o7q
z#o#P0V++V$oV%eZkaPOI8*nB#bj;U#p15SpmeK8Du@C{|6rFX?+jr(-dC_d`N42AT
zqMc0e-x=jn<Fa=u&0OSP%4$zJ{RGNv=kU76ou6UR*VpMK2V_^Eadyr8W>cfGS>&!J
zyKMI49q>N=*fLysX3p)*MD*R>=6Cb*Kz*;&$I%A);3$g#se`9#YjDEoMBZW*{Z3AM
zjgdp^te@Hn+*QHN189s6g0|6?ibyWOCL7mfEoU?LjAC}>RwR+EPVS|`)wP46ME9re
z?;YZZecn;nQ@qOSfjLX88mi^<r{+F12z<xvI;k|*u>M$~2Dn6d`Nw`*pJX9#_fOHA
zTQ18jDYlJp7HVGzG(37H!c#gS8`n2wc?59;jvNjn7fKW=N%}{+MHjx6oOy5uW>xCt
z#$MsQ8Av+hQNkPh(!NiAB>-?@WluTO6r-M4%MJL8n(IwP-%dcd@-J#TgG&1rU$C<F
z$H=I)cCYUt9(bO=FU(a&TbcTGZLmQQqmu+)xfVqH+ytryTaNUgK4Lywb@RlReVl(~
zDGXclpSe`+WX84<X2Tv;Dz#bfFVx+{^k970yVEN5FmUnJH=iD45D;zC(MLbohO+6W
zj-ykvQ>B?-qLxtz@!$jkFdCyRgN&Xkc%9ju#J_`raw^sb9-xkBD<cfD<I?E0E?i2P
zy4K05)b)=OYyZBLD*mu<VznPNE<9K}JWOiWw;<j@(d{0#!YSclV|f)Bj`<ooF=&`!
z2sv<Dz()5;eq#8&I@i)4XZ;-|syncZr%2Hv?!{ga#3twW!A!Keo5^{ia+EswCv|0(
zzHypR;FH9@{(~=UB;VzwJ?Y>-l%nmrHyi|BW-(@0bXP3!@z8_wh7YA2qv#HCl$KU;
z+ImeKq~sG!K>|ee`x+|g!#a>643s?qP)HC(S>1#x)~s|Z(}m8rQRL8fY?ACN;mR3x
zT<)oEwGK|>{SgDtaslFAAkYtn!PBt?oC{i2#3v(R#VO&awM*XlG2?8s=zvwgm^Vg~
z_Duv9pv3EM4=Hh@#g(Fr-vW8|S7Osym&V$RfVO4|`yh|<W8ZC|swr9%>qT$r%uX+P
zrtw*uEJ))N+ozm4<3>w-^$-9T8_xA&J7d+vENQ+ZY|sqK8F4jm1bZE5U*~4{eO#Xx
zk$_V5*J!FkrOZ|2nNq-VnT_9C9vASf)U?4VbK7==`n83N=A7>2;@6d~?Y-$>1B$pr
z-w&BzaMNEv_H0m`aoDHB$RlNV@*w3fF+Rb%^9L^DHG@Agq`~-s)m{hnp6WJICe8NC
z{9Nt{h1);INzB`?D;eUV5aK!{R{E&RWpqJ-pv~r3Ue|z8Y#kFyl>}1gh1_Es1M|5A
zJE;nTOf#z1Y>Pl^CyjOH=O5q?I;OKGDI=xXrAdhVE|;pm!F<j*1Qso+L8Z$zYC)Fc
z*7kjI|Dh1fbiRMJ+z&O&`geZx5<7?PFpWbGsN1&pmK)tq$<=l)6Rr!{vtAC|cSlBK
z3oP&L?fjOp>w?b@6jV*}0%L@Sh6y&QU<=+A%qSZ;TU$TyqgVD^D?lZfUqjn!6ZJV3
zwB8Mm`xwKP47)|I%!*P{4UfH<-F~T^c!iNH*!(^oeq!A`B)C8E4?B4g!=ucWhUs$&
zL)p{+l)k{o<o8{%Oo#7ALW)8q$HV#?xvt$DCcLPt$v^iughwd&6CHpF514gQo%_uV
zuw*!MFCPrl9KT#t&>c%Wr>7RW1+55_vr74KPP)%OU+m5;2W}IA`c#Y3g@^CvK7-ay
zxcL4<G5-(ck!=S4!)O4ub6@2h*Xfg3D#z|Y7$kVs%taBt*_g?Zmz%vnKKZsIme)g1
zH$ct>*uX-|%@>(^KgU4Ys`Y@7I(td7Qmz`SbykwIg{e~U|AVw1Ps|0(y>IKkXz4kF
z|N933CLL9kMj}2>;lHkp#1_GVw(F!gg-G!{Dn1a(8vUejTWQ7JtM!^txdlTMU0Zz=
zO#y{jn?F$!kS`~aFv&zYg>Wg3@@6<m-p@$Y@B~&;hC5_(|6siq3C<w3oTSO4Eu@az
zgSF)Ot@M+Nl1`+nBN_CyNJ)E)<uCg0bfXvBpUnh*@GbX`B2#$nwaL}1@KLd8vTAzI
zJTP=?w{gEvms3T*Xbv#bOiwDY#CIK0RNV=D+ElcyrUG4d=%=eWJ*5V$A7pv-Q*Jju
zT++4tUF+_^gU5Bo9Lor#dbnRI(^FV$F$-4<9^VH0H190CcrxgtqY#)hl=Up7KMjoG
zUWA^TNcgr7ha4s=J})jOw>*PIhG%LID7y^X6LkF>4hdAND_U<~zSCXNrFmLo0ZMND
zNXbd4YG>=WVEAA$9`H*g1-3*rms)4{r#~=5uo{MNdfHY%eXaY74)mp2@hwhz-@%0I
z0VK^oSVZT!$)$-nu`5^y1euNsIrLchX~|LaR*_J3kKLfOh3<L(8_k^T<Oafq=-nRx
zIP#e7q^pM9Qoo|5L34b0x<n1VLtaEeGYHVEQQF@W1by*U)B_wYYc*Yd;+(mEi(UMi
z>$#>37uxbGvaCXn7#9m=pDin8ag1Y{5xC~WS)b`&FeNM+^Iok05+Z45iW0%f2#B%f
z=Br*|+H~i@pN5G#Gep9Fp{5aSR|m0|YqKMQ+k}TMGe328e!?Zj*G#+dTZhiwJt7qg
z_6kRU3+l;rPYg^V)>uYdw!WV>PQ@dygzE%9m(G@d5Z;J*z3h`b|6=jWcYmRuF>nN#
zFOFbKUZ<P5m$NI0RU(*u(vdbDA;Y-Xcvlk!q4Y-KX$6TA2;e-lVseB=to+iGm*g*|
z&5J~l%g0B!y1>Ltz<=gbl&;)j^@onZ^=H6L=~rqg40e8pRa*nH)zwtxE--PK)A)Cv
zrDfGumywCLPSZ=L>PqxHSNqOiQtA&hR7`8N_T;{|MrsgetsZ_|2)Fqj;;_15knuTO
z#7|p7!)M-y!h>rUSDCZk_686#A>pH&2Hn_Bwl}g#PY0!uV0)qX4a?~ACo8@|^Tg8B
zaES3#VXAf(!Y~D3Q$3r^W{hsHKLT$GIUvviRqsnlB+c*Vs(n9WtNQ7v`k_@ex(Bcn
z#xE1+>CwHNc%$<x0g_8I=i5J%(wr?yb~Sn`l<q_77gMcHMk&A9_NKk`mY1>p+S(}K
z(G*nEpI6R7de*HO4;vs$D<zplf^(RJqOw#yfZ=hf#Xq65bGJEGS=YlRpErgvyA@OA
z^?j(wNNvQ-l1B}w)x2Nf4M>xKP07k^(zB(q{E+AX?hK+>iQCxQVR*t*oYEOHC`2BB
ztsj1KDJKj2O@*21i`os?`MrrTbu|6D2JJ<`zNiWY7MWZ8Eq{PxBt9O!2!RG%^u+5H
z{2n{KA2@=s5W|;D@VI6T@|F&}oXV)VlH1#$w`GQ}&g0-7Fz35Zi%SQDL}5Yi&uAt8
zVeiBacDH@kgHk#EIO0}L!biKcIhc(-0Q90Np(<jUOT}&@m&g4cv70W8&=`}6X$=9C
zt0kGl=ERTRJq;wLe2kaZeh$^MrM!}Kpeg>WsrIE|I@J@Lo+@mGge)wZ_s~l~*X_mO
zZ~R=7_x7OMW2{%l*gK}T!IA6rjg6b!+>@f#?IFHSb_(%oJi;hoD=Rzd8dToGkujml
z%Hj#SO2-swqR}NfO#>y#y>3C3?^dyH*yYqt6OjfvVhxL6jhX2_rE1E7-BNf!tgWAT
zq)sDLxSS1H?%+Ms(Qy2Oc;4`0T>4mifVR}v4vuc2^oMF8QulkMuBUXJevlyDP*5$0
z8Hqh)DbL9Ncyl~2K(qA+oL(L^%^{%0i?TIl#|Z|+iCCBE&Q5s6Fw>277Olo}WYmEq
zL=>*UdgX|Q%!m&$Nt`>q8y!?9_hQCcYR6gWY(I2`I**Q%oB)hrxH>s;mSRK_QA#)?
zdST>1s1w3CULNwW!x#vAgF^l_X|E{OirJvuy=aL*%VdHuv|P_7r7Aez$`sEBP~sT<
zh2>xvAk+yo7}Emz&+mleRB@Apu@y?JW@P;8kMvvZCYy$;JhAq;m`1pp5qe-V{41+^
z2so>?cz9VYmE%J`Yd%C8zF#tVBm64hJp=XRUNxm}DvdONK`^j_JZ@uy(l$B6dWkt#
zpLi8OE_WF`%f%(A+)#OhoO2?#Noc_>3E3O!xhLk7I{shz%auU&Ha|Y>g2^OoQRe@j
z{g!HdT{s8q49V#W9Q$to)=6=(*6sLY=$|#oY0`Kty>w`r`?rs{W@kzb!F%2Mc(I<K
zkNwac*2S*mlt7^FQ(r>@TNk({(y?;hA@elBNx;Stp=ND>0YnDuk#0a+tm!o0TvgOU
znLW!v!8mH3dH3qc19H?VyEO`~Gq`^xn{N$Pv3?!%fZg6!x!dWz+d%*2d}f1@%Epz-
zx3MFAH6=j2)G=C3Bt~=HrK_)pc$53jx#6BFaN~w<I>)Ys<c4qJOMN{jg>X3nM9X30
zox1P_G82L%boFJ-X&2DdNc~uGNd6LjvH4V-&$ehQwxL^ahS`x&lr^J1sn70!jP;Q}
z>}@*L`k*=kSFaet3ciHQIa@IZoG@mS#87C89O;@Yj=i<o{dd|@y@MYCr5_X^3X0zP
z=7<h6HbAjX!o~3trhpN>OTZ=Z(bn><`i51#y6R8uTokd|P_;|v^YXFiXeBza_Oh|Q
z%;WCts#@#y(4psaFJZ05N*YsO?n0rX;fnoN{euXK(4)A&&&dHH*=|Ma#FfnG2NvJ{
ztf-Jm%;41!&@E^(l^BrLTBrKaC)asVa5sKlZj+Ev%A;F}-1V`DVZp@n6pb^jbr<`1
zUnhl5g;+fpbWfnXUsXTaAF4Wib6pLYLVSEKhfGYeBde}OT-87P=HFl8syS3e6S6M&
zkR1-|X&@}&<6(I{Vo5L_%4gxvTT-lYajF}&)Ka-<!j+UvZX!HFR5TRq(Ei+lnDAzZ
zedFRk0_Gt98?<r0Uj2K04dJlu5Q1OxlMz$jF}ozLYf%`uRmR@eUp0Any6$>bNb7K>
z?6wjL1>i9h3m%ZO4k=0x>S^dwz45sug;<2gZC#$3EO`Bg;%?M2*m6pT_&poojTdz6
zJ#s6S&v<JE{=EoRU<`a*DXv`b_E%n+J++6N+|nq6=D+AFkHBt1%4iD15f8+W&H^X;
z85MV~HNA=Gf-Om7i7=pHbCXe7a&!svST099`G~~JTK-Evv3~_$X?!h?bBk60w)gKz
z>%5?2o1k$W7&fc$GV=WjfZNKw9e35rFl`6EOs^op1!Dd}2JBJusl-3jykVlAJ2{OW
zXMAbpm^I*4hi_)*P67E3`}tccbP#zfK+A|Lb;(F~m?+XzgjZ9+IAM0@KFjbh_VoFZ
z+4x%Rl)Krej_IpRFi=$FLsr;(lLga{_-wz-W3g7ly#_TK%6JD*O{zf-quZz2ZwaUM
z|E`D$%Dy~_T#bx!?!Oo|oH3k{?z5X*Oj5t&^9ionE8(s+%J&YeHOU(F%5OSa-2X}~
z;BTq%r}Fgb-l6YR6?Z72#-koPmeFsGLn+@I&#x&k&yBw|`cEo~7xFoMM5BsTDP0M)
z2iWtO^IJ}7lu-4GEo)bgcWbDa96*iptwH{H8|3cQNmp?tQmo(pX!e_RsWWw|RCIJu
zfXe7uuiZ|>YSpIHfA;&njY&~#6F+~>k<VrfdG#y1@4Gr{Z6eQpUG7)A1g%rm`B{)n
z54DxU4~{6d+#s7cn&0WZ8Q*blirm`pRmu)TMz#%t2(zn$!kn0-+LX{|3O+NC2H+}9
zqM>MY8zEum;#NN2*5V!wwesoY-U{mm(AM1x6h}2PiX94p7+A!GbdGcYSt)Pr1u$B-
z1~q0Oo%98<%Vb;L*uqy#U)0_;_JoRVa8w;E{W^lhp3WQn?EQnh1wa+z$JRKPqKDhK
z*QKY>OL_a}U)g#zR=$O^y%vAGG^q+`LF_dIpHDBhTS0q6pqL+K90ILKw>U`76IF*Z
zZ#&Yvi=ZU;iFdxREIq_(U+W{}ibdn+AKnx#@2iW~b1*pdG2c~XSmXRFbiO+D^eKVN
zl92@|*B)l?Gs1yT*@T{K0sdPeL~g@`Z+~;u`!H(<0P5H2(Sg=C4)m~oP`rPV;G=<Q
z0Lw<J#s}l{PQA#qPs9`oYKFS)-7LG@<?C78V1~j<4?4ql!@<g1{}zYo4E?xnfxhf;
z0F@AcqkRNZ_;jhlgma7S=YC+VN>TbqUf*VFAYtYz3VNjgUf%_5J1M`TWFB*EW!0ql
zm1hk3`g%<uT77Ek*I)71{QM5~jT}lG+o?xjb4046IKGDdOqxRZJ8}FL#wIeu<ZoQw
zl6h5tV*+n`rY67Fw+OhDSD48(Q-gbY-qN?qQXyLd;kC3lH}O9V6#l{w3vw>y3Ldms
zCj*X(N{24AYF;#D;RywC4`4l?ZF41{PQ4C%mwZ@N`<L0T;q2vI4x-Rh9o~@|Qrop=
z{7CpkMXha2dCKk@Qe-sBy(^)4FYmV*5rRpU+u&-5M{ABT!O13GupZb>TTnhx{BCGw
zdg2kMET1R|w@GkoN&!7_K7Eef3==aE&XmoNWxDesG9nvV-?~BV-iuHr`}8O3>794d
z{~%Fuk1uhWHB<JV;&n54-mfWn)ELjW`Sll0%e_}YJwX=W=HvZw$X;%k8XM-c|LcB1
zcbzaw{_TLoH<Ol^F#5Og^oL9iU*%&a-ZO{H0tpltRi#bqmzTs#NKvAmw54cn2xOou
z&wUT%PUqQn5Ie6S<7kJmd(CiZak||F>)T1Zm9ARI<m7{v(2xY9&Xicz1Cx}8RohD!
zshV!Gr3tG)79)|em;MT4Ye;yp)8;y=c;s!ZFzp(kv;!jNkg6)`TZ^no5ULn*cD~+C
z`>UYD@aHQQs~`EU*Q@|YS}M3iIk_p967Cf41@UJUSUmhFUdUy`CNk+`QQO8{8v+X=
zO;8WOkpowlq<Ud|;CXBl$Pfr=ut(B%4W`?OC6BC}x}={gd)z72y@-&niWid2LyVQ;
zQgeeB7&dQTbJo~-M~#W1B5_|z+fu$ZD(~k^Z@BZ%w<isL<(4iac+?0FQ~f!|5tST=
zHZqW(<V)X;_44fYjpV$zw{2j_n+!th8q@8`xH%{bts3}?EzRCq9bc1Rq^faf$Q!L`
z;Jr8VE#ok7wBa@FM~JO+krvNqrq4Owmc8HU<-@!oYj5v;CJp(M$I+_^qX5+&)ZGwN
z3a)>Pw`DvZI8g8P@mc}vtN6{WXxo_*h~BCT(T-E*$Y~_zQkr-qdSh5TI7m|yb&yk$
zxOG91T2z+@y=OcaM}f)y;+OYc!E;$jlWjN!i0bo}zo=dt&A;;|slQ)MY@Q=tGLkR)
z8P@W8%b66FruhG3Nk-bYpIL9WkYTr%4l?<u#Ws(Swdkb@UPc-wI5&TT;JhmKzpbV*
z)<4i$!N&HNw7B*K*iJeX1Sp`jeS|cS400QWS92-#d~o*lO1D&^)zMVlO-_#)yi9G;
z!$9gLsB!lRSPP(zyt$j*h6kaH91N;PuinGiiWGRmwZ_@DwO`ST;fJL7=!B*XDGt7w
z;xK*C0j6Y+FtaG4o@lIQHA}iw+8P*mV})D^=q&rUv5W{peWp}XeS#DKRCL$WtTy1}
z%OypTGg)k|ZQX(6of6A}zifdp&K1;>)%Bq=I6TGZCymmrk-@$tN@y=Zi%I;5_r44u
zPA9ioQ0s^DsA++SPV=Le9_E|7nayT3Il)D?t;z{jVYAs6w9i`=paSwe)3R0(vhsmc
zN=$w-I5;w}>$FL~zN(muIZ@)S(TK~1I)QMod}5>WV)|$2=|4G$+!SJdkq-(4;_tR_
za>j1WSIhGrk}Z__&3EuLer3;7l_9EMtxqr?o`r9jlLRmp*F54Jm~iDe06XoHpAa~?
z?wcKWQUM%BN!WEJTYGZ}bs_EuvW#S|IgITEa4BE2g3${c&-2!^tR2q%U3b9InIRK<
z5zJ6MxV<_$U}d^n+g^zI3L}9%`CQQED`(GOk_!iMi)nyp15X!Wuk&&0>W&tAgv+}H
z8z3-t|Ezh*tyn4P{TbGE-xMH9+?Hpvn{t>V<h2uOd(MkVn0i%dH&<sBfBdsv-nvcv
zQpdDO#tT^GpKck3e_dF4z<VFhA7~er{{~55a?Xz29vIGkgi(|1l(SBDof^gE?xpZL
z2Nj_!UlRE_jcr+C3s-3Ywgc2-#0n7oRRm_2xpVawig8prdA8_uAG@B@Du;AZcho-c
zRkk;$(l<D9!V-pj14P`ayq)9x4>O;`mR4|%4{;q(6aRpJtckp$@5xi96|u|<ZL1=K
z>>zbPUKV3a!GDV%4E=0$n0<eo>+HpAS|5{nf0te0ebo~<`2DFkAEsqP4O=Cahx3e{
zTvC@`Ozq7#)f$F$i_CA{s9^DhlMuMiDGqCNz<)8#lZG)GYOyj5sa@?IOxUKjmaA3V
zcb}FXWkOd=LXrl)B%eHcnJ!}$G#Ia1tZF6?jf|{b^yb<e8P5~AVRm;qGcqSXdzTkb
zY}l+f{t2|7tKD(2e$3~Q-}AmiLf4%5Pa!tdSictfSN;yO5eT~%)ew<=p0Hn1W@_Q`
zFRolRgn=U6f_3K1HdC5fVvO52vnEt=pc(?B{#Et07T?Ufn&EF(j^hH@y7GrACxQgV
zPLszBz}aB*N@g^OJIOoC0-JV$%*HQv;~8bS7tRw=i}o!^Z+Q~<%n)ttuD?=81PX(y
zu<`IZvOnB4{0gJ|$(c120@<tUaBv6gBP^RQ=Z#~xzlb@z;e+Fu6^@Xf7yzYKL?9HJ
zqxr^W2cuJ_^*>+_U9a`lh(_T<m5I(&XYQD?T>72Fj4COD=N6{aiqP~QV^V}E(#&@n
z>Rf5-s?)`qpUhlo!f&5kX!Tsu+j++vtq5kBs`XE!e=Azd`7yR-Dbe^dqa<7%Q89MR
z?j<E&o95;h&ACzjaxduU$ch^ftV%v4klLGvU)`l}N<Oc1`_PBCU$N`dv~Vu51GmrX
zbv(%kM^!$&<e9sZDW;2dz9@T3MfqPoK$i105=>o8EeSFjxwiJjAbnk577vMsNiF!r
z0=N$)*#70H9;>Q!5<Bs(+$S*W^YUPVK6xd~!Nq^|3rUUjG5n@UM=Yh0y=p4c3mE5H
zZb=6j;;N)9(Gq49@io?$QoB1IAQ*oXak+~Ky&ektwsKJoNgw-{3v&CKKH&VR`!H(l
zF7_0SZ2Y263|oY$Bz$$vY-Nn!ls^7DO7I?F_VvmdU+5CjcxBMT2GAIa)MhhmG6d2%
zvoPyMqBGUhEK&2^EtG4N)Ob&V?LTJBD6ZD+XvTv;mW1G^UM2pY%%!GI+0{kO`wWSm
z%n3s!ErHwLsiY<6EDmsMcn97GN1;Y&B_~MW`5?i9Uph0ntS|#>ZW4jku$-FfLFLR?
zEOIW%^ga=R_F3{uU~8L~tF_sgHwt>Ujf%T9_hRM!n0wMAG(QQ(vXiPiXV;yDiVI4@
zmN_uKad-E#dM9;6-Xtjb5_)-Pt94*+(tKf*#Fj8yAhNk+1J0Pn*%-X8G8dL^5BfNy
zyZ_46vn;9fp}bn~nS73LLWIahh=B;Pdt?T)Ym)x$pKpK^-sw{bgn+YY3}<n2k_Sg=
zkObd))!;aaA4BY@=5CT9%aA;{V$whEB9!e8iJdzE%<kKoC0UsLSrCADPB$@P`0^1p
z!DXG&2{KdxaUg4ol-}UP-AY99zOg=PM;J&*98UZU^5oD#;X63cQ0N}<R+D$IV5>?h
zfeT|VAm=_;D9@h{m~y=|EbZMX$!M#h^fDI=f@6h(!W9scnBao02^bULvNUg)e7WGc
zr6wNe3_vlUj<P=!^eVz!E$``8!aGhGWgxt~F4QO=v-I4Z-z`PnwfNzU;T2Wf2Wm@8
zMXAxd(={M~aWv_`#=oRI`9m?2#|%{T<a9zpF~E{2<`zHhqUeaC6P;eP`eQ}Jj0zUd
z3l|Tjini*%+3cvlX_*XOXn$v-?xjn*s!}n<X^t&Ih3_n6HW%lkEf|m+hpG@>i_mHf
z<I;f`vhk!|-Ij&ptDG$Q71Fg&8;z((I@M`Sg9vO%TFn)LBw~2dozI%h72i+^wsmGH
zP*z%pC6!wMk+J3M8q|@rnwxEP#1<y27V?%}tY56MfN^`J)`vd?I_GjmTGu>Wpy5xG
z5>r=IULwlppA%)w7J~&pj-TYP1UBik&$&Z3|9qXJ(joCIs=oUmAIqAli-cjE`^8e=
zqlZ8a_<IPbowWpY8rP^q7|xPc4h%gwbJ?*aP2Q8!j({~pJ#*kT5I@&r`=cL#nQL}I
zq^~ppX&<8f$?g`t+q21p$}5T*pIadq9)asH@SgHL8tKv9O9@d_SGVEGSCq@u+y~ov
z0K*tFu|ZXP?AzD8y^-2&WZ<?JaKsDupN6Q@v!XW&a0{Dxxga_#DdTYpQA45Je9j)g
z)U?+xiDtW17J{tv-|-)6lPoJvp^qhR-91w#q6Ny%OSXG^8|m|O%2Q}kkncfK=q}^1
z$f+yszmKZ7N{PN*-}~{=!|lhL=8gQ9789+9J;p#vMCz^SMct>nh5u0K?fy>y{gozr
z)`5On`Y8)@?X0F5+?o|Vn9_W2rjjRw1g{PK0*G{aox1DwS@+u{oBl3@j9xtwgN3}8
zWG6a7G4!xEy5S@NxudBpZe96$kg&!U*VgAii%pnW+#r3qI(3jPX+%;vhNhb>h0hI_
zh<X(*@aRA<hB}kHuVR_hfWnnlMwcx~M5G`m`B-E-RrB?rI$5ksN7455Ftu{0oBmXb
z5j--G!JSPww<#HpPEpM={)!=-ML|tp3y=+D@Y20!;zLZR5M!#R_()r8O_&s8f!)TK
zywV35RP%fWRhXHVtJY3piNjwrki4q&2~;~tEI4#dYwX&#+#>lro{Jw*(m&KL;e--H
z^E*49oyVOtJdyRvB+tfZh?TBwahlnpMF=ZrP@GFamobBbICSQGNYSP3yx>t1{uU$o
z#`oD^#POW0OJ4k|rIg9>ldn#fT)kfchTh4bhvw4=&0rY8^Mk>QgFW5c_Bp;pDnz(W
z>TiE?0BxB@Fc&n(;MrXar>k#2c`PdNY=x6A$`1Q3fj#ToNJ|i7_-|_LzB`a}t`T}-
z1Z97{E3Yhe^Y;ZhL_`@@B;1P)<_cV3Y&ZbEvE0YIS*)TBCw#5Q(#b_UNw_qYtnlcV
zrn{ZMpC%<ge7Y{W{ffj=#A~*J23C2zC)dfBX2a|Iu!mr7@zIQcHc~>4wJOY=g3Gcl
zhJmf{EpkgChTwnf>5xVCQ+)HIg1~X-Datsg*K#wc!8Ak){=t+UA$(8vSiAt3tQ2*=
zn7iV?L74E^3l!HTyWRxMx8C~Se(#J-sS(CB@)ht8d5`-q-pZ5*Z}?pGOB3$(!<=ms
zJS&qiS}w`Qgm&qda@Db1^;6Z+3uy#{TsB<pcy%@@4Dq_}?=d&Wf?RZW6hEDBdHV|}
z4bXC>+BsP<sF4JX(5_4N<e4vcY|UP?M}y*2S^!|^iqeN+fsDqtF+S*MS?j;Jg+a7t
z)*Tz&B_s>F8Hwvcm|dI>xI6=mqA1zoe>zjIs%H6hzJ43COMYv;Wsm+ydtNpi*eLDB
znePJ3@Y|D$Cy=@^=#*Nf8Y9PmGhEa<RyBHi6uxli+B-TS$z#<y>{JT*rxk8vaoeej
z^U%Bsxe!ODc$~<^hdGM(S8JLh3ao}BLmND?5#tKwpK%ar6l^}`zE!4j5zREa_a75l
zh%@Yljzf^IS$(-A_bDdq#NnbPCqVpPE6fCRv>}UNH3!bGW=Ay2kDX<4!srzDP2pi2
zvz(-x&-2XfX(b?AOz|G%FU~F#-&>rLbm&q<lXn0PoG9A2I&{_bi^E0Dbx7vEay72X
z&LH`l6C)YV(elXD;Vl!d-z#rkZTsJk>`S;vjk&BueA+}!J#-Nn&YDkK)l-<QRJMBA
zMi>2jrVV`w>vF%Uzx5e*UQ8h0(&FMqVJNi^Qq>_)yu^Vt@mV8u1sygV>H%5<<o=O8
zqZ*n*Y!RsFrG`CXt!Ky0tKBO^nO)X97uE@iM&HJjDr?JrYPdLc-L$93j-VKl*E;_~
zA7fJdWH>C9?u+0vt4sS0`nh9ucF5Y#)~D0C?<zyoaDNB*TxWXnWxRSuE)_adp0AxU
zdAdv?d1swcXZ`BW=c|%AMwR1s3v}DhrpT1-oz{|B4Gq3r=~{niceQM&_Jo^<8_>r4
z@9-=DGBVyKbLozKplc#OWOW4D)+(HyFPABo&X|8h;4uW>RG*L1k`F1lBHgR#b;w1~
zlY(`e3+xij7R)GPCfG-ia4A8yU1gww^4muK@4teP5ti5{hjAzEk@1UgAtxvIOVw4D
zr>Rmwp(OD)LJtU?+|ScCz)vly9Fe+6fFd5Oef9TAkJS}`at+~EqqdzwuYd70b$Xea
z82k;ai^NM7%4Wyh0Y`ZKp2_AO-O&<wn{6EjatRmJ*O2OF)@$>QOST1OY*w4Ek;6<e
zPQ`IDR8*?S2C}AarUb@xR_7`Ch=TT-Kc6h1+M&Q}*}*?srzI-0V~84hnaeP34;#N`
zGBkcp3|?x9DQu1hhgb0#nd~X?2oyDwUaB+$F3EvcC+f7_jJ;11Z0xT~+kZQ&kREaE
zF;qT)6(4LhUZsp=n0c4OY<C>&oe+M$KH%OU@|XVCiUR2>rFFWwqy21UOl6TOImhJB
z!W%SVv)wn0>=KGo?_Sof2?t>(F4_FvV8c{8UbfWdd5Nk{)V-kZt8;Q*T2{RuJ3lb8
ziz=~-;B0RtxL7FvE&aXoA$T+}d)FSlazei(I*t<QC?b9f(-2&7w`EA3X%b8df{D45
z84ZN;OwUPYuMce-;{44_LMyK*)o+GtG)NbqE*d&4pRT%s4QLANQ#O@iIWnz>yY;}x
zv|}YNJ{7)Kdg${REUkqSkGn-JS@ER}m!2-BWAW3?AH%(pry)?ahV>B`Nsh76Hj0Z(
zolUmluL!oHf!ZLTuYf>z1@Q&`l*v&kNwK|;W`JEqxf5`x;^nSbCBVA`*X_+jHU+OH
zF%8WIuap7E8k6lZy?)a5iqY)qSV%QzDSSNXX)?qCzGF(38k#X`oFHi+yw~GA)ST?<
zHY1!l*`2w^Cgw2Tm@_{zBW4EKwQ>A4*o^RD?T;LKxymw~Qd~^X_B5=ZXnvw7`;?1z
zqQmP_$c`og)`(xCopXpt>74#ZR`M2SzH}f}%K@l4ptwcnP*EdR9sNbMfxag4htqr}
zN9~)oCk+prSRF4rS@GK4RZ+(M?<cR{bfMUGTmhy79pv3qH`F8*s-R)ZHzXa{-+kBE
zCY4W1`PlL4quoVd>>r3$M+y$0<Q=4Yr`v?Xb*lX(CxOL<9{zqlEAm9b8>nb;D8=FI
zv?kL_TQ1>`X}I;nsxa!?@9r0FS0RC+xc9X4RqJ<|X0vnFbNo)|zD}H3qJ&2YMGXZz
zudDgQ<qc{xO0{0AXRL#?v56wG#ld)6VtP(B76TjcjSYL#Q1$}&kG6cnh>KCCm)0_X
zzSgI#iXWh*7uxlHdkAB?CQBlb0sEr1>cFRmNAJ#ciq{V#F@L@MWv>4=<*GYIjt=r>
zEy>F|W{)opY?h<==*g?3YK#&4r8zX@w7kZ(I@e1@>|=p;jH{X^EMw)L6PF$SqgNCy
zOs>a~{|;7?x#!cOrJ9p&voH1k+J}Eo(EI8F?-mm8<T!bGrJDbj@52EQ(D|4>P$#($
zxTCf5DN|uXXz0&+#SPM0q6%@xE(3PIziS<Ny~pNszKRlbq~SQj>nU78Z3r`ddpb7p
z2@nW;)Ke@>z2wv;#J#G_KrGsMT}_B3U9J9#)z3xq8Fro9ap#FM<k!4`eUnRcZn+us
zN}_@^kApslaOT?QeFa%Liv<;>ofwlqI-7B--x}I_&F9vW0k0~x&!(`^%Fq`+Yo&qd
zjL>|`i~d~r+)<__v9_0wlG#OVJCx!{u7fD_o}_)t-u(}Kjp-k$5arEUOF~0H(~=qF
zTSupZIM8a(*|i0JUazR2YQ*LjeAPh1fFAckleWVpUtf{P=O}71l?_u=N)Mvgl)fYB
zAIQ}ub@kiL$~q~RoMUkX>N`uCL7OW|bG!gfM3dk8H<=e)zm#BHX8LQg`wV{a35+<{
zR>YaO-~n<EJ8zw+feI?=JI(n9%h(l~kTAm=lt4~|$vSJfuUbmW*SnB_6?y{-5S0B_
zjdo2)PPccAotuq+M_ybcBF&EB^viW^$EcN;ZDM{-x2CAsxyBm;0A<2snt-u7Sa8Ol
zAU1N4bbC>W`=!io_DbMIuD_5+xgL>BJF3K+jNaAi-nqO6q%*p!Q2LZl5RaG3?Ew?6
zRl&<Rk%Q(Psk}5H^B;R1sD0Ku_lWVW>F%(do}6sV;FXnya6^Pm?8omr;nHWu-ci@|
z2A~F?zJ1n*+*$MJd8a;MoX-g;$1FO#JQVj{h$<oO?*}|hC^Tl!;%Nfa?Ez$pS=!uE
zH-N_7iI4-f!|%A5{CW%MaAY{E8{#JBgkw9YJS6zAnbnHGRipGIE46e6>n>W1bDfx|
zIjJ}<X^P%VUDZhuhwDYHEc_Kau&!e_m92|0TN5?g@bJp0`OaSX=9MacRWQ@1v$mJ(
zl9aUCnv*fSU)z#XO`(K<rJgIz{V#@VgAJQmRnrA1c-aM5&8ZA$-!KQ(d*iSDgofd`
zw+j<0HrkB1n~H4DS$Vm0H0{8%r@60T4IF$X@^$1N!#x!oABh2#6D`BZXvc9?gcoxq
z);4C_`6ev^<s6NB?gPU2K7-O@?Ohc?R>%iK!uV1jC)LBj3drF<h1~b8j4ur6{mDLi
zag<FfT)8;Wxu6#iQ(Cu_Mqj(NddmbSNkO%mD)p1zNlvU)12#w#j9vaa_MH&Zg_74?
zJf*zSIZ^DPIkKg5*scAf$MF!}3e^^G8Pbv)R7+KFZf+0JnB7XC6|~BQqMm^Dne!QJ
z-bte$&FA3;VDVkDe5Vfi=cH>FyB=Uk?k;>SyrH}F$_TLI-4`^;W4xfF@}|j#B9*=c
z)~BqaDRgZe95N>cyD)7|7*%^a2CpAfT|;#gRWDHdlW68p>fnqo^mdrsgsC;td+d#(
zq|6H_5*Nc!HG1djOE+y0dy{h9t{Y54uxI{8^?aNu9^Zc>{|skup1X_CL@=NPGdw}6
zD@0Fo8Kc;H;(CT(WmiEcJ2yfvak7w1reN7LU$rO5cgFa{t=u2&e8R@_OHC{vl+7&f
zno7l0dC(^MMA-hSn$ni}gphPkil<7sT|`36;L(9DKP`z27_1E~c3NCoACeV(DvF-#
zn!o>1RBgQWe6n~6h0ZbMc|!FEvxsKu(JOm<VW&QwnHjR#<^!xp6LJ;iL58}`u0n48
z|FlT{jViGlo1}TmVpKib+G~%0@x7ugHBH4x=16JDOCwF%9^XQzjycpYYyNiJdh~Yt
zbB1JDwbMC&X&obNSJGdCzp-tw3|C*0%q+=)_>qcSnmIZU#2*kP7F{y12dVSk7;H{$
zgR;vPFqhi=Ruvy&pY~*D-8Ta)#n5M;$%i(XT9rT*;PxwI=gA8+>G7`Q>lqfxfEJX+
zc*<hssre$N6gl4;!4uE6A&_{m!N|37iXAr}3ITINRncoIU4tw)V%!tFKKkbPs=84n
z^cHnUOSX>Yt?Zh`o4ZV3OEsub03h3os88IRwsU$uT)X5vLKJ6s&Yc^85$Wj)udgX~
ziwCVB({V=3J5v+;VYSI#9P~zith-SstbbM@JctRY1eL`a&J1nlxH3HZ%qcWCQ6yOM
z1-gIDdiHc_`8j#kFyv8awQc5bcF2ZrWHK;QR|j>y+|-IAe}3Qiz<s7eZ9(>@W@C7!
zy_l`i+4uhg(?Bf0xKnRNa_tex;(*>uA#MRUt^3PZ<;BIYU5(X8RW+G&XkH`gry{zk
zPnhPZPnDI9qN6dzoSrgkM$*knZ@D|k<P78r&la*kRk$GjRc&R3cxXtF4hKw{>5Qy$
zN+h?jiJ2{6U9Nd%9Bg0ltM*7?j3z!*7y_cPgutxQb0hM`tg9->GTnPsrPPM{4bRQ&
zO<9HZ@m1Ij=Wj}uF^bwUW=<%wCOO4V=0>nIlCVVsB$}wIOICICuXlL13U<elyWhQN
z=gNstyC~k?Nvi4*+eS)2&J{huJ!@7YZKe+@IJ~pak~we2vh_7<ZCcRV5Tq)F$j&fv
z{cCM4?`Df-)yy&}{{W^u{{TEzDiWJ|>TM~;Hq%2Yd(22!94R^A)H3R%jftPmuTP@c
z+rrXGB%6M{{i>C<oGY21<v?<wk3sKQx-yIRnAKG!q9SRC+RhH=A1I`0k~6wSIc@^f
zS92E<T(a|=B9BUeBzV7nBmzKxh0g+|XzXf{yQ1CAZ9m$rt`a%oJC!k#Yux-Z;)_jk
z$~BTyiua_D^vU%V;T{`JLVKx>o>m^4+xw&OuS9JJ#J4t)-1%1bPs1eefRc`S=ZyZf
zw5jt&GH$P_>kE)Qz3P?Cx;^4E;D+pL&+WWR;*A`EeQz|-4x(sJ{)JXAz9U**EHK-|
zZRK{uOD{;haq4RoN^xOQ%_cj=*AnSk%KegmAzmO##CDwf;=KO=R=S?`ndXt4pW<W9
zbUq}K!|ev<+Gdqx8=6Ob#gEpwd&`EM$Q&nX?Ai%E%&&G*n++$HIrXLx2*B;>O*aVp
zqPOM0iMt9>6u1hc<JP&Eq8jb7eq)SP7nGOdnzbdiPGyi&1aSk!L-Hvr4Y!YR%Z@7B
zNT@Q*0I0&KUE7EPsw_s~*`)sfRzB#XR3qq*jUzq{wEqCGf`90_E5f#8wR@+=w%g##
zL;nC#1pffha#w@-u1+v9T<2VBMJqBvD9$lNa=H0f;c6B0Ps~8iY|$e#Mi+43o^ec0
zqGRMIaSFNjsbExSoDg~Ip7jJmK!<Y>D$HF5M@nGl7>J@B!9sWKRt!Kl%f%wbn{$kP
zDbXV_;P5Ke#uJ)*3&7#mBBBZ8WT?t#Bvr8osm&V)L(;31&B$1q-cT?{wm7Ss8)gaW
zDw;<c94F`LR}(n<*{vc&V*w}vj@0nP((F;qA;+aqge*v<QdzN%w9!^=*XQT1DGZS#
zBckW(YL(e&fhX{**As{$GB-in*0Aob49+Bw;0}vRah0Vcf<We-3|o04nruYMNi}2c
zj8YJyoLh>IJE^U^pr8k2^NM(k06l4uji#go(?Vm!c_SvL3)2-2?v*q{BQ>HjlO|7-
z7#!5%LOB%@BQVGuRAq=_E21WMxz*`9pqQ*uoG{})wdh(Sl~EHO7-da(yfP5r^ya(o
z3+pUG#PZ~ix(`~?tUawgIte~ma~+PPrL9@Jr%_ZQkX%^^)Qqwb&1%gmNgB6NAi)*J
zq^$+r%nnGy5TN=R<e?We%heS%Y2UfbYWDACbk_2KBnO-jYKnl=y1lHn*Gzz%9!7h6
zRcMP~Wb<9}O)X5`<?uF&Nj_i!=}wHDqck}c4`5rBS~lE5oFN?jX=7M|y0+l_ZS?o4
zj}*cOrC_3>?r#!5EH5XTqo~_Sc8H2XuI!xEo4I_rvEHehnM`0Jl6~t6wv=31y*sCL
zQn}I;+Bs1hI)X<XO>#F-JWah+1a6q=UWaQjjshMBX&9WgKm*db?N?5cEj@xn<x$Im
zq+kQrBdu~%PVGIq9d%TBV$-|ob5S^!HnwI69f8Re)7b+WAS5;b8SPxWa0#yxE!%gH
z1A1n!J6+ldEvMXtI`d9iYC>iEgD#<e_IL(1@Xk5`p0%xQrQ2IX0Xw^s+|_Lc(qy!0
za05@tIQ|~haiS{Qa!x4QQCx{}8#k5$gVTz!47eQk>S`vy9V#J{&~%|lO%^W^ZY`Mr
zC%%0vj7W{e{I9s>S0MWKuAfr7`#zrP8xlx1kEeRX((S*|<+yC_Ewp_ole^GyMU<XH
zrAVOi5r^ZBDarfOX%S#lub5A%?fmMzR~}SX5h|ARI(t-b+?0wi6LTUJ$okWF6}p;|
z?rVj%Cjq%{rB8EgjI8W-kh@iLjQ$lBpPLdigaa$DEd6QBuOlgT8<b#UpRG>9Fd2$4
zIb|5`cr_Z$nMMig&1toRIu&*R6Y~0wX`k6H7jp6kT2^;1>cv?X<{Nrqq4P|0^yAjA
zBw_wi2*Ko2Zf)U32Ol?KO4@>!g0<L@K`oLg5E=evUzAi(LJ8^Cuf)UVg;Wd<w3%^T
zSWFQiO`v3oRCSKk!|)FyjO6-MIXo#j#Y-)uh63u}C>g~#l--dnt<LDV0AshUKTUK=
zu2sf9eaa795maDC2PYsJn%d*axROApu&YwOjKWduY&78g)MNN!v+rbS?qjzDjl(?E
zro2fa^8h_LthmvqxXwz(4<sH~)m)T~#ckVQiT+-P{3?BgNj|koA%^S1@BrynCA*F!
z!!Ry-DCC-?$*{6YPyjh*;0l!iRRHzxRqf+!d9wcitUU+!MLgU?9(T&2hhllB(&Mm~
zGkH-T?;Ztn*G+`MImxXl=NEGB8QP<Y%f8yOD(9ZKtS2k8cts_0O&%pTl9n6=<MXbP
z*4uyY80`b0704~qTeCDyRFQ&3S+uv*brv2-k(c}I#4qPX^c9VbU3{dD<}-(d{d$8}
zVYm~*k|@d%ocdM`--qvFAw-coo_J%&=~Pv2%*Ng#M4aVI;-=RrT^iTd?{{_fOHaB^
z3umvt(z8vX$A7iX=0qilI2k?ay{na&JLe&ZBp*s}EparU5E=O=+tQMVUh7g(`}kC!
zm_;WT=~gtYK-yirvXRNC*JZj0)OO~hkVPjs+DEl%9f+3Y?L$)+cOaqwJ7TIk$lQhb
zLF-W<R0WSGu%qV)Ju{qC&fQCkYhv6NG9v<~r)t=-wmP2U76Bbrx!*9K;RESbtuAJ>
zoo0o~u&gBqyiMa#JtkhewUWd#%l@yiJ&i#OV(0ghoGBQLbo^@8v8;b++1tir9%DHT
zj{F=|n^Z3clwr!Cz-(6Z+iP9SDn%z`SBl?fLeGK5TBZ?_z`CeD)i8%?${Y%TW%D5g
zer?$Y+niTY+f$LQ#NY_<agmy`j;uJvP>mdV;-`W|n<YTn4mS?xy=ew!(=Cuf?iGn7
z!VP4za5n>=Vk=*a9KI9|a%%?qM7X#toTwW?^`}+nhe=(rS--S(m}NoxwId%ubDHR;
zx{lojL1%Bei`3RNizTA)yY63wLCy!Mtr+7=C?4W>22QT$`3kCcwaJ~FtV1>;R=vM<
zP=hF$$Y1d_g4gm~L?ciMJrPGi@9#zJ)S9iw&Njlobw90IwTcT&7CfGcqa@ZdpFFIM
zp&nS>l;Vzec0!w&e+OYnbp^$;td1E0JYa$=dJAH)nVAG&<l{X3O;-xKx|ozQz^DCg
zIc6P)wOXa6`it7$Rx~snTTg;b%LMHtpl>L@{d)CXFI&|$J6NrBJ2Mi*p<d?gI3Gct
zYsT#DC)0H(<aC@{=M5#hVSulE@Z7fY=#Vw7%UmYhmuKAB_oZ5-oD!Eppsg(oooYRQ
zPt#_*mt0oZysUQWyNT>Lt~O*kE|jgS=#gASIW8tv1^MR$e}#8?%!gOhBhsND#S;lG
zUq5sXi}kKA$5$Z{1;l|_N68rJfkhXgm1(s#71ZG`bvtQWYDU)a=Y%=H{OdACH&S^q
zx9-Q^aDPEpmFLtL#uH>~_uP-tk>ZLN_9Ea8{<P%V)Tr4Nz=GK}pi%AXP|0#wU~x>7
z8OW${&TAPy#*qRGG3K6%0&dSW8FtRq>S;F-`>=9*(Qsn8GB8p1d(@}yfI3pc9y6MA
z5GWDve;a?~Otk+1u!4W+xhuhk2RW~I_};;M6=+ZW1QY)NMaf<SCrsmaHOpgW$%~RO
zPZS_b=bTeRsqaDgdFU#XSr;UULpkL0R`7~B;;4xNV>$OCr&(2j2*HRM<kg`vNhRBj
zqygTfigMsAKoWYf=qkKc?<<2S!g^KqMT{sxfmaku9<j<#%{lh~Q_LyVvfy`SrXsTu
zik!ws$>OYnMU7G*alxl5khrEU^B&%yRDhBykc8x#UPT!7ps-$~QvtwKGhPTB73ILd
zA6kOq`69?tGg)nPURG_S=B2TuSf1)hWLA`ej*Hr&`K6PeyHR}3*~Ti;4Y;Ye$F3A$
zQ}MWFn}MEb#PNYZhb90tgi?+LF^(yKW}K%cp^%lgk-@<VNTpd}-MK~cu6SV@;Qo~o
zpDWtpEdX=PYQVo|wu!<Ad2`AB5m`}rQV>FF2k9FB0EK9zHxC%Z8lgque{{GXrE5<U
z7`<Zt;|h_vp%kG~c)Ya=tB}NUPjgu6z>`#OM~Wf2bb`+8KzL6wCCMKAR$Q|9fg~aA
z=2q@Jv0W3yr}kgmC{wpnpe2FA*GZ)!z+;*jgN?s1{^`YXI!v=mVzOL==58S5W4&L7
zc8$r6uzS}=9;y_hbb9`YsIBF$#y`AK+Nx{TyI5Wz<cu|Qej2}M?ovb0@WQ<t$xGW(
ztbm~$d)76h^?JO^W+*pOHtLTk*KVHn@mZ8E5DWo|%vjFudRJHCeHpE87Fg7TJbf#h
zIO*TLbxPBUly((|ugG~h6(&{sb5)$3y=oO^SK#qjH)7OoUS+_h^cgh^OiKL6k6M_^
z8-?0Q<C=!eBO4Vwkt~c~r)pm<RQ#hAVDZgBTn0P3Rug8?8<Xozkpz%Q85s<ve=$yQ
zaZvBu)Ydk+rR;h1spQ@+?lv&b;A?Bd@weL6a6fk<g(P~4rLIA<P?UqiHt){2-bghK
zBttR4kq179v8O2AG$kt;-X7NkL2Pat_hjK5_V)T$K|1Wide@&zACWPNP8c4(zV)RZ
zvp16+v~9hC!jaeMSthM!X=`k5%{oWKj-dP0kzB$QlF79}C4u6xBhoHs%Un((WBeoL
zKZ&gSg}ShIhC{g<y7VHHU7f`BEZ<y7eRJ|IOE%O4u&sF^TRlBv7y$-8rm-y2=H^}2
z(HzEeyz~aG-9X-0b8^#5yPnD^UFuh2qA7?Oq&s);7uVjkH0xA`4?VVx$2sePSyv9y
z$O&wP7_AE_3t9PRoF0eLsS?ZbA3TzekUP{D5;dwq$OE*8%Nh3^Qxzn(wvelC-;;ye
zHIH?1aKhTz+a6cUr@ysJ8d@7LNJ})5x`2mh1HY|V`_m7Y?DV9HJ9dFYY#0m!^{JK>
zA2u;ZO9;!lQw75gndDVTGa<mM`irB_ggdscBzCH(nSKGOxX_mHkl8&dX>g+|K5}}~
z<5telIH|CT<haNj(DpWtyOcsP`HoIH)}^zVV%W*B91LfustzzoQcAaKp3+UK!NxXn
zNvVy;D;A};NTV+S!Sp<XSyD7$JFsye<dM+Uu-xib1(ftTsuxINh5lX-9V*f@Wi8Cg
zy@PsIhRE&hR$c!9IXFc1H9`(!$E8UMF=aR`=b$H`rk<i{BKW)VlqS)*b$sM~YUQbc
zl_VJ6M}D<VD=FEN&oTL9_(1RPT5aXQ5a)UA$4aZ%hPBXavjq7EB-b&kM=ib3kjc16
zcMdvM<da0q31OPa*S=!|4wy9#chI#PZdq(Y3dzn2kH?D1yOTV&OP&Q=Tdy+KJf09^
z6q<Bl?+wc+VHwB=)}>i)JGp3$T@OjLf&p=RADc1ctB;jO^)<6S@;L$!6>-9?S2y<Z
zCPOJW`=r$w?wih185549wG&!s%Y(M)(OjuAGBGEnD-&7L?k*VKLlKS8WP*P8{{UXE
zTHRd8`Icq!$4pj~O1Ekh$-Ah}emc~vjoF+WO78}C9B=^jsg%4fGIsVMMr&tZFk9+z
z!3fUS#_SG_&-BGoyon-`1<rAdx2|hNsh)&pc*<ZYX2%6bPpwIBZ6xvp0}OvbRy899
zt3?zl3!X_l{VL_01{m^rmHA^@C3j;vOG3Q%E`$`1AP!9;-CLcu@<y3G8$CX?J;aSU
zXdz(4ec}%b^)+An2yPA~W0B59DN|DDB{sJ#wx0lu1soon^)+QQXe5tnG@f7tk<?W+
zNiA-nLdDTRY<gCM&4^k^&JNRqnrfQ1gHw02F>O=L)Yl{Ai!J$aT@+VAU@@l|JetVS
zOk+@(%r_}d>sqa9HW?%3Gx=6`QCgSrH({nwy-yWhzz?!U!=nw~nax9gID*;Pd2%qL
z-jWNrt!#iYDJp;-dYb4`?qSHn_Ia+Z8p6@G5Hl>l-5!J9v?7W-dv#70IM*4htt9zy
zNpT?xWpc!yN^Q;WoEdULdV10AIaS5Ue?m*k(=cU0h=(0HZ*y7On2~@02f4*KN=ofh
z%^?bnnO8LqPj+gOO31kmr5%(*%C!wC>f5tb?yqhyNAEMYKX42IOj*=F?v!GuSp<)?
zspqBzCt0;&Drq}~m4iw_W*~YB+e>(@)8$oMbu_kdq%oJ10aRp@P%Ad6D;3IG4*lQ%
z0Igj#qLR6dNnMq09^+7rghyqv^*n<wx6-d!+!cusMk5L^5O%5BEGE^)I%29o8Rk1d
zU^<%7#qMVpbD^+uT{svu-`-!@_-jZjXKsmqb_T$UjmI5LaGGpHNf<u0*!a6nm_?@R
z7QmLaP#@7iIR=W><w=@T_>Ijv(R6JRBQ9jQn-42vEbe*5c;AR_=5H8Xwc?{b?TQ%u
zv4Q~|eFy7atUOO=acJ6%j#fKsa2+$&MknPS_+QA^liSNCvExH|BwK^XWM#%c7~?gC
zIJYYoR?6~y3U6^@ghD6UI`42mkoP&P%|hxG{n|(wy#;n!%tA-n-~{CD>?@GF5g;rT
zdf*&aMP<u#8f{9<$tAmkLdk=JQpqS&>rn(VI4!{Rt}EQ=Lxvcgqv~nsh?xaOY1;zy
zKPaZ|88`<fh87-Qj1C8-MA<Zq`E7~`Z{<iKX8X)fu%;vE4~|1V3AFzJu!?`^xhv<U
z#(nGPACCDR2eZNd0GNz_`YuZFOIuc#4F3QsXM^im$71EUF7!J>5=W;sY9*RQ!9j|$
zkOhl?N4_dm;A0>fw8>>lm=Gu={Kudb8dyr0mwJ4^ooG!GG+#Fu{x3?-GZ>CH7DG%)
zk2g{)Vg5ndty<;S^O5VCf<2Rij2w0~YTDcqaK%9W?-bE8G$TMb#ZE>*=An%?54>CJ
zQx27AkOKySaA@h*r8VbN8O~2(K!lP*7|zZ+n#H@iX=W)IAP%OjTwaz!qwgNS;Z&lB
z3zOfiOJf?5bCb<kL>`pnkJ6@9z^NU^1Rj)Q6r}o7Hxk$s#7Y#Jb^_8a;y4tf5HiOU
z#5J0kjP(^Rz{C^Ml*hQ_^q>Zy5@7bNTN_omaH!u}&ft4hojT;(-UE^p@JQ{N+MTYG
zGn;n0HEiK;x>SM>O6t(uMW!Ka?q<PkcB&R0P0|KI=CYhI#t+uI2UNMVU9Eti4ZW+j
zs!@uu6ld)x%VQFKPC+Da&ft_I0ftUKwU2#fh{j03D#WoSu3u@+W-_nN-sh$&>Wg=<
zkIn!F7$Jul^`!))teF+930&hY@{6BZpG4DS)h=2zZJ}3lHZzXGrPN`!Ssp1S7zgFp
zGh03piDR|8lw<<R0s3UtE)q<(`xl|n<kKaI8ceft4l!PZq!#-iR_e9oH`?s?cgf~B
z#7AfgUB`vBue2wVBV|wBC#_Z~PNggM6$i^w{muPK&OJuW;w!r&Dt!%kcBQ0TSlqhG
zg&W_cdXSWhrwVX0QQlfa_U>o5S;jNZTI9oG9Y1zkGop0Vz2&*%<|e@n)}RVh;EL{~
z)3j@uiX+KuC--DODL-D-&T86o*v!F)AHqj*T~o8z&L&dE8L-{^RPkFoE3|R3SovZH
z3-zX=<mbIkv%E;^uF9@3z#MM+(FD4cav(EN%>Z@dtxkY2$f2;UgILsxxp8F$a=#>l
z9`#=3-=eKwxGKPa0r#fG93N$oWi7w>G1ETup#;R_aoWmxfJl1uHDgI0b&9D!aFK&n
zwK#mp-#p`-)-{Cd1a~UOkhx#2Wm8R!BCcGL81E)>+kVdgAh8+T-~DRCy|I$QWnu=&
zIZ{8D*19_gmSl!5u*SY*xbDZ0KRRXn33+k$C~)nK&!6BQ<6Qja$|hy5uIUL$er`Tf
zj%uC6#$lG^lTDJ+NM&R_s%r>5%h;9v?(DbFQ%IYwjhi^y+Qv9`jJM3prvzq}<OH)S
zh;UB_)~C8;Sr$mi9=uY@qFBHll`c-^oVHgv;+r28cFBTACR{E^!6Kl#gUXbVPKn)O
zWyV#yif&d!rE_hgjjYSDJ4ni$aa`E~;&|9{&nE}{f&T#4tqA0KBl4X{OkfX6W}l}`
zJj(^L2b~m<H)8`e4x);?8&}a5-awzbiAl#rT1J*ozFVG8@FQiv`qirkg*7=@KG(9^
z5uM&&EYz14wssN~wU2KYEXORyv5k1m+79J7a_(eF45M$DHmDzUf2|D+fC9U7=qh`*
zFR^pEnB;-f0sci+^2~CM3YHyn(zja>)}^Qv#y)U4^rV<=idQ4}aZHR5<L1tNdsD98
zZKDvm$>~zv&0?&K%TzZxLpH)PMrvDU@)_DdUk9#oDw&0WGOtYXD$8D&twd2MP=4|5
zYOit~(<l3LD?6wGeKXR5dG?UX!vGJ?s04YwW@C)=nz;-aw=w~>bAUZ*twi30a*dD>
zolRKN&&;hM0|%+7T||-NxHW#x*p&sslsph>Q`EZ}L5M+vkSWA0$$|j_t89B_0D@va
zrCR_5$jMsLNX;WU;?-l69gELQ3d`4`Wwn9x)rhTI$xFAEp|U+{j<SmOabbxdp1!r3
z-sX~4M?VviyL+C3x+pA~+8cCk8IR5N#bMecaotApAC*`W^scJ;mEnSD&R2LK(~`JT
zdR(C-3JwYRs$|mTl|fQDtq80VX3GPgT6D_Va*0djGmIYeqZ<_EeT<o7Yc_%@1{tMa
z!~<G#UL}?;R|GCV1GzOy?&s~gou26MRDxI2{NkzVQhD<qFAE%Pz*E6BS|c}cOigmK
z&m(fDlj_9e)ps%dp#+EI2Pg2UB%AE^gLggg?^R(f<}Az=j&p_?6wsP3#|XH*49a?j
zs~2~3%XBR5h*l#FC#S7bH}gk#<|aPr1cl&Ls~b-<HxoHiCq)OfRC^*MwYx1s@!P^6
zwvTfT5BQT-t;~U6&BHq$qxeUlrmCtSSi*trQ9DV$Zg4AG*vX_tB!x9#4<Vz#`qZ;X
zqTGRjxMHi_p;wAipOn;6%%hXn_(f+aSsKO{cO<fPfIOt~#{hjQ-M!u1@)#g0sQ&<X
zk;P-i?q~VBKLnrQt3oTNA9PL%^~mC)X|$8rxY=E;%^RHx;{oQADcFjoEuFMjCLnR@
zb5eh6T!ixFV&k%tLd0%Ad3JH>8XN#VwF$J{hU2B#n|*Q)*ugt;K2`LjjyYuc<N#-)
zj@4#sC{*S#`JC0u9Xff&<U&++YSIyJb2iad*2u{yZ{b>7=)=mepycsezh+pYD2m&v
zH?e{kgsjBMPd_hDO1VL;7?iHck@#`MXi`P#=~jlGu$9lu!?3Mg`H2K=l*eCM%hhjE
z$SCB>>y-nyy>A#rE7;CbceTu^WP9CL>|p-@qsB(yKZy6OmW;;`{uLYmIts6$*hrS`
zb0Uv6V~|f_S}zfZ7AHLC6|F5Jsf|U<^fHN(X+&}F$3||zR=t|UEzriGDH*K!?jnjQ
zAA4}5;;-rP;>s?02s8DoT8=Tc=GK~p?qg6gNv}uN@9i}G48?Q<86w!RcVmk42(@T*
z(yaq5mt*d)P^Z+?%XxLEpFZ+;np6Bu{XHscN1DsAtu?*O*_G8Dc?x;Pc&l1zu+i*H
z^3I=Vm~yN05IYVlq0@XYZ=*MQfH2wxB|$hZ@9ZltQ2zjgXG<=z7)*oE?=(V5%IWN7
zS*zKczM-nU`?$8Ykb%Zufn4R<N+bR243qaqL0tx;tw$#1gXNF67_NF*#L|Xiz^rRZ
z?|YX;G`1@wNswPTsc@=k`;eYMBeg^o<mk9j-mzO7HPHm*DrY@=Rea4T3ZrQ5d(_4t
zBpbR^-fxxnK%}j^3q6L%Z?ZkO!1eW@yl6i6G=bi380}gNYP7k#6rtSr{{W3qi98)<
z7@Q433Bb?%vy!|aZh(;xMgoJ1_iv4X4}z_?u>fD8818(zE5K4W$C$B_ppK@ZI|^Hx
z*B4RS+Ly=P>IZ+uvF6oemOx{KC|<eb)#Gz;!D5U&DUX|Sib-u%E$|AcA2%bf)|w@h
zuJs9}Ral7f*?CdxRZ%7&ZW$k1)PYf=$toMEB=n`VSiaMe>i+=U1GQ4rSGL4fmJ)8?
zoDXqZR<M|d139P0fb{~WQHs$k5Z%WG$mu{EMtjq;0H`Injy|o=rBNiL=bFyEx?Jp0
zk~)!5PpBC(k!R~rM;=B`CZ(~U0I|s&)X0U7X~`W(Mkx(|;+Gzj(%7WldJgmmLJsZ?
zOB7&dibY%xdXNGI0u_!0Gd<5*a}2F8(*Rt#&S~ZNrRcb*v6DauShq@=DB4016tVUc
z#X(Xf)UblFIbU(snzi*NN!vrK&{=f*nEc7}F(2xOU~93C+9bBy898&2&3Sc=?2*nS
zDj0*ycdtjXzqY=%j!2(j1DyA+^=h!PJo!1%pE@&yleNi&CSP{bQQU~4{{TaklovS8
zbBcbUb!^QuTC@4&<BmFau72uSrj0X|xmNqc@ZXI(9I<USY}~4}*_)~|3xbK0v*p}+
zoL23H^cr4(S)UHTfIE_F7DQXi#4fvCcz=4M;tTbA!)<Oc6hi=x=e=c8X-w!^A!40;
z@spBGb$Tt~f>bKU2E6_kA(z&=YZ=*a0m1EC(Rb1HB5LbH*ljM1mg^~xa6M1GUV`ag
z_iQ-#tltbDJ4+kJdRB$R3bLVJloQsxs<GvpiO{|kCUYJquokW7qU9X(j@6T96H~Cb
z(%b!L9&NckqpJQ@-e1@Y>lq<&)Nx*Ea}@ez_W0PWu{Q))eF>_xxjLgRPDxp8Wt8&V
zsRR&lgHbpvaa%f!wz`k{Ok_iJ!!jXLwU4Mht0+dx_vy6ygVBp_j0R0v^1~<uW|Axr
z1x>VyhY_i2Qg}cFU{xEK4?A=CRr`rVe3Qm$o3{+&rpTtuwOG*zl{;4@du`<2xdV)G
zU7gfw?VY53D=z#gu$6eo!wmH`&n3Dxk8>nk%!Ms1S8R@-F<!j)HE!M!WC{i)+m>$a
zS^72H7FTmU!nRliRvdv_lia~G0|O+30QIg$nbR2~3sF1gQmgzpH7<;)=1;t+J3s}#
zw7Q!EDJr02jw!l%jt$Q|Y~L^;dS~&iZ|;~Sd0f)Cw3o?4jt?glT6@KYJ)n%#7rL$8
z<1hhMJm4yH{QK2qw_*#*4o4>^t!Hg+jd{8VUP%sc06j7}t0@bx#^L!=*}~H}Bmr8c
z*eL;OXDcDbI+g5nhPa(m&10UR3Wm}~(7aA%ToDA`TcdYUaBH#f#jI26K1-Z9kIcq8
zjN|#&GviBtv-pzmFGs@yK9$8vtE*O2q_nZUNT?+wbn|M@dwI0{s3XdI^IYDbiZ4KC
z&jpV?1trw8+byiGAPQn2AHW*VZ#L%V5|9IZ?D}>Ut{#G=8zL%8o!nTiN1G(c8?v{`
zha6ycs3&HT_hjVs9feIS@!R}?i@#tv0-^z>8`}yGA6n^b$~%gOk?Y=&%E>7#eoSBw
zLr*EOa4Nf9tR$iN`RP(`vLl{z<ua<N4c{Fqrqb(xGHLTk=Re4s2cWG>TQ`Q-F^??V
z;P<PFF`LxROqAN(4@#CmLgZ&2m3k{9Al~VK4{EX_h=Pm53VlUuYEia8BiwmDl>Y#<
zNP`u2C_sF&{b~!r5I?(I3c=k-=vI_;EXRN5L>5E@A45!AmWwK<Do+(sFi!wf{{Uu@
z6f-Fbdz#%g%z08RBuGk)`<b~l4!amOZ~(h-#1mRJ*3BGB=&`nW&T6Kvk0ennm|T<4
z)pD)O<t;2=Xwb(dva!AxY;F(Iv@UHV)7?<W#?{ynp4C#`G_$^rbsVYZ+*YN=yJYdS
zQ$r&HF^mcmO==}`WL!lQK6c@=ZgM><CL4jO-<j?)9kc-L2c~;|HHg=Q!Xe(m0CEtT
zidhESFWoddG2Nl_-pX|cxQl{G3VjDm)8I|Z9Al?bR9aQed)2629xf#tk8B<)7~{EO
zMu|%q0Bm~H(At~3aQpV5C*=dRWV$ewi6;l3t!Rz?%n?Hsv5F)Z+<4FDRIOpj>N4gV
zSkYsJoVehEbCFhHQ*NVv8Q5|?J*ksN9gJYH^Cmyf+t5|GQX7Qc8)E^^Y28KYXUg8i
zn9))%F}*YNr!L*B&Z7W#s**@m1bd4qU_T7eH2z`qLD6cRM3#W5w)GixFp&yv!UK?N
zDcrl9E^)$DncsLIaZ6(fX7fnlPZ^~Y-mIy$9T9HM2DFRJar@UDPhsgzn(GQiIj3Dr
z<w7G6Ta5Y&gvS_ii6@yT8FEhx_4lEqB<x1AE_Q?@`r@48Mqj=c+ND_h;xK<IwGD|1
zOJf7ll8wWdrvf&9bDG?+zi1Rj4ir{&krnC1D0PhhAe{PD#x`PYG;~qwF_{KcPpQRG
z*5^y6w6{P2l4T4B8D8~9+11a?*!t9F;D2nU)0IWa6WI5ns<xwquIzMI5gZNw04V8-
z<FDiwTA@&WMQ<%L_5T1G=q`0)(XhB|<Qx%L+9i>^zm2vMirFNdm7O~BlGJm8i?TLF
z%fz7qa0WWlUg6nD9As6kWZ7Czx9t%V=&T9-D+X)$zk!W!8rO~49?w!eKn?Ildb^C{
z&~sDEcZ4y5!{}=$O(Wg3<r&XG$3a%3FEbC_um`!N2PZ8Gc1u%3OoY6fh`_FuWmuya
z;{vGY_EKKY9j&rvS2zN_TEoJ6Zk=qh&VqT=46~n<A7NcmsTyftc4FO=XPDh4v8$*C
zY0L^Rrb!OaJ*yt`LxuppWy7;~#{#`8U({`4R*gs`bX67S+Kh`c5<B+IT%eRSMlh?*
zsev`51@^{pJCbU(&9q>Jgl_dYtMWppiWW7Dan`vU64dB*d6kkXTUaWnX(*p}-Ba=k
zv592<HQPvINclX}Htpm%B%gLr5tcdR4|<44=8{Wb1A$iBMwRv^0{7yY*6SMQaVE05
zTN~NiQmm14fN25)o$ZnJt0vq&ImK4Ewh?{eaC%~?8OZmaj-(F-SmlbT)Z@wj0Jd`1
zi$O4&R`Q4Lw(Y?kee2o&JdivMWs&~?F)054^jx*`{5MY*%#21V63`{N(F81cH4X3D
z5)IJpBe^}QiPlP|$r#*6Q(5xe&o)GoGXj3@c&bELNv4#biO~jm+%Qk+R&?l{=D?7z
zt}3p~jMm<em<0JGoPF+<qD0B)YQyrVA2IheKRrz~dUUGyQ;5a^=hm-dGE0fVMsRsN
z3dxr)_zX{}G_pHP*i*-?OB_H7SGijZjt~xURup?ukN~AxKq$cP%?+Gpn}9pfzqK(8
zB%YNbAOk0@HGcI>DFD{VG~hl_np451vl;|DJt+X@k$p`mYG5fmVwhPI0hj~mO**eZ
zDv2y{JV|a5MZ!FQWd8sjRPx#F*R^F<ry|(ejU`d)%+lm>NT7~t`&rm5v6)=K1h7Xc
z5iaM;5s|c#ae{kxrpUT<V(SAhANsZXNFm1X0pW@Jq@LX?6^xH&Z17WEQ4}u_IFRE#
z4r^OZ)E3+pNid7SB=oBBHklILTN|jEE~IE<e24PXXKNM*kDCWRf~utH6qYO+DU5Nh
z^%4NPgE7H5$EWFA(Z{sxk(FEmaZSj*HR`<WB1w~;s&iA@YQ^O8$&KXB4&#CiP_+^N
z0BzaCvl&#pWtg~pF#zKugUu?>3GnbnnLPc>PFxlZ=7WH}az=UdsHu$F@x9891`a<K
z#+1b|BY+C2`@*?f`B2?ROij7R%bqds?_28DkVuGRM}kRYP#SEh8-7M7JQ7Lc+ofjB
zZqjL*f0z`^M7SX2><`D+lHZj@3b1u=6>F1M4eaUjUt>DheBAY|`yO3uC+z7F50lfJ
z`qrI{fVkqlsz(LSS@4dh8Gu^3#Gk@@8tR<`t_ZI%&~9Ub<`<CRRfBO}iKpupx9-Un
zLymCW>ysBoN?hq3G-npMS$CbdtW9e`it-aAY6QS_^{woJed%kGomo?tGB%wxHDkxF
z^w}VohgMvAcB+Qlsm|hlwdwlilrE6GXg2{|CEcULDOOxpwMuZU8?DbWPE_T~BP~_4
z)Pe0)uIH8?xa9k0ue$979%_`(2?qxi6N5(3XsB<NObHbG)yO=zUzG9bRNmWal2;&9
zcHpCLELCfk?)sZ_G$x5zPaM`w)v}1#x`Vrlza)pQYNf-87a8WFX+26z<Sy*m+H#|m
zJc4~Gs~k!&#YrCZ(KWX83ixF{wUMc4a>S-vcL&uo{HvZ&W{O=(%{s;~2IloAH4yV;
zd~(F}3M!}*rv*-X<W`QKad3gvEyS6|cE3uM71VboTNz(yxP6_K6pocJwt^)g0~YsU
zY35c&R+1fzdIoIMq$U1UiGcQ`_ANEgmf0A_ye96yAn98cmdzxKxp_SWQ?QL=Kt_2r
z(rC!7d*(SCBKe3l#agA4H>VwLGgp{+Z&B0rRVT{w+ScR`;SI{S;D4QQo+7?m?OsAK
zRP9w^++w!1>&Z1Hxyv6ZvI6!ZxQ5(SLcSPr$g9CqX>&_+I?`9Msi@!YyoNFZrLusk
zdTy&x!p#|XmOnB6Vsph}2+BCz+m3lXb6c?5Lh&mwC)+$%W2R)P8R;3hpL+%|p+7Jm
zdaprlXNbwbIlu$ZRn=i`xI|EacpW*Z#m%B4WS}R|RH&4vW@554qkuUX6-GTSR{5NP
z^{q21hLqum-?$uh_o#l-)5tcfF#hWF{AlGvl}5>IG{{2+Z<vo-(tVg@UR>}1?OD;q
zc=$VnKz1GLQqmQQ62XgP^SJUWM6|LqZ(U6G^O6vXye@LywOIs@CQ~`B;J92W{Isyz
zTgv3ggz9sSrkAt3DO5>V$A<WTRz)F)A6k+nM}M3SdBt3xPmG`4s04QHObP^u8X%x>
zc<WitmCYejlqQWDJ+VLoXQ-)Tj^U%&(Wzf^R*@A{1sn=qPfF94%ThV6^eGjd*Z>Yw
z&~~aCt;XdFNy?1!Yi+U6n&&Te++0Y&U}qm%LY9VWT=CQOsM0xZq#j&F$n+HXAlld*
zk6P2ybcm;m&z4qDrvNVp^QC2Lu`9P?n&_7@V7XZRk2PiVRaiGY!*29d0<6t#X#(yq
zE1uh>HASvTJ5=C$X0e>4-J*0tFiP?wOAA#WyfTwe$sAF+^0xu?s}5ykC!ih4s#*E|
zW5rxz`kBsA=xu1QF8MB9a!1Mu=qmlzq9ep;3lqkDE1!zt;oY&$!gIEyd!~`pcO2EZ
zHJ~JmTNX=(GZ1!+4EodH+vaRe0i=f8&5v>USam183ZG_HoRC!kBvvkWl1$n(tga>F
zhrL)}%Xvx}@$1j{)p+JtX5LDX)0(YkJn%+YkIixOF+W<n9iHfX=5APV^r~@pAxh<0
zWfDFYI2EG|=@pWeIL8&7%Yu8;ysV&RY<ddlj>kJ`y-8G0e<2XRl$|%8zlB^|CbmU}
zG|Km4a!K_yUJOUin85oAy&Q*dK4<;)QuTU(utVfG1f2D&LPCB~#X=bGTy#BZTpip~
zzb>I`mW`WFYU~KlU}~Ipaw_dS)|y-;yd%s%fU0xe8HorstqyXN(HgY~tyxxhQX$K8
z=qo&zTb<-`2Nh;nl^f?JkD#iOTr)oKxb1;NQcmsNktyFqtcKiNi5tvw@`1n|>5<QI
zCAspMqKN+h2;j9aLdEh|Khm`HyCk`sd9u8Fc>#DePSJ~Ol-#9cXGCLG0#rEf?OQf>
z(OoVe2*=R%tvM`o{jSr-_Y$zcV%*gm?G{}<p`OM@ic|A6Wb%OY=e=i3_lub;SkhkO
zv(%RE+B-P5vnX#~l*@Rm<waw3K_fgVH8z){3#q)@sUGF?k{sj@!o4HI`T}g-_DF!w
z89`mNl7&8LoVBL;)KQh-oj+27c_y&7{{UD5i>b%TgT4oI(!Bym<rY#xW@+bPhH?PU
z;5t>6X19apJSePN{b%gf(o4YIke;O03A(bnK~>w_IGuXS$eH}<RX{xR&2g8P5r;ld
zC4EhAYBIIN@<}@q%zud2Ie7|7c8r7SE2^~JwIY-j#W!Si&zM1_Sp;K}TB=K7DuP;G
zDzHftIFlm0`Bl5n?TsrfOYL-+zyy934(7P|RfrWFDum>=PkOM5q4GaU93{I2B%P4g
zUnV?u0;{95a!wYlP8o<+1OZWbd-z_}j9RtXq?DeBYRor)4@xG)*Z_WYbuFWgJ<@F+
zq}54gk9OGldg7`x=6Vx4PAgN}{yJN|&w?z`F`w-eJpTaKIV-@{$su3fOceTKHS{0G
zpy$Dsp+5K9)BgZP$zA|~Vtm{wEPM8?A+d~}rBeZS0x(GWQamL%J!@J5voQ&@r_!wp
zD`?QWMuXhdSeuykPZT-xBHi^hsJg5R!BPchq9n7h11Jv|s{+a{q9IjsUzusOxOR}L
z+4ZUtUnGx~3<uJzrLvL+zz5Q&Xc1EZN99iJS`{O@x4^@Ied_8kBOuf*XB49hqduac
z`#r_CFt+vn>7*7kI3wPWoK;xv!8>G9jp%B?8^&`*#39K!9VlN~e?jd|iFw?^=qLb4
z@rE?>N=|94IL$E$%`_6n+LUFzfTv@Q1t0)AdQrhNpl7}XCmfn!HJw+fsJA1_5t&(`
zGN@p=$r%|ObNN%)ZZxt*=0&hGA?g`U2>KdQS5_Ic@o2Jb^DM4kVuW0z+$b0Wii%jg
zI|OYkwlg9q%QGzC0q<C!W|SUp@4xUNzs8v@n@o)ymv?U)3^KIrK_8uQyag_jm)<T`
z-mK7FSHYwm#C7B6nx?kZd=M_7XDP5cmfX`3jPu8O=fB|`)BgbHoBsgcW{>zr><|32
zZ~N%hYXK#yll#iFS5vh3h2kFrOW~kAFD<I-V&NHD2p%>HGoDJ1YVv7yE6L?~WVw}{
z*s~qj$v)N9N8!CYIB3|PP1V&{d^XXpEnvEl<l5sc7&t4=IP03$s`hrd(MkJF5#|<m
zbIEfWyz(#yfLPaiePobndSvT%^2+dqa?R`*1sUN+anr78FFX~e+1||1#X7?q1rlVD
zoOI0(rb7gKmDrw`z~;22N>j9wGOJQCyhsEg$t@`MQ{J@f;@g4;6<sYIb~!>+@GGaV
zwS+>eE)kodBZFSGB+o9i+SrN)a2FkWR^5%{w)3M5tEtUVdpCu;U=HG}K;%fWXD#YQ
zb?&UpqgMMKiD!5&A&z9_SaK^wHbrqB9Mr@&e`k@0mfbVh*KEA>uNM<V(~;|8=H#^%
zx?-_4jS+6)X(L=X9D&}p9F;T~f{soFV@{;0yQ50fqf$DaRdr<WNL7L2sYw_diu8?d
zN{Z?RmM{dE&(^&9buh|QkC{z-bgIU*FVypSWeIY~ry}5Gh5@RVFrvgxa5GwyUP~r7
zfJQ!GI1D|<Ps*`wXO2Q+T!HQ@3Bt(eiz-XFt0}l3^uQGg6hnf<pIr2-3_>SNnt<j-
zA1*R+T+&R{G$eB-N}P}e00W_@oXE#%<$BcnRS!<Slr|Tj>q$pjilqJ98Fw%yPZ&P6
zM7e@M=-VF{-HtyR+LdzMDx$}_epC_YMrf@CYm-84zETS#8%|#CUGiswdRELZq`BG)
z^V*>{5zYqiGwX~W&Xu&8?Z|6ehgLk`@m!T1v^!%PYRx3J+q4zOpsV-toj$}{DE;i*
zvF-(9M%wzi6}O7u^&F4!6<+sN)Ml05?#Qf%jD<W`6zRE5E2E>GMmr9i6jtY`;<>xX
ziE+m@sMn7sGYf9_2C2+sX3HT5>0X5^C1i0_cXueF5CXPW2d!x}#md{Lj4@H@y=sJm
zy)<9k1GQTi_NO^n>Nv+j@0mLgW+ElW@l>|z(nw4ya5*l+pTerzui9qaGpWaF)0$r;
z2Gzp*Q&C%kV|6Q04Xl#1`+-71^)*)1i8gsk$hZbV4_|7})b6IZkuCQV8jZwz_7&4u
z+r@8giUOP{$@MfXST|wbY^E@LpsUaldQ(#CWAEgSj6Hqo#FHl7o0lYU&1aGtLP;gR
zojGZ+t#epO8BoZ0G`Zix_U~CyOa71$e5>C*1#2i!qmT!wG~(_igfYHxyA*jU1`j0E
z%JEP8vG>60DmPX_2U=Xnu2;}uSC65{^rcCeB@C;$0CF>mCVjE;K5wm4C9+!t8i`M$
zDmpzvd$94g!b5by9V<7>E(rvGg;?7$m8WF{blcw^wH)$oP$EznyHOQlCnqLRW!s+p
zg=*UbOI2Ku#AiLKq%ngiFUV7peQEcy0hUaR_6D5xE|Mr-N9M`*%K=P+-B1&^bN0<W
zLlKjlR*j%Z6+;q2^&_aP%~~oOON)WX<KMMan$4nf##DE$*&Sd|OD-|c8m$ReS9wS|
zJYuagHx{=tAdQ}E1^Nnk*$u<AgCqa~j_3TEzceByiP5pR9GamyU$jE)*M3R$6gaju
zI~wbE0gGuW8yt-EHIH*UN*Wl(cOKr9T`Csc7~-aaBMwGG7V3NbD=5&mtkPAktV0c)
zvpS(*SpNVBt+mn|pptp`9hRGC7ndj{PVWBIv2^MzvbgE`*2y;PV=W_dm%T{RPc9&T
zoi+=1Vy@#T4@~u|v8qO_?%y*WNvFn}91y^%^zH9d)7XU38`&uvmvU#OdQ%mrfrj)9
zK9#Ctc~BNBjB%dz9^4Q%<#W%{mDzGh5Tv_~`4?zCDT{dCf0m2Wsj194UFrc|)Rze*
zoPno>gEEFuw;2batK@QzG9leD_-6&Vs#CZUd1~1wt|@P?X8SM@#f<em@l@lG1w$cW
zBXstxx7g82+mrci&&o&Enj&KTIIAcblmgp_sjCnoqi$}arEgA}-5j%<VHKzm{KMxx
zs?tDW!3%@yR_&9`Y>|^%6Y2L6z_Upc2;1(t92)HQ9P3jxQADq&Z&5wKj5|V`fMLKs
zwMk6ZGhmX=Pb8Y?G-$WSc>;{H!f{r7E1)&y_%cR9DfzN1RYnnxx+Fht`fhG`Tf@5`
z5=x*J!O8Tl(jt%#Dkb1|s`4<85JI?(c&m2l<;GZ!O?h?dIfW+MBD)Ik?Q?)nHRk>$
z)?*hAB8y_iNL|Czy>EEK#0_YE%WA;68Fn4LtIcn34eJzQ?J4Q$T~uT2q0ci#N!5JF
zt$B3U4ZOZup@45Ed8nkdbxpy6s%s>ql#N-R&{qZ{5qD&E(xGL{UAc)KU7+zy8gi98
zaB4WFAZAX!)g(876S&l+WvDq{Vv^~yGZF#DaZ(K`ZQU4q)Y9C{SgMk-`x>nG5=HX{
zV}qRMH4{}kn?u=lFIed9cY2Vt<2mGKoDQ{e^2*ZELaMF^^*w7pOS}=^8_;lL`H1z;
zYSYv;8ym=sfr_yobdGA2KX+%jYNT&;VBHv}VyP)oKY^-_!U+WQsa*Mvc<a)q`y6cw
zWbKn3GuEM68W}Yzmv%kZ<1aoCwEqCF^#1_Sa#w=gq>NM{7(aL(weH^=ClGit&5wOS
z2mV8nyeiwul2ZO=<~@%U(G89{?kZWL#kx0e{?%RHd7H_Z*e}0&*C?pDs<)A=Ly(}i
zYO*dm-q|8R0I9;~G?w9nE4!{K{0@`|P@#HKbvf-vUMMYv#R3@3^Kn2Yy(mylX}}J&
z0Md&n!vKD@7m(4P+`c`HO+^+0BxxP6>Ibe3SqF-0rqS+crH*h0Xb}CwJk)I4pJ?e$
z*xP;R39)(VXc(kt3MtE+k?BoRbHzLnf;t}b2ts`+t&@N#cgG9XkQO7gFa_(3RHV}Z
z0+Vp=aX`TH#Q;&pdeeyG6bXxg(w+q|R;B2*aV3$H^JCV!{Toq1q<pcLxVBxP0Qrtd
z>H25Vxg^Hy*0zsq@=xZs5RM7;K7yRE-rZT1PQS5t?rd9I+?gKT_inkD&AyN}Ry6}5
ze*yZ`+NF%Qw#qH+;EoZ@Unp4$j)0$2*PmL{hSzij65n#W0^8dFp4`>#Qr)a1iQ07X
zK*J8|NaO3z6_s9iMMj@Ps+A}`YVP(p=q%XUPjzn;fJ8E}%m^g+1J<fr-i!EFP32E?
z2c>p1nVu;&u3Q7Ok(}{dO^v+Pi}vX@@0{hpTmVnCR$GdjuWFA##bKcsUMT4-uOfR-
z^oy~dx~NAWepP-qw44NnRV03OgFUf|1e?i_G>4K#2R@ZbOOtBgzsmmr-On}bDO0Gq
z;?ELTWe0Z6tGUxoS+1ufMG)M~2S7X5ccE*x`i+7-Q>2QjK6PM0{A<azeP&CIE_hpL
zQx?(2Yq{36n>lx0Y4e>n@xb2k50X#!)1mtHuRj-2d<`AgXiJxx`lGlZo2@*cD}pPF
z@OO*8*{Dn5`|^hR1>Ca4+v9cm_CChDFEcJw9FbmZqSHGsb*RO*9D><X+Ojoo4%pnO
zm4S`Bvewxojylvc#@7)T-+_*zs+{Eqc(P{%*4ms+#)+aq7U?xPRG;=TD-!oc(k3hR
zZC)l~Knm(X&24J7&!@Aa$L2-bHHr2(ZUJZk^(cCe@vmx?H8po5%~kB}C1VFu)2=k@
zmbSP;tT_j<9-_0OBuS3d-R9cn*>wG1aEyPbx*cQoKGl(X;n{TN49t^2PsucAApZb`
za?TAq9V$tr(TTHUW#5eS6xhgR&N|iG!yIZmoK{%4aCU{@(x(>XW=&mIgpy%UoO4+s
zMl%uKwiy|K-U!blBBA>z-JDXyUON?rhPP#el1YlRhb^=W;~fSoLe?)d=4_NvpRctt
z(%LCwK%0!D;~lYAuB2GuXrMyN5c!Dyb>?DYQl#x2S?R&3twJlf;@lyRZaNcKcaOf|
z$vtVZ>QZ2;jw+mt@_fUeTACPnbGFu`R;sOJ6HF9fb6Hn68RHz9x^l+^Re3GT$T41m
zR$3f4yVRqN!;wu?9OJEDXj}{gsFEFwOA5|Z?r#Z|WAk8>%u~~~Si00Cnhb>ij`b66
z4sdv(gkD>-u?>y@?rLJBw<=t>(2CUrmobt71Lkc101>TXh|Q4L9m4b#n`h;^9KOf&
zK9z7t$^yFOM*)R08q~FK5LtHu52ZflR7MIu@$Lme*BfIC7tF_jQY<YJ2_*UDV}%~3
zjmNO~V3I?O1ykP~n!O#6jSkj3z0Ex#0aP)`0-u~6pj9PdHda1#EFV0Mgj2=&XUR~f
z>%~vBk;tm^K#%g3>r&#thIz!2WUyLioT|AlDYrHdMUAFH-hk9n$>c}(6?4#c{AqIP
z4T8SKX36%=RxOq!5=rW67rA#l@+wGN&2HELFf~rgQARw@!&YgcW44brS>G5LJ%vNO
zgO(>XGy#hSjC8DS-Oj|KnoJ!fLym_Tq9&2PML5r;X-Q{qEJfOKUl}+Y{VO}lXe7)`
zPB{jMruQ7wR;yxEvy{xG+-=8tm*v>aoGRsUj`bXO60S>0*RE<u9(fB0EKfUBRYh|<
zA{)27_AAQ%djQLVqa0LMP&U|CEAj$;`Kh*$xIcR}8>=(q@+)MTT&F9N_=@VeT(wT9
zOAK<|y{W7V5Eib&f-C|u$GsIL74D%yJ6(=Ro-77VeML<)j^RLa<({H|GC;;jsgx;V
zk}er|!KD?{a(Y;%&Jchj+&w8J20e`>u?oW~ag2=PiketgB!P};l0TS=lSum%VR`61
zt61{eQcEi%c}bQ#KImUTNSl1j93Rr5R53+`B&S|_(#VgP%8lE)D)p#oEyk}eGJBlD
zxn6V7Qn6`~US=l)9G-x7s<Nbt<qB>ilOB52Rx?c=(&jKb5lN|Ro`tt%v2EL;rU(^M
zdt)q$R~#CfPx&_tWS-<!q;?H7y@g+s{~NbGx<d)+RvKv-B_U&Uj}(PbqdOG|K^S8&
zN*G<EyGud3kroEh9ZG%?_4n+)@7ME3e6H)P_i^l=uOqIe9%&!Z32N6mI)ilBTP5T8
z+TFCb9uz(S8rXeJ`vpQG2@sH<*fB-d3C7^6I=b@SfQwqCF6pq)0Up^soD*we)#mxC
zc^g3rNTs#J$?a07$WM(6&n}5!$~|j}oj*<_Utd)Z3+PF9yY`f1DoR4Q;_;^v`M0gw
zH%0Tsr%CsD)nUfzh?+{?onw0b1e!mOMcdn7gi-7Y;a~)nZoi`~zc;7F#2~^J6UUaG
zI=hfpNe=h?7*gTUEf@bfSg|9ML~h`9DHrrbXr*saZ1sF^cZTrh+?_20ZnU}AKUxkx
zKX79!(8*Uciwte1rRjA^8vO2;k6}SK?OD^>dBY)T-sigq$l<1br`+iR-k|Mz?6eo(
z$p>~KkP%1gh)!-zZbG%OzYIIPST9!+8IDY!i>bP)Wwi-$Ot1b)TDdbn09IvYE`Loo
zb{@+nr-D)8GhxH1DjyFG&b}J1+^u@F5M^=BZL}}5OQRFnN0;kRmxuM{ag#0((VJ-+
zZR}D<tRejoz7`_Vm@Y!SAfewJ`WBte&O!*o9g{Uf(WEa~tQ0A%N2UsmiOtgGx_Nd(
zoh{WN=5TK;ai~n>r4(3~BOH?Zd+^hv3?qQ@!*<h(|7b~uT!6mz+RN}yBV6VE5M1W*
z_Wxah$1vo&k>+NO=-gc-kv4_ME?PRi>-|4YmaPOR8LxnFh=<RNuc#Ph<BqTV5#+Jt
zH1o9YtQnQ3h+!92;8yxV@?4^`81fqu=k!w^6AM_Rt4!zYi5lssoV!+tyZk|d0Typs
zI$@yFGc7THL~&r%`GJGRKb7%5^dEe+bLWuhk%n%@{bfufXsC`<lq&hfipk(dp!6VX
z4!Zd(+<_b_wlhUku|7mVZx0e8<Malwq@WR02g<Pk9(<C{N|-#o5kMSPO8IS6iACK{
z>PVHmI=@w%UFfl2gf*kB&j_KBFx@rbJo^<6=jN=JW~$*5C{5+d_E=iTXSxbZe?Ny6
z^_{JRnUg$4;*L%R42&S-8<xAsbv$PwJgon;aC&Q;Hs3vcBikk=`od$-;`h_eSO}1p
zi5on#@YlU7#zJSGVJ$Ytn)-{c%qV;#h;hBacP$s*Eb#ht<qY%mPk)CL+h&-V>=J5C
z$6Ktx9^eT*IaOSI1v$2Ic`O`g2Umb(h(<tOF^6kSv7<o8m!@21U1`anzL7GE+|bM|
zV-(czf)?<{t#z$<)RN7m)_&uay!<Y5G1gXwSy<Zprm7+0<hgbPLt6#wr%1E?%Iw6k
znENHyj^MOCT!rE#$36Tj23{q-rK8j!e_{~GKgHv|2*pfS#c2unkeJ}8fW}p}x_qBl
zOtoF4op@s{y-imd4@q8+H*H5~!ZiKJ$Q4W~)un==v7wrl!ErmEbXub<d1hF>uzC0A
z;mZ}PZUw8d(dR!Xq-{s@OMWls2vZlgwdm_#uc7##8WM&rnw6HZip7R&bsie)iVmt<
zmYL9)kMMlV-y&YJ3#Sznq11nP@KNgQls|R*hh0WVmk9HAiH^NW=bzvH+`1+{@Mx?~
z%II5JL&qEXoeJLGFviu|z&-jkNn(-(3xg*NLI&&9wgw!MwiBSxi}P{~qVdah&W(nP
z((VRH)iim;&pr+&i$XUQ&N%So(pmn4d)|V`hqhxxfdW;p0{n&-lBb`n!ggKe(m2p1
zU7jgDoRASU>}#<f`Sr9LOt4hi#x#(Ql^WKvg^1;Rm@yEOd<ok3)Y*Qa9Ji|)L%?J_
zmv<{Gm40TCm6*6Aq~7TD!dD9)lchz_ok_Ue>1*P>p3o{^Cft;x@V)XSmy|DhGG|ho
zoe^a28wa@INPnno*Um3xgF|f<#rbitg9Up5#o|5r)A3|{t@iz6A5GfzJOyn_9&lZ(
zs&7i?x$@DKX76_<1j+zRVB-;>7q){wDZPI+4V!+TuYGDU<|8goT=qr0#_c;^w<o5z
zGk%jMv&xOY6{HlY#o(7Li;+m%U$ERu8MFnM1y(q&PoN^TG>rLDB^0%oj!d<Ph6ZAy
zpD^v0&BJWJce};v#%I!O5CvUVnS4N9(h<zH>@>uRL2*IBb*nFU$-gSSx8cI-RfUg3
zYS5h)5~A?ZQ*ti|M|$_Z{)W+;P9>DdS3RfFHPi{%andrFA{A`Bm>@$%Uxv+}bF~ol
zxlajN8?uRZN>%d}>?6E~A!C+*Rfq=6PJGt8P>NM1f(-&!zQua0L5hl~EugX3kbh$D
zze^YIY2TYC{0|URx{^Jj^FEs%s+jqaQL)hIR5GLpzqGLFf{B;8qU=kY%(3CD3G6DT
z(osaV3W1n2%s}oXK#@#(AG2xHY)^pQom}{4EQjUxKHaA0*Ut)(s{$mWQ849mzWUCX
z_kd`=O<}1j1n%UTF^!Bu1I6g$s6=qhe#{<ps8T}6t@QQdIn6eIt2bzlB2bQ1uUm^$
zy!w>L;5TFMyuyL5Q=pTR&;YPp0}rv8D{uhM*Nq1CkrAW__3V`z$uhA246QU4ooaFl
zaNbF-HSg`Vfq)*JtB3No8WMG;c;Y3Tp_~7vT!Bo$(^Stga4eB7`pgiqVm_aDf}+77
zjO9voOr%=nZWD5HXM*BvH5I?H1ix3iICU@o!(xu_LhJ|-Se_L#SX0x<msEHuVOn)z
zpjy>VaC#|>jO&`$5xoIIYog_gA6M`zHk&3qIZt_4RW;dt$3}2sk{J6?)NG5C3&t@~
zi^NB4uZwJ3vQ2MfUL6obO8sXxI~0)OZQ0I!G-ch3INcapG`qYiSSk_c#kT>Tnd^>6
zTwBUWYD>gpuwgRp6wHdK;b@?$ceeY>36GkZo`7j0BPTy<L*Cv;gO)$3<S4p7kxvT^
z?D<O9@*v1-9IPCiZU6M-{({_Qt)U{_%o3P`G6*>e@5)AXD}%JktnX{skcyDSE!m*)
zA(fx^Qjiv9GEW}4-!Uygu<>U;bDV0plft2^V>+p*4~Nw_F_F(+QWuIp)Xm;1Tg?8w
z%!C9K{kd&7ss##<NOP;wQ8)<JvrvO!Rx_afyhZHzcXe<xj@xH}PfU<GPW%}nTYjTv
z&y{E1&vnyK9QkCVY8zWE#{F<BPP}c`4VRDRRucH<+?_<D%_zGm%Y2o(Xo-ersMs7&
z7Ux-6dAP1x<JM;(o8G*L+v>+)6zJ8A4k$(7uFhuAV%eTWepUXC691fpVRx?dczRh;
zNZ%w`Bv?X8dz)K$%$=A#=1Q)zj{0CS(-zA28&bC5mMto+nJ~8c{aGdN$Rn}PgR8nf
zdW%ecgFna&B&`wfb<h4FrA6JOWij>+<38dV!|;6-Fw?0}XNqE&MFJ_%FyE!fy2^Mr
zffONF{wB;U$4^KkZ%sY*U3GCFJ;V1ggY<G?Zim?NE;H4zo9j9h_X8hMJW+gw#~b+g
zkIA>pmX66f(O1R>KHq;^qzUS@+Vmzn(<ZUl_Ug=?BAzH4x=nR<060P`>cs3!`{gS(
z<HrObGb*hc$HM|wy@}}w9>p7z`&Ap*&;thqsJy(^s?(kr3i`T3!hRfSdu6Fk?YHmT
zDkPwVBCSTI|1Dt`><3hMIXb=0?1r*(1njOU|JdRGlW_ax=3fCWzV=K0w{vgv4%5sB
z(f23+S0KDy)k8kV%CvwDHq4s0YMzI?tJsjVidq52+3_2uEFQ!WX{_`r*u_HEhY|LQ
zM{J%v^%ulj$3mvjo%A;VN^<g@GDf^eU)}4n(iZ}Sq${buXcgmOm@oE5x|*r~StLhP
zI0wwYe{4JJi^RcoIpZ1HfdFjib?t>0ia~~!O0d=`qC;3gt8PebdjE|`VrGU%BIOJ+
z;+L+>OeqH_19b&-P+z#I`W2j5J}MWPUXjI`%s-bdfRFf<JIh_pYFKMKA4qWm5_a(y
zu>yW=BaX<>Otzk#f4tA^k4NUyujllUpup~X&GBW&vAd3FFV(N`aEA6g5%K7;PiYgB
zE5ktLW)m1oR<}z>3e#@Ny*L)S$1xbe?j~xjuRf`{zbYLE?fkhlfZO`K10HGf&Hk`_
zY4k4JQ|*0o@t@cnPVw96km@2i)|acLyrSPqykWk|-{nMk)1fKrNi3N1-J&*aurjp*
zO|6UN@l~ZmSU!z>AAaKvl{&D_F_5YuUycoZe%D!dD;wxKocaM$8f@_~Vp;xr^u#J{
z`c(sPM#pm@KU96%;9I2BteJ_6>xxe}%amDqK~HD~l>VBLd4nQ~=WR_n7ixCle*hSa
zJ@4Kb$iGn?$xOZfcRy^WRzZ1Km3+GzJ*-qQ*Y0^pe$IacQP)Sch|9Pem~nw3z4-C#
zh=hi0m`R9R5$76F3^h`Ml+(UgmT&5P2s1pZ(6xdx6(Dj+ezjz&I;)JX;pcfrTm7!B
z3a_$qQs7TF#ygreIl|?X#D=;jFXU_?nFTevFrU-|MMJ%tnqzyY>4ptj-4B@vUEt}0
zo2a*uZpN5^qjvfMF}CmjJPm3Bldnl0T+sgc$I$9jIpR~;FFE=J>&0ZjpeMamn`mBt
zK8if!Z%&u?2;x}KW$&G2-Bo3x$%Wq362HuPJMvS8aA}B5NvpunI&0zFN#SvFe-%*Q
z^ksV|V$AD@T+yL>y6oi;ui8gkr5bKgxM4MJ6F{yN^jc>o-1XdaJVX36)WiSP&q06C
z+ydNhHz*UaFZv~bOeuHC<J20$pPRdERdHytn)mI`*x71lcQx?Q*a&@*nxSdsq78Es
zsII*6rmFLDE#GY|8jnFo_4~=oiq_e&QTqw-bi}V}T8TaDY9y74Hp?>-X5u2y*G^a@
zjyu0@onYZ<@RVATN)qx$&iwkRw;#JKSo$c@Zsq>h85iXaNn=IP=SZB()HFY?M$DPe
z`!^hJ1CHdXV6M*49Uk&>`C*$Fe(1H>&Sgpm2y-FioHVnrppqcGF6(L2p!i^mu4Xgo
z=;sUC?>Gy!dxkwpokSi(E|ps3r`!%@yCO!yzwYloKfh=7KXz9U_Vd#DqUiS926W(#
zAUO23U}`yc5flu^Am&P$L_joQAYa*$7(!%zT=VKUgURXCvyGf-)oR&k^YrVPa<^d5
zW97%9@z^3s%+4XTu*$X^&^Sd3y%sVEIpRagHjMUHnSh%>5OLBQX#*;9N&W2GhOWvh
zGNAIis)6Ckjg*&t?~Y|r7nU7pY`eQcsS_)K(xRxTm5s*ka88-iC~(ucj4z{~fS}hQ
zQ=_Uh^|Gkr_buj{P}lwqH20PMr`+95oGKd^kZ;M<=-xjv+$eNmn&Q^GGD2B&WY4I9
zEqq3FP+FN=9}TzZZD+`L0MTK18<kw0CFROp#6(TL2$ZSJ*NQ&-`z1Zv(&{+FoK6M>
zYn)W&fVlMobYcAMUs;L;_YeK7A1kUJ3uvw(Aki@t#4n_wsY0xN?ag3Gg6HzrRktuV
z1a=J@M{6GXr>gbezPX9~lzY!p1!P8!%8}Dk-~R2~%9dCI_bdz->CrwVlFatDl-7QN
zXh+7kL<(R?1xE`+GARqI<d(lI3sQ}h{TU;p0QB(Yqu$8iu`0$<#IE{F2%JevOJ;eE
zN6bK0>!08H9+_4UChNFk_ZL0?v;csf|J{GizAlTT8}gJNvPu6aRyy6C9($onj+1$!
z1_yI-C|-a<?xLn_yc4WQGLp#4b=4I<?!L{P^0Je3N9mxWitLeSq;Sdn8N!;rG$t-v
z<4sU)39G1P077^z`}{}1w9RY~r%sf}s=B<=@=LTtz5`d%Waxb`f(<fNAGezzCyv)m
z>B3NczE$mPj>GBY4%Na}x$V;gUzEXCkNoYx0QL9eM`udXO|ti)2f#Yy^e~0|?QjWy
zuZs;Qsj!A0Z0p!8I5W;Jtw_TW4xY%zv{_{ke~Z%3e=X`Kk$-<?8`Qe(8UJ%loIeG3
z3rc<ko3BjB`@XbCPLaunzK9=`>@5|cpk`jU{%t|<K2&sY`ch?ISzqL;(P5}l*<IE`
zL_gd(R!K>u9XOZ17X-=NiedBDlOviHw9CK#fIpnc@LFoWo}cciod4%U_m|{RE0k<=
z3Zd^pcxuM81WfB&RlslecG=*YX|Tg!0sc-CInhhxP1x!>&j4L!)i(DN>+IM0t%;bu
znxsW@2G`iLjg=LGD-PkO>sg+*X{J9qT>6xSSc3-p!eXrCAC{#3-?l&IqnMz4U}+Tj
z!9~GRd4t*0@SiJ77ao>f)@q7FvsIO@20249mZ{p(Q94LX6)ke`5Xiv2=;`dXCzkoE
zUzj<NbJ9z}*k^K@o{jvGd_`{l=v=PKLUQ<j<7-OX&f)J}xnA6z>-=)|5Eu$~8D^l`
zqImQE;QqxmneYIEl}#M>b6jiOh_e2eI2DPI0=eHTHs39t2zX>joE7P~Q0T9x5i7_`
zKNp0A(R%@vl?7;NtYN^nEGckTw%l0)%Qw3VI9=sNMeP9VZJY13WcgBEa)xT5eY@*H
ztvLP^t~p%Se;yU3N&*?8R=s}*qo9>P0rx=tAO9GSDwTgjEpWhG#)mhT<wVd5ptK>}
z&RH<)eA9VTvF<;*9Tf>hn0_4ZLBh;~DxRSdqye?5oo7eJyVvDJ@<&7B*V`$igE6n#
zGPX{3g{wAJyM`O~pom?X+xTgJ<l>-4nnLG8m6}W^V|y^6A5m{si6F7$x@(ug>D-g%
zW})NXxp)5H*+zu7BK-|}Ra=hepz%ep>ykvv=0UKJauqY%7_TB*s-M0z9a=}WK*Fop
zcdt=;S&yk<v)$I5`Ps%`VDVu`Kf91{Xe!UpHnm~pkxjVW2hG<$%v4j>(a%tk3=pfg
z%f!+ID=bS*PaObtRAkxOZoF0kcQVSk<kP%?gtySunm2OF+9eZQyKF4QB9c5ySCTIX
zIh0S-1<5@2D+RBpzpHqwhnqRT3Q=jSk=2OWB3U`e8B~>teVquDxbL*5{36ysSX7J!
zwEj=iQX3mhR&B5y#z_9bc`Y|AElu6P0&yTsLM$nf28YYrc!mFlRGrvAv(%0U61RwY
z?<Pe-xR9GmX0B$LJf&DIj|iC-=Uc}y+jHE)?(yVdBi4T5J)^j0K<0AW<x8Em?Ql8k
z%kJ=o#F&1D2r7tKhLvSBmHlfX<~mn8wwFhr53gPKtsME-pvkp*x4vM>LW1j>GoH((
z-=k81ruR=|O63NSx`K!9V|(fB*{gfxi6*T>Jvr2%a|!tV)8?kGl(K%;(rE>YfY?`R
zRi9YQdnaSFi4DUJi{f{~a&LStH%PLM!=%FkzY$8KP^dMY&dT|_j}-7**1rI(#$H;7
zz}H+q;iTT5dz1bQmm>?y^}3G?YD6~5`O1Xev&etaqeNE=e*v(;kI%0uI-34LELI!K
z=dq3VOq_ZU|FT6E^%|#U$?S>zZUdperBkAvAV9|EeqrX+yu67Ulhsa&CrR2B`Mxjg
zJGy*j(JYq!v-rj$Xm0{cx@p$rG#_JiI!7!tz`N9hcGm#gRNUH8yLHiyD8-<|rLzuD
zXL|guo5tE!@VW{nA@FMgl=i_$`@RP`c>*y_7_7~>JqTROFWW_DAlS5>9&)?uDSZvT
zq`RpU<!bXQ*4qrK%N%CsFyJ6S{a~|T@OW8xoix1~z_U~{!1&FU>t!~QM7?85ODs?3
z%X3zbySh|I<obk-Y8G3JnG4z`<t2ioy-X<ZSpP@i9!TOF6K@2W@a64(E`ax0?UZL!
z(%*MNG|g|WUP+{)5XIXPeY9U*e04{6CJV4}X2}^E!;i{^=|wD~hE-Z;vU<iK;vn0o
z>oNhXv2&Hgdp^mGH#zajz@xuzyKkUqBq2mnXVCMZ%Kr}!dQ7x`P{f=BLXY(#`_TMB
zk)AQ-+E@>{9`*dWBx<Jcw))YU7Cz<k$#v~x*sl1AP9NV(P+_!&OPQ{(R0-4>i_ESV
zR)m9yklIsXhGF~p%h<g~ud>tS*7?zyx`FNKw(8>A1JI6&9d15iO~rTaFNL}SH{nOo
zofG^;LZ11LE&Yg`#vHBEx%!Uv-B&UH=}^<?Ev2uTu3BqIRh?za36jWsKb^PEwY^16
z|IJXW6QBjjUsxP4JAesR%uU1>Cxn6&N|ed{s)apC;I4Yej3D_;3tn#6k%!dfoZ0!S
z$^QYGyp@G^8H-e9TAhk*H^dIPTnN6neM|nj8vo+g@k*7kZV-)`{fKvmkI;fbK<ZCg
zT+>)L_eWTQyUvX3x(>6Z)7GlWC=Nc?)cYlUbi{61V&K2BEsguRO&?OcEiBMEIcup9
zJ!8c0{)9{YEZ$oVXT218SM?ORweV>$B9d*H-PY__*lxJ7wD|PKv0+Vv5r4Sjw>g4~
zGa$lj;h`|h)G=Qk^eU2J{JwNL2P6=J^F8K<wWg<f&{1u~Rh+CY$U>+cvh~U%@s2FW
zrP4b+1kK<UFRec}I&$aJC_ZN3dgp8B9WW3<{|g?tIIk_?kxB!Uv5DB$KC)YvAE9A=
z=F_%+KK_JgUU7y5Bb26_21kd=z3SlSZG-8(c&@7HH(i}3qcdbYcB1Dq_@~u%weYy3
zlJTke*LsHO#VNW*Ych5N%U!emt#+pn2Kt1C-GFleTk*{$CHVe$O)8_6)exvjeA?|*
z2?J{i9%j2nENFckL7_9aV5}mx{Ht1!73f?w{=qgn+=8vRb9%#NR9ko#jnEmJm&fSd
zHO^(noY<5Vjqc7fS}6@5!JV01CtQ%}kA2ND61?^tDD>1Sqc_d?+H=8Wu<WqP7dm5a
zo#(#rC|~Vx{@;fA&;MzdfBtmGsz^|6JZj~<{(l`bd!Y}JCl%5y2T7cDKTY(4?H5RD
zsb&(KQZZJ!lqFAJxE<-B6H=y!Ld!#^p82@aUi#{Z>N~)C=9twX)7^}U{4X+Gn^OTb
z)y|Jkq$K$FY{|cgXpa_A6>FCD$#57*7#jKNsqZjwybm>mMj2<Cv0`I6O1Cq{!Rdh|
zu2W7}cQR%blk*XOi0AV^hvvI@WM^pG(YG}n-?vequ=$tY3hrIM<UM;kaLJZzJoSX)
zaUF-b>0E6nDTz+4SL7%wSESU?D-w7xdz|Mc5q`7Sj_g&%L)A^4P+aY#fZ@-E{YnW-
zgp*kmxN1eo$IWtnnoCSu*{%Ph_r#HjloG<x%>L_LErIt417YSCo`-1zZA?KJG9+c#
zvSM1uiK&kOA2oa<41T2kgMuf&wIykUr-^Y@({}}erfYFQmkvIBdh}oUeXhCwu4&BT
zGY!p@ew#qtp2p?sN#z;XGC!Tzd&{^Wtk{|t?nlk^=J(=gIpFP&JXNF5a%VWIr@82d
zGm9q<*3vu?VGD^qg(xf}6kD5WxRhJ8tE^g^9`8DP<p<<4W&WDtZ#2T{{db=!+`QQh
zN&h$^yOyq#D)AA`7=sg$Xpe7IY+toVJT0{H<P~jpqR7#wOUvmd$EKJo8sk^3ALDDk
zt76${ytaF`)en!WB$G@*7Zk*{oBz_y2GrXg5_F7$6P5iG*R1FnQYddLGr?=;9Wwin
zuAbRVI+XR&>Nn`bcF*r@kCMi!Ng=K6gmrux4I`}0)4^~{%HK;2n1*1Q9G~mj#CPg~
z(^9RyRKDXGI$j5Q5@zmo79~<%(gz9P;k_G%@nbU4nmub7uB$uuZ_Oz4bCJ!QPYK$0
z483gbF?XmBm)CilGok_Q9tF*jhD9|;Eh|s?J_x<j4Ab0CfJsM-XYr@C!z=k?MH_T_
zVt&=D%O9KkP>-mW&-WHh1c?KLkA-qGLl1@LzHHG*)<F(9h6F$M&HNAWg6zLqy{fIf
zg;gPKkI=58-J7D8U&xG&jS!Rlh4<B0PaY=b8u#bQm=&psV5Dl*L)h%sm1C`uB+~O<
z2?KQKLyp1SJp&<j4P8X2K4s2jWW%s*fljuui8K;^IHYBnObL2dZL)MrTPj^4F`Iv*
ze}-^L1>9Ag0U%E=>5<j8{sa6Ab25$r?^h)l2K~6b@2XX7+Jl5IU1U(~pI^TX@3@hX
z8Om*B+TR@EBJsO6ohR8SvWGtIZ7H=5En`((i}XjB@?{aZyba4GPvA~dYWz)SJdLc5
zBlJ4dw<*mW&DLLoxY(@=JA<}V58dLF=9)GmL7HOqwC?Y^6S%Ho)Mp-ARX@s)(AT9k
z^IBB#w}lMCy*9jv8Kn<o=B%xbKlw&%FM4hhT#Sv4%$nBx5jt^Z+3~|RPHS<|=zLDD
zhc$NDV6~L=x^+fN<bN-rl6}$yS>+J>kd2+Bm60Rk@s7JnXMM<)+H*qSi?5xPka0}}
ziQg%SNI1IAOffx*Y0p48R%p;BW6I7Zh+UPZMzn)BmR`WtPy@%L6<;`X_>M~Z4?X)J
zaa}IjIHS`s?>cRbT17GUlMvS{&$kG(N=cTl6JA$ju76aUQuZu$CSdqZaXKAL(NvSL
z&vwATYV)|95VHO`QF+btrFWfh#Kcz{AD5#;Ve&<8D#s~%;%hBt46GT84fXvx2|gxa
zSUUPg52t0>8vy<T$TQ3)3V0eralFrt6GK@in%t+(%Kh~!Z4ze$Rnm5+siY9;N5!$m
zhY}W#tUzinbey`q68s@VKI8h`Im2Z5m%#F%Qe`38eEClz3#lIE0z+;(f=sb&=nt<d
z)py@e?{|6{4!-Vrg9MzxH;^2GuTV3l3`}dEOpAIKxm(&@D4C*WEjTOPy#qGSxmAaS
zc}}dZv>|Cc&6qA~m7A~@pV`9RGpi|}PD!_nK2BU1OfXaHWV`W%Uo>}-tUQ1-oVV31
z6DF}jcVw<GQ7FK3VmRV9)6wI(M(+?=&M8G_05%`3vl<(n6Q~siRDJKCkqKmyBseq3
zWEym2AmOP*464&*C{sCwGbYyUc-Kk=S>RVQa<uZaPmEaWM~=}zjr^I%|C#fZdr`aP
zF7pD}g@G(QquDEtq81OTF5IZhJc5g4pCiK^43YEA%95;gljXXqkwWm4tfgvN*d0bY
zx*Md`fhp-wubmC3Nf$ZyItX-Nrf1tVBl0yJ)vg+e_!rj#Tq&Vglc7)b<VCjHH>h!$
zKT+|>4WKVQ{YbhFFHq{vVGlQ3_T~9(6kU#6*}F-smi7(3DGK&4ThNhJUfZGh1DE~(
zN5VYs{|26YVS2x7+={!`+x;J4mam?UtiwW2R=&!MTyUfo01$MW{F)*vY@}$!tvV!r
zQ=SQcyBkULYI1K!_xldJJ<BB+Pf<zFVMkzI;PjC*>;5ydOWOdNDJxuO^R2WZ^tDc4
zTU9Mf=>WC-4AeB7VZvW~`~XQMYqdn0*m<<JR4qD}srZSY@dRB|jU_WD4DGw2_vfyN
zoo?9OqMrPTk3eH)eEB7L1(dOy|6aN20+&c7AHAKqKuxJAx6^rdJa1szgzi_0^}D>e
zOG2P%<wdk!yKU$Tu@PZ6@o-Fz%C(pHHI4vr5(YkW*9c3)qi8LHAn@<`S%}B8Z!7-;
zRCEZvU)zPeP5EKfenBU^9L7N<@_RSye*mlGGMAjn^WCra$c;X<bpUe&yT+))_%7W7
zhugKnA65x2j|cJ*<f?(yW=hmThLWjs`-f<YJ?S)JWbwR7dygL~6HDwfK)?R_pVIJ)
z&%&9w1M@wI=@r3Jm-c~f7Eaq3ytz~fAF4K!5I`AFD}*f;Y5-P_rHr`--#}XxgGe#Y
z5&$^o>2WP90LW9iNj0f8%VMA5-wNjMmF1P$aRS{iRV?%Qu65P|jh%J~=4A?Gx<MoM
z+bLA52Ea;!NCjW>;hU3wnP;20uw&|*v4xl!YhUIg;}QU12y7Wt^%6;67D?adKbH}w
zY0V8EM4_g1DZ<|@XeX7(@MqxydpA`tTP$6SWYHfZ2Kq}$f;TXz%&$ucDOSh>Lg$RS
zoDjgGGoor2?o92rkS%h^-NCBbC*vhqqYaH6@^6^5sH~NDq|9ygWX3pb!+cJ~L)ggQ
zr>`|4m8+ulzp2sRLVIWj-;veD8ci>Y7NjYe!KA!AIMgc4nwlkoxNfT+Huxb*bjusn
zs~?5rL<7mVeA7^`Wa{Aohelq}>VH=pI-a*Q(`8NZrNzcNLYTe2*HnQrULz{BGS)d#
z-r9KVdTd1Ewn>l-OjFv=>GFBv9t=fk3SKwK?Be112KS{bl}4X&>YeUwMu{*c%wNoA
z5)lovm`tYyQTZ~eaCbx|oppqxe|#L0$Y4#!4_hX(rLt6JnC@^W@qT+)63-I_PkVD+
zWA=+)GH|=av%a{)wz5w9TP2laQjuMHUYf|G)uM240Wc}_w(_p%P^|=5Vd4(eVj7+3
zZjLqmYZh{|D$L_9OwlSZ`T=?J%Cxv^6S4GaIGJ#;DdKD<u(ookEh%d{$9jmZ^&n3A
zJM?R{a9E6`h27&-vbaqK&ad0u3DUapac^=v&p9eud#?@5&*s!l7uR*lHd29QDz8`?
z4=!Ehd~!+UsD}(REn9IAn4Jl4k(;Dtp@`OXEy}u}9EjQpda-eS%P?;?^RBwmP6FE%
zlsUrSS@L>A<;{HIBaWPu_bRQXga2q3JkCnGXhZu5(&PQU#D+DzsQ_?BVic8d_fVYH
zyCGw8#j~pc=gD~<Z-Ev6#TYTRWzLM<ulJJ|SYN-Ud@F3jZooQa5VD8FXSX*_nN)C5
zuAX&Bs%?7dru85UZ$hy7P&t`2hg0V=4(YCQ4Br?WMtA;`VUmgU-+Iu6UY+wcj#wZ6
z6s*T(SBWtU2kg%ak4;R2wU`2gfoj49;}wR*c!J<%p6<X#z0`N1m?3X^11!G(u)9-Y
zs-$Hoe`kOD$8+s_2flZLrfS`6Ostpnn&!4XM2g-ry6k+n&sRe8Ba{?F!c^b0pkI)0
zeEHLC{y#uy<Ev?di)=SN=d_W9!<2Wg0$rYZZ^@0{&pq$3Tdbw|D8ke4BsQ?r`jbd-
z2&!ambv|wx!tW<gyA>rn#8PofFJDQ<bfU)_46I@G_BTsi!6bG$Zzu#*mg)_w!`+g9
zNU%#7pw;L#6Yx{@8+9NSj<Rz?>KbgcKCr2<vbMoEjWf$9)}^wS%}Rv_6*a6g3^g`O
zk^@+li}IM<8>M@P-Sxs2MVs!#GDNr7B0;VN(7!Hvjn;*q5M53a4_O{)#wH$?cIHIU
zwF~~ovUMH^gE+5q^X1;up~cG??-Au7(_oKlQH#L@7l*b6z<kr6=`b8%fMu)Rd%d6Q
zVM%|ux;v9^0sn@L)+Smg1B^pIG{p_gw1vXKn+pzmQT;OM&1cY<A@yZ3rW7pXadll;
zMUIJWUT4+z6<gz!kxjYd?gEb%s)HdXZ`??hw^tqHr_w690ph$M9}@cSSdd=3hdTO`
zxaFa9E|mF?TTN2NUhj~xR98}IKv5k9-iWj;UjpTU{FJbcB~1>4?d3vo@qSERA|<Xw
zjs=^91y{|9i;#rPrpmhF*}?4gYDrB63q*c~vxI%t`ckG^V|FRzY&5_db7Eo=9L#wE
z`YB&QSw_9g%ef(4ErfSPE2s=VRvdTcr=Nd>pWH&V>$S7;ts`w<!3u3B?Ds^A7r*c_
zn}(<M(*a7~fr_p8K-Yn)v+M|mU-9VlaQ;y9Y)yG>`@fkFweL^<?^tyxs;?gQ-xr*(
zIHUgWd;Wh>PeTgk>Nv?_4da6>Itw|%=6z3ew92gT^93m!P1rI@QVVnl#jt_W2$&oI
zSn9{1?c7%?u4E27Pi0U{-ZDGC5zn^F;a_T+(Dkw0L@g}H!kF%!OJVJJSws5Nmh)S+
zOHgbhJhU5GweL8l!S=x!vQivU%M6$xYB2Lru1TZqh*(+jxSX#Bs^Q$h-ERL{IBOFy
z3epXFUF*>4>^bdc_}&`A0;T_S7JDj)eW&>>+;}c)VvN0aft3ebk{7NL@xF*3KArun
zEvt0&(O*(_!9VDB&#-ZG7la}0VU5B&DguzP{ItTtH!Z(z=OjM%0RfqBYc@7+Kf2&g
z!ON+oeyy!e7%HiFXHmL95Oe>nG?&{jaZU|SA@Ym`$XQxLy;Sa&S<m!@7X}&*qQtwf
zxuYHOD|?z`^^UZP>`enn5+9VpcMmwqX{h5#eju(&wI)-Ku_dLG1nCgmjVQh+pFls2
z4#fikQh?Pg0h<PejpRQB%h?G7qhbVv)JTdja=f*smXwy_?d;z^U*NQCn8!{aHPfRb
zGfJaD4%k%7*2fJtc&)Gsww`T1RsHLSLF+4k(mbEj`VVxa^kJ^o*!77v-><r<X&^H_
zP&6jvTz^kE)!(><5B+#s5|8>zo~4ypau3apdZQ@Ax_IxUqUk55UGq5g9SjUImF2VU
zmijcs%e+iXqF@d^%K%NgE+s9!To+78=*TCM=LnmF7P$Fw;|9jAnTC`RE_}ZXR~j4l
z(PSTyt<26r*cU=AqmB>l&!>!=IJcxX2T_+O9aa+5khSBZs?QN_d3;XtQ&M<HvpET_
zEA#Nj-@={%r$eiKRrs(2!pY;!yy-gte@IEEQ7LXSi$YO9%Qued!=y4%A~Oug{PM!g
zwvF8F+*3;IL#Aya<tv^gu@Z9;1oH)!>tAgWAYD0j&C=m(>;{HMCVWl!)cQIrL#pRS
z2r;cNi$<NHlAw@jp^%Fv71Oz<-T02_vzC-?xnYBFmL-`2lLBFgg083D$b^75)W+w(
z7OuWnkg{;Bln$x<y_-2I(IG8e=q<Rw8Fj>>e|21Q&YsRMI>YdEBwmy|D8b3WY!kg5
zkms<Ylb&_kB)0)!cQ0vA)LBO5Gs@m+W$Nv^935TP@Pp79yDgWTVrVbez_ukRV4{6x
zskW^d<|CgibyN53O0~C*=xb<&;>g&aYKC$N71<{7KUAjuMwLG$K!LE{89U@Qzq~g6
zUn=3X;RCVqpY{BS#%SL3?2#Rdvp>3_UTc|q2{;sSS;oZa==_OqW?I7G1is*S<qPYG
z`M+2T%6#b_&d}`_KUq3SlAib_q(eKYEY12XkiXHOUX}QhOu1?Q5scuLzWwvW08HQ2
zPecDX%)j~YFFA(YtpV(QSolFmSmHKB#vD5PeF)&tL^XB!XkU`;P7VDnc0GlWZOK0-
z!MCRL_E|C7R^Vwoz)UohlnwmxSA}+OqMvRhUuyg^f3LaG#fvPnD1>PVzJn7V&Tf(M
zB8TNqSsd(pjC(al%w9Q5LLHA<>ZaNAiZy{3J;dk_`J<mqC@Q@-vaYl^MOJY9qK-E9
z50!T{CDkRP;b|8(15`kFXl9+Hgx%3M?TW!XJhyVOazPW`B>%N%4F`*bADq@m=9<ox
zR0p@Y05>v=h9v$;+wL=-)QDp_cm#}h1S2%Hc)ir7D^wH&oei_dw>?h#M9Bx_h|6<a
z?m91QJCTy&==7q8G=Eidn-UDy56xcD*fv4+q^^RYr{nTd{^){uue!4JeFlv?<B%c!
z8n;<j#xLJxC!KPbgS~w8eXf3VH;(Q8HZ5cEU3|G@J7tA_(mpAv>zE(ii0Oc)>Z{(_
z{ASC~pu-0lz^0pp1o=doE^HkagPoPhp5-oZ0dMO<b#{cu_ILP9X~j9ktIIK@6=?A=
zGl_LtjxZC_tEF=C>ZM%XnYp4Oj5;kI!gNuUemkp-U@4J$vl@*f$BlO|<H$7t8tJ(h
zHY2hNgHi&i)vU`$b7k@+Z-(7;g^>pOmdIeu)$$l)F%maPe<SlT7TX=(0_%*YO#6lM
zUU{$>Y1`6-AMPF3^xExTbYlJUVF&rWg4DkeP7r2OaE%rT8pbI{oaW1}Nvf9xCb5PE
zdO(4{O(i8zU}`D}YA<R@eb%-suq7j=QNB<td}io>fP4D?|35US8#!pv_Q!ta507le
z{{RL5uc@P_h|0g#us8cJuDOz}finqTvu`&dpqzvYo>05(RUy>MZTTteZ13ZNaZY^t
z`<mC&#qO4BOltRNQ*V4k({qB#;!}|i;T>8U9ls&(CdPu}7j-3oee!*kcR6tqtHo6=
zR9p-}q>l+#W6~D#F=fZrO;X%*c%D~mH0K0=-3^#hxm)Q4*emVK;vb)qG**?>d3Ap9
zNN)7PByx2-<>VX|ns!EcpTmbb7oHWw-anZ&_I2@Pv@_#Z?w>N}njNv9m2T`r$#Gsl
zJMPMVDACBf2dtK<@op5E9Daugy;Ccn;ZC!6{n}vr_(kGIDU=5fm5{X7z_r6!CPKD9
z39pz*8?Wq_))YZ;u8)oy77ba#kDr=bi9+T7J>B}EKpgk!fojv~L)(k!fFqk*($!M+
zZF8f-9k<)krZ00Cp{6~@n{?m%rCp;nP}wF@h7#yVfDU32FjRs)$&|id_eI2x?7EBA
z*BATm4h1y+22((<>ku7lxxVlcf92s3CyBL}3S<1D|B>UBa6Wi#zO9MzJxXyan=Vo6
zOJJ(_ccB9w{M3~al5dg3Dk}WGU=FjeVyo8xB2Z*Y!;)JtAS$y)3lCQFh%ML_mfMQy
zS~#Ms2mOdBeDm}kXN#sF%U~R@1!A3dm!1^xL>8?GoKk_)*!((GZX7zxL^n)H<)u@k
z96`0ny{Z(?l|G&_3xR=FLt#$IQ`ZqnFLlK&|FIEkPi)F&Y89A?&5Xx`I`p@hvDSeB
z9w8EwQDc6t3-e_7%IMpc!^fff?-b`)*tjg!Vq&_+pq_zgDf74U^9UA@ievLh-*08Y
zsPsc9Kd{Ug-ClYHR*HE;*J4#I@2)YWv$>`+a-!H#3jp3subRKxFWF5=8hQ3=9^sE#
zqw*XXnAH*`x6hXHOefZr!pu4%UUOJ-ly-uT5Yq(|5Zw*?rA?Q*@#X-RXVsUmRySNK
zHE!`&Lx^LuN}m^GbjW}+by#_U^o-ku<Mm5O!?4mZ*QP8Aw8~HEzBNb;KQlw{(;_BX
zKPq8ig<mN!#9*>cNDvn^Y6ETW0LG+p5%?*)&CRp~PMJIo^Ea@iOVbDIKk1pA<wVzZ
zvkOjrJ&@6PxzgUlFeDwzXKwxpoz2uZrHB=^KV!+w4XlVFAjLJBz7W8(6i~4-KQn%g
z>W9aa48ASN*5DrjS$3N8+@V3I{0p~3w#cVOBXelt;n>k~Exwdd4mp9oU0lUq6wglp
zhrKt3&*nROt8Gt#7|h?LMq!bLJI3yFiC=jBnh9k1^aa_kEEy6yvS8;N;1Bv8&8eC+
zdEd^Jk4=o;j=r7B{kK0P#gAV6q_M#3hrw4pG~36?Z8Lc^h9{DZZLUxbA5ta#(-8A3
z4gF*N%=9|h^dC|SITq8a6pwA8g-byMm9_3v`lnD<UUl$Z0#GI`2}|ADi-B!3#SSgu
zQ~SV%Ei`$xbQS}7B|@0DHO8=hGzT`uA*=3IO4TbFox|5BwobUMYg0x7d{7?XYi4cR
zrag97bF5C~{&-7l@;bbp;k%tpQ?%K`U0sB}7B$$<Vp(QdB=Wj)FpK@j)aZjJy=m<F
z_f^;5HUHlF4rI%*dCJt+DB7&^3g=4hK0r95#q1v(Q^u0czX+<VS3|9vy2F<Olk!DN
z2!rZEFCSj%v(XnqZQbUiaNU@8Ac+z_?2|;7+~fyNUvtjdz>y5mM==-`-Eyz}Ds7)*
zNvQ%ikOy!-YXn|qygK@c;t}(z=@nf;80=YYJcYkCgoAS-@X4U;X(Mi_@<)_k#XRUK
z$1wdVUfrj!+Kkz-;QCkK#{zK+ggd^K<=@`EC;`2;UO>zX%%Dj8k8FbzdNhbDcv|Oc
zH&(|*wrGBFnh58YnJYgkg?dh&LCrjMP4j<gbGSRwxJ?sv@_mC_Bb^oDh16Qs=_!yx
zo~T?OHyeiGHvcmNNMAXEXg?+P%*1FZO$n{~oqowKB0cX|eK3+h$3VfTT$+VxcEgn`
z%7CPmxOk78@7|3+ECi6txu^539s>h>8!b208ka!8B^6@O#KgHhb%NPbLb)ue+-%pS
ztM3F4YQ@e4=|Q}F;d5_droiRIDL4Cx)Vq$~QbWo!UhBx#mkCoz@?=SyGy?miBOfhg
zMDNJ{Ht`cuSH(!oxZ&@R0;dG+;pWUtn1&H+BL5!|&&4jttPxTFa`WC}!+yQ`_%Lz5
z-0;U;l7@IS)CwC&c=SJj?QT8k&;`(i%^4$FYIgQcU%%jt`+tBaQ)`tFC(fTj<KAru
z``lC?K=IQr9r^MOR~*_*JQc^<o2L7Y511m2<AS?I=k)}F`c+F2!kt}@-J5?Ib0eiI
z?Xee6^SAG1vLuJOpPbJUQ^cv117{j*lAlIW2wh4n=lklMA;)+U-Ne@_9u2DBo(i>e
zwbZ7Ra@{i5LSk(hTnA`;%?q^K(-hSZ1?SgQuxQsw<e%zuiRv$Rxz~S$Bj&tSxYknA
z76eBbG6QnrgF_tzwMvjMUPwzpxXlDX@^<pU>p`QQ;kj_uEe#)#T7{T&$g|h!q&Yw=
z@p~N+@43yLsSgFvn0uCPz9AC!cS0?XI}vZ?1b1ygTC<B*0mA7XAoH0*d6_SCW4wVp
zEhY@)ct)hVjis~S4opGcz~cjyxZ(Z3ypr#3ze6$wIhYsD0*|Fml67jg=^XEhYHg*U
zk3EmjMfUG}%k}1LItYKNF%z1l2R?$eFS+rWw{^z{p@Pu8bY~x-YfOL_fgp?Pnu*tp
z!+oMy4yzZ#xyj=##GM#faF=c1Aq??$P=gtTqz$aoGF#aFoHk+d(!G!4^M36K3pV&m
zXJkfvFn?yvOKwA68E(H*$;r$yW@p*Wya`sodzLP-)8cqm*YU<<oB9LG?}VwuFIc3|
zB2P5e5|oCV`GHl&xxS`F<DOm?Z9?o>Z^>mD#+K1ply4S<fD8)xz81bT7WduoTyeMB
zeZkF}a^bgF76;L@Gj*&?8wh*QOWIc}k)?n((bPn`UlfGZ^Pthq)w|c%71Ve@2D*6M
z5MT<EB$kZ{bV{Kdlv;7f77Q;YAAWLV1y{e8iJ<t4^5o(SqdVu{1ve1My8vb#$;;F(
zmP(j25?Nkz|2U^ys&-&K2iK6^RBmcQGr7&oC}0wsl;$}$o`VUYJe9PkdduGi#o?AF
zLq4CFnfk9~B-&ou5;ElYFf!ARWH^N2*PV`)fWS@FjjHw+OWD&tYQ%YLh+j!7qR7_g
zW;knFf+IAxl-v+l;-xs}1%OK1YIOZV`w-^3FkyU;{@efLmrwSms!o`UNBlm0^TC*{
z8_8L#B&J0o-A5dHqTSHwB)I3Nuz;@$mw%SG@95)}_OeAU*1XGXa|dNkzh7#bhIC6~
zNK`ir!+RQ8AxE@HIgdjA$<GL8ND|g>()*S+jg2yCTpLzg3Kc1`<86%^l?kFi`AH6t
z^jbSMvc_!&R!n*r=-VjToY${okl_$qj8??a2lnbV>>q<89s-JXe}-3XZ;PaI`#1IR
zlVS!tLud8UKLNC}pf9~i%o<Zoc-BkAlS!d>6>ZIyHoguc8)X`%F2;UVUfwEYjz%9F
z474h$Xew54uRg`CpxT@w!SP267rEkobyi;AeHYq9=QkbmXH3JQ$mqTFe~aC0OP-5U
zgCmcDx9qVJXJgE`qEGWN$Wm|`OrJN`sH5E^zbiDTEYehb!-kGEPvrQonw<9UDZzzN
zjw?s9+Gvn{GIMps;kZy5)c|p+y6TWjk?ped7L=7(U5%YoW*(L=-rYjMF#7OP15wcP
zg5zd5r-<!cgom%G%~+QV-=&*#iHx&5ndMFQD?_~n9%?%_&aE^+@^n*=noBwMXkNJ>
z?LcGf5wv{E_Q@(aUfhU`zu{t1(n`K)jgK1Su<y2pfx}{o(PQ5k<L9nnFjp_5O};jA
zncQ>M$C>1TeH8*Zm;M~eu|D&Al$R~-x+YI|c<s%@vmB=8HamI&9G5{RV$SfT^IY%u
zMiB-6xD**|LTCh#w5RItJK;~ue*!Dk_Z344X`!r8raHgl)5+86p#&gbeyir1|1R3#
z#Z<MF-{D8)waMMl$;t3Eqfu>-9r~Y#%2LJ>lG=USd4o**d2sdEuvxrHT5-%KI`q1P
z&BTc^=sxHUQ@Ndf3G0Uc)M5}t4o14bO&?7?+HKR)DPZPZisTlssO1$rS*?|J`b3-+
zQy}_<z+_x_?tsCyPr_K5w^ct*b<Q8|S77b?@o(C_2~+YLSN0F)*az5#9ocp%lF=vR
z$dKw`s)-smixT0f2C0q1ox#Vz+811e{RbPx?r-II(lqqS@&#2#Yl&Jk)u#|<-mnHo
zKN=lkQzhI71)|PMpC<?yfpGf#BSzQe(-4<o#HYC9Nq}WSHf+E2r-_8dY3Kpn^g);o
zf-?E8-|%Q{IiHq3ir6E4em;MY{66|!CEhj7(0qIUuNR!6s|_=T9XC6&tGP>l<0-oI
z(OZ<7Uju9%qsC5>mwL;$n@@iZl>=hlMjrefsb_g)Jyy{a`S!m^2NDC&iwyfQIhQAn
z0aXiI%pl|L!w1H>zmFA#a|9;k9_0=8ykWaq`&F|PguGrKBs3*c8ggV>{XRplJc$~7
zd7LQEe7VfmjuFaeR{EqzASE_A*70uX-^cnR^?H&Q&aDpl)Ge@Zn3Y(*bHOdPZPjt<
zU{d72_2=2qsxx-LV;DNW)-x#ctVK1xTN}Et2wY&`x-u$7fwHpGxp(%DtWT#yx{DV)
zQYnYW2Nu}ozfx|(59;T}UW7VHXiJTY`M_?wuqo;grz@ra2VZl)ngCV_QzBIooqg)s
z3Okhv*J(pn+;b^AZU^*CTYUdfzo(tRddGNsbr2xYcq1gNVrkz#W;0LyB6fP~o@GLx
z-*o1D$3ZJFtX#S0=cwkOSIzq#L3(ekZBj0hu+T}8QRuzJuPNu(Cr^TR6ZqDc{}CPO
zwKcVNXmWa5mMTMDazzAom$(kkZK3y<6w^ICP*#@DzewXvuUWsc^Y!-Ti&>z4q0sXd
zSb6U>r~^JO>a4pE$}t0w6w>pL55o02h7YnQyk(kCI}%cUix0yJ1ywSR+I8v2n!w+d
zzr|_#-*w66_MIk9c$>-p6(C`iN_9;G7NzmD{ZLaP#qfX6ObH3P>9B}@a9r}MWICTn
zVoCeYeA0~mCy^I_Y~AqNqa9U=QNjg3SX&A=(H_ne$rULm^fO!$tt4vJy9X6uqjn{v
zvtXH4F5K%pN;AP^ds&2oCH~#KZUL!`Yl@B&@uLaMM;hC?TEe3r&>E$UuSWZlHMHdY
zBpU&L2G9X6dmAL|g8S3p^vt6(W1)r=!J}pRg*stZz0|x1-=%UBsS9(p$*+0)biffc
zvuxR?DD%n$k0u#em(@bJ<?arjzn*KsgP8bQmc;F|^r6QU!}te<6@&lXXHW6x^fpv?
zx``##7U6Vr6pwSmmWqkU@$XK|&rqH}spkxN8QxjFtF~084$DdMUN3qhWxkm~&<y??
zZX6h3-WH2r(eT!bm$}N@#6+LvhgUlr@mSSot<`5zw7#pwEiJIu{(o0jkrM3$kwTf>
zDc390_bDuh(c`dPv%C0>HxzS4=D0aAVL)NZRWL`$U3qNZv_II%xZn8RM8zWGP)kRQ
zismZYfW|Nk0%Qld5l>IMYH_rj3)98<C=0lV5#wTTQo)~LlDNy~MwOoy70=K$R#nP*
zzfA{9-{fE0iWsnZOaGFkb_do|u)}-uGu)V-zA5{{QpV$9E!l2u?q}d{tbLhFFhq)d
zvt6q*xVpFX%nTr@&o-zrtn(YOKp{Iv!fCCQ^L$zO$XbxBM9opOH6xz4qk1$LbGjtr
ze;?AvbX|?Rd*-5+T5Um0qD5^-zX=463HgJ)i&D9czmN4->~&Df{)*8YB*#~R?y_sX
zmO2!E#>KUV)GkZ9^npb+7tEFTX;6mEn=C*?Y4SSR$W01^%EmvC@Ro^#n=r=B`V9>T
z;`!@}Euvz=o3c=RZfxk8w!_}`(~l9tKwaZfUiB(}<hv@lm%=UZt^pZ>a<(}^db>0G
zd-6=+=6<zyz|55}18=KMfdk@<aFLmMCl_Mk@r{DL|9Li9HLSuDKrrM2#hJu3PhU-`
zMZE5nKDME;p1{Ho`eF{fC9R2m$CBF5!k}d@mqq#QT5bKo`YH}`{Qn;S;6NY0XQ&v`
zgT*nqrOj|iLG-Bu?deS!0*vC7z>q%fw8qFhbfn!zb4{_>H&e5oDTLyac6xQG0!F|T
z!U0@Ry)t^zd(veBv&G2iQo}a(=A#_&d()OZt}#mBXd?nSrplvXBZ4|qYH`w}$dK*N
z9qG0M6{K_lkn#G|$iQ?Q)As?zCP6%PsVI~JM=Olee4L(hPY%S5-D+Mau*l<uSFbf3
zmVw`)+wE2|DZzyTGlWt^NRgPQV^X3OJ4q!!l}|ILA-WzZ(cw?a&mHMl1Q3If)KzD3
zZpCEJm)Q0dZ+<zbu1FvpbmoQ#ujH(Qc;!z*Dkrlncpz2gRs%6|Ke}oaxKA*NH%5IM
zr{HN0<qL?CH2@Rl4x_bKC5AZSwJziHPz4-=+tR7d(KKokIRny@8C8HF;-e9fPUISP
zYDPf8cb*LcZr*q`VlO1Q5|RPv!?iw3aC79cx{uC)DQ@@3pplG<k(94$h=G~__iv45
zhl8w2jo<MxkB?v7$zE9H8rf$_etA?VU~oUr2EBLU<G`L0wrh{LFH@k-en+nso<xu2
z5ecoBWsvnF9Y?)plaw4{?9Ei8PPA%NjpDx%u>*L~tIEP?gA|b%5P8QwwIm4fq=_c>
zVCUz5<M;Yh@J($sv-w_JM6NP}81$$w8_Tl{E(h+w+{cneG281?8eYwFy;)Ab)+DJX
z%NF+RRx%{fd5MyzBaw=t_J41LAd_a&4nWOJlC<vZj#?xHf<_6?<4@DiEuTS7Gv`Uz
znv}hi+!MWu>EY-=%UnzNU{ug)Hc24e5s>GN=QVws0|J&5+}S;=TOu_r#Q;ScRZ)Go
z#W+H)*$hoLbIJ1OfmWc6V^B^H)}DeMBUDT%#UWLZHo7YhMi~_;JGzQ)ar~%dBAmKS
zgu@SO7Ehw%`BhV)K@%3Vl52PMNe(|FTHjvP9FnRIa!;izA(_g$owx<%is1*S+SOt!
zmSx<-Z>~>DSDY{;De2y!1c?9uZ9JOJNY<OwysBp9TA`ZJRPK;~J?aT=JfnqdXO1ch
ztC=KSt;!C7*F2*qqGwvEO)Ios5?ROARs05N$5FOL#7e~a;}wXjo~EBB)KE#_b;V~a
zEMBr@!x=TCRgFi~eBi*S3ReTyHI(oyvjkzm=N`2jEhWUERS5v_MN2c7<W>q<&l%53
zm{NotqFn0AQRb0G^->Uk3;;H*G8=c0blSagYRu~ze)3YeJuy>#p?t7c?&7zKIVC2@
z)+J)Afwrzq5QPHc85Nk<j|_r9%bwg+t0m3R+|H_=r<~QKjN9x*c6U0UJPvA<_%ofj
z&q}u}SR{kbTCW5pr*51KjQZ6iX7?d6>}}cNqQUbwb|$nQ)t!Qo!0%CcL0tL@q)RJ1
zbQCEq^s5Mqw7U)|&jA29zyx%r%8i?|D=-6+DobZXpCB9&+L+D9BQ(?mxESkDTUIq5
zbZl*PQYr_MKys3t`%?{^>^@Wj@uwSdi_0#30js}4IW)L}LKrdSy=v{Uy~}1#xGI|4
zO5|gwtytT23XC2-s@HNItZblApf3PZw*k=BLdkkZ0RB`KygkionTtk}1d)rd=y;`@
zX$PPJvsOFP(p{pb7A8TNrDr|qr*So68Ezol0gxYEwJdvO#>168>AplZ@(qdst1!Xl
z+yzy`9(eCa2%0^kJBQHJ4+h_xBzso7tZFuqy}v4|Ka3S&*l|D^o@1}lr&m@P&S_^x
z*cB5PsMG<&sZ;7G0%G7TK;lOk6vE7{+<{Xhp@2OPr6vKnZLq|A<aMi&Ozjm?+8$+N
zgH{BLue2Pmr8v71(J&`DH6xYUFuc@WZ?z$ID0`Z_h>|FL(9%gV!)}KUBMkHC2Xj|p
z(q8IPwnyYamTQR=WcvlpK&ZDdTR_t6hsZKM4hi|W{-1!ONV&U*PPepq5lnaFMx+Hh
zOkj-nJf5b!$zm!wHlD{!D8<K^ltyEnp`JaGFKkj6Hn!w$ed%>ekou}9ZPJhRjA}wa
zUJh&2!_@YWQfD1l^2*3&LMYtdHhDFE8<d{k0Q)eme(F+g$W!-6BBr;M(5YTC`qt`J
zWOA0$(&9U_wqfOGg2yKnps_}BH{|1!n#}t~Bp`}mxjTsm7^fFuHFj%xaR5f|)~GaX
z8y_Y@0Oze&Tfdm+G{=zc$T;naB|QNm^dYXFGJg+mTAaf1kkK~WbyLvReWlTcKuOAz
z&0Bk(Nd}Uz7R|sBfKZ3;=}<{AF_K6JwN-ngj2=!qRcU52C!wU}V$wl8#k=OA2h`MH
zoX~P>DN5zob9JU?CYb7RN|*ws;bGL)<Wm`lJW^!Rxa>D4BkNPL;!F;hs4>l1Q<Mgn
z5ilL8wKFaTYBSP+5K@@)f+zx{QZY>c!yP8iYL|o3ow9%-*eSvg25H0+;a9J(rAi@O
za&t%un|T<igh8rt0)fR#6k`PXQm_?77&PxBqk=~jYYGnnoLCjXprW~tEyqfgAq&kl
zu)OA!JGb3o_=-W)YUPW28j%LxO)*Z>$miCi-I_xsRtK#NNIX<(*r3UiOb3P@w0WL}
zpe=zw<YuH~rNQfpX)S|>AbM0}^G57@(gJ32jyOJ)nacd!`&2I=%__EfQx%I*%sL;=
znq*RbVUbXC>G;yn1BxrRC9&*jl32nRj!(X6*~L3{MHU^*>x(u)lskvNTB>1T*yqx<
z-{u%KRo`slJ-H-jG@1*PS_fUOK>+ltP+f@PDIyZXr@dJ#xp2S`C_Em6@}*(itMkf!
zbl3>U!K%_*6>hn$A_1t}QDL6R@sUCBjhi>!OY~wre|IH#CH3%=3cG*@pL+M7jOjGK
z5VMK`13sXNbLr*DUI}xiT*9Z$M#A;L#bq5LRZV77j`C=Ch}&p$^AI_!w$i=B803+e
zSaJ?OsP(FHKp}TW`B``%p7qc-g!6du+F!+S<tQ?g1noHahu~;WnP^R{?zCoZqdB#S
zA%V*67~q5bDYo*uC}eV^ft*pSX<uTrw7FZj<}(&ojX?%7Kc5G!GByGw{6CdRqD7f6
zW{tt~T#`L#H`l7W*=GsYb`C#0R8RyE&3QlixY!IHgy*Nyx9+vO5A2QmP?sABJuo_U
z>&HJ@<(+1ojpIqRb0u{d+;KbmjMRFK{OM~0d8}Ny>U#lI?oeCL43Xr;GJ?7ORSv33
zrMj@e!EAn2(Ft7{Ni^)s5bM`y2k#larmjcgNkRG45#NgES0LxLKX)}(B<f=EByIPS
ztbc9V%D5!1YmQk!r-#i|*d1!!+p>_dE>FEVUvVUVI^;x{J$b3tc2)lXSV!YZ<y_vF
zlPKJzDDRp#ZU><ihPSsl$a16Ju0^R$ft)wgQX6+4x=%Fi&0mh)rM6=y%kFBD-ks`9
zN;&5Otj&4mjASZy0=Vn*w`6zWojW^>X@n`V++g>9=8KK39B$0RaP8|=<Y1$41diZS
zp}e=bK?<<SpSs){BTcI?sZ~ihvKc^Fln`72oYP?*e2T5RVC(Hy9YzAT3)-TN?%j(j
zAs_7;-=A9~VH#@JY-3wMU73m4zO@rg85mSNbjhhD^GPKD$6T6)(VHK>MjnfbX<gh>
znzf5D&I*83W|MlXyHs*&y1IeZoE=2FiRT<u>|=YE8Nh_#eBCir=8U3l$>)l>4jg*a
zH>c$aKZI4LLslStjcxKUCp`yhyQ14is_RxZ5<4nP;Te~x`c<C~=(hT;tII1$jItE@
zamc{`02<q00@w*eqUPWnaxyS~N*SB01obJug=}KC)owh?lJ=I-Od%j|Lg9&502~p4
z>DRSRJSS@grKCZ1GZekTNMU8&45uF{`T`F;^{M{=;RVyq>|EUKZb<oY{Hhxt4e9f&
z(V3<bz~(nhkHGZqDjbwvtff^=UOfn6((I<uZZ!nEX!fnkMGS}MVHi?640q?BrBt@l
zG^sp0bE!>u>vSgap^F*w8vx^{rg`m()R)3`MQ|jSfsAqf6x}Dn_E$Qa!tzQsjDj)#
z6%{2Ke)O5ODaxwlfp+u5R+gHd*<q4<loqC7kpNys4YZ>6BxfhkRcnnePqowaNu|9Z
z?Pm}|yK-e>x!Zx?s6B=abN49FNpL){e7u5B*A<-Cs#RCXQI423s+O8F3$Dj`{{RU6
zn(DTei+W@eTo_m<Sip&2o;vf}HIsE~V{fHh+~(w5!+Z8sLO@&{#1oJYMf}ZkA8i=s
zAbs;uNjkcy^1#8!!KZ&Q*&AYUx08x&Hw`o30gToexnce6f4y3^5~x*jq~vtXXr@Oc
z%|^6W>(|zymfBd|85rl(cB%f>fpfI}bi;IIIaJ+`PHFQCkhcxEOfwKksU0%Gy(*$#
z?jLj#Kia1Y(TtS*Gf$X&tcv(Y9DC0PHAO)`Hyl;Fo0OadX!spDs>W#g07v2}b0Fnm
zg(K!w-|tlB%JYB^wOjqm@^|OhkMO3-kUw4H@&5qpQOt$P%JDw{p0#OY7{)pEs7z3*
zoxAh(r=U!9Z_bx6auXgGuQb#LI49+#45ac7KD0SZbG!4W&V|T3%m|)SI8X`N<#zxN
zP)DUD&CrfEXE8}6jHO*4C3dbe>+Om}5grI*^>6;QNMp6f+;7Z(g>y=bWj<tS2}&a^
z*=C*Y9e`&ffO}Sgu#PgtvbgJ1fP{2b{XfE&a)lrU!R?>^wRS>ED#*%EZ&Cr4-6MVG
zHFnJWq~nDc!S$-yQ`nE8sn%qUFriQ9RH`eI>AM@YqC0C*bFms}I0TM@v#+O1pu=jc
z$_@zc?NKHEZTy|M8OS-Rh0$9i9RC2lQ0vJ{O^%gL9G+wlPA6Tx7<Cmn-5)Xr8R?PM
zjV4HR+oqi(^B*5Cn0i(HOIa7_k;w{YJTU4jPiYHk&VOSiu~cExDgZSm+^O8zH3~T?
zffJrFk^cbdrP|wZ<jwW}03xT`p?etySCN{H&u!E+KPVnl!~Fdy5sZ)B%l>}~mst<l
zF*;F0yh;ZAuWy-v{*<15zxS8^`xL#TN9?3A`QtSoAY!ERZIAr4ANTN7Z7r^U)(`vm
zDSJdeX2d?U(g_)<6x+WF+mEw@PcdL|9KYxAquL?+HbamFNT&<!OZIdB06Zo?=jlnc
zkbkM0^8WzqQSA_NGC<iFsP^RIkTWkP89x#K0M@0BMR(zG_~x3ZnJyL$oMMHKH8BE^
zaaKr*xTm4#X{Ii7Qy9Z2?9{+w##%->;2N@sF;$@(T<#||XfOtv1|b+U4h}^*`56@+
z)+5rBVPX4#6vD)sYVv++c_Skfw;B<U<20xOV<wcGieco?GDC*%LgS&Pi~&t8lg4Nj
z$?ye2!~;$aNWmP{TbCeh0Opm(iwr?ph)sjHsTElzEQcLOQBm8hrgnYcpcuhC)^d?a
z7X01ZiUgSNQ3VQFyB?#pHE|<gFbCeHNOmP@LvfC2V`3Wyn5?n64S+$%J?SNWL0$pq
zeQNF^=wbNMES%tul~Os_b>^irf<^^CWGfc34@ykbTd*=Z(6W4`n+h|GlTP4BYMj|y
zv~V;0CZ}nWqMgUobf}u$k$2}OImITxorXKp4JwfFf;tLALIJs?VUgC9jwys10QT>S
z>JNpjv%doMPEcfzk@{DZYMP8U9vejvlP>%#N%KC@)cz*DE8|tn*1iq2cwDO+^aO*B
zJh>~uR$(=qjMK~Zjq9}({Dphub<JfOiZJDUM^clOPG!)FU|vHbjI$i^#yG`vmMXTk
zp{!kilN<K8Us~qbfK7}}exIdTu)mVkwk{n>&MJ9VFDlTePEnek_U<mUW>1nx-)7_G
zvo?6DVX+weDqUXoTd79zwLsuhF{higcZKQ6sJALe)0>&OHEWtP+}Xc{8qEBcA7~Gs
z`RIo^A5ci+(y`sGo&y+#M2xDW;PH=6I`QjT$4k0ciA70Jj&Q)|@T!tp7|+jaQ2T>W
z;d4b%qV3JqtlCbMYXCA$0+yOyz>;vj<P2x&S$fo;=}@QlV*aMAuK)qStj%4?)k^kN
zQC6d5Lw92psdrR+uq(Uphr+#Y#Xeok%4{^|!Sm%`naBGp-|Nz=VH{L3O?PmRTg39r
z=Lm?Tl6`=$TJU$lYumvc--zTkuyDfF5APfO<NQC)y;s8i2GIN^09`)R8OZtWW%;CU
z$G6Z`KN5UK()2Ay`!3qv=Ty}(&8?d5EB^8AQrPTCdGOo9x0+b6{>g?FQH7QvwnaX>
zx}V0pcg24RwT}<G-Pmr_YzI4|U)~`90BL*uMS4}Y#d~-!Be(Gmg{f$ZDcY0Vren{!
z?On~jt)|_-mu-D(Gm-aWm012j(RMo@Aa5Yxf(YxHnGQ{T9pc}G`X`B%=Zyu8`Q%Rs
z;g9=E-}%>vc$2|8--PD>08Y0rY+DI)7bxH0eT_Sc#xt=IA8NJ$+7GCzGVyN5+O9q2
zoKP-Y@7g|5&p4s0mkW>DNeZKr(v4$HSge-mTWrgX*zcNtnKDWYigI&|dQ_L~_LwAx
zIRs!Idd0bOF2_PpRNH%$;b%7RWs7G7l5<f7`P*pkP}s=ZOiT_G@%|Nh-0hf?jE>c^
zR%boiRw8*=M!4XP54~3|yNe;g?zMXAG?7Uh8m53NecYNG><M=hV;;OxZ6m3vikCSj
zpGtwlFvddjM&()Ti<Y+=eoSQ4lG|L|vGUhG*{F2;bLV8Z9CBK(%FP&kvIBwll+`0P
zbbb)Ecy#HN$IK=<_W4D0*f_;=z6WzAnQ~c)KWRLl_g1=<kLJldRUTDD+}cB7iHQmU
zB=iEZbtvD%9x=AQo-Ep4L<HP)#{}cpVE%OdV_K8L%-2yXNfVEeLCFvA>6+wT+r+*x
zkX>KheVWmMD1c-U+l=%0n&Yh9MB!uA!r|2)eY@Q5Z#+ZcJ0@pq$Yy5ht0NG<f{tq@
z!^Hj{{?KOA<Gr|^L!Xrbs2}hnoKy54hc=;uYL2%*-5A1w?lV_>Md3RuJ8^lVTg4Qx
z0$F1i-o3{agy_k_&D`s!D8g5YvB_RE7nk~=je?(;7|-6xJY&|eZQ9p$lyW7RDy<~$
z<cy5qCr~$VfA6nqxvXhZSVs=C1daRC`^90<o_{LClLY4-d9J!@Nm-mSaZ>k56(B7W
zB&e=rZRsNA6>-No=iAnaR?<s&*4UA7)39Vcf#?CwFg<(J7!@G0ovi-WBg7tPh%q?J
z9G*Wae$QLng&l8l#-uFl;QJl1S>z{llaa{(0AzZ5(%Qf75c&a3)O0)DHUTxtphDYn
zA3W4{><mbm;NVt>vu@ffpm{LaA1a=oQ&z3++DOQ8vDD#~sFyC|%9ICQs!s%aignD)
z1Y3an;0!e}k{QhI<&<n3D|aW@)Li6)gGoC`;APbmbs&;{ohqwN1EE#~9F7iXK+$U3
zd4&}rwmY4HceYs@CCD6+z^<CtMzhncv8usobErwmTSW>eU&v?cPw-@m{fz!xF`3$D
z4J@4OUEkwWJYi(R$h@;zn8f9zx(9&A82WVUTvMvuPDP<mk2A4HQL&oN2awuY2ioq+
zkgg-fFfvD8bNEz}XoWl#E~|MAYdfZ6Rf$&$PXyp~{{R~4JU6K6+OLOaT}I!1!VR<S
zT=|1MV0Op@J*%7XPQ7=iEYPSh+2G<K-vf;Q0EIerr+!8@xmAvK`Pw#&s;eERhEPXU
z^{8h1N1Y%E3aDd%B3_@BKJoDJka@#@?6s{Wn0aJ4$~PjqWZ030W4J8XXg2eMv3Vk+
zK|WYGjQos7BODxY+PVX$z#pe`-mBbNv`}0+V6vxLo3Yr<wPref$v6%3X9FL?E2M^N
zSaSCkcFhvDz^Q13iNVJ>_O52#O4(eg8%QiM>GF!|t!0uZrFa1|zwYA4_m3o>V4<pN
z$)v0(q~4~ydQFwoOC^?@Z8>qkWJLqtr|FYZ9|o%1=4Z574<RA7Rx9<-_*M;%+H_q+
z9pi>8xlTdpk?qu1Z$0b6qsnZw>y~i8Di2(Dt~pL|dNXNLNZ_@-9rSr^$&wj7$KzxI
zHW&x4D<I1fO>pxBD!Ap89>TYLPVxEH;de8KJLGec+#k}p<%Mo;+BX2HU`|dr+g;S#
zbkk-XL=wY%BsPl{P;eR`166tLZsG{Y(MSg_3_yMZiq*44f@Y0WEO`ZZ=zHVZuir6v
z!vt1!=og>Pi<EQkHJl9aOS8_#Mk5#pu&M1NB`rt$Bl%S+6tm4V=o$C}JY(rrElw8P
z=lDnRs#=oBbqnd>yDE;#038^L>HH&iF0C6{v<)*x3prvy$8JYC>s;8<Zncd{RktVt
z0l2et{5qQK{5Nd+2Am<DIU<^7Z?rfcGB02|<J5}gtu&RE=JcZP<XOAXZJ%~N+iZK3
zlgv^5Ynjz8<gk20f9I%8>`B^3IOu;5&brIX@3QIgyp01vY^y2qpF2)IR1Nj#9-mtB
ziEb`#-bq-=CNl1MAwfM)psAxN%T~u$F^<O8s66XiZQSL-Ir<u9y{s)fFnL>^Q-#2y
z;rD6wjq1bs8r$%dkM^I5?Lj+Yw;p7Vjud~9UZoV8GfgCI=-v%qwmxH7ri>g!4%OZ0
zPCu1X*L*9XCE081k*3|163+rYRAdwKjC%Xmc4g4?<S90w?sK_^o3kgW;B#DG#4Srt
z*G;|Ei>p1ld2XN)^5=ukTHdWItHlLMl$?@*%BpF0_re`EMwwPJT2@jCIsX7Xs{&nG
z@Lb4?EAZqDG4-q3cguYtAM?!r06K#}SY_9XOaV~jjQwlOuRch*7*&_Ei;;Ivw($m}
zz(BI{LXGkj$v&Aip{U+ZV+!fFaJ)BAF%n7`oY!lu>hLXvvRTCfh?k>64?eZU>ytL4
zqf2`vNF5|qXH~{Y>HT=GK9zaapOPLQ6;7o$%ejMZsolNQXwtR|0CL8<OE}(Klv3F1
zTy!Euni-62Bl7}>BZ7T1T@+HhcLXc4jiaHjN}QV18oD)H;FUZPO@tpe1Y}UEuIDl;
zk=UBE3V?+5C#7~qS22`qAdj8d{3=66C?d2oBVY|AWROOA6py%YI#UyJ$%1%2>PoR~
zdUc@t(qt&bBQT~2Ybnl0N^Ww(g7k~Q>ryf2IHnS5?0BXz6aob;_*2Vm?kclSju)*r
z=94XqW34NNhsirc*&rPBs?74Vf>3^6K}#SEpq%mPQ^6X}zq(DbZs-Wf9=!Faaw#Gl
zWQR@-JwV!5oRWU+Pa-sK0}q?HsQ3Q(k1QPWGr`ZXtlPOuaEL1;fF8hLj9}C)Zt=ei
zrw5=s)vOVoIPNG{R>0eX*wmC)xIn6-oyVLXN@tmc2zdbhRXl{sjyf{>)lvu<Dr-ox
z8Z3zRwn-T6Q?0(}!>P}$REZ=bzddV4&}>Ep!wl6S5u_wH%~ODmn{mZR=&jUdo6@Zz
z6_O=c%7L76Po+$KC^%U+e|v*SPc*CzkYvX=Q}<h?IfgStsvU8jM@o!HN6RM%*Rh}g
z)NID2BBE*l_3w^=p99)pfPb`O<n;dlS0#8&ylNA8IVX(&0EK(c#^4WvtpVtD1pffh
za#zpf$q>Rf%kNmhT^CXN)-GI&RkB4@e>@$<&qM9_arv6Jr`r9RFSM4Ac0lCh07xAE
zb&Rsi?iAw$<EgHvO4H<u%1IqJARC*|56AgX){emid8XCZRAOtBtj&**vYc)~*MNVm
zQB%Tx6|v$is~Uk2RQtezio+)XYc!fkH*;3glW|sEjYM_`cCjCgOq#5*Fhe*eA9e6@
zD_6ssToS?d>&5dEIF2H47>=a-3coB?x`wb)Xd*;gTq2?XKKH*`!dRH8S#&23{k?Bx
z6A^DAl&_s>6ML@}%lL&vdckEIRnb@h+qd+thf}f|b;_7qFgf6QeLupnJVvL@wUdvy
zSC6iLt#27AE2Bx%aF;BKmKc*zwN@EZDgqC2kzZ=Us*ob63ZXy%b`|kfoBseID^L3D
zpZXB5v?pgv2Xq;Ah?O4rp@|$9i@qeyVS9I_cy~>0O8(L&lIl$2D_{mrPjl^9o)FZm
z{2lP-9~50$&3~%v7X+UzcS$Ua$7<)W;*-EJME?K>we3N^d+V`w*DiTt!A}SL_o^|;
zbN>JelfcJM5WU#c;1Mi`<=?rnyB(<kdj9}K*L+)T{iWmWMlBOTjPG4KCjpP9_VxXK
zl_r<qzlT04v48kRE~K`-i|)-0!--LcLRF6=@T*$KfwlE`yh(klTk7}rYSO)p+*q~1
z8N^_H(mN6jWW^7Kyn8LZ<&n7Xw~3@dBrK!L^K;OSfydLD0PFr8>-vqu>RuezAI#Ns
znF2K5^V&1_TD5*4#*%msS>B<5w=6U2I#&naU+p~?;-;r(;)#Rmm$s?oOo{?dtK56w
zeulg6AAiV)t$)|EQPdBZF}~6LcGAJ8td`<aj4;nMw*17y+L9Z4n}`rBr6U6vUbUhT
z1&zRjykza&iobAViqNs+aloo~nt8W@WDU6I4Vp>sn&QqFTdaNkeJNV(wCx)`$*hJT
z^9NFSsgbcW9COm3vv|_e4oBWRQpGB(G8Pydsn2SboyT=!NR;yaaar>`T=`(+(n&BN
z{NItN5U(`Qu1)4}6r6hEpSK`m6-f1|65zx=MOP_2#)>Y;iT0?_;@SP$k!JHP3v?`T
zO$Qd=R-{SVcnKtvO}W@I1;Y}150z`Ho=}#VMkSczk&5O#0@1~xUQ0BXL3BVt-0WVy
zwXXMnXt*qRLC|!-rzfS1X;J;-l!|xoE%-Jv5A}=kx1(0f79!6|7TM(@RnOuom7q(x
zeDwYo0DUUqx$~uz1Hb@d@vK@qjeuFLz*B-nQ;OQ{uT_W30R%Sghc!G>s==J&u&KP#
z>JIJ)K~DVzYwB_SD}mQZy@Egh3>857it~xoDZuSsm*WX>rpdVEu>+s4{{ULN&SRFX
z8O3|ZfSzh^?JL1!_Afn+uyEot$OLDn=4#cH)=}CYw8d{EqU9MC&I>O)fjB&L>yhnG
zy_ZURHip<m_JeR$93WA*B<?4$Ac2mYW|hrsR@AlI%}U-lE*Ul<$=bNweN9w=keqcL
zD@Ra$I@3vx&I26xgzl1LT#ukNm2TV`5Yek7(D`X{(7c6ziax9P8fD$oaz$$J%G+9H
z9^><>u}bm2=<&}`d(z#oyYfRuLq{NE&UmIf7H%$W<d^LGB$)LfbAk0Vg~LcO!l0(f
zaPoYhY+qjVi?tUDIHzGAgW!8e=FwVPnS8rpJB|-in%nU`#1iQTO0kVfu^XG9037}&
zHNfc}BV9j777rZTeCCvtUNTP=p#Cj@W=P|o%{-FP4nI2Mod)O3jUepPxn9pqg4%L!
z<ifY`2ihA4(}I4SQ#HLx%;}dft%|JjmL7bP24V-G9X_3_7WYz;;&zlq&e(0G^SO6p
zBpmhQ^{l&@uI}YVk~Bn8%yt8oEIB7V&Ih$_sYgjR?q=sXOWrMQHy4nmI)?t0)5hxA
zQP2znT(FSEa}$W!!sj7Jt}9e)P{x1@TaG{3ALCUm%0`$$xct}y^{6Lc7Gz9r3K$mW
zC)X86`*tm$8*7aJ0J=ZMsa@(`YpcT)=;PHzNL;DC#5Y^cT(f8Eis~%xQrxNYRAX^I
z#kPPxxDEN&Dg((B%;;5}iN-xeSb3Pv%&OSWaf(%7<g6s@brJ-)w}7+$@$T^0IRk(5
z#=%oTtK3Czb7WLXvHijrWQ^c-Imb24jYy&*gkq_N107s<&$f81(Q~Or#gSCAI<pqf
zAZO+FUTZi}Pf6@t>Pwc$(!IE8W(w!$SLA0sRMmJbX1%&}iME9xvwCq<Viz)AJkz3}
zAyri~g$lR>pKMg3Nn(;si6IS)l^)g5qLQ*9cV|y-Y}0&7;iNpXd)2HYOXf(xf!v<8
z$;EIZ2R8EVJ@HdEqRud2nB&@}!?}L)YdgzncE6P%1b{jk$+ln?+x^k}sym4cx!VMQ
zpY~{svbDOf!3qcIRJ0Q+wxNHgYS%K^vnhN7@@@whJ^jUW+Ha5Uf{3*{A2~a^FJHj_
z075FPPb)sujv}fuNsKYAg|L@vk}W|+2mMIrJ*!Ayr&V1cD#<=n$7=WbPN|~GEo5c$
z2p(4A0B=$cJOS=HS1)0F`Zb=vrO5Kh9p$%@q7jrb2T~aOU^hPX)@yoq_H-8Q5w<ci
z11dZKY(HO0<!^OqZ0=eIOI9o1Gz4_4zN;!vQ(4Kq(FCQ&k!SLfLvzQmsiD><v$uF{
zRzwnV?Scy$i&(pvETNVcF|)AF&O262cbD>i%hZSQt!dSrKZMEJ+L|w@+_@x)IrIji
zYnhw0yz$W2MW=Xn{^rRhnt4|WBxWSwgVBDt$LCJE@a^5S4R-R}MQ8^ND}~AQ>rPcF
zJ=v1P)4h^8{W!PUWhGbv8R{z{)$T2>1gjh59(XmgV>`9$qg<I(E_#wGW395x$SvR?
zF&xAVV<_|J&1BS;q;l&w6GRsejC3k^s*_(_ww?AMAIma%ug6o259Vv9(@gq+FZO##
z;a|S(5aaNznJskIxr!*Qn1|t5zy|aAVzP!75Soh7vzjWMG~8B)4>qv#ctXoZad6XH
zUp&c``4t&J!2EJ*)_;Hh009-ZshewirniRHH{c!N2N~=Bde#ncasL1T711hAo3l5B
z)YZ{?M*aG?`yke>xh)X&6^k=`(U5<Jwd|jKN7Q1fo77X-vr9=xb6q9^NDe+)iyL|5
z;;dsdoFL9Kk4hbYht5(!A%=V6p51X(n&g=XAYk#DhHIH^vVK;;<8aMGnnkGGmP>_J
zE42M{OcN$^hWzU{&S_vScq|FywPM30<}gjnzxUCs9GR+#*ZJyth98XrRPVU{BDr1j
z{{YX#zxUNH`M>AlU;F6M%)^x(KIn<g8}k&Q&;l^un66wj`Tqcqi9he7M*05$=i*QM
z=+fq6vN~<i<D-6Jqa_Y97-OamF<j|+@&5oH68`|-Mwm?B^Yb_T_Gq|R>O|N%JBjyd
zU$riC<>Zc;HOcOu{(fcu0KUx|rvCt+iGS~-O5tOud(c=Cjev8*Qy)-PU_@BQy>lhz
zJ!h2tSknoY{(C?D^*~tZ-%$XQ<@M{$GJR#_MPDUAQGhdC$!Wjmv;K7(G{5uSPy6W6
zaIw(7w<KpiNFLeZw^n3F4g+-Oo(*tu7AV`Dn*?<=+v2o~Y>6utzTX)?alblYxkBZF
zKhT<_$8AauMOds%BtqMWeEmf@%$?Q$05Mhh^`MiEv|KESjM3xnzvoS6iI)UF<|+bD
zts!Gcg^@923-bAc@f6Q7d++@zx%p{~XbU6Q{yH3ZBF`Ovv{MJu_i|Uy<TDSNLVrs7
z1LLMgf-LY9pY0g_@X!3SlD>Tm5kSsQO3E(Cs-F>eP1BxImj%F3ODJaK;QCi{ZL7g9
zgw|~pvrQ9j!ww|>0PL$X!9z}6MHYLg-K2|rYQtzo&m*4wI#$<<;DRg52~-t)KJuM*
z@r>i@e_HcDv?cY$hH>Ai(My_)9ZTNl9pWb&RR+~9)j{c45)u__p_`3K#Akl+e)uOC
z{&j<NK2&TGlb&n0+QrM265%UzGp*C_lxZ*^BMPji>yUq3R84*6>V=T>gBkVts|M2W
zz?)CqJw-BWtX*!ll@OG{&PnUqxaC4hPTfqf5mYfMbK6r(SG^OM;vaaiY<dij@cnB$
zTpneGyZ-=n@%fMbwK5@xGBX!r{6?m}#JW76?2zBD{{UXQDMykvXGS8gwVyIFwC*)4
zPx|bi`Vg<RlbDz2E8?9zs_GW3#|kA<N$fH!?O0h_6lEZ(P(dBWD%qLg&}tgTgnl4+
zn%Bd+TWVT7PP1NFXXaAlC6Io6bH!OpKMVMlHP!qptEP>8XFA=>rroy4e8lH19!5T^
zTfQo{)Vv+zU-(S)>nSgE`>2FElo1TNfziPH2l+LPtaz*89<4fSSFs6iqZ^Du2Um0G
z;9*<wqz00B@5DYS@a^PUR)UD>6p3+tEQH$t0m+Q@eD<teX-E7ZKMkJ)c)PY4$2|pU
zLcTEgiE5GCAn?zI9dMxs@8?f!bOe1r8m;4tF?D<4Ujq1QVAr+|CNeSI<SGx8zrTOW
z)_^v=X6bqHSHaeHpEc#Xywh#!k$e4cYpL<~{D@lD{d+Z3@P~op@a@IMr+s-QqpaP3
zuDh4h`>Hz%vGE2(PXTKsm;i0a8TB~D0DQ-6PvKWABnf6meZ*B8bJC@Owxh0bhBcxQ
zY1BAnb{{atD-J|xoU0C%p(WZx2#*E5aa5(aX?Sd6h^sK0xg7_tX*yGr2P{VdtbobI
zJxTSbv&}plQJ}><Q#T&;;@r>xG=R|iwvj0AGf&7{81w3C8OdF%gM}31{{SA)k8IQo
z>%1Z(O%mc+WD0`h^*#2jO?9ao$%UPgoRfxcYUcDyJIm;#iUWwmnPw*da68wcXnr00
z3|VNtbNpG!YL?NgRmHQ9>^1>F<yRkxrMF$GAG^MP01aHegd_^1oYi=aBvk$sU)1qa
za>-s+TWG=R%s*PU9Jw*4p~?IzmC($oj)=>}NRkCC#DEn^%{92CqB%bq-uagaYzV^T
zoBCHB_GxE^=6K3&w@~gFk-<36Oje$?Ih#_rc5ITzA4<n-nIVpN<JuNw*yN}rucmub
zXACzMdkNy2;R*-x6f?AZt_TEk_=<{KSBl~|PSVmSWyf%Ob*9a6EyR*Y@AF8it&TDP
z0DmD(Y2;~=RwF0^s0siBImaJUQ}16xNc>vtI_}0xWhL-xtWC8~J?hon``kt4k%8Qk
znyGFBN~(DU!2M{8mA&IyjtRb9iPlluIj4y+>t2m<qg%j$h)|4Yg{<=hvXTrd`By5(
z#q>F&UNTol8Rv1*lg>W%+K4TG=aT+Zzh|`n0G><vQT656uWF84PQI~%S2xx_YeF!q
z=9Izp;--U9(iJXNT_?;g>|<}VF!I6ZJ@H*2hR|{4C;jp%!V5q+g+K3+Qt@$pKN0(5
zg2`Do7aK_FkLyVr5xXs)PBDt_g}tHw0G3JlR4;F88v+zLJ%vB6`3Y4x;UEeQY8~yh
zgGv~lpD#-FL*Z0{dlb4wf;pm+S*4M7tRXOQlg4m!)~XFI%^}r1>ur}dQM95pWN<(L
zfyX3}LC6>tueX<2m(KehWJ{C-%mMSuZT^(<aLPoO1Fs!x&?U69ipJh!0+}b7kwykK
zs^y#WDnA;$be$e++jt|2WqB=H;i8bnu6e>JB<;%pPba25X)Hr~L|oVCd9RwPI618g
zJwr@}#z^jT-#+29vTrq)ZyazqI5p5}UI~yth_7P~ZM5u&wkCYWUAww)HiC2R523Cv
z<u#<LU22UL%_(oR$J3G&({|j9ZlBI$o_XV^G-_A6ZOX<hEI!7|oyW~*-P0X^8qLCb
z3P7k1aZ;yYxiVCj<ij{5cg865Mmp4ZPf7q$+OOMr2vsM{%Q)NEVw7$QL6j1D9la@=
zRGyWfbeD`uC;ii;UT6el5%ulqQt=58+FP=kxlx8-$GOHR54z$%b5qHu$rhTIuDD4b
zYK(rrrBsQ4x{DsQq$;WGG}F}@Fua1{f-Z6fKDE&-cWn%X5SEh)tI(G`0s7Y&CE<?s
zg1*qFKaFXou<Q`5;aMASK8@>NLxrsUjiGCbHd4Da^}EZ9g^nwswrJFeMn-rXis5eL
z-#fMd$?09B!q-=^R(X;;oE_2zz;CGS`BxpOSgoNryNXubfT^70*10ipt8RJQ<ZnH7
zE^1^xn{EE^{#A3r_7Lh9zhrOq(qKd})cg8YZOdm%wI|enBU)Y<)uYmNi+i_C%A|(J
zToHqh&b;Vub5>2o*!4|g!&f@@gPIkS7go)>B`LL8K*8zX-n^q$((Y|7)l9{sQTG8j
zABB3XzYw(8ZMXfTTy0<7MykN)ws-^euRR*Awf3cCv#Pv*XphW|%A&ewBo-tAo}BvD
zvbC<xOg}$ko6-g@<v;9yT3DlLZ(C{>%bo|;w>8AFi^bRDPkUCj@|38yP!UeimEe#_
zJQ5BKQ}E8GZ(*njt`rp@;j#BmV_DN`_h(&1+Oj+CA4x&v+qwl<fHH&8r0<`nPtLD+
zk6jBbm9#3GqLE7AcLt~?t2wv-07kWT5^^LQgZS4yeRUR}F}t{#9_(`*K<8=oHS^S|
zV(}Q)R-$QK^krI<F#gUq*oVdU8+=JB#J*HUL6ryJHIcxdC;PRTcc{s6apub=_brlr
zO=)K{f52<#>ra|jJnAvzg^M>tY=MUy5&Ww|O?<D^b6HcI!4^9lRoya24iqmvIjM%_
z%VTS`AtZLCN8Qw5`clf{F^qTSx=wKd9_JK<a6oE!IVYNHbf6KLa)lV~J!>q#?qvS}
zcvhaFDF|{fMr#-nZJguy>z;2@c&!N{Z}d^?wAMri_d>LyfAnF`@S4hjzjP`JEe7Jc
zjVr=p;@aMAMr)gQykfSt*7n9(r30&N$in;gtj`KHpz&6j_Ryx^?F+kj%KK;AIL&wW
zHyVsKatq{^eOe1Af_qaVM<j&YZ_4AAjIZ}kPB^49l+-*Eb!{!mSzp-SJPKW)hIKOq
z11Bk-qqqd(xs35%uWxr9qS@bGY0<{E{!FcGArZ@K<~tzr*+ASfrzqpUTFTOFm&1B@
zi?u@yy~d-a+@-C%%NTWxvyfaV<2-Ri!1Ka;Qdgy0#=bf5oEKV}Lmm8Dv^IZgf+a?H
z<i<e&V3FFW-S{^_kn7euW}|&3rK6+D{&Z?0l~mw?jzJ#%Xt-G5Nal+4xjq*pa5b_1
z(fexJeWUGuTK$)H-QHe$`)AgpwD1>)ro7TLxwSn(H7!=bE@9genB!ulu*az!8ZH(*
z)REqhk&5&`0a}eB%Td?vwDEi+xQ@m+j6PsFU}S7#vJSrW1*A6~5%{Wfh*Bd2*OA4E
zp;rwHup=9R#|NmO4g)!+w@T{1B5G6Kc*{|?kzhz{?j(j4iWQFv8@|vp_}3=K6ae_Y
z)xJGNcDwmGt|l+_avyPBftc<%$K_QSSWR4WFf_pAbfwIn^UwbP9i;`w{ImZ6$7-C(
zu!2U-FPh$zyWjqK{{Z8(o8<oho`3l59N}R%^Ga9_v~H090Lwr8c9Zvn@}KzS9O23v
zz!;{M6sLdpKk?dWGJnrM{Bn+Q*!G`}2(oxC$y-125lmzLxyfHYn4yWf5`MMxAI8^2
z@MW2PpV}$^0HWlt9rLu9!nuh9W4%mvBCE49Y$S?1>wh$af!r(P^NjO~^&6|JTRjeT
zgUV3x6;PlJ#Eb!6cP-|bx<**gu*L>BKF6L$Kse^0pIC||2?Su^VNQBhN%KkFY;sDQ
zsVnVbVXeb$buvo^_`xAYFhyeOH-_ca_JtY1RTuzzRas;%%*=946OWN_Y841ZZfkaW
zO01<0SF$zq%Q)nO-CU`7!)!=_#`eZePoU%Tt(!Y*X4H&#*3gA`7t2`V0CL~wnxkgw
zbn9|DM(i8gb_hSAABAX%7yDYo{{XDpZ}V;EA2)jEttY8iSNr&;uX8h7(uS3Atr0#%
zodN7>lD7Lxi2CL><M7Y)t<MzQqljQrmIrb6tXo11yK}=0zn>Mh8d9A!<Y|nj7*=tH
z#scwPf#ClDi+bONJiA+xbqzUi1X8!ogZ-BNhl=2U>N}1oD_s^j&#rtg<Bbc&_QAC4
zq2~dYwv*+Ne-7i^Roz3vng*$FJXcypoPu@Q?c}Iq{{R95Ij@f`t|zj%ON(iwhG@=K
zNZ6|>_9DG|!T$gpuB|+~KN7^(Fz^N3W9MJ@hw*<pO%CT?zX`7_vu~t$%UH3nCyQYF
zf{#FRT}OpH52W};Ia<(3HQfII>#pZ*(n<LC9@Pc+#J>sH=_61&#1kVfQaD?5jqSIn
z{A<O$U-64s@ecc4Gj^L|c=;Rmjy>DA&{DGv4`1<j#QhJ#;qAnN_WW=y;UMil?KeUE
z>%)9a<Be~{^5XV?F3>ho+Aa`%eNWc85tcb5l6sR?BF-_Iq=~t1AC;;bhA8X->U&hH
z)|C)6?UBgj8l(hJT0Ox9_y@I0En-$ULC51)AsY^RP$DkQ$}pXCLuDm>hHYOfa;k;L
zHJ`LkArY?B{<Ui6Y@xS|eQ-Jo9zP<~6k@+H9C1fAwHrz7RBK5W(9?d-{ZAEk3rqW(
zJDa#;neFX@nVb`Z+;B7a)CnUH*=9U<KH`#{$#E-~&S~++cQ4kb$E_w*9x91LE*tla
zgH4+8QY0m|qK&x&C6AyL6wQ*@s#B6Ltydo?MIe28{<W0dk)&1Kj=w<hL|RN}jxKFO
zKJPX}S!2(sTx4<F8t-hpOLr~GrSuU>oMgoz3RLnR9T`n<-Yisq4coiQB6SL)6_H#J
z6nxxtsXQqJ`i_aFMI@3g(=bK@pDZ$w_--v+P^jE_j*5{{c0ESo^h&DFv&&w957Ln=
z)nP%5Gab$KHIO2j3s~TchmA+hWG8VHMdAqH1nLE&XFnqd&fIqY0QJ`Koy-+WviktV
z&N`Zf;%BtDML2dsqdufn{XMN`3_R435s+1Z#%i{w8``6)^SA<}cda7z9N)TmHlZeN
zr8pzz$28qH>_kl0;ueQ0xG%OrlgVCs0i5tj;8y2}^l-*&*xO@)x=7o<xUNzwS*{|Q
zNRe4#0iP}b0QbQ;$EodB)~75Li+9IQS!MFV@A6jy+>;oSJm8*jkJmLE-)3vubwGg%
zFPISVyC*#URSedX+e-1v7z~OW;e!pQ7&#nZ<a11#-bh_hg6?n`cCc)W<G0eL%KL*#
z`<L}7?ah|-fnsIA2N*1S)+{n@aM=5-4OyPrcu+KmLiRb$Re?)fAnaHV)|_D1y2k{$
zd!5D4ibcQ#EW?h-YOnUlVaiH>;0C%WEYc&l<UdMhksqShYRIX7G0Pf|TO*(T)?e;R
z{{Va%U+s1N<iGd9t^WWbKSibcJbr?o_7y+oE88x|KmD$_`;z|v-v*d<sG}KWln-<@
z(VKY3VO6i7h*(@4E<|j9N>3xEmHB~HP3&R~e%SOa{{Vc`UtPEBmj3|0YYz*alwemM
z_I*C)+IBaf@fzF75r%ma$yZpEAljS$_XKmE`OP`}O(R2d8{b?Nx+L5kqjb3d5Kb}%
z02mk;;;+G@XmVX>A(m8*`p!uiC6^v#%EeW81v^xc=xai62<XU~vPI_0<xO!KOtR%I
zj8LqEHy<`wmCqe2ey;`gnWdS|zlfoi$=>W%6e$|)`=Feku1-HHQQ{&l-t1k?_NE~D
z#Q|Y}0Kg*y0021S6-?RN$Kk7crciFK?utc|_hUu*jy>6weg?X$uL)`Te!Zqy2nFmD
zGh58wbHqfew8+OR!l*eI$RoWURD$Znk;BQTO%%6c-f2=hr1Iv;$&pC}f={U#s(xYg
zKb3Y?`fib^=-Tbog|itTX(hE1%IX%~K>72uhHi7Tk=D6UwDzqdhm5+7$)dlQeGlbF
zne1xD7t)L`wO7?6+&Rko$?2LmpL(%@Mg<>Kk8tNJ?>>g6Tl=W@1fFHy0=5|P2SHB2
zt=kU{{iaJ#HTNaVY~$?YJ4Od~9-r5aw0%x5sWOu4j&<&3kw|xufo<m`oVTymqlxi4
zF$92m3feXh#iY-1aF-EIk}5{501QaaL(fis5m;)(P6ut&r9o2Is5_S}VogT>0POHt
zNi6Kxzyp){)VDTYVYqlFv6Uo4f(ZWr>(XeqOKqrJOXVzw7y*gk`te;f{vdn!V~XN5
zDu?bIkllGC^HI#vrH)+rC#{^Hr})$|3q(@wWhOp@{A<x>(los~$t8@zB(tsrmoCT@
z^&n+Rf<4bQ%XouN`#qc7D&Y%kC3474Gmz(lpK2VN9gI0{?N%67?U<u-i-2+Z`_o0m
zpy_7+0QboM02-??%31wCpsDaFT$>Vost@_~f5?B0A-J_YY}@i5<4wgFqTrDDZmoxy
zW4B}~K5hq3&Y??-BA~6TnEDU#sMGIU{{XrD4JEhwh5A#t>{=J`D(zTq0Q3hR)}m{R
zRyj7Z6Yr1lqZF8-w!@VOWwH!2XxS$n2l&;smvp4yjxo(ppQ8T&yg!{<i~V8Xo;wN<
znQmtP07g<ehN-mKcHF1bRar^<Dd6yFw$km88l?3T*z4Lo$1B08+jjiFZj~aoKt7{1
zGURhzXE3Nn-+He!&l~3%6(;?vdy(3zPdSin+lrRPk)5hdlqc4+QNPfKyPBI*eXJCL
z(yA+uvZvJ7JhwMn5~2Oa;A=7y`>|J1zj62)&56E2NM-AJ-rnLl<NNWrb^3#mUXx?u
z%_C5_%(}Jxh?R_=Ws)^16o;sebC!)s^c-fqxmuTSq%+d>4-;ExwzC*pO}f39#E`*m
z%`7(2#>~ph&G+21XTQItb6O{hZnV3L^K%4Rg|4DM(=F~ZiB5C7Bam`WHO%j&-#{JJ
zzl~s*P|>WQvA5E6Yg_2<WsW9iEWnJjG34M>{vh$?vtH}b=^9<6PpG@aCZL74OA&6$
zcm$5M=iBJtMS|yDedAQsEm^O0YiYG3ZY|C0Nc{l7ZJFD<9qA(R<<wgKiK`1ZOqx}y
zTE?4>94eK`_vX1B)Xmgc1<s|sd8}LL_L^>)G@5j9$t03Jw5+W&InG<@&{dJ+=9gEn
z)wLZW-v0W|-6C0~mBDsK%E)keZq>%_rjtg2b92P{{5~Sp8&FL$8yTc5(|JzK<}o?k
zcOE|q!edP>ifK8Z2~odsC)9sh>f$8%W7t<C8U4(kQT=PIwmYVTd#xZewl}H#=-S?=
z^Q-<yqsbJ&qNrKbT0n|O1(=*Kx%R8)Mx0%wA83TD!}gCjIoKn?C65^$Jt;h;1Qu3h
z$jDZ~BiQ=Y=hO_BVrI6HklPzscgPH~sT{FvV?94A=C3NLuV#%Pp>KGibeR%KyxXW_
zhA7fToU;@v{{VE14D<A;*Gs!?Na^T>?gJIt8?S%m&1j~e@oEv>#|*0+aU?4UkbKCa
zfaHvI<lucOtc^U^FLLfg@;P$Iae{p+DZE3!H*dsp_Ig;ho(|Sp;6l+VWM^|p#b)YS
zUDlO$ZLSLM18~^+1Xn?G;!Ep`BWh7b<-w3B-Sy34G;ZXxv3B)ilTn41DspbBNflL6
zOWb#7rhIqL{2=yt{{WzjfBG&;`R5FMD5ATJTvOCdjqOS0zqjW_6kJ@WV?yL{kIsqm
z5eK~#QXP^l*xx;`U{s6{MnN8gcNK7IZ5_du)T~>h+QS6*&l&0Y(M3yyWw_xd2hA5|
zQkG_tLd?a9>c^?4LoUe!dQnAOQcB2{+jnMt)?mJ#Gug=>L&*IpyMYu@RKW;MHzJBD
zTr4Q&o}-SmQ9xLk4mz5ZUmf_OiUP#RC%ss;a`&Kh%Jia&XiU&($Oj5)yEVf`=%^F}
z{7wBRqMIpbGB|=M+<9)MqLo!5eWy7iB+*3=U^@Q*4tVy@LGav~J7{Tgw;R6EBTbJp
zJaorlfm~=|=15~)Dd-8w12j=tY%v*`k4#i;fH><#6|X`XD>=(ll3K?(5xLp{%D5b+
zdi_NdR#Vux?rPikVhf2>-0KGF6+i0j;cd<AO8^)3uENSo+Xv0Pf*6$qaH=@l8V-Y#
z^(6N+QC!s5Hs^P<jg9L&yW64wf)sD!4Eg8qtvAs{<U`I7md9@2jTBWVrLm&JQ*qeL
zxY2I3_#NUSYVst6fa~??nu5<=SijLPWemfZ=G~nAXri@>xx<O27<?stdO2^c50@lu
zDjdhg(noRcTph`h#@2U^DE8hDDr91QPzXE#N2k6hqO@I(ds@t?aj9Kh$ux}SKRFUN
zRAYh^05g(FJPvbE8JOLP+zv1RUH|}K0r*ixG?I5E#WKb2p&Zu67{hJj867cL$n28t
z2cu?+DY-YO>A^)=9XI?XXh$(ipQxvg6huedl8P&*>y>+wsK9CQOap?FQvU$LRR{NE
zqKbc9tK1zJ3I6~ITp!(%qPX!qQrpQI$0l7$^Y29zo-(UexGFHYhxV2AqwOn26_2!$
ze5js1QsyZlk~^u<;!?3P0eu33{m4O#9!OtKy{WP4Ged1Hw0AQk6MwCZWFcSu;hujQ
zD5IH`%7l|pl33!7NnO$qRy8Mt1mxq>CZv~Hy`95LdvfJtF)3-7;RwM|&j9*SMI6jI
zP=iytTPCtwnby_L=YU8;G4(6Z)LwNIQud8(OGrHGJlZIsRgkQM%@n?9qKZANg2+7H
zDZ=66IS$LmV~QxH?PYMX7}o`dEXThlpi)fAedwZz$+f9bMW{0jvOY)7dSa}Lrq3As
zsG_ng)w1y=<-N07%_pC1N6Q?8a8}O*16kUI(_d~1i3+z>OzqFG?L`y;oc6_pAUGaa
z$0Myj%5VATzm*hI0erUp`248y+xzSJQAGkH5EU}~!0#B~bfPF4Gz+~>J&hDlF~t~v
z8vaz9Tl?ekqKX8DNeO&q#{?dgA|Ku#r4&;@$z8JpiiR_TMHE~|V`nD&NLckMDso4y
z6jxf<=V+xN{pld&8iHor4nFl1R&AGKo7E)E!wuQT6&jLl<LQiNtrS*GngSo)0qs@N
z(5e7r8TwI0A))^OX8!=DqyG7%7UTYUkIITD0e;Ru=cxYxzG(Y6{{Wt&@}i0WJdgTn
zKku4%*}v(a{{X&dqJataVgCR<e@aiY5BcgpDkz`^{hR)p{*;E?f6rgiiYOSvZa?R!
z{{X&e4Y2<Jp1-9OPy<Q`qG7*rBzDDgk;+qJsQ`=-MHH?D@9mq<???XteE$IT>EGJ-
zhrECH$NvCciYT}T_Pyt<fA`1#0A7#nYrj~(@1Op?6j5*w?OV@SzweL!y&u}wp0R)5
lAN_hLqTnIb?>%Dw0KPx^^oLly{`7zM$NvCciYT}r|Ji!d-berd

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-15-Steampunk Sky City.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-15-Steampunk Sky City.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..be3293b24b25d3104799fc39a79ba4540cb50c9a
GIT binary patch
literal 23882
zcmbSybx<6^+veg9f#4q4;1JxMAPd2LfdqGVCwPL}LRj40-ARDOA;97i+}$nY_<i5i
zUDf?{cRe*zGu2&F{mgW~{r3Aj@4tnA>wq_kav(VX0s;Vl@Ol9LEdyi#=%}b@s3_=Y
zXlNK1=$P1qIM`TN*klB6@d&BNX{f2lDJf}z9E`MdZ1j|rOajbooLs!TyflnLVuIYF
z96Y?-|9J@l1_lN;7B(pk4k`CL%6HuV&*fh)03RJe3qcnNfewI(kAQ@a@UI_0^V&}o
zg#Rjl|5*?ak&sbP(a<q4v0fWAy#XL1AR!?lBcY%mBfqu|c&!H@<D(F~<B~#st8Riu
z=R(LGoS27BFJ1SONMq_8$Ybgnf`Lg)LP|#do`I2xnT3~+UqDbuSmvXwoV)@^QBzA>
zM^{fDY-Vm@X=QC=>*ns^>E-R?8yXfK5&7+VR8n#ZBsJ|vIyAqau&B7Cw5+_op|PpC
zrM0d7S6}}CY;b6JWO@cZJ2$_uxU{jkwY{^uw|{VWad~xpb9;CH@c18G2mqx2hV^>=
zZ(#oiF8o(qh{(uD$Y}q;g@EYwdLrQ?qrBrnC6H1_GjVxK#~qALD4m#B_Y;GjN8_Bx
z)O8Az7|6Tv{^CE-{tMav9k7u9FJ%7<*#E}01i(f@c>Q@u_y7sO?b;3a_GMW$Y}AcO
zmP$-@LsN;R4{Ky^M-o)SFvq9w;UEplitBZbUcf7|k&bWj5-Od(jn}Nr81yXNmazdw
zNqlSmvu{%{Xf6L7y8QAF5Oh-!Zm3m}sp~Xrvusvpa&RjGxv1}XZms<XXwLa-o8moy
z_uMA%_xT^-NSBDlw!UPk=y%CNQAEkYQDk(=Kfq{4(4WbdCcXIn3PvT(oX3NIfVpZR
zW$^b4wSCFf4Vzoxx=j>`%hRB<o|h(3yQrX@;D3Pbe}Ko?aoBwsq(VTEY1VlEMqavo
zI$N~n+3z2qO7&$<Lt-}P>9Fm_UMqOqd_9&JH`2`R$wL0Qj`0OWa*pK1JLl=>wWVIh
zCG*cNW>?4!3sr1hCG$T(s{G62YgaXUn$jc=<Nx01{VenHgExLCQ#-cD(R%w*`r^J(
zRwj5kx%XNFlSbc#1h1EQ3e4@(Y{0CaR0WrUgvVN1S0ovW41pd*xchsl#F?M_c6;#g
zZp>eJ6aO?8(9t~mmMeaYk7`0!Yb|n4rG^^3WgpFXFbxuh3S6Om(lRb3B`ws!`~%Lm
zG(C{XXWNRBmPA|1=8CezU(xKS%c=j?`?F)ZZGqdT^rtE(_GXsLOAYOA*uvkauBZlE
zC3GQamou%&Z-j_}6W;#-POmVvYKm4AD)*41rtCfYFjSVwO9reZcBXpH_Wl9D>Hh#2
zuJI49PEQZ7pS}`9)9$)d-zA&Xf;3$TM_DW`iiQlM#<GPNh@O9iapn8uUfFZ6pGfi3
zvE4B2ZS1bG&@F`>HBN;~MV&*QgLLZ48Q<hV+4iSNr|+B+J}yiTlGk5?e1ADk+fbfn
zI{JpKal~QJYT9~^k_Nz3G6PsqUYHa`rQN?ZVgQYM$pWXo68;0=KLoJi4S1nqF%ffi
zfLFHTa)W<sJD~mp@Hc?m&kLs%)C&cX<8rOKQH)T$ueh{Ji0YQUJWIvF9vm`M89mY6
z#L;@rXRYqD@Uk`jDEXuqJ6?SqrS99QrZ-AjR%>a?MkOexOBg<CMS4E0PNp+B_-**@
zj@OGK6Jdf={-%l`wyn}eE+j{0rf0(#Joqlo?+c4InfaAl@Y%qJXGWKeZ}n`gDEgK|
z#zB}@emNX|Z5;X1*nJ6pPyYZn<vTIK*Kmd34{E5SNZD;K=I{{~uC}>zXM=)rxHw}L
zS0!}oV-UyLu5=5a)^JP2^F_=qx9%c4&5Kf%x5t9}JYOa3Q8#%Fd<X=U87_=7f2t~~
z(I9kZ{OwgOy!m*m|KktAgdR3E<`cq#W|&ybFVl1Q+~BO@&lK)j7GM0es4J)NY)0tg
znlkmH^kr|yrllz4`kASSNq=E0OMt|z`hp_m{N{-HC;mTx`sYtwZV$Q@_c<@J9cPbw
ze`S4y=PmKpS#j!Uh02l{yQCqa0jyP73hB5kBb2ir#b-@$WSEIHqiQ3e<q#8P%W<M;
z1!r3e@g^g@Q78o5U|E)mP=+Fj18T2N;{B8$z?;`rD&VHFs=rV;9IA0zDx+~)WSY!~
zqX^Djk>%KuXEKBUnR-LPwV%jEq5Z4ls#HI<mY0g1+X$i(bAi-0lZq+IjeDXxdMSHi
zhw7a6R!vI5xa1W0!=1^R<?+8tC3~x7!TKQ=daarDMp%cV4MN2Y03NMRgJRyrqI;yM
z;fO?xE|-*bbQPV`2(c@g>D`8R<^5O5V5Y1$AxtYfJCnXLB*Sqx*1rUZZ;BQO31mN|
zcU^N8sdrjdbeeA=MK$<eNTmavD>4xSY{kUAtEZv}wD3b?%yr7ahA{g+pN+3}(}|s7
zvhI`iQG0B~8Tvip&IHrUs4l<aZTGW97^iOhq6aZ3R%ksZf!OPKBW)c4aw1ix6Kh0o
z41iw;-(24~x#{~WcThUX=ni}xwMb#$qC8Fi%qalf<nxL<ny>)GH@)dTYC-H!_B3O!
z9El3rdVoJ|&okTQt$ZG&Ui}vQqcbU?oYUn`Pm{Y^QVidzhAw~O&)s|S7v;qyMl}$b
zh!;})bVjZ$o9E@&$T%5neT8;?J^9u6&6oditec@tT^i$C@I+a?tmFC|iI#jHHP#J3
zb?kksqWFQ8bVK*NJchD{sKK%>I<7>@rTn0_Ws)(oFP;PST@XP~kw)u9zy+!ZQQU|q
z!nX*6_}h5ec~Ntm)_;Ho7%B_*VB3j-JZ?*BQG41-gPWh5TUuLds)o<Q3N&hSeMO#H
z%1hE&m5~TRNNUhmd>`4PYF4l+F(Yen;aNP<?4mfkc0|G4`5(Y2#=86uUc?#sK|jD{
z_Z01=t%+z@+YiP^UDAA?yVWP~I_)MOqb}7}=BvCbUSy+RSBL+MW%63SZoGBQK7ZgL
zh>!d6nopmCh?~!Yr-)cLDoc1)+mXe>k%gR@d()#V<!Y`RwxTuiAgaX+wkWc9(WuZi
zUV#U9J(OBE(M>mr^6Bc_l}U|TPT3@B2A8orShTy=ak#)|Z>NpuR|ZLU>zxdU#$x*9
z4r3I^T*a7hWTQ0R<3K%a-@x;(w2gOx<AUVT^mCcwjg=&?_n_wd$u0rWoBUt9yk;Fs
z`IYQLtVurOW|1Xiid$$!A1qZOX2!TK;nFVIopZ(=juDwjsVCF%mSXr7d(O&|S3A9>
z8lU9Xa;+X3K)oEcW!Nc;2&{3l$OK7wwiB+9ai+!a3A2F=v-9V(ta>hOnRp!{l1PSc
z3k~!Y=rFyw1+uCyZ~AUyad!|SER43q3vvz&Ps8ye`=DX1PgC_5M<Fa}zbrJ{!fV>7
z3BoBV=PiZ@)dYerq-z`X-oH$T7=Hyiw57*!qCNbzE1Pw{@+!7bKSSrDPm*)FljB-z
z;1kJ`P^kBlxS8Qcj~6Ywag|7T-Y;PsfvZmxjFD*er?QGIiffKsR_Z@(*U=`=(?|wk
z?wvJ(&KNAyu--f+#1Z<<3bc0iwAs*b4`&0`nQp1VrRWq2zq=NC5Y4KDD6R21yf+sI
zJ%~N5<A&r}t%1Z25VtR8<_cqHwG$zN60E+MM=dPBGnxfsqY#dobCI{>ZF4Y9S9r7s
zX&@M((*FP`Xr~%`+l0@7$1ZE-n{`wEViFfdHZLz$FVVKlF92y#w-Qduz`L9$^K0Gr
zPTxlSvKKdN9*E9feS@4EqHPvu)_H$DmkkG*m$v`dQPC>sJjyxcwKzd99}Bdayil&X
zIWA>X!PdgIJXWIu-l#pQc*D}erzRj~E9>N&8j<etxd>;v448exnY@;lUu~pQhV(Q`
zyC<sIpM8V-zKq=S?rNF9B%zE?<nT`O4bW}hPe;%nsuUfH)0l*iRIWf;nZ@V)yUu>_
zc*x6f=rDlAXtxZUOw=x?*Zdp6I9+_jqnc7}M~tKy8dYA8^yfcr5uR-5j~wR`v{C^~
zHMpKoG{QkqTWO1%oV7aDu$zJ^;n?rJIOYXiz^pJo8lMpYLuI88SvgiRhPY;wogh8c
zp@2gZ^|J!Y`!{W6PM6insy#@Ex!*!@K_wUfH0VZl<@9?h*GDWIIv+;^%)^m_HlT}s
zYAOs5t?&aRRa@hwBmHXybOryAIATc>Pe?<~hbVlr=1r`CBJu6uUk3HBtG{uv@MM-R
zibj?|WRtpPSVk9!%j4`-c_z+Z<?5~I_^2eQ1ZY0b4vfI$fXS`dplzu0@PuDxjxXp7
zElw_VCbq7Jup-tN`$!{t=-?H-px_HqyrV5`EIrju*41+Evu$5KuT7Fm%X@i1CbY>4
zWnhuj&i0as>_Jzs!WCqclw0HaJ$Q&Bo^+pi+JIL`pDvLmcSSg=*2;MjF9km>Vp9Fp
zYF2o*T=fPc=+jZrr^}T71ANU!n+s=V%=6FscFa52Uf=2x12hjl<$B>unc@WE4-w5T
zekNmg+PTyqj6?ke!`O+6$r-&ak1Y<|AdOSRrqto8vEh3MBas(<duMY~2zUtk6vR>|
z8u+nDRT7@iKhy8u#E30`zu*hq?@l9Ok^2YeyNV}2c+M7`kT}Uu*SyCtRVB9>%dMmP
zl<?~A>8vtUgOgO`*=5hD`!-)hnM-pXt^Ue-F9{;+*4_8L$g<1-_lRY}@i5kHoe<_2
zYNmlEh-u>bYL&0uEKIdq^arx2Z53(0+B+Fnp)%{jQQJK}x-KmpAUrX`5@{}3=2OG&
zSC-o>B%|Tr>Abk!Auj0ZjH!V_Evm8wGtdsDbh(2soJiX>KvvzGnh)ETd<ALTb+Cvj
zLL_~TAAlQDzssAV;x2@i8Ktotfk)SL(?MFfCE2CQ7vAZ4q?I*RV>;a&*u@M?VOqi)
z^LzAzqXseIVlaLcQ!V1x;WB98#8naaivbJ5hSy!a{h5H3`t%%rds872;XCWvYmD0$
zd?M*08}2%B=<K3>H`N`D!#(5z^%i=ad%S-acC(^(*-i=b8ni=qvndGmIKa_on^nXB
zV{P<8iUy704|#<o1o|@kIC8O(WTnwN-wXeYGuF1n>a-)WVMd?G*a(&5y;}ersZ(CB
z4r=Q8iDBMC2|(^+EBs=tVHY91(B`YGD)M6qm8Jzn$w^T^9i1vO>LP1XSE50tmxwB0
zrFltN@0ASp$sJi4$GfB@ohS=dx+jmj(v@un;q|$vjJ55WXZi*0E&=V18PVAWOmg)W
zPj30?@~|tH2~GgxA1ap3U#ST`4IQ#%Pvr$1d%uHX&4dQ5N4gSCCnZ~ZlIgtZy+ppH
ze*-?jTLP)!$3!u6V`en49PSshBDKc0kFC2SvN7jh#vkggtLNqCKE5e|p17F)VRE}G
z5D(MkQ%nx+kzv$u_OcS9%vVBpkM<s2UHwEZNg~lfC1E%(H<$QwVF}S3NsuNAw68-V
z8zfxrBEKB%$0)Ty<%_tGR@h1=3F@Vs4KO&tFBo<bjpZI9aS>DD1kr?>rZqyQngp1u
z&0Qz09h-b;y%d^L-)GgLvh?%6HIkmYV2YaKNw*m4ON9SrfpkAbNBWSa{j_w_oNGVB
zT@KwSvO$$jFjzq{BK_Vf`<8iGItX<TB`vBl?>iPx<Y?jqzraDJy1{4khNyWBQ1P!x
z4i$q^6uoeouR{54L~=JmwgO`w-P~Khgwy`I(TwSSM<uOsxJY}BB2WA4`uZFZQDcU5
z&J&f|zdkcBR7yBEmspaKF2mVN-L%NeRA9aK$s#K=x&3P=`JZ?x28oVwJN>1fsB5UQ
zPGDFZPjJ*`mgArU3s=)33<py(@WiO;H|E!4VO@i5x@?6)PnGXc!*llC3fG)#{n7;h
z&HQiq$wveB!{q39*#YI9`~%D4H==(>>RH)777J^VeUkB#>`e00$*d&;;Ih*9YgBa=
zGV^?^+GZS2ITwVHT)d=o<%;l{dq>>*MXR&1W+TGzu3ma#Es5h0DBUKyt<VGXBMmWs
zCxfRkk?o$`;s+g!m#eyFx9?n5esZ;Bi?vb_wiv#oD7FAq^tqNk&Xdfi3D~d0V(4N;
zKHSwE9Y9;kRGn~#7;)<5`s)7yaD~Wjfe80=ayc%y#9hrGalH~Jw(u44$faC(^$pqY
zu~gT<6Od3Jvms@?q1VxY&gtwFL02Qcdkb)-*8)2cVtwh0I!O~D0q&Ww!$h9JO_A*w
z=i4r?X{VKgZN<0`+Aiy|mFt-_$HdDh;c3I$;cAXcNgN==Y$;9Ic8vFc1Qcr{a37`6
z6@ruPY6p4xM%`K_j%@4O0fbs*z$Y9D4@nB%=PLycMT+T^Ci!e;o^ilJ+wf*G@0?S$
zZPUsTp<R!lc$UFZvF460f!FW)N=kylHzlcNUs+joXOpm8Zdv1n-5n*rtZvQlWtG|*
zKR4h!`6$o>nI5;QbOeO$Z;3C-vQD=RM-drEX(UFwT;-t}yQ#3LkoOt=8nGqEhp0mA
z44`MOzqZld5zoV{Y|e6ct1Js9Hxq99SA%bd28T0@1-Fi543;XMYggVb<NUd-j#IcL
zY4BojkU3GH?`)3H_Zb_1ht|?^pyg<$5MzgLmITtA5RdHHQ3aXu_`Hvz-ieSbP-`Mi
zn>!E4V_?L&MC8hW#nOReV<|-Bp}T@(CX&b}*VH}Wc=dE*AC4^Fms4b_6qlK`b|bo}
zow%3%;7jJc1H;aeF}O3KLyO?bKY)j7P+7GeNYTECa2yZo-tEcq8AonY?;Y%Q$Ma;>
zvST!LuAB-Xj4x5*&A2yDh(Mc}Zd+wAveIb9va*j;TvuXAi4Bb6dW0TnP&p}D7z{h?
z>3#<Dv4-9!tLs8l<*YQIhuTK(-q%4fOcO1_`y5xKL_Keh3?mAmMK8t8TmyC8R>=MZ
zj;<Kb=ru~+t$GgGp6p|wOpimm9DN<-fW^dwN}NU>?5le}T`|<nKHLY>slC+12h-yO
z?oi4AyYAoYMD7x75Ukx=p@XlB61mmD*CknLkcMA^p+;(|YEJoGs8`}YfTn?I*5>yz
z4h<^A9S=Mb0})E;d>ImlK^wB?23ZGh8R-xM>kky-?gX{Z{I8=O%qnP*vX?nySrRL;
ztqOnj`O<EPHlo}<?`^3*yuFcl+?M!JLs;K@wF|heu|hskZb(Wug-wGBk(mdp+;yBs
z5il_jtMtG?g;t~@Lv!R9T<bF3^o5gf5!UY%t%0B_JEb!gZj5rSzC;xz5ZS{7D{r-j
z6!$}y&mY^krUK-T42H8x1`<F=lff><JJyig3#GJtwzi$`Xhg19&Hyo1;kg|tvMSk3
z`~>d-6Tt?dmftR6LfhJQ8Rp)fncr|jVAI^_cV(Y1NCZV^t=b80PNo~w?KB0iD6{6n
z-8+WvequDFgkBkN#RFZkxeoN+=#QHa9cz$UiSX~51CqSS#Qp)uPqbsa1eidywHDN0
zV}dyCAl>m3_3#PjWlA%_7dlp5YVXCcM2MLcQBhaDD!ttL2Gne)z)SRwak}b{L%eb#
zQ2(7}>_|u}Hh(rm(FZrnAG{xsKWVuPv0QD7r}UdS;jNfFhGoMiQYW#}@hQG8Y$%-i
zYDVpNa=RZZIWXMQ(e7;<25OsmqL_78-HPPdIOjp$P#wjr2M<zlO&)-4*j#gy_(y0u
z20Y{xd!t!)d<e-vXV5SK!nTUqQw2Q2W4P2g)0#5F*B_K#Wk`Or#;|Nss19O4@AQS5
zV{Z|Gx(S}6Q03}J!G8b+d1E3^>`THVRNEsy8UA5Y>lF)C+wX(vh?cUudAJ#rb5K2_
zaR~GP_F41y`YlzR;ocAbX(U3&$lYGP0>464$3bJ8cf%~B!|K<S^E&j_EPa%rbM;ye
zD&G|8mwZga)BS%V3<8XIbCWL8T;4rT8g-Q&n=5(hN~^`8AL4MSE^*Ln)4OF-o^xqI
zMjgB;><D$2idsD_*$y$yYUrb;yQg=e`?=(4*G|#_QomyR@piz0RL#wy`b}CEHUe3z
zlQKr)5Id@~ZzVr|k@g|Nxc_)@Z0}uFvcPxjv+a&0RGa*Qa8@8_ZWRdew-re8GiGmd
znhAYoBM9T$|ELU#J<cmvE4$bfP0%MT7<?2U!aDVBQOwKR9sEQdJHzG%N(&=E6}vhN
z2*7cfhCrS&<X1zjKu*XB1|^TYQ{jL!CP|uDo9O<I=4B>qsr5%)Dyy19Wk0f{BYL5w
zf|vlmxo6+-;ye!*Z0|U|m2jcnK%vPlJRP^mED3L;&ubzTAk)Mja?&w*OWwe9y9o}*
zlPXbgJi!PDA>l*j8+pa+QFFT@@0|PM#d~AR&VK;I`l#jpqzCn|k7<~>?i8}Z1b3C%
zgjr*Do~yvcZQj<SGw5{|E&4Ts#0p2>Ip6MW=PG0i)#Njzgmf?xqW>$MFh)Q#S&6Jr
zlc$RKR=}S^n6GQ6)uf%d?RK09HNMoKxRgEDr2SLcCCpWFQUXF0E1Z2gD4IXRabHg_
z5Pr5rGeC1gwChRk9A;4gf0mZ~?Kr&u_A%;;IBV2FD%)<ZZ@6?JMpRRm&y1EsSSw#m
zRgg#neHf4gs`!pRN!L^_lCMmx7b2_^1qugXL#r^&h|En;<-wNa`|dTYrDVP3n<VV8
zz{b0Fy@iO<*cUWP&G*A}$Lg8StF}Wa`HAiIsrRY7*^XEovNF23=Hi>XvOz^ML{BlH
zYel{3&bEvVEZmL9&2N%G?WRZY!N<^?BSV#vqCd8}BvKq<E)m8fl+}J$!A41CpaQfI
zSD{K`j)pHWSG$6uuaO&d!s@A*ZCCI>(@AyWu96#B2s3`VSLUVUB>h?istZP{kdA$Q
z!p6i(DiY}<`Th;F4(ZenW>hV;N^Xo5PG-maxHSf-AU(2yd5lZe!3(bfgk$@QaU(t?
zX^9TBGI^vcH!F({P!mK<AB$?+m)uN4D={%52g(la#z4CqOm_7_BF+Ux>a1~MHY>=J
zk_u!8$tuX3c~Fs*w&vs^8OJeQAEyjKF;s~vJy>AZfuR`!>0L=#frB8xy46q>mYPPI
zi)YKh8p}|?$4s3v-B?XWKSNbc=CF|&&rg_4vqofG#ThDN6Y{(4Z@TfSgV`ejNIc#2
zH%o?IZFM0|cO{D9fRqQX9dhrGfLvblUgA($Jyu;axkV>6@ayu&MA9u!Qwanxxj}Dx
zXYn?3>>>r*!e>|1AR@l-f)x>;G?hKKPxNST!i23Wb%S=kdZUbCOT$5u)B^hZTGg9s
zY?%)0{i5OmQ8&+j0OPi11#FwQ<*BsSqA&UkWq*ts4vCv_LakG|*rHTbQ>eSj*YYg(
z?!C0KqU$aVFWp9xV|4sOL}cHt;)(k-m&N)5P*GLHDp){*6k1tR^dK86Hpd8%Ud~F0
z;AG7Pm|S#drczqg$|=3u(Je=%Nm0SR>3xV&Ba|rkUOl!_0fs=;!}4e9#KFW^gXo*5
zsAaJO(Bg!sNd!myH&%FZsgT=EFU@r87lK9f8;a-%vi`xI+8V|BPm+}ZtSJ}11~RrV
zNhJ}hIJ@j*|3{*5|7q(h98oKEB&QK8qB=7>cRC%&nq)6c)_Glg$(NDZ_3k(vb9uzZ
zMc0MTxwoWeV1YGYf=yjHd&;6AL}QpP(-jZ3qe3&YGO_YFE3TxEgo_3r3}fWx{L}Bx
z^gvNX6uHi>L(xO9#OBh@gEp~)Oq1BL8<k@=nm4ZPH(2Q%jt#}xj63)%>x{n)v=t<)
zk(ytT%`+NWCE^a^`fS2c+$HaOklQtrfg=bLhF&-zU$Sf}eiNc=GbwG8V8`=f^<ccJ
zI(EFkH=tr`PjL>tLORjEJW>H+P1oJ={M}M~<FT6+lVt;f207W_Zu*o26#clVoF(OB
z*^SI?OD{u?r4L7|A@cmRtW;YoL=-`px4v0)mD#-M8rV1z6T5GTM#|@G$ONF?ZQFMw
zGZ3nXI2QF5v(^7yTq&a2sgojW&qIsyU2~{f?0sjfIgg+VU#}_;J#Ds7m5gt~@|r@J
zJX^8@wr?rG>R}GIq&|T7-bcL@-5~gDKdyM^JV|4k5Kc+k^kA_yxD$2tjPYtV*u#}D
zf_mXZ4?5emmgFA-^EOB2ydNBG71+Csin_hD-cfSf0kt6fs2S^#I~ts8xe4R;mLC@d
zeU(`!;JGQ&NHNbiG%T=i&7^oAZiK4~2*6RG+fA1HhQlSV*}8o_i8K?{ZdQFGQl(<a
zxMacqA}JXETU%$Ty6C4!-0zCncw@1{g}8)I4vxoAKKb-hGlf2W)RR84+i}V{$?Rf|
zBBub9VQy7!BG-@f6eMjYIdj#^3RYn}9Hf+-cQ+N_$t*Izik2pB65t?q7SDi{^|ZWm
z1Mj<EAtbw`H)m_#h8qnQI+|11l^QX*#>GwL9152LSipGG(c#}b-4t|+2S_Jv4f_wH
zc9@F*M+15m+M=1{4GzXh!08oKd>FzfT#B~JJ#8tYl>B8b^B*h<!xW09%EzVLl9f2V
z49%@c`gHD3AGvA;8PECt7};DbMmHOLuTsICp~m;7w4yo;Sy^t1OmjijMM+NoRMnHW
zS7kz}<hwAlxUk9g;ho;~!pE;XldMBItG~YXjLipaEc6FbKvsi!4C@>N5Q7Z^#)}!=
z8p@C*Y|}F#<G)C37~w_U;PLm`V0VyNtklPEVWaKDnATUERh!#xZcx-g=jtfQ%^%&J
zEp|4(G44=&f6=RU_3J2eWc(;+l}4LOwwMeD$l-0;dFez5@{)b!7^QEti{nHXbnM)N
zmj7l<IUi;*_*k;D<eB_JxDM9<k&wE{?Rtb58sc&2sh+8rec+Pp`HHL)k?s(fHjeaZ
z=qsv8PY~G_C7z7t;);!@uwTC;_o*xT1m2F4Ls=j4<);In^SVjV7A;cm&F}!j%4rfw
zgAV*!j9#6&a3%1{EBQkz*<`I~PX9d8rkKags^$~Rgmhu6<S{44?QK;oftydR;5J)J
zM*9sZ8qwa;0KCAc3(8Ce<Zh<&rq6WI-`HPs?U7Q4Di^wcS%jiOky*Xo!A;TFQ888|
zqO&8H+F~_C@I*&#uaH^<JpjpP`g6CjUe1UCv%_qD0HJ3a<9ffaD>MH=c!)D=JAOmg
zXnV4-Q{-6L=D4spDstG<%SmaOD4IRpMR+t>!Q`1BUQ&=JTx-1I$LxLl=Zm1{C}`wg
zx0n1*BPB|6=xsbn&`?Eb(7ePUD=e+FqOZsOa;r}CW896UXz=j3<X6iQL!H>ve3dR1
zSz65REV6k#9~HX1%SbYDx7|y7A76-MbnL=f@a)O52s3Ncl^Gcrj#d4fH9<-0v)yU|
z+%91J*rDz%x>lb&xMKe&xB5?7ke|bQ)vS5H`7o-<m257-L=!4<r}E%w^?DY9wpIip
zx+GFf$r6Nd)5WsM*TBr-+m$bPt7KGaEvv}nHGW=&Dv7d4h+u6SD5t^_-s%g)%4pia
z+`a{04m+&)IW&2AkF@ehnS67WK=q`<Ltb+6?cX(?sJ#>ci{faK$r8}Jq`8d|qCMZt
z_`xoBXxD7je7HV413^BM=0a%P`aI{O$I8)8mhYV25T=<=FBx@P`7M+o&&`9cQaA>1
zg1cc@%Q{m!bf!M+XLPJ9;8ylK!o85OgJzrMfpA=W@>s{l(ZF-&l`_Z{vxWUMSc9>R
z^vu4SDU!`9_-K+e(HjVf^(wa^(N#AberH2R%UXSk2cCk{#Xo7dg|9id4BhcbCHns=
z#16>yto{Z&(nvN)46;8^O%W(ScIXS?I?~*)mv``>Gca6Ukzo+ma@0L9<?}Oe^PYMz
z#uKV{c^R&Z&OnF9GY7?&K6A;$o352!6NvR-TK*Q%(C_`N*GDljU8`bvBeD0W6=quB
zhHlC1qR4C;X%ZPjGf@t^Bj`+UB`sU(D@A%`%~>|cXg;&1wKjFa{bhV?KkP&xP|Ho_
zs7Qdnv!*Gk$M;t&Rfwj7-TIe;!-KK&tXRgJ@#sZw1~>E`gTB|CtV5^YlW>i>3Um-p
zaK+5-ocj+^INXB7^xYCQ7rkvCCr&B;G%gc`eDp`5t(%k@psZD#hPMc|<VCwxe_3rG
z=jBrD-O-=%8HCTe!%x>;f6dY9xqUkiQfv?izX{?SAzhVo#y^(;=evu6x!yeq(Q;`<
zq9xAv9O*!K8(GuI@sCCczXO}Alit>O63CaWUmqBuMR2e?J}Znn9=*E^twR%0Q9*mS
zspkKMRmvE5QsqB;g$b+f!}ZMiQ{?d(5#s1^wAe4MLZ{7SAb2$0R`({xbUWs7yp>mV
zb96XQi4|Q<*l<$dhe!hHby3`})kJ~=H)ofpQaQr_g>9YG2KyYxkemCsIg*6Bmp6Lb
zf9+D51HSYtzwZi-)@ybObP2y<Y^zrEp9yLH2GvLg8Sd*UbMtym4O0c1JhOG11%Z3#
z{Xe)Bhq_z(BzKmSKF&_%4-jXOMQQk_a%?nQ5r_mfm2I3DoScY9m-0X7U5?@^oZ@Jt
z96SxLw3k&memU<M%>$oH%%yJqUE0)d+@9s2(cn;P=!PE-G9q@Yio+KcmkqKL`$XPe
zv&R3PhZ^;AR09*Ty~t;9&ft)-eWR7sHOro^e)U525N%VbuLU$Ub1lcu0uFzZsrrc7
zOmJcgLZg2E&XZV@W?O#<y&*cdFc>h)|22&r_TBAlz#=*&&w^N6X;p9J+%wj}sYY*P
zC#Jlzmup{<b3!~tCnwUx`X<^gpJ#7q1mU=Ybnk*zT@#I=$<i%0efGXe$@}v&Zt<&G
z8vLYElK6Ri^P`QZh<`ME@IMsj!V2J$yN+zYQv(8tvDVm)9eT5lC~L6TB=bhj)<OKY
z;b)dD)@)gOTd+Hw>+-MiI6%1v(XoB)G}l{zc{Yn7ikcf7eh!9NY3UPntj`oC;j<Q0
zueg_M>`RzVkpo6^e%0TkbI`>xHnr&M@y`P<Q5=6Fj)nCHiQmLl4yNeM$;Y-aI!!kf
zpN_G}4(5R`u+!+Yu*WI!TasvKH~}Y<jyC?>)8jtwGhhlYHIgJ1zegQ^sGnfB_fE<X
zdjw%z;W<F4N&>U6j<;^&blOKfiR^ooMIq?>^hxh-W<_XJn-eLE42P=(O9A^B{{~c^
zR5K>@$Z&sdJJ~?q!_hRwO0?|d;HH}3<q!tAXsAYDZ6Xm3jXHAj;BT67Dq+GLB(omg
z64m{%u}Zk``QYwxAdmlT#O3PCksu96U?&X>k~I6ZZnWqS++Sr@3)^D!9u!dk;8l6f
z5jT56&AGvH<w;DI&YYmTo9ZtE<Q8F{=|S#0-##Q6^?wN0rDB!un;+#!V~_1;`@|hX
z?C%^92vHHxm1z)wdkF64J((k39f!wf#l*znHA%J*5OTlK;@=Ec*+`7T`=nz#&U-cB
z#YUEhdX4VVY99Jru0>koTHN5kwgx09Gl~YNVeA3-9^tx5K!I_J;Eod(T)ZwvblN!&
z)Ffha>yZSP1bOuVP|bay!AIc^LwdFr7XREI^z28_MU}M!#bwHg#;udLZxqB`$Y^Br
zEDcf=vamR>NZ<5TbAf#equIw^dHkFx^C*-U>W*cJ@8Aw=>xt>btm6$E5<5cVnj*nz
z#m%K&#Z@A-pxgo>vP$ap1dVCzX3r=Mp+QA_9i-{fpT;Kel8!4SpMo&@(>=1io>d|*
zv3)cshK(b@Y_9B&Ef?5eB<W40FZPXKMKAUxYs`iAT@G_N>L0cflcTun{I(xVD+lhQ
zrKk2=7WSF`y*H2Z?3)=+8Gfm8OO`P{ae9mwuDC2gXuu>xB@yCFh$n|1v}9AsE6vC{
zazwvXEaFwWmA@$3oNyw(bwX|tJrZtc*v8%xV=t;RA4~`GaL_panm{^B7<ze11`N!v
z4<EH-H_KaC4#-|xsPnl>rl;n~DLy=P|4TQo)cC|*Z5DeTGamDtn==UAEUN?`juU9y
zeTpaP$im&SMBv=3Q8#RktYQeeQy0Z!OO_;ZfpNQmyXn)@Kg{@n2w0fJQWA$Y+eTO9
zeXDgn>4}=jlWrXe;O==N$L=)ekg8&cyMu$a<paGc&n_7w@{4|D4;F~+g)z#9lqWru
zOR9IINu3;$7j3JDz!p1U_~J3`ZDeMKoDYn1;@mDh6w%fyA$KowEE@mJG3deGhT|-A
zzAqgjzArd=S;Gad+@7gfo1HlIV#V7e+P@PRwI4j8L=}7%3HmG!`Q;sTi1pW)y<0){
zA>;S<h2g!5`Kd7IeV(T5m;0<d%IA?kRlW?}7RoG3f-^46tsyR16^X9_kH3Tt@SjNe
zRyQ?r7i3G(lNfdkL1#%UF1~O%xBIb^w;CPY7e!q^f=!zmR{)0~{Mv~ia#o(7X&N*H
zi)<=}2~*>(#^*6w{{ZnDvVu)!EIIgxk4X_TC1`nHjy^k-ud=-*P3*nBsXiNU<Le1O
z+tG~ByTsdM9l%*hBXCNrU#!Yg9_qyF_274{s^%a8)E?+VVU>;?LGJwkt^v#LD*Ar<
zgGOU*qBOwv^K6r_@M>0^QeJTyhh>-?$k=yoH;)Z<k(86?AArcry8BD^XO&#a09!N&
zREN!H{0sXwD|vz~fwXg_)X7bGdqi1uB2hnnqa*5<gx+jC-l3uO<ngzL%irI}?V@_$
z#t2e|f~8o0=)`X7bYok!%eH3bi=)o<_U_}dDARTotu3>9CHc@{@5(dM*AOn62k&_2
zLkcWidjz+Wm&K0EWboN=&qy66v{ET*(d^wTGE>az#xWf=>fZm|&D&d+j@r0{X@A>8
zqO`i;0|bZXV>pm4)B6z%3Nk+1eZDmi<6o?%(~?61y5p$H`q^HfU1`0Y;L-O}swlKQ
zaNS>w+|1aYSGKbY_$rLTS^AUeN^#yd?c24Hh*FEVox!hg(||mH8h|m*S1a&+a}<dD
zaW;KLPM|zT<y92PD$;ie7FE3L0Muo+C;voRYEoqXQU;Yhp$d;HHtlYS8SWWP;@>bE
zUT!t3ov=MkL;MH$CA+P^f`OE(%2~ZLxHchjj$^($RC}l~j_u&`8<l2N?8r+p$~xyH
z3A_q&%`9hm&ZSAK32YQ>%{vNEPAsPLiAn+i<J{6jKU4!?A{t8vJj(_&EV3aQ;elT=
zM3bNO2f?u(%x3Lz6j|J-t3|_dsq~?7opVW_nZme0Xj3@O?GXC5=`zh!n5b;yHrEO;
z|Dw$*W($eZ&v@1-@bdH?{A(#834Nqlg)l_;nsQ$8E?W=PxHmhL>@REPY(aC^{7L`F
zI88#JEb<$-KNnTZ@XjW}{r7dF2Sp$DpdyhA7od(Yn9N_>mDIC$Qr+xPJPH2*CrE!;
zM(Ype-!|1VOBZZ=U<+?`sTLhH`>q~)CJwR@D9CLV)@OHjiOd^rA1^JyKviTV<&#+Z
zR|6Ck3Th5yN7E(E*mD==ZxnHHKF?i?F{-pKUwubp8vN~9d0#^prKRxQgJ$i}E=!ru
z9UN^<wJjfPO3yt)xNQ|<KBwGW;pgV#KyiXTqU184iMMBPf@BDs?#+AOGM11h;kVRA
zTEiG;t^U=ugu*i>+bw>g8h1YfWbe@-?%c)gGLAzA(#M!s!b=ANjxV?AMO1Kc)P;+R
zAiW_kkH8Ga<F+NP`#D=(UlNN^&o4`g2^gA3hB{3)_U%n$UYg3l94l_LAv6*1eb%O^
zO^kVe?!xGp9TmH%S$hw%CcEh3hD_K+Jq*S(G)TBP?VHfZb}wcAh5tRIv$hS>IfxoU
z@;%G`v;->CylGO0c4tOqaOfMzP;$Qh1Qe*^PB;uZ*$>p7ysj4aOTWRYHCof?VY1wd
zSJW`P3P@<r4qi8qJa3Ha5y*lF9()bDubFGd!>4DDyY|w3&_yCW+P7o;H6OI-tM=BQ
zu1}#q#%%=Q`AGUoJzl3pFA41vk;C|(U6+4=dgx`vRa<j2m;Zb_r>MLIRWT%p(l$^Z
z0vZNBLHDXn5wB=Hkx*N1MvweX_)pjw48DWiZHW0-bg|uXax0a}h?R2pOYV##dMAa}
zbv-dg)7FHY=NopJn_5?$Xb)xPl{S7$FQ-2Jl1h$iiewYuFP?RzP38VMgdLeD76@sw
z{bM;(d8$6!$AiLrMOj8AAw1W#L#^ciY*VSwd3W+%PUC>-RU8{N=Q&t8vG7ww$tBJ+
z3R2Df`O@jSqxGzsUNaqk9?0Vs@9c7~V_7~EP_BI0*)fQH)YKi(R(tLONe}0pfqTX>
z8-13akRttS2Vd$x{3gJU-Msy}k3p!Ro%WyduBr>!Lrxs<Q%M8{SvCe72Fg(d#Hw(C
zLHUJU8!yD?u@M>ABo<0*#;3`LoZk6ag@;ZY#R>AX*1f>>>-8x;sSaB+zA`gdBsDI4
z@-O#4z+$+!mWG4n7g*N}>>uEg!8Ye+^fBrjIpLJL>EQS0edC-~{lND}I(f}D`bz#$
zzHfU=9j1&Rg#qPgh8|UBf+-IMo&8jtT;LI%g;Vto8uMtBUipVOZ~89&3w*~v##>@X
zGAc7Wv7K8Zr7OAcv}pqoGBBIaX00{}R|!4$ECr@?wy!ot+eXBpHdIKoKLM%n+?%Sx
zR-_GyX@ShGcTh3UjjCa7Y<fwAh7*<c?xyNsRL4vQhpsSW%=ULj<u6O;UX~d1$14M0
z9f*?%MPn=al*0bV9%lcA{s*FlFN5FASEf(oaQ^U_&i!I-W6*_qD<qu$3Msjm1W$k3
zQ?u^aq+p_Nl-I}@E5{oTj%u^TcE%QET&OLFZc7`yF~#;&2-}V^yDDm7YV~)COD8O-
zv?mha__Dh>KHCWyNkDhzx~bN(xtm*~RZx>behWbqEW*Y^%4W4PfHGYhL<s3HH#+>>
zo<j*`$k=43R%-s`!_{W7M+ShOl)s}QF3VfBA*VAGCnrM$$e3SECy7MFktJ5E(=CZx
znRe?9o!tz4fj_G?+>48`SE>FWlJLtGr2Pj_97{XqUJ}*yi?NXV+oekXxS7Ss-?h=f
zJr3F0UBlq$9D<~We!mONw8~zsu=Tt4{=~IXz#+Wj{nrj!Pprd}5BC4<KhQb(tGRpD
zF5C>8ku~(n>$yUB)C|lq(%*}LoY>We{g*Wf9y2F!!7}^~rdW6V!3aB<t@>k;vmbM{
z<;(nWJG2BkoflJodNQffcz&UK7t1>2_NA$BXY%}Oknr63>T|PK!>339OYq4&bO0Y`
zRZJpFuh|WAME>H9M3%=mhXL7pud=Bl@E8;_!oz7cW!tG}mR_WTk{shZ$8yGv4PA;@
z$zUI)J7Y{xc6BYSpuzw)BEwJLw`uDvfMD{r!!$?!KkxdiytcsV`t^7M-Y}m*+Y%SY
z?_Aoz8Z}uh@{g@62ej=<(dxp@JC+jDZAQ|+u+HA{7|HxdUA~V*KE0`;X?`F_p8ANo
zL&-0uP_44L3t|j-YG3EKV{!5FM6Is$Sh6T8YMe$djwP+u*HKRb9P{XL+j-ul4pW}_
zo2qyYA+aQhH{ph|jh8#H|F{(x!Q<0*F!R$^(q9vbM&<%#a-RAILO8H8)-2g=9j##)
z1Un9Al)D%dqvpn_gx7)tW`Va0VGu}Pwh)<9N{G<oTvaBI{&CXb#78;#7-h7vFd}*&
z-b6#mO!VKJVW_~H9u3bVuCpke#wx#bnBpTem73PTfFbl)d55mftj)E}T)gM_rK!ki
zlh`MZ|50|-Klfy<z!_!I?Pa0bWFwoVCGGo|C2fKA&_sY;(X=PV7F(e8PowToQ<@`v
zc$h{znz_sL>iF$q5f_Bzn4kEmhim<D_D|!d+W}G&;E)CTXn<|_2COU~=iziPUKv(R
z{N;nt&5QOF(P@FAS68AnNYqXC?T}(4%f3LsO3Y@#RrcCFgM}sc^HjtTV->#@!{wOO
zi@sdJWtoF~M%6D>;E3vhD#U}`2jZbD%LrdOP*2qcFp1)a*mkT<>^CT3V^U_mB~P+t
z|AM5`I*7#Ef=nUeam~=EwKej?NG~yFO<I92jCGrNLFm{naPl*p-JW=OCy^c>TNWR%
z6KS|tth%FjmEfMiMrjrp#G}JNYXraza*rOmtt>$w`cMYH7v4ST)VEH47m#hrlRAMe
z_m`=(lbI*zmz`t99oQ%6+Cbg#l$liPK3@4E>FhkBu)8iu{fqd>R|PE()b8MmjBn5H
z%D7HQZiudyca`#oa51W0vun_6omP0Mm-J5XL$<Z6_?dyNGNB=^swI53^WzDXBCo8r
zZPR!LSTCi8q9{2Jsfc-2Y1OKTbXmio3&cN2`5`0};5+MPCpH3{c?ZnIWp?i(@Oe-0
z34M@W?5Hm3y&heRT<e!T!}`+P<EXaaVw)<qCw$bIpR2k>=a*!vN#%MiLT5Mm%901u
z7PaE`Ni1J4NRtklha_(%!7gsT{VE)CMmq(4rEC%0<orWOiHX|lS_)7hc*um_ht&zy
zxysMBNznyt-i(6J2T$U2Ywq8BYJpbqMV>H~kzKd&n7`Vz#Q6#>v2p1rSJ^?6dnyJ)
ziltmRxpc`|3J%6AwYfNS6~tsmIWJAJ*mWoibTV-}vi42#eA;DS`UTX+3wiC{0`#mH
zXI>?nS{~R`2B1$j4PV`1;!-*uuURkO-R&-eDuuL>#87nR_37uX&kc4Al$;e#o|^Lb
z+?a0oIE)Mwnf8$og;xKvD*n-|i$Z;i2$IG8Xnd8Jxwk-G;`cWN>f1^3R_v!sqcA}H
z{`R`0xWJb7Ar~c5v(Y!+mZURs)B)qHi4|*fNPHrny?nVo*Q$uw`H;-Nxp#|F$Gs(0
z*9-Fiu~bc7Dpa##Ig<3ditsvA1rr9pZi@acC@4Y#$Bt{7oFuF$1?}RGS)?Fkn$OE;
zAZmjJZ*L|=1Dn#y(POV3C_V<N4oMx26L!tn8S&2*ITU^xaZ9jX@}k5{#7MH?7B_o7
zWQAnGWf9QN=Hy=R!7Ao3VB+2xDjHg*c7G0~d5kuZb`;;oec|lwyUDp4gCFM@Wb||O
zPBIn*7D=-5>l@)ZUwD&$idC4BK|Rpv)ViMon~HC-2z*RP{Hmpvlko0!+3N7WW=FCM
zliFwb{Det9&dH3M7lvAi#{Tiokb34aLT#Yb>6H=vVZ*6adZgv}u7x8#OghhZ=sEca
zJW$4AZlaMN3J+CD66mrqZBhc!$D}N{f}U-qe7tkt!&4jDFMsLXZggB07sTztR!3^N
ziAg`q&?qXa9*-ceL-zZ`XyAJ@LZvRzzL^)LMdcrsjyx4U0-}Xf0b~Ln1L7$I>^yz0
z+fM15dm1GbfM@T#2T@$$x>?Jg*&CyVsp<kVwhglb;^Yr>G}R3t{7c!3RV(L1oaZ@O
z5;H{~Yg^_`El}9imjxoP?QSnmP79k!Cr5VDyqv1ucPEQQE1I`IeYA~1asX_jy!@z<
z=#EsI0%{V$ix*)gP=R-PepdtTf!N*c9TCr}u9utq@AUT2kP;sQwUY}3pGLf-6>Sb(
zTiDwVFCu+-9%o@rD~zp9=au_=dP|x>gZ{7}Vy*$z+XXQGk0K;wgie>_>*`rQ`h1Q_
zO{oXCeHW&zrp?cuW;$o?yk*AUCww3$W0JX~kt7xv{b~di+J?#u|L7)@BJqOJx4Q>$
zM3m!>*cV2<*2nlA5KrLd8yje{<7_qFlUB08DLrY`+z_PU!^Gl@y?m+DUv&6g&?S+@
zq^x2Y4@q4e($s4(D44v?9W-C0A&*`0pu<$`zV@1{mAE^E_i!Tg4>05)%NVvyE!IGD
zGX4*czZ5m%_XB<(uX?c?w1GBTH$P1C_@)MJdRjN@o3v-l_I#K3_S^L;O)CGqe}Fv9
z%PR6o#~iX=j!W}7mz?(^(H|oDyReqT<HZ(rQ?g2OiagGj48Y;aqix<l&osf6o;qfN
z8hvzaRJ!UerNONNVzMscwv{&;_QyQrWwg$M)Uz30r5wOWPmHqz{rV%9LGo~i{y6zA
z4I@Pc9%8kkNZKh(j>kAoc$G)R0KPXaPzJWOFh?|9`o190_d@NEpfZ^t7hwSxlDF}f
z-0zlP91<x=_QG;)f`a0lnWFp!$0o<l`6{ODraJW!{e*TYv1avEmZW2U-Pjyy+dLDu
zS|OmW8<v6#8U)j|r4O=Xj_o#$Nz<W6d9~7TO-d+M+*)xZKh^wX)$QjW1@a#onHevl
zv`$j7(r_~&FvL7z;IbAUSjS{nR#bvPI4N##<1-oFn2B9I&ILuGu3E0tkhX+|9@W{d
z)c_~x@K^*bDOr=Fsy5YtbBW&XO=5$9gzGnQHnziaoBEY`SJ~1<^T=P()~F8k_lTW&
z>sfvL@zSW9kiEEu%^YlKnWh9qB2~MRHHS1#8JZyHZIq{!n`MdvOHbc1>6_PG!-C$R
zRz?#_x4lZ)t_Qf0kUw!XC19J>+HSjn8*nO`hG9Cz%4z5;=AOo>+KJA1Qtw{%W0elr
z^`~+xM2gw2ZqWIaIs*Tz*0%{Npeiavm`Ir;fkb+QfPd?D%p6B~T;<fy&$}Nz!@e8F
z&8nXxz+72d954!+(rlB)GckA0t}`;seaJZTi}|(~Y-3~-8aRh1d-$qM>@6)AOMFLL
zT5LEt#q7$bwK=D@1T_`AKBh*b))^}{!vvFn*0oq7uBgfm2j3Xeoyg^$25pmJ=)Ie@
z4)~`g)|sVhYd?mlDy+sVu!6r*AW>C}W%{J^e;T|niox-sOe<O>+)*$^5Nmg@#BjG>
zow0zcD>1IbxgrGJsmk2znpM`MTL~L(=Sq9ww$^YrWGmDt@)qj}AWnryx8DxkY_{)9
z`)6-0>{ZAr%D$#t;n~jl_^??m1;rB9znC@{w|BR!)b{+ys5f<AOP}-*wd_!MPf&b9
zq3*SAxiX}k;?c{O?BT-N*|S7^d<j^PS0i<Gi8u?6YMn3bT4c>Mgf0vUM-LfH%-DaY
zS^XwIxe;Y*%YtD(V~p7);aQ1rH(`66VBo{rY_PxDwshfS_*c$0^OlRU+}8Qcs&-=X
zL)4TCJH%q8g}M#<e8u1ktawdt2t6^lsRKWFfYo5tI!{w^^=VXU_tJ+k`4L~AQPHip
zy@}S9$GPAE+U67B<t0kD$rLJ=4d&G_r!*s5{+Q%CW2UfpYK~KY^}f?Q_*sKHXYW(u
zPoXyofa9vf$GI42)@s{jswffA#M1ulbuo^Y&$62ZKK;v&vRCDW_9LzDYZA(MZS(zY
z>1TOE?JkbTxrs}W$b{OMx}`T)5c<a{jtVPQ6eXg|K{XK4B@x|d5h&b)EBToP7e%K_
z&9HD2>qJxBJJ!NcKXUbPHcJD&>Z9eHMJhLcR<Glb=*5Aik%0~3Y&L4fB(j+&KeUD_
zuN!XqwT)thNobsM_|Q-t0dAfom^cfFdBe%|T;6wxujKEz^F6e|@s|KimBGb_$h@f!
z(`#4}iJqZdy=3CEB)3HE<sFB&x!G%mvCrX{YIf;JyN6ER3_FhgUS_luUX6v!M=w>S
zW&UWz%Y9o|B=MRpkjNkYjj=x^I-JyHP1LI$uo-T|f(E_{gf{_Jv4h~ciHj;1D)??+
z7m1F#Sq0C#a|7sKS!lV5i}CH4f_Hv8T=Bg2?iS_0tqjTzkJ)B1fSYZlh3u^39|YGe
zlMLqJ9KFjenWkm0^#7WCftyN}xaLe;#6+5HL%O5k1r06r4Ww+PtTmy+OdOK;{!;&-
zm~;XQn|!xAXUu4@%0W@U_j?DinK}a&b*FAnu_{p~e_|fWNAru<cr4-10xTnyVE=4s
zGzs31d;30BMT8Ufa;3-Sv#Ef=GNh6!ON&#|;dg?J!0cZcK3<k*6i6Ygtm<>F#jJtd
z*-g$N^5ox@zRb=km7YMPv_%@`n<c7rT0AUty=S`!y~?*``TFfxayXM*#UX7D8~*@&
z+A#S$#cT+X73ryUVr-dDP`eZ=%yNZikSMDL+wKlib=9G%uKYmYe*^*?{o@heq+(6w
zah$m0pYX+1)GQwV0L52G#Huu`cLEMaY9Q5<Aw{+#x-=;hDf2|Dv~B7$TCrQk@G>|)
zac`LHByGs{tl2d270e}CR{7Kco_f{KFYIXVDU;{<QwJQHa+2t2$*qe5#9UmTvqE--
z8_vQoe;VAh@Z5V#JA&SVv$UJ}AdTQ$zW!SyIs9v*(j}5)ot$HBaaXG~p}b*aK0goI
zh1f|XjFM^YW71Q6BjzV>)}k8BYavGm<*K@s{By!`FmsS=jXBBcT8byS)-IMX(eeQK
zt0MO5YtWJ$g<*oVSn3nOAX!udZhp06?ZV|kLWA%X(4otze5n+pvTIiJ0LZIWk`;pH
zRXA*I1Ky^B*5X@)f<VA^HE&wBg2EVHCRM`%+2=U^v`$xcC9)e?;)+;Fn6V!#06Gy`
zkA9L{kfbhq*E<{9T-)wkq>OWsRg9BGaM5{zl{@=U>^X*`see<}e4AOfv1coVBi6Wv
zMR}JBS9)hT>T+}Z>$lK!f9-4Kn(LcIJTIxNFBe+HZK;WE%81eM0(8gu6}2jni{wP!
zJjPv%N#_7=L`xpxykO*GxUPmBb!LfD?$lnwpb}5Y;GgGQtH>Ha;dX=9pIW(PHrZr}
zN6W!no|UxeMq808ag#cj?sQo#fr%iNXLXJkS<210oMWdLtch-{q?2PCn|Zfkl2EUY
z)Kmi22`&=hh9*Z09ZouQ&1z~t*mv=xUNC~?#|)?DA6_{X%INYlo_KpL44b=1RI9~v
zZ7PGDG)yv2;aImYmtsoBjk|#pWAy7<kiiwS&cE6a&l__Y8-XNr$Rm#Z>V@jE&RL?`
z$DSLH!;0D)*yobv++UhSh)R&KjagL5!Ea;zDkX{uUnVJHP(ExCApVAstg9M@lrRTy
zSE!_W#F(^c7S5YTOjgP*0EulAOXNmla>s^qvma7v^J$Kk1|`Pv*t(Vc7!oQ*Xg_pB
zs9D$dk-D6z?mx+<ksr)rO^!3b1gZDOYB`!<Ql8rC%3YI3EG}?Dy5l4I)Ye*@mbdWS
z$btN~-Gw+cX(ygm+Ae&+S8gQgKR(qQ_Hp_D062~^00cyOoO{)|-$@jkMxMK`>DuMm
z+%jE8M>_;+->&M%p5-KQ<g0|naL1aH`!*ele$Y{mX(Rst0%-oqbN;5{-b0*WT!Z?7
zQw2^XIks+mKb4P;G~htz&HDcUt7<BL0qNIJ_}@>GNU(#<<Pb;tw)8YsRa)lI#&1*E
zyk2qPO-KH@e^Fi+r(7kp^RtYGJXg1P<@~<|YK`d^{>&@E5yPu}GgC%4iPM)qaiYuW
z0WLSM0G`!Rr+>8MG08d2LP%l(>}yv{(>~XD8NbypCbg1`RnGgiGWp(gRsiQ5ip-EO
zO{@)ep={DztYE11tV{KZ?(6qT7bh4MoGPpA5;5UMz&NY+sUf)i(-qI9bynUIcCcAW
z<eo)Oq<C&Ybe>`yXVR3hap+}xqnnZ&k2h{udJ2|HBWdL2iFbh{a(zhu02=RaG-wj>
zaJeF}HCq_vy*NKILWryQRKpd`B>E8JccIF|D<$MamB~ADR1mrP*7l#`JDom4v%1|z
zvJgQ~3a7RQzj~|vois7Z<^_<T+^A14^!3MD$+fc=mz$)O;)@4<2^h_9Hwl=|N*j`R
ziuNnLW_!C^ebF%-lg|JT=~!UP6s<BeigT4Yt?{Cin3&Q0l6J0g#P-iQqgc{D!KhtA
zk{Khlkd4{FWgW1%9V<kVjgf^sO*zWQcAjOsySHbVPDjnTw(<uitxb0w=GdiG+J`E@
z=O?9P>WH@SM=V>IGN}OaqORM)yd$Xr%I9f3AMmW?l07v;RQEP4pj%hQ;M<0CT`jzj
zTj?zM8{GWW#78{P$W@erIVycCcG7RPTPPSPPHU2^TV=|fhf8r3L8q7k&BBjLhAE@H
zLW3KJOw{)}NtlUbY$Z`TX@cQiIWn2-XjZm>tznviNirY__j{Vt@ca?L43jTDhN<3O
zf`%46j)t0-j?e`M<{aj!^ElXS>^$pY&w>MEgIuqRZV@!MmvJRXWyf<++g?g$S7VW$
zK&dr^7Z%chfQMhYMsRBw!<I<Rqn)(6Y3)HSHw+Vw+3i{}+Q`t(<mU^4&s^43l&HEw
z1c?x!+a|>WByr7M`&x}V<>imBYVMR>v?**~{?NI%(~%bCqd<0)OlRMk#_<%ppoSxj
z?suP1IuGkq{@W0Yd4b7E2^?_1_4-vCyQjOG&5-laM_@fFDbcjKj3*^=oj}hZRp?oT
z+8hPS^at9rcXL+kn8|*sbDgK$^sb3)5N6a*obk;~Fh^MTqOtz~XaiR4^r=V%fywP!
zFzE8J+{=Ku>MNR6V2$t4<|VapsV&MPxK#kg!?!&>>9-QBO&g@Kg2bytSNVhe4Rls^
zz+TTAjDffM)H?2m6p`gnGZF?*U}-v$a<eh5K}{U()G#HQ$vh?|W1liJf%@jNyny(4
zu2qv6=a1I9eM?M}NpylG^R1Vpa&iIo^sZFMt30r^y0dS{A9R7~kyTB$z0=Q?DMSse
z&Rcvzl#ac}<3+S`?PMjm&Is&3&MM4vq-G~F&l|A*F_1@Zd{mN|mfP({1(GswCX0f8
zpjEj^t1~;;%iSb%oyr-99E!3hx0W)}$A<MCsaktUu_TJo$~fntq9_cz{?5rGkKs{+
z`Bt3D+M1~rEiC1{S8GP)7jenQAB{v-MP|(Ea0xq<R1@3Ej8;@-VbmVfu^=R@tP02q
zo_Y5DYI$Dw9nsWy3FJO8uu{rF^FHq%^3A;{sD2-e_~ODj7>N_i@Arq6)K(MR#!pk%
zejtCyiL3tr*Af2!p$hrt3AV7w;}!Hrj~9P}HC6S8{{Utc^N3xtZ9S`8KCv~ywxU=q
z`^<yEt<5(3$c5K94c@XPiBu~ON|7dCBqwlc<sM{uDe|)9*Untv;MM&G#qRG^<K+Yr
zYQCMLz4^%OGHbBWZKAV<n6Og6t#Z|<qaIXRO`Vie!n$lq2+9mqD{I}dumg&~lUESO
zvv9_9RiV~YPs?BvfNP7{J;bS<ZS3myuE75BL1iP>xqBO3K_`35-zrpb(K@O1HE!Pd
zWS5rr0<9@lww*!TdBD$FrS7W}%Vtr&F<z97z-S}q4am=L>rj~O+85mt7A=U^oNx!H
z)~mdtCo#4a%jAPinsX6C7X^QrHLNbSF0LLmA!du0l1Xi8zGoYvj2yhACm!AFk-U-h
z*`>KB$hVe8kg5zb<n=Xo#0@3X5kR}Q$srtZl>lco42$GOkrcrvAXijo`D}9G^7vAG
z%^NmWwjW~%VUKiRV6e+pJd6_P?HF9((e}5Cat@>n0a{vKnEHW3jGXhD%iwpDJsa5)
z+Stjc*+?88HXs@{^&Q1^I#!VcHl|Ixcdl{hYW208c9sAb{_h7B5xYdQkSPE!Kx>wD
zT(n0#s&kR*aK{#wQF%LaTy~c*YyFaLEBaQ|_OOybs6O!H>sj_N#+M>lM$p{V(oQQ<
zp&d0bb!gaX3{#Pw)qX8LU}5Wr9et|Ivf8erw*isq(&}Na1abY<;0oEz*tf9T%^v2+
zE25IE&lFqB_OQ`1o#;Ml>g*;LkStQJO7cxM;?B|r+ia>Nkn+`!wQF;o%FObq5v^}-
z?Q!z4+_g;3Q4^9>@O`VU@s@=pnw!Y5%!B9cT!n-mZjBdk1e|9FuVMI_^l42_7auut
zZ?ny$zs(5S%C<)A{{TA0@6IXrD)76+RTQh>=bDdp;4_n2K*6qND9LKv&~2CdM%s74
z-6DVuWgBNrq^@)Miqc!3AVkT*Rt0|wQddUwq1^O{Ws2%`!y>wM0<`XAREVP}UEL3@
zdA+WqB2HW}896m~Q1KPz+_1#BTUGx6Tk~@#9X^%jyfm9GP-|nLv$XTI8H8QJ<o54U
z>h|epYNkR64l9|`H9xcJ6VJVd5GYLipnDI(r`Gk8ai>1!&ot#l^Md9zFK!~a^AkDh
zeXEV07)|BM1q`GP-qkAIza%yn2dS*+?$YM&Mutu4{454DT@+yBpx-Oek_e}>nmMf5
z8y_J_MnDIQ4E<`P&vg~#!-yP@xX1#Zr)s%9$$=wi-BwcSV+?bXk<yE)?k)$JGtS_B
z?Y}DiwX#h!&c($>Rz_5i$dM$H#uP|SIppIVsf)0M+D{!YaB5x1Tg-_GR$uvOaz#TR
zR8k5R^dpg4J#;zJ(49+{EB2WXH&Svyr?fW?rBTvwJpef$PPI?WYyuAK3UbNGAmEyp
z3+!8_)~8Y62oL-wb`na88~2#c2mM=7Qg{k^TgF;?$Z|h<j(_Q!QC#&R)Qn}h>wY;Q
zd=;v(?HB&cE9UtanF;kZ^ly*&@Gh<Y09;4@ge&I)dG)PutKBaRJ3_^Vn6fJRQ3uT+
z9`wM3ikiVo&H&_tTRoZE6(=N_-09^lEfzIk9H!$`CccqK!TZLd(}c5JhI4>227A-)
z?Sn=eI3bO3D68sssM!_el38w5H*#vspuoKLJXS!JhM=b>im|9(7Z}ZJ?A6B;LfcUN
z={vuMwX8Kg&lqMQbF`nY6~;v=191FnOHa8~xsP!hcVy&eJk(U8n$U?psO{|I(y#Sd
zZRd7bSdEMu9Xj@`t$yAZH78qHT4>^LnOO8740HIJM4HhxCNaL*l;DOR%bG4NCzeU%
zj4KIFa1XGqH5V7D%Q@BNx-(__Krv3m56Dl<*gZ(#eia<T>gk|uiuuQWgJ?B+O*Z0h
zBQb)>ZpcRO;w(?6xT{uLCB!cYxQ;*-03`4;<$?U`p)|E+dup399Y0EIo0;Y#<OGDs
z>s_9QrK|vFA&AXTf@m!OwLyeYfKPhawY*ZwLEwx5T$QRyPQ}T#hUz+ijdo)ob*?{E
z)HxzDRcl*Ry#b_+hdqz2ahLKlvk}PltDy_MN`!2Pe%i)-7CmbH=BClvB6M}E6*!q&
z9V%O<X<L)YuGa*OREI%!(p{rDJeukB+elwgF7JqrIrpxAPP2+zq*pyTHPSq8k>M1D
z+rg}=wR<95uc6be<*lNa(1Ok1+PSO!M`Wf*oPZ8VHITPcmMM~1Pg<v}&SJNUBH&3Q
zV2^6foh@}TYTKP1v(4gZH{3Bx2>9B1$&Xs2sOh#=fv(~{P$hh?EORF#I0yXVu^V2w
z7AC^fYzG0~r{F3*V^EnOw2owHBah@#RDt(M;QH0ZoRqXOY|Gmel3cyPclnOOyycHd
zs}ls8BPx>~er=~UYFn#OX3@nNh;9v&^JjuO{xxey(uSunOn{%>CyMJ&k~)zMS!rZj
zn2-QUf<l~dYH2KEdp+vm<X}QXgDuAyZopS%YvEgHY<42$@$(MN^z^KodquO=e#qDX
z{_Bx~eXEsXle&r78@&;mW2QCS2g}Jh#%jIAl+ZX<2O!sfq*=jh7}%IxbUw9<t{hx8
zz%$y2VjGc9bA?$7UCuH=J9zx+JDZ0w72I)GZf(n6&4Gs4r2e&+c&{Eo>0OG?Q#mGr
zX=Y-vt70;KZ>38Vp(Jtu7{CAwV~kTm7JOrhh=Q`Rk7}foA*PxyBP8;y%oIvCqBt4a
z2?P4pqv`(uYatlQ;fEaY`BpSQ;SonH$^rEGhc%;Xsa+<X@QDjKW<?+jsP)g`NiB3d
z+<p0o7Qm3vpvs2E4<5haS>I=u&t#4_Au?Ec0p7Y>OJ_?K-hX(`gq-Krs@y^?u2`2p
zIAtf*NjVfbGl~`8HH-#*vJw<hVI&zGF{>9)gm0+LQ^is}T~u{C-vB8dG}HP20G^-v
zEvTd6<CEguJw{FpnIM1DHln#|yU668=dOG}{{WE_SN{O6BmV$G74v<4A@Ku`0&4#N
z^~8VZLcVauYg{kFP9NbkCXzL=QUKgmtJt|&P_G>GP%{%A3F58TL%g$R?yhTTEe}o-
z=ctl88$Cr4l?DzyXu7!FDlUFfbIoAECMNlhdcSi204#W}cMCJQJEFDQ?VPgu@rsIR
zw*l%XxO|_bS7ykqQZaI|W)}U?G@-~KhQaMoLfAu^xin7|tWi86WPHdU9PI$nCt_tg
zL?OSDJJ*wWEKW%^&{*n8AkO`#+}9%}Qetz3B!T)>w3ax6xGgEj8$Rmv{PXmz>Qju2
zl+N}G=^+7{;B0Q@tVyb-p*6fQ$`x3E&QCSxPj@kO^JLsl00Y1t!?j-1o@Sk2JOi4=
z;q4o<T5(g<?rqT_)FqDOmIF8^y=mJt5k}GmIOsE2l4?*+qCf|l2O#&Xo84#-RY?ii
zN3C)?Qj@W>iO_0M!*m&pz%qhB^{#2aj@Yvdvm6SFT}9(WlW=U+Suf4T0mfFhrA@_Z
z4OnQ8%#(pknY^i4Pdrqz+z8{y9Ff+s+H&kzwri#-vneyD@a?zSCV2_u4l`TdY{Pw?
zLI_ceVzInF>u+vmW81Y!E!0l(5D%Egt#Zmd(kVwkx-h`aH<*co@`rGs{wBG5#-8h0
zQ8ULWRV+NG-WN5YdjwbCx}334a=0|>IN=u$97?-~9CZU|trBq5!mZ40(!l0G5t}Tk
z89@u!k`H=x^55$+Z8Fa{mZa@2#Z!+?gYc-ncllMimSRUZ896n-r)qH<t8E_2(cr@n
zE?i-<4<vh$k@(il+ulg#sU(aqvk1^fEwjZTJUb@kBj3N{RwJ^W(nNTj;RmQgxfoYV
ztLky+w`*Z60`@0gGFc^J&H?BF?T%?Jp^gbIV~Rw$w)tNf2jyYk{h@=;y-Sm8R21f~
zb5~381<j0V_mZskWCdG@_}YCKcB${KQvU#0h$=EB&z4d+!0N-$ism8PZL80x6S~^v
z17LH#Pxw{q)tci(ixO>`-!|;ZamxIp{+X^vMJb)sq_;M-T}033$1H%z=kH_heJD#r
zpHMN#aC>LHahhfO+rpA>8>2gZwYdhj71JBHzP7h8@D^7AoSwjU<29tHH2u?}t5MYy
zb$G-YwCXTERUgi=HAD+-y!SOE*OwPM%<{^mP_9&C9B2OkuT0b&KAv-)4@&BUY=})t
z1-X2mu;oAw26I`K&>Op%Umzj@xSoTGddDpBg<Rl_40fn&E#<n_jjOp`(g4fbf!3*7
zDYF^9jRQPee27QLF_&T2k(_!}i*$xNDYl~IbR*unjdw=0(|jd7i5jZ_rC5%5VO*7*
zr0Gwe;$Q)#N~b(-k0%`5rE^d+!>35@Nyg5fjbmz8g{9a4;2-8qXxwdU31LH$%%C3Q
z6@`9{9osAY>~mI<XD%9?T=grnmO+!6i1YQO-AGMQ>pgTwVer_6@qMTa!HUVB_J+en
zLGbcV_^m7uvjRk%4xj4Uish^E9CKdr>^?k=rSL|qh%&|=2jVN{(0?yl`o8MkJG)tJ
z<rzs3sr*HJ)#85-U3ha^n$Bp*i*{jt&c2}4VPulCF`*=kQ_$9?ng^95XN|R)*QYgN
z-eVdS&t466$z5oAIBBTP<Hk#t9Wz&^U~Si)YAa+}B49rCGDT!KJvvq|bJI^o(Fr*O
z8i)#XhYeGRgs`ixUWTt@oyVAkPSMt#1ANDOl^DiPI0x2~Y4bJ#md^vVJb}7ZLI_m=
zoMSwWaZR%dj@l7UtsL7J<bB{pMp=ns80{UZ!j+q9bG>?T*W3L609u2}+D_wuefgnS
z!9544AL#sYK|iUki%)QttTz11$gGGqMLY^qA!9tBQ_uCS3t3A-z+-`m#-q9EVI#`5
z8FP47J5C9#=bh!{k2GBq=8$QG00ADH)kZoOIciMz1i};2p^o8`BRraJ38?S`RdSfl
zOulXlL-SQ-Kdm4+L+wlrwZZqKm5jNr&W6@@wzpMcaB1x@GjAW=tjR7nLNVHw2}oDm
zc-vVhbvn~T=_&I!9_FjhaBX!zIx+Jy;~uBdmI*w@RL42urh9vtZ{m}BG)te5E(qh+
zi8Qx4>grLlFf8QUvzXo|+qbUmrySGlreF9-qHymNM6gLh^SiD+`2wSo-bn0);Y_SD
zoCDB+*fo73w!O1kJ5v7uYiR>PwQ?6d*wa#p#Zo$IGgr9#UDedmmU$E^vk{CAdVXK6
zZRj@Q!%axsvNX;g>*x(+{{UrPt<-lHih(7@<cYTy3JLFl+PXWPM%v=d;ey?Sn^r*K
zf!e(WarpGAoYj<8r#DRuJ$M^!PSKQuf<PeT08U8!^IH}Y`H^1PmIRdy54lm3T;8O+
zWw(g2EbL_f`<#DD)UaYTiBJ>FYt!po^<#ZcLW|KH%(4@eVnN(a2<P&r+q$f&yP-VO
z@8U7)S3!v_<`I+E8LGo0rZPu*>{`ICXMIfxPA`iV+zMb|`_pec;b_idI{_5!B`y5+
zmg)Ln1D*%@#b{mXFwbu#rLDJ^2>{6Xz##SmKdvh-Ydayjwz<)0+E&|GZY4m4mvK(D
zkEK0~9yQe-ciyPKD#kKdy|GZ<>iUH2BLViDVL=0rO`|-0NUn8byZdFz{{X6e$9Uv(
z*ndiePVMtEDNavgs_|~JxAwDH&2WgE7-Ni+&U@pJ&a#Sqmrrjf<Q!#BW9mJr_YbF?
z1~h;bnTRf~GQf^H)1sLrixU6~L|6~R59?aeR*#XziEirSpmY$dyTLwc^Vro*Zb2@k
zBd^o)sIFphYq}=F0y4Sp?Nub1r2F88@0z5wF~h|v-4S=CKX#M(Qs<AS=~Ug1PU`1T
z@ahMb#?~blAr?k&VX=qvG*@@<qr&pp!!EOV5l5YTxKW2YdY1O+D6T4!PDdR{E@RS7
zXKLCWpRU@QeL~%3TpS+j^fXafL*h7Lx!}Gs@co{HsWcXCF--pe%SHr`(z$cN>qQmm
zLFjhDmaLtYT!Y@VF4Pps`q4#WEze$ye1<f=O;2L%A8vT`qKc_K2&UgNCB0CrrFbW;
zI@SdHBT8~xJ4ihU>-{LAsyiIj-lQ;2(p^Wws^@mq9Dj{PFb#I;i~`-LqLs{|%?W@C
z0PLVstbSEsD59aBlpD~ecmA-{BRe|LMO=0vw{h!Car03{Q4?;$DLYLsS}3Vz5^m)1
z{Lq~G)Y2#s@##es2TU8~6Hn&uK6{$mKm`2<BvD00O@X#$!!GGB?VS~(3~&y6j(gV6
zgzeFxg5>AS7>|!YK%$Dx995o%r-~p=F2yIe&iLFF56B%sACWbUWP|N2>6rY|p~7?{
z)9FPOXENBx)TeXeIf=m$KGYcC00n92=grp%U^$5A6j4zvj=F54t{`1v=O5k`mIolw
zMRZ5uF8Y$BYGRgBGE)Z~kJhJxX(hLCT!cV2s_+JL->+|4D530SH>*2q7$VdBGY!;H
zt4kbg!JKC#^U3OKiq*9VTK?s>#yrBVKnJNEXrj4jH_sxkp=#dVHiB6jC7L9DdmZap
zQI_8rEKlDbhZIp=sN=3{Ng5`V9uyMJa!=B-4@@3&nkcD`<~U&jjDgQu_Adc=A4Qtd
rEk@!Oo^A+PSQH28iYTe7^gCP7^wdQ~3WI8az#XWfis5^lk8}Uo3K)r~

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-150-Med-PaLM M Diagram.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-150-Med-PaLM M Diagram.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..dca021ca92eccd9de6e84eb308c2ed812b586f7a
GIT binary patch
literal 43331
zcmc$F1yozzmv1N(hZah4DN@|sDNx+qp)Kz2g%l`K+$ru(ph$2^afcE-xH}a0@X~(&
z?|X0Fnwd2-YrXYua*~@I-S?ck&)&cNyN|PvD}d+n(sI%O1Oxy80saC!&I2R?sL04D
z$WKvGP*Bj&P|-2*urM(&Fo|$qJi{X+rXVLHCMA7E!%FvxikX^}l%9`)nVo~1o1218
zK!l%Dn3ap0^LHZ%XlQ7d7?^}uScIIEq?DZh?c?zW00;F+#1lhA1S-H290WuhgvV|G
z1$>-O5&j&2e;o)<5RslDqoAUpW55f5p97vCAR<0NLVWrZ2?<`>51tP|!g-2I$svyX
zLhU^Yl`|e^KwK^=wM2EtOZD+zG+ZBC0@2X%2?&XZU(?djGca=V@bd8s2ui+{l9rK`
zlh@GH($>+{(>FCUx3ILbwsCcH_we-c_6hnN91<G#B|JVMF)2CaYie3venDYTaY<=e
zO>G^xzM-+HxwEUgr?;<vU=T7fIW;{qI|p4|Ti@8++TPjSJ2^c&zqq`*zPbG^7XkqB
zFR|dCe+l+~$%O-#>j@GPA`;4Pxe%Us!V@A6(o;$fWL$AIl=sdrs5k>q@g(AMt2@xB
zxzvBX{NOT<j!(nA`ugOzXn!R8uL&0TKa%Vp!Tz^gPyi+(0(|liaR6d~t6TcKPw4-{
zgq@fk3c`XkVJs?`G@U4Ir57rgl4}2yp}T!+r+`03gc6;VxK5J5;F9StMH1{XEy@<`
zw*Q6448K9Ufx<kEX6Pt^hy*|+fP|wBTxB0mQMR3Ph-5FwBSMP%X6E{nbDb)i=GYdu
ztmi@yGn@}`si{=hK3|4Z@zjuMFyw9M0mP9JP2FQ%Bua3sxB2zO0{--j6m(^c?({1)
zFIR&z;i!<tr7QS=e41=DhAJ}rhYEo;+ea4RIc;fI;@UT>WPMtg(r7DFENp%H?&rjb
zGeU=XHA#~#y(@S~0B;Jf?W2qQxzU+#zPiRUf+JniQ9rIKmG^sjU9HkGM>Dn$lVgeA
z^5Jmua&&Y6;*PaxPeM}Pee3h)y4iY}tQAfRq{o@64+@Z}&8&ZBi@hxuCoT2f#H&iK
zns@(om+TDMmh`KrLgwtH&Y*x}<%xTZ0vq*t8Ef|~p3z4D&A~g0_cz~U4;7NN+k&9d
zmrV_E3YyIB3P!Su)A8OBn4lM#1z24rNEi2v56V#d%+7H7ocB_AstErd(i6T#o<5^F
z+e>5Swn?{r4BrxmchT%-ji;AMV|Jt$mHp>MTu+JUo@AJf<Ax`1XDxZLsU?rFnVB_B
zM(ws{(QjI5owj(CM@u8KTc2DjUn(fAt0-8TwFi32v{=vfk$YQwaPbyKKPH;eY<fpf
zDOc8~Rjqbr^cJOZ&!xxZs9#reDQr|wtK%fz#`nd+T6agrS&P4q9~1si7je}0pw)fO
zI5a!Q&u8yLo@_?TRH+%+`9x(zfmx|(?k1P5gJ8aN59bUrIPUpUt)k7v4+i%!LNT4U
z=gq;NQ`l4Dp%0d6yT_@YO9-=*MI(9)(z^t^Xp8M)f2i)6Ks_Mb8L~f0Pv@NbBu6~O
zto}51A$J)jwp{~U)&lC9`DuA)NWp?DZMSYu_XaT-fVE4bsM_|Mb78Mjzp?YL_}S>5
zgM6i$+H5f}Y^U0zMSA7x35`@4#wa*XvPWCkzy^<iF|$X&_p;C5sUWYC@={a-jFbuS
zcdY$BK&{j}1w>xht*zB&cQhx3i#waTIzhccWGgLCoxxug3IaJ2CaRv4&}h(gHS*9K
zQBST<8Y|FB-56!5H>&N3i+y^zU}WP@I5}9jaO>CmY>*cH2Zh}^$h@vTo<B5!NVcCN
zDj(GsXIHx#ZNG)eOHNWIZ%6wlcfoj_fx%OuNQJY8tFNbhCp6O_Zq}!Q)%Fb@wuB|+
zukym_>FM*r0slV|lbEIpr4||5R^2oC(J8U1KG=m3k2e*gHGV%><pxDsh~SM3$kk`F
z+}L_zK8GZW6J@&DNJ&9gCLn_|;k+XCXX{67DOcqbVasCEykITm3f5sG;vHjaC#BxQ
z7DG=={#P)q+!&BX-NbrrV`DO}opMJw5It+d&*spZuJK^;XLcsxEoA%+S`3K2`}0O#
z!hU#s_&c3s)GS`@D8lE`=rdBQAr`+z0xXz6Ru2e>*rMHNBUUo`b~(#E3uVqvk{8Sw
z%*szY=(ty0?-N^O)369vo&+y>i~m2ou>r~qoFdjFg)aW&C#HMNTUA91Z(_k26;$SQ
zS78;J30W&K(`6hkN|m1nZCL0g_g$X(=&zkqkjj+u);fDt8|co-<1@$!xY4Y}%#ePl
ze}7^e#q+tL6i5(<fs~Za^ey2NDm68TPg(9jz8tyA)ggRqEc%|G%3BOf*~tqL7@Hv+
z6}i=l7$dMsM!*`)MR$yp&%sro+>sUxH;g|Jv&G)peEG$CZ3GwgU<YzXHE(oI)Dpnz
z^%8kTR-%Hx6K`WOH&7zs&|o*05VgEGrg*0|z}j(0xiFvi?O50(*ZRsuf6<1$kK2^B
zAUh>;CF|3jd$GbAh@52hAnTUWm71~Q<3{rCeGh5;0Xc+hq>KrFqQ{5l;-seGd(`$e
zIwzlLB{n+{J)DAQhmRl*+Ex1IOxCFktwS`mm+Mf5rUj)g)YS_os}4M1oy9*<+?Wi7
zt&#ZVy8WUt75+49nALqZJvURgS=-dYrxwPdTQI7E+Ev2MFXs@T88MfpsiD@D*L?my
zPPvr%pEYasqQ}xE+lAv;M`cag-5+1ULu}31Kd?H=ZV}ke|M1jQM+z%7%Cd|}xvbzh
zyONap0!5~jlrcW%U|qauDDr$Re)q*?0g8w~ZpbDhHrlaa#>|zV)J7bUFr?3OWLAe$
zM+BYQNPE&#aADehtN4;d0<~DR9ukRG`vWMst6fnkwOHV4N)qC%ZfGFojv>X#)Vrt^
zipPSPw&`Jdii#3#3##v%qk06m+m5z>BPM6z5$dNt2na$rAMqgzCp_PGvt%6%#~?3W
zYGF^W4I)orRxm2H7E+(_-g=6s_U8Xp!ulB3;|*F4=2@oNTI;1?yj7A|F>5}v=X+Y4
zl^+z{>Q<$gSNX!pQ`()O^vHYTJIS=$&V?o<$NbAkUe9KK?nXFIS1`>zXh)gxa~8pL
zWs3Iu;)SrI??an~QxMq$oYOgh^8?`R)Sjm0OaCQlM=WHQKB=Zhz~@TX-9h=Kx7$Sk
z1$FX3f1io`@UP{N3lfqRYc`fAH$K81g%RZ+-YDw?oo^R<zS~MJh6?Gno02T7*nQ+G
z70>h1o`s?oRex<8B?Ee(v(r@x$3e=9zJTgO?N^h>r*IjjqVu<kMslwl5rrBk6m<&J
zaa87Iv&(y@g^RU)L3~{>+6nbh=n<Ml67;|@2Wpa8k?rfX!+&0xFAia2xe$@RIGhr`
zv%*Cq42mxe<d_MH2G@#(az|uJxuezXTQ;ksCgqdV2og_d{pb<UcHos&%eOYlvb4|h
z3Nd(~HE6M2yiBM|Q6F&&p+5aKZ1oH=ttx-srnw=A`P_@!DOOG__40)AQ1vxUz3Al;
z2c%8)(~lrkaU^2DnhtyH{uCi~o)y<L|3$DZ#@?l8Q}@tn=G$vA-5LXq%a({UVcRyB
zp{-J^j1?zF78P0F7;@HZ%!o^jp6E*$n{-SteEW-DzT0Y%t1Na*qBI|qkm1qduDMb-
z;-pfdM?W>)dMAjeMI5hREuW}g!>xacIzv($J)||SPIn}8la|E26UwaMXVWPW_t1m5
z!-Ua80#(f2G9I~-q!*nnyHXt?E|;GhxEQfFeNtkRy|?}d@TtUYt$4d`wGe*{6Ytw$
zA_3biJ_7oM;WwW4q(8p7!J3po%td>!jLO$7Q^l&RZlS4!Gtm@GkTg@j;uJ<3E%Z{H
zraYOf$Jj}B<qY~YKB!~mR$E5VoPHnY{TIqFrsBbfPYMbO3luy(pU)WBKLW_(fX(0m
z;(hz}bqL#)c8im5Z4g<V+?_haqp<R9<UcaeG1qeAx9CTSe(*d!?1=KHS`v9+EO2_l
zc|$WD7d$nGo0%Esd-xMLCNH{(a(`Zy^%l7JphW)XQ-?-wJI?Vx$Rv%!_Qr?(uJgd~
zr|JU}_KePi!$o-;Ev+LM`pHZkm5^GP{6S`0suEPRWUJ$&h&|$Nm0L*2Pjq!}b!lZh
zb04+bApQst`BwvsRS86gw`rx`o|f-<Dm0F;+}RTFIbCMyZV)AkzWT~Em0w<qZ5Qv#
z%&$BGva$=!XAKQ(wA-yh1l0IA*R<$eumy?18`47lMbWaMLcaLl|BR0Q?jyz7#Cb*O
z(ZS&bh5`eh_l!Yn4p&f}+1Yuy|6BiT5NVje+<z=4g>VGWAqeK98Mn|w+1W^25=IR>
z-m{MXf#;x%x|Kq;LwYciS2|}%q=9u6Y*+!U&hwmv+clE^(S-c|pZEv|<He7SDYr(w
z_txI%T(=rkz;%d9p=LcHWZ{lSfJwYR@t6nq+q9*>X@gN{u0;n`qRo{6QJ}Er&DgaT
zs@P;7Y^S)zUScVTdv`T4r(oj()`G)$DAz+{^9ZmhzCUvujX8uHg<1AD)11PQ;Y<2Y
z-taGH?<x<c-j&bXEw(f6UaE3lCbU)BJ_2m%?oWT0*ZiyeTTUWV%r_`B&q+kE1t)ec
z*<X}%9}FDx_-?x2kyWr3d|a{%Rt5rWnx?^Vj{sKu?Ca;i>oh|(^<O6z)jg->F2z@m
zfK;ID6m~&;#ka4P0hj%${iJ5keFL#<J_)Wh9b?B_f8ATYfQUT+blwW;Fbb9x6z0`0
zhvSFS7g@Z_EPDi$$2{zfi!cdkJpyznCZ{H@$6t!#tIr(2uAKlWdOaL=JM&6=(WO<%
zgvZ<~Fsl@9h>eCrBgQja?Wa8FB@#n98>ZvqVut08tVTW_EN;wQ)J^5Yg7IQQHk|xy
z6vtKdJs5A|rJcH{vRHK*d3YI$Xv8`hQbq`xNw$lymE6*vPNp<tWp+0%odi0u3(oL<
zi1Yv*qXYZPiyr|ql=u5TJNgz9&V(~M6|xw-VIj*l`tthw{1R{%>&c&_IGzU3XW){y
zLa-_rA<B80m%wfDiIa_lk6$#&6s+Cy2#Cp;ii6Zg_p+_QoiZ(es#Vbd)!WEZ&OG`7
z3x0qq^$1&mJ#{y9ENoq3t@ngFQ>R?|g#LlVy6mTcjlRxhUHxi1*a9-WC9QUb;*DnK
z8_>6E9A#N<t)Cb}mUK}#6!X1WwgO11by%M9i7V0)T7NlWH9mHrnK`lN?VrxFAibqT
zpbAblfqRfxb*IC6C#Tg5?4az?<b|DL&0j;-(9bgjF)qZL#umVIQ?qY$n|2!>$GgVq
zq&RPN`-mw`6Toi<3Un!@nX9D<Gve_uv-Rb_wFQAIy$ivEO311BU~g`pxA6-%@kDwr
z3vkKGh6Q@L0yOpr^i2({FSSz~S%T_@QwV0%X(Sy)Ri!a}U5$g-8=lM3;&{tr@H?@i
z7-n4NQQErOzv!k+Tlh4d)Wtv+cBlaL#w+>0oq6rBXA8fESgD1aU$<JLbgLZ`u?2*)
zd)wH++|r){aij&ERZ2@mJ$(t}v#Dy~7g#ebnA&gRys$vb?ScLY2{P3>`Ba6Vwp7gh
zN7&0sL2a(<D9Rf6@+<vMy^<<#xE7B0V+7|NPYk;7nORgU0s9KF<wI5A^GSKZ<IyJM
zooX)@7hbwqR^(b|%AG(ePPu-R1*Y8dD%segLwpr0LuLzNlJ4KuA3a!WHSjL6*6~R3
zXsBUSARm8zmlNq4o%slmpZ(PyMq$tpXQ^cn=G@{aO%}6bE4>97Q>~9;V|knV<`q9u
zkeaU5G_m<)g5G?c{j1p@FQS`vjU3t-R8^g?QZ%Ag_xql2WjEjAuVm4L9Vc@HcAp|6
zuW_kA<dLqADxTa+w#$z-a<L?he~#l1PDP~EC9S3~DKztPHENkUERH^UtsR_CZY6m}
z_TycQ$!6Milt8mX-W-{`r83VHU5ntLyqXje0k?q)l|oBY_stO+;cjq`U38M9BK$&_
zUhsT$t3)f8%L+`0R|>{cQ)d@p;?qJIioBanlHz6(#B+|d$-6Okv8b%DRC-!eU6gJR
zko3xdr~}E3s<wUgWuy~NrsA{Pz0gO1Imq##U<|imQ|3}1?&WIVmpv>+ZYRCw^On&N
zoao}cobZnE^XBj69ifW5MbLQ!)Ks)L1CPr*{}i{lFM$o2+#D<?nIBjKWp{$*ziCIo
zPTJ?RjYDC#g|NYzbFr%_t)}|tiq8cEh{`1u)w#C$HkDR)S%4DBRJHrpp_f|Oxp3Q}
zoYxU!euS%W(lHOywVK8#e>Vvvb^wO!OVEwlLt^{cR6C<{v9e%Qf9hm8kG07$=d;iD
z2Ah5=s%}R`=0umP;t#g|P}IX5S;{xnuh7c`0gO*4s4+2w*vZOHKk?(q71z?D9X$eu
zo$|sNmHz0EyrvJaLJS>G3QHUw0qfH$g&58vk+Vxjs`6YJJ{p(Hz=oSisO4?L?bPkG
zdM!9|ouqtWaNZBLye&O{eEA3voXRWC?ypqgVzR%w17?yqw$I=1YljQm2PF*uRZiUC
z07$W|U#B*<L7HVL@TF(Sdv1p#ZQ@X?65iup#U<!PGu5;Qe82ko)Mbf_ai~zzt;cQG
zQOhCP3AF=Cc>5xJ4@=zL(cTvWx+q0D-Y;sk@C5Z%BciVI?bO<MuUFxDx<WcV_w|P$
z-Eb@YSxIup&R7T{nGR9^p}LV*_$>vd?G?~ktEsNl>OBqHARj#<g@moeOb3)K>6|b5
zGDIj$H_@4i)C?zDMcMkw_{Gm-hs~zOiFI#_&6`&*_9NFtFN%ek6FA(q%k@cnF54>?
z_Vlx7{UH$_I;dsW!g`evXeEYGQAAoaZ==B#9VLE6TizgMH7dIfT*bI}<W)AIP~j*1
zmGM_yg1q@2td$jUo3D@sUh$LhAzZZ+E3{+m%*=e)Tk9b<M(B9OE9ih26yqbXI;)(i
z<StP1p;-m@I?c4iI}Y>>$dG4LiD{?lhqAvE#rOzNpXv$8wD(W5kt&jO8X;v$B?^7#
zh0XzO9;g%H^*!@@T}Bc_6xK+CTVRSp=0#g>>}C75B^-)&_~QAiXi^SsRI$)k8{r~(
zrfwUV69VN%uKH6)-0AdH>Wf8pimqd%;z2iNfWc?*yG_IBS+HZ}F*9p^TcQ#VXfhdQ
zWz^D{g@)K>C0Ss73DIxmt?r#J89*N8WpW4jt`&i6>T7T#tUmkOh3Itb^_7+;uAR%4
zXe1hK4B@Fsi8rcKH2Wvkg&t)W0>n)p0Tg1vw$Vv(|C~j_sAcVf;fqxMKQ?a)m;qa#
zn3f&^zjb5GZ{5go!DD=RJgglps?$_X47~S_DFrc4@^C5%BtqHa8WA(dZFx0yyc+2F
zKS=wBfHTba*7ekrv4~K0Ei<08!(Chn9p%k6YHKD!vH5zFUvR6#G+nco_vSOE!+rzB
zcG~<W`uG)kwYyPg*j^Ug`Ff!T1w$5j;?sk7X{Q#1+(&dj^WH=-v2OQcimwBlqcfSx
z9Iz_2?6Db*$EA(Om%qil;7Zmr;%sr^*q@10yyE}_Cr#p_0q8gU$@WO@;A-V$V)CM}
z`um+~ABDdE!0DMALH+ci!W4<<oTi7}WRm^{?Dn}}axPQ+Tze5*@aji^*F<|AwYp|V
z|5|!c#yrJUnPc^vg+!!mS3}MQuBLg6Qzo28fK|`K%mY0P5^+~`tC{`20j^MhrTGWE
zkASnW3+}egwo|b~!uIAzKq2FD_Ynam*B-+o;C%zd>DUF2gw-@tj}{>j9wcHmd82{n
z2VP^2TV5^C?}_2Ocy@hjas>ogvx)09$K3m|-L+5G&E%A)bcV%r_rT{5<KN6*$T3XB
z>{fFMYx&-1;5^rXuG#>;xU?Su`t6$BV;7DW<rf;)sqEKq3#XL%Z_uu{6+X3Twb1fC
z>Y+q|yEZHw!&0@DGqQavn@IC~W;HdxJTVhUOr6aBt(LCN+t6s+LE4koB`2=?*>*yC
zt@wfDPWC5t4aG|W_e_(oy$Zjqv;GiFdhJCmnv~V7{51`2Jdkg8Sem7Eo4o1bIIU4m
z`bt{s!xjkNba`L@Ag!p{v6zG=RQb#6MNSUO!Q}al%Y7}!k9uVcb&XnqgQEtzTQ8I_
z`XfiC6xbFJCubz>^LH<oZD%0~p16_>7Bop(jAEoOG%bG>C2?CnZ)^*vME|i%I*e2z
zh)lMZ5c+|*wAsSHaP3ffco`~*gu7fY9w7xdjOSIKZ$A43y3zFX7i>ghzEtg_AveV7
zmFJ=mH1@_A0C<pYHB%fIG2Q9UtK;A}J3dPwLRw*ily|LW;$qRRE6IK}7-LBNZrWs0
ztuaqXSd=MbM@QT?EV;I5F|RyHuJE2|zBgV<2s-eDSC>JZq+KM+pd}4PrtsEYS%{(1
zEZ!n&U7K9>^ekXZcsoHKW3`PNYB;}OXl(e9L+?$On)<Ey72>Q#)#B`&@q+#shs$MQ
zYb&YWCKM=dIKC5-FJv=n(be6&Z?JQlv^Pg0BB6#B{`%dXEWcgCAtase%SZ8t(1-Tt
z-|#sVOJX_eFEnU}6Ea>L8a=UUHuK=ce<!yw+fVZuf18?rtV)0VsFlal)9o@}+187A
zM_~)J%FY<Fp!Z>qFj~+wL5o}(z7K`a8lD&|-;c?Yt|jNa=tY6A2vPX5_*N^Z@iRH@
z`|hnK&?;u;yrif}H54U!<EK!>Z)HOfY=@l`SH$3r`E?y^r_JeUQLPOJI5iXDN(z8y
z5k7c=T-i(;>RCcK9P)B72S!T+5aXnmYcQjQ=vWlVloa+?l5I?LUx6E^J{p)i(i8~k
z%Q-|48LujPI`5}Vww$;pRUBfq66o~OPwQn(iwqHyi_?kp@spK3r0<qy*T)!P$52nF
zP&N5h5zk6-irYJS`ZCS4KqI^wENI6@ZvE?SKAOM3^rfo{+`BaBZ{5jlh+(U3AwAy?
z7s<GL2JLEsY^cQ<wp=eOK8JFvE-JmA5R}1mHt#B4QWqi)WTUV?{p?u1TwrV!=xvP2
zjQipf=s3e|OdnnuV_vdp#>{6tZr?D`pEg3pPwkkssQL8Re+&s{{!>SIP_>i4qhZ>&
zkEWJn2}(Rk=Ney<5$tLBJv=rLX18a!T@=1e>0Sw{`!NY_=~*~3a@#lcI!|X8+8}Cx
z&w9W;)tFlOnY`bqZ(^Kv_H>#rnAY`)#%#Xn4P+TcD~Wal&Y8smXyR>b$F9#4cJ&~@
z{x%QbZen)-)MBIU!U&kihf1j<L^JT&tLTf&Xlp3l{ig%5{Y9~J97(6XeXZa<?bl}#
zoJYK$TsQ^QCvll_m+_yKWnD~1vxLvw0--l#{*8s-zTLgrACYHMC6%oRZKR5;T0`6%
z5R;$2U>UTua&^W38f=*Gi7`^?GJTBQZ*o`BBJ0-*>+IeE2Qx>oN%!sKe3EyPzvYJA
zt^)|8<ei>D>@#Jiw{De|T_&e^)4=@-;4QO`qM*)GtJ9JE`p-?JMetQ)W=FZJ=V@{R
z6D`*dEi_*Q_FdnC4Ed;hiR<9|9^6MzMK;cduRJE$4$Qr%?Wu*0*vV=8QOvf!?N2|(
z&0l%cEpP{+<R9(#TMIIhv|nE&>}qK80Z;bnAi<4UJ@#A=1`jq5suN;U?bB6LDr;t4
zt8i6Y@GUQ#9so~INW$>VUWNCj$R`orC=Wh+Z*cw<`IAq^_NDvs{e_KKE!_6nE}xO9
zQ>)Y1^6N2k&7PY9o=ug3N7GAQu_pA(IPV%+jLT|js9PyB<j2>C>}i0DoE`zAphtkE
z5!^<$1YxwOu(ZyGps1rb`czxH&>Dfd;OM-L&Cb_(3;4bDSE>9v!DE=Oh}#=<qrAL>
z?^?6le|23u{*dVjhh(yvMe?HZBEGK<wvhfA+og}n!F>D8-W0?h&mPYxIBpd9Z(H(}
zB9S8S>q`2&crw}R#ek$C)5+<}acTM%3@Um`oL8!hHuMGT|GE}{ibG4qAYDkM+g(Q3
zwo*Zr+5*lwKaXED0$om7{S5Mk&>;XZK*`8=D3^6i+C|6b*%x;vj-sWJLSd4R^=+qL
z(k(wStZ<NDz<q-s@wE9gP`}DdXUu9EUq?v`-154YeQKZhD+^iKSY2sc3Y_C5Du*+$
z8E(Em0<sGq0qwvCpWuk}>ko&gFFL!*Cr2he3cL=fykh)`3ankP(~Oc|O{}KD?#k95
zuK878od=2<&E&~Qan?`QTTgeAG1}~Uf-L?t%6&*Em<W)yRRi|(J1-YFO2eV*8c=nT
z9dVP;qCJQ#lg=REZYFBB{Cv!OVI-!SwMFz=u9B6tJ`hnjBJ$Na;jwadXM_5VVA7{F
z3eJ7iJN0_yCpY2O!tOsx4_ft*o2)Y#*Iu?DiYomOxDR-cw#DA>BVLO5_(Fet(%?k^
zGg90I(usyXNS+fcW#Rtr8xs-!4mZr_J_;iSZ8;($ecv|1y@fb*-aaT$gXBpPP%-k9
zabzoH4NF5VO=z`HfqJl_euRYE7qH>5pLNrRm)}iiQoX$TAU&&`(JZ(bT1_VPUSW+5
zSI^L!@3cT~r*i@4{-)BVac9CdyUM`7=)9(Ma94<@+4rGOV^xIeOlo2?<W%d!X-YKx
zVkV`rsH#D{SZ^~<f2FO&RFy@Wfx=9*3Fk9G22-O}#6Z-0DK{H0P{vKV-L{)wRGy?S
z+`)G7V+?;gL(KiFbnC4<g*ub;DrWsrP${YQTdpCi;mA;;9VtT{Zhh&OEPjegLWXtU
zCO{yzx0hGXrK<->44OI+NuQ%qCGJB%#;?+RO}2Y>?k#qmw(|(6OMrRvuw5ns&jw06
zIYW9mH4-(wlTuRdaYN^};D(pdjrv2H<ITo$k_l{5<z{OVX!8dbtJ}{0&_uZ~YAZna
z@h8VEh~0X_g(c?UOg|g?<q;s9ewKfyCbpg6@Agor+;Omb#qQ|%ej*ijLpC_%jc#h=
z{ZlR2^2F_N`tIfLf$X-|<sZLLe*{=lt`FKxF{as4bPsB#`zWYLa&-<c4U`zSs*vh%
zmWIi;=$4fbb?lC~ML=?cBg+Vje)^Jw`73P_Todf}^08&<;jXo+&3{X&p+IVRD6Vfz
zu4K+YJUgOEF4t-}*I)nEe+YjE5LMwwc3(xdd|ECXWQoxeO=Ri5WU|iQTi(~%3rU56
zU||0;;0sy`R5huWui>NkD_Fx(D7DvFzPRA65O5VEpI6P@&K>Dp9?4dUn^eamI!<xb
zw=I)RaW!*Rv0PJi6(!CEHBi9QSSWB&oHx~Zhmrk8Xv&voA=_%acDwK4;(q6B9d-+I
zj}e0E*C{x=#Bqaa*bnepd@wI~*yd*LdSfhFLhCHz(x|84Ee;jxn&EbK5gqub{_4TA
zr-`?dBC_}ZK%AUpA2N652q$UWh<z1X)=0y!<Gf>&PvTCi-c)MuOFF*s4O1{k!~5hB
z;0F{OzT>=2GaGtZ$Hskzx+b3N`3fL1qC)k3lc5gG(|QfZ0opUkKLVFcMynU*WoXpe
zI+;dbAO(O)<jKC;!osW`?|k`et`Ogv494mCm`GFpT;=K^)|jZ+an;|VcRXQ7;&>Gq
zq;P2tJIRmpq!2o={#Wn9e|2E-kP2+Ip}{{LqLJgQi+fI^`Xh<P%*<mAE^tI<8thO1
z88q5EKc-FQQto=w##`xpIDY5GWM1-GmDQ(^ySQG3>Vx%oEI&*%s!8Et(&q(1K2c>q
zyv;sJD=Y$*COqu5@!ftATjY^}Tlw&{c&zmhVgcj+?eLM8Ux*D)rA6~6)6Awqxgyiz
zYYGWa>A#26euUUb>NOx}>nsIKUZ``To`VDnz1sO5)xww3eG1-dS*7+ZUyCVD87}P1
zP<&`b5#kCS`{^Qvp34??;fT#Pd$07)kvV2)D`_$AVrMxT%U#9R+||jnp;6aS)8VwE
zZw=*IOK4Hum-<q~xZ6mdzl)1@1t^N;(!~!_xZ=NdmAPpLsWn_GTE5nKN=M}AxbGSd
zM72(vCo}2L@2GDz`TE0*8s!lnVKS+q66GGnT^X}>$bQ89#PIXo!o|5`$$i=8RbU0(
zC}>qladv@DR4ujy<tNS{EU(}v8_$Txy>;_N7?9GFrAz8GgZ%sFyYRyh+$h;QJK=|=
z;rTo5I^f(%-O;6r<!^9%W*4KO8~@D-EN~lcGU)FU6k6)fO0eM`Aa3;$eeqtmeszA&
zB;`ZAeWw&BK%4In-U)fBF^TSu_nhy;Bfw3q8rUqx=#Gcp<-v9(vnkyJ+qo~DRK=J4
z_kWH$F~Bn=5W@BUqVPN+PfBrz_q)CaF7eSenz;wYludQH&{da9k(Hvod>SFe=R~H&
zJ@$NWPqZk&aBNa+eHXY$F$#A8Z?(0~!>`b_0tol8te8)5y5TC!4;^BHPQ|ulHmQMF
zx+Al#5T}=hofk{2{|`OmKeuxR{$1~|ug!jju=K}@mT&v@ZMjIf)jfUBy&_Za$wfv(
zb97|#M#R_Q2??32aY?p4rslE<Jp)4{aaU&Xq9D)YJ~37=o`TmytREO9vxJM&Y<#|)
zu$C9>mFVivEzC<0z|sX49s#ict(|+RHIgRt_WJ0JJR`#7XRMUSKj)ovzxgeP>K{`7
ztm|LZRUhSvvb>X3i@O`%_S{x&58<}vLG-`mNNu=@bn!^0=+?;<y{H05PYWy(oyQID
zdHNKAtk;NUG@~I){R2;+Upp|LoEm0%j}exs?&}C@RUF&JGJh$WW0W0_iEWxsrjAE3
zB;G%270R(`sB-72c%djwLm5pn;e>*6Qf`}T9YAAJ-L0*wjiSy;M3A>~YX;GxN~#bu
zr#(vj;w%CSE?ye*tO5;&A=27U_D3ospriKFtfREKrbUBF>oY;So+EDkZp(Fa(0HCW
z<rT3{anZgrwvMYxxYHP6rr#n9I}Z}PndL8f<@$;8*wC$F`xsfmvjxQ%C5F43E%|9O
zAW^cFK}ig4*=wpNJT2K+`g`nw4&2kxht8A16zun!X&o&s#Dy_oALS!R<EU5)i@yd;
z=Edr+{1P|4)yd^nBk>4MQWWw?65(Ah)QFLqAdrC#htE9?!t|C`MjiEeu$In~Eme2u
zV=1+P7DiV<Mm$-*r&A>2tOUP~5=V4Ov~;;M4fmS~t9t)yJM5@u5bfY-iJq|JMp_4P
z8RWQdZ6e*;M&LTz3pq(h2<cPm;^)6AGP+ig{N9qhwbm&>lk)JM=2KshbB5(oHn(7|
zi>6ZDsA)Gj_2l8^B<lgI!x9r#+2A*sjgTL&brTvd4*2^)RoLyRYmPW#R|TIQ0UNK&
zul(`G9UW-0)_TY`31iJZExf};==Hmuy7R>_klV^am5>wAphmp<#xC}TL7*>r0LgkR
z?J&8N@MH1ro16!D=x{WU1iAbA;$<ZhaUV<+h(1fkM079JWyS&rw{=y0)Wmn+;EcfX
zRIZfNA&-D5vAZb`#|vCwvrSeCtn?AERBnRE2_(ke3Rm7r;h_ysU7)=VI}*T4SnP6W
ziu-YSWXrg2V44&FfLjGkVoA2ji5o|8N%FDbwHC_ltILN$WZeW7kW+-aCazDuD`{KY
zj{pL%2>G@c=@aa%hM&VQL)U<;wzKij4cpep^a#fc(r+F84>q<&#IF#C=LfbC3k4f}
zJY5nR_S{#`1jAFRGc@Dp^Nl07?a!%QeO}iOOM1vscr@P$(I2cqTdVh$!0&NPRZDU;
z-JWFX_Ob_0y&lY#WEd?}5Uf1JXMyeBPIk3V=Qi9G?`v&-=a3($<ri_4P-;W7r+Rpq
z`A`7dj)iZPB`}ECSwC=D^M;1a`h|4(=-<DA))Y4zV#j3yG~^K4sDGz|i>ye25;2p|
zoh;m)p@i!vwSU^&i1n3C6DX`0JEVr2UZD>c+AI#=f9l#pWkjr;Y_)l~huqZCxYSkE
zUns?EM#-559Ba}}`o0x=p(NGz#YMqY{44#yEA)Y;B>iKbjFLWihq+>*%$Rj`mYV3+
z>FU7fEtiDku5`7eMk%%1Nu}4r+1=OoWk0lxKcVXv#Lr>qv@qV_@-2y_j<C(CT!n6G
zTMZOD>%D{x!De>lE;SyGAr%|r2~x9qFO_PeBk7-Pi8YU06NA&}8xJHJ8gL#~v#)|x
z$P0=eKD@kjRqFK#H<gIG=fBl#>^UcPF;dtSc8Q4#D7D3#ugS<Apa>|XZcC#MB?)bl
zES@bC-2%Tv;!~3cpkVFT*iGB()*Z1(!aX(e8b3yxzwkTN29#<YC3wh`ZaS6azEfKh
z<C8Nay9ijGu&)LWvr|%B<A5rfGKVW~w1N(=#1<*8M%d;n;akyh+5{PWj|}I53Dc2<
zU-R}|KI|s{aOO`5n-7s{qb(>*N9GTIWfbsTi3Y)LK!)l#@EW95O=I4tN-p!g?8y8*
z*4Rnfzkmg>msW1@-~ksn9i2l8ulKd9F<ab%wFk0J$n@oblrt4su>;zC)*SUqNLqQx
z?sPLK0ctF@C2=3?)j@_T62)Iv=%F~Z2H{_H8It*RUw>xRDWs%Kl#5LGHHcHlo-*{r
zIm@qH0{CL7XLZC;6%8fR)a_??p)x9Fj+tc@4>vjLw@@wcr2gLJny<!Pd!5o2fL&UE
z{HA#6no0h9W3#vMu4$7ar!MXXYPN^N@8Du?ZpE&6n@equ<9m}bGU;0(RD|e(KvdWO
zbCJgn8b@P-s+S^HUoK?bWxFbP@$KRSNlHk+@ICv=75zN=D^Hd8sshGPlY{Vl3Fh_L
zdf<mIy!<zx^6om539hhc;ui~Cp5k_pZpgecPQ_!;IAE1e+k4-~Ted`bLbagc$dlo*
z@>RYbJ@G@1YhQa6SV(RPtgvs3#V2jRB#xbpd0JO8-1NSae$=^7-8MJ9tDeh7ec8e+
zUiV|_OBzZer#JmaZ)nTMR>?$V54DL{LB>l64mI<`YEX`G-RL^ko|w7OEn!jmX?LQ!
zc_DrfWmDrB#3PoAk=yKvPL>SV;o4TSd9uRt&Zd{uzLI=NI_!Cc<^^CfIg5OvqNpZ*
ziB`H+M)tei!@UFDWQKdWHnIKp4A!TO@3)61zOQGeHct+!*}m1J<UX2nfx{zw=#p0|
zkmOjn*33a=2Ci@a0y#r!{ywSB?zYB?h5H+F;^MnfD1`u-zsyh-g+~CKd~mEa&^{>#
z+bz?7|InR%tkt(-p|bwQC$0bcRQ(IGc9x$F#gHgT&1eHD-Wp^*7rtk2oPhf47wIv0
zy98>6yUkQa(6S>7I&Zp%pDs+g^b?_V*$aYBSyaU}1&}j`-Ut&YcxkA-?Q?c&7)#7x
zxebhXlIH{MxUh6dd4Gh%5^#wW_Ms+WP5O&BUECTOwt+x1*VDzApX~SLuFCbljtZ#^
zcW%F7`tRXyi%A9<;tp5GX6_cgp08T-ap%;R&n)YeyIS-|wpqAdm-(WjT5oV}99>32
zz1Ir+(6Y$t*;xIhFtUeIRUS^vj!w!Nx4G<>s2L;EgH*mw`YMMLdERksAj1>FbmdaC
z%BHeQ{$Xe{^yA*g@%t!!`hqg%TE{DceRXfOc)2&qK5?2Wt-+2@bAih>L{C;ub3UnT
zNf{f5?n^df5iZlR9kFf7BoJH?oR-oTI#pBrIn5u4xQn>aOjP@?{DB$UR~;s`yQ}H8
zd{K1{A`+Ww_&M#6)j>8F4bTVws-ftPk}r1tSiNc5#ka!<?wMEYq3So8gvdCcunnA-
zMG4vTFf6~7sW%8&*gh+TyjBjPn=Z(!NdL|1>->i$@i$w7J_ivmG9ZM|Onv;#%dCYe
zj_l5Yz?*d;bEFvKwZbA{oAtOc5cZg}O+7cRR2&~eKljid+)d900{yO&dmm-!o0tVr
zbn5UXPf7@iU{T&t;(9R5)(?4hg9=B6q7>jN5D1b&x&I7Yk*+GIJIGgcD=Z*muzm6F
zFC+>JU}_BPo6;j={GP+BOn5G=v6iYQt^BObp5k+_2@VV1;_k!h&3KzwtC(Oeb|tzA
zj`1@Bo)tK)?~Aafq_R~FyJ57+FFW)jTA@|<Xe}8=iRx{XnU{ml09K(=wlcEDH?eSp
zVd&;6A@jk{*P=2#yqzOSOMoU%e^OY7r!p64X<IPjF->2ixKCB~nOfvF+tDW4gs9wD
z+|l&i6$>+(DCPi(y+eQ`#n(G@uzgOQx=s9$f6YLNIH_W%NQ-=~`l9!!Yxq$6FZ-Uw
z;I>aw_E4yh`=^`f@ZrzcM%d!&eglU}^zN^l>zi5k$T=G(4#5P;5EH>sx6lD~4AIqC
znbm}AHQ#juCcYFL;jq}ASMPoxdyB5Q{#?&E?_tiut54|WZO%8smwkuRipjP0O+9yD
z%#h<y^Y9+S9{Y>)yBV0-m{V<!kTmv4D^(I5CSZM;M^634<?_tMDGj+mh>*fAD+}+K
zHSyqwaPve#F8hA-^(vc>(2?PkTg4RZ84qMV^EuQc)Hn%;rzhF|Ld2H$RIVz;#s-Tv
z_yI>x=y@+~iF35ECIkffTw`peC*6W4*|_&(z|25Xw$sDWhoOc_uLo=2?3tX`S|A`u
zv4w(IWbRwC60H}rWA;$^W`V}pS%=yvzwm_lN!=G4#|i01KlVYY=pEU7=fwsgpMb0j
zb7Ahdom-KBHYDo_=9c^Ri?55lTzw`!>qqZee1QiTLgnMQi&ZJ+uakM{V>xK;R&q9?
z9~gSMH_jyz%cN|^G*PIMzmj>t*9qj<<oMZWH9WrIPI*_9-~*2Z`n!|XmgNFA(g5av
zC@0?pwWTxoh7H|FwSQDt98>Ea1pXnPh|uT2^(K6+sL|aOmF#Bk(fno_j{Pw$)h1Bc
z`-QeD#Sl4Dx}$MNk=r3XWeXS<&Q#0=mX^Z{FmUQa)cPaf*+-~HPIDy2I8l(9A4PWm
z^w3UPQbW2qYr06!_e%zr+9FvxYRa&!^1kBh<Uz$*s7crZjaA=nYdDkX-cK9$;t>+t
z>X2s`5`|(*N}aX?Fbl;jUTZzOR=rhK*A7>5j%#+9bdeHu2XW(*-ov`x_F%#!08H3l
zx<!HCeIQn*RCiv9giU~2ENoYG$qPev60f?Jw}$*z{enLklf1i=ZsA=&fBSyZWZ9N3
zgUK^3o;}z6Hz&ri>E}^~#&40ej6$h*T*UODzrdH(p27oVvlt$cPV1lgptUr=kQ<6P
z{0Ma3iEXD>n{0O6msgH+KS(btMcOElEUs^x?Y{jrS;}go#o9t546SDn^a^KCxT(L7
zI8VYlPr;8XmojG=r+fN=5%uaOtc(Jh76RNr@Pk{JQjdV1X&aUdNGV|pyUGn&j>z{8
zI#>u8f*rbVc$DJk>t0!3=x#M#U4Tru?(uY<8I2Ap;HPKh7axBfE#sm7G=ixs(~`XK
z{)NATqx5-kU+HNw5Z+*>26lI6U}{q_2|&Rj-G{EMlXp2MFdk;-uo=WESAz~0kRr`Z
zR-hDaFaQ3&x|$R_JkF*14@CYqRQ`W`BcLKZmq9L5z==t^1G@xrDRFSqru|^5^tao7
zNlI}F4=o1}e;Lnp+WmnNW8<EW-=-}xz{BFuAre<9s1CtS1PA;^h5+z{V7xbHDS>4w
zXYPvANm`Zr@+aga3YZ%@t7N!!pFVa}1>Z`%AExfh^PwX2P!Wc+p~fa1(~MI`vF7$9
za;5Dnozuz~tMh#LJIkmmUL@LepcS?U)AZ*19&w{1Q|F@we~+;Ki6bQV?)<5f2h$oq
zBu}&_Pjnq>bjkmxvEzT6QQ61f=8lRUTUrN?z}x6Tj%25PD9aQ&F1>l(@IErGzYOXc
z1tM^AVZ2F?8YeB4A09q+6d^dx|1*Gp^^in*dSt?Q;F|Skq@||SO<&ifJFfsA8tP-@
zRdd|%T-i6@;!p2C0if7a!{N-|JJj!l>AqB`BEg~e1fyK;OOzaWju|mDuZ(k(N_C6t
z>D2c9UH07ugy#^-z=Dj@$Wvq!l6Ng7zOYrvsRZpFWMNwP!p8d5{2h|dC+lS!c$_@j
z^%3wft;r_KsG04f+2nb~x?h0Q6_@A~oKhy*2fN|+D?5Yv#XOwaDu)Zqd}yL@<vP^K
zK05*)C&)mn#I~0o0c1SIQmpQ?hA~b0v%`CegXKF<^$?$gGZI<r!WSJfJj4a~o#23Q
zN&~XYX+qBak<G{kO!F<`8F`ZQlGr+&%AqV~ojPiSL!;(xJGLZZqfcK>X$7x@_;1Jn
z|H-p{&*7ZypHn7jP;+Pa^Hj}dabNI)u8BqDY)kzakm5o#I!c*nM_n<$8$3+h5>LO3
z%pV-dXUh49E}|H)l+)DsyvQe8er(ZMV6olmFq$zRc_1;K=L($<ec%+%oyaOa<Id7t
zKAVJDl+WEHjBVH+;W@mF+l2cyA}U)}e;4r;W53Lj{=O=`sz?4;=@>@Gn>`?xOzqh-
z>;GXT+-E+6>MUSPOGL5U{J|8MPxkNx@m$8{*B5(m(D(&|;oJiK0u%L6`tO|ae+|jT
zFFVx`_IoI<e-9;PxG`vJLD%#6UxOJ}H5jFPBcq>H%dNbs#B4pKqV}QLejF)~>Lbp4
z(3@0S=X~cXs$ZZPC@VMrd6T=?AyzrdBLGU)S`<neOSrPJj-(?)5nW*9K%zI@bGVi9
zquny2C6}l}7$8Hsa*_shdre?oI!5|dzvbsq1F_*u+P)~|G*}F~@Lt=wqe#UaHC!{}
zrsLxjATILVI^mel_p~!zlf76yec_qfJrm0i0lL?E^~f{{S8vFI*-UA|FHhPpwqY{v
zX(0+$TTaIrF+LkbCs9jj4fV~LpKVLuP+R2(8Wt>>+8g5XZ&zB^dX?)=IM6mso)4MF
zF~4rr4sjWr7YmJxlT*(YZ~iuyS+W)=TPbj_QZAX>S8AlcdzrVI(68s9g8m~r9b;hk
z$Hiq??Df&ny2_Ws1InzEDp;o)EfuGS114eQ`ksi@rTV-54zjIvg|su^^XpJe1GED+
z7Hur~C0}b*14a4aD0)Jqm1uF~W+ei>Ne7<vOg7EB5R9-@y`LQn?q)R6D=w%-I|DLb
zUs^S}WWqrkJ(9m~^FQA_=~gu7czcB<3N<YG<v>Pjqgkan!-4|`2iJQsNJT(E^wi5{
zdnGtos@$)R!>AK(!2XUG{}V6yFPuNMO@wh=PX}i#xlxOGd+`{;Z=|JMaBPQb-MKKa
zx{gG|rbQcGM1NrgR%bW^JtE`Hl`;WX5r7yDg8TRsCc%1#1~RMCaJH~qn*IvUqQt(^
z^_Qp65xUvc`Y#UD3m(Cq=8G|=^>v>GGUGDkPMK=kM_z8TfyU@!($%~Rh|O>e--Z>e
zwiXWY3Z2T{GhU{yuY3C0)%MuDYC<XrQHMwc#I>4|i3k!qB*vk)8izWkDb662+BQ$;
z7wRrW&>x=PrT1gH&}@&O8=5-xvirC7=r_z5kFK3g_l_5}HBD{=(j>dqQcB{}#3Ulj
zsvXQe)G0$FXLwvIZJIq2XrRG`No}3O)Y`t;i~J&eB<+|M)ifvE&E5E<6|UkH;&>rT
z66#XICqMWvx$~9kamxvhe2}e1T>W2V>9&fmZbr>Ajj?W`AXF0xPpf+k>G>)MO+i>j
zz>6K=Fu$B*PP0!cgcyC(!Af8^J}s%a%wDU?x7U@o7)s)-hX?Q5YE!A~C*p9hIZ^os
zL}yFvTU}``)ywoHd2<@%?1^P4Pd6-xP-x6BErmVu=Z10wf9iA96;=uY35|D^N~FqX
z-$q&6B_JXdCaaItA;k5Gg4sgv^>2&HFVUtaTe{6<z_HDd<XSbz&%~n0N3|Onf3`)}
zq;)ZhpBMk;(<RXsXg~WB4&$l#Kk-B9*f|VULkYTuczhZ(yi)3VX-1!jVf9Ufn@}3f
zsINHJ5~HYYNg>|(Dazuwij9jjULDfwNW{e`0c*h^YJ2sQL+0%>&|%n{GVhfPvkMX1
zg5=vJBH?;wlT!4;>KhHQIyfbuh410U@mJwRU3Rz1RDucGs8|5CmDJa%;}m7Nx7GSs
z>86woru+j$2R4giL5HlOll!jDcxOf!jaw3YlCO-~*~mC%w?S@bjKaq6`VB2(Wp-8J
ztTh9m7fdTJW3!BMqNvVl%dwS_8p6Y1ZkuVM+NgCiH%)hgtx1W95&eCu#;yI?vMq7l
znF*PiJ+xCnI{EHHzrxCUEiVA(S+rc`*`37vBusOsawX}K)^#@=EcnGvp;!rQVQxcC
z9DO>b9M04P+M4KRSI*UqWL**`6nHtdmxY~%W0Bn8nII=x*5FAXpn8(cT)7$$o#PyR
z0bMfcF-J&yw<*38W(a$u?Rig=2E0Fm2Qq)i!Nae?dR?UrQ+|2P(mvOWM9J1{?il6e
zP3B*qtDS*J_Dz}qc4S)%5pu$dU7mNxTdf!f%DkV@1a8md%t5-#qwj+k<dF~KrTd-t
z1Cedt5*tI*_prl*YV~9O+2a1Sc|M<(>LNPoCqsEsw+&>)2a5NY&$H?_tm<nRDVB)_
zf8yw2!P5@>uWq~lrX0wnk+Kg`G4a}H9Oq4{2ULaksl&sb2Bh|Um*4GP%1Rqo+k+>l
zxk-KPTAX$yJ?yGPxw!AP>fR^S4Pg=>!U^Z6&aJ`sS=$>eFkaHQ=$Q{;jO%4Y@{Pv|
z_6>-9N_`WD)n5xSddkkNT)U>4cyWP=_^zuyEqL>A_+b0cBXE4u6hWMhdYSGVlr}tb
zVRB%EzjiINB?!Pl>)oOQSWfWBwLqydL8a2moy2~v+BnE@>ve&$9`(<@lD?0Chxnsd
zGgphNlVAH8U;4^wR%nma(Ic561tkBtC^_Ule!<k?D%wI4|6|1dQtGrbD_8cWMntZp
z;-jQfL@BtNk01&^|8*<Jd@m>7yT~k*HJf9;=`G$s@Ki`upehaTGIXY>cgZ{%L!-gw
zrCmUVSqw-oy;B>4mc>*a=AeJD*du7_rYw!k-$8g_{VbB%zXz}M>BNG9kU@kRISnrT
z016!<;!?I)_)4%npt{XBJ;}o0Jw6SBGGVN;SZ~TP;*~aaLT40Doxeww_v-`Kh|f(<
zP1?OnFG$|>*{Mse?0ao;4*9uqk9d=<w;bMNA_G?3N{;TuY50!0Ra{P@gcn$1=04dS
z^{&Z{k@c8a!6O-!+mP?eo}LuYi2k?9R@JgCu3!U!ANyHFrHsi<ERePe4+5y7&eb%Z
zi|pRC!)SnW2y=^fncB5JltoCT=Eb1;;ErLwbMia6j`iYU>tthQ@b~6${)(#aV_bM4
zJDne!P{$-Eu?6GgzcV%v4A`?o9Z+dot;WlKtNDhs;u@=r&53N|cag{KkT4bb{Z~@k
z=3>v9kqXvuZJ$#-y~buU>-Z;W)K^y(hccbL6UuFw#CK|~Szg7KI+{sDUJDtfuRQJ<
z>01pvfjN5w*tNT3j;@;(aGnu1$JW#NKqnQ`-L&b}6Zg!_;S&slp|C?`R?85U0kmFk
zk&|USxN}@bccr57Lgv>w6uea|TGX%w-CBI5(+aJrMP6)ty87lv-?kBJO8$cG0{4s{
zcyZruwwzu|i$V&KZedDcnGha09B{+}FU}V*3ET<$h9>{WoEx#9U6L%(?ecV(&rL<l
z?d9iI*6^tlbP5?*OlEktC?>D}8>Xz~eFZ1##$<Pb`{aL9cHw9BDDu5PoC@AIww&F`
z%^3*;V$*da7P`Q`Za6KgjsKoG^`oqUbzbn%l5__b&hbx;bWQQA4>Z0R+HQl|r|Z-e
zpTq5id7d83a8iLSM<J{#{-?Q8MmZPTX~o*_YvaAHN=<T$E7LiI4-xl`&{adi21<vt
zHHxY09LQ9t>ah|<wMT-A_4C|z&pOmaT;;SP>)!3k3FV2G#v||4_@!kvr;(F$qExzS
z(bai9=SmXb|55f(qM6I0x+vEZzbvf2-z*##t9*kX0^62fMBL&TF2Gd)SwqS;sVrGt
zCm7#UX84^M)`T*r2^mhVqHNw)pQ}kxN&Fv(9J*k{+Vl1$o~O-gIL9Nbd2>kwKP|HI
zZ31?fyqMnhDxdy-NDD!VD4+Yc^Z4IOP&oaqt@^YIa3H5YbEpfsPhnh^G!PiE)UtIc
zJv3$AhDlKGfy?!D#7=Q2v_Qs_#Wkd!7Cg)Mep+#mauciuK-LAf1DQBQlr_cYFCQiM
zqCrJc<-4x4!}0~?pSsGja$<6~s?;^wz%O)uZmrax*nG7wY@7JZ@omwiq*o5l1L}qJ
zU@LglNpLDhQ+AnxI&->6q8EX>p+ku9O)&a<5_DX%Xu4!<PO6;OY1~T){<yP6J<hJ{
z7gne%Vm=b|4FGXUwh)N6*FJ}zTmxU>OJCEZITi@Wjn{hzxLRVSTO!qZ#B3>j2}uh>
zL)Z?@Wg6S$7OX)QqjLiv=1_K_S>FjVL3M;QX`Ia;RY+&)wieR;jm0wE@%|TaZvhom
z+xPnqf}((;bb~Yupdc+U0@Bjm64D{vj)J7X2uOG5fW*)x9n#(1-94U--uL}H@AIDZ
zuJiw|b=Fx6*n9R|vzghmulilz@8_rF5J8fOSKvUR7QIL=^wOGVM@>||oD{7q_?_cA
z3OUMIpG9ZMzU(pKrDF*u$ZFSftWvkl@>3s+JOGs#P9U);h-z{)90}#u$Fz{mwum!L
zwy-X=sUN~j{PBs6$ZuydBl*?n&YV*DkPS;~RN4+rSy$@<%kyzmztbM4;TXKS4F7FI
zhiY5DIoX;z<4COs1q<Z?WV?4!v6A~PMngYkOJ%I9Ipb8<etrEU)*VL>EFB~#yQ}gx
z{rhjf0D`OpO*E-;G0fN*a&UC6*0`Z@={oaXa-A3cY4A4aPyW@f)bSVS{5<*k3{In2
z4ZZg4LwXFsnmVIff?S{nXAGmMxrKf<%k6M668|uj@_u<`UAuERO>jpQ`L`da5{%2H
zK1!_c38y)pF6^@qs_$Q+dC9Osrh&<s2P(A}3JxJHqmT4Vx`f32z`T>QcSL&Hhesn#
z>M|#snS}5XZk9BEY*l3p;FT){Osssvx#!09#xZ|QKCCLr4%VAfiLoNw`{;!(=ge_c
zj}rH~JRpRj3<UHz%#)O^qpSg~i>B8H+V@_oJx!Dt9_2!W)lq(q3WD{*knYdcBoZmF
zj{!+gDOWXZTKZ8s(6xTK7+7oJ?@B%!Auw>15)(TOfUe~MOQBwAloy+Sj>`ORkDAPS
zj>Q}|=H}J@q&WX7OzKZvpf2&+u);Lrym|3nP1<?VZc`8ZI-q=KjzXRpTW2iARa*-=
zx4)8=;(SpU{|>XCccDQGP&1Kfas2|d<bUDhbz2Ui6IxNhUeiTy5>!p8uJ6yL(?DL}
z*F10fj?|BIQB9{b%p~s<iZu5yB^Km<xre_6-G`mq?<tUaj_4NOTi4l#wC@*U{-}qH
zaW&v;nV*GNz5OP%6ZUrh^GRP$mZ$cJ)+(}Dw1O^ZQC)Ech9Oi3<!{<2&)2wqQ(k7$
zEpj9-xhwKKTRPaw=UY@w5Zs)9lWE<f6~EnescmDy%*cC|D_$Yy9e$Mx1ssXre$%jM
zI?;gOmRVkcMz3VqA=k84eIH2ao$_Y~1nV=a3;G2u)nYCQFUFfwRfz>5L6~{_g>^jG
z?Qnzhu|?LA(5y>wzdTdXa?K!{mkrhFqv7d1LNXRS0p9+Ced2YIDaDnM>{T=-#3y$u
zA^snpk9f*JJszbPfbpa^R<ee|?R3TuctSbNNW3ft7quUJOTXy<^iiCbW;Yowv+oe1
zuS|LT1A0uOeRY>a$yOQLW=)Mrm!ehd)tGZftJWe_<GlA0b)?Ns#@l=WvA{-@Hd(vG
z3W)~?gsqoFem2`iL%~#ULi<+fcRypSptnGY^B%}%m<ZT(mRV<bIjGlj96>XoV@!~k
z!am6Zb^o1fp0^R3r_!C4M2;_*-iibVJ6(gznb|W5JDvN4<dpO2dW?fUV4Qy<49v6y
zSE|ikv(4jOmpnQ@78;ov^L5pYP(06y=GPHp{V+hAg7T5($Idtz5;5u;-SXjiatnvq
zC4C}YbxOy#wg*ldHFg&w!>TD&JLH@Vsc;ril|5D`LHgXyXl(P0S)EoG2N8u>M@NT}
zm>XALkf+na%N%`8MV3eI(s`;kuimX&4y+ERj(TD{<Y=#TC$&j{PAHi=Afm0N{Bi`g
zDm^rsa$6>$whLolPV{kRXIpb(q?<`f+{`O-_j=s%-OztDTs+uJK52!-7U^>u8m22|
zu&^ZLX7v&-@&q9uSXl{<OOJW(y+Rt=Y*Y|k_dIKEAeugp0#|aO5>C!P^^d9%7HyZ$
zxv|7uf?UE$Z#Ejj)xitext`!9Fna94-7YGVbu4=npL5D(%QQSA7QxGeBRHd>0L&w7
zlyO#qR~0SX14R$)a-gnjEoWeP`VPSn_Sme%*)%xe(y(SP;Ii*j{<EoymAnfwG)7<^
z7K7BhZgq7W<<QIw4!1k~cBBF=t<3oa>X#*wR{W-uRWZ))l#!86;KheY=*=UjDa@s<
zULD>oURUi;Vf<X+OIX;~2l$3lNI^gkW(SQ_JfOV(qLqE)-u(-d61OOQSUkgErgJ!h
zy69IdRAc%m%Q_^X1np~qhh!gUO)wNZAqZYsw|W;ZTUjq(Wp$7alfC*5<!WC9uRnWW
z8Cc*dJ){sNTxSI4V@Q97mfQ^qaW-OX<NhZ2NPyg2dQ*bu0JEKEmSWhtz_A%SekGQk
zgKZo2Ork<mYYy8})N4@?XK_n`J=Um_9meV$Y>j?72HV2zThuku81eJ0^pB00;6YQo
zcyc+Gc}?{T6lS=GtnWj5BUH_r@VJNLR5SUn)?L)~-Q*D#EiSM9N5tOgI%**vZcAY>
zF+6?mTEuT&R^a~JoX4It`Qkn-Zxn9SP2J;OSoOm|n>>%9ztX15r992GV{fuJ*5)lQ
z`|cST$%eTftxdj^6g<dWu-CRP8R=Sab0U!pxjwMH+N^%|6jIH2B><hlyU7SVwd0!;
zf?h1nosCd<0#2&dhP}M?`aa4tF-lX|RT|8k>i>0#Tf73EhZK5g;LmOs0jbKycI4gH
z>JeS>pRxGbXW>&@j#o6-={ZQp9)7$lK!xEt!c?yv(N$God~pP5Vh8|vO>Rf@i}L<>
zl)d3G;ZxUNplYTjF1;XTuZ&pFFtDap01axL4xkTK_|xxR{Hx!UMS6_1FPPY$e{F+t
z=ypK;sZ_OH(<8e&uEcraeCpN(Yga9CKg)yo67oCC49h<k5g2iqQ_r1xz)qA8lteB0
z-xMAZfQ~zXd%ZLssoAHLL%{w*@@o1R|B>u^Vz=~E+L=}=YvPZ{SktD61mgqMyVr}l
zD<usxJL=>@QzW%Y)--T7DdA0_cU-B2rydmVD)U^PWGL-~oMAcTCr`8^wd7lsD}#75
zTWl-cN58vx#P(=f8*bZKSC!jcOZBZN>uAQVvNn*R3?}2;^Fy6^g;eEjlYP6ATV@D1
zgq_;na8gE6PBa|%e^AW~VwVu`@5JS~;smamFyPdUgRZ4q=gZ(3hPt8CzS-OEyR^Ji
zyovn<l7&hSq(uw(gbN1$=h5FqMJXelO8J@}S&U_hIvvj8?lK!`>unGhW(T@{LCTOp
zPOhwhH45cgWzzGPi#q%njAFIDZ13xu$s`-}8e-rxMnB?4=2`*}0dGSJqE?A9V?i&~
zZCtM(+IouYBiaKw17w51dQ+WMsLzR&o{P)RLoxPLQxb69wSFGy5_8c<RaEopKWITd
zI}a1e=ZHXKvw80Ec99F{za<tF0X5jChOJdVi7M>Ahom^ygFZAn!W>qutBi1rm*iD!
zB&H0!wnP=)H>of>z}p0b^5x=g$*x~<{jks}1Jb92tMWH2pXPB$KZM&lJ5WAWTa^zu
zqzW@KG<aN_>?D5g!D+8$4zlSyN<GAVjPhjY7YH#r7h3yBKoQSHt+3eQ30uFuZ<rVM
zF;^Q~>;W6tE-QUH;MMs3NM6dllN+<(;f=N)^JzLcg@nSSx{zd4S00UlYw^j%k&$oT
zOZX+<ek*2?&jM|N<Mz$IAPGJvPlDX)J+FYUXWyITF}Mp7b>9j}?5(+HL%f?!WHu1^
znsWGRlp&;^d{%GMy1?x9gBhRBM>pB;k#s_3ks4k0N*?(-HeVEi!zX6jp>RywZJE9D
z?JM?A*F7`rL5F=l$%jP42SXkDH}{7O_uF9tuL!!;tCPU^SF={>2_D$B9}o@uYfV}W
z{#@V<Cn6=@l@L{o4pLsB5$+IvB^cKf^I@(U$BH?gQ?f5%brQnsLtJJxYs(&^GARx!
zj-6b8J%OG%$xc+t<u@GG+BA`TVzecMyZ@S)(MeoFZAJgwX4yp*?CCks(m#C&Mpj8(
zx5{LB(pJ<D!Jkp8M|z%zi{#&5q9QXDI)NY1G`Tkf?6J@e8AuTj&FDLRvI}P)t?{Cs
zm60WAn^X)m{Pd)e?*|47+^fcyF-P!?>RtXpdoAKwvi+#og#co!usC%hw-r8Tir8&I
zU$>RHplhkcIb5mC^AGb{BEH@ni5YpxwLRWYluhtBHeb=xVNcveeQeioS@~w4p1_G%
z?#M1bK4#%f!A&zMY1zIH(cmW!#F>Q6m*1U_$sFj#XEar>=92Hkzu`uqU&Z!Y`-=T$
z%yt1#l{ckBFHb6gP*Z-~$Ti&(3}=#VHRGUceZdehn};vSXTwYG4|krt7YH@jzbK0j
z7_r5|rFu0VT)yovR0(J9@!*VCZxCfx_%KlOQaiWxnsiBd_!np^2>L>=F5I%2^#d?4
z?~H}xcCb8uqi!H|IX}{I{qz8hKdLI3nD`e6a2;<A=p`^q^~gT*l^XJ=@!=ABkvwBI
zw<miYUgD{r9=-p}9}yG1>WAj1#J@ws3>82+jb2Oc_vSD1mi@?T3g^5h|HAW=U1H_d
zF;^*}|Ljtu-MUL&{<8_RHz*zIsNO>Uc&VBqkH<`K)7F&S9R(uPMt5tiy;3(iNZs4M
zR$M9J`q^fIAc?x?@#f_Ift)qGD);Ay7DFVyyWsbqqc`$L!HUXL^P5TT8&N+lBxP~!
zqnNnfln)SkG>Z5I!U0;BeF@qJHeto)cjo;KU4>fI>PIos6eoy1h^yt4v`PnA8<s|&
zoe^HBQa+(P&qBywo<smG0M`e6CN#4dk&hOI#n!B=U%agE-_uNSd?m*r{T18?YjNk0
z|9Xh+cd2CQZW?gB)<*A5^<aC#5PSX=S4gI7)SAdX5|LKv6t(Ote`zw&j5NAXPxIv7
zFN802A_#_4BwMzKWJ~V#Vwz@;7GG=bFR2XIs<VzJ;z5n7-nkJ~-X+?fb~(AW95@}G
zkzx|0$WGig$!%@5Fdbi?GdLH`wZNgLt8=6Z>ur6HzG`ooeGd5rqHdkL@k+iyv2<xA
z!5T|?5G^r8t+YTR+5cV9m!|3zUwL8lQ;w^LXl40un#PKU_dM9|!Z~N>nCtUq?qKAZ
z)hu2DbGs~y6OS(8mKs%Y;DUtp1PwzR+|f-@>noNp(XpbAvNfGiH51<p4#_Ce5wTtr
za!bRKLg+Fz-~~jyn81HHt|)G&AmxN-inSy(@<886d|O^j^~#ZQ?uPNt-xaUGRk1wg
zqN#c0FAxAAN<m&+=d47({d4g5BLFir2Z<yr`tCqIg0BuxlRS|sUiH{}$z7r9<9yNf
zBlyZY`@auX|30Wj)=?p*a(jA6B&Chd)!Jctq(29_Cv<>xAL&Gq2uM4Bf%a(>^>oGP
zs#N%B2TUEv6s#S5!YwZJpYrImMFRh19|}FrZg;?|1$$fYX}Y{VRtyt+8esY2)^raj
z`}^F7xMH&bGtbXoApI?MO5fP-MKN8WP0JXBQ{>rwn>fy;v>j#G@R0R_R6;(l9E9Ir
z>Mg0B{32n2-L|3~AYEE;HhsoZU1*+DQGB;zFXDS1?wg?w-M)Tz71vC-fh?<rv~~Vn
zDYQLX`jw4o_hCoXvZUZ|lP=;Bbai{ZwBs|aij{#+qb-CELJ@>3Vx~m)b=?k18@U#%
zn`XAhW;C7>>~>V`3Xj7sN1IN#KDjn-@niTz-4myo0$Rtd(aRIAK1JH-laY8O>nf=3
z6FOk&F5dTV!x6A0*7`X09=^#e+|k395vyV=BE~`gQ`#%vwWgJ*ArOelGkyI39Hsgl
z)gsTiQ?TZkCzx*_{uo<W^9hXOMB+-ns~pS^Gv@cwj0TqTpFTO!8Y#&CGlDI$P@cdi
zpAbK_|57Z^P^T7p7aYADC(|6CKq>v5U$y!5YeX1j808sMOCSJPmAM@Lri#(>;g+&x
ziLG=%keFq0uT4g~GfSfdzAU1{91)!0_0SQ&(el9Z;o^;mEWwIlB}`77(eUBw!}gEz
zqUvbz!@cQtAp;W{(-RhI?0S>D;Sa<WtB9{Re+02#L*Q;9EtAR`<^=4VhGW}<GHY}4
z)cJh2vCgT)o@*PEv01atF4pPLCRr!ujjUNkQi0%{!-CJAKcCy<VVM+-pNQ+tPI9`0
zZK>f(ej($*v8lEcQQ{D(4wX8lILTj;ScmW*$x`TkHJ>w#G6_7H@Fq0GEQ+$L5lEV`
zU@T-6YDXKG(Mcvi^s5JVTy@*7NPEr1dlidj76yNqfDf#f6GpiQRzLRp1rkq$FHf@{
z1)EaF<Qp;`48h=T1>tB>E4CTotaK-xtxIjK64Sb=0n2RWbjj99X>qcx-L6hHDcH;}
zxQ8KIBJ69na!JP?td0gd@M=L8u_s8%Q5Z91cPwF2Ya=eH!6SQJz4RvJc<yVUPM%DI
zcSdrSofZ<ex^4`?FkD0+8P)aFjE2E48mYw%c`7wzuD29oSytfu8-HeY2yngtL5?Qr
zIIIJ9)d1&^1d&E~^W|=k0(1-%Lm99Sv$fF?Mm3nCaS`AN-C~5)Op0AzSrR;`?{lL+
z@TK+H>9HQsELcpe;7FWJOQ4M$!dslp>8Tqi^OA;^$wA!J&0SZ_Iw`IsdsG2LptA5u
z{4WqHp!r(NH@f1$2Hf-fkWyfRWqXuWMbHz|6>Pl6n1<;Ekt_E#45=3*BF&^l8n0$v
z3Hk%ftU18X>T+sKxr20sng|0N82LEC2@6&*V`_ux_Y?iAy<eariHU7Nb>tOLw+3ah
zMT(1cCs0EzFkfn9Kdf;U-ZtN`oC)eZEg^TvGLL>AlL>jcRc@GlbT0?m#F_%T*a1XE
z_Rs^>qMKNBfG9&b@%6G{O;)8m=uNDml8c>~?n{Xw76uM2`gdUOo~O=J8{tx|mUp@E
z2nK$9{W6xzC1}L(bJzMlV?G@qyJRBxTd;DwRj+}0m4;^6gM}taGQIfVh8*k~=Z9=T
z6tOp8En694m4RslfXNE@m%8fzoE^(lIHiy*?IdhJE?d`ghdeuLBeu^#D^jbCDr!Eg
zn`|UvusFUpgsLF82B^wKBbLfsi7wVJrfoy)c{dbe_KL5eiOSMa7Sh%{Dcya)txPYh
zw(OBMyFSER*^_YaQ@tIaNqTc9f^4mh6%R%2a<i*zuCFeN$Pmq7g$m?hZ(d$e&YvI#
zx1p*ECc_CPGWjmxPPRU3$Qz}8<;fe;i|Wun##tS?;%({PqSmjeZyVHEun4-4aJg*j
zMd=Wrh|DlQ5?{s5?|!Lqy#1&tqFeUrlx>l{hHNaUr@+-;b_k(NGkrH`SQal@Pd=7(
z7c~txl4jUBe=lb<j`ie=4B$X9Z}&h89dNU#!N{6dr)-{z)9c)OubOsAp8BfM8wI^M
zFV5FnZ)4AbA!?iqKO7bDHB=nZRC&%Ns5RRyF={*#wc>;skRJY1JXM8nJ!TDj!<T_T
zj*nb}b2kb3TY|7$?tjf-`j{ur*UsQA<Oeeug?r~^rb$R-nL&&z<4$!&Ji0s6o?r&z
zi??ioFhE;9x`U3Dj$Yg^88u^-X=`rQ4DF@PXh)$wX;IHG&5_naIt0E%1RyI?aYC5%
zY$pBgNOx8=b2y-kQ;EC#^eTHpM)JePr2-nk?{IVFhUVWp8hwkLejQqX;T}*O{WjdA
z5E&bmvcMu;2a>MUGT%*qSW{5nmgIWB8IUY)p(u;ax#@i?=(zKrzoiJG?`n$2T<MCk
zL{Z$L(}1dAIu@K3EMJGR*FUsb@Vb>Lq;d`4qMZE=a93jdmnGW&K|%FTxjdB0Y7Bl;
zN?)0mJ8vFkWeqJ%W{L0#3Vn+&sjP5*#)$HsA47}rRu00Lf@S&JLzjnGyY?Ij9Vz>O
zXY?%aiy~=&n!$rewCpq+Vu-Jdo|B7_ZKef}R#fUcf>e{US+im5m75a)>lVyEPw^ak
zK}%d<l6W|oxoX`zs)|WK#x;&G;F*eWebdIG{|YZN_maTT*ktbPxqr*ulUQq#R@URj
zP&LW%ve;KGrUEXjaarSuX6eP%r4@A=gR695Mt0PG+s&ytrUS=YvDs0UyfeErPoyQU
zHu+JvbQ;G_x~1f&9)9y)l8ZXT59Ov%rWaD~`zd6wp(s{xo+T4PkINPZK^T~dJhh#+
zMu8o8PM{xU<#t!G74WA6;F%_F$hi6`iEb_TkS>)d4URk6e3G1C-f8SY4_G>;&-@*p
zL&=UQYQ=j&^zVhPuE|PX%)FD9j>C7S%X?O|1+rcxN>d3f@hztLw7QS%z&~>zOlD4x
z4Ni0%iELJ?_U=@52(=~CP9i!TvOUH(SUvetCpTrCY>n>dqSnxyOYNfDc9pSiTU)cr
z7CfdFk-_=+-rn9a%1^rkQD=Zv?aA|f^3|Z8fGnbV`TNY!&|pf%!K131K(3qNQ?pXJ
zVvS0~*RqsfpvS@N41#_h#)Hcdo9bo3?k@Z@kT)fR);|fJvpkMsEp|5^DPrfj@Mya>
zwQ*~8E6gt1;z5#+JUxnfu$}#x(+}NuMkm-aV?_>n2du0-k~P5P##XqqQ^=MwSlbrG
z$*6G=gBt$64$|f?b@Dc!Ent_i@b%{8Zls4PK`vcnlRj;{P#>`}ZXQ89?XI2>LR<FW
zQSDah>>O7ZVtDy5m|gtG*GO9KMYoN?=u+oOK(aG?>)c5518SIp)xY>pu-o;J-$<5k
zfAgRIy5X}TUOnOxReY1yklLy{EuSgI`N7J{A64*%DcjVJ%aNdObt>JZ?V-FXJk`<>
zT=|@VOGvw4;jEvaIVWqS?k=&du%uB=)~?W8BK^|NML+6#mJMWi$X^-+RN;TJ4!l6z
zhpYhWZH;-n#<NLFaPtyBrTZO%med-PqaUv1<?XbUBS&I`M-sa^mB9BDgcqZ7{#$ka
z&+7f}kG)@^MKq@6%RV)ElG8&PSWKf<RoT9Oc8dQ!5C0V^NQEG3k*Mmb9j;lB4K9@w
z?*Qui?=}M~L<~ccww-*VSf}tu%@JHGO;a6BO{H22>y1r!vZy-ol=$mZ7e@g0ej~r4
zfqSkko^-HgTgGB9wc2SF!O^sru*=jRH;U{|MtVTjBu-U;VC4kR=Oa{E10vbpnHbHw
zDvQ@wRYoa0;w<|`5v{%pnYwC~AkNR07{XFNi1ezMe}FXVz$`Nw`UF&&5@4jC)ORs(
z6A8IKh4#k7y|@_0S-XZd_}_Jl8%x~Glui~B!Dh-iAi{F8Jn~YG7q7fVpOn3~cSQp^
zY&GIT{&@qCzfLuHntm#7Tu(Y^3`*De!Q6XP@V!g588Z9hn0G_IbpJHWu%8pmW{_Bj
zSLPdfs+*B;vRL-_YyW;5$>ke4b>4Md{C>Wf7P78mcdW+(0@*b&mYF)pRH5hMoTZkh
z&Q-(Ys*y{k)y`(I4&I-Wu({xWeF)e#(0i?wA{{;S6&!InhMKkbCubWM-Nbh11Xm(s
z6N*HWs&a=!20z_XjherSnJiB1jtWkgj~HI7)8*HhhZaJ6b0kciSXW0XBW%1plvPOy
zOJro8Ot{)gm&Ett==N^<@zxK#kXm6Pdir80s3cB2CTh~FQvGn7OaRqx{-cCYoyFLH
zzb;O;Rnj5lEH`No<qH)Dox<i&bbE_uzu#*<(usv%YMMlx6{f7b^F$i!LxOKYhXi`|
zAfi<Q4`@j4N@?<V$*O(&qZ*|625Pqs(l|!tlIt~R!=GuWYe#7PW7W@r!d2_qI;@Xq
zjW33DaB2FeI(ae1K}rk2MX8-To5<4s1<IvVzTVVw_2gnw4$eSOBh1@unAYD^xL|;A
zDp2tntgC>#A}jxd>Jh^5r5X*}d%>4uG73TCKlr-e5=Jv1wMaa4^q6hTi7;AxTDehM
z9%fMUB&Cpjl&7d7hfr#*&xocf_Xl-Piq$<CV#f78JFbd!rL7O9t-#Ge=L-_?KhD#i
zu>1vrQ~=AnI3p=4`S^ljbe7wxtXA)^WX;%AI?5!HhIF{;7tP_zAG^{_rWHS-`i!A-
z4Hvnu6hM|OzaVP?akGflrUVpj&lzD(K0?V6oV4?FSW%3ID(z1n4$85i!fjJI*#@kR
zjJWFTs&TU-p)Zfrgwc#0b9Z+}&5j15zgluL1(8wKT<5#i8yk*+*%T%3(@-7AyfOGc
zkY}QZ;iC=hT&VB4Un<aV<MxzU>(^c9M)};ZJ@<lUO1-<&wKDg$uFedG6oKy3h<c=I
zuJ<U)NXh7|z4~W<8N?LA%%Fz4_3BY8QBM63Awaswyn3S#&>|9J3Io~2nIUDZw_J-q
z$G$wTrUl9&f0s+&VTS_z36`ey2t32|KLucaN|$1$y-^H;{V5<{CUJX)Qu6+(DuH}w
z!M;2B<^u*=B76cEewXu7%x&3JE@%1uop_4O=z8dIy@BF5m&k6SbbQK5Ljb1X=#}*h
zKv5`~=nl{`*#UUA+edOZV6V}8k={$|e~ZW|zA3mXpgBNuB5sCM%6?qsLT2+z|9aGL
zq6Do|tG@@(B22nIF*qrJu-@MlnnbaCE@Ic_AO*ShltLcl9`BuBQSQcVxQmL$S_;ab
z%7A=Ule>}w(2^8mY}=gA+TpqeVLFaUc(t}fg@s(ipHbLXcGn7>kFOBze4R<Y7%DRt
ziDk&J@_NeRE0-xWnYG~SapJYPef)cAFtQrmZnhVFU67X1#rL2BYjq^#9{<iZ2eeUH
zJB)sI`!n*8E~0Y&0M?eiCsuX0>qKp#xL2?<^Q~%tpqSHO<VdLWKxvhOOwbGa!*BY}
z+4{$qv5s%R2JV#bcN_X2<Wt~cdnbkN4Wv9-Q$dwwiee_W68YcS`r9ps{E783SA;dF
zk}YHYQ<&Bu;4Mon*x|XcykTD4AvEH%7^J#cDT~*zyWZ^LuU?U}*e<5cMfh2ATWYdS
zx#Or0L$xY91&P_%Ug8cYNW3TYo4-8G-TeGNCuosMVuCSeEB9rJUQI<$`oN^`+6~G_
zARzpTX5FaW3_8XbRkkL@pq?X0QKpm=5IP$4VkSE&A@PfTXU+553kSJ)aO;JW{cQ(U
zXb0jKkn<<mBmNWOa8^22L#w|(qe^Y%VKn9~!R34G2REW{b6ahmTaJTT{{T_9n&_$V
z38z=Apsc)@?s!3f(9fh3kt3x+&Z|#%S5xoSW*F0k-{rlwR2fTh1?>BMtrcg_Hxw)$
zP$c-hjy_knTgD<A5q5a_L`f&C`elnBlcFBabT9|8Bvp`pDMN1IqX%qOoOKM6LkP^+
z4DO!ybB2=pD&@j6PZz}Bqa)ZN3O8qIkv|dquyL6wfx(|)g&VQPjG*3E8xcX-a@upE
zTw46}h?l5tS^lqi!ff2$F!O}!I4SP!s3C#(x#q6=^K`>Jmb%hq%v6*1N$%WdKAJ*o
z^1LoflEwk51LBd$>&_-}NVjgh%+5IW?6jbnW9C4hny%uM=&5A{m7i)vmjmg}Tj%ea
z*mW|%b>M2$n$vA}bIP8a{_?^LE(fzK!}&;^z~<VSTZq`ve#29(e(L?R(*cd?!$F~e
z=8MF}_mb^fvV)P^F&?gyJLG*6(IYum9PV*TwDCIrnze)0h*BqNb3k9~8^<|aRFnSJ
zrF~2N8d5ZU4pYU|t_p3Mop`-b<~dYB=YZ^>gv)#muj^8!@z7SzxIGK-U1VjarLB&>
zrZkaPmNkoemc%Wf8YfQ4l(t|jZ*I570C9E7R}FhRo=lO3Xm#k+5-)ZK^zV`>DaW^f
z7@GK--+&kZjg<!wVru?ab7f=z$SA|rh~>PA?UJ}x`=1J41~m2;zd#=W1J(I?#Lbe@
zIJCX*8g1-NgP()M5~r~3rMb8^GVX)QM{K}aRiD#%tbesx_2`HF-0@(Je%qi<%KcsE
z&}<B$dW7qz^@g(%<@(5x5tVssa^_Uh8eAs({K)IiZ`^iC$)C8Q?q^9aO7Wn4lHC$>
z5|0bbX4!NgA<>_USZ6wtaV&iv%sqYJ+w(&D>d@=1dCt;7p?m0%$??ddiQ8B`3~=2j
zuIXJuZVt36)A0q6VuwPj>WLofzd&cL6i$19SZ5ADA6O=Ye6|1o^Mq8?u{TCN_7y(s
zXSvYrE)^qG8vN9t=S+O&#-BvBzo!Hb4k&5LdEiB`G=M)uiiLX^b?{!dS{r`Np+PfN
z%`Fr4Hj&oJ1wC(lL-c&!=Qw*tOKgQRs78`JFIb_QIx4`F{1Y5kR;MQ`@yj<=eGap8
zC&>O&IYQCuu;aY%I>lnI*=Pj&R^*P9ubLvg*S+xO*dYL;h#@X{jxrI&?pQ_Kwf(?!
zLzV|Tjw|N9d~7$H7awhdFL9K8pUq^u(c?gTD(GxHY*lP8Ia9<WTp59fB)1sWvJWOE
zN;XheB3dF6yOY_&8l+(BAVe-0zxr)yvWzCsh)4l+nr#?WVsGmphUc9E;7I{URHWcv
zGy+ELkZn}}f7f}E156vfCSTvb<rG&5A@mek)Ppy(sg}vq8q8z8zF7{As!y>s)cgX4
z4xDy30Qlo21VvBu&J)0<=T)+I)o{K;X;p*VL%x(KHTd_V_YSuxf#pH+^oj3luL1Sg
ziJFI+X(CI-vsEl3q9yz+ezic&Cm!X%%sC5171?aXHoMoUFW4`>H=VO{ITFP95K9L3
z(2U|Wm@9#ajQGj&4rW9+|1m>_w59-G%ItWvl~sy|s|=AhWmQCkH^1>|L0`aAZ4rdp
z$KI^V$A(1R!N+T(Ra@k$WdTlJ`f@`(33r#uWYFn?`fBdRqRZ8xYmKshOZP}P`ep#u
z*rV!qtTFbbDhcB9Q|2@fzf(m-`vD*4+(=ATW@jtAh0VowCX~m0Da&gs#unc)%9-R_
zgf?fASY;e(pjE~v7aLIey{$3thx*pGnge^Rp@3|W`^-*qv%Et!?VaxUa$+-?Ni=PZ
zcdqP)k+T=NOjUW@tR-U{Q|1d^ngajxx)7D>{pBa?FE%Ds>oO?Jr`62P(t+$(4ZK^!
zYOncEYwniE=Ie1qjBnyfP);m~P&|ElA!&8pViyL}QBklEq8_>C$+ft*+B-`Z>KH;m
zKXVvyWa@$rf^`gZ(hc*?pK3*W3NCyJVZQXZp#JWyj2?l<9Ut__A<B?LiuW3<-dxQ$
z;8;X0E>RgasX22G^(9$?2h>+$fyQ-~xY%Q2(3}GA-8-d6GwGn^gk<-rOg`?(cSE18
z;(#zo%J9FGx*x&gz$!-Hf;MWVvBvK`t))yONWdWJQ?s<7aBrW%AZ%$+=pX1xXnYHf
zm&Nwnt$EgQgp~(q)&S4?3nov=meK}UxoO=r4wm3?waw>}a8^is0kp(2d4KNu<J-#y
z<Y!BpQ3JHA4u)WLW%caTb`clF2(IfWfH!<tXsdL<GO5zv>5+94^<(W&YjshDJZ71B
zjb=sgy;r{NEd(w$FFIR(m}I7Kd(_C9F^=`x_x=5cCqKBlx7WsZPQ!MMg%_R2oL*#~
zd!-l=nMSR;YNk)#2W8!#e!%h~d4a1m=MIB{U1EBs5N3^xSrjj;8m(d(Gb0FFju|tz
zwWX$!CfGqs`SZ8Jfke&Lw$85uV)(-jIOY{y)eYm^<!7I}NCiOmDMzdCZk&(N8T<m#
zB<P<k-P%}3pPdxyh)7$^ga&gar0orarUijfGk|IAKZK`$-}l=BV8FjX&iUra_VRGe
zzpA&k>~F9L+!M?HAZ<hE<VQ~2AmJ9#HE-^Et}HwV(Pb(ZaLfWBF&G>xgP#XAhzYs5
z5YoPp`2wX@h%XIOi++P<+y!MeNd-a);A8xZI`qLpCFj@T%-dO<<L&B3O02=)Yre}k
zgqXyOXOT||B$J&~yzWBq%Kl=$0z)tSKX~HYyg%4Yk!g9u@>pb{JY26;@!xry!a?kS
zlhco}74T>Ui7=U^U}^WAUtBYfS-{<Z{|=a`$iaVbRKUkh!FV(JEXWBQ!Xu?@j<B(z
z51r&O_!_)M3L7kD;MOB;__S9mn-}{Eo4GqW^p#ing4=Pcl8;%hDxYp>zQPdvgf}g8
zMTSMGpxY;y<B&OX%<s6nYL71Jj_e|HZ)yj2#cnyIR?vNv3uq;+;WmY8j5yjJYM3wL
zKT9y=j{8To3T?G1vsC+!m*ujhe8)I?Lx;i5ajyeC{Jp#Ka@=^dQv9@Y?gDTte}*bm
zl!ULY9&SD%@~H7%19=m&_N(sjG*x@~HtDP`x~V}}@3!<%w`ADkQF!NUQgBsNRB5n2
z4K;nta_BY&qy%lIdN?CRo~z!*>SkwtFFH%c`HZ`11?rlE@AB4LJ~i)Vr9fg=nRW79
zRHm#Z$ni>)_E|j<ZDJf_{D{InSiDcVv}7o*jj?ZH?!$^vf*)=2swIXku~)pB%*!vl
zqdb)a3sD;+uUh7De7*t#;-bw8e%ru@$GF<f<}`USXk8QncVD8AUodc1nVeAy^42{W
z-QZWP4>4h7)iQd_r^w=a3KLH9nJhA?@;_khaH$w_tSV|PkR0P6R+Xd^ZtR=2a*(wp
ztQ$VvH|IBwhS^!LeT%&Vs-p5q@()Uqs*_QriVPc3)VyTNr$A&(&9#$?m!f{N$rGl6
z{UqtnMU<HYW)*th#<y<MK=gB90wlz1u#RJa$M2oDjs>O%B%;5WP71faXuMyb-z~_f
zbHY}+Wan~1(D2*)KlXHHvt6>+&+b=fMb?!<80ow+U>1V}=B=?R)n`HZ3q4w`Nvzzv
z!;^a~U+hS6V)<yO4*7t<jPZFyU0dug(1*EeOSQSaYF`uY9lAh2)sd3>r(8@Gb-*Nj
z4z4;m6tj9+%g=BY43n{C_3RYCemJEb3@C0&Zq2A&Ih{EYc=bAQ-!PE&Kg#N{W5h*n
zBzM$3zw}+~Tn^dD?2sI`TVmekBLF;A(09+SPau(^s6BSH1I^B%`{kW@JdESL*z;nt
zryg^_D+YR=t&#-mPcYA!tNYPiq3!$k3EAVYpOf_Q%LmlxY&4t!OFnJoANl}`yrBP@
zY&dwlzxZ2%(~rCmDY|NE6~meBu4*BF2g@9xRHz+U1wDjGjdn7ps&lK80lz-|PR_Vg
zorXYg-?{~WZwR-KuC<na66`f#mcfA68m9eHgY3P<Ln+3*hk4pGksP?8kA@j8Fw91F
zhyxy7kWtQ5P-dF$7)%#xI&+!<%Uk9F{JCK+6h4CHNPDQKS`_tqRM3}R`Mn^4W8{9?
zPqsj_f|?%t-X^h7muLs9kgqktUMeJco~l`>$dY+%4^6=QB|AQ#9HA~bo0g}k*X)JU
zW6Ru)>-a9;vBMlrbo-4z9J{5T=S|w)j#f-=Tfs}!KeH#qJ_lvnm*f8q3chW|N}c|%
zFg5Q50r?OVNa?ZMDVPS{6r|hzILjYX+v0z0Ng+cT6G~%Mlu8Vzc?ssABdtk0i@6>0
zQ5Zr!KRCrN>jB!l3&lShRfm=&HJN<#)3~-o*2r!HN;HlHj_=ElJs#U>*e=Y7oZyV9
zj3Gzf24lYdj%NPe9`(B*?=~MCN_}>de6<>}eb%rI43fDN^P*a$VcZ36Rr|3#V@evE
zkEedPFvKzomPmHZbg^$Fdyed#ODsNsQ`LYhEYPPZYnsqb*0MZQOYg2-K_ZpiY=h&e
z$347e%Wl%6m2~MSe3`Ck)f|(W6}*{btA*L)Cf+^#{`NWAzMYmDKbf;uhWeb<5y?w-
z%d!;Gdh4kY-fMPcx;o@QWtPW+`K;I;a83rbOKvV<y;Ht{`7CTQBb6`P#d=>_^h=+`
zNP3N%_R-81_ANMn+hWhk!5LHTE)%DcmV9;hQy&fHAVR3m1KGDCF|h}oxX!(Dnbud=
z4bHvhbHQ&J+;AV8AlSgS!B54G!mO}A`q4fLH~&D67_^;F!VEX^`>9o6#UV#jzUVN#
zHVD5-0xnY*taKK*;=o*E@N`mZNrh$aZGYMNu`V?j<vso3#MB4wH3xzXAkX9A5$;tp
zz(4(6{6gu1uwfgiDzH&gvLxH8Nup;61wbKqr8!D?%gKYeUcXPB5!$q96sWzji;m~e
z;u&0={qQiFoF8KxUvF~e?W+{$eEbL(7f$J}A7Xe)w>L3JJ=wL~vQog@k}E3lQ7Wyw
zW5L_V;;>3nGP1a1lAKfSKF<n2Ivz$pu82w{dodk`j$KnFvV-C^633yb^|*IYu^umV
z^vlNlz-S?=D#_I(^3`|=M!9^sWqpq=E{C<mlO}yMYxmxl%rMhm2$VM}jtC3NK`^#W
z_Y3{)NHVG&>0XC0E)khrwIA%sJoDp}+9qg|<wvy$HP&dF2UBFYs}&Ydl=F=c!*O|E
zYVKN{V1DB<ccF3hn<b2CYv7&mX?u=MF8*?4!^v7tmqF<OV~hS?X{GC6bGK}acw1XX
zr_t7)u5W|iv4`X+FXuUpSfmMxdU{TyZBCZ#f;G;X5^^A3?o(lD%}?;~Wmtc*JGq9C
zkBSK}gd5GqiGwd|g=Ri1n=|qfRSjaOe23PA#Vkp@WY>0Avtf+O`T;^$(CHZ>=Jmao
zor(^&t3pGyC_bTSHBx1Q9IK=;S*3x4E6qQN9qK-UaQ7PXlw2)F$6i+t9lNr^v9?AQ
zkMLnvuTGBBCx6tbpQPM;yM$~hqv)&qw3w%hE;3Z%YRE9ZY$rCGqhjJEgT3<F)W<#t
zG!QK$@W_&?FWU;m!((QvR*?^eLVYVwbFW`6NICXsUx_cW3eAM$;=LbFzxy&&hTTSL
z-fj|cEtoD8Nj_ZhjC59an)67&2$gmpz5lHupQtv*<D}^RQU{xUNFpIBAMcLZPGOYe
zvE8uB@;xF!F!$mNJh{g|J3G@jnLBuPx*GoFj74o$gx{A-`sZS6-v{&6ZFzI5^@T@b
z+$}c62Ai@>VCA=Q4r1EEUnGlfCgJ2Q3bQ&F!GyF%5b26LobRch|4=~5gR_*#Q%j&(
zfBz`8HCXuB8ZB;J)^yM8p@6c!@XB|qd%Z%DtV_&kyOB%8o9TQxOHry-lFPoh&hJ%5
z0y7*z8A1lf=$Te$;xgLb1Ui7=_No5W@-L7tg)#K#>e<a9w5i}G4SI0|IqOf~c>xHU
zfS$D8SFd3taOkp1`zH(u1;`Qg(97YZ+ZXWMz5wo(wuJN|MPB0l-od^(W*ocxzGsu}
z$%ZGBo5yZU$cGl}Bt~D&+|vIxiD_>&4#FbO>qy*3`U)9Yp~Gz{?vAfzUwwG(4J;M?
z{5>ZAyEiDk4X^>&z4G|m!Kc<aG4_%ekR?0imhq1I4AA4kB7vC)lz&Li`<Ay1B;xqZ
zTmB7^KVSzYEdO=I`7g?HB-cL^=)i5Yzs9o<|KQ|Rko0ea9s?$0nSa)gMN&>PGdjrE
zQMh5!z>jWINYh7Lv*VOc8^Q)#nq%tm<E>A&e$do$5sW8<;~Xxz9i}Zi(z@jCuted{
zHWETI=`!<Lc&bQ$fg*LV1TEsr17h-PzTf}NcyR$>9NsN|crUm6AldZ6ko3Xm_v!Cb
z(EjV;Z)}Xyj2(jOD8R@1FSChdBn@}p{VvI`Fn%gEfn9@IV=VO-8JqhX9F`>IiPj#E
z!pv=G!Y5Zns|sDP45a8>1pvF%v7o+W#b`l&r~M$y2gA;o4s>Q=a^d4V9zDFF!onic
zh#pLj`+kdbZ*kr@8nP!g50gydQ>S<Jx_?_^I(ogjBVg?*Hl9T4R<0@IK>8}2IiGsX
zX!n+XVuFpc#ohj<cEp+$r&)nHfXbQU_0P;`XIH*<3xvahx%IJ^q(rU-;ZUa$Yc2b<
zG<R@rV<QMR!QQ<3nU9e-Ik)9j%|=gwg;813tAVDg_jc{P%UBUX`9sBtdE2V6R;|k7
ziqX|l1hOqjRUvP=H=qZhbGpl$YlSF!yxG6`VoG~l%+}^e1Wr@G`fi>A{SLf!-h*g0
zM0V$BT<lpQxsN0k^F+rIF%^Yff?8XA+T@0F1;Kt<a75Q(LyYiBsO0=3=68&&VRpXa
zCnoZr3Y|#%Feaug<jG*P24N$CCOS@5XP4@7{Ay~xsiG+pUZJzAt7a%Slf4VI2;}Dc
zBd`XRnu9suGLmCsm-2lI3RVIFQ_*fFMh{u^UC3b4(ZK8urhon<pHLsjWN?+0G6Y>3
zL*CWmad(f^8tM;3UR;ja%YD_IwtaZ?B$!DsUkrKWWl4Red_@!|mE}!j^iKEipc6h{
zlo~0XR@hm4l5~ml={u@%Sm+4X>dco)nK7j1*o&O=YRPBwL)+9rr@LyzPZIKAMQ|sM
zvQ)gb9I36!#j->`kzVOBj%+o2zHhqQiZ^p-wh%3d%gt2ZXu(A^^r)BeY7@r2hjeQO
zm`zHR+iHJGU`PKcQSqmQ59{3Z5s=_3ZK*gtbLWbA=LppK3#18TV*ua#I^{#9FadE~
zR)v*`CAb9w=fPNtZt1Pu!29jUYq<64i2%<5BVJtOB|f)NHO{{e1c5pG<m4+_5y@=}
z*58b|e~k=NZikT3fGwiE3sCsoSjxI%{2YcZtw3jx2q2$?PCef15A*<hL_y=WoBsRv
zuhbD)|CZ$|=&!V1slTyx`gzGMo&HTgcwXx7m8`oS`JXUMbGN~e7kx*Bji;IQUPHb+
z${-LCJSAM6Bfh2>J%Rxk`@<>TBm*-6gkeycmHKl@ae=-yS%OSCQIMCfR@#@KRw%vv
z#X3|=|Ia3#vnp+=1bo2(?Nh!SSOzYcp!}Bdz$?wiZvSyetf@ul_nFK7JTu%B_3=Mn
zsK%JWqJ9X35t95*(j8CN-WxU*7>0dh{_qXOV%Clyb#5@bARfJ?6$)U2K1aqD==K9w
zB<P>k4Osohr5JXQ5d%?W{#(Q14SW~xfVOp*#P-?)+L-52bbbn~QmGyfA%j0;0kMhB
zYqP-HI}=y2#QXAPw@i(jv7aHI@DOSay!>h>Su4GMRXaAEPgV6kDtHr|6>mO6G!hhE
z`rMOiVVqMl+EDU{+eMbzD74XCUBda(fUs}IT3Ui(x_V{MChu~XuD&24IkTld0PtQ?
zPI4Jh$z|$`lUL?fS&}0w*225~27sQ30ko~aUpv*&y?_Kh>2xkO{jZ%wLg+|)Dq(o?
z(GtVWnWTaI#X$t}Dz|nEcClv-xJGrLeIB;GUm7--`iF+pt#j_sP%^AAaQe&A1s?HV
zDIcGjRNS2)T0Tr<-m&N7Vlc|3T`V+(nm~u-2VsDl#r#q&1ka&^kNU4;1ykBz9BKGy
zm*c)$V8(}8eG2Gg04dpjD<cmdj;9W3Dm`I+ZGOsX-(5qFo?EC{>%575$$zg8Ga=%F
zq<5!=&cWT$l*_4j`Zkx1Z&45evzF+%U;U~jk}^@V^1vFA0Nr>hFf>5pHIiZ81OGG-
z*FRS4EoG`E)`5!eN`|o{5t8-Q1QX3*edsOFx{t&3Cf<>q6=S+M9Jbf+9p^{#P0$BA
zz9V$5;64PvN+CkrP)<~%fWWrJYotcjCI!RrPT?dYPR~Jy8rFUEEVnIXW@X)nH2w*R
zp+oOe9$S8vC$dOuEsC2Qlng7ce)_igsIaSP<C(Q#6--DcfY@Q(Ld#N|`5S|*o>(3L
zWDB^hbpKR1Hb6fwpUHKbvxVn(&K9F7T~a55GO~n|++U!wzUxEEvk{#I25>rWC!LWD
zr%5TaYzpay4KzVJ+`zXgioDES4%0c{EETupxsq-8i+Vf+q>%VcHzos~k&5d@{&nCH
zU}en#Jizvne2c<B^!hi`N3-v5^2SN}Btj~qP}Ic+7|APxxcXeH4_D{p0qJ1E6k=si
zyKHNe%O=B}qNy5J<%E@cOs&}CWye_y(jV<fzt6aj94mc1y;NmcsPrZ|VN={^bqet^
zER7?E;My>$nvY}=KAn`IOcB?w9BYy!Q!6}pO`pefLz3pn2=us5`iPg+TJ&)4xdLfa
z)Q6wVfAVQZ+pgi@Cuk%s-jf3YPl_}(E)~OjJ8;_QUJuCxW`bV1M?4^TT2w7Q;l13x
zZbeUi;;|&=ktO74W%<yKR^OXwtIU<RhioV>#n}@mPE7P4Z;nN)Tc%HFb>EH4jV+{Q
z)(zU7tVFMHm@T7hb`ICv9Bnf{wXo7s4vVBkIXu{z<I>t{vg>}?ZJw()@gU5oQj*w?
z5tWz^9i6-t+*~Zj_3|5Zfo0f<G=O@L#d_-JcS7GnV{pYPv-+pb4y5A@q*W_(e2C4)
zigoe(utrn-J9@GA*%58*hjCM7`zw(llRDbbvQdUTMrhXeAMkA?9KG>x=Keaq5%q;-
ziu1y=BanvWee>$lP5Ka?9>Ksv@yrvGd$2;?M2P%QnTKS^&rX(})7->xP8|HL;c&~s
zA(Ps;P734<>#n_Mn$XFm&$=Zk^6{1#98S=CxjVWz%-?QDtkkNp%iI|JB-vtO$m(9a
zNjb34S6N9FKG=H|8_37^3xpzV^XzR_Rz39!&`H?f-R9t9z12Ft!r%T4(*5+m1?m0|
z>IO6($idb#03<mTUTysI(S0moO6fX4xlU06pvi+#;$>o0jK4NwHv#Qt7xam!M3mIA
zhtxa!LjmDfn3CPA7tKyDSg<yi-}>yR9%IJH`J2@n+DJA%XFz-M<6hbIIZR3!=poDA
zrS{1wzSr7Rxo2LuX!1ENhmUsnOj7sWQ%$#Zc|iQGD7P9!?-D+Dv_J_sHoyMaY5}4I
zoo&6JeTUjePnuglBNi5Pr44emSyWb>+RX2>Yo6sQagC5~^(EUYW@DdRfj*R?k<U%v
zr>UCEP4FefJJ5aTP)}sXa#^tMB1SjY(VT98NA`hgOibq_Zq1|;x&R13!7tu(#pijA
z*JqXGzf@hIzKpAe;!tNdDId@(_GH{&w$AyP5;j?x?Jqm9i^H2n$b(fAnY;^wJ15bD
z%xrcNn3UT`E4M<p5T;Vr8ZVhYet3&98e=x8WNYHi>*2v=|9R}pCCGCMNHshkY^|fJ
zf}tUS6G#*)iH>@}m1XU?BVc&Aw8L?HxU@`SK1$aJlP}SbIE$}n;F_!rt9Ch8q)Ylb
zXB9l%TP!YjKrt8dsRyFf5W1!QG?SeL#B95foT>C(<_p|#s@ugf<SL=!-Co?(NJ9yn
z3q5KjcKWD{3}m4fKBmlbE&C=O6IwB=-NK+g-B{c%fMf2YDY`ZEt*w<gonj7|S7%<J
z@ntx)YsAQnquzk;I-lM(pe7N>=GK_-3-m(PHdl%VT;lNnb;I4az@Me+J*2O=NMwKP
z`b#<G$q#7c`&mi^4@u<o!!XiTKR_IbbXt$I&eIqdwfGzvc*om)UY(xK<BYwfSD-f0
zMjN>735&lwauE(7_I|%M<_HOgG7H22)4DjMDl49DP{)@}7}D*QEJ=BNq~Dd9_T_sq
z;h%jNJ>+7wAyP(+(7^E7pM8oq(4!tGb5sypQyX0uvo3iaI=QblIWyu97^DK$WQ?T8
z|74dlJ$~MVsk!nC^s2Vp=rPs9lGIM(Gi4yX(iVEF7FIPf=IfLWrbkW&ju<<V;y%qG
zeI9pxhOCe-)(%fgbcnfKj+C{X3w}@c7v2Ri6hl1}7P~RDk?4cOfQr&^uy$2ujj7~9
z=yM%@C#4rZZkQj+H-$?PM3SdX%H9p8r!3X=HnIWDwI5)8DC;3?BIMV(w1U~$G!1G8
z5{YLD<6wc%t<;ih5EH(e+gd(4VO$TDq=Y6Iy&1_g?-M${`!WC6?W|8)c}a$-poonP
zUYHX8vwgLx3lp@4A^zz8r8`Mcfveh<Le&U;&?*&MPnE_rc>ztY>cRMGPPVsA*CwAO
zscku_J#~dhE@jjeY)q((PImK0SDv%jRRb|z@vvtd_aV63Okl;&to>(p`o25rSe<_P
zShuSbB0pZ!kbNpvlMJMdnGjk_G2A23JgC3v5>4+US;%>08cgOb=c01?A@aQ^-%WJB
z8;1!EDv>?P8*6fp#mqyEL7|~|W$xbQmgsUo8d1dZLYhF>qI`3JImtQVEU?{kq(`RZ
zU_%`%nt;de{&%`6jW!_6P(_pUo;ia=KggPONZv=OggfUB-On&wj+Axw#Eeg~r3hQJ
zISWGmz#|sAD{XY`_<+tR7L>!Hx4btNb)z?{1riNJSGm((X8~OI_iP8juo;Qm$sd$m
zydjO#{4PD(KCMqQrfPILUEB}nx~*|CFo>QbAEPXL49YBkV`-}l>>lIHPU(E|X$$~K
z3@;|zE?5Q>T4(Y+c|wrRx&We3{Q>fF%eqM{cs83giL7AICz|*|oE0^>`7$7zV6{K%
z9S6lLR9-%^5jeO-(Zc=n=)K;}(bfB-QZ$L6Mg~+g3U@W^08WSOPOpNxao@>PZ~)nB
z9f{BPT|P|}36{$3C!Fyo2cEFXX$ROCav!wNSBMnbpoQnjvxctCMzio~i>}2b#!mfa
ztNhNzY8>ia_cu8BPtt0DAPgj}HYfoq+CNfv(BE>of7{*x`?6Y7hi1xw*}8TNX2`0h
zlIkPBTcDSDi?a-P%c>Z|O<t!>RdcKjae@QmG~uj?Q~4bB7F+|@0>Q*qaA9<+?JU=9
zCB%Mjz-7b)>Bqv{mHhdH1XV$g7Izc>g-S%2l?{$p{Tqw(XG!i?SjkOg!MKQs;U?(^
zn~`Vy!cG?Gm#yhL&J9Nc%wKfP6*BIvYP(W6-Nlg-iAZW@hznoUW$yW^(}PAY`WZ*6
z!tS(lHLLsQ0H1cM<&GNgBC{*iqU&R=wX!-3R^{zy1Th4p5saqhZARmEL;0ptnU<nL
z5q9>c{e8By8;JuMDc>)HhwNlL0;TE-xOayn8p4dL{T^tFqd0Zm$xkF~Zif{EgPb{h
z!<UKlZuCJ9;HyzoGHv1B%@paJGxt1nZN(77QDa@Wh4Y`+$d-y0<W99q-0%|P#MXhd
zw<9b|Vj<#B)ITyeOzytrjkFisl4Ml;H0YgLNkd(#G^T8$*D85(KPF^Cc~31|#V+#w
z2fx(tE<z-E_OPnSPz+f+!z$C{vkt*!vt_jp`DfIZL)^2?{oxS)A}4_oD@}DGp_shS
zg3BGb;MOz<0oJ*VL1m%zp-@_75!Q>!XwO(@am=mR8VJGvD(^d^n%cUxQADsHDpjgT
z4<OP)?*fJ*Mj+BfiV#A8&_fYH0YSPDItZaR=|w=KNe3YW5E8odDoyISoA<oud}oaB
z9pnDG<NmlmGS<#oYtHPQwf9<c&o!U<y!nHK0^dv;T^U(|=-I8Wvo9HS0<~>i{_M2f
z2=?+szOZO}`YzXV5&4FPY6WC5M7S@g!t8g8fqaSo<FNhOTa?|i;4VXY7iBC)eljkV
zCsa0J-_VGH!-TTk8MWGHm+c$<IT=9|7sLo%ha*wKRNj(@>MkZb-zo@+8|Andlf{pV
zp%sM<2Pos`h3FXCi2zCQlxmL>=OO#2R7A7b*&5`^%}9RahG}V7Dr|t`ck{rf!*>23
zgvnKE2(`$DJ?(QHm+_pTX{0={O0)WoQZ=pRFz$ZUa(I-2z{{sjv=6koC%i7NS0W8f
zjFv{?-y`EO;$-Q010PE!`^Gg5Oh1=j^aK4WrsKA02({4cqMO_Mq+iZtKf@aR=@)I!
zJD3gYJw6!>u(`V+)$-3k?|&R$N6eH@Q%~kZD6UYP*m+MtWvx7lY>e}m$ViWO#j}9N
z!iKk=$XFQ{y=VgX8>vpbBBkffJpJbIK7$+D>6XuFykP37D1e1TVS7auczpvxawDOh
z2iN4kwe!#dLVkbBES}2@o5{5dtszc%i~g--7(L3i12{2QGq*SB;w_&?Y6u&$x^<jv
zDF8Vu&P%|Hkk{ZHm_0U{S^l^7e=B|8QEOxx?nOfS@jt5b4fnDt2eB`H_zrviuM?y?
z-P3urkt_M5)I(02c~B91znv)SP|FD<A8*$yufC~9?p0&ZMI_+)`Om|_{_-+h_>Yz)
zyCm(yRXQbyF+v+%?|Lm)DL@3P;7`Ma0!PQs8ACpadE0*UUr<2$Cqg}ZGQL6f+ffo}
zEcmQSJV3@8w=R~9j(<F!b@<IpP0qdK*@XD={wV6Xu{w&>F;tZh9w4H?7%S9>U@W=%
zO*H$?7t0=TZP2zjQjyr|wM}fk-8^p~_)Ssqs<r=^(m<{WezTO4A2wA8mq^OGJ*Glg
z&v2>l&Jz`m3sG5Vr*f-<k7(-Er18@0g(5H(L0#D<%|SP%7n$uWsqICDjy`p699=fY
ziE{N8m10~~p_45mLe~g6`3TZ0+%Z!Yg@Mi7I<tgVjfk3xhMK0}{;D{u_b%K&_sB23
zvM91lYj_&>@<564icAg~mS~;#<r7v*padHudiS$FZiMD-tOBpONUQupeG{3n4t)9)
zd@UjEPK>OWGat-M=LteXrU&iFT@|4ZpCRddQ}AY}nAE==6lW5b1WKhPckLK_bVFOv
z%HcdHlQy;Bv=gvk5i<J6(SD83bY>sw{WeUUUF4g|PhhvFm1H@jT^MY0;H+_<@gWwu
z;7+#9qGuOXw{{B4!+T#l$USxm-ANd3v+!(15(#l#d*nm)52i@vu7k^LhqeWOX%`7_
zeGR%5$T}C=kNjX%gZUBOOfpC7>Wi73p460f&XwCv1BLf0_god(Qs@QN{k<dDb~#Mi
zqNvDr>7WxMlAL$aOwR5%zMSNG#+~?#-!}iw8V8HqDtJgwGo(08@wPd7&95s1Up#MX
z4YSsY>p(%8CGwmL<K3=Rppi(YN4!`Ef>ZA3UePjgmbzulq;Api#Tl(!8IfkB7o5Qq
zv@to=UpP<Fp0XMF)*&Ovlg$Y3yd-02P(?XbF>INV&k<{$EA`2wl4EUfE~h!NyTO8;
z*?-n*B4U0UC+CY8+wFk3u6l&OVGnU?ZKCZ7H5QGeMP74-s-jZ-|Km*##EobP=dbYX
zKDlJ3?C1LQ@XG1nQ>fyt^HM!3ok+_?bAb&gY0&>@fXwq8r~(cv)$@`S5YwxCa_JRN
zLeDE8swC=vH^ly_SNE-*G;i+UpY)0UKs5tT;r~}hfr>zM?(uF8yc1u=ywd^DO2R$f
z7pcEM%e+1Gr=zE~KACWc8wwz?@E><Wv=&98UZaB<dc3wf#Ir#u;T53D!=YzVOh0T!
zWOZ$<EelPI;X}*c{C3qyYWiL)HFwx`m*J~epklrvJFv7NDb=qr8{jLP>&$`rDz{#v
zx;l(Diz^GSfz_%j0_YwJXGA>6)=ODuSQ70AN$m=P7QP#4=T69#TFi3X9A`+0A-7C(
z(O<W$3M2B#H;n{S$g28f&u$=<H5)~Bn!F8dB;{T0-@rMYG-~d!Rwg;rl=OJmWSSB>
zg&a04>nAT?oe<fuW>W^AiBD0oJw7HMlW%w27xte=tJs*FPNv#9t{v-CWl#N>Jyzy!
zk2fdKe`l@T&s~2pCKm=kTc2-rV2tb-LyeZlt+CoP67=-WGAhz78xM1@vILQvOgkgA
z#kEa$Po-Nnb&th77~f(xy=j(yU4q6b&;7jdSPeB^kKSbgE%csW6U2eJHawF_g*pbc
z+O-h3t1Y4}315F<Z{P7qHly?v3-5lJ?-f1H&uJ(w;<vbbL<pj=AtSf4Cg!laLWRld
z_G95_9Cy(ag8qmuBTp%JRdfY@IpL*#B1VM?^9@2`Lz;#tuiqjTEI*@5G67c$fdU1p
zSM*=YUS^ngV+)4@>p&pW<3`N>nnAFw&)b0RsqPS6DXBYBocLn{@qGDi_z%C<J8ATF
zc$`^PD5555eD*S$ZgyWPA?h+f4CB8d?PBI{nDi<*d)cL-nvQPd7vvy`H{ip1haIkn
zhl|J6b?D7odti;s6T8}vmtT8sG$_X}p?4g8s%@$ea!YqcSk^f}n-MSPpqu`6l+49p
zJK@0b(Bt-sX!PDE?a_6fdR&IL)$OiJg}h-Yj-+`fAtgpf;|t1t$SkvbzlN~F$gd04
z8BpZ|A*y$Qd|f)4V?U!*K~WjXw>nuAu3{$LBS?|bqU~c58aqb(Genp-cHTgT*~+iy
z36?GVkt|mU`(5Lp$yYWaB#HyFt|e74s{Eyv2F{YiXl7wq^UAE8&3OK<{UhLC;_vy)
zpq~XT+aBOyDYQJhMQPQ^wATI6nFQ5w*vH|iVi@gSRemA0SLOPL^hKR<<)iY`ESZGI
zGm!}cwR{uxJd`QX>8~muHUwTs4!h||+O$Jk!}g}?b$Nc(6PB9mlAWs^zY3f^y^SJl
z!r%v#jAi4BY;&Cjx?$BXUD|Xb*80;3U99*hKAsX!S(I7bOynWm?&i^f&QCKdADQAf
z1Hs+pQPe6o3G3;rs+A;htO4A8By1vyA@0iF*AgFNlaS~6%|=Cb_{S`_GE`}vkp%q1
zRJr&+aU2G$EZk%aG?hSz+ylVdejN%-g(L~AvE~2?&*i^oAl;@K_$-tBuavow5~#L}
zOh{oN!`6V?)wKr|7gnV8n(S-W?fp0mCb{u${74%uT;*}0v164$(Jun`G?+vkwfbb)
zO!Rqa&uR7@%mROK4W%{pqYC6VL&bh_`KlUzL{f)>$orplP5V9me~{dt$`+b%pgO5%
z>l~rWo~yt1sIqPyi&?m~TupC~5=(k_>$1m1;hN%yJ}9Jhv0e4Jf0T;-U_vi!qy1Kt
zu+7(LtAh-si5aGpXXDaB)qn+7b`s8p1U&HRE{BZSezWU5IvB|`h_%N%?dnOos3IFI
z3)Wv>CnVF?eUKxKI!80N%N^kF``j&>u0;(|Z7P@G{4!X)-xGPbuMnM0AFr^p<_F5i
z^=x`Hynz|N!UbW`Y<n4qy`8tBS30jJ{CiU+W>yjdFB8aQ$a)~(#gOvCm_c?3>etOY
zcxGvM-@)|jF<6v<-(xr$5#E-^h~e_kee+ko^uJOgE;vloIEbc<bXTv0co___*02Cj
zXUzHX|G)WhVLS*LHQv4vk8(khwTG8$a6!;r=HTg9w9m}8_6Fm1w833mIP+(Q0+zMl
zuVvpx2#u%#*1fSoSOLVKUoUfW0li)m=$0%*wY;4L`(<XhqV0Z96g>J=hpCgN$qUa&
zw$l{C6(jj(1y#^SYD3;Vt|YlvQXQHL(~48(oe|hY`Y9&&msVCcO3(rG21FwMCxj8%
zDJc^_5n3cm?uDGKLgV1Lmo;d0xM}N_!e?Q#5LMQ3<M%6DV>1)#BYTNO9Qa~nQE?G%
zNX(U*%HAh=cg>LuQky12Q>L1^OVVPxa9p#a@6~Tx8d~KA61sOtasZN^JzQr2Y8eAH
zY3y~664*S*GWh!PC<#@J92Cv)O>9@izE2OK=c7rkTy>7GP>CSx;e#IeOc`yChK38y
zMyR`n>l1#C@sdS06>CV3xFp9lgufu8n?eCQ<R26>|BYz-zfxkwU@tR!EABHy$S~#=
z0?-aa6I^DgY{%L0D_6%4$LojqV;({zV%~8f^eYfVHRaeJzInQEvb1mZV%;bFB+^LK
zfNAQuV<(FM@Mwy83q9EXqOPRsa-0m*VO@Yc^sax^nL9Xcvh{xe>IT;uTE`Dr$nKQ*
zxp)oMHQN5IOhiuA+`3U`QElOD`~Uq0R82jvh_Y|RPg;Ua_Yn72Z>ZYL3O}ifS9*Uu
zYEL0m$a;Yl*9pLaRGET-?j6Htu2x4$uX=jrK1F|_kfRiY;+pVaz(6nLE?R@ryE)~A
z+)Bs;z@V?ao*;UWo5rfY0}EDkHB{doC|D))ymb^1Vf!BWt>ETj9WBV&V0Y#o9f(Eq
z23B?`UjGt?<VIG~FF_f-FQvoc>pnBNb!D2J*my2|M&+B9r{DSWw$&;mA+FP9htC-0
z+FMgtnqx_X2XqofVm{&^cRFq+Ayf0L@7@I1S{4#`-p<|5<sn^QPTC<#Yn%U0R|(?p
zR4s(tEr4NC&`Rc=@X4UkD$b;%4%M^%K*0@;rp6e~_mVFo1*Bup6Gu3``|HkT9K^=R
z7jO<O2RD<H>nQ-B-D@-!anuB4*DncoL9o-gyBLd3?_pqUe1DL*sjnJIu!`fe8tO6q
z_^j&cI$IdgKHEK(ua)hA&&R#5C(E+3MZo~W*1jA=`D@5s3oPOtHB(NQm6dhyy;@WC
zXQSfY+NdJ36fhXUdE*1%W4M{<;1W2!-TvY<dHr+R+hBE51F9P>le*pcHR+82v3oY7
z1TjMYm}BJ4MG*=t$MCaw_#|foPRvw7v+}+}R*YM01C>-Y1>vLq&$1}dp-SC$qqR~4
zWeiFcEw^fvc;7rm%<W38q;3$KjvdRDy9VzX2NXN^Xu_77(60xWlcxV5nc*8TKURys
zHx4N%J~He8j~KkOnyL+3^dDo4Z0mUbUL{;8ts9Oxn_By&Qb&41WM)k{Vl?X_a(`Pb
z1V=B)1m|HnM(V<;q4*n(zFBs~NP(zU=Ix$~v}6X+0axTGihMQOl1>Cm2uAO3A+owJ
zKyKA^Ke%#-ob;2CMr?A~<8qCCnUhH1RxNhY^~4$s&Zi$k1$iiQlgD6W*5ea#?zbVG
zJvV#{+()Y#=@y1p)w;dCYv-+xK_Zp*dC!?Y)S9ybJSz0nA>)<rY6)MhrvEjDi7OJH
z_cLB(tk4%*2yA?sj=uNqfu}!b9%qUKiyd(^?9=+5we5VsY}@2Di?Z=<60+*WJ_SB=
zZ`Xo-5%1gEw~T=_RjG7}JJg)hl&v2$hVEUjC;;}3%&c=Yp6OL6T@n&ql_+G63DB})
zmtx@fuJ^=bMPV!0j@m8~>CG@)eNVcHe4u&JLq}<1GQDhvstC=RTk91nK?ODQ@S9`N
zJytt)J$C*+*7cL(Rfj;1Gs!s_=fsXUkTkWOv68U?aj*4-MGrNHsd3$H2a-}7W_Feb
zsyby+XJw=f!0<V+X4XyJUcoJ6+-FBTv9)QYp^Ws236?x|Je+57{mpYM7Ar%O4D8j%
z2s^d*B!g6%@Z>j09*~!nUpVhjY~1&sM#AnknO0sy=#YAcJ>uw{g<6SiwK8kk)39YY
zIGd6HF75nSgj^_@?iEdw+I$LsU%=DG&YCaYP);ei7DEQ2n3N89OsQbCXKzM?1Ca|P
z8_sgJoqHwhi+JqsaHnGLi(?&DT((5x3lgke(_rr-_X2m;2g6hP6(J|dd5#YQ1Tp1p
z838fidZ+2xNQ=o<w;`{zAVWpYD3TTJ3$d@2F0lqR%*d+btuTTs9P@jSG#!sq`|@i%
zv%>?@0weDDwks%Zt6}}HT4ME{iDJhz*RB^ltmvvV_fMlfoK42^gEiVzD<f4qGwYsT
zLBty+6I8ujNc$KI8QxM|FZ(boQsb!1pWkQ0TU#$`tF3K%4KPb$|2va}_R`2;?{NyV
ze?*lW4G;3|kawJXGu46d4tDJ(Fgr9!*Qh=dtACH-(kWG0@{<PIGEP>AG%lL8&K+gC
z=Y3oOta1R`MtXnopt@Lnuz)x1xdNR<^|8BW%YXH4%im{Es0HL($q%R&VN2K~(^d@E
z^U~(i*2BR+o2pdrzhurU{PWA7E%+o2sf0u5^R*{_PG>J8%al$BhVe<f3l=|B9m@bX
zy$gVE4VpSbpXC${s*7&O>yH)h^ZOkx9wh;9p@6#&fJ4G;v55ya^v5D3W4K!GU$)cW
z%@U?kF_3sgixZk2zFQkODRT%j4BDI}v1CmpbA)PxtGU`W)hzmEior7*jE@XL)?tIA
z9;^oaB)hVE1>iFZ9J`H2%r7)6ab2@d%9+EVKopnlMx(nJ?`$gRF3h=w4~u8?ZAqNN
zG|SeeNomBS_!LKA{oA<!HuGac`}uHAO1M~sYW&iWjk~W`5+O4J?ZL+B&Acmra|l_i
zU3pVP&7pm!)vrg<S%Jz9(!ieE<IC03<#Aj4E(YP5YaOb-2a*r?4B}mkciMMabBRBr
z#0hOIrY3E$I}4*|M9Vn|mJ86)P-Mp&vBUW)H_ZO!>T2Uh<JW@14iVp(-AXW+NVxp$
zxoG6{sleF8gmT41vWHEmr!_yQ!gsDdf52zB`i!CUwULW#BtrCY4218c&D{Wlv_^zi
z%=yVy1Y2I-Z262_oX{%k`m&*yNHhsje{!)r`rt8{I{jPw+e9ozvpyI;<c>kVuNUzp
zq$@3(($bvM$Eh8ZrL)F6(iMZVGQJFoX;P<bS3x);+wgE7sTX35u{UDuhmGAj28O3^
z$VtQSG<6Aw7M28CI(ps1iWaNBLc=)A=CG(o9iK>(3Uhy}>)<v<=DXaS2ftaqGu0ZR
zh}}|tgNxwL$V`f@4`~s~=uw|G1@W2R(`=<}$Taq3oC$M^a{2X1OE<Zh(Grq+U~x;b
zRud)lYe;*doPO0*4#-G+{9!F)tSz`z+K2uD;hyG#iVIh_&xs={=oCct`=J;yKKc)m
zEDDDl>IO6T7&CY+Z~eo_XAqxDPn}u6T!iyZ3z$B>oQRHhLeHbOm1OQ|N34+>2?3)x
zMQA98xR-U+^wmJd)bCFw$8VK{VgjW+sB_7`cjCqPk%oe8;bJ1j;NLI(yQP`Ur;kGm
z;WLyXeOTKO=ViD3#sNMHtBJ}O9W&qpBhW}xt!n*PYyH-jWbf0A#kTeR1@+j?yFp5U
zAn#lL+BjJuo9q?xCy<iGdfStnq*+T2+J01@BUD|s7!l0r=*@62$x_~g=NRVN!MKLC
zO_~J49xAl7))w6K<k1Sy^bj%A67-<BZP+7Vr$nZ>+gy?|^dy(F*vWO4I4+eZOPkYX
zHN`c*GO}qO0RM54M=%c@cnm`O@a1S(a!cuDfBJDn9b_c`b*@DE&3MhS_u#<&S-qLD
z_Q4Y=L>5ugxtu^Sc@!Wj*qc3ecL^(3h@gQ&st-WIP?!=B9nTBw2mC8S^^YI_1=dCi
A0{{R3

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-151-Google Med-Palm 2 Introduction.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-151-Google Med-Palm 2 Introduction.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..83e208a208736aad22c87ed662e7c0eb8d52fd9f
GIT binary patch
literal 84932
zcmbTeby%BQvpyW$OQCpypv4LlcS50ffda*?1q#L8C50BZ;>9TzJh;0SDDLj=9xQz6
z-ur#edC&Rhe81#Mu8?P*ku|gKnYGr0$C<|!z*7Yoc^Lo_5&(dNcmf{h0a5@=baV`K
zG)xQ(3@j{6Y+NEdTpS!+a>8f$L{t<&YAOm!N*V?ZCK|ez^pup$0xU0Iaq;r<0-1!w
z1i3{yczC)0FhRn?!otPDCBwrb<EEvg<^KQucx(d@U?QWSB%mPC0gwrhPzaD7y8u9h
zo@hvaJplhakdRSO(a<q4v9NIv1l3Og$VezC$fzi2XsD<NY9GXP04f0*AuZQy^k=Fc
zG3XqKxc#DkV$w^Nw-c+4o-ptjJNjc`laP{;Q!u_@VrF6G<>MC+6cUztBP}B<C$FIX
zUPDt$TSwQ#^plzSXA4UwXBSsDcMs36-vR=If<r=MV&mcy5`QEmXJzN)=0Wlc3M(qB
zs%vWN>Ki&bySjUNfA#f`jZaKYP0!5Et*)(aY;JAu?CzbOonKsDUBhl}|Ja2DK>6D&
z#QWcd{SUhc5OyJ>qN1Q;{ILrO*$weRAwWf=<w7TXt%~u{;TavbA10Ax^w08kEP5Wb
z6Jle>QEU<h-c`oaKc@X<+5gQj|Nke;{%zQQ*)<2iML|M14}|~#0$hPfjPxzi@uoQs
zHqMSpoNu-QuD(`J@w3{y3(~ki6J&dqgTWWC9swKit&f1`P)L*8BY@$$tMv-I;Sn&Z
zWb|}g!V?oVe~JMQ#J`WNeFUsKx1KbL(}G9Z9|1A0kAQpICYW02*vq#UoG=5Ur{J9r
zkAOZAFkC?Po&y>Tx_AZNNc)R5NY}+MEm-6c@E>G!ao!d%zem7p1gF@qkAPq(sGB)k
zx!u(h<DMfU7<d6huoDEqLf!5;q7a`)zzF?T9sz4?!zUJP>J<lycJ<5Pj-As-zyro3
z;7l1GPL~KLm5q7??0^s&+JjGt+t$JnglsL_K92yLjNV7UznQAQ^x+7q%truR9$`<H
z7Fwu5m5wXU-=v9uND=y{0`H}PC-veq2=Q&8lP3rfbrLLX8jRFk=au!3fPmgp9C#qo
zBj5`{8WFf-4Hoo|L5T5MV+%n}tI2rj_3V&*4&1Q{3;A!xX2VG_x{PkgKxfL!kAR42
zs+u@<aXD9fEBZ17+xF9E@Ic^w%wMA(w2t4Ua!Uq2Q}~OL;k!Iru|u{<c}HP*j8A}T
zGO#1+sb$fYLGMEv*7xqDkpx^)QRv6W?MO>q{~bOxX)sLRhyb+n5iy)>2=A!P-|NES
z9XDyGOykSb%4Z~cFCrUKfJp8tO0GJ2byKD2ASb{Qao~6$t7N1UO2Y0}UDEWIU*Ckw
zB3pRMMFMGJ!$KCt$T*0ckCTa>%@T+zL`LkXS4@iYEn!s_;JAiz(drzQe6RR!ueGt^
z5LKd`(Jjt7zQXQyO1QMPl25nPtKu(-MMYlo0cbr<UUV-}-9Y;(Lv`XR94*<7l}0RD
zhK-JsXkWl)(?ZyrWWC%Upbc(|R1%kCzr3K+D3Uj19cUC|l9?7~*{?-@&TeKe(#Iar
zkWZa+1BUQbm&l*ucWR<vYo2x?<9_i@A(MZ58vEl`OYx+mXKlEB)X<VpWJ!NZ-e8`=
z1>mKX>@7EOba})1v6=}@4#gEo!W|fim0uB;!8%H=NFXS~sy1a5Z4Q41eF{+YmI{&K
z$ta%(Zp7=r8TM6U@S_HRSI&1}I9-z}ySXnvh?sTv%zSGBgga_=_{>+HsYGfzWi7o%
z*nLgv5n%s^Fcwad-s0&#`v^EOvilQuv3Ptc>P#!uG~*w72N^oy0Q}4B#Jiu50K3X5
z(ly_f<#Q4FM}YsIdvkyU-YRq%oIMaX>lwXAz$x)Y_S@=5Kt_Gg6cFAlXz}h5@Fb@Q
zes9fk2Hm7umQSy@TL)A0(JZg?%`Q`TlOuvy$?8SxI(ZrUy~}pJ=$m9yRz&EU0^r~P
z_wQwOemK2F?O%8z4)D)PquOicN(;Oiwyr*n|7?$s6*8H{@J`OfbbaBnsm!6JL><9j
zbV`ugZN46+*?<BU<0$@Eo46y;>+c&_<^m$QHyqm_7%q^j$ha|^dWF1v6iW?+qa<H7
zGs)m*v0AB0i?2rG{wk)^x33rTbo8+rb{QszS;<bAj<eh5lI&j}9?{)N7kL4cH-XAx
zMVu~;+EaW+td3(3`26*-)>FEESO0yT1ahrH`H#qD_qZ+y$bcds<KK`Y6@!oJUO4$v
zfWYER0q{I34YPgSLh$o#y144F!dCV1*K?hD74Z!6dL2?OvMn_A^vv}wR98Xqq@2|a
z3yM**r?AQON5H?PXK*fJPEM~M-{ONeauAT<a2purlP7fd7MF<9j<Nt`xE%4WTS{}0
zg2^Wm0Vt$KQLQ^-e?t%v0y9OuGH#yyeW%CO9RFC8Y{8DvNyEJt0uPq&<NjdZ-vWkj
zpCIt~j|7h`=6mLb19lb3za%f;{&PRmJx43`He9Oph6RCn1cu%+(qvhu2O{FznHdp=
z;s`)HhAX^A1eO}OWB)H?Z2b!un;ro~#$ml>I@f=}F!(9x-wGlK|AOJ;zfrgph3H4F
z%M9QDq6=C#>H_{5fj^*VFPKea;EJbwhcNcfx4?T8gc%WIf0zXz%=(*I#57u{s`T{7
z*|cqh-oZu})c=(sT7wO$5kvgt9r(0il}m=j0Qv3FBVg6#UaI##2%+>JtV6Kd`wKPC
z|3&B^!`#3YpEd%UKE)T^N1*f{1YdVPh8bia5|A+XZ-^FE4b_r}l|>{poXR!)2MiTB
zQu`yIX9qEsvk1Wc3PIe5$Rz779jc)mK?RH8j>EsS{-e)di7ggRYS+d2$Jjp^j6k0Q
z4HY{j5aNPhSi460fYJIl79;dK{1@W?h1D({Yq2(@1dES=zd1@_z~%qU)CSP1>pjAi
zKM{k(P=ZK=i}op>=a}oXk6IBIr2hK_;7Ow|En=p2BH~B$Pm-;ZAzDzcb4)wF=lG9|
zjmRK&U7-KU3uvKS(w*`DH?p{6@IP`9`RZ?l{<qwhh{2&O{x{{nRsY|Vlxk~XK`cvu
zS&d-$A6EZ|arW+mg4i6CkiR{{^neSzVMM^-Kc0E|2>6Zg(?4c^V3mWzZpXHOEQ`<{
z&JfOVgOBMMJFgJo;^}P+3kPE8oA;iCk%3@~E+FhCt)K3`ONV@V24l+ai&s&;1Mcd?
zDu=177cJm?Ct|h1)oeZQs{~lc@7{dRSo-kvJwROFw?03@ec3*q-@R-3xj4-eQhipZ
zA?v^50{@<4_`g?21>#Km!s5+qNp`$e(t*n#Wb9MCw}8F1wUAYP+TL8f{M>w2PpaNO
zcV+wmp}$HhgoDigI0*Dl;>Hi<l701%k+cBrIQSDa|9zOe|8tmN*|7XAVCA_;6e6$@
zx%<OExm)%hz5bC<N>5}Q`Qggf95IH7NC*Cp@kG=R_<z?BE?vfnL{1n8hITLm@c(4^
zUn-X}VC$=G<C|}}B4A6L?(b6XuPFQ<is)-2B-<k-Tl^*YKRr49r+WF9<Q}!rA?o4Z
z2d#*y{pLRdy#bDp&;~xi{;RH`WN}cO`=cWMKPrM?X#a|h$x~AJ*KNeC{cG+x0@TYD
z=R7bfg_jW(B>{Lx{2v};hzQ(+g(2|g4`BQWm5nwClH%MAf~|1uDRhm7a(@Fn|Ce`i
z5MVHWivRC2%ca){TxeACuEhAL^i6zPl*IqI?u;LiL4ehUD2M-^(dW0`vV<s0Nlc!;
z{N8UcFuKS<mz)36_dgi7Rq}AXlo!uSkpSx56P+qot{tN<8SN)#ST#hwbJw`fiNd50
z_xlELF}WGlegsrT-Nz0}!8<CzJNfyU_!6hf_p!r-kANB0{YQW_pSJ|t;Uj<w5fGxM
zoDcq`trzNAU3AG>ADH)*iAJZ=v#RA11hI9Qdn|*o?THFmW-=4nuw9vvQ_*za)V!E8
zs5+@?v@BNqK3LUgvFZV_xytIQ$Hh@bJk?m$%Q>WoEhXaVdJhda{8pbYS}6Svu)f%!
zHQdt>G<ldnNpwml(hy<S!9H`9q0Y!#v~-J}(|OHsO-T9jGq;jwOUOyBEQRQ^ebUk5
z64qD;+_s+Qg0I$FC)|o6(8E^J7;;7iDSkD!v_-%Zok7ha_?HfkfHDxFrxx*=jq!Px
z16#Kb5%3eB*Yrmuk;<C`x#NtEJkjxa<E?BZon{riNoNro9JRzQ&rfN^F}#+omKj@-
zqeN&(^si$amie}QnPEXTRxjrLd<qw+B^tz)YF7y_fyWfhC);a&?|26dzH+!8+h*^>
z`RdnOQFpH!?B-~VV2S<hVKf7J<#5JFfax_*A^!Pi$NnO<>!~!YJ@?Y0^$4(z5sk7<
zNdqQ(P{J1<wAWcMS^ZPWMjLjs6s80eze_PRmuZUDucACIjHOXO2lE#?9Ihgy>xL_y
zWbf--w{V_nHU%!|H<3X6&?;^|W8|TkJ1?d~WUJm8?o}LFN}XKGjl2T|SBHss1hHe+
zrmn-0t8K-MI!W$qieK8<shGU<XC7{uB!95tk%EDX_F~w4k|iOjb!`t;BfO7*pgG&P
z_j_8SSm^kPq`$2+oExcaJWoAq!M`rpAQa|)lP0R<cfwhP7vunko9O`HQ$>@)rTp=O
z;}SC@hQM8UAj^tBCe3v9Uh-C$8zjst0<OCbplW7|MQNMbC>yUW7h;@EVLC4et(fSq
zVT~&+khI7tjwJ9_wS;iN1m0jQnu6~5bc`qzDb_$ZFbDA((~Jk~M*32i%<_X_gr(Rl
z#$_J3!)|p(nN+z<-!n@UV(&iR{0KmI1fQfDUX4^CU6elp_9w#D2fl+mR*&&pAL>nR
zr`3GvKBMH;q=Qy)6vSy@KDV6^IBV5s&Jyv&yQD!##Ko)(r#Dr${4vo-(9fTjMu6q~
zJFS4tFW3BMCcymCAMVhOYa`ztL^@g2C=efC8Hi5etxH@~zh}*0ZfUrC*z5hV@2M4F
zYe!4L+#L8~bIKU&mh%x%+AOl#8<gD;&2b+Prd-LO*9D4HKJbydyu5vHw|b0XNzO&$
zw;bU7-5)X?YZ#Kt7!VjwoR_+zMl_c#8jC3Ybk$>3D}>925MOROH&9MT@Xa!$x_c=*
zTooi<M>IZve|0-OC_KwQ*EG6EGWJQo0RC(`ANpy!i3-|pHenjDbhC9X(00Qr)_Ciy
z@mr;IkHC1ii$b5`8_wC<7JCKK!8(Tc{X|uq8W9)a)miHFjz_T>)!hN-66rz3J>;BH
zOF9d7-jz-k?>bBqoEm@kYdJ_^Cb7d8?-a*&+=b;rv1S+Vc$mZ|)e&Q=j4uim2I(j#
z&#e_8k<AdFxhac2j?4%yXcUuEASMaFXa=o;0-ALFfdtx&CF6Ll*0p5!_=aMU(&p}A
zs|*6~z@K-Vy7?+`Lk<I1d<0~Ks5g1wJ5V~UnmV5@zT(-tfom|qTmv3{cf<C#qi;3W
zPYND(hE!X!f9B17E>hr>dj5WtvnuGd3kkt_#e3T5)1A(!&irE?7}S02-h6eKyz9h@
zOZt<SAoewZ-=<Pzx^c#qrz>6kG2uNcKmR!upX!_r@k;cDAluhC^=ml>f2{U(;?#nc
z!0*NB;b#%`Ic%Co*0#kP&h<43B(luy6XCB8FE=#2HEpzKA|tcXrC+e%+A`CnvN%ZK
zcE4bKt7iO#JXC_E%Sl!N@K$Y9)-yUx&cZ@uL@>yc#X(MZ<ejR5G)*RQsIDY45_4AQ
zThy$CP)Wj=gis_rOB<mEb=L1ARjSfxXhf<Ke_mWHUTW%JGNUCRs*0g0!3qhq3B+WS
zlVR>>liZ#}VN++sF75QYnnxVuKPc1Vb;%;#3rvHzlQ-g_PA1}qwG>&Nlly*y@97$T
zmUB8FM6rG&0u!Tucgb|4k|v77)is=m!$##)&{fcVZJ(Qyn?ozjPLrF19IC&T%rfys
z|6DmQ6b~Ru;hy&-?$$3J+Iyt+us2-t{1I@81HZl~-rI$o{1{%tb_V;VD62GUDlACJ
zD_AfSTs#5}))7_VIbu0kR-AFm%F6tZ3f@S!1YQxxA~KM)G{6%B5$PN0uta#fmeDOs
z(HiYk%i^Crwfx`ml(Yr`SDSh_uli}XWw12{?+TX$(Vl4y8N_cXfasFgg1iP`mX5|u
zbW;5}h!y}r8Wdy~War`UIfS4=0w9H68Vpj=6eSAL+mKRLxepdO+UqhNlmQy5G4eZH
zhPj#Un)4keR8s1npX3tW#8f>3cqu*~7~P$D(j4E6zR2?Dax?=6dgBqHKQD14N#2t_
z|1cI`Lzr<sX7&h3u(;fS$1{b9)4$Fc*w|HTcgmM+(OvBM;Xetkw@m}Bn8)fv!kQd!
z%VK&JJ${zCE{cxvn>X7X%lU|rW|lhQyhb%X+A*!=>hZcu?&C1`pwd;>CCO`Ts5`ek
zK4KJiSok%hsNkc0$rtScW@uvRc=E*+qR3F|<i?PSMqG~{L^4aS7d)r*didT8sY`0I
z`Jq)9^5R0q_FYi(yP!^8+}m#h9y|khH3t~d19FS;vYywR=vG>qu~ZoEDv}lDku)@K
z=3aRT+^m(00#|WDj05eDQC~%x+9E#!8jlUw5ev$y)+h6PEvclx;Vi*7A-5wFCeNv<
z>7TPqZtsr&&Mxuh8#SJsSDmnXL-OrVT4O+<T00o#^d_7NB!??|-(*mm(5g?ZvZ?B>
z-aU2uJ9bwq28%*c;mFo!e^As1vaf3%Jl7+TzQ*)?%~qb}5iqr@ZX*;#$~vYR)wt(6
z2knxhLl@#h?gwo~BqN-%b7mEtxQ1IxTBbLv+lv{aA$jCh%S5#w;)O*o)LbtY<ubH&
zAE1<{Z&7YJ72S(kDQEUpqz16z<R`yeFizPJp9=BdyQZEzRaiu1JbV!yV{%MMD$hu(
z&ZJ8gWrm5A3>`c#yYBka)jk!2BH$%7BSqEPyF5QD$GGITrk;}Ea5S5KiwzEN$?)hF
z*&?t1N#JJdap<7c>@w`v?Ryy=e8&0nV!LOP?;#7*B>b)CXODpE<3|8gHzA#}qOk@M
z)i&)!-`4wM1QtLv(vDsWh(%$+p<QY5wob{G`-WjS1od4Gv=B=*ttxtKU{yZLo@TPx
zpb=ld;z6Q-e!NNE80^rZB4zi=;RbhF^mZznKG3T``?h>gT+H&$F`_-{u4z&L-FRo}
zPSY1sa{sDq(nZN3ck<(>z=16~(>X=Tb&ztkd5`dZ=i0B8v8Ju)_LsB_Cp<$KWqf1q
z2G2WN@utoYtNpQ~@!!V1-!X@G*gEHXv})4n8z-&v&bI7F>51^Zi6`y&>@BlKByGv!
z7EQS-D)(mXwvyyjX7t6}{8EovhM+gHfvI+qH|WGP`>{r%T7Fm~_Jyhp8AmR=wOt<g
z`QlEm<|XLAdzI}>iojTp`vsOrCbiyubJ{Gjj`uB80R>2g-3ce0>`^!gwu-6lyMgh&
zh1M{C&rxTVDR>Y(tMfIGc7o=(ceWFf)>`-u-b;f#p5eQQu?^dZek}YvZA>LeP9OgS
z2RHlc1@!I7c6Smr7v(`>v@`31AaLs2?K44Tib1_W%kbv|Mp&@2vI*-)Ksn#DM*wF+
zHWv@LDy<cJlP?3!{cFdHzAS~Mu8v4RckMCVNBETZ@w(wOU(~lI(?CU6z2`lY2hWv#
zdZqLqhC<ei&=syp)KXG-I*FdgMO`I86E-`^1?`UMhn&IqyYQEhI#pIPRSzHJ&n(7j
zNTl2D!o9XdDdxt!KSE)wuA|j=q*m%@&DCS~;h<U2YPWv#_&w*E$D4iN)r&%5vAT!x
z+B&lK;s~RjhMri0QN96fmm+6W+KCT0(~J6)8Ks}&*Q$jrGy~i|AH&l2BAB{8-Gzme
zBuCNhctrxKU6+sF+zhSGY-jdXdl-c_(KyFk-|7vx<?sf0_k<VCx89$}5uBCXM_Hz{
zC9`i{RZ{0<SOgL!USnBqnkFd!3M#u43-Ge7%{G*RbbAz&nbd!N!(*8B4EIaar5jgd
zQMy26P&yk6JBRCda%1RJ?{DSsZ+4mno%Hnimw9W=ZapmoHg-xjYLmXh1v9dgY8HSa
zf;M!b9&ot5vW!#gGT%mkLOJSFSyYOlDFNkm7K@pjoL4#Yyj4|5<U~Ip(Mt5m02`vb
zm@n8ogG5g(bsR{d)`-;Hh=@N<%&8ADB7LA@7Guuxf0Ol9`o*iPP!>!)Ms_AofF#S0
z0v0ai_2<%vzf9`l)XU{Vk>nIu<Z`-E7XXlV#8D=S)j_J#AzPATp`UqIEOl83S+}aI
z?)a1Z^ZWQxFwwr0?svF;KJOVq=N6tO;i#?n8a*nRAsQoWhkGxS_%7f@;-=K0p67H&
zx1tnd<^76tx7!?X7ngQVn4jMq)X?B(K>eX1MTweX`u5wLY;i>(%f9g2nrFO@1-SUR
zA1fTKrhIAU7%D}BGpU=j68e8Q84h7L7APO|SBuMQ=gF|JY7!HyHBRNdltR=EDx2~{
zJ_WH37wS%f!r!|y)yxw7!W89LEHGItSiHuNI&+Cs<<N+z<NV{skk)gVJXOa+CB$Tj
zR+S9nR@JzhukXFS!Y9o&BM=`R0c}OX4How=_{3=-OiOv=vBw%QwNJ;?k`+*WKzD+F
z)`b(G12!gjXlN+N9C*W&9P|)iia60xRh6Lrx(>ZzYC$Y?$~30op_Z_3K6`gwy+&s$
z-inWa4@J-iqRG>zl#_4Xes_kr@cPGL&ytsSq-K40DIhW~pd-tCAId`XK2tM<T>c9&
z4N)ko1WOV>k~<_n6WjeyLPxSP>P$vk4!+Fi9e5?$CuDBd5Gq`LtNDR)I^Uf~DoO^8
zuV`XCGS`OEUvkFmON<WE!C=634;Xzh;TxnhFNXw9aS|BI*ToHd!NM<J_^WVSg=U|s
z>~MkP@OZwzNn<VP@`l&|uQUk@WL_o1lyS@j@`!S@n!AMJ!kD_;9OPV}O#KnYfyB{o
z9GDL>BgL%P-ob<*djtjJE^Inir9{;58#OD;v*x9|p(^7;D%CaJPZe*s_Eu$Mfs01!
zaALH>fyD(9le0+wW+q+OrxJ^)7Bz{t%tFr3{qCh5zr)PDymCn~9fbir$u(6Yea1iC
zSiHX<<LiYz<!H*hj_48zd;>o8@nM_v=2@9}X%krq{e<G(ApqhHf+7+ZuDkAdr>0`b
z{ujPJ^4c2PLN7uwtJu@wDARN^DH;om#Sj&&%luZ>k(DAA%?#Gbmb7N2R$})P1~VKt
zlB@Mix#@y?wn09&yZv7|ZP8{-NSKtI1w#A!2WJb*3#8Elzj|Z5G$0L%B4BnQM<Jm-
zOOl4liUcgRO3z;@3au&9lWVCWj2%y9#n|SWWJr6ck%Qiqo9oq$Ge(#7-VIzpGuF+T
zn?p=(4g8P9>Y=&fl<vxFI9O6bdgy}sHHy*gG|njdx{~rQmO6UhrKB>-d-V<`a&FeE
zrf#Pu$I9Bw9Y#I4sXSn6ReCGH<g<2!$tSC(8a+@me^<yo-xS&aV0fOj;&nqnVO2kJ
zb;O6S>b`YRJJdNByZD~&&M!Lbn@qK^44I!Cu23cO0ps1nJ(b2ww_js}J=LqU#ten(
zYg<lg3e59%vo~ZxmJ(Ru*&Om1@yElyljqa-^ta99iDxh3ZUfkLhc2nc1W(>mKS_ZI
zvDG>@%vzj8U4%VsH?$=^D4{D+;rF3+r5~+;Stq`>wb0f9Uc`HLPSTh>u)<*GYaYtV
zVfoI7NJP!4O_5LwjH^hi!>JH>X*+1;t<tMK@M4u8c!h5Y+ObS<C{pDkD^^a7buyr<
ze={duD!Bfs#Up2T;Fr)YWue&NZ_bwv&nSGZv|&aicJ3l?S|^+IK0)MS=;Zpx(DgqF
zXLN?{Tr9pgmK!f-uf_wazpqZpv#B9Fr;HvTTz&;`ZX3?uH|Xtn;9E=4n1+%_8lyAo
ze!gmSVThi&$PYJN{BcTbAsN4R$?9z|8BSu6J^Kok#!o^JV8VX;K`S7Q+j`wux)~+(
z;NFSxIQU-OIib9%$nwdVFiYP{`P*qm9~->FZd-AS6AIa36#87@<YrGw7}?o)tB$35
z!q6K2Wi)q`zJr>MrB;JW$Dox1gEE9Bn?Nb_YHgWLNRO(01K3e2qPy@C{5kl|5jR5^
zWUY1eUE*09)PSKhvSPmHisFFHe65ivC8EfKa83I5c9Kf3eQb_-g4e3t#Y|c4y{&Bd
z1>eA;PM;-l2>$c47?xjl=ewHD5x$63Mp8soEB(o-;6kJrCZB@Et|}!IclG$4>)9@1
z7jS00NzV(SK-VH;3_<H1pnC*FtsCa9LPK5}YjBtRrosey_+~X7LV2N2J1gW+wM6Xc
z&Dz!Boz&S6u`r6x31_`QlJ&uwl)-S5XVU3n!H2L(onDPXA=Xt3P0zbnv17FnUVO4P
zTizS#giIMHvel?MDDTuEpOwhO$xwmuv<eUB>@xWWdCDH2TjTNzAjN<cYe^^BGTalY
z(xp`mlkK`SE6JZ}$@^aYo3^FTUIp+Ssr?diNR$x7D5%jnrCMCIGnCOTP7v1VY0ZNu
zRu(-z*iZ&*-4z}0c_r^Zng7vW!A48Q+9^aF#dlL5cgP?EL0MiZ)ip2)?a^9HUt~fp
zp^79m98KwPo4P*b{VEp`mB<}2X3<?ozw~SYjIU~Fa>~{w@NPlhJyxYA!a9#mXD!4}
zJB$(;0un#472Hj})maPOdLd6FEZE70>yN0xN?!sy+=?vf(PM=^jhB8xEdD+u)y+8d
zbjBcw@r0%<ESq^(hbkQ2`>b4#9B(&PDF#-YqdJO?qIPxJe#mq&bQcrqc6g)4Y{nvt
z?aP9hgW@?x&@CKG1n5*k)B%~Oe^NXzJJTsP^Rb#icQ(;88H+>*E@|{otdH`F@={M#
zr5TmJb?0P-0+=&Z-+q)~&dq9LWMrpZQT>QXRB7CBj0fYeQAYAWoX?n7G9i^Ge7|Le
zS0}F8Fj!G6kQ_&oxc%}Was<D=nJzL~p5N8APK?QXD)Eypn9{r=|7tzsgVk93YBulQ
z`&mlC<Rf-Tk@(^!t{h2zy<KBR;i~%RsA)1_uK01M?)!YTb$M;4CDESF-T8CkE#2BM
z7cpfsLVdw7&`bHV%zHEe#Z#H0JOv7z5acIstsNsSF+z84m#FUxDaalSORsso)mQ1W
zd#?s8-qwV-JGwiIeZ?P+)~}e_4)#{{Dvi^5DrE;`!S$GXg051)v{V+YlLBxuwDFZ!
zy5svfFS#dv>N<h`UCU?nMw6=g_pTx7<WaUxc16m77*(QWM%Rkw@(lE%*r#w#+i&N0
z6Y%GbRd0`~3n{A@rRa^=R@B?^%UGh1Ql=VVB`%Avo)d5L-<D&edz2_@yC^9+S(x({
zJX}gu`HHdqzAaK%#M@M(ynfatfV}piZ<}~a;H&lEW$B&XxQmsb&e1_By~=T%2v|J6
z&FI-yI-c9g&YATm!@^iruKeVxss~cl$<&gxobeB)agq|Z>62#r9m12P%lsYQTyxl^
zD=K+19#>FZUi0QiQeBq04RNyZtjX#DJvRRiQgFt{P7~A<kBf^^M1KJ3STQe;hjAhn
zokISbm>|@rK15F4?@uDb@-13kRKy(huc2~CSQxYNRNaQ|iW-B~;!@y^kTXk$T=E{y
zg6%0NrwuXb&yCrwwB*K*S<8ElM3vPE#zG=QsXms6+uy2F$Z*HCf74S|GB1$s$tqCV
z{M_xXDUFU~&S8DGGJ+?i$*!<oFfnI%Nl)aUz``P{AR)r5rZxs3%KNT1B7#rFoavmE
zBNe3Jo)?Lz$a;b~Ti55|sBHXI$Kdsu2Wc}cY0$Txyj5l8syRm&zHCNYT0|iKAL=o`
z|51;9cY)U2BM!&@dmj#AiT<13vB)^rT;f6=lZp3*tb7G=e@d_@RW;_k(C^rzWPOpy
zImpRbxyS|d<gbu(HF7jcl<;L6run>Vga_S}cud6N+?Zyto8y09y9$GX44>E$?kn>3
zAC9x*C)sajn|#lR0$Uz^8e2K74KA&oua5QxLDuG$h)m!KdvecZKgLE1UtE^djMG<-
z7vJOk6pF}Gnx0k=|GYN*dlr69nSbxYrfb2@yJHeK#TePCV)SB(M$iJ#Zr2H!=IdjP
zXnwNyK9M8u1;pahM~DZZo-R(_O=__Ms>e=|--z?D;pH|(PpeIqenD-F?04W2sx{HY
zcC!Vnw<~Z?2-DciDd2WGL7B0+LA&-DLy%L9C%$go!N=gA3buomo>M`mx-QryF567k
z92lT9mn&bolcjPOyura7RRbm#n&)4{tIrQeO5EJ2;zKL_=iiwy&Rj!3RgS+DMO$6I
zD2v^D_QJ@`&iV?uKxR8JL@fu3Wz@H)eQFfgBn7r%pUQAf-1O^YnS1ZW38OfrlI={?
zBotXL?ry(<8#)~uz@tw24qQkH25aaRSneV&sES4tt~<qrYqU!zX`ARb9m3%lt?Ta&
zeH1(U-#0k+9s9QOY?0eean&sHN2yOt5-Rd*Z#CC;1F>z{89j{4?=)If*;|l+8l}(S
z1ia5~tjs+a(z3OORCZOFmrce3S#e}Zl6vTgqjfxJHjG>RVBpgi-52{2;zu&oY1xke
zS?t`3b`=O%q5ovNBP=QLP&k!qS2MtaGw?^0?Z9PeL}?X1=Bzwvko8Z(9xld<P6n?8
z&{!dttAif-baw~4c(X{_i)^UAm8XKX-cAWkL+w0+mP+}F3}!Eb$;31;*PCs`+3P)g
zxmng>K$==crGC$n6XjmA*2mRL);U1{oNVj(+bjG$^fxS)AM(?(V@`-{PTzY(iT2k!
z6?*a6`@$Fn@!dYwnUF@8!wt7F_w3GOt7m8h(NnZoZgwr%nbw#0mf?tIg{nK3u6Md!
z7}nc2#w}hGrPXqFIW_f3zk}^1TVCIq<QF=2JLbL(U4DftZrf9-SU*zcvRPc{^XobZ
z&Lc%G@+lnLkW|R+?ZDR22+YDh?Xy<3KKvAVM4lJN6+^k+*WQMjjwR+^*lO;UWPENj
zn&iLn>y<cUEU+<I7SJ&Guw7o;s~CRYf;is%0)@R37hZH>g<VTSpIga1tt#;VAcflC
z$_pO1?MhUpn+B+UB?<5IOBbTQeJ{q(f164O%UJTVhs`^Du@3@W^f!u0b-%#J)HB-S
zVo+1|m(jOb$%ymShGLy82UVvTb<Np?2VrW`R;RfK9aFWQP^P++Hm<>2Nt2$W5HJ_?
zNpgkbBI&A+o%!H{p1rQ6cx7{Lx8pp3|K(nWTDFoucHnxmI<epyXZo!84*E6OFpJs%
zsO`U!abpg`1w94-fIhFRlc{m#WYte1Fm_KNgP+p3QnA@ick8xf*pJQ|=3a0`wCCI?
zW8`@hZ0|Wg7*>nX9m6OPi(><;w`g<y4rFk_-sDyY{V8#u;pf_41r*&|9y+K6+faz^
z#p1JdzV0GcgFaTz5FR>s)3ga`NE7Ya%!H+<O=bQ1@Har`DP?F*HqGs%g59!`=izmR
zm`-BAQqLiFH$T!7@padaI%BkvGBS7la(ovYkdyRY^@!XPcyT4m#%rg*-qD7ro~EL%
zR{ZKTLJR7n$u-oN=g;FF$lmv-r|(Xy5R=<FIt+g&K9ksyRn-#)hj2JAWOM6xty^Kh
zkL@i>qjE#42gvN+M9&S_M>l>OMm;xB3FF0Ns%vVMsjQCujm+jwRC>vTf)knP2)@0H
zN&U%2#hr^C-8l1$LIWCnnZnFVW-4#1%=qPuPUyfZ+{v)J=<}^?fGCBHZST<srCA_b
zRa&rE2%pJn)K}UQXwc>~9}$ilt2qbPX74n0*Cpr+lmiyAhFD%dGf2t*ia28Iri~z@
z#xW_Ns@pYS)emX3baziy>(&Sm?91;}uZ7v2vfFJK&}*ldcCBIkcz6Uz_&fsAJTKmA
zbbISZ?$Vet8YsWU$o1OpSPsD|dZ|lN&P<wVykrL2m;EW;I#j8)HG1UMVA#F{#JBCO
z(H$P4NPJgbGs$~Xe3V7l&K>6>)?WOJGW)4#<YWQv&qVZ!7~xg65*5J|#bgg#Zvk%;
zuVH#q^|!5v?L_m81{L$Sk+P!rx+h>VcS{id-dRa}?>z68BVC<_AO<u+nX3tzC(5X!
zrRelUpi3C9m4|nP<ZRQtVz|@uD5EPCNs+JmW<`)$#3|EUeA86~)j}z4@+^UamAf#=
z_Bs955sR&6@9(-Cx*E~ft0n3kx6x&jHunYP^>Q}-`+GSq#4$3K3iR|uac3+!?@*L@
zh|XBJByj0siD`+(C9vd#$Htub7+;WOg^%vPmjALV$MX45q9a^Y8ksPZITJNEXOM^i
zc}!LM74B#<b0%`iT$<9MMAD+Sz<Ytju7^`Q#5V7;V)6vc|EPf~rqq=@hcn8cAZlx}
z&s{`AiPIop3smRb%~VlKelG|L@U(^I=9T0rL4K`je?OJ;M5n?Z`8vJKcd**(5fDdT
zzo~i6#v&F)IeKW)JjHI4Cm5*{P4;!B487S2PM}0U=9j%qb=?Y^j@zT)yNdN3Re9D;
zmyRxc_jP$+*VE@Z_?Uyf*8k{A*5peO+q3)q6g)=xx*-An5|5%D*`J_5-dC^Y6rhs}
zVBK7sRS`T9&GhR&yr-<}t9Cz--*JInr}OL|>Lt9=mol-laB&=0uD4(?UqBM`5c>km
zm2ttWR+O&$vc;Gn7es{|jR4p-*Qun+2vOlUjTB*SIo6qKipX7}OEKe4m1vo4CpP63
zs_0BJlp03~O4lOI#Dr^2Uzg(6&y`L!+G!53SKCx4vKOToJy%*%T|E67P4&SsJTnE9
zz6K!d#S`hKt6PnOab&tg;}_r%zu_HFMzgzmHkwM3ZIo}IaJ9ZxdGfVhbxDPQvmIu)
z)0&pq!mah^$^cs&ls1*N4X^d3Mlq`{3iH52<2!Y0R05)>`9oq7D@dv^$IpXB?TtJh
z4t=#Pi(|NO^GhfQR{qJ|#hpXK%x@JlsEjQ&Y8n*bKJMSWu0c^cs&I8QWVye08VgyP
z7I}Eqb*mLZs9i#KtTE93ikxla)*sYUXG91?r(F}VV1KQM6EU=cf2n7$jsM$3JgX8;
zqGMPag1SfkG4KVqfUOJ{Y(p#GD)voH`Fy#N@Vi55A5yf|ANNHN3>iV|AtIJmSH03+
zDvO36I?8&b5Jui9UBjgM{yFW=vqI(}l@A!M*L>*FYdCnC=26P&pVHpfCemPQKdEb{
zIh`wSa<dcb@v~t-N}`LuUvOO@wE$iBm728GB(kqrX(83TSuzb8l{Fe`Su3S;-n(Ni
z!GFR#QBYr7u*a(ClN#gRpxk;nq%bteyI#2KKSGI77v%(Y26Sb#nN^tpUji>LGHy}h
z_Fa*eq~S~=TKkA2_Y9Surr(3}gvs2U(h5y<SJp$)HRWZW-s;V?`vvGHFhQth&eip5
z_D$SK=V*EtpXE!g&!cXo;g%+xrJc&+YDaInphB!8v5x1HJ5ss|7)NTxUv9QG*rL3}
zH2UQTCS>b{U}&=ELcKD68nembs7k6SupQ(U2`y9ZjOg9y##dQUD0iDmQ?f<6Q~6P@
z&rFlBWu8i3RrB@LOumi2F=s=1uIjXa)Vsb^e_2|@N0hYkKJJrhKX%^*HH+7{tb&ge
zA(C=VHt!c*-Pa19$x=vDiM*T&k|HChUvr7FGjsT8dZ7yTyMOjj$G(r^9p8Hb^Naf@
z5uK1xGPj}qrJ-JA6ALT@ODW2Rm!>5>qtZl}x8N%WME{vbK6pk`<$;)($ae^IroxAR
zhu!xG$jZw4B8Jin{*TR4y6JgeM5kno*P78CngMtx4;n&Jifo!zu>bZ@MR$^%TcbcT
zOE*c{GTc;-RU<z@Av<}Lo}3U#%}=%D?N`1m8E%sittxkX#h?yD(pZD$w}wk^3`l|8
zlK5ng0E-Z^TWGUAHOk4#DSilD=%+`3WG%JN05y8|fl8~&P;>GS57a%0JH_UutA2mb
zm*>E`s1yBPKC@QXXElLUw7-uG#!E_heOMr=h5N$U$KNl{>Q-g%n47#ZN}Q-^C$ej5
zxw35n`P%yKho>6EbngYyyfQ9}HaicWA`ZWhMIX2fdDd+{^l{G8+ZrX%Touzark!1@
z4(v6=8ZGrXZX6gASbk?mMQECEO<7wAg{;d5#8|(2m@x5*GI|Z0n*PSCBdW9}XzYFS
zsa8(*)A6mAY>en$tg5p0u`kt*{Z6tXEa8EN_PNcwOQ9q2>JHd)*SJ-3&MB6B$P<PS
z?o1<IS_Y>~-B=d3yaUJt^hPh9HkY^C?XdN|pd&+eF`3?17t)hT#8R3}tVtZW@8972
zy~eQOe5<)3T%63H`XkTDUtAKbI~<@kw3rin96b!vU>>uPIk&~(0k&a>=}lbZVor`3
zVT*-zf=P~6LQFhR3(@%%hu9z~YsW_w38VCGW@2pZoMwSjoaK5S4mUS0#V3;u<(~*}
z-CHKtY_qltoG9gZLW1GUea>XOJ*#(g_Fwl6T?(v(6H4cg80lyn=?#f|iScJQY9kEd
zbp?*lt#ZbiL~LF<7=#5R%)+(I*84$+PbM7uJ&7rtUlpZK`&<jn3o(?{Mc&SSD<B{E
z@BuoZ)gaA_===s;RT5k^zTTGUz3UeQMoAgECzA)tCk!S`foPLYQ&&)dT@e$3zYxx#
zTmHs3uY$jq+u!i|8Onx82LGn^>0$H^*Ber{s*o=D4Qo}cQS{If&5vUe`0E-I+~{ck
zr1gwmP@2>96kKT(C4h#SZCadWCj@a&FmD~sPvQGBs!B<;iLaOGgXo=k*%g$#-fxQ}
zhDC=wl8m-*Eo4qnDl0s>(u-Vmb2YBKkBlxSlvLofbZnv2y@YAxD9c|bj!p7Lzu>M^
zXim12mHA>m;1sPn_P(Mizi#+#w2tFWsf$xlBhdzKjdCs~ouT_~w}nMbrJ<q?alI-{
zjoCmdGt!UL^p2o0+qrQy?4&aeWbSSD)abT7PmM-)>Rb1c`$iA!o9BAr=G!Kr4Amn^
zN{;DiCwn*%oUa?E7BgG?K^HDKzrWY-Y0ZBZJT&xKOZ#+5B?A+*%I|-v+9yKtxlBeO
z!|8s1obS2A>N1v&hrD=V;e1CXnUS+vq7Y5=y@ct?6%#p>HgavrM-{E3LW<t^UU~qH
z48-A;s=*&;?VuKP?9oVM>zoosrnV=rz<<nuOFZOoiwmc#Sez;Je<kbfXjL@5ZbDp=
zqlU#0ErlF(Oso1u);JR&o6i@PEk$)zSmd0iU6ZyhDA*$m*9fmN_hxiI=gyeh5IW~?
zkudsU4)D~dJED`Pcw-(=#}%wc15{S_vFw3nRwwgKHf8C3uy?Z`xI{DtVt3EI4-Z#U
zV;zkVNn`4sTS`e<X^h-r_K(5&2)BKOq2}X|d=Y`Oj#u5!o?dCIWe*6^q6s}AHuuRi
zr&%#6ai(xGTCyzLovz_olCPSV#R|U(R(b1)NxvLfU2Mq{T7#Z)ot=FKFZN3Rxx$I%
zJ~lI$vxvhMbQ2uVBIz@I&k7A_dA7&DM00-s+5xY-Bolez=WtSF5>@%}#QIo1%tW&4
zL^*?TC|6{8FZyAgx4)#k$ML2eq<(g5USd9fuhm+8`eL<3(YQXE++JwsJ#{t))N^WK
zE<1sbRp#Pa(Mfh~I6V1k*PAI@kOAD=$>u^2<GFtXu%46I9Pw_?ib{P{8lyjp<?!-+
z1aKJ!tf`<{cs^ty&V_A5oE^_}=+EiXb9siqv&WaE1W<;FEIlFGPmK#GSV+|GFt)|J
z)`1}f>JG^PwPN97FWL1ew+Ags-Wr%l-Muujt-`f2ifMlP=1P1iup-M<Q->h5;k$-k
zJ9=Y5=^LZQcX>29!nLegb$mUBorEgeb46h~WCzO=o>3iXmikf3kQXGCML_pk;Hp~}
z<Ehy9u}e}E&00gU)9w7@%S-56e`^X@OV91LQcK{~kY=d6Hn;F4s@6mc)~QQt*ahbC
z_rfI^<i$6jfM(yoEQOsh@%>sEx6z7UNXPoMp)ZvJhVL1kN_>i-KXZ9*Uw?jhm+JOu
zNVZ1WX0BffDS5=2`@08v*=!odFk&^*#KbZha2Y>0Z1P!j|2<IPRwTL+Z-HgLH(M(L
z=y~gUEOW+`(NR%IM#gs({)uUT0ht>8Qnl{%Vd@Hsb{Z4}DuYfbIx59?3M60+NbcF6
z3N&Q={&1Z)5-XG~CoOoHLzj~!j3*eX0I+4rQU5han~51g1S#PiE5q<qS2|WqreNWk
zP*WSxol%e)OZa|~^Ws}pC^G<Y2>eA=nh5acrEW2sgZu@JQTwUARl~`0gxb>LOPAO5
z9Zj;Vj-yd;sk3jiu%#(Ory@MY5_#WRjz&nEdBrzB#NX3Md6_$qnnq7Y!El@*if$I4
zo_Qp?YL>5mj|^+vBaJnrtoW53n9C!#s67q7imkrU7y=b|?6~<dp5}1t_I=DnpSf2Q
z!R3jPrV85gDH7;Nr=zg0&@({y68gnKnxIMEi4V5D?9XH@JRoqy^Qa3~EPOa`#8a8!
zWA)^jKHT)bLOaW=Yz!(a4!|;k;W*-PpWRLkqAV`Fam8h9LM8MGTq4p+)1&|Ls;A1N
z_NCB^rm2-$PwKf|4bS|XWy8Gmw6&Cd6+}C{CE&T+uTe0T%F&%kxK{q0l`cp9r^?}4
z=MOmTPG4T%3ZUMFp1rSpF03Y2u6j02{UZM5o4E7{>(K!+1=5;YG0T0O5pR&0l)mok
zrvo1RGcS90n&H*!w}{_XK>0WcyYt&b<G&pGi`N-})jWo$3JoL{&s9I4>CISaUX$9t
z9AWd`*(3Yl&-1mt#|fsTY!s9$3E{TsyENx#QLwLykJ*Wm7<VZWlUX#4lv|0O#z$)h
z0N-J)2JLH=jLiZMM*GZdO&JcpmFj;{k={OE``KJwJ^7LZ=L=&sh?l!VVitb<@d%V(
zn5-G}DOcIFnny_lxo`-hAG5uUYX69CuTcz`bndvRG*izv!Jlw-t}jO)Y|w*K3;4u9
zIYk<LIj<*1tCV|>Z_hz6@@6%7KHZ9`_qNNJxhmfj*Tjz77(yfdiu8oaw|cv)l3E@L
z1PTr{#_YJPo-|FR?08<qu36!|ds#M2RWeHE{^>(zs#8_^D<AxQttCY(UN?)E?C+wI
zMx*6{K}<Vr-NZ?r)D}HDWFP9GTw`H-W8yJF5$|K-)UApZ_Pjqq=l3Gea`SX?d}iVU
z$wT&|UiTu`O9<v{i*Ag6DH>&?k5r4>*kqr<cHdQkJc+0APx$VjC<kzX@V&5*&-~EL
zVnO;dH;4Q6*jI^NS%vS^%`5|BKbrBxgw@JMskZMuS|>D>tPR5F<h3tHRZOssh&GRv
za{tt=U5H8Z|J1Ul0j+8J-#g8ySHQXSs`jb$>I!bt0d;oCc<zf5Iup9rYEaz}%TFb$
z-$FEVUk}Ro*EX@_@Heh0QVAk!>d4%?s`fpg861=v538RTrjZ6UJ(+d`(=X8*ETr#S
zfAvFDlY+n#)`JT@`4Vp?!i7z{OIeGfA1(&>(T@P6w=}odZBxj5wYt9X*ime1E!zH^
zug&cSe9;2M0~-!)w+GJkDmc2~=7^TqcGVhBvd_CtL8rD5N`kj50g+q*C}qT}TGu6_
zXN&zFW{3_5>?3cV!m98Z)zm}~pT}BU!a*h8)YL-8)%;kM|43m&=v{Vz%`kU8;s-10
zBfiA@aDoaW92m8Y=Iffh1Do*lpI#Z;hM!gkISi}}0_o31V{jkjp^~t)LdN(wPmS^}
z`%FK;t#|LOW?~H_B0RQ$Q9(?FV-h;AHnCZ6tYBJ*?4`j>f6mBV%bF%$6=TY*v9G58
zswQZFO3Pms>KUaz`t7}OHc&Emp+t0_Vq;|mX<_mPduJ+L;i>HwPy}r6`QFpn$_{1k
z8E*U<jaMynRp;#2^)qtHm?Nj;+^qVN`sSrzY02$NV+(n}(<c0F<-;mxxbu&E>&6(}
zC9(3k{VmC55B!UgMd4c|exs^c0`{C#d8{4TpVZYu+@~tl4Ke+8T(91r{PHAF=5bgU
z%4JmL8NZ*oR1(6g{KOT&HqgD7<3>H%JBT_*H9-*<f;XUeE`zy{`SqLyqYgM6swXmA
zlB2lzLP95!`h}R7)8VleJN4etmOLGSwev@(m)V=rVu^VOM+ia;t884IR?4dBnaJ)z
zAv<%p$>5MCMu%)eqh9ud(coef{zm{aLA`x*l*#f}eM()inuu5OM+t1O5W=p}N>RJi
zrxJoi)KsTtX<7UH37Qs8RN2q)7OrM=7^Qvz(u3Si?d|1C?11fFc)629fkk-Ps7gwQ
zGi2GZAO?j+?SM98;q>a?d&&+?ydobZi8j^+oJ|&_tPAWIPW1=48|4`)jFDKF{O40r
zpRlG4mE=7XFGiatzB#g>nlsj$_Vd$raQAwb%+T1N!x+#zyxEr+p8BCoh{h4JW09Cn
z+BklEA68H@g?A_2-=9kkZb5gH5!%&Zp75$HP>At8P|7=fgZ4YZn?yysxP5r7r`DVD
z6qcf^{V{n9Tv?E`QeUr4Xlwt}hRUN<+zyw$dF^MDxnG&4`{8VSTqI_%{;gIvOtIZ;
zxfAMSMpv)&rZC$``&e5?`{A&p9$)ea*ASish3&QVQ1$ztwrcpn!p$WU(NYe4gQ;r2
z&Um_QUljvXpI<O!{yOpyE7#`>OhWD-n_Zq;6#5{urV(Vc3JTiP0}}#u1=KCp`qsw?
zcekV{{A2n$lDM0Y9a24G4P62?dub*n!&6IB-i*YHEAl!0oIErXlU&^h+#)j$FKLm{
zDQ{zlME6Wqd7?*vJN@#>)JMWpmm_el*}Ro-K%s|~{TAp*XrVQ_qzIq58`X>+M>o)B
za09T@`;cSX>PJkPs4lCFr_0gJNnl8lW<7EreYSi|VbzAqT)`};I=rfvC~TMl<yp|N
zxqAz7ec5M9>GUII8~9FJgGxkx(vC01hl)K+zn07U8#+pA+Hz+v!&DW7Dk(x&O;wZa
zGaOhyX%}xzXg0U*5FtP`EOh}jb1py0i|2VWvS?-5VmFUWd#CVJe)eGsqwsQFbeuO$
z%$v*n**rsyIBj(M)94=%V{v16bVRX3yJ2>?R+KyRee#`N2A5bvQ4H-88Ha};{nylt
zp{gy_nawyxy+tpqH6s!uSmedRf{-S?1$`0HI8(D)?IhKdVCmxQJDbSY12SS_z112#
zH>G(RXmR){R1W*{VwE|@@3<p|toZoThGs@X1F~GxDNi+y13Br_m!uP3e9+}~i~%_H
zcmgN1GA${@W7iu=PDv77&|1pKY{QOjx*h>2k$yoE511R%A-mRR`Z%uizids}M@buf
zk*hC2gep0fzpvE#HpNY5+RWZF9o0@~o)-9craES>Ewcy&8~Si#RMdy8G?}q6D8Kq8
z2Cq)Yn-hB}%ZE7PvU|z2C>CiobE(MAvqq9c8_#}l*+uRZA}3-n+-F@VWX&N22M#r<
zYmISSC@I?r!|ADh<5f?jt~_`GOVmp^%zuaFDzoy3;F_=*sC;SC68Pq=gf~{sUqL|C
zrL+2d3O&ViE?~kn>$A;uDi)JXKK=(4>x+_Rr_M)!ak-DgL2U%C0|Wi>ar+W}9b4Zu
zQD|b)Wkg)rLOb4IW03!+C*dMrb$yL<^m0BFEyRYN*aftROmJ4gMA=NE`Sxs0)7RcI
zI7GdkjH>oD^`#CyGUCykgtWwp_L9%}*KdDr*0Fc8>?4F#D1qLON3*+#$hnAEXnF})
zpreM30L{qN53Gj8+1y|3>y3Xn<w(O%bl9|OuE0zEp8c|Jr3?jQ0?Du%Kgikn8=XbX
z3_WZe7tEtCUYWf|ccsXtSU`BLXjf}d)EJgOjQ{L*{pjmXC+~|I78VzAbNXb3ohCbT
z3-h%iXxaL~ctG77U>ha+{Gq?6mWX^2X<gtCOR2YFy8!=W3(t3-k$IHFEDrzlP=vB@
zXHhW^qKD!=Rilop3jAWMszB<1GFA0ygir2e%Pf0DzupId<k469)Ioy1ykmAI0*q9@
z=iW}{SM4X2<km%!em16&TQOx3>hZ1P(=IT~3gfFASNVwO&O}P+wg7j43ZDaOd;+%*
z=G{D6)UA6<9YTrpX4GOLw`_=WO)@QYV|eCt7L*I^b(seMU~I&{K)|#`{Fq0gX!-7B
zc~#?JL#hO=@s)+NZ3c$b@&z{HQY#*uSdAS+HU0F^xU$YGxW|w$JVEtHII=2D2)PKO
zlE=b9uk|Fzs`UcrAL=x>+{Kw+qxw<|j+`1UG*N9Ms|<Xa_-5)To4Ls04#T=J%*irH
z?~{i$)h#TAiMOiRvrE|N+l7w`@Keko`U7NeMybe$y9++s|Bte_3~Doc+dgTbMT!(H
zPAOJ`yF)4N?pCZ6g1e`MLUDI@cL*-UT>}a35Zv9m`R~r|KF{;MA9lZFa!)donLF2g
zU8fw!?>y|)uZrn*ur2=i52^7t&O~jwvR_!ScIL6O(2wSQ{hI!Zt1|Z2`DqI^;H;zL
zreL`g%vjQ-kN$+a!*Xpjot$Ah=5ZYLg|x92u9e)=*X&*A8wd-qzrhorqrU-qVxGnj
z`FF=imWMS`s+C)7UqNz=sYDuwFw_m3>z5J5q<6uC((x<{H&OgB@q`f#trIM*)eu(4
zQMNTZ*Z^~5VfZw&Gp(|!T;^ZqS<rr-)#8F1vdT$)@JTCL>~@Gyf0voG9P9UOJ(^vv
zm!$|UK^*9naV4{qf^(7MM5I_~zQ{^}neH~kX&fOsuBxEDILS%+FyKBEq%1~S5nGS2
zjPWSn&f-Tl%-etNci7LufnK{|Sr!{A7T}S*--`B6Xw41;cTg)B@87;JK{|2ehp!ci
z%IR<W{4j<IJgLu~>#1-bVmj3ijf1tM<wSpKg&!mQ+e!;JOLE7zaEEjf!>uYVg~X&{
zviV$jL9I~N#}vD~=C}{KmM8<;j`RHdqJ3J9XzO7~X{?+oray|M$do=xqSW#udGL7O
zO3pUy&7Cq=ebinjF$3VhWtf%?hdKWgLo=+)3Tse#YKuI9T5~%WN4C3}9W?4r*H4ic
zSVwrJ#3y5kg*?-1p7?!&wr_nZSr7Q{M+x|etNdjxLN<awCy=7e{cbdiN+6XIR$Hy(
zrp(;mpVGjOfIxC`-mZWK3$j%Xb+79YWnRj-XC`v!><wpWb3$HRf_AVOBIkVd|IPi<
z^<T{|Qq@huh-L9#H5<55U`KpP!P#&%Y%l;?G9o#w!SV&n39aRb1<a1BRw^czvBz@i
zls?fzGFh%G?cO)kNNkJ$da@NnsM#mlJJD9HwfW~V=l^4OQ86_hKO2;4jkA;ZGWSi*
z8rZlAv^~3MUY9!zGHHXr($XqR;+2IVwY8?@`}z)ja@q!gwBGLN6p3ZxWQsGggRZ~d
zpk^V7Me5Fi7p}?p43s|TdW5sEr6Pr3Zo^r7qkCFuwQJ5sWxQ><Tb5`noYBms)&^-h
zmt71`!=Jo1Jh?@T?7$puE^fA_uNM@<uxC)m-U>ayKE>I?ecEY$WLf#GN8<zQ$Nh-1
z_Q}rvIM*WG9`38kofY?SEDhQx#R1sHoEnlGjKS`=Tc5nt#BJ;Q2|fat<q6I>hR46l
zox87(Q20X)UFr4LQfWpr&ea#$&Jgzj`A$Oh?7pS5y*5RKls(AZBL47~p+k7XvpOPd
zx28nJ2t*!xBgatMeOvX|^Fn`4R9x6uc)7Gt<nOg6{0fHRS{{1NIb$g0L(zVi@%}KZ
ze1&FAO90p+v^H~iCQP7f*e#^MENT0gKRZVstk71nffS$uQqg~)>)Jp&NBg8Jl~Fl8
z_0&~NIC+3bDRzHN<mbs@=cFqWP^D+9=nH5M7Ap|1sWhLDtBZHoZEb!Iehc_%)ZqiI
zD$HBkzqL<pyy&?X&?6|VfJ<v!GCq~cadqNpPkkeBEzBoOmGGX8(N7N+W7jlkhvyV`
zze+vNEED)H*2AQ|O04)@E;MX}QumhOq4pU-dt|N5M_b<*%3`$b;_&Sc+<X*aLz=uO
z<6A6PEN4kfFjmT=O5%8$pXKw=5!_iEBn>&<B90Ub=D8NzGSJp$Us!r;_-i@#lH(fT
zv(({UZL+c;yo%~|4f&v$A-ZxwNL~N*<viNdxO#&r82ZHTdTfs)qy)aC310cMtGS3I
ztL12v;AZcXvD=L3NwR8Hooswku)^&~sI3<+S()?frfeA$hJrH>b=UL_^-}GtzV&H;
zHwbpEA2beRZr*|%>OI@A3vMNiG;m|-^!!6wXbl?EFRG#u_|adXevezhfbv-pzv<V6
zz@RaJyKahw8y;IplTvz-J739Yi}?=;uNoP~vlm)qa96Dy<+&4m%u!2e(*k17a+GjW
z2TkhRB?lf=7687*{a6WXe-F21eTy!A@apP`DXNOih@=Cc>+J+q3AJ}DGA*)uJ;A3{
zuaJN{Kx2{-@z%F?P^3n#YJDZ$h;wz{zS^$ZwqmY|fZ>7rXt*tY`RbWT&sT^5jXHP&
zZ9U=@p0aO`(1kJxkaff5W@cAyU%B)gx6Za>#4jx2(hy$@->nOhr)r(6%2as+ad0qq
zV##okV(DAb3%TdDcq{spp<PvPo+~_4cwKb;l|Tgv?P##-%lfZzZ-OkMFz2Xmp^cb~
zp%0kwdnj-2dSbJeg=GwpQ0)@WX_<}MbdfK?`BNf(h9R@pME=?RW)xE;=Q-J!(LUxH
z)7JhJj0R-tW=S1&Gq>pr7jjCw&Q$m^OC8L2`7Xo@x$4v=pJ&O4TNSAN*)+koOxiu#
zezUGL*f=|O&(y^l>^_^k>1EXJtRn2x-{!-wHE0<B%XqFxm+eo3fkrt|TWhk9Oo@ym
z?c(9gs(`@7q!<^ud3JXiUyy4io)_2vSP&(UAf5dq+NY;wwDlhnIO^3FNwx5~a)+CT
zkFdM;h4q8sZvt@SWYVK2w#?T-68aVfImq($o;l-YSMU|LTl9OQ1DM9bLHG@ey71S!
zz+YhL*A}kCCxW{*<Zt4BRByVs@%LiBS=tj*PE6h%clnG*6dUsQ<jbVZ-c^U`Ra<{!
zSC{~y*qj0&c;OCV{D)T9LW^y7=9$|CVQOBtA<#zP1jpmx1M)MFObt@ydaEn9M$pA=
z+a8SAWDc0hX0QD^%~!<|_Lj6+pSfZWu)SeaUM1u1?g8o_<up-SPOl59M%*P;7~;{x
zxNbWiv0v8Y13kb>gawyyGY%w+3|B&7ZD5NA7IWnEdyBLM@p=aS%6F|FLRejWvU!Pq
zWd2ff47`mE><0KbDtWsXxS9}KV>UTIr;+I>_y}yO4&ZHV%bfILOu)swnoqNt>g(I*
zPR(lT8sp?>zs2U!dx<bjKhd1Mz!kIJRT^)HtZpxjniCl^kB*?%c#?>;AU6HnjI`)>
zzFx|ASv*)SI1is>&C<N`FIkGPdXASSmNV`%?5d&%yxlX+*OkOA(Cysp$Q{E4yz}kf
zpjhQo-$%(XFbMCKc!qDj$%@B1iN&BDgI3$|WZ0mv%VWQirlIqG>THLl0AJ{5pH#Rt
zY&__-gLtLGkhCcOdWguKSPw7kNtzu1X(W1PL=*jrfsHd}y7mFG`Ax;^(o%ln6o2st
zKV`>R;zfA#_)e~mbNVSkM?NpNH=%vqs+o|h&T}I&U^--y65ufSZ0r3GDOS&Hy(7+Y
z1Hc#RwCCP9xhsifeitsA_WZ52Hq~^Ng=*~A(n-ddTGzs-2JRNcr2MEv*D5KOLETLC
zc6#5Ia}~+PhPe+~kywS}TTP3$CS`K7t(1Fypl69mrhS|UL7bbW-&QTMy++n2^cqo$
zUcJ#p*dUDi_Gx+FL$z5s5fqvZ?wK?ReUb=nRcrK|w_tY2QX%J0jL-SdcmTE3>p*Cr
z<lDGFXc$t`?Dq|S@Ktp9EY+_m_=_J4=tlm&bLt;bK{2#5?i}<Kvj;kyfFVRbmHW0{
zcg3gq33pVM4!*6&;4uYeyk62)_8}S;LwH|yFyzj8r@BI`5Mtqw_=leB8T#_43)<TC
zGyCv5`T<ULX>-bbil+;FsH)x=m*$U%8JZ4RD;SRBr$mVUs`dGo;WttEt)gm?yvv_y
zI{ZGDq5k!CC!%`f@v80<`@?x>rTPJCGh<!XiQ6^+YF(SUeSj5Vi=u43WQg6^qznwT
z&Ji4&kGH=%r(fz$N=~ZR73t1Wqu+^PW#?Gdsk>tue1A8=)D$pX+21*K;<&Jq?O=1y
z3c5bNuJ*cng@~nEVb8VykQNgXsun41<T-YEz||2q-qNLR#hr<?(J0lp4*ZyjwBA12
zD!nY0!V>39I<s3LeN9A@AHOcpz?H9eL`B5T^=#IzANgK_fvtDw|Bz^;)}Fl(R|&J=
zAIVAp!$Htyb{Mpi7{<!o(r}xYyOfL<G@;3-=rjB99lVhp3dLJe`mR`8BrpH=dh(nG
z2UM(_*!v`N2in8}4SZ;V5@E5l2k|z$k@S2%@hi{0Gg&7)#T;iXEDH*gAdw7rq;r|A
zePXQVu{S6#-OOS<+ipb-vF9Fk9AM~aM8g!K^s6=QUB^MPZhaflNqvsTkU=n1%J>G?
z2T!QUWD?q9r|n}x{A8><H(goKEbGBWJ?AMLxJFg!W<ti3dTeXk&|Fumlxp<raef`=
z@Lt_XLBmQweu{R^pIdLq@Ltd|G>d15Q_&s1hicyelo7uxECgB|r4`mRS&OO~z(WET
z>SsDVL*f>M(;(p3*o4yE=2iN!16{h&UGKGMVSMaVs++2muDuA5cY1wI{D9cPZt<PU
zKP2k(_G_X+gm6HA&zDBXGkIe>3FfC|yyWi^g9HF!Mvt_d2GNinBd9mU<_J0q3!f4o
z?8oTh=mI}iIkesHZDg5>*^LTy$WL8`h;3vD<yE67+mx?#-pIkni0xN|f8WU6h;|w3
zWZvC3-gT)`9kads1W!l_$$Ye=lihyrt<BZfJi85)u<_&p815gqQwpDj?L|`TWL;WQ
zFI|!+*f&48Ap|sM<lpWvTq1lSpuJDkD-O^XGU0emIVOFth{5bsucy1GgQlMY!f%{j
zuGWTh6s@H>cV(Cl<<)llaI)Qygb_#ut+O=t7eVmW9W4T#gyp>W>-o_SSam0bSVk+w
zk8z;Aw=H|stC`@X8{|&j{(ne>uKeWb7B6=CChuM-7MJxReGH<XiG8P}2X`E~;{M+3
zufc>h{Mr7p3VQ%?*ST>qx8~9iXIrR8^hWld#s|0Tk+>i*Gy2Bs%lpl?d$*SEiF-{o
z72~_Xf*%ts+&<ziJ5OzsLqD<EbKIU8Td4*j*|ZWC4~eYp$a6|#c(1zu_F}po#+!(Y
z9McAcGSH_GM~Q!g+E=wvyu(PF%c^&A$~E#ehIG~B$R5Yt5VDZm8#Q6Z2w|_@O?t20
zUGYz=<Rsr0dVzXxShnn_XtS?|Kvx{b`R9ixdtGu}Y1*+K()i&)l93K5cQ(C!YZ!L6
z4(3CgvgR><drMB+I^lP1-M6cRv#Zd3QRUi^{GC`oaYVJY+WpSW`38hRv@6zuG5PT!
zK*=bm!6CGhz@k|buS(*LfG5?gkH>AEsuDiN1isaH7AXnL7IEN;#NWf3pInSqDIp!c
zH-pcY##SC1WNR3n6N@uDoSn|x&Y$lsjCx~@3(qSh_PoCxKHebyr60eUD@Mw-1d5_)
zHXM5Q+;073G^KfQDRRXJQ(jUJkO)`r0yo_QH+Tfy6K(5<(U<CkndJ_L4*at-RXn)v
z4A!^R_1N{4%1o#1J`M+{_<L2S7snQ5hC9n$m)eOFDzi3JEu5t348BuHk4#HSGY<{9
z-|*}6iSfRvzzNssB<X6XX`9Ipt!Ay~8vQ_`xP>X!5#x8q6O{7=fPp&zSn_ipABEQw
zSU#f$MrEt%JDeHx9dR_yBP0=~ax1xo%J{8TsnwsNf-6n*<cf{Qt=V78X5@d{wjd`h
zU51fqduJu++w8>(6c@`!+DPuJt0p7!#zor<iU7Ym++8O>FAkg<Xv~ikZK{XKGf5!K
zub+_-)~1EQ7rEWse@Lc!Vpp1)YX8H}iNIG<fQCi>U+#~2rC-zkun<JJm4)L|0;EbV
z)mdyJwiUsEStboSo79NVq$2$w8;eS{Nt(Pf*8v>D{h7l0<<>C_DdL@_ny16rlT%w^
z7T#Q^D$h*U{nMRGc<s!^C4R&kYj)YcSMRQ?na_4c=gG=b3~V>WSjgRsmhnWex$a?r
z(3=&#8FzQgV@MnbU%tX9IYkwiW-OC`Kt;&SWUaf`NgTH64@=8W-DZI84nG64W<{wz
zoAe@bECZI$>sARPLCMz@w%y1_P2lB~w{LgFLSF*1?7*SH+jWULj{~1nc7bBwr#og_
z{dS{53-;4`Q+R@tpcmSGF2R@uSwExJ^exwd3a76dYFmC`Zx)g}lUtQk=rqmIG%GW#
zV(Xv*A+CCV!h8j6;x0j^PLxm)`4bFrgkC`2DZ)5nqkpzss+8fRLxf5q@7!+YhbVeI
zg!-P;a``XF)x8>j){PP6MbiS_;ho&C5c}NBlJIguJoiOR5f<GiI$etAg%q#GP#K$L
zBF7D<k$?9rJ%x(*9#sVBBYziLx^MYghn0^}BLHFB)!%U=S<o{>jj-%Eh`ZO_!GUY}
z|MBkCNZXBr4c&CS+f)uOv%Xmr3$bM>sBHp&Qw+24DnQ;@RFM{gRgzZsD)DL7B&$!k
zp&ci2;wcz3EoWIH9mxq@5Bg?ZZ|0A_5PbuhOP{|jEL!>62%}51)Fa~C;luu2x|w#t
zedDfA<Ti<A<4@K0$XjVnm(V7G88ag7lo24K>I0Q+Oc=ub;AQ?Ru;05V@mx~D0Yq8-
zt%=ROs!p`ujn&&y#S$6mdqMl1SKi@N!3)-`<fnI%d`!YYy+e1e__ryseOxz-jDI*;
z*H5riHr0fpT_o>X<46x`Tv2pATua~VgN1%KfXVFgCYH~$wMDPnHZ!?2&aU&Uo08NG
zmdB3h{L9wOF>p4~DK|^z7vAaq{rJI_=vL%sm3P$8aWSQpWi3#pE(#4t$XxXupUeJT
zR_}RLR<B}cu0i^qX8yX&t04~dZF_`YEvmRfb;eHLTHE*MC$n!d$hMPDdSdXf!^&^g
zd=p`PqC`6eN&7#$PRw%&H@7$dg7ki@sHl`$0<ls>#s@m|jNduHtpRaL)D~Z4H&kH6
zr%_n0iynXM;&x~oo17f`ylN%4X>gyu!FR5abIQGyB5u(s%5rpR9>d<En0KC<RH~oz
zMSPn!_hXX6fFaqXZB;?`L{u)SITOmvXjhKkz@8#)X3MqndZ%=flciSDVS+`;8y0v6
zAF}MAGepGqTYF;Fgo6iN_+X|ybI7KGY#YZ;S5I@ORnn$anl+^y`A%w-9Cxo#SXsbM
zQAM-^YOf~E<CsntTki=sD|kiwD!akv1Ltd(hM}*~f1NZH>p1Q+Qy$`!c*BM#RNQ@L
z&r-Z?rUOhqX|`l>T_^#b$)T0m;XLJ^cvpu3IO{2=RMj+R75adDZAU2cNT<Q?KAEIS
z?ibn9BVVAUUn7h9vO$vyFS~qp$$^;uOw07qDTjNW00G;{0=sxMYo#5&QQM3?q1jkX
zOYawNKFAcTHgEzUUZOQemElD7$J4q;H=^T0rAg*RYN=(>V1cDNoTZ8*!sQMDZAdq%
z9YtyYv)IvWsDGh&e*RNZtuyOd!d8iQP5naAZ$N@dfz1@x7Pfh@s&Qi((rAu{&6};Z
zzi%SW?;;J~nHN^b*NClbu*#UUNvgWVVOxl2u=#ZvyZ_=@;nTLkiAJMTLqnwMB|sCO
z-O~g{iDI%+Nc=h8hL#ggk4nN&^Q>f+V!Ua$Y77^4WEZ10#Mhao(v#LUoM9YghA9@w
zcmQ(6%`-j|Bk$|D9!fX2M1B5dU1%PafzkCgyrz7WLrXX$`IPFc@(;v_W!8`#Qt2Ip
zkVHnGMirm`Ee}GSWeAHJI&htQ=c#yS$;OkZqxuV;y7^Pe;j%@U_=v3T)q#?hDE3r4
zM=2OuUNY`sf74|HF<y{onRrEK7?H?Ogj%UJ^ER<+alsm=T&0LL+l9I@%k#n_SdoZ|
z?NuOV#ChPc!9%-;ci7Urr?owXG$A33!9pHQ>z08o<!TriOh+OY4@lUryk+QsU9n;J
zvSwRiShu<j2b|M2tlSi<|N0x*>V{&G#pzi^WpLhDS{`cJh=Yl5K54e#6IYqwg|_8M
zOhUYGlo;JZVRruep<o}unZZ|l+S)f_&0b$a-Lu8qxn}zH1Q1n3$cnwE#aR}{nGI?F
zA)%Z<`l0q2v$jPvXc!5We3{=9ne;D?H~y3BOQ2w>5b1p)^y47`g@|W`!dchsg8NXH
zIcE>WdJ?W_RFru;%G5@A<RWqFE(y3OIrhV%5b+h;2#N4!iHTF?fOBqLA8H|wyLm%K
zmI~a5x%>Vwq_v^OzQR-aR2HpaNc@Mf9@g`feU2h3c>ZT8gXnc_7E=<$Z3)#vD^aIu
zyt^ujaVr&>CID?SFLP#gwW_X_%Pm|M9=Vn1A;FolO_>uxdiQ7up`8YguJD?4IdIYY
zeG#VW`vzOoQA7X6v<CKtoR`Zy;)JcwsyR^{AvKD1{z1K3QX?EyyASl8x)L4>v))%e
z9;dDx3mNBzq(E@=k#OWK`LBwmUV9X)Q#LfDI%3$n$ScvI)%?dSs093nM1_7`UC?fX
zs3nV1JzRki;Q-Ta+xI2MF8v3xe(#A?w(bzSyjd2D=0~~`_KFb`n(v+yKpPc_K!WtR
z+T=6*XMaQzX1MiYXZRt~O(>IVleN&rj!A~uBWh&CQ5+Lkdq-8epsQ3));7e_L~E)z
z1Ar$@a3Y#qA14VXBYCV%V=W?91azd|=vrK0Su^T!@oRJ_a4ol!ZBcM-Vuw9QSCW6f
z{Z7frpMbMzB5}2^|3VMJm%TGB(UsiE51ucJ6BuwYVX<z_oJjQ|9B-&3N9f5d_&>s0
ziu=MH2%ZGyDp^-(=4ill@i_^YzN4oH0L`i(?ZAktXyoi?A3xwK$O^$my@rC0qhBVC
z-*JqM`QRI`oiS<E)HFh+c6K^y9T*%kKPs((imYYa?Tq-8D6O~F?#aOp4^Qa`peE0X
zFAAc5kazmh{+~<vbzui#4@%a#g3!4wzIZ}60ZhIu@v5bDx97s>Q2W)BT{2f*TV(kS
zaUn=Vn!=XF1l#=l;gjAum)aRDstD5Mdcz@T|Fw(bjb;`I--s=OruAGUKxysIsb%lr
zE=pwM{qTxPGosSi*U4-w;j#7n)kkkDjnn*->^x`oO7&N!{5zSg>7wOGGPM+zgyV$R
zC=`e5Neoc-md<!(gkQMoF24!3jryK3V?&3d3rcs$iL@70qK`>`7fz<bmqw`VC1Vp6
zyLjewlTfe-&YoX+z+GkDeo|}ATtj-BUT&*Ufh?UiBZJ0Yf$nW+b#Hd)v^6w#55bqS
z8j_3B9l$w@U3S|)RA1~!%~vYq_WBXD<x9wuZ|OjLk(WnAyN-ZZ+@`jZtVa_J-=s6<
z%Q&QV4su4_?a1;!l>zOzx+&jL0w*1Aes8%}(I(*Tp-Mn<2q(@CZd+RW+w>QsXAn8#
zZ?=uuIK?l`xT(5)*2GAt8-v@x)I0gd>&G53I3iTu0~*33+uayKi)3>ouo5JXzAmu(
za6Ae50Sz`-uEACH?l3;wuUNGti9G=xY?T;gZUk!Bh%Jv{w)h++`%cl}4E;VC(O%T=
zfgDx2y_-Ki&b6j<2~t~z)gO@Z1zsC0u(6)l8C#<<_nct|Qg+Va&iRsUXnt?>G5xHH
z7I+)gi(qELO0y^gE*mvD)HUz%$Tnq6u%85ZBN_3$nC#K)6)1Cj+@1hUy`|cR-F&Lj
z9`dxY@>}GI#JlZF1O6P%=PZkO0Zg8CG$G{Aa<|2IWCN8O>AO*m#skj6b0^I&)TfhM
zN;=VE0J@FBqx&p4Nx8wOgBPtjwT?ERcPh{*x%*LI`#eFT44<51XkzteDf0EF4nEbh
zrXXQk1ms)cr{S+o1wBpt{pR<eB+n8D9uVde|FmVmSl_L{CZXTNaa4s5&cz#R3>(f}
zdaaE0T=R(+wgcSaXw`vx&rcET-5V_q+fv@BVa#G1LU+J7b2&K9W(FaDg_8zIythO^
zfcwin!Ig=&@@1P3O0Cw}PBb}J$n!epXIq;RcV_11-bDuJy7nj;{Rf(^r$eV<(@K2b
z5=lPOM+>%q<5snG)CI1J`t6vH2;V1(yk*)C@4)|?CH!eqD8(N_FX~B)PR);+D55OV
zVQt&aw;uf}sXfiJ{chkISV~xcTs)G4<3HOG=bcci#H4$MI1ludthQDFWFd<Jcn@@z
zrU7V9-Guuf%FdJUE5rk9QDt`8*Q#85ZrrQh5M=l5(bizwj6js!a%gZgZRu{KOm_{7
zTyNE2`55oy!UCu1<hozKL7g+1yNtoS^o;K*wiMCe2%3BuH>TTILkKa<jSSl4(BRm=
zpQ<{8JAAtJC(?0x7%O*YS<IU+?7xKWs4kxjQUKwH!B|4L2rq$iUWvx89oK<@fGb-l
zsYu6xok0mPpGp?dgrlGM;Fc~GnQl=~QTBuV+5?tn_3w5AzYRMhHWpfhlfnP6I+t*t
z3SU^S_^!BH&}b+AY1Ip_Pi36UZV!}us#(-TJ>`@cH7bL?75%$sTF>_!HGWdc^|3?b
z=hGqF=xfhr&y8$RXzX-jT}?NNdsXsZQQ_vZsGRYJap31ATDlO_;xUnaA4vo^KH%xg
zFIum4KIYfu4i|+e+phv)S%GQE*7=e<(#A5edsGDN5_$Wo)=80QO+N|0n4w(Ay?pP;
z{<}&&du@WXV)HPq86@{vo23g7k+fBUD1qz6`f{IX|M}S3-uzuT$4EKX6JA5|pu=>I
zziCvE=JLas62QWHl%!?&8kJ0EX|?P|`@0e#?pAFlZD+k}?xd>m=+e?^5!)$FSxkTY
zRH3<+_O_skM5ryRf@YN9PqnxAEO0d|6QDrB##{FfsTD}tXo2wHSc8^%BK0Bj6FCVO
zpDQtY5QaURVua`LzY&XM{wIkLdFp>@wR%)H`Th?fBd!)T$KTly8$hhLc4_=4x6-&A
z4GrqbPh+&oU{1|<8gxMXEa}c<hKXs8$1UVTolYuGZ3hC+MTO4`c>G#BiP^NTAUOxl
zQs(+`tO&S>CrI#`>gP1_me_l_74yLt5#@@sfFJDVw`-~Uf)2ebA5<hcg=YxiXsd|U
z<W{p-Do^NUxY7s3P$*34XQSv-#e@umzJpA?`GUnDHbW=kuIFjU5)N%n*kLFax>why
zRN7?PFPNncqIJ`=psVS#O4}199h$ar->YyRb|#3nh0&EYJ{v=po`A)7?(<M)(BVEP
z(~c_SvUXUIh})k*5wt<yHT+miRp^BGLq96W3FjuV<@d^$ruW-{Eo8Y>qnq|PVLb1B
zhNEYiLB~uhQZcJ53XY~y!CW-<fWW+H8-uY7QZSL#D*1{)iP+C)8-@7vR8cV1+16_C
zwFuhLZ^G|=n|opwZ@Q?p%6#l;Qf?Qb$EKRd=BIxB=FJ`6vNjWu<8hJi>;!iP7yyfc
z#X}_+yA3G;2{FQtA2lxWUc;v}OCQtGt&mQWw^dB1w4=18IRfmDuCZ_iwe?qOYGAf~
zNqJxER*#lvsyujQOj2thQ<@K5y-q&lY1zSW^*Z_5UbE9A!xAyjEHWg+8<x4m4mox#
z-U$%Sb{Bj0-hUD*wIP*ikcRHeNWaxVd8$xhxZEGK*(sR=i(n9Bb8fRP?Cs8&W9MQ*
zOHoWy>Navo)_<*pJ~Nfp*0;1aM+^-?Flqf&2XxjB_ZQ3evp&|J6HK)B^lu-1c`w&c
zihPQkg*3n}0xX?UGp$Y6WDHoN{jBWu4@uayI;CIzCSElh(iM9(A0b&YYfw@#*MaHq
z;c$54@y&F@?UEN@*NfmH@M*WbZ#yFkT)(M+r3}-~GE$O@`_8h9t<@P^TdN62r$xY>
z%=a&tDFpfbT~8Tp=2c&rA)&-iVHXuN1t^q4iPf@X__YZ4J4w&X7W$I$*C%8+aWni-
z9V+c4umG)BY&;Xz-)O8VR)@B1g{cvYUw6r-h})F)7bBphDCPO%xRM8`p6VZxaR)sG
zfEklX;F<^cNJaCk`&2$t9Gp*8@3P_Kbz-H}L>eY4d!Z2h=T;WIsXa{P%V;#TWko`^
z6GHYudq;!+@<Sq`crws2;YUy<tBwP<SXqdPB-o>k491qRIe3}qg+{lX)Q=SR-*>*w
zbJH)yX~_b-VkW?hpVw}1V$HPwZdU0ijYQRZbz8Y&(p$4%WROlPCbmKm4<nrNWc#aX
zDA^iZ<2xYcjz2Bap^eWHMbet+=7+^K!I1@g6WqPZc)B)~zusX!xnk+cSr=j1MjCHC
z-8t@F3jS@Lxvo<fi7zdMPEjB$^EEv19&&oc1bpNP9VYX_GXCwP+Sx{hr9)RryYsfH
zQPdOa%Uid`GV}MMeI2hhVm+!WQ=Bq*%2EC+sEulp`sRx8glkWfvL3}~!ekEd^#3eF
z6#qy?GsHIa3MDHSZV*}C;asWI6K*r0E+3_q5U*)G%d*Im&$wLx!VPQ0g6^)HMo(pB
z|EvrL{f15rS;4LwR=q4jc0wPr&#KZ+`$!`<nBZQ(=lKCK{oL(QCd*LTTL${-h2baV
zLGF5Qpgf1Ozs1d>L!hg8I19tEdi1?D#|q-+_f#~6R+A|5viI5%@6jkHD%sBBq|+DZ
z&WN?<kdiYFj*TAbwpQy{Zi_P+8S@^NZpS}w^#i_?tH+0h7Q9Ov(J;bp<)&R(E%+&&
zpB8NQmCTaaY4A1*@F6AJru>uSAWM^I!S|YkXtN+zqmd^6Pc43<4rE)iY*d+6wOwue
zRx$9$aL74NnemE%7#EIlLbn&OJv&ZG1)Vvx&@U|M#ygEMRyY5OAI?)CtWdUh*fJK`
z)J)-rUjE(&BgZAiJFE*}V6sGrTh@Z82D+%p`0=~^kSg|7ON~x+%+1JL5qNiXbz3nR
zb_(1Sdre;o9MxN9q7-;lSA0FVV<_EGSQ(YG$v+xkaFPLv)k%7hKJ%}%;&tLCK~r`V
zM*#ugZur(kHhT-)(>p7SMH$w=Vfw=7MJe8pw3sPm6?r=rIwXewcu<rN<&u$(5utGc
z0fCwnVk874Vuo<hAk31w*x5E~Yeq-$m{y&Oi#$Hfj=(5vWJ4MIuQ~VPX9;j`>9`1;
z>tpfj6h;|+9W!eTy_D@sWjRW&iwun)r&22?Ow?mXaAp_ziXrD>f@uY*)eXy9zO)n3
z@ATPZ@13y$gnIzZih>23&r`t%7D#W)KW)l9jsZom^pq15iWv$=Bl%ZvSeabLb)&S6
zgG)<G6U);zulT0RKS=eZ`=1wBr?$qcGC7Ic|8S0<*;EVL!?r;+6D0L%;xU%qEM(%S
zB|WfM7tu)bqMg_+CBM{KZOs?Zhp{_`&3&q$^`Z_IoQ+odhxESEOo3LRG=E+8OP)eY
z!A52oo<IRlF&9l7-@NJ(nSemCaMf1QxXfx&;(}p`XKGIj@n#yf7kA2`d<SFWJZ;SP
z%#M%&>x71C)3D;OR94Fn->NSqGOv?M3f&t~32vFw7nTBcbD4E5G9WS<3X6Z}Z{H9!
zQg*rj`ue;Gz@P+wx+;O>7FSY7gRb%ZAvJ>%&2B4;{voL`JpQ@YW&x^vx8guxmZ!!L
zFG&CYt+|ALZChRcjdmDZiu9k~+#j)-X3kVn3@)#fF9ItL$Tk!eNod8)?(6r#<5-un
zSBoEeI!x9zD*Qj6(|fOj_N3cm$xuZT5#vM9>|e&WSlmUkESo`3o>YfY4jYNVcaxUq
zZ*FKz+rXZ%(3ASz%f+^11f|NEebVM48h4opXWR)QR1n3W>U*HQ+v@P=!d#~oUN{5V
z``RKjFuwh^=?RxDxwL0(IaB3Ozx%+^oaQk;@2;TD*T7%I0)cX!u#2LNpNAFu8b(`%
zpG1G3U%T6@W{o(`5<gXbx!~+!TWOGSK@<;gu1nf5lHkuingXRhS--Udb}I}(W$`Ns
z{$S0tdRr&le@K4Tl|2d)UvD(fV;H+ZF<UbgG4B?o7NocCFmg*W#>7^6Z22C(h{mS1
z*pKZWh1(CfppXow8D{5HC5ZN=2D6v`6meuqtLwEnkG|ji9kz-usHZ?{5j;71JxMsM
z^~2j!=CS|4Zr|g_L5V*4^cUQ=zeHL$TVU@e_f0xT1?oxw2h%SIB3P@)9%*-xPqdt6
z$+dK0hDcW!mNHF##GQYHHRN9M7z_@sEC${qYUcNbGx>$Vr95p@H<x{dg51!FBP9tX
z@a!?^>Iq>iu?GcC$yGJroGq}bLC1Ritq<ENcIgplpd%nMYyta~p)-!6&ama(L&Ntx
zuu4u%YNR2)b5wbm@a5k$0!IUojbRB3!!l(!B1J?fysm^)u7csekC;-D&d`ZyUug&f
zt|)uJ$85YG2Mhg+zeaB6Gzv!;b83;-YI!8DN7cO|0RDVyqn*V=zOKXF8ak;z4!hRN
zo!O21u=J@)^Fb#UlPq42iYs)S06!MivCME6^nI13{X7P3+$;Hs)&m~58UKR!ZtWCS
zikVm7rg#Q`6I$i}njN(X*1-RkPkG&9PS=<T3=a=N6Lc|lbX%%(me1~qy)I8hodkF0
zHDwv7%a3gqN0g#pmXv1&xookBE{R!%?wYO<7eah>)2hr}(W=li(k?;A0#1>k_nM8~
z88PFe1wYE$9Z@?ZM${w6yTG+}H%5_x+*FHrOUp_-h({)5!mHn)72Ft1=SgQRH=!E^
z=-5rU_0H!8#x2jKr|W%d(z5u*@zY0}(_KL$Du{p9uK8(*2G<U&i2+)OiMm2eD8Djn
z=&c2=vf}lgJ#&g0a<U1{4okMTVKDS#;-jg{A`g(+ssdERZSe?$zdB0;(TA?~reuSG
z0jT<uX~*@@OvgdOWZ~v2FU2csbt<|gXMwWat3YVkF#Q%Zj|}}j<MTCrO~S$&hC*ri
z+nkdPX(cy7lSL}jEFh{>aNkhSi785qfX!97kI!dc9=FndVds$P8{$c_Kg42@&e|?<
z?m~>t;zg4}=aM0}j(s^KAL#y8Fg5Y|Q?_QFk&SW$_{9HxaqBWKmh&nZbt!q>y(Xk;
z5&s`m(LbcHXu_!2!u`GSUHM~1vHk{3%oo}ht^T0+OeuU{ebvC&9qAP7zH>#MQ%WR=
ztO`L<ni6$n0e4Z_k5|@8423N8hUj*cSqEBSJj`Q`NGCuY&9kb~0?9aIeFcoJ71m}{
zf=(jU#knGxr$!UF$(MsPU(&+J{=|`8MpU&qgIX$yXJA<*jy2IF4Mj>jk8c0bWQuHe
zKZCi!3*D4Gw~?}eSAxC9tSil|j;K!<Ji*W?^+3I(OiJ#JVI8EnGu1SJ*Nb=qq2=Xy
z)6T;E>&vO}+`0;8<fp$T6V0ueAa|iWssm6m6r3+NKEFM%Wgh&8V|%gqPxV!>R7YbR
z-WF54Iroyt>z4;M&Q+)vKL2uw?9<`&3w;ivG43@eWO5(2e8y>aRzZA<sQt>%nL@G|
zdxggbvCHN!9PT8+CiiCuy?B?*6C-E?Zw>_SfxkRcomG2(^HYH<4YpKv7PV!(6G?w$
znDl6+xc+T=!cr6|_m}lICdAg&r|o&|dsCcI^GfYI^NR<aO5d-8Pc*=!e@Mwer!S*(
zY{ApN%u8akyFOfa_Z}QBI%kEA6`ZXu4kE-UXhr4!kVJLFZvQj?iPHqrMs>jG2(Cq;
zJMe|7&}RU0s1P84iVAJ?q+7m(`mpVYy2nlEdYAU=&`<#PSR^DN*OE?dKr$}mR6_SI
z7)>dHMuwO!p}rUI6{46l8Bd<_jFVesGjA=SG26YHaE`si6>l6+q#uImq+aPHd!vQ`
zYg(fuv)1+%u0$ar)6TuAD({vjGpW0Y(fmq2Q%hLpBWN%2q4yz{<dNbpLa1)_1Q5@$
z`3M@!9DIJ{IapFDMQjH9?R6BBssE64t^7WDJ|)%lv5$yfl^w|n!|Du|Bz#Ds4rmi)
z2gd}cBxZH85LB(T1@-dYmdb+12=BlZl`hagb1m@)ITxC_zgF-2L}l^?^5pE9q+z`e
zQMst;c0k(D3`-gBN=w^YK6FyX@82<yNNCfp4;8rU>Vl`g^vQv1S6XYIE*~^E*t6yi
zj4f0Bw3zHYBX`=9>bad6wKalKoUzng(yqj)_JvsS9%y@%MV-Yu1>uL?PluD_-)83u
z_9qh#dNv8YZGJ?WSsMZ(5a~e5S!ao~e=p+f@=t$aYz4fXHJ!X2ysY+!1$i!Kw|m2k
zKj0jz?d}SM_cX+bdbZbQjYv@RsgOmvx5n6{R^4vOzp6YLq$haM>IR#u3)j`|nU?$5
z*jU`SJFhMeqI@=%BL<XR)83RXM*RX6y?Hchh)E(LL(Cj}LI2{bfG9S=`alowt4-z_
zn!$d&1_F-gB$0?XWF`6zCdDi!OvcaQ^=Iy&L?rccO)*Surs2Ah-jDM|mtLtVLNjd4
zIC1>*!u&PktVZNi;3?@8<Z3ii+AVmIK2Dk+BcFE8$G|=7TNzh;*iAK>r|XYa$0V(P
zND9rW2G73_n+^}}wP$~{Mhy}Pk&$z=&0bKb$h6N`=$^8yez0679KaSJdB(EZb~27U
z7eVR*i(MUwUGY`(UsW7xY$rz6xUJa8+p0keqIhFA#OYJ=S;DTeUwNvN&DnjuM(!qA
ztj%~jj^5_P*<@5NI*=dotWb13gU62V`{T^<(Be2))0D3BvUjC!R<HPqKr6R6{UVx?
z;&%i)IbQa8j+)nBO*ta1zdBY?i<0&S?^j^5e7_bo)_XQsk&%EiR?;Hm^#$)8odI-P
zl|G<wUyiq6bCxmLazE0OWwD(Sis-J~n|{xVb7BjCjQ3?N0R_Dukx4WnyD$g=%?`ip
zzi5R39jMwsw<;GE5_%A!B02&!eUc!=#0)Bxm;Vl2iT>|;2vyV^&(jw<cqr(I5TUrw
zOY8ht-SmI*5-<PD+)~xoGl5}tEc#~j8tSEG2R5oe$+7KlfQ_q7Nl~$Mr3QN%t2D6Y
zj0ZN~?whf0G#`5{<nq+-<dg-pfgT=_Rt1*AF(OP|?qZ+Ps`R^K734#%MfBm$wc}nB
zE!1YqFw@dyisG~luny}$GxU#-fKPAehA85I06#H5veDhxLPhg4r=Niiy=R>1<?Uu4
zyI)<KFI|)uT?=r8-!h+evP+Zc2k*INtx!GaL?<n|`=M7`-UWBrok2rOu*CyM8J0ou
z#(eID7R#verRB2QqgLZ@KYTgSK9c6rngkn0RGbsq{LBd*87V&a3@qK3x}xUcmcbRP
zeVcsCzoGlAgv5*8|5wDiq_)wpQ$P!33}OdZ*iK{xiyZ)j4478LvD%61C!SDnbIq_F
zQ7OT5`zF}JCO$W|)-1O1RE%_OPQ(-F132STlq+S~scG8mSH&x(hJ3dgubb#%Wb%_g
zQi^x)d7T<OfO_VSit3Yf&M7*o7psh?lU9U#>RwBu(|#kTbQ+Md9>@9B0A$+9@^Y}K
zYt<uK^w{<Ed?U>-y!~*-L;`UZ{0vk5(LH5#0Z!+OC1u3wQJnsb5mpfK&D)&t1QEva
z-hm*9EF~xGV)#jKL+^-{<>+W`B}T?U*vYc4czc-tuhw70e5ei@g;s-7#XWI@5c32o
zV|L(nb8ui3w)ROhkR;S?g|T^YIA1@V;UUxsHtMjW0F4<X|JYtZh`P$`+3!nFve;mf
z#$GW~bmDcW><^pNUuw)qB!>z3kTlI2iH`*Hi{^uE=S8n5!H@QMi(K$a()Rfu&1rf1
zqtF62Q~t@PdLEGVrxF|X_N4fM@MMdRI$$~46Mw(3KDlv*<?TUveeiRtzu3+)f;1-a
zWR0Ef`+vU&E^6g23*;|XN-5sxDBR`@KB0jkCC}yF1;xt8aS9O17Z{HL)flHUWQ$kR
z)xWfz(5S8aEap3@rL5in%f0*aMON!$RtI1$RGYdeXe2=Qn>UQmr*yPvr7u?L(~caq
zGS?&_)<CV3uy|qO+GFmd{5?j)S_8c0O2C~a``u9j&k1f>IWHv3#?2lmNYbfn<CeZ!
zZ+lJirK24;LepOC+3kI@$ibJtx24X!niV>+=w)2}-IeNGTH7JyP%c46nv9l^&6daY
z5$weii@M8Kn{^IX44-w8!?t4gX2OM`hx)wr1Zgvd?v?^?Q#xtuP@g4#KGebF+=|Ks
z^vp+Y31ds=^_C=<VMH^6oblw1=SU=vj4!8M`vx<=Y1@a&)e9&WKj04}sSbpp1T~T;
zD!(cxS{04*s!|#u@=5&Cw)7EDg=Bexx{5rDk?*syq=q#%)Tws?5n_L<a`tOKXqYF{
zZi694zBT|-cD2@oDMKupNL(U~+rAR(X+4|KG3PQb%;QtMrrS^Jq2^%vv+$?+olf$T
z^6Z;`ND=Tz@&@<V!qyk^?Af%#hH4D!`d$==A4%-}V`KE3lblhqEI&)cR!DBEKX;~D
zbvCC;6K;Q3+vECMg-HQWOLtwF7<1E)3)9dBq?s0jWmY?AM&BbEz)pusB0q>B(D+Km
z0)n6VpYsaSr1Z!-3H~9)%vC?TBVs<OA<n@=6G2af7YX<5>jhAzAMu)BXHkbO_SoGE
z&E53aU2m`TCKlT*Fn#D1M~0R6tw}ZFATw?!IvHPY;Yg%GC9W=xrqbW?m0Gu$1Baa2
zH5R9>b)kwe!db39x?Vp_hxT3y<#A?=&nRaq|Did%?J>J>Dlwvd<ff%4pjzeoCh|uE
zaWGcvn#QLoDDc}>Y&J9*)k?N$f=o(FISi%?N)eNfF>PxJ*`_YDL-QlW5JA<L_UW%+
zUq;ktSJ1w07yf`)eP{Gjzx^Gd%Lc#LAtLya9}pW5!I*pw`fy#{#F|JA=__(P{6#!G
zC{XoD&esOL&$~$MFdP)*{Y~2ZC;Ee`X*|`z(nY0>M%(gc&t@in;jl~hlT7&`qA=m6
zXa7qYXL~Y6d=M3N9_Da1x(ne!epxmdK1{nyZSbty@MhPoM?@6R*65&KLF3$)C&Wi#
z(dQLDchJs41Z>_rA=<9UXp)3_D<}nbezSdqDulGKV_=v;PsfAl6XWF8tpD2%Ap?`U
zm;<WolYdAfo!)JTenoz?K7^3(ZH2SN6}5Kyu1v?CcSmPS@pBPw?d)-qFx>k14s`v@
zxVW26S)8}L#2K*kZorS&S*+v<7<*@2hwrKEelM|~*^7{C8;21JTyoS?@%jltr~GG<
zir;=>!U{JYyT99O;u5&X^-y(6RJYMOL-=)`9+mzf`I6pHq1ze}seF#<vhmLVVQBBd
zUoQRKMrzcOnnd(dXZJgeHM&7H4ha@ZqyPE(%9$<8hmcC#gaEqkw;diXAg?Yi!#6c1
zce*oM)k_5k@nxi?FrbhY!c&|&N~kPXPBE~!34R8t)j^8`(6?o0z7opFpERDIYO*%4
z@ZM|`XRUDx3{wy7c3@n=X<JlK--H&*t1ROFfYsUP8+zb>)Z-&CdyD)HIm7)>t6jr3
z{?2_P#RXSKBiga~86>|HhIYIm`z_Ku^ey2BuuB$ur(|QelE&i#vE0Wi<Q&oG^Q)4w
zN|_{sw2i{aFnDnuM>~E&Qb*j4<o!n~#*Y{9;+^3qrskzXwS8~UjeYW)>SXZW6^1GV
z_FoLcU|f1liFebNO62C|UMJUKEP4o%`$jr*-W;g#A*60k6Y4r$_T!c}*M*ua@AMKI
zq!xPz3tsy=H8#?VLi#{ns=ZYr66vMV$3k|LmcKj@IMPCCwr-xiNtJzBW$VUN$n7ma
z$<p7-Dd6|+<*Os8Q!LYGEc|icACk`lEN~C`g+2!7;YZg*$BWeS*0aiG+31bMIdVgu
z7fxSyB=BXv_@W94mh+@S4DC7&0|71%Hv2%hStkZBr}#x@2u4C!GD4+Y9fFuQPHnta
zzu2zuH(!(i(sj5ihM1(#a$GHee3mVeEu<www`GDAX|BSjN^ifeNN$lVzH}f^O%gY^
zmHu4_He>!VK=2tDJtvG#ansy{@S3lx8>>a!TXn%ix&XQvd|a(e%;N%|_GkA@pTy3Z
znOiGo{7<+Z3qL*`2|c4;R?9BM$(@c1ex?Z~2qt((U_(gY{yOW8n_A(~mifrw7F|fW
zN9_)R%PY-h2RfVw?Kv0&=ly^XQ2?fiK4QP9L9D6O_Q{#{2%Uk+x{<Dxsk;f<>ThSs
z;SE0;fCeO)#|5E|{lQwHwDDOT4`%HynR5Wy{pm<6>H30`$nzBbP18}Dd12En+PWwv
zBi0i>PWsz4RIKiycd=9F@vAv!3?Zkd*VNX+)!gb#_`7)WF$LR{D;&nw=5|gXPU+l~
zTBKJKz$IbojbAyssSHS~2<(v9T=dDa3aHRsHB-L6Wn;_Q^en{#yI3|=8?!@vv;9NA
z>L7N9A2|(LGIkkP2GStm@nTgmQDl*VALC;nZuF^`>HX!M&g3m5^@P@ZdAFQB&Rx>+
zn6Z5L2qBhcUVDZ-m19CLF!MpJpu}%!m!`81si9H?+QFt$1gfZzfB$`uXa4^n3%=T;
z6#5Tp@c-ckhWu~Fdj4M+q;;=Sf?3TSVQ6UFv|w7QemSywX(c{q9811-;4b`2vv}ss
z1@maMME6T#T&4b^@L%H!l`$7&{Akr>?K6)lcy`;Vy9mM@L<Ma(%{4GuSSpj&0V)aE
zs`my)6}-G|pugiP<rRfh?n95B-$Df*tO%XqgEdP_)`FImk*lNpzHQ<BvBIe#NN<>x
zzy6AcQ~|)S$YaYWpwGA<QSgsdfuw^6_OZey#-1pQ?O##zR~1H#mDAPGQn2d;TVFO#
zLkG6*B4Q-<+2ruscM9&D<nH9_ZWKT|);FVh5~vHuA2&bOXP0xF47OBDWp5hAv`6h@
zW!QhZDEzIoOPk|2Bd!*JN)`F>uDGyKGD+Vy^*RC+#6yrcfvNmS!ydp=EiGP{b1oLZ
z%FRvESq~B=6w&kfbq`B7_B6Yuw_wkJqmW($L7}bWT!nq!T4C}T<wXS1BMmtHb^v$Q
zMZ5g2+bHxG&2*&`=b7}vvetX9fg|BJWyT62>dGpTUk9(M8b{ZQ+I$1Y`(#nE1m3+c
zTvg>gZV}WBi~=dZtx+k4vCm9_Fn@rJeu(Gz@(kn4d-v*X#!_hpBf+^c5!M%NLBc!h
z4WqXk(rs0tBn(<{#6r1-@Rq}VfK4azl>ZpCmDETM<>DmnD1bKN<X!iqSx1{ryb%!A
zB)MypbE7}ur7w|WCU+Pw2Mt{!)uQS<@}3*)UtnR$Yl0lJ<l+9c>;2@?<oMagnVl(p
zPL%d8SvPa-ScPP{&Mta;aRd#MV`@EZ%c*sqeM0k6W3l-I+Tcmo$n5>eBdHI6;c~)3
za=hZ3zM1!f4DrJvdtam$P~y;rhR3zrBJ)!NDGAp7gfx3pI0<6>wuNWZ?G_S&O!>;g
zVbqQWxJ?sZCRROpj#pnn^I9OAzvbE&Ya=*_$LyWO=m+7(SXfUFMzBRY!~E8*kJl94
z6lga*i=H}0KiGmGgFC1~bgF#;I2x1pguCB~O&pY6*EAM-wLHT_M=RV+Xx1FSWPXBF
zydHzMI&FSTA#-lwnaV2Z+rJT3SIGG_PbS^+tqVtUVqpSRyEpE9v<=sx398ELnmQX3
z-1`%k44rDVY2zcEuSb7P^qI>*erUbXYV$7y){9|1kK|i~+UQy6l3`v{m7)g|LVec9
zoV4T(2;Ciy{-bR%XQXbK7DYkhC6PgD5BGDBUsUJfCP}<dkn*(TRvcP2^UFd<Z9>r?
zk~@!`u$5qhAiJ3SLy5fh>>z$%zSb)96}oBATNhpLq{26?F~w;;;eC93Cp232HaauI
zPIO~Gv)Wwr<qP6k;1z^uLPHiFIL^CYWsSiEb*a17=tFy=33b``-vcoie}2=c3<%hP
zcZ{t8Ji>??xMeXPDro952hR|*8(oQKMke5DDc?SwXY0cVHR9qe79R-Q+Oqi!Vl^YA
zQ9#Kia5cHlv`C(W$>ak*rF8akW-cc-69@P5VAjd{QOC}S2t6;lzlZAREr*)On;CSw
zEryd?>fG8O@0$2aJxYfT`MAd!4aS+4hI$M~0iIOyIU50&u*Q>!1OdHLJJNd0h_IQK
zTDgsZS2TqdOXGq4_6xG)ud=|s+Poejq<BiYo7a(V67_DJuBsfx3B=daaB1<JKH>lD
zeW3Eb<*#5lsa&A_;?j?3qK6BAzES@E^E>^XjJZ6kn&Cil#LkGb_i8$UzFdpDIo9}4
zq7!U5N|^i+PIIVdOxZu)kld!r(pRyEV>$U6e3Ycu@T?)z%K1(&hgLQ`DYB~_6;g5n
z*r|$WOtWiRSej_md`CVas)s}&<@Eh}MIN1|jkUMT%>YDghRuB}ElI`g?!pJz=Gl-b
z^rOhrOHXVEW4treAH@q?PW-4dq0Sf?#`i`Ui$vJ&>+^)~N|&9(CoV<qOGS}Gm~d=E
zF9KOm^ed7(M{O}thLDd`Kja5NLuM%{*(yFFuHPv}#Pz#OdoZg1gSNklYO4*yMNwMZ
zi@UVAJH_4I-91nwxO;K;;_i^*Qrz7M6nA&`?)+<yEoY5$##k5YT+GZ|Bx6Rt<bA&P
zeFQ>!J48q3F|?hh`Ov4i1r-~RoDX~7J2C0zkqxjVXa9)dbvv^6m0GbJuar6p<2LWB
zQyt!gOnV8JDBxlIB)!N6vW8l&%~L5chyz}rYFqlcxazxS_Wb0IF%PEL=kNqZLJEkT
zz0pTr7Khr^fYw~T_0A=P5Sh96MIBnK<pBpv?wdsJ`|1(>{hwde=lkYqo~n`eRH7iX
zr4B{zwwlI^0qQfUU)y*BNDuGdnTmCYo$O5^bsg4_zS4z#Xv>H+RI`Z(JxY-C@)6SO
z-Mqq|4u!OSYeDY}&^uMId`^PyZSRt<Waw8P=z)RCm&PwzK)Y2EuAPtkM$V>jhN^RF
zc^`I|!Ibz67HHnRC1jS64uyg9VdLj#<q!H!VZa?{7J7*zpRL2Az?u-Vt65>8r*^~}
zMK!?v)F%M{=5L?FZR*DlOg^k-vavtPKgVM^RLRZ<-*OwfD7OU||Ag!Rhipm9eHp)=
zak29D_rK+~QNSXtaI9A8xm}^DNt*`PK6=|PHk#n2QA>^vQ)>T05A)7W7tIzW#2V+U
z1U{i;-gh(pgL3`Q_(AzTZ>UKp<#3+MjYp)9PO3veCNXn<$0VTF=kbSRPDbiG>GA`?
zyUjK13qX%#ah`Sacd<E%&h?9P08+ZzQe!6_@w$<8o9KkhYIdFiT3#H($eZcTv)kVX
z@|$z>>GUsxg3}e%w&0&U&I9MYCRICjuX5#6;e&*!aYyHl4yG}6W{G2Ch%eA*!t{+@
zTwvw50g&+JYe1~?ZUVgq&TjjhP_HRn=j=QgfgPp!tI}P-DrDwJIDh3fk?v35lm;N!
z^J?K>8>Kv?Ox|d%GxP{z6_7XK|0T(%X-QZ0%gpKOCxLU(GPf3K*-nnI{GYTHoieM~
z<|J15Q$yUL>2-m-osN*9%Xo}Ul)IFu`?}Qk6h~a&H1*)PZ&k4p4kyN6q9sPldcM+-
z%bmB?oiF=0p@-BIFS-@^xU@@zu-CcdOs;~A0upO+Vb@M`-|bd9SV~Fw`>(#nMAE$9
zKAt{G@4roYJpsls)Hl3I4@~89;nChR7v_cq9tAR|7Vdc5bmw#(s1&1cG*!L`8|&3o
z+X8Lcf$b>{RKedIdd)YlAeC9Mi&COE{x|yTE2RAfQmXNmUr)Sk6`*F8UlDb1FVFfK
zi;PEGApg6U=fdw4Z_rz1(N|bN)P+&FGd@rB7JXbeRb$rI(XMiH*!BuRV7|#<G%xG-
z@!Iv%k`6{{{il(#Nu_GWNGDKeZ5gL8MAa){1~$VVzQlW8>KtLC@P^RX_-;CV<P0f>
zjC4fmWWSB#^4Zh8I13})SA2P{>77zE4>qVN^{`fVqadJk5@NgZ`{*oxewZB^-LJg;
z2BJ8zOLhFYvSb6{m~~%6JQ;ns`}oPmVq=f&WVZpM>kYYK_C_fh*scQR{q0m!k-K(8
z@{Nd`9&8ROz3mCo6mg;2zt3y&)ZNIi&o$mJg;pWK_i}fiV?%E8#$wo2+Zi}hPHtpt
zCS;mgvj*@8H7;<1NX4->q4(cCA<PwU^O|)O<f_ERf}oh%%<uGLC!)kA=Q!&&8(ejN
zuFldQlk?k}lsATy2*uwhfos?2a`>TH(F|B=N-8ni3o}b@<&Dv9l9sO;-6um{s_XGL
zkYr)4e$)viyS^q=e|uvCpNh4l$)0H>{!iydSJ;W!#G0x#=ahfb_+gIJV$>FHx}*B>
zz}@#J|FyQ+?m$XUzk%f|pn&@Lchu8~KS(#%#sk)1OSxq?pm0=U<0SpAYP*bSWX@V(
zB|POKzbh(Vh|xc&Z5H$un-|H(Yw4~7Pc7*T5QTF{qc;lKP#S4`Q-YPwW|i2fb4%zO
z8GQII)|!{|M(!sgE#b26?tMevZQZB_6Td~`yb>M;QYU~rnfSAI3lcEY%WOIn6j`BH
zCMf9waknb*j5lm!dZ3e_8vwFMlI_k@cR=v0a_f9;aZ4KnC7}`MmxGF$^B~WTdJ}<s
z3y6|O&<ATAkga&sEwE8Tn`^pkl&!w}J&!4gSA&?Wpc)$7jz7#b{e6S0SGnRY`RM<5
z2R!|M>>GUkZ%6V^n@|4>9q><(EyyQGkdY*3k9TIGqPQ|#qe56T(xUU!?%AWt<oht{
zvx{zTrKas1yUmztSGfL8n?>5r_h$3@AML4vq6ck0L`3UGXZpJO(=Pn3aa4?o_5f|M
z<C^o*=NP6o#EZ@)NW|l4@vN^n=ch3TSdP;*t<*fOvYByY9N4p$!lNh0ot{{Vqg#6V
z3t_&)=lg29yVWXkql3j=d?Jbb3SnivQ)@7@+&`$A9|4`Z>4Z5GiTD#)>9xbp={ME-
z`Xo$3;hamvTN2UFOQlb^ebWP(IG5oiH@lrQ(+wFxIa|)fFNC+U63ntrv$E%7kagFs
z*Ii(TN2pbTGBc*RYoZxcJ>S4KFz+1xr>&@bd9rLx9^iq+Ku3GhpCIX?{UyVa-rEg+
zL3;*E2hfeh3G}d~2semiW7Hka30gWelB~8#US1n@^gtdO1BMY-JeCO^3Xyg*G{)(r
zd{&~@-SQ-|W0`qb5M<z(ZMPE}tQ)n7zeWdV5zxP)6JOt#I`qTA!*|NlM}ASryJ9id
zD|0)dZep3nZwsQj5Ym2ltYl+r$qpwliV>^?=Q+2rjn1|@mN2d7sdUuGfL`T4zSX>r
z{~{2*>C)obVP8$?$auyl>pwMg%|uzzEKPMWGum4d!*vR$vU1F_Vq2FPo_WzGu=aeI
zt2m8g^%G<O|AT70V5xEZS>=}r*bQxKF$vZ|3Tl|um16DBrzCA+aw*btvy`$`J(4Wm
z%u3NAXkHiXL46Z%6+Q$lfESz@t6DA0%LOI97Fw|W8jaMi))cM&l-cok-$ffHK_{DV
zs|Cq{zjbM#oZ?KerM=es`JEo#5_e8-#2qrbCHJ#M51Qh2by00jte0rfi^5#1GKRYk
ztHmz?K5`37K-nplihqx$r>&J-_jb9gB4c|J%si7+KV}YZOYvRjN9&<p31jXG|Ik@^
zw#&_CQD3&1Qndv7@BCGHSzzZ)tRKjpw<*zP8`PR}G5b<(8ca_u)~&3US=!v3c40~^
z+nP7l857SpXlhFj>?m3;{)_W7rDaJLTSk^9+r5T`z_2UT6zvyIN3Rs}h{{j%GoOX_
z*nQB?YW*J>9i~Y=@6)%(8h3fo?&%m=_Tr-*5m(~1h;OKVLmap#tLf$oJu~VKF3RH6
zU@UAXwsBHraA|Fw>m~A2_+zHxRb8utZ}KDJ3)!)*UV1nr*_a9VLk~i`VJhHXy1rl-
zO(B^E6&Ph{Nl5`p>XgYb5?pe3icI60rYUESL`!*uI|XE<y{nZ_KPzag&5d*umw{`f
zg_Z2ST2`d#)tXTuXC)eJ-Ph>zpNG1<EKxUX-B%?T?h-F3Yw!UE*Y24}pDB$G1R2zJ
zRv23K=rq__kL;#6Cl!Xa!Vl-U){nh|*9OXm4~B74EI?zEr?YmCiM)}%!X$B(R0sv%
z(SS=dZw&5B{kYsKJoCHi`*79}H5b}$HoEQ1!q%;+8e78ONdwUvBpll29dPKvz~m4U
zKS!)0q2ad|x&>U#A4%}GS7cEigpTN*Q`<Xg_AIw<(4U4U{4J;J-Vs2Rpf6kv@wT@h
zq9=f__11W_%{*Uh5c?{zvlFlJ0Pubg8!#0AhvcVT_33b~e$fFI#QtuWJi(Kq{H`?f
zm{*EWj7|{(uEhabNhxZaGU(oNdg5aEPgXW0kj*o3FoUJ9eii-htJvYkN0aHCd1e!L
zGkXrc@{VNIq?pgKLc`dNjCVsF<%b*6#0e|nFu14)yY`Vzj86A!pBRz5S51b1dd2EM
zUCDW0WehFmcj({M3Tit)shg=?O@$-zF5RMQL{n>-sZv1e%!75$3lBzLyX&IITG}&t
zZga}_P{2xbKxzKYQCHLPaeK6o56pA@kAT{M%hP~Zva594&D(dEe^3E>ZEvbk{$Rg}
zt}5la3ZL3d<Kg<916>v3zzZ38aF%KH2H>@863D3E^)O5!lp{<yImm-X=kjN*+Z>iu
z-^LNb{4|7cP^a&w-`^dt%MY%Fih!h}%!h7*nPQS=J1IyG)qf&Q0q#ulUYwg=k>yS@
zG%E>63Fs+cHTw%k1lqGu(VO@Zh2V^kJsftVF{z@!Dy<gGRk?Vq6o@ve42CcS=Ubel
z<O-4O(PZ6@p|X|GD)7IT-B8w=v_Fy5z|S_y=&UFK%Y*bwBc<_&#*unRhf2A7pdW*p
zFovyaAnbY1@H;108vGa?LJ2`@C%jq=y{}A*Pt}G|x$Xs30$R{=wwAdo7XunyC{Utw
z@1l>h2*;)hMRo&TONw4}gdCjyMnzay3VS~M{>GKEn+e%s;!u&qRH}w<l-Idct*^_~
zD?>t@-{;O`aV!NiE6btJmuOBIwB(T@;!>;WM==-$zZXeuUprK-JnVjav^>od4Q5uT
z39bM4>FdAQp~L~$w9m`d;w#n8^!@Zs<Ux%Ba|A)~6O0}fu7@`@pLS}rt^UtPE1F^`
zK}X@pGDUfMJG#odc`)rwGS*I=IqSyBmQqgPeTu-IaFHvD%C!QV&CO^g6#uDr(O2~>
z)09ABsda*XyLY^<W*4$GP*(>oN6v<RP#SbCIJm)Y0y&dd@nM(ihIgM9MR@Yj=tOo(
zn(wU=gQMzkbgF}X+KcYkD<PzDcD8D&Hh%irgA?U{&rhr#v*u3iTBN@7eQB`0mba@F
zf*8ZnKQPzTA<Inozh!1pCZ|UC3V7srDPbOZe52B<`Yg2m-?s;O+uS}C4*LKqcMpf^
zVai2KoNs6Vx#HY|gaQQqK`b#L+rzv|vKm*X_zZ1GLmDz}iZYZ|v4;%hfBkP9%Kr~Y
z0)Zu;4{{Vr;40YA;fmE&qMUwcQp;;I4bsK-SM(Bx=&iKBH;-*<2AWAeTSC{7pqesh
z4Mlq<PJrkCK@E58n!kDzZlKCKca`E`MXT!<E`0xdut-Ista_=*oS1_k9wKAvN2ZYk
zHokZ86zq)EO)<HzwrFbLqoAC#>2cZw-sX8n1b5n5*{HepzOKhwjUr2}`tg(A;}X>6
zd*)tBw?pKg2?b-V0yRD)%`Myipdz>vSM8+u6_tt1|A_t!5Lw(JLOhSE0|an|{)(;d
zT&gS0iQ`+=6!s>{4cY-g*%D&auZbV(wb0Q!3q!v%1hvmoho*^kv2C`#L_w?t5q%X}
zTUv0nO&!iM?Ck*4%8!b!9;CQekI^b?p8k7!8|Kt=>S5FQ_mx1kMdE}3jr?be_`I=1
zaB;9PWA;s1Fhlb-dN2#;-@nW?7D2a<eQ%|0L^a$#V)6x+WCNY_I6D{K*mc+^H3TS$
z&l0i(W4WR=$nvQ<xZL*jbYpqqx^;5ql%yK>aM`nmkBJtb69$<-wy{)17dF!-R<Q>^
zMSk%nu{d6`H2pXtyfBUXyN@xAgdMX>v_yF>^!A|{0{i+^Gt0UCeTf)DxuGdt54_dX
zsG)n{6y=O<y_B1(B+EIA%3VX@sMnfi(t=9ZD%uz_1?QuItDX^4KOOBE46o*_q%0cu
zTpMSMaQa1*eodMXmP&Uolas7UOD4(=RnyVY3=4+7kDC`W+Y$k~@=hpJy#iq&T3OW;
z$Wg*YYctzzz9U;h$?YBbS<=8E${<Yr{sfJovYuNnGo);jo)@CK#<Pa;fhQ&#>qyqk
z_$v@>VyyYAW$MgjpLj3+arE?f9-LQftKBe4(&4W^au_^?XLFh4N!qll)l289aL>l$
z+rl3Is^Mk*HhwP{WzV4A{0~asl#Rqg3OatS5_7y?l0Hu=CTjOgz`hC~o8eGv8mVtH
zO)I<Sc2E4yP(LTcEHkmW@@+#V7^{<_-@4hW7X56DS<54G+l+_Gxjn;sOxACQ)_vP7
zF}|L#1unV5fLPj^cG`nTQe+da;HJn;--HAjW6k>!5}Nj~tFvH#wyTSn5$Au@dnn+e
zT_PWTwbW7KvS%HXD(GblG1l204D@O**%6CgG#7{;s&C38IrgS%SUoDQej*?1r*0D_
zHC_++VW3Ynk!Ka#SM7Bfl>NaqxK7qkoh%jkJxP-i%@ajAz!(xHB<JbPV`-~ecWhF>
z&sjX)KGgPbh`DBzo}?rPqLT7@1Fkd(h?+Z^F)}k@>dfsh9q?u`B>?{%`KWsAuOCZY
z7&8hupT!iOuOUo9J$y7p0$rHKFH^_4p$N|4MJ4vvUI?)%U{YLV7VE%{)#kV6ZKm%F
z0!#Ux=DTo3CgZ5%UWu*@U)LDMQaeVRyg@frdbSmSAO!t!e&7B;x*>aSv{Kycrlves
zKO#WIll<Uu8`&%Sdv_H3=ekD{^xH~3P&gM8Edf=i!K!=inx)7iiS!9WU*_#A|Jkjc
z!ZdMon)C-QJdE}H%<GcJwqulDTqX{#l}$QPQF1DDnbBfNfgtVyS$9F@BGCZcr<5?#
zqRhB<8<q}^-LGvjb8g=WZn21nU*p1`U%}jE#m2{YpEq8}kprrJ@x~cHDue0{epiSN
zoEOCWROCx(F$<!mivg-~Xu-R>F+OkH-M5n8SHd2{WZxIhHmc677$)>*p5FP1rqtpG
zGfXp;Jco150$N~Y4%%#M%iNH;#-?>zI^;9pymvF(uq>hOcG^&xj}kg|+U334rfc{#
z9qt9rq{tHgVr`62wETF)898pLvajIQr#*ygCy_F_#@ULO+jS6?9aU9w`7<+*uISA9
zlKcHSysxN#gT-guVlb@a*G|v2@zc`n;nCt@S&1LZZVlN7W_P$pBE4hhd~bU=baEp}
zkDs=1iSMi-M(W}eUxHJzf+hBun!0)LjOnplqg#nl3W}pQogy~e4xyYo9h(eH5wY5=
z0t~j=Y!noo%^=ff%ow$uC@2N>pX6n`Q4-5?Ds(bspG0l2HCmq)xg=%dQx@2kzxW12
z0tL9>M}$(pMUAE;ylF)7V$aZP5HHk+n`P5tw{C&8IH818WfqDqqVUxg5Hd5R$JM^e
znZ7p3C<G15nWNE5pDR*C6|w(8iVgo(YO0zz*BHqd8O}LJuSQp_X@C$>hJ>#cG|A>h
z5C=HnDZW%Pm{}gexK-Uq?Ruvrp8o{VeFW|VZKR;l!G=;Cl<g$MXXeGxK}GPC5o!>t
zWkTT*RA9R(K*DwpQimc<Uw2Op&a!1T)eVWoAEWPU-5u|zgja;8no1U?3P}Ddny~--
zm~8)7(fsfHIYd6wo{2y3o~HuiN)!i*a|@_dJZf`-qisApVSMv$+x_+On<g^vL}CV{
z52}~#vZg60^dL_(au~B!F?v{jR~v6QClf^ypkxT1i=Bi0z}gfZSrU(LjAvhWa2YZh
z^95PARK)Wz%=lB3S07V4zq=UH>qcj2X;9dqMB(+dc*meq#ip*$v%I|yObBDeXn$wm
zQ_@_|g1Rd|6+4vfXiB#DUH{z;vLj<Td%hllzODd7=L(LEO%#8T`PRa@iMjTd4|Br(
z&XR{gH$*w*o?Lw>d--+urZicfU_s-chT^XP|FslDtJb*DPc9<!p+jiz_)~p|{2TpF
z7)!VFGR#qhmw=UR<i$JcN`^6$SF@u(&<AMfAGE_TiTlEPPUYIW@3M5NSGsYSZWL8|
ziK@VY_2j-Q+2L6hRFH~Bf-t;8Z%2X(;vBSdrCKu+2q4<Cv|D~Nw6os@!Im~S628~N
zzVF1fUNH33GBcl9vkr46Ml7Er4VWKmrI=hy{=T;~BChi;L>_Tqx*$YOu}D=y>Q+_L
znWj!JUp2&jE_6$P-h}7UJxBt?B=PenCrvmjGFHzC8Kjx7fwdIwsvoTDkNwG`2gF>g
z0gSiiK9wSE1dm)Jr=&EwV>bu54HgSEA2QahKN=|tRyrY>E9X-Tj@wv_MqhC+oRSAr
zAl@1^roL+R++8fG4_hMzk&nk3+cxW@hJ^p1&Xv-Y!ci^^qd71K_L3Je8!SdBKh?zS
zT~$_#PT#+1Sj~y_e1VhlA_pq##7MBV#v&YvI}6i~I(WBeeaF+!!BD)pKrzw;2>oCi
zCP#4=K~A1=t(N~YEhJ_xihqY4#*?u-4S!U;fLU0SszvFY7)4bsxoUb%XDyl>3^e+4
z)wj?cWls`h5s7&C`*TMUHzbJ|#!VW+D{y%dnNcnu|Ak@UV@9#Qmbns_nd@LaF(<SC
zrtVC=bm^c26>-V&LQE=bp#8a}*$yUHCs)=ml9CwuIP=n<+$OUthikC$f#pl4!t?VO
zUtA#JZ6srHsFi38smLL=hJ7b|P;e~2JaFl|v(Z?HjU*W(Fn`OBLG;`FnMTP33-J4O
z&Z`)i=&5cMC2(Dwo@K0<*pET$R-v^uWzx2WsbjK(Jti@CC`Em7<<Me9OS_(SZB-Kc
zy6F#x{sf}px^%g)To|3!$`;3PCqjP#&l>&t!spHL$Ti1UCCCU<Fo3X(q;Vy7R0fM_
z31*A-ktV+)JyCVh!2bSnW&Lx09PQBZu6jZdXvf)3YHUM$_Ix`c^wn=RvX};X4>>RZ
zZ+c(T;Z8qV9w__^W!4&YD}hJ-2sl?d&jqT}l{W`k!k$;hQDKZt{2@khP%Fkr?7i=~
z!{PQ=s48vbb~wuu``x_IxUPQAeaWw%vB5!vi2ZpPCOb}=e5v+L;2Qa<L3Y8l#_TIo
zXSEjq{}8?z-Hg?4VDC?!Dua(};xG#Icyln-O5lB8yl8gvLT*{+0}0y5lk#?q+^$to
zb=SeYhVWMRRQp#tTHQ0JodTjVoJ;((*L42qfJX1cOBD_XtV2OT3R-C`z8CaXZB#Sk
zP$S?iWh=!!C_Pk=2j7_fbS3m{{ni#ibcoY!vCcpkbts8v<^E!^XJ1=Cw}szE{IY~t
zCO_A%FCSb5Zrx?pa@_&A4DJ6J&nJ!na}H8DOY4EEjs0K8;1BPrd#NTAh(n^lnC+|&
z4s;|^3BFl1wH!pT#iXHx&qc$zWR9qw)2j2qIH58YAsgKL0sU8?(ni+w@;_O2Xp+vx
zgm2hxexC&$CXtPfPkd+iM$rQXz26aQ+x3Zgs$BBEtIByE%jy}7er>FpOSpmr@C31i
z1<eIR-0Y#n2<a55>7Z1jR0px4G78fPN{&TB2eBJlC!wfm2l@W1ap7{J%AW(Vu<x-m
zc5*|a6l1^kXk<Jqav}v>eV?mu?S&udmP@te`Pg}<w<M1Gg^ET@nCcy6#ajkap(n7&
zD52QrgqHI^E|<*zz)-LaFjWM~?c%S~b@$61#;CjeES3M3+{AfTFg+=4TPTwOR81VI
zh$tV~)BHw&g$8J?&~Z^5vaQAaW-14dU93VM+%K~?mp=vY$<!dRX+<%;RgF@AJocG&
z`r=WBmXfzoU?{T{<&HD>@l|<{=34z#BjyWG&PFMvW;7pGFHw?>Uh`B2@!Nm3?!0Gk
zBILd3?X)QRGQP&8#n*5`c=dmjyQolzYVwB}<Oa%5_<wS$6aN3y@r#fK{instrTPc;
zTXX3n%JwO^Yx8>ZEqNLu{9C3!{Rbt<<tr-kU*-INAIKubC6iFRimqLx*BUQejSsPe
z%J#H0<NiT)G4BW`3>lLGgy0-$cvow+Y^yelxSi>Nv<;%!^N;D0ey;#JE8UBsCo{t}
zSf!txtHN@wMl?@BJ3lk!4W*t7B20h&K`1gd!Gpf4^&bfU0Pt`ntUN#EVyy)|rr#W1
zfpnjw3yn_v;aYw0cf4S4;ckf>gd`zjler4N8L5W`0lkNV_gX_os*I@^@#jzo4>hk$
zl<IvZbmXmqm-qo9xsMO8x${}B)si*3*g4qY4?aUmQ_L=hGO>&pZnE|jRD0>1D<tDM
zn-G5<3zCxZzxvuRk1c8>%UV%PBy+%AkUM3}EJeOWiYopPDgD;yIMw(D@l~l9L4q2F
z3W?+2?KEE))r}(@<W_!w*j^k~`MchCw;Lt%yxF!_SV6gQ0cz51pl(ma6wgp49pcTN
z1VM-!hTPlr4HaUDmqw1eIh@D-)a}jmQlkV?ejLNcQF%Qrx5xfeO>8~4oJp`ci_I4f
z{akZz=Jgn-+)Kd-+UKfaOvoIj;VKiJ<`;qth6d<-Ie7BeD}QrM@;o)GWIA3;6oQgB
z3T1i;riD_<33M<PG)l~8k~`-Fv3m9IK!m#e6s`#<ucUT9yVObbr|u1|x_FoVTthZ^
z5}UdP+0T*mVKl8E<)<dHUnR%dBF@rxHC^KZNO39y6>dE5G=1(%Lb%DQ0rX<kTLm<p
zNbuwy1g3ckOW6hzk?tc!&_Ix6(?Z&~;)1!2ZbI2epVBv`CFBqA4B`XMp*EV<^?Dd^
z(j5QqiO1H(-e2_~9_Uh=R{WIt5Gfs2Mj~GFS(nElK{~%QZ$q)oq|t0R{5K!1q3|7|
z98$>}4{joIw5Avew+O|d_2nraa89sT)RF{zLPFi(iL&~W=3M6;M-BcMcT(FqAIqT3
zhVa>>|C&rS+>t{vJdB0g=@31HJJ-L7;#o`GdUe0m&}RB)#3kjeJ-(l7yM3=-0qnuy
z6$bbUyCJ=15G>^v4jq*)x5VW~Cp3$a<VEWwd;CN=J87&QxowT(?YIYF+=8#a2fF2<
zPW3&^7Ad?n&`c8fAyjiFCav$fa5^8xvs@&e*n!`^U%Q;M`o(L<I^>%+rKzCf6jb^O
zU2R4e*iEAv4g*~M%^fCFXpUE}iqh-Y26b;VwC)86&4Zdeoc+y)ll9W-7`1?d(`o9{
z+3`DMecgxP+NbcomC_(*`+I)rz(Zte_V_z4)M96O`)KD_`m%IN1ut?^gbLLLzJ0ap
znF<egy;<s5Ts$+CP<)iu3wjcs$WkPG@&Gl6%1K<d9FD!DK0(e2ID-YQSuI;WTM-em
zdWN7J4l(Vt{QYrcH*49gbEv0=A$PDo(A@EMG%lJjH-KZ%BbQ+@U2~~~HSs||U`-5O
z0j=!zLn9Zb9^yyDu?=BQpDnrt+>5;L#S{Dg5{{_mf+B}5Q3U+ei4pKRF)qZ3$1#lO
z;vfvFiaP{hOAQq<P4Z4kc+dU#i<>XZZRg$F5OsL|aaD5)9n8RcW(Qv}|CiVVeBRNz
z%k|UB8CKYM;U83;FTa;B`Xvsx1iXg>{L=@{;pBG)ig`un6FUH3T(X-R`y|rHhbf%0
z=`aqsIj78U6+5Cb3?Kj8Sm?=EGm}X5z=9Qj^wLnlpY>0q`#|lUhw5BY!FL=0MLL$~
zcTc%tbvLTvFwk2YaG!0$84aRJT7p;}8r3hH4=9bvqgL0<gsgP<s9Y<&WR-N>7VwTq
zSrA1&kk}FlDtXcn>BRVeudA#JQjVpH?FC=6g$Dvq&>?QD7h_+ebprzIAs%6?JY+#I
z{y3xB0oTUrul`MC;uLVXD-)0&6QWrUSx@{_E3_fqy20&A!|xU6_Z7f>8E75Hf-St}
zbJz($y98Q{G=(&!W)2eD2u0^vT-1pIi`|HXc#r@`Ck<)LD?&Az1%b0WZA_rl0}FFx
zpt0|b=%98QIkRLOx$NY9(lJ&$LZ+O7P4J8^cW^~oXGDY_q*u({J31Y&$RbQP(s>*|
z#N%28mAB}@1y_g0zq3Vl2uOl@qFsoCax<m`Pk|o{w5|FK`num5Ab_tbW0b6~%#prm
z=8LkL-5jJfQwC_q{@&ug!#aY<#w?$Fz5q^oP?<d$jj9k-y)Btc1!vK=bhe}+iopMf
z&`3O;ww2&I>Hgw&>PYk?|0*>s*`?KxYRJ5@mdchSj@lo{N9xBgMloID(x9)KJfB`(
z3es~1|0tFh_uK4CO36!ENTEHVi}NgtZ>Nh@W9P1Ikb45`*c<(&iJLTu9D>+ze);|4
zR_mhNj{AMo+l0d}>#+csfN-Sb108kN=om4v6nr)=@Cc;f-B^=53@mn6VRz!o*1Fru
z_9_;4c#u-6xmp@{QKwBBrCERUpC&ik=y6isH~6I$yTXf+xUf})f^jD4hrFeXVe}My
zaI3kf(u*d+-6wOMcWM7{BzPL~G>Df~E9#rcHCebd@EDh+w)OCWF>QcJUxKhIO2zOu
z*G3wLfH*3}^`OWh{{;-hlCW1C6u2+lDMy&3zr!w8t5FH_;H;37p0H5`2gR7)su6$6
z^m<(cZTom$`0ADnGNKCv*l5`#IvYSFMZUY(;2rB?8)M`qWI?o*d)IOOPNi*+*3NWW
z5p;6c6|dtY{}3=l3W`6tBZ#>OS5$BujqYV8nLuVf41M)xH+v}{eT{SO{}(L?U<Z}*
zwIv~$d-~FR#yWSW)sb|=j<B=0iG{c*AV~|hhiSgMwJMEjzTQv_-x1(GMXkfwB*=9y
z$mRQse0Y@!k&;>oddT~18irIOaT)Arn`95M9^F4d?1`V&jt_(3yEA>+J)sv`sN_7G
z#Zcm7Q}3k1j-cBEs=A2irI;1TrDy~`eO$dP3Hl74{e!y9J2XUc!wD)!F`oQ*uCck8
zIQgMj7{%c7<$uw>7oFrE)TqG!<KK((@DD2PAJks1XZlC4w($#H)eaKWe|87|^Fh~h
ztylsV$nDF^E?V6SWbC6Ypjyj4;VUN@J$_o66>fNf@BLnjhqQDd^3b<5{(J|j7J}0w
zaty<D#s~p&)_)L1{ewDdQam=ZubKY(G|&7lwis~y@ZNnx5BeC__`qD2cLUZc6N?UT
z!+JGwydRQ$`69dZ&Zhanu;EvwHQ&7&tRHe=*_zt>76sny&%$T&C-5xO&mjZ4Hn({0
z(e_@SAn-g7NqYmm^OM@^4%+wX#;evE*{Xq;eU*3kyPejW(M#wabR@{xn%*?k;W!qF
zR$zg;0HsuWGXU|odvjH>tZ&BZlkybLxD&gVvNtUAod8(NifE4n=7RlA{T~op2<YG<
z60f~H7o$Jdm<0FT;oklgIGv}(F#PiD)xc*@=&u|%!7|8eK}KZRtRTy)4(K5=G|&$P
z_DR7Gi)RqEuy@rBECJ(rqel;PeubK&NCkFgy7?F``xF#G%{g8_Ui;)o*a{+*%MgZ(
zQTVoUSaTYf&9;jv=SQ-QWh0EEiMPYu3z~oG%%-o@YzM#HgCWus?N?$)<lxQlCvcrK
zs;^Q<U4VNjPIq6YzS3NAcdm@d4c^2}<T$rbwpEJ|H8n(v45$zAfcnrJ%8T$W?eqqp
zD5w2{V!-9y%DfaJFG7b0T*r6m%Dh!<N_lZ*cUB%~2{>y1%x?mS@JG>(ya$xHxQ|gq
z-N>rDf7{Bwa)z_ps5uiNGX|*ia!n34^@tddtTppaiIUh&a4AwKCdn3SxBrwS@30|Y
zMJEdEt%!jno?o^8M0Yn-GSFFxM;rH^`@Z5oQ#X`<B{ionT%wxd@Kb+2YJH*6?%4h-
z_Ym?QPi@=I_Q2&Sf6Ja9x0}Lx!%?_q_RBc#JVdPr1%ty<@rsJ_8e@Ih2<FpcGL)L-
zqB`q3_n%UtO2;&#5`)nY?kdca@gI)W5p_=hRIc)L>(&?~s*sha7ctEsQI~EOJ?qj_
zR)GprE|{VDV?G(YBYD}(={^o)ZgTSGx4Y6#D<IDOQ?OyhP@t|+X73PICr*0HE)iAB
z^$B);rEj_kO;%6|Y8qP#@+awL(`UCK-C<*l>3Z%w0Qewpj=EXzfoUDZkslC7Jg?od
zSMK{R4@BHsY49C~h)}~iO4rYmK2~TWHC&oHJ2@^5Kf-HI^oUQX8ZSgnitkBNL3~Pc
zJVG^knVo{#J3#wVrlwuJHHn9YihjzF>?PT)OXNK4r&=Ow1HeO|tdq|Vl5VVbyE($g
zz777SFLv&y_C7Jl5g%IcryrcjdVr13SJ|0HS?<iBCOE1K9@K_X&pTptXWJ}U%+kHL
zSNsjyML1B+pTWUu=+Pi)1+-$nfD-duI*}E&XLUuVh19>NrpL6Blx!z(6`2LL17{LU
zbA^Jo+NEZ}^NjjvlJ<W|CC&BGGql!|-qz`@>xxOs<SieiYm|3U(fpMAP)S-hfyj}I
z@Ym-j!ruU{p8awq?MSCsus{Q2+e6>H_IUWFghG^oHMAV`xjN?UMYoEvaSlm5$zWy-
z>G^JOXVHK^VX#eUYl}#ONga~Vy%%1jBh}oGqQ;0Hx##i?j~IveWNMIKM-vbK3N;SB
z9@9vbd4Vnf@AvwKEnA<d$rkQ&9KVT+o?d($<2fRq1hrl6{6wpU5F~3AM7r3MBs)6g
zciaSFuy|AqGm6{JYLNj2TC_0@lo>`jV+_~h<k?OXCFNW)9qiO$sARg`iv;O*FQUG*
z5PHu=IeNRXMfl7pV-qUf1-gCj<V%L&5fU3goBX*?TR{0Jcsc%=Km)ZP*^O*k6YMLx
zq8b@GR#+TX_lR%>2NHI6x+va31$Bl=ad&f><=<Cp*Sdq8AnWFROr3oIRANdqT95ZG
zys+HEX}}j7Z=7H;@`#9CBAvwKpkc0EBc!YQ=|}<nqU8p!v_zg?v-M&FM9jjZd0I6r
zUsl(Sh1lCd07)x!zlz}V4X%evtPMwXiwffz6iF_UcjYTwPe(YHs~woCd)F-zpKY&p
zDXT~kPY@_JI`{-THB6Psy^&5K9;Pmw9*CGwlSC3|YzroNJ=&CkXz-${h}=y$M*6SC
zTk|RN@N&-ci3lk({>R1UgVg?V!Ql`vQkKbaGlvw$DMZ43s}{GzPh0FBM?smTkxjmr
ze6H@vcIUZrF|XNxDR96QWw_}YMj3ScCr-MQfBu~LAP%oNPAzewr#_6_p%?0U6DEGB
z){~*{yWVAV@g~MAYG|%s|88tiLbrO1AIGsF=gJ;{KvqvSx5REoGZb*GHw>SOh!ofw
zt0~>KWupE4nn-ieSPs|Y@!DV*NbdA4GzFg*-`U5H-7aszp1J1!8MRTKX2S&;rJ#rM
z$_J>EnI7SI-?}4ThKyo-vMt(#w@C(WJ8m&=c8-$L#V?;$q1VE}fQ&D*lL*($GQH=s
znm89RS!Wt+=7Q$R;qtlw+MVzfB}#WteL~)gR~KdP(L09U)p=L#o$9&y&ZmV-?KshM
zgT*rKoCL#%h6m0}z>1d_qw6pa4Dk@HF8Y)XO3R}N4Y<{M5yVpKZ+3L{TCYrzTei_~
zx7@UDH775R4`Mz)*BITau#yRPht7Xz&=<d&s_^}xoG^)V_v5PG&AwCnJvoLr8-;kT
zN>05wY@rS#7|`$w%=LY-sW~BUT?9rIU4;K#cJ$2_Yp#>)0~<Nw+L1!svm7~9ZMN;j
z+@0TnfON6%R1dCf`?c4uVii9-rU*I}cv9B=JZY~LQ&F<K`_ogyzN{jLMBuS>h+f>_
zU__EwBRGR@CyZU98dds33@f11@bg`5fEw8~Th{42gB-e+wYFIawyGiZe<OweohqgO
zE42OpeJ<=8xLOeJ&x5Z)RExDQ`6crY%BH~lCE1wrsF~e1b3H8Y%S8HjjJ|Fy6X6=a
z$en*s^sD_^FSbCEfh&khFGeuIKd9>gTQh42#qZ1h`p&VvhXXG6mG0pN&!X~a=7pQ`
zQ&|_>5uwL=mddYtL}@V%Yli^Nx2j3&+c){0<7OA3BHsaz{muV0mm$}MADrNM+2$Ym
z$IW%R-{J;PT8<n2aa_SISOOW@+4F^pH}o%=mU@j!)&9XL+8o3=i8h}npae22yjar=
zSk_dVY`u)fBNF_rwgU88w&PJZo{IG26&sNVf~*r?zQsX?E<XXP?+|vIn*||th#%;L
zO?O$cT^Ap9@}}^xR6ieNbhQy)@<ez;K&0N>-r63Nw$1#jK!SdgJt(FDg)C(kGWK6d
zt0{Sc?!R6JFp|_#Y+O$}z$9_A_F3}65|P)k1<fpFaCeqZR!Uc7RcP5zVv6;SVi51a
zj`Dmi@u{ZHUP@f|mF#GnyKfHGrD>1S(5)^_xr+=Fp;&O~J?Qv*Nt3p1m2gQO5_SX$
zvzcm6+r;oCpz6%Fr!GPKjtJ!KLtJ~C{p{s#nw&fzW1=0`Z~k==wHd!&Xg;+UUvSu#
zYT|Dy?R=;~5`O?f-%D77&7>oWl-Hwuj0r69fArl7r{Bj9X>GkS;~yEd*4tgVRM&*9
z#z}vnh&_%!xL5}HFPm&9k#2B84SbvfN(`S({%$Q~RvAMywj2?-?F-!gKB5$T<{QP#
zXED1;d>)mocFoIdGV`lx`1Uoa!m37j1ocf<1C?`s$8kE8+dXShT%P|3FV>S*rS%M#
zc(IEljqE3UQHF||;z(Rqqy}+4l31^}u1ibmBq30>NBCdpP~D6|_$}zhJy8cGnfneg
z9DNNS%M^<b`0{EdY5T6CZ>w)n;n0A~jj|BkjKFl^P7yxH!h5sx1nYCu@&KeaqT8tJ
z%A_5JWWX}nH#4IP)~$krW|_xaH7d44bUkWgLHHnF4~iz28(MgZ5^GI{4H`{6W_@K~
z<-Rwe7%M;<exGObQi;~LbNR^0j=_*Haeg;p@LPK}D=*wH<q6Lt7g^NIB>Hs`${3T^
z0Ay|5g3VZ|9$eur<uuWEyU?aqRtSsH^n}4^?D3UDMZSbLSUF8aP|&u_OX`TOOIJ5%
zBsx1-v<jnwILX8NpfGlEfsfUaf?gV^20!e5sP045uG-BNDO;MHX&T_IxRBK*_pM0^
zAg_*C!Dt?3Lr|8fi5(^n)sM7Ze`be^aT~SVWKvkFPbe+r#`oh@=M%VH#^Do`g;mG3
z+t(j|&3hiJnm=fwotSrPT%7G(s#X|u?(hq-ayng%IIjEqT>vY&SpleRxJ<TRnR!2p
zoGlAwe?PJVwOyZaqp6K!DaYvxGn#L1w4GZItDo}0)x1~2q`~1vnv<KBQ0yUJpid5)
z8e-?fRH<g~PBcqLKa^$yh3@+7@^9y`Ai-Sx^Z4r5H}iBoZ;h~Fk0p~d-gJR#9wnSP
z$51bF9HRN=;d0`0X_<geG`4!8b7?_n*i2N+Hs+*!^Mg{TGL0GGAb4J~Snth1A#83C
zj9zzyY;f<;Q;q1#O}v(1`n}NN&>P>?iD&wdd)j>IDZlTU0otH;{+sOQPLDx<<}CSK
zf}Q6A{iGzxdFRS2q3mQsd|&>mN}f8;CTYpG8QaX-yzPZ1KBH8a1U;+IW_{1}%ly)%
zo&wjG2K$3ysWqPQiVOCoz=t3KN9-f`bea?=qTE)ha25Ca$~s&37QOSPh3_ac1}%Aq
z(vK3N!rt}XUm(nJy*NAMy@hHwnX`j14t9A$_i*^I;YXypkq_b*ZG)?nLyJdgSOGU1
z{?0t{^!ROo_NiYF?{F`$iH3!_V`r&0mPQ2PP@)9K2|V9g-yQo_mcmLAt8`>P*Y(Lh
z7P*{3vOv2c6iM#vz3t6-CET_1kw>J-g+E#1A0Gwqb=MxxoazZ)<hWw$P)4>=Tx2^*
z7m&CZB=<|6xl0q!j?FDUYq*xt6=xFIJ5aV{n8_?x`C~5%Eah-nTX_RLv?Yd1IJ24P
zIKje9lCg-No+S<DT*q_lw3_D`Q@AGk&lJ~a?`f8yl(#iB-kOfdV5@Nt2h%-j{y{M}
z7t`HY^L&Ubs)Y;8S-DmE@bHrO#rJii9pM(*8<s6H!+)cCR*lbBao&uq@(wGpgD|)5
zs`z2-3EwC!bcX6i5eWz=p4uT&P_u&M0lON7hew+VH$YZk$Bxbtf8Yhawj@fIN3vgO
z!>Bbco03Yr0V1nUFoIAKxU<4^S5{Bv3YWb^_Es|c_$u4OJGFCyqe$PNy3QdPD$FJW
zEj+jFjR9Wq$$q=jTrBJv_hw3^%dk(JTf(_wrQZ&ENVN83UJAGUFDrYo!-x5|_|#(c
z$MoNVqNHzH?N9y;c2$w*#^ZRH1V+r22KN;6Jk^?nDv#bI%2;}Z2Pg4R*8%;<zQPu6
zM99<4%e4Y?BA8O>*ThcR0@g7ewO{T@7w@G?N(Pvi1&$JmPt0<;xA+o7g(J9b9tv!J
zxFJW2t%hPYns#@5+WOFWJ4KO%#hE6F%Vz#Mb(MQmyU;%=*skGKE8&i?5OOh>Jjh8(
zAE*w_&N(itp(nM$Kl5F4F>2WYh5UoE4`cWTg@LD;j!Ke*SqA^%O<EM^1o4m^@I;p*
z9FBAS1Ng#;NRvY=h?Kwn)<YKSr)Y~SElu({`6+qQb+$C~z#5JIkD7`!&x895Q|fuz
zFBtAb8Qd{2?GloO=`AnG$JHBdmf%q2)+F=XWCPXE%<q1}izKzGmi+U$cUVX6>?Grw
z@!P#W?Jh$H_|sdE;Gvu+kfAb~UkPg8WaSzM`<m<=B?Yu?pf_5GK(3;PdT?^Rz~3qT
zdT<`d;Isw9mSd%}8pGgs1Y;XgG!dS&-%Vj#RyT&NKSSWEA)wuF>Q{%9(3}oG+Y!!f
z9!GBf>7abI%m>*Oo1_)lQQc}4^y5LsbJB+#wm;XTbmjN(yH%gnHKqZZNmJW3%t;8x
z8{w?$uoj9K5>M7!y7KL|eSdAwZIa2=-ua@Jl3khznkd_%f`DL{;LLAOh0E$=_uOTe
zTlRg7mZoAzO1bS+Q_+(rqFfU|`i{GXW&Ts9u#luuvpQB*(!@4|Fs3{Fre@0y9^xRC
z5Sj<MZ{q;Laj6g-N5k{Ko?84rHJV-nh68St1>_;gIaQ!{?8R$XsQ+ep|KAR8vffy3
zqUi{&bZr)5cQE}D+RblG7^jZhXNnt;?Nj0o15HDlzWlhC(YRu3YoA=%V;qcZ45<w2
z*SD%sAtX=g@j>sw_aV@ybj5}UOJp2$3Q~6Ie3Srs<tV*?pLeH3h@6I;ddfbGaX&50
zKjO;F>R|ps5x~To2m*qnw>HusBoGWH=Ca|xu6I6dvPaw%5Rpy%mjI;0H}guNs@gR}
zArEDSDbe%RJ^zf_^u8{#d8RHB+YPG4^N!<^U-quc<MkH-I}QjV1k-OYOYr6FT(h)9
zfuGh^<80>}b!sY9P%>vCx$}+gm8d11bO<~Clv&2D5l|(BN{A-O-r=}bC)+2gU5XiU
z$aP+$wZUbX1k3K*N0j^)92KluXv)fA*nSKznybO&Z_C3%Z`7wBJv6EE3QBqFL`v}U
z8k96i>qhluWhObVb>n}!>G^W{JD8O2OB{Dg0Rd&);yz*QTT6=~LmT<kr!zr%_s0y!
zLINK@h%3t|(1k*lAy=OG9eyrN6GQ*oqj|DQU)Dasadu`MpTK;v4LfiyqN*yy9YCTS
z?6#VN`K&$BDzD~3p`Um_?NjOrPmHyMbIdm#R()S?wbVH7Nwpxu*2q1Ol0LgQz3IgE
zXW=#KmV|If*3eXgiGmnbHOcPJRag8jvJLE14(xzV!tYyrMpK_{nJMKOhe9u%sG1h@
zvL}1X2PXED8__VzL&3TaMPPcDd)=<SjH<w4k~wvc_ugUmZ;&GQWWf{3TmS2^=;$L2
z&GS+oD7Zt(Dq6Q8iZ^WsgOaVE`EM#a9B{Z?fb>4cICwbqXBpi>vQfAHpd-PNZFBvJ
z{=}z}(WYF~+FE6LViaz^!%~KrXyjk$pFTN`HTx=-+p)`JDwQ#fWsm`b13Jn`oV^4H
z`xmm#+9kq^WVn&0lI9MJ<k;s}D#j)bbaPg#*tiO?>EKdyQ#c=4npp#WN~;N##rJ@H
zF&gKKZP}+paAuYv9H*^e?uY0mKL`){bZ@>4&B_PIs(?(a8B`cxF^E0tUP}z6O{7EY
za*vaI;PAQ({|qi|@Om#OPe8vg!^cS>@I7A@C77C@na?SFpH)3@GI&i)yd~CL6(Px`
zA^zPv4XL9!Ce2|S-f;wcl-A{r;%9=kSq;_EtXjPSX%{}TWFG3$<%3OWim%#K=o9=4
zmPmV~2sJX4%FPVWHwvtNnbqrh)q&wge$sk43{^#RTKlQLLPBB|S7rO9OcGE?!(TKw
zRy%}_PgN``@ON<t2T$yZ)55K{a}<h5xZS6CLm{@t?P@;SS&|GgRg6EhJma>c%WDti
z7PM7=%ch5uF-9NRA=Nds^OcXCrl#Mnqzh<R+{(5?CX@rAb5=zxvRy$s37MK)pB(7K
zZ$-whe&YbCwr+KSU0yXrl()nV$C+W17<r)5O3p}!A52tfJR`Rjs(Fm0d)h>pCmcVp
z#u;V$zh)=2zAUva+eQ`-O@7fDJGV4V=$~0&GdfD1XppogOQabUtd2l}6?A{~QN_cp
zSvV<BY(DeiWMBR}`0=aal0<=ftD$Ab6DPjv6w}s`kkJfT#`$ZDdP3WYEW||O@@}WS
zJ0cf8y8o8Bs)Q|Fy3LmsV&Cpg<|uyte1+3!mN;tEad^>WL3b=G`L&XFfHUWav$G;X
zPjyCJkybzjT3OF%A?GOnb8>4*v7jW>u!@hWjLoOJu(V9?IRaV%Bt1t{IX;!Il1${M
z@*;z9CGgN(UryB}iKgkrG1HQy5CT0Yx72>;hPS-o%=r&)*C^{H0-4r=@f+R;PoL|A
zQ`N3pR+vdI6`b`Le&XSV^CHt*u*WOh2o-A=tsI3*UisA~!)?v<L^ugYI1jul*$w+z
zS0mf&QM1Fab!V)~n2?bGPkTUi@G$x7(|H53Q_aI1+p*3*9MpNlicT%Y6cT7?E<=K^
z+HMsms)HqGUOF3at2a{?%YiOw$4NeDtPJCg`ul{{O9U(Dt-(CKg1}?_B|NG{ac=B;
zq2TsoE}r#YI~5-{qqg23IXmT`^E84{2!i;9@T|v;Z~8=>c&;wLv-#W8-!&V<HBG5^
z8Di&aIY#Vr0euS+nB_unaICpt#+SC8d~he}p=%@?c0AM&P_2*;DEPZp*FQ)XCxU)$
z4)c!o>1EE9d?O2g-o<%8QF<_qUufJn-2G^dApTYKlbC<G$Umq+!h?ld!$!QBr)cGl
zx%^1qVZ~Y54cQb+DM2V$>DPhBS`xt_1Q0S?(Wv^bAJh3gn$961>sZN(H2a*P*NQYz
zw{fpYkW{<jzBbEw0jA0m6{*r4{edvSbt2o47Qu$r4;~N|{Qd*T_=-T|$+eu~)*|Tu
zpx~DyHPe3@lz3NLjiO#v(f><M9_?A7o8YARY7^C5hFzSZ?UsT96{R1v)z3@9Qybk&
z%IZ?8TXQ03_D3tC!{kdnc|Y!9Ozr&h68|m<`_6T6U!g9FNp*jaQ+O)Pd+ny)*7g#J
zbCP{m7J0uT$ui?=gg@vw8-1)RsrcJA_JaT+Sw~zRreO6Gc->ds4q)eVsK4qJCgr+<
zx3`6Mi2pVTFnAMf@@O%MIl0LgV<EWX+G=;rGjGT}k7VpO!wkR-n65F9A8pnX+Tn&v
zf%tEI4KF;Okl59fEgu)37qH)D;aeS>FHwn`lcZ%CvlrMsLG_aAbflcoxAnzwXB~~-
zCjZ=>@u7)2aU%<G%vFfFQ1);ANZlOV@_F5a-ax?6Y_93OEmrwbJ}t24r0j5?_6>W3
zq~E+WB!{mq_dHkYolSLXetBPd?pNk>PJD6e{6^4>3IJZtOe|R*<GG@&2FZPIUT#;=
zc&jVh=v5O;A~m9FB1I9C_p4hH`WmEO4_2(Eole3%&UgILEPd41#)3HN0!bP>o<Sy{
zO4>)A*mq_(PC$pxU!l|1Bn&0|BaPexb2WzXQo#U$s`*HdtjiuF$$A_Ibs0bDV+T*-
z#$JsBdj(|aFK_#P!#{bhzeUu3CTi_a+|hMpF1Y24#v7+z-!SK0DI$4EzSHYZdJ!$y
zki$<WmnwFniiCJ;gWK0J`O(pACJWyyDQXd78j6%6_vKD+l9SMIlz%+dW;Skz#U?Li
zsJT=>=ZO;yHn*3C7j2Sv1bwYbv~0nWpkzMWCo)J58y1n0666Ju0+^flOLHMZ5sx1Y
zBZHA|if%^iOG|p4VSTd$X<FfMn)tVSA9Uy-1(b&uFsCCSZbm-F@T{M*sVe@ui)_xU
z1BR@_*dsaO*r&isJkkst3}O|XhBODA?Bq+ib%sL*`P?GwHaUUcGNNixk+z!Elki%&
zRgm{Fd56=fqu25l@cp&0x!{^$@kx$TRnj$k`~T0~K=lMnC%PukwjZJLm!~Y{IkPDT
zD-AQ@pDwp#JywB2L08<VEaCoNR`f+PnpnOlVd&%2Q|@}a!LjO}X5OIVjcqVKCA>JK
zWEEhR=2=9KAmot?7YN7tc*MDlG<r7ik8l_Bkpwn2s(9*G1VY8T#*;nHf*79wHkoMA
zRh}pJpL{I2SDXT#0ZzLx9|Z5pCHx4+k={SMavy~7=huixkUlv;dXs6%iMMr+(~v99
zeD9JyaaJ^5yx90ZX#1<6HvjPL7Y(Ha3I&S0yF10D6faQRT?556xD@x`?oM!bin~j3
zch{i5mH*na-`V?JC+p-r_|9Z<lFa1E^W1V>pKE8kxz(LnM+%mumkIVG%tyl`ZB(j>
zJEZTo)iddo?=>J*La~zH71l~U;1{sA-KdljM~_jf*;cY^4BtXW@cXUkYO|F;_~GZT
z;Z>1U%IHBFQ86cLHWFy_i?h049fvN>HWrb496NC-49UuOS1xyPmL?K5aLwB4T5au)
z=gz9X?{l#XPgi2s<ESNuHLZ5(E)>uF`_MW%7hNtxsV@8BM9|A4U3-s0g@=Gy3BPPn
z@vJc)#Us^NU7mjzVD`o|C&YBsBwHB!>sn}{M0*Tnxap0R8kxU`3T58)aHYWof~a&w
z5~Y(}cNHxwF~rGeXVvoLos1gG&7qet{Z*R8!`6Nvy*kY9mbyq4<Pf0<Piz*j4CeGX
zRd0^}Q@A)($`;)rynV#7d-ae(%r(G(P7k+Ym1yiVl#@!FojM@UXSm?4T_It6Ao~#y
zkES1a(@E%tlU>R4=8bbcgk(9hp76mwgiuSXil=M|qjZ&ks^$b(?2(%0JeGv}PQ3|f
z1nW=%FoohTr!`S+cKyC;B__)++ZQ}>5s>N{^CJ^DIG#^0bYrb4?1*AW+v93Y(4M*c
zjmgQStvsn&nJ6K+g!Jj^uHtCznn%b>69bkH#D?&x-~s6o_3{$T+(jTows)f3F+WVJ
z4az`45;bbpe=HA`pMaZ!hn#MIuPTP@t%t9_^#Si~v{{8j`EMY*T%B2~CO^K5C}rR?
z_u#I805LZ4gI5DxM|&@-+-zY2$<YqAim31D_2JQlRbm!;Mqqxv6+V7qm-0-I@|khr
ziQuZ5sqV7gF?dtf%bum<A+lzOG0EI*>jQd|(zXVLX^E8r!;bdTtDt7(kbQx-Vy#SH
zf*%zEcrR0yXqWY(p!`cY<(r};C^nM2eT+qsNS2Ds+{kx|(<y=6q<v{MNL^8u$~xW|
z=yKw$@X~JoP$*iYNkCiN7AG`hzfO$)w`6wvmi14tGcnb8+%r8a`MJ`tlZk|gsgB7!
z@|>e+#5K~FdUYP{eqlp*^+ZGW7mn7929M<A&>pjCwmh2Fb42d~j`nWK7rSCwAmHd5
zu|ML|sp`>6(D72p#^HDjN2}Jyr(WR@Ppl}*Mj)AMOFhGSmDL^RLx)oXD{@<=(F0|b
z?#XWv*}?7U?E9h}TM-_$&hU@6@x<}{sWF_0@Q$Kf?mSa1XytFR+g*)>z5mcg3+-S%
zb{)+cg1iY?Y?@$1Ut5EfEFa(9T}7Msl-<ejfXp4F^&?@XmP46{KtP{HM|u7&zi?sc
z=xRZHhy+&1`I^RHmaog$LW^Do$Rl3*w*1=zrjDFbiLIn9D;H5t;(OAcf(JAAzrYno
zVRC`CioDU9VXBtm1T9k1d3;Nyv@Y|Hf0Z1M_2F>(sJG6h<WLpANyrvsP4LZ0(}Lr)
zIDz8acTvsOS>$w$oIgT0st0&`_+J@6HVZq-GB%iA<Ur(Ek@uTAnUSV+@^4c=(+|iV
zeNwae6T!er=ahW?_CTVP9}9D-E}iS$FGaFu4F@7ohKe#Ku5CuTijJ*-qcWzCO0-q1
z58cbG?KV;GQ>%$#B72r!7_VOQQC?eE2GZ#>^R5-=iu5}zi6D;5LK)stk(LXe35%tl
zs`9ECSnBF!<G~|^+=OxkncqPrs!Ga=+(;5~0;;kDe5CXyL>tKoLNl4a*e6Ji^8HC<
ztO|wV#n7>{j*dQ2z@)%j18mmz*2=R1F^B>33X_1Mi4WMWWx3f}bTL+DR{POGRAs#?
z0vMOSEHVXDT5ziy1y7IGFD~uuXx5N8M<?Pp%SyAK`5|9mJ*-Tx)cwaM#HYP^^kE*i
z(GwWuRsOR(%Pp&0bY~CGYG_7E+rKew`jhxY58WOCyY3S0$@I!;y>V?lq=h7WtRcO-
z0qad~{>HkG3OiwaO_+S?YiZOX5qWhsadY?XvsL{o>htlT9~(SgAm^t`5d8#|>{)ct
z2|BfwPvnQGiEjrF)Wqn&bL1``9F-qkgpLKOJUh`2|JHk`EUD!5agI?hkt%DmExb0;
z1=Ii>9Ai3e)4NMw*%$1T|LSQ8XQmLnKE%hRUhyHr9m3%MJK~nJu0Jv;3WNK+h&79J
zUp10xk_Dqvc7P7;P&fww{z*$UuSfb_;S1MX!Joc`2p{D|s7+70WoRQ&#p!ADJn1lK
zI62(E@XJ=zUiOx!=Ta(kNWbP9FRW;u`<$QI*f<J}P=)KZhWLXI;)(TQMR{>zg=_w4
zUFX8Gc{UAPN5jzfp=txTW4-h{_}SKq9dmV7Q>*P=IlI1*LSY6}3L#C3T6$3y&!HgK
zH+ZG1nB?Y_iN=O2dFp7=-42p-f3c5SK?btf46RebZ#FtOS+pyh)spJ5Ou~r$?|jjR
zS>9aK@vAN4;}uak58?#y#}WG--w@Ku^bJvg)Hj4w6fN2u)ISAmr%<y~MT<-lKZfW(
z4G$~ImVH`p<%<w2C`0X?@S1nTJ{5NsB-N|w)@%!0JK@PeKEbd`)+AKnEhzq~U1fA=
zMCX6HfOMG|>p3~EVdKciD<U)FR6-sIM;r^Wf?5t}u5gvayQtuY+lI&H2#Z&LU&QJ)
zpqnFa8$E7Tktg7kDzF(@LMtGEr=ttf?XvP3Q*+km*U{0sIhB|0Sb+Sd`V>)4i<giv
zLZ+8~`KrylK?e1;r53jlKK02m?z5+7*8=xvn#S-wl^+In5m{@z)3?mq?=`m6_NH$f
ztcZ<JVfh12I4+O%$og&F6r2a#0ijyVvHy0YKaz^vVw@=17de^KDnEGF@)m?7Run%-
zlPY1S6>)Dg?vPG%?D+fYNXV}Ip%{W_&!OfnRIWf<8nly&mpR?whvARai5kgy9NpZB
zQ#fnyMIv{tyroNoC*w=3v2?_KnkVBZ#|fa0e|}{OYFs#TRl>BUoYiF4)BTJuQ>4Y&
z&5yX8z5>N?$KJr`s-L>V+yjelz>|%(c7OIzd3rUi{%DFR?ab1g*++@P3OcO7nD(V>
z@)4q?oo$RIBM68x*~=~t4Q$X_*-?;JCI`0ZatFssXVj3kON**}0*S`ZG-vcbHix@1
z&#uXs3C@3LJp+lpS8C>aOJ5gdCz)iEOh-g|IX3U}kGY$8WxjVTMREz<;5un9?<I`z
zG*Om_RJ%h_KFbcNHy<dV6);l=!k3+(+DUVNYXbc3<AA3w^}Oy8*-ak~Qm{<taq#tA
zv*pBZ0NG&xlBnSwPMh<}qO4yS3~dM}U6N!T8Q6-1?n;*+@+%!!O9UH*sy~Og?+f8i
zv0!7-*eNIyq>isr-!QWGeG5|h`a>Q1^O-)sEyn2ov^I}v`5hj}K2T=eMc)Bu+c4&)
z?j*oLV0w>?{&sI5z;x{Q8OV_D%{=2$R!f}TziHD>*8l*;C^hxNzIK4ByfRlLG??e1
zcm?s#wu&o@l;1f~|6RK24U=D6rWc&L2#q!GiX<fT&)pKjn3NK8l8}N!AM4O@&UpIr
z)x;WD@AN+a<|UTv#QX%XQ0h%+aO>NQns2m$BxKX4T{$UPDjqwoa$PrD>m?xpx&VqC
zo&>aGDtaa8)BO=*ey5#Jl`&uu`RBb_mgJ-^+E&nByM=a8cQ-+KsW#8zvPvJ7;?9ht
zdO9Z()afbJU8)VG>$?IHN>qaLnCsn>ebo;|&#IZocIIgu>vCeeb%}AAa)AbFZgOQ!
z^j&8}vgFlpK{cX$LKldL>9^+6i3!<=8p59xXF6J2TP^x(1ylDkA7S{OX*@rcn?V8O
zmZ8*)Wh>-@M^iU}TC&kjzdk~mlpt?Gvam)9idOf3+}C0Ixc;&CN<>cD^^*c<Z_WcA
zXdAPqgS<8%p|2~_X+)DM8XEBX`UO?G_GCIo-mbj0JG#)_`lgo7#?J?DHLJh5oCEvO
zw^fq>H~f><9r0+gc8&rY-Johif(yMf159>BYyd!1kACFDfqrgV@Js66T}3UFO-F0I
z+L%J@m*b#2F)O0?Lsj71-{<I#3Y>|=nYyhcdQa7TOHw8bd<pS3+dtq+WpY~WW%{8a
zFO3@2K40{v**rlrmzCu$STOaHKR1R*#luVRDr)JZQt5vH(V}mI>6y(bXd_@VO8k`d
zmUp$CW}jGuBFm9O7Q7RqqhUK%`+Mqa?rdt7k526U5hCy6Cwa~}5Ho1(Sg38i7E9JY
zi}*!;_mX6gLf5*|9L}^MP({Kz-F;;@{0{o~bIkTH*faEU1Q2VzT~$Tb)debMG*7CN
ztAac4IoFb6byZB4rC%;8`^mx$A`|8AhSA7W^@<?v>-y5ju5QTa#Wscmc;Dsc8)GlT
zT0}41%by)yShHNcW|l!;-;_2)Q*I&FBB0gU^KIj^WBrSf-ES~E!wI42ifLm&M}d&p
z9Tjo>3Cus|{%jw9=ZB{yZ&@X<QWIU=;sU_La2p_ohl-5|dVy`y-sdv<2)Tc)#MO_c
zrI529W`6a2s4}3OQNkHc8BJ_XjgI+49P~76lUORdpd@dTSFq!Uya_dUv#nPDY_2iN
zE+|W|vJu5K3tm~))s=3iFjHpUEg8v4B&#;;*R;t$U3{mRspftIB5D0udVJ)p85{Ri
zbKv9uC59xBFh$}4TlMQs6)Vs{`lpz0*o|3{Fb5ib8)r+CrN}AQ&CfI~F{moNNKTep
zL;_PTDZBa40Eks+qKw`4Ma2;AbM6iGnW>b{o?9}otmz>8XS#WR2JSIpEvZ}d>|gpc
z8V58a?rwnF%K>u(!?dadqkd)7(vrE&Q$_3PB{z(uL-RU;Xf$OAP!m^`QIc30Mw`=b
zN3E59rI0QY$*g^~0qbhxp2!er+1iQYizeBxh*PU9pOVV0@h6DL*_!`GPqZaL>K&%4
zxrZn?+mtTueGsRQ!TI>MgIDFi6%dt)=9^YRq{uLG_Tv&^UgJ;@HSZT6j~k!NkWS%q
z)YSAJ(g-G{@7MZ^(GHUofgWqNV1CmtRl-Q3QxT==C0_VydD<0!{1pfy9OGk%h$9Z!
z&J1RM#+V8dcB=3TG404Zolwu(d93wuiYJ`D%Dz@GX<QkUnA;zuYMhLO{CGGV|1Rt#
z;LB5aTvm`B?JlJO7J4Vp4y>!yHYKk>YpvRq>sC-4mhVaO)yA7%A^??)m~yzP)_Bf8
zTjaZ(&bJT`(2X&^crJbNWEmQNxLVlBS{y&ma{P&pP^^;hw{EaEK1BS!R9lAUuwd5u
zs1e7i7vBhhiIBmqSxBQXvnPJS#+iuQMpqjY8>RWPi?9hi4D!d6vcXgGsVa10Dh@n-
z6n9?jH0I}aoes1<4EO%AYFg!IDxMU$pg#3t*F&7s2k>EvvOW```w52L+~px!!?=UL
zBJ~`3mXx-oQEe@HTnf0+5|i>$i@|Z(R@i?KON(e><KpQLt|e$88QDPbod98kn1&NO
zpm;Iz&Wx;-gBAXX)R9O-L+JA~d^AkFAUOL$PEc8PB_QUEzVM8}%80%Met?VnbxSSm
zyBP6Op$#csbL4h$;`d!u(?fFgG1(3~CMW=X`_jP2*xLSHP@ac?Yqa*=66bE9INsj5
zoaKJ$Ia2+`Hevcd0G6*7SwPh*F_z-b+uDUpVigf>v>CF*IO$`}JK3bhQk|{jkwMuh
zp2i(A^tTk{^c`4FI8B=^juMl}fiDvJtYOp;!<Hs;b*#@(#KT5Oqk$RRp5gwi=Z@(Z
z=e*fc87(cR&jT_0F7cG}Z7Gn+iRg*4R+d$bfa}IH2ckBgasEx<_wSA|r`&gHO$Cqd
z%62Q6eAY>(%93X)ixe-cjb2~%bAR@un-0IbDl6DScQ!|^(bEyJ`XNK5yU)mnYPW`>
z;h{8AvA%zv%8KO`grye~xUuF=^#*stcY=!(<Ql%*p$Dgb5ooFfIlFYX1g__+{s&N?
z{v^HE9=orn6z<LBxcz3mtJoqcBpoQgd5?HgZ30#O==T1_s}%`BzBws;i^LxwDxpsn
z!3|-2`O)6e+Whh}8cSd#HnU6QS9TEJE0@6}DfpKxWD2c|Qn~W%PQ-wH0?WJ74~<D)
zUOr=WnZ@9)pJezc^|gRtn6%OEVpK*3Xv&nd#wifAQCHQBpn`xd9<f+NATFX|t5|8V
z#3`Jk2n}Tk4cME#Yu7fxeOKeXXwg*Zzv&Nbq0v1!O_=L+FkoJQ#X%J|wzm&G^l(ao
z8XXA44ViO%wfuS{m1}P=jML@QNG;F_#+p3gW5=+kzEZK)ovk&*7l6IM-EY=AkdRCU
z=aH<q0o5#NMGP*61}qr`hm2qv3cf;w^sf*FY{*JNCpWjJWv_zQ%eR4v5}AH!-&EzJ
zQ?MvUyuN*ZH>vJX8K?lr(eQ2jKt2=@UDUdseI~uH*WJg$zIv?LHf|O2?6kO86tfTo
z2kW*&WJc}~7wg{1S7`GH7T*8it>ziqI}*up@c~SJAm&uhHs>jSFAA>?aRoYygyvAL
zoqP*W*U=`a!FH0REAosD_J%{qF{iDC4PQ*9IaZq`%`Y}OVv>}$D{&tQ!<(3DN12$1
z#XO*c;^a&D&>-=7wp?5j*V_6pgmkH=)R-Q$!;)Qt0c1ymyN$zuh<?TQQ9^3iU47&&
zk2+>||6{F4;X))`%&lBU0D<-cKU0pP_#2~w#oyJR*I#CI>L)3;8gelYi8EbDPHePx
zW5nma@U3q0%+CP}aA)_u&YZ?nJXNtVdQbSu1T{zGWx0KRkjxSScQO=7tO+DuG<a)7
zXH(vKb%iU)v|;sV>eLI_VpG92hUPYxRer<?f8hV?glqTz0M!4#fkv9E?}GpTtay3=
ztf>9p4}9L0X6S1FJL{ZFT&wH>sqvloEyrs>wGT7^M7?5B@|N8#*x-qfox6qS^krPQ
z=EHx09#jz9U*T{4o+V)xp?ym;$CEV)!l!@h@aKd9RAr*0?fQOli!8=135wV8^L9d9
z6dkEbX7NAjnq=VyB}D0hvO9r!+?L)l?ak8-soX?(2upH*v?QCMhpy{f@5o}$t<@9_
z{u2&)VMu85-vI6qRImPT>1VY(%aY6bVdBw~XWE&Et)jW`MfOnn?;Y1Zqq@>KoiSNf
zX)PW9{(f=td>wc2yz4#sq_QNgGx!+%8?Vm*xAoc}mryYB!OB)fP@m$Rv-|wp8mWJR
z9&dq@J)Mu#e*gq+j(uH*9<`%_e`14(o=ew1uOvVM$L`<UHCk4dGz+;h?^d(Z;7@~A
z>h4exe_i7iH$BwaTNqKNO=2=<ewbLPw*BN=#Anpf-4>0@PuG(ACjvjg(R7;rL;D-m
z_Cy13c)3UZ8w>LSrl}1II>!!6W6Y&G->ARRu1<Vc{1%bAE_sS)3r+AffSXflci%;5
zun<=TQSZa&DN?U0X!@>NC&(;u_-8C7{ZtBuX);ntE^YbS_{Hk<J<WCZA8+<<%NZAX
zJ91e)d-I#V>MP!dF-)#EkMi9ezc5zta<3&yD&hoX|Ehi%MeHwj@jcI510_>u&b6l;
zrcvKx*Y)Njbe!sa!?l3JDW+H{(*WqN_T@tet3Hu1lM*zbT#WKoRVH?<M~S_ZG1myK
z^}?oZ+FP2n;-L9Kzo?(}DP3NgWs+~r$3fU;(8d1qM1?iG?m#k7i=NEjaHT7}v2pJ8
z^Y)L%V6{3nA*12LGVawS(@C)EpQ0(V=4q|HS+lu~!S(mQX8gv}dv7)gOG2N$98S4W
zN!H|Bo2YDm#}Dn_mt#tnL6c8TP6%*50-QAAM&2<l5JUxr69&?!LN5&#-E3=lNlbn3
zoLMtSO)|=WYM})>em$IxO6R9uUaLfrrwz5y$`*lJW>HOQA3%FSP>WW34kIiBQ53>t
zz<Xe)tB`b|N4MPjRL9)wX&EuT@h$R5OQzkF5m)vbw3`2VDVWXH<;hSQmbf;nf$9*H
z$$$bDjQ$6RX(?9_7db5Zp3=~mou$Mc4;%ic?q{uv>McpyTGySpHHqE~4!Do{=vMf)
zkOeExR%UN_MYjJT)lb>j`)YPnksTVJlgm?P1MA4n5p>IxE-zv(Ja?O+^RuxUo~hwC
zgEMzhZuJiK_niK(<)F&QaQ9KSw`ulnxvV{o@3UAhBi-zbIR;5MG}9}I{FEuCs!A<D
zJKNZcjw3Tn1Xt8<d<q$1Pg9c9>8g^T!8R&=ee=sLW1%I?s`cCEQI-P9y)t$Dp<=J4
zoK>q7%%ke^5ER03%5cwy*r+%We@mXS{7q{e1c*I%?M7a!2^SW~?jN7vXGFx(;rr5<
zj3gdMo(Zu56AI~pfvE{c!YeA2zeCMU99qx3IU<m<0UIP$>MWER0NUPOOi<3>HhaRO
zrbYJ@yoed<SrN0w=J=AY3DX^ajFR`Rrz7+U7g4Fcx6SjQxVWxivU_%<4vYB+aFK~2
zUTdTrxO-6o2WZS8V>dQUI-lm_C5u<r2Dg#<1a+;WNX13Hh{Eq5aK=tN^EaLx#E}AL
zaZRx$n|ZZvv>t`fVS)9dv+XkDu*l_vUkMY=&cZP{mPBhQuE?7_(%B5yw<_w94jXG)
z<8)0)1@WF3uU$#&P@93KTe&>@nDEkXq)xZC3@|yH0NcFdxq%}Cj6{S!$^_$~lEio}
zTdA#+PQWA<HCjTdd6l+o&z;|=!iq?9V^AFkyMq-P%3O`v+vW-#lMQNbUk!3}6c7j7
zvV#d4-xe;iVTuvvs-^MpF8{k%CS%uV<O8+VnV-+<dw-~#uw=eq!p}2@=04a7pEmIv
zPw4o8dWlKo(9;v1{B*IjSB5OjTu~6bqVY%eN732L-eccK&el;4lQ$U&Kq{O_RT({9
zq%AXSmyLpD5Xqu5DJoNxaOEMrS~7;A-TC?Sln}}KhUf2TwtD-O^|vrgf!>tse*nv7
zd%0Vtzr^SLj}A9El!tt2lmjdsgS3G3#q8cxbMaRx(JYGz>zT~>*_zsV0TzKP9Gr%f
zt6t)S@fY&opWtu#0SS5vnc&OMgkT%=0bhD;2$4)(q5vl9_^5}I0OfP3&|&MdGh>Dm
zw>pTbZ0w}%PkL2_tKYZhkv$;N-N><8ddwZ+Nn;G|Whv<=S}S3O+-dmmqQd+D#A}r~
z^o^nkb}VSw=3ihCM6k9H9@tm(ty54)6+j0YI}1C@=A`@66eqyabEmzg;oDW*^JDJ(
zeMm~rrL7SNj^)!8|0YiNFuauuc<_+hLn+~$ce5yY2|hS%#?f{@C`h}&%hX1Vh<r}}
zd5tgZ<OAB$40-+b{avWmTz>#l3jQdhvyEY=rbR2yYL<Z@`v8Q5X80)tu>}8crBjbk
zE^7*fqrDW&AAU~NoS|Cl<*_$sVw$>MqvbE)NhYDk+Gt~3Xss%V;cm`{(e+tk4O3vr
z((%w>LuPz>ICezrCDKPO{m@(5)VjR+H(0{G9jHOG;C~zls#cMgFPJQHIj71H)9;#b
z42TH~Tb|lsp%6W8`R#)S{3A5^CF(;=1fwm#JG5B=;Ir0zWRvbibKtIGaQ~VHxkkX+
zKW>I!lo@#qdv6?wVVZum#mm?pNFcyagyfhY!E%gm+islkS87kTXeMOQCO+O3AEv8#
z`q)g>uJC0us9pc0&FprW=Gycn_*=G>#mzTb>ps+V`~IPcRb)oUooq$WJ8m_RV^ECv
zaK`y*r?%r`zTpR8e65IfSV-UbJMSTPHe-uT7<iVc$V?B^Ti0cEw}yatUtQ2Qcp?%y
zW@30rR@Up$t*l^ea!gq1cHBsPeBiuve8d#kVVFoJq2Iark1gms6+3*Ef9B!!g-!ZA
zb97tW+T-vAQ+@;YG<)OkvoRf^=`nlC#2iFBx!e<xl8yXpzKQ*YJh_li`-vsket)UL
zQwtyi*!_?&;CQeyX>f8DdJX@|l!8b0;O4Sz(bbsG50ikTqjE3#d*yQ!Vp~My#h5B!
zR|50@(7L^2cBJSpHjttHn6d|s%1PK!zfN8VqZ4arMs|Gj$@j?LS-cV~VI$siWHj6E
z>>RR7f?UN5O@%#!F5<`k!89pk*VVGul{yx+wmebK(Xpw2o;aV5yEwgEk32E-mvu0*
ztDO^YA~JP?mT#v*98-CiGIIa@3UKlmp@ZSB4T52sC0UT5%s%)lED8w)uICkzOoONQ
z2n+a5G)r{uzIg0P4gLfN)7*}t;fV&bJVrFYjJshwx2scWk;5CR#+?BouuQVfHiJ=i
zP0xb9YUD=7W}G}J5TREZjbGOpEdNo$r2WTl+51y<(Wc-1Ii3=Ca@Dw<CjK90iAhJ~
ziac#fCD1iizbdw~78yz#KhFUz<IP*aYLiPQeN^edV?#QXwTq#-xo*l9)d9}z#<bk$
zp+(W9q4&dki026GmE`;7{r}8Y)u2B||BugC8Pv>n;#{jjdksiZ21r@v?h;k^C+NA@
z-|>f-{g|f_8=z=pP|X~~!=*2}jr!V&tCF#4|GKm^k4NnDcm};?=DW9vuFi7;A;q_B
z)b>rMTtVXr&4RL*G3Z-N(?SYWI+E3TC+5G7y3oU<?Z3X%8?^i_C3*Pb!*u9%x(cyW
z&A!=Ax5-HR65|Q(pTn@}GazffmTI;y)<NHp^R*Op;~~*{fisBQd2^fVOBe1AX%Lb&
z{q4wm*Pp@#e+$aGo{Pysq)f)AfI4q~-c7?kS+W*cK|&1VOx{cxhn@$_2l92ofA74G
zX}Z-LpIIqjTe+m(lR`)SEIi2@^;jMQ3z|Gw%Yc1q*L72=NxF1%BYJ2%<4<Kl(r;e1
zyC>4d`Wh8G3Zi{Fa>oKZ?W;db*f$DS^$alLJ4{Qwc^&8Aqh>uS1~fczlgL6F!lK-2
z10^eizR32{`e_Vr`-!kKjgwTlqJ+f%+jHZ$FikIdtd%$XK5zkXELG|PkxC9zb7AV9
zcqUv}w>ERi%!>UP%FfPS@ZD6D>EYx|z7ziBLZ}h!SGv#K@DhGaB%8XsRen!?cd08C
z<T;T#+7=Th{mnknNQNTd$fkLAhx2dYGYk{o7mH!2`%jL0*+4L_^G98<`A_&3n6J8P
zVFha0gO{Ab^w1(5_qkUSHPc4`xq|vpDD$sMrY7V3>XlT2eIC#rVrZ<L_@qsOw{%@e
z;-%NJ)F@$}6&aN<f&p_iLY<$GSFb<n4D5NC)+E_(BbxbbQk5t!jOc7kZJ$<vR)ADs
zNzGPfcC7?3yB}i;QT<rv8n}2NzZ-9DB?}>~NYXcMRWbfQz_7@}XLQ47tI%$PpqncE
zym>Zf3X69-=lLAfOI=dxh3<w6vo?kYkCC^2<d)Iws^tp@CPck9LiEraI=pXWj4@k}
zuc5c4a)V&IB1y%Z;T<9Qa^b;-3A_D|bSBt*#~W>%sIbekp|L(l%TRz?64yzFv(^vE
zP5kk%zvG2$6`6d4{8&BpA?`Ii^Te5;kCM`0(;c*69`{kDD_AH+Kb}n?LbUx3fQ+q|
zc4rTc!uBE!t@4oT>u<9yZ2R(;@1Pa*KGlHGtqu@6DHk!=V(2-HvdrPQ{`6P>#A0$y
zK>Ra#sD35K5>*p}kZ84`6`oULLmeb>JaC)Jw(7b9VTI^pwc^6jqmFQFKZMsu`nwF|
zK2#d4rgx?lux%ONHrj87v04p5Rz#j4^y1ztTE31<`%woLa3Pb+P^igJ?hc$?msjHY
z6D{o~%)kmEo%N$tzC|m*r&?(i;<2S>SMpB2<ensCa`~SeTQcr2!K7jQN6`?L^(>Sh
zu5HXZF7DHc)Zs2!{Diy~7N1>C@Y4#YO~(O24YykPH=6^o<vvw1kSaJ#9eM6xw_H9X
zz{gBBF%DH|x>bWA>MF3QL-?k0wu37<#IDs<F~XCrlp@#}7ngjHI)ge}Y?4DG>5eNg
z(dWQ59d$l^BgzHE#i}S6A2o+drvG)|w&xeuDqm$Rfi<4$Nw_IXy^gL{Ns>LBN?|n!
z{Y7C(R7q|*NWAlEAPEM&vn6!@b@PLef|H(V-;Erml$P@HXUe)J3pc+e`q$Ak)4w>4
z<Q~F&<0NZAedDC?bKlkESk)oH#=_JhRf)UvgcDS$82?nLI>E(V4$A!$cP&%$0j$^%
zRK(#*J;7?tZiNsxfkI-cJV)l5v^VV;w&w3!kXIEmx1-UDhHHw`Lo&SLr*u{IjXUe8
zW<LF2)~&ZR=qY{ru#2>8&0|fj#5`^4MQP}!iZ?lhk!eL{sq-53?SxxO9Ghj4F9h!S
zQ8e28Fx`mTB2d@f@u@gLHvKy=OmDg&u^<AV0xF!KfN5MmZv@G1L;wU~4CX&`4F8@K
z0Ng5bz<Gd0oNG}biPeYi9>tHj*+8!0T(iU=2x(%@08B6-eKo7R;!iAq%r!s@%FU)X
zVg>d^7?lu;QE@SR(yFiwL}OYwtg8?DX@xt9D{te{{AHNnup`N1<m5X8ORSz|Qh%U)
z*i3zh5t>NjIUcweJm$)WikpI^*FttPdtvZD>d>m0Crw{8p^<DiUOfn@xSz3ev9+p>
z%p~~7J{lT7_8o9U|8{iM(|iiY?LWX|`jOsRCM@^LQKUVb$3O|pPc)<8_QFGy`XY6f
zmi1NwN_g2-(X~#QF&uKn-lzTby#?Oia{-6sS_4wh<1YN+`o4;1{5eY_;t05A(+1hE
zUtQZ6VOEMB?Qsr@UnztCIRybMWvDo1bfo=58e|;7gclczg?!^q+w-vz#1)zg*h%$N
zi82W&D7%8CKEj5sbF!hzU?OhK<=XNPV%*cH`^wf=^&Q<}W5-H^4p1+GY6PUPJEihp
zvpv7sJ000#Bc2k<c15e)>w!}r6;w0!Exj|7(3RpKmJMf2v3NC+u6v#?gy$PLj);n7
zSfnwhY;)r?CT&|%k8&TcqlWD;Ir8L!qJ63-KvZrH^BiSURp7JpO5b@S)BG2e?In>=
z91Goy)*Z=~*7RReuYzDiJ;!&?MHgflfGceS>s7N7{!ywp^ou5s#RAD>xwXjL4>4fj
zwCAj5x@(x{%wl{rowX^k=QIPMKQM^LTPR<_cb1l#I!ZYZ%*pPt+bBA~tE_W!(R4H%
zASG?&I3bbCVTcLr_nZ0~JHFG<q3QdW-f$&>ueD8sA24=1zf>Kh?BVWn0rCi?3D;QZ
z{||ur+q84(!r+IBQIlm<4WeoCF9>W~^Xr;q&f0)HZ44oXQyK7*3%`2eWW5>C2v^+I
z&g!tMWRm*+a1VdaqsT<{mI88GOYPBnt`&M$hv0AEa+R)>@4aDYNpY4$j6`5OT!rS>
zzA>pfqTmZVs=MuK*gGg4Ynf`cI(zdxRgPtZbH6Wq6`D`0{+yj^QK%D^4LkvU0oS?4
z-p7+YD8ZIsql<_W=+leyzLbpKwE8e}jx_uKDRT~f$)^c&0={ZxsLj>Es@B}$wP={U
zbl$%UduB_nbK<*0tA|s?B`lyF$p1UK&ckK!BGq4mPYXhpj-PGDie5x=2*|jI&jIKU
zIb?xzwCywA;*eD<2dJh}Qq?}jY6DVO8QEih_(%_IxU!_MbFMNa8#nZUezt=FIZ^!4
zywkj2_OiiyXl)T3$^gy)FW-`dH6JQA)?6hz+k@x62_*W%YTfpP<f)h3okFPV_BD{;
zTK&17DtO$}bIl=^oq+S(3lithygyUg)kCz`u02js#ZTA{T1Pi+`EB53axZ7FEtdGy
z*Js{<WQM{ekQ!I{Z<e}*&$u5b>{I<3+)9DFo6Vl7!31cx8WYl32}b!r{Z#)YNpJrk
zfvjJ4WT;emSyOyR*lqQ%j?R$)d*AOqTtM8K?~B8Be}vMg6JY2&gPp<L_F<@5ZR|+P
zf?eE@8)QTlZWz9RB6gqr&P1um(bFKy9b%2K!*5?*mHG6GVQh4LL^#yb>Sqy7hGI0x
zokA<pESVpO-V9wb-@g2KveKcv)*vB2J4XLa6A+u2X$N2N<#Eev@vS(az{5({y6slH
zY%^qeQ3f#uIW{SgO{uLnD4SClROPOFJy}%2p(LElg%l`Gl%$>L!Yu57;OOr-+Yr4t
z$mPCvwo`v)|EDDxccC%ECM0BsiXiUO;qNe!qj#)HuZY0go#I>)!g-zLe1Hne_P9bI
z5u6lnc8f47DB12JhVx9|lL6ws2Gxw68G+GPuk^;xoxhz&3o+|0t1`MV#kUuhs$DtD
z>;h#>ql0ia#Ngp`4>xKd9e!m$wpI2(PmEOS31F{hjqZTr=8jo}@X}O5$*A(yLzLw=
z@hVM&S&OU2`KE{Dyj^AkrsCMcIMVydJet}aR@qTG-Ax6>Vx@4Mrcf#g&&7d)!F^5C
zsS=!eycicH9DJ8`B_%`7pO||e04IttrtcFA8=H!xM-KJHh=J0s##!FHd6um)D0w^Y
zMlESl$`d)U$VYj;bdbF+?ex||09En!{8{pOU2Haff7rp}{rG}u@YUYYOEk<Z;%4z+
zkzRM~M>;1yx}Ilt<H<8`<hNjMoO%03E1er^K7`*OZT!D6PQYik+I){>B7MPu<ZA_I
z0z4b<NhFr`V7?=P51kB?iRo>m=>NVKWWXLa9%sp%k~qb&NCOii+I07Tw*^u0k>?kU
zk}v~7U3nkge<>f>OY9v4-;{Jt?7eYHp_Xb3JP`dw7dmfult)81Uqg#y121>?1L1+Q
zZqVu;_Hnh_p;|_ku8Uy?z1|v4jZC}**$(P-M04Ru;OMc%A1qSoENe4!*+k+bJ}UCN
zN)1#huI%C*ds~)?eg`QOp(p@+D{W0;;l3AXV1&H$LgSdceK?`@rZ!XT*W^*{??sD(
zjx$>RH~@I^8?Ea#xX^;W->$08c6J(l3jGcplQSmDkEs}0X+lwVe2Dy&Q2UEltR2Kq
z#d%gj{J$vmNch9#ahyooEgvIJI%M%yglKrniZ-ONmwrP)<_|N1qh|ZM!SKF_jC?&0
zWe)X(Nwa4T0$DGo@8m7*<^Y)|YI41RwSXSFvLPoMONBa{v1OJe6RH|a7{`=Yc0Gp#
zZ~kRbD#M!6U$8BKjt-I9b?ceT`rMm?@>l@3WJe0P3#QorUfZf-D#Y>R9F%G5nZ!3}
zZO$4-SuNNV%CKwGG8N8h3;6`r6%R|)!Za~Kq$WmPJ4`=>+X*kcwFG~c$2D>Cyp`!>
z!o6@U<S!SwI}nO6rwC@8{nY>vCNHvU2uy8@l*CT_;$}5LLjw?qkfVpQnxM5R{4lF5
zF9yIb5Sm$ubItvfJCn{O_8BIRN0M{DngcoyaD0}Rm6sqyrq7Q<nV(rx7CRLivgBrX
zI{rldG7rZ>&{H^pSVWE+L7%@x&sQ{sy`pzl_$f<3R8XTn><%=eG#zgcunQ4i7B4KY
zkfr{{wcB3%B>v3G6gK@;G^}BJbxOq#KK;ZP!RPyJzh_{8tvv-t2uzy}qZ@uepUx3u
zn(sMQs2>~r4}b%r!c(z_rjPsYo1lD!U84Rlgj2hqEwxAiHk8Ye8itFzB#0!ADV!&a
zXF`TqGW{4&GCK#y^SeFbvoP_Da-FPS$_K1Qk@$LeR7W_H$oG|`aIB4+Mi8BLpEOxo
zjj75`sl{Qt>(bs5hH8qeBVSN%PO1-(K`<7Aly~M)gcuP8t7?+`lRpc!my*5IF}#LV
zi_O1}nHTkanF_Z{+f^sFjjG2SI+6Piu*q{6|GI<`wabd&!(Vkd&}1T$4dwcIodsc&
z*(LUmd^-@9C1F|`%VDMlY28m~Fl0s{sqE()Nicnt?liZy6iD2dh&WRJGArStMFPcy
zThQ{0)j6;;9B+$%(^^c;2`10&d>DJyGrr72yeM1q4N5ly<HfJtThJEIE;DO#S{`T(
z<EUNhd6Zm8l5pd74HQm%oO9OW6$qxyNdH_op&k;7B?T;;NoW4jUM#zRvgiaKU7z<R
z`5RjPz~9J!URkhQKA;y<$E&DxsCUMRbQnG9P>H|0yrf?4ks{NS?LN~`{}7H}+tx0a
ziuJZ|B&u^)<BC~A-vnAtw_h2Q)f=3KWLo1n2-Hoo<d~46y+-*(15fKvh-6$m(7tb%
z7_YbO-d76KzU%6{q15%a%idyo9tNq79q1V}In4@gC7dYOOUcI<nrpCSeXDyNyDYB%
z*T=}2rUAzg+xjz3=Gl*}$ZWLTRZ^sOv2$T;pt9s&#$kgvq1QP+)e)$?ExrG->5=y|
z%si?t>JT`^1SQNg&!W{J+x-C#kzphUmBCfRmz^SjN+8nNz@AwY@L|NnqUe6??i-Vs
zOXZvH#dqKC*@l8^EY)q!()@_i|8wh1c)z~}BqFp+TXPfh8gaGb^`py3oiOW)+`VBK
z;rc_Uammp;nU(P@3k#M5R~{aDK%Cm!cJCxVb^49c7p*K^gNE5b><yWkr;Y?%nK1x5
zAHk_?`6>i5F^}s$creKzN7X$%by-i_prHGmuw7VsTR&3=Ew&uGV&iiI{(ZNMD7f#$
zXV@P+Rj)zTfBHBFIqP6L{LE@Zd#jR2{M4-CJw&(s6>(d8MKrQQ!n6Q5U?<ehB4YYL
z+ftAEK|Uxa6}>Z1iT_lcTPsEN`VV1MC+GS~!@<E>A7%Y8+?v!{&?HB!VqykKqd*0U
z^OhmpM-Ifr#-l&rJOV4*&pq(M1ob&%v*lJ_2h8n7!+CTQy)w^YP<s0xR^@QN@LNve
zF*<e1P}bi=G<J0tF1*E-xHyuxa|7|<46u92Z4vWJlsv<xN<FG}R{PvInfi!6(7a=o
zcW^l_Xi~Yskpr9qG-l<+4OMwq8bt|hwlT66IPjA}D9jjkEA49!1n|PA%^lry-WVmk
zS;k*e)Z$G|nF^#`Z8@>B)<e+O;R8!D?`a|BD;{i0erO)vwXI-L*0()L^Q7L<(L$_V
z#Ju6&dz`;QRTic#6HbRLRGB%G<ypM<7V3;e`ONww?&WKpiv^Ai!|v=CO4BOR4}5$v
zSX7>!)VS}zgB-w?cZxY#_FBg&D(qUe#!=a4?HTt~Coa04R1?+u(mNI|v=6=%VrB1t
z7o)p^T^%&N1aXfyIuZN2&^kMRa3N-K&G`O!)rIK>G5h{r1FsKcw;L5tKLm?LHp#v*
zmI%1qdDh3UHrg6hwr2|$dl0Fv)k}Y=HHD6>>N`R0Zp_tN7u4ShGi%?t^fTK+gU`@(
zv<@8S_lEsMtShrcW^4zSA(;Wwp8#qvI$$Wdu}U=4`$IW9)m0$fYgex51=btmWZHJS
zE{iovdt`<s1_Mf*_?p+P4*ZTmP9{&GzZZt;&^4A+Vz5UM{2Kao5yK8)y*M%-_eHs{
zCDl$2ip|Q}B{S!WUQgkfjGiNuaEr~Gqa0|Tk-=Z^2s1AcK6>0&qnsep>_|;%5TPGx
z`qk&9eXf~Dn|o#cEBP8tZ(@#09TPUK@iw3Elr5MC{kv^sOQjuqo{aZV>Qq!voQnF9
z55CCRfagjy9(!dnjj=0rj#C^_6B*s`QM!7zv-;On16S?0HX$ywF59%_&BrOvshSzz
zKHuBpIhwxIaa(h@c6^4@sB4AM%ml~j*(|yF!UP>MjuFzCD5JZol0HHwU^3UKrkv1L
zOQY0@))msbU$BekV;>YT{IxV~H@coX`Ld6G3MuWSKOsPq6#{V;_STkzWpYzuaTn}s
z)4gM}!Xa^fxDYaytvpC{6(o^1nBRHxgNcK2eTlAuPfuX!+075#!1m^NP+uJRFRyRR
zu*6fni-1afsQPv*_<+9hK*A9_`I>r?I6Bw)QMcM4b73<~r?m?#C|pF$k?bTRxcs(e
z6o<&{tJ-ie49_#HeUi}ooBQ9sX$g0}lo%fQp3`Rnl26Y6hEyA!rq%^=FrapqiX3{9
zFKPDrA8Q0JdB>qddyYNKvPK2Dh0s{eV_Z+e;QX{gUge8~adlGyI|nd&Cy~z?X{JVZ
zplc*A(B*hC%N{OaA{j{eWjrs^e(m2F+xjm=ew?hGO~9m4`{K@g)(ZFSg~>eLNa_a<
zau<FQyr4l2?Md7PJUQzJ%M8_&BJL<c^<%w5BgoGZLR)xbL>+qUfqChdd6jRp$$_51
zEHv0Kwhb)sQxdx+_qz&AW@0j{EJ=>n$eVaqSWG(rlZxOg%SwJgR-FZ>G{VC?%E=)}
zFu<r73!SIxY(ghIiL@vE1wGtB+}nz(0u_oZ;Dk#O+h0czS<YY{u5)X-zl*tEqvsbf
z*vlB5r+SBJ=^6oon^jCHX^aBWm`O(NzQpv(QPtk~7;Sbf5XvY1u`oxxA@)=sq1L&e
ze9RtLu==CWbaLb6_Vlq9YSNiW%qD%{k=ho)mm`SZEJD^kvq)e^(+uWs{>>rVp2WwG
z|5&N7bdZJxTR<%?OsqAlNFR)JNa9DZ3w$I2yxAZ_FFO6~nB*dpaY<<R1?%`e|1uri
z6YfNZ$a>ujV7??gtLBwnu0ED_1&KnO7axIK`56c05$k0=*FPutZAL7MLoI^leXI&E
zL>j4x6-Xp0a$Ryi8;Kq}n3;hhhpKs&U`rrdO*KN>q*5(NeLQ~8`g-ca-N;>)0PiZd
z?b{;aebu90b6Z!otVR1xL(8hD3xo5SXmqSl<`TqT^AA|4(zZZ@CH1S$kaZnJE2f^&
zzUjUu>D$z7YkUKj9l>Fzi;AAK@SSoWQpCs6eE5Xn6D8-_8ZhT05w>}~Ka*#fRa}{%
ze(iJ>t}GUX+xhRigY==;!G=r7`&f}=jL^_4^i-SYaA%<~-*vla3U_)3Sa>U5$TRE`
z0)qK_(B+JR^Aor&{7r%ev|Vm(Rg~wwqwmSytSdB`W!%8<FxL<s)BDxot4#?Clj2la
zwClxY?GJDzWQ}-9mXM`mZZjx#LE?vxeu(t`)V`J`dlEm6i=3fkfO|rd)F&SSlXhU0
zY{R5n_MLig9o=~ug9Cd{ttm`}ep*J#VB7z2%f$3!d!Eb}eLITKEe+cVSKE}esz^$p
zOc)8GU@~&|bU3%MwdRxNMpd^J;O_`kpCq3D2QDq3`bwN0M;M^QLw{^2v{+J;HRN8T
zV@rQ3V|uH`W7vuZ!*0uUrWceuf02GG&{2WL^N3)vM$lIkr2Y>q_u23N4$1}nub^Dt
zNzof69`qMv81gGWKi^*%{(q;P_;mm8nFRi@qW*s!fhmNfdLL<ZnjcL~`{W<D(x{*K
z9+9=)adN1cN>3PU?J_JJgVjGpf!&Dj$`?~;iDYHAa7VUohxSi(x-hk18LWr%RdD8w
z66DC&p{UEj4idYw&D|~eQMQ+@T!sTIsL_qdkv1-LwT*hV(t=-dy)T9x)ax7r1vNSH
zmRT#R#eXYj<Hm7EM3oO9vNSuwyKx2l?CJnt=tj1NaVhTA0_aEhh0u}~p{#4bbee-&
zA?dM9SU-m|)3aBmsb3A#@IZzLiiC9}V#0>zUD`pe{7XM;=c#1=QN8f=A*9Ou+cI+E
zo02=bBqf9M@BlVlVm}AJikBp*3E71vg6W6@OPCtofZ15^KO5VxiwjTec4(OM;$tkx
z93yI{)<3Cv0(=_>H`e4Uthv@@n_cR-V;hXjGUGl0k=@;Y%x5K~8HjRf(0I7Lj4Q3<
zlocOaY~53GEVMUD0+Eu{13X=wnCj+!lUl^!$AM+kfARAi86TBY2zeXO^y&!KK1;<P
zj1lu*V`^<NvdWW*8#Ka3EV{s}NXReRt#2Ue*NXS+%hz%rM2Q-hrOA~<GUZ&**Mdrr
z>y-+2oe1pR!z4Hx(7-)Oe3vFVjGoM75$K6ec|uv39d<*+dgfZg)rea4rNUWEhUWEp
zXAAGj4{PY|#Ly_r=HSF-VBNO1s(rz#myIC}e?_b*o)0C6`hKaMFdFvdNxXIFMXG88
zIww9&#SW~Y4)z$0u6TMZ%wn_${{iJVF@EoKoeImL_M~>c@*vZ12Q(=6l)QV2iWccd
zZYTXau>FqnAHY=>wy5vxhL)AB*}qUabb1%kk%gDHrG)dO(ju*_jLIRH{$5RzeJ6gT
zOe|mO%mgDD*Bl$L+b>B}8HO-QPm~4SMUpM%XKdTpifH5(b<UA3wzytPL2{l@^xj=d
z-&y9*HE^32Cl>d{%D(fGNn|(X2%EjL^~^0RH^KJFnD<M4(bmfe_LOpnc|*6A;Vd1}
zdBfTTtzqzwA&yTG^9|6H@*c4?4e`?`7}d}v-LF4`Xp5?&*}(Js@Qz3C-m`E#i};&6
znQG>oFXc%Sj71wh?YiFkdRp0d9UFRor&X;c&Spx7FETEm20rS-xu(SWZ4#qFVgje-
z3%e8TyZVK+1y>z&Kj9uD3M!2*Bs_3=R%!fBrp@$Onj-5sXS<WRJp1Fs?3q=qj^^i)
zeX`SXcon^vRlN4^NF}mDyF~k<a!*9P5AHFp+o3PU$0ogD(X|?V9Y0xi+gxbysrNZZ
zzc_8TQ&jCAX&KqSD#Z1csQ94QfuCiHObW^_*N)vc^}YA&qAG-twYDg9>?sNhDLtcv
zX)g_;RW1j(2_Nk;;G#fhoPx?C(Tg-0%bJ+I`00>n5-2px7f;EY$nY5b;f3lJHRw?M
zLhv1XiMe6<G#W&Ot~6`A)Z3&vgBN}__7uCHi?$aPoqIv!K@qE8_{B)`bM@)-WHYB9
za9y6VnqyFE9`K0FcevQj_65?EQ#wi)v3*f!hI=E{tFP<uByRNmP$&~CAm+YxCnLkw
zUV1S%L9B^ubsTd=*Un%$yFFHg6HSxYvdBr}QFv~)Pt@iTqJ(!S%+O<`F$gY^UouWV
znP3%}B4>e*sxYmsI@P<Pg68x+c5%%J1-~709@o%*u|}kedAp7Ysd1P+IB9d<7piY9
z6bA08GNSf#BQr?rd}O~b!X|A%HoHgGk<<I7@;^h5zpw&BToU{L!zmY3QJIDNDK0OG
z9YUU;s2pK}nbHW0$w8oD!7s}F3VVa$i;m)5u5yeO98e%#?-wFBU>mj>icnlG{4fJ6
zG8o1bO5nsu@B+t*>z$51o7X4R2<%3^CpoL|R)6-m&|Z(>#o6=aG3-exEAdD;cPh2o
z4QOV#;6uFQDcR{nb*Z>(X%M^{>pjqw<Hr|Pdx=Rp+uDE0Af;ve*00z9XGaX(dJ4&&
z%|h)!p+EQ@$BpYY;auzecboy}dS8oIyrP0htDM8Oop2iXs6@LEF!HQnmyf(rhm|Y_
z_q-(6Hn#yhYTBb-rxp`2&E9F{Z|3O_ZoA;0FpYLpTVhkyBg`mW>o0LB{E&$kaYJyD
zJH_3)r*igKU?~jL{~|aopmKHyA@Vr}EN)qLx?_Io>U{YUYQJKtZM&Qhy)O<wmz|@+
z6v`-5HF2(U`?t-m0DUu1lx0{biUaT;fNio<ukn;V+rZd-^xu>W;o=pdN@eV@u!k^{
zgzR*-RQmJwA6zC1399QHW0*0tsiGWsZGD88judhP2YbeI^!fFKD9sbPC6sJJlf68O
z-E`&6F`^5Qh5g^J?_U+%21VY7m`h%oE=}3`m*S?lF;@M`#2g%>?r{7SenX2rXs<uc
z=$zp$ZX1V5IkhNH3Ewz5Z}LPqp@Q(soELuIUB&Ge#x+>P%xm(`Qot5`+##tf1Hufg
zC8UWPf&Qk)Gcq%BU^aDr?7rEk>xj~J!2}u~)QZ*LReLWb@oJDsmMUZ8=$1HNMA&cH
znVX^8-z5L<r`t=DJZ05R!4eKyeaSzqQ~bF@n@CyZIHB;y5NSt)@g+`G>3GGW!sFrY
zt#i@y=kwrJ70vN4o8lwy>S)z&Y_4xoMox7<p(6jtH6^ycaz~@6FBRh7khA|)0+Gdt
z%I#1%QByyj>c~r);=jx~F|o-dDg0<8uTD#UOuOte{+H`oJeQnXdr)?ww^~x~C)Z?M
zl`lFI@E^dsq2wA%^v?*4_FsDNKV^bQ&ReG6UbZ#a15N@gzDQD%tUmTNVM5~lZ=K&!
zX=yIH*#9Hn$j}~o`7V1H?stX*Q|INUcai6Qfc=^NzvuJE=>4;i6-CGN#R$vLz5^cn
zWbHatr);s)n1WNS9`(+rK$>1Ex>A7a{pr&}pOaY?=IaEu7^adjjGGngTp}-UOiI{5
zyq4Gmnxzeq+2l9N65!pCp@t98GYAI073?r+$$=saY2bsI5&1r~j0_Q6>gTL@|5<3X
z@JdQ{Xku?TZTi8tHe~0kQvTt}@zxO*sjSIGsj@HWhj+>VqRCD&B49qFy1``Lm#-ex
z^XmZ6ZSqWEQYvFx(zTW(gC+j2>fSsY>bHFuo>B=(DP+kgB4o*u2vaFS$eu0VQrWVT
zt??;Bgds_U$-a;5vW<{^-`A|!_hHPK#e4bQ_xE=%&;2~V_j!)@J&yPNqYg83Udwr1
z=XqY|cAb}WZ=rmSI;(=Jf~xfMPPKBJh4t$1o0Agjw=3Q(D0>Z>@<MK0`T|d9+mZD3
zuTRR_+m6aJd{uh<bYy&kJ}c#C1wjP_YU!uR7p4aK#8xLqZl8%(43-<Toe6z>;o-Kr
z)~Cxg68;pnJ*s~H_3zSwfo2pYZWiA4Cs{8_cEoom&*$rnV{@$LL`MI3=O(+Rl1UNH
z>~+mW{1|b-C#1FPzPNtgQEMY(XE)=OVCt>p#k{<whgy-Y-hpH0=9ziYo9XZEi`!NE
z&n1QUn{I+f^-#GieCecEuiH0>1q-zgC=@eGk;(|$p9zYU{qt5Ao}7Yzx`YrSMNSY6
z>0B~GiBV)Cl4%S+qlZ~%xfQ^C8#?1|(`hY9l@7@=a&EliS{phcU;K>db|dH<Yxtxq
z&1*&9c<vOoLqTx0CJ7FE+(<qil~|FKFt2_xk#mL_m6&aNb&1g_O=(%D(Nq5VurR$%
zo)hxXsAPdj;7)GnVY7=GxAg~xd&Wkw(HEKNTV&5G6q@qMEoam>agKXPryfhSlcOoi
z5P*v}N}Dz(ooDN}axh-%t<`^<6DE69<E5NTy`4@Y!wrVdfzM~DZu4&ffn9pBTJ~6G
zyQ;Cx90UC%G4qDxxX2E8xTyLN<E-|T#@7X}k1Mu6l$)=kdmyzZMSZff_0%4sd1QHZ
z_LQ?ew(>frP-$~6Gv$SH<SOe7!6X6kIVJJ(vMTvqT<@;aX<|}*LUyjl6Jp}HNag$8
z#E*{P?F2)M6p!-O2jSuouI;zV=Rfo9?YZT)BDLxg<O)ui-AQ<<I1?v_#%nk|;w2!F
z$!lf#<L*|n*Wq$ZP7_Olg0&8xY}zzGE~>;v&IR?^JUZXwHvHMl1QV0>ZCVeOg6+n}
zJICe)tV?|#ci24l`3Q$E|3;1L*bTHx=RoE{wea`e2gZ+7@U169PsHnvYuRjTNIop7
z{st8`Q<BqJ>OZYXO7V7q_mA=hl2R@)Udob5G}FM{+G^b!o5`sZjqQ``7)q;TaD7k1
z9Q>;4^|ND+*sBVjH9Hs!)$;yoP6Fm0=5VvE0Nbf#d&B#bsWrqN$f{91ul^)9A)sNY
z`=O-qvDrW7X$ENtT52<7Lrd1=w4#!$v>wkSJDpdHwLZ`9-sBFExQ^e=;bI<;OHPw;
zj;>0<9&<E5BhMeJ`Bl2=D$T;~{Hqs%7q9VNLI&yxcdDb59_>!OFDq6Mo&Qlj#Axlp
ziHvE~bLpfV+7hlW4rRtE_pM#QSO{%2S@4C>`1Kh`3+|{ZRWQAC7>n#bE0dR)?6t=s
zpT2X}lW|E{m^V8<M5O&tCRNERSUz9}9)E)&CUjiA(o2WPxP*|C|FmP?@t!FrsM3o=
zhDk|%wlpJki?iR_h*pxl(z|D!dwcx?w({~8XP@>Ta~3k-i;w#-9()SvhW1mgHv7#*
z<;_Jc@B#lasY&*8dtFcHOb;6We1~$GB<V%{_-8j>+Lc~<=;sdRJ*YyNyv4iWE)og=
zklHUWYy$Vt#v4#K4jR|Y^hCCCM}aR%wb3h~OP32yKEDg*xqk2+yiW)DNz3MnUrY#&
zHdWwrbwCPhd%{bqEAn$#**>f~<M*w$2IBh#D;#ZNx+j+#e77r=HD_G%ZaDFC=T(<q
z(QR5@pC7_!9R2!G8)@%((OAMvE?0)>ie+rVwr2*?MmxRG)uAVz5(k1E6hR}}8$3AO
zzV5m7Omdb}+IIxBol0%vnTqpUEP2l}|Mc)f3aEDO7%Qer)SDQ_Zi8ET6H?e=3#u2I
zG#8b`)z-VQ@+r?-4jb1o(82p~P}cq``i12-ChvCNq_=hDja*hU#i`P}g6!9N@J_4X
zDZDN|^sPR|-(|t7C+xT{-4EfWcn#{NEE`r|?Cbc#3LeMS)QitCR-~<-T7HzkntMq-
zqDo7Kg&vb9We}j5JT<PO*3YR`_WoqceccnEf1i)ha<uVP<xr=@xPCJ$;JUnEI3xp)
zvRMK(y;TCABQI`A`%e+yO7KLs(uUuX-QgN!RA_C#aep<2Ywh`(R<8d2+rg?fW<rwg
zb6u+<x>`NwF<-RG%rE~A33N11q+#ESok@v#8Z~>J^K%@N*Rt!dC|UJu`!kW*8-qvn
zBi_HNQnU}QDr*)fev%$IG%HaqvC+&U)Pnr!GMz=b^TC+&@l4bBt|aTdeORSnEwHsK
zfe&3JFq$jDr)YDkiIk6Fa$TN({@@dWxKLF66d4c64T9vQ=aS^-k<`;~S4D*Hyjp2J
z@fNv5UTE2ec|vkMifr>i*6FpN%8WuZF4bxmE-6VhUuWtl--jJpYCRj8GIn#9wKxCq
zZ&7^6%#m=p%=11m7!SgeTVz|}0LJfR?o?}x<+sy?8t_k3joRTJ+lyw`ZGz+PtT|6F
zmKVj@y>vB31@iUyuY9^=x@f3<Hk|kHgB{(KTQry(-Ct7%%XxZd1hh&+wMImTn0uH#
z^;RU9bWJz}-W4;T>1`xRP}K$owaKE-b?77faIex6KyaUmo_=~_p#0;V`YlJ|<5|>K
zd5Z8LzVCZNdKA6%Z%)-0e{@_>{e4>Tfh_$)@W!bSGaG4{I8ZeaVEH=GW85NgF0^yp
zZROU2O|n%8t?r{s>MoL_Z_z@R!>`scbwqN{;IadiecC4O>uQExJ`bl7GrOuShcbMM
z-s&f(v>+-Kv#hbhADE^QyUpoeT@-)53enlg)I{^hmyts+<U5fqwvuno^Cq92c~O_+
z8*4XOcvZ2*s^CmSYO?8S#H7HX?{MQG6LUG&pyoR9(Kj95^mAVeD{yBU&&+buoy)V{
zh%X6BvkC|KSgQQVLbAcC5)pT5oQlg?x8-r$d4_am-ij*O@;Rom&pOKEup!dtuB?d2
zi#@+(qV>zHOqTH~+?`6(yS$y_S@gTtmDkDjb458#vl99AKFkB9J5tVYSzh4rjU|aO
z6(?cl$6=nOM;#1dE~fZWZ$`@KxMJdot;ibP#wjx!4%O!5*fVoB;+o^G;vY}Af|sn{
zz8{c1e8uPNi|WpC@D63(mnfOG&aWXocP4eesYsi%4L5#D-;fqcOF71vrh;KqDSVch
zWU6ncL{(rS)#eEON+?m;c%iKjzw@)=;!qPEFD*~+TMjFo4_5OF*&nQp-x^Ikb4>1Q
zaMCxHQNjtr4~qPb2s$ZWrdeDcZltQtCGNu>8zHv!^mM2lyl^HlkRUEBKn)HKhOLwT
zCwB+Er_D)6&7g&}ymt^iOzrYdQKnSbrL$#<A1kyH$r;}mlj8GH8|aoQrYXxeBCiZH
z#>SU=h+YP9Ec5!;t?3r3>-=J0K6dGBdlAea2-^$M%ViIG!iS1+KPl((sB<Qd#l!1@
zdm3a>gL`Y0JG=FRj$OMbFY(-uJ;OLFpYzf656s@*`R*yA>ll9F>5IuL7U$39FE1M3
zH8P8AN1mqjw`a`#y*eB)@+_=>SH<~D)Egd)A>0qly5`2LJAO}l0P}0`Zpmx4L5XWe
z+X`O&)JC0qz(TiL@?Gp?-N|_VRPJP%4|!~n{5=vkpNS?ba598=#bWc8WQ;p<%AbXe
z+DWL+oT`6NTW}0f@gy+h^~*JyaM@gg2xW=>LZEOq{DSAdyPLG|vV*VG*7og>)8gaJ
zoxh&6&<dm*qwZ`z&(1QHPRVAA6q6vw<?n2F-dYU<37)1euf>j)$RP`q9G)w7oO@c7
zgY_IrNQtAeR81;~s>e*-g;&PZ1~1n(P7Ef_Tg+BPmg<hki=6Nh2v~CqdVTcc$}Ua%
zoNauU6!Denw3x)a$SFu}GGRtuY^Hb7gj=@4<c6>aGfnYnrD_FQ8ldtfret}T|8PL^
z{H$Nb(qgpeh1~?`HS<Qk6l}}ysEMXnVFO|-c4Q}l5-uG_6pEnM5*vQQ>nVX#j|4Nu
z&(+<@B{j;110U)_@$%fKIqMX=Q95~aW&I9D$WnBr%~`d>#%AOr%jNiU-UE@DqA4#L
zGc$$@m86w5Z9_}Egm_G1ZzC7Kr*!tDbl(9f6OvNT18QqD5FHKz%~ZxwEJsN1>NGCC
z!Ks)Xdm;8q)Dv&y?WI9((-`x$(u*Z_ZiHtwWxA(#K<R+9o9Yn;DP3{8V{1uKPj4>#
z__)n8mu7UFXRhqJXnHYnL#@gCO&67=(0cj~pU9ZE7J2&?c)7c;EmbAP#3i>h>ccHQ
z$#bc+Jbphg;89I1v*?SK5!>TWHGMS+)Z#huj!5N8zIP)O^yXQfYO1X|#2^{1+fs5x
zG-U!E-P2Y&pZC8KNcJcgn^=@cVdJxOW{N_Qlu8FG=d7e1=$C3_VyvCfZhd47B7#L%
zd9av~c~ZmTDoy1JA06SoqE#2A&2iL_^l^RBT1vyD-%>zqWcvIWx^DgR6BUXScHKHE
zpP$i3Py1M(A{F`P!f{?G^8w5wt9)DLF$TvHj-a_|TC?SZ1e=ro`Qe-s3AO>70&mwV
zr5*WN)t_pu%|FUsU`oslW%#-1ns2mxM#{NyAI81Ayc@nJld-en-KUqFuArdpnlCDW
z*Wb2ef^0<tF(qin0;Ox4(rI(87x5>4RT1_KZQYWG2)Nn={f4G>m6oTC7fA4iawcYi
zml*5A_eS*wdt=8Rjkv+DB=>8%DKu)ETKZzriZ)M-DCXpz2zwQD(b1*M8Qdj;I~o1R
z<PW{-I{G`K)J%(QKpx?iwB+*e*IL-a(Q~{RD=Nj7@8$Plt-3_R-fE$ZXV`Z$)Q&1W
z4Yf=BEt`RRKjF0#^S>%@lWs@fulm%ocJ4`8P)T_~0@H8Pt$=cFe~vZn-BMYxd>Qf%
zA`1S*fw*LwWP7xe``#Y7p+|51Z8wlgKuqa2*{z=RUU3*P@A+s1y!i@{+QQK{3P1{0
zYsgzSvX7ors7d~)kl29?z6}jfKOzIPh|6ZDdx6!Cb|QiZp(cmTNrqblUihNQWpAY~
zq$6nD;C3=e(VVyd2`z?wIlYG6I2Vgr8OpD{*Vv`3vXdOHkl7w82Y&B^EP<<5LBq99
zLyL$9s$GrXjQV}3vB+;Ja8J8M%*Gizybb{FrBXW~;)-oHwfX+5GTN?&i76Glj9oXn
z4kSXV@K7>a86}i}S4QKywGNtSGcmu3Nhh(Ps%W>VdVY8K+}<xCD0<F;MY5=spo*4>
zC|b2}w-_w1+08E0?hHAI`Vl*nPW5h32wUGs4rft{qP9LBuu!GMNrI9~rsayqFD~(T
zTeuVSKlRRgRDO4`u)@Wif(Ws%5?4>xL(lU(L&fkmaH73!kr|f-<rM;4aG;NHO*NqH
z4BSFYsfR0MU5`lpy689&b-CvjNH)rW=vP6xJzS3);^xGZmf6)tRqW;fXe3KB!gaIf
zI%$>IJE$y>EbY#aF23yIx1gWd(DDe;qYO>zInx$h_wT0TdfJzK>tmSAp~cu$i+o`o
zF}Ks_>jHSU*1@&>5)rh*y`4J9_)&YH?9aTw)Ez4DN)uF4t`nCF<rKanL~8c_nEPmz
zzk`d0E2;3FbU~S)xUa>DJqn^sed)EOg1eu96pk7cefQP=%&J1rv4rxQ0>|7sU(IsJ
z(snp4PkB;KBCpS-akG`vyoNxO*mwo;?Q4U^$eBglQ=gAh$vGCnu5Z1sW;zPqn~km=
z{Nu2uWLK0Fn1eD#%SdGwN_9*6@ovs>!eBZj?5B$23ybr9AD}4pG!j!hSCWVEeP3J>
zN{3O*x2>BHBz7fQQ8()O?Khhd9Rs{!lCjIw`kWNclz9wY)>Xm{6<jHiO+_Io2H5PN
z`o~?>Y<Bc1X>ZO@Hw<5Zw`~ktYjoS?nmp$(sz<m#D;CeWJEiRENXIcBFAP`2BZPJ;
zz>W5Wb0=I$c>9#fVQR6?M4cjcXcMa>4YikvDipU^{YR+2MeC|4rfAgvgCySz#boKB
zA2aH*e>_a-jas`mBJh&40eLRu5P@T1A2!9<WBJ5j{3L`0p8W;Ab;8Z<o^;l4^F#YE
zyq=(%(D>0y>^Guv4Q?jr<A$YX?eBG^d=T1)m6pC)9oy3n@I6C5MMGUfL>UGC_|(nM
z`{vA`1AAtp|H<p}NZSM_yK&CD3%VMLvZ&S*G}NPmJK5?}JHlwut7x-{8J&Gt?NtGd
z9(b~DV8A8QX``C$6E>bkhIgQi&_s4I=CFFpycun5pthl+7m9F9;~_V^jFze>3au9)
zQpNC>T5$O6IB3wES}gkDdz|a@^P+nDu=1p=CDvn&8s!x-cVB&uX?Wm9gBmC`ycfrR
zwEp`(4C6-@Y`kgP6g#q{`YdR({F+k$IqRb+{>%qu$gkL&u1MJG^p!QfFp&>IX+tgK
zEjH(Q*=1A2`<yQiHo4xX)n1CxW50jrbj6ro$PCN!H8{gId$JgR44Y=fyLns=!vt*c
zK}S=`Ay7`flQ3wSS%h(ENHMt{&$?dk!zsd7ZfiQS^MUTB>*EO?%M#CAVU62NXMe2~
zbtm;qhpI*-y?pk>3&sSaTs2{uL?Y1JDm26IGF1FmS3inWnAYDoK6kMoem2LNHL@(d
zZdR0a*5X&P17pW6$~Gv@h9F)1tvHwb%CD<A*8H0da2PkKEzI=aq87jR6N_OnsonZU
z+y0hvu1{miB(bHOdcsy|CDwP#;df)@#gvC@gPiMpydx*HTe{XBWBo;gT2D2O%_TX|
zo1V<V1`pn6*e2ZxT&BxRKHc=PS@J7&_fy{rn=G85Y#*IsrT979K#^VBk%O2L085up
z{(?{V`Fb`FBa2B~`P#u#sY+Y+ta0wBrOk-xActA~12x~<-|wG^ubFirJczu{DI^-7
zW@LIL+VESab=-5ha2mn~N5y2teifs^lX+4vudN;}{&br?W_R@w?JpiK@5|cc<>(J0
z&&H5>Y9D6(c2oV|!?RDEA@)A{HCa$f=50SmlN59l5raWnrzYh*olMBn&FU|zIyS1x
zIz60x6`UmMPkyu_CH=NpYOY8q8XdaeJ)LVhYIEi~e}^mV577Z0A2*v3v*#VWC&bk<
zG@ZT;Xk&FIBJ9s`-0Sb59r1EP51?nS1EDCg4|~<WD!OKCcI~=le!1t_e7?&y&7JJh
zE+mbs;Fxw--vLQ|PX|)@pPU<V`CUrE1&7AGS?I6AlU~B5WZ=8Ay*`6aJ^4W*yp5VH
zKC1C{-DXx~r(kHb0BxT10Q(9jctR{rg)Ah?+;Q_|JJWO^Sulk$PG`)l*5xctjFfX%
zQ#xK%nXxZS0nSKXPW;eu7#bL%@<9H#M{KwQ+Rz!f$FCwv?3pG4`uAbKN;M%hr+%Kt
zq;a8UR91ji7e}9+kY?8iyfJTC`&yK<Ea_5-V%lp(KT1Msm^o~s=)o0XN+!=p4lt_q
z+2p%*$uw_r$#h<!92ex`0_l1wrh2+G#hcZLsY9FGYv^Hj*?kyR!<_x%D0~{!*BbUY
zs8RAyc7}^S`$G-Wk%z0O&Ai__IpSyPf@_(@7i{j9yKU#5omTQ&bI2`1e%AF*LQfn2
zRL7sc-T$#q4mr`1t9GSB`-8MW4d}O{q=-S`k9L=1p%OVCZmwP|s?d*6o&hxy+Ep^3
z3L?iqkMxi9rB8$2`k!PExpFx?3c=o{V@WOyjfgFGx0LkGYWH%#C&`PP7vKX4viQ84
z8;Iaa)kFe~!G~G~cBwLZ?WYm}IQeFA@vq1=-!d$-wYYU`_UQ1~T{nl<%~wRqPI)#S
z*<K_VK6{LhM@-qrI~=j`8TFR#s{ujW+e!0V{NJ>lWA86GtI4PcXV_emi!Z`Gs=FeW
zK+diY&X|e&bYAJqVr=w})9+EN#-^svri%=|BgZy5KEa#x%}?E#7G~UxkO^1%Q2#-O
z>*>qsJi_DH&U*uxZ#2^7qoQ7O%Jc9I7DT+cuuETuj%oB=*<p-*Ooz<9-(d<JwxiW&
zt#9QGJco-^dSfS5-cW3Rt~`-2ugyufSK%|P^5EW5kg4_RpPS?sKTLVKxfi?5Y!ec@
zoH#pZJ5nq5EN{&4Gsth6&Epq{<Jlgnf+EOE^FKw*S0Wmph8(`d9`Sl-ftI+Fp?Ka?
zB(M2OSVi*d)gwE6Vdy{{Mqv77E<RUh-PT^BMbCni-MF2*bcv(c^{u9waO{_AT=b-)
zO!-RW?@PWHCF3%AVq5H#B?my}39>h(^m_~{%0U=N?zjEQg=I$q{QLIAe|q*m<6ras
zxTqV<Cj(qzovc8)%S^+Ic9l|g9(+-C>0)Y#T<JNPVu+9mC0c(#<|F2#sS2w2;(b_x
z5_K=5x{cD(4ZMadGBE~k1V(Aeo96YgjPog~M4;ErlUh}VJ9j_5ZxcDR4|{>YwIhrp
z?D?J?u1$#yIVz7<^8+Bj$IkWjc+acDKT3Rkb}e>NJ;S<K)@DOnq%Nm$oidD2#RL5(
z!HKHZ@UG&MX8|ynn)%<@15I)tc3x`zs__xDZRGQH!K-nWb~3A-`!IR%nqjroDgLYT
zTwZoSZRy58>?9W<cH6lL-hR{lm_Lvk1r5J4t{OB3N#BR^v`BdDl-|!26{@ie1*c_l
z8MNMq?Y8U8Un+n0V;X7ZWtstsLD^DSa+3)KghGXZ^H1vNEDk-@^a^pyfq!eHEF#up
zUtPl)H(l~;6X`uFaeP}^Jw{SCOE)xTTi|UqzljZNX8Lkl<d4fE(GSn@cK;L$A|D&b
z82J?NYWcQ|6wjKF+;1(XM~t@a@@E2q+1{cnD^!)q!hMx=o1z;0cM7YSIr(p>AvU}-
zxAB;FrEKjq9l3X<TNMm_GDbHBgJ#067gcEw86V@mGdY!u&Zq4qx{Oqe+9~$x4_rhl
z^O<Q5dwf!4T@p>qUrcZsA{oj|Lv+SA_(0<>cDUCkkFHrnZ`Xi|zq}UzlOAb-548UI
zmL9FtRBYMsikHjwcB+n$dIE=pI4)jhB}*6+m}~P=(9^Eyd_j6UXINHUVjg1iC7Qcp
zY7=9uRF3aD`~98cy+_!0%iEZiIy0lh1kU!7U4u!7F&|~xWMOw&-1+7B^6$_|LbJfL
z@l+eX*0{X3Z>>Y<n_h-eX9~^2_CBcDXb-P>%;RHe+L(wvAOhGRSGy03cl{;TW3kcj
zP0hMXA+*7mj_&c!qblqt;V8NOugj^UNcU1g|9Zwq$y@Zuw;6s`@&ZRZ#--#oQe5Z^
z#^_|Meko;pVn)qv{Q5lgk^vDP9(?ObQ{QUf#&t5bA(~`xs2h%B(IUO9x1e77guOi%
zCry#(cCA2=2oq%e3qysJTsm+RIqV#HAbk(TZHo5OhY0svJNESRs`(u@zY-$Vxb|Vs
zjhS-ts8V$w3n{5^tKWzXA;-S6z)WKUMD<f2I6{-vxFAa-CX&_sUYER4ni#om1-qWU
z596TAcUc`?e4*99xQyf>l`JV1=u2%rkM&x_Lvd)bzM8y#YGeo6k_gPOpSp(|N9`-_
zpm&FXVW2qf31}X>i3fj&zEV$#K&>oWY)gRmJM}LQZhwGgPuoM2Km*)#h57ESQ$0~6
zLLb(?60p=C`>;{v%wvUVGBkGs7w6PL&pPpj8mq~75UV-ZnY#fh_~ioe$GR)P%^M1T
zQ4Zf)W>+L422wcE&<RqXvFj`785Ml-yM5SaJ;d(L;?OZl)_ida?*?GHE>Zi=hdl6b
zYB5j$3Mj%s*o|4NGcIW4Fe{ysj8*#9UsfjX>FBbCXh@G-J>|cZQWE}cHhY%IB3v-p
zq)?twXp{;HbQ1dVmj*DS%F%}ezT(WuR_wH2Tqiv0A{N-lmvI8}tgn$QP%Wk;(LSB_
z-h0I_vtS*yR&O{=^;~EqZ9$<ImUI~rS`u7PId)1@IYyatWrc3Rf);Gq>SdIM5EE%h
zYcrMO^=hgT%Cwm(bu9J1_=|UwilevEqvLD1^~?5QFQwrvImjv?yuzP-My#?U2wBcc
zmm7uC9#U>WRH5)4p{)B8xHkCXSdXyzbBw-TN7ah)bB!Fxa0NviSaZFJk`j+^-#WkB
zL&gT|^mU$H_kH}WPMZNU5RM=$JLyoWwR^RCQGL?a&BwqfJQQ)%u5l=h&IQI^B*`Cf
zvo^)VI(P~bSSq5!czfBm{ACP!Z&u@;G{a2i&~|<TwgNGu*}cZSQD5}=H1)&8O%3~@
z`j)R!HB@NIDF2t~>d~*g*vYGaGn$Gy{keWV+lTp#l5NvI$|Wb{B(&vc7977RSxP?g
z{9DMoho~ZK*VpV)cknEz*GPADaNXX3Q}u;>Jf}I?n{1WI5X}6I5^O?opVmobeRo#8
z^1XYa!4YVtn8TcTVspxYAPLCCBn-!Z{x%9?Dh{SSp<$mZB676i7|O6h5f-0a%inJ>
z80ZiVUmG%klWc%Vq|4BYCLS{Zt6>IidIjZ-hn_alnW?I`q{0vl3CuI;UpSFxp->Z(
zugXxtB$*#U)=<a4^POG%1_oHCHl*KfQ8XK*XK-0q5)x!x)I6&}Xo~V&=Y``K-l44n
zLH)%C#R~}B@es;0^NrMW$G*<T$OIOkK_HoSGFKD7i+nmk+YLz2q<Qmg_axlJAKsIu
zo?RqMZ7qT0H}_#f21SW&YnD1Ml~WKE#j?uwvLxT{3@gRGt3?Xlm2Sm~g>D=yc8XkZ
zRdDW{Hj-H81L|my=~GZCr4HI;>DQ4lkew2_kGDi27C?OCkQ<yNE#59pbE>8C52mY7
zLryE^(4e{wv^)=Qx5*z&qM7S4SrCl|ePFKT_AR2mcFQ-Sgq+r^oXCsSb{&rS?I@jP
z)UqZJBw_77_z0OPS1ehB*CSa|H=ySd?XTa!WzuEix@J)ITGgeL{|bC}5Zx1r?2x5L
zOxjY<Hf(A}P2BrT5daLT2W><yBDRkJ&&sF^^=#3af;TgDbFWNCft_jlYhc5PZZu|M
zBSR~wD0v?yZnO_uCqe!U(`Ewl3%ySJFfB&vS?e+Bm4~PDAKdSPd0U?4d@AoyDli<B
zhGMopDL$g#v}cN@@~4|w+;!!AvDS}W{)TANHCR)}K9S_I-c3QlSDqKS5?wzsi!6LH
z&1=oCo$S|I6%h*=S%UkC5&9w~tUE6s1}Fcyc_(d(t;g*-iKur11;tV2CQ+*~PWoRo
zOKA9S7$SCt2C~)DLz+rlz^Ws89p-GAmzElx3~;BQ!SXYE(xw?wc~5waWNah((X>`}
zg@Du+Ths5<Dc(^T(?m36UfI*;GBXvUlrvFf)p{1~I`MD6;>RtiOr{0BE}0jHdkxuH
zI~#YOwJVP}qlhoRlTSja1|n(9TKI7Ci_tx4src*L{TAGQD?Rk_^o4x3N6!CIrbwdQ
zQOkCEe4JfejW#m~QLjhJ$&c#)gO>We4UsCLQi^alDxw{?+=oqD^ZDtDY>!$too?<-
z0`UYk{ZZvN9jwCWT4pFRw#O}Gd-GVV!X00WeORJk#`#-(jNWza)NK{OYW;lvnF+t(
z_sRL=Ot}?3@RLo~AFe^i&B;RRA4B(HS34Qs>^ug(q;9;l1!@&s;|4slB{)pKg3t3U
zaj=*iElXiO>_+=|PLP({)Ca33<ly%WiLPZ+#kUIQOvvJ{%>MG5MfoD3dTkw}u76LU
z$t(RIA|3~M@DC2DofN$MmF~z}y=F<T*lf)ccdgk!OvikUe7S0nTy~u%j=srA+(z$9
z?1-eqN5-c4&R;Cff<IlFox<jE+1h3^geLN`zR3M&_ZMc$8X;=&ixJz>l8tjZlb^q^
ztNey|O<x&eSK$MgpWcnX%m<2fWal*`b4v!+A0s!%3QF_S6?#p-dtNK#CSbgTe^6#A
zHnZ*)q}IKDmuo5)%@|W&g`vZ9;#F>it-Jh;3f~JWzT(aUXpG!$q#n`OhLBXN%ddZA
z?K1M+=+x$~!e2BA0abz{vXL(m*|jhl&&R9=B$+LU=k{UlvF)|L1)I6p-@Hi?k6lXJ
zAPKg)@G?2x%9<D|W&Z&~+9<^M496{$T8yM{yqdLafm+Hd&Wj4WPskcP?t($JMKP<J
zq1mY92bsHqdJ#38vb0AZ!c$L=sPP>UoSduhWQ>uoM@Q-@o7|N>jUszR7b@XD$bOc(
z5%bLvwj*u#N>aeH%jZ~$@t*kgQDX7!!NpZ#G1oiU6m4_H*FLsU<g<N?QzU&-?+0ic
zF{QSfJh&yI{iPoqs#N)jDP`aOXkF#r-u1)C4ltD`UAO$7qSVSfhMt+XJ~>X#j<@Yp
zA%6x5s8&idB3>gsH||MSG_B5XYP0HYp>EwJ(baTYJucvFD-fTZWDUVUYK(n6j@VAJ
zF#WPwHI`n?jr0BMbRKnHE<J>;IdO3>)}8rH7bT0w;~WA-craK!i-aipoybh68o_L>
z*n_~L>${z{&KrAt(eY*C7ao2KjgL7IpA?Qh{C?8B6YaF*&hf)Gf-<!|X2V|w{{@dp
zZ8N;kUpL*ZGfFYrsof0YdrZ!v-3-7mvEfd-?1nn$URE&Kk!EPQy4yHs?ZOoGg{?gI
z=bB=#i&PEQ>$Q9E``bD5Q7$!zH(APeS8ODCI*q?XwHUdd$Dv)cfv#qgC|aGCELtp*
z)JNBbo<CbVmn89~Cs`s^^KQnO^^_|v`s6y*vb{c+s3xP%DzO=T8JS#8RAzEK?FC1l
zvs0*BdLTnrd5*ey@J&)B_f;Li#?)u)4(sra=r#!aALc6d{Kb`2uR{dAMemEQFUed3
z$0PEAiDC=A>YZnL?wXz1a`M$MV!cpTG*{Hq8TvK%{V_OSJC*i&->xx<)+4QPw1qd0
z^nWRD@X0pd?Psghh7%Z_d>8UIWyv<TJR5aY#Jwd;G*s!}74NA;mS@sDl`HSjcUkI0
z7O5oq7>6%;UkEyLY=t*c`^^bPsICNrvHR$6d-tnk4JSdbF`um*k!9EG2py;)%(*IN
zDD<{+^VI;w+(=Ch-?y;FbKGwjox6XX?rz!>hA$g3FMOM`R;boR&8uAZmi%h6ruguq
z7aDkf{e>TKO{F<P6%|%gx8TCtD(zPtvJxOkwM)h9#E+X}v9fjHeQXgk>?e?OyhPpV
z9zU4FJSj|TCugF_80ac2yQAP$D95sr`7dq?&U!9;V9FO#@gW-=lP<%r_hG|JdKEv|
zt@D9Y*WIgnmV+nKww3H$M*-izu1K4be_1K~UO6;V^gXb}ic)Z8w#28fkt%J&zFYFd
z0I^mLh36Di=|+*9^GI1U#6t#;E8dlMdYB~mbM=<x*j*{TjfmiD-m%bR@}>-uY4>4|
zGE#qH#^_8Gno2?F*Lojj^*V$uXs;Hkt;i_02q<tr?>hKXl|g*>aKST@)r+VyMd~96
zZ;ZV%(3S!M7k|9)@h!0Qb{;kYs&_RXyr(!)S#4&(Hp(GZ2JtWus4Iq#zmM)loQ>?x
zEr4zrSv?W^*(V4}CO(A$HOpSG997DHXy%Lz;xk65(e13ANz3@BD_)eCpXOm&`ho1!
zWstw?&zV>w^A?4HQq6)QsXjG(4UI(l8F#tqh^q5#*1iT4iYs-*;CL}RT$~AR!rMSf
z(+|G*y)%Uw@;5e85Ic!j{^+--XJZzTiEna>+QJ_5vNcOS$>nq3R=zm`XsyYcMu^(a
zo-?Zv;FFzTcF<6ljQlJY2^=uXy~eArufqvI|L5osWkW1F#d#~JT&fvupN1xMm=+%e
zuoM+vccNL#gU8v!-ysGH6V_g!;~OWThV1b+&!0=s#4v&o+u;e9e{=zu+(4(QA2c0r
zyBLZs(fH;=3?$P9ZfA8ums^T3fEP444^+k(ndbJE$aTkwDgD{V5Mndh7TnpU$JyAs
z-?Do20k{b4AHsJJl*_CS=D<E^?5m^nH16q3BHCQ8cT(IPHZo%EhTDR*DggrZgEyWx
zv$psCfi5<a=_{iabDCmhV`tHOONPYQuf4#gYQ5K)AJs{1)h=p+f-h{3Q_o^<uo)8p
zB|e;4_CPdzp?uB#;R7wNWe{r|MbAPtX!2zlaPT55aFOK8T~}Jcn%#PB^bTLvemP;h
zfa$a6Vi~llACC`WQZFWh`O$mC-gkM4-R%XuqoX!kG1NVJh$l-mf?5OYuJ<-g^f4;m
z)tWqqpw@aQ27up5(5Pch+*9y!y_oCLUVkmD;YKOxD$EbHeih!6Z;zS#<q1wJpHDrW
zuRbVRY==XkI^{8~=bO=a(&KzNj)FHnFl65BI7Ei_`g&i^XEA{_2Ps5>4rAtReRhKI
z8f;7+8dHV$-gantui*;K$5PQ#_hn3>?8YwCMpl3>ddK#@wHA5Hcz(&wxmOF0sDNrv
z8yS4yLPJ#KHkja>R0rZT!q``p)0#4f%RMa;`f0j9sI?_!NAV$oB%ZahXY2N5ZoQlp
z-rTMt3{2>3r|qn*8}1-x=Yylz-cc90__GW*WnTLT5q~wYu(8?w6hdWwJ1cdwpN&d5
zP-LIqWIB#me{)}@7hSm5P)$>Hx`_`y;{4Rti>U3@t?kpXS}{c-HXx?01ztd{movVe
zT>oz`B)ty#n=*5t(13r3yBIH>HKnDMzSv68lhV&D;*S))RC9i*&HWC<@+?@w_O4N~
zjH=|<;02K6;^XGSnYM$ubK_))b*;6EDkm=cA?o6JCdu!?Q>cwdL*7`WZqBVd1vYn@
zlulxAL*h$0(|d?X<?LnQe1rkAQ^km1fT9ac@T2Ei5Wm4DS8I5d^@|0PtAK@$j71c!
zW9OI5Nh`g3ZQcw^J!@W^ojgl{RASb;^FD0cp`}bR;}>@+Al3;GA0Q<UcruacQ8{-M
z^F-%g>}oQNJ2dsXSGe@Ux1^gmM<YRK6iwYrA({OE-i=OTALa2&c>i!;aUFaTYU&en
zoEV1&zGI8EK&aImmqNPJNHs>xtB)p<Xvcne0^@<fr<g{K8oD>2GQtmh3ZcaAc`!`{
zPFyBFBku_**88`8@H{U0MI(V}*~r%unoss|MW(#~PnSA$pltkxCGY)o_Tu#^O1L{n
z#yPZPAThwY5HZK4lI$AEc&H<~_?@>bTXnlTaB`rx(iu#!MBv|x$b#F0{IG;AXhIKJ
zzD)H7ZV{v|K7z@TS7~JsXf7Z?6_G}X#Zf()i5$szQXX+#fU={GCt-<%NPzFs9fdgZ
zd+f6+fp>g}H))hG64gVM$dQRBeS>DEwMa{-RffNTO1ad_3d|Z^GsNQ7#VA|WX$`wn
z4}jvU*g%ppj_L!<j_OQAk?1~b{-9m7yh=0TqLPI-m@nVK-pQ;OqH$nwoCdY40tCi`
z5bIfr6963qGnoAMq#IgIia$YCx+1`ZKla6%%ELdK-5}jwr+Q;4J1V1V*!fEIZohDS
zwpNqFusve_J=k0R$dyt!u0e}5+e@7Q%@roV?jQ%ryHH2eH1|el0pMhLb1G2^`3X8$
zF_0@pIany{yviu%ZymC}qf8?T#-L7i#CoL4Ffd0FB)}X}NyrH@8Ca4??Spj#-hkbH
z?gj69=xN#CAy5UTP$wN|q=T$JnB=_b0pJSo(Qz+SO<^s*12}*jfAoqW0te_y$o&9^
zLaHm;;ozrEV)t5LHBbJ*-(o}^O29nTqZn>~@G+OzL#dvpdKH5KsW+uSuhV_l;Xw%Z
zGZXt~+qCG_U31)U#_rv9BE8fy_#KjS>;(u#FA4sw_jVP${~#If&=Eh)nmMZ`H40o^
z+3@%DF;dwxuP*|=(Klb^#1hx~up{otscn9nsUH66vo?1Vmrg?cz!oU+Bin30;_Nda
zTm)g3WU?)qqnNPhCNQtbF_0qn=zs^c*H9C3O|L{U6RtANT+i<IP}iRPyo#cfm~Ub@
zN$z^95Q2iY2CpwRYTTZolBB#7*As%+{EK1EA}gF>D506HcG*|wGbLFOPn%cxAJ9(9
z8OAf6w&hJr2DFcibtm(cPuOYBBKa<&Tt#?$41dI8JV;`_9q=g~G2de6iLJ$b7_{65
z94MCuu?r%e;FAV?BXW6Sn++g~Z9rEHiSYLI*6cM;N=NLC(dWZoyA@m~!KdT~KR~s*
zdB92VWEYqM(()dK^)zXPNYKGZ^g*K`3j&nqdz=;hcA3iZ%m+@0wBpPKlQO4~o}u|!
z%>&1A^g#^ZgyrxeU>~hxY%Hk1Ovu)xD&L+pZ)39jCQXRU@V#vr1jR;sW6(swqF@gR
z{0F&@#1q5@DwapSf`IlX&^p{B?;!#wZi6N;Ps|uMq$KBuEM(p&970c3SCn$TxVa7P
zezjz&ZgiS;xTK><0K;X&kMJ`#?Stlh*o_O=25_R&9ZU0C-UZZ2!8T;}f4TH{8f5@Z
zO<T-i&tB|?P>NQd9D(aRVxv5dmpa;qA~)ti?4xAs#cXqKt#_C~>L`{lAo<1n%kB6Q
z%Y1>l&QpNWqvgF#`!lNH9w=%&kZoC;gksxp*-hyQ>JbE?KV!#}*8J=*Xi^;tby2e|
zluOpCQ2Evf^d0lYi(=&C*>sZ{j&Ap$b&BU<TNP~ZIxVFV)F5BZ&7&~7Lxi&vGumw=
z2?}~QVmbYX+yuPB4{SoLErHkgaoe?tT~hk;qx;f7fu)aG2Q_EDkgZQv_%#M&up5_w
zxv%4Mr`-1YQe#c*FGPPGLF<9)B%>4dcZj(bVjq_G$asVtU#SbW>J2T~hE96<gQEG_
zv3=Mi;A4(oEa@ysSL4rB4KF&A<pxJnE6sPw`m#P;gtyKj76|+})KJ-C_Y&}L_2qH|
z9^f;hmom6>bsr|lI0KE=fzhp&`>fg@PnIVnP!Dg?JHB`W-x+4w$tv&=ezg9F)2a{@
z>iIU7n%>0Gj)O*@gE4bP*0P{EUJswbQo?{p$%~|D-QI~GUb}V*C^DngPKL>kaw;^-
zDYz#NfN`t?Za||G8&si=fCaP5wo%Dl?WB;U<#S#&yD3PM&rcr$UZ~7{*a;2{m3c7G
z4De9ib!u-PG>@OBQaKRC(x(sF12;6b0rgzer3+p=GJ^i1@nwtU^u}Bc(=}!$45Fb-
zYt>Gj3aw$+mm!dtgGtf!8FvB1Z;X1*wX%ko;_e3v$gM?0ZKgxD3fX{9fX)P`cuhgY
z#bQJ%kWknF)G88mfkCWKWoetK+7*^LFfGkcAD4mvlO*Ykfk7u8*-6<nHODuk0~tRE
z-`(h@6oQ#|?lb~~dNm6Im10xbwKB)=rrQLCzre_@{*KLcN}sTtEB=gpFbJm<XU-$+
z(IBRzwHkkK6Tch+4Jw&bJ{xF&>)2-Y7U$N$rR=fmC-g)d#8O=>^|1;L0tkFp4`e+7
zb&gH!4r4fiRL9nQoebp8IEYn=kG3v8M2xsk;D|CnC_%+y;GkM_Agv6%dY4^j{WZF)
zPvc1c2RGpf;@%e^t9l_1ud!AjhB#yo&-smNYTU+0E1;Ha605!|*dLrsp;F^xaH4|%
zW!rj)0r9+&#uqv!HNn5_?m$|~rlf)8JWwd4&{kilUfB8jOc@AE|EO1od@c#N<5S`_
zJ+_jPVo0(Th`Q0OwuivfZf-_ww+LOP8A$i#%=Q#nyQrENMX$;g%x-q?#}V%1yv2_}
z_6pq;(;kZyg3Jcg!usyJF!+YA2ZHLa!L$!M+6DaVQcx}3<UZ{G^Ds*PHs}9<)?Xmq
z(Ek*xzd-)N{D0BQ|Ia}Fj`aTxg#OcR|8K0z!9dszUjk@ic0fc2pS5q&?Zb`>yhSYN
zfo0n;V*>`c3YjP26p+Zefbf2}g7^b42>t~KH2!}L$o#M2#QuFw)&H2&{}Vule`5D%
zPlo}wF&wNvK$h(;;I<y<UqAni`wkZFPwxA-9Xn|8cmDiWh(G&0;NX8i{97OY0m9>7
z`}j{%;4g^(1494DO#W@0|1gvPey;y#5Pz*QSTiv)&o6L@CH}b?ufS%&H~c(QsQz|m
z0DW%$NuLaW^bl{c3kKbY4fDT|=LK%?bD}xG<;OvrzmccPTaaRC*bQwQ7Nhb<Q%~j5
zLtXhvKpQx60HRy=5HUr+kxpUY5Tn8lR-p%MI?I&S9;>SZ8TKAHOOk>OVIasPR*T)f
zvM@n7^!KrRSio48${-o{IF=9#>g>Tc{0W9s|9H-Q7!0V((^jC7a4q^DjqaXZtI;Cd
zt`yvd-EIg4nLwxi6l-S=29q-Xm%#*Tq3tVH*#8<#@h`;w8ccxvZ^*(o-g?~MhqdMX
z1GS2SY4d`fgcq;`u>(|+si#nMP*+|OG+7N+Blz;4An;mq0D}H65D0+e{skgvN<%#b
z9S6t%UtdL1PdWVaXYd9T7>BbKu`TpZotPhhWG8}k{&OV3@z?*vJ3kLN1MJ@cFY6!3
zmp?b~?pe&?e**fGB>xWd4<U5-EC?9<7xDiE^RI&He;?-0qx64}W&hgG{|e?`CGbH<
zeg}!I2dEv0)H8qU>A#0M1WJ_1*@xN>>^(wTThPe93>#nxQvc&b_}3GYhtQ9K`-OIY
G`2PZuqcJ4_

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-152-Google DeepMind Protein Structure.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-152-Google DeepMind Protein Structure.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..75771701314f4b0b067e97971b38597ed25e671d
GIT binary patch
literal 31496
zcmeFY1yo$!wkBF=0YL%*g1cLAhYBH3NT6_+1b25UAV{d-8VK%Aa0n0}xVuAwySvkM
z&OPV!fBtiCzuT|7$L;aP+l<B9o4wh4%_UR5`K_nfr)9u%IcZsG00II4fB^piJS_ku
z0cfbGKvWboAP|U-j)sAWkA?Z{8748_3mklM5=shk5;8I>Iu1rE8a7%oGA03LHcl>H
zUS3K@Au&O2Q4Stn?!UYQ0UaG3^BE=)78VgVH5oPc|Mc<H2Eau_s70(nLZAU4;vyj7
zB0O~hDB<lyLHO$d_}hVih=h!S3PeN4cm{u<_Bj9%0SO5a83_di85#bxFZ@0L85aeQ
zno9!ph4Kd=jUzsHKui`I?VHMW0+q32IvyjZKy(bkmqf%Q^bCwl%q+Zo`~reP!jf;L
zq`@+>a;j?T8k$<#I>siZX66=_R?aT2ZtfnQULS*kLqb1=!D8d$6B3iYB&THO<mTlU
z6c!a%RoB$k)i*SL|Jl*m)!ozE*FQcnIW;{qJ2$_wy0*TtxwXBsdvbbqesOtqeRKO4
zxex$I|0Wjv_rD4DC%JIpav>rkBOwF-A{PRpJG>y_BBM}qq2fs>13x&vpy3Wc!+#T#
zRoRYC%cF8kVB|E0K}g5DLVxlX(f%sge@?K#|5uXzL$LoY*E|3d2?0KMNVotHVDFLk
z{{0gm7`jU8%Xs(f;L$aE@ut=Kv@*$cAtK^oa7%12>Io2%@&qUXKLJ<_ABw+$ERJrN
zyr2((IZuGGs+p)!VCxg0LjgJozfO4dI0e4voq3Q0-KabP4%C<NmHroRk5V2_7+x?v
z0XF2H0JX|b04%;IfJ)S(TI-#<2VV`M(MBKIC+$xUz*PqjiAe;pIy$k6aO~U=QeBeR
z*&~VdV;<#w5%jXy^C1s9)|vCuuv0DSfFjlL3BdNFHNodb_3f^)N9r;cGUXf4gR6sV
z6BotVKYiq%zONbBXU`^A-s>i?<m2EMl1OS<j($2CEnNRvJU@T<66v?@W#R$}*KyLT
zxTph;-&ecI|MV^o{rh+6vN!KOAcjar%k14wz0QjS^yN>b1*J`mWMw_%3>GzC8xZx}
zd6naAY?!5H)Ohh6JOP3}$X<|y^=xfujs)^WB||`q<WNdE$1^%5NFUM8Ec9Yqz9A##
z=;%(?(?<E88Qy+ZS2B3_vsgUj;Zy$dP@}q>bb`KOX_mfKvz(rD$fJ(XfcWN6J<?54
z+ZYL@DSA`wLT{%OnfKAJ#P%P@GiYT*=})nPYsp?b0iug3uPrNX<DsW{Pk{N7pId<k
z(F1IFY*vEwG5~LNxxsq7(Esrap#A*>SjlhQg%4hT(i6Zc=MTejjNv4G%0H>nQ;q`g
zKKjGdQEUC<xNDAF7f}c2rwb+>iJ(wM0DPbM-hq8#S~=qQi$@r89d}?-cc%BCDKA`Q
z`8&B!)BF@KhA)OeHI9++ffg<Kc_AQ>GT0@A3SkE=QL;SxtLuhpd<niQIjtB~njoo-
z^7`jV9`{czWWqgq0{pQxf0~6T_z3?uJa7*DWA{P-up|wD_RN8s%<+iE4s8^nKtAyz
zGUZ)&L_|#bt8VZWg!Y^l;V|RBSU@4%T-UcMgFOI*K3;^Q-+ye4%0J1%RaB~DS~wn~
zTrLT0N+O<L%YA>#;dud)>&e7{{_`+K{c+;9G5!Dd|G(ZpP3P>8JNu4#v$FLYkX;RI
ztADA<>>R6Jkht416@wMjmT?LZh1-w!C58|9HA+B#zp>w^O6O02I~2Hi%Q3B>ta$&B
z)4HCu^8~oWfLlK40Rzx$6ny1>E82BvJG_bjwq$9sFV0b&CVuKVrJaR^bZ8!;O)kKN
z=@d;jgh8Lr1n*YzMMmy&0&cfX3Dl;(Mw_v+oMJ?ZadoK|r`mLWwN}b5W6xhO7CqW1
z!C5L7HwQr=UL{K0j~PWRpJGUO(_a#C4)nj+i_(D|DK#`x$t}}7%#PZs-y*16WIp4s
zry-nU@r>poU1O|hIOnrEq5H(Tp|aE%HK3n+M+q%6%ZYdBcK}mOEfCB1@9@|KcbhET
zKh`?BkHyZYY2u|m9sn3yRaMzj4<(XtKmL*ogksmoyB#-y0g+U>;XRX&VwTk-6zybG
z=|{A_o1jtEX8S_zIDKZ=cE7*)B|Vu_>*M#3%~fR{mi}2X2d@krb`A<cQPglJweu1C
z?u3J&oWVN!neQ3Rt%mkqMf}r&bGsVm=0aw4cPX}73-};!JkS+*iE>TpMO>-|eV7!!
z5`sonlUANA)_1~p#+IzTN9vZn8>9|M;%mHEA|&G?1d*!?3ZDm(1Vx_RcNDI}O_Jr?
z+d!w&4l6OvLMRoF%8r1*klFD<&sOR9K`f293fIBJo<4b0kjrHtv#G4kJD>iMZtMI6
zV)+%$5*^l6p(4}zl}^|%3u?-K0IiGY#S?(0GB+Z}DV(!yc_v@a!>ijGO53Yuupo^l
zUK{)C`6rxT19a`cUIa9mb4K8e`ecWK&8LD-`B!d&R;-5FRVh<bis^M@71D2X-6u01
zYfUt1KkM*h@m@$s;j0iSOW^~QRe6c3BOT@z_k)bHh(Oa>nTRl^zZQUc^7Ce8DAb&`
zk$COA(1?j%l8T;N0AYrFS9c)C)tkK=5!F5cd>qh5>EBioUYg?jn!RjrVxKBlNqZza
zvKBK~zEUEXF<?h0W>IW9#!JRfOtk6{$WGxP@dOCKFHQN3a{leFO^}jB=GGgI{uzGS
z+per;66=KlXw20aadxDx56g?8wJpvO%}Bc4Ixa&aq{L~bpG_CKcy-~3b|XU+sq6lx
z&7}vBx&@0;OA+H=w79e*j^8|W0qxN}E`yc~(zh7LW3A<NS+!_eW9~Opx~Ij7xVAPK
z4^QeRADEB`!i;2v7+dI>_qyl-_{viMOU1W!8FIszPVxl!re5&~(_uPhypJ2fg3hwc
zJOQNG@e!6OYuxYS#Xyhka67#{XWg?m`!7B#!e3?`ydXsvy0SIJQ%F0;s4VJ>wUhd*
z8Q{JQRz6Tt?~EK~`Z&NUPfd*5(?+QRjm|_{`!$M{yco3r_h+UwZB)iBp8(^ZFoDPC
zL#i)r3J}z!J(z%~dESnA^potHuRZM5#3r8rQC`1ZC|e$yGBq;PaV%|*%e<>QLl4c`
z)5hzdW3PK_D!y7EpS-_8BZQ5xCe~#sStiN7-yERjwOVTx3^{CV8xo$px=LF8psY_c
z!Ta@h3TXv>lyPr9DA-K2-Q6DU7(;;<g&uMl=7tib3gX|%9<*d}+47X2p0o%P*^$t6
z5X&eO(<%(^?;=oS1@qh?UQ?zKh?gl}c(wKqT*7r<GO@ZHx<Da}RVKN&-3T3I&``3M
z)k8FRMdi)TuiIqJ%caX?yr;fT=9(UK=gLl9_}QeAS^&F&HbEIyX-glZsM<%&)FYll
z5JopH*V*(!!xoa7&wtlnR@+iJIwhU$RHGzpTj7}!Q}@~NwD|*0A)Q*(%7AwFp6)0x
z$5~5UZYz0>GUHlF>n9IEJL8xWi@sJ1BW^LbPPcU9aqaJ8g=c=e+xP5lV=|QQ;{t;O
zfRmJG^HrM4O^Qi4H<LM9t>hdekyc_~bShjdDuOCNkrryc&Kg<AU8x|xjcpd;;MFR+
z$%3CZaYGH^2^wvM;!6vCnvBgs^*gERt)>)#8^u@V_W46L6H=ymZ}<tRH^}|Fp<nLz
zssm@xIE6L9K`vqJHM8?B%Dlh1lrmAsLkZ^FjiUhsyGoG6{nNcZXKkVg>jNdR`dZi4
zIg<*x0>`|nKu29|9u70dt3+ltw#b0^@aIyV^yf6c9#;wOifEbcvAp>kohgzEMx3eJ
zBAkFl`>b8`F?q@B#))ohkj9Evl>I6C5P9SUg>zy}+7Ka^#$5G>b8b||DIChIo`(yy
zJ$V@m9c|mqh`PaGOqkzRBYB%3DA;pAwP7f`Y^Xr5i(x9fKli?ZXpwYBRd>g~x5Swf
zY#e}xH4Mf6c*48i<syM=R+R<{mTO&`xSi5z@})yNu(i-?D>!;FkYRXStOj%2hObma
z45n=VzZ70xX!`ZSi_^vK(d8>TpVsTk3GMag4qj8AnGWfiqW1fB)ZcfIR}MomOOmG9
z9SimPOzSM>rQcW9$@J~Od{HI`vf~3w)dP^po?9|wvidz21?4}>Cz?DQ{e*uJNZSrI
zvwMBncgT{M>`I3DnV?u~trv0N)!=jQSMTmpr+!z;7aI-~S>f@z*>nv?`gsy~Q;8{}
z@{B4W>)0soOlK^-lp(It7-rZSbe!sa+<h!Sny#Wxl-=|+bvhLxG&7Es-L)DnC=}0e
zGi9O;do7b~5R<u`bARe&mG%#1q+k`@GAZk@A6*UDZ&CA_u%ov2To3-l7OoaEI%!m4
zMa4b;4tU#(>X(`D1emkLPna+zVaiUX{+lZKyGr@b)WC&D<R?I^=SsyLiVj>!<z+`9
zLi<FIXC4B}pyw)MuPG4jz|cO)i6_850p(*vVzXb%$ID3gzl0V%0cKf152WlK5C3TS
zUsNgq4KcRy8;ASnB9pFMF~*;5pq`<FzeklsaGX&I^eRn>*c!SxOOfxZIB&}&r3?jP
zn6<tY^y;7d&{{Wf%g>uUd6?7l<DG4!$3bYgC2`?A`f8n4T)^QA^s;RclE}ScB+1(i
zxZCXFs}<=X;^70k3a0B7A4Et`8op-15G%c_@=X;Xl(Dp>Fs9|9^>0h>bb!j0slIK9
zNFJX25LL!YLwREXoK$hN)hm16)%KwQkEfTwO8bp;x(?cBC&2nzEw_lNCqBATptnjE
zj$hu)1}3`UCD^_{DAkqVP}th+VGX52+K~olMZ8t6M3sH;v&#hYKsBDkw)3R==Y(om
z7<X@;2g{dkzk<`OyZPY#egd%?iMh1vNWR6M8=TIGtGUSN!Qa}zYqjtlzOT7lH>RZC
zm|G4zw@@9tZ~UrmY#ULkLw46-d6LAs5UD{<zmw34%=<mWmS=4aXy-Q!w41T-%x7_)
z0Q#1pQDRcg!lxVg^J3ToR_|wI3%G><tBp+S-7F8adv7IBTc#>ktH;<6@ZPRg^KGwH
z*BW=P3KFO)o&a7WrL6l=U$^di*;KRQ@IA_CK2#WXlsW4t#l@$8D(p!v%o%ESFYPEa
z_>rDOinqAY(CdCaQtMDqCbX36=0;ad7VDj2uXD;W>B_J^VwZ|fl^tfgBJcvOgT*{{
z*a2`+k}pIbkvWkavr6fw(A*2nyev=Z@I$v;lV4KSrV-5*dxoR>NHCkm&s46nL@OmT
zi9g?f0+EywJd<lz(W`9SxUBp&r)98V7P_v|0v74gtpA><Rj!tB_6}@)fbc#1?0m>;
zVkf4d{k4?2!itD|vbYQZ-Fr=^lXfCdo;?emytFY%-(eI(c9WQUdp+SE$!u^8l|ot1
z;1*q6`h(*+L60nH=LVfhsUTH2uHN|P$jx0jU94;vi`-wd3`c~p><7I0szm^Ie}*Td
z;W0aQzCBNp_h4O@xkIL-=v;Ym$|FDV#g|+Y(0-~$ND*6-hL`VzkkJ^gecZiV&lA9u
z1xjM^R^a8p`d4dS&V`JYkrBow%AN6|k}6J9qf+7Ljtbe)UGC;ihw?n|z8qK9upykP
zFupUc(hZc4C#FM4#c`fE$;2WhQk93VzFIqc;&pnP><=Bd9Wr27vVdK`klgf3-4UFx
zU&B5xqNh-J9f%P50{ed^diX6+P1b7O(I+Fk4*(AL3Sz*#agHd2FZd`gPtEs#{zS+>
zzvCBr0(e99AK`H-R~NuYS;sv^=M&ap26aRA$WYALPhT>qLFjqu@Hs$P^S68~7U;m8
zn~k)Mv-7u~fmgt+cX~^4FnrlV!qhjV+)u~8pgQr?c&+*q>m)g%9zUizp)(Gq5K?@Z
z?|1@8@~PZ*>pqJ^ZV*M)R84RdBcfQIE=wy-dL;3-xV))cLXYP$X3?|+U5!dykMdq|
zS`-cCenzhPHc#V7in@F#v_=__zpyai?o8f{W}r>P!gQ#BNK-;eU{jxPlXi^r4URBz
z-Kd(@d6ci$snEMPC5InkO7u`<mswTvRqN{1m{Krlx=CYi-b8IggD_CTZ<(?KQ1De(
z!}1eo-q|_foA`74j>rK_3B;z-y5hT8zZfu*e=!zcn^be`KJBgS4nOR{DCU;UL{-*F
zN_6|~S{bN$=8D?AA$>zd5p-q0aj}#1-$S#%hiHGQDebRcJj!l`wC)pFKLN56VWQ|y
z0J^gd!%K`>ID9ED1@HhKkUs(FaUgJiQVn{`uXA#Hi8C+qC`XY2j}r@@0OvNfYw+Rt
zixdBcq9iDk4FgnP4uo-rOKwdefci`2lslwi>5w?o96F)FlD2djm!}HR6B)65k4I$n
z=adgt75HWNB{UBkLU1=e%(3AKz>I!lX4r`f(NdwulaqwHO6*-+7Me1d8WT~Y_X2CR
zV1y~Nn8m?<r4F3%@Kh(*yox--Nu(xLBvBTP&Y0Be{VCT0EU-e3-3%>%<zx22FVziu
z2-GU9)U12^a_~oG>SLOPqmcqmZQ}S#a16Z}xhFuGY^--d?tsn~E8Plh#XXu@^Xlh%
z)X(y++>y&qk1OvEg+vsAj30+^zkguGs;Q2#dl%lQ)&5@BAM#=32TMyQwtsW1^dN*<
zkL!VDy?0ETi>=B&I$4fvZ4@e;RmFc7YdjY$lv^V~?oLxg9o<FcI4m5cyd!h`9W$n<
zPzb+&uqDh~UE5DGUKDn8PtHUlDk&Obzh&UA5B*s2A%ZT%X+ymp5QJU(gG8^Ivy;Pu
z!avS?a!;Ve^lR@T0+|G`d{wppsM)=YEv#9Z?`enHug7_0puM&vE#LaQw$XTFfk~ZW
z-6Uh?yh0LY@Uhl2=~J2AD^Xo{f@TG_$Th3NzHQbFV#fXPGhxmcgRyD=;vj&S(I3St
zDzN#vQGmUxu8ZX}AdG>mpz#TSQN8>dq38YBuU(9)rHi+_l}~`MigzIcM&@KQ@m^rD
zyP}vn2ep;>a02nwLiVo4Mj51#=yg=G;G^(IXw-BaAC@?4guZedH8nc}I%$<d=Iyyv
zfwK)EKjC&s_2G&%kM7S=tG5cy(j7=|!M|0{g^DylG5(a^;diR+Ss_xIT9YP@0kAPG
zdCY)`j|MPJopfur*<pTI2ePAH1<Z$>BFFBEzhC3vB?}OIc{`H@w$M6eS@+_Nqn>Z%
z-BOU%4zdz#%Gt<Q`J3OxT7CU-r6l52m&zyG-vf;lPQeDDIeyKLe7y=tZFh74ejfie
zILLp>NTDrQJ^6VP7DKLJYs<cvEvQxvWeLMgo5IH%bO0P$kJsQ}e<t-vltMMX$rTTs
zIL=L&6~i5#z2;b5k(B2c+b+>{ye9SiRBM^bM0bYJ)=LM^F;L%VX3g#FRu(SkM9(o%
zx_yV+ja{C;s1E(#PMgXXN>-6M$A_2wOIx~y;TGK867`f3-d;aTXrzmuQ9!<3lva@M
zbQ_}l7JdJ?%~lF@#pJnlzE;}lZYvg<y&0DoRN=J^FKTaJO@_pL?i~iJrkFaDBgZMQ
z9sRH*k!~Y4jtdz74#B+k<kJd@1xIUzZ`C?o?E4{BAxYJUc$FUw#wno3?xbT?*ZQ7x
z)xr{N+<}2Og=OA`D3)lbY*hD3nzFVQf~&P<2VgP`cL`%e5c<x{I~{956Jvk*OuCuR
z_p(ut+7q@!Vb@enu<a?2bi=P%;`{G@1Q!GmnLTnhQQc#7nhXyscw&R6Lcbu$XY+B!
z;dU41I8x%^GqSoVy-Q_(=6L^YQE}8-Q4;z|dz$JOb~{(uf_;>SsbsgV7Zu>@W4=-i
z(?t422ov=)1}EW!o}0}EF_!adciF%dc4J@Zn<s#a41FTN!GUM$%X@F6J%he{&UB(B
zFlMGdxC{=Z)E*j-ET?gwATG|w4SUj&En{Z*VA$4ow9rfr@YSc`4~OuX`s@RbaMOdr
zqdI4-37R+oTNDXitZZvAH{SJkr?&Dd!#S95Enaf!mUC5`&Dh^r_C2a^d8NLbmzqq`
zs72srKx1?2OLr<;^meHz&iY17rWtwfGA0@U2De0rTaGOY9!elXx25CW4ijpEV<0&3
zY9W}B+y(PlC7O3C2dmPHF@F1$dX5>L>r*<?+_mQztZ(LzAR#E)F2BW<r{>L+pa_qA
z?y}?gGaRY9I#T#l_rvnfKYk+?O)1R1a>GRy4j!s));RrgnE9b;{|xaBj`5VQ2cO-l
zwJk^iwkH>sV;y_a$I8F?Dclr)&0hj2=Iu3OpX0&sb5o<n6H$md(RV>#_UFkYZtwD>
zaF2ia`JQfz_$jZ}bwl7TH|lEhbEQ;lqFDGOpesFh=Y@Sg6KzVgSF!5amqlKszw6Hg
z-7P%<I5L8*EpN$U^uB&BVsHM0-@9Um8+AvuoL;Kt$M==5{&&pbvbhi)DqY--npk({
zjlEF<zVf?XCb&uYkIEhNpTSGzKcOH<ZGQ$iX1@Iky7>>(>F?;%-)j`r5MU(BKp1^+
z-Wxd+JHx{#z(sMHg|4*CvTmQEz&iNl{rLssL&laSv5S$P6o$H)Y62alvc`{J-nzOt
zcjn5zMb$swf|e13au)d*8k<x1C3sepkj`Ai&XhVFjI<Te-4z0=C+N)2d+)7ef?FnH
zM1M%8N7b`HehB*!ARm8Wu$YU1T}fl&jKUZ$#sW1c?VYAij{t(A+yc@RA-OHEB{>DF
z8`!)1a6gL?2WZxjI#VH$*<UcUvYjil@pW;Bf{*G<`DtmRDc>uXbar9e*!v%K91RhH
zLk7<FuJnyJikb~&pKZZjcEdv5=tug|o$f;Bl9fvxZerFDaIJqIU$4{|1ti&j{a9oM
z9W`@B-c@<>R?~PzH$I*D+m_pY!ojHXt+IiY0|uu<^4vV<8!ml<yrqhSyBS(?hak9q
z(<{DdpwO1s)v4p{{vwyH+eiRWrg(X=r)TLd{MD!m?C$Jx*+W0e?BhGB95q5;oYvJ4
zZrcqgPrRWW&w?o}lo2h9P-r^#VS0zBe!SMiU2VnF+D<$Y8;Ix;*ONRFx_knV6gBO?
zvv0zCPLmv0=L8~|3JAOl6e3tpCp(Fl&RI=*X<x@0%!+S(m_-(~XOMw>7yW)FCp0BN
zOc7($F+F4vk0xfk&Zd@WB}TTJXUOR@^+l0}ZOfjgb_oxDGI%W=R{!g{g4u*f8NDjQ
z#1zqi(7oHt(E7||{X~T3>*nzSA=oNmRC;G5&XytntVNRM?byVd1Q(~Oj6;AY-=-1s
zsYrSViF?#5V`y6n(f20dh)&(?&!4Is6EE&TX<jHlc|D#zBbs%ZBU5jAB^T1&&FZ0q
zwx)-mlm4a|H#Uds$gl$?bT6g*m8yHCSU$3Rx_GS@12E6X@`~6fX#FE>Hln1GCnj-K
zO2Z5(ao1Y$R~Mg%cIo<tSws%#4VQLIt@VxoB59tH#}I!F!G*ZYl=y_bucNV(gtuo3
zf4{#|?#Cge@}AW^*sRaH8Cr>;SV!R}K-(nf%vjIWL8r&|s8F-%8U@Kh<1KWA+JGl(
zVPR=^Oh+#&ahX@fIiiX?I`r|j%WI}Xw|RT)^}Q@ojbcG1@Ci`ynj+brXbm<Q04VJx
z!&FZ$Z~iQ6s+_1!4=&ng4w$fPa{g$@eXml@&jq&Yz#>?Wd3fDB<cpK9cml@jz01Ww
z5-2({0G;f;qqM2{j!i4?KOP9~A1+4FyA*7vXdXxUxeZqg^{&3oP#+GWRXr9eMMM+;
z6U7&RX6rRSYLsjZOp{}WNW)BsZYKEJYUJSiMU6*)iM@U1*3D|m+3SZkb&!t5_}9t(
z5B}IwUQD5R>cQ<wR`W7Iube!>6^RB-q?0vySsxr@AG*_&@e86}R2j@%x2pyH@pmYu
zKJTg?=dLx&+DejSL^p18fRA#PVxLM};>0ByP6cr2(^|CeQbJ%Xie`uM_Q*+^xb1j{
zvC<ehlPQ-El&_=Y$FplAJk@U&?uHg;5RNBg9!F2mzq_J}sP~R2Yz5q!wRDrdoeMeN
z7EVES9M_R0ZHDC*=b&zpgU`y?1$1fOO;S%~zZ4GtW)mrkx}GR%{QjQX_pvssxQk2~
zpcdPM+u58b{(DU;$?YZQLOzY2?^aYH<KBamdWt4HU**vD<MZ(gQtuM5tgXUgrnDyQ
zVW9T~CFgx;o@aMsE+orZK*zS{wwJ6Ne1hF`LR4W{IsLfciPapNY?qzRUA!-lUHBe+
zrzc?0?5uaxWw~GG1IC}23)_e#h!vbej9g>u*!<7~v2u!tpvT`i;|NXQRbgQZ567*p
z{j|JRj>TO^t=sxsuQ|ybQN-F~ppRjZj(L_PQb-VhonN_&`FHjE@6|Z<_kW62DE@>Q
z`HLd`3nt|Kui?ypXi}Kv@la(2m%UZ~mfreP?1X|;hOdOOpnDZSFFn9o4y^2@srM17
z5K9<LA|>j=3rU)jM|m{SWYs9$h$gImXWPIMb-svmhFHvPp`v+1v6XinC-VaV@02$w
zD`I#YXH6G0pGa6tA>WISy(wWRs4ru1X^GHnV%#&GVKQj9W@hxp^cZp_4b3CbliT{{
zk+WKx%0FUW0L_<^&>sZ3wXPXJO7~vux#KSB#hRnx4tof0zdq<P$CK^LEi(1QTTr~5
z;Tj?C=x&d{gIylH(2Bh6CLU{W1#Wx8j{CRoxhnY6sOw@{U3yp`$0_p>iqgg!8QfxD
z4-C#*t&v)s#;o?(-iN^9HH)nlcW=qKm^5Jnf3Io%x@2qAYENhU4+a}S;l3X257JPQ
zL6T6ASB37ck92m5j(zRBI6D0mt)wI>SM<)gpD+<r1rFI6qO(j{BT*HdgmKQMKfBj)
zhGJ-Cd~a%1?GlIZgTuR5#fAyKa5&&djM%I;B$T^WC#K)*GcK~PLwPu0g<f0vQudZt
zd){`j*)qWmOnV`~QJ6dIoHUIQ@=+-{+mstcL_&4MN1bS3fp6gLY?Ozz&`nr7@hzFA
zx{y@&(mQi<g%yTD#13}{5%sU$se+r0vxmOBi<&@(%_1KDD4y#s6T_}(1AD1EsjAZ+
zViuW4tqNXRAi=&N;eN#QM{~cDI9rZx(Ehh4z;lrBDXYgyO#hHTJXeS9BF_<Qy|87|
zRpJ*@lH%9>l;GwgigRpku1Occs|w57+Rq9N-X%V^jUODDDSv-RT&o9V5o{R{Extl2
zn^;(~97|gkpc1%a49st_BFg$c@mzcJHRS;7tAX&d_M_3W1NoRk<wkQ4`Y;(GzN{^L
zYF*+(G1gev1+Q+5S-F8U@e2xnuUD-_WoYH6&flZSd0z^?ch-i!aB*IRglhIZXV@I|
z&1Z8J@jHG3{BXX(h$M~a;cF@|V9km+hQrSkK}x`$`0H?MmSp90PCrxCK=AZ;dtwiL
zAF);MJz8fBX?k{yN}<z*1Titz)L4QyS@g2#kB890ToDny!{!&JHl~TU{iMl4r~R_^
zw2kc}VlAxWwj9a%H&h<uY;3{T)KL;q1zugp8VL_+x$UF?O1rHmfXAtIfjrpq2>W-e
z+8dlZNzgK@%<0^c75ZFGW=+Fyyws`nq+gA`99J&hvhCz0`W(JH<b7Y6nJ!9B`pAdk
zFRKA#3Z&A@SIF;YgzF71jDDSAg^ywnX=l*y-uk2{R(cl<qQ%a;f7*J8l~Soty`EZ`
zuq^MYc%9Mk1HqKafnNFH^~kdIuuGb_f~rPsWw_6T%*$<&i~&9%eop_s_p1&p%6&g_
zn7N*;OSi_Yi{V5@chgPHfOqB(qi?2nrQvE(ood2jvAQ}vBur?Z2*8<0h;?|vmNkcA
zoaX~5`qEcJo(w4r>JjTg)EFNFuD4E0W)h3*PC<#}fyX}zzLhxYpj|NMBX4Sr;x243
z-dio`+>{4pBq;8CO-&~8mJ?QP=|o0YW_1)84C5P$O?tA3-z5&<<O^srpJeyTSKw`*
zv^A|KF1+vYp?qx7zRp@r3hhbpOS2WBbJO*CC?GbciiTqPndM(6iD=DRc$LZ-%&S}2
zse*jCPk9z1W^;e@EeJE`?$nI1PL{8QOu2j&z_Nc~m!kdzNIZ3cXX>Lt;umqczmGrv
zTHK{jkG-iI2b?H+sDx(SUeZpI9Jm;UT!z&i$tyneNEOLez6shD!`<jFU1XxW!}y}D
z|E;&~OO!HkMP{j}P{Ca0^Z5=6(D%UFmyl1`_<rhop?XeRQyJXNcs*CEu1^3@nZmuD
zM&1%jX}S=8U^NrpkhLH3*inx2C2xr02--aOJgY5vnXb-VlmRw9bIyFux`r9*V}2+b
znR9Q=khvVMr~d_xM4|mLQ20L^9Q=FM=^uY9+o?=!2|GFMZtpwjQY#U7DY2&Y0m4DB
zMLv5Q_bUZe^SwLS#R#9-oLsvj2M&4-rPJ$2?L0Nzyfghk8_H(!oXXqFe6e9YWc|ul
z2x4HLyNLy5PlD}&-X`6s@1B%$rZPWaEL!g^(_XhNwo5R!04!#$lKA@)={m8wp$RS;
z?oRr>G2I<(-scog0J-%;q5*E5*XVCWp1YfgK~|x8*7}3IUpb>W@p{u$IN`}^5op_2
zDsPNw?#k5c<OX{{OrVe{vcF?EtlqlN=EIpL7DXBN!!nkZzCF2eD@L9&-cEXT-ku57
zXD4WN(~U-A)>;Hl$8_kO^b6YlAnE9DbQuO-zScc2IzwnMSWmQ5^7HtMJnR_60*h}k
zhTZJ8r?K+PB9pp6xUNwI*3b2p6bCHrI{NAj2*5?;eHRrHb(7=rGI@I3`U}!+TUmzj
z8AFgQ17dyY&{byI`oMm3()Y-3eZz)9+!mi-Xo@MaCX^^I1uSY35SF!x6t_+FT$Lyq
zi>sDTWku<Za-46`UY$fY?sp`Bz7Q;fj2d2c4|e}_^$nKUmhvjq+3dJ#C|au<ua!UX
zXg6x2MSTq%7JGQuH7QqfVYbjAncsP{_+BI`ISQ(CSkp$Hg6Kd`M5)|+e-hO>&170{
z|7w3f;$cgOaVL^xA4@piBZ~w7<7v9I7((g7cz2low$^k_Vq=}l=j7F!)erajPXJ{t
ze&O=%Hs??SB8u+s3kT456TB4%wr?QSne><@rhQu&zzXGS%}BlLesV~srlzb-UG%$~
z2!x$O-w~bHUM9ky)>6i+rx0bZ4_Qa3COwe(r3^z=do=P<T0aX@UJgfLH(E87vxW5e
z?~c7_zsK3O9`s?%O#^F2%sFGyab1Z8dp%~9(Po9{33Dfy+DRf!k_>;8tREx$ia%5u
zu8ni$JbMR|tQ^ylrU_H?(io)0jrBkdH*eMHok-z+>5Li^+TRjzkTMYnj(N0+8xJ7*
zo_N5jhKEg+v8g&sv35JvdnCz3by3D{tT;h8#@H}rN_hM__<n!w!$ptt!LQ~4@Cn;X
zt`*b%%MoN>Dc<2v5P6EgS7JM~Q?%A0VTRmP0|*Q7_(2Qz7n03HB7$=*bYA>-FwO5M
z9kV211-t&4&R=BT#}8o@Uoz-Ivm5Tp4n{62M6W%UZ)z59DqPWiE|&1hq`3hcAZt<m
z-v<=lu`Z`$=`_TwdjyxSgWuDcAW^}|y@ZY2fw7HK^C-Cf*jBepNQ?mNi-GyFdE4LQ
zoxRxLB<}DBX%rWwZu9x^bp{07j6GH7w4V!cRI!#CGBm$nXnlf969pR@cJ`$;L&Dx)
zw>XJ%EHPv_b&&+gBP=YBj~sjYYd0w=@874`h2n&knRIRJq0_T?%EYhxqEq<+Mqlbf
z(l12zBAgAr|A-U!ojhO=Ll?#A$n(nUdMNlL3bf9VPcFa=r!zo25RJQy%Bm0<Kfk$f
zm*oijG`Z!W$Mc}zMUiZlc)}tbpoR%x$xfaNEoe2fwwQKU&;eT&BNp7YUP21i9=)gc
zpS7)4v&RvY@oHmwL<F`PNlRIHIcVs-%+{%T0V^{nYoipJdf+bym09)>(`MyIOwT6}
zbEzMyvRF&Y^cE)}t@9!$h9+Kbz0+OLCi*T-t;#C11VFlp3%H(%oyosfXgpnxL=og}
zrJclvrn3%~Fxz<$RjhKt^H+-RvtdktzZE1nY4@KJy5IoNdb)@8W4lJ{Ewe=?4&Yx{
zW(Mtl&iMW{@Ba7v`~OVM{uXV*j&k}f<N*z?65006ewaW15;BT@Mz8j0qGsTEM_u36
z?y&xV3M!M5YWp20*Ibjz#E*?^m1mN|PtNU?E;J;`5yPZRRgZVrM>E%fa(Sf9-9I6B
z+Bm?~mtR64q#|*FTF$M!&FH45UZwpyoi$H+5|QT?R*f)D=<$pHho%Om01Ix+^|V7n
zJaj->yeGw>DNT#}$G8y6Yoe0PkM7WD?XR0#y>nve$z=Vc4EC?+`~a9FMTMPwT=Y{7
z;x^CfwETN|n}NzZ;U;c-=b7{6nLP}*>lwGZzt=R_@1;s~1zmo`$Mg)lJMIig#u~{C
zWY_TdO1X+ua_dR~=DB0C3rGC?9W!)B3Yq?DCyS^<<ikW8qMMdeu^W&W&kMH^59)H9
zU$BJv>8)*U5oFJ&EovH?c_id60_OcLy>R!f(bdxe3+cn!kXl?Utv7V?S~^d_#X+nX
zTpManfM*l|je_LW!-Dzc)Du=?U~6i_wDI@Jz`}VaaGjJU<axZ1(rP6=OorYf?@eR@
zW+|sczOoyk@SZ)zF5%}oZf)>!UkGJPQNeXud9x`M;pNREUAS4pcc!Liv^C@Qhdv59
zyYu?%v3kFReX~*B`q*+`+?qh!A{;{lCH8bk2y-41%5@CL_9G>lk@_S%aC%cJSHBAG
zH%qvZDVCNlJQ{Su6M&Q6xH6{l3Oc(p7?fU6*Ak6aF94|5vy{eq8~6yb^B!T0jWD8m
zbh`H?=|Z9yGZXjb&d5J>818d~A|;~Xwl=D5hSanmui0^zBs>C{cnR;-ZQrNI?S0U^
zsIS$z6S&YyzG&y>PN!~%Esu7K{3pe7_{mKAIrf&P`HAWqCGnYDxw6H!-=ou`*BKx9
z(>YwqXf_X>nLl;!<9`efbWGh!Pfu7Stm82>EX!rClQ!a9L`EtS_s87Y(WsTb?ny8%
zXnH1MbKuwx=Uc!eFAlc3UNhKvOmvCU&TML3aK5iKOlCJirg`v%On-B+w%lq(6$;1g
z#*BOCCH=8T{D;3g9fs+T#-atz)1yPTs1@!yoRyTR>S>1QSYMV)nTdnfo+?4;VVVh;
zV0F<*FFYJ8q&GJwDG<Sk9E-BG8)|Zg9|emS;ukrnjb#4#@d9fG-fZ@m75Fga(F9X5
z334g4*vdhxt%p&IM!o&>>kB8e4vl@C(*-?Gw%-mYe$daY>(B&GyRgg7mKX2n@5H{>
zj5Lsu=TP}EBApZ$=rwcmG@+W&!Sng<ys9<6kldOw9n!+Fgn&iiOTMYuPBYfXi_`S9
zHGRmtIM*hCNYOgw&)SO$7zJ%(tgbaYysPO$8!hiPJ&2nm!Ay(F_AxyHN*!az|FqQb
zl}fte|1@VNUbZc^w@LarLb99Wp}VqJ#w6B#(U)ru?!UuEDyy5OE5fTq<9Nub8`-oT
z6x?xjXD#>xt#97GM+ib<gJR(E<;j25thAP&=vBw~Lf%lGKcZ-aD&=``6qO$qB&+}{
ze@!FnXFO6b_qD@-c9O$2)YtA@)~0eJ3#*MjFcL_vVDT_x<~C6w%STYO({6L{QsAXh
zC-7<=F~=VN+Gudq)@&4aPOJWupv$BBXGJmClRx@1&G5;)n4-H<?r>lwR>n0J&zoy?
zWDADreC|fdT_Zu|3o!*o5fnX}%o{bu!{4g{9}~XSPbh+wv6=+V%LWX?(($#P0BbYK
z3ri^rl+%rZ=j0-apZlw-U{qcQ29U|CVu2K|WKBkv9D2Z-`$Ylq(q6WZl~FN7!#!fP
z3`s4XJ#D_EUS<P@^psCm`FqIp^YK{R$fY)uS2N?yd&>2yNTw2Phpdbp>3l79jd6;t
z(L<)Sbv2>v6sTTTWGY*YGm>PbS-fWVV7$fMHy(2)^&hY7Yu0lpq<y)CeOZIbaw_^B
z8eM&i@g$tO;4anolejC$1QM_kFzuH^p6g!DW@>30N&F0xJCLX5E;1unQgpX!^J|O-
zj49XbkJQQktu)C03}@;8@fj5f+;ops%wqk(z#f44bWXNE{lh`o2ue;0!>%BUlofl%
z<)&G!TI7yr8ahV95!E?G&Pnd~I)S=TtH^hb4RbuWQ!|lbvP2-gDGNSYYv&iQ13pOi
zL5?Cr9gkvSt|t&X40J8!j3#sk8)<Poq`3}=;F@Ufyfn5ejBY($md{$HR#$#20(<)t
z&I_*`%!+NRJStxCCGx3)IIq%i>4p&3yN)s4Nxz))(%XOI-Xhl4YOl6bPLv11?A{uh
zr+MF}()#ifP#(X~=7p1z*~&G>p+cFFM!^0mr_4(__gi%@CPeG6MMsR5hxC?ocBS3f
z$VJF_XzRGLQUGi5R%iO4Z&l!}eneT<s9(ZRm-PF!^a7&N6!_QT$(~Em<0I4;29#Kq
zlrRc#*}{(98MFJY*MN)WEoM^Qu9$v$?s(bea9ot2AQ$JGw%)D)knmJ`dIuLCrS5|v
z*~gu?0SXF|U~4FgKK*E_nM}dfh3f0snVCbi&brnHn7EtWQuA8u`osQNkDPpojD6X!
zJBWUsw0Rwn0d$!(1x?!1z5<z_&CZ7*i`wEDyRX66%gt&UWS5;{se5Sxid;+tOH#}-
z_zR!}xh(RH_raEB!RaMLt=bwxlD6sGg6!dsNA=>Nd0tT+udo*&*5bK|@)+Gdg?+Ze
zkEIYun*;M~Ekw5kra^)}!LBkt2mBh9{?7SY0~B5}TgK~hrj>{X^jnY27@Vm{<5P>P
zPuUXHUa6Zrf7VMKP8#;|<1Uy6&i7b~6KcE=_f0fQ=o<!_lB2jhVjV9{SMmmb?E1j;
zypLZb7VX)tM=83?+`iq~XO%#2lUE@O;ttr@Jkw1PNZr-f>Tz<DSugpSLqfD}4@5&K
zvh!7(+>L_c#0(WCs3zFfYW?{;i3Z5x4i&T$@lFyj`wk0IhR2(=v#iF7>L;lep#cll
zIBnCTiIe4iV}xSvFbPYdN6GF(%n?SUBV$+zeF@jHTK)WGSpKgO_Fq|ug%RqnZQ}Zd
z0p*ki*JU<Y*<)p&>mkAhz-1;5Wvdxsa@~C|+qfZbZs~?cS_3X<VGcY*MWl6-zTEA&
zRntkY@GV&+uCSxf*hgRXMN!TS8J~swEa-ps_{4wziRkR{&&(FU@xRbkF82RSh2H+V
zhx)&zE)%4!tP0@Z(6%f15MQTyTG5p85btMH&6J5ndGIxv<6T?~-Mc0d?6B&)Ozia8
zBc)%uV2Zwj-@eTm?jTQyEA7n9l-xw^_sVZ|vKp^ye)BtSRvfNwMS?zEZ3P^?eyORL
zxc4SdH^GF{jw@;{k)pt2_qEX0Xog%*`g(65(<m4tHHhLz?iFuEp?;tDWluv)xq#gn
z`W7GGo~~Xe$La!p?y43T3G~a*cxQGL<<C9(kL&6W$S+@3_Baa$Vr#F{3Ia@)-5H4}
zE_7gkmSQVP`$qk+4c)gt^qznGN%d%Q!Pv-9I0h$N(mn5U6m{s#OPgg0SWNjgZ#q15
zQVeI^2-=T2Ym_C_3;>%QG*)f80HOqxaCdCf7m|k}r5B}^&S$Z2J4?hKpx<%5_^^3@
zP0^+~VTkS0ZhCwsr_f+YbB1&OEagVE#W#343~#S(o~K&^b)2i`TYF}?b-p%#<ALhJ
zj*%ILCQXfT9fu>VI?tzs4i8!$4By?l55<)r9N+XSS|R7roES>G$Q9sRJCtecfo~Mq
zprF4dB};@5#<=xW)=S_&0XU-=6R>71_o57oDm?S6STS)^5JV{P_iic5R?MwsYx)iX
z`oAW>6n}q7>o1-#d~=2n#dosPFtgx3UFUwqGgk#>d7Cp7F+<BfO4$KQ^Gt$?V|qZ<
zaX8Ykzq)v$Qh({YGWZ>g;M`VPQFh4QT75zDR)~SrpL>++(aJlj(|d!n<2jn37}#su
zM|HWy_@{ulK^FFV<4=dQ8<Z#ez7ftfXiO!Vb?hdIrNgBhR4+J05M_EcvDE*T#%>b(
z^ch_J<CnaiJe#TG#Ct_3oXM4^@=r<b|MOXtKjLuzC(g&KlOQ#9FZwH--DIDk-xx#O
z#B{g0E=ptzu`GP!R1yf^K*tWz+QQ-7k0(Io{rB5xa(w*UF|noGX#o{oJ?XI_;tuAD
z%tw^#eAXe9bLL!1%POO>K)-X7%i9+QD9%L#p2qg}!mKT={c)77)m0fvB3`QJ3T9WY
zr!pr?>A6OpnNW1P17}C+MjFck;}==d7GzRN*{!lRO=zSTk<5)CGdC&A_qZpjvL}QY
zi7~cEIqwFndg2a$WH+@iUrF0B{#;Zz6W%(E9Jt2dP*LD8dpEHgptvA|-b4Haj!viv
z7|=WcGHs(CQR<%nxVn<SJTPw{ujrXto?TGAbJAG3Te~|!?_81R{*{HV?2XKYekQ;d
zMR?Wc#gO@)U6m(ExJvFz$H-@7K-DRn!t-;!2**`cM&g%T>zA151gbR|+`G8pDPtr$
z2`%Xr#(WXy%zVu`);Tz5Lq2_L5X{zKA1S`b)nm$E64Z}$Vj$e{mT3sCZqA1O*M}*_
zTg|UN;55D+n+<mI#!v@#p7#ghOIB<aMY8$(4!6}|yh{X?{qx+EKJtv$(+c)wd36Ps
z3gXY!u@JxgrkbT>Pvw9Zc(3t&Ewa?qQ6H=S9-iYSxDr~J`!*pxn1xkW_INX=6mR<Y
zAlTC~S40^+bI-E$7?G=$E$wR0Z3=3(nB=@=iQ1I8Rl>mY#c;RJz}$&hI~;MCyS;&~
zXscJSB_@57Ft!_c9#jeb5-wz8F1RzQVcS(RT}@OF5z}M*T9)pd1`bNl{e5Qs7b3+l
z=Kjb-T>NUTHh@VAz?R^b1qhRmU5e0FTEY}}otiY4c4y(Fd~;wWDdZp;{e8+tQ%x1+
zI+w0=&_+>ECI0Gx^UuPHEa-~iwSE#%HtN_7&WFfxKQ8ESm-ESOs52hzVR(IyZIw=9
zkpK%=!Pm^QdIA71SWPTl1`3bxoi`e0p8(5HxwE|k@gs#sYwHD1s${R+&mXn=@glc>
z@r2izS}|qkX8r-j`5zj|68A)-@n`(6lF}*pk|^ET+HiW2uBX(A1-mS)onB5Ra{@vH
zm*IT64~TF@Ye8Pqm<Hb{K=qfmXDSCOqF7u0BAu$G5g)Nwft<AVgLovAgYpjuobuAn
z6UB|&6Oxmx`mr&*VvgopSbu^@_|o{YYo?5B<*@OEPdM+Pu%aExXFfkGiVT+BBXJ)f
z*O~<$=0CkSVCrQyYnqg&Q$Nf>VP&+kbzb<VyW<gC*&_O{I$x&L=BjFG4SuEx8Jaz<
zdjP9S=br_EY$w-^;k%>{dJ<bR*l#CsO4yW$mWimAXF%@GbfxlKWeI{kswK~oy6uzq
zC7j7KjWm#N>j$Ac+Vw9`fJ6kmL(^6E^lhT!=H-)?-F^6nhi#1M2^$m)lb{+tPa=L5
zPz<!p^%vumUysoW=~b0a$s^wu-TIl<(7CubXT=c5TjKIi$;td=vzkU$M|`(aS&YG^
zOW`6~;#-$;xB6yEJC1vKluF{W>}23%=M>s<P^y0a%aracKg30SnQdVzLFIEKSWXHv
z6MbKcmRc-?tv^tk_$O8|(U!$I0r~$GnUZ*BHUM(mD29aoNU*3VO@u3J=gkNgtsCVp
zzA_S(5)L(EgJz446lqZ}&WQu#^iv-C#Vy;G!d=<J-zx@Rmyb}Ta=PoU`m1(TFjFIG
zE-4-_qL%MK2fuNbtmDdU4|MzMfcZy;XL|<GwF`>z_OA7iGr?l@w9+f@CqN9%WOfb#
zRax?I7-1d(-eh)Gyi9FI>9zN}6RhOAN!vt;sDvKu&`FA^%vzesK89M}&(>-_M{5uS
zgKHIgA$dK^VTZVY{yTxJN7tU2=_`%ItIJrOrMFe>ED0_j+6m4oqC`nw1zp%klb_%8
zS<s2KsNKO<OCU*V?#g8&Ig9Is*|5&Vzbl~ssAhRg%QdjloyUKM3Eg8%2$asy5cMOs
z3Ko=U=eHB#No!o=MW|?17&m=@bK5QSUY#tLQauRQ@4QQ7a&`ACt0Z5;8$l2iI#hZB
zK>DjJC8z?i(T)^1igwIu2ohpo->4$d#7e*&$8@&`+5K7B;4?ZEZj4Me=xa-rLoBJc
z?pr2pAME_s?*tFUZXc{A6~?<@`oHw`05P4tZz*}Oelz%@N{A^CGOKR-9rg$xw9I`&
zRdita_0`C}{0-rJPEm<~PGoxBxUS``5lusTLxVlH>iKrbHBNV_hs%e#C}-I7A}Kjb
zo^NC4)})+eWEh5b``p$gb!}ZA=IZ-djZk-VX?K{qxpZjlmMURWfqK}rp-AUtM7gVF
zJU{qjD>L`eN1QmV;y3et$Eb7Q3jyf}MBh)?;CsHPR9rd6a`r0Qm3YzgO<g%w!FE@*
z3loP{P$4IQ@kTTDx<b#pB(XY*^?AGT!+v<w&#L%R&)Gq_Aktl9tJ}C;%^@zv_bV?)
z)iIb#At~{xX|w8OB1(<pwP^OG>!*j*Lekxi-7IDJXev&!Vmp7^4)zb%8Gij=6PO^`
zcaVTD%Zsxm?mqqS6ng-!=|46K%$|!hzSvkGR`0Pn2Bj$<n|`Vtoi@`G>v+kykog1<
zzj*bz`U!xxG!2@Ad*s31_{?{rB1sxiIJlbgtMOip#>L0#uvrhqF2GGLgfFVd&N_$S
zYgV+22%@lWI_LpeBX$hMB3CVKeSw~UsvO$s$5?qh6`iu3n9vYO0OHAj<86Hx&`<M^
zdCaGFeqA^wA3t8#>-6VYbVysv1#K12UUd~|{4h5pu-;w>sr1gc-M6-Xcb&GXAQt-7
zAt~lcdxG(dh!57;br_LOs84*3F<GL=81jRDM|h&g-VG~w;bAKNKI+{5q<lw)%BWUF
zMTe-LJ2E`Mnzf69@?+-@%EpO&B<J$&jJrr-_%6v>jXZ-XZcPmq_A=#D@}<&g%{ZM!
zYS}EONH}o~HLF7Mx+A+hZFR*P&o=Uwi~9VRAZQe>oD<sV&5g&x8xwxQQ75H8ZhQC-
z&Jo77c69VhkIS>1ILb|E38#noGxw7GQn5SE2;`1BUsf+AD|b4E&>Knpe18ky#ugz_
zP$ESzG>42F97w5QpLBx<#Td!A99$!?%g+kLdS_Sr3~NRe0mS+QXn?{~Pc`qyO!eiy
z8KKc4YdohT`#5Abt0yn0&ERwtZYQS5BpsidS}}RBZ_<x3A8<`DWI1jsW!H95EH<z5
zoj=nrA?w97n@WHtZR0jjr)GFofmTa~Yq|vDR9KKQI^iQyYL!cLFwYcqUz4;!nWU<B
z)tP~G9n#-NF}B%Q$%yw=9U&>;DnO{)8O~kRiwU;zWwJ<{+x)?QLTg}9n~>TVCKwa{
zu(p%3Znq`y0%$t_hQ|0|3h7o8Y{?Lsi!R!f!;p<l=t=dP%wU&iz`U{d{G#0M$g(NE
z^wEPoL%@<WY(15vYxmG+$!nsBe_ay3XPono>+6r_{{?F;PdO23a$GGM+S3U=!r4+l
z5{n(iwKuj$+m0!Id{bmy*L@__6oeT^OuH-em{4?&w4)3XCAk$>Tj}@75K-Madv#56
zZ+I=&SDh5*lSC2h@u*cEwyu@!Nw)Hw(0Cigvo*K^9O|R$m^-{+a}<?~Ack}cg|unf
zuM(OZPv`et1=qmCgdYkH(h5=q-^FC<HdE%(iC6XQY`t|Gnqwk=b{QESW^S|6z*q-t
z>)pI|=t=|O)0QW5)F(}fQt`Wz!?U+ffX*Kce7`+Jx?dVlPSTEE^o1v?kk`#X?kW5;
zARFfue8(rW`gJ`;BkR_6lQzba>=Zz<3)P1SgG7p?+ML09a2%{`-})5pn=X5&koimW
z^08c&16QD*OeW7Qc^7&Zt|0boTP2Lg89UdSKDEqCgi~p7lGTDy)wNakF;4okw8l$Q
z&?Lrj$}R008nBI<QvTBuAkF7UFTsztF0>7f?3&p85#Igx&V`xgwKaGF)z5Pn$x`Ng
zUnxvPr%5Vlmjmycw4<-#%#z3LdmgQLCDfn0)B6z?(_B3!TM6N@H~R}ws<+<ix(D3y
zf@^6qiPJVWsuj|g;-RxsB%>3x+H7y5o2|uiJMb3zu5?GE-iY8zDB6~Ahg<)UQfPO7
zE+8OrQJ(Hu7G9~V{eD50F+LXIBlEEK$mABqM}mP=^T>p;Yj?<3)kG$0vh>_@{4p0l
zTC<<F4aDUW(#Mw-B`mcqC2ZhF9of^0z3IAh$TQ0n{ZiHqwi)j4CG!8Ry|a#Lt4-H_
zXent+ixerPSQ}a>S|m^iPH}fj@IrBS2~ud$;847{dxE>WOL5oYPJy1x%z5X`yx%)>
z)>-SD@2qdF`D<rq?LU&|+56e|zV7S#ZK?rCBF^l?6DihIz+1ppV38TQ70D8%{RRWy
zGa$;Sc1%1jclxDHv|NMhZFFI}x`s(jQj|<~##8ZPvN^Q%=3!as_I=>iNDT|ecoP^i
z@{S-+_~>+IH_{+!*;H!z!xr=XpLHrGr!NiYrkWQgoa-dg7oPiTi;5U)&siw-gOc(s
zUC<eQKGH4C6)CsOJPn<cI6sn5;XMeYjW&MHR;8=T&a`&Ru=HolKlw|pB=;^tc9Vg}
zzW`iC^zG9g$<_MO-&B{d6a~kWnD~y%c{BrKmY-HuMLfeIC&|speKMXDr=WHcjf^?|
zajr`zodu3cIhFR@@nCB{d!08c_zKw;CYfm%5?F>#%znftB3uiZWl_;5G+Z>kJCX2z
z<lFvbdA5JBu>U#prWB5<sr=T@5ePV|dPShwPPMuD{Fo4IaG`jj?d<s|v5qUG5ho>!
zUN3)hOG5IY_@(5*YC;ezxR4PHk*WU9N<J)cGm(Ewekim}eB=z*)_Z&?jOVy0eZNyj
zXG7Mtcg(&PCdpe~MB?%NslR66loQS1<6i*Qk_)8VxdR_%*Kxg?Y=Xo%6GOHl#Z&rI
za>O!Sv;*mUNPZV+zT;H?xuV<(_NH6>`l^q5TtRpl{#3BqXT_-0ALEFOOiiMfiLkEC
z%xRCuW+us$wT-%c{<LnjIE{jmgln81)AE%4!2O(tS_ett5tl`A?%{VZ&iQXle}ssb
zm^_XyYreDe^q6lw6MRBq%GZ;^th9FMjIdJaHfL*9`z(49Za{UZH%8d}8j`$_qj^qL
z45)nt-hC+Yv)6-!@_eWmt{uHG4n<NU6oadCn#%_o*yjrPa4S)R{k$WGKT;!a=$rD#
z_`usOJ8i`A`W&hwi~~SpPk0z*l8cA6vQzk$f~pUC`7a0m?LFY1ex4et6LU)K)1Cua
zyXFUWrg>Fwb2Jhbr6U86R^)_H!lY^9qR!nsS2mZE5*gPfBbp*oGg=AezW|gt=|}5z
z@A`J1bZD(Aic@?#y;UKn4vZ=`tfADIa`vB;M}{s>+s8a3WGzchE4s;r8j@aew6=4j
zzPiS$#=d4P%`ke)C#oWkCAKtCuhgnT$msAg=G<!rX0RO+TE*K)YM2~xd=q*)`ObfF
zk797)c;^(W9Esh43zj@r4P9>UvX*5HhEQ}=|GXI~-ambo^8LQxm7ScOXmwhOLS=jq
za%^bTMNb7$v<J_$JwJ~abc`8(B9#aafyO)oh24a{F~n`fk>d@OdDW0|_I7m8ze+EZ
zo9cw9AT>e8+(GvMOgC_(Dt^51M4-EHwn}&{2Eg%d0Aok}qA32SVkoca(ZsH%)U%!d
zJO?2lPU9}_n2iQdvdXOSCDAcq$PU$#Bs#gv>t}e*QuvgvY;8{gun{<2Q)a^WvbI`P
zLxtakq~nO29)D&uMb7n0zgcDos@;;QQ=_Yg=4a|D-^Rgdo`QBi`NA~zSF)4@mw`oB
zUqO~N|A;aB$-QA0yd0mq;{+Ft^Sm<3h2)A8b3FOIH2sAglHa&K#yJR|3<9g#jTKpb
zKlA?!)c{(*xSM@oRKS1)nbGT`4bHAuySGG}787+E5~`SF_(PMK&c@m>#UWuf3<tbs
z;6-PlYaHp$h1II_Wej=aeCN6auYjr3mVEqan)~%RsV9=4Bf@&K@bp=(3`c^*9&LBw
zmwU(>)O&p2Z9=8~ccU`Y5mS|~&-ImLAV`)kfCy_K_0ZJB+B<#DdGHWJm?gi-lae!~
zluff4q>Su>*hmo=I~)5EeykN-fVX?Ou5u|lV609UzWhd%ad)g4!%BPO=+?pS5Yh>P
z)!ufGt`4MFE<g~M<||jYxAo2rdD(B|s!yV5ktCzL)vY_EiPHn6PC0|OWy?aVuCBOE
zx+<i!MFhjYpNW6IzoSKJ>3{y|nc-Bjm*J@7deoL|MzwyhpQ`>HABi9LEVpi-jP19S
z1`9vCee>>yd(tHR!gG3rBVvBRj;dGO1vFo&4^S=5o;@%5%J893?MRIA!@*IX?i@_&
z#U9>0qKVC9;PAI9wZNH;X*D}88caMf?ZxnmvEfA3%&2xUJTqsZr{ffpXO0w!yj}D+
zXyQvLuJ6eX1gsni7I>#Hr0R}xocPfKmTOXts`UHTvE30N-Q`l4krwl1@Uf`m`E}s&
z3NWyFOb!dRZix)Yx#<88g3|F1lC|>g^H=Oq$H;uQ`y|^Kuq$QZd>&I~lIM=Jihrdv
z{`nvUiq@5sHIYHBG&4kPsL4l?J@pASDMGyTyd>%9dnTC=eauFyWV({$l+b-@iu)P)
z=RHgysm;!-R+K!y-_KhQIJdZY`g@Jy4@c>|_%7iMzLjGmtWoAY?20H(GGp>`3Beb?
z<8S;6*cyLSjQ##QA~3QK75jh(NAW!urZT&H5>m(nY~;!pv~1>~K>X%Q;7(0)2%5I@
zaFW-o%bUvQ0j3jCW43eA(GY{(FF=OqyGukLKk2FUrC<GYip#S8Q8rD#*dAn5roc^y
za4VJyEBu?41n`t7BQ|Eldu>*<^}BbmBvJ0*k}-mZSJQGNNO(|FSp35mTSI9N(~t>d
z_H^!o?I$z|5@$tL1w`c7LTD;6{U+9o;z+~6tno*}Gkm-L{#G(-iP^|o4|-gs!}pVP
z!<ujW*_sW`5f`d7(^<sp7@+%cYf&~;Kd&ZZ13TX^Ny1%r7t1z)gKD0gR?Ez!f@W!*
zONhtiV%crAud6#q?H17G^gtCIZ7~aKP)~&MPjxuj8~0aR+&|S*(Z}5}GhDFtMcKiU
zBfZk9u`v=5Ej9gbSBR{6rK>e&cM2>ifEpn4x7S}z_|l3h0;n@r5WPy*TmyW`<I(1`
z4;wyb+Jm-pUwP_JlU8Fdm#@r~YIr?60qb+-N$-4$it+y%_hUz;cWs;ZTIuff$qaq8
z2sXWqx@KJ(L<5?5Pf>17^H?0P19b{Q5`C7509z%?MZq-(WV?=Skjihk*ak)VdLM;7
zAQ5@-s5|)q`D3Z<tx3(K!Eh6N$BuQbmYhBHWWYICu^3fo&yE~TrzdKV5(mMul#;QN
zv&laTLbF?+f@;b}y^+$hR`23<ok?yN&rZQYw`kGGS6nJ1zk$n*`)ZtLd~8hJ#8zF>
zNB!LDOX>RSL25VrF%Mi*CKI~Eo_0FgG~eHk>A%`;nEEIYrvjh=yW`BSDD|<(0f-!>
ziZkM9i0x(K6|zNZ8nDs}kDTqbNYOF-Bw1^=RjoOFA>QbgbuTVDy7lagZBoV^Gz1Q<
zJ<zDHDQ55N(ft>7=g-%XTG|D$iBv3@omcy6MX|mzRywFZ8ssNgwuHb;Ze&KftnALu
zuvPLH7tvx={D~h{%~uiq!bbrOwMx0YWC!&3Z^OBzhXjF`y2HP#nez%Z9zNh}i9ow4
zvsqaa-%?%S3p`Fs?CP@aQC@imBAot9JSw-)!l=F`aAKMx!X=UVW4#6fplmBTEIwRC
zw=G%1`y~}?_;2VBe^V`E*rCZ0P|xU*t$knUxDV=R3gT*vGIJe2E6ESo(oKrsu2t(I
z%6zU$o>BL3`vm@YN3&a}Ouff||7f^loHC#=vh>8d_`c|oBbA0@Ix{AP%dXt#fq0p)
z_eY#*Z(i3w7rD@TB=TW=&wZWjlEu0)VB4%P&Saiq)X>e$SvM3s*pq5_c4G>Ak9wDH
ztem?gp>xEezau+d$dJ5e!M&v?7-L17h?}js+8K0mUX2Hm+_SqT*<_n<_#zcRJPrQZ
z+x2vvrg|R=4B>ljqD>=KTdrI>E=JF8@Ni?;>(;{*raHixtd<-je%M{-j9~Svup{;~
zZ@}TrPZ^uoSBQgVgg6i+zEJ4-i9a=Np(9>Dbjnr0yu>0$pzAyI6QQ8EWkRntR|aA3
zF40|~_JN-%DfG>6U><_$8#D_%>NGu*YGed8w--Hn4b7?ecS~-C(TdUS6-;PlAlg70
zkQYv+B0>(hlUDs@W=;y5wKSxMSo<@OOj!l}2y7*QUNi9iW-fjsbYP&PvVUi|P5=As
z^#2(A`1@p>t5d5C&d6Zv)nw=?y+c)ygd)nis;BOPgl1C%&To25daeW1gj;$JaG#|Z
za>9h!Be<CrmD6uiJ)<y|Ym&2_3QXA+7G#fS``VLcS0itUhzk2A)D)mIU5EVySYo1d
z$_OEDWg1^iQX{{-9X{hThfn7(`5O$Nepm5;gf_mHW7i6K4e5E%iqVpX)tiCbwB&v=
zK)=2I#HX?6#M2fPD{t#(@C+&P^04vugWV=J{Of?Z#i90$kT!0M_N4l?rb{DOgMKkJ
zZZBns%wb$#Bf;rAGK;`_f$#9F^C@F801zA*fRT<n|M>0+s7SrrEN{y!g>|_@=vI|`
zU-2&U8g$n`#VJp_-Ppj2`kXZ>m&|}V{$$@PzIEne8b+$rFsNAR;G7W6kXrKY>JC5Y
zc7@f0@0;9eZG}S3@DWDoGgO8{0Egu}w6IfpArFkua)u1n5i6Qqf$O&{e4f!59K-Ev
zas}X|naj-BW)wt?#IEh>T3xNS9JUd-D(I#IBH2!R-*(u!@yt?d<_y;@qoM6<wXRCb
z3g2dvr!vNhD)-}?o66~MkpCz=_ADp>(`N7Fk!y+`jA*ds#&J*tp`N@UCBrROZFkmA
zE0-lUQqvgh%B~6bcPD=x2RxJf9wn4wUyTt&X*YS0ef?%^IbrEM_@of(kB+mlh1}qO
z7hjnT%WxaISM2izbWj;O#N9B%W2yalH8Rur_G`w18K=)g3syWVGlA@$!gyRVfFi5j
zZSnJUARjt%T+Dov{mS@4OH%#zj&q7KN;lSSHiNa-H`-5=CzPv`Iv%iU-w4n)3!x^J
zEzFqLc^UJQ%&sKdYp2rI&#GyX+0Fu-G=`dFVOMHvCnwX*B^NA85SwIgd|--as%bh1
z&l7MGV_2y1XA8DYU-!(;)ydS~shQjOf=mcelQ%TW_aPO1{}2a24lGH1DF0_&53!-`
zyHZSY5h-)nkZ){UsNHNq*lZBUbzkMV7(gurjgq9qhd1yi**8AnUrjU9IYlE7KM-Pk
zOW!GVt~p~QXe(_xf>F{fD5^)l_E&1Lq<Xw9ivgSjcg}0beaMkBpu^{3t&pzTuzm+R
z&Sn1;0W)oR=gkUk(-SzIWzi16B%WMAqhK7%1cD4L_f||0du=&5BlFD%@P~la*ruz&
zo`?imCg@{S`MhW(*~#+<T{J@zkH<6HqsL+@-`1grL7S6=PRs!IX#TldPykIr+cZHh
z=&6$#iaN5J-w_F}VmNIiywDz7n1Rhgg{{myz~#h>%R;`1kCGBT-o+Yh(M+0)atcM$
zPS$<_l+R<|;C|iv7Ak(er3{vN`BSup_<ZQnvWNV>ZqK$WYsn(Q28Iq}s*YXDz#-0`
zg+rbw5wd_sap~AERah#60dx)JL`juijOJP61<Y2v#c?x*1(`hpJ25~iT}!~q><|_>
z`_pMqS86iELCPiVIL76Ja`5ZrY6e*#ohUAk;x+}r*vU^|1DZcuQxWV<J>m3#wL?y3
zMy~f_qBDqjgYUtCQBqxyeOZh}>Vf(oRrfV;N2P&$KrGn8Jkbi(D8Wb*d}3%1O8M4&
zO?zjsRqK4@v`|VuL?wAfI$55?kW6<arKikYFH1PfIn?H(oq;X!_ISO1nC0DrZk?R`
z1{_!{#S6K;t*62#gynaO+<E<VIbk0aFJ;{lOk~mS_a+_CEhg<9#3%Mmt7~EG`8(!}
zL`8dpH*CR{phGI=aX+(b*;)(XHb=FAykfg7Ey-p90I~EqJB`Qzb```DS?!21tMwkO
zyESBV-W-_R@}ZHg{s=T~$&CMonD#ED?P&X)v`$Pz<thAw7nMBV=o)!+1uqXwawjNc
zh$!rHJd+}b>x*@I^CX5`D2AVNDZYAT;gYlfP0J%kcd|1MN3LbZn3%8OxtDvAP0J*c
zJal>9-d8CdUMyfZ?lvi1>#GsbA-NPf=T{mA?hY7H;o(~{Bkbg2&<K^%Ppm?<nbEV<
zHV9QCDzqzps`p@0Gf=qtMFT40E!;0o`~jsra7}T0z?|>-CUICqevTCHTnB$}{^dv9
z62PrJhFL2g@tFNS@yANPLZ-s>M&G`Ok+s+OYfaBliJ@-st4O&^Y;E|Y6S@HvV&%@&
zm>_%Mn<j;A;4$)krJSBTgL0q*%>Q49095`#1%20O{%S|TjFIaOwS-?NZO4%Mslj&V
z*km!<SCNV^Gqt;%iCh=Ig=K@j72}rIxIwxs4LU9o-wh%?UMw*`Gf93~5%TS;;>O)R
z@6cy*?yiB{&qectEeKpYTex8vHb}n$dFXrF2%@=2G-FRq*m#*x#hGGaakgcKI+Uc>
z%NiG$^;R&)qKM#be0=wd@_>=oH0~iFHVP>g>R$kEr@dE-hZU#P3D8DezW(%C4!7Qy
zqQGsrEp^wv`2JP-gdm8G1z|TsNjr-R^+Q`g*WDuAC9Qo<a?_Bp3#EQ2o$U#0biz<h
zO%!L?gVZoq%07z4D^lNGH?3l#Xcx*@`*YO{>i+Y|3&X3QKgXWTFR?mP+n?mdGTsc&
zNX79Ju|K!4YhAwu>r`sm7I2q2X&y2%LE^}bjMNLyjakX)Iqt7a7P?LbAa`R1v7GgM
zwS^0TFp)|&BDzdLUJUX#E(y&=vQ9O0ux1|4M>L9L$0^Wr3gkWQ%7!~HEbRTwJX`r$
z-EwzNwq$BbSww04+9ui#7VXdUriP3b<JSXZ11mr1G5)A}6#gD}kp1(0-`VjHAs8#Y
zjfozCWOLbh#DUItwF|YK2#;L6QPB_R0>kG&fxvhEbNjD%uF=<C=pACzVHZK5AeqcL
zuUHmlYJ+r)ZC*&=5*n7Sb*R?rMu|5oRpbnmFK<MpoEK*ocz^hkEUv;^AIbvdynd1V
z5?S-UW@H0};jif~nm!vtr3Q&-iwB(P1o5$zqF-E4+sYl|og?VP7mLTFZ_z{Y79z2q
zsH}s>Uv~RyM$<V#pte#*;RU|7Nx5Wccc)M_$dOfyT$H|ZGZk0xfM>`VTLu2a^hlJ+
zVmX}QhoZoU6o_fI<k@s8LH9Mi+|pp%)XAKa+UK@l9hr%___e0NnB6d0{#sw(6QVVH
zc_6I#f_S}GIm|>&H9j<cw+1`MQt7#z%y<4b<j0ydlK~d?I-fai?~gJmu4@=^a!0p`
zvBY$}1oO8CGs(%)57Ij|$BUrqR~YG~>SB8<tE-g5%YDS4xOTywXfMLj{?iNZ6Yr(Q
z(yZc)7|iK@%TX6$Ugcs?qw9VHgY)ZsiG#VsWRh}xXB&ej^TIezUm-kSSH0e1x!OTv
z+v#tlBo001y-n6lre(6mQOL@^kG&P-8<ft;E?oIKSl3#)Qx_<53W;ft*C+3){gtZm
zET|iKx$SlZNE@-Newf#>El)9nu^}4FjMs7Z+O`uC3_>@u`?&HNvFl)ZOJ9-94=&=`
zZ=!P!Mu2MKQ^91>)VjfTGeql}%}DOK%QAG+L#{$%^%tPJYULzP8DonAbfLhQ)K|&P
zQJtZ^CG8|ezaSc%zxkbKWxDQc`yQ$~f+(H~MdlJtmhXXUBR?$gL_i>!RTiL&&Z~N_
zP~wnVb&!T;8W(;vnpl_L9Ly2TelDhv7<gPmd$(eA0I}GM*d@rB*{<mmNKm)%{`kUk
zU{7FHOdhZkYDU@Wy1eE2^66yG=*&Qwh-2#YAX%Ww;l6M99z9MVU~A*RJVMfN<P^rV
z*B@#ST?`8F`US9n`ec=D`0L>Aysc1+sU(=Gku1}asK0wRjBSBp{HqAS(X|6%v21pU
zOu{+qR^6@pUQonD{ERB>sL7Iwb%Pqum2~42Ml3_FN1(0V&+xU+aWp{E;Agw@v#SYo
zX|oxRN-!&MW^3Wta=M4gBnmD_TNfm=6E%+X>hx;zZSJsBuFw*9f6BHKAF>uzS^9qG
zgRzx$S-E(RGK7elu1I1hLZF}#e_ji^sZA32AVPxi2L)HO9BqfobKn9dWk+=nVDp;B
z<zD%Yg$=9NhKU+})>+2}l`gKG#A5GHGnmtlnokYd2|1z@PSUP)jcER#7i!{~J}J$M
zvrY$Y;Z{_^@dzj71L?G8_;5HDC%h?i9sSUwf*_rnnb$F~uws=2jT9Q_ha?r0dI_Er
z^$iP<^9S!U?(;~Pf$I)?NvFPlGc@<=eTYTrjj2q*S?zP&QG@KS$Yo%amE<P#Cn58N
z-VkC8Z%wKmUf@DeF5$*8+vDlMDPO&gSq09zuD9ocrY{gJjx`LiVVb6z_GP^J(1xz{
zfJ?(!=SL)l#=eoz5JHT(3pFX^L1VzloR&^Q8D6t>L73KTM$vBagK2RUV1&dj)H1E-
zDrqzwOZ96P)q$vt>R)iff2gP0+w#a#a2o1$eR%gWK?L9suhs@9Fp)xnv66romRQ%G
zH1R*|2ScB}L4p}sw8j_RJwIQYb>*burk@N3&Qp$AH=1)CQ7%?JN4I5=eAR@*`2~Sp
zbLfAnL$4;IS7b`8NnSkF8(kTrM0cu~ZN#=U0O!VvbfZ|}-P9E~?HXf#q(e_3=}&S(
zMY#j@L@c*8A~1Jt&cl*LV2xw_-$QAKDw=ta%|9=>uHW)UE9<Y7DlcwJ2wL{RWHQDa
zFrH9kGkDyy<D(IX-9qdc92FhW6P0<FIZ0pFy8gs9U8+Ol2q+JK0cvkd*KpL6=jky{
zrJpt)aun%~7xI~;*S!C<+9gB;dg1*;%r#e0YhYqDqdR2NmTgCa;)x~GW^KL{ZC%9d
zb@=->YSXuX-OiEnyoq%C%1TeyTxch02~F;O4E_MjaZMmsHKYVxQ~cEv`kN)||FJhT
zi45^5m)cxq$X`{-=l-S$y1%%WeUYBC9mAq!b|o8K5T|BtH`nq$6<(J?+FExg(>8Ie
zrLLi2;&{yTU9pEXOXS2zUman-T=MbnEZ@J~K>uf3ddYc<*Wyp;Yc*EFY&M!-+nuT|
z-eSsQSpbZRv1vcV;=w@Q%-vhfFm@2P^_qds_7I<gFGW^QU%)2cJUa!PS{2_(3gL|^
zbSf1+maQpKml+cUvATRI@U*B8AQyEr${VXB=(mFm@`NxHwSS#mExj634o0I5#G^60
zXl6lOa}{<7Q-GG6iKXH9C&W~SR~XwK^n#BI<iU|J4$7EtHQMK+V+dDfB!YEzYD)M_
zitNa1Z4FdgX}3G1s%?@kE+b-YqP6AfHAWRUOe*ogT<FmD`KH;#F8haJhRI!qvh63d
z$54B@GZAY(;Nh#70QOQ?ThB;%*^<_c#+9p@8+fx?2hxXA*k$c(x|Nm|eU%~=u9t%*
zX<QX01;#$J^Ll{hWLhV)SD48NVMdSkv#g~984?d`hkmNLNA_CwZ3>l=0Lh9+hb9v)
zGRq6_WW^Pf)C}A&d#5g;Eop)Di5CaxlkSfs;D5Dz`A?RVKd`g?;nMSm$K|VXn7Ofp
z6cz3sRL?<(ly<{#*)d=w`T01h>&4nlN89^kw6HAet~@SC_1)8aRLy(hX}^5fygF2i
z-Anvs6{g=FTxTR}JT+1zNz0KbTKdJ%%}C=LsvE%d){Jmk5+|J%YF!)6@iMkX4RJ+?
z$C~fqD0j~?muw|p^vkE7riBj>mFBU+K2EDl(XXfR7Nk1#kmd3p5Z}GMt5K>Y#U7pp
zA`V-^;vT<bTvpGj43+Pxm5Y-l?Be#`^}SLVML^bs%aMI~bj@W|z#AnGf#oEMBs7p-
z+Qa0X1cY7LWI*d>NzpGr%azBND^Da8%41{5{cWpxa7X=0?DLRx*<96h-R`a`kH|9E
zc~Y*_{C$R%!+z+v4Yc8yx8O0!(#u2eT#Cqel0#H?KD|fKc~SLj(78YNp|;JkMXOGg
zDki?S?+M{nk!3}Q^4yFxVUKhm;TcVEAb1dO)-2e63B*u!v!u|NEi)&6HIgLz!GNcg
z)j1Cup=xro4klF4NPhbV;@_V{z<;>__<KR{|JuHycNZ`aU~f|wigwBqcmZ9vX}tGO
zE(%u}Ch1tk@A;H8HS-IYzOd0V_(078s4&FfJuae9nl#kC89(3ls8J=W9Ob#yFO{jI
zRq{&9g;+Wc<&v_vZ(q;x1Q-rGV1624G>jli>?WB7PLlJJW?&4^dy*?D6TE7Vp2<3l
z*?`E|s8QDhN_dXvh+)P)5-`TDIO%X+VIO18qk9MDax3cXvj~*H37d$twCK?w!Fwc9
z8m$z%Qaq85EUd5j{58trXX*(Nae5w)8f){z#dM<X-IIbFNud!Dd`LVy2Ew*8^3s^n
zkI#XqCnQe}SMoY=*JM@0LPH-uo4e8|8Nmy;_mZ;wM9_=#SYMud?6|kOt28>Y#;B;!
z$(A|Wx9=rbpO6_4iYB#Xk-z&cMm8N-p*QJned0upD9I0UXJp((5}^W3rkP)93x+?>
zevUe!v7ASS@U~4V@k~CcD68&;Bu1EUdWh#L)PyRI)t?1H79#9_LPCj^d(r74{+ujR
zZt!~I6AcCJdAU<3e2$BS&DO?B&B6Sb_{_CnC1K1qVb<t~mz*HnZ!3H!!E2n1J@yJB
zn16jm(C<!!{}sQ^Ke#A<Q^)_?tuksvgs6q*;BxqG3|i@G9R+2Ihycv{iGA&!xoPbE
zKo^?HN;%=U!;`>cBA9&(8-4$?N^Q;e*6>FT{l==Hk<aI#34~M$;cGcG&n)w=mXrM}
z5}8e2BFDSGdZ~PWV*Lezdzdw&CFNutCgitf=ch2A2Ez1tD`q-1gp}fC?-`w84_)+W
zI)!=+>UIK>tGdWd@ZWGjN|J@MwK70_MtsmK3MUU<e(oFxVr$G2;n$E7s$2hW4fP4~
zbursZl~OOdo0=%RaGG!cd8f8H(-P((ymdd5DDo!gnNnQNj2_rokbTwQ53miHyvg8C
z($^N<vThGu?6lS!_THCxH9M-=Y`Gh^I13`#s#?88^5(zl(=mwhGw5T2`_<!?-a0%+
zB#l9fZ9@nz@zWi}6brI3DLTFidRs!GNX;jT9=sNbV1?j^!Qa9KRnXA$N^A6u?~nQv
zzs<z|x673T=Ae}g*)WQN11EdPH(X&@fcR8mv1Xjfk})iUwF`ze<Kwt=E}CZk<!w8E
zijd#U2w&45XpcL6o$$vEwciHix9xvBIQQUB+#v_WK}eGQ(|-D0Cxx~bYCqqXE@4nV
z0%43JHq_BC@5^YQfDhIG0z_6)UfZIp5OnVB)xq(t-~M${6&e>11#gMCK<kl0=eM%6
z@WUS3)VsHYv8{twPaBUMSAGFP(VfPJQcD{**bA2sn_qxVbUlE3p{Rq)zp4ET&^?2=
z<r2Go!~8krgc-iN+xZJXh6Z->FG;xb`~rMKM=)qC`7hQe|NSfeJr@5yFaCXv{CmBC
l1Ytk-V3S3alp}hP$bc7qoCHWhKsrsN7f=(uwDSM@{vUZr55)ig

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-153-Comparison of Input Capacity.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-153-Comparison of Input Capacity.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..3eeee78977e6917ec0cb34965e1d27accb963e2a
GIT binary patch
literal 24101
zcmcG#1yCGqw=UXPfMCI$AwU8_g9Wz`JcK}S4Q|2R2?T<>1b4R(2G`*35*!Bi8FYdS
zXTE>```oI%_o=$~RNbChT~pO>&-CiI-?g6gtfwFUJZ=Eb6lE1;0TdJfKtX<h$7Mho
zz<Tlo^9cqPCMG5}Hr7*I5<FZS99&8wVgeFcDi9ql6%7qN6DKo013M!P4U51l_Sf8e
ze0(5gAu&N7QBGbyo_~G>1sfY17YCOD508T9In8sP|IgcF7eI)G;*4^KhQa`#5~83H
zqCEBjAmnvop!{nC{=K1~qM>6v!NkITih~?b{|rDyK|@1DN5jBCM@NqKLmmgv2{DMC
zb4xuTRyD?Ca3bOP8lQ*7__p>psoE5jiPywA2>U4+IRz!vi<itSuUPr`-v|f_2}{3|
zk(HBIQ2eB>p{b><qibqrZeeL<ZR6tV=I-I?<sJMjB=mb&ctk>CQgTY_kF@msg2JNW
zlG3vBUv=R6hQ_AmmhPV3zW#y1q2cM7*}3_JKZ{G7kge^V-M#&TL)iJn<<<2K{O|2Q
zexU$p|KS#L{~wP17rzLRexahHqoHH|;};652hz|8(J`KLKOvG*#WZ#zX5jgXMe;U2
zul6@KBd;2i)Wmt}DH#*r<_p+AuKmli|96fB{a<<Zza9I3{8|EV(NK_+heilU05`WR
z`GHUWk5(-Kd0F9AWbLh5Hye|6U8S}*Z=3o2e9Lb+b{vaVI2|}<sS$=QMDnY-?V~9{
zJlXB@L&wkOOr+mzuWV*K7ncsy_MT18iQ(kp)3ZKi$obG3Y1lARL;r)3=QQ4fQ&tK?
z+gZ#CZPKbn44wtS3wWC&jp$B#lAy4gP4u;Ge=~B_Y}+ZWQgAQ507g9^aD9srl}*;F
zy_-FIsHReDWd0M4=9#QcmfVIF+AK?Pzmja>6+M+3K%y%1|C^C^!*3v5_YBy4n%>Ie
zMIN{e5WC#M*RmhbM7EkS0hi0_!=}#2fOExrsYk$Y>k*LF1=jowjW;#s8ER8@E$a0`
z>Vs3A)oBYZs#)&e!N_8(tlbf>pueo=g$p5Tl$&ijQO<N<yXYQ)iE6e+=mk2oA!$?+
zb(l!u5pdMX9%J<V2wM%-3G(IMyvq?f?F>ELc2&R9xVjO~4;0g;iFlR3Mv<l3P^(5-
zn+ekW8{D^s2T$9K=6MA4W_=Yz8{!4mpocuCcB3TE+B_H|fZK?Oze?Q~_eOJI!Bbb9
zG1)B@S?&tIeBL18*v!3lzgL^8l?1rfTSkiyRok)P<9-1Ijb*V@ze@zLm>&nl^S!F{
zwS%n)x9=pEgjQ{y7n!~Du{M-M=^Cd%^$!XZ53Tm;>!5KU`d!r10%BcI4Lwy)^S~y=
z9^P6PJL)~|V7NDKYY!fQ-jBv??Fj4T6K03RN}Z+O7!kpP2yoyQ7rLzx3XJtpB68$R
z36g+6lZzx}2Pd>Jeg3<(aWS=?Yh#PT(!2&6`hN4MJ#kiHoPVy9{%U8BpXN-@f_uu$
z!D|DBD(Uhbn%BSd2I?$_z%EfG_8oJh0X<6E0h9GEkHA-@N1%71)RVejb4>_(czE3~
zz0CDvN>uG!8rPMvbo(QQ3S92$K}C1+io@QH%RfV`hewzFs{zxue$26K=MO$6KRNtK
zCagCn2oDNWV|3gw?)W1IvB~C#ccvu_D;EdqJ^UHx3!r=79qPmL60A-bcz$f%jm4}#
z_|HKe0q8Vr4<Y062y{&$uj3<TJ414``W5ih%?xg75Zl{9Q#)@QD$m#&CeN67#`VSL
z@@TEpvt(e625P!o-01r`VS|{)npotSa3+f&NEbM;s+7R>?0g3ciAqg>vA4t!eJ%f#
zheyCr3YZVAD%ag_QJydHVNSKRrA*O86I4A}3*=Nav@O54gU(0HSNPbLm9;eL{b=a^
z&ax^I8{FsCK@77<+Y%$ON&hrB>A?MKFhhsJ4c!k*A{wxt(vOW6XS6azw^g4@-z;jz
zHH}#l8$c@)qDL8X4!#bB8q<3Tm)^WN8bC-$($&d)YMlF04Gz1~J|#Zpk>o@lJFiL6
za^K1hrkQ_|3S;}dG+siMRdUpDVKBUG8f(kBwT}%DOVS#UN^8%%J^};>E;imp!^=9|
zC|(rAQJMIdOxu^F8JjsYaF_lkZj<#dTC851eWLCkCXfzAV_f-&DJ`QhThAuO_#x+G
zXVzzMqw@LiDv8!J@i+J4?BsWzQJH3o6aTvFxl^jk6Qpxst!MJTq**beXSaFc<K!CH
zf?)%FW5iu8y}ITnMJHoDy)PM7wVoEn@o2|*im{+gvebZnJ>>iHdiY_~S+^82XkqX2
zJjY3lilY|1)v6w1mBvwGD`$9RVIlYwQ%xBVkAP%A&H|H%bBOfJXq;%i`TN*b*R?gw
zvTwG5)0i95&;}T2DqihN<znww8YuN4Xr`(WBW1SkWU0UtZe`&Lz?+8n{mi}fW|k(5
z{h0qmcz5UG7fUs1TJ1jX7;-{%md0C);NCqaE$x?Y+?RvGUkIXS_sq_JNQ04g3y<fK
zhUV1hs<^%CbwZUg-RF6t47gruK7*Bnj(0wUJk;4fl(bqdHr_9HwjSiz*O!#qAj90Z
z#-)%^_xYdI2QQL;mWzW?Y$CP-Hf`bLh)_L=d!Ku@0Aw7Chlpr3PhDYg8O#0|Bet}@
zWGv0a6J{gs>v#!<285p0SNz#Yp?DJ=k6TCfTyig_xUF8oT8yM6bg~{p&5PlkAV?9o
zUSdtONg2t@(oeZ#X}J5~e!u+Y^x!CFZfopLVLva-0P`cGC@}->Bxa+keokPUm+98Y
zOP?b)>y!I%-!jGwN=zUKYa@y(QVU+TQAO}6<HM|5Z^S8agZw<U*^(c&2BY|5E`EQ+
zz@)E6o@e%xRGHb0HjRE5<=;dxfmhqEr>}0$!ucF<mx{*gN~JAvqid<&`kU?p+mlbK
zNc-hrrd<hxwKd@!0^D7LjuJet*=&3LUrqb66=Z$VY(B5@Kvyf*Zlw!ES;)IDMYD*2
z+;hWJx;r@MLeq-Y6zzw}wRb`i9cdj^Xoae$|9jfqZqwUf@%?<-=zU#pYs>WZ75fRZ
zMo1UacG;&y1Zv9?3tC(Q6#ccQ$s-_{YBYaZ<-kbj(A1>q`4QLdEeU|N5rk*1?fc^U
z`}&Cafqrq;#)imKY0^VhF8{A=Q!KdvF0NLNul*yCpiuen`4N~JG7L8KgS8?QUe;X&
zKLT<u084-5VmN>Q3DNlyk$kAJ(^>Zj+$WMe0yRUOMc&ECq^i*59RcX8yZj~{B|wKU
z)yfwc&`PtR{Ry7^bS@^tX@!P{cou;D2u#)$1Z?0M-7A05S=2q4FS9kb!>e!c`;#Xb
z(J3idCc59bmmjdMz9F^mB8j#Ci;=O^+&HMvj8Ml28Ugn~1nOEMPzDgBHStHXGQb<b
zX_k4xISmq^yZ|6j+-=i>J_0=*d_G?M6>n1X95sa)<KqLx<S^q6-pEx^(t%OFZ#rP^
zci`0~Ovu!~mSg*yK<0dW66LINUS&HX;&Ufd#kr|awfi<fcI$Z(REkuLk_4sSz?T!6
zT|CuLQaIpjEQL#%Aaf3(B@d+>sB+bP8C>k?^1(ntzAk2ZPQjSUvg}YnH1Vp8!#>-m
zwKN08<TE+#;i(K@>>2rc4FuEe<{x{*HbI|AX)>%O=BOSVgGm}Hj_-*g&)D;G+k4{G
zBd}P}JeVK&N~K6g-)j1R3pJ9G{>{nL`+^a+Mymm-7`AVd9ax?!k_&cjwicZ!KGx{9
zOf#roze@+^Lj8`~n&!ZF3ceMQgN%uktmlB-rt){48T*&oc^!>j)PWWBOq1w_^pkv#
z0P+6JfpFnVJq1{^G%0;>oD?k<!!Ob2(6gR3tb|=<Dr`-?Kr)4wajkZ=z$NL_%G$C{
zu1`i-o|+@hPfETK1KIJbG`s4&A2m#jK{9|`r8SxEb-YW_A-7jU>Z@PxhA3&hW4;UW
z?*(rVeC<Is?i9TgV9uFtmrZoUMBY=<qRKaK9Ch_%8H2Fq1t(oKR0AcR>!eS7Ym<Ob
zZe?gqb8wkQyBCa6SfEw&9_S%wE^0rRy^Fv_l4h>4rv_7JrO(A-b4*w$|MNbCFqtv0
zI`nj&dihlqC$TSa|I}dTn%Zl*9Tgo@mk>A8V;4p9XnEX2>?=N$?Xf!%IA61|O9czF
z$h(8Dk3fu8@&2uHaY(_^fjf)Z{5&^}&4&+|Wv4b*{M+(L;F!{aGSjb;bf(CJ97H7$
z=_}(@rBt@IG~q}-D&PGpfrL|5Ru0ezz`K7kB`N~J5i@YpJ4)kVA{wB^&|nv~L=&u0
zQ)>01woxJGKCZ?ttCOVJi)te+g73-2D$l(?pm7d2O~8D5*hRQPIGLT_tc<py71AbF
zt!p!>f9Nt{OP|7*t^TUXmDvXE_g<B^y9^0RS3q|TbmIQyIyBk7{myd9e{TD4!SIDk
z)}Mawi>NJVbwTeM%}<!&SC;}CL(9byG^gl>UvX0CApNhpe@QF?MST#IJ>5o^#PgkJ
z$42+|t+D8ynDS84=)UTt8=i-}o{<+lp{8F01%b~l%k8e`^6}5TXjSDjO#@j4tE={y
zq(#*TXBmTIhXaYuhnGKs6Q<9xsyTKjJc}fUdsgV`zjYGa)5TPFP)<v~8k8_ofmSC9
zmWGVt-jR8Zct4@c#Z3A{*Ii)G9px0Ur?+_%yc#JG>YAW1^sk`_zpkRaXWq%DZ_D?;
zeOr#3E&K>@OA;TX%jOj5KBT_?)mYa!<iLs5&8gyxf7NT7gW>xef@iU((Gqhm5}A7O
z;@L#K5?u*8ow6MP-9f-b_YvZ+5v)3W&9%8P#&cXv2DfCEFdcP|YvU34ZU};kOuURI
zS#v!kQm{yBeTMJ!hoDP6n;%LRyEVdQYp1=!yqMXhrq`sYA4NFGh>6x{vwv!D3~ux~
zWzvR7rC5kQEwQUUNOfU)ZP<G*v8sP=g*L|ckktmFi5T;!7|h)+`0&HQ^xKnm0zGJT
zEQEu^nyM&$!mL$sps7r)4Hb(%h|Me$-<G3Ip`e0P_?r+WCSE$w2i@!8!iInPgqWJ<
z>mgm64w6gTW+l+KXCkO_ZEPg413b4bs2wTpZIo<(*l*}mZR;@DN0rdeS=*mfb5iw-
z^eH88m;YSBoDSr|mm$GV`iLS!f;7@zTdu8<ySpE*2jDE?_u&miJN=gFst+4&tg)tJ
zfcvFZhScUGK-0{l<NLm$HOVddvZ=veL_6L<Ak<z|(=2<Tci!8R8-v?Wd)Qq$bDP9o
zJw~iK7e6L~B^MQGPn6gld(Vdt<8#?Z2LP1WL_-5uaBmA)0kl=SzHT0T6#4z!y^nNQ
z<ju>sjwnN0{Oj;k>F>QAv>j6=Df0QPVf_=7JzP!q6?>gDzIct$@4;tR+Y9E+wgx{!
zs)9mS8A=QW?iLRuX&bxFp6#bw_JmcPT}9&PAm-R8_L|>)A$slj!FK+*=J<-u$;s3W
zZxnq)0r%@{PAR0r9PR@(Tpyq#jnz%mOPETxj2+f<+}aUyY0_%(6@$`t2J$If!nw>_
zc}Fe0m_8N=qM^t-b>-sMhwd;64))syCw2)`F$ye0z9cwzZ9mwy=SPNDWYRVU@#EMw
z73sl~*idx@(BN8@el`y5%nd|8MoYCk4|z3h$#t7s1m>yi3fH7p$t`~XiuqBQmdFUd
z5kK|_baysC0y*%`vtR@F=#n?d#WGeil!}(S2eW%<OSPKkf|d0Wzib7_)nsf=iOl~N
z(1U)^=2sjn@UE@>wzjL(*YD$RxcjbFl<SYxV~QpkMdg8>z$dD-c@%AzYh|DEoPxe!
z4^s?&rY!*tG(y&mC!Gi}1ZjQ2-+Z5;Gk)8Yn5B~qjT9NIE|e(PLb|AuXPh2&;T)&&
z!_ey&EkRK|t#7af7|TfX*`u>Khn4VnaCBbsirNP4wYw|@d~;yG>h1886lO~i^ANn`
zpFTKO;LNgP8jWUqS2Ro$<TTE$X|2yLCy}--ktCUDy`=JfD`LxaIe@IX3`c(uAsMh{
z@5ZXtiP~zz@+8JoxpwYTZ=wpvin0x5BdY*Mc3`aP1M5II*ylu75F=|c(pV(<N8sYV
z=Ov=P1TXLFshQS@;_^>9)DDk%w}5Cv@}{OahxE<L{J0d>cqROmN5IvYd_97bOw30K
zT3usVCgsF&>*dsBfz3$NGlT9?z0{-<8bHL+=2tY-@}gn(B=AnANeG=Trt>&w=A5}T
zf73L5_MY0h%xK7cfmrtZ^G|)kOp}5-s909fwgAW`ZS(`pt1k4I<k_hY$Lvwj4n0uY
zaIAD4MyqhvPwO@3r1+7WK6Yd$r;O<e28otqfxw_xM{=tSTS!oIEFs)*OQ$skLR}wg
zWA|rct41~AU_Y0tIXTzb#hS{hAw58-k!*0BTr4zTg5RjuALQpQNXqG(NXU$C_Quvd
z0(Ia;f#(|ou1^ssXTf0?=lSuOQ7&U5`p|DJ4aN5Jm$DQn^>JBEm%A-3uU6Q@s`Bo{
zz#mh&c5)5IW;fg_R|BM}cJigJgR$jS@K?KFF><6eGS4&JzJK)}2*4Pz!RY+}vgre7
z`s_A{%9xfK{bAB|8%U&g)Z1li@;1{PBhl9sa=^Ey8Vfm2Fj`G}{wgq3?XS?$gyKPw
zmKBm>XjVfr&ATd@l4SC_^K|Il3BU6ay}DC!F(^*P=xfM87jXVtm%q6#G*prF5nFqF
z9$Yl<dSNvU*7^K9aDs8U-F)Al$bbsI>Q`HASM>IHN$6^Ow?&tw30YaS!Ra{qJj(QA
z3K*J>0sydp>aZJox!@OeZBdZ^f~^eslWMdgjrN%;esuNLMup@LS{^p_GH5&jn-o(4
z`ylco1b=B*ZSK2|NWh36_^CAaX?jc!eu>3(Bk*ILa>-Fv2vS?=OJ4G4t<N=KMdaOb
zvOy>>{OJKpt|noUaI$fnES_^om$0>oOy6*jCrWDUbW02J!itIx;tt-hS=(#pCpZr<
zCF*Fc(S$n`&7SzK*Ef$(!h!6<fZL<|QqJvk791&1+Do|+$)WFxx|oVAKz;-ZP{RaE
zq9QATiLv|Ixlitoe2y*YV;>`J`*r$!<TbrLjiZX<Rm*0Z<(9+~>xC_87)Mh};s|k=
zVefeB2T3uk6G<ACNIs*G7V)ocrB>b{St)hs=Er6;4kN?nAXf}rXY4Lf*Bav~^OhW`
znc@zE##lS*4~3>gq!^*%%{9-PU^P7)bls<SZzoS6a||JCbIbDPsFL_ASp{f<r)&#g
z+h(pyG4b<{`AU&iJB|ea*~bsaxQ{cdsvjHG!Dy9@t(@9#8`+(0vZTj(@Wzrl*4)V1
zKM7?)RcEY9r)P7sYNa#Yf+J)EoYR%z;Sy^D*?_lx)*Xl3yq#y~%UDErzfJC?f7kmk
z?dXhhY=t&u8wg)`1ejv=Z;@PC!B#b#CTal<R)bKWYrg!aAQ_OPTn7TSQ;|oFTmrZa
z^9+rlI0yw-(AAZ|1?j;hpejQGXj)ViiRaE=ERWlrp8No-ova8^(8p}dXOW;Fiy7m!
z75>YGMn~`hS@EK8X+(L9*LLPrRfdR@ttBqNX)0OxH7brfJv#yzt(#{2X859eKv-WN
zys5+U#A!f6G3G{PmPs?He|HH-Gj@a<Ou2k0iv{{x<;{Xxon@Bpo`aG3MaNk3Yere0
zZhi#7g0%4&Yyt9(1Sg?>oBOZ?*{POLS#%_oAa$a_Zb+7XEJG=)Bk!!TCSLCzC~lO^
z2u<Cplw~lTt~Nu*U$;owh=t==BH*M~0DV+U^2H-?!eJ2z_lM)k`|fMseg((w1_)o*
z;H-+>d;|M5<C|soQ&QX}1f~P?|2$v+w^n}BX?4fzmxLxj?Q&H?s(UqRO-Td}XanL}
z>rN!e$VFtmr>F6g!2i18S{#rgKj!zIqNe@}+zJH+<|nl+^6O7kzut``5PTtwH&FiU
zxged|n~gsU4r7wvZ4Sd)M4WC&1AgHY61u=>Gc4en=%-CPd%>&HqS}~gnKr8rbb`Zi
z^5~ZPj$Rew*su?gHP%5R^0q~Yi5S6j>ZT~?a=X72!L!eVBhFU?6kr}<4!bcR{Qc`x
zqJzEnR(5VIzY0d>ID4umNdnttZQG!B)y+PT6FI}V%TI-`egzE+QklmMs-~r#w>Kk`
zJ)+4d@=e1LbfH&E3H|Nni3ZijU>_EzKox!5oblFj$i2%Zo=@NW#ldw4Q>4mt^>f0p
zFY~CHCe%!4D_AE3^}y$Q`2=|cAQUUQxWr~U3HGXxAfvBW32Ho`DoLgxLwpc1d4~oH
zvHb(*{g~0M)j<n;2~MvngjN#rX-3)`OTHE+PQXGZKG3#?4(N5%*G{{gk<m&^{c<%2
zD@jq05}#JaCdh+o7Se%Bj#q_tbVEfGKkOzu{M@4!QtoYFHQ!@{-D+^7W$=G?)9A5s
zGZHbzY2)Rdpl_sKO}=ibp@I)Vw<N_u^Y;ccpNdN>sIz|gMtQI%Xe~Sm<UtVJ%R_TQ
zeX+^XDsA$Yp!)K=ytvW788KN4wOVvnrTnasBv=JIF}>%ublkA46ez^^3R<!$7usgJ
zF*jE)<!SFf4a;G*s|e{A9BB8$DEXsj?d{hdl4&Ah>p9O7M{}Y<ff~p@g<P5ctj_;p
zC?ERG(oP%RJuB?fj)gF`>z6mE^>Aey$6CC24nJHS)6FG#`cTxlO^U>)w`T%~p!!1u
z<|7b~)3bh!*NEgSYz-yulnj_tH;-QX`^^l?<^BZ_oyk4|-%he8e&2F{g9-4WuzFVL
zp9H>Pi<tBEV?A1+0)6LWt8z!ofNai-<V^yzBc=tY+dI1!th}|7?uBe~YCU`8>RUr6
zdaWx}m|{i!jZwmucARlu0bj=e4{<6O#wnOHf7X?HmErJDscRGK{$^cJOq;+5Kfx++
z`YR=@Z8;=y*#&9KgqI)EN(=~lL|3QWPRQShnjf3I7R~?oVJdWRXi4~X-agiBiK|Zq
z2geAP0AD5mV_4~_A+~aNrBCP;EtcTb#HJ+OtVOs}i#m186K!X|SAT0TCq)@IA3VDK
zxn{4_rdRchjIg%7CT{7~v`K+Yuf4T)iOso_wF2mwbZdvZPZ|fgPveW)F6P-dlwAC@
z;&57xZ5fNZ+@I(VY^ku$2>W|6vNXG*<>iSo8;?j^pxL>$Sn5Rv&4y{cqc{b0JbX(6
z-!s?{#`;j8?lY2<;Prxju^g1FmB~3ZW>TEx0C6C==bhyrF?RFv@cdGeqUNE53eJ$)
zgH7lHH*6xU8FqN~SB>?dR{31c(B|_*ngkpdBw(?y?huFeR~h^Hm{-WWXpitpW!H%7
z|1l1sK#LLnI%YGJe=xmom*4&?ODOkFD3Ay<HOg+>WhSORz5<TcL$z`}vwomD^rFp#
ziS;<JUzibt(K*UhDEA4xr+?m%2zu;Y@$M#82z6<VG4w}#Ym6X@6cePrO{}82b8}Tf
zOFoLt$38J^#H@NV)3V)*AiUn|C5$}W{>lJT@AaQQ6D0=>9AZl(xZf0n{DVaS9}ZVT
zY}k{Ab-YWANneo{M^g52@3~&y(f?I-98}CYboQc4LYagY^pmHPHJ4aZxre-|^70``
zD3^1Lw^Q%;vKN`}{C>rur2f<EN}0;wrPFg&^u)rVRJ7e;*h-X-mPEOyCX#Tz(bcTu
zEO5y^yiPfnRhvrq+&Vb8G7@~_#|rxHeOlw=1ED3>YEyn|KzA&eIz*u&B+rbCNgXOQ
zPz89XFuW@&bd#Y~qIoLX`>NCXq~F6bO6!MBi(5{lIFCxf(a7GxHI=T4t=Z{Y`Qty<
zSeOaIS^`W;h5MbPd^p%N``6E8uWM7;pL;~5$}s<=cUlS*8&sm^Wr<hfS_3X`7X-@T
z`AS?=o(?jN^5%_mn%hI1$4Te$+NLxv=@-f_JyiC=8(ai_$bOHq_v!GmW(O~Kf_5g^
zmjuTrej-k~9^&MaNai!Ln{fZ<!w(g_WhI+mDH^@n_#}xzUg$SVNZNb>cZxldTK?;D
zehQ^T2%CKPO_mm#Xr_~qs8tJH)s_Uop?4Z|MPR9YZg$yChu?@*Plxnp-Y17)a<r&(
zw$cSr@!PXlQPM(qbhezZXedIk=($Dw+Z6ODb0u5^3CdBir|jr(aKP%{?_-x&Wo&)O
ze50g-YfGNqQLx!N@5|Z%?V%cQ?6%`3baa0u8ss%7gd|;xi%NgoGkTO+uZwU*PB_HR
zeq(PBcnZv3<P-h%H}T4HKc&2{h=FNE)cb&lth4DRIgZUc+ah$<lny9OqlrPQ+X>2E
zQ_zOcM*xE$(ojnnR)6PkotM?N4z?6=$vN|FLe%@Ui4+~J6SZ-O*Ax#h-NuC4pK1IO
z7$pUmF@uCZV%ABTSuyfr5G7N0X9oH}3UhIBRV6V<{%uljX!;DS!&AwQi-z!%PqPAa
z{(W~s%FCf1-X6Kw-xXQ@ss53s-`E@OumSg|8Y)gBJFpwVBVWUbZ;SP7ttb;?i=3<O
zc+Oeom@XFk-F&9Uf2X=6NnZAe2f)3+hqC8Ao(j#M=t?l!U$~w+j9>nn@~OvNc`6gP
zT1#l?i<xPRw-$Kc*+4nh`q%m^y@C4h5_BZKr0&#TNSE2Hp_B@^hPP2~u$<o56SFos
zuH~K_of(!`T~N!5&+SwVMZd4091a~2oDdwhLiPU7w)2)adr2C!t{3OPA!jJ*5l}on
zN`WVWGLQ)x*_r!5)VSS@NJ1I%pRmgbtrX+h0p)8|XvHDMf7!$R+;diD%|P&Ni+1n-
zPN@I;4;Vw`3)gpeGP&^@7uppxDo<o;vc9kG${Q7PXU|y#ikra~JuuGtX~oA8s-)3i
zci8YA69ez5d)KwYbbG`M<R<Xc9#R)<7&{st^m5-!V`#%!3kg$c;Wv0$$ffMVA)yTR
zm@5k9OH1yYucML8_1>bni&b2K3LHNIeB?iE=-9HwYJa-bHrg$RZ9Dk?xTc(_0(>4^
zsE{o7BY+Q&d2qv7Rv>ziopQ6|m3~h5t&H;Cwq*Ym53)C&`U~#18Hq>s2q;8;ShX!R
zJ@Nliea20TZQ>F?Yg)vs2zT0CWz?vj<JfFTxSf3+>JwS^!d$J${k|89B1k&7?LEEy
z5i`ltVe?Ivhh3QxL<D=QIY+H2u2SoLh3Jc$m(b`S;cTxOwZ?|f>7{?=a1+U}u-BxL
zU4XYq(T1AYM@-r>BsJbpR=Tn_VJ*x*<Io&|lg1e1a=2fJrl%!NKF!(rD|jhHnN^A-
zUAB*m;mK6jA@@@KxtJ{-l1UOEK7_TXd`bUg0<jGnmX%%YOOE~cPe)~p6t8Nv{iIMp
zvyQ3Zf<8g$*}qzDo1ZKK>D$4fh<?cMrjnEsu?$0SR0S?!PG0F{`<n&1=@ZvwrdPJM
zM14dl>~Ft*9Xe7dKg2GwCU1!f8&CNudR#FVRAz#?qq^^1>Af3lTp>d(M|;xpq4Yuh
zH74doE^d23*DY5#SHkU;{Z^~|eU9+_p}cmn!jgL&){sP&l@%TBbQ^aG4j#jl-NuSR
zAX8oK;pjku-<XYCexT6VGdS}*82>1__cx-dohCNYv9>Xi@{-b(LK<gJ@#2Jqt~Jmv
z=<3>62Q#&9=<6mrQ}U!nweb%MH)F2qAD?{4+pJ>NfZkk_Ugc(dAgnZbV;V<J?dTo!
zTBtIMd2=B2(oSvpQ+-2L&B@J|=IotqXG-^t6wyFo{JD8mNgBVs9uV%@A-O<@%xdc@
zx6h9g2c}S=A6M+<l0sGSn^_!gdUy(-&6|HV+S)qPY%<cLa<Ate>0W-sWG?p=gznas
zsrY!|%}}RkHHFx3Yg-rx;?N6<VeS|x_E5cL&_I3tCIl@|>=kl6Q7862eWQu7F;~Ki
zi;%SDfV#7z94?Un{N$;TT<Z(l`K9IF{@W$8AZC0?tN|v|5}TR-A|#2ihBRte>seVm
z6+E?39G}yc<tQ|6M$aXo|GbxX&w?f!AvK-yA8QtJW%OP1MmM>?q|jEkI^553dDm8G
zB9+Y>Y!?@Rt7WY(*V{=ow()?fz<$EH-JZZRIhxWhZ$e+~+cV`%K!WlK@yv)q>8>>=
zTsK&1McSA|CHCfP)gyol=T(9BOo$S%t*)(v5U&}o@ckNm;)pGZGPKW@IxEf!UXtmy
zMj|}!*)<}L$OGlNQN|tS?6e2ANxsI`M1@~Im+I|S&sJD3b>2jG`3vRZxc*yNf|*y7
zA!-0~=wD!~+^>T>Q~M~8=~)msymEc}bkE%>(<RfSBe6U^33W@UC74D5r)0PABj%7H
z8f-mERG>)zz@KuaZ(3O*^O(cXQj-;vLU6yJw5IqTqx5L0=9?XtsDk;mvcio+RNh;4
zVsNsAYy47M&b4*MjUi*Bn6xDPo+d!?X6aw$=07Fpf3>0#FL?9C%_C54m(kgJa-wB}
z<5Sq=6)%lOeEj8h_7dg7C|ttt?vq}@Iob6L<#hz_{n3Hq-<n>~x!cD_VBw?$5f;;t
zl#AMCA|mF~i?dZR0~s@%7GwU{qQ}Bf{D(B&18<=0Lm(I6a%4E6zm~ND=Q~m%)GL~e
zX;~dzAR;Qbv5;Akyy^qIGE>DF>!2Rr+dKrqudvTJtL?tc`vfihD70(!{mGpfKt5l8
zZ|7sj*;p=v87``R8`AbXWkN>tyb6C@bgTfAIkD-Ie@-9%WNEMK)-q)2+88hR?Z|7@
z=KF@h!Gkf4PPhlt?Rc3_2|VHvP;Q(X&bYH8B={k@oa~JKKBg%bpYyI?%cBDXrJUzq
z&f*#P6r?rFdAw{^ITc8rO!-k^`|EnWw6#aY^1UFey3wJ=)`JW-Xfl0TT}{nFl>B#r
z{+YA<>iTpgJhpqFCp|WVJ?pA|>T>y2o^W<DHQ(K0U2Qj7$l2sBxJ{zarh{$zUL}8R
z?MSYtQGvu=K)6!M-eqnO9aW3ol<{^F-Q$^UHu<bCsA34>r}QyVt0Q9idI=)6O~{&<
z^xl{|!oF}JeeQc7j#9MR-{-X^lkA@e>t&ivL3iJ-Xph?GMVawy@PlbmdE_2qy+~Kg
zCB==S<$+tY^q7U;4RI<Etpu-^u|{7eD1k53Z=MlM2a0a@_-uB5^TxPJX)Nb!tg~Ju
zTG@VALiw(XT78dVFOUrk<1Fy9gYo{>bTm++t(so<f)>R6I*C?1rG+Z=NfY$EUL$CN
z&gaz_t}Vt>Ew(Z+E@6#pS)(P+)EKMGbkHh0Knw(WsdB=(u9WUb<4H!#OEpsMQA@YV
zn6AY3(ZXY9bYZc9ZPJjTdzG?fMabDuZG_6Dd58d4%G4!Opse>f9*?sB1D^u`cV06v
zq!zlgI<1b0No$TnN70bqk#$xeT~L7*>D#=~>|mU&yj1#2XAS=IHe_v8(%1f}iUzIC
z)q2m57t@zml~;Ndv`W%}QnmqDYJKh@&y%8F3m!<4`qQl11}y20MIU=FA8=D_|IE<|
ztK4%GnXJA0!x(&K7_6NQnsTFMoA6UIYMI;pQ8UJ8P1XOz|1cM@6n((3oBWTC%D-{d
zzq%{`<@?8#WjWV~UuYqpdoY{I%8N!nwVzb<_r42h`<-bSgVajc|GR5~S|=)HiKOkc
z+#6IE6<in~{2ftkOxu1}v@+K7TH)`Qds5e}=3Y*35|a7+(P!(%WC}uZYu&b~oupt|
z{3CU*HeM&ZLJJ+nAWDxfAkRQ~Of+W76T`?N1L_mH;o~8iVjs^P9$75SmE3K#K}`OQ
z0aa*9NyD-_Y%gkWdhc`8&GUpc<9$8LRf!OvlcYD-^KYQK<yBxO)^{Y^=xAtkfBFCw
z?ew$Ad$G-wXtylgrLk?wckvw-bggoNH&rdL8nVO4jrGXbO8%guVAY?54>2emyMO5K
zemnY0$FzA|ZlldzR+)ZSU{||QY70GG972`Pa2z}oi>)`T;e+#&5bf(`*Wg}v!uUE9
zcB(jHN365s<G+Ru7>cn??*oO5^ud$U3t8}iExNB8?QUS75xt|xBpHu8Va~Y~o+mor
z1@~aN_-NPOAPbm71c$J(R_u+z_p6%RqwR_BorK^{O!$KSJm-o1PJJgnqr8Skwb=@9
z0;Y=hEqT{EAzuzi%I#$u=_rTI@QavDNk(@^S!~RIWE$1~GifG09Y{(1ZaK<aWh`|0
z=uA!1B8)<JRNL9Ybj*4ZbIkw6!^Da5m$NRP<@f&FvJzQ-uZ;NbEkKI_RF?*CIhm|Z
z>?Jmo*iasU+=yGX|06X0pQV?D%p?H#lZU#R!Eb`w#R8R^A5S^?GX7*o^tHe&LM#Zf
z%5}Hh<<<h8r}s3&bMm_7LpV!rw7WoMq?r|;VvY|=f_gRJ^y`BsWjt(S)&A@QK^)*>
z=Gp{(|3FPIcqBw=CXz$^8G#BXxy$_{P-F&kZ4t?G8mf)ek>S#e)fp@;3^z+)X5SiN
z3dBdbT}XZe9PT9(lff;(BQTR9@uP5{S6M0cvT61aXeNMD8R@E6bvD%;hjUnJ;_Q0Q
zZ>H-nB<tKuz-Vrq^bHSfiP=I|_jsFb-6ysTOAAQrg@%3l2gq1MggIE<NbZ(%!KyM=
z&LJ)m&%i@&IVd)_zR#3JXQacnzEh_KqYB4y$MH_QUr^THi{-lF;Obgxzm9(dK$Bg%
zyp1AWl%GZ7c#uWfhFeuYe|l#SC!Y#j%Y%DmMb9s5WrQ-E=e3TOSj*QxThpx)Xou;A
z^REv))~GtCH)|VWSoT_yL1Rm(NL`sP?gDoSTyy#3%tq@Y5K>a3v`6m;J5-EVq}+5G
zn5p;n%Y2JN?fGp&P=4-R^>X@qTzlqbF&9Z<tu*CActH>7*;RYM`^n7(JASh;(-S4!
zh8=Qh=N=4|#@x#q<@`WFiSHd$bKokaUaGZPJB;N1I>&@a3XpdfiGU^znMm_M$<7)Q
zT95`;!r6NKpSO{FH$+=|IFit(y!%^w5I^5onoE$@LFuU{J%`}*%u$@>8{}lKl9@=v
zi7L0tQa9blXWKU*?n#&U&aoXVH&b<75Z@>m!rgS2eFZVX3fOLjj~pNshDB^flK*o^
zlgba4B$N`>!ZLh093<;^FfAX~KP`V4mRrY517JGagoZx?bSjU4fo@yP*2}D|PC}b`
zZ~X7pZ2O7%X=Y(3nu*K|vd6ifxAJbp06__gL#KOX_(F;9e$QxQNI|_$;AT8cYv-hS
z?IC8npNu}JCpJ_!An-Wd0CJ?BC7Hb)1xU06|3Z|20#Ap!axwA~-DLP@$&OmA3!=PR
zQSSGtl#i8VOeP?!sLKx)6}It<AdmAgOC=b2j}sl|cH+aJ-tAYNmY;fH2V6Ra09@+7
zycPLPY2qyV3O6S00fnCf-jq+kw3HAy)IC>A63BT_LzucHZ_&*zu5YWRUwDbL>&0Gq
ztCu_+NFtJTRU(PA8K$54fVUrk<NP8>8E0|i%l^(<c+G{F9G{t1A}E~hc{60;eQ<V$
zi3b84(5<{R(s}iUmtJC}PGXiSr>ZC4VcY2X&2wLSwz=%Ocv-nBFM%8w-B$i8*F7p9
z!X)vI8A3ZjAT~{Kd#izvjjg;6CO9taV4XDLo&WU;hviVR=H(;sjk#Y7bX1RPiSRaP
zM(E`F@+`cB_{lD>@3|wAe7s|=xE}$_&D6dyBc{az@^nPvXZMxEH&X&Px~e(Dzbs)$
z?F0S9tykQw95v`bf2XAT8_n8bRKQ}WsDH^ln<hc1H@fx(-t53bnbUn>LB_M|2&rS|
zL0^p*Trv)$W}PHpb&1xXa}~!3%tM=kd#zs}m-kH)TB-)<;+W7C36J;D?W<{>X%)7c
zSs0ij1%D8)%MeM<5YUp;iF04Qkc6f)CS(-t^ni!>?DZq?v_zuMX9%CewJ9z;W1H(f
zu)0PrvS%r}5GhSIKbTZz6nyq$vT?Z2Pv}7R$s-^&!$meR{;Q$s3kt<jNp_B+e!XsM
z&W2t^@V87&+J?5py>)0BeEJR{R;i6PGX%CkcoiXL;Snog_5%+sHE^v$g^I;@jib}V
z*QBeCsF}ITt+1`>(p7l%_<R6^i0w$4Z*tQzy3WJm#MlsBQWmv?YK-9QYT0JNg_fYS
zAB@T<NzPs3B#7%MLc9+~wiWzhX%CT+{|GP|j17cqj1_v@Wj0Rh|Go|^|NUlQhAI26
zV4ukE#383mAGx%wLWBLjalPk*d*_9vC2TI8ZDpo=Pkj;nIEHJT+m1QVZ}8!ZjEsBB
znhf```#QBgXffi0J-?tvtU>A6J<PB|#`;Rp&mLhxAl&B{DL2J9fm9glyu@28aN+`6
z5&zw7<nTq?T>dCADLRk19M`)XXDi9C=6f|@=Atp`<mS&Bdww6aY=<TfrvF{6D=X&~
z;_?>)e#;ug8YmXRL0Ycx#aYog<(CIB+H`IfFFU%*j&aA?%|m&gG(Xs-?ZeiO4Cjlr
zG^RiQsiY?zf=8U5U-A3Bba<*%c5q~q@X}I4uYsMHV&bjv_N|tVz6O#BX$L6<JbST!
zUO2V=&dRs<!V<UKIZS?Q_kjfs+0Ogsy?_Wyj14%!dIb90bCjj%k}ZOkkMllDa$MxF
z?SNkTY?W+kkoPX(ut+THIu4HGO$S6<7Zk=<hW(BYWF2<K66*tm{}WB6PczW)mWuCY
z8S=siHag0-Kx8VFx<|D#B&C7U!nNnur4;(^f)lgpKsQ{0fq8&{qK+qo;S4?J)=T$h
zpYwT3>}ZgBGH>+Y@9(>8TN60G0v#~9sCox{y~Afx;#s?AX>$=BL#Q;S*$QKRjL?BD
zXE>&0)6b?^@kREFzoQz8`HoKji4V$1In6(To8*R2uhhCoeqrtp%I$3Zm}e_eyp`DZ
zCI6&q303~D$CGj4s92S~PXaHf`wY^jqF$)V7B*}7jm4hm0Xz;>oo9!SK(y@AX+loG
zr#hobWdFJ=_S-Lyxdp_1z_kYJ{R<Vy+%hyU0H!f<!uAL-L%fYNMs61Z;5Z_$L^bl{
zZt8s`x<3Xat0xW^(nMC5Q9c50l$~+a{t_W%^oR?!W@E%K%OgP5Oy2!~Cw`xr5YSE!
z8dMz%3oyr7G>=~^%*lV50Wtax86V<&@d!8*KRBtsgx8dC-DcpFJOaMukH9CrXZPaJ
z6~RX!+{@+gyctpN4|=-)(Qk}l=5Xo>!WFsj)q|JJ<Clp1tGEUsFW`0D5WMG@d0ut*
zA(H+tj}jh%vgs2TVyp40M)|u+UGRfOAz|z_BWiK{x7V#9AlAeP|KW<YfIvSF4A6Ii
zo1tvAYzY{X%{$%qSlHuatG5W(PUz2jRiyfLKLASm&qJg*y>+5lJ62~8%XBL{@Ohdu
z-g767ha7NpW|<h!-2;<*K+8i4>yfFC${N-gWsi_&M@?K4k!8Lb^Ij$S=Y)ZWyih&k
zt()w3d^vPSW^ETM-6h~eFKMKl3|f{4Hz-?qbF}&agSqVEG-!eJ@KW_kULw4KITJ#b
zlw{Htzt?~aY+uMhR<rhI63471@cASVp060iUr4sm%`W3#lh&tfGT#e3h9*QOD8&vX
zM$Ux>@3A*aZ>_@u*4!oLD@(rlN`O|UISB5iLJ@BDGP)%gQxu{aUJe2`bs4qwlP_D^
zzVbz~P|XK0?UGQ(Om@YH9cetDsal+4Xo%`>&15ZI5>qLW){n_6&|SAduv&j!cl;^G
zgzIuHkm6<JTUt^zI^P&{YAaGUqdE<F-$&?dPC1+-9eU_lnN-yxTq2jFJ#-BI%e+2&
zz}Y5Ms9k6$cC5%G#bCP2UXlm6k<vDXUq-h6Ik7wa7Rz<pfaT8J??_ECE~5D|xWqut
zC3nop>S*WST#EB*_YE$0PU)EV#M_R@chekwErku<;mKc(5j8Fse_un=GuIjr;Fszw
zvIiqZ8hZ$(GyZ%SZClGX&1gF>g6z?sBkUq-Z=X1dTw<1%fAs7ePasE(HpPtV#n$=d
zr8zPUQS`e+!O{x|LhIe<PO9zE@h1%_(|4+A)88>|zTLtJ^!Cw=fZMnfjF?!;NZ1Rg
zzScjXvw(_&6H5nJj0@}>eEeGwM%&gl-iZe{RIVocW-ZOnxS3CP6fiF<?UZ`GLt1PU
z(A^<=dV`<eZfq2O^%A|Ux3jrbJe)5hOqXYh&`5b@+ON8hw^wC+NJo^k-;(LLqT=D@
zJtYDjeWF7__xgz-;%#|}cmpHBvDlj5Bd}5B4{0c>Jkm82t}0x3J>r5<ZqOqv)40PG
zs@8T(rBv~tr;u)y`q6glP1cKHGMR^!$QVhq(~Fs<`XXp0PLa)P$@3vMFO<mf=A>pC
z+5+*wxpq*`yzqPD{DyZ;R^9R&DHElX`@Bmf33lms-cJSU5lRN+t2L%6GpQd_p2Qh~
z7<T*LS2nJ>w4MyQQT%lpm#hx%)^wEGyi@vd177%8SSNp~T}OC!RmElp`cRj)+wij?
zRQ7PHw_F8+p&!E^PD=Q;lmfs-(R%7W_d~0<JiMQEDBH}gN^|LY7zewvL86|rYWJCd
z6sHGfKY%87q<A`hD&ptz-j3BLt!B@fK8u9pd0_u8^Um@ETL&aDB3Z_RFGZ};$LnlC
zrAIl2^XUEDNzrUxW1Sv&*3LA%$og&A>c>2G0w%%<(mW)k8)rkd!29hfU(<;>^)KH(
ziIGGDW|B6Ia%+(vBcwudDI>R&+Z>|&W!h3DO12*MsVS5EZ5fj-!elFA_%e1@RQl=S
znRaGPchX+5FCSW6n)XVzbTd`sKk#jlyDGnzQH+>IbXG*lJU6HPz>3Xv@*I80?J3G?
zAu3pLPvjqw&(G5~o&06D4mt7op!Jc6kyHqNW?@)Wwb4o-=0z3b+scOUq*}g$w)j7)
z`snM=c1<Jg#4z(bm@ff!v_5fWWGNBr!-M(2+lT}wRb)gp2I3Z6v`R(mgO@gJ;{o7%
zt1VROuaAIzSAe3*@dTxfs51Lh9^&#h=C(w4&YT@gf$N8#Gm^)o{!14fpRT(j%D<WM
zz;LaU(OT~~)Hw21o>}aJZAB$BDWxvwo{W&9YFlzp1WPI3Q;0u<r){@KHr=e7(KGFS
z(I3t?j=de;U!yQggtLK(D)+fa$SQ`f%BF#|to3^%n^>EnsN>JluLhjrSkMNCtu@_k
z%MSxEiI(31ysMbeJJAvyQ>Kiww_1(b)Srr%GB|R~UYEqzogQ~B$9^$so4;L$q|_FS
z<r?T%Im$T^Hs+}5q&3RQQl^NvhE41(A%Q`yGMB=y8HmZ$Qdit7F?o%r63KvGengB<
z7>9|q{mU4Ng)`A85`r>5lozCU^{e&AZ}s%TN}@6y!g~lt)o1?^5};h%bc6nK`t#fx
zJOT%b3zPgvea!F9oGpncGvq4@IrAG@lmAU|@Gk{|x=Zywlfklcq2)|OLi&d27v!4;
zK`f|v;u5U=EIkz`Mr|eZ53FOFwPtU^cY0y;8;mhBI{#>02a!8ojgndRlg@=zY0%v{
z%Kbs%TDKj?2%jc<2kVsa-O@L?htbA!QZ*Ht{jwYLv`1hy>=Dqdmn~RgA6qDFOc2&(
zOLPdM`gr$qRp1^&?y8g;LYoTJ(Fc{OYW|$dS$q!JuK~M@Jb^g!Sh4Ag+{>tJ%xFJY
z3|y9<!SGLF7=DJ)Ejq7ns{c%GeFg)IWPfc)rKk}_!l|BK56~eyG3Z$G<iQFt2P@p#
zZp@N6`9rY#>Osv<*NEHCoxlwFsEJOcU;OG2%qeREMQ|`*b46J`0y-`{5B8m1Q&;Bm
zR^kn7la~3r>F0%}oQDOonOfNa-Lw$OfcbT1iM6bW%Mz}hhquyqNBh88;246$hf2vi
zC(zHNZYc-icHtQ-*T^KEhisOz*&{S$jcBam9~KLd_1MH!pXG1p`Ix$2{<()eLi?$N
z{v5oGFu(66H^t~?TVjSp54WX(=1<8KLt)M{@Q$F8Udn9<Xg*JZ(5}_`Jf||Ku>d+A
zNwM`I@DXSe2oTP+@>aZ@sR}roo|^cM(7O5l^3_Ap4Ncv>%zNK-Tgx>EM7??dolPoU
z!+bxz-|O*!_gePpnm@j8*VdzZzw6x8OcC5ND2>Q<M<emkWwY{ser(%*=#QBlU<dEs
zde8t565QB%KFEOVV4XLdNPHpD-A*1McwKPBeSi+qNY#zHsNwCuxNZVLNmQT(cf9?n
zqM|doH%&PA(cX+atSRgOtpfjtVYtESYB$h}oBLX51#8^8QfXDjueXieKB@TXLeOcW
z-F*uo&Q&nrH(dwX`7{7M{UACfBUh?j_h8%EM?uO(u2oR0geF(sIl6t)0XlHn7~}69
znEa`F>vB6^Xh=3?Okp5SjDU08ADKjqYm_T_@mg&j$XVsLy&-GpxgneELqJgO%l*J$
zO}+HOlx~wKlax}MX$6{RKNgeHl4!g?@;v-+p}3AA)52%y!uQjw$RFDYZ06{No-4g^
zxwy9pY?^I1{n`9ekYM%6s~mjK(8EDlO^A;V?PPM7-R~Rx?Dnu+9J&|qh$Z~uFC1Wz
zc11lOm4@}d_yx!D-kA?uzXfS4>VCCGAiCGiR~x0Bh(@TrD*&ncXivMEa8Xc^r<QsQ
z2XB9cL!~UymU>fzR>C_*o3D&CrkH3)hKq$VxWXLYG^Z4Bu^p%eXbSKnNB|1&uk(SN
z3*nx1x>HvYky_pXVVkWTGvEv>#8~mN<OO!IBW0nvVG}yO=fRobvY}CFL%~K(_-%1V
z%gcgtYvI01#gmer-67oC=v>mljTpowQpACJ(M_K2w+vTY64AatyR2{`3@=Ee_#1b*
z;l34dbTr{lW38KWJrUlfTzYVBU7*_(om-cR`c8f>(1JF6b!MskY2edcQ5hIc_Zmru
z5{IRRl5L7IgqyngsW&m0#-D#?ffzCoVn_+gE^kRGAst=~>owm<wb&3g`+S*8KnB;@
zQby}plYqUfs4$B3(VO5MOdN4vP4jRC;s>gHVj^J@zt^76LS|gY%wM*qitF1E7a!wp
zkO7vY8v#%KLHpT!uqUn7We+9C*V^a4X>YQ1zB6NrKE1BNzo&+#hPsvV+p<(|w*)4V
z=e*fbljRM>6rIG({YR3e&SS9LyKI)t=OF8dr|7K(D)*#0)J?jH^f$fGbJC1;Cs^Qj
z-NF`8{xe)zLVC)UB{W;9Rke+FM2|$$(e+i_;@5dL;&oi`1$uE>y4xItB$6m8*MNIG
zyIYFPDU=M*U0<9;1a$Q*L5%*~e~7+UC}1{_U5ENU0<1O6QLe~RWaq}?uC^ADoRmXQ
ziFrHHnsRFgny!}HFd*e_woH6Dkmw<C-dxb^$soC9lH-a6hunp`Fi!ypi!vn`(Mmx1
z&*aXvIIc_nR`PFP!4_@CfQ~*S6%oJRVkU8Td1ro$T=H^nX#G-p5=ju#MvPGbVIJ?D
z$a0=tuIzN?76)`YR7tGNAZ2Eq_5oGis8S@-g!!e{6h#5a6fwDK*Rv^;_tJkfeP-_o
z#Kn1Gm=9<W&~+cO=14>kt2_&sh?2NLp4;D=#cA0*vz7iS^~?4a?U-Jlgo6sgFZZ_H
z=r4Ri1R10!dO;Uk1P|~4SaFt1U(5Fq3~+q#nuxD|m0@%Qx7<8^Ll8lQy3ed-W-P8}
z_9Ku{@hkU=Xk2BVSMxL6?fLGOs_G$;D57w|FXEM`fpSXVPxZ#+_0eq;xL<L}?MP%A
z!Ce=@j+QA@Gc3yvnS9pbJNsLxSZTd$ym&Q2^BW?#Q@dLj@cH&*XA|$o-gkhe$%`{=
z;k|g)Qy&kNPZw>H`N68neC^^A&8A;UmR^9SE13xUU&rUi8b?el*qhbObj(mEpKrhY
zLpgj3M1&o6NxAmVTkQmKi3}%Uuy+(tUKZyGv7IVqGIDC={luVz)N%65#q0_eM9U{E
z?#ePZ4S=dF<;rXpK*qcCOdV>fK?$Z^6E#c`q_6lLlRZmJ3kP$5l8$A)h3N4`*oJFv
z+S8$O#7iq`&4_Z*%$a5HUa$RTZc0;GT3a)z0sjOxX#7MpSh*@*K*)w@jfF@RCq6~^
z5Y!KAlHd+6|M_ejb_Cb3qjptW*X3<xC*BljkXOt7ns~*ZVB+>S8#8@vSv9#ZTFV0|
zuou}#XH+&QCMus+lRwb<2o7K~gZ)fOj;cVVi0RI^GaQv>4|+R7l25k8BmKX+InSu3
zwsj2$1W`~B1?dDK2vS550U;2O8UevV7qS(QKq!Kg&;tl4Efhfo1*AwPB9I_erGxZd
zrAdpFP-7tRuD#FpoOAcy<BWU8x#Rx0zvjxyS|h8>nfcD|eZFu0SYSoClxP*!sInq>
zM$pl~v8WpE$^X);`<in}lyBK+tC5s@Wy-SNu?Q0>)mpU!iQ1P+^+d{n?(U#fQ9X{h
zae3T|VBY@y7Pn^FjdbJ)Sh3~K&YWUq_pRhj3eu!EncFJMM-N-0!sMG##qrjvz0K85
z&h=cpZK`OZ7{uoF0nwtpv)I1ceY$A#JH}>hgN|l=>2_aFo>K9C^X-@buE#Qcts2iF
zufU%{+~P4zI9!F4QqoYNbh$}il+`ZH58u<Gj9=whO{w+C4k*}Pg?mETzJ9lF7qYcY
zo11#NWMTl+<A{fbjm0K#I(g6g_AiDd?TL*JRO7#F=<gd`U$CsEgJN8KGM*tnmC0yO
zc=P%yCfr0OT6<#*X70TcG+I2Q`ijv*3|@+oD@WNPPkg-*{vaT*Ldrz`ZH8_}42S$Q
zry9==rFT`RLN~D46%He6Jg<D*An-NA98!+2iPXU+Q+q-2YnR4wOZVsszf@!&7btqd
zcV@FaUqon@5CVb=7>ILc6Rj>&JtX9$A?t(#@Yd-_@uKUPpAJr5Zi+akg~=FC2sS?-
zrC<TbZzPOZ1;{Z_pMZE)#oxrCsSN3KyMV?Ft<>T2wmf^=5is)k496OSi|Qi`+fY?x
zBgrdrN_gYV>ukwSF`lPCY@M^SR&N7^HY+X`gC2PAAx>1RAM2c1*f4%XzxL(Zy1(lj
zl2f;NC)$7V${_;hvabP<1#>wjs{Otn3O(b%W-5_kPipeH|IBUn`Pgy6{#hUyx<r^>
zH0Cv2)X57b52vDroJ~B+f?aIQ&oelRdRo0s<&RUQN76g~B&1NU@>+WCzcQMX?|?tw
z)rRGO&|=@_wupk_&jvIo<>7U~I1n|33$~G<8{phRi^c{0mZ(J^{X4GkGmOU(!M&Ix
zEsNMO*p>su9eJdtQP#0qmIF7Zh#iF71u7u~Eoqnk2_vTu$2o}ZzEG(#+v4}HuCnC^
z5Ut2LJyhyY(#Vnd3Y7Pa;lwnU#Xx4h0Z{xQzxn#Nri$MCu?thEsG-zW4PKdK4rdYm
zeZW^SkAR1BJ7rCZ1jH@K8j6KnIUs6By0`~u=BqnJf0y$+XFR0q&GfV#;NwMj1e2tc
zJhR!0+$@_5aJAY~G10bugH`7q>Y-w;o||g8Dh>$)5pFVBcroR0+)h5rlyjaD@MeSm
z%B20d&lm>@QS6xzw>uAN?d}{a8sIX?_jvs7Bz>h@=!6l&T+ZLM5rEJ=mRSoFAU;@*
z60xdyKUNyBa3^NkFKI$DzvNO=9Vfn~jy5hRK2Xm0G+O(9_!0ziEdD)T=<t9M(@UZS
z_LD;mlQcdNg`(#5IKPWz@!~?Ms_MUVX?3zq>{daIm0$F#I-DZ2wcCq2QQ3{Sgq)--
z)M(Xs2hFVhqLXWlOuO`6x~;5#N;zx2?y@*)(#bx7Xo#;&J{$tSXNpD?*<!AxyY*qD
ze)83VNz;NC$fL6Xl0Y2~bPdcUc>@k%-pURe)mHNlVG@boS+@pczqROHaQI~h!;Mk>
zFA2P$@5;a=)@Wt(!3|N8lxsN|h1WRq;?C-LHTRg#UW~VV5MQ7WQ7NW|*E_=5PPv)<
zx*{nmdQZ9T#`+i#_qyNOvdjAZjDSlPH~~z;xq(=pf*!-Qq%P>r``*g?0}k|SSB`bp
zs(Iwetb0&!&9<xb(;5(?yq&n6!R#v!dzaDjnsy&IXr-i>Rr=)aeIzMKdN|E-@IS8O
z!g=dPxI>0<F#hcWc$Z?KC*x$Fh2}d&$Z3|ATF`Z+8*0B_=N9fU;<yKb196rRRHT<X
zVcDFAJEubcoz$Lp3mqO#*|q?D<%l|d(%H%se5vhlV)i|`Sh!_}(NP-6EzPfo>A41p
z8CZ^Pwd5?HLI*XH!as!SmM0v=)~^j_9TZMD+4~i;pq~7Kgd~f4h0(VE_5w5ew_m~F
zgniXlHqH)gdqPi)0@aM$0idT62PP6WM4yFkpVRl9dP}==6K9Exki8agLCJ3$NR2G!
z{B$5Ru)c#0rv$9!cuP<Aw_R{}<NR4I9@9o)Udsa&vGME8li3<i`Z^4QDbj`LIHi}S
z0;KCC={jz7@E)$y(S}If<f8O2aqcT<5k96A)lUsD({ALFhs%Z&{OLEPRC(q4JNd7o
zMr}LZT7!(&X{)|9Tqh>4mRWZ2mnux6M`Y7qbI^(Ygj4^yRrh5v>jFWZkAPH@RCMG?
zEZ=|O8uJPzs-0MFH@!|UVK@;gG*}Qm((c^z8T2%`lFcIJ-?Yg8qIcQG>&S-1Yk(ex
zDEF^~7t6(2WNCgiYt0e?(qntomj8Q6Af_B2|2jd^*Ywzmpc5la8CKMM&C{Jea<4Oj
zeU8wV95xi2s=XQs+QebH3&C`s2p7kW%R$rakfYH#HO*gY1VP>UrUe7?L-<{zBhtUb
z9tnm(keu4S8xoG74?u#(8<Odx^>UQo!n@?JYNy1-xP_+YN}Jh+>h6)&Kc#kq9OU=*
zQYwnu(%hJ}PF`@Wf<t$?sagR(2&lh(0)o^3Ho*O}fX~CE5dtYDeAww=!$mb7RWLPu
z$LgWx+d;@saq-PHj_2BU@7tO1@XS99wO*cPJ1iFLFI#o>3mmOqeCb+8x$RuootLaC
zz6({BXc0Ui_Q+Eyw>-@oBXk&vYky+Ker3qcCFG;6jDgZYhkU^n0a_l_#dbz&?d%C?
zej|E|W|E~gP?$-!gvEDY(Db^YjA59b<Xs&JcZvUnLCQD~r^Stmsa62VUg~yCEAy-;
zZ(?ax#UKaPr+=Koe*et5RY7#2772f8J*9m(h&XVs?g=inVt8L+^@dC1oaf}*AE3I|
z>Qv;RW!~SWQJieAszgVjzggXepF=+XiJDR!#kglOg6_J@p`nqW?XjPe?awxL<`}-O
zxw7NTA=TOJ5`eFI?CLK)EnsNck7ud8D&<6s%Xww0xE|fZ1h-)sAJsZF=U&1p(e&U4
z=;*<XJaYAiw~oG9B34h*#5}BC@20Ubfwsn~{|xK>2JhjHkg(A;>UT+dx_#1~S7!U8
zhu&7aBeW9F@DW%S7ofYdwNwA|5fZY-ZU0zmk(pcJj=O{}>C2exEV70@7vf$e^=w-4
zR?G*H6Kr#8f}fP!^zINE9KOCMyUu*Kj|ZH#M5z|Yv`w++6+l1eM_T-;mq;$GgPS0T
z^5i&DmP^8HTQk#*BnDb~PJoCJ+zur@;C<6lbB{elBq{E+n(y=u2i;d|G4f6h`C+4X
z6>L{}vcm%Y6`HA~X6E@ph_r4F-sr1xrLuSjkx$gmSQ7$f3|Uva4LpNhI}l8d$MkhO
z#<mD%M-K*()uAFkKv$b%et<B5<sAm{u|JS2Nd<OIexWhQkWHT<17U=|KuIff(>Kus
zp4`f(mPbLqK#m8$w22wqIkO@5$n6J6xEcHV`To=y6+Zp<)J)gywr!%h$98p%aRvHz
zGkwGu{T%-<_b^K9WCtq+T3B`c!4bqp7LC``;0Nfn%lZ!xz3G7@z`e{cY+$J@yb3f>
z3ymY_)6p3)<+PmZ0UZ_~TRVn#pY|Dk+1Od4=!X~S?CX*}et?R4E3|%qygOj~7jRmx
zAoLXq*-{&@ro@3j-=_bi4gGY#243V3kQb=F9iuo>kHj(6K|55eVMQ0?DJqtRV~0Mh
z4jHHi;=fFz+!2pd=~LIy?h`@pAyEe@1+b4Y5x})wkX3zl6H86OoWo)R8B|<ln1%-P
z8|GRt-3N{5b*NP^^6iLe1cuE(_{Mhivmc<yY~WdPPJ=0o-GKH30?nk`p!AK}14h7o
zm&6`0Bpyg&$*)NEpRCVr9L~yi@J?*=zJk41QJtr3YXXg5I_`zo$gDX8_-*<18|M);
ziTB_q=|^kCX1XIN$%Wa=2`zq1$u~M1vE@7*f=64fA`eN<Aeykp(Fz}r=B$KoOtL(I
zj2}}DXT8{^ljG@5>rG=f-0|YAiJ(<B!*+d}$SND-pQc1Mq%6|PvRP7dE8{g|q#~I^
zgFpPDg6b=#oksJH3nIduSYeBq!0q%r$zX$3QnR-`!Algz{d9_hgxF@MUFZI_u0>~D
z*wa(}0n1J_Iz~T(`p|>R4%jks(6uN5dGlsij-!Tyv(rTec1;y_00)u)ecz*T;bL83
za}A%2@V@t^9ANPrS+j=Cl3mUR60K|=eG4rMjl(@79OZOdo8-i~;%-VUcT2jZ?l90N
zFN=-U!3_E)ZGhf37P$x1?fFoH#cl?5*dfTA8Cm<vb41U2z%R!q*Y}v#^{NRnQn94v
zs+CCCYB_jDXIG{rox&nRrG)}cD=r`tqpCPu47KNKBq|43d_^=apxlmC$6@BNGI8>x
z7RMdBtOFkaGwZCR)PN7PZjta|1rve27MCZK0zM~qs$^#xM?W2V<a%Z4VrUA56$2I9
z2hVj=4+EZa9*i6bE2RO!<Q~Uy8U^^h$2hOd|6fOl17k|Cen|oK{UacCZ~g$;{Pwga
zaf?7+A-gpo3(y+B9ul;4*(EUM*L?=GW-?$bs6P%`p9dcp_;qs7O&4eR`?MT{&BEY7
z0BqLreXlAMK!Y0F>RFykE=h<VTD0$}gC+u4+AtG!yp?IEM0u7ql_cB^#|QCD7>Xtu
zKGuB3-U{u^eV493JZub{3*L6tGuyC>T*lv;tWo$luY01Jail?!e-2{A^aAatMQ(sa
z6p8k%xjxfFs^i(GnlWNd^rM`aQ~YG&h0U?8o6HlZs9D@CvwWA=z-&b>9>AF6Oq!QI
z{@LX5JMGEa0EktRfPs3?q+<?zGRW!shK&~EddObc+R|#D=xASi=rPZ(pjUpJf8bev
zE|q?5&G1tvdx{P;RBK(|GzjJ^3hQB1ZPIEy81_UGEpLC6a{9^;Y36C<!vUiFoHT#7
zwxv391{`@fzG&IEts*^<0ro2?yYa7!oC{XGlCR#>ygzGaFhYz@^X*}5m7c+e-3@_6
zigMr9Vg~KfXBY5V6LL^)@bgJ|V^b}B&R&G4ino^BOqc#5!MQLf-)z|g>z!xy5#^HZ
zYyMIg+t|ZcAOWrzXMy2)=1z}8yA|IaCGbq9J#V>EM3rpfWqmIfw`|dr^sO}dow`yr
z9TBjOdk$Cpvw;0q+nhjL;l{hZRqGYn8jGdJeqX1M7Whd4#iTYH^|ofrBnRck%dc$N
z4tCgUxd!UZEKP5!6TlkN+5;XMT2jYVyIi;e*Y)jj1dGuw<X_y;-`C%Vo{^&pCy)rX
ziel~F&))2o@qDobpRb0fG=Cd@g--p%8x#UPm5t7Yo8KEMdV^1xC3fB$R&Heli!q!W
zT(Oqv37R<zAi!BZA@Wt2Ol1$#mF#_6=IQeu^}J*pybpS*2<hgqYtnypc<%=Y1!o|h
zK5`^9&J5$TtS0!5Roemi2a!FkDzrp-wf^{5!<8IxxmAjHdcvZnG()*Z0+`>Xx4Jd@
zsws>9nsw*7jPz#SdxRdjTBe={36)OcF^9!xFbgt~SYH&t^BwSGT)To<Ho{RIr+CjX
zMznvx9XlcrL>U|zJ~Iudrxjl9{6bXK<Toyh=7QGy`?8#o5cM$4Zn4<K@fBanpG8R*
zz(hX0J^%$55V_oHhUHDpOAlrP;d1Imt%6q@PO}8oGA8q+Mk{;5ffrh(@1^j7yM%Y^
z^A?>LS)SAntk^Hky>U?GCf_oc>NuR^nLBpJS@E;edyyX?0Z#j73**?ZIYWBHvdIGr
z{o#eSrkcA7jmxcyD~Dkg1kdT(Agc|bo}JWAd6sd7u<iX+&bUWN%-9{+tpPXUO>;D&
zk<#*HyBN_#@I@qLuc1)RR}d$!HSkT;XDl&-yn&d*KV|s+i*1g}1|kMS!jUT1yI3k;
z$LYs^e*ILD;ZW$u>9mTk7LscIc5|*AWUndZ0Kt9(lr8#%lsDIr>L_u3ejA>>y%OT=
z;RqZ$s=@gUk~ggOX`-U#le1C^TA@jd>LOy`a7S#o2bg2T;%rQQ!%SW|CjqIi<bECU
zk$Yv4e|{dQsMRbMw*8Fy%6hf<E^4TM>|m1f@GS+I>YzKj6w^ZVy%ozZ%nn@M3@>uu
zg~N}om}Q9V;Gl>I+C{|ipiiegV=mFyJI7TAM1m^5^AVg{CcB*|rui1*I`$67izM;l
zH*B=FjV>_Fi~l3$_4A+P-)+ww1=+r2UObSVGvI4Jho-1}eBms*nKKdQ^G(|~G&FQo
zP2l)%kJ;q(`&qN?02{5ozR?nw9lcOqVZ6L>$zt3-U99o~MgjTv%$kA~@0%mb-rf(!
zQ(ycNmaS|2)>i0LxnSdV2Fq;|`-qBaS9Wq>i&=SV_}UqvTZ4w4s?+m<oVou<-24}>
zmGM9Pjvvtk_z|C!H-JB-v@7y=CUB!dDtq-jV6BNDW?&j)A_nsH1d2MGwgwNJoNc+;
zf3kVe$t864B3pddw5*wJ032sL43%cBE?%k%>--#|BH>l3_u%j-M1;AMwhjq!sFU8v
z7L+Wl2wStQNa<TquJ(J3k&1n#L^S}R0l@$@a0`%$)Ib-S<4KJ8EYXsrH_Mxqv6?2#
z^%Bt+q4SCHmQ%umo|ZxE$huR0-R!AIk5V5min*+{!I^s*T-;~W`QwKbi^QeZ<$6oL
z_n}*^4~y1Src8C{2ak<LU6i=JDxt2}){0XXJU*~92~!`!c`C<<G<o6gohvC$;`7or
z7hr2|fKu$`=)@XO#cso<WrL?oP?A0a0OeDzbzV@ON8-!Wm=3}><l$~QcBr>wPa3M)
z*T{C?C$bcbY4WrN_sNt$zt0;^@GLaEv?km2I2hf`c^ky|uny9{_O0$LP};@>-*0%V
zwC#<xkFHs!LMI=;htX&olo_-jN(#@JaTaUg)!O;Cr}XO4czK(sdlzZK?F7&Ks?BYj
zr?j0v+<68C1V2x802%ojq8&@)DYJeN^JSIu;!BJ!<n)Gfv)~w2!RO{(XG+Tz6cV4R
z-dc6Pr@t-5CnlKGhnhO#tcQp~^i`x5gH6l=yS6?=33mv(AIdt$50nU|I)dh<JY%kb
z>8EsN18nZ}2}j-Bls-QnYPUK7u{&|><eg2~!)VGt8pDu`2x+P?Q*^CX^%eEGjIh-M
zg>=3MX0PN$hwf!70Qtk%4SI-6tsiIwx#d|-6>sx~N-#wlb91Z7uM#)+2U56#v-@iF
z+;Cq|gp^m*&KKqJZ#1=<ryCse=+s&a-GK<$(HRw3GcTdRgrr4yvZGgf-_j?ct2dY0
zb%^tO@P7BlGgyDt!9IV*0jag~CB;E_sK(hharxE#p6^+pV$~%&SJBgRx%7ncdVv15
zA)k~vX0|fywQ$0}dgSf9d|4hPj}?F|Ny)XFc~W!vVLmz6XkguQ(#lC+!awZRS6mmn
zh<Y1@8I-$$d48Z!Fba^1()ZV<*hhr?qXVT-J*YUcede8|K&G<D@63pavdIY`sT2}z
Z$uvPvM=?eGpA6Rjbg=(=KKRGze*qMlRbT)B

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-154-Diagram of Transformer Architecture and Corruption Process.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-154-Diagram of Transformer Architecture and Corruption Process.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..bb0044484148aa80f4466dc573592432628211d3
GIT binary patch
literal 46591
zcmb??byQnV+ifWBh2mNuP@LlK#fy8eQZ!K9p+JE`af-IMyGw9)*8nA0ad-Ed-}`>|
zyY|PGbx(4#&RUtAGdnZ$$e#VY{CW8cc&#X_APYc1000o+FTl$pKpKFCf`W>IjE0Je
zijIzkfkl9gg^7tpivI?efRc=wijs_i;w_N<-CJ5#ItmI#ekRuUoIE@{)b9jE1-L}m
zxp}z$xd{R~Iyx3676~>s2^S3o4cGtm@zM#vLj&|9>LDV~0$$-EAmSms^a7~i{X|Ci
z*8%vC1K|}S5;6)Z8af6hyaD7j;1vQQ;wvOXWMm{Hcxzwy_W&e3WPBP<Nt8G0rl_<|
z1Y7~J*=Tf9)m?-dQ>Q@g&(4A97(~P*q-69A?--ewd3gEw1q6kpKgh_+$tx&oYH91}
z>gj{b%q=Xftid)eu5Rugo?hNT--APbgocI3#U~^t{ra7pl9QX4Ur<<7TvAh82dQsp
zY-;ZA>Fw(u7#td&o`KHJ&Hq_|t*vitZf)=E?(LtQUtC^Y-`w8a|APwwfcS4%@Xvn(
z`=4;(!EwDpLPA7B{RbDqD-ZaIh=+ts!-;|~sg7#u^oEuz0F6K@HoLkDosL`Ml<>3j
z6b2EHXN~^sA87wV_J0N}@c#+fe**h&xL^P*L<IQYA>skV0XO%IMLQ|NK3)uo-Ew3}
zmZAVkWq^W=dR0^0In=OKmOg$vO7C2^ny%iLDQ@*CQzLxN^BVXl&F*R0ub3(QP5!D6
zU_GU5T(=Kk%nAShe`d|-{k8l?DdP+)45zORVM(=pBbvKRUzxg%yjef}=NO^9^r4}q
z;Z5kr*y7Pfk&>IY9s~IRlbqbZ4=IFkd|1(lEI5BJdFcTJ>N5ZTPmTA36>?Jk1P5d&
z=_Qm_%0G^hrk1?Slr0z9q|L+}$GO7+2fJmsRkyj%LH8cd7>h4}81-vv0{=-Ll@~yl
zf&bY)U^S=d1@NyHu>WYG@${pQ`jTp<<5Xw$(fb?!|NahDem(0k_qgEITNa0BQHB5Y
z2}iU$I;wcadnt*_km){K<X#8l>hFOk%s(aFC+@57QWz1lD|`lCY5r|f9onZu?pVU&
ze*tVXRfHt7+On#W7g>DLDyDetqlQYpfnH9ZG2E{};58*b8D`G(ri#LKE42|2UPuU?
ze?~clhVdu6I<URp5&TTya4@lqdp{30HJ{__UQ#^&@B{B;v*g<FrjPgXDpfuD*pg#2
zXtO{-N*2?n;mb8O=(S#R8yNacV-n#f6PKtA@4UOL{077ceeJ+yePl$^zqHKhPY)Mf
z@wofo#9Ow&O)3IMNeb62u;H<@sP*7g1)}1aOn+?dyX(-Ttydq1IDMy^^cDX`nl<j}
z&i8`Ko+;W|QdN9~wwVa&xM*O1V=n*_qGuEN8WHxr4HhodgI5JVbjC?2C@83|dWI}`
z=lNk#Tm9bI@gvf=?A*6At>VRfxqCOKGG@*Pl+fU>MMK6*mJnAmgZ<B?4CAYGbCEHi
zzYKGmXQE?}DuYsTGu(7$^IUnC$XDV&_7v&;vG;XizT9ZQmK3%WY}@h$Ve%G3K)h({
zYn*v2Ez>db+>Tt@D*rWl)qCW9|63ez+-(7g85lSNA^bpU$+rX0F^r>^X^Z~BqsvPj
z$!6iIcj$(~o(jcu8NP?U08Zm7pI%*wKcezDS8Z8dk(Rw#*M0$H8Rx$MzHQf5wz^@L
z_r7OOE)s4Hp!^z#v1#t4tQo&cQFc%x3U)E}0OOru*%g~iIDd@(+8AdUWvb?gLJ;li
z0wQB?6AfsYsW5A8f8hBBoa#5KkNrs!y<V4yE@RlBoagRERo6rq^a4PqeF02zXubeC
z&D2KL7d@$Xl6ur+6YKl2kch+rYc^w<*$!P3bVZ57*OD>i3T;>snB^Np<v{+Az|t3h
zM4Rdh0AY+Gjxf1RA$Fey={6kz+)Me1Sa~m4#&SZ*bA1!Lpts!Hr909TCm!qZn#(V_
zL@RIkC)B`QxUC1O9(!Qy&k$`|&(CSH!gkKS<~)z(?0t^D81qG^KXtvwrC@P_J=M=>
z136L+Kkq(hPg{sxn2_0yQpI|(4EI(+_c<UX^BFOv&~3xO`g7Al;cDw7!%oc5+nA5{
zTF&x`=wd%~V-;c#4AW1dkTZhpieCU0#toToV}_YR3?p~;bX3FT9)U?Ia@W4&_B8lj
zeSTVl<Jc5&G<E68)8^jrclg$2CNZ|gyha+h!O1u5`p|qRzEagsuuNY>T0Cs0zD}>=
z@)pYun6*V^NC6;mi80g+W>WY?()7ifXl<VnKEDBjUwM7OqPa^$4m>%ec9Bu+hnLLg
z@8}kbD!zNh`tOp$JN1{dP)LPCau}Q2pGQ}0g(2#73;bWyCIv2LAj{xJma`MlVJBt3
zO(2r0deexLr{!Gj+%}#R-t_|bp6tI%T<rf>Fb{s6DE_Z&&cY!Y=URW-c)GbJ;THgT
zm-%qeM<|uXFoqZKHLmx_cmB}r#<td^EweWwj*DgGuOpcTXyor=+O!y(Y$uDlYA3lw
z!L~`KeSN(i^Dy&yd_x(B>h(C;rA|IS4WA9lgW{qzFQYJ<@h%wxtx#<3c6@U30OI=|
za=ZJDaESb}kY&7t*X%m?BiA%$;0KM)8?0Pm_m1%a%J(kuAR(IX`()6RFC*;Vu8XDy
zYaAlSF78svMWR}`qq%SARl$W3f(6#;-?{2v0F0M9$8z)2>Hd}uS?3@*`Jt!3#+a2i
zE{i;m!FGyNc>2WMDUJzSt+6qM4l{%eAES`0@gy*E0SJ?tyCmu|1b}43Hc~1G)*1SG
z9PM~EwAfsLj*bFvy3zBJG5EQ)YIXmNTt*tvAFT3#{xO4cP*5yux{>l)uAE)QQKy}w
zafT-^`gpnG-Gc}=f-L(5&kyV60o1pbV@4NlPd+O3jp3xOLmLTY)q*T(cp;>Kje|Qf
zcO-XGs=B#Y0*iEscN8fXs>J)St+uUAzWD|P>^w*N@G;`i*v!gNt!ENSTcHERni!>N
z-olV$gAEV+hhr<RJW_k9V-c%A7#B9%3E;UX%0>6Pq^u)%?_;@gIFykU&xXVK*WElV
z7uz9%=b`<m=VdL}?`_Fkg%Y2Zp}%w)>9GlWvO@XaGHRewUG2`r<q|TdFen2{j7Lx4
zqv~Sl9<eT%3rT|Q!>*4Fz!`5u)RJ%r{!-j;l!N`d6*Dif{;^6Vb7^raJ&xeiyPT%N
zv*0q92={6z(dQ6}5X89L;(-kfnf0QAF!LB?XflcU`vw8pU%-H_^6?P3E&XRsCjNU)
zau#i!eSF_PJyK}H7%pgL?@8b+uOmbeqb@5~?#M63o~qAM2<!6rWYNNR<hU2}6U8Cn
z+ALD@r0kbOJy}wwi*uaRurYsno_@klG@7uT8ItYVVu6{I?+uo*d9bDxbM=%?Dh7?L
zbPkQ7%LX2J?>jCrp&jtfw~re|-syM5%D7-|C=rt?32#$@BSLXkDeUfNGyi2Zy#KKp
zhLK;(R{jU;ZIhI{p~v%J8C$n_!N65CnYcU%H*Ul%Lai~Nk1?P%{G(RwBJni)qc4BM
z`G{Il7~H?6)uRcJtmg-wJqnh~fk|7MYn#H-B+wJrE#8{H8ON~|^L$XXxQ-Hyhm0@6
zolU?B+*trsG8g{o0a^4$pZoQs$i?1$q|@6GVS}H5axZ$@Kfy#Rp}XgdW6o8#T?}(M
zGxHzYF_}^Hv499yR2i4j>t{UoQ2&Jnx(80ubGiE^tAIQ8AzF*$V>f-OI&<%N@^{gJ
z);dC&*V=0jS}VGV4cjIzx^6Lq*v!v!^AAGj4s~>Vw;O|o0RPH0x!QR5DmJ57xT%|h
z+ewDZ!YIpbQN{cHy<>LWQBBI8oL*cRwLBcr{q2}_(yWH0xqZx$A+~($*4u2hR>Xe!
zlW0gJvus`(T{CauJ3^PLG1C8ZE8PEfD;*K#xfudfJ!<;qSnAkKBM9@<ALm*lgGoj4
zg+5LhUW&1VcqYl$9mz~J!>1C@3jjVs;^$cKk))U!qR~%<!Xb&i3#X0d^O$j?m-&}b
zG&Q{KSJtQMABXLa<u&Oc&lCW3MCBgzo|JL0ZTfQ-t5-I?C(%T)9X;;7cjxeJbcl5o
zL~HJ%whe{LvfQvpVkaOTM91`Dz<x|dfwE#~l#C~iqZ54vhukc+;;q%%5KY8bW4tOP
zoZuaxI?5^2=7=SHnx|pbkM!1F0Eo9FV`|IF-t+c-l=lNwVj0_Lg(BpNoV~OX?3B8g
z8tT9{vz<X00oFd&if+6VOPt)lue`R8zuwJxbKauqx4alFARq=AAIm#vu9NNFhmk9J
ziRl;UHzY|z8L4vT=OB<}Dmyjs^=?yLhzXxIcGRM*x?gHFNM~~<Vft$uhIiu0b>7~!
z$AipIYc1Yd2cy1ccc8mAl2rq5d7%lAOtQ5-L)g<;pVZh2;}x+m+^ofnSGRKJ8tISk
z`J!;5P;jxZ2y=6rR;Rg=jI&r7)n?qNE_|uEE9sibiB*S2f44{SbBmbzUH-x0&92kR
zl74%sWxPT6y9AznKALB`_?br;;b(kh(n>qFH=1=`m9K{Y3JG`N!j&S=gn_PY?!+lh
zwzeYY()Q?gj-(Vxog(&#KfNtW3~mi{49pNIgOkq1`A13B>5?=D<{<$0YwzHsZ1T3m
zC1S=%^%PRXU{ffCtJth%QznLWkWxeJW>p4kuNxS}cCh4?Du+a5*?GO*Y=c0;_X0Q<
z-#59&ta|}WH4vyfya4E);gQp)7S$(mCmBROcKf5lqZOazI1)9B^hJOlZ%RAUR3r!M
zFFX72vdv{_AgMN~B{|eWu4ujHt8-kcDBo9Mkin`P+jQ2@dDp(2BM!E;i4DkTC0XQb
zdGRA%*dL)r8ZiwVRr|I*ehbIya$7Itqdb0{Y4o?rNU@Em+ZtThs*P6VUiRt5`!jpq
zgh{`O7Z&<cTybJ}e!r<-;(D4}j&wyL>u{<xDGVzYY5Vw;TuC*)&h!dNiq;Yd%l=_l
zkd-?FSrhaJZ`UW7bj+(G<Wbeb$thcOu9mXLM6_3<pN}~%()}mu+f(8B++qUWPbj2i
z*;xh^wPGdo%?}@@(Db~HYOTis#z9E&w{wkxIX@{z#n7fd>rFmY=uH77;+9&NaGV#A
zF2<~7vOx^LVP7-8p7JB9a?3mYF~10(%L5`R^9AJH2o{R~>9z;dn;R}=9XR1RPg^!v
z6YTCH?ZTxBtgXvWbdPpgJT3p+C943?q)TB+sI#v?=wfyW+SA%s?w>H@MJvpXE!%b6
zrxl#Gs&8u0+!~|eLd`}EWXU`|&?`@@Xe-?>x}g^{;Y`$^ICaeJXsYPG{CKU&*1|lh
z_MM#z9t;@b24AKVoyY~L%zd$oS0B3jC}!{;H72!bW4=wgl=rwiM(R5qv+_u;fje~B
z$V#gvV;83U`E9f&SyI&RpTe8(35}1Rl@2IPRAw!{A=m55e*b-A<xf%ly!*IkcbP8z
zF=-o9lnJ{yIfF8;<Xa)Eu<G=*4O(FjiDG|+rJg5cRP$QWd0?@qOqa9a*zDxpjlFap
zxiW(?_tzW&T@}q{*>SFw!UIrqL2V@Hk5KDz6FZI$ujs^OX@j?D@Ffeub#+Y<Mh82_
zH*Z|UQK&1Ywb*PyFG0~OdEIY+y?vm=+~GAM&2b5No6WI%u(BjBHppXvyy3dwV)gTZ
zf0R;zfk7s|4R`P2kd|<Rx%rOxptha3a=eZc8}v((?Qm}oij=5tTWM~64WwrI+Q&0z
zdH!=i=5V-;M(r;tn$a796TCgu+*S{e?*&ZG%ZoyzUn-G&5&4%WuJ;V2ar&#cDH{ZG
z$YoULAbtWw-u}d;aCOvKB;sr5;g%1>G*_TgDuS6?-)u=zY&231IH@xPtd)bNZPUg2
zXDf&pqO{%`mC3nX-OpVVt3MPLl1NTR7OWa|Xz1~ZI$P5vsD5gJ^1l}+eE|f_87+lX
z*iccW97|p&G$&G;I%g5GBJ_Jcbd+0n*_9305%@2N<OBl^-<j&x;o=%B7|{2PXF5=2
zna7R>XjLt3#{72s8{R)1SDja=n7&2%*oJDI5}fvW#DT3B%%4t&WZBifq0Ql@l&)fO
zNt!}#J+31m_%r4ysUA4#I#kg<dF@2{UUE2+;%1=SbY(#`Poai!vk_wUP$kId-*Q=$
zk`fg|YdA!FbR`eLBt7ELlXiUlgS`HjWWVrnJ^sT?dBs;2!n&b$rVZh)lN7(qEZJdu
zUdCy!CC5mv>KMsq-dYN$9<l*4B$>aAB(Li7NsSa`WR%<;9r6;-5UoADdsi1mY-;U3
zmyGfg{xK*fA#Cy~??O&^y*mRFE<5<5dxF-FtA-|8N~{M7`|5Sw2128shD|bB{qUPc
z|9kJOFp+QEd^(;<S;y~<9o#Z(rLRPX(BvqKAc8QVIPJ!)>N2yL*JQY|=lykH#pZrF
zF|R?DJ}6I7uPC@*;$~HO^6<!@U#JhNGEF3Z{&j5FS#UkKqiT+$%&P8r7=vCanL8Vi
zcSaBF4*KL!4U=@}I6?c#uDYg9$Z$odF!P-(`lMm7UhRDkBi)`{QeIG<xyOm>U@mWV
z=li#$-O=7>b2V2{7?kR?PQax3*XDgZM!Ha+7@PSq83Fg;$9jwhm1$WC(c*p;_Fbo`
zT_-VWB0o)Avhkvt5j$W}_?9*;#+HX2<*CqI{DJNb{|!^Yn7LifB4mN|#zJyj8es)a
zwBUlhjrt&cF`;&Bve|6CzZod=0((z)Dg_7XS&T*TcNE*2mARE<Ykw9;0!tdZzj^Ye
zm1t#@T^3?+rp0^T9SSMS?r$Bt9_bjE64XbptuK=fzBQwdDc3$7f=pkQ6DiOy;4W-A
zk1rqswMUFljHGq-uY8%QYX=Z%%kqJD5lkDWC=CTuU)b3+7LGo@?&r%1?(aI<(;RtM
zJQ13v<(o!rwW$S#)P)g|6Dd?!kba~ni8-OR$u=#XC>X}S*GZX^er}95Gdp;mI4|Xg
zAvyNff@AZzWZ#<^6G`s+KJ7=Pf4}d|Y>!&2lfEc*oTfg0z%>C4tK`IqY;XB0&COlc
zdY1SUEwy;j)KJq2_VHbGAJHE+=n$VThzz)v;2G)N!|AeGJ5#V#yn_S5he-Tz6r282
zp)_6XcZ^@`P}Z%i?|DEUxR^!am00YPz&QF7cSoRv<?eK?Mf*b%ZKWfX3FYrf9(<hx
zHjEmhN4q5mtiInE%Bd3j529JW`sVKQPc$eS2(IaqAIk|cN}4S)k{}++d4pCuUFU?_
zl5!LmhgUuqS%%BQ_$9pUWf6X?GjFdQ7`C^R$zazJ6KNJjgOf;4OliJzradlfx>0)d
zxzrpq=hzaFIop2vGg3ru-i&}1pZ&v6vVS$PanO)r%C-$Le?oEaD%bI<k|*f}pqnw%
zTOf{SNLp9$G#Eg8_wD23-{OgO&Rb146Z}=l5~K2rx{oNZ@ij!*iqd9Tg;zgO?F!?p
z4GeLWmqe|XL~X|)KBafLO#!?uNj2fmt0Qfp{WzrU=B&g>h|#Ntvn{@=#?AA`zz8*n
z9$UUAtY7zOGqzF|vsTa^$HOcmL64}=ioMhnC!Z*t9{Ty(oC_#;7am<mmFOT?$zKhf
zJLp}ZY{^vjDri*tcKWk1V9+EUVD2jJIiHL8jj=uy^>g)1k9(L?(KtgZn;+V5@{oZ?
zB&)5?jp*6xSS7_y7pA{a^xBD0OW~jN0C8K3HpRoS6G&8&2L?&*f#b`j`V2og&c<lm
z#WlQmZQ>mZP;g4ul(0dED}s%IC)OrnFw3Y=N`wK>K;x-pDR3_0sr>>b?HvF6_>;y9
zfN2mOaaY*ZO{jWDD}|a`;17rDtx3Np6`TEjdRfRTD8mP73rRf|{K>B-WX9WT12Rle
z$+fbwC{Y4ic+sIq5!@MCZN7^g^8lWOueVy+i8NQlvR3tprIS}D8&h*TP&!?fTh!0<
zcjq%Lv~LaZVq(8hA|g|sZ7~AIGRoO)-o-Kh5_p^0ssgq@xmq+3ECgR(pZ{zZ`9az_
zakCF6_@<7JWb?E24HTT|gXb*?Oo1Am?x=tV=uOpuu8wABv&szXm#oz98+3#NM)TW-
zg&)jh49?oZJ@7!rp5y&@7RyXC`R?fK5_Hyxq<a@sEH1Lp!<?xs1@;`>aKJbwRzNgF
zEH!Hn=IYc+L^L_E_1!)CJ^Dt53~En`x)+812h2!E&X~e{SLZP?i>3kNuSd?8I^6k9
zP+oLoC_bbPJc@_+T)X_#Rs@A$`l|NasE>Xv{Vv^3`G@95VNt;#hwC14cJQ&%nZw(Y
z!<FAx<(SGCe`u2K1&-|vx0a!=MSnn?)vu@166(1V%bKKoiRNAavf)EFC0RPrG7jk^
zuAh8uGwZ7L-B=Q4uiR6}NhRf1ZR|S-Sy4epjs%~uu$;m#ZrP4d!+2%R=pnhlng9ou
z#nT>&uLA;?6$?i67XI9&xX6q{V#}h+2T|@yr7iMxwyA=jlSqMJJz{Dm$$&udR)1!*
z{gnLt*_@Rz^G_KjOyM5}<%U(9_3pLU);6a($}J}^|G*HiVh0Il6<E~*6%M*n^y@~B
zG}gyimYIlV8CE%xnFZ)<ankQ-n-~rrjEF*t)%P0GE6jG2=H~cnl*k)?JvILQ<=lhO
zi+Ja8ViY{r046LMa$sH>dN+bE>#X+zkkn*|D(thm{!klWchNF}_buywW3G5)t;PD2
z&dikEG2ND-KXH+Rnyr_tlXCBRIlo3}rgNSLDENE9{<fymo3shCm@B`7LvfHBOn+bK
zIa$Ox%un}i?xs_qc)A>EE7auB_RV6=nd6~=iN)2J9SlswCj-K?PK28IO*KCAhLCE<
z)eWWS-netMO6DHp@7FhQftLHwktbhK%F1Kmq7>~qgRl7}_hHec1iyYUmY63(ktT#C
z4!I3r=Sxc2#&VXLM<@&nt>#oLai`ZYSvEp&vy*LV!;1#xiM<mupzs$ui2ubGvF$z`
zX(4;z>+MZ8cb`%1v!jGG$Ap%lH_5{~fN_|$DGsr?4ZK!5!Lm*APMGwX+sE({RED!%
zrd_}cWs~YEXx$(Bx*rNU!IlYqHRkG7gQKnPf5TH%P7if;JsQ0G6YY(4O<3iLqzD)(
z{c@U^9z6K+t4k7@op+4*AQkp|*G?dPNhFD*XkHmsXGc_un^G}Q<YR6|t6RPVd_LjY
zxXXCxU8HV%nEQc#5?gof^`X4~GaM8d?g#e3_$*MaDj%=V+z>LNl{7uRuTf5l@xcoz
zJujMh59->6Dce#vQ;`+74_n^B6G^rb09GG+9fX%|ShHI+&QM4bTr2S3ONkg;qE-k`
zE3b_qYED<O*ZBzRG{vEYbCnRVn9XDfp3K$S>wYbLMqeh8Ug+0!FuB+_AqJfRo^n+O
zo_so90K|GS>vLb_*2biCUjPa|`pI)lII|WQ67ZmL?5aHbsS1E7FYp4W{9Z~$eR@@q
zYG!?6>OgqjOQeq{yY4iu=T-rtf+;^pHq8{I8tm6yd{jnMuZ@rkBxV1suT2_Gw29rH
zm2~`|5kFCvu-N(IeW2j4<sUb;vZ^>>4f%841bsJ{pCN9As4bVeTR#6n3KP3}G}{tZ
z{PT!^6suf)B!0k7k1|lntEj7JSNG=<9(K2^N3Q`ApTIy-Dd%qeuXf6iz8<u27N+G3
z7B?hnb(w--Or}irD0X(>!(zV_u4Kv|Z9ORSw-OWpWob@$dO~3%OR*8f`mK(B1}~IX
z;rQrhAdR^;c2NI1in41c-&r&=0`vwY4UM-x;zOB%-7%Y!kkRZ|We+YkZ&|xmjFkn|
zQ+5@p8Wk?#qAqE!-bB$??$afmeokh6{Xvm#_w=Gd3bkwI#Dv*vQh&EH7`Q=~sdR7*
zi|wr@($}Bp1B(0hyyT)nL-xFwEk1gUC<>csO=3HQ<HozNt*zj`Qs00NQ#=;mqn%<S
zpJ3DTUrvs{{0$i<$pa?FrrK|6<XLz);)*AJ@M=z7ryw(|zr)+7;yv9?b>iXoZcEeX
zBO4r^VFYq^4v1V)r-P$RlpmxFqGTsWr|w3m(^|s)J+Urt_6!4WZFP-=tUof2&n4}0
zGj8R^J5h%cELNh8@nx4NxaGIK0AQ4bfwJwN!WEJKd}eE)qjZ|C6PTJY_AHdDhWI33
z+0x+4#|ooEgDvT-Mb73$u6OcP8Op&(#Kgq>?vAkDPSTV$smOqvuuhZl#=6tz#%)3&
zP<O1Px%hkmru6&RUx-jE%Er=a>t;xOrI!y*GIbKi*sv76#5-&fDc@*WudBk((G^B!
z9~+{8sp@r6K()aMu5X<`5s)$@fw;ZeN1Zp7f~noG^rpshp2h-j-C`(a7@p%apSIv(
z>%3PXaHP<H^~_5X4Ju@hUAGY%+m)yA>wjV`h*tl5PD72`u|gIN$zx1ciCk|zj;A45
zL$y8UJ)*A+NZfUvZaqqBf7RslDUvL!HsslhCQ*&!x4&yIAzPX=s(oY5{G`Zu{2^a9
zok^_}5qAQWUU#O0qE21IXZ@_uB*D*W6q%rlyQ_#JK9)b0bH^ZCQ4JnVMyVrA=BK{|
z=H?l)Vs&G5ef(Uid8$qoef%(9g9s)%WJ0p{KxQW>MF~#Z(_XpW7w=c#dU>_{^yUOX
z4O&3uOf++Shm)68?ig>R18`qAbjBxm5KG%XG<XQHiLjuMmvF0PscUOMxVtL|)mXl3
zVhfgsH~#0gU{2V;gE-!%)a6|~qBP3<3Ie_PLrK(tbbTS5QSKk@LR#;??L65UW9Y^F
zvRH5TwZUj%eEHA83`z}e6#o6(`mmm{ZN$QfhC+pDJvkjl-YZQ}!K>}^B~PGX!90|t
z^y@L%Yq|7ouZ&Nmor3pgk$75^%KT@_2~z9&*-g>I$d>$NxkGk^NUv}tCny3k7Rn0F
zqADP3Ba6#apW_yXtHnTqd~tGuvKE4<)%SmAFV;eQgxkcF)?M#z2)=(n{Lt56&gZq0
z_PJ6rZ;0Xd7l=V(2Nqxame;3%nQy9McLgaQHFQA~J>XTaU~5Zrvsj$G(;XIuGOiw(
zXht>`Nc(d4m&SWfT9o$!8-my6VIp)GE*8FSUwqhK0G$2|F95QZ9I(coPP{a4XZmJx
zK0C34q5C6?7c?krg3RUP7Q^iJ8Sip=U6qmEq8F7*_njuwI4Ybrf{e&t#?Ttbq~|7v
z|27j2{gn4Z&HJ^S*s^WoT%9~GPqYJ<JUd$#=NR6mRS{h_)$Go_3qv-NF03M#LVlP?
z!6MlMSyUU(+ba8Anuc33<3jFikCY0(5l-_+-;9!}1Kq8^zK6Mn(Oc!bjUwTDt!dAW
zp|Jd4J+O7!$XecJ0P53?R=FFc?A8tuaeXlutAJ4=$YYo@+C$3&6t8Mqy4T#d)xrqT
zi9sA@HSm+=o>(RvE$MP4?-4#|ST~C3KT{d3wg%1A7XHruB%OHma3y$Vu<<O@<^kV$
zoOuC6l#pq{!1#M13P|s<1^q5OSjCIWl~qAlVq=AamE4ha;m*}DCgmIsm`0Von`ybE
zJW}l}PBT5;Cu{bZk4EaPXKUg6<kpYkr99DVMpX1juh5Z9qx}`D3vFD$(`CdpbxGrn
zwVYeHxjsI#>FnelXGHlTtR#saYw9H@Og0&#Jo(D0dxO=*eh6B9$)E{?uzeT;#&aV@
zHoYQ51ptI2oqcT*Gm7~l);Y-xR#p<?hpd97e@V3jro|>{-s@CG@bu*LJ!Kafj@h%@
ztJ4Q79??f*Vm-~=Ya6jEVGCxg+b&u(M>7HIgU0dkd!3J$F{w~cZT5;m@jBL*OkIsG
z^tnw_9O0RQ@I~Tc1mDIre*vuTGqu_gw#Lfw1((ZS@co(1lF+-y&BzYCF-lnx6t81T
zXbu@z@V0tJ)^|}xX(;maI^K#l7(CuqKyqk6Py)CI4M-Xu*RfS|c0a5<!;W_Cdp2me
zh$4Dm8{ZV;*k+3M#hwIii^u)fQ|J9pDaCJ_{bGt24Eoqw=h5Pl^X$r;`Zu&HdCAjt
zzQ9ILLH*7ZZRT_xGk4JDOQ@SkSl1D4QeW=+oDA^R!w`TKXE*78copHcF?4)XNi?C*
z-hiMb=f;d3))<hqgIHNyKFBL?f4EZ%)&KlkR(h-c2UXV0rKs4-M)%~R5{YMF<Xz}e
zP)f7gUK1Ne<ctr+A&juqy`0rWr9o2ZDQ{5e&AzW3L}tw&f5iS>n5&VB-hzhOPpLc_
z({Zkzt#`57ZV`fqZk31XKCE+=%NCeCL)1ESww#;Ms4BJ^uzPH=UWVi%n3BKfw45;W
zu@<??s|q;)0NGXt!e1kbtfE3y&*#6!94~&(ZrgE-_0N=QI$M{aoQ#l~h55KH4Nev<
z?xk_ko#%BxuUc40E25riLlde^YRv?0mQ^O%4m11i`<6>tgX7*CnK%kk+>|Bi@zrtb
z`RO$&<xu);Fdd1A+m)~fdxO9qEK$kzoyBfQH=+dyEn3wX&v*-BpAwyFJU@i|z5E#Y
z_w3f!Hh1wvc6GQiMKqd;VI_s4KXHBUikwYlU76^bsKz%(v<d8eIWD*nyGUD2ZJgPs
z3DY03^C&c^vtzC97`E){1iSz|=GrjrENz8Y$;zB+6@dJ&<EE7HdN?Yf)QTl8fgaY4
zJPiVNpNFy8XyRakdEr*)D=XZMakA2k?@kcM9KckpjqytLU{^{TFdtxo0z<p4YuT_b
zmv<q>S6V$<oPH~;Fhv{rHK%3`=TZRlK4p*XilxaaX;q=MUWwe|Lu9DOrX6a<nqs-P
z-O7OL?pR;nugt#4(D7%=d2KE8c>CXo&ksdeXTAKGZ=|yixL8X-Tt8{BP#ryH!EVAq
zY<(e>KK7qdrvAKcSBKL)!c7Niw|3>OV=OX>n|M9fV7(*<9pmJ(e30;>swPH)wt%4M
z<t1;&8jJruG4JXls_HX){4;(7^#!|a<}D6<Je7-V!>UbZmMt<Qe|B!Ed1s!M=m;g;
zn`d*-dzGiX0LslqtyUNBv|43=M-IJPZZy839IftlMzpH9``e#~u^jM=y95Ri!k$>f
zkf`XA)*saHGgs=I47gv@XbW@!u6U<leYX7J@0x;ps=wh6-;s_pHDnMeROYwTwxx{i
zY->lN=!!Lp;<mY}mtxyTF^##&IA9L365qhg6wiAA3bgDBjO60%K9^6nrDbDuG7VE}
zZow%E7Ix=jG$ZmW1$Fy2JX@|zJS%}zi3C-^K@BZk=~+E<>h6L(QD*eF2G;nigRlFm
z@uC7yR)=$m+<(VB5mCt8peBi_7UqAxtyOEC$!=(DaHf%E<H`$-)}=6W?7DYUwb{P%
zb-!PseoZi2VajCc;AL4>MDnJ?6HrMPJh(%EC~PNopwJd~2tIP4lc9;;7*W4@2y_}M
zNvVi%sL&Jr&NcSA`eQ1L#j&M+?Hl<#va=jryR7#-@YfCJ(!Q<^Sy2AQavxBqMebhl
zy_$2LeLwo98A&Oz_X>mp1nF4Jk!migH~2*bTI@BI+gz(2>X#R_#@TVLucEIC8jcw`
zZUG?OZ{%|<tUbtOZpm$LkY7jrxg2v+GqJH)n}H~Mvl#YlOZ(dEei>^4;P;?LT9J&I
zOnvA$O|z9Ul3iD$2^t9qT?ixxVwt;SJdM3-n#nIir-^+VW|)?QhVX8#rd7$q%dC*K
zzTd*+J^EH42k*MdVR2CA;1jkz$8yPh{fr^)9kH?lEk!Bv5-!Q62SLcE#oHXTwT2H#
zMj(UlUT<v$`hhb2lAonQb_!(lsMu?0`?c#^Y?Z1~?XMZbFe#9~R0$4tbqbt>_q9$r
z99}K6eOWPM;W=0JuJ6j#act8Su>zmy7MyBnKpKfFHy1-At<R2OgU)&sXD#nUG_fP%
zZ+lcBbs6XT<f%RaoeM6E+R<OqvsmmqcVbc<DphR7pYeUttyJpUPcMyKm6@VHxi`ro
zea$Q7%4n0LKEkM5AxgZwt`bW1!fPI}{_s`=r@Rs0<pSXI$th*2He{XL&7d^6F~N6_
zNc7ti@jL4DS0WdE&2za9zTUvr_UJhnBYJ&pH#hOY1wh3YAaZ$ALJTL*iDL2&-osRG
zINa>-VqpsM%ad>B#mhZlmEY^yJ|7&p<eeD-02wRpQB^`#sHjxy)!U~s4@x$<y>C>(
z$lc0YhQ0ainm-XM#1lPlBdM4@f6qofK~HQKRr*VmlKM(BiAM-W)!73|OndN+-=Yop
zp_5$g={LK_<CGWl6s?W`Z*=A9!AOyOR_Ucdos=xi7UM34sG)~>llE*mGnEV>uwz+l
zoJ;MPKtGLDSKZRko17+UCOy3dcHL5@T_Gq;rA4%{8p=WVJ#>5JeYaFJz-e#?70Xwm
zqVyTR3DpD#?gaiZ8ZPztU3msg^&NFWsXVXc@cDn!Ms2D2JoX*~GeNM{=DDLUg^kaX
z^=4$;pI}#T9<0P7EMHZDE~lJWkU_B3jzAaF{+_6=mg|?+dj`emLh`45`PNUCaLEPS
z3DaSfV!Fb076S*&s#W`9oK<ZKba8*dHMPGt$LEkGNKl^&HdgBEd<|5C<Ql?`&2TB0
z^<BomN7=p|Z&GT4`3aW|P0uvrUjVc#EpVOL-V2~_hW^Yy_Kgz9k1I%&tbWQefco|c
z7;i%s6wz2<YcBnpR+M~sprg>nNKU;T%0u3Gj25z{b{v+9#NSX<W)_hzTvXmVx)Odw
zGUHiuV1)Na&dj$UZ$1Rk@gQmtkpgicddVrxd#ZHzI>j<=KB;7QDsd%pE6D=*stng~
zySX%qY8uXoMGwoEk_9skI}Y~bBJQ*NXpY|9zajD<3mi;}#&U3Dre*4vCZwpQPBbzY
zc1ke%WmbyQbgffexVHLc4CVLSQO*JXEA+f5Dgo_wwE+y3<19zN#7elt?LXs1IOK@3
z1L42LW~SLT??vp8YDT!<{T^M52cC1rZO$h1QY!ZEPp+&k^43k?Ia9y0M9>i&Kd~_Z
z<&!!as6%s>QmbNbuVHE*z1ge&Ds4ViWk2oQ_`Lu?5cpHf;6l2l3b>X_$p6f3-1;X-
zf1!1<omOb^@!=e!_$@`I{nJ53<9xYH4J5UEbeckrjH+;TQrpLq-ixDmrz{&I8t)H0
z)j`*UtMX{Kn=<cj;I62|MogH9Z!;73;FShf1gm0p$Lrqbkiu}=C&A}g)^g`)7ZJ0Z
zhpg+paNn*P=vT=CRf1AFyU!RMAI&KI+z8HG3n~e3W8aN5bLqIB$rduUhU~*&D~x~i
z70x-WkhZ?vJL!|%l40%7*@}eI+J+|LY#?S+oO?>)pjC|Y3JHzI+5A*xgKWOeT#*ZE
zlU12REvn%E$afP+-e#f}BCyS93AWPlavGFC#YjFlP|?*EOr2h&guY4eiW7pK83s#=
zQOpau*PA@EC%bIOKmrwxc_?idbIH?JkPzgaZqz|0`!{>6rzVR)v9HA>L=WxS?&{;m
zp08@I4$eH*#ynJK?f-gZ1A2*XEZWt2wuUAcLf4B01^R40Ixfv9+&o12n2;!Wl*@hQ
zVN>CWMf9qX&2?znjP%(K6*1tMCxa^IE@jQAr{g}}^m|e`&8(I?{4vOfe19#ACcmK#
zh;!sT(5at$obtsH%=h`Q0X%CP^+pcKe+qUr-gjWiCLP8-aeWS~IG|$wr35|tG9%mG
z_$HS#jt2<~VP>9mN1)F&+jBcG`5^r3RC{-HY8pd&fn?d<lnp3oNOWvEjQ{RC+QlGd
zP`{9ldt#Y#-tD(u){{yPuPVj4UGniivUBjA%~z7*Dv;cDO2JDGmItwOPqt%Ank<|E
zU6J(s_9NY@j1f6VTa(hFbg{Jc3&5%Y-vO<)dgz&fmCG-2jM~{bVR?Sj`}GeV_N2(&
z{~Cs_{woZXeixM+zAX&qVFOzxyrHl}TIzJ`T-ESuUJ>7<w}UVHj;BOZ8MgZBbq?%R
zC0YefJ4^5fhp5O`8{a(lmplq7v<3H&tgyJ|Q*Fh&43{JNjla^$w~AH>@yinJO+1Uk
zwb0*-FD62+;7OSMKPF^)7X*oFk43^?>W`!4=1SV-CyO?SI8srqljer?rgf(;-B(>+
zKY~>W74cN$HzPErXw1)?!ujG<ac#rHx%3tb;IU`>0geNy;emQv8a!J>ryuTQUjn>(
zbFk2!d_Q-zosWF|!^^>4hb1`jI4YG?;BSn&F5NVnL#r@$WYLO}Y~H8GVedfP&)BvY
zlNlpfvI<IOsnEJcS34miB~`CaO%M}qC+82p_sb755|<Vmk}(8HShHdc?{8H{<HYOt
zb@?4-yOKy>eUsm742U-(t5`{AW|CEpDrBkIS5PvY9rm<*rW9VA_)+kC^95kJh$J~X
zk<f~<e-JiVSI~Bf8)E<Vi(yZJK?2fg&#+;5aeeObu?5Sb)K+_gmxH4v^wm?6^q}OZ
zSn?GWq`b%$<{nE~_p7$fX=#uyTJlYey(rf(n&EvMvP(62l$2_XL9f}bywQ!&AO6Lq
zpsVz#iYT+Z;fXCJuKo@d{&r6a?>QcecTEI~KB?Xr5VJg1lw$>i#-B3yGMK~Tf5u;B
zy~{cXw@j|ovn7gK)+bL2XD~OTFRP~PDZ<!C?;`o@w%+*A()8IMcc^55RvGy;M$CYJ
zxM<(xn^T-lxu<P!iX9~KRCr=X^r(l~H{)X>ST88O?Y)Z;O1X7%TfuFu+^l^P4Cd8a
z+46Y;%u0U!^tV6;A@n42y}rtO9(hgl{eBcmHt&T3b|Q4zVDTxfUp<u$m|?JG_Q$Q_
z(UrjUUC|Pm8-W`4tJP<@C#B~u_sn~~^>73KJL)Tr2V|K4?qWD2q6Z;CQq}POxeU3G
zbJ;MuN%oPZy2R^LJ^hh7^<ScTMMFg)$(EcE@?ttm9W4~ppavPhTSGO^{DKA*Mg(+}
z1V@&5WfLt(duvrk<9Dyf?%_k}fJUrCiwTo~6mQS&9_0t@=u&@jlaIyQTtzY(s~&WM
zq>t8!#cTnx`#Wr{b~(n%E?C4U3U5hajh{CJ?i{^#qGu&MBh(uwA+~WuE7t6fzXMdX
z{XW{G-nQG&Hl>FpBxo=ENdlPvMCPSekTkb&#1Yd>qgGruQMJu*aA2=+fr_N+o*SxX
z?f+1y?g+%@+Sc1>{#hL69277BTAsAwSJk8k9Z#55wc-z12}!IAhQE&Nc}wAxvewFJ
zmA7PF1tuG-VS51xDtzKR0bF9qlCPp9*=d-(F@`NJbvc3UHc3G!^j~Mv+&7ELj-1CS
z-%8A>E7Z%rUF=^bVfwU>E5*48`B*hpVPBa4BfWS**my#DJerMIYbL)jynno}JVVDb
zpvjyW_Y0E1<NjP~_6S3^i&rTKM9n3zA*0K+0d`hp=Dhi_rKWeAsh-rmB6oV7O~+%S
zRAk6cDaQ+3VQFdz-iGr(;j%$4oG<`&x_MExV!5s-`7a@(^i5i(EIA1Pg&DxTY)nb|
zb%0wzPF`phk8}WS^eU(rHFB$wvrGslYg_)Yw|_-<zFg(2(pUd&184_5oB`9!$#Wh~
zUu?q3EKn#JtTpPL0x=DDZy*mI%N0Ug9bsLznG8VXW%o$SD!DL@+JTTOjv@d4+T%wj
z55i5pDNpaKO?ILW0!s*_l;Y(CyUx1}1mHi_8!bMi>0D#weiq@!g7h)N?2189MpA*x
z%P}EQVTrlFNw(xZ?k(~uoXw(9<am#YvT|E`^?W}MCdG1#OO<&l;K5F)ga8I$FJ`>h
zz+`Dpj8^_{eRJ!1{`((N=&me3e~2n($U$sHSd7m-g#T_GLf=3tpSbe^dyGS10#S)U
zU(}i&%&<0|7v_?JbLgYe9Gn~+uE&lK_b$v_-t>HW(}kF?Lj`Pq0c1O9KK^>NL2otV
zEvxF|3-XIoSv1pZVD)V(n`I$Y%m+mzlGj+nzBY)1ee__4W<VX}>rAISdA~8tB~a5H
zo}l$&)xAG+1~rk9N^s8UaZV?vhU`jirMK4^{n-m3*+Ju<+tW+RZ@J!uUACdWCQrRm
zsK}#48}1ixW--O1l?csNa|9e2-kpi=Gg+Q)=MZ`UgEy|qlqSemR`gfc+7sQrq-xR6
z1VH%zQTmrNP1=4CnAr{EwSFGk=<+EV*xrk>e&g7{g-jEJB_Xi6!|S)vbFBdy@W?U%
z@kBY+CUHOvKgF~nTwRtmxsnSUky&phvd{ASmX6Y&3l0I#MVqz6NY1b~QPz2;94zJZ
zwiaKL=$H<XiXcL@Rk25En^yLfVg+_*f5r1wx|Tbi58LY0R>>qPCOsHXARcX981d#O
zLVnYt(M5O|MMTc=KLQ(8FWL4@;$8qzYK>>DyX?6?B-?Ex+?EF2ADi~lD4-?E-00)^
zGWMZ|yA_IXFV`Gg_`}W(I9UM#=cCQ-oV>kSFKY;MKn*)`tvpO_4a>&o9WV!4p*BFo
zEyu0kD$Bg0!lloj%Bw>K>>GK<z{bq&P&QtL{3-U&w)~3}R%LD8Rvm~JW%|6O9r(*2
z&@#+$Z*H3}aorLImo;$-4tN($JG)zSx!CacB*9$tm%te`A)H>ky^X8(gOy3|ww&KD
z2-2Yzuvk6d+;?AZ?j`BS&PnAH7FrLlN$kFU0SN6tA~5ZkXdZw#X6cWGkf_G5k;iJ@
z@B5uuJmk;BvhKBO6|!u&`MQz`*vVJRKb|gCjF>f-gIl0R-mZ5<td|BYQF?~^bMAf`
z5>q9tA)0Z+F2h)k*!If#3x===FSf~Elvy>-fTKOVY0sQ<Ap0{VG?BnOz9HZaO0>co
zw?}L1i}5UztR$-oUP9HJUnyMB*V`)EQFr0Z_EDSE;L)#x$`?dARXNshWW(2Zu34dS
zsXW;}ao`v(XJe0iPc=O5xton&S9*K_3^o+|DLwO0<C|DfpGN(A+@yPqmUgZcw-1Tj
zuY2#_=Xq^x8EQo_7x2I4-naePde*kwTKdY<{jQMSg>>;}-i8R-cte1QH1F7PLG<A}
z&*|kqN8gw_Nl?k#4sy~_Ii&S8n|38@xR~JXUPr<1<m9rNd&JHjZ+*psU^(;Gy9Nqf
zU3G!;7W~=tz<7c>t<Z2ix@7mk@QtYiGFwphA!&|OryWw!JE}~@-?O#{)fT3rQ&F3E
zG|sV+wVzz6E>RBkSvMR<vo-AUb=1Dq_;N8rLShKhTc=u5e>M7ZdC_Z+mVaw{3lL)5
z71oi-jM#38SEiFsWV<3@b6`sLx^oF^laWJ>>g%kD7G>W!BL2K#?lTYQmj7f>;F)V`
zxMw`RyrH*(mP~wHEFp2P6-a>FN_#?w{B4IS(Le#3J9|0Eks~XU=mKdj9!GoZGs^mm
z!-V<iLg{0oerzD$99>AiqxB~&$wEX!(1CZI4k$Q%winL^k8Z@)ndXi`=HPrMPzW#M
zuAFWIn|4G^nf>^g+dUkqvb*B6>22gDg-gs_1j3Yt{o_Gq?O8=kk+eusT<aJn^PT#)
z@vZjbNnFA0TGKPCTCt4y0rMD|)+8c~!Yzzjz(ef($~R#)=ny+?)Hg3YB?_!6(n^6d
zV|e7`>uCk$u={e96OckquXbosIVvgQt>b%~Tp*VZ20@7~Mx5u9j;Xvr`hxZntUeFA
z$-3P6Dy`N$i}owJY?6>s?;#P_3gN!faW^~KwVxwqZ>p1t;3bAae-U*mS`9?_Ii+|E
zHnv$P5_TolYc9uVXLP66pd2HH%gb*Q3og(Y<#!v!87T!WE2Ur0G8z|ZoW?5}9u#DH
z`T3G7K@VR5bvy#Bu$|Gcp!hmdpboPNx-r6$YD?|B{o!`dAra;_&Bv$eXfDpoEA4S>
zP}@ps#RL{yk6xnl!99Yyjk6Kqxl!QVo{{b&@YkP>9`9e99UGdgtTtknQ9BxrVB_b4
z{E%N@D*_+3Y=sY|`mu0Mb%t7EhH}%gE{2PJX28KgvEQFe0ec-J7VO7PiWNaU0<Y0H
z(3D;;ZCca+e0rQWxWO!8EVpAIq&t-x=M-Q2b6)95OtrcU*QF!EtHqb%dZ5yKre=z5
zJ+f_>zON^3h_2FKa+f*mjQ-{c^I!c@A6suJwFZG(MT_!mxJKRo`a!<Gclw?dx1`M9
zG!5U8AR+8FcuHC91!c|8@r8g<7q)#|sscGjHUQWCHo_BcRu9w%EWfbV{V8lc$L{)K
zFF~@V`q>>WSIwTiY*FS=jyoRv$o?CvCG5>B3FgkLaetx1`_h!zbRKG2kA3@*wHLtQ
zL8(HWu&^YCG|)bVDTY3rasgxEp&&__L$kfH)?iVXpg!Dzv$F||iJfPL!nqWEH4G-}
zTXL7hD_Bvi7Vgi(>kjHXSS(zFD+=o2Y5Fdn&%J+?^hnOu_ziawbB_D!MDcQz*qGh(
zc>Nh#*m!3yX$kkO-_$3QYNUn?F*7&HC)^_5zIS0T^@N$@KVBj1Xb&3=pz0?Gd?!jG
z_2kjx(Pk@1L&u6ItqHQU66OG55*s{iD=8$#&v+g>$OJ9b&y<yQ-@Wb+mPJ6!9B(u^
zD($#OT7j2rc5G-@JSsWaQ9lMA_kOp~4&6EDC8*h*UI<E!Z;ie&QVP2i9xSKSaSsbL
zH-8hIICASf^8w1!qRg*eAGz9_ogrv9`XP1~jXe01$hoa<Swrjyfs<^WfiT|C#Jjm-
zV{R~aDF|4(m7T$(naLE7N+(JXjaFV5=)T=vXoNBGYvIVFS-3@6Sbt{Pz{f|Jl;$Ge
zbEw(;PJiLsK$6opr@6Ad6jHAfb~hzqY1Z+4LW5C^R{_wXV`iQ+wli(<(`XwxI>BzZ
z3*|cKyZ8fBaB<19!ILH#5w-*1jyL9hk2K#-YR`4E8Cf={Em8w??x|F0%=9%h2#xCa
z|KX4AqD8qdpyp^g3fB|S_Te3Gcw;@oI5Sx%m$~|v3bkp#W^ti5#rSwfJ4MPiGQK}0
z(3;FIi-&1+p4-a-2X~NrzQE?XdR^&AT(chXL#C-w;b*Pl@9w|2TN&2Z&VT4mL^0aA
zqj#6U@v<U|dOM?Mp&#?G++YYiJ5#QrwkmCn)28*dO?E4U&MofvXk8@3S38k&vgw5e
z2Sj)_{D(Kh{4CqV>~g;{MkYu~QpCzV3J%uHYMa`Z7((PCP{+}FY~A(|x<t>JOHA#`
zk3D1^Vr7JRZ|~Fff{X?pgAT<{dEpf;vj&rw)^*Eb3&4hNMnFmPSQKZc2?3On7eKd?
z@9Mu7y>|Xt!cQY<TlQeT+EJ1LQkJB}p#k0rRZKFw##~~dc*7!?FQ&2=m26#TZN;<`
ztfnCRLeak#$l><p%)X~2Q|=ORE{U3G*-)ycZ*5s7*FN$Ud`#dhuhPZ~fNLfHj^lQ^
z_`5b<pt3Fga#9!uQ__{j`nHNuvL{uiw@wuT0pLBV%?|yU@)D;=ji-mYmSj`dVkdQ!
z>56Bq+H83S6nq2v%C(e7yPJmngS6|a&rUJ8oPZazwgbPE;uZSkm<YVyEnQl<VXE$q
zmr?-IHrsfC_(QyvuGVGT+mClw=h!@qvXM1wW4f+bDZXe2M+3C|NG+lR7x;b^1x^F4
zc}Bj})&rhkHx+TM{o5p)w-$fr8zB!eb!s4y(k)Ve38S-?6`eqZO|4^4oNhIf(Vsob
zvxy&XlQ-&{Z5J*^-Cx%oWjcQgxJ{X#=GAj6XINDa6f_HWRLmQJ^rKTmd#yL(qVB6)
zEcZAS>GSx&i$?xNmT*-*G$Q$F`+RiHK$}A9x0qSjB(_8N)a4;2wlfy>XV2IY@qGqE
z-QF-o3E!hq0)hIf+YXNhVV4cVrZP}X+0Q<aPDtt4k-FgM_V3O3+RRE(5r>5Xi-}Fy
zxy=z~`gsf&<qqH*3W{)~Zl&E9tLdErS00{{aQ#pWp*Y*|W4o=I#s>mat*7w<41y$G
z7R+qY5qz|9p&gR42hZ&}5l(U$(Wm|=UOyP+CVAeSJj+a))$w(f`}9u9T~O78A9K|#
z>v$f_F&%q-VEeb^U7!`Ic$A~JZ+p&HS%U}JeNuR;xB;8&qXSMJ{v~E>C>|PIj@9|f
zv-PM17LWHcPwGnA+s2VnZc@Tc4VZ~^Qf3L=h5uyJAKGz941NLR+B4?B6ZE71Owc79
zrr?E@{}fkh8i*D{{|jN~71dPqZu=l8(gi{3y(mq3m8Q}}dMETALg*b45JBlpKth!w
zHPj?@5Tthkgx-4zy-D-tf6hJkj{9^U_Q=!TNygagTWihlH|P3dA0ogx$~nP%PG_dE
zNx<5WJosg<W2~8ro<7YvF|@Z!|7(XUq{RQ&bPlfjCUL&tVs0jif3$ZlVmz(^zsPCV
zCrT^|ux@!2)YS@g&TmEPhyR)BNBViS_mcX4T&tt=E4vQ<`ayg5W$`?0b?F1AU#9{&
z=_u(~-xh9(Xd7IITyg(^v%)jUPl>wQxv~PIX-BsCYJH}x@mY#kii3#oa2*-@&`Y<B
zfVH|66IWh$76)%d1~qyzbh@ke!&w@>O;s(1!o(V3!<T*CgW-?4yd3tVIFLmYDu?XC
zzX_roHP9BW?)%{3vvHD*0>kUpB4WpZNZTa06A0HseQeyvfxqakc%E`iI$MG=8w=sq
zm4-yc(~b)hRn#)-yzH^;tmY#X09n{?QmM>9v`3a^xD1&l;To-r&Nh1PT!hc1;;^70
zP~BVwqhmwQL-@|nvRmMN=Djyn*RE(Q7DAZ)1{HRyQQV?bVn6Jqlkfd&P~KDIBo#C?
z;nQgA>T)XFt)nkbxfbJ7a<)J`@8oM}f=qXL+ePml`Ji73wVs_Bv|?1q)sUaX-q0d#
zT2eS*m)8nKN&R`SGcZ7Z0=!jsaxz)YxO@H~(QMjo)7(H*ZV+AAoo?s-L=|T3t@U6-
z8Q{a1l2Ni9g5z1lsw~7$Y-wd{p$U8W#$8?6roZH+YJ=}f&~+yC-Djc(S~YPw-l4vj
z?7<+p6cdy+BCXRTc958fJ4dLRIXUyjhl(_#aG<!icIn;N+|T~sOPxW$x!Fc)2n6G~
zu0RiL+?N;rt5ZZHQdz@FkZBkL|5-Sffe||ZtMXUqNNStnVc7@|S>3}fH>iCP*Vl9L
zY-8)dFREe{cWds{3r$Ui1%4OkgF|)rvqB?|{@00A#KsDHVN;A*y997K(yMsQw0$3e
zu0Tq=2j4n1V&jCcjVIkoJ}a4clZ+V05*gRPzX1s#C~UaMIiBeo|LdXL8h`f(WOv7?
zG7;o;*FV75p~;SUb46bvNn%_;VU>zGzJigkpLnO(i<-h8kg#}ut9tExr?ddNlI-q<
zA_IF)Bc<CU&BgA((WCyn7V*opk;e-?pHi!rc4%9|^9H~&gYJX&-@`rQ#2L>`PPOVM
z3x?p84@;RAYL0AW+ur{KuR<Q|x{Dq_Su?2lsswJ^V3G$A%Y<MDjWjV7J-by^uck|&
zA%}_RPdd?`>l#nhbj|t9iOM9)5u7ST)A}`Y@4_Z%GZd=pGCD?qebj!xVh(kCvHW!-
zyUMS?^|;klh2dqw+%p>3mv@m5lz!^DQ4-@Qit<e>%FJvAv_wzuEluwPvZu<~8>dQ_
z{iNkLjV-KhNW(2MLDjV&kX1%rEhdt$HX8LBQaMaR!#Yav9#R9m3nyWnveGv`KOZcB
zeob?}4&_Q!;KK7}@XQGqZ5%7N9mgENiKOj0SL`{3p1ZX(1T&`SW^Oc1pC76#y*#fg
z8iW;_I;Bc|yi_Zn7mOrYS&hbLY~xU0+2-Xq_NnxD9$>MJ-!hyhRTdf8<Fmf#4z$?s
zvJfRa5H7)$3-`J(c$Uic3|ZCQbm*@gJ~Bm_m*Fd1rt>6B&3A4cIQwEwBM<TVxCwvD
zIAAy$T>6Lldmnu@eV2$bxH~BR4CWNEY|n{<q^B1zYLVzG@)Fq};i+TQhpy>Nti@U-
z8D+16LKC$lbtnWL5#Sy&2COzp2ll<<=ZaUGH0ODY2YMW8W5?zwW32Ar7cin8w+NBz
ze3l?HF+~B%%EhtZ{j?Wv-WKc3z<H`M;nLdvs}o&ADflIUbN&T&m*s|z$xt>zSy8p;
zV0N&QZ?DT;CZeQN1UYWpL?&(h@ptiWZhUJeIZ{=Jf*mP#lnU$D{gY~r+CJ9Gne9{a
zy$5T0<IE>Ij}(mw2U2;9Bzov^fhV9;T_9g`YBlwDh~Bh7{v7HnjfnfIlX6-Tqh{~W
zgy{CnGZIl0Xq|?b)Ie}IxTAQ+Nf`7hy2LzCSxzMOGM}sMrmY_?%0Mc|XFop1lFbs5
zYh@b1bX@w(#Ot~sv|`l{qIF8=X3KVM;Bk?;*RUlUn7W_Tzt(xWAiu}s4>(kw7tYkJ
zZ0377w4dfPl_sXEc3;=a2EIx79dm>3eCC6m5oo7>cRn5J`ByjFHs<3&S$4Wa1=MtO
z&eL(hSr_F6He+1Ks}mBIc1<#-^K1%8Hqq;{{QU&`s;DCm+MB{DwN>!gM9r_qG03O0
zk=ab5g#O=f?0UPE6qtULiD===J^!-u^#f{ut*y~uT;;@}!<CJ?{jd9Hi5-2GBfb{I
z2CNHNR@`%8pFT#!7Bg^pf085{_Moxx1+K8dSa*1#vSpp;0=sQWl3QqlWKTcfaL2?;
zTmGTo>1Q0k1-pHYijpI4dgIX`G&`Cjwb1ve=B7x(2!!aJ%}BM+2wvC-^Ej}>xOqZz
zmRZbj-!@eYIas{$CaK0{**){gC&UEgL2O=#q~q-?Kd5)JoC_RSrus|`v{o}Kp_4y|
z<+;R(JwLaFgSMd`8b64?6kTZ$o^M{ew0htoIg4-JT7X85DM{oKGuX6W%htKMRQybI
zL56O%^C(?0NIt6GIFdQc0MVN>*C!1xdS&!Bgwx*^G2>IS9S`|5td@+F8Ua5fjQHbu
z^u8&8FcWuP;KHn=C<{4WDw=uIy8d)5mXWW(?L^|gYeK|pG(jJ~Vs{lHld*}RcZgud
z-14-^BD$|SW{pLII9C!K;E{b$CSH{Q@Af^D;oC+A>UUW{nV2Ty^0Ru|s43mLdvxM*
zxX%1n@^`3W7GJU-x1C9W=*goAOgTT7y30D;y*9);nw~g*`PT?`TOS+RGFlE(AB8?+
z(PN=wH{coHka$$k9BtHClZ{jOP)MnlZ1#CfOn@Otu*-U;m{jIZ&YYz{O1gd8wCH`8
zwG_@wP>pnrYNo*SBR9XBo^u$C4LF{QvWz@fHD>+tT*t|XZA?UkJX@L$gcgYFFD(xW
z@HFymyo}(x9e)@#cp#SbjnZZg)kH-LTjV0~mr63tqKZU7G%okI^g55(l?4<Th3`*q
z7=K_)H!IgJCg6P#_3zq(7C&BpNeWVaU+BFWq@OQlu=68lBPOw-dfO>%JI%nS%-!2*
z#a1q8s_m>IhVz-z{gRJP5fS^Pl=^c__KQ>**<AzRV@gTAH5b_fGSjWUdcFop6_uVK
zvAlSOvUq;rUdRLYtT{@OeQDd(#wGln;F($0-aRBZY*VgkU+&eGkpTO%MV3h>v$}{t
z|AGfEXBUj+FJ0Vs6rF0KH;VG41a4vdcXESvH8USB#GqoOLoSx7s_Zd5f^L0NZp*jp
z6Q>;);$jf@QWeNX#z69*(QiPRXF@)GsEIf&byZVM+Pm?eVmo->`s1E*q(7EC?0|xI
z(yqfXP;*dXwBzO}`x19O8;H7Fay@G6B1NnLJS`IdZmF;YnRv&Dxw=y}S>8{3Ez&XP
zW#Z-(y3WsoI%d>k+Z&)7Y>I4^C1+G9{tRm*wzZ}v@r-_J!05N>^=gTkU%(LNjY&81
zr0B)A6jQLadVftz`li9<=6YjhzsZOl*DNE5%V5)snki~BwQAg(#8opeFqvQf2gdFF
z8g*|8=Imx~X9#|bXm-#1uzZJ&fRX)iXvWc+<p4tbL`Kpm;o<@Ay|Z5GI}QElCdu@T
zJX5jp$$n`U=eNRPtAiusC!5y*<J#v0gR@Ld9xvPLz6AM7C-&mw5;ovQVLqB9sZ#bm
z{gRm5k-RtL*-8sXRm7&m-eqzw6Q?9GH}x{a2b^(8Hu`M)tjt?y_%8iKftFk*FdGf(
zPAhEU6s5e{oqF88{q-EGuW^RKOr7F_tzng*#)w=lKYbINmwNVpakg_Epflqu6KB1)
z$apowZ<^RupPe?Mz@FYF?(u5j_?cc~YiskQ*8t?C@vpUf&65YAQ;d1d6Q$w~)#EfB
zPq(&_a}9{1IYn11JV9cm#BlA*<EYvytq`10RF)YRk*}|f53zOZ=PVWV2NGmYK}7j|
zPp8f1fnDB$6!Nv)oGN`R-=u>HVRqg{JJ0Gy81q4QB~%%AP->t@XLB~e&Av*X%rOda
z3wk(MCuLimrw*Z?$$m=hp<Ij)lR1lhZiuR^5Q*lo@@FR@yx(V0YNuwq(v)%H)+m6x
z+Ms@|(5m)dU)-s6^k~`jO}!HS2QbAd!K*wO5o!<zi=&14@$#w9Xd6Mpb)j%JX0P2z
zRCJaRfHZ#Y{*&SD%WKj|*CNnGx0<w9i%~}(YwkiewruJewQE?ALyJp(U7sNue?`qQ
z))viy1lnaLK-@gSJd9!PrD@{6(9DiaN%Pqk!<O0;Ifvp?s7BnponOicGjAIr$a<v=
zNQScli`3VF@1~xpxRcB1&a`}maYwmFnUM*-SEX2Ry11NWSU~KkxTFd<&{R>ceQwQz
zTcey0U(1nv8B4}hDx!;1*h>iVRI~aCRCwl+uNJwK=BpKqll>XtR-B6yB86ju($P5K
zCIr@IeQm#3^_xAoKRJ2vL+GtA|ETgCHynw}Aup$&0lE~93sGeyY{mGZ%&;v<wN(*F
zOIJA=9^m7{m3b_8B7_YoQ-ryq$wIMPw>L+JcVT>OXC@Qh>Vj4<Y`QwHy!Jq~3u`pD
zyMYX{Q}1gcx`$b)n&rR9f7%`nhM88V_3#8-pg|8ikrxob=Q@Arq`5H?5;~;9ao@`;
z-J~*a^d-G{Bt+?gWP#z&eF=vsO%E(vG#Sc<*|Wi-O$L*qzy`=BT%g}N#e)cN1+a{5
zsv!-Qsv-7pBCU;8DCcwClAq4-C{q%Qxao9R=-oLhvUJE-r<hk@=QlG@d|^yo22he<
zO9<++-w9J2`!tkmGT4ry7<<bebHIkrprOGNRfC)=L}QZmCJtbB(F5RjDl}-@-Tpz+
z`OGK2WQ9so&!hPe6JpTlB~f_vN1uk1_4y{`R)}CGB$v-N08gqVW$^T^t6<7<M(=l}
zm_^{4gfpqcA*#|LJ7r_X11Yr(wkd75<Ij!V^!E@*5_VB$|2!{X-U?4O`BF9A`Rq{V
z)UM{c8hgo0_DEUX-rpQSg6Pn5X|PQWlas{-@qfop7`{5XvytVS;*2~HQv*4zzFbcn
zw0Qjo(AP)r5GR=z%9yA~sfF`DmkJ0(0`P3iZs1Q@eRN|sp}iAnYj0_@F5qm74A$V0
z)qFm;mrdQ;gj!D`uuQc6SVPgkmY`LWps-7}XCl=W5m8-&=)8<UVw^2co(Z-OzkPI$
zN7w`^QoYN%P=CMT+P<9j?FAcBzUWc%gf7;1@EZjyuwuvXVQGy3f1-Z?*_YRxKLd+q
zcFAY9QS(Y^I#0H@OQqaDdzzeFsc8;F7z33s8!A5c%A%f%sJ0qDyD!7z>6{?7D!}^M
z_>P%S89p8TQ6UGPh7$Ou?a9)t$u3gIxPw`k&fbN?d5x<T|0mU3vzjn9a+w(X%g(a7
z&US_0y!5uqPn0~(7Hji?PE}?7wyHk|6h)MY+uol-#K3CNMwN&l9hMX#9+9REo@~7r
zHzAjYT6^Q#8{qYTX(QF{;~g7B)$yZh{v4OBKWQGRv8wK`<;5A~7j#Vhl6By9Nvp0T
z3kBLG_BO9gasB}wlo|vSp8o@6Ur5EMIwgJoYKs%99peeD3@pWdKh(Z1(3Leq&o2yz
z#@ct?&HpB^;jSD~cYgVGG9zmi%cBY1)kRnG&$8futymZ8+5E*7y=h_5VklQ98h=f7
z7<_nZajS2)Gj8k{|Erdq7+1qw@^vazVewv$(@;eQv$gywC;b=v@x`LKb}p~B%Jd!`
z?HK4AEG)Bo*DQz?pMqDhHLgr-uR9>mLJ>q3QIT!7{65=>A~$9o!o?K#(5QN%07b9p
z$<}Az^FV36JLs--I03196{g*QoSh*!EqmHG>=?(&SEl%hox22K>pAP4Njo9rBo$-5
zx@ia*;F49rrvnT>k|~YN+E`3krCzB;K##3|bQIcZy{B5(Na}O|tuwtfxfdGO{qV&}
z%#dPErfU!+lpn5yx16nv&#)Vp7FYlR76d6xEEEWd!e87>0_js-S3P^qDoPPM^(WaW
zFC^b)@o(>R*I~2ZMl1cXVGrcN$NCwiV7v9tOWH@}T?cfwYV4yManc_rIa<&NQMgBz
zHjXz*d@ZT)75YP(7<98J7dBsQYVp>a`~4FP^Gi!ooVDDFV3(vulYann+dm{AbD+OP
zwT?Qo6F17}Dp2RkBc79yr!UyT+FkdIM^<v4lx@l|ddPgJeu@1FL%vXhS{p|WWcG^9
z_aQc`wndp;#KQh{(?OImGs4{Fg`4R=fZvTlw19gY(&0IpH;%_Q>dej5$mvPmiLohF
zPb&cx(e0aK@>-~vPVoTzL%&eNn&eu}a0>;WJ&p5b^`x<m`WFg~XZq(<{E>yz^H(mj
zk{Ihm+n7|+hT#BoLU)I&5vLxwL?&K{w(uLArTleMI9_!9hODLQA%&8r?0Lz`A>&=x
z2-&ZBm6|UJr9vSU%7aSoA(|4!-XkPCjlPk?*)<OlVr4?GuI?@aUgcjZ%kCPqVo~U^
zx4(8ffZg@vgYtMDWXu8XKuz+9jN0u0!eqBOC9mU;Z;bCZ;{`@853F^s5oBvksaVo&
zbTi5CiJ%3%(>*(j`aWe~*Zf&ibq#dK`|%9xoAuX5%b!Gb)sMP{Hp>ELy%J3QtvrtV
zrbKzBRkyL`%I1OHF>Mcrz`)fOgQY(gjbF?e8^Do;k1qyiUOc{;x4rRrXd=rz@ih`6
zvb1j;UOpPhxSq`>F)U>hm(u+YVCx4Ry^ZwA4fc4Wd|E)86Nw?EsRS@B#w6aB+)%eb
zCCxY&WA?mqD0ZhV0y4+9g%vo;FcCt_G>uyoQkI{*zw(y_tpdxW)eSW>G();kKN#Ak
z65M2tq?RW+j<XwZ{?t6ZpZB)VJ{FlR*M==Lx<=M1^V;UKT!`vz*EhlSUc%4$_r#uE
zgTl)({#myreEG}-kH{pr0G0T%lTG=4VMfWy2(CX<$vM1a0_sl|=3XPgL$KR-gT{xp
z{443S25J0H*`MT7)6m;DvLD}K(bMS1d~EtgV>V==@j6c29qJ28Tc$gz-GloD$E0O=
z5VkA(V{OVL_0HG-ReUb81)Eyp@R3J%^JP+L-y&E4;KX2^tu3AwN10s$+2aO32C$PS
zvA-4RevFr#i3RCZh9b%tp0Ma_En#~qP!Kz)+=j4R6S>DF7}E-$ozhfe@SpPb#MY&j
zL+m0p`X3-F|HjvV?Ori(=?44Ye*h|D-+Q@njxUN<lBevu8=scXuP4=|yO1W%E4Hn|
zCcU4m|IUA%+R@o?aM2vxbTx~fS`?n-+X6Z^i+Wr#S8U&|+rTq}2}E;1cmZcqhO_0;
zTc_D9u40cv^_KaCV=jjr=fLKS$(_k&J^n;bAOAgB@QmM3TsL`$Sx+;#{xhro>iQ4v
zvRnh6jVO$!4MF!Df8ptse)f{~gvdl<Hku)x+9rn=>Ct?#COSDKQ)uc)tJn}Rd%;`l
z;_ELo9HfdZB6HW8*fxLrKR}S)goX};MOExVq_}(ubH{Zbyo|*Ii|?0EZCm$bH@meP
zY1aN0Ht(YbT**O1=zFH&d{;`xvP;C{HjAU8KK}Op8#>B{a<OBVZ*3>HU$@Dw^wihX
zse(6FGPWb2MdG6$E2~HCqc$^oOoXy&?XQ)!<T^<Nf_jTw|4>fST#%~zNDYpe>fXLZ
zGI@0Co?Gd!UqxZ_riOn9|IRM4+LaBv@Q|M68D_r<D;A$egv$x*TXbJf^f-xt_p2v^
z42raGBpGD$R}IEQ_x=GeboFT(QRtU!@}Wl3lBUnN@YzZ0anFm}R=8TwUVC871HR+*
z51u^X)-jLQJgV_LC*1ExE1qEuedgyCSqJI8@);~Qh14|(p9;`l0$igiz7u?!VL9kR
zhF#g`Oy2a7j8A!3&@AriEG?GKoAvUohCwo){?MOkz3`#G@n-fepUc??@{xULjzG=w
zU>nx$yiq?+Nl7)?lZ3Z5sod|GoO};AO%<p;1k4Kle6s!(zoI|pH?W&QZYnnDvU6x|
zXIcwwc9Lr33j7pahzIjjT3fX=PP7@@vSmIPs8GO+t~S&oV6vNo>Yhb(1AP&H`8kpk
zdTNe;GgO-u$dQ#Nr&kmv&&X2^`{i^%?PGnd`4-<rttye$3{wR-l+YU%>FDuc8|p@W
zJsGJ|NK4Qn-{gL!?G0sMbcvEB&MWw`;D`=RxBCcHfj8MRr?m$o+9_n0Dn!@x2FM)Q
z<U*z6=|y9)684058BaZwA{2F=%V<z1FNuzt50%f(Xi7|y$6(b3NQ4B<dAY+6?SlP0
zS1AahXwm-+`l$l?#m938MU>7a^hH<+=(sDt0F-hG7yiT0*~nPvQ7%qW`z9p*W>2(o
z6BN)E!&}MX=aA*~mr+T17)>X?R`;+?7)Yzs_G@lO>n%rrBx|@DnMDyyJU%&yLZDL4
z9<_@uRC~!e{`Fcs%th-TAaM9g^{tv7G#lZCrU+{5n6j`p2YMY_2Cq%B=RhV3o<oG^
zsIZB{e(g7{m|e|6ah*wstB6_|7*lP={SQ#aRp!GsVaVO1n+a93Fz|e@&I7kqt=y%Z
zo!hyTGV4xv5Zy``Kcr3)pbp3LAYdkriEEy0@l_g!4~bSf!}9C0De51~O+Ao*@uyYM
z%L63l3w`Y))N>PC27jQSBZ<eD8?}6J`L=w1cEPDsXRJNEk`u3p;SE5X=?xg9sn0Xl
zyYr`O;!53>6l_u;1)l3#xoKGY3}RJ!+H+Fu@|^vG{u5R8T@!XBk5>MlHO{LK6IMC<
zVvI}^$@};3YSh@6efeqdCA$fDyDJvW7k7kA)B;PDE^0<L`Wl~vJSY#?njoZ7nX|i!
zE94nk_+(4&H@oWo!;7wnF?i<QcvY_X{&4X>wF266M|jzGdH?F3yCIgGmv^7>fTRou
zJ%327@}dB9#{*02G(Z6>r|C^iRXdcVnRK_g^&QJj*{v*6vy`buL%@yoawj~CTlY;^
zZNE#OM7NtZ>kE5uhqwoq9j6E=U%Gm~Tyw)9!2*N|svHi?>JcZ;{<@&-tj#{_Q?g1T
z<!Ef@R<1$Nzf9~f-tx+oX~QBi9&Q%rasd*(v&+$`#rAJM%OE}Jmot-k7=q*odnTXX
zaIbmCyi19!pn4LzA!PZLX5Syrx1z1<f?UnbWo(h>TduTi%yM=S{)8b*{!r21i%Tik
znc7pKbcN(VN&1lK?S>wz?ZzrSm`lW&^#;H9=o#J=!XpIRMivb0#V&P^vCFTAmr<4Q
zJxP~?TS;F^^4Q@`zj~(2N&YPNl3nD9`P)*Z1URZ(!ID^vH>T7x+wVd3N9AHg{;#kd
zC}Lk&^NB$nHF+&VZXC{5vMGP5+RA<FX@D1H=?lb^*-*45rBfa4ph3}}G*t+@)$Izm
zfaztgM9&)3i;;8Et{$BaA=L*`+Sf_S?cm{tNF0Wa%YZ+1%<=%KnZw1pXdmhiy9uJo
zG581zsUT9-!a%mT;OAhTTqBFhuSMYK$mRxSn!8!-DEZ~ISi8z#s5t?HVBjwgR?~?@
zzWv!?CL6#z%?vbD4^?_37$vzjt)@QAq%yYe4dLXuxk^1az<liE_*ANCcZQ3N=1D8G
zSlnr4C7(4K`B<Qi<DH0;u2q5ZQ0B>WXbl3t?V|N?JfuX5djb`)GDjyT0TXkQ0^7zG
zs?^9Sz&;uB@n~19vZTj;$sv|>dlaC7bI+>Dg)S|0gn+ZoO8Wk!JEi{zeRui?IOD-m
z97|WhSEVJdqFpUpB8Dx<%=kKYhiGY52OeTkaVoPD(a*wn6)kdG6Tz{b0;V(IPpn7h
zbIrQuu<~w?*#0U)!<ggAHj}PN)sJ#hiw+twW^=P6ZQu;_J;%hsvhm8%<XZOv-AHuK
zZ9w7u!elMhBGPgYyw{A~g1pTGLxYfMB=9Njq`Ye8e}HC?1;(W5u4pJ}R&;aWd1bBm
zm5%<J?O)yCsq`)k8w6i{RYqr#3u-~U$jv+;p7R{{{<>VXS+fM}c9#SZThl;5cUW$W
z+}^Ut;GD|{3GtZU=tZn4H`h)el|8C+zGpLG=@AL90kt-=E<0ZN-(&G<TycN#>qPbT
z6bB$!4{qXDm?QL4a)Da0(VNsXgXm3VR{CdbSHPR!XSd*r(3urwtIv8AGCZVmM1M9r
zr^M^h+~2k5M>#xHU=R)+mf8DA>{XVTtf(60X}T2V^7HHOYzAX?J+2SP<(zAK1j;ab
zXOG7ZU*3qCw@10|anNmblvccOHHD9%bPk5d_3uGW7S|jMcn|D}`v(xHWK$Qq<5Oe8
z5OCuBD5Ho{66hCLxDK054}Mg7a+imi(*E}3sbw;k%UB#NF0W4Sxu=}th{cUr$v;3U
z7K&YZQ#Mk*gFbC1u5&L>BS8v~`qG}5X?s)eS8zm-Xt2<iuT1_W*vLGW5x0hk(1tZr
z%mK|FS{H3eBU@2K9)1jR9cfhx7&4O^{RaBMoXgRQPjb(v=fS#0!1t(T6^8HK1KsW^
z)&RC0=*F2Eu$b2+d~F_^fYrShmg!lyDHBZCJC5OBCND67?7v5D*q+j*{tabj=scsG
zqzZbsxgUUO*?-PPUO(b3<Jb(3xSq+)QdQnVL?r}$TW2ct|1r)_qn{5fQ1$Jg`UM$d
zSr^<YX1*K|o%S=K+r~5x6la;6HQn}6C+OjHYu4>)OBqZG<%@NqoNcO(kw5V?rHjY;
zNOv|truP?XWrFNu2C)B^4JcP9*?o~0Lij(|TQx<_2bMaP2C{`^eA%@S=dt;$Q8h7L
zI?}OTwi4Nttl$cn!!Jc`h(s$%eTugN?h_7)=UsY+!jxGl!>Pt=;cBX^tk=~K@(@jR
z&2Ks2WBpNGYHYR+sQQg@J`R@6S00)yzdY8?SJM<HUX}BCKQ4#+*2lUOu#8R0zjlvW
z7_Axm!95j_Uok<o*x?oDj$8Aj=J+Jj4U2xn6LDrkWsr%m-?Z!1?NFBLDnEUz_BCvj
zIP~Dse1aEqo*{<#CU18m_+JXfwzNLUr(qKDJ}{jdZBYM_(whhz)kS=Hy%0~GBUlA^
z?~3sk?WZm7-NQ|<vix17=X|tU;G?=E`y_$!nkS?Zzu(B2APTqZ*t8m&CYIrYk+e#Q
z4aqoa6srG4&+9wCR)8V1Trev$8+^1`_W>mH-d(Dms}LR3!U5OO{BdWL@sIgmfO35z
z@O7S@N!cao=Rj$2adSy->^Q(GZ5%o<DFW#<Gb%0E7SM8Iw|INFV~kvUHSu49#joU{
z_@OuaPag(3ZCxB--Dz*SdhYQ!C~^zhR^p6xTVvwYQH8B3F0QMBonJ3~FcXOjZMhYZ
ztZ}dRV-00|Vhr&A?_GuV^H*&~Hy?d`?io@FN%01@cp%uMS<UWmS{q}Z9NCDTUY(#f
z4>jS>YB7!#I?CT51Au^#1(m(Hh@yxkB{Zf;3|-B)`)<tI=;F0)jE7(kx(Yrg9b`}A
zdj7&-b<@FeRXgVuR;s{6<%9iwfBA*7R>4!TLPci`J0OK8nNib}QMnNO`W5#kFl+34
z3p5<#x~KaqOnvHSUEHf$P>*$Jvd@|X(|JEaM23CmI)LaK?0#}nx|WOC#d@9sM<$5-
z$CT*LoU30hWOvOR`i;jy=ie`mO#MC?t=B^mUp8p|I4_@Mw7BxJ<4$qnx9HuT)2#Ks
zy{L;V>=vimq6!WCWx7+7Y=f%_VOeECi^<)*Iw=BPW#~7=G@H}b+Y#&Kz`3;CoLn&&
z@O^l6{O#lS=~|nTX0q1k^t{3<;e~MMuEJ?G4bgr7jX`5+X}CUsG=y-A9V=wfJ0Gs3
zcf4TFffrGQ`L5pCpK3Jwou%{fiB-(C2{42t5M17J?~EeyqGF|`S%Xwf#(Nxe>Kz)Y
zz?QM}?&aZ+WggS7CCyx(!KAY|(bpYxS&!&sHoY^erE!;^c>I34gsR>gJ?n*UCX!nx
zKI!FG_}kvIxPZ<*YDJW>nes}p*OrxgR2l2bTT5EqUz+M`5)G6}&#$jS7kSp5%|W#1
zm`vo5YY}UIp&C(<1peH>W@B`qUoP%I?33&!Lz;3;%mSF{gco}TK<G>3ku@2`^%f*@
zls&M?@lq)0r-sB@=*WsrG4}N%jr0ExM86P+`iw&#YU;i8ty$suS4d^v(QU+u>YLXO
zYxLc-=Do^dVPM=&bSkcjYqi>Ae;3b7I{NtE$C@*}n=ZpWZ_r0=Bos`glSD&oACmA-
z`5;rwu^Z1fF4ql|k}JW!sV13I0c?NxYB8Ugr-jbX&(?AR{v>O+9aCXaDr&7bVmQUp
zdL35n@#$}HhDpq%JX}5B`v&AyeuW1yK4!0)f}o5G>fPzP1*)q?07BR2Si;S5!H<||
zXR*6`2$tjW`%*_q7Z=ZxhYVf3=OcFQn{XkP3&(7zx_os^bo1|#S2jg2MpuF%`LoF@
ze~a#>87=D-nieB<GevZyx%HFp)&uUkgL3|iUd|onMZI`uC;xf5SB*lhIV=X(gzRYR
zz4zQjbOOG$-ao+mx>w&2j%@z6M-#hILY>$;P>RkLYHj_GoN$XO-!&KFf0`hLh5IQ>
z`P-r-w{*(yHXY1A3Ws!<pw7{DOfPJyWxH$3Wf|rzo&{#4B4hm?AFX3S`qoB6i@PRR
z@MyK%JzgQ#e-H9bET8z~yQF^0;a{3XUqSpo5f)9wzvTAfu>xG#(6VyaolA*J$l1Ig
z6xDM4shX;P?(IsS`fqL%VX3-)O@wy!XFiv}rUeZgj^3=b6FceV5Yh*s<Hwh<o&K`P
zT9pRu6ZgKF^#$WluWd+(EL|Da{R5m{La>{h;BbhaRz{Gr&Ul^&I$_^S$8#eUpIfFL
zpK22AS*b&@(IAwWT)m0%quAxt54_Rmcgsx@3aT&aTYk9`J(!_gr^uj+&y?j-QN(mH
z+!W-Q!}C6d`&H3E!?)`r?#&$U5+{nkzGwrCm8XksoXT{j0~1@=M1p5x&!eI}QQCQP
zw6cgSqiN3H;OP6ioZ}MwKP8%Gs`z&`a%;eB#>_=fV|Ywg7R1FC(Z^1aN#1)Qamy2P
zv{tRoa28hFvb!MBDn#=E0$9jQ`>VPWTLfb=F20VOOhn4kU+?C8XSz#KX(Pp8l^U(@
zcWk)VDD}0H`#+^WyhdN~u27VUtfYL;3|baU+!j8E`H9|?MdE4gz<9c<UBy1gVf_JB
zLbA>e$Xwv9)rR#g1x@LDN0%D+JWcs$+;W8)**GY}Lzw~WT5s)|aPVleK_+G#Xhv|r
znq!bU!_S_^K`K-huR(@t>e^97m)y2vIOex>+ofpFk@na9OKS!;M-|abYL7>5X5@yE
z#U<XH*Iz}V$hQMbEj%@mx)|y*Rj?~{$6MNXJ1SAC*F#bJj*1KbCIz)nMNiFDBUpx(
zPn`bAtA|ZNdGg-~^d<3gso5$6-blR-ku0s*HPCvWsOC-ByX92ko)jc#nqA1YE44nV
z<|*{1TB(mv4Ne~y;9dIs!p%t8l@A7O?${Ip+zgF;fG&#gSImrX56O^kJ0zOAMqAcP
zEhc-_r1M#MZqDWLh->6B^_MUBg_*`}Qjh-`$FqZU_LB;ZuImRqR~kn!kS?Aaus1a{
z#;Ee5Jm%urai?*67*oQHJi1SAN#{j1j2kN7bk2UtDW685<4Lgoy3U!z4-S_u<@!|w
z=3naqyf-4+d>v%kX5f>j+R47N^J{E0{{Z@?i;=}k(|&P|<?z3*`E$I1UvmAU;vUq=
zVB0`fXBEYJjU&Ot|6KwH@M+-d2=Nrv_A>CK=~PWk1p4vlTZ+b9o&Nd}%Gko`S``eK
z9P}K_(4t)EiMndNU{K(-J-RLPI8HYZ_DJWJ$~oQ9ox4glY^YPsKbri*7Tf=6G&5>y
z#zO7Y@6GSF`x_I+eBML^vRKipK1zc*G5)&E;esL7X&NM8()n?eGwW}XAw71W6As-k
zpxd^Ma<FX>ouBo`{Mf=eBL0;#PK1VizR-r4-f}*r^^7xnC`;H9cN)i(ssNioeNlcr
zo)N9O{^(_Mp{@4)7%tm5DhcALkNz~`Pz*W&T^K%ZHO$)dWVQNc(HSDVSOK0@%K8P0
zI2oRm4*X{P#@~j~UWJbCW@aP+RY2h+w0Frs$-WFdaBNMus59_2p+Y2tGA9YevV3Fc
zddysk{Irt?CNb1%tQAj1zjP(;P@Zu^Jv~W`q5gfiXUs^47IhTa;aeT$g1#t96_E{y
zEu~)ZKij!7=()J4#Y(9ig6{Fxf8Q6X{sX8JdS=?9?}OCGz<{s)CpP5R6dPBn9Pghd
zea<CL(GXq-FC8UG-8)4qg|+Ci6i$*yAVB6ELmk1NxXJwgE{N{fNsK^sY!h=ut&!1E
zSl^pF;r;A}qmvIp@9?z0C{iYQ`tocCIBGmM$679s_mG;Jx?H#tY;neG8oc~QpG323
zw&nX9j-&lDZ{|A`ynkkE)bqUv7NsS9|MjI@bmDrHBg*P2T*5%2+rONQxW~%F8Gds`
zRYB?S^c}z&pIV0WCI2D>Y~njvKGdA3K%=G%`RyQSGmTa%&zVV1wj%G1{Pj2n|NGwO
z3b|D2DbM_yHsSXkzU#Ah8W*S@lkvRNMIwl-O7mY^C2)~0BI^h7<6!|(sf#ix`xJr3
zmc|Jfc5}S&zTDaNKk$C(b%4I@ls7D2mL~J~A3%;kYss%nXS}?ysp)8cOo4i!p+SQu
zRtIb`Nh>*#T(gj+Lrm!HVX(+H#qSODGyHSHmsw2RZ-<XN#TMU@L)rps>4qmc4wl)+
zpo_RJ*KtFymc2^7W=7c88YZ<(O|#jL3Adj;kIt<%Qy1&A>ihd#E)ZP-roE`ODVd#{
z*-kQTXML6=zYN*=Ya?@gkw4Ra@$kR6{iuyYufE(LKddr@<$oGSU55l*e-gFYhr@zD
zv;~Phrnpd{eSqTZj!AH%i;2@L)E@K7lG7VoX>Ez*KX6I=Sku=>91yw_ml<H7kydQJ
zbI+=>?_Ahws`==c`H`NIS;1E07R@1)>npOy%YL5H;P@UPb@W>Pk?fyeXa4{>Q&@Id
z-{BpqJL?zlt%%!Qo<v7e?y%-Z`Ug(&|99@BNYMzUwg6hR+lhbO07gziMZ{mG5~0&-
z!1oN)=ANb{K|Lz7kmUEM45R28414j;j!_NJ0&CPYc{3$;LjQI|kVy&aaa%h21@ueP
zZ>m#W!9r1VTlg4)J>6i}|NVx&*OPiaz2$XaQH8Ru)48N`Xh=?H_-bLb&7-nnSoNTx
zES|y%J^Fgw&&4bD(WZ?@rU88`%OoNrxOU+`Blqco@{<M%4;!2D<DHy<dTnI*3x;)H
zt@j&jP;sk?M|cyf^_c&tge}j&doOfQyJNmx?4}fd@^TIz`1Q1SBM(L>go!C~6A$0z
zr54jxU0_Vx!W^nxas583^C8d2ArldHy?3+6X8Lx)9fB*TBNxxou@M7_{{Z1Ck<AOQ
z?gM6nm()}&RJo-0Pw!7A<c^}Rg6~629PS?|-%|#6yjuAOxW)nHToEu`={8X%)OP)x
z|9v#f%O2THLtTOwK(0pNSoJ2M>w-NNps#2Lz?s$!UU`1>4{!&7kKE$L-@d@65m@}e
zN-+<{<&G%ij`H?-Bjr}L?`|}2FkrD&B4d}46mJN<spsaatI5MF#alV7X@^f3n<2-B
zEtYcs&$C{Zz)4?**X;QGCiiqXyxU9+?yd-G9bh`Xbj5aU@vkQ3{y+DNEiNZ1^1RH?
z>1j+><d&ed%jKXZzelb{P1m5#FcJ;bRS3kZ*v-fK;x@nBBzJ?QUJ}>+4;S#iKObrQ
z%;UQ#g9Kmf)tf9Z;AuM(wtto6P;=N;<VXz%JCIChHm;kgw%Q044Y~oS^>IV+ov+tV
zP0rGDi3vWk6jt-OaMpS*&gz7n>|E;)(W#oTqE#MtCLg90zG9}Uao_22Y7y;xcAS>&
zxTY|f6~cr)yCw({OpuE9f(mr`vh?;|mU(2D?7xZ89W5$%ynw=SF@$^U#*Q1YQBq9S
zJcICo3>v<*X0#~vBw?udp^0$;%}vYaSH*zjJ#$#Gr<KHMC*IEo2F!SCm7?8#8sLXx
z5ID?0G;x4R)rhBaOOlY9LJrsXz2_KTyc*$ZNneZE6b#W4{VeSgnqfKuDj#7e9qc1~
zORxBb*yfN$4yNE+s!Sj7E2C`J!chsS6z-shm)y+Mm@o4j;S@`zQ`gXN!;Z8juoL2L
z6jKUx3o1pY<(mSR%*-q@{Au;xJrI?^QKLWIYdR}OrFJ#Kb=qzvQ|vq)@?^8vbKe5S
zzq?5%$=!MXECzo*ynC*m%n@PxBltm%X22X2y|^jIZ=^jQN9|A~no;Vw=y;=^RPOsi
zij=D7XUTWY<c-&*aq7s%bfi?+b~#)6tlBd<|F{qDu5V}?3W$KQfm)47!r!GI_vSM<
z^Txd*E7^frZ&(w5_R9z6V7)Jd+esoZD^!M4xRfPtG=}y+JO%51JN}jND8ogRM?7^F
zRAHm~#giH(uR$QO?SA{F_6(z}GEP+M^sM7Zfdvuu#6)65M@^h}{haFrw#2A}nx3Jq
zWQ$yBjMIH8Ri=V-&(LWbg}}csZy?^IYU~QAg4?Q7Qz+Nl$Z5I*H9S*ew*w|N9x94g
zTvjX1AdF$G-}mY=vT*5@@qYzxW!dpfB5O+=wHMx}`Jyj9*$WeWAL_Jw003SLJU$Fe
zzzDo=YL;(an5KNfW~rDoilvI|;YGRfZIK=fN5>gQyXRDJO9IE@^h@3v9io<m#nsT|
zyv=jK$WD*+0%tMz*q%02>4KRWOfJ1u1!DN)Gm<9$GXAV0eIH^TER!2sfQu7#8r9y4
z;&-;^D^lEii*54jXZkx#1R8j=iPCw!j(ln4B{czY<%=ur<(PIGlr=Ui+S=vb3<D8e
z*)QTpe(>n_EhD9q@!(b$R*oAoQ9b4x%n9lpmid|s)1rC=0FX`=N(?Bo=4S7oU_AOs
zUUjM!7AzZO*rixEH3YvTuxG&M1>kP56OJJ#_pNJyW=sZr!F;o@!QJTkqku<vHX#o+
zi{JC!2Dr{zAm%bO`If)sH$G9_@XYjGLnB;72FwgKBGwddgak7+n~O;0nZx2dhfE7~
zG#4FUBN~F?Q;?6hgP1pK2G!$RjkF8n{x2*@C?zD$J1r;f>1czNqC~+rqOpH?ZH5#k
z*0MpD0i?D5U=Dclbh!sVnmay0PHN|8goGQLqJ=53UU6SjtyIcSYEhCU2oZH&%vhpH
zCXR7qYrI2QN8$q8qqmKcY}S=D=XhQ)-l)%*??4q31zL<`vc%k>x>(jIdMkN$#F1nW
znp#l(tss>vu@L0oIN3W}Him<nB&4}!CR$O*U+6A@LVzr*zOcTj>Y<^YB|Byj)%~M8
zYcj1?w0q;C155`rbinx<BD*)ZXkMSj)x-L{c%~~4ILDzw%o#3hUao0GaXquuE*@x2
z-N_Ou?PT=;A7QSES=262#zGH-ae#m1-J#tG)e=M~TL+*Vg-t-TveE9$C)PKw3vRJV
zSLd({6510PLrmHsgteTHw%jqWN>cLLU;<gCNf4!ynBOgy*u}3Z`l*PKwZPQ><zG2A
ziknUXk7(ClDvYYn`CjbM{>SYPZ_ap|94I|x-E$clXCf5*Eg;@xYT`^{E7Gn;KVp;R
z%kSS-cjJ2SJMPtM{WR@wU6c;r2!<~hM(PlD9J*P+dz>v%emjrAr*{6UFArcBk|)nE
zqolWPxz+vwh>gt`MQ8gw!O|h@fuQ%UXT95>TEKR!ae^nTm7~__?*3r=QWqDiFM_{?
zRG!OadFwWRVi;QSG8`8vGh?0WMZEbLw`tFjK7G!fty;EKD9XU_mJORfrqC;LFtM<>
zd{axPE}&RuR$V7-?4<o|%e=|xfh6M>dVLwD4&*(R@g}?({pzX9G@lE9Ok#&LFZef;
zZnpH4qQ5^$Y}tr(xZ>fiCV<QXoQg&aH1O{Kf&-iI%`_HiR_nh#N@V!WCdq~;=0Udc
z2G`;JI6HjYK6c%<p}{v*m93o{vy&JW8rs{#@Di#N%9xyoOuLwCst3A}Ny`5g*COOT
z?voK7(zl@9uB;GCs(U}hTt#OF<dx(GNY`HJarKz!a7^Ve%u|@atycYNrV|pr5^CTu
zW6z_Nd`)GKM9ELpp?Fh2kJi>WSW4=4#3^Gj6j2vB(sC@_07gz!!WKHB!{5>XKj#Cg
zY$YVtc<RomTs0<tPCz$B;v6^X+>+Q!aTwZ{vq^Lsk9nUMFD)p7Jl&9X6F(-N?C1F5
zX7|Loza4#6NPSC2=}Kb;*6XmKyJf<jaUd9fZsE&x-?;a@(35YC2N(z>s4TDK>l%&U
z^fIeXlK^DRuV>Hvil?3FoULxHgQ6H@mw|t4g}D2>^g;+++64CECY<nfUV<}fjw8}a
zfOA9Eb`7U$v564tjDRhYVVPPp3Wi>?;#~ayIOkGA{{bHN`$MDu0YFQu_ZFfP-=cob
zJ|}$Lssy;1*)e;_MTry76>(Mq%lizJ*dWhU^ktI3z5Cf)s@(Bx;PopK%&IcwX9c3Z
z7E-bsW46<ZG-lsYU8ly6Ps=IHI%)-f$NSA|qAG-Q-ilLu^F4Vix^>T2^Hr$<A?B$H
zAz3fy`ifDfRF2sSamSwCwvDCu{pzK_P{sb?@`Q#{zLey^2T~!O4yfAXBol@oYJr-8
z*Q0&a6JC3iVrY|61_OV{3JIQ#vpYPBu$%gcAKw%gm+071d&%sysVQemfXR#WZtF0-
z5KXzJ!ayL2Pv3z^X9Q0dl+%;l&rYxriDpn<=u-8zsaTj9azPp4a8t7LtlQe48#YVD
z^TjilXHg4>*fC_?<6gAK$Wzl4npY2%kupe9q%Zpz5+uR*7m7wTD-;1iZtd*LYLsjq
z%j-8}0rLoW-0b5~rI6Bxyw7P?6VLWkUw5F7pEA$(IIip0t4eoedT(L(BQ*wsv$Kaf
za*$Mqx&%)MEhF2dt4`pAR9uOxd;Ws)(w8{Q^GCwHHq(^|BS%pl{2PwuPaj`(3RPog
zp8dsq6ujK47se|6JJnt?NtuQhOsxb#T&9b9+nv&Irhozq3R60{(Hj7Qao3-WUkq^q
zk#oQXM2>E!PsQsJSAJTh81hM7YQ6*YfIutd+zN{B3kEsU$?SUzq=`B+tI<VoHE}Sb
zB-J<<ds5`Wmkq;KEDkReBz8ahx186D!N3UeY}U{x_DO@=*d1oq|L+fIU9qX@_UX)!
zFU(Zc>Ga!%F_t-hU*|0!5V{DHP3ZFkdFMq-<f)ho#1w(?Uw8=KAMU-~ffg=o<S!u7
zBM3gCjV5b8=?L~+mee95wltx4a!)hHQ2kRHf%W7%kI-gerOVWR7}_F8yvbI1z~8h$
zgIo>Y6TbNo9V|{(Sw#<=+`?xAZKCo$^XJr^DJY+vC=a?)x9i@4B-B50F@PGAJ<UE$
zem+!lMfSW-<M(e+lG~G+@WCnzi50w}>VX<iilmyd<Q|@Jnmf?(oRd^oG_ZK^Nl)i+
z(Vc6}HQ_?UERnZ<l!$yjE^grmn;@i6l=J$nRnec<n_EK4?!<Tni46vaJ@pmhstw~h
zz`!hn6F~xR5T&rniNH<Mu!NSIn;h-IYfJIBLXqfa0+!NG9{Hb_zap0TzS-SzO$7q{
z{SZ}X8WKRB03LNQAL2m7m6E;`n>^oXiNy$3o`W5l)ID}s{Wp!!FIMKNRQl`tpN^8A
z$FCAyMI=`2NM&I&>5CK}O@An+PYQ{7s71zpQSo_BeRBU@HBi;o5>${VUS^B$<4n&u
zS8V_v;&*g;#qWAQ!d}~0cQCOcuhnv&($zm(Jw^*(;r|rvasxFG=y7$R6l5)M4B@Vn
z$M(v{4RND<6rJ3~eSIj=fK1(5CB+94OwT~0AV$55qygtNU2+jMud#PC^x48OH~Kt$
zhVRFD51~ui;Rrjpl?#hS5(glmq^V?tJ-cNO+|8*F^h=!zWldA33TeTu?>UNiJ(=wK
z>*{mI?TjM5c+HzpX;nr>R>PS1p5x-=3?GM|1aCyrgl^h&+^tHe`lb%s4(FL}T^cgf
z%G6!4$@87D3`6@qwLy96`79wi4ZnYHxiiIjKUgv+h`kQJJHc+C4bFlDy)Z(vGaawT
zl&G={X=HXyP0Q^|y9rtwVIm7gy<><4*>UwKw11~Zcg)~p*`o7{5?UUZari`1pL5v|
z+{w-G4tdTso(rq1g8S1z7lj6!RA+^wdXmss<tLbRSPrhh(y17KoxB}9Q|z9kDr1<4
zotq29XUla#hCU{7olQo)a}$z1cm@Tu5Ewd)>iZ~<{1^aB<777!O@p*&SwQY02cGOP
zLaG;MRCxmVRSzo2eK!MBD90PZn8KacQn{e37dtG{`BAGL+XY?{2g<ErHSLyo^>LS1
z94jm_4O`;~wTE|EgD}eHZfdMS>#Dd^*P(j1%0*egKT~M#PoO+*Sp+;I5NdYL(^X6&
z{UL5k8)}ff>_XlhKF99h#QIqSzX;tBOQhds_R3^peS*ItJfcJhl7s8T{Hk9b@IWdC
zXJi6haB&I!dLdR_Sni>23!_BVv<@Bs1V$t*mEHBMQQjoNN>dnDVlsYM5PRxar^ex;
zrR5!9WJ|5`eBP`@eT3Ws{A||Lu#u)V<&x`w-^OO^5i_8i+WGZ4OOu`e*w>^M<V$Ne
z1UIOa?(rtR*gs(_=160i0^vRJATgPMRj#0%G4Q>2jeglO?VBf8Z^%rUutuj9e+vt<
zH^afTUG8+z^~(N)R1{?HnM~#{P^;$l#Z&Mk7v!$kK18qix5Qt-uKHW>D(u<ed&GpU
zRyd@hdPBI1MmEQ!r~2r=;IOE0U#ml8x*$$+Et%780B&n(>C2Xl{clG>OVjWlmHU>>
zz(C5{R3^l0E1zW-JU4}&4*}Y?45Y({de!6TXH88}53?2HSPvdu$N(-ywVM?SRb7SW
zcEu{j`qr2GLOAxn#6_eTpwySX+EyXv=!>Huaek^#BHmsJVSA4S7IRL%&(${?O_ey4
z_@@5>RJtW(fBYV~VNKo@k^95Q84VnV#SS9JoG9{D&||G`KdTe7-A#xpLHxB;6R>Yz
z!oU9w+mMZ@Uy%MIbtX0|3P-0NMcX#SfovN3EJQ4yh@Hlf2<^2S@~!k?a>pQ#@{tl>
zU_OI2+*OivwRJ`BU8ZcL2l$l6wS?%@er%oO*z7xFWFw-wNB6yXT%Ta$34IdZLfjJl
zos$nF^=CZ<UgReK!Zwnq|Ffj{&!ua0s_`ok3fRD&i6xs}Y!*JwnVxroZBGIUq%p%N
zHv!FG>f&1H3YXWC#jUb^o)Gs7U%~f4`bw5>_$gMi6}#r-wUhjt_0ZkFv|6F5FOe0L
z>+bO;2%D7~HFCeE&3a(N#~Fi_%h+k$IGL{-8hl(nAI6<}H*Lmw89K{zK*4`^gwuhi
z?Bi!(i~(v&OO1ry^j)0}Idi%pK5lFgbS|UA#PkbXu+RC<6F22fO238aJ*{GS0xwE^
z^F1mpnWnGj%JAKuVrPfQdVxD?-h9ub@VnGT+RS%(JD~N9F_VnS#TiDgSs6@{(Q#qW
zZ<i^gMkpY^TdJ{kQ1F0k#q6N6z{Dwa*^Fg@(L|CQSwrt5x+!J0nZ(E1IO%N^{RFR<
z=yiqgrA7dm7PnpG7aRL{Ac2NX?35bAublF$*t0zcSJHHXNX;LvY;^T|ag!WV-w<=s
z#x4#=o4qzV!%L9(5FV*v`^oIxO_KN9z`y&|j|*mhJ`(KaCTe*<+~*CE)}Js&sp<LY
zY+O=k+^(INY+j7*8%_dKm)MlXyP$|Y#S2$5|7>S-4|0D-!t2Q;OguRjmBZpZ$<=5`
z)<RswwQW)&y~WI4NPY>s!>!ZZMWZO$8AQw?A;j(nF$BNrvgEo`$5&;gL_$fOWzFdL
zDL^^GLq>7mJH>N#<jFsPqp|~JWfG+SJ6#r48O}E0bqz&0e4J(Jj2W@+!RO*+4ZMkJ
z$VX(Mn~Kd$oZa+gy$>`z?_TzhKL@k_ud?1ctm!ZOA0CaQARU5?P*S=DL}G+=hsvnY
z-3Wr9(%mH;8$D`(C^3+RF&gP~Akyix&+~n*>-${4-yho_@9TZGUFUx9ocrAOD_&L>
zDi=%%6rqZ8&hKe*&LIri+u{AhQgfmclp5pBZHVbkB^Gn5R4WxS49zR8n(vm)A?HMe
zPV>hD*{)!hj&wv<bCcyjDos*#M`~nVus?KE!EoXfv+AS=3Oo-asQ;jo$%vFI&}1{%
zvl90dTMBdu@~Ilr-HvHT#e@5>rS!sE@`Ng^#kFxmM@wt_pUVV`jCtz27KJR7U&{rx
zx$+a#(M88Isa#YjA1^b4)xcn)sKB@VTg0JllJsyC*`oIq$&PP&%PS;F?NPOf3~AWI
zgIT?%-nC*Q)35&kT8WiX;=<?<Rhdf%w(~ny<+6i?&@UNN>#iwRQ<5(guM%kqW=0l9
zBD9ZaE4SGz$if!Hg{TNvlXqmQd;~zX0TB!fAUSb34RzlNGF)c6zV=pUofISTSLb(O
zqiJKMMOhYI95vo!nd5?dJ~sh3T6hN1#Mfj_(F<FaU>mD*q?>4sh7~)aN|W>V)yT0B
z(Bp?*9UA?r#ct=)Rj01p@?7E3PbVJ*jdY4&TZ7BqxBHZ&`yIc%EI<1wdvL06zB^CT
z$*NoVzK4j6si-qIgS_Wq3P2=~0$rN;{q=?8O%W7;gC3U0yr)dvxm+pc5c4#c&qa)&
zolbh*!ypzg3kkY~J1;*2dYb;A!@mV98QUVK_N$leN|x15bA#L-ROf>60nD~kwWng#
zFUMaKz4?)9U=b@Ivc4y-xjLz8NtX#swB|)dTWEJ3tJZ|R1t)6^;D6ay6HlqGYbcya
zd-rVU&FzrT*|$eZYX{DVP<-YqE>eMZ*BknqrMK8(u$ilgHMUY)fF8c#408YxL)=8(
zt0IBYNTN9Z+Eg0jyy1qPX_qY@m_wh5L<cl8hdst3P}ub`rrU9+{UDAahy~4(nN!dj
z`p$Ko6vu%+V+zXrw@FGKS-*odJ0GZY>d-E)apOS5wM@4&zD6tWQ#w`q0_pu?BlVV6
z&kodGR#r6m3`MmDcs>wgJ8vvId$aNl7UmL7>)ewVjmv-$xqAHQW5TtANXsbLKq37?
zq5ce&mX{`TME{O0h3aGhfSn@WxxBeE(WJdSrB}CI^J$+m$&VWv@{$%_UYjS9KD9yO
z&u3^{x$af-uJ6COKN=Q_J}-V|&wc&^P@Q2dG~-JQ+k|5a*I7+9a<<lLgAC)-FvGTQ
zEz@pWt*A3bbM*R{mcZ~K!FNmWAMSXP!(sKwX3fke91>HlKVKYk8o%xg2IjzMH3~(o
z^x$_5>k8L&3V;1%6k0-F1qC=OXzuQ1cC%Y-T7(L|G@JDvj&ot#Fme^#oEZCy5lG%v
ze67KDMER%eEX#Tbn7A--^Kd1grtg7Yi${Qm_#p2{p_B2I&U6L38Zv>bwz6K?*9HCx
zJbJ|07RII2qqi#@d1OUc$Q5<;xuOGZn{)*fY#;N!r<MN)h~{@c9GwoFc->3!M_sq=
z;;c4@b_4Oo6DAYuE&3ze!YL>}s(mz1h4E2k{Gx1H5Cu-Z?~I!E6vn6KojZiCZw$o4
zl~^S|YF(ArUgo2fKVJxic<x`jWO&IU+oDZgSNCkPjTozz6dlNv=eoLk)|h?y+L5q2
z*g}Q{Wc-x4>SXzlTG(TvqvEg&ENK0M>90gY$SbMj-OK|bAH5pQOXfbzmd0}nJ)l17
zk<5J9p@L<k{r!$FDmf>@{L{}vk(!L!B5xb<^Vx@}(%sn>rk0Xm&rtlm!1^oCMTVcW
z4EvTle`#O46O~@)V|EHz6r4V+hjEa{KXLo}a4y8}O6hTVM~((VN&|A~l6!rhJ!QYT
z_h%I0f#q-EdiJ`}A9-HVFV5`WJQ$pQqfJ)?4vxh>K^K6}n}&w69~4BAx}@X^f~Zg=
zPus?vjsJ9ZjODX-jhq(*d2!R(y2vlcz1VbD#v0g7{wT0~nw#AcE`sE|gP?SAC$XD8
zdhjv4-{P`k%N6(>LXCTD`TCb5Vr-fv%FO$O<!nHT1*hMy&la4smD-a*oJ(+6YRF#`
z>Aj$wiCM~<!V|gnL5tfzT6&Ge`OtiE<9=G<G0y(j34WF*@!X;-J@38KlIqJ^nuhVZ
z%USbomTB!gx@n860}^~QF6j`8LP_(=6>7NI*A(X1tSM>y0<+Mc>esWjd@6h_jb+@2
z#%<_ZHQGMCx=-Dz#!De*E<r4bTPsBqVlastrRc+ThT0uO9LQ6wnpCtvecXj5jtopY
z$8t`)b1&4`GIa>ECXIBUU5ekSN>2d}cq#5(nh1b+9wYsjDD<~<j14A^eEEbP4%6jU
zz)xkl;!T%$uaZl`<GlA$y0L4G@0-QP*yhexhkpPbaIN*Y-jr+7yqVL7Gsdl!*pUw!
zAE?rm3{QLPZx2dPK3A^I!&MuoGr)1*NPDgn`=dRxVJd=&eHiFO(57=mXoekCGQBwg
z=tvReK%UQC>CN8WIn8u`t6S<x?O!XNZ2MW*qAJ42!92=mdTf{9-<)hYmg7@yV*T|4
zR?-IUwD*E*+V!;ZZA#cmKk*<b>Y7Bp)1XOxr;cID(-=OxuH{=ug^TlN?7`lBKC80-
zx`5x<e=xw6!3n#>MQ~Mjzjx(7K)I#X#3&kHx$n)oPEcLd{`ucMdSml1>PJ-XkEFo!
zQEF(LLui~Ov_*J(<_x<;VtlQn=Jsaki$!^d3nk=)Nj&G0O5`aw%pX6Q7Q12Pw_5m4
z+l3;Fz@v^@PQiIC6PahzAu%l=cv{++LlErEz%2iwAblq@*4d%fYGG-An8f1w-<)k_
z&d<WP?8k-P=3@{z-`xIJA`|sf@mtBNgZjNXe5MCE3>E1>1sA1eLIolDPg*zFc0KZQ
z`1mc5=N|wM49yoj(U~c$Z=O7I12<}#W%oIN>B-qv<i|&T<y)f6e5Co^98ibdW3$X$
zCuKh|yelh3dKj?tTt`}N<sm$j<h)w~B}4=7j^M;yUBs@S7fAQ}E~hY;fW-T#!rT0W
z_AW-KK=VL%q|G8LWO2kg3XkP|bVuT)`f8W@`ZR;4x8Tc93=j6THR_o6lSkjA{Ko`{
zy>aNX#WpL6(Vnw+5;CJRaz=IYMNuJgbo)wKY0G>&_<k(thUr7G$@5`|b)e$tkM@56
zi$i(J)9P<7)9|o|kg3J=6cuBBV)k0$xclb2#_3mf<C||sPWG=4x|{6T3mAaH3r$2u
zV_v<eoxjjfSB0j-;k^mF+Y;$lZ@;pt^KQtWEOz;>2sK1Q$acK6Y4A%wFPi#p>{(i;
zhL-jUz|mEq%xdk{uPhOw6iVP-3Mty9{eJx`=81}DItB8SirV15;IK{e@w;xM(HYyL
z19Q8$*31IdznBe1zZ(|^whf&rfw4OKiwc9TMXtU@xpu$W??8ecWD)JBb=d<xS0U>u
zp}M%nO5+yIPs6rFK%#wZFAWIaJhOgLg+a=)uY^m8(mHdOHA6x;^$+#l?5H0tOBaKy
zcQVtf=nxgIv9`wD?_l^#m*eCe78bG{A}Lm3bO+y4aBEY{Q(aD{aNdL;P=g(-g#RG_
zv8iv4^)G{U5LOS&uOTfu#Ku2_E*kO@2kM-zyStpLEtKqvV`CveFlV`<L=w?fTmhx^
z%(P8XLZ`uw$(-Kgg%pfPYx?L^{qPX$-L;PKUmAM4)IY8_t|$X;;bYc7p!h?SnIJ6!
z!3<_=s-o4|Kvjkzg=HS>Y5yFiKo3FZfK|Nl%O~CJIebMLRp(jNSrtgeTF_##%<?J%
zaL!bNn@3laBvedK@i98c)Pm-Hljy~QC|><EmMK36BkZOtjIGIi$9iqe?MESF;TBdJ
zzjO)}Nqs$_lNF2LO`$g@XBDKNpJe;~{{R<QY97qgcp)Rd()sb@wiMg;&S<or*Zgn|
z0O5Uk2<@s4;?(Hn@)yw8`8%;E(5X~swaEGB(y`e+zXH>ca9NemwEiUS(wXtUg~4c2
z4pg=X(X$x#`~p<9X9gVx)C}9bfR-QbtA%e!?8e{M-IeS^cz+IS>&P2w^U>CZDAk!S
zcAf;dyEuv<F%4+Wj`IfSA~Bp5yD+3KbK0+QjqMKId`r~sjafj6tA{lnp5AFE3ucJ6
z-ZXlCr-ivzEG+HnnGKP^5q&tXmu3uL^n7Ntj5S&BpG=(|kdq$?u*aacCzTgL)KPCY
zif<w(60T~ixgA<n-$mQu#~@q(lzkLc<4pAS;BcKp%9YJfR?@bq5)xQ$`P!6Dvs1dd
z3zDj^q!fG%#}aeRL0nBDfpz@M8{G2!(S`*p$c1)tf3<Jz-)5*z&pRcP2^!k1zU{`h
zvZN?k2maiyaw=d&wH!#)?-e=)m$=FqY|%2k(uIQdnXwsV&_~d+g_EBorHHcsqh_H-
zMV1iQo<S_ap4fPugH2Z5^CV~k-HE<Xm3Z`EXNpdm6TOix*Z8f|nCL^C!*R`Uk(G*^
zd7g{`6lg$CHUCuc&j6TY$pKGb2rxke;jVd``A~5-DKIsKLw92vX=&Iv#9qLqM>oLZ
zx6=z|jh4RSi=4WZ3?^(SU$Wdy`V2cf%=XZW;Y-r%s#n^}K_8PxEv*Pn))v)w<UHNT
z=FZ{Ktz`5N&0yJSBMg_R+>TNDtDcyEun><F`s|QtTG0EtwWa+=SkGhJ2lxyjPdJ?<
zJgz(*^yvp$CMs^$!?MSC{`r&ijaU8$c^FQraq9=$?Og^cZTX!Bo0m>IqaE|-fqFIu
zPgtmlJp$!U(3yrrU++3*46ibu^9f2OJ`X8HMF(hgo8%O{V|>u&z@~B1rL0mA+>BcP
zGgAA9pU=~2kN(>I+sc4JCC^z+Qh?X`&YPU`{aL+)%|ZK?Jgo>${Z2lB7x5vXiWsn@
zZI+IW$`qnWlqG2V(w<rn_!MVB%`$J&awWUWNzdt;1*zg#3Kvxi_82P}St@eJw{6{s
zRH2&FUpm??jv;xNBs1A&q^)t~bHklie$L6u?b(&6gzfN*1{;9fVLP8Nl1Bjt<V_m1
zdN28?zPT$Ev~4CUCJcL&aJ17M=S5FBXEkp*mL!Iadp4)Af#V1id}12B*DWgD)>;xZ
zM6jN4?8y!|%r<V)QiD9n6Q@NE+HFCTZ6+)Q!r4a?cV7r17dQt8ET#Qj2nK{_6X1{#
z9Y44J5{P5wgJ&@wZUONz?pmy!(F3yH2a2pO)>Kuzv^O4@Xtkmg8gtZ3c@sGD9x>C;
zM<$72^I{Dv9rKK%Uh|K+=3~KuSUU6&!i^*^y63mr&TGExIsHuD_9;v2g@r1}Aux{e
z=sC@zz{^?PkE0NgQ3ji`v`zcAT``Q@x}i!wLLIXmCX@N99V?i0M%z#yV@vOa0Sm4K
zY`F0S>Nfk>lQg-F?EBK`{JxqwRH?UR*HCAskU6n*k8*=ze1b!PMoK`pg~m3u_=NYm
z#DlC21#q&|UryKXIP<gO#dSPR54WF)9sJ~dBBz>lK1Y|*574h)?6YKs9?Ies>HD)_
zE96erOnVyF_e2$+($|J3zhzI6^BA`xI&Q>_b;z2;zI6NP;~*J`!}2Yr#1Ml*wY7Cq
zbBy44S{s{HSANiznpN-L>Y(>u*CArV4);IdA$=9zmPr-~ZHqdc=v$?C4gxa+>9!58
z%Chb%Puc!3A?M0q{{U22d|&V<6@g9zWTWZi><v^z3hU=o9w(^S2FE(hfJuU-?)T22
z!9tIm{kL&k%gm(;*rX{J5+rummTR!|tm797o0QlT@B_A$_~q-gfyu;nx<r1~vM4BH
z-41~QF4o`g<4v#~u^CvARF}U7T$Aiz$$($f2dDTypV9v}2#SSPT_&H2HNvM{Z8Ics
zea-&jCeKPS6w?^G)Lq6rS1&{+!$-?<7JqRXD0`%2b@uE3q|`&iCCt}kOz&M|I*(P{
z>YZ>26CbJK6#-d;6Fp63<eTaLX#0lZds`3jJ-GeeR)cpDxC?;ZNW1gjzD$Pbs>yj;
zis`wh#o=cA>;|xg)<D*vb>1D4J}6nMd@&jOF0uy?Tc_tZqQ)24^1^!f-n^Q&t)EWe
zi%J})IP9lTT-vICfHzC4_2x3SCDA?%v-=NlEUtRf*MTndb$0hIpD)eSX?${CGBgl|
zFumb(_U4gE5AE|MMAK!CI)X)TnuYc9g6!K5FdW-Iy%v0|ZAIA5r2heok!|P2vu4M%
zOWK?=^5rvLpCn&-QBeLtjfSo3&4L=)EU=ZVzNvIt@%EpqIYJQgm!<=@X<yvRwn3DC
zAJ3Em@bK88yc?a~bH?x_pXQ3c!cTD<$Gg9(4La(x=IEX}vU4V0t+&-X|GYKK&Pj-@
zW4t!{k<eLH{FR`Q|Bd#!5G$+J>sddT>z3HV4pAU(z#=LEbm--5vp+`uMmu6dMN{|v
z1h;H-PaiI^6n^9=*mBQYA3_n51&#-<G-1DezSVcs<PYq=ldJvaMIk<7>KTjN)_a?-
zAYUMUOh=Y4ZOP5p4)=O#Ys?iheUNH<FhroK_iZdkI=>(bHa|=-F-(Rk5*WR)G^Std
z)W$-{f)#E_6mGR`hu8Ci%<7=f(?!)TxZ+5xhv~^Q9t+wjMaTCdOT(aMH{ll$9T&6d
zF0Mn1<;*&N_6c}h^fxNw;Y~!j%zc=7^TMakYF}Wks`+f^;65hEMd$z$c(PvD^j=NW
z&(8sr920S<J~cm*N^AnT8X8#G@yXZeYn2GfUD?x9meYwf`t^Z*=bOCL&Psj3j^T_i
z`HRIqW6#AW@tX+`=c(J|k(Dg#wKRG8*&dc7slEOZ9ljqI+-g;(Kpy`9d*twSmxck)
zJcl~@QP<JZePJgP(Yapx3GMpIKr@mx#R1%8%WZ@+IkaWe&i!G5y>PSgrWx@2a-JWn
z_d-jvwsIe=c!72bWBZ2x-O6T!n$3Ij?6ou>o!ha6bS{_?;@3S+@arjGoSM7FYgr?e
z55-0?FE>+u2L4RcSPl*-`;6pt98@JqPPV+guKNson*wRh<%*|idgK#Cc}Z?if2<0x
zQgP*~&2-%JfDXQ&3I<DG1soU***TZwRLI?3xw!6kV5!e3i%~J#!hfH$P~A;q%og4!
zdIozmIq3y@zWT+<IJV8!7urRj<$nABiyFuNV=f?2y-7jyzsDA(NlAD3YyI8tX$Qs1
z>gUx&Yr2;Ebbhv^xs_jeiu~}zhu#FF_EiP&!<uuAI|$5@9hUzV_84i4(4gFeYT-}8
zSiZCTMlu@(2T6cl!Q6Jov&rp!2#J%`>w9T%jxeWN?MGXYyhz;@C%TRhKJld?GP{Uq
z@Q2h16V~F<U~tvGM2=NfJN#vQ{cwYgcixA>A75wO;kg4b@|s!+D>LpTR1G1A2LrMR
zofDNe*j|yD7wZUp#w;(>gN-D%!+LQE6^~R%24A)YsW)nfIWVlUra`A#XH^pdT`;SC
zy?k%+0jP%9UeIA~IUS{icsXU$?0X|v{Zs^1Jb4D_a{O{1y>u7aN&m^!TtBq)L|2lC
z1nPYh$7YVTV}Ae+EqQGwwiCg8SHoDK#FG0n1DT=fAsi9>cqVpYZm;p_U@ggF-}QZQ
z@=F(2Oh!PhP9e)pwgfc}i3$GkR5|>(b^hx#{{s5(dJD4_T*VQs_N>$6y&+JJ+Dnbb
z)TF6liR1wuOk9T%szB|ONr(QsXv%#s&>HCPPP+B<UQlUhh=FyFY-LGQb<HxqF2*)d
zvn5B<zAZuO>x~sMi>5@1;fd$CHCAL=%=&3N1Xi4@9V3xl5trD!10K*}^DlYJa&uAf
zRwgb+l4J{fY&(D{D%40}6AXZD*=MncMQ#lc0eM)f$rbu@qDGr@PuofnC$+eJnNp7p
z^=bG)*6nx+_b5{eBuD&@cJAZYT(I}!0+{>uOFZ#`2k~Q5mkaOr#?%_N%Mi!fqh-@Q
zKG8P73`0+;g(2p*=Yu@8!j}_7T2@A0uZg<!GtH;p<+BIRy{dg#O^Bar8Grg`zhg0Q
zS|MdZg;Vz`N{LK#!ne{LW78Bfw_x7KNiU265DbmOd{iUgi_&FQu;g9oTA}_AnU>Rn
z>m6hQOW6YH6T<ku%<-08s7_7R5k89K2l45#g$nH83Mqy=CvrTk>ADaFg1(7<Z}Gn1
zL#||HVeg9%^7R4dwL$fI@mrUyb3q9rUe-~WnpQyrpysx(ny4JQBrOE9@L(PMGk#pS
z+Uql}t(LApJNb6_G)j~CiGq`NTwK_=%$5%pBmS#T=y9ei?Z^|ZR}gMs2!x%uZ=*&1
z@wX^n`<uS`e}E*F!g~U?d+yYt(!=@Y#Yp41xt11-;DA)8XhRZHN~PD%vi^eRD<Zbc
zmKc^qjjf8~*A1>UYGp&^^Q7$@5Th5UK)idr*}6@qty<W+EW+`SV-h2wE-C1i;Q0>_
zGULTl{z-0cNNfw0j1lJ}yy41vWHHpIuO5a9X4BidGR{xPr;U>(8V9mYsoyrW!tC;u
z`-<ZB=oAYI_rmVtl>?!d(F17BZ0vp%FU^BdQ@AF7<#8NcRo9td{d<o!UAO5ufC3~(
zvL<$enmWT6Tg<PVkNGb(K2bA8di8i;o>rEj&R~WX%1|>k=d$r2;EBG@*_UWu${WsA
zheUKUwhKHr4|%!2u)-i{<MWV4w=AokIrRH!g;eR3%U+3~I(#zck*Ss-^hnGRx_}>{
zelD6dOQsv~yyE5?jMA=V#d;o&qSNceUvUofZc4@SBWUotz?W_(eN=mmD(+>AATkr`
zVz)M+BUu287m?B_EUYykFKp!TIF|d7_z&>N=r`h9AI~$@*W4EwQ4$!d?yTxebM3DF
z#(t*Hj1;>C&vBIZ6@IkGzG2vJtv3Iq-JC>P*qGnS^9jor3kpWJE_Ukt?@q@OV-?4v
z-47Q)l7_13aZH`z8y^?0bc79uRTQ1UD%TQdNj_IsKL^l8h*MH$utVrxB@|f|C>$@0
z&4j3|%gVRxm6_kw>SZOnk<xuX?J2GDI=cnwX;w+bo_Fda&p+VFNtp;F1VR<amKGj?
z!SBNxPazSFO@JV(<Q&bGHk9v<%xJTxCDNTyUD92b!mD?-fREl%$wBt+%R}LhgZmV?
zBFXSi-2up;Lqj3*GhUI_wz2C;arqb0Z==NaY($4SM6E>f<l=h6Ki$k7EI{{?WGt;M
zf8{E1^;Q|hXk#H6GU<;C(uYZ5&i5bAvFG<oY$?&CYX+`K3KDeVcSTEG7s_If^k$(J
z+NQx~8kRMFK`)njWPTRr3oR635d~FOvw7zGOnn!V+XHM39YiN|TH%x)o}>IGIm4P&
zL=CzP&u)aruY1Rc-jpfS1ZGLM?FK0<z>v3aov}o?5_S(UIH?nHRkmibg4R?#YY&w8
znSE1pU@XquWy3tEKlW4F##VN&Tet_S1}z@7=Mk@&(=C+Nb)W0$8q(I9>63B5fjhh}
zX@pGGo;}SyYcehB%pv@6JF~E>&h8Mm-mc9%h2GIlfRupjvL5lZ4GAn6hkl$*a;oHi
z2TFa!L7&Q;Yzmh1lfygGFcpKh&oW{9)v9IRQPcvM#l~+*!tOar>1x1V=gc#{lz+iR
zsCtPIfzkEd(=f`bPZn6d{K-A7v6Zu4#5psFAM<hgne7{e`rD@oj4w^v^A5%uw<KSA
zLZcO9+u|N2sGk=9()~6~v)B{i$cfD^P5%L^6lR<`$dygnqU;iNBAtCkkhfUKuM_&y
zZ7&8{aWsBuH1^T9)~jrWwKmh)orWMoNp8$vlg}4?M+A3tGqlVAkepPY&T^#|yzOxD
zH<PhRD~U_a0HWHI!zrW2wOreqi8;-M`eVY2PvrpzrkygejrJ4%6Gv+^{DNG<%Kl_2
z6xFp4YRp)jV`hKz^ZS4VVQVo9>q}T-_j6h-Z;|+MyPQp})&2@+OuscNIa#~jeW#?s
zIKw?$Fw>^moN&R}+<B?1t@G2E>cXHUF1ZyMgY84L$~uLnRtt2O^MQIF%xf_zeooFa
zr{OKI@tF1_-7H1%%OC1;Q>wVB7do$<wmvm>jRl|)a|hz&JlZo%kHX$L`@C~KzWP)1
z`$Y*b(!`{KR!28NGuMFH65htMlT5)N6!I9kQanMuC-ymNsSbGP3gh|ptnK&mQ7dDu
zchNK!A^`Y5UbqDn70T6fUC>buzK2E|uFyDXd^SDPjqfd$<8na>#hEan{PPBpO!8L9
zkMw5|GV$Gaib#+O09^OU#fV+Sn3SXq$@bzOpbL@U1yV53)m{tOk_psSy=H6Rt9B92
z-%6_zXvb=8l@qwz!~nKe|JbD&*SKByrxJuKwa??dmDp0?O;Fl1p6>PgF|(c%9Q(yK
zojW+2<SK3`zI_3kYyl|IEmgvb3?|+5EuBpTC@agw(i7<Kch8axBLGXKI7zaG*KU!I
z3*7y!maJmiJ9jLSKH@4e;23&_%j}dnVZ_>sF%N38QZIGXvSZ6CTT*Y%p*9Mahd8$?
z=2K#yPlL_a6Cn1K&yqST1X8gw5mAooaRy$g#%*c({-SVKj&URSGhe#9Y+E}UX#75u
z82G17aN2Gf^ScBwbC|2}G#`)xDr4LoTc)2efd$j?cDCqhA+YuqG8ntTDmV96V;!^`
z+TvW^iA~*znVjwQMdOZ`#WA}tz=Y?xaaclwIKfH<4W8k&uSIL88XQY!_`<v`dvak&
zF^q0eSbL0G>*xr!K#0dcv|{Q=soOEVB<-cUt;U(Hk|wF&`LvRYs0IuHh%V57goZS`
zhKc=2je~p2O|bdW!mewD)}O4eOhFOUav^<K3&)F^%<D-MsJX$bA)V07GXm!~Uug>Q
zmUbgY<2998P;CPCEZy?oS$a!8E6fM=^AV_YT%;r|*SRXuA;?D(CssT%>G^A|R~L_q
z>vq@C8y4T%TfZpsW`$;P=542HOm1g*`d3zxecN9fdl_74U`4Fh1)$OY*!=C~J9^Z*
zoOkJ>l1ol}qnxCOr5ei-O&!zV$CFMWy@bnAyE&(h7bznIgU-L2)CD@TH2NtSdx+#x
zhrsBrXC)NR6&1{@0?T`S-9_-@?NYeo)J?d&ge^34%-<+?rw6FAq^OCyb;O}3HLjQc
zIH>TDQb@C%jWq$W5L37SHD6L|X3K>EXCsItwV94IHO`NfFGzsMJepzMVv(BaWyIU}
zzy9!|C!3MeKAWxSQy^tTQ}rtKh(+R9lb*Xb1YJS1<on+IeY9$B?ff1_ApN^<(l9VF
zX@fc5sJ%ejwR4YgqlM*1%$)T7@x^&<JFFNIGR>3?82IfSv*UgmoNE!uoy*kh#g@b2
zK~uQ?c%`^0k2}3pE}Q3Fz4OzSzjIDme)E4DtbV9mJcfT=yK$WD#r_yx+KsE3%;<5;
zm_p4dV8iF8WUjuvp(m`NpWu#BNR6pHTe#hS^88HOna<?_UtKvkm?@k1Ygl`SIr+HH
zH`%4+aK5kCnjiSR0b2-gT(1eP{2`5vhz!ZbPm#oxrC2g4YSut<DP70>oM~3}cV(Jq
z5ZD6s_2<Y%vr~-;ADFxdbXp!)E#S!25PdV7{h@NW%5?97-Wg^s93!$S@=^&|OAQTh
zF<rqj)w-J_<V1?7Kewb{t!%2?LS&&<3q$T)m?RJ(nvc{0t2yK|+4qnP=aM9=|Cer!
zISIM4|6jINbbRw~y%^LQb4*Fqo<tD5KKd^eM`XJ?r%0i$8v7mJ%cQu8Tnk*kxxdWr
z4Hg2^`~Ggl(zYPHz!XamgBR|h8x5FMW>(v|O0#-tNg}`6a&i6@)jRc)IDkatt-7|K
z$bzy+;}DZbtFDPOR5qSSmnnX<KYp~-Q@i<h3b(9BksolXDJR$8ZKtS#rlO;D>x$um
z>2qU8#<<b9ltc9TlosbP5Vxn2%@@l*m@LtDEp}WGA6DKP5ZL6WdJf|BJA*AtDtAU2
z-MC`<JKH|?)zH`lC3$)2l(}?udVK{^nNj{p?$`X7^UHum#kB3O^6c=T^ucn7b@k$2
zg0eay$40mzv}->dHoU974V0Zvy_uVDG`ahFr{caJB<G*Zr~J7V$cFG``+5#tBxhRR
ze)pm@CYJH)2@!kY5!)``vw;v~0qV%hN*;O?qAb7MsS)NS$~{8ueUQ*r!}KZIXIXV~
zSv{rSqlYME#o<dH#b|Tfy?AXUjR)ZN*~|<n5^TD{C9j~_JOxwf%HyL^%wYF2EhtSL
zda+$Jb6R;89I%=JdH3LHnj9w~zRzalf&TtQh0c_lTbf--T>AAn^z-4-M!wjc{JRXt
zBF)_Bc7dCot!SErPrQNBk7qzFhZ1$|_LL-!$InwV-@w%s687RM6jWE=<2DQO7Z)r)
zF%Ee7Q17d(M)EY<+Ejb&INh7YAMQ3SEg4g484O_lVRoN!{y+vU9i_e3iG4DYolViE
zE_AZ7&xAtyDbx+0r40nF-Jg46kU-b2SH&d_MJqHdcAyu(f`q1&*}oaE<>$TK*_@B_
zjBl$@h{D*S$PboR#JXL)-!@Wp5#rpme`i(oTmpcguCo0dqo<z3+;QkXD`|8FKj|S$
zB9a7tJRb_zV8lY=)9VOL+15sN^0bsu7AK@Pkr4q%&X>g-mEc$};<;v_5^v0hXp4bX
zL*v@@o($up%a606Q^tSP@BLi_IamG~`12#<@59M|fKrYf$FNjJM!DMQar005$Fy6}
z3+nGIgi~nS2;H@~sH||}?*ll%1B}_xx~sL-i-lKoAg=!Wk?c97OY(EJm0hL1*_h<~
z>g1T=86Un-<Lze)>)R`a@x=moAG#$5HeDi-fa~M$wSKdG3!8p!(~I+iuD}o5w#ywx
zNo47at8o`&5U%4F4d+iuU^&B_7k(pt3WV%irsT^nUMrogSNAwuT*~UeO-rKJ|5#KP
z58-LB+Rw+A4dc!;uo7R?Oa;9E3E@u5rY*~MkbV99CtxE12ViS#oEsXD?C4LQ0!?)i
zc1=?ywpx_L#gX%;ox$m6mmaPoR`d7w^ze0kDNzuxW2eIds944mPEE)MRkVJDg%gr4
zE(X$>*;4l%v^`+<t{5qG<xHJ^amV+ypP_iwR^gM_g>HmMrNC&*j2w;h`50C?b-U)x
zr9R)zmxPKi;)EGk#DEQZ4H=zmQa%z7Yav6X7o%uf@d-+i?{4QyZ4D)+vTcuN9K>TB
z1UT#x7`~vKMhBEeSXAosP!oUbPfGqhk6g2&c-n8Cmobvb&>czK@A3Hgw7_q7S35Yl
zTc&>Nf{|S^hj#+BG6<`(amsJN#QrM)?~In>d}1YD$3f7(Hn6|Erot?`vA#R?Mgt<S
zA*x1fWI7Uq(0!-~pj(|)sWkt!us8dt98pOh!|j>=i4pI<9bHgULOQH35R&B<GFM71
z;vmavLBt?+<!N}>4D;GYJ3ju~^Fa422hj$QZKXDFpd^S@5GFkjll^ti&>I~pYj$ju
zza*?CR#h=*oAyKW+a_R#)w9jGAbnky*-C;Bq7`BK4nO`=fegtm2J?~b82SC_2k(S7
z8u3#6cHt+2SZKMPxs=95tTf+veyvqTH2s`C>K|ZQuq<F3C~?5-2{^mp`L<<rM*dp5
z8Bs%eIa5dV9ANcxr-@Rd<y<B{GB=pD(PHSrZ2WoH=Tn#_s|=r%gwWXL)~1_TVioks
zgXP+7ZSH2~yIhEGnLrx)7~aHADA2~1>2xxTaO4*sZnNtOunAwM&)+IgpLOSW-dFkJ
zP9-RVSDGCp+HSamGO=!HbWkCw&b>$<6IDYA_y+Rxi)kL@%1U9%9H@$q_+bo;D-{X>
zc^5Scx!Pah`6Ji;o9H7CU^<s+y<tt5FU~$u&^PZAOSLdp-*S2AV=a-Fdh47I`zaZK
zH)+VJGmDyBRYZH!^Y4;5#!^{yt8rdP^jGfmc+1r--&VJ8$-{f3&d%jszv&KG)Xe<J
zl3hpMrgU`x0&3$f6J&QcK56N@adQe~wHcoApj$_HP233Og^dJHYl3s%J$xhNF5C<z
zpscL&NSV)r+wMrd*nT(7HMMc$S_<RpVXl=MSP#<=CB|GClKR@!9CU;<ykbo^%W4j(
z+F;o@Fix4)>-KaFg9~gZ$f}0TUWXFFTsa>w;Lto}1<<5fh`>j5s2z>X<MUd*fp_H$
zS^fNOMyS<OV9u%-auV~TwPWTGH2fsM#>C$Lx2^r=>N$%^9Tm22tof9Sgfm8h#GkCz
z!`c7Y!ccyi(+?`ol&&$R0V34bls$32viOQLc9leC<$6}#f^cKM8i5>$Il3@VEYn22
z<af92+q^XV&>1{w?vAWm`Rc{yVS=r~j1v&=r>HMDc`Z`zLElOor{}tsT2p$(GAWoZ
z91Wk65P602$)bWp%VtVgjS&{t4P3Qfz^t7R77JQKKur&=<hgvUH~gDSH{mm9w?Kb6
zbgF+tfmpE4Ve8!)=q?^|hrT^fjgj73lGfYl7MS4o!Ajn(&sz(<uzW4IM<>B>&koNf
zIFEhj8b%|jb)D60A2r3%Py|S-ru=$#U|l*Hebd8M3B5B=jlTc!mjNxc(-u{HqG1~s
z_ufb(Uk!CoW}Ffew{aq!K2^#~c@8_;!cxqbp|ly}dR>#;x=mJGo!=nIB|CofZUM-P
z2CMK%@%pwK*Jy<UENSc5$cdbMb;`v>>+>isK_Kpi9Jq|vD^sF8y;^@Wq@yWe`pm*P
z_*H9CW5+X|trz8R0WsNpJC)HPM=<btxM$N{owt=ClYAb2Yg*kC2L4_-qXz=M<l+kg
z(#GoC3cOfwiEgM`^^MWb8gqd}E(2$8-ar9YsN3ny?#v-tg!cT9+VlJ4=vE9=pkfl-
zl(8a;*N3Ol3fM{QSJ0UTH-6r{N>v!;jGsxoG?v{Tiw_H`Hrqg0klMOn@G;Dvu?pCQ
zJtRL_#w<toorxFqw_2mbYJ#(N=H*~iBbxHPgAIk}MqhAS+G?FPOwnJ#jvNg)KF@Q%
zJXqcu3|}SKVbAl&iu8$uF*yCTSXr5$TOf4~D9YBicRfrI^hUmvm)=7+yCUe8FC;8}
z7>g{Ai%l;NHc9(^*3uIR&BVX=Ewd}x>+pMlw8Q7Q84MS`4a(W6^}TcIdjs9j@o#zF
zkrt1l@dHF=VEfeB3SZ9bq9NL_>Q}8^X5plwglwKCJwTLAZeBrr@(^tmdYpbiVDqE;
zP#4Le?gPt&qK9hR<m!b875)Ct3`0jpmaMHYXUDYZ%}fsG@xPK%mzp&y5vECiW%lnI
zbqX3ycO`+90hy`@YF^W>{=R3_O@yu=P??P1w*od|(yJU?+w|H@gexzj_tERy>NX#s
zzqb>Z!{<*J+V#?rEN(1RqYjCWoG|Y0>5Y_}nI59}E^e`YXgqm}6}2v68B0tni6qG?
z>{hQ%rF@*Lk4_(+p61^ua!6<^8w(Kq+d`iJcT=F=Pf??wp442@aeF<m;gnM9eKk3?
z>ZcSX(}rQw|EBK4mwTme2IrU<-omAS!Z=e8`u+p!95grSOz<P-X%XPhGer9UR)3FP
z%pQBtA7w0#0f?$P7Kf8f<~%LJ`@b%tW1iv=5oU_%DH1vo{qH-Z9DBXD?7z|4sP_N&
zGxq-*?vSUa0$?n`-UyKX@14+b6zgID`hZ0qc0DbQVR*Q-i1c;kr;bB%q`&*^{M^yQ
zlGLPgX;$JFuQpj7l^xMx%akNVwm~umI|8&8&u!*r>&QvCrk=#r7t{Gi9jCtZf*lv~
z=h9z0Vt-*@YWu|Xt;8{1dwO`>8G+{89lVqWt3f1BOT%pf-hdL&&UURy%6x9m&c6^V
z=WP)lEuV}J$27PX&s%8YPnMRO0);sfWf8QT)C>(=9TXPaG0!5IC88>Hs>qdAxi`U_
z>T4FPr0lY$34M_<pYEwb88o;gG!9|FC;s+-hwtvfv9e7{2^FYG6&%!X<Daa=K6*)$
zhkY&)11*EC`WeiGglBS+EuelU&{`;6;K+$-X|28J2Oyo1*K;$&yl22#z!`Q<d^uYu
zHzM|z%IOv+Nfwb<q5TMud;kM&H6;yp0wJU}*s1pZFGS?1|3b#|KSAOS_r^|<eFXM8
z^K6dC>VNaTL-W5e#VSMK+Wb%4{tH2l=zn*|P5yt;`JcGtV4nk$mrsimA|7?wbtjTF
zt*G&GW@Hw2W&o33g%d0hpX2SS(C9M^g@~4o;!_RN_7$l5A*_B{MxsOymwGP9)WwDq
zNg(uZT&R1c>2vYFyOrsFf4>WmprKU4hFmaQGk9&3PnUCf;p%${l}u-x(F99)uarAd
zJhwQ&(%i~=Y5$?3wZ#|CsCNab@p^4r6f_c2gN(?ar{y2d#T3?<rdk&}zH`VoV&Y5M
zk|~yUoFD!YxsgyIT?=J&kJ_2j9cf~m^={%-_s%flaY{{10SxWHXmmvao8@J8^enE}
zxmUr-KmwQ0sX+=fuz`I8{&Iz3a%FP~WZMYZZtfWz`EC`>P{~7DaEXM`=u@S#eM}07
z0hL7y{qAp7{~GUBww%tnHd`VzI*}s9VvM+SR?qmotZCb*VRsUJZf_I<_R#mBkSCxq
x*nLrKu{*K2wD=h%04w5H;m_b5ooUpm00igElB>`>0EFa$yRm-&!mxky{|`o2{vrSX

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-155-style Patc.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-155-style Patc.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..1cb75a63dc1945fb2a09f3200f88345b7663db47
GIT binary patch
literal 8094
zcmd^DWmFu^wrw(y!QC}ja0ng<8iI!qAm|`Lf+n~J0)Zd_!XQC{y99T)AcO1R7Cg8+
z!@T+4ee2%)?vH1GU-de@dadq0t9I3{y-yW#2KgHxR8de?0MO6?01b5k$az2xz<l@+
z{15{Z3<hIiVPfNw;^E@p;8GEj5RlSQGtkpf)6za-;bnWo#LY}g%Pz{n{e)jgNQi+=
zO!BFK1h1fwz+Xwwu&}Ujad0W|@F)csX&D9n*A3YY5Mcu8Xrv%CCg1@P8i)uD*#$75
z`iX(|?+y5mhV}r2j`0wTiG_`W`k;mocz^~1JwOLxV4$O;zV=1E2hfQyh#C21AChR8
zf|;C11wKb-VlqFk=pfS^J7N(ua}L15Ca0jJqGo-}#?HYhBrGEOR7_m%g}j2IlCp}{
z8*Lq3J$(ani+7e*);6{-u5Rugo?hO8UxI=|LcfN^#D0&9Pe}Zcl$D*6o0nfu__MOA
zx~8_SzM=6~XIFO*thcX!d;&f>H9a#sx3apnzOlLWXM5-P<n-+P;_~YH<}X}m0O)V9
zQ1`z9`xjh9C|nQF(Lw0ozi^>F@IVEK2pxlw{~@ug2H4bzgh}8tCh7C&%!&>yW<kv(
zGBf8fY;qQ%71rawp#3|t{~54={}Zym1N#TAIRF=ghMGJO5g-j*-mqu+V_U?)hy{Ch
z3bI)fe`EW~3u%ndC~|`3CY5@H(6D!sKBn;Op`W!!d9RjOcuy1Z5LNrib{BEC&1q83
z$ew->c!0T<PgSr6cN?jevmJ3|KBZ)Z#VETI{3?e5WuMqV_4=zG7Wzb~pH2dMi=~Ox
zyrDS|{iOlRX^&r2kG~Qn^2IU#cF>`F?Vh(yPf|B7+=S5NIG~60a1SuQ(`9=Ks*_4>
zu}y3EP{0;ijg<!{S5<%y4>$pu>3>emH;2_f!O=e666hd-%sOo(&_<qqX9?Ytgxm)&
z>fYZO_#G!LW+hUZ%y`!!@EXeySJg;hO~}u5XZcKIr|oie0trM+?USMfAwr7$M(2Mb
zf#q=ZdqKqu`Vu4{XJ3Q_KJiFj4cU*${J+le#tl>0m+6DJ!<AB5X$<7g+Zc}Db=dtw
zf&DKq?{<rd`AGc=$J_QeKA@&y^x-C+53Jy-sq6Ua<^+BEoUB&OSSg-}e~$3w8(vBN
zZeK|gc3T@HK(=w~2e&stunSKFg~i6*3jB`GpTZfBk8;iJE!BJwCMXY(YRChOZ}B;>
zsEQp(eG9f(-<O&NZ{*0N*?rKLGCd&{qiM8SYH&T)MwCQ^TiH<$;Chg#;;rXYCYI}y
zg=hqJWDv**nbjAy(IFyt90V|1hogFL>wXtK9t=hTt&zS@IN?hi^^qquFUU1t?rsJX
zudt|HJtJ_3J-zWB1w-n+r@*1ZZUp##Gg?UC!)Af&2L{9HWAbb--@@w)L6UV@#9)--
z`qQ5`8$B8KOrwkmuax#Fw4U)|w3{IT6hGHt4C%JO&Y!HXw|_zT?}9976?!hNiwNRr
zI}>00mr*_UsVP)Ur`*9q0vbQs&T@-(j3-a=3$X`Q>6D&4gXpHv(mLAf>AoV{<$Ip7
z=PN#3kelca*4lm}v}ik^4b1iGQBG<1M>o)96TG(JsaAz>VeRvvN9VM!R}Zff^QTm>
z=!gVm+ER<p#)omxPxaGD5Iq)Uax^&ull3c0jzqeu>Zl9YghqR0vv7ALuvidE%4Ri$
zr-#&?zI>-IQRi%6!Ye;FsN4qxR=ci-0cZUvZFy8*7rgP(r7H$DZC5I9skU;<QNyJ=
z^s~q|q7e8dLc5lxAWOMtXBw;wGg!$vrq8!?lS=mGlod+gtkr$~NXKF+Gb-}4zjSB@
ze&?;oVDAYc9`68u^P~qN>7tBCx6ER^&~qXhG=F<7l@=H8V`NGrAmqXN=DV^_cBKNb
z*GJjym_@Mn(3FHe+l9eEey0=Z>PIKeA#!Z4!HOu^1KFo{?4WX7E^t=}bx4Tx9tRSr
zJ$+*!d>LwW{4o1r?mJQg*B6K+?O~HN!7IP$@t?alEvc|jAsWm<Bw!8IVy%Pp7Irr;
z(w0t4S7hK9d1gEn`#teYlTGUldNM3C+pz$q;+O&6j878Rv20nTA;8xwS;~Ceo7!a;
zfX0S?`N$Rhp45MmjTDr$ncS1))f6-J>|+C~GBJMzY4DN&=Cj66)%(x7xg-bOMMbJ`
zdL+#?DuP!V&{K{h(pAVaT=lzo-kMxx&5duWx<%^7aOjAM_<uTLaZ0(^4TCBjrzIEJ
z64~^!gq{CB9n>W2j{pS*ru+_^pgqsD1uM!^p|t-m{r~6qb*y-k%60!Me))#Zeu^SY
z8oq6EL0XFhM*o1kTkYGR_iW<fesD8C1gGtdN~=dJ6d|hNcN0E>1aj3ND|HDO#;`G_
zF#F#a!fcUhOOT>{vwRycc)X!KCajDHQA|*27n=Rv%B~j;p+<^k7RH`|&Q!%KA)UWC
zkI8E$$h5%I?_eGmt@q^7#kx)|DO$i1;kZ8U+PoukLsY*xg#gC40efzL(Oy-bWnQt7
z5`ndjB(*UuzPUbBG2-^vVrB*2Ce4p47(3*O9`&?1T%B;P&oXwg*}Z#%|7VrQVztYG
zqck-zHGil_&%&^MPm2V~^Y7<}RC7GDBq2s{q3+81(AgN=N?x)fr;fun=Zhw4>0Q(q
zU&MoQ5-N5qS{h&Gz36V9?GKEGzXq!YMt+B*TQTKjB@*&u=Azs)sBE8b<$&4HZ9wbL
zZ*5Nf(k`+M2^cH~*<co8Rpq94c?<uHmCF4<N#~)2VYbuCcJ!*~!Thq_)JKiZK)RK$
zlOc}%vJ9Wg1dly#zM{Oy;G}8!>LvlPW^`6gl+<JiFFa*XL{ZO2?DloT{X#AA*B1@c
z-~H|Bj@uYQUa6_REA@Ol@;Yplk8r!2QJI{PwIfDe;0dos6-nS{fBs0{ic>sg29^0+
z0i1n7lcMbHffh(R#bw^XnqiIC0GB;=pufmjJD$H}2)IQYrguc2>{=({z47xYbfBZn
zUGpi36N3I5Ek^LrM6g7ux~<Brb%LT?anc+{PcA9E3qna`_fya5PPV)Tb0pvw<Wt39
z&_W=4R^a8TJ4aEWbYtx~(D~j`xQNL&k4*e3`GrH%PlNQFfL5CtBw*O4VI-NbY;sv7
z_SUTNhl)gg!?%wrEatE4P)gmcN?&5ig%No`&X$2^tPFN2aj;%KzNQ#!i!Npj(SZC|
zI5QQpun><v&v($edtUVj3A|2Msck_KFNw;^@jSNxSbuZo&xO;?u;W^Giw*Jn<JP2S
z%#H-Ka{XpB=TTmtfp>F_`s-ULeDIz2aFI(*q6O%pwnstXQ`{Mbr`nw5vWCM=*n;0S
zM5mfA`HVy|4AaeG;z0A{WNLLg&`aIn{V4ldL?H8N+BJj9rVnS8UT*SWjKXf-{Jdd^
zR(u1Uv#(1N+fq|%L-yNq;m{F*>ew#wS|>AYQQ|<>(X_7K0S-3iN0Cn+vX`l`vuA)c
z<Vk_QA|$i)rKi-J#$dO$po)ff`aB-N&o_ccA=vHdEhFQNbHO$eiN;37x1_ajDmJ>1
z7C_QWp5>>%x>i{GF{yQ9LI@>Ouy{Tjis`WC$<|_hIcGGg4%#V-&?-dc%E&FY-+nV3
ztx29#>p{sj5>SXm%&pZBoI}sZ7Rhj*$S`G#j8^o0C76^qWb5amCs{o_7eviR&4zB<
z@hRVJPb<t<yhr9my!&DLp#s5K!K;v**x1}zlEVi`Ajo4JR>0+)tX0_SV`;0myXUaS
z!*KsuNBRmseMRwtJQ@ke6!G1G)sIU2YA8;U5T@=@(qv52)9Et?iiih$ZAWy{zY=Z<
zl#xKjy9C6Q$x$vMukCxf!@5r_gKZOq>{;2*whGrwB=BTF`u3;|l~W{MdXvruRkTsu
zaT=SY&ytjU3K<k>+fCTv%CEc~xIh2cJ}xvip<csq(e3vu9g%D%u0IdGwP;(>AD~U2
z75HB2g)7-w)0FMv^%u9wp5NkSY};X?Y{4w0wsyz4T!EkxyGJj%B(y?-;2i6$$Y#`+
zvt1s9rnsS6?X4^5L4~=)>HU&G#X#o2_HxfuxZg1kJo!E=LHb7Td_Qi@BikzET=}_R
zbfFPl5q$Odip;gn%&O9g)V_E|Sj^t_HauaXw1k?~jJW};p<FP!CONG0sI=^(2U&4~
zW_6!SZl}+B#9nld3e?_{ell^m$>}1iIk_v1uMMh=m^>e<6o06v^N>bC-7r#}^fkC-
z>_7OWqZ?Yh1@{pxoQ0rWgoo>!g|kswYNCz2C&sgdlc<vdLMJ)4dhEO%&dTkymuz9c
zmQX6^&3sqPvN}0a46Df!nWYYP_6Bo`Q?KMTI0<Sr{-NYfKEos@A=pM(fXev7D%5hx
zKDvt3IMu(j?m@W(O1~KYUQuP>&9P@CVvuUc{8KFb&6DuJxg!4LVJd<$_*u!Z3f5?F
zEf-Z8od3LROXmLBvH*wam<7djTw68h_18teZS(08-T1-uW5pdcRMo^)hT!ooknHk~
z$Izq}NotsXhrQ7if&)#Y4ZI@u6VweN1F;+ZNqTp;<Tm+Tp!eb8VDoBN+ds-S)RcPh
zF-@3$BzH^Lk6)>M^d7cZdbdt5vc5G}XPtr1*6GnWZ%4$6m>fKMS(hBI7x(;qJrhZs
z#$~qHWqT3zI(5=jxJ-=Qt`~P?o=-jbOi|&j#LU2<*x?;h;{jLtF~i*#2{9yKs*b2j
z@)x!K*Q(JYD+V<lFISWF!T_&rwSt`QKLr5+G~vOWCH97i$q2_6^X5yUR?DNe+CBK{
zGNQsi((s6Hthb(s%j{L+`h4MdbPC%tj7Sr0CK<qJCa=Ow0;+^y_*4O{GPH#1bh1O{
zi$1Dtw-TSvZbdbpXm=9&;ZEVfx*<(6_r^iFxNm6{6uiyb%I}J_zx=$ASKx)vN9SGD
z`pU_)!CN~vYN`lBhaK0Z^AtC(r+i1gm6|o-q3cXMR}p0Y9$Ws);#$TqKnW(5cD{)O
zjvC!q^i7Sx%0#`+f0*C%Us7%UKms^LuW|LPsTI~D(s?Q!pFF#9GVoPs`eR+tdr5%5
zb7JQ$p*udGNY{5Qn3f6yUF)>?Tob@}jOQ3>sd*Df&9kx^KVN}fp@iqU6jiWrp`Kt!
zpeG&9bwN?_<BZJIGaK<L4mG^04hZ~ayL*bw7L)>|K0^WwNPxO3*GF&CM}O6bM7gQF
zDwu<B#rfEN@g(I^n50AJi(%5ttM4%lhrUIF_A0R7lA5|twc)(8&<u*QA#dBWGVwUS
z)z9z|#0y>|a8|P$&po*RLAVI#R;;vy7kx}Fbq|fQeZ<c;Gt={H4U}DiUZcJ$@`6^x
zh2{)AdLnpU(x>rG;hX=vw{oBb9Uf>1#Y?4_@soEaS&>Tu{WR}6#>BnN)0#CwiO1kB
zI`huC%*y1>U00Q_WczvC4`Li?HdgAl57<j4k9xA`73f(S1{%y8r-+?>`^RLcZw~T=
zeCan4*-MOS^Dh3MS||GrJOfsLeY`>+GgLVp5lBd>1VZ!8VkgA5jRq@Ndi$8b3Y46k
zk0#~E-)l<qaA&+3Ud`f<7zJ}Vt=WaEu7`bORhsE$qxq`GViGq(_rgDu;Ty-Xdp>>T
z`^PmkvRk>WD~v3H&&Tok=k2*F?5vF{N3&@$`iwiHI3JhSc==4#hW6F-n+1xU-;9E3
zvaiMueCdDbXNP&+cUwuU)8)yD$j*Q-RZb6_v^v&s`rJ(Ogmdg12S?ZK=U8>9(ARE5
zJhqH9ZKk3VYYkqcz3%dq5s9p4_@;K@**qfHZ**H{KR@hi4N5#h0%4`+YOkI_imaK5
z!>efI8O?9Qp<F4Sr^{9p8oWND4iqq1CRoB|-2`jb`-4mn^bRXv$2&#aKdTirL0!@F
zFCsJi`|Fw6*iI#;C?fJ>)vL-UyNjpEZ{CeHHR!1v>cvyZJ;80KwWqa``i?d}rUx>H
zqwJ9>ujWd!3`MJ4@rz98HR*ZT?ZGq>fQ~*qCmYhgDqX!H5pD|>E+kYsCVvR`>D{1o
z5w+Bm#!lIt3zlBjnnD7HO(yr!GBj{qVI+WM^lQ1~>rqeDMSSQWiCftM`U96O^FlK7
zTff(+?Y6oB%8&P@uMmL!nBnAM*a0_B(&kntHQX^1E!nMbM}`&)p;Xw@=J%gF!fHzA
z_j=?mENL2XX@^=UJ1x+#17RF?`+Xn2;y(0VdQm)E0RkVYDj7P)Z8hO=L`#9+Xnu*`
zvU}Uzr=L*Lg+4!?m@5-~(I+t4@yENyL<2!$rxksQcdg$I@n(?#yzMssS{H5A;an35
zOoQ%*T*vJUVzb$g@~UF^Q!h|S>Jgue47^NH<=q!MEoJ*oS-^|u-U@qIkvPTYCoEk(
z*Ht4%b24-VwU*)1;|(7abJ9c3N^ktIJS&xEbvt!`NL8Wgw&VUzxCCeogj<=8zre|P
zz_K9Q4obhaG0x#9jXzO<ug7lzNMP6ChtYd!JP8{wbPt^y^fKIDmT#?NK!0?Um!FE)
zmF`;E4aGYo&|V;Y)wq4LNU*7>Qi#7r>rD+6o|Zpa?$KH>oL9`~oq)s<m(4NKc;G_U
z&dv&@SKfFY-UrP}A8``g^Fm8T?=7Tl@V97;7&?)_HM;>A@hR6BB}W=-Z8sD-sPu`b
z^b1EGoeq@Stpa0*Wv+_BQ%l<x@p4XBbJ>OM&VHQzt&bxLl{xIptTcIf9{VyF`!XSc
z?v{TjOWVF7dbu6LQRLE}qLtmt7|3pj>Sxxr?-~b5GRwOj<~9tSN!RC@UEY*g(Vn#9
zn<y*oJ^z<Y-q4gW>{eXWNESEB81&whYOtvTLqTlavbu=EaD1yZU9~X~V~@9WY@?z*
z%FF(XRmJrQir$}kc5rr;>`QV8aKjrY@s~$8OX%ZbR~GrtzER_dVgCS0K&xXw&#KDN
zFEApd^HtypQd;}3hXRAxfb<f;!qfZW*A7?c*}PYFU8I%c!55Z@gTcX^^h9!&d*Sj$
zE`rV^x$T%G6`r-~;NRIiISwu6Z}Hbs@SC0Phd)m3K2Rh@^G|ApJ_*;C+2^9-VP<@F
zT66C<zt?x8(_J$t>OQsrX>5Mg6qk@mhSE0&&48tGOTBO1CFhInp~@$Xg9nOFcR-Po
zZ5cLJ3Zo@LC-Z|u``pix06x}<!(0?(qYh>grIIL-08BCZ)zqAw(Vfvgo@T*f+YRkp
zsI{NlIsLh@9Zh!0f>9`QJVo`%^Qtu$tEUpKIY;;3=iYd{{Z%`rF8YJ6QtVym2O#1$
zN_|a+T-eBLLK$<~*nUc)+9@7WFrro*yUet}Mn_XF$AE!{S?VQoYHq;64COhaSI+cr
zxP9EC>gr%mnjc?c6Z>F{pSFLe)g(Ktgjd5$=w{IgZ8diwf$ImJixTDhqf`V^{;$Dm
zZqD)XhZ3K|@+}Nw_b^OLo3c@adEZGpuI~D4u-N)#v6<Dii2I!W>G_S$&~~G$m_a}L
zMm?;zQe<+Zp`+AntuukbTU<{$cfL4i{ktJfY$Jy<-lhdROFXydeKX+B?!lBo6rDm}
zGcr`PO|q!U+TUN6%TUeL8<AnJt2TgG3D|{fpJWw@Y=Y2lrrG>fZuehZ9IP``c|{dl
zK2GrN?OpkPb}d82a3lyLMH|ywp5GyQ*4~x4kQ3I48}W>2=2W`|PqTk%m5U}f3Xv0f
zQlRp!s{kY9WlET3xT%x1gH;1&rO|@WJmHpgJ3z8<Je57=dRy{*bBrk>OIF}jRq?!|
zoHO=Xnl$R5EmjTAowQ$F#GXeqn*nwIWp0#>Cg<@;C$8%l0_hVPCTE9N@$X@n*(Awz
zlrGpxTZD}atHp3@9-M|sh*46mmhMtpG^SQ|(hbOv)e(~ENr8a?aZ7)8xl-%b0~a$X
zMJC+NeUB$Dl}|?NE)_gWzvvP$e5nzt5E)m;ZL<z|%IeYqeV_c5KAWz^uHFz0ssiK|
z+rGBGkzdMnrs=Kunj8DJZ!ViHtOuoexx6*(LIc*hVf$Ow3+nVDoOy_u15DHwY^sEh
zczfJViV9xcOQi{EvU#NQDNJ9f?{25=j=3T{-0n}G=$Lfk2y^`6_ZfvxsZV!@*+E=t
z#};{;+iq468=h>BczBnbKP85RSZCqIf!&L%#&*oFkt;7EwRor~8T}8>$(TJ=)sqAg
zq<q%;JT-E@$G<Sc0?v0bwr1Wqdy4#WU>T6y?IR9an&wtL!PnbL3-D)GU%k$eBP9>!
zpzq(=6k|Z=_)<VccWv9k@b$w1TllM>nPqW6?}Z9WGH3;APq3>g`o(qg?eaDdx*19!
zR!(f_V3Oa@aqMZ2^9<Hf?e%5vC$><@Mm)&ctOX0^XA3lB+1eCaUtIQLf7NB7hh=7^
z=4?k>-x!h;5}SW@ir-P!w9dde`{yH6STysuoalh80DUNc?fVA4H*}xiW-ZaS+%<N8
z?7_!O8@cMwCDLFKQ@R`aLJFcZF1XKZ1IpZLc{w+n#G}^N64Kj;ap?pz*vLDQ-&UG>
zc16irJhe9bEye$!SZp!&Tm9Bl)j0zD;Bf%))Y6+nPQhZeZ!t`T&=7QTs&z+pP(|JJ
zhxLYLWfd4%>n|3bsFh%6Y0f&QpL%ohq;(V;3Nc8a$nq`dNS(g<f!&YTPKwLGeJQt+
z>cjQ=&)EVBxmtG2K&RvS+O~o268*=_EY1N;HSzUVzq>DC@!S4rYlmBHvNF_aMK(Kz
zH1(C~p7xip(}G9G_&=P42Q?N^7E#1jVHzcQB|MUjVI*AAUA1JO^o`%sLS(~2o7V&*
z&{<Z32-=fNk6Ry!1opocWX9PuHOP!P>N7rxnvn>=l7gjKgEH@DCwwNM`{fkxmH?;z
z8w6)$)hdKX@Ok4T(fG>SZwm?$0`s4a?zouvKoahCI?M0Xs$?rHh*Ep+O=BZJ9lYY-
zUi#ttyXdw>%2V@xn4`3KvnKsRA<^C4q4r|b>~4(9)oZY9fgREIP3pJe!V@E}^cL<1
zdEE;xSK6U9zEYZD2^tl?^D>g|Cw`oRQ)f6s2C5v)O<`0#YjLWS;r6`A&JR7$i^ZBn
zB^zb)`<&@7K32GpbvJ)Rm%&h$UFb^5d@I#bjt966mDm&{FI|vnrdh7e(0FgABMQwg
zJP)KM8Dg2Qt*=*-pSE9)kPVq!3D{*9!tf?5=Z#<VhqE?V1%<u8hIlNtZ$o=(`CJ8k
zSH|+Fh&i6~_GO!#JM&^XN+yD2h}BDGxp7!T344v=bOkWLJk=+@NWhpg>exML+Wk)~
z-)yeU=<tw#841Qa*tB%qYbi{A8xL|v<E_EQNYBB-bZ)Mq$_Vdrw&T3?hfAE*c3!r}
z;AU518D;v930s>T9c<;j8F&{{duH*bPA=#w&>H0^XQw11Mg7|H%7ArChw9#FnTquD
z2qfT2aC}y*v7*}PS|!<?jrJ(k=F3{>h4;;=7GIDhJ^8p$hd1%zOTubhMgg22V8dlJ
zB0zA-p9Sut{P+iYnNz-)MG|{Jaj%D01R=wFVnOY9$3II#<|b5A*B~Pm(ubrN34<p`
z_+C^8&)#@Lzwo(H@#TFSaEm#xv!U{-<wWPEq4NtTD=htkS7`HEU%y(U)d;Q&Uhlo8
zm3qQIO=taJ@bWU+CTmqvMA=>$Hro}3c~hqXq0_oml?~LYsf+${gcU>nNR;`Rui#vP
z@gIt9JMnGt*qlpTiB4aZI!p>SMqSVOlnY6Yi#fc-=I6gnq%ZuTZ?$7&ZSyH9L)-xn
z!>~W&#GOuKT=D{Bd*ah3o7dP6*{{>mP15^L5CgZZ`RZM}HumnVu1d^4^aAFms|_;}
z9KNPr9z1b-9CYUmkQ~pxWhu;4*%A7+8J$w7Y2mD_gM)|52bL$0Vi`Fi%`QN|S>1Hp
TUj%K4)ZZ-r@5kfP$k~4bt#zp&

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-156-__details_.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-156-__details_.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..9f4376f1014ee372b24c7e82f923bb8133606e3e
GIT binary patch
literal 7635
zcmbVw2UHZx)^!g<j)H(7QGz6qoI#Rg$w6{f!hqzcFn|I&lA|CwgA5=!N|2-^84!>p
z5+n{XB1jl!{<+@!-v7Msed`O=tGd@&eX6^5?Omr%6?P800$kEo*HQ;SAOHa2E&#g#
zr~<@<ghYe{#6(0yBqYS7<g^szWMt%wG?%GpS+26NvRq|mX6L%e!_IMolbM-UitmQ7
zh`6{o8;^{Fw5a?|F>%p9J^~^kAt5ItXP}^95WU8HP4s_Vusr}ZF;E1e27@>NJZcb_
z8ief!*l_(M0R1Y!Uj>8*#wQ>oA|@dv!#Olv0`Nd!FdjabfB+vK=N*Q758zW1&|DKy
zCcJFuK*ZrgD;k+xNX)77x|hyq@_<Xs(Km{Ol>Q0><5lkKJiL7T;u4Zl(lWBDx7E}&
zG_|yiO-#-1np;>pIp4eQ;_Bw^=N}Ll6dV%z_(^n3?9*qkl+?8JjLa8V*+s=ArDf$6
zl~wf(jZMuht!?dnZ~F%Zhlbz1M@&tBoSB{bH2-CFZGGeG=GOKO>igl3qvM|^r)PiQ
z0s-JZVd3t70{a^-Y8);+e0(rI(I2=#ctN-drp70@CPGM~Y)ItbbD2Xll9*N{x$t!_
z38$FR0iC1oBq=?Y_!n-}AJBdw`=0@e`adE2C$RsIYaSp6gK*@5sR2dc=S;kXb{#%z
z0YY4}htNPtX5DzJfDlO=3mA|2vRx`PM@#sHH;mDu2u%3I*ctClsEE3PU$F}V5pKbQ
z0u#00N)BdW`?d&U?v`X%E?CGXEHGnDd+Mtv%%m9Y+FV$1QZ$GeAKVd;Ar8<`A59j0
zvnY&Ao{-*EVtERt8x_O?Plb+b%$OJ(hdrxnqT5f8zspJO7yD{a5?P2$HMyEwxn~E(
zvNvBI2&ovlTASrPU^>D04#>+wT3~3UbOTm7Lz7A;j`PRa9fuVsR|ZLdA4Bd8qEMj$
z=;1{X7Fc2KMh7PTX+eJ(Ev}WVaYFy;{a@ZKu0<;jA>jg8ARl=J3jiBfV6E|Qc2kGi
z6)@Qd$_|YMT)R(*gs=ch$)%GL8nyjrsk0ZPb{ILUX+v+}&Tcv^Fme1G3q<&00o1(w
z-|VHL=aJDHC$$)8qa7NYi3JiSf3s$gwASRmcQ(@nh6Ogy)v!R14D<x~z)-EH?>qV~
z7Eqk$!GK1vz>w=-rqG`zBoKC!@Ji-t_bFx)dO(Tmn#R8xR*nCmpZWp=O6#^;Sy-T!
z5BC$VfBDH@Uv))z9huG6G>+-+m3~J$wrU9$xnd4wlY+!t_QRVx%md%DD!jo0bvE6Y
z`0U)Cmjm;i%WMZ_#jmV}m{Tp^cG28H@^ID&JUIzM37Mf{pRFUB$OL!`=@X@c!7lv6
zA|upj_4e*(PKuNg6K6j$MV*-|eQ76=*RVi^|K~GNe%+nqv>gc}k^L}2T1ud&be=!=
zxR^2@Pe(>k?&+k-y{tqfBDhMx$hDGqow4hS^%Wj|Z7+Bkjuw@wB*mLy0zBuTpD`he
z(9aw&V73URzO6)NsP9EFdS7N$>rxKVC)v8WtLC#?d%w5bO9&r1gk>VLODcm=L*{*o
zG*P+uNhiePtI}~0f7Rh&oX<1XE4(XyL+nQdlrY^}<M#!*tM&Q;9d>!j{B$jr#!DTY
z-h+wPM(QgF61(9JRwq@<-`sn>#6~`@S>L-7zO=k1gC<Z7S!EjOlKpm0Ia$`GcAY+)
z=8ojl#7u<jBP#99MygZNlT1wCV=SOm@QVJ**^_Xlm_y@+Ok^bO2toTdj{|8i+~A;e
zV&P_|nqsQB+>zpuU)e0%)&Zr4`yEDvp&A`mG_9c$!GBjB7NElyVOYSv1A4(E@xY9w
z1)Vti`IxK)3rsc`tEzcDQ~a*i)cuQ**e~JfE|tNXdp~D(#Z~pQ`kH-mQRJAiF6gQv
zI&}<!X@&0fbxwRy@i>W4__2)zemF~ro=lEdogAFzy@tEO{XEOa1fTk!KmD2@$t6I*
zu#o376k2#QI((Vsr6!5TJ3b38-%WB$8w5MUisy=yW2ldfi=}{S^`YH~=@}G#zKEN#
z53xWr-L{DVNcTb74lnrTx7!U}tsyRlRz60k(`ss1PR-rIbu+#EFJ%7posSJh$9w|(
zqy;z~=q+@<gb|O6Du^vNqIIez9~Zr=fHzn_U83!a{pvYhg?GLYt>&`IWHoK|q9ksv
z5zkOk&sU2{^9Y|h(NKvzvCs03ks806aEg>*$GAtco~BdYUHO%daK+p8Q#W}s5K^iF
zVstmPEANkZ5=D?~;-v>H3627`{ox;cSgDp3*UfaXK-{&)hg0O&cjO@c>6SNAHl8ss
z`>(-)0FE{!eq_}jd^`Q(yWO^hU_X)&?(<yQSqZsWXOOj)66$9W&eR&UYk*>&In)r>
zt&Fc%?@hx3#Y)l~sh4F1-_Ats$Yy)FL;Ne+q_`Iq+}uTs0?R<zd<BTq0WdubuCPdd
zs7#CS2w5Cr;QS_um_tXRt9lCvii)(>+-!y4`sUc978DaLGsOWzHQIlxzbnIR<9FeR
ziz}m;Fj~hASioBG*ugg7U_kPbl75)%8WvDjwT(wnVQ#ZHVOkR}i0{4(7Tw!^BNb!l
z7U0+37x2lG^_WdweoaBTB6BdovU@0Y^cbaMjcKXU_wp*OCOv4nnD(aGjfoR}w>BGR
z$|$cI;`xQHOQgD`*0<Rw&@3qJc6C@AVUz55J8TWJ1c&+_Vovl?MG<nOyhRaW0bL?Z
zp7NH}MI6^*HUmLnLwCUyJ0@moLs7`QFcpZ!dNX7Q<_QC7Zm0`(3Y}{(vQP?C7DdRE
z9E>J^9`f~iW~OGb`u#4Y^02_g#Oz_Q(!ppp=j{}`uqt8?#CvYnsOEkiH%BTSA{GLO
zdwb4R6KZ{LHs@3gfVb_f+!O2bd(l@jO5IB4bVEXT6NqCh+E*iPbW)F8NkegJ^vs)3
zCzkrXVR?3Kx>JMMr`lCQB-$`Sak2nu)gE^ArqqdIso`6UDLFjue!ci#A>o%qN_t<i
zR5F$7=omZRQ0Lo>R8tPX0<85|p!M_nh)_zg{&K?GY-TlJ<AdhP5a_Gn%$a(%hmmYq
z0gb$Cb&2ecKkO?i+j_3qosuj;+w&2vZqS*l;}Tx*1iFME_n{Ay!GSxxC6HnNO&Xh!
z)W#say$?^bD2XytJ~;-SAHkUvxQh>*=1L|drYn1s(VdZf`@<fO3Y_f^vrl_PHUy0s
z4lVN=ryOp0E_^t<h8C)r@VQYdna|w%LRCD7+)|87vm=5pB8YD-k4d2}G@sn<a9fs^
zK1dJF?;@S1NvN+B$isF(Z702j1$L=ELOwT+mtTA_Mz)(H5`^YE%y)co>MjZ6cR)1i
zZCW}v8WU-UiToDrei!GzMYY>@m!RvaAG>#xu)v3CpIi94dAC}APSrqvNJCmqA}1mP
z?9RS+pIxd^?Va319o4?c^}|gx_KHjtho7lkckJkokq%8SN9qZN0DR$N&O+9hs^-}8
zMphjwzUPhwdOZRU7=9Av%%sy*PTz+*SwTa0u>c+u+7&L#3lzbARq&Pmvw-pPGBtuK
z!sG|YuQDEwUcaw_swu`hZ{MQND($jypXbX^*>XNtmCn-1Q2!J`8xgWQ?lTZbJD4q=
z&f#Ln8D*-qj*A{fvI<q(s=ATR&CR5AYMt=QyhIIr_-0bkf=2Im`^~nw5d7|s#1V}N
zeqNxB7b&5$hOKuM3ZTPx`@4^6+0Jwcu9Ghn!T7aEYyXfC0w*D8x_Mc>K&2TYzCDZ~
zyZx3QsvP}fzk5l4T_EP=g;N-0=lKM|Nhn4=W%mxu%)>e3fzMQ7RqU6RCnWDatYCpR
zpV1KBDK}R4UOnUzn*`5UdX>|yKbi@h+`UBuW}B;9fi~lkEL=p4hOD4B&nc<Skyv0b
zJ7O&=`%T4x0^5bd8T{dX)@K~+sw-?{J$|goG<k~8x(Az!r;v{4Nfl^aosw_9TMpd1
z&GY!%MzG*`4P~9iP_s(&eeJhuw^H#kUi86u3-JC?>yX{+;r~oeS_CK;FdDnx&IuN<
zz}BbA!ooa-&EBi!7k+jZ6p$AOeI6)e26T%JHz0+*Hu?#t2WI7%Rh%otIyWzG_Ko<|
zs?Nwu)nlfzL%|mUY<Zvr<+Xf7Lq3YbN#cAsFVQE6pyZZk|MRQP<Sms*J=iK^fyHXF
z?R7><Dtt5gt}^Qp&r$}9&2x%HV@)Q44O9GwcuPC*yxa<kOWRN5@e>AJ+z5>!a+eu6
zlYE9g%nW`lM{`>eT@dVHfp1$yo#&WKNIOiVY|zDdQG~+%e_(9OzieY?X{&Uc$ZLpS
z8l~h6s*_BO%<F2fkq~JU2R$z(yU=-C=#stKhkQn8!oSz5a5r@2@qX8Zdww)~#{6!-
z!B~*s;`7Qw@v6v|7p#<pbaxjbWbYcZE)4k16QQFY>0ki|Wh_wg!N`7Wp0}tZ=`St+
zL(~89SuN*v%2wOGcf|`gh3>=Ozr``1e0GlM4a5RxlJ2gq`Ye7cT^bi3aZ_>Tbz|wm
z+L#=s_b2p>rOPvT4Rd=*30j|jc6G)kWe@cgm!I07cVAF0m+5@I^Gqm=C5y4xZNk#X
zM;)T7+(8AWMJ`Vp;7uy8CNY1&o5ZbRF>QkSc5U@2x{ao$u8!g4`A3NH_r%HTwh@<z
z7f!ymBg9Ngr>e`-MkGpTG<`CHdwGaBQ@2752*YA3!=QysuO2?M5CYRtckU&pFcEzv
z?f2PpkBw&C-bde_t$Rz+JB{&=G3KE95iAnJUxG^LYuEHFY|%}+oqSzu9tOPI39c3d
zoJ>(d7f*&TsmfZ<UN#!4X-55nvEQD2qP!s2vVB@FT5BRh-DSQd*I(oL-;SRh6BZcG
zuL!%01yn5uI;K7R6B)OquKYB#Qkju*Wi^{8`3xFbr|>*k$S1bD_~lh`msJ)4-D3;E
z>3abISyq9V*nK>D4S|$*WhJP0=U$6ZXG;CbNbaq!uCUcGT`M7Y8A*@orCUB^JoGix
zZf02V)xcj<ObqR+a7%JGR8MslHzIKiSSe0;V#+5k8>=sAU}xP+#%^>e?qXGIdwP?w
zx;PsPJSn%u0(oaV7bqSqK&R%31^T!Yx43<<K=>4zw}9v*)z(vXd{w|^>>=~5Ksr?q
zo4G}0WVRbBEY6+sU5-dP=RGh@r^O*%$c|)-wZHVM(At>2fRHCsji`4Ur*}TQYixIs
z)32BiuM76lZD~79k(730=9DzG!JLEUa&j(o0hjIs@uQ~BT#jsIHzpnaGK32LvQ_OJ
zV=h#+K!6wN++sz@s1c)NP4D_?VVitZ_i#d!N3fi_mE247m0-l`C%7~3`enxPkfZgu
zGoyUsZMf7+PHW9&$6=|F9BQ`A#6s)GM+L;)UqtIbQX0ZS8^XhEzUuRdvxV};j;PYK
zW1q#hkN|$UQ)l(60j5!rm54AC3?5u4TD;K3&)qRFA^6eb%neTFXyZ9NUp}k8dHV$O
zFBbMRi`;KRgj&8T0q9$XL$fmx*JG_>JehY?$ntM^J8IrZ!K0*l-^O!LT}x^sh@5>|
zV<c02cltzY)pZeC+#_QKz!s<chs8ULy};V<y7GU<x31@8Zy+UhDVX|YFLJ-lr-anr
zM)6yWT|YrTz2ePZLfuMzRMNA@TP<{=^CR&LiUoQ-C$Ioh#aC3#bNu^S&YcM&AM^EF
zfp9m?)WV{=?k_?JMO?m*1qfOc(GL=TZ&g4sFOZiw*v{4SqO{Yy+O&E5ClNj~^-tNy
zMr>EM8L$9u8;qvM<@Ts{V5z8W16A{MN}R*$Eq}#*<?_V`z&bcStCt<4UV>9lw<Z=S
z|IK~76H?SySd#Kx*qmLc+#1l52B+<40S~j2g1fbb(A~H#L-QsUi2p!{q>EY>nf$0D
zW(UY{ZO;N!=vdvv!BFu@uH>%W!5u~$|J^7C)+cO2rGQtqTeUt8MgG5FABq>(NMF<P
zA{&a|5kHT*D<2o1b3ch`@TGb8L8hDHk3Zl?EhJ*347Ju2=&vhtWj=NGtYFe_B}gFY
zIhB!Td!PQq9}HK3fH5>nJc{4{^v}mgY4OC1>jXPzyLoZKByQ}Vh4q*M&MDg7d~sV9
zzZi%Mz@hk)fnp5J1t%sS3mjPCQj)>#NZiKz^LIr%=-kcExJ-LY3k#5hCu0G9EN~*&
zhFfC;?9|^pH%8?ieQXT6r8KpY_-F=kn~a2;i(*Htmqo#?u;_C<blniQG)6$TAO_m4
zsAXJp`|}B0kgX0Lv+3jx=Zs&szl4k@69G-<fZkP~+o)4m4bJ;FCoeI4scW}jwbF7l
zuvnQF-67PQLC4ci%jS9t(i$`TeG_43(wvk}qx$H9iFQUU5RqUm#_3Xf&IWg%rKocI
zc^Dky%>fnFRhe<+F_kvIM6uGMJibq5GYwj#OwX*He;Zb8ZMkS&+UV;!3Xi+Vz-G8@
zSzPKDF4PqDQ=9%!%Qw!>-}cUR18ee#ktpIbloAV`W<5u{@I8kl4fd&ftqHUgoK<+<
zWXyhsZo3@Y$Gf6c!<;s~>VWhQq(vT|(wR~CMyZ4RokFLZ8ly5RK1%fdFQpqNZY>}M
zxKbC#{2uo*EjEkf`D9N!;-x@fDTByP_42*Lkg-?X@5gD8mxwhLr5rx`%<`0nBDsb#
z7Gmx)$GQ9{AdiO4ESR;<S{`4c7^s#!;UZvSRVNC3c=`gZa56*5s49R*Jj{vc{7xY$
z*Bv`Am^<9n(w?{(Bhhr9)iI_gSvxra`W&xgM47!Ic1%r6zG?aSq@E0TK7x1WwUzs%
zU{Ys1cS~E;#`Gmk>i6~baj4wZ36GgHu_0Nn7`1>S<7C^1)o%%3SL{62uJ3qkm@v3H
zbN!qv`Nrsm#fxDR@Oz*$uVhx|%YvKZw1mYZtAI?NA_tF3M_?Jl+IMsX*!Ij^zP4e^
zhgnxP&1RI)SET3LOaWqsLUMdU^NQg+iLQ2yD5d+P1rHYT#9)1>xNQG;g7lBMqbZBz
zVMR<b+`<L+dW<GWM-3K*hlWnhMDeBFO_w!OiUnuq?fD(;2|o*FsVi@?(?}OkR%w|r
z%xl>g(mFSI6WpIy_Vlc@bytMMXBvp4G244sd;5*M50-tnnJY9;mwk(9gd{U1_*9AO
z5NXZau3nHW*Dsix-uMZLly8M4i^=f!2i)1vZ{`Ifluseo&&a}zATl)Hh5gTK8>OvT
zpYA@MV0$QY3?~L_Kxp3k?nH<jN!KXA3-S&vQt$PLdXBYozN07};+I?{jkqGXo5R`&
z`lRebH>zS4;*=panOsj{G<#!hx={`(YSGX3pe1EaQ#~-#sFU&{)TPPn0N$CAO>UqW
z8K}h`cdEj%-HN<#I0;+HOMkg4r>nPSF?B!TBTq}zz8EX>MzGwAxbW^ZC6?QM>Z49t
zrk|wkiHFaoH%onNS?fAtP3sQ}vbdv|(%X|GN%y|T*xjEn+>)-D{!u_G)ecX{F|b`4
z0Hw-38U#x-uht(?(S6$94v?JUqA%mhFySOch(@CUd#yeGTA28GuB!QD260+Z){F(K
z=zG|t=;2BB4S%wDNr4gKt75c+QtBBB!zTQ%I4Mti(HA)OKU=_bj0HdGIDGXmLg3Z*
zuvfAuk6p3EWI2%|#vWcWe@Yee4!?QwG*1AJ4Zo|ZU$Dkev%hBS!Fx;YcvQM_p734H
z9XGb#pNR^iWf<mmI{hVFY!SqN-jQQZH-sBg_!ZdRgKzZ9WBqfj5I1vXeEW`$qg}HN
z+}N70U*_zYx<SR!a@OLA2R`DWs$^|?#`9!<e%0@IuJhIN@>ZX^7^YR~BueO~;WC{s
z4>Ko=r<}8;lK0^oA#1wbT%rPp6E^}uC+7x4c3oWrwDxCI<1irXp9f;bZ1O8BYmb$v
z%JRxuRm*mVbZ^cykd>yZ^})y0-s64Zr2<xJt^Eg-<|!MqBm5Ik$+|C8W&w1S-PnYD
zZgp|Fv^Z!>L^EZumWfdH!{a2k6S_^y2ajtkYcf4=h`~Flt1w@^<=g0u1`@04lSGgS
zM{VWXK?lKRs|<0;?nbd+Eu^5-oH==e5mL264zHi;$gtDT7vSk!{s71#27>5@(l_=w
zG|>ZcdLlz7KWemDc#O_XM0MQ+7RXLEG_NY%;l0McS^M*J&<!JiXo6g*s86lE9FYvS
zT~8DGCO_?Ew;zMv0@oc<JDZOHdn91_9Fz3Tl&z~PT^1fiDUu0HTLmc=ejDO>7SEo(
z8z!(iq!Y}GtkA94u3uVM=6-W(xhmDR)R+$VD@c)lAPQ9)FiZHp^liP~Y!p=x$gl@V
z!3@vXBfiF{rEC=EI!08_2?CA_3HpM=_zz7#Q(Cy2%?fw@xLMuIM<yrjQFm*38ic^{
zaUhSV)11^1V~rp!zG!f6e`wno&rG_Yl}yZjp-650ps?U1YFEE2g5;`3U0amhGP;GP
z<Jz;?JjsaD?YOn<9SJM9&4Z~0<p*EQZj;fgs}u8dHvzV(ruDFG!ID<B^yVaz?ba{h
zS?p`Gbip9&2bBeOwzlI{`R(m(_4#8r6#cK=yHUQ|5*KtmAMSdVKGPKx<eEa!3=&)z
zn=kVmYKFG^<QNcHEBz=N;Lv3Vo|Da4d7K1^y?U!oF9$W?TgB~?!B|F4OOu8FILVhG
z&N=j`syUBs7Vdw7G?TgPp_i2Q^1`Id%;DN*`n=M9@U{}`^T=(}o3+TjeZj)4V}<D$
zUiDjt_RWgykhs=K3Fx&_7*p|^GgWy<Z<a6DnmxHz99}R#G?>5j`l73}YoNNJv~(rS
zI!l@CO4_@|xb>XmR2Z<w`SC`+X{L_F&;m!C_N2cYNsm{VFMmlmH=;D1My~Msc}%kk
zOw)}}%Wz*9%0D#o!$##>Kc~r*6Sa*>vI@5^kiucDDJ`?+&ADiHFDA0W&GSCzRH-Zc
zD9cN@I!mPSLBY{(2GL;wW#75YRO3i`)c2L!NG5F%5tB)TUKpXqrddLv2TybC7(tCm
zqxrfpSOI!<qlty}n=MKree7e-f%$W*=OI9{s>3H?CZabp+jFpv8n;>PX16lSOe=`n
znwo_q!F7cSv1wn~gf!5UeW+pNwyhUk^D9SK{UU=<Y4`Q<dAIKf6;x5{Jk>$&(A-D3
z-R)U!T}uHU?}=kAr-t;Kc$I?Gq{O>P=Xy});{wWaFd~jhd)?Fj<*pZv<pjCkMUvY2
z$BaACPAQr)<GvvboZB|;M`OTEqEZIdv_=CwPdjBb!GAyI{Cn2&U)Uhl0Z{=uf{2y1
NQmx+)OF`IA{|_*Yf5rd+

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-157-__details_.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-157-__details_.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..b587fdac1bff0b319d3c5e5d0ba6f4afdf0fd7e9
GIT binary patch
literal 7222
zcmbVQ2UJtrnm!OhktV$b0@9n(dsPWd3<2o~Qj{hjf^-Z;Kq5^Lq)6{5O+Y|EKspFW
z??pmKklslq-uv#I_hx3jH8VTwKUvAy`#<0J_jRxn*ahIK7EBWc;NbxP9_|BRr-54l
zF(DxlA()tmh=_!Q_zD><IT<M_851=PB`qs6l#P`c0%7O6&dYvHh!X<gljau^5tWdT
zfbz;J%7`gk7nczGtptyRgoKQgjFFt2QH%q^A@+Y>*k*u=7|6zB0O4H&@Tu@XRCw4n
z0E)v2#`|Ld|5$kVAObKU5i!XXQrw2>s{lS82!u}n0)q(%aJvI=_W=SbFg1s$Dj^NR
zis+gftys|OEMm@^6)kjngF9T})=z^;uFx|uGBI=W@bd8sNJvUa%gD;zx~&FN*U;3`
zzh_`*WNcz;WBc%toxOvjyT>z6FK-{;kQbq0;V&alaq({w65l2zr)1~k=H(X@78QT2
ztg8N0Q(O1>YinD3M`u@e&(QG5=-Bwg<kXKv^wRRm>e~9o?%w{v;nDHQ>Dg~ycmU{6
zTDa?<#QqB}DjY9-0s;^L(QjUO_+B^xQ4xSSL<y-?5kyvQG}pv}h-q)W&Z=l3;S|@~
zp|gHEc!i!z;s^KcZ)$%q``-}@{(mw1o7jKyngYl`csS>Qr~qZ)c(JZ{-{Hs$d}pk@
z>)sMWBm`>V*hdSrTmi*qvdQAVDJ(GX>#|q`F~hkC(5o>_(4<TfIFU@@&=@#vo1T_N
zrd7tm*e_*&<jW{L+-ig{?->``TpPh67Px-Y9?6eBuY*RpOq{fo-9dEPop1G5av<wJ
z=`*n(FT1O--USp4m8##*PFNV58c(!)DNe@Yn}tvp>XOJ_ncQ4AP*8SVWPElXaTu`}
zH=0X0s$a+gLk^TW<}J@IVZ;Z~b;E2^TntL)B?2Px%b-9C^)d-O<hgp=EV5kU*9EgQ
z7GTQ3{hU7lhMRWm=Pw?8QWI9|U54E_dK-ZS)<6Zwg~6tiKIoJZ4;ILzNW%glFf4$U
ztX5;N>WNe>JV_!W2i?U2Ejh^D6y+)f9W0<iE{_EWqp(1SlMCv4YXW1_e?3gzc6K;p
zVK5NpQIv!Eney7|tmQtK_I|j4NKWG}L{tdj?R7_E#LD2A6hLXUG~86>|39hC_){(6
zUzjBR+jIT|3EzU!Aiw_;$bYBpZ-x>``;$~mAhQ>SoCOO+j?MnYC#w7>6xP2O+G7TH
zr7wZMOj+`oub$$b_3xv~dw*Fpn}PXkrn-4&E|KTqlr3i1xy{$EyEOQJHVwF=v1B6E
z>&u`Jx+ZZ&(9^q`&{LnY7*y3J-b-=#eGH0fT7o{r0#@44OaAB-D_ajx$}X!b`fg>x
zNii1C(h>No?c~?_iLCut?0rJ_DpT2$=CXJN1oXmas@Dc%U5Rt*u$D{L+E;{udHh<c
zQb|os*sMaKwZ^dQ)T<zUFjJ<RmO#I%N;@q=1^in$fJ3_YMMXm$7A@)5ZQI#uCQQ0b
zi7yuF5Z(A6f9$5c5m7y=^IuJ1ei%1O+PNGyU7J1&3lLXf0kux4RGzaBFVJJWYxj<J
zR|se8H`5(BcUGckW4qbXT*^qrJ6e47I)#uleTHz_^%yq=C8w|#F3ZF-(vMFAo?8=r
zQPc2Ow`S&YRkVOjm$yAF@SIN_P5~yG4@!~7&|O1s<hna9EU(10P90^vcT7pEo=fBY
zVE7S?QYRo{QN`3<sOdM13AtW4<V>60wJ-*E#Xh!*c|(!=VCX?~K1v>;XHSbzW52?e
z9r$mhb=T-3<Y&`Qej6;1Cpxxlb@CpgdSrP-TY&|JlGZcrV7^8@7QFD263KilP?(Da
z&Sb_%tM>*XjFhgA#a!NA#R7wU2s2x+Wyk%D6O%)}JlfzlhMh^m|FAOcA*r|zM5~6n
zdF^}@-J(d`LU2`GDd8Iy_zJNZ%M_`*uVAJPnTZ;b?}9AZ08f0a>xsDd*=^4Z!38Mi
zU)HsInXxlw@Fg8Qb}<Or>+|`!E&=7jdlEKJr&ncjVE_@7V-9lFEuBe~?y>h%Dj!$R
z@fv3ZhmWv*<#Dnl7xefrUEz%qq&N9D_Rc7@_o@4^a+LmvWWAZpmbskP^@qmjN%mDQ
zw+*E?c!i><)x(%m775C{0Zbsj2b|8>Y5e%eGZ?|03Vym7=*_B3t^Pyvea1;~gYrQg
z7WfV(b8@#%j7zM91;Om|)87Df$9eg}O217W^hb#O6>9(dZFN%cPbS`cT7IFA1=!DT
zoL@1<0_%4?#ukp`<WBwC3On0AqxryLc~4Y$nJ)K@MtJl5hZl+WOE;ad075Y15;B_L
zW!nhX=EHEqcPiK9H4jaMd7U-|oqR^1!ou5kT57kocx2DUC4b1D#~(4dxRC506y`Tj
zD~Uesi%v^QLqmTCP1XC~Q+^n@{f+A48`BrWzQ`K9(SuF1`^4y8W5bBF<!v^zETN#$
zR1t!wSy$5Exu*!0Ml<Gkc|;k!TTUXQKO0n`L8#FJWBoFvhznkYA=CS(>#hOhtyNJJ
zo_#bLmNvGY1D1&N!?8gXi1Y=AQIUgy(2=uPPZVt#4UL%K_VkUu_>pM&eK_0IFJW7z
zb55czrVOH0j}@{*W4aV6wlN7)6<0_Uf$riX>7%Kr?E9u#+@ZZ-x0ztoOI2DR*2K(A
zQz&-2lcmR<^ID+s0tFIK7FcnWa8`!z=Et}@*wKpLy?!S;1dP%3xp2y^96h+axwuHG
zU7Mdc6PiHv(TE+oX_C?c-AOq4N5(M@R!sfrQXQ8!8wF3kG4A>5#eaktOg?ltj3SG<
z%x3U&J{YKWlwEMwXELvAX^+zzb?#KuxszXf%-zwtmW{Fn)9ULm;Em{mg&A1G5jr^%
z=0b8PzD!j$T3tNj=lob8HsI}Ls1WiXUvB1uGA$P9QtHKgO;kS9XO$pZ+gug)RoE~^
zBS&Dk>{6EuV6jx%bX#$LhRaD&(xywc!)RXnvz)=6v;zGLp);atzTB=n0wXPjEc@K9
z>_B?llkjmu*aZLDaC~>@@B|!M*<RQRBsz#Y3u#?Vp2Pw^^|D~&fbRi<-}@w!ZV0Kc
z9pEM8dAq|0%dT&K$l@2Cc1d_;#|yd;WZV0?J>QWcQMpkgt;t?DNmfMt!IDpbP6b}T
zHEzymU3X~}e!=aFxAiLH63}g7xnG!#3ehe0;$2bJszWFUT%;rmW@irhCX3)m-a)31
z7SDo3g{(Cj2J5}X3i!xxKN!0Hj5gV_@oo+Z&hM~bT_kvQwmmxzm93Va@{EHiD=-+P
z%h%2kp|Yusk{`ZWg;2x)qoB3!!v9_2Drx!Y@oZsg2+C>s3@HE7(98>9E;r|#S`Tge
z!W!leuz(*H$eF8X+k)QnT<#yjm9EXPc*hba@eO*zSgnSR#Bm)N7x}~}5%-@?$vgR3
z9$PltBR?0NdHA>6qIzcN57tOdJ7mr?ZBSb;y9%GTyG-x9GW7qL=99Jhe(4Pv*Ib1}
zhZbAjKiNByPb#xkuP`*ui~QiW2!r^&j<zrTb~9U_r+p4aY7@toNy3+n0)C4iZ(BTz
zGydK~(PhqoUkpz(3QHVqiqmsA=K^I*7)<IL$G3&@I$uM$bNDi|S`g#GALK(?y4V-r
z-)}80h&*`I*ie}=8#)jdYua!(gYW#C?SmO#aA~y-C?9O)hz0f}{|<5%#loCwI>Ib9
zTD_~k6Bs9CTDWFGkKz|sAywnCpVa_Myh$x2OzOnlqQ><SfG&J7<CJI;Iic5yYsWSv
zJ^$*0VHI52+KtjtUesA6!~zAI^Ot;ajp+>`h&w0lZRA)0UNe7&;C^`DzVU7(q=esB
ze7s1FLnc#%Q}Vl8bao1hgf0jdJb&7O(_%!aS?F#z%Rs$`dg8f{Y=`%f+femJ-chPU
z5tp_Xae{TMR$!b|`I>hoSszWC-bSU*Q)8AV*87Nt@8@BAxld%)DA6W0Z;y?XBnER*
zwLVuxi@JYwuzmR<gAYRB$vGY?=-H_<>@gW<rj6tu5~oi4`6PFnGk)`)WDpjhvj|iy
zMIPYYB5+2i{WmM|(x!$2a;cgP6o*=9qmR{3EAJKtv=lwnewxFiIeG0+T_TLpLM3wf
z-lx$HI4hy|#U`=$bn6n$WgZ)mWkS=}_XFrMa&2dU(h6qkT%w6iS5{xWl^A!+_hT5N
zV}@{4mDS@)?Eo?%>uAG>8CR8)=~(eiBdgJa(}i^JGIsBh{Z+YI4$<y`0=gCcq7x~m
zTiT14doT64d1iJPTx-rjG44iH0e&rV0f||5L@%@7ZY3{g`xkb?kwZn(IlL327(=fc
zi_X{h$M|np>7C!CURWyU@=$m}X(4c!c3E<P@281QzotRSLP!u@y;=^XwA3n8(AuY=
z=3u)^a)puRo!5+$W$Rf}xWDovkBLLugoIvEzUGWFQ%Kf~QkmJQ<&5VWLx1ME4EGG4
zA7(_XlqUvFN@CAXvNXjY+^mDb|2kr9+V#PI8S<haETmT{FWUd8iFtM8@~px>ux#9@
zO&tC*nU?<i;VJNr>@xfA;l|;LQBelLNkr57FJ0V>k}TjTm}@{{(sb){Wrl&D!@Tat
zs^Ev+QNpDu4`#fCnQby`%;#SmvUGEm`@IkDb<a~%{Qmk>JJBVOExDHr`4Q}yrKWnB
zVSg*cnS|oU1Y_s7<|Ue6>F%aU?=Y{Hp){7-PDR~{6_J9sxLe}Ig1y9opX=g*P=cQ0
z8p9v*eM*F!GZQf9?N{DQj|BD6;z=&gNJ;g%J^8_@M;Ooz;B9EK<NY$0QWCE5-X=dM
zPLW+wGl&SH$^yBAx*&(^rc)hnDJlvi-+k*M%|)&G7^zd_1~939uvwU3%8S$PPIqXF
zka$6v24#86cCH4PS<<iTJYnB|NMU-LDKwCq!OuN1U{1ZvG2+4@H+vu~!(X8N`}F5n
z15m=!6VF&T#O#TncKzpbRTH|P(BPtGHcKMR89eq3WzxV6Zadaf97(;N?~|*O^B%^@
zi8;j&6job|lGDiY^or>tX@$)T%JdYWgT0%N*{UH*H--x2t>Zjx7-RWr{A0~rL9FgA
zbY#!3R>AHMYpj1^;)Zo_d21z2PqP?pqKp+d3#J`g5wCo|ar+P{_|JX`T>g^#9Xu=E
zX2{&uN0-`VqO0NGWrC-t(Zxl!mkTkJT&XT_WRn~$DY?Os;tlS?HD~>0P)0|!M<aoQ
zJ8aX7tN1lzd5<i(#&(pFYTndgj`KV3m(RgdR7auvys_7oGPk{Ro7d_Q#`8OGy`7+Y
zBJ0X0EKpoBt6y->F=K(Oa7`@GJb?vHisNrRLUmw)7d5TkSm5=4{;&Mw`p*0%nH(HL
z*olz<_oWE3V5onQuVP@VyjTE)n~@g_amVUgEf4<Iu3|o!UD5O}2QzR0TrpvPpD6<O
zh2<L}c3s1Eu>dFG8|2oJGDaZh4*<vm5eLgZacb+u!zxMz+bnkvd@wvEt&0N`$nPzA
z$c4v9w0U&nA}hT^uloD-U;EH{kMOf`DIVdDZno(AT*VtcXOMQ@p^uaozI~W=jDgQH
zQYzYzt;EyLivuXy1hzN+b10^&HLf5=#5cex`s!PopJ~44P1NW8&-XD(L__(*ooA1c
zF?*7x+x967R03@BB1MmRLtW4|Vt51G;SeJm_*<LqC}TgfSr@M_I8(-)V1XIO8r(RN
znsFSn|DlP}QA*U3Q`5&K#A-QDS6SZ>S%qt{TMqMEW7C>4N{;BVvD$|umNr922X$Y#
zE7q0R80Rr(<F-xSM(OsZm?$cwxKTMg8Q%9a<ZRqj!QjVMD~5N<5<{qtksJ+wg_t;f
z?7z72DfzS9n0f>f-P4JimMqT@tf2Pikb#RxW}`oLrj~k#t9^L|uc;c7IFFdt|0oEN
z=KJa9#v}u*<~?hdPq$5}l<(Ppl{XORe;c{}3-P;t2o93ES=jh}SQk0D(IzG4=&9-L
zDha0Fl8Ydbrheeu@6%OcTWZB%GomIedDmg|cIfX}o(C*U3nbA#&>K`C34#r3s{uS<
z+mly1a;2}iizPHVG?FA52`A}d)&wo;eo<3j_ZXI@$A2VE9tWJ>ojJEV(<NN^6awAA
z1=JTc=%WyfH?F1nqq=rt8!buJLv(K(m2vp@;bxTG;}Y$+)6RlS{+U<PPWtEMz7x8H
z=c!vcD2Tn}@~W?UN6YlJTfCNNh7hz<Vp*w*1r+|!>25(5R8sQG`uvVj?1zO`KW22l
zUgrKptR@o#+W$Em$RS))m%xjXN{m{R*MZY7&ar5gOuBX3c_*<Yp?j@PP{UVmB9|kP
z$6ck&^h6qiQ<|1P`Q4tals_&-`jm^Fq1jGKD^>QfK>6e6!?k_O<kO!qN++4b)g|1|
z7@f029~g#hlZMSS8bCxL6bpu^Ru?SbDHE+cNm!oobN3|2SlLmeetjpI#fu~?eg)W}
zAim^RU?H8JFjsjLy(0Pc*vl=Fq=jjAJ-scO59HtKQu_@-cF=?B`|go2bl@#yXUt|_
z<02rl9KovIXm`@)Fl?so<o<-C?(OBh)SlA^SGCE!(5P?2Q)lq2X4HG9SYS##*$ZFV
z^wiGk%<hpgGq7b!Ok`}+>0kJvm-V`!BHW-MzH6_HI||*o6B>1IH3nf=9r0mdn8)vE
z+Bqg8PJFAgOzTJK7TS`$<w#gd);8G04%PDISuNMn&607>O!gfez!y51i3QR{vB3Pb
zkB5o^^3z)a_K9FK!Agb9Xp=i)`9!Sl><VYh<N66ic|I%oA0@|Xcw%?W)r3UU`9Hl*
z%8qFAWwgCGCp}mV(vXxt3?^ivf(3j<MVomuX)!L6H3!8C^0q2D1l+F?H)UCo3Rm#)
zqmd7&aVehT-opY_RpUXKacA;L#?7|Z3}c>?s8Bv$TCxEV(KZi#Kj=D`CA~YGe^ue=
zQ^n0?6^>+Gd>G8nFk^DzFUWNP%wp-nO>y$IWm(B4kwH(!wuxCtAU4n#x{^f_*La<4
z9Yo1X4`P<f$zH1VlI^Ag7w%K9IA&tBhT=M$RhQ|1UjN1H{WThefXO}UNf|#^fbMrF
zpD!6Dn>GGSxs7jM>byiRT9PT8DCQF)bKHrJ94}C>w{|_BU^@GLP4-$%w3KHwx2~8r
z02I5=8=G<6A<$F!=z|ba)fV4-q7+E|JS=P1!}&(Y;mbIw*K_>__Y7u?6J!7{*;3pn
zm-zJ<J~~7YeWQxRHdw^$fz*m(v&}DhSp|<iz{AsYt29SMgZdT?1F00@SKWnUbcSjD
z=Wnq~&Dv~~P@Kn@mzH))GmoW>q+;k^#CI$rXyPIL@Sb*Lc!A7jit~8rGm`8etLT2}
zytD+9@@Nwl_T&EH^?p83PHLO!W4?Bm94}H%f}5mLEs4!X?;Q%c5+mgHER;oUx@KVF
zLv=(uQ46)2dV&faHTEJR@DxG{w-M$#yDSTnjhjbHw}k8~K9>s(kQjdz<J&G^I;+T}
z$R64d?6pm2m}iL$QM2>5{^~4!J9_Sif$iM3f$#MdF3K?!Fp-Vo1OAd+0ZLs8C(<@|
zi?*?wbMl{Rd`w)(^A*~_EDmQb9mp%qpOvn?{uTQvi}rQV-W@9~xi{w2$OaZKEnqtW
z2#OVZqPRXm;89A*HBO^vD2P<ho$C_r&G_N;kiF(y>Cx`i>#2+fDWmB1t!Gjt_+71A
zROO@<pPq`zyZlmNoiG3ef(;ms`aF)Z7sbWMK7zXF`Zs@-mgWddkOY(3N<Ds8l;P(}
z?Mq%StGuOuz`~U2?5i2tQ#BsfpjMd{sxG+Rl}Ujjv91l1%@Wwv$cl}A!RBbt`jnV+
zs$r~8LAS_`D{kZF?V4e)EFuU0&ofIl=k=P$>xLd9<3GYW`mKs?N7N?k5?(GO#jz-V
z)rWj1%G$D2MVM=o=hY7gesF{3rNsbvW3>}ol4}R&@)M=5d9@68<EOh$$XUb%(tRJ$
zxqf}W0iABWmp*FqCB19P{O0l-I?suE;<L07yjel6!qVD@53ZDN3o!k17G6a$<=;-!
z!{=AX&}#o87wKye`)OUQ8NX!WB~;X?SEhOMxFRJdYhnYwDA6#gXTv{i19LsKYtUGQ
z-p_-N1<K{Py9{ZQq=@YTdpxjvY%k6{BsLvNwzH{k?slb#HH>q<cQ6_^t$7)m>k_sK
zuZiXt4eT%Du*%4x>@RUheEXWG$)lnV-+W7|ON^23B|p38X(;f_o9)dI6(vBH(O;X?
zRKpS1!4ROCu$2?rQ|mg13-B+#6iMi@%ug}*{a!ibGsKDA@2>7QxNF6sso%v?s|a)7
zRAD^}WMEv34c!dNFx~&=9k(&pdz|uyV`{>@OkI7ozlGJPfHOMjJ+;oF24=!K`l6RC
z-2`?8@nb)J_15e~;|W`%pDvMutGnw{E~!1v7f+*&Dk(CDb5fXW95`Q_;IWr0*gkPe
z9*P<*4K0!oxlfW?AKT1xt2V5IF}ju&d8HH6Gb+(1Z$3nz*G+(W>p5g5Nck>f4kqUQ
zE^2;9NS7!xk}YXr#QlED<6WV>VkUD~YP7WI8u$s%fQi|wDosh_MD593Fylg2sHZz-
zM>)!ME^p>cD!PxhOwL?oFRDqTbB-ra&i_$7XsBUBK8EUp(RiHV!A-(2Z|kHN`#v0K
zjKyTTy_V!?6N-eZX>zGupcf#ET&hWmN{8WDwlb~+%0H&mx<je;!#Uo(CRLMX5o2{N
z#2te2mjArHCL+(4GgqI`uLE2s%DWE6z3Tb>y668XV3uBOryP*ES-U7ocQE;?RL3FH
Tn&Z^r#aebC^q+JRVJH6sAOLwN

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-158-Architecture of a Gating Network.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-158-Architecture of a Gating Network.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..243953bc0134d645dd398de39985e606aa4f2cc4
GIT binary patch
literal 21214
zcmc({1wd5owmv>I5&}xsC?P1NbPuSsh;)NWgLLPJNH<7G4IR?m4jn38N_Te-Fbx0g
zch0#-zkBZQ-g9pJ`M&MU-uvCN_j=#;uJx>Et^Hnqzn%vX%S+2igV4}GAT;1V(DfAP
z2?!S(8wVQ;7Y7ID#tmFN0#ZT(e0&0`Tepcw>8Qc<bkwx8cbGU??l7=3($caD+-HCI
zh?kca%pxQv$Sumr!^{2iN6>EExIutVKuJhQ$$gjhF84qEcijRa!9_<$zm0*$07550
z!yrMs?f`*-=fpz$;}7)LKQwd<Oe}01+#7iKK!a*x5IPzL20A7N78WKZ(Apa~55gqD
zx^?%FB=&9PS2zszq};yI8Mus(%Uj7*hW43wUOT+Ifk#e3Nkz?kkA?OA171FU0YM?*
zCr_oMWn|^#Rn^orG_|yKjEqf8&CD$<9i5zAT;1F~{NDQq1O^3%#KeAxi%&@Wn3S27
zos*lFU+}4-vZ}hKwywURt-YhOtGlQ7%kaqP*!aZvACn7<OUo;(YwH`E2Zu+;C#PqK
z^NXKyp@A^|A{OxPUj+M;TqJ;8=$M!om^eS>LPK{2HVhI>th<k}Z%HcSyt2Q|!0n4m
z`ZzkHy!8enkIFvTYlk5`awgsd=7XQ2{UO<ZO|W<Wl4SoT*x%)v1QB4M0fUD@0)l|f
zE?6_);{DTGiD$Q_<97s$MqN!*H+Re9h7+ng_UD6G8%;8qy5EKri?n1IQn<ywpcB>g
z@t|(Oh^|3{j*8cymh5W~^`a9P6XBtV-lkpkJvUz0DSA07M*E|r*wvN-iWo`&G^L+A
z0ov*H{CE*7tb~yFf?R_n`vk5*=&?xiYtZ|=_G{2F?Fe-LKBTK2j*vw1T!SP$p%Z_c
z1h+$uacZxiT?xWOuNZ;*{nkA4_g}M02G0N66_LOG)SBcrlM`(J0|JWjOR_~_u^@)7
zK{u2FuR-fVx!0h16==94bl(qQhI)H?4J!S478eo#T_>`=xCVvOu8X~oi2bwVkcIpE
z*PtsL-Z><m(m{#sZ{k80aP|kT&~~mth6h=xIAzhp&^FbDYtY3_3pj!lwj_gO76)I0
z(pQ0J_LW2N^<9J7h!$WM7*i<tlH9+)`{e8@O}>VedsfmtD$Q`e`xhiC6Df$BWW!!o
ziyY*G72l=H6=|h{alc{PpQGM2Q|EUUnv*I^f&SUe!H~$y)naLnDD^R}VsnSm%Cv6$
zOnG@4k)5ZeuEC8<0c5OO(j6ZuH#^8)!&w7}H8bR&+Sn2hq1PY=?DA`no($?eTYib*
zA{R1<y8Fr=d_kOHb5927q;m>h_{A~MPJ%2)`!mo@(T)nhsK~;P(R9>9r;m-wl%<|H
zJ7dKaB?xfiE`*sRo~9d*YUoj4WlxYu986C&O+U4{W8M*1f+lv=FrJW@h~qGS)<=HJ
zA|kV})!WJ*ly-k8Q>fjH?k3?gIyuloAu8I_bWY)rw+6b&IW@QMe~hY=@F=lQO7rz6
zRhFQI`@@$D+>%kvz_Sf%G~+d$wap!>H33t=0MLMSHUocMCqd?ehnXR)O#f_$>?{4~
zMnOcCQAoqSt=X;Uea-e_#+Dev-kj;VXSVVm#Yfk_Po)@HmYzixJCA~trAYs&O_S?@
z0`-*82vrw(g{!Ho2k$UEC+3U1ScDwkeLVdv5}164oEFfN4GPp-Hu=h*lapaJ0T3)2
zx{h8|NKwDu{jw<XmQJ5DF!{2&Ox#REY+0S77y}-N?Xww#5c4@3CBYl@?Tf67c6MEv
zM;+x4TZV$-Za!B)>)r6((mu_Ut{FZ)t4{ffox}K?`rhQHXNf{xxFY^8RjT!(%}SzW
zAzx;_soB2X!zXopY~EK7;a_fLi%c}4J(?`pVB`GgYGyCi+&0B4K+=|Z?{)eYD$=*y
z;szf}ns@HT?6T!P>$_FKXuMBDg?gNq_l+5!)-bSGe4xO>Vfsgd>^On%<SqF+2fOEj
zBHmV2nIVeP`Gt2fL++D0pvbR5F*%F27iWMCkkmPTa5RSx?NvDtxbg(LB)!;!%zAJ>
zp`$H?H9ZO#R?z?U_S-Zl$t*(}<>^_@5|3_MYdRgaxp18Y-B~*5#HE7$X?p10j61-Q
z8>vcGph4JL@9t!1nS`f{l7XP|_17SLfp++8BVec<wd)$UT|PzCteHsJ!}lw_M6R~r
zNE}{hTi^cPS;;kMpLXagXZvZ?u8W!`&94{AAldhBUV}XLu0d#hv=!U*!*u;$LYANl
zW^S&R6HvrWz=ZoJFU;-f16EWhD_-Ak@=5&<Wj$LY``o`>2mbpV9ln-%%DRd?U<?24
zIuyBWAhg-_8uWHGLfeJN;^s=}pN7MI?X8NpQpe<45UP)zT+@nH1Ld$|hWGHfm>@XS
zgU;MuZl(q>cIf}S`}<d1X69RJWx3uLO2d&HkUDsra0tjY9yV?G<xjiybF`bm83+;O
zM*YJ3kzazAQg;r+ym?@44f01yVf-G|sBoJam(FeLT0MQaCc-*O+S{>X1;wqYhJJic
zCq$X^42g>wpWZTng!^b*Nkge;4@WLT&oxuM?pBNy@!nthT=VEhzsBmg;`}aw&^&F#
zTNK~=u~;kNAI+3k^3Es@^OR+=&n>Pxk@<fdRLxHZfrS5AEAl_pUK6qeJ141zU7SEy
z^syXKLV#(f(FRPrCQ1#B%MZS+Fa+KD!gYnIG4t9@1ogC;0@aiW*jy>=K{P4S7yrL*
zde@)`=(6-UbZhJy6z4=X;I@W(YHfyUHavfUISc4|G?x@02`l`VMAtcZe((I&vEjub
z;KU@!Y9+7$H}ZeHC4pG;O&V+7npy>Afp_Y_{rSC%ig>q!`BKG*GU_F-%rR6#Isw20
zZ-2RT>H2)&%BvJH0b%J>#GdO=-AK6g8k22hwrgtXO}^+-9t+iKY9ig3l)XJ+apQn!
z0jY9<nX4e4m|S*EV{LP-La6pq62%|D1S#ddn{J8-T>My-xZ<>bnmDh|P3xVjjHEgS
zkBEPGTh0>BS4uM7YdyciXY6}(Vzi`H%l8^&49tB|4a49jjz#4KZ|O_T1LLD}JD%zy
zk~iVy-{-?3+nR;PhiAV`iddPeP#Wpy2R$U!;QD1iM1q!(kOkY@r2)rNGmM>;GON0b
z#nm0UOE1*uvY6(5$g+sStD!{tG8Ri5yiabY7UWN^WUyRiOd${SS$@^LoR!q(tL*sN
z7ukdIjRpc#n96ow%mcl)*e49VxARS$gb0Z2Eai{F@8|8~gk%op#Vrpy--Eo0?)M6Y
z)G1{QY!VfFh~52(8?e;sMqkyyt16=&#;lixEv<YBi&83q#OW3(kxKGd49@Cw3{U^i
zV{T(0s07)yc&k-|o~7L_bE_7@DAVUHONn0Rw%;0z%;&SAdp!9H_eh;N4x@;(MI3iP
zeld55Yk2N?m99Ibr9Fcs0mXX;rAMJ2#=N2Ds?5WjG-{s%=Jkq(H_^=v*oe=cy(?lC
zWd*$qiwGP~eeZHG*YVn&g$=zZ_n~pL`<<ooy^ZmVWSvSs<&a@H(i?Z(y@p%v;C;!y
zomT%!FRnQyezJpS?z<vi-lT0=np`ZwZjPaC#*21w)bSjFMcd-qvluIe@u5yHxUh}d
zJ^QzwW}u;$BB}*HLf5xZLtq$_srs`M<p`)w5=|l}+CxR!jORDI2>lS6Fs%)T$MF{K
zxij3KKiXSg=KDB{o8iM2M1;-g<Ej_jmP1uOl22DxOl5}VRqziR-#&ae&yOR79*Q;&
z7^HxI7TW&f_Ug9PY;@dU;fq~-z?C(#`^s!dkmr{$>@5a_+~dDc6G*D=mWYpv;W>ef
z@EKk{S-c52R(cPUv|tRUm<?p_qvLB3$@8}Qxm%##B5Q@t2JF~q&qAG!_D?v|b7wuh
zKwLmJvzzVe=GRFbw=VYDzbXG3#0kxLv+)^izbnBHI~t=7CDfe=J=h*fr{X$LQcV5k
zA)WBaGIFY?_O8;R`_+B;6iRIL8no2jPCibO7U?Z6i^L|{(4V%?mc7NRraZ{nLb?f>
zhnM->F@$!ng>bNsp6Dugcla=2TmW$l-q>#aC{nptKX&v+4cAJaYn8HHc}M4dR$IO!
zM|EdA)Wa$O@|Da35-5Hv=%slX`0QiydD13p=C+v#5Qnh%zik;Tg73}PO+c{vRtuf&
zoLQ}{jpLG7@4m0;7{FkP7~67Ec44D8M-lk};3UwQPGdl8^jY-d4w>esZ@PWsx(k3P
z1u~o<w{M!3cy+vS8k~5-jyyuV^dU1`bPz#`kMWzmeSalTY;55}e~^8lm@<xf^wfV|
zI^3rx&oYh@97hK_wp>Fx0??Gd5`d<q$imww5*RJu7}jA3?CR*nNFqerTs!rLiO+1h
z$;Q56QK9PkThnIM<QTR4uE<~yt}A!IHm8S7l|I_v3v4oi1RVb;7S*Xa-Ls~VBKo0T
zb6?pv4N(k1NP7Wyd6Eg8ryhFAE6%WCq`Ggip?rBMb*aWKT*xBoLq%4+&@8)&q8Tau
zjvQ$zn%gsiP4IPYiGvT~J_kejCc;z{+;)~NZf}POu&PGG>~*g}ghR0ls2IwZiQgkL
zOc^44M>jtOWEAOGl+rr#hV#}xYA3K}ETfZE$6T7rF)T4fDQ&~ZYH}Q6u3{E@Uuq9?
zFS2MFy#q0!Q#y{UWb+t3A1me)T(&Z^9^(IT>nZEH$3om&h7ueVZc37^q<OBqu@gG(
z%UgV%F?}{(*PwD<)2Gv31F?5MN=%(l<#MJl2jLp_RV66b%+NI#wi9=`l3}LdG72t*
zxR4Dzp7nRNq49R?q#2=_e(1T{bfhw}R@>0{ZkFU`d{T-nlPR{_J4zf83Mzd>zhIx7
zbq@RCMl`?88^agTUpOkIZk5Kk;mMuj6I>V%y{!K+w=qr)i%+m;t1_-2?$mZ{ZN(&c
zUS>sFMWRhPK8yZ(G6m~_oy?jZ+3Ma7qf1RD)xsEYPk}X~d^rxDR&R<m+joMOqozGl
zr1nfV2%B_rzUl{aXpdmle$bW{;3T38kRr!Vi`SRveTh@7UOxH~UgH_$iYZ6WQ}=R(
zvfxUx<Q~43_1rV7s|jJ5WQSJ8!XooEn}Mk1orQg+(&5@BW|Gi$hrBqZm($Z^a-;#1
z#;*m%zh|~+R~;B6xSeiB+J!niZfB|)W{_2qpbYb=uCBMcDNX2}8&A6-OslL2b#}F7
zfBHkg=Be^g0MicT<c&KqR%S}o$(P<vni`k)l0|0OTuh)R3JCI86oORiW`784_Rkpc
zUkfJ6_~xk14d}3JOH~JUY$*orB5{<u$@;HBwr&$0P3B3DE%>d6_g-8sd%V8}ZGnqL
z&}Q@vbhTPWX7r>m6~>nB(tYmLZ4CrBSUtCP5)tV$UAM0p=czm}LbmWu83xo$@D$Gl
z^NBQ@E<4s}vJqdfLMHZ0y87Ejp8LM6s0o<8JH#N7b(|$hD-(Bs-@$TLspIA|2KUEF
z<`;)w*=ub3P_CDM<8;>MtoF?6jX6|lhwK7~$*MXt)Ia1jo<E*AsAwmnHVjH2OX?H%
zI^;gVKZ=yIiZ*%+*J~R*_iKr(+>e>;pu(%4X)KGK7Y4QqOJlA<@{U%#X89mw-bMrj
zZ+pw{;CX2N`o;GH+rZ2t8}yyemEgkzFkoTLp^}K|?=tScqc(+wIWh~MdzH7f`b9gz
z&A$CiVHYG<9%|yh0?~%B<kq=E=5_eV3I*yNn@zbW9bkD303>Ii3|(i4?eJkAM)H`O
zG$%W4L!7O_+_Ii8p*k;LBNax|#IVK4M^@ou+2liawyL7*u0(wJ#w;{QHarw_-Wxj1
zk_CbF2u$n2c;+4vIYsbLQ7LeOJHt+8736RS;5kSgFJJ~DpTI9^n1TtcnIiH-xW9FS
zh*Y)XXPJh%I8|n8I=SUgMcmxMkQpY>od1)>uNEau0?xD~RYm+F(#^)|cG@x}5{zVV
z?u(Qqd+fL6>&hEdd0$Q@QmsU;whI`>TE>pLWVVUmmDHArMrXe<KBD@-ecuGj?M`&d
zT7=br&eii`TQ??Iy-ib*_ZIp&vS-|=qts7%VFa#}d~_dW+0z5Yewb*CzF#kKC=#&l
z*|rZ;ekmp#a#UDnQ^an~JVL#+qbbZjaQEi7{sp5u*PteDdmRt<c*uUdBz=NNuesB>
zDZLT*-fYtm(x6J~W`;8x|0wLa_QZ|_Wpw6V)j^VX^)!VQqvRcX+He|@A0Or;`|GVP
zZ|sUH7R+iB9bXC-ulR}LESyPuC)%I1?r7lyoCA66ttg9;IRiP?M)n}uGFGt7Bc#4t
zPiBjUuHr5EXrBD&)(6>#_7mV#IRm?zM|yhe8?J6la*Is?H^x#WdJQ?$YFTLK&oG+r
zj`H2NM$HnmDFj`ED&mCNzLxuVLE%lNp=cXq@#PyAm=4c7TkAiPExTAyr3R^ErldIF
zq?ZV<%UIKA(I|19E(@5)vl?5kJ}SF6l%^K8cF@N$Q&pV1Nnz2TFtC#o!NXQFrp!(J
z=(|}GJ5HvumH|anb;_2VF=|*&w&@lvjOPk=`Y60^XD?~ypSKiQcQiQ`iRdkaY2n6?
z&n83Z3d}48>cs=;Ah7D!CBcgWlrSEHCTp5!Hu2<vXAzJo+oNOBZS2pr2RJgrd6#tM
zu_~i-ZIeI3*TmmP;2fP6!M68k5S6Q=wiFU0Qz-qN&lcZ3Yi$SiOG=;a_eU;#7j5SM
zA}B{`@hHKzklxC`mv+@}-W#WVS<cFoxqj2e?0lJJf+cSuWc}d3gw|xWSec?gn~ETZ
zq`kMisjv5T_C+UcvTsU_CBJ#?ExUIC_E;8`vRF)}QO)REoT6Fq5)Il}4ZQt%S8(zM
zQm#|+fUVor1)GfnL%oW*^>(7TyAi}d0$l9y8T;Ku7ux`>-lTX2UDlhs(|bZ-(YGnf
z`HZCn$Df{7)|c<sMp8Vl9mzi6$cf8-RHSgK<tje-Q0NXVimyH$fg?9$gPOUY{9;tD
zx3STBn<)Pn<#Qqsh;&Xzggy8%`#=wT?h0FmwzwjB^qJYp0qigPN|qEO3fsaw9doj2
zUntA+0#An(T_{~{!3`#&FQ1z2=eI5+pOLp-wsA&i$5LOHm>wk7ksOk~27pi@zC0<=
zJ)9gG=|{dHI;?2?k@CR*Kfi>n(GFF4s0>Nm@J(5a|EE03V)Y(v8C;kpz#3k4;@D1h
z4N}Kx1luYBpCBjUwIJSsn?GoZ<u_g_Ef^H74as;c`HU>W=?=_G)7NdUK^!oY_&vi{
z-=Qf<LxV`n0uR2(TY9Ow8lrwIkEFH>M<NfgT+&~vk^}+}@P;{xCeYfy>?r7bm+3qk
zS_qZY{Qz{yKaAkXbheZ$D)c8b?Ib=|^iTk4ha|RyW<>CU0&Or~5YwwkVq*a3NfuQe
zJRV-&8Fmsgd|}fi;&mVCj#ArhTXUDPGu)4MJ9=>qiX_65G|$VLoi;nB<b@i0JspKC
zZFTTdd(anJU>`zmL5j)A`p@pD<M%nrkF;Kz=2&2h$Z;1SEA=9gY?@7LS_jhQo|~Ea
zq34d8+bAl;^KSvDueaf6dC@S4uizEyppmUOi<`<|9CgAZ__9oT0M<=;Wto6v58e|T
z7G*1(HOp%9(Sda*ZEYW0^C(ePj_g<;08wp*I_h!h>u^jvh%F+t(B3v@<3iL7vCDKs
z>w^LL;=2zd9Mnac6c(+v<~>@`4zrN(i?+s1);g`O;imf;>t%`Cyi;yxoa3(>KL%zP
z#aOPS#Tw;pWGPkGM2JXGx=VP~y_N$P6jrHF9d*_3uW3~uDDI>sn6aM@l}<942wwdV
zWo1DGGSaz~YV8MxR(W1(Ic2*Sa}^Itk0%s)O-DMO!C}?Th$13lgox|`yL*$L$(L(T
zVSV6AG?9(x6`{zSz1Cc2)7H)``@X=}{H(3X2iKsl-;B=oOD~_m&zCigGTj279S|ng
zkJ!YRpqSTtyeXYYwM=t>X@Cy!r~mTyk#}gS?daJStvNnVdCLotSUJ%HU5TSUhHg?z
z?U@L4-_fL_0IR*=$xs;@1*-*J*Y=0!ItRWRsJ-*8L3D*;GmV3*<p$S4V^0o}n_p99
z-%%T?M<P-BmmC=F4YmQ>Sh=Yn$+2b8rogdCk7hFy>%1SG78ZC<Fcqp9CEsExJ)Z|c
z#yh_eifjV96IFXeT70WHc4Zxc%3~=Pth-hb`c_>&9BWb)k<uf{yEC%{UzWx+uR+C#
zkutiI&QbEHk0quNlnI4BtrAE@hla?G0sQX*@wKbFHt$5#xNjqluPk$F+wpI#Qc$C^
zyo;ut@43sTUw|AhCe-uRbu?l!oUX(tr)F8-vTS-J@sjiaxgzIMOHuRBH$OW=Ty(n*
zHGgK<lx+`KR96-H*yNrdALS)39ravUHD`wUwnE$BW46#`t|dAZJCB_D!-R9#iiWih
zxtk6)5ns`ngR52WkIM6xnif(NM&)s43&liA-9LDfS%Xl_{*LEMeEFoTEg&LGo%{b`
z=7AWugvD^5>q2|ni$~zpv;@X~J1FneWMkkORMKe4ijlA%849T#wqjcs?=8|!t<~u3
zM&9s-59BzLt<4d0=sx*8f;4&EXj&Ebx)C2RHm{5#d{QAK8~VrG+56e$Wya0~*{(P_
z{CAI)rT#*#{L_4zCiBvc$CASE>#~swXGJ;Gz?;HRvv+d=P#sX`I47qlbWvdc<b6>R
zb1X)_-rZ}EPCH854*})*ZZ>Gm!LiN3P+cAT`W-V~P!^g*(EvWeXRcj`l-f(sRJlR>
z(YF}-BIv*~jXwUL*@eF%+e%R>w$_DW6|KagU<)?3o9X_dgV-i}9b9-DXSUY%g&oXc
z3-1^OaYi2CegYWyN+bXPCH=2KaBk=UU+BCw<8y$WgDAxn70=4OXl(4FEN42o*8tfr
z7D0J&K=*(->d(UTu_Ar4`ODnzR|C9$|335zn*xRGy#{rR!G664{6ohTiO{(Q&BX!a
zfZjS((|bU?`amY2I+A8~OZ*O8)ylF>j2|cbhyBbxjsf!G5^v`k1n~W$&~N(Cy$%>s
zQ3v&91iscbfkKudl&|9QpacG;SLcTNK%#SO&Y>2`ehtC_jP@(&-Z!8%!2bUsn)6>p
zGrMF1B!l4_ULL|1WKK0wuR-GE@Us<YTZ9u>)4Pw3rb9<5h{2t=@%yg2I6^PLFkdue
zw3N59Ch$3;)iNFk2JQ16#WB)6AyyIuOP*`yj8Rsby#xX)lGq|dvh+UU$tS~Z8{^AQ
z4qBJ<#*09z5qNqC>fP2g$OmvHi&kvUD{DqkoCx32^oX_Xn!zFlbpm2C%z1G45#JQl
z$O3vy2=EMWd=%+1$-rOw5(^OaXI}z@3cg4ykg=vPygXvL2Hn;tIu!@<WfD`6%l)6?
z{IVnMC$xvqo+Sd9hX$a#KSB^mkUu?12C91)$RN^~0gpz3Wc___@TMn<+|>^_&j~+U
zRYKj1{L`<kL(7lh7uY|59|!aX5Axd{F9xI1!C3&GLPu5ASf<7F0@+xs{V~?t)du-_
zah45gCvn_{hJdbFwjg@`2(2Z&FRs3=V4a<9y6lnS)PC*E$4UivUSNf=W=0Xu%uIcs
z>~(bJeu8P_*t7FCYkGpyhs90w7NmwEQq~x9$zg_6|CaPT+Op$ZfI3C)!P*`t5q9;6
z><G!@5|}wD0qCv)L|!pl?|yw0v~A!Q)%@9=ke}U2`Pc5$fL2uPo$prz-Oq+1g_>B*
z9W7V^oui4o@0g`j_<2oeagQFMs=1$*_X<0=qK_9-I!!gKR=HQt89jG@uEUmK(#`By
zP4gJKUb{7|1J{Q&0#b|~vc_Mv^f&zzCMx{AVvEp5{T!yYzYh}vg7O1Q(H{z9Iq<8N
zM*cdRXxGI{F5?0__HbfwPTP*Q2mpn5I(4m?^e=MNh-Dg-<&I%ACegdJpticNF|vcp
zh)Jo5WCJg}KIhk2$uyS4&U^6m<AMw=o<;7{jXJt3Qsrmg{!w5Y;l5boyP75y!Gx7M
zJ<m$lTcZ8>o|`0X!8mc0eKhHNA5Y7?&IITECz<8=%->|^>9d5o*V%Gw2c3dAmO{k1
z`;<vRqW&A_07Cn-2LDX){hY4A<o-Ebogm*Y46iWWT!Z$2?(hfywnt5{2LD}!0ley;
zIu8^!-~%Qg_8Jsi5_kz#0Q%Azc7*^;!f!hg|5Fp<;a?_1gCaz^a_r6UZr7qnsOx1Z
zRZo6@cuth$$Q!^%mf)kvy1m4M*^x4fTlmf-lkFb4tO>ihu4dpUWIoB<5D=A+tz7_?
zuubMbNoCY<wR$LvyzJ)etNx{v%efraewQqP^gg>eJk@XeeKVJi94p5a<;Xz92+7RP
zYyZY4lf^AU&&iyj7e~o}9pEd}HUR8Gv?c%mN`>IZ7!tGtzVKyvV4815p70G$h|Sxc
z->NFTSh`YtJ~{SvZe~gc$X0uQY!eAqmX;4#SIQuZ)v0XY9FiU*Q|7}ZXR!)qd?%Yl
z#A~zk2xAi}ZV_Iz5iIDtS3IuLicUe*+l8}vU#l?lgiNtoUyKVY*+7C*uKR<Y%|Nc0
zW%XRpak4m5^ZT+WX?49@*)_A?4;^6{nXOKiL+ZA+8vT7Gq6PPsR%8>H;q99iZ#c)V
zK}t1^QV%M-DzL;P7<sWy%KM>x#v{;e>T6J6;ZR{ebhW|)eo6>k9a|r(_(7{K&JXkh
zCM~`1HHg`&)9|Ei?q@!IkIioovRv#|h^hk!&~-Nb=jDYp@#FU07R;j)4vAS$oedtx
zZ@R7LCX?hznNC^8M5juB+nBG&Hr0-<EnmkT8PA4kk672bPmCYzID|JyJZv$JED=$m
z@(4-4SdEWYp5@Q5;m8(IQF{0)GW~>Cp?Jftlc2(q{7Wq7dScJRr8~wRhf*NJ%zO)v
z&a`sV2@Qu}22EqZ<##tB7eGaiTGhm?=a%`s5gY5QhM7}$X14eTJn!ni91QTHMII=j
z<aV=8A^|2?XOnl}9BUFffeB0yDF=X|xdtt#Z9=pFlf_q(_3RoHrJr|Yr*ws>y3Q~L
z0A4eU0|k^AFVQ8w6f)c?t`DgK1SX0YsJ0;}qdw*^?kjiM9x0B<oM#twq{1=ES~b*t
zD@cu_l1Ogd{!fe29|cwW?Ni1BPs0-uXknIt#>q8wON6y0;)y~<+fMgBT88A<7H&*9
z@VcCp$*(tlXY=zvxloZR+KBCDk2aiYcq|~>Ch1R~H#HlIHRKWU&Cg)O#+kI@-KG$;
zF(-f7o%toO0X*(rR-u9kQz$u1tgREA%vOMx;XZ%MU6dY61c#fC&=E@Dvlny?+GgWA
zF1~ah-kf9$>V5RZcY=|YBw7pn_miIjRny>4K4*qJ=(o!Z={|r2AJ5^gJ8WJQHcUyk
z+EeeE8V#atNzjmLxcHT5A!46aj~)LYh)-av$LAaYxL}WWxJ9<aUXOtqngFjSuQDxF
zdlC{F<*mcwB>Jkz#eDBX9HWgXOS_e50wo#5NXVisvEh1ybw{MTNu$sDm%_I$F?n@3
z=x>ET{k7yx&@j~SkU8=K$dM=QYVJnn*v*jxIc4z48O0IbG)7SCY2M(I{1T|r0pV$m
zEn(m1K%trs$O@_@S~IFHN1b++3f3adjP{<_s!a|{LWcRROOsJw)ztB=Z55hRB(3vx
z74PdW+>(%^&x|2-l&|N(b;h?KcwnGdfl)1^dQ4x1mLX-#5?mGROv(PLIY2v?u+|8j
zyRPTr=z_Y|z0l&q(YmSW9rje?EkPWhu|pjM6WX)3q;!D<RL!hpRmdobG@eB>yv4*s
z2$TLj^+FTLHHZ-w4%s?{T%{#O90L6DqYBRTAKubz0f^^QUMzfB_RPiG<$}jTI2RMH
zdN_f}ml%s0^;vR<?FDGw)@kpL>WC&#=edmVzr)fH5F1+uQ1$a*^BQ!rCV+ZtrBTtO
z1TdT>r2xa}2wlg1D+I%U_Qd5}gC@Y6mLD1%Icq;D+UFQfGaa#YGFL5-=7-BLdK^W0
zs?Yt=4hl50$|#zuG<##@mi1xOX{+&kr{qqV`EWn8xY{=XJ+GE?<98lLLM#RJC(mU|
zxDq<ZHBPyCX7uxKtw@AzNA4M~MKqZ<dPE2s1*c|(tMyE!_=a~=_98)9iL^JRoOH{b
z9j&<y<!Ea^do(FghGO}l%hC8!ZtSS?C%BSFU0PGE>Z{F=st5?XPgQW+pLuT;WhOj4
zCsBBjq*i7`mOau~GRG;_7$D;n1<@&9m=hPfH9WaGtm|&QAe$(wwtH8C>17(5PKf4U
zp_L=x!;*S|n!xXT*Pvw0EX@?a@cm){O)3OGdA$K#G_If+21<S+1is}DN4={qU;KK*
z)==K5GHsKU^I1&xEllsvx?z6xp3$@A$3*9B20+kU0u&ux;7zzclVLcG<d1ZHWsy1e
zc!F8gdAYT1`3kxBn*U^pb}^r?xj(@<eM-@Iq}SS0X!bpMJvP6%8Oxqyk63HB<({QL
zZHSyv^pb{KFl&c#0V5853XstQeD$kM3(uPc%le%(dec2GYt510-zU4I@M|KT+Yj`e
z6ce&MO`6giv7sI}3BFs;wboF{*t0I}au6FJ>QvGY!b$!R`3S2oKE&F_+BihZB%uIP
zkn<bf{BbLty*h7jHGZlbr?cXNLlM7vqt`}<#iOT`4swE2f=GX-V->0{q$*HQ<(YqF
z1Q^QkhHxH~qzmk%6>?0X2k(TOvou7GL#_y|@<$-c6c#}3-)+E4kY3<cOOdKjwft%%
zb!%mZb)JQA_tAjFp0nXECLle`!KdV*=hW+)W`pY)qsvYTTxC;Q><yf`wImE|@JTd@
zmX|5+sSrGiky4Hv_$YHVKG`UbFEJzkw3(Rwkr4~sfqppOkg>G%i!be%B&}q$UDJWY
zyi+qqaw7}x#){tyTXnA1zbMfs1wC|(;OP^$ra#<M0uZ}2{HQau<=w&}21jJv;}cqE
zzDXHsDeA5eGE&edY!F7ZFzjJ-(j%;@LAUr>=NcoMaUVISE)qYp=#=B*{Oa{xPUKh3
z5wrSQ^P}5S-$(<OiRYucm6Y|dNJ}(1<Jq)iM0K32T-l3-J2D?<fy!tX%f%_L=72f>
zUBhrgpUx5Xo2kXSWc-V%{Y2d#n&;;CEaCZ>waVtOo=x~wJq}}(cc)?I+Xog6)@hM>
zPx3ZSH*77?cOsZ5@g4*eEO6lHj1`?I$~=3wcsfA;wB)8H4&(RvL!K0kF;b9Akv?0S
z&duOYvz8t<$%M^23-{brh2EsVa+O41*W~{jfpe2$aRM1^g!;UQGHr|~N0GH70q_*f
z4xN}b{5IhLck;e}OwwkqV`XvbQs9`r*|o_S?^I83;A$q~HElFSX3zU|^nf7gtF|v@
z|G^cE@eyIV`;2}3lwX8>q{sGsTufpa>`?zm(cvO4K3gJl@<Hw1H#Per)kADmyTKo<
zTl?i+D$#wi(#JbLUVf)*Eum!nik)q>mpJHAq|N9gx8zy3r2gnbDQmnZ1Xi@N5A(A?
zL=q3=Imv~B-f&v;L5RN9*bF@}J{{g>yUexa!aN#T5#!OkR~CoVsm-Mu#K#VF?<UZr
z^--^ty8BU_sw%C$UD&z!3uzK7nZ8^<?vCETJIJ!*LEe>*%r&TT!d(yi>;4GI?9ZYE
zvJT{v;a#7v7K<Ewj`<e1+*^p2LJ<iUS3LUFjI1UPT8O1_#n#ayLJM`RlB8;~%%?I^
zG0<j|?7Ulh3QtxC8@&V%6m)x|0p37y2x6tJWV8;+8=S~Sr;@}ZcE?nG$?-Q<?N3I#
z+A_Dm>?$LBR@-LkG{}HsHrba7sPT#17eEH<XkOW)avP}UdA&9D_q#rlhr2IWOE2s=
zyt6Wyj;LoMw%-HL>H_a5eEs=2d=Ci9@B%3uOZZ-9R*T@V0nX|D2moU;M1awT%OF|*
zw13}0)@PEgzb#}*CcGNkRC$5WxZ(s|9F`-3x~-^ydcR|Zx&rTK#YpaCOmDN6Kz=*=
zmz}F$n#7{4?g2ph<pj#wAl$%tp-@a$_W+J$a&0i4v@UKgs0|T9xZhw&@o<33AM1={
zd=+r#e+STvv429GEAFfL4YmGFuHGe67PmL!g~M1QYNnf>r{7FV@u`L&*+l?jeCq^$
zd2$UJ&wE9;LI%X4ZS8PCP%Z$o!VRx1Aq%enG&`7341|THsA_Vf`dMW?Fp^#2APm8y
zyN3D*c+h+x{t1L$gB}~y0?{J;VpQ9||1bmyh<?8oykE8l0AU3HVDC);>{95%daFek
zGImC03ycb=9<_iS;#UD4;>OQ1g(DcT74=-WQ)T+3n*r+U4riK4=l99z{Fja+lg*ry
zB(_$hcb27ndA58*=-Zfoy7qaW`_S%O0E53Whewx0REpm<Pnhfqw7r*18Nb`L!5PC~
zziQntGXWbe3k*Av06}rA?l$^TF+$?*-#g{c;-i_~Hvfks^OwQPUyiP=33M#WtXo>r
zmy%>@y%@xZc?PHgJ>RG-rW-`(&e>rkLb><OY1ys|uO=AC0ptSk;js%4$NK;${=5$~
z9NcwYtse-0xOPBK$r3Kq8JEOfL?*OO_S&>`$Q&0B1U7J>;<EJz3ZC9=fH!#NzNbBZ
zd5kmr>3;DytLNO+5uZa?KRx=5oBfYKprbfsaJNZvL2ifrtpMv5ulaL~I57zO_)|k-
zKCLCSx_yK4HP-g+$C_gM_QNnqx|9F9B8VJZgSh_~ctDp%iGmWAjor9(yRRI9U{BeU
zE%m>qQ<^yQk>|8Xz%3d^1F-uT9OMxoxNlGkyI2EMvrrsk_=J*qoG(>nYCCqb7G3$x
z^JkVkVV6f2FBmKThU>BlH~2kPKk~!8iDPbPV!Gm#)4$ieoo*$NMmWZ}4-YcoFrT)V
z*g4bpWTfx#fj!gA)UavH&~giX7SsMBNYu9H)md~ScUo5>wVGziM$&H9yeFaxa$DAP
zL~o~J^q@<G?E<Ql$2deX{!~+%pokk+2veo(CcwG<TFij))rZkaIP$%hdajiVVdC!H
zhXeTDy)G&9mkV`#lL(_u9oLYm1!t3cOnNucjgGp!iE5i2;S^4Jqh1U#?KE<H)ot9L
z-pLUj&ZF&0xtj$%n<YN*&rX^$+%N~3-UqYiRbq^JdyMI<>nmmFe>&AXO$z^{_d`!c
z^rpCGcm<(W0VQC9e<i8W!WY@b%WB>k_iMa>4y@_8)ZTElraee03>&v;&YiZrkJqB^
zRiPEDxIa^0Th6vdK@;&Jvd+TyCoK6@FyQ-*mOhXjn5;?hDs-X!l?|c^j{V5*OE*&H
z!bf~;+|30@k5G?rR>pD^y-})HPC7qZ#9GZOaBEn!x>N}DLe>m^c~3&jgpLDe*;MqD
zX=f{~cEfnagdD;Nic~C-xO${E{!U4?7>K2$|Hdo)ho8MnvRRzlWHL-i%t?YTnj$`B
z)$=9TyG+LLHD}Ymrl*zxv!)YFg<G76$<wgCkZP=<0`l-UI-8)DmLf5M_OE$!%q_8Q
zxY9&MJGxcBcGus&qp7Nlyg9L=dQ)0F?CFk8MGH*<dmJIH3<*sHZ(F8OaHKdV4MNqg
z#8a<0qd#!Ry##12`eQUDg|Q;%Lfk#4%lBzG>t8&;k43<ije0lp<_l-2FBFYhD?@eP
zxhlR~JG*^}_8mYDA;bG~5pPa{`%}GdTQqc-y@`+Amjh}+)8PH7@0~yV!u6w3ZD}|3
z`{iz(N>8X%$t~?f2dHl5<@4o8f!xXF+TkP!osGRF@F&@WwR@A&c-`Oq4&h57FeOB_
zYwk2Y7uouV?lVE|4u9yaaAa$##;1e}lZXPFm!GQwRvD4p>8~zE;PzS>S%}If6KYVi
z%@^`(DDC*kB^0`QanVGoCBSDpv2}58R4U~uq`b}hrqpwEF%Cg8KuMZJ`lCzmziVbI
z-gCPKxjgelP_w^1nPltf?kFWUf65Zn#NUa7t)>wPiF^RXn;Q}5M3`P$PRogfrj2yR
zAtxXutd;nwJ7n_hnj_Uu=U#c+I>3*=NPNFo%F+Kz2|!U{;_}FD`0@iC3II3zosSpa
z1%*+A-taITut%4fyo!<%ugI=SYtu;Uu?aiehiz!=a4j?%MlE#DN^i2F1Ej>?D~~1J
zU9tRACS1AM?b`fjrqa=KP1RJsNxa~eTW9O`QZJqLlAHjnMPM*L-g#Xe*m>UvFmT2`
zdHcC>El|H#ux>E14N}#aid-YSW=1#H{yq5Zd1O7=)|U`J+ze^QmQJ&EVdlKRV^44X
zK6_Gyuk<A|-!GGfGs-0Y{e%K6M^?-tC45{y6m|6alU$MZ-Il2O;}?nmYf}lSz88xU
z+ct%|oJ-METX?V&M>@tzP&<>>K5XG(&xfh1K`TpE0D}p=i<2)|lM^ai8MNHJDo~g*
zhym7qn_9*cTbs$j<5J*!rp^&{CR%O5ZtjQsDQl2GH6KHmgMn_=q`kQ#t;7vkD5<V4
z@d88#BCYy=*OzM<Fz(04Et;dxNd}KxsegmAN5hP+2yKQW=p7nrgS~LuI4qdPd6nDd
zp7O9ixhkJKKwfHEXK#79G@5c&P1Wr(h`FSxU671|iwz%8$=)G$yE8#nh!hXq2~^u3
zn=-#hTst$|%sw>%V*bg*h{=$74pDdaOuc)sB{uAe4=K#Y4|HyLBQ{VTnvPb^ww^W#
z<drhKoZJ=CtshVfaRG{dO0T1n5#Zh-_VCj~<;_D0EzbpXq-u`FWfQ*I_Sq+`o2L_T
z!4Z#)R^2D13!TmGtUOt0xgdG>0Co!LB)SRhPRryIq(JCM-t8VbM}~W>knVOG^%^0{
zi#9kJ4!{A+L1%95GUwPmkW{BhvrY)UrHJ|-_3#s<0ITK+6}Z@i`w8t(;);}$n0kO@
ziJ2<Gb-`NIK0!W&is)bpwT^lcIUJ6mno<3^>T{5Sg(G2y86wlJ{kV{9Mbi+6uqxLZ
zN58K6gZB`N;pK)MRK9ctsk%Qm<206TXwL~16$9%28r4dU*LP{YJ${|y6b&tQZ-#YI
zv9FTP-W@FAV5ZZ#BZCtB4k>o=P>N_0D7MzsS0Q0@3Nc!#@qYMyU_mMgKOqaAG}Ixm
z74h}qW!{#KW$P$+l;pY;zwA;HcS%OnDPQ9Fgs>Gw)jciYDwg~U6{=z>&8nu5L$RSW
z8Feu!t#tILsPq^+92E<zFJ7*Tg*&bq^hEnVxY)xhHjN=kYh`o;3yN&MhMltyJ|Dyb
z2og8Xzt@d&adqW6hVMjLk4V}zXaK$s^Jn+EpTkjHM#M8eAOz+ON728_+K0YpZ(_*_
zx`VFp5yUf1@)f4^QUq^(-8Pf>XN*Cr#yulRbkQ5_9sDV>Xwom}?29*vIfit|w@c?^
z_$Iq7eFd%02Y2f1IiFQQ$?Z^J;<$H8GOtt_`nYx1Z021>fKlR{W(k|$$wWQ$KX~6!
zMV&$V-!gbxj?zjSsIG@9q6V81t`z;Qj0KBH!--#!sd@gKH$0}r0@`=qLo2w=QD5Vg
z5QyfFS0CmzQc2Msi_!NA9oB+1n8xbnL+)PI4f%v%$^G+hAO3WClFk;k-ZrOaFJweH
z9}e|o_#z4IDa6s6hivFCTPI_`*NY^5d2Mh*tbXGHMK-4_)w00ubN4D>#pxPEZgFTq
z5$Ma0FUeA8Gnao>GC8|QlYh(8T}3O!M4$2@<M)t=)3y=i8Y`<Q^OCzZ1rGwi#rB$D
zqTOTn*}c|_ss_*4_{zit07r{1o#drQT!hTOMEJUAJ&R9!IBYU9or2$^)<kq}1}J!q
zuzy<Kn_6<<ow~;}^ehArd3Nr;zr|*Ms(QeiNb*k0xDj$VP7^e+|HU_OOV6})KcU?t
z$h0Oz_lD9F3=>Dx#=u6%9&6^jJKBC;WYgWFb&tGL|4-1b=#Jf&;oZxYr?Cgluj(%;
zf{%OOa8d+B6VH3A9YS<YsQbo_>A3W39$IQB>#@9UUp36wgy6aEvXN!QjHvlLE0S;C
z4_<S6h6gV{=F2g0ONiRVuqwR?IL{Sf*jv6iTz&rH`O6>K;qIO)4jmpwS&=r?g$uUe
z$t_KJvoIaYCo6S+nZ2mtwG%p^-ZtqPbW2pti*I4EW+3#ksS{f`AH{-%d?X`kH^k)%
ztg`oZ`8c{qD(c_Rl@|pcy}V*es8?QsgtbxOdJ?i4`webyo!55{YUX_{sEVO{^O{F+
zbFPi`2U@1=3%NUJ(_>WCR$5c9AH`jR8Y%mv8;ol)#ZKA*Oz>=ULCPRtlE%41`I9%+
z-48w^1$xke8ZFJs;WX$2NTrSG>gwrZks>H-u`nz82OY%}!^4h8Cyq%q(b-0SHT?fZ
zWc<q&DSsMQ+`QU=P4a+6rg#=g<LD>oVyz|ImkZS?nuMMUQ(LLzN2R-ziBp?^rh01H
zOHp79z!w+~0t3Vii7hZxD-3EI+|J*g02%2MybWFmrMVBo3*Jk_q@E*2Y77zL#xjbE
ztTAM@dH~&=`iRP`l33rFg1`G~6j(2UXer49cf-6Cg6cXL2oxH2Hm^>W+OYO|bWaS!
z6$ymzNfV3u#Z_BYi;CPw()FS?arn|cVK~P~^D@2N{7>UL;qf^(EENp_i;P2yKkY8>
zzh$$2MV(|TbEKm5nb-%?F`pH8%8Be(4w|9x6S^xY*CZgb1S8TtpG;l0!#Gnr+&fn8
zEfGHJnv4wMy-e1pY10XxsqRn&!^9a>C`qD6=|5MEb@V$fkbRi^aM8RRArU<&zf`bX
z4i4^KG5AVAGS$TxjGn*E)+tWAMLiLCtea4?Kh~dR#=cxtCODl9!kv1j=y5Of0O#pA
zr&MxNjlhrYAEgvu-&|k}UI~xH&qtJmu>L#v|2I7QKlZ66z#o5B#!K-+N>p)-NumXX
zotybqFmx}#<7LXsx~r=W-`tDS5*P5NwPQ?msK_EX5D4H}%}OUr52U>c%8xfLsQ1?M
z?6nr(d}cB4dss7;-Z;$JK-w7O3p)!u>2w}X7*E&_F4}!n7j*2F@(|g{yqjv4-}b7x
zI$)9K51cx|=(^u7cRM+ie)CMGeyd?zwe}D)7{ZHDn^^}g_j)=cR0A&`pEn4$`>glg
z+r!5+&WA}Mw@iry;i^2M^yC3oGI*_fBZ-|tWReZz`9W>Ki5|ZG>(To47=ie?*q7sn
zfKsU7is5EIG6&x5X8U*$8KM+ewD4}2t7@}0d}UHM!eMS!yshE29gl(M0xm#vFdsye
zE++earg0~Xdn-n!x%cpA*h<ekNZ}<iFS`J{H0n?xRM1ISHA`5Ph5k?;i8TC5Hu(~*
zB`5tj8|TJ;0_rJ1h?Mq1bDRKv$^RI3ODEA8U)>C2`J*(`lTDfnrxMo%E@Uu}oiL06
z3cz<anmcMl&z_D|bK!24A*?!XCx?ne@a{;$L$3nF;cFR7gN11axo^|%?vM558y+Wi
zC)+H2>S+oCdV|-EQP&#U=Av1VGL3Zzko?|m5SU?C0L~LBGQGJU#XU6wFM<bT!~9%V
z#-qNHDl0466W~!>D3g}ym3K4E6Lkz?R{eabUX|K>_-S~yx@-R!OMJK9&Ep%&+2-v9
z&Y%jvo`GkB80*<gH*@2Gr5JL18J^I{F=9T&`j|Km5{{L)nVA$((N)2SEe$Hfh>{Zi
z7nW=IPu^FRR{zN|dc3=Do=!k0(<)9g=3rChsnT88m8R=s<)@{%|Amd8BV%i_B+-*W
zu^GY%Np=08TBkJ+ukc~8m^;`iwYUhm8R~ko3lan#k3`6dLQOj7{5fpiqS$n!Adlrr
zPD3~u2W*g@B{?aJhFF&NfaVBVe`#{=pB?j`S0Xo9N8PTeuHCQ6^GHtZ>tKs>&^lhK
zRcdQ?Fdx@4;0Lo6s2=mRdvT^rSx{UMbW;fHFGp9THOeu82b}3J^5Oes&Po@zoMD#$
ziROP7;rGc1^)%HCg@7#RuiV{`7@*xJ3bn0@yjfjEPd!>XI4z5E!jJ3irV|d?gf6_?
zgdH<&LCyd!4^RBoHK+%0SSROP$0fUgb<wS`AnIJmvfMay&ksdL)Mk;SFQTi8-;$*g
z9Z#`EFLAC^SF-k^IrRBR2^Y)Da!DH5jtjJ;<<As4U%~zcC}#$J=~aa+*ke0LJd|1(
z?YsU*sgzlni#d)OXmbQaXCagNjSqHh1FFBWnE}jwkeeuTCyJn)<DKj7Kt>6wa_;f4
zN#mtnl69e;nQP)}l^-Yl!oyTOTOKQGvEJ?`VxxwyYl6SH2bFhiH<n3a_D0F%+}6{R
zEU-KynN_Hp)4uaq@<r*&8V3EcriplLp58P~aFO+LVoBQ`B~$4$vxD4l8b!^U>>Ta>
z>X_0z{zA$K;z!RHg|uv)?-G`zPrl#nD{Rhqzw|1!&!m;IUjhSWX&sU0$>c$}wCPZl
z<iEvqx@I#*3H?A|Yy{FYX19KfNq&H(Ejq{_hSTrr?br`+l5L9|+FZ<a5mFJRsp{5o
zwB?wD{o<z>^zC!JXqp}4MEO=1&+K|v^t!P+%H*zkNxLM)XClk_0{NSrjy7F2@(1;0
z-xTM)kTBP3EDTG-NoR?WEPZ0m;2vWd{wyC?hA|GOgy=KY<4Nb(<agsyu@0bQR)~8<
za<h3It<=V75?^gYLtO~jsP$u;y6_eKzMj`vd7!Yd$erfLlN)zpHa_zHnA$07@j9sT
zHDW=b18L3{t3rL6XS)1V<m7EX`d350(#V}Kj%N!y$KLSMX?wa!u9tq^LJ7K94E2wY
zZrf5G&2?%TU8_<y=3+ejQXn$Z(=T&ZjkO!jr^9w7qgDPnesfpt>5x&~!#imDGfbFi
zJP~M}F15lMFb_rw{uj>}D3!P$x<pE<B(td)-<uWfc_(l#^DRqIb*Fb}7Py6D8^r|0
zCykBS8+YC@MSNQdIt`P9EzX=17!^CKqiaveJdlr)u3&JtY?Xd|4RZ4IR6G8Mp7~cV
z{onacwl@2qreQxX*ytbvhOc175acX)yWn}hc#6-H(TVgCee$P3?Pb`*FYR|iK&5$>
z{7KdCHEUFh#t*{^3$8(e;$z0gCD>c7NwtBcCZnQMZqZDEP7NmA59@)9_Q>(YX^vr#
zPC%Myvu9gUYL(x+)85rCpTNjfi>b0eBr`w(@c~TfA&~8waoh84GP?3xSRDxn{4@h#
zhnNTLIA8t304jC7`26lcZJ11~UFgCL2MVDvXU}k9R=a^198XUixV_2kHlnR`!~F2J
zc?4LsQK=z>Xd0(}VC$G~oxf&Cd$Q9S9W#UpH$(*V5bMRD7bMTk@wqOCFbS<uywO(?
zkMdnBl>p$itpB*W^-rYY{}`J1+wZDdUG`L6i7%cy2Bn8*J8ok`bF@p0y2q(Y3K!&#
zuNX*}&It0)?dqN_ANsuY;YEwxuk3KxnxvbY5#LJW)K7-YIB5Cg1TN_BxWQXzcr<H9
zb4SUEo$ANZqmixc1(>wXC*W{TDS^7EKcdHfVO5y_j*9(uZD0-uP7cTpb_2Ss2)#fi
zTxh!Lv9uYU-!??SnNe{wBc8#)Yx4iWs{;Q=3jj!NNC9q!mg|?tn)nr_xH`=){^Ya%
zOg8_I>&4&n<8Pnpib^kPhn=QEFLT*2NfI1{=RG{f8dgvYfSdCzf=-YCsVh8U%7=)x
zPM!A(&Upw~zHC1yMUEZ~lWqG>Ac(qQ8xCJr1~4i51ky?uD608o>6biM&xRVq_!`&m
z&CG#hUv1aiF)Ps8*9yfqs;mI(@o5w5H$>f<qk#@)5uvb35rbaZOSTuJF9CZCWPGSM
zS+ih0V(&fE+!s7csoV_Zti`zqx`jXL=<hkCuQb|O+5UR*gt8R<NRN0a{eOOM8Ay~T
z?wJr2q2Of=q?f`V2y*z(rIbDk0HRBSk@$uOC7B^YNWbqg^{Q<??DPzm`qh2O-#7W+
zkb9a5b$JkbhHO|3c(DP+Y6=~5CwoLd<;J?Y8IOhwkV^6eRPXOx>HpSu2jG2i=(5B(
zWGe{BE&4l?eML$Eh7bcNDJx+Fgd!cE??FO-Uxr8E_pvJTOnd*w1N)Qtf3iH>m~8Yr
zn(EB^>M#_B-YL6x+$SXvJUK3uw%WRcZ*H@ME}@VP(2etlVirGQzeR+EtgRg|{`eSw
z*qRyrT02Ymj`gM<%e*9G<amP4L~glN5Jz!)AF*#O&r1@<I25dy{MEPci~IRnT{#n0
zBt89hK2@7iKfCIGbzP)?R0R8<9s7STE|pu0{hux_<u`rI2rMo|O3*u6B{gcp9GA;#
zTp2Th=J*z|cKk^g6?C*w*?Ys?Q~{@2cFf&tN9Y>VZIzvw+H3!8ZEb&Pj(rDMJVAaR
z_q9n7S3CxGFO`rG#z@X>go9O<GjmtEj{7k4Y}wm<Bkva9w2wPU>%d#~Ld4(Oi{$D2
z1Th@Z!eDwXdCF1@Kl9l)4gb8z6cBLPo<A_S2SiJ5&||XF$Hfh_w-AZI<KFts$o?-G
z_&+Nu*{Hgr>T^HM5l*Me^k)<#AH1Afcg5B*(tvtCWN4D%l?R~L>3G8>&xx?y+MoMd
zvx}<Y{9vGYeQOH6)f3&$QVAi2bO(wo6=5j!$o+gfVRg5h@=;)oDkK9+6qwMt1Hhs~
zGC#A&xbR5Gx<w^mUX)R!4v#L~PK86*5&+X=*bO`8{Q)dJ#QL-TeSzX&?TU~eiok=k
zMM%@nibZ6GtN<bEFNY(4yJuE(U~QyPer7%N_roX>C_Qv=#0*%EC=1ED{Ay?E`zC9N
z;qQn4dV4<YzusO5W2(E%O%o-b5Ded%1z%xV4HkafhrOR_?{jx|_n4TB+rkiCaS6Nm
emPmf%Q@`o%E--5UXX_RHqg45S=NRPr$NvXxeOTB4

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-159-ReAct Framework Diagram.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-159-ReAct Framework Diagram.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..fdfe20a729cea023e72ba7e5e867be1b5940f71b
GIT binary patch
literal 18811
zcmeIZ2UHYa)-PIQL=efDRzPx)90VFfl86LJ5)~viL89aaR8XRTfC7?pl$>)EL~>5j
zAQ>dnK-0X!f0+NwH}k!j_wHKvu64h5751sxb!w+N`|RJ|eKB$I9k_m9L0JL7zyJUY
z@E>q74afobxVU(@IQV#Ycvr6A6A+RU5njDYNJC0SOwK?HVPv4Cr@z6%%XWi_o0*=T
zU6h0SHouUN5QI%!N=!hKS5QdcauSRySFR9VC8Q=Iq87MGe^cN;{#-NzB>2EQW+@g1
z6M#vAfklFG(GEaBK5;O9eSqIT7?@btIJkKDR|u|x1Qpi-Obje6Ol&M19Bgcm+6TN2
zV3XjG-sG3XCDV9{$K*&Z;2)Wa&wRI}g+g<1hegoTDc}kLB^5Od?JZU|b`DM<VG&U=
zaS6G5@(PMd%J&~>Y3u0fJ=QmSW^Q3=Wo_f^;_CLo-NW<ctJi@+Z{7w+MZb@Ujr;I1
zJ}o^XGb=kMH?Op;yrQzIx~8_Zt-YhOtNTmO(D2CU*!aZc)B<90>BsWQ>e~A5-u}Vi
z(J}Jm^inPi0P8ogz`wr<_78HAfO27CV`E|CUCM=l`2sw!NU(8k^5c@qYT!L}Bx4fr
z$0xrVnOf3vg;`K@hr-lpkbsg!XyMlGrD(q-`}YJ3`2Qr?pMw2Ot|@>J3j;JB76||a
zj!)Us{OFk943vD6%7aw09h>ZB8(sjp!kV8#LhT=)>BC(w08Z(#<XL!6zD4MuX+u2s
zc_Fm+0*HaY)V7;`XqPEiefARiuar-Ytjdnc(Hm$jpWo<p`e@QxHU}-Ytk1_$Ils?b
z7%wRQax$%dYWS@9MB^8|wt<jE2ws_daz!@CP5LkLyh^J+N@9x;=&xrg{-V~l9gOE@
z?4$Jk#azTM>b%KxAw8-8VQ~ZfKU(~Y*Z%ME#Ssngx%H)i>N1j{gX*1X?~`TaDFsU`
zg6}@(3T!}@EHpq(5|nCT@1rPszbx@%l!aAqoO9rB@xn*qv$e|kNT!k5^3fXQ0ak_W
zKS^ogtlx2TewQM)X;7sdnqW_Rsbxd1MMd>|+U{DHGd(AJujs&woY!bYl*il!@coX4
zlYPj0ZM7=+@TZ?>tO|(z1(1Db9))M4d+nJ)TAoiGI`Jobhau<e#ku%zH#}dKujS01
zZd&_xd;wrgMf`Cq)j!+-|H}<|`q}5{q@PJU9PuS_V_CKPvs4Z6Zjj7<*#4k7D33+J
z-X|~IuCx0yrZx1tWlhQzt2|Q_Nu;$`1k5e-&nIivNOo7rYyCOaIQn_&+;9OjyQM9B
z4RQHrLh#c6dv^#|usnQLRU3AvuC+yRWDpc_>b{Lcck19vj#WiDwJdcFd2&GGL6p|p
ztKBVHgi)$GM)LILJVmo!0?qA^Oe!*KD)zkOKXoTPdjULr(S*D<QpEfJQ;UDE_Kza~
z{gko)y4_TEpnDNB>D`5qWAbgGVV2CaU|e!_>w<N^vg;|XY@zB{xtz&Ig>OuyhZ23P
z;T5*<l?6Dne1{8YQ@G8<1<>D$R*2X#fSe#rx`(QbC|C26rz)ZQJ57=4XF6SIU#dMJ
zL*7fJ{!TM^o^N&mK(C(A@={&e|EMqmh2mSXLXVbQ0LiaWVN_SsW_cd{Ih3Y5dp!T_
zQMzcBBWe|#-zuYzhyOLXh78Uv9&$iaLpx)H=jprjZ~j3VWB!y@c}-Jp@cmghv*OXG
zIMnfPJmp-THTmn=!RNI+8rtyk&8C&wOaAZhooqKnrY*SWr{!G$)|2plS5z3}_nYKf
zS1aVT(Zi(|K+?tuZS2(#_PQ>bT>j&DnRi|f3WL0~2D4|dK8`rogx9jCK@XMDt7#c4
zZ1yqBb8O=UF2rvr_ck7NJ<XDOiCrx+jhcMn!i^!$AXBVtAG5&7gDlK9Zp$}VbMy3#
z=N83u<(Az0zR2IH040mZ_Jp);DeOPm(eHo3{4fonRaxzRM6+=1uDJ0e#gGm>$mQ&l
zXq$T5i@d(vZx=uV?4ut}m9rlnaIIPAwGd2+gNTPhAw!?1R@vSak0y47yTD5^`5p1Y
z+rBl0>YRZ=7r+fV;?wWR-8z0b;>HW|6kpxrx~8aJ+nZI4@Y2uT7rj+aQXWOJ@tU3h
zSX(WC5FwkCcFhZ-*F>eCzS)Xp(~O`2wWY>Xb(I!yC7<nL5KngnBtjp(pfw!8dKP9x
zqlc?`Tb2e}M>qp+k%Z`H$zY-0bABa-_gxlpe@2Rn{sQQ>*+<uOTmWT{<cDXHg4y##
zuLlRV;?#`T7u})@y>|1Bn@Nmba_;P@*1;^>xqa#dV8VO>$ag7!9Py-;!BCN>V7)0%
z5rOws=q#CR7U@Yty-pd)J(PMEQ0Tno$(ZIR!d~E`(jM;?owqh+HxpVV5mIW9b64)V
zfRo~V-zLOWV#3v7o2kSwhKyTsrKzR@cf;|dQ~{eo!_4t^wQG~ehx6@aMxTdysk!Z$
zOxyQ6XDllmtm8j57H3Yai-hXWEeppo$ztcy&_fCVqYj~*4vCjC)TTGB^OUj8NK_#4
zRHcdE7dPUoG>qWgPSDdMhjV<b3Z*$Z9CA%d=za5;#n%qPrcp$L(@c$X9TSO=Hr&d)
z{>h#_!%a&(J{N!?;sTi5(9cZVn_*8YJM6RRZJUzs%+2Zjp>I&M2EjfQqsA&`jbwdI
zk&w3GW_)9a=TKF`L}X||MPcH`j$^mfHF=X6pB#(>9YQqU;P)YxQPPzy%E<mBH!l|f
z?-MKtuU8Vx&g41Xm>)!5(DA2AtsfOdga>}b$U;0c#$KQlV<2+i9A;5^XmU7aayWiU
zYn8Jt9n5hBAXUQ}%UQ+JW~!nM%w%y2oi^})zq#$>`?9LR;G5!JLH|~tsBHM@hE_x1
z5Y}^YWv(aBauCr>4sz+*1eiI%HGqL*qR2~Sw=1wB|Dbf(H9;jI8@oWGQO{4n5vhY-
z)O>P>-1LK9#QiMS5R!Z%_F2WF3xKb0PjKIMt&TB~7HA6QSDjV(X#=>icZj;ug#jRa
zJoRAp045^eXhPPD@=F{WQqT3#I<ZYjH6kr)oBCO>xWzpWWi8F;dZ)ztKu<}O!rR3U
z+p#o+w)1mc@b2I$Z9Dkl@-e!R?u4L1C;ZJOxrRIrXekSSisE=#ddGXy#@5(gK|3!;
z#y%Bhh(zM2%H-kMXU~k8cZs^098SQQ4P>6g$C_)bQ)hPE6f1&jf#Q`LtdxvY<llj1
z0OguWSbzt;rl179MsWX7MT4ke`I%0f7tRdLlra?{#zFpc6YVc~9KkmUl;>mpF?Hr_
zrxk|dV~K{^4*S#4C){Hj4R6pw^q-~cEh)?%jBdJqVDyn#=lYNynPwTfgv+2f9xn{O
zC!{=b=!T37U_cePP4DMpZ5?^uar$WeTS{6m2Ywmk6uji3aSy&8eLg6!{Ow^IQ++Rj
z=O}?U7dHYLWGBp|!&Vz_R^CC^!;GV}l$f09346}fD)|VZ3Tdyh_CP@KXDZ`w#g3~r
zme)vo4>9|+=D!T^v`kG=O!bC}^e)iYZKWsOgn0<pbqLK_E9kah)P;XI9aqsa#w(BS
zZTT!K5*jZ?*vAl6<MigC!Vyc<inw^;l+{>li#+)wVFpluZh|&+HQOGAw>A+mT1E$Q
z*aCf*kI48zuzO~wrZylg<ev1?*!AsHA4{n<f2@r7l_d1&CPic+(m-yPmT805ykWV&
zdWi39liY|pUT|XxZXu$WaRW^oGuG_xTGdbb9%9w{4n7BnF2SsjQ68B{7&&c%GEbK%
zd(_gGJxIM^zwrE8Be2sMmaFWQZLMJ-RJlB*b=SM*dgQ2cfP1H7l8pf|hP%Ooc$&@f
zJ7VU6Y67BKCy}+!7)LM`#-@(n6o*c&8yhO-@#g->SIOaijzfgbY4uooQPkP1*tl!b
z-cKRxSh!9(=0<kUv?@T8T<{+BA#4!R!blVS7(H%B`E~y1zT{87D9|?_oQ*CGZgH<P
zHhiuK;5sX*Rlc7*Cq}I~v2>I|Oh0hgV4^oFM2xNS!l`P?K2vbrDez`Ie&Z@zwcW%i
zqTwq$MVtGbmiWLpgpome?ZJ_t%~asT(IhiIBGiqphUL5EDpzd^X2~<V+J-ftghal1
z-S^y1NBjbKH@b4}9C86zWQ7DSTOOfKpu0Cl-yD*3T>u?p&|q(Ec(%LK-qE<q2#>kH
zWDCn~=cDkhl~q`24sXF$vFTn>O1M=U?j%zn4Z}4eL9^f;yoh3y$@Mb}e^+b&3jlJ%
zcdhYb3#!a$?42|3AB%e?L0&M04B!H2fIeC{0^eAIuU4-Kif>vE%9Do%)aR=;m3>B@
zBP{Fd0%qw{{kT+b$UGz)8P6Ms=D9=KXy;OnPh&%@U0uH8#@_3_j*GV@L$4cN!F5H_
z>pQIbr(OK0edgB<c6MpG(X!x*U57`*hkSt&dHN;>hFekd?t$9gSOTssMM)+AQWHka
zoiR`_H-&2v%#?UjO6hcH8hN#~va*VDz)Hs&=i9tE=JT_Mx=^`3!28(Q&QZX~U3~O)
zQS?!mV$y5<+giTZ;{y=lrln8F7wDE9_$p>OUF#{`%#5MPM_Y@Upze=HPP+$FKKXaQ
z^-Q&Xqf=4Rp>tPfaZG8}W&l#ItfmD6-F2WDrr_gc@YTCz_I$1*HIY0AULH>$y>hFc
z((_z&pvVT3=9|?Qzy`P<TfLjnp(z^JCGM32L-aWFMmP{Yy|#v%8upUGcf|%FiGyfj
zT-P<d+DEsgZ*iV>WcEX3<`54eI!>{150{#mdCm_r9G8DhW>Ya6-fesa#%9!9MLyd@
zkcW!nU#?(TX!D@c;7xn*o=He;L0oN8(1Mqj_)pZA*rTJV8S{8@Nxp$Zbj-#*Fgz5!
z&B`i0t(|Na#*65Ig?j&x5?pJ}P)0P8>{46+K|;wiR*@5idVSbV>k{S_t*G^|#NtM=
zbC_jorG%p@=~}(D_xMyr+1tXfmgs(qM~TGWna9Ip*2%0qjXHDU6US~htSdZy9E_U2
z=G631jY3gnM>nwCNcQK!7VXf~TB&6FLm4T@HKaP;Yb$As$Q`%S(=PSu@U_D?2=m8k
z-D&D#3}w;DhPv8b%<d5#jch@ByEtQUjL`%M?1<{UK#`TN(7EM?o03EeZ^pKC<twhf
zxDo3*-Bx|aziT``T6f1XNO<GJwy-MW*t%6S#;kbrrkdlX6;}86(TZYH1C&_sPmQ`t
zyL(1mPCJdAA4&Xlq<<(l|BT;2Q}w!DOGkt;!KOp<y{<0M6FvVit5xI}JysVt;F8PB
z%?86KtOP<7CL>s`V_aPu@YOn#f~XB|^A_>&Fa^S@_Ssyh1w<dj0}YQoi%+NdPB+ep
zY;=tC(Y3v35G;{Xy>{ng90{z@`DRsJsh*P?S9`nvwzIbV_i=O=G{N=R?xtPOXK@y@
zcetM8vhspy<B|~zN71{qV?TY)5waQEEV3SFUqn_yUl>cN8XyZw8~sV|<_vwZ07BSi
z*+MO+8ssQ~d=~7uI%4B0Y0LR|YG=9qH5Kksv$yob(<F{YDz<q#yyX#QP0$&thuUGb
zPqTcEAPwrG|Lzz%{%O)ZuA}#R1679;GVn2Be899+c5EHP)kSW{DA;g0JkXeSz*VV&
z4xe`naiiryT$IGZ``qt|F02K`ev%T6j8y}%L$XgD#Hz!g;-&N=vfrFMas|YAygE<k
z1B>caQ~R9uZFF&22folpa$NP_DBnNK7p=`I&UBxGU2(WqW`K0~<`D|3$)YQr?DPze
znO`?19dxyGcsRyqC)v9twmhf0WOvX_PtT}e?I3w8!(@ZZrs}$&v8t8rY<noin-ykY
zv1Zv%GM10jz3o2I&JF<!bD8PS7ZUl*66qIP_x5Yh$amelwXsbLYE)sk8wLrw0sE@)
zKg>UoD`UUOSczB=o=(PFby(2e8L7Oh%5j~kbz2#5IVnqwFkH@EZ6ZcNQ@=R!l#?k-
zwJYEyA>1O{-8)BFcBJ29EQ=U3@7mHrUe&8OBCc2($*G4A!31evJ+tUk^O?wXjkxZf
zySQ7K?tr*bm^x4#Jl*^zL#%(+)XUL0;R3*C^*;~GT7#NLZ^qlT&P=l<PCh1IB6W^N
z4rlC$yc8}fvpxD|I(BQ{0WWd>j%T<#iXE%(08WNX-a=m)Ef$WAXYf@Fhux$tumZk^
zpDdT9>~@8?(%8FBD_2l*<We(#)+5_YQhy>+7X1kc?P;*!!&+5uNo$QA!XDJCc(-q`
z#8%{S(nOoi*9N(&TF{s=rWq6kFPFS}=Z&$+PwM?p^m~j>6Pr1<(ZePhdAs5n>!Z_q
zm<VcwJloBywk$`8(jv=IZ&d_epy&JAjL(L~Q$2d^>G*45Uop0u{d{9Kau;|Qcq_bO
z{9nbF`x;H|6Mw5_#!3>C%9q|)7!R^9DEHC{KnM*9a8Gds>B=}p)`?5u=>y)wHj#5i
zaLcI{fsfNK5;!!k;XUMNve{)j$Fha*+_(T<TTNX6T^&Eqy+!vZY;qY$^qI-Fj9D&#
z6uSsCcJfa8Uk8Of95H5uv+mK5Jwh;{ZH`7$bfE5z)|;8(Ca}iXGLNXX=pibc`QksE
zRPpkcU#~xxf(@^U6gm4R>thf0x|{B|SH07NzI8eCQi%|<Bav4Ae#n6L9adNH_ySnm
z?nT!TFTrdwKlDBJrzs}fy=pUnvf3q_Qh56`zmGA2OsZl2_---hohqAS!N=E;&Z<?r
zJmYUjDQUyLst}e^u}~O3vHNz1;2tAK8cdfFf^;r+FH=pzX&mK?5~&E3<cTI#5J^If
zb$-fs?-+hO{G?%&bvCnNwqkUXJ*rFM`xb_BPnE23fG@<|s<JQv(`+<+quP6HVr%@l
z;le|&P^~0}9g(1gkdH;SH$N7!%F?Mi-nrj`Cy(>CIfa-VLM2Q!X6vdUPD}e(5ogGM
z@4PVG0&R9s$WhVft4h^&RHcv3q|Elgn*CyzJ$;3jM)|};k~2JJmN-zF%!tzGhIPhc
zH7DLAsBl@mOUpNzqct7jCJZau^U+UzOJpoZkth7h4$pT*<Iab)!r8HUQ+Bh14~cQy
zZCi3bxY8AxZ?b%PN7{qYxiAb>yFahEE58!9xD$c8MMVjwSVv3<gYvK!Gj)vLk0{2c
zP?9^dF%_R08WP_UeOha*k`;V<i<xF)csf(H7)f_`m*+sVYUcrO>LcpdEAgz)q_kp~
znf$~Z{1f^E974m3R<x^UdI!U)SiE#oU?zK*BhZa0wR7xIhigcf%1&j{k;DVstClfY
z?1oie9h0&rv_HYnGWtR1Udo_b#RK8cLl}BB`w@tg=rnByyFMNP^N^dA;7}`hJDB}9
zpdnZMOaJ}7=$+)p;qLm=9c6Mv6(eyXgCVX=Y~D+uha1Ml%KkE;Mi8~8VV9>4x$6$O
zhCwVd5;!bm&CLh-+V(5w%6abx3wZ*<4>YuFMDM*L66Se({-fl!*w4KkV#IAY?GXK#
zP^JG0SqJyK2e`v5?k7R1*iVLnMuDzro+dhwn~sr*j+S{ji{P$(VYL%f1?cdXX9t&U
zlJ`$w7l0qQO$<qE-%}dz;4wRiFGivDL9CGf0zhm)ly)Ug$FlP#rj1&b*UIqCS?2>;
zESX7Nw!X1{b`t!YQ4k@h1tLPdCMaAe%81b-7etL>n~;QXWG%O}0&G{sPzWs$OH4QI
z{<x?RJuX%EkY08#)WziR;};;gZEw}P?-3f#1K**(0CrvU3`55yvGij1t|n~M#fXP~
zeyg-P?HmOqRa{VE(T(G(Tt2BUJC4F{e;QOH4vnOcbSzNHrF|_=4er8Hsqlriy9VVc
z6w+ve9=ucZ@v(2eLMwZlF;7Dm8lOCrop(%`E3Pmz_=ToNDTuIXWnfo1@|N>cCwU$-
zE*q=cRi7g#zBt69o;UlxZ~UtmIs!`;9TX9Nr>yj^qtKPTaS#xVxB#f+Uq&hXFQK@(
z_W18K2n$otp1yUOcD#3!04~CFY8ryae1(N<<DvSJ9Ay`Di!9MM#v-*U;Eq+h1_y!o
z(o*!gnx;>`etf)+NO0+Ab*r?G@?O^1v|oc!K54fmd`1!@P+kXxt}M~<JvCL~%REt7
zeopveoIbLf)*<KV*QXgyB~JSQvy)ttADV;jQ>F)|(n?T&wU9@A_TRi?wS+zj#BJdJ
z+5`SyuZK>g)l6^QN4K&s#cpGks?u{+POLb8)<F3P*o=S7gZKX^Mq@$HyrAI18_eqO
zlyjyGUdBG?MxseV3D2#s+SrOT94HaHZ|%(cTQKjF8%*D-Ez#WGb{Z1z<v$i;(R%XJ
zO)o8&Gt6&9!l1x2Y!e&xO-K6}`w56qjAel?k!Bjj5<xz=7nQAnW}b>>vRR!-rwFg2
zEq$(<*tGRD`k)ss@nY)G<YdwE0`O@<YL<cSP|4o$#D=yrHEZpds!Yzxv??s)dC}wz
z!re$6oVh&skFezPqxl8-m$3?s>>ba}i?u;WQUrcH4Sx-Rjlx$hFJAx)@*kX(#yY4A
zk}KAm_B;F0XK*k`c^0E~%PxS%c@%ruH3gVysE*oSp007!po?~&ya47M(BzMUn1xG}
z+`kkQ|80UCbAz*vy={BuV6x*VoI42<HB!=k5KnIUDAJbptY!1FsE1#(M_l^Xbggqj
zXgQf)Yf}R*n4h%lV`2h=*;Ag%ldI#Xbdso8bJ24?tc%EUFU%~MG*dRST2k+BBP4cI
zmp@OnNfWbYiobQ1FTv34X^)q^knF6S&e2h62QsTvGYYS<JgGuz9DRCp77I_%EMtyR
z0QL3kJX;I>BYAlwa6=ot^#P?Ha(l@F)Q<D1eMydur+FcY-+)_}ggcM^^Ar4jv3_CL
zmPGb3_XQx5*7AkffZVjycQ_C3)W2^d{rmsiZISU41zUEzX>&KBLXkrEr5*<kKm|2?
z^0m5V%20D@l>4d@s$OC-(c4U{?T<DB9;(#{>DdsLCUU+U!RU~PCa+LfkSEt9vG@%N
zesckgvYn*`M<<qmT416}K4ja;i*b9NCD`z}u|oG5bbqpm4_zT-$dX>&!>RfX1l7$>
zh<DP#3lnHL6vs>xj8sxX(>4h01?h&rrn?Cmy=xD$Am29C9v&S1I~n^VG3p4KjnsI4
zRKht+)7UFI*(_))ZM^7TN3Z(<CB0*jxiC+${v!L4K`Qh61|36tH@Yf5gsNv}H+-e$
z9NPN1Tt4K?%;;-2T3Q!!+<cU_RMS40mhs25rI3?NxY|zI4==qWbFZB<)no*r=ucOV
z^HdfAqw@^qz{eB=ym+eBET#<%PUM)AH=KN6tmYwTGB4;{BHXgC|GYe6s!Bxe0+5PW
zg0_adeaPaXmGFlw3Lq0Ds34?<<C$LM;J=VH^q<g!(lY<fB&axozs(<1@s@#t^^a+P
zaeos{ZYWitw3_=TRoEZOPFvVARg_o$gX|AoQxU^RCHVh2I}zmnDLd5v;e-FHFR)j8
z{a5uIfO7LPj<HE0l99V$k>YbqHah(NY=H?y!QIwg(&!6-><;vtK54Y!5Am)}G5u4A
z>iUnB@Q?m?X#<cKR^pJRrH5nijc+FB*khy5+*_C!iN;F!*)}ynh=OgZvhptc2e?0m
zzNVromt+53FKcM>KNS!8&&?P7FAViBc>JgC_usnHe`-IufswjD99&70<O1M{I6+;S
z@PqO73n222!Ua$))^tE(pdI=B;0;n#;cFMv3<TR`8Aq%Bc-<DZH2#$vcl>jA{qMbI
z7{&3+`@=3>+v@j~$+I2P@5*-#O>-xG_B8+NGZ#P}R6||s7`h%YqDApsAPHQ~w6BAE
zP~h^Q2ug!@n}BT_#W5hdjAO6E_!h*Ue4NpZx)*>9`E5~l5VdMcKr6zaXLx-VKss|_
z&p!--OOk*4$codxK?x*%l(L>o!32ZJ<v}cpOkN~ec<VA@ziA#j276-}Zq>ir!C7{b
zaU;}McxLrDdYx9j@JBnuGS<C4kbC8cr2k<jXHc*tj~OCg#lUM}Z+a%P^*XfH1M;RD
z1#`J<xWRim6-8I^IxTeYfh@RGW60B_`4Pye$OF%t$m{Q+8FuRXZY8K%dXUHVGclUF
zJt~h}^`K~4P<2xyUDdGZvl<(i5u_&hrq_853-VweX_~Ps?Qe&OAU0Y(wzSnHz}*p0
zfB8;vz+a!z?eoN>thIfB*v&ArFg$ZC!1q0|3K<A*;{Vc0dLdXQR<KSTs2pf}zLjK!
zG4i|af7w726Te%i9MF)bNx}T=ZIW-iD$P(mT2L6fG-ay%lno~x;)Pd&mE1gbC@;z3
z=)f(I<G!RBo}G#pz>XD&)F?JW2DO%`-b$$|t+-d=7ajXP5B1fjY^ZKwsLX|dbhs^^
zp(xrk!(f_qwExje^t!TehJ<?H1X#MpXHOTh@FU>Bz)Q_c!HfqB2*bIMZLsFz;zF)2
zLBPfQ)C#O0%Q>TS&gEqv{q9EE%{^XV!B$HKoB-sR9Qb>Gp{UXGWJA3^>_0s*IS166
zXVQY%u@Xl43J>NfCk<z7!pY19943@z8wJDhO7fvQu~zW?GZ2kTMsdN&%L&^rfLCQ;
zP)VLgy#lvBil|%h5ES|XSYiWLqUkh$>g2!N!T$He1}^HjY=3tHbb))|0$2eX5^h3~
zI<w>$pl4sP2m%+XrjsidKx+h2MF@Iw4%Q~r&=ghjfGNE7F^F3C|3u#f_gHAsK4LT+
zzDEXv26lro|Jxotq>jt6YafW~3$_nj>PdfUnXcD;`^GzE@{k&87p9O1<WXG2cW6(U
zH{S)o^eq`IGs*+7A<ZFLV6Q=fON|U=JyOBS<6)Pf-^ufd`hB?VlK(_f`K&G?yeiF@
zWhy+x8aHYDE;0A)ODFO~hY6^JedG}zvA6zsIW-$4<!NTTvI9g+FiD{CT-8)<C%V1N
zsxP~AHPEGo%%|bg*Zt7sm~d&0{sv`F#$^f1v6^IBWQ8PKRtu+o#q8En>)hDvL&+}b
z?BU3hF;667p<e!0(8PiYiQAOZjK{00B<49~>dv{*w<1AB$g@_RxGE}j*#hg+mulvs
zvG?pr8Vy4&@vssfRTrA+D(qGkC2_uNOJW;J{ajb~rVn<jzR^@#BKJUe4lc2;cfjC-
zQiOy`8r%vXVjb;hD12){_}r=ebJi^Kr$NomT*lGZ*jRi4znr6ex<J8Owpl~7xUIFj
zxJ58zSBJ!Mh;Qtvah%Q0n+HQibB1rsy4jXYbP6F@?)hjk2w_KF0=%sInbjvOdyKdu
z;!G#w8#~fX`R*0M6%h}b0%0t#rq>Cl?J~N!gK@8XQ$tvvO6nK4&SMBsiCDu$rzTOo
zZtYf~&Gxp744#BTBisd^@}na<ZqbI{rcGa8Ejhwst#3n92G+ZjAv6|1?0<olbaTHR
z+{4>`6W!{%zsASwD)p$dbd}f4hth}ri$EU3U>!p`PpEUWfAWIx7to)ZcHiv`?l?>z
z%x{vhp?tjO;Bj?#+!i5)A_QIeQ%3S$mP9i|wH)sxNM@C=;SznjBDr4atEIDRryh+p
z*w`V@)dgpw2ME4K==ng};}u`q9h~S4OxG69yuy*z$9jzw-9jVWvrg;q7Ui)3ZZ2Qg
zmKxZE-spZ7j9`Jfyc1BgJ)`Ai2~)#&2j5uTUDvK4VHlTKk>>Q)6`oJcG5FY+8K<cE
zOiv0A3;*w7FJyPUkYTn$9|o-Z?JFrCc8l(4VYVf{6L=_bfG9FXHnnS7y_mPCDtq~;
zydiMrL_Smbh0l_)^v<f)13SvYV%qh7L=8%GA&ir2qgU@<m8KeR_aa^jBWkQTpx(HV
zdwAPeMW?*6>_f{7`-g5~QW1_V1$5vl;vV;KH>~Szy)bVwOV!Z^#cbi4xq369K+Gvz
zLX}ExOcF1}cn-tbC(mT2VivX6`$LWjJ84o%O-=v$ffN-}Y&DFJbVEP+ElT=x7rDOA
zcG9@0Iyv|5?QcT{^c-SX<9NZ<H+Q>^SVE2pMbFf>J}S2Cbu=nMUi>r@+Exv(jH&_C
zvIUlxnj_g!>m5RwrL6Newv_{x${dfK;}cq{red=fc%+YY0FwuyLw2fuVO`c(14Tp_
zX5qWK?a=G)zU!x2gSNwJWzPkj-AEsIIR)R*O<6q+wmIbq%%mk(>2+VxmXdKLiWsYp
z(?l8}xM~hpOEL_LQnpw`kL9P_gVg=Z0Jna7m>V%=|Mwb~egYejK{8mne8_uK^{=V#
zIV7KZH%j&0EH6x5V;igQfxoFeJgBW$2|B<p7V_cM34Xkk4C~STX-mDr04LD_Yd#yE
z2aV*lmEm(-K8jyq)f87_wDFel=n22O{?wvsVdNi3A9G12Hd+fyUw5u=*;ct?cN{7L
zU^CtpKS=$2e>%y3VasW{-IFM*&<a2B2i9vTtz+D3zBiSXr+i`FT!`0v_NwdC#xuBg
zyo*}u%zkS3s_M)y^mV>opkbc3I?AY6SR{?T@yrc-_prkm%{jhR|7;F#$l}?zOlOLY
ztthhgXO7ACO)*$1k0zNTZ-qSzd&%tA)0T?YAdwbGUKJ>2Dihh6N}(tNG*j>h{MwIH
zCx_6M$LqGu$`%&&RV;OirLvzHRY?S1oxh`8G*!Q`$omm{?yAH$Y7=YCE}n9~^Vy*r
zw&5r^C-vBpC?gA$xKM})b6mB4WV<+(*FSS+`JuoS>E*gD*7fE6`;|2f<sxwcH>_{)
zMAIDfIqK4ykH1CfE<i{plpP$+U|2Lu%Cc>@=?Q&>vtKN}s@N49>U-IcH!E*`Yd#+L
zONM5T$YNyYmHtOVQD&ZT_11`2JMbVA-Kg0j5|(@H*?7xheRo=G=hBNNRa|}2d$Y23
zmkNrbnVwvq*cz+uGnIlP@LmeTaH`7A<QsFC-=;+`xhP<Nn(gkFJ}D}0_hn%u8Q5Zt
z>ha1Yj-#CLpGwS&wdf=_50p|PHzYdSh_uX}F`}4VY9F#YY-XeALUMKK&hf{vMaU+N
zKd}1vdb;{Xwb&G%Z}wh3)oE6)7vhszTV$K<SXfs5oAs`*x;Ju&`+Kgr=Xf(`uQw7S
zovqDz!G1J_YtsGXDVUFIV<iE>D68tIfh~ES=WJd2VdF<~`g#WKmLo}>>l`d|&8aO`
z-JJ_vhC1!z#=Imj1v)y+-D=t=mST}k0wzgfeYZ=7H4IM;kqKL;nhlxn%Ds%nf7Wk@
z+cl6SDOe|68>?V&YTfoxpmU$%s<|23tgNUlhRt|j$Zfh|a@~H@`zbW=U>4Ws?w(kb
zy4iEw;gRGAy3S;R?V%eLJpsK*LBqmb6YdV`FA?8z5j4yZn^d%(vUIp7RRJ}NJHkW}
z?Fj~J=2esr<M?e<Ob6rE3zSH&iPJN3T<bImxH8aq%RQlu6}_-IdLwCwD>sBJ2B&gm
z=72G2bZzv9C&8q9@}fmu?#HNg9#(wQvM4GX4D*v329H_e+`CtBn9qk*lrDE@rt*UW
z8ZxWw1!1q(G|toLmApsVJ?35z@=B}>CAb1L6|uN(vP?1D+1Qo?<3YU(UP|2cx}57t
zEcKNoi6O6p)zj2v_9f1@@)J)H{z<cf8Siiv2nz%7#j!m{v>z!^nt`>xBM&q4BR$`5
z2IBl%bk0cA!qNYH(+7YXzklbzyc2Hs;{tdNHj01UsX~R&zBqTJ$cCc4zM$98+8-Aj
zPAG*gfKvoJmNA$o5DZ(7>5B3j_FFpev_sc3-D5sNXIY+Uhtle^Urp?B=lvr2&^6WZ
zx$K9T^LLRy-uBqeiG6eYX(UXpE<l%WwY_Cg`O%raTcayS`0YaRm1%dYZ-YjLMk<^I
zzR!L*m87($G}9BTTBYa`^p739aqVOBk$B+}ZddnFBJ}pth<2UV<iMzEFjWo~`8s<F
z;dBEdT?0&Yl;s8K#FcwC(rfzw9@OvLrX%wJd?6Jnx5kD}G@rd_mh^Js9DV8zM?(+i
zPr=>iDW*DZR;tbTlxs&?KTl1(NJQV8g<)nIys^@Ho`uK-AF+v!977`+{Jk-A*|Kpu
znQvaveGVEjhO!+`k=borh!AQ!mZqBWaPfQDU#9mX2X5a85bU!bl%Xi#c~({uIA`#Y
z*I1aqJen?f<~zm-K`Gd#e|<&h(jr9;hC9Xyh$}yr8U=3Gm#gTgD|S<Se94#E>l-tq
zp|JR{Q!Pm7DxAnlWJ<LlN|~s-wf@75M<EFK;kS%=vt`4o9;tfMjKKu0zI2Mj&Q^Q9
zMCBQgwMkgKHa90~C|48CxQb~c30r<o4;auC#<PDm`qkZe+2JYg3UlzXyHzp5--n&2
zy%;ISMSPbC%*GxKm-q6p_Sqhs>1`E`M3r>jPM2~tJRkQ*)b8G2Uq;JUiE0=tTQFlw
z4(4jv&C0AQ9a4;G$Ok#*1cy{;u`him^cu5#b8v6>+FOwi`_wu*VIi+)!=kvtq2I*{
z_1Ukt(B@O&r$%7=3BW|#CA2%M(hS$ere4K+eXCP#SE-5d^6&0cq&WsjuYO3PAEr_m
z9=;#7N0(~{Oljf-^(uTP${$W$X%eo|i)BW0&VrEea6{F8Y-I<QscHP1k{m60u&h8$
ze#(Ab_u4#>t^S5u-I-y)^0$-ic7I@wrplIC3gf3y2RY8yb1u1|1F<DlKDDay#|AD*
z_i=cAl-J?317P~h0cKwMif37YLPiWY<ktd%yC<lh=?1xHpD~$`ukSR^u?2Ua#zvSw
zS6^{>zM9gVs`jXSe>nI^)l!32A;L9>I&|)yIqLI*ir2FpDDBRceyb|{ak554Ya@%l
zxtr*9{n@UP5P)tia?C$zG^-&o3G&%T{O&|Wy~3<aC-am@L@$MDTIszIxw7y(X0{=O
zHlG<w0K6XGPf&u`BHTw{yJB$Kujm-eo`vz(98c$m>FQvuP3^FNK)xY|rUC{X-hCN6
zFf(la3nC!%E7SdJ*8AJ{+XSF%(ukgdZ!xq7bbc^@Y5a7Vzu5GmGcSN&CpqDWxZ$Ra
zHyOAc<Qflt=OF{*S4MxC)q{tgG2{Y>IDdg|>PP#<)cxJ?Jx1MMN&n67xI7W4u=uWX
zuW7hA%%;Q^zGOQF-I$v`={3*-8`D7`;g18fS!^VFEj5fvQC1!+C9PD1116zeS(83%
z9hZRaccuwLRZcZS<R->n(MdsNMi29a$Gtt*>{yD1^=6rv->W}XMzaBX?udpJ?Gd~3
zFwPbAI@8Ld!H+CY1pT<0D?kK^XoE^OK7L*L#?bPoUidQ>W}h!H&mWi-QD1YE>3116
z4~7%#sbCNFU7c?K!rfOhdp}f=aVcE+FrUKULD<cm?PPMdE!($tqy>adrWgw3XW=mx
zmnH@KiEnA(cob7|ec)+#V2Mh!ll_!_)-{c?`4a5g%P0lrAg^_Y20W;A;d@ic8Ja$k
z!R)6`;Q~Ieo&s+##JQsCsH>PO5dl88<wu-`uAc4dNr}fDau#_6T}3C4E&w;avrTXc
zMzHWV8-YH9E*NIT?Lt(g35Hx}t<J-ZWR;XCR0OM87=p!_L(lOG=4rjv%ZI%oxVb4a
z9YW(TF!3iBO>><0DH+oThL)dphadMOpMfyrydsKyFB`oHKL)qb1mElV7GY;i6f@Sf
znLjdO)veZYgnQae@oqUON&3GuVtl(ee{JKqvsbNgR(hzrC^X45JX4uISp0(%Gwk>I
zEKwYU&LF?gvsIAaC$hWDt>Y54YmqiK79NuCeZqd!fst4GwyN`vx5i7Yp!P2gEN)KL
z@O9RB5pzy4?q*`+5$D@WiYXqtkeOeCD#k#MO~L9+KT;R!yx0IPDdo$fe1qFX3#4hX
zbb?}C+~iJF8#<P|^MT(73teA~GMy0(pEy3ixKWjQAOy~(@Tpf7X3esU`yr(}9P%+?
zEm4DTu%EP-EJ%??2QPp#C<tYihD<W};8K^)QrYfNQcG@*m)f%FsB=>mH`jyETk%z#
zL%IkkR7%8HF8_TIeah9e;Pl)77?ktks@BYDqawJ&r#0C-jn1FnSu8Zji@$$0B)@K%
z#(_U20@|AMT;}vM+kC`*)rp+^(rI}posIx>%9MC7W3LEWM|FM#Z!JQ^QAmCrjwJWa
zkJtv=zkR?yik@oprpYf0H3UD<_}UgpUZ4LG#SfncwVmt0twbuephb^E_#Ap4?EF;}
zymn9X&*>sK7tcyA2|170JLtcPlPLaeGRZ%mkUx=54ysBX@&`5hUJ<<J7eB?O(d0Ft
zfm!$VH~D~g(P?HoYpVAV!;V|=rPmY`q4z7eIRpfhu$T#NGY4?7sp5)dzI0@|qR+xs
zgr~NmO?fZfPNiJaA~whGQeg#r#9+$^8gv4a6%Y~yvG{*D0nGlRUjL0T7G)P&q0bE6
zu+@}UQK44}-4lU94u9IAeiY_m{24Sa1Lq%mzk$w>^prIJ0gcCW)Qx;Y_QLb{>+weU
zO#QA{_rh-8l$EY77OB`tZVxeX<9Q~xAkLdwW}x&n$x&N=`_9raT6^=AMKn2KCS(d;
zmU{Li)X3K4PS3YKBwgi7qGcwJ+H-!A)8K$V)_Q!GB9|{R8!I#L)$wA=Qlv6#?t+xQ
z$0qH#iONZKg@?kuJUY&T?11dKhB5`3&+t<uh&w4%m`ri8+E+>{8V#Z3^0Hrf%bbej
z!dR2ZE5|G2pWI7glEFX_y#p5nUa`$dZ-zYO?{{wu9<tQbj4jk!Ij|~QOceHh)>f}~
zr9X$why?dGj2{$AZyUf8%EPUmhzhV?;i6veA}8E;AaRF29z{Jx#8y<ge{UF|oSHM+
zOTSO>=_88B+}*O(GjlsTv%@tD89b*dJ&5oMIr}h%pI9`bkoT%KsX;+%WAfnaOx56F
zz-i}Go`O|I4l2Lq17X~cg=@9FM!d;RWfd7&G=BZvi#g&c#C$u6zBdNT8@O7Bko;LS
z6^$0Lr$2Nzduc4BO{G1&AuHNN<*F8UOy20<w~8xf%|g3otX=1?Ui?9n)Hu3!?8`Z@
zDU1~2`gB+9kjsxyXDhMN)5|R*x?_sm^JHLJJ=Dfa)F%<sfVw|B6Yv-<iYs(i>ky$u
z)#5DYTZ@D-By`xM{-}y^>>To>ck<cbc89b>CTP8**FtaA?qZBQD^p9@9OVB-<fW64
zGr2ydVXXJ9Z2HTwk*8w|%4T^`hMqMd-FVvDco#QoEIgKqQk~_I8Nnvr4X<(43xL0_
z|MUkHx?ewoQ0H1oT$Hg5$5U=cBWk9-IqjJg)VaLa_Jc|x6`W2b$RicwJ6Trn>nXb^
zDv2MfwUtw?bI)*6!p_Wb!QZz$^c+w3NoaRp)BtN%O?W7n%16DKw9n{1gxV=S7)j<|
zqJ_Zg$p<9h3JzYkst)VnBHo<4?7Rw#I7dPk6({SJ!D<N|<ZK7t8RB0f|MdK?^k<@P
zp{vYbLy9jka`3q*djYh}JsKS#0zLkI0fa#;z!ooTTlmkG3xJjv_lNEPe6a_9dRBb_
z3>H2PaX{SYF;Fk%n!zV#-Y=BGgFa1=@*Rhw!)!io8j9YoS6RIJiMZ33aftGcL#fRJ
zgopXJCBU(K2?M$O5fWyZfOzR{bJOb7b1iH0TSnY9YC=n~F6o$vUA#87_M|&Id4_9!
zFS59lc&qQobkQ(p3x|7S3N^i@O_YWV6NSC*3i{!H>%k@&Kj5Thj3b-7s_zh9FP^_{
z`SA1TR#qLhU$9zVc%7O8iW81hIk=fVYtyCiN>5*9sb5q~vD*;R?vES~bBDIYC&tGG
z+46B$y!kPd$;Y~C7EZ0yfAh3jm|-@&&f&WWIa1Xdnxo?3oD=dYhK&Ej*G5Ek+t)b2
zPbx$m3^fOJqh<A@PlA7p(wK_R$R%<Bo}&zRI*)d(<73cOIo6TW)5aC$4z`9zblUz)
zO`nUrly_#Ly>+A2n}#KO^$y;Ua#(~?kcOvNRu?&$Tr-9cY^Zo;tUqjPXWgc%xS>Mo
z$ItolxTK#PV^u${y`OjrsjEJ2TeR4qBFXVuFP{qPs>I9;y&vAz#ilz_FUD;zGziP>
zVpgFKMZ5jbbYv70V@^EPO`cdYW*Mo!xya>VXU}&dY38a*NS%D}vInl%4cF#vm}cv@
zGtFH#zha()x;i}`9{Zb#y_EeN^_7N^+n(xp-i^?mHkipISAhXtzhKV<F^Kuq)n)mV
z>D22Y*unJ5>)gU+jwih*%dw%Kpy@4BeOc@6xmA7P;#WVt8F-E|iB4WrNAWMcGmv)p
zxDoNg$g)%HR`kNsJ`<IS!5hmM-CA54v<uMN^d?T9>dk?VXggEq5Zx!iEnQ8{Y7Wt3
zs_4k1JMjZ!^*#>PDSGZf_hYAym0%Ttd$Nh0p>Essp%h}>Ol3dIbA^dRC3y3A2tlWc
zc-ylr(<KHr+6UJRZ<jZ{Y~(DdFN?ZT>?+4lz+26$udZu#+yQv?yz8NMksKH2jvF+v
zambo(lbWc8^NKIAhq|xJKv#yUxS6bk&a6IFN!-ip8u5QTCU<;1f4Db4l&F-{_1>Dc
zs~r{r$)G(Cz1>dIS5fjYrSb(Bt2I@Z2ouTB6sz+#yC&zDLMA9$6|f|7SS`aGuU~h4
z^7T<N*xfw<0qdJB8BM4N#VPO0%AgOZSlp-!U{A_^@PY2_#!*DmDYjJ;QaBDQhOVn(
z_MnHi_HFp5yQD_HB=lCrWN6dLbRzPU7l$e@^K16B4>;r+N|<0$|L-1z;O`RYgd<Lm
zE74A4qo&}Z(mh!KAODq%<>3BZh7obB$^(W?Ia=QEfM7gX`DeB~U?lCfhmS&XayY$`
z4;9xr394z-o~H%NY01pep(P>cM$5~!LZ2c!^XtthFDkJZa}O=ZqOR#A<SzJQPMepJ
zj|E*n(=XTi=*`1h`$yQ8-AAUf;DP*%GN_Z{CmoK1NL9qHag89Sat7=+dv$~x^?lqS
z-&g9lk!C`23&lYr-TsZ8FX@5|b?{oPHF!}^808_mVsQbEGh=;mt#Euj!xm?|?Cz-M
zg+*zv?<B*agRVOXEyr<Xvwhi3pCkj7sUI#nlSR1;VJy#+J&i_FnlBgIMN3C!POtOZ
zT>z#oL>EAK8Ex@`2fR|6$6A{8rr)T&eLPQFG6$dqjqwsdGRx@1G<HSv1RXiYIyvJ(
z_*TU;%6E)|vcO-2e6f5+aZo+WBkjD0E6zO6Hs*KRm#%vNCe1e#4K*(xO>Dk%<7rg-
z?#gcQ-6FFVUr6%Z;qAG@$l{;dOLaBR#OXfl;0*v=*(tz5LGnqM(FHKh-gM+SYKj^4
z5XVfvo445BeqfnunpX6<a)rgq`BYociLJybHkk8k0O$kUp!qPKfZL|4pjXJ~aW=lZ
z02sj>VjL_xp7Q5)Xny`^Tbx}M6Tm%0Q}|_dy2kZ1@Jm<fQEue(naSpKOh0QIqI*;9
zQ&JpODcDo&&6#O_WLD&M<mKv^c8oDZqZw3{(fWq%r7Z&Fk#z5R6!3FbQwYYu;+B1~
zgPBc1<<V||Mn1nOIUz>$7ewla3yeX>K%DRCzG_CRyR6yk=eMsgT$5Tq2g{v=FZlIY
zGadQ4=$-5MvBa<#Uc-!x<gKr&3cd<cWG!>~@$T+kPbQ-Wt!8%KN(w43?cQ8aa>s7m
z{gHYN+^|f8`@3Zjk-Z=HIdhh_WMj>`ymieltCC?LE+hb-e+xy%`-}$)c{OMfX>6ve
z-o=}V<0pzpI${3lD_$5}_+VP$vc@TjLN%Quqc4EBmt{&iw66&o1qRRdv03u=%PM9%
zyuTNWxtFtnMbN>f6%b<k*`AD2{iBdMzrS|@93#}wtd~Vlhm#Zd*)AK{TJlE`^}l(*
zZ&lPwe!+61FBrcOVB^87GH`iF24DRqQuwa$@3qwb;o^UdF7Tw%W;@^r9^>_yGMRzt
z9JjkQ%wM}{7!kF!|FC+3KtyH+yw=L>ZzwVNPSFtcpQayD;HbGcUO63A6Y`|3{@7<2
z6&%sW7#IPL^3%9G4fWfc@ZxJYoeHiIB%6&qqWp5#j~D#u`p(U!&a8dK)O3(G_N6Y<
z88v9<geDZe!*0fJ--|E5=hhFdT3wRK9KZ4Hgsv=aTmYDKD64;mgcdBh_l={mMUf+O
zRtG{J=>vl)UhPm*lM`eu=ulf|p(ZoP{=Vx4;7^1W=8KmiVssb_!<xI{BQ1_Q`K&sU
zSj*!>?rDHck6#J^F!*h9G+G^i{JyuMExpeP1qGBGT(zDh`1&`Ac?16KL0WZH;5r|t
z)#$Kz3&WcCFEKNzWG!@!q|~1n&Y8_ETmYS)j=+8(sAw`0>;zhTbSc4dgq(`(Sv&M8
z$hil|IWf5XeFg9DTR~$(|6b1jBPfjJU58U1>*xx6-RSw4VL9ca;HljM`p5fU)+qSG
yo`d?$z}YU8&)#eK{%)uLy9VQDSqY$Bm4-0+!^;zBLxe!Y?}j7+m*As|$^QpCYH>XP

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-16-Cartesian Space (2d) Scatter Plot.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-16-Cartesian Space (2d) Scatter Plot.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..70c31923a8c625a7938abca99b0f4b321ae4aaf2
GIT binary patch
literal 37628
zcmeFZbyS>7wl>~aa0u@1mf-FLcZWtoaA@2$Sg^)5K(OG_4Z%HuU;%<d6Ervhf@^|(
zotZN;XYQPH*L<^n_x}F*npI7+-naU#y=zz1-p_tE4__Wu0gqJ_lobF72mk;A{0H!`
z2#^DyJ$i)t2n7ul6%`#F4Fii18w(Q?iwvItmyn8_hMJ0;l9HD32@5SfCj%uVs}LI}
zHxEBQKMjkBgfOr86Fz?4UtfZNj*gCniA9QyP0CA0Nyqzt{d(vI;GrRwAPyrT&;t<h
z5RmW?9{K<@@NuFb{N)As?S+7dgpBeC6%8E&6MjR}V*nxo5)vXZ5()}3GW_mf_;mm>
z9tu7kkIW+i?H8!@?u5KyDR0pjWb1l}bS94(`7Axc(J_cgNXf{Vm|0la*!cwng@i>!
z<(|naC@Lwd=<4Yk7#bM^t*mWq?d%;KJ-xhreEs|bB3?yCMaRT~Q`6EjGGAw9=M)u}
zl$MoOR94kDG&VK2w6?W>?Ct9x82mIeJT*Nt3!D2gzp%ExvAMOq^KEzU<n-+P;_~YH
z$IoAKApns6Di-|xuY&y-x$xj}AtECqA*2413jxs=-jMK+QRsLc;mc^FzHld?=M6(6
zludbC*MrW$r*lkX=`o2x%*emSbn;8Izex7)2^RhzN%nWa{vp=_01F8LK6yxZ04c!L
zPu8MPjQ^yup?5>NK*kLdPSl5&(kVDX1o15|t|uNriMA(i<zTLc<Mqb_g_m9Wmz66L
z^4`>BC$uLhogcoX0oBnFm23yLSmp>3CMLDRQIYQnpGvNThcXsr;ou4+yjWKad;s8m
zwVza2HxY&@dic?Gu_AeZEvypTMp<NFzwV<ry(q!%5H3V#g`hQYsds8P<xj%;o|%j<
z_PDCSHt<nVE03gci?YWKTY>6JseaUr2uwuO9;mwc>#tdoSrN_+N!FiJ%NIFv?+O~E
zJ^wmVu>4VmElJCfierF$cB~w`^eFo28d&c0_d@nNd!+WFVgp8`aMUh}Sn-$i@BtKm
z!c0k1%?-6jIM*f2y+GD+8Jv?~MO0xI-)i`@o-hv|SQ(;cgi${036?qKl=^0`yMqoP
z(#>Z#DIj2_sBQ7UWnb}l%8^9SV|m#PiUmMaz7!Z4I$_YO!*s8>25E&)BxAnQZjo$6
z*wxdg64Hv+f0uYVf2BzKiFP*IW}Yx%Sugh`Ap#fCu%Ag^nqRbR>Mir2F%`F>SviqZ
zq_|2xT|-tnkEuKZhr+TnDqsRtSzbs)_>fH=z(uGnjq<<Huw62?XbAMa`nAYT+4vB9
zJk8m|#Twoqt2J`T=nhgi?q7joH&>SnK6RQ`sXPp;@7?bQ_#7_|B4c7H;Ssu3aib_4
z%Mo=RRwXxr)lv}>m(|@aLkK2->?`&;>7HRx)aD41v((kq`_vrAiDjHlhn&l1L2v0Z
zY&F*laXht~j%T!0y+IoeQjLU}7;~@66rBtei~VwTjIQmN%T7Z|Dr}Z=?N9;WZT_1)
zoTpfKZ|?EPY-bR;En%y<KXYb|Uls(Ce4H-~R0LZZ#ei3n-b{tkAG=0f;1b(w?~#vH
z29n}SWj3D?NrZqa>|dfaw_T^z7zvhE(#tp#L@R&tOk29DmAm%GYQDz@vu)TfDQ!lP
z9+@`m>H3+ho7YvEIkb2#u9);wI%8PdXs83E2H(?5Qm8-ey=+-gSytXs_Z0JpYY`cD
z$r#-uk4jpLA<&x)GMZ~~I8(>EVwQKcp#d(RtYivsbkX$H?M|8YVl5szm#Fs@KGz(G
zxsXB^cO>aKw02#);r_%AIHKIYBG~<jG3o&`5GuvGLR;h}^Kb(hehi>aAo|uZDK76_
z0pQ+e8cK0Lzo=fguP$C(FkbxnO=nqJTZJW^%xdGj28TnS;{=+%LRSC&T>=%*Yq6PF
z?X3Gqn#v}#)awC2YCg2(?!=k>%E^yK!d?GX+ivZLw=#v%$upQvs*gPOq#ACi<nZvf
zAgk2<p%9kuSnpp@+DUNaHi9IC`WEJH8AT}<B8EK1UADPaSqeu1j@PJt^io74Yx~Yh
zj)H0ljJhN%daU1+kBk?b0_I}g(_g<<1^uv^DsE@@5y2_9@7DdI+ezliSU^bp6PpOa
z30zQ*7+w(BEeKdX*3TRLkR)!*|4u1IHMos5k<^J23@9&^3t9aTV-P_5K4)KZhCWsA
zY^kGW1(mr=l_dh!`2gs<^d$(=JKp-N)uBjL(o;ago~j5u8t_RN+`cTtWjT?IgV<Ax
zQnOAUm|u!$m=l_fiMj8Z<k<Bsn&jzF3F%H9@$Z(c0XI>QXGe7h<4X3X7fc;UrWmbJ
zGKKGTujeq=Z{|CFt9N}C%rm?(t5dJ=6%#%r0G#}Oo*B53+Z%}L&nF%5;>G8cI3MZX
z%D;7#M2V7mY~=V_x8%9Rj3NGO<N(&6InjfLLgZ5Mog5y?ou}Q`tPxD_vZ~FwPN)Xs
z`THgy{3A_)AC@~)S%wRMfZZS+r=we`vXP3tLA91_xlj9S30Xw&HLzMT>otzKx8U`j
z=7evLLwv>bc-+l~&OM*QYMr{k)Ai{q>(++UGtH(9`On%lhsb^+)Y%Xk!Vo*hv|aaa
z)Fhen#RWkPXn-H?)AXTYQWSovw}WL4qS|=l6{01HipvI6ilxTWl2q8D+Y4tmR@#|s
zr2KJAJ*>fQ98dcf^e^frE=G)~bse=vACoy3`cOBu*_=FD`MJG<GIbQ8(xc4wu^<4j
z-RZfm`!t^J_-yak;isqE_9%}BH1`w%QU~3Aj|X$Io(xjHt8^8Q!|Y|;RzykU<y&a%
zG%i|n$QM)hI8t_28CpGE5J-9nV}Y7B%mlG8U9_9{srSXNLgHK`<?_!Fc4K^>9F9(P
zjts^zLr;)oCWJzYhcL~AFYK4_%(IgTEhy~@YXz<oD04Ky{Lcwles%;Izq?B52L#9@
z3QAMSXwO%_f^Pzg2@+l)FCmgEWRyq|TDvsx@<~*aXVJA~;J%n$Yt{>WJkOyc^XF?^
zK4KJ6vjR{W?E<~r&9)>Cn);tws5TNy_lVbaq%Yq4b!&e&dH`JPi%xg{gyitRXbjrP
z8{WDlaQF)|+<Z`3Ix&Of^Bq$bSVgX847U%m_WaNQ(T}fF4S$oeYn^l*J-4@FuRC_*
zktPVDG^Bpa_Cz&y3;SYO>st+fZCrbQx~Uvjr-@;+GUM#mSI0{-YrI!Jr!pMs4C(HP
zn6{PIwtSFVO_+DsXnQX?gU?b)gfw-Q=*<+^wM*Em5Tyvr3iyv&+Xphxl{w9n`Yc45
z;SdRTIt@G)XL$0eDv|$&7J@+LDNO|>8h8LWT#w&}!KAK^C-2HPq<*5pRq?e~nkwV}
zUHe15#Fn*;4sayjPoEUrAwfcp){1X52SUzq>K*_eqC!Ot>zXn~#96;<ynHcLj)AaH
zg%}oZ$aGh_@f5DvkgvUpm#^bLe4~2t00_Ybc%95I7H8`a8Mu_-sH-s~=!F&{Ewnv7
zcuHm`H4mftH6^7RoI5w7z4!OzfPHOZevB%>xC&#G$fq+a1Eex}kLL^Kybpjv@94W*
z{tyShk-yI51gdeJo0T3#;7%Dk)4N9F&i)qZ-s{jBs~gn;#rqe3`)0Za_*sN|^L>J$
zI&+0=+9`!2Nr5oML=N?5Rt8|d(U9ZU(;onz{_=RK#!j0DfHeI6YkM-7zkQ808q!9^
zKG<r(L_@AqX>?CfU?k-4wlo!De?3xg{TeQ^Z8DW(KRIt`7Ok7~fl3{F8+#$~o+5Db
zL*uQr)b?LBL9_7k?_zZCtEqMwRah1SuF6-fglnYWgMNOF^X`{^lMbZF9sm=6)yH00
zQ`Bl0qvQ4WUMQzvvPs(3v&w=)@Ye4}>JZX+Yxir^H1JU)w2wy~UOXk+CGT_jVB3(~
z7&Dk_MTxOz*%*ay&Z<p$mdx?`e(K~kd|IV`P3u1%8!Ea>pXfEu{z!L*Is+fLI3V7-
zj)p3Z1Hb?8W>5m}nklvU+st|o2)u~ev?4vw->7R$xEe$(M#>F?wH3g}?{z=+n=DVs
zLVgov-&`O?rTvlI3^|yC!U)}dH39dAzAXf92=F@w;gb)S$vWgWWdXcb!+Xgn^|7s#
znqlXc4ebf$^m15<ayYL7!8;EC_&kl@szO8_0A+A}{o@(m8t()+8?&5BGF3C;t%8;s
zf*s|oK&@<HCK9}&hJ5hF|3@b3T@}uRQ6>0OFT^T(>`c65C7@ZP#^iUp`TZmIn8M6S
z!o>&B_QdqDk$Pb()O8?`he=TU_k)?u?Ya-Y6M_bAxC}J&FwzG=O;o5D4qxKTnyD*%
zakM@FV!fkj&L^gRw>3?m+Q_?qSa`|z%hr?rV(Wj~wf^6wTmER>lYHUnUshX)GX~xW
zdb%F0s}H-t7Se7BXK7@|%~akuiv);*Sql;24Toi2Yb-2&<0`h`X0Lrw?miN5v{idr
zqq}Z+8~5RIQtF(2-&ye|CC$ZXNCrSfRA(v-%!<HTS`>;82L5LsRFDaEs8Q&~Q2D`B
z%IdaAsR5USNaOrY97#omse7z%oKoqji#buyJt;rzl_cExyc3Y|QkNH!==sE-Z$XLQ
zcF3pdzLW}faB&l1PEQrndEBUDN7%;S%~~?1SStE!Trc*eaf;rgUH{berCL@9=93TK
zOxN{X>=O4XLDW{2=l+j}{+qzb=lfu9LWG@rO2Dns3EiNf=9bx&K+knZL98SL%>m14
z&1oo=JfRi>yrGhuaNNs(y|FL&N#qSHIN3qH^L)N#n$%bOgCyjjDCC>|957@s_pka@
z|E<%nj{jFpS!P!qyPy=262t+VnNzFdP02>5L#>4J4oYz3oCI+m1Jw%ad)a(wBJq}(
z0!crf8Ri8|hA^5W%Er3`ftoQc$i9!wZ>MD=dkJO?fTIKnJw2Z`3F7s*SzEh0(yc#c
z_7UG_OtUhO4(%~CIO;ZyE*|P$J<bP|zG_Yr)wI4gc+n-Z-X_A_$;&$`Hb@=fL*#in
z)BO5%fpc@DwZjVsA`JzeQIj%=?3=dTocEp1jo)&XJ^8yW0+3ePRu>|8d}f%QytL$I
zhp%_8oKfdmE0py}@n+Hs2~c|L36jd^=C?sjdq4JdHQ37ZHfIyBdUN_(!k~vA<`lan
zn<lLhQvGV#kIS0q=8#{b$NWGT@A8pknJEotg*tzUWg$cML9ELas4KB~+wSTdalls=
zEQFD*vDRin-??)m$=9@$nSSAPF3`4?rx4PlZX+J0p7mw03%_itb@ti(?B%Fvb^)yF
zxg)p3?t9<va|o>Tb!9Fwt(!Znj`qYL&s#W>$>Oscx{e4mL#&(b!;|y831-Xd2qR}n
zfkc{%@$MSe@mZ6r4=%|fQoe~Civ90~h(^1*%_a{4H-WH_0s>l({W(}WeMY?Xg(xmA
zi1#_i;`rxpfmhT`6NwoE*S2JKv({bn%}lzaS2dr!Af;{YmXpc~j!%plb+pw`ic-M<
zARB9`8!=b~XhEo>EsZJ9L<nfq(V1$6Lk?=cR{5Vb9Ms;gr#hXA_opH3M;sBySGVc4
zcn^Tig5i!~fcI~B1?BTUvQ-Z${12OE4}j*_2f$lHGlvHNwOh!Xz`Y)Vz`uoakgH7~
z!lekVc-*M#KL*M=VTq@mC>YW|JESPFSOwG9V1L>3Q~-@aUotMEd-|4ky4Brm4H7NR
z?+d<ur^v5UsYu<VQ#Q%&kfWzd6yZVoIKVPbyVAm+@*Dy>!rN`e_tzbbRg^~(00G-T
z>dgM>)>S9qwSyN3SYth#p1COnADdo@#H2%fa$YuBRn`$t+jMW@f!p|1Ic-^_zb%oU
z?aDN^g>U1gWYkL^nMb(X+cdfa)Q3B0P!_*Bd@-_y&1)PV&Wo_uCO#XNz>LPP`bJFn
z-PkMED`?*P#twN+J_@inZ1%Bi^H@aCbB?Hs($mcKLkf`ny*sT_*aVVU*I`)s*O6^a
zyyd-eBCf;~yK*d({v^*KD3ux3U4F3u8ej1^!R^lQi(K#Z&Jm5{%UoxMGg@ZTpkCjA
zi>bJ9v`-SCH(kdqZ@jLEJ!7cGOc?0F-Xe;^o|H|WANM#Dbvm?M#Wmt|fr{oJPZ*n<
z+ogj(8KRz4i@HV;PpxWtvJ}uB#bbO^sWg3zcFtd_s};{LzT}v>NXp0i?w}Di9_dt?
zc?kMJ2+>U9B;QTUwl|eZ&ZeHVpsza62LvF1StPCT%59M<FKaM$ULWM#b!R7jnIU?v
za&$ewkuv86syH&yYS83!Lnxy1D@s$|6JfD>VvleC*{Rrpl6$>f3VnIRy^JtxtJp^?
zI9g=~<$bxAe5a2ynd=XG&E=XA#p&1Tb&qjwTiPTX_l9|a1nT@3oJ%J1-bjk<;bnEW
zulQ^E++z;JQ(7--qA9f=X@GES<F+_@9I#6`2=NYNrl2_K)8i@#R463uFe-We76~>X
zyZF_7d(5Pw9CWEjl=h8O)>aqE)EtW1Cb|@vfwdo#6>#jbGnJcH!l8T9T{^M|EO$}r
z9w*QJjuIc?s!&qVJpI7k3>V&gKcB688-5NJfu#wx<+=YmBv+UQH)KfVgyv@Gwz{(h
z_jk*U6=6nO9sutTa1Z(8rKJDqR^<VZ;(Ncqavy2tU4HA|^8hfN`=N#Wx1PUx|8Y~6
zMj$KRRq6{fCSR$&d*dix*Y1EbJLnofT+=hP-R$NsK6PdueA(svrNgYRMiaBXod$Pb
z$K0j4<A<Gw1fL<h^W(BNLQ8p_l;kJQTK?|^X5xSFmXs)<Z;%olD3&+5uP`42_l0Pj
z>hmnx09!GPG{bpptX=XtPgLc`n;b3|g=rrRs-*Qa4>9FJ#p|6JoyEr3SBh70A1ga&
z*V1KJ-J@;LrWiI3LHOSo9T>w{w8N8zM!hvk7#l_2YPbjF(L}rMG<_h(Po4bmvol}b
zM=@vpR>DSLrR1r}R@BoA>jwZasLqzoDDh((lkK@EEKVm8>Tg3-J?PC|l`;kz+xYO<
zOroppMu~-$WTmmjTIgp<{pjmwQtT1a`^uiSX|xGGB_BTOSrIkTPqn2lIJK33n`_Vb
zE=0oJ)X9_VBXnZuR7Iq(C{GHh#a@v(OirTh<$(LAPdKdXA?$+l5PT)IGgSrFei<b;
z2Od>5Wd0@HT^?y{O5KWnE^KsD6(0CS()2MQ%0zZG9Sf~c+gU0?tm(QGu&FlK009+=
zFoal4XUZ}Q`x78P)BvYt-NcOjX{NmY&;p^(b=AEpmk6>VHfOl_9ca|Mng@GR=krl`
ztEJI~x3fk8Px{WVceK&$HYRr-_e<BOt^$+afWv!r^`APPFo+qe`@_=QE?cS*EGOGD
zcXADl*Rod3%pHn#=yl|1bitL=$^>Ml-|MFN=jc58)}*%!z7k<iFfXVVZ!ft2FcfGK
zdLNCs?n=6}cod=5ZQ<S-58k$#dAi_sb%o0ybVA3Dx~A*sa|kP`p|)S#krttZIrlF&
zEF?1<AW?+wo1L%W=q7r;=K1!La<&F#=SvMmz&mOaL-Q_<@gOc&rh|*F?h!fH;de*o
z;pj*?n-v-7qO{9RR7MN;U9Lqv+e&2$<~|YNxgper&a-|Vb?<e|PpF^E=H0)s>4Kdq
zI~d4Ai1tKFpqw$gt{q!Qi5#A)uo`Gt?C1A39goWw+9(`~e?W~xy~M#?MW5z0FOBry
zTy^HR*0g<ON9AW;N-_n@aH`UKxyY+E0jKz|OIQP{LLEQVFniNEuoi0Z*cX8T@OAyC
zZ8b>Z0l>u37jpE=%WIYT-Rdqx)s`m&z#BsUAFo?OhCgxzr3rrP_N(h3HgXm860QMF
z!pv3dsWuuC>3v2LhC3r#yj>kfbEZ}yW=s?<z15C*a7oSu>;$J8UllXgMZTN*0%CbZ
z_de1lhed|jqbt$zYgDnr#ax?ARt5&a9!Nn7V|NZ&tyXaGN7USU3m2zF{VPR`1Ede0
z8oI5;6a;69XvKhh9u4|X6l;5)?jB?;{pa6rM9`js2xyL+h`d4_5W{kHTOo?%MK)F#
zgkBgt;6T7g#B>+MBTv;vE5aHvN{!kQ)A>DYZxDqlR-TpisE&~U#nijtD0^k8eNwMl
z*)MHFh0or)amZ_zT2czIJ7mgf)+-U7Z{BGFyOiT~V9rY&=&FCB6S#Myg`f<}Ok_pE
z>|3zTiOR30SxLC<xi+M7d(jpNt<`l3b<gKBf79rh@2Mq`07+<rZgB1C8KhJWKYQyr
z>V=CUuywRh=3o^jqi<l9dG)A^cu+G!Gt8m|8CS<c-2|_yLLWi;ymU~cl&x6+IYK;N
zRM#jzXc=3~MZ=yQ9T^swY2o;ir13-6SZS*5xiIQ6WdAw9A!RA9a&|#p0x78cxTdp$
z|5d8e0MF8FWz*XyY}vlAeFBIo`Wz#!^`*%mVH^0+w(l%PUCKm;ee!RB^2w<YhdA>U
zvQY+VZi+8wA#|T@*o?kIT#G(56UYW!imx|ZbfJ6GGADF)gbF*IT*IEfGJ8MmP9DWw
zv3fb?U-KctSYUWmKS%u1718{;3QB(;8;vJ<hSl|)ez9M`phBo3qIDu<DHk@thW4G+
z(^Y{984xhtFLc3gy%DC}CRb7B!ctDS>cJM;_^0Q}U(XviN$LkcYR0<MRoV|je^Z+1
z51XZaNq3v~`YT#U6~8T?^?Rm}PaO{cXMzWSY)$+0z4$6Tz6ae_r(9<|0O*hI8a3}Q
z+V?fD&m!*IYEKK%|JLze)?W#~Z74BV)?NK;Zm0+$U_*Q4Gp8a8;q4BT!X9t?(qfS7
zvy05@QQL)p4gQ;L&AL`wid<*?qnzC)O)Qg@rQk9aztRg0KK<`OOc<t+EBuc7+(@ew
zle59h0hcG+&94%3<m=yiFp!Np=xWP`R&k>`23t7(I#(a1W`Y4~@Q@L}#Pus8BmHmE
zwkkj#X>|D~to;BcLY)ajok_T=(i_tOO=L*^`=iRrU}?*JAp0I`J=;95N7=iOHELKK
zM4giYeKUTCXfb1yRU63Gs2Xl-n^vY+y5P@|s?68|Ym8PAgh$+Q&BOKYbOc0mdKq@5
z=|tUED$N};n;Guty>)kUTId$ZLLAS^9srs%E}N}C`aCkUmU)1(lzkcoVyfys0|&=x
ztS;R-Ga3qhJ5!zO>$5~^DS-G0-;o2evPhpfAXUkCe=p?i^tEBUj8Pz4TcKc}9+CTu
zj<(7MF_^XNj{;Ftq_v|TY~~CP0Dq|r-;AE?z<U+Lm<PZLJQCje2e|O`cPIi>YGVxd
z=k|x;Hk#Pyr%xULi_hTbU3E?410YFQYCq=zzz)dylUN0rKl{88M%`9RCFI0I>%Ul7
zZrit@FrAX<o_G-vydDQq4k|H7`Dvpd@3BxDD_|lfV#7@P<)&k=ETY2rt8rbT{1atP
z^c@lCTlucfd3wG;yBMhJ=4ogO&6Esy5miFe@Xb;t*q&K8HUkbh+4~TEGZ=4Qp?`TI
zt+{19lf(&eAo2DvFNRY27vjvcR<NRqPfh-(Q2d|tE0J(;Kr2KW-XwB~YE95oZJR!_
z$q^puVQ{5W&;Yg5r-U9&RS~#brn@9D%y^4+v_<Bn<5JMPH&fc^a-4TG3}9;H*io2N
zXk}vvVJ}~=9`aiDQF<MnPOST_sZW*hszJ@VE#;MSD6T9=J@;kBrst*8l{$rK1B`Pc
zhwXJBR>nAeQ`o3qZKPgP=jmcyl#<b7!*E651r+0akNg=4C-<00jbmdj*|bJcDt|>$
znlJ>sCz_h(e#_=5{V`0rJv|T}&;9dejnMs1X5seo_nQVBq4}#OkmCMuJE&3oBijjO
z{;k(P(jdvXIy?;J%y7U($bGPjqT##{1rEi;!&xWW?|nWjNoFjk<&4fY209zyKC$`H
zE%uxesz;SyGA5*$rlxbTnYn?FljV{T=TK$_9CEL4sHlAW%`?%{OkgLHWy&s<BQATh
znT4Z?uVA=|3o^Q?YGvaxgn8VbUVBzE2o#*y(aRfE$Cd5;z-{JeLdc5s*2KrJ2F7!W
zf)u%`XOKDK>P$%++>dn9Z`AKTY&y2{Oh4n5ZjLuCX=x?vzwC2GY5efG{Z{}_R+It9
zvqqWsEJVR}SzSU{m)ntPj3?7jfF#%==uBf2&=0?P>Y8kj5M^*u?F>MfjN4Wm^5fTE
z$~k=SZ{Q1ovN>VEgZR-U+gzMKVIVMZF|z{rVYF8K-*ueH#sf%Gdi*w&jB5)!y|^CB
zk<r>A=bVis2y!tWTzx*19ZfE@4m&40N;8ocR}j$?r5>nHdUY;)bKgS@k4p?@_JtWl
zrgX(e<UW_#G(}l3y=eSl4d8(BgBZ$p>rCo~v<<i*(C_P~tFhV=C>j7Ff{LBiH55FD
z+U`#S!Mh+K)2^FG*<9VG_3;?5nz+6zyI0OH3NmNQNYt~N1h%>udhu2VB65sJzVf7+
zvl{a}LtMGws;1)8Ye`)?Fs1;}?uMC&s&iylfiER+Yhk(U!b8>uRNbQz3LFILig4!&
z>-P%(-*DunVaZn_18f6ta}UC0yL<|^WRWQJPAG|WerT1y5pvge76&qB8|>jSnY^W(
zlOn8oa+ohmbajgB7&MMtSAS?OC1+CQYsl?6bI$0tu{D4z%XX(Jkg@i0yjc1uZ<AUb
zgs=x9DHa6Adn>Gkid>fH>2KK6$Y^4qs+hXV4*-0RRFxAQ9R9?o#AZHZMX)c6LM>$z
z-j!}5&U};a;3*&Vs7~Nc9l{mff8R8Q;*=I<S_@wF<~EB@E<prTrtnRYMck<9Fbj><
zCUt-pCj=a}v%eov@YTwO#00>UTEX(XQKUa%67TEy7cLJZxgG#^1__J8Jp!p|BE|aU
zmAiW$e3~`9xR1XAhspQ2CJDmlYuZ=5+9IvxG8hD^GR9)mmC^(hb>EW*zj}>@upp{G
zXAxs`jwI0IR}6fuRhN&+>RWUXG@VvYxm^^=w`UkJ8aNn}mRzWR$6(MIelMmvu)-*&
zA6sLmc7mG6=w?ov(9XsJ1ua%~&N&(2Wkjh@;eC_0Lhs0Rt6EC@P90pSOeNt^eHxFT
zaR(|qln3p%LY#9P0$A7E{Jjq}e7~Z!L(HNMn*#f*j_e*ys6evQc8yb<Z@4)UvNm!C
zN^<NZj2q7dy%Ky6>hCgbP7euP7U$?&=E@~N;SEbaZxxWvP=3Um*PMG*$F=j9Gf%)h
zEA7HRbM${XwTM%eVKV%HCRM!#lYKI-H`o0p%e(4N_#(gpcsugj({Vk1lo{fWOHLM`
zyD%a0(p%mi@?7iAi%9_o3&LNc^cin-Q@L|l0f88^GeOM^^VLgw6w=xgSh}z@!a~b>
zh4B9$Hfe<NS_yU$8f%T63_wmw%osb{T#!a~w+($5-%yjfsF{g=TPIkyj&Jjs*v+iK
zWG%f-h7BFj!1efvrx|6*u8_{+QgVgKmGj-2y8r0fjYQ$fVQ=AqnWM7w&X%v(0nd8s
zN9I>Ak0|wr%ganK#n280kHKxGkZ&e%{8Q=0pM?<7rHYBsQziTZn>sIoF|J4^f%4lL
zYbaU~eE~LoMXWUnr|#h#1+xty>ugrR{q*t{q0=l)V5Lv!O?8nB;n;R#Y1|nme60qk
zho_?31=Bfa%Y6MLPci3B5T_LS)$*jFsv(b87KV!sf@WAUktiJ7CT8s$Y9xfoDmG(n
z5>lnnUQB?EY>d~9twa>aNXwCO&!%eSoIjHVv6X%@?kwZAYQP)yG$0<b3kk*;Y|2!#
znoDf@W}ctllu-2z&wOa-*}Wb-JAa_f>cf-A2#Z3QR61BTL8gvgX_vz0jD6e9gz6&(
zQ$D`+`OG-`lxR{z8US8uob~zv?r|2aqaxJGh%Kfz8{B^+SEjmo_uY`H{D-<VV!}vT
zirGG^7j1mFNR8$G$1}zwrpT#}Nkdp|{RHYz#3mtzEclKt_R8QiCg`?Mz*o?~CqObc
zwaQ5=w1FVk-E=BANu~X)_DSZpeH%un1x%xM{SDN1cw3At69qGZ0xM0Mu(%Cxv#e$;
z{Q2XR6{U}pYTQU+bUW_V0d_Hrpp53u__tP(9xqR7q*Q0^WbnsE*ri6=6aWHsZfdVH
zdHRQVcaln(1n0RSI~)wH`70cs$k_}%xOYuAu61mZ@A9t|iTz~TYBK3!(q76Tfc?oN
zXIt3qp3|rDHbODDL~?Y`#{9k>m~eEH?W^}(lwyyumA;sN=1mw`r;dZG!pU>4W1CDl
zfmBg4N(Sd!B$EUG1qxuR;pNdN5iUXDxG8OD0!4j`D0TOA6wNQD^D93kN+KhxsqPaz
z@-9|O3BE_GQGl(PBgV^q>Lh~hF8s{axSW`n5~%J7mgO)R67OMKpdjt{0ekS7dr3_-
zsdD%wjhP-wW_;5I#8d@@qNq)2$`*4Jsj%^lv3`OK!y~lA{wJQ&{Y9ynf9H?>?;wmk
zXNjV7Z0iy_t1C<i4bI3^_f50SNQj`g6ROV4_M(*oW_&c^tE#BY5i8<gYE+6VrD<=9
z+}t_cH3!<($YOg$Q<GbW645x7?9wwVk4ILY%(vU0qAw^@8j_^4>3YZk0u5%ltb_&U
zr!j!`>#qeyJzqGmvJl$70<bw$dGN*SR)+r3t{Ii1NU58o0jI@Y6ym6wPO~KGibi%i
z)27JsJ~hP{_OEqe;OVz|n)Q{HGU)xq*T|tBKy8=MNWydWxQ;J+tqg2BYG)z1ixi}G
zi5^9s9K@y`D9>k%4L)k8<duXi!3ts_TpKYfeTyuVNcrgJ{T^Do0VR+Y5)$`BU-kom
zI0HNW^<svuDLYk(N9a3ZgbL_bj`8ogoabAnw=y};=->5w{!FZMXX<)i;3HVT{UY5N
z1*D8egoyBpN@6cJL87TqRGrVbWv0GLcIW{hKCTU93H2P~h@DoIU-x?@2XSu2IJktR
zI2YTiW>ZQQ^S39~c~bD4Lch99YMB}jXsZy%PT0|Il$y>$p77skte-GASY@{mna?UM
ztMZ&Wy>(!GiMHQde^ui-s+qMXE){guZmr37w<BjD5cj%ynmJXnimm-g-rburd6&T_
zUFv47Evi}MY>)IKL3UPUY!!R{XTWT)9gotjpuE{p9-~hg0OMk-ltkP$v)rGy#buwZ
z5?53!JX5wVZ})QiM9plsY&*cJ*1CDwJyIDKGjD`hR6J5*J>SMsvpSW{^Ir=y=BD!X
zdp9@#42kZ04tn#s9RuC;99oV2Xj)l%vRVx1&_i)rV0a$ElmCj3>eL^SdkR1WcX&9C
z{vcxVtZJD1Udv>36=`)PBLT9um@D`y8|QTPbcoT)BV|zF%PtAFU^dc+6;|G0(6d7a
zm2#e-Y0_2vWmJ*!L(~-09dONxm|jclWoJCXV5x+5V@YxKQ`L2BUUc!crwm_novVIE
z$8vEA#-J`Ry2M21>`aZ37B9BAFGksJZnurn4xz@@IGb=L_NTW90}P&2t8Hbnk3aL}
zzHYc0el3{#EaBEk0mUmtDNTV2NAH}zwK^$(`IInObiGCV$!9N<mnBy5x!aBLHD>HJ
zPRqrF%e}(owvca4;hAp=9JTBb>`Pb(8~@2y)79WR(kNlboj@c)wn)Tv?C&}rEAZO_
zx3>gC!Ha{nK(&BrjgPj@Q7I1Pc$)*t_h*zTKn%fnf;5f!U71x+<>rA@IYrtOSc5m0
z%d`r;h!L6QvvKBX5S%{Q==N;-X>NdgKKw*&iQSlay4CJy{My~L4w>~)W2E3pnP)}H
zH-mhR#<p~M_AJtTr2M826sTssZ+Fc-8Du=IPoEhwy7e}B-;-r*O-=i}G#8O@m<f-0
zD>zyORN-LIw*L(T`rmM~rx091*uh4{85l$4t>+8^94{LIJPJK+Z-`^9C|4{(T_g+L
zftcj<DB6)!k!)myKEkD+SHicHconBAO!tA##ou!-Nxx1eDAp`fNH80R(Z*wJ&^0TE
zWxCaOc<_yaNS|ApHi_+n7D3(Wox5<Nl=W;uz}bjhFrRj~k@D&Md+&oJ$8)qVO5l}3
z^6VPzN>ji61C27Ux9qPF&*Co$8aPG41%95q=~!qGpbD7NbWX^oX|L6m^I0-9$!Ro{
za#-&$$$sUE{Lb!eT9`>Stp%D0Y8T`57Xr-}qurxcAklRP`!FkBWflyQI;h7y(Ev!!
zH3n0&&xrbYS>PmBY;LZ$rtXO?w5+dwo5fIy^M#~i;<O=5fV6+gRJL~B=ltg^4L%*F
zoqN)<A{*o70EghhaWCdwUVZB3BPxU%UlG&Q4F57$N6~4sK`fH2v$YVO%VUf?4%ro(
zOxlwSRz>RBK_jCCIo;sXHuWsq<(1~f1bn{guC%4mE$5Ze=O0SNmJ^g`eBpT+izLI@
z+fdRBwM^7dkW3?&C4e662b2V>q$<MNoyF8zrl*~(p7?VH%-#lbn49FOfNgQ&3cJ#`
z_x5C%#&|MzBTVk(0oq__vtYcQ0&jJ^Xt+c_4_D!<L!}f=50aeMM3L*DU1$DV`QA3f
zH}&X^86&Ct0jBsrbj<r|@232#-z~|zg)8Oq{sgZT*F{_Yh#`v^vLzF+Q_A};5aawR
z@@>{_VSYwVrH>6p=VIO)YH7k?b!KIT`00~<AO$mvcD!wC#{vD3dWXNWC7&D}i)DPW
zCh)+$pLrpwt%crAcWG_?-Hd<;F&o#)3g_+3p!PS8+E|9VMm<JO_ZnVD*a}DHiA`@3
z{jzDz4n^A@+hPWO(c8+B6^5xy=>kv;4O9kdTvlsY4^)EEC+{f+8DPvW4xsVST`}ae
zt^Fuzo?RFbEB59^+C9)IAAO5gIrjbYR!6%&&!`Qnn?LEzKt*%3PYYK~1EztNo+9^t
z&Ute<vly67!b9F;g=J(<@LdNUf~=9xCvhD&lUJ*m%_4NcRpa!K%g@d|n?)P+T_kdC
zjjeSF&K^ZP2_>f-`5)^MZW*TP=}#o`BO$|)aSi!aa?{6^amssk8bxa7Z|4{dsGDl<
zz|R{@YHlLFRy>E=0sU6cm!iX^Dc+v{gxTjY&pl;as_lHzyKk`dWx-po*pHlTol0YJ
z_OQ>Rf7!~EeDC0iRcDKFk%fMjm>~@Zea%jf`Huq=YCJ=7VXlc!UuY8Woa^mpJSOu{
z2=jJ9a)rMS)qj0v!{&Mvir*lxKTtnamLqi$_7XT<CE67;<24Ue9?WV*or>vt28&Ky
zlH1v@AMqGvKsM+R**Cr-);0cGk{NNOlLsXuW7##MZYVSDZydseoKQ0&VRU<qdM1xl
zJ^xC}EtE##G2HYOT`_$<{kdSd`kD#0oMB5QR}_WCCZF);4U&1Wl~Z$O-N)irS{z6p
zTQWI7m%?(45!*JNLy}F?tVcPUmCW;V>Kr(wB}Mh}b?^=FFDw6l7AjZ4MxM-pQ#=%$
zv`7iUGz$?f_q97?aLBr)fY7RyI0}}m!~k5VTYt^b)u_NsWm<-wfL4UHiUV~F1a0_~
zEpXEiw`9*y)O%BFly3wxQ8jmU&I#Hhk-#R?pFze9Zig0jy-P*p>u7TO+#-m*rRhqy
z6QykqMy0->SS-oHc^loOFVb2kT;@*hlILFeb&xJ$qa|iDnsn3`Z<Rjsn{cU7cqpMW
z(z|l!P0KRZ>?L{#Yq<`<Q&p)Dj^iO<6E>zBAxp5Q|IC2aVKSan7wD?NYTx&ki$_!k
z74LywfmLmnu3n>^?I82H8xI@s<;hcx%bHZ!#;%|nsNqz3nyQ3(SFMPD4fNGi;XI7W
z3rbxWX<w0xlJ*-~ZxT?)*?j^$?5jKzNil+>%M{xR9(S9r1fqL{IZH=B1kW9J#U=RD
z9Ps$Fmv}{L1TRgJcr0@P**{VwueQu2GuANyb&JTUPr6&Xi^%a*o;>v|Is%W*dQ~(D
zBYqg(zfyue_CP?kxGHuDxPp?+S;NX1SY9!;e&!nkeo4&UZtxC4ltamNwd3!W?Vsm^
zbs>?lq)kOh_aa;C37Za0#)<C@eLtW>Lo5z?ETQh`_i{nC%jO777|Ps_>|2v@9xQ3F
z1WO?v^K6FnB7S^>Cz~XrEc-Em2yfMMfKRh*Jr791WKjeLDj`FHLo`7*h}Bm!o0iRN
zJmXD*HIYnS{>N>pC_L(}e8Q`bIpm(z=bverv=y_acofDP8eP_j3?(RE^ov-baTj6?
z$$lQ=|K9yrkrE?W*XIT|z}vA|0M2SiMzOe#R!hAn^ppNd;j-OQS>l=F)0*qz_Go=i
zD&xDY9i=r3QQO)9ue}XuF(t|c9EkA^jPyk(lGbxnHZnWcp`s&HD#Lc49O!6pBWy@n
zjniq6i3^ko_1`yuMI|sNiO+Fen6YT28gTyz<`tdGb(sGCp*6<{s7%(-HlS2%aZ>do
zQ<XBInfRvfe9W(wYldEl8Iet|{h0gZ6|BvXgW8stOJS1#MQ1{61`b6#`S)`(atT!p
zWhCDE&Enb+sGBHrY^7ts66;6)$oFS#wNBGs*XN6@2kSRg?7P*k!^&BES46IZI5>vl
zDu<FLHGz9vZ&m#a7`3X30T@2maOBV$;@iX6_$v*f^<U!;9dbAUk`0%C4}^7I@(2|i
zN=`JSkL5%2W~yz(s2Dtp2tZ<GAzC(_hb}iP4x?snpb`y^tQ`O+hh?^uF)6VJlR4~F
z20RSeD0?c6hiHaJX>}Cc&11=ik(R()=dL(QgT9wgnGEn<KPqkDoX#V$nb9RT130hH
z!2VqknC(|Q^#38k9`aju29B^NH?v`Z3sc=tJ>ejILkaA=RoaNdYu`E|Z{|cjY>G#^
zOO(?M_`cNsCB^(SKsh^+n*AvgHO}u7;@^3F-2f1Q8E=r*G-sI_O*Yww3@KxUmJ^&^
zNqy_J4qe6!B22z`*0Eqv5sv{+dUhKlJP))&y%a&fiZ${rm?O8j4V`%YgD?BBoV&?A
ze(e2-y9hGp6soMElR*<KwtRWmI)6cg^n#O}@P}E{nzv^{6v@m5=~}3*fOG#~-Dm(}
zqTmC-r?6rA0HSNthz@6L*g{rkG@R?#C@?y~KxrOTtzr0V{$j+v{pD<TV+*FkSr{yp
zqu0wZ6KKynr`RLDsr!EfmUdc-wdO0o4!`ltxp<DZJ6^GC%YXCfqqKzks5?nOS5s5#
zjdw>$@3kyJ+JWhXc7JSy%eGG>VS`^dsiaM#QysDuvRAEfaz<pLDBIwcxmD@jsdANE
zz-7K!6(Tpnh+P}euHb98uO^T>!A<vx%j(iPKkGIw&*+Fd`pfk_*Neh?{S?Tax;WGU
zgug8r)H@(WzUQ4se7Ld>>Y#dW65rlnVORiEWt`)c@%YFoG}^dbU+Hzu105%M`{i3c
z!%SgA?2$G#<!ZAst)VyazB|Tn^wx`h|J$<#lid<Nme)z<nrmhxQB5We{9iWw^-bKn
zStt#X^Cp|no0~+XMMk-}1vdsYfx!-*6+H5Ux~(Yi3@D;@&M(#dh4@<n|G;MdSX-V6
zi8u|uk)yE|rBO~ubnAx1p+cnyr*OVc^b@+T2<Qe}{xo-MU<<m#_OR>qP^2Gt*SDHT
zl|<h$j_)w7Hu=2!ZCR)@(w7SeQbh$qQ1)%_G+sUjdVfP4o`z0l#4Uj>Oz1T+d=KxT
zzzo6m?Y8h9_4tWhS;zPMxl+}XMFppDweS0<Q~Vcq2LqZ{hRFB&5T}$`l<ymr9V#4e
zrf*$~_k^g`c$I1&0O|zxcc5Ygtip(7hovUQODcGtCF|qA<Q&=HxH#Oj0gclNYcdw1
zxjJeng;=_(2rKE-4oh&72NUhz(xU%EY0%`08rS}o`W{#0$91}5M9l4Suy;YKWs-00
zQ$I=tqjMI|Oh>I}4s!DEyM?wt@*F#x6A0<O`a0iU(ww#wQe2N1TCgsV&0NGao4JmT
z3>KrKujj9JxBv}#W7f;EEmWQhOb?gD6Xt4~CHleZI1Jfa-qDwgzcBZpc77t?)@=2T
zvOdr-*iLEzvYzYhjXWp5x;|RWL{BBB+B8#ix+5L9L&ZTA#Npsf8yJ_yDOdCffY>f8
zywT+jJlI@FEORDmUR3N24ajkG{)Vqi^^Anr{Z%;nr2ZqsYApR#)D@x~?DBp@|IA)c
z?J|A)IQG}B%X|Za&nb@~noyCC3u$DgOXm6KdyeP3{i5|<qi_^XXZj!cK6uu!qzH`6
zU`08Hw@#|F(dXtr$w8FRY*)r-*0yWZ4ohxN98^~0rN4!s?&>mm*tQj0;aVbZkzn6S
zgjSp5S+)ekOTXNuL>qUqZ0OH8Ye_zpt<Lq&w;$uEn)14aa3Q<DhwFrDUzj;Nl02wZ
zPO6{8gQ?M{qMzJ#oqBf2%+F_Pn~t4;Fygv<bIx@go9F2JmE3)oh^}eNA~in#IvH{v
zH(`qWvoD6~xxtB<nlYo${*fi=RyxLhAN*aPQPM<K7z>RT)K0$Gyr*)gTGjdH^`P7*
zq=iQLeY48MspZcPfZjHxig+N8R=Rn#=34dc)AJ@@@#6Ym_kL%XL3DYDtr4eUHU4H`
zzPjU_?3csHg9@D~o#{VFDE>2%iLGQkPdVPM3m_D4MT8#3`t>tjg@x$MHOoSAGBz~d
zgB8>C3>u=FsJfrxw%JRw6z^&7K+scRJ}%x}UH5~6#+PUw#63h3Q=6kS^eUg5uLZn*
z$dI$Jn~KJm%7!cZ%Cfae#Za8ntGW%yB5MV9mT;LkND)n0=`!h=OI^8sNoHd?n%X8A
z-dWt+?o(R(B{&tf1fjh>6&gtlw1WmJB$X?c?$!YZCl#g4FS_`z>|7oR5W4c-aWQc@
z1^f#QLFre*95MN)&Xkb$C_<&CcBd)@n+y2x3m<rW<x1~E+Ne;y9GMh*CDF_^c)=ur
zd|fyoLmXq1%Ptn$y+l|(?Ca*iVb7Ya+@PrpJ9MtqS-4cpU~~qL?wf(baYSpO{^yQ!
z3#BF6BA%3CUpC?m3k$n3zp*<q>XE|h_v_m^fviPYzlypkaev2uF+}}6Ga?<Z_gk62
z@P|KRJ#4=GW1dU}qK>=zo^UDcW)9D;!pEgrfqG>E=KdeirT&*v^>&%CH3};cr?5TH
z6q-bP{sl^Zx{!*2eQ)4;4WIpM<Z&rGp*|CnY67+|8lo6S5L!W)_Oq}4kGU8Hi7z+(
zwIUh1j8Oq~RIIs&c#)CRUo+gv57OIxid@#?vlzEd_RU&p<EP05l3#>!e3NG#UP#n#
z+fld|2~$GKrnEpTF*IB2l7KYM@-j085$|+4Kp||y1BG|&7QBz-MKrUtBcpM0r>36x
zZ-Bk+Ea6-1KeI@bWlEO#z$ly8-4`{WzLv9RRt<1iuGn32x!={?tj7UKRV-3|M_}`w
z{Y3FHv!r2ONrzQZ`pZps?sh{i#0KbyH?u&lpT_zGz7&R_wb<q(RJ~tRG`{|@DNtGC
zx>e>xV04JDT5g{6Tmu=q*amC3Bz=~f(9;db(yCZWtjV#GyJe7UEw>V;T~FW4wQO-Z
z$auwy1_(<krA;6yV*QEnlC`Jk<6}IH;z!^|gpL1B?Y@q+9U-8J!ae8Znwq6&igb>v
z)$7@F<CV=7<1jkc&T{ZrlG?1xP%PA7S<@H+m1rqriDx0rVo=StJVj8hEPsnjN;6Kg
zNeNG8afsHkkwkdYGRJ?TNtn{R>PsU8A_{h}V3Qd|`ptLw<-h#3rDi5iAgH?(=jv8J
zHJ`yLC>x@G06+#uF5Ys0w>J1eSIek%^mT`wJSAU0+4>RIi6;llvBOTy+DE(@#Dr*(
z;tdiLsx)6zFhTn|3X>1iE(K~E9843fmlN{`l^Uj_oD0zc^j9TaK13=o>0X%`rG1%+
zh)DYZ)6|(#@+N!}4P_OneAizDW)J-prvFdEeX#w0fy76FzU2g?S};bx#_H_Hs}So+
zP}rN`^*}M@pbEu2T48ov74X-Ac9UVtwmj!8nr{CZg?0T1^)uP~)935rt2sL^v}no0
zILy2?MrZBq#q#`~!_e%5=DBy~&!|_lHfrQG(AL@w^Br3F9OjPIAhJWJ?KC=|iJ!?l
zN2aGq9CeLmvx8I9h9dlXso{T{g5Q24^RHZ&^B_U_F9!FOa9H}j&joz;ffjJeer1)=
zgnFnV+n<^!ld8Fo2b|+R-ql^wB)TYE<_9%cP|4KT?yJ0?$>P}ME3O^+;09rrAIcSO
z*C;mNIqxB!KgbdAQN)OV(_T5TK_!cQBT<;2Ag(yqqSLA}?yPpLE=FksFEge$QBWxZ
z3>r7Ay|l`Qo2c0wisLc7jT<n4DnP`wf2W{G!M>yrrR)?Qoew6mBBb&vlKBcFrI}s~
zf)R(;rzUF<DR~SA*pFg1{mx&Xo|<KOogbMl=h`>#J>H~NzNpA;Q{&Kc2T~Egsg<cv
z-Vz#mdWCJjVkU3rG_CeUeh(CrOVkx*^xhD)@Cazmo{|lrV~km%dH`ggFPm1VFMKyC
zAVXtF)o-wJiMVq)<lv>j+an+DY;HhfFwZ8dG3=+NLwCH)<Z;0fjF=%XA{UAgpb+am
zeX=P`ZA3cyf<5QUYIQ;*B*|pjdnBv&Mbmpp*PKP|?m+=qt;!jNx{8E3NQy~wL43R&
zmu(Pu-bx5Tqo~l%S;6^sRIHmX#01Z&L1z95cH-BT&N6r!%URMnZS?G=H*(}4aK6MP
zk5ASIliD3+Q<i~3aL6$FQQHRp!eLE;9m{uvgH%P&3GhWAlz8mmYUuIu{Wwv-x??-j
z(!2JUHA@vqVaCgvEOiO8_%-Kei0Z;`-WX>i))?`y2y}R_8<IOo+5M=oMmoN#2?+e;
zlD-JcJLB#~f|b3mOViAUfkI^)RifWLdK3Qyy@LRA*;4Q<a@B56*VS?NRsw>pgSsR*
z9E~NhpY^0ehz}4q22%Wp*V$r7BJCXKj`Ve<sKm+{<5l(-ZF!=wihn0`l<me!3zNoF
z&KXMT`^nk<#$l+Ud(P4A1?o1D3$_AmZ!ge~MKNb7G6P`?w+rC$0Qj>ah9G5;<8N^0
z=U)nip8r9i5Vi|iMR}xc*!oNT0c@4Nh^gdwpD}x+@um>0J-m`ir!u2hCM_I!Pwrh{
zjw#D!UUdo2-DEs|pkc$ocCjCWCFTJ1f()8rn-W*@MtGD)wLt5A;<^zvD+3Ly>-r(K
zFV)M&S?OX70ClL&g~$Mpv52QwPN~g{kC`a}I#Z-@UHntlC1L8FcbD1u@jH{6{b(|(
zYv_ilK_?b99oQd-frn^lH+M$E;F<b7*8R-fG(P`v#z0UViNJ*YLe-wZ=kH}A#lmjE
zAcSn$BOibj?TvvN$!ok3PgfVW7JO903+-KP^lzS1RfmVZh5`MNC2G^A^c&5AFeJas
z`-9FAVT_*p2~>fx{T#m=gcl42S=O2SqmQ=Mau@hq4Q>i`yakwzqE@24i}x%2S?0?U
zin6@0US3VLfWliW-ZRvr&$ujsI#6i?V0FHt4$4E0qQ5vjv+}>Nwto@xzlyD+GbxR(
zyobA{QBsI8CphBmGVw{60qUXq4VaPshU<$m?r~^m64a;jssxEr$Gr_dJms@P4$9yH
zO8;%uX7EHYY4v-$si^W&ahc{})K9%l&Ny$}mGr35*3%4V*qf3HO5SyV^>yT)oB|ja
z^(z~NiyM7>=)Sm*255AwR$Pb#E&4xu5{U2q(?GwacYl(e;?0*Owoga`apf~->=w0>
zmYRqT$tGXN#Y2R-E0E7V?VE>->QhOnM{6`2y)eZa3*P(o@mLeMfbr?vK`v8}3Z65U
zuHyga<C5*ye@{S141N4_HZV^3NfcA8$sYTl3hoCLf_D-sS`G$2<88EBE3HIKTe(8X
zq-D~>Au8~S4OIHLj>txlreoV&Mr5*ak!@Y@*T$B_1v*0II>RKWc&GwS2!_X|g&o-C
zyE1N3eEfR+U(D*iM`y5|cEt0S^u>mX+<yA!8EhM64P@_-?i&W?+P2olFpqH%798MG
z7gLj?#J)R-$PGr{mnMeZGC2#zQgwY~e_lA$9{(acS|eb+@|vOdXLCmN{%dkb9D}I}
zB!QInF^WeHNzASO21S<Ffl_ZNtHt+MgqiA{x9?Y)_D>3xKDw|VRq`Wz3Q~p_7{TlI
z{zApA{T&r|QxcBMd}@{2|4W7H!k<;BzWP<fm-8!LhErlE{;P|QWKya<!~aQuRJ?NL
zhI^0w#;c6|3ia&mUieV%)U^VjoBy=Ys&K`jeLHc|L{1>r-~Q2Zl?a2tq?xIl9i}Qr
zr1t*4kz9XfE%UUipeXU+h{`aGH{Gf(jA;vUxn)CPLOBqy-FCxas5+NtgQj;|wJd#A
zbE6M>G(~>8LTVg~<n|o6aX~<opORbQk2c~9VIoWfR`Fj5ovYsA%y$lXqmh5V``&`I
zYv$ecnS{0zKNj_dxzlNJabd_+bRZtJWo6VSK(F56XIJ|pNmF=K_QhRa!<YYUY<#0w
z*w7ACve>-sqLRa^RwL}+IbY=ob>Q}=@+&QX@Pd`UanMFPQy4ML5=hj9*<b%Ib*r7W
zhG(bi!!pC?6NckfMnk#UM&EX>zQ;;6n{I?>|EIn84r?l1+r<M)?+8do>0PSyrqX+d
zP!vK-A~kdbMS2LmNd%;a8l-mw>0Nq9=^aEsM36agX3st|v%kGh`M!OAzw0{Zk6de!
zthHF}dEckp_x)I&-WG0c8*dju6K2hpZJtW)X%~1JM0eMJMJCRw46@cyTOv*@ysz)H
z)nza#vUPpziGI<x*<dB%)sw?0945lPKh*nnlzIxnV5*y9c3cne;mpx~Wms{4f8>zI
zz|NdaintN4vN%n0v#Lfs87vghE~A2%U9P-iQCi(9lQXHWEF6Z3c78@YI8+Ao03KR9
zgYjFzie{+iMGHIA*Up_`Ebj^S%t}}HVBGhdMO6IzW*6ds!^Z>xZ^)y;x`+D4$;|7M
z0`yJEyo75wx>_b<`N+oP5{rj5wT<vqfzNfPvf;xzBNRl;0P2Bn@{UB}4N_5N@qto1
zRs!n|7U~r0#HQHQU``_or*+q}g@wUhP1a&cru?@@+BMT>Ow#t3hWYW;Sncb^L?#rP
zvXoa<1f+61GfBMMVeNj52YNCA(<OYVn=ZP@-t2DHQNq56yWvX3RGURR<gINfu0&hD
zS}@b3;MlX^229iz|F6Qj_6OeA;wpRUm2J)N)zu~T#Jiymma7#RS!5cDq(Y+I02^o<
zZSAy{2)6TK?h^ywh9_A4bf@A~FL;X_*2zY)Zod<I%AQfQRseASNJ;t(gMa_Coq4cO
zK3}(FIs27=fABkU{_p5#OyxvhF@9puNaB`2YfEC~iV~N&DDfMO%`5#fi-kGOrv!fK
zWCI~$t7ys(J+DnL#Y(!h<W77^15y#*k<9YNS*tQrv|ZT9hq+O%V9U0oiiH~e`Jr-#
zqJ<M;;_0&4wk)E6=b0%}v2rn<4T6TWqlRM>sCr1CD(zid|B1bn*U^7@-){huK8|OA
z(-(&Mu=>7bIV2g^)%p<Kxa-}2NMfQ=7cWvco{8i5EtThN*g*N^gEx-O>3GN8uyYz@
zLB7ie;g9r*N(wyGqxv<Y^0g|coCYtbv-mv$4(Gn!bLgzQWkA2XA6bf&AHfE-U-wfm
zJ$Uj|{hni2+O1VZvd@>sHqsVd&1wA&F)v1S&O}^6(i58|4)$>i<>It4i?`&OGMxEF
zYyD#*P}(p*ruFT<1VpwCe6ZSN+NFH$5vTA_qHQadA%yn~U|U;oBac9X$I_P#9w_8C
zd!Sn$i^;YB&&;0V7=vhe347RJ%&&{xDEIJjGxAWa%vj^mf>qRRV2K5%LFLqXZ1Qz(
z!(d?0^~g%lVx;rpiaDv;_nF5;QEVnR$pd*%?mUZrpG=w1){D!K7!Yw5Q1!e|l1qG!
zezi7|y>hy+$&-`k_$978Je@EP>|}614*MwFPokoD&usVI!WW6uWyQ#=O?e{k@?zJ#
zFTVhMPTtvDYlFZHo@uFk<CSV=4U6s>8Pk+Ws$6pQcVBmw7yJS!m>U*$A3T(UqQ{@f
zrnz@}xywj?Iv7zDe+?^A{4CPVJ1`_~{4fhz{-K<CLQ6S`&h_;Ua+*L+8>}n=(-1TJ
z!1{t(1xGGmoRr5@cC+@~!=m4L<G&6R7~TxvRX%HK$OEE`>*n0n{b(2#wh`LT^T6tr
z@<xTV*-VgRzU)b&u;~H430r~$O!U!snnum6pO0<tE>sKgV{Q3`I%7}`<E=LuF#{$l
zCV4A++Di2q-CXBMA$oJ)AmiiqDRZ0dAKr;KFCcYby6NRNQsfi?LjGhL#*9gOO6S>L
zYXx^>a}i@m#eY$YHT=)9aqm#VMOB;{%rNnTlNQ{Y@7CLWzL8HuX)_*uId6vV2=C$*
z_{#tmpU|(J-6LJ@@MHgaQ=Jh7Q`rL0kH1!5OkXNx{92p~Tr3@WkQdw>yV-O^0DcSH
z{(8<S<mkE4w?3^!Pg5MgTQEuSko<{G?+CQ!<;}W!wRjt<Cs_07vZG3>6+5l$H6&1(
z7?*5I)ADQMTSB0c=AX#_Hz6Pd!lxGq^UObhGq-=0l!>&!q$EPKL$e-orN@n@`?zrg
z=f*+PaX*l+pLBblo0yy@T=)o;m2OV~XC6(IbDTV>j^)8S<}Pa#9I~RC>oNzYEwj|A
z6^6Dvasx3$Ug2mok<T~~e}%IW6V-$eKPNn;VYFjv%Qsah`WCO`{Q>x(S|fvU4iF@E
zLFt31A-p(SRasYw;Ar8aU&}o&^%|P>O`l(}X$`Y++^I=?m+1-bm=wvXg$#`gSSX#=
zEU#v2{q$uqljy(x6lR5IYO^5$6`o~Z4Z<$F@mW&b=3%VW?}N-i7gm9~<^DJ}5PACW
zuP|8=@iJ6tkCf|3u6|>T6O1iul8%Og;fs0r6!o0bu`JM%fYT><1j^g{{&S~W;^LyZ
z$KJUXoG*_SfTclE&BX1IUE~<fmn=LGJkua9E)-9OT_Zl**HSrA(+s|c$!b~QDq%Ow
zmED~j#PCCCw>Bu50Tqgq0%04;@#Lh(v6z&+lp}o}IIU#a@>x8t5^hy-u2iM8%66@T
zSSz0ad=vMvz~ill?KkFIO$cb9PV0}G251BMdO_nWllf|Fb@=HQ83=N@(lJ>MAHLbw
z;Kk-g-9~Se+H;d5JBO?Dm}^$FSv)7w3Lxh)IDfrs`EtqvY#2op(C2(P_lK}x%jJqy
zpSlJpl-2-jWOvAp^=*p7!=etQh9~F5m@&hI2e0^)fb%0?4dLI@U1{Zci~pFtD9D74
zN?nZLgmRpohc1PxnjEmJt;sE&r7U3Ize*x6^{g&AX%|;@3rMa@wav_FVz@}}zo74g
z!DMG{Kdk&SZ|uK@Aatazl$&%@ysc&0p}efSpyco(-vxU*eJ`$WhNQeQsq2eh>1BSD
zM$#VefrQ<FiQv8HO%nleWZA=S!R#~2j?YOpiW*|I?lNv6Oc~pSE=D#^#WSf7y8Jy;
z`?^7i9;h8t-bcI<&i5i~zHv~bt3Uk|FL|}6L${VCbgV|p@(}rnt?GqxWfC6(_HnuV
zn~P)3^e_TM-gJBKVS&AyvEaxC*!=<G9uU}tNjAj)be}c<qzsCMDQ;kQsBjl#6P|~b
zXLNbtKTq+qlU{uvW*e$0tk5#bI8*%Cao_NX-M+#=3z~#!o=uE0=y=53-Q2jfM#^1w
zx``;$R}&Dsi^V|0;GVSHDx>89#n(KW7q))vmDe}sm&TQ16Z~xkwUZqqPrmd3j+B5J
zxW&{K`++Ch{d%`_%gaG;G2_^8xV3*p1pUcw)K_uJ*3>J^aFpwo&hsFrktNOlKoT0u
zrsA-T3r%RAalI!<$KPg_{7F4a+iXf!gN`$NO!hq%-Hv5pNNLw`V4|(Tr^*Zb^D=ur
zTGQge$}!+xeVr*E(+M4UmRVNv5&4dTX3AtvT+kUqL>-@uzGr~Li;RJ9MDPQC9sZn{
zbXbkgC<MAZ7OLRKAR1*c<(fD@)-nXbQA6i-BJEP|E2Dk^0QW7nNg$DWbqCo(U-t~X
zOA!3SceRzHK8mfVck^aU)qvfd{sve4J^#bQPzVMSV5lL0>HeFf4HeRLcLiP8;%)WW
zZe^{BZ?|O0z&BfzbKid+4rI6xj81GfNnR@OU`Hc}F4$;bu1Pl>0W<o!RswBdM2nKf
z^Y>5YTaLv7mXxpdF1NT*>sq9$5G#$tF9VzN-G}A}v<RLx>Xy6_yMh59=haK9gf!@9
z_xSJ<-)M6Q>1XQpT;Hb|8he?#9eWaL?oyGw+B4rl4SM-HJ4dmTi3O@cQZ&;{<h{or
zd<-^p2tiZEmwXR94g0~R<&m~F=|n}>+tis~({p9Gg1gpU0@!a^v@wjkD349L-iF3M
zxR))q#l4`^Em~ZV3*We}_NnEc65I>__o=;Lr`&jAx##7!&?f9%IJ1;&aoV@a>AD4(
z%1HyEr4B}8PPQmrGKis2*amON%Wu1U8t0w*7@#FTISU4T-Ejul!8>=?4BpXAk7_@u
zkY2sJVfpC2p0A}>`8(1b3D(nHQ}vCu@uD~T$eosC_G;FoQxqv40m747r!bZB#hDZ%
zf*xq=c`jFcmNNKOUs*sVQUfzRD!%_i3iqbiPfEEmRoJB09fJn^Pa@?06d{%v4=F;B
zEn{(3vsQhR(F<K1>9zJIClByxD?!s;EWgYnHHf9DA;qr6xrkIN5L$x4=NPLJb>E{~
zO-06p;d8_B*vH3jY=gncn5geI5e}x51^5*Z`p*n2a|g_gB{M;L)$aJYn3pJZ!CCai
z%OagX$=p>S1O&-qj~&3IliHr`b#l6YpO(*A?WgZv%Obn`>JvH4^7Z3EA3u*BZhnjN
zm|aNu#<IX1@yg6)!*wm91PTf-<ejLTnZ>_;Pe|Tdc~&+IQiGd=8bdEk6+f%`SLf`c
z9px#>RbNE5uLzIVpME485zK3DO&jvOj6&EZ-wjmB-r~zR>yGBkk5`tu)l)LeDW?ql
za^(Cj0H<TIC1KBS_gF5xmVcaBSrVX7$SZ~Zq!#VfzQ(lE+IxSEkF9u2{N4c{b@Go-
z8VQGddZr31P<5NPA{x!a2(`ygXC6pWmw8KnS^$P&hbR^rhy8WB!a!aC#v~4N=+oD)
zJsJDLAV1hVQE!oL5wGWm*bIpi4xFwHlV+$@jo&)kn%$|vL79-mOB0?lEK$BcyXs#V
z{Mym2X<x8lcJB}b_?`vzGU*$gV~d7&T14XGzIo@=5x4{``1}<<E!EJlx$+C(cx=Za
z<YUMKyIVbSdtCZe$&`#3{C2WIQ1U+3IGk6L5Ce+%*9o5gO@b?C{8tp9GSI_<W6Fyp
z?2b%31nqlp79SV6z1PR26>`nxF%|t{A>NyGtC2nX+Oyj!lczQp6Uirt&6cD6laeR{
zFiGF~RWIIW^y^Ol>W|9&62!9GukLA?B%*AMMuK(Jw+f_@HM@PkgNXi~{WLH@Y5*z%
zJyTN?wGLuR+|ST=79T?p)&0Vc+*6c#sb}_RdiHcuZWrB*^I!A4429YU&+?BEQyud0
zh|*U()!P(Xf_=b@RY&!(*Z_Z1Cwxiy+y**@ReLY$vPYta#O=>XNqh|Y-dfZk+$dn*
zjUPh8=$0ky($7}oE4NAfybIQ}Rle^`=ssTJ>A}>|64vA%4D8aLsYTYqLhb^vH0P~m
zb(%ISch(YpS6}nLWEYXaQQkwU&Dq5;>E5(6F@@7bMBF1>7t#?nt-7C7)tIROxA!v_
za87@pr6vbCOj@OGP3zARC2kF2u8nx=J+J(-#EqbD{a9be2tq^LqT#T{^sUV3ObTTE
zrE>YkiSyEl*A*`?T(0}JBuOj;xVT4yaq|C};0_W4ODM?C222`qJFy#HDaMTy6cso}
z4yh>8b<^Ngu2|o#MUHk!+^<wfd>y-~&~1bh-@*V~lf+Dug~v=8_1{m=FNsrEA}@S<
zpaR`7O@4I;O^*(cYsm9B(i#Dit$bffb=z^}(9W%pmqE4Do@<PzuYFCe6J=ByV@J&A
zpSRY;3R|Jm&<nd<g9=R<UQuzZO}YDV)*0jKx6#hF&5`*7bWr(^olVXy;g4dXP96Hn
z-2#g`nAA|Vi^hjt0B*uOfMJA&mP4|k!2J91aRWGk5+=wO`rQokF^C}XSo~`vKtzRZ
zPw?ooX@@-Y9JsvBJZ<<FK$hS76!adIxs^_()R)XyD&akyc9(>H@hJ3Or`8-Xw9V%e
z)_h$s4lE<YQoadzk5b~5P#k^a$>OE4lC=q^P9JV-smd~xd~XT+lzMW9KG{E};#H=<
z(5ZMoWr-AvKG2#(mCx;BD98p7n^K^b9~t^udVo8(ajdB3ZvssJJ{pwRmya4UdP}6z
zW3%*t2knf^JUP{qA*X0QvnfGwzUg|ncIsGGX$RLk@vN77x*&Iwt}@fiL}96N>ibhe
zi~FOhqZQP>-wJQnPv%S#KRw?6GO|1;J_a`Z==wI+R^C?L=E%e$jO#&SN!8iB@}tN6
z(f)Za0xs<y419`rua}+f4LwLNY-r{lsJgEblv38l^49#>5qs+C0Z^S@nKB=O5k9NQ
z)J*TWnFse0Gc3KOmm91sd<XN`{*>|$C5D-sHsQpaxFpb#l{vb8DL3pEI~>)A^YgK$
zq^3hroOg7;-ST)Y-FuvJ^%i{3)rD-H<ALeUa+84w-|J(!{KL1)U2Qg@<a(sp<EdT4
z0d=a;J9@SYWNcAie7J4NfNd`3xlkV1<WsH+;KHP*1z%}Ib8V(g!uMji-H)LyEF9gJ
zmdlyPJUD7cmX#r!vc}<WY8$tkc>9oI*p{h;3MsJf*C>IFuJ6x?bC>k!ED<l|@Cv+k
zbJ*}(0K(Ret6oXk(T1^F!R(+xn+{Oc%O?BW%6+4zLcgICYohd^4zVM`$}K<HE#$7O
zsGDtL?2iHvzvGrVZJpvNQw+#LEmiO05f11C!%v_IFg}g*Ur+|fKdS<5T-Oe~Zd_g2
z(_JvnTNH4i*_@Y3%N!sZFT5E%US0OARYCKG){0PwJLn_Tx7y76j$c+=VrH{m%m97l
zriz9^hV=Gn=~ph^sOd&S!D8=c7ijE;%aUyP+_9yIx+8I9bE?!0mh7^kL)(NKrLlhU
zQyEKH5#nH@w(!D;a$SKBm91>U^BVEO@q7in)Ll*;hgX`6$J9=_F$u3o&ldcrx)--m
z-nCRG%Smr~ig%?$fnLR_kK6rcFp91O%-N%xs#p~DcL}d%a}70>1|ZT*esZI<sA>7Q
zGUXCB8*@9|mU0WGlK6?X9Cc0gpYBfX`&o>S%YU1ALdCBiWgHOwsyr9W@g&>-Jhy$R
zmQ$)%15}Y7uhc;+K0LZc3$j%%8>YP$Mi~E)=<@e2QE+!_b39hfQs!XSNOsH_h1?h2
zNjs59w4OE@aeqHe+H~!b^?rKDqy4rqBg{Ik#Ja-~V%I<jVsw@pg=`3V@kJNSnGBoY
zZ9P$HFfo9)4nZF9J&+R|G6#=YbOD~ogLZTlZD-1u@17)j;Q1F9a^|=(%h+N)9BAlg
z0q%&!;H<P-G}n{dxy;t5P0&cKmuBApNEHJLefVN|_QvaKV>|xr$S3~Bl8k*CnVxop
zm0)0Kc|0LMiN?!RjUMbrZ!%=YPGrHca=&r}sN?gN;PL0(3=&6`Y@3?YSHSEfFnZYj
zLL!h1p!PM2x0j#nCcoPpEjoo`0M^h3D*fOXkjcySZ2ei@BB6Ih-U4KLRZ58z#XI1p
zRBBSU1AZFcdv0Wl>Sf-1>uTs(BgOGKpweusafvb`CO_n2M%&(zI+=)=FO(&{_~J&E
zZY>5BTWsn5yKLysQp&#xUHDUE<)$2oSgi1#=2#I%#?)u;N6d4Pk^BeiZAay>`sF*R
z-cI}NPZo*4Kqs!09jP~CyvqqOx^Q5&0=FjXOh-n-L0a1uW+@UYBa{~?E8nXTwPIzv
z`Cjs%;(ag=gBtDnOu!_z|4hcx+Gwp>&kk`O!0WO9DK~XqoiZ%-#?5JQP;r4oj!+)+
zWJrO4JxDVQ;}y&N8cJgS!6E;39r4po?lFF1{DL*ZUtdiHw4Ew&$DJ@x*fi&*Bssei
zl|L3nU5#6#J-43Np$Ot{j4sB4uL{9FGQ!^>!NYR22e47j&+Mty)k+(E5vW(9@aZvG
zP62f4>i%8(jR&!OWwNob)9lkz+G2MV{Tv*=ypUs>!nl$eN*R9PqPt4FP`Wc(GwRrB
zwIA&Ih#;}HdvG&Z9S4eZHsQDwmFM&WjZ>gUv&MP0(#&{kX4-A`pzxM0`mDp={BNdu
z+K*MeJlH8DQq{M_hBcKYoI5T1*?JmBrk)aiH{t3m&Q(K2*_$|eY#4p!d))2vu`%Y|
z6b+sHMY(mar=u^mfcW-Pqw@05X4oLko)u?$Nq4cLwL(e+F{%jd3^1C{#!`vZ@J(Qi
zyozHG#hPG^9Da%bkLZ}#zoButG_G5_Eb|~k`<ARR_{zpEr%XWTp8;bk;WneT(jk_6
zz8*jDV>k_I*I+EK;09q!1LfNFo~n6{*OWNqfgRU1WE0{GCh`e+odqi0X3g)Gz1NX5
z<!qHLY))`+=tPXo?)<6Az4ct#>a1W~_p_X4l4b^_hV#<`F8KPVW39J?*RM(06na9!
zzR&0~9uET2&7QJJ<rlc~a4NWui1tYP<Zq!Q(f;S%!kxmg%ePa4dp?QqYRh!FEf242
z#SwiK6e9SFa)YUT?4xDcOF#BZ^drw+A&!1C@}?Xr(kWR}HSgG?E(bvS=t*aG7mGBB
zgfyIt1eVyHvU(YpIat5T^ke5%iy<XlPEnbjacHFoM&8;GWn^?=O(;8yd>2S;YqlX}
zi>vX*e{7<hJ=~BlZ`9+{3vxR_U$k#`o!=NrUuS!=u_f{A^x!CaJ~WD8r&-o`B{Q@b
zrxgcm_AStE45xO6be26f8=n76sz~LMHC;BRo&BoIWQ2b|g-4y0iSf<BVh;gJk11-+
zs)&*JtgMwyHA2gT*F67u3$PYXqp16Jk07@fc2X^O$={KLzoyLZ78GVR9w_3&;Db|F
zO7?lZO{+?84nu~)jjZ==wxPY^es2tpIc6KA)GP>51y<ZAGIUdE{5q?nz4OMCtG7R5
zafRINftJ9P({Dz0#K+=SP&d|u<w`0ws#<!Yk5;;`()`I|RUCwq1_PlQlYU;TG1j0e
zwl*HcT=@I%3>NxAJifWX>Lk%W<B#8peZLj`{#8BfKLvAyU?7sjKk*2?il0h}i}x&-
zjzV*?9(-6-2XL{gxDR`FttM5-?JV*?*=eJD*`v>&C_5r8dRD%FV-%w0cw}(4r?Fy#
zl4;m87W9&ViVuA$vYEmVo;?qkT4J;9jk2JlMuBaI(CCmBnorDAdSP>-DG3YnP!pe6
z8Y!XW(CKi$wR+%5)B&bpN1Y5Eevf1ydP}`g0{K+5-ozS$BGrFjDtLtBLp-CfDrXB7
zW-3P$kGm($*Y_J+&D|k9iKBtie1=r2lP5k1J+!wB)}UynR<+Zt*Q0d39&ZqsL?7~@
zK3`V|d}*!i>+S-vS7>>o<tMBvTW}J-zGY%S%sgC?<Opbv{*kZD8^+KeOFy4)@Mz-c
zUc`>3mbD~mhW9?929W1Pa?S6xSA9iX9$}0o87B@cMu+<r)kL@<(tW3!3!sNf7Fm<v
z_0%P|9VwiU^=%(Ie0S`gt7ED~SX6Q)Bjajo)+2Kecjuj0B{b#gav<}rQKA&R6l2u|
zG+xx)$SM}{d2==gTF99I;jA5UiGWe`K&t|bXFS!+zd7oC`cA*8`leW|ZcO=(L6EmS
z8yrLXa26ckM%rWD22f(<QcUQ72unpt&vT-)9~82_0J*zBp~_>Xx=MVR6PRGY<D+41
z;~iBIn$uxRHn!MW4W6e^+Wga7H$C@uG-Dg{cg_k%S<&4!;_e8F7u<^k?KTJSj$`I>
zj#6c3yzl+6VH?_t7o_3@p_y)E)Pi8Tfs&}{UHW|bXB>s@4P;HN+J0x~W>@zTougI`
zIU)oI89QNS(F$CL=(Igmv{BzV&C?stnS4B4m8c+eb`hZf958GgG(p|(S>L;5A!$oY
zEOK#L`rR`z4&RF9HJh8(cW<;tx6AXY&X4^mV0w{+%&y=Aoz`RHlkDnn3hHbIO-`R6
zquhf=y*KP$_xZ7-ZR+W`1on{5pDo)jWIAI|%Z+_Dlg_phNUx5@(2S;`S+*JYzL*@d
zm9lMXiyO6?4Lu`b0=~(aY`HXWuZc+=xE1cXh+(YoR`W-`t%+5nJz8#xKH#0v)2`~l
zy0P)pgO68%@Bx}Q4W<PTS__7ww2@7~h_ELxN4N2ce!g)11Nd_Iz&zeZD*TvT9BJ;n
zmmF#{5Udw@wc0=qkZ(_)5O;fS>dVk>L5yYN{+{ameaVBOLt(1=HkU22(zY#I-9a=h
z(fWb9I(jQ3)(Y3P{t8NaN;?@aV*-y>f(*Y@R8%jhY!{=ixxXIm*D1q8TVeRQExd^)
zg{eU*s0`|OqloG*N;(#Jix46mhk=KZ{KM3and<+&`qP{k$_l_1;Q;5x=82aU5xOuV
zhlaj;+cb8Vzd(_=G-6c2PL_?nXgV2BufEspqcf$K6wT@0B>SB&pw&b<mNrX#Q9_i*
zFs`S0P}3d*_`$#4B{pimgsDCwtwBlLeZW{~8hOZGGscPJKl<c;WEs|4hPz<HQ18)o
zCceD9P_WUw@J@xgdoT}5qgzGG)}ZL?^NfBxshVnP$aIX~cJd&f{ND10@OkN2VQcMp
z%|=4_Bq6>rbx8j9?Zn5benl^`%m-9ZZiT+J`Ipvj=onZ}$aJoJP*Sjg_Zod}$ASH>
z!p^t)Mh!ErjX!{qWzre)c3cS^h8@)XVfrtm>ECqTtcVnhcV|h)zflO&F>2Jy6VRD-
z^WV(WvOM3@8MXo0IOP{)|HE_n>2lpItl~om^`U+ygzjis_;@N}BR-iD4tVkPqXl&^
zLK=p%rq5Xk*zD!-yWM8IPn^zSbgYiyCIcxq*S?gMaD5oa1v_C7J#IGyipcvSf=nBj
zN~^~Ok(ZivO;1Bu?ci$|Em8x4rz<WEKJnD;M^>2yRp5C~H(U-IEtg)1=j!+*T*9;w
z%81nQ@V9M@enT}dA?8gpC}oJ~(|{v8yBt=%>RTd}M4x-E2YFd8kp$+>7OXlA0b>f5
zSq3Z*?*z_|v`(_tSNlzUNMVebS{lA7Ayi{{CsA~g`7FwBg^AfWGpLt7WSiGsXVVxg
z#g{j@UjsfoES%J`RY|J$H%@X4bmpzC!q;P2ezFGNdDw=aA7ACcdfd<#)=*q-8|bnr
zsc&b7b+I)063Rg&no4Cgu;)~Ve3u-w`abcl+~Qd`NaR8yHj$XAyK2!5Iwt;@thY#s
zAod~E=O6u4unFqXMPHR8eOA8r)T+#ojLIwC4V}G*z#7JKQ05rgL<X92Q^?^7IpekQ
z_A*m_Kp?+M-@Ow+fUy8q$9IQU<dHP$dh2Sc;$yLrB`DmOVna8j;OWfy*Jmh`wEKkI
zxzPw7r+=bVsUlW0y?3BU>|=!J^T$H29$hK<`N8<T%WQ)cHnJtfXRQSH)RSS!Pw-Z(
zVc;eiI)M#<Mk9{;9#B7KxzNkLFpTEd<*f^nLW<_ory+*T@>%g=RUJE@bac*B`+V8B
zfd)jrgQjTk9h;6LE6v6@UGmSv!C#6;poN~R387qkSuw8Ciw_ccaLgRx8O-kHNRD@N
zo_%>zqt*cqHDT_3yOF!x2kL4+%awo3VEkKht(gDu$6_)TVaW8$>~RbbvJQcPL*i2r
z;^U^m6~!ZL%$s^rXo_7}z2^r9-ZGJZ>opwpUx@HzS9VK8h#L>_@$k%RA!d~FoW^$C
zk}|*4FN3CQ{UxmBxCg>zr!?{)?>8Q%6)>Oa*Am$!fism(ht1S!l$u2FzZN*e_haFv
zA~7`5<U>r*XZXkS`E@<N`&S5saIw@KdM_$K2fd(MwnNcwkMV?qFh+8p-z2IilSUb1
zh#geI;yE2V&DscUW`?*|EI@~Re6_Fcf@hxsp(cBsX%srcb_*bd_q@(Bo#Xs_?*0qu
z0rb5oi<@6PHXFwt!6+T8;K^9pH|lN1^UGrk-u8wu+9Xq)7MM-pQY%vJa#M!_NRu0K
z;kcaKKTqkk@=r-rjFb3xB_hmw_uIP0Pl8}BoYss7e^`LapWIA4j|<*Cc_jr7<Y@pX
z3-7MheV^f5WwKs7P_U_SF2B-}F@A9V!Jsyr>?T;3C)KKIL|ST>Pgm#ja9HxP6GArR
zFloL~Z$6YZOD1*T%ixdQy;Bk`h>1;KXKZc>M6;Lz3Nqtn;sy```9v{p?4KU$&zpE7
z_)o13K3)B>#)VOi#9YYFc>BMiRR=bu(${>v;{q<+;w6a5H0Znv>p=0g%=oQQjhD;2
ze922xFG36vr(#%)<NO*{uW*>4VaKX5pxAp=vm1!eJT-;z`W7qxgq<MZ{mCTWtq-Qu
z#j^wgcYKX#;x>t5b*XD<d1R`26P@_wyNiN1XcBeTWFkAx&`F&>RUO6hS#}~Sx83Bk
zrnYvxQ<2GnB8YwJNz)u(SKU;Lo=J{}^au0Vn7$GPP>!EkOEcxtugEYSCeQf4EJ?k>
zusbbpw$tV@VoakGkbz-b8GN|&AKd0&-`78WUnmN~(1`s5Vb;8p9Cg8WgE6WhF9VA-
zz7sSvIDG#oNs0FNDh_>7bT{~%db3kI!pSF5yKAEjHeDljU~46V5t4uQUatiMPQ^bh
z4@|0L+_G^mwg84~Y23!6X20!j*+b8B16xFHZ}e`&0a_5n|D{htVz_rhH!3#Chw<y-
zdkMD!^-)83P=A4&VdHjth9{cAGHSoJK4o%0W1U6gkm^uxc?xGKS)y)}XHw+NNVU#T
zF<)Lps&4{O8X)-n_v!OcfelU5h6F+aX~N3eVKsdPCkCACo`Vi`dB)0wB~+wShM7}Q
z2!SFDBdl8N?*{O@Az+sOzP$8*^vv|81&32J+1u@6aoiHxUD&}ccA)z(L`IPD@@{JQ
z_Z~IT^DsBXL6mS^V^n<c<-u}Y{){1g@xlX5KfCdxwJZr&fw&{1jAQGNTNep=UwKK~
zOiYsYZbwqyH>29fI2B)JJy2`k&ZDMw4kSVaKujk04GpRiX&4h;1oFiNvYAwY=q<!P
zeWoP^pieFgNO6VS_te$P;Z=@&x!+6&n=hTe=gCWIw~~0l;iX{!GDYsk5HHS!MM_PZ
z2JD!2#AZr3q<Kl{R;Zt`+1LDfhS`k!{st39A${B6$)7oG;6p79jPHtRa3a9|r@=Ds
zS5WGI50L&CxBeZ6maMN#jGdZ@AvGvdC8M!0f>53pg4yahbiNDTe0ha$NqX^S#Pz*>
zI5oCUo*!@<0oI;|yhJsYlSrt&))%$Xrijt9XT@vtH+}N7JpG&&!?S9`(WopzaAT?3
z00T^IxY<U|)eGaQmU*-@@Z@$eoFuR4S9QggB0>rVq)O<6gVlJ-W41S6lj%K$Ricw)
z4CP*QbLrO*-nWC_FTyJq#GxV_dOOd3gR17&;ppd(^w-b7F(ruo*VNn3G$C8Yq=AJJ
z&rp0G3+A+ua0}dZ_fAGj6?oo{1b7e*mEocVE)RCFPHsvMCqSwoH}Qq=GxcJ15GrWz
zsBZ!5bl3xXa7b}NSK`&jfGvdruQtw!^_GdrE&`_vdAw()+-ZHcpU%cymY$*EmUWXo
z1xGnKE0;TEUSSjK2}lC+sx&D!rfMtnq5H@2hH~8gBd@SF-zD29LXwZ&S!a#q-{6Cf
zB1F~N92FZkbHNfhZr;GxGSwLry+D_14}8{!$QJWJg`-@vWwsFvaMVlMx`4F6b+bq4
zd6X_B4Y!^?F@RoiOpQ$P6lIjm@jooh|FLABUQn2{6Re1P=s(shmO<t(t%to?eNTLW
zh=<r?Nri)@BTF0DmXKSOkamP4Ss`Do<Qe1Tmb304)wd1<8pesTdQ>jXLA`<DG;~Qr
z3Y}SyZ$XNTzW_8&UWZ!9)q7v4K8#n@IGF#YRPduX8KFWjd@F(ve`LFveTRGqK^5>J
zDep%Q$!Ue0YYoIhw*FRMb|tOJ9Z;=07$zU*cY{BUo%Hgt-v|!#pl0-I!w+T|2>lTc
ze?!)IO?ox5flk&8^|FP!@JP{&HQIcV;Js7y!!GHJbLkhAwek5+?B{ey?1;eS8Kcxo
zgVG*1)YQZwNsx6Zv(upLiL^J6z7JkBlVv{gvfX#&W$0%N$bwXX;br?kp9cvE8j^oO
z()=D?{=WQoG6et1Y5DoL?H^ui+_!z*MoF4gNbMs`qZxx*@5C3}kNcT33kQyitV+CJ
z$gH-+8K?^$-DzsJT{Yr2`YKg{3E-8N5O1@}P%OZcfY-QD^4(syB6OPt<>dDKwYiF8
z%$l8S2pF`HJbCevuU;5sNukf*<II2gG4sPhh;0G|Svz<p?pL-{&{SGpm67K1t-@eJ
zY}Rwn4lbYV5eO;O5!lwIt*O0tZ#+}ma_eHEG-cQG=YU0|u1qDQq)b)Q#o-8%o~lD)
zput^^wrAzImxV1~ooD=8$5MiY)gBz4mWKL;@t8AFS45W!a?Bq0)97FY;kcFsCyQhh
zZ!7y9jH`T>c}i!@h1#=H4J-7k;d8Ln(enV0Fy>FZ5w35}!6=m>hy|oEvzG=?!xS)#
zF@v8SZQ?O!p@of9M;WST3z{}HTWI<uybDuD^IAC?OhzSgQgr$0%u!E#3#W4!XH=25
z=|89LGt-E98muEEWO`X!D~W1MUZ3u%OQ=}v_G2pFW?;WrYI3$&ZEyQvSmfyX&<{=d
zMOVb#ncyDp%Y}%~tEnTxJ}mPt5$XJyq9Z()@{V@*oW`4FB5P&jwCQQ{t@ed$vY<(g
z6BS~O2>13Ai!HV%{UvFHPwN&J;uF~bx?1ZqIScR7T^V4B*^@Opt%N4&UGqCW$jpH#
zRww7lFJ(g7UNd#JTN;TI3CTprCN;cT=Iaze=R*S&XvFr_{Nc-OKP}o97B5sG9;LfJ
zZXGTXDi)-jg?x>T6Xk+Y0nxtey+y<7&LC$<!^@j-KgQr_A6rW=7FXJEs<<L$?EEKc
zd#44=FO%+M_?z7G82_+R+d$uGCX(`FGCFbj%=pNLVuRh(R)~rj+LkrVkj(0v(A!X=
zw+-|(aMd(B_hJ!nrjKD|^y2wuGImgAm#Szq($OdWK~So_=sh6st@Zn?%u(6z(;hzd
z1$Odq?)<+O=Ktt#{cZjKpu79m2@30HosmdS8|><S-6a0JsJJNqrZA?zxDBgbi438e
zBwe>$xT>WwiK<?N&WlBjeZVI{=`n}dr<VMHkF&(cjfxgy4;N;+`&98<%V0^o9pegF
zWB+3fwp#61l2TG-Ot?P;_kFmr6?^@C7^gp@U_4qo&d<!<iHn-@-MY}ecCuvUoOx@}
zzK15u9jhsqsjg`!=v&=MEweRosN);UMPOuLL#5SNNt>=*H>AjNc&c*uJ~N*~lbLHS
z!MjkW3%YahiBep>_RlKHzGpE*qfi)F^!hu;(k;iNr1lEa2@%h2qFb5K89(?4-)@Mb
z_;QzZ+~-r{9a5|B716KP#$az9#Q8m;sK>UVT@#;1j!YiCtKQ$pd@CuVTa2PP%9gP(
zjEmEr5?rD*hI7Z=JnZQ9uA`|mGw+6y3HLPMHax!n{fc0{CFKUJ#=D$^#kiq*5>$uL
zp|MF&C*uOm*Cr+b(@VK>=ED2>n82SV0uUgoyw)ef%A-^WH(n`wP2a)3cC0-!=hYwL
zoKB+|?ma7XY$ql94Hcm5QPxaj0l}5lNKGPKypPBl9$-g6G{%#<@vGYkrW4!M(88?>
zHz@C8yJ@Q6w_>5b=@{!+e{&-=ki=8G2RffQHIhB;UDd)v$H&HHIc3-=T3Kn6yYsc5
zwadiZTup?zl`p;FZS&ZMozt>~ThK$=MQzop!zmw&Wi4!v=kwoZKsmcyh7*ZkYUATR
z!|~c@A10%D_!u+m-oVPV>0be5JUo05^hdS`Rm$vbTpmRR-(g7;gVzCRw6pi&n1r`B
zyqQ=(7KX$m!xxE}CqWodSROM$24x1YQ})evDnj7TxbIh8q`yO&{xT!{pGYG7LlE>g
zqx`jL<}E5r01bH9j(*r(5OaW35K57Wc={FHa$44Ep%G_P`^5^bVC*IecVE=naBGl(
za&|tvRE=~D;ISt8woL8@g<VrD>01n#ODNCv(_NKjkDYpsua5Yree^5MnN)WI_4^d}
zLb6Da(<|b)y_@C+OG%e!%QRn$vNu$#Pn%rdpu2HWVe?h&Bd5qh9b&SlCVq*#`sL@|
zmnie@L)2Y|-OA63=pP^>1S<j{tix2P2_G=@SR5DDpLNyH^UXdjnOL@%e=^8gEEiR*
zR+>sc%*WPc;&7tL8zMvcSw1C*=rSPpSuxcctrJ5=&$B(9t1^>K*{{nRTC`~teXYg~
zC<`_Su!S6Ot;P@?9FH$cxOezWp<r3fdUcF3DFayz1-XLA(w@E)8wHr4%g2ym=}&m@
z;s&QPbg3MZ5+(}7k7HGt_DJT6hkUDi{G9j4;QZ-}o%2<omtx9@J99sld(htoHl_5R
z)Lm3e{4hT~+iavj@7^D&v@%1V^gN`*TeC7+ErSg=XX=KpL#^x&CVm*MZ7|{Zh!1{)
zY9!wJx)4581$Ypvcm*vg<7%w&CImn8-pn*_sw*W;!Ark;@j6U@RQ!I!S22m0g@Ex?
zxk^j-W2^0pm_$D-O&6)&@g}+Z*CZMgvf2wb{SA}psqE4Ny!{Pm<dZ>fR~xOM)(sLW
zBOUOn4B3z(6m{TBonFIt?rQ~Z^DQ1=<j@go67|Gw;ylR%Z7V~Ax2|&N<(1n<5vw(E
za8GBIanbvmf}$@%KN%MdNGC4Z*=qYoQ_Oe2x+*Zu()N<4t%O>M6TM{WQ9I4ko~Yr8
zo98cI!+Tfmf(Eox=~RfkRiW{r`hZ6TY89|^;`muO`qk{UFnO*rDvXo#$6VY0AI;}?
zv%<pf%O?uPv|j}bx4iU+-zS~iH<;YLp;!R$%7teW8;t8KQdkY#sZBK5&f{!34xVyI
z+&tgHii~tb75H;>Jy^wyY7*+Gkk6v4d0oubpdv)WVMdx#F5@MF48(7Fw|_yo`jL;f
z&H}HfLb0+z!bD#?uB{PGiu1-e)22qn>HOKgiX{4a9LpKZNOVO6H>PB|-*4nO3be|T
zI#QIw5pZzgT>i0BaZVfCfSMr1XPYR;*E)GG0j*#71u(r15@%nPhzfl{)%$=i!2I*p
zf?&{;%e5t{m}xgup0*9CDCqLeTgJJ3av!lMIP6MD$DkZHJaRBRGa+koU|JU@@JTI~
z<<4rEiO3XE0K4H0<@(+>hh#Kl9|Kis_V1ha^sO~}pT+*L(PBALMkuvtV?;EZPQGml
z_CEdg3BS}AKlaPXhn@a8@jWh)aWfd{0MAT8Il<XS5wKgSuE2S(TPk`XjXB7Zo!&X|
z=DvImps8T!X}3TAoi8#bK?Qm95RhmO5f)-vFO9FUEag;ot7|5FK}!#D6WyVXCpAhf
z7-A<-Gl}D8lZ4zpY@x6hyUF{d1toWBVwzAqcQ1b0ewNW?6u4*1IySVze#$jo2xXzL
z=p~~VL5#E&Hczda-pz5Ec#Y{Qx>)=m9bYcSn`pez5xVV4bcSJa7xDidMEtKT|K|dZ
zXBrB}x}a<1&rXZZIlllNhOn_TWBT-_b(N8k!DfcEo_{o+1}1z}BVdcfbYR3mj8DK0
zxkno?P2aRf8}j5=F<C?j`BlUv9Mf`T@e(eIX|6G8_+PP!Q~qzqr-5tzcG!RT0vtp6
zZduv2XjtaA6M%Hm2TmG)CpN593GAjjr^5aqJOZBl+ev|&{YJMm-?(Fb0x)<8InBEV
z|F#vtd2~Fjfb-Wq05!qx<Ctstc@>07%V{ps`oHeM2XNk+PjZwx`t1Nhw;afr$biHU
z9Sy_}p5HF^=6ry=4igV%&(Vh5c4@fFZwK7vX*{QLT*Pz-E8JSd9PDR<=HE`@zj_m`
zamPi2TW?mWusXi^{sQRk|E>9EYqy&`)151gW3EenOnck!0E~LmuS1}atm(>*ta4#s
zD$g`c-`!V~lH#vf!oAj&A0PM%;o=<*dyDDeG0RG=62r=regOmx-@9VVx`XLG-okRe
zKl4}_;KA}a);Hw(<>%)gt5yHsZ~s@`7wumFp#fc(+I@VD0_Lp%%@@g|z$91R28*mq
zY6NO0gCI2bjjW#=J(d&qRXCc<yQVmJ&ba%T?9u_6BV7>Rc1h3}cfggecs2F($$dAE
zNv!@~0Pkg1$-WbH{KHFUKH}zYxP2oYb39lV%jxZq>mNvk6~<${A2^s6d+!{YzH|S-
zAOCN@2{XR{w(sHnxD=lmQ)GM-e#PaL2RWY)n_7ppj@>*k5RNPN@|Cao=V|7Di0c1?
zRP?{x#@gmsV{bssZhYhi<j%7KogCN+rF_cHkVw8G9d)qdN;HwP%HhTNsQ9Q!{NY@W
zP+Kxq#OK2io>Qu6JDB*74})sGcPM(9Q+zs+%Q*q7fsPt&!qw(adHWjh#8LT9G)U}4
zxtv#dSMMo3ZqKPgR-W;dTC+sXcX!P*=iH<ZpNd)6!dY1SfLDC}ePUOvXK7a9A%;=&
tzj_t_Uu~~Ni1qap6DQ*NL)}Ct<AB`RIC!+owH*Ig5BSes65cO!{|$@cXv_cr

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-160-Performance on SQuAD Benchmark.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-160-Performance on SQuAD Benchmark.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..6f086132009e61541647931ff6ed56036a1b349e
GIT binary patch
literal 24041
zcmeEucU%<9wr(RRDp@iDg9JelkSuXfB#DUR3<4@ilH@p`A`*unARsyCoTFq!a?Tkf
zGvqMLyw)Ag)_u=D`@Vb5egC}S*A!IObk(XAYSp(^HF^X+0}wutl#v85FaQ7p`~lG8
zfH-jR!UgOL=PzPoV_&*-@iHz69xe_JF69+s0umZ32rUg2H8mY0J2M^qEe2|87XBNz
zZgcYR@IaUaMDB12vvc!seR~MTrAwD^ad0W{@F=*hQD5WwZ-3DB0MSK^fpe;u81%q7
zA`DC-40IC!0mpeB<NF8r^@DK^6YKm1?2DH!<A4oH2!V4Ln3(6VFwdXI!U9{nf%gF{
zqVrd-ao)W^te}rgZ%xAG8JuvD;a<TfQpMhFMs9<buP$9CBd4IGV!F=Ea^ofsFCYIM
z0YUNm5|UEVG7prLRaDi~H8c&MK6`FtY+`C-YiIA^=;ZwRjn`Z6cRs!$q3^@OBR)h%
zB_<`Oq^6~3WEK_`mz0*3S5!7MHZ`}jwzYrm>mL{#8Xg%Po1L3qSX^5Ey0VJc+1=Ye
zI6OK&`9>E8fcXnq;O}1u`-v_hkgjuBSeRJY-{`_P=Kx-qL|EsqabCD`R{>k!nwXx;
z^CHQ;;Dmxtml(Jew@D3N_Fg7q<e6ncd?W2UWq*&bSN~U({Z80F=o$lXF)={qVG;pQ
z;P8Yc(c|*pyl{P4+v2N-7q_1m&B2czY|g}fUfSw-rR)>WO5#s?aXeNGGuJHJyVXEe
zi(<BqV{4!CMM7moX^{l<`4tvAZf+Lr+zU3%fIZLi3Zc4pR1#_4<|Ty@@|Ge!MaDxM
zQ_VLRNuRD>q<eKiKGp0aBEomyCuh%3R)<`-f9Oy_{i)*^#ZoXIx4C%TB3ob@HLGnr
zfqY{5?A(XFr$xQ-{dO_33R)_$T2`tW3HKbis%~p9Gh{H6^0qe7&`vkB&*5s9Bvfc=
z5K8#y2h}!E63}G`2i8W$<LCM=uvfd0z8XENx<8mRbucqN-qMrdL~(uQUKVlpBd2a{
ze3Js?-B((Xd;7h-unk8mtw%dboh(vUjO;sWimLKRFh+XS$#id)4O9z`)r7^YpXwyK
z-1j?Np)Vb}mpnu0yc@U|CFPqmP{QBOZacogb#(u^v?Y;LBn2IrVs`yZaPUWeU*IcC
zE~PuOx`_WFVuh+WoUBM#&Edwm_Z~^4jL1<2e`Nd&t(lQJ!aO#VEv(u~dwNPY!^K65
z2Y=J!oL&f^5Zum?1K5(N2{HRUDef6p8n8V*Wmvv=rO((iN(TR2=6Oa=M#Ss271`vY
zLN+NC)R)SB%e{`Fcbz0^?~*#j#F!owU{g|3wsk)Mz8Yt5SZWn*qayf{+}HD^Jl`mO
zS${;TjGr6=kVd2&wOl>Z6k*?z8{nxLP2&1Qx^7zgGO+4F0r++7I8$K7IF}mvuz)W@
zE!g;^ddOa>9dEM9>W1`XPF3cmc50)=E)2@tzDpr<lh=J3Tj{+eX)ZF*^<YJkM3OG4
zo(!C9`IKa_c9WNSiNuVSmE^<QB^~RpJ{5h!bZAsYS~SO|r`DIVCvu@>gL$Y#=Ha;m
z^|wR{vNG(SKGET0Ka2u4jPpc>nTB2Q%r2DiRas}QWbjx|e{vwv52JZ?9Q<Cv|H>T!
zirms+?N@6}<R@HGEU_&tDZy=5)n%$EmZ1%xe46$>Ri%OZ-m)yNQF=Vi$aiAi++4k+
zjjzwhNx>X=Cs%&<@SWXwjIOLa;TQGQ@YgE+J?XT{4;LuPSCuKck(WJ0n0eG<wIs65
zruY#OnU3(s1!et<o^-yG1~>VeD3)JdamwMqT@%dKWge*J$dRWRY|bW{9M@&k$L%R#
z-DR1%tsf}ZgKZe~5Ux2d%CPF7X%Um`7OmvQYhkC(wp?*9K3OhiBA?DpKE>#3Wyydj
ze@WlEu=Lcm{?yVC*;Grm&Lnm|8ia?ag(M!}%tYEgd9*o&6WvtOXD4@Ws(nl-D@$5j
zikM@HI{%iGTl`$|fU8~VNN2JX3BOvas@GD{DWg8JKH-s||5HA<I|9vs9Vk{Qjtw0O
zWdq6OZ|5IHJVXQVHVzWjdwiR?R?;`6=w3N1JIniZl~`NQ_1HPCZ@$#8i6T}1@FYlj
zviux2R{AOnW@;zt5-kKV5#=75+3EHyYn5|!Rn1^-mE|y}+Kl1Jm8L7CR#p}DxoN71
zoWL-<6fGQ=s&-!KDcQRw6fkaMY#OP@qupW{?Iale3feCqggKj0b7Rx@2Nws~qRFXV
zHq^cl2i_WJSzKhGuyAS>*9<yJojPo^KbeX#a&jYWId>P!u(L~=?kycI;obIlywyw1
zPmEDFyj3bI3Zq(f<?G7)9~_h!C-_o(d{z$A50b)ut&TU}j39WkwPhQ_uk4GdZ?)pu
zmL4pfK4D}pgJt(v(xnI6Eyy^RUmT%qmU3hxPe1>7&|;k~{FxtaZ^qroX9i-A<ulqv
zFml^$<InlB{EcgV4=3k2gxa)HGA;A0l43o+;vJ6dJ4u}d#R~!q7X?E#)W!~KuE*pZ
z1$Lbo6!oz)1qxwaCXKxV8zML0zi{Wp6OY^6QNW%it8Ww<P#Z={xTLL6r5)Ik@dbT(
zO2`;+tMKhj{28lwjys<OR#`0@qWafRWc~XxN$N{c98-yVYFJr@<8(b221z?1?{o>V
zFy};gi2Kj3nZRbBI7*@3itwY*0BC03tMQ`&9Lxsj9_LEk;h8ZS@ba96oKWmdpQ4H}
z`V_RMk+%pgqJf^)R5UQXpM)aAegpez*bmz}>A{wfuz_vo3p1braoT7!02_iIsnZgn
zfdsf58mL<nqhTWLL<0@=+we17XUj7*pb7mq_Rc+12dr?f9P&Fay~%O4V~xZf3$D=P
z^`-HC#rX>VW@*vvVm_iaFT<3|zRE#AJ(~l!^8PL+F+CQ`%GGnu=kN)XbYOo$9Gi85
zq_9ZR_0S|!dqmm0YgJLKg?)1V$Uaexchs2ex!x^g4r-ckFU_eb4b^FNnP)6--t~VD
zvUp)jNoO>b4g2S08+HxXQXrP{vP8pRF#Rm8dNNrG*Ck)+*X%<IT^C<0rx?_FX4QEm
zm&ZK{W9Nlj`IKIgn0xS+fy-@%yG^BiFSp|lT<HCQedp?YvU4q5m1b`wl!Zv=Y&~;|
zc^ph}yZk)d!iuH1utLx0BxOzO0b88xE1nMtBVQPU!mv}Fs8xPsoYW7~5|1zF#-Rmo
zsGP9UnDz>7df6>}`?)|`G1s{%jhT;d@wQG{+CB!qImwuG6J4qSp2^$l@>e_U11T4n
z2)<B+RNHoOcc<7x|4LA(H=|SZTDRfa1um3Bo6iRL#0;)Y6t$OOX0$OtG(|hpzY2DF
z%|X_ys>ZDobK~srs$Eh&3v;g;DRNz;dwD0<@1ITxCU)~dgzoL_eXot&hz#ZtUXltk
zflH;ajtybvZwQrV+bQW5O<XxsjdvUar#8p$BX04NA!^416lF@K%AcfP5oi~!-&@nF
z`>W9t9-Ye83>3?n@EnQu+UUET-x*&ZxFb2ra%rB?h<2_BYq<6%BG%i544$s8VRFyp
zS@;QrDQ1!nOGP+#A@-wc_Yc$kgNj|i4^5eB-tK5pwKNjck-MI3_@+g?_An?HTPa9V
z#74*RtwA`!<rTv2tF5=}A15XGbLER&WEkcZ|K}4z+~nY_ntaIT-0f*6bWB)mEjV&1
z{O(A$2Qu=Ifi&1?){@91mUKHjX@PerFF}@}Ci($R@s$gz{+#nK6DXFc4XQYP(DI*!
zMYic=+;Jm*TPHW#&EW7EbG6$&2wn2UnbP`4+9AL^Lu^ToHSe;wJDsU!sEMH0er$@-
zIVq<1q89B8?3eR5g6dy6W)&UP)t9LeYRhMT-RZWF6=w|e@4a&SL1-KDW)A`lyb)_f
zGX7#vfEhJe#CbIEn!}bMb#heOEcRN(sW^onj*ERzm4L`ax+k;&v8+m(+uiT>{A#Z1
z>KH6*xZRw6tSO~W#UFhAid?OFd;O=@5<9)W;xP4MU>elB+F`Cemq*UjF)y{u#fj|&
zt+G|Vhx-%G;lPrV*%+u&Ey6u*F6UAEI@Uq&sK(gmyFvG})r)3=E*bU}|6q0@KlJ6n
zEy^@5D;k$59p%=HR6VJw-fgtRh^$WOnlHu-)(AgXRzXbpz!Hv}cV$Y8iQOvaT%d(M
z!4WvL{jbmfzsQ~3=zq@bS0&pERMcZ$;d#l9u`98gCQr)yHkpl6119o6CwcgDzYfBt
z?6kEXyHSMTe=XXWsy%LUU{B7XD5gEWseX`DDla0X+frKhN3;FY=mjR#8Y51+^5#44
z`${V*^l#{w#tgi1z_~6avMr6hrsWPnuyr<!nw06%3}$bJoqO1)g_`5a8j$&ToAHUE
zh$-x^qzP9JN3O=Zo|dU3yvw#cc3#1F&bZA4vuK0Pp-WQ4RD}Owt(;-KqRcbFoYXKL
z2i)F|_m=L|<HFu-ONqWMLj!*??wem#)ovrj5YHw``;y6Vj20iX-D@x9x@xlZdZ^;!
zUXB5Q_lZt*lzXyysCs#*LQyGhXuHMp_x>1f8JO^~6?FbWYq1$-bs+20gt=R`Xn;U>
z#aTH@D&nd(D<)&?^GD*u#V0qGG4Cvu@X+ubOwW`Z*oND*x|~G{!;FmELahlr%W@yV
zG{=5eiGNs4fJI@-<W*hl*YZmG)^=&DLG{D8=-I5FSudtvYvJc{H9QN9VeM~yu=JPo
z3qD{4*X%#6_CNNq!jfzG&&4V^v7+v;_=X?i`yc7u<eQIznVgupG8Pb<V@R{%^+k=Z
z&**6Z-{K2uYDhZ0FHj;u@)!fWut^Q|=iVV5Y_hx4R?LiSEJ?Fo)Y#kJcQBuE61(EC
z*KJXvdD;*)u4N|3_OVo4YH*WQgE@Fa?p!;ZR|RM^TKd%1vU!wy;tMQr@W>g-4O`ej
z3H&I}FJ{~CG~2Jg;)7qKCRM6>OP5E3O<(HDpP1*36fjJ=m8w^CpEQ}_>Ub8P(9;kz
zO<!P1SS(XmZT1m1(ye<O6|;~VVQ@n5xuTm8);2r~Jvog-12PM_;T~5D+^`oVoA)4L
zg1&&oxAH1^kGt|J3r5wq@`c{rW2N-?3+rI1@U7{i#Q*=5|BV?F$U6sXE1W(ctVIKT
z8OBNVaXYul&faj;?PY4RV5TJcvH*X$FryII$N+a@G>}(;2KHhfteE|&#`uq4_<!*?
zX4Ez_(vJ-d=;Lgi-3<2?zJvzoJ76RCPSL=Fltd3f&7XiIfxMrjwc_WBzl}ZpHAdA*
z3GS{Q`f`aFV;H9=SG=No7%J)E@cdlSGJ@UP995-SD4)HC;_0*0PcJLTk~E8qYeiAK
z39>W(7}%S|zeD;MDbwTAbnam0MB+v3@m$tucY$t~TVNwkMJ_*zc$ym}QZ1ANZci+Z
zP{jmfYlUc_weEFZcXeSl?2E$s0`wU}Vdr%-IBEj%v2L}R?FwvIwj^o8T{L3Tq*9mx
z74_f?OkAqSZFq{d^H9%eWGR%s91SqfVI@TekU<U=#zIdyS{2>42-PLffcAz1j8lp^
zir{%&Bu$_MC21?T8xom2h7KK76CB=ptbhhC#@0@+3G2I{0l-UYKPeb?`=!)z9d~|P
zl2tAgMVNCJ4GbNXX+Sq+3gJg$ez0r=|2xQ<6Ih!RF47nd`C@<7JLjs$mbL?uwdy(=
z(8yf70;{oyHAJ9DYyI7kCw^$4#&$rHrZJob4PfT&5}!8irbZ^})zHH;a^+E^dENxm
zuNKk3R0Rx?#?dH$8Gih>;ABDu4KynlJ0PJmUKxil2PAQ-+1mZn;oI;m-+&S~Uiba8
z^ph`j^XjtOYYiR!5A<5pphL;Dz;-1X_(D&-{~S65x2eKW+61*AGTW|`$$8b@5H+56
zG+@-Ed2@d-+xx6c50QykKSc@Iy-<dPAN9Ass^$|kE{*edN;-7cKds~Ha7+@@tH~ZA
z$Z0?W0Xl^PxArMq*H}N~(sxZF?&!xo^zEc2-2S?fsP2CI1}ZG&nZ8My_`;}Wqa~S5
zA>(E4HBXtHJ(3Exgy+628FWk4KZ-c~2c3?`5C3Ufk8jol+2K8sN7XKaTJOY~lKXST
z-#`KWgcNiFBnnY^b}nYmh(cDESO{Sxfh6w57zX~s%r*#ud%og$*`d>&V?uXiLyz{(
zObL#pUDeY4O=>C0+MH!!eA7r<8@2VtfnKEu9sCaZ;05V{qRMm{nLD}srvxoj9%w)w
zLCt6E+-iu8`eG#^B1*IJGT-gNmcoEm-IxVF^qQ}LL79F#X?1{0H<>XR<*8(jak8CC
z5GV4j*|l2w75woR=386QWuqHDkX%-S?uID5x1ycNV;MA;{5g?ba;C{LR9^QlV?W`P
zn5jHJQ>ncGn`J?ef_u=r+W~D#y_>1(p#9)?MC~R!i}*qm`);GcMtn5|hVN6aB`dUm
z(l0dE5qETg&<~JTE-g`Mod+QUF;xr8>bp7G%b90srg8O`*VEHBn0iFAE2-bZ@Q^%d
zwnHx`pogh3?I^nhg4eDBmWMoM+$f}eU96eC@1vJ)_gCfiZ-^(a93aK@%_wO2?j;>x
zE@n`nPyt*nyOEMVoeXGZzhNAI_nTiJBP#)N;IA(mT`V*Z{H$*Mnj0EOQS6oSgf3`U
zo?g_0ttb~i#+Lonzrc_*&Z9?YUpUl8-1keFFvG(l%H~&)%{PHBE_iU^ONyh`iMv45
zZqqpLPJcF=u*TetoD!M96eFYLG2SY&o4I{&*=}PV1@^ukP!pfIx)!~4-lSjWbN`o2
z1f}{yd%-9s@#;NaK<_8JTdq~33PLw6qU5qQ7Y-juRD8^ixY95SA6=MnvS@{BZl?b?
z))TY*yCGtjA##AA|1fL%(Uxp!IbS#{dxlHT-RD)uhx*M*r%?ZrO`|9p{NB1(98(Xa
zhU2r8r?$i;<Tm#N-DEZTi$7F%oQ|*!mwlKa-lLJ9)gE_TDY?LT1e2^8h>m}s7e;=z
zH)#22`?}9Fj<M@rTe<M-W~IBApyJK88B{F^3ir~#0`(-iIA1u<m!{F2MbC?9KR;C|
z>r1dae)cqa8nQ(j=b5qL4l(wji`vsR<vtAAQA7i257vy6#$;1HH<<eG<>Yv!yf+Zi
zGETUQ<cwE1Q3;lnxEt+o1=Q%jo(g|o5S9frZ}1Z+91qCZTy|S|?53_*t`VxBa#gWF
zug1wjw9xn6nx^LdfVtFJsU9LJ(&5HE%csT)8b(cmH_tXS+uSV3ktW_vCs#m|h6XOZ
z?^}ky45P|huPYx;EV$ZSc@8v(s?*yq28>$VA&^~S@9pj*#e<+t-;)~4MVNJ+giUM9
z6fKP%2^y%?Lf-Ih)uo2)5<(6)>KY<Sylr{Ca#4+^ksu8B332F+jjSs>JBDqi#=WBj
zjd@%vR9X+oaxj1fA_-O<;R`Su!6?@7Z$5oI47VSWjE5pEN?skR?93Z8$N6wbdfb!I
zcG4dp-EqG?!#hh(*V=>%)CCQnPDf&t1o*vtuR~OrtOV_k;x9(SMxr2g{@eBP#QW8J
zRZU&&xaz<yVg<~Npm8qq4_@OR3q#V3F>gveSY?UFf4=<5KKo$Dq-;1!Iao6%(o9k>
zmh?2!0kdrx>m`>{P7Q}#N$*~jx!`9g``8#Kwb{oR0;P$;N|t|@<8;r81;ZpnI{1bY
z#Z8uW1FQ2k&fWgm>+J5I42f3-qpjF-j>lkQB3Xh^oYg6MySQfZ6!VkZXw&A$uv#f*
z<gRMMkR}z2UAULu7PW*(qxz9^pPc5lm8K}Y{9#;*SS`t5$^4RIoU$R&@;cd@WW!Oo
z63QvJv{k;OKPP;wYwFH5T_36$l}y(aR~CT*cPxc|+i1M&1oRC<EDW1OR`LUfS;fVw
z=4BOlW#tMIBo|o{U-x-jzTy8#QU-HP<IouuY8Y&juGJ#79YKlA5MZjhdHa1#Vy;QA
zc5$q5AODLIt*p|$S65&$+^8#ZrVDc&jcRv9sAijBDMlL!z0uiB7MW9}dXYm4+8->b
zbRbo!qj_@+um{k5VR0KY0MWf3e0Rh0qWlotc&b-_-!aeE#BFOwN?Ge%R)?FJ1vl>(
zPWZvZ<z*?)jRi0`P@|?)vA@fXf78(wXZCBL`={!YYX9k>KvQ_y9Q6mg>hV3jrH)X?
ztb4CTpJ$i_k3PkPJxF4PyNU*Q+V4Q_`@r{dSX_mY#y>WvjNPC?hIKFd*3lFb;Y#5e
zi;#*X4nma48`%SpeP{S)DB@@h==}J@fn|}>@%?04)&bBjQJ4+5Tep@<eC)egk6FUb
zvJj`?j<I2!lX13z3K!tcKFU=3P<`hebS0&Y#4V{M<ZPUV3v!rjAhlqYod|z^((XM(
zUz!GKMRv)qqj-ZBrc8ogfAxo@+%XYl3*9<;i*+EYprb?L!ZcV{En31<Y<S2J3L;E4
zy0HCNmXENCi;$uBjt`Ezo+0>B<xdGpD=S$JI8o6AIfE;f6|msXkn^k{kUq3;B3cGH
zGlkA#_QR)Z2DH|!%(4>UhWMZMKZ7RVW!<)iv5u~g55cKY*-`&+y(o>|@k_(~$nO2z
zSYP*+xTg^9CYaD^m#rg1V<Sqx%{_N|UXkN<wP+1bIgC1LDlx9m+rYg@<E-rPL&vQ7
zB`M^q9D*S_)4Q{sM9wCv;;0dhBh?&|mr@1nHEIWOQ_pj~lJh3}&9To4^tRIiAaXQ3
zr=Yj_A_95yjO5sGBtp^BiR(lEE%KDG@{{{F<~|QPYuyulce9fs?J2v7!!@$)z+gHw
z;Nj~SfV~a>94A3`uZpq&RtddnMe&tWR)X`JJ)j=`<I1QoBY#Y$g=!$5K2c#K!RYIi
zAOS$}{_Vo(bbO7HtOK2};R!TwBF|)7@~4{O-x~kdrSv1#s9~fAS)^5^-5WMomTZ%K
zFQjU7IUfy(?hR<i1kIB(KQ&vetO*QweyBE#gDX2(8Tu95Mmu7R7Y$HRYaLgL`c6J$
zAnp>WtAuv*TFP$w4?Fl|IY!yl)~-=wo;{?kcMwGbsLHhl4^H2z79rD44hr)uZXP{?
zl`*`sQ2iGL%Uf+u4x-8XycwP=vJ&FvRYiQ`4*C+;Qj2|G+uR2180Uh#d(2|$5V4^~
z%%LRRPS!mVrd91oXBFrM0qN>AVma+oY6EOBrQgEUg=OVv$RgWb^MnQmM{zi!vU*Rj
z)b6qDx5o_e9{Tafo>SF28oP@mqFLU{UfedD;yW`_tEv&{)#`xnke2Ajn`jzCp5?#g
zg8Er#?F#qRNEPNETWwE0(v9M%0eu)>R}Gj;OKAM$7XlgPCfWVv9LRG-066>O<01kC
z#!6rGk3rAc?gQ=nauOFl)D40)BKY=9L~dPdoM$^6tJTWE)VVal*(FQ11a?i6ES9(@
zJKv!H3G>k1YBVrEn)5}$*YrL4Jtp5ACL?CcsvQR3iwQafE$?c5%SlioH;i*|X%n9~
zE6#up7sVfT$bY>m|9RE^U)`*lJQ4h;DC|eYU3FfClJO(J`nGa_quSc;dR(&f!O1Q2
z(xoF@${IzeC2Yr(vqAyRpCFnxCp2k+lDpbSVI=MsBeqM8+3Ti-JmYf}navV8N4E1?
z&W?jyyS<~$tvjtmub(GNgtkFQh((p<u`P|vK66FZ`$aYZ!ve+Fj|C$@N-{I4xYE!I
zo_Dyz!#A!RU?DsAXyl%cX%;e&Gk1{M>oH%*Sf$Ddj39`1v7=@kw_Z5IR??n6D6N~r
zER!iYJs*h%BC>*aZ=-={rkgP{YdB8s{my-+<WCnmUOL#U3tsLR6L7^@vOT@1gyKF1
zA%J$6Ch66tlho{H9z3=&(KxfpV}=vYfxf&qxg}&*%ubSrwU^hoV}jv`+<f|U02gCL
z)>D2|Z{C4?$O-nQ0!Ds_2Eu&pspQ^9Qv`PPu}Gb=wx7hN<~~vE)np8RxBUKN%);jN
z^K2wagnzIH|Fw$$!(RNW`=CAfn_kPW-V62cJLrPhcHEg;HyTLZQIpmFx#AZm=Qn5P
zw~|Zd3d`uiGZlr9FIGUx^UIeQfeVk!URRfwBbE|R+(N50&sWVY%|62GAed2FQK6Xb
zNtcT5kx8pUoXu;FRR=jblQs1dgyp_Nk)na;RW3rTE;#BNIR@$p0rrV3_2<Hex^P&H
zH#U;MihJKGQai7N?P=jF*7`kZ7Pq#+OUC2bNw!Y!;QolAelqN{vDbb+nW$tc9u2H+
zBrcrE$7iou;_I%d;ke9clzBKv8B#Wx?C<mXr{yGN@p=(B#AX#D^%5_+N@SQ7@|JnC
zAqeldtPEd-PSSL0_aPZfOzu?I2Jhp{w@0~Kxp|v@rGItDP<>9~zJiwu1)zkGQK~H*
z3{-y`!N&Btj(oMA<y^QgtI`LSL|@=PasBOmdLb{A*hEmIVSHNWO=N^)0D}nyhg=g2
zBY{n`*>Jd^smxp)^<;okacjv=>YI!6=3lR!m)*j8-=^<1-nD6rSvi1IN-{>tkLM{e
za5=q8(C~S*e(%-2-2sGVzC7s{qHbJ2Mn#sVwgR{W_Xtuzz{P7HT6&bbr7%d!wp7)#
zo~9h?k+B;IbU$e_+RlM{UtF8P<Dh%PvT;$rk853NdmP^2!TcvA@J(ge@Dl{wt1BmC
zM5oEZ=wj&*8wU3J&P$oF9g%$2sy|~2K~YM56%bN0HF-O7?_#AG#dX&m{P5mGo2?a4
z06P4&V}cd@LJM!2sU3>m9E@wMR1To|D22MtZ!!Yw<`qq=Lj$>$8&LVuzIB75Vt*+t
z*%D<~Y>C?4o()?(b|F@U`s0}HDSHw1!K$@WH^IS8ixl;_yCGjpx@1_{f)!mm?_q7x
zw|Gr>eY1ub+5tlqusNKFg6-|m%P~c!xS}ct@=7STRVMgjM6&176%FGj$b!9)<%yHa
zYdN=O3d^L~64ev$dPz{6tJu03ZCuCgB2IuXW1l3?vo|uXr77%9x=#1B!u?r!XoSr^
zDy+a)lU0QzEVxtP^UI~sDqPTFwEs0=`1h0E{;TKw3v4%g<GF~;dYOrX{m}5mPenFF
zw$CU(e<YL|ux&OT=AXazj43w8JY7@D#@r@d0w+8B9=lD4VO~7;E9rP#Er?H$lnZZo
z*3<EvmghBn?bRjnhmn#CCtQd%odIGgYh0Uqs|e|Y-hqYN40OKDv76(vgL^TT$NDDC
zw-`Q9%s;LoC86G+Hebe`@Es{BecLs}YUVg}=bA(ykAg?$1%S5xG1g#Yx}%HqU@m?6
z0MEE=M&c=)=bG=S%~<i*c-%=@vAz;d!hzy7tpxIuIzhT|_sAS9i2zcfdzt>g1%L$1
z<@pmd{jb34c!b1VCkMQ+<TCy%7w3Frt7ttg1D_GlcMLtYb+@mDZyGL+i&aNb@6GpR
zIVv@7rD(~zxXziYZXZW*#ag+r9FRuNR%ukrWb^ylT^tdskmJKfVQnrr$L)?)x@oBu
z_h!?st{kM#D%;tNV63SLut-ijm9h4Hw6i?PuguLeNm8#FT!>b1#u$Xh({$Q|3#u&p
z<c2B@&F^fGY?c;?0PEdb8;T~H5<^9<QB&pR4AENLhX%CC&cj+|eH9^gG*d0PviKGH
z2s^jxh*i{#@@0Smum`6iCs6Ev;G_IqpXOitGW7_z&SK5mr4{|5il;BK%xIE=$kbj0
zhd2Wm0tY!KOGu-1^%Z+fx20ryvV!RbO%0|Si*}9vcAr*7E_IV&v>%bp(hX)uL2)!q
zdRBwl46Dd<g#C%LVO$H&^K^#HCC*+}C`jqH({P^~t9Ibdf>VyUaoL>mYgp&C0PYs2
z6WsZ8RsS&UOVuC(&7k)N4Xka#&X_|gHUC`mhjrkUwb(^R(nhnFP(N2Nd*(&!DPNBd
zFC}>rWEKtu*WDZ~QTAay$-V~7fD^BNC%%G1b{7<6R?;&?>qtwCRXA&Dmv>^_{WMmF
zc`r+Mb?JG&c2;zrxa7e>_x-*xlSqSCr1hA4fSO3sN}1;ViCJZXd4N+<vBf)RwcDx?
zj#IT>Mrww$f2B$lEK#crSpuEbN5NW)Ffl1|pPjZk6ja9z4l}y*S8Xh=O>g2pu}w)y
zEWOk46ZCuTKlDGo*$<JUA0sfpiW#?dNo`dDkxA#1qAhIxp$#6#<s<PM-H&WE?YfSt
z)jQ16#!Sf!R<CA#jsFyubWzLU%Y)q>LhP3kz|)Z!8(GBjm}eQKueNnsZ%7svIHpYa
zeSF$xb=!Gnua$H{jlnYct1cx%G}<!FM1k>eg)17)8QDXJ2ajep*=k#+G0XjZ?fLIO
z-$_x*zT_d2m)~7_E&`-Q%?m$s;7fBbn>8b+H|wul97bt~5kTXP*HkEWg-9>%3K2Ql
zU2UqRD@RCtjw=-Zz_XxVuh1y7FAVNh<SQHy;rTE08I6bFr^gs*KzIJ=?jB^hL?-)D
z$AR8u<0n!Kl4NRn$NGfxyU^tv+bG>g%j6LWqZiSJ{)Q8=3#U;n$u-#(svRd~$1$!`
zEu#G!BGnPFozo7^dqFM1EuKUdNTtMXipxqETYty1esl5u!{uM^lZUYVXgjmbZ&|K~
zY)+vzSyk0uCOACZY+E2I^EdqXlGVL}fW$0HqO&QMGFq-;a4R|Bnb}p_Pb%G?o7*pc
z48#Z1T*)d`LucW{E8Ciy9c*0*)a?h+erZwCgTM>Cg;{x5qAtN<JzcXIIrfeHj?VjI
zjYc%tg&H!{hgWp9sR1h{`-WWUI|^W<l<$G_@4<84If7#<Br_V&12Ll&;jq5pKh^Yn
zYY1L%J#Mb5ZJR{d9+q*GQarAL=xbk(u)7|SqH~mp;sW;-(_ee+t`STqZ1kX1Y?_tu
z9P~=JSKCXwFb--Yc0GukF1y#wDj8crh|I9HV)#bJiAmqwfAYji53;<MnEa7GiDvPb
z=DkUJYpjdi8F}{(uP|p~ZS;#ne(x^>7TuB7*Vg5?;rcq~d8{90_$#XfcPb`l%6tal
zeig!h1@-?s@Bgc?fre(8H&1}IvZ*TJ1lL(Rr8T`vR-oE8Z<Yk`@`U3}%JydBmVUNQ
zZJbbXk*1D;qPD-q6-ZqEs+`?7@wCxpN4yawDfSgNJ`8P}xED~I`Sij|7eGU*;t6X?
z-YrCz&zxoc(W?W-{>{WHW5rueZyjgV6w@;=h#sh)ERQ_KHq3O4of}sXd>)zHo}trf
z!EU4yX-Jg7$kJhF_}X)0Ks7ZWOA8dV+_dNFpKK`XCT>fmGZbLI)_yfP>1f#;5fz?i
z!sC;!u9bUALHmqYQk%yRlR?Onvc)MU57VSfQ}4Cyso4lJD<tPu@ba0414r5RB<KTQ
z{gWW!*v+oVLBIe;_|&{YaO{#D{o3Q$8H@ubf^$+&2+EhLGQTe<Hv{uB?k1b4kso3c
z)q8c<#h-*W>+mi^33-h-d9Rw&)S5YR+S$K8LL4$6<&XM(wQ2&4`|YkL`fqTJZ7DVT
zagv`@o#iP6+4<6D#!lEDlCJWV_G)UiVqLt#GH^3}{k;B>taNzGXW5P}%Psk6PH5xT
z+L7GAqJV`-84GaDd!cfFx+t&%0UPpb12;NFLH~5OlNydQ;Q6@S$(;P8eeN!*-%~7F
zx<JB6v?@j7aQ`X@yP2zILH&4GPzPxiuu1dj&siZlM52AH86^@no%81BopnL*-JTEH
zmk0un%TmzQ=7G3Pv4OLXr#NGc6=05ZH}blDCo1pZAY{c7#LtpYSK7zV^t|^a(Lkws
z+IrfE?ifv1l<yL3mT3UI@iq^B`h_g?)I}FoF&im$I?Re9ak&AL!!CvIMfUe<w;tsA
zL~kCsbE5X!k~UDcETTlBU^Uipi@(IR2kl|j-&&0cKbgE`+l&UBC80wR4*pswjTP3T
zilouw_=DPqE9tpL9SBb}5I&}PMw%hoJ+}j$Kb6xveLnEgDgGdC(nwyy24a9PS<4*B
zJI#L%U*967t=z~z(exD{-{oi$NkXaG?x}H}h0VPlZnB1_M1gS~L&u<f1PhXlEKma3
zfj|Rv2k>LP8QTFhE?X!eZ7mb5VN?P#LN&WKrvZk}RRg8L{I@0AKD~}(8eY;bum+)Q
z2L$i%ECq=6=^aV&>Y}cLKvnH|>H^f0<%pdaunic3<jnw|REGqTP(*&a!%b1}8L^~r
z=oji8lu~M9Mck1@9)TXwYTTRmu!b8p(@oB0XQ(7F&`!Pk>;3!7BCZnIuo(%+wvWto
zljblA44CYvFM97{gUi_aZxe$eA_KFaUu&X)`aDz#Wc!`-+E_apD2qdtQ0IeViQ7Rj
z%SqTkx8D(*;G02?z+{o3_#*)V9WyoP!S46qKG<PDO0Vhr(+Iz!fv=oduo-zUg&KY&
zuD_MFT6c5>))1%;yKN(X3?u$NaB*|68Ea<TsS|Wo3VAJjdXIPzy3N?zfe#|N|7dn^
z1NxOI0}af`pn=QKS)3v?5FeNd+gRxBAXq|TM!`CcV)!J!PZjwyGyoloKw(jh^zDu8
zRaq7_-|AzZ8&7fT?5=tEUiC}*XSr3s0R;&eBi<k2-yg9Vz_$3On5&I0h%N``HNf@{
zp{USy9kxGJfMHr`<8!46F8DF}A`2U(EQai@BWmGC>@AkWYll=dt4kb0-B!-ruybcX
z4$P<WW2l7D?3#A*VIY-+Zq?lxcQ#~J?)Fjut#?x6^LPt|ND3G+ZR-2MKDe9SR|mz2
z{P^XAl*GN&PL(tT3GO#6@dI2F;^)Ytlmnz3o?x$u@f(=3URZ9SVk&w;{>lVeaV~;+
zXD$;IAGvfL$Wer&`_5x$;f4E9&5}oM{*&qsg1+~xwY!A%oCfz!Nkl!`=1)Myzu1*v
z4TfA$^tGWPssKGC)ntdMioDp;xF{iHjzaQT7$N?8y{dVu&z{x`A6^zNAyx}$iW2;j
z;LVu6Mz%(nvq>a;H%G{gK(?ecG;RF4(6J#jhAg$pdkb>kzZ6mX{t;W>=GPN(3}`pW
z^pQ--rMmh4#)$6Nw~7pq9NWxyuP?_Fh}{^WeQ$I3#p`fOC+gM%Z(lH<K_yuebnA7}
zCgGnwE$3EH`<pSA8`LjGkZWo6iGl9z*oB*;Uts!cJ7D?-;+BWAghkd#FG$Y&5b6oD
zvEtYczTRVlO6MCcGS~(1y)I)%h6jd`$<-gwK)>u;RM<^N)<(n*&pz{61~nSs);Uk&
zB6A2S^fsi2;(jeSo8%fs_(PUe4f}Y$)(wtm=Jk<6`tlT%I@uRlBy6wA8WV3eQk{`p
zeh&y@$V#vljDB<0{!1s_{~NNL^lg0v@nwMXn?K?U{ss(wzj1-38LX59vzc%eK(`)~
z!~n#Xn}2oq{@O9?{Sl1(djSk3reK4Bm~qqecIN!FVHyNP9o4nHQtZ<(F<ln)aZl+G
z-cRk$Gf!*uRN3&$x}l@wWVPJfhIrF%1|OorcK~96fy7=l>*G3ab#gt0Hy3W1dgSmR
ze34!!bxD7*MXSnYII0&_Ke#Vy=cY4Apnj{R`NSwA%WAMf=yEN?nCyg_?0wVeBku?O
zFWK`9Bq8<qOGt0ta94SlTT5`_#Fw<>G72Bj>irxxXk(OW^lQs!WT2U4qqea8GL+l9
zA~92{#<>_hIo`7bEvlAJhqW%{;Dtbrjf^9qhrJoswsk*H%h+3RJl!0=5`M;-T%Q<G
z93gihLn=2#OGmJ)-F{rNkq}HO1G4VWzAskhn_5f`|Ktg><@Rq={-5@{{{t*lx!MVl
zA7IbfwAi4JGIKqCI4@)~l&2uEj(P8<KZb{pQo)ac@~@EVf9L)GH5B|;jrmWr@7weL
z9t+h-=b|TJjRy{beWpV@_d^pK)2@mM_jHlaxs8{7+?Jx;(8;k<3m0XoK-jFRY4VnA
zq$CBWHXro(K@3@MC`EuFKta3f9vpglYl3OM?8R=^53XVr6bCvz3nAcXXY?vfy+rYt
zBt%Ns-=M^mHAl2&Hk$2$arljtdrT4nmscO;(~e@(4o1RK*HmelDu!&$Tx9dgG?R(N
ztvTU_3Fd(pm4e^W1rlJAX3e^he5Iu>?AKM`$xqmQiit7l^PJB4X%tXji@^8GK5A`1
zm_(HXtozsq32JFGdP$8gP+pU%&mH_g*FlJ#!TV(`sF~bPm_?CC(IV|M6B}98u7g$2
z`{iaML+ER<D^3Vl_kGaI@uGFr+wFyJWeS4{iRE=+wA!%UPS{OA_^56<5jL&-Tf6j~
zc{C7fcC4@nW+Ms@@5Ezv`=Okf&-SI_$dP;Ur>ha4;irDbs_sQ#lJ$A-aXZ{(QG@%!
z<(iVWS}&hVXAF_o7b8dh^w2D38N`L)9Bnys<EL65l!ZQ7zu1;0*)tDexihotuUZ!d
zIV9hS$J(6(yY@i?ZVJnwUnxS2I!W0{Ld~I+oxsJ?8XT;=D97>FxWmEUXwka~-Q-x5
z`u|`5w@sbWU|5UtE0F;H?_5?^V3EyG5yLdT0|@}s6aO50{rBOTza<oZTb~sqNdB~(
zT6BP((&IC#{GSlVvScs|rQAJ0jAHn)WBlX;bBp4|GPctKdd?>zs~ik1kln)+@Mt2Q
z&UKb%<4mo@Q~wy&eIxz_$3_&4r|$G%z%34JbNqW7+WvO8PwUmAq?ui%y*S~LaZh$H
zyY)>XHnh{45*QpUdiCFn-x$2r(AH6YZ8ridkb5t;B};E*NH8Z!)0EHtF#OA1V+(o>
z!r-=<SFGI1PBn|jC~V(-*#OPmQ(epT8%(=w<ZZ?bQj52fX9`}t?UL+YdDyd5(_d|3
z^pu^=JfW^1gl6Igo>k(M>C0UGLV+E=V7J_(mZ)wlC>n+vv@)g=@KF&#uQi@*iUuA7
zoqYX`V{D#EMoA-Dq?51l3a|4UI^3Pc6fGygSU$NwObdxy4;4EU95`{^(VF^{Uen}Y
z;d_bgD&&2rzm*gtroz#qakW@E95vZfqUA8Nj7M2KdA5{~7C5;!a0%{EjF-`{_Ga_Y
zKpsTN*lyfx>5{qQP*x`0;r75YO1c=23QwYh!q)HN)`t)a#ZfG8=mtg<(EHz!lXPMf
zlo1Ws!E)puGb7z)P^;h`28jJ1K&<})Mm7E^F!?iHU6uk}`6gzrKLXoj;8q8o4vHD^
zD?E0y=*n$>2Zxsvd^wpdPYuQy${X_XDQ1-Qw%<sAxvn)vXy9Dk$zb$*FxHL`R1st|
zgVwLw$V4rICvGnKp<X+8qt3(jGYDSMgL|tfaD(NkcV?>nZ9nJ!*&B&O;wKZD5j2hM
zw|L=skKR(;nL9wRF$BsWQ_jDp4j-GI+{@7tvMkhWwqOjoONBMf@GP39ebX!gu@u9X
zT8Tx36MrFxSca)oyrl}V)OK2@IY^!N^1x?Kt+r}l-Hw$rZOUYv%5JwQc-@XkLk}~M
z;4!Cfe(bFtqk^ic(!m^N-(LPNy`S+vZE2I`%yvHdOmM~6-p9pp?2WZ<qsz7FTM3l+
zgShj@q%jw<UtOi%)zsvTDVfSV%yOAy%}Rg4^oH&1)p$$h_{&K3Q0q1dAox=}4tO4X
zqow35fIq^Z$25YCQ2n}*G2pe(xPVc$h>1B=nRg_;r?(-$-n}6!UuI-EitMcu{jh(K
zEA+6SQjTNxbF@rYPTl+rMH?q9QCie;b4P5sB3p$2zT*b5#E@n6g9usIr?<yPT6)?V
z%-3#yzIF%um5h}Xy@$x%{Z4ivGe7S-PyNz}_Q(!@$zx2DJpl%|wZf;&^r}JCrMXVJ
z!W+An+@C6X`h*H|=nAa7*2d3xW(N&``-IBI6uSt0m@6;6c)IyiJH3Jk4UmVcV|==W
z!H_s`vJ?h$fciyUy^$7>w|9&TDnEUwkSr;oy*<H->x>YisY&zU(K;3K>yUdi<l<tb
zX~GahM1d(F`th<B2jSO~u=z0!Q~NS<mZ~V06x@2}88w_t#;A>{s*IH=y9L#{5pGS+
z@WEL#9~mYU1rNhwqmMAM^JcK;SIuSXm!{g2WE~d*6@!Bqlq`E|F3boX#^YBWJ}&Mz
z*IhkXVs)`S?R)S^+5LLH-4?Zppqkh9Ve>q;+&NqZ?-z|PLTLShKRPgvQ2Djk@46-3
z8*p!Dn~d=~jIqI$erle|uVR%HKGsBy?{bi<r%+TeP@G4;O6F`gU|+T~dKN`q_S8v(
z@_vZZQwv~Q06>E8)<6UI2c8euO6R47_bJXsyCsFc^N^kiA~0RD-J&(+rvl#vpl8fE
zz7q8jahD{2+9@}H!CbCQ!LbV)Yo2$!oK_rwzS+wo?zR1DxIN@a8=1PMw;ie_heKNN
zcDc=ei&kHsd9!{*D{Q&XL&Rdfsgf-=zS3<d%LH$p5Q~EaFSN&Snx_)}Zcm5a_O-$w
zoB8t~3+3>~$#89FwdkXf)v-6U%!LuB&z|m#zA(S_LLs4C{+9lf($%NS0vPWRo?Wc6
zdM*Ki2Rh;p&E@POv*#qs1P!&dCP}d}!!Z{G7>UabJcQh&nl$-B5Z4nj#>R@1SeV}5
z&|l>qpDI?A2*ymh03J0Kz*75Q%EzDYn59rNuxS^~!m$xgM8ns~9%TMdSnfm2+pEm^
zLRnSYgYPvRyl>r_;g_U%q9R{{D_d4N1AIDY2F$>P?@#W(@+ENL3xQSE4W<3VSOW6D
zfa|{_^1p)Zf9rqj{}C9Y)dy=GfJkOTe#kt}S%J;3LXsY1?Wt;`7<$=K9gPOp>BI0T
zX=gES?9oLTA(?b(L2I`J9xC*dLGfxAuB$OtQSGThf4sp1YfzcpI>9%oJ0gjjmtw5K
zW~{nO@`0p{*>{N~>e3bI7;%P#wkOVnQVQB}O?Z#wxVoiTv-l#gPTpHhOk&?3rBq{H
zvJzXsmy==E^OOYgM0={$Z^a|<CR;L3O1;yH?+t-K#l!55T}etYwMJ4($keA5wOK?{
znVj`=o(1^hQ`U*``y33x&u~2I3qwoZF5VHXChi36#my;57i%eMhHypkt7^(?G<b!=
zovO$CZ+=M~lEUJ^AipCd_3-ip^vW$Hf~5ov_!y0yuNy=4)2?rgR(<Z;h_2diz0=Br
zF>X!*5Ik69N1D^5rtk$FT#3=!xI|hKZyo*K;(n%e13*!LqDgjsR(KROE?teF?q^#_
z?Q?N_Bh={a#31K$1yRQ2v9QkwS{I96$@4G0TNE`@Q^?YiJD#~1Jss}26sGgs$0jEC
zP8$OjZ6uAU9Dnn!uBo71$rRk$kT!)_#^_cE_&$iYH$USmZwOHCtvkl!Cy{(04bENb
zNNhIEFk_osTxh^CGk$kL>XTuJBXFKE&UDdLZk|T2nkgGc=+cW4mmBnN=dMTETy762
zWWarkeTN3$W<`wlbqh;<b`9B>i`)gqa*g?qtYjLS0gV~$tIIh~X>VN>oNNf*GL;}?
zS1VKYRx95|Y2FY{e`mgakHz?4hE~4J8Q4c&zRl`8Aj+VrA@A5>vNWRpxmSAv=fmLp
zjK(nkm@niX&+xf5${bEQ!K}o6$I^*b!!(WLpbs3SbQ6Vy>mIJh^)s=YVzhxkN(<}j
z0z_o~_Mx}A|MOGjs=nFE(5?z;4;^2eqKZ{55w1sgdU~{@u;=QlA@w~gyN?crxvO&7
zm=u+<TO|AH1M264!PirmleY2uK#SS-aE3~&OW&R<@8rDd$Zv~PPSKTUop_SGv34k5
z!dNS`gIxQRJW=X{*FE}lKs*-{dqn-Z0}0+I%ZwHl%>2X(oGq$}@hP+0V_*6Ctyi$F
zMk*>R<hM|VVQ=wWI(DnvVNHE|a%pd5tMBfC6Fo7uFy0#@Xc(Z8+_s-9+1iR{KW5u+
ze5hJ!kv@AXcfn3npYHvH$09#QtDdV02d4HKRc=nUDOEB*(VMEMN%D=VIk*`{z9c|N
zaXNV%kH6!)3%_EfXM|Yn3|M|wg2(<@go|=cOS*B>KICx|Y6C8z_h7JBSSk~Ov2v2r
zT<uWCwQO^Ys88YN8#Z`!K}_2-Rx2$Y`<aCG+We_%PjVfZ#W3d-o1fOL-r!|EKGd#|
zeNg>o_iXIV$t~ZMK3jdK%#{FhYsNLp^X26M$YF~Qt{&Lhq5gm|X39V8m%))kGv``_
zgT10y>0$WiTtxB;S0SI(=T$2wtS2+RWAaDH(6d4C6(b`517zXvAqC%UuJo5ot}np;
z^>B}$PBP|<ez$9?<UeEws_q?Y7=~hHE>Pp{$6qEsG83<eS&ow~3|AA1oI1}0&$yEc
zYhVWL*f|q4aD-nstEp!yF9q(x@gTpJYTTP@!c~!V+dhttU<Nob2;JA)fq=XG(fw)>
zG$1AiMFSYaNLKj`84%q+{FL-t8Ku)0tJA9WiM03zE>X5Mz1RJ_9`Uw-D)e2kMv0H@
zTc0_V!htKRV#mi}DxR3rOQbmm$$PNVnciQDfsmI}t)77iPFYOFy;>_LA6a&qi-g#d
zo+yfyf5HMNXsaYN`fO?LO=$#l#l>r3VoEaRdxlL03NU&W+s()2k@mY~h(J(BJiitg
zUo;$bH^({}2zh!!6A7k+<KhnSARVn)m|b_W&$vJFI}7E+lmvQOKM9SH^@}#JAi}X2
zuWuv@!F*~zR|P9!P69V)7vR5^9s)RZmrNrxJC3|JdUK1gW;EEBb`(dfdiklhutKaq
zjR$^gPd^e}ejKg)UPlTyqKvQ1K9Hm=jPde^i92l*F;!HnsDW5G8gQi&{j~%Z*j+iY
z*YGl?Op8XD7EYc<xfQF9f3fynjEsCM!)!@0gTJ4_?rC)xOZ7pPc9P}xdz*+a5~8{y
zZf2Ih&H1loJT9E*YZ>@jis4FEgaj;2+iCmw^FxcvVNYMY#K0S{rBh|<e#0v#{%}}#
zXKBFHx#&|cq2*0RA5Rr5|F}7UR;95jj-Lr;v|}S?S(Rk<@%zNDI)&Gp9UnEyTf>+f
zekexc^&a{85qHV^Fky$>j-SVZ&*;d0@OkHOUDf&gV9j9T#3hc64p|(5iAK*|{}4&(
zHQzC+^9^f)i!&kDXcLS`s~>Q`XQ8G>^e@qfu-g3TY1gXp?9LgN-EK~q($z4rHtBD4
zqcl#wh=H4im4R1PMt6`E5ld1zSX?DSfBb^2xNw8%tmaj*fyK*UxWs1bEBiozckt{-
z$>@-p%~8qWVRgxBGeWfwRPROlOy4?pgGk)^5M>?PO1Y(+yltOvdkQCLb$ZTo)h{*X
zW0qTjp^0$IJA$hAw#iuU6#MC))CRCY9N8}t_(EOCcnwcu>zFrHq0w-KSng(1brW}~
zw`{i2A$f(p<|(Yb`O%MVE{}zRafz+hQoojB)aGz6-a3x^{dQN!1$b&`l|z_)DCDdR
zv81YL$*GC`7Xk-+935n$rC&dmNtWUld~+yUB+ObWCb0D<4F+uZPbBLI{4MNqm~2N4
z$_so4LpC)CGo*qG`7+wT%=rf$mgn@OQcTi|)Tbu3^yJ-m$gP9T8Dy*IFhck?j~@}h
zG&gI1mezTm=}V?j_A%Mbi(ktK(sgewjY+F(t&e0X8B;&W!^YmvEN~Sm7vu@58j;{y
z#eta_2N#D2k?N$1<g}}vFY>tkNNlcZ`e!NQL<*!#j)*ix*i-RFTAj;{p`>iFsdz_u
zKrvVP`v&|s)5OSFy(9CA#N&b_%ensvF8{a9FGkZEnf=LDlbJcIk{A0ey1uCuwnfT-
zMXom!Y6&+5jZ#;OW-dLYV%kV>aLndq&61`Z30-7-!_vOy**dEk)$L6;xS6wcesVHw
zqx@OmQg1`KYRjUKCl)nk+eWiy@1CCyft+tcr@A=pBOO0(PR1fm5gEo1x38F?1G%oU
zZrNXlGiGJNUR)26QgXvr=Xv<iW_2{ja$}1K))Qw9x~n~~09){6C+}I!9LEXqCUjd6
zg2*hR<rp&0+qjjo9o81R1$$p-{$|;@eOcIA$4#lCKWEbpM`%>sX($?*condq5TH4V
z$Nj@2w_yR0@hNcopCAgtt(Y@lM0&+I9^dTLrAcp(c>*@$3YnKWIDA+4RUU+E>yMx<
zmEgMsqEJ%^^0P~akRu58QSa}=5hXz6hJ){ss4J@m;fH%}ttjkIC?1%lqaW(cDI7`g
z8fgZe*%!$B2StCUdldq|{ou^pC|4$%gH(?$@{RoYCr^@>MU&O^l>=ie?Cb`%-TU&d
zS~*zf=Nq;TTn1Xf(Gh$f9nCMJgZwgC;OO4l{?b1f{P}%KLHe)#Mn9OW{yY89@ATXL
zLO<*m`oI2z{(sWLuk?%mO8?#O^m~7&AO9cp|FM4+J@PfS%=T1*OWJ1{bQ+`X<M@2s
zq}T%cN;+<eI)bCTKD@Vc4$?f$M>gjT3iMkC0{}xbVCm?M^1^{5!G{`ur}r{B<Orm9
z7(6*_qxTC*_r9_88%fZz>Td(`0vU1_#oN~l#x6jf!oEKK##4|c_{P?^5q%2+|53;w
zCnW5kkP#q~KyiTXv1r3)!0FHdPfc}#O#N^4pJh3BX0Up))5URVA~JiFO#fg+5{G@Z
z%V}m<+gXLxoNsCfwX;LlVAdk}AvEYgZm;LKrx@iQ1@l)beiN%dQ1Po|{zAn+*OXs~
z_(i7wK*TSS`RgS9BGP}D#NYMe?{uFz=2)izZpdDNj4TdUx_JG<0g*RLUSKscw=TwR
z|3SBWSwTf@EU7-zdV^EpXvZ7rqrGDVV@$|*UHdk<zw6p}zWktT-?;m`u6^UmPrCMv
zwZG}wH?jCp*S<6MAG-EkE@u89>U!UK`>(qnlqDcv6a2^}XEw_kF1-|T;W|iSz~|d*
zXN$bU#40=+g442ZrOm@$$p{yf&d0?{u}^1Feb>i-ZY}D!&BGSGy{}w7g%wSdbbje1
z+aA9kTICu1Y1WIh?!P_)kDcPw*%D3Q!y88~3uCN(9;G<dmYrSqyop|()5_7Hdw2vt
z?Cao{)ml8bLTz=0w_;5JIU-xFU_5NxDxQ!#=)wQl93i6}77Mud3GbgD3fw|iUsP;+
zbWV^*ZNv(dYiFIab4BN_3A>=sClTN-#n-hUf&bJp_^MMT*pTp^_eW>B&Cg#Eb$qeP
z;v?U;XPX48oQpEy<LUcp<0h^wYstX%#p_AZhuEk4wy(&Vc28w*U-r%N6FdU@L~3sw
zOi|I0Vf^uR0pE@ikpL^`#$}{F2Jgfs#WV#5BhR;Sex<u}<B!)#U5^iHan!x@;nu<D
z{gW8EAKplBD?9jn+r{gquXPqqS<T@1pgHF4{U#Ibx&FTUVy!N*ZJfH4Q*;;WgsIwX
zkLRQ--{E3-(e4$+iZQgq$a`lQx8*ZtHH(`KUk{wEbZ^z4n_I#!lr5!EcI8=!)Wp5O
zCA$+Q?Ch5gGpY+<mf;c7zAnKQ#Bsv5w`kftmTg<-UF2I_tv5T>{+4dZckQP~eyS9S
z7jk(j2sa*I%1}B5ZBdN~kRP^xf@@--vY!ICu;G+1KKy%sl&)9(a3nu}#gCw;Yu0`F
zK4;VUm1hl8u5$KFFr0L_@aORv;tUDl>+VLoSLW(&IU%PRaO_p}N(tpp>(Y)N<jgjk
z`>i+X->1ty3D?3lPq{6~73!(zn8c`%a)CV(%Lo-a_o~dYZSf*C*411m^z>Qp&pE4Y
zV4WnvAlzWr5LmqI_K*3;qt4D-`OGtS`7H<CM?yv|ndZ|bB=pa2V0_zk;hK$N<*Mv!
zzcy8L{krBI`=24b&tj3b*jKLmm7bQzt2VFt5s@V|IZJHU)Ms-`RhaH&>Tdh@&A^kP
zjh!XsL7!U&<2<JQJFn~!UV10a>(cqBGw!*)Ry(G><M-U1f3laXnw2&?cS&a1uF^Sm
zv0JxfivV|?GxqI0zc(5)4Z_kQx%5t1=VRr&%2wwtKl!lM^XcxXkGG}Hx-ayWwNr9(
zBXFEIJT_)}=al(UKTH}5^zw@TGt@~nnAAU1yuWz%mL}6ZpUyO$@?O!LV0LF3Pq^IA
z<9S<`>;7FLbX??nz)_t!N;VB*b_c$$*V}d}=j}eOyLVmFrSADml2p54bL`CXrmDw{
z$2TlKwq4-vtE#JW@88gk({>d*tu{k_$G%g-pDe%F6khmL=pfgvwrS&!S-K*J%01J*
z$K}0a2oJs8|3my`c<%eRdUr3~dnGx~xIN+tPss1bODnIg{GI!3s_LK1tIj^uwE1~i
z^_WlejPkozuH0kUxve=S*65%~_wS4~8~-j{e)A`<99N^vUPtxyEG58Uqkb&Ogp|Qd
is;c#HFbQ;EyXbZiI1ZaD!U&9BR#GOju&8DJe-i*WpidG2

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-161-Q_ Roger h.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-161-Q_ Roger h.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..7d9006cd53fcbee305066b6179bd323d9ba6fe9b
GIT binary patch
literal 1495
zcmex=<NpH&0WUXCHwH#V1_nkTWcYuZ!I^=Bjg6g+m4ls~os*M;i${c)hnt&6Qb?Fz
zL{>^(PF6}rMnOeST|r4lSw=>~TvNxu(8R<<Uft5x!pKI?*u)5A2qPyaCl5D|1TU|I
zk)n*E5y{~H0R}-11`7sjW=16jCP7AKLB{__803NOWMu>c1}I=;VrF4wW9Q)H;sz?%
zD!{<R$jr>d!pzFb!U9xX3zTPI5o8roG<0MW4oqZMDikqloVbuf*=gfJ(V&YTRE(2~
znmD<{#3dx9RMpfqG__1j&CD$<t(;w4-P}Dqy@EqR!@?sXqmoln)6z3Cvx-Yf%gQS%
ztD0L{+uA!iyCzMZGIiSY88c@sTD)ZGvgIpQuG+MD%hqk%ckJAC=<t!F$Bv&kdFs;T
zD_5^wzj5={!$*&wJbm{3#miS8KYjl4_1pI!KYxMz#mK-6@fMJTcnr;7f<S*Uv9K_+
zu!H=?$W#u*%z`YeiiT`Lj)Clng~CckjT|CQ6Blkg$f;}`^g%SK=pvVxipfLOk07ss
zeMX$en#l4Q++zrT-D2QjW&}navmk>#!}m9{)|Xd`PThRoxV4wfQ*CM5&uC_qvh`9w
zI@f0v$F1#|xOeXcN#@`GzV=q#J0){GFTS~A*QvR0s?r)CRr}Va{<h@0xKY~kNq^L>
zJK4|ns)y~oxPI}jZAB7tZWW1fZy)vxNBwB`k4!F5W9FNCaE-x^t>NxF@6S&8bjUu_
zKf<`aH1SoP*2YWkA8wiFD&$dkeQChQ{_cbeIyaRQuKU=zuIJyof8M{h>+)i@tSRze
zs^e!Elx28z>eQ4=NA)v<J-*n@><gXByqanG1jpsi_UwPSZU2h9{2R_npJw7y{r7%r
zRl&<xlU1uG1i4S|Ikd+#-E;R1!-zVy4|mshm^^C>WlB6#lsqB3f-6(z>M1R+Gl!-|
zUYayVc9vbnHIweW;sMpxOSD2hR13b+xMaHetk8#;TXx4^ZYeQ+^`AkwZQ|elT_0BL
z{?9N?q4xcMhR}*-Z{+5;R)oI%Ej6v#-tqKDZ`t<0Pinn?wJk1QdC&IhnbxQIafM%2
z|C9dk^?FCCXp@SP{^Q9T<fb;Q*?)AB^{+>Je;?poD$8d7=I!ncHfR36xqLV%bXE16
z^Tx+)MEUQ!pT2PGqKS8`&_UhY2@H#;9ar0G=wUUhw0dJ#*Cso*;wev_s+TERh&DgU
z7moZ<>{t0tM$+R*;qz&xdro;AuvpLcW9GxRarb^%zkHs(J7{5fV{iM*$nZG}*&dZX
z{ZUo=TH{KYyYkxX=~dqrd@s-QO#Za;Me~KAj9a?zc2<7N*62RjGpS1d+Tx2_y7v|b
z_MN+Cbnf^w+bQL0`<g%OZ+&ZHzD!48h0%sHlai;IJ_}r^_37EfuMuw!&10L@YWrK>
z=9QSZRqEqgv2GVn%$-p`Puux$oa(L*?-orLu$I{T`^4uf;hTS4KRE55@<t=2mfbz6
zGJN}v?GgHQ?783GYVR3cK0R)iy_QN|nENPBSl(OKeNy&SdGCy>x65`eKVF{oaB9Py
zy;pvPE%V=68Gh(IUsl<QQqE_SxYH#gIDX&z`f5R8+*(bq0N?rYeT%tF=V<O;Vz=sk
z<k8w}-7P1iEJaqbqy)NVT)lW|w%?0GAGSBYt<e`b&HQt%_B5RU&Etu&YWFl2P4d!q
zdL9%iZ!-7B-q$m){gF&v`)b<u%c5b8o4224uit1A=(1?(j+IyEnmuJtE17s~;{w-!
S1$+$46MkKE4Lh>=|4jf8JeO_&

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-162-Prompting Methods Comparison.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-162-Prompting Methods Comparison.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..db0c35d901eb46b0ab6a41b6e3d47eace91820cf
GIT binary patch
literal 44035
zcmdqJcU%-();3zuBtbwFB-02eNl?kTK_p9tMzTr<0ZEdC1`*LFqktkwg2X20AS#k2
zM~RY?<lJ<)rE_ME=ghqCeBZtQ-S)Ss-c?1h<66&p)>Gog@ZW)R>dI=$009925P<&x
z`~;u~kdcs(k`R-Tl9HY|Lq>j<mhvnG#aYJl7pQ4jnV@W}Oe`$yT!P%}99KD6Sa`&F
zuU@|)A|e9imXwtck`WXZ5&HQMf-`5%oTWI+KuO6UbcyAX(Es%Z{}G@eBWQ)Zg%EH6
zgfs*Y8Up+m01CE~nBdn3_~S!B2q7XSAtgIQP66Ifc@7{XfItX|AjHH(MBv>4;B|nA
zhWPxY8ww;BbnlUJxX}s)$G#)uyjl8*POpEPOZdL~lQZNO=@}TAE??p1;pGz%6%&_`
zlv2E<q^zQ<rmk;b2sgT8Y+_|?V{2#c;OOD$^~l@D*DvI0=(DirFOYFBU&SXRzJ8OG
zk(rhKJ|{OXzpT8XvZ}hKw(fKDmzLJH_Kwbh!J*-i(Xnsivvczci%ZKZt7|*Ed;156
zN5?1VpZy{LAphtV`12nf`&++gz<v=D5kZJZfA))j&>Jie8Y1FLH%QJa=#t)ZyTBn7
zOh$V%_Fd_xGn~SD+jRHc`^hhIiOgQ!`PsE!J^MfF*pvTPJ^NS3{_NK{a27%UP9B5?
zfB{Eno{S*!-wQA5s?$-5%Fv+Puqz&rox=kkS^y0trNaUbJRtC^Dr>ELT9mV5PcWpb
z1knDkMbm*Ma4#2~1bETW)K#<Eh2u_X(;TbuK<W-+=6=wXjMrtYGmn&DirVRfNS^=0
zaxX!2ZB6cdk_$U2iT&PcjSf+TK2d3E+$B5^OpY)CcruXxu?X=LU23rNX*!1oW?4=}
zpmx*r-OC7cBOcJIoaiG^qSg5?#TvXpdGK?Sp8*t3J5y<j2YP*)wo2tM=;~6urdG>@
zsnD_8xIBfvODE1i@&JD=Q8(r91MMu<eME2ADr`%CXjNZ&qVaz4%k6h5_l&LzNwdrs
z`z1|z-Sc{zSSE(qVUj?&<j@jiCkY$p)>Tgkb0sK``hMp;dF$_yZ2P(Z6&^oxIXDEt
zu6$axJo-o&2@H2L77m-6Zp?@zAgm{S$W9Nj9uYX&xT502-l-020dFcsXy7zvnQ<Mh
zLz1e3Vq~j~=W{~XThS)@gm@FoyN?}RDouL)q5xZdy)mY;{luK*gY;gqZIDQAx9wz6
z@iHFBP_w@D@#7nYDg+_1*rL}<X>6P+4fXa5-L60`CSa(WF429w!sBy4Gbe$yvEn9W
z2SJHPbUI35;2%qjuW@)tELLXp{8cxe#TTo__stdIOB^F&VVSX~ZEVfQ_7LSGor+S(
zhH%D(c8kIpC6=_$xd=y#De8Sn!JCa)bqHSV*{(oGzTwn(J8KP<i>unx@i<%8JkiHG
zB&rp|%S4loG&ggOoo5#iA7Ag`fye#WFbctm@UE^1JP_#IgeIdaRsw9=-Z}I~P`Im{
zx(g$O9Cb5SXZGevvD<uDS_1hM^ds1OC-jpeuL!G@!q>A+o9gSBNJm|HM($fmW~MWi
z;H1~`xMIneD62{dt}u@Yo})T%k9>J>R~r{%GNeNyepuO3)A}w)^ZZc)^>oha9%8;S
zZ~!-QLNVUUlK${fHRo8=uw%Kah`&ajO!qV1Q%#!j<{essEGgYPhzB1Ad_IsY4I#Qd
zQ@<fCh}L#9J=gj2W|{JA|1(8Mav#yFf9<y0Zw4gZEIfRkdHKZ(55aOaysojTEIQ!p
z&X>mO62?Qe%GcLiMXe%5$WV0wd8c@wMjGqb{XWvc`C9V#Ubkt7s3okQ4w2==1+zGj
z4LM)z<yXFHcp&=mOk9$#D@r>=V5%}dwo{QYCOY#xY@cbgl_&jdd_RPGKm7FD-jGPJ
z3QmexN|sbB!i}Q(bWa)~Z1PHnm?m>|415TW_OOSlXMi~FaXM%|h%GaMgk}^6lg~LL
zLq@G5n%a?ehqPq%&PBxncwp*v6>O_;q>+{&_E6U3Y(ScxngN3Ht0Xs$C=0>oFjTzJ
zG=Fs4J+m+&iVN@$2|0n7iaZPA{kHbVJ1g9GIQeXaHJukaZy}JQXqaM3u;+-x{@KB4
z*|oDdLrhtwx&wZRO%>3i15#W!W(DGoEU@z>-scsqc%nK{mzvs&`umoD7IZPT4jzCj
zpnFTEYvP{><+_2L-wYsaG{E&V49Nv(xpTsHH_lvAIc;kM?$nO_a9-Sv9iMwJ-&w7H
ziL`G%_&8P<HC^iURgA{u9ghEv`#g@Y7J7VOZ!+HO_(Xz3b%+Xi1I`2CJeAgYjmUD`
z<=r~8Pk>=5ym<Ri){x$WP1i>$VYm?FNJfw_z2acZUDKDF1H#au!KTuRt&{!eH5FKj
zeZM?o&aJ^QMB4}0lr6M<$Z7UeqUWB|>$k%$Ec4r3KY#fK9w@(-(fh5^KXNMc^Hn4a
zpv6@%dUaWyb~%~Ww85V#GN)yfaN+?r6p{yWMb@tuk?6JbtzCPn#ynFl_`@n@U6;(J
zeZ}FWB1@;<o#CN~bIqc0<F~4!mmKsfh}`d5y?(pBaX?E@tz=`omZ660@TIA$Z$p>)
zAiQMPZ+nRVYrnY_nOTfzL0UM(_@dn@>?>){9(_)H^?Q%e@kX|q_dD607zI4=)b&TK
zFY}X=iKwju|E82j6@ac1?SCkw*#Ip(;4p{yxsvmM_N6a6Iailg4O${Mv-cc@8ScY&
z*C`Mynlq~dL06}o;P8Rhk6V-Ox-H7TSB9EVC+@V|6g&toWVp&%rHC=o!~A1@wow$O
z8vYVr9`$88O7j#zvH|N9ah(*EaW7w5wCOEQjO3J}{Y7`0W!bM^r7JdJ`{#+Bz)9%J
zSnY((51V4=Oiu<|qjM0w5zwQL1w%T-B>nrFBW~0WZ(#B-_K7Sxf0i_C)bobEUmFHD
zgH|lxb*BKmT^UbhzIAj2uHvavLRa#*#aT3iDfD=odl%)$17UG0`TWuGoc4W0qtGI3
ztCEYljV_O+w415pLP4fGqn1LBR6*X^^yr)XSIp@+W4d!XM?Abv<mS`7R_r17k!>M{
z3Cy9DLz(B)+i2RUHy7pFN)J*0aEyG+K_+Jmy!hlX`Ho1hYiE&->anBaLHzb5YR>P*
z6ofVs`0e{gB|ni9(7Dwi^D-wo95U}rbVrNv`}A*n>=6UQgYqn`U0qXl1`7G+pIFXk
zxwTP!OlOFVHssC|6+iTv!IFwz>$!&G2#1|et|Jciptu)N6+95wsnixOBq?#39uLr{
z{B~ajXkGBYkM$-rm7`^{B}NH8B;e}o*;VlTpz&6NPJQkb8EZn7ZFsltNYeswE@HGI
z4Sgn^(qGxGB6xDsR*4IpY=|tj0avpa9ysVg#1zmHBo<C|c{sb23NC5XaB;HVgDY|2
z<VVt1jq554M;~o-NlYf{w7Vlht@RM{PPaVMiE~{p-{J7JcFqmqLX#(ziDrvaI$3LX
z$Ta&L=yuQ&P{x<9RiDY5Uhaa3RV{C(<4&o5Ahc1=#p*hlkf>J`z};W#Rn;l7@1VA|
zcCH-psCD48H4n=U(*v&g-Aq*Q$|FxB0oNVUW^eBsiX`u&mtsoWX-^&mh<o-{Iriku
zvtCeX5c5u4t5#6-<)e@!m0+jRRy@%mRZzOGG#AO?%&^vPsXU_ka2Il<{cd0M(UyK?
z=|wzX|C)Q;hDIrE?*19bz6gOIa!v#fJg>8^+c=C4@SvrSnR@GE#dx{R%DfSvy^rJ}
z$b!U1@l*Ls+)UdLo5vDN9Q8%TzQkx?m0a)IiPH8LmR7h36_RlTu|+T{5|YV0ksd4%
zR<LDqtM*8!ip}UPk+keX4*mjbL{^n*GH`NEr=zob)W-?8##DPT)%PYr+p{rU>=Y;C
zXAn-0?oe-qT?j$jq9)|4wpGZ_atQXzQyWqQ0f1+VTm<<aK&kffP*K~L+8<1_xYoLd
zuaweWiETES7#+WujeqHSm{dYp`OP3cVxfp3iavHaNUD>c+HeORnaL11g<!GpbA4`i
zxve@cQ+r42Wr3;Lr13O~>D}9F9}85XeD&MYDLeUvG+kO**&WNwc*^(~G$u%c%?^&f
zP>QSU81}^Ho2j^-Z(;ttEa^U#yMDKJTvxZ5qnoKcjPK)hx%8n|fSx!+?p1{j3F|>}
zl{jU-!#w5495M82*Lw68mG4&HGIF>wRl2}u`Na`uL|)!=hE-!GWq~a(3Od+TJ<#^n
zLAgOtNQwN-B9eCx7iU${C_D(>;+DRz-{)6)NSCh7QC9eBa^3q#yZt$;!T1N^Gb=n0
za040&+!^#-C{?kw68I7(^mWP%4=8LHZIe1GXvh=O>dF(-^&XG!&TDVOi@hC$72W9S
zMcjE8wNXmk$o(m(`rr)w!yTKNr$Sq6%Zw67>5K#Ycl@-GA}AN>XJxgM&S6`zLzy|X
z`t991md`C1eRb&#ZWeud{E@1KYo53ca*$3{gv=0?*3U!Oy%?JEz3F;Q<_A{<?(T@n
z^T+xZ6Vum?5<<Ca2QLZ9+?pq41aJlf1N~qV!x}6zkKZsjRELYiraRDi>@HOgE!e(=
z)3szEdC%q{?h#|yZg-@*7v`J|8)9qCTTM))=^1xEb*X*ft-}8Ob_ygQK;?MkgYX^n
zZXwNtWfa@AO$Y1nb3K?4j1L$!G5Kfj!4Y74fMXesZYkbyvz@uS2l1VF1{-!>O+J`w
zyi!xOQ`j|+2ac6Lv_az=uB9|=;sK+k>_@NugL9z;;E!?wAKcXo`I@Ty?L5LadLMOR
zpp4V9;yB8f<w;d3vAn;qyY?ay2z>iK{Q6!ucZ&Ztp|3M&ax~9A>bBlpKfOMJ;MHHT
zgwBX<+>FwPq$~U!rtO{0xtFvkJ(8{=H$3qG(W+EbV{W1HEFgS)Y;yAGog=kkSw@LS
z8ofPw>Py0*w{<tu){Qz^=MU*@sz>?mj}^B&RrOExge$A+c`oZLGg$TevaUc1GRi05
z<)&Ru`VT)i4<tT?9DQ6<(jR%ONRr}^_uN{gv9#Q&{ETdgTUs71;m~A8Z8Z7ug!;}+
z<pghs%YDyfN_k+Hic)`}bN<QkW?zVc8&kuB>jopvuLd2CLNx1Qvm&24zjrAlHFR}b
zpM>`i+pNdD5m}0pyBzd_)Ac3{{Vko+gg2)B$`eTy6&(=Aq5(eMBL-`VlnJdH>&S$6
zHAJ7-S=E!RR^`t*oRRSpedTTXp)X;lu>LLgqyFU7Wl_&zN=mM1g~9nZ#x|z*!^603
z=S<0?f+E#bd4`LKUFH!yu)YMtUSPF{i;pL@nGQ!Jco&u5j%IFtu$kqnDiyp&sf{g5
z+nde91K(+zX62a-;I4<C5xviH@Ia6d9@r5<JmAJ0J0gxD*YLmvc_u>@6Fd-e@f{wp
z7(lFC$;5rrKG`0^1KT8)xGVW<CW+&o_3a#k2b^3nQaobrXXCP{h6o0Y5p9u8Sa-_>
zK0lPhtFqub=WaQYak9)6_K`e7v3^b1rZ8V@8M-=Q>e|kwH}gz5)`T<G*l*Ik!`bDM
zku80~kDFfOTzcArjNOh@uK>7K*^FI6&(4Ph;d>oFm?K6i6}((ory63^#g*qBXbG;b
zYTOz3nyk{lk{CGC0Ku|Z4cM@jV`nD=MN6pc3GBfL*U9L0@zn84JYd#~d*QghOR%mJ
z@ND9!sV4epW?fEq4;$d%MdCZ1=}P|ie3{Y<L%jhKfGTWpd0lsW&Ceob$8S?p`Odo}
zO%58`fn<U`mWV@cG}C@Ud9~9$m%i3}08d2jL~!5z+WA>#UyM;ezD1j>o3n>AEd}KL
zqgPiwdPnlnA>(Znc_D~wpYbDYeZe%Y=T_E?RGlP;mL}hJpwBBBwGd}MS^3j_Db7{7
z!ujA8n<;int8zu>o2jX3xX;}v3Hgta2E=Ux`4je1nr|;w4WcscPjsjTNgiPBKeS6t
zF3JexeRDwL8gncrFE<X=g{aZGCo|I3(e;{a@g<`TLx;b3^g0lgD=Vn6T{qS)EqGP*
zD}dMSTxSxl{hZq&GN&px{K8jyot`phya_GEVtzX(829n$U_YHgipt{Crtw1;TVJ=0
zWXN$4rK3KFQk3W|o%~FIDoB6jXY>vcw@`8BU5K!mvx%X;>x&gOx)g64$rbS=N*uDG
zrwX~GM?m_7^4`R4Pw7~@hlsvx#J=x~*)uqj{X<M655y1YG9NpT^2<WAfOtHv*c%Vr
zO~WRYV>q1&jt%pod0{?BEyt&AUt_Fsio3;%VkL}UaeBVlj}pg)qi>`2RP0=7uQ1Fi
zJzwU@2PD_QkmEomN_v8V)&HY7Q#fC1m0oC^*3D7|qNLG=I036xla`*i4mZM;R^}HR
zix!IYj?3@Z5mKv_*T|J}eG+ds*#wOnH*;yaw39hEM@hMvCYX4oJY~~NDTMDVOW)VY
zhzhA)l&XI2*}NUd%vBdzgsGVon=M=W^ih&kS!z^~B*!l6@vRS15$g{U;SW!)@qVsl
zIY*81%4|m8?B!a2KmNjccJfxOYcZYd$Q!H2`PJ~49{Tw6><<EjZ}v~Vy~ydt@l20A
zhK#c&XHfT|D0wD13BVdE6{Mg<8x}0zBFhg|<CxbQDmIelioH)-I!4X8mp$Z~m8Adv
zPSyH*XoJ@(dFpas>gVEdlQuhN7MimhX9EIO2wQ%7z&{G5tkacGm=t}z3YRmnwh?{>
zJft8fq%>KuEjut(^KL=d3VQ&sYnXkl^@B|wh_0XBuz<8qm`>$|n?60PrcWZIo=7v*
z2+LC_fLm-S@Did!ZWOjYT#!;1d3ne32_&QB4(l^zUz%;Few$~KbN1OvK4bUdpDD1-
zWu9LCa6HqYx$`ix!X_~FmB6QDbM#fj`D?~T#QWFYvTko7ml~u|$G&ps&5Sj#vbiSm
zbv%%t;f(XUrl00`;8ehq6Lp`4sFx-}RfXN7H9)fP8s)KEo611p_u9&enuaPOifEn-
zL#bJ|;huLZBsG~l-ub+|CABa&wa|C(X_xR_M%t84wXJTwx)iT&<~iQM;Uc>E3AX-}
z1?5TPfyRblo1T)!gsKajmV7+KYA@%Lm6Kz(^TzxORp6;SLEFHy%}s8cWpLu`hO6fA
z{z_o8FYVV-UN7a7#Hjg7=csu2ghokOf|~P#@4*YF8!Y!U0^HyqKfa$jAS$HQRaNW0
z6f6Vc0R{~_%2f9w;f!49kCZkLrl2Saa#8mjmgB8nkQl%IPTn(^o`Bn4OVq8nE7)ak
zb~nTOzVwAQ)@M8r^8kk-f<I|9NVlc@uy)I*0t#NaPfL(xYv;E3=w*v|vyPpVxZ`>p
zO>g;RK*2*xVTj%2%zA3-@ZjHL`G3@nX|7lA(C$=29U`q2*Hk)H76>p-7Uh*1^z}$d
z_PdEXV#lx1N2FtYB$0HAT0;qFakxI+7nKKn)dsNd{!EQYfC&iOghlbd3H`w}^dV?*
z6-1X%v>ra%vuM@ezP0O%rtcO;Q8Er3@m|E*L~IA=N-EEs4@ea#W$lj)Aq!B+zFZ?0
z#yLl4cpNf&LVK^fvhzHtZs=TX6VZAqYuUDPv9q^qgO;Gn<Kr}f><(Gd9lLD5S0g2z
zpT62#8(uPtGLm~%J41CW*miqxfO*}?wEoqbMdJwh*xDDYDvqw^qybUlw|zwvzMDpx
zN0229+}c%tcrKn<@xnmi)byt!pTw5+_f6vpeF>NCdlaj;BuJY~_6r*22GEnAyj@wg
zQ}Z~U@K)8?#3Ms1E1v=MuA6<=*pl^KwsZx~YLhsbJj#6cP0`tlxtE2UD;y?u?z#f2
zlIO4<rC{sG>gL^wC%lvQ7F0h99B`lp8V`PPo`sF>2=3dl2DWOdFX&IdfB{*#QFe;J
ztgo$SlnA4(RS;>B)0KXk;o?NyH^u@W1rcp<?+G5*?~9uL93;jbq3Ft@n8B`lOdc0J
zfcyhb994lBLT^Z%arZJg)kYY@`alr-z<Hm2C)&E1!(dm2M1PxVXU2|A4<n}Bm2f_L
zDZd_8n~VKn=L5b^D0^%fnW6yqb3T1$>rAal0(S6ngrFpm9nlZUm#ZD`eXLrmj>ZEb
zyvuI86tT2&+dpdUtqH0<m`l)*)z;i$E9_g1Gap|Iy`#<YTqc8)Op%0resLqU(h^65
z)xgmRoNsY1b#p=x4di+;8`_?2E0)ncm#{LP*2-kwxDX@U373?~yK<)^653a3ikm4t
z70ZMrJ#LhS*-M<(=(MplFfCXQdesL=>um3vC{C()dvN6;mXtXSy=V3aC(4AQ;;AyT
z*Q+k3at;($__`VyM!a@`-x)sl`pLP8*KCt_*(&Zh1!(2(wIn$wzhD*_s8_zsPiup`
zv|>6?>e}E&dKewHS-8pdQnSf4NKc|#q%c&z%?)D+gzIllZG72T)w4uRWjTK4&D5vh
z*pRL+Iq_K&Hhg?3+oH>9)_>k5)qrrn)9~4a$8XI1LP7?@DXg8RkEh2OuI5xeQ{zn7
z`Z1`ia}t}1@f+25cCUu__aN7bgdh<#2XxIAD^eBSM<x*$1O1iq1cn~Ipu62pD$xNz
z^XSIMCN;e6X!lGy95{<i7*(%^^?i>$VLDgXE^1I4H$7>xH7)o~ptR)C8QQ9V(&VVQ
ziZJ!g5x8At)w!z?pLYpA%cQ+htuNn*SRSubQ755&ot+WHH$C<#*R+EEOf9wKW|k-W
zAxHVG@u-)(w^9D~r00v#U)bi43m!!DS0@1l4!Psg@7I0fvE}U;z7gMiaX;Dk`IG32
z9sU}O<1??<kB4o`hfy~UO;<K`5X9s6qA`?+<0N1#ql_dE%wDalzMa~bverF`naP%Y
ztZ-M&$YJi@kcP`DIyQPFNR(G>FDX4~DgM%UQv5s4+`U9tf+M1OoUXktC>p)OL)cAc
zuqNhMpR@+Z-hT2fz*}8qY&`xw9@u>Gs(OLS9&+=gTxG&Ed+AiwB{$(mG^X{C<9R4b
zWX<H&$;CRwoZGTP`9aagRP!gn@=Ozr`SD8yPS!Ag_L*d|(FB-+p;lU+IUZ=6&Rpci
z>{V(u1zRQKZlX*a#NaBP=YlV-b3X1td{;>V(mQgU7|)ZImbox0d?}+Y-j2=@ML9cB
z7M`JOaAL8)PNxjyRh<q5|Cvs?Da6MgZeMiQ$2QVBvULQ`NMta?W)C@Yx2eBJpxVNi
zDyBSe_r?mf+Yd)<D$2<}K1#Ff8YMHPFlUg?lZP=sG08mT@a%TM^_BU>d;9m=(<%IO
zyTKUOcI{#qmO@W31ZQl11rL0@{s|i8fT$3a4iv0Nc$wDdAXL+qM_GY027_pR9-k-e
zVjW6f1y(QD2ZQmk6%?gfxB05K{8V`ecEqHEIsu!c$a0XKUy%E)hS(+juKx?-YZDtl
zM_mZphr4)y2`E>x`%s&$)Vu~qY6Fak+}qvCIQGGzSqlektWb3<7$2ll3OR`1FMDh7
z;dOk)0Jn@A*JkNE%nMh{qZkv%BgD?0FI_%Orzx*3$Z$_U(UgE?UDHnj{!4pEl{WWw
z;d0H8s3EUoq}>C*p7~|iX4H&69OY@sZ?t#I*0?-P%&M{chqiVz-D5%NK4Md5iU2uk
zKBAA@SHCPKqhC%AH|SX<{WX)tOV%wwOAzm$Rc`in;!I$#Z^Xq`xV-fBt%LR3VJ6qx
z*@tFNueJq!`|7$6n>SgoYZOwodPA-r+;;$Hqy-8%>Yfxbusvm2N~Y4Z{_w0+3@f+h
zFScH(wE#1e{qR)pj8}o#8TP6MU5u_|WOTol3Qks@nHDZTIv;_^zB6MARSxPvzn|5M
zM5q&yHdVifR*FA_c9hsd)L%LqncwWjElyJQ$Qcvl$@SA?_O(w}z^t61T~lSW^yVcq
zuPJth{AG)Q5ND>)a@dicPWK5p(4QrM?2^LP#|fae1Q{NwGAf{jzXw+IR;<%29$maX
zo(IzB;@80-t_UQDKZF8K^lfGYYfggmrcc%TOfJ>eLU(%vL)QEVG@1A(G2@Z@)oi70
zr!{zh-2*-H>SD>nEsiH#FG#mD=7NNs_iJ5pOi{WcYUh?D=&@!hqpZEPC@*u6C;x*%
z`2#<)*`lf52VSGpxzlwBy$*#zub~SOa{Pn*Z{=<bj<z7Sqh7lNj@D3~8g-q%ty`9r
zts7PQ7x?@q2>o@u!fT&?b^^;QxS;VmCA~iU`I6R$@91bN!$G6e_UDy%Zdpmt(=22L
z_@f@oPsgP583ZZJlLRrI-RTLQ^YW4%S}+J2v96=ci|KOQ{nm*<PL)t&h!z6l*{0lw
zqedzkwGYcFz||iO0n>ROGs=`Jxr|RO68*_ojSW<(2k&w3=M+B|`COm0+zH+P#w3H7
zk=G%KWlTS7$a9b)_Q2O9G;{g=w^w+;Byr=gA+4gh4J$%RV2jK}r@TT0?oJ`5<5doF
zVb%MYDM_IXPrYbVp(o%2vbt>$uAeS(jE@}7HlCk)73dm_9t<2VG@I`zK@O8G7TFMk
zjq-A*#vaHswUh{t!JT`miQE|k`iqLFRcDu>`h5n7v4JU;HSs+y=@#f_CMFDqvN!!^
zI<B%f@g<f!gNG4~?jy1GvpyQgLYMRNvG$J_PwKBB8l0?oAdqb4fYqU2yp4f4(eumv
zDW9lr?C0f?_1Hr$w!xpY-5i+Ft>M2q(yk$K`At>ix1$cM<CpQxw`X;_1UmC?*Jny=
zbB<;^I3HzA$TJofIh2|zNl)=0&7L}=dZZ3>x(Xb2jN7~}e-8K68gkDe-EOP2q(F+1
z1Kk0xx1+|T6KZvdvYrN@I#~U6yc$J}!^=Hop5X2T<ZM|<teTk0o@ClJ0v>)T(V>+E
zcMe#!1_m}ICLA@cN|$)_xusUVV=K*8%0Yec$QaM`<ug<Tf(IG)QL@Q;KL~?_Uz!bC
zjA&%nvE8=juNwKto#RMS`yLxH6`s8dIk7oRYmAuB$+rJN>zsa;e+tgrrD~~FV>jXJ
zQlvw(`-YzV)JhVyGw`-Nc`%Id&y@a6VGSkV64Bu8dmpw**Le4Jh$!t`@PHpf@34}M
z)3{fXkH3DbbEc80@tt!GPtJ`j+8&4Dlu$;vh9x}EM+rzxXqN9@axGVi3&PGgmQ}@Y
zPdx)eSpwR1*W-gQ>?cgV31BbZ004*CEdsOv=!XAv7Qg4=Z|fpWcnGo~Ub*7~q^EtY
zf%$xnJcKV-6Rd@q?aNfmE7Q_ft6blGlQz9|=Sx=HhvBN_1=no5V+2m=6pEf}>I@P<
zrPKwCaYDCg^a>p_$pJLE*U!KATkQ9j?f1udGG+S~0iy4=LCjT|KKEko%_*iC(k6;u
zpO7Eu=4fL&uq})k9iO-l6Y6ZMXS@8$AK@9;qz**wpsv(7NmEF;xTwrLcntc3hJb*4
zn(y@&gCp9!CRnH4Bb?=e{QThu*{{TO$OPu^%v%KepQh=<?IB53rv7IV2KCCG2x)QD
zD4lTO0mz1F9?_Z3TOlhM33DU-H71Pn#+>(_6beyVm08$Z|Jb_*684+RLe2ZQ-BY%J
zZonm!VLqGLr$x!hn|OgjwBgAu*%s|2K>mitzh}e<76z2AVFY)$6L6MEa*tUMdBw&>
zp2tmEmb7@_vy4^Esmu5JD#|nuZ?ol`N>79TNP7OtTqxV86TYOi4f>b_IP^G*(+~@=
z-}dG*q%<-sA4oi3>l;1wLejR-VDP|_rsSoLhr@j>rMiG6=mt}#A>9V6v7q_6>hT7n
z^2&rr8`iH=Oy(i?;ZF9-&36Xja~@oyf}d|c1lknLD^t^)?-4dToo@{(!2>cQRCTbq
z{61VUmY*-y!9&}>_-mq9URKq^aTeJMSNfyR?sAoZJm2}4M4}y5<mm*34YR83Cp%mw
z&PeiO1aNc%PMJzEr0S3OD#X>h7u#iO5q17pO5^tTly`vatZv5ioBjVjX8-dT{BbYb
z^*Lg}WEipD<BA1F;{UcO%&S1Vdj~NI?aa<~Zkiv59+B?m<^E0Y@pt{luR5Wm+`L<C
zh%t`Y8OJne4eDSL+VMbA2-Zni`@nU-aONzcJuedvjJ|@Q0gzh#Jz?;lz6&FTh*hpW
z53e2Li&B#%24D{l3bBfY$l;a-)xoKnPWhC;oId|y<q!44TsIsL^+6Ah9teZN2&(1D
zoga<|&)!m{MsVnv_gKgGEXSZrx8&&r_VZk>fS&TpAeGf~=v2!-Yj2}dXe$qdG+PQZ
zD_QO7#96IsKcPspS9TX|xA*(9X352Qn7d`}kAO9QO1N~6ldsOiRL)H3F-&(&w#A;!
zF&_7pDm{FOu<YGek4w$10iZu;?<1Z>nk|*g4+)BN5P!%EVVslBW`G~w8^gty6=u6L
zobx5}PAC1_+<|MIAMtsYva;$VGuaK7(P&#1{aoZ-0Uoe^+m4$__GOS<tsi8SMEw;y
z{mT$#io5|c%1H&6u@y#c;|=*&V$K&#&XreM(wI6dcSH+Mv0Y?1kvz)vKwgMbt|)JF
zy`Uk21SJ+AZ?R-Idd<r>X;d*{V`WrJPIo^m{ML|YN5Znnt1MtqfK!6us3>WAoc|7-
zhXb?*$PmKvqveIB^IoyB**=aG^y2hqU0iyv7)yRSM18!W&g-PwqH;e@<6fiGs3@uk
z4_vfY9Q+DPFG9M{iQNb?<DE!-Q+%UgM`_*Zp}98EO%0(nI(LFzQkfBkq|&E`=rTU_
zwp^rsx7|wh%bC@fDYILp4I$D-@1^0Pp6`=to$fQ<RZFDG96O>TSw+d=tiw-dzBHNC
zIoxQGrhU66CJ8s7ieS`s)6S1Gq4T(0JGPvQyNE_|)^?q^=S6AX^noeLyB{cZ@(S^E
z6JA6L|2Li2U$4`>og<!^?N);|IdcR$svMyBdPiXk#Qq>xZF-_ZT<;d{6LtzYF{o%q
z45{E&a{B&@?&=qj0|5;w91o~>Z?|EPNieLhA|6O5A9#s1#qx_cLwEV?L84)i8W+R^
zf&Y(EvYrnkS4CD6`0L|eOnLLgsBymc$)Ep%7KF{8kYWg$K>ESH5OJ)wZ+U_TEKg^f
zKG#|@`m`D%rw0|{loOQC?&XUO1K7#=M&ME1vrN~V43V!IrC;3AyV?V2sWf$>TG!$C
z1hY?Tq)-`E9-9kZa?Qxjeo<#WhVz@a9ZTI<gx_YN`YDwJ+viG9gvQe^&oxsd9f!iv
z5}=s)fZTUFX8{r*k59tdI77|qQtXgW$tJbBKbV`&DBr4dV!bh^(G?n+O_a`_92~Ka
zMi%3NGjid00JaY9Y4Kwnk`|kfU(p8xo6>q*4816ozg{+Ce6Nyaa*R7Qa%wr1)a<u0
z-Kr+7&IbI<>7xI7r|w^?IwY-1bb3ALY22iliTdT|aS%a}3V?@!j?zBP+B()SHjGcj
zq}AW4kum%mX<a$DzymD{nCAi8OuPfAm~!YlIdXrV(Qe+IY`ssXh&vy^4BNpp9W^6D
z0edjCu$(wK+zm7PKA)fZJ*sUSWkft@4j(dA^L=MgXcGQV{RxEHE#kte{;@{u4Kw@p
zq_5G$ldww;G)+FzVs4`&LDG)=Q1GGjIK(LK*mXNgj=R4U4?sH+-zmX?EmzVl8GcZC
zCB}I2>a>OUcbaNhDJ-SMuk<xF*GrrRs8K2cP3|ot)X2S2k=O!+EpvMyXiH!%$#y3m
zCZ2zB7CQD>F0TM<U9)JUsHS=^yt1mSL2PAPxQY|rah7xkvTh8WklMl$&)_iN=zkf}
zLy^@BnGML&4pZvug{hasE!lq5{dgc357J@})|>X}5vMy)FfC=^Mbb1Z(^R=8q_&t`
zyxB+HPTuMBe0Q9y4mr+fRF~a-m_CZ)JR=;>j_qHy2%R-$R(Rj$a|uyVgPrdb`nDBu
zSfuxD>p}ajU_W*KcuQKZv#Gh2xo&WQI1U2RuwO<+i5bLs>)+h$_jXy%B)p+<=L2JX
zZBrk6P5sNSDM?Cp<0KD%WagC6l}Q<8RY@swiWmvZH<}zN^>fyhyjBu6<GaYm{DjI6
z%il{HjnM=-P+~mLbOuKkX|lgsulhpk#^hnSg>%u0D|h&Ob)>3B6=m!gf_~L(3&V}O
z0`63h;G21h2gpM)4#gc_bX^w8wh`x|?%s|#*f6Us=+BRP(CP6scB3z&<-Bqxc_u*q
zQgjZnopziE-92a7N(BBUbu>mJ`h@Hn_E>ux6<Dj}b#46P;YS6L%2o_)RFu_y;80W9
zO}K@}@Dky7t1%-RbKSVOIuT9Tp#9wJ7gx-S(vi+TA}L=DTx#Y!PigBrYA!c0bMzSx
zgi@j+FOdr9I!|k`8~45e7SiS{cXGa2wgfQx^eR4~)-~Q7Y|plES6CzG?OoMTd~mqS
z$noY?YC1u57j12&=%EA3TZ+kSL_Ea{+=-y1?eVo^-DPt`ZwDB*(qnk{7*DS}SQe>_
zcaYieEA8O*;_2=TenPg72DK=fLN;th_rP?Xb?AQqvcJHs-Fn(CA*fd^62KJPEI;Ty
zA+P|k!bLFQ{s?+Ng9qw(_y2E9Dv`(aJISfRT28QL`~G7~H5CS%^5@W^Pew&e^8>C&
z)VulUYnY%y*!naKOQb{myP)fL&G2=XriBNV=p8&T9{(uM9ML}3bTE$xD)}~kse|cE
zbwEDFc@*o0Sa9ry55X3g!GSWfJYfRr!F|_$z8TjD9{ZHc^G#rw;H$9paq!O>jsu^D
znid=fK@7Hx2Na(b4GU=Clu_cihE2r2gyTP+{ZoBxv^|6I0p$jx2W_}W$8UwMlpyyN
z+KWY)Ay!6ENkGdEH^v{7C64aH&~(Q6)1V)T_J^WzVR+zXfyh61H-Wx79*7M$1P50P
z51i^%^Hcxr#4i8`>97V9c`LB>Ts+WEw{F;*u-%K{8iU=(O-!xGOm5(TIfVMkzhOT}
z*bV{{A%-|u!2@Wf5f#VLzt#6jp^Ty0&q1W}@#{~x^5Zcx9^j}f#(KWR1ImrAaOx1m
z0vvQ2MK2L6qo}om`7)`5whKFoI3=H^^$pnm#bT~4i|U_s`#<Y&*l~E@QgMy065Z$f
z;8?NB?}O_dx=TF-X4UKPz>4UK;c^o>Yyk>p&qu*o>2vBUn0|*5@m8EwGFQPVR6`HG
z;sL&16y<M~f`nzwYoXwRRqX?tDlavPy9qjs(JMG7llg3GFuC5Y4nr@@bUT@O7QBeG
zd=8@6-1eWH`fr6F22NuP-4@o(b<u<_tq9RheuS&3-c6?fBZb^(Y`^w<MO+5#NJ;L`
z0QWzk;y=z^0(%&()-(z0ELdsUB?O;Q>;tA5Xbc(*-2xnDCnh3ga?)sRwwu|5hXM`h
zL#{N|Y@;Ho-zipD+3QBXJl3AOZVyS%_?d+GPc8ohK0dY-u@0J7N5k<D-2oTDO3{X@
zCb1rl-RHX@PlQts&JBoKqA3vz8F(NPFw4kCSUWcDGvR>_aG5c|%KmXN|K~;1{P8eM
zh)dHt=*>AbaqYv16;W`Z72rf!#;@dD)xNN9$)5+pA0>;Y0rn7W6>yv`hhhD}V>+_l
z@JIToK$h62a55_cq5}zryk2$S^Itd5kW^~C=mxfOs&Ta{fovfn@Q1|RMYVO@_uQtx
zG~<75<NtOM){NMh^#D=RC=@MPU|U}CmSoVGi6r@JH-Bf3k&E%`()k?}!9dWB22f_q
zb_hGbQsYA5_QU&!L#X)|+}CB?3-f0c-E%lY3|eFJt#FFIc%b^{Fafnn2EUDm$X~_~
zsQ&B4Fx5W>E*vKU)EQwSOp38?;OhqC@wLV#@I=wbso^h2&z97NY16K<6L>_Cp0-xn
z|4Q|DfM(&(eeIRt>CCk@Gp;;By>WKAr>%Do+JzkYg&7F{2`*#yv$I49nvcIoIX!Ye
z(U%H%GkW7oZ%7T>M>HIo2EJ5qggB<)27S9lhN^CYL{T6fXt|!%I;a&fZO$gv)=oM(
zD(dJtQ7`=J{*gpmy=tOo>?FsLZFLO63F?eDOXiKNU222S$-pOdHJ%h3aKoBW?#q7R
z_Pw2Ql>?^Z%?{^~WW(n?$@zI^H@EuYwYJ*#VA8nPAo2hGY8pn9%^Q2Y9%RyuVaG`a
zQvBKlw~B2epk(}Qv*9+Lp3b`|McLXyH(1#Gm}Xdcuk$)(^K&Xj9LE!l$}zuSf2MZF
z{1QLYMTzmr??&+m+cnreRRj1iP`^NqW;n>bT&wECE$GL$tLZV)tXx=|bt{iIl>qxD
z7ttrT2eLym7~cL>qXCdNsv{VZ7}FjU-I6mqf~{*OLXQ*{u#OFf7t5!(&VNSHgqD#V
znS8#(uz&s?<a5I3lNS_LkH%y+LZe{n-iNmD(oRT05BFUfv|4`MqhYQUt1?&)_Z7)g
znXux%p(Mofi^id-FVPO361zDpHx5OUK7W$dTJYzw_}X=R&)Ln{D)-FBVwh*AfoiB4
zbHMtC{QJIrgxfA`rO9Bhu)6AdL5yO<b+hCX)~WxAZe(m-XiQy@Ku!<9^-6{ysdF#v
z=rZ&WG=QPb&wBmL{Pi7|V$%33BVZB;ckR=|nOT)&SS>de?YfPc)J2+Q`&)8S^gt(H
z;;`Z%0-)Xm0YKmchTogkYCKBka9UaR&9z*9V&@DoqIk|aG;&NoRxMbaFRnB>`|D3h
zT-;A@_TS2HW)VgHm#}K=AHme%B|M-DJ<Uk_&$RS!FoUImGH+(mqGrV9?w!r77aUPM
zssvi3(>D<&X+M(Eu%ugvt*=mw%S*M>@n|ff8xOpLM*_Bu&oVj6KGgekHWM+hvqzsE
zsa;G#5b@HQY|JSm=?oM=Ne3yqZV*hF<Jv&4(ieDy!+gR6t!s>L^-JqYtqRS0;wH1S
zSz>Pzkiw?q{o$3iYfbAFy=YuCx{vf0m4}8Z3Gc5x`8%OPa6?7iBrlh_x1<-Fwir<C
zy4f(f(c1`^WEZM2e=&W(+wyFt47YxDW*vKcTFLfUcfs84{mBP23ze^9Gr>zP^Y1;7
zz)V)F--uU%W7D`$cyW2a%Pz}n_oR=&*xP4y)r5U1m;x!)uLL;<Na^*fdW1w(0J?W#
zp)?yIUoSF$7?^gUK;$jENSsayt3iCCH{9N|rX9M99{sSLDu)V6tfy84O=Xm9y#3<;
zAaF<oa}s^n7%}4wyYe-vW<6>0Jt3$J>{kM=Nd96-^Tn6-E|>%anVwkKp;eMprD5Mb
zt{V{STuTrV!Qug@2bgYLW=i9SBW*`uDm`N4a=j0jAKM^o!&(It+;gq%nF7TyN%h&R
z8b7iepUiBqSy{Dn6-}lzs+ipmx&~@|{}JABg5k~UpW#gt_Ij~dVR`zhoe^$WOgErO
za_?m7$PH72Qvc=Kc!f1Ixk04^-?a+mE4#PDm#iL5?nRp!%4!&w4P@*IzBhz@4oQH8
zYQ&k}8eg-&*kZL7$XPzv`--9Wq0b$wg{88u=+Wm<?27lS5sR7FL$=}K?Bl?;+l)~#
zA*-Y8z&lA@srmyHOPZ5aLd4I?=OFbuuf7?l#wZ8cvMtq7!ZgYU@6niiER9-bNz2<Z
z5<{99Dko`S)pgAkY47Uwn?&4D)6lIz<{Li;yspGhb>uG9MA3DXKt~F&84kz657YMg
z!$?=8he}O2Sbu1AV3#r$O(tTuYHCk|nxT1&RyaD5i#wk|RUBKPFZWKKJYh0VN%7e2
z`}q=h;KeJ;gN~-8;buc92xJgHag6+}$|$~P*;&SpF(=+S{Ae+`d;6k@N+P{i`f%%S
zvOOw4l6u3`#NwDw!OeCx3nmq9Wl|SdpR?Ar=*H5#rO4AvKK8LNMZbAODte2YA&2FK
z)%Or%cZtVTxLe=a?k|sJlHL&hf*5mwakenjM`vbb_C@AkaCAN4jdsnG7RsX|oH$dJ
zqalBgc&PLj(1Qw%*dPp7jMk(EBX3QmMr7+PG(F(O)zNDQW@KqRUx0Du9rlWx$#h6M
zw`L8wtgt|BrgK=*ag@n;z``^vRKYd1rNuI=@3{I^xa819iTjNgl#<MCEey>h$Wrjm
z1(|;>gOuvF-GD;%$#CeyX7(qt4wFn)EAK<J(m`$3f7aFfe%=_pj0q}6tcN4``U<fg
zIC-O{gO;Xvz&s3l3$cj|5c+3y@=vt=KOG5rR$=}im@GbNO0gedEy|<|ZGA`gMLf8B
zp-9ZQ^ZOGY_E2`5m)+^3UYxHb=o!Gk5TgV*^c$y5jNG;BY{CPd9{)Tg20J&Vd0vBQ
zy1@m)FA%YCU6$+wB!)n$?_k^xi%`KjG)+_?_B!zZ9socmJ;zts^NtQX{g$;sJTzg4
zHT+v=5J7UBv3xpJg{~@<!@n6MAdBw|s5xLzrZlW*pf?gPA?9<oxzlwa<(m@NfcY^D
z--MOu%dDM(^`?U(DDF8jNc8X&3`W2t$xpIfM_Cy}sm#?7l)iYrs6pwNw}=4v*54<J
z=#k<_g<w)S_5&Mi@e@cxRfWqlGb;)FISYWY6W^v9{TGu59Lh8e7ZT)s?w|GH^0&r$
z<!VX8l_u<3n2fOglXyTP7h-x>LL}X)k=*0YEGL`VCD?XDP)A#m#0JQqx_|;t${P*f
zn4ckVz)hr#O^XFgHQq=~J?PURbjhAFi+*0&sMThA@sZv{8}!?Vp7qmOu5#)v>P=)1
z8|Nq<SYGP_J-#*`pf^^p;P~-PP|d}AqCnhaguVYq(%gLtE3%ZaQE-IMuz`~UgIgYx
zBaZ9ZhhP<68kIG5^`V^+M7vb|$1a8W_c^;ZWmV&qoXIs&Giv#j$0>2P^XztzfqE=`
z^Px27&=n7VH+HJaFVor|6-m+6fVd8x<c%R8j^6WY<bHn8B`wJ&`Qzr7&?l%oNbum+
zj@dp(#+LY_TXd;8nZS+lh`U3NHm$3W%B{u(u;+PB15ywX+q`KtAq}F3b$PMRFDJ?p
z$Yl<^DLcXif{48dY&0_carUmGWR5C_14~fB(6DCW%-#V#_5_A8gx8hS))Uy&Yi5=_
zj{s+U=q=w3qv3>?y7YW<oo_pEoF6Swvd%;iY_km`EJ1-Q7{0=bMi={kAm=Vy)a-&F
z_*=en^+!b8kmb>LP^D~8Bo>by*p#}TV))>4oWBmpdUz1Zf0Vcn%Qndu_J5)5SoBUL
z=GHR~h;V4v+4&G0o%V)!+TO^u(?dk-%UHLNIMEk{;cxQ>O`eHHs`4pozgK{DCT@r$
z_C{boZ^^W)ae&|4an%iaT;A$;l=omj<iz5ApN!s8ncSccY_ZVt=m!{xkSuNEfv!7v
zU~2}{N2dvKev?l6xG*r6=djn!uU=Lb_Y^R68!y(^S`f9n7m=RV-d<#9+V>zGsi{7$
zXd`pC)Tf5>fUdOIqU-$%{ZR?A&?iXy+h@x1?cKfxO*CHL=5KVcrLG`C)432UhM~TL
z>VraWktWe0<{v`fxc)tjuiD+I5wc|a#rgx4_M%Q)HKAdgOBQPZls*->%XKv!ac!C%
zn<XVUO^qC%9D{)(CR2Tv;AiB%*2RlSvzf+v31xLRo(@?Q9y#*2fefq7ao9i`4kL~S
z=)e)Dxb{UZ0d}<5be#VKy~wsSJ;GgFH9~Zb>?oHqLh>>}1p3_srr`OuU4*DP!or__
z)^$;!UR@@)Gx?eBT7ae>z`%f-6_v>2RN^nlC{FaEpNu#2lUUxP4JcAQP9T8{2i}95
zl%3z*RGQ?9uuhdJL!iXpxoIiKStxQ(dG$8Y9_Oej>xNJ}w#D@FG&kHrpMa)93gzS^
znpHnn%Q-~%9am8sDT{PGk}@B%EtBi_2H(KG53WQ6)=zE_42Wc{{!w}S#s7-a60$?1
zK0ArMmziHekI<@k-eg$yjZ&MNeFpN(@AS;SzW;_6;i11#Nx6hSU~8Osz*B!U=8ri0
zuaV9_Bc9)mBpW~Ty#y>lC$7C##vkZGgQc&!feWREU_a?O)fM^)z7*Z>SL1SveyvO(
zA!CQq-8NjC@lm`TYvp;yrSx2Lo^D0#Myxz538-rUE#bMdKhe?O!S5A&QjU^MuK;<+
zM0kQ<Ktq>nxks0$75Bql`Dej-PGB@2qZExJ1q}gHI%Q7J8CHKI`tRNP`a_}{UV<C*
zk$MkViUQHOx2Yen!y+G~sF-o%6vQ}jGZWxSH#n!6KcOZQvr<Ji_~C@C$@NVMDQ0({
zmSBKf_zq&+WEo5NplMsS>3CR0tQe(8(K)V^Fr?Q;ztKmHUX*7AB-4}64qep8=66mn
zyUd7*2GsTl2_uttd4O&~C#b=&VBrC?hO~x65m%DrWjX7m>+i^^I=`JB&>yCP?UfIQ
zVyInlqVmjdia2Do^${=Lx1>iXver}1!`3=TVP+BVnZtzNZZ!Ndp4%X9rBrgNpnbJz
zV&bw#G9o{nDpAC?q^aVd2~7m<+3)^{oqX6|YQW@FH_rmxB^Du=Z9S+#_=%&N>vs5+
zZSoryR3v_W@R;v9gcm}P!p7r0?*vnvSz<nxcW~vM&+I6%i4xKR89*z&kv7cdtB7AC
z0k~Y~b~CbIPSt*)<9I3Sl>6mUwG1g#aOMl(<aDZG){A-a$DQ1VQMGLt^*=@sa3KiM
zNczl_Q2S@k6^1IyU<()S!#1$s7y~XLNhTcwmHY)0T?J0{s;Gr(1J|jq)@PZ$-3y}Y
zO@@AYO@f6okdxbPAar$3wLkG_Lr1G0BrR))R4nZnVYrk{)2cQp%YD8biS4)g`Hw1%
z2T5qtA=-!WfD7o}R@~t>4#x#J<>FI!Fx{aTSI*yEypwz&$DV=YKTnj82KkqwU;GPS
zxnU*s38^_^lpbd=Uo*0t`we6iUqKJL5%HQj<A^`LYL7SCln&@NfFx5r><C;^3ZkMv
zSqtbR%dKkM6GuNvsh_0nQxNczD7;6sy#|4J9Ad?`XjoPlC)0-Yd<nKf)cuJ~t)c<=
zLJ~FB3)((xap3fOMMykn`xnus&TGFRAI@ZlUQas;+ePtp55h)37vBJjcQ9<TO3nH5
z)%7Asy!}jtjuxh&&lHms`|h}6kW5WjKQIhUPuh0eE2j#({L?z@Q9b<mazp7cXiYdh
zn+_I!a*{^HqcM-c*JWbsw9&f=EG7Tw`s8N>G3%=jG}P*!L$InCM2f5EJySf82i3={
z`?4DN#euZql}{iJgdi3xpa;WF58&LGYH-aK6`0=7ClRfqP@*+t0Gt2sk?3#M=l?U2
zt(IicJH$R@>u+V{K}%pma(8EQ`n3#|k7Sz&f#^Y&(V@PHmN0F*ZdfVplvJmHxMo$^
z)5kH&rO}Vi+LlM=JQw@!2%q>c#Eg^01B+2A9iv6U-De!;&MI5#SKSwUGa3HamL(-u
z@_UqII^{<t0iD5nLzgaKKg{uVso%CR^B2px8=!6Bc>EttCRHHy34>R3Aq-7ynSTz^
z-dq@P4~&WVu>XH##<ObP;^-fScfah~lmAvTkJZlhYja%c4Y|tP(zG3Was+dnWbW$x
zar!nucyPMT1lZeRFl%<5i?NN>VV3xK)$L{DI`gS|7cLNVc^?W!$RsnfJ$jzJt-th1
z%olc;l8C`7foe~Ka&ra3Obxztw|K4tv{4?7fdDGON$KkK*|$^;G<$3ZP($-idhnq=
z#D?^>6LdHZoqMg4LZzfusV1WIMG&y7#Xp4U0EzmM;-s`0-F9^JcHVsaWu5kq(T+}(
zv~2AfLUL_jRPf#jlmB=}lSMDpso<Rr<xK;mzZ%!wT-Gveh213W4Sv|kNi+_PI_uHv
zctibbk+lwPpd1gRy>8k9O>iNIi<hpQu2tMn<{6TVO~Yo}f#CNBV#WaBU=04ZAzv+z
zhVAc1=;nHGBqS)5!dWS5p_)s@`fgFA>JL|MC+4N(m)yzV`hG@bS5$H1x*gUr(5pdN
zTU|aQyC6w916dk+m<wCZ5A+Pkr#@LrOL4vXlYct38T)i<0NopgNy!Zo%y(<|RG08@
z4n*mK#FV(Ym#-js@{?xLZIt?5mci&oy+K7ujW?5RJGR<Sz3!4|e*-fceVRVva$&p0
zS!d>Q9hn+a-&|aO6R&N}Qi|bEqfr*Ux^Q?Sk655L4b(K97>pd2n<Mff)5g4u&BU2z
zo~xNENd?5>frLW2M{Lt++2&Q-2T=)^ZnRpz$!5-ewP`gf`lSS^JvG)NVvrU)N6H?f
zz;Kv_p<cAS`4%3&ROOtS8@P%Gs6QtsI@NG>Ey9`<_eHCRI47&a%&GZ~ZPJc4E<a!i
zh-`J6@iQtO^jRb3DeCmZCL8ExS#=gtn(ga<i4Aq2Wl24ARP;0g%R^3VY9#XX<TkWY
z0fbKadzl+Lh+YHCx<BpxoL7V6Ck!yh5S(Amvc}=-pJVA&k0c`jdAbkE=QWupO+z1Q
zCpEygv&cyuO>zquwH|*4#V8&B0#m=|9sUNansy-#(CLU=j1R7Yz#V#U15C{EsYkJK
zXdfy44`R{3*+`lX^0utOqT09W;=m-;;MSG4x3UfHANqq6bhKbn_1x%cG~D$WY{8%(
z%;R)Iv49Q<>Ti$u>3V(^77T3n`a1LuVxPPzR?YjJgZL<=?DSg)nKsDR1iJf(^L#Y3
z&JgG>378)F=mqk-z+29dh-i~A98CZz?9bC(U|bO9X}rIhYJR0-%)%^JfH0M)2Us0D
zt3xuPf-)K+!*zoRk)msuNEnXBnG_c^0zIZ`npJ%)knV;D&YMzWNG-S1Df}cs#^uk{
zg>Ey`=Wr$-14HtB5&%*{yEhPY-HQV@%lBvAZ^3UUG0E`Rdn@q~_>r8&Bj5i2hqbp1
zi(}iih8s^HKyY^wEI@F#5G;h??k*i1f(1H2aQEQaxVuAecL^TcB|zi!{wjN)eeSvM
z+4tY~qn|FChoWlrT64`g#+ai5mogg1%h9&gJJty&AbXfVNd0mMQ2lIwy4v8J)%!->
zB56T>3IfQjx%Q2ll(&~^NNp-@aOJTi;!iVP_g;{#ndfB8p)#b46`=noNV|a&cK(48
zFrm-|=1LY%5FDxEMhQt6;9w|;0ImYKgIt~Z;<B=Yx^P4cUH6|~@q#y%O2#Wo=%64|
z_c*x75#;cW>Jh!v%yTw%m<4>(8rI@oPCFo~S4eC*k6MV0Va4Bn#rmcHQ3yCO@&aXT
z6J;It1MMQ(BSNXz83m-P`czmTry|(phvvKL-(|f7;(9R0CLK9UEFJW5>-W_vMPclT
zU7}WQ!qb6k6(yViCKfgLuW@~HnG4i7guwQ%XZr^r#<Wvs!DQ=KV80^cXZ7E72z}ku
z|9<mV2>@vVY1B?s#ex6E-c-O*rtt;hExGBV#_8^;r@mvv&!W`+wX<07I^nkOtr0<D
z2UoE1P5pEbeqdts6i9@*9$5L5VE6@OPr8(}q5w#XQh+36?G7i)8w1&F*4h?H^ky&u
z_^4yXtwgQ%h~-Bfo0)%Dd?%oE3mbxqCRl50AwHqLq)iAS4=uV<#bLGkTr*Q~mf4lq
zYc(9NuGZ3xoc_69<en<KgxY`gTZ$Dx9{Qr-*Zzq?Au0o6))y}XW4~0!tC}UyDvW*C
zoJsi@+fQyG<Eln}!T@Cndm}C-;pSm)i6rmH+2>zm8rs?Xi);D4t&0}sNZYe-UF<iL
z;Ps&9Z~9<2OgDD*Ffm#mg1Ex%Jmi%tT5o6NxwP*&x(Px2d@6ou>zdp^%_w2duxL+F
z!4~ymYfsd#fi8kpJf={c9E2kO)*9>~RK<8rhh)`B?rD<MdT9R#NM8n4;;M4t|NAfq
zR`!WoH_>z2EW%8`)Het!)W)xhBik*~G=k;{ag3tdvyrunm8{&Rr%-O>vB=7Jva>$V
zzvs=QRkG%!WK|5=CtMi;miT7(gG~=t|LdW8MF-DNwwED{(41sm+<28q@uQcFe?v;Y
zVWt1~rQy@`dyYf_aK_%7+Q0Z!p8iS5C5<>y?tR!L{=r9xqmSQTJ*t0)jDLJ57<&mV
z)mL=AGON<cZgkfi#cn+2AN*b<I=z8?7YJG7ghYVkHuBmbSgYxxnxXr6p7<mT_WTc?
zYNF^3P4#DqX$?+9(LKaw-m_vZK1hgZcEaMGK;wt$<2+Ekq4c$*f~G-KM}u%~gjPY7
zIqb#Hz(Q0Szu!^(RhTzZ7Y0t1aH@aFRG_68PyTw$W9wcCO-71#>K~<Jh;F4(n2-TB
z`#X3GK+~UVba)P&%|G}7lIDuTjz_8&ppXAKP#RKE58<92_tB6&R-MNZGDV}$G9~BO
z!)S2789+YtKgb&*>0p!o>dQ*g2f_=}Urca<QZT3eEir(b9Ih(v)FR|FS);Im@Kpc{
z0N}6CQpJMnjDOkRQyYj~LB65I_=bCE-@$eOM}qt_{qE1=K(vWFcJ$Eg_7M62Sl$TE
zTQMS7vxr)x!%#y7Mr^7|9J0>kV0S9Fn%)(<@W-;3L))w)y{0C)^jIjCR`Z++NF_40
zbU0}+ftS$N`c${x_V-t{10PSQRjO7JkQ2pP3~HO>OLI-%tIR<XfWkzq4B(^YavF(Z
zbcflOo-zh};i%vzDRA;o(0OM@Uu)HKu7;<`JxD?irag9ea>=9C{R-_h?-tehXw*3m
z!O=8y#IgTnr&5)W^J@0R$uFSNVSwKdu%`6kR-5M*Ns_34`}Qr()^Su18E3KSutlTQ
z$Rat!;F}V2kAm|vW8CdZL34yW=tP0M0$|5MHVza{nVAoPj2EY3ySsmYXhJ{t+%v3@
zajVOdP=eojU>Ux8dWXwAk#8}Z9+1;yPXQ)sei@vkf%|0JdKQB-keE6nXy3q7lp2r-
z{kkW5yfHj0E!GU+v*r>|kXp!?fB)$TA1;VI7ThPcZtR`}hx`UoFyI83;}NjKC2Q6b
zwuIbhqvLR<hhCFk@z-ygC+mYGH!^YSbHx^H^&V5Wu6^%!=PIlSr*3jy9T1%u`#-&M
z0pc;9fkR5bkgT>gc1<7lMH!1C5tvZmo@Gfg<EgwE)l_5A><2qnl5lgkPvakJs~f6A
zOd3K=#RU;Gz)@$YErsCvq^QDo)!du`DuqOTT#GHFu#IU=8I`(P+{6;YfwLcquPm_&
zW%<W2HP6fM9_!jObf%l+T)Dw?TFtSm@(xu&DBs5%$DxYb29WVX$XZ?DR&9oD%gI80
z{rY`f9*m7Qtc6=Gjx_eQ<3Iscg5)5u0y5`-TL;U;x&1u{(g(M>nOFoF8l#jVNf<a;
z`hF{t(C@qztgzzs6tplkQ)XWX`2ySFngOPkO<&}}@w`JO$v7DbX2O#pT_WNAvPuRO
zAXO824&hMMHIQ%`qjl(Y=P%t!-2aaHbCYVBKm~)#mM<Ouh^hlACBsxoj;DNAUdq(t
zI`abHha=I2@7u3|$%B6za>d?MBW3!ccOv8Y^ofQ;o-M_p5r8hf!x9RU!dIpLC*j3^
zhOxh7BBYyp9e2;OFeV>+fwll%vBnOG5C2$?{hPc8pe!u6zlcqRhePR_+RQdU(KG+B
zHdgx=)L*)y`S>Xr&@%w>S7)m9_&<IE?FHcf?OOBier0RG@XGp7Z>M4-uO_+dRW1>q
z<f-#H!wjHU-LYeb3GJ*nLl{*7wrE|5=<-neL#c^;icFTFha&iuB7d+T!AgfUxhrZD
zRZya{^`h(AlKuNQk>TPJg_Z!5r=X1E#@*G*#3`Hy0g*xao%qEr_w)W;tw$S?kgH%A
zwai=^%WyWHPTHcrqWzd7S?0DbuPAF<ol$crMzGK*?s~jujE)Qr38n&9Q%+WGQ{edu
z8|yai+fC*nC(L&%f^*xES(l|EmOY7!a?ih5wm2sEV)Mg9{hD;sEj8O2Mq7CIAlnHY
zR5#bE+GC~0O>A<MU(a8GlU$YIlf4e@WYY%2eV%nQ^V`Qa&x2BhYNk5?P_)z;jK{k>
z+;lLu75CwuTkK*)gGxs~<f;(%-0hivrlVp7OC%M|_0sSw>_f5`oqC^_vma&gV!S{{
z?$Ow$%d`DBPl4<0$f>zJ)>u-n$6Fk1lKZamddU09k<HB*D%cD5N=H)tq&&C&eUrcu
znyU7czTS}H=r+5NAl!w|WK&^a-U4H0qcK88t~qIgCw<E;4ucNs7XRI+Km*>Nlw9YT
zK48mX4WYC|dlhH-ZH8+pMUH|heT80!6-;3bwD_!Tr-B)BwIXL{qLt_Y5wZs>6}+4~
zG8c7u-JT}28$DOm8TI12qA&$JR{Z!{gk9_n1+C9o@P49*$IMo229wQ4jg!W41JC(f
z^o`W-ZVJD!;kb%*l3Vte+eW_)Xd3qQ%RowE=Y(<aMh5uTS(B2?TMPiC*24o*ew!NE
zc3(MpDMUO1l+y?I<=?ENx=G0@kZ?uxKRVfOi%;5N!<Yc=bcz|(fhwSk;vTR7q#q9u
z8Q=`#7X+B{5FkDSb9bKWp;t<~ZLIJ!qs}`WMn(Wg%ECyoeDGkn9|ahF(iXMaj+=AE
z>r~*s@_Z`$=rq2;UlB@m&H~ihhSoqXT<1Y@0G=0RgbY*=J$e_w{bskk4+r}ntZO1W
zdi+9lSibhWW3pzP>hy$kW!{|4bo@(L<_ZYQAe-I5lrKL7PBWjaIiUn670N!#$u9zO
zl9r0Q9Y_MdOa4LTImYk8!SYtM|J`&^@edApIVnJM{!Rx}3fW=>@+dtsxV7eiF97zo
zbv!!8-9insk-v(tpku>WZUFpz<*!4S*jRi7lPi5rD6@iJsNSS3DnMkoiyaovO_Unm
z+M_+X>MQ|rG~0<<Whv$0|J?uoKK}nLSt5_fFR(RsER=NKr4KyU0KGYmRzx;3DTCMp
zR+Dpv4`^{f4OAXw1?>en%k+?b5=gZFtUK5b7n04Oou-#^Ns-ndK{1N<zr6L-l%alH
zdc?GFH-hvs<w5@H3qcoKx^sJg0bdycfZc7_l+6{`db{TLel&N}9r&?B1VTtli)Ja$
zqo%9{A*JYW{5wc7{wb*_h2XBq73^tpi92%HMqp=KU}Sa+Jg}Hl!;VGj6eu_5IFW-e
zDIu+SuOFqE<ZY3!_@Crx<)RC~7>Y#mGf&@#zPV3GNK_NjCpIcNO@VA0yr15g+3^D6
zwF*I3+=CT&z!&7WFM=r|pdV)u(>e#|Kd^7EGq`9g%pIg1VQ81-UFVP*Z3UnZOtjL{
zWcYc{(AXBI=1Pka-is=;Hi%q#^%LYh>N>B)+M8F|ActSEYXD_Aw{hva67Iu1w{QA(
z(%2|!7O|Ysy~h=rn2R%L?sVtfxg<<(6xE*o&C~x8Q_jF;TE*>k;vH~JYPk5ya;G!O
zGZ=y*-CE$esopL<u{h?)h>W1K3MmG})@zAcZ+V@NX)((h?{hJe$9T{C`K+r7>3~}v
zK^iX`6RzX}k8jsq_vlO(;Y)hlwp~?2RE9S13Yu2yCv=!lSZM-i@M~2O`J8d^Do{lg
z8&AZTS0xirE9=QZP?}-(ZIN9K@kR*y>UgAGp}-QXK?<}dF=X$tzmY*{Yglme-7#(*
zhk3O*&M!gT2zna)*>yJ<9_S&~{zpsQ9(t!hsHmByd;~XSJ!{&L<&p8gK(SIo#LsZ!
zE11iC%(j07vf2(?I6-!;a;-|0Cf6UJTGrn++4XTpSJW{E<dpC69uO#D*4pNL9|2G(
zE8Rap9v!DkkN`<HFQmoyp<~*)MresEvUeKwi@c$)L{0d`W(w|eGWzkeOp@>iI9>7T
z&w0Q1b@3x#6Bv#f0s*ES(=Guu96du-U1N|A<6j?9+T4jfo`K!0a;<XXedY(cE;NDg
zbLuaX(jEn9qDfa485bG1vB6ua(-MSC(GtUykX0V1h@2$+$v8JR{*Dkwd9lC^S(8`|
zBH2%Ud1=N?8?6OLL>(8~04m|5`@pi7o-2@x*mP)|tG-ghG^OHZIkvWN4S2Wy^?N3t
z?_Pg^L^TZoey^)NxR<!JJsS%saPfBSkM2)z&w&`z!3xLs_PeM0_3u-r0b_ReRjA4f
z*+C2=D+L2nW-L&);eFoI=jA?zo~QeWU!3LjE2EgJsx>s2ZH&@6w?J|n8E8}4_uh?E
ze~qG5Oo~EIvi08o8d|DF0F7S-^6|BG9WtvWNi0*b`!{R9BQ78aV}wuC110oYJ%F}M
zEJ-s~I+Hk#B$4JR;Fu5+A;;6jYR>QL`28Lk8a~JTN?M1Q0HdFNPP|k)drwf~tg=fI
zo}Pd6`E$6f{x!(DEmCAsY$}fxF#$Uj01~i<8pY#H1;62G`8_MPv2Bd$f*QXte!LC!
zkkqYBl@cP5(+U|*4!~D_{{`Rz{tOHM`TnPfW1b4w1118j{#RW5!Y*@7w8u2_1HSQy
z^1CDK|M8Fhho4FQ8?Vxc&pcS$*KQ~N%^LzUs)7-6i6Bl2gy#R^013#RV?EuvBzR#4
z#^ouU<7?`9Jz8(NSNdf95!L`WIX$U^U}_)aDO^appdwGg#0(Alno6Ru4++0+FrG|6
z@GZeqo%5fcP#bNL>Nl0{e&AY8!XM{wX$pIEO&BpeWw=pQ8`ynnFGM9lQlY%a*lP~6
ziaVOzIonUEn??yzNRYWMph1I`wP2$Ly2fdwDMr4<iKv3pb)1(s*n&)IBZzyT$btQ&
zeWAhG>e3)25cWGq5`2@yI>wP%7kO3#P!gkC!Ce#ndfXm3q3Nu>%&Mnza#d={@dv;g
znd<K_vcxDeJ0@;8zQ14yyn1!J=sjgR%U{^qKZcA4WCD7lo{@|Cby2f9GBq+O{ia3B
z<P!N~ki}?Q!?C)L4>Yb0-|K`jnc3PEny52NU=LOL`HV;ej@eJ*vtlrz>1`3!x=U|k
z-uj~lzeaiQz7xJt!!uk#C!hR$!^?N;4Vubv=R-|q7Ed)}8#m5!Z&jx`Pv*-^Zp-WU
z6p-d+s<GO#&GWL&@U#S_r$w)sc${+i@Guk2#JF*>9XOdXEcqALV#*%SUo(3sc-I^m
zBd~b?pce~dwmPzVA=YY4`Uj}m32cZMu9WljpkBh>mZI4<!tuZ>B@@3fr?j`e>vs}P
z(`xSCfdg45yBDUi01UZr0sg3D?J%-#X+B*nu+ION;r&N#pn;|1KU`xY6ZZZDvi=M1
z_<JY+{jP#H%1T3$^(12CofgS+0{)Mc8-Yy`y4EoW1H`WYH8gPc+LpvtYa{wq!9l)L
zVmtFbYy&~nmuKy9j!yHqx>YfGkt(12sJJbeJtv;b-oG^!hykIY?d*Ar)=>+Tx}EhU
zFppIr;RtVRD6aCc3Bk&~WQ!wZ{gd_gf3L6qTx<V%{J++nMU878nsnnG_Tv*J)USWy
zH1ES70MO>{ANA<}Q!0i3i9h@w4Rg^CQI|Z)>waSE_&|LA7kXUxPw24>J<}_D@=y};
z=bhnx*fz1DpdMWj83meGK=mNA5~>=gXtbKC6Jrl^;CKxA0~BWsCnyW$5GOHQB<+6$
z7?g8cF<=M6G=+bG-126w>on#9{uPherH~2iKR_?1ADF~yc_4QPe}J|YApu~Ma3xg5
ztMcsU?2ftbf(37#N+WI%=E@fi2(Qm>qea)#p1V`u;b@@mwiz9M*{Av?(C|TZyHRR$
z#84G5@_Kin-caKj(I6-E_`{UM^hVve$mZ)q3JbxJ&bAs{&8i-C70H!<^mqXG{cho<
zVb;D*W7e~Z|G7AstH26?n-+UW1)7WWltV#-_dfsrAopHIb6k)Cu268JQO*(od49m#
zfuA>>ANMKhMXMD8@%fHz5BdFZ|4b-izs%K&iC*E93auyCG7AC>G1EH#9h(&Fq01|Q
zSR56XW|{FCR{m+tu%r1VK&000LmXxcwR)dfg5n4SE8R=I=(C}{NMZqbwBdf-(vt9j
zne4()Wa$?UG~`Gu!O1O_bgO*{{&E`#;nI)hPFDMh&v~lOj?cjLufn&hJ1=*)QK6Z=
z8Vbb}oU3GmyRYftW;lLfWGCH(3{+j-kA;<^4^#dr>!re`oU7W4&;&U2*<8C@Cb?sf
zVJeA(7DzO?+;6F;o=>iTn}v%9ejHM3r_kZ$K29u5**a;=;A|6}hLv1u{h(lKiv^`G
zc`XRJn_1-Jl_8V%7?+qTmfK|EZn0|b^|XyuWR~v?+m^oVo4&9cb00wVn&8SCWpxsS
zgg*?{Nq845ciWrORV;QDg?vE*eO?M9zwEWyr=*Ee&yaVkZmDjJki6x4mmNwO&Rg@$
zhZ}uo6h9f7Wr@Ga)od6HIg5Bqq@r^-<YRFA%e{YbK20ph)$|wm-b}jzz}m3Wn;fH9
z?BDNJP_Rty{nzgHpDXTP#|U{pH>%8kkt@6BV?OEJku$wOZV5y~z66+sIp{)yEz}C}
zHv6f5H=RgHubnX9gxd8kr8Z_M><4~tEzQ!h%a~UNY&5vE=tszS{PlBdFyEV|me$GR
za`r@?47F#&q|vB8d2<Oa46aVsz?S*#A0gI%T7!Rm79)=GQcBX<&E6`*yk`*iuEmrm
z7ETu^SwA$laX9IBtT=LUr|iJTCFNWODO0@09h>pw-B;XAfUA>977i>VX*D4=OUD2J
z$At6U%mt0!zT&$rI5k_2F!!|ew6K#5Gm)BbbzHcQ8C6%tqK+KA{^W7Iuq6g^iOUEd
zsAH*%n8v;;htmI6xj6@MH0AXR3#ym8sghV~b;b<d_Y-(FX-u&O-(Q1)4eRuU;nqw^
zL9OYv=JntoAp2*4x`5DXS7O9fVEi2?ONvB^L?*k2hd1(BHWK_6cwR$-tG*8T)1%`P
znNI;DmhfAF@!dDE80lD6rCP!=CL_383f2toKYXM5Hc;li9Vy%0cW~gzndbjtlS=BP
zOd0Fz|4Bh|xk1WuF^BI{+>OFpr}C@>Ytqm`K2`&za-ZdFbj|a)R>^;Uo8G2UalBJw
zF9LH#t>`Z5gu`M|RHL$%{BNh4k+Me#Mru9t`Z;Ybs81?;La}%9;I;kJt&{glOS^Y^
z&5%8MwTsa0Q-ZSfv+YCci&{R$)R_v^NZAJ&0yID4=AbS?r&ZZ;rr_t;>W1r7Upk97
zW$V@Z?txU#=R^Z;D|01Ps8l@vF4wpEM1AwjSTRknUk#I_T-)V4(Ot>X_T7pQfYiU8
zo@4z$_pQz&bJ8M`Q%njCmYa;VtB|5M&)=L_hkf^hl`ZIzixub5O+ENQ&ZZpqoaC5n
zPHG5lDpt;vALMKo8cG&y87}v%h?Z(Ydf<`yeW(#DzQsSZF#!$nK#kbctJzi`dNn0)
z9k{neY^;9j8X-Ec;T4Z1<}1DP5X2(|I}DL#<sQ_1Y+9Da?jV7BAv7{M>uu^CI^(5=
z>AGA-(vFDX0)uL3-VT8+j&5aiN@qdVm@(PRSaJ(T35MzuW3gBD*BYiyerJ?gs*oxG
zir#I{1|HaP0camxn!0wiQ?_7YPvwdL)_E}9^xnKx4vFzLCzkVF$4^<Y01=noa1)`H
zZD2jh$5a6-0K5<PB6mjJr7KxfUBhHZx8)EW0T>pTVDs#A{n=tK<_}aBzJM)(<#RsG
zhud;XrL(%ZC}W71u!eHt6twbf-RdZJq^7mN$*0V*78<v*w~#p<J%(!?&Qi#8;6B1C
z<cS_2*42GNwU|4Mlx<P_>SGlSlO-hf>yO5wbM>4$Vcyc*cpeLDIOqs{{5;TncgM>W
zl><lST28H{MQS+B_UYE68}?A$E0`|XPn5PHE{Mwm;7et5A|({rPXN8K)Sk3^wbPK&
zr%EopsvhSs;#Ey-dehdd`oNWk{EMxwFaqF4@V=Fq+J!`uz7YwFyVW%D5LQ8moMABL
z$sRd?6D2AAB1pe<rqw~rKfx79GJcjBLzSSK*>#r-T}>vh@0M?F1}A+QPvH~2QeLX?
zJZ9{Dk?-Hsr?9T@M%P<Yo^y$U7ZyISD{3Nl{u5`SVpxZgd;&Uc5xcQ7)b%tJ8S~?a
z9MZg7n~OX2R6$S91vfD^@hex7J*iGb`0s4()vC|Wc01{{rjEm@=FkhbGkCEN8w4E2
zcaQcBJ2NH<CgklrAA0!@bMEg(z`TK6+Al=h$pq3DnpIUBUIEyTy|=07<a5s8dECrP
z5ndUp)$|^t`?IHTwel}(qa@`H%V5>G=AFeAZ`$BQsxVx!cVS0K5%3nxwm8uMAX%1B
zmQP0Cec#ubt97=P`U{mz&G6Ez05=T_F;e%|r*0l%_U41m#$%M>&Eq%hVON^TS1B&v
zN_V7?QSaX-gJ9oBO*NRU4RdKVVrF^}fn6EY*(=5~L_v$W^mTs7%j8N4ZM`}3iskDc
zAk|`nJ}=yLpqr2ytWK{!mdo8#ZY5v#1|+}tvfoe?OK}4#v#(O#<c0R&ZT)dbEOb$P
z?Pec|D!F(^vT4F1bhLJ!`@Z2x+}Aj`#}GQ-mM5Gbx6yObF-+>E)PF{_|D(8iAEl!c
z=%Ml?!<v|xdKhnC9QmTx7Gs<{gj|-7tEv;R^5yKQE3W1TMOvgkK<u0quSC?n9zQU*
zo6Qx-4`+4FemL}Uo~Bx}SKSlR_(DwFN%d|_<wbS8ju{I>Du-9{{UFEq{)GC(>({SQ
zSP6)p`|r#D#VtPhSB{Cwu_^aFx6oW9c%T@vu(L9f^7$A{vum|Yb^ts@g~6zaqP=xu
zDB30_%*}+r0`2;P*Rw0pzJ~Z;bCni=YpVO-uBm8+bZwfI&2ci#@<Jh`@+7(+*>+!Y
zEy!J7mYK4|C(j^d#H+AzbV7@Xe`oZn`Uy%^)Chyz0tj;SAc37GaB`|)LP9n7j0rDf
z+)1dR_}(pV<x3TB3(q0(<+tuWEX*1IYseYp@k84I%Cw5y=fgpR14C`mgGV&QT}=XY
zaWyivXCNVTSBtF$%n0=-S<C@QS<1bFq0HjIjUxYBjXIT`WKBXD@gc`IURNRF1(%N8
zi@btXOMe)JSb`!}lStSTm{w;PKanza92{A&;=E{|7%}hp6OrIUwLBtT<=F&nK#(ng
zMm>{EFt{{uhkT$MW*zA;2|JfN5nH%A)_+&&P+CBJ{-g}A$*uA3f29W+8g)fHDKaR{
zK`oiv5sFeU(<4Si1$oW-X}=P?ShxG=K0YCDG+3zz7PN?bMgB@l@uBkTb`^XYBJrWN
zn(*j+U`IDuAl70lZchZQPPcS9^+)2+)fMkt?llK<=BX(?{AB?&CrcC9L;;%pUrIfO
zsl-rFiKDTt>qr&m+L{5e4{a)Wb4L2e2YcK8hw5lw+DEeNJ970Qru>O%cI#$nITVi@
zOESB=ZxbtMS^Z%9q;z<wfp>gsm0>yF?aFxBOQSxjs5~1fNRfGmaDf}LBAWXHMv&w7
zY6?JWzx-Xe>|lo<&G!NV&xpqqNbL#6j$@4wpXV;r1-7kd>j+TswTfHvTerE_saR_;
z{zHS3|JD`$c?XmU$t5<DiuEcXJL61C_>fhxb#bg29$i~b9xjdx@)&X}KB0yz3NWoU
zkBDM&9<RnOTwB_i27twyvAel-w2AY;sX-UzTf`n@X;>|q6Y4`_Do66(p>tQfR~-jA
z2vHisRSyc<_{vH@{QhN)g7~i_#5Y>e+TN)#gTV1XhBiwUhRN@5Dwg{E4^WcFn9R?W
zVi^8(rC#QTIos3ZY?|z5<wU;^WR$r;pU=zytlZ*!ke%RzjzIKDsMd{{y%MCr2j(U{
zv)zbo?Nw{g9kDHgi!~zJo?i0yM8#qjUs>(-KP0mMPIgPFa5$1nj|3Kk1M=wZO9s&n
zb!UCc{V8(`KFAC<Z8A*6^fFWiA^7_CvLZnVLJ;KS6@>jn8gsMA9cEomacwjw_f!`b
zw6upN$U-(axvSY%L5QyrHhJ76=GimVS|)j*0j?NUJ;Sf`WL{ZDEMN9Js`*e2CDwap
zBypj%)X%W-l{m;+W1!wWm*GJ^X%6ZUTCn|ab97k{YN;C27TmQv4@zkPn`9gvx88it
z6dIMlAz5oQrEDtg-Vnl{x0uS0F^*-#^*$F2pa}tCdF<;sG>7;+UBY8rwx#>fnmDj|
zs4A7WFIW*}9;IGg-_#d}^p-)~lVeQmon8YbZU?Msd9+YlH{0Wsbwk-tekkkN{Z1ay
zYi^9!DO`A_;6UP!cjWU(Sjo_p2lW}_mQWI8US*HhgF}&mzL%w`6ZM}AXliPOT!!^^
zCUZa!Rj~tl*b*5KQrt#eGtU-zQqCY(lpDQDvi5|8{F~5z<)+pKTzbwWy}Bkj3JDXC
z0Fr>fsF{1@2Hl1s#@lMdQKu1*a7^Va6^7NF$WBA~ioUkaAOtJ_-pmDM##ZIEmup_q
zmiz)&D<BpYCqP+gUeT4qh$Qj6qnriyL7ZG6augD=cc7MReV&~NdzM%|#7IS_ydtrD
zuyplj-tZLiSDUEP9-u1=dY^A)HVdS{Qhxs|3TI?;-w)rm!kM-UJKsrh4^uOgCy+h@
z74Y@EDiVI5r@c6yMo%P1_xM^9$TsjN{RadnR}KYYdx2H?6t{`2%}{&J^}dZk+{??V
z^ix>L@K^TxzAf59x(53D(8H4Ov-lA64MjZb`DeK6<-J3wo1UDE$e!nUs`AQ5<=RuO
z=_=!fq=YS39t^QutYtII>SjoV%+7vdr2C0hDO|Kefjnb+yyE>jo3IcSfXASWz-+>r
zbCl=a{_v?t1;lW;ShUx`(R<df$@vaHFKKAOPU3=!YAn5i42D`K*fRcH`^Q0|2A5!A
zi-!5P#wWbt=W-<xg<5$ArYlROUT)iYAk)K?i)l;a!j&6A%nz$%VIHh{w&{{gwqGOL
z4s2y)r?7iQUv|m66HbYUglqgj6!|_bu|_^sUnt1;<8-s7A#v##M^6fH()kvP*mxJ}
zrGVQ<ktZHRY}<*Hkv5-lpd@4JxXFUa^GQ4X1=K3{zJ%!+KV_aqQm{QWpzXkrqcwj#
zN?dnX^V<KgNNv+Ej}}}CojtAHr<XOaWqcYdj&y?j>sF&u013^1pd7bbW)j9u0Uj;<
zv81Obb@eF%D*i5<k52Tb<|p8hiC@q_STiXTnlpePDjG9}P-~G7AtCUINU!|*LUJkP
z!XT?H%iE_XXp(m`mQeN}E_zKj;#>1ZA?!kO%iGz`!V}voXx_2B4*uV}8aJ%mV4;1f
z$j~q?ZD>L!b6rhH5iU%;yV~rpSD*6i&B@BI9Z6R<nHm9efOXVT8#fjS>q_*MG80!d
zi!lkwa}H3F6P-CIDSA7-@21SK=ANv17^-NTmY$fs5rx<PG8?L|ZGGo+C2uVJQsx`e
zcT+zQ$(Z0=L6EQ{TQ<dZeF6EWy8!=NHw4`+x*9|;D$j~D_zBvXZ9+Rty9`N!6VI<a
z&p+l4&NF=Qie0y#G@xPpqmh>Sd@g4NKdfY73D7H!TwWz|D~-~k*nMrl)K<EQ>{Bqg
ze;@lcP*)+Dv$@c_^KsRAu~JyU4f}zP6l)<q*{-bK=<$Rr#cy1C5~fH6?pLX*Z%iP>
zBg*g%CKl+kQhuABc9#%Pad*FD)o$A%ob7SB1uGhv#LR4!XkCA5d_iTeb8(7oE%+gK
zV~tSc;q^GJJ_-i=2o5^CxTo3fdFhI%MFclD+nSlbfxD53`$APE*M6Mun~15)#^a&`
zMQ$ruHooImL}DCN??xttrA*6p=qH9k=!CKY(%rVT{QJC1=#(2H;I!IZ)rgyl@s$)!
z#Sm;4Te5p*5vh;1kXnrmhv~1BMxv%ziUxsU){ZVhRZ`T@B2cl%J!O-nQ!=9Sm4`Tm
z`wPW&|J&K20_S8NOkM&KQ^(eOM%B2xsIg+92s@XJ#AuZ{D1iO{B@i9_mEd>N@TZ^p
zV}%2y#pIv6E?^ZnyLB$X_rSK!9{<}}(6$v)1gp^cM_C0j&qx!W=i|)ykS@YANc1b8
zCjJMO0-h1+XFBcK7!IGm1M9(BmK^?BZ5WtEF3P|pQlVtBF6S&ogHoV2X!38(0wfOZ
z+A1cxmoBU5n5zBN?>%RVeYF$W2&sRb$4z|R-fZUNQs3HG|II9N`$s()Zp)iMPjBX^
z?!nxKY4*#(v==MThYdB;z-|F^`|M}Tb=~E;o5#{%6Z*($c`K-^0ND>eqRSGwmt+mj
zO&9CuZ}Zj8E3qDa-Og$KA_zUK*;kdV9DK&YmrPfvff)_jU2I&dlkPw+eHw4a8_mEF
zyT(qXQw12H+N_E+MXCMXagq^2EX7v__{V2dl;^r9r2$F#t|M=*`A6t(YeR%438!pH
z_<dYx((!BJL}g(gT~k~;;*Xc#PxUbClcB2*YO^`5p-i7sWj`01eOK<MM;~Ziuq-(I
zl-N&dTV7*j@_i^@U*305(8uM47y6ut{+5)vrn!a>J|VCZ3{4Bmm=+DYJ&&PDT-`1k
zlKsi`9F5vCdwgG;lBO~ErlRXtNs%c_{e+h-TwT6PM>N8%2(0PG%Uf;p+$I)*E{iSK
zCdPlh?Wqkz^@Y%gN$7{mx>tyW2AS2%i)%&b#?dTkk6U(69)4*aim4k4t_mrqUknvC
z-tFG0>PFbP`a|)RbqW8DB>(hIAfsBX|7J+n;)VRP60Bk`9L=KFB8*5$)y)<bwasMg
zH0$&EzZQb39+^*VYKrz94#aWatM<do&F+UF-HTNj8;1(^>?&c`-sQO@Z$xzO>(X-M
zr2~iu@dvi#lmt1OGbB{!GL`7CHO?}k%JjlY3MuS9eX;P<hzPzEk{#dFbZH|~oGinv
z3#jfTqZl3A=%0yovU$YU!!mD0S?^Dg0TcZ=((AE+yuw?4>A-wau<p&E`JAl9v>j!M
zJZ50vKm>^iji5$~2q`%3yOQBe^WFK?3VgtJGjdgH*W5w;`}PNLPFQ#IdqJ*!7K^~4
z_oveIry_$4vEGLop=@Yk#y{Jz6`Dd1$gC;dQ(c^fg_;zN8!wAagxT|!4@!!8T3-A#
zdLQ#{u!Cw9^b^hl{G;c}a{J>tfjcJ{{MXCxs-m0+a~<Q{ig8&E<_#CFwg8}P3QE-t
zAAr3~$0xdL=S8cj5iv6kA@@XBI=t1CG`B>FsQzwG{MK-OdA2Y<hTDoRLRlQ}(ZcG=
zlp@IL0;rZJc0VHz=44-xL`p5rj_S15JE!v=ZJ1FtIZv5gT~qYBx+*G9+rn7vnOz0Q
zbBnrZU}#lEHa{&@W}jkS#q}Q4UUfrzzyko6`{^#U4zouSCxj+OANx%K_1q_`Fx)xO
zs`WA!J(tA0h49I6`bi<_pPqIGj<B*&CWNFsD^iOfva*1V#3}Dvim;YPt#g}zao<)k
zH!q%<xsUI+YO6}ess{S~-XVp<2_`3{R(i}<-JRt+rn9RWYcP>P9unFKx&5w2PMFR~
z8EAfoy@b-T^xmASon7U2WFwlZikRsu*kx|S&_k)aC}{X7m&CM7m>g>vK!v-p-%ZmI
zS&OYQ(9f9}Af6p@+7UXv)>w{dJsBoBuEq1!=fOAF;Haa**cXHzxh3(Au;q5*_R>lB
zQ$$V=+|6};DF*GK0umPltHS&Y7Wa`j*}~iwa`X~1g9E_A`kU>zZV@0A6`EG2@H>}d
zgOa+&yz~&86SGo+(cj&n@0A|s*4BrvQX@N-qqRxq@7Ldbe95S`9l85Sz*01C_9tkM
zMXgljw@qo^-z$lx+)KMYcIeV3I@@aDjb2WqgP_>@#J%ZMGcy?Ege|!kr-_6vfU7mT
zX*AGH9r;!DfGnMKV@RfP>TIB=X0fW1VOG&pY02jKvOq|Kq~PP8IhmFZTAA6V$w$3B
zZnwi5l_{KY8%p#E7)yUk;;Pn;b290wTd*AbOoh|?P-R}OvU(a)b9_uEuK@jA>L78L
zsna3_a#nK3>%N*|Da(u6u5?e7TlwlPY>WKUhrn4CAk9ivUd*nvcxR&`SG}98qWoG!
z@&LAooYBJ~9Pg~3_uOgnC|(-quxeRDj$Y>ElBtr$niBH=ULL#IouV)o-mF#+zM}7&
zc_Z;g02yaM;8dr!md_>HQ1@GkWdL^s?Y>=E+1fEP^z*H`2f6=@Sw{TcXZE}$Fx6t>
z)hOoVi`3x+KMp$Ncr-gOAX?B5X3P`YO(_tC;yXQNJfA0G$Wwln*+1bmS%N{x#ztG`
zyOTUiryM)t82Tv)On)I-<P?BWzT}=}l;`c_Jr2pb%o&zS+)!_xMXyqgZ!l06ZO?D`
zLXf8{2LclGYCm8#Ap);w{u?6nV8b7Mmk=vU$`5m6pH2?LU3TgY2hAcCZwzRzc-Oc;
z|KJDwSPbg^u~tRc*V5TeYuTK!#jl+Rmm@x;_sLYA(Kx0-qF_YIs0RWFN(#|(#2WDY
zkg5E9L#yhiix&#6q0S>Qe9K9Pd)^0mI-$2Y7>$c_n{bc8wLMR&GP8|IOrpZPF|SB#
zo43XXt2mRe)NEI0yF=%Qe5)5$-=f~Ag~NH=<R>p5N#~E|2#4|Cp4jCzT{FaK?qzc<
z??BcO&URBqJ{p=*bkPaj+Bl~b?}Fe2Zfa+JF{K`?ZXcI^lBsBIS*^(AZwvH(+z4gs
z+@SjYdhMn~xwXR=J~Z(*@w{J%Zd>}vP};l{Rgg>Jr3ZIFjifnscP@FNXx^^Cb(s#+
z@-s}a?<th2ZUi&D)jT~6E=~$U1DZbwMVPH0*z*)i*b3)PlD_zj<Cg-yu4ibNy4)rS
zor*qO$MUj*v-0WE#PrYE_RGogI4}X)ta~*~4}()Sx@SuEpfD@Zf*)ySw@xNccM#(C
zSis5oCabLYbvMq+z;Q<B)n(3-bYojG8_)ZXs!gnF+cMdv%l9tj!5~x+K~9LQ!Hlw$
z*6(2X`|JJZ7ZazmIO@a)uL(7rfh?D-48VANw>vRV@<rUBDbv<t+PdN_mgeQC8d%?A
z!YT1OSg;z8%twYgbEw&%&8qih96_Xd9nV+nI-Qjz%5UxskUfDSBGqaWw8b3cD@$|;
zojwx?Mu4117@IZ-#-LL1=MnZbePJE}KMGxwOmXw9d+7_6PrtHq-jjt(=TH(&&TO;t
zQYjt7xtmaiq*5YIXrfL>0p`866QWb|2k1$A_y>j9xWl%NzEYX&{TT0IU^-Gl(#d^?
zOnFO8ntF%Y#db3cZ!H4aQXn^%mCZ>aBwwT+oCh8vTpSm5rQqdHrXOb!p}nHwRiovp
zrTS58dXi>eohq?86~CuOJ$$Ntb;&{|fZWB!y_qR!!PdQ>kr~LMYL!c_P9J>)LRaFL
z3S|oa6XD5YfRb>7YE8MnT*!-KGPArq?Y>eSu<-ZJ+lA{arRUuz+~++?lttEl%fhlP
zbxqa#>g6?q_NBA$=I;FI1InAlu+FC~RV@uj5q%=vXG?K+n(Cn(DjNZ&-}F@mzx)A`
zi*SCtsD;-VzYKvN6|S9B^3=RYC|x^b-Eck_z*LWunA*O-a?H$^IWO8GV)_s@zYi3h
zU97oC2{q{6k_|T#pILJ`hP4Alp-T@|TUaVB3Z&R6Zw;@%p_ea0L$|z(dFcwJS0OYy
zlY4@CVoqZmQF@uX8o4!fUw4G8qVI|k6r%+`xY)4r@z!f<l5Db2PKZK-;p&W4b9Rju
z^;J<zoE^KJR59hTafm6Q6yd3gSPPPji4NCsk)MbCThJB&iwG3(F>x<`o#b;6lhuDh
zzj+M!pjs8Icsze`R1~%L>5s4{UHZCt-|q7wHTPub&Pq&0_UO0~#_L18Y~-psI2o+U
z1J6YKpHYqTASo8={&LM9Jh?ieH=GB=cbSOc=t=l2<kbgrw%7R_n-wYH-yV9kA`e!T
zzwJhJtT;&74I*<rlg9-ninT;>tX1>JHJ>r|PSaZzVA$S;#=D!!seIBo8rKtoM6f^5
z=~zCT+20>cZDBmWBoPt1P#SczeKHc)llxde;BaFqYl5+8PnWOX_-HfY$(v5JTpRX_
z1n%O5#`JZu?Hi4XbbN*%J!@vqGu0{mcYvBP*E%xy{+jK%w*#l*zCOK!)bk$49Be5i
zrkng6QPm6u)Pp@h4brdVl)OWxyj^scp?gkS|M7_RqsjTPk!*ZgdM*%Tu0?lBO_HGM
zLB_9vf&5==D+xo7pzNGjHRgtQ2miT)bDG^{|GT*gx@f?i?Scw61KA6O4gH_`3Wc1U
zrrL(quieh*@+1f4O$0pn2;&_=c?~9uwhz(ayMvk6RqzhJty!dWjb)#E#f$#yvNT-p
zvmgCC;QU-*8F6TBchr?7)DOK3XbGV+j_M~aQh`qy;2sc)`bp^HNk_guAoj#bDZSJG
zn!I9-EgFo%CgGG^{Jni2ZO>W$G?Ljvm?wA0=}H#z^SxLZ^;usuDoQ!geajNnSfuzi
z%`1GfG;f=y?6yF&gSIpJqaOC5re-%OCwW=y?&B5EXj4NOQ_z3?as5G4?DrqMUec&V
zM*akR2aF3fH@=}x!-dO^w)wKTVm{kl*qzT(_UQuo1L>rc_j2(ca{@qB<1hW)Tmf0(
z)%kt5O}kEJiCM#z6nMdU?h{UYU4!iR`yMQ<ySSOmGM!FnuX-%$8^FCuisSEE6M&`u
zaUXmdm-79WMvZ7x!P~je2scMT3G~K+<-UfJ*k4N68&sG;Y2~s~W4esR*j}h;;recb
zK;k?9?xB{OPH%5P*wN+w8#4I;-C_PM+18lLUZ;##a}?~ZOs{w%jO0xzwOLvDzT^2u
zmw$@&!t?JGo^46JC}Hq}@!eXa{Nx4oIkiq7V4IfD@s#M}P6?%U!S&+kS*o1eI65Dg
z&z!?I8c#!ntq6rT;V(5FfF8->x{ZUyj>wbC#=4d;GGbP`B-`fl^PVeuN@kfIH?POS
zW#`cI`v^CEL-g9`2gruHU^K;hW%2jH#9w4#eS&Uf-ggCo4^qbFyk(Asx(7_m@CUZN
zJT*4-pID+Q9OE{GEoeo{r&qmi8ywn(mr8>zq@L|zQ&R?A@^k`hx{d!jMSj^;{k>N&
z9`_Ft`j`}}sS}uDh-a!qiT)3dPlV9k_O;c|Qw~np`-kdAd!DaN^>)fOg+%z2Y(>d*
zTkd<5rX;N?FNj6>$bWh>tGE3^JfKv(5`H-$x>ie;9ow<G6g5@-85ti4jS^hWE_by#
zDxN=4&_z=nqsrc4Vm{*a@an)?hONdb$UY`A5rO+wziO0k8d#RDjOO1|^b(PN&QJ@<
z3(>1M8xY;^FK4mTm_5y!{LCe+`K(%BuQQHU^u`R3rKn;E{Wt_**PjElG30$qRMunD
zdp7#JNa334H>&c@sXe5}m!56QuX~HyZI##)Z;;BRJ&HY@-NTg5wolquX&U8h3o-}&
zO@c$Ek3c@0PH4)Zyjb-zg(rpiErCmx>9o=mer%iJaTA&}0897Wz^0w)DSdeTxwX=A
zuzObvAH!TzgvG(V_OuRD1ym-g$LFm|7Fn*+7D&kPR7MwZ{_ec#&?|z?CNRd7H{FCf
z1HN&4jkl|3>NfoaMSsVa4!h@Wv@eO^E3Zw2o7bmkX|gQx8mdktU7MaLh|YGaIFkEx
z_Y+{&@^t$~ZJ=lQe4X>ovB_YXt&`K#ZJ9nUJyB?Vy~O;`>zPDP4#%gd`NV3nBSxZ_
zJ65zMQoOADnjA*s`yl>sa8*&Zu&3j-x;DJs)%xsN4c-L8a!Ti{>d-Hs9T)qX_Gn!f
z2mFjo5Y9sshB&-Q^;FW)-_9=YGi9Iz8Ns8~5%wjw%Q$gwkpXLqwN84r>#Hbd)Y*?-
zeqdF(IaXK+f`@g-5ZmBIIC&BEFBoc>JRJHRe(dow&a&jk4TjQund{-Vlri1p^}4r)
zi~*ls=!U2Lyr!@^p<wfbKal1^N+k<cv?Z9|>6}R7n?J9_^z$+OVWde_aj*tXoZ_z&
z(ZL9;!)qn|NNIs^(vL><A-`yUm1)Kmld795HApj6-Ait1_=mZaHb;}}fEe@cY8b-4
z?sy&Brh&69VMDo%54HV`tlcq9Rg+mmD2m>*XAeF8G5RtAJl1uPCqHcXs7bc{Ic@i3
z>2bxF_1P#s+MNghZ7jVScTz{6Sir7c9<&}AQl(zWn*4)<#Czb_Km{+gv*Y=Yjd_cP
zWZ{0lahqENwKUXC2L7#`Twk`&@|)k-S?gHJ_{Jv7c8yV|w73Mm4{%S-@J^hZ!l2Wa
zwH;n$gOaw7BRD6~mNOQWtUmNw2Kw^$s4=Cr(T#F43o-+W6{Dy6pKa9f316v!w64o#
zx&R>@pL;{*?dPb1M<*TDMi)Uc3X3JB*0#E@VyR|Baj1Gml>_}11Q1sb;L#c0#W%yf
z3aAav1-;~x#<qUjslx|7yHPf_ksYPrdO_5bhBC0D*Un?k!3(k~z)kZfo>V#4G^aP?
zGI-P#Q&;os!G~rl63RNQtMy{LY^LRN&+-UVm)zBW|MXbbv#-R<7A-J^WI<teL{1cR
zI}<4Zok%<?cU`(ICTgCo3xGxBEj=tPJX2bC;zN1myx+;wvqWLvqtRSnL)at|6(fAM
zxFqdAj7Y1=9upUv_iL&enxs0<-GSJe5+(%^8NN+=mzCLgOYJSF{=&_;jUq}Taos2a
znvg)JoM_^Xm`>iMHTTxs+~^5iHo;CxS_9C>Krcu!1{HarTFBWEU|8CrdEpB{-3t$3
z=$S@>bHQGHtYV4&YH9ssLZm}u)Hd37C)!0`okGZd_N)b<N$?F&nXQ<XpRzmMx=;MY
z9dt%gQa9>;7V~rTttEmV3zf+M_P#hNB~@!{>%=jeeFEWzRd;n(C&~Vux`LZl(^MTR
zb%3O$t3X34U4jW`!6i?G_lv87iiJHw&#%qitr~AOw2hEP?7kpmfOe94>z(%DSoNXc
z1-qTlbKIIC&?ljrF_8$7Ba9lsbXE1bNtXo}#sc!EvvU2ahal(0>e@`A{^HfLqA6FF
zH$SUIM#$8IX7EBAHdt}lajdxZYh-_gh_lc-Df<rapZcK~FWm%bPO`Jsp5p3?uUQT0
zuIW@Q&>^Ik7Q~z0M0x6WXD<+S9&7ve5K3Pw)v*m-p_4idpMQ~-#-3_zz3DpGnA104
zRn+D?WFdCha~U*PNzf(ZdvYd+RA~3Ktms>N?xv=ZT3wzDTH)hF-lceCgXFKbo|k1;
z-lA75-l>~SDX)tdj~mja4t<!bC$>WYtgEpl_1ke-oL42R-&h-tGR;=nDrPRySK{Vg
zv-n0s!0$M0d#{o54-iyivR>{Nm!U^6mkcr!p=UA9m>6jhyXSzssh89*WY4J~!m*Pn
ztzc}58Lubf1q?i;#CMuvo0vMAaubwbVb+oAeq_6D8jMP^sx=axaMY6ZbT`>hTa#Ut
z`Wf@rLrFAF5w+2SU-$?1_vLK3npVA(TX$O9M{fL;CSB8QAEaE#v{qJF+nQ;QSjfYH
z4Z+j2fw)AlzNAE7DsOdJ--eg;{hW!M9rxbnIqgV}R-@>~asIm)DZj<^*}gK&`U0@g
zK2zehR<_y;X~C_ll9ou8u*TUF>5BEjkFM->ODhsg*3ujT=&zmO1d`oJ^WY8SFugff
z7F)TzXzxJxH%mhT{fR%mZ=wY<RN!l2!O0rSP1%t{X#La@1h!lWUS5oPL<O*x*FMsz
z&H>Ko6`zCI$_<bB4PUKC)kAck`8UPKeaVHrMTdMzNlr4m3%p63OJAMG<~e-Ncgv5+
zNkOo-ehS8A$284U?ff>tUBqrR6Gvb7MZ$8C?K7Jeaf8vAfrn!Ex)s0z!`-G2qYrpM
zPbFUi-}5herdEqhKh5Gk%;Qa5()OSu?bbQE6)2rScjCD3>PAn}F1$0g%Xzom&cbDp
za*cd=ve&`)Z6=4RGZ_}Vm=4A@QQ;pI;~O?QGxM43__C*w<YoVIXGM&e;+}?FU6|Tl
zjqDy%DqV1ed!MxNm(>1eiuZM+#%%s_pzhmc2)nVu8`*~*-^^#jM`D7Y>73;DLbkSi
z(OMVR*5CsSsuUx%9gG8SMhsE`XuchE94HddH>RfDAi^pW99Dp6h(iiLc^9aI;!_J(
zWYLrrR{Y;#S%0ZjLDvBR_N8*-7*c%PO~BJ>M#&1Z0As(JI(=t_iS<a^59cgedC}4l
zbVh_CD26hcO2Y$m)RC9b95c1c7vdkMF(UJ0rO28}??>GfDrZ<fvXyUyo*W(fy%cV`
z%0vCaePBgB6^eiXbff;8Th9q)M0oA2*AQV_0M?~=v&b8(i&6WnI6OA_w(3SxU4dCH
z3rqCkyYsT%+GxR{8!zEv%$hU0bXikq06i{eE5cM(m}Klyj}PV4ChnkR-coD6C6!0;
zBHDZ!;Hk3FM%Fz~cy*UP-OJi(ic63CPK%AJiwQ=+n^0k$a%uZA^;6APe%D3yq=Qlf
zs^Dxl)IjjvGau^ez(wth7oi&h-<3Guk^9P{`r}j5G|eHGn`IDu?ep0~cTSnrAU>2{
zPgA167W!rQHHG47S=oyW>DD=o;{`O1MEW$-%Ccjwt{TbWd}y&v&4Fq+nG7g~fRM)y
z8y!`S+-&~+2kR`~Lph}7b?A*VeIkQADQwZ|V11)j%`h&_w}pi6$6OzDU5<^%3Z}rP
zn)#s>=M`tI4T-t96B1HC`NgR|rT9+Di#NTJh~0%~F$#P}C>l?YcsJ01Y%E=}3$MOJ
zv>?~!V&9FA8Y3WrU`h{yqd~k9$)(%uQ(|7+PoJn763ax&K#dcq>L*ZQ?0aPO1Iz3E
zSwLAtz!4GNsE5cI?ZJ-e#b8WSrx*HASf?h*^k(b)$%(DYzWT8-V@WL|H7d1vqlm(%
zrJ$+kdeL};#o(R!u5%r5^?{&Ifk-Xa0DV&}I>`&;nTvt(I;VExGoM`7>~Z|Xwryy7
z@A5HEM(?d}LNf;mDBPvIK=GGr?bS73(vody@96?--gbBaH5O=-exsHr3dh<L-)b>n
zJaLL#hLldI<Gwg6?pFD%a?iqs^0`HGed}Z$lS@l5HQ`bW!R+QHC=mJ6p|a#pvbPf_
z+`H{fG5Jk=U?*8z`n+9-2e7Wpub0Ucc^wP$lx8swzvRfI_xBTwp4@H3bqg+mQ#3QV
z<uON`TDhbPX!PaKs1lxH?&(auvVZmJbLxu3DfF3Q+Fr5a4<kn%;#_WYz8U$d;hVli
z*Ho!l)=g{DzDp9s@J!b4s&@%u0i3&C4W=p?*D`Yj)3L|?%Wtb#O85$w`FUnzViXo-
zpk&z2@u6coryGc)%q<cHT2B%!s1E6!6CV-bu4NTBp7T8#h>Po6A(K7Pqd46?o4HIy
zbrE32v&W<*SD`4{<wo)EB)1|U^ryv(nqe*?c0ZSXte$3)eN}n;i-TeS3qdS^%vbfp
z*-4GPd+gdx;=wsS@{{+nz8$NbJDEgZjl#M#eW-{yf#=_vbN;lWG^U4Zmj^j)L~QQM
z$RiA`xC`3X%eX-g@qXw%Azal^)5K-ITn|E9R?)g4#9$HOMS=*InSQ?Rl0jk{A%5=N
z?yPUIF4w5+zyZigv3m;!i<;jbU)`o?B4fwLOsFkVhNn=5+2%{J$djY13HipwDvG6B
z6C$RViQi*juC0u7YhejO5Qe%ohSqeO{biagxU_Q0pV+r%S4Csj*)F+%TAkJxOk*1k
zdt0aFz+0S6Pc>KGTfCr9q);Hk4{m%e9AmUCvFAKhc0!Vc+-tVKNbmWnq-c$P>=eS7
zFx$+8PK0z`=49QbfY2Ujk)G3EV55_M{{CeC{8eNr>i^f;c||q#ZEGB)iGWBEX$exL
zgH$QflrAkGy(l0ZB2|ij0)hlWlcMzA2_ht+S3?mY(gG&*UIY?p5rK2_KX;rl&V9cR
zd#wGi$6612j=k5K^P9hqwRR0M2&94lgvJ-qriFAJB0xRK{+Q8@>brPt&$&Ht#Ogy6
z6TM73>+*=Lg^~0xA!~Ewe`XX(9@MR{u^yajWJ6O01gra=$7m(ws->QbswkH4mY1$Y
zXO3yd^z&OLFPBB;$os3g$rM?LGs3ELfu{v(hNPpE!@@w7!56#7!^QL=54Z^q83q}5
zgOxz!G}D}8nAh5s9{OBfEQai97ljU;Bzn>I4S%CEMt=0kHj8oR%)Z>;OUD_%kDb}3
zIBJ`MoQz~0jeD?%d!;10P}~KSYd}9xJRM!ZLh^9e&WdMTo^cx*y5gP@vLo$KY&O%f
zG*6XgUfo1No&|_K8n7Lim7DSx(BfFjTFI6UglC>#Szuzk)+9Ucdq>neIHCDJw>7h+
z-qAz~Z0#L^wmGRV?^FHGTh6lIYW1<!_Ow$Vbng)wzS$Z+Z~C{ho~22mkDUd6v&=bG
z#*l*YUt|#+Jk_@wp73w(=*K+3MKW*MO$CkFVt+?USwfaZJSm?i0%o#WRUv-xN-r77
z*s{?;d4hLOi~W2%6_<HF_e-VcsTCn_mIMDx-$ABXV@F;E-%Yum+1$h}4A_|$e^fiC
zU%m6&?opV09zp?4JHSh$bo;I6^4>_Wq4xsVzQ~*{4&G_RSz5=l%Bw5XZs$E3(aM)g
z`*bafq69EI%Q_dVqI7s5?)*`Htb0m4RLN+7A6Fsq)+Z3N$k;h`5aNm5M<Mdvj-bVf
z?AMI-=yf!Ns@m}}^Ill!u9G3N7u(en0u?1QHHAA&1NPyiJhVQvQTIoM9@x(bo%Z5+
z{GF`f6KrvQ#Kbz)r9xlOf(!=5-EP<4B&G;rCI9fpQVqFszsBpnSGMAjCpOb_BXO1N
z(COf_DwA!v4)Qq+%auo)t2cu{Z2#miDWNC7?X`QrrDEgfF5aY5@i9(Z1K8_&#X2WB
zq}t6~c=)8F1q073(1a<he7a4kZLDcZO^%jZQ14f~zZ-IPj%ZRVKmGJqW`whJC_VY2
z>_dvI87W6GiZA}C1wNoG_xpKD2c0_^{I(<BxI8Vs)`4{MaOD6E5BncKyI%I)q$%Bf
z<-Pc^(W56U!xM|6s_%w5oaB?ZBNd<8Tu9YOR5ZZyR_T%+l)TXzT`!BL=)S%@Q^4}o
zvwG(Y3++u=9Hjf?oMP$6!34=x%a1kt8G1Bu4m}P*oSEOrLJS^yi}Dv~pfuDAxKd81
z6IGdfeW_Cc1?zZ)kL>)(%qt0F`R6B<y32n@P7DnTtQ=Z<kj;7HF*J#H7-PuAsg23y
zXX1e;v2{e8#t#^f!QjBdQJ(&*?UP*^*ak@5R+1_LOp_;}wXzQv$uVw!l@UR0YT6v!
zM+&^G6~jxRh|rSR1Fk1X^^TVN_vn5auK82!Ssh2Sd0>wRB@|XY?IlV0C5-i;8m!o|
zVB-W)<S95aKg!C)F#ap_+FOYy3+e;uo~PJMTGbS($}nq$Ohr3s--b8Pt?)Fp-es{}
z+<Ey&+MzZE^^%;Pk&^pHTSX{Z8v~}Q$e#uJQ`U}p3q0>VpcAHsIt}Imp<$<nbyX2r
z9HGT;H(i1Cx45I^4y!qU!jp$2ATL$NBur9Z1}yddt*b}>FG&rCcNF9#_4BmHxeuqp
z2k$C7$vNLr>$C`R$Vd)K8h()Cn`u<FD>)HH6g9&e#FW1p6f5NzkE{u54P#_&i6Nc;
z{yV40TR}o{&#V`+Tg-GT5UZZHKC^lfqY|1FO~x;91^qJ%<0KR@+K!U6q;#u7$*CLj
zi@3VJ!%TklJct>waeZ)R%~|R_58E-WfqHjz0Q>Hj;*PTD{NrTE9QY$m9gx>;s+*Tc
zV@LlQw+C(>->NSXR=tw22Yf}2;8!~N7H`j}x9lG(cJ*U7?sq8BD=ESDP;VB9Lo4Ii
z<SZzj0>1Q^GOrUro4G}HO;}>rC8GgB2O8P1J?37uJIiUmk<~pxK0wC!WH!ko*DC1*
z4D<$alfXCE+e2x_SP)L?&`6p>v2Ut^Rf~OuDpU>#YXWGgEwo2-T)zkrcs4z>#uByi
zW9hXf{wxkgomA&_hcUv}=ZmZio6PC*nRA3Wya-arF(DMgl?W5au*QJW`mG1cUD<{V
zHV)*3x-W~FclV6Kew8&1XY1)Fh0<`RC(qtrEf76?OiXNWa2$X|CYYJ6>zCuoJL1*W
z{I-RSPg_rYP8yt66%*tlfoM?fenmXqZQ-uN;XN4HaRblI&^kkcWg%FuEvd8smeOIv
zSOTaUkVn%lc<8Sf*-kP9{*_!5QT$`ZzhIX$u4Y{DFS5(0+e<fEIy@wTB@7ni<Gg<&
z)lbXCxSFm`*=mAWlo?rxe;?sv``9YPq5cm9dEe5tQFPOIZFN2++*sUODY)uc87+0S
z*P&(i_?RD{!ugd@>JSQEMHN8~<dV7!4ZZonN!Fc1(7uN~!0yeq=wA|!-~^yp59iZq
zx|&4+1SZNxhHBw*Vz|ckE4(}%`<lDsYBFYbzf-f$%lzXSi*|UqfU)L1xA4oz+D4SG
z*w=8&f@)&M0IEH!MFjaGAM~Yk{Vi_K@!j&CU<*Dat;hY==&A7Iq-JlwIoYD{0b-Z8
ze;6KT9)qEE|Ag>O5fC5R1dvrdJQgCAdq;_Z#somon@xiJ668c|Ah0rQgz`%hldSOF
z*j-`bD*{+wStzSw&+05-HxQ8OFOv;g$J6C*|7wu5TF!!(AT#Zug17oj6Bs_zyTH81
z8jrd9@Gb*py5%OP+b5KsOuo49X4&h>t~axsd|^3{8$O(npfAxZswyjy8rF_uaycrm
zWb6j*i%)!lYG7)7#PCJ5eutuzfO35)ms_IZi;+RbDxuCP(~P~oZnfFQ!(*;}gQcek
zI$wzvpxaGlU??diuf{gpl1dgDXqxw=HPE{*@24-H(WEYisK(F*%}I@IMF2W5VUY95
z6>rxMj6T&yzLpJAh*jh;cT<Qsv%LM{6L59A9Q;`iv0hemY7)M7p)4=OLd1PNkJ(Yg
z2EA&3l|$b4zUo2mR)v3fcAa2Ve+QV(AvEfgZcn9u%3*|h?#+A{!+ieQwn#;-)=uD$
zPTjRF{28iFU$U`L2ZG^y<PEfzmB|Mbc8Nth5X-!l7`F)b5^UV0zw^0%x-J|Mqhd*K
z`xG@a=nLF6q!ny-kkI^8A|$<NGbG?5kJep@bUf>iQffg=RoQS^hb<?rifk6UoXJju
z48AR4)^@vf%XdhIBB~GlS3U(NE^Z1p^o!$)#oFc~r%xIV>4-yygy8z-o$m1WdEWH|
z*1MMsVbI0qs?da$^=##$IQe0=iP98p1QI9wI=bG;-leC(_ky<rvz1_;awRrUDG>WB
zaLMj{mH&2caPN@Ze%(DgAx(myIzml=D5d!!FHmJcuPaeA{UUYCTAif@%}TVD+P8D!
z*e&I%D^B!jmZ{fFC5sd*CiMMf98{-r8u<$1cs3vI_oA0%s<7spwLl^!{&H!C7j9~I
zCTGRVtka+LR-9VZm_(<)(m)jTo(p2&t4_BaciDbFPG<Q2E-v~Yc0NON`~!jFF`>A9
z^0;m^&u}aGkDK*(-_%2?h8Gv0A8>&C%2;`LWCvQJ{PVoNAB~J?4W-L$VHVnBa-KM_
z>X=w(y={ekQTPe`W!11+wPEN-_|!tn@L!RW`zK>ksB`tyV=#Rxz?)gJ1bC!a_|v2d
zr~V6r{_1=4Z~%B~0?t(c+5+`V!6|e0t>|rr1^ho?TP|FlN2m`m(k^Jbt7cF1KK>x!
zTFO&YGe~1*ei4|dzanO&q*VC(Q~(;0aWlF?xF<xdrw06LJ3Q#7z&il|hh~lTBd@}z
zE&i{xDUNI2F$P%vL;s}zPp86v#-mh@U48>%>dNQ`_rMUf(V*_9ojSVXE?d`Xo$PlJ
z366w!up*&+=3ZS&D-n44%fPlAWR?8SrO?QO3x`T?=Vj5KnsPc4pQL)gN@#Z6&SE72
zm~wuW&?tw>)S6|=T(nY&riZX4ogV;<0}h`OBnq<P%<Zvx`;NgWWKFNL%RJrCXQ{Uz
z7S`17*y46LE7o5P+F7+BTdiYmS=FXJIJC`ON+_QZ7k}3^jOcC(&c+7hy?IulCzhV3
zsp>|`#dA(CndMo`N-ei`DeQx<BjSd*J;L+Z1U{tNvh!!gevOiLA}Q7{kf(vs9v@f#
zDyFdt5eED&WK+X;<Q7b<r!I6AptX*=;f^D))lbf}NKdjF3gmZ@o#hd$ep^Wh_)b(l
zzS(f&@-h}6JLq+J5I^)a8t42Rp+YOsS<sn*G7cm$Y%aZ8I+(WuZ2j6+cV6>=SL>2+
zR;i=R4>Nkng3t~NnnUsmx$WH*YYWb6PiELAm%g=x@r6D*q*S7~R~25iqE1hYHODLD
zRiW!10YAujO+NP3%a;sn4*BJBMUlH(g&!|*Zv>cV^~C>lOA&_o9`MSD)w0BtON+kL
zJ9t=gH`45#|0>iLH((20DEf(-4sW&{`q&HVIQ>l%9X@GfV*f*xB(JMmLPdik=_f_>
z9=i!8iwprYX^v}n`eeG(16{#6LD*E>t3M8EzBvCP3><DmwrhKuQ_Z0@<ocyf8>#l}
zC5=5HISMXZ<8`dWRp5>KLe$wpDIhU5x1bdeR0$;|fYz_=QVfo4C+VTg9J*D1N>D;m
z4_QYV#WC+t$OLewN)<6i$(Oyw6iavKudzOf3e)ibhkJ10jS2dz6Z;s^oEeb4$8tp%
ztG|@h6l^km<lTyqith&82=g^wNCb@JyR}Ow3v>_*>PKHvbXBx4^>PuP#_RKdq7ByM
zB`g6d1KHtJ8`<?oHePCOdn)|WIPSOjF!u4#a!ltdU$sUcymY5q;LEh7x~Pewo{Y9k
z2z^Q4@CoJ9p7(hXRo?Z3*+tBqN)Nx(js|_`Q=5Qp-};P(u``a>hZ>%RA10Q76eLaw
zsg|ZDyWR<Sbh1l3K^uMrf6-{~1xoh@BMqc+II+)^zkfx_d@U4f!^;JreXDoBl=1d-
zW?0Zmhq%+7lk0n)-PE;K20=6@3-o;eT4|FLPu%GU#?Qekqa4X#VIu?Txuk4A6EX{)
zov3>RHE1Nb%wY#}9+WEHyr8`y8xu!K_B(*2D!7+;Ohcf8Hnbb_N;~NKXS9va6Q;v4
z6Cf+@0AX7S)ipzc?t7Cs0fPKR_M%pqc*qEkBn}aO4>{Qw?Gc))**XaeHr$r-mD<u1
zOys@(%$-LBq@27QXd42&rKifQsuHZ8+o5-47Lukv{9t6qV*f${=CDZmFW}nYU1Qk=
zceB~|_rHV1-e`TIb-pQ^Po{(dX#RRJRv%iqPK-I7HAO&{4BFE9-}Ex(*ZoWd_gBJa
zRUdhrQ&&_w^vPE?i4I~CZ<$lCOO`8|PtmBsk&N%kAwv#GMU4WGryxV~rQ^XIS}q63
zmJz8qfGP4K+W`&nE1*x_^1BYo4hH7(arLApx<{{$xfwaH;y`d@%;14uNpdgyw>!<i
zCEMcJ^Qy$xMk}~6g_EGY#N!%AqX}9v-f8K+vqR$_Ek(>|wQjjf5S^VJRO^LnD_n9|
z_AD(P5ZTwT(|P-0Ca2-HatwB1=d*mfDj}>!RDpJ$+%Z5l%`<l1{j}>6)>emA8Q{ly
zj!LIJCU-wkTbxPtg@sn)2HJHKNu+Mi;*MLNd?v|?#oq*Q!NOo!ukQy6l~pg<FX~J#
z+DJ50zJF7%{CTSix%Z@~A7r>ZrlN62Lq4~+(l=i{C*|kbgBn|@y;c(K#{uFQy~+@6
zIh|wJ6F)fFZz3Sp&;6Z9xn3BXKG{fQv7VMkGtiBhkKT!T-PD@=i~*)W@f#Llm38qD
zwkuUhjKQG%Vnze0W<Gp-<ib^UH#tKka1s&4xpTDBO$&#t54*m~u>U4abQ4#+IYeCm
z`=}OA**xmK+{nH7b;CWPCVn}L!dWt!Ja@kZpf)+B*^ER&)CHg0zr3y*3==)F{DL1F
zN|f6-e=<#qqywf&6~jOgF#%Ua4sHsLt;-VoilS6_fhgtFFP#<)?QfLecnn%us`7D(
z$uuO&@$J9JD31;E#=tfNp^{3^JD+#(o}=txoJ_nKI#f-uKgd(ZTRQL888vva$RGP(
z!Z7a0kJWz+r6^My!rpDAzCg@WP9KW_!Z{9B^$sw5k3DbyBq#5+vghWhGMFJHW4=DT
zr!@(!I=u&R&(-yG`_$5}*b!i?7?sI;qTCoysJh@oXWA$I9VfNrnJ`;)GXpK*s}C%o
zF~<)mn)r)0>~rESA}c*kX)6`dSM@pVYFv-(3`OfU4aU&lUs4}Vl3ovmu0VEfN|h+9
z;#sPw2)ham#UD-w64Xw)Jy_1X`roPcN`(N=<Eck;j1RjAQ4KGi*Wre^&3Exm*Conu
zZ@w)Br5}%}?V)CE6VT6G{wi-*p1%lUIQp!@x;5qP2Cu*ejILE*XrE^ATZh0AiyU|j
zpTF0<V9;g3$$dD{@uZTotS8$by83-=9I%+#Qvyyi-|s$i0%i>jw`0&z5&I;Ukgfas
zQKQA0=duOj)bVaB;h^JoN*zOUIonmxAlb&!D1dzV21bo>rWiR16Ng*#%>)r`=M7Fb
zO0#8CZup^}4?ooQ_Bdx4%WjUYS+E}xN2WinZyIV5<9nmGRl+ZCyg;6~0&v{2{&9ip
zE%Ji6$7scpL-JiCL+gvKqX4t-FH9np>m2B&$RtMereCTR?7bRj=ijzu!O8Wz2!8*t
zE;;X~gmUvzW1o38dvE4KrMk~k{s)gIvhB?XYurmN^0zdE3e2*}D%5gKAN~b7Whu}(
z?U%i%#1Um7Xp_XWL~itSsu2#A{rcGhi<-A0Ec8!mD}Ut|9i7qRc46HsqW9)3%t)&7
z`hlpT`ZkY6Ga#lD-wZBPBtFx;yM9&^RK)02W$WPL*n@0qhw!s9Vf&p^q{9oXGfXgX
zjLx)cCPdrpGUv6wg2bUqIan_KW4+sp<$50-wJa?orX^I`-alJ`N51R(>lrwtyZR*j
zMY29i$#yTq<e6O|$bw|+PJ?Z_MExSw%sl$`TG^D&b5B^2@0e~oCyR$-uO-u4rJ`Xw
z7$8e(e>f}$rtk0iD;@pZb2CgE5a)B#KcCEh+lz}aF?T(%53n9SfPJj9nL6<6%QqV5
zC*}0#Z~r_swA`P**(LA9ynEUn53gF%1iSl+*W51aXaC0Ud~<VGHrDdBVI;5#Uj~|v
zGpJlMcE{>2sD$0#${>z=M<c9v6mn0x)5G|O2_vPlqijdn*B76$udm%*g`Y42wr7F#
zMFZLGJc%pNeTFZ3SQ{Vz<n)flaOG=D=9BxI-s+5YXofO-Jzg!o_Y7kw*WHlWsQdWK
zjX1;|PM^1Bp}A|6vSNM|6v)xolX@}rB-^JA`O-X$#DdNiy7WrmOZCNSc_+x}tnKS`
z&vUE92Fa8g23Q@ubOdz%DwE`;o?uL1Ky@8+T6R>@agi#iM?#z;dVt#<+#&LJ2Hro<
z(`=jO7F%#wn(sUa^GUSPxHl)<sD>oWjF;5UErrGp+2xAS$ULGdjGu^q?ILcgqyDDs
ziY4qgQtJTBVB`JS*3rN%WAf;+C$kdcqN^BR8toR1>V$t7Fnz5>uLY{67gP4A2K!~%
zrAR)|!9#w7&5^fgkgm)#1Gg&_G|iv8X;;V7d@b?lqU>IBH6UWP4iZVT{(zIj$kX_b
z5dPm|!H!2Ub((ixG&NQ+g`c38ZP8&D&6{p~d#EdD8uU4+=}yjwimp65x}U>!Q2{6t
zCg=@E{$^89dI~I?>e(X6`+NPcTAf?0=fc+>CcvmYgt=;CPi_mcl5-f%-@1M**Wv%e
zxk#H#$Mo}`H)_*958Ev=L7y2Y$ml`0g^IMLIa-$KK|ZJK$2FuTito>xvS@%U9Rbq1
zr1_p{3-IavRHkNsu-dt*9)lI0c4;lVy4qY+Qbi%MK~_p=HTX`Z8D?ejt66_jX>B#R
z4z)-KaE7!tPtNSyF`(lEGV*;83DZ9dx!`hN9j>?B)#r^6%W6&0>&EjVC)<wjcKr>b
z3f21SMaUlFZ0Uq<8j#d0b;GK^u)XSvhQ!N`U9O7j?N$Cr^2^;KDg2JTgek_OR}6^e
zvlb*1>>lFOeiS1yYSg@`6Pa;*nc@E+#XCOBCczlK9b`&j!DK)q_rG-Yf0)((eO)8<
z+y|4s!y;sHlZtmENHV_rOj=~MBuYPfm6<lhbIk{(5Usmx_^@v92cA!}Q4>Yum8FnK
zA9|?iweMscs%u?_b7tBCrc<*O;$BSGs>yElnrUAHkWd1>|D2x;R3@~qX-$%5Voo_W
z(})+P8fT@?$BV30u$rosPI3xYOkaP2h_Pf4xZiQ}T_&@r1{n=Rxa`?2zQaXUzd_j)
ze`AWC23B)&e?5=VH1Z9-O1|1^(_%(1;mWuXDrJa>L_8^aq;D7qm;bZgEvkPk^hl5X
zTMhcIoMg(Q#boxe_RZJ`f0rHut7+U2=mu%cNGcS2DdZV%F-ZW<-e1>wpW^OI|1s5I
XQeUow#Q!Y;|93g~|LdOOUqAl`5`?j>

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-163-Mind Map_ Balloon Science.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-163-Mind Map_ Balloon Science.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..f0c3769e86e4a37c8f9ca70b8e79cb24bfa61f8c
GIT binary patch
literal 38665
zcmb@u1z40@*EfDs5)#rK3JOYhGa!c+5s*#=r39o)7(zh01Qd`C5oQnshDKUMI;Fc~
zh8$p+`H$y3=RD^;@Bgd!`^IZ~v6+3Zz1P}%uivU0%oJu3xS^@4p$g#O000j5AAp$w
zlmVh^*9fl>5D^j*5)%`VkkXKmUcXMtNJULS!^*_Y#>&LP!oelL&2fv5lZAyx@-Cl{
zu$Y(_JGZpFl!%;wsF=tvA~?jv#H80r8OX>OL~gR&6!|~?V7>yBL^yW1DR?-y09;BO
zJW3o)C%}$fCjrjyAK+gf99%qnf@_3C#3a|T18QynxHx!txcGPk1o-&a(Sg|S0engV
zs++<}*Qj-$5Z-d55eZ4kBjUVY*+#234CfMk>K;l=LPyWQ$aMP-H_zRBV&W2#QqnTY
zzp1FIscUHJKQ=HlGBz=_v3>U3&fdY%!_&*#$Jft4>~(lV<eRAI<dnCmY3c9YXXF<Y
z78RF#Ed5mVrMjjTR#)H9-qG3B-Se&Y`^f0n_{8MY&*`P*mDRQNjm@oX#NpBL$>|yL
z{Nfj1H~`)sY+?WZgR%eMixSHhE<QdUKH)FEaBzLF4UZC^;HL03DkWXQCvMcYL_&yY
z?kD9{wh?oR>cMHBx(}1kafvP6M*L#!ch3Iz7z_PxarPHu|K@8NAjQMMZXO;b00Pb~
zc=Cfu{&(A5;;uXPIAeyEMa%r0YN~<CdbP0YV{&1jbkj9~mU~-=T5I+hmL+ACo2PKv
z2Uk|kfKR7K#(lSmI---DHw~?Q&bd=tn*Q>umkFzlr5FGn@4J5)g8}H3T=$;6kV2_n
z3zq#c`XJ`&1hw;;o!pC<;zB3Rt5@fey4vQDOa}vmTiFJo>!G4PHi6t2fL4+9YZ9oX
z^@EhhfK&LdZ*3+oUCjn<PS2&T9CF}LS5DAoi^$|td6>Cq2$C+B{Mb%xdl9_Egy@fC
z0>>28S+*Zed7N-C#nn{2Y0&7J4|(>fTj4lO-}yzrwP_x_p^wmOqsztbxDIPF$&}R+
zS*X2mo(+ymlI&Dpc{~`mp|AnFz9bspOr$>d$|WPYTlA&~e?6EknkN_cuXdMMI+q|n
z!#LXMdu5&<t1cl|<yRV<+q8X-3pbj?3x(q?9!lHo(Kfs{NhtYF_5=g8e??sTgagL_
zVXkWrR{EQ4!-MMh8;^4-ev@~Q9)wNQ309&s#)2HY<hdWjH5BT;HxIC_I4MBi;CI|0
z3s?y>iQ4`gv`JAss>nK=A$~c+bCLZvu$ba}kNxVHH-i1T*p~XGWhKOX6?J(~$lPk0
zf~FOWXx)I8VP_-;cL&Qp5!236kKAnkkfUsV7im<`y|CF3UrBfgJETT!VWoP)Kykqx
zCti0M!d0vY5>;f~lp8GzMt2~?Y%l<u<(<k#rD0e8(-dT|qqLm<$_K6$U3k9L{Z@Zx
z1#7SxuOeHd%F9y_%`xM9o3XS5&39QZnnK>%T`dw_IYGaSy*MF4^~u(8-xqyXNQU}|
zJ5Dp3HM07jQvJJx|GPhn+)dVE(M?Ypzd@R26U>A2^W%D5^!%L+2P&z=XCG#OK<$?e
z>7AgOIgMhZ=67vN)GNp>H+;+8aoUQGJ!K28CPX%be`UjcY9>bj|5RQp=xH!_EAqn=
z{!tTO|L-eijf8}|pB`uiE|lyT3`DI|Py^FY2wjxpob#@t1JRjH&PZbbnLwXbh;?Ok
zG|`y#Jpqtu9nN44;4Y)np+oLa#dl;{o98VpI$xg}bs^ldWnnHcG^4iGM&rhPX7i}v
zxYRxufBLS(QHB={@UDQS+V&Cd(-c?fqHjh0fTU|_(TtV~pyX!f>cbenOjN8qZmZaF
z0@Zqqe6n=8#S|d5KC+*nQEqGh4TXcHT||Sk!TA7z0U|_RcoB(Tif@rk5er#8XTTpX
zqljj*ZZwnkAKCe>ksGkQ`PgO`+0EN1uJvf-g}9kFthG9NnVaF>PBss2C;cOf`(Kpq
zX;G7w6<os)RMBK$I+|&Xl$0?qK4`mWnl`WRtxY*g1l3A$9u;@3^qX~bStGLJPj|Aw
z_NKUS;R`Uux;@_T^`~*|mFb<+a?@PXP4vTBb~Mhs>ai4nEn3b1!fWtlqIybj_YU>U
zgT|z>6B-<_7jtmA?y@rvGO3!<vvvA9Mb<Fb%bjqe|G87^4Nq+*x99O^(_t*Pi$2b-
zUa)HdJCfv})Td4@0z)Wiwkxei(cC?hc<-4v3sTJA!w?%W3!<9YETaq<piHS{DKbwE
z=iG2V274(Lhq>q}r^Wj>^gTT1Z8pvyT@ylpqhF~?AniK(3F=q&G7^Pj!G4byGdPhR
z9~}>)nsk@7W@b-nVXk)sOTOcPKKPSB$4O{-SR-i`i4M+(u1TaW@e``V^2et-QL-}R
zKF0tp@!HN$)1m>Fc?UP_7T&q*AR_PJ&VwU7VBf|6Ypb34X>jz89#oA{KU*uLzrMxy
zr1c$C_7T#oP^@@GwZ3T>>XAI*o>+KU`h5isJxq+Z#~Vnqdc#I<KFHeoraT3iLODP<
z8mzNqI?dhbeBG$-lBKF8=VL;%gMW*D*rucnDBP<~y5D9eh<3P187D@!GXCMRqR@7r
z5)DojGiNc+Jc#7TPfmJyfrwHt;$Y_SXi7@Sd{!O%uG9h2a3K;EShORl+P-8vTBEYG
zyB{$@$l7d=S3xMIuf$MdCkE)M(EMLFefE!xI~ttjj+SZ$O1)f*I6IbsrM`o@2(~<d
zsKsv+hB|2*`bi$7p#ALFg$F~|FhEq3Ly@l|#~0aI%T`L0uafE;TQdmgb3rm>Ob<gH
z;=w`5)(anj6c<$8aZ(+s9)ba``%>$`QIG&xaWsTmWPX-)UnhTKKcUF0E|>I5RO9n-
z`N*hFP5d<eW)hTe%cw`wln2O<{;T0oXhJ+Z2(l>L-0rC`k$$QFiZ>5oOWkPUfTec@
zNr!bDNi%83-rwFbh&;$zye0X{ItBTNpa8+Eow{lvsWWyW6v@12jbpZH96O9%47t?>
zjhqq&2wKJfE2&dT&IE;b$(nRKs7UYShXaB4DE6G?v{$cMCVvb_`1NI7i7K+RqWCnx
zn~xBLR~J~Ajn~Ceq56|b{x2%ir5hPufEzo!@-_y@Q|@Fx+ZIGitNrsaBUcsRB^Iqe
zul-NPywDMQzapJW&WomFX+7rg4MSh4V1S;x$-c;b#&{h<r~O!=@58@g*Z(c`XO{>5
z+H29CI~@^Ii;I`b<&OyaK{u+~zzhlu@U+Teb92cH&D7uGCa=by5)VR*;B=KMIrt{?
zKktP5$yZmVMT<zqKkP??G%o`1Mxp`al9&#oMnx?opm^Jrugaw^iJY}fE_S`SuVcC;
zX{jtQ!zj4sn-)%k&YfEa`({Df{!qdqhFo&ae=d~=Ye7T_UXieIV1QO#Fyi~(=I>*;
z{>IM#t1)*eI;C|`-~XCwpC^}`HRvYgk;amRKbO2kUIN~syOYs<M0~<BF&nePv~1zP
zj^9v0!q*cNZvj-YhmA>F=Rt~oCGLW8C0k%~JE<tm#uNFrZt0U;@^7B`RVe9CtWF)Z
zG9iH2@LI6+c_iV<wVJ<9=I^Hz3huO|8b;{@+M45*#^>?RmemKJLZ%x?gyebferRt*
z2eE&?^vSI7eZ@jNn)#0KQt@gDc?vyHne^NX>UTMwDa^RD6aOiYXq#7QNJ5EGPns|f
zdfgOGT00%%6hzs8?jP$Bx!=0YeQLW&(So(6c%Zx;mU0QYP0sA5FlRxt*jGbZ?Y;Z2
z;T>BRZ=R~!<7)D-{&&Irz9NVJa6>Q+oLAOx;zhN*jM<f{XT<!?<R4%ih%Q1c#&dyW
z%I_?8P!vJdWFw+E7fk!zfsJmg$pp;SxN@_G5@zaPy>^SOV!P+!5k9WG>#}DVXZ3|q
z_)%h5R0ZLSoF&s^eqPPW5k9?<_BoCS;oy%lSAmYpxhgmS3Dz~!e93U22rx(&<wpZN
z|Iw63>L6ScNYj>E7@)$;b=9d>o;P{~y!r{5fNpkfJ*HM<sp!t3wc1K@m?qDZRT9Ww
z)VOs*^iYV*YXKg)W!I+s@DQ+Z4ik8IH8tSlHQ@9f*|WHF<vrhHG_ri;a(qT^!)l^5
zNL!1RAF+YI$sFv52lG@<zv{Rn3}ZJ<1>3p6m|-Hj?(8IJjs;MJxV;yFQ?F;md*fQh
z(QNb-`v*^VltpDsTP^wylV`sjU-7LLYtlk0dFd_ljbIcZxX_ovqM`Y954coS^S=M5
z*qk5hb<8mlAOh#=Cr<8@@OfA!``d?Yby*oO=Vly!*X=-@kG>NV-xoBAi8IdhNt_|d
z*0q5;PX<kk6}YyNwq!oc&1w^Lzgw2g44jFs+zN~L2(xruM!M_@HqkGG?kqbi%+K?z
zQ{Lr!Czs`abYW!V=Cq`>K;h^!<S;7#VSm`mtvb?Xkh7js?#e!~0To}Ofv~;EmYch~
z#Q(y@=B`kZg*(6;%yMK74teEOj*Ky%G}RU^480qx8FL3;5fJiS9jA!6uq?{;{h~X<
zS7G*O2%lgj^)0mBEo3mrQ7~NO1G_0gCGMD7+3ogh^1XKh5^NYiQ>W~ZJV(@ODWWJB
zXZd;=e&cI3fy)#xsh1S;QVgt4+6wok#ozjujutYpz}W4y4#Ze$-ICue2CO%oElp&4
zeB5Lc9kroScJoT2TjR|(OESowUtU=pPmh?Ge)1{vfUoWIDoeHwjMbr4@FxF4nY>Mx
z73H2BuUiS<gs6EJxcWZ4R)f2Qp>SA%Q>hGD1t#w=>3`<O<QKIr;Zre+N4o*0;w!02
z`C1!arE$C9>m8og;cdWi8I!}{9+68^Jz1k^D%Fdd?usi?B{UUhVKb}#@+I*QD9Xca
z$?Hp&4r#!T&Q~Q_Mn)Mc&T{7I>^Ju16vUz)b<rKv(k>oKT?C0wot0|#66%iWs^I;@
zWh@ISxK!9d*Gr;99mfq@FhHW$<dwVYsy*HZq!R|<y41YTzyJl74Gn7wOc<b7VWcG)
zyg3Pl{uj@a8c!_qn#cSH6~Njzvt7n2nh(`D^?e|#!-H{#%XuoyJU(aH!mLfwZ7W;w
ziA2`k+Kl7k6SpaiDR%$k`5K)^qx|ApcV8S>$2<8MId!jaL<8B3$@Zx$*55jAM!M;d
zpRA3jl)n;cpa3#;;dvk#JI~r29fOMBMo!H5E!zZN2v7z1NgFCF(tj)@CF2KZbXEQj
z+JhA_prjP4(}flb>-d=FJ<Qzybmh9M9YZhInXA&iBRidM|M5=eP_?nb40Kkom+J7A
z)j^943HY@fLj(K!kJ}#NXqelNGd<Eh4Dd|ti6X6>@M7ucBMk65rn4%h-|?Y=*}J{S
zXG)`-lM{`>Lb3==DXEenT=KWox{3re|Fz+4nLkXy0JqIL!6!S;7$7%euk4rJDf5l_
zm)>EG!W+F)mq3k@s-8G$bawCFI-WC~4TVwi$bNR0BtNn1p1<1)|72?3<wQF1Wgt;j
z!h`WSp4&!=IC~Vz=p)kK`EGbkQ*HW4xwh~(O6pkZ!H4#yHP$oAg`-beU}4X$MrM1z
z&VHl`x(^{LFkcpDTwU}k5A@M*8HG4o4)d>NI2dvy<h)DNVY$G2Tn(mll(ZBX^OT)(
z9(Q&gd4#}A<7O+o7@k=E$ttQ^-pHtAwV$N+_EVmLB3^z-m%6MT+j|s3J<vt`R=n`x
zEvTQYs;F98NDRJ3PiYVLj=|y>KU5IPe=AX}7D<JJl4hiRsz%v8(1W9@QSup3G2c@Z
zk=1|ou`}B)tq}t>hvW>@r7Tm>>@b;|mPGPbpIay2kD>i)z2p(sxsO*_CbJOb<;?zg
zi2ruzRNVb1q`M;CwIdJb{cU~vWi6&8#&&+#cRo{6D9Prbgf4}%_;h(l&fjdQM$Es@
zCwg+py6Up7{9*A^N{_r0G>3!jE<ZHfc__NTd#}K4+fh?zsr+D1YTxjL@4apI(4Mvb
zwQe`99|0MD3_Ds$=7XUpJ2{k_V3&qyo>gkOXEp;0`tj=x0w3;HkA6<NO*6jpF!zZH
z%_E#&&7h)nmDLLam}j0deffI_*a-T^^{dy3Xg$=at|-j85Z@{LTg>90AWT%KbgN1x
z!jOR@Hk7yj1VrH&bgd=b9A54$k-cl%G!n8H)@$Emvw+(y@ov?Iuo<vLdUX2xM0t+2
zjINPVTzu>8=$spmeB@-uIni{~8AQ`M;&lfh`C2jhm~7Gz@5*9|ZSGyX6f~?IeXj~(
zkkZ5$y^UA3KJk!^{`gj~jLiQqI#s-XnoFpwTOFdh&Oza!P5<aD4RpDw`|?hH{^bME
z(e$s*={xX7HTY~Om)QPe%P0lvGy#1<6IjgtdpLv#*OWptW={wM4BBIWgFJN?>$V@m
zD_2X3<oxj-=Ah`NC%%&l@HnKYc>Tm0yWDH^{uukR&CZ@dlg{#GoSHrxBfNaL`8bST
z@;x&@eJg0b=Yb*Cij)&C^3`k0howHNe|Jz<??bTWvYG+t5c|puc1RrX3fGU7oI_n!
z+2!J{2t2=%{A~q_^<n4$H4G3)0;J=nVcB5+|6_yj4>rm~6uf0>Wfs?ix$+ZPMurIS
z^5=XzIwfF6Lrxii<-7rIt}NOm={Ids6Q4D;rGy_tbaq>@Ctzr>7y~R8VgST+%+e4B
zh;~`Ma7@Pl7y7rozPc&0z)r2=z?*iXV7ML_xySx9NE~bT=V)VqHmn+7sTqG7`-qVD
zDt*Q3g7J6(MU#V;Rr|*iUd9D9INz~43^|F82$aMC1lV9*{O~`XurTE50^B3D5Kz$S
zpEKF`n)0hsM6q#bYaa48=6o?*H_kmwXOLp{Vc)QfP^0Z~(8`H!xy63`hcW}k5ZMte
z9PsQsYef+`m3+`%ywM46Q@fvl0tb?9=0T_)EaL?k*ETst#_QLN7$A5OW|OrM-3G_*
z5Z^0#f&A0Hut4ee-7>Z~38N>4)l)ClUok?!?KW5GFCQ*Fam@@z?`{A=A)jbR=?#z-
z70P@^Y7|rXvo`~a>MY5;TA1O@B@y{e@k7?;1EXxhv8Skekk)V)XOu}G6k4b?*Lh2r
zAsryK$!X6VpXo!~w)aqAYHiH<%Ct)5xIPZC%OE<qeIBbRLp@sTSS_h%;=9q2`1AT3
z2y{91xdXYvkm{@ih<dQuMH#-N7Afvbx1yhHTtjTCw=7h|a3wR^x`fk|fdMpH8z(n1
zb{>8&^HaR0A1{pbDu$sO303WU1+{8)Sba;|Yd4`cD*CsZCOsf#Dn13XJwmrhsM~s!
zObjiloG5549Vaeg%gEN5%mQ;mzuL$)Osrj%r+e$Q(ah_AEArVJ0Fk`kVI{frkxS67
zq5~6fkMVP7%x^t)XOrxHIbH&hReuHSYf-<f=WgB4hCPAPAdmu9WMHTIP(`)O)wr+J
z8G(Z#Pyr)lvN9obul4XU<<XMn5t7<4<1~F!StnIc4_c1}DXWg0lXllDf-?3_)4Wmf
zJ|s$o;D@(I9i3?w%bRP2_}*>3D5r`Rc==g2@8?NywWfFmjq$5oW!oEmC~c9W_Q~`l
zM~N!Ofbxo|FRH_MYpZ}FDExt^I<$Pg#(rOH>bp8u+{)4<GD2qZ!z<}gNPbS|=snnb
zR@A4$?AghJsVU`>DJ47LYK(_cbP%_GPPA>rK_<Jz!>ROJ?b(Rff}L<IU)<P6tL58l
z7(tcX`at_{NZn74i22!~uJSK^E}XCMZ$@pMKog7*<PZ<PrM+7d^UTG~H4bYUE~GcV
z?=j3(V*p=7^hC_k@i0>6tfO^?+`3V~RENvOVoq&G&#?ut(9sypM-Qj5YCXgN2~L}n
zPJ$nMS_sTPObH$_E;dVc`aiGvNT$KRcl`6Md~>;vstvVU7FAh~>AutTjtkm}cTCP|
zdg+gv+^T=<z^-oskm(2NSYJf>cVi6_hygfuDlS$RzKv)6tusXU0ZFZcc-%tzIl0HG
z5>}&Nmrj%6mh{#yZoH{2=X(R_KXt}GPy>63TmM5rRD=I{@h1(Ug|QyaKUBnjN2wHY
zMgxl{^-VUpTh65#6%LcaU3`uRGO5yM4z&JQ2Y3A#dRp)L1`o|s)~<u9fnk7Q#H2pf
zGSZ`t22Afp80gl&!`XgFAi5_6{zKm@QtRsei3N8R{zL~H-j|~0+|f<U?vpw2B&3Uy
z6I7*F7Y$uggMU6bgU<XLFElpVFo1jkHeweJc+68FV%fMt)t`r#pJ;*8wg;@5nSFXb
zo<Xx%qL)x+OU5;_Zzqle#;Ydz(^peja6~YG+m(vWA_ibJ+j(>0ol7@pTDu%zCp7?y
z(z#Ctct3u8Yab5-@c&L<a2lH$$i{|&7VZb%{)KOU0R!m2;#-cxUnr6h9cLHUOSIYP
zZFucNBc2$r&BKC?Q0<u?#GoEzGYo4F#SAv2b{Y<mSE)Y)PzVd+O{ZW)Fg0?gJyGL_
z=BOrp?P3#q2d#*=5pFmv%=IMY^niN%%zcn!@F!$lSmnm?`Adz9jOrj}dj%K@1B@Qe
zVliUere~PfSK&gBD2-+|+<2AcgrOXAU1!)u;DzDDguMVAg@TD>E!T<zA@@}|nznC{
z+nY{+B9aMbbFyda7h=$=p?CxFCNKa7z{7&o@~8Ch6XWAJsx{5(DvggCWKAaBW<kJ)
zoZ*<lJth9VnzhWfK&Kn2d4>!14}-S84r;O#H-u=RX<I^ez!)H86pVN**^xl;vDay7
z1`YZ}v9y1MF@yOVx@~P<+0lhlM@s0~nbZm+i-Grq%0zhn?Dn*W>}(&Ub~2nHDb)9h
zr>V=`6=`@u2*ChoLM#?`J;Jiga`Z~=3jC|54@JGKt#Z64))+<okaIA_``WA>XY?13
z<#7`WJ_yrl7f|;uZKje!$2`0Gu6FET<dR*4^UrA_fdU6|<D%Kz$`dIUZOvA4IfXeU
z<dxvB6_y34kEa_CFOS*4d{<H>?@4mSx|y$)MDuyh-E`sioC#w&E5;3}@=5D<d|W&i
zoQbBb4Z{G~EE$sZUlMf2o4EX!0L%1M5xCnhtX?;5t{I1peCy9<mf}os?8`K4Zk?<N
zyk({$@p)$BmX2=L@u&57L<%hS__oX#07agOH4uuhkm;K1zkoFxJQq*~y6}oO;qggD
zrsgI;Zq_BMCwsdP&%YGL0Fz}4@Ent?S{h>m2zSc&c&~K+#yR1yXZ`d!ZswpRvrWS0
zvp=NwSdyK5FV9L;ZQP4rVN1a_(Yz@pX&b73tI-tnt<>OlpsKa6WEVZm=gg9Q(!j{5
z>e0;D6T8?AQo=<Ki(;pN6Z{*m^x?;dxGHUYgscyTGe=O#QH659SKFL9xz5rgD#pm_
zl%^E}jJ)TC?wKcaRGia6TX*kbPeYN2k;QcRzcX}LYqt)<jn;&{Y26u_!2n9))04DV
z>!{ZdL4W0M2Hw0AEK};mEG1A-leSG$mwsjbU{UmnP~Xs9W-`n7(6$oM8V*IJdsFot
zcGo|@nt4g!yxAfJ8#^hj4rpZlpl~5}M8_L)HhS4{m_JEaKVfU2A<ipR!C9TWO<SL`
z|C_msi|AMA6I6gJYq@DiRicCY;Hg*r!oYryi%h`!mnPMugy?Mg)W?L+(%0ECnUd#-
zn;B>0H2W(Qx&`tiIqZ7LC08a{9VeUyO{JERlawkzZ3biIPW?_0m^vbP&vS>q#Y|%6
z<@ZbP>?L1mF@7kh#wP#U-bifh3DldNaf=%1C0_WxDbhOn-T7HcT-`~(m@mY+CP0hq
zVefACQH+mZz4--oNZ8&3HLXOR!HK$~mAVDvF|jh|d#6r~Vn((<<GyYjvUru5f@60D
zUkP0-8AWrs3aBr9Qt;jbMRnoHyofHPD=X=DcV2FR`L(r0*%Cx98K*4F?+95qsQxT}
zURV7*ddYUa;3WrJST+*s(K)R$=8a9i@XeW-#4i~SGVPtypnj;8Xv&0a$!~UvU!(Ei
zc$%Y3MXH<NXv)J7j7^sOJGA*}a^aA?0Rup_QE?`}Iu!rv03NMm;ME)lD-F=G)1;Ak
zNr%-r_q5T7&K1+i_|WgJ)4yCOLSY0R`nR&diyc>N++qcqU7zrV{qVLWc+w1f#m?$^
z47{F{T@j=fj5rQY=4rZ|iNco{B8P5Bp`^rzV5Ub0bUc~MuHnmW4dSr6cjPl6iWIBe
zZ>tp_*TPly%Lz83PGV*<OQj{?4~A9PFFEdrCcGL?z$zDV9m(_K%U?H4u+z8=KA4$C
z#W#GfA-NEDn_^QP8ag)PkiqBN>5WjSk8%lPl*?GzNO{0jK0F9+hYg9wP5#8j7q?oG
zpRACE(-c>rf8ACSD|#9y6M+{Q%(C6rT|w`&QbyfZ*0y$Z&3%8&D3z*D`w{9S={-9N
zV2c|qxfSnlh6}>3h2k$or}vAxyz9lvABwZganM9Eeb}tWMGgitnO3^<l39xNUTsA=
zo|{0blcT`?tK`GHls=NkJZ{2;!@@NoRd<xs5YbXa-Em9i;pI3b(rhWAIwp)@D2IXS
z3Tm;Cy*ptSj?yAeTFMOYiq-JqN)}NOn|Ya6-)DVf3P+w^&$H$CJYP%Rn!}B_gw}uC
z8jY{f9$2P%B{`(H1MXo*T>VmaN=VmSTpXuG9aq>def+o*IdS(z2c*=jqFTH%RKq)N
z5jW^XK>S$xMOXF6=K7^}qBei8acJ*hLAd;7w4iLP-9HiMBUa@(=U)7&@<jT&m@--2
z{X7puco~H_HT(eb0FRvu!y4EdmF2An=D_X~t(WIhgqE`-O_x!Pj5%;fHM`lL`m^Ad
zZvGRA3?_qUs_WMYnYlZhx$Zc-obZ}N-ZDOT#>JlZluT=BFTh|}PMJQ!>s)&%i>|We
z>$L}7sy#s}Ud_BQ$OyTzK=N(TTHhMuP?#6K1X#{sG}GmWU17x>joz?@B5j*546R8Y
z-a40qRb<f9I(9m&BD)WVU4Fp;n_?yK5Ra|~uT#j<Wz2Pg*gm0d+oySf$ZHUXw2_Wt
zv#6!l=3VsZZ>3pf?AY?F6CSXA*seL*^`>(-|G_0(EJ-v}zq%66at38SCNCkQe=Y9z
ztUhB-0CF&WNLEEve%-drt;?zbzF!9R0DmIRuW8K~Gy6&zPtVA;!Fpuz+MO?{FqpMG
zFPM`hAnf5rYl+;dzPqd2iQL6td&ak>G$YvOkULcYK9t{n_^^0<kKLesf&xMNayL%}
zSxesAh`m6jzPb0>^V~nn$ZH~{24vr>zPR5c4w+S2ra9ch8N&eM>&l0Sc;9lZ8Qzt$
zH@TM#8S~>$K4`BfwT`i;ud^7HjbDe*KWMI_o}Du56GBVI(p@}%Gw`FNCc1^S&hMC^
zcKY@g)nf4|vsGqa=7%yYMnc(ild9=tCFu?=^1oSNfO4ssMyV}}i(9JEZ}JROX?VWk
zO{W+0=&kwOH)H8eD0GyV=N<Eso}eU{wJ)peea4&P>aTGes0X5Ql$<DanK(;Z7OnsG
zj00!OLi^4=zjsMr6Rz**Irz($M>(Lw-JiKvvA@^aUrF$<$=~!xC$C_S@_iY1>1SEO
zM~a}1Sep~*B;Js2^s7Z|Xi|MZ3ma@me!rA(vEhbFZYF6u`)9w=0mb2NMc%q<iq(Lh
zu^5hi+iT(DxEjO?{#Jtx5Ixbt09SXD8}`R@{~kUh@;CY&{tW(vzefF$Itm&Mw<R#W
znQz{$WD6PlmcCb<+T9A_R(M&YHi%rj9%jfZ{iQh7$0@sMM|Eii_uC}z;z@0k(xl%|
z__DGSXruF{i7Bw4K>cw=M*pyCAPC|u!Ib@>+_e1E$nflux(FkSP+4?zS#X}>CIS7B
zkDR3O*g(zV=0<(Q$q5!K9rh;f5WC>W6Y6vt89?THK%G`31EoBQ$#i!_4@2W(5k0z=
z@lWp)P1ni$?r5zQdsI^&=XoC9nKYC;)X;4a{cTa9t>m>}W$pg#tR35OK0K}m#c7mr
zn(`@%)2BY*jV+I{CS+6b^vY?3)Tz;XILBO1Ot|ryts!Tzs+)$xIc-4gAblOYrOb8l
z+X+K{QU<^I_O;o-6-tkpNwS>w23IN~l$F;~=P0Z`eoLUp`L&;B9k=vB8|`MS=yXP6
z51ZyKsQ;pk*vus2&b0AS9Qm?T%WY(a+B|1~{r&p5V5x<qtblQL(q0=3Ktx_cSK!1~
zyBByfS(F)9w{R)AXT=h-R;)2C;-BSJbU4W{E#x1o?|MIF_9%yVdVUjqSL-^N>dK=b
zTi6j{Ho5cQGyIdi^GTf&D-#POOfQ_u!^f40^GnZbJU-RYg=SYi^&B@^k4Ze57Y4UO
zgLU-hBYM?+^Ao+!XsRRl{}D*mdxSe~h8Ei?$O_szN0Avn$8lH3o38^i`Bn+LOkaz;
zHMc|G@y&So9F^*Fy;cSwmK!3#mXLf+h`cbCcjHFK`ET#YDvhcp<e6+O!Tc!0xyMdG
zrQ!wuh*z`pbW)sCRe*LNt>}dK2LE*h4)C{BKMY{ui~){cd5sR?8s#7h(3&L?;GORq
z*eem=jN5eC1v)g46U6|QMxYBCFKVPQUDLB7N2Y<OQ+fF(B8-%S8Eb0amm2Z53|z{+
zuFP~S1op4XI;m-=Xwdxlp(><Epk}%~AcHtAsAr|H1Q)s8l~0uP&XoElCtW)0kl~W@
zkwK+7w(sV9<NZV)4r`nErm>6Gu!yo{x&{Z_pMyB@>w@Q-YIC4m=;t6y^s)B<#lx}l
zcYX|PG(*pasy8Cm!7_FpN2{o^VYO8P-7!yX)5$K89hpb9?_I2KXweK9IWV^2<83=V
zpX`*NAGK1xu4&m9HP-nxUi2$xPJ2O2=d>rx&^veFi{)MWq@`!ySpDNE<mI=H6r92g
z>wBhswK`25V67p1Y=?A-V%nUv$&xQlX4>${$15e`pju@Pk^}sVke~CvkxwzFGgwNa
z+$<tT<IfAE2@ea`zaAl9@t1}-haL`mUmw}t+VK532!!LYyi}#w(5ncqd1F1CrxtBc
z)hPN@jq8(jaPCUh^9G2d>6h{64G}-Hnya(TKMkjHTrqe;*gX~yB?F^F<W}01^}~WE
zeg}oM+A`}(94UT;i8y+~v3B#Hklbo!vLEj6OJ|tr3u~#!(<zj=F6*qBxqjU8uUT79
z5PNPHj@Qrf`9s}aY%CM3$b5QkiYv{HAs7Es-kY9Sw=;Db?xN0P0lg9Op4_uNwb7$J
z-IfBny1_RKhoo4ac$c5>(0^vk70Q8Ni?gF%X0DL?UdOVhs3snTU`8utfUd%G(K@F3
zI`46|#B^1>0VBNSfuNg6WAGOcI?MvGWeG+QeGt_hdUgN1c5~JqYahj;+Sl2jtPFjm
zaw)iTGR0);(~vo&u{t_@kUuP&e!kvyZ_bpT!bBn9JWY}^U%ovEUM9p~EhIWv<kgU!
zZntcqu;4j@Pktxbn4Li9DVd#Q$Sxc6x9R<p@EKlBQ}Z;A4UqXHjq?}6dZm4@vIA;p
zrfVq?$0gN6uurmv+@xbjD9~U38AqWe!D*>6z}Y~Ywyw@$gc2Y>XI9hvnO9?ttuibH
z@?#gDNAvyNbjAMs8gYM&T*u%qXutqfMtOMsel>+V%k0rFYd$VG6wK5m8>}+2BR%%2
zgS@uHXLOeEl95<QxHUd`6)uRqb;X)HjYgdC9kfbW#U+Uq2H1L#I_VAhM{b)!Gg_U>
zep;GFMySn@@mf)Su++>#gaT9J+g{e{+SrFWKZ|YguSBD<m4zgkiWnd#4(puaPB(t%
z!NWSL;aW==;2eoXZ8-lgV@oR+JlI`=b=I9N)@X3BftB{6A<)K(J_h*OjkTX7LNEY`
zDF;nZ<MZ|rAt9DzdIttLLSV~C7j1O^%M3d&r9jBXE$n~In(((C9@BqagK$|Iq9RzV
znNFVL=bR(&X(n<p#cPJ8RBp0rz3Fn<V6E&<X#P4?-=~f`S4NhzTw=oZKs>xF&R^@R
z{pBD3n;qdYSg5a^#nAU;oH+){i^tV}aD$CIqfm}uB*PfEz4))r_`I$n3p?tbD+M+S
z@jL%<YX9i{DUE+W@}JKq{jUkM3%0vb@Y?p53LQJapb4t*mV{hEl-7%a@PzpwlZ3Hk
z?H9V(@`e9QczUqk0Ig~^VV$X3Y<fUJW^3mi61xw#3^uO3{)n&XC=%(2Z_M+65MHlD
zw@!I;u1I8#sj)?>Zzj?WJscFctKWS0>{b6jUmD(mV82h7uZghMTHZ5U(Hgy(MlAPn
z-d3XoPeG6B8rXEhdP3ZTtq|eZw)-@dv$nyS_@&|i#r;`Cm%VS=A?U{Dgs8)EKp*{E
zxr*l<{fg4~cnebfMxWt*+n<~0>6xmgLRkrBLT=Tq(zZ!K)yw$rEA!Vto<YRlJau|s
zSnEkNko(}qhMW!K$_T89yR^8(LAK}^Cd)OAzsQ$#5dn}pN};Hq(Hze5@15mv@}@hu
z`;Z=8Ow?u;Diw=&Ceb-SnP0{Cl<Drr=)bK>wy#;B?{istcE21FyLj$o!c^SI{|RYk
zSZ{)jd%Ugf+Sfcfh7P~tcT6{pYoDDXY-Pwi%br?+f242oCgD??7Kr}I%ca;m#8z;e
zCkA7FZm|ymJGmCkbOfF0Z719H8yZYCYMe`T`yOQcg!eh!;(g~8SFVe=en7gL6}W3{
z2miDH582B3+4uBL!{JJLe|XbE1~s~O?-&B%)rir639Ipq%6=H+8?2wY%n)QIHb1(2
zf5NYD(3KIFx)|bIO!4KpPa+}yg~8dxNwdrHnpi%fx!f)F`mIm()*7=!T=B9`VO;QM
zv1K32%;%h2rL%}-avbAz@TSB&^}9TL@S{VxgtcJ(x<5-xXrEL?r1Fnt-)l}@>5JdF
z6qnqSeuT1PYZ?zAbJa`H8FI1QOs{Vg`cVhmV8<4lyhJ`9S$LFj$hfb&`daZZ=sOK5
zDG5}L@o9rO9kH8dsjK7%ntYuPX3|oH8TTFcrh1zuYGeaJoz7%G7oLf{F`4ATRqqlP
zs2PPCPk|kweKR2Gg!D6tONE?xCu84xJ>Obh&s&MiC))kU@r^%u@=Dl6aL-j?+-H48
zc~$LlaH)%=mzT^-x}RRRajeFbqGsj%i?aBx3L<n$x3_G85(BK#7bFd$w6Tz(%_LqM
zw(LwIbtfrleqU7t<{l<aUgF*&h$zl1Fb=xt)5+X3N)fzAwDg!=Kjqx8%!HSiEnh}g
zaZAOM^j^_iA^qtWQ;Yk_9U?TIZmHIea}33VA37GbU6tLlnI}=1bT6*b_T;(}ern*a
zOhd@%d$@~X*wEiXEO@tO?rC%+(Pt^wT^&~NkSo>^Xa!xxu}@{oU=#WC*q~ex_>yVg
zzGyd}kn9RuU3@{d)p~}tjVcQ+se7!BnMc6~gBZZZqMs%}Dy01bbq^=n#^3eo9E+At
zqMhvUbfnL3jpMH3{bEWknVDyDDVqwW$F+Nwt_Y|0X>7>v*#5<F?{f4A|ERgElz`$2
zdxXQKR7m)u;0@m|J^qhjX$>to_>~$}#@X!e{J|7*Mi&2A1r%>FA<PSM$M|HmCGt{X
zQ_jO|adk0Kc<>|b{&91bB3AcT%3%RVsaX<@4I7_|fuH*Bpu_%LVO@TL-3=-5|CD#0
zf}cH~SwN@U@vWPZzoeFe0XoM6a!8OpSUgZ`MsVGjuDgluC1;Jy<svo8)m6KN$Jx=s
zHi{B2hQ#MkJ|5WcmbSAQOBu`NeVUljjsQhh4-z}{eRS*>F{3AL;E7qx%61zqGG@d8
z|HX+y3`Vxn$ce8C#C|ca*&8VE;IgmXRWiBbt*7I{U^mhnu0!+Hi{^cS7*MVEJa!0o
zSVIN)!?f080!;5K;->`5PJp6LF2Q8>qT3#EZ9<fyef5hxP^QuLhMp+lQr{eGl3C0}
z>$=b3N|eq`4R&Fvv(mS3eegyV#$B;lhZStrp^M!StA(=>;Dx7k>_{Uv)|E3KHT3-2
zukbc_$=ufm?Td}ZFWR=E4Ag2BeOjIV9Gy^ujdKqAwjNZP)1!D3$gv&f9Mtu6?7m~6
zwkHz25jTh?=)=ZQ^iGHInlCL{QD-seOPWCF0y>}zo1TtdZ2dQVb1Z#!I8;s+1IW36
z;R06ZdkM}rWDC5md2IA-oprrxMO1W%I4B62U8)H>eEjg8vWiY=3}*(mVcCxb?v;+#
zqi*cU#k>70(0{ju9%;JBlRaSKodvyo&rCSOuU7kpiJeT0r-^rQMpk-5*@xrEZjM9B
zW(E%J+w;a60rP^FyG8_mBZd1*1iy?5x21*i6%VXY;f~FAKMt@DnZNpr1%=69a>N$X
zwsgI;`j6%R5++u%k{~3#;IC{%?HksE={*dv(PVWtRq%f?>EkqM;-9x#FCiJ&_fY=Y
zp<fbI5$uR#$h%}YJFUV1q)8Uv9)hV<*rqxBrM9#zz4Dx7U=b&muH?wjojva}KRU@>
zi7z)qD=WL5hT3{hA^Ht<<oVHegLO6fxv@!}yG<j1p1HSdZ*hL0u;y3Ny(4r3cHcLV
zJ0%r&kVy#Mj@mRyG<$Zy+c7HRs))JI_rI4v^tS;fotCT^x7b9gGj`OH{ceVzifT|k
z4E!<?ETd`r1{!XDO;1RP5nnGpOK*sfED+wImc6YNr?8DJk#jKfjCtmcC}TfU0t~=N
z1Gitr2FnyEa_rTNu29M^{zjpI-4!GHE7FT!c@%6tLDw(a4JvrSc=9V)_OEdt64|in
zN|LI-{~8;S4>$SygGPCJ)GCQ=uYzd1W;(Gd>ko29Nhp;jD`MZOL5)fTU5$vUK?QMh
z%01#u1((K`PFuCT`eC7J*II%QJ?#NX%MbyR6Rpz130I5TcHNI{I9Y;dOmOCmQBt*I
ze0hzLT{1^1B7}zYhm?aTl5%i+c?`Co0gOGW*u^ZD6~hxEF~AZ%93`XJn7qwHOxg7A
zo7F?mpm-y8U0DD1pA2AcmaWyX=+3VM4L9~sSw^bRDf%rU|G|_Vdw3-&J5r<O2m`o|
zfDs0pZ>@E02{UtEH@q7C?aY7ui`y3|3O{b(ggqd3(heIXa*f<I9DGot<*W9nAWfn0
zOuRH?ODja1D_G?+KiZV%2DaFq^zRj^!Uh$I5;^V^%G4Ai<)gM12obheqFi$3rMrW{
zdFJqRA0CBJL)^yLtnAdUC|(=79Eh=}L<6LKWr&d>;Rn+cV!qxZ7x~m-H{EOZN9}0`
zIs-%kmSL`{bLnH6jPoSJRi?}PsG592DfnXpP8)?SIrnMLIYMABVG!B#Eq{shrI>4D
zf?4u2!7hSa1at4ubr3p)LVV(k=2?hM-7?+b48`$sy(PC9m*+huN3605Z(IVMBkQpM
zcr5{G)<TUn>0@#(;f`i|J`YDt4EGnie`J0=eBWZZ5$xEXx=MeVG-uX=v}H8x7P%Kx
zbxASBJH5vKw+HS2L9(U}74$ab?J>s+L=bXLv5kIigyLTy#%jc_!7HSA%CglP1yTfi
zq^oCH6jak(_3?AOwrz?H3#x^gmb}|<o*%6!?n<y&Z?GKi8G2;tUrZ*pRII<cg2y{k
zbST_x8274ut3f1ex=iIKM~6~%nj!33AhAI!2!IdTAdJQFMA;f<L^1W1y<bmR#$>z;
zoIaUg&4$dS7mJJWk*u2+qyAHDY;&49aM&yCnE}y*&K8G%7b*B(B6ZwAEvKbVG)10(
zMY+**2d}Y8YIy^VVgfC>Aa&3|zfYw1)r&(nL!oAs-RMZ9_1|BVS|cl#q}PaCvu}W-
zjlU-hR7(n|fBUwlJBTm&s9L`>xx0fjzMfE_dV=?xLdCkLp-<w1Sy5MYDWBl?2A0r!
z{eG57G%du4q7NSmK&N-g*Fl`pH?*fhrdUpoD;`5XYHL`q9LB_aA-R9oUi`N#`c826
zPKV*%4?RbRdL8B0{#%t>=7XI&=fp@ebh{JQu#xvf*Yug=Uu4TWI0YjkS0drf^Y3YZ
z&khC~Ul;HA2gyx3Tot_#Yx^jcYeuusgsTc7=}Dc*%#~-2@ifBX5Aj08tMJTAORCsQ
z5!yNhl$)th!+K_kNso`0XB7TxeCz8jgSkM88jn|Ho{9}DTFmxyz<RSmt?Kl?Zj1iD
zaMGjJI5~ONLL;40j!^wKv)xFWT{o4cupjgJUkWBYx1hH|W#dL3WIv_gk1(2)TF%#@
z-W;*IF4m$f?VRiET-1zb;{b}I+q_mon;;lnt?ot4_iT(aeqBh5Gs4`ag6nC9oLTM%
z-b?*UO~FdnL)0#d%Yg8xyge+D`SIhIvnn1W+SeoFy4Rk}K7JdFy|rRML4~D#ehOX;
zGB(6>?%pD)7J11F-NxAOxswH5Khy&fc?Vj!z~87k(Cyx>7vfICPceXA&VKZ60X+D^
zMW;r<39p-J3qBd{>cypfm>(V`Z);Nn*5kEih5B|V!#DBtTjTFi@G`6o4jB@n_z#HB
z>g%vK?M}S~w_45U-i*n(PR_>xxu5&Cdb{--cy)kb2!bt{-*9s-1n<MAOJ;nuK|;;s
zZ{9tGMXS5c;PwT0Itn!lUP!^J_Ui%dR!2uz3<%PGKIeEUp+#-};E|?CPNPlZAuWI0
zRc(QzfU_+H<p8q-V~=HZfYDS%Y1z!X#(zA?4u>^i4FixQ``PLkcyN>^<ZUtzOMu=f
zTKOX3EDF5j>Z^qgaseIm7NF_QUMHZMe$B3nMU#_9vfxNf`PRfhwacC))RQqW3R;Vw
z+ZlYx%s<ZcOJB$J{rs|*FoB(p0J+kZO#`n<OQ$)*8OGE6jcaX?|02aKHybp-vnjJO
zo#494u8T%+Ae)!i&(D7s5LOk<Q(;w6X2Rv6Bj|g=_kWGy{v|~4V1Limxfr;8{!ei{
zcCBHykiZe2%{HYYA#eASC&Vo;BUJ1QCHl6U;99iHt~)W?+4?tLM-pQGO<(YPLf>J*
z%sJs0xamPF{VT2?IF0W;=JGg5wyXP{bS5Ba8`_Q0>(nT94|9)O4XM^d@^7G~Xwk)f
zO+iYBdr#kdqq_J>PW2en75|>C<#@$(zuQa5g=8yxvf7An<;ESv!fXDSRFk#0INLX{
z_4eM$d~cv7_c}N(CW${$dmz%4<NW9*sJ_p4g?)s?i#C~>s;r1r|1V$R(qnsD9huh!
zV39CVeYl0kH&XLSt?a7SR1}&soGhV7T(EQZIxBNBXxV{~^9o_iPA^{OO6r(FSI=DK
z=)M0^_^^-in=N<cYDPbTqO+C4_xq%B?PzhLC95i-J?l%gAENq#;i>FVtXJa=b5mOQ
z(Inq8AG*yNz5PC^@B0cFbc5+qtxn`w$oKBoiwPfrAn~1;_KyeAgOMs#k@}6T##lSn
zJ5*ZdQ%LmDO<vI!E#>UbWBQ#EMlu=JU1aa0e77&%JMDH7+CSP)M-&yCY~DK)uBn->
z4l?|KGe{`!abaZUkUMQ+f9Q}_v=V*4^E0RPQ=OAf?C^+b2ELn4jm26b4-`MM`k#K<
zh^c3Z6SGmO*tRqH5>g>I)+7L_AxwLXtClu(-r%1x0>9aiqLJ+s1Ix;cG9o8raF@U9
zjH0l6F_9@)5j`#ORR30D0lv-tg&{N{uPr~St7)`JuTi5)75~mdbq2f^d-v!EG|xP3
z2Fn~BmRT)F2;vPx`)`K`;c%rb=Cl{Vq2(7T165X9qPdKr%N)t70iggR+sX5lcDT7C
zJuG5>>2|}L-`dOpU_iL1zRZw`OTwqh@;#ebiDKr=Wx*ut7B^kA!_liBS`{_0ga=vy
zx7zu%&dpS17UNUn^0!SRQVJbBqK2mX{fFMwo{CUro%DN4HsI4|<U6w4XEVN5<y;dY
z>DwnlIlh5E`}EVyG!VMm<0_fMz^8EPF~};atts(YY(|u0LQbhv#F5Egxb~=4jPKhG
zZm3RwPIoOz7aUMB)gxZ@ol`JsHQYzeX`3FO&273MtX(1vb|5C{qvdkYyr&$(=xX`?
z%1KLiG-%d&)?AzV{#wWb($yPEgDwslUDIvMJ06MIrw5M$aTdp?f6MSD{T3}6)~za~
zFfLJ3;b=(j(Mz_zg#Rg&XGr9R|G|rw^FL`n&r?<keU0KnH0i&8U71L1GYMOIWRAQu
zum=4S;GZ-rl(b@UZ4Lv>Z)r;%AKflBTYYZ2Ft-I`<7!RY*9wQF8gP069$z=5x*Y7&
z6*!z9QhSot(o>#?uiAc>5DlM+O&EZvEjjV5H`!$@KW<P=?%bD1iM1;+^-fs&<{3e_
z2Q#{fW1QxLuPT2HD9Dhwt`1qYIwwayCZ8_%t9Vc$f)GSSqId!@fTLQ!zq9ufZ0^Nl
z64@T6a;;WaO7Kn2Ar%~U^?DNf-m3p5lskTU-lWL7lqv0L08YP0D<yc9a|wJ&T!9Wg
zssHG3+E7$rI<K~Ve<gJ;*eR2;0dGKj@47xhGE!Vp#$R?$GLtkyHx+oI$hg%FW^(PQ
zxWTIS6?S3KvA*6dai6)=-0j@vq(Tigvd3Sp&_$|Z-9407hg$_{B3qiddpmjIq58aT
z<h`Dx1Kl6x%d9yzoz*+OI&D{`u6N}Ysy{Bk)-UI4rnfV0&(|#GkbRJVcYRV~fA12j
zc0jbjg2?8D>EQZ0^Re}cb<&MUoN4#qUyP^2p>ek%&81&-X<IK68N%2C!X9sP=TqsZ
zZM&h#>Rf4&KE|Upvb51~YSs>duiiaY6(e<Vk}Bik3B=nCq;095CXB<)=4?4>PP4~z
z_xjXB@~XmZ3}xS80Kb-&>P@j3E$@2!JOfESQ`gg|9n`k@_>9H<iQzN3nGPfWv{Lx#
zrGf8Hm#38h#zdE0kJ*Ci`=258AI5YB5mm=qn93S{sTXK-TPKz}IjOMvGP?KTMORU^
zW+LvxA8w)U;19ObNZyW9nUsZ@Ekw`D9yg9GyGh1RUequ6^ENUdv62{o1p?Vu@<oO7
zl@z$mH-e}f6sSf}5)&7YChrTMEQWjgmz}4;Mza$r+|xunVefgBzCZbIKc&k|Yh#{3
zO#)MNVJ3?MdvV=lT4_n_)3yzEKULqm@V#_ys$8SIny$Ua8{oU=yb_8}Ok?wuXZN0x
zE`Mh&HnC7Bgnf$@FAkZ2Eg3bVxFp6pSDWJ%zr|c>f*U}oehZ!8bKEKL)I;pKQib?)
zS#9fI4Wr7S3GH}0gJ=PEWFcfM8P9444+DVpu$elnuXKQl_HI4BfsG;$mzg$4$8W~o
zYLa?}Pm6c0Y5lS9t{3}tZqf3~y<T>2g@-|5SXI5bg@y#B>RjF#+hLzp0*#OcnSge&
zKCHQ$w_T0YoV~TZOz>p#yebAr=OO9M9<?F7nD9;s3@qNNrRM8Bb#Q%fhod>;zG!wm
zw4n!U$t=}tS@)hs+PTZDu1>s!fB5_*bY{<p&0N%P=ZK;?>%xEhE^o{9jU`@zi}xct
zJ_tucWP=D7%u+)|Y3(CtC^LJ&jJQwxf@1(gx1=%I8O9e4iGBGHr1=u=mA|X&=gX<l
zbgUx;K=!&EjP2oDXGWqOVn4W@_n3w55pVnJH4M=_gZ$XZ?Auc_Xs-O+KsRU~97@Bw
ztE%cT<T3rlE6_>*i%H?7=|Ko>>`RVk+}yGWQiDroK4?~0)0oP!5%u(UMI)ilxGHDg
z#7#HaCOiU5oV&(^&3TM|a|?^Vx~n>=9j}{yzi6PStgm!Ine2yK583ArFY7lL56n!p
zkEbI-2$sISU!Hv^ljUz<3;!Y9FIVQ{Zff6D(nryFZZJb8A`jA{qtsj%H|G`Z#f>r@
z=!kxW-F8!!Cewjx&t|OGzNagh<FV@ZOu?M4TieuGU#~V@|4Z_|MDlF6;qymQFW`h8
zU6yRL;V+!`2*wA~@mm~UbsX3!yiE_Hscovu_7i}<PEM63mEs+Wm+v=Nac8k}CcS>8
zx4v<IJhv{{L~q(&Q?{q}0aZyNaB>V`IN8G1EEG>X&3c!wT{)8qMBpLozLmKn6{dBn
z83ilM_6V3B)U85=XQm6SNKARnUDCYcmn5_)t!X1<R#+YGBs0g(3?*pfn4w2>Jt4Q>
zR;C?s-K}SiCAc0hGb*QCYH2da1FIJ<e^ed9skr+C)ZEs7i7;g{3}btD*)`YShW8@K
zBkXg4HA%uF_*_d~fOv0x{p&vZ^jn=@ud&KT3)Cl$<nZp>JET+i6i?4;gm6`s3E>5+
z@0kRNVUMZoV@|XmSl2YeE7@T}*i?-xz7i_3!A+aK@|3<Uql_(-CFjSZ7I{L@(zgHe
zU=8?wwsCUMz<cg3^T^limv+nSQC>yokj1+;*TD@qFM_xxZ+?2^GPEnlk`eTFw7>Ma
zSCrXvN^+rx9s|5XXl4^7yG0B6Wi_&w#STn5P5Yh6IvW;|Z@k*m67~L3*!CZp!av>@
zQulY$QulvE81u?KbfZ)I$<m(4<R1OYGD~%%PaOC*2&kDB5}Sx8stqe}ya=^3Xc%*b
zN1~0Ph@P>@kG^W?JFPdG^vfmH-}4o)eZS_0j80$nVRDHN+GHwZ<StoYb$nK-J3Hn_
zB^4XrrmLzU2iz-yekqy%Qq=s-JC=^qfyICEq#XN4V9YG$eI0#wl^lGX%f^G{LQH(o
z6A1F8k0#1|x^2|Vp~L?lYhM`_N3*R9fk1F45Hx|HA-Kzg5IlHr_rT!p6FfnK6Wk@h
z;O;sQg1fuB`{Xv?KKq{iowM(A&X4;8m>#;StGjEhTJo;9;%;Of1|@~oA}vox4_)iI
zDbSn_EU$FOq2j6YN|M%g1i##d1`|p9V0zX0BCXaBWwRd~h#F37iD%`<=58l#{dF*!
zO-M{7JUjX~Kd3WTIrSDC&d<7CN^jKuhz7HL-63G>rT2TcR>Cj-IgogN?v0yy*EdI_
zZ-x3FrXo3eM07I__;%)YwDI?}tawAgETeC>vcB7=&99MOmI^XJR>;1HnX)y&N8c*U
zB=T^$(?-N`$E7wUZ~#f}_-yW(M$Y%2dTFd`HUxu_$bD38@DiHdCr1RUuRbUr$y8L=
z)zp1btJ7Hj^@LP=soFveYEg^ZPwQIFAr{GY4qMS!<f(SA!cf(q6pvWtiBgqK%`T<b
z!_cZ>DbU@W6z~)-@HKMldhN=y>}uU3&#pp}*K#^%kt$ILrG-<qHjc8Y4Aq9!vd4sB
zF8fDR%d_Y!3Do$L)`>k`#~hUe!lk$fTcB{qP|nKhU@O<rhrHj<HayLBw+twNIzug`
zU)rCJ>v88J-=eCE$YSMuL7*phOv)uG-RqT?OEpPaOvW0njy_PcNu>S`TGr_CF1%`}
zj!5}ctByg&wro&K*@P`p-C3-Twc;%)(NOcFnz;ToSwEkV0w&opx5tbPSE|De_lIZ=
zs5PE(lwut%!&A2lZlO^7GtQsMYGVhZbn&~~n)Q+NN8U_<n<Xq0O{n7b4Dt5l(LaMu
zB^^Y&9qe~bXT(-|OIdR45;%H4b?6%rzjm<iwsdpRuT)s2XOnwD+TSA-PfD_j!k-=W
z+NX2VtTxzLaIU{ZVs!tTPd`t0sv?6=lYuKy^Lg<C3Il;ejhj-e02-M?oS6|nEv2KD
zr0>AT15fIRDgIIdNUvu{`Xy0BGe=W@7Yxosh5l9oQmwc)uAVpLLU#Rmz4RmyB?QaH
z$W9**wElX<_MbM^kZ?&@r6{`eD@F(CG%~iQSsDBlq*u0M>5@SI0dWtAWry=@Z^1P|
zUf4nP<zyM!iSQREPnW({^|Wg9t;j30jgrSBN4PDkdZTvp3QX2Q^2um}_p$NK&u~;y
zj3Xpb%7qYSmybIz81^ygG@n%E`hwWci(7FlW43RDBUraS@Zw2@sd9*dct4Jx?mpl)
zcnxVB0VEi1ZXs)M0`B3o-*2oDV`a3X`46tunbMCFbVQO1EpEMMf9;n#jOl$aj^^O+
zKv{#j5tXpBoaprn5#&=ooK7$i-%C2?R5gs7POwtfS7?;HLh4Nv@%p_b<Y})Z3@a!V
zu1vdK(>;-k>&X<%t@=DdelU}|m@bq1knPReQN*HJYIbJ{7+r4UXYmMIXPFY0K7O86
z9zJeJ=h-dZ*H9$g1^_0oLVJ8sB@jE@?f(3T=pB61@n~;A%ortak!3<i#5p<pGqtpT
z%JZk8PZ0M-wD@hH9aqB7$<Mlp`mXUW4?P9%1nXyADjGiHn{E6MU86sSR>VYP1ZIUW
zN&GYGZQqIqB>yk~Bic|<|KUaTb`+#g;Y$2}vUdPRi$WlFWr$(>*oLUhOIu9@JLIER
zxxO|hmFQ-P<s}mcpVQeQzjnliuJ*emlX$%b^zhwINPgztW$h$!sPHTqEI?{6%zQ_k
z`-8<fS=={Q&Ni0<Qu>g!tjat2gltI*lRalk-u}Cal&92%d=w7M;qGa_=j6Ct>@6pG
z9h#e)XGxFk+wWn<Ix~|O>=|U04rxxVX|g^?N6>vAqGV$ynChrG*fU3?zc>oR3<Gc0
z4V8RYH!_GWa{r19zEsB=Ju}zHzw;?8=H;M*N?qN=oBaTzO}nsNK7{lQg=EF*kQp1=
z)DIsyius3zv8x9pnP<UQL#~*mwysuw^r!s@5)RFLyUZe!J$Et!!d=I`mr;E$P0%%Z
z$OPp<<eyH9h&M;3!}U7%gU$}5UXnitbzU4PRFCf;Zn>2l;!6{HwK>BqSDne!!NMLp
zEE{*+V+G%YDrCtK<mc_@Rqt4eR_}O27S=-dwK1N_gx#g6GGys$(#Yye!eQQ~hU9*X
z^j<=N7*-_oXM;?_D0fQMDvDL(HpX$*Z4AGXeUuUV?y)%aoGEEXTAi5#qCzWrG#v5^
ziP9Y@x;Had8A_B*qCdY2i!~q#AV*Rm({QlnEUcNZdTY+sX;(sjWhVgv?Z^oXro6>!
zosAhFw???2knk|8pXbSQ;<UDX<2akr-@wuM$=Hs*#a<JCh<1uc-ui7e`x5@~>q=|U
zAksnpL5m*7MzrzIfK9XV%KCkWG*{y9XtaB1D#}4_{a&O@jMTU-?WC>KUcROpks86z
zgY^q#VMtHmwfI1D;5mmVmxH9eU`mgKs0$5c6Qy7EIrrCTv}_41&iL;QL}vUj{>yIc
z-dvYM3+MGPrOEgZe<fzro(w9K-7jJO*f^Wa9%Vw7?Orbn3U^NqsB}W?ufuldqEaM7
z;263C;QZZ1vM?cDsUT0U<sKNRA$;hx)co4MxTSE#?Ep%ob|z<RD!^)#f^_`_XHEN-
zmIXV|n9v`)>{Z!SxBV@lxx{rPbovWEmc#<<E77($2x>smN6wX!bemaLit+Qm65{;Z
z&v_r=I&c3VEGS!C=sna}OtI_`Pz?{G;v5$W4N$4J@YC&ms`t8GRU=oITy4eaUbV&1
z*@=AlEr&EhX@cB)@*d0J{`GsIr%1+>rUPAHJW%2yFQCiV-i?Z=v084;Rj*%|hthz_
z>RMD&6YxHwN?@r&RzSyDK%$AD=;e^yvU*m(EmoJQ**99$O3Vq<5vTbxW7LN`qTk0O
zX1k4&Pl1>+kS{=$vl$X;G03=ocbqxM-N?Rk*AAe8FL{#xAc(L*mYziJTl2!b41iqX
zQ`VndB4vXJ*8qS?7p2m)cFZjs4&*G*%|UZ6CbvJHy8c0!p0&NdZvTVeg$^pOTDm#$
zhhG!Ii~aX-%G=VviV*Un>Qn*$&GQdYxK_BQL&PZ2MBHgohdhJ>S?-}Qs;jn)?O7Yp
zS`W_Mvhr=Q*dFGxLgYPt<PDaV2c(z~($RLD{(!Q7DnP}imeBdY)M1M~&lPW1{~~qQ
zPmwYKA5qs}q-q`ld+aIy!h}l09PzKa47f7Cv+NgX?6Cm4qm>kxNH$ov`A)9x{ht@k
zz9R#W2<arCBVWmhEKo7$7l54rxKsC`%Z2oZd&1V^^y`mKlYpm2`qXvl-`!_CF>^sn
z*&qg-7$*RRq+JDja3UgK!t-JwG>uUWF{i*M#)NGPPG$T-FxqK7TSI*~W>k?W3+#%T
z>3|C0`UM7scg{6xEH`oH?uxuV;corrEa+NYR;~Po#Y9JtU{c~f&_kCC(*WBqRTnQL
zq=G#*C3RX!oW_a!Js;?+Ih@Xi81O5S0EZSwJ1LC!IWd8l<qmnpOWnbGq*rAvbm<k{
znU*$aeq%}!u@P-Wm~a#Ik6}>X34fGzyv2I3@1UE)`*APfZ0>+5wvS?*G(YkD<lQ$b
zxt5R@#k`@y590)LyIrJsG)(HG+m1)N-9!nT&21~^`si-{^6Wcjd*HWG1YRLDU5%3B
z3+efmBQc$~{%(^L_HPYvyHUTtVvlxNzZz<GI#>GLwtjwusjm&bZNBIpXGO`%lzD~Q
z7Y6*(7<k?oCBQG9Tb#?{CxbjHHXkHiF>wYRd)I21M;LNl!Km6P-b;ZOvf=s?&3D$V
z_p(zKlu9?(?MEuwZmue|C(eu2m&r!8xW#(<@oqitgWh{Tvyx+sq&DwaGW50`Em@uI
zF|!UGd1&4@O5e*l#VSeHv@-)3aVf)pR>+W@P{H5TP+j6zKf3gK-_U+D!naEWPVPd}
z_jQ?Q8aB6-d?zHYlqM442rtexrYwJMWjtwQxTgk@tLe37iI#4=dYJY;%%8*!U1^u!
zV`Ev4X!)+%TV9C}80NU8F}^yD=q+`DADSEt8LNR-c#nJOUsPud-5GQ5Rcd$J6~}yt
z$Oq(ADQhSFY~@j2V{(2>k()$U3RS`hY%u{9q%{Qq7Fv&!uZ`h;lc|sv0rf(NkwyCB
zl)58?7(KQF^8a4wdVN@H`o{f_*XUc`y{w}UvF}Fhfs@jps#npBxs|HGyT?FV9ZP_W
z{!1(25FBWK`9?5sVh^bLz<#GmIg;$!m<CRF*?Kiys{HR8MdLta%Qy02l%&GWp8DP0
zRKV~IoF+;j&ndte*U7oloy$8WA)|!0B6#1wP+f%TT0=wglBJ}}{2#RbARwIQ?kjq`
zNCK8phwVyKisfZS`eircNo$a-`JLWyq$?@+uKsj``TeyvfQA8dk}fCQiv=Jy@Ku<h
zzTI!6)C9yF76fEczjc=i%b&>pby)Up;^18m0#LWmTJAJ-b6oqV#HjwI8x#M%3ZX_g
zK{^&>SZ@jrM+dF&A5T3zJ%AjQ>t#QL=0S!6TOW=Y;9ZZ;3Fq#T;gSKO8?{lgR*Hq7
zaM@fAvtEr+C~rBrECkogYD2K+>Y_H{q<CqaFb?#7Ht-}BlW4R(+jc>(DJbmtl0A%x
zZl4oVpZf7rUNIjlmCOqF&^aU&PL`fE0Ooq*<C};x*f_h~WSuAkUfzqygyuw2Zs34Q
zEFCFUM@JDS<Nq6}3_61_Q^~=;fOkr*y2=~H54j8T%M65wmLX@oP0pozzfF%910oG@
zp1VetNeQbuU<>cUE@6>?O8l-Cw=V>MOuIkvcRM3BX4UB*L{b7Xi&X|Bjq`{K0Zs#L
z6XimddVmmDp{JDZf|3sF|NZi@rP4$B+R*J&3;nATpe{=|=iT8?Xf6;{Yizv*fG4+T
zP|%$*Ed3mPwDo8WNcI!;<gfJ|<Ob|`DB{0-@738O0cw`4`bz8rEFgU%04@X?4QMX2
zM$6MB%=WcN%xxtLdy8AELIQToK?hlO(Bf4I1Q??Uq^neVtL73IRl#KxQezJEIdGXD
zuuHu-ASCyXp|=7<f1a~dd-T^~m8fyU<NZM>T}G=)@2-KA4Xgk@eX{lN<neInUX^lG
zxSe8xsN)ZUmD?HIS4;ij9(1oN2Ksgn&i8>Ib=FL&{o?31e|d&lhnzApM7iwolqhCp
z2~Wc<;iL8(n(JGa242kYdA5D9UNN@h-wQNLpt67e0-E<k31B{aO<1K|h9>@&p_}cm
z8g|AX)ED_kQ8LRa6Ha^9+Hz?fhwQWjZzoaeo;j70x=D-YrDA$)CN;e;rIyat>ty)?
z5jbz{h>i&{aNoK-3IiUUR2=}<Er47%fNH(WfkFat82qUi@SdhJH{-Ks-r)$s7f#Y2
z(4JFW69LcVx#WLobuKib0GuWCKc3Z>yPrM%Kb|MRxovUBfVh=D*TM-<Y`j_n;L(}D
zOWXc?|9XLGj1Cr_48H&4i9uMTSNQ-UFb!gJJp>O3jl4$(5GtYBcdk8<b6Oq9@+Z)}
zt_SJR$C1TIQ(U35zkScOC&HUTvU2PmIP^sNFnhLDw^+`Dn->bv5{`Yh=Eb|h+^DNt
z{or$8b78JqK+_xX6x5M@J7p$vL5*;kyQ3CYgE+3j;lRH<w(})cdE_0MI6zkU&ku-Q
zUMfIbj86ad8W@oTiwkk<$rkE^qyC0YaJRw@z9~?;_!V+)G-U|5Qj~U(DQ@^DL>9t;
zGfm2uClrxERa4Ea2^gv6Jxx_%9!wFNp}ytf?)Q`oC(zvFPz4;VS#7qb#D^-IR0YUJ
zc>=IV_VoP{=9BLL>Pr>d0uhi)hDjlJ*uBhoDP)lfz^5IgQ$mKBrTNceAAw=bfM6E<
zB_#Er6DB|yR~|*@Kj%LLklie#Mkoes>6G)D72W|%jtrI78X-VV-jy)J;Xs$=&W#G>
zV2_9x_t!y5;dz5*;_7@>VFvf(o>IH0KSy-vFNY%e0M)A(cYcNqIcIuQCgyNa5A}!3
zzr>5$^^-cr-_!-@Z~aGF;0pd^4*btS0j;R!D20HLsQpu{6=pwR?}jWdX`P%({B975
zUB?W>k4m>~R&%1F@NQIj!Bc5+t5+<cOwTVJ{FCy0d<>~F>$^FjDnfoPa3@`~*6OOm
zLPEcN2Hfq2?6R*%5CkEV;9(q@WiL%w7c0geghrrVLIo5UZlgEl>}iX+UBniK`z+*H
zFsV&PrLC=(c(#T}iMu`6-YSGrR%)4P8;$hlihNDPFLiBzZtK&C5%>d#99TfU{11XB
zX>T65Vf;mUkXcQov`JHAn8f#+kI(2y`)I-(An0pX&d*iMU|lcFvR>ipN(|8&iBkGl
z8FTG8FEEkWR!Mu}cW4_JrzzyxCj~`%uM}D1U&(*%cP2C%G{}Y?BHp6dj{Yc`gBb0_
zvv}D){|Gjwyz_>c1gx*K3a$Hmx>3P5w|!fm`~K^x{=1)h&GJW0!r}@n4>>$Whnj1$
z4w(S~$D-TdK^CrNj-{?7LiQQiOYR8W7B8y@sdj#H`?Tr_x7EdYH>Q&pw5MyL)h_D{
zmqaYDuObU8!9_c@6@5h2^Bh9Pj!d=G9%I(dB|MiFuWFh?q>b+O($t!^G)J+sSZI&;
z1!*JY4Vk+FIipS^=C`<5s%uK~f1LML6BKLDk@O~3d~Gmw@YtgGnaU0J6MiwLIcBrv
z>FHUw9uI2za>|%KcPp8?0r@PpNy=lraIcrHwdR7Q>-FYMhTEaF)N_PPea82=o#{Tz
z6#H*jxv20p#VjKWq+R+EH0qbCtodO`Tnw4cg5iQ{%`x3t)q(Tn+|5<?eWV(f2Uv}T
zeM2(IN+*OIJFd~&Q@Hbb?@^w|489Xmf9`1OaivFHQ%gXWSK<39(6Fx1x{XQ?tl!C)
zyQ`Jje9@$S<V-H2v*@#29<l2<mEtsj&D4vXChYKwyV~z`m*MEOI336V^`b=7e`kz)
z%cDGgNw+Co-qrCkF@E*e=TJ24=a}JhNK|nigeFx|G6(aBG^4q>22{Q~Qt#T=gq(6I
z7|{y1Im4?1K2s4b6SuyuDYxp;fGwO6WJA`Lay{Ph6Ky4xQV|HTfp$`1r!wcDE!}ZA
zE<bCq{wa$tWLo)=Q$ofB+F0!X`fsS-vcK`#0mM_B&i#c}Toe+gDEd5$lbVWUz4Je%
zhBowh`%boc_GpU5KAP(NK`;kaLT`fA3djof6lkAH1avf~-i`Yv$n56bJo`BMJC6V=
z3L#f}0;$m41FG|VK$`^Id!ID)mG>mJY8wN~k2+c&hj-eCMK?&J>P1dC1<x9-OX22Z
z_l(B**A|iMvi@)B^3PCJtLfA4cB^p!YlG08mF*5O+&=z}{|Hz#N?%k~rJc}fyjtw{
zQ^+X6V$xU~+>)!K6TUXJGDn8o?#R5-3oh5V*FX6%m?vI-nrQwCA5>z26GBPjj;K%`
za3~Zrw3c*6g*~&-4h~Wf;pU@UN_8q^k34#(atd{SU+J?mhi+$iKvAWSdoRsS%aTFS
z>IB3m+(K6&U(c<1hp<dH**gvc&Tgj!lFGxp@~Hw1uR~_{x|C=Yd2WmaJGT5adq}<x
zCFOOdFrIFQllTa_H7A21=7;;l(=ou(r!KbA8tOwoVN?f>GLEIDn|`*nv<X$|T*C26
zsBLX-iQq?T_l1$4OxC<SHf;$wl|yMnlG$=oL$!QhV=f;LYas~YTK_?pdE(hK>%3lb
z3Qe!qSPpgU1#H>E`1BV-`doz#g2eBA4A*fL;KCYHm9$&W5&fT2_x|*V_yI~au1PVv
z$xeOoX3NSyNx77ykrT=;?KvXM(!%5xvH6_G){vr&Ps1c26}FdDYJ6hcZDr!Oui>4G
zvmm9QaJO4mAfJwuJO8za+R(q%_Vj0kLbhaqoc(2fSS<}0AlPN@nWbTh9h-bXaoGqo
zzC@1%6MdEYsnLhF3wgm+`mKd;oa-h(ap#234%a&|4RrK#mAk|Yw9lX=*qrsAr<XGg
z^q`6p1Ynw~mc-1rbUvDT;Y$cOD*Wg-rYDSAn)gyV3Ct<~aFqXR6yh=+23ecP1qx&d
zVJ7*`(K@_BZBkU%7e+i$&o6^#^Xw$rtDFjQG&Wbr97<6^leK{&TU@&?47*D&?(OqL
zdLk9Jvb__RA4y!qMMSQ9G5a5WM1mcGNviCYHOt6l_68BJBI;%;MXwk={~2l~QA#t+
zSVP3w5%Bq+?K<wI;f*@Wmb7>;{FJ3@_pJ*{QQL4>!UE!|$!?DD_7lkVtA-?$e@0yY
z`PUvq1X`C)fVaE^yvb1Az|wp7c7VWc>PDUFL<Rog2Lz~GdmyQv2Am*R3f08`Bo0Ap
zrj)NP05BE^51&pQu~d0F;YoP7M-J|LS_2&0{Cj$yIgmc-6VP2eU^*8Gl+L>#!kH$y
ztvMCPsLSeVzp<L0O2<>oVWXiI49RF?Ilz~?(K0Prp7!_SBqgxXwf8unudn5on7dtM
zB&ZA<$4VK?mYiBi2uh4{*fHgnG>EPB9y*agX=^`AHJeKyMK+-9JDx*7gIg1Yf6V+r
zu%1>BoSj>GZ}WwkaVvdKC+j*AaLNKi_LMm19)8YVWE!s@Z`01S4N+DHT6+YYiKq9)
z;}P}S*2<c7kwZMmw{Ab}P>Vd7$U4nkybWd3XRJ^k>J=7d>|s77m_H|VPG)A-c4?`P
zppQc&i&PfZNLQ+;u6pjMBN4xq6L1U;El-)fj<}Um<^>BjGITcuaddvxA=-%=bh|2k
z5SUXLMGdxLRaP-3j}FqoH=36iZSydII|~)=^3IiSqZRE8nO=4`ew{P%ITLb}ub!}C
z&2=lW$&MTL`j!73$Kz~3YsfkB8&vr@Sg<hb^iz-g<vcGgd%D)>*azI}-L^Tg3WB_!
zJkufJokElX!&$A=9xrZdY8~_3YC0ytUkT*X7)d)N{m|D^XRgjmTqn<`_oGjajEE09
zTHLq?+=6>!U@zFyXlU)bd8EV2lwH;`_S&K93Qc!xA;h)O$ah}*2_j;=@!0k~{Jojt
zd~>(+R9zlkNs~V)qV>4v-_OAJe=JWFd47GnEWPX;O@CM1jODHtl4g^DY_Fp;qu=T7
zaQu6iU0!#P#5fc6qEz%aWo&5W&b+<`R|<nsl>{~B4Dm?JPrj?RyfV^K2S-M<x9><+
zGnRxhuJ2xS?CDTYUUR_H*78?wwB)#=JLx?QL%Bw7b&&4Yg=>-X@cN?AsxRB;+CAe=
zvSd>TT*tHlILe&jYR9GbAzG3T9^!z-7Q$SI<+0oZOo`VR9ZQEpz*keAIyj+_^-MSI
z2Vnl3zxZ+g20NupDcVkWfJ-7|BNhSX*M^z2(L&7>iGx<wz4k-%eN4)oQJ((ub|gI*
z1pGR)I$R&yu?`>MmOM(wLhtgN=$13L%_hVCNa|NHPer7%0Gzv5d~KW3-Fm&;w(4ha
z_{*5zYRJo`W$Z^gYMCdgbwPIr@dwD0o?;S_tuFg(s7S&BO6J4nQZA_LSWCXW#Rm{+
zYp_gom%IVa7u|P4&M@wt{(^oBz-_73)2uFd;o10VpowojQ5aPSUOoN!wyPmecJ|q)
z0w<>!k2;ZHq$F$Mj?3XjQ|n7XzKmWoag0`yp$(Nl)xin!t9(d$2@%UKZE=vh0m?Lj
z8HJs|Z4zwQi6C2ej2o6_L&s?v>y`6`4a78;6&m(gb#OU@O6$qbm@33{(GX`sx;Ddb
zUYpt6W;?!o*CDOHh}apOkfJAA*Yn(r;q~(n+S2!>!hbu2&O)A%C;V4tpn9tRW+{CB
zTi#q+R{9+&CDTn4O$m-RDe$Va)w@qEGTUam2p-l#?qs{N;f&V$@FpNwJB;NO<(k*;
zY{+#i0AF#KzvPacQ+~@+9+=w=k9|^!GKiB&WUNye!5bcRs$D>ro<BG5-XrO}sA7k3
zd6hByP^*mbCi8vR7taTVsYJ^GvNVcHPYNN<_p$?n_QNk?cb>4kmu(9fO0gP5EGn<}
zo59694MX?(h(9S?^zGBzgKQ!64hL&NvTlZ=#8Ee>?pt?i;-Avg-^ut2a!zv2wjM}7
zc_t0DR#h~OFG`iF;=zr4u0-OrbUB_W#<<s)Ns)nWFUHWL!w7A}3YoWEaB~+X8WgsA
zRC^>)*i~(8-U7_iwQtY_eN>US;?royiubc>5x<JV<g1nM6eAUztE1VxGL}=O2;wXT
zdLU@695ox~Ne8ZSf<tAnSj>UGi_P+wPc7+c8m5i5j6<j-58#Qli8tx;xU%?%b6<*^
zQl_FTIV8b_^U~;8Q8F(6+A5LEr<?_2)iVnV7SEH?zMp8IL@RLddtZ|yMcq!NS*qOz
zJjX(gWQ&t0MdRM3ByDsaF+R=x${F6SaWSN|ReeX_FcCgbA$4YAJI#Smr0zIv!?-_a
zb35vGE~tTt-!$kN+<qgOYl=mA(E5cMP~u;@<q9pQPGv5SIKPh6=@?VA=9+Ou<GTv_
z(AB0MWe(9nof}f4Bhf9SU;ma3a_}+mjMAbc_M04B?T!|sg_gcL(976>WI~Nj)oigW
zLdTh<rykaHQT-+s_hoja{HQ~(%R!UDo_W14HNiiB?a(So(aaMe2$_=>AMp$_3I(|N
z%bnphraUksbuH31j-BV#l!yJuTXUnb!)_gHg1SSqQ>vnSUkk05_m(Vth_E%86;|jj
zf7Zn4faH*0dpEKEaetneuAzXtuhfg8U}j#r<-_M0jSCt(l7jPAWXl(ES@Vt0Xlxtn
z9TZkH$5Zt3s#aGci(1HlC6niP>%kw0Q4Nbba}Qp>m?-wb$kM8`Vb|>W(ZlJhOJwfQ
z5yFu7uY!R}@c&q=0R;H}V|iCZ&TG1o0xH#GR_z4#YvFQw0pKC02$9!r>G|`(q2~DP
za;-oX0gatbS_+a30yzW1t@`WL4`{%^uw{OzbM)pM@-df3DwJq7omkGn9Gxjb`}1e{
zr4Nx4ncnriwC^RofJ&7*gA~2xLyeYKB%xBd)6G0@g@wVX3EhUyuPZ`^+~a4U299*d
zA?zvk?VH(ECjqVv-l^+qiLwbMhMQ+3iqgigS{Zx;r#vp|Cz*by9E>tS%gg=;Q97}D
z!quL8Za%+1^1fAjF3pQCNe&fJ^vNszEJ7EfYj9!_({1I-ns(4eb9|NAJ*~|NF<QpT
zw$-tpOd`UeX1qdx2((XLK-d;7T;kKgan!5=-@KYbBvJW<?$m`>jtIqb-Sj$Uj5VP@
z^c3Do*We~kJ9LqsXE9FOIu6VDxg$o}fJ*4Pm#uZ2mtCRqRFq;)ldp#4)65&ynIqWL
zNl_#12SljIMC~n*#LRrgXv1-0-n753xF9PZ+7M4<8O)65>1ZgVFQ>R2JNd##73fGc
zTc!(6GDug5vRR-#9fT8palH8HBJyTjU4G&MBbBR3&9NddLjL_1&bf5`o}koj$EsVW
zgKnZw+tQMO!E{WuJNN`zVnu({i!e{m$srFpt|yc9p{?u6K=OX?8{DX7kDz<$l+hA$
z(e(#`UCxFR+|hc<xI=ZZ^BnHSko~U*&~=n%AR-ZAqK!jzt*w%{x?moSYCIzQ1(Cj%
zuK7vD#RK|Smlk(VvKvku(=yv#uP5FiqqHvKkXxmE^TfHKwZThs4rT(H?+EvZ#VqO_
zNonOpdh@+3S(*pYe81{n>uPFHriy4)TAKqw>VnFUQ7o59kyptB8o5f-JgbO>e-Ns@
zY$I<76jnTeP|tInUnwySC`xssO`6`>LL3hvv!6r4%X*hum9A<jnoP_mD|3z|%AKZ`
zbHg*@jG|u>#3PQmQaRZVX)VDgPFf$(g7+@BTdx~Xiq;^v1Ofm};yw_F<0gfEF`Kub
zWNMi-8qcj7`<`3$?w6U_pr-ViZMCJFd1vM4+qi)aiTL<RKpBaLpElmcQ^qbGC;;*~
z{NoQoOj-Ivnt#z_jpy%V*n>|eV5ASP@eWI>AI-+svlqEd8^alv?$aJafIqJmX--^H
zO}RIg0s_>Ip*s|%h8>Z2huJe9%`L>;w}QRgORtL*?tCHvaxU#4CWYBmWt=*eD8S;L
zZ2^#|nQTBIsTDA2%3trCW7X*&{<;$!ILhNiNB(}apNFa`?g06FJF34QQvNb<j`jR6
z{fyBzoLn5AvfP8L^EolSvsO1~(GH)KZyjgPNFgVE8uww|Q5&Wh$e-<}U3ZeZMhBgY
z>3vJz(pd^<qNfU4PSZ38H%si)&d;~1iTF>e%ZBXvRh0d&R(QpKB|v)oOtQ$b*50sk
zKDGtA!75spBQ|^+?2=}He>g~T`J|=s#Fi3sO5s855Cp9LT}nC)-;u0Iw``F|E!fOb
z154)gvp;Njy!96MpomLhB?*kh8$KDI)Q>Onr2fjF6lSkoV{C!S6>B5OFL5QOQ5SYV
z5iBD+APj91y8PyM$Va=3QeuEy`K1ll+da3b`pjzM>yyR=B&1w1nM<CqIjuC?qHCL@
z&K?ZUtZ3bjZ3W@qNV)|!M-uRKpZLCe^RADml4V6HPtqyR0ylBGyib{LwYt>W+Q>Jb
zZ1E#8E%eYo<OjVshJQm{Efw~?pmBD8ft;t?9=YexVcWgH6mkT5;u@+Sshy+m1vEyx
zb)1{xmBvcis+EDz=Pm@$0#W2j5gMz(xPlnKcuSKppM5(Sl2YPgw%$O2Ovx1l<|__!
zzzAk0e#k~jG3Os}sKs-aW%^a$i7$P0q#KtW%r(L6ifQbD&{i2nFrFsQSA0aY6Ww35
zU-J#wHKg=eFDzg0M=!TZFq0b7+l^*qE$<NG@XH(nbNj8d)~&^6!4EDi6&%)VGz=OO
z3M4~1KGmB^3c)?$gl4x+aXErog#2?yN7w4!`SVpgWwgr0pEJVBxQDb-7b3RvN%C$}
zo_Axt>X}pYT~Q^#b=@bK7bG}JnPNssDm5d2kL?*p3awlvEa80DV$}CiCw>+M#f?b0
zU#cN~a1I^Q2C<i~Tfpm=KuR2O13A3h$ogDPm}iZnc2`a}<Q9zVc2JgcfKYmuRqFN&
zhY3q$mVH#ev_!0+t^9ME0isEdYnbC~waMvx{NU~3sXC_=oe2fnW<_<0fNY<!lVSwS
z0yUy}k5#HEUic$N5I+?gDk-!{Gr14s&M=+rs`tfFT0Gxwq^Hwq2=%ppJNJ$S%_3&5
z&rywJ9=OR7eeUJA1d@)``gH8;AKB`Dmuw>@#n$6-2P(TNTE(`)fx87TcJ{T?1KFg*
z9<P$3bg^rbt<Dz~e-QGW;Ht&UsO=G>*Q^pzU*AkdMN5v>?unQA{r_0t!|e5(Z8>(9
zh%UeugJTeD!ZP;lISvvWNTPZ+UeczQ?h47hv@LSkJa<~|=eYx@%FndrTmKy;hBNUD
zPVNU*#g-|q&_<JQSyc|F&mGX7%ACNOO-h5fWpzPnBP*ZvV2Wm@-^&+p4TDHvB3UIc
z=e0c|T!oc8>kp+=pZzv)LG@~eLn{gZloY0aEhg{nv+$Qf-%W{@Mo5AM$W6q@VTJ7x
zPJSfpODm5$!-0j^L@noxv0kuM;FSFiv|goZuk(UYDFY8`cJWaW0zdSIe<f)qA2oaH
zjo@R4lCR$}Z#PJOtvYD%Dm1ZL=8teT-sD*So?{#-UtPFD@%Bz?1P=3hiCw|T82$~J
zs(|RD<su&m%%9yq{rce_Ng8b+uy;;Jb&nnTn6ruZ4v_TB2J`s5Y8mJ1uBi)xQ@z#L
za!7tgf^0w@(pzy{`}I7%Vo8)DpjIhcoR*b_$n>p-W33;rhuYL-X*iJVk^^0n0f@Gl
zJq+#Z$PzbK#fq{CAuj6rX1lWd*)@LJWqdI^&iUbNK`Tx(IWjG4N4aqdYaMMEbquxy
z=}8;OHv80KCCfeiPYmr)**#{mWDDr)#L`5E+=x&9wFM=<Mb|TB{mc7T$a?==1bjfN
zVM7lse=S7Wf?6F+7I5-Os|yNBX_JsuL2hRkckJbo6zr5`yc^X4rXFvCJ4MS<FlD-M
zdlc<k2Ui3(QF5n?oW~^-f|7oZ_4rr{076M!2%_InTloN<P)>p(+kL1~A5TZ;Jw`SL
zhG*aXWITN=%u>5bERVT#5ORCbCs}Yk$}q`yPl!io@U$ra@!B>Y0(M)12aFxSlONyJ
zhr+(FJrJJGRHSWo`LR!i&i!dY$ZPmn%xDI1>H3}JeJT}CJfuGeRJmh9FN-a2yIaav
z`&POO7p(I|e}7(DG`^QS%OcG6ez$iIvSrB+cG|OueN(ReiVrmt9Wkp)QdHa-p-M@d
z?S+IK0;QvT))xZ8$Nk(sDgpJ_h&k#B_ZE~dn~&!`)V}2{=+Le=|1K+hsRRjla7^!L
zmMOBtXq9Ww*U<3^`XYq1%;ocH^nwvN$+~Z()E`ICa5|dR3r=zm-u75&!EZSVzWgbH
z=}OS!Q$&Naqucu*n>g?Tn|cD9ks+e$S;!)ehv3Mp`MlnC)!Oodu9e42l^RfbX_JxC
z6x@HyKog<hh{V!$0ImNAHLea0(dksXH~punCM`;Ea$H%tF;@Y}m!UM&hjRz;uIT6&
ziX=vcjHd&nIa$C~mo^rT?=S#R2nsJ?=*dn&_9*~sKWnyyOs_TEyKnXA2LEE|4s{-~
zT~iv=t~4Qi{~2lc{6?q`BM6xT8=PB?_^l5r*=a*x9%&<@I_rL<%N_8Gjyes8DxB}f
z>q1M3Q|PPqHRsR0b1OpTQ1{{mIazH}kz-Qi7x8HKb9R!n*cT}iYnfFPX?b=d)M=sx
zA0QrWg%t0uZpWv-xtiuFu=yr|Sh8Oy_}3ZVP96oWRW;WpJx`RR{rIVnoIGVSy-0_<
zCY2|SgRA4p%Wj`^);<u321_QV(mAQwue%5xy=#tVQ6?f$N$V`Q2bT=v&2@WZ=}r5Z
zI@>6wHY%q6^7O`XpXg6!BpUNjAj5TNW^Ort-IWATN3hZwyrjm;Cmm{b{uDNT7-8w)
zAD-i^IDKs^o8aB@gABLLo)MJEbwqBV2*%x>A|8JBf<HJB*W{=D6vfYeHwR6XUlDR6
z=0~+kixs6#cV7=S0ypLh&=3_CMJ@=!HJLR=u~T%%xT~xMdUW4j9uVmo+Y@TG_Z|8)
zsiM7!%XM4e@U2J{7hCbxVmMc?5W-hI754pu@M1P(mDIj02<B5=EhM~CAPiH-9WNdJ
zc8_ETwMaAVS#c;pXS+>f{+5R3v@=j7U7qEI&`Gp=w)Ehu%$H0jPI^hSo{r063tFKG
zIvo7O%!Eg4HBFlJX|#bZdDG+ju9{*`d?bx~?i@s<ezPtTZ&Ao$z$8VoQP|VDB-mTY
zDvN9+M_OLQ>Pyax-{a>qrN+{-jEUxa+n+B9;tRGfRqUIjg|N&jcL_d@aDE-fWVpC}
zV6GcC2<jKBOXE_Z4Z}rV_8s3kEoMb+$JBy+H&^0!j1y)y?s7~#FJP%a<EN+K1YpHf
zE?cQ|<6-80{BOE`x}?^x)e`mZQaVbwMz>tITW-_Dn3f|UJRL$Qo5-neh&Ct7R*LXI
zUz1fE?9V6kHa*^tIo|7>*}Ht!dXA?n?&$Mm4hU_d_}2#B5o!Pl1#otWQs}%Er*sly
z(CR;UU1AmgB6tD9*w26<FOyPKdX*T!98BDZA)#V{{S4Hozo9Se<uh`@j3tj{w76<p
zri&2WL$)DF9yx>zCtCC(8a~?hdesn7C^V|0Pq7_MzArlL!#A|{jxs$7i+V@)9U7oI
z0O4lDLIBVZ)K|F~Zzb+xiQD-|+xGMs?`6iC^r3Fk3ky5EQE$#j-r)AQV+^xSm9FV)
zOg&vo8Cs)4eV6WSOB<8^F8#q0Ve*)0u*7i%gS}*?A6)RE<x>&Ua*Y5RWg=X4%*glg
zVgO4Y0v*HSZj%A_a_vKQjOU670{?E?#!rs<KWtw?+@&6vWW+`v-AJs;&V)&mGwVX#
zmz2Q+9(&FuMpL4rZ>t5T=4@?AU0}+n`OWt5r$`@9f<v8L>D?Qif5kDiLwnH5z0N^S
z;`w27-^r8vL@M=%YXlafAagi#Bgu&5sy>MXYc++kH{Gv~iB<<>#(@{+<Xb0&pcOPL
zNN;!P1E}it5Ij)ZqdIcV$)Y6c2RZDNgCYl)Z$}U8T)^Q5`dEKvLwq~9E^1fA?6o3K
zC3HuiLpkZ_nVL4pXz2`a&;{^5V0r)y=64bReU0yON?7SPZh(U0I#CvIa6WnXX@l{9
zWLbPr)HwPj^NXWxnVhm2OL8S0@68LdI15Kxf#Q*hoKb=^Hld5nm^ksvfLK9d$jUR&
zIs4wyHCw`8#5%bCe-OkdoB!Hp_xdMjMQ{v0g=s1#YB%@t2Q5~8nF13(1>>;W?5qam
z#{O2&jBYk32&0Le<X-NrW$tO4;jt)?6bT8{16|=hc9<iAHuP)p)l@wR^)CJ+(7{vk
zM6RZ!KrTP=KDl66x{A;4(^g7kF3*)>xqmmFB$tYJE=x|V$Xe}Z8X>0vRtpt_^+2e}
zj2CCwnAcL-ZbNl#%G~;?Ev?+auAMu#EgUx*^*+qw3Xb_2Fn5X+WTxZ`UmaAL_=ztO
zws!_m22<cvtG7<ttenWDB~U=OO~ZdIxdHJ|OvT+#Eh~LbGLEI`;S$20e-Ka}hxZB6
zfeYC-o@zZdWCa33nn{!m4R1W6`)wUrsyzIAOy5X_QGOvvnFJtE+7vwQgg^T*-w<0M
zXAshlc%*myR4$s2&5#5HQ53MjB7vl9dq67yfH)4Ix+S?dx+i&jP3j7meL{?H%pLeJ
zb3E{pqO)fQFY7H+sKkI2V*ubn55r0!%N@Y`^<SQ=6ZHfU?AiYo*^_oTWnC?vhE{wJ
z(VO+|ocZwUI6tKNWl3w${d?RcCR@K96#Ny?b>_V1l)IkksyN!JExLS@^g~YhA%#l~
z2Z$W~{MWgKY!a_Ih16*y2^;`3N3jCv;4*I*Jk;{qtY!1W_WoPa(S!eA-ePCY)Af+i
zP18AHz15yYjSTDDUcqL@%iG0F3{xADl&#IpN(NvT>GB;)ijxl>G0Dtzegkw**vQoi
z-JQ<fa57$qO-E{-HRG9w=+_|6mp>6b@AeQ$_^GvbOvao+{Ju#_0N7ALSvd?^BVhRK
z7o}+=HrM-;g=y2~lcfFPm*e=RKPDMQw8K_HS$#a!)0(SpStk3xxTM!D+kx}OoSWO2
zf4xt!*CpKU&~FNz-%O6xXXb~5ym&u14=bE2(Aea2rbwPTfyV(m@_k(!Ck+yHUVgxm
zJ0W&T@BHNwhe6$Ancr!htx)&6Cf=u|dJ5GsO=<l6sHP%Q6~dz6HTn8H{7u?>zGpDx
zhzmZRxr*N!w=tRtDm`aSpJAJ1jyvc1^cl<5oNt|a_ieh^<`0#T;<qz_Ld!UdYrR#t
zS(p8XvctaKxue<o!j=(oQ<fYoB(~lt-yT8iizzp=OZ-r5RTHH#VYi<%6x9}uELf$u
z1edBQ=1$;2Y~}$WIb`*-xu&r`d|(ISl&QSkD`IIg<xSOgoeKW}_vVW(t%!n`wZ1iC
zBSg~li}kOS2D6l&b<T`AcqX1`&CChB63U~a<%*Dodrj0^(bS01#=P$(JecjwADb*)
zu&BtP)|u-=FTat6g3wnleqi#ZDStGsg|jLh=qh$IEMo5EewB%?*P2`*=wj-fdmm9>
zQUX@5iBh>biC2lh1_#F;#8z2#;oEseDS2+iXf%}Ux=$#l)JObYm}`!InW}qVAw_O5
z;g0?X!K@ws!m5$#<i03g-EDA#R<+)?uUcdH`@(=B^Er@TxYYlGB0{xIGup%YfUMS&
z2|@XhKd-MV(n}ql<0A3}C_5sL_944=iix&*1-jlYP7ifxaHH>4qt?-#>soi7HPwmi
z5Al4Z+{oWEAtbrRVUq^8rkAF@!JUh)XaI_%6CF4&fb>QOi#_cAQ__yG)SXxQy{Z*=
ztfNKN@P;vaAfiU8t&$$(O@-tNS%FD3<N$-Y<cB7iqfg71DPBRqBVZ6^&Mp9?QqKw~
zpXr0H%_%12KU_%OzdFN<T9tEp;6?*b68=svb}fQ<zDuy&U(L~A^Q@twj{B>6@k23K
zI403DQln*q13q>|)s-VSUOS2}*`JOs#f}1<YC!;<u=Ed|paiIlV!*Fr-)sGc9xhxt
zA#|8ql9@ap)8c_i7)E>l+*r&5w(FCAWA!>QFap<|<zasO>|?9Bc+vFlf74sl-+BxF
zsu0_Leiu-$`9VZ!TVsui_oJg?ZK(BHxo1L6Y=y$5Yq-2j>r}Id1=?6v1CebLDoP=0
z6r^Z(N^#3IL3ll){-T{*$Oq5ONGj_Dr6wvXP*wW|K~VsKS1ls7IQL<rJ6V+WIqpgb
zFTcw0_>0J|G4e@@lNCaWYXb><NFr&?p308VE>xA-;Aww2o+jY-8Bam}p<;ojIrgaZ
zpg`#EQR~&NewW3UYITlf%O4qfdG|v9mt*U3sKVo-)cAiFCE|2=kg)52=xo&yB}t*i
z$Y~Y0O6vdgB%mSDkrvdKgntlXw^~=8*X#fAl7>Fv?`!$)dre$I@w__;7VPY4&D_QL
zP^nOF@Lk^;F{+Vy?PfB9IqjrM^q$`HC3#2I2jNbn$)7~8Jvm=YyYcB#cIr@lZ5{Pt
zy4D*$E$<ZCg5MZ`;+$vYI(03060rJZ@$2u!?Q2*cicX^8hG%pMMrBCwF)!G;<*rcn
zF!BGY{#A5G95olgeJI2PxJ7N)t^PNeC_|TYqZVf>SCD;V&HIq_)lY>y30cwvs1oA`
zy-W_z7MaV&&->-f<&!$#3+6S6)=u`{!M}twmvfGnF1czNS~4z;mA|m0jB)m~@@=CP
zCUpFY?234B*YBtoggj#cH#Cox@zh4eMSu>=$<w!VpTcv&xf;nuu+wGaCocFLK5=HG
zYHraQgBx}vyio8jxspiHoYDH<+dh=_BTX#M=20y3jXj!m=X&-#Ap^G9yJs5P@u%7!
zT8&)J?0MWoQq*mQPUhOqes@WHiC<1bEh`>bm3yP9t>>M8#fw!zJiWw!Uw3aA6Z8C)
z1WIT&*u#o3w>dX?ZqDyj!@?Oygue}+$W5O3inoj{x{k%z8zr5RF`W)q8#NI_I~;{v
zS8}KG9Z4UB4aq8lj4&1yijVa%ij~#XOpQEkbD?)JzBj7Y3UcFlCnf@cO?X1=vwhgQ
zH?KpYdW4Jew)P}zEp?9Ul+?=mK5IQ)h^R>T_GE^p%V!K-y58jb6%x7QfbRJD-sK5P
zP_`+dgE+Z0xo^77{1v&QHm_^VCEHCczPtSv!rD24qmssMyjC=)=5N|(E@kb?`SZ9~
z<Oh*)G~wx;v*WXrMW&aZkrwnw$G_F}IPR#iRLR-Ojladmkd;2LC6OAUS?*YOoJ(`u
z(XI9A8o7?l1zBFw&t#U<&@zNMybnup=DKAlzGC@I=#mve+_~#0LI*&?uL42)%oHBF
z?)l$Z*M(OU?$BX+33~BV%Y0xj2~a3#UG5P9_75MJA_mHQ$Vz;&yZ|6yuBdKVidN3Z
z>R(HUTZJ{?&+VMful4uf=y|A43~#8!TSc_8a?8xFf|UVwbMenJmIP>5d}Q9t{AW(w
z!HkVoHLWJ6Xl;g7QB!GEci#Nxp<n6z%$#uIZ`G{lfeIxmyBPm|#Cws8k!v3MsUziu
z;KT3mlk(Ym(*bJ{a~&OmtB6R&x?shTB>LGirbC6&T!+gk&aNjnB4Xzp?Ay%4)?Rcy
z=Q+c_%1(V$VDhndM<^QJNt);~nS|x^qZRr5%FQ+CKZz(C(`;AC3acqV`xbQfxURgU
z1wvd?4JOLsbsX$NdQYVt(Ly9v{Nk7IT#CvpLOS?Nj5nktlYaXsI`&dt6x%D;a`$Oy
zRBFf-NY@6T-=l$o`F4^<1&DqPVbYzbxvSPDkkcbk+)h5ER&jDS;eB1~n6r$f@k8YY
zTvwl53yN{h!Ep3nsQq;8RkuDGP*OAeloH2=G?Wx;N8brbxwnX9bFyzYALf&f1F)~V
zl`1B3LnKTUp|B(Dw#k6YD~@-o(v#BJh>5Hi)aP5|AzL%9GQY8hmz<mse28{nc#PeQ
z`;L>5%){s5EF~tj_~yTXG|RULd2mie1ct2PlODf!4*RGo7o{x6(7KwdykD!x#u20m
ze7EYE8uQGl-Sr~XGjjQ*V*Lea3$j<2Xa$;0_|dA35zlVbzg};!tWQqKj&Uv1h6b75
z0UPFU9|**a7v||Cn^C%b3!xH=VD1-U&X-BJdQp?h4~D7TXi&7d@|Vz-?waI8bqwU`
zh#5D0e!-7dCQ4BR@+c(}<=#$XaVv@D;WJwHPdckdcq?<hr*Z$br-5(b*-@PeLzb_V
zchT`0T)H+Gn3O=0jhX6iOdQ%&*r5N!WtBf#uD$sHr0TCy)~d8_$yG6e!?!4I_eE*8
zShgo7N%8k{(!?(S$Z@~Ik<W+8iSBt~9yv#cIm2*=fvRZKVU+`$tfp!JF}FbO&otd5
zZtpBylg;v*73VX@cKp<?Lei+r=4+OYJb8dFgx!fn|BkX}e6G6%V@SBwbI#{T=0LZD
zS&;lGDLrX%>$OzXPzB3Snpa*-zuL4rq(8(`{^~=WI5WwZ#g6;xHhoPUrHX{yXepD-
z+UMI-uxyuy>BPB90uN@ZMOC6q2n;dk8FhN*o|c-HcdB3O^ucO?lq-9<eM5<z`_6f0
zU%04dO7#V_5dtQRL`L`_8b2(3T5)RwJ1<@zc8;q_dRkR0?%8ga@lhUyJtA(waWQP<
zH+Hm3y|1CMH`TWz*1SM`(lu2weOkP0HJkdZ-K#0r6~my<8;aKJ?mRbcNYp?nLPK)@
zo+pXFj&v1!#}^LiTUBpC?Q&qV_5Do_E_&=-^r)K<{^W7x0GBr!v?J4PF+Yn#zHk)w
zQiW^g09>l0cb{q<KSZm&H&GrZ0Dzfz@fNCh@@RWXnwBmezA^iwhm2RTg~}kLca9qM
z;`Ed8z8S?-FMxNL3gj=RsCFOAKCO7&I8_nW*e=f3RV7zBi;g+#fKtXz_|uwkTQiNd
zpn+$78xbf7w<&6nPGP#uC5eWKqu7$o61%C7B@?*E{_vY8m0tYEiyf;&A6qAmjxJOP
zE#9y#eAMEbqlk@W9>sn74xx<#HP<DLBtv=Rf45ySQTsh$bbR*#V$_CGfQPKRVGqG~
z+Up03B!3hepV{o2$rh~bv>Gl%j^=3-QM}-|w@$wnE4^Gh#P;SV3Z*P6-X7h#JR3qD
zUeu;yWv=?rjz%hy;#zVCP8IB-B!6kjg1lGVk-`Ba67b|6&6Y`R+qZ|BhwNxUJT3@X
z=W7wwo8qUXZijI>RUBNYmbcdW`zrIoT`F3nq0%IZWKpLEn57h8ZqR!AHb5hH-8xW|
zReS7&tJ4m;j60J?rhEEkFFa-0dvPWouz_D%KSbH)Jyh)V`ss6Punl@*r!w7S53?{I
zswRJG9XFdu>pAMxWe>R#CHy8e=!(xr?$Rx3u_~DA114j(NcyE&;&t;{71IHYM6oR*
ztD5%sH{Idts^E`IUMAw@mn1Pu`FgFXBKlZbT=9<D&ufxKgz6S)A`^y3n{3OX<7)Z)
z?&XTG=$s|OZCPvsi+a_Ak)Pn~smPY>sU;*;N31w=H%W7uagluyen)Yl{hX4pGOcqz
z&tlm955i}6qM$8^3apw#AFcCkCiihmgY<@~nyLM;)4}^#>oTriNkZ|9)K%^_wy&Fr
zN52vL)_*INh#mG56{0i>b%V&cK}#<*zv3_U)lqL}*l`{Kv{1F+%udUMu!_DdJxpna
zHkvRK)jdH&3v-Ir#M6C}#YbYLy24Fa!(8V=&}e)_UdWL0G_ZfQeES(XBLgkA1Hx6V
z`7}1TYw48oIR7Eg7$CV~jy7D?r`jRrq4#?6amlhFPX3)?cu~3@mPf9K6H$iUq-#|8
z>e3AX_df&8--wq#AoPF_(uud=xC^fI>HBw)55yD4D|_0c#4R&@zYRi?2(`l!;S%Qq
z=B`Dzu5b6!qzdD^#T+d=RGuH^?g~;~Y%d~>EAvkd^1W2ta%}bTP>)w2?>)J(9D=E6
z-_q!4l%=Vo`JtZ;g8izLb*2PkbZSI=V-!PrX7U`rXS;A}Xbpw1I8$(!9K`v97U}BU
zoh@w6`-tXI4cmsSCZ3tW$ST0UyVc{0!;jBnQ>PQuo@gX8`AMx7Y0v7A=#e?A&m(bE
zIt0&F8^__OQGF|-lxr%`EZ>(@^ajVrzidBkR+>)^ZIYT&Zy4)tDE>&yCNyr^1L*;<
zu6q8T;>7FXjU({cYtzLdCb*Pz`Z>fY=5xx?k&LN+Wh9N>k_88vvNuxX<e{FIWNP`v
zbvUn27AZ$$=Pk*9y;@XFF}MlqZn3&GE-{d&N!u~1R{Y+>);Nu|c*C7tprzwpT*_#s
zhh{biex+?;+y}~ah2f!=Z^?a1D~66HYfscGqv-@)5lvXYU)36An&~Gm)-^`6pRvKj
z4m2k(D@kz@s4?!jw-pO!`jpWqYw0RTF%5!HBdS9SD*BAMe8BHD?Mx^n*L2bnga-l-
z&8fTE{A5)w4m8&*qWOFggLpmFjSBW1WRmLpm*n1jA$@BSi*HA=9;U)#9d=oZAGy+2
zl%(hHSWsq;MgGovRp5cyOqWBDSvup(dc}HLeX;4Q)mw6lJ#qf=;y~?!ypSpig=!yi
z$iLv7jPG^UI^wr#=ME}?YB{y)7V?whrOph<un6ExE1jT<C+i(sZ<Le`bXcdo{6BqN
zdt8#|7q7H*TS_V>2FYeOw2W@zr4ntSHdkie=4E51=G4g0pGw})Oi9d`kY=V?T&C6s
zmU+u0QLHe#$WqIc4N01*2*fl^l;0j~+o%1rzuxyepYuM?c|V_X-pg~&_k72Hxp@-1
z_BQ*S@m+rxLOjj%Hygq2gxBG`D)RN%H7ANT_drXV?QJ#G>{Y`*Cd~$Wv898vx%*My
z$g3H9V)8u=49yPac4F!}pcV&rsfC=Q!4Y{qS(Wj$$d|;#hT@CW6Tza8`qN>#_Teh&
zg{9DJ->&vV=V`}slA1lDW3B@~Z`=v8@zBu2<B!Oo6v_7jN7QXf8dDu|vuM^Dgj{Yd
zws<m%EQ`V<oi90XLsBM8lf>hH9bZ$@U&MLXq(#Ij_T~R}h$Odho}38a?(s>g-B@)D
zu6Pl=WnxQ?*Q0uuLC9_Hr3|bY->TSm*Uqx}T5Iq3A_3^Ir0!>g4YI>zr2|T8AQqE8
zI>GQyKH3uXvLKl^p3;<dx4Dd){C#KCW7eqQvK_7<&{9}6o6gdO%BV{ln=F>yD58i1
zYxzzDVsw&$4@O&RvgK;gz3dgP>HaeDx<Y?YjcU<Q=k+?<y8~HrBu=jJZMpQyIEHcW
z4rZtn7Ykpq^hNBnrO}X;cR$}FwVs&2>-f@hm8@sYs;Q_pK@)%H6ZjB<c?~u-RYRe0
zpZqG<JOV5SDP8A0pKU+yT=R9abrL3~((CZemfq;nVabqm+mXBg<AMj<+#e!lt{<65
zJCk<q^KY#}lq)xwZ;SLh?FmO**&Cno!XsbOzWz!GeLy#cpwVj~D~8aZu!Cf7$A2Ss
z9;~j&5#0?ZWO@@T8|+CZ?v0lRcJytc%Yrof_`|2^h#2Idl4{n#>OPg@DQ71`PwH;l
zw>@o1LAxf+O&qo!`DAqa)5jgwl&){&BQ*cu<CAUo<8Ge%d8=ezlj!R*In9=b=7yHq
z*~Qw!9q*pL$p>j^+mu?B)wE@6xTxTFT|X(q>FECEW}d-vopHzef(3ilTkD_;0Zw~^
zJEfYfW7275RaX$_OTx0SFfYT5^>NS`ae%PZch$!&qW|mMj<b|WT{4o4&Y#P?ua%Ca
zUUbFvQFb`8BJkt<0IWKDoIHh*#tdS0-Bf#o?F`PY0SN{(u`&k%5|sLB?eVkjjo3MO
zBSbp_sA-tgy%p(3ds+*?K8-1OpMD88;}_n7to7jxgIeVK%LxF#ECpQRIKX4@&h%6&
zWY#?yJqJ(t1K<Pnvtea=;<q;h0m#f?we~2E;@UulMv0#P-1SNl05}tLX_-B`ZrWd$
zf!S!lGCQqv%7@AHrs&rIqd?~)iHdqhR3J1;q&g=~e@g&Tja(@Cw*>W5j0}W-(82$s
zv%{AXoC-TXaX;;HJBcJ#Y~8!VWKq-QwPb7xZ5n$8QMbB0`c|h+>h`taa}3FIE;NuH
z)K*9F>s21-Il)dG{ek`IN$^X%U;;3UD6|2&2k@pYUxT`8po3cFfGQX*0R0plfV5XF
zch}NClZ@!H4nhwvFIMA)>)1}@*;TPU>Ud#7(J$Xtkb66r)QiS#c}b62BC;%IqurP7
z=9^Xt9Bt<v)UPrJlw{RgCbi&jwS&0-02e^ZXM?`8F*?%%ngBoG;3=-3ZWJ>ByF@R}
z5*f&v=cLC~imE#o%rPr#-8{NB`uh-v*RFn@(#<d%Uk?`Y`2<HWOOKsFp@lS)%_lU<
z`U?5exJb3All{FYkvv()qzZ04Q`kJu?5>~xLd|Wr_2!**W0dD*tt5F6&n5tXWOXji
zk{tn4_%PB7H+6t|pw>{hKsemrp|0<=HI`|3UwMhG3+CT2Yl`u*g#5}v7%$ONIxXVt
z%QBk{$zHL$K8H3v%7F%Gu7+CEGgheg-`d$=)mkQhCGRE6JV>zrHMao}Fbikto@UBm
z5B+fGAn(#KSXk(Ty8YI-_T}U-f-%SR?GK;p;IW}UU7ahb_+za6OjTBTWH#^<wDono
znwua19)|_lK;Ut;MBl^<@}>yz`8uf8<%7@IMaKs1-Wz8YOzuz?z1a_kDBe8SbDJz|
z0tujNJgsg4^bY|!ktSfwwOgQj{i5vWL;qs3S^}tY@nrGKOqEukcgvs`1ETp2snQwM
zV!&h+LkMoN#pSRX3?4Y<Us}>B44$kPs3`f_^pF_{xKckB*$a$PfbG^iLMDi?=$QrJ
zKZ+XWd2dQ%6_G3plhWQ_PF|S?_F@$vr51)aH7Z1d7+ef66zgM?$e^3^hp=0;@NW^t
zDmDUBK{|b&!`vMDmZ%y}l0mV(Okg<X27_#<AZ+MknM)q0f(Jkm)c=5Ow2P1D(?Td<
QETI350s8nz{{PEA0kB*aQ~&?~

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-164-Self-Questioning Process Diagram.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-164-Self-Questioning Process Diagram.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..09ab0c60c46089a851256d143957d99d821b359c
GIT binary patch
literal 58130
zcmd431z23!mM~g41PcWB1PD%oI|U&?u;6Y<a0u>}!liIeNN{&6f<uBsg1fuBd-0!i
z_r2Xc^WL4g^UeRhSNS%n+UM+bmTy^Wo%_lAMbJZ8DH$mc0s;tx0Q>{p&wwOA=%}b@
zs3_=YXlNK1=nt?6u(2>Pu}JYB;Sx}iQBzTpQBcs(u`|#-VWp*@VB}+Bea^wn%}vc9
zAi~cn%+AHl`3ndF1_lNeCKd@cHVNlripQM)_UHZ^2oD{R8L1Ts;Ry&44*>}e;l3S2
z4d97_@Y@IU#|Hrs2^j?y4ISeFCU8UbLl7bY5)vXZ5()}3GH|yya2<q<hl2l@Lmc&y
z@>{eg_5_^1F&XHzFDkwhstg^{alLc!!+1bMOhQUV|CE7|iJ6;+mycgSP~xSel=LeZ
zSyeT44NWa=9V25CQ!{f5OGhVX7gslT5C4F`px}^DXlz`3LSoX#Psy2C**Up+`2~fQ
zRj}%>HMMp1t!?ccon75My~87;W8)K(Q`1Y!E30ek8=G6(N5?0pXXh7}SJ%JjLI5HC
zP8RU@cf$SyU3dUph{(uD$Y{UlLO^r{8WJ8d%3}^xd~s#8xAu>oaQdPXyokxD_>Mu#
zrE*C4&SB^Q5gqpu{n0PdexvNaN0{ILh_ZhY_9tD_AS@&VKzK-aATa3SnlaPo!CxB_
zMn2i`97WOW%VK_-S^|uQM?<f07SRPzGh?^WXWqwkMr`&Yq+?V`YTh{K-QG#ugCHoc
zNuHy;7Ega9Q6;0)<BZJkzDg=$^Ct@5-gw%{8SdRJ0U9T(Db%vo8LRj~Y5>K0R_r>7
z7HgGMK)BCORC8QT57|=N67a@0_01)-n%y?(D-#iPVKM~nu4FD{8G9@`_sUGO+;t@G
zff^miz$p0QP!%(?gP?m=ThoEFGIeoP)uc8E5&4gs{NL#fsl(?i<^gcKYD3+z>27n{
ziZAk>_$Y{G<>%+5GD60?LsLJ0#2OJ@u($_-mF__c-^F;7R5}PLRI-ce`7{mH1+o*}
zmOwwAq>EraCrxJ$Ense$*+aW+Z2Lv73`GxTB2?13pYs<`PFbc{1qzmWZ9?L)NaklX
z)4!vrgq>6O4jRdn_0c9$(s?UEASY34Nq<-{^Sa_&Iy?9&wB&q8@#;Dl4u6oyl=<-y
zLCB&r^S2SqOaPp04Eq+PvbWZv+7tK){6oe)sKqauH*qbQnSTTNMqY*1cfz8NrMsfQ
z>`kFytQ{kwto#_HW}5oS{TDbdO+1A(W;HM8>2HG=nL13RJ7h#I53*uqmNWho8E9HJ
zkxNp7vR(Djnru{LgBFEacrR3Yk~uQ_iz>pXx)J0TYo7mNjUsd%<72U-)T)aHYII$a
zgC&=O3wq$kK;<5~6++yZ60W}AL_)a-&>P79CgE#`u+3yYp>MISEs@p_cedi)Hwko%
zn0F)ok+4ul=v)dm!Q`Z15b{HhhZdtm1PKzV<E-4C5U^4sbY6Io*hcFbVKnWn#{2!O
z#wzGK+q_;OscV6%|2FOupQn9Kmst=m+7<6$*HTGV=RYR1@CTA6qYG{tA_Y_1rpukv
z9*O2HVTP8B?d3wRh2&t^aU>_8_jr^36Z6rOi{5RIeW^ybSG~B&7CM?~D+21u!*&PA
z66t6wDHqK)^Qg{74E4NYTRp#^9%q?-=SM^0p7#kO_;gV!aBI!_0Tk7Kkh^z+SgCu}
zm|%+F-lduxrP|!oG7+cXo?WFrLbVx^hW4``P2@<7@~e6AGxTjfva$eJ!%o@R$xKmQ
zC#U^*))8Mw&LD~pbYxG(K%cEL_pX+qWeG}FRbJ-on3<W$Nf=(Y%PCe!rqPmX#oXDs
zFQEULN_fvnG*FTDINdadz-K-2?*{u<<Nd$-J$(?7?Brm#+u4?ELHFlzCi?~|Cqg&v
zDBgS%Xxxd6C#SiHJ<}IH#P~RJU*P<fk?V^<vAL8ltr{f(h)XLuFL3wFv&~VshVjN_
znHTgSeS9<1?~Cftm$F+L53}3bc|g~!?m_Jna#(W6O!)ZfAm!9XHJB1(E5{UxM@`WC
zGtY$DRNa6#4Pp^K)cHIT@P{IN@DH}&gX(+GvQ<&K62oh@xy+`V`e~gmn?Pu1hPX{`
zl`{lK$4a$}t-UHsDhC*dc7pmff+klLYWZ`mWeIr%ys>-%zcGYAttS^!tE_^K^P0Yj
zXJmE%R>ZAB@RnpZJi@T;yndu}0>3|1i^lyW?mD(9HNsZf$%*GZ$h+(w^hjTw0AnP~
z)x0QATRLw_+Uk+e6D-6Hx-m90v9IIPkL+1{*34`Zzd3j5`ETi*DgjUKVid;6y$22S
zZQPx=+$uPc*`yJDdP|wjx<}#u-2r1YZe~YgGhI2rsFJff0)IhAYj{~E`lXB^n@<l|
z$%^F<x*@;QU6}b%(B5W`fV+f~lDS*w+c769+b48}v>fT8&GG9|jt+ae{QQ~VM6tcd
z#qkt^;NB9OV3vCjI@M>uzWG`%rtd*VJXP6S&&|&xtZk0#iJt+Z=@2GyWrs39#?ulz
zh41OU^4I#R>prh0Hd93kf~Su&9X|bSblUHu$A-jY@e()thfYJdJze}T=$%bx<pUn2
zeS7esD7URh`?L1^%NOELIT2R2u?;e#uhfejS`K~x%0r!N(J<T04my`(`Q;ZFC+Ohr
z2P2uj%=WLh2&(l3*;IN;Ox^KF{N#<1y2i_YiB0jgaUSx!x~R*@)1&`zGTFSQY=*|>
zG{*5q`+2qE9wQcS6LD;7IOz2D=dU1VfW~^6uqAc6{-pg6?DMiViKba(t=Cd+f13S#
z1BoUqljLBw*U8Me`{EH8{<Vs$*Z~VaFRis4yo59Y*;xNWUkaI!Ge~X1t!V-MV6Eh7
ztg4F!d5xpx4L%rdtd^URVOup-i*bo<vh-3G8&%P$=>1)7-2YG;9YN`!J#Nq7<avv^
z6qguUM6ei(CDgdk?)BC~16}&LFXO{R7|aCk@}kkZ2>WpnEz(Yo{-Schj8eK;m~w|5
zsWC1#*6X#djH>w0Y0;>BJT!%<{cR4ag+A@;i6hDHa{PGSb6eDs8HT?lKBbkHyEVAw
zk~xokg9a8dj#Jtxw@eb0Y}b*Tb*cH;(vT=QOMD7W1IvzNCPd(W4NkGJ&e<fkdKSvv
z@Y!1?a$%2UN_05V?WS@CU8KB4_Fy@IA&@R~Y~^i&i2$;v>S_eNlnkCe$(tf9Kc>e)
zEN&VkMp`T4fs!O3&j;SD<Xi(@wD~$)q03EjswuQ}@X?RGl+D&qka%Qmmu&EBJ{`2S
zJ5`P5VTIMCV+BthSdJPqb$v<N8zD`ZWkrmR;`zyKqFi!oss2UTIGDJ9I9_$|hei*z
zW}2ZhHqF)vGBv*E<Y6J<4hqZ<pL_Z+){b8%vZl!od5J!I>2gl=8F@GXLEQmWhUe1}
znljNma*JDz(uH!!6M=2x$I_ctVw(~9ZZ;we8pbBmMU4KB^))FR2lz`^Qh0m!k^R=k
zNi*dMWgb2!Ip^lFXJd8mZ^`O10}Lt1r#@md)ZU$FlRie)-JboVQ{)A7|BMZ_O+8V-
zMn##`yqk(ihnLx-fLTiXw8&xWtE!%aJzF*|H-#jv6eh#qd65B3M9M6uKP6AWEQd8l
zf-Xc7M*5xE#|&u_Pp`9fEC2S@Av~oP&w`*PviWkl<>!RL(<m#^2HV13%mM31lIS82
zImkmU_>m5akQ6I#Y-c|Fz@4tB=|Aqg^)M@;db|4im3j{iuE!EjLlc^A<1uWG(_2+F
ze94CU_#Fqe`z6v=+$qm|WspiXA}$&aWfP33y!iRc7^x;a0uUHMj14R5!PHKoj&wqq
zA^lwcu~I3<%iZE{?8o3Hm}!k9ffB<1cg^%Kb6<8kGEba!X`5roKu)m=#yjLh{w`$P
z9i6jI3&Ue29^4D+s}fYlI0dcUE?FIMIq`I5NdnOSt@aMen2rcE9O*VbSFX#Ejzc-&
zD8i<``u6bl0Mv)CkZOb{^!3aF!K<D}U3cEPkj=o-ejlv=Tj=~NxbZ2QA}k5bN5#B+
zCpy(%!rwUr1S9dMhrZ^R-QFzagA<{&++NB7ZVC!sdZP=>Qvod(lbNfY9^U=E&=ts^
zeOZ6Gm7Qun&9O4GcHvTs=pJ;k^z81O@g5ZDYkdzA#Rq2gcVWRbd9%9;rr$HCXSR>G
zW!Bw~{m2<2?Pm^)ae*-l{|`fa1xHhNcO}{ETMo<FS~gk@Z+4aML70dOa4-6MP;&>;
z`RPqc0%7MpsP$XTJtz$Wa!?_C%ZdrPI!uD!5a@|CiEfxk{x<p^^q+?l<Jv0LO)2Zy
z{y7BlCm_kTnUQ@LHBIurK9Sk&dTvfl>&MAM(aZE-;NJ<J=j4`pBs-&i|2K^Q<e{SU
z8iD5%Z;cs23E5R;{TIFjQZH&RmG>5W6?u}z_aNIDfcH%caHMMLnR9@r2f)<fvnM%t
zMQ5d~4gO1)^!Z)O?ae%7QApW|B9<q=IBo9+a<%08>-OKS9X0?v2yDqg2f2!pe?rD=
zxka-C*X#kT3H<dCV(}jK&T7KAyB6DfkTCl_=#VlWzVM5$o&&(0?EbM*|F|l8k#>nQ
z3i%zujo-)8>cpfdlTP^+hR1q7=>5w;=?OMtDXFgw%x%czF5e0C(dZ)0TFFwvn?;VG
zUG7M*2@SZCCfWxY(ymgLrZTd_XMVe0EGsEiI#yP3NW6UlUP1JDbw+2@P9H?8x9&l|
z(cOA*4?>s@%Q${Do>>X`jfVM?UtLjuQZ6}I_djCPH<!#!fj>w7{;0pf{TmzqBA`F8
zN?(onlgmxN*z<S!Is8YYi>J0VYH|{ZA5R?6`W1tbBnSCLbGDhd<m96>p^Tva<%WQ5
zFUTBpw4Y6a$lHQ;w^lkiK?v+HyYC9_K@AM>09d%?0kvx7u@QV3u-hkby-_!z_aHCm
z2P?9Jb|oFR*dG#B?(@t0ya|+IlZ8z(BK1-IpGqQZnZZ}<Ef?L{$1C@sRA3?RHNlnd
z)=Pp@hs;|=dYUghMfz=0hE(~>s19#g{<BbP*pHrZr-l*9?dV#@?|$VgH9x_$FGk5K
z>&D%c(-sYHR+U$~07aaDUlH8;%Ho*UYMI4RUl0R7Q`I1|iZ`pOJxC>QtmbKxWX516
zywl(2X15idbP5lVm3GX^&{2(|L<}&4_n+MzGahICfzr5C-ZH;ainM%r>a=T`l0!_0
z&*N950;2H~M{Ko6l${}L8+;FSG4tZgCm*ijcsp>2?Y?)nhuA|7V&vAO0c=K&30t?Q
z=ts@!4(~>fi)MD7DzEN!C4?t@zs9j@nq@49ahw@GG}mEa-sVdj6mrtoxl(=KD6=#t
z>8fMt!nu-<Q%4>6+=`cJxhgX!KJC4m*TqMgnVLL?65}4Cz!eOh&$Kz&s*`m!vHQAC
z^oFEYGW~Yw;0UBj!7$y=<a6s&OYx7VJD!V)CKv&73Hv3Nl|})=Iatk!#pAqT4erQc
zQVN=wu6YywCB@+yVZKtz51m#))x5*vj`R(kdZMJ{Xvi+PEM&PPNAMExL5v<+1fgoX
zh7SnrkOE$?JQX}yAcu7K0Goe3)q9YHrF<LSAyq&VlLZ<ugVs+nW<pU3lqEs`-KN<b
zlR2_aXV_R#L9M5*Ks3(}3)2tt8!D=)qkUSu4LQaHTvI9AZJ`Jw^==sWdNJ)9z2HW2
z5BJl1ge|!!OAaaKV#&!j59CX^I$4l9Pb?GX@tcxfMar;`GR+V#FxA@5z{h8oD}^~+
zGj<Hk8V=8M`0?uacw^-|sv;$d@Ws(apbsrwrYHlsyM0@U^fxj$l2@J6LUatGSZA`o
zCX$<R%;LF(F+a3(>2!bpfs#3}JFuDE{Ng$O5Bpr%t696Ya0;p~WcUrJu2I~|g!qDw
zjRLX628L4-4sMJ3idX866vKoi^R};5cwo=4WS3Wos#|SP__t;Hr37y@wU_(s+;m%$
zl9Tg3jvx7w)d<-5bF=xEMC_y8g9;;AK2{!18(7%s8|v#f=h2BLFPWK4wwtXfxh$GR
zvY;s(osE?Sb1i6p?kRSr-n|J`ZgqaovKZ-@YX0>rzN-i^)PN<GihgE!Vlc1L+^34K
zz;PY1*w-&6+?XP{Uoj+E&N4AEQ_j?HUz~um!zHpKN?|BcP5JG%3z&^m&n)Mi?oNrj
zBV$dKg|*R_nNP!FuMcN*Sw<0dw9cs*#!Sb~E^VAr#uKq&?p&x2yc_$A#%W~)9zl7=
zrI8si3Gt`2F>+m3guUj?v?H3Wg8Fk2pT!A>@N~2{)>&m*;Q=>lJImk64RsAHs@fnH
zxYO8`&mkNl%C%_oJ~}B+C25RV)gEd&Q+7CLr1D3u4@fq9i<-YbGt<h7`GOz0;6%8O
zTOzp7P9)tvJ&I?c`Q*BPj!JWdt4!!cIIyn3)?#=5M7^rqVLzTK60{>b>}<F@l~vyI
zQGA`--|4-s<(g;s#hwmXFjREF)79F{h<;;INybIJHC~158`y27hCt_AwIG!U6N&Gr
z?^z+)(=wcf?C%A-lH7Lv4Ox#Eu{0|dQ&~7$cdb4=9(6UI*{Wn^YzqJQgX64IEOR>W
zRFD<QS-mc3Q)K2?Vku}AQpWCd@bGh}WN{RiH2F)J<J(e~RP=3(KI<Kwl(nw~>2B{Z
zgNca?75cit&m)LqaSKE?%SCVoSfVVI)Haaq^%SA+Axp%AHr0Jp+AFDp7^~8sR<+~3
z*B*y%V{AdIAVt#Fc^0WpeJUmF26I}?{9+#>h;F~y*pc*CE&Y~7H3}71l9ts|VhKVq
zT1XGp9WfCPj!EXFt=}5}hm?eCXyo049_ur}>s#PHmc|yS`<AD9Dy}(&G=M#W{<quf
zvGz^KG1wBa-*XSjU~}opu@@x02SM*aD)%54#XAfOlF`eoZI|F2JG?g6A}__U{XLuU
zIj0}|dq^Y!pPnVzWE)*twa`XZf3jHG<LuPkvR<6L=yGmDdtcYdHF2eEWDv}>s4r|K
zs2Re3@bPth&Td83Ugzb=g%MQ>wo|fnQ2KCb$52CE!zUVD^Lg)<h7gK9ay8d|_o8~K
zD5H$YFg8Ivlv;W}R60a=5z9l81BHWhiVNs`A5Hm<$=+Sz=k8W=;k6lImN(Q%<8|bp
z8+@JFd7>!u=iR~-UihbW^$1W$csMe??Prpv+|<EZyQSuiZF5{Vu$mxw>tCeH`V!I*
zpa-v3Y+pE57AAz>ZNNiI2YoyzSe6wyuOWn&wrbTiCrcyKi$61bz`~wVBJO$KsyOSW
zd6fNSM^e+6x)o^WCSkHajZRRvaL`C8eRB@wRTkW$I&@NgE-yv&P8R#}`c*vRCl#5T
zP_@pmIJ8vVj+uGiR4-N~(-_+}Qp%rap+l9HDaq>Lgou(X!Ro^y^zlr1v?So?9$za_
zvh`SFk)u7UMqpntzV!_1N&oZowD)n)mTX;~Vprzt_@s^vSM0}VKYDKbDFZExKt5J1
z;)CyoST{nAIc4mHlO74IIM(%CKX~Kd@lJnRl;?=I!uCVrkj`!u)?g?Cdc)@elGQO=
z%)Ym_hsy^_6L}_K>ZzWerZ8Ff-+5SX?E4Nk$k}3TX}BbP{dzw0xar+UzROk5wqx3w
zb}G&AyAdx8_v|e)r%D!GVctWD6GA!)@0F2cLEHk{wp8k2*ko4Ih{BZiqEec9eXJgX
z63B)BmN^PIn7=~Xz6YHX0~5+nP_>gxUR0Zg=kA8gk}qCHG^oSR$1}NLagO&ue&itW
z{4qfi@dfdNhN?hUI<o}=XJU!$GLfU2+wjD+vkvenZ`q4(;CI15$R2nH3fZ)l`M4~K
zG#D%{_o@knjmxAQ*k57&J9bl40O@8wfY-JhbN8{p#fc2hzJpKkR1Ks|D^nkjt(Z`U
z6yH(7QAg4P=Tyv<q@QqnS3zZR=9WDi9M8%BFoJt~76rd1Xt4-}djiW4?+3=(2|S;}
zW^@sF0<-jg(#yBzh#Rvay{SO*jhm>ppGX$@TC{@Ar9SM`(7-Zd5!z7i>Edf3Oi{o<
zW$KBSR^n>9j1Qjp4U(cD_0=Br-6^9ynOW*qoMkiFxUExI8rHm}%LJdTNX}U$Esds7
zNOT3coy>aif_J)?%CODrG!N_L%2-mf$Z-k$hKFKv;YR*_uA)xhlWFkHrt*fwJxByt
zb2SHIOtSXligV7n6?G`fSQJf376^K$?(9}dehafOai~>6UlDQZP;fll=sP?w$ZZKZ
zYZ5Pe@*r5H{^X@RjyQ<1OT_By39vd%9Rk*(FX9!^??H*beNB=>e0{;6?`4k@W^0tS
zqoHYMWs}L6uJtK)DVS77bRV~l<N*4k?l3aTV)64j2kDtylQ<7%NTv{UsqMX?3c&}S
zxowXR3B}WQpOqppmeK5Rq|~ncN2%>!mw){_vcy5Z8=Lz<nY-a@l$f_D>|j)*I;L}8
z*Kj*kpr*lJzDbunf=EuP)~%H!C5@)C0@<mPBlU~&;?17UFpDAXwkTmk<a*yr!)b&^
zyZvF`-c0qs+C^~<GKXxyAQyu<e^L|{`E%*nX_6v-TfTW>a!^`fk3;U3y6$ex^ZhpN
z;Q0R8n4v0-z2Ob{abcB_$+<>XU6a7&z%Tq$HAqNtsdHB4T!7;L&g#dh6p#|dn@yEt
zOpyWhVeS-lFXAPuZrDwA(-6CBpBXC~dHqB6uR)!!$)D6b+e=d(+ZUGlnpA)+_&#x{
zeSH6E%;b3#dF@KI3ugW#tP{`O#)KjszjW!+G>7kD+SU8Ci@}U-y5z}YRl>u=Xa2?a
zph_M?*wlO*efzs!6(cn;hp^|-&P<N=v;y}B@DcWjMg7O><W6p=Vuf6=Nx#^YcZVz7
ziE<r4QF%iQy!ML|xpNmMw=cS)x@_~M4_m}WUdI&PRnFg0X*IVoF&42edpLckHt=TA
zZBIIuSQcu-30~HWTt*+4ftl0VbH?=cG@9ssvG<QW+cIzxxCiM2YRp1l!Ku6bNKf0!
z6n!J^XCkqB^rKywEAv_hnBtOWgIo*F^c}Q!xsy>%;#~LRxeSH@Z}~=Y|KVEQ@Y&vn
zzJ9C=#C_I#5Pmrb{!&u{p~g?7h?C+=td>bsL4GMsWnD5;>dQwj93o2*s1{_&M_Kob
z;wSJI^oOY03=h|KC#;*^aLjx{6>qJLaiASQi{(%^JM1hou~>@GMra)4cDro|k&764
z*@lcXSiZLdJ@DH6Pbv}n*2r({R?>PU4D$fX+`{e|9U{w!J*LFDnuyFSs-hC8&-^k^
zMq)__7f09ls!I1;Y6G4>*9TdvcQ-GG4i1RU&LusHs%_rJ8T)t`J5zP>yd#(6FC|*+
zr~g7DP8W%RbPp<<Pxiq1IVgr0NEyU*21<SShc9rQe*6zp3xl>-#{fIRZe1B*feyqu
z(#eMTp0C`!2c%Z)85VL--N3l`<{o6mdd&I7HzwR{B3Ztc!Si!GEFRYVw}A5hQcUXM
zX&Ja>(0Qp;e{M31CSk@Z`@4+Fhq^McE|M&3RL9)h;sFtO?@{pWdEGte8{jfJl<yK&
zaIf|p??JwRKZ2IM=pe~40vDC;o-FK^kw6Bl(rzD6->Oqj8319<)Cuq<0r;};lvNqZ
zO0B6swbAmoesE>uTfovvA%~2RBlS(KECMaj(uS%5$Y1-_(taOv@e5XG6Z(<b+p!Xc
zQRDJR`B^CplP-DXw}N>3+MN&+w>G$^-aTj$h&?ao{~c}33;=`wDVmDEQx*kKwqg(r
z<&gB>-f0lNxMAs}KAGRR2O$Pu4*kv+`@gUy^ZS|eT&m}v{4xUgRe0=X)$Yp2(dSGq
z`@^?hW;7aMpu|Ii@ySPT0})-a;7E&8pLdD=87KtGV*gG<_fQu&{lSv7zyo_dpW|Kx
z`<U6LP!fKy%f<!wS^_2w$!F(8pMYb-UvYV!EGUyU;Q;%(>z{qxkhefEWDWQ3M29;V
z%Icr0|MMR7+h{=Q&F1h{AgI?%eY0M+o>AN2H%!a+^GJeZ`?yvK{75p|@kgER4W>MB
zs>KL7NLJhx0Ur8mm=)^DvTY#SQ{JQP7w4;p^9teCTzJ5V5=mj&VX|8=uosSI@IT<K
zTr(Y|5UabOs3sC0VBb)_3(bWL#Dg!obDLwbI~!7mQIP6Dn$NihLIjJbt9Nuh#9^{y
zx!93XDpv7P=ZJ!Xbi8|TODyY4i!a+S_GPmm--r>zXf~1@^c4*c*`sIJ54ew>VjM>Y
zJBTDWSW#RSw%$bHUNWeTUa+fZ)DRt}$yXhNnRicHFgD4U^G9G|LJnC7iH~a`-=cUb
zV9Lhq?ykaPPPXKhli;a&%E7lLtNd1Vqi}MSoZuy4KGsUB)F)%ks7TlZ@?VGeZc$Jn
zI;Z-ucfT-j{Lv_J$knEk5KShhm@`jvMK5C@X={e%e(i_bWT&v0c(~ePdW4fvYToM>
zrCjl)&vgD1vW;T<#L#5^dJS}$7-~NJYW8i+=tJpR?p?ZRVQo>W%Q4nr2=3*4mvUfm
z_XO{c6WojPt34$-t0Oa+-k$W$`j5)(q4+8HAiv7A;fBv;2#Q&=A{YM7NI5?jxTZu6
zrd8AS??D)%nTcJ?Xp^OJuaB(5HZQ_miVyl=d3Q;hqCp8U2E+OTLbf6G=Sf!URv$oq
z0%-I4aguR+@o&I_BUP70nZ1QIqWJCY#vN9!Sbdj>YH7VqDWvq_oDVnKX#ArkP3PUr
zBu2x?=brXDNYA?wqz#Z}b_=Y{E-fD&1bF%K%=;Him2!H`i9~`AzKrca$h?GVqaZVE
zk4XluUn&s815osmmJ9=X%d2YYMt)GN_pU8}KU*AQNei0D2%fxE_Ao-CQrP8~eSEzS
z0M<L+e?M(-$$N)1t-s~Sw5g&laAzee!X+7RD&(ng4{}9q+&)-3Z;W|Wxn)2!=F9NF
zTA_k=ghjh=DXqM)!+w$N#T1AC)2IT9XM_0IL=u49#_vJprvq2V!SJiB8{B_r_AyBr
zw-EX~@5HT9#+A3uHJ`JgcRK}ia-_^=pB72xGRMqi)yoe!8iU|q6TJYy47F5n{{zZD
z?PKk&VaT9FjC=YvL;jnHhu|3Q&9i$Dm9FIH1&pcwHn{gQk6-Juu*WAq>PGKD|FBDq
zlHJ8>h3J<tWtpWc5m8;&@vn514-Kl{ODmIQFI;2fge|A~s5+05l|+?I7t_gqh}U|p
zu;0H7U1M#gcN0<~^=~J7>2x)l2M>hKR8MdhjiHXHRDGceVj63S$(6~F<QDaCU~&}0
zlzh6a^S{1-{pY%#TZIfHq)D6u=@A<R&qCI#rzytSas${J#qA5-I~o_IemeC~FNr6-
z`Z^X-_$$Jc|F6O>|MfL`5F5d#<?=H_Qa9I^*mqgQQ{Q?yyNyx0Zjl|Yl~DK4a_q{E
zIHz|jH$AAz3TsI<ptD`%9&cw5lWpNoEW<Sx6oyYjwB2IYRk?j`@>kB%adw=QnkSr^
z*lFqE8CLK8V@=}O!GddwzSSvm40=Z{8JwI;8C8hL7vCx1)gRiHY64kJfn)Saqq^E}
zs8(OOIIj2mK<a7BNx_Ys!3w&226mjZBYQe}cjSS0meiLr!j6SemkDk!SkR{&s<to0
zUx^;&>YkO(lbf?;;eE%lr`fE?R{|rbSQ8+$Qe(Oes1KZXh4+22c|K@<UPL5fPrFv=
zX&Bf{qW$t>aL%%Z<a?5Gokf_pxDZ5kk3&w3VD~fy{5teqWo1o`<Yt8w0d8-JHNiF`
z0xwkO_h{R%h}*A*+@an)QhdfDUETZ@x{gL-z9!Zyy`r&6%Z;!xd?}%SSoJvyWgB77
zLHpG6{22zYqOl$4+UqXCCSFE~*qa=2wsLpUH{Aa$*N>ETPMw82G2MWjS>>F9Bsa0!
zSDI%+_|q)+Y)vs=L>!PqY)YH(2LdCWjkHNP%b{&whW^)@9H#ZwqZV(nYq}J8P>mBV
zg@w*(?vQ@*8TUO%*T{)iHgA$DYgP$O0m|{>3seUbu@osDEY>y@WJRrX=o-wUG3TAB
z^?L5pqDtGQeT;6r657Ls2aS9bQS4u)Ba>KGo*8-5c?-V57rQM4UrGoozj<gODl+<@
z?9ftUXwK%krdQI{=_3I`n|llXE@|70o2N#A_X6AM*O=OUoHc^B6@8l_;v2JXf|dAo
zojqCg$_L-kr~_R;61-7DO94j;qj+-EjP4~)D{=Nf-t<Jy$*!CgSl@~qcIhaLyVTS9
zHp~d-LJneC8WX2UM~sK)ppd{(yz6lkAi^ZfP*6ZDh#g9|!9*gFR=DiLv2>}ql>Z1$
zUuBs{bMjeVO8ItjB<`C|PG*eJO3TB%^g6eF5HRB=ep$eB>ZU(&np4#pnIS<W?_>lo
zvc)I^(L9b7IrQ$4TeEZjTUsTU#w}-UI+}FG?Tae3-lNDgFRpKm!>#sP@o!&h8a}d?
z@Xk^^96O|T-972Upk1(g620IhQ67)sltQZ<;B3xd{^bsVBpdwj*{+e<xG-h$bl~>j
zlUbyL<1d3qBOT4peac%7vA=;1$CCq8jXhTUUqbL#^zK?(;dB*Us%*Y*FRh>E`7c8P
zRudklsqm`u+EcDR!@HAWNw1jTPLVh5QmLvthdLWwA&F6})pXdR&kE66KC|hylk97Z
z0T#&L;x($%B5t|z@!6dBL{$U}`|GHKtlr7FG3d!*Ip9hwS+TEthm$v8Z*1y#5^YP?
z`#~OyktrKa_j6(YWCu@0lYRc+@$f@JcUoX7uBMs4><w2%kCl504g^U(xJ^jNopRTC
z&SSF1_G^{zDR!C;Xx~xFD##GcEp;rVMA+VA@l^M-lO32<g+8g>O4`ecjAt8y*kd`A
z*6uGxIY-#WUUu|g>Z9JJt6ZJ<P|3lAxXb4mUiPKmY1x1U;@PV)`<rh1NU;xJ)_sJM
zS%MUyf-1d64Z~**yapw_sW%Xg<Z9a^iSIS|AA{<URiYZ>Sfr%yPEkP4ry2@np)i*9
z8LQ&06YBk()<;*Su;G`{HqshEdL;qqnu*gKjT;2}H-ZU&3pxZP`ir4k#_Qx{Uk4;I
zJ?F#o)8-h&1vY{D9rnqZxAE8#cU^ER@h=;_LsOCQnb8k)u>avL{`LP%j0onxor?Mc
z%i5Iu96O@uFDj!BOeQ9?nzW>plFzwp8fCJlwhy;7i4VIxIl05|Y+UkJ(-b?ac%Fr%
z5)J>L@2s#nF6AOX?!5<H^!izaH(pY|bzROsD~ixqJ|lZ`L39Cm9^)C&hL+<Y^?7NJ
zTt<wQyFu=QU>7>t$&MIB-KBqlCCWq_9B1sHBBDw!usXDAb6{XgLi~t96N~ER<={Ko
zsHacsKS79E;R$n#%23b}WJ#AEt{5ULU9x=>ME11q_%Zlp6v^$5tNfv25X`^6OR_2y
zi1g+qk`9bT@iYJ~$TBl?Ney8Wg?&g)67&>>jh^klj_Tkg1HSfK@iRO(X~`p2+4_id
zE(Q+0P8T`6GffKUe5Q}^#m}QCKLRv-w=7A;6%yS^0*~{gQyxd)l!8DQylnWeIl_oF
z%&t5X?MomZ^|CybE6&;U^PL%<Z-Cin9rj*^TUC6%EE~7wf0cynHP_D}MtLa!8XiFt
zV`|$0=6iy85KKj7@K?qO;u~e(-!La3fGMH4@3OHcS$DuV3wAfL9g`NY8>u0UKhmdZ
z!K{Z&p;5~pd4Mc63Wi%2IV%;wZ$CLg{rD&_l6?7SWloRh**SGPwy;3Ok#ofLJqXz&
zF_oCAV}%Cb?YlTcAAZ}tmJk;Nl#M{AxtC7v+;<W`x@xtF!6np(l_*7(+w&w7r-!w3
zwA1btaIAp!hA+y#ViXBU?JejA0W+n#FZ#aehPOMOzSp?6tapkQKAQhdXPNUUR?Lm!
zJg0F8)+a7Izja;%xWoZ1^_GvN68e|AOF#AmFD;Utc*(*CD<y?ly9q;R@DVmB?Zqfv
zJ{4*0@NyVzO(^Tl$a0pE8<REpZW*{9o-9S((nKD!*El<_N2MYhcckfgOk^q{5@?Xn
zP?u<amanKIN$tk~FNBj-NrD_*!ML}yPP@mKuCM3k^xvo(T|$4_22v5|`iqoQ&wa@@
z@~+-3=qksKoKKhmIQRV0l?T=-hf8{yyfDnypdI}ID>v|PA+m&?&1waf%KApqJ*RWw
z@;F+-l|QEgWS4%cSp7L}$@3B|J((2u1krcdmQq*d>%q67J`(C3)-!$}xq<QxwyPGw
zuW1Vqen*|3A&_+NJ(aG8WL>ga`{4)Xt}B(Y4hUvwJ0I7)j;!=tZDj(-nUEb=aQ`_|
z8QH4_eZt@j(sUe$nJzd%gFS@-&B)K-Oz!Wx$2?UyMQ<IrP|jdJr!zD>20Lv!lm~o*
zA^~}0d!uOsgrSayUEgaSxp%#&i8SzCVh#8p<s-;4r}5*pkD{k50Uj|roeP31l|PS#
zF-}H;FIu$tj)Ce5uD?coUx3TC$k|*Ksd%)a)3FqRE4rf2ZX@xMwikU?NkDz|cqT&c
zr|wqIXVoC5(|^OYagWpI`i(a~sT~tOY*nZIF*8C(Rd-&}YME(CR5>qF__{<8Q5#J;
z3h-~pJq&g4opQ1XU<7}2h$?)ty(2ufdrSuz$LHRuiq8c4Jx;Ebo(>O=XV$q3Gtu_;
z-BoxX;oFht?dXyjq)s~*_?DW~UWM64uii1z%PMR~JYYdnIXq1cT+w6CaR$*~$J8LE
z<d`ew>XUv}uC49en_@9mq8M%}wo%qj{`zq`8-r}F@4ecFlQi<UNlT!K-?G5#GPflX
z-r-s5aUX|Rmx>W(_5HVeM8hxW%zqT<{}?qJu3NZ#2_)~Nk6qjWJBf*O`lnx|)g{#`
zYj_jwbw3%XlC5~A>h5UOh!V#xuWJXDxuqH<PL{N8e8KTh65vf37L+Z%_<A&lY4%CO
zl-w`QPf~4|J9l_oY$9&<fcDdC`_tmIhi)DlTH`c{0?5jAZqH^Z&eK21%JRM14n*@+
z+hv{Z9i!pu;aymcUY+1u9zDXGd+|QJFZ(^%LXH#VJ9sy7FY2{9w@y(C)^tZ;(<v{f
z!3*|W{z%FxqfQU?f{n;|v}A2WX|hC91`xt%^13h^L*Upv8<UFA!IfnaC@dB-J$FLA
zrsSoVY~J|DE_xLs2TDrfB4tN@n&I~pLMcI*trMPXvTVWGTTycIe&*!4x^+X1HC?3r
zLJp8u;4Fvj`r_3yJT~^yandJv*gv1k{Gd+XL@~XbCpkFnqis#3;hG!3IaRzevn9p)
z>5T@$)f=6z7cX&}Q5<0>R;uxI^311?R99pDi0td9IKLyUe)pcC>Qu;iYrKNT7LWZ?
zsYSBc<a(-t_$TEolU8d|`bue%67IShx%f)H2R1IYc!}h_r*lyy_O5nvC0=SXC?jI^
z8fhuL2yMM{z!|HFg|qn3=OeeUfg|<tK+5c96Bs6!9)8aA1t%kc0ZQh)ARbED6~iO!
z)GU`8#C|Oek(l@DSf3+NWp=g|OfPX5>PK&73VsNr<TUYaF@f-7B3cG`nsVK2uo=`E
zN3)t6V|6RZ>{)$^9zMt6=tSWe6#87ZTz(41!?rn5^%D}v(8ctBKP<$gY2P#Bzb`oM
zGs>1dl6uZGEa#+Q^n_OvsSF(G2*G}Adnxg@CH|ehtc9&1_;jd;I+t;u_f%TiwP;dn
z_PedCI~M+|@ykkHzL*I@dtEzZ3jbLRji#qzRLLv)ylKWZ9FBe%=V%4jj(R~!RQb+w
zE{B!#-?I+x4o4l=Dld-5n(Z$Ku}(dtXqXtFxU#+Du$nP8uk89nBzVu_o%thcmdw4T
zU1AkM3Ff-+rSmU~*XqejumLoKm&c)HIX<Z5@@#E4$$Pwyi2Aw`I=3+bvM*l3G+E(z
z2_IvM=Y3>W>{rf8nt0o{&fm?>%7|hJtqO1>8_$dp=a)j14p);d%ItXL@?DKqBWekG
z<1(6)gu15#JGxCer*vrm6K(DsBTOjTdR9m$TN9`Io^G8sV(P4rD3v63dRri}#GOW}
zztaYHM@&FyiZ(m5$UygVgTNbnZc|B?CPmsUy^Gr?ocEwX%NsZ_9qtU`$LZ1*W~Re@
zX0$sHVzN2X_4mdqX2+4?1hE#Y@m9n|O<~s9-+H#jeZLM5QSuNbWp7#Mw9#3+^7OdO
z)vLyeCgg~XSX&AL8@0EuJe1~GVvZc#Lf8Cnc(Mh}RnN1l-_)Sp4bK{#rDNZuylWjl
zCYLFDBKK*M)!ydn;~n#gXa{RwpmMAtg(kz2g%^8OqmD<h&Zl*?24sEeQn=z$hujg-
z`tryUyo#;#fNyurp-GGm5%R?RO|=U-U*sEIQs-ArJ3TPB&sK(|-vZ1~668=#sM5W;
zWS09>RjR^X)r}lvMUF3Dqo=&oHq#WoZ9nAL<T}tcV0pECNEj6aThmBWie%AxVz_T#
z*X--qC$k(-A;<r?NkN<SG!7FseyN7_oUra@@;n{q%AGK{>@w6zsDu~EjOWL~z^c>}
zX5KGm40QHBmbZKwN8CiFo7@LftD0|{MxEcg?&*DKz^d<RFL~0*5)@!@Ua8NOj~rwh
z?|j}zspRy2A*ubXur`s;S4Zx$_crq1lio23xo?Qrt8sfvsK#|pccyr{RY@S@$>3*;
zBii(P#zG!x&*KN_mQh}&Uh5{--8_rS>v{~LBKE`)nK>=FF~s_AR;E}?zqg|II>T5q
znt;X(iDWNXF6+_w<~$_}uEG)7w#Ry2E`9b;ib#U-CusaTDKQd(tvwyP`58TNy2016
zUF4iqw8p5aL1?pNYt57ybtBG{+FgD53qPKNcm1m&;tDpnMmf!6#ZKb^2KpVg8=~Dm
zBYgU{l4~O=C0I~ZyJ=R{vEM1Mvk6KR^OVDAanHY4gH!Cj4lRi6S}z7P1r7Y9vS{qC
zW=VBn@mfekK{v})me)Iq>l6J;>Thux9`;+9MNq(DZbnz4DK)zgoVygI;ZABq!8fm|
z4mwXy0SgBeSnt!;*T^i{9d$P(1iuim8aT~L{|+H{ixtX0^I9?<i(F-Zf2x_K&L|Vt
zBdK|cPD@M4bc&P9a}Y|zrhfVZQ{W79a!|MjlR3n9tL~!@#_5i_u0fLaVaa$#w&J-=
z20q%OcFHVcG=~-berW^gisEOehHY;%-J*0y=`p!1HBn7%(9vBo;bLz*$K>eA(AqG=
z`ra5wpKr~($4($B(Hr?7oYQjGBhGJFFA4pKkZ9GBTpJCN3*B9gmFB<tm```4%U^2N
zR;j(UW09#P<7of>YZy1zt0kW(pDdmRS67sTy3}o_AVM1A7#}1Cq_lz#)!A2JYAyQD
z<m;N<rX_14vW-;`Xt0iwTN{otr!J)i+HrIB<LljG*!&qj-E=-^IvRzBElYk^MAOre
zx-n^v6;h)u)%OACS`q7vm`1gW;tU$VWtMJa>diliA-s_<Q#=pJt{$|lYbv!AEXfNI
z7LA!>)kty`RVzpLH9C&_VSI6lbW~c#PZ(U}W{Ld{-hXU0)15kW(OU5evB-#YYfC50
z8B|a7bP2mV3X-U0JM+b+E7z?L_f17ov0JzWS#wgJccf=155@ypDNPLDSY0}M=y+{i
z<nXv$=q#ObfveFV!h9VD`sfFiHY$f?6Mq4!sK?*#P+VU3;)N|TQpAlAIN@Y#@SWF3
z)X!?qb_ug`Qt@J8>y+`2&b+K`iN4ek${njZk;zFZ2TqoAgZHUNCrp;s#zv%ktfDZt
zNkrcUy!AM`T=wDleGdp^$1FoF(y=I|rADjClkAt}W=Ou@&GIV0tfk%~)}(_=Ojj{f
zADJfD(p9*{&YvSwvOAS=+O(YZ3{v-2!kS*s3A-=rzj*6*^g?A0*>c|}@COAB!g`4t
z0)r@K?dVFROx~zjvfE0mYAexW5CcB~u);?RIO7|;1*4{)C@_8c7{|$s7eq_0>BD~p
z)|oFg{7yucn6R{2%)??FWd12qMQO?R-F)iVsOmc)>K5Jl$AQ@Y>lQb9cvuNxy0(u2
zE{l@^U%3bIly;9}rv~%XgxWasCSW-ffzll~r7x9ClzGP@u9aUgne+TLoQGGh30|6E
z3A4J>-Uy8`NpmueY82QwEA=@o{8}?U5i1}4iZa7G7R!nI5#48b7z%;Ppi;cbkQjy}
z8v*FgFAsDW5g56FeH#-D0G4l)0}I`!5z2~ApA9Big!8a<H1cU2ptQ@ds$g*nuHtP<
zYGwNH-=Vd-ic*dr7*{5CThwq~`N}i&i-)_vt%}I1$;**(&e>79Tp!VdPIpg<+tQ)&
zvC;{J2vt;3SZ}3u*7q_k=myJ?VrGg7zqp=>osdGXC80%lBtUz_!%D{f$=2K68#^4s
z*|B|u88nQ09_2AyYTM;Hp=0J>&GLgOnLH#5h0Y*-RRu{^VVL{wDMQ%ns-S5;husPq
zC9N}t`C`47rZutj-hrd}US_1{Ih8K4ooJ4U=A&`j_Ns%ZB2mGoH<SoY%IJv$Z-L@&
z*NwQe61|G@>Je*NSY=J*{5(fMB+r9FkwCpnA0|DEb63shv$HxKtb-f9t_mGo6Qo<i
zrEdT}qR{`1kH0u8#Q|)C>48l!qB8KsvBfeC{s>a#KCtTj*)^$lZ=h7fDq}|*GDUj>
zxl!!{5-1D|etxJf5XVz6SRRrjAR-7#go1MHbG7w>x)hOYP6bTVNGUOG+<YG4itHhn
z1C7($APrJv54BMxG}2r*QESW&V%KS1t**Q|^pi*5<l10wij65yMC>QmKP_vH?>igU
zDB|iZY}w^IYwbUNnQD;rVI7(I4i_xDm!FPhpV`LVL{!aT<VaXi6UskB!ocd?^X;~2
z+iB=@baX*gj*;kU!blI9y!*7zeEeCMO<u)eWQD8s<48BwwOBq%bw7M;koL%_w~(x7
zaCv3WR4Mh(_;w##quG^$qVSw}AG=pOTWY7IYjua`pN01gwAqYYjm7|9IvxQsvJgbc
zjm!G_1!@wh>Hd_{=pu5p3SXp0SiMh3zH-=_XuNft#maeA8sA#^Qhk~cF=al@%<Hgv
ztXP$st(ofy>a=}$_*glJ1PN*I7w7-uG4z8Am&A*57_r9Dz#}Yz7zw1Sk&>mz`MJk|
zh%fyu3&TMoC<>Aw`}xO*mJ62W9?c&U?dHF;Uun37(XEhNm3u^XmRf%0tEtgpgO%T9
z&I^RsIOLA$g-kL|zqYTdTF7yNDPf&7QHwPlo`;o0NbRKu(Y&op6nNe`=So1jEqX3Q
zoe0}yW%JTrj1Zh&U(5BmQWV9J4@9@lPP5}$I4N!PkwWhSp^$)ZTYa4wEy+Yv3PXZ2
z%&@xy+dApRX0)7W=R>)z1+7&mrQ{gN&QYcacKtnY#XKJrE#p3vUb-w!eMMzktxsS6
zKx|s;tfU_G@s>7+c{D@F`uN<Z{rNfTI2urlf35GCFkHP%5@hy0+hY7Wema0xsmuL&
zdlfTiU!+gFwg$RA{fZ&N7%HYd6eNK(N|p*0(}Y#~^%Dk7lPrZwAxdS4-J&SUNk0Fl
z<ALhmkpBQRi~g#ZU?X_WuP@Y=ycgx~9EShCvk1aEjDh@9$vp)_i0j*VA^b^s^WX<!
zNi5Au9fh~=Lt4k+nl$-0lW3IQT&Y%rMO>PLyF5FFmD|s`2VE6*)9>u0%(p3R^aIuj
z7z&hC)jf5!cK3$Sk<bU<N^lrmC0G16quVO3=_rLg-WF^lIyvpuf(}DL<iSfCEaAhD
z)%0!Zeej76dVHPEiIAZ3D?t?~<^#s;bd=1@WVezLuVFf?5yvkNf^SsX;E<A*10atr
z0<oTL9h!Gn0Ay|soYmaj86IWbs44<+>mA#h>y{O<x|sK=EFTYRZUdZKu7PDb8E{0O
zDt-H52C^^){EB4hV<vKm+#bUGQlU*?40pocop$9$VN->VjsWL?*E4W<8ITI_7x3w&
z#(J4R#)qW^P-}8$4HUX--kSgQ?m>#~I>~=AULeNdUm@)HWQ|bquOvvH=cWNQsN)M4
zXOK>xb;(}lw7>R5?J0o&$qj^`VeSNVg@)5EXmCRSx8GQ#izYnCJu>M`5O3-mCP_~K
zs_ylYxd+8UiXamlK<ep(?V`R9JXU0pF^dJ*CGoCARprp7$>?{;hf+eu?|ejXzD4cc
z*g)1|f#g^XmgGa;octY8{EC**;uTn;`FE}8xPaZ)o-z6~TfoU903N35z-0aqrUumS
z+4$xr(5l!cy+PXn(iHy2G8|*wf6Yer|6lVNnl?QE#N4UR4dWYx)3`pkU%#s^O5_v=
z`l4o<$E?pGRl5rt&kXx(T41L@(k1*WP+L?4=YB+L>+)adk0vL(vic+C%2=^bS0oO8
z&?^icE1F*t)L~-mLn4C8G9p+Zbx|Kb0jfvNaRJ>B<7v`+*3qP@JnV&%uV7?G`O~3u
zP|t>rWT<m)h0;y|<OC<Dh2wcMz#D;Dl|d9s)7pU`ozkq5%SVb$qpT~{D9Coq_;N4P
z8I98P9-WqUI{_va3kB&7Df9{cWjpbYS72oK0TI}ECBz{az)Mr(D_*k)0zqwaaEdD_
z;Yu1=qj-_|1Q~_PwUaAR&=!59LYHfDUI18cqHs%PZXjp6&zrz*PS|p|i<Dk1X3*5<
znKA%}jbNdK@re)7f3-0CSJz_`qX$7&sTD))C5@`i1wvA960{hRH|U}cOM^0X^T|vD
zO~ZSel%CImA7I3*TCQd$#wPmt#U{r32$Yepy14;z(rFp5f(@WpTqK)R|BRb0k|V2o
z@FP5CpG6KRpF3txyWVaYhn-SifwUkK$Z$1^eP(t28<LhoAD~S82&g3Ueg>4fzw$!K
z#l3O|GHjcZ?m?lY1=(t(rVm79IyiDe7>%9;ieS(t>k#k0om_`3Aplu8>j%G;)<<26
zISpK0{$p4P-w|c3TM#z!Bl1r%DT;|Nuxq<}4hAeI2MDx8!i6aEZfOK<Z*TR1%mSba
zv3&@rvBd%MfxyI&i{W3z>SO-N7#%`r6~RXF_n-i@Ul|W!EjL?`%Vh9xPhI}~srBx8
z(0PVrcYMZZ8#70rtkJmP4A^L~Z93P~yzcA^a*J3}q<qm&XtOG~MmSv}|KTazkX9rh
zwWnj@?(|oQ{+_UGMp)^{;0E+Z{SjqEX@gl-dHn1g5&BEBH;-K%<^)yCJ;}Vo2mYjV
z0$@-!fFGv(z^&KZAGAzpCijn7Q=LD?-{zcp4CZ<v=0fF@8edG+Nf~Z<DF&;$2R-A1
z{8m*DAb<iO(6{j0I|6tbpSfEx+{)c*=C^NLvdhZjE{gH!z8c$4A7fn}+ds&$DxeFR
zY^rY!@5OOQj~kLf9{Gh(SlXWgECU264X_q?)xtkmJAU`IB+p=02BqW<b|QVT0yQx;
z%tw1t`Wr`*-Ll%o>*-tutm#UJxscW$dKl$`%4FpCsAX50Y3@N?O;I-ow}CEl7t+Ii
z7DZ~Y1`;OGl8;_3IEyoEvLK?4^3V}W?d`pbwu$8T>7Q?p)71&S^)H3&#6f7a>kV)H
z-UDY#evr*4xw<K^(}-?(hx<K9+^Vbx+!|G302$QTIaWL@I#sFgI=Gg^{nexKtEVtI
z(f_V2?}w2$#9joJW!3rJPI^so^sK@Rf|FwP-sWIkD&Z~8Lu6z`84<zJuR1l;2HQem
z7Hm|bOmTfQ1^utZ_xXhfqaA^lMquGt)I4vGkuI2Hrg>0^Xot3>ctg2xhf>-?cMp0n
z5Z2B|JcL=oB^$fn9T)mD19S0Aoi^r5BPgy&$4Ud!)pWJ1Hj4#|`#sKs@?A-yZHj}k
zRqA(*z~Oeu#A@1-^yC3}lg0V!*`@lmta$%DDBBF<05%iiwG-!P%@We%j1V2?;~)s#
z^wdBF<W9u`ob6`<UaZ45GQpm!5GKFY=!7x!m@)#0B5tzDQz86%>A^3_S-}YzB3o85
zaPPdzjxDz)a=0Q|IrFa~HQ^5_x!@mwAj&}wkXC5^7vtCijANThE!<?5@yrM+!ENQE
zFD`;0V$L$zR`K(nn*Qr$6x4qz%rA@AN&N7nvU#GEJLKhpxgQ=^Vt8S+RvGC|H&4YE
zK;=nX1i*i){4bx7^>-w!iqpR+zd3)t>j3#X;QyeB6LPMeRz@~v4YkmDym1*l=BV}~
z1;6X@^*I}wx*#p;{U78(8rOK=vjIzqbo}!ffE51|p<B~#Nu<uCTXEx6PmT!V=V`1-
zkrynq!m~ei>mfyA05vm{BfBO*$mtIQ|3x;#EsYLf7=PMnv=yz!NSd;9_;wPJy-`BV
zo5-%aWo!h%xBdLhsQ+|2ih$h?TwVRcyXCJQ!n58s!R|qX3lW7f&?S7YJ3%r9G#%#_
zU2l!;lRYk7@&G<O)>pJ>aXueZ&vL0c)85(s#>9WZ_=AZye@N0QqjI#Eht8~`sit01
zNIN}2kLi?OSUp41e@dcagOBVb8DH4x4|6Ih4f9#x<sCvHyFg%>k)-rlJN2>1mf?OE
zuokLzfrVxkuO``-&M2k5wj!Fct+tzZvbSg5^MpGDD;ihjRY_>eXb*e~t}fBm2B%A0
zkhtx`bu48cs$JOqTy~8Kux2F<(2prT!&72F$-BUp$>Z7FS_Z>Xn&;{hcPIzoqXGES
zqWMejYD}ix{c53tHz`;SkEeoEo=eMq)*2s?udRkfA~|}yXo(}1>(5AO#d?64obEK_
zit4QY4|{JJ7FV;ai*^D55-hkw5(pA31a}C*g9i!j*0_5k0fM``ySoK<cZcBaZk;p9
zx4yNq_C5RTz0du1pXdI_6K419*`r2RjjDRb`;Ia*(W^?PoSe6Y`-pm_WShPyFeef`
z|1o?F*pInN?y_l1fA@d+O!__O##m#&05E3>@@S20NJsdxZ;a5mGIWy6a1O#IRQToR
ze$P#*6;FC4ldIXda*ZQx0CmSERl23GU$?X%_BQcoAhfR@7^HwQm-BIYd5EwD;trs3
zwg$RykuqhevnZ}2iP@N)<g}@+X)R5_o1p&WpMeV7uiU}(>HrV)Q?tzdo+!`i1EtE0
z)f81odPEZ~<NFLISp!T^U3$bDcf;QVf_K?zcGWB&7D{{gL%F52ZYC?f62BoiAxn6;
z{slT`&b)m0;#9;$*)7WwH+oApnu;KW?q!<XJQ*RdJ})<G-lhk_VKC%`IiKT&vI0q^
zzSO0}KfUagr3M*MKl=qDd@OyVP?~cB8&n{by;Dto3D(SBze&U9Uhs&RSbH3!qG-m%
z*dg*t*q67fT1W*<&TT}+9K=!9ckk9wZx9!uqEO74i#wT2sXVp9Xp4^n#T2-j{M}O4
z<5PK}tKzk$l4&e{7EBvb@B7H)UTMgYs3%^ew;qsbK>O?d@*+FnMPOpq`@<yTgQUf#
zi$X<(^1@QFv@t<;Bvb)~N6+GE%(4nVwE_J&Kt{%pX=UCB&ce!CST^*xaLE%p&=h84
z+v|3k<(iTN_C2q;si6(5P<JEl7lDaMafQgVOmf~bq5n0J?tfqAK^7kXow92O$snCA
z|KRf}vT9{4s$7>J$yg+R%5Sw;IOX5@3;GI<r~()faA~6AqI`tYLBBxjYP=VdkRqdP
zjZ^xW$2F3C!W!fTN9w^=V^7%$=iZ%$7nsf7A>o{8qz$=9#iBk_RX(77yIwXggy}M?
zPsDwUtOF=iCz+SwuU%>AUMU%XqcH?4P5d~VJ;kP_R=MHszD}GQX(hu}mDk;UDywA=
zb?58iW{ej|)et>-!n|YPJ}am_Rrc}8QsDq@wUf0wWr)5xZJeBZ%|r^o)7r-u?5K_|
z6DN!y?SNCkZJ|Lm7uzGZSFtx7ckvLFr@-U(F}ici9z=-8`5q4A`5YcDI2yhV2xe`9
zs|d8T@#ZfiXgmDszj$5}l_j3{zaQR^GlIUJJfdIqTx+{huw=i<ajwNv+{Nm>_hxo^
zmR6Ni)zqiD@Q}np7Oo~*8@LsYFes(-vj|b5Dfn<|>Qge0d{9SFNJ}*(AO8tJZs>$5
zc2?#+Elk0Yz=~<}i_%sdHV#eCzp#HIOkBrYassQ<g1-eh7Y5>w%xH0=aJqvVCuf0{
zxhV|}&Xd#mHqggF=dq(*uRM>!?q>^b=*Mj{Y9F5sm~|OeZ|JDj@N8j?T>H$+#B@5r
zUdBswTvmS&8S4vqiEG#w2&d^lF;=W*$U3dgRyw8ZfSi=o&`}y{e`umtF<wobH7{?W
zk(Nwv7F<pPZGBb!{wBqkhQ()ip}WY6hsUAVMR3KGy=Xl#p}OA2kCj1WVk_ixRB@Qz
zBuQuaCrr91qS9WyjVy|?^QZaMUas^ZI@7wzFb2p8DuUQ37c?!=!;&+3yB;P3obbM?
z*LmE_vwGi*s$ay$u_PUKY!SD}XK3XuUzbQtOiLzrDZLFdO9p#Kll#JgyewNys8)nH
z@0LdHIbC(~_NMJ?WTGdsQ3?1E3?u14TVn;+&k|Mk%0!te5UK*cPi9$lfP~;Ao*!(J
zKSvin`Fi=L*d|pHg!iyg+*P~1F3LmAF023}4*I!8(#SkBzU{uo^B>l6waedmPmXk;
zcaL(>@Q2a!OdZtK{&oIbNDs#rw2t+(aFHI$&jR_aUQ_;0)^k~h_5wd?0c6pAqY+5X
zP19@EjbE_aESe1>@>}9Ao-*7OH+N+EZysHkzuYCpI$`n4o9#qtFfv3<G3@RKdJ+<6
zu&@8&QKbraFU?Nf!7Q4WmfYuKVFvrH?FDANU65(^&5)01b_%h{S@o6$$5U5sZzfc$
z8t=D0=Fg3!%!DINLy;RVi=A7*)D97yXKCbJ5_|}ddR00Sk|2qqYhLMK1_~cr_Cm#h
zGxD<KYP>EhKDIuCxtdB?aaVRz(y{gNsh9B4BCjHPU;8d?)#XdxhEEHqhsRW5J;S>l
zzIP~jumhC$0?Nxo)G1S_x9A~Xf3MqYV6wj0Yv&!8#PwhALHR-fdIPX@BQK71o!fK)
z=9pI^ki8AaId*ZZ6)#YZkC)(vkfI}7{M!gq1>(T8Q=&;P{zjms=aI)b$c-7X7rWtv
z_jAC$^~ZX>gn@o0JxL{RjrJmQ4MWzNWY)0@FD4T0GM_I>-#M>pK{Yx2AswTc+c?$9
z^ph6}d8y%?mBDQCPZs>^er_$qlV*h#R=raZ$fM|RPU5c&h$;*3q*ZV|(Xnb^U|Vd!
z<%t?Iu2`Jki5S!}sZkX9)``f|vNdjRTvHQYkhe3s8*g&?p_j&Tz#A`JyO77Xis;!y
zTkQ#PoheXmfy&y#j>^FQ6x8s&7slGFbuH`bnC+mHbmOTx7pHYjXJrbDc&w_yI6?<B
zig4-Kh*^^Q=8}=_moH0Zy0Gr=8GQ&(6l?%F!!7gjoQdgruv&xFc*DuLwjcstzzG-J
zu^9>iYjvt82lU}xb4LlyHojYYs2R9_JL5V2StZe+JGZyeb=v7QD_J1oysXqiwOB*G
zVU2Q)U!|HPb%2hJrrLnP+qj-CenLx8w+u*{hbtMNDwjew>epj>o})7Cu*c<W^*+~Y
zCnBY-O3zo87wz=~jz}E~mEqJT;2=v)>!6$N6@~puf|*9!TyPB|-?0>!s1hOHK0S|Y
z{d_%s2eg`JWFCumSyLltTvJ^>BZ}PkgsUK0Q^B>J0;ZZnk)%Wd6JWnFWwJ!5(t2kM
ztzs?+Ftn|^*^V29?^b|so980w;)C$NZdi19-wf9dF`Vbe>w81Mt3^6rYvUI?7mNsB
zq;6nYyF)N!JuZakz13`aaj#3%gJ&Z<M!$XxM-HmPuzq;14|9xVEi!(zaU!;x-3G?h
ztD$lv>ezd4#Mtr?_a}-gd=*{H%1XL}qKvP4<HzzvQAe(+{n0IJvsP}`rrqIh2lsil
zh{H^s&&CVGl$qk*XETH|wsKoaz`Qw*r*We_@qFVg<A{PK1bS#w)LN<q;Gp{6)n#0c
z_j;_Qrzpa=--_GZoh$rL;O|466z|G_J&UPYk)=8iV8V{X0Npq519CxCrjFEVOm6S*
zg=Ri639y)YTQl+t#Hg6f<|B0_bqc)3dqM^vN;bfY0t-7Dh|B;RUze~sz=a+Dd;BPA
zbAr^QskoGZHR{r5O%`Dxxv((RbNmv&%$lit*24J~+t~B1@G<DfiW#Qolh(VU_(NtQ
z>}lCrpH;bcQXnnNGIj-tMa!A<qxcZXk)q1k^;+~{OWRj3rg2c4`hvaKU@&b;ZR-M#
zCs!j@hI}{BPUrG@ID84;^W0T@UBVXCSTzqY_*PclK`C<g!w}wnEl|GX<u%L2YP>m;
zafK1<hu+OWBwa^F;v3u>(F?4imDnHMdY6ouO<pBKTMo8%+#)XPDMg%%)wDskRL-)p
zcrhiAo;Mn~P}}SjTeqmV62hGi4~jQa;jW#xvMS}vEkAU&f%ZSs2k#X0rZ13tzpZo%
z>khwq728e9-a?TLmh=a8GJw04y}wOCW>fUvd}%#HTKv97U~CG<t<BA8R!3VIlQ6$o
z4NJao-^90tmE-@HUP9oj`WwLegv&?5z~-RHIKKA;4_N+^{o|UV%m&H?M)8aeC5e<B
z`Hq3r4qn1(N>NEsKh7?ssfv8c8B4A<b@d9#+j4@Cq>=abVo`y4*ykXpK6w|=%ZvN<
zeCRc28Joc+Bn(cTXgNzk-?Ohj@>oqiZQqxh1)~Y(wG)`B79f>!PltjhHp1ykxx8a~
zPyHyW7v!B?;iam_bxT!jogG>66r>UcXeX+jB2?W9ehw<koi6Ouj4v6Ay%^4rV42i{
z_OG##EK<z*mekXK7;ZD%l6tCwC-8mANPU5=^)w)<S?n-BIe{Y1fS8u7N}d2#G8GFZ
z7{u18ns$glO)UqwAUO)ycPBhzjrk5(5qU3dxhWyz`oKOMnW8L<_xmJfdPEgvHsAj>
zPZ=NqGK~wQS*3Ys%`@FA;sKb@Kjb8pXzZsm`**VbfO16Z_d0VqNIs=~Ltd1}`2613
zCt>wYh5N(Y?EVp6y5E;jFIbO@;(knRFA9k>YjSIn<HWC!;V6KS)VwBqPl2s*w&D5<
z<TiZ|&bg;t8w(Qd=K%=Zz~<gs7yjN+1F~EOW%BB_qY=Tj&kU{=1ojODIoxc;*6nEZ
zyZF6&uL#10gw-Wrf7pyQ|73(>B+%cSHUT&v&ix~fu-OlFDS;e$1Br#5ZQ$Wz8!3>M
z4gHhkBrXZede^nCcBCToP~m2#87_@%<?fBv?8T0_p$R`esO^;HjxcegF=55gHDU9g
zb{aue*vf%zH1+b`3Z$#vjT^8!$}1XZ1PlNqd|T>gzr(tExC8PYP>g`TtZ4>AnJ4~u
zUgnPv<C{Sl;cXXTK6szOp1d3x*?Yu<V`R}1oFC&SH^_RlJrpgutq1M7oMgJQ@O^3S
zpzyD8{42jx7^ROD%L?HdD1E`W-YkT)S?U3bL&fE*HX!w4GfNy9^yXc(c78@38|DSd
z*Q<L}juW05;yR*om3h_Iez7SGpdrg`@M!1;&W;j(NKhkv7CdYG#y33_yicvMZZPEK
z1gmyYOaa6(ImUAltczf0mKn%T2@gTfmzHJ{hjwF>4t>erG^dd4oRSlh1uJFL=1Xpy
z#!PI9eZAs4f!4=#&G{Qh9e=ZnV?)kWd(vHu!$d^dee1<K*T}Dx)6xE|qIzKukaHSK
zkelMwZkyp%>EUsx@;NV}9v3bObo6Hl={7@$t7RtobAfTr@D)GC>pY2P(ws|v^+DEf
zoZYB|>zn!Yi#1-cmWr~m3mn~J4NuKDrIji*1;z~$3xc<KRyQ#RE-|adYA&i{v?;ol
zu6fnbzd(Zep*p)5Bt<e~P#WVOWDy3wTo}$yPc}vAu*pai-U;uip`;uSAx4Wfio23$
z@AXs(o)$@8c7UgeFBVjkRc863FH5^&Dc_fMrG0S)r3o#5+I1v$G&&)$y&kt!qdE`b
zJATuYq76(RdY1?0L-kcD^0r9zCN!uY>3kpIDCOXYoIUI!)7;s1TSQw?X|!LUsbc1P
z)ck8V0oHHKd9MQ4Ic#@6w7EuJs7G4e1j(NY3vL<%`)$OK-{M!9e_aS)D<JW{oEMEV
z<x<O%$`lPv-*!8l9ll#Tyf{+JDq5_%s8>~%B0R3`>m`6wAnuUeI70<LOkT%5*K&2X
z#*FF5eEDgmgK|FL{Z2%uxtyis!I!A-kqgN=^lPDm>FrhGXcjpjXXaNYouM!fFRq~1
z8YjgWnA&k(UYqp>0JiqLGa9nicL#kaxdwL6|LlMVz*vB^1q1bv9y==oaNl6e{S7dF
z5upGiZ2h~NHviR4?;krgt-$Xg6Z`L@ly`;wKaQ>BwBHe-cfq0kbHn#e%j`vQyw<rB
zDm)_2vCcIj4p_9#oTWD?{$;r^7sVwZVr=JGxmLr?KdpdDa0#;pP_B~Z-vL15T9T%D
z3o!h#K`D>-<@|NuR@dd<K?sl!1Eba%7_~ou?9e|)?O&risQH8?DF16y)@78frP<nM
zu#$Y#j|^tGghB^v5mBA-N-9%Xjf((GgtQ-xXDZ8ctR%-k&okI?2_bc37;>ws`5ZNH
z3xy{&UmbimZa;h8pX-%a-Sb8F?hJ_MfFI|&{&M!CZK=hNgO|H*B1Y-NEx{HE;|=v2
zv^PK38MuE`ZSw)KV=NL$`lT=J;T77nRjBh6jkGa`4wGG(psk6ho??U!xw8TMn;K+t
zDkf7r6#+^OFv&T>@16v7M&bFYkXu;6zjV}oMXEAl!?iclrzPF@10^+&Hv*f4r;oiB
zz<o|!mwnDx?CmqDal*8Ha1T8k)q<bq&i58)EeK`BuJH9zq+)H|zBebh?!4!x=irGQ
zL`n3`3_mx5q^2)v4U=qWgxn;l+TRX@6(r$dmckp=;}I`XErX|cw=qbd&rqS{RbK#l
zi23`ikiQJ5-upL8Z2?Pxnf_4-|A=u_91@;D<pCTj&hKq?MqVS>5mRBRuQd)`Vt?HR
z_9v3U3=tKBWOis`!pP(L%ll7>w?b2;c)zIWI)$zmJW<o`Aa1JB>>_TNXp!=pj;T_0
zQ(SbvYK#k5{D_0O?uVy9^m!EHcTA;WR<WE>C)wTq0uA)t*#RS*?|bv3n4ZbCK?wko
zK50Da@8c)a19(>cYHwn7)2gc+-<bY{{s_K<R%@t$)pPm7nfVd<25tlC37VCLs`1z1
z&qFyl7K4HGr2EuFXl7ZZ6{W7G0L+O0*#WxFPbsVr<VALTy37Oe7)IhZp{FAlw<Q~b
zjqOR0clVNwYP&zT?#Ou`%K%8w|Nb@q>7)0KIWh(d>}&T0C%{sa;-DUA3+X@FG78qS
z=Si)p*<@zOLleO3QN19$V$KJsH-ZhNTjPRSmg0g~pPv2cv;WE8ud_0lfNVhA_<2GP
zmzE=hj88?R5UU2oO4zKaAe(9MXZ1)sX>MwqAWJcq?3i5^=D%bB+WwSJP{sVI-h?Fz
z?RH8M7;U@m%JmfMv@IBOEI+uCY#P4q8>HKkq_UKN%UjyRH;eZ^vPD$UBif8oyopDo
z*A7%9usjg}$a*I#8cp}P?7@9Fkx(xzRfjXBW*`*lI<S6;BQzMSr+!*8fe{Znlpx<-
zX&m;$4^JxFt{0*3?99>RNkkfP!75qmZ;(GpPVEswQV1)gz5%qTL*NEyJzB04p^Q9z
z7_1><614lb*_8n-HO5D{HyQ46s*n~%@&f+jinewgbrn@(x}4WX#p-e?9jo=6L@>hR
zkhSj5l{MT0()khBfWW5ao+hgC9g{iI-dw0wRG6tt?k^Cw6~m1zk>V;(rtf|-(dc=o
z6mqV5<zV2&Jbp+&^P;9qr8GP$km&0UJX+?62^v5P8{p9M7Y@lN)47#Sd2vqFSUqW0
zWvc$kbpEI$sob^Ym0Q$;&eM1)Cs5b;J;}--1$nn%nTKDmp0^bQe_Cl24(kglAA{;<
z&DtWyr`kKbxDs2KE0e<M!N}x9kMWa2?H}wX($C^~k&O-}h2GX{-AB7~NLY6|k@&1E
z=NqGa6uHqE+Jb0$MX3Iq=F(e@s1O*75g4C`YFsc66mrX=jZa{6?}7P`>3q{Zn`zgu
zvL5s=sj<dUlc;s)tf<iex*W5p<1NwZ27I3a=B}DN+dIkB`OB0`xx<nTHUF;sv@e<{
z?s8>-zKgOG;Elzm78@C+A{bQpY?Avsge%QxMNPbfyjVTrArdsOnErt|amYkaZlx2j
zRSlpQRcLFco%UY<eNIaV9(V~~Etz2yb#}TqFUu#I(5c+@;sIPdRyD|~Qia1|dX6JQ
zvg+4*|3J-`OA7mxn>u8YhiC`K-Za;!h$SSC*lk>Uo|WV>CPNxtBi`2Wc#6wlMHWYC
zd|GXM0!Suoe4qaiq7Zm-Pn|L1qLqFfBr;wiv#CxDz|+#VSX?7;7r2>l(LlXiAWaT~
z3G{PNCoUk;V-NzWi~N2ONn;;?qgN=Q<BKE_>o?9;_6F10yvnnMM+ZvH)y)+wtO*-8
z2@TqnhHt3AT9&})Jpaj+3_amzD=czWtvZGV*ygLVyzxNPwAGmvuH%x1XI?83+mo)Z
zIChJ8Eq)-PzpG0|0M@!%=E*q>DYBhYj{|2KMNeT{e*am+k574yHRyo&sosBXt3$a@
zM`a3E{5|h!8}HBWPMWq?#T`gUFF*|9|7ya25*FYnJAtCgK=BUX7aP>R&S|&%K{;YD
zZibhk-`>t)aopEfkaq!pPi^Kk=FW}^bM3PyTb&>}1qx9cSLv(QxY_0Pk-yX$w7o7S
z=$eyQOj>LXun{@Sok3FllmX?@gudlj%Pr0jnxeH`B%hZl59Pv0)#FJ{z4Ph>8IJn%
zS&RQS8BhOt-H+$0W|0Ffkld#o?jc>SQw`|g*zwASS{EHhS27jTb%hr<d*QroUhn*>
z3vHi9huUPNP5|=^hzeEg^J>P|)iD3e+yM@6O_5X-@lIY07w#3#J22vW>Xlqi{%H4b
zWah)xITptKm*ca(<DGWtN%GHnG$xr5?B^!Wc#}BQuGLl~%+8k=j8+N8Uxf~1MA5Wt
zB_4xIJrRBe=>%cP3qKK}gz*O!OzoZZ9wB$sEj0`oDHrugbNn?6xeLZw#a<^*73(1f
zY8Zm7=;r2S^G*Fw@{e$CURc|iNDA=2C1!LbRbP^2_prKVTA^senCNr$LX_9`+-pZu
zE-ED&>ssleosGiKr|uArI<4d3*2~v++jeIk5`F6j22)gjfQx|Qzauj0OKn4=PgUmH
z(Sto+BDu-)JbN6XnA!jvlQJ`NxCz9OXRMr69F`*maph<?eHs%sa||k|8g?jX<A4M*
zO#+}QUGxmkX{dOG<<(l)k~@39MnJrJiNW&`o4p4GsLARWLfOVeYuIpKhCk$<6iRm@
zy1dH$)g}Pu7wG*W)ek%3@XwAHu#}yq4g#(CQl6&8w3R-!rv?`L6{5}XxNH79)gfY_
z?vZ=?3<o<BYVlHkq=zjSx@85f_?Z{a=$<`VTlv4~1b~<n6O<rmo&4&U#cLH~OHKKP
zHK0#zo;B(NiFEtzx}qqc0)c<B?y%RUOW>G(A{m=<+Nb@xk$->L?laN_C|<`!`*`8Q
z?EI2zao3^aH(8a%k2(&h1qOk3Jtcg%ig>HdJ{<5t%uLObb0?X>4EQv%`_hbwYed^H
z6+s>TL`ok@dq~rArtJJO+tYRwZcQsAdY{$r3veE}IAJVR8ve(Mx-bc+Z-L&hHFUb%
zcgMo26Zinm$mJP_pZhVmS&|eq&p5<w?DX8f6u<zU{XMNCTdN~qmS8%htZoc?%}L}r
z*h@{gERzdA$NUUxr4b(V>QTOG)XxaUO@|f6e??*Wf+1p$4~5@*$KMw8WbA)dbP-JX
zYTaN@9hoj`RSN!Irh0sB{IK!}X?geilDa@wCsbAdwf=*>>9FxteX!E&Bo+yDkve#k
zIz0GSP#e(7RFV+zOa0#_&HnyeWE|d}nA0>x?zN6=!-RgV?-xT^p&mXJk8Awr2}Wwv
zNqSga?JE+>>}z&YYEeq)th|8e)b15gszLlSJl6Wsx=f0tIyLcjr=-mc?hcL&0fK6I
zR#rl1{K91P$;noZ@s}u;KmhOZB;0VOOoFSwHF5e<ZhVGdq8O)^Nm+aK>bzL{j{g`F
zyE^8>{MWBV^Utc2;oditZDU1x#iy+521BvcIIvLZGOV%6^SJpnrM8jvcbiRroTPj^
zS1C}^_Fv3w)*?7uWts!N#e;X}<FvIwcE*uO=5a@nOSPQ3iU5r${5&(ee)z|Zr!oYu
zMTXseOl~7sJy}O*^inm;&?_<~rgAK_MW*{yElpYzW6cD6p$(76U7;4~_#&;2Z8JFD
zS7vam{5*+lr-pSb?pumc%s`8(>0bAqvTv5Yk#gyTnYs39wQIZvJ^SADJ>}ceMb!z+
zN>6~Ol^(COB0yG7V+beC(1IDGZa=$z$1cOtzHzwIKxi=6xQO|-$DAZ<J)~j7P2&4j
zFiy_>3wLg~cDahl*GBurI<?;!Bu)|ogEN@rl%_Suh?ky*FQ_dtDA8(x8o$}@@`3Eh
z+}|B|%{D~}wWfk)dF?bw^|{MBt*~QLRxgWadt1uKUyECGyB80r`L3oK%mr8D2${@+
z^9rSMjTi;3b2Ru#j?m)7-<7URMuq`d4XlKfYs70G@gkm6yRr0|J063$%)2jXKDv0^
z@TB%uQd#=jeayUQ*AX4O2GPz`VKk{qw|)5t+NgxO7nen-Fh;k8K!L)BoSoCJF~Wgl
z5e+xSgr4t3VGb`dV|ls_RF~pbJ0=b;{KmRgnZ~xl;pzJQ)OaozNODva8sn34$2KN(
zlG$l9f-=vr%4<PeDQ%7Ul=PKHUc-4rqN_1qklDY#YIR%)Wt`4<!5Kswyh*FOw}f9g
z)j8P}qT4d~%EEhz%Yt!e$#E^dVMUZ#)JD)%elg2Y*D%1Hq>sj>X$DGLJA6H9)JSCt
zSy^QL9KE`Uu-{>lz1SAs$2P=2%r$vO05(URxslt&5Ftz8F<q$B*Ka{g=6xbxq209K
zeeL@-r2Q6avxrGn9IH@YSfmF@xY}V*xwPK70f9~($0I9{J@_LcxsZkBQk|3^l9`P&
zG9h7-EEE?PQc7U$7NGVWL<y6MS&vj;S}>!oI%sO{h!oK>|JF}sQ*K*O4ez3uvlHFn
zYq31N;@~8v+kpu`E9v+%N0_}%rDG?DAhJ5>l>QwYs7fV}zyo@tPO0oQvKz#2Y5%O;
zi>V)%0#w!|@p-au7m6KyctiiX!A^4}&??cLaemB`d_CIt3u+Uso|@sFJ$vlpqHxMe
z@Moax3U~G%N%_r~JC51$GV3%GGV3JvnV|mH9cly1&47Y9NrZW_1aF*pu_Z}8R(qLn
zhHCcryzidwk7wm`xP&@Nz%o`Y2{@V!Sn*%wCzIlj8=eL|Pg7Y4%2rQsUR&}glCk>*
zlBpP{jbFXpr8bPzZ4AbAt0Ke5>Uhp&UeAvCp>&(S7*)jdDe_0&YZ3Gv=5RN~$s4uh
z^MQxqZ1&<`AX0rr+-}^o?P8+O;w9+$#^F2lu2EeXwl92=v~=aa5qrda$K&yeFSHF}
z>>$R+4~(%_h%OUx*-$)P_&~^H8shdImD%fOkPtFwoAOXYZmp>L<*K-kc~g`&mRl|8
ziHu=9a?i0uRd!Y;fzOY4wU6suo39ZWaX@Q{=V=9~dE?hYONRv1F}2|ubk07}2yd+p
zU=0rQC_<grsx6i0if(tDBqr~=#@;rXlD-Lj4l)QlQBucB5iUP&Gq(6>a|ez_rI;h9
zJ+sK5>HYyC@fJ8C{@ML=FF<J?T|<;8U#DcKg=Cybyhnzj;Uv+{4ZY$7W+z6EE}2PO
zQ*L0u7jc<L<mmGWQ+y=L0Z{mpi&ajjY<BjO-@x(#u|2A~`x7PQsRS;!H^+9KS4UjD
zhO818lpvbtVdD?!RpYx$7+#7KQx6wJAD8sLckm2TN@HH^A|qk2(sBVr6v4~zY*(*=
z`Efh;PCf7sQZ@9u&s8ke3p{D85hRg{8*D?8B5PP~RHlV<ODzj9jISxndDJE?BaS9?
z@1|*UNe<}!o%D+NB{+t}qlp8%0VqzH){cO*G+M95V>7Bcol0M4=8FPHP<EC{4Ys0;
z>ZkVC85V7YWzsoz@7dW)xF-|%6Qo109qBZb;A6%laqJ(McrBn@BaEZ)V#-~|Kc^Ih
zzJp5;HFOW(2Q$p`T$FSCK8^(bJ;1sL4htx<Y0H1`Up`niJ@uVqF*yUK@^^zDNC{MJ
zF=a$b(|=dj7fO8^U1u=fDE|=T`eF~e?N+?~ZRL_8T5H%T+QJ&w-Bh66TsZ)?8irr8
zjJplJRQYz(ICPLAW&9)oQx>N4zfm^h&q4sQ#8FX>rUjxUMrU(Noy1A_J#?wM{bC|F
z@0~SA;EJBs`HVM8+a&b(l$g=0Z#OmmkeLhJIs^=9vI&DjNDEdWOp)V5|9e{gfBU~I
zAY;Mh81^NdvZeiSs?s0ZT(NnU;m@6*Ru+<AL2)BXf&u_s&n-_d)Kx2&^;kS%YWlwn
ztpzhC25vDo&4qiH65{xnG1dNf1D?7JZ%JG8H5TGqXy<GuQ9jyz?@#cWkEb?|@(Dqf
zHI%5Lwz_#T*&&`e+I2LX=Xfh+svd4fzR0|&ge>k=DCfs{GTd#$x0!Q#Vd8=SsL_k2
zCRXnwH-Q#vbT0i&oR()?$}hd5Iv8QLKPt%LIkzM=M&}Yn^$AY`jZ!ed&sxv*Y%%LZ
z;teTFHD=5wK{{|b1{sdB!a8sJ0?DM!d|q)g`tWAyT?>DjWGZ=%j3a|RD&{HpwJ6Kz
z3DUr9`@5fkYfZL3;U0J_ZbainTs-mgp%qGn&iL#?0=HXx;`Bb}M&~_Dvo`$(<u$L`
zp9GqIwrM#~p6u&|IPg#k<UF6>H_hVeBA)NaXLS?uNa9FO_m+Md3@TjI5cE=J0ox32
zs0`H*D?wQ_8X|T8=3FYakLzJjjxj6CG)}a%6mx}{_qs$E<1Y8REB;One^4GcdsbPB
zY3edekY+$#_{)>T+X%(KYiTk7TSM)5qlxh)_Yai;RE1j;_?n>j^`2PL>}Oz<sEADU
zK}Y7>KE;=+xZ^N{nhLc${4eJ}RxL(VJv8v!n-iX}J|mNEf!b_q1uwz+yhX&Pl$RNK
zGV<j-65H~2%S+)%wREa7v)t!!Nx>+i_IvCWtd3>(3BArm0rA_i6XXN$tRnaFI8hQ)
z^nv5&d_*|Lb)e*oasOQ^Lzo0$z^WV{{75PiHh=0TE1FvIHsf7ToisLR?X{H!heC2%
zrqNukw=E)@*(W+;US=2*tp(>PZ}=>bL4Sr(g|Wr1tWwK#DP7MNC2Q(AT!~IFha%oj
zZrMATDJ~VPjs8KR>@u>KaNUO^?^c9snCGS8KGl<<U;7goE9%E1;3LST@^xVItp9YA
zXHsTK!Y-i8j+QPu4=6i)ioE~h+muIEDuSLLh2LtFfY7ddWH17^Aj?qST-%~%WsN^V
zq$Zg$<_iEX`Ma`)b+gf*YPyDv-)g$T;r%S=5_IAW<%qg}Hke^g*`~+e_zK|oXDa<`
zM9NLrA~5YK)W#;FU<oU5yI-XuMlS9>tlUiVL~{feavgl!6gO0fs`4o1`vo#;Zp$Xd
zA7>b_irCdRNttqIsmZyDIm>W@I6^o8ivBlqaiB=46rjpc`JIvb^Aa(EbNsIVX0(a7
zu{lWx(#DzvXoe^N;JxTEW$@?Ki_M{P=qc33T<VB^OKJHyXa{oE3$RT0AVDO5UOcfj
z`2EGKk2VyVUkjZ#->d`0j4qnHLjJsPudDd|r38=PKgD`a>ZEah3c0&o22zs$`kPO6
zb}3~^V<>3nVdH*}0E*T`4|U{ycrXW2d;j`7mCoeo(JY}y3vB_$9l{cj2johDLTj!^
z|Ltl7hsFNC@0^VPW>f0_ClCEUdYl>H?NjkSIu+(WJ`)V66_RBk%Tqumm3IXn&`3n4
zJbKmr|G)9ElmCC)J*Sk#j_2S4(#;*k@&eQw9Zqwh`x`8X*d&g0(CFIx#gBG_h_-SM
z!c8C}8PV=4Kv4GQ!r(vo`}JyF3L>OOSOqBCTyjzzSO4XGD<(auFn*eK^gD)#BYt#6
zqlg!e)hD%npFl;<m%#))IG&O3nPqs&bz}4vG&LNuy-_^OylT%waY6<mUK>{wulaz0
zTxlLXH?`q)lOherlR5%lEhA(&2t>a455Sp25pVuDX4EK0PKxP?Y_BQIf@@@#QqSiG
z6gLROsh&eYD8zs}^VaKgErx0w#=`H3h5<MvCc<Kfk^keUXqb5XBdDi3ffK}55j*E?
z)P{lU=3Ump^rY>c6(C=11w;0^>7kxg+sv!Y@KsILGAHK#uj<CrJr|FNcXv*$B3Lkm
zel*(vS}-+dzMms7xfx8r5pYx=fa0HjBQba+b0xqMg#r+)u{iSR-=Cd#f)!9_=y+Ec
z?(AcrA(yTRXUk(Xd0_;5mWJv6g5Li?T@k==deD&*v99}eotG9(fk7kCr!{-%{ZJup
zxrdowpePU+C9?8`7-;q0wyC&sU6H!Bw&%8p%K^pw7P02xmiJzs0*F$8gdU(bIX1^n
zgF~N@#_>y9)pY`CNO;zVXY<he6zIE<Yrah&ztsR)jsRG&igMURIm2%|EY<mr%%OGi
ztw36(X-B%cISUcSrKYskyz!O8yn{Xkfe=T$9sSJXM^|8DpkBxTw*!d&SimfRK)8I4
zV}5rExy~OyhBnjH<b%-=<V{WVMRZ)=>zk&<zUS@|v|%T%RO0@ILJxh(-n>n>d<BH>
zlP{1z>}pW;|3C#_>Z|jJg#Oj08=y@j#~y<KA0F6{H3L(Kf3g2n2Zwq}u7H-cmBOyx
zLKuzYdf*x_C2;t}Zby7lpyKFEul<X~9#*oq?smkf0N)&e5IE4)8Zx5Rd<0A_t3X=j
z@##pc506i`W!SC8P#reKT1Vw>zTKW|1=uA^L<O+dWps@aSv&PkG$V^N<)YNo$hltm
ziJJEvFBDL<P&xsP#iI|~|MH=nN=x~h@VQ=T&e-q2K(hta@Du)h6DT2$5M=N3(xzV7
zUXxR+_PW`WSXcfW&C8eUIL8Nprd9WHW<}eUz;7^d;vhuTeb^{K@C#HAz(KQnig&E7
z&c#~zZvN_%;*y?AA9P^u7IYP<$Yausm)?!h(lQ~?79MIwJH`rZ-~?G#`p6>Oe9sK!
zc*zRykwS8c$9uK?=w7c@&dk%UTEsQZPc8rf&NiC%9*yLC#yIvRJyojF=aji4_g44W
zpa(~wph`{GR=X_OCBCbNs9AcoC-d8!Bs_PW+Orm#Wq!%l{a5uU|K_;=__O#m3S?y$
z#>*{4HCcZPO1HpW<6?R5a8<-XL)-?RVyIAVw8ZF4o|KJ7irgJ|jQaU*+ErDr<UTT>
z<Vp(aNnPH9i$^&2F|9%^76?L&78%Uyw+A#P8+A5eQw-r{#Y%TiRJTu>>L!K~nM^g8
z5CmHT_V>c@*pRQ93}N!qOPNA2`3t}wc1C9xKaS29-sMQwAz6;qR0LN7u_sJ445-x?
z|E}qvr?Mh`tIyFTlfIm{appXK4!a1uE?wE!Qs|`H8aGVl*4@<*M#w*i!e7`%7-=-|
zJyDRBF)@v2yNVjwPJQIGEU73-#EY;u#UJ=-ILw~9bKp}`i%l0+Ia2tLuuvyh!A_lJ
z&yo&*4uQxh$ECN>8RpkaL$u4{w|c|PX%TNM*Q{ONReKb47H`|dXEIdEEOe25vF;&0
zf0838On4%8n7a~(f{W6X62^xpWb_=jP{O`LW;;gN1bt5GeRHjfZ5TrpZt@4nuo!3|
zy<l<hZByiUC(ME<KDJWm&mO)W816w)#29a)k&O4SdAv5a(y)=Tx-yTAS8_^s4FE7d
zowWf=Qx;x7sm~9nXGMKoCog}2K2-yuJh%D$9q`a#LqL)GU!U>zxPfxRjTU7l(&emp
zR@>%j?Gd3yYLky|7lV?*y->!8VNHHHtaETP@+qR8-v95}08XLIo(T?@w%TvYg!=so
zXxDW&<<fO@<3eR{@v_|GMmuNH_g<p%7wDSg6idItISK7byHFZBlmhjvS-t{d;0xZ0
z9AMlPT|Hd#wv~)AyvXtcq2!DOpvFZ){(9%=@twRBl#g@yyZV=V2L))~B<k#8DadSg
z!sMqrrI-`zy{lumZcVhBAq1X-l|Q2-GcCYE01N=Y*wtq+Tvx&-FDaHoFIsL<tR>sF
zNFI`SAD)>vAC*BdAqGIi<5yX}+lP2d^N@!3Z2~lR_)>8{uG;LgPv4c!VS~R-T~MPY
zrv33DU#VIc>ing3oBpS~QHC;tUU8v2tP%ZWmo<XQ4k9-bI#$U(Ro>c0fa>-A5&&jW
z{sI-5`seQJ$S8jt{X1{ZG@h4J1kyKRJzW}fD}VO%`GAqf%#*1qVX-Vd<V-0GQ~yIp
zL~*Z__~PJ53?k3cBQrBIW*8kXMR;ynW+YOw(-SCjof1RHb@DQ#K4mIfXd=8phqt1b
z5#ZH}AKe{5+G6fFAh$1;A<H`V?;fyNm^bxM_jiDpK@ITVTtkjC|Nar?fWxjN@{F->
zB@-+mc6YP~YackBUknCl)Wa<-?qIZIwSV(#FIeM7d~yX*M#o{>lR^>Hq8+HNiIL%+
zNH*CIZ020U<8qd7{`2X%=C+ldzd&~!V{nZVERH@{nrS#?`doC*ax_)v5wiGt7ZtM_
z<#_0<n*DEpqv374ooEO*QvQ5G#-HY6D!B{{gQ>SYoLyyq)^5LTr@CiQc2ZkuDie*f
z;}NUBeQ9A71@G&7i?n=kLIL%b<c#3fo-L(Jl~K@q+-S){N2`Hz?uQrLMl0MF2zB-p
zspEK0r2%J2R*lQOp=}5d#FV9ZOb|Z)qyA%xHl2DKb06rG^T;=T2bwM%{K~9<`U_M+
z=8ejEKYCwV#32SdIm~hL!noHN=*Y(6h~eG+r#=jQTfA9L48R=bZJ7+LLqZNH9yXz1
zHMNV%8U>72q@~Z{Y4S06Ga_A<qRVMPSVq0XTIstr3hG!VtbRD3&t6Z^9hzZVzAM&|
z)saNy#<?g;Vr}R6rjC1DRu()bYNDhnj@;qHY_;v!gWN-#oDyXy`cr!ew&u9fDWV(m
zU9JHd@=)p)tU<HW-m8#aPqvCAe;l?h3#tTMVvI3n336^hTb8PD@qk`Bu5CoOGs~Y*
zq#JGCxUlDYind>EDS<NrbeIDzDl=7!dVzFLB5b$I?NpWYkI{Ww>HyIr+Oe;+WFPpt
zuW<tnPBR(9%`vV6i80z7fI9J&Dfh<p5>KIbG8N(CCpphyG+jN{2V$?@D#n}Nzab_X
z=D?1H98B`IRnk=U(|#bu3d(A#)Lk!R_y&9XQx1dOsQX^6U*irInAkJ0a~o@LG_a27
zOo0GW^$VmwLxzX`&eVW2grWo_-#?8FtX7K1W2iBVf<5{Y%|6iMT@-PXw#ymWD|e1e
zAdT<J-ZaF&=gI)8qVTN-2aJZ)4P0w?LC}nn=_hmqtLrA|)@uUGhDPzfcav5N*c3^S
z@=cpI^6R+T6URp%&jiR|%5vgbSXqb#&6jdB1p8DsQmp`yOo)pY4j|NTe;QZ<=gM}*
zmJM<D7KO8AUyZ12_py91ma=uCPxW~9m9NTho@OVwkdtt;b}D{#Z?)=Tu{!0lEPLkd
z5Bq$e8N(DMxWy@g)e~zClLpPPvDtNlg=Aa(fs`b9uux_V(c_6*`K}5pW*C~=$ZWL(
zTw<AdcX%!j5Ak~+D=1-QfXe8-M!s74Opwr_(&rrHjZ9+<_H7{ng{6>{qK`z{(~2=l
zo|_E1)m@YaEOetiR56_VKNGju4!+h$$GhMiUn0Nb7M%5NdsVOb^8Qpe`e0$&*-XAD
zgK|E`u=N77GtYDB<@kJuXufOogi!UtbKf4qGEIAf<MaHO9|Y6cCrI&8)m3_!DxWMm
zX+6SHC0C?kK@@fKY8L6CL%cv*9@pUuWW1yKmS$Q@)&9HQ*L(0v?P`A|V~=iIN~EJf
zUU66OcQq;QT9v7jjhXQ!rj)W!T^++gwJFn!?y;YuvEq)GsnYX-T6W3JL2v(FSh!P{
zXIhW@eu!@RT!ccTOl@KuA#`y63aRuKK)kZD&9V9lNkQ#MAE<)@pyF8F5ANf?K*IR@
z-+KxzS6s=!21?k2muFMvJd#P4K{H*>I+(UpiHnP+wI_!qxbY5rW1*YRkxY|1LSi-j
z)6&5;^#|R)l>v7Jv1#>V$vay<3VxeWs+7`uUM;<^&=Swo5`SQiZcXG&kX4c&I^5@x
zVX)C8C$cce<anJ^p3m5vm&(_8^tZtVBk5ku%`Wi5e1!2em6D&ul-<QK*jL_F7G{eq
zNkLmL@Mzb`mH;C*+__qJg(@3=CMIyuufnm85&0VB*R^W#0lvz%e49h}R&zYFQotDD
zH9Ic*kQMvz59_bDG2VsAedjYX%C6O$Xo$V<Y1G)BiQBHrSg;>_0M93E-o3rdt#|s`
zpeF2KZyp=$uPZyVcZHxKmX<bXsg>q{?(E#}PPc(wA*9EnBBWy-)bs&?gjIQR)Q#9M
z`t)XRrM5B;PCgLFq)U(#Ru`?)3>Eg;Mdj;!amx3?#9lK`M+O4owauK;Vx4R3HcDnG
zw7v?}3S|Bfni#shpwulRwqb4~7rvM=7m<+|$-3&AM58MW=FW!C4fcXzRca^@{N01f
z0#5OQfC2|>_F@8?!sj<3#T@#%>eu2z6U-zBhzUmcM`ok%7Wy(#KEUB>T5!nj`i>@=
zMoq*E2e^nnlsV!~=$2t13oVgu2%@h)*$5YTb>`X4R0hUR4k=nFG<BqH*e+MkRJ12o
zbi{H;_LOYlze|O}V9n26gGI_cS8+{9=dD-<RAY?bGZ@iD?hR{>mm<JS7y`QKB5&Sz
z4GeU=W~c6DCq!xDl!ik|+ECj$**yl24aKm09#`pQ2qWs-diVT>VHotH_1e`UJ~$=A
z=&D?8mb)mvA55r-im#Tp+imou)M3t%$O(Vnv=Mcsfyykadh}o=d>@UmJBkKX8iC6V
zH!Gx7842yHFqTh8x%Op?1jV7>UP!`Rilt3iOF!(bf%m-uBxl$Da#~uwR!AjUD<me6
z;g#(!`&Dr?lsstv0Inckf_t~BwMsmKfbfmyCwI^9sANd%HDXJR$H@V?g4RTnp7m<)
z9Va*`!<t&&WJ6GP!r#U>6-$J6HsF}{aI+eaITLPr)-S9wm7uFhWH`8u%QuEIHN`tn
z)MH?oq`g*jXzjiDc_JL3lkj=m=8Mmzg#7AMh6A>6|5|viYDxlePD+s-ql5Uz+A-a+
z&GA>^eL{3vnj#C5*3+cNxl$hYoR{L_@?&cvH1jUc3F=|Zk1T|w>NZ0ghul_ovW~H<
zie`-Czp-}Vgtf-j%&tp|29mCmqY}DBUg!L1I5A5wA}?^h6fXkmgUMV5{Y+gzxT!cJ
zwmvWRl!7;uLmYh@_T~!8Bb@RI{lU#x#DyTO)fRa`;d6xmP6WZtsh-?j#^#P-%Z4el
zsSpIgsC?L!J>XzWz-AOs!iG_4J`Drvj1BRa!1!--y_!BFxXEd1h><$0o)NYU+QXjQ
zC~r8cExqYwgV{AQ1`g2!767kH%STO%&sV4=XcNavm$owC$ku+ig2mgGu*UDX%Efbb
z{IVT)x%v$^>FS71oiB4n@J9W6PEhZi<{{G)8n;;B;Ha=wlIx4V*Xn#`{{nXZ&uogI
zaJE8I47n8PhKckjY1+mmWm6(yZpgb?=76-F8f={S$O`XyOP2FF>u%mPe)Oivpfquj
zXSB~AaS7bHl6&v-zt-ahP4bgc_Y(iO(y!RHagC(?AkjboS?p%I1=DTlaU-<eN_RMR
zE=3eMun+_(wzHz`a*&!OyOOV;rmmOy-Pv<Wh+X+Pp3t}BM^I-4EyZq5u(f=}eJVUr
z%=>O9q0Nq*q~dMo>eo<#xx%e}3#TnEXqB}zP#%ku?ZE6c!JAiYy{DC*Y~BeAd`bFV
zHstc<21>Hr5y#jwn)$@-B*N(cW~qMu^_!V_zhFHyO6wz!_|=0-A|0`5<)bg*ke4%E
z_H)=;n<|MAYxnM@hD_5w6oj5_r_u5ns~Y=#pd4%-o|Gh@5A(T#)(Jm=O%#X|A**SC
z>ZDi(*dHulNzeE<zXZ0YGO>@omy_U#cN&4?2{7WWybbv54O=5P&OHqiKSxB(C_X`a
zt1@AWxGt%Ud-$GO(o+j;h~-Uk?`!@Gv?#R>wky@)J>mXwF_$uxu76%1lbe~9DI@%~
zvb=fpu<!ycfqlF$(q^R=TGc`7;M)?zVpkIp1a2SuTq;bHsHz-pQMbRg)G)tC?JCx%
z!kM`Yn}L!V7M3FOwP2+|qq3W3n$;eyqcz>r$X*za2m!bEUNi?spS;+534IZ#g9NAB
zLTXN3L^s6V!7jA+l5osnku0Xu4NY94Yr`C`M?IapnSp0=bdQIqW>U>eCt95QBNG+Y
zMqPU@cZfdTJ{Y52SwAmBy=>}dglv;_nJu%X=;z}XC#5LY+4YVumi=bO#!xCN<M@|S
zkFV|>0Pscw9kMOYz_yus4D2ZQ6QDoH069~x%C{eICO}2C!j{KXw6C^fLg^2Ej;l^_
z)gb^|`F3X}$<sepZ>%e%SPS_4%|F?ZWi-v}I+MJMAvX$(+Fv0(-T9CPlG9XVCoyG8
zn9!4?ti_I7=ec=t)|kem?@B0&c%4FA0;}$9ql(ab-s@>Se=tYt+wUNIra(3F_4TA;
zE0W{T>l~<i#^c+g0CI;49I*L<_o)3*c|)N(ju~pMJv<e0XAeMKDKpI+ifVngRq98F
z?7*-PaghUf<3R6lBl(>L@$KY2e@1cztoyp^Q4auZGDQ1+8@f0KR5-h&9||a5xiD^;
z9R}byfz_1Try+O80A442PsT$9Y-)jxUo$!+$cALTUgI9xc{BRZ@R&DQ*GR%q>wf&)
zP?B@UR`K`D%fSY~G)^cw2_|F&6SC|JVE5a+H8#yR4*_Qx|Fn~?Az*jXxdMPHzx`oW
z2w*c{?>}q?r~YN!Dg989%94s&nzLiLAdy(&YCswX7WSzDCE&R*fSjiX*oF#aYW~Ah
z(>g*_GbwuXTLxHkb*o<^Gwbm=ZkZdx?swKYh$&&9d<DO~0xnMv^4-t6?<V?p&;IH3
zX&pgq)W;{`Jv6PFb~cw`@H87hPI4fBx=AgF78|EL=B&bZByA!G;DaxH6@@!D?e2fg
z-^KYrU6X-XNh)RmP&p~n<NiXP0nX}g1p2@DUkUme*m0?t-`)oN0(~s<@BSm|g8ti4
z)~Dk9L4iofIX7Jtt0<-4^(Rt_nQH-my(069!y+@XZh0vFmZuQolqcDo5fSBMwS4Ty
zt)_u-G_q6fsOZKphFQ=_m$TQtad?m(2-(PZtAVBi=GwGqj8TY+ZJ~C;NW~hJqx=4P
z9;mqU3k2;7+#@+#1HuUe*f-<PQQ+-#T5^<xaNXT7K@gQ8;9YP>a1Qq6)<ezC^^4?>
zO(o&<yG~7A0oqsf{z~&IIZKXo7Cc@X>(c<JibyJtoidlxX0OA)fOF7!(tUN`Xf`{Z
zsBjqdQ>eB{LZ#ClGB@Xc8uq@kk>oJPid(`i`>ie|-#Z}$(m=Tlc==2Aeq^DuFBQS3
zT?Ettj&KShhgPUN3eBsQfQXF+$kY7-{Q{L0+e;t&WUcH?Pu}Cb`KWYMJC@1j2~lfa
zFweoNT1mm1xejnG6E2^8y}H`Awh_*_40G*Un-R%fawVhlXUoHyt3_HWs^xa|$x!d@
zY8Z#bRAtvu!Rvts^it0JWDz}NwXuhGFfcQy#-jjxwa8F^KB58W79PJ5dZw!!;25ne
zJtK4DD{`0!nymFLUS@S7YMf6s@y{<9-(jJvVSjWEL;)LnYURJ^ZXPej-&ddIcwW74
z6LDAz^{J*}8JX-4OjH{M#vMk=%}EXK<pKb<G8q7>krV>R-D6v4rZy=%g<t1XoeGiM
zOY&}YEkhq)zWjgOMC$MIox3FbUXuRP3DISPZT|fHPFaCbjj0ipBlHaPoHRIbs{5Z$
zNP&{qHT$$fDSiOKr*yyh_QiDSXdm%(FRsQ3+h5-f1u82s7D9%Dnjap&aUX1t8JpDu
z+~P)#*j+fpRfb&k!{LLY_jls<r&T62V_k!^BjGp&#F<yj2AJCML4J`7l|bJ3uamel
z9^%X&3LY|i?u27Dwzzb56u}sGLTga;<^6~LOUOUuPy7r<OKqc%6p4SNjIjKGctJ{>
z2i=GCRsVYi1Go*OAlb<JwG)q*tfDKJ`%AJQSU~{*y@@ZIFD`JP-lF?z^g;OI<}WDa
zecppwZUpJWaPCi~dcGv(8AaF$t_uP=*oafC0G0+b=I4d`=M4#$HLp~;>$|Jb9a|UL
zDF|1rTnpS9e}NQ6YzG;Y8>bsd?J<WrH_s$$@4`!Q->O_I$4ECA?qYl$OAzF!SS8?Z
zpk>m-)$&iw!-FTyX8e+M!dz7;w0kD>qiX#67wB^|+ok6DTLB!I!#;+k+7vW!%KRL>
z554T1xVTOcjgvPJjQd#?H2ap1InI+bKhC{9u6?1&a!5#=V3#;@J{h1EU|EQsUQcEc
z_@NN=Dn!}-ul6Vc%iP5jpE<lH8ol=}S@ru1c96B&;-Lfu&4f3nfJ`ab=oiSvzt=$l
z75$_36RsHo2ST`3+|}wJU7)-5v;*&|l0mhzg(Bx0&Y3!4SA);dBEIMc;@<0I_B*=j
zdtNUn72kckgPoO`35iI&?6Q_DKhclL-L?i}`|OHSR@6azDJh7=^3(?4OAABL7DG@R
zvilXyXpi22Mg4XfT}GjGBtbgcVS`$9Su0dCF^y4lqz89#Zbp{p?I9h~RRX(CC@HzE
z`AP!L#&1vc2qFgkGPJqvO5vjD5j7-?O><=Msc#0F8%(y`ttWI+iY%0;s&eNv2pR}(
zvi!M)IQ2ihcqLEvG?w(O$MCDkCZQvl+R4VRIpVouw5#K?N?fUE=`<v4yvM|q=B43>
z_6&XDsSYzA-uGx)AtS!y<S2M5z2eS|st!&*W^NGpnMCS3a8?-|#%>gg{=v(mTWs~`
zL~$dh)++V&QE`_2RP+Ge!iNr`N%1uzK3>U4*8;?>VZ{YTe@0c;rp>f0ht+u@=iZ~j
zBidxm@t=*KGwnexIZO`GS8~3cP=d0m31UR?t$6k@Y25?ASi+REP9h&Wg4{vJ#l<5(
zx{@QCqIX7Qb>rd8UzJzc?x(1e#;9aPcxDQwuI8efAh|n5xhx3~Ey7PU&qVBWk(Ab5
z`V)g0#=LV)>}K=F)NwBmXn6)XpUW%{$v@1Qb|X1sB=h*xCP{snzCczu5*t?{NMIwi
zbtp!EKg8ert|dH<sF|aj-nRNgAs}aI@q6^y=eR9@5Q3<j=0ef(5lP=S0-|cy+(AnY
z(Z*<kMf5GDCQ~8A;fuSNfzyz8ZifuP911S+DSj8u1=FL7=rig}FG_6uz2!??I;b1M
zA`*iu&EPZ4ws7;EigQrHvZWvv;f>O-?Ui)sW{BP8)$C3R&+!a!M2*+q`5`QNir~W3
zaX+&hHO3F<Ts@#W1;@RrDHTm)75wbw#Iyesg-1QoY#&~dODBhMJ8whHKv8;XtM5ig
z(SBg@Nw-P-HmhQ+FfjZf$lZ6%x8(J_B)j-NF)K5N=kpb&ul`qcZy6R>wyg^n!4fnf
zxDy~)aCZ`dh2UOjaCawoaMuvrU4py2dl3rv04dz9zm@dv-QD}1v(LWIbI*_OM^RM4
znrp6Fv*w&*j8~chxhddr)og(*&Y_ZCWHm>B0wtvf;vfo}dxl(@9bfBqnMFxA0Nq^F
z66~?DrGB2vhT$qk^;G1>xayq2(|+CNu~_NyxWz}C%~0LS5ti;@`%>4wA8^;nn*I}K
zi>HuiE{l<Jn_3TV)T_esYFB{Oa%{tHwNit~FNaSV2exo1)pcFpks@rF&?KQ}C~Rr?
zOuIE8=zhNf@o^`a=PBlED?<v&8!yz#9Y<qm{KWd%(i71Zvvl9i)j@TJYBtX!LRje}
z&YZp^{~Z6rnfZQ;>Ou=%aa<>twf8X;zNpd!aGkf+ep^bJ%o!tUYb!3sHFUHrMimHk
z<$8AvOLI<yN-he|^9%^~+BF%?o+nnU4U4tLzz!YPb!gzt*@{;SVRMk`=h|~oK`<J=
zg2UfH^~nIvs^XCHIW{~=12$0FnP76a;8CGU2aTe>81S9+r`vo6&=EbIx9`4PP0M(`
z+3dG4ei<mz!I${v-6lq=N^@9*sQBcWeyq8RDymJ}x~6>v8yBASRzKZklfzUr$q{c}
zvAgz^&Tic$>&QzfN;E2XqSj+*`S07U|2NyIh^g#Q$+T4Q@Bd&8D)IoV!IhI|5J005
zC~dO8#!xkL;dB2-VF_aCNeiOE30h~y+Z7`41wZJUM6WZbt9`7>5K|buIjf+bdwAhm
zb+`_{dxKs(La6a#8pddNLd)M6S70sXt{Zswyuj3+=sI0SR4v-;Qoe~l*T(4K`vo?f
z|9!%`HwhWHR;&!>8}H_Pk>5bO&nxaZ?Jgy5Uo?9%h)<tsKK^mGpk7usp+{vAH4dr3
zK`zWAMghsx08|uo`p4xCJr8JKj|ubot^t=R-um`>exvYvk0=9eMgU`Gi%ZHfBf#&0
z8?&K4g=;)-Q_>?mc_0iFg3_&ixRxJNVZbS(q`xNKF4-frN-y}pn08*{f_s8qM(j^M
zm%7JTbVpa~v2Qk(wdS)3m3v8DJN}x8tfldXDg2CSxy0H|#Om>Q(C7_$=sGW&gXsPA
z!dZFKpF*<$jzR`xvfJd_mU#T}YlcZuZ?r=*$N?;xr%+YpH+cZYePtX!aLwDTviBqc
z_R~%D*BXz5Gja@G7!)|bqMfO({0`bP2O9=g^$flU6vrn&d*LI{zUI}Qr+pRIdvO5`
zXqnbFKUowBUj6a{n&WzLS)qu`*>Q!sR$JlkG-@ONrhG1TeIZgmsC=bdPWZL<0|55;
zdjS$2@0Q8?>YZ@SrNrj7kj`S-{9WY@WYqXKkOj@f;e~GE!d(Tsmur8Xnf{k&QkIN=
zB57$srP9pT_~&w$1`jIr>WR81ta}*;{da}%IzQ!YtDH9K#&}uY^$OSvAxX;H%UCGA
z3&baXb||Vw&os74SESK|gr}eve!nJr>zQ$P*9(-wLO<;~BW%uh#yxc8+|qYHd|U-Y
zDG+6IE(HeLR!jg@SXS>9{Yt87MugK*g9>f+)}D03Hs#6&gCA84h<BheKrImS`qcm7
z3ftRA-FrNh?6M<A;Wph^Z?Z*z<K^VSVC>{Dd&yv;GYxf^34aLhxYit9kr}v#`*>lr
zM7qpXyF=;~LQL-9!>O&2oI*2|`<&-}LIDsb{%YyZ9tm2L?tCE$EGdvNLhV?`4_z}z
zKob+$Ad*CIEYY>81~!XHKuuE~&^7p@7k?hh?5eZ#g?j<Uul4JSN1pe)t>ceiP^o{=
z`_bYfg->vYuFa<sba&kegm}Gj=q+4(s`#;-f(drwrREBeJ%CJ$;w(YDlOX-Dx-WT~
zj|`z?RdKAV5ijy-o)y#Rx#T&Qugs<$zN*gJ6NIP{73h0;B<$s<lg8Xcu-pZKuC+;H
z+crJkMGz12Ok~aXJG$K7k|lF}Ug-87^GmBsHnt{j7c+jlE7fH>I}z-&CAK-K%E+-%
z0`ibI+0}{U82(f{kBaI8IX-Kid59dZR9XZtg;B<Zr{%6b_Z=t;r9FjbmYJ}0EMU_t
z9i`AtH#`+6#k<X{q{6gLAkA4T<5!+7t>w?Mw=NAaCFK9|ltSQntt2v~f6Tyo9c`BH
zxP{IWAZ`z4&T5@0MW|;rz<L$_$#;TliW}2FX7&zsZPa;h8OUJBswFQXN=O*;ONjAH
zE(%79IlAUx!;S5eA|G9}GPX1YrdLompb}Bm7}9>vEg~T8E0tQaqB{>0R2u$bUAl3S
zId8ic+}hXSyt--<Ia>>qCAH}Xoz!M}Kso|%UVf&bem%xOf7`K4GUL<(VRGEEn575{
zGQyAmRrv?ry)F+81r-#TIVabK&Fl1Ti(CzD`aRx!DnTBlpb_WFFOdP$+-O*FdZanB
zz9%vkmTFXQA`p|FOH8<u?Zex-nug7klw|{&7T%cftkYcr(iDp~4hx~JWmg_@$LQJM
zJqG@+NGeq9L%b1Q1Q;ccz$v&!9*MMejghE_iv?<4S7sai8>qyAAq4LM3F8ow3uGa5
zC2>``LM*Bnkg+r^ot22}*`poCWIY{5EfqxAF*dsR7=f}5q*V0`&hBYKmsI4ZLY{FF
zyJV{j|1(cvRl<Z^rCwWd+zqRd6a<6pPfPXiRA>96HVPud-LA;5J%tW>W6u_rMqZ|&
zpRMrk@QxkoZh_~LsnZ_9p)&pHkO=$;pS13($llIHZy^iuP|(ijPIm!^Z?f4(QXdFH
zm)aJ%2MX$!caDp5)((6a1KNfUskH73nHRSEQ&JCa?;S>+9FsE9sE-1pnJX#?`9rAN
z!Uh|#76<nB!wt+Vl}Fdgc%a?Zh+U<Ulxosna4v3ek*RFi<Hi^au;n{Kp-=`%tjABO
zB)N(!MCkvp3$DBq1-3qQE59NiO`NE|W_STK#^2|`f1MZq`I=J|(ghup%JmbBV7H0h
zDJo%{`YIso?cm~B+%M4EqXY{l{+N^e#Oh@n9|~Q7Uw9?_zSMS+0N;Zn#`nmRljW|Z
z1E%~)e0igE@eZ6YtBoksWx37Xat(qf9ZIxX_w0~@W1%vGtnV<O?msHP!gp8fo5ae4
z0DoYf-dMZ~WRr}*=6niGe5ro4*`_KNsV3;@Nd$L=1m&D0JkrDpOAFVr#4k$x)X#U-
z`rn<7zQMc_tCd7bO600=aUrC#(+J*p_WTq%?sm!UP{;2Jly=vaOpH7aFjDqg-)2w;
zdxXT|M+1F>6S;g@yqi3lUX2!~F0=C{s(J+FO=X9`^BH?yY-^+l<UIX-_cM3ix&Q-@
zu;GGv8_QJoRKwH@_{QQo9SVyw@S*68)o9wfCaQ0p$j~H~8b$L{_X*@T_|L=r_vle!
zT*FFrTyv00tqwQVA>a51q=qs!ih`??p(V5!@Sq9J{Lq*Y9uIk<L;B-!fKDK_9{Cxb
zM*OHeXl*zDv*fg1m6;FLW29M2$5lJ<cH<~zPwZYjbmY<aund<HW|AR-WQWNSOvQ0j
zXQ#Ift8R9RzXUrbJPZvjUrHW}HGRGp<diuz$GB>-5H`wo2;;_*qH?jPNnmCZVeeu+
z5VN#M{(K=6;ZpeH6tPA8O-f~|$HW<cRT`T-+@3k}(A?EKA$09Y*RV`LFe#J33+9*y
zm}H%<VIBmX0S~GICR^jnceML@oM!p)#G&XQeNzQ#oW7#%99oNPH5WVIse0shW7Fqk
z^~281T=(e)cym4uV9Gp%em!6m(*DfQT1HiI**`&H_hIv<-!?uLDh$_Qe!MrW>71Yg
z>TwSq@oj$uSDt9hfclmEY3}A6y4eQ$JGme=9qM!<l^B=WCMM^mKzhsyo_jO6OaV7N
zl)fA13iNK<7wLVH*FdBj;lH1%CTGK)fg%-dBmZrH=S~7=z&x(kF7Ml@`;8&tW?ke&
zO3M#<k!2+BRUrT*W9o{hcchb4DN05Ab(JcJN-y0jsPLj!J~B3Rc!qNUoy{opz$$XM
z0nH@T>T_@n?9Ha;f?U%ZHl)Y7Os>m)wK$3Z$E$wY>h89POCqhY&#iQF9Y&G_=QOx`
zk_<P*AU+DEXQvMi|8$pWJzlF1ByDwbfOU5KfzK3~s-C;BxK3@t9JgzI{_<@<XoG}4
zVI}x%fhe&)-Lr~Wp=JU@%6v%Yefv?G+p^}hw{hQ{T}GLsQ_2URZe`D=DNFGAN)D-}
z5SwuV{8#G#f1BL?$+RdaT)y|4%>Sl6h!V`R*zZHXWw^g_kG1m9W&kAAi?|K7Io)#K
z(9GcjLd_ytK)w}2^4{zt%;gs9eGi~eHq=D&3TGhul@eof-mSo%VTJjD!wq_P3E(Ae
zw}6y&g>gghd3B-d&~G5gmRaLzlX|0Ds>dpC_av4FkzIIK6$-VT`7-#mA1;8T^2he8
z$sLRKWuUrs2;kxgJ7;V6e*<Bfa)sCr+7&M?-X~(InK$F|SYr4vVbFWr3#(U77qr*R
z?xbJPj-<cs{P^YZW+BMPVVZY6u&f!8>W1*ax%nO@{BZ4kobzV~Iq`yO8wA8MHOwI$
z!3PHDHRnnbQ5~CJI0d3Ik77MhURt@_LdY(MfsDAcLE&QUT6JqEXLSCVYY4Q%X@9D8
zmh3vos(s%d5S<dwGNL-;3Sh(ztl{m=ZdqSH&OA=6H1b>@9;SWa$6GcrN_aP-N&cwu
zL&tg(Ci=cw)S9VHZLMKyqu4deRKz#Y`kCWi68N&n^w6H#W1$S&&ti8AW>%~_-F#M#
z<4YT<JGHpWFRN0QN{j3)s0&qN`GYU&Ah)@I52ZN>I*K#0cvT=BJFXabw5(CvLcJ{>
zUh2o*ci!iES)_MNl2CIan?{T`#dv1$V;Xz0^wH*lzPk^bDSUS3S!v*0mUyFDeUm6c
zy5d39y@LUdtlK?3gE#i>G*ph4t?%d^dF=Aro)U`hDW0-`n1D^{RPx$Kes95*9+?k>
z(z8Aq-7gljj<>L6ZTT?#Ax-FNJ<iGRN3mnHMs~^4X#E72wcLc+?Ri!ol;Nu5L<F1X
zo|o#jEHfVE^`-#@Kf{*gca&=+&W2cm=DKjBwkNKk3}HnFZwX6d#HWSUu@O76yBg;e
z)Sq9~%Lb`tNTWJ2E}~St5QF1Uw9D{n1^9^hUCVp4dC!CM;zjCpbPrm(Y@a*3??fhD
zW*WnAdPR>PamwhgpGwcXsGU9#NOTJ3LMBf4+z0RUHaV5&S{h5o$NjK!CmW&$bN1Oq
zN)ZL&XQJOQBnSylst%z-Zo$wo>|XBqZzTs-IWdReIzCwKMUg`R{V2}N<0|X~)<z<7
zwwrK2T6m?GaWt)VH?T#Bm*6DIqE-@hpe^LPeW?h7-M-TDRf<^KlvP2x#{gyQxgH!&
z48+L0;oEmM76(Y=XCx;_HDTefn(x+}k8!N?6FWt<sBBXU&vyv$iyd4CF@w*__#i{u
z9v-*GjhewTI8d&QcB_s!2~9YNf`+sEQY)-K0owugN`>0+nvBHOLh;Wq><<>zUn>um
zs=~qE8<2&Ew(Ot9GI;x+0n2~zK(J0oFvtSWn=9$QopP%-v1RP15o7>|B22k|xyg@1
zDnk+DA1E%M9JVAJ4eG+hJ?&>3cGMuU9Z6LalQez)NwZl3^B8lajgT}5&6ldJ{f!hs
zm&9pm<UOK_tM!2wy;<UCmoNv?FCVDq7cdi_rCwX4%gVy5eQ?V%yM(5d=Q+T6lxSUJ
zwg!%zuM#Uge=|)1Vd8YE@BMKcycJ(fGQfvsf=#1e&-QZ4QsA|R6Wkn4lOIFUcJiP$
zfq_#u{f_l28(g17v0MW~z)|=`<yCu+f@asT#H-4rp!s<mA1z`mQ27t}i`O&YNbPOz
zXJ6Gip^{^m<@8`yNlf-zoZf)l#^c(E<>KProR&{t%5n%cSPBt^8f?m3nyel&3e|IO
zERRO5Cc#)-QPzB(^bhncxQQ3}qBaN$1VkP`M7X(&`jrmfW3Ud`gau0XJ&rc>|Is^!
zq|s(Cc!h%-OQd$3U%#$iw!A*XU^HF!C>pU3zdB(M-g+Z^CzWtlKw+(f8QZj;&~u91
z?P;llC1SQv&fTf()Q@upbeh5B^<|HEk;;Iu;RsvSa1`8*k#<CMzC&57cMB5r)A?9~
zaOy|BZ|YbxzB4#8g2#5GV;`2cdCQ`O3{?k)VjquJB2@{{Wbc8Q66}mTIIC?Er4%LM
z4e_YXguavsvWr$ubC{kLeo(D}^MB><eA1IhGZQP7wfFcGA1#p#rPliy!0K8O<J?Vm
zl$?K4&5xrH?#VF0@f!#OToK@y#w4DgI)?8jfK_8jpp531tD0ikr1_1}-wYCATEGAo
z;0*t8z^Y~-7J>8ZO?Ehl5AHo$Qub5}WBw@nP#t99a#UanOXJ(dtNvK27nMR(THd`(
zP3}A^g^RtGndw<cCTF9LU`Uizxq29X2Y6*fg9KRuY7ciYfWtYKX5eLD(JV>B%JqGu
zG7#!1?yh)_m__xBv9-pw0F^L+OoSo%m@8|oQS(+<zV2bFwNG_wnVCz^gOpddh+Iw0
z_Zvzmk+dsyqIzZoRs2EBtO%2*)S>t~n1Q(dQ>lQcg%ii;szIdKA;i{*nJ%{tp}dY&
z@9M;xIc;bfV5VrqKqACX$Ml7`K7%f%`rD0H!bita!6!x<=j=>J=#zBKf-HO<s;j%N
zSpX(UC<+SZJK9VPhknAs$vcALW$T_W>;0z>r!fI!UvN72!CWc%u5#Uk@9kL<4=h~g
zTOjlz-MoEve%@*B$0~v%!U{5mTA1;6)1ja(0ny?WGx<Tgmr-Vd@oc@=^ryyB^$7@>
zP+M_#(gv8evK}G`4b8FF9$Xi*E?x2TzG-ShmgTLlRqUEpQpoMNZ>RPAS$QL$!>+_@
z!GXNm`UbtJPNJ{)!%VK({QRc6A8o}W_KM+(c1=-V(0vFsT6kr?pSl((CVHP{$OrBQ
z)^L=1aavTGhNT>97S>&r_Uh919SGU&s!9{^ZX>as1PVd~4z?o-3q9|vG9&vF&7KkW
z*v#ZgF*rlD&@m|93ih)c0|FJ$%vp{6lb_YKu0Lj|f4h$voC7u^Q^2+b*iTKAfQ!sk
zjc+FUqUyx-zAuMkh|yVUbDO>F3e6O*!}B+TH)u}@pG-4&_*e$)G+?jGKHJ~h=}_pR
z?Z;@%UnNr4vAk0x3V9uTi@(x%fiu1HvkJ%HeS0eoGxQ!#YrlWUeAS%pdP7?8vO4-=
zPq$`SdzX8AeaRR<*%T*OyZd$l!_y+K^|(CFE`J;;&9>e>H|811r;j7V;h@1z`6mQ4
zdDc7X@DBpN&aQ7xO4!govp%ah#4jT*ggD!BtMU1^tPkJQtS)_BVc&km?+ou~{F5W>
zr3U;cf_KY@X*a5`r1Ju*_eS9SR-7gYJGAFR$ZXaN%|}J2K$$L~{r*0yx!EuD-5j&Z
z?^~5m86%3nYKi>7RRD65MXyS&lYaxjKBqiOK%p{q2tVh|YgCgGlnJ#ksRt`agNgey
z1~auRNEslJd0C771<Rep&$KzBW5Wa5^bi7q<Ru8sdnF3Zgs1@%&-*x!d{M^PPlK=U
z*xv;%pHZx7IJ8PXaxZ6JZp8|hCz0b0>*kC24HQ%!E`&e*k-O+nBIHGbMtB~E_(?HH
z=i5$&d9$0*x()7?&ds#a<SWPKikK{kCOlO3oFKTmipS0y1T-1e9xW*EG2g+Ny7lHq
z6{ex8+FZT1<Y>OON?v9)b0TWF#vhZEFIh<(uQeae-TO@XWcm}A@d|kQlf!GY@}SFL
z7Uil~mf=Q+jP>%da1<B#$YZsj3MWRa!7>=5jSZtQ9;TW7w@7=5k>)7b0%XAQ&(%fI
zifvk<_NX;5%G=`OXA@b!EnOIeN_?Pgmgt8N5^<4D=QDR!Nzww6T=jkQjb@m!Cx@o`
z5?JCX)>!^qBdQH^YvhW{A_1|yy{7y;Ps@wI9ogibew#WYF)6q4<R`->l=ui3?oNQ-
zt)Bcj{8-#O$a+R+_bs8ZHXC{UtLp9(5?{OF)A4+-+OpMV#&=`;I#!}Gi6h#3m`+b(
zB~$Fb5`PT;MoDsSQPGhDxHx84_AhAcSsc^vD|j*)O)rmHK{khRr#h?CnlBA9<hs6E
z3eb6fC?jHsLf$0|C`g}{C~4U%_o<|GG?K<6?ZHS5J^O*eDrvczf3#e}l(626=nFUV
zl5JsV3cVbqf;4l}1$%f@xCd+R#;XV;_?>9pxY;XAC;Vu3Y)Wgkf`dyv7WbXdGZYp<
zT8w&uiSIXicTCfcMw3j056Hm+Iv?TTh*|mTH<0UjFUp$vJ=Gp?si5J>Vm+!@yOo-5
zuvZcor6cxPgZ-o7zBBF)+5z|lwz~!~5SSCMfK~SLf?1rF#)1T(Yasm;st)2YMmRew
zH#*CBmWHu6<7&M>5~q##U1%B!O~=%$%|r`Lzg00DMZ^|MV;>O1kKHs?(~*J2_QIWJ
z4znn-MzKe>-qSU`j3`~uy3#rDWX<6MJJzW^tC@@qcm5E9;8*ZrH*R26EpyUWhM$F}
zjOKOQ*W(w98Vifx7FbQ1gBKYV-pRSnQ72Rnu1P?e!L)f(oshME#fAL8DO&tQh5dX4
z0zRB@nQ+j=pUPQ4<ow5j4inH8JIln7Q*CaDT7T(l9yd^TvY^Eg6L_s2(Lm+J2|?MY
zjk=~MB?788(iQiy&GdgBo1Z4b0Vm#d&z#$&@}}J+zQ<wFHx=Tus{!>&uVY(c8_<Pe
zeUX(A4V@&ReaT&y1ze*1A07JXbNiUi^bcFP|K_=;3c$WaDgV?)-_msYOAX(L^E+@A
zbabYf2-%6DkGg)^x>6G>f!~UwjAccM$h|B!Crm3(t-Q|~Fw?X&&8+6#@4$ZCEcU@w
zNh_s?(6e_lMuJ$%=@m=-_*n3Q%TsrIOw!p_kshG2->)xsluar-xG?tZn;r8&JvL87
zkdzoTpktwkg{%}hDEG{4%3}KaJ`cBTU-|yRHVq&w1G1P@CnY<UNo*?3%*A`5L5T~a
zHPMTx`Py%dZUY$R{kjuKJ}C6OFGF$AUj_R_XI8_-x}$gk{&znW!kmAaT}G#(UF3@i
zDCJ)nN#Rjhiz6615d)Md1u1}jB_?hh{H~JVsbn_=H(JbD5m1$gnOBhJM^qu8N(IqH
zkE8eKOHxZ2@OD!oAs=JIQU7Z8AL3&MS3wVgK-9U%e2-GcK-MFCyl(}-;1s;SE5kMZ
z>)89hd7aEIrIFmb2|1D=X+t;_PW*I6dY1BagVe-8juP_uMdMmtB0=m8ETa+2;4JT9
zQ1|*C07A6)6(r5g_cu-`a=+_%7y{k|AdT%aLGQG@`?n77A9B6~RYy6DwrH2SHmz)M
zg&CMw8Sd>3n=$nCJkB8f;GGiNEcafmI^W~G*TH6OU&?yDIo2Y-;S*awMclT$U9>QT
zlD84&_1&*l9at{x4jg%NI02NK5%b-{viHiKaFyDFw~g@O@$YBK9LOCwFZaHs#SnvS
zdw5;sPaQB}U09%o2teLqNl*|cjPYLP=hDbY=UW-NPuY4U_?GurJ88e18Rf7WnnFHF
zE#lFNl$gpRC8+Da^V%c3!ZMHaGVy$xj4C-tm}%dGT8G;FwPRPaHUQwJ_SQLEEQtcb
zw=&Fklw2#Pw}sxTQke=n?;zZ?rNUR@W$incKoz7TP8#^<(fYfGpY55FY<*kEt`uG)
z0N}P6zaLI^6u#g+evk#Ib-nayX(n=1rTMc#KsO-8=K6j{_=vg?b-1!#>;sT4Vh8TI
za8u9&LhZjE8?Q?Cw_{6muOI$6w((z%{cE?Gh5DAw*chJw^K4WQud>|o6q1@F9i2pO
z)_hX?*9fP*kL+XBDk1R6bburc`u`C${@bnDAE9VY$sVg2A?HC3%ZT$=fl_4K%#2;N
z;=t;Bu`<*8Cc_`94259a4>L&kqc4%+UZxRTnYpYpTDmp0&K5PZr*30)(}s)>A;ZJ(
zFW0PALdx@wE{cc~BOEy{LV9PyQP=~7^yD!%`Y9>*HDd3JJ#OWmxcW)1SJi~lsQKdG
zH=A|nr0V&`Xw#1vU-@6?E+xJC5no8pR=#<JIq9zS%%T&j@({MxtSu~mE1ZD=1H3vh
zq^K&XfFB#gCIo^OUa^V3KjF)WlqN@c***d*eQktOR^C-x()i(Xe8p~4IM=yoJ<)P@
z<L}~nnvhbm_q>QRWGf@NJ@o~s^w5mC1_*Z3a!$%taKF3f*FjJX7<28Qi;SJ8mquUY
z;3H>T<KE6Xxp8P%y{r!T!IZf7npU6KM;wU{GimbS!-J^s8e1roQS(+2q2{wp0;Om5
zp~Ny<E-Px($4J55kNg|7oG{saSq4ic#))^NQ#-I{d}I>P0?LMdul&N{RoFWqSEm!Z
zez8njiyWy=h-h`x@{x{r^%gQ7RN5kD8tZLi?pz-+#cBf=4!1WikZdZ(=)T4zpp><X
z1rA9R_lS6Kpa{?0_w7bYKSzv6FET5?3SHf0I<#LlYVA+*Rez;NAL)>~QwX14>wNmU
zJ+3biI@>zJ@CcmZBB7{m<U4e+gEOUkMznYe!|Ue05ieL9*=^paulBBaAL(z@z1nD*
znts*6`E3tc3YICBe!&qdP2Y(o4UxiMQv(*RZ;vd*D?dtP3)LDu>g4e|m|9~h+cH|j
znYkqWgoOzy`YKKhB<q~eInPne&eYLi2^k9nSXW8&?BU2KolCHK(sQ?uO57LAaYl@O
z)NOgjmkc}&R9PaqMcVB!42LT<Rw}8IyVtWEDZ|4mO%0QuFvvgp^hSY5-5o*~!@81l
z>u;!MXYZ@hxSm)o=?BNq^C+xjbxk1PwqtSZr>TxD3s((Wx%PgDMXjVNc7HfwX{Qxz
zGdK*L`g+W9Q<ot)now3!-fya|ZQZF8MvEFxwd31d04~XLb?9;D7&f|ZL};QSFMY<@
zei-kpc-@CAo4{EADP7R5mizXVq8l@jlz9N*hHalA2?pkixNm%42)#p@4UYmNyvuf<
zE)fmqDw`Id6-pDcBgu>N!vQTXw;VI}Ln~INYBt**Mxji@T5e)e+6(el{3-Z6)DnX3
zkhc#Q5afWGQ9|g!Fc&u}ZLF9jTL~5tvX@&K=9Rb;5u<@Z>oikYte`wybEuL2vo6^3
zC-=zy33(#4s^hM`IY=E;C+VbY=}WVp*|z$`sb2w6F!_<I(0o}2#=dmL_lZ5!C%$Q4
zNMFoDhu)=og!_*=K)wBK&a8~PJcTS?8yFcv3S$G8dr}j5Rvqs4)jDq&AN;e4P_N6j
zKXAlSir}NM<93cWW)djLAAf2xE<)obG^ft3e=}+5kyg!48vbIzFa5R}CJ|H{VIhAk
z+ivD&Wt^DkkSjU4$ok;~iHz<&@c}O{{+Xb8-nc*Kle-BU#<a-H&mrttY&gjL_%|5e
z%F1X&8>XF>z~==KtL-t=3^fO6Pbo-~u3u+!K~^s(oC}JZb?RbFOmMck#kOT*hqto(
zT=#3M<UaTaN|rNsK2X#g9r{}4L@$WFx^$6#q_z0ifXL9^{%+NIl`PL`E}3NSD(u$a
zeM11L`dhqbW4VFy_KztW21|*&;r1Yef-TPA5rsWf7j`)-R)1QAFR#McW1k4?AX0B5
z)U7<*Xud`1%onI|aJ5{TS_1<`zvv|mSsn_pm-QRyvU3u1`jK7G74>NYDKK|~NksNX
zSPVWnO%^`6UQ}OoiwgC9csg#7>TGH5%vesls{*l}73D!(s`GfO&C=C7PsMI^i{W6g
zhk{3)ZPfgfVuSMRg9Q5Cga(>lBw+sie2fd<7QD@*^QBu=SK}?8MU2T4dw0m`oX=i4
zfC(RBnZ3p@+;BB0Vi|9{_*li^zOu1lU?3Wiz-tOoPdmxgs9!rLmRTReK34K<k`<N+
zJ)Pu4M}D6^bz@;By(G=Y0T+bP8_aw5GKIzv5IoYbue+Jvt+SP}$pid16W!hgc{b8!
z(v1nq=pHepLrwe~Q%vxqMMwY<1)DGJiWV8IM@$uV`4(U;zJMmMt`^ZJ{Q@^CKb7|R
zjaug$OKukRZjyz*Q~I@VivZH@-Ko!V4K^Nlzi_&L?5F;>_EL{jxd0RdS+dK$v+&K6
zvN(0XNz2Qu{rnq1dVZO&NvL==%%LDArLV?sv(Df8`e1A7tf#56CSfgBuI5L~5|0fd
zSG3#4w$ZLOi7nm(aa&Du^D(A>Ed^Taz_^nU_b9?aZlLgwy4U&j&-pYfo@uJ@s?Jq+
zvm|~mer=w~5xJ9%VVBVlKZm2U--8F`^UTqhTJ!66RT8Y7Oc_Qv(tgK;EZ3xYvfW4o
zlR0NJ=}12BL0X>7O`ulvQr|KnH#r_-C_A316kCnZ9Q}UrBeZos3WV8@4XrvwIOoH5
ziou!mryxLZe34isz+hu%28eT`wl05k9w;X&<S7f4^L)fC^S0Qz{e)c#SZshi%$t&0
z*|`UCGvR$8Ib)m)p1(mV0YJPMK@WE;H;7hPi28f&CoJE+4@Uv2f@<E#AYw~ZJ4&cV
zn~zGpK_tqFUVUA8ET7ifVX_s9KD>Qp8z<usJuc_i<&Y4#b)#>YXj@6?h;E*d**9`s
zWq|75?MoS`Pr3rF3bgNy3eWzcnhkCk*OxUxX7RddgXUUET!#4P_)(}c&*o^#gaW=>
znSy)32MHv1tWsE&Ms(yvz6k!)emwhNj{tpFwf8Mkj`)nsS{%We=Kg8HQqaaj-#&A}
zH@|^2YiF3e#!bvPlSRsK_ah>wOrjk+@DD{#5FD|M8>ZI*YRbf;{@*}IQV%#Y-$ogG
z<JrauB^b&za4vm3qudeHWIUwel&u&!8C2VK(7(nLAQRlSx;v=G9zZ1=r8bPC4t+Wj
zZsw@hUPy#~)RVISR81zOwU&d5!qC}!o35sE9h;kyLgJaGg1Inf2>CvivrkrV8ihi6
zEz36B&8VLt)*DgCQ6*BX()QCVD!Y@`<JKbfgrG$Ww!jdAuY}pofn3h0LmR;~lVf{O
zlXh8o22S_;tn%zrfozq|SFg_paZJQ3XYT~p_Iv#%jU8-tAS1&M<!ll|n(Yo()B7K2
zoE%D$GU)26O7zx}4B_|0C2)qMbNBFQ=VGqb54e;DBN-eXWys{QN0mH3)VxW6YM9Qc
z#RVvbBE|H72pFuOk)rx~C5RI;l^dz8T*&scS$gDpjPFc1PjakTq4gLeBzLe-_bRk&
zeGq%C%yD{WxF1f~UCm`JvUY+wgd;^7^$GJiK4bD8m1}QLap^q#slY|4r%hMjj%Xk%
zT{>M^Y5MXqBK^~9rYD<D9etipO7Fe8c4V%U8Lc;6(r^(ye-N2r_=6%BRlJj;UL&v|
z5c{jQy#(kQL^e0KVL#~_9^O|MQTLN~B{V$%2!HKom}LiqSs@u6qm^PLg_-}*RQwZE
z_HPkkf21#CfygwxFV7zbP;>|_x&N%s$zJ4{$XsW6a(AEOweo(p@|9I8U#e5*uEMaB
z4K^l6oOpERaHAfM1h5RU<dq6i_Q>xO_T?DZ;3^IqTjO-9y?WBe|19#n@ei4xRCzcl
zjo7QGw}Gmm+6HowZ>cp%x8M}{{MaQ0q_PE~B}hw5D90YOq=|>N7AAfwF=BtgZUh4G
zVx}Vfo4DO!CnB8}ZV``pjdT_Hl@6F;R@C*OZhnG2>B;~`kw`DqOJwpJDhJ{FP&V4d
z$GtT#3|ImLrtdt&z4>CpPsP`!e9$H(uniSK*+uy!dN(O%MJ~^EvVU(-X;+Q?{i9Ge
z`uv<?^<A#@^@lwM*DyqMN`qJKaC>HO_OWrcd7~^S^vULRissA(d0i<rGB7+|)cv!P
z8aTAXiJ{lA_=}MN@x;nA|Aid)&zb#yZB{4jgG4fOth>8ydT->{nWyLI)n6=Y=tq_{
z5<97qpwls;=Fb?WP>wPx;zEbeo6B_Xb7GQpY1AKJ758W6oIk9Lmhc#G<xqBIbq$r?
z#PSOiA$IpwCGt|wN}^}Dw{Gr}EdkmBZ4sohmG=v}x8Elin7&)y$OMd~+@~?-%9zya
zeJX^4&Tt03yC@2Gy~y#7w4_RRbCS+(7ZMpQC0xUd<R&Z6%Tij^RBDe&Gjcg_`=keQ
zV|490o`nAf;)9$xWgGw+8!O^zONV-Ps<o2>7*lV`k2zk6yyWgv`?eZ${ajH+j`C-J
zw@pu+qJID9gcZH2gRn2fss#`98p8WCz&9WtUGF$dA^loFC5>CgLn78A<ZV6MhKH{Y
z=!alowH`EFC(jDV_4JAY5p6s3gRd&*lF*LIr1cLgYelGL@QA*e%<b!qe2LRy@Lm3b
z@|5*^#X({j3U5Z#X9*p<ic!y@1`mSFfEN!ziMU<CFpUF^;*rtP<)^b&6h`r7S{PNp
zmVveUJ4y<_4Q~Q+7tU{RC%(NuQ513jb3y3y$`!_pcbA;S&))$e9oh_Ly5MM2Z}U-I
zoM+*pt~NAet06!yUa}{LoEP3kwslu{jRyGOGc<n#-65I(?Zqq7DM5gJ;o~az;Dbwc
z`CawAwv@|xa$!NdvYRmAt%47t;m_0lc`CB!Q19_PfJ6n)iN?FJxO4Uhwk}Kn?iR3J
zl5uX6iZ*%BVCESZD2no}z*_^L22siZ>gZM4o~d^m&KoBOdtSAroc99K0LIT`={jTO
zmTr6pz>@rahWcL@qbZFnVB?XTShu|lp_NkF%G4_CSXFfi5ifLfi4y0x$#qix_~@x2
z08Z*N%Q%VyZuofFul`UR3s&6S00gg9b|nngOH8cq_3poc0+}3>0K$o8Qjfjt<max8
zR-ecFqYATkj827}SskAzL@`q6rC+!qep)~Rk#P?R^R)>4?Q+3n*G}y~lEXRgt3!Wd
zKslBC$9G3P*)B`8P0M9;P*(gt>{QIIvX5fPtZS%A(uFb0j3w!Ehj@8H>xUxE&3I~r
z#Bo~8Qihd_-N%%iR_8DwMYLqkg_volES@Y=;^VgMA7saeWVbojsuCeUZKn??Td)6w
zq#%dDMDT0cfKwY66P8zy7U0x81urAxu~ss}!Gmrl-fyOAKomqa6<+@Y7ynHZUiB|Z
zDhq#3+RAVhe@&RlEcMyR7S|sy4i}7*q`X)ZFfuS>uVE#A9xA7&nf@VbANK-G6UN#9
zwaKxirO_~ff{`pS<Hg;IyxayD7mNdI_Y+_zsf}AIRmz*)YO&7BMZgj|2Caprn$+rg
zBkf5aO)YdCX+cZBmk>`yFKAg0lWAq_Yp2zS6RBtO5ItqWD}cv&{Tm2j`;N?@5UOLL
zxCeHvOWZrp$EYe{V477yjdX=i-AGTEozhSI9IgH{6HNDblo1=Q({)3px-Ljey)0WB
zTJye#d>B_>>TXoH_X77KIVy;{rY_)RoO*aFdS(V=zr0}3mZs3lqow{}((&P$(QNQY
zb-+{P#r=uRnEqPA%fJK9{HZi2cI%su`?e?@L?gB=>~S5N$A==`F-aeF?F!0kakJ2r
zWD3TK6>4i_5z_UBw&08hF2>APf;jKx6lM-eD@u)@iTg=b2v_gaN(^ps4aYUO?_|7-
zxO>WEeg4IUlg>CyiMEd;oFXLd07uUuM(s{8Q|J32dFxySr?>z`gNnBQ1R_~cJ|*sz
zRz=SeL>wV?_m#^~fX{Wm{9~F^>;+wXU2V-PeFr16tvxjv8}`qZeS4+$VUZbhd#>Z6
zns`EljVZmzno-KE8P!BaK?4XNw=st~0f<<=k2S2UCJ9g1zR74>`>jmzR??>4=`>pR
zaTfYHk=^=|HNV_bEzb<Ou-g}_6z^No&GksznJ_T5o(f`u?PhAfJdk%qFNwSoPq?V4
zCbCyQu!|;gy^iEt_2E~Zx+2}PuyRJ4BeJd_j}^Tzx?cg=jb}cpp*X4*D+CO6-zf>G
z>gvZNvb5>@M|;onJ~&1{bJgwX*Ijx@Frh>oi58C_u7ln8i&Mq&UN_t*FH_ChoNWg%
zQdjwcxg9u%IGVrM1w%NE^d$$!WVz0YN?Um9pdB*>ji)=3cZCZ>j~86mf^YjH^V2-n
zPF>17i+kOuu&A3gB~x6G-#GMn?T)*{5hu(AJEa*jKh{wnw=ql(&mBgK=J2;gzR%;?
zD8Tt<k=!upSesfr%u&^EgXK9f#g9n#Ixg-91Jg>U0(AFAu+-(`U}}>YI{=w{$4@Az
z%wpgD72$RgL}_66lqzN*XggviP?hWrBKf{IWmw|LhU8U%;6*;<q=rv)VASII%T+QS
zs5J2djnJ$)Gl7MTeHSBRIpbDstm&o)QHrwfj3HGlUvy`nZ3l)p>p+?4>Uhl_FwZN_
zY&XS2IdelP)u-MH0k#YI=|l}j%byEngo8O5_VHnW!fg!v<G#o6TSO@p*xZ?nec-EV
zRX*8(QtfVI%i0$)gT#`zYc98Cv9{eadY%@^voy06AF0=iI2oEP;)9e=vQ_G7hg9Ff
zr)|PTvWA~;LN0wB)!L5A125~91i0*qG<mJ=s$!!KpAYuAu2<~oAaXZ37a1UxQMd2~
ztUxm^DMBmBquD%_y=oOFLo6EYht+|J>QlKD>5*oYXM*(y*M#`OF_b!~@fm|%MT?u!
z-u#?=GeXz!mAzNDI`SGXB0x-=h9(3cwD35Y`lHzq9oi_(&nj#zb-1v{KC~a^c*l`B
z?k&1)iY)k?ODsNKxHy|pi6y|>L>xEhoe5x=dH_{s-N$)LE8zkXg*r0C+sM+ixsn%;
zin&SI+y=|PI|62yI=Di_9-X9Fua4x{-&Zz;mvAe}DOzNc(88H!hl&EE*8d$8(f^S&
z1~$eBz4$;b_4zM9nD+{yV9_Zb9-zkFJASls@2>6rBjMY6i%D-fZ_9KWiy1CMw$!Vm
zlFr9ipqE&%Zj-P0+pP&wl<75~27st7|42U^FeL+Vl$%n9I&oZPs<NI*haAw%d>T`i
zuvdZm0Tl95RfrgxJ-#rhF4^kG=Vmamtw1Uw<57s7gtAJDA^!ULhl|udT0{Y=Zh58)
zvOp)TIPw9JZUzca2VgTL&yxKwK<Yo2lmCJh@@EVXJpm`J4lsx6r_W)+lCcEo>sPG7
z*;^vIEmAN|4&>-Rmn;fE;#5_zJ(MFXP2;SgJWQuxIc(5YqD`_72vM&y1p>0;0G&|W
z(D#$+ra$l8Kg)XW<;4L9ECl#RiNALd4!F3#uY-S{1Ypko6%$sX|2Oow2vPihquBZf
zE%!fpMoN~$F39^}u1a_g>-LOO5AA}xe6$ck&~P9Hcnf4cDZk^*U%v7i)=US@)hV>t
z@%|vX%NT()fC#r#$q1n&*_TqSQMV^O$Mu_yIC*O@87Ern&i23q3%3z=e6=S;K2H?(
z!_PC(lm8gGW{0x*={0aEdAld-!|r24U2Y>e1gm;ZcO~+UrP{a$7GKUOI0Aaq#GVU&
zh7W}TwN0)%-@n#2|N8m-cfbE<dx>9`w}xcLtXI{xO9oRlTd!BJ-pvEs7`5~AX`B?J
zEHkKco?9WbLvimcup!QaWYcjq)efx8813}WFQQq2qP`DL;m65iRGnM?>=BLu6!!8}
zjGa9;_Uq7*`eUXh4q<fjI9*D?d%)WhWud%_`0Ju@@Kce)(A|E2*qmC^%$(9pK<|i`
za#Dixj~x(tYn2_aO<&VBYoAZ#^S%fy*i>IcO+rp>R0F1S8=jrh>>JOHn*{OtB4GP*
z<Jc5$3Gu@V+}py&!7^d^q?;6O*FVRpGu#7Sf4y#D+A_S5CPbAuvD6bYa2qGgmI+_k
z54wT$_WRZ>l<e;}9#o`DcLj9De|YEF)y|CITv+Rk+EvGwTUX@d<lv3+ny==HDQD}I
zFcd1c5sGiEP<@P>{kb09rs!o+{sNS9w5QBEYYNy9y{e~>Z-0|}JjxVS>YDx=NO`)v
zt<x2%0)1|4jb12e->4cj9NoC%M<i&LPH>cp`#H?T#%`Tc3p){Ab#ovx*AXgpw{IYE
z#1)sdC*xs6ed3>%IPM5T)7Y=&Lvh!V`R-VwAV%@4#`8y_@IQI}-wHe7e(p(M1K(>K
z&YiCoT)W5oS{`X{9BZrV195^plI|dgU%v8;EoHYN4nFQdOSNSPp5#cg?tXhrRSoXr
z6nt}Fwyr=+X#pyH0`oy6r*~Ckl-4+cRCt(pzmW2FBd?F$`qE>E)Q4?CNy&3Fn-O%u
z7no6GaU_G_e4&5Jn%(i8?9#5#h;i0SQK(k+VOsTQyo*bc$*b4Hz<88Gg!uCX=L#4L
zGRe9bkC4$-(a?m}p1y~wf05X=t+gs{_@sYk)>G(EDP2u-iPtKcN##@Li6;w#G<Fhc
z!i&0kHl~X6q;e9*vw&oBFAbrIl9)42`}K9$tCj)AxApjBji--JSCZ@B(PF3??_MUS
zp0X|PmRR~2vZM;h<s*u@d6bGd?po!(ItsUnUZg+Rn69;04~73MtyN)y`wbulbic~r
z2+bu+*<UW5Qk>u@1?DOEe}19<m?!?-^Zx)`__^u+{gIP0dZIfpzYXK(J{z~3K!{gk
z=1N%4-ZpKK0y&JwLPYg0#vEi$KWd=aT<k~C(<Vr<b(I4^`lbSS;RukEvI;tpvOjpr
z%85vqeV`#+GF>00kNHvM<{!;R9|J&dFdf`L;bt;V+S^!qJPKvjKDo?u4mc({7CMP{
zv~VncLt)U<q*FPH$KYff6p=qa%S$$0eRDEUnJG~HRbH476#HLW-{D{@Nw6>y2d`p1
z5g)_M`)Q7+NE#2SiJyE?jiah4A&<#94p1+hZ%6_*-l}R2yLMk2Vj+2b*XJ{wgmgG6
zE91rva;9Rv_oa4JbyVt#<;4;0;aj=Dh~d1hNnU-M7uxUZgXBh&_womc%m-<eALT-G
z28aVhZ!1eSrYU(!uwfr)Jm36n>G>Dp64HMxn)2Vx*FWD+!hQ;@g&-pfcbtr1j$Mx1
z4dMAbL_^7Z(@RXzn()v@1LH)lA}gYy@BW}+3g^4Q!4i(&8OWjkZmj%IfBV~568{Pt
zk6SPKmJ%g|9mBptOg7}hWeP~Q{4-EhWe(%So%%>!ywXn>D#@rlIY)qoJUq98Q{%2i
za*PE%l|Q=UGb)RplXh}KS#%TSe}O?TxHF+2MUg|JILC=EK#<jqR7a-OoVd(OCGsip
zqYaT=IEFWURBwpaCEuA`fzHYh#|neolP89QO0Ac0KJ$Wn!0aKdK9y`kd}XU?Mx_D%
zLX)`86Hni^NKSLiS)FZ;WzGlr+A}~|m!w&oi1-AaD$2|4Mj_|!ZCY45Stx@iQrBbs
zL_iIN@@)bai#+R4y2Sg_eQ<ny%|b(BCm?K!4~!<jmo&w7p_@-Eb80hkh>~-xINkA+
z(VsQ*bin>cMy@+<7ee=3=xfFc5MSRsd@34Xa?!jFd#(&wk<%ow+>q7`Xng58Z>-dT
z50hS(!Bd^xnl!3O9;2yj)+|EE3f70i$A_H~J_Y0~^o~<izwWI-qp5S7EQ^Q&Qu&0A
z6DWeUJT~q2%z%<Pzo&~*({!cPMes8tOf!dz;It?G=(S#Y?%^&Z=AYUyXDXP_cbROg
z)}!QIw|q0v+wh_SXavaI=a23)g3EH^ZatK0TfAcKli~5<XRF*eW<$u^j>Q&9UwUH9
zNw{s}u9!-Zt{JEifP817dQ^?Gjv3^>Hg?{=ik9H1Pi0)c&%&>pdaHgNPg-EhGYEpj
zC%?>H=8w|Cf_g?UM%2f<*mRP|?aru33h=IzaBIfzx-Yf3bDVNaY04m7Kdl@_u-qUx
z&uv1Fmk1MhZRND?5j0(D%~;c?9n7qOvDDmfKe_2Y7qt(ba;@7IRC-@aC?CuCW=Ohl
znLnn5jh31#8kye*+4hc(tZQ0|Iar}wUekO-fO#yU+Gd&<UIjCtwl71x8Sg^ME?;vP
zq(Fod&mzyh=m`Zyc#&(@2gd0FagDoy{_2j^l#OV+$w&dQC;Qo<rn3-vqW7~j(!Cy$
zLsO<TrxdTv0Y!X0EAp6$m_zkvuKemzYiman&6TH@aXTL_U@Pqf<*sE6o~Rmf_!|3I
zqeh!zA1<UQMQ$S{^}7X}$PxsZ@0|gnjkj)yX0P2VFSeuB5qXA1x2jBDP)s$?c)q!y
zXzzC@;*ZN4vUDqE$k_Ihv6`6YaBcn5Ct3;L8!t9Eiz-Z^=~)%uFE8T2xm;N6O+)zA
z2l(U$(8k*pq$>cG39*D6zE>z*$y={fyJk_|SUF(cHkZFinIolX)&_V_Qngd4;}(`o
zINOctQ}Ui%ft1H&8yYg}Fijv|#(e+9%o1SX=cP?~1WH`1MLXx9q0e8EJ04n^f-mo=
z)S9wB%g);wGQKtNM&sX^rkWv?@IRM+e8)Gf1FnI-8+}GwRy!qvB<>xor(!lEIelDL
zQuuwDF!5AIl2Gq^&{%Y#{0K5Wa=JI>)E9t%MVfiqmSI+)skNv2mFhC)zNXYJaBQMt
zYbyyRfTIwZU*Y;$($nQldKaB4FL4P2%fQfAfm=I`pl<hs@@B5u{KW;-lwn7|6FPrO
zt5gOi-T`F%q62OVN`u!B*xl<~AVU%K)_!P^{5r<BQz_~V1D?WhZlb%^O%I=G!_)_d
zXGvOC2@B36#a5l#OT+N}@8%~Q)g2kBU+Dw!IlB~P%w<{#)q`;Z8NOMytIgU4ATO|0
zG!1sL002?1{2jAG-H9CzL(6zueBIKh(plQx9)lhRKMm(*M$;@{ynK^aot8n@vFk5Y
z=z23X2A#9{mU!Z!+{~h*6O2vi2v?U{j|@-JNEu#dgQ2Y}Q=+Azvp^(cJVA+z7@C&*
zDA!hk6QS+t+>gYreTg~7^_dT~n$m&kD~?JpQY(fqUK0pwP3kd$UH4WLrQtsySYOJ2
zxoZydeXd80^V+|$dV$<!lxtrLGS^?1Y{->3ZV17&ADTm}B1=;~{u&<XV+bD?ORsIx
z&Fv1!AZa~SU#{yQDEL&~e{dW#lp$;WdTpWE6R^lEJD44<_16$if5IGFN<`VFmQlvk
zKKB8~aRpZ+|I=p$Gh>KF*j#PsxV_)W=4K@Ud=^#s1IO?R$#5R}yA_2g5+|a^xVxEk
z4Qf&pR1teWu#f#?>V<q}rF9?ep=XDAlq?vw)VEvgOJ%A;OJ(1E6_lV-hPHp=WHcrb
zKQR08S-GVem%_(}p0*yB=Rk^ztSi6@$x`Dg(yVshlWo1{^+kzIP3MczmT1=KZg}LF
ziHxq|t9_N`s_7q&w@=X2n)0Av3G#h>fojZbe}(R~d!vsMxqFIo23ue-k(q+%R&{vH
z?u5$9^Y2P~{jx1JF<3ukklwy{4|DKCNp<%#{lQeaQ`;&uCo*?OhY?4X;3POLK}koQ
z7f!+0a{0q8NB*d<*&aGun`2fb>Qvb8JW4f2`W8;uv4d{jr`6u!JG<hQ>effm^0vxi
zlH|0eK?LX5L{?vsW2K1W`h^n8R!jUnjl8{S;-|D$-m4_MsTMC)Ky^P#GX)Ulk7j{l
zfv2%@<E-PAanm=PB-VbCpjs8kN1jR7H-~SJ?g7K=ER9FQ>@Ug>u2FjK849xFX3W0J
zPrhibpJLQ&4W-=)<qQwbW25Wnvsd<}pU6~D?n$UY`8$h>spaD!$G+IsR+A!fb_LZG
zL95uy|4iflpY-Z~%^v)}d|jGm-sRzoz7+E4;#*?)bDxc-j4}&F(rmy+3#Jdf!yb=w
zOqH^E37>W2LVBJH&|u<OJwr@R;zp4l$>iAHSpX=@nu`8M7dvF<vw&-lU}ETT1&seU
z(Di*IP}ceBw`2ws6UJfVKi!QoF^#fYEN*3iN`tqx_b-zrsLOAl(_4q%ZJgleO)Cf=
zrh!U9#zMv~)1-?upxpAX2-Kq>0L2q@@rI|=6Yq@-;rjVTQ$vDvzFA8n7wnC!EDQ2}
z@~QCOPMq<p>HB{+UHCsV4QA+TuL0z1b}n{)IV{~5cmwdsdf{JgME~2@_5b6O7jF5{
z#lNbg3gv~Hd8Q-y*N-jgZ#M+)M`&><jxv2D2p*(37xCADk@MFv0rFtP+0gyl!1(K!
z5Fs5FbDjJ9z!3h+jhjHOn$+R^cis5#OiC~G$)3o*isL;~zqAx(Wo_t^p#x>`4El(B
zoQ}-DJGMsc|EA-BzD@fepv2L*`x{6Q@F|0b9G>&b@KI8aWO-uSk9dL(%o9Ib*|~g#
www@VtF;qd}Ash#Cx8h%0a0ulD;@*c*Wuozif4!4&q09pjtOKxq_}}LLKcLvK-~a#s

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-165-Cute Robot Illustration.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-165-Cute Robot Illustration.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..121ae053cd8aa3cf8e42d4a00c3f4f8ae1cf2d12
GIT binary patch
literal 13239
zcmd6NbySq!_V+_eOLr&@0@BTZG$<t{senjIOEZKBj&v$g0z-%}qJ(rvD;<M$Ns2TK
zHS>=8z1F>Jz4!O7-yiS8IxLvy%sG31cAUNU*{E^U9B@%nRYMiPzyJUY^bdfV1eAaa
zxVU(@I2Z8n@bK|35D-xk6A=;;(UDV-QZmuAFf-9JGP1G@aIs##!p6wREx~i;s*tFt
zC<~XAoTRX<fQYE@w?#1U@$rcWiD-$5X@xH_UK0KvKd5Ga>;i@khCCL=WdM^51B(m;
z)dsMj>BPbK{s8|x7?@btIJkHh@CgXf6DltPm>5`CnAli2IM~?e*+J;{05%y8`6VGm
zTnfEAc$eKNg+miwTwuFa-a@56xXmtN?Gc7gKutqSN6*2@#m&PjDkd%=DJ89>tfH!>
zuAzC;z|hFp<d&(8?OnTj_70AoUfvIUeEs~xA4WWijCu@7OiE5kO?&z*JvT2OT2NS2
z{PNA)ipr|$cQv)G@7vltI=i}ihK5H*$Kd0iCgv9wmp(7Atgfx^?C$L!93CN#PrmVm
z0bu=L3;p{CV}J2QhUN<s8ygE7?;Bqjm_F!%MTU)YNeGu*Q4jBqJH=(;&<m8;5?++I
z;IoP7Z&O)&3=&YYi_UZGd}Hl9Xa5~zVgFB@{bcMHUlRZk76w{)SY!YQ*h2w?zNV+`
z6B$+1<ddCO+@3vtXGd5e9NWCNN3hW}uZ~DVf-AC5Pq|P4L*886S*%a?Au0HrjwxW;
ziMAkmMLaWME_*w_UJC_)CUnlvlTbj+5DI8b+z~uO0S=&}Lmi}q<$;R4vRY-rToZbx
z#&0tRQ2>EfThrcoJ_?xq1VT&)j8b}BI=#hA`1cEzzxIGP=;<Wjp_lw`HfM~IdliR+
z0wOpTtd5aG;H@v&XZPa}`j+e{AbXPwiR?xJ9UC)6dEZz3&qQYbNhIsx8(A78W!huV
z$|;(orZ?c7TF|_PZ_+QgVE(zW%FJVG;o#P!9j;$!sGaeE$ie-GXsE!pC}7chOH}`}
z;-;;y;ExwyQ~r73g{I`}cevp75YxZ}nyP2tfc*ZZ_8-W<0jblLy>|))|G;sKM@T32
z(q@6L#6P?JTol}zjHU*;X7xifdny73%oA$iXqo-~IhsfvG?71P@!q1;>x$gW_XYj+
z!t1Z~c2v-4SH$6=(dJpuIX)k1`WM<+-_V}s`xn~WXtb*m=1{;kRQ4N_wZ=cR=Nl_G
ze`lqg(j(_^NR|ajS%^maNb@J!n%~g&g8fiVm~U?Ee_{l!n13$!4w{$p-)-EIpO->9
zslJWYls{>wXlEf6bH#T^n4O)vr9qi=K_PUiYJv7hud~N#jdu?m1K#EQgaXDDLHp*(
z8HSLETT<+OB7a(sFINl8G2<5K3o{Bh5tcrxy;PoQ6~&zkd3!Y%!VUaA^5rC<`BI&f
zz&lo=!R)lGnzid3Z?KHz7C{th^O;OgY=*Qh#Vw5(no1bCLpmd_R&g_H&|vpj$)kEi
z%SF&C^%G$fFnqljCX#hSr|l%lL89NCFYw7)*67SC3czzM)8lNa6YsBPcn}VWyqtW4
zf#rz<A8cZioCD-rrp;G9Bzpt8k-DHocSLa}xSQQmzh#P0405<XY+}ifhQ%SiD7I3r
z_0rc>uiGbVfqHH2TKtqwL5IQz_t=U&spEJ1Wi~BH?zlEnbJr#b2V}Vubo#WnbGJm*
z*_+Zk_bCpgp28o4E*Aozu>kn`<i)^U&+nmtJJ={-(8D+no)PGX0usdgk*)YBAa^PM
zP$0V_R&Xxuch`glSMU#Tb;n;eUDQ*dQdLx;)W!IFC`v9vgtE9XN>i<ZJL&}&RP#7c
zK-5`Pe-c5MoXAkam`IobykGvRbrx%Fb@J`F=UfBn`iwf-2#fhB7q8(W?a;#b&-hF@
z{))$sNI{w_^~COsNZLxF_-i@(YD2X&L51$~{zfD#%KGF+li`z0P9K7~R>`Iv$Q^~+
zWDzwSYBMm6+NYGf4Kl`pi&_!kt;UHO(YJ5Yv$-Xz#h-yjmWE~3$csTuw@dr6sJ6t1
zU+ugK@z4?5gGCrZcjTVxp#Xjjv8`I0xrg#8wNgutgDRA5lzJ+_e;QOPEc8uF+HX<7
z>oD+Y4d39#cZf58LaZM^e-km-enyT)xo;2IvV{Wj*kA!L90VE^w#=3D@L3d~s%Ckh
z$v^`8wvArAo(d)KZ(|6edRhVGG1P31)%z?ohV86l-Fyu8TBnNI47F@eY>W1$($O8>
z^p@dzQ>V~#OveW0ys#@6DKBBchyw0SOYK@T8ue=)a>Ejju~c}wo-W?$^)-gn;|0B#
z>Xv(DXBPPR+Fo4GYnRG~`|aXNL7sR)HSJ1|a})Lh;bdmYmJ5b4cv3cy9kd{Wg>M*6
zYQM2rQfrHR8^o9J+-%I7_7g`#O(y=lXZqlPEKAVK9_D!>U5Z2<>|s5I1labXTB=!R
zlXojOjt0zhIP}yEYnYL~d-&CzVgAK14ra@%ZhX1r)w^?3(;8hRs@JRk)~MhAw{+hr
zK`L*6PA_mFpCmRg*Do#_pFJJ}A70csr{Ul#hk{}l@BOK-FSo72tahblz~gc#VBgkz
z%izW9^)s~Y8q)n?CO^z3#D9pEEHqu^u1%l2YO4-uRdoD#-<H2MV`+#d;-=~t*8?8t
zYrkgZ<=phILsT4}RoKp7s9(`y=aaRQIBiT>oTU=2bHcx!$Q?$*7%#nNnTuo}V%5po
z6tT40Q8FnXO~i0<W4O(P*Fb}r{oYK=Z(`^3WAlzVZjj~yt@V``Hqn&GEyvw#z|rUd
z=1PCOz!6?H)W7OEYz<fFNd<0ZXL0aEi{V)}(0>$Qcy{p<leBe7r>6_|$D5Z>Kqx_i
zNzzg13B3RxIRylx_cHI&(q=w8?%c{u2$Kq3zo<SfTC@I5o4;u>cuBkBH!ThpMFCxz
z4*&8L|5=Uw|C1WyeD}L~KmBfABX>@8F(p7zF*lf%wLfqRSMtmO-(;Yh4O{Vp&>92)
z2l^D$@fKfk!()e&Er6m<f>TZT)M&^_<gbws``xcuWHPgi&#&g>?(TVITYTcKKRzTE
zX@CgLStA-08}Ymj`kbCYzu;~4#7FyMDs?G7$on~N4KY_sI<lIT$3~hB{J}w05q515
zNnFtGqQ7R#)Mi^;?7^=vCm85gHX}u05rH@8ek=MU3(9-!D*I7qyJopDayXcIRoa6%
z6?uncZ{RD^yAC($4uC1cO~afJw_Uu<7k~ULP-KD5{qx$<eeetl*cj<-MhYf))N%|5
zxjC(kR!8_Ngs<jiR;oGcePoRM&^s4Lb1hGrX`tWSIu}gjo6gR<cBKCOoA8ktQx<=R
zFt#yvkRj!9c>J-d$V&&?v_#*hV88BCEmEe9Lzk$p;TY>Ruzb5AXHMG0o@unlx!#E|
zB7tt7DvpHi@qa|eKK&xq$KN)~aA=|~lXz)qTG99_pJ1~B#$qp>bj9vavH-OEG0Q1^
zOrEf#rypwmG%o*@nON&OGYMRj(?;x7^b@q}OK<~8msvBCzF54Qf~D$F_=1ug&-8dw
zV<)xnMPH*~OM)@NJQeA^9?XPDDOj(&Tz|K!2DCR2LOO7>MqK8$q9l}YKc5^gN`toR
z{z3w6tcTRgiwi<3tewt71AiP9mYzF>XhYWd$B^mkR~B{9hMfJ=kOgBHt^Q|*%%m+d
zc!Mj0gaJMg!YI`zqw9n9?m@mV_o~#^mWd_DjvVaK7rJG);j72Go|<z{()%j!=1x9;
z-mS3su%ENus@>|MVC6G<LJcDEb$_fdCk7Mv*4d5XIFW$Qjp}La#yJSVdH<^xS|&_>
z7Z0%YU9XMYcV}kYwk%xWIqO>Vj*07K507hYNP6Eyw4X`Ko}_m8xV-<V1QFcK!NJMq
ze)**G<tR5YRo)?rq*Z?-2{GN*U8Rc=n98A)Ucl{}JtU(Xluzg~+#w{3!%%q$5a+<u
z%iW9q<37)Yli}4I++Z*7O`Y5jT7$)j7wHo+Q4lTquE>|~dT-^1n#|R!Z1-!7k<DCa
z>=#;crlneJyu58$JYN!KN|S=Ipx)t*fDb?GQ!%c2138?|sfn=^8DVxze(YAW*BQ~s
zYPI@?T|&6B{heH&I?Qpfa+26_z}&Qpu6&PMj<5gBWxLw-c|dN__1(c(zP|k+PrdEN
z0@<9k%GW#Ms#~S@S&#H%;-HFLNm}M8;8CES!vdk0uQ~osq*4d5YZ05wWcG@o2Tqr$
zKJh!8fT7`^@fb`BF^mE(dl#NRq(A{G-Ig(Et;qYO6-nbmX@7?!qrQTFX@%~%cQ9)%
zgf}`2!kvQ|zgP?{`pT(g<{-d+8YS$h5#76kTjw%=E>~8__bx8kKYg3n%5Ws`Mu}*o
zSE7tHN1wZ?yyT7uBJ$SVn7B{zDN$G!*{!qqY79(Dy5>D@HrQVI1B2CbERnArE|%pL
zDZjCJjiW?b^ObKf1;C14+<zey^R5Grik0znjQ@E%Sqkgk9;v^-z|>wmSTl$cLcpCH
z@}CC7)Xt3+sVR4TJ%x)IB7seD4St<*NM=qL!#cgQ6VrNhd{gHar=gk|hYNJw1<%OU
zdM50kLGwYbz0nmOY%VF%_d89GW=Wk6XD$!xFN@<eAHz=z-oYTuWRI?|Q$O8nipH3D
zXNBt<t3$Fu7Sh>eQ`uRwWybO1$-oJdLWi-8j*@l}zaaT8PC7LyLv$Fge*JQhQc)gE
zR2PjUH-Hw+;Qy{@<j{-CAfO8p!_E}i5r@5!({YEM;g(^$SA^;l8F`7|eOZE|4CXsG
zK6UdjMzEc*XaZJv_V-Liu^--l#Fln)2y?2)+|+y+RrZm{SZJ<+?^H%P;?uSICuxfr
zaOLJ*&tAtDUP_tIK23CSMwmy_XOj56;wM?;$m7o-5iu+2r0SOZlxgtUOCF-ASaijd
zCz9<2<@3<F*Zq|k9-2HMHZSt%*tpVZIprbT`Hv{|G?Z@hQ?`7u@9H<D&UFr=qUq1d
zqdY@;bx1=LJb3IeVlta!Q*cH$um#zeffBri+fHxY%CTlSUlM%j%dgRU;`gM6<s(B%
zq>i4Y(84s^si0we>qGWPpVP`O)0Fp$#Cm)`T&Jn^OwnslJv&;c-L&=eG`D)h%;v|R
z-fFEL9dS*^*|><O&uJM(yv`5Zpx#@G>2xCXaJN!+7=B#Zj3>#+V)`-Pg5?23;i`lE
zca!?xmRZ_s%H$eatVVk*y!NBq&i6hZ<t?_hR%Lw6^&sbo*h&`$kIog>K>CBGC&svf
zB&wn1&s5y3NJ}5quBO=^>qUt2$gqu)DJyj3;hz;#Mcp=Qkb8|$V8dHeI@Upcw^v??
zcu8%vrmR6*!Bx*(xSWK<k7`oE6Wi)5Wbu{vfIs<im;;`FA=rz*^aDk|W*_hJ&;us9
zrK{&h=Z*<urSI<;ByE`QCsypH+OY==D@AW&Q4JK^drC(d;}*M$;E-VX+re=0sFwG-
z2CsJr8-~n5zKAmHc{@{$r&*cyxs~U0d3rz;wM?Gp<ckt04L!l4i_e>QX>Qem@%fP>
zvHn(9RBky@5Z|--I`Y2uw;N{HXrxwTm}udbxV~18l}@gUA8}n+^nrQ+bKZ+X#SCfH
zwWM^c0Y-^XYa8ADlr>c+35_P2)F{ur#q_~`s$LG80)e?HOsDvf0uc+DLq_9UGA<9Z
z9T(Wy>z{$zz?n`Oj(03#Sj%bG3<PO<IY_TTZ`kv&22&~a**b1GDWzZ8Iky}zae7;*
zLVjPTwIREuHhW_KIgd!9@iI(c=c8tN#uZA;uC~)X3-J4Z_zC%`J!YKSy{Vl=ai*rW
zH)^mRw9Ef+M0?pWEW2E$;O`lA%IfF}h#vGS`s0y{;R&=~lt<@-T`PVl;Pw$ZRZM`_
z!@~p7KKi#L#t%vyX}o}TZAD!?LVI?pVZMMa-qSN{_BFR66p#gR%0k==mHpx$rnY7w
z*pAMN7j%f8qJUHgUkbv7RXX}L3JBn0iIDtyeROaw+UNFg`R+N-yS98VspHM~8(#de
z54g0QDk`O_<IV@ojqt7fH(gZub5VeoF~`j^i0yevHhk9I<SjgX)gQ7_xqmmV5C2_w
zsGg3e>Eox7_#r&(t(*a)w*>lvS47|QfvzCR#w%?g8dJ7SqID%!iU~=&7Yf6p$AtKn
zgU(=3S6@pk{^7131*~wB(ehIEzApVC3>6QNav<N)`w}JVJ+4wIi7yQyR9V`(K~73-
z?y@(ZrFf8<zNZN(WU4d1%g1PV^NOY(o9y1L$yklc$;j>0=}xGC0c@tT(n<W4vVa#e
zMRLU(l241fWfdfqy}qV!XB{CH-z8&Bk?QpMtQBVpKC7w^Jft~ga-IBJ7BMIH-^Tkx
z7ER*)4lY;Z-nAf3`Wz>gp=~l+SL05r>({Gq87b#!;W57SM3RN2Z1Ra6T2d%LdK_`L
z?n|1}S0R(8iyXuOF4TVG;7l(NF$FaZks24RSl^K}TlsqGjoLvuNB@$-l`jyT2GjiS
z!TNvaJw)cRf2$4j`bxBbju~M;3oq%v4&(R(Xg-iCAL6dS=+jmzJA=3zMJH6X)l>hx
z8J=ysLu8wQrw@`oYOo%$T9YvPC{inq#rzJIfsv#JzwX;ooy^l;;E;2#ZiP$qRdaet
z!4&i`n`tOJRWHHlD%Sn}4`y61!cCJVI8UR7N8ooaPJ{+g8Vlu_J-Z)Xtt?emtR{6>
zCLMRPERoWHMo3Lm#oW!YL$crt75@0Al8oTIoL-_w>bP?O7`Hq=S@Luywq-l+%Y|<o
z6r5+to)4Px#?VRMBP(2$pb?-q>4|f<h=FE2NZ?fk*h+6*$jfP$u`f!V<h`nnLs?-!
zkAnxL)WzX@Zu0ex{bZt3T*LPHl5lDSA<sV5j0<yegd(k2zTIF(&a>r>!Wr^wZJ)N<
z9UX$1(>0XS2(F#be^C|+&wO%xvx;QOP&y{DcpO4YJ|o0v0~kz~tE)=o({aA_Plw)N
z#|XuHQO5f@u*O8fj<e2)j+K7#Oaa@N>)zCzxQ>ea1L2nyLhRPN6qBN@eubDObJism
zef-YL&$<{47B?(hR^6e+%UOc&PPMBLp!LU^`#Kn==g;2{^r#8*`<eBeWW83W^ZSgA
z^!_SsnD}XJz>HhQ8lZ1^o>x%L;2h6fKMJwcB*To;4EkOOq59Kl@C}yq1&f0J%oz0%
zgB{;}M$gZ}haU_V!G$h-r2H&=?EO>tP>@|H>f*kl3LF%a+?UU)DO`H6LJ7Qoe`*|g
zrZ>>oQu1W{=F+<l<ybFz1JX)8X9Nc*EC!atk*0B(I_|OV3jH#OfYQe~($1wZ8Jt0U
z^+Fe$vEu!WBPKQ6Uu>|s@m%2#lXIGu<#H!!a$*|su;o5}<ZtMiANAQK(=x@Ge>0SA
zS<Xo%i1%u!p{h0>R8B{Vi7)m3m-UCvk9mkW*G-?NQtGMsTT`P$%sao=BUCO)=1;3c
zxI5%WK(7ExqcTsTgJ$e$H=Z4qsp*+WXI4+}_aCJ#mttM=5E(h#RDbU-|Iqp+$;Wia
z>O$b#J)*hdUiU`H(Y6O4?otGPQ4*KqtJqOaSRLqg+X@|3E8d6EW-Ykb7_DAUtfC}o
zhU*C1FMWPHvU-M*AJk+lA&^}c$?85!2fOn|M>r_oO&SiGFJ-k)S9VKb_5{pN;TDAo
zm^5<hngS6M4))!4n-H3K5x6Lzr><diT<bq{GJx@C#N9xpt=Q`a?}$65C<T3C%{~#(
z)UnaDqL=Is1Mf;%{w$%0p-as;pe2ubbj=_D1*~>$%<w4P8AXJZOwCMwy0emE(|=9J
zv^*LP2{anDv~X~icx}>e6I-dO_O?^hN9ZwGs`7nd5{Jd}DdVg&{!|lLam#i6Pj(mZ
zk6?<%L?T(aAxw(R=wyQCdVu~tcATZb3Tpl-cLnBKJAy4WcB5aCu1xg+Tjs7|XND4w
zDivOJeo16hkE{&ByW-wUsJu=`dpq2cf3XQuqp<HJB8<A)GfhGMvzF5J!%`Uo$O-LA
zn8J=E;|kP4wJUgSaj4OGJ1)AcUdF9zuTI0Zlj!03tm%;)pGoy7zy89Q?p&;!zmYcQ
zPQuV_Jp=1{U{iJ!nk6ntB(iqXy4$|sE4HoYwQ@OQO5lV?LN7sqP=(XJ7vQIy%GNX=
zz#P0T%)O;2Ho#PbY3|uww3K=IrHDnB6>!^sL_k|r`^zvP#Rm^tE+$?Q#qL5tXqY*<
zw<UIJPbF;e&BMKcgO^8e-L<hdI-aa1DV`YzMPe5E{Tgo^zAhOU(5*E1f}fl@c*3;r
zJgj)Yx{a}6kgJ?8(h<!2yv;ORIXbwXt`%bnvMP%=Zx>w#_05*Q3JH>P5@|t_OH`B1
zSY9II>3OlWWm!r@K&wVR4>V&|LaruVQNl=dzUOvuQ2J0eij9i+71?AP-ZjTAmNspk
z$HeTsDSQbx5*3MXjqa+aCAN(`FMlt{Ra9ovnb3ozsK1z4XTu)ifYIRO<KUA5S+ix!
zz~t>>Oh4Y5M?wX%7dVK%1`bi+G@QVj9xFq{4-2rLbb(CwV1Gm;Ic}tDmfruK2ugfA
zdyM~eW%dqs0m1W!FWLF-OSoYKh++qhrpGbOmR$21hg4s47HYr@zPDs=<i9DJbic^S
zdGu0PvMJKP!Zp7%x{TV(dR%VTX_P<hVq9`shvy{Kp6Hrio}(T0gIM2wT{q(U)oo1f
z{McIF7icFm7#Bk1*gBDt(v0}7g}rpOlKph;GV`-f1kaT2xS!`5bW?_67<Tx=7^~in
z$SMVN95X8&^|KnkK{zSLy+1Kkc(yl*dvkr{Qf8G@b3s4R%{H49B~B@91M&O)G`(Z5
zFg+({MW0<k7g`z4q!OoRbqDi=m8ZHdF2Skte8cs(4-n$Rj6BB+_rU}wh9TgT5WXp6
z!iA<tBmd@rC)X9_MLGeb!7F`RB-75}^D^E}kA;ajA{WmQB-L16Sj`GktUtU@x*(!>
zH8D9=ipF6<g|;*XZ-E+`PpL6=<9;4Cv)Nve{h<2MyU%l*)}%GXdG+xu+3|c2hvYA>
zp1jgnR_8ZA*t<YArs(PFNgLp2q_<uuRpgMG?-*1Au2Y*#JFQe+B1+I~y2>7G0I3Ps
z{II5R_<8@O(v;1Hx;oPZQKDLSOl%64Wy3Wre+Vg)3Lw+#ITM{Ull~D;+rh2v9&QNn
zbPPAJV^~-h_Q})za)+D=T(B%qWpKai)+K&-*2SaiBs}?D9%|+Y-R2C8k@Uqgt;J0d
z<%ky%5xwv`3^sT>FmZU}Wk=K6r#7yfBu`=)n3vy(Hjv&ND`c<<%HLy)Mpou3OA(g(
zMjGtMwMgib;~$gxmOXC`#!6Jx>b;?vyIamoI##PgiV%RSVLCLYF3zT$m6TLROu6XA
zX-k%ptGXmicGACWr&Kgl#l>-+m}D3FDtCjwAt%NI!M|ywjw3V^cIyLTug%AjVL*P+
zj;7Zdurm+M;>+A-iCY;h3vPeeRp2_udYgW;a+99lQ#HNA4WErW=)#&6$cdh_WPW2h
zv4nHDt+@GYjp)QsN%)?W9Xhk0jjElZW@gA5(xB<j)CBl?<`Chq$(AMd)vi1O_3l>z
z8>i<UhoA~|+l06tkq(DYa4YquAFP$)l`|u}aqa$%jt(gXr-$1<5pb0X8X7F`sc<PK
zKy2C}>cge@6YCJs{#mgVtKTyLzCnflzdrgWIS3{IcYXdXH!u!AqeSNhzs`BzAGyKx
z*IoUz3#keHA422{in@+Jbo9MJyxicz1JLCt_Z$RBJ^RKZzdV62IdjpmDV>3euf-b$
zvp6j2C?ClmtXUFe-mjp&z)I<oPwJ>(Z?a}or9fzAd)=Ri9v(KDS^XLm<Df$6%Ti~V
z>8L%PgUfBGOP$XK+*D}4#E#iJa1&$1bDXpz{xvqqa{R^fu697bai~=6!ZXe&DK<oe
z-(mH3AJ4O;%2tUx1IC4+vG3Z2ve=FwDJMg(SwuJJnK~jKq#h~yNOEZIFFe0fx<27a
z^Jw>W9zx08GHJ)>y3#!t-w^KT+nYyXeP_~<+9R$UuSfV7;=4l`B-r)s^JQ)z@?K8d
zxvQKEu1>NbZff7KR-1776ckul%A_{`An5^gK4rfD281uG4!tCEaIaT?*7GPTdU{8%
z_&~#fLXh+n>C4ekM8y0N9l5%E<?`Mc{|+U1JrVb$hqv&IPlqCW&ukJ&KKzF8?MPgk
z91iaFH`!4AY_v0&XLqh~&4p)zTPt>?Kpd4#=jSC==-!0DYvX&?)hvf2dN~%Ea-Hpy
zhBpt*>})3ejU|fC48{Z=Uu4&dYctAhYGp`uwy+enIS(WDq6fD&T%KeOgh`<Q7aV%r
z!X!(lld>17S%><xyAtl&L!vSb9xFW+e4PU3aFreMNv)x+h1bKSdHR$hR8-LIv5%z{
zN90sWO@#e=kUVkAAz6%j_C`*xG`RE&<B7cw54#DXN^_L;&IgTM_{Rd@zIhowKK9bI
zoj#lvZ{``N7d6rNbVk5fvRl4Z2v2iXBvdkJh9|^*0-~~|rGPs}0y2fZbTIOVmd7qn
zvmZ?+8I!*5-Y?|g@Si&&Ne<bI(P>T(yjWjyQ8y=E$Wo`^bD-k=4?{9xLSICzt|4;Q
z_yc9UWiwn%k582%$^vgV<EdpN?Mvm5`lAbzU?Q_eBrRs~t!%O7UI#64EUlPhJAI=C
zm?V6CjekVD#(B(F`TlbR{I_NN+o`qnBLWV6GtL&ObuIOZsw9=FTGE;EP)~(_F4v5V
z`3b<sHNRY2RgK%Dc5Id0Uko#cS435o(y#aF%6qkDD_O}{nphxwOzojYvFgt~?!DVo
zCxzaT3MC0P_dY5vd9*F@Bxmf(*pOdHCio%T!>zPh6u5Z{vQKvi?ZRVPmFfdFuH)t`
z?d>tYa!S}yi+fdpBfi7i>kg+|GYa%x5d1<+%G)Bq+0zlU@!o41q`M<tWgU^O!MLot
zQ9&^VZNN<^FAh|OZ$WJwg7_PCrYxO6Nb)9%5SmlX6}-d;M=<MwV5-$IqpqWJzrBRS
zPwie#bG^h0dbafeBcACV+0wI4C(F?LV{mv<&$CsdlGUSK2kCm6_(b-IntrPN=e{D!
zOXrU@#FninWU<H8#rVaqC`cu9uW6+(>Xole5KmXt6etC_vU0!22_p3$6fdjM{e%Y%
zJf4fA|1gh^PI;|WGM*CQpJo*_h7OB4-7xJID77<IWl}4>0a>PZVP|qEpk{e*s<4x>
zqkU{YQcBcxDNd!3P=nZkk>L8u3uux3Jwgw3sn(#fWHN|GGxcymp$_9VseeteW0k2g
zsi&WC+tYQY=0Ly2TY)<Mx8r#3;P(LjSr3Qb(g;g!+8rNQ7zHG1%q$gev`fz#kCd|R
z&SlxhGvW}=jy2%T7lz7@cbwh~IaUsYOn2H?rpq$q(saKuk4-Ue^T?L#T!<s@cu@Aj
zO-_4aU>M2f8`j;Dx~nnjU*c}L#uZkfK`QQu<H^j1u*lcJPwW6)Huql<J%0R|W!{R#
z1o7~S2ycs*j9nea0ZT++f3e9d!s*u4#?_VRCD8Q~<0@Z<wv7d18ZTJYJZ@`4GoxL_
z^+&O<7iINsu<%9?E#17BSLOhtGiu!}EEVu09LRFY-jRTm2Fl%IlPx)nzO6Pjgq4ga
zUclC(9LjTF?oMFE%h@yszn|v+S}9R~_k4;~I6H99{Cv87Hmb5J`D>!XBtc`!mtdwL
z3e`dDYQjgSAA=i;uyS5s+oNU@GGkpLC@fT}y1eAQW;DzuRRH)o{v8?`X9n7%j~eOW
zpB)RL(4D;4zaqgcOS0{oNHxCxQ@kc*bZo;+@&kgVi~1DR30mrY3q>Dqv?Hj{1=tp&
zM%K4>(GTnOQe3SZ*T?;osa8an*;qqUMKSg`Mq{D#r{}S6%(@u@^LJ|Ng76k9d-I)e
zVOToV5niox0q}wid6qY0mxZRULA&NhJor8wfFpL5_@2{+=zBiK=Zx?B+P@$k`XIFN
z6D8iegts>}7GcC~gjFRN_nU>5>m9*38`N`g?4Z*phE}cq)v1<d_Y5raOEJZRSrO^{
z!N*1;$MH&gm?UbNUy-D%PSlAf$*b70?W$^$y}qv=3~BIGYTMdWV>Uv!t1@a`BR5&G
zUO9HItK4HVVY8uQ^rD>OW{V~OI;oz$UVpTHp^SfmCt1|_sv?yb8>TS?*q&uN6HRZ=
zZy3Dna3|Q5rT+a+8H4H$XXX54Y1PovOr5^O!1rsAlV?e8;|3S~muqy$0%Zpe=4;iX
z^}TTg)3|0{E}485wTezHdqNF$-VpTj0h&_02LhG1KkkHynYm5FeRPKEKNup!UMlhg
zFhr#@_k7|v-=8HtQ*{1p)I09Oo!l1Sg#yTAMaY?IOY6v1XU`p%4q(wn2_-6pX0otP
zqoGtQZf79)auSPmf&mKfbIKnICRrbT9q=JapY4q8QV~}CXrNjNBI`(`=kC+&L`ekR
zB-Mm3!+dnwO@X`;9u+)3vM#YzOD2S09>QC;D_8i#RQF!6;TXFjC6E(@!x#IW-{nq4
z=%vtWFQbVJ5S^4EOI{t^U9$Jm6QAbXHlT56z|k29Rd1$}${||<QSYauUDrZ9I8Lx_
zVqAD<h3y;5M5vpvVqGqb(Y=*^*iSJ|tff$2J%P{HiOzYt-dF8+Y*af(sLOX$JWh@S
zSL`f@i)sc>l4tlhy3DrmW8!damaD66m)wTOW)rSk3$aswU0-B<xdU;wBpofwCdRrX
z_sQv|$Xj@@fDBK#R!EzA=TpQTOFuTp+QS#<+gbqucDY*8);eN|`B!tt=?}ZQ&qwCq
zp82a)rq>nu@6aLlqN`UF=;X<^qx~-v)<MZF$P$H)oL*JNl-Y7T8ZGAE%(|u~^;Ji6
z>=9KA&?$PsAC^ijG(h0ZdH~JAL|@6O{koF%7xU}?Q5V=a|JI6?)sfsN>OT8t6<~U!
zRh|G{IsPp=tQ(4L`B5kS_^k<v2gc}n1n11W!5-e6L-1z2<a~xNb?04@)^__;3krxF
zt5XPaibG@)YR!G<eI{v{9YbWl>x%t}Nvnh2x5J<}?Znec`&yXfD4q&n+{Z!$v#H#P
z$oH@j5ia7Y47$V+N%zXum26)xT}0R9TN{nOb@X65Hf?^pfP;uiYwJR^zFnHA`4xUj
zeY+6Z(*>Pqfitn&kNSjaCLQb;jnf3%iQO()uWPJ@`N9Inycmcdj4KwIsYyTTnh}At
zun-4I=3#bR@j9(&>*uUQynuE3UEts#y&NX2gAH#ooq8T4&lkR%YCiw2%ztuzHqv=T
z!)7>#LyFGwQFWnj)rADl>JU;*465v-x=>oC_Q2Cc2CCtD6>or6#wV_$F@mn84|o0e
zXn|v4%C~1eDYq>rVbhr0)?e-6*Zlf{Io9(5n*Fj2huy2h3FeWZ3s+Z#sJo^<tyzXL
z#9i_Or8q{@Wz;%HPgUWKm8lh~UFcpK&A=4K&;Ou{Wy8jf)4{6=BKXk`_p90qF8tO=
z^X>lqyRZ+CzluIvVNJgkeZC&dv*3V#ulY=`sogHwK{wGD*!`<Js<qg$*5A?Jd8|yB
z$#L_N<Qn{S4%wdA6a~V^%6VC8F20sUTbpnCjAQXRzmrZ3y~?dYh1)t-{=GX*q4PUb
zbyKFSr=~F1g+my9>agzi`3B*`L^|V$V#n1XfzA;YXB;0QIZ4a183WvXSmteXo*c!$
zKvuflyh@;tZn|vWp#|+6iXc~C9c!(~KR&fbuI6p#o#r<BpgSnz7C^_REJw|GNNP|N
z3Rw99p2dvSU6GIa|9sjeiwny%)n3!t6)?Jq6kT|0#9`Sk|K710jzmy;L<;RQR!5&*
zK6k_#cDpU-X^9=o<{N)d%MkPc61LHaWUGsAKb(y}XdUcf>@4-IYd@^TdHCY4QSF_F
z3g`=17AMM+!}7PBN-}3F<AYB3ik#A#1dgX`;l;i>t-7mM>F(;@H}}k%-Y}@R^!CLt
zKeE%o)frcum1<ZCSw!%mJW59(NU}8ZxnzOe`$|eX2*%H*Ds&wYd`z(k`tC1MRx5wj
zjA8rV+7Ho9Md%W7=NZ)>spA7!CX&`^;$CE+mZ#6lsq-wnxArOZRe|MRlC5F>Se9?m
ziHurH(>^T<=yqsAK%O?>>GOY3g5}nbB249pQ9w>7QtJi^Xw&;^Vo9#l-SLgpG9@H+
zTsU}D2n8e#gV7mP>)^KQIWB0|)D?O8NzUgqoB#V#0uSc}I;~VZShgzy8Bl;?+*#^#
zv?ihz>-Uu{Fdx=2`7RbxWf$8Y)+U?ThKb90=-Ryo&D;A*Aj4UX`6bYYp9Y#tP)lLi
z8!+KFb_5`33Zz%&zsBy-q|aC(2p3+sM$Rzd$zMkSI^vbj7r^0hEE9{&hi}oeXK%l$
zCyVvg%RV{ywtwzw)~yG^;CW#C=xjS1i5x@$7w{sRRvw~&qr=Lk`MbVs$gn&VfPua&
zTHr=oM9N&;2|?T$&W|rk-5c*l0S~d>&+fH?Pfyj(Seeo7v{~p|zuAegzh<LZH4X!<
z@`ARhf54V)!-c#^N($~r-y3divTTR=1|WTP&^eTo*&kEm5VtHZpoLU~0-A4q<2O7t
zC^{RVAdBwJlSN+*G*y6GG3K|9=RxP^rLKQX2K~iCEz6ZtI?%7Z?0+NQboLuKXyKss
zAmkfZ;MSgPwR0RbBxdh7?eJoJ`{nMhz4Cse9^DfA=UlXi_*z)@saOz%-$bS|;L%@>
zZUIMwd)j`L<zOs7yt$UC?mmPIv?cGP_Kjb)v-V^ZFquDlrg909G?#<|gmgihWB;g_
z^=Q>IS0~!o8EkVO0ukfQSB$R(GmNex66WGP#Dc*a-{$4BP|DIvBH{n2xj@7R`A%aZ
zK7x6LV!n8^G+xZjo)CeTD$qNi)lin{mm21-1}1*--Zw@!1QIH>%>J~LZ+a*5Q}57B
zXqCeU%_GnFN%6n~HYk9j;2*VkF}L-vrD>Fw{$&u%B)@Fyo3HKP_W5Nt=vigIj+7tW
zJZ3E0Z_j?CtBh~KC%S_4BI5qcux8V#@|y3PH^;)9lx)$TlS%URT}*1-5)*4ds89a~
D=qc&q

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-166-OpenAI GPT-4 Chip.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-166-OpenAI GPT-4 Chip.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..cedd4f8819051e5c2cf4ab706f653c41c39b1805
GIT binary patch
literal 100227
zcmbTdcR1Wp7e6@BNf1$@OY|OX^b$mmUPc>&sH689DOwP{#9%}jZ5VYhT6EF7VMG$0
zQKCx_*8Bd-KD+zR?%sL6^Ur*qGv{;ex#!$_&i&pl-2MVQ)K=G02i&^{0NlI#0B)B6
zssIuqB4Q#!5@KRvQc@DK2Q=gl?%#jF@Q9j{hJ}%hm4%U+`3a{m&l7e*4rXRvDLz3F
zQ3(kNHXa!TX)$?WaS5^i2)Rc}O8Vgb1A20Dda<X>PsRQ}kJ~N)6$zdyelGq!b^spL
zJ$$Nrw|xM%J3R^S{dWNV=eUQ5Pe4dSOhQU_{|<n92*A6CkB>)yPe@2WaEFe#`yD_)
zMfm8cs4@|?p&c>14~^Kn)It&tmAY<Pqp3qqaeLqQq-1oD=@}TgxOsT__$7dnQqnTA
zsxQ>kH8i!fjZI9=K;{;f4zC@ZoLyYq{QLs~gMvdsKSV{x#KwJ$PfO3p%*y_p11%~p
zftQw*S5($FG@_cCThOgNy?y-ygWraRr)Os8<}nM4*p=0_^^MJ~?H%0F@yY4g`Nf~V
zm;d2)4}kwaXx)AP4`Tl}UQ~Cy@CXR-35fs0>mFXv-Gfg>K=@RY=#jD^v7HY!yVyGt
z8kN+-x^7Yqaic?8d*3NCI!=iduA~1@`!BQqcf{WR|6=yPiT$6vuz&~n_wFVSp9-J^
zIOf#IQcD6l2R=15d7Tyt5Ks%3LADILv?fqOKuXgH*W?YidEdxDf3KnFFrxfbDUyfz
zsF65?S$-aee+WaCqdfC!h9^|M{ExFOi@$<qga_v>fUH_FwPNWOfSf_D-2&dwv5kV7
zSyZfQ{<>+N11(Q<9*bnX(MLi)I_YZ9al8&u+7<WwF?yuz>>Fw|b_)n+OmS@<n;u^O
z$L@8A{A%2ou2)cq)hGI*t33OP@%%}qW`*)H>-(`vJ$~<amkrCFGsUx#-Lu5xotIY<
zw}6uY{i|OXeTAi=S!lTxOxJ@^s9JYtllFDTb}{AN%q?JoRO$Bzjm5HC0PIoZPon0`
za;MdTS|NwB>r&!Wsq5p&tM%y+u{#{kEud4^BNgT<Y3wgQa=G3{-}&<E$(@G3(>2nc
z{TDcoHr6+A<(Fc^usJY&%e@Iv`giPd%zY<X|BeWB`Tmb=7m1si&1cAwx)1BRw*dK)
z{|IGsF1QIE`VZpgeLY&82L*-^f#9Ub|7yqZzqJ#K{K?%)W*KP)9=g14W4`#`DknGG
zNteGfbSJrg@L$(&iGu*<0%d(%9qwC}1J@KYX3<k=E9&b-H~flg;`(ajKQ=w6YGfLz
zONj=3H~Vs!@l8tZp&UkHE9S$7-|Pk~gx)h*^or#U`(OL#NaU*<em=b_W83Q)yabhZ
z7k0DW7uN3xWYmpr_u-|g*|3(ba^&Yfn(bj$=5N?2qX~X|PFHgac#imeO&obxa?>~W
zb^CGHE#U3%8`@LwS(S=X=5wS|h(nS(;oE+7Ho9H+#3P0q_9!%1;^t%!(;K?`Z|t$5
z7aUQrqv!PivMq*XEhX+KDOj;tbf_wM!Z$Riopu5aF^IB`fS3=r6+GjEe0<FHJzy_b
zYw|2W+C%u1EiCBH@m#0QL@~PUZ0Frydphhbme&Qx<`Me7<+0oynk!6}IT~?@p&i{f
zJegV!L6nzE7Bm00zZJTB{yeZ8|EW2IEH-G7YAz&RCPGy`!4@Z)Mi|;)<hJrmqJeyB
z;5^=G6!mn^?#*@cALE$R3K%qC@$&i46`L;~?t|RzPMFE&v+%?N(Y?YPl}+#E^TQRY
zrH8jK-?0`g-U50)tSq}f$Y(QPJICDuR&1YJeMu7GCs*;}CIUi)6EZWBFnP0yGH{yk
zTL5=Xxe964z@~`o?~k#km2G-H9|~TALRLGTm$>Jm-PWqpl|)$}g6b4B`RQoP`@z{h
zRhVI&x!ThmrZ*->9^RqKe0P>-oNrF>dl!#wZlY&4`|OT319|rJZNBMW6v&HTSgz~A
zj_ZF(obA<|ozRuty9F!}-I;ISqnK0#_?7z8`-Z_+W{gsLTRB#7{HiV-BSZ<6FsS3!
zzdv4w@c+x~?$j?gYShq7>?b~5$K;aw3FO=Ys-&|kOFPd)YR-ibcTO?#^Xl;Diq5}}
zh{#Fdi(A0GpVtCY)o1E3_rU5FIFVvwnIh=5nhj^4@ek<L;+mK%G>Sva{QH+P7xPH%
z*#EhzATwv@w)IL1h`1l(^BwY%6u`pK<z!XTyxAHGXM)5?cCWwdw}6YG;{SzzEds|u
z%C5weMgt;UCjP#({eK`l^Qe-aYO!hCE~eht$q(!772p4s{of_*I^ybk3-JA6cKH<8
z+&pVKB1zJdQQwz&@bW}!K*~_2yYwe43&eA?DD}s9MtzR!762->QM#%Xy~+I1FTw|E
z99p;PCmW<S@okw+2p?pea67R|W%ZYrLc*ZJMUne+|8<BlpEu_T<;m4|Hj0k8=dw5T
z0O~R2Q3exW+xv53xfMFPG4jTEt7!`LLfS*}NWcAo5**mrp-g1iv!hWF9eY}1mqO|#
z32mD9ZgjM`M_;{_*`wqN6Y}KE=R0oU=t=ba8bTkTrbSrYKh#HeJRHHH@^iTL7C`MP
zie2_h46nx4?QNtD{L-T0ATF!+YbR<|ptOOx<EG9trqM55WV_d0rM7n5@4Qtv;<0I*
zXZp*I=W>mAN`%IwuI9RaG0ka`X5K8q1T00?w-(3Pi-@?k6L_FEG~z^In8o4vYkf{<
zQ~Rne5gh4eh8Qf7at*{)n`B|B(q1>lTWiV;67SLVS4@)rhN{p@WYcat7m=kl;wn6?
zOrj{sPh+l2(cXMBf3tI4@xn8d<Be$@OU^06aPb|s&DBvHwzp9MRhQ!^c=$3@?dhGj
zL%o|?{u9t|0Y8aaqnh!nwK)vIso(4`Qb$j6go=Far`J!Lvv2-LM5JxqL~Q&gbOuC~
zmzaj=QTgevn@qRmK0Y741!OW8EP4`O*Zv1t;8f85p9Ikw_IdNI<K$|?>(;?=kbHfm
z=#~3C%+<&Z$2)Y){hRvkFS*l)QzAzsuPfJ^hdazoNl~UOGRTlud>Z>K-u-jgi_C_x
zrb?M2^))|UDVA2~RLE_4`k1o1a>}P$XYx(OV$pM?vth+n;|c8*w}1#T`9G0cjgc3V
zRrXb3({Ug7t!pC4Wj-Y<vi-#sTuj1Gitd>H7dT|Dt6e)|=$>sfkethQeX4)8Z4|3I
zm3>kPp^!7#d5i*ahzIQHr{Z|wn&zjpc0wQbE!Csob?F0~X8qC}tnrcjomsFsJ0T5t
zfbqzN(5T~Qc)i#QBi7WqYrYrMtSSG^QOi2svhn$bAXI=VuYL%<j$|5^M^?y_@_(3V
z#UXH6$XQ8q%wPHaO!SZOSlW{MP}guLFDb+{$>vz}uU%K^TR@Xj`d*OC;9}`SX)l<d
zwSa!vq-3`4+8i0;IE%qb#5mg6+R=ctX009Fg>!fAv+d|HN|uMZHpkv9Nc}PSdYGo~
z(p9px1KsgwW3pNvX3yJ;H2%?E<sq}Oy2WCcA3n&WC+t%S{hRmoE)gZ(0vv4}Fnf2&
zhX5O~Uw;6bUVVx?%Df5KZ@P>Ug7ornnn@PYfV53#MHD`TV<#-r^ki9mS1t2~w4w6h
zV-I)vDG_Ay+mTz9kv~=1bZ!B7R?Bs1%!LZkzLw3=&m`)tT!a6qg_?--)8?noo*ym_
zFt!=$jeZzUxCt%$cgh#OeGAwsdShRI?vQBw-l>BysBZhDSZ6HxCX{DOBj;|WY{x6O
zs*<O4trB$Y-?;stcS~Pn(5EIjkQ-H<!km=7)mJWnTgK{|Zh6?mk5crsxo)Io?XAOJ
z7ypmxY2MHl+EjR&e)AXDnT3-xjgF(3!!Tzmto!LmL0t0gHUN~GcTuU6oXr7!3n&Qr
z`uhXe=q=xaw`K(k8MlD^yCCg8yF=hR=IUK(QN00pkY;dXfYA>UkxZvFU-}CYwXsnm
zW|qjX|Lr%^wF-|*@HMO5rT(O{a0{3*y|M4WBO>$_nD9svE>uiX$`1&<fIlX{;3Ys*
zhsG;phJ^xUbv&LgY2veGVAP?BzFm^F*Sizfw*ZAYXa~L)$#7kb+~aKZ=8iD&O@y7<
z&SEZRKK1AOL@|Ma&co4^ieL(j!s>tgXWW13KlL;nFmlk%;Y-)Z?FQ7Qo2=E1=~ICo
z?7`xWWu(;mnV!bFB@n<+^SiQ7(Vs^=TRhk1(FlZGg7HTOf#0@<v3)&NW~~LfG5s?&
zw8)M)(>gsK;6s@*B4itj=eGa``VwLZL;KeIP{RrBSL>@K=lyh=8COX(EhU=kfjxyv
z%9dtOp^e#hDjvk>@_ch;8@+)5ftmLgIk|a8dFRN>!LCXJiCCZC#yTsx5Y^O&(lw%6
z!I0xY<M&Okz93ikybTs7MDKAp6u50S-U5ifTl2b#i7%L)ifAxB;01szUQI>WytQw?
z_6#t!Ffx<jTjTkdEojRx?R=PM_D7iXyrTMaB-p1(6zqhM;7#m*OOKQUTZ*hdlb;WE
z`%`5CUL1^%4iGjuNSe`!=lrPh&e)BV-uh@7Euib<|B_qux8V<*@n~##6s59-Dt|S9
zbGqcGVE#8_)f(S_sxl`QzS~4vKt3`464vm9Bxf0JIs@fF-Gp}=w?*%aM{b)`Uv{o0
zzvH|DazAFg4UFG%%xEmh;+&<%Ss2}`T6`9BfLf03>Peeo?8(&H71E2ppJ_N$!PRLX
zi{ZSi*O==!Kp!!?QLq80cZ~HmQ%9U-Yz9HV<E`q~ZjaYSo&bH1gWs*YKf{AJWg^#^
zKC(BOeo5V)838N2hU`pcXNTZ){m-ZN4K1Jncj>}x-3@P^88drwlo<lI+eS-QFY{Bb
z_B&dYT5-4Pko3HeM&fj`@~`sD!}L&XkEQQhpQHU6soK6&kK_>eP(y!(>y(EC9*cVF
zL9{KyMi2UQVA>g>dE9OOo@aP(56Q(y4vQ*#9$?6y9zgWykDu3YSLItaDZ(;L8723?
zwawrCtWx{%X6Zycl>1%8-U{r9G@3j~J&~?F@N<+>v}Ml(ni|G<y2%Y-OI!Y_|A7xo
zhJq*{wEVh^D~Fvw)dL^dl3D>aqZ3;$G0#eEva>gV)4kqpvY6p#LC<Sq{lTeD)1ovv
z)fp}K*(|qUf2li^xoe`IFpiZj4#`X4It(599)Gd?s(^?FtBZxWbyVSqTrB)B@fC$T
zq`uu73=BIqNHX{f^dp69ZdUqmxl9#vWO#2B!Q7w1yT$$%V_ddvhAXCuUrbOXcu-0h
zHv471!TG__Q3l$zZ?#&`Mr&523)wTH`&Rv4B3n;YKDTt-(-2ze9CmA2w({yN?PtG4
z`X_6Qn5RSoC@BY@2vH8tjag&C7NS3?Jy^PGRGU+IJV_8Wjt}Zmwn;8QoOx>p4Z~$Q
z;~&<`ks;Ad@btz!HtnC&!m41tF_R;n7*-kb{<!XgqPoVB#cJn8Sz3-HS35+x6a#Ck
z$?nW~W5Kuc1co)y<j=-lNJ9?!_?3NBH}k95e&wK5^1n<Ufz~OTo9Kdh0qJ92oNY_T
z@qv6-*j(}-%_qm54j-(;u^&^?p~XUn#97sR<M~<^p9R~nyId932=Kp7>stUxRWCrH
zQlgc7h8w9$-uJ!AnW&AakQS0Zm0Xw1KSkS~Ldk3-A#(<7pi7mb{A^#;GE@52b1BvQ
zWM!%TwctxD)M!D&2c2^}GpT54c}9a>OMZ#5e65t~+S3X%fSk#@`5ewJ3RH<5Ny-MF
zi!`C-gLnZ&t1ekni)S52TB~*}pB!Q{nt|9~6leH9k}Z3)4NY-#+F;{)4De;B23Y=n
z1Vtr-{MvjgxfrLwZ)=K7M0C1)9;M~>+8o_ORw+ahJFV-1kAp}i^@fI9mgslnpn-DL
zvTE1)g{Wv;hQrHAd0pDk9=@dcn*glfRQoFgp1{PLqZ1UuzBWKGKN)~IWm;xmFUfJa
z5~*^G&aDnRs3}{*0R{!_8uqQDw|dY2mNdBsVIgBRF%@BDez;m@Wo?t`nqv87A$|Bu
zAq9y2h0dKxL?;+*Ly;UjUyw@99+Yor*No(+g4C$oznqql&`@MXcns|t!M~i2LCC1H
zzI~jJ$2rAm*cnwfu)aq<nhiCLYQjea&U6i3YcL<Vx;tq&X>L|)I1#%|nm@0=tHgli
znL(;)!5_tnER(hKU*W;5DNYCSD9+{>eLjBLV1FLpQ4th<TIuDh;MSfUPt1*gi88{u
zT^fIxJo5)sg`gy?ujdLRD+i;ioD&kwwoK)j;gdhpPASf`J+z44xOIo2Un}Tp#J(wQ
zzeL9`x&`*)W%s%2RBp++<z=T0htAO9x%oE%d*#7e`-O9iCM)&)Ec>%F#Sao0v<Up!
zk^ep$KOmMT+e*v0n4LaqDlIKojnE!aAq{%62SH9<+mbI;1u1b{odUbLN|J(&LDi@8
z1k5QB2xzGmv-ThNE104b@rTO%xq{UF(6DY1@)Tue6UNLcDdm(e{E+Brl+Fk(Y5uSR
z1m1{A3l}VQtpR$M@<00eBK%W0i{-QLbHZhE<-rWxzUPCkr&Sf<;tHvMSAGT2?$X)I
zJb&_@+@h^MdJQ{F!ZF=Z1+=g$sTi|v4f(;&x_72|G+TdviPp}e3yCnAB>Of&tgqdd
zHE*u<lY#!crlxSunPzoDkABX=MzFH(o)JMmu;l)aqOiNzj;smfIv!TbE2o+Ne9yud
z=QAMlN<etc#xNy^yRIU!OxJBZK3Fz=+g}V!_}ipxb}bo^JdO@I)7sef=FipqeeoH3
zjM&_D!G%iH&vtSYW?NdY4O{2m0)*c*4)-?S0+K&}{mC}o3>oaRceDYe;tYxzwWk;;
zsRwTkZvq-?ew)|cRh5$etz7Sdq$LbMFHeqe$7<U=yuap)!0+=R07-twj5%$nbF$HU
zSZS;Nlh5+HANH*RFB{ubM*d=?oJE$$T-p<wQ9hX79<Lu71vZIR4H^!wK6=w^eRw%1
z@r^q=HG?^RvvJJc%2o1J=AN2A`=9USUGkWT`QG_r+Z+W-VL0DpCgw-TW?|Wgv-e12
z#spEt>Ap<`U6SzRL7a$UQBiXD!-y))qqm)zd#bW!Bv^<^n7RAduw;gn{2Y5K+Qi|H
zX<Xw~#l#5p8{qE9O0HF~Z+Y2aRa>q^(;FH9gs_h)w~?d#i2iamt4?}fs;9wPyU5|)
zwm@UUA-KxNlb4)Me2~0LP@R%?s<e>6;CfnE5w)=<{=iW?%kmiq8LbVUlxbf7crqcv
zk;5?A%}O_QyyPvBD{#!0R^7ZaP%(2f5;DfICQUmP(_;^r=}=87WqdPz6v_(s@L?>~
zqObCR7&U#Q|IM&R=v#+-M1Sby9_mzXvs^)(H~-l^ZN_?hdoMG{NO7#M9y{gy^l{?c
zm51euLsvE)8efs=$=!k1Bm#Fyxwqhp?TawZ{x!M%tmb~j&!_HJ^Bm*&N2c6gzim`T
zHRC!ok;Bq1#%8j-D_pbN9A9~5XN_@Ou|n2;tvx*IW6opMqT|@9E9tg;|KlO8AA^Qm
zxTGrnlGav@>wuw=avdHsrF=8j{I*$rx~#ZU*NudI7QxF4N13W2)JN+)NdW=Q>A1x<
zkVKtP7)#@!N#SJ9Z_YPWx-VWk9k`h^Ibh3l^xgW$jbv#YSmLKR<lc(Uw<%DJxFsfO
zR#^$if0ITo=|u6`!mX+0^QOOY3Vwo^<2^xC%9;2)5YnX|0R`~Nw6QUmf!dy7`_UO>
zKcn0e$;M|^dty1DlR*nnm||d~;Z*dOU+8sbH;gjJ5)3kYZ5*+svtIEV+=LFL;`D`#
zI{O8^8P`*H^AR_xSU44H)k8U(p0YvcXv{h?nAVy7D^oNQ&CYYZCR44=$!w;pCqSY#
zL;9JFSy_K=d-BCR#%$jUrJ4%N)G}V0cg9W(v*MhH%6LuWG31I)ElwB6Trj%lAtg8Z
z5BtO@q<@qrXgKVzyUf$kz9u2+b+hkMf+oIh@71#CY2oCZbZGAdE|8fGU(aQ#mH;dh
z-1q7Gd`{H8=|cbe;QEmYWUM^DaE!5~K*48fOQ^a~981GXEJ}i&s1(L1k~tMnDbt&o
z4=V_v$NGUeK|b{lsBC<g;l#wW6?T<%a`dM)W)cb|!pU;?wN#2vWdE{Q!Hx3p_#1<M
zmCKas1~R-c9^;)(3slfr)=(8XfY-J!vuaLg@3^D98vDc&$zLsXIiZ)IAfe+}kq=}7
zf)J4AU%_FM-<7kFihMK!E#de(SO2I+RiEFMiSLDd^tJ4R$LT#;5btI>%X0PLRyW%x
z3SpWB+FWbjry}{+dFJOO1x_9bV3BJ&MGlSxVHoj>KX}7`B;wvNUxI*c0dKlbgCEQ%
z8YS^Tz8^25(0LCNl0(xqVj_&L1(O1kP{kF0jC3V`mE<ff%;gi!>;>7q`v%<70~Y_b
zzO=v;o(0Jg2b8$b4KZ%qlg2^HQBy=y^`gme$DL+PD!={!Nya?4clvId0o<1bq(&u`
zrf!W;HOZ-Ell-CvWEByK<JONhB}E46Ks9@uaCA$*w6=Yp;U~^AJ&^o~$<zl=mw_4U
z=+pY0v8&0zOHA2M+RgS`K);G4%4hZ*IUJ0goZhO-wC6I?rUt3=?;5hLm5w0>Os*G!
z6ZHCp@Q0!b0+IW&Sq&QV5$b8PXvOkTJ#0BfTr(7!DwK4W^zc!BBh*F_dT}#Rl4?(q
zzUR$Wxa(VX);geG);cxJ9Y}E+CoQ>7gf>=odF$%c+LutVY0vZPys(quX|Y6q>?U|G
zhf#A~WomnkKl;5hrq+yz=dIhYr6@jdXT?;<qIjf#rr3B@uA0sE{iQ+DlI<kMfk0ie
znfKeE<*}83Z(4=%hh6YZPNlWwQj{Os2b_H0Q1$a)+~P}!$-kvZr;g$!92KoUQyZ1F
z+C((c&fY;~2fT|DvDO1TH9xalY-~t!@xuTUchnh&m}l#x^B#1>2gy6`LFt~(R<Je}
zJ(0!0A+4O^11jYda`7iuOEP=kV^q|GfsHbPp$pc&eM0`P0sKetD!)uEgh_V$O|s5F
z2vgZqjY38}^#ncQ(CCART}BT>4OM8NaLN8Oy3&4yd~r^nkmqiHadZb|Kmi#x>sUiL
z6?COWoOYqVDn3^i1@;osq65LYOVX7!K7#pU_X%It`dAzHn-*BH7{W>R;+HI1)Ah~W
zuziH`+`)LYZbqRvW2l;c^LfSevYL6)^3oSX%0l{lE8mKn&TBuDz8(c_t;h0YwOOOf
z2qUI@JC;-yyetAuFz~a+kh8iScRTny1!aWj&aX&vkNdCWjN;zbXeZ%OfuzemWh8Fz
zb+PdGSiQqmzX~(9c>CKXig$oV4#7uG^$rW8d6#GO0ykZmCWC|y4D&fK7^peK4;b~T
zAIl)-&$W-m_J9@c^mx9gN!3+I$YIr$`Q@C|KHd+_yWrG;m^dp8f`8M<8kG~NAu3f8
z?r-}sEm9oQyOv*EtYE`u<d>pM>(Thl^9ff9bF%i4$KwHvnbbXDQc>!ks8E~S)m^JL
zpN;R&I11%4BTm8CQ=TitQma^>Bd|8TJsr|2a;;G)Z@1pSV0R7N#71GGjA$|$ME7lG
zICo@zZ2|9Zn_+q>$<T^(LmD6J46RWC8aBkh%hnA9(~WafW73vjAJj24GOm+tAa2^S
zLSw*Z*TyTr6__{1{B2lykiFxjqAY!;|CwSladL5d^1+XeI9J{=+R4B)t6RX}sO|6M
zEh|*C*DZieG_q4E-*b+ARVeRGz*)QMpLNsgF)#3rA2v-p%ho`EO~dGN6INV-PK;dZ
z=_n$nDtjqm&1PslSNGEtGWxfD>#;2Dm!cZ~5LS{sw^6zv@mm1mWAchkY{&|eKN{pR
zxB`~UF0>SU6$0rxMTY+UCtXs=)Z{%#zpH5JgBd+G_qV!EUVf+mvHYo$^Y+A+c02o=
zN}a?Me_H?+^g=;{6*bThKX*`6H6i!-V-16EBY3JE=vG(Zlclh0v!(u?<ZIv;Hp}8N
zh}rf#aF>Ao*CQG=?Jq($?uGFPNq88vd@@sDBv8jSk_Bm>;=qFQsd`~eG1q7PLs!1)
zs%h&BO;d9;7oPgsd<V(K9F4-J&xvUnlk#@bG1yF;j!Gv&ARcq(n%Si}oNNqMh&p5n
zUw5hlwy?K;>S9y1cvYc7ixFe$AGhwDD$N-lEFa;xK4zSJ-0O5d{R|kbkU9H6^HY3i
zd@08L%X>}5%(K*<Y1q8nJR?vM-|YOz>WP^bR>Til2;62dr>v+H!}-*xrh{wCNYn=d
zm}$~bNgww6D85#kK~Gsr(L(`F^3Q11b^bCbiB<$u3_8@qtbYgk`{G1P-@I|lz<y&3
zthID<UxzwbAo%RBSSGu=Jzd8thyPLV=Pt{!nnUB%2TF7TJqOSmmhL;B=rvxezvfO6
z0D_agH305$qxP=l<QJZbkdslv`etji(=PIpLSEU2nhd!u?$|`b|A;aXz0yZPtpD&Y
z7yZL}D5CT!f#~(wiNnbPp^0ZY%HK`n_LUZq?|-X82aM{UF2N}H>h8`w<%SusxC3*n
zZ?c4AVKz&uLgl&{@ifZ5>6F%2?&TTnqW-fAp>alZhQndbd6qJXG%{xV5n#12<~v_C
z#C#UkLc2XZl3}{IYJX&m9O6)Uj@RfRMC#tsRoc(hu3BEESV0qx4<?IG?n%-#NIG$v
zbu<K2VlE)eFPx#hxz=Qghisqhf9_VAT>q8emkghlb(8`Q=`!5#bp9pdTgOPbKK7e0
z2=m4?TkyoAJ%|9S?bZP{p;;Q}_a)_qCp^t@4fnu$`Ch|`X22+h@YPlXNnojuO(|Xh
zm!iW^|J*q$B#e%1-`b1_E{s3FKeLyJd0MsX{t>;|hDO`3k3zSg?`0Is{Dj7*UVij0
zDzY9CmpMbYbqH)BOt#7+grt3qg)Dl&?|=<7Y|pf-?I>u>YM&EEu#%-EQr@SvKyMpn
z3G%JhKjS>^_gsERgP}tH5F4q})srkLV`>N|mohVZCe+1IEpHwDWE1V!ks1aK`I;I-
z0U1bA%*BOK;*EDaGmRw&xtFqfY9Se!&=1!|tH)&jw4Tg&R8feL`!-}Dsb(%xf2i^Q
zjevl38>~L0k9ikh1uFr5VCUF?M)SA6im16bNanG^OE*wsfQFXetJ?k+0LgC?yEy{=
z+VhgRvp;GT23=toK)|6F)5Qmdvl@O6%aiX%NA$q>TyIO(bnfDg;LUpE@3<`=6$ODu
z<Zq~18QxyI7GOoe%T;#W1k=TF@h~j&pK#8@W3OygKixU!u#|cZv8|Z?z@`{Jp^r*o
z({+sq>2_3?ZMDbu#lZ*nrv6s#ntal7E!?o@Va#M+V@V3Ln0fUzvABG~!Mfm@BbzRp
zX(~tq?A|=p>rH0_;Hf~S4Pd7?C&FlXSW)@r{TjyMLT;xR&cKLqB7Bs0Fnbl(RoAcA
zsrpCHGVQ}>pFCJaZ=(odYWLbO6LTdy^L0~t+0C(yO|c$c<>F<L<7r{B{BEDpYqDf2
zoOAGC5U^m#c){1#iMf9ZQlT3G(outy-;l8N-wx)Wsf}3LnfJYw(+b}opc$R+yVf=z
zk|plcQGB4Sv{%f4>7zm^g}}*y(mO$7kqxu{5)pCn^AD4?gPVy_Tv^s-pCugb`%-G>
z2n{I(qULAsR^(l60tvM+&0kDBA@+FC*T6$-C-{8d@+p;u#C#@Q2k)y2WpJKR-)t(L
zW%<6*U$>&7Fcb@}D!Vt2acVe&il3I-mRiuAM1lX;e7r^z`s1^@?|125!luUhctF`R
zV7k}DmUPP6?e)l}z{B3j`5)<P4K6U#0iT(GkPPgE0ZIj|;u@hA@;R?3uURU~08#UU
z<44gEVQI-%bf!6M5s~UT1up;bt^s%F<yKcC7B5mphkK_xjC+(GvQrI`UwNeXw44G5
z^_fW9SXu2-=6W??A6l<<BdLP9NxwKnh4?yf;I%uO)VI~O1v@{Ggmt1$U$o9uUmhfx
zc*^3NOJNC1>ry$jwSLD}Ho}b*ck39OyyQ9a1i06>&@1ec3chZpO+0sLxZ-eCCm3p_
zqVG+D6oY69Ik~`9kd#m2Pk2-e-yEI&u^x`$d$W@>1lcu;qcKHACo7wAG;sQX9!PA|
zOTpNwmUG^VFPKz#aKJL_SW?(}&5R}~=9YDYyjG=g4%w>g0(hZw->OU_V;bkbQ_P9=
z$Di)J;$V#>d}$S-ZHT>>#6SI<SlP^oD6%!`AFrb*vusMlZWE0i3x$lCZ&+OFyZKUj
zJcLA75Uq_)mr{JCCl$})u;WDv*}E;gdSReT(bc$;>~MiCF}sKs((*Ibe|`%rNU$-v
z!`WsyJ4bq^S&Un)<w!T0g_DvgDZX#jVT+Z`Tz}&}+Qk|QicMVQr;&07&6Q8x2quOA
zS2_QE6I@)Q#r|>bGuC@2{KWsF-(pgc4ZCFh!8<zc<`DT;f{FgseP({?-S|IwTOaM>
zY=+#D++Xspy0*+DkM^Hr&Tw=XWeo__hxa|8EJrXVvc1lz%%jvEOR#E+_aT_BY)04M
z<vDYWz5I)cMd)_wPUTbua}VRVT~avK63I>y_9brtS}l%vY6iiMH6D=id_@qkVy0o^
zQrKt?$DPO;4bq(1qH2&ys5$d$6N~TsTnNmr_)q7-z>B0`IULN7LgUYpDgVSzZ$4$0
zJ(hJs3k7x4HK-gf@oFg`-r7~TG!yWpO2QWV16!rTL$`|lzD`z~?Ag?Teb|619AEAW
z>uJ0M0VBUyy1n|yZVmf`ysvlE|DA$vR~Xi@J0-#5Ib-z6MvCBq0F!S;8rP#3+0UxZ
zfuGQ=<oc&Lb+(gbKd}RmqM;nW^80l6ldK=jwn@_2Y2KK-2L;}G{2FkXY{uA#Q@L%v
z^$?BH)X74$${kuPYa1CL|E8|d-2#qI9$&5foj<efI8+<UMUCpV(ti#1TcB`@j-Vww
z-PM5RqR&2C>k7UIsc6fVmzs!|NIboASGuIH`2wG1M=@D=D?qkB(W%mPlxfPsXWf;E
zXmOU&*BIwb_j?N<A~{N<YV%|FV1~WF&P-koUpi*fR$_X)5R%w*^#XoT>3wT(2PR$Q
zk)*N$q;>}R^r7<;Oin^KzlR@WGrTq5G9Uz9?f1+AQ${vim#J9V67riXgw&N3Ibrnz
zt#N<$6#3|27)QrhOnX)X;fE`$Ld3t`w*cL6%ub;?O_`xkuvXw9<g*l)Y#!sM-(9%5
zy$H+4ZL&ATqX+)3Z%Ef?gC6Hxb=*}BuY7nmfV108m4~FvL_G88y5M+o^OJhW<R`+3
zr%gAU(2<RlN1bO4c8LCpufsnLq44sZRO_YseZblWYqd7pZOhbDL#W_Mvi7l!a18e&
z|IAWH{rjqqiB?LIU&jwQ#d4Cj{I-6U&<L)(Tb3d?;?RZZYby^w_lKIab;HoK5VL<x
zeBTrxy=C$JcDUuHD(|WD7VQcY#51^WX1L1qm}D3FVbmV7;MvaL9CBYOLn<;DRIsba
zn6BNzQT6%|vVDlI5`C8K6cKnI*t^QcK9zS)S|%t6Q5G@@tjKyOOLiJ!rQqqHAf$yL
zb&;E!OTd<z>%&d#{A5ftOPg?VCL_eO0e4+&vqzJ#xf%WYMphiqQf?}oM(OjfE=<uu
zt^TANNrb*lSudnHQ2u5?<aGCHR5Bl{t|~f<m*a+78p<0#foQ7<YYU<|fa9tGDKga^
z!dn-Wev|W`p<avV;*BlciZX>bpe}=r80YgyvXz6zv!)iueH(OnbeM{sc>M9thoev1
zcd@m@m3&$itZ<UyOfSdB0rt?MYOPKF`Ip%^xj73UyDZ}c*!;!mJfpAF%{1Z%6bt1!
zvPWA4a4h4ZutmvhV|McP8oKhR5kF+MHU1OEV##I>e`%yT*!-BTQsHzwG}YQvoCH}G
zAzvy`IHyyYeo=5%>5JoEyjKq?Akx5TA)2!O`asuUuQp2bT7KE#hv_Ge%3+&1lJOb@
z)7=uy+VTC$k<!Yu6*a~Q^xqxIR6+V54lp{51c?s<tCqzmGenuqiXRd|cG5QD<K-<y
zJ&&C{;oNimA?F?bHnxI{yJu}*;s>YO&t1v;r|g5PeC8tZ1z2(-ghP?;<__2vgm>u{
zUJm2ju4c2QK!2~=c%??eM`*O98&(5FXti(H*JfaxQ;RyAys!^%M>%;Gi)b!ff(mTD
zIisC;5-}Dv)^GO8<zWJ!tsLe%BY~A02OQhSt!@uD9Yu2XbvD>kEwj#Z-l)0US6jMJ
z3-Pb@g`$5N(|y_Vv(h|A%m=Y6(yumRhbRxpJ~o~z^@3?C%!+<f%h=lio#MD>O(Mo!
zQ+I<5l9!K+S%3=t>R8*tGP6?t7lXKci=zDTiim(z&avc|b0Ww1DFY~qtbfpA4>7wL
zdL$qJRa?GDCQbFDFYV~1WRcZIe_iF3*_3Zv#7S-l*OTO55)<_=W93MI{BV~uJ0qG(
z<w5j5qfJ9SSMO_k6!-jy+TckI;|vPY=44{uujUom^ZW|Hi9x7R5mJWvtsTj*RD#`H
zA=tbvKm4w(_~Gdrj%9Ov>i66HNySxthxH%OpB-pmj}B*L`v$C%4A|PBo59$$Y(af(
z`j-lV;#u6X>;u)SBcDR%rPn;r+k`GVSnxn!MjbhZ_Qy`=!@76GnVvcLNWKfKz183`
zlH|0SmeTES8G21$@=F>#_EYLazn|X&bKc<J@l}^mi9bbwQ|2Qce4^sQH&Kj9Cp{kJ
zY4aX+$#4fNlD}TMd6PBzSl?MQbi6ReNyp5ie^va9m^OMfpTl;_(M#rYH;h5ecg>*P
z_@)-x&dO)!pEi5REDU0-J5PZIDG*Pn>U5BMYgO6sT`gYoJ7Nxq4WVZaxl>`e?UhA~
z`QP|<^&WH<wUit&fB4O1uKy?rr{={x{Q>7F*i<hESeq}-T6=}`kk=xWPvdKrz2;Ih
z8*@7$vu=JlE=|@x@3NS6#jshS6FDdpzqvVAl9FGHSJ6H*GWRJ2<!4?^jlMhmc%Ucs
z5$Xl~=@v7P2a5{=@+xEVa4Ux$n}C-CRh`tW^xED`T;Hc*rNs*eA)IsD`x<a_EAI|M
zU+n;%HYw}6MFxbsu3i=lRaARr+-JV8WlUXeWaUUJ)}Qpgn#2za*D(s6pDg5aPvo%_
z2o#$?-kg4ZI6SP;5p+X$WIx0k^T)$;YyrbSTY$1kniZxDJrh}wMFa+;qva*p$$>R~
z%bcC{Ewy-(<f+&e^03~(%ftcm!}?H+0wgj7@{W1z-2!w+q9cGS^U=Bo=NYm;YQqv2
zzM(B0Pkr9_V>!vpmI7?K-uU9(cN4rNXF_kt^4^}im-{;=EA|#I>R=D{7Uw2>g)Vq(
zHL<XIRgfUql$O7#0p~qJiIP{d5^<%#1v%=&opE%{bQa&EYRZw>355*4Xn`c)?8Y#x
zg#P~g=jqCMp@U`?H2>oAPJDmM(Sw>)`oRuIW3gh2GPuS)v(mEqKY{ZM)uxB^(B>+a
z`3t(SXtH14Y9VZ~;a(9XBdClKDg}WViJuRLYE<MAA&-@Q+?6ZG(}Oaqf~BvUAIH?}
zKP%jV_IJWv1xQxJc$I?5w(2TvG!5<36+hP$RyE=sec*h)g>?I_NLw4@CGsLS85Ocv
zDh8JouI97-b|w<iUNf|ZItV{=TwyUfHsDl=*Eg%tnY>}Zs^PW&61Q&?G8+D|5YlF<
za%pUL#G3PfA!}2jYn|FQe@#5xlUpEFB9yAemdbPnmhkOcLT_Me!0_HDm96R4&!z-V
zc<K8?niCW`7BsF9_*<HkhLfPDQhoniS4I0wr3ZWrnah|G;`18MfIS;0(OP~U-_OQC
zmi5z4M6QP7IEdKEs^UkFdyWNR4n>$4TU>K%-hdSvtFBlU4^Iv~D?i*|;xPj`7ithQ
zdNdsbhF&Bi&jhk0M>Yl*E|7Xw=*{f0G&7;Iaz4m%aSU8VzV@!)OlA<27zEst*NCuR
zyMRvy0(TVIj!fa#WHnE;M89#j2hS9zu6lgy*RMmm+kkbbSVw;iI+}<YVn;8~$YTGV
zTA9jNjixq&kw;B;2NAv8RmhSIjePXXB&Kv5#?kP#*;*5SEk!q&K9A6yy*=Pm(e`nc
zy@>YVT#$yssuDr(dgJ*A2*q6Q64-Y8LME}5Rz7K<1A2gyd2D|t`s2!#Tokvt$-#k|
zSIlU>Y&dFeYA$MQLpz(B%a0><=7wFfvcfm^I|f|38wiEXCmCq%L)Yc?e{EMggeB-n
zCZ<|D!uR{5yMpr&d^=!U!(RKHlgX+41mW(r3fa#d45zfS55L9$ouvhv{HXqOv-!wv
zTc|x^%N0at^qvz+m#~|nafW=;CYC3^tzrOeDl1G~akHx!r=`umIdW$knf0)}sxSPf
z7I+K5hP6U}t$L($go*%*&!-1J*z`;Hm#*tM$Cx_PU2+t|P9m3g^-)JG{V7YlT*TE{
zMV10xoIWiDmK~90sy?1wUx-;CLw!!c0ZNX%%WQHolSb#pAhix9(*)yJrtet#y-H#A
zy=ldsa+nnCNLZnp+PSzY%*Q6WEExIYVBsDwF`NHc4Ts2<krDjxFa4SbMfz4*Rd|wL
zKUOr_GR*Eh<r5I#f}+Z_A$8ZLTL!EaPXX$1whiW<$8kHVR3{ZRcW*r^Bh+h<J7mb?
z?KVb+RF^E~tFn^Ts81tbi16ZCkW2<sj?)M2%{vQoS3*V*e-icQ$ZK87>TYd{?Ngsw
zGk$2Mg5i&dLQnc9h#`2dU>Nw`n71Uh@2k7|J}h%v_Dvac)>`RaP|ba&cL<enIX0<;
z-q}J3v)9LKiL7p<$31l$P0J5GmqSUB+#4P5fD1oUeM_H?<NC6@M|j0vXe(LA@Ac{d
zdBX(Ne>(*j4j5O&o=a!fs0SX}DxW{0d9R7I1ve%eBn~z{(zPcADzNKwn+fKBL?*n*
zd}ihM54T;MYR~uPpB%hyNY<zq+X$Y<4nFo-fh;HofJaOS(*^7@KJ3{1Y7)&2uVv`>
zX}w8jRLW(1w;O-S3~xPIuS(jJ3^7HK<?C_FiSL*dH?U@gz0xBo9yL`E*meE2qgps8
zZ>p8bRf`YTuH&T{Y{B~yRx3W{b=8t%=__HMYB0O176@QPjSqzl(z0|SpSCb9#oygP
zqW-k1R57l-eNbIX<7Xus(WRP*VWF!bN%r<JV0%Q8m(t667A>e<p`WFZZG6wHdRha%
zjFV~ZRRVxA{xq1VM!x+=$X&Sh(2k#rVC@U?(fNVZQdUa(g!ZqD!q@@{@C1l=2&e7|
zH`WH5-gOz^++`f=yw?bj=3!Mfu7=|wB|In;^j>f^(JR5{3>bBEk~IjA8x;xGWvw~}
z!JOsObxFoB&@<hjF2i<pD-&!l%G+o`p=yi<fto!QfEnjqI6L8s_O2F(hMkMkeTU77
zS($FcnINd(!$IgwqbG7^pYm)aeKfN+8-<>5Fwj;#S(@yreo?d}Av8lKUF{+JOw7P7
z<6)aO0?eA~V)7mY52I(6&p@vy=MI3*Ve2-VV^ucR&yB1_G>0lKADG!x`)oW{hs-8-
zaPSFhTHLwMGjFmFL&(6z;31qF*yz`?Z6@&(#&FR?!r+|fyBZ>x(ivZ4ak`D?Q*gDe
zqVQ&g2B~!Qh-Q<zboFti^|YV#2|t#%$lCr(>#MqSGkwe9xw7LGPsoqljRf~&SG93h
z=J7(Ff`I1988Z=L?bjA*>VDtnzMxk-%^Ex4>Jy04jHmVxbE!ZCOl7segYKbeK5Xuk
zK9o#E^9TX*^vK|h;~gsR;j6Z&3VLpx=VNi7pKl44ky|#pw%}hj-pIE8LAklCq%v%F
z7^h*0($3{KO5<npl{0=xe1$3^V+=NtfYCij_MG3;PfsdJA7Ra`+2AYvOxF-BU7y95
zqrx@u#3(m-sS@8Z(%DwqwV4GW^)}glUg$zBsla{fa|TFj<sD0Urs`XL?NJf37od;L
z91kI+8zaHhnti&fe61d^YUlDt#n3{eZKK&<Z@P6vQiqRMUqV5suBs*UEO5VPo^`k=
zQ1kDCqu;03KL(X5!L~Y~4NK_68V=X~P|El60p})~K;XSguQMb>|M1^HC4BWsAYj%q
zCc50!SzIOX@}0TwAXeHBvT(s8s9;_h%BSHJS`)`T-LCO^idTa|rayR~<Cj1i>4Pjc
zr`TE+HS5MX=X&p{20XdIn&*cF9|ckOQ_26BdcBE3A)*taOOh=8243N=v^|f)VAKkU
zlZrz{uf5di%U??G+v*0_bYGek+dDUFUc5_D7a08QZ@$m%vh~5MQ()X&iYplQ@4=$h
zm2CX9wD@Dx)2L9;D}MyHJmvhC2)geDnQ@mU?JR1O2T78-INz9uVMbL1u*~Uv^2q30
zfUMm#r_DXfWW<=ig!yO1QbsH4yUzbB+4z~8iA?<`#?i$!rV?S?t>p8`zVThe%0_X1
zSY(3VjxkrA0>a#GOX!g(j9qj&gYE%izTJ5>$zF0OiUpcf)WIm@s1<I>Y$|$a#o+30
zg)-M+51p^<0_^B75QaAT4*OWb!jERM212p?=M`p8<V-t0OlLe{fxr!-0yX5SdC*{o
zG3`3z-T`_%4esWFWSaTH;>ZHpv5x~Qhm~jG)CsfJX!Pahr!>YdD;UN@O?AOQCcJJB
zm>OFjYG8Rc2-&Z>m^3$VQYCKNmidq3T9V9kZgnnM3v~n^$egxon1s&Hv<KNCUUEQR
zrNI;(x@#yxN-{R`lh=$F%$I+B7Ys~olacqR5pHs+8O=<cv3lA&oV%5oTz1+aEcC*Y
zo}-Saq~-9-&sZ6K?KSy_Ke(o<X2GR@G6EEyBQIw_jETd@EBZi|-J$+fk>GWVEc(Q-
zcdD36+j96)G4YqY?cwEoSYWX6)*u1dTDZdD!0P$-zv|jAr!_^-o<{$|dTY^sqHWAF
zx;gk>5Azl1sn%gqAvb)ptB@Ioh|R7yy0HC`BzP@VJM+|nfPcJLJ|25`iM6b-W`7uJ
z(ka+7uhj5b(&vds8DSe}!m_lcx<7cw&xc=H;a*pbSQ1$$5XFaGzK|-6{uHi~;q2e6
z@3#$(9AFIm=steI%f!qp!`*Ua8&3uP9`*Kk5I-U~10!xNxdRVU+Lv_w$f3S6nbLKr
z7GY+qV(#{4yb6uU*)|*6Hp!NqD&Cp<bmkJIr}|zzX>Q}|!*)^HMD_E9%<jM0Kv3^b
zYES=d!j8Q+_V3<~%$NUZ9=Ln6ruKd?hX8|&{oJ0`N=If<n!F$d__N*7u>MMCO=15Q
zcRX*6{FTTUjp1{`|Me*H!J`|PG8G4M)W~^?iPFuS=5tr&+N?6fHNp3`fH<gLhjW-4
z+!4I64e4KLY-vg1G!&<v!E5Wdzj6+jfQYyCQA!iFTaU-k4nlo5oIgN+dCxfn?p-Iv
z_F0xtEeuQHX?C%q)~Sia8Zw_e(ha@1W~aiYc<N|sTzqoEU9upoq^Zj9Dvz5ZNB%Bh
zDf9pI<l7#rlKji?JP67EdL7<>^XDeutND8+0RxkX<rK>KrrjO;17w6d%iQpuchn`B
zW8>hsL8uc<-6YxYrKYCLIREQhGYz5OW!C5tFo{QYOSO-8Gbj5+jZ*zAyh*o1&Bb!}
zQ9|RJyM`ILJJQHg$8STF!T)<+>Q9ZkZHe@2f}n3m)xJ*VD{jwfvFMPekouW3^9|I%
zb51|gvj<?lL_e6oaIba;KX!li*n1&<R>18P=f_Grublp^<rTe8y3MEag*V^uQuGAg
zrFZXXL6?V>Z1`z9XB&6q6B1LThiddff-p`S(V=G=j-mc_)PB7qpvkEt3Rr6#HsNGT
z25GeRyrXHOm@7gplp>+&D7?p4*WY)?JJ;SEKNZ{(4C+Ry>!>oye6p50NNd$d=yu2b
zS}R0C#|E=xp3IGbv~|MXPt^>&K`X!1AY$+`UHDi6d~~R3IgEM&t_(o(p%`0tj)$IW
z(38^~+U{|3NH;>>_0uA4_ov}kSReUzHBzZD8Y_$tM@w8H`7)y5ov{B7L3}KJwWp;G
z*XbWY3OT3dn7lNrN5dj&uFS*q^!z~DZ)HaQ+4XLloUA+_R~I=v6k{?S!RmTw?M-<@
zhjTvpg%;ykGWg2fJ3$)G{!d%HY4Tn}=Z)ceEa8${mLsz}VQx(M-)~ssR~J8XOYd4!
z)Dg6LbgL`zZ9`^?G1XjktQKaRfxw>NVvoNI#jp_Cb;rL4?56)RkW=P-(xwKUyEUmp
zI^o5L_+rWO4~1jeoy=(H7UWx?Q!A4#VVB)dV%-^gXSI6!+;nrrsV^cL-uAVyZ>*w?
zE#t@p8|0S<#hpcx09&2`<O8fhk{*nb*pc^gpzQeII7N%?P;<*h{(;kh!7$&1MopjJ
zx~@*?zvUQHl=qDUX$SJ!a<Qb#?5%xTJ7#vxe>2uPbeUP_Jmmt5GjenlD3*FJL<Y$O
zn0>&g{B^Cybt)Sj55d~E#nMRV@L3-u3kZ!$U-&aR^32l{q@Z=3Fv31ev<FK0(=(=C
zMaDbC{0rn|SH+H98^uowL3$ZCM}Q2L$?i5`u2H>a2xHUNevWfsW)1nwDwGV#-UQqt
z>Dwj9!FfgC<8v;}Yd(w(Th_PZlA7s`VQEHCW6rM0ct(EFxQzh*j-}*0zV|9}FG;bb
z6nHJde8519o9US@Mf&Pfn;~PyK1I0|ekPlK)Qfk9*Rs>D(P+m6%vD6o=lqRhv-I=9
zjk(U`cP!-hUG|A?5#M#w_Fc57Jv`^4h2gUeH>m8eHx1-*i`=z{xH3KAK~q7_E#N2@
z@^wy$!kAkhppvcv1*oQ>J@IQVS=`r?G?Nh0y8xICCvrKt`UHfVl^Z8zo-PK^>cvM)
zWDn?_Suio<K{7F(zE_Vs{4Z?VqCaEE1D;`@O~~V`E7nH~u*f(Hhnzf8rl*Q;AP8H>
zD>8h`|1T=60Jvu7u+PsK`X}dDxj{t&`^C5mPUgzIZ;hF8N&O`i2$}=plNYMVuh9-Y
zw(na%v1F|7P6HQzsoKMQkP2xEGuP(NS2FCeAXb++3g9p3Fi7*$;53}z^gmWR6%xAM
zy*A~?)mIyQ!5alI@W4S$P@GONajV=dfS{YMEz}|Z{YfI@PP_3h%#4ub!R!WLh;|dJ
zo7Ca*)1$sAk6`PmuK(aF9lX2?YC3xtVmYY0SrCIY@%@$8r_TPZf%27qwD@FtZFeii
zZvl`e_GL0GY6=0G=4*GSavP>ULB+XhP)*t&%4wql)cv+3YbRN2TCbv-v>oD6eYj^o
z&A{Ws!O|wlV(NjhzrvQC2tT*Hup4A3!N}uR>`;Y#i*XsWrhrU0%C-2D%hC&fQwIp^
zSNl`jEG>5zWX{GPuk{0+d1U?czg3#^^4b(PC<fI}0R_(SeoU)~U&M9MdS3N1!tzP8
zf@8Wd#6X<o+)>@f&TbmJtJgl(?K3}dW(V1xU!)8gcYFduX4`k*Y<(w3z}gH`^uf5*
zbBvWnhZ%>z#X1PCU%h>K@Y(SFZ-L496GSdVhoRORqK!RY+Pektzl-1NU){FnM5qgi
zk08M1&AQ?0Hf1Y|LisR>pHwnysMq%+g+2(IzS{@OD{{v(&BgrkjLM_l0XN>TOrffu
zjW@dV?tkO6`6P&=*(aO&3tfS6YtPso>dQ4^&X^3!oyA@#MSt?2rz{Q5G{Z(z2>8U@
zWcK2YIx_<ghf4^h$&<)Un&*vvIA-w$w&uMj4}J6VzS-k4PNZ=U|0ffj1G#;_6^ErI
zhCQ}GB2Av^ki8~jWe#<mDqlD4&z(qG8zvvZg-1!b4Q9fEjmgx-)(gWQy}zgawlK&|
zK!HL2{w9dM>W;fRb)zS?+=ep}xsJcV3cq7eas<v<i-`_@-i|q3w<n2%kKo#2Vwr(P
zB+LDpwFfx<ahmDGz-ousvIQ1bF+vo<X+_reXKpEyd@;tmR{sY8!9YI0#uVeSGIN_9
zu~v=1R1Y$*C915tj7iYul<PtpvZG2;*wEihd6ju4v82@9_+FJ&?j(M#Ty-(=Uk;~4
zFp_(k^Xjm|GFq|j{7AzhBqpLDAG|X_fgFVi$>=d$6|r?>w01iw(4!4xu4UY77qgS|
z6&}^Eq4?7O08C|$b~3~0-9>BJ_#;uji_DJAf*#~n#+mTyFFrGT;0*GhSIp)$Fx4Q{
zdE8ixW&_#sR7%I7cw17@b?rEB*}aE5tC#VQ!#MBnR!uo}?msb6UFDXCplI4~Dq~Wk
zAm*`P@g&Caqqha)3~<d~F-w_C_bYCz^*p&r;S!X6)zaJB%*E6G4BA6xCAnhG25QEi
z4u|2ZvFCXZs+<;V3h$yb>b4;oe=jTiJ!{OoQ}FByqcoDqBDu*qrz#aOGqmK?O>0gy
zIcmys<?GbxwV#Q;8nduvit0I=7z-K6uOPnom8iATNnooA=Yn~u^$!EvLm6at2Cy5$
zFT90*K9%ZW@|scirSCs8)u&qlU8&n+vGA|OOTnoq)@I)sJU3xp-)G{zGf=WwAeJ^b
z>}%zTygP9i%D6v;EvoAl3=O=}E<GB(%5Kq7lx~rgd?h)_)Wc0hz55?Z-)g^Th0q}9
zfm|N3;d@P87)uT$?7(wa8V`=IB53XPNJ}n2^96fefSPWhV3Nk@#fEy<9ychXSNGH;
z<0I!jua1T#DN4_yK6}-^8R}M0w9o?RIRh2MTwBX)Get5Kanu_72T_vF-3%@i<a$?;
zc&owoTEy~A2kzwTK<i#?u{Cg$QN--}p6wjrP@1P+N?v_Y;`CPLqv1VL!bZ#t=sGft
z)*~w;6<|Rfh_6PSSX5Vox%3pP)2g|t%HmN)6``n6MHB#0Nm?3ai+ih1BDRH_-xU&+
zV7a91h@9gH^GVqhDoAbRxNxx}G4>VS+k7v*D6(8JRqiofgW(?q>6U4hja|Ez73E@c
zoINP}p7T8E=9HV{rK@L*T6j}bx?z|Z6!#*%8^b>hAZUb_SY|zqdN!w~S=&HLDk6c_
zx$9pVX&Q2v=emp)><(+h#Adj>Ok8OzdLDf77`oM!DJw4_{{Zlc*y+rz6iT@2aa|>w
zM6dt|#w*P{Pw`I4p=h+#GCAXM=qrGi$2#np3wFq-vYN`CPmIOGnya^|(L*k&8jZb=
zX7N_Hr)k#Y%{m6`GtGHcx8o@8BWSG@^Ty*`oz?Zt^rh}*c^lP^YQ1~-9GadUE1lh)
zG0Lbap3&}03l_VLk5c3L*7aap{{Y9#U+<6STlMWk^`W959YstANT}jn^CJHMd4R2`
ztUar%4TY6!xSoD4ylGnIdPK*dt8iO5aBEH*ATh;Vj?@m-=*KMnW5unFTOxZl#AA{T
zY-!UexC;LOfi;w<s5;b<%BbLj&0$w5rONa?YSB|n^av6WZIg_V*14^E$~o5|M&Z(#
z4zBUXf^sodEoWQlGERM~%)?=Rr8iadJjEK6rO(kARu>cLa%7>{Yo(9GP|Xkp`NvGv
z=F+2@*q2qtD}&Z_$?dNH0MS7po`Sm}jlyH6X00T2#x(I#_x;xY028R#FW+(dwH5b=
zvjLJYL8$yVZc!C3P}gO0(KVP=>P2za#bW8z<)XAk4Z2d5rMKdE&GfQbPSMH16-D(|
z3P$`7t#v*t(B->w_TvscE6ueXJ5#eK?Gd<NTJ<N5<%;&YGwL$`0Aq=QZKTcHKN5dt
z-3deFcNwns%g45NR)Iw7ryUJ=j>m4fr>tzesUo~g#)L7t?9W3HlF_ZL?9W@fxc=Ro
zMG?w(HA7MOdS<q1q23=E&0=^vSQa;7E}JM%1op3TwAD2E^v)ShR=$3$u^3tMDcLW?
z@hU>D3a_(-xl;U357MB%)8uPurF?^o6J2Gck+@8`=A!XR!yMmfgaskLF;Qrmlghyd
zBELn*Dp9S3Re4g8UeYy^tu?1pYCSe6m@yfxdsc}+TndgP5~shtOqQW}uU>T&maNuT
zoGfE|pu5wexr~)jn&CCy3x+KuOSQ-AUWhlK;A4*UM(tJOZQPpRtl?5Tvefb=nMO5~
zs2(uZZyco<V1tU5J2HBT>2I|5lKMi3diE65vGUK%xIXp8PcEF_k@TP1QE*SGkrki&
zHF7Hx=~{_y2Wp*TP%F`;mD7*Jan#Hv_A}$L^%Z(6QUyq6iaw-Od39)G931^Cuh~$h
zwm9WFwM(f6(aFVX=~s64lLeH4lhoH8KDOjx1}c+kPVM{0u549kDo>RPSP9jOQa*#z
zbqzRMD`hi|wOdxZu)Bf6Z7p6sX{+3=m{gsD<JPsbon;aR^X1EWlV2@U6yfhjbCR_R
z@ucb5G`zJj{6}zY^%spF3)dCSO{gOM_x)-Q7wU%NS8pNyTz0N(d9t74W9eRmb2seL
z>U~BB0KJT5Jv27v)=_h?W~fW6PbNa~P_>1`X}(BZSJaLuNHRwi%{*mUc^;iQ6q35s
z1e3~sXC|*%KudyYi5O9gR*j^4SL<1+N>5f?td@oN7pE0%7bF4BY8ZwEXld}7u2gmh
zHPK2O^%6YnRbEIr8}={=;9fa3YXh|k0;nF8$B|SMn)<lK#wjD?<lLm$h2mS$Z)iX~
zo-2>D+~mmJO<wUm=h`oXDtHE>wu@{czI!mO%~O}L^?7|CWkEN)CmpM1#yznE>sfI|
zT18RZ*Fy|JBT?;Lc}+XFGn+B1v_z_!guYxRv^IfU_O)^IYzDndO!+CcaAD!kQ6inb
zlY6N%$rNOPS@T6C60~vxtfvH4y|;)ibjU(m;fs4#Rm{@e&eKcxnB?NVW|e8mZAoZ*
zG@Wi|%$F}h9Ma_Cty<}~SB@44naT7O(ph{u*Y9HUBezhVrK?J~np9QiD<f}d7cNxw
zIS>i0{{RTt8;=oMtdN(FJmhg*u9xu2-p!JIV)ivqa$_8RwcaJig)~brEn!D+IP%6$
zYr@6naGG@R>B;x#I*L4vPDvduon>PcvLTH*UQ`O^HJ<|Lclx4Uh{RGM-SY91?_BI&
zDbyQQGs6j6et{U*K>i?x=0BVie?wn2iH0(gO-9Z2M;pwr^x?>wcKk-&_`VGW=HAP8
z^(Se-=qqwR5Zc{a?~YN(?rVs?iVMjLumtusopT$*9_UF@Jt(J#uBoL4+k4#dWu0@&
zmMX@-i0#``#`zm)IR#sarw#q)n{EVm49YsI8p^ZR9yx+dk~7FX>$WyJR=1{Zw{=N&
z^vz5#l85f<#>pJK*s7Cl%kep7@fux7M33`#2Bv$pkq*Zng>qWni*ajm?+GBO=CYyI
zZY`W7xfrijmI55ARNdF&AKCG&x#_#JQ(A`S%`$S!>MK4w=ScSMBDEmZ;+;0T1DdIO
zr^j%nNC;N+uVRGkxn{IGD85vw)mAa*xi0x9HGadydWM`aZ*uCsnc}hMj!0aqf(WR$
z@m=nWDn`##dVb0>k92p|-XYVq$o|W#AXjcY%CmLwrde#7_fDKjgl<*!73Sf{IUHAS
z;g5-0j)xexlzpPy3;=qH@~UN?%6#-T>|-1+v6FP$w_}sLvX@S}Xf7i$$h;LbEtaJ{
zgvl+ujHOO+4R?3#qWJBaXk1#~pW$QHxUECO8m^r?q?Yc=yzWtuMRsBFaenN**&?A<
z6)y^#`JTt&e~9`{rC_#trpV>ngTJA!U&Y=PH&ec$pt{Kk87PM}<-oEw4nY;Mqj;xM
z(I*WA#iQ>Vat(S^pDVh1lUEN?$<upxD$8+sZ6hS0t1ko*NV=q;b6&^cwD8Z4?V0Z2
zjyv9jX9l>R9(V#@4N5L8n9FL!^c<~i98}b~REnnKCGW<^EV{Gjm8j&@q-^7gp+|bx
z>s4CSn<^C3y@^_RBspd@!&+8e9@TXP-EU_jjCI;;cTD(ys9j2;>4XcOcUJ{WZ79Eb
zMAXDmq^~A&AQtEe`c>OKBKG=4NFa8}>x%bHH^Ckr(zNp=(JZX1$voz{S#{Q1x3$u&
zQW({+uFGC+T+*k*N(ViBT%jAqEqur{uY{9NY9_p&W=3&Nk4Dh6D}ar*Y0<iMt+_8X
ziR=PPd$DnklY?Bs8(Uk#U5m(1B%1Q$QxS^4Jepodn_m}Bv~5mJwZCJ%9x8?%KV_|h
zZrjFJ0=VBc?)LSb=3R=%I~R;q+4Xo**X0U0u1ZZ&-t3*k4Aa73Uaorjn0spYxY|i1
zw$SaSOLVmx+_ncp&0r>}6jwMv00y(Jb#^fA-C1x8i<!T58#(qB--W=aMWIo_NyWOX
z?I!UYw($pwLZo!Trp4ojykQmS1$tyxA9?nO4#|<w`Y^8B!JZef)Gb!#<b$4hu8-{M
zbBj_&j)gi@xn1=peIhM&F>5FU`c*rBhu7_OvPQys;=0?f4;?l|xzd{ib{y7)mxx%y
z<y|M2AmE%-P@!Io?7irjQIsgBPI7TP{{UR@9o3XxWG8+HBNfBX1eVeinlh|CMSJh|
zh?grM5=Lt;Sn!pWtpRk520xguQZ73^4QOK;e(${>#ebRM&J^|)p`~m3hLXeV)39Ie
z=ZezTJRN<dyD}+whoI?P!v;nwz=Az%RTO%#l`KSb)bFgkaxWwasC=!{c5AECEaTP)
z`#Y;C@0#&KYkR|<DZB9f$at8vebkzo)S+6RB;uLp;xd|UT=4m$+=qtkQrpX(HEueQ
zUQy$309wsCmc><HsRO-sG5k!h)a?W;OmeWsO+Z-6H>>Yc?_MLyCq?^O32D&F6^;6&
zqNqmJ>-ruQb>Yb^WHHLDtUX0lIyvms^fkAJVAiwthz198D<b>hoKWf!vbG`5%qrGC
zj8j#h(?_v}&8t+Vs!A;I-|Sn4`-;u<6|tiD4^q`GQCSRep5#~1Q219y)9kkdKyl7%
ziofx8m7!lSS%d62!gF3$BQ*A@#|;a!O4$5rv|$bU?lRlq1)Z(3%QEg@Gs&%e3e!%~
zZo(Mik8d4?b9&Fln3~kXV`|Lgedag<yt7d89;vC$(#>@L05Q(hI0C$-fW~5->NgeV
z{zkLP>s6d(DZ4H1eH-Er73jKslQg$60tej$WY?3;@m6a|-|QCPp(mF$=MqgUr!q*)
zea$l!-9sdy8@k@}e{tyjLXSGA)~M?Bzld7iw5=P><wW1YpW|GsGdar=PpPD$y-GAG
zQI9P+*&T{01}LJ6*kMIW4YbpoM;kZLR?VM=E@mLh@()Z_^zij+KXn+?#8afNHe%a<
z$IM^vkLO(lY7Y%VYiT6AGRTFpeT8M#n2ap&_EYLSCMp<&+&T@j8NRn4^wEEvb^%pu
zjkP;&;XaZn{cEIqpexkL=A%wm?s*xs9H$$0Gz5yhDGkV8^^o_T^;TQpqn58qrXe0|
zaE?aQm!Jd9ReSOe2C${oBV7F1sxxZD@S?bCVq%u3Wh}kEhf4aifpNbArqaAlH2bW`
z`9gWF9!uGz?m(zc_c<ijnTf<xsRs*Q=U?_!IYq`@PkpxWWu@J!ta7JMTD1q4cHyuH
z^{)f5X=1vJtFRg8n)ST{P<2!U=Ddu*1sWA4Htu}ZYn6RjUJ|+A+G#>n1#ksglS*|@
zl;)YDT<$n0uWIQRX%*>970E3RI|qQLh^KjOaPwJ(kcJ%94Npb4ytHJNH6V)X^{Zs^
zOn_k56L+i#3r8nGSz{m9Df_Ebb4w3eg??DQQRI5ojs2Ubyjb}&l{G{}zLnhFS)UT>
z8)82y9$OV#SMW{ln-89d&Yk$LI)*M0wJML^KIaRW!BdSo&)zv8nCV(pdd2;i+Z64$
z(9~;c=cua@*%Q=PtMwOIS;psGdXy%uQp|1MrFVUgIk@x{+xRa}if9AyS&ec=#|fNO
z{{Ri@@1|-7CSnsjX1xc8oeVd#hKGlbf~!HshL$~AZ7|xXV~ih4gDSNE*FM`2UD>MB
zOh!(6RAFIOaJ1R-HEG^<S}!u}@_`*^G>YR4YK_jQtHU*8>N?6G9$WKW(WI#>v!@S&
zoU}T4Ea41Tfz4Oc^!Q#P%YbVUHTGLzNIAt+n_Re>GxKc~tgG_bqo$q<5zl+<QMtYH
zC20DQRAtm;Il;iJjYn2Qxo}Bl?^zRS(#iLD6_s4ZD|UTV4863QM*P>OtI7J+3AISm
zqh!_-%_N+bCYltnuRf+^-@=bdo(eJC(U(?s`=b?6uI6K%#-mvMYDJ4CxMzr|Q%25}
zN)hO4+G`$Nrp705s9#l`vJ)dUSzxJ>5Ia^r&$*Jr(oMS(X?AI-YO%+1_*Xod_fHJ`
zJkdOqnNb||=bG^gb=fkWp7r1OZ^YNyYbvCr)6kmIGK@55jhsfKl5u|O-E4ZsrQoe5
z_fKdHNW5dEcvp*jCf*&rAsjR;c=oQ+UmR*Tcj7Jk6F4|EjpHfJ+)(CC?Vf67Q8_5B
zP8=O-l(8_37b<(45=KesS`a4`vD=b(6?PjrAEM&BDPihM;YZO`#6ml;PAh9jjDXVq
zRSmw9UmMRAuM8^$URu|=m*6K(eDx0x8;gZV@<e+`$Em89lX+Io<n$G2qZ+{RHP6}Y
z3IoZnUaaFz4W4cupR}l=jy_op&Zx{zMr&zU2*QC_x_TC7bKbTP8u+@8o^D6iPAMe2
z7xd)wE&=qd;442$gJc`A$*na~dsow7DSJ97`K)DLdaQ~=wl;4;T#edEb#Qj8HcuEC
zuJY2_32&{^?Sk90{N(yqU#e=p9n)4d(lofIop|53kIuYY^D><Y#+5j8Gp8^1af_)b
zSo0qb_y<<j?o~ua7>`*TV!O${6KOhKn4bRtQXsD_M0&=#eK0<9+sD~ZV-)%H`>XZ~
zB-30-c?+D^%}RLc)A!}c=xI|o!$tBzIWsRxwT&;NioruFAC-@BUB#q2jCQ3=ixR(F
zb*%jt!Fsuy%vk(|?p)yhRoq&5SrJFt?jB+~V}VM&3exv4ba3JF{6$*6)kUwJk1x5>
zowX-cmRZ0(IW^GQcuMYcQ5~p2!|y*qUXO34+FG5^+oHEZz;bHVF<m~+HcPSTM<7)n
zHF>sqs{A_CjKPiFxKC{7`Bj^bhnEi+@~)%b>e;VCrL7Ltl3@P;l=AsJ2dmq}SWOJ1
zbX3lNTF1T8?<@u{E!_e3&+@NjJPL+IR~TRqv8NtX?$OI%hp^N58;Rg|I#f3xyeAFm
zS%h9#vDqW9(ATN>i@}X7^Iz$56`j6jiH`=jiAXawt@JGg!u1R>T`r9rM10Q|6NAKH
z-oEsEl`S>sE>v4;aqb-iqo}JIkHg2mu={0<i7K$%xavh`Uui74WE^^mmr3zXr=WiA
zPni$=^KPGodDSp8!^@hGVWmyJXtRO8vAWYP8a4znoDgYkHJ6Qo$)BOGM7fho@pBi-
z+UgJd5BFc_Yl_x<DRpG-9u^yV@%*bwRpC7+q>oaaYIQxzsF%*RzC*YUN8?#Hb`1$F
z8Qis<x_ej0I34@ejjpDo;m+Y*kZugwQJpPd?ur>8^G*h|r?!gWccB3LR&<cd9!W#A
zcdn?^PjhHgQymn~41wcfq#mNZOTixyEg_5SI^gpV@UpPZ2fcYded%&Xdd9vQ6;`1-
zN>2SxSn;=oH2qioKf{JOILxUT{*~pELoK|fIZ=_vP(^9z(`z=9i=8!Q%Jtd~4SIf?
zqDA7^5bOGBvY2ouUzdGx#=FA4Sv#*ThdP|8O4>BfA+x`^u$gAImEw_3a;CeT6UW-U
z)XQtA+qR)@<7ra7iteWPdEs9VX>(oP2_;1t&U0LJUL})%+4L<g8(8y!BQ98vTDfKo
z=}tP6iffnNkK%L}e+i-1f?n9Mv=WWRC+%6cJ_^zNCAGCNHN@HBRB%mdTk3uwj6*Ei
zm-@bN1_Aokq~8!Uy-w8FYEfcC^6vv6A6n;yY2xD3cJw%wCXGlqQ<J*;nFY6u{?Dce
zwEY;Pg}^Qb2jyI)zPougrsC>M5^_N8T^6MrmbND1&<X9x;p68O<=5BO33T(sK4N(W
zxZ{GY6)iRBb5oUEY<-<Xl3O097OXY|X-lc<E1TA}G=lX+Dij`Tjf-5=9OYAHJ!z8O
z%{-f>eatD~a9EFN&stgqEUHkKzV433<6dKHjojk7i7#2_EuM2%biEH!*2XPj%H!`b
zz^tuC#_LPHdwZ1GBAWH+(x(>Uw>ogxYEW%Qa^$zn(e2!8Pe|~NudIPA5fzN`827GW
zWF?m;y?fV%@BYi-i)VnWgeb@zYpOKtv>j<j4{nL>&mz{eElWk1$8`&1u>*?q{{RGA
zSlVc@+|O>MkMR**JddYq&@@*usbVlg3d6e5uXK1>Y`=SJ{m$a9DSR@}<iu5!pr=aG
zOZwFpb*~R;ejtM=s2>~=SWsHapj&;7(Ci!s9+c}{K!(gtV~}-2TM=r}TrZP(7&+r6
zw~QP%)gDz`L@^7Ne(U@S7P_Rc@~^!;4PRkrswNI2l=rHadLJHsp7|Yi=CZ`i6q{yK
z6oRYWma9f!{iQE<TF3g>y)CWgmoD}F<Ur=PEOo0(h(fUmAna=<-&A<U*~aufwP5L1
z+NaNG+a&ZA&t8g^oV2%7qX}A3llD5_p=wK;dy>%IMhNH_S1+%42HQ|mEuaC<AgyT6
zZ+oS_+k`J4_l0y?B#=Bo)ww;5XFAH1ZnZYTds)}ypSt_({{Y~g0jzj$P|@Tfcvz-*
zU^uL}ZKk+zkw(l<ps%QP9WKvOw=vBckbP^5)O<9WOlC_Pbs%$qD+%LjDtD(Fv)ja1
zt%i@hxxCINN%(1~-omp^-cpf~iruuckHd~4xVhe{dERR?RrsZ=X%^<u^xq}N0m<UL
z!&mVo_OW*J+|0~a^ap`nQmL3$mE`#mtz5a{>BXt<sr3$t;%ye{A1(=_-UmQyAH*7*
z=IEpinEk8gT{}^GSKl1(8+wCXhLPiWZCowG`Kju9*RrrwE5g-X?qiR`;=PikP3XQy
zYky&Lty`OQx{*t9@|;(l_>19|vtt`i5owpH&sz1L3QuFMNG670t`2dU>~&x*?3>L^
z>x>g#M6%gn>RS&jA43efwkC}!PIA&c&yJ+iFCt>E0|GcT3ALSi#NU;B)~DgyTh?iy
z0bHEdIX8#ohdbclcLKfII4TvEle6r46gY+z7TTUlV|D6`KMHMndub3!!A1P5I`_g+
zPK3m}TiU9&Q8+8X-0r8GQj@fmjs}%goZ(cH=qt0+`~h=3nV6lK=qt9;ybEn=p!s8W
zxU8vVb!DvIDmST^(_h0}%<`*04`1F9h>EH1Ypc_I2r#WMXKM9JPY*<Z0T}$NRxK$I
zebHWpEH)aB{_{AhVsRC8Z<To*4UdGDH5+49{3~7`52SpyO?BU9R2&M0;;yBM=@nzn
ztx0b6IZazniX9I8gc%mnAN+LJl2^8Pg$U3!6aN5C(*FSHCcIA-<mQrcoLlUB84|TQ
zuQIx@M-F-^%|2aK0O01JmzZ3CvTHO#O>oe}x>0F$JsOl_QKur@x}1;qYO7Byok^({
z+|<c!N_dKr>NQRg*%X2^9&=I%52a`<0Cwh|<&1Q!tls5b#U!`(s|#+UwN4|)YIs^K
zOPV5Bf{;Mwy3G?(P{^!#99K4|N$FEX6sX~oIjvy^^hckMr3&z~J-<V{8Ab=Sc2UR*
zgPyhHejC>Ig^pu}71|#WtWbgG56-zNQJQvW_{wsg4y2&f*F&V%CQ)d>o=tgHxga+V
z2U^*`@h_UJ6^k0?Sjls6WPUSVo?V8W-PVlK4pnP9vQ|X?6S_?^P$p&h8M9ucf2e8q
zx>3PHk<z@Y%S9b&8ug=1qEnAd*46SlGoQ4JvwNG)bC)+S+ACk$#4n{WC<<GOfJUp<
zmRq1sM>R@Imd$%q=T4MVS3{<pCelp0&l;~ak$lmI-5=f_l*z7e4quANy3}J{6y(-b
z@iB3;JMj2vT<J7za!Yv#kdg&x-*}yz6^vI4W2(m;!7}~R-j@4XR*;Kz<JP$$io?Nb
zT=KZiwcJgstxj1EUGOV1<4{!jyv(1iVas_m-+8#Gd2Xh#ubM_{mJvM~SQy81vWHbi
zvKb>ds*`I7s7C(2mCh+(Htsm|%{VCf*9*nTt0Yu#6w|vlw7(Beugub`1yXCc(mozo
z#sRv_hu*nQ4C*r2pOv`JO7vTQ5khQ)k{lZE!cn6*-b+)#&8y=hE=o?(@;RRpd_72_
zHyUv1)ho}Wf#Hy&sSKwCSFGIlw7Qt$OpjAuf2bk3zm`G<SmwELlwlcOCss{}#Wd;S
zK2NENBPX>=keueU63mm*t;b+b@YgDV?aHb~d~p-nr&v9!RxLlKMO=$c&+yk(JS|F}
z3OOp{X~TA6rLiZaUA7ZLDzbt{rESHg`j5)3$ESgeFXLW?JepJfCWn`Z%waWa7+yux
z(wF<Z=OV0&CzBp)mLt};MV8U?U{fTP&e&z-T>4jiEVB<sSF1etij<wAjOeUD94%am
z({F55N%iPcA{5E>tl71TnTf+~9@W$BX;b)0RBP1VL!~lX+l<K|`ev$4ty{;$OSsoC
z^D`XDAwN@4wd`nc32&uiQyiA;+8KI#>Tk=dPd7ufdsjQH87>_YB$n$>TZ!fvjW9iG
z?WUV8#G&QMt{hG|RD*<iophlLJh`5QJ1Y{AfCXy7Vp+h)CbliKt)r%EZ%@%?nnei<
zIUa(%`ZRsz&9RmvGIC8rR#Ae>%Z*eHf~_U3b=E!+xu0uFRx~|9>MNwM@Q$AVQz&Vi
z9D+_iO7*JdbZM(6bAparjKn*&W#)PIpQN?azbp?R9*dr9sJ8G;<;sDvE!U_m&3D$;
z&|3^c3P+y16b#k1=dFD9ClKpY_J^xShp8vcT21+MIh{Yi_7<c(?(;S|2c>j2_BPh2
z5*Sec>48>wrLK1-_dTjOIuw706o3jSqLI=RQAGe0hPkg9c-KwvRfJbMiq7U{D->|1
zOAs=7=qrfu@5eniQ`OqnRJ1yD4!}V<lX{P5;A894`OpWfxy5;}iheF>z8moe_Cx9S
zQb`<&Cy}tKs(H%yZVr1_qNLHy8p#u@qYSGl$RpU-mwaRJXZGHY{k3HlZ|qn1fk!gM
z-|9zS&Y3!OJrX;JuC3#^fy2cjheuP8!14`aYg#3iuL~{ALw-J42i{uqkAr?P^R3&%
zSJM3Pg7$33s`V-ObspLDuUC-qR~OY7RY|Ke%e5^dP|)1vP1ToY10_ejWlL*seIED-
zC%CUzoCZ>)0;FJr(AOcW_+BX`YpprH&vVqE`>ptPuIhEKq|cni<!bJw4IgfYoZe~A
z3uQqB9-_Lx3V6oe(i35=FPjT+vM|mEp{nve*-fsa35IT&BZE!8@SKv`3#&F+ml<Ha
zMPZ4;)0(<CXyPhDe3cfcuj3C3Y1gtF-3M&35tm5F%AcihH+~e=Ev-J<EoAb)ya)5H
zn#wIhPQDXbw2_rRHam}TUelo5+iIFh23VLf;n!%!ewF6Vty&L}yQ9;?;w8_^7JR*L
zJkg!355J{*?}9W9CsFXa8;f+4&0n8z%_g((_e6qObp*F?PtD~g-DC8wH%9R$tDx&r
z!)svaWxM`8*prW?V_OpHH5l~Ny44`+E@f*Myhreh{V2<%PNEWWQU3sjuv0_u=7n&p
zs9j5WbcALIl!2d4mFhPBG1Ij;4%hOgU%eY}L9TOAw6MIp`$>jBH$QzxU#()X({GWt
zV~-P<#+0qPCX>f27MbK|z8?`b+-{T%3gSoG^&7>PRKJm!HgUV9ZtA!1XKcVlw<D;o
z4e#VP1&bcF)rF+$MY3sPD`Mc?l3quv4S(#KaE57q(EwZ&et4{r4TiD|nk?%L!t!mH
z<3B@OG}@$+MYOTSP=fYrTco&&$~rdXBi6O2fN@R5>J%_j<$lsvJI!IWZ8q0!<-C!C
zIBaqG*AFe(GL|jgy-Q5^ou%q}QL*s_s3&gS;c^db^IRss;Q2O5sOb`my9PN1Gm?YQ
zin>yCuNg;Es*W0!7jEM;zZl)<(t`}UqbKK$xeP1TY^{79<E<2VUQ8F8a@&4ZR<ECa
z%)=qLBB!>RTRAt|%_MF=iCBYORQ<HK*y{Ea<98LQ(D<80yYTj>Ev%@`2q(*z95Adc
z{N}oyFUHdO0>@g2Us;|HnaeM@HMIxBtA7(j_r4vyLl1bQKQf<6>xxlVY>2j>ERoFE
z_@d)avRil^qi^pD&(w7pH5tUR$j<%ArPg#kLqWSX*YGrM4+Qi-O3mHrS<}M86Lk=w
zho>2HMQTf*deYLoM|-76JekhU=uZZ!Xt2RPtqNZg_Huq~S6||U@S|7=bgOq;i2nfP
zr4z*{%GM^crr)!gz0QL{@tuaORVI_{_alyY$*$JhS(@AhpAtrTFt40r%CIMbIxygh
z>@+_X-f4=l&i?>tgVDJnx?xk=D@^h+8Eoi2d@QZxdiCCyVXP^Z1`*BKmx{o-hWAc#
zmr)msw2CR3X18m8qH8I(N!>GDj*W5l=-NA&gJZ5nL8m!7QRYuW&ZijSs{0y?mPa#Z
zsL2n{1c8&%w(SzjTvm>Fz<hPZ7ycB1?!5a+4ZcoUK;YE`)M3zdKO$_BMmOV%#(0HN
zKI+ucI9j+`sa4h&4MW4XRxg`UWrY6#3F;~OM5|$Z7U8_MBkq%1&8*rq0!5GzYa;f_
z$67nmU9)x|)^L?c$Cg_cUX2QMl}tR9*0wq+o(bU0n^{QjT;`#t%3sg0lmfrPD<W~J
z>3_Sp-y|Iak4km6p&}6^GVUIP)zQOScXBbf?`b9NA#XE6+r)Pk<UxFd9-FID*6Hq_
z_hn>=_BEU*v()4A?oceAwNTh!X)ov5Ig&28r#c+BaM6<tMCEJA$}8_K>z)?V^_W>E
zg+V^m<Gv*LV|AxH&19wG>$bgkYw38RDM5x&-mk%VnD$(tkq-f}n$MBSHmbEc>0^}|
zzqpl?`@Zgn%a3U!4pK<j9CZX!k}CQi#2x_CwaA)SkR+sJ5G%^HUjynoO~F=-ynUDo
z&)C1QsqaHEjFqacSNIs3KCgYE+==ZaDs#xsTJ&o_iT4+l!q)B{ycQM4MWGym^{s2C
z!3g`Jy$n7Iv$K)IjIBax+jrROpk=uM?O(4@E3VU{wz#tLZsJhb?mE|*+G=rWmnuta
z1lL~;`|6RXicybhtX5Y}a^_k-=<~2xPFZtb??oM7M756mm^eau3U#)cfMH|Ft+;f|
zoXEwGy<d*mBOC!;F|X|4pq=b`)Nrt-wbhwc`dHwV0<>eYL=|Kaj0$yOI<k?{m5|Vg
z1^}dGr+1+Btj0piP`r8VR|o`C7;#NX#5mmNd_@r+9n}y0I!pfmpc?Rc`U}K^{wbYT
z{=DY@0MHG5{akq0c_Y=z;-eXQl*q^<){$aSP8~%|6#7>T6K7nVh=Ku2wx?KKx(cx!
znJ18Ic+i}-MiZ?F?#fCDI2AHPPioSOPVb7l6^f44*H12~EzSzK_^phn?HT)2>!%#@
zD{d=Ly{f>8K<5?LPcMvLym_<7$-N9%^zqzPxa`z+tEbCfN{UI<M+UtLbm>ztm3or|
zw^bm6gH{=UUz$wTWY?r;6`eigr>kP3wCL|)#}7J>Q+2Oki@2)t>nJ!*YnYbxM=be2
zTB_QjuR&aYSx`r0GSu~FO8T6S-vWpo?q&$B$*xXKQbr#y6+V}$%Wry;F(hWVaT$*+
zTZXLZmI6_Oaax{@rRiw0AGIhT^vzN6FNf}7gxqP$Tz5*C_>R_V9Bu*eT0RZ&JWZ&r
zuA)@LcvouqDP}o@s(V$UT@MbNaZ#!5dv2NJcaM6K6}VT7`Voq!$voH6zBTYRm96OS
zb!Mn03Rz0`ub-}T$!#Zir9!Nvf(WltjxJT*rMdMuTvTW7wPt1QG@>(CzRo=<e2;4B
zP&)b1Ohjr`i`uQNzqL%3{?%#-iBu_h2emyd$vrDlJ5D*PG1;%BQl@6>XlL7_#&V+-
zw-w_3gJXT*X(F>E@VTq8Y2K?{_-YlK_fh6zs#2D%>SigPM)?$hR%5Zr%k?#{9hgzl
ztRzv!Lo(zJNUuR<lajqgaXfD?z>L^5^2Z4oV_G9cxrQMmkUF96R=pd-M?$@~QxZq#
zuTb4<rqmxwOG6#wLb2na#bByYqbo)iIbJ5URNS497mC$K7^|sliZaDid(>Vhy|l2q
zBTJQKiH~1O<tNlGru))1Jq3FU6-`F*LZw1=S2Nh_Ce$o#0Sw`fwPxISoj@xDTy`e8
zi6u~TBmT7m-KRuS#<?qF(&~1@0~>3puW_th+-EWnJ*tF~^Ot|j)lv4TzUbOLs?0h(
z(vVwoX1wX++xT@lRXS9bx)C+xLxly~+L$D|l;IO-_O1J04wH<p>0K6|;VI?Emu|-%
zqZQ98wP(ArjIp$%q!ro1MWtL$a@&cmYflcAAeH?q((L>iBLL3fMmi|wwk`B~J5V;p
z8HaONzE!@WQpHyIRgu70_+{T4A!F~3E2OdTn=dmJPI>{F>C`F=Du6uzsh66GS8L%n
zr<O(QRkl^M(JY_?_d(D5Rk?2(MgT+#2cW9aEnbLXx#c-ac6!vPQ>MMh*tZa?v5o~)
zhOS47lc2D*GM*|G6)K!i1frIj4LXrQMK$DD##n$mliInhTgSd1()5e_{{Za>ZdS~N
zkuBs7+uQD_$8-KP0n^c534QTv#}_a*p{96j+v$tXn)b3vxb-i<uD9XO#aR4Xbac%|
z2<>$srK9rC$uJ#po`iMBJWvIHk5;~KgKaJV$%65J@#SG$UxR)hY2G>bdFH~)YpdGa
zNgB=v5)K##9s1)vN4<J?#p`di{590b9L43zJ+SNjGhQ$7`%>|nT3%?r6GQ@663sDD
zn6fd|xE(z+#W5FjUlsVL;byJ<k*nLuEr>b$JdKsxpS=@$dvyG3+%yjp={_pch2EKP
zvZ)x7CgI~gjJ>~=dG&|EiM1L2+v44J;`Zf-DH9Wq_#1Qh04tff_;2G62zZ()yfG}7
z5wZQ;$iZ+wyC6Jc^fU?C=w<vu@YTnG{9P8Mrf!DTX*~O9LBviEDgJvJ_FoJ5k`EO4
zeho$~t05a_j34!K4x{>yYJKj4-YD?IRvsv~fLszC{>tQqV0x(|kN&x-G>;GIejT)H
zZ7$IujgDA?OEL8%@@nF>FsUTbW>bozE_thxnx`qvZxfDYUHz54{4EvCLBSXVj#u1Q
zIAGLt3y(I<-s04M5Ai7U_pYj1s^^;4GO@>6j4G>0r4FrYt68*gq!3-7<163#Rvam+
z=$B?lrYn<@r0~_DsA%zAyH9L>&vVoj`>cKHlIjy%x7jsFuyOLa=xaIQY1B<eso~<N
zSE27mRBEq`p78`X5r9YDL*M9XD~o7#1v1&b_wI-9kMXRl-6>{IHr=-lymb{q39hVe
z7C^*09D`mxY^G6{JXy@D#=E?o{{S>l@g;@rtb$_{k;pnY7(b0=+IW_D@g311{{Viy
zU;Yw3BU;lQ4N@hBZMat>BQ?S6o)O0Bp$b*GS58&G!ksuq>NQrq&rK>SDl_+&e#C36
zL2(#aaOikBtbIpCNdcP8v!CEKku|;6pCK3{{gcw9w$)t-IXV96HP;$Wle#vB71Q_V
zJql8ZA|)hJq;@q3W8S(Zdu>J|=HNeKI_9yitYx+&<0<Q1)T*bXw>xQ7Qqo#7zUtA^
zwcG6)aV@0Gqxg`Ym4~4fmzp<L@`Plp(a_?ajP@-9Pw=mfY#h$9+3JnM1R-*LMS1@K
zi~K2f;eAZo$b86~nB@b86@>-N*7AuVk&(wnQ-fU{hm5X5n{8Gxs9HA+vhvIB4_e}M
zYEpNGtFfOeg7;C(4a1(bv*GU+>i!$M6KV1gr2NR=b-tpvkAvXXhuS<bIGi^vYWzHP
z%<7sw{*7{AzqWW>AL1NVu&El4mi8%0OQGmmmyWcL9NNWWty;B|tM_gY?i;<wrE%KV
zg)elk-$#p^M&)OVl_TFBE1%tlu8+e$C%n=xqDI|uW>|TU5x5cG0M}A#5h78Ne94%I
zq&5g5tP<#@caxg;-ABQi4~+CU@2zdcl+L+U3%4IpUTJ%vXkHqWrmuM=)arPK-Fp5f
z6@;tOlD)3Us+?_przvHm-)b+5OG#z_0C7pKhfVMvwR-;mJU?ea)XB%`T5<eSi$c?k
z8eWGKcsN&c+uz=)Xde<q)~zJ^&CV6hN`t`qR~35rih8)&ekOI{QBvoItm?GbJRjjJ
zR+mz|^DfZ*!*5gUD>~cb4w#zkkih|p$ebgd{{T_ixL=8WE7SGc*an*(7BE9L2Q}yA
zi*>9p@}2qS?|z3(9KIE(sZCm4*5}uec&5_&&1bb`lpevVDK0eqVlxfYN(uGrUoq%j
zCe-vPmF?$Zo#SJWYu0=}<BdC8MULTxwcokGCcRucr1aUI7G;FTVdc;9!0ImaJN+{<
z*txj3>S8@d(xS7wj&}XjrW=*(8;n-1uBSby8~*@%3H~9?Sh~`*?Q%adJViL@>%p$O
z${Xx>@ux=-taOnTzOVlPEH4l;^vS61{67`IHyUKVTb_0fhOzFgwH+PyUB+%L`$~hL
z_p8=7GAeo2a|ceWx#>>ITEw1d(|nbc(Mg_LX?&~5j8YDd*w&q%r!~F-K4ev;9o?R(
zACY$whWD)duMW>?nQUb9BJ1Uz-%1p<<(dbEcJ`Qea^$ua8p0P$M=z+VD;A-n%nXQS
zfOj0#NM|w0{836jgz;O}dba#Ubby1#Pf90ErQHghT62}Ed$RA)(zDg9?&1X;D}nb-
zSZJ-U(8X~YocAKKuQUj*5Y1@bT)jp*8fA#pY~%j`NsD?8{p*3kFkH})?W{#q)N4ZP
zy4cFsd=K)pwqISf=DNSzG^q+r1Fk=ajw|RJ8RNQ)VfpT-wR2w*ENr9j#l-Crmji=}
z>%(SqU%QdjEDTgVy)9$d`Re-iN&fMxI#-BqbjbmZRx9b6&dgIT5r%0VDI)_aaqC^4
z*~#4O_HgCpX!Xql$5!`>vD`36_chr;brr$}M+6^A`N18OhC_lois>|87T)R7D!Z3Y
zLTR{0eoV>2bp9Pt?jx-(YnRcyS!t*ugCJM*Cb}h+WEoNoVJdQt<wB%qu{gyynrS!!
zoDUTSf{fBN0MJe-5tHIY{{V_(RzLLRH~xTY=eqhE#DhK;)xYb?Z~Xw*&o#x1_>t@7
z%iWP)72h;#>cD=rw;hM5ta~w=>v8`8O&9ssUGgn=Wf*u=jHND&;LR&aoT8#sj>$)A
zvX<&QQkm67Lid1l=Dp5ZaM<zOs!X^M6jGT{Yc1~>_r+F{>(#3X){1%#IC(wIcfC>2
z)DL`5Ls*k)F(BoIQkPg!otZVqR~HEG&Z>9@`W+g|^GURFYiCW;gzSFN)3B}^OV-*u
z<!J}Yn)Csy+cl_?IRIcdub0hpda(B>t@@m}`c<gfF<Y4aB+@Q4<TG2Tk}qzexGRhK
zorpPKYWB|xYPNda*V!+2gVP70r}+2bm880RUf3vCLA&MeUVa-k#M_p-+o{u+Vkb><
z;v=_H!3(n<NuVjKZD`R-$ioFrDa!yItJ6)(Q|S5Cv@0xR)rg@v$*Tzv9jbInISi#c
zf&+jvS~_zmxn1Xqs<HZ1(WVZ2(CMa*TCh`#NbjT9uJpJgXl@LUj#&xnD?zk<FUOYQ
z?8?P@2P3_C;GR;O2{`nve-Gc?>3WJ?*^(F@M`K=m@EpIqhK(LK)txVX_Gqu-KLlz%
z9F%>bH$-|!ql&;=eD$w-o5YqLDANA`v#+D_W_8Bq9A>=dSMY_#k#Ky$z7xtg=tX)s
zB~q-pCHS4R^B658?s6$@lfcbfipkre*0grfr(v43s0Tq`Nk=JL&7Adf2L2Rg#ipO)
zHFi4`Ue!MM;~z5tP)n)9A5WOqr%w%srO@J)TGe(fBmsH~c_@SCAXY5eysh^>QCafc
z$tFuVKaEteRN}1>#|ctfv!It!w~K(=kF{r9Yb;cRTmx7$-@_MI8TP6Y>jR`}N%b}7
z*UV#Pn>`9Sca_eoN7QD5=sYsAH$4t2Tb)Ak@?zIF5<flKxjj2kf3+!)?HTGTb{Q5^
zmE7jM%6N#h74Y89cW7<>*OhLHs#&*Ia2Iz6<vT~xx@a_+Z(SG5`Y0Tl>vVsI+Ku1_
zJ4OqhOYvD$sVCORh+-61EjZntZ3c}jgceeMwX<pA)BVrVy{Aq1T@no5+<p;^e>&^*
z{{ReWI&K;ZMDqgRxfv$8oawJKc;T^?xA#%vT2Fy5?#g*qZM6RY8w@RW79S1-O09V^
zf;yrM=kc#kbyQud0*^o|K6d2OjaMzSBDMw;*Szk|avu+AmJ5ij)sI}iIH@GU^Z*ZP
zyE&>7nr*g4I7MuV(jICOYE#tIWOG@wzM2tvsgQK2)p@HCuX@Rya3_d#tFel!5azB&
z+L5v?L@MG{XsTzHI3a0fb&fO{XJdc|xujYwtxUDWOYuX&w$~m@>u|FJg3+V8kHidD
zQ>E&*I=!OZY1eSvz<3fw;f8%E0v&V2noox;jn=Du6|`rC41Q-miaL{Ce?P~+4kYCw
zvDBrE9C@1&bMytjoq5i=s#@!x7;XoOE*d>5*78V7oZ(}PoGu4EkTdnJ-hUohYSzu6
z_$R@mQiu(OrM3$Kk6e0tk|_-Bw67ERZ{jwOb!BZik!6Ua*3u1<qMkF4>MQ4MS4fw^
z9yI>W)Z=OF;kb@gPK$96IS1d2{<Ym`J_BzB>h``N@h6CE^im`;CA1B>oOe!ojB$aQ
z?0zNqUf;)F5QAFMN11s9UUj<#Ak7gOE05HBk9r1r9fif6{+k8Gt4AfQ(T0qu`AU(+
zeB<#S!xugR@sv8glbCHMlh3wv97P~GDgJvLcCORlZmX;vHhnJc#^mYA`^#&VLJ@P-
z0X=<3<6fQO9}elhC(_$a)gdz5mRI25f)8Wc)A67VU~5qL`{7mn#iACtn#x3Y7nWIq
z=V%{XW9loE_&MPJ01)_o{_^`%v->Tz%mD;)HY6>OLEGDm^{-OWGz}}m_Mc_atfIAq
zoREW-KBS&W`qlD#QzqjW;9{Y3QZcAp(;`GK=~ZOnr*l=LHKa~?vaE)w%if~b?sW@Y
zCgOcE-aCu9*K$Q6AUCg0{?*{uek;~|N2n#PqpF)bX=K>pM%0WSP&p&(R^`fP8cuqi
zt*v;!L(&T@_o(uYu|xB>>C^G7zYqAv-^6#5!xf~^gc(O}Lk{^PfPJZ&SHpc0#THwg
z_wx13hY9#7{<*C!Lt4>%KM;yrh%Lf&hA=mO-y*F!ZuB#fg}Gv`%?1@-c%z;sj${sp
zv8wt;wP&u{8=E&JLv3YYhEwh;<8;C4TB|)yc}ChZ9O>5<YRzRSXu!_K<d3JVXGqr)
zzwaFfw#w;G2j$4B_cqbo9KXvZ+;1P&qNhITna2x<le>bsijXS<y!Q0#S0Fc<YM(C>
z+n>INl{86fC9`41SF;Y4Exe5zWl!f^@|QM~Mpbg!d((Dh(cwKW#JX!uYT_${)+TJ=
z*O%+w8J|tPmIqUq&JHWnQVg(`%0q8D^xAkePHA59LvO4?WOLGRFvI*sOd}|39am$S
z)SepGR{WXd8>NB%Y~XhTn!Rs)&Nedd2e_{G<G|@O!d&^#9)=;;>MGs8hwLoZZM+JO
zI3$i~RIL^8lZedd#y<32&OX<{x7xdJwu{RLyYLNldRM~BNPvAt<jQf(X~*kVVV-*z
z+Sw`UJ68R!qLV}ceoso}o+`Dho`;_EYP&s-55yl0o)kA)OP4@7iMsw3=d;5tw5=Sm
zlyG@cFl*?@q&q*nD;r(#&YP~H`S665f90Z#9C}sK%v?07soRCj+E%HmJa0nQ^$iPA
zOWi%#NWE|}2=q1Ta_iCf`$ZO-hLtV5{{YY0u2m1MKT*}RuLEgeH2(k&8KfzLI{?6+
zQ(il&_^(vd<R<Fz_T=qF!hk(EtCdfzK4>d>p4~O=<IPRzdc~K+-wSDaYib(Ctd|iC
z<H~G*D&ns^W2R}d$sdQbxT8g47JGmln0oWlxt$xv7rHe2QM~JCIFcE8Ru$`!_)o!}
zJ<w8J6{4}e+medh?(`t`tfbnP?{!A5k1Mp%=9ga(yhAhs1FB4s=Q~lc_*Yfo?Oxkf
z(i$y#WVuxzDQ+ZRq3d30tmv0|7OORt+Aw(A0f^y;sHBEjB998hSFM4oMi*^pU3w9z
z70S<Y(L4=lt!R^o{Hx0cB%^`0R6d^d%6Nz1hNEF(*SclL+EitXL}7re4+(hdSMasi
zHnQ%8kIxJ8roBQ>9=^PZEH{TwxZ8}5QN4((l{w-h+SbP>Gs3IgpFTCCM&%tyU~ob0
zN%nGj3iaJ*K(W=O&EzRzeE$G;;vQj?{{T$aJFEOZ*0fkw;^x$}4bnvUhCO($DbjIg
zWjt(VyEBGJ7<CnH-X`1%WD)6FiDJ#sYW234w1!|lltP6`{3y<@GATQn{vPpurKN3#
zVrRDQt=7FSN!9IjFeb8>%9E)^IIl1k$P^8u0<2qIn>P%vvmFj`UX~U!kGoNyF^$7g
zuKDS!OUU-CeN;E@FQXjsk~lR5*M^{SZgj~!nGZMzgIpDdj;%pRFNlzI-a3lyH0%BG
z3H1AcG)Iz|t>sUZ-VEdCt4(rZV|ColmE^RW%D+Ps=ZD7zwyf_iZBbp1n*r_)aay**
z(_e|L=Y%l>=2jgm&wOdBx5I5l-63-|rN<@~=V<n<r-+O9X0<k>mQVQDXLQc;TPqEE
zFO&f;IA!39<+Zk#!UZJM7&W6d1NRkc!QL;>bs2uvmnjJg^CLDfTvx`=8ELxJt-hb9
zTnU+6mn+a#60YFw9Z}s&FNQ7)+pA9Y{{Vt|$A+~_U0O7IX+x(S4r;f=KNc^AG?chS
zS7N|zub)02`1a$%H)Ui~CA*)P6VkmS#(p&L&xw2`F)j_sUy)Bx)#O*iUQIaedXb|n
zH7{WM@7)t<9zV0yrt__)@-ADfZg@4Js_J^ar3|p@R(tG^@h2k{^TaOkNE#+(V0a+&
zUa8>!0E$1^_N!y7N9M!^H{&(Mh{NI|9#~EC{wU?ImO6L#a(u6+V!h|Xk*LY%=(7NN
zl_s%oH2q6Ke<M`2ZJh&w#d=nssoKwe+Mb6p{NH*8J%0+*)-_uVe!=XotlBvU#^SsK
z^{#v-KD8&wDK^(eb5q4~!NRnz*MIXoK6Qdd-2)GxsBlLHx~u;H09;ziXS9=iJ#af!
zGo#^lxFNm8ebxm_6Aol_#~VSfa#t~-xt86-#^p%#HP`4~Hn_EAOM+Q_YoEB$W{r2J
z%)XUFV<TaP52bXb;`wA-_H|X_&vw&1L2IbS3b@Jbn$-*l;PGAyWqm!PhKfQfxY2xO
zS7cX5@vP-VOW`y2lBcBgN1=mH1Y?@dv()YG)EL|vxDIQcQENtR8OBQKlsrgB{36=F
z{drCQ0H7NA;=YCP8UFx^V^;qFuPMLu17AH?1}}7bS#QH48)LTW6X@!HTHSk+d*Zp>
z{$KAuyU*oS=GEkG6N=LVij5daHf4*$I@3)Z6qiAHW~x(akw^Sh&ppi2^2};5jK`X~
znV0gD3=CJq%~`dUIS4-!R3*KhQ}?m-rmP3jr;gZ~;hrX}_h(dTQ-;W`hhxbmq*z$h
z)V2bqSb(e=Z*jSHDn)KV&MNvein!cp3r`9uI48M`(tDa3OwS$SGDuN@;EMFie-~X_
z+a<l@2_RvD-RsGtVvY))MQNQvSt1DMBDpabIMscR8yAI?=Xkvi$6N4JI_yIGNWqc0
zDmohAwJi?!NVzcG!eeiG?EDepIdnVmzcO351RmAsz9qNPykVm^*$igy8D7UV&q7sj
z&)Lb{euU7kEIfH7E8C;&eEg95ikV^dt(o*It1E_v;s6vu>%KCKrySLY>{n<6SJ6?y
z)vS|S9W`;#TRWJk3m@UDG1$n&af;iH(G+wQFpXEzy*gQ37sl>!Pcf7DOt`es)vHra
zhB#(ijw!D!QIDC0R((Yf{_JyIuL(s%md7OJQnIr;o5<p510VyAwR^+fA%M)9Zm!8C
zt8f|l+guEqwZpE^_!UM=k}}NSj%$KgXew?G<Saf8aNVA_;~xmx+t@a#rI1lZSr?u?
ztIK7+lO%Mh^#1^ex0*3n&C#CRaA9si6|Z-t*!a%LwGRurCGS~m+~EC1al<j56Zdtc
zb<v)O)vYVI*+01DWVk0KoAWiFKBEL+<;HylQrGm2Yeu>-YH-O59-fA=#BTioG*2|<
z{u%00!9v$;)SFr-A|(7xP?qv}kId)rr$=J#jEcVwlFf`MCb?&bty6Y%rACpE5!<mf
zVjCxrjEd->(GPKo*|X7rBjn9QXt%k`TQR2vp@*jE`<Z@P^p6MlDs5uvV?nYd<>bdo
zg2PGKhAWEo{{R3YMWQlo0#7iKJL9!)IQuAHspVno{d*Ja+xJnUqj*nC(P0Y>y1bdm
zk;YDay(@G8DMc-DIXA05mYpb5R*JAwPfB$$&IKadvMb8nYdUk*uS|HX>5p3IrnEe4
zTfB-ha%!A{t<K?8vk(C4O=msTyCb-sB8kf|aezJQ*^Cgz6x@1Na(I_Rp6BfG>eg*8
zakNao<62!sX3oeaw-rTYYkn-!JT{<TTz>h6RtU!DKZkF}6)wN29UDNs)D#AIVl1Hd
zZiDqT<$n+KD7;<b3)}5on&Dx@j;w#yI}?oiaCoel*-kxK&`a@^7DM)J7DkWONw9w)
z4Q^;37qneMb%RibT|L-<By+wz`;o}}tF^SUwzY&q1-wy1jBG>zepSKzNALxm-ji{x
z>2~V{<+_<=NX8aa9eDom9Q)EWRy$u6>UyS|;aiPILXHcG<6kiE1&5c8S#WtHujgJt
zr}&Fn_?3C4_+M1L^5c@><(gyxOQ>9hz~hV@eSNE>_$%URuF~Vfw{7MuG5OZ}xx!=y
zU#3VS@vc|LULU&f2aKWBG`z)YB%Xb%fy8V&q5l96LqOMK)aLjz;Td%EZymkFQ*FZB
zEX24zq#h6DUQ4H6YM%=He<iGv7K$lCPJsNAM0z$oaB@8jdPRrE%{laRy1mjh1e=vU
zN(POXbpf;b9&3pj9=-8j#)nmXI!i4%%BxKv!lY~16Zf0x>p;$<;&;Ovt!nW2i^I{0
z<efuYTLXgU96IN@9Ys~p{v!CxMAKr@B=BUDO$zKrOLvbr^#O7DV!gfymKbA+1{D-4
z{RK;bKpq~R1@U*pZFU_~#rt&Y82C$N;euy4Rp%M*Nzb)=Wwo?cc9B}Zfgy<mXrrR2
z7y_giqci{j6kuQqLTD!x(sMuv$27*K%;q?q)eEwMLN8YK8Lu6a<AX)wWV5=_n$p1~
zF<co~nUkDn1A&g?ngq{UySswU2Abw*;fY3B<Y1tFCcN`s_`~7NFLYKdCZ#yz5DXwb
z?0=?fYsP*Tvhm-BQDK=3pn2AJ3Uaw4zo<3f8V&RKE5+dI+GKK=7{ze}(S|BLS3UX=
zd;T<Bn<jUI#~%><MVT~h31GKBb;Mc7{{VT&2k;d}_r*UF^d<X7rDvE&EM5g=A5w>p
z&b^+_`qxsihVsr;mfmFyj=cz`%mXVc091?+d)BHg^)Qsu=y|t>J}B91bETH264_lo
z6&M`G=hN8ze>%kYmEgRYHQhEoe)ZH#{{W$n>-qZDH^lD?+vqyHH+D!Pw!PeZrQjos
zXCB8Qy#v5ntlHOvA$y~~Sec+^Zg&BUXYeAL_r2Cky~|XF$CT+>&bz9MO$IGr?9iW)
z3%1{&ECx@Y724_F4RqU6=IS%ac`s7A+MnWoI_JE5;O5aUKeTKSzQZeW7yekkr_lDP
ztnYkvuUN$ey0j3g?Q51_EV%V7c|U-q9UY`O-ceGf(noDA&W+*QZLap#abqDy0Y8A`
z(&;+ohPMQhSxdYlZDk__d*jg8HDmDF9sYi=eJ#|a<&_Qx;!h{^uC~WYu+t;*?5$&k
zd+i*bsp@NZxpi6`lT_`ayC);AYCqw|0Um~>VNpL$D()zuh!<-G$wDwyxv0&Wo?z?!
z!he-Z+m1bG9cwv7NZXW-FjcTY2DB7MaUYj(o5nC3xcq7?tcUl5oM15PQ!GUeLEOHz
zi%u@*Jz7btNnH)Lj_X60?H2z4zqUVn*n867+}Ubu9@u#|9o4uET2`!A7(Y=<cj5bc
z^z$wM0CPAWbaZOYP>kL7XN!r!NkPV*vF-jxFDNKXQy~O)HB`p%KKL__Lt3(=_HqkN
zN)pkNfXAx+4P3m?Hroq}8GO{nNY6FJS`G~HRu+2lEw@Hxrnmn9ESrPqYgsN9bQ?}9
zo|4I~h7uwi9=$PFEi9#pcF8%&?6t#EF<RWmn#)J>H6$?XDL6)rxGLP{yuZi(3)5iJ
zr`9y&cy^J!KZNA=uSXFqXCP$ylURN>j(gt=TwB0}<YG7-@Ij*wRr^I0dKqRiRI9})
zSvGhY!|VA~`zwo!89d8Lq=E5`$iyGgo^51`LXsg@9YGx`M29?AyJ+=3@zhOu9VL&7
zlJ?nbJVS0TE&43~0P@v6^VHR^_*Zv2nl;adrd#VwXB{1Vi1n^zZM_C-sqluot9WYo
z&18Rc{7Dn^YRyrd??~aC;ZIcTa`zf-&4ld@#4i-8a8-sX&AUjewMiA~+U}#Ic-A=9
z<{@Kvqve#0hCYPW6kZFvj_1m89BJB3z=ryI*P(-q+q9o6IO}5LFES4b>lYe*>`~q*
zp2V=<41;h3*c$gny|C2uISrwXL@}Jg{C4SHXKUdYE#nT-d9FVrR!NQ&F_KUYz}Ho3
z5wd#R^Cy}-GjVXbW)0tmZSEdPG`y^XC9P!Phtt$oIe8qKcl><9@sracyGx1Voz-rU
z<W)IY<2aE&9^=}(2;d$k@a&OZSwnXUsZ_a9h6nxLxvTcx%`G%94B=l}o)I>ta71GR
z)Yc{S<FgYaxW{bP=Zm}_t>}_Gkg1x}`|*xcdydt@KJtEi=iafejY~w2a|wo~(v(@I
zmr|5wh8J)<fmZa780y+B*p}K-7d)ZpYq|JM;;jcvx0_1VV2ynD;#XXZW1*=&DtJS~
z);5uA8ZE?Q&U_e=fd@Usc~ZyKl(}ApvW+I)I+4+xFNS_IXwX_oai~J^-EGFyA9}ps
z;y;c50O2^*VxBlmP{g}X9;Ud_9y$t<SKBqToTsZQh8mp(%MF&ujy>^bYcS7T8j)8g
znv=_Jpj3$-ezYi?Idvlu0%_tOYP|)7^Bg2+>sr?O1DtuM9>Til;ObR=>N#rS>BHh>
z4Gv3tO;#ChVe?`K=3i>|s5}AT&lBmtYqVb_<Xns%L9aQ3Oo9+FnLhQmrfS!kJBPNI
zpdZ7YD|*~LIj?A?X?8q{*vQVWI#2H_-uOcE!a9gPbByw=r>%Eh9`Qwl_M+EQjdz|m
zk=C)_#<qH^2sL#=4*}G4tnE`mo#8hcOp826qJzyTQo_cXrHYR%`<xXkN!7f*O`UDX
z`!&gzPmyM|CnYmmE2n6><(2}Za_#4_2E1@zYrY(iNi=e*9;(3L*P-}VThaCFOiJS3
z>m2igUT!jVDB4tA((1obX<=tdqkO5woR5h#%iR+3#7bqiAH+Q?j-LA7c}QXwL)yKA
zRB3d}gA}Xwt2h2Gq*p&L!<{R|5*v#*F+W@>$2FZS?z7UQFXnB8uLV<*qSwn)&zB(J
z9Q`WFKHPCyx84fW{4;dTHfDpMW7?vU(Iks{j2ikJJx5+DQAb@`u)UEsovYkgxG3iy
zmE7q5EskKRIm3F_nSjXHHDWmkJRBO@U&|z7;Ntn9de*sf9mj>WR!0XmQ-A0NybGG_
z-&nbeOS-o%O34eM{8WnLE62yhMoP!fWc3{B%bU4EQJ9>1sjT&Y`c|147@=bWpszVA
zoziwGCBL;!umM&Afl4u&s}R{3hyl`#q#B$I(}Lvmr^;t3Br!oW@U<v~yDeFY#z{Yf
ziqaINFNGY_#Kj__q0LAlIjy*K(X$LWt5IpOuTfpJvf8uN=y~(ZB8(XA9nT1A<XU5%
zqPG&+SG7yESFQzmH1fJ}__a9dW92P~w3`%3fNJQPH?U=%)ygpRHP4Hv;cSNFQ|8v)
zqu8RNu3Wj(iqP|F)2mXVk~`frSa`S#d&LpmAp66N)(?sNFF%Kv%rf@m@WZuo5Nj89
zcVglhN;;f^4R&yRL$ubdhMBISq;59(ySf_VsT$Zh^HbIxj_BdnC7RUZq|`wBqN&S!
zEB^o&9@U}ZpAX#Vi}ssEYr82qNh28_jw^w=)^2wd3FV(dU0>R?WgErZ?ZaTbqP$Vj
z%W|qR&H(o{pK+|)MZj&x&{s7j%+nv8*#0!YjNPk>u4gG}6nd2M_^*kYv+J_HL}PEc
ztod%|nEdiF{Am^fYQ#2~KX>!48P};dt2*OGoHj*8jhyfebUqf<Z@f3GL#SGuvL07F
z5$Q~|untCft=l~)a6;6oJo+=A6Nro=(>+f6Uhw|_#7_@>is56o)ZKnhHF`I(^sg?t
z@P*cwbk_G#m0);1Lwkc=1(u9SQWSzZS7&W?0kIa^z*%Bnxa@vq{A%gor%l~zkDs1u
zqb8!yHMh{Y7)sc-&~uNI@~((YrajX|Y^T1^Pu}(wc1w$UI7>4qEPh|_q4X*JYqIp=
zzULFGim$5CcV;{u9~=@eahlgnA`4OknA|{N+z?Gu8qYi8NAm`7z~dR}52&b{P@Y0S
zAq$-CP81(uQ7Y57x~=LZg@gVq+w?mB01xQV-{0(XA}CH@rW?>!Uy8g`-VpeL#@w-u
zt>Y3vKIvY09`)CF4%y+*mRW-N^06$#xX&M@c(2C$$Fum8xp@ZCJde(~6;~-<Zs*cr
zaB!zb_bSZy{{Rj6t4;AWh`6$pZyY>Keq}Yf4r}9$55-qnW$IknPS8p*(C~eYeF@;7
ziS`=$#c6)&ZGLzeI9U(3y(z=2PWn}w_h+L$6SYStN_b#KMK$>qnm3lHqcO&7I(G`J
z%y0n7CbXws4R9Y2JV!o@VQ*ol!Y9==H#YXso`bPt^vJH5yF~G-!OEv8$iZ!M@h1BA
z{{T?Ep4-Eg(zH-p!rOf9y;+Z^_}4Y3_*X{PJVASLVkNWi&5D(pV=?~#NMXt3_WuAq
z>svsE_J4;SA@I68L8|G`Aaz5_sU-32aKfo9_g*Q`EVK^`Sgdvyu_NDkj!-+EOnbZY
zoYrS#ZmyAOu09uDTN_ZYLD)&<IxzR$ioNjrTmJxwjsF0Lj-a>jTMshQ<916&$IJL<
z`PEqUtHY?xqg{9w%Hn%i)tWe+4ik(KmE=?6(DZK==n`uB1)<V4Ygb^R6SSm@&e8`Q
z(lkp;GriUH#MU%hy*-Wu@sthddmqmg;~o>%r|>U|<%3a)k|sV)(qr!6@Wa<1$k(lS
zD_oPrJ{YyWlmS06%Z}{46H<7K!CFs>BMo;MiseQY;w%RP(E5+9C#j?zv}Z%7-r8z5
z$#G|M6!5snc-tbdyldj^GeFR;;(LhXy_zPDD|KwKBx59Y9QUpud>Ygtkc&SMgoytD
z(>7E3H#NDU{2J1&r(2C$_H9MM&dhmee!P-@I+I0X7vPVF?!UC|b?IYewpdIMk}>8n
zAd)?XG5FW3__xD0{wnb0#+g0?k-7;8{{UAY=zpR1HKS>54W+zrTf~t=7}}Ad;Z%DH
zxV(x1ZhYzR<HR>!3-OeiCaD`OwZy(n#7r~g$T$y=)9KG@`b~X1R&;tsoSKZ9g4kON
z*)hK3%Nx!HKKEMC27-wxX`;FR02z3ePYLKUYKf-Jd=P-i8wCgt@iFHE@SqNgtKQ#R
zY1VSx-cFF)#HF4`I0`GyJ|BEpkHuP?x^AfqR(DQ!T7+U%$M<r7i}}+0ZPWEj{{RR=
z)(a$%K|h&u9AJ`H2L~O%KjYefGIei_cURZvPw<Y6_mZ9#Sy7vJxIxZ6$*MOO-x<se
zdG=o}FgJN|q&Wlq+?K9y;g`e>E5VRn!+)nqB$K#hxr74XV;fF!$9}!*vAg*3YRpqh
z&@QfA^z$VP`T)j&)ad*Jt$5#3Qanqf#|^PurOEx&g!&l&0ImgL{8;#UHH&xGw5W&M
z;auEAqy2IL)PJ-G<|`t9ik>_2n&mtuW42L}?Q1bmJ=(SW8}W`EdsBx?)vS`v;&Kux
zqkN+==m<QF{Y?VY<h~XBK{`FcXgaLF=n}Rdk<a>vJ&*e*^flXjOz;|bn#cP`PmM;Y
z0`Ld?w?X_T-_!E0PvXbJ(`784BGMrL07i4V?i643ZT;{)4}U{ip9%bU`jl(o?M_B(
zn3w$;W;x!Y_(}C0k8w?QWXt)H$9y{R#GV(_4w<Pl4K`=PZq8tSo3ZKYKN|HNcj6z0
zv{hw$<++>=BDVR@;ztAXtiKxkD~rTB%4#}&%yv&H{{Tt_2@HR{0PpKl=>Gr;d^x0r
zdx+mqoPQMm0CWEM9DaGLijvU6qo(y|o9a{R-xKwy&8?A&&K#_H`;i0Gvv)jp^siXZ
zv`9QZqQR#?cL>H=@yoI5YiL0gyh11<NTXgA5ki6Z3W7shLKfGl%T}wB<ys=N$gZS1
zh8~1wpl~tLtVnpO?rT(YkT|HCq;pX<F`<lVHZ<c*YL;yjH>fnBX$KVXQf!d)8LLo|
zypPJO#wyffkwBTD0;}>qQ;vtdXxro;O3R2Gj(Dv*c`<;)BD0k~sKTW?>WwKZt@SH&
z1=L}|7!8g^WgQl69ySo}k`v#qKMLHmAmax$s1!0_jEcgfZ=)e#VTg~tq?c39=2%?q
z7)L$v#%hF-NgEK#MmvGQuGd%a)K_X{w?15+gQ2c=38d3l+TTKUo`r>Z^|0DqA2E%~
zYEh|b+9$M@-!mPUft=>K?-Xi}VQUkh$!Ec?w@`*DGWKK;M<@>>xGxn#Cbx-Mh#}4o
zrDuV|%2<e`abf7F;uL49{LI-CN!O$O=GbS)-tU^qm%}e)`=ov8o*73J+ZcSERsk^i
z3w_~Ro*~yQBezIkkzIl0Dd}H9PBDfhLQ&D~dz{s&R8*+8;{N~xF)g8qepM8vXrddP
z)j+H(jb3LMTp+AVtK!UeNLc-A+MRkdqhyZiSQ?c+CUqBHA%ZNVLwWV>U0;R#O>nl6
z3ye!{=LHz&1K9Sj9czXsitM~SsE_RUqAi9Qu1Xk+Ri@!RjWL)NMwQ^TJ^F1n*H+Vn
zx+UVP1^b!Ke?Du7dwI;}H{2x*LET(`_TB!Uak|##ShL1ah|PBTe~Dnev$um(&zM*K
zK2z@l@9SIAjOblA%^$?_u~eft#oEvC{{VnPAb1DP2I1DSZoVPvUJJj2?8=f`$a5r3
z(ANF#iK$3@+f_Gko<qma=U!jq8+j+!ZLJ?FNC5j}*Pn=~8MdIsl~8cRsY`86{^#O0
zo8s%(O{<+c=|&1n0gi7_Ygb$F{{V$NNu?B)-aR)|Rrv~l6_3<$gIxarhx`SiM*>P1
z+|D|N;~#}=$)_co0WdP@>T@I#^RazY_Na8F1!{=ut(eoNU);T)R(Q6rpkL^hZw=H8
zfFG6dkVml<RLMMu5#)AJ(Mco<`iZ<dpm>KvPq4`q&9Gc~Y(o|H2eGazTlht%U06NN
zfp!GZ=X@^N<aVriAl=dILlGyXMXBW;AJXjgElxXI+o5Y4j0p(iJ*%wMz7p#?b(h;M
zie1Hwk1MV{YaTBTn|U!l?dotwG0l2shWvGRrNEY#Y3JLhz$Eeobx$e9+uB2J$0ba3
z6;1R!k{t@<k|k3fI)>|7wz@sMWELBn-n|c0wbT4bboY8}sU5=)n%%f3>0C~yGimcQ
zGTXXJzup+HTL~O2V!4;U)ia8Cs<oxci*Q=1fq(#~&n>mO<>XxYS2ZrLIa8T73dp(D
z;#13)Z>@CH#=;&!PcNxa-Ls~+))W#VT>I8l&Zf<iB)A@#u5xWwX?Q`jdsRkfkmcBu
zUR7+_Z5>Zmj$0V+Y|X49<VFi0TEF4%8eizzlyaFE+lKk0&uZpYGJ8|RUbW<6D^C)f
zXR+BVB^Mr9BkAos#NHY4hLf^phk0L_UjT~oUln+A{{TnTB)Zaa*15<idRGYqlG~ic
zBO&!uit6-F8(vs}1?T!jzeBsIuP#(^R6XiW{zsW#4_ce&q?Ek7qFp1$clJ_wSK+3Q
zp$*hmtav`+%T<itY4;vnhpGcyotK7m9~!up&OsEo%P8xb=(L{*P2o0WM=Y#ztUA_C
zs;#o+eOE)s#eH2z>nfW~ZjJqF@$L}WUcjsf`@*=LL&MualGmqQwb`|#_e4nTlkZbQ
zr!o<dyVMb0ju#hS2Or%_?>vWB5mvW4y^kTgw3;9F*6zOe;;JpXu*wSexvaFyyMHF?
z6jmdR!o1&I@bR;|cC!JZ&TuQ}usM>(d$pG=k6NW)VwKv|;qG@WysF$Chxt|wbvlxP
zZ!l#l!5gpAxop=iYfqAKK9?kyH7P$bnCnu7;+YzjkyLdg3e}5EcI#X?Y7?vQtDP8%
z(Wh=^XKmx9D!}Y`Q(JLqfqII$9ilHquS%X*Iec0kZA`{1;V~hwmHLXm29^gcTB{HP
zrAP`W<cja7mr{nUT=VMVYD;3YR!A|$T#nsGVNkW?agH%nq|})G-UW0jaE8Y(Em@kR
zBK0Dnd&r~ca%&n(w{EXg<-UqB^T-F|L#r4q&0&L++}e{;JcSie?%n#au6})XBm_na
zA6m_ySh<((ouK+x6<o@kI-ZRzwojqd%X=I{F5rGOOzXDl;TJB%;<-nXNe|4#(yVWg
zM;NXN=G8CmBf2?s68D+w*WV7c+n)`lsbwNQ<lp75Tvw9aeX2W$j^ldBhXqd<HR|35
z_`yDdX1aE(5xBQegkT0mR`G|2VDS_$;%yn0MVX6B0*+Jgu4>gPSG=xeLVs40g;l>_
z_#{6Jd~`Ic(WmP&8Ehose8G^0y1$9O1=4jbEbF=mMw9@~kn^~D;8%?cP=}CmD|<xo
zE~lbg$0fbPv}?hM&Q*t|E6J&cl6=rQDpG0l(mAEGV8j){9dp{JOJF+lUYh<N)BJb^
z)`jKT>L;14Sl}OVT$Z!p-9tgWHrLRUVbJ4)^sQ-CjI??(>Ecw@x-%JJ3(!=tN0Y@$
zB0N=yBIl)aCD^IeNf&G_!x52PcAl_WgpzoPM&mw}gQvoBK2u#IE2X?g89;t+I#$(H
zYBXI~M(rLq?r~U!LaeNxUo&DUE!B(M$mwiX<Y)$S^{#5-MK?}kF41l{4tk2e9m_z#
z!n@&by%(?2n{i<s!kddDk({)B)}9v?3|GAuuW#}=F`0Etx?GhaoO(%h^(YK1xde<J
z2XR&qiI*Aqw{<6zPyh!HkpA^EDe4OD&vDRJv#6r%Ofd4CZkZ<Xr)mN0YSI#1VEnl6
zRdCn~)kZ#VN}S<ba&SBQRx+0{q#?<nv*167v02XgKB(JOWnmP@>(JL5@zoZ87eRR$
z4;+^211ZQju2%W6e{kEenHY?HYDq8OP_tWG=Q1RJ>e!r>_WD;msr5&>LaU9hvB+|)
z2sNQ+sYwf|+*Oq1FgPI7uk^>aJD28+@)&fi(g-ywO&#tqsE>Q_55?&%wpeS<WPtFO
z9oOq#-)nnse{7c)(xkCC%Ca1TUk*WX@R5_ndKZGeB5FPvnN~Rr)<pd9G2neYD(t1P
zk2I<2Esv;W85QLJ01-&id~4xddgOngLnFZ}<A}?2C-wZRzwrM6igeEt*$M0?1%Mml
zC+1(Mr)wHjp0Qyyjr<Eew4)4-{QZqodmQyzQs(G+uDhmcdS8s9@jiiKH4A&Ya~<3<
z%B#QotO@Je^7pQPLf0>RBR;He{5PsWrq4OKk7Pl-oR63j(;X@c9TQd4d~2w9X4Ay?
zdQwJ2mJ!MO#FY;?89hh%`d0PdguGRHi)*g<nhErc!R`XYBX&{FG63W8q3?85c~a$W
z=RZETs7<cg`0woh0B6z`RkI4i4)C1i&$fS+O{;2Bco)T*k+y~Aw$@<tZR3b%_x(Sw
z>MGPx#pA7UE#d+%3TX@g0Bu`|2XCPMUs|-+5csR&UY>O9NnxW#%`EH67d;do%kni0
z-X}%iO%iPj!j`s|BW=SIEUW$2ZgKfnRD-2Lf~Su;r(lb_CqbI9gB1b;Q^q-|HALxC
z1`4E-03AuDARJehd}PpdyNx_*x_$N2*uuEEvqvFRe|!PddgrHFMI+TEl*exJ#*Hyl
zEU1KK_~<joHRCsb9xm<mR)~0cQr<Qw@y#(3<R1KBA8Z<v;TOa({#S;ziN0=@bGhsP
z08GjLUzep`__^@w`$ic&MWjRinHuKm6d&tUe-Izu9sNhrf{l$E<5z|C9jSKH>C&FQ
zdTvkq>3^sd+*;}yPQ7O0*6!B&-bE_nITgVNs32F&-U1#N)UQ9Wd`oB$PT01+jm&Km
zpW$q9LG6%mYroV!23^`q_MZ*w@<kx!7JQ)}@HGDb3IOB&Bls5Q!5Y%)T4|AV*<{@W
zs!m{jyGi{)^!it<{51H17mM_vX?n`Ky}JJOcphr>-Uss@zgqL%RemRF8f5x*vt;_l
znIi3Q=qDKU48J(XsjoECH7o50R)+e@Mz_1Se5uDzVh>T<6oC4J#8#dN(jxnQxnZQk
zyztW7p=l4W##q)?hw%r%4vs9Rv(thSHpu{kBh+AY{cA(R+OCiBC&DWw<&1KvJ1#Bd
zT<me^e~}fHH^EN_%PDk<@+BwzT3j3t&nNY!A|Da_WANsiYa(f~9Zu+}2(hUVgYL(-
z(>3QG4}1r!c!R_?`rX~T+Ud~FE=#hN^GI#MP<mu_^si^qJ{$N?M3H5+(jsYxK4j#|
zbN>JWBoD&6d;l;20*eW|5Kj_K6U8bk#_Cm-hCv6htj#|}()3t-tv15m)qD9!0Y6jJ
z)~lXsyR~T)VKzYKtGiUP8m#8FM<m${hN{1Mu;!~sYeZto@5!hf^X*m}rfR!%HAIj#
zK-D|&4MNnJNf8=h>rxR+$2BdT5kek1Q_*?PdQ5kz6lSE+5~ARAt1%906d0>f4r!q>
z%tJMHE}bf@Vy;9fkjvKW$UzmeZ*jRmHH`@ASK;kZQYoWKQfZob;<NQ_DjibQqjkfM
zQM-dzB7BS*uc}`ro2JioCU(ZT;<;?^W2UrWQk#uMba_40l3H9z7;l~@DA@HCk*Y~+
zt=wDb^Dwu$bMnue55}%E?Re7N@w!$n%jivUz9UzjP-5J>N7I_wVVoz=9U1T#I7MPy
zSHp3hEAU3I;pold%5JSkCRqDdpUtTZor7`DQ(e`sjy2sr$m#baURgKF@ys$=dyMt0
zYtIbXYf9Hz6ZvwSm$H!j%l_%_Q}xR6(x={ieFsf^M<FHDvh`vIpr~r(+I-f|$t-NH
zrvwqwt1!hwl%=a@rw1E*qj6eR7wZUE++YrbR&6*9-Dr)|x)n%9YSKG6ZkAA?u<7ew
zi)jU%HV{aN8QB3mbgvY&xti61R{4Dmbn<wsQMrX;w*nLkgMpmap+c=ib=>*P!!4;%
zr3YksZHJ9y@a@ZQ2-fZQqbK=QKM~&eYsXi1)9JHCZK=d}5g^;Ve|J4A%zT@hw%t68
z#Qy+z)yr!Ig~Rel=tpX`mQ}3z<L<uYQl_x<y_=QKLDL1*rn3TFBSKX24@2}l>r2F1
zrN7y(ArcMFnBuT>ZxYKE%WX*(>eue8Ki`ks9<|hJzYn9-Y(@T&fA)e`I|=G5YV~SH
zai@ygzjMx(4pn7k@U2fi(r&Kwl3K>*Sjp>y#dW%Wh`!RIE9ZEo{u_w8{vx<mo@;GL
z*+~&cN7}&kuSn2sG|Pz7%K>J`A^FXEla&`r@QGN7RfF2?mQI?w&?z(mX4~@Jz(4dM
zSRNtpH;6RLBXw>TcrlaZgSki2yE|*O@W<M3BVXOB@09@Hf$2$c@jpq{G~k*w+)H}n
z{Y3l&?OtE@g=ou?8Y5gArCOY-Njt68j{%ohdr7zX?y{-ua7A_=7V*ZPuiitZc#;U7
zGs0Xy1bt02Uhs~euUtFZr}k#1d1xd*B!|^aaaxaqHO(3^J>874$DSkugIqZGR<7#a
zXQ@UwTF|xZ&tLJ6!fP!?#OfLaz)}-;mJU_EmEhA_NpCyFDiG>OAd2dAZyb1oM2tgi
zeC7~-<NU+*u90qhIpbLNT`FnXng0Nmi}zgn*OKK{lf6XRIu%*r_g9aR=1UQ&L|}HV
zuKxhQdexP|NbQ>9JY{5zWD!^r+RJYtj#$|obp%&sDbt_A&EtuMPlc7j)53dHfiv2z
z!KYkIepDcOn(KubP1-1#)lt>5kV=*~9z%sve+u5V&_KbI=i0TQvW5Zjpv`*JGK!Pd
zdLz%Pm_k1er4J51r=#92)vSg*9!ITuGx+9v#f2_Y80trQ<UUjxI2BrJ=##!pbXLgl
zjxE27x#ZWBu{T!S_MI<NwY!B#ah!V9O<%<D>7=TRkzPq_;)$&YDozJ#^j`<+nnu3?
zOTeCS;|*Uci^5M2E@rP2pV;CfXgwEl34Cp3tZjjhl_2hTsUiD8Y(`Aze-l)^Z{QeG
z)=SMP_DBXmTIPHSt?N2=rY&z&%B15B)KyBdl_xAJ+jK@FFI5|yr>fmO{ZZ9x8ZEWv
ziK*N=Y?cdIWCIxFAvNQb^lyq`j_bktox(4c{{Ui@jywE@zH-H3LbYnC`&YKd)Z`RB
zjTuEdtL{Z)GktD7WnbrAkU+kb##*-9$Q#l{Kdp3ccuz|DY?5(}Ip4XCZ3ijF-HYtV
zy=oS^Md^yolHi`LROZxSh<wf~(y5AyJo<Q7BVJ3>+N(Xw9!pn0KDap%u6^q|ZA#)|
zM*I(I^Q&f1k5ka4mr3-o(#?MqS>GV~R&@I6Da31^dch^!@=5yAh|PJmGb)n!PWWJH
z$8y~IrNrGEX!fdwoz7U2YE-u;wOC7I++w(=R;5pgol%5iqD3JYH7Z-~=qlNOCI}g+
z;sEx=MTX>6j@R22VQrLqnz6Q?tIb?exs>N&zuCLv-;CCli>+U17mF>dm|l*Dm0{>b
zBoY){5s^%23!Ta{?On2jc~hsk=eoSj!mh`)TKGf4{yFf^+H4Xld*&OMq2*iLSBvVJ
zM7mC?J(T|dekLkUt!U`iny!&?=U7}k1ogq|U2fYi7e*HRt-h)T5^jqr^fW9jNiJrL
z7A7=WirC{c4Oa6&)Z)IfY)HLFW*(L5I+uuazaHpoV=^tKqChdbjstyt>yEha-R7B-
zJ*z4Mjrhnl6mf+hjtK8t!zYbhT(vo?<F)ryiZ^~9pG~+hT_IK<k@pn%trd6zyIm6g
z-&c|?Cs^9io+6l^nNQZG@o$4)LWk|vY-Y1K$vsxOY5N)zRB9_rzjFyxtyV5eRE}EN
zLLMt_&R{X=?_A&7TZ~`|zh^NlGhT$FWvS*@rrNo)CY=6m`y?;85@H|Hs6b>{nrK+0
zi^C}x{0Oc6BJp9micJ07{{Skbd1>~`$z+LwO3X+jy?lmcm-5y2xP2MyWtsG2OX|4)
z0D2yM5uYfFQgX_^Rm$_U^gl|ehKw>eD*5F5Rhd-AOjD_jW#~uq6)9z!AeTb~@Usu=
zSmE*NtM+xYnb(QSC5MN%!ajOW@F9$#RBVzuW3j11vqZs0P6_1GB!Qt}8;q$LRvjt8
z?8+RKZkVpNoL!DJI&~w=nZ(>jw&GyXsmVCpI#yewMswP`JNq5dmyBV@w_3oO*JOlB
z4l~acrIR+LTHBN(xG{jO^P&65YQ6509O~0q^0>)P>r>4VpdlB(Q`Vbo@<%Xe!2}<}
z@vNr{oz&{M>W+EiC~(R_qB$Be2sPK<=?i-n{izkf{v7bt%iUQ^Z6R3{j8+<^dJw4^
zh}-c00EsU&d+6@0ZW<|<t`7uy8u|mlzY=V`M+(~BmAAhfVDPW*E9J0CoP*72S!!<!
zDK1r%@WApbMLy>}Y7H-UW9m;8csoq-OfiepbhwL{ZeeY*NAxwxN$|>Rj6<n-qgA}J
z2mM1n0Um_bM}qz<d0tMRtiJeg6=&|hTJ?0A8>m)jBv~V2^0J(RTG>5LH95mhhn>H|
zZw`qMme<k5PD~4Mb{gvRy&l6wvs+C*)h*y0?Ox~9o}|{Bt_?H2Lsr=7jYlomtHoG}
zc+EnhtVh7bNvs(%DXRzw0-;K<ooQIz6QJpuk(FHvGJ>oyLFh#=913tbqzBHw6h0rx
z;ax;(`dTp3=6sF4ZRGU&dVW>u9}4~<FNy31m8nQSwXM^JZ~1sZ{9o@5{{WxUzrC=w
z)a)m+yoF}BoeD^e(2DSP_(S5IFUCRi2@x$}kV|iSB%yW;^kLMI(BNSHG>cCAkNCOp
z<mnd@c#BAj{RURua}p2rE`NxBvQOk|sQ5wg3H6v0!`h>kzJW7uG5-LTs5>{f{Y83o
zR`Oiwi*2c_GrW-OxC*}`k}%i@v8L&IE}5d+`5JAE7P0qOkS>0{v<~I+IO$nhkB2mE
zRz;Hk086yFkxoNP60skSD^{Avngm4@5nIBsLmEdKj4GhO1K3lCLrQrxhk-z@FKUg4
zT5&iP8=9m<h+eBbS$eMZq)aAOkX2`^PgS0^M>LAE8m{9tVg2d`HD*kLPIwhwPn1;c
zoRd&LJ!y)>4bL?bj%s7m6%*o-aUvrInnzyL_UTRQ)Y4|?6dZHSN{iB(qNYKCQduIe
zr%JUDs1xZ{qgrT8u^7Rtv39DFjzwLFRS?T?j+K5oqY&v=qNtg4%W;k>SB+(iqo`$J
zf)9F%K9x8%%Pr2>tqwC=@Jw=spG?FuWBp%a^sWa|(f<H?&|bsj&IjJd2EE4>pQ-5<
znxqChh`~Jr4x+cEiIg;YqszwSH0%5D_hfwSf1!Cq{D6beheKTa_7YplB!sdu@(8bT
z)O;M)F}Yc{!Ul5VAP>Ww*Bhy542*tFt&Ht8)Rj7`-8>n*P6}46wC+LSeP6@+zMgcS
z65GaZ8-Z}+8^0da!ua38E1}-Jx^$mv)0>r*K5f3lirKr-U6_SKkx6A9p`^KFlXOkP
zMB{Ri^fk<~+Sk1$q3BS|V6A3(gF?XL1e&!5oivNP%R6h-Q^Q(jzaScFEv@@~=pXL4
z`=+z?PYmih1e<Sd+BG8~zl4hF!{Mnpa@BTyj_GC%$K6L67M@7K=~|YS<}cwG?^DZn
zYM*pvy@gPg{zk}LAg@*w>Ct}agPlscG;Cr7T(bqoYK5;O&Jbtbx#@3F56t;Kl^N8+
z<7(E=Fs8Q%;H353=}|5(Wmqkho=4$P21%)t#NH$DH0Ce#m^TdhQmG1mI_LDui=(N*
zb*E0ra*dT4=xft8KO9(ii%0&*@m`u@yCZ7eMx*6Ewddn&%DitFd%ewLN;KV`rX8n>
zv|krU7gj~n^*sEyN%tK80JJNv(yVT@>*x%tz8vLdi<M#ZuPD~M6MLkh-P@JBu#o0E
zh)zf2+*e8P>&EvU9=`iE{BqpcKO0ES!|F3$Jv!K&JN@3N^fJX@>C}%kDO>b9?;7};
z7&P0vWh=T^ir}7lSBA!{jvZKr2Ox^~{{S3#V@2_1ns0P=QK<D1?#AzIde?{D>33Rv
z%RzMu#Uh*#!l6|5llPURR$ES;2uUejz0Q+F@s!FE%T<is+vf`3#-Br9M(CFC>V6c7
zBq@6f$HK7Z9)`R-!FpbsAc#v6`NxvZIImQ*ON}j*+fB3)fUDBI3bd*!X}6)~*T&PM
zS;{ouF3<ezc|VJO9o$-K7Zd60zCFc^AbiRAcdi`T%M0Pvm6Z467415vuyq}MlJU*8
z%zr9PAKgDuT|7EQg{tX`X{y`ACSk<rFc|vgiO}~H?YX`i9XIa1x;LTcKM#C%`aAuP
zQb(HIjunqPYqIfghx8v7Y5xFe)67eHd0nRj{Y7%x$A(6WcOt_PdvJb90M2VUZXVHu
zi!YW`@IkJMSq(WwRfPP`dbp`w#+tF7-W(ciyDlLi$M=O!k*bUVfn5w9GSja>v(=D3
zcoPB0tMdFmpHs4Hy)yM)HW@+dUW9WxIA7h>jh~jr3D&6XG|n<f;*0Mv%~79K1Bk^`
z)~q!RBKz!@HnN#XzyN18HLrtwN2);5rN5Gx$lcV^t({V}<0G;-dQnPKlCetTQ8^{#
z$F*l%-@2ytiHe`%BZ{l2X?OZf@Jsld5Z(F_Uf<zo@SljhJsq5h5=s+k1Ym<+1~)sa
z8*(if-8D{%jH0=d`;QF%(sn;LO1WpPOKB*Q2V`N~8tD96;0d(L*=Dd`HrqJ?dsiA^
zXxnQkQac*ThGF%H?wQk0czi@}1JLx}i5Iw7Z(q!Zq0d_E^jqB{RJw}hHbCI>>s}TT
zv^3k9ttSl&GM{QCK|N_JKO@V=<n*WS({^b3W5g0iCxdm5ErS7JKTrDRYv#)BVDWYT
z0QMd2q``{KZt>^pq*oPLsuQE6)vkKkG^XjvO<AT?R}nCf^i#P06xsF8(T~QPFw8O!
z_D}Mxu@-AeSeep`jC!4wD8i#oMAK>)68``hA4;wBw_KmCSXeXARO@Z)#YC!9pTx>h
zjCMsK5j846PinX#Me9>4j>C#dBW$R))iOY%wN4hE7Mfj&aw1g6K~D)%1SY0P8IJ(f
zD7Ueksw7wP@;Xz5Sm-N8Ej~saD(pIFAA6eXr-7?JhZRh9IQ23T65ql}t8rLJ-@}1h
zG1;PYQC3nAE7GNut>(`@u43Q9jQf2xc->dh!ZjZ#s|po*nqRb{aHBQo(!)ZV_fh6f
zwMn~{E%d<g<luT$X(9VOn9d04LuwP_YPQw(s<KJdoxY@+>~?EXouw6R&r$HtjP$$R
zENME>MGBilk`4&^*A?PjDYV<?lH2F7kmeazkVSHr8oiycJEa8r4r)y=;vd-9+1y+G
zqfU_F<8#RO9+l(HRB*K%;Vt(^a-~+h5^>w9F><GIVhHb=)`#LOmX>2rzL9S1&kTo_
z$JVTBzYOm+oe%qOLBBT^@(t;3e()W}eXGc>qMFuchIC|=4jEghHN}j~Db@E>K4(rJ
z1AS!AOVn)Qn!xIsBmJVt{o(v^A4V0AXRB=`A3MJ)!0@k$XYls34bUZ^-HBp77<-EL
z4R+VVo-WZ&ucXNocZiu0t^+aj#dy_m)wz^vw&E)IIMY^ZLnlSJ-U8>7(zNYemiVi6
z4T|J+Yq>41WAhM$8-i4iLtST^=Uu(PLW<{hJuA>oGfK?)jAaf<KQn66NVf3?w;iO}
z3FWa2r;tFbZFfYv(C-bU!1Ev{<&+K&vGg^2!uqJw_0^tSmBC-mx|y{bTkT6w5^a**
z;ovaufnIhm1sdK=_VRqyU?@hLch^<qdCJ@yP_WDlke;2&)q@IvUNRmh=OFZ^{{Uyq
z14{xl@F>dx$xr^ZSAtiHLnXP~hwnyu8snvksfL%a#O>Vm>tHBj;q|P&+4YZq_#@KN
z;zlhR7L0WubgZpf&A!m+zyhZY$E9_eZ1&S5tV*i=SRM|2D$KT)_Ys)qgvu0SYw+XU
zPeLoT*X5P>k8{d}K4jL?T^Z%(C}Vt;EPeV_8<ONQNAf8-z^=Dd(AwSdhcT0Yf5x$%
z&Nbz^Beiv=rmlw?t`5@N=bA|}0mve@wEa3=e#&HM%Si~~@!QbUu-LYvaUGqc0M983
zfksYi-8?zqyKMtNTS9@ZB>ARu)U|Whve53OQMmIYe8H&c6In__DdMuqklgWKMR=#d
zF<b|D&}ZphJFa+YYbhJ#BL~v3Qak8k6qcth9gy%%c3uwni>dft;6_-_WXI-(k56&w
zT!X~O#4zTVSDq@9Xy}w9EzhiU4-#p<C)3vJPn<Ew%^Bg4`-;&k&3u`oYj^q;@?F?Y
z(MYE_2ZQymeDG()tv|%7w%27XbqsyNaIf^ORIj<oDh>|u*zOmKo;rjM^&%ccCR`b5
z2NgPTP$3mM)SIGW{8Wj^s6pnXLyAKt&ILJIp$*MQI#2|njMFnp4>SyYG0%DnVxwYc
z7@@hP&T2A1riMA|Op;ePs2Jv)&ruf0szgX@8ima{k2MRL(H!$+PI}dMH7lBd_^lCx
zAdvQ|%qqi^%|P6Bt09m#y+p$XrE!okQ8!%BNegwTTZ8qf$nI(u0E0s`iX$W5n~rJy
zg)Y)fOE*XqRLVMYOjW5=P*EZd{<UdJs+M8`fs#qU0-=m_;;Hz8Z?otZP2HDZ{7x%M
zP<1Atx|vj;EL^(`y77jYX(FU-*A0*u#yB63f5N((X%cvnSlBW+46Hkf@#r+U?sU70
z=*DA#fN(tzf5VFFya%m=ohsq^A2bB_^<V4x*R6}o>B5thCwCpsI)*M&ovLV_$Du?z
zRoMDfIE7q~+PpcQwKCLwDt~%`I#lDOb2F|2(qfj1lE$(I1Rg=)gIw;b;b?9nCf5-#
z$=UolJ^ibsq%_lM-5J!S3X$cSx;&Fm(e7>JG0zDn8On}8^*+^wb!4cU@s#ziZo9FD
z@ixkXJ)5|$4_?t)#zQQdOe_u`rce7{{c82Fxs0N@W_+$;k~)9A!@WBmVR0nZlZowf
z9EftPD{@bW*4KJFY2G5VSu(qP)gP`YZ)_vF3@zMm?zP71niPSXa<+Zyv8h#D*4Mes
zfyF4kNxK>P=ZEKl*ZV_9b-%G;yL^9oKV}`Ph??eRVi}0_1B&bHrPQ<=uR6|FPwye+
zSb7m%)`Q`13;6opX(v^%)p3H65EYO2fHmaRuU<M&RDC51&|YVVrb(ymIL&sRCHQZv
z_<L1LQ6HZiyu~8)Bj3`j>Aw%9DZc*UQypVYPv>1YdNnG?+(xyr)M+cpoOYih!E&!2
zcLT;Nw_6=YUbjViasmGUmW{=AI$wq~>mZ`u&^({tVUt}X8guNy8$j(|%?dN4O~Ow`
zeBM7c=6uxSZ#HvY8PMm@OJ?ciNBi&*ls{44w@!@}#LX|*VUK_J69Tp&f*6@bGmhuI
zTUP*M<;6ItQ}_|(M;z+T^(AwcmqmDI4iDWtFzrvju(Z`J#2TC)dSe20{{UE@<6TQe
zj=1%#`>PYrm(bRA>C(k3R9g2vXiZO5qwZsA-UGYS?f%teGTcLtlyo?)OZ{PV`(zA<
z%t3;!>r+^2_j*v+IgE8f{VJBaZG1??u5B)W!j}85T)xh&FLJBBHP@-0DvOjfd+u>J
zm!jtSNt+5>=C5e}Er&<Ejc#P~ZHXJ>Jm6O);wvpzN}R3iY^mATl_Tq1toov_3JE@@
zy*cBkI$VjX9e8X5m7H1iY;x#+BGOEne9>~hbbnD?VthZ-b?7b(S1%3Xu^S2F@~;4c
z#5$d$mbJQ)EcRA4+W2qcMa(XdU%Lhz3DooW*ON-RP1B6pI&oM!uxhMgowv4zSBx~f
z{{RZ=X3BW`Wn6S3w7eVfQ&aHkEEfaLwa-J;S8O!fpBn}&68b&A>oPL6!RucSZnVq&
zg;^sfqYjj@cq+J-q0N8LFxbiyhb>sN*I(<Y?>Zi#r+B*3JyERJJ&P@LBHAMn5rtkm
z3i5vj_@)mJ*+r(@j3V$GwR%;yt7mZlnkkT}8OSx^PK5B&bn2~9g*w!o`Hm;X8a<q@
z%Xo;vx*S&l7K3kVF?(hxGr<R%^e++0n#Qvgt-OJloM0N~wS6{iBIC=M4?Kc8SJ7l%
z#-o%blYNgb4J8Vaif@&_klPJHTV?X5K6G98b)x4)(Di`KV^o#BI5kl>FyvrVfpB=>
z*R5YA!cFr=Jg>;!cqHZRDM`io9Ie-b#kJu?a`ESizipwz3XRGuamhTBRcE=5A@eZ&
z>$44nrA8?wuXD4Se3q#zvYp+uap~7PRB;o3BV28Cm-?DC62_mzgnpIH*NdJ>I*_+x
z+R6S2Y1E{{DnaflHHAe@N(Fc^S34x^FeW-u?e9`5)Tsl%MK!Exxol-Bi7iT|E!@<J
z8R?4Ai%xgyD)c&HE;2G}wvJs|eJpZS$5W46n8^dN;Yq8JY4ScYD{ebPPKpIsSU~Mw
zoh+gY<99sjxs;#6Wy7W@<o^IFy%nObMHOfT6d3^NUWGg@Dt`(%Cy1#%*wus%)h5(h
zjL5`POu!7Y0b0IPV`n0El}ABLGBNh7+nrv{*nHBdK7*Rax$!wU7V+cJjdRq-P^Y7j
z)k_6drpW1;#xl*1tx~wv?CpWwAS8Ab$lPi-S0m??<Iq(jlhm5?tLCj~O&*Obt#3AT
zcRna%k#8U3)sJ(jUEKcwteLQT1B#{6ozz#8R~cHb#Us(Dg{4p7L6g@c)2eG-KJN9x
zTHDDh9)T2^+q3XKzjY?lVJr$h^UgLX`jcF4tQPFjQ;OZ1z6$u4tN1+mDgKjYc`!S1
z_#V}N#2Q_{k3`-e(A1^#eD^k3&JS{@xT?^2Q$f-uL#=BO%^)C{Ek^wNZWZV;c;`mZ
zY{Xt0@cS7WJb8>ZfPKa}tS5_vdT4UatW)=0y-ygh@P@U1$IG*HRXAsHfIm9wd_SY<
zIv%4Gnx?WGgP$(ZvxDwy()5^g&xpDU+iH@nwyX)t#CBlz!0s!}Z*&y!pNJ)~y<aiV
z<y*4@(AG87+#Hj-@-eMmQm1#S?2fMITheb<NVMBy_JV#{=8OTK>r|tX_7@*&BoETD
zuQf=ai!g;#+Z8pBitVm#&Asr$V*&Bju))-;L0&P_&vWPM(5W@g2x<78u89m6*O0`!
zcNWjqx{Y(gk7W~FTc41x%snf~?XTw3=SgFbl+IE`>0XVdc=9XjKeK8F_(<FabH#lG
zXU}Ow#yDCkoTF0rdokV!RW~xMgXJ-{bI{gAz8yDjeQ~F<qr^9u&qn9;sbIb^s7r0i
zc?E}XYoYLLVq5!&Wf>AE&1H(A87oa_R#%Rz3iRPg+1>o^dCXza*_(7%3-}+zR@R@b
znIiIUBUg3%ftwvV5PMf&;vWrK>LXN@2bFVgv&(Vx=zXirt`Noq6DOA_@7Vn-#&M~H
zf6WGcoYo&PYBGG4me0RWnbR}^LzzmregJ+0kFTv@Yd#(d3)!RRtHl2Rc|M+^t!eta
zwg5$R7DR3VVUhUL@2+QXH_7rG?Ay}^wRYkC?|zHW@v$mYW$dvLw7Ncz(39b1rKkKQ
zQnc6?5k>o;dz07nuVj>0&lBCxrD{-KSh<esF}Y8!I)m+A!Ql@Y*!Zr%VU{b@;#f)N
zKBLrD)sw$BbEgY5>2h^Ot<)jZf(9#(*St3k>Nm(U^seG%suM@MJXbl3yd-?{;y(yU
zZ0^Y!!1k^h=F&@dA(Zi7QEGZrS5dOE44U&V68Ja*UO4{%AylMy(ZqCTkd@|$<dPW{
zNZpat<T9KQTAGHHEv$zqc&yU6?NoP0N=Wse1AJI(bdOHgiF5}M-1h^~zs9|q+Tt6i
z5_lz9BXN~wIRsb7y(_Trcf<`#!q-TJjP@kq;bYKydR3`+GnGAVkEf$GWg5A^4tSSM
z@hy<Ju$(ai=Zv43Pq?l0G%$-T15eLNg-&W=%_7GyT-3R!z^8*i$I+f?xuZPLFefyG
z=9*0=XaK0mrxV36nq;x9^`;ZWIgK!pinXznn8qfeV^T4wSk=WG@*;Ckzaph>^$T%Y
zBPK%J3W5D|Q#r|~SaqvJG8gGl91gtZreW_;w_blr0ct|Sjw&<LnvYSxv(s&j#qGjD
z5IEfDsr2_X!s@>hE!B)#MWfE=fh4~w{s3}+N{LA=&FR6tj_Bb5XCML8o&c_IRq@t~
zrS3$O-ON9N4n}?3rFoXQt!tOl81+e~k0W=GRHA@-e81ye_l0~JpiQSis2$hMB8DDs
z3a7Z*Jvwt)sku8u>Go<W?CSJgQXOMUhW-u`QOcgGdy3ORnu-`>h9!<9R7Kz_i~;yn
zg{={rC5%=FjVIZrK@NY`Nt5&g{{XHlp^R4{<92_xS|L&+5t0vLN$2?w&b<t_Dp;7@
z;l|3;S-Sw=Kp?;1%S9d?#EJ-=*svq0>HRB@)-0bu*GRUMe2gTCl;o(-Lsx7c#9Ez{
zHdZL{TB3#CqhLPezrwXY;a|)BpEQqlWW3wC6-UdTOrE)~P7{tEw53*S-s!o)B`UPy
zp&h!G^#1@KU0!MymhkDU$V!Qd67B9l1A*SX9wU)nXW%_ITCvocSG8#D<z2FQzbWIP
z1Fd>$cCQ~XjVM*+q_p+9>EImY4r%ULL6K7mg=%Fv73E0vB07pFsVpd>kepBe$BM!6
zT0;IFx-x)Du23KERsBO%vD0EQUEIeI12`-)euB8$y=lBdtZ3<I8|-Z{b_9LxymR^1
zwBaZ3b~$kspqC?hvxH{b7<A#uz##Oi3v~_DVjJZfx(NX1@vgtcz7CEUUjG138#bNK
z80n8uTn_Eo86R5pXw*}VhsR@Zv!zngUov?-9M|kjGDqc}Lmx_-*TMGMM1pvpR=6CA
z0o%0x6&<bo_7amD?m&7ThPsV2TeZApSyTt^r?qOS!8^5a;p@gLmTbv;eMb6E-#n5Y
z*(VEDA<#mR=C|N0tn%Xvn1YafDx{FM++^o9vc)@ED#+5aviBFvqLD)aZH+)~oO4l@
zIV02cs}jVcgOYoZRh$k^?v&%Mr-6+2vUiXc8OZ#pcWzKR{{TviE^=9b9+U?NoDNM@
zjviLEE=2iJjsWXZfTVhg%ttGnbUmuXQygINQ7Ar#qlU*QS}c6lk;tSKHIsFxI^?J&
zN3Cv&Lk>BmDjZ<+qBSKG-Jy$&(aa;HthSnjYjJ4D1!Ng3^fe!eei3N8&Ykw16_(y`
zxdC|%TX&jrN%uw%t!DYRx^6^sNUQ8?hY^+1uKlGK%Okpsoj1)-so>K1YW~{(OGzML
z@v%}!t$QB|;|*}%fUjVY>@|4yU&OJ_dQ79Q*0C>qFMDqJfei4TRgh-8a2Py2Hlv96
zy!IltYhAuZxk!8=tv`h(!~=XS!znfBT9=6Q9}wwH8|+!!U<Lyq*Og3<1DNDSRvn1N
zGkXKa73);X=v9)b4I1ooM-w#{7pi6LOGc91lIy-c%qu<_?=6(a1<R~wwrf()Se6y?
zr~T|lvv#i2Nbqi%uIayPib9U#I0vO;jg1af^{C&>n8nn5uva(@I^uf^#k)xh%Dm*7
z>KDXOYWR;(MGw##%kdY6?)*IErTL)G4l9+HRz)~ZnEO-uz6wxNr)Alr8klKTP8z0n
z7dkl~ytQrUe}<&9@a^r+3n2iS!SKGVeJ$vT&+dI1y>m^UasWWaJ6Da2&8y+1?6>nW
zq3z>8VL6;0v*Af#wk;fmTOPH*&86K5nQj>18u|lOv`d>eZs2CTn^>I$uNL2!9<_O9
zVLU}|XI0$NPPQ7iv)w(J%uQn)R#O~uBV+nkH(g!i;91VO88NW^E0wFyqZrhJk7Mfc
zR^2%_+^C9K)DEQLv?J5p;F_swGkF020H%xl>#10)mn*_Tv}GxDGt6-^q|%R5J{>(5
z?+U#gvM)hX1jRT5UqecTI%`CDbFVq>#)!bF02ERdz~;4bv5Rev&osF;UM)tzUd0W?
z!lE-_kEM26_lInw&=T`SpY1XMmfCa2t$CQd-wlO!n;){8-B{$=m3d=|r7o#!6K(Sp
zx1cpf;my=W30;x@04n8gET^-VCnb9|d5?%;H_J_Z=c9(e!lsj!r)1igE0hBr!K}?m
zCcTHuf?^2jfYw!(pc@g$dG)Th!#XqT+NxW{AdH@Ujd=LnW+lI9=b@~qtTX1e#{$aA
z<TiI_y#l@WUid?8d8B64guX@2M@Kd1aeOE7IRV<$Qa#u#&5RFP#*QuxUV1apr;3cD
z?<+Hj&uX=4rrl}|64u^HThUaS?bE^D9?`ySZ&^uY9bmTkjdk7`@qU}4!6X_VhZ)zj
z(l;mT#c5L>lzr8wc0{pJTWGtp&Y}2k;#pk-*fc1^JLDh%T1nv#59r{XYg$QWUbgnX
zGkrPYx*rzm`uB+9QGGI7TPetjK0iNN<l?u}?O0?PTz56a^@mYiO6$nwo;6PVlE0zo
zx+jdZoi9m9G(QeGnL0@_j307yn&tdUf39n{=6m~-Z4ux@6A++(T7AB_iEbl66al~j
zur+;A=aYuwxoFC~>e<G~;)W*^R(!UyC9{K0w3re+$MrS6KCcSf{_RzG#{#%fISriT
z)TZq0!6);sn%F4Sl5%$)To<&Gl%2_C)h_MtzR_(v$0$59wheAt_>L`nt*3}z_q`*$
z$0_ypu0B`GlT1T~&3Y80$gH+K4`R72Z|gcW_MItKMv^bQlAtA6dgibToyXR_E8*vk
z?DWWAN7h$;oW}v*kh$!At0Tw$9k8^$I);MlKA#~aj7M_D-j%ARw}?}GkCsLbovgjL
z?xp$QJyh3Q1)F`9Zmi`lr=7ml=KHbMwlt3r-D!=r8+3o&HHAf1KJ_Q5&5XfHYnqn-
z0Ga9@7}o6}y=A@xqajbB^{+wjt44K(cw90v^{)zo@h{1^wroq)qV@V$MWT3`>cRg2
zbty(82im;~byZk2_dIt&(XR@rd@ohh^(|vk7Mjkd3pWx*Hjh(^qv72i(_351YuJM;
z0734jo|VtowEEQVDUit`uI4Oqab0hM6sDtct<)&T>r+~lpiUONs^(CW(OuZ#_5B9t
zM!c0BT5A-2f^2l-I5n9Z%>!&v=D>L=+<hz7@8p8!J!;NC2@Dv6>49EsJU?{)b<Kok
zXyWCg9IzhM<5j~{p#7~6xccAi3_dDL1&dd`?EM+f>hKvJ8>?(d667-X0M|B+d7^47
zduJ=gbCqQ^)@&}#G$(5hygMJQK=$z7M#>Z`_fuVzF*NaT<a$f7=VI`6^5@LG=y(4B
zGtfL6@gCb-jV!fBSZ_zl9PqM#_3N~ide_Z&T70&SSuz0TyRQg*NS4q=VXU)B0K%-t
z?=RQZv6bNYW=v|vs=7ToRme4$cV@Gp1x0JDk=)y?@JO;m<0|TM4OexlG>SamU+}U{
ztjeP`<{H0;<+OIfkSpl9?Zk_ME11@NJsrw67bg`-oph==pFGJCMj(oaj8}WFcwL}!
zRZVfX7LN-M%6O`|+X{+En?~0)4F>fttS%ZU0p}eL)K}0R2l$s^;z;APyJfc2ae}OH
zu6?WL0<=dX#UjXzRn+B3>}s|tq|daF^NO&IUJc++i_$>R>E0k>@o=efdXM+3+wAV)
zyta<!+EkJm2IO@)1W-!4+`bJuqE@Ga#RU${B^jcDiAYWj8NsHLK$sqs!%9yS(s-tc
zV@)vAjWC{TL}ej|6$^B!Sek{+Xpzq$jhcbF)XZuZ?rPF9WDnH(R87*Qe3AUC!Mta$
z_>=oy>rK>dnlz1w5kNL0FJtOK9;TG1%8I8+)OJUvYd$v6w02~g>`gNN0Lv&ob{}5D
z@iol1#hV{DjWXlQ^)d|pRCr6kIvwtpZK=;Q-+8OMVfj%{a6sgcee0prd=a5vSiB2i
z4ZC9rEK9Vh{=bb)=GD=vRHFG=UL8k7@y?SyqPrY`UMBfuPeMP&t?8Z`(lk+vJ2=Fh
z<ZqeJ;(w)h_lIsSH18DIn|8~Kff)*TU``0Hd1dcP51UqLIPz$ohZFGw!@t^kXZDS<
zX6o5a;5xc>KbK$5xvz(QBL2_RKeFy07S}ENvU)6^{eGX7ddXazbrs_tH}Lal8qb{o
zD`{{`#7FSAb^Iw!a=v6~P4g~Rdt#2ADpVaaT(^PzLN)Ce30Qry-w81F^l!)c=DNik
z4l79Osg#wSiBMDIvx4hqp9)K`<#(=dXhHeai0ee!cScPoxim@uz!(Cp$5o>kt5No#
zMVQA*w3S*qvXzXD;7+}&WvEuO^$!whdQf3=be>}MjZRzgtQx+?{K_iq*UdHMNSAbu
zs6ANXyyH~(mhZVV*fx&RN&Xea>N@VBsxkXj)Q+rkupgK5tzm|ojvD!;8cR)2RMk9p
zq-oogBsUVN!C3oO6RP}0)h`1juG?hE!2=|Z#<<386N-tS*P898f{NVntLD|JX&nnv
zPjRSD4D&pUPw_D|>G}nd*y`FO0B3cqu70^%^BpS_YB5GSmID>-MIy4kvbmYoIN`Tt
zW@C(Ws>H=Ynv8mnF1)Kclj&n>=tkDk32<X7cW2VP8h0-=;04+ybxaT8+;Luut9ZT*
zN;}I<HOnMXGd#nm1GRaqOvO=$R~wFf>M*q273I{d;}IIIDC(C{Fjwz%rH^=UW5_*-
zG>#9Mf^+XpC+0hH1$QQREZoyPMKznM%-feZ&2{#gg|+$uj02I=HRex+URZPMPPe_D
z)x$*OVDvPl6(dS@Ck?heI%{qS$6BQ=xart*#bxOJDoH?!<F8J7*FX$YN9IIB15%u!
zxvPyj-o1>bgasfRW2Sr57z8ln)|9dB2R-VXsuW~#pGxS2u6fvuDvqd!ITUWB#?m<$
zG;aV9r>}am%9S^LNzy`#o@&ZWHjJDTS>>~id8YzTdY2T<Y2sx^V^K=F@lnZak`I^;
zYN|?9Z9OW)QhA&cSy`=7>*2FIw2YhG91OgCA4)V`X|!vT9m<x3@q^AQZ-xXP%BbF0
zM{tMbtvTaX9?q(|J-Ad=QoiM_b5GIr`!gl6j9lX@gNpMz?LK=4DLNI$e_H4#vzF3L
z(UQ3CDp9FNcAsU`V-AOa_~x#Uw!p!<Ui^D?M>Z;*Sj*Zab>wi<UqcA_m}ac#-ZIrR
ztAK2`7_-WrmD9JwIPXJU*~}deDyFb*^og{oOf$kzk7~MD$m9LVG`zZ$r%o|W&r_k*
zd|-S@V78Y~><#yr*EKGI6a&nI4z$gn^r@h}`y`4T@|om&SD_3gIx+Wp87WHb-ReM}
zXtO?SXv#-?aa~u3d}65HUD4Wo&39T%8Ya1<A|Q$Kzm<8Hj(j3Cn~^oUA1I!H^sk@C
zs#xtBw3fw6g7;?L{a579{_Dl|5m}tL<a*Z`E}pvcGr-tqJYu-5tU%uE*!4BFp=xvK
zmrEiBDV~+)M=r!+<LzNPNXrpUq^&0_v@=}rUZ<y8O>*SCXpGJ50L^g~^cJJ8L#cQ#
zSKgan>=R=nzm{v~+QK-hxR2tyw0&MlB`Q*JmDR|s{{Z9q-~PHU^RB+Q*klmT9Ieq9
zG5if^H;EDC*%<t5*~;;Bu=J$rKBqoshn-o)#dJC?)k^PFx3tfg*glm<`$ePyvH_^B
zY?D?`lpip60<gsKB8;sF>D``fJUnAB-t0;>=;d$S^G;j$Vo5nu)OuGjcc<QIQ-1m<
zPeMmpxnp<d5T}OpuP+shuZoW{o`<0<B{d#;dZGH3kn%U3YnRU@M<%53_lh+i4Qc^{
zF;0&Y^dh~-z+Mp2?)0R(W#1tjgW9Ng)8Qq)sW_ibD-5UaXQ8hq73C<}s=RxOm3KOJ
zs~f|=Q#RAXdVi1L7y3+#Zy^5wTOYl3mR}4kBGXz6vF5W35_^3sl<?J+m&19QTitDZ
z!}qPzoY$l1UOUpY_VVD9Yo39)&0`o+Zr66`bHWsMZP`5!8`ZuG>XGUbHlHFJU~;91
z7!|Lf*lB(bF+J|91Kz3OB02mCuUge4gxg4x$+aCyo^f6U;w>{w(zQ2|Co-$HMtf7K
zUAOF;V#HPUjZu`F?0e>yuGwnVf#8)(0m#oajpHbrQPE|yH_vXZ&&qL{@trfoa#`Ff
z+qsW#q3c_>-Xu$<^RBKwQaWa`uR4l8>M*N_#6~JM*SX70XJ@BQ=_X~7Pb8YtvDVTU
ziXc=N=qr@e?-pC>9wsFT;F^XzlZ@uOULV_2Uei;eST|Oh_L{S!)wOn+c80EXrzNwR
zj#<kNwO@Izx-?@5^2Hrkd^Bms$r?*?!Ew5)%`rXss>=8t^fB&hSi;82l21X~`OkWA
zexTGlxfHprY-!3k@^R};=zZy@In6k9Jk=yS0X*jwqoiwhIz`6l@gyz8kiROzv$}QZ
zNC!1bO;Dv3C1!Qe_)Gp0lO@-OS8)S$w(M|YKHk;J-dS8}_fKtg6Gbu{6=90i@W+X-
zye+CN<(bINB#pW_^sdju+P;bL2HG#NMfPoCF}Q~q5)bZ!+|{(Dv5Iq~?DdJ}uw1+n
z291be(2DLfIqh|OcJo<Q^VD&ldf{#@=CzrknF>0b5Jf)P;!AlJNZ6|mgjY3ca+3F5
znK-O6uMc(E_dPbtRJzdb3apqUVEc;nF9>*!#w(ewZln?AM{cIPKG$0}Bt?32{n-am
zTQ>JnTF9WC$bRcDLtQkgxkK61-0>xcsY0Y`eW?A%r{8NncC&vismwPx89tb;&jNqP
z)yT(DTt|lQZ0;nMJGR<cKX%@YUAKaU-B#sCDpxtJD?xJJJq}zGo6KP;^}8A3zXw5a
z4bG*fZHDP`WKs8ASD5TljIIoG1Nm34$*7Zaty;?9BB?4p@m#Kv;oEN!`S46kb1LRJ
z7pj`_aTqRd-a|<rQAauD#77S$%^6)kQ-^Fi2(CsL{nzYk8vg)FWMb$)E{3}8cSO9=
zZUv?Ed5oWuQTJSbjb^y=0;7KN5<eB9jxkU7IHhOYSnQqC{{U#gYaXloik=wph5rDD
zC-U61wuIr~Zr<bGy?aa5thKu_b7d%T{7KzSc-`)rvJWyoM^Hso)3qz@3iMBDD@Ogt
zX8MZObY)A;9(5c_mXCAY*)vt-h%mtwli{xyS@?nljzX|s0rNyp4el$TDTC9R6S?TY
zrjBn^(c`&7HjLMuc!R>lce1Ay?5!9*YK7*T9mHf6&*4nykCF35?wcjEoT<fTvRAiw
zgTkTJnG@E$&sEUmwvn)>ig!1R`<&k*yDtU&L)82wFo-ixU|TH%9-m6&<cO<sDlNS8
zOxJVk-wpVuOYuE`xYOqhaq~t`%%|K|@HO$SiLUAz2B4R^eD4&Bc>wUk(2n)=KY@NI
zY5pdKZEu+^brHtGepx<-n5=p(b4!|FY=Co04FPbbp17qa(wUM^Gy@Kl(?Q~p^{PZM
zo#}_YJ*kbxYeZoojB6Lf9wO6xIbv@$DYh>}MHy#4fL6<N&THn+80xn^DDk|}w4b|K
z{>yHp@PIbl{wI_5rzvu+34}S`yB#I(#V-(RH*Ia<{WL}o-Na^Dar}qnR4(=3i8_2{
z>hJBb#5pCclW6+jabCfqXcitF(_^!-h$vC>K0aqYq|_Ssi1dvH9om)JL|h%Q<8wIn
zQU3tyqm|n2hqR6D7@Vhp{9Uc<=gQPHw(_yX<ZHDv?hjwX@}_)B@W=MHm;I$`nY*-7
zSOLq&)Q_m^`PLq@@nUyJk3+E##G@W`!z2%791q62KZpJ(m&963u--U(+hPQV7~ZEi
zIQ+#l)AtyhWe4pNvFE-B@tE+_TtRlS%V!|m6*(&Y+4cVb3emsur-(dM&taliJW)8q
z7{=!#-MTON=Cb^K;iI7IMraU=E23U34i&qv_<L7<@b_7^)iedRNaBj-*9juVp+gSM
zkALS-uYN|&<;!nqk)7cG00A8$bkubxN4s8Qi8)x$sXfhiL=q{)bDlFudJ5Sjv_@Rc
zPV8-G>zXCLzoos6$ttWvE2!lN?kh_i`%{4GD7DI37~UT6o|)m?y_{}mb=uQAWr+S?
zrF1AMh^G}gCj*+Oq=|0ih&ok-9jY`+oG4M2V58jAA(F>dqg;x@yYViWVlZVgze2H$
z;QQA%edBxCc(zoxUWA@WAJUzh(HKs&A**MiOLcE)8GDJ6H3K+fT=t>k`wMKXnl;08
z4befbH@eg$xpLCYB+dTQW~sca-SJl(GnVHaT+-S=>2*ID>bLvRt~{8SV8<UrT=U!(
zJF-~!EOS+h;QG`uT%vVvz*kIY!Uvl=^{X<|OP;kGOb2i(keYd$Y!MQFrARCosFLPV
z6pjM(gYQ?(6|pN0-m(%)#pp7}+L{*TV8nomI_~0<S<={IC{=PW#Qfj>s;4d6$bNS$
zea%d!YYJ<j(&%ICa~q3%Pc&z8llN-AyW%ZFRFsRWw{i~%4gjheeyR3UW%V7Zm|s5N
zx&9+r#!gREZz#qw(Vf49(H}(A%McjFw0<>4Gzf^J_*4q%w97p&NYfS>@1v4ghFT@+
zD<@Xe?CvkTn=53ARRCul{{RZtnLSpg9ePrXeeDd>w7YZCml;w>AB`)n%w!Rsexi|L
zd0T8@n>{$K7RLkJU`1kgFjI{4-`b#)INAIl=Cp>K+Y8-FkS9)0H6j~mi2F6UnX!WM
zebZd^@subl)RISD7YB&MyHSIGm)>Q?XK^{qNZ9L>#co+@GU<tjxbqke6?yzB0<%m9
zoiPi8g-!sb<`|f)YnH$mQOWhM3buZqxrT+`pZOm}LxtsUX^fhRUBAriZLV7K$~%US
zVR6!<kN^N9jMFUSE2lz@l{<PKw57uXUq^@MbkmmShlr;KIVd}#Hb8eC^%(?Uo_(rq
zz@F5{2N_!GO!8~ttgeW65;>^>z^LRS(wZCIs@FVvkh3P;?@o?gt=EdLx~7RY44wr`
zib!;+$;;g@q`QDL;?-Ra1v`CY;(b06{Ho)of;)sEfUbK`(wQ<)WLEf>wKxMH!2ss8
zr&3h?4^>rAUh^=tZxUSS&*eIni_rG1J!1O9#CEvYM1#I7Qs2W++~wp@GwoJa!<P1J
zNEur5v6V2=mpwfv<azkGR-7$Cd%uC>dgYzgoZq_vqbC6RRv(ir&6!;NE7?3l;kYkt
z%SPQh3gWFi9ea0vVO(q->uMP0>0c2&jIj8gMeOJCer9fus$6KzzS>q_QJT@e*RQqK
zSfo<m9>Ti_z8qUYYvxYmupIMP_nNMcpazV2Vb_dxCb_F;)FGuPb4aSrtTg0$l4u?W
zT}Nz}86MfL(D+kM)9kWiUI$Vu%V7AKa}DqoaAqQT&3aau;=5g2PYZMMv0g#1I&QW)
z^ONQBG=ir}m-|e8=ig(`yi2d!+uL7R#H8<y;^UymBD~7IJH{3^j}6SQC<I2$$I#c9
z))a8d4%{zu+TovO=uN>}QQA$cciPR3q`&ItxQ-_JGXQ^`X!yUt7upoBacvvPXih-`
zr9t6Pr^Wgxf4Xnr&(q9W`l@|0%Tcp7^G1&w400<@c%{hqI`J{D?V~zU(Ji~58rj_y
zK3tjfuW9&OrfIj^jm%199XEHat#{!zgJmR|nT+{M^D+*V&Rh7SP1EnAk4U#=3Bhj0
zyo|zjl3cg*=y`bB?ae0#rmXZI6?hL#)^zrXVMJ_vtOrW-82%q<ei~tMtX~|1kbqaJ
zX?`!Y)F1*@5y_50HOzR{=Sse|Wo20$cO9#et#~DRQnGyvt70ieH=`>jx+(a7$68&D
z*O6lzi)`bO`q!Z@w`F~8=A_HCjP<XZQ&UTOlCh`(PAg*1#AZFwnM$K|=AEiSHiq6}
z{rwoVO<pg#(D?q}NRis|JQ<Ypj)u5<J!kB*E5rM;IR$vBwXYId&uJyN1>E#%<dWcn
z*0jRVoS^-o(S*Xzbl<f{(B2W%to&)G8%z0syNiMIV6}PI#SJc968<Py9jBFk#8($*
ztKDhW33F*HMJk+zQ;P0vJYj3%`+w}86K(Swh;FgUpL*5M<dUgvjUE|NlB>&hk3WXs
zf!3b)EJiX&txbQy`j&@u;6(FVedLt}RIPLQJdX9*1qzzP?uvy^dLy05JeqKF1}ZXW
z&2=c~ZEXjZC#^K_X(+2puvmC(QIcuA8UX^WAy{^EK<mW=Cm0<2P(cmNI|yFXqpc-6
zsR#+k?MG@UKqj8T8;tQvjPXbv7^|-!j-sVYN#p^ehDOQYs*_tbo)OfpA@in1wYTpi
z&5V8>YdKVmcVco&b5Fzn0A%r%%z93!RvWYas_(h~0A%{q9xCt-tKqAVJhO3b#|bQJ
z*Xk>4!-v6s9`mksE5mzt4jLl{K+m;Y*1j#<>iet~$i-s+056=!_k+;mrA%u&np@^!
z%Th0zn$xks#i8A*@3|{%qo|dz-;w6JjWbg4=AUMf4N2yhfEij7fPIZ}dgh;b8jI6A
z-P$?%Cfr-_K9zuGIj(y6dDK>%n)EJMRf&bB{^Qm43&8|&+*wMdCi}rZoo#q?#<v=7
z^AjsOF5I^`uNtz|E^VYzu1b!odJ$bcl<Rl<%RVIjD6{;ld^Ft{@=sKGb#mv2NvEpn
zdaO4$dbG1#jJqG2LOm;}@F5@Cldo|dd6$QLNj{G=tEUnnM@H{nhu~Z5cGYK?$f$-c
z=N;?1e6xk(d3ah*o;sZ5`kh~h7Q<E2FKy*ik)l#?da3oV9g@Q48CZmQZPaIQ87e*N
zyuH+8hfvfeL*_wnrZDPw-A?daX*QucNP(53!31OxTo{ZTDo5V?&t8soS!1CXJ?@(6
zx#pO3n7lY>&n0^rf_q4A<1HBEbyL(=q<Fu<KVTAST1pa(b0xU#>P30_qRJW3ytx79
zxM<>PVIQ-suLIl0<+O3F)Wg17i*?-Ro;j?h-x+0PISe|A^iK=;{bn)QYVU_53vhd%
zfAOwikuH~Pi?UzQs~Ymb;9@{OO7E38%0AMIx;}mtYEY@{>Z?f}{4nYn2xUD8JQ@mQ
zSB-dc#`>0y-b{qtTW9V$<$i{}FHG@<lc^~E;f4PIxhGo5YL8Z)A`eE*DeV$eA%Mkl
zTIYr1xQ&V@HQX$ax`q-V2cgXm3dlIYrgf_`=WTbxGFv+pP6cu^+dNH%QY-1rTf>Qa
z8N_)%O7ia!cs@v4MiDkWcF}T^aXhT46zHUQWLYC}j;A4k#w$YmPLkb-+ITgdP=n1?
z%~QGTo&fl_ECwAnUnWR+MY-x%(>}HBw)aroz_Z)RvP8ow%5n{SXAA9No|WHtH^+L9
zhNcR#8SL8|p<~nOR-<*HgsSpN(%AY;`qN3Qodd+0cZjSK=E`7BK6uIbl=>RhCY6m-
zO<fEokkX!%)5l7rM23@0bLme%twwwCS|bS&x4nGT<BcNY!`?Ex05T+!{h|l;40FfO
z<bD<Ot8}h+#a<M#@m`(wYrm3I<{8vwkpBQt?M_j;&{XOuOI?V3DdLM?6X>yA#_BFq
z0dWp_M(@X=?M~OcF{Sv6?B`N|$Y5-)*4v+AeJjZBJO|?s4Br{_!7RIe?AC9|9_!ce
zt77-!b@F|m%hV7aHyA``{`w$NQ_|8!I$HBaM*jfBIkY_w!g6TVmiF;aaLckNlmY-?
zcQ@tV*0X*Q>9eo)hNS95E~^R?(TF)emmi%PKf<fayP<dDE7EdzG)U#${;&QSuS~YI
zg2L82TUe4PVjEEuU;$1sZd}b+nN3DKiQSo=A<*FQ4wEf~!P~o-<i<)jVk<Yp-VM{d
zH6fY?mRpuxuPe7v^c+`E-t`F?BNd}c_a-uSu^AkYX)%+EkgqtW1jwXlh}CLDPI^)^
z#|oB_)c_eeHJf$fD_B*80L<Np=}jR@agOZTQ~(Yslj;^$K$+%MBd7-_@~$fP#CLN7
zrcn|f;abIe)^^V>-`-=I)->fKg04Cd*zGSoVYISYz%V*H^go4jx7y{+**<;CFg)xB
zfmr5A9OSp)DY*PTwX|p@x#v{I)TyLNUgg;2arLOnl5)h8P_@iS#_h+@R9U&3ag8>r
zjFNcc*0j7MqB8asXRMiFr3?3n0;|2&NJznQdQ%x~(>`p*R_Zo%`Wl+n?F`!%B}61}
zIV16@l~!v{4-4CI7TV@xx>oX|&KuNz6>`r^f!hP;b<Rt4Vf3jriP9)h;y*DQ)?JpP
zEN)22C$OyC+?CenQl%J5(%7?ea<=k$S>aCrcB!uK<9#eD;5}wtT3t(<rh&pS``E3k
zeInM{>J+^uM457jH~{(@u2&|Mv?WxGV<#1Kb4rt35-`nylY!8B*0sNduO+rKWjbX>
zbDzewf8t+fs)e^8M)8%CJt~{(a>Qna2O=`%mmK5Tw2V@dQaR^S+)gaT@=8A4yn~9-
zvb2@vQjwF6aaVN9PdZS1qU6_8VH_G+mF`|NW;_n0RmnmS=9{s{D$|^~DXX(8^GvwE
zl_z8>RWLx}nFf;}eW5l0IVX?SuSWyiG_pxFt&(s-AY!U{Ete8YAwir1-7Du`5KxP8
zj2?&4z8J>UN^_{S-^i7svVq%tre_~@V;KkPX~yE^k&+clXvrTc^52~#Nxn}e))$&W
zK*VdD{xx>zLe(wfiSCqJ2^#@VE-Q{%jz1XrD620o^E(z%mSwd4t|nZ~cmDt+XL)fW
z2bK3RWAi!YrnI-bzrxtr$uAtS8&yx%q+1JUE@D<=D;60o(!Ew`?R4!ib|OZuoNWMh
zqB%VIldmhb6u63oSWRJ9EMm87^f-?UcuqZCW}8u&@eAzo<2VQFRc~Uo)9<H>)+LP<
z$N&z4y8i$N@uS?&jvd*vTn?#o=HATeav8}L^m$$ijXJVWj>pYs7~1vlw52&~E3(2}
zmLwi==~iQqpJ7;*>~c<j8q<nQfHPk7>Dc4JsdDOG2RJn2>NxFH(ZJ6%{oU)Gqk5Fn
zLnKq25zlIX@r>|&D$#89sGP2OBOaA$o;_?Dy~R)%aDN(^TWH2Q)KI}R?Y7+sA4<_(
z2Jw_LFkfs|H7iq(#UiLdFNQ6Z454wFvu9;J>uy1X&r?>Q(vl_yQ<GbEtdS^Gz!kxW
z$3`pnd!4v-I<vIB)%cW?Kvi73ocmGsXe}Ej2kTmL&J}V<;<-&%QV%H#+zRHQD%Is?
z%FG=cJXa#Tj+Wl?GBB(u*H@8<j^-UJh>K8lZ<UYXQb~MC-0#4ykL=gac5$rcs)r{o
zrJ3cK9g4XM$E87Qt2UiElV)?)vo#+QS=yo8>$~e*ZmHuDDIx%K>s|i<RHr!d&1h*)
z3(d<a3G*(eW8!}rYBE~7+5s6O89djMJ-pX5w6_jf+~kv6QQy79JEd%sRAhgfit%dT
zC{d{Wlx=g`rCPgOwH?`F#wcJTfm<o5EK7tq`d2t4G^SIIwUeQ(%xdBNqr8oq{YcAW
zaHNx%n0}SVR;1Gt3y=0qWzuxi4}T=2sZ)|&#nR+xb!#b8?<DBU^$aWDG!Ggui6OlC
zPiC*5ZR9ZA#VGy<4fz`B{{Z13-5TWl!_vGw#Z^@!DrY8Yt17UaF2}oHc(%deHnT8g
zaf94flz59nlTMW1>G6lRW0DkS6@fR3B91N0OFyM=cnij`-s>Yz)I$B1P8WZzbl@cM
z5p=Op^k<V&o;IYFS!}m3f481FRk>F0+LG_ZR`CW0=PWrD>V7`>d1I()PpD~%vCA6n
z!t`NZI@}{9&W<p^kaJm2E2kMJ(C?#wr8#@b%?_69&AE9LZ3O2O<8Vsjnydh&<X2a-
zj>oUb8zh1LW12v`W{lDTd94z%G+l+sqa|=hT3!ty#WfH;o8gC!tQyDr3tVL&{IR^e
zf;~B|bK+lwA<}gpx9KUq!e5w_<SDN_1gYGo1b42t!u~RsOx<It19hg&#F4)^_Z7`L
zQ>OW;oRfs9`_#@zQj=bhsr)p3PT9484Z7S}I`0YmOYL5DJQCYZ(9Ihph;UVgF<n$^
zMxxVmYIS2#XfSh2O~p7@LM)a$d1N0dk~56<tC8vIr!u(uFM7M9+@jkw6Rzlq{71cL
zO{3fmj{-E2Kiyy}rZA?Xc{75pDaKAOLhgkglBB7DOOe(2sdeoF&gR%$K*=27bnMjI
zFACo{5=zSo{dum7PVnu_(u7M_pC8280;+k29YNFOx#HBWqg$So+kLk@nd5k*D(XQL
z^oCc-NZE(5uW`EYMwf30)phh#wYKI(O!7VJGgkPW;mt2kmrwBCl!dW`na~hD`R2Ue
ztV&PaN4<ruD)8pzvFDn9gY|pp{No3aZ`92{%A@f$(CC&v4$$wz>$m3dlyH{my)*UC
zHOA_mBGh#`np?}+9Jf#o(fJN59q$M5^G(Kb_}|=g#*ClD&sgy%#Jwz7y@!VMsO?uj
zEymCY`VPjt*HG3j@8&Yz-AOcuyS7baw9-FL0i+SJ>qKK1d??;DVznh}pFvQUcc~U2
zDcfqBY|$i*Zx3ry>687Q;}Y0RK$;gB81?$sqj-zqhLwGw4QImBZ&gk1h4*A*KY_0#
z3VkbUM)5wipe%`}-n>ys!^go4Jvpk3)vY6zwJCFR({_KEgv!y#QHBbf5mxm3*(`4(
zxQzVB+4|Q(Hl1hUOLn=_z=Kd<np<*kAKhyM>~cdXj#OoEa8!<IP8xYJ`$$xajJN8K
zK#y6|wVO<{EO#n62aKAM$5N68*yWUt)xt*`NAoUnD}PVBX~2%_j1QJh;-d)(P)$cv
zcvbKark^9z@;yUAShX~mJljeka5L8x()b=iHK}7i+^;OO7gkCo$uW_`De5b*@TZ9(
z({EblRc9q}f!4hns?dC{?DA;B6tOU=(LGt|vueg&TJubF1SC7b{435ayeTHTEzz}*
zMKohPju`qHyMN*Zy1SD4-Ciq~!kly~TRsDw4c*F?8{7g1t#ekxu1iTCg)DrlW9jnC
zX7%#uk2t=up2^LX^eq(Y>)+fOs^lsxS0f<wfAOzx@m7UluGknZ0<7pa#_RW#*Na@F
zkw~#!41vItv9BFQwh8-6TF0tBrxLK3=BQV8pGIQdSf#wXx+&*9jajhRW<n3;R^2u>
z(!OK_a=l2b_tT`eadBkj;s+%?E7hS^jwU?R_v(+F#9*pnYN%IwbbT4$=}WywCbX_@
zC$|gb%<2!Ju3tpdC-Q*WqnhbMJ={PLzb`c|7CpL33OW)+sNTG61=N`z?N>XiYd3I{
zzEb1Sxdyjnw|hH(w3k;_;N!QoaT@jVO2h<gpGp*NImsyQVqa=jI)u#~<+{dL{{XCv
zV;_Zcny!S_;7t({LfsvC6qn9?(m*w#;mPi9ZjF-R<CE_r^!n437U;s2NhjRo<cz7o
z?NUK-Vs3g@XRdf$t2CD5AazdbTy*x&6BS{MR3_6p-z`OEb>1D+u54}+?!x7xkxqC#
zA7U%pd@<vzJ!q}1*;p@e(3}VQSIl<TQrgHFSc>U1-AQg8Nsy$g$T`8SuBW-q;VM54
z$JC@|n!>!t!v6pen$1$nS92sogrB;Pdi2<*isluT2U#Owkjio?a<pmf6qbV;qbHnH
z%(V-1R}(o5V~UNsRD{$=zAHpz$jwA*R`(p#WEx}<H%f)Go|R+E{OX<6^`)AYnpGI>
zoSI>x0y9BS22KFQVBUD4c^0tbkK%5IurIZXi=XxL5;}!m0HH;_iIyS|TAgLivt?>9
zWDeeo&0}5ons-tmRf&C1Cb@>XW5Nu3nuza^<;gX)Xg;SEOu@Y%UAfenX3NOZu<lJ%
zY2<!~9>S2uBN<{bQ9ayg#9*@?n5`0o4t`qobz{Oa9(gp@c;ox$2hyWvxRFV6B8(gy
z@sGo;R(WlqZ1X#V{{R6a`OxaOvMFI<9c1oU`$NjxAc(Ve<24+S^!r7?RXN~tLHbom
zH3?mOwIVo!7F1r@_v=;Ni951StwU|@YMPFbRxf?37>Dj)3~_>F`M(f5Re5ftn2#~o
z?HC#CDzff8ijg8|7!KsnwITV8Ezeqdmjo5!pXKd1BcbM|F$Ztlt6%}vtCe*ZHMSWm
zO5sF=`vY6vABNstF6E?ES>ls=IN`c~Dx(gMJe;uFJ^3T>>syvOWOm?@7WZ_?+<rsO
zGBM76wVb6LqBU2O-j?2EQtI<vSpA)0<<uj#F@k7oY4u29jk>}Q++2~zRvm}EUXmMC
zA+BWeFc;(<@#~6{?b9@C6|5pCfFKt1{(qfeiN``3)sj~G!wrV7U){sOwf7?lv@5ib
ztdAbm8QvQspGvh2g`6Dx*AfH#JwF<_U<@~0NYY_=1mFrD;wbVEZafSxwRttO*-PES
z$L7y!hYi_t<7!!UU*<hc!Ci^A-81)4bNSK)iWwD&%!RTUj!CQjAJZoB4eP=#76{}0
z;}O@>`q!lCei70%g!5vz63!InSq@45mB%VL%uJNA64UzVdU$EzFz{;!73=>11oKO+
zFHqC$MccfdQyhG)ji>2Yd)c1_*n)CFJ$|*ju4|KA+sSB8%jT0@`W!lsdiQDNxMgR`
zkBzIG<0W<N8SS1KhQ`N2wFr?!?GSgs1DtiPXT}=6z22h)R<f*~SS5;_jMWs-bx#na
z6UQf&3PiE+#Ag*pRMF$n=7t|Lbj|ncqKzm*cTCS8kE>q^$;)WIz09a&Y4sr($tCbB
z(DnEv{>8UaNb=N@e+uO^t6O-r+g4(scV&q@S3~0e021lVr%7o9yX7Q(-h&mZjGaiN
zjw~E0&kI&u*1E81ej%{ZJTR8hxic_tm3ix4do0_DIrplUH~A+9s(qxf$7=R)SXk3-
z$Ej5+Rj&v}dqr6rR?;sgci~s#kO9`PBA4aBCqC7s2zfEI5^KJs65QI1qX_EkY$TxL
z98|(h!wLyBx^9(mazJ5)KDF8D+C{CjW8?+9lU^<>8%m3^)tXbBu@9D(-QLF@Ev}y%
zVr+dX<*ta*I<(wZT{=dpZ~z0^ur75Zic+d`^sW!DRjcm7SmMUejTW70-F7ytt>Lyn
zsGwByNUEfoz>8aq51Tbo{{UJtAymi)xRxHQ=Vo+&YT@b8<)`-sr>K7Tg=_)oRpHg$
z1~+D~=4l<tX2Sc`IrTeRCCkb)^{;jq2q+}a2lurm=N9h!9W}<OG|E>v9@UF;ENhpR
zKnK>jJO2O~kP6!_ea&-Mn!V-Y6D+NdKx=w5BTL~u8aY-XtLCcgc9*^=wYAE`LpQZ^
zSN<rxxyX&mDfFx?=aWuVEz-A?m5*kQT|$<&y9p(dRxIvVpISvya4}Y)v&qXEyte3x
zz!i+EBy`HOW1<-m+W-|49GY{S90SEiyPET=OP*IVis~Fv6G7zWlCp6s!zKR!R^LNZ
zD)gUm{)VX6Ep=v(b1V2I>QsIai1ery;fEDF{{X9Rp{itYUVTWXxpk6lTy&0PIW)+f
zqL4Z<S5uHhH1wf*)Wut3Idrk<UL5$TsM#cT8iDhzPs+@CfmZxi;Okvt&}#Z42P`)-
zFM9II?Y<rOulo~PiW{j<*xcZQ&{uUDs!Nih(DJc3NmG)qLD{aIEOGaC7d8`lcQCYV
z=))BTMSV%)?+WQ2F7W$Y+lc(p8ED-)=N0o6{hXE;lH1IrGBF(SSx%L;M|B$9@0MHs
zWn<QgC>1IvND+!C&04Wo+Cn8<=b`kiX;SB!i87Zexm+P90A{o-G{w1;31tYU)2%k*
z)!{knhoKb6S=LZfIj>@l29-B@x|q&xQTJKvz6bFPo)$*50MBLBm$>>>4<6{&ek(7o
z=n5H-Vt7EqeQ{j9jm7AXY56yIt(_(fQqJ&QSi7{n#y(aa^~IY}!f8A!w3kkYl<^LW
z)<>JNG;C3U3=Rl2ELPJ_aU4v?*jK#|hT30=<V*R$wYuQV3~mTDXHxMWgM0#}(j7gX
z@fYqGh~4;+it*Mlw5=UaN}Xp>CYI-o=^73F#3ZG=j(U-b_8$l77Q;b%d%4ia2i;SW
zwZXrRXYm!(@s(I3-b_(17#@{(M%90^?pYbgG8*2pt5SlK`;QA9DxT4)#_4oDb4&2e
zgb|~Z^BD7%Ijz;Tjx_-gC>;Q*T6Nri+3-m004NV8sp_6G(lq2?_bSdmg*iW^bJM2Y
z$n<EeJt}GFjPD<(nc!_z0RI4%U({F0tvixH;8)NdD)F?J+70Y6!?qa^jGk-20Qrgc
zttqKS_d7D`(XGtaL4g_hKdm`p1FcRMig=8Z(zR!z<zf)H?M@4tm_<)mjVq!Y(EyCo
zghsR>wPzd(u)2Jt;3W}KleA1Fh>GfFBm~v8vL$nh(u+;o_uKNTu||o|bL(AE!Bl#^
z4obMs<uRbOxQ=C#Ey&BrZk6l03?3ixhJrNv^olJ}M>2pF+tBB|dE|@$=K`uV__vdE
zY(uY2rn{qrjAC-ibE@yuyRGQ0q3W|*H_frIul?a!uF8WXfm*iyC5raj>^i!Zi==ap
zzaRLD%ho(UePaG>VBFfe?@6K?fgbqjMWYi~LAPnMS4;6scIozeth_*A5IR)teVL8L
zsmuqSKZomHe)nNc6ld#GSnBsSlWs%upS-7`73T8OqfykQy9wn{)^J+0*!(-L+4+TU
z7jm){<ETEh*7zXj#Hz`in_9ewNq}mxo0};-vcGu`W9?l|h2mS?8sVcXV{$Q^R`JBb
zz2SRE@m(0u#70s3F70(aZ(EeX;y7fG?T5->Se`RjJ{i-kH7!bLuAy0DDtK;{hMLvp
zuN%YWw8l<(>&K;Pcr#J*HK^loPnq&nPMx7`%;ShvanPGqT;G{f#NG+H(C2&GEz?+a
zE7ha_01;f2K>4pM1P(G+vsbt4x}-2jmJ%UvKLhhM<+q+5xR+MBk4leo24Z5)IL&yK
zaC3w9)HG+;%QVAEr`0hFnlDdAR@3K(ak&6V7w@HX7FURX<dl(3amF`I<f}z<5y4g%
zVOOoMg~V$e!Sd$l8?#qV8ygD#<n)*3VTr<3z^;0J{XfNjnm2Wwe#YG(lHxKVciSqV
z>+UM0+?pl1W{hMWRLDMVovRO1w^>zUm>dI;Yc}PVc#>3RRN##Bk81R(u19uo&k^lb
zjHTjTJ_D$OXCLmQP)-hTYa-bH0ApTxyPM1dI9l{*Zag|HAicMZmvUjmrz{Vry>s3m
zx6|(};(a<4S7#x(!8F_xieu+-o4YW_i6@@^F&NvH7$jE4t>O6ZQ_T4icU`~^jsF1G
zu50XGManZUS06D>n8jJV*X45>##@dE?kk#f`<-;^>7j#vrp;#~E1?)QL0O`Fu0gL-
zdk8OlKMePCBRh@{@hx$hwu3F3ZUb^2Rfj`ZG|}4`sc6Xb{Zu;$r$3E%x(AG}d^!`z
zaXqQ~(6Qt2^sg#t%D1Io)9;=+1a3)RdfF4{%xciLy#wiuAI7>qu@aF#ktxPfPC53i
z-<8Hyfd|mn&-y^z0TtWne`t?sjz?4Vr_7O+K4~jR^hZnzgsx3uM>XkAW_r)RyuC#r
zPT*B3rc|jjrJ879Lh{I{qq#MOd*Z7be5@IsOk@%FPvcxo?Cx2MmSgT~Ij51x3-XU@
z=%)uGg1v8M>~xpjC%(GeJi!cSqOVc-)+=2J9J4WJJ;|!V79?e}PCi^iEWl#5<cxP`
zFEwh9L_MV>U{pm5a@7-FgYv@}W<5CTQ81Q38s=q+GDz!^57VtbXqUo@`lniqndX8a
zf^vPTFSJiSRtT|yl6|VFxwnh`Tz+E?34gkO3ad5b(qURdg%|_UlX82Moj7R(T$9Q|
zO!phxZd4~ff%K?k)B=WBB3RXc&UrcY2enaV=}F5{vJ|H&Zb>Y!Dc<f`y-CeSyCW3;
z043EyWgs4h9ckedFCTj~Nj7BUkqC^Ml^1CT)7GVo$Rluv2zY8#R0{in&+y`%iE|z0
z$1<}n5x~yg$LUNF`kYm}T{7nBhnE@0so++mIz7BNH&gCE+>et)r5G-0yCXko&n`$S
zzROb*ILlxnWc03&OR^%|n}raRQZhz&gHytcqZZI4D}r}7B-7g6a9(FFLW7n(SCNX&
zaM02o^ZXB636W!~>pMYt@Anc5m|@7Yjih{nAE{q$$DC6N+)cyD<)Lr7pPyQl7Fl=w
zmflH%o=Pd(f$!3!ztXiUI|y#>0>>1mfQ$(h<^5+Ji_)6qUSH;Vj|G+G{`GgyCEs7b
ztPB>!F(5Wc1oBU{YH3;?sjUEQE%rl<8D=;gdwSMpi4x7OSw_eTyr3NSuR>oJT4>ts
z-G$PXiC+p-XB<|v@^`&gc2D}p30v96mKU|mEAI<i==Zj%e{$CzYLdh5fsdtew;(0N
zvB$(=j?w8|uDz_s;!F6&qA*y408e`1oRcXhsXW)SLk&)h6{BW+o?(ujClf18xSa=w
z?-s{O)a6IpIgAALJc_md00}>c-p9&kDuiQx&VM?a!WwO{x0_PEU@hTnFvfFQy2p$x
zWVU--J3z`t1F*pStE1wUisn$~jVC8QUftQs>iR^M+I6kVa%Lv0=~ig>Q3nCC!-~+>
zb*S|lJ4is-VHhH@4xk|Uqihk}S41gFTcd_cWerZ-#6BmNOPJ~Q5-d?F;fnRodg1Q1
z=8{t+k{5sPG0CiLM(yS-;mLM6KJ|ffCDN|uMhokTe$7(S$E2vdL-*dD5!fAdXUe-^
z`qe9|xd+Xhspv&<ZF<D;#<VOoW{iZF=1+RsjaxHs?B8Us6l-~}A^CDmY-xH__l^T8
zRrRZS99n(K2a5%}gI!gkq)fN~Vz#Z1bd{jBJbYd^*}rEMW?9mFC2p~+$})ZHZ~Gd~
z*>|j9Vx_gZK@dB;RSj2FRYHh<wc&kZ5niRP&1CS<q0KE@CXY~pC)zLotrXPZ*}Kdb
zuRfDd%itQZ9m}$Eab2^^8&^3gW*CYqM0A>_xV~9P&UouwoY!(mA={Hpy3{RT1j{J;
zS3i5=Rpl+y@ip6o!$OMH3zohve9~9^j*MK0*L02t<5{=9Beu5$C(hp0$lU5T7X+7(
z<IozQ@)KQ6M)y0Y<uSeLGhY7y#CKO22zD>EV9h(q#JdxpT333m?xU%xl+;z(?NGzQ
znzRtod8QV@=9whm4l1Ka?tQDztC>@Vk<{&tHp`xBijpgkr=?L<J?c=Tbgw#is`X!F
zRG_SCrRHjXw2~_wUvFBJOlw%yabEGwDk#3vW~1CQRfLR9N}!&Zt5qDfCzF(z9Mbou
zDC=9AE}pjx9zl^?MO?<UMM^x($ZJX3-bqAfU{Xo;#bwv2>Nc@Qpx)s?#k83J0KQFm
zWpiU`@-%u}Ka2XsIlEfSt0(%l`WmDv?4Rn}=xU95vR6GCyMs~+FlYjriI^WsOb~OL
zTysIIupL*2ym_nWZ5%@3-qaiz*ykd<jZ;R_{CTAPzfNUa;4)NqKK0|c=DHsTc#2OB
zYmnUUZy>PVpzuX>(yL|5Em7v;@K=7?j*?%AM^^Cer=lEQ+Pq+%7>*5QdRNu=Nuc=W
z!(?VR+?gJr*Uq<|4AoOun$q6ZMpbeZvBoPJjxdXp(Hhdl$Kj~gul2JztY)lRMKduG
zqa5+TuKP^*VLnn_QtCJ(>QtU<(Gt(Xnl_rTT0<1`5IF!IYm%NiE~55o=2i0waf@-*
z$Depl!q=LOtdZQ>F-9LLVM6#8YkfhZBq9U&*JCG)Zf)*GtZ*bTWA6c1Ev6SR`OMpk
z9!+%55na#U*`GIy%qr9O;QlYTG!F$?Y*{W8$VW`{uBt5_+TJpW8imJUP-&WkDH@}Y
zxb>#r_>)hwW)fT|<JP%fw3E>qP?Z{#l&0>_62I}5rQr`9UrB8<82rPS*ziSd-)fp~
z#Y=qdTRmnaI~1NASD$#=;w$eI-A@Z;8MB(t(cP`JTWKR^RuT?DqF8=wTSk36C?|!C
z<D*LFW2JmG)kWZYnZyMf_)jLi64%0(QN*U;nPprIn(1M(`%R29AqANMHEa7YG+7;S
zU3RHLe)GCMLlud~Vx;-HZDWY>O^&Z)X0t<cE7>ZJ6!L==<@cT>f+<)jX&iU2p*Izb
z+uWcr5rdwFysyU}4H233Ege2n^E@g)m3lIql{?W$^>XUCY3We&%byY7-Nev>5;ow0
zS;-MSs@zsgu2GbR2Lx5suyVh5@UI=pQkA-&K&MKIv@}L&j;%uhbAU5fqthEXZYuq~
zv~hp+>!vtLvsc){t}R<bFYFQ?0_4?*^uzpT6|cEM-~m<SofkPGyQtuzzAa8iiK#6D
z7$b`uW~XNWV*m=yd)$4|_|;i%oxbzq@vgN_FxZtwQ+H;Rw=u?fY?`L`?Z`oaS#w`S
zA6Cissxs;_HwZ8*I+&_((&uF?8+{FFu2|%|{<WVi{A>4e#<SVvl>E$3)`1_ba8$<0
z{3moU(OZ%|<dSeW72o_c@x``-G?p5=d6qMuyxaieKpem9KjB_{6b{r^H?^Ja*`-Pl
zoH<%OGvZ%_^u-YCejY0=yyJAK5y)Rdit`?v9<`;U>vx(($d(5zogOyjSb7m%4c3cg
z;&{H>psvfa{<h1$eOJ^~a;fVb%p)mb{o0zY{{ZH5`cAQPrCf<2ZZpcBgjZyByIo}?
z3;U~(KZ~LEt{VRUOuo|YOc&PDK_KUAt|=gLm>~09&VuJtT1gn<aCED`Xt(ZqR+X(>
z>9?v>?3H-tyPpV{?)B(pGNO5Hyn=CFO`~c8`O@C#{KJHoxUQhXabUrNmrmqYp-Q|O
z<f!b~^SGKym1TX_zNfEvit5tt@h+`yQb)DHbQN2{_X6j{lh2$95S)HB!0ETEb0S7t
z1<u@)TAFp#`ew3%C*@??Na#judX!XS%9+jesr_+Rlx?lq-}uAAmU^zAHQIp<+-g~5
zQTMUf*N@B!Vhe@Z;Pv(Q73`iayqXO*6^+V?cx-nS$PE(PTGkfML$z6WW$F$q$gO~l
zT72tCA4@FuczkNZsNOEguU^L{C-Q>Bb(e&WB<?=7TJpu0pY@R*;<r3Q;j8}u4_t#V
zGg=-NbswShta#;nd0WdH;Xisa{VN<cK2)Ew#Qd4nj>;6%uY%vKN=}hRssd#PPpxcd
z+P;J|;FH*xuOlRHCn!Mg^{TR3q_LUp4&~3xhp4J0Bl6lY7|G9WmF%l&BzTnTZy7Cn
zK84L{>rd1)>&LgZK{gZz3(IrbxLK`VBXn$}^f<+LT1Ky@S$WXj>B~4$3P=vpy}9DA
zO|0pcvw2MfL@r9RFA9CB+nG5XDoJwcdDNHlq#tH8WmAAhLtQt9<A(Q2neL|fQ;m(t
zHO;&cw2UNetIr^2qFcFbE#4?e3dfV0!cfrOoo!7GS3pSv&18JU2ar07=EM&T#uyQU
zSM9Y6i+MxGD=F`T*0&MtHE;~*E$8m&G8p|kRt}r!c2mT3k$1z=1}ZaNtD##Ys<q~t
zW{oT|r<ThgJvJQIsd!>1k6>^|v8cJz9#^V5*feNb5KmKBy2gr#q}N`BRR<spRwsxr
z?4h<kWyDH-+M2&Yq>|k7onG2FS+YRKtzbRWF>t>z_N`A4U)jquk3Vq-jiVsfF)jRS
zkpuxj7$yE=pHb;u)ZFc3$*$=sUvlY|;$?OVu@~=Wj8$1?w~3o{hGz$jzjTl1RA;%G
zf0{`dkGZIU1RR>vlex<*M4!W<c1=P?1tL)zXCrS>_|;P}W-RPUJxQq7J-DZ=CCSMH
z13a3vj3n>4!sMPQRyL8sfyv-hh@n^<WO`JJP)6I7mpu-8Q&H|qm9`^j8Yd{r^NymN
za6rQ1wCr?yi-i*t<wyPFR*r`NT>ZH-^rt5nX(wYZYs~%IyLMMGSRJZ7&D?a)N|7Tn
zs>d8exA%v7*^5fFgo7leW<3@$S`j0K#1Thsq;heRYnHx04@2XYy_Tm&9|eoVyHSI;
zccL-i(B>m`!z?M>9<`wbrKCUVAv3;y`)~zYHt{N!m5ZDYna*)e^UQ_Cv@I!9xa}MO
zE5)sy)u{P!@c#fa-KE2{sjhr&Pm<9M5lbNpBZXbq*&hH>hPSud(|0)ICq9+E;cpKA
z0K!7eCB@N-Bx9J<hChvMcz;UMt$agsW%g8%DLYz0xrROK52#}CGIFmg9Y5Mw3>;$|
zBp1BwpP9hD)P(I=_VI#St!-LqFh^%)sb0#`EV5w6co-F1#LFChBfD7C1Py=((zG=a
zv*?;trK#T7V#+#$n)PU9bSWh5c6{D5J;hdYjHP6@OVsomi7X-T?9FH)L}-ozV0Nw-
zTevOZYgpaEV=h4Nj2esk2UN7v)@k<$3lEnyk>XP&uA}60u~ABs+aopG2u2FX^D%h3
z*oul$jjXNfa=xD{+v*TY7|e*_lzZ28W#L%$X(ZJ(DK<36cHWq-FT(p}*KOKnP>6Su
z-8ie-w!J*^$c=EuAjfJ0g{`4ZRX!6MZZy|5Ma;W-n~_;rX}Xo*wUkP!2_x%V3dZdt
zV0Y?jSv7`2N;wDA8qSwfCpb0H^=|Bl#&Y;$W2KK<`xb{LoS=U3_cK>LKBdV3)?~MA
z<nn3)8M!sQV+v^Kjvn@N=vtQjo1v=Bbi`znj`al7!EOn6ADv}f>nd`wjtyrj>1=mV
z!*hHn?X;+EZxA$OI}W+6meXUFJ(5NWp4hH8!Y{a&Sun)(&2_g|^G2n3UOLwVv8q>#
zJbZ0Bkgv%Ga{eIjtXA<o&9eo^C2NyJVAvwPM#jMF#i0^z$KJ`SI;Vp4`x`TG&l)sq
zp4`_0&gfC9sMOt_z6!m6XUinz=5d-8j-%$RknUCWHQzya(5fZN0O!7Ij2<cwL*>B`
z<BZl_#<O*IAZKy_JOFFirmIzz<gAVyMh><vcc_v_s~fo$epV$<OjRp}G7QNeQSNJq
zw(&jG7XDfJxZs+jbF5w6l3r35&>HQ97}9q~9Xz71HJi}uF7=BWEUFPB`&J#-h^}YK
z#&#`W`Gt;Y*~ePl&9r)yviel_)s`flSqU!XzNVuMnu(=V878UAsK%TxCa|4&Q}~(P
z3Qg%0UuFZVRcUULFmgp^wcL`QK~b`n<eKwp=5715k<%PKz9MOFiySRN9o+oJm13z?
zFe{33t6Sq{{_IwR0{YXIF;WDl0g9+lNQWVzY1pL$)~ABm?j#6<B-cWML`q33vZ+j(
zR8DKNvhaGz0C`;QBcQD9OF)vvvWF{LeO=n^9B|BN&RmJ=QPcGEbs!z9yRp!1QrH6+
zCml_5`XYotSaX``7f=x{0j;RU7qdKk!nIk;mJGwzG-%@`p%}+%c98!7XOC-eMQY0^
zxE$k}p*6NSPAhtpf0T&Tl<E6Agu12v?K0^B`_Q=m0LM*v<#hMrWw)C-BV&Im<}1p@
z^YbMm>iBw;Y0{m$m82iLe0mz7GCJ1gmWw8@WR3wwodW~hZWP}Y+QVzBy4$YRJm6QK
z&uMa<b!#PAQnsyJ#igksf@zK;jhpBzLes<gmE-M>*~hsQPPI5|DI`Sd(}uEX8C=wn
zTg@@Val0S(Mr*v%J{`#<(KYnJ6rMn@UekOr;k^>gBxQ#na$6PW)Xiw#)ZNZlV^wC=
z4|>PW)_xt-?_}8(teN*1uDeV4XFHUALUe^Xk)GAlc)!PbUYB*`=<&rPkGxkH73P|+
zjWs<$u#)MKJ1QJjah^94uNy`ta*jHr+*P8Fez1$f{uR=aNG3-rIRW#Uq<l?l;sY!;
zA#JVz`AY$lUq9Jv*I~?NS73j<b6r-As<+zWlpV7n2P3_Dm@GdkajfpY1Ct+xoFde8
zMu&;CuN2t1p84jI5O`pC#ZuC>t(;1FSGsAM)|KL29NS%l-?t2{UOTRMCh84#bhS)d
z7RonlS7#(4A9gmejO9VoN^M%(?e~}L;r{@Hj&W@X3;xmVUW21}N9<N>4AZmyE0OTV
zg*KHZn(xW4Nz<;~;{rkSHKY=iK4ZzHQw>(Lp)F(3%hvQr*G(ea6=Bqlwc>svw7b*h
zdEMon9P{m8M@$x2%8`(3h}V2Rfn;weJWtdSUAStIadGN)Rpr7@+Eb0=)cLaI#l_pm
zfQ2W3YI{Tpa}%BbU`ej8#C{PrQ?&MqOh=NVwPD9*<bB`HylU#DI-c^>`bt>ZHK^VX
zL*Mj&6lqcE5G+%9tRn#XR<)L|Z*o3d3i<C$mhQrAp&>hp?zEj?f~>E{@hy50kG6-r
ztbE2Yg<3M^rz@k?WrZ$Kj05jktg_k2RkG3gR2o*YlL7PdTYn|O@&U-MRqZhH@;MWY
ze|iqnN1u3?!B+RhwF?DQn2fRk!&e0?CfUqVMp4w@gI?P#GFm?2l9}mP9whL!zPW5>
zwjwK_I3vHYuR@fm&)$jKhs8NQN$A)0q2%&Nqa=}4p6D+@nr5$UK9O+n-l;|h9FDbz
zE~=_A7|HcDysE+r-e<W-4(6`4HRQW?{wxZmHRMsBnfa_~Z)ceD#1BDHZDu^0;;D~Y
zK^^eHrMaOts812E;%bzW%_;eunrK0qelc8CE6#hft`y@Pksia|oDfr}tWjcP6tsql
zb_<J1M>OP(+~5LglD@)nu+H_RpzAjp4zUKIZ_7m4$Ec{H)8u|zin|t`i_S7@rk)n8
zwOSnYYg4m~wLODU)x0(F6T=Q<5y7e|Vley={{UX%yoP-a=Emirx<ZVn7{^+-6kbsU
zGNf~n#dQ|i#h$BdmKxIl>Ndr7-G08++x1wjWO+)Y=--oAvyh4<fP934JJ(64_>rN6
zLv}pC1_O7+MXY#JR?}_T>{~Rpy`@2rN3C-0J7=Cft2+34H4;)=4pd=^kG-kbNjpNK
zdw1UvIm-1~>bxi73oCo{lTeG!OnUMUt$97Ru`Qj*DBGhW=2OtuXQo-jeP}N&q$tP!
zS@prL8o0GeR;cvuabmE_f>NLL>U#F8;|ncXAp+a5je0pegH(JosKpk$6VBmAag$zq
zZGR=S!YQ~u_0T~R-rcI%D>D(m9c!`*5~uF$c@^qac$n9gul$c|)PBt-nJKtbk^;Fq
zhDCT~#-A;{?5${xGz6dBfs&)zy?*XFBk*XA)cK153_bB&r-S2D;sy=K0Pt(io)(>2
zZA~9ViOg{nakOJi+UZ~Ba2Dl|ys$Rb&nx{1s~cg|6cD02fz^F$(fn25IBwEw?I<i4
zSj$JzU;GVub8`_#4IJ^Gp$5F#RjXi~p0GX4UJ8akRQYQDf96FknLz6CjGm{`s>=Zi
z2pI#o^sS`25^Rd^0f@rN2M6m=+*&+RecXZh8usZ`g;?`J=zQGiPK^DPWoa+R(B>z!
z#!h(bO;DB{rvz73BvCLSkc{@M>y1BY80CFx?ov|S9Mjtzjf0;`w_*ym8?U8J<gt(i
z2X|_RV+SXl+2*Cgv9v39I?Xah45Tq1LtW;K@?d=J`PZ0f*Rn+@95^`kuS3x9w<_i^
z57w}hT0I&yAtj-)sa#GXU?q@o{o`CNrz^1`<aYY8HP-6)rC?&H3HsLqsoqH7u-c8B
zV>zm&7cGTetYEcfb<YQ_QzL%Rxh#8Bq?Uco3l9F2M!Tf}SSETBdRJs2-0~_`PhvF4
zIBf0jj<mZIeh?fJ#%e$Sf0zaU^Mlrnxo?zx1!-d!E}%o4M1F0jfCVPi+uwJ8O3}2^
zZzf>srZLnzaau8Hc5t`O&2b?96zpkEaHg*}Vj$&GT$GcO@-Xe;o#ayr65Y71ICNLY
zd#P42oR#itVI!2T5mMa>=L#}SKgfn4%;zTqmpR3F_>A(5G^Dwo;CmQuAH~-9t2G7p
zvBq?kHHl+BQs5Rm3eb6Ne$G%NIopi!RAY)u@g#QE^2>v}a<2elmq*jnQq)$>#>39z
zj+m|qVX--r_Vac-p^d_1uj-Uy<$Z2L6GalDFV6TN1Q{fsrCu6VrzEh#@co!fxK@*|
zUbw0neah*&x=a)>jr~0hcNdzqwzI5QO9OnWpf_wB*G(*rF|(@fabq~1a*K@x%I>Xy
z#KZ9ygx^BbBe|OE&y}15#sH@HZ){p7uW;Buy9y3E9M;doJzCb{7;K@GJF8{Fo|VX1
zUd<Mlb84JLDI3qHHS1yU(1kRjta$l`G5ux9$+W(G33NSX_er@DTJi|x4?|mUYwuw+
z`m@8CWY5Yv0&7FVwwgtTnr?4eF(U)8G3Jdn#>Z8$zw?|ThAgC<W74*hj<-jcqgnem
z33Y8N_BboM^LKS6#D^^BCc7;@+C3NSSCc7`WsEpcTwL~R9o&oNsf}9z=cujQy>YLg
zw~Q6p1Yr~pVM;CD&tp2Aysk^)(#HO+;(4_M@=C05gPo(l*0HtAt6f~c<~@%ZfXDmQ
zj`OkTNvOj!9`#K^IwWN}wdyx2lDlK4K^h;k0KUSx>&vMTh;TvouAVqa<k5AdL3arf
zfDSk`M--u>S_K?LY0A^o;tb5^siY(hS+P*-d$hZQ5)j^mRus20OZS}p1#j(~)#I`B
zbZC1>sV$kgHl=R>z&o4LvaWTBr6fi+ic38r_V|w?2YmO%Yuk7uP?k(i1WVkS<Ex9K
zPve?3z7~eFlDW%CB$75+iyGh1{2za;;nfO8dy!odX&MfKzGdXeBaiPN=~p!W0E#+R
zl^l^nYR!+kg|7=2o7I}-!a=_=!xd8!`7rUa{$`6d{snyo5q4#86lJn&j`1G7Ai8Lx
zm*gG6sXRmR4_WaNJP<};w{8etq*p4o63TZ>$3FErba5*4#Bb3W#{mdb_LXPM%a&d#
z)impaEsXB2cq6WAYrRKb*PC_a<fT8moC<B7tT3=UK|b}O^Qc@X$I`d2NlK?Wiobgs
z&lAb+(?u9_Y`Z0G-sY_<tBkEeEUs@P#Arx8$gaD?-UO21tK7&!`d7Jtc&mHs-R^SK
zoOgSi&KQjIiUH%A_5T3)LiFUc@`PZvI@bf@UkBY-my*zyPPng9br&t;t1?aA(^fgA
zxJZX2RcSBFaH6Qm6ssv&bCKB8sGM}K7Pd09+lp2@6&Njd8zhoRoRdvhs&JX7g&D4R
z(sI^J)1KNQG>;V^T5wu;THX|rGjbWWoCQj-NW*YKN79X?af}+-K#pX_tZe5BGHYJj
z!<W;=<^<XgOw{@fs>v?*Uj6IPt&B?u91bg@jU_i@#>_J*P<*t}<#$?r#iQ+&2=}dR
z1`rPOjOMzHTFN`6BWN{)9lO~v+BmD72DTw%ez8W+Ms=`WqDBG7N~w4j=}5;~=U)AR
z;Pk6@+K_AlYiLzg<&o$8PEdU4N3>`%Qm9XHAbd7PD|kw>il=pGuB3rVbfVUWMLMef
z`AXjWi~?&)JB5)z&0x)J@is?6L^n>2$*xsibls=1yy!-1@ip}%Q>Wav2N5^&HNxh)
z%bU&i7Ya{Un0}SXS2i+gZY>{0!|`#aH2an`al2g8*Ri>bf8)ZttG@=tt7~!1G=XEz
zF<cIxA&XMAkabCszalH4*1TzTXN84SHh%H1p2x!xHkAXHG^dE3Dx0C$_B}JgIu@B~
zq{SJ)<eKBWVd8xsMY$1LDm<OmKGo%y{y*0*Ve(|WV3@`iist6Knt2PmvoY>YYm%N<
zDv$T}vhCFBmQ_ZiIcAQ_Qt{>W$tx3iN!xE)!o2ZDrF9pTE#$6)u{Dde+pRfaJ?qq`
zg`rJa5JzSo2}cgOX{!U=Ng>H3nrKF2Ru(WjQ^Ho~P0}oA_I_>2_7%1xdr5QYS^6`G
zZnE5Fx?70WXiH<YcTs|!GsVW$YOS8k>ii{ev)lQOPT+cjUDO)At;!2qfT6l8SCx2e
z<c=3q^{w5Hyh!q3j%z5zsp|ATQxi$XysY$n4$eyp%NO(BGWPv)yzxqWQwlJR7jM*7
zpN2e9WqD>SZkcz1x90C$kB#hp#dK%1K+qGCSG9E0jlIha;Nb|yr5W$Pbk65b)e`AP
zBD5V6Xv&e0Ysz$8X`?CgabAI@YO6XZCz_WR2cfMDQ;YUh%zbM>z-Ns^A?moVI@NR!
zCE8dM+^u_|3nFqd4Rcz~hO7+H0q!fV6=PP)dy1tg;h(gn@b)}DTqz)o5mCi@*6+C+
z>+fAxh&(yw2bKZ0LDhY0&u=b;oQ)iyhhEjYQG(R<@N$MOKJLCpqG+1J%Z5XT9ag)|
zFIN%;1oK}wroTPB;z%;2ezoYn8SzSL5vbf2VbmV=$tlyQ`7UtgIYnAOzNULpN|PoI
zIjU3J$!_LIdCyT;x@N8k3dXuf=ULDL-ngeubS2FVk2)2jU2@M!EskHrJ{+*|Rf|P&
z7+JviUmSy83F1Eq-gt8LqPRk0B<yj}iu!8q*9Uxg5A9i6mYZj;*}a|gK(;s}aw~sx
z6CX3wz-DzYwLP6r_<#5(%oqcpq&3%gyTLbp9i5#N$!bnR0n)iMTvMeeJ2UI(*M(^F
zL5-#FN_ejS0KmTt=kb=GJ<?q)URlC}+|p6GRVqfByFC8@y%oK$_)Amp?xgm2kd?vt
zU$Y9Q7M=a`TSE^y?1*@XTIrd=Ni||CDI~$h2fb@WXse7ZSrFr|O6{kCTg{x)#(ycB
z4w|DIxixk>RbGpMQnZo9?@&p2Pu&=<xYMUkWOF&xnPf(&IXI}^<}@4(nxiGh8F#93
zU!wiNlTkcGVq7rtmgbAyJ7*jUr!B&-Ed17dmvYE@;CobCNjWCCYGW^=J1OCk-1a{L
zd{DBE$#h+DL4XaZDH#~_HOzST!?6q5HBAhx+FSGcqn(GnaF_$7ZRkEDy3u9Y51DHG
zNeglatYcT7N%cAEVP#5Q)`tDNn8}c9XGYd;bjgFn*-Y|>p{}U-Hs8gO{ky}gHxZd&
zW6GN3bqy--N4k4!$XYoR^dhsXhfX}R)eTppii?D|>Y3N3tq!>&?fum2&=bQ}&XKL$
z={Kn&u}Ki|k=DHLPb{R!3CQScs?zThP?2q}IDg@BT{w7sT9y9E<KnQYm%+094^NxN
zI)<cx84(v8s*VrVtLd7{>AIM_P!3Nc)K?vIZ#{zVjF*gct=|mKW2xUoZ+$R{7+^QO
zTx-#(AKmPEGgWHTRbwl@hqPI0NvdegcN&!phl5^6b*BFSYF(reVP}!Bt?yp1VP^)D
zqBXKi8ZfQ3iR+s4tvhP?lFKKLFmw3VJZZ*pl4|Jm^D4DrQx4p%KCOI?cUID`bcy4&
z)M41o!oO8-#-T~gtlmuE$!<sDweH%Um1nG3wY}skBy2c6$GA1)9wX7)K-ON|F_ze4
zYo4p@YsL0eaMSj*Htc<EcZbB&RB>H&Pt2=5h-f_Mm^^)$bst)y@Hrb8f;~W~?PZeM
zS9^Bcy;?KS)#%nM_>9)PFyZ4pL9b&AilvH=yQI3W@;-MJhOdB~t7`|ezs%;Ybn>}j
zj=j59b6Ra~b6s4K{O5ld;~w={?DxLt#$0n<i6x^jn!d4SHKa(Af^&-Qw2VOvY)bt7
z068P;T#wmYOO^+dlZx1|VH0p$Zg?lHOyZu#m}$x`%-+=;$qvzq<FBlaH}1*jBONQS
z4v!BwHJf*3B<F4dDgGun29-OeRw{Juc{7lfIbe^=EH<||2Q;u+OL79m6SI?yj+MHW
zR#D0Ft6a%~c<3=#LQGVQtTFA~wlUOJHS;Vr4dr*)5r)gLxUb>D%e&CVheKG#>$%l&
z)d9(^8+&--7__zkgSX6(e@e1qh7HBBk&KdZYDk66+Pm7@v!XZ5=Y<vH)XniV-!2|D
z{8{ZoBf{aM?J?Ca<+3ANW|5c9kiX1E-hz-#3`(mQB#>|rWY<@r_#RDG1-ZVw+ZiVb
zAFV}wquXgdDYUk>7>~?D`qp%^+W48bUS`#^Y(5T*UJ{;<MD}0ia`MS?2}X><ae^3g
zTlTt6o^(XJB+GJS0PZ~nR`D<=#1~lUxPL0EW#%JeoxYuodz3P~Jt(O~UHP9SnCH04
z(v&4DEv%1Qw6})WLmOg5#982bSD1KycwzB1#L_TC%kpa8t>Ya|OA&04`4R2fNF18x
z^vij58RU*IODdN&(Mq2pYF$ai<6~3Vx?g1yS!vU1SLGrfdB_Lxu8jD0TRY{jSKTCw
zocbEb(y!#v<T9vJCqbUoVjmT}TFUAdE$2G^70}~TqCD90Rrv3A*U5D;_01~tNxBi-
z1B1}|)~1#ASo|Gy(=z>`<^dPJ205ypA@OVLb1Te<s-JaMxvBLccwPlKQJb@o)yZi%
z!CiE0*q>1dF}s1&nxQ7H>IhdOJ%Q_3lU?T|wNR4%M+=f`s$8*Jno+=-mztXs)}3X0
zA^Cx<18`-0Hx;|5!TW$g>t8vGulvVirnMMSg_=5R3FEm?4-Ho(HulT9M^zr?scF^>
zkeLq$6~$_oGs%4_Jgiku12vsIRHbxzG;pgERjA8Eb(8p-+BYd~H=56zS-H4wTMOtb
zn}dc1v=O=!S=N-FQ_=d3DqA8O-8S!1x={pd-u<gjPw;BM%RZqhs*Xz1TzI$aHsTv-
z2bc#eYnZ;(^({@vl2#y}y1Z4&t}3JyA?~B5ojhe&@}{95#P+LgL&KUrp0hO2j1HTJ
zHRm2P@$l5=5$OS=LBVh_n&$1aORKzjuG@P8Yi8TS(Z)iodzjY-7bpGiJy|(F!0NsV
zgn3#`oTAy^YEo{Ioaeh5-LUYyU<RA!HQQ+(5W2Z#!fhW)?==4a0z{BzU%Y*5-ukRy
zx3R}pG^tnIpuXeBrm}_zwxR)w$(Aw=dZ&oI6E(PLU|f#1z}(q9G8K^uu<csI4W-dI
zY)$l*{$?Oj4RksdpKEi2DI2}(HSPVWf_W_5G7<=`j5QS+oYF^CR_aHVEc7U}`+Ia7
zP#=2Gw!M<whB#W~G=C6@07;KE(S}KrbYxe(Whm>gP?T4?)tR_8btnlnpQvh)%@ZLR
z$i-%|kVrLJc0?ItgG4a!PUz{W@al6KzLK)Y&KIvW&rNFZHVEU^yOTHC8)5)`>nB*T
zF~VGQu1v<B9@pAO4LnkfPD|)>A$@7Vd8h5CgeJU&1HMv3VQXJW(-!JLUy+)ikd`0;
zT~>*0A}He(O(^Ql9A$n=ZqHM84KCd+f`lC_3sdm<k;}rB+UeG2O`x8&(kF+NqscXM
z#8HfNK64FQ5b8HeQ^%~4?7mqPsjL40+PfG6c&^u1@XD1rPoV<1T}wlr)UzNgqKZ`@
z^^3DQqgI_+^3_(6rv>6npyrlXl2z?otamb7zA{ETR=uvG9{`?fsx{Nml~V}mzG#tN
zSRP7>$#Ent-nyOZBGp-}1m_AeYHL$cS2UxE<<e$VwxCqujcY}AvM*Y$d^b5=%f)9)
z4c4C~*%X26TrtIaIdZmJ_BEfl^*7Sb?QMWFn!dgi5=WmbpP;AsV`Sko-1A<oV`UeR
zpeX5FSj=*p<bj4Bg=|Gv2ujHw5v_Q3dmCxwKz1rIAo^mss`^vL8dN{<i|X?18<NUq
zAA%bBuDK{ma!;8143>>rP@HPJ>M}V5QY?p}5XbPW-Cq1&$~JTz>g~ri^8Wz1f0biJ
z7Wo3>sjF)39df50Z)o}vq+7dH%X>2;fzq_n#RPl|8i|WU*aMMXoh$;9yJim)&7@A7
zMDWd|s2*RPz0FIk_)ae<y|V3KItt9vwW%%GD>21(HkyLn#22nbDwHDx?tJbht}cyV
zXyu{h(m?P?QP%`;Xhp8;Tk!ANRLvUUhd)~9BGb0H3^^6RsZMUuJ!(0OD%0lbREh^Y
zs36v~7ZWUd924(WpteZYrAZ<#E3$?Xad&LxtB6${nkLe2p58Vq>sBY!rjvsB9+i|P
z@>Hm*l1|KdHP;$WJuY*7T~2OI8mp=OnYSyD!@YF=9r2WRS<~<NM&L77o-xl_iLMeH
zHtb@wjAWhURZPB}Sh)4>dhN%9u7fr1ne*GX&9^lko2boaawC^2%6SL1Tli)14#sO`
z({AJe*MYe8tuGtcLo223niZU!uwLS^z2xI<4=)vkQKq@yytH@U)Zf!}g_%?{4A#&q
zDtgzH>H34kjN~6m?X;a-NTFQ)D+xl{#OK4}<xXDCuHDD#+9KR5Nf^U-73H2R@N`;&
zF$uEadLLT$^mUbZtbJQYOO!5)^VaaG8OM@l^QSrzSd241P`uM-)9xA>;~|vy?@4WO
zC9KOVOjVcCy_dxP7moTSjpN%O=-96$)byL3F5#n@2pyZTt}6IxQg@EW(`EUcENnSt
zq`ITL@ZXA3@GNsMNtgAnMAG$+Hj*=6Imau);n9d;(2DN-HR7%NZSGqRIybFtO1hfm
zndD}<Ex&s}_j`NgmkLgO>9=;CW*$BmcNNKLy0GAG{A;SRy;%?`ITf8+5~lg-o&+m%
ze(Jy8Qn`u?>vpuhj4(WME62QP@b+Ccce~Tny}KNcJ6E|~TCB=sPQJCC%&w*jsKX)S
zky}%#3hS18o!D%3Tpdd{^Y7|>(3*Q^55;!g2k~9sgfDXs&u-`EjQ6gO#eNCc&3RzC
zQ^`?YeKGPJqbUqJgI#gM(~8*oDB}LIv^_`S4~#Tl6X<Xyx|4PYJg-XgCxpPEq(Y$b
zGCI{ma>~Jn7&)&(({FU&9BDA<^8|xYhyfF*#_z2-^3z<gGpi}m_oS}6oC94i@QSYY
z4Bbuzb>1%cZ>{)p%v~Z2h;j229V^WwmRDjJkVjEiRmG^IzYj_^715<F<Z1j_HBL+C
zeiwmN!V}cff`ME!#Lio2cSek2HH*2+HfciBxWyppT<y2Hsz65=6ak7cMF0e5lnN=p
zQ%IK1o58*;xbUW`E+bIzzY-ztE7QD7d!TspL{n(!x|ZF@4+rU9BNR^O<p#9ut?n)6
zNs>a0ryzq})MGhmZ4W0IhK!}p8CpfjH0ku>V7QE=gRW_ju|^E11aq40Z7=M+M{JgQ
zhzWKEBbyyhy=QA)3)M7;4Z}y~L)UWi#d?krQRQb8F?`bGtE9g&q&_hbr`fL4cNp9$
z=vo|4Zu{YGK^?1vxN>e-k%A5@OH0+Iv3zHAXR4a{nNw7%IZ`^RWwDHTsV({*onzuF
ztEdtQu3h6^id%tNqTz&VBC*Ik8s;?H2yZP#)w`7~&fdbb^zA_D*RhM3!>Tq)w?Zq?
z!(wUGi-LNths|PXDwRFgsy%DLTHW5FWVg6r!XyM7b6od~u=>=i)Doh)Z5LS3KFr#T
z5=Q|l7DPM|Tz80XV87KGdwDme;B!h5_uH}EkCTQDojK0#{{V+Ubx#3ZS=pujo0*l9
zGC|yZKf<{b+!f@Ev~we1o`icE_pKuK3*9yuBXE9D2+u=YPsAMp+hSf>#<1PU*kT6{
z^{*Pf3Qngz9VC5i9BmqSRqfw3J1gH)ii+YJ{i`q$T=qShwJkh79sCWl@fLOa(YVGv
z!LDXi-5SLznC3&!{{TZ;7WcOcn4U8(7v*qpe;U@7WzQdHUGm9wJo>p*=(Se_y`?#H
z?dZvF^vNxzR9PdO9y1$c53M4@6d&>NC{jOxc{DM(olltS5GoGXhgujx0B!&|2cAu5
zS2=_iEhWtRv!aeih^y~cl7j5F`^lE_UKZLAm^cq7U&^8}8C^{BG@O%yeqYLv$ux)e
zFq{_1X5bNup5DP^$-0%F0O41Gn&wc<G27`MxffFvljU1`)BE520tA%-NT5?A;DE7=
z)wy)7QB@jvO|nUa8-_`*MeuH)XC9bjOLPyr8OBXV<409XQIH6b6ZEc(HdRhFIcjP~
zJ2|gB7uG30M9vQHL|r=MM=|qXXl>0_ZLZo2X`l)M$N)8CTfT<tP-#`hz@b6<RaJn?
zXw#3nroN7iDs<_k6=U<<W+ts_&Q4AFv%S!@J1Z>?KQ?qyGDs(y;<c?|E;ZqMAKi_C
zQR|A=hr)B+>4J2WZe_??<Kfe#UlB)VcH327=gG$voE139$vd;tty>j36sb-;v0HhO
zO{g{gpz^ro+a|gjsjR%K7+_#z9LPt#b2rx(_SX`uSlSri{xy>}v9$2mu9Zo(t2q@Z
z&QC+wb^ieD719iIyh3f91^d~rGqcq{v8J9#8A*{0e=zM_^!mHW%Q+|1n$4d7068VG
zN}e4>d(P*nQWC8-D94x3*t*qA6VEl5E}+Ddn#rF~0P)GHZ7lPi0RpviTSrr-js`K@
z){{{S)vBZF4I#n`uN|8+WzK5!R>67--kut@P4q`kB`9n{kWD`>NEM@NVH)<ysV(g0
zepV(U>05R>J<Ql8HZQ5JsL;dFT+@Gf#fZfyt?Y7IjjP8#^;3^()6kmf<U!?~nd)n=
zZ97i2k9E_lA46D|y4|g=<+G0<dsoM1@lu<X6?0tYSjl1`?BN^vowcgQ)(%MkfzrII
zQz$hFi9f_@X#8P%j_I_8HO^gK%X4t;&RFKW>?JDDZPeV~F3YM>l$`pS2KG3OF|{^l
z3Z3d3O)lo?hDHJPt;l>m94Hx%TdjIfp(#C4-%@lbyGh-YlEtUPx$9b1mJzEcRRq-W
z+wJ4EXxZET{ysa`tr`hJ?H+Y(RJn9#N1^yluF+Yz9+lYHcwW}kM&$*m`ZEZuS8ZRC
z{SbW3UUV@EZ<afrY!x>TX<6_062lyJq%3FvtvKWbIjk7&zR>tygS~3RPSIU5gG=5$
z48Ee3+&&V-%N((ka0oTR_?N<v+#^X6^IfUwRPQ8>B0Jb(u7sRkhWN^GoO#}jbv!=z
zNRrveW#D(NYg11xvC_SJR$F;l$O9GSUMo)`UC21kYV{oB7~LFsW+m3C$jr#yk#Y_V
zY-v6qmKj8H5`7JGvD_;!y;-vh_OxTj2Q||g%awAT)mllX%#TL<Ma9e;)B(p@$GLd}
zks&12=(SsT?FLwIE1J}GGjTcc_!Z8vHRjw>vOIcT-mKb|$k2}dJ7>!^L8<DCbr+Wy
z>)x?jbGBIKtV13}b5z3KT+-a@SZGD5y~x%onPI8YE-FzT1!)>Z%Bi!YSwvAuP)&4@
zTPlIHR~c=7){Hx?b$V`~lc*u9#>Kftc03GyI=>e~qtj$DO1yWj%HC4wE0fZMa?HD{
zvbKdnit}Yr-p2VQImtKBWUz@;f;!d?p`fgxijTs&hT5Y!tlP~(C{X2vORD3uJzQ=U
zgN^EFd49Lyn8{)nYmZ9fr?I-Wkl_gey=vi>{^*3qH7j^m&5v<aIrgsFc*{rLJUk{M
zz1(2AqK_lD)EO8f@m;5f;9Ihd*L5>o@L3F96Ki^kn?i~7#zb?SrlP)U%TCFai>Xd=
zT_03;_Sy^$00luf>scDVgrb>93z1zuoqrs$DFk$@a<Vu*E6(QjvASos9J>orig3~Q
zN0vjUohDo=Z2;G4r0bE%8lx}_1x2jdqsGK2&2m#mBn`a@6_3@buYL~af~(ZP;u=op
zZ{nM@m%;kb1ao0O{)=k)hP`iA*5>}g)F5X#dubO3-AJz_uIwD;D86N5?ea`x#Z#1;
zwV4c~F*x;8RH2J&f(IhBLhm~VR^qL}rr?4_c0!cuKXlg>SyNVJMVPJu2M4`aXclzi
zA6m6Niipn@TG$oH>MP!%PEm?X^L?U{=805Um40ib@b=+ysh%q}qa^1Qt)NCl^5j=#
zTr_zOTxCZpF6Vmo>egrF9V^an*UHo-K)eH9nIo)re>WU=t}HdZ&Z93wlU^Luu<x0p
zz{@I14sERr54DBs#X%+BdK%W&^mY-Mpj;8j6~a%b$gIoAAmG<TF;v`nne@0yal|fY
z8&X`3OE9WaYEehf=CPjQSvr$U*iTx*raz<+>ca+?#9W(Gk@6RTMT9MXb+ShwRbYb^
zJ+m}(sY8QYHEYzK?A}z=VEH#T(@Q#h!bn+_yD&W~v+&Q0CAM*GeIq<aqcQ1R^^MBh
zCdqNT6zObPTQQ7-S<$a5a=Jcu6&T_Zr(f?qSm?)9Up~WW<2-aVOi6L2+<8-@A@`_$
z9{7mqEG@3iP@W0xUFV5y>@{6K&xE0q85ploRZ@3LbHbhu5v422?maxaqL!7cf)!Zg
zS4kAhGGt=Bsym0XpJU~4YpT+<i~tL9QsLDY(8S7v<({!NwOuVP;w%&g73TgS@ao*F
z$25OKiuGtGNzfeis@jg372HRF8?miv)mG%5$7M<`{@#Ps`Eyn9<<6gQMhTCzRd{T+
z5ZOD0dsexi1`d+Pk@T-R)bw|;a=}TD=~_b%PA>L6Y#wgw$C7$TpGDSQ0<lcTZ%o&q
zX<Dxf^JIF1UPfgDfm*shhz*>gIh*7ssXZ%K6msM8-)$E-El+f_y#+E`Aoi;>K^@Fl
z0B5yvT2`vEBC@zDee0^UzEXpl<HTVux!`>KD>`r4R@kmfTd|H++=te<?-qD2EBGGn
z!9bU;0Ix=pG`WwU&1J}sX4uA1_B62goBNa8>ZewCR-~Qd(f0oUfPBfR#d~FR&|IS<
z1NqZ*jZ))C)ZxB?kC__+E8aX$;QK!iTC|9uO^oCYL9Y?kv@5+9>7tz*ZcZB<8p{((
zq+c?3N7>*r3OJ~HIcWa?Gw6Q|{7uokNu&LjQDlyCyIEhMuN3juhNaVWiSF&92Fg|}
zjDvw(gmOGhxfzs>;Nrat!u~Rf<^iPZKuHq~t0Q)->9|z)WucZL7>p#9YCiN<>#dJF
z%^5Z7SKkS)wE-pOj^VAy+!w8R&ZDMX={HYrcMHbqae^x<l%)q|cj2+raWPH|sYNIR
z^r>UEl1|)u)W#B)i5*T!Zb42|W;_CGN-aEaTCT@xiP3Aao(gi@=AI@iV=5~dU#}H<
z9X(eBjGDZ$kD#E)k&dFfso^Qp+~l4ja?u1)D)azUgn{0wz29XOT1$@X)wi{b7KUn^
zrMY}v`4X$6e9Cew)%-Q_3s2NE@389IRf6pd-3@qbm&!VFYP(%Z=YmJlxa(q})T+5^
zthLeiJ6{?2UuFE7j+lY$<T?2}R~)gB*za98hJ0Bro<*hK?`@lc80Qt!-1sI9dl%X}
zuF^78Rw|5Y`_MV#i>ZVC&L?h?{{S<b(RFFGyeT`PJyy4+)Zo>C@{Y+@vF}(KhM94u
z%wf2UsT_T3hnmo~^du49wyT%ZQudJ2MpDDluKlccI(5`$wU{J?kFR>@bnDc(1a9Px
zD~-~1D0PSXEx-an(W`y5>8t>f-H8j$d6CRwsycJgo^CFLQ{<kKJqtjKQ?$Rd3?)cp
zaC_j_N#mJ+<Jvs?*E!)|h?cKy9j2~;JYRNDJw0k~5cq=MTDe04kccoC_pZn%I*Hq0
z#3)d}&YGRvn$z<)zu^<p_1_L6N`gC#WhYVdDX%+{!t+nmrLlM(c~>f}5YFRXjiUIb
z(i>xIa@!g)@}F9x;oF42@m%wO3b7<t1}6a;?oN7G_Apt;u%|+v9jDEsMlPS=t!q-l
zPqxky03h<!e_8O2hKZ-f>RM}tVV8bu(s5juj$an=FKyMH6AMb5)sfqsR;l$#N^*Dq
z0D^O#B#mOZwpi3Eh(`cov6nqYYTt?VA@<}<a<M4=DxRM@yiysCGCo@Nscez(c<ain
zrnWjAFJ8aX?OGTi-lvdp(y;YyX6Eka{VB<lpdOXzS_rYV(4v~<qKr7nXCPM(;>+C@
zT}~-%q*BP)d=3e$qf$K1(fOX0TqS7XVJej`ALZ<GvRllv6>>lakWFaCsRgwbo4{P=
zvbB9z?bk9*2n)F90=cR6IbxG1AcI{rRAjHz<%Skjbh+ynUN*Y2(<8UBi9tmJ%si9F
zrFrh9uS<1tB-1`*W67v3JVO+!5@UnvYdcnf<Sjk8+^4XsrwG$;L%u%Ra#ZmTMX?3W
zqFA15E^F)@ma0<CA!4T^>r9F-HSkVoScNHaL27$6@Uet$$y)i?;XyPkb4+r_6>d9K
zUe$6NR*{0Dl24^}!vf#ERfMZX3q(?m(MM65vXJ9|E3MN!9X-emE<init!s}B*y(B{
zoD2cfo-3ZFZ<pa`?C-CU=2Xlh(KqOER@!v;3<Pm8&$V@0Cxz9fU$t$?>}s9oimWVD
z$7q4ramPx)o5ebu({GMb7CHs49A0gR#6iOjxo^~nQpI9ktCl~B>rZW^X;#F@@va9`
zfnIT~__j~ANezJ>P&f}*bKGhgkIi#Djy=s+Hk(f(yeu9Lv}Wgssm$NpcYR9-8)<fj
zwcW+j=2;oZ^)-6Z&^aDq;;5-u>TkDf92)eeHyGL^)J>~XRxau~b*P6b25TA^V1=@A
znl5!0U`A^&+#Khc&XkgOX4EKDP_t)IZ*rhv1z(8CFH^;G_IG$ACb}CtpmE5rN{rN*
z#fhTfsz$sP!vi9%#(^b6?@&P~AXJk}u{RFY-zZ)V$CEy0?9Q&+P<WvMTLP+H>V-1p
zxvp*vWD-!fPkO7UU-^-c4ScN{a#(|!I4QX(%VV|CwfNbwxE!8FYp;)0wGnPI3h+2@
zC4yb(#B*Cq;v1HWXgD?WGJ>AxqZ(E4s?@b!XQ$uzrWjO&AbaMyJMR;;>_BpBkCyUT
zj$O&946IKEqM}e<=`zF4v%Ohg@;WcKw9U&^9YVn_qdSxur)@D-<kpzEU7VWiz``yb
z@jQ-<uLFeCv^TeM@aG<tM#^Ix#bn@$?R6PrWj!m6z6vEQy=ywrRORlo=x~+gS{$=4
zOLRQEZZ%#K(mw!^RO4dI0X4s28f_gasW&MVR@7ofmhZtLt;HS(O1fiByi_>BuBoj~
z2U*NiOw_wLqAIXJ+gBJX9MYDiRnAtVv%Hc53N|Vm_Sy-m_Ob_XE9P@J+M(IVrB74Q
zG%a^|UD*sPxwr8WEPpm@&Gf5f5eCOTwR-KOjt1D|U{`|brz;;n?IlL5R9&uhnum*H
zMIl%Z#<<->#LY7uj8DCCmlsmJq`ZXl(=`yB1{pkNx;>g&o`=<EQ{JlXdPjz@gp#95
zdYbh6StEFW<E40Jmv~UAL&bM`SBVU2sUgV6T-OV%;XQU13lkh2Nk(f%c9(Xs%BLV#
zAFJtW5iWxjwl(M-GrU%H_54=|LY$iErwCRI*1j67IimGB=rs$A88~CMwj%K{WW#m(
z)?Lg>>UgXxm68S}3B?n@IKFCZ@-Wz%mgS7Bb<=AGbt-X#S@OEDu5vv<^dy5;lKVYP
zbz$m#nIk&XYRX*FcPnew;k3)g^o7s<I%~``UZbkcA4k6Dt-PQ539l}$xy3Dyw&8AX
zVKn=%$ezY8J5jca`|_&(WLHmjVD?S(50}=t%_!~GESU5c5uf~cSE;p}cd_Bd;A=0h
ztRuX(XFhw0bZbMiM*%Yi1XVPHV-s86Akd`K^E5z|9F?wVZ{s~2XVSfz8I3ydQl{>S
z!^_%3nx3f8`9kKd=<}*-2ua`?=cT?>QcDV@{kkBOGUSn7lf=S0$(wyrbt2L|dse)P
zYXXSaIIeEa%~gYrx$9h{9x7|b5jiS7>!5>FMTljqj;<z*-iM!82U?BOTb&Kd#w{Cm
zKJ9qj`Y6;U$4$n&ZA)BVDV1L&j)J*sO*QZD34E%t$*&^1Qr0J<lu~$D%5^qoX8`d-
za%;Am!SKDV=yDti<ZmqHvY5vzkbP^GI-b5C9ZI{j9;JL$-7*h8=qc?~`_=6>Lk-Yu
zaaYLN(Hhrpk=W=S$iktQt!r4ZYhk=()GI2>2=B#R)1wTy?OgJUj_1qQn{fAr27TWy
zN7A}&8&kT7D#*o?(AH5%;^zZ3YRcs^k4kZ^I5j99ZX(qoYaKn+f@-mkC}LC4k6O=r
zOZ_E>+7RQ`rPH;j^!w=D*lZ@d`<Zn8XGtXNCvO$()5Lp7saWL0;qOXOl(yM3n9}uD
zU8i>*mDXC`Ea)(EUSTnlPQ7I3%g+Y4^xagh(i*CCnVl-r!#k~F&bs=>JE({%GwWO)
zwV~sBGGu)#y0X7n&~wd8cV`vcWDqm!PL*C?c3U0wDMq?gXuVIIJVl{gS_hiha-)*C
zt{zFIErui!+P;z2v>k=Axl_`-tHiz%`I>uV3jIj+rHO>v=7Z4oGOX4&_BGX+kKxY~
z&8JAQPUWJ{1fG@a8cwwx#7gMkgYRAqBu@*Jbs>jZ+0eX0HkmS`F)@EC!wrgXe6rZz
zHOcAXW9=#KeHCecxl{rxOoX|Q1Ps@m=$hPDF{>kj550C4cf)8Rx~t)1Ry^?B_{AyV
zrs>t#S>ck^_b1(~eQ!du*X-FIHS;m)T}YNW<H7G))7m^OzCM-DM-b`1XH?cRbXuJ!
zc>YJvUL^3P)`@WBA!ssianiZbkid=&eJ_7wZL3=}GsZWNM?LGwd_&-;({5f^V<s|s
z4%Kxqe9xMm$Jb@~%xXuLqu06E{4Dr|4V}7anuB8;25$Ac@i#)#yg{amyCp`r9D=<~
zc%nt+w*zSv(dd39xzptdJdGqLsAJN$h8b@oEL18*b7A^B+x(7a`#<dR7~VWE>yc9|
zAXlT`=@xz?wih;AM9etHdgHZ^4(hr@d+sgBPwxR+^1_<Y4-c3}5u}}^*_nfCj%kl_
z7l0~+w;_79RFd}x<gDk2Q9USO+_yBOxFm9MRb;!3d*s%0O!9R!&7|^9YlfyX`A)cD
zlH9W;>o*E8D!Vhe`H7`f#RPL)bFDe<&D0|uhV2yKDJkkIQX6E7E71NP_^I?se5tvC
zkL6x`qcyo>9@vF?cshL3vF2mx#;q<%9?RlL^uH15#qElD#AFfLynk4-n@$dsAq02z
ztqVOu;>u-`IS(C2t#xT8pW>S{1mQ%)W8S@4)8wYoK7O02ft}^7KO@JjZzZ(46T;YF
zb6$m|_{!Si+(&ZTB*r=KS-RK5oBITL?f(FK7~~H4t|~;5845Tmz~F=0zC#y+Q<dhd
z`=0cngv_DM2YY?zq&O{e_J|uQPI#`1Pt-RmhCM6JJU^;Rjj}>n2NmAf+6##M=-UAH
zuU7*nMwRO9cv*%WQuk-msozE6neR0J0PPqhSpgX+4>+wK1H-pilpYE#avCp)Z!`;^
zyjm9F(DWj^9|>yqFRESLnNk?af_I!_n$oI#ji+_c=fYB=u@qc8>;7k=X1HI7oBWGi
zz2E#Q#;frUOS0V^wr(T`93DS9^Uo0Y&gWMkOjS`%R4D0O_-Ye!x$fq;x>YE;Fn49I
z5xf!Vj7bbaC%^ED=cm=xG8EueCEli3pP1G)#q$+B*RG?<6UC>2_LAn2(cSox;#kB@
zJDAsirMMr3W6i3TZcSjl!!heftjuf7bsKKSuMEC1S7&#ne)bPCqq?$-QJBP-4mz5^
zvefP^pz_plR`lE1p}qS<@()o{OAU;3ZYP~QHAqTRi}VZs01w<*uJ8-5wNtUx<g=U0
zlopG)J*&{5ytcfy=LC_+HObw0W?QT29xxU*J?ek7YDPSmh07#H8ygyl!xg2AU+|CG
z>&PayV61wPRnLO&t!4Q}_4UPdUKrD%(r~QXvU#q_?(C$EqY9z%#cP7cQm-q~Uh+6+
zm{+GK8gjfkT=QE$3pvAFHV2@sRgX>5*FPrV_?l+C+JsUuh!GE{70bIjl3j^D_4E|5
zb+Id&wDjzXj4I+6HA!jM?4<GaorS4HjhXvb6R!BK_gn=V<cmLaR$cMTfK^~IUnz*n
zaI|q!oMWl<_$pC_6p|Vjnze5jGKz!>wQexku9&OnRwcCqQB^{5Rc<f^OXdK*YNf=0
zgI5YxJgRYg#VKC|;MGQy^UX^qCaSRH)>R>M)29?Q*ptbq>Ev@wH3~L5lF(FQtO%`J
z8>S2fYbzCM*CEAkOGaT@3Q^STtfedlO=!#uz;WqVHZtRHHPFDp(+0iDPVuqxScvk<
z=M{d}7MDf9J1MEDnJ@{iy7Nv+l>DIAD}SOqOkN@QSCxpt$`j{_>0$8{s-+od$r3>I
zaz2@?2&H(RY?%aA-?s%!=9FvMYHL!9*&2-DM_R2V+NtU*F|Op3g$9;5B$JjkE>o$Z
z6lf^xBVOL%u*j#+c*vb<3wXS=#a6z23|Dkpr%cIHjHjVi^8MR9)+E!ha!p*6mg1@y
za(S;hrAbMiy$D7KjU-~j6|rS_=mv9H(Zzx|tC6nJS4vY(_X^yyR%Y~9Vb`rp8$8x5
zEJF&^g|aKtr%}su%Be|3=v|2OR);H8q72Q2QctyRSZOoP%e-w`==#MvalD!5)|_eU
zCSyxt_XldJKZRCp0`e2)ENlShrFzbh;rM*8N{W7|rbhtzK*fBnW0}&aE?6TKjjtGU
z#y;u6X;-ZbVmW?R9CKDR4MhYkgVa@BVgU`w+19d+wAVZmab9F_vXkeqMwL2}RbGZ<
z*8_7Jt{l68TMwj!T<xs+ZTzOL^-0+E>C~q!B5vt_EMuD36Bvfz)yi7lc|#eiQffq|
zGh7m*H9b~`pIZ$n%<3T3`Py5Wy&j@Zdh?@x%O*iJrD?0@0h+oN71Q_WoYk_uE|J|W
z*m23I<qIIJ2(Pn(8m~oq2<u(6DyeBB&z2TYcSIL<e3nkNnr4y~!)Cey>mt=Vn^ll>
zt?FT8QC)PsXIN7~*Dj2LQlv-;(m{$qC`t*^5tQCrLJ1%sEdiuT7f@-TNtdd0LI^!T
zC`#`gLK9GW?_EJpe4h7uzwi7wKjyl2GPBoSGkeY2Q`X!!t2o>%J;~3fNgE42i|W~g
zN0rwb;89DQdVl9KE2MZB_iyzxsr?oVRW|ti*!@M(?MJM(R}o7?{=8w=ns*kOgC$Ss
zJV+~^Hn4Aw|0hV{)!h7$14rTmV0(l6j9p}5-(+)-aGWUfEIQtMvdFwQ-HPZ*_Z>eS
z>=FuPItPC_#JE9-@p{WR-JM6zn0fJjy5&tDoGvPYh1yC?m)cwiX}jh$jZVS2rxu6w
z+x0=Xsk<qj*Mm0SiXYCq-)*Xc+8z)Hy!-xs{A)f%v`J~;)@R#yT@zgfhM_b_aPLn9
z=6olyDX;?(Lzr_%%KFVF21nAj>ot<F!wIJ`+t}dVm}+cda5KhJ1nz~^a5sH|m=@bQ
z;wi%U#amW-27$r+lUwgcqBmFtsJf+%bRE{inA>*DQtP8{pD~nG+=pqpQzaLJL_3Q0
zP1$9_jKTamGAy!hEc4K+&ZxOE;ObBEi~z1L1N?v=3@Xy>>cDY-2|<He&6p!|GrLym
zW5060HT}s+g}HF@FxepZXWEEZ<=ikWvC^`HX^X`YqSUhD>BO1CS<t}zc6Gmw$yC7b
zuz$wVxj3@IFJrVnrRAjX+mZN0Y^j@E0B(<V8E~Erd@hz&KTIVX3RUkr(4dub{58Uf
z0ohiYx-xm)Waa0cvZ5D?F!t5mZMcYK{(PP08hM-BV`qTXKNQmi;~2+rb*kC_ATEy2
zfpFpZMZh&3a1$QR?ctD%Zd~VDVh6;_uVt$C+p5Rh+q~ABy)qeyscng1?=9JBX8blF
zbNgY?{CVNTnczpCmk7^y@aF>`HX_o*CAQ;^mr3?*IYK<4u9)1<pZ5B5&PGjOO3wfz
zpn{_wcQ%GsOrNwnRI4^I<WRq*g817<>>tLx9b(_~%KVznS}@ae5W$B5A$~cSjLDw>
z*Wkl}&zF+1VDgZswi<PeMi*cFrCeW2i=Kl<<VVktr+wWFpZZoIsLjS-(9SaU!wR8H
z4Y-ts^dFFG`?e;dadP(8lyWxOqO#fV=`S}|xJFn<JTc8Qd>!DH+IHocRY->8+_A=k
z^^Jz|?%`8OqNgD5$|E$p*z$%>Ic3ot)6-OC^T6Oj{Zx_)PDfXQk!RYlF0b<27;tml
zyk_?uw{euLEY_i_Sk$Vy@I*EB@^ia~S&cRf%jzaGeMdH)HsvFLs|0jPOO&Ez81sJq
zyqv0QkvwjT$=p4Bo1{WRH%E3<{=LxP&poEhx2gg^e*h@hO=2`QdhJ))Qcj<xsUJOx
z3O}9^o$h<k7}OQk7UvCA{5iEAwj!sg{GF!XlKPr^I(26eS~K2LgJ_jntYaJAG5#?z
zh*|kTk<D)U@q4bst~!wyp!ZINQ|)9~puY9*p|U}FJ2}Pj$L5DZ^M<vl)ajhEE8{7F
zGH<UzDt>QZc`f0*3yJ&gpSl>4<u1H6pSs+cx#GG}7v;j{Y`+o{8)v*(GHxeLfJDt}
zzzIcb)wGE(B$4@1nO{))X1AuwRY@#y-!)0TPi`PBgb?TFFFu-KR<t7tN=6Cp$oAgx
zKjrJr7(Ln69&z6Y&G^#ToMDNg=zO(g{!s>zqyE-x;~+DrZN0Jww^p26&K3iE%IF*f
zz@NgU+iF})F6mPL{!Zq-rT5AKX_Uj$41e-tQ&s<yCOMTI-JtUcQFdF)sHM-0Jjc=I
z>umN<NDnN7q$|s@yx5h=0e41kt1|0_<wif2q9mBL601hN8@y~B1g?=cKVjV3GxvGR
z8h3hC_vNm9HpNTJEgyPb+DF9bfP42eyyTLjazx`qxAD8)YYV%y&onBzr-(9QDrs^f
z4X5uSWom6XCb)tzy<C4d;e8dF+aK3-pXG<ef)?n9OU$t)Jk9naa<HYt$wly~b527U
z)}`>BQX)SQ_$o*Z0*S`9JhtZD7bzULC_O=b2TuVjGmM93Z}Ua5VHOZ>h00hN=HF_H
z3r$?q){oH7U-y<H9+NJ(S%lzu+&VhW>slXN&G>*$^t#73pylhnF>^7tj!oaV2zACE
zHF+B=5qlzbPY*~sOYb3V<4(i>4EGR-9?ck4Uv`U!aEm0){K5y2r`ko<x{X!Ks+xU$
z1irM9USFKhGUz1gve8^7nX>}U`iS6nNBgI|Wnz^F`rQ;7fkN~=iC2UyWNY1ae};G?
z0|&=*?ot<R8~He>v!#?QKF+Eq|8PuDO529qN;>dkZP{t8Y6>5xZn!O?^2Pb!rHs)_
zMAo+_`Qhcsw)wJ`w%qw>^i0n<Ci3;l{b7P629Aqj%S+iG0-E+pNy7qZP4#fij<veG
zzML(@?Q9Q2b4^@LNQoKcc6O>*PILE4yf^(nCNs6{dG=w3=<$RpoW7A(Q1G)~kkLi%
z+6fG^1g|wWBx3uQR^0;+7XzCSBFG5Dpya05bF6h`A~RQ_ye?=E!+;XWBFA|%f}{^I
z**tH&mwAFn?<MJ}j~5K7Tu&RS%7P13S#UmPb?v#{WxTYdG*u>Xa$8^A4PA=%&dadc
zSK+rZ>YcwmDM<lN-g_rt=04e9P#$aU83w3;d&ZDYz2FK3+xE&rinVKfaX$;OV_kgi
z@70B>)uiofII_xbfr^Q~hm>QSP;AaWf9}V~>@nK)5oQco+(%wj!)v{I`v3;Yid)c$
zw)X2OX?|N6ProOs82AQBKmQmunx1U@)E$ge;Z;IO?TfVPciAnHXN=qTmi-P*ErX*4
zy_Qbx%~gk<4gg;F`LV+u+W6ms+zl;ZxVXvwO8`9KPMkk&DFCC>ncbYW1uWSqwrLW6
zqraIgPF!<Gg=1yn3qA1P&b;#39`h$1<B)ai$X14S*L8?W0hQUl*TJ37eBy{9b7@dY
zOLHkAglvz?7yN^T><H!H?I3UF+IxJ{e1vZJYUCD`_kEU)tBnogq|tr%$sOHttLLta
z1LWs`e)ZA;8SA&k<p{E`k7UOk;$?+Q)lcLoe+?KSBt2VH{&6}?uegClT2QHR&nK(I
z&lB9u^adX8Nfqq-0MUj<y*%I?TkZ(%$ttA~V?SPkBmK-und#9WOW8U=A-756%>8MQ
z|1DcH&jnXjxUelA4GE#P+uqg#){`>q632FF_31SxKyiFmY<V>Ty*mEm+=H=GIRhC{
zX&D_Ut+U*?^kSEi>X)=;qgLUp@MI#iE@0r{j(WS;v4b3x+o4p(@o`lf=&el3+vSGM
z$JGRnYF{>StTHuv^Qh06vuQgss|=Tv&KWPA;wisQX)Qf13K#ZoB-V6&v)+a`l!}NM
zI^}ORyb%^J`s~j8mmuCRcwV8uN(8@YKH6|*ARx9otV2+4R6b&0s6Q_#yjs<y{_!Vr
zy+v2~NV(;dtgtnSRbbGz@{JVe?bIxKUK$@@9B8Rkg*Z_0y-H;Y=Z9mr>N%_)YPlLh
z<Iq1nG<9Epw!n<}x?Z{7SA9$=faJ>z@T#Dc^q=*1HLf~FF`C~pOeBsBwr6<7&-t<S
z6h#VqkcZg4)+~ISzR})%aU1(SYz1)PD`kk%)@D~$WjeZV_(FgZ*eS-)P?GUXW|BsW
z*nc~)PJGRCEUjSDgq+YQ2b_+TDy3b#vkA9Vo|rpU5c$QHG6XJgLRA;*h(8=Y6?A%n
z8alzlo>{5Jt=}$`j%z3-EyN%xBM{qVh?{iJX+W2Gh9*7$)4idnp!lvIZ=~1kDYog;
z%n|g+-qtdAr8c&9e1<u6xw%)!Q~Hd%Z1&7l+sBHsSg7|rYkar(=lBXBeQW-unHyu_
za)=y%fj~&F6bsX?tkg==0xOu2H1T2UMgsJsL4Z;8Ezp<>h_+b=YD^{>>0t~}#m?;L
z!NJSMZnG>gr^T84`q#a;@Y^dA?@Q*LAVB^2RNX;=#cKg~c<}8S7oG^l3S*tai-g0O
z-LEFFe(@hoT%zN9D-W%J?Ts!9hD3KfjX*cj3?u23gaKfl!Y%Mj50SgxazVMDi%yuz
zQsex=NSZqv9us;P_Uj4I6vA0%0+YODa%2wd6SaLu@xl)Hy7!cBYvo~iqH6q(G);q)
zZg+#6(zrSA!%%@8t7qGDN{y+?D_c-X%$F$Y>hx=YqU-)6X*b`krHx$_o7LT-DNkY*
zSvF;#IpQdqbx`Mfxo-ITX)i`Jx6?zS3jB<6>gmLc4z~&yaYDvQs?d0LhCHI~Zk%+y
z_*41lns27}193=-5gQMIzEdiisIj-M0Ws5_w#c$lc~>~H1QI(E(e)FygokhyYpoVu
z-7$h%YlyA}OpZcVKEl)`w6F{mP|Z1Oy9JigqUN!&EZrzs0m@v$C(m>wIXnb<&w^++
zG_p{+{5ectBkbnXxH!%Lq3BIFtJc<T$^e_jZT(_Iytt42d*HC0;_-lyZ(MpQ)X9fm
zoKl5~YwGKV!$*a-Wu{!(wN2#r;hksS?hV+A$-=b!w&GHFBQTjmWI<z6vpEn@pGvld
zOS@`Ie7-8P4yfdN`dfL`%0Q(<Q0!U0?(JKAj6{%keZ_Lkdn_S%7Rz(E0<&-hLD)=0
zj|wQh?D8%1;lvAqwC^omg20r53)x+IYgr+6gHo)``LQfMF8&-jr2rdkm=Jb>MsdC*
z4m37ULg3H7%6)U$14TC=LJVsVQHA%0VYT(8*(cx)5+N02zgFX`9{&oS@d`uJ#2+%R
z9s`WCKdmOh6U(g`wrGnOEXzhS^?KWJ#5TJo6a4T&bYzOfaD!pY8?u&yPRld371l0&
z^v!MZbtUPH2|~>|FhaCTH!;bf)K?X3GO8#=bpEK(1w1u%K7U>6AuuG=_KYm+2|Clo
zby-lA%kC}a4D+NB`Qnn?lF|UV$1g@~GLbVj?;<1CR;FqH1X}jKG~?9ICSEU^*@w_r
zD3As%f6SOBHFw9?6r<K<Y0ehTE?P|H3aS@!dQiFW9eEI^44(4JeWMt4_rUB&gmQQn
zfk``yaX@q=dM4c3Qo<~s@nmU2*4rwzCPm;Ay(O#h%ZaSt5Q}1y?}8?C1b{eU%L9Si
ze?ZwKk80r5j%zmAN18H)=Co7}Qpa`PV{aF$O`=TSNV8g=_Yc!NFFzVn+<|J%p@%wH
zByb~&rX$?rSkW3WpFZT0rBr#@d%ofbCk4M84D=COVly?zfP_hs!3Tzddqe7TU)M0S
z8Cr$j(*SbOW*SniZ6N%8YDoxVMaCdgwz=3?N0&x+dTArBvzIpE61U@`u`GF>+6#(y
zO^1yeFE<`ve~ssv*A;F7sy7sV*<#(dXJko&tc(laCglpMm_p5!n7(JjO_<NW*p^z)
zfk)@C0kg$MI;T>^lc_(u$QLqw+K`FBqt4H3d{Dy@Pt_+-hpPc}*1%%;G4`rKm*!p;
zb*H6|#^9=OAdg_ot2#V-d$dpSys5<O$9Vs9Io6k-2@>Kp-gh?2Wp~;s#jK#cj+F-%
z<fIw1Utvq(tj!}2&WbX=Ax+fn+_n|J=TPW@wAmF&k%fE-)I%x*h960b_DURaqF5a#
z2?vY`|DKM?6>@d*s|Q_74$gywQWe1Mc8W?+M$FxpD#eX@>HjvKami7-jiw(X<a}@O
zHpz~84@wCy1@>>mM|B=EfPcxxsVH6x<WJN-`NBxw=<C(69CJS(KV7hHyrqBkAtlcx
zB5&;g9L&X}&B`WAv;$p4=IS!v5BUu#`rcab65&0Zz_RJPUis@nIPoz+vEf9|Ea#p#
z%cvSynG@w8J6*i9$f^PcE9Ue7+O+fLRlV0Z6G?wg9hIZ~oIRJ0+%nvA5>-4Yfz+-J
zAF0fCotwFjzc}3j3C@vAv^*e!+;N_u`~mb&J~~~=<3218b8c{WHgsTdDlIPhNP^sU
zyy1pZCFBs^P}wX*GUNu%vMaS07kN9CU#y>ApFyXuVtQ8u+A>gB!@7G{pdKe2S?AIM
zAC^^QPiGe4J*=SjRWnASq^iV`LDou49MW^j98azXft@)Iv8jT5_YR=hSTfjQ+P$e3
zlC|2rsWj<)DjV#}2Q{)ojjDn{+j(Cpq#+B&1CT0>*nC^Z?j3`l*w!6AO<z@i6!!=F
zk^z2DavIm@R5sC>u-p<a`h_d$f$7??Q-4p3mkP?kET7KeL~Johs&r{<Y3Mb*ye8Ev
zhLUVCgYY4KLb`cZ(wV$XWu*bg0+2WkyP-8l%P%_l>b@^ZD+fa><T0G2`ohWv^bxrO
z;b;<Q1F5Ix_dVAubm5j#)Ml=RhGUW)N~wQ=g@E&cO`g*Tjs8;gO`o;en=HF+t!OMR
zNC&uV8erh$$c@|m7!#g-3y)nJ=9Bh^MX*Ti0r4ork}@ON+#w}%#a5~8A#bB(l_NoZ
z|Gl{iXa`Sok<|V068wM_8diSbMB?gRS`TqX+)JxXR%dJjOgb%cn}<=Wx&2vh2#8{P
z^so(oU~?`aiNnsBddOqBWUNzV4<?NbbQi(F{O3A_!_7a!X-yC3U(;$5%v}!ghJ!9E
z&?$^PpNK(Y+MJ(yN6ao`RGh3xBUdAyw<cA5Ko4Nz8Cx0xOfz^Hth?+7{13*P*y%Qf
z@ZpN)<>n25&OV}#_;a)<%I>dm;qbFaURK5n2Bu{E2_y3u!M(+%3Nn}ov*Nw`tU>T_
zBxi=2m6x;8Z-dO_3;UTtL3g?<2{{k*l1`I(3S*|8kDo@^&3-OV7m?N}sh3_bbsn!i
zzTLQFAX3~vLdhsz;l#AaJ4La19J(Tp88oPAj!orG0t<Ov?H7=hsKB$!9lQc+`6t@P
z*S?0q2zU#<qL<V^nAaq28CmK2a?k9%6Mz}fEw1)3YxpZC?+J1@CfOji#YadZUXCBj
z@r`om%abq;`2)gAiC7F#cXXe342fwZ{}9x%e0|THfpU^yWgH7fOU@4K#mPV_2Am5e
z0ew6Es_9sq6P`3cc<`i>u^<cmG`ExBj+Z6dk=C4SC~H)-e2c*67KEmO3WZ(Y8^84y
zHZR=RfhGluk&ux7{+q8n(cnl?&4vr2iC2-mKD>(+fbp}d(}6-S+j?2VxfS`g-gX^Q
z^rPpbu~He&{^!T(YaXqCj-|WOT=uym_dZe|nAe#_3lm7u)i_mQicVst?)6V4?eebe
zJx2tvfeMFwH;31m3mW3@)?kGAd6atZ*qK@7kiZt}zN#DX%T75-%5?4(N5$Ih?l}I=
z2`F>4zPSCl(66XvDT%qZQkcpe@rz4uB5~;+$9e<WN}1TF@4d0KTLrsV6KO0u6zL>K
zb@!d$uB&JPk~qO)IAZxBXNgcas|t)Fpd&O|^wBgMuAf_MRyXFpvb$lJhS;%u-rJ5R
zg>Q>%XSTPuMRC|Wn}LD2RcY6<m0Ot^+ov~Hl6O#JjVNZZ)hevvdl%LtYmSQ&Gf@GF
z5q(O6M;IDKj&fec(Ug^{rD57)A*~=y9mE#Nj1;SgWl-6r%ieq++0ndBi^WRW@9*N-
zIuMM%QK?eniJTUtt+c`XQSY3lsiJ{#n2$W;RN~bXV<e?qz|>pp((ZmDPX~nl@qVp~
zG8Ac1lvjph9VztMS{Ju^+!;jkl^HYXOzLf*c3Q!CR1vm1HkkDNogSNtG{k8sn61Ox
z9=UPH`Q<xUca1nxN>lfx8xE0_;Ud<VYgT@@)@J#1@kaM^0XAWT8}T7g7c}D=(XQ)y
zAeWce@&>VL$s1d_Y4jU$Ebv=dK<oFQFlUM*zag_ST{fJs#0=<&7Jj7A6qR|1I?rL9
z6fPipXvbCn_CS$bYxR3?wOJad^%HXAr<t+}#oB^uRk;dbCgay+rJEN*Nn4gFc}{h8
z8i=Y8VzVE&G7O65w@@|fC(!k@$2>x&5%8tVbguao$6v;^hu3ad{XUQYo}t<|GkPro
z(NmzvpWMRt{2|Ea;@vi@lg0@rxMGVw6`Gdcl<|GF90UaA`KrzJvy&{-@!Qf}gZoAz
z#^<OxVXV8uaSgqde}5dkXX%RZ;(Fo$N(oqN)$Fg*IBdKcs<?tU2}sS}u;rH;dLz-;
zZ`D!D7Jxu|7V?bBK-T3%EdS7i$x39^v63{xGc-M)DmKOO%VJ5^o7BUSrx=)hY?|@M
z05zLxT(;3Yg`(4)VoI{unyrkhIL_97jINWK>-+2tjo}r{kQ8Uu0Ob>Z#9*u&aBnLA
zyqs7H=^~z9PV2@3sY>V?%l9ALid8o(NC6w^C+WD-qoGdtc~`&tjxo1_u)r(|EE+Fv
z(Zh(`PX8=*wUv*SwocNH)q$^<>gFJ~3`_C}mBwVI%0yg2*)S2rY&`*F(t4#&n=Rly
zQnYN>nin9E>CdJ`JM07^sm?@^XiS~#6SGXmW*a8G%hFnlSl6NQ95wh!a*~5fK*C^O
z-r=HdY8Ne^f<fnbuRNaGe>KQf$C|8l*v01@OAD~m$dxUq>!M#%Q7Z?qQ>C5``E}|*
zjmBy})~(tIY(1&^EHvCdYsdd}a90?;(nKWsK4YUoR?e-USs>*UEyQbRTA;Sp3OhJm
zke4Z7A-Ac|h=w@OR+!%dk)U#fgla#2ouzw!p!I#o|6Am>5M87O2gM9x72V7)CbB3w
zWC!1lSIKeE?)t6GwCS+~G{SF~{0LhOyQf0hWnKH2JdD*%*+Av=$Y|%Wdz|tXcu5QA
zg*soZdnby1q;U5MgB#pdeQHVyEFo!aI$lDJBl#%`eb?e?@uYZg*S*mV^<dB+mx^BJ
z3~wWDacNKJC)}@)ACDR9&OL_bzSmErYn2U{PK$bHuof-bYs<=ijJrsfR;?D9%bHI3
zvWi$Knp#jC{8X0t?SAQo=;{reWQlo7>y#_Ae=47_Wa{z5ls8DCX-Og#=bzr?Z#OIw
zM*1>JLG2OTG%%6T#N0lupE>yTmd3<|oNOoVd#~e&0fRf!Pn4?Fpj3)GCi$I7Lu{RT
z5mQL0U>cWKnaK^jwQbG2v}tnmw6sJ+<U`{F@gZey*(`|u>(Vm4F#J;9@Fxt4MiNPD
znpC81;rtDt@g@$LHQuh7nUf?FJp}D-Sm>F;YTKMji*6*D9&d{^$iZR~Wn(n6GWOc+
za9qN$qGY#N%^cTVlOgTq<u5FTt@gi5bw?rfyJPdX);gGkI2!B0Kz&xyhc@y8if|<#
z!jjHV22TO{!*J3z=uT0Yitl>J<hXAE60CC0O`MUStwaUlJVkSAzUasCNtLc3(zRdH
zN<ADD1xlEu$r`E+@zNLqo4pAi0(=os6QGz}PsiaddX1>ma%s=;+*c#|Pz*mSb#}kK
zNHhC$1H)N&t#V*hjhyqnW>aLod%4r<>2IyzU-v6s*T0i`xY&a@%rqGAxuyG++u|D(
zPXTAiL(0_V^#%{hn_C{k>Z^2^RO8ThB+q8dOWI}Gml~*C&;z_Gk+)l~c1EX!^rC-9
zV;Z#hdqEm94zcxjma!*ga<F8-64&^gd^7jLJ}v>{QI6*N*U7{^M3AKIRGOK^W>JUt
zT>&2w@8AP*dVS-SEVQ)}Dh^bi?^yAqt%J6Vymp?x7Mt%oVKn$Gq`F@-T(-Yao&G8`
z61IP;ORedP0<;2eL<6RT<8x(w%IfuR7DJ|uZ_=oBQ*KvoDtp-jO0;KDUpI==m!II+
z1t3Ag;d3}{#gCNmd!1hy-)-YoW0iXEstBlRO_FP_4wDFUYeTUO>i0uDGY*l%Xr}t8
z6QgZ#$Mkx%th9+4qnQK)&|RyCq5QY$Vg902Lp@YvTMjNU(!QU>m*P1T^p&X=){)+#
ziz&|3OOdxflk$ECW+ZVxEk>i*@>+B#$nJ#jM|z!>2b+vhlx411r8XTd4tvx{IXT=%
z$s6YmJDopVTZK3jIKiN-n6Q^2&=7djct4Szh;fYNi0ymv&LN?D&vkD}Lqy8Af+fxX
ziw_MNN*_!`i+)rEbgAB768NkT)~%7PSu=EcMS-3kY8&$Lw=ZP=GC)54xXekgF#Rr-
zEwuhTdoleDVU5e(Cb$MDe=z-E<Q_}l>j%g^q-gI~%pF`~Z*iPJDn1&CbrpVcG7mAP
z+u=N`kYWc}Q5aIlh<liI$5bOZAUUu(qq=c=y*C$ty|nwJ^w?~3byMTGMR=ar8_dXS
z!66>)In@N0jg0MUuI2DCS0WGE)ubz9Rx4FU#vIT}Lz&W(AikJF9f<0b4xRfXl&92T
z?2RQ){kJ+pmezN2u$K9Eo|X@aw(F$>w~u<iE3VqNXm(_*nw0`mZ~aD`RbGbao93^G
zTya;vo>N?47SR@@7)?P3Xg^~i|A~tfOnuQk3K!F_hAX{_uZPW|VDS|F0E>(o=^fT*
zPv+LkEKOCtsX5435KE^wdMvm7%JX$64{ulX;}?xbQm*yqw+pS3E+oT>Ju`8qwkNkS
zt#GCX++pi2{p%$AD<ja;a$WG)uXk8<-ip5IzV|rFkW`>+kvB@NIrZ2&l;HqUcA#;e
zv^)(m7DqJzwKz2}mEvY0V~+8WM}#@rthg3CS(n-pWNZt9p0wVE_d0vKK_5CZZP(uD
zCY*rZjspPc8@9*axF(iAsbPl%IAH6iH@Y0R;a}c)C#Zr3mw*QAQOB4PjbudHo6xr9
zh8v#_eM_#utY4v)Ax2Mf#aBd@NXtjcCXhNfio;KH$*;1W%KNoUJgzkzcy##X3@~~5
zx=ZP0-G$Ie+%3@7T>Xdf^@R@~50(AcT7K@dNS~@Z7QCCc#rO`F7D_Ci$~VSIhs(1K
z+{Zf1pYAZ592g4TGBgH#BQ*VCE+%Mg5=R1Hf3LkOfn=Tg86pMRqyaL6WFmA@zLV>)
zHG4UI7BN5vg8TybodYNE=<MhH*WU~5x_v>TzQJu2!rV>lVg7OX#T^2!Bv1WuB<U`n
zxU7Q&R!>ULHtU(-3;O{yBRkW1xfG0WokN#0`X(Hm`;2iwrW*PrjF1gib<=dG5J@u}
za%;!ZXSsr9E-X<%l<j%9a^N1HahEn9@A?o|ij6y|CVoKkm*D%C4~fHffeM#u5?L=q
z<=`O`#SKlj)w2@)$`M5E<kQ=Jl&TuBblb2&l-=Z(j3(H5q<mqx>A8y)tQ(t<$rHu>
zYx1`WFlFrL^q5A9^pikDmjObjcQAP!YW&@Mxr8diY$C)>U}#`zPe6+GY#}eff65`W
z;~{5LFy#+ruQ%AMo1G8(2rT@~xd-X}pNMmJqvW4s>yz5s@kY%PKT~I_2qh~-j~*d}
z*2G$yeQr12v!W{)i(E^}z@zrPX<*=(9v;q#6LrXD!tpIjEtkd7&%8bJkeSYNjAE(m
zz6BVZ-y+IBM2>tZHnoB}l>^!cN2j$ab?TT?sSJzh|6rIq_b{4#ve{p5t5wM0tm#iG
zSp^EyEY)p>{kl9d3P<L6grE(Apg`GIrOpnaA8zo0QDS(+3hw8Rz7T@!Zw+~lMSwgP
zP;4e?dz1SBB(qJ4`D6e3ET&&LX61+0EBo^~YaRGGYWg=lPsDU{8p$0SsCq+!<=dBu
z`8H;*<>8*B#J6I_m50^W%Ro<C0()vSZL6Qwb&kf6eTtbB!KE-(z)AL)Stk7FO}LVV
z!0{!Z%|8s2MUlXMN@=FG)9A;bwA)SSry9n_ph8C#k&AdP#t}mkbX-gq>%1Qq$Jpz<
zjwWv7?*iIYXvZGPd3Q_hBbE&1>{^e@soL!q?M;W*9>u)`<zg0x;YM|BpY<)POGSpj
zO?B#e??eRvG03VhE1nOK+Pte*folQ91J?WyV%Atu(r274GM)b7+|?<>asrWf;N+mx
zpKF!a3KfP171;@g6mm14Fc)q_T-O8{X}$(Rw=Q;tP;RH7equRX<oKP_^qa8)8za4j
za&jH-0UjoM{Z2eJAj#as-ne$DT9<lBdu32Zx4`Z1CWyz$4a7SJ^V=xyR|i9G8ilYF
zy7cwmkJ1F<T83>qGqTPP>Lj}1^ov`oR|OtUf$DFnwVrsIC~bXo(+&dh)hk1PWjz7}
z5TTKim^q*a?%6^_Qd~;ddAgmedKa{wmlIps#bfLJ!Dy=ZIb4AgL%(`wb&3MJoGrdv
z;s)2yH(K!=L8@keg{+{t#2NXofij26HVg9_`zk941nH~TKL&78n+h58=U;OuCoiOT
zi{{V|uNq39SUw<Nszx_9<vR&vl_$NQth()2eTNru;1w&nAe5X;lwcXaQp8W_4>2vg
z47L3r0Fe;hvCXMT_Eug9R<8>Hdp|3ewrO~35o2^-UJsr&@I@e(vHZ;LLOZ%-YXit4
zHiOhPC#ljAa1KfmmA?5b6xjk(;_I@teZ`4LS1bZfezCzIIJNW*$Q&7p$)+AT2hk;C
zoD)cjDvKv{&9up*QggjfFAN#s{7P%x%A~YpJ*=e_phDpC)4v2>Q!akKy>n_8qSL-=
zV^!=&PwM^>l%uY@yeGEWkH|vfl>}nc1Ec6|uZf<n4f(U-Y0MTf)CyP-S6bVi#e9=d
zOAg1`PstKC6$^#Bk_Yaz31(+BnLE<IU==~MWz!YwsA^a!SjI^lKXNIPB$}@IxWR53
zQC)ho8W_%_OMTD<pR7ljhTTcSIGA^rH6tdmP3lQ&9PdrTnv-&HjDHMvdcNzKp|AT2
z*82J{fInvO4BOBrrzN#FHCeU^Qx)l8<5sC5q4FG?%puDg_`2I{kXfaBYRuMoUD3)@
zq_bnNQ%GH#Nun7hdsLM>S8@a6L!XAI`(rLl@p6a$PoS%j=OpAUm2ft{*-Mn7N5RFs
z35P*`p@fUP!c(`~)q-cAYyK>6tl6#bwpcNh>9h(Ef-6%TaX~S~Dz(g2enM#u8Y7cl
zXXzwB3a2*Vv%3X}Pg<wFrDNqN9dRjA^T&IJT8Z7Z;u;$3`Bg{2=Nu}Mpv50Eg1w5C
znDwt*hr1t}bX}=fJ_?Ngn#2bY=bo9cD6^QId)LeC$$&LK5IsS=b0omKYb{*OrCxX>
z#avXVOn{6Ulplt>L*LX$*07Wt@%ZjKE}E4g6an3Ee<ls|@ePHK0AB(ud!Zpg7f`D|
z^1e&w!-Z@p+lES0FE8Wu&bQG(l{67P`>Q5Iewiamw0__e)FTU#Hl8x%Ak<C#&8{ms
zI_R`h5DyREdZqtfT^7!nu~e&Y|0=R{gSf@}d^#HVj?$@MqDJ0|_8l@JJs!D*0w&cp
zxImQo)>f=aD!_@L6gbUa0$oZfz!>3Zt36G@uAj&EpFa_k<B!?3o7F!a;^9q8oWh?9
zqD(U-a(pY4vJB1GRrm5ODdf`k%%~#2G-C`{Tzfbx7PV?rTC?6;GQSQ6Wrl|<HC&WW
zKRZ%dbO~Q-_1}uFOO)4SPSi;9cG`{=KsgB&h<0UTSB-C;f;qx$-<#1N3iYoZQz!=H
zQha?S`_#-JHhXNN@pQc<+hQ2eq2Dd<jD}Sr_Js*#A=z_QEwx{butfgTy4FZra!O@w
zEXF*JHkI{w#H9Kwsvw3v4Y35urZ$C&zG6CSIa=s>ACu8GdD_KYE(!8Cf>zJZ0W4X6
zYrI~N55jplITt==%Es=g7j4HfN3Kd<R9Lng&J8lq^@2A3a2-0=g%#Hk6DA6DqkpF_
z@=m@y@n<O9Ep5>jk}=pifk293LAP85dQW#|zohkjd`b*haO`t;e@7Q;k$mJeA9U`q
z?#rMkaV{s?ZTAVeO<LaHPj}o+P$4-HI3v<9?OFIEijyEm+3!<2zs8|I8=KjdLHUYs
zQFA3%5eZ-r#>C=*b;)N-8O01gkScxppoH#p$d*A0#g=M)<|i<q$#OhXm{(^+I9IcO
zFqHMG_fqk|?7@WWhlEQ=mT&(LqlVB<!~5SB02_Y^>}(uyhWP?qLv4l~HpPAV->b%p
zY5;TV^c4E@PP!#M0{~t;D0ikJu0p&;@ny0I^q3;RHQI+2S1o-3IK6Z<KryRZWUQM=
z*$rvrps?%me1~6)Uo$33t$DH5K(&}$=1=ZWKehC&DA-5mH$>+1aUj~`J5tAbyKGrL
zYrGalq%7r0A40Vy$Ja{BN8~2TxZm-Re{eU~FQOyc`TWA7ndg<I(`!;ey1k0xw#g4K
zzu2CgMWzfE{bU+wmSw^vzhs#L?Yt?B|12ai+$`OU_$d4e?MPo@R-^;BA;Ew9?e5n~
zrB9fiXmt2vxQk(vWnb8Uq$2~Cu|E6rtM$!#3Eu~Qo|yfzEb3KK^N@oBupTfIUu!FV
zi8b@*<#lXgg~;tjo?4%mPl=58tU5kgm?z%9+jAFdMFv}+dY1S(t*ZQVTSS}EIJ6i4
z4l(>iapdw;shQZ-jIiX?rxeU_*I>C0?+TTpJ6S$2>!i*AtuT5I^Ii{9=vjIH8FteO
ziKb7!;=wBW8#mlB)*rI0w-gv2SQ-LvxB}G$n7{+aWR)sFNfj;zq^`y<RjgOWn%dAe
zeAI1L6&k*NHDs5NsO^VMYSb5t=$<tVEnpnd=@-#ox!deCUe$>7QfCLavYC}2yP%<{
zddgi-oEfYAdmt)A7qppS7)}8BXtv0Jhk}9R`g$6h+FJD7t?%y0Vd-rLSd$!2%5hFO
zDuNk9)@uZdC>Veqaxhj+1Nti3oB+sxMv`Z>98YYqN`%<VSn3|vb}LwUy@~E+$SkO5
zn~h6w^+Dh1-Rhj1^@9+2{kHoDzk<L&T#}u};~CWwXF_^VDefBqz&>4~`t95q=!R5r
zUp{6su!>#7*v)bZICw0?<_e4Vc)Z7ltNbQXQsMfl;X?_tGB{H!Q`fnYCkRIRIKftS
zIwi70CHlKzW3s_i683!w>V>AjeP#Q<1TH$L$|~d;{AXtfJljvv6|?mc)~zuiAAc{x
z@ZE-TW^{Ot_K;e115QEGz6cSV(PS5mxX@qRYUu9$T1ll*MdM<v|NPNU;QUM4@eJq&
z%j&Px6-m0jkzS{P@!ZS=3rdODIFkzhb?Cr}A+;ZhMp#$FCU?l)1LngYP;f|2ZKi)-
zs#mPh!p=}W2kc>W@bHcZq9Ej0E_>E-yC|pt0xM(`(s>|}9aBW{`BTR834qN@u`USc
z{kyox%@5^DD`@4lnk-;qP?(w8b>Hn@(|$`WOtUX(MDN;8CP2NnOW_6!#>Do1wI9{8
zqyfJWFU`&t%#~{!YTaz~+@}F+)2ZL=8+>~>*aUze<L4$|gE7FniPpl~*@zu|W?Ls!
zGpIo*_~Sc-nTVE>-U6RE6M=>jzpB}DgVA0Gc5Kqk#5IZ+RHN`KN?`#X=~88>qp+-s
zO$nqq<Ne<tW6h<Tw?UwG3A4w#8Y&jskV%_QsR02H+SZ;24;azpM~lPyt0fhlqb`_N
zUn3btEGM_TQm|Uzh>l6hH8p(du+X6SV}Vh0wtbZQ7W5vMuT!zw<)EEHY5(cDm<v5z
z<=7&c*9K;eB<oh+G81yamNI8P8%yDOC$JE!KJm^_(%7-zsfMgW&!~x{XN?z++j*Jz
zldrdpvEuRMUeUzH2^~$ydgBP?&Xzdo@3sbS#&Xl~cY#OJ?hST)-L)VKo&F%10Y)8V
zhoQTQL|}Bv@qGD2%;Yq^JS;K)ZuNQ878k<ASl@H(cO1Lk=yK!m+C~*1L_A&mciF!E
z^9ecBgbhZC+@qYS>MTf3)L0dE>|Xw@LpyUEZI&gskuSFU=oSGef1PYid&LyWuxc1O
zio5hSa*vssk^Rh)Kf;q6>nxbLZq8IqfJ^bSN#ehwIAm&G*@M<#kn<{arKuge?@_St
zw~k&?8|*fjVBA5V?Ow}8Tbt|wHji8X1t;=MW#mRxAlsJQW)N>OCNG{`C2#l44$a4P
zpH_$TWK5VoCueH+WunEx0s_ji%lyhj(iN(qr*$F~5mQ?aibEu~py$X!!QR#q&^UK!
zn5y{0wu*-;gBgGg4b}7kC!ypYd>mxo$Gsz>-eEx)pTdGKYj93&ZZ0>H3bP#2<%izb
zy&zaBCri!zPT7IME21YLr!hOT)w1UAV3tIIJWL~He#RQ=9s0R<?y}93Kf{nvjbE*j
zvJf8RR(Vr8F=#Um#W`iX7xL1#BvzF*E{09QXd!*|WN>rMoC6Uq(`TLXDmL;Z95q$T
zF7}wA1F>3Im-+y>*};a()>1ZgjIZhd7n(g#t-fUMtg<pKFjSMp{al^)KjCU8=nCwz
z4e~68l76uV-)(u&@t5F!;JJCgx0FW0jIEC4Bxue2mEa0TNzslT?v3=2M{m<r<;@a)
zo$f~cXHX&y$+m!vRN~fiej*SAJBCL*UgYgx#7*;^MXgRC0aSJ-^OfHyYEhmRpp?AD
zZZ^dvOTS`OceunfF<`UtPV19UsALudxMm(s^MQ>=N$2R*@#e>r-+9<<+ZV<LWOlk3
z|GR5;WjmXRFE|h<=AI6im;om~PlK@>v8Q2zOIWcopt{r+1WnCxWpry-pkz`=NrphO
z9KYMy<mDu!Iw(~^%N$a{f1;Qp2gHfcoEvkyTzxfjb-iO*`HieC1zW+;aFkP$Ca*m@
z_vOUGHL8Mpvk=PO-E?RKQ_3#g_p$YG(nDmiju<n2^gZ;)@$(3Fu2-Qkw>aZJ8Fytp
z*|E%K_-@-;0jwFfi;x1O`@tR=kPO2%oipAJwYNwr{Z3cX$!wIIK5S{SU<}M{xae}-
zno^m#b(gph=J$L&i;faEp+g<sqYQP?s9H<H+VJ0kO74MQ#?b`Oz&^1UC17Ji0UnT<
zjbdXJvwYoM#Ld?fmF+fDvg9Er^Lc?1xy_XK_Sh9E71ern`@CY>VGNqDb8xI&Ao45N
zRHCv6w3~LGhlitD_Rc2J(B#|LvhXg|Knoi}g+WTig2R?$l7M=0-xy;C7bbqCCunai
zVS%X*)!A{iGvu60FA^944jQ?QS%*F>i!LpD@$Jn^Tq&JMMh@UAOeH^~>h|?)MNUWi
zSzP}_t)Qz@>m9UXdExv0s-8ky)4Ds3ep!%Fqu9kleI!6<5ck_(mwx>1>*u-_!U83S
zo6MjAsE*Ai>6{4Alp|9!Ezs3EVG=?KB%`jD_YpJn+z9VcKwVmVxobif59^F2dje*V
z6PT>n=gJldt;e`ErsPG3``-8=TNU{i!f77><7bB!7u2{U^$lo`Gs4uk5MHq#9<{u|
z$erz@(w{~Mc9+yIpwfsz#u0#}b<Y;fyUa$jglv<^>#MjM8P%NY7=Ann@ri@w6G-N$
zw;h>ghSq><vvHGAqTvSvcx~;WP2`2FT}v-Ye@o9SsFUDEAk@Lju$D@q&W;4d?J4m~
zd?fts9WQ@_ds@OU`&Y_)rWa4mN%{NOQbr7)R2V?wdeRLrTB?mBs^cKZPUd@Ffajf0
zqd4yuW8BXDuT;K20%r$TsIG|!Q>`dV4Gr&NWnUo6WX!mL``Yz_T}_kG$nK~Ch*%Ix
z{J3ryMzY+9Wo@l6%kzGj=Z_-7LTcYg`vyLfpDC5nI<buZqU+*Os(G8Fg7sb7GNTmw
zM$EWjqL(1?Yf1}~sNS07k*|i2K_NO`YibW&5bvlz<fjnnTv(eu$D!p=S>7W1B2Dw%
zkEgjHgC&Dii9-_cQtRZE0ij`8In%N74Zd0Vh@^!<ldQ9{YAevDS;Ys-rNO#<;)X5{
zpGLW%_shPY0+ySR)^?=qwja7jOVAH0Y(=P}*3l}T=(t}ReKGFNP&F#_z*P{D;i7y2
z=`eZNOk`kQi?ghk?BMen?k;7{RpZ#&Zoq`(rh7No?m=9F%|;=VKjYb_@?Zz#XsM&9
zc$ZFXh)s?pI-i+Ad)`XCQ02AT%%g}^V|A_pLyu(3Fr_TZwGo+Me=3a%RulF&*#{_g
zU|c)bl}GrVg?;QY$=>8$SqN{vw|MtXf1*InS4Nx}!(=g2wztfXX6IoudDR(bgAB6y
zYIZ~l#LP%_C-#wusb0r#xq(9U=itt6ekVMSLhOeFO%*DrySmmLy4qy?kU(Z^JV|zR
zhIBCohZ2(C(Ep_D!e|o^YLSz9xagEm<^7Q8i~#aEda!cFYPr8hSyoOXlWW9Yq2WK{
z2QJX=uZnlhUL%w+Pof3xH;E0l+xIh${EyjeHCe8Z&hf8rDH-KW#%fA7@9g+~`^H(Z
z4!6>qFdM2?1*8=Zr#7abJ40jKwc^@Txo?wpc{8O&c|~vbqgzHtN+16v09g3K{tT#A
zt*j?>N*|u<yGl&;$dKngvYej|Dr^+jP~5YGdpz&eVkDGxMY}w<OdV1hym#wnZYT8-
zD`Q*SfB?8C3tU{xd0VnbBb}kkWAt*akKhNza8OF{W$CBO9WAaK<@Mlst3SZX6gAy9
zfjfOiTYm{C(jM=E9cL{R?>4ZiOdTk;{MN2pp?qrxnCe^67U`Ca{`PwbfB#715q+9B
zqe^`P$FI`A1hF0((z9|@=7bSF`hhhC^Ol=)hu<Q>d(<6)3vCrTRZWQH`>JMFf9C$o
z^=}N;nHqbJhW-If&0PMO!a=+srmS!9LXM2U?MnUn8TRpnQ5`tXeC>v>5ye)mPfR7{
zF`*J$VogaVE=LMlUUO5^*uMns3YVn?i}K@9_;BTbk^d-#(AQj+y?$dJg8~7)(%<4)
zZOud8TEfYK<TahMSjg}<k*=pKE}pRO|7%|TffW}fWsdKb)cbfDU67^^Ljby5AwBEE
z^jIO*M`LE=OYdE5&Gp%nsiCpMO|K>n>f^lGV)CzHgYrO(a)+{%e7{0>_23j!<3=%$
zXI`BtBEuk7!rMGdmD@&n6(SvIYVWV?{+A%I;&NiT>zpHSbp9{F4}m|R^`$BRUrpw3
zUM7sutj#g*<HjYNQx8y0#aW@gJS43=XN_0&D+EvcQf5A6Fy$b0TSM*>)lo%p$NHol
zn_1au<)xN6e$TK*XYTTq02|zZ|9KpyE3<3Z4fpmtG>)e;`eDx(_7zK&r!yMR$pQpA
zWg2!AH7QDH{HUH>5}+8U?Rb~m5U&f@wWB;wwZd`#%AYIt6%{J>U5oS)mT!y?4n;;t
z3=~VI3<+1+fQ;VX`H87@@fC?bDvd2Q|NJwFUGWbHkCEwU4Q!uCR5fxlNyWUEHaBm3
zB!!BgAzPj>R{IWQ|5vE^L6plR#nI5^tv{fXhC&Uo7AXssGmkRu0|qgb<z6*^d*r}U
zlIX#4&oXf6TeNrq$H1MjUz~VjFfPxLIh-q^D9Zo*YyI=Jg{>w%QXzafoLMx!?QR^?
zMn_eCif{Pa6wAkCg2$nBfxi$tudj`BEhNBmr&M0Le}K`t4;<_Aqs{+ouxGr{?fq$@
zmPfcfG06@M*R=&g)y67i(*nW#FLJ1g@CB`aYJqgC$PBWMnq8mS9xEY*%f_;|99yW5
zm6o;(5AZLef}ILcvJH}>Ua>hYYcIntNPL$Lh}1hK7}72N!3=5Jf*M|)w>2u_u^t2e
zV_<l8RQKY~SGGQ%FaF(+>e4I5qYR<a$NN3WT+|JHRLjk`k3{1?8M;=i@TtL$KOC*S
z3m#zp_InNA!?FUECIZ_0{zn${)Rv)1J^PG*y*lD?wS$8vZ-zQ3!Oxl7Fu^2ZnKCta
zZSmsICB84`2eWOt{3Q^+_<Yg+uN9{uv)Ya$qKrB=g@apSpN|y6@|#o=LAQGRe?H7P
zc+os_MZlJ_?RnXwnWFYvZd$(N+qJPr<79??NkM@D>YV4<A56!9L+)9+ZMTYi54HAj
zrZi=>a6Z_;ul(zr%}-BD(}ISHWWuEQ{b`8P@_?ifDQAP^pY4jv>B5K<z6!rA#yCSW
zL)RE)RZlipf5ytn(PC=;r^gCJcwGzdYxI8!G}w<10{*9(7FH&O*F9l^nQVUv)+VI)
zC)3My|Ipt}`AZ;w@$EkqGWvE{>Gk>Qq6ObW{xxc@4S%o*`wX7J^6GTB79<1e4Q_86
z58n9K9C#y04pbUfy>42>8#^h!ljHf}6$T&gY6V~aa&RDzL5INRn%FSyyqy*gO=w+$
z@LJ$cKLEhA%dUw0O!!}d-{*MC)2gCt$~F>>@gFyuT_`i3W>~H{sI8vm!vcnTjtrmc
zpP0cEJ~-i}Pj)PiM4bPe-L|^eR`?@aZBo*;IimZU9-}s=@AMJ6Md;4`5;2rWNc-{>
z_4G51IBDCgQwiY#Q}B^@tow?#sPppT&XMw8f@Rc1Zn{Bz3s;~7Eu-p%YbG2EnkG@U
zhUT~%Kz$R3^*<oo<R*h-?X^pvbG;J$jOY1enxKvUvNb2FsybOk>9hLkr*XrBxRlh!
z7>?uWx6iL({ctc6$8#NVInDNfT1l+A&>GjaY>6PB3)usC`UxO5Cah`=2R(!FE&-;$
zY|f#8gZ{gQPo>(1ZHaqo-ig5^Gx~1^7S;UBG55Pr>12n!`pQxJ@ulk1WxPi$KF56B
z-Ay~jI~|KaZ+_k7M&TSn+5soUZ11o2Vm;MbH%^K3QKH1$(-Ikbd2zOx|NM<XMWpj|
z*?;{IyoM^Ky~|>VOWM@fadO>g4s;Z%owfWJZBIpGa)H46C#xgmgHC^QNzpDZqc>!D
zEA^5cA;WB_;>W)a73U}t`sfm~IB72pm&f;uIQ;BXk!W}@gRcjm!^~=94iAp7T$0wq
z#Q&E7;^I%-{O@f+dR9&}Fu-pP6qM`^pOhrR=!J?S@|2hi8>S5l70GqJ@R7+t*aBUO
zZ6k%h9pKN+ESIuh>e$3~JSU$I_QktnLTYkLF3+UjGEdOr+lo2$Li5z-=UY(udQ^|A
zxf6NM7r>x}@6QF{@#-(<gxC1Fr9CO7iI#2y`wHaUz-mFE#jX#of5#{hk3sVN&sfen
zls4=Xt)_4GL>JT@YX*@0?~ARWiX0b-t^V8^92-!rr(dgvO0i+OcxY>D80MyNsO;fm
zsKJ2rM2umlSJKr;d6$VVr^HYE&<UTr^RkjnzrSx?=0HoPdR;!3*9A?PKFcJ&-OwPc
zC6oiVqzK|<uuD3`t2U7vSx|4&{nB0R(#C7NJrtJDS5|k#O)gUXx;Hph><`Vo*H;@)
zR~5QjfF^^Yi)u@8=FwKxsl|`Pu#_aHs0`P-BI9t+_gRD{9y=1p<V61r!H8{NbSYVq
zW24Y>Swx(<nLDm9)fmZU+Lkk0Xja%?!q7%{6VN_&GWT(lnQOd(f~u!(&RMOVdcNtg
zm$AYS>g~qz*Cbi%w*$cwS$V-n#(jb>xThM~fPF{FR~f~^uCZ*M6^`+RmH>iJBhO70
z;WfBx<NR%eF}l1Z>OXxbDOEH0$)^vQ3Uh=C!_~=1-h%joHq{3}b#T#SlnaCi+{_hf
za%7>*$OySEor6_AHcG;)ZISFwXM_2OS`wj|6P)Z4N95nsyuRrRe)vcH^LP5c1oQvu
zX5MT;e4fx>$?$pAuALv4fWt$4U?1b#C+WA@kKc)Z@Ez`L&GV}SO~R-@Dpq+V!SL^Y
z2|TRuZOJ}28tkEqzfeHy)px$%mc&b#7|-L%K;NK=FSzj?bRxL+=bzpG^yvsh{&jak
zo6Un6yDqbjKBa_4A;IMT$x*<(?3w?ku2Pr&AM0j%t}D}GHlPgz5PO5Bvip~z=I!`f
z;Ez&Wob)^Jx~Siqhu^|73~uEBX{3e>|KMWIAoxd(-5`lCUg0mMJiA6;t26c7iPSWy
z9z(Yfs%!pESU=9kc(TvwZOHtm$Z-5}lZ%AK2whje9^Pbf>VPcqiDpTL#8LH4cm4Sf
z&!XyQSL0IJb{b74$|K|VnHCgi#j`*C7TQ0!pv61ta){}X^4DUC)wq}6_VA;Dp72hO
zkwt%M7B+r`&=gPgjN+SIN<T=?XmIT7Ev6sgE+hdvE=msg#d}(I6vWs$2#>4aeJZ^a
zg66d^b10zIYUS4HJZ+!WEV$%6zi>`tM2LNFfhiu*w$pFRwutEw`5fEg`|Nh>WyR9j
zlJgmd!cKDVwMF2c$5P$eX0ear=KMV3swa1v<(77|fjnxX4p`6>@I~c0V0Gun^SN%5
zQwjc~QTtDX%;)G|0o^Yo>c9LYsEzvPI{F8Q<0_1Y%U-|T@P{VU>Q7(xACokTmF7!_
z2S_D*P9}p+!r|r9vadj&3RP$cwx1D^lgFby0H;!K2)Dhkuispd(PmW)F*DKWEBkYY
z(dj?C^Z!q*C3zwAi3mP|y#G!7A<6p61o+~FWEy-0x0LDh{-xXca|k{Lga76b@Ze>%
zBly1D{&%Z5z9`MVAOHP>p8#Kqkc=<y)2;sz%3#3s-(2f|g77~IM4b5YLhwcYuk^n%
t@N)i@yrr&8N6zn<7xJHse^2`Vl>C2R7vv!b`0@}$_zDmN|DXN82>?n}E*t;=

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-167-Agent Architecture Diagram.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-167-Agent Architecture Diagram.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..85f3d5c1b49f42d210ff0ae503e83dbbaedc6edc
GIT binary patch
literal 87119
zcmeFa2V7Ixwm*K5CQU@?3Q>@vhzL>?fq+UAkS2tVibxX>X`u#1K$?gMC@Mh#=|p-b
zN=Kzv=?NfBAfW~b$^W2^&fMQEZ|?uyH}}3b%;z{c$=>Jez0Tfyt@T~swGX+UJO=E&
zsG_a{P*4B>1^6F89t6$<yJ=`>X{dM8($dn=?WSjBWnyGtVC34jpP7}18^X)OeemF+
zBPWCo@g3(scu-j8=<$={l9G}Tp)>NQCFD+=l9brF2n8J-9U}uHCleE=#NmU7C4ToG
z`7OY*d)F&kV@e7>U>6GoB?|?)4uF8|q^9`#2Ymmd*hNW2O+&kzj-CN5P_!4=ML|iq
zi;9w(nu-c6?Far2P_a<&J1nk5vtRcrEuRak#GUAuyZO)My<^ksz#Tbt?e<+ddUg&@
zE^YxqA>pIPB&DQfPM?uIe?eJARZab({$&G0n31uG)phF|Hnw*5u5Rugo^UVkz<WW#
zA@@VW9>qM4jf;QsG~rcpO6u#h^o-2>g2JNWlG3vBn%cVhhQ_Am_nlqcJ-vPXp9V14
z@rlXLQ`0lE_@(8Q)wOlP#^z4HC;-ZD-2(sp*0I0n7Yo?0T~t(*RJ1$&qS)mL9+WIp
z)Q81s_9^MoUUk{eCvj&t>$&KcdGF}>PwC;<uHEjSXFno|5y0<s?Q75eYaP4$Pxb6a
z$A0!}0AQq~03RMD3jhUDacI)T6R~8#5xt_(*AcrMUqc2qgv(*u#blsE%u=N{R)+5Y
zHLI?19ILJ}@P{4-K7%Rw1&OnY7taOt?<w6?xk5BA96D#`$(US?SLBUV_CgUwKOi=#
z+Q@)k6fT*>K8fDmWkUw48wonJsk#;pWPsuJDCy2AGB9dI6ea^fWzJ+k@hKTt%p<W<
z%v^>gkb#<^5;BmaNe0&Y$pAeR<77$(+656?Ul2inw*lK{G_FLH3{3BbZm&UWq6nsO
zWMG93N!o&7{%pdZQuyb`!cpe>LBuAt_SdnS#H{fu&sPS^>8qX^-fv}FeJwk(n|pv2
z&^3eICmkLjAPoKFKDEfDQwUt5l>(<PIIbZ}e-6VxC*yzYlH~DYVHSbaj<SdrZ5!OA
ze*Wex<K2%;fJfmUt$hB<{e35Yt2~Q9<+->aJn%zz_H+;3zX_^LrK`%UIuw84L1S|t
zF=5_~m>VVo(I|O>wVk6&%J9>q2j>Jik0*_Xt%&U<15Fj_WT3Bt4Dg!?)wFF;j(}$_
z#B|Dh(#Je9fK-Dn-cen%jv{U<kpcgD(^mn<5I2m-KwAoA{fqAQQ!6r{@DMSYXE>ci
zkNgw|U7n%c-eUb(#GqVwSK80|kY9?hIfVfkKdb+Fi~j&Y8Cu?7**bz-T^7wgR>OaH
zui>^eJf5WdfedU;*iwpMV8pO_GGLxiQI1hyLp0@%u71j@NMh#i<yZF?d!?57-sAeo
zCOKHr&(Q&+&L9KL*P>>Tn@rxyz~vufu0MH8qLJixhzy{w<#Z^rK?{x}raGCo)`Wi+
z$#T=7*8cJVvau3K+7A0s;@B`Nh5palQ9nwQ{CR`#Li~3Zkw{?IxLUQStV-B@TKZ(l
zRBtJ-VI(njY7=o0ShW{^6+r)Qb||<I%*lYjfs16Icyv=>ZhCg37UM~L>?lGSL`=t{
zl4oa~E=Yr|PI~hyOc?kB56V+@(4`Zz(A5QS>F=Y%6_6Cy(W^s<V++LdWPooWnG9Gg
z5+iRR8K4u)KHzL_TuR!r7ABmuD@>$Csx9pH>mr3HOb)NP$t;bC2x`cXN3{y@HfNhi
z##Wakw{YR1!GZ-v9`6z*)GTwnB?pGfaN~2*K{odkZ)hHL;%ouzb<O(j%IW!<C!Kih
z7*sta@<!SlrlAP>n&6?w4VZ}R8m~|A<vme|>uX)_+uas$+JN5l2#Kv4lv~0_HsjE@
zltME`{s-{}A)%z+-UAUHof|hlia(MUru6>W&YiaY`Z)D#2R7l?(m(a>wm(-f2gCeI
z4Nwe|WMKQYBt<MPi=^y9269`>hi@V2(G!M<%`ZK}dmd9vY$Azq!X$9@O6p62J)1==
z86|I~kpeBEzg?0oaGZHBk^z2W4#rOM3Sb_NYq)LS7`z&YB6xqed~!qO^T{n48%MxF
zR~fYKRcyf~|7fPx4SI(C0cVnEb&V8wcY0}Et-&;Tb8_iLzq>r%v>W(Y=dX72H(mVM
zUDVkEGVrL941iDm;>yM43h0JN8)<PRiP_)}9FKo%E>KP}2cegAS5RAyWZ;!Wbrk9u
zi5=7xs-1}W5>lx5=DA#-Xr{Yi!s*9_UxfjG<na;DObjoN+V(*&N!9osCj$@V7q>kj
z?<>%M$GoZnWloVTk>b6MqQH5E@)1l?_M57q*`HMs{boEeUX1q*@fIztuRB~#8yb-~
zb)V0U9;FAgQoDN76eanpw<lu0@Ri=VE?y|38+^>~miLW-!|~?0kUAzlzhm--1G=}K
zd9c%u4^fW1cHG6x=qp><={WgF?P^Jk-NWU(B2Vx(@6b%@ugym7T&kaW(o1G`sCisx
zToH<@NyeQ(BXWuS-IreSYe*H|J}2O$5n+S0%mG}XOske0<^-FqQ?-U3_(sOa&%;B!
zbV5mNeFRv;<~BMaDo76Iyl+I-DcH9BWCn>YGcDj@I_0S|3dCMmSg?W|;pRB<&@v$b
z7{aGT<*roO57s6^3QSw<$F9>rk6Vr8EfSUR95uI2q-C2LTg;4owhmlWImXPKt{t`6
zIH0}Al(!_~&jY1jL9ji6)s#O)@>)Lp)Ycgw;g00IgBw_^8&FcY9-z+Yq<A*q9dRzC
z)7JsdP=CwRVmiUG{L@Q=N9reKO7K?lSx{vO$ft4B(e;yq(BYAyX*B&SBmV=o7@AXD
zR&BQ%0_5_yNc;EWbK6LAh+^O1CGU-^(lVC5H>#Gkw_t0&5T{RTIe{&o);&Gzy{y-X
z&x4;f63d{ZF#8d_3n64X7mDH9;^_Bqoe~yu2i!;kq#jaDDXD%*c|pPQ?7}#D#zF~a
zMcSubXubitPHNrK@XPWX9VWGS)831U)P#-V;{4*B<F}#&6sM|P%%<MSkA9LJ88MxA
zj@VpQ<XA-?oHL0JyMY@G%(<F?9l9|)tG}c=2zhZC!AU52HxQHwFCOU~zf^h)X<tm*
z<>wHI<3WZyxsS4dIG22eiSfr1=uURq^;5TRdCm8hLs;Rk#)RUBj#8s6cGp^-LlRCt
zfAHjV(jF96J0iF8C}vJnTbrdx=!HQz<D^;}TP$W6fu$+SGO<*6L0ugJg-Xj%uhv@;
zVTC^0!6T5ugv+s=@QxQ}nC=WzIcr2->&W3(l+LERLk1{VDJBM->zvu=HsexX*|DEg
zM=;e=KMn53-gjxMwmX2839IDKMO=p`Hi(p^X%0Md##*)e9cz16XgS};-W>I0#8Id(
zh9rsHt9zYLfdOg{q0bZADcw=~i0ZicS99f&IiX$eXf)i;*miIBrB9cqc(+E{rPrN|
zX9=O~lFv#cq>_Onqb93MOd7a8(gh|VQkf2|x}S)Wm0WXV^MR9X>1-3+9Cggx@EWe0
zE2bjWWx?mC%++gz+W?=wTzljaJ?JRqiW0M0s%erenP#cn9U5DJ8zw|8yh>E|Fx<hU
zi@&_r-=OFuF1PWeLO;nsFbg|+pO-nYPp5DG%j>QivAVtcKYFdF*{kJjsm^Rz#3@E>
zVzMm9;bb7(pA4+xkRg&3orGr%(*6f<?`IcYYfHhJ?(>?xX<}<sN+;@f9}muQc1)|^
ze}XU%S(I2KI#6O0hDw5ooNvmL1WvX}P&#t9xV^E1vJQ-#g4}m&JDxsxpZ3ylI^`>z
zOe8<v>FJqA%mwz+k&{Djhc7<>RRQ+60zbUKyk}LOK{fBL>9iB)k+vFT&T-^z2W`xH
z(5fhZy?1MBx_vP$X87=O=g<=5Ofyd=^4*FhLEYC<P{Fw<wyjv3mBN_B4@cE-Pj~ui
zTQhaX(>=RULK2+c>@M#Mtv&+x{^-!RRxEUBh+**M2R@`p4ECG|Q5P3H#{3bna@gFt
z{xBI}ABTa`J-^XToz=$OZv^Lq?$>0FKEkIQRVI{_D_d(!h{v8)%Cak7llE|4R$?6W
z>McXEW`~TW1z*yB%nLm=1S^>)>Dv}tsK}uOq{q8hDVhoU8y^vZ7v_|E=9S}$tn2bT
zuFi@)=_c_Lo)g+G<9eg4*jhSEO`T5bK2Vp;&qoeOG37$XJ1!7b-_3365u^p2A1DYt
zjCyMIcCA&I!X3f^U#!{Gie0O4w$Cf-i<Rza`!E-6kzRr;j^BP+>ctC7FfAUsk?-sH
zGVQ*c0OHDJ4%-i^jVe4M&1j6ob0Rmlj@9<-E`*I^8+7WR4(&_dGkBE@Y`+xGxp{sK
zfl}M~bGdZDs??AnN1)pU+~U2JZ7B{K;X4QqIb?5%Es%}c2ik3A2r^(6Y2OPAMNF8X
zL7AxpNK}I!S2j3+K4q2jhy)P~Kr05+_kA~Vr`?j6g}TYWM4sxZ_BKrwU*)JiXb99p
zdY~)ZE8kQnrdkZtt&%;^Vaq8K$R6kf(sp!pK?I5=1H>3D{p}u-I|B0#9HM^7h`!RK
zJ?Se_pSeq-q=s$kx~6&e6b7pnpDrzbwr~`6v9!7PvCznX%LeSRFWc?{c+hp|48q~;
zwptRM03H?Y%aLKyh}|;vDx8aF39oP-6Y4GTKLT%^tMR6eOHK2-eZ1?~quMj)PSqO{
zdapv57VgzKOEgYSZGFmxVr8C;?yeM_A_LhU&lZs80mtGpyqHm*Z0l1i8^`Ogk6|PF
z%jKJW8aOi0(1LB@_HyPk^%+z>D*J#&)qD14ve8PGo9<HfF<@=bLLRqz-L~@fLmcUP
zh09!^B6mnbwFut7%+qdc%Lo3&@nG_>nVakUWht>x-V^ObEvL@)WQ&ehBuuhQUD8wg
z6foZ2+xWIOoU}J1+GR?#Ya_YZb)=wLT#mM`dhaEsw^f>(K_i6}b7K>fbH<5>NnND6
zGE&o0^<c@wa`j@hLp<J#5FllQ#&B#w`XkPJK2LfvJZrgI<^dgOq1{7$sfNXGp}sEv
zioAX}AJRU=yy*EaWZ?SN-b&|Ur>(())=~R8qSAQIwdJ}+3~INDviuOg497m?BiUAh
zI8vnUiQIM>ej{O0j>isLfnp~_ZBgnL7L;<(w(f7>eAC9`qeE*c7G7yJ_Tj?~ym?Vk
zYy8=JGSZ_<ACV>lgqZQOD0+hZ2ZJuTvJ30G@4aafR+95K_y9-NjL7#C8jDJ`?VUN-
z-0vjHY2n&<I=%X+vAPYeqIOOHeT*DT{IJ^@!vkvA0O>*|P*oIV4$d;ADLKE?j?)?S
z6|#!*e&0pnBNSNnh^=VxHqeQ^dY=B2@Zj{jMupYcHI{4>o<jSRSvSL=)NG%jw7Q65
zqOl+i-ZO&aMxjGg!CT&2ZTk|nufN_?uKAgjGf`_GwU?-Y7pnC*Z_zD!)ASM}V=?}D
zp}jU&hQgs&=z1hwu#T$Gl2otnWeEP}DmY2nAhW`h$sO*ei*mTz^zO0nd_1Sfd~=oU
z+S-khyu|Ab)8jX|*4SEzQs6vse+kZ_H>4ZoO!_1x7-F><9SeBz291*eP)UrKYH`2s
zH>>5R%e~I2%r(aBE$S}_PgC!8s+7u}33bmo$e=A0<RO1*{(*z`n47(vls{o3VSdTa
zE7P+h*}v1{NWjH`eG1jaNi_D=qIfb8Xj9xRr$qgD;ASV43te-R)U<*C-Z4Iyc)~s7
z&UI_cV+so`?evo*nJ7Zi0a8WUa;_D&snnSUenI7Z`i-dLwTGlzPi?l-3|FV&RSoh<
zy+y@u?y?^kFN#^r2X)13PzS`<8^Uyll-A5IHCI+Vp_}$ocJ1BNuIG1T39plNjxTiF
zemnEvtiBu_#!+7bpO}+rZ&DOFT>tTcHV<0o)7*pMX-e5ftW3Dnu&HkQiVx?J%3u$J
zrw#jd9^Y#)lEzXA8{0-~LF(Cc&6{1=w+xF(g448J^7ef-RF(uaq9I`;@)H+POQ`NK
zjF2;y^meZ?dgZVp%bbNEAqF$3lsn5Fr+TSLLW%1GUt&YWAd<7+1TG+_A+uMGPw_>w
zJjZe-f^~!7nq@=sikh-;##%>{DB)hgzHd67Dm;q>+}OFN>Z0}!BJAxvKt-YH%ILa1
z#a1!q%xmV55Hu2$Gr%BvyX`4IZ7A(+=*3xIxoZkMUBnmFu!p6Mos|v5jP2y?>JO1*
zz{*lCYF*p1mK8{duS4uFi70|HO|OZY4T}Vo9Jz96!KiDIXg=P?XvYp4Sgp#;GT%5w
z&2<)9m7q;i6NN9S%V&wZzzNlF@f?xq;IPESZifq>=!m-nz3-O9<c7Xen3vAJi&>;a
zl+-HW5KVB$M(Wr1ZU!fNM5jI);@r^#x<jPcskZU6Q3QSTC$+j+XR-cWQ;9`$)qC2<
zaZ^E(+v2n*>tv9IaxohT!0=9xmTk%du>?bIkIq<xT6lsnPysJ8Fid((G5c?cq>tiC
zNEa1izK5YZ*_J(PMmK~vwZBK9)q2`)AAX~&%tjsb6&=_?2>zIZD-kqLqCIuV0Lqi3
zQmP$<T%xT4_3rov%o7XQ;Bbd*t|KNK?h%a1z#*T}%>`&I;JG7msmHRcSLmbfGP_u4
zc;UJ%acc!G>2NW9Bfb|UQrTq#%thXlf~S+14<TzU_sgjSe}MIf&L2lkKCJByTga~D
zcTR>2np0{4PC@ZLi2W?hQk~eifHPtt{#=zfRPcVSD)_*aFLf`ET<PI)e%H4dQrE&?
zrz>}^vr{7fsE~_7&+xUlfYT6eIQ<l?C#Pt856*Z_x|V*zH&>qNnkC!@3kkc%?Ns1n
z=Ws=BUm?V+G1a?8P?+*z50N_!Q`Hx=l5@We2$R@8ReBKlzOa%j*$j@T@%E2*Yw9v>
zEPC%YXWIWNK(4Q0gsu-Ichw3T#WZ}L=L^fm&HR;y-6WNYVFBm(i^bg0=e_rO)ho<6
z+gB(9(icV#2(1S*dD#T}?#H6(;R%R5^Ff7hmost7&Q*aHS?XcHvX=8(+4`ukBY4O?
zv1=t|&#z%eEK64}jlWA2#|KT86JD*2Fe%V7UM-d@<1Lycw1@(?(0ePnJh7I{Mt0?<
z7m(I3AnPHNwz;jn{A>~8;vbIK-;25$mKX+L<S53rz{u(7T){}CW=S9KO&_|ZgR3cc
z)xaVqtHy*qB~EzJqQDzEbqmmo3wZF#SKwXBrFiCh?o1~-qHRj=zv7rddL!;hhOUS)
z^v{$W&yl1n3R}sk)N7~WcvDm#fy<ysiF|A`1QWoG*Tj$P>sW9UOO*B!vZIZ=bkd<P
zr5?ByZ^6_pNGNf@2EnWA*-9S2*9P4#d={FeQrrvM#!&q98a}(hz_$thHn)Nmw6`=&
zaAv%RaE`^{@WC6wN9c}`0m}4Qk+_mh1)-U^^O{9fd5P2q_)C2kbQdkMqEb1N_Q<?V
z+^xV`P#!lsnY${|Ff7;j+K(EB;|N?Np30mnfko{XSZ#d9TXUPX%F|7UmJZuSYdM!F
z+3p^0$G6vLpEctpZTT$ch6K^Z`@TYm*CzSLyI%K*wY!=UQs)&9IwJ2r8prgYgNw{l
zAMFi_d46(1<Y_^>!V$Pf-_|M3s{HZ-%Q!B9)(MkUU%#Wal=pBl0V%lE`QE(D;q3xr
z(2Ft_v*x`U#SE7PT@XTej>B@LO7E%*cgER}-imD9Fkts^!>I(E<Jp?_QD2wxk`h-z
zq@B>fgf?a$@7*e^25xCo_KX8fRA%*yTM$8I(%~5cIi|5EM1Jctk1)B53rN5E+Ept>
zo-3&!IwT@ehh92i2`X}alcHFx<pu|6?#@LgF`|Mjmqei39`*|%7cu_7vY>@2n^&P5
z$91<sQ&|b6hLZWU0sR$zK7-=5<**RM`7OlWXe#&!=xv{tdTW=spOBm~)821lUra|O
zQba4q{JtuNRfiS{x6&Zoan4Z|tVkcwx<auhdR0o_2*+OZ8lK?jQzH|tB-(gt@V$bH
z)C@eCm11%q{6M|`$!<qvecv0^w81wn4$j2u-o1-;2pS7`TJ4&w$CC~f$Iq}@ob;W}
zib`F@y|r8qI!{N97}bzs>j(#GII20T`%XBIu!pT#9s6>oX1TZGy^79zgMdR3EOUyy
z>a_P3F+I*w&VWNN+NSij&7B7mur{gpaCGfvYFebPm>?=+yF$Ob^4$C9#}2u)`@0Xd
z;ksa*?iyL(jJ@-Puk7}cY5t_rTGq%xf{W<u>gq#ynhe3Lj0W-jr#GxN>4C+!Db_<N
z9(*s90k2DU#*l0T)B1QlyFQN=(6HvRhHdrB^|T<~$`+wRP3!#kS3MY5vk(kcT2i-&
z1#3u+1`-{{58OYDmzpoCez8Bq)^RzWA9NKC!H><=`Ezv@=7_$EFd5<};hsC{D0@Bu
zg=Vqa<m~RGn@&b|kssI^;j}dzBo1_+P!;^CbFN(fn$4X>^M<1?iU)<le0dPrgt_y*
zIU@okd2LU!z2w$%(A?7{yoYiA$teT*$Jbec^tLIQq|jmFikykeokH!tLa%2$kLO4g
zo;{eRIkA#s+LYjP6r<?`|D@tquN@{#8BTD<Xe`p%_OZve?QcFZe@Hy>q<tlcsat?h
z;*5<xVtMVsP{ZXI^jWpsMb<)!CSO%t{ZzQzi2=v(h5{~w<-@1nW)vZ5m9We-$}dL`
zsvlHiS0-`jcEfbTOn{|ua}KOi^mWM(8iNPI-4F05YAzV8=Z3#cq(v~)d%F9$Ijx@U
zdO9huaJNEpXTAmDAUhL1W6o0soakRZtF7&Scxoi3zIqS3PtF-LeC-pKebYtI;M(om
zO5;npbF9|_PRiN68iI$^cn(-+C?~kr#LrxoBm*?bMA>3oYgS&E(qx6up@Yv^Hu}uN
z%yejDKEXY)V!=5No~4X@8a5W&Tls0|ZZVO0jH^)e;+%P}6X{cqx!=awLn~|}*CKRi
z88D-?qcfI!-E+KcLUT}xEJ4tdn|*F7n7gN^ZR=e}PIeSII%pV4`WdXu1#C!&xeV#h
zKDHa-2;LfZ|EMGL^s0@}K#J1(`At|Qv(i8rl#(DQMrYi5z0@IVE^btAu_w~K@GCM7
zd+`bMWi1fvh*WQZZ*e0s;JK+oo7u60wf}n^6rjn|wsDmEhso2|f(9cmDR$7cK{9Zm
z%1;0$-yHl-ne{U3j(zt>9yj12B;{dMQq|}NH%5US(Zst>s)(92AN@`;0Hq$CON(*4
zpP)QuW1w*Bv=C1^WxH@Xk${-WM2wz`Qh;pCBG=oK=>F5c6Z>D%k6)h0uhpZ1FLb#F
zy7<!A;z$BNW)OGeoTe%vo$~BXaKG(qaQ|gzspXE^l=-GMfh9j}k_Ic{GRT*7=oD!w
zGGxF9OJ4&HoPjR%z1qMd+Q46`g8+49)u~!CAg@o_Wc308n*Re||6l9-uRPA!Y2NPx
z$-?LQyXq5Xk5W0#Du90Iiq5ZNmj51~nV<QyBbwEIi7Z~MzDWRqXaRop@6r4j*|G&q
zkDcg!(jOct-Bq-mInr-tl6R~?MJIZYpKXc(muMUAC0olE^PHL=jCoikXzI{DMbu=2
zCU(*UG8%-bpcq4toX~z-yNL`$dOHc%177jOV;|6)d(<}|_+%2B_2@S35n>df?===w
z)PGj4=_U#eI8|LuRnKX<UQRj=iSMfN(YSg!Z<<EScLQ5xw@5UV`r=$CagBeb5U<En
zN-*_6d_E&IfoO;#7{nu14#q4&$IU+nr3>b~8nAfD8Fx~<4?SlB`uP$d``p+Q^eLL5
z{3OZWJf@W)(Cb+i`*{J?pAQM8RnPf<qO#g3eeM%BN5>|4C4G|AOn>sOfRjW~%p`8)
z@$q{N`jvUURyj@`5xSriAL`Fb2At-!GL-$>&jPy#6BA>fg4F%|MN;4+e^sJGSKbbg
z@PAyMzi$lbfSwm`-Wc7A-!Y#V_cHprvIb_Mt{iTe0HI#DET8G3=3N&n@&ezj%$ZoS
zOI>AqQJoOEtmauQPc2kqZl+=Fo~kw~sr9*m8H7#yHrgo>zg~GDxU3Uk2F2HDQgzZj
z_0MJKZ!W!Gkn7Fh!rg_Ns_l9?r;+}_--$~Ja0I<7aPb!XgD}v)hrL3ieMP`nNlXeE
z7<As=x4QDew-1LRUA*)I+l|#9dh!KyU(}WUKtlBIC1cadkBeGvL26}OgX<!y&HN|G
zK#Zk4yFfUv`a~a^P*T%|z3(`-WqkK^=r!>d4V5S}+^tSIRjX8nSJ)|t!pKvQMA3*5
zM17uFm%SVrA5;ly;9+@$<&;IN86>zG0u6C@Lx<>y1sKFQkI+=)DKh*kgrinRePksy
zUF@n)IM>TaVo5Z8aHD2BZ2-K>P!=7!kjnI=qq1<5-Z{|S`HM5F@leeDr<G;UVJBt+
ziLHYWj(OWr=<wpg=u;B~ml7_)XBcz{zgb68xBtjBiR<$W&#wi@$KLWj7}z44Wuzof
z6tP!B=m|bak5rl^`S0d!|DN_xEL+x~H;&5w;+bEBwOE1-z|<d}xrl*$^Mf7F{P7>@
zmH*y*A3g|+A*v>rLOAV8u<X%S6^HihVb<)+?lNX;;5yIjk^n5T;O#;n{f`i%ZKNVG
zqG&N_Nb-ZJbKse`Wi&H!NqcKTcj7!5kc%O0uu|+~#vLF9d@Bz5)n{+mpM`%)=1*xr
zaK(e9fc&q+>W4IRu7p5lzl|diJUsrGq=!O{1tJ#oyck^2({w`HL=dPqbiSv{Tz|Ib
z82x7p@p|v6@8e2`_G{jz^X4wFI0Cxaji?#=andtmaRIvA3|)*?{j>P*m(1Yb734!g
z2v%e+;rJ%J(}G_ZqCgzS)q6sjli`&IuIEOiQDK6aO=f)WBc{MrfiDrDyb}hP{hI-=
zzeg49l%-hKu0d@aHTgvyXuw*a^axNLK)wUDq6VV>f$HG*s*fM#JzhQNrkGFw8P1Qg
zd{*PCyemU$AWH_${`q~VKQ!s>_u6>>Y<b!i$Zwv%nB^(rQBWH3DTr?-aQ)>H!Ly*z
ztf%vjhJJ7*La*CbBMaWJtli~&(d#-!!x4bJ;a<vNAYFWrwqg&2Z|!d!U171@A|Yy`
zzCa;}c4g=yNEf1C$rPq+LA)XQfsg_#m@L&u6eiW;*SD$kNn`+mLtWen&u=mBRMy@i
z{#p6oN?^wrTFy2aO1qkCrHjSWb2t|4yLDy-rTdNJS(Jh3D<A{MfE?VSenpSmna?8^
zJIk9cpK`BvU#%g6?pCxhdM+<__J1fDDye-JhXL0Oz&l2B3)HMTF#<E~dM;ilV{W7M
z$H3F4TW%*f*IFUcOotJ+^UFHY!&Rpgd29a)=I^CVJO=hm2}-;T!eut3y9mN0;9Y`b
zCa!94P3!(rgKZLu%WT`GA_MsMP>ca`la36Gg9!4-cVJoddj;5Ikky_AUD;0t8h18#
zFhooXk%0#~v{^sH3_rkVeQ?fz1i*G}GH?)dzd^cA5|VUAkvHd;yZ$OR@mJe<9>ZZk
zNb~;q_Nc^?miN?;HXv#;&w!a9@uV|g{?LzGBrzK<W5_^a2AJMYFZVqVR+;wW#vnZN
zT@nHErfnf4@3id|;h!~@kiW<W@<SBBs`K|iTJrY_BJUAD#Dn-D3Cf<zzX-gcz~$)|
z>3~e8zuriNj&G0Q*HRVXsH>)P-ZS$7E*232H=_VS;<5?em7*w&r=6U5+S$AtC-17y
znf}`aSAVaL|8;qaWoQj@<EXdlcP^SH>?0^L=tSzwFA87$zpU^NqmH$sC(>sTDkuY~
zNfQoYERXhdH^p?}*NCo)?cd6Q0>A&Bq4pE<N%)cK^fhWHYHzs;vVz|iIqXneemM(}
zAhCfo@$Avn{yujzG0=}?dq%3@UPuRCMReW>VE;{e+`lFUvu8gxjTjD&ICEtOxGPC{
zka-h}exL7u4AGR2T<tb234u<SzX2(9B4Dn$-hZ`0rEQ_eB~h_$54KNzT=-KYWiX#3
zw<bUqO^;~GdJXb>C`_dyG1?n!ZljxHA~*hrmd5{?d{l)S1aQ_0h^hS&l}gx%$3TgX
zTll}_n7+<TEfent6X70#S#f`n0{Po>svm=}XZCev);Z8>NzT~j4v^m&7*xku_ca2Z
zQd1@%i5|f;9p7fNH<5JxG@=0Yp82&s8L0QW;mGk;rpvTUJ+)5h&P+v)jqgdELQERr
zQtKwRRU~{cW!b`5N1W@+sm_4?mk5Ixjd51(wNjzzn%yIE<MPXivD4F-c8TYADIgb@
z5uD%>*e9jIuq}S5Ac5<=R?#gUrIpp(sQPt<!(G1e5F)=vhATYfFf&o)K_Nxg=P+FO
z3kPf>()mQPi_0}bma4HmDFO0XT|^2jnxN?`O7j}O`}L4jEUjWK(Uy{-5wf=k$zXqX
z;6rVU#o&g|z?hBmw1_@tG}0Ph9VtaDwzKbeZ`GfD$swsPK$e=M2rWfSS~%l4NXn*Q
zUOUkqSWVE}GK7W_RqZf-^nRDV5Tm1F5tTmlOX1EezB>4us=6KXR}0@*JqZLDm>UA*
z(URypsAD+GI&<?%buzHKE!@#?fQV-exN>GCbCi|nfF0d!U%Ys&cwFll{j>PvEg;ba
zrJH~&#?#h&6^^4s3&o9Jc_r!#H=B9GQs4&~j$%>tf;keqE#$Jt-|*)E?oUzT_^Emx
z)prAJpY|)+IjWhNRqV~yPP4DAAl$(&a?HuFTQC$V7nTT^Og389t>g+}_f(7@zPcwA
zn{^pdwXa?_swxcFglSaD2FE+Vbq*&8+)gf5u^)Ezh_O@}J7DbAZ|G28aDJco*mKy^
z=5(U*ivif9hOUG6jk|4dEr3t3ZHw1vEre%;kScc5-6&d$fsgX>bT@Lp6q3u<#jip!
zj56&Vi%*Elqe6=5r>Q7pVN@td7H^&{>k)oE3NB$&Mz?e)Q9j69wRZk|{W{G;SH1K(
z=|EnyF)Kg7Qz&fA5_|d?R?dR$O+LqNi4!L%{c0mfu|0%v9nyQ;>h_w;M9oKqQj{ox
zBX#>VkA9sezh6stJtc2#2B>g*ovphH9V+^-och41+<Vd=PnqgU2AGMi%#kZzC*-1?
zJsG|v0Ir2=eC3~YW<f&SDjSA-w*nIZ@0wcYVLUoD@kK%cY67f>?IfAM$BPleP2#tG
zpi4O>Ur%Jep6qZ3ZAeE!igj*7MO-wC#wmbSPx~Ss#RLyA>ZlYP{j_OyDfpb`@HrA&
zi#_RR?<(x7r{^)0n|>j4O@KTShHni@*_Ce|Y7JRxg*@p&F*!72<wfT4HP_DbA2K{6
z$Gy?@$ZxC96{F2IXQC2OT+FRrcJItpLAr@VTgpLK6^9RG00YHCw*ltuCD6e~U=f=D
zWNR{=visEU`7xxCBt%J4q$O>DL!Gg+k8KRiWkz^3`*~ot=P+EwU*9|_iTYm<_NKf?
z0Iedv_lQ1SlaYg<HS1AJDn%`2Bg2qO$J4gm*>W&#8yq*Gb74D1aQD|1BqzXg#wE1)
z8aZcMZ&6DOEDhi_OwE)}(o!{G@-}p+R`hOUkpbIJ+i71$?L*pVd0|gvY-SYMZU0V&
zut)>}3>)%wg39Bn`3o21e&~dW<>nV*$}C(OF|6Eq`xaY)(Fo{UMZ>hfhrO%#@2Tsb
z+1CF8iTxcj;h(-Q<!8%#WMD~OGU|Jtbpq<C0%%D$Yj#4v<ykvrnuZ+)QSOL;lwy6}
z!r&#MS+|=MX_4vhzEEuAm@Kj*ow8#`_*l|W+f#(Vw<X2JS><kZ>FANcR*^)4BVOo&
zGt<C~N$P|L$C|^W#3hg5M&PbPkGPpr1+JoIbNhqYkkS1#Cu7Xn+qS!kOYjc0vYPFK
zgF^^Avx^wtigOU>-ZIPZkz?I)bLt((QG1@+`M>;Jb~Beko^FM0z!t(l6vxcPmKWtO
z3t5(f3G|!veRxQaWEAVCoZ^g|`I*}d2PL+d062RU20~}YEg8=|Ugm_-^fJQMh92kw
zrXZ1?5DIq(3XGQ<x~P6_u~05iW$`)c;CN@r&1we1xsFeXo$C1~DbW`{wJY!toNG;@
z23J1t^Ssr2`SimTZXmpFL>kwV`ru_+TlS|$55DUspQ?=Y&scck9O}zyLNJ3L{Im^<
zieeXxW37Gn$vd=5X$K|l@0H?0Eqvk16?AO<aF|O<o5b38cNxqqn1L?NBr%eK2*WlM
zQO>kVl+?BB^y4QF#+v6WtS~5snaze6)(?2r{w5mU0k!u}+R{e3P$|a?v*e+gQI|@B
z40|Q}^Ac4=BD+a@2pakoK7qElv&ElTq-iG=d970k+KR>a;AcX_<7y~W^3#jLCCAli
z7ZyfbOp!cA8nn;U@=Z%kundt)b)425-4A+3r_l^Vk(cJG?haSDv8Nt;9q?dI&yZ>h
zuI9w=N!bj3dA;rSn3MbMQ;H1f4&|4T%xRSxTdwxKuf>I33X6xVq^1yb)?f-MW}zh2
z)GVnw=A#Iw^D`=Ul$JB4EfeNl(laO_KCt4$aI2rI7H%<s2*sFYoN&uJ&)Qm{!9ENI
zkkRi(S#1Z{<2_%_7BpT(@YJ#|w+@qm(3MQcflAAl_G^aR9!OWV;g9-WQAcbJ)5zYa
zI#p-MNR+~w#<+Xh<YTH=qIpuQi_S3zTI>nyujv&NyrfYGX5hBLlN+_th{y8cYu8=W
zMY27Xw7J?IxwN(S9bmp!DWwpWkXwMKj{F#26(_`~wDRtZU{&#lw-!8aI)pk8zp>0~
zy*=G{MxiX%A96QwZ`fR`^s?;KVJ<=vvphi{W5&cL%>DF{Zha0;4UZ>Z?7UXw=Q^u}
z;4vyixHwd*c7|!ApJ*N(<>`@6{7G|$H%V;pi?w<WNTZiTB%P}iTm$@L9V`g$7}P#{
zh*NiVL_GDmIGD&oS&(Fldsd&w)=p$`cJ|5a2Qz^4qRro0wQ->=ipuUT4V(?P(=#%2
zQa%4rX+b0yLQ}~u9w|>C1Fv6KI505yNi-ZddtqrT$m12r-)_RUWQ`Dn4DUiKd*`ES
z6R`f2=8ZyuHbqVQ-raf^U)tiGazDSJqxAiocf3903fvv5mQ=pRiSI{x)g>d<;`Ss@
zT3`d@6Dx%-^BZr!n%_70nf=}Q=t0|Nlx?rm=Qkaw6FFGB8)58j%3Q}4XDqC7fi>${
z?&<I}<Df@t_@+p+D*>0(lbFqR7SeBsNWphRq~|XHlJ^9oB!a=a39p8dBFo*j3Gb0b
z#)9B<5#>K%<j?n}`ll<T$g7n_JQ6FTo-z``^XmB(5*5sJOjK}D4cA|YzSk)Gej;Ov
zUk(NXS>JSde$)pz+V#_uXuen~snoBq&I(ghfL~ZEFFm`{-u?I!v`41Boi^TA22>3w
z<INIMkVT5f2mb>*`>JGbgT~`Iso8V?5?||g`&N5SVPA^i77Y%KZTLBSBr#YF*(M%#
z6kIqzF)NLQ)5&Xlue61smo61qZcbTP``p~rzURw<&2kAY5IOh}TB_|0tov*=6>ckF
zm#m5oN4_YSruOZ_oDp+Y5S@{&>XIR9rup2X-6}hTIJSxi-RyYwZmn2a`{`=Dn$^3B
zj5)L1m#-UBe6Ql1kb5aazjOebH^7mxM(WZk@_9CRKPiaDME!s*B=X89-*dRv$sVGP
zMHR5v2W+0>o?X3_ZCJw+8z20!M&(``w~l!obqPWL+g=m&h)^l*;DHBsq>54)oNtG2
zh4S6YqTxA{#B5hyS(0D)Xcl|<!R|hvrp5qy2m1BKYR<0tL*=EtqWAP8JNAAWkyp&+
zsNEcHEx^g>%iL^}s;Ydr;FPlGg&mqsjxEK4punW9U!?INbSZ1f_uXC($|As9swCX)
zK$XC%n!D+Z{HVnbpBcsSRx&rC4}4{Eho70BH7rT=?+Co>|8&km8O+EvGWWgGTc~O%
ztCb-Gu^#deA7hNV*^8{(rqsfX6kuAk)rvIK2k^R;(S<CEye+Qo)X$ma>zY~BBwFVK
zM4p9XRqqLvZ%H^52cNqoL7>{=jjbiBCXUxBNP+a(AkFN!7_4#6B^l4$&UFkr_=KBk
zSKr0E&=@+tT+V~HTorlLOG6!78lP0F>D9j*+XJpe<5=3DoSWkn@g{|Po9cA~r;fPi
z9>4@=xC;f#DZetm*!kjQ^TC^!E_LpqoiRe}mSahUhp1O~OZgxQgGz0$sz8tJNrSuq
zeD)x*RSX7Ire}FBjras>pHzvA6PYvdl+pP#sP5`=te(-{c=!Rp`?@l)(c8>|5pNSB
zr<`_yuP7oX<(;bXJhHdgUv%!~2v=cewxxRmim&0N4`{e6b-AAvwP<#h+`7LYI(qo}
z`G@wy)&ytusPnkh2QT(gTnW8A-gmG!6=16;YJzjl4l(y8x3iQC+^>MXxw@<{HNYWB
z(M5ofl+9&GrSzX#yw+kN_xHp*-82f<3;Zy%?x4~uwlBO?v(>k19MKtYmRqxPE!V*$
z%FN+QzxdvHuxD;hlcnmtERK;jwnbjG_io?3-)(xzX<L|5FGdQc&mpA!*yNyAR9u<1
zNWJAKG!^hDOO|S$!4o1Z>ztl%oY|<3?bV@3IAvCy!&^NN_)L&*Pme}39=6^#qsa5-
zRl&+tc=>IH@uy3!mwJLax+d9G_m58|F@P7T-(6{NXBpX<J0m_fm)_uPv_W|`oiZb(
zMf7$;ivM9p6)W4((zYh~bjr*Yu3VA#U$1F?>B$KWtpM|7h0*6*?bIJTKj#%4_;lh5
zT(Yct_~?W;eZx{ExD9|jEqM0_b`CE(V$4iO2~SR*oQJ+}lLX3AT5k8{5gv}HIS%bE
zSn5ISbP57?>hfjwYr1xOpMN$__Uz4Ya7dTRj64$%F9*s&U-D`0*`2#L&X^?dIf&ez
z(!F9exU_9c=_y(E`uTX+!~#DaI&fs^xtGs_(bw>#Jr!V$)5=)XVpL~&zvqT{$kvw1
zVy^Hm&CXth((+_g(Ch;~ZOn0eyXe=3?pM+>FhR^q(=KcvauKOFn=3vzqJ0kP?D`y6
zx*lGyVCCpiBE%!Bd(c97S>GqJBG}t4X-}=BzW!mAh0@P??sYw%u%wnNw4elCf40}u
zgnKsZ5yI}I5L6U!_#7|ANV<AgiDR=R4KyL4BK5{w<0~LrN3y8t9VC?0!4=!kQtR1S
z-tnAqHHlKPESt$uDy}SQ>r6nDbIWRWEk{@$D1@)=6}w=r<Y;CuB(ZpU(_pYo=8LNr
zWX^*JX#zZx>qr>CU;$?9B?hi!NsALAEb5%hI6ZyAoHt<BRmFDRY%M=w+;U3$)}evZ
z>q&b;B#Rn0zLvjRE_%=+oQ-3GYYDV`Np|+HQ%-0_ylTh#`WAiM8KMO6apbj#x^iFl
zKg@ma2L4?jA;@h7c$(VcLgKIPS($4{IC^g2(XKviYkn<j#;EnD6p|D-{sA(y>v#Un
z{Flx`wG{#Mk_2RafK=}@oQ{A&L$#WJaOJ;?N&T*7Jxmum&9$2PDquesXA(dIyahjg
z-7oI{b>+YL^+}BAAjH>v2B~2f14vs_zVX$o&-?+k?zlcj^AVZOFVpm|lYz^l=M{O)
zaib)aDx2BSO%{|M+a#I^++o9^*FT30yyRXz{4Zg0(bD1dNy=cjBllHNB^Yhsn-AG`
zv79u9vOy<|wKr!)Oly%#C;Ab6Y^2K+86cI6mJ1I<hIpq#mRs{B{n*^ez+D}?FJ(4`
z0`gC8GkFWNWOKZc<PblSce0j0B2a_6kiB@0isgulaLua-3PoNf+-K8Kc0!s)FiCpJ
zZ8ts7Xx+x!oKg1cL?2uSCCP}9<Y<v&m)hU2ek3mLVa?LP3Y8>wg%yq0Mr}SkUyAeO
zKU&d=h<!}%Z>N0(Cp8hAvC8pb3&*SbQr{;UG|^Sq+(gzCNuhWM++8X@k<ub(KQvkn
zy?wZ3TC5_{Wm6J7%N`7WWYm8pD<aU?ki>%9&S@Js)aj_FbDL8IWY(#tqRR+M8N>F{
zdyUPs>=!3$Dio=1sjX%qcf$!TuLGw?TPwVBu%&mB;-uiu9j{+~sG2I>+d9%P>^Of_
z?W)E7KmbfJBV0h#6YxrnM36B5<%2e%7dipjZYaD3lKq)A^_Tc)le&0`2)WGC8@!*x
ztEAtPfe%~e+4>ufWpeecUEn?v9~6!lTiB8gx6561pwwnc+=tP*9<-XXH5%^E9-{2f
zBzB=7-&!>G(o+AJ)tvcY?ZG_G6lHkRJ3}riLpgtD+zRa6q-3~~@EN8_5a0wiH(^}S
zn1j+gY_`7KuPmKbZ4g;{Sn)K;-FZxh41^t<E7^2Ic2-H&1)t*5eG|df$hne!^NXnD
zv?jPG*E=r9dMmSCezugfjhpm@kavB(@Q*L$n%a`Z_$t#dgXV<3`c2<Hd`axf!Hw%O
zUb6Hn+B|TQ7~}pc#WFG+u63F!k^;Bk4R&Y--!mt|F@0r~QP%S-!FEaqBUV@`hC9IQ
zIT*(e;JxDFxPl;}sSv%|uS08qvHXs^+ptCb8iUu=>rkW?JhL+mcRtb_71sbW*`9o#
zmW+DW;=tMU^}Alk(KJ1oVM&SxxHCz`XR&dk&n|4zO;mPvu#Ur3gT-j{tTsxjM~5Qp
z>xG2t!TojB!%T!J#8r;kCQ;R&01>-y*VEL)f__7zq&qls#Z|t3&5~du4AgV}^2L7E
zLS03=Fp!r52p+WsR}0qComsxq4#A@?U_Y-#{PNQoG{<0zOIqEVx}}r87!?N_Z9^^D
zVPmx`0egK6vh}e4?O_ImYu{E;)nB0gfsJsC81eBi<QvqVX4j+!u1V*=E^9j|<=;5=
z_J!w`IV2G;bm!*AsYJwCKD<7)jIzrfjAEYQ(3k9*!Kw4#Hja-`JP0Em-`-F10`o*h
z^GK3tT)~R=#yFU#;LD89MUz+@8Ax|LM%U{hxNuv`6$X$JSPkwH09v8QSBSO)=&dnC
zB;?OJf6Cy0;W*IkRp7JZ*p#2l)-|US42`}W$i+WrzDVR7;Mm?Zk6sLeVmR8-(;SZA
zWYM9O!J(kIaB0L;UhYCtQGRjWz4H#clsTu<PagCBk2fd&9#x7;&$Lz~t9jp9v2*YD
z95eYIaQyF&*QQtn2?lVm!laTNI6TWId$K>iKD}IMHBxT!8}a@lu=*eWo?#D5(=PCd
z=6WckBfKmA{;Fx@u@-@n!Lnzxw_5CsKX!ep6&ZI;5`tVDTV33znl+H3&LG&^s-7c%
zw!UM-V=eUNN5W-JNs9gsEj=}=E->`|-?#BE<!8t}^pbud;yY-ch<f4=?hDs^se=rB
zL+!nv?E{s<!@q5HGu=k+mD0!&snwQ$9(;y@dPp`5n9Ub%tAc+<+Kg*mY!E4xVqcm(
z5HDtk$n$jt={oyC4of?2j?GBKR^KBsaE&lUx+_H5O5WmVgs!ka*M|Y`Ucc$KDlf4$
zu?L80KEz@<^v|0AaS}=wlOzKNjE!5|PrULieOPgIiyl}zCK5?-$sDn-hCI?}j>vr!
z%Q);}{&42E`!PvtuWGGG&fY}MKAX0s{80T{B($;wgC<6LxAmY`_$^X|DQrP&>mSd;
z-%}<KObV>m-eA`!m524>rikIikkxub><!|jl7#WvL+1~u87ivj#)M54F7k{T&EP<S
z!*$IOJ*w8)RwzBNvMJJv##mV*+PR&#Ceh#vHH`X3S7@G*Hk@%u%*wAS=Sb{Q>)R9{
z%cR=$>sy2(LDHq79eObiBnAO1CjZ*%W4`K@Cv@!gv0G$PG;JRp#pR*U(@ZkkOQYZm
zh{Bb<`iRFJ7B?wD=i9erhbO|oy+sP>LX3)nZ#bGRguOu2G*p9RH_6fU4~QVhe`jqo
zo4U3Q_IOeSeG6z1{#qyvc%d+{%JXTW$ThPLBBlVO`+zS~DhYy47<3`#0&)_Xa38g4
zgI5TXdbw|MmF7)We$Bx8tDiyd0D94cnJ?h<j>Fy5<_AVEWap0s<;FPJc?x_~4}~mp
zqklUre{!e(x$n=r?iw;}-oJ-OEh9aN8B%#C$7%A;9cs>~nqnfvYV8HA?ds!uHh3wq
zh%de`luj7j%75Vhs+@Uu|8~5ZG1skSp2nGh0NKA~qW`nsD_kXjL_>kIKU{>_jX;bL
z@$vjGF2YRSp;uu?8UNN46A2|Gg9ri``p&&uVUP6(nUhVg5pzjN3<}I3xT*~jBy-P|
zh%mncqr*pMz<ouV3@878Z$HAev-c9aJ9KjmF=<j1|Mf&{=R}bcO$Xv9rbto+;^N}m
z9RhfJz9I0ggPSnF-#)fKdX)(SRCH>ocFE5qY9f|f5XT;c0a49SBrnvYY7B(9Z23Or
zRRI5z6$tq`Z0Jrjf@xBHOBupRyNOT8z*GY1vX?lx_k|QO^P=!Bs33IXGdh;{FE6AO
zeI-mNy5n5>k>?&6Suun=AgRF`ZgML!G#BcIjI!(uINinok9G3r8<wo_4eu3CZ={5H
zR5>???=-_w++;{TbqFT@T+WF{yZv)@Os8{<US|$!@5IGBXl|hBd!v%SwOUVCk!9ms
zo6^5G`|@KQD*tbdlKa+b0|8bF$hYoAeQUJ3GNAhZTnKzw;f^c)56ATRw~~dC>)M?G
zM@{XE<2|*V87oq?E5$oeFb)iQgKH5DnKDoPr$(EEI+e@W#4tLPOerBhdZ?MzMDEcs
z@dK4ZHjp51fl;DY3uzp2Y>5nn=$x1OjQU&`6$&3JTd>{LMigxT*GE?5`W6|;QT@%C
zIjY|gIyC^<8q-}npuMpcLL#tI)PK!3q5v6Q2=w>Vqwgm@1KYt}B)^xSqM(LcEd*bp
zV~be4v*Tm`FSrG-XQr=m6s*L^x+5jZ!HMa!&89)AzsSbk6pfc^Y>JfYqucfi{<U`C
zYk}H9Fkx5Jn*l^yA$0w1(jE~K`#7SVUVCes4D^Dp>HB$-+xJBpxjfIjjT7EtN+WK8
z$%Vf302YmLlGz4Qz_bSNqTnm}exA(#Z@fdcB`76EC?kAZPBl|1v}@$kS{$wa;<QK+
z>L{)=)7PNdKqr&!4FGP^SoBX#4&QgU7}7=msPFr2cCCW*phkP+=qB_l$yox{&D#GE
zOjZg0k>&H1pbUa_-~Z26M+8laXfXQLr(|B_0%b)^=tEcAb*PcFp!!Hl1HV6P8XGbO
zzDtsIW#_FxBDVwRMW9B#Hzh?CG=|S%uHK<NvcAUlc@aOZ$RVKDIx|K~qf@Cvo2_ex
z3|2Ti?SCBos7*6^z^MJqP$_5b8@I&`Fqw#pjj20_DLem_SHyjzL$h_RVZbv<SeUu5
zP2cg{@dwMb&Nm;azmY8Cnfv5uEyJFtsUla$6s6ft)%~OW32B+;8rG@9=1P>>$Hn7~
z;<Fx}W~I0thS$X-jRP+i7FOft2Ev~jN=aPjRfF_ar5s$|f$(=2#JR4f_{674bLAc}
z9+vYQ^TiU$cLo!H>FMNDt{s|f3n-q19iFxx?_;14MxE+=fxEBnY}B6q0Xk99j>-=Y
zy-$*2JK!b8$XXJ2Wshi1<j3N<QdJN-b_$!4+mEe4aKgPsFYeu^`6W(n%4$zfM>~bF
zzW^v`8$A$-wjmj07+ZWj)&F{WnIZ~@Bq^7HnUN(cxtpcTI}9$-HjrwKPW43bsRX^a
zn?9@lHi=g6I_y*yxX)eZc@gvDoy=oV$lhGIjiolr%#F>{5%%Vfce%EMTLu4OAbr=Y
z*VEQPGoE6S41gBauR<CYravMcY~Bz5C7i&&>La5L5njrFewkHkLnTouJr`4?P95pJ
zt#a+$ZC&+sFfVVPN!yWzBS8bovv<7Mz91MD77%$UZ^|EBI4RRy$@0*Fza}#WuMN{n
zifFzQ<zkVNp0R$JIVp*D2g?Qr`|m#VPQH%@L1I@~!5B}Q++nj8-hSlSOMY{&lO=y|
z;@dZZ`XMm#5OoGU1btuGhAAQXJ3v;u5hg1i(1hh@+qJ~3kE8>L#?N`+^Hp6<Vm|i`
zNBEH#(6!P2TU>_guPb1=#ai@|!6GS=804Mf1q(q;WQ}eg*q~qi=YW$9#E!MO{ngrh
zDl$vI;q#kw?wfxfp#Eua<_?r1!=Ot?k(<-PyV?T5A*bI3j_ijywMPETKP^#V$~uzZ
zMxp=#`3i2R&UJGw^tz7!nmXxj)kS7{Tf+f(e$>Unz0`w+b!T{2!LiHwvJ5v`#{_9O
z%AoGReg8GMaW)<4UZ0OOUaUr@SmU--7QB=yC4{lMPKQSIo<BD#$k!%)wzun0{tJ&<
z`Um>*nQ0HC#O{mFX*ndFcVG(cDE1tTAtdy-`wQAx9Ko|S#J)Z+*$lp^81T&rTe4fF
z!S_WJak?+Eybx^t^uCeqS{cwz^U*>cUvkgg=Lr5_Z(pyB9+jXpRa70UTm`Gvt33Vo
zBq~PE^eSdvL?=H=wa>b{_&sA#z5$I7#AMS(3x6U~EZC|?U-w>rJtwn*zri6lNs1{X
z&t(Qt);ob~c@{aZ5ltuhb~v+aV2Tk3(K5-QxLnUJ;kk?`Q<EoMA}#77xCS%Br)o_e
znb@r*R8^K}aq8}EIuanS4CoR<$2-Qh)D9H}&da{&7^E^s>=U`a1#3_(0Xc<x?|5!d
zz|MNFr1@U<=&0tO=AQqexp@;#b?0FUFQTD}j~PPH!**Xvn0#{XRIo1#fg8XQX~)s5
z@Dhza-J}3}=`bpW0$Zjo+NIaTGk9cJ5rT7;TkJmX-rl@NdZ%kJ1+yY)xR6ld(absT
zNMs0hmyU09s?k~~bFM=hQ9iSufEc&Af54zr<8u623;jDA?NlTwJhBeLKnMc2_6^ra
zoKU4;2|iv%f}`w;T?Mi)4I5KH_0FJn5o*V^n9WN&9VG|rOQrh`Ohl``2lxJ8gIB61
z55k>B4W8))9oKXSZQih@{OB(Q$Z27Y1JF(%L}k%DWzr_BZIq2@{L;aj3<RfjxeMp=
z7bD$1KHZ?1oNFxdVUHPiW}5Rn*QM1nzi?uAQ=~c-xFvl!o>CVd`?MsgX02V~G@o%w
z!)21xlxLzCAqr#ErQ5xby)aLC=ZMnd=a96Eh^V3uEv{I8`0Yg_Qd8GqN{M}!p=?d?
zz6-d9s5I6tIW6gz9%>&I<1FjiX}h?k)607U9WzXG6*_iDUtXbl0KTdDfepR@KBehs
zC~UY52BVdB)9fB@TtV3pOtWS-L+-2$I+&(UCiGIPKjhWf>SM-xU(O?hU>xRRCI|VM
zI(Y*bPbqS^&9y}c=?0h&n)p3~FDqPth<Pvgg8Qu^Xlx-)rAh*|#JqFNqt3Y3mP9pN
z9MW-0J;$`P;auHdKWSIxB6heF9#}iT5$e|SX#7&JW2^KyrF<hsk>y>MuX*nnsV6^7
z#K&VJIUqA4>Sb;LX0gr`x!1DoCAd$gb+72VBUb+(d+#0B)V8$?2N6*au+R~rfQSO3
zQl$k%x)eo-QdLBnh)A!&LXj#UpdbY4J)(31k&cDlq?6D=AfX0G;+?v;WuLRpx#vCa
zdB1z__uK!#s#$BzHP@VDJmVS9pn5ysly74_dH{XYB}Lhhoa=C#^>oE?#?CVC(`H`S
z4@HECCf457py#(m^fsf$smhuFAAgjH#DQStt;waLmv`c2PE4sPwv?^4+9h;VA0{ai
zp6*vp?oYeLPhP9h;i%3`cSdq}Yo)xy3Jr5eup3`wEH9;vY_)Cj1L~&?LbWpXPvi6R
ztJ-3B1}V|HVVJ2p+`(IvSdTeFOlntl+nZoOh&bihGkR!l;U!V@GA0zKjy<xQLKs8H
zjD(+$mxz*L43`pOd<5qs=(K8$2FesU?zn2fbbp3X8`MeKA#PcM&u=Ug9CkvSmTfZy
zo;J!X-EoJ>pvKM|&a=$9)I*$O3VTMHT=2L~{=>!Sh=UQzFTOyGR?jGMBr`D(uk$By
z5fi~=?Y1Q=c1HC2!^kbp4H-O=4!YnFQBn1o*7+1GO`vkP&~Vo8<jCS|V0^s+RQVt5
z$luo?D=7N;t;PuK<A8*W=QU5GrS#CAaQR$!q)87y@A~pJ*+vCDP*SPQ9|C32*}c<a
zn5nZuTff#wp&)ZX(i$-HIrnlxHoGTYAX_UV=-hKnJH@ZtXU=LlL0lb91;`~08CIk4
zF@4VQrtJ!mA1D$%M0)j#4wCG;*35$oZ%#LvgtpTHjwJB!0h52mTo<G$fC?8Nj|j0U
znn_;nnH^-?PF+sD@de`SdzoqqhDQ=n6n`*uRU1VRbxCkQq}&2HmRVvUq5^h8QglNN
zkd=Xd{mTz#qsB*B&g^sE2??(>s#5;#r`|<+$8D+&1J2ZY3ajRd`@_qzDg%p^&($pA
z*Y2Ca@gFT3IGeh`Eg8%`_#dHZ0^9KK)3Cz3FAn(0y{Sbm8@M3ykgZiZ=wDa<_rCK#
z2=&sbVzov1e7XRK$y~X6aj|&2OyFseMq+AL{G43~ev}ltF&eQ_(D|=jKup~(lmHLM
zV7a<eUu*F>@)ayqDRQTSavb;~P(E&kMwB8?VMf$;0n;U!8AIFvmDV%$HKx-&kR%aV
z%oY{ErXmpj$G}P(SlRjt{5e;+ML5fD8Xbg13f@S!97pCmcjz)Va~@~u>(Q~B+LN|&
zEb4;2a6{p2w2_QM(3<Jdhel@V$q2@KuoIB2lS>r2sV|Vbpog!(0!9g&02ArENVb)S
z;w;G%4)#u&#dR!v&eV}>%u50G)zgNzEzVFs9L$G!9+@@c;vW$qh}I8VsdS;W6p%Ef
zA5%FXp73&>n3W+j0S9{T8-0rb2~OVT6a9DmgEj!Sq?ojaKqn!>6rSeB&747%?F%J-
zFmX6IOw_NRyjkt<rgn;5Sa!NM+l1t#ev@^)uC#Cnvp=owmhQMdk-Cm^aw+sA+5+`f
zB>lN&-7XJEJ8f<(-5!3br3>Nimi%fbPD6*U*)@~&^UR2)IC^)T!Aml(iPi~=mW<5h
z^M1CNAkuN@qoRyHZwcIS?crxDJZ$BRN6kopHmg-%@v;Lg>ysrgdS>_4?t|U;&Gg5%
znGV{;UniLM1s^lu)u2g9Iz`oR+dWZ)<br=K?=uz87TlB8&o#!{xLct(5#Lwai+AVR
zzH4go+-$&LITU$#Y(1GV0=w%?*1Ru!d0BVCM0w1eVV0o@KcVU<>z5o+DoT`&1`p9%
zc@=SFpiD6dd5`|FNrZ_ZBA_UP=znNnBdECV!Et^enmjiu$*i?0Klwsa6HE3}Yqa9&
z4??3rJ)?2S(l{uSw^OD~`&`q-4j0K!EE9}3ytjJ3K)7uOk}%^5Fq&Doy&c!#sJY89
z$ssFdsyQ2{ongfSst$^8<0nChs+{RsGY+X<J1!Hs+yhH9VxuhY=VA0H@h~}1$UwhJ
z=EcraSC8^*t>qy@j8t0s9u$$S^lh$pD}^7w4u5Y|zST~fIU<>wOFWKwbElI*)$7`&
zYlG*`QYW2g^Ivcgf-&~j<PL=-OkB`DbvpoNguPS5jBl%zzhtac85iYs`s6G>fA)Zk
z=Ve0$VPqYK`nJoZDdWaR{I{q13#E6q(`L)ppMC|8VNUXU#d7#s-Qfw&Wf+sUWEp`m
zk~JU4aAOly(5=aOmM*Afwm}2Splg6fMI6PuX1Z>;wk9lCKAH3bg&5%@&-v~)&xu_K
z$8l)ve;=x5dCjh_;99TCQm9d@zg>2loz3Bo4eS$#o9JhI<C+u>lo35F>~P!%4bcL}
zV=Tk3?%B%#@ych>zfiI58fWLKy0=3payBx)^aq5><AxpGJhAZwqDnbeWr)uG#V7dT
z<$w3~|CRsVRrrV>kivzSH3sj>uNwk>!x+E@7Rj&lza#&!fX5FI0d5cE1fZMDZDeO=
zDyv^%=j%imMMWM)DW@As-YqJeUrY}#seEvD%rQWN?QkEx6W+K6F2&=p?p=6uqUq3Q
zw&evPJh?-WgOe@58NpygPS7X}9}wFJUT#@C7GF=GtzDucMy;VlZ(luWy!4LxsmR)A
zyVogx(wB+yW6mX47()+HCoYIB!Y(n*8oN^H@nlrsMElFGNaubH(LJ|ht5#l6iZLpX
zy9j&+2~0wYx}@iEU~<bHP^%N&J!2GV6p)w}RB&VRPz&Dz?3{W*MKB~i$A*=&C%S)5
zve4x1@FkVz0#4lrJaitU8k>8$$g-1M4#d9Hi;C=9O#Z75dk5LYLw4uKR1+@7I^^<b
z-y$YpM+4=I@5XT^rgHhSuiWqnReQNskOPWY92{G^-`juPo?Y6^t*EVxtj=4SfxmMf
z76@02)=|z7kgO>qguhrL+qniq04#&mCLW~tAveWDzd%@wJdf2O>4;8x#$-{geI{9N
zpS)j)$k28X*P|7~IY5YB4SBC^ON^(@E5&bLB+N$kz80xwAo7k3<76}v+zex_M2P!T
zVRTE@$$Lea++pYNIq$`dX^K~ZPP)B07~v|A(MJ+Xb5DAEb*|UWao<^!C=T5$zDT20
zPz|Bqn;mbE`1aZCvX0XGycID)(k?M#pKXO@l+72&HRCHP8N*3BHKjbyK#gZw<nY&{
zd-`9@E~`XGAJRXQO@h@{EO04x$-!=li04Y@zdVGcJvQgn8^cW1JU6=6n=gOv%pBX+
zxerdFCvi4xj%&5AShN+G+*zgIru!^)RPO*Z1(#a^fcgOT1+4lFy~q@Q18xX6&CwRL
zo9pYrk1tbVG|wcBtz}y$GjS5#(&u^Th#@)dJ_{Mq8Wp>)ObsrF`g9>p9L>VUwN+O%
z@v$#mu2Z);7cPYDyE#EX)|M8w>Y5v!-UJd=ByN1@7EhpLc2?tuEL(=EhfL4mBULB;
zPJ?PazeGTcVt!dsWFG|`>w7pP_iw@>dxF1_<-TKE?=an%?F{6F1TvU(D?s4YmlM(4
zk>_I!3@6lOmPrHyY{I%%As-M^;W=~=qkm*T{HM3eUR1M%EVt1i-Wl{zUL$1IWd5-7
z?+1V7f{*Wcn@so0rX;qHK~9fX^9#fyP~UJ~q3ddK6*{Vyw^5z4u44T!fiXKcmzS8c
z9D-%^4)1fFfaZHXMu`&CNHHQp6l&58b=Ud*h&FLximH4I(f~EFON`%xBVa}SdI)kD
z*sv#z&IwZ23X`Y`=K5Ysmu|~x^Z738-w*9`Nb?r#T#$U1^>HJL(UmC%R^OLwpPsyT
zvg`Khg3Oh?g%tmtR*&>#;Yr?-z+!4Kr&L7Dn<cn?f$%sX$`COg$T|lisTVe%MFE-A
zYU%Ey51&HA&G>ijkb46JHg6WV>ELfY&u~v#G57nh{-N-(l+*_z9VDVLY5yC7nZHC{
zVb0L~iamaHe6CYvOa5jj(QIry`}<77RGVWSBXhIBNSV7{0KbUe6`4hhXWDmAoDKg(
zxqeXDqSsF@Wu-1&9LcdJBzhn(+rd-rgU!y2Q&+ZwXXUiUm;%i>JJP!yI%iW%Zb($#
zXw_w>mh1DvneUqA5xRfy(!(=ql!BYmE?b<_A_`117fl-^CL1P~&pRE0ABeq3)T6d6
z?XsurHDll%@$zCTatlBEPFQR$jR>Bc-v>57qB~(%*6o~Nucelt6{9(*#SxU_=-*_U
zo92G+g9?6mrlf)LeqZv?y}O?6v@zZag>jdNN;rCTWezi&lKVrrERqCX_aRyfOR}Xu
zGZ(w~PVUBJG@-$ZHo#ltI#ydoiyQXww8oJqn}NrU<zEAA+f@;`o)?kRi#~39!FF32
zdP$Hvssi6v*K)9t^G*yy`dVu$U!d*@>@!uTnme}II_L2lO$lDxqr(H{#zCE`vz6@g
zrlkSCJTuko<#r#Oqr7^@hI9rK@cE+qiN;z4?I$JOV~lK19qW#)?egOzNCn?UOC+~s
zxA3a(v*cquGu;kPBI)(q>{B?{Z+p+EDm%%2V)?~H)>LU8W#5dRX_G`t%Ovi+l6vOT
z*P&i;<9v57-M%7tC+f(qo`4-FE=N%6@;xyH$3bBjVZW&X>FSf!aa<0@6^lsPE3dnC
z4(#q97`}8V*>$gz+5L2H@lNr4CcVxBUfCk3xZC$9-cb*BRxt1>z3wPtceZA(O1rpu
z{pK{^h@Tjm1NF&{=U~_3wXz8M9k~UHf{Hb}(B#E~^++C(j90u@#EC(%Dzm_rha+iM
zj~7_Rw&Io>EYG@+J<UPZRyZ)Yt7+i#vjeqD2h5k6n}okW^c4@$2EZoJ#E^(h3kpj*
z;R8jZ8?!b7n>ICwdn7&&WgaF5@EsdG8F%}+L)>yUNf(<7WtnBjnB%#2|Hau)ckc=A
zFlRtCzsW%K6(P2E=W9NA-z&={C~~7Mj&7&P+FSPQneR9<bt_301j)^S$1>Us&*_VC
zccW-leSvgfo}di=-Z%R*f9-F!F~#}r2Sh8q4nVZRP##BBr=a2#_9K4TkeX5dAXqT%
z)Ne5D-zR1RF@^|Iuob0(ZXx$EF?kO@`p{i|j=u@Jx2!S+ao&3Va-hG3xlujZj^)s;
zA`I5b`U_;G5%Jzn)>h~-aH$djuF%E-JR;a%yZ$e4jSpXCBz{wlC~%{&x&r%H&We;1
zUPw5oRo$^9ViA08<y>=G_=MgrOf6!QbsEqwMmsC##(bG~@o**ZaXcG`X)gVdM3|vX
zNe6nu;#)UI=gi4niaf^nE{bZH1xQI@@k~Yu5rHkmr&_q?K&GqG)7$ay#ykGYF_M8`
zSv}fVcYTUx0ctIJvoE{v*OkACRsaV7zp8m`(wdKp>s(6eS<r%<;gVNz?rC-(Y4YAT
zA~?y|tI$n#KVyFMTK6=1S!=U=)2Xx4hyIGs4UVJBd(|_o`KOOnc?6ts>|RG*ZqHLi
zrWx0So-!%zZr>I2J^b}g{_nQ?@HOyxR126Iet>YaMr~$}i`YD21SipMw$o;XKh=}@
zS(tF2DNrJNF}etyG_%4FQeYAhTXV2{Ps?xY11!a03c-LGU%3L_a4K+0U;dZd7l=_#
z`*H)(9u#8LVM3_K?mha~QSRSrVA>DJ-9VxW3^41XpzhE+^NW383$Q_d-E=GA0Bi7t
zj(Fv7e<4Q4#Z;}StkYUJKrk>`{Hv}M*!lZrTdssFqDM{*osVkt1o=Ccrb63yS&{fW
zMFD9Vw$z?V*<Zy5ate?eGloglpoBJ}Rw@PPvYqUrkm+Dpt`5Wu8|c2i{x*M|`2TF<
z=n_?n%(rL;5Th@Ro~O#S?=<X<UB4S-|581bn}wN5|8GmdJeS%6j<j>vY&0Spv7rs|
zaH!MW<dlfWMSR6*(I{*tDU7oT5J*p~Dg8-;-CbXPVxT}^zGNaJa{6^>bY=AFj@Q8F
zwFQO$+8Hpwz@~$&(FuL{<0jZ&`~QpWgTdO`LRWV<ki1AjYIUIC??kUevvdFIIJMRj
zMjfR_uXftxi|R6${&pbZglG!UHu&-Z^xsZ%+bT-n=mY;_EDfjzuU<$P^AoQJ+ElkZ
z!C>IwMiMbz+M+^|JR^ukrK79VFyb2Zo6nx%|6t$Yf3lCt>eJexj`-!JAHM{}7dv2P
zb|DCJJK758&ZeON7UG}l1ArVc;DUi+p572pXRTIjuUma`09@4^TTrYLmgt#eS5t&K
zFg%-dys|eSezA`W<Er$w4QmRxV!z+5-#@vJ|JFUGN=%OaxNFd1M-lBn1!laP25HeP
z_{aO#H^#MeTb!{TRP~JIeU{gzpOQW6_95FQb|X0bd^6N$0sh@2Wq>flMaP-gp!CXj
zKG;teeN@~z&hmjNxbzDIwD|q6tmlg<XbgoF7#U<p!iobPaJGIdCo}2&pV*mWl%9<4
z%J2(a)Q`ybm?nt;%wvm6YHAd#M9lVy*!;GrNS{30;#AN?UvOT#ys5KFdhcHN6C?L!
zFQNW|)D9DL(@|fCxYc|nq7fKwKu2!D07b5I!GI0*%NEe}{x94c{{_M-%4^zbovxO9
zK#;mSD~D4uO~U@f$f`iiiD`#)^B-OfNT{X=0wW<k9q|^C=z0GSxJI{{rXcsv=+y2z
zmy7dq&K}(jjd9O-oNvp+j=@|^*McP;X}xzkbQ@lVdv-nO#j|d}C7;CL3yVd!AQ~VW
z1p2i{NP;e*xCgcb)Kupb&YQ2az?S0Wf-uwZh*3Zy0zCD<j{d7n0Eg2*EZd5rcmOe~
zMiS~q|K347euvkrso#<IZFmMooRr|WJ#qi0>W$sf=8aYN;tNyA-4}uO&cB5gZaQJ1
zq!<RkQ33$KbD>@ZKHG}?lETdX*}f=60rpMCGfrmOKf)DYD7X+ahu8;<UWbnA)XjDp
z$7J`<p<f`kOUYjytw)F^#43lwHrXr~<Kp{t4zdzKR3o_o1_np~!2kt5*f?fuFE|#Z
z21K{VDf>Za3m6`jn58u+K7t6!Qi%YraBjy;GL!T#zotgwqX6?g`2%8fZq-wex)p|n
z5=P0pjDdhRn2dl84ivIx&WvtsRq=p&R)1adueSY9_Mx7be5nwUjK~zaC+#}lf+?z^
z>K+<IN020Uo6)s?%#&m$jaQNBUHNHFvF<UC*ZAoQ4a6~<JNrTSeJAMND#kx%oNs)G
z|CS9;8)F9XJ=v7xzO;%u_X#r$jqzBRCdJH9fZ)LaKdzqy5S^6&E7n#@A>QUiZ=1Tv
zU1nisF2_hQ+qx?x0YCZ6&gsd{f5XFM(iBW)Wcs0s3_E8)se3IAor^0imioC>35bZZ
z#F6irPwI=M1WX0=P-aM317Dj$gynhHO@Uw5nQ5LRz`s&wfPo6AGevr==j_cFBi@JQ
zk~=nm(8AR{#orh+D8QJ}QlYvj^&2my^6NQ3eBt%M-_HAXPHgawX6>)%UHo>Aks$pM
z$*<?Be!U)uf(bwRb`M-X&)s5rUk(d`Fi@#eldTI%z%q1M6h(Gn9xp$r6_eQJuSUA`
zO+B;t$_P+k`%OKQx5Q5W(YKVO1r<;oxJ5z8r4uus?`jx~xfwVKz3aMOAcZS66{1x1
z*#P&S=gAjH87u~(_4Cbtm1k)9+9uz+hX^wy;TQH$k=~Bm-&!E#w-(s*PtF_ucFgCm
zhXefy?XPPWza0+bB)*Z1RKH#ZJo?UWSK|758PIA6e`~~Vm-+MaOycTQE@H3Vg={t{
znY!FF-;bEM97iT7a*fb|X3(jll=mrJ;rYHCJo@AN`L9@Pkk!1tzSXRu)X}$j=zS&z
zA5v7(>UmrN<RpScFc`asZ(p)2x724w+sogxrtSqUFK;JohR*?5ZNac#mT_Ru)mifu
zpd-5mCT4jditjNH?#iMr0#j6oI+&NjFywV$NB&$93IUV3RXU=r{tINI2a3;IMQsw1
zl&xgOF3JHBKFR~&Xm5N<{bjj8l){n}^92Gs2r@!0BWmAtVy1D3?KwYLU7~tX#MW*w
zKabvs_+_~aLp1b+lSsPYe!(P2*QN=wXdZuoEagBJe!cx)m;ZW{|EJzcWpU4KhqU8%
zF3fpnj~Gk1q62GOZ8E%7%U?hK)WCU)L*5hq?-i1v{eS>Q(=WiKStfyrqDtnPgC%-c
z)xtJUaKgyI$?Z4;&n78@PZFcL6)~;Iy+!WXy3{E;Y@ROiZ&6|X6}rs#V_4pL>jSWX
zL6%Y}wahZwM@7)3$cZm)eI9MrqfNCzF7E+U&VoJQ^9wFEaBll$x;6SST>M9-Tf{rF
zh*`2whfwPhYyzdWN{N|y`Y&fhz!QNNc+|Ix1jv{u6_gA}E+S`cQVuHe<N-K*_GjME
z_s71A{9UQ)_!bk%FAp;x1%g*r-*dKo9|DP6A<?Y~%=;886^8y)pgPR0^sht*Opx_V
zn{0g`?|WVdq)UR_QNTFtyQm`@sgJdC`CXR?Cv>Y2Ed=%zBz%FGsNC+&{Ov)%g)8E{
z4d>GleMSo+u<=gl2JLcz=%36(+W*SU{CW(S3xFunQIO6CH~zV-w+jeyVJ7rnfp>hP
zbe_7#eEB#~?K*AzGygdNjcI@`UoJusnO0DGe{kg?o<XxJ)agGGSEy+IEU?g*@uyJ;
zh$qWGiF5p;5}*HZ)>!F3^t$?DNW1{Gc$o?+i6Y1ck9ua-!#25A9kKw^eiZff<K+GN
zowidMETQs?=Fgs7oKjB?wM-0$u-rg<jax1>v@`}{Kixde{kg8Crcu>Vk?kZ!hUm*x
z5<JkkIK?k*b5S~fiOE|Zzx3Ee+Ijo<(e3lOPx78M72C~>Ft)Gy2nY!}&$}8Za>Sp~
z@`^TT$*d)cF9q4)xM+jv71N3<B5<IL`Alu_GKPz!+KnabAX?PAB5k_~+wXQaE6;*{
zm&cXwgv)$n!I_lrz%m^C;(czwfb8n5BG06X6Q^$2YL$Ks3?Ci1yl_d<=JJ}VS+1EK
zZHNLd5qI?tNy3i1;6>>9J47zbK}9Z^wuUfWHNu0LF6&*=JdVsx>JttejcP1&&4ZD~
z-Bz>aqQpRB!qJUTaZ}m)-dvW+wD|yPt{Oh1ve}36B`E5Vu)Tf$k!{sXXGnnPydw7k
z3vSmmZWE+<e1WJ9hJAtDdcW9Y7BfJSCTx%dB%NwJc9(W9F!rZFKk89?YZ1(q@Fi~q
z;yk#!blGV_9VeWw(i5g@KPv7US$0I8s6_0u-m>gX^l)^va1gF#-5fckt826(`hZh4
z(I;ij!Nt-+EWMxZX6R|^0YCYG#$}Onjr3)19{Pt}hECnJZEzY9O@P0`7k{jVs;dkM
zl`E6mQwv~pgcj<?(Svf=55-m(oih^P)p~GWas3_6PvKF{Mycbcer*>??=rngi*|S{
zQLKrFubA*0j||}r9hO-PHdvbN%EFaYABP3Uop<=W(?9=$!+O=kO@XtG*3_wZRPb#%
z<8*FiT}EC;y+HP}`5j#nD{6J+3cMNj5986NB;w-lnH0GB3RJzRIpdx+>x2opw0j!<
z-s2`TZj_m-r^8G%i=;w;g-C3NiPf;aTlaE3v2n?Qftd6lS1L@-Ys~J0hn)USxRG-K
zOM2+TQUbKsPrfm@u1C~i2`${0#C7_Elep5t2jtV~c{5%ltG7d%otunVx;=Nx43CjA
zCv~7a6Sp<>OpZ{KxV;*#$f!86@#T%E{-IY)?9?0AHWXs~amb)*7(O$YCUMUAb7V*j
zU6%dKmHW+GdbI7#@W6zn&^^{J0S};p3{yk?!=)(AB?TyP4#sJ7=8f8ftz^^9_N1mh
zAX}NvGL|Gv*oZ(wQM_|@cS`Q5Ur-NbT%}#j#t}ptVEbxa5>M7#FVwG)*7P&=xj(PS
zGplm90!&#)@ud$$B;<|S1#<7+H|&BfceQWB_cH)Gf7Pua+t_&r2l_C=+Xkh<!H0@G
z<5zu;^x1n$r3~4YR-%Ixn=eK=nV8qL1;LHh)*1r~21D%4Msvn@D2=?LNJ<5NfxJ1%
zIwGwbxGoys&$VF%>UZ>rYnzRlb}SUjnruq#=62i5*^WZW9hGV@z&8YS94@t&R@;th
zI0GLQsPfY2UXvHC!3-z}EvHo8=a^pJg2?!aQ+0NjaYIAB5#!INk#&*;Bb%%SLyg@u
zn1gU}-5|50U>p!xHRm)=)_PbX8`CH@7zsLSZ19wvjp$=G<*RZho>WcYjX&}&dfh@h
zXb>yMwMxr6Zxk6<UDA*|e-YL*{;<<eAtVJ|S+jxMzd+JpK?Qy8wBzW0bD@mfzuHVO
znA>|dEvcKTmN<^%B*HIttqy8k^zd;x%wzc3UVo(0I?YC;qo1zwq~;b>6F<7U2~4Je
zjrqFz732xYok4ZZ?9wcYb;-bWti|kCEyoS(*7dF5Xr1dHd`I(UN)Xmo<@NwAhC|cV
zLH8Fy4;uM?ZmqE#Y*dGJb8hVBKd5vlx1;-1@}93wmyjP3;8;AIZe&*wH^!h~#LR|(
z7oL>OuU@`t7i{976_^=;k*>rdyrE~*Xy$QA;?QKc&<9Y~gBYz__+WQYV^PrgmzI34
zs<dYdc7TMHZkJ;s9&W;cWg<-=E2Ax&q|*Kw`XN}~>7--H=|<n;o<Z&P5bLQ%sVr&K
zGrk+Ik5Ka;BHMN4SM$y9GggDHbHx}yxbuNNE)Plt#C?RxdM@p0qzIyZU;`Inqv$xy
z9E2fsQ_%I^m&>7E%5f_&EI|C}&6N7iCs4p7Kd(od(IxN&0up5x<5wIBH{Cj>pm<SA
zF(2vbqsE$|>_#Q1r=O5F;P6GJUil`{oh4L5I*yx>gXNBzY28@{`A8>{UQAUUA-L%*
zS-_?QsXJy+vQReh>UB8vawb!VC(KLh<?0SUdAi^g0>SS5lD#WzjE`h9j;jtpOvbct
zWhFDN2V>P5OaUIk&_pKaK$+1Bp3j>|JN#sWg@U2Xasc0x2RDhim85XY{WegL^gt~2
zCo|q#p=hombZ5;To0;0@49vrrkD%Y&Xn!>p8QwD|{=*FG-?O_xRh^c41f5~d<*gQm
zqzKMv9+%q;O!sV1a|ACG1UUg$5aM1PNq{#F%$9Mw`Hvw#FTFN>4Sl)=M~n^I)mLB!
z5ZJ>V(K`JRqIP$NO|0GmagC8<YuomB+((-@{liP`u_(s3Z*2Rhk0KWv<+UN6$25iB
zNpL6}C0=TtXJd<vk3pNuH&mS5ZAL7p5QW;jc4r1&-<6<ci>1o#BC6gFGqv<#Z&gAV
zYP}(SxFGH(X|Q%as;<P&xMoDMho7)_gpF|ibVJU0DK%k)>qSLQR$uY*GU7`&tiBz4
zX#n(;cG;pFb*QhzAUx8>eA&?`lkAE3oRT+ZCO{B<ENAHfk{lUL20u03f_aIj3O518
z$()O3=2p4H@j9~;g<TT$+LvnaV<yIpN}*fDo<2Y8q<eHDm#>Jx+VJtKMk`wLWx~}$
zN{&t^nhxxJb9&4>!%zP9r3uEh=?YAP_L;tWHU#;ua4Bev-J_oB!*=l*lLyI3e5BKk
zO<*XmS<^aNsip74k=XWu{dP2*R&#T@HXd!{_BelOX$m2-XQ(OK3<dh9XdP^2;~06%
z7V=rJK$*g79)Or$)ZJdS2Cj1)7P+|{O(Ana=4bxZeKs(xCDDrFI{`Y8s^4+aWzd~1
zVe`q^;?Pa1tBAg%6oXdxjYdv|$`p~}(9g?{sSdw91XoK2S^0DyDCMHdS<gF^U9CG*
zSZKdhql8BhyKt)%ZUX<7ssB@{{k0G`H@>MwX_Q8vg!-!KfhE1Cey>!G=e+2^1CFpJ
zH0>vb7$6-ZEv$l)mJcE)U`A<i`kYY+It4#`YdKpG31*Ys2w8c;rbH4MGOTh(y(N1@
zqMYdi>W;76F#PPf9}uO@S(LHdG)sxf?{z+<9$S(SC_W*EzS9~Wj9=iZ2c?6WjjtBo
z=YMlaH&&4<@YS4c+at<RyNZnnY*&F~oeke9YuDv6Zn3r0n2>?YmkZ4B=iW-h5VzF1
zNNbtBS|`&5s3paUlKhyArVG4H$G<>mwH#b<^v<#G4I%d*M%)e$2se~65b*M0X(R?V
z+*aV$!f_w1Ef1ABAQtYyGQ9;2C%NDfr3YqN-yMB_z_R?XAoVMbmnsjlqU9Swrag;$
z-35GDRGaTdvkRM!f|CR@2SBF}svs$x(q(cFQx=byyjj4(RjLs4kdUHnQ@mz8L9Js5
zyD5DLFQ%<_$<pB7Fwa`rXqdi65$3YsN#3jHl2ZAA(>ss7IU*2u!JzjB{k4+Wb;-By
zpp-m#N_Vk^dSxz1nov^uqi+LTq`&uVmbQRzgWgso09ljI;zF`l7fmgL59jT?xncyv
zzb1(R<mDb>G}Y(@?e)ux#avp)9^bK256#?z9+zkV3J@RgZ6xwLK(+~Ugzc9zNS|LX
z(a5~eN|0rJAJgcl$kP}l9L&LfCP`@*a-jNNCkdWsBdpNkCD1_<z9&@C=_|q%D}Sjy
z;wrG)=^%v!<0TvOwcbiCUE*pWxrUV6Lh?b)R($p}{$wJYV7VE`F0_VH2k=saI${X=
z-cR5wQ8G>bxDAsggs@pH=w2{iKM)(8>h4M3R@i*`$;2Vg_;}qQ1%=n4ZC+zF>&}xO
z?;TJi<;r3yFRe03dIXCRlZG8dY1DlFZ3=6%M#xaKl!b+GsZ4Rk+q8uPJB$aJsmyCf
zqzehR{2dXu!VbL>@_2#)+0;28Ia=<z<2d)p<;AH1X-@iw`>wPqQCEQ!vpx9}Wjx1v
z#=}wz%S0z0oMPHlq_F2>$p}kt<~7aq@j~kCx5-RKDd_k*L&9{}WJOu$WS~aZrE`&+
z9f?cftMTw)Zv!ln=L*rT;Xs`m&GOWqarS8>Frtc8JOb;@583gs6I7$EG8&JCPpY4?
zpBzk{db4(m_%dy_t)OZxI?du^R0rE4DzggWNoJ|PN^G<@$A&cp+53ghiu709Jp|{*
zV)nTMmRY>;z1e8veig<`TG?#Rk+52M8i?1~S(B<(OrFYkv$*?e%9ce#6$%17J{>$s
z;sO}izCmKE!yaPldoQG@x4!D>GK1|U7TYJ@=5O%J>X`mz<HsD5D@k5oWy3&7T=yVx
zzCIpNuZE{Y?{(W{?e{>Eovw-ac$G!pv|EAS{Y<}0!uGt@{HeOO$83vCwvcsOp{O3T
zqgA^5ZufYD_wNoo!*O37OfFE<216e*-)6QTeKIlUef4cgovO>rVnEQqI0c;x#`bWR
z(f#hDdYx-mdUuutK6^m!+quKZEJx-ye&A2%`4>mpU2oUM4?ntsZUwcMxT4sFhS}IT
zInRn)Q!@$2_kpWMV<R@nV8E4txOBsTFHV1~4!QzthmF~+?|Tv3tKDD<Gl?S!BljZO
z<^dj=0b<*_0kG*cfI4>R(O&tT0;mg+$gdQ@833H#Bwhn^`L}}$xQqw_&$GZg(do8d
z6tiO;UVN`ANZsG0DU`?~jh})|90Op_K?g?UX0Q^V3@WMH?R4*|Yogo$*z87+C`mwp
z2e!gm46xT3YTM(u=T6MQ<K*c0sA|W+dYRaSENzjn&%qhz6lo8KZo#e6K&2It!nxQK
zr4e-^0LVSl{}cl-x51GQUVZ)4*ev<UOY&f1{?~E|0cl)S=Fk-&F#%Z>Gl7Lv^M4}V
z+7$mJa;sb77zZnUZ{%9R*eZ&yygL;SZCFs#?_0R(CEG)8X+BpYNPU-N+>_@hiNXpE
z+L^2zp0-A*wHJSY?zeHY<@8QbzX=Ue2q;`Yn_^+i{qO8{W!s(kn112Tr#n7jq7UVc
z*pJQ2J`*VzvA*@Bnc7)59pZ8}x$oHs5tyBQ5`&3CHSxFIglt_~++?p)t!K_w%lED#
z_YGPno#{#~lCrX|>K1wSX$#uvC&R=-?1a(J85txD$W80Tz2BR+tIZSHXeL^O_YD?Z
z<g+myym?U+ZZS|65rSM6bJwB(^}E_aUol-AYh{;3Z10fG{5{OAyQ5-KFL{7JUrkRi
z%g3q4Z7ZLP(+N84KHSC>|Cv^E+WUx9(9up14@1~EI0(KCRUEu;0#|;~zN5p;4#yNE
zliu_=4d3_3d9A8CknG)gh~KJ9!fdq3mmj}aZj(vG=-d}sV&{iTHl5&V2T6j4uI1T@
zP?d`AoeXCmoS|HDaky^66k2_Bl<3gVVZB~*-1&_n=TVbID|y<^v_gVf=mH6rH%fe{
z{$R*hc}lVB#TKv{oM8u=a)^fVu2ZzHgI-2<>SWR8UupMNvckz9vW=yQA9|C+%065)
z)<=uLal4rl&q-);37Kx}!wl%lo)chH-^ekixg)12ciMq#z!(U5X2nEZ8$Ek_d3Q47
zcrA~x!g1qH=gmCIhtolOU=c%bT@%r|Hg*&DBnBhnO83L8ZVc?FLvQX~_L*nZg%YFd
zD;iqj9y&MQEGhPhG98j+MuIwWnnJB|vg0kLayr$V1cL`gqnhOpuC!j#3;;DHDSW*o
z4WCrvx!OIf4JB=kcRxWuEXhw^GI+%v+Qf6@HNgNAh}KVU+8f8WAtgBxb8Mta;78i>
ze_F=G4hzb${-6l-C>#MM(`c%X+6v%Ls{nLUSq*4#1C9}|=9+F0Vp(ct^diU$!kAZJ
zG>ufYb63-occ3H2b)wxd{R+Hqg5Hslr_P)RePMMLWs)@&ARA<K{Nl~9Mvf~t_bVQ{
z^O&Gq$64^4c`2*OL0~lLxDH*?8aJ|mflHrofm0y<wJC>8>%$X8!^&9NM-GcdPS<YS
zI?F3?m~$Ba1@cfFw)Z%vWt8f4ZqgNsIMswJ=Til0;=7!d0zQ7W^5ufv&5)$xAz~d)
zEx?{6<{mlH;3kYOvN_=0&wmZBk8(FwCy0~<UVa^ZO<^92#weRiCE^2XJzWNd@*l@^
zPoB?z0#q=^yrr;-7pr&J5_S(;qMsMs2q{-&wjd1Hr4cR0F-*qp3Vk{i72&N@pI9RK
zH}Cn_bw{yx9y!39cg>z|7lh|offSsmk2SruP;l$j@}yJjY3}l5renke92pFdQ(;F#
za|l;Y9T;LndP#3IXb?QbdnDwcrX>}(y7)s?@9<84kZ<t}BC3on9pSY<t}}`gzGs&l
zQd=Qz#NH9xD0XAl&I@M*scR48lVapkhD7UaSa!E^s<utW&sHCtsgOkCD$AWm_j9XS
z>^UG%dq%8Jq6<@lphZua7dEG!{d5RdVNYGN1r2cHKG`UJHGqEYhC&gQas!W8yLg$X
z_<W0|;9{t-+-r{sM>89|Qv*obOPf12XY@!<L!{#-qi2NC>aZQQFTh(VtBR7EDO`FI
zV$~{kbsS6kpk}9yP}8=mpCnp4f3`R2U`18@ocIIl-C^&rj}P5IPmf9FUnf8J$@F=t
z(7RHUa&pqguB%v-epaR=j3?T|`t?;+h<Y1)ljh5p?$mWjTo|bV%LjFiMFr$~Jjm#i
zAUkQpidd2EC&!nMJiZ=v0bfABgK65V33uv_w@~)(>Kp5*Qf^}2)oM0(&GAcKo8m=w
zflr!s#y?oe3l*qG9@$UBwPS&P5R7!=&|Px6sn!(cvZ8L$l+wgI9Kq^$9Zl;MWZJ#8
zJe-ne<1&oP58uu68*`lBG_cplLj5JQ`YNJYQX^Z9Kir^_C<b#ijkOtvY|#hi;B%*L
z&V5>Kfq-gI<XuO59g14uX2|npVT5o+M7`l+HkO-CP;!K%D3)pZ=ndsL>K=i~4-Lb4
z?5qe27O$fiiM}6Av@r7K#{1_5PrdzkdBP)HcUF;&B;k|pZugecIeN}|{dD6FlT(dj
zy6GNjfh3J&6+-mop2fwN+g!(&Z#hOL$-qlTiRS9vtCu@Z-tNfLgA`Kvoi>>!9S64w
z_z6c5OR0+7JRvwAXuX2fy6I;(0T_DUDvFKxAq!#Yt=sOxbgY#X&mSOX<$CA^ywDv1
zI*9-Imh`Ln<xjk)<rPr}2-BeK(-%mHjL25Y^pz_M;S<l6rJW+fSE**02&h_2zv`IA
z5hS3)ex6o{3Bh~5Unu5wtKZN|FqSPjx<6o-*o!`W?83pfzJft>1BQtXCjtjFBG?@q
zfvn)z_L1WKyl*cTG_bQLGwmd1;!K&Y5)2=#_eGj0IfyPb&+PK*%bx`nL}RKPr%ym8
z_4~IwAG^<fqH94sGTZCHF{o)$_^vL#G>s&VFL|8RfUwBObK8F?b@A9PKWRk7mUd5X
zOon+qcXCPOqe@lR=|hy5rrB!t&ZSl2A{&mma7X!RbST}n3o7lT{dIJy`$=An8;$|0
z9J|VlQ4f9hm6x9(KOWyXk#ly3pR_K7h){k_SVONTosinFWq&&0>$rwGM=akP?Jd>a
zD<Q0C_?G)ki>)=!4*XKU^vde6Jm0gu9)Z!OG!1CD;nGgRV_ugN@9Q22QnyrdySLS?
zD^PV^ujn2NzH(z=W}z8iH2d8nbbuH0uy{d8F)_0|n7f|JuTGxE2szdVYGH{bNGa-Q
z3O&KZxOg55aE@RcERwN&dRNE?mm0ej57|tuHR6s<ztu71UScnRlRT3D>Gl29siGyh
zW7wIc{D!u0P_OUsr`@6tkxphE`6N+%b)|Ek6f4!SJE;AG@gds8i&&8}&hhf%8oVz8
zBHuhz<YL>RL}Q0}Kh41j^(dZhH;Nn`0re<J08a_Yp6`>1={|+-y2a-B&g8{dUy&VU
ze+OE7=c&0^J8|Gd<Z?^)(*Cg<nnmW%4lKN^=(-by+c&6nWX5*&p|g&>QeF#fU4>OZ
zURYAx?ZbX0%c<r0Mi6}4qebzy$JKmYR-2ZtH_Dd+1gcumc1_jX-K(%5PKV%CSq-a|
zn|mA&X+_UQuc5B_4`?|*d1+|57hblW3=E_t>B?@>*>sf^6S;J}jGy|Bs-)V3H2!F{
z9Mv4e3Bm$>-4-gOT4cm-tL16$x{TB3`<9oa_HQ^QrB-=qe+z;B(=cW7r@BL1@+n%J
z73>F(1gH(Ow9Z2rowaqHpVZsmf;F(|zOV2RqbNxt)@p!0xM3D`{Tfq1d`aTnDC33l
zN767+J+WD{CL5j)(w7T%D>Cu)TmxCS)EBG~e$d+JW*}wyHL(_`q#m@Vn%|4qXigq5
z<|!c{Mt5YS_z95%+SiI7ku6x%;IE1}<*}@<b{w&YWM9p<P0vF#bFNUzFw5dp<1j`N
zEOWlE@1pH~4p!+JJua3R3_c$%0n{lY02z<LaTH{|9QOj|r@tpYnNgR*QW}7n?f@n~
z7VuerEEkjnLnbg-V|P1>50paTg#BEcw@zl%`sL7ncA75HaD)>O8GuQF38(=2e@*tQ
zm8MW!sAR0QA<Lm1P6Jh{=*1tP;1AIT8Wksi@&PLppnO^vV&s|=sTwDF{p3Q%5L-(C
zuI*bQb{c&yAtx93c6-DQd8kw;=H?I)V<9M7g`7UNizYrL2npBYTxwOY#_Aoq2eo&-
zv~=y2$uB*vle#KS)lLk!aveXF%0IE&zj9HeE8UyCm+g!<U8M`d1i7dT`nk`?ZA|x&
z`-A<N^GW=H+p>qH@1N>q@?1>DXT*VAPAv2a?I$!wID2VnEtv)%`brloBC^nYI>EV7
zA!b^E-vv2d9S~b~rip2(WXr4Pg98=#_Ct;$1Lc(Wbv=I^F693%)XQ-Cp)Zu1`Xcgb
zk7$Bk&-C`nDXbbmy&VAD8y(!k<WLC8^Q7dtKYY9H%SYgDO~>Xt_uCQ(GL6Gc`Od6K
zbmb*Pq#LfJGN?vQ;mV`qLyVACJ24}oN3Ig?Z1E_)ZLXywY-=XnBo)-<nl`SdNDvV@
zR|bjCaoytc&*h4qF+FodS*wi%*QM_5d!~Y4GVd!6kzHc9+i$9DJ%}s0e>ZI_ehpHo
zNbM*4GnWpYU|Pe{){x+SE9_=i0I>3)Py5pPehG^wGd?sVTBX`@CG{J1D!0AsS}tIM
z6K(Qlx08kqr%sbwF)?0GX4Tc?1*zZ49ZPvkg4<hW50u9C4~3VZfN}nasSdfysQa;Z
z{_0@S{AvHaxg90TCmJA5=J@+WC(8YIoAEF#HGY~*9lava*`au-k961<Xf`F^^Su>8
zR3x1R<m?Gji*u14E$H;Sp@FcOL&)c;lzlKpMEhBon5hV$bR+knPp8dt(hXf15WeK$
zchl2w<a;O{79;j&+_Z~dxoKg{7xi3#>?J2;**t7(v!v6$$l81(PNZ6qNmfnC#34We
zdWh(xv3)Ww4auuKb;tU(vBU^58XKO9Gv_Ekxn$L?tGLw5GM;1XnJui3R4q*L%Xz7|
zx+7=()Wp5$+nW};)je_|<01B!C_VW%J<v_(%4jsE@hA=An9+P)yg@guOQl97UnXDh
zY&EYp%z>lHcD--^;E<yF(45Ysd|A#`1~Sunl<8Ur$<&kQ^mck#*q)}BYnk^vICbP1
zpn;xYAw;^GDC?dZ5eIJGFA6V59mB`evzc@4?ftZD=Ajwcb*MM|KE8MKl3Ic`!S-ER
z>}LJ7T#NRpH*&NV4$wv_hWn#-)bEM|<){=B9AeI39^b&gIBs1zrsY*q$#dbg4~Pw!
zg2M5lxcL?d`?aP0pU5#oEKH5Mw(}%6`~Z|?NG;3AgdBY_lxoT%py|SPpD<>Rw_1)a
zom~YnwwJFqn}3{;GJe<1lTCtw*OYB6Z1QR8X%l}A_~X}UtSqp%^#=IjuFzdJn=pTu
z_~}QNHr_51-E>{<U%0;ig%$f+76|>F8?PA<FOgz9-P(5KZu4$t)Jt0i4RH@M^bV58
zLu!gyDlGjr$qOnF+2lrvX}2|Ja1iz7ZNeE;`(M9m@KJ?vkv8AXTN!_vkdd%cul1G5
zVByVM9JKOEnLc{umNr~GOqL2vou^cN-$4=UcK6Dlfk_O#B;l1W5Suv-CwkQb(odrf
zvW#A?YO(MV0&u2!a)B<6mJ|Xo6H^tJn0F*a0A%|h=Cd-no3rt69O_2)wmZndEF9$@
z$h|(#@hm9=0EIvLw^J=<`NS+{t=_Q3_U^Aez0Bb;&!MiO1Y_!q0S^bhSN6~O$KWUf
zkNm@B&K@r{=<Zbp0335q8WC#T6Lfl@$PqanecyB>5}(w{{o2-zLCi()1>LHpUNQti
z{VLNnnMr{7IPJ>p>Dh}{jroP9R*LS~wdenDi6QEqoJQw>dosPm;11IuxYeVWm2;Z-
z(!^M`!%Ar-W&kg4mmJs56lDwkM^1rHBMs$_kJ+J^h?PdYw<?3LEPZ;dnxkZ9SDw7L
zD|28ro_W1QPi^NOdjIq6Q0Km9BpytJ7G9^yM{29=<b*4U#&h_is@K(*w7bq*(suE&
zG`P#Y6$Q3A!(6<=ODFF4=9-@`Sg;$iH_6XXKkq1Z;3h6|h^~f&m<nlG2|?e*UN>1R
zOq=6`HAK)W=h$7cb<?ToN8V>|Q<N9V>qOIzo9`8l<z&U!icj5W76^@co|b@BNEfKg
zm~YD`r(O<lI5Va3^vPQbx>Px;7KjpofmJtngn2I&7bf3RH24+pN+ulFT`2~EI9-}y
zyQI?{#bt{r;j+{#jqf!a(w(;&LTruXhohub<0TdAZ|)6-EF%Fc<{e#kAo)zfW}h1V
zDvK|hP1;`8s2d~GE!W93SK84GF6rKK75JezN4YMctf$8Zq`Ynwd+))Pla7vU%X8wK
zlhpS<YWDMUla*RaX5_jwz8=`Mjd;1T$!V%f(cuDQLey!pU1lZTprxt)g9CF&)}wuO
zlg~60>$j#tFf=AZqzfek^@>m>W?sHM`ejKTZR3iE-kd01*c+;<IS>UqF{dEBmvpwf
zW_rV76HLdoEMQ)y7o!|N7OPEoD40h-tb`f$5@PR*K1Pdrq${7P<Dd6iJVOKVpbfts
zuX}%lCq`^ijhEx};Nh|O4G~G)$h2m0Qg?Q#yTOz2`|9ikMoZcqt4x9WZFmIAbYBVE
zIS3ExoblY>$1U`tivo2I=xq>LjbJb9;O9!Exp&?w@*$YLjccN790`^6x_6XxkL?Vf
z=B)}qt6|Mz7y|37d_<0Vj6Hw}e{7OXkejNi_zgvws0K)VbGGPqZN<QkWt`s;eA|6-
zZne7gI5=xTXY+FlbnsX76vPELR}tGp+n-Qt=?rz`_dU_y%poHpu#EV>n>By4^PAc9
zV`l`6K~4(TU#}6Pbtb#2uvIcmO@^K(`(G8u-N9BKi(lVbMzDZ7@?F*0irj)k3v4H>
z`#o&TIS?Bdh?#y-N1-)+Hmjw0NSAbC0kZxK@pd*7>v|u#X%DEPa7T4DBgp2XL5-t>
zbvqr7Fe=iW@$Az`BPsN*$(?@qnE=H_M|4(YG%0mCe@-x#j(q&iz8sclO%>ivHSG$c
zFWTm^ieI)l7NhrsZPKKNDZuu?w4t8#RR|D<arrZZ6=XUV4y0{4nS?*bF)<ORe3Z4K
zIt1(_`}v)c*XD#!C}DzVUE;0L`g`snH5>2j+>U>2KU-VAq{!-mdN9IXtrpwB|EjFf
zAjRP+G~L2mrnmTdhI^bMI<df9C#?QJbaXob`932?LDcs6x*DfX&Z&VeA*bMZG{aaB
z`dCJ5wDx-L;A^ufLkgcFj{*KYl;d5hnFe+<FIJ$!L8_I*eiUm&IgZDK%PE!|&o`Tm
z%scp)_nK>o4^_U6919M)+pg3o@L@(teCuq;J1YRhZC`4_GO@W=n!mviZsLtT^_Q#`
zm3S{IOo0&kWk!k7U3*TMFHpP6SOp`;;Uo`tFA65M1nq<6)~%Omz3-G6<ekewdgt9#
z)5I;E>8*}WO2>ux91+K|+TVHf+9RTLavkR<3L-oWtOKUe?zcub(hqw)F!Q@nh?dCm
zRz@26OH^`M=k2!toTzpP{_?H=;V|QztX*lzOgu#KoRK30yS9gJ>$U7jm2RA?EqAmz
z1(SVl8h<{(B>0h*VPVNc^37NnLX}`b;m14o;<Ql2&7v1rldWJ7lHDB_g0{%(A0iem
z<lhz^QZMOUsPyt`r;)$MUZ9|0-2}-Qq&4qj8Sz$XA{{nrB6~^P7$w3kA#v$}K}W8r
zB6so_TT*V5Pn$}Gh*ySL)DDCrZA#mc4m?JWSq-(*GGJkwhk;9Bb_S3ls_;$}4a>~!
zF2sy#5lIwloXZq2iyd6y91>?b_*C|(mE6=T1s->|Mqf6Ilu>%A4*idUbDQ2tiCNV2
z*ym5&^&3@%Hy_xzj`zjSRMVy@zfFkau}MVNjh@X#GRkph5$_CM2{gDuH)0|l#OL!i
zyUk2~{)pTW5Zs}ei@QhE(K61Lnf(~hi!J$ltkX|^2SuAz#H?!pbBk?h`K<}y>iB!~
z=8uKh_SKgTOh0f5iqaUAVr{t3RVAdXgujEyAr^=pAeLC~>>X$AZ9kL))i)^cK8jnS
zcaPe*jL$3CFpSHu)-sOevsq83t3cE<xTz6nVxN!8^9T;OE@LZHmdwy+Ik*`-F8DGL
ztU^KUXE1I`mXx@PPN~^b-+bd0zjpW3=^x(Bf1F(S1|LGv3<oa*3<;~}W9BgXzNd8c
z#dw3EFDmsna^e23<U-x=<iZ*H4fw2<_E%un<-g4TWoc;}W1<^sU1@pQUle|?$x46T
z6qL-+y3i>sZfE|+rZ>`9`Nh+)yL)nre(FU08QXHtw?dZGUu#o-+kF?x3=)0obO2Md
zh2-zHHVu@mF+bKJo(j(aXEp)0HHO^UoofKU0J2B4k>tC&<edgNf5@3T5epos!**?3
zpqDiF4E*XPPhx&?f>B4l!rn);MuB*LpZ`x1#qX?99s>^mihIH`S5fCtvLI0?stVe*
z1yA|cRXl#C$yBkT=X5uP){)ahKsR~y2U6>I@(We1_vPQX4q2Hqu;s7$`~_O1>_6iX
zKTc$py7jwH@_XyuvKwHD2r9~U-X?CGBRA3LX64HW9)!0OW_@?57S#5cBuQUc_D9rK
zitZx8y5tVM*0|Fm-~G_;<M<0ts)33*Bk%egM_olwM~C%0h57q`mY=q3!Rud>Usx1a
z-OO0PJ;Oo7vj8N#aQ$kvetW6hS*gVkkIaTU6>zdkL1!059z-4PB2M5azo)~*A_=oh
z+YdMOeyL#a_iXC#w_;`IDH0bX9ug*|7xEF{D{t>AeOCIc;<4;4*kgZfn;|aLg}n&-
z<Vf3zYQL!}&0xqh`uG@GwpNnC{sza0a>doOvo=gs&f>o}+K-GCQ~Mu_id+;r@JL^i
zSAs|Lm}n5qnb!em(%|qj$KOmBhuS<L<JKe8EA)<J0D6g<&Q?0avusxDS1o{@YzV@%
z)OO$|{5c62#1SnP-z3kTy8(pbPbAMSe^<Ht_5Tat=>Fm3+4aZLdjA8mPqDs0<mqC^
zH`S-0s48XL?b^Zmc!Rp^<LvL=u1ZXT2?jBdZ9V$CdW!alO|09tZ=e04K~D!0oS*a&
zf|w>9Z8S`G@vGhVu@f;35=%E)T+Q)eAd<YwSPBBaG*GZI`uj4(5fot+M{bV8$SZ0j
z;g(|*_clNy@3RC~8VLhl{X7Dcqxp43j~0N`^kN#I@{kyaUyCFD<}%-Z`LC;dZ@#};
z?5{rd*Z1=O-3ViX2_+fW-~@%SMd5lK%~uwA%1}lC<8)93fTatDj6bdxC=P6Xg`xe;
zn=}xkE-FrgXMD8HI<PU`{7VpKhz#8yi<SIO7&T`xF}%c*@XsuY6NPVQO_$cgkR-A)
z2o}&luBPN7towoHUN>w5f03LD*wQdPFx1v4vRdbi4oD(a)|kj7=AXyt(Zru9{rLmX
zABRxg3I-_3kMq@j9`kn>0R#RYE@Hm2@t?oQk30D%PqLB?GQ<WDNUX&07l?H~;%h5>
zD%h!YXq3&K=NR1F;Oy7Tuh$^+>u(aDfv~K!ZZL9LI1^+ClW8f6hURPU5HV^5eTvFc
zU?ZhGe>pOc@%UE0<38S_%_mO?I4I5CzGy%hwE>TQ8UZpxOF<2>kKk%qg+0z!QgX@F
zT@+tne^fU>9RNOve1=#mRCzE{r~=>i$s~~)z9zXUd^`ITcsn;jXgY2Lqt>@|H#Y+*
z+sr;c&Ss@gX<#v5SVyj`Fo7i3pC=2msRW<E3@*T?r$o0uU;K7z2sri1$q;4(#P_>N
z{c+|iQ&vGhC;V|UYClfBRw4ZTNxt37k4H(V`Dah^lk_?J%Y&3V@C+-Re2{ynqkKh;
z?rpr|(BtCwt-zl60gK)sf;P36qLc*><m>GF%B)N+W(Fd}f0x}Rge$M<jBt>w_+WbO
zqtQ8r?z5j@p`Lm)TmS9;`mc1Q|NmU%Cw^9;yTAq8+zO;n=q7y+n+|GYJuaQaxsFJ~
zfjYd_7;2OGGi?4@{?;@JI0w9mfn=wG2R~R%bU!dJv%(*Sv><g)lcteUXY7x|eyJ3N
zeCwGWo9K~4F2M4Rihd|tn>VYN;nplYcgij-0UPcw-gbQDp)9MkEu<XqSye;67K%YE
z<-o9lKw9qz6M5}23~M-}@CJM!&WPIlb|3KGs%Lh5fsl@JijsE%hol;?BOj%zfT8&j
zY@-K^bN<H3TfheO0ah?wsnQyfvYkx-1%iKSjal6nNZA4z-(hT&2m8P;8Yoj(?mV1_
zkvG&xCx&Tz5!;J?qM)B%OaY9HbI|R%2%@IA`PObQtoj%*5e+Js@_;ow48`X<L$8A1
zYXt=J*G>PQXldPF-V5}{dpSlr(em{r&iS2PqSs~VYoLGk@-CsG(2%=PsMju`9eps}
z-FJ0(V9(xk*U1DqxW*s7v)`eEKX`0^vJEOs0=+IOJrw~GKldN?(KZ+MKK$zj-GA$6
zX#{NS?h}zY=CdV|I~pgkXWrKYZ;ajWlbsWK$BSPIoAT#3y(26W!14S|8&(%|d8;Pq
zDpv?l-vKB!n9vGUJYXa~1?m6Q-h0P2wQXy|K~z9Mq<5l%(m@0SX#tcbA{~@!r$j)c
z*U*(NAfSMNRH>2P3DPa}rhv525lAQ!AjEg#-tMjYoOAC!=RN0s<?cW7TgfU}Yt1#+
z9CM8EjOPLG!KnGxHVOw4uFTlBy~7}og6jARY3>H<g=XMD(yj>DyaeMO!H#e`5~u8G
z4_>)S)ap6{D@L?LXBY$ezbHC#hZ2}4MB-OSFrdIpVMBD=3h&~_@gM-wLJz7tFkv_}
z!QUP+J_|6Xmj6qx<{6Ubk9VrSS_)&idbP_%s5tP1;%5c}Zioe_GFsZsEEJtA&vwgo
zbypL%uzG%Kn7MkYM(RHi>S9xQMBuo9v<~+cz8&}hB2N#V;E`C^JiqXa*|QKM$ht62
zF9$s1YY0Brq)ztUp*#4zKA;x>BEW%{Qa0%0*8moT57BL4{<iKMU~c-CcQ5e549oKM
ztg;Z){18O!@PRx=P#aEEwFBUqVEXe=WQhUpTG6Wr<-E?^$~T1P0}->-d;pRn(14hY
zH#83+^@$i<0PKJ0dV9OQ*)F6lQClD0Q8N>GoZ(cs5~lUj6Z*yg1L93gV_X=#+{r%5
zq+T)46$)uXIysu-=v^HU*C0Y($!LL;%5;5eLml(o*~nimUk$OEuraC~LgMfq^{v@Y
z0aFFul>IiRizjR&HCmWbh1}wQX@(5cRtFT5qf79M26jn&p)#HBP}i?dXn*ft9?|~a
z*GbUb^r@OP|7~XwK*`kHIRfw}o<mtvG2l3o9z6G6&QwhY)2C{|`p=T9{vk`hJo^1>
zu!bJ?9H(`P0V4+?&@4OTz}&On|6$)|g1*Bmyti(a7$PEX^1VCk-_Gy<0q?U{<{?kM
z^ZVYwfbKue{rhmY<!K@MlXo2p#%#%8*0S@eU0d+JA~j$6kYT52s~t~<sAwIoBV?-v
zFMpq<pGVQ-K+&SY5jAPW9yY&p@pn`KzxHg<(()X?UJmH^zg`XKT<$h>M87sxF#&M8
z>^IfBZNsdd|Gm4bCazjXM=g}^zwPN63q1=)_ZYN`?gTsgc?>Ly{2srhpC<6_XCbn^
zbn0%_rnH!^={c_EYLVncJSp}6k$mJ?mgb2FGIsaeX#RGaS~aw(?U#A0X#RX51!C)E
zfI|Q963M&neaf9`cLjz`@4&^*!&X6oN2`ylQOH_~#FSww=$2?8;3hL3Z01kcjodG&
z{_B|k|FwaGx|y2QlsTgn;Z*UffefwFH=dlhqS9|zApD6AQu<@){D<$JMHqj=r8p1_
zwfUAO+m!v=HUD%XY(FPKKReC{L-&C~sr{UlyM|ju3ktUZc)m&yC*;`!Bk}&rfcXV+
z!azj-Gh&(@oZTd5`$&=eVV)Mi1|K2<G<k1^f&XDj2eZWgc4cub7@<#gW`o=-a86Pa
z2J%tB?6sHVAil{VLRxWPZgz4Mlsk{?7<!pd{m8EWlTrFN1(W{nH1~qN4gIJf-J3er
zm*V0Eb+sX_A6HIuDc9W>l|Ncu>eop`K}sXiqok>S&+bLPpi=X}rynM6{~?3-&1ixu
z{y)8x<w*saVgeXg2Nr512O8(ak$nvw2!8ySc=;E^-qE@%zj>BN{@v<7KmOl8?cDx(
z8RYL|#{bt#;?8|Wrc<<PJD{#2Uv7TK@Ch!PaOrf+2DG#8s#nj(KNP$so{0?Dr|PlW
zwfhQ5<3i>v{c*+ocRiASYKc6D16d)C1jBD^4ZZM=dO=X}nH3A5bBWtWAfE+(cz1q$
zk)o%j_>EnXU9L`rtBZ;>K(r1%F^si_vEyMju9)F#W@gF{DFxtxuuJovyjW=ktarve
zvGw~E2ZYb$=lHIOCP0?|ZVxL&v`Wpsm|Q-fz9*sKrRa2BCi6|hifg`k5J9>MTURh$
zaZY=<tR`SMAZgD*o_%27!=sOxGIbwmGNK&Jb40itm=^NJe&!c$kmISvA|5K|xZD<$
zXn*T_<pPhaTk6r=kO}-9>|t|K*O<#C$<60dT$)B{x2|{?I#A@us0rL-W;>AKLI>IT
zK}w_G(homUDeMA%5JDelz;lD?uPtI{d5^!wjX_+H^N@CbOqdq&e4()+mJpb+a>40K
z@I%anb#IGIQ%q~Uj7p|g-3<}ms3^T83=i>x@6s<haOm1$km@cJ#)q5c8nxklk+3BY
zPyv`5V*oW!j7M#@8zPUaK?BU!=<2|Jigm8PLxle;c?Sbn2yB|j9%s;E0e5~dzTjZ2
zsJyk1{Dere(R@v~iLef4?)i0xTWzE-MGSk|={Q6dSpWG<`;SCa-@hv?D3N4B+$@?p
zJ?#rBN)Yo-i%v5sl-pSE^6}OEUyk21@Bh)IVGJ%0U^Jd@UfK-#ZFG?5D3sFaJ^G{+
zoLX!y0pdhI69;49V9oZ|Ev3kv@od+W?8<Z=HVk#NxlUC))&?HQI|=El-iLj}3js)?
z({77u4JnEP_5_;Hw&w&LtP`4_?YwzZ8EB|?$o-_DF3Wd5J7kPgpjW{D<r|CRL^>R?
zQ^WmRD4P0{9g~%|(-l3A1l!9h93aTN*-esG5$P#Z!J#l%;Igs1S!d^PXp~>P_Kko|
zyW{!8Rfll86Eh{d5??O5w#qbKSzk>tYQP{KdR~|qXC1XF$96bORy`?h|4jOb0GL6c
zyG9L*7FQVUy<Sm{U0F@!sLU%vGa7|w#bOClD?5|ND<YcXTqN1~3rcY{ljL;@_XhWR
zk|sG+L(-uI5Enf?9Zfnd=CO-cpV$f+hq=#IhK`34j+H!1XYB3Nn@k|R_QYG365?`u
zKvLY8JaHlaMRkPwQ@3bwTf-$iyzJC-&K8EOIn~;0J+61=-+H~CeN{?YD^M>zXnr}t
zVDKtcSsueM$vun6ZyG~!Rk+~EL^UVULh)0<pP9H8-##FlC&}5ln`=2vSIb{8UJzcl
zuJT}xG)7t1r8}92xHK(9QT|{wgk24cmX!sDQ^<gg#KF?&y{u<Pq3vOn<~eMjM|a~j
z({T|kg&TSO$)|Qd96Y<HFzX{=T|JhVCV#pgd9orrg05=OYS^IYMuE{@o@S-mWTyo0
zsu>lakZ^TqhSHSwx!H47ix)3Hqp<UtNd7Qehit^o=e%e-?R!M&hLGuj94#+UHfNbc
z(I+$CEGQD?`HD<18A9KT*TtTy51b@_X|$+nyMn%5!IO>bcg#<DIL6yoX8!P@ddSQS
zs_d16<Q-c{*)C8YZ3@#Z9=I<0VYJQun6x_Q?Yjj-k30pi$qy&(4yZaAcL}M~#N56_
zF75c4zt>X&-9g;)Kt}4$>_YeL=6QYWhO8xVR$56}xSd9~fYG{cO~mja0=KNUe-7-@
zOg=#fr?|E(7?g@-yvNx=%a_u|2H1)|Y3r?)smn^M$Lmx+70ghZ6$@R5)TgssCCDKy
z3K#A#N_l1(TLo!{L?wTsgqWulp(c5HQIlMRhFu`ix`yxKzp-0iwQw2B80u(8E?>M@
z5y}7xNBraLQt61Q^pSReG|ix@_W224@Aaw%`Zpi(2AJ4S8C%3!B5q`Ly;naPb2OnQ
zuZ`2KPV^IK%*>6>d$<isguhZ&xB>VJ{Ox26wNzwi1fo=lIddjL;%eKJ0HPmx)Ky)%
zw60G0e!2Z>1f7s!1a84JD|D)WwOQ(3{Ep3V$HD9I4JYCksl<qov&ZiT4%tr&xryyy
z!eLXV<KzU#tr=MY<}@q=wES6*QSDZCxDVEV%Jrr=5mRfIyd#%HStjBTschYcm+4y;
z%<1sFd1I$C43{aJACks2zp0tmr2pt271a%@vccRD47fyda=gI93eMOgSw|W`9liM9
z{=vHc!||DDt*wy?DEml!qllz2?BD$3ij9A1WHe0l1mzr&8vNfF9~Z=D$H8OyZITRe
zW`M07EeEzk4Ik(LNE%9)J{dOb#3m<`Rl4HzWh%-X!46cv?(pC%ghu9?)5IzTNW=|a
zU@KwPKldi-`W~pOlOaN<kj}HPSPsuV6}00#b=U1U1=}t*VG&O|X$ryhuD7rp&OTTk
z-Kscp5jGGrBo|9x5nRva+H@&m?wZDVp|^K$$2u2Rc*CPGOhpgTVo|tDYQ{<;6^Ti)
z3yU5WnGolCSzNeR7F^pE-ek}?XYknbebY&qT|)_{9Q-xR28mwnxh;cv3H2j^l28Sc
zwq`-Pk9fn%7+qA#m6AGXbgj~-QfffaR-ietd_Y=P07Xj{7Lk-hV0}qEBEvZK4#8we
zy?D$g+Uw&j0@{VX0X~GHvlv+6EcalS>o9rr?788CFVp=gN7MQ|&rec1uPO{A8m#r#
zQ=B^YisSjZ3ByBpHm={)x?TY5Z`1({M7rH;ZF%;JfLgaHI29{EBDYZ5IeaNRnLtA&
zTg9&AE*!?%OqQxT#&R`Li$Y`;&9rKM-YUk`Ljjkb-gPVQjZ@Z0XThoWXd?GH%oZ}E
z3`%dAa5v^?x?9c#`pkyC{`^rnWx(^$lrJZU`y{-w;U<_~+aKztovT79DDiV$GDQX=
zy-$z0h71cj4{*P#ocREeLB6d5@`*f{m3VXtwY602a;>%|C#zdZy>XdGT=*0vfAhIz
zxmXYS{!1TjG0$5PKg5D4v-BRf!NaC{wsJ<P+KJmyDZ+h`W}ENF#_;Cd`QrxFmfS%i
z^{RgUz8mx$=`WQg0H4N#Mfcv~kE2<fNnwHQzy+#1hk&|X{7@SMKW9UvTWQy+lEp(T
zJUJd>hc}&oKUdM#V<egm<vBx23>&P4H*D35N+cvdpHzK9#w{%HzE)T+t1kWmHYH#V
zla=m}#dp<e@O^tr%*|+pX<&uAd=omKvkw;B-qIHAXnF0L&K=LT#sktxL7p~Kb<oy0
z0yFl33a2U6r%OH-u!lxpj$mMHxKK4jSi-5{vF7U~jaMcx0USYfQ^T{YHI^&KqizTH
zpRL}wA<rR>?Ijr3ER!_dFFLSjF4C~tuEjsNVI#%Pty21`LaXRCO)Bw%nFJQ7{-C=k
ztUIY5=hLM)U5AfMMBNQMrFf(|h~z^z2|3o|Vx%GFRDYt%bF1BcTQs}1W<bLGgf^f2
zF#|!a^TEMi77XjT%vx?u$m*yuQTEVrOb?PY?4B3&JP<9}kbF1F`w7v4Q|y%aHbWU~
z=L=%SsO;MhC*l1c@&Lu^<zUk5DJ=2DEWzS}kdbYT>qeoSA(o>o_ma})=!aDfXJ4FQ
zHl7E9v-R9qM`b!zX9t#g-B7J54lDW!i3>T?gry@|f9_n*h!uY1Sa;mmD#2w~a4QCN
zLng+!8r7&-cRJQ(Bf<__nBCy6G!{Df6;d?TR(vNmLTZ|}1@ZueNyK##d{EnzFF`bY
zycMx=2>8J^W;wp|JPjM5%nR}7cgQ90Vs@>EpHELz8DTv^F?Ma@W}O{zx4z(Qs?YE-
zlAU;h9?>j<v>=nwrGk|z_Lb18`(~7x8z!D0UjfK}09pH=b13tX$GQaT!)0F8aQQRc
zS(0ZdHIN9hh?~0@a&6j*i)$tkY4q`D!rSkY@;|%u@9t3@Jpt6=W>6H{SmkoBuKnPw
znK7opqL~F?IpBZ<Q+!eHUmDZ@tEv6p+ZI%dXe;_u5xIOQ7;1ILoPWuz;Sa)c5CuCd
zKXi$aumc=+EI$FrrEQcgUdRMb4`qP^uAl55HtF@rLxnX^oiXoscOzB{-O^5QsvcB$
z_hn?T&Y)>hQTE-awae|G2V;5{%Dpt4L5;Cv_z6f!arjjPGxIH60%RR=R0$neZYTKM
z=3G)}y|T!N%s^L=M}1$OUF+%@+cvb>b7xpLNJiZUOug%{pmFSWK4M6F&yu*Cjh2;Y
zh#rk1eU&VMz4su@#BDlhvlVUD?rs?2io85fOOB2~Q*v~y<O?Z}v>$sQiv?<TMg4+K
zwlSnEmV-KyiVd_l!z7RvTg9|}l<5-MT4n;07t?HWeX{)AuZNwB&@gr=(_;DB@YRMR
z!;RaA>L?-F1Et2M9$)+zhKhnus2<D@?|CJ~vQRIC^8itxKo<`O`X|&HmfBOU=p!oc
z51*AQOQez9OUt-fQ1Mx1wvC-X3s;(1&kQG0;J$eu1}HrbWhR-Oz^U9h`r@T*hR(I@
zL`g|Wj*LD2!%eL)s#@u+(@{4_zW4?^i-ZihIV@f|pPPKLsNa@w(8~TpMwkwlRg`FS
z(zHI3(slhci)PUB&5DwbZfrM<J_!a#rLYn1`ka-cH*FDaUUv9wQ2fzIgJZMYz7#3<
zJkR_!Y|TjK8etJo3BAF&IC)64bm+`!mqzy*w^w9bsoZw=-8Mk^X+LbWqc1WzqJLj?
z3;4IB^XJ^VT2pA=c^&Cs&(9o`U^Z=g!C7a8x9s^WAofXEucRzwY=yr}n@g203a6Js
zb?XkU41M~}3H2}<sdYndNlsYcXT==5jplh#d5*~J8nvtuX||G!87ZDertA5w`{oG{
zRKmw+ryi3w9ZlsZ8(2uPGWex_`|6l9W*3*($T)mYg;r`Ma&Hm@l#G1Nf<k^3^<F&t
z&1DOU3PusKyU`aZOe$nG9vBWrxk{k#J{5a)qI4kUUiZt!m}t?El1XTAxzW*JhR`Y3
zLILDw!?))jJ)UrEG3X(D#L`X$qJkL)uZr1-J2$Kq_MO<A8&7~B9tjAvwb?LG!>QuF
zY~TKH=8C4a8H!H3iKUGW&T=#)9pX(tBX?XG#!-51*g5n@r{p4h5J*p>2|TaqP*hG9
z(Ok}|Y6f=>=6uQJI8^2b3y53iqRvNV*U#xgD&D#$4C4Z=#J7AlU5_iSiIG_Qz5yx5
zu8_~-R0q^1r?2%A-ZpBAn4KkoY{0@H7I+HGSfboRm)z0e7V&o`V%EJpHX$N?FeAjH
ze8E!laHE4ep1gKnV)v$6&rnV98&BLk>&kKet=?V%j&niZ)1FnL1)y|a>F5zhlhi?U
zv24UGDXan;##82+C7~T_YLk(bz?p5Xr|NOCqa6JxmtyOC(~dXlz?0+m6$*vhoDB&~
z*yYG@8^POErDQXv8Sv=zEbG=9EJC%ad)EJA#O#tzWmp@VoZ7Y;)0<QZ7`b&k$YT>b
z?W#Ych`h<=%d|Q28ah}L8IZE3;fUM<b5cd|;7Rj?<^XI(CeD6#(s_|3M5gokz#}H}
z-Xd?Pr%IoU@T61sW_zI^QsCp0<By)>ceM`tg0~8`+zy@7cO;keG{<^etsXe0$?$wl
zfzF?gs*o=}$cene4sAJLD==FgG&TB^LBapkeX^Z(BdOeRPifpk2V^L3p`+JDZ(L)Q
zNX4W)BjGI0P@@uKvh&0s>VlKy1^(6-Y9?z(`Qn2?^~TtBP`hV|c$yy>Y<}!vhzz%E
za_}u@8&`PVvs*m5L<?OH;1<p8ZC^Zm6{Ef1ku~guK<2$!ak{D{7@?$&TL+6j$#W&B
zaZ(s_W{bba9T*f8of--j8@Wwpsf&0bbrjxROF@b`_lWfM?n$SeBa@z7VRGkOgF_x?
z300zBrXCp<4@~!T8<>P&rBJucIH6F=cC;TwBY@mUVP8n*w&7U>^=tPm53Eq9nCNS$
zUkiOb&MNH0eucRubCj>BJt}UFzQ;AObq5)Q*SzE6VB3c?T4ak;EpBgif?a~NrZl6d
zYCQ$>k@}@I&5!8>nZkY9D-4mtt&fLW*lbPdAqL#%=>g%J_&6yJdD&Ql_=<$o`@(v?
zD0%&uMfe9#;X4l5IJjn6?ad)-#oX!5P99>jU(F-cd8{V>i3ayP(64*7o4#PCJC(A{
zlc3oR<k)X)sq_NL&fitQz7fiQKQK=27~+ji4+^LpKZ>r;M*iXVzh;zcN2bQ{?tmT;
z=*l3~ehP2`x<xPxdhAuP_ds)+uO6B90bYLkoleEI2`&-kO?JK(kTxjzC2hb%>{o|V
znArW;oUJJWRULs0sinFat6(~+9$qR@RoH!h_*#8dxn(Lvfn8Iz`J)2L@*FER?3eaw
zFUkkhct(u-C6kZsO~ucS^7rthQq*xa4I2dB9!zk0a=&rhO@4RW+-RnZDu9E!UpQgm
zbHX`?s#sP?!Ybf-U?<SHiVqN5aZWQGJkPu{*qS-fL2l41SejQu?;(BtAaBw=rWQwl
zw<8DnTmRRHjU!+J7E~=r+$5zLB$zy|R(4Ezxyt8!$31O%W|q~U4J7sOUW#6cTEADX
z3g<jLO4F~NO0Bl5_-zx+5k)^=s&$wgC#~Q`R%-qk7wCKZY5y(mA#rtOoWo=|v6lKW
zOp|&vwXy1^y{Rc3QR|qeASQhCbG*ZXZ&p-=2!*nSlXKjw55p~RTi+AG&U{B3vjGqj
z8BCy+<HtOC)mT+qA?HX^ucD3X#S7OC2-Py%a1_{ZF)}na?Y{PFa1<Zbfj}CV0A~=u
zr7+}gB9AS)8$P@zc;}qM8Mj&D88-C6p-jsJ6Dgrccy<Fsm6P1?6<H^dTqU5yD#inI
ze6llhKPiLH)A{M=OJdeZ7(NtuxkGjfrknR+WZ(riP9fAF{wQ#qE7gVfwL|R3TKVeq
zoKm(AjDdp~!Q8XO^AzYTf<t>w$O}jr95~r=W8}_~*~32v5xRv-C&)8G1MlhSUZ9)5
z6-)eLkrHwXr%q79A;#?HjLYcGv>a5Fe0(y($1%t9pNiV=V=jOE<Q9(&=SoUYABJE|
z^m8$&N98nN$cVdWakY@-X(czu22r=?nK-UNr#Lt22cx#vMb}w2xuVY>zU6d-@TSAF
zI$Fx&R`FbpZrD&Aj$GYKy6N1q$Stw2kXoBIZV)K$|25+AADzGc2gL|DdG7Ev9CP;v
zvOX5iY1PkeqdpGSe1+7_9I1Vo`$7*wA}`q@6#{uQ(lqBbcG=qs?cGxYH7hM{j#0i9
zOW#wS$8)^@i54+~m@2+ZiS+O}UqCscEf#)`H|)&~+hPuvN3DohvoxO*yE1Yv&!^jF
zBZ!w-QBwL9fv2o=m<E+6la3$U(*P&G7>8-&RAUp#h}?RncVJvsU5xt5i@U*GS`H7j
z5YN?=Ajcu#WndRk2f?K)OP62O*$kb#f4Qlql`N0?0vq+Csc>x)C2gO5zM9h&ftlBg
zn1=P)&TFaSt&Mn64<4uX@6A)n{@Ad}b?$NN%9-~siEaP{Mk;BVAHO3ng?4K;4vYvd
z3MQkKq9(&L%&R}AM&bHPwTMj_l=v2zHMNu#avv{9Inpwx6;(uNt_oadsZoNQ(oMY7
zH}_OSJiIpgsEgS3l+MB)d1`Xki)jiJH|5W;9q*JCHFKC^cWAC>#+t-*-4e=9y<Dq8
zb66x{quNTViGqj&-%S$g8hNeX`}ozi$z>|}<j!F$qRQl}Uw9yZc52w<oRMH*!hCeg
zL3Ivx1rp+3Bp;twzkXM0i<A$`%c4|0tz0P{rUOsQF&PDXEiCPyOpd?VzvBaSEwKeX
zy7o47neL48&EAgNf)jDj)2g>zvEgB<k#B*H60fn9lvh%aI-J!NxBxWDM0rn2e@ktU
zB>kLwL-PJ?#{Q1@?=L#yB=4Z4u;1#i)Xa5<{<z}zg0=4{kw3FEv%%UCWW|vC0xgCa
zLkW0OuB!`SL?`atv<IH`hYw(!mm48eaj((etmL-~cGo-is&#NkDe6E>sT1*%4)Afh
zdtr0KtAuSRTAsayzUikmKtYz0li&sBeXCJ`*>6<a1oqP!#9v46x7r=oCqQOEGzZv#
z5?~SLV3U?s(Dh{(0MLrW<{F`zO@+QfRBK8j#^z;u&hqj>4n`J0;NP-<*59&#s6z5d
z#bTWG&4#e|_Q`ldkDslD_8?-K+ykHy%(wLy(*Yv6ondRAM=JFw|D-V9*A@tsxwE^?
zHJWc9_ynY4HhxAO{@tW0NZ0cf>`l9SrH{VNNOK}CFv>^JL2-{wyy=J>uAm}yN{yfD
z`-yN;4i*|P21Md@F<@jL@2vPIY)*QdYpQ8)`%BrYQ!fa8U=Ed130p0aXLy;58a4nd
z<RqZ7fzbQ!U!UiL%g)$CDyUDJ)RjCyd=wuBq%T)Nam*-m>qD;llLY7VY?EO%C!%ZV
zyo6USbVL*N%)KMmu$0fAlE78TQ<T`@^X=)>%2BzKV3<!u3gaxYj2E`51DE@I_*+{^
zx6ZI{!`{~M?_O#nc!PLmeG9}WE%%3Wr2h|X$yDDx&%|fa{N5ch<s<O#wzvPPZH?U7
zCz>}^*+gn4hzigsOO9q7S-a}Vjy4tgvQXL@Avxn2T_XHm+9{PvBdvCI7doYa#|!Tf
zF2RZjT!^klfQFn-rMmdnrvKHgarh5*mZt=R2rcxyV1dYUvwijI-7~$%a(;Ct6c8RF
z%YOhp+P*bOf{zts{U)*-%)jXVH!J=;Vkuqh8AmAqtVJy;s}un2*)L0aqs7+Y9TE0^
z>i0g=B+Pl|IZAK4cON##bGl3H5!;|vfubR64{DwjWd1!3vQ!F~IZBD*zn4aj*zHaM
zIR1v+&fyWnIDO79|9J-(V2N}@_qh=Q@CB&rSP8!6<6AA(x7~Z9mgJcc-zu>wLB6ei
zADaHHK+&dR4{HRj?|;d;d4FuwLY0EkN)RO*t3ydA`CX%V+AygNIf1{-xrn|`pnmYs
z^xa=B!PXA#gJFd6FNs5b@X&t95*+<=S%Me&*W_Mgy|ZB^N?|&U?7izFTB=Sa_UWwj
zH6~GBuBgodK6wZApH2DSDKGhs%j39#HGUtxbg7)Cm@7=-buJb!9F8_5^u^CI@0M9i
zMdAY;&9}PN=|^7!@D&zO%|q<7U-|^yI|N+LZ$R_!-{IXr%30<=ztIX*YPEqvgKx<9
zOF$tSP@)+qOIb$)g>@7r@78yCI6KIDr~LjKR8#$rZE^s{Kd38klU=68gDdD7i7e@C
zU3Bfzlp#JqEOKXIPYL4w<Y1!fn?*eYUvxTvwMAN@fcQhkzZORN2QjOEMnCmHSf6Pl
zr>LWLj0te2={78dxE@`&zsr<!!jibUgSn8Lz|a~FSgN*Q`}G6mVs_hGppLHIlDO`#
zjej-5|0jEbkb?;oUND@M;I#s3PKGdB5n|)iV|AIum!fl5n!;{tk!XUE{NLz7lW=3n
zwW|9(&#oI?>QObJd^cEG08_;VrQf0-HL9o4A0=`~Sd!yGv}Xa7U61uRP>j|!fNj3l
zA^{^U=@1}DnLi6#Em6U9nu&rj4qzDSJKV*=AP2*QyLJ)$ISIR<Mn@bC+o6cu{XCQo
zDpf#G@vj4aY8=f!G)_2d{>-n93I@K^hMyX>j{rD9e`!>39MzAF`s;Dmq^4Z6n{w>L
z2Xo&S*LTye_x>UmAOE{tylUU4%s!jj4sn*T!CS}m6LPW;?Wem4mD~hBzE3|D6ws@H
zV&BJtt9$l{8N=KN;M5;C9^WUZdJE#z0jRY@)nNWmHt#f-LIyl@C*bY?llxP2^~Xr-
zkKglCXrx<SbYhDPm|h<)%Y!xpU@)W-&qI{V5Up0qldK}poUCb9R&mvgwjG1#WLp72
z-+kEWH}u$lw<MZ{(IKY!(?HW9o)*qh;kJNyxQRpybo<CWYBgn+zsjE=3+}=ZAg_O@
zx7aU@_(vc5IddA+^ob0_kme$P54^Mf6r%ltD!BWUel3z5kfduXHD95c(b04M3c)Tj
z0%|C|C;#1L{!`okB{y`&4AQqOj1;#kGj0?5s4NkNE^sgS`!tCFNJ~nH0S5ILAn=aF
zscfWdgX$9;eWnuRE|`kLGC<%U0J_xx=Hh$Yg#EhT`a@PACW^vDF2L3&N%k=N^KgV3
z2yc+WR(*~1v<}<hId?SiI0Z22KLR+Y0i{wS)$W8rEFDqeUnl#k8UGy}q>%NsHW!Qr
zi4Ipxdq||B(2i6`N?;K9C(9}X5>S9Qs017h=pW0}|Mj|cHp3RGZMtznwV*L38y|WO
z7(;!{5a=2&YR}QAVp4OP;T~e?X)0yHkJUB*%=d|XTx?s=^IvL6R+m5w4|qAh2!aCP
z%hI2e#&fGJ@P7Az#-<-){$#;#!TE3g-hay1yVV-aYpC_s-H&%uSEruEDJ=eSU?YNb
zNuGg*EBL_4K<y6{x{DF<FAKA8#;XR>2Q!Jg`yAmF-FN?<fxKhL<z5irKW*6ohzp+p
zjIUb90g&Rp+zYCvGCF{)`?K`ZRjV{`7Z#cFRhm5hxd&wsM?FLFTWEg%#|-zoVW^W8
zFRFuPE-3LyrCgBbu*a$p6sv`I=e9#ut^=pV74?a}$x|B`t-?^kHsNN?Qy6+ocuNVQ
z_L~oEe6>$ki-FS1R;Ww$vX8`!?x)c<3oG&W`3#beYiQ^BXA@tFQ!4iEPF+@35R*!^
z+(y48fllxcFAVd;lm>1LmcnI~4^X&J=Y=`9&pyk?`CrEDWe=B0S1wO2SFU;c`G_s#
zzt$@`23gd2z+wmN8UT0%!zpoUCX)wq^(49zrsc$Nxvc8O>}Q8Jrz#mq*H6-jf{Yo_
zl7wO07lUPc2buegb*7z=?AJ1eXEM60-_VA?efxm4kW+h5MsO<f;g+zQ`}jw-^7Av7
z{qoOvge*8hKQC!geAx55x6sp2uNUE-%0?^C(r?J<g4Jy_h_|sFe)J%lqCGPf!LqPX
zXViAB#JEmwR{D`~`iTyRX<F606n30*FMPgGoC)p0S$-c807L*}xu+}wH$!KN%lqkV
z*(Pa}_$zns`bh13@67ASVDq(Oy|AV1P5Sw=AFLw}aen~-P7ezMjrJTqX$0;|C=eOU
zz4YgUO#dK`^<(`0f|>bLBmjXM;z_oLUb3tK4-tSNdQlUwP9NEej%mL89V+c{0>p@)
zRTFz9DyK-@;{(3I`N=K+gdqyj_T!P(kdRe^%-`bX;C&!R@pnp9_SI$i-+St!KiS&R
zN(9MpTCi;u72ZuSuLh{oe#6MoPoCGhkHdFg-10bh%P~qN3_U_W=E~nvPB_y&NZ=BA
zn|-^8<7GclueMrJPXffG$AqexiqYDeZJ?AKPJArl3;JEW`&^{;Dt&P(w%3PU=@c_4
z(TEO#82$S4w6MP<vMfB%*HWD{&L~tX*(&@>2@)l5o+#O6v^oz-?Y1t=ygyiN`l<Q0
zT?nI7*GnBG5Rb1+2_$g$%NS0&^ow&cCtc}@6a>_+riGS7mfzkt9gDFrfXY`(@wNgf
zjTo7`-+m>4Xktb?dkd&d)v;Jh7Xu6J6!-ncY@xNrxOy*|9;J`h){@EKJTHEEDSlYO
zXXM%-c<OzE%V8DN+|V;@A&>=8brTSC*!+lBnv`^M3{Vl9e;+j`DVqyD{K++9v2mtW
z&GywO*`r51t-3`(`dpmuS<C({$B0=Z?GFq|`vV0CV13i^+~ysQ#8Yh#Wf&&nV1!G~
z=>RbW^yZhuz?AK8i(>zF%|D#i{c*l$Z%zlB)<x{hm)SJ}LM)Is91_w0(FKA{UjwO{
z!ka$l{$9M5k69=+L@z`Qtp;7;JaeetzwWZTVW{Vgh!r~)+|9AK&VE+vC#zFxq7NhZ
zAe$-6pLk5Yo-7)qd7|H~D?8|zS(mfi*L8EFtY1mK<(rb}1`DrevaFWyD=cFbmFzEw
zf4{5tB<}8t2JE%j!4mAlpyPwJ8e&^RhP-PGk9|TUnScoL1M)|OH)&q;sfPDN74ya$
z4wh?g#~X?$CKpR;?+iWh<gpSnr^O{Ujd{GWxN~~GiESB@(1q!Y8>g4i%w4RW?yY}j
zB@#rg|9}yXmFIY4k@I1ZJW;yRf*oH$vaMHQs$f^qnIO5vCiI1vdt|WIu1$_MbaKO)
zz>RqyJ-mH3w+r$>zdu3ljP=<?4mQlE&Ag}6m9eI(vSi@e+{8`g)JrVm%a`v<wQ{kd
z_`JqmSX}olTzTQcv46vzwSYGhXP<$)a}vu{JgWIpfmnmH2GeG%Ib)(3WUPoSO!q3p
zy)%e>_DnE;I?*~U0+&kVQdVDDANjttD#UT+*8LAVQ~8E|*6~IXzMk5di)OR~2I|tm
z0fx?2=O+Ef=~t;Mqq*#Re8eEXjb!^H+8@ns7vXm^9NC~nl5X{oaOzi}<&~O#K>^OQ
zrY0&h5#G)RYD<i;<{_Uqa3@1G;p+A@fw6}6oWv;W^`#EwwH=);7n--@%OYY#pWRcM
z_f8KhP(Fq~Bexlq)HW@s&4RnmaI*HZ8NS07(eP?VleSfLxa)D8!A2{voQ^(nh)DB^
z8y(S-qanzvHd>+0cMej0lPC`8Yej94Lbv9-N%FMKbOA6hI~*~847S>nPN3Cf0US=p
zft;*7N5PM?05H~J5?qG}zQjP<IAp1%UbLz_nxywkF|Y2U$O|oydp|&S3Rx%Pp1EaP
z_Jy`{(5&6L5Jqd-@u%J)`jq^Sb%bZ)wYLx7XoV|=Kqi+RBdI?&7Af$kzMdd94NQAm
z9wjh$Hjp*4?keB`p$LD#t_*i=eSZ24F@6k9AN)m_4tN^v_@&~8G@mn$(q3l#!ACQN
zHb&O=;Eo$&rCKB>#8ZM3+$da_6x%GjZ2NoeOocZ|a5B#&e70ADs2saNLvr4eBE|jP
z(24$8knSwG{Q(i0@S%kXAh5hbTVU(hox#qBhjYl{ca=4^cWVa+d0HSU$8XUFNZzwI
zN&M)V)ZSw2ZG!D^W&(U8lDPcZE2kB=nB|)|W%H0G0nAGgR^U80mL6O8sZsac`H;#!
z5cB&*r_&Kdy=cn0aL`{n#v^XqJ2nuF+IGalOIvQhhiTzw6?S`ARFbeA5I5v@i`7D0
zb$&D;+&=0aameMI9An=-%w;q9SBTs89{(L}YUi{-;#YJ;)83L11pWdx>$CiCP%|SV
zQD!lqkeLJf6;ch0y+8g3S2uF6N1o;vNBI=Q4b_@Ljktvq|BUu38JCEYjjzgQ7j88p
zF2gw|v&3j^8}+xHJ}FbhmeLun0Gm9I8=z0mewJ-TzV3H66Se2G$k`;t0h^|`0^-Ag
zfDyR?NiEnJ@0Kc4Gu-n|5mCo1&c0Xeib8uVRQsI0y3lj@SW2}qGl0?RTGt=IAv2c@
z?r$4;%~M~B3gh`~y%ikT=I?##!qjF(w3pD@@t9im=SfbfN8hzTsY)Y{Eu8F?JXsn`
zDxyJiBL;eDl5oaK1Ss^%s~zaLAFtiKUX1S~DX?-)nR;IMA~TeVOlC`}><u|bd)LaI
zTCO?$y)sn-$9#-gd{tFhWrTXX_I3hf7#DA0a|aW>EtncXe>?n<QUf<<!mOux?&t?R
z6K45&N$K4$l4*B!{VV9RK|p}cYK$Kzo1>Zaj7gC*e4yKpHAEaq@yRuGqCTu#)o5jK
zj2C_R!3TDLg~Y7-Ici8Wl@D5I`f2nCKV9*O<8nxt#PdS&CsUY&@v_$MtG)Wotd%}$
zn(^yi#MQiLN>gDdnj5x0w@`f5h%;J#Sx<(<%4-Vo2q0_0n>f~ujK9alBp?ec!&}UX
zuSFr=4oi&+Q$JL6mUQH?u_QC}xuvI7x8t(3;;VssHn+-af)?mx)GN;K=tmyl2O_0H
zr&JF*we2bvdOGTik@@gNdw+x~$a4f|zU{Mej;;{E<iKK$bEVE9itd3hoDA*uk-A@!
zGHyf7$Zb+9=w{ze2vA`EeP%~Tv}o{KJR_DJh4)Y*Oc3->{i&hgkEZn>{XT&_g&kO2
zNI51ToT+R%rGLwJu+EO&VD3su?e!sso=Yl_YJYh)d0feU2%?~E24D%vE%xIK#*uGp
zs6Gqw6Fdb0Fy}-1E;-ngLXOz|!b2PhvOeDr(10<BMI+FI=(WOkzwg7FeWAAvUuld6
zjM<RwMz!GTXv=pe?h25~M8G}Nu&ostk8>W}2}2xA3JDo%OlU3e;v2sDW@bB#_|-6w
zr~<=UKrSRkzorWzM2+u&T<fdnH5!-yvQ>^`%MZ8<dwMt5Q}q6pR0&e~F$dUvxmGm8
zis5XiI?sR~G%2h?(`c%GzvB59j6f=tqWIMCOfqT$3LV2GUg=BJ?psw^)jxa<KFoST
zjV;OE1R5yg?bJnMUCoefN1xe}9>o&(6>=5E0(sw8FYapl6|%>w8#2{0YI7%6a<+zw
z(kg*I=(%{O?+lZWT2%7s_S5ku805pUP&MWB8}}M=PAmFQuO_S`{j-d1)SKOHN;}Ry
zJNPsp=CN!b#K!aVP??~u?7c+^O<0tpj_i2j`KicY_b-_lu91y{UnDds3=MCb)+d~Z
zYPo}_jxx}sZn#ROG<izX#6cTxToa79n^@Ane@8v_bLz&S_yULuwh{hFxK>;|*Y3G3
zS-6*RnEpboAi61w-PBY0ohR-4T^{qtM{BHw!)RM<3UODg+Nm>p1T-hjvIYCevc-F%
zE}oR#Eol{zXS49H^{z(w7j6nFU34*Wo~hDaM4?Su1F1p@Co_h-2hG*{-o=(jh`b@L
z%GW${RWk=C(Z<M-OVEFxf3ppHE1AE${+PM(C|>qekc9cUamNSQPWRTq-+tK&6GJ@O
z5q{`oyn2=$xYT;ruLNwuE-iSvOf6sYRI!*8K5ApCICDW=1iIM&6_PY499~8aM}~Vd
zRRj)9S1>(}aGstf)-gS6l~Q_E!`WHI=^n#r?`Lhe?t{ZALACaipJdBCG^yWs2oS%I
zBV&9>T*#l@BXe(O+=pw(#)iYVy*tl1b?!ZTUfPgtYH>HxR*2c)RA4X=dvo3L75`Yv
zkI6F}I%xd5%E31K#hZ!l!=15{<E*%BO+ruq=631e(>V33L#!nC`f6zlmxc`^SMbn+
zvAs$zkI6(7a_yy~CWUK7tCR^#dCt_k(5trb?js`<kgOsZ{;c77U`#j~2iM?5bO*(X
z>t_WkxDz0sUIAIRhk)e~3B2jlkj=MivM|CGFts4msSy0lsz5y*ma}Cz;+eyZ$vrCQ
zaDxAht6`tbjamk3MbYL|mM%t5+;^>yzN)G$e|-O~isX*2%<ZNtxRJ?`rFy{(jgXFR
ziIa8G&5Q<LyxIGOxSg&Vd|XqT2+#77K~D^97}+(E*DU!zdXb=F*KovN8H5%qrp_c9
zL>k)gUluYr_~=1{OaAyF1;M$7=g!jCU1~1t9jz0^=L$dcCY3vmNn$)V#@#O%5{<MY
zpE%K#32{s~hbqLWw>popV(CBBme)b&hpx`a1?A&bTilDV>?r|wsn^1V$_sZn<%|YT
zwfTwJh_>wL8O4VnZN;gNd$?w7m-z4KmC*O0EG4I_rFCXU?g`)>LLlA+ljCfz#+rno
zqM@w*%z&VTfq3aQPlN2x`V(dg-b}q6nTe;1awa*0lxD~#lDyzmgJm8XB&wDDNMoB?
zvZ|u~-6Oz|vs-_uj(k+hJf*LqAwJW(z{s>+4XhWqZP7OK>$`5)3!sqLX6*XNnnfYM
z!{l68p{H8*r(tUz&i>C=+s?4>EtQKZO}p(5y&b7>x#vC<<tb`cj$3MR`GOx7jir#H
zm1j1i?Z;c8uayZ3jqAbT9v*RLO{3z7xeh{OX_mZ2G3KFdL2@H|SzGgmN~0qyH4#k-
zqc{%8!)6s?m@RBDaVnDpJrwvFLih}_K7#Uep4!>2eXrxlrx>ubW27H1W2ggP%jTtm
zdkGPqz}>Jbu<9#iq;<1+u)9f*K$GBO!c`Vg?+rQ84w1f6&h9t)Aaxn@W@6a8kqjjc
z$amM*T3N_lhkPIn+)GB|NAcHk%&es%gEptKb^1Cz8$@Qg3!Lg1Ybt6n<%zO2{1<Kd
zUQAr47)rq1r_@C!queZAjFs;7NFx>7pc9rv?+RUGrX+&xK5y`&vn{`zWg2#3wm6Os
zvCT$IA%hIRxVQ&p3}=Ol`JJcmpN$mfZm8lcEgKTci5U4Hv^MYl_^hZAjLmi;vSIwz
zP0E($`J$JL_uZy^xN(ta@(xkW-qhZ^S6OxM9GKZT88x(-Uo%dQ>(l7Hl9S<@rlB|^
zk2vmQpsB^LsaJxTnG4tuBx&wtTCwmw2pr>k?gahLMRO_{^@&~HP1sS_v|ER&nJ?2O
zAMs6c=inhOz$#be8+-C5>PH#1=^e{)V%IM5H(3q7HQ+SvH@FkkKXy)?A#TQ=P<!hI
zKBpQPydrZAb9zgsI*bdqHr=ME7olXSmV&bYQNvf@#qHLBC}B!24+wZNB|J&UduRQn
zW5yW$s7q!56;#h#TaC#=<}7Y$oGDAzd{)EvC2yQc6-Jid09*UKM<{D?JvnUL6+qw%
zVtdA-_KL*&E2P&)XujCBW=dBxrzN*MHuE9>0p;@u_p&=vRMf7Ftp-xiM=ON!tVM2{
zx{oIGwomcc?ZK|sH8pMo=<o$*^RoxuoZKRjT}sCFoHc{j)AklT@>q8?w_bZorUjFM
zz6CA(a0+qE%1o|z;}grR#FyodB0r5@5yk1-9dq?)lR6wFR0j<<o3bQ%CUEF}<;o$=
zDGV#xBB)sO(YonZNH_q31PB{~G3zct*@t!Fxm&IJq`Kf0rRHMpPT4l2dAJ`=`YVKM
zrHyb1zf|`NwxM<$;7HbV%b+;uI#TuL=<&Xb|2Jr<zgh98BU@ATKjc!s2NH5UwEzo_
z1~55k1E?d2_7Z>zF#+D#k2pp>7e;EMkvB4(G(7z!MW0FBqtmJ?LRJQi-G&@>atzJ2
zEDywmBNx1nmq|$JPnjwflvWdm5%f7yrfi`4{e_N8{PVN5<x`gN=dX<R&U>@>;wA15
zCg{Jc2z*+k)l!V0)n2G)=qU|1Skf&np*Ax`6h0PZANQ3^B^kvfs+0^)_7n=IYbai)
zxPR=yz#J50!ZJY^rW!iS-y>8jm~IB|hC6(G*l*K7tx*>Q`O?X|6B$(c+*rF5RaZvy
z=~~ijAoiP*Dw#^LKeg1{MC_oo@PbgRt(e^o+VoszwvqMV*$-pQrz)P_y!eJ0>YLFg
z_D%zOC8)8HnzEGho+X*I3L0?vOo-8V8e$VT!kWFy3@3xK?Ix*?!IPN>@2IOKOur+(
z<ecX}uUXFDpD!bkX_ZhgmThHuvbJ{CjhMD_kJ1oJ;$I4-4U{TRVOv2tUyilMg+M0i
z&$vdkY4reg)kJ&tPkYmEYmQ&vRd!D@uxlP++@~-g=RM59JY~RvH%zyLQQ^fW-$j;M
z4O<Jg;Wr=0-`F@^>XbscV0N70D`eQ&5B+(CD^x&vaC2f^p4NPrb??AbkN3u43rT+t
z{S=h46iHT8-;LLR+Z-*hk%rh_`Ly&|!(;8G{t*(0y~zq{!u+Uf+zq+xtc)06U%u$@
z?Fdvj#O+IU{h?m`g={Mp1Am*GaT8Su!J3t|hdDq;PMnN}XI~SMJud~|l6`BXC!ZPF
zh+a{hwWTOjmzdCSbo?pDXqbWrv4TiS>2DMl^FN6P(-F<Pds+!aS{8;hG(0<Kfm6D%
zICh|W)AYSf08I)y6ikXQgRuH{?V@T3_7f1XdtoK@F1s^cB#*eP-hfzq>74!3&o7j<
zn6(bbE_TpCo^tqwQ7M4xjngEl>BQYSJ@RC~)VhO8f{^c#<bT&v<X38ue?IvOm?CP=
zmKG_nsE)hE%5yJTTl1unT9j5)kIcPht8oJX8r=*(-kWO~;ViI~SM51GsYeWk<(^xd
zh#r1R`fG87P7@pU=}fpOYwoLdu^pZR`R;eZ&WKTeY$%ct@DuUhq`$$bnoh<ND1U}t
z8A7+nb0A>&biDnU1UR`B7m0Mj84Xj_UM{d*yPL>|w_od^8vLNH*c%Es=ib~ABAD*Q
zLCk2@n<=$pY?J-e32`A1C9Pa~dB}apGAMZY_K*#qdtL$$C@2b~j$kj5N=T{wa`Y3R
zZlM|hfEStjA%h-7B`j7=d*rut_0Kt@?>UnH+okd$IxS*-`or|{96q|Q!1Miq7X8mK
z#}(4Hj8iy{)0$IWBAe;kJkgdyw6sb8sYjjzxP3<w&1;&a9)_*nDPv=5eV{UD=0BN2
zVKqkIJJ_ZfX}#%Ud#x*{AQw=rh-(JwAnZor9MB=|-t4OLv2=ITWUW##*;8@rn*Bm$
zp^4$jW7C>~&FS_r>~u#P>p&e7y4Gfb)sE#|w)j9_3wwIpZT(J+heesgx+ib{OysT%
zu6V=heA`EC=lIHOopK1IxwuaZRDD_%EKl%T*f3jYoqaEj9UV$uNT%rV)R<lJrp6vx
zc}CeZWtoPi9Oo=^A4#h|D|zVZb^lSrWOGlB?zy_S*+!7R&^Q}yDwx@rv^nJ?8Hkxp
z$@aY6UAipfCd}<iQBfkjauc7dX}zh*<jSdu^{Q2z93!thdZQ{d=z>b1Cs~^7MYU4_
zny22QmV~%%dL_`q)j%+Drr48zU=vba-4<%QQo6B3$}}q5;T$hV-D@kuH^zSK;46^;
zBKJr{A>19150g^`xqnF{dR2-I95uSXTNLn)XM?27v{#P)qoo;d$>7HBwtr*b-D`)@
zBIn<54ZYBoXM2wF)1i7qi_2RMGrAh!t=vh%)CtcAHgm4lc#@ooalx;5%hC3sqbT=S
zc%9M%5xhWu;S_`WP>AiS;|9}J5g#uJmW>@A;-?sM|1?aH|LG?chZiNHl1hXmWs4R}
zJ`FWi<!>@0Jw*#gt;{@ZUG;1g;k{TT$o*tyoXye5e0I1lDp9W=8yIIBy74W5L;S(D
znl!BIRNXYmnbDT5$3q}L;O2|FmSe3+2Yi<hTVyHjDfQve!);sP&MaL4V$U6#-ldJo
zGkl~YEx)f75n!+fm>d8`Q~WigZ>Uuw<)eQjzg<T~pZEyQu5s8Uu+%quVO}xWbR^DU
z5&j?qG9yDjQHpVN_sc|^coiZfS4?ZXa;mfabak+U&!!w)+Xwmd<Y`Y-aw5^DfRHzE
zYW%2hNUf}WM%ioMJ8i26=9tbem_S=h&sc&W?v1{HAO+&q#P-(3&4d;#Ea;x+wT$Ny
zT2=-JUa!+$p9VE4bJd1TrkcA)hjuxex17(poXM-Jmw>3wSryJT${p>)pUAGOdtr6@
z$x4FD?wUlM%||1Z8+Q(6TzonyA6iogSvBAx_Qg^)sg|+ZmvumOQq=lW_HIXceWa=c
z$>heyoo1=*VDaEhx773DT$4nbNYyl-^GHVA*|wHJ>emmtD7v3_cR?v0jtp0E<8Dlm
zx68dopjoRNr_Pn$ICIU545<V5S6?OmpgCcIsf$T8zAOKtVbpz2+_tar3kE0XDK3)*
zx4&oe9P6jRROkn~9YBKMrD`x$l@E8_Jwh47qXa+Qr<L6qMET3GG6py<<%u{B@yoR8
zToV~8a}v`cNi@R?#Es}C>^2$Av_|)__bMj65O-;UQrc|TSnS&Ap%V26+`0N3HB&bW
z*MKPerrn{_IcN>(W@T(T{M5*FK)YRQh4^zZIE(mTQZG|W^WC!zx5EYl>4^L%p_Ir#
z8Q9?`@rUghydP9{g7@N=TG1b7g-gBs9e5}pqLc>HYhOSP0omM7_RC$}$GMzR2cByA
zSIExEOFPN+f4l0>!KuODNh1FSRFIqUx0xw<Rx!}Q|50G=zgqv3?WZ3f`f+9erUE-Z
z0t@s_MF|SOCO-^b{wa9Zk5I3F@jLN*Z-6LjH&g=fp|21T)Avy9D&uZirCkVYjlKsl
z4tsCtK!W#ZA<U<e{g@j5ufFsDh}$wu8~ScC0VDY4|46L!kB>wF)W-dds$SVbg?yr#
z&k~5h@L|m<adA+Jach1D8~$gvCwLY@Ae%e<0U*4Y0(`u#@HRmCEwBe8c-q4FAS?5Q
zv;+q46aeFrfW|^GB^zHM+t^9~@UKa$)WlueLEv$t-hd3etM4mht`!X`=T<@{VUrdM
zUm@#g`)$yr$zhrxh|0RpFIfH8Y5r=of7H{KejWt@_Wrk?QzAor9);bUnNnV23+ZTI
zNYWyCrLD?q`ETUm1qCa~WSGPW3mQQOBjIL2=_|d01zZ)+levyuir^oxs0f)AW$Vd*
z<enGiuZIHIL)bj?FFCCHAPZV5hTQ&Ag%5=O_RR%~i3DNL4T@5r8KMpV%{#C?VnNty
zZ#M}QxU&mjW}O00Y2SZ8zJE8g-v=>9f`s)u&E1VsL?aA<61va!5%vW4xtM<Y>%UI&
zt?B-1uK!5ya*z|j+N3<1C<z*5)@wT<h^n_Y14Ugwbj-XLR;rURSIP|7NgvtE(=I$?
z(NA{Y=1tk1*3Xqc1KHRI<^6q%nSb+oF+fO1S5TNdcR6`@SS{doOpzKv{}PO2Nu)Jz
z&tDiqRXILsR;b633N7G{Lw$nA0v2Sv041E@a~9OXQWEG8jSYjSd1B!`4A?Py2Dzm&
zqw?2||1W4B`iJ?8?iImhtWZ(4WMMvqFy+xT*}M^a8DSp(k~DR%XItxl{E^p8oCkS;
zRJ`Nwx+Z^)gYci+KW#@jg)`oR=UVWaQ-=Vx2oK`s0%{!%;vWEpUgS8wjRoax^@q&=
z+VWQ${6EqUK&=FyrGTIfQ(0ZDJ#BxQZ$b&6ugUy-xrYCdf%$*R0Q_~H@7!%)KmH%-
CsIk!i

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-168-Multi-On Search Interface.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-168-Multi-On Search Interface.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..704c968cbb8523dc9be4d0c7c110983b3354f903
GIT binary patch
literal 110802
zcmeFYcT^Nj_bxi*3?e}?2uKD61|;X4a|RI*7;=uv5F|K~GeeY|K_n^&2qQsq&XSRw
zk<4j){l4FK&N}z5d(U6@o^{66v|U}jYd_E4wQF}*)!o$HBItpVoT3~E2?+#30{(&S
zW<k;*OmuV%bTmv13=AwROl(|YJX{<cT=IuR1jN)7v^3NdR8(|~T+DRz91K)cEYDdv
zo^gZ0U|MEDQ2`ziE?zLty$~cUEG%3cTrxa7GM>j&k9q!I|L)pAgqX;mQB6^h=t0PY
zNGOCzcby<wKu<KJKR?jl9}+SODjGTlCKfghP@(Pt2pI_l1sN3u4Gk3)sQm`G4?-nG
zd-#}J5}io%B?i4KF;7t32TTU3kL@H{!v~DK7H+{<*rboh$SIyMF|)9;f%*8K3kV8H
z%gD;fD<~>y>*(s~8yFf{TD`Kiv4z;Vdw6<z`}q2WybTQtk9Y@*Pe@EkPDxFJ=jP=X
z6c!bil-7Kzt*dWnZ2J7IqZ9GHtGlOnWOQtNVsdJFW@&k4b!~m)*XGvY(ecUY+3)j<
z%X?f%Ae4V#0e}Ai_CMev1aKjvqN1Q;+~Yz*_680VLR7TJ+~^M_H8Ebg64CPnVG>Kl
zefZdp#lWj|Kw{xGj7`c2UV3tP5A6@K|7XC0|Cf;c8`yv0ngQXWAOXfhAq0to4)L4u
z>n1nF@lQpS=F~ajX3B7jV;`z78Jaz)jXp;3KkNMv`*oS%wfhbGJO;G@$*-Z@qOxZd
zx*amU;n!?m1~0MN??A69#FumzphIc|SBsNH2?~^=_yI|+<0W}$dS&|Zsdu1nWzBb>
zoDACE?RmE(rW-e?i+7-}cz)iD%hB>iVpU3KU-Pg0lAG4W4@&pNe=%d+9N6B0LiK&`
zK#~ID`ypnTa9;WGO|!|dBv^u%$}#P^u6OncQONB%82VqLtJDgLP7O#--(|hL17TMl
z-v+xtf1=0yyDs16iFHhA+Y7_AwL8$ChMo}I96+Fe>UW?aC0aoD5}7bXT?{<|k`~hU
zP7i$3-+Q;0Bw=gLHBOXp#t;B18Ttb%u|W4j<geL&{Jg}Hz6bwXGtV%4$$22*ie~Vt
z=(zlXWug14Ur{K4ySxR!ohbeX_pALI)DQQ#{j1JIvwy2^DBeWbWPgSV39^LO7W=&T
z4~h450y@dv>-6~!WH}x3n_xrvCdTHb<6^i+zS>_Y{O$j(^y_2sOxkHu=yBhzhnwaO
z&B%wP7YAiep}+1S-*fwKAZ9z@_fId@p+e#xcUm{nu79oOQk@cD{b!Z`4l8uW|G%%E
zHzl}5LkKWl^ZPbf;|}zP@|4z-hvB#9e0z7Gsk0aNT0kwQp@Y1Cw09p9VYnsvHyyP9
zR?L3>4)j-x+pd~BP?pVcUVM!CMzPO-s-O;7wDpAWUi?1oU+LMvc~1QII8~xQhN$#6
z`EUO=&Wm&1e=CzcH36M-9*EhoSKn*ckpGl7C0Zc;ZSdQV;X4rby;T(f81?^x(Nd&6
zVi88bj~mq@$@e}|FRo)Gxl^fmRHWmU#PMIY1eACFhgJL0U!|87JOLkh`^1;@{^e4D
z<o}Q;1`{h&5&Pe)M(dKE*~+cdzfGV0kLfp?M>ZB>N=IoYtbJnu-v&a(pWXtHV+Q!P
z+P!ZV*(^j}jT+e5ihbhkgZ|fzd)DsV$>rXiT7<<;Y!<S|7ikUCfCzE##mxWd#R7og
z%rdk6c=zT1Po4k6&;Rj_ztR2wNBsiQ`d?$f=tXW!S=)U;_!}wiN9KP8gg-&11qh>6
zpv%6&Xa85D)X62wWi!e)?|rELpN%u4zw)*Y2+I483I07g0GY(U2kR>J|J_x%?<By0
z^_K-8pGx_gPh}sJIo*N&qzS<Nf>S$-%g#aa$=7(rzlMFczO5sT$67j%=|7EDee(!x
z&%qVRQ;tdBjHB0}Y-+Scd{x4LbTP?iry16zN)hc3|B6C;Xkc(-3?xl_ySmE@D0iT^
zZ(X-&KvD!hga5=jNVV{0Uq~UX)UK+t*<6=)6BO7tMn!%GAt4Od3OXU-s~#!QR27Zx
zV|s~A{6tCf%Nu3Amns=SBiTO0AQ1UkX<)1yJ|1fFmb-~3&-5VKN2*J%um=c)mdBjZ
zXfoM%$bnUrSRE_qlsFJ+q&^y56X74=C``lQQlWp=K$;w%+`>>@RIL7_)}Do2!eyZ@
zvtVm<OMfr6tA2(d+-pm{z_B}6VVdlffjO+IX!8(qK(<0{@KLOJQie@ds^5-5trJ?<
zaeH1_GSJo^xkzME7yf)`B|BALXKs}+)~Aa9>xL{!%qZWx{nwK8{k$Aj*Ae(=URo?B
zgme0WcOcAeRa583sca~j`5u)~(NZyzu!BtOJCK<!(QkE2BCW&{gtU7`cBh-<8()Wm
z+=wED4{koMcjwOo-PPVBCbZbQAE(l1H_M~C$Mi+&<$pF!Tx*{7v>4@B&EAiE*(#|S
zMWja947E0mZimGybPLj|*^hn_x%!YiQ+1Y^I675~n+od1=M8kdT>g}EC@q)#;|*1S
z<4|vEz?RKpHv&;vr`Z`v2&Fu#T|}Qj(3ao0_0Y*=vY^qpvJ6N%;XA%OkYw^0l15cf
zE0QoZ*xEcRZxrZY?e0d{t-y<36&P+JqRNe*g9sQG{cul6yxt;PL~0GIpb%TYSU?D}
zTo{O3jwLq`R};pPgX$2<XeqG5RPE79n5nI4|D=AJk^D-{;6d}E<7vM$PncHG2QofA
zYOdb-T-%B`iU%@Q_&PMTfq-Y7AEb-VS8AM8Rsq2w1}prEuV?-9FNc@<?l@+XE2G46
z(cf15JR{?ReRnsF>b)l}--<alS>)^r$5tKZw|t7eB!Njuh3l`3QH=+JHjVAwh1qdr
ziFL8tWr;P|(TFuA{%3~)OD+ugz6L2a0O5b_ScahzYs#YhuRZ)fG|I}7gO&@>3LH3q
zz6j8erYtcCIFQVab{!UvGfiV@ydoF<MmhN~pQhaoD1XoJO}$V&p{au;@+6sKik5to
zrow#4sG~W=(w2jT&OKP*^EATs4upkvaFW)V=|8k-hPM3lg6x#wa&Nrn-PG2%z5bZ6
zq4(L;n?oN39Ot5cvR38XfvO$vKpW-R1wI7dR_;KL2vqJsK|nZR`kF}14o`#|@fv+p
z-FgKzpS=SO%I967|Gf1RHMSo!{(zjs=(bwV537l;<S8!~jkb5T=UO+3<B1NzfY6=*
zHEE8-H;qos);C|O_G<RttSulRXeLZM;)tQu=D?dmjQkm1>-CA>NU-f5y`hD9_gsj2
z|5FIp%Br0HKX=5d>F(?4RPx<O?ryZy)CBF&aftNfvyC_|?t=U&T9<Zh?JuS5kQbCa
zy<h3XzO2UQm9I~6S(TOxan3%CxzzAr5#PwqF0iLbV-8wqYP!~@(jOR}Rpw74a>zOr
zG??9-!+(2LwEJpKklx;CGx@BXTGECZi_hhxFh8#UVGj|89Jy8z9jxIMCfrFLB}30G
z-LEE(xSpK4b_BQFLB2wKN1qmWRr35$yik}{)Z@A)k}f0{@+2mw)K9O-*PFM?-y*pp
zGUqty-C38W$=CS?E2rYG#&I`cD_3D5mIAjZ7ZaH`tA1}XQh1Q{xQBEF>WaViSvRZK
zL@vGx!T7BuG<sH^B_nypdIxHR3W;@z122{O(Iw`L@9=t^5|Oha3DoSkD>nU~-+bgx
zsHO26-c5C*ubSEu-$={b@di{IPv!d}xc{n_hpji}qvWj^FM@wx&(_Io0mqPwf{}o0
z0>xGoLsXsE-w=bI?uxqW`WXBsdgay^{+Z91fy1S?ohcTX!6_%JYiQ{6*Q{?ZP8z!s
zc`igTPV;7;t;*7VoCDqvmCx8?F4pb7ZR=?%KkQ)ZjyB+peixJl#r|YpJY$yE(!5Ro
z;UZ#JzV2mr<j+4($p6u>%)Vl?f~p3m`%FG+W0V<XyI*KSukI87SNqHcu7^BGd9&O{
z^x0FD{{?2#(-_mzknwYrM&+X7ZidZqA=D9)J7q%Ic%6$t+9=-Qo`|tSbnE;lkkPEm
znHe;=VUnfu=Xv)NgsfNru7+`6Yjd>kL$K8y$aayofMz<Jp5-6hFa9W~ZMx0w=yt%t
z$q3sdLkeC?eJFH=&Ec84Zxc;O$<Ufg#xJIok1TLGyldb_|HV+PS2vfD2G3e?$#KV!
zWK^`VvV&Mxo{(jSS(P{H4)j*@#_GEG{v5c?yk?q2^1`TOF58kQ5-8GbvAQnVUXqS}
z-Mhn*x9y3sW8p@70E12{i7ye~fhv<Ghvg@>aHcv}|G7?tegmArl)Wl9reci1k|-9C
zp?&*V6BwI{ZagZ#!o(UhL?hLtZwb{eHx*tpDK2FM=uT+@GB7^A>w<n`{J8+_)^7a|
z+4tqoLkY-u0(5?!%NkFp_kIy#y>ZI%C(E$8rmp}rmjCBuno0cTKZ}(_m^wWZjw*Zq
zwkdo|$bSba1T<v&c{1{ag7uA4F(AbIn%?FXey?B}a5rh{9?w6zFhMs9Xb;|HUqVcy
z{)+zpTxH<%PhobF7g+Q3bI^_j5MB>pw3m>}KXCTf11!GakH?g4L#Ny1ohb&zbZTrU
zbuz3*F6SlAxVi5@OGLj@j)?(U3CdejD{DsfD7#Us1zru{3)3tY7M+%coN)^*E%87%
zs@7R!mO>+5Eog}4*79YOLq1y_v~e-SOFxU&#YpXPv$q>L8`N&#F&d;gw4sb$)%`pk
zuexK?qxyv*_O>nL*01LRroKZaejmx5=cU(_B&cX)Ew+skHj~j6Uh<j<V=hU~$EaNC
zmLApZnXtJ3NM_d(-(iPd{5pZY1cu}QrB#mC^2-g4VTKjC@$;!`I%wS(7#Wi}#;RxU
zZP&4N1TY|5Y?cv;pECu@>wT;;%J*!d&}VP`6fZSzLY(hFqKwxFrk3KtA|r<O26uiz
z^5v%X<xJJ|;PBa3o>C-?m1)b92(3Im^g5xZJ7n&+^(t@Bp8g5*2`3fo-aL|&4SE`?
z(oi2qO;kG?LrObVkvI0_y7BXwJV^o_nL9eS?Ep$e#hVa}>y!ALaKj{PWJAtXImdkY
zSe;u@d%r@y*)3V@+Oijk-M8)Gw|=dg@@Kf>$HR9ZrB+uC*j8L*@@a8FyuWX}AognH
zq2e-ySJOxdebpH*?Vn07b||42o6MU=bxLPP3a=FCOh;Pl)tB^v!65}R_v4V`l_K4B
z@gFUEF0>3^n0)yVr;K2pe+@O7$eS5#WI?1!OWqseQtJ+6-VQKgb;DL)vW!$T-;5+V
z^&xea8Fa%6_l`iEu4=r5`e0E?Zfc%}`<t{{y@yUcgAN*sD~VTE0E2PfZBnV|Hofwf
zU3tR<rIFQOK?~I*MYd#=DePgLtly8nv3UPO+%Yi765Q)7+p;!aSnZK1n->q|5bB{=
zBs{5bI+<7Gbb3PK&U{~Kn;D=37;aA!PO8LP4!z%Vi71yDLMBNGji<#qg?5qLgA%rl
z%y16nBRmO6<~J!urEm%NUPXc0FDG6Yc-Q?na}~M+{iR6pCiIWRZ`jS6o}Q~j8fA`W
zoQ3~Z(>3%D+Sb;8w3D>n&-&6--!{+q3LD55{`d%BwuF<?ue67_pV!uU-@jm6;BaJI
zO)$lIP->6`>euCvE^W$1Xyfgy{b01b1Km62pdsteDgKRHqn=BBoYM1s<8&RkC>t3=
zU8rG0UlSLGwrNq=X-E0=(^OEC!f*jf4hJv7qnD4qayq|S?b*6*`k!n?@lp%OUe1!$
zN9wwmiQxtF$x%goYb%-WgX;V~GJ^=T>_Z5n&#>HiGqqKE{@7Q1o#pSD-A)$74w878
zL6e(ngI(|idm{PCSa60}u*digkQ3conf93YU;iOV@n2#0SC!w%UtP6{M)OE+VE07s
zMMokp)1BXSFDyj&SS)&y$MR1ur6{hXe%}EB^Xb>&<UwA7w{mK@B*f|lEAz@*N-~JM
zO>Yfin4K$BK0b`mMpNWf{>$aPd)+5vfWLgqpKsaAq}oGQH_<K0KYAH2#apL{&?;j$
zTkYjGPHUY4;_>l_`bf-Q!)b_pDlW+R>_{(()jr?aP|0q`^pv6r<ODjDZ*aD@!IDzz
z{&Cyh03==U0f~Q8z8iM-W&GA+AAbqu3cftU8S}JQEAz>0lWXZi&*p~;GhwOUpUrW|
zBm^VfdU7?VXuneA9siqE0+|={-!5KqBHZMBqAXm}&7+L{g@lZpKD~1LnXQmX%5TCR
z`o|~^mW=Q!M|QJij}iKRxCi`|1V|4PPAav(WfSF0deZJ(eX%6z=zd)jvW7G3-Qq`}
zsi>E*#U%p_;(xpaU{w51Hk+SB5OJz}MNr*QB=0mjueydJ<`vC5(^R4Vo#ydSvuxp}
z_W@+^?3<XaZcU!R9^?w*jW6Q~ozna7*)m$F>povG{xS+yH0#_=tTsI#7=j3mDE+1=
z%nBR)+XackB|>Uz2)ZXx7De3+o5rmhnzIyFu;O>{dCdx=nk4%lR56cHvpYp*?_joW
ze7cp&{2MNB*wyq{DS0Aed0`cWrmDV{RKE!kR27*$R6%Xmvifx?u5Mfi=N&R(h0|m4
zcPmHDnk7XA9WfJME2-_*oF75EXG@`z9d{t1cVliw@DZ50wER*4bjbqpVqg3=*nacn
z3%=`Tw1=+Xs^8i7FY_lk<(oS~>4^oSE6;P6Eajed27Q<OeL3E^tdQbhTgsckf)Iuq
z)kc0RF*T6qc@QT<9mAo|OyUJImv(ffF2})DLVmifwQ^LD8z|WA;F-xK$l;(hVlUM<
z)WiPZ(1|ft{?I%DHuEu9*`DP?vLzVSDiR*mHBmmS)QxIRu2kKdh3Ce-={H{Z-ZS5L
z+OV!U>X{<$)ML|kRF?JjRk^7o<&JtI-xj8Ibz~_DALX=Fu#?O1M$J>gDrA-QrR4@b
z*iF`}61%0Yc3Zjd)<#Q~zc<BSt4pn8UvGHWiAkdrYZ4dvu_Ui0i?7Wg#?N((`II)v
z{fabmShdjBtnD|cGqD>RHx)0}(s}gh+t*y{JPRJmbP0anBlI4BCjhNi0-2!tR%;UT
z+1uN)3(Xy?7d*1h4>}9|ZIqJ;r8F*HsiVCS{AJfZw9ybfT~W#K@LLr5Q<}y0Xg|NP
z4$Tbj7rimN<iOO)b@7=Nz7_qiR<UFH<mbvR3Mw8NjW?`()D-sVX$8SP!(4<~I&nNa
zykRuw;MN(U%c?c`v&f6BqJzBYXB%{4)ShqNxfRZ5J$Lz$(hCw050!LX>Y3@!<HdSi
zJZ-LHS`<&fc%V)Ky;6dniL;5<+5mG+M|sl<f_>YZ=<8d8t6!Zt*KD4+Aa&50%?s)7
zK9%7oREz%A&-Ruh@C1drrwG6~_^UOEc81sQ>6&~^Y*X*Mr5^R94O0e8T?W;UD{K0A
zgQ7ka!n4d@{N?3!?0w&cu*b?vi5pej<ca6r>SWIl-GM#<4CRY?Soh@4D?9q>di6Z{
zhDjJGW}<Y}$`Nm8c>R>K{di%WsS!e*;qVyq6$%-~Ol6du>ok<@#XU>Y|FHB3E|Mbj
zrlMB6JV27lQP{weY&$!k_I>W>U&&`UuJy`pk@09NZW+;{tk7COZ=0k1+u`hSD4S?v
zNE)Gd`08hO&Yi>FT_L5dQmG`}HrfhC3N%E5ak_AEO7}5|Ox&uY1-^i&oY2@EXomM*
zX$?>E*6Dk)hD!rODL;OpiWOkWJlB&4Y@T<NcO?aN?#-@=b!RYxb^X(lcx{m=|E*3-
zV(35=jGgvM4yp^}0RL8kl2}jtEb`u80B%Zeb#4-9dH7k%0Z+Km2js~C@?xwy(kM=V
zCL(Wt-jn_hcd7SnbpNXjn^VAh{?xOs0W5ld^$$xW{!Cm}_UnIY-emu)6!0)w9=>1q
z&HSPAb~ye1<{tqW6Y6J?KX-0*ptk*hm9Z1>t?b>E4S|L)pROqaT3(4Ki32qO%_YVF
z-?90l<{6aDtXHxx%8#AlO3oR$60f!Xb8lL~q<b>=Ua9-boUOm=TZviO58n&@gXX5-
z-Y@)_sOJ9>@Q-6UiBDgbT(RP0{CU3e{tEh!n1Y>DclekdpeT@01ON{8oTltT8|XG3
ze}vv&X+doVfzC+NE4?m<Ac^^hU8wDVaMhaf^fRE$eBOADsl;tX-M-lRXo@(N7440?
zHt^8xAkdwFiB^CCHlQD>=Shk@FyZSo)9x4UC2|qK*fe7L`2B;xUTcytU>*QzK(FLL
zw14MUbTPW|nP1A(HJJ5LWj`89&MJ!(KT!mvI6LS*_#R|zBPFXR^tS7&HHmxQ#x=Nu
z=38w_ZK4k4F!>V_E-Rrk-FWB3ReW{=qngH+>X#6@=ru9h)X2aohRcb#^+;WoO-ltG
z7dZTvZ!;+kXJe|7Xw9sgBAyFqk*J5{mtOL>kzPudwd-1(rq3DPB`&NGIe2uJ-cwo*
zB}D|g*JF!!?x^vdR<fM2=zcLu9!InLNfkST1C4Bl-UzWs-Nr1d62zCtw<Mv&kq^*i
zb;c?f8)f1duBM`OXl^3P&U3@6ayC@es3JEUPo^2^nQ9EQ1J+~f)y+a?K0o<BEK9;2
z{4SXmj{@r`$!S8J+lV_uo9VdHO3z2ZJmAb<cTQ7lvvAMz*p_BI`wi+(h;p%@2Q>!Y
z2RU}xsqm6s5%_7tI}VOr@VbzQYiV=AIeCwTe5LxPsphtv4}$XvC5qtui;msmg&wws
zAM~LwGn^2-DhIO$FJxU@k8lanb51Vxm1Un=SGkSV5|IRfDWVg~)k`;%H{BTz-?H>a
z6-|7`W|w96jUDe}7dGCNHol!6TQv67drToyB>t{q(9T2?=9cn2N7mr*$1cNnQkut;
zT;K}U8R7MBgH3LEE`sFyU4E?x+Z|sYk6vqf7Tfd3%ddAz#>=68BHA@8k$t(7v}YVk
zlhkc@OWD%&C3$%ck>Z3Tuz1QhISk8?qv6Z@!C*x8ZrD5MeGY^OqR6In7~5&-=+KB8
zsxHN?ENe=k6zOXrYgAJr=Ii9^_&e0ok^g8}SXAJJ@n9qRG5?am2Fb*^xMb4^rxR1F
z=W}m0>T$6x&@<vU>;-uw<3dM?zN$s<Gd^^;J;b+X);;JmLR@<vZ~azg<e(vo(2J%Q
z4((!|o2Yx@d!7NdFX$gyQ|p+2r=zvjTa4EIecvxk<|pOT;u4k$h*lJv9U=Psp6jD5
zEaiR;lVq3twM6Kn71KB6wAKv<U3MR3jbKKZo`>W1l2Yn2T4Rg;nPRq<S3Ax6Vjs8J
zg3!{@rmK%9KF?{w(zLY%b;>n{cdcqh8G<##sAY{BBY!wEnlIMGV(n@zM_O0ND-%6&
z$JzNjYj~5i$B9ic_2T7xeSIFKrLJfg>v?XXWv>mk68^81uTLP4K6i!1<KWmdrrF?q
z6k2Yc+3ql7|J;yFdoIs)>(WN#q4xZNf41H4a-iXkwDcm&=MweFgOVQ`GWnH>*&>?;
zFi8mB?eekjV*5L?E-9x8;IS;?-+`hWH1(2`nJ%-`3tvC+R}C2P-QYDWMbFruLENAV
z>z4(BKprT_$uK2;^gZ_l=9<>V1eM0>2IKI$#$!YBvtaH>>n2C{js=E80vNbL$x&=!
zf?bZB)^<)|z<#8-aK-hfBnEk<apwUCse8Y>M_k)V=+O_VNnM5Ra!hkFnw-dyL?S&Z
z#@xL@u7jw~gn>;Y=ZwV%Zx{V0i)6wC#<Aukwzp;U4%)bh70FI?k@FF<La)ObVX?)d
zu#Z%|gE+++oh2ad#VcJ-(iwYEE*9pn1=dHUlD}nbmtjL2#BY{PtCE`a??4PrWp|(#
zPp`MPf_{fjeAPd+xsLi=b@RIQxFoJXv|l|;{7B>EUuj<I<_rGUPdApi(oUf_pvjSt
z0v0ssh{<Nn(k_zI@2T|9rhC>L2+0|f!WRTELTTy>7PCp9-*ofpI;$g`avkGy26(r4
zrzS-A12-BD{p~Mx;ywvKviHq@rEB>!I&W%HJr{ykC=X5$>hW~Bwd#9c=RU=9LOi~w
zF6qRl{C3Q$zP`pj^et;*I4E%bnegRELj-vB7)5FEyYB@)Wo+wHsw0WzZ1;SGtJfs5
zeMH)~@?ho}DtzG6(6$ckLG<)Kvj@U^Pv&WC_A~bw2Uvw7jfiZaQylI<q3G;;If>p=
zl(EQ@(v8lET@giOa#E?Bgjk(4<OlM_{i@>O<&~Nvx^9(L7ATe}-=VRE9ZO{_GCmN)
z;SeWAH)-?@lrgO_oJT^RjnfY-EgZ(l7H@VtM0D_$l^>GHtfd(|?ZXZ^-W3o%@F{UR
zF>vOh(NDH|i1sj-pH!lSSH+oNy5@Up3ldrN#g{bH>^^NIn?o8PQpB&&6+0&>3JC7*
zhFoY{9WueQULKnU^OU@bj8!BD(VDnxDleIe={lcAtXn>Fkz`Y7M-j0^J>1v+kz@G7
zhO-!=B}gSq!ceTy(v_3DDEC^{?x{#{%>(ZTTls+`(o~mkwnpkdhy4-^{f+9FA7f(u
zY31OiuIZQ#B7&HcJL?wI$fwl|CBDL=GK5qcy?>V!`+6rTYDZ1+He1QuPS;Utv;1WH
zeWE&dZe*jniC2kvB!Wz8XO-xfy9fNE5v{+xnww6cK#{s+<`Pd>IO8TI%7LrG0z$ad
zXn`U%54c~2DU~+I#1EdE3DfDb^3EZS<Z%n`l33X_-!B0UdQo+a4WFXtxL?WQB#cdp
zbE-qWhSe3R>8;9{h&`4Qa~Sf~D=+VP981b3oU{##rzM0O3zyc0IPHW*1ua^|RN_55
zcj`%9+u$y(=^{6m@&CLMIa(<qY~vCgISSh8Q)&=2N4k}&AM3XCiJo3~`pH5!E^v@8
zvVOFyPPJs4d&+2b09L~>;-Ix(?ZM2LT_A10l+G@ZPGQkI+d)e0?R0WlrVlqVlSFkE
z=^d(Hi+x~_K{y~MJX}nY-I@FV7|&f<P~37;K)dsS@@9fXs>_sQ4fH)}$iD9zACwF1
zpU@YWl1>Q=`WmJ+a9aop^Lw3@N`K?0fh6>0@9oYQ)45>K#^&x|txt+naC1!{?=mi<
zNhS>3G>>H;#6sFpE^5r<dDrUE@v)exkp%ixz>TC6!meMe+_A#NJ1M=7OOMV2Mihoo
z`e3CRq0Y?(4G(-a;aqK$opAH?-eaqQ9nzzLg)fQ&-0jPCe)#?qh6guskzHw0iLb8a
z(|*&A>3*=*llW=ZME6Ws8JEUAq)W~A3-UbA+IrYzU+~<V$_VC4i~wrZ>LrreuJngw
z6tc7rF6}FEzHA+{jm5?JOM6M^iIwt}j15>|{TEiz>%6ha$4=e*abp%`TlzoEgZT}N
zAWxDkqL99?i`|4%+Zk|Nr#C&dNwfZJHH9rhsOx_?2UnhDsmdW#FjcDd@DQ+iIRt~h
z?y-BAE!<MB@%}}<g14Ckt29qi<V7ITc#W`|U`hUD?bQ5uQJcy&LX8pwl|YMtO84bb
zI$vaIze^?Jx(5Yhg%{X%_>;PXON7_qu$MmWyW~-x*9E<WB%@_kZrvBAj_l5Qc4ob!
z;E&d9lDL?Zu9G4YnFVvtCw{o1I7NL5iPU@28cJu+AAM^Bx3Tt$Gj5{${ae$RpC9tl
zw*D|)*FVGRRtLM&ul&du;>|1NN-w9Bux+yaG$Je$b=xmY-x@!Chy{hL{j@Shw;_IC
z@pHp_8mkDY^(L&>qNU3Dv(q=3(g^k@#}zVxm6J*lrOcbr_e6vJdzInpIVN+akf6O(
zaPLljq?bVPlS3*EL{r62pJSXH2DS$)r;Guf&%?`^Mr+?TG<KzuCB*po|MKEd^=HpZ
zZq}%IJ&(~)WO=Ty$~dMw0B618>l4Dc3UYMiJ54vn)DMtG$K{@iQ3}R`Aeyo+2b6uL
zSfhe|HaEzwoVS#Y*TZ8w!0zgzgYYj@eHRz5k+{0Ah8{n-Q1|v(^14tN!9_F_3fy`+
z40)g3W{t?bV~lFXeMx}23i4Trg(NS~*JM%ZL-~o^#3X*nyFF81QhzV`DHKy3yvJh9
z*~5Ye3&=m#jR|$Yt!|26d&}skwL*rgKrPz;$XscGvHF;Ef?FiZ<Ev3NOVCipjli~c
zSA~&!(cFTBnZoXPYT#Sawn3T}Hi23)`e?>0)!_%-Riv9pQy>PE=v45wDE>?@PGh`c
zhDk83D-|;LcOlOLFEoEBks(01ixKnDb(dBV*3sT<wuw6|`3__pJu))0#K35x_)%oy
zsBJL=_+r)b`uQssmVNHXN|BbITwc5Lr)^~^GY)=lUD%a5tT7g%$jJw|2PBKU(B4B-
z&W3v>&;l9RtpYqbwXRTnUy04SHCu+!q@I)oS`rTtpW-P|i^#55qwBGy?YY90qm*!j
zwOw85=?Pws`PHX0<y1Sw^Kp|3#63qxwfK~OFt<-c_eBm3`)O)=J%KaSU6r1~duVd}
z>7?pN;n$-XO)CGhr`o$ZG4CAiK(%O%_`^3TyXdl%fjwj<_}3Frh+Na@y4trpbofGt
zcc88EPfMoaKRmU;{tZ@T$3IxFziMg>=RQ<_I2!|}tC5p<TqB21b|m~}PB-xoJ!@xk
zUBClZVQPxeJQiPYi><~-TRj>DyY@<<{Ye<~{p?Miw))bn;L_21l}8+HW#(&v7#G?!
zA^M#&{=KmBD+;FAp6VqR3A(G*@d(c^?C)}e`Q14JGlTH;$p+pC!AfXD%Pk}6d&Hi#
zWwzP4;%#mTlzI8dkUnQxVuULy#SSu9)hjS&2cS`eh5qCh9mtjC2zern3(L8jFBdXx
zIqd*L#OF1hKlBx7J0o%BG>_I#7KpQgeqD4MPh5CZn>->6adNU!NcS*?Wk22QYI!!)
z04eKu!`bK6z4H=VnlSWD2LtLj@gZ(;p>i1$jNA3>b>79>EcZ5=@ghiJyCrY)lQs`s
zHZ}R)X9R01rfhRi=&cyu;KD8Ne!88b$7!riJ>KlzIhz;f&3aa1FGkHu7xWmmzQiCI
zioFv3b>X6{mp_n4O*pGCko#Ksjc8bE&Ft5%W8@8B5+m)j-+~3T!s`oF)LWK|#(s}m
z#_Gl~kJYew>1VOrsLM?$2MeVKUF7dvX<Uz^Pmj+}-}!{^>|1WSb%hyt?sB?UD|e7a
zG{j#c%#W!~2GH$Fec<h@ZLvb{J<}pzi1A3EptP7q4+cahYsa);MjgDVwky~Oci1~S
zX7netq{O6R?cVM8_wY^P>u)+ft=N6?qptm0{^i<U=)#M6-<(n^q+khVGSrm<dY^2S
zXVUD0wF<m#jQD9ALl4m*$+u*+b#J9nCs`jQGgv)zSwThi*$x3__}?n4cCz92##zya
zp`r<NlT-8XUW{*98NG2rDVkr9sA4mA!bOg2jK(D2?w8178SQ=KWjjVsljhhT*MQQB
zURjvp1oxOwGLdC<n>%_=m7z<1%~>?33hwGtd}3wMEsy4ggi`3c9wm`+{$BZl+YSF#
zKf0A`e@&0$)Yy1)Eeylj_S~Tag-=c$2U1h>B|kKYK|<OxRFF2?ug)fKc6y6wfk9!U
zf6|o<r3$23r2)22Z5`h$8fW_SDUD9qH6^x0urjMDQ(3M#MgzXD#_)OtAFCZ>Oi%Zs
z>CI^C(=)Tt-=P(>+Kuo%W6J(Q+wY6p*HYP~+pW_n_E>KPj+!T!B${ogaNQtq()XNi
z<4xuj7@HD;-7~O<64dI_HI%0<2{<4hy+INi;+e#PO>dT6Z-2}N?3BKiFG9*ZT5)}G
zYEyc%-{xIhc*vLN-Q!f=R}^p|mHECF|Ga&RP4TrjgpKVYfeB}irOgT7t@lkS{{bT5
z3lV2mvbSTTcyH+ExGtl)l^V_;6$X+|6OWo=xwT3|W5@=Vy4OFL`pws-M@h)Dz%Z<Y
zCm{j?%$q7P9m$7^>jm>usUK|;e13#P0^>ZIA%$qe)JCm!+y}VyW7HGI)s<N=`rBvQ
zXWBpcYE+^Ek!v!-1ej@K^HVzEZjUhc*7U{MXaY>9FvehS7D6DN+^Hhfy$To0=9p~^
z(V}>ASyVOAgb&k{!f<)!fE7AP%6ND<!XJEX@OsPGdV_+i+sTVe)i`$<(@}TG+lZ6v
ze?TB4pM`6_e~@%fP<F-0b~^NpqFIXiF{a5rD-qR{G~jX$e*xwi-^_5}YlXN?lD-pW
zF<qfUfp>|KM$Y@LA6W}~t*&^9)it3t>rHH;Dg*Q5ye5s_5$geymJP(e+^TGvV(gb~
zt%(#xEXeW%Xa#Hrc0VXZONu4=P3kp#P8&C&57k3gPdv`bxxv$g;?5}Sb0o}zizpen
zcxfoTsr;fZ%D8POiu*>wnyhuviXOlF?h?>EY4}aYnP{2;b9%D>O0nUnBUp|%xvPkT
zb25UHv#=p%-JO+uCO-*H86{}4Kxu|Ly=$$8ihRaR4vE7(y8~V<^3;J!Xnp~UIJm}{
zG7wt_sY``O(G+voRB3qEZ0*&}2-9x|Dx}D9$z{{0eKL@FWu`q#1{8AgYr!(b!Vc=h
zWY`E91vi=2^bB{jc&2tjhZoO$-4F1GG-RIOXH%v*C)=<b5)t)+?kkyrW~=1LKy=>8
zO|8O~qR+g(2$zD0S8Nh1A1`6i>I8;;WC~X13Ic<<4zvYeAGhw*89lhZ;akM~g#`#i
z>x4lZXwWQcHNxn|jlY3n7Z2(|VW#q^fc3l}m@a*WF4<TzurJ4X-ER`zmsdua9@b_3
zGUQSldE9ruGv>k8496KEB!!9LnPVG^plI1pS<v~rr6_%~#*ZngvX+>FKX&QPN-}qI
zh6clL*~jXPdrtZ_c<1PNoXycO3cUQHuBI=zI|wpG`lKE^<^{zo?tm(Z+5!kC!K!}C
z$67L&hmN?6xQhMWDHB+)OPW?;3IkdShe?d)rv;Q#G-2M?jKkl}AGS>=mhMLE(<QTy
zxkj^UBS=+Z<A0U!GM&sH%RLfgJ}N2-E4PS#5>=>8j>^B35jLNdsmRCsi<AIDjP`<X
zza7<Tf4~h&;TJ?b7*WBww;Z_dGR@VUzxyrhmuQqSv|<Kw_FkAfw%J-nMhg*0&Ky0i
z<6}1V`lns<F}}9~BRO5MmXJqV*&{!ax;ahR^+D_|!neLENGyIKadJ6)BJxGP#s%p=
zzL8q9c?F{@ZBWJCKr9bw(s?`M`udJOYJ9+#canFiLpj%1k7o{rdxa(j5kiv`Q5gLX
z)o92+;W(i-kcIv}MR6VQ#|FWHbshCJpQ9%^j)ilpLCd0DpoAeEH=lGhBve(7@}qM5
zdftJRz>YDS7De9=#%2p|ausb%5^dg5Vy*>jis&dVmB~!KzKZYG_>KtEc>F}ibrcQ?
zrX?yza64%CrT@@a4f}r3w7F&fVbf5)V?uVx?bSSy6NdMj+1AuDMXT<uJCI$YgQuRk
z<PBS3gPu9;N%%lIqYViE)Tl@?Jl-NeUU#KMX5SG#{0Eg*r&Xv@=wgWBqt6*auO|-s
z7;mmfaLZyF$r-Qosxsa?uH|0$|DZMcG3N2hlMpj0!&gON$~7aB@Ny*d^4*?JOy_5-
z_SYqu@5P34`56y0R;amUXr7ERr&%gm{jfyKH5c6MIYsdQ=<wpF#Ff+17Iu?IA?rfU
zCJnNApds=d`@zcy!RZXB&=AJFeX?GPrqrI&XWq02uXLW8#3{U%EaG@MWB7=9k8EHm
zdeswUZrC$t+SCD!;)(1l98zNHc{g$Fpk_YnUT;<RmIf@wV=)L4=z*G$xdv+Nd04OF
zTaHeJqeNK^HHj7Gk(_V@e--DqA5<Un#k;CAf@kH|Wrdvaj1-8!AARpe#G<rW4o+6G
z8C;7y<dWK?xXHoV)p2!JX$N9)Fd|O2Q*@%`=lVl&-&&oNSWfJ`$~0G0Ojd9FqTV05
zL1LzkH(md&MkPAibG!+|Yv<NFo&aw~;y@u`?qY~lCibfWhT!g&`?;nISCrP!!cCkN
zlZJ~+e&8EkeaY_fvEe+JO)`5~!7;j_bR_Bb=N{X7AL^ccT@e}a!*B>X*Fb}@<faA#
zi#3t|9xs9Qk7)k0-5i|o<)!-XE$T+f?7#SMUNzRgIgFQcjU=2Jt*m(5@)qGr7B8{^
z*;ID4$IDPAX|@n(Tha?;+7qigYIqM_br=`l26kj+zR?nbUFajANBnlJr$=`nAoClY
z8$O4yAy#&U<OYUb2;6~OCWr1ov-}<BCWkKsd{B1}liuBdpm!h%zTNasvOH`9eZN{8
zIOT1wOR{GtzQ$bWi!CJ1>AfTOm(Ha)t;)OAp?zTFC%$H~MEqUJ3*Wr}NM6DQfmI#*
zaEu5bm7cvWOJ;zpXqs;bwO7s13|;`!<IaB`$N@Kr)w;dU*dmDF6vhw_eR_6N_4~z9
z<qIb}Su@);0$Y#P+4|P`1YiclYx1flKz9&?#$fTDAmgVP-6u0(-4EN#L(agh7q=Ic
zZZiE6mZwE8{iRE2n5s{qSL>O;I!n%Q;IrIMzOGt>!kwaSn&HfpYsPx!576F3pZG3d
z4xDWTIY^E8Laxy3#X;;e?LIIm^G(v`_UD>Oa2z~I4&oMGE7W?fz;O?v1lq7GN_$kP
z@5s`|C-PxnpzO+T6hO%)-r)EKC^xsrYRqll#ZR<P?#k@}=9}uAZziwHvWRy^03hPC
zdOram`9kx>J9nTY_p$HWvLQ3ngp-{97}q6$h!#MEzau!>wk~9bH}7`7?gZK!yL}e&
zX=Br5oi!hKJrk%-cZiomRi2%M(W#d`2dwKdk5lai8;E`Yrq8}fLN=M#Bqw*dV;KR$
zmor>puY-2UN1@+jZH0hGP&$(hRuwPwS>{H);ChdQg?^qZ?6fcfTjzkydi0-w)|#GZ
zFBHmj=OqRVZ2^WGwE43j?vEwe);sNCsyX*2)Ly3Ko(51u4xgmtXD7Mivr$<M1LcF~
ziU3VtnAem6-bsq?&8UEHr@=a9va=N);Ye`MbD<s9Y7K3@&}Sb>q(Cq9d@)=9_7BM9
zyid2f{Utdymm}2|1CiSk*}JzofaQyT;yzO95_$UfI2oI*4UQOq3yL>X+*`pOJ%KnR
zV^giwR#<#ZRgA6{@TsFpmkK$ZQGo50PCd)o?BD%QuNl3};-NqJdVK?Gzql#^<|#gh
z4UVW^t;d`zl;7OLw@<-l_0lvy3)lEc_enJWx}?jrVFz$>9vHWltAt=C)+FZ@;N#i%
zo(Pb140B=uTClI2`Au-44JdVQdk0QR7YLrpuRBl!=N$;xT$uFqY^^?E`&M@l+r;{P
zOvW$q`dz@n1-G;H0OV?9>kP{rll6_W`38Wfyep@l_ud^^A3H>~eg`@muNM*rCdryH
za$DC7K-!^n8_%J2i?`bVD>DaBPk{ZlK|Z#?F%0gyn~xZPgnXesT0psvuu((XM)!1P
z<9ga}7nfR5ZnIQnfDSdsaC;Y4KnrL?1@vA!mPyVSSpZBV)o6-fJ{7PFvdIx})?%Tx
zdwt6Bnl&51hymv)ySY0MZZ<FxXEAqTNU&tUR!2vS!PnoqYYS}x79F0|iUVF)?l7XE
zW&QL10&rPi3&<j%307ePeGtDB)B#urbFZ-T+4vvP9PY~XL9CS7_uT>7n{s76bqB(^
z)qSgj?SzN2{=Bt*H~gS=O^NS|<@M7Gy@xrX5JRbGG^9RY|Ad3_N~rs}7XK$F3^o9R
zxl=wf7$<dJ=(KvpAsbi~aQY{9ypDupF9&W2(eBQ^kOyXh7w$V!Q-AFT7Fuqgw>r&S
zimw51?Qf>V**2s`lWg%Va{#OC)X;tdw84dz0f3%pZmQ)7Mh))zh&TSRWi#zPPLW}_
zWFN2=+d=ZC3y?e&aupw-8>UKL$Ytq#WkIml3NZ4I9U!tuef`<H5r4=Qusg`Ur$nMC
zw7_MZU%c++?aKWm{ZI^0TBER>3Yd&i95Adaz>{Wa8#D+wcNTdRQuR$a>JeTO0I}qc
zmCG$UNN~DY@ZDXuy;ja&92NeBV{-hw;2AdBfJeA#JvGVTlKk0e!*8qWvW%&PM90%2
zz_sOXS{!eB#DS^(S?4_<2=K|0KB^V^d!>2v<=*&Z@H`-t<N>AIFaALJhffF1S~v&Q
z&b@2@%Xb`OWB^LXBcX&J(ufaitJxy|I{qJ@SZnZfJ=X`1M0ytYWu5E*L053H;(qWD
zU!tqMx5euOIhM6YbvBwnpuo!!?6}oER)06Ay!=LSGS5ViHq+mWz2jP<^-$x*9ca?J
zBvB2<^M%Xj(XBis0T9i9p|{le1&}P8p{;x;r3Joy58?SMb#wR263e<tE4XIWHtA7A
z^7X!>)Z4Vs=(or=!hBMLwk0rMYA5td{n9GOA`J<<)Ceq8W5Em2YBozkd5oS)low-^
z;&WOWXptqPjXdN4a}KC`kPxXAz8=WP0JFq}CAmPpKl9T<PBV&%uc-9_cTj`dinU@n
z4XqHoj>18-O34f=^jTpE$nM>RgdxgsZg^G>2<Eb_GTX0^ha84l>W*O9)(n9?hf6aS
zXN)#jX&b{q5>rJsuvaWOQt-%QEkYFw3_n{;Lw8kB^vRjsOK{tB3e}C4CuIG?pvC13
zN<Nwyw?o;$SbV!zbojYBk_p<V2qxr&1jG|E1Op8#XcPuP83`U6na)9_v(BP~MU{{o
zss=q4(PGUX*wQtFAhA)9S*O9`++m<d6nL6EF_IRN0xFKAk<W5mIyEcq%i?$IS%aE1
zO@)u=2vxy3%fW3!$nMG+*iN?FDp;tQrIP(pIqL=J3DS><8w>Xe@D#9!wPD#xI^-o1
z`QV7=PioT$MK~*7lx~p*OFptCT$%<l1$LK6qnXo&tf$QcMcBz~YQjanu|}lArTlfw
zUiPyHg3GxP?uu(;rL5<~T^6lL@=36dwVL&TAJJ!YjbaO)AXi&tUV~>eWRYI76cj86
zMe-3^!ZVVJ4cu&zo@>HYG;EQUGlNu&eDWXrX&Yy;D(0pVlH?<lBZnKnm8b><SnyOf
z7{na!8Ts1C0}Q2rJxIAN4qiWt9b{V;neiurY0JC-IglF83Xxh5gGoc$v;&co11&5P
zu^|ElKPBFwiG9FR{v2DbpoS)61n*NUBvR{O#Ao4R;~Y!N{nmIijztc>WR0+%(M8UV
zgIUtBy=8S_4gI8`24O)$V=+=0Ze0i>m=T3EYvU#nx~sLRS)mlrK<o79mEn${-?3SV
z9r8xp5_sU;%=$#SLKIm}0cJkB_b}v6J1qKUaWls4$)a0$oqw@u-ICG%b+|Kh`x8{?
z9W@vy02A2r_4&sw#-BZ3xXaDZc9dJTE826~+d%ut*&s~`_-fDr>+3zCaX%GWrG@Wk
zA<QjwPIhzzeqN(9Z-ZCc#sUvDDkavlD8X=~i$by=RImUv0V*xzPbF%(xyRi4j7SKb
z`1x=)D7GyMlz7!4s}6(B#g_4`lsqRKIUfihPZ(g;HP!_=O@gSSO4@o#NyeUxs2p`f
zxVrU9p(8;gXRA7|$lTa^$O<VyGK|rFV>u56isjt(^2m+QWs0XawalYyuLEu8Sj>5X
zv5JCOT@^69h>6svAR?a>FgKgbeM-m`NXQ&CP#XBTVedk03RLj@M-El6-_j~UmMavH
zNK6y5YTIn>e2RM=_LUeB!Vw9?NSYUUBN;U?bEV)yZG=>mHsG<5m}iAxPuuD)yLa9F
zbZm*m-R)(}B;>>fn1M{Om3Rs)FC{QR$Vm!=;5iB@JdhzBO(H&?G-Vt@iBhx}SyCO<
zZxpF`Di(so4ekQBt&SuhKynZ^6>Wnc6?E>x4RDtwoEQ#DbXA7i5-&**;32p!omjd1
znRt}YPzs0xKM^5K6wLAJCRC^h=4;V@hAZwW&!j6@2Jx|tN##?sAg!RseN@0_6&{O_
zYAT+xC@jt{0Q1n>kphkmi-?8<wtdf+TZg-_Xb;#T&wNE=br^S<({5i6WY#OP&NYg~
z9YJze&<7vX9wdfINRp5{+5LE2tRfHILqQq-nuv%ljNu9-GlmNd>4eB~bK?=$CSqzT
zsS~%$qR`+8coer6Ipttz7!!{GJp%;6lWzrwS0K4cq#le}rz@c$H`Zz@v4BwEKE%UX
zC=%GD*$u>j%ZXoQQKa!67YwKp<EmJvykbEJWU(N9ktlpld^AOZBW8=ltI9YMT-3rc
z3$vQDRz)4{?k;o$W2y|p`G@pUF%=6>izv{zaS_Cq5QaLC+*q&gwvwDJAz>lacn~S%
zb!iT}cA!|2Wls(l>l~(3wvtA^R~Z{=?BYp*3xh6tz78>(SmHsxmcxTUB(;9B9IeJq
zoOoU{!eyG*lCPngKo|KPKh<7^en>z=*GhXb-I~edp}}#^a4Yw(4r0u=D)y%bb^Yl<
z6sI@e3&Z*{B-&%`Bp?Fxfz6YW1MD7!Wz^rY>k}MNp0qK*kdHN}e=HP8DXfQ~HVWjS
zr!|MD<Kn3XLb?l`1XsuM$FwZLpvg#qZjo`f0#(&7&L*RZ{Tkm()(iDOV*&+(V9fe_
zoxr$}(z2_u(v^vV9Hu$j0Z4jR1v#+c&OUPVnY<Ak-T_9!hx}kinS^-_Zz`|ut-4Ae
z2DYTNI9|##!=oYwi9w4JqIMc><5Fr6eZ~=UQ(RV8-O1=vp;%cubaE2hIM+BmUR5Vs
z<Ya8POHT=0WHedG7JChkFNMV2ym<Z*2HYDt-CczRPod4}I|Q>!=>y?~VPQ~+wiQgZ
z2@DE49LYCK2M^P>aJ8|Ji>E5A!~4{gtX){Q`;{f0dxFNoM21)4AX`o4TKw9Z)NKX5
zFjNN}R~3=5$Ru*Id}JhTIf3GEqcl8_5(e=E3LpKkk|j071XJ&szt(OEv4$M031$RB
zV&2Z14{LQCiO^(-h~zohrWP0GrUW69awJ6xa-Nea-NQt!;sPoS<P{jV5*`->SGOn}
z+y(*mrrxZlc=Eawtd6j)ZmT1Ikdjrwqr+<+4IWv~z*G4CtgVnnR`6Y6G$e=!-;QXa
z$hBWa9|Sj->7bA06c`fBkq!j!r)uODm}r0^{l_D^>GQ}=N*+;{;HF6w9cpr^D#D~6
zM2<M1R0zbgHZf`;707~@6IbD?g@BBy;_fmUP4MU=YRH_7K|VV|q=b0JoY#>OvS^)8
zXr+PnrVtpK+fD0;Xr^+|vsmA*jvlD8s2hRa6XzdlQRmg6mh7+)Vi@^Fv#!P{u{^Md
z#8w%JRs|8S6-=vPqJfY@5KoolM20Y>5#VZSTTaaci9H2I;;*)+r4<v2)~QTtBe<@b
zS+<y}!cHti^fR`bS_)DzM&%>sqaPW+94c-Q&gr1_6kd1LaVK1?UTTNL+kuLPMiIzO
z&(UKSb$sbl5+sluMtutqTr3Y}G$6C80#86-?tTI8lcI>mB1S<`mPW!b<~jlS&*k~Z
zg$BVRjU=cj)U2&Gf{Wuvxo}y$$V!ICzQz3}Gu)bFZaxJr9}V2qaN_jD`ea2dHQS3^
zScRyt53&iXu62N%>=fv9Z!j&i1go-}Ww@6`WuT*8w;s_j9L-y-6~u)2fjF@4r82}!
zda>$)lB0DIdWlqJq?bo97Af~D)&{&gRY;RK-{x5{;GYmygrb2(n%QiT31f7i(6D<r
zEutN*VIBK$mnjgF??J|B=Z6vlj8TQ2f^P6)E#Opemk1g=(;S!z@To`^qd=}_Q=3Rp
zwyjbpL|s;__NXZbR~t!?_z-U6=aYj)@(zfi+Ay!JbkH?{k=Gu##<ARTVeCU9jg0jI
zeAeF5xgj1Bay}MKNe~6E1i`GDCd_&ZMFX{sNR2+%kbm@T(3i0(j6hZckU&1Q(1^`K
zAVn8)snYHM+sa8XwoM&KOYj=<BkNQcv5+cI_MndfRJ0xoHz!As|1QoLYOysph(xCv
z`$1bEOA8tc>dxnp$oDGY)(8jRfu32y12L#{Z4#(-5WjJC)XD51NMwm)fli{Or0N_a
zVazSKSTJl50y90vC_@gN1(p8Urk11SNsjy=a+V}QfpB+*2l8Ai)((SF17)g&#4u<c
z!OA#N%qQ_2RV&z49l?woNTGOIpsC<D5}g?6lQZJ3^dQT{7D-6UsX#;<v!@><(ny?T
z?Wbd%Xb}`&W?f{KWXi2w=8=zD%BG7tW@o2s7auw^W<FLH>^BNy-Phu2To2~f+HKFL
z4`i<cv+ipr<<CG0(cCE#l&WEIDR5h|4RD(_sgM?05ytO=!8#^n>@*DGag)(Q7${Cw
zEYD<g%ZVGuBGi1o1baP6jukE3anO#R!Vea}iu{;OVpD~_e0MpIU2ReFlW0jHw;pCb
z8*7jW3wm<l6f1U++M-0;m=AeLYUG%z&f~&VRe@1%V3CQNZF^Cq)`-;O4N=xMA}w?6
zBzG0`h!)7KL{2ascZ{el65``XtYG1Ahy*?(90Epyo2KPp4nUg614D>IiE)SMso##a
zt-xPA!;Z?wXwi}o_bXn`^>rUf?E=q0KqH-5w$qJ6@_ZcT8wJP|bk0g?kLf&0#unY>
z)<ic=6e7M)6=JFy&gE!15#xsRfO8oDcZB)Hs<AYZH0N!~C%<94q~m)YA3hS+HVC6S
zExGO2O9tU75Rq_6f7CDzTF561nklla5deP+1$rHMps<d$2A+yOA9*-a(s%IZIMsfe
zEsEGtuHh$dYaN<UDe7$ASiY7BbNzBvg<u9}6|lM4txgwUV89EY6~Bxu61>a*8vq?a
z;=Wo&!}vsipU77)sC-fI&7R>4&wAsajdp|h(d{B733fZMa<v!CTLDQwO7e@}jQ1s3
zbp0L(y&6|6N8w!E@5Fx<>KR|R7!&)jAYcByOR9|(CVS(jmb<2sIFr^!3;gTnzY#LO
zh_wbs4yJa)Dabt5H1|4%>xQ|ynq!~ia%yZ5!KVrHXm3sqCbxoz{8g5J@IU<k*Q<8x
zUQ^(|`5P?%0N{W60k2lrPeWSJIk7Byxg(lVxfI1hIW;n{6}ikqwwDLirD6|CVd+d_
zC_A%OMi>BUx6BT4QX>=BiUAV&U<zSMc&Abs7#OJo&=Yq`QxOylaByfX%``44Sm06s
z1y5>LPU501N*tO1e%>jE6(HnNGLk3)6Gm}Q*l6<3GfW1Kw7iOF`AtfUIyC?a-1A7z
z38@N!(yGc%<BC=R`-K~b=~cdZkx3mz76Qu1af8;H@-RG683fd&aw!2CNKf9YC=`xr
zxl#^lNX-CDRcST=cod?a8>*k0rsE^Q^q_U-rIFB|mZR@L3)+)3WYQI&2;_5vRmsg*
zVcMW8gH(h@*%Zyjrlyb$Pz_(3tw^!wrALe!da+te34-FD6Ez2#YG|a-Q%DC8M`}*J
zYGA^KVc!)XMS)6jPdf<WqsSBi8?Nd>4h>84)Qh(i0U9aY#aK~MhXB*}=B14jAp)Fm
zY6Up!N@V7c$p`>dc@P?Lm)?_hMKKWs6zzi){83B_?Zromu+ikx40tpF9x1?4igqXg
z$`>OwBfl6NR7$lr+^qmrJoTju#W|O0rsjYe%ZgyBdWuby0M#a?4T?at?X-qHT-2)O
zqCxWtpKrA$7aX#4QzPc9^ra7qMV7Y;GCk@aGL$}g(r5`YntGrktwuW3s1M;%10FF^
z81ib#8K#g$7a0hERDv3CV@^^<7XboewL5RME@^X0;0m<ul+bypK^W^u2#V6Gf@#MG
zy$jZW9;u35w4#Qf1~YA@5)CVinqd?G6GbK|X@HEt4k`zH)Q$-pR1F#RphI&_G=yN{
zkhc|R0MiX2Vof2<GFX{8r;0&KyA%jQ#8Z-7b*RrKf~1OINYZDeGbN7#kSQH%K*4&@
zG073`YG8t(^T_E)XD8B-6O|Pc5VaX{d(%nH0657}vy<L}xua<Hsu2?tNrGxdDx-r@
zw1+%UA-v|EqdZdv<~(MsM;XpdFdUHQtyow>ifG_dxugJg^r+bfV^8wf@(nab-jo3z
z2=7V-NFj6DoGsjnLLxcEDs|0HEuS2Z&Zufv52no?P&{lqb<Iqskx`42(9uRUFx}Wz
zZLYJYx{o?TZT{5U56+>z@yCU<ysX;9GB@{O`TqcwLa7r^WiH0rGajJSfS*e9tM82(
zHMUm6O`7cg0D4E*KPu(#zB2fN;fS%dwX|NuCg%LjL#m36C)oESSsU)DKZRAh)b#5W
z-Fv9o+mH6;74x0<i+oS2<Xq~vET^ig?H`b=hPReh-6V{}`kd7JLe&%A@BSqCR=}|P
zd)&C~1bH8su3rBD<5VidX__|Uo*L#%{(`)@Z4h-~_?mGx=s?`0{{XYiOQ_jul1E9Z
z{7Uf_tlXunUWFp$563mn+-iEw@yyrLA7I!Yr8q|`AZYEKl=LKGogJp7F~oM^2ltw?
zW~pgnhuEEtS+^eK)Pm6yu0I;ww(#_%?!3D={^WdqwQKu2*4==L75bBtO$RB?B1Xgo
zUB~^Anv_8~I7?Uhw-wVz1bu)9*i@cE(AbV@D=U{_yJ~aL4ANXiVwsSfkzEVNf-zWE
zhc|K`dftZRqUVD@<Z8740D=Di=mx!23H7fj@M*`2El>OZ0Qv#1R7M%Dx*HyLBXY<i
z6r`!`Oahz~*6im)!Uh}~Q64+eAjLm*NkOuZE-6DAaOQvjIG~Dl+8J;t9mhvj5qEW}
zK(d_Gh-c>prQBr35CuUZdR3z+Beh4pb4uV;37*t#+Im&Z(c{q58w_|f?gSx#Jt_Nv
z=|`8(N{~i7igyAcDMUrN$rUJ%(v-%)Qn(b}Ev?p=NKu-eRW(_afzAyu9waO(Ci}*u
z1HA=lh=-iiyLinY7&)g0>_q@MFe*^Ony3vwW(_6+ftpdl#XT?=nqV1h)Qpog8RXJ2
z=ZZoO+|V)mDMFPs8cbB+nw!lGDF{OT)P_JiQWg}TsTiOJ7Y3L{;ZA6no;p)hGM;IG
z#*BebkU^_1;8ZN&^Hi9I=hl{(a(Yr>hov!+V>KcSRc|qcJ!W8WMS!#krw~mtK3CqK
zk_}5h9EuGo=8)9b1jQ)LAT=;vC;~cFZfIeHQJPi)a@p@uk~7wt5Sn+8deLEwEInyM
z<GltGO!CbZ0&x6O!Od3A+Iq?b08dR}p7e_#YC;L*Py%e`owk)h6yj(BF^Wz6;8WFi
z98=6{2OVly5jX@?B?<3S?PJC%>u$%bFe`}Zc6-&)0Nd|T81|eIO5-c+0++Q&aY#^}
zl<osp?~1T01&x&ErUsJ$E1GFqkQxmlhKhAG@lD^&111hdNV1x)4r$;X)T{-d*{9%Q
ztEnQT-Nj1*P6ZUw)SLO~O2Z|`6jB3`OGShydQn9Kts#mj!LVoomlOc~)P<?1flMUk
zfE-OAY#wQpPy@~>xfI51aZ$4{=}ZY2)Mcrgn9+ky!ed_t>rr`Sjzv$jQ<PO96@+*+
z`~WIe1Fc3tG{i#PYBF(CveQIGjWG~;m^AM<KU$dEVwxZVfE$u~(j3#+ZKfCYpawQ^
zQRLLUX*N>=JfBlbxxH#Yv}{p8t}qro=-S7<IIt9jv(lJcPcPKwo~Wa>G!su#ngZmD
zj>4V@r^jsU3E0@jTvi)uH<m@3VH3g+-js#?YdK9sxKrmgjUZPifn4mL5d1Z38ylOC
z-Vfl3gXGo?_r_aTzFjj&G9T|w{{YZZ_R%ZYv(aN$&M<1q#Qy-qHjh>~72(&v6}(M)
z8DKElt8x3J<bEc(+pS|=)X(}>p>ZhmX$~tnR_s!s&!De-L7?f1P3Ey?gntUjxSzmR
zHGlDE!!}@xb-KNA{ly5snXeUF7A#DJlj}-tt>Zs4u6;95>a$4EN1@*QY}8zA)3mF2
zJsMJ7zrwkVL&shz)yea(nH2Vo0^+e1?ZN%pNay{PsR6lR`@2n}{i9g9UvpT~OJW&T
z^69r+TuC86-ePG5lCNGqwD*enx{`y@Mk)5%T(?j2ZX>%MaZ_|@VjNq>c`KjJl-<Om
z2@^5;Vzs}qZBPw?iSL?`G{{4RQ-gv@V}K~QSk8(oxs+@~jeSohoZ5ZM;0c)h1}jb{
zDBpKAdN+~RCuCrIVx_hQJbD&DGH3Cv8$B8bpK`^|az#k@Hjo_2aG#w--X*n-cE{#F
zU;w5TW~#Enc7Qmi8AFT%T-=)U@-gyl7wYYrtoORC*-;{*{{XNlb0MfUbu6j|S-`52
z-dV%UvyMA2Ca?vS-2VXUCy~DzwFZgYh9}g~&ta-;y8a=sjd2yc(zm}ALT?aV%5ep%
zC%NXY$DuLD?uq;=<X#^j0zg`xa+Nf5&2_3=kPL-=lwzAAGRVQnEDt2tUNpF%8NepF
zYvKN#H~YrAu&uViq_!pSpB^K%{{Vsi0O%&YH6<%vW#Lcx87)8HU-}8JN$6|P!|ZuD
zoy&<XYRWl0R&q8CSxNb=+BwrM(t%BiP2h1?qqHsqWMZ=^6){gjM{X*~SmWS|uOy57
zB7u(wiU}R+A2GX9?qk+~9?A&fqwSh^%z9HDN{pHU;Ih8#9+f)$)md7niH>PlWTrEW
z)MQ}wH85=TrvyXE=A>jEVFHlK*{3p%_#G)WdI|uZ88g<WEC}mW5gR=!Ly!$717vP$
zJ==vvBOIE9$VW<~1(pL97I11YD`%RJ5W=We0>c#vlbUm|2OVk`aoAG}mJ(gHD4w&t
z#`UL-=bX`Cxqr<Rrg4rcn&j|mREVB)O2A68b5Adkii>Czbmo<U<AM@+r-dMNq**&t
z_Y=h+xY|O&X~conp_P=1EHO;v9<=pv!<wa>nw<zeP6ay(<KzI24Ob{hsacdB4KsKY
z!sLoJt~%6G5=}Tw?M!CL$P@*}1?HZhW{?w}X$d{33zMUjJXE4WdsRdP9FtRr3)+)I
zMWC#EQkb98k_ih6drnrQ2>h}s>REo2!!~L&D`%}Oz?F|R5j@ijhLg<)wL1YaN)*(h
za79%Ebv;v>KulyLRBYH3yi-bp)`5)9X~0lp9jFntAS6Ljij5Zsnv_ri6HMRDD;kd@
zJ!k^JG~fyEP=~;&qkYtXa*R~U+;pZ>&}8DJlsk1X#_ExiX{HlN0KpJFYCwY&iVkXE
zD7X=b^Gs-QQnAG`o{NZ!7^E$Vf8OcVqB|QuyiN`e&EAt^LmEPO6wnDYJeHA0(n)y)
zYNrIVjty3@)^y9;=d`xES!F@hdLN;s?IYZ6GWv>{8?`y3*@8v^=}r(6+MhBVm;en)
zuzJ&@hqh}ETfNt;u4a8U!DqKXqxXx+KBL;Dy8=eZPAChC^SAh~ELQ$Z)(aKDavnj`
zj>F!f(0(FYi6s}mX_byxxtA(Fi;B<MqWKx=MSv9D;;P!}Hdpb&ZSJCHnK!I^hU|Na
zuuzT&#b~6NEi^mKrw0`YLOW7`aZbXyX<Ib>R0s|!`|v4P35xu*!j%!6_Mv2Ad89Gr
zX{AqUenluEfGf0Sn}go0vkHaVtuYbpqiq|g%}|6ZO+0j|!q8LFfGQHliWFj}F`sH-
zQ%>MBjMKw_IHr&dF@_Bn3!%>_JPKfJ({Kr=;c@Rx5;Tf71KO9GRE?xRE>F^!4cMZM
zpyw3%gjR9+mvh4c4s$Glf1Pmp_lvY!E9aKiS4KU=8El{BQ8}oiN_6?%j>xG!1vAN!
z_)txG()?XpYzS=L?Ee7MTrcvjdsFz6;!RRk@}(BB9*GwKR%*IsyfZzK<MNf7XGnnW
zBL%FR-x26qetyxaL%0m>jP9=vxVhA?n{~zHub=NRs6~+b&fNQ&pR9H&ICIsnJ}GFn
z#EVO5Zd)B#?G=G}@oQF)5o2X<Z|HHj*AyeSPNh%Mq=`g?eV*Cm&!DJvWXn`yjVs?6
zc$ZWdpHjHme}!9U{VOg=?yk=3tBGYl?Xfj|G~Gqim4zZv{o|8Xblnu*F&A^lJvQ-B
z<lg3qDC}bkC{ynd_?mbSFUpF}eGzkATz(wW;BDIsgm-hAza5>tU<8RqDQG@pj*i~x
z&e*J6pH||o4G&Re%gY=-$}(%J+M|#FrbtO0X<RN~Md5%(>x-v<VZ}_IAF@M_n?AL6
zTgakc-cG6qY}S0b?VMZ&XFu$UO^(Ht(V#}*sbsJ~;DT}KS+C+LNW>P|{{VWcKC7uu
zz$*~;9Mra%N-XHbq&sns&X2WOTEfU@iE-{Lly$qAvn9l=Pr0W>rf)e2TlJ~BEkUzZ
zeO}OTnUm-$qw5kd0xL}Wv8z^|AGx3ITQDB1F<W-t6u1Os(J6EGE7_&F%l)HNxEySS
zPxn@%I(6*F_mY-BTJ$)4HWhI!+r2QgWi%^j{{V+~)~4-+qHq@a5;xxD{&l4Xhg6LD
zY)AXG+ecvxM+ks>Vyuf^KIp2m2PBR*KMxSUDk}RES1tTJpo1%9{{VGI71NtQi@C=h
z^-675O|&?k^4>A-;Gfck1TSd%6=TvZq95wP`qaN?L>N_2J%wl9c*{hESVt_=H*YRJ
zKQma9_}#(9wTI&?{{TTnkvEe%*x(GqgZNdivkkv0<ky``;>~S|^5%vBf4H3fwV89P
zU)|(gYBv&doNqY%hAFEc<!tmFN$p|DmgXqPJce;x9q!h>nUsc7<bo?b9d`k=oSvqv
zH{PziEt?ySi+&Uz@lx7<z`yhZUX(?7$Am}xRQ7*X{{YZUdTfh>#d;WRk0TShApq3T
zfDbhmO)8U|S3$~Z+caQ~Ye-yv?*pY^#f3TCD$m;&Xj;w0r6T0BE^3=O&T1B$EP1Ax
zed$=H%ZVxx^BfwGNVw`NE!!r9at~f9*h!k=K%*dvf@!iU6d{LNLWCb`Rvp94Am*&a
zCP!MRR+UL!lvplZ^A2iclQmK{+%ev!RU?{<6q#fIdGAl?DzGh11*j_I-!VK=I=%^{
zNicb*JgQWT(y$dD9Oj_N-A|nL#aF9Hmdgc|M{0$qTvSYHl*zdBAT-m>CNomTymL%M
zTTMursaZf7sEdjKm=RK=bBxt3$F)rxwnjw*xp0m%QL}(BDXhl^p(ni|lLO9aOPYxq
zmP5eBAWU;PBBRYWb~|R1etS?mj>j~IIi<}wDLm7-u0%mJm?Edz0H}z~Aqb-;rW{fP
z*fUKnKwNpG;-lY9XEazY4<-#Dn3GJ~p7k_Q4b<#Amu=tW!0SsQu_HASzm`S?So1?;
zBBi0CGN%<87&R=6NZ?dBIi##mwHe4YI867ZZ0D^o7Bja7tcMILxcXF!p5Tg12a%rm
zrfkRYQ>Y_~kQ;{er4kX=jN+6Eb^(0c(uSo74LB$iv>6Lz)MX7zE=NICiEQ)IfF<35
zikc}g&T5l3J5!P9Xje4SVY`~Pgf~jbgl}QaD^dawR5Ft!VUtWLQZ$QA$UQ1-F#t6t
za4}LsfR0T$)DL<<RAW(<Cap4#!l995Fu#|NGY4kwnV=FFrYNw|NT@pe#}&uw`VhXp
zySdVDqmB*;RD6a#&$l%#=Y=(Wbc>B!RgMjSfgCH41!Vn@X<i<c?6t_YLzk1xgn^!c
zaypY)PWCp6M;Q0lb{F%*sZ66BY$JDCsW!CMk))Q+`^h;ZV~=Xq&~EfryeY5gf&SD$
z^WH*A1N?aOt-l)hf5PxIHt<T;td^okq(ix8&q4LBM+JM_)a4-Yt;$ZadGiKdgfXp;
z_*nYPkR*2ZV<2)|b6h*=GZ>?iAXvz7v9B%l#V~32vD^h{Bn%HiD0+1%MKj!dHSrSK
zYbYbs9iHUp%wz}U`qtjN@dHWG^szm>sd;kb2<_DK`1)6Z%{}F{v5Gi6r_apb^I6ec
z+{Dbt=Xv0h%{4g?>Diuvt4FK&gGp^t>I*AdYi48fxLFtz>E68m0L*C1GMo(Ka`&rN
zy1m`AmYPpAc3FO5`Bi;SSh&?BUo=FBg9?#G5l7%V(z|7)V@FNZg|z7_m)<&+Y#Q_(
z7vff;!Z;(chFFv3FFc2HXSp@y7L#pqr9&%?q!Ct-n`8zles|!3*nMcbK;oJ7T)rgI
z?PG;*?`{0{{{UDaIavOtty^lkW&DOa8`!QHMo5h30={(8-d4Lgeyf5Run4bH@Xw0$
zts=@jKGR8PbAdg~l7KVo@AR!{)pxTql_ZhqTdA$mpt;p_%Uc0=CH=UJuu+Kt$vrB>
zIJk*qjP6z$1PbWpMlLL7NT;c%v_(fC{#4EdQfZT@@M*x*L9@j;P!}B43w5b_)E8H_
zHcDFV_SyhH=cIri%9e;VVTyXDO>>uiJ@DnJA#UWHkNM*sN9Jo5e~Wez&9d7^x||Q<
zX#)QMN?horPE7PIm=uRTmFGv}0|A8a)06(y&;I~gp?{0Ihb25YZlnI1Ow~To73`#X
zK@FaUnI>b6q+oEPI2~)tZhkT9(WlF%X>otRoxiP8{{V&2tYeEiGoC(JoBFjrbTvty
ztrnwYFW#HWK8`U~RwTI@f<=%HPSyt%;Ws}KwcDm+Zw0-!dX-F*`I^MJ)wQeXJj;vu
z$s->t6&U;~J)vI6_uWTS(zLw&yHmA*j&Ra~e<96t7rzsHHD{3wmp6yfDE5!c*Nz)q
z$8?f&>P<KO6%IFs`V7)_ij4$%HRr|Y&f%wM@y0)e?j$aMA%R@=_rwnr>L8)iUfmDy
zTc|<$Run=>Mj^I#^ew=vkZE_)=Q|@`Kr(+ihf$g;Ni#lib$KC@=6Pj*??}au>r7i{
zSMSI;tv~EpWOA)=*!tDWZx30dgUv3@+tQ<&<=J#F{{V7;6h?2Lt2XwRS3l})h+pqN
z0=k&=`)CGH7xAfsakLEm1sAv+xzVpl$DWJq1xTJ8BojT+KEk>dSdbGe(Z+pQv03wK
z+H408b>=s57|-iThNEpXyBJ7NfclavUOy(<JVhAepi$PjnY=@8r}q}lPiA9}(yKnX
zsK{|2$UoT>u2PF<R4=8LMn;Sv>DHi2t6O=wD;OLSTdA&GE$!5V$nuhUo|S6bM>97l
z&F_kyWLL9h<LmY@=Mon_iZhy}H;IWqy0vU}Emtl4J}?R(&$z2c!*T(+nLs|&x%&-M
zOLLo(T-7E!Q*2}Xk<CJ5)Gk00O)d%PyA|8oczW4JTPN3=)`v;5h<vaq{{VZMo_1F(
zQRfk8PUj>uA8OXN@Vu>z#z(mo-$M#1`4A7FslsN9Hao=}d_EQ6WPp8Y)P5I<KKldo
z71S76MqdcNtZ+YC&brogi!A-4QGg#sZO8PbVCU>mhd{GamO{te)~r^LL@^vnK7z3)
z@xF@&L{Z$%-pUkywV6M}3C=~fpA=)(R@{FfigrT0j@eff@<R0>4^}v@F}m@7uQ)&H
zqA}?bg{)ccZY~(K*D}aYc5-Q}AmwcJ>y39xvLERe@G0~Sn##EG&WjHbw9}vZW|#-@
zHRb!gsWV414`$B(=i)2u#g>^GH}|G|{(`b+@xHw|`EJq=XcHC7el)8iCq|`l`!ho3
z_Wtzlp6=#T{@WU)BisBV@uruOL-&}_V}C>V(&i~f#Jhs8RsM9tBR59<Dm|^9hKw36
zJ0aVM>Pe(B6X+<#CecO5U{ZIFt!QIB)f5A8tKe`evj@8(W$y+kZxz{t(=Go1pc?fl
zqrlF83i8hfoOq(w{s;d6pc?ena@|dOSbdKV6S^6JNxKwglNHi)2w0j-np{#5MSx72
zP{xc=iYx?!kxCRAjAT-VY~q!MPK2)j)T-ybRRoS{-f<iiq|okIEt6A3fx6XLrBZp~
zufWQBb5h1kv7&Q|vlv$u5FVnXRts6SR7dO{l^m?7Df`LoRp*VLIHZaod6y=kc}eL^
zmNs6s4ozA_Ns}2*LMZAfirn*31DY%%HeAy}9Mst6m!$v^;B^&Yb`g!WP`)Y2Ia5pt
zE(TKyF;zm5R%Mtvd(=tub)W`;(xez1=AL56;+kVC)`1Q4x{Ok)@9R)E1kjQZ^q^&-
z7#-+k_o$VNRG(8wV|r0bjMC#200rWMkSPnFT8z0g2!3hGySb)DH@*!@M&2_(#bL)<
zgs;6xf@uh#2uLEBYFRiH0P8{!4AkiRMMf#WW|)aX=B8Gv-6~Z)QfRbU&&isPIW($C
zTp9{{)YxL-yBbj+Jep=P-kux*KoY6iI1~~|rg@&!nP%u|4G+y3rhLP-FFurpE@{en
zsF>0#V9>y|nqE&zt+>;}kxIZ>^2r?Hqj(2BDnBu)LmW~9CWuoEU<}mkY9{Gam@$F&
zo+`|DyE>fJHWe8Li(D>g{jDCSicovjDxIe_YAHvpClTD;Sq9#;xyh{P<Odwpw2^mx
z;aM~?z)aH}7<8!+<kW?7DGbQeEvLM<7RfP+Heu#6_1o=PT9i6fqFdP=T1#e)Nl1c*
z1fSw@j%%oBz^ZfU*7Hf`Np6L+oRu8?X*8aLPR#JlUv8a$HN0@Gz;GF#Y59j<orNSC
zqFwn&s8U75Y1|Ij8R=fPuUW-y1lO=y19IF08jPIrkEKK5j|pkk5R1E{c9ubxid7o}
zA4=wx1kHV+<a&+O&8tZlmHYUP)+3$2h^l&Kr>Gg3VTtYm`^&VpJ?rQlQ^WSRx^(bq
z@Y>qTG0AZdJmb>5^84Ygv*GJutLWN<uX2Yk6l;ed{o*m#=}_pTX$qG(JxV5cq;e#U
z$PQGg0FO~vnZN{*&%JvGh)u4oq}$tSP<cONRdKWxl2At={xxSx)VvP%X4?BlP45_s
zD4ApF`1{oRsJq<priwXd5yK|&fr3UWLd(MU_xBS+Zm~PYGC-7b$7A2=Te^*;o)Fgl
z(P?kLPPjYLIpgZN&eM_9dsQu4Thp$~OJS$|jzV`~T#=upJED$hV`$`MWg(Q1b5|@N
zxVgAUZKK~SbONE0V&t>qaqEh`qw2C)PToXe+1D9v-;E|SNB$ArN;%nOgl|!n0Ota_
zZx5x$nztWjhR%6rO_98#e#74b*BPuCbzAv&JTnAo4%ZQr_k9Vb{kYocR}rZZ%1#u6
z$sV<yw*p(82J`K)pEU>0S<uP%TRc<$0O2C>7l*E1)#i{#o%!5xS+*Mc!h$=c5~g~w
z<bE}$eJ9$DzNKOF!Wb;-ACv8l^<2zWM@ggW+J)Y)3tnq4X0IQZ45xY@L4jVOrnGl<
zNdEw8hT=?o<`c$i!!2}$)o;nSkm>N?o#hD!+Z7}l)}`T_hVtbCPC$6L&(u{yvqo~J
zneU4NgTSR|$7<vJ8{=7Z*^<uY1rsXr<lwRQ72ECHI#*OD%wZ@bRPxU5mEr#Y5w!Vq
zuM$l*L&tJF(X<n^p2ofJU_I(NAc|44Sk^^7LjXaiEl@*7e4y9syXG&B;<e-PZ1KX8
zTj|gZqXFDztoWwd7`#`hBv$H(E*om9;{)2W;<C7u{_Yd?JXbqfosd^UXV&$LqCu5n
zQ`$5FsWrXC+|4Vu)Yi}TE#BO*QS7{$dT6P*dD1!c8?j4bu3-I^2!>uoA5%)QTA=|I
zoc{o_E2M2VOhJQgr23k*YheK+%C_m#3&kseg==GXb~79zCI0jCR@1|mvPeAJj3;p#
z*H)JC!nvMRLFt@RA6wC^qh))T*}WI$G+dobnEWejV&xf|)tfo0hr^y++q|u)J?iDh
zjclR>Tf*{Vrg*Gd-xl88Ntn@NUrJ4))LFKXEC2<@eT6-zK)*bwgVdZ?A@<w***5vC
zbJ!eG9X{$tJC;WL38i$3<ZS9jv8LMtx@Bhn0AyyV+<2PHaq_L5&$-)K(0FR@Vn233
zJ<VxB;OS2fAYa0j#;MzLK3@@C&5;yI81@;ejdiG992uV;+<z+Ut$ZbHnDZTv^{s1t
z9@YiKXrOwLOPH=$qs~)Gxw&kWk-f+@at{m7Ddn&|O?oOsi+}*fwP-_Rk^n#-l@@GV
z(LDYS38JsfDf)q0*4`L^DEr@yb?<EzxZNzVMx(p16;5q$LA1zyMiwKqe>d`_Ve|GV
z!{Nvk2T#VXrL-1gD2S4J1r?hwj`VwMn4q}1VbgXMYck{FJ=1))widB3V&t)<Vs9pP
z0@-9EY;32{j8%J^Nq6DO#-HAD0Ixp0@vgOYaM!GZ(l8dWroEQsi%RlH$EkNFnq%Z=
zqPC%>SWd>{REdZ8Q|3RVRJ!r5ml6K}MvCHd?x6*F{`LcntMnAz+3LoVV^BLeynS+b
zwz7gBc^I**$^2ccOipi#XS8Y*S3kG|#%TGyDsEpQEX{v$ai2Ozm;Lu9s+?}@K9uh*
zk7_)O_X3NDD1?s2ntE|k2vvHLX>g;Ur*V*lC$&6AY5TF#n)0yssTg@p=}YB$nt`r}
z{sL+?o@YNQ5IyR-33Fx8k&d~gB?m<nO&VeMfT=gqwT6krhqVRs)~k7(aY%O_MHU%j
z%mSOd8i)oxsX`w7QD7WgQwvkJk6KI$EC7yo3e;XyR$>qxezmK|>0Q_*?=v|TydVDn
zBR#j#{{Zw8UYA~L;Q{{u6)my$Z~Xw*rQ*Br+a4Y%>W1QiIH%EFH#r8VrEoFDNT6b)
zbDk;OqAF3%1FbG8Tmx-5anhSdIiO;eKD5)5OSI;nflLUoikcgP6AVyPW34xeO%CRw
z>L8Jo#ZI>f=dEJ(sUt?*2+c!@Nt>cY3!1Mj$?Z`lc5-Qrj)c_ml;km(zf)0^=dC@8
zsNmElUqMWP+i_1`qN|yR?MP-Op5b!-<pZ@tBd&O=-eo5I(O@MfG@N?WRC7+kxaMjS
zU92<Gqau(BRs_uvC@Y^@3kDr(q-;RNOtG^bIHWNeGD)XL5bskgBo0kGX5RD+MU5&$
z5{e^?ed1`6PQX$EHrl<aBOyIFrxqrfahd>cCXgmgN(Cl4pa(`3Ij0;RYCc67Eyqd*
zJi3Z$aZDrLjAnrk`A=G5*g6VQF-R7KA)#q=ij)dni%ey6%{fC=ldukgqG!S4kQ2xE
zIi(~Dt|vIar>dDL6>%AXJ!$&}0S1&>o~5d7pe_X=kka6ul_t?f;IshDmFj8g+q=|k
zcT;hLMTShrj8tQ-8KeVudMp<t=}Vf3!o#^V^aORJ1Bt<>D+At;kx`S)A(M5f1Y;c3
zabbsAxSMf`KvR+>$E8(d=Cx+G5++AlrtmtBlqLl~EY*v6fnYPmM%ff3r43uu4F$LK
zBBT)jd8i|~IO)Y&Ly!$*&?0z=1XbO?E^;b};+`MW)HGTPtLQA3Ge{SLMr#g#7s4S&
zw~438ISLMO>MHg8Z#LNE63Yy)u&iKVR~Y83S!p&pWQ`@XK}kTpI|@TEWAQ!1%&8TG
zue$`K_(B0Z9GcO6LR;v~yta{vI+PAuZ`6UsUogb?63Hl870TgRK?{zRM(<9N<57z4
z8_6xqYqTPdl>3oIg>-P2-XPX2wQH!LxJz*x7Gb*}{wA{~@!iajJU3U99o#yOmFU-2
zk$tDn)e;$i2L*^w+;ug{YF-`Cu34|(w?eHOZV@p*F*pPY=Br7*rqF2^Q){rw{%oa-
zgahZ!^1ht*s%fv=Pk52r!V?%GM;#4xQuqf+nirk*E0wxbLLpJRAdUupwE*x{#5YN&
zCYA-)mL~IKeh55u{*}urE<H_^iaPGSCa|G(S<-hwg;s6=_Vlh)$E2jg%7$rFpPxMi
zdQ_eT(X{rrivI9D{Hk0BkYRDvfBkjN>pE4&pF2dCwv84yA14O{^c;7o<+9wPoO?YY
z<I7Z%Yiwt5*`9ssh|(2|hT7;z%ltb?IIXEBo)0PBc!|z-cVX^n(rR*x_?X%xXv>vs
z9)0O^FhwhE9o(dM(#>p*8EDyK-?)#&R$if`Us<o3%Ogg9>tm?(_O9nkyw<O7VY8P}
zg3i!BL$pD*=hC~|gz)B)k;SOkBN;|K#s2`7x$4HXjFTPDpW=;-WtcWkL5{U%3+ZiP
z^6{0<K<QoQi8L)RYKi@kcmyFg5WMr+x%o8v3tKmm>Oj*suT0drE7&e)X}bOVH%fv{
z$mbhL?OimQjjp82Z7e{@y_W~|tbHbZImtw`+~38yHwxC&^&5R6&Nha|6_MBy;c!J|
zH?5K+>n;3Hd_8RoX}V3Zo6FkQQe~L>vBhj?>8W^*<{5Pl72B{RKiD8rp!*+M^JejE
zscdecu+6dgIXGO^8$S@AwXNIkj#WQ)J~;ODtEV}`a%CHzORQd6?N$4uoOBf$NRqMg
z<VMF`tPU&1pTydxzXA{K3C)u5(5#rr^gZje&^%RPr`bmwwn=Z>G0C6D2b$<um9sPC
zXBFf0E8{!7FUofG9@T~%z)#Kc`nMI+c<WfuwOvbgp7%?5%oa(*4V!zNq-L-+KMX*(
zVQn=jZ((E)y_0EDdV)QwWi<9Tj@BVMrKC;!$=B!(YP`N8fMh{#@^kd7ad=)Vg2jam
zYZa~0i(q9Pz^QU(mNJ`Cyp^*Rk}GyC%|$iFu_9saB~ks<uF4A-wual*rxt1$6&R_z
zDI|G>(Ok^<e>KnhMAWwWCB*N6h5Fa0HlDJ70MF8z+ERu4fql&vWu}qCL*bE(NiROa
zwJkh3WfO*QWN%ij<`y=m_xEtej>YMZ;vFW~VI0hV>6&r*nwv1^T@c%CHVA*!K%+gv
z)%3DrMpuueWKH8pk#P>3{{UGZ`T<#&9y8P=;xP;({gufdomG%?H?iACW4L$6u%wt;
zS}tauH2(m3g?Y8cyMJ@Ux0A5+-GTa5CY_I7e!SAUL1xcIpTrtGAb~NE{{Yi9CbH%6
zeX?XjX3gkX@mx#XG2pSsrA6jZ%sxY?pT+ltpC%|`_r~HsI?tcPx}@N%UC0;FP6z2&
zyO{kc>a0gfZcJ*LCX(t|j%1aa{o+kUzZ9Y-?@scDdemI25$_(9ppt&=Oc6yd0)dej
znD)gvVm;~Qsio;^0Ac!3<$=@+Lnpm7%mp!z+6QV{fu$#<0zy5_ASUE>G-sNRd!B-T
zu6mpb0Fbv7!zUDM1FL3{kWd3mxa&<a6Tk%1va8rqhx7ud2>$?k*kY6<hwn8%%s$l8
z<GG^jLFEqZK~!GA(+e-IX#*#v7GO#oV}K~!PeDxc0O+*VnS$}fI|a$I-7!Yf)Q~Ew
z%I(z9NzW#ZP`P25M|{*~;RgX}jrS@XRVazF%yW|Cf!4Nb0uh-2_pX6P<p#Sjnl?i&
zctie1Yj30f0O$t2GQ88mKk_qMf586$^aEa&de?3rW5dO66j4QV9HM6w9%*q#+5l$S
zF-{|G6adOzl<Gn#0XNbTO)e=wsvX92OM_3_P6r(+0unS}*{e#}s6#R1G#%cwGK(f!
ziKNbRP!>7sNt~LC4Kd_{NyRdhQ?Q!?neR#E`_kr{&T5bk5qr_)9PnvXu}<D77|$%@
zttQ-5o5eJcX$WcQO{q3!q)0bX0yx_TIIBrB8fdl@^B&d3B7jKD-D+OdShm`Ha%Y1{
zp^^s04Bmq@^o%hWt4VAabj3};&)UbarukAH)uzy_XV#%|TYxyC;bMVS9A=*wJ?Zic
z8hmj(u16H^0tmCtXm!O*u`uAA(C~NZKovp~YE6I&e#P~p08j))d8Y;9lylmi0W=72
z0+{WNl=8G}&sqjnVofH-JxyEKqLUN>1TgM?O<q6{aZnGIn<T_^pb=ocd(wG=s>deg
z!8K!NJkl&(!`7obnww(wq%n#@AqJ7yj+CyH!ls%44bL>-N39}8O&fNeC<4r7nQ%F$
zeJUu}j9}G)hWgU5(Ot7m!8K{3Bych+61X)WH8Q5HLir~(3e@qgdQibK(mI|q%@Tk|
z)}brfrBonP6jFGG<B?4eDXT_EOocqu-Z&tdUm>6FjQuI|q1liuYNoElszB#8UPweK
zzIhTg^>zdK)?EHC@b;K-KB);K_+$Cc=~Co@MYE+ycaQ<=T!yLf3rEuKWw#JqTuU1j
zA#kH3+}3U9#w{Mzv14O%bi<)y5LcAnYIEP-OL8DoX&kZ1C#fg;))T31j)+t4dPDqA
zyu7}G3tJd1l1Tz?W-h=J`BzvxM?6!s6UP(mBxD>DUKwQt<>k~dtnC?R02SjE*-4~$
zj@u?ZOYHy>0F`t6>j_ksL#8xh&rF9}f@`R4#BwZ>gS2+yu3X>Q*gPWc<skD;)i2XO
zTJnoMb63%|7;i50MY(8{qO?v|gV&BlbW8C=LcO(UHBB~n2>uC^a+CO0)at8hVOI|C
zbU`PIEg{!ug6h`d^_kp6<-(~4f%RJ2i(1mO-62Gf+&s{H(FH-}hCjoR*8|q5+3G$S
z)^8xYxYX>UNWMrcqd36-0BDduDzoB$2Ha|~$9JQ7KV~IBwzgn$JGMcnoVx;xMF_lK
ze<X%DwDgfqT2CziB}b|2#Z=X`bF6ABalTu8C_6G&w^3K_{5aYUp=%zQs2f)Dx6eJr
z%6{)Xfa_X%9fpbK2*uob-ln^yBL@TyewEJSDHXBjJFTalL=WaT`J2qhKdo1L2*DFt
z+y!o<xF1^fHt_a`tw!2~ot!1yGRqX1!nb_mp%ua2_*YhfduT26?do?j8*o&W{{U#z
zN{dS4Qn|{@aTc2z&2bc05zGhyMnE+topg<J6hitqE#?R1X!jLAN}E;FlH+u37AHb?
zAvor!-s#rINVJ;Xa4w<wCW$y>?^&gDL}^EFsJ^C=+p<G!RORJdAwAm_w|AglNd$8S
zwz_gvOG4z1N9kN`uBSXwtOD~0_z2TC1M6L{hwN@=)TEF5X4Oik2FgHNcfB<R#LNv@
zHBAyj3A34G#$7N^9=QXhVO)g0wpmFC;DIA!9c$Vp*ELH$HtSBF1ARKj<)y+e&9#qH
z>?@1-g`mwFCH<9%jtJsN?o49}&4I}n<07~ADQbwh$LX->vD(~u+Jv!P#Dsy2q|Kfb
zW0A*t#h&(C%s}#y9_}}icGQb$1oux9&LIGNh5BdE)o&>+*^%8`f<fANp~SRlSl`=O
z!}eKM%#5B{d(=&c^#o`)`2^)o-0|;K&Ydd8w*^>6d+o+5MrXN*MI5KD7!Tt5)H01o
z^#c^(L9!`S@OI-hcG={&S!Xv4(|!HXlbq+$u~S67Mn@ztJn=~-zNKq$L}9_~R<m)4
znb9twmrw~VZlqa*e8b4eKTk^7wACZJjI={2r)WOETI1)A_V3DgeCClx(n1_(>rRft
zSFnIAmo04*oaAydO>(ZHM|>_<%gOmisWqE%f2YI`n{faw>e)5O-dJ7563Evgb#CvG
z{OW{&#6NouGtkzY$hE24r-`(yMB4|MJ9pYJKU%9djpZLKHb}ni*{(I^j~o&WF<U3C
zNur86X}njd%D5K`8u~_`)YfGBrPaYEYl&t50DX=>Dxe9^6u5KOiY{7;B{v5-0YUZe
zQJGxzV~?!@-HGL?;?+mqb5d1^41>~>c_)Bs*OwCV6jF&5dH_C@t_5XRZh+JN&nNLP
z0;MwwVU~-GPqQy}C-9~65PQ>1xg9BnYA!Nx0O%=qRev)*0i)(L0WoS#^%mAN;<)N)
zunsa)e9AsRI?@t@r4|4#N#it}p1e|tvD*}ee|mOcCzqb|Yy+(^r}w5A>GH6-K0xRw
z&$cQZ{7^|FIi+B^Hsk9??^9JnwtCRS`qSkE%O$|?Olfi2qfls*?$fYbUq3ym45YR(
zOhK9m!wRbta!tmX{VBj2Y=erO0F5$gLDqy^3S43Nr*R96(_DPDF4{>K<TR7iWKr~|
z5tB<2WkIP{Jh-OVA*Fs=hizSwJSP=grxhweVV2`AKDECZ;RRw^E?e=f)cdvFgnsiO
zmV6{J;#*(%AO3)A(=p9?uY||^RJOnHKm7#PrPpl@j}H{}LwZq8qPh-Iz3JVkqJSI#
zJQ`tKbfv{D07pegMrk(CF`!en)QcYDO3{@#{b;xm_NI5K2&Baq8X74<Ii&*>W14ph
zjU$?GLr<d=TrM(-b|}RIxY{W|rNsepqKbAYaX{`ioCO%86)Xp?Ds?+~6<i8<Zqxy1
z%;Tj(@{-h`<Wdouk&%*3Draz~V+N#5WK#n5v_yb$R+(QMaZ%gIyG2{bHH?{}Ds3aF
z%>{GXrF8Bo+jymNtW-9ej!CHz0t^#U6*Qh-tvi!qCv{W6sM*U5Rk3aj1|?I{i-AB!
z$F(>@bI(e!<bi-H9kMy+r56hZ)ltC|l`_HWPAH?bJB5mm)|x>zJL5c5WwA{NW-&-j
zIh#GHn;6p&#>o_k89B{NBlV||fyDqqiV)`&AYje&913REbAeJNy91I%7Xncdu*fud
zPuSF|Fe$;XDsECM2-tn$O(1$zqTumN^1-6uRV|K`(n;%6%789?DkTd29DW2-=0VEF
z4Cjt1=#8B2II9U~A>;%3R99EF8hQT!Oue^**`yUNaqbE-EFmCZ8f4N&k}5L*&Cnk8
z&tCZd0K=Af33nyS4$!85Q(Vre@j^MsTRkIoIyCQ}&{k8bqp_?hH@WF+2_uS`VrbN}
zE);bqfnFa!jP?7M%rh;ZJ)m5FI?cJd)b#>Q?xS%odpv~JUsyI+WP6q8i1bZ6{yw!k
zWMTXv@_!*%H=h-B3vB(GJFBK00;bS^6J9<oqDDC-kGC~qJ7zpZYa#a|0<)EN_AWFM
zXGf}hL!SQXNo@3};SO>OxhM3+Wy#{-63m4X`bd!WkBojb66v=)bG9WvokVo|$qv?h
z4^S~!^D}-_R++CZiIVc}X$j<+Bq#dSQysdT8AgBE8LP7Cz#JB5_o?kI5pkHoA4*)z
zq>)M#5;#a;c@M8j)sIY*0Lbcq_5&ub#v_N2sTuX@P)(^?q50-Rj?2v^!Lrt!XtCYE
zyUS)(<EMJ|yPYRUNXmqoH{+C(`Wo<CeRc?L;g%RBnUTX|rf_T0SK?-kI0o|G^3~5R
zy)p;mNrYXFg5yB7*slho9#8Pi3I1UJ07}lA!jE!WHum%P`CJqE5GnTFB+;+7wYH%H
z0ytM~q<(d;6T3scITk?OHn41plTLPV7ybjZaLqoMB!BH95C`Hb7<eHOztA-+h!}KL
zkn#9euiNS}TPKtgDgDw2#Uzhqd7rgfM#HztDAXL2=y=Tj7V!j3N?*rvI%0II-X7KU
z-v{aqc6>V>(I{1#CnJwxUZna?nIi>_CASB>PDVctl}_hGXwik8>1G|LgfKsd!KS3q
zEk&G+{{RuRYl(i));Ib!@jID>d*hLZO~Z~VDSjzxQrg=K3E`6M82PdW3amXg8t7k6
zyOBtrPqn!tuE{_@lM2MV@Xm=k=JQ0J-=CS5BY=LZPoKG;B1bXe9YagLSv4uG^$9hL
zmM<#A0zjwRsjgE_c`dGtv%u_sgy$9Bw}N!J7@ad)n%wq6`Ny^nD!tEwyh9M&mo~Sl
z=^_<Bof-v>4))?pd%<#Gi{}UBagaUgYdu3uFtc6T$Y=f!D~x?wwlz%x{Hlws8dcgb
z9@<Ucp{zrvTE{eNB+@~GHw%c0@%0r^VrcKY6>+ZE`8WDbm{KQpS+1uglV?m|9M`Vt
zHlB5~hDnx4XF<9pTp&K9JfFt6EhEQzHkswYrd!BuyroT>mBC@bIO|>YzO|>rXtx&=
z!(@)T!ph)r>^j!bk};Bf4qL^RmiGFas(4b`^$Z1s>IrSYa0mmXc!sTEJi5cII%8X8
z251pT3G2b_Uq`2oJTZ5u!(j#Rxww_QwOG`VlkZbqcwW|fn~S55Hdag!xWX^+(9&R}
z(eu1FF<IFdot(<c_ZfJs)w+{$Q5who+Kivlz3au_4QzZ$>ogd&xl}lK#|`KRuOIO@
zg0-Ir2n@~VB!hFbN_M9_0&5x5b~RJEl{M|uNEIaxy>bUXjYX$wcL!14n@pJ`7Hk1b
zn&u-XA(fb5@l_khf<-aAw;YC0D<u?B-dNv4lg9EyM*jf3>iAaA(zK_&vQmm|(ny@`
zWoFLP>t15FyGROtT=dTst!s5Ny2Qw`#6EHX>G;+Y!{1On0j;ba9K{!ygmq)MFX2><
zi)$+%IIc%%#~7?wuF^DXn1qs|kNITVMm_14-YB{IKoMG|z<JNie>%(A&1^JZo5R{n
z(&KE!yM-f~sTP5x%#y&7T%@s|zIxW&$sVSWG}5$e!}nq_^Hg^>zh=C*RhdyocOVxu
zDNJWIKZPbz4W-h!C!>rJ^%W2NBif?A*u-}Pf6p?1!n+HrqYUz-u%s%u#Ldq?mo-}V
zRTes8&2w|-vrCQ35L}O-Jl2t^Am?b}t|Gg&l%)2~j6Jhe{?w<wD)siEKBIb8$ZZlF
z1poqmwD$16qOqj%gmffiBjn@hTishyl}2X$p$OpSjDuY(_&iLjaRt4?z{|i~G2A~I
zz`fIMtTvfZkyzn(ccF5<nQEdT%_$ia=Ci$y2&a2l1X3I$ZQ+l#LS<DYTOonL1X0Rb
zl4G`e(uG|06&IR~&@rYL&rT?_D&?%Ij&VumuVYmdmTqao{bmgup>k%J4)q&Nnu<Zs
z6wnP)NG?dzanhOQlSs?QG>R$MmwS>c=dCsJ4_bV2<Yt>F!%@^^W13#{v5cOS=3FqR
zaUsO<QiaM>c4n+1e3cE9QbF??emSQ^zr1R3ToFTJLWRX7tMYWI(Mcdv?jgdk9jb4r
z$`LL_IhW^AQoxx^)BL~REmM#rAddp0m3~^#G39zx6UY0u%|-Pcv@63NQk-J_@8MQ$
zU?w1YQkb!DK9t)ML|$DavEn22t42O)E)x*9(xq-Y6)oe;Vy9I7=oGd|x-fmJZJ4-P
zZR#Y1c)xd5One&DWcexvjBP(kNsh%UB+F;swZh|y&(oKd`qq*A#=G!Z$&mIe_*4Ey
zOJDdG{(@`Lab9iVK!4#Rwf_Ktf9NK?D;3{IW9RWZpv5IEC3GC&ONv2DKm`C%K<hvb
z6yTzpMsrD(Vo<p0OO7faO*|aZ0Sb4fk&2j75IfKWG?gQu?M&NDO$mcbiZMk2V8tfd
zc5_a^pmrnMM%sQw2N<9%M~Ylh;*3y)CMj`B1v?bkLvcVH)3)Z6E-FIeuWFbms{Dgb
zS3a~@cO>!&?@voY-^EI<aaJL4dXOqcB3in0lTs^4m0@H|b<H%WY?0oxWs0&B)}#z7
zIH6*DRQ~{GZ)%d05GtBbnKYhDuOg>R<B^J207N2(gLkbvK9wTMG03HHm0I6#T49eB
zaz+ldS&-7W5OGm4%~>(jPaid+Vr5-~(s^9u)cXwu8`7Q0A_09UDmzrdKT$@&4@!3e
z0*#IZFhu9CN}g%N0W%x0Z|;oZnfB{Ierb^h`)6<SsrHMg)En4*K~Q5AHpMlKcjC_v
zY3xM$qzuEV#&@66u<rgU=+@<hrH$3gb|(lbT}YQ2QfFr`mjbIhZB{#SeQEI+COAn@
zpRIXK_r)Dv@-rQ-n{RHtixS4UyRCCwyg8Qn(0WJme=5P&)ZRFL=e*n-YgOHGJTWi#
zq;M++`^J76u?Kdk9E5)iAi1v-cp7HiJnt(X?=fRmBh$DC%Hy_pr0c$gtTH_Y_u`hE
zs_A2=PjJLw8CW2$QtQUr&BTZ7_V8ON>9i6@<5bg5cNq$Z2XoCd+J$^HpZCudgsMrJ
zMx0RD^=)?e5p}9u6g^ZqQTkOMvc^d)`^oFxwi4b20PO_&nto6z3V?kDMcXYXqakhi
z0yrJB(BlHH!KO&aS<0uN>rxa5H#~^HQ&Am82(rF-{5hsQ3oz-3$QZjE`c%JTw~ML<
zKJ`U))kO&uEhR?UhM_4tAV`7kd8KgB&|-h(oInp@O!EwFmT;rgn$Iy`&5-vb1K4p=
zN1~$)$u{HHlSRrb$*Nl+$J#UW=BmD~3B++bpL2?{_6s<;E0a^kuqgpz$DuTU&s)tx
zVf(vuU&Aylrl~s}()nQe3g}TX0R;!rl1=K%f=E8pfW}P-u?AV0&#5(PEe_ciB|-cu
z^D?jAWgk<DuRf=13KbKseU539W?9qiptsa5NR4nMUf%WXcYYVsH3vR@gf67#?)z8I
ziQ))gxQ<YgN#(F?4l{#Zlc)S%(cF(V8{0-bc@CnHYAn^i_)p>6m%tL+I~?U&v2K13
zYBt+s(sh}m=j9Gc{{SOhG(I`-=BfgnVjbtSq@n$5s?&9-W`ryfMLGeGmO#fJg-KSi
z<nif06EwM5AepYxE`hM%{WC<~Gx2_wajW=vN`tE^lq2%5W_$FFNmyA=p%g`b70y-g
z+;Rw|b|c7b{wirNv|efVmaW{3Fs<19Y2l4cQDD`?PmJxAcGq)t;q4<(QYX_bTRqAQ
z*D<L4EAXY!AljHDZiY9-E3mNGq_n+l&|SqT#sP{ze@eM2xq`?fZpumRT#etsIOC8#
zhO;Ci-3~|MDwFsZ$2v-Zr)x&#6#d=j`5Jc%9eYlf3FTc`TS>Hak}yfE`7HG4RJ3-|
zz}e^Q(v|%>S2ZTJ<INfKsOW;_2k{8H{vx4260OXvZ}f|sXD6MUf%qDC3mt=6TtJJ9
z_5qi2t;Avf08xWfWwn~^c3f%Jw<FaU0)GY{)~dzhpA28bj4$5Wb>Ml?;C^+#r(9Xz
z6LbBmXK?54gphwDMa5&4zVLpBBxGFaGusi)@fjHWS2d7)6=+WFJ6M)7KI(aa{{TZ?
znq{~${HkydTpU%rTih<&%UC8{btnlG)R;J)Np0cJ5a_yu8ilO3S1${1PdY8U{YP5r
zqWGDw*~%AG@Xwl~td_EWLtRDAgQlQ|%JXga@-|Aqen%p+Z#22!4A$3(;0}{U4u2KJ
zS34!a32pIj!;=uVk=|IpaV#W(_=?lH@i&BZn=hMIhD9T!WS2jNE14o`o65S=ZSDp#
ze7OPr7z)at!~Pw+4AW`S+c$O*mB-?_6<*UqIV^L2D6#PL+O&^mx9x7rmwmV;yJI~C
zTky}qU+qclF0W^l+0Pl12)wBGHEH}4XC^<g^|_)vopo3gZ`A%lM3fMbZUrO-Y3ZfA
zW9jZrX;={fS-N47?pV4(k?vZ$rMtV<cfP-P|AK3nYj&R5;XLO#=YBpnXz9W$FexCt
zPtP!}T1k54eAcRiV&Z6H4xuh)<s!mAS;xw0Z!b)?F?z009<!B1w=;FsW3Hn=Lf3Gn
z)66;c-B~Ol+CF#Y@<>6|QXo0YvrvRETX4$vOy3B5x(@gCZewzab_)0=VYtX|AzBrJ
zE6k-dA3Z$Qbb8&KZ>u`u>M&$?I6*4I*MZbh7z|d>AZ)w7P+$Nr-U!R^%-9(*ev=!&
zb+l>>!5t>sl%@X7>$!ud<pB^dAM$$dU-^s^%dI`F4l655i<m3Kp&zR0zp@UotZNM^
z?5h|TE@R$N{1q=o)BmAaCH1?R>)mY8E$^ztX<z6G8xN)WisT>G*K6BoOXxz|%~^Q<
zqKN#coKxgaR<jOpvkP_&<ZIr1_a}E~;|$wd>(B8D437Dy99l&))|oQUm${O0E$Aa2
zFh~gZn#Dp&czy9<ycR1?8=cTO{v>U^MT9<9#00kS*%6h0P2P^{$%#gP3;MvNAC{kO
zZc}1y%hR@Yzr?L}&isLZULOG}+NP70=xbcx4acJ|!U6-8tR8pd$|=la3@U*#^1ZE4
zi)S|Gad;gjXr6mIn%VmtOP6rv6Pails*A%13ZiJPZ+|X+deBtm&0NZwpF6IZUQkxn
zy?u2u;!Xw${Q@`ICV|6KQ?_(RUx@rp+BG7-wJh2fFi0@ABjzxcBoWd_iNqT}J{C#L
z3$b+~mX<DXEK-gW-p<+XH6J8&c(W>oXvP}hTv6!rUaEQh{iagB>ek-9j7g56et~?5
zt=x<7(7QrIXX15u@se%9<Jbr2NiP>Tdu^)4>2NLg``eX1f;Hz>m&+1IjQbAcL|LpP
zmaIsk+}y4{sXeN8VSiIP)iiw5zYkjAL#ohbUW)0O)MpkxVCNfcyUr#<XeDT-^OmXk
znUq`t-lSTfUb`0&>(7k>%_z5TA*|09VxnFzm{%B80s?9tEJ^=uk`wv+=pMdVe6y@~
zPk-;H%7_*l3_S8P>2*<Q2^ObfX`csbxeqN81(cHHElE&)t82^X7fHg|SLb9+@QAr8
zYB8NXP+#bK*n1&B7SQeIndM7PM#R^9)}!0}{m6;Gk9$hu7sr8Kipx5K1LRc+T2@`m
z4NU>S8b-XK;^X=7-S4PJ`E338Q%>Pr>;@H4sUhR}&j)a;)H#}Fh1ow8sl<EC#4EN1
zyanvVPl$M_e<-rl$J6N~wRT|(@!PDm-H>_i&m~NFj@$A3Li#|CIH!OaFa_BiyDWq@
zgeVXIQXAs}+5SL8VgpvXWf^w+o|^SaIESR)yLna4z{4!N-~FCc%r6wXSLG9dRFuo3
zdu{BOp=&6Qv4TMu;D3_vWLl|!cE-hPc<L6s9>MNw8HN<FpI+%_ADm6{1|g+eL1q6X
zjy@JghIN@?V>8-T?z)`U#mK>x&;~x?;ssnWJ$F*Kv=?(Bdy4FTJ>Z@Z{KZBblZ5hS
zTT_FJP{Vpxc>i{)d5<=GvwRbGQ^_EvP_|7I4W=(NVSuX6p$835O0n9)vk-kmHm>?l
z{`*S1WhwCqc3~DNR)ffIwn}YfHz_nJ?1z>|J?|;N!HYW?O~sKUM=ELPP(NGIGI5Sf
zDfx!}RgZ~bbjmi>x0U3!0;q8Zs;SH5Ni<pPZyX9<Y5b=UqGwc;a{dTas`pV-QB!|P
zlO17r$Mx(%qhY-+a3C{r(&8yZg_9DB>aOuomjbi)nwZjsY425}o4ZtJ4;T3-J3={;
zX`e)@sa0BGCU+dX928A}WA?LQ=?gbG_z0>kg$p$-gqLs36qC&RBEGt><mBWjy<UU4
z8bHT>{Pv~?5a%DI|E^5464g^TI?Hnfsed_=6-8qWiq8M3*#NC2Ydbqoh`cWUrEP@p
zc#vyb2G5W_%V=*yue~JflRH!H9QIET-lI&WY<_gtZGnF1O}EY=5J~Kn$V}SSrY5PR
zz%$S3P1~K6RR*Ez%tG*lwEcb>O4$|FafI}3$TUd#z3^SWOwbdr$+wd}q};LTo2j-s
zOOCN|^>e3?$-x9{BfXcmwsQizSN1hV1IWZ7@|A=Dz#RMg6NhfgFoK&fMz8fYZ*38B
zdksB4YDHJdyWjzK8>-){+@4LWg*}xRG(R>~@HiCop0IKE-9+1s{Qf!oS&qHqFanyQ
zC*?<yQt5BK?kM_ZcF36&NutTd@<QkMlX1Yv@GMTI0*Boktn+2w@_@({PXf9|9Xi!?
zdb$;qiR8?-TxP(L77sbf+_iTTPPOLz2559Q!+o60BmGD7_U)+-)W0{;2Xsx?@(xu6
zL>u68IyUbYgWx&>0W~ITsT;S^c3Ic3p>8mum1-wQJ^YJcOfrjQl#J(gL=_uzl3_8S
zOjQq;i$)q9b$Dr%rSBcSLE}RyGY=vKa`L%-3ZaPQW(O`gzx#82=TjQvLlNe|KDe_N
zq?ZiSG;z{N#8tQ3nb+b&l^NIg)!8RxbZ_9}Qf>yD(RRKVaj)`a^(b86<R`r@{8emo
z*0{@|pebmuV?GHVSmrK3)_Y=M5wB^-tr9vNnTQg}tw-WsH<toVuzHp?j?(eqlWJEP
zcDEXj+Gr6~+(Foko1jIeFmv$j*PR>Q4eFzMG5S{DzD*{Qe<+r=h6LFow01dnY<V+r
z8#?^9<FDs=f?1clR}UCGAMNmiuWm}3bMu|BTImGy)7@VWaw#V0)M14*#>JQ^v*5o|
zmCZ{H93k83CT1=$)f77!D2=z%b`Q8)J>@Ia&Eu}%QKFHFOD|#Aw`1>{iA9*)t7^p_
z!W83eJ%4)SFG4X)LCneIY4Al4&NfBCyf+Z}FoGN#!su^feN=Q+s#W&H`ZA|&>0t+k
zuanM#yY>8#PmUFnLU-YHNVB%v_4scFDlYZ6JC>Zxt2Q;ges%bpfztH}>tP|z*JVZ{
z4!$u0oE*2%yKR{MGZ-<`6>C@|_u@}FvJiN;bs;?|C<tC%(o@S(*h{;`H)_AJ%DzJz
ze4y>fGosuRthZ0hfj8+88ivQ0Wgt`h_PZ>xSN4hKR*d4WVK11!<Y%x=$B6%#`I$-&
zkqPZ8>tOU`w)0F23n<D<l=0WZTFP`zV$S0aniR%zUjV5N*jc}_dzV#}ZxLPXYB05m
z?%}fx8$_-zUEhfn+N=`R87g~c^Lm|*(4wQDe;K%W(eiNQHY-1W-C9|l;y|l%9tzTn
zlAMmFdt^UzN(j#P{(d&0Crv$Cc9->*d*DN~AIT@JK(J#o18p(QFQ*~3VD)O<oTgCo
zX#Wy4>+|x~BQ0&as9gz@pLpQZv>n?sqU#Bo2;I}ICFu{CM)YGF-<a3^B~E`G23a&^
zPPexTc~{Cs>-#kkjK($5#t!0G*@+OGUKi#M73p6*%BL%-(``q#@D_I}uqsdYE;(Gh
zaKD{S{m4+SM!(K6UPMcnQT#}Mdi96Z{$mx$IB~m1r3><AZ_olEB*oq*X+@KOMJaVi
zH2aRbp?ct}K=!B|-{rE9q%8hIGC!3;QOuw1X6cx9k$BRAhHprbtx0~sH9TRR@Tu%h
zpfb$z$EOu<9Uy-fE%$Vp<1Y1Y{VNJOUwA*Z&Y`+&bErJ;VA=xy%k6->I~{I)M%{(q
z`7Z9*QGZ5q?7SjOX~v_qKWy&GPY%nI(*!A<s<Tt^NSvbx@iYBUm(l;D0z_Ck?k%pb
z8*KBNuBqYOCS!^Vbr8?4=gbX<Jl#71^U}xF!6Mm>w6AUTK^>zC*`t6*7#5XSnKyYi
zF(>z|f@z7YvSM`MXV8xd&z;U%@qZ|LF#0^QXt?9MSlmC*8-@DQUoftr;vN$jn~Lg~
zE&#|eMrgyURvp%Dwbv@`C^Y;J<xda+69%(T!~;lLY4Cy@8x(p>uMVL~TJ_c!J00x8
zISPY19`ayBSU?F4UW}ReYS7;X7mgYUM&Yn=+!%X~2bPM_H2>08pSYs9)5FPVrafW$
z&@NC<qbJBJm(cmP9M+ISiOdoT$|u5iv=V`nKL5O<1Ka72`e^iuo0XHBymvc(j@WcH
z`dc%f1@B0@51p}NH?V{vjf^LD(z)U*-TpueSc`H8aA~!seRQ@674?sONoAz0LMeDz
zaniLSj40paZ5;CZ04z{;!iitIx4u`QX{#ra{$qfsX*pHluF#4x%3AjdbD)d0g&Cxw
zZN{Of3~OiJhG{s0w+-d;7_Iy_;3h8z_<7nXTLubCt41V;3i9|ARMG&-k^jthtZ<8a
z%o4Nqwx7PTkPL(HYPXFk%uc@ywYenPgJb(oYM?WAtt&PCGe+71b32Zp(q4{f)RJK4
z9#`rUbCUheI!Qkz>G8+Ys=YRFMDgnv{M?IJq<YXeiycDn0=xP1nF=@+_w{8dIQ${0
zF!S3!@8XkrHicEi9ad}Hh=fD?Zzqlmt;Ghs&6^UoUd`|*wLjN|c9M4!j3uVdf~r>6
z1dT&!rovrXMJ2p+Pzq@l<(D_be~J+lQX{r{l4Nw26q=ulb#@%_xkiO4rczwu310IP
zekirNK8U%qvFn*KcG+mksgjK*soE{7hNsWf+A=&ODM~$bJNwSH#ysKtLs<q576^;|
zOipbMl7Z_rMLe;g2yW*f!tMpKe8<zDT`y$@^OriS>D0V`#*U-<OR2&A?2#us1#kF4
ztyXOx&#ZGJ=5O(W6f3mF%&Ar-JNJph6_7=lOh-|=o0DD_*>S9|qwN=_FWKZ0V>8{*
zK9P<+&=+EU#)bxT`!vKts%(wb(iY5)>otxv6r0+D&+-ujPe~$4c0ip?vGE?}<{SPN
zFEs{{tNAofHSJK@Z%1hGUSyhSUyxK!egk;Hy{8Z{D`XLJ2cK%mU@BKpMww_ERvMpf
z#USgYwg0c)Xl+}`a%#5I0}ftp2Nco`<{jIuCBJa9N+rw1wu`hepwEJPnc#T6QW{nk
z9bzZ4r@>kgEt7f8CaWC%*%&;{2Q%5;Vn^EGHC%%2x#gERf@qw2pTyK^V(oQ0G9#Hn
z7pJt`p}i&=(hIG0d`GGzcZCJ6z$VXn0TWGA9AU8+>3DXZQGB(EH=nzYSX&d)xe=Bx
zuyQF%*PMzLZ&iVxmvj`bHNSh%Dy|3;nljA2w6aKclXkCl0RWuinXgr6&Jz;~IPGPZ
zeN+Q>HSohDwXU~x%o2%u$#HJA(mtkfY7`Y{y9|n$YPso=SCedz(C7JqDMCq#tTP1=
z;q$LaEVK-v-7Ms2BP!&M2O~m4>JVHWhQy{jpZvMlVy#eDbra9ReCIut?yr9_lZWIt
z<g?_XavAD%$-`FEMe3P*b-hqy1rgg4o0hn>KLJ?jV04m(;fx95J=EOYrY(!ZA`vZm
zdaSX>@ELYE+VDnw%Q1CY@t3#UQKVeuJu=+iNEW0=r%CxLFmE=Vqw7C_#N!5bCkKM=
zFn8*4f2`0=(b(h?&A2uivwi#-prlY9p-HVVoihce-(xhs=^#iE=#8;xt@t7+8}^`%
zjnw)(i@*Q5`LplO^Wa4vq<CJ0vc@+WFWTP-P=@8vd`)(Y(XZQ>wRGP146wa0vFHBO
z-LsUX{*r!W$tg;c*zYo_<dh-r4VvqcM2=cwZZczNwtlD%HXlZ)F~d{H<jCB-7kk`s
zN+4UG9<auCbQ`@E3U>dYs7zJRVbsdH-U09BynPjEVbbEHC-Wh=p-SR=kl2+_)@WWD
z%&ogqUpDQxqz`TdGh%O;<D4cyS;;1CJ<_eeT|;wc+F>edg&1@giEw&|q6^1YGT7ST
zyOct^DnT#!X}ui<=q&5zOQ{!*AH^IF1@T1_G_!&zY)_zUFKX%-U-Wmzn5qr96(3e;
zqAtP4$i7?#a~U)U6GLecG@mYx%}+*%N$D1na=#U-2Bg3u?Zt>4coF=EDugBWdHQ(G
ziMVk6b5=9zkD?n35zsynCmzAd*0(fSdYY5YTm12x#g~Nj^_vO&uSkyMFQnewZAHnn
zVk+h211b;`nVU?o`MwfkRVb&3Dg?7`VFX6ulMciV(&E)_-h+(fN`{A>X9YD=x^B-K
zBi%Hg&~-0jvEPlY85}Nbo^x<WP)JO|)#H)-8W+kNPm@rC-k)I_AIrO<N`+Mjr79dv
z9R^&!-=o2HNRB}q)*{>Ku>y<*!&GC<2;O#U%ysT$iNhvBdFMByK+?JY`*5Bo(%@dL
z4Y5sD7)3wJLxgcN`1M+9yF}=s-|a%S`@XukG4pcy(w%dPCM^1e4J*uQV^3P8Kn^UP
zASc89hD%gOT=WEL`-O6^`~5y@-jK>Mv@8dE1y@30;7A2CFE?f|wvoGY!^PJ7*k+7C
zl|z)EEvSb*L6$tTPDe65n!hk%gd?3|%1ZAeOM+D_><6!HGygVVOQEFn5nU<)MslIt
z-Tc=1MQU#d<zBf@ktr`}{s=1{o6<9F5<8u|k3J=m)NHQcBge?fdYPF*b(X~4Hd>PC
z`{}P87sOe;zvGa@HPgBAEC)IjZ?Hq+#5yW7>qsO&dqOcp%yup+^SOruZ!?p~<Ag~E
zjc)O~tmQMkKL(Dt#MNRn#O1w<yy!8Tx4~DT%CfhI@AHmuI)BIltjpS2w5>focNc<7
zMrq6qwnIKYDqhz3zKl69iD<1V7urR#S0_s~OmPogs<hOKPjKNDm(-1@7&areV2(5#
zbn4tru}c=4zRy_T?h(LZD-qT?PX9F0fuwGb%Ni|%jdoTKjct&aCOF<Ka$g^^vFge^
zU2=h0g~TZTvO1RQ$znY5P!F~a?d4s3SC_5`k-<iN@!RT*`xTJNiWHtn{s>*GA}~R{
zEX-%2>cEKdIM7`@YN@XvjznuhCJvp1XTD_#-Z7*;j&KdWoBi<;a0J1O>cwHN-qmZ5
zdSvn~FhBk7#<AfMjSnD4DrnW3CQs;A9RUN{7}@2ReY+nfg6e=Ics%0TH|jdG)B#Y)
z3oFm3sxR5Kge>B_`v?KKK%lxke?}{rl=YZ~@*hP7{7l9nFYaOaWiI7c^uTv$;PQvR
z=$R5t=UquMt@0msG>z`&j%?|AZd1`c(THcF#3<`!EtGvYaaSdcs1s83>ndWJv8g?B
zzDE?=Dz>QcokCv@3;==q7Xd)7ASSUKA~{slyhHR-sb`h)gY%B|ktw(}!DTm(5dBBb
z7N968gg@?Il|l*zkh>K=zm)sougneq#B%5g<eF;-Bb#xz?Z3#r<qZ0oTU{^IQ2C}$
z_Un_9qz9u%Sv?IOl0zwauW0Jp{AC-iZ{`+gVjNP(R3$38*7<h__9^>N2`&@Gsj&wg
zt5tREfIHe)OQ&Xu>FW86RFxXP;(d=pV-Ww<ag4`zpNqBO+{HFol=LU{iB{`v#5+|L
zL<)zrR=Jt5+!V#%*LFRdCaH@PArkhahDsfmgm%}wU=^j#bl-1!#K}TMh{}bxG-`{4
zn%M8*SRQw8YaL{SEkKiO?FTu?FM(Ija$T3S$kG3yC^Y{=sYuETY-*G^W=?<pRobg^
z3OsVWT3ZFgo}KgZ^LCn8X2Cqc(C1g`zEkk-;V4qbM5qsG8CmK)oy=2m;ciJffXY*u
z@n-ki)cQgu^$C~5FAQ67R;sw~AIjUIOwiXErwEe?z62*!A@Fu~_Fg0C3P>H8!$IBw
z*l<Fz$qkX*{HcVSnSUt9Fr`=SMSYiL+6QUyuwpyM{Z|D3)p5!hvh^uwx47pe^Doxa
zhu%C;bRpBSwlt=&11KRA<|5NhK%7)+*l0#-X#?H*7)e4;BWE~d1vFTy|4p00<7om=
z!oN3%%Mss5Zq%FgdsP`tb1Zo>?op)uLs{YB&N{&PEFH1aL=_3ikYn#I7sl~T#W<;D
z%G2n`$0gLG7GDL>YepAZp)CDERG{_Z|KCYfaedKhT76N=8coha|JP58gZ3VAcgQ?E
z$;vH{oW|1kpCicq>$sEE8zf{Jv~y9&`T1+fpKQAH7Ofls{v(ynsyo-q5>vOA$kP!6
z!)&+a(lPum&$5V9f7LK?<jO#qAYqOg$-@=$7kZeB(U^ayLR1Ra><R5tr404spcqZ?
zTBrEe;4%fXmmAOm4!5)|u@g}Pjm^3wehP$XpPH6moE2)rby41W?3WITDYqp(aW3I0
zj@MgD*y^6lpXZuV$RW_8=)FGa{&H_;2e!221>^#lQe5^`iN(~%a<flg+^Vzrmi}zq
zX}U|+lX`xpZCdU^RZpc!bVGM5>RF+ZxUeTGyD~=-hLk?aO&lFx*p>{jqmi3^PXdLP
zZ*ezpNAWATkLM#M&Z=St%ajTX7$ld3?MGyK!`IBO16T{ua*`U5-%1Q0jn0%-0>=oG
z;_<#}eP(}Dl4<y~zmuyBo`JAw#gUWt8$e%|6?LX>O|fpMJ>6j1ch}>-IasLcsjN>A
zv)Zt$M!PJpwy+2op*a6}<p9t*lv}0xFySRfji5J={1&qI|4?|sY~Hj3e`$`gUJrp!
z^;{nD?)DSgc&3;<hPW^}vYX^iyn*;c+g-tb#9Kz&%724wrS@1ekIEtl2)=MHt}{Rl
zk{Z4LN=(xFP=}ZM9r@``aa}K4x#6CM^Tzap%WSUIC{XEs10Hi?j?O3~p>%z;ThD5@
zEzk2(qWcY;EZ@q@XhiOu@mN1_o@o-)k{s%W*eew4iC6yiFt~n^3%Ga5ev_us$XcUN
zb4@y`OYd_SV;27%7nwC$XFhSHxz#neQZfI;A`D2@NT6dVmmlr;wr1GGsBQ3Ku4T9l
zUWe0$PJ78<n?yIQmo5n!Ds~d9=T*G6XJ&o7zSfRl%Xi;vnmNuWC`f9Kd|gBzYo|%n
zs-2ZO#fme|A5KGcsN|43#X;~FFMyG8XHjLk0<^VGuv4rddirarkIUG454L)tX7d^P
zi;+y51LHe!nf&+rSlgksxiye4*WFC*s_RV2kWYeK^?6m8@|%h`y&!=!$11nctPsu5
zGS!9Yp~53<X1~&WHbh0vr>#8nz77LK(VtfZ!`ihJH=j}B-T-B<@Y0$LaZwP0*7!zB
z5t#U!E7ZS9VbnIehBY%FpWET*#k)6i-Od#5b7{CCq}34HlvF~2+>-@MR5dbpGY$K;
zb`qS*aST4hS9uR?Vvn}>Gle##gv0HJ^X<R0;M{xe)OWVj2YOTLRmbKT^pLwf>H|>(
z!#|YFYGi%2w5y`D?8GLerAilf`@Av+cF_e~eF`y`+u_djz^TgT4ZJ$Gh(gdg0yI<C
zsMeD4ZQJ=;vHfBiq^EM|1KG(9tS|bV_?bY5KeGKW4dbz1WhS_w9~1@BL(omMLO-&Z
zb3O1HpL}4rc4&SW(8~ar%T*N?zf(AN&tgVl+&~0wr#{esPG(rw=V{iE!Vl~c3m4zR
zr@pgGsso1@z(^vq4#OMFhgD{B1i1g9Tp&QRk1V+yYrdL({5k9#_%f-uS8>R?FzIxm
z0ZI>4zQV-qq(2>GAAt+&Bo;}fAblAQ^mF+4RL=L7!0ai~Dbxq}SA`8>93bFlMYwum
zQN0QWn7<=e=^u*l+kzO0R9^o%V9YD8RHFC^eul=SQH5}^3H1YqCaTA+qDB3?pX|+6
zu)o?XuV7OprGK)}M%2lL41d~|Id5{HxSy@xYeYTTd`{7_LDPolaOGV8g{1&$qLy!h
zzxLVhQ^8Z>++Y4duW5m?&jOn)w`yo@G~4x0nh(mfF9iTbs`hWGuU4ZN%Q(mnMA+gb
z;!8Q8Ba^ITBW$!*INQpINYCff1^i;-0sBh!u6WBMTWGWve?2STOx5W(PB|6W=F;er
zww@&zjg>aA{(R7e?PFsf+OS9@8RE>I$cOFXNU+8JiKT>)EwjR+CWWTob7cq!eSHGv
zeLYYO9d&mW-04oy7b+C*r<IG%k=GB2vXzc`CnWTxc{6Sy!I?+YydsG=@DY+$1hG_j
zx`Z33kJB>R#s}X_UKRaAv6jbJk)IfO&sXHa1)!V@kmrFOXQqruy2t&A*h&Ac15v1A
zMNCyC_l%5DTYxRBB=*kI(gQHE?6qeZ5O>>Jy067oUNhG}!t3Rn?Bzg?SM*85Syz3{
zd-2>w%4aNvEE-Q{%_wZm>~+G+Lv(AkB%D$D3DCNEAm~5imu4r>WWMpWl$c3ty|8F>
zrXNHA#ucShz030I*i*u6!mv@jvUG;$AIf9M`i+==!lrW3w5v`^mq0h@ShKrk>kpMW
z<Tvw@iFJWSmSC>&y-j^?*#%y7Xs$j%@^^uCbBU~{g-*oOQx?_LxP8_+MiccRv};n^
zE=W)6;rkWao*G7TlKd$-Kb%RG*zARDF?T(^T=f*J232lZWu|7Ii`wZ+V}Hk7y-03*
ztFd8co_iJ^`;{v5bsovNX67*S;`2I&Z|_Xae5WI<)ltUeLv(W4DLLd&J}!}kcJ_i{
z?RzOA$My;uih6~hwt5w%7-BEb39P;J%qHsuvyevSxoFdYWUy~@-zhAvePdaPJz>kb
z`UOy8$@?U#IwMJ~R}FdN7oir7MHVc|2NXc+><+Vewo*sk^h%Cjj(-y_&i3Sf=pN1T
zI>LtlPD$tNzueVK+iNQtDUf@8d%8tF*rVh40uI)5TIp9$PldwN_nLu}|4?ELWS(I0
zHz2!ujD~+Go6K8H@8cQ&A_niiSyFC*1`{iXW^!GB6o3w?w^TE;&38ARC~=Hkkr@t<
z1<+var8^SZt~VjHvIuE|BpEcKSLeH!xgP1f`U-5hh`DdL2S2mS?_oUV6ed941FPXW
zn<mg6?p5LL&f8_kZ=3YApAWM|UvK9lM=D<wo)GHBsQ;I*XvI$lzs;j*tL%JT?VUR^
z{}rX04sd3)pP4!5z4x89Aibzm&r0qpjZ?DVDUX+8z@R{+d#9c<Cx&lv@W#zV6^*Yq
zN|oY$%j3bHLt$?2O6+|eyrl8H0{2BFxoZBgUL`lV${<q-je!HRL4SJ>7<>{08)f{X
zA;Es4BK=~@E4($68L^ym5Nxm;8=RoQ+RJPx7$v)#yv@n?EZ2;*jMNF^rc|@Z;dELk
zgehg=o!prGkA>H=IZn9Gp>+xGd&NqoU+*RMRI!F?1kVz#2Yx=iLI(L<r=j>M6ge|t
zr>CMG7>nliE^RldK$G7n6xkx)c!le_;W}t4HAI!rrL89mWEK?OWtmw75AS<^^S(!n
z`IW3@q>zPl2eo9o1GDxcI94XO+C?Cq8QfA6<daEqcFdAiTTRhv8{PhSKA&Mant6YB
z@(3HuEfO5hyaXGGuSU%@xSZoF9<6lQxglbcd9Wt@O!?z=3ZK7Fx%N{Ww9&qxx2;a{
z=ao4uyl}eE=(#J}5;iQT{G@PQf8gaM1_6|JLBSgZJx?(J-FnF`*=GJh)Y+1>v?O1W
zACmD)g~v*ega++K0wn*OqrN!izRcEmJT6EzL;7yj!$pepN@zMc4eiIo3l&mfbfeIf
z74&7=9P_E_J-NiVpCDkt_Q|Vuo&eL{re=7ps3l&dj11xTz&9$iB{ImRMrk*VF+>m<
zaGRI<vH$2&!NWNXP3z=v4)4WWZ(tJa{xIxGld;{%uCC?R=GR~*RX@fa2F_-3Uc?GF
z1~bOY&qg9w{B5PT8x8h}@ji49qka2I;$FT}7fFZF#RoI&&5PS|$lWsDg>El3VkryK
zUXlv~>yc<#xDso%-RcRM!4|X4Li|w#J}l-)=|D@tDn8n*8P8<2?-zT&io4om2u@Xv
zL?gAHa-BM2%7k%*8>TeH5*cVSBGZ!aMG)oOHXlJmu-rBC{o6)~yBcv`fQXubPY=Bv
z=jDs_jF4fW^{CD~`mZ)s$DjZ<Br~%*A7D@S+md{*X*-cs5XEWa%Wss^r1r=!`ssoZ
zX(l?R7iiL`bUP&c6$*~N+8sMK^@dimqm&-kmLh*A@#offo~R5l4BIB@>FVARVnf3H
zsJp>|SZ`1Ugi!bGCy?*EVaSlY+m>Y?7>Bb5hAoE5rak`J$`4o{bdBq$-h52mu<Qob
zf%x0Ny}Wfu7|UAwi}{1MMzS~Rb@p^0M75S)9q1zQPa{R%P1Hx+Ic3tC5?yJjdQsqy
zZ5j4OfAN|{lEBaYp=i?=N}5j)#De69Z|!(*K|M`C!h!{0tm>aHov*jeYX6OS)v+G_
zg&=cXRtjF7=857Kz+YjB@5wS5_?B%k!<{zR43dHVE1JB^m(xD*ecfb!T%KJ1g02ir
z*198^FjluV%t4*I1nuZ`*Yh*I-zegle3N3-=TpE`2#KK`i~a(+KY2n|An>XV%bwet
zU8r-hn~k!z(M(Ro{<{%mc%AeY_vHa`yLr_ackNhR!^9g3%!@+N`Xzrl1Me-|CqcO<
zCVI{3aE8;cprfsLCLyg)X{5~BLlk(61@6CbPp8|%g;W>Jmj);V4U?tN=$JMxN?Qia
zb$^2{&lr&3?Tc<z+s_Q7A$uz-d!osG48^*v8BZfE03iWRVm|dZ4wkp|b5^XpC&TR4
z>p?Q>9<RJUj1#?&ZoTlD$-zT}=#;g$-RWlb^DE0Dsf>$uNYU*~)oJ6`B1mn|x~^pR
z(Q8e|u~`!Mrys8ujDqrPc=P*Ez6(M5mSie7U>DLxD@oeKtXDj3Dt{MOu|_lP^RH_z
z2)iL)T9MvmnJ<BFk7bIXA$jZX`T7cGg_}EcpIc73{j^=Zx^+0pL_)l;G&=8*nK~pb
zMq_I3?aMkkyhWIy<me~e@d^)0upd?uu*-&*&vXv@YmNG~#Jcbo2dkv@$lg(186nK0
z0@+8uwO;ea2fHr*K3$?35mH*I4b=+vA?&Zg2T-yp+g+F0nQxP7Ee-0rrb)5*s~7}x
zG#@vh6Vu}v?y4e<xQ`>e2nrAn4vaNorpiALIxbtiknT)P=q=SFZ=T#$p7J)>a5TAF
zl4H-nu;wUH+q&Q%N*T5M0s{-H;m=NYowJzLnVyNKfpYJ$lfCz3LpSI&0sA(f4|vqD
z&`_wrqGN;Uk&(4`PX+mbQ9=dvrRTji3akIna3i3O&|%XK?UWOJuVfe@75AX6Z(1Z>
zRl+O)F8Gx%E_M!m;cCBDLW0(i`J2>n4nV|)5ClxzX+CEPM1kWm5csnZzG6W%4?Pfk
zbIT*#Px03WA=+B?VxLOBUgf{cHYHf4(`+~$0WGWBOH(piza!+v?z3?n*TfEsgC1yf
zoj0CNMXaTfoPUe>v5rY`SxCsgYu}R9Wn>@)jZO;Y{aF^L$wHA?%>E;=J`q4)PX#D_
zxoNS$XTF;V>)7B?wY{ETdrLBfE0t4KJxsd3OHzHQMgI%8vjS4Hb|>54M@u*=_m-(M
z(ob6}=j+GZ5{F{AvV=^GKxpyrgvN_9myRg0C(q#fNp8l7{rgfXz^Z$+ybC|dN_NP#
z@qUKzv%p$aBic==>q1p!`z8<2tto`ev?!bsX_6qxwojya`fH!Y4%FVx=XjC4$=k@Q
zyeP|iw|T>3bP37EM<V{AaHw0*PYZh&C-=ZZ?Ii@H`X1_I?DA>w_Vj%lAA_7^4;pIV
zngN+y$PokM78wm0S&ZRSAZK6^8|Ufz=?={)e7Y08B6I`W6bbfkx~gh$z(BXfW1vnJ
z1uerW+?x<f14Y`iw_F|^a0ff750hyfmo%k@&qH&QtzKj|u*P%s^Kk3O@CiW`)Gp!!
z?2I;;_k>oKW8`p*W`c<1|5!X@Zip_sZk^owU^pG>pz7OHctdBV@Owm#U@f_^ubxNi
zyQS-&64O8RZp%SEADT!OFdluIugvurkRV{`4wP(axzUi&uBSY`axPah$fEO>vVIg<
znMxW*k>Li?r~SOpsl*8tIod)3ERvibOGU=#Q`Y{xPNGI+m0Hp_&{pW*Va9aHAV1h<
z$){-aEwFYRD`_kxN+dKg6cOAJyxe>ad4<$m3~J!I)f~?6-g){4k<ZNIAEBm_LDcC-
z3>n|VoR`B%tEoU^defH6es-Y6ve=1y+4Dt_q&TOq16g{LiFi%8@<mSRniRNj`K18t
z4ECeeHe(s?y{{Lm2Woq(XHP!JyAl8zWdMZHD;H{V{(Yj4aj<J1sgJ|*Uj;6D{Im+%
zT=gXIL@|5ws6%|bzQ2=e(>06cYz^-l$A4m(*@Vqoowx0Ff3>zchA{7kUzBMw>*t<>
zGUT(FivNJ$l?5=Zz1(+Kw5ci2_aH5bq-rW{yVvM)MHD244>PWON03W_x?mv&!AqK*
z8zy~vJf!M=bSBbETCY56_;K#Rr%l=vLDDp?3$S#_ro5E+;Uejsl^ph_iju>L8W-le
z<o7}3qNQ509-|)8eq^c?zBBnP_Mce#OGhkeF5!fd62b3u>C~o>U(ERDP)9i6%QD>K
z>^|#JBo0OjjU=1uM)ULbZ)AvaFksd3Ll=0#S}B!;oc-E_Yyt%NlS0lt_dM|S@JdHG
zOtJw?uHnP?7c42DRFl<&JEg6=K16yfBq!7Wr^vK_T&&@xR`K1q(ocWl+{zX)rtU67
z@^lE3?oCdUG1+3G{+J3Rc%<<{+qX~1(rHeJ5m60jD$TOD+R6wQDa@Xxt+h{m1A%KC
z;)vd7wE3IPJz#FD?<INL;S4YogY+`w)nvq;iYc;~DX76b1Pf6Ue>sb<3F9cv(PEpa
zrfLj{{%(?`*OW&@aSe*aivw%=M$!Quaefqsc)Obg$4<8{k;IIl8rqK-^3o2Np$f$p
zf7WyTLYz<w2KzkZt^0h<4W4X+6tE-Jz6x9w#u}*9?c6Hy34Ru4Dijq|_enhbwwWeU
zUtN%OsewEzr)4CpEEq!maDCd4Va9?bT4i6@Trh57C37+^Yu((dZ^AqY2fQ8-KABf|
z`Mow(16Y$@XMm+@2T&dl+>o|?hFFilMt_l65+|#<or?Vqff=}<WdM6VJ}F9}S)NMC
zq{hjF{-atMt4EQhh~!j2&2<jmNMDHeSa%h}3YIkfB%k~zmv%d2>kKRj;pI>#sbVrH
zBarl;&GY}DXh${)nc{EHa1rC*GX#D2m&_!A-OI7UT)#M(qUzxMzMRC54h{Qi$n%R>
z_cWsm_4@n8QTX8oq97XM)VfQdnU2b+sEj|vkF&Rk0x8|}M6Q}5HFH$Y=%z=Etw~|w
zMOe8JLzqQm$Dvq7?&qyxC#gf_o6w`xziG9FNWP^u!>}LQw{s4CbsdG<eeYqgq~b(M
zJo^m<cmIcSnji%VdUtx-;7aH2Q)t*ldE2+4$?a%#BRZAWUK0>s`J5_JFjy@>B5rQ*
z4Y!++Q;6X!usXXKW!a<%@t>I)-{r?V$ENzlwi_Xs?O9Any{*(}*_w+p`AM51d*5um
z_H3K^_0#7EF2x!{k-irC&+M0cIRiMx=J*|G&e7bBhgQhYqO&&sv)|<b)<8LPS9>7;
zz_am$T((N&9O|Ov=_SH`I-2w4L(f=9cde}3@hGR#2W~;`OQ9JZ7nYh^<q&_TBI@&l
zPnUVd(~ls(!a4!ZugTgUg7BR%P`(h#bP6nZd+Cz}|CvN3m#J13K&VqB*!0iP{zD0e
z?>u=yo?gx>ofe>+)mbA`<(^nFr!0tx<41{~$yj$BCBVi{qw6v$XH(R?^(<fZt106O
z?=A7`gQ>qT)}OKV3`y4fIG%6#EZs#G(e2yjJ6e4`2Y)*+N+NX<eQ6}ysO`SQ9Qz^e
zC)y$dPX@F9G$4tM4hz^A@|>>2VK8XWpfkgx$cF%JB>qYsj?K%8)~-y}=J6aqx%UcX
zq#~DZJ@3J(XP<)eQjT7&x$o?}BPMs(gne*l{ir+Ps4seJTfA%#6>oe-_SwK3?S9%h
z)OAN~>d%Q4B*XMJxO+B`rU{%TsoK}ATC^;t;jQ1zaqHw)lHX|CwyS8uf(rdq>{b&U
zRjQJEVDID9&Do6oE6u&XQU&4R=hLR)xNgY)X`U?y!XtCaPrYFz*)A0M=Zl$r`Dsyv
z#p(J8L2TXixqk<mNty3>Ve*zdWi&+nD~{Do%$?Iel+hpWI!2j&@`=4Bm(UmJ-2Phg
z4V0-$;#e&(3(zQdpJEVtGZ4f{q7d>j$+*geV+I1-SQgyY-y6hdRN#CO(9Fqu)}l5%
zq#cY$)*or6Zf|#x3aeRDwcrkCL;Ie~HNq14f%COoey^2%Wy6aRH{PYC*BSOjXV_nR
zhjv+#YqobaBn15=eh}}0*PK_h6pY>(+-p`fUD#m3)J14{w5UI63=H#^a{QDN4Kx1D
z8iQzCM=p){dY>2t75{z*lHXt_JK3N5vov0p`dIL>>5;`(kTI^~4=6;cAo~qw8}5i`
z*hhH`6!k-cOM<5*O^XXzE32vw$EBc!w(E8ANp`CGl>`4p9#<EApA?B`xDskwv92+<
zTK%t|Hz=8s5(QQZ^ZO~|bPf03c-72Qwpu<ER4kJ#pJ=eYsIsf5bT<DYRqzf(TN?R<
z3=tjntHiJ;x~FT&pY`=u>*iGR5~K?J3QqKOXp#7kUt2y(XzW%oF(%Anb?q$JNtRLj
zu3J9;bLEIu{knABSIF4Q_Dej~-e?Tboo+p#BUQK!R}Au(M4p}9O&jB4-^PG}?$vgs
zL508gp`TRNOl{`1fXOAfx0hm`@C%l#Uk10|R-aZ6^x!VF`}mAVY_R16YK30bH3)7^
zXfC0lf$Fi{r_^-^?N8fE(3H~x{1^V9@l=)#z1_1^z&Y$fn}wA&$kTF0%bznD>f|ex
z@p{<D+}QI1{j0p5OF}OV!MgAm$F$M~f73(Sz^BrL8!;!Fy|Rb9z}&1-Sz`5XT)kU`
zw!=i*E`E3l@b?KiwU(r6gfeQiSXw*U;)3r8b3SwkcupQ^eac;iqi;Ov@D%u1Z|zw=
z#B$tC59M%3*H`PBqs#sUn{O(*P70Umn>jj5KZY><DMEh@wEeZR)Z?_J*7wi+?vnhp
z1s%kMQ?*#Bk>c8URlfCbin+uqQ>A0<8kBRceWr%4fRZtBCC<+vYl`bK-bM7}fDsjS
z2Y0<s0~FbwW+1(3GyenX`&~$q`JQ8)O4do%4*29mWQ4LU@74&Yli?w%o(Uz4PnX0(
ztd~ANaXN1qJT>GpG(6ALxvU84cjVPNR14eFb$q`lf!k%U7p^j`?>Jo;prn1;9rnO4
zM!EN;ucxO0R}os&%$V$jE_cP_Ow!;c_7GNys5MgTWoJ>=#<6o<#`$nY?D$$n7W8S|
zUfb*5u=&!rAK?wY&)U(x+1_47wt(Y5kmJ%kTP)=x^skcf4LxA)hQSt7HK8L;T$sb=
zs%_Lqh%sbyDT_8}f!LbTU@G37mh8#}gwK&#xDw8N-7<`?cZB~;oQRK<mT=m3&x3vy
zMfccnpt&Wb$hhTqE>JVa>LBb3XQfR;>+Pv2Dq7~*3tgdGBVdk3p=7DR7-q7OASnNC
zG2MS$<D1o6R)<FMnfoQhYaF}jp5Y;@9W*$Wr`&<&pllJPt*GgMhK6Ygmz0x=1oZj*
z#<SYCKe!Ckda8rIJQM{?WP$^i`72@vT7;wQ<X1(`&U%?@7i6zox^7Dcmt4omdhs2P
zl!^I;nfRh)=ZG<tF`?pS?&m?e_HOmeOF@Vf#=8VIIjfpz@)yN&`Lb>j!Iy;QN6(@D
zUO~#Q)=Lc06F4(FZJN=zJ1BCR2`8{pQ{B*ca>H9O?L_~!Q1Pr=CsX=zkfY<c*N1Y&
zL5F@#=1zU_b}XQyo5hUObVL0+(-`qWNIn>GI?0Of74C>@>XFnZY~j_R_kub`glgW~
zS_OJOdTlEiPcqn_S9M(}Fef8iwj#pbJ#p(h4gf$|7lCGbC0_EUOW9RwKkmZvLqk%2
zmfFIEwcqvBVW5WTqs-ZXiyycb==a)GgIfK)FDrANQQvAH%qy>LD$x=H&z_<*<Hd^@
z=!bj*!^`)<N3N!pu0pblx_Rm@0nCx>>#tz^69_FnOV@9>1%6|HR__R%AqOXb8k%s6
zN>K53NE4t7r6iZQf}5sJSSb3_E|fpxJdLwd-|9M}_jN1rVx^kH=vQ0#3D`kQhxYK>
z#eCaqVlwx69Wlq>L~Le}Z0qE|8P$|tYuL`6;|j&~69|@}hM;UmqMOL}pQx`6II?cS
zt?_%D^fzT3dt`FB%MJU%V587r7W|nwQ**pn55WG{hI_7cfZzpx{(|U;2;tIgo~ZVl
zOjmth*`72&KR3hu1FQ%>PE4!0+(a-oO8I>X5ux5=$?I@0Ui>gJJV=o;N`M!OQt{QB
zp)2e1Wy534?YPod77F(%%P#0v{1IpsiAFdBjhQHh$M=~OKxs&-aTC&;6z0Cu$+Vwz
ziShV8@PCh{Am5C=2CP|VR?k5jQengXw*w=nEW28#kgx<k1gp=L!DRay-Z*F%&lZqm
z?8T(sUCQ*yi>LBcLPW4n_xJ^XYuo%o`TnV^{qkiaa4U!^cPcD0|2mSp%D{+@6)MFe
zgkw8lKIFx%PdbAfPzwKTW8>d9c0$Eu62WS8>rcG4djEVeP&$J+*k7oKR<2>JWokZ*
z<1eBosOO_ByZx%lcW$&<IiSD(n+ddrd-@OM>6s(s1p1Mp@B5Fv5n{sQtkbYt2r>w~
zdNV?O8n#P)iTU5B*y`}dypoMRPO`TqJPPZ$2MDaGT8&Q^%2aR1MS=3XWz{32D>eUG
z?x%DfT6)dd#(yZC4B1D0*OrY>=k9X<P+len0}rwl(vR4B?cPNs1WU`i^R9FR#;O1a
zf3q#y|IfG;#QPqD0g61W%)6(YHG102#J<ScR^VD6av<YutLNNVr{OlnmspLDQ9N(1
z!$KuU3Aq?3w1GSP-!snESh1+j|2yOLXIvZaf*Sv&={^HCmN|?N?)QM@^$>6i!09Zx
zka5n{a~_dl;hYWTpHt)6t0R6Gk2DL6dxiS{P*%CGPDdj_+vLC<`m0}?9^q1CxFYg`
z0?myEkwg=?p!wuSfV6Cj-?{J(codH9o3;<^*J05H!EuV;{WoZSW#8&c{@-!gwx34W
z0B>UKe`DM<zb;DNV7k?kA)){E!`ogO#aub;oO^ODgIs9u6e*oh*tJN-yM!6`%a8xG
z0jlyCy!HsZcr**2p3s2bsD=aQ&Z>hXv}+)pta*@ekxw%zNIXY!WYAe)-5rUag%3{C
zDDz*%$k|eckV})*bKJ0V9?&DLFCWRnbK|ci9&=Bn)=A=7Jhu7;zBIRfvT8x*#Ous9
zm#plsKLRV|PZkVX6wHi$@`0l)ZDjQ6LC7Cj@K4vgfGS@kZdy9&N0Q{2u<6CDR6a#9
z{CdJ;-MdcglF*7AODFMpkjyxEfTY3Fz#XsjjiiLdDN8AD@=m#UkR|X8g}`BNnn#Cj
znE3=?drDCy2bhymQN??hP=g%z(MKtItQfl;k7Fk(-|6d^B4yk(dvg3)nlg#CCwc}P
z%J0kp;^Vo*9H#4lf~r#`lWUS^mMzV?mP*`wPju1|b!>j}yvU>(dMNZ$i@<qBTh9S5
zzcHXPm`nC0$N36NzQa9c8uy;#UYi!n>g23a?N^K>N{`zN5W2qnM0-5ocWmQ^$6db*
z@QOKu6Jkag(yIvhC0(9eJu6SRnE7U~3oxP%`x;Z3R_(|Cq3mo=B9WNFQ7T)e!>x(#
zJ)ebUQrpH||DjOxLT*k~ojpE6`bM&z9tnQ^cgh&m4lR73ffHB$&*VRpS!%eiP)Uw4
zP6*tRArj;HKNNw%X(3@-XDovShQxtsKQiT?c`an|egsrpj6pJL05N8p8;J7+%hf<)
z25fiR)tbh5Ii6*1FdB+-IxIm+pF({zQOrur28`vqzJ`g&<-4qh<5KTnqyz`>asQ=u
z8msugf8Un_$Rza>EN2#|h*7uU0oU}0hH|@5QEhblHa>ZQM(Y_!XN{3S^;>UbT;@>|
z*8b!P9MpkyUjfF9DOcq?%@Zo-@8+IhM@v+6{N)*%KEA)I$4+O}iW!$uk7k<TTA%HS
z%&UzLR2zA!scHkZ+lY3XP`-7?1Wvb8Nbc>-fnV1;y!Ez3qhJJOc&IjfO!bY_95c&n
zPAQ?jO;#3kEWWIc5&=2c-lqt7tRBOhl0s`m1yp~dUa`(go-Zx^=+#+=@8h+xzDYEl
ze&MQlSa{C!3ZHM3`MR`VQ+rfQK0b4Yhwhu9#m`Go7Ugw0a%Jy~a5NH;V4g5M&?3%p
zeYMA;quf0>UjJ=Wf`cR;x^Ruo6@RJx0ePFnIgZ`O=0?Thy_p(ST>kV(r(XNdP5s=`
z^!KOtzw~Dy8)L#9gc{QC?6gZk?MgFW6u2DDJ}wqupo{YOH(Go)JH%;OrJ5ElOF&hd
z<Oz4K)RQ8?j!%dTSXi8_INYdR{&-r<;Ih=k%_o2Jwgf+8l3ipR_on~J_RAMez24wf
zSKZTn97k6^No{a!th-cik*i2oJ-%uGpAox~)}<J`xRS!Me7i^ivO_boYjvs~mGep=
zvR@~u<p`YYbHFrr*_lMT;fTN!+pWM2;d)h^LF^Z$1^(!5O#dftzLeEXl<ob>U|VJp
zVSm{O3G)Y+{HO75OmWn$m>umyr(^4*=t8Uq^M}Svp=*@w7Rg9Chx})O0Fz%{>*f1z
zapTinCC0<8O3Oo)+3ryFJouniI+)tJSj@56fcG#nc%>jgM}?CYN;JrOlDfeYZxLk>
zRpeF3UjinzKq;3YETRK%HrL8;bmNb8c0xt+VKa5J4zvweECcNnA<9<+E&a7VMhe6f
zf8D|6fEFbae-1`L6TY3)?bkeWtsOLP?nQ^~4xJJo{#rfIr=k1F)`czp1GCP>h{JQn
zXN_td6^~@vo;b>lo!LN8SF#b^)d9Sp3tJ#~2MJ;{b93>HoF+tS@%00{HDk_YU93$S
zjLTp9&~i@nXJ%(kWmB}@q|7iRILGfCo0x+J>w?Gc2GzC&WT`B_ad6<gQ)>pW1&Z{}
z^7`cVQ+3o%NtTH}H?d88wdxxvb+Ew$!Fox_4nN7*unT95YeTpkKLC-*7ETLkJ)Z$L
zV=e5t$x#f)KjSsI;@^|&r>Qv9M)16<C#8?J_jnpbO~M`QqkxXvtaFldq5O5~t2e#1
zJJ!#*4L5_nuR{j~v^Fr0<^&LB1$eP`Re^)VO{{-j5*UjYkPE&}P=&HsCen?b%c}Dw
z1zLCX%GBFQ#~*=5Us2)$adh^#rH?1_u6HWo*34K`*xqVtz?o|PgU`>O$?gL=9CCC9
z3r|yI<{3rD<7_?;^`CwgonTtTG0L0-tN%FVGqHKbBpgMP4Stx<mgu1UC1}@3w+?e*
zLhZ=c8pw@d4dNBag=c@E-FZ<$i)&X+jtxzYP&|(z`uwOl5p(ZLUpN_h@@4^uK7$Z}
z;2!GF;d!9TOS_dsj7K`6u&Nf79Rs)97<p>c%ClnP@sDGsED+{1TXU@ZMc085KkZ(h
zq)QelwMapL!WpZChwQK2DCQxgZqvg3etq>FH~6@S6gg6v`2o%2ABu*te85lY??5_g
zvbtx?JKCz}x@)(6O`jZ<xpvBJ-I=m_bpuS&(DQbRvyA|i$s<;yl2b0El)}k9FnP~Q
z`DjPCZ+Zf)xPz_Ygc~X9butL%ICc2Fl^`(#@{VWW(TkcsQ~15}bXnxB#y^w~f-3hQ
zWUygTpK~h!MKDl7hA4w@2IFsH@bN;EKM1{e_m*X*P5-n~{uJQ*f*V_#;teOhR=i+e
zwjb1f@&}#Z?ikBGDv;jVGf?;7h+8Vi<XrexKFV*>K1>bece}jdNGe%3zD<yaEF$Ya
zJnDqb-9tki2{hP`BX+qIEJ?Y{7b@?Jck}OqRe^@`INy<mTe*x7Wbd78KOD|W*#HVJ
zO;P<(+3x@;Bdjbeba0<bP)PL@iJa)=)~CMzn|1%P%yL@W^&PIdtCmO19hy$oy$Nuz
z{NcyD-)E%t?Woz&OF|qRovm-ZsQq2_^3CR(Nbq9CFvcffJqU!Lq22Z1NKl>Z#Ndm;
z-W?%a#UPE_=xuuy96N2^V{@3Gmxt-p8v(#!wnV`o{48W7q@^pMh;v!EO<lh@#U<Sb
zlhgJ5+)iV?wZ2KfZ?CweasiBrn~{2FxY%f3h*3a<R&oSm`QCEY5urA@70*wL&Cuwl
zI*%hzQ%v4so>@O-w~)U8PEFwy!%LgjFjpj$pbi8KzlhM3Bf&V8P?Pk|go8>n^e}Jl
z#LZ-lNVKa`ckkYHgiL)a;(C>(lZZQ=d0kypu)3FHgb1x%11d4oOxou7p~dIz-hN8w
z-qEm?aV()~_i<m&C0v1;U~YMFfxC3(hM4x%bEtbOU+@30^p#;zwcpnu5+WTE0z(N%
zNh1v^Eg}s=O2g2d4v2KOv~+h4A<fXu(B0h)^StNxzus^2<y>>0bM}4iz4uysEy+IK
zm2lKLS&}eEJ!c;&f8r0O>q*PY$R8JjuTeqM$NZxIxRP+eD}#zGwQObDIu~6sdJz#0
zyl}no@zF+Cl-+#i2f@&wN>_V(>WW#2Gr%$v_esL7`|wZBeh}6YX|IQzoH4Z;c350p
zT<8mB`V_>#Kz@P`)<m1Iygk-)tqj{);jp#YZfjb0X1K3KU!<~c42bU6kZZN@nI$&t
zH8-o(=jU9&NVZSD<YJ_9^4Qlf5*fYH63K;VJtT+JvuXW$R}=IxlL_|{<v?x>;M6F<
z8_t=^ZCy+CmUZ9yHSU|ee8q+R8wo0xqeie)Xxfu2+lnI1Q~t1T%h@yPNX;EbH;eek
zehu#vbSLhKv7$?|+HMR@^)Z{8Hu3KjK}Af2?Sgte&irOohm-o%?Avqg7i50cQ~l&f
z5=r_6jF>!1B)Y_W-S|G}Kb>fo1-!X}MftF;V;@7`qCxtpt5~*sC2<-fSh(8^Lsa3*
zjY^LI_35&2F*ZL!(n=G<zQk5J$T%L4Uw%UKrpPB9>fG2#y?A3Qmed95tC4>i&f+q4
z`j-L#BE@$pSI6dT#1;vznwO^WL%8t~oHDOyeuvqj0_mGDx8A$t5dJh@+3$jczB%&t
zNVt{#?hg|GOpnbdXI+WKTR{WL8P1J*f>j*~<2WXtBA3H}CHH(IVY(@X7%T7D*Crd~
z3bS&dX0_gjAvQ@jC$ddj49;+>%vQJZHnJWy2spn-;D*j-ZLxWMYwJX^1O3TL8~0{Q
zm8JIwU<lhZRWQ+8>(@y3Pdzsv5ep9bQ+9LSq|d9|DuA2TB2>{3{P@p+N9^)jhihLv
z1wVXfvzUG3&#KkWufJIG12t_se+Q#6gWgj=AS!|@M#{nZTnz+zk~`w^mUEl50sgU)
zZ@bBlrARwv%MY0-*v;Au>*Y&*!;fE)_dpsQJCGXHdDhMTQ`aHy%vzeK3ggJPe>9Gu
zm|Cp(35%+vuGLA99IVdW<mj6CdULd_^n*81jmPYSAFvlDTa`I$i#ggdvyf4AQC7^J
zk{ymQFE-;-QTFzF9Uf*w>O(k1KfiQ@Q)zzhIqQ$Ue9`0WUP^qoqKLH<cKdDKEl!%s
zYS+wgSTBejlL{@91+Chk4mh%5iRU=UNRny(*B%Qi8_SG_X))w@CEj7X6`~d;g26`&
zp<M?<EMyU~%aW1+O_f{?ZQ@*6Sz%*Qe;PB`N7i+B1EQE5^#<+4A4uM*v5}9e?TB*5
zCe|wQq&FHAN)x}7+nEx7yKE%2B3J%H(G7z4G&(_ezAo5A<H-H^{uUbx5PAiNUFsmr
z+99^;^95NrrYsSHsXJm@4PH3sN?6C%QU(?lo4zXb5RuZ~67#mE(Jm#hi<D49E^kxK
ztS3hB?{=IDepi@@+w0%4TzD^AWcOG8L|yX1DujH@97)@j1O>ReeIeUEHF`c#R1WT_
z>1Q6jpUpN0>fbd64JlsQ=kX+mjMQtGd}I_58W8=ivJjuj77*MgD8H!~$th=gSwTdM
zUKWKC&Z@ZG?DzmUSMEp^4-~>7sIimwwarTy_Y?B>O&z27<u8QiVIK=VV6@&$^@5K9
zCBYB&R5f~YN}@^oEE>LrrxsLH7GdLtG<=9-S4jQ<JAv-I5ybwBI_qV>6Yp_MH+=H^
z3NDWWnT$*^_O>wn{L--<zm6vKZ%f``v;WSqYNmH<AWkb9;VX8yvsQfzD9gv{_3tUE
z1r7jOkFha+cCTXY65znJFVNWH(=Prl-p)B9EL>a9N-zNVr}3hs@I1%jtaf)`*E=*-
z{@boeoNj73!}w2i?wtk~T{gC+e4VbhksUHM{VH;&zc5#BDw~`FDXr$tb?r2{Ys4_O
zWn}+8mFC#L&Z?1jm@LD;ObG24ec$)$`suxHSI1|ng1r)g#i8C`En1G7eC!4^okI-i
z{a2twDlh!OhW6@X27$#>LD61)lZ&z8-<v{5R;i<j=&`)IN;}fKe9{V=R@801>W(C4
z??`@6>3{9dkE2l8G%hQ{qHpWnazC4FE#y2aX7rj3jBXXLKT-Y<g}xPf-3g7Ud@BZ6
zo|w8B-I|kR7~hOIFJLF1jic2~Lic2v`~MPs8J4`4s(^G)Y<3MIYZWBUHw`(*l+Yit
z?mpSK{WSq*DW-+*K?^r<1OlkjqQa_+p#8B$z{$M&K&m-=KT|GoIEw#_QOiN~As8S&
zn$7^(N}IJDbi-xtl<c}}1k0pn0sib>{whOD=VfMf)~=4SvzIr4-e+f$Q8U_Hr=~J7
zof-Z#46$V9%ZjAyj5&+9k{d8vTSaTcXEC*hX<1F%@o~hj5o>BpG|;d{4`|QEw^UFA
z_S!mz#oWn@b(fTWh4DW0ZQ^71WJ0`UQOwHLelqhUulkiv^xWOCE?I2ljo2LMvOjgV
zj(OS61PznlQOhrFdbX}nP#A{Z6@ywHss3l-;~Dq%?8jLrt6LiD$lkdRll88)gX2m&
zZ-{6aX=Zq$e=P0J<9Ia_Kgojy%g}Qz&dT6fBhyo{!1!&sZLeK27w#r)y3tg!)R#7h
zV2VB9KS_%6IT;1;0aB^P#c1J^it6-_*wXaVF;4wHlxUJjpQD=)am<k_rh0`3lNhYZ
z0PAdtP(*E}WAE{8Nh}I_O7uRnfx8eNV^{6pH6y}&%0?Y`J_;lc#q_D%;^o>}g00+V
zt6%-7L01Nl=V^iShIS``Up!bq1lF2Gp-aODdBb3uJnG6~uwNIi8yYMzt`ATFL*CWy
zSv8rcDH;DD2UMoArH{65+x-Wa;JNxV0(fRlLa7+LR*ftLM_|{AqFq$s&_{M@mpA{&
zf*>xQ<_RrMk{f@G@#<aVklatDCAA{4j*~h0=HZci4ysmYk1`vmY=Mzg7+#3$hGd(n
z!UtjEC`FtZ`Mg&Z1`$wd2+&4@f$i)%k0!>X3w0HX^f5!f^>vW1X~~<tRFNzxLV@T1
z=va4U`|DkArz=kP@}@Z9k5ew%(RoF+J4~wEQS~<lmn<efb<ZCJXUKKwYl;iPHqU}Z
z>R44gSD`8%x3Id&52;$@{9w@XK^zK?LYQ~JO`P`D_*@xIwyQ_WQzAcHkcjY5qmj5+
zHnYVVki}R%G>AgmFn8wf3Bte=#KB)bywgOa*gG|<tSmqa4z#Qnl_o$f40mmJWle>@
zCJlwx(R#9L3bXsgpp;ix*cH)ce|4*xt73DNQ#Cs5eRfkPKd9|;6%UdTE7VVOaP+q~
zUly1&tvUSbUZ{H+8P<Y368Z3oqk=9`*~P)?U42CL_rq3Kik(K)$Us&nnA)&CxMz03
zD(+({t%kNRjG1DTOLkNLRZW7IChp~kx0_A2?Zjph8u^iow`#m56$9f5Z+G=vH_p1e
zAos2(11Py(9p-UbFPEF4-WQ^O*Drd83rS;f8RE0O$5#BhS&HKzktkKT*m}%A+)r3&
zdsJ9;e6>+5hMnpT^R(>@vF)JtBYhe4v4RNGfzdJ15bTT0e$J$KL{mh4SsfjRQl@K_
zd2?g+=cvuO%Cm{)i?58>2-Uu&1z=auSoNS*CB~|u6hhLlfoTZV&z&qAGp3ZFOekj>
zG-kl*ZWC3IwHBBpc`C-<1WKD5YwZHn?&^{)bP976Uu$nRM_;xwqTYnQH9hPUzSuGb
zrZJB5H_D;wW1n4SvI}vWM+%*968W`yCio1P8)f^Xhb%A|E=yC*b@hNVx?)JryZ<Wt
zjO-_S#shz~#ESJLJ#4~O%)j#MU3p);&A%gPqGyMyi#K<agEhoQdL2o;Kt1Qf7lZMU
z(*26`a_Fyn^O!MYPp9e5p7r(-1@yNPCDL8qJ9d2Yx=_oM#5G<ldd-4{a$5b0EFHQ^
z-`c%_&2rv$ui`gV{S2A@hl2w6I=zU10`$3~oL2b8YrFIMxvPx!jQ2kDVbA;S>%zMm
zwn0z;3mJ!0-JQrmP!|V)@~$-QPR0M6r+d`{bUWhm9}3lpQRW8XW4^3M?jo&PMxhw)
ztH*pLZ+MKYP-N$pQFOVtMCjl1ca7bDU2PRaLbkP+`qb^eKCei7tQlTQ1YcG{?-Cu&
z$h!N>OcIq4{b?4eGOWaW*1G{+S?7$-2TwEQ(kPGg{!jckXh=pS<bNpFrQo>Z%sH=j
z77W^dJuWS-Fz;2hWpIk&XES*b^|@P)_0{)kF4v3B0MW{XAE$;|l__3>74xYUqyB1p
z-YBQ^Kt=Ed2A3jA9j}jm^Vc|8B}>wZ0m;}Paos6#MX1~|b!<PQxq}{WH5fnrlmAV~
zK4-A$UT5-vRObz;cbiLrGoN`yfW5t_+T6y>c;q@J(T7~GXY1qT2;sm4ggZ8vA||)O
zF;V;)QjZqq{+gU^?fIQa3Z+o~rHaWi`|t>5aX+^5a_4Rs{%@CD8<XD7gkk1K`Ha@%
zH50mrtBuB5Nh%cwE{S!biPok~h#GyKlk8*Pk}i~8UQ8EoT-y9n*HT?ymr_VSpO_tM
zM*oGu&)o}=tv61F5$>M>Sw9wDluc96Rs?_5?yuNxv=b5%v(EcTIJx<<W{fR`A$~a3
z_%vZ#M)}9S?x7Tk9*+DIZ^4ox-*8;sq~2S9c2yEnCoTtXQ`BCo`GsB+2z9Ge7;Oh<
z@1NVPOeGx@<G67DG5NJ)YJ|hM5b^TsM%44m=q<5g<-j`ljQDDUS^OB8$jdxHX{4>O
z0OB!eL`mF44#o^_uQmq;T;iBv?O7wx_j2mg2^N`K&q~@*Jgb`eZh7K(M~7q{++}_4
z=t3!QkLpG|#gMfDo_uS(k?khSWD>9az$KpYa2}OK^+vh2heF?w;^W(s#LRK9!rG=6
z&ehcc<nN1Ltnp|(i=S)jrYUdm`I$VDm|uLZ{}u6`VcKho@$4jXL$5TN=h*%&E`ac1
zDtFaeQcYKJSG4jLtXOlnvnnRLdeZA)MadWhCc{V>#X(j6$0<aTh|AVJMT=dZ6A3`1
zyqCP>D^BcRZCudfhanS4`_IXx_!f7=a&^QLPjg1()tgC1o>da!{(BqND^?M~d>20T
z1`H}B*%YTqgI1LGFd>%vXEqsq%(DjJsB8D{leVsJJ&gW*)Hc;&VA<ADxT2kTP>?ct
zgO6hsWBuaXB-yFoTzfdLk5NqT!`JE5;NUV>kys9Rx)wGi_j{~0C!RJoaF~^UtYFa9
zVMsw_ZY)kC$a<A3P=~Qk@I5taZ$+e;RsKMsG_fa9(50df`_ZaL(qa6e798wuZDh3U
z@maAs3Y}?(o9e}UYq7$8HD1`=0o%83g}NywSR8^QXge|8Zj+UZdyiX-=e^fB2Hjah
z>O$xAyqT4I$`@NY?$X#_on98CN}~9AGDqrqYrTwgIKvu*$cv&Qwn9-gOEk*eZc4LF
zIrGr@)R%q&7g$(MdENml6;{or!Y&+CPRev{OQ)jw^U>45RBa0&<4d9D0r{5sx+sGY
zWZCqnC=Aoo5#h<4D=w?^Rubqv=9n4m*U5AD9X(o>XKu4HPMt;_Q(WiZRP@%?8Vf%<
zC)Zd{$mO#rsiu}HMNslbr8rzHd@=bzDI+OrD;0>g4}STb1&#H#+spTQW@I?W=$0F+
z;1%8XHL72-Mb|lp-NLp<H6wgZ6nWf$I0aq8->yWlkb!cC_lxq!k|a43#|)EZQ)6k2
zyck4$ac|tl43spW*jD)OdJ2|*C%>YU>ug~X_z#6nSJKEO|1X}`ZRdj7_2JT>9f@4$
zPLNO-oDDB9!NE&?vkUQAGhQuh<K|VKnY)}Fb}lJ7h03hIu67|y&IWIgzY$^~u|)=H
z@b~C45<pth@x+9&OFh?~IWO$Fo^xJIgqU40vAmPyLNlo(ZOtWVD?+0a6)E`4AnG<)
za<ei0_pyL`+_)6JJ|Yalr^aSkX8-n6aw$5^jrY17vHzW>4h!CP_AkTNk^S=3?;7&a
zt(am}zra3W*CPA?muwO%&;q@S#SeC89@y%w|Bq?P)sdG|Xhh0b`$XK%Bst2<$F2!M
zs#z`p)1Y0I#XAwjhBn1NJzIUF=Y3N|A$kOJhCW%NjkPkCgprVSTY;f|uClpb@9Dx_
zejm$<R!&Wpf-o$17(--v`l_*XG|gYAW72*^vTI2LV-u)<fcyAk9zJLkulH^UWyxO8
zC|asxBU$6@I;h$yeu-jII-=(*FUeAHNxCa(esfyWZaIo}wOrjJxh+ShcD7{5tAUP^
zhn}>$@Tp9nB&7ONYS{W44;l*b!(z27zWo*@f%j|$J`c;DhngJxuUlw`UiNCh*!*M<
z^)ukzx_wQ~=-2H@@@%bCo09;th&}jp-Tpt67W}W%oLq|}J^J1Hfx$ji)=gjbb{*8(
zsZ5^Ek2$k-YHQY2NQUM(q>~!ufD5W{(7vv{3LXD6i@dXz_`jbr|NCjE-{~%O#Cjt{
zI&(TXZ;Mz9N%$dyAvx-GU1Zh<%jBi1NmAYUgnt{YreFBP_V)Av3k(3JxC-LrhVIk0
z?WaK{+DDY`O0VZMjvPvU{z$#$zVt9>zkCcterg(04sy=#;_tn}B`{LRiIJ<AQjdF!
zi#r}uQbH>2NzuTX=+Ud@UOgLF$Rg;XUcDeQ>G5O4X$1rX4kP2H?QkA+Ri@sh^sWFF
z;Tcfr9JcFH{%M|_vEedC!Opa6H$JH{%OWRSa3l-e+GG*~$OuZPtrQP5Wnpyy{47<d
z9}8e%24x~4+R)AEV?}&#qmJEYA_C=cbzCaE*o(VdFipHhq&4@OELWGjvQmnLjtf>?
zKG2<_Yx~17Soq205#ucLpHA5}tksRzrKPcX;)lh%EOK@TuLcF;$bUcjQ0>kqHa7>L
zgIoV=_<L{z+tYeLKrQEOY~}gnAM*^9y}GL+)3pAfxEMnW$Wa~UHfmiuWEy{BD)q&A
z;f%xR>PjnwdmzbY_y3{D1At#ETV-1aQ?wIwKej^oOSJ1`)fNBupNAN_2x8+e&guOk
zngu!Ty1J&s7mg$92xDA(Jnw#Vy*A$=9B+X#h@Y>O;9sh>;GyZwj*cJt`gzuf;v<g-
z1p0yPzj}$I)V(s^8#8+uQPnJ|o}n7UyCP21n~HD<qs<~JM%5bpiLsG<(+{e!mxIgx
z6;n!$E*HC#1mX^-GKI1t>S=XhMkuR&5Y}EwG3yI~!`SG-dfS);*G?NENm3rKU^P-=
z_mB$7{a(vUN*LxsQ4jWA)Fw3-to&2<WoBO*;Se`R*--50gs$7f=|#6Y#YU|i7yo@o
zpBsnmyo|ggcSgMp;Yi%KO4m$r>jU;sf&FNOos;q2isko*eUAG4X`XH&-h?V@rXSO1
zCjBe*cIS|Zp07z%#x;GB&~@6Z2G8;k6Rn1D@|PTHcm*V1IP;zGZ%d6SNNCk`-o2VB
z6tDjY%-|DTQwZgJlJObDt9IgrTTg|Dzr(DzSVGq~R{n%;`QqPqFi7&i+<`w-ARRZL
zT#0GNCJvukT6}}cwLzn6hg(@&Kbjl_E*uw5NGB|oMjk6kJnR$*Z)ya}Z#NZJ1aX?u
z1hrA&_Y7N8ze}*bEvg{1XWpSG=WnQSW9J~1Kj`A(RcCj;xw~1Tng3XP%{I?8O+U51
z@J{V<5>EnOVKlF7>@_Fi&w9>6mDR)#b!Nss0no6~)I#5&j?a*L^Q9k1cv<ke)XE;O
zi=x0b7yVQE&jk4f5t*z(HX>JA?6C#j@ooLES@UDtN$wIok)-E^&_6s`;BsqMMayOB
z-c2Fnt@PB9`nt>`Wk>#{qKSqd(W09x^-QooeJgspbYJZfxCgF_T(cZ6;8m9;5bs2T
z10my-fMb{4sQJ=H1G;Gp<0xI%&_0Ax6Cjz{&`{kssjsJ?$^0_g<QDlWf8N&J)L3qJ
zK!|xIwOssnvx8-uXZh07qV6K21A~kosf>v3f!CyEqvkE=56ZVAPI+-eKD$eHMcEA@
zUkXj_)UP>$z@_%F&fG+zPPt}O%p+OlT6Kxn%=3K+;gIV#>DT3B!5?C!fXB1seJL*y
zy5XN7o>=soA?ZSj;jBclL>^1$6fCFDg}&w6zCzvWlJszs!j5f$xB`4l%F>*#G4owY
zjyl&jh8xe#ld34Vog6%sX-|r6pOkZ!Dm0JY!<Wry5jlqY>`wgpVzq}nsX-5m%Iy(l
z!jXQ=cdz^Up+!%uZLOgm9*KVub)^Mt)K^mN&8zR9tuuzfzB5mnu?IH!p*$tZbx|Kn
zX8%zt*NBdAq$cdrc#$&9T|cogYA^I>`?MIVJH}pOi?vX8!JW-_I}t?3CZ&b}(`c^g
zNQ}BuAN(Ih5EWjyXx3g)kL-I%<#j#j>4v?HIq-@c^mlZE#oTU~3%K`!p_6QZ0KJ<m
zeeI`EQ6eN&CNXT`xq0C(XknhDMEd>rSEJlu%1^uc|10QnYWP2m7407l>->q67h*my
zy}3}v8Q^cRP0=QybuU&$?4&nqPu*1%KJu(aIjl~$-thOOm}KrLxrlSLz?!RL^j7$L
zLRteR@Vqs-zw<rfK*xC1RJGh$BZM?k4#<)bkTth}V-*VUFp58H6cYqKo0Aoel4yU1
z{7bSt;p<;-P+C#NNbKM9Wecj&2h=#l)7s04i(Q0WrcJ$MyK#T6%8ge}YFosl`Q1wj
z_&35T#m*Ba4LvFp6I4riQ&1jK_n)Y#F0@xZ#fQ*depXn?rDlshCs5lEt4`0!D80%n
zbTv-b;vZ<`br%Z`r%jz76k1A4SX=vrhimWgFsG}n3$NC?Rp>^GkMm@P-SWq-Yr~(I
z8fZ6PsAVh*Yc}@0u5acgjn&t}<{mexXB<pSgZ0H;0Cd!SByE`UT3}1F`K6v8s#wE=
zR;ujVA^tjRp0PUA6D6<Hh$q2P-8%u1XQc@@f=q=52ds@>ZlVRt&VL0&2A-`~irW8o
zP&<_@IQ|7a>_1zdRG~E0i5EXxGukwK_yn8GLc-cFit3&#nYb@sf~&20^ZKFt@j%uY
zuK1nPcM$D6_)Bxqd}(`OTo$5oVNI7-tXHZ?rsmKoH=;5wfE1(h!m6S~Zp{P))?$UL
z<=>@gO#J0qSVAQfn%i^$DFD2$*Z2l2+<c(V1QmRqVX+Yz`O@aRA`rFr<{fZ~n-VpK
zM4G&RqO)OJBUle#SO8YZr5^LMkKyf+);l+B4|92vm@fX^HjSF)ogUPWEY6AxxKh+U
zSp=?I@h>bT$a}Se;i;F|;x-b$KeY}SEH&5B5)YgBLGl3PWsBHpWPp&$V*hj6=WSUT
zaoWS|C{zD`)nSHr+FrZ20Dj-Du|uFpZ&ijgvF{Wb(QD0=DwwZnc`@1&B4)X3yd|42
zy?JaWJ-R1xI#;v`f7tl9Dopj@X$%8+BN;UwEFa6LrOoUKN9v;p@Q~AqGFr8=`S8sQ
z$0_$TvUTzTXqS7%?z4*oa4Wo~y)ITd(c%VxwuVgH@B)=-HM6^_@7|4nf7FUH2r>i|
zUfG+-6l`Ok&$Eg~tsvkU!txaQ$vnESDpx9y*Vr%FOZxk0hD@tR8LE)0;-7SoFc`i)
z!0GE1289T3g=d^WSF80fLkRLuGXKUV2z4G#R%pjGI-@AFa`DR6c?Z|XI{lMC`1jr6
zKi866ZZ2CT2mc0H_By=jZEviYWk&fxYCaLYX!<fvP|&bkxz187Rk+|B`R~;W59sM!
zAwJFFmgxwdZw~1$q1>uvvrX1@<VwAbqP)$p{ODAe&yiTF2;JtfH`2QsSW_U|-K~KJ
z^JqBoIqb4cY;M0ZC3NfdwzO9K@spH<Q?%t&)pMNi`8lzHXlOS4*@=|v&cBi{OZ>y*
z727a-N?&@EPUx5_1dM54y)3Yq7+txpG!j0a3j?C#KNMj5W&$+A)oeK*XvHP~bKmZ1
zp^`*35LB6ucCLgM>z!zrqsV4WCX0aRMcVJQg#l%R+hF7~c07{!8H)S~aPr!XTQ_>D
zr`+Ed%N;0L&PPPw;nGZGKk~U1pJN&>Bbza9E&{<I0{)u6NdT{~U1K{bP8=?>c-jc{
zTJit0pz8x?=dpApZ%Y-vxeKV^J!eOolVP=NbuY`TmHyu=@r=t=^!z!v%RMljIg@X~
zz=thGd$MI7pN4N9wXzFuKB#(O*?u}#0ECxo8pi(~a0R|$?8p->5o#bFX1P{vvPq4Q
zNMnRW8+I<JRyKEFbJ-ODZ}kA5UpgfqT#hz*d!rw=*urL=aI;lCjXyqUye_ii&@git
zOm}XMw(OqIoyL!<&!+LY3x2L81p}A-jo<y>(gK~x-mP|*(i(H6F!O(+V9bPD{2@at
zE<7gp=5zlHe>ew5@Ft+E*~-yyuYHNb_5XWT|Dk+I+_7@E@IO3Ns`|ip%c9drfe-aE
zm<X<w&8v)Ztp%bN$UxhT3k}~MT0{$fc)Vd7<>;w~um&#vfWJJ~)#@hG%$BFX&Gef1
z-ygYd_AMYB|8G6LU}XyH$DdEK$oa4>{?|Y7B5FB5$B7$Rdyt2}**YPN&*~~%=+FG(
z3OY+UxPJteR;|{#iK{gF`V(~RMbqQQl(O<I#%c$7#>u@BL-njUM<y;M)uI6hxs$iO
zUOAanK%kJU-YM2AYqy_<?b>%U6=H84)1E7Ozh%erGV8UX5HMrOv(@)#*NCFm$OfHZ
zcgMpYw(KN5@Skf)tg)mU#e-TA?unU(8BNS>)+uRX)c<G?{|s1u1o&~TdQZ}`mpw`U
zp#a;J4pm%R=%5uL#K|ZUdU&Yegs*5A;<dvCUX{2WO$YXCz}^48IIbOVI*4ye$Zio|
zl3EL2XL?*4uXLY#@CFU+`O)z|6q{b4txj;gCNcYe8_9DiFjI3#&=9N$GbJj*lU!hF
zq5%qv*TjbZe-~7%!p|}F8Hq(P7l%l9zTd|U&%13lSTC358ITWAVH<gU$s)M!p%QC<
zek`f+k(mwc&qTi=#J+rN3B?@_DRW@WN`E}l+wc>k@{ynQ2hgDq=;?TI&RujxEzSrk
zun#<I?0#fS-(}hhS{h?f<jv9iStYpcp42AWC(i@u5Wy8k9ZC4Nt=XxUfk`IrB(`+j
zRO%1@Nmz*iRYHIsP{$SFIk7$ijVVo9Yqsi#9$Z(g6gu%8ZUZQGYZ8QkIPQ16I$!aY
z=Z<FV9~=|reB2rvFB2cBS*gxc)XWv_GN8#yd;l&DaCc0kCY3>VxaHi`^G8c3`ZxkU
ze`$*wS7pr0Z1M>Wd~k8RrA(K%z@x~fNt!UrqX&97mR{)Qe2QqeV)>oQu1eE_YhsCs
zWG4Ik9DOLI#lCbGpivd3B<}rdNZ2T1mv&Zv{V;`T%7mxdoB}02OJVIvrLWQsQ<(#r
z;hsqo@%Ce%u;87lrPZHi;jBCP`iLl>3Gl-m=q!3A3MpTbswZ@A2di^QalF@Pb5y?3
ze|V5wLu!nC2-%N<^Z#XFN{a9z{tgKcE>DtZf@bKSJ(UW?#6pQ^tQ(rrT)o-d)t(MM
zoTkA|H0OTqE16pPK-{}$qS%}k1TJLIO{_|wjdp!PI7(j(B62NM0BY|$fFE994&y+T
z&wy0_3wKL&kl0VD_$>J`!|_l9^jmX!8lh!Fu#5D<o`i*3L@hfmre;^>zLv{s{KKY+
zwY=#cZI-tZU?Eo8yM5pmCTuG)+Hm}_PVa-)@c9eW5}nv7%zMPYblC68NA<j`mu6q`
zePll}#QDvtn7w(l5RcS5$MI2fpm6Z1hqt*30}-1$&;rZRrOQp1lnt$vt=XuzS)z@V
z6JnP|6fM$0iB`@7>S(O5t2Dy&(*Ios?5p;faG~|MlarH^db9OYFsA0Rmx#)~hvS56
zGAzIAHcF@QEWpq>`r#w_jY~9JH;MLMrC(T+v%C>Wg!4l7L@RZ5%1`(^YE3t-d2uyE
zN;?#&Btv&;p{)BHIZRz29Q8&v;wwi^a__Zt3yZz6oSzp`t|*0kzp|WD!Kp|<gLNE(
z;UCA&O;Sf^VCN(ytv_Th%GvnwZBj_KtCDuu|3-fMYF_6uE+}-Wk*{}1?2E2!eE3!#
z{*&d$bg4U0L)CK7gce=IA6e(j>kPiY`XED%UK?;k2iAV7?H=LMuuX>NEp&`qD~^6|
zPW-;aDTe=Y&xF(sQycMxcI&F(1|60te2n0znuiM&pIqJy0R3zJmlKK8KNyPn#m0Mw
z16JCoUeElQ7XElvlVpzdBEIRSWC6V{nKA~Jv7qiYU}`kd2^Tw9o&PuaRp&KKnR)+P
z)P@*w_iwBIiIxTf9r8C%C}nJI%4i%&ii(E-v8ALlc9HKFyW0$_FG`o{8dYCQI#a;^
z9C?Ut5$cs^ETv5c#}6l-={dj=E##|8=1h|Zs+-%!yQnfky-uTUV49S7|Nfv4R}cAP
ztpD0gza=kI(zI_lEVZ>~c<aJ|Nlx>m`L7Tqme$hLa`q+J*hl!MpY^ip)rxFVj;~@(
z9D{t9OsGq-R@StFh>IYc{&8{~cc{9r?~EH6L$h69_Lc65o7|!4DWzNSKXByqQ_5hI
zWVK?RgRJ-L63ezmMiz&}*HSdsyl2&^W5~|2*#@Y7Ny5x=f?t$&D0TDoW6OM#QhN&2
zO1)9+|2cJ0Mwn4ngvBmQHM1wFD7h8rzWsSUNJL|0O~gjAX@F913;4cv7GT9LI@E>n
zox;%6tBXA`_Dzj<IVBhHt4ftfgf8OVFuE{<o~<XuUYe%8W)MKnbFzqktk?79RuxY(
z?erPao)Gr!=&RsM37rUMQR(xFKi0@^4rBaypNB+On>}Dr`>M(CM%XnylHCDbg@ZYV
zf%|UxJnmx-`Q_U{M&F5p_cW51z0?c$wf-@FPodWZ)YY%R^qkCM+R=&VB7WmIQ|LN6
zCd%y$pf<JphQ1dypEQ{_t*-&gVVs6ZfAp55WLm)8B4^jPJ2KbQsN(#|V7}~R5l#4H
z<5fN6BSJZYy!i8NZ~;UrBPXN={|^l}qS{q^{BG=9qRMBU?SATSxVCkX1eb(@RX+l+
z%ab}H+6jwlCtvXFSS2Lg44kU#xb5Ev9d2t>5@SA!#wj$pqr~osv0~iUJxV-mtI==5
zsu~@Dk(~PaI-wW*mu7H^3Nl5IKtA&Jx}x6H!$pW}$Y`=^$Qyg>D)C)CF>>}ge>@-7
zlC#|EcCo<vf+<n{z_(g&rB2{3RFb?~tImi0EF&sEU#Vz0$%&ae<N*(W*(oo^DCXa_
zN853%>sOa;t6TgX$hHjp5R%miW^X=?{96;I%pNzYJBJ6c-xv$ZK3iDq#0h-r?}?Cu
zJFy!6j*UHM<$a#ZM{1Ox-&v^CqqQ|hKY2_^j<Ev}Uva@^WeNr8cDynN$yrQ;YIA+5
zCJ|ei!I5>e5S1msTOC_{7*y$US6pnc<RSgKuexhgTxINRw;U(Ac)j5epvNOc?z5&f
z%B|#*fI6f4*}A->YTVt82$*<1c2v%=!F;*^jn*dZoP)`1sHiFJRRE?1t9d#slMHk@
zlp2Rv9U9*;^5h0>t6Fg<&b_6$D51#tG}wE+_-l!fa>f@JUzn(#D=L5gV|4?QreUMj
zwHg^Qha^CKI?$aiCG*2z!4P6$Bj@z_>?9U^QSOblvmj0Ppy^`-?UHu!C4sUsOe?*;
z{R{14<GKpb5EI2c%iQ6O9xT&80TO7t!|@*Os}cmm?M?S26MS2(h9a$$Ii*}TiHf`w
zs`%EW_}70Z4!<O@`(`ls=b(pvNY}=EC_Fw|onN1T(a9~W(wZ=M(1X6hS_QqTQDcwk
zy98^Yk)RCOa}JxLri>z%B#@aD1A@L_4`)|)k9(6y&uji@ucmW;;87JovIgs~2IS-1
z>`!nI>K%e1_Mi!^d-d#8w-G>DR7cjg5LEs{hZi3&vJle)=~_({{v3BF(cv7{RfEmf
zuk*)`oOq0+8I9wR(`<s#<arzEsxb0d5g*hI22b`izx2lva_t0xhw7UmIq4V!(#yej
zlGC&Owuav@|3<dw%bLnf=W{%-k?n`+J2R_INnQPTDvp(J?0IF^{q{`uP+<Wl75^UJ
zAnQi6Y$2nOs2X`+0_A}u`+FUOZ4*wJ@<nYYbooDguU6n>YPlk!T$uC|NNcg#sXm?-
zTV9|EQq#JkpeV0MNDu5cv^Hkd=5(nL_5s8~?n4l8D<uB@*GYAOlpqQU>)@~YH+b;M
zVU`0GnJJ`H_;tCWIlh^j`W6W?5ic4m`BRp|$L~vzQ&)0bd$qMR3WU)eGjj5TEb))@
z?**v+9l!<tNf3%vWXk!y+6JSCit?k<QwayR?9JC;*e3~v*vQG_;bw((zk4O+9Oavs
z16hW!_-;oEzOtwQe!O458GF5}LB)j}gSvR*E>~@j+VO7m@2cAFdljuGJtJQUX{VQ*
zFVy+qV<l}|@J?_2tOv8;xVy7LgET?qipDY;b+$Jn((S=ei42Kv7LUGNL=NR0SNV<h
zSI?g$PCpjTF+V9)$Vh~xH=w%y<S!MC5(Ruw49?xH8|J8hOrws!9#gN@@WD7?fDW{n
z6ejyrYriW``=k8Vgbu*s{;URx<(eXZ?QX-jmCspi!luy5@_r^VHRsobq)nMaS(Wza
zg>Io;A84uLuZrqE{%-Jgf-U^KovbtWm;D{?j{qI2yOcUDXvaeRYa<@N|G_z{qsxPh
ziAW(`4dvd}59Fdn9%qeKcu26@YhR%iZdg+jKzpSeyzTi;i$=&A)yktB>t3*q{uNl7
zd&rm`=vyTqT(zElNX=@Pi&mY%4Vgn^zgo|;G2ON<WBJ(+94BK8PbG+a2d1+jnV}$g
z0$(cvR122V?W}F-0qShpw676@XIt2nIkJs<&EHnctw%$CYk!h;DdOXTHgY=84wr-y
z@w>iUE&Y@`K0Ui1u6-eNiO#bJ?KvSv4wMRq{D&eNEpa&k&9Fy%MN;qZQX8}zcCkaN
zC~#yHZ;)TfoD_kXUCC+rrRLkKP73Q83ZCoA5z6Qr>+mmmLd-ACD|ISJl^^-R+S*J{
zK6x_)(kSA}n<{hvp;R^%Z}#;)%y_GXGK=38d`Ik<^OMd!-)-Jmt9AGLmb^#WMjlJP
zGUavx(tNB%S9j`06*~!^9xrv~aD@2p@AOs|jTPOQo@I;4^qO$%iG=Ne>#~-t)+<!E
z;dq-@SH&)Umz?j$K7tilZgt+%1SQKFUZu1z|HXu{l}TnDW4BfQq6KcQUS}3ZVx6|p
zPzyYN&T~`;RQUCB=yfRjitwje{@@%xJF}beMNSu>jR>4M;J$JA7&F4}&2ARqBEBOy
zlU2_u%$KI-#N(W!aayx547f4V2$z-j{_fqw-vaR;3#zWrfD$4t06BJDzKVx`SGaz?
z0C_D1Iu}m&Dn`0s*@yKl8_YfQNu*RfcFPKc0Q!BCP55N^cd1|#q-XT5LBP7@+<u9-
zz5Tv?lt^No89e-dTE}A=NDZiAqg3tzF<QWu5W`v7F)!ODhnezi=QEp$9%>!#XJp&z
zy_V=dhLX2bS;4lslq9@?-EmU<y1LPBjfIsqpj|KxO}EF-B@5U_>0vmq$VgG_fhVQ3
z@<<U^*57!3sXIpnmaU(?TAawQuPRbO$qwT6qhKc25y?zAKjDFXRM1-VQE5O_RpUhk
zuhhLA8SQn&#xdp%-zW+^VRf)+nTJW4Zq5N7ph5j7bEl%U`%wu02TOSxlMcr^Lyaa=
zQ_Izip$@u@_Lnm_7TX2Mq5Ko=aJjEziH-yIvBYTQ{@Ssq2{XSU*pV~$M`N5k`4dDH
zKQRQ2=2!j^pP9h=M&rP!i2<Zy%7lZs=xDA2tg*OJKvT`(n)>Z4z{~oki+#f-=xM;*
z@?D7geesc&SN}>J&3k5b8unzgw|`ZwZrDZ!K;67Jsy0?jz0=08Hw5OyuZ%V-JN<s6
z-`65a_1^=>Rf_!ncDbdFr_}DtU-BFACPHl*ShG_Sy#(dYOguNC0Z~dO)&~-eCZMZf
z&6@~`ad<6gSN(>ubDGfP{B!Xs<*ZWfdR-H~4*^tomp|*C!k_x9aWe<1`+oQl{C+|#
zW?~p(P1a-Qh<L~E{&i;rmsh8e$Rk@N3N@@^|GY%!Z^v4!QrpW$ZsvXjBivE-Q=p)!
z>rU23H2wYCr1Y%TIH^q3JY5-)xP?)ziiMS`=j{q%Dg-aBz7@)WW}^+Ub=3(z-*z?2
zKvQIUV}eN*XPvR~axK?sSZ)z4+5k|tF7SA^idz|=`R+1mbrO>qq1by-uWRJ%EIl^j
zOn1#MU1)Xv+P5b@wFT%6fQX=N22tobwG_4Gf$n;&{^?sTW7h4EoQ7P6x^NOg)+6b!
zrjIk^9RFsWVu&Pte#uTYzne7vg<#3~7sirYrYpC4&79iRYBz?)hDaHln}=JJ{IR2#
zXZZE0C+Xf#LP7DEUh#e92g>;#)|QP6PpXGY@CE&UC{{zbHS{7?-$=MM`kd9DKJ#Bk
zMN<xWfQU#x8ekotYJbek<#<ijR@I>MRW0Q^Y+=<MO-N{8n|EaZ`*Rykw#;&w`-kxv
zG3Fi)dtM#IB_m+I*5w+l4Wg$zf?F$ZZ>Laa8aIERkZwU5nV>z%b5)uW^_NqT=^E3x
zxMT6UoI_S==7VXhk^h1a#@?2JxLxZb_Vm<|csDY^)@OiFa_+6&M8p-tWG)acv2jPG
zfpu7De2x-CFFtO0S)?wovx_L#wuQ*mwmNiDMtteu8go+inHFwOv^QfMROKT)(Uj>J
z^~MJWeIV2`XpAMq^iK3#er@~pO!8FybWQ&HWBF#{R!zXJ8=R+cvSi)(B!K_;=%-#I
z(_0@ipKd_4*VwzsC^R7lZJan0LZDaP0<7F~iyVvODR(?9Wa(QCM#6eJk^lJ9Z#=9K
zGQyu5d*wYWzlWRykb@<UQ?%M<S;y~M2b3wOP{c|F-jjCg+F4}uiv){6i6_%%-yn)&
zWL=2yw2LsAqka~Iw4nYpi+72Y!igAeDTotyt3;Fvzpmo2X=Im@bow@td4FO(5_rAb
zTQJ9gc<m;xE9XG<m|DtCbOK=$t<c?#0ks{V>z~jWFGMr4bQ_T;8F9&7QK|ax>iTBF
z*$9Lz7~Yn=D&S__zp4I(`OqbtHCfNWNA0Y3u{L$2|6`1^)#3mmO-O!QO}vruF$+j1
z6{ak-H{GGl6|Z(m3_8v|O8Uq^qDDcxqW-E7P|Ku+gX1Ost~yrFti_{rTQ@Lz*xxyd
zF8>BMFh$g#U~E_Fw|tJm+!l~(#(iyY%)P8f;b(8kTrS;jRtokz(PXjRj8pvH(I80d
z2iYAF@_~JrPPg;HA1&W+6ciM6mUeVx?;s)(N$SAN7c)_*96&{}!*aY+U;Pv}eRKL7
zvVAAx1AM6$EiS<4hLkl~A!@?uK}{w=lS{2|7I5Iavue1F@3jWBZX&4y**!*n9I$KN
zy!uls@D%sWQd!b*`cRxkPfz#h%kM=KpG;$_2SPB2LVETlf@y2Jf%Y&9ym`bADaTjS
zSM8Hb#_C}sOt*+WRNUZzexDskR)ax8NpOfz`h;By9pcO_gNLVG_JYs<z;|Y@Fne`r
zMX~+R5)yufL3Y<2w^wwQ{^I<YTci0Mkgf&UkO-r!4CkA&U>7)()D<Bxz3O{)`q^}D
zn<3&up!29t=hFeA-rpJJgpTyPg2X!LBH=2=@or{B3K-?Yj`!b+f(Y2+hR0S@@}>WW
zGDQ4T%w9oiM~JddVBb~L&49~u$}IAk_CY;O9amg>LpFhqp?Nc(O>cTJVYi1!`0CA|
zwD}>cc&|eT)cqdO+l+aRGuZ8KmwU}0$>%xF#4L0fZFpNM*ff63>DCz}J@?wj@3tg>
zt<qq(0;N1s4YUCMhJuFaC!Q#S)ssp4PvT^TmXDK@KCA1JJk5<B`)7Untf3jKIwqjj
zu1mJ~Mcjz|*~n?(AK632;!i|x34|%$6!yPtzi<6aASPOQsCA_q?0ItBzwwSi99A;>
zKALpl{VBEfB)!BUIId_7XKIi4O(*vLr5-A>Jd^^czcgI|)4}t{zF4Y_+!{0_;o|0;
zP_OpCUjkEC_bB)CF`#_hgpi#i?GN;FOC`+>>vJ1v_^14bL1HhhVl_``0S%^%oJ?^o
zq=x1k*Q}iywW_eZKU4avn(69MQyXvBvZ5e9pNC>nSZ*H<Wmx8g#B~XmWcfNqy!|lw
z<=rH~;u>_FO8Sab0z8(wO#jGci`p0k$k3f)3Dc~~81AZASCi;6q5ayt*Pu(fc6zHb
zg&}OWdr=_g|72z-f|{DF88T41A0iU8dyy9@u~8KYZO+>K<b~xnc9&%kFxH=^{-zYj
z6d<(`KYEp@VCP@@WqkVmo>}}QHXMDAHu7=;<2G(ik<F<s>wC8g`dK$4QbsBNT0mEG
zGh;ZvY)`d7ebb#Wmc{Lg%wn(Ag{46AV_7%t<;pq3vHNzxr$mkqQ!d(HlW^1>FQMQM
zMfl?+mBEECBM5rbTp&<hnI;DZO`wv@o&2_pZG=zDuX}chfAoI#aYFE-pp*1i3mWL=
zzBF=YoHHedghOwYFG>YK7o5?zpnDD9ck&ZVfR`##J=pj*Xx2Oe>%>{(NthQW3mB&a
zH?D7w{%YSvWS<S|mKQJ-2|ZgWy75=%uSt@rwuu3K>G={`cWbg%=bIp;>j(dYw8bNL
zJBibhC`M+LHtMGvq$|5zf8%d~eD9!6p6e%8UG@y~y>tt=S0II7^g~4kH}v4@{P)5c
z^Y*7|Hm1#8y9PB3NKfYL!cl>{uwj!^8E6J&jzy1vcpBNmbmOLZyRqXF^Zn#kiVtB7
zoz(z>org@M`8PkI9<?ozsDBPN)&5_l@>CMl%ANa#`*~29$VwsQ>>G4H`nsr&&A}y!
zeALPDPBW+zp#Lz?AZ4#hD5V$_@Lr*8p`C`wVT+TZiZ7FsZ$6|3d{SDt9=z(Ngsp$M
zx7YSl1`SWuv5Z69IlWGQNO#maHJvk84%S<!8{YlV_EnM+hpsb2Z`DZc!Q^e#43B+&
zoQH0Q7-3k<yDof7#)!{ZYZ8MQ8%!Mex|NUeDr+HnpcBxxd}z{@MA|pM2PO${fV3XO
zo$>k-SAHF_T=+#KP+~MK7wx&yN%`rDUxn8^A1Kp9hb2ycxwe>w5O`hq)4|*9409@|
zTmH=KGpg^)aNUkBX%5etzX6?~$<`I}fF-@HHFWDMF(+xuO>FLqE&Q(51NtwsqSrtV
zxql$(7~==pgjHH+jjNbHecW^`A#nQ7e2GbOBmENj5=FNBGo&XT-^;^}RfIQX=V1zU
z#Gfr-*_r}nE=wV4^BKtb-E!jp-sEu`f!Y|RH9WaK(3D9bTg1Cco0i?_ZVPA=F4%;3
z?@FfrnKMk5ET!*~_{~kB2;2EaGDX2)$<GV=3>ku##e5pTVHE?dl_cT(CaP>Lv7a-m
zv{8-p#|OdnmM5XTDi8o!eA5hlgWK$ai2$@|No|y$6sDfLbtnnMZD7Y>gy99Q@~x7&
zr3vqnw-K@qW#~jy7L~dIkrkTemXzCYFf{FPj@t;-X_j~K67vw`H5Y%Y5CtWU&IukH
z+NXQhfzUnD_6)1N)VR((-NkF?*elZb+&KQ?+Pw~>3(6{K%tB-_Xc>NJki7m9HxK7F
zwmqhj=Un3HCpgRg&>(vqEs_H3;GO;R%kNnIQ=>k%WvFwN7v*g~pc~TA|4<B0B+jR_
zg|!*rlq=BI_Q7WTuV^`jyGY+vfQH6DB1SQT8^zl#a7+_S710|2TM$DRG#vJ7^M3&5
zd+;hwUoUbUFw&QJq`W;|aDa<M8Y7t^CtTlhpPZ(4RqHPxa>Po_nP^lfC@@puRhzog
z(YEcA37Xr2+3n(+`Cori|5J0m)A~?I2a&_S{l-?-6vG*|8BzD;XX5Z)pTHDq=MuT|
zLP(+c+c?OVNFn9CU-hbI&vB~|3qk~E8|N|O<}WI>tNT|~Ds=bLKNF5m0(+Wb8bjFK
zomyv=>=>F_-6MXLENXjEZrYy^y*(6q>uB)v6uj5U&F-|Q&u4vr)86M~C2#pEVunO^
zW4+FVtK5|mUtrSWac1zKyrq}0u?+2gR`GB3n+s^GHBFbfSqEkxkC6i%_-7`sv*-RU
zjRdw$E|T?L;xMN8h?scA1nCWx`uv_kI5qH`kJddzU5mKPeVD+=qF!fOT`=^x{V)dU
zYH%>!@OQY4H<f%otGH&ULN|7Wb#Vgi`40=IZ*>&**tvaJbvc3S@<0IiK|5!<Qx;Y;
z;nm2Wi<(ANMeph}2Zi{4K&z$PsW%>}=z>=!09;G_AiN;~LwT$mU0e#vhs1OBFOH9u
zhnh#?kayIb5~DfiWa2D-00>O!8)6!GIUo7n<{d1>?GIw=d3ah*t|{TeZOP24@RAO4
zTPD_DG!N>PI@d6~7`Ry8A+?onr!8QXU{b0{J-DgwceAM5Y=Xw#a~WJH7V>pyCZ?hh
zg`p%h#_HJJW%%dXVVE0?=U=5oosr)>U$vehPUQA~D1=*HQ;#feEj$(FKZi=XQ0_mk
zQC2%hOfvq5;+3qHHr!NiPHrz4E6)wMUB^EkTvbsvnDADH4y%><|JoFd1vFF^Wl7s|
zz9M!sX$cOt<&lX!%hgesM)^@w9VK3vA&gUXkF&8E^FOsWI2DO}#ZbzuPkc_)fe*mQ
zrMulfw&s6fmKz!&cAt8q(J%{1HBZj0-4~Lx>S-IWLV{6h1s#_%A<4*Dc?;dw?V?{$
zIbRgnWI{9%Y=TqU4dy=_*+PlrlWC8SGk2=IGmB-_12I~S1qxY1#*6gBNbr=~`HM_5
z-^wjKtPc(RDr#-gJD<w8=yrB5!YVg$Rb2GMaUu}E@(sDkHxp<iBMeXZ(ofDyMTPf-
z;9atuYk-j@Z-2;lpwsl^*&@55cyKRTeH2y{;;^~eOJod9qId`YQ~A8%<&P*<n6>32
zkbPH|>Ch3wsTkq#>QJ-J^M^;l)KZrnMU`H|^cS>jyG^mSA~4?eTWzDM#lc{gNOmaS
z=zl05sAX7}^Pk#Hnj$wo*zdex`h+s})uKYI*l21JDHHl<fJCW*2MZ<QY7AU2o{Sqp
z(MSM>xnX+T-(>z7E9W$43%6x=LsU%2?kF+e-eEf*s$ZjGWP3NP{~4zK9%x&X+dhq*
z>+I|N{I{3{m;RKqf+V()yl>^%diYJbv-Olr?Fa*ryxF#_5eDnb9MACN{GvYARWW^Y
zOEkUGz+;sNzE_#cT`nw0w}xi>l8)7}&Ta7yfK{VWt=(^8^#zlS-a5EBCPBNYv~(=i
zp2_5EJoEhP6`P`$;xk5$*ets?VB0bK4~a7+og`#}ujAxHJ%z*u_Vw|S*9Iur<oR(w
ztt^lkr}v{p+}u<uJ^E<w-Hh3i)`*&ZDG@h*bdtgRsx=l_s#iN;_1Kn_*B^yB{7rtK
z+~n=6+S#jPw$4=2kq+<ZdPTb&c}i71TBOFf@+LmM)j_P-mZP2IK}c}+en;htu$zM;
z@JWV$i!l@YZO3)5I!}{F-;K$QAB<Vlya+GqLPa7xPFe_uBA6y`TAX(CQ?tY|Ad2{{
zgN8nOT3YFxt}j5Mr4mp{oRC5q;tk4LlFx|Y5EllEDFkR*_;`33enu_yaGR8!O7P<<
z5zd@RkED-);{AH4D+Kkdjus{(WrbwTfS4b*LQ-KjlHsm8M<Y@qksK}dN?H9tWfO~0
zhkE{!9O$uoJ}X&34A~ZAmk^mHvQLZz&{@!dby8jKP~Au5hkfZmGu?<Zbi2pk%K|+|
z;@!zIeNMh!fHe;lHk-7oOX)xof91&jM(dN%e=Hpi#ozoEf!xM_<V*G13ON3%New_2
zxuQR7fZS~QPu8(qb-JgKrl>^_kP5XU8oEOHwG)8SiZw{@y9{r>{xdj>e9-DMG7arP
zUBOLz=|jb)rU{C8QgCbTy?UzlN~4WOlJjD}9<n}WD+_Pf*IeR()LN#~b+L~+N993N
zH^Kv8^&A!=N50=u<dzfyUV1SS&Cr+<fqtzX_uS_tL{y2?^i=?|6Pc(93;;2;Z|0Qq
zy>u&$eznvf+`l@SQexU!;N4%(h}+mX39#41qLG2hGsJHm<lyHV)KWPj!_Y26GeAP)
zpf43HW}yYw&zj7J>D`SE6F#Ap8`SHkB5OJvfXp_*udkZ?EMvFWoGBkRHt#Z#Ns(Zj
zQ-|)u>;bQ4AT?2u3H~;zhm&N6RG*vVJopcVsoFTVShk3-=p~Y~NoJ2;?cTWTAlI$k
z*!%y{bk$)^{%;pVM5P2o1%#=T5+dCUM7p~{=|;L4h|(}ZItJ3+-4dgb8V%CjqsBIW
z&-cBq_fPf*u;=;2IrlmDxnC@4wh)<NDTIGJ_p*Q!Ki+GI$gU_LurWc+&?x&o`sy1>
zf2$o5e0>?i8E%3?XyPY#Qv{)v;kOzFfd|8`pip&7EZ0wrp;PTthDV|VT8h2*n+iUB
zpH|8ck*zg_Y<z`psWSec$kgsTM;K36?lgo&`#W<KJ$-Q~^94`ZujgkZX#t&+<;p2%
z-wBtxq0^Hc!O||$&-)btc?$b;^VYpxob-fUR2687cLsP*fyrbN0?gf;_AM?hPLhV(
ztzZ-bZ#&XArZSWWSUsx3x<7#4E5BTbC7DkvzcC_QT>X1$?zC;ak5Btx#<Ir4vg_lL
z&t?AU8hC!n2j4dR<HrTwLA3!_j4hbBSjc?I!|6cQTu8*X?%g0Q-t+=+D~3w~6;}T9
z;yPJLFXOGy&$sBJKV}4ymM2@C=Q%a@5{0i5dfrp23`9@uDNS@y6UK}HDBMZ<){oZ>
z+)jfFa0+(LoG0L&RIDcFq0#BIMI9wx2IPmtnuRd4+AaXZyd(jCM!ZiHpuUx_Y2jOL
zWI-|&mVX+Z^3k_6v%^mw{=<P6vrmf^d&#KO@n7(qJPQ1^b(cy4IVs^;YgKOn7W)x;
zkB|P@%DlxiN7q&_JOZW=Sds5j+4G=Jp|Hrv0~2Z@SfXI;-g>e3c6>|HjMbJN%X}3u
z)HyQU(!^T6*Fy{JWuZt_oSXP1NKNNh#lgUX=7K;laEl8GKS~l&Ep&usg=nBllG-U~
zKfHYDs6Tloi|^J)>(_%WQ6YOp_flDKsV<z!0(|<-44dM5i%?E7s`CgP6~|%VIMZIE
zX?r}k^MnjFE1df}VZ=O^mCdi1YW(RR@|#bVh(o$Is|y~?W3~f|Gr*!no%;7C&%hV%
z)Y9vK-d_!!#WM5bVH)$g9Of3+Yru2zwdKI`*n-||=S)8kF@jz_E1Z46!KQL29rWCN
znprU{uIrtaWBx)60s2A!U8>Xj7+g&+us^8lS>7P>52p%}NJKpTc(HKq)t8xErqqIp
zW&OX9DM{@%h7z|TgC=Db!uPxeK#@*~*ibQVSe@_4@(H9_hZi_U!hHgLS|ajR&#5Bk
zS&mEQYa_8O92ez#DT@8GM++2A31ce|mW!O;S-Q5_Jg+pPsb0~}eD9W6M`pU_KHI2N
z+Y#&m!Ck#v^_Ax<SM4K}0nzS~?0|Jc6q)9m5<cy8OJ`>eL_Da)ri#3g+&AsB5|})A
zpG8n?H^13Y{a0LvnylHnfYa|^;Ij*6L?+cR^=H9EXmP=tvQ_qB-x=Q@i*edk+q=`x
zW!P+R%YV6ALCf|2bUo*)b$cvV#KVdGzAC9*$3~MXv8x$@Gd?{O9k3$1Nbgd`+q%vg
z=bUHoE#UJ!@A&?QTb~h5XlonpEn=({H)fC^R~4`BAI>d7<y}E-9r)(12}KGdWN~7$
zxB=RsuOZalBkhd`*2gi@i1wMg10Dz|*#{wjc=~B;A*0_{S|7H`5yssB0G<ql6roEG
zDtOQsdX(LCdR|&NCP&j=3Y&b|SD`{Dx1ei|m<_Gq)0KMh(#2J`#pWMQL<q!X8fTRP
z0-xz@yqV3v;a$9YOR^Y_VI6H#1^e4W#`Te40s(5De>m-!xA%wz%-}+e9SeKzz|eUg
zPQ>y*93+L|SSB2LDFt4B&@x<4pwI?F{#L=<pJg-&+Y5m|U(*5piVGui-p{PJv64kL
zH6I3a1dG}j|KYsK(+2m&se6q-Z~)VKQV$<-yI0E}dpu8|F{d#+-mVoJ^~c{(Xd|tQ
z6>>k)zq)dA^}-Q0lUk<F3d?QI?Mt2*HOm>dc@aU*S0R*HW5&FMsQNLGsbDSXD>~Z5
z$4|U96l|kjpKfL4N?X?<IpDDIs+ktw=4Mi`Ld5v2D?dv;8+R#|Razm%^mME?f6-yl
zKCUjFr1CWboj(DxWRr2GI>F)BXsH2rTUbNMDo^bY87^{E%;B*CjkCv;gsWwM8hc&q
zj7rWin7VL-ilL!#vMg61P(SxA?Te~GvlDH<`{2p<M=-EeQ-d>0R;cafOP_7nt9K0+
zCh(WDNj8t}KY!B-BGIF<cBHrWKlQ43zzkk|c2+!~Cr~LlRlu35;?ZZJBWd0GlebRm
zOsh(*I}jqYi?r^FF)8L9JCG4$u5mK(3#e~3A4$K;;?{EmsRu)EO4CKxDNX-8ZR-Fb
z|9~b-<^SGP`zyXF7Z>knBe*+27jum`s9kv_O$U0b9B3><%32m@9c2*7#*cYhpR0AN
z9LWBy-|X_d7h1)g+QNKiywu>Lk+xUIzmV|WM=t1Ao2j(kU6>ayQJr+hKwsobR4;5D
zcv!yVR(4&)wj)7N{lL*Q4g^Nb$buI~&2AF#w5nMkfx)+k{=janp!?A`8+)G`sNdeC
z6ISZ+yONFS))+2QU?)nj%uY8My45dkbv3V)BIUrVJXzheBf}G!jxQmulnh@foZnq<
z|H=%uMQoy||AecgixDsuBWVN|fn^`w1`L~1@8^qIH=ApuO!bT_F$kU(EWhJbKZ5DI
z%q4K>iKitdY@Cp@Y_&bS;6#@cv^o1)9QIe}m!|3^*OQv_Hz!mq-s-4Uz4ZR}D;)z|
zRaY&2YtaLnvMf<~-sQ$gcphe|`<0)75pa-N0vpJ8W+Ih(S7^aL&1TrG_~@&s1Z=fI
z@V9md_2H342w`vhRzw$f=cCprA01wIyZb)9o@tO&$5hLtW4R!Pb1%FfWhKXc+nSvo
zBdvG7UB@-^3dB1p)I@8ZP<W+$1o3+yFXnu!v6Xx|<2GkNy;EX(dZF0b-l3kL+4ooP
zcWzEGW8a{($R3?!J}gI2xmqEPMfgUP&sABS^`(PZ?x|E+L)`vzr>0+@)Y5d%B`XCe
zH4G=WLT-=M^1OCFiNuOozPvMSF_KZuVi%JX!5>|k$Ymp}dUMT8Yp1?$ZP7}0>pWD&
z5~db<X7*xnDbCO(VY}Hw;QE__(i<wr0#?`7&*o~)@)=)LBxCKkc9gy5y57Ih#A9q)
z3aub5E>|I68K>+HVGPPx)3qmkX$T>8SSe`U9hng1%={C&+LUd@Cf0G8=fRjc8}g+Q
zrmSY?x@EZd)}zTC*Jp=Dg<;AOx$7svw9G~O@d{}6j7vBF0@bMd$~{~D#ilmVJu?j~
zByDa(dr?KXLtltj*lyHt#vo*W;`G`4e7Qq6C$6Sr^O~uG6R+hDnu_>Gjgeh)IPG-k
zJ>Gz?LT~9;CtEOLJ*r`^YoB>ESTVe7ylpvE5!tRmgL90H%BagH__lIyDdDLA4zf<@
z;%ybH%(t$3QP{~Pt1P?RJ_sIaQIC*tIqLnr(w85vE%1Abq8O$1x=f$V#F}|nipE?$
z<#lJ}n&Ec+hE)U8l#*8TA197?_Z<!l57T1uOZ1dHc|0lPt5b3DZ1FGE)c4C{<0cI4
zu1d|k8Io1lhdJMENsCFu2!O}h0AzBlI?g=I)UKfzGOJqen}U$!xf+}MD$upvR>9eD
zp)UGeOU-kMnz`z0GBp?3btG)EtUSX^IcD?x$VUP_YV~o`$hsW52HCVzen)8YtaR}x
z3ZkLSV9RoRMhz4#S**fB+?Wa4O2GQ@T;R3W8+GoWaIZ=6%S3P{llogDDJbda?rYu$
z$!tK;^-PMWK=jVVzhos_{>B4>0=yC|Y`VR3STexBY8#P78=bbUktG7hTE+&782N}k
zhW^p2eAsV(A)5IQCsU{2?+XNeR(Vdz_|zSGOCk>0OTOeaF;ssxet=<FDQh~r$MJ>q
zvPeXts~QEA=VVJMojNyZLDLW+X29d>w|Yz+@T>ETExdCXT+ZhV7=-3A2|N?hZjiIX
z!iI$eWn<(V90drJtr~lgKSA=PslTGkPrfXUV(b4%0{zAVod=0u77GqDT(<!lv-?*9
z)BL>7vOp2RNM+zqH-G$sbgZ&!Q7rCwy|w}faa_ihqYu<#>&N0?C!|}d!_q}YEu*K%
zA1Zr#@h|_Mpcs(7bFfmo`XRHYdmeT3UlrKoK$e(Ymclm=dZi=|JLd)pZcT;A(uFds
zqn7s%JXs;HHM42ZDn-HbAF)3J!<bI)kLXmUK{8cJ-aWAqZaLOB7oa1G^|%Pb*q}DZ
zNPg;6Y^?|VSb+3dn9ErAi9MpKKhom9u0@x4YhYOo#AVPmAVgk$gZA088ri!H(q6UK
zFXD1c9vC(j3j(@ODeN$s)q41WI+!IwAQMd`#{GjCoM|-kL?(aF6}Kx<9Q1>!U#XaB
z*-43@IJy?4fz)X1YYB!_{rWXMpMNIx&10@t6D5Cirko9)*O#>rC2}q2$M8T7G))6x
z_Xn11AelB^0ZixhznA$N!1`qwUgU-wPRwTmzy3-TeWd9AThwnPq}2}L$lH?#cXST@
znt2K(%%<gM*PHHli+&9?;gs1^M&YETCC=8x#lTUT*Jfh;jc^raw2gb+;yUpw)G;=Z
zKfcy$B<Up_hyJp-<A>qcJ18v>uwmGl4^}etN>?4XhsZwypJpg!O*r4G?;Qc5JapNs
z^1NgQlK7YGlA;CRvGN-&PA4Dn-6Qm<&Yw`UBA_uG6l2}(e$U@A<zO!$+$u#Rr%|}b
z$TCy{dcQCvnOYMK@kPyyKk8Vf`z)M;ttSZS=kX1>qQ9NIr$Qpt`un-eOQ0JfQ8K4s
zm9+V!x)TXh?33W%--nCD{=-2LYfp0V0PVlPB1KZu{IRyoxOZa?fNr+*TP+7p@VYc<
znbobvmyDjZ_3VpH*t90f7+e*Kal!r+4K-c;elxM`U#o>?AY>mzf)N#7%3M7C>{AvJ
zYoF$y9?e59^Rmi_!S{RPG3Dk|R8Biu$ofTBVKM;IX9U!Hb^~K(AS+)0SyPiw+`q*A
z<SGPQu0ZaSstufGcB_zCk7D~kp#}hX8-<?#`a^m&j67yyKFw7I_E`PRB@CtYCL*~D
zV1X)5Sb)(A{h19#t02cw+mK9+>13yfBX|jbJ=wo_-h?V$Nuu`*6)iiqDtJyIJH=S7
z+;u6uo=EKZ420rSDPs^^%m%CF+4~4a^3AtKb+DO@^B+#%!`|zl&P-P!rkR@59-NiT
zfj)PbXO{|ggcyC0cDnghDPQ^A>{To`@)sL{mw2t7At#vQet^4JaDVMr_}z)xjVgY1
zrcNSW@Xa*p#aN|)s9%5HH7+k1^f^?8-PXvS!rKgcR$$_~ULY1$&sW61svEp-O&J~S
zXV$apPsN%!W60pJSBuh7SjUBt7SR<OCN;=LVsSC=!VW|j-&7=!tb=DFA|?<@#urW!
zj8bdv?0Jh7TtwdBOkpKyBX#5k-pF<ZllptmEisdCzEVl`6KPR%lO5G20D|;dVIq<>
zw*e-3@N4!Hk>yAy8P5A(|8QJUI+@5U$z!`eexEju;vmh&?yq~N?kwx2rP9sL**_iL
zSO4a{4YTz82$L^;J$81Y_(_#02Q?`J1>T|0<ZovhQXk3yPcbC!OZc|h-lyQrr&r>=
zF!>nelx#CI5o%k^#Ygv?fLnm1WGqvM>?HBBp$)4k3Ca6vWr;JX0&ARdN`)v$>j$xW
zCDbleHH@w+1(Sqq@lU)9?%6U69W@^$o9q~@Fsrgj{KIi<zS{s)MPI|qrOvTNwCem6
z<gaPqTV0APT<jXQUIsW!O~8}obB(CSkQUpDNLalJGW%gYumCAq)vzZ3F(D6hAf47C
zmdtdVJ;k~guJZto#@XKUDNYOF+o|;zx6u}RW_0vF$(BncKYqD-_~>v`i-x|jx0Ygx
zL!59uXtZ;~Xgt^e%Xk)yIm9OZzRB47Ouy0!ec)>K0tI2gcaS^O!M>*}aPAIQa+`gX
zP8fFpOmp2ioF)y^>A6Dy87FNHN&KM8(atzv6bRWYaSXUe8`yroMPC-4gmb1v_UYQx
zt*v^as}<JtB5(Y2!9Dy>y|O8rrk3cm4FeLP8tzr_>9Wt0R^jD&O&2emtPAF2!J+w<
zH$cHl1=iyuudn}ND>^0CYDLwt6w$(_A;m)Q_Q&;SlFQNkdkRY03U70xzXf`7U5q+B
z(j8K56(Tn1ebT)yJzci;?M$SqblVDN<Nh>X7JY*fNay=r!;@iW>hF)EJkR9@nJOgL
z7WLfz_HAmv%OFXu5F10tZCQGAl`<`v6%`cFjdDBA0x{2-OoZ$}{$*1=&F7XF_P>P|
zUoy@P<la{nS|i98thasBi<8Zh)n&GRm`EA!z%;ZjiG_sy#q7dTLL?Hmqv@uVJIs&A
zAT2(RZ3}`9M_S*GUuEVnZ`*vZ`*TEL(Hr689I;)w7Baa%CKW{_hiI8w;b$412`po2
zP3zNzpE3LbKhZU-6TsM6$uU{)e4WP$GF%PsA-3#;UO&XxWuG2k*Y_Zc1ju4v(qf`g
zD8)y3Wg^CA@!B>y;w2u?p|FtTLD1XKgP@0v#eLS}wVTu_SO`iDV94-q=+o+UC<JF3
z)W^RT=BX)qEu(=bI%qh+lv>owd?c20zi+w*j7RFXZNVQ|_SvT|)~}%y7=KgG6FHEp
z*C=p5PFLustm6@143}4V`THe@pH;Lj@8)#4FZX)W5>vGYb{;g=5vEKFGN3D?aCK3r
zAlEN}0?hSp#&q*nHa$gbjDN9D^Q(?cZ))~H8r2rWUG`@Y?)lwzmV`77CW80Mys~)X
zv43!9MQ#1xFR@V&5rquovxj^(Qq<6Fpfe0=1}KPdNX!;A34OVqprZ*@t8(O$7`28|
z*Uj&{j?&(rAGBT9trvLtQQT5s@IXK5`Z->nI0%?f*+rcnZx-EOz9?0{*x{qq9@sU@
zoatDe`sXFN_+{yWQty=fU4qr{(v+WcuzM<8cvRU~SOB53;S$Svppu==YFBjNL?`=d
zKuC+=Zo6>$ee`G)V@oN~-89jM{&uzphvBsT7s^Qq?IlSmuNNM0Pp#BE8ycdeQz*Am
zV<n!n6t)hcfnjnZR(!wLFSBL5x=#_4XdscSn6$Rh+Sb?>7+;-RfJxnpGo0D7^jlFw
z^GRA+*X{vSs3wMr%`tmU`(XRr;BE*q?z8Q7Buah`sWYr|a_pwJuDx5z`06iu;Bl?)
z?dZ&q!_FQ=CUftQ#C6W2M9BMjqvCm)HljPsn@N42pg<_W5WPUxT>13Ria}qY(GVi&
zy@E*7ih1{5texyI<$A9vyIaK3X4}})!J}FFThnG?G8<=+?()s}m8b6bFtci~TTt4J
zHP1Zt0z!|mG5tlX<9)et`j{n6ftc-=$>;km$@Au{PWY{q4@ABySXKJ$6;3_YEupDq
zdG`3tH_mavK~cFA?eQNux_?3QRc#VAo?_$c0((a>?<^yS8@{c)U16%XyvukuE}^XC
zhF=V|5}i)wTKHJi_sWtc0{W9=(+6Nwe6H5?ZwM7qDV?{!<A$9KY*&{f<s6i@PSR=Q
z*cd-jT!(K69;qz?5s6GIf4xoKs_^k`iSG*RX{PYFrOigauO|$v^W~3ysycZXdtdA2
z27TpZz1t|uY%j---lvG1uU+xV{?3LKsb6fIC}^Bg2XDtk(mL;7=nZzPNdE{Gl#D1i
zW~Ghp4Ah?G*eW|=X7;5mz0py47F)e2{SrshY}lj~s*?ZN8vANGZSsk$H}^Xy_9iy&
znEF3^vq!}R+ac?dpPbV8=+jm>wHZ@dhIDsPN+YEXkKDDRyv^`kh`sK`1Bu>%<lue`
z^v+ad2g`a9;_`F~;J8Q&%?7jjEyMwV*jjT0zj3f50@w#wE!$=2l|{;B3wW%!e@@8i
zE?T=ho!UJKva<=m3sdQ787wn=LC7f_3MlL==2$m_jDvVz8M*bZ(#el5Gr^fed6LEd
za0c4J7-wF(jEy@{aqJ8Dd9LQb>ERAGRa0MDDFiYH8mh6Zo=fg-GZ^sw2EQzM62HPR
z?TT4L|1diBL;<CUAc#=mGw|AnX#xxnXh8j)qvlKq?@ha+2_k0}{tR>ikx$ScoHeDt
zF(tU<S$%SWfn65MHt=hS^Aw#5CE{I_%zk>G$<eZ2vA=<3_yfB_6s-{L)nqN&Wc&P#
zHJygEYP$usa3YJ$3>W;LmF<Qpeg=lat7OM%4|-BwC!l5}9{<DXJp{>ym$8zzfe$J#
zD`F@K^b;1y)R+tveXH<mDOQ~^b}qc6@1e&oV3z)ND4)X(@PHPeo3KyNrUMPvPbQ5{
zH|hJ)F>#gWWtQMG`JBt-e>j%qrCMX<r5qS;&`|ZJ$xZ%G(vv8x8*V!!0g{XQ?zG7g
z#X=B%$qhY*O;#G`2o=N&Kh(v3EBQ@;W@t%%d1SIB7o-K=RD^hkW2BTyaC)RQmXmTK
zw@-cV<Yf-Dc|X0b(>|n<lD~Hdn35@HYOc<u-(78zJ~_}O0D7Vv#?erOBsP`wK*Jy#
zyD}?&2+7yL6IO~+_#3&in+qO`R!Xs<*0dK>5p?kvD0TxJFwf4fK>#ay>{!yftFMbk
zG+7KvlqKK4+6Ix&eE^>i&ISCmu_uk>fS1{5*xtd6rU>278Nfv)ExL>AfZNF^QXFm_
z9cko-#9c)p>|#YISYkraQYI52Z0@z#DTw|rQ|7Mo1_3;({Au&#8?oo1w43_1r3E~r
zY`E~W&Y|p9rIqKw*cNspgt!s6!t%m@;tlyh$%EG1o$O_FpC|x?sbd8&zp<j$XD{Gk
zZtnfKL=ZKl@al~b(Cs?GMgAYfLI#62yRXZ9@Zj6WA=3`C?xfd0wFcAaINBY7g;>1s
z@?du57@YVzZa2gBIUJh?%(fC?|A#~Oyig<w;7)F?*i?Vun=Dk^d|v;3g1N@lbwPe~
zDG?<seE_-=dYZ9)DIT|-<@`Mq+%_8h0f*kNFs?G8FzTnB$JN=7+C&Oe9vg0Clfv${
zlNF+(@v!ra*kF~@9{kfEE54yvO$;}T6tc*K)#9T5kP2B>?7ZwjX)S}JiDk;blj->B
zDr@tMct64__cZp*A?B~>VXUBhjXA<B8b50nNRyJ*X)cBB)0mfOo}nPe1ZGjP;w%a!
zgfpn}B7ezp_S<6m3V16Qva3axIf?|>mQo6~p5xmGr86WzeYlmT68QNEu<3xw#$LhY
zM+5=llAJ)ym-KgTEz~K@iQvmya6VYs5~|-BOYX`|L~X!KZZ}&Fy|u%<Tj`^`<Xv7L
zcEt_>>%P6rujAEJ=Mt}i>Q3Jiv%6CCr~x7!%R)$cP0YY#a3)4*gTB}XZE1^0yb`06
zoO@aZRKCsYgGBSeL;17J1mc`1%7Ve_lBJtxs)8fzhO?pB?7s{@2=q{(w9({N-S(uC
zgxc@Ju*%T_qAw;D@lR9U{8qdMAqpl*Mr|QBG`H$r`e39WK?6izi61NZ9DF&^nfN|i
z76?T;`}F<Pub$UR^VaFmdEd5!dtC>xk403MK#>RZ*z5Cxpjua5r4?$OV~<(dGIX!Z
zsuhquK70M8jhEa!{^3iEUB-+VhbI#OK;DPa%rimXSBEEaoKR*f=@!C+CCfp7hDVu0
zn<fqc8j<yON}AW85_O<YFZi4Rd?pwLsn*!<JUdJQPT)u_;1gk!YnH3L=Gv&Mi)W2N
z<2<g|SK4=mK$X&^?R=|2juWr=O*?DvL;Zb@YiA%ZWc59@%5}62g&@V;6MAD`Ei3z^
zt_`M4t61=3Q_`h)c*e{lvTn5AWwFMIs3fU&aZpb?jts>&bAmsnx#>Zl;O2oO>#6VM
ztrh~QAHF+Ddy3vpeKMF2W;+2mfcgC;Eaf8*H-@F>{Lmj?`{gZ69%pf)i_avJUvAr*
zp!2fO8glk`RYPr0DSc084u(h}+XtP$05VCuA(@Uhz<27c1s_FpO)omu+k+PYPSWxE
zwk{d?2xok1jyJ<hRCC&g<GCx|tWEwD0gA{WrawU%pt{WgA%SnEZxH2SfcLL@{n=Oq
z+BHshp%ES8;CzHW(CF2}4#JzVAMBEaPHyaE-j+NA3_g0Z%~pNZyP$JYC}uz3ENC4*
zehnNxxCXrpm@JU0k_VQ=q2Vm*YJAVoGa~RFdpjQWzQ|iyg|DQi+kt$41#W^|{2h`S
zPCVtT1VBqpTe_@pXa-67y@=gar}+Ya{dXq1Oy9($Iqt5tu|%~<g4Vdd+B!WWv4=wh
zGy|w(;RS3GT-2tndn#ui-WVtX0{Rzp>GS3Z+Gr&)irPZn@Am8Ieb)~UGWrWzbhpSj
zQV4J!_Xa&Pp^|%TPx|V^&Vk1BBAU~W-$sgGI?y94KuQfJwF7hGC$i%kMu&tgOF?^v
zG0`vh_yzYF!DA&G3hM0IAKX&=1s0WS8h)^ux*2lfG0#RMYpLA)G$fTOK6<T|XCNyS
zC&&NUhsx(XQ9;G%vN~UB8;A5XVq|89fzRxIV+MgSrxB5MvEAFDC?Pz#!-sumLXI;$
z7cqRW9fP!|0qV-4&Uzj6k5Msc1ny2d27EXSF$CFpt1V*rkEWsIz#IrGjBQ_~Q2jXy
za2l4{iubJ>aAy%&7Sx;awzeTTD=)Jx9h*AO_-gPf1&X)pJ=)@iPP;x&Q*SGme_j>@
zMgrv-%65I=L42zoIv{)KcsK?Q@65N~T{9UcDC)DkiGJ8r!(5<bI5C&s+jBQJs;V2>
zD~rDzxR>O#XFyHvS6eI+jtfdOy@9<sQ5FM&V;!wQ{0k~~3g{AxU-w`UUM<y59;MXE
zG)Gj2ze{flPjrD;yVU{BG%&g0T@_Ec``3N7*)D@&`UBWD%Rt<(W>dj27E&^2_s{;L
z`edO$gAhNeQYCx$@wbziyiL8zX+Ayh#sRELm1H|d)L+2A=gJk{Xm5-A96hMarf2SZ
zt2%#%0DPlbKOD`!@lmO_@1A{Or%VN3Oh=@R@o|0BslvQNK2V!2(<c02W*jA?ZGhP@
z5M!7=N&?k}u+x)exKTza>!u;AXlkgNXZG*<Vee#nzkfayec?$tFkY;0u(D0evmn30
zRy81B`O*w+SKpDE-4Hi*Vus_hQ}5l^TO(04#J<jgYki&2b%}$}(i%@2;w>0$XyxL9
z)4W>z)-5;ySDY&6)o!s~Z~U=vKh_-Qfr@c`qD4Xb)<JuQ3)~@a#Pe8SgSTK7p|2B%
zUo#rLGqyB0=3{nR;VngvU~2p3V2a&#W|jVqjtaE+3T_eholg2q<2US6qrjs|fFD9o
zxS<KDE12w!_bv$v3JY7^>Bd8LmkZk*Rq(hJF#jC-SoeK1kv25{Q&OOVu2hLFH)p)_
z)z|y6vJd?lRUcxhrws&6MjE6^egt_CUvM;)VT1(Aka28*k(#E}ua4oxq6az(u|4?P
z*^{3bt<SZ@so;tvEA?Y5xl-LuM6yo|;t3q<rLANOtW9+{;$qI)UgFcr(T?XE##~mE
zt(^aby?MGE-Ky~6`be|PotE!5>b%P|tZ#TQBP(FHRCy~wZ}rIwHtU>bw&Hl)lH>2y
zICLrml*<0n8|o43tPeLrelG`lHv+L{Z{e;Q<tUTe*xvD{Ux~Ph(7?@!0JgwqVJN=A
zvvbE(+2N<+DqmJFDk@b7soGrR)ZT$(D@9KG^F^cL4VM@u`^dd51p-X-vcMvj6`gWT
zUT)isnXwA2vfWf2U-QVhjXorO=N?CE6=xc6ue&dO40%X;nqA4^T6-sc#lkwtF#`GA
zKId{k;|S09&Wrxpu~Sv};PqJ}N;;z>%y!cX%XsDW4+oZuKH#N!?je>#dS3b`V{RU(
zXb)oDi)b2xsW-EM6Y90{88>i9cPvBpTGaJv7Y^Z7VHzT;&K5TNj?Y4Pn96{;U;rrB
z@_%Th;*1?fmg@Ht{9qIvfgp-)xWekLHv~bG)x6=%!9h<td|aU;Gs4!_H!Ya%O(oQ4
zZCLPY4qI95p4lzJzYrbm69V4pL}vdgXvp@8;Kd8Z0T&mwNnF=$og`@NkGA#>6xQJc
z6#O~^QP`|Tt7zIirCxtJ@db>WU`gD55X}i*E=8@4g+74n{DSD`dg1=r6w8JP3Eg95
zent@E0g<oIfg+vZr_=H&RZiC9=cPi-Xh7fYdWU3m)SS#+83G*8;IYPaVfSVN3|F7o
z?r@3(99;(-L9<v%a{fFm^7o8{^?;q$1E|r~r{K3wDhuLJk0$z!GU*_9E=xz|JEw55
zTN0Mh;Q&16g9MUJ);fxt5W!=PJIBiB`BBEj<7ya|wgcFs{?(%*j7>J5m3xBDWSmc!
z0XSb(=gCd3hUicbN-NpW&c}w<uK_ev@^g7zNdj7h!I!19-z4Zhw`%)`bH{5u6GktK
zS8$2dQl|0qVjel#$-uh1>ZpRNKM1V6!}ZydINM4B?}TCN?zl4{#wgg9+ERmvrzL^f
z6Rc&jveQkG`^4@e49j<|DUego-P-C1_E%~d7_GolNDun}nvB#U{3~3YRSBEcxD*JQ
z_%F&*iQqhs%U|8kE2)cY@)0<t2&nL-_dj2~98`XH{g*$22eZ5e*?v1U%@J8Sj^R{8
z7nyw$GJy0p>d=*~B1&%Kq4$(=>5Osv1rKz1>Isx)26l*m&-*2BsO{Zeg2wV4KlqQX
z8T{9;BZaNEGc-j|EBko&fD?tzRJ|-`azV@~DcCx@K=zR2m@MF3I^crCC86ZjhblC(
zpp>FqW-LWF>~<SmZg3{v-~5ZN7qrdNf)nsYT=>O5oc{PZ#gM;8XAb*xf5~pOSl_$1
zA^^ivU_heF1(a$T(gIG@oPwj3PC5??kvYVa$hOGg5l<lS+r~>zVa~``7{aZ|6NiPl
zh*~-A=&w-V=q>xULZ@dwy!Fzak4g2qWoUjys$4ft+HXGL_|z&8Qf_jZ{ET060(x1p
zLcJl^I<As_OPwCrLjK|O=MB<nOPePbN|Jc81(=^i_=3=k{C7}v2@PJOG#)Uy0vik{
z<vcvPYHd_+_x*l(U-p^rJ!%EeLW9+<c2YD~Wys^5`@dI*ig(-gnt`ujb*tJPd*erX
z7#_a+WIOLPb}XZCxieEDhn&YC2Rn$ZH|s8e)Fg-wLx9kVxtjp~_Wi7L5aw~Fc~eIV
zUUq6{rrhbdh=SjL%O6E4Ss=H)x@>k+-~twkw0?VRF(18<iHaf3nxTWyNLDNt3yL{H
z<kOV~5tq2YvRKH(0iDJJW}$B2;$ka?z#{<Kvuv`XU0-?o0&urn)7;KDC_pI}p;tP$
zGtt(793WW;C}gW+k&lwwl;|c3|L;DmXvnsXQYk78c<b`ITJ##WrBz?go*g`wSZtnb
z50oChGlm1`S4of0<UN$-`T(U}M_?743MAEOivZ)f{M;5u_r$4<sd3$wu2~?Nnp2&d
ztnM)#&V|<8_)|YU3CDL7C&rGnFR-mI12l0RIc{ITL}RrwH7!xSkUB`BjznXxy478z
z#=bpCz9sHUK~VlZi)D4<v={cLR9{)&oRSLt-N5Pr!KAzc-*zASBdR!{<6lM104z_|
zxb`RB#$z{A`<0T6DR|w+Z54?q^U_k)lY!p;<yO^?<rN+WqFj4Np&8JlX`uH35t1v^
zkP`76-`v>WyR3N;%Ulg8nA#^XY~Uk6I1pNSz{PSCh|9p-vASn$;^T6Tw;b)m5tjGH
zd?&ho=eZeI=UsnYc!GHYgM+51Ga~L4I|aXennTOESfaa_0Tr<tKUdD(=w&hYMY|O4
za3>-Qn3WwU<@?*S_$sG!8t+KXb0*+t`{#Q>QNbsV{W=eH?=(!;&Xf}{cB*flaGA_f
z>VP17I;K?bZPQ;0N8rp)kgz|z=B0}TubaKT)Ijeo2=qnrH|I^pa2Nm{I~;99hmq|p
zXvJj5=vfDNU3UYUrXyN$kJnCGl#t`1BG~xV-elA{1869a8+q2KtkPd<qtdW%;!|(>
zXe#!Ox-dU_Ry}A>5l<6*#@is)bBn0x9Qzpn1V*w&%P)%kXCP@Ei`kiaiqk=>gmNL9
zkG7DCTTjL-ibcSG+)QHQO>5b)CRE&@+kHqPj`kU0^$)q1$rY8qnK>5$?5QjEe&O`f
z;ywP<scF*&Gy}vF$jmd``yh=r^X#PrBfIT9bRGzb?@N?DWEh8Hfhe!ZdPiOKqHnNa
zJ-<+KIT0z*r$Sjvu(#!#^!0=W1rrqk4Uu>6kGQ0cnFP^$e#Ywpe}5t=9`~W8cb6a0
zNaxeM3X0n^%)H|XV5O0J5$1-r^OS9V?wtA*XapjlO!TD#${~PmqP!2$kaHwZv-DUX
zy|zo77)SBW9c{yQjI@g0%*fQcw7l(WKmJc(a~tZ&y)=t{@4WwZY8YbK1^No=$qLDx
zfngp1eet5g=4rIQ&SK$d&wg9JZ}JN}vY^%eqOZ13zBE9Xfggn%5!v@FA}Q%;Zs;At
zqe4%UMBXxCj_g@A)7=r<^$u^RCBNKPg6s-cy>GI-#G<eqhR3^g$>d6|P>GK^64Rs8
z1|x{F7oe7?!i!Rm;ZB1lJb?8U7cq^x{2^J3Hmun&O2;-sx2>g~iim#`ZY2QR6A>*@
z#64CO1e7LyX2j-@MV=eT#_3LF67l_9{yrRnYOyj~qqmSeIl1+``*XgWg?oYFDOes9
zQR#XG^Hlmo3WR0u^y2dpM(0+WKf?R&(IG7mal%2uY2z3Wi7r;q#Piek23*O&MZuy(
z2~BnJ@8j>Azc&JOMaX-^h}rzZ!IPOM$#(*taaoPiN9(jx{U!14M@t)Vdl8;tv)3M0
zm|EGVVt-^rZDc<C{&Zigc4kj{jw1_%_l7@L?78`=Emo5)W6L?IvS*-%yA8+wE!|bo
z;P3s1bGBovV)H{+P9#Mw^x9eROdWc-Xcm+3IEjap$kzXz+XENspKKOf<SL_S^^<j%
z28_>YxhfSwh#J&|ae+xI+5A48Ze8r~w?OmYRmz_ICvs(v9LpVkhW)9{ydj|d%35(o
ziVkvY!Hmre=`Jx|{cM;p<-Biiq;fxDHKsn=Xgmct219x$G8dGRu9*fT=x)Uwb)m;l
zbvtFfx>4nB^UjRC-4VrMkiB!)%ZruLxjm24wY!3!&8cAwHRuW%WuNt;VUY>zs<!9i
zDdE~d8aSIk1CoxYdR=ndAa!Z!fLaKHYoPcpr@oJIj<ctigPzW|VJQ(#2Vl(D8CG)k
zdP6i8)${cs0j+by(St<$r1KZqY0u~_&oYigWye*NZ7m9-Y$yiH=9hW2ug)DbjlS1p
zmi3fAZZ{J)C?&MIa0D>}CNEUXOyZTW7aRGUahStU?TZki)V(N}q1FWPOy09%hWL*W
zcx8ToU1uqx8(uZgH+t1<Z_mU=Z-Xam=E!dqH61%BT99Mkl2BX&eH)hhO@=wG2d2iC
zOg?P4twh;v9{t3naOt|waI#}UwAZO@z^w6AfdO$NcwmNM^6h-f40=&7S*7aPS?B}N
z@}P0oee0S~zCp`lb#GUOnwOiTs>0fN<%NdEdJB2>4!O8VqU}%J8Sd^70i|C=T0+yw
zG8p3cuD@H^2K}DA$qaQ>QJ&q5JY4Wk%#oyr39d8d#gf1jXO;37mu*oVxt^?bT;eBT
zVGDmZUa;><$(*he+Sx6ptUZ1aIJ!+V;Pqms>Z*LW$zi=|dOHG{7vKN)SWwC_5TtQr
zMD`=RdCMmxht)=7y!QHi2;<xAmobN;q6a_5zI1@)kw-d;d}7oc-^^YbbOsn$DyFyK
zBdIFc$LQN=o6296y&hR}r=dKl0=CFxXgUq4h9EEW9U#airXnTLrP|ZmV?Eeb>MH)S
zbfLB#Oq9A;Ay$+Pa<Hbv7y_;b${22H>$Q=>>cVnqiq?)bx2J8n*i`6_Cen{DZD$ds
znLO#;LQ{P5qQLq9u;dg!yvAz9m1y&d+@G&bp_l-do9SJwAIXy59@?37$+fWlIK;ua
zC!406xnJL@iz*GV?8DA^vav{cu!h{a)}m)2-W)G=6FlNI>Q$jv1|(lEUdRg8AD>hZ
z`2{uodH1UH0C4!wYjJGgNw_Xr0dW8>A6m4Eka3VityU#0ohhUlhKM(l)_iX~q=<Yd
zv#0GQl5Pm8vJ>hzLR?5gS|EvbUjE>T)p?e=^6F<%4;w)zupRv}&f*~%^m$o34OVn&
zdHkY0hYq8zg4$AhlWi3oO`^66RB*cpG^QTWYJg&a03RjBY1hTe(pqqWe_`Xb1~}hR
zk2k09su1g|E(jQ1`PeRPWPk!_g8xc^&XgdURm?ZpiIh$FYw?>5EYF|Od90GB0_{*0
z2>K7FBv%Wxh>E`^0O#vD#CwIx51kkJOlz06_Uc!OhJ*88z3Uf0W#U9Q9cUbwMH6|f
zu#{}x&^iNM4KmmtI=op1p9t=LCw|vYlsLmw(PQ-@EHlp!vR;Y(=!`37*jcBo8rKbB
zVO6YXT*n7{&kUf8gOuk$H{y;^lXP%VsZScf=AbfwwLJnXUu+JXYfeB2jR#mw$6ZJB
z4^K2aZx|RO{^#DR!Ot_g3^;75Q>CaRX-ucTaaV}P7EC?So(wopiGc~*G@wlNMzw!9
zj~tF=MjmHipC(Y#Ps&ki*B`WpUX%zAo+=iIg`#a&Qpz#O<)6`g>40=m^h#BP@D*Ms
z7KlFLTKWtBdnX+*RyS&DA~ddm^O*{8_-Oli36WYpZAp<Z%MH4Y+ynwV-^5a58N&FQ
zfBCRfW27vl5;hjib~CW`rRzG2WxD|R?7X1-_~L9s0E7Ua<vVlbcY#lnjL5;?AuPp(
zR(BpZ9xLEP<BkPC9S;HvL#&pH@{WEx_z1eC8Nw~AxX<q&m>O+zTI$dM^zw9G@R~?P
z@g4y@xL{Pn%Si6quEz!FHthwum-R!WcZRzM^X&|Tm;)_e(f$F@s3vVZi5>Dv@W;;K
z;P7IR50ci6%+vhmyl)?gaBcaqyT_y(+^XwAZ+=1+0bz_IB!P~i`LYMX5-~!S*8tfG
zf^SJu)8@f59}$#SgY%_wfM3Z8zas#;X4t;(rizviVBY?j&U`Nk;CM}03#CVoCLOs1
zSfq?kT@I&y(glAla=QnvVIIF-FTc?xJ-nu`7C`T<e%-b66Wex>oFB)2w@pguyBw!w
zgkT<*qlFnOcsZ1SXSy*%9C4K8ahVA}kTl*)Tgu6QD>Qm5>bG6+JKHPi1hj%pWCHqV
zUIXt8bvQle3cO{;6`vDq;&XONj#<yha`@dl^uB|e!x>WscrP6y6mx-<J^<?Y5TWE=
z5wA!U(FXpDf{<Zjmhoi3oP*U&8-#~y#5`DlM06ZQnw65FG<Yl1djNq6_t&SSr^lzc
zab4%itXy5t!$yz2MyCyZ?Oy)xFnZ{_A69yc>|>#C$?d<&(6wo1v+k;Mb?pn8p=P2P
zphxN7NcEuSd8bI>jz8c1XP(|Y{AlZ`=$aV2UPO3K<n>J%vK2pRn=QJWY%eIH`LzS%
zBkmK{r#Jn_zh)c&jQ49bj9gInaQ72`6s=LK``GWCmyeo7<30kGYBldCu1Cq$DtjNv
zdHvoVvPsfqX@m8@0T8}-><~4o?Z?gLl>0HVCoIG^vlIQ@u^QN*r3Oz1D@f7GQ<#PJ
zA_yFcCWd6HH5=LiyQEd;lJw>jP$erb%Kut$gL;=l#P*CmJ@Qk#4$_cd3ebuHFi*|c
zU)a<}te{?+&A;k*<z#`*Xk?|&x8)8ABoFdMgX^J9tkoi<%qOlBkruIpKK9>N#9r_a
zldS~(L}>^~_B}7$G06v9UmD_lQGW9|od{Sy*%eA1cKJK#(UUhal*(()+_*ZquNi&<
zV~SaR?r>FS6C1q(RmUCM@O0i_opP}5Vj<0qX2-Uo?2vWyjX8ji;FPc9MlPC)%3PHD
zOX=<<OLcZMm9_gpdVeqOgEO6MhaSYaAGE8SXA><804GPb*rlWrgk{?j38-qFg;Db|
z$P#`1VDGPa=9Ki8*^d`8e~%X})LFgy%s<Q9S(drLle?$u6Wt==>s0rdkMzJ`p=m6d
ziQtPk;hJCc2Vf0~svygf9kSSd#&p=cY4Br9M<PsQn5qTE*giu#tnZCSSWp0t)Nb;>
zh}GcR#?X0Iie77QE${`W3=#0}G*5c4M?^L>Rgi&0n$83atM=w4T_O|@;GxE$*i<qD
zigQDMyQGR8DbW~{-*PMqhVh-P+~(Ac8y2AX>J6+f$9chxO@__&V}jwGIMj3&x3-Y!
z=2r#{J$E58j?fY5QT_Knq}O(BqZb{{yzttau$Jj-diT|Ys_&NHam1`Xmo{hvO;20}
z?mN(6s9g69D-vTHHzu{Q?$de~_MP(E$od`Ce>nb~nG8tkrP7jWK6MPsRhD7^U4t2B
zL$h8YQV_h%>o~vUWy~0d!^%A5I!*R*jw-!k-_&a(>Ubd0Iiaf}T_q9Xwi8rK*|%?<
z^ULF|<MXITfPY5ueeGa;jcqZcXb@EgYofk`DDYIMN*A7{WH~}YYDDDo#k%D7x9i>T
z*<C+~POIP1fAUFy9hFKR+b)-q9<2z~>7k?55pg*PcFsR(KsJ0ue-|<giin*Xe`e;8
ze76m==k|DXuoVIAgOlk2b#q9*N&$#(a|i29x}%aEHBR}G26PQY7W4F6!1DR~4xrUp
z-DeRz4OBdC_Zq{SBL;w%q=7D#>3QrooN!p5yzYUS$pZgpD=c5rNN)Ov<8JMXOBzLR
zY@d!z+dvlXMm85-5z1}w{=<>17mEjwsb}a|z#o4tYhMEO&hVfo^Z%_En`-l+PWkjc
z@$&j&IGu%*1GZhpG&P?#=vZ}@<UZbi$o@%23iOUQxw7CHJ$Bi;ca;YZ6E)*TX42c0
z$wCiQHGU}B49OsQL4ZR+4sgTP>2ea{(S4_;>!L0(Q^`ODp%2nUsP`^|0Q_@XJw-Xf
zzrwq_wOGyF&{`jZqGHc?31>-M5~jXTl3w3YoMEVMi=uGs##wlp;RcrM^IUmtr9`*c
zyJ%Q}yBD!_Xf-vOmyG&VKf2GK#O&H+{+`kU<vW?RGi(9+ZT>9Tvt^%q>4_Qpx1!-E
zYP<LfMaKON9w=K$r<(a|@7VJ(*<*iOr&|4eRRamriS$|Nc#BAuaA+kYpIhZm=4SGU
zX+=|FI>CbvK6j6QE7A3Z`|)Qteeq|xjeBJZ7b$lWie6qic{q1sKiX>ZH8*HFtLd7T
zq}25H5krmls~Q{+fia<tCgyyr$ie08>Lg@d7ic*s_N&*Z`SCS1cf3lC;Xos&$dAnx
zT9S<zNMyTy^~6>ixh>a{lKYc{VO^?07tRcz9JsOw7yzux)-2K{V7PG}At;iWoG%3?
zgMQ{ylt)Jm*y}NS{K4)*-`9kc^@&@pmfVi(E?;C*)}C@OgMUa^y4|`zOp;Cg{X`x|
z!q1JVVZCAMaJ#iNeqZp@Lr*E{ztyG$Lt?O@ys2__B&*!z1d(%56oc@rul#6MfRiG0
zsMbj$nQ>}SA-qD})I6^0EK7@`f_rgK9Ykw0n`AQI`1aSKpkjZkn!n%`C5$hj(y+%O
zpa~*E-kly|wlDUxe9cHqOM}`_f$d%M$Y(m&EV+Z2pL^xfp2lQTuj^zB>>8E^%nVX)
zIaWJgQ0ABHz4zlRS`h!XzP}b(7vF(HwRN#ikZ<ngdpP^fGjB<noh={K`XdjsW)`(U
zOW@Ne+E?EZTs99E8MG^ey>@=R{O&7f(y?Gg9+S)S1Uaj<(o(%0{`hp!Z<Z#B34-`?
zn;ZGw2B76-e<>fwTr*#%JY$8jIz{bqhhpvi?k2w`y2P#dTgQN3<qrudAOrwemY=Hj
z>oym);!Parh{P;R0#}uqx$mQe6xwGQp0<tmA#RVMedm;oHL5}buD6;CADGo!Hbfpn
z`&okvp?WIk#b%17#g?Qb3UBY$IiZu$RM0DiC_w=;los^Kr_!}>Q4fxbr)fN2+#aQn
zi~^kj_9izT^L5RxvxFEsW_czj>eb>6@&T5Uo>`}wC6r$$q88b>xQ>y6n*cFk=0a7=
z8!x76${=IOePueT)mppK5Phh+-whmmm`}&dSg!;Yz2|y6y{PfY<c!{7;z-4n1^Q<O
zxGs}_NA=X1-A;EfnxY)yV?x9s@}b(des8-V&N2t;EyRu^=>|$^<_W0&)uB2OFyP0C
zhg~_NG~TF+i0w=Qb_u?3p@%MJEmp`9dtpj9Gi(&>1hiv>-#`MmYn&?}07{0+b^!g(
zzg*IKAhXmOFBO|{?}+~X!|}ztC{2#+IPWEaco0zPt3~sD^zDG?H)VI^S_7)dBY3@~
zUQS-Ydv`6-1eCT#7vUOGbbjh~2E#sNWZP_?nF)D37Msc=fO|ZQ-lduVs9FS6364Hz
zO8qh(Rv+(+hc3~3uu5*z>lyrXRKUt`mS&0`nJsMroQV-HfLL!L$f}m7u4Jne=;-mU
z7x2HI=&?S~9i94ceuZBft$5<$d7oiq<$4{v!C)xQ0eg*|&vc3i0VrQ*nj84<jygzX
zWdLRVP-&$Jj_KSIr)sfO3FH7!o~X(NWo}8}f@REib1H)K5+5J4E*-BEjvK9Vy|#9+
zjHwU!AV_?8;is>k&KEek$_zEF+Dj1bl-|UO{vou!R?((rIr2fOc>rz0J}5>%Epe!E
zt4^h$2s&d$jOX$L4c-eykkAYM&dXw?YpXn>bAbb6!=}m6lNx@!ddK^k2oWRl?gbEo
zua#-adFAl5(gQT0sgF85jWTO?h7Bd_TE+B8yJAkkXA>X4xSWKi!b~QAB5$j2BVfa1
zHw{Z99rCb0GfrfDCuBCv4Wt*PweLl~*!t2~V5I|_BYokKPVg##04R=M&FlgQKloPb
zpu4qqA(*aN4Fx3Sni+J^*8&QU_#ltW8|*2`6p(OKh)R$3Nrr6O7K8>DnUJDvA({H8
zjfCL4ar7u2<0&@lJrZeoSKJCUR?<8jT+Cn2#?o%wA}W7WXw$NV3Jf@O8m9G5<dN;o
z!kbrIZ>YtMPdDP$e9Nx2v6=^d5OY9WQQo=L6ruuNt?dSA*=b8df2+<Jh;)J9synIu
zsz_P~lg7*F%3@d?9zm}(e4c`bN*2%^FR2bTt&pWcq}23aLm3RQST0pgF||_nAqiN%
zeof{LoVLdGcFK+So9Hu-c-5B~B|c|zYa*Gv<IPz2R}OyQ*YDlQvML~{C07i|3E+$W
z27q-$Yn>{_zps7s%_H>%EI`SirdtP$1e!flOYfKzT*318cF*CB8Pf)tE3aFfuKwZV
zb1QsqT!^FqvMGoaEW0m<CrM>ML)jBgRsbF|3$znxb^zCD>@f_x0oncdtNkBNTm|X1
zdcoNfpd5k7@;!9IJk)rgclIfgfe&BhEbeAK+Jw2M_#X~V;Y|Urf!&*2ypi!ewF3e=
zP$ccpV;XX%hFd=l0N@rl=%U=d>nhv;gTcZ8EXT==ak1^MA~@vo4U)6PA174UR&bMX
z!`AJlJ63yv_X?3ESVH`0_+8=cbWgPHt|u30OOcR|UhH)SfI)amTPla$ErICIp;8;P
zUG1jpW&}*zerW;H0ZF{aa|ufq7YEOmwdNBY0wb)o3o3yoR)&8#fe4Fn)HU86Z1TID
zQ;+PMsb8NtQ##8ftUXN(6M(&BdlhkSH)#WOK905%>)kf!*<*D06QUsU<FW~U$D3P3
zdIPxmx@K<?vajpwz=w$ZyM#i>e?R}>j0;~^hkW%9tOU0TTO`afwVsf1I=%8>(82Tg
zQ4mY2p`Xf$C}iol<mqg!`*ITTZB+KtxPI0Fog_yg&mi{^9H@ut$9^8NN!my%<Uk>^
zA97SDX1fxzUoSt6BSn6;eo=i1l6M9P@XTQ^1#ft8qQuGRHnkp+>=En7qAUDMQnq%<
zT65*L76h+((lqdjVL3&0wb<}iz)x!Zc`DV}c*ff(ykl^tgY8MHQZw?_j?~!fsufa%
zb+0UbIcG!)xH@rl<OQp#4wcj=2k!h<{?3dtY!CP=sZSB06)jNII7U{HttuBQjl8-8
z6M5jnh@M#jlu|VkglN3vC(V&3y~f93{tis>dD#o`i|Dl{ea4S*<E;f^kXTfG!ddAy
z@z3mVF({nI^$+0M=h&9V6Q^;#kFa}XCuEQTUdTaq=?Xcx8M<q2ZIiBz_DXsNUgB-N
zj!Qq#jU&A&Di1B;b&~1j^0jQXEmw}P5?l)*v~#E0XJWoA?fCGzP6K|HuXcK9>)^<Q
z6M7MLu*jRU-V`>0dq`!+<QR4I7>6<-a9XI4j<pdeq=2Spmg%?VNU7ut0lVVBxV1Ba
zEub!8nk1_W@{95F-e-d8|BhB-r#(1dksYB5aI2IndXU%<KfPomws{LA)=rhpFZPsx
z3eF-p0_<!c%e;J<p{J=L7UoacL(C7J{oS);hJ4UYio!{hJ+7D3O2#r8fcLUXQF=Z7
z1lLOZr{8GS)nL^L6Xv}6*<u`dz(oS&kNYV<Y-|7{C+pmBvGMSkcmDAqUO~gQ&!Yc?
z^sz^Eo{4Ay`^YkVT_UoS8@o*Ha(wofZbj#R99?%j)c+qpDOwUDgi}Ze*=3zlw(Pyi
z-jb1hBzv4K#F0JD-m@Y^_9}aG_Stvt?)!W9`_JRyxVz8i{dvEiujlLee7;VKU&MhP
z1!UL|inG(Q)4$LsEsnyCoAT1v)U(xgjAmvhoHa@LRcz}FE95Wl>CWO5;K|SP8=xUZ
zm?SHwY!{pZVzk)yeC`PTL6|r6)w0?7NxgI;TxsF}iR(vt81`fMq&vw8p0xQ(ZlM{3
zpI?ngIHQvYp|jvYG(>dHVsrm!&+|PSW0g*b4DMX;QOnLdy_J{61Nl1*HedT2#@?H*
zcoA4+$I9q1_!A{-B%-#M?fj7u>1^rp<x7v=KNTd=GHOiG`F2rqg+F}QKlUz=*Juf!
zD;ZbLWzH^_W=9e^%!Ml@yg%kw-v8Rb(w*9M5HiY8HS)d4vBSfTCU)GN%1x7DY#k&I
zHND+7d3kuvk#k7>)0BW|iU~&GM1onts4gR_vU`DO==AjIzA3!OSYOqHH#X}^TXZ#<
zTvEcU&s5HWVaANzn=546$S;fUga*6~KJ|Njf2V(8LrXJ@bwr-4OdibqB#+RMJYrY;
z(OdfQFYTB^O{dkhI-@+D#(V7g^|g^gXMz%pD3@H2=K1*De3{{w$+bM8hoTq!g)DVU
z;y0)6t}ncdu8p8~sW-WzF(kPWv_Lz=BkFs}&eO$>Dspda=W9gG+OPY(4?cVwBELgW
zRtlXLK%rw_WhmCOarKh{b6A_+RI7Blf8Cccd${wsC48ZWft_TEw5fOy;pXCeR%t9_
zZgq3A+UCrg`Ps@-<|0q_vAU@oueIuQSvSgAxfoCU`7x7)h?|14L(Ic<20E*ZU1e&&
z1rLQ^76@k;<HlnViQDI~_wN{mrFU8Kcwk@Yw@<Jq5SPmMWXsB{AFR-S+c)U7nzN8Q
za#>dPred`~aLKVhW#B|^n>c5(j=O)(X>M>xOOdIMh>nAF8%;M2@G0^-jp>XVa#72C
zPq6O1D@9p(3H2PsE+$}tZct)ZOTK^0Xy&8WM)7f(<>$eI3%Ln?Cw|`Da@0y|1L?0%
zz-y?ra8QJ2N>8FQdoz&}ZP;DT&R;9K*Vrqy&94%yJ>gscWA|0`&Qw~H^JU4(bkH4=
zscXCj->4Bz43|tYUke0twykRm-&r!ECdvzoW@ZfX>c6{HzcOYDipgb)H=zqLcXq!j
zJoCBm@f1V4JmgLBtkCxG^~mmfSL@R7jRvY^30K!VS@|HG*l{8=MzX<2I92amb1(D6
zoj2GXPZGne(7ZUW{R>K!gSoTMm}`B_uc+SqX0G&NF5NJf``b3%me@mN9ILzLauVUf
zC~;CtO|MPL@cqVjDYbH*?t&+w@o)IlZ-aDH!%NJpKX;%&vad8+`K_UP2!Ccj*aAk4
zvzskF$CnIb)ZBRbeNo9Sde={^(rmsozOAa3u^(e#o$^g!kU2)^b=Ir46wLsqIsalJ
zC-*4&(}%fu^*<xGT0BQLRT{tDC*L+?WE!5?6v8gN%LT25!Kt^0#}o^DD@TR;)b7_v
z&~-;x?F>d3rM3t-cVE4-vZG4HNN3A)4kpyKLOk_V5gOW(qJO6L^CS}=BL@??7|#0O
zOM-8_zA1f(2=$1fWfp~QXqm?I$E-djE)uw5w<)IAkhSvIaS!25wPlV$q*d%_5Kh~t
z8Jz!o@)tb#Ef=aUcJ=TRP-<EgY%RinJfi%^QtHXX?i63&=p3U|0B%eqCEqp!Wu6UI
zTLa$PAVzS5ujvU>)hK)hdx_9L=KK4xps>sNanv@!LG@30;WP61Yd>vlg9&u}DBJ1{
zE#z2#K@W3eHS_cnM;u(d&Az2BgKEbO<at6<bL#!Q@Y_ngS0>BuO{hM9>zv_y@<7}T
zU-J2~?d>WeE(kjr^kb+PVSz8n%jOJ4kx3ty0{A~XOVQ3grZ>u_f%e;GL<1`{o95in
za?DeAko{g%TTiMx)gFV7xzFJAALN1Ljo4}s6Cz>-wHyA1?l~^81Ye)oX`hwo@d0e;
z2-Hnq1X?DfeF)E4k39JeHxzbhs}Q^R57L*SmeDf;EDF%$Tu|72KAQk`)=R8osl-PT
zU)<6tk7%VUg01pa{o3EG9MGDneLJ|bK}?5h=+@<PDvf@I51FB5MkFzpG5+PRVefiQ
z@`IrViT1Kn^!O4fIpg!M<FW0}iSGTP)LxM%LFj0r4jb!es&#y+MWY*zF~rCw@buOW
z?3lZ*aOHwc2M2Oft=tv|C2qqF$yAr`4u#x5bHx`;S=#ZsyR)rP_N;PCxosTOwZq!E
z{oP6I^53|>#fQ*QJ#5Ef$YP~1xXH3D_!2KTeXVCHHw+l32A2KleSjf(y79iBX|B}$
zOMy?E-}@;SQJ$t^b$kUH3_8C32T1{VzlqFG4Ne5tnA<v&KGCq__z3<ZDESzAPH3~3
z8UV59UdEK%ZopO`q+MIad$Knl>W1Ii2mzG&^dgYpEc_m={Dp_PtZ!;5P!2FwK|ZWb
zO2;txQ=dKSox_)!b@KJ+?;0mNEmfU}WahelU4Wi-B(pvo9`qA~0r064MVfgJ?F=L*
z!|+wZ48kN)$3Y1Z5DPXH@cFpaTyv#4EOH)^B5GENIyRmC>$ZZH?;gN<Cu8HS6V7!F
z=t;w`6O;8`XwXIXZ&LvuL!Y>csefT5E$q`OmwBK3mCrVqyo2Sv(KU-HC)K4_io%}I
zE>yaBCEvNkrBgZR0%!x|)ht1YEuhf>{W#?@(R*wSJ3mpjC#m&hvR=brC+hY-qkd;f
zDVuDu5wjT6@}jrzuKv6Ey6*Ao_KZNG*OXTo%~urwM^_vd$rV-jg5?TQM)Osd`9z{f
ziJbuGXa58G)s$a#kO1fR+5o`g(Q$lVMi5jusf1fy@CE`mvxz*O&2^)QOV>|ZFvScc
zAk~-9pL;0&2QkmjF;2JwUi$V>ylWygU#{A2&p#0LC{|MFAIR??8ypZ+foE~21gb7}
zai8%Je}S~LVhrLOIm-n!LSa~~RwkG~tQ9_)UP$D2034kvET1CC^UoE`&CW>(+)zXk
zds;}S!58<o_$jPB`wt=q9Zc1x_jNhjq!AIZ$Rwexo{)&U=7y$&E435{`oZW=4fCHY
zzg_4fCQ(O;3&Fd}|FC3mXO>@?Sf<3H(>wC75P#N4oyOxPZfL~3!23KU>eMPEJkSF6
z*gSwC>iGXqa3G#h^B<K(?@sCwrl(p=rX5Jf-v3|hBlM?tvQI+hMI}r06Nlh5H&@mn
zH<R_&cL)Ag-hCjyE99?g8y~^^CGDD)@g)nl=~6>iM#ho&=k;#!>E?pG=QaaU@F}q+
z#jDtbZ8g%f0ieluX?m^*#rq&oy!*Hu@RKjezRV9;n-an9!NqY!*C$`~D+c#MS?Ww)
z(-XMuq%k-h_%clCvI9DdK&RpZjtk*<@X1BVFA5UD?LZhvcZ{YgfhsPMKmidlUEU%^
zBQ}f}k$5i?!d>j7Xa@+Uzl|(BLS-sg|Ja|?4dg~cG3(L=C3eBYhi?9$2KRY3@L77j
z#IBI|a8Sw(zX`#R%t%$SASdhVuFlmy(|5nhbFa((W&QlZicu;GN!cr9afigLlea-F
zk$@Zg;*1HCx`9~J^AmJ?%L>fO#dCh`ya?uASU$uU^Qij^80^;oX01twmU?9a!J%|4
zcTaG@vOfhRW)&>M*kN3*?lGG{uheTE2$R>x{yEd;tK@y1gp&2rrU_MBw*cm$MEAB&
zh1ki$$cztRh>L!MEav#zTUY1&RuI1@5fL)dOzd#rR<L4scpnXYU=aVEn>(xKaC_2O
z94il=7Y1eiGw$-1?kaOQI*sT-HEW}oU+*|3T~N8Be`8n0rwWz%_&><kipk1dAwp^K
zt?x0UFZI|&0Tl)Ek;R?AFHW-Ei$du&fop9iC7Pb9{0VU_j567V!A$nWA8Woc%0IB(
zY!ojO5#xr|7IDFnKkW{9i{IJ<;WN@nQb9DJeJ{C-Aczu^edS#EWO@qva+jZH&`TAN
z)g9~8{R<N;csX(^r-ivuRxssaCYWZg<WS$m;>k3+6;V6Gv~kubyh)B%;~gqtRA7Kb
z$+@3j1<z4Z7W11aV~<0O@^S^1>=iICy^>!FYCf;HAo~mognQj`nLz(nurONfjyx%W
zp@ErWg;XVs*lb-@`?G6=YF^OR=+>$<ht}!USaB5|*-og>^KJT)EKu&mS;9}obr3h<
zs8nK8B+EB_j1B(dGAN|JmTr<?*_w(B1HM3Fb7XD~O<Q|XGr8taq>;FP)p0^@)zeI=
zN#rsdOZFUmAb7suPy}eT(S19EE(5}Z+T)G%PN{ZnsvZC3JWNbo&a&XGP`tYp(L-KY
zHOs6+#N@I8Mqd1JRvN7)6Wp>VwxwhvynFYS1v)av+^z6u*2maDeKx{%moo~t&}O6H
zC~pW8ZMoxtt7)tW=83#T(VYtk?~(zArDUVa2nz#o|7fl4+Xns-xphF-!yfJHu_c~9
z)2x^mlR%MWx1<~g!K=E7o)L}m6UCB#$bE1(zv$hp3-QE3d6QssLgpq$%8BYNAA%l=
z-Ke8`BP%M^JjP!!r8ed?x!Km5uoCd?+SRA@EbS)|CH8Ui^XLS06yp}%_jJ2U$Ic7J
z*CRJfqW{*S0?gDK3A0tL60t)4q{IGKEQ{NQ^jmm$l&!Ak_G&2i--D1XzP{A(&PPME
zig~VTv@m*h{z2~JxZ;`K%cU%Z3_rC;%4}jST-l@Re;R0-Jrc_td~$cPZnd>$tTrk}
z(eIgU9`wF(O(}CHgXBqRHEG89O-jeIYNM{QKl+Q<C=YOOxfzMZNv(^p$M8Njzx2$~
zwePLZ;(PCM(;@fBQl^N;KF_YGBc~qY(`}<+sqKot%L;4_=9<cOhYG#FT=1S5feZ)p
z_jcVoIo7w?9zN5m>nRsMGL5l=hB@t|q2jPZKT5eEOm9}CN|O#aGHbTPs%GUbmGQE3
z1g=IOKWr90ILR+abS<?PbL?6)D(RE?B^kVbT*i&PIWsEU@<GFfWBP>w=~7<LXQRwQ
zX0P&$*VQSb1pXHsv6&<!PK}SZYnKqq4ueysV~!7qqpf3#dWn58w>PfJJNsaanqxci
z;I{I<uEiwwDGDQhc~ZPNcJk$YniUw@3I}V9&HmV>?7ADQO8X&_NWz}MMvH89Pl@*q
z*l`nGeN)`*hnIuz(+fZz;UW(Svfa4M{C>o(UmgWB5;Tvkf>*L+F1s2`FGN;|WQtES
zSpKERvx1nVdUJAwpRi9}P<MMp{k$vQp0lAedvhm7ak^<WP)caP9NVqy7;PCVpp+hx
zr2DPRcS8sJ{vB=2IBx9W1hwbFsfXTEwBp0A^1D#JvRp|JrjS#}q-aa&O?g<By(^u~
z?%d)a``U5tFG3#HSN9k#TzkZ4MP8$^tWJIQnmN?ogoj6@8`h?SS4?TC9D1XwEE^#f
zQR#k#`4Bmn<~)M9Rmm`0CE(1>f7|BbHnnfXQNc`=8KsIiS4>1vQ&r)jO4KzYNoTV)
zZONxU>n;G?RJ8<o5R0t0(l{?VvDb5#)KL}l2{I29|D_G_L__brrZnlt7pL#zqv?7k
zVcVK2g+v<P1agV-fMmM%e2;!f3_#|m_Cv*mFNPwXI67)IeMaIvb0=dLZpwA+U57_>
zjHA!NeuV<qeavGOb`UG)>#RiL@gUlw(+xhwNz`$XgJC!_2%X>s6CO~E$`DY1nqhTf
zs9e7q+kgN{Vz6rBpMJn4tc>!z85T8-^ZDnN?b6EsW&P<iE#IQvw2}uxgBo|N<}f*~
z<NrZoY>njPN-c#xvi0I7jJm)$rw<-blv%@@>46mKgV*x;iZ3;CtGCKt8<T3xmHSCp
z#eRHMTEFP+Gty&U`e7(^7ry;Z=PN797wV@`P`OnJH!L+*+A?Kjs{lf^(92#~T`V7|
z5QEv(P|Op|H7P;BjC@mtSSKQ`8X@<Zk(0F^S}|s_oH-9_^63x!p!*=5g+iOA#8!3|
zu5?);8^I*7ebIr|u>16NyB#U;u$&VgyN|@K5x5J|$-x+ST*FEB)!jQ4frSuwzdGEo
zuIy5}X+qwH;1`=s?neqhY)x$nkEX(ooh05Ls||7guIP0}Py6^vi`sd~ZsWEyXvNSe
zXL?>Rldc?>Hbj$0@xrGYfU(7HG4q2a#61y~FYuLz4iLO71#UgR$+tD$w^Oh+u?Ex<
zo{}!@D&T~)*v%!`PC&8_NpltKAjZ(Qw+UaeUSGJ=Y*u~%d#+Q*F}Kv>Iz>&nt>>}&
z+t5_p8QQCU$^JIBon!1zmifI7Hod~6hN!TL6mAN6s`D&hO^JY^SS>(j!`@jE`y!4O
zN#514L8v3@u%yp;_{$Po;2}?;=f(W~tI)oTH{_>vz|*;~r1F&+;EDXXi#{-;?c9PW
z#Yg^b2d<^#{>|?KiQ8EKDMI=*RuZ@rSaJ3>yzq=8{V5>H)5_*<(|ld9AXKawnldwt
z=HbMSM375+?#duBS38?yq}_~CNx})%SH3w&7QXu*L`ChegwcSr^ZiN@fVp7dVjd(C
zo2YP_zR`90ef>)xvkxp_I0}ui1x9_+T6tKq!RRky=MC_Ol!qnhUf@D1_Lu<#!A;+F
zFn<eie@MbR_eZquco1PsacTIj0+QL4!0kf$g1Z0RmM+rOxNULy)$ff01CYQ)H%eR6
z<5K&KVBhd*Hg8k_Bp->Vj|Bfkm_0kk+s~XS7$v!fS&h4d10zsq@#8#B-L|t-oR)AI
z+|~?%bGCc@TBM~;YK@qDB_}l-#HncAun43Pap*F($9aPyyW?{ae}+rMgPwQ6C#BMy
z^y9}naF349d7lO-@4QcupX*50o6r{vi~E4JpNi<&D+@pYn4f!F{89rvX_);1^t>RC
zCH_fShAcR{(U4Q3PIU=+*h2sWob>C1MX3qohXsNg!A3$u#Ep|exeUCPc<douDeAkt
z`xz;i;;VcAo}?L{k9Qh@>&Zi%C+9KanSX;BP6t#=zSLD*OkC-7!mvU0y?{<h#jjq)
zC$-?A?Uu7#1pO(<?)eSzmI4Weg<DRU5APp?G<QsW6Lg0Jr&Yz#CJZD#DPz!GxOge~
z-LtL}K3FneDo}j!%K1nDrPDK#@e0>19_^Qrd+=p9=<wtK*gGP;S@PkT=2e3=(2Iil
z{ikDpfaC|iZ7amEW8oF}7DY_nI19V0MJXq;Db3DyM!y|o3ilHF0Bd2KV7RTHV4$5P
zq{m_wpDIF|EmI^vpU3t-<<2jjZ*Z@1JP}Xeil@wsc?vIwDM3Pa@L$ttXs)pwZ<oIk
zrMgJLjXp{dinU`}J5oY=rW5SKQI8~IbccQebBifA5`)Z#INFhlCiuhi#gt$eVYVq@
z0uxxNN>X6y%NA^0=vzz%QJqJs7|Wl-#pl{wgw!%S+NjevS{0GfLi-@w<ugrzVh_H`
z5K@{8?}@`rC{v~yd7O#(%9>27?M%px#k^Mo&xfCaD{tiq%4i5n0!S6w#ARvAdKZ<+
zkeS4<PXJCd4`e;)Hy_m?&gr!KXK}?KN+u9D-7YT}7MIu%sci{@wIp@RALK`%^u1OE
z=K_aS#0RD4fiz$H;M0bw-{tv&{|sM6v;Ww}d7r&Cx$c)=wVl3EE<^k~hPY5Q+WOYS
zQpS@~u%RQC6OtV=Q^W-o%X;k~-^D5xYWen0#Zd|4b!@6nNvvp}gS;`rLGAf2V#A<D
zmisaN&d{625>r-3`&0Q51%mzZ6FS|Vi-KaWPh{hd8Q|fJig#S>65zQAl;zA5;_SHV
za3a1`O+~W`BFDo`(qP&F^!%f7!woY2>1JoD%DJH0ys9CEAKF%QWqAwFDZvSk7KWzt
z^QMc!Tg7?Vg(S2$)c!R|a`GQuhuY^B2cKRO*fqpidg~)Dg#F`Q25=bLRW;<58fGyi
z`4`N&b+TO_#3;q*Iv>Z|5$`oYo$8PO*qUAKmu3sz8IvW9J$mr<Q&8D7@KaWt=ePFW
z=RCKfFN;~1dOd(Uxs<?>F8w%)QN?CdL;c)#r-Pgj8P){`xfOC#^?c^S-GJv84e9)R
z!s|5~oR>57;JJag0pZZ1)+2XCHd7!R-S)~7eM@Eg`#QHj8Bppj<dYJ9-5Cc-97urS
z3(QN;LlCDHTw4bAW)u`h3KCfJ#6Pyf7;t_>Xd)G_*lgxfL(d#!e_odhSKL{ysnx}X
zUDW;q^AU3HjcR#cbF0_2VLRjP?Bo{@VYp518?dAt=xjkf4aXFAB!5WeIl(?ZICyor
z+#zz|56v_B%Yf&ZcD-kD@>8Vp?#Wo@tqrM^n%YUToje;U0lkyonPiJNUMnL$_Yeq9
zOZhpYn4sJwqVkZgX>77gQ8NBzr=$g~K2!8mPT)vY*Y=4Qd(+rj<OAB-H`G3QJo(Rk
ztW((DrTnr*)vNKi#<AQIl)6?vyYk_2iNF~$yG$naoe8s?LY8IxZ+o^k0dJnp9Uqsu
z-kO1OCH)7XNalBMbZ6jYZ-~ebHPxf1KI(y){wS6CF{PJv+&$SKnJfRG=w^rPFo7$5
zFxT6rnFq=BFnr%Jx;HD($20pCS&@^q;<u#3iwsw_EqfYIsbKYadoiEn=IL3vAC~js
z;dg#Ee7OK$-!Q-8v_5hyr)zST80R-iQ~aGZOYxMpq`Fn;#rzB7U-xb=X*nPFFt9b$
z$rjIuoD3du8+NiQS*j!9oUyY^+Os!(ZOs&0g51ZLXE2-@YwyU&jZZePx_Q$k$3kYN
zvvd3PP8oS|i|qn|xj;Z<T36T5;PqocE+szah@Gn?1U+;Xu{dd3{K2>6p0EB5iT=2%
z_|TQa=+oRUSHQU2A17IJc^ceF{g0MzN$U(a(Pv5VI_)X9J`sANU_L9G*sZ1lkFl^j
z6XWOEC1HH>AfDc`i21wJE&CmxkXh9Gz99$d+y@LnyllP@826yka?=OB<~j$Fl=bQ9
zIfbii@ygWwQ}jfSZ>GO)P7S${Dn0ot&v_-_Gg{Y~x6UYudRCSzLOV`jQ|L=N>Pl^k
z61&Q(<szlh{1;8;zF@BV@49N35?;H#woUOmm=pSPz3pwz!j{{vf?v_m(Exv6xRhd%
zA+)9!bB$UiF9tn4IW1tgMphf5w`S^Z|0Ks)=c{)SyRN~VWLB0mX1mxQax;7jQsa>$
zW8KcXFd73JGIV=#MSk?Wp+Ch<8;!iou_2@(YMG6gX({1kpP}@$2}#(h067J@maxAr
z8|r-#l;QN?2<1NIkl)sNG_zE!Mi8`jiJ);#r8@B_1nuKHtsN)7N`)-Uz6CpH0GwhA
z=k7k3hu7^J5!0U$9DKh+_+r==6I<PJy3mkr!i$60y>mP|<}x2_NeFNW<v?4TJs!X*
z(W-0?rr669r4*@P2WfLQwSn-J+Bp~A<tPqk2&n6aOQ2o0_0VO52)e7j63|i9d7#A)
z+s^i(4eeGHq!gkY==*b*H5z`X<7nu=&Rp8kl=L$7gAdV_iVJ{eop-8M_1`<)%JAcV
zw!4bl(5+1-ebEfZ*>DnrpNsw(7zUKzEP*FyY>FU#G0lcAz46@m?+lT4_)oOS7B3ol
zT%0~$RKtj=-vqQmYZwsepq}OePoa_ES$Lv;a};!^)P3`P;Ys<&Uosfla`;AkkuYne
zdkU`udC^n+R{s3!VB7YZN5#VU9+tYSs~>ts6aH}l{*s=8#o1sCTEkCIzzeE`=+&{o
z!$12p9EzA9A@3Q+2FhG5N%8x+EGPM<0~(Zl{jQ&v+|+PyT}~0;ERA0Nzi~43kH~!S
z&s_Af6o<fv3afSE)USlFdaYahkw=V{+HGe_n7W+K;KsLyVgPV?2j>o!+ju!;H1{6_
zb;*+MknG^vSt2<|PxP{$l4rpZu2>i`c~NwLFd$TnQ;kcmKRi48N~_s<$qs_>1U8s6
zCMWs4#G>E;rc~q8gz@+cHd@dpGW-Vu_lo?jh)JOuBi(+m5}GkLxFNgB`LlcVCq#EU
zP8O!|UI6Y4)Bef_eLTC>furS#4$}Zs3q|8`5}Zx1?xSQIzmyo|DvyK?yRGQ%HY-sM
zwf$*lbm)C2qA!kmTb{^0^BgeB?zh#V#w3Y5+PGscjBeK5iWDFsG4VYA0XrihJR*Je
zorM)#lk#A!mhd{@%Hin3bM12Ya&8CocnYU2N=oF^vmmB}iLnBRF@{%Ni@?uoP4s|;
zzIH0VJKk_4qNe7k$kp>u?_U<@Z`Ia~xsJ5#Yqeao?$tsdx@jvc?1&KYA@-AqS}w+1
z1|3YW%VJ^}=7TTlK$O4Aw{&XZc3jq8j|MT)#1b_Cy#KUnOH&RH=}1;H_q6SqXTuju
zeM?o5ccM}tC;kICI%7#OJmeQ)Slz+Ee$FtWM(?L!B=By;)KilZ#_+|nU(3S|H-QTp
zt$Tb4R`X5DGjeFulIN@H$xp*kV~#xfz0l8T{GkE5aW<?ii$vjV%9h}fe3uQ4b6YF5
zns&H&LT|8hENr8ca<Ulz(BXZ10_AD)DLKAD*bu-Po;V+D7?AR7{3Kw&om~G~4?i#7
zgD(uB)ziLGyiz)k1W2q(Pf{7tfX+Lk!2i@8AKbtF9mrowr5}Fp7z@h=mg*PQh)Bx4
z$5&5)>}R3M=?Z!E#1Ks(jyLVt1+85X>i&wQ1)h27#VUew5Ge6=U#A@zDz$fFb^A#O
zVNV8Oo)a-S5GSk00ZBLEA2S@!U~1doSIcRikB5#+OsOtCE02&GB8F)F{^s>@g|LrS
z4H9Zh?6P3KEE(YOL2t>ihagN$PG#r`@7N6|dX$z{i2fVcrgS@^?iy^_j2ih|eGBRb
z485>qUhF`$*>gNPJsy<W-^dS3Uka)U7mYf><{gP1H#r$&_Qx5mqCbzZ!saaSTTj1a
zTy!&kE0uH9k*F*3f8y|-5IAN;B*kxEn%$dN!aKajQx!H!m*The(|UWS4!db~c!FC1
zM_L@#RDNW_iZy#~%sl^UXN8b!#76hZR`3<TM67vrP(I(&qWH?)J-cv)^Z1_pr<4me
z)1N8#nQ-ax-iZg<*HcvorO*feL5f^Zf;)bF{+QPx9qtQ;WC{R1A6Ff6LHDU-ZVwOu
zbcW^|e|g`bgktR^-Ia+^g%YLKapOKV_>i#iv17N3h=4k}EYGddlWfwi`27?n4=`aE
z-7WkBh7K$<@d_Z)>^S%=lIGFG`o-gmE|q_5s`GQ7Gl;`CuOhV!v!MUzUh)gG(dsb9
z<FMICNYyeemiN~Q>e&iqj`ZGDM4gRS7>jD*#YC=<&5QT2jZBEfK@To1tWA637t8%<
z9BnBJy<-%js7M4X7@EzYB16dVlssN>jinJ3Fqd7$gVCy!(oPRFcI7_`I?G5O3*;8G
zfx<07;#v8}JC8TALMuI>iCSYrWqEq4R?de?UW-gqBC3PoOs64tqKdbFcX(KG()t=X
zdTFjO1Fe^Uj-#fR$F9w<X$xw>-n>&blwz6a{*Bp<G2Eoeh>(;zhz2wgvl!5sG<db1
z?)#p5)wxHxP7cZ)962-rxp<vrRIs8jyiomY&OiWhUc}!qWItK8wNWLKe03<iBJAQB
zf!moZTBGy_5O*68p>gmZ&puEwgELZmw2s`O!I80VglvFi=ff;89ouZl(rMC+(bnZb
z{E|+LC#AnORc3%OF<B9u1NLfXuJX^ns?ik)>yi?Ecy)&FKiK<Q^<CCbnmao4x)yP`
zs1|loZ^5)H%>T)%f_l~PC*YFFMPfW|D7#vdCUZ0g8_ho=y^w^;LkFvggp<G?A8Hyl
zj8r2+{<6@jLTjS7`<S5VeMN(Jc_%~mvltbd3yPT$AlniNpOJJTelH+d_U6Bpocg)C
zCiX{KUXPH;i*`55o*t#dE-kV#9f64yWN!5Q3(zbm9KM3#Z7t5NVbIU)tOQX3cGKRT
zeR6CoLEDDJN73-Ny**X5X-nBxRs-Qfux;h+k=$ij*eMl1*BcX`plt&~&M!9Im>QRD
zBU5&4EhkHCLDeybK-ESa-7p0uwRcqBqsNqk0zdUeC9&*~W+XV2JW*b8H2GY+jXM66
zL}|d7c!FqzRO1BKoK{CY21p<er;3nN*Znk^o_vSxS#-lA`MFhH>$H!<4Hr^&h1oHx
zCLF3{J3_^p$hk6Q@}xi9x36Oc9PATQM#>XmhrcHSQW?bG+x!_bBDvB<QT3g<B>m$Z
zQX?^0$Cr!8W%kEU#Ot*`NT|MePEp$D_UT^Z39V+odTV{<g?o5aOULJwYM4+lSVj#M
zZDvgZSk1?XDue5LGhb*%8>40ls>gR<TX>@`#W5l0seO>fjNR2O(rTQ<dqR>rMg4pY
zJdY(fZr;*Qx!=K<lhb`>IILW375>D0@aeM$%`-D{<8_p~FKySFZk5bb-gZrxKe4$W
z$)AdvHGbaqRZxh3&iLjck-3;Fugv#~d4iF?fwx|$yj^4s7q%W@?CYvIH*035>UMcx
zZJPAVDB7Zsv!TucmARhgecEqsG2O$%&&E0Yp*X*pF}Fc*PO;~6RpHHzIvb96!ujzJ
zM<<+ud&BcB6~0YN{lbl+8&XbBzp5(zW(^mTe?-p_0r@brqE;O%#hho|aCHB0`0@J=
zOk)2VPmr0{H(ufXYdq!AE_+7gj3tXu&uIQjm6`g3?WmO4ZV-M!DG(nQq5tKb+Tkhc
zv*V&@U+SgxktqqQn>Q#=6^L~)c@DVF=QnmkTFb7E(K|IQCWs$*tJ>HdEc_}KA#{~&
zaadakdOX`bA5EYty&P{S@!Ivh;j3609!nRtkRCtRT|M)$eaAYARMa)>;pwIfy9K+Y
z=fKN2^nVb0#^}=$K3<}2%3bUSxOYtt?HB$U;j>X=L1WsrZ~cmi=s)HOPD$~J%L6aA
zFRYhGn7=ke@9OIXMSnOcIQQ(|<#J^|Efw~C5gnW~BoQk88O0#dMm=Ylws>K(*FEzX
z`Q))Y155T<8D@DvXBS_a_V!cx0=Ednydh*q&|7$pP1Q4HciI|aJ{JTP8}}@8a?$aB
z?RCWD`t$Y-qntnx!S2j(VB(nN<-F<eOpx|J6RMcTNol0RyZcPDRi~)TI~AuP#ff`Y
z{~-IS?yTG3blcNg${zrSJ7Yb$>Q~~SVg{iEwG3I9_6%dX3?jw7{7BY=$2`QkX5@0M
zvro*nH4X1$xa`~;HOQ2j6LqO)e=TuU3chLy@GkPG*MF<o1Hl+lB_n=NKXED<4(u7$
zwJtyekqI+gV`k_`etRzWpgDQ80p>-tZt%PNpdjQC`Nu)Gb6vGhS<mWtdLn}Pp2A`v
z@w)SW!(wcBKeB*mU%3uvy`P@f$>*sMc%L%;-Wsn-tG$FuSTcXOQb&yNjB6+5qm3<9
zIaE3-yj9QTqF-%k+6)oEJr%JGJBXNhC@yII6_ZrbKo`HV?$iT#MvP-9l+q~LQaC)D
zc*kAgu9m0<@_HW(3^6Sgx9MMMX$9zwL5(PGU-#<}&&dYeBf-Y2)-|<?ian9PP1kS3
zqp(33i`IFWa{N;Ko?~78*))%XTI)jTHr;u57yeu%>MP~3vZ=T^GJlS0g+f>I0Mj0j
zt!2MjXs-H(vT7zypbI|Oe8aLQoVP8v+)aZ*m~N4UG6`mgUW8&aWGI0>*V4IOXx1@U
zm#w8v_FbOs^g95fqVzZ*)AsQFHr=MnXht)FhpCjk`harX+=|2tal&UB9jDjs;6!}7
zXGwY}5@3O3d@05I%K9(zJjp9~Zk1U3^L;*mrIFG@#AXgt(7lc$#<m55N3HOk(2_FM
zwxG`LON%a?43K4}lOP(ftqyKkBasLNbzurO!dda-Za-IF^xAdn1h*xE%Usq+l}#Cz
zD{PadF!71WqgA_W3vAfyzdu=g!^ir~!^B4>GI(=?r(jDmBhooZ7^isf1)!7JV;P<e
zB`dXQK+|oBJXdxE@1Mm)v@S-gkQJAT`S)Pe1$jA%ujbUC^Df&u>zqWY`@!97|B5yL
z$GZpJ*>k^OeTn@;!D3XiRM_!oPt;K8PTTB1pzlHPFr~0y|DbHnpkq0`igVuu2y{+s
z_<p&Mv#nDQu8{IM*huq@b!?{*-Txj)T7KTWP1J6l!pGq3PNHyQ*7TT)jwD#}rKa>Q
z=p8c>pj+jt2dF+ZYfQVC#ZSjKXyk%$MYPvxYCnu1nx}E)BSQ2!=<=9hCy+Oyjf|t+
z=kNpa=8&|ZvU0c~vJ<pZ_cs?N11T=ufB5Cw7fTip%9<@Jw5ews9Mr-oV)M$s*^~T?
zLVoFo-pdv?5V*)nK~I&fhS-b8>14RZ+$H{juBqED9P+Co_ZkjMpHQABY!E*~*EGA0
z4lcrvg|aZvHEmuqI_d^6k+f{H3;y<_k0aZ0iRb{R0dw~mh}s?uW~vM$9A|Hh0`Al|
zG}gFC25Lwf6C7xOxFL?cL&LD0uEw`fyDVRn#lJ^HhJ{Jns93{WeILJB3*G!Kg9el@
zJoL_ui#YLXM$k;<JHC%I!|?b@z)l^cp?;Tg3YghLJdOqgdm|)Yy#u=U(K7Vu`ifQu
zwkjfmz}=P<U=~rnGAOeF3$Zrj0Lv{ta$yq*S_@w+)W?P{Zo)Kl_<_p#Z7_64XNdNu
z33_Av3E`FSLwheIQ3@p`hFk+6U-)y6W4<v4)UmQPV1(a)kWCRSji)1^U~ZA6rc)=2
zdb-1A-#K!Rz}z!huc;={dDKwm$aCW*toiMB<aLgNseU(C;KKEg>@za^e9N00sNq@O
zp0<P>10X)~6mzo&jW7AczQ7r-$Gij`toMjNoJRhW_nXgs@d~*H)+QhvjC2xze;jGH
zI>KquFcdKvbRH9HQ+FhX&LP0v8xAx76uX@HfdwrF2OE;mL%p#fyi%M`714dh*}1|$
zNjrrn>N0efF?KAfe^}g!);6UVrAV9%#*`-<fZ#B|zz@7sn8-f)Ri3_2d>$Ks{H<F#
zJ1F<CIfIeU_xj>KY=!u*Ix(4V{+So<`K_G#0NJ2+BGN1nPn+vkszKShV3;-g<{>wT
zSv$#=CBaS?L=%q=iten%NEy)t+_@QgjL#)(DX8rYaG<ez;3xP*I;83v){cYzGo?N2
z8U^(iB_YD}Wr3<Je{Qhvc?Tq0$#}!Am%5!zp=Iv6!%u|#?IkF&H(1X^_@am<Zu4mc
z6w}krJGPhny#jFjIjDwbBmY5m<I3Q-DUZVk92*$#gF5*RiSqM!3q_K>iOggd>Lljb
z2^16ELJ#KpkV-}P+(lUS4e5vPL#KuXP)`?rj~KXti4h3e_+`P-$5)!kP)||$h}Yf%
zhr*H|wMeTI%Js#cLLRko@gDj$J)={0J!2E7<YKI;{pkYv?ZFme`5OK={{V*fM|9^+
zu(|9Qh4$PN!cCZwi}K$kpA5<^oA`WVhT2!nB<52o%buLVzOioQhgk#P+3RSH$luRF
z+niT*r7E>hK$>;3>0(C>tymg;ZomE44U|2mXBfKDDz`(Ba;sc|JTEMlcM7eF&r`S=
z_bbP6<-seL!D<h;b_WQ#yomK&RldwzN#;?oo5c{mu2@9Oi7C|Mm^RIE)hl5i)&*jT
zrx(>Ed?qbbk<`E8=+7doPJd!XET%-lEZ8I7zGq_~dqFuS(oneivOPP!e>7ddDxeAb
zDH@VP%4O<i0lNsT6;`;{SDkc=qz7$qCQqQ&*b1!^b_ik)sbC^al>J9TtKp-jm^{rk
z44UtR@I9VGK+Ma%(oZ;s_ile6#ZLYc++lVTUyQPewd&o)D;Yi?206SjBm-;ldlZfi
zhu2zRf{6)NL6(IPyl0?rGCU$ZfK%O_0k&YczI*NHfplr)CSK`-t&lG*(Idz@D5mnH
zg!=xJJdScC#AIaL`v9rGMM?8~b^74FAopY(%-@N)&SmyI1^-$oyHDz;m6t8N;1_5^
zZyR;>!7De|>S38yUT-_b!ljml-5EtCUwj_k7%D3Bze%1*KH7knAsH^j^B_ma{_3HX
zvl+8EpA*8bGSlmNM*eg`VaDtR9L|&FPj4jtiR>8`JiAS^X&d{)YX7#yj#k#11COdn
zWtW3Xm%4>g=0!-E5!FS~X>NAJ2|MTOrk*p3=Y>@!_nF-32TYpDFT}TDN53bSp9r15
ze<2>N!<n7tbZNHh+k2TZGGhUj&@X4Pv84?6Q-f76pNMQO>SXX`Z8&(7GzKl}{`vjX
z(S{stJaLk|+lBe=<X}$pzFpU!L)j4>UA28&9;VZh@}t|KNbuqF<Zr(Q+^V)+D(v=e
z7)r|h5&pU)IIs>~771}0N(5Ks({G*+3Uv=7mvOcmvTJ289<K&RyUxrvLus~L(Vi*R
zk8=4U-}fhbycb`up80Y2a9-ZuDIl?4R$(z=Q_Y;`D<+1Jm7FuvdB;<)frgS#ahB|n
zKrgA3|BzB>^2m<yqTgR<ce!z>I?OiqP3Wa-f|UC-qp8muTTC>0T(9x+`2P^y!~6Q%
zHF%y58@*Zu<ewebpjn1kF6A)Xq%5~<c3K<P8xm5Epc7U26Z4H)z{r*?a}Y(_UGTcX
zmX7_ts9e{s#&qpE_#*zoEp|?Ct(xL$=$GM*ZDc#3i5uM6%!G6SV`l&E?dGyr7L6q2
z`$7vGa+-&QjZCcPPrHTgXucd}joX#^#`MuBR&6cvSD#olsbC*;r~gB%LyCiU>|}DP
zebAKsMuHn!*QRx_f_9=z;gtTVhidjy238i-rmE4zK3=-=r}K`-HK$HtW#?-#B&KDq
zM{enbE;ev@-t5e`uwRLnXkXrMU{QdYuGd&_FAPzv7TgK{C9ZIz_Lfou11sh8G3kkT
z*OEQG*h#y~FR#4mBXiZW8oia87uX=g`yWI(yyph=;u*85TV%isiOI@>&o}*ZA|4im
z2dr9`veZdBeM0Rz1x7XH5I1q7HtWJYjuzVrS1q2UtK~bPpWRgl1h-_&TlubP8nn^0
z#_vtg!q17`tmRM3BW=Oxw7$G|;WMD-b%dKh-tr(PrZYx$Mc?bH5A>jd8xF)!c@?Yu
zF+WS994((?Zod}iGZTaZNmuq)@+)^YZUS3pfy{wp;5)x$==ni$6{??j`>`-N4A54a
zBAEwRx6{rnH-dxN574l`^E)PX6waM{u>LncayK=*=O{OOPkXcxQ+Gr&YD3gsxa}e>
zRegvUs%D}&5pK3+`+3%Nnyxas)dUZx`@H%Ifg9)TZ{m+N|67a>_et_2nwOss!@I&>
z1KuJPxR-|QD`M0#%I&0%Xl#hM(kuzp^w;Sy^lCtqyf#moID&<`=j<aT-lyECo2K*b
zs0Gm^p8?NZP%f|(<+`PXoh%q=zuA7)kcici`TdW8Lj4DsrDZPb@~U4J`xAfr!npgH
zd7GFAp4*?E)WQDh)*aoD%vv}5yDa8p`dM~&rD8{3uU6;vH_y-f=`pzpJ$wRM?Z%~a
zYpz$SdN>lXx^-!=nc36GN}CsdqCZZ1X3v+cmkz>~wesOpI;9lA=BC`aWt!bgaZ14j
zLzj$_s<yi@@)LX_2kM><<6rnjKyj0Szc3}fMj(cb60aaB<174|E8MA<Ye`iSu;!Mf
z&8gB{qaf2;OY5E_Zy|i@W$A}Lqo0g=1UKQE37zYhHsVvlFy5=E_6>ZAX%cavrd+6q
zWZb$Xeiftq^=JuYiK`iYkPDH#6(+e)ju|kV2w%wk;x+|M)-<R5xM*eoLm5ocqlmGE
zIhWzwkQy%{JTm(&{`O6PrR_d5W|gU(fuPT!;AQs}qCVw@b}dmvO536|Jw7yr9M5*Q
zi!hr7yY3g}@^Ngo2$uP((1u85v~U)q_8xLzY(uDnqDXnRp9l;;R(PuOPE~($*)vtu
z`DZgxd%zNLF1HJxr*$xl6Fc=3Cj<2ZB*O&jXOM4`1Jo4a20eIPtfci5n38qvOsiFH
zF#u6E*zr+5KS%f+G3gouhUvU~pBbn;o~wiL2UB_QAuX*g*X7bmSckekh?55`oUG9J
z4-A%YpOw-7)8!Wa`NP0@jGN%0yLE`f+5QIsC{lK<zUgcT<ZAd>+^Ml<CX<7SOFol$
z7~<&~Cky9Bc8*B>Y+dAAB-tH933XP54!gV;cP45>=J@2)D3#RQK@{b#5s_VnrCt8G
z$h{J^)DjIwJQcs~9f9qJ9Tz)jB<jObvnkzy0_5{xWMM~=8d|gSs?!x^>0vhdo&atM
zv(%T+lOCKV16e}Th!w=+J8GXa;ccAfH*k27=7Q`BTGXN##pU@~tu3AeF9S$hYcKg3
zBKSN#cGmh=gkz!*wa~tN7*s4Z-xqX_e~%ixtSE>G$DTdG4`|m5s?BrRscfT6liB)h
z90~UH;L3i=LWjL4M=KWA@J=jg4SkVEtJGXR|F|LzCQUOYnt<Mo&rM)*(38|l^vGYC
zsKG`S!@E1~;xA7is1v3P4R%wANyBNS%ditVixI?O89~m<N$LShsUZsoU}Sy&FM#f9
z)unse;)>s7Zw`DI<H~qEJ*#^w!BaNTaBJg2)ZDie&fPnvogsg6Sxdn#G;qeb+(=3v
z-1N4%=^1dYB&!d1b7mmSHuSPVi7~S=gVlm`te7ICmR62Xsxt6gBi|=Poz!CFc^05<
zjjM2z`Ts%izMaH#qW1UL4puwSt`p(yXna-(guoqJd|%wZI(Q5uAtrUahn~qFmIzuY
z8&e3Vy<63$lP7Q=pI#NxoJnxJy2CD_c@Ob$>r|@4@6mwa{TvG@=4r$6ukw!=g%SSG
zEPBo`@r}g|?K)igd~+%z$6?lc?SQ(xo2wS~yYViAMz#a4ci%+)QrvT>pP118LGr6d
zq-){Jg7S`orDgXFB3Zglue9T0!u)T$h7LTYz4p(iX#9ZM8_7laeEHk`B2U5a;BPq1
zOFRpW9flyXOV`e&V}cUJ&L*J6@R-v+UcGOvkaRllrnakw;_vJW^#=n*WSW$!1x0hv
z`9O*5b)>g<5qs&yFx;@bt4tJ*i!eSuC%j_#!e3QP**snuVQ9oBVu>3TTnL9vz6_|V
ze&?<ZL&unJ$F%<3QFSDP{=F)J6(&*cT;USC_)*hmVFtwGBL`U0A<lwVnvGZdUdRwn
z;YyH1GnvVQ%AJWC2TyqAB-_W!#sNBrvS306mDC61nx5kyxMc;{oB-S|JUgPacL~28
zqj`7e;JV~9pmP`UhoN9*V4a+UkkdOPr9~?DUZe|(|1>bAdeflf`(|Q$&)vIY8*yCL
zapTJq>GPZz=Fog%b1&Eme@rQJ_6u;1HpR#Up1wRjnrt>oW$`}#R>s-X>iNi)JqE7F
z*~*F4VV2W%qC+dLyhSmy-6*$b^<N=BE*p@sd7Vk_E|L_bQo)Ekm){+fn0$2{;#>x*
zK`9<r!FHzl9`)rWFcH2nfsOH!M$MP;Jcr@UT{E%Q*(bC}$Hnt>wbQS(6sVoyU+cd=
zvt8sd=Ha5`%c6?RA4)Z{p5*uK-IZ6h@%gHC&-LRw2dG-Ag+186`!!)&3Jp}f1)9v)
zq#y%UvL7A`%_2DdTKWac^W4ZaTsm^#0;695szEBI24v7$w-)YbQ9lu7;okd1igtC{
zag&V=R;fa<F*B~>c==+2ncFGtYszkJHh=*l6RKBZQvU9NE|^kNLrF|C$M6t`{88DA
zXV;`n{Z2q~F{+d=?VXhR<SVdu%GYt0Z{1EqE%ReZ)K1Jc^gZP%?B&~>wpXQtTw}lK
ziUeYv)KFrT@eW<Rx1!jxa%ov&|E7=4YR^B?Y!+HPc%?gRBsdMVSALsLd|-SYu)PV(
zbR#lxUc8do`=lqoOqzLVpRllPybwl-S4o7<33FzTj5z!UIlR<(3hD*2SZt;%+T>Q#
zV3@~F^1vn%bHK$ahL;n{fsN~mg`GDA`a;)?vRE00El+=%Z+g)fWt|Im4P^SRkL<zc
z%9x+QN0u!{LR=i!JQF>(D<|c$kQn~J<@E6zdVmn>Y6tCfA$+OOOQ&YGTV2cb&SdUb
zFbN_9&i!N5jSzjW(%!*b1&jKXhNNFli~O6yib-6cjr(&`KHrC)4x5%QHHa13D5o_l
zC%sMn8e6XAIPE)&elMq~TwrnI1qnYgU>0|Z+BL8i70h_2(tq@bw6R=4iSATNUd!f|
z&K$KU!@{slW0}LAUzRHVp*tN{(Q_vcmKY}F^r1|Lt+gs9TjL{%q$Or($+#^x9%Z~W
z+@2TB=-pZuk#uR*hwmwBm#xR`N8I0^Z-(=pr&xbfE$b|LCiPPk7}My~&y!tJL}w%F
zsU8~i$M;ihC+Zin`*bJIiq_2ad$<D2k?SQ1xl6q?AN`+7YEPLmj*QMz=)7oK?Rh-v
zSG9T~;TvSU))Oh){S`O(KBcffM(3*TuV1|9W5)w_8;$i6Hpul(C*!YtJ{D87g3;g5
z)?%T9JgO|$9twVBQT!v%ayPN|!|8yfz2k$*<}kf6I^SS=eHKsis>%&|t#3W{<KyL)
zjR{we3E~RN*w#vpnfshy;(T=+oaEKUSoz^jkDeZ}$eZsZRI<`SSG4Zz2_=l3@aq0L
zo&LtWr`Nv>O@;VRNIBRqbP0-tbSZm_#4My%-HB#<BDvI}`)abo*?HEehx6}T^+3xl
zlC8Uy#UAn*TBBbxE$a1iqr*p_f+WPL;(Zgk#-3kGyw=PQRW;Xb4PMg+iJm%UwZ3zm
zo%Co3`#~t(O*I$&^yaaw=Q?Ygkb$V)ndb-zZCCgcIZ`HzHdO-3tFK!z?d(g!T<@Yz
zDJpOTLziJ;N1HSWc`W#|SCGtq?nu9?mPK~&Jv-?d{r2nTwv?l{?;tO)LeN1vpV+^g
zir7IYw^f|=FvYiB&&Sn<{q2IxGKY+O6uYwFV{H0qYuheLSZj0NSF#KfUXB#M_V1Up
zKlp|*CLQGfx#OKmic!#oheck&oIk_KE!E-T12L2s?eDw19oyv~Dq831K?Ji96KFQE
z&?<KgeCE9aXk}SIN>=B2Y1=gS{0GUo9;}=ZK#%p~dib=j4=$_Ie)l)q(V73K9xT&f
z_^!>TYk)P?L~a=T2caBCCGCh)li9^~i90{USQkF{Qi0@xW&)pu5=Z0lOQKxb5(0a3
zi($K64Mbe?nJr)CEV>TEOv}E^;(mi8rc2!iA=h^Jm*8Z!PH)`UWrChlSe@s<m$SzR
z0fX>k@v-wyAN0}EN63*^%+H0O1}`LqoQTKp!8&KMh0AkL+y|fha(Hi@U5{RPK%LJ8
zg4EQ4=mk3}=1LRi-c!E6!=tQXa+V%(91D^nJR=p9r57HdoNfkOXjx2i_G~|A7ktS$
zIDwd-560?-GzTp|WNs}fS-fGSa^^uy_5^$@?VYR<T^BdYV{T~b%SO%|AfI3!!vC16
zOoDS81%s01_?(Ct+R#*L*%)mDz9>z>W!DwXZ)leR%jrv!{AEy_<3wdPf_?~rU9L+6
zd)R}N5_sD)qWiai8U~k}XxrA5WO=mSUK0F=Mq&Ik8^ON4_;9mX26psU)v$$>NZkT~
zZNw96Nwn1HG1mF9m{B{`njhk&w^~;7L9Vv_I3aG_$ANT7Rcp*`_zJXTF+<v05J9+J
zz6}^CTU+A7GWVBU7K&=<@n85ccL$2eo>6ZK|LD?81zv~#_>&H^5V_9y(1oS$r&+J6
zwk5M|gK0fHe5-I&R^jULZ{&5;CnxqPn|lXLDzJ@zI{7GtA^Za|Kbv)DZi8;g8_p68
z<VV?-h5$K5+7H3zFQL3XzEl)0(kpF*KL4pX`C3xIhIshzNb0)QqCT>~48=cU@YPk9
zbjY*BtO0ovLm2*HbWb%6PRGf$W4U&e?Aaf9=CdOp9{-dD7(AsHucRJhvv@jq2aQ(_
z3;vdi5M*wBlvU2Vd0u`%xsO~^tJa)n>tJq3zuu(wQvFalD+7rIT2|&t<DfrcCq?ei
zj`#2x5EtWe)9=6}{tt9p#<*$m5M!tJa`*ZQ+f<v@!Af|o!?5?@{+doLLzV>BK~Eq+
z?eMT$ga?~hVX(fqo0Z^Mxk~7T&cXT$Vmg+U;M-xx1)G~32fI@v#cUGpp5#O?xRQ!(
zD(3~o-G(Ge^sA!5NFh*B!}BRv#i<`Lh1cLT|J+0?W@V`z=M7VBTJps|fbLyyS?m^&
zXC)5>$$W!jzf_+F&5L&|k$zSLEms&yI@{o2<mc}4DIdV$6K&6)kJeiRu>oC+ms!Sk
z#n~5PK{@(;4<Q}hvO&Xy=q@p0$S;m63}VUkDlGhBTMyZudJJpjinqDY+#eeduID6j
z-j$!#wVF)?!hkru*#To+1%ArV{Gy7eqo>Yx;R&8Qqsd;e<`4KAIQ5`ZKiNbl(7Nx)
z*J*uDh(^V}o<^Fb1q|8K{|C7XO_miGI~DdmrhUO(4zJFa9sp|w7Xi}2b-!4MgGYI<
z&KeEdV#i&#wKNo?`5jRAp1iy2{xKU?M+%x&fCG2^EpTpcaaBT#@Y6fsUuKz2)_L%!
zOtKM&%Y4f{8l^6K)Ra&j>xW&u2olUchgyei8#;ct`fKN7O+_k!4pbCb4w~=ozG41K
zhGM7=sRU)4^qvE6yOWZi&-KYV=q4-h20J{)6b&8U8M&E$6K*$+a5HQU>P~hi*#fAh
zh#ar#6j0}@muMC91F`%TD8m{0&C82f*n(o;cbPY4zPvNeN&b=IgLqWL{f3@{a);3I
z!QB@Yv*|z{ZU`=S_WwG%?s&G|H%cj5T6?e79#x8%B}G-t*n70qS}m&f4AoL<D>X{0
zMvO%5RjNg7MG&O+CZScaCH>v+@88^;&*$dm-se5fdCzl>ILo(4F9+vXylKC`I-v5l
z4GAhHJHxI*qE3t94UDA}qFVx5M?$%bXKj(cFT$DUYRZ?uZJ!=Vd)tdFuZ#wc=*qdP
z>-k$a7um^ld|;z^07;7>;a&yey0<NKdb+o~t}I5x#c&Y6d{iskHECY8ceyuHGTs_=
zHj(Cy{VsTbi5C2#InI3ys;6B144}R;tN0b@p+w}!bI(&XYS>}_7_}P3+y{zdp~^X6
z)FQH(aosvV+;(`Wumx@125fsIK=yPg9H;N8nWur*Q5@oAQEBov0w3#>q_rbLlV5gF
z5=$NedU(|GPoJ_gi^KhQGtf%F#wN8p!r2HsOKwzt8-Hd=OM>I?aa7mg0*bM$0A%Xs
zVgR~ugzQDAGU+9Fur5Lg77<FmsY6vWWpcCm5iSsQntxmZ*K#D6eE)?moRCD#GX4f!
zfu*nP1?W6(Do|SFaJ-?yNI|x;{ztLi&>~1^G)DA@?59BgbTMvu6@DUMrv+NPM)E{7
zZ>C<i=kP%#{%&wkzY;)iCsxz^a!2b{tT^0$f1cO0tq@JvaKoi=%d6Rxc>=75w_<p>
zVMPfem#QSUP-Q{pWZs9SxY@A=RbH7ghbVdz0meUT-Qq@XBe_!XmO}g1(InZYg0>?L
zE-W6=eiZ;$7z(L=*R$Es1EUEE)!dD7DM6XSx)_%?A1^-5amTn-Rju%IX!U-fT}`(Z
znhI!T+&eV10Q}F<(mfgnKQG*u&o#u%*fZLCjtD&pKB`FYby&X=xa+H|preDycspy~
z?Hf-;c~z=)x?xIb$w@J2|EZasGUDXKR9ry*m$NnFr`y+>=mEV9%G+=QQw>yi03KHH
z8UgJO9o-HclC$f1VBSyB@y&;@=xL4Tkhsa91!-qb>O2r86P|{ZDbp>e1!MxR#k}$0
zzp`_gfX(OgUo7*ZH>`WBgFQI;0O9n*Uw-aaju1C=f3rH3;5_f&b<OjM@5TwtON(3k
zA3YG5LVQ-5Y!t6IcVO58p?@X>7sg!k7XZGQ_TG63sPWs4W%Hk%f!cj*#NV0szmLH>
z7v)=u0b!#&><i(&&pwWa<U&yad0T*hl7IR<uC+sMH$XG)O-;U<_j8{yk?$jqJ^gkw
z=3|zy8&v?^#ZAtNFKsezUN%?(9RgmRz<i_Q$P>@hWHr8NopK3pF}$!!Qr<do`X`(N
z){*GPU4LW#sq%U9MOEQM>IKB{dLIbm{f|QX1F8F>DhJc7lq|u9?a7uYlNT3GvUY^y
z9q{(n22g=l^`+)wFcc8Gb)1Wm`MGd*aIS_k{HB$xzq;+n|7MPpC9*C+e2BWpwJ@?T
zY&QZ@e9nTuv4rqi+VxTFKU8#R@<6S|ORqDmpS#tgTL0QfcW~JM-IYy7W*239_l)qq
zXb%H8Y+RC34JpQZMXnu_z+c}wnNq?N7k<EzAR_S=!%fd!oBG{Kb+d4U;FB#*8r{!K
z8=1q}7j{3G90aMiuD1G0eb+mH(EfzFj=uDW$@?i-s|_fY(;f<~W^{y-_p6k`8aS<4
z`^rO=lYY0~g$Yw770m9?PFhFsRA=#*Oq)YQCL<PaFAfJiPG99$Gb_(f<8?AO{Gpm?
zw{Sf8_k9KpCm%^eWixN>_8zDyE;P%@jHyo~mo_y5o02S;Gv4nj{FWc%-Ang<bQM$E
zqdeUdteif?WjP?#_hIuRW6=mxa_)oY?!uYY*frdjocN7CcKz#2wMBCS%tZFF*ADI9
zUhRMOkYS<V+_<sUdRS>pMtQPD?MA)lxJ)r>@KA^}ZeA79c$M@6I?6^N?RPR2DhTiW
z$eS2*Hl`@YSC8E*1V;elt^F{yF0(Ax-wwFov)Rr$doEjiyP}+{#y3~Hvue@(6pXs4
zS4hB9Q&`<IadYo)iYmMHpv>FC?NA!c-qxkB{wG$8OuH@&w>5+W%aNUIj#o<RuB7SQ
z0r~f^z|d-dk2=Yd-SyKL@Or(L(l)u{ElCb!>~4S(5|m-1x_#^VrGu<LSUv*HI1=7J
z1*3*M9y=&B0@%Sm&zaj6f5v-jEBIbK$poIc&q@bTH=EQS0`l$<%e_h28K8oUk~KYQ
z9V4{izy49Yt=KVh?|JtXZU6E}j*)a78KL9mLU;@N<wm-!Q=PV;Fky3EBTkO<1VUbg
zlNLPX4>m3aO+wHX^vU}aRNdAgKmkaHsnwS=gz#*geFq{}ar?C0*|Fq&-HRP80sxva
z<3wN(u!N!DRzx;@@9M;Og4_<O@a;XIP8*-zcmwQKbEEj#D!1*6Kd!w}*?8xaxYqpD
zoF4K%Lq~GNsZqUg;A7BR8!pfR^_YEsp@&@;GQN#Px~}0A^epvk?T(qsY@TlJ2if}W
z30T7ka0e<^tABOKsQb`VIDNUWKteALxd9WqN_2Pg5jLIcF7t?+-RF3+)OiMMGZCxN
zD%`~r&42kv-=_WdO*CgUIF20|!b_Hvu7f4QNO{q+&vbYmq;(9xyQtJp(7fF!e)6ci
zvAgY;o)&5U;*HTR0L_g;Hkp7WiN>Nv1m9M5jO+S5!S^K=qzMCvNrQ~O0vnsC84!Op
z=a1ku#&08VOpN@MlRt$y#V4EG7dsnB|LSe8sNbewo(fgLKS`dN7=UxOpUT%1o`@y@
zpq5p!I?9(ToXfhN*Z`OUPC>SuDldT8!sXqoQ~V+;kpPftnncR;i<9r;n*}z?+Ib^5
zy}s2|kc@RoBfec}1G{WOJA6+{ynz8zm>P}Ebm!V-#Fwhnb$k03L7bXBb8iSqTG}BJ
z=a!@HD>&HL=zDr~+r{P2C)dNyQ-0zXkI{ote>j&hQ1kl!R)C(&uNtf4SYY;-Qcn!4
z>t`thvu?5l6s0n|K-5lOyJecdPT-48uyw#RS`09<yEz1Sg>NllDz|gJA7236*}<ov
z8)LKYoG2&!ftXO6yHZLsb8uHUwld`TlLe|Npqb09a^_a4`3fe$*E}9tj|s8h93K(~
zNY@OPjjnMVYsR0NEtg8WD!@XuNY?~-xyHXR`sM?6l48-|m4Y@fq4{q)c!T3Va9k0f
zZPR^hw+-MjsfXGDFJHhW0enn@KJZv2w*Y?)917kS7bfSz3{X_efE6Prv4Z%I;*`p7
z5}k_486YyVdU|h2sJ=@b%<N{NZo<)8U9^^rv+=9i0>lhjxf?E;e`mWn5fXIk#9r61
zDq|6t4Xl3@*PsHt63G{MaCZ{b&lB=7pz~MoJql~y2L>qZTV)usH;iEW=K-+oiZWYf
zQdN-uSR!OV4TU4pSm@^MPW{#caFJAh%_P7)C%$3|&tms?_HI540-UHU!26~S;dO~)
z`#|fPkX?AEmy7(lf)a=UlJ)hnDUXQCdTgic;g^kXu#T$nzt%|#6dXik{i9g1ez%?Y
zT)PW;<kSzI11gjY6Zo67F5NTwbn*{?b4CcxGw(^<Q+TlS6IwwIl&R0|Y|%Wt{ywx-
zBUbqUG3)QAU_p6oT;R+QoRo@f1}U7kz!n4tTepFz2!Vbev2(}#DZuT9z@#2_{iC4i
zrTQ-?;r76=Nbqaxz*SaHrd?cv>~-oJu+f{APX@D51?s84^G1b9YD;I7*2Girit|89
z1a_nH4*Ea8o2Ops3^H)CSkt0~H7FO@En7dlMT@umq%w&jH|##`9ETSsG2-pf%tGr6
z<J67^4K~~r6te4Q(>9vFMd>3al59jPfHFXgYkZ*l%olG8@$(nQmNwlbgBTDbAt>t3
zwS;d$APL}k?lg!KaGd<K@$}5}l5^@j?0Y30<K8G12}okgLFQC%6dBU^j5_V%rrnBq
zm@3L#J#1;~^W7u1D`}fPbVQJaNTJvGF0ry0Md7*i-y#mB^=XA4?Z|MFo<(}h!J6b@
zo%dKmGILmWo;etapVQn0C=Ow}Hlo84v;rl~ca1|1wwe2hVOJxue}T9?dSPPrb>GZR
zQv_l3<4{+#<rDo`PoY~Hd06ty<{}2Tv1BU_Bpv1naHrjpc}x|TTUZOafC<X;$7j&M
z|Bx_j6$t5q9#pn51CK{$%#7fs_2EB?laod;A&;U3--hlZ-2o5QT*$*PCa`wtNZK=Q
z&06@n<L~%<PT+;`iB`X6lmSqW-^$vq%pkYIV!4plpd^Dk1igdmm>SFjIy_x<XmQAM
zi^ep-!A~ww4uGh8)5ok2pRjv{>gS{7=pN|3SB_Mz@cHmueBJ?+Tc<#{+_qI?P+8_o
zS$VdGqRIaIE0eF7>yedWg4wP!Kl%yZYAw63wU$`ncOo^A$~RXcz?)*&kTwSyjb>CS
zkI+{<i(Id?uX~+kveeI;H#d%IZ~5@B*VL`z<ki?v`Hb|JdyCn+P|aeYhNcW#_W5Z)
zqN%j-?lcT%@k^@5TKT(ZC^}$YJiCZi%TB2+B-8v`P9TGa1+PI*Dm`6(`hg_k<OKo4
zbN406z&6?v5Iz?yFM;bfkGz1EBpne6V80<?jaeM5ZSc#d`}VnU@1s&anB*@^M0T*j
zK6PoJMQdiO<Yvp}0o+N6#NQ4Wf;nPQm=(-Acsm#Qj0INzsLvgkd@e9@*J%|bSTj)P
zOT>2s@WfxlRMVcbkJ|HN|CIA(Z(H`{av)ei$k*4|LqRY@-sh;)bM1m~R?#d>+oATo
za^&@Zep)Xl%KWy8RDvPW|2=3l#Jh9FmGY3LDNvji(gHyIyCaW6Uch(hB$}dgr|=)Q
zrgccMjvcYCLz*qs2s>`f9&E1KdT0-=&-Sy*T)hEU6z7rGBnr|5{T!MRLGj9MSek-2
zF}&mD5Ivo6IdA#(dwA|@cgShOB-Qy!Q?-cL&nUGbvei2vFOjjB>i)egF2KJ=pS(=A
z8uqC3o)8n*X!B_rC2y0h20e|*@pAmiJbuhUxF<T6Zrr)46;({1WYIbjq~$L<l=}*w
zQ#QkcpMQ|kXDF6frMAiQ%Ht?{7I?!!`%ktA8#mXkGeXoly8^9n;MmD)9=o10{8u_s
z*rMZo_mL;X+QsTs>5i{04uDK`yLV7ewsHPa?05VtHTMIQr{*%dy@^_wwK>9nnmm;c
zyQ-o-D_ebkzYlRrFP(i!aeJ#6SG9cxu#LE@%^cOHH6j8k)h8qza`8o8`2?gfcYyT%
z#V%q&Klnw>FGId(E#=~SsYcl91jO8r%N;{MST~G6OQtrPYe+|saITas`#OnAcCXL*
z)-Qt9M%D(748zTsaNmr=ty*`ynu?1Y?RqP?4-$4PgR8$>$}m|p@S;3CJyN-YaHgi}
zk041_J@rrG4OM^}>_u-x(|FFnT;Q(pJdq2udxC-nE`)QWYd>u8Ylce6cjD)+GvZf1
zVbA7w7@W?DrEJ;4%cv1?Doh6ju`Kw%gXaQaZIOFik$EOz5sl3VoTIeCC{?)>ML*u@
z9+igV35D4sQdngC7Tx3C{pPD-SYraqz{;!}ol&SZZ=>gv7;KDT`Zd>$Hm<zg28<)_
z)KB3d%L}QEmJDd|Ewcx9?L8{|UdLWAKg0Jh94kR4$0I^i5!w?s8*Or`S{?yvTQsyS
zxqO|l{4Gn`G;Cts2;3k(Q?;B^^2%W&%fLt6XHVh4f?)QKVp+Y=jVmehpb#F6Mevgw
z1^tK>Yg(it%^n<1u~4Bt`%ar^oSb6-tsf#}4m5?$ekky`dKVpv)@BsTPPun>aZZmc
zie$kmb~CH-QH@!R+~@qGJ1iY5tj%`gZf0ABKm#i-MGK%Ep|#F9RqL7Cb4nw{;;k#`
z0lD6|y%qIYNc0M|Ioq8ZG+=|;InzZ<ULxnw>+@^gS9vSE1@6TTcJqO}yY!CU4DGob
zy7Hww;}0WSzAvTjt>><OQ}M(566CDkMcseYK3vk<*CZmjHZ^Cn)Ph)iqN`V@d+TTE
zuIppvpQv)<7WOBUCSh1dkM6F&TB!?)t-lJxCKZD(B+o?{<@2^&Ch4+`L6)zC{R+eU
z%&Vb^cZbW9bd!I@Nh@DS`V9c;jl|2jBczP*TPSS#u=a0pAIRpm(Yv)j1;gSbSA|F6
zg}V1C`b>z3Qt;!L4S$y>w{N<Q1)OAF##-HK<z{y`y#!^NZCm;rlUb-X^*|6re+(G?
zUvu-1yp~|w{C2p1sCh^$W6Hv0*f+|>>$h8<hF7YW%b!vL04N)Ff^K^*>&3dgNlbv8
zzlqlHJocmcGtz!@vL#SmYcsJZru~m(xF8DrI3cuDcgzRDs*kW0N_rphF$h&);p!D;
zXJc&zzC(*J=y&Nf5*#x>k|+g!N@hu?$09l?1Nqj~_JzY;sytWuR5qyC`rm#ErR9{Y
zQTWOkCdGE*=xR3^Q!z6+@v5vjg0REX4|yD-A;mAF?RC7@b6K9Hq_BPJR$$2<c)sF@
zE_D~^Or*sA?BrC-M$Cyh)wUestrg{jCVZye+T4h~g8xxT6Z=EZAPRkH#Em=<+zk_b
zU2&VaDZn+QH@~P#x5!!gk?kI(KDR2n&GeQebY7ACg$3(wQR{2sBCB1fbVF6=?<NlE
zAjQw?%EUX+t1xOXME;G5{SK17{`J*}RM0Kl{mV&jhbixTycAiHt^2|74$=1(g~G1s
zScfO_uGU7DItOu8#9C?TvZGGi0Kdn0cb`{!%dfv{YcX?E7Lynl3+AldM-Vr~a$?wa
zH7C!TP)V;OA9jFtnE(g6+2uaquA{%MiqzS@AMFOOy?+bieIfc*9*6whJN>>!1k>Y(
za$0+&PoWe7G7SU?9ao&S>yfI!>pFY8JgfGJrr)KQdNxq_LDBY!1$i#9V5TtZmn59a
zvY>s`585Ln;P%KF2s(K9&eI}+QbpskzR(7mO>UGQ?Oq5V<Y%N+=!{Tj!{!Von!TyO
zHmOcvrH;_uixB3Q)U(jq(rn10mfck=h}#}-lllHA`6uKUF;j({@Zq8@3m?<`y$bQ_
zc*Q!r6U2S@CBL~C{ogme{=e;;M>||8V&k|s>TUKCohQSo1#yAuJpN4&tuC8rpdG*E
zz=~@ER8p_SZ9AUeO~^N`2xefM0>P;!vbLWq=DaIx(ueVv`|~6w3f0PQ4Y5UM;{?+}
zSIwUBs#4;udpJgM&~?;?ngJUJZJ}mEaiheJXQd}AsYrROBdl|a;}O3;-$y~O^+0LQ
z<kfUurZ8p)y}dlGW3Nfw!|fo|7Ma^@2lR);a`(oTbDb5=iz?)<F=9~A`Gaf5E6mcJ
zVcAp5SD4ii+5y;LTkJi&o<wArQ;J)-dR)vts}+P$ZOI2<;H)6M@>0c@@zbR<tLOsk
zpNM#%eI!&TSgdufJNbHfZbP%^@%02hz}T=A{1@F8W@Y9Y#I>;i9sK%{(LhH}N*bR*
zcp2v1*kgh&N)II>I!Xs7b>6!0)_=4ygDgg+n4S^7a)p(!wi|G8+&!uasu>_<ms`fo
zJh<kfQBjP#{r}?}K_9Me1{i5J)Y+SWRC4a4U#hZ?SwIgf*L5RbIwgjcm@DNfKDr{4
zL}}IVR?LCjTKoFy50rK&+wcK2{Zg-CZF=#KTWXmflHc<s!BGy=kFxD#k~|!I{8Of0
zV1kQu8SyU(nu?FylNe5)1RhnxbQ<&2hufb%ARo3GX>6_O*j5B7Hr~xix2#xlr}i6p
zp8wjW*;R;neW{>3ag8y|KTy!%r)8#FEqd@5|6R^2j0rb$)VPuy41KuD91XstIfcx_
zb8O_ImWnYSrdI6HLp68@mN!or*jq=3r40@?YXi+o>s016o{3Bt3)&=nMi15Ewlli&
zbqslu3+60&deZeP?9_&MrQ)dLXxaODp7~ASik4mHU=EpEL7%$ehqXYA*yGCWU7u!~
zUVSEC-wzvj$Etwx(FH{;i^dRe^=cnd<n<4PN9(V;$6qwm6^Nu;y?a6bxb<_C**$UJ
zRlO<Ux$(zOXYk@4NwR|Z+=J=KUG>CZW?W^x#Lcgb4+V%57&vfF>D$PZvkeb^cYy%M
zB0d$QdMLZ%p%cDE)33!wHBZ78a!hMi-_qF{XDskUKkchHg&Z<j<<q(5rl}Uct&N%_
zI5EFVuSF_p@6bBY&>=bV{_uDjg&&ZYF`XRHU+gK&B5P{v=a{n%nfJFigdEEj6ilt9
z4?L2;HJ&Z;LOJCbr&eI%Uz)6`OU)vMS<!v)u9!(P;5?r6?Yyj!b}Vb9qxQ@A;>302
ziz<OlDEf_m+{gbeN;<cGytJ*+TfhU|<52s3L7HX|f^MsV#Kdgbw|b>TE)y%yK87dl
zR=X$78gSSSNWGxCIyAn|-^8C4y4TgZ4<&fmsvJv77vP2%XXmaI&(|#Zun&4{4f)Dz
vvNsD{sWdz`wsmQ1G^7<+uk_6BCipOdxYsg`>;aQ8qA=98>^%$k-|YVY3Zld-

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-169-Online Driver's License Test.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-169-Online Driver's License Test.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..93b313e73d85ecadca61b0ecd5df39e0cafdbe43
GIT binary patch
literal 82747
zcmbTdby$>L)HgbSfQW#SlB0BY3k*nicZa~xDb0Wg>JUSB!_XnpjdXWQqafW4!x^9F
zdB5*F=dW|l%>~zNX2+`iTWhbi@5lMaHNXo68F?813JL&#g8TtI{sc$@o?>8NVxT|8
z#KgqHdiv}+A<lDb?B}HT1bBp$WI!rPG75^<wCoJ8saa_#C>RBpSUI_Pd3k{hLZX7)
zBJ4c8+<zxQ!NS6Nj{W=<4$dp?HxzHU|35#E9e|flQO%!_qoGg(P+y{;y+nEJ1^|(C
zqNDut0RDSWP|=>CV_-hTdWMbcQ2PRaih_oQ`UDLf{mBz#?*QcYfG01}@!xPsU=XOA
zV^X^katFucJf(S8^@B)b;+U4l!tEp0Gh&igq-1pT42(?7ynOruf<nTQQqnTAa`FnA
zTG~3gdin;IR`0ECY{7Q!9-be(ynTE_K81#T{_+(X8yBCDn3SB7nwysoFDNW3F8N+v
zQ(ITx(Ad=3)!ozE*FP{gIW;{qJ2$_uxW2LZ>-X07pPk*4)3fu7%d6{~+rNCF0MPzr
z3;Fk7#{M6Cy+rbb`s4}P6U@JSp`dypf6-n(L4U)AfiIzsY3@ou%^m!d@Lfz!)ekHh
z9*tun3%7}9#I(HYbSHmV`-ijtcZ_}f|Haw=V(fqOwFr2QhJsWc+DiZk@Z%U323cpG
zfmhv`F8DV*|9Rhf)5X}!4QjpB1wR6wIV18`Zx|i{3$v=7JTRhV$Xxg%;E(HE^<hc+
z;s+@irgByGM?k2+BS8J=KJF2)|L6bK+MBL_Ch#l^%>MgS>U8SZ8F)tZ2p9k%M$?dU
zdm-}LZ<vsC&z0aabK73V9<s}28U^A}Ep9;$rXB&+`N+A%R?o?iLsSu?tujfxe)3)<
z)FSl=!aK;g^CN%`bSJES?0q!{In_k=uT;+?ME1ay^6|Q7I=YQ|1pF#|1lY*_pAC~d
zD3@$alFM(|BuHoGBcSLAp#Zt`_&+{-?h>ZtEh;v+<qbUo)>R?XUjHs+dac=h@gMoE
zZ#@}(O(u=I5~$3PoVfpwlqUYq#$1szp;O+XoRIqON5F9*Xjk+R5DR(8V7O;$zlA}5
zWg%%Z$!m+8_LIkpWk8aX20Ewwmsi-ert%{|0y$k!)<cGG)aIUC7fm_Uq~x!!|IH-=
zIwnA}3<qL70(L?FPV8$v=B^5uIH0A75$Qt^c02-df*@<ae?<`Uhy;;GKnGIzts=q7
ztRb^WNHP5Sx&=BekbQWL_K3t8z@4z_wI=8SIpnXBTHpEy=4;^h9diB^JW{N%dnTlg
zCH}Xj`SvRR<0ENHF3X$Dw3fq@9tLJ#?}u@LFpfdLM6>SPkyfz_y4FGyL@fWONi`#y
z=MKD+B}-9^NUiJAs&WA_rXK;rKVbj#-hr$uMXkL4j|hPwh8)5ieLtvZe)DHqRSxG6
zy`4%M#L{1CZSI-IjQxO@+kdU7_)sj~Mzr`ZsdAZyNKH6E#vzXY+P@t^>&md(SD;hX
zzh<Jb5eGGyHSYRH=&8W-|JaQ~5RN|rvL68m`A5K|=kAlU9^R^dEJ5lF?^@Fm5%LK5
zXD>{t{ul<{;QhyWPMpkN+eON}89}%Q8AtN_*Dk@=ps1$x{{*he_OPowvNUl(x8xrq
zQi&i!$~yb#pLIOikBcxLFx&qnP5m{Qa_(ON4iF4u{`d_#`;WGGfAW5YJHNsQp}(Z<
zG)q%ZeJ(W8)TU*4nrRk@`=arGWLs6+4luB-E9Xr;ZN^*U{|UMDJvSxtF8L|-9n{+W
zndVhxmWc9(--yM*BOuU#XR%m5Jb{RA=80R=(|UATwC2hkCB*C_pa6LNh@{b=np@St
zpl04JPw~zWkqp^<1U%S*Y9Tu?1k#vi%a$~z2%x->TF`(0fFq`mV@<EG{tgA(V$&$z
z$s$r9o2$rCH7JjOM9B4pjk>r#8H1V{w<g-22Hh{^0YRb!d2xM8oR&qa2x9vM>RZX?
zM}Rd^>-)Ux5Bos~I&b%fJ=RCSfx;R$6ZU3KHY?1q?ily04<fIZA87@F)0K!3-MDpX
zIUbTP7V*A)0MMPN_q11>^q^eVNjbJDp&ftOGoya4KfOWUMUC!(u2;3Wpo8H@z==oK
zaRNz2lk7v|U#WI4+$+zqaecp3?Mq$#emzi3k3J|Vc+`k)!|oK?BU@aGG^rF-WpBtD
z5)hH7!mN55iG-L+WJA{h!M+o>W(@xGxlyLaY0+Q&cx3*jf;Q-`V*OUfahfHOGD;Ug
z#PA>s`Uk1<{*TX<@9Jkf{Kj$G${pMnqNa3-*_QJ9USCB1C|lZvB~rq;kSHjN#Mk!w
zc;rsn0j;Y)0;c~1zY7}jqAh`Yom`tf?Y>RLMJ+bX5aiZJE+q2^_-Cbj5SHsBfa~AE
zds6~7^*iEQFnhJYLCh4`CnVp=s|W=o_eccH2cA=!-lHQI*_-+ZQ+NmUQ$Mg-5>3bB
z1wIW%cKjD9kFGTjej5F^kzcb5YkuEsgde<LG8q+x@qnJn?NvbjL0u$%g~~wwAU#8D
zI}*actiDr<jJu4NlZRCQ_8faaLf5J8e>g9*dQOI%)D($2JfjgGc-L8Ns`7p+Huwo%
zigY1}IR0ViZ)c?F1pZf}Qhn_l6~-YJ@27u-XG7J81W`B=(~&G8F@60Q20Ekok5bT}
z*vB|);Z)JGyU*1y%i+Gx=SaZu`ggB_)>R3njK?0DAjrLy_Ud6aZ!qp|HGyh2plhM8
zYD;$QE~@E2G3BjYA5~f+mXSOBJodB5VX>AB=G)>s`G1yA27cm#-6a1DGjJg0Op`rw
z#~}9+vU8^yTV$8mdCrDrS5e-g>OYK4Aqcl0WIrQNk<?}#7rMFd9sQ%^z3G{l&-ic}
z0OYIcBn&LJzP~wtiWIz(uYKMl00p_Wr9Xw|U)}w-|BHNug#M3!QdY5=c249TvkFAQ
z_5X+?r_b2o5%7-_P!M~8hBO7_4h=$jA>S{?tEY43g^nqKJGwvv(fohpG6Y#ytqg$t
zi>Q;3&TNy#YtZG+-$jaIRq>p<cEqCyc5D9k{7AU`&xK|k7yY%gvHv(w0xv2=#z#fr
zaM-i|rT+|gttE*F`Pbu5J_0(k84#9P|N8&@^lj3uc-GJLNIJ@z|LSL?eO(P@&ZO_J
zN|2_RO<6lB`{45r_63L?^E!)G!{Gm;p7!IyzW)JGr1nEa+RuT&YplOC!#}DTxJZl2
z?kQ^}xm>!6j3Eejy-uDX1@i9}W|}_OK!qHP{q+i}PeTy;Au8yY(m%CI<cwlOYVLvR
zbEf}#p*RH5bK`q)$T9XKpiZ}p(Hh7;h13T(0iq0{t>BRK#K+B_JoFK;W!d-82)P_g
z_s9PdC87lSw|{;Jh0Rq={clYg@kf9s`Dx*B&mfF7ZY^{G_~&+?J4>dX1xW$fP|G#n
zhP{gcNA)OZ!C$wYRr2l;P_7qI0wIQw2_?JbZH2d^cxR5e#>r=VykO+fs|KfLwBIg^
zdH3DP$(~o1Bc?+lxbE$k-q$6#(lrS_0>Bb^DX|;=pH?ga{`7-j*BU;VdBDg3Rj*uI
zuSWcx#BI^ejc<o-6yDZ*w2MAIhhb6H?3&xEJd1H7mz7>wYlk6%4<j?fvJXqMqT3xe
z0QxZvopb!>>cf45-Z#mx^#^dfEokY%e!K#KcMSz7S+A(QWpUT@0^y0MI%X^?cLlHT
zj%Xyg3o(puiA^E;_GA|!^AC0hy`ja6RRr@!vaq8!MAB<9xMcj8JF3Y#(d~AR0LzQK
z1JHh8%}0DcGLc+7&|s8V&1dY0M*!xY3jX#r#2})8Nt`-~b6np2cf|hKruHMC<`M8e
z9;orIHr;oIo@Z5zz<r~%3^Epn3|PS?10j1R0>^O(ndZvd6UYM&%R)nLWjCXPfY^B>
zVT%TZ&in8fX#qHS)nX7O%vT*|VEqWN<56N2xg%2n3&KZG%(mh+tRu#WDT8Gu<eLde
z2+=>i)^N<{*pb6QF=J7F4UM->+7s6+KikSU!&~R$NX&2p<Ng@0MWbO4U|i~}6<m7+
zyaa~Qcls*cs-c`|+$8UV!?;1vv<?J~_*X9t7e6h()?)VqIm~rcb@>F-CNAYM!cQ;-
zK)jgmxVUJQIwo2z4m&#FEB|Ke8>$PEG@09HRI+e}kv-+*J%v|lsE5=UTbkaW9tl&)
zR7uJfG9~EOuY}9fLFrkp%53VMM=~3XsLInR1<qpep;5LdH~Awxp5#R+=S!(zH(?E8
zMmL|!0<=?mv~DrF`tdUBn|QgsKHfH(6ABaHcb|gZHEsakS>M-tRo9ADxt_G4<<p3b
z3PvSWeDByJy|xcN$pvm0_F0yV)tO-O*UuxyRY~^@igKL*`0yqa12UN;`a(gqr%I>N
zYU0B_m{b=NJ7m97odChF0$8N+H;1NIVI4YnFGjj|7y>_OgAu?3%z^fZI}lN^<7PNL
zign$4hL6(RJG{ykt{j)?mwk8H&$Zp?!9$qS+YHAlrBq7lWnB+p7}fOSo`(K6bp%C}
zmva?h<-)}dny_7_)**KT3^&4k^x%Ct>a1$XOQ!v?C$@0et~`#rF2YGpZ|c^j4Hlmt
zXXn>xqW4t@BADxX2JXSv*y$Y6iGKKg_aB}?JPJ)^U!zq#kH+{LvWVz<vuo<={A;kU
z{2kjx%gXSF>4q9bIL$|)f;n}+HPaUcT+3!w>MI0IRZbphcg`2H?y`u}mkPt5RivN0
zD^4aP#IKd&l?%iysaqIHkBIQ`kRB*P6Q2fd?up05A9n}f@W%!xZnkBLX~+O0!3)==
z+BGyojnS49k!DaA2Q^GT%M;0NelzBke%<l(Ice}o;x&Lh`=j})+uB?-(zcjZocvP5
zq7TQsYObsEM_@I2pTvqTT5UEfu~&i&4%RL2Sy{F!RAqV?W3BGWvwD-L%|8Sf;~-)@
zQ0iu0J6u{qYuK(LdQS!rd(azUHkCtyu5Y(w)3qmIrS^!5-S@Xbc?(kPV+E-KDx^>E
zaX7P_2V3ZeHhP;KN(v6<amV^A!p1iFesna|)y8|h<%B4VjI(Kp>WXDUpFuYq#aL{s
zQMMOfjoslP_*(5ZRiB%ngkOfjYz#&wEib>!F1CG)EZvb3FnEuQ$YrMAB#A}BwlyD8
znu?Z08xh)Rg>TMsae}UR+f46d;I>w1@$YZTrKB2vdtadO*6wSMH_IWI-~EPs=EW8M
z_269yWhHsX8UYC*ya;pw3;1a`ll}(Jdr9?#N}UR*FiGHyPx8tZ**%f{eYlOrM=rxN
z2u-@$yOIN`tEbS8jZp>01Acw63}UK8%i5$a>(-@w_8<-N{zD331_aAXBSYQk)!G+<
z4yozAeK`h}@0L4L&1Bw(ww+5&CF*@%4*k3-Gx^r?xDWv9&jyUDO4*4Uoz(^vnty(W
zw=Taem-lKTh|mG#Q*{C7UvJwBIVUn+rnui-HPR@vh0Kg<?y2<aQp~OijLzRP^)Au_
zY4`(cN@9aY205>crj9{St9uN_@7M{50k=YCd7yy?oo3i_7F-YeVS)TOpR4Nb$CnH0
zILSt`Uh*TZ`y$)&q$2_iX0!YDaydhq=j{o^M1#4!pj|5nTp`@0-S@>tJZ;){JR)-o
z4KW`|@Vt}})i=4qhd51I4bHn$lp{I+_#GysV7_vCM?*SFVpx+q-uC0o=6Q2Xd|tEj
z4s=rKLhKY%NvTw||6=~6M%;0c(YLNbob8dERjzkt4(ha%P89p`d0m|7lTuz7?Np5Q
zD5*SEXW0!D0z1zZq#WTz3mhYOUggP0EsnY55||q|j2Tr+9T9~N5R~!D>YpUHH9R8D
zGpEXpxAL$Q$Kh9d`2&=}{F4>pCIdXCQ7{k}1Wa?M$o-KfCZOYzk)exX!o0J?QEM7M
z$L^3GO|V@+hU>t=(xI)x-RWtl49KVGTbZ?qzu>X)1ntfN0o4hg`LaLh@xy4~K#@_W
zA0_~LRK7-2G&Wno93*7GN-W~Ew`Q~xXJ0D8kZu0a9^+{3>dV2v0)9WHav|S2!yroM
zMuNQH-pv$U-mhh^AGf37SV?NtiHv>Z&=aE&rX}ynVgwhy2#|sHzN?b&bof&WdFF+!
zj_Bq(6Ize1{v#j@8JdhwwkFZcwpgx%?jr?EFMd4&Zpn13rb<uHL7(C+XOmEK@?42h
ztmgB76kXMlF9rca_T-iEEz8;0YynG55*U#sev=NQYvX9`WFJI#f>2bRqXXVxBx_AK
zj?e*Q>sONCZwZqL0Y1rj!y~-e`3pzlxXVW}JS!<s6I+x!X>w^E*FubJ^p5;RQ6{fv
z*c{~mdQ3PuSOBJ=%IT{WbPzw8H?5I^Ldn$5bR>?$bfnCcWe`Z{l}A$xkWz1D5;NCG
z>fvm&MS;W0>F?EC<wJP^%|8xq$5jH_$&|z8G$(_@<K`zCThV1C2$xa;@xL;~@0qyK
zd0g{^veDU6l_um|#c@YS3nr(;pM><vPFDHLZeRyI`;i|r=l!Q3V}sIeOy(On^*w>v
zN$Sl}Pa9|RTtx<U9F^Vp%j?P>UEhbP>PEdEG`1oyjn>SxY*Jw{eMVQjcy<%iR{M(4
z-o^Obc7inAf~fV54j+qHQSMo!2}tN|q;U=7pf$<5C||Jm4Ej`zP|avo9pB9={^=|k
zb}hEBU7u2VoBGSSPr)-R(zAHz_agdjRgcyk);{<I-cvP9AP>BYkUcGflVw>=%!C_~
z8DxFtIM=&cQhmB9C@)m<AxXIC?ZL_>_UaR8xlmI=y&~)Pn1?Hdo0&UP{9WP~$$5I0
zF;P0P3DS*Y%x9+0*n2jXt>-s%S41i8-vKFrH{P{hTc>qt{2=cBD^_I~er)0q@1V1M
z@8>5od|~bruTM;1Za-{3_2TJ_7=PT9OH@8y4c*Rh&_y?g8?E9@)L|B{X%<c#t}p2m
zh9X|iG-X@~>rl&G_<4oK`?$0CeJ)&zop5CQ4rxI_cy79mxxReM;7Rkn)-a^oAfJY7
zxuMT`D?I1U{?M1MHv_)p>R!;<eT9a3UN&%#l5P4vmed@yUu*u;`$+v03a|RGXfKNj
z-WTE{m~j7_3k|S7?ulQ#vl#Ku%?A=SPqA3WGQ+Ge-)VhL5rWEW2eL!6lc*Sh=VQRT
z&Kl}zkD>Mp-GR9IRFe^|Q|W#0gRxJZ&Eo#c{F`XkNiq7d^UKm1$8rr9nx^71-+_%H
z?*rUbV@Jt@zfO|2uc+A>^D-y{g(*TlJ{8-D$|zl7Z(+$Xwi%hq#hm4;ztLe^?Ha*Q
z^N-_YLtH{KBnu=9d|odKff7t!F7VPtd=eAZwFh<Hkh6gU3&#b^{IWh9?9(1Vg=9-=
zRcXK2$^FK<85PzzEN7{FZcprUR%U}X&2G;vw@AOZJ1A@YidR20IZQ%k&5lPrn-x@?
z7c&{HG5O+mbkvL;ODtDx*GY*-N;b}2fJ7X*jVH)pvHFC*+zB(LNTJ~oU^|Cj9x_{?
zm}C+bO_gPH0_?84MuqU=9X+32uI#a&ra4HoMKrvs1cqzI2y^iTQmT_51#9+)r5wz*
z6P}ZHkmxv*`$89LPhg=Ou64+xi{(OTht44~@AlyNnzNqS)?@rIfb#hziQXOCIXBwW
zHY(g+-;c<AU!pSo<uA$P3R=m1`**9Rvkv{7yF4F-{bz7fnRr%}xEZv0-;4j!jWqO^
zIw5K#Ka}d4lt^8yxvp}1N|NfY@-{(@1!Vm;Guld}H*SPz(BNMAc&Qt^6#Ryvl!LFz
zabpbI<b>!rBI_tZ<I>z+PdKxttm@kulh_5JbKz3NPrDcLnLl<-zYXWP{r+512Nu-x
zdLd1^2mA%D1fX5L556iEDaL&A?RJvT^H(|yE;snoDgIaz4=z`ROd(8iL(nu?tKvdp
zpczz4$D}`Q$I(4)-&U+vfP1E4%MHbg+^ZhNR2MJ5JOak(KoUw%yYUC6KQf68s$Igl
zn$A80CErzvk_KmEe);<9^#eGJ-lPLTxDm&-p;HuZ)O%m^N$tr%@VyjJLC4w&1(-pj
zQi!tY78rlw{Z>liiemhUS;F02q~NPDK~SWEk>?P~c>xcW;0oqC)Pkz)Ey~T*abF2+
zwDckU0$mwZ=<{T9IF**o5o6x|$(<H8b>Mln8aC5<LMRvU6ZNQM`21V4NGo9XC#|$O
zAWQHC;Zs%Gs30=sSlpQH6F92G9GGf`I%bIzWB~Yd(*Y?#O~pFWLHN7Kh(0YiqTDp?
zm=c!>#`8^kW%QA$Ir<TR!Pt45Y9=BNjg~9Oeun1@i50a)b&kI(h-UgILRF9jwM`Tl
zl$=-p&4_rZ(nHCJqJ@5-fr@7b<6UD!xu%LQ$rEJ)6ml3~*<{>XF(6(nfL1CKS05|`
z>~~covQFs-5D)%HLknoDm6L6{XQuVe-3FfhT1C36Z_dsNC&=SC@RS#srJMWr7}gWB
zr%>4~40*bIup@JMUa0X>KNS!?6*A>2g98wZ26HnNx*ViBk31{_;#}Z(JL>P-n-!a<
z)t)quu%D=h5jGM&jTU9J3qQ%rGO%RGFLGO{$w?zbVIv|wlQ|Q|Lne07n0A>qZE68L
zP@V&o8^#-SfWUF~1JaAV^WGE3Qs&Kv87NHx3Syb&^ZUvHGRpKScB*lcalb?{7*QJY
zsk3T)Cl9D<P>30epZ4%V0gi+<pP`bH`tHgL3i1WNTfv0vKUN}h<LD!&0iV<`RN>^s
z`46hKfY*2#d8z%g7qt^?Ci*TdHsyM=wO?xdNSYHS^f8|eqwt-rM)<!MYyPnN>dW*c
zU%tE*73Ya@Z+(%RhV|*!HC<MpwOD23fo#N?fFG2Hq9Ki@aE(SCOUtd(121vuSc{tP
zwYRdNHhe2BO&*sz{q;Wg*@tpt+*R2R^r!n$^LP1Xfu4oMvg`AX?oM8cKP}Pji=!=v
zN|#1n$uNq)x@#<<3+LCv8zKr^m2GVqGBnI6EKp``qR+$XT9nVal(GBDO#QAKGs*cL
zlXqu5jH8hglARwry8*n2R%l0_(O&|8^Z=NpCMj5*<j+eLbC(AjiEnN%N=`;-3CgO{
ziIBO`pZF012~>!&QRz1+^<?hiuDq;;OWHEkCfS=i1_C72O9M^%`tx@)^7-#~L7a>z
zG>NCnu0+$p0m2jPa0sn6f0~Pk8<zpUuaa(biplM(lY82=S<h)PC4|=70-+9OCa#=I
z;jH;!{jx+e8N3l_`$O^ijs=!j0xL(RG2MtZOm1d{gHumsV3)X5-kBMnzSa|Tz|KTy
z7m(DIgq?h3^$D4}X)NRj&2H3~Z7Rd}MdhEx3YFifiyL|mqB+~QC55}LJHA^=m!UP)
za+pCYT<)Cbl*9X0eBj9@GoD4i7I7@`2-urR3-D5}OCSEun(pCQqLjZNZfvqhMW4v?
zM}_6xTu*9wF+jBiQpck?w4v$q^3Ey6k>}Df+K!RkgW8oZjYZ(j3O#r8GLkIX8*!qC
zwf42I<k(&VL;<e09E;KtTbjih=Uo<es-DKDhJ32kP3jbIfhF3)shWFO5)M+9etN^+
zr332UlTU=Pm@J--N+egre4cG_+EZ+*8B5Ni%8t<DtQ|bVZ>OA&yDy0!A#%iX_j)cS
zqw`=dyfuq8aHsr<8>W%)TWt?XXt$SJ#arvz@)p;!ciHmH{p|<1;IlV(QlkZ%oo$rO
zqYqq`3{9^3Bp@6QpD4!)`cJoHdV$o>Ew(y9#TYfOPwFBCR=;kDElst&I}vJzg_0z*
zIYJ1cI-=}}_tp=a?Nr$O_q{YtDs9SbuK=$u2sI#~KZ&X+X7?MR>!!=E$W&6zt^5x>
zb9NI83Fe1`e4mXm?z%`|j?YcTrF_}oi-y#&a0k#RH(?$a7%_;-Njxx9a=8IPW>6lJ
zIoCDV^QE}EujUMQpJuI)nfdbtH%C5FnsYq0^*4Sz16@D`?`Y_eQy`ID5msGOUDmi2
zY>Nf;tON0;nqhb<W7;bsM4|hXl*`z$SJ@bP><b;s>^z)-jyST)KGYUr=oV+QdVoC&
z8;WN=`_zp(hllR9tyy|0uk$fwD#$Ww$oj*sKz+B`(^;ZBdZonO_Dj}r14`RYV)0+@
zZJ^!`li&2T&nz4#jO0G~@_`M#VTRRxaYaLY77Jzj<32>}Z!C-Juj4kzEzoM*@h+2)
zhv1X<AA@}g-dr&C__R}hMA=h}#<QrtPRU+cQ-1y}>#Ew2)4Q-M>Gi9NCo-a$E!abn
z)7HVy?c6YMD8At3vmKVRV>lijtp1rV6^zFP&^*MY-eems8D>lv2_usRh9SMavss8z
zjX0{bGx;ALFV96H*8B(UauU$aO!&YjFrC`Y5o!g@D<ma0Cnb{(Y|F6%#U{)F$%npf
zOVUwTg+7P~2-&6sg8tfio61TROYF0!v%xj2OSj{dCuja;v<1wHgimA(w9K1njjN;p
zCMt&;{Ty>fCZyl@f_1pPZQ*DS(Q?Hu-;C7x4^h8AFg?4n8JpIeDfoiecSXz@_{X8P
z3)exG1dG2NN(6a7hoH&54BlPMz+yN3w7H|xouf-Hf*{mmf0s8cu&v=JRzsR-BGM9I
z#~)?9pmALgog$`Ifz2lSvG6y;aX#xN$|l>j=4Fy<EH!9NuYg)KJ3VnLpRR6GM3Z1x
z^Xv!gnn=mm^>hvB3kV|7JnavR_sOm!FV~Z&rQD=hfonuwO<-MSKP7rfI!46I*=OgY
zjUYr#*5(;SDR`qQ$|U(x?ghkK^Rnnj9Mj}eh~gQ<d(z3&z_>FN1ww{}8pjM4Cj?*+
zu64#aG8zC}gbLA=(FoU-u`)eRka^4=N`||O)4i;Ww%QAlUeFBz(tZQmOdxHm2Dz&4
z*IJN`B4lBvlK!7_AjH#qyYuqrh9S~{syHG`x^UmQRAptGBiyV`y_EpQv!@4YSfV>W
z5eW$+SS^dD!a2+5dDP*-92u!1UFxnfvgL1s*>{zu^{?Q#(x|k{icNW|3a>O8@SXBN
z24?0^Bbb31yJ|V9SWUXRICjJB<RNc-4PebXk9T;YMGfuLcA&uLW85$y3cWHZbxK?0
zIp7f>Kq=1aGYARGqa{;P<2L%}n`+uynm!S?Cr<2op3lrRKK-U2ex^*1R(DIrDeG&V
zwh}jbRZRI+fNCRhhBP`$!QA>hn^igD3JF)_nUUMAfUh{5lTIUaXv85<C7Xzi&^3M;
zyE2quec#bq=iG&wGvTOt`oig2Io?u%Ol$46P5L&UlfDQizH*5f;7gB=9c?040dtY}
z8w<6ig<1*SMo}%g#LM2IzNs3&wpY?>G81adhL^%JTfuvzmOb*6)s2_siuSLw2}V4p
zau>#gzY;layx(PcC$tR<x}i!g#eUJJAQEG2kLNflKex~4v?^q!sY878^d_%wGUqgu
zAwhXUs$_T~>OqEIVc?ur`_9<p7A@K7=gC&%Dl5!aiSv(MARlgUZp8=H4f`7!CP8_L
zR|7;5hm(V*p_nV*6F01OXf#95H;*`754kk=mlU<9gt5sL6|;2=bFdgntqa<!zSoOW
zx19Za2(r&m7H7K20R|T*B8XpaNrB+F=p|LwH3n?^$6qz@wa&*3%Ehuo(5}9Hhq)>`
zmn_MwHnhA49i7~0Ryb8UW7tFw9ip2v)@a1OC;o!h9C4>n(&9iSVCA}mVsJ~>^GU#N
zZl^=Ek7&lkp6qoE^$NB=IpuR3z5(IMi1Hz~$#%`yknYswGIQdK4B6wx5q(%sy_Ci2
zDAwHgFKr#DsKVO8Y59-yje@wYq-Twh>+!yyiCV0GeesfVTLqKE9yNr?VY-rq=yX$&
zG<~A=;+DGZ-B!p(0H+CU_J?Kf82DuDg{TE%u?X+VdCMCbQ;Io0oBd1^RbhfGh-ee!
z?E<3fdewKClNJVqo_D}hn5PA96H3u=hCYH?7Jx~FLrRsR<=qVUKjpI2wTI1{5DCcQ
zF&0%GJNmu4k?a!n0SIp7{BlQ3O){r=Ggb~GNXVHM_mgIX2IE+27vhPu2e*;;heNI}
z^!0J$WWkQSHpcCa(E^T3;}|am^f$m<h)cUAgV~%XfqMRxO|x;f!$VEv$-h*MpcRY8
z9e-Z7g?)4`P7)nbQRFs<`8L9Tf@3Rh1E%`+(P`_xzv+(tcF)`%+x)d}Tf$E2Hs05P
zEu6_jV%IL>g|f%p>&SeD?@*s0epQKmMy*UtoF^593svGbUm2z<*)Xg_H>tJ>=NX!0
z9;Qd}s>%EwO7>8<bj*a`SL>M7X{!kYAuI5=Gq&tQYW4=pZKx}pmm;&R?Gd$d9R#uz
z9ljCPWws%5!IG+Oxk^_s&}fY(*h4z#)kc^#&9yf#UZz|jFv_tS5m)%#FVDJCdSm&S
z84qtv+(M|k%MM3Tzw-A!vRh)pyR2ucGD2YlM=g*@w9D^r4ebwvx2a_Es8sLt$_eGi
zouKPhR3oXUh2w|jAilILPh@$zbY+qAw8A>HRe;QwjJf|JiH-56$kWX>Ewa47Y4vm9
zTlspSLyX0>^%L1I<$#|bVma~(>}7z!UAYe91=h@+9z`hcWfiXzvM%N1uzyyb_7E4N
zH)o2S{rUl>sj>Vi+%Wq3N;w+E)1Ef4fwc748z$b=5%s5A)%sQOuXmR*HW^0#0w>Q&
zPh<a<<jlX>b3<^v!}^lGWdP1^Lj8C(B)O1T<yK^gJa}gM&LV<TlH;ypqMt<M$(Sq3
zPZ5<eQ8j3ysJPdN-=6*tw`M0cvn0?;1lefwaaf24R+6eT=zQomZ)@_Dh>Ho+ktzuw
zs<Bd{<vJjz&Oe2H&1vB^w72mZ>?Y&jDF}Q>dP1i1+)F6y?fq5?-9~olRVK=b=r{Ve
z9_f%Ne&D9j#a4Kwp_LJMP7V{o0Ub+-{mIG?C(Be}u4$TGZPdq?6s|vd8GlRm<)iRq
z^_x1=B&|f#jgoS=?dwR%YxNLi0@prvAKv1Gi+p5+wXVdjl7!pJ>@jVv+O#j0pa4bP
znx>*|4>>d%6pOI;?b;A)wkoMwZbX~jYKTZhi;*u4v8h<_x0$5|s1!3^5h25n%oTC5
z87q_vqIDMjw^ME70d_{{?mKTmP%4T>>@A-vu3eX><$K6GC4mRBaYcP`3&BLEK~3f>
z1u*qQp7@wh#h}9gm$*eEcgkT_ygan~UDNNxr22A|@oOjaIk@~r4SlVS`uDPP`~3?(
zZ_w(%Zn)bMTZ_mvdg4Mp(`y9t2@5D<vBeB)f)034#5ay4uHGLzjgWL#Eg>)3OO(?I
z*lj0meb|A}?lbgP9%uhXr5i4m$5-WC`G;hl%kB@>{t(nCg5B|8Nhn-wBiUT&MiQ1&
zM7?-z%aI%HC$CEb?)Y7O{sTT_)-a9R-o5&znClJ5Q?-qW^j9w=gHw@1y!2-B8-CF8
zv<7}&5pOtcYe(VxF<*e)_r#7p)p^wu%aZ~J3m>6EhaO(kee;O{xbeboh=GzoF`T?r
z835vS;tkULIF4G(M?HlaqiT?knc;8o2#66@z1sV|eRptCSro_x>CgBZ1Driv-cCtn
zE*uZXY$!%R#_}M@Qe}C|T>L!`azyMVqLmzZZA;<8ZnVBvo8!|vcll<@ooO>)9r_^J
zt3oV1OZ5cJ1NmA=t2lvASQ4c59m)7s5;$9`EAxCUZ?-f7YIK*%jvk$Lpk4#<Ej^-X
z6;zP51Ef)%+feRuaHa}aXLNR_jg?cGUlg4(d9jgT<9`j<=``Qd4lgI~A;Bj0?-Bj8
zgy&lsqu5tYf@-Iv<s+IJw{?-bZehnvQD4r!Dc#w<z-u*a`0(dU{7Aab!f4Vu?`&>1
zolbK}-R0Z<xHA3vft=}Lcxcet6lnm?TV!~!6u{Wf>uA0bIm&bw$!^<#gD>Fg5=}Mj
zDuZE*BKgcHWJ&W`#G1SEB2UDbOtyl|@5QIvXC=NBInHo>-qZflD)*1R(_|SJ1xa>S
znuA1B*$n009FhL6uBFSoT%g1FwY3YPe9c`&%NEZ~eb45wFtj>=8-TB)YGBk|VJwN(
zBcBemSUy?B7KSUzET^9Dz&KDUtdqcA{2{vY^VT8DL|GfrO6#{6Crcd~LA%8?m?l=i
zDAfuj6b&y~d!~bu1)jA&+v=c5%Y=+=%}d!g#b*w%&dzV5aqrwsBAGhYi%CB)PIX|!
zgvfT4GF`pO=B$A8UJ4ml91u23la4SJ=HTc#Cn^4Z=FPk7Ulg`r)X7wUvZJF+$AFqg
zo$@i&yw6?NmKjHtnk6IUfV2R{hc`GZ_Gvcwi{^7}+*oU9sT8)~hYTRik~Q2|#r!H4
zbBRJDxwwF0RuwnJu9}YQqrmDr=5B#(fx`*~pgVMo6VLZ+`PnKF9-hUFWl7!K#aqvA
zUFpx$WMM~|O|6dr*k@3JJ2iu9(|j@U#&2N-xpV4j4}H7h3Gn4?+)&+yE7@)8YLfIM
z{?u^PE`#$`V+Fc19CKUyzQnU#O$d`HE{{4vQr{uJse$V!qsV3~bC<W5rqWB>5yTEg
zRc?C_FeZh3?upJPvdGTp36rWmb2^Uqv>M3^=YBJwmYNvI8lQ|Gf5cibP~G_1b&^)(
zha??S*VG)Z;sM_Ux5i6Cw;F?3o)^j_OEG<u<vqo_FP~#^i*}Uba3~|jlUatLg(ZnU
z_{Im;n)Pzd(zK({(dhI(Dzgx|$06pEgkon*SK!7vgX&+)rh(dgB9~k(TjYv~$syAK
zl%lP1XLI8oZqY`#nNskoYOFX-L`jxTkNiW5Bej$Kv&?y+5>-2it{lztf+z0<b<D3P
z%$L4<gx6sXKCDsIzN~5a;y-%`S%w>y76tB)24JWXam_fVzAk4ndy8-TQoW_y;nlCP
z0w(DpTymF7>hgjDNjxD6nD~s%@I(dX5lte$=nr0$cW)zGa$ettK-29=Xx%*?0ZP-6
z1@i-lJT-Aqs#Fg!<ahjW{av{@@!AQ_`O8<c;u04`>W8Tt@6OEPc6wwM-=AC3)7(ts
zP%eolg-+vMmoywY=~I$`N!|tga*=dlhU^E3ZKnn3@QKEs7&R^9%Q3*;jy|~{G-CI_
z_qM)5=<{mgsdW~q=B&s(jUAZx4IMiz0lW3PRY+X&6+3T;$}E5A^Z0N}W!qphbVtw`
zsGUju_M^03{WPDV^+V73l5hHK!-?on5dBBe05>L}&i7>VG7V1O1o$w;B&qYJvhQ-(
zd-?be)U~g#!-Y@W3qy9*OF0H6=r#mm=|L+yvX`g|JdOd_egsgVaBb3w!YB`xD0a(C
zda*p}N_~5S=ckBGHEGbY6U(P8iB^@W(#n!=eD4%dNV^KAj--dQ%lwo`IKOX^5=-os
z;a$KJ7RDpfT2ouJ@x7zWQ?-z{Z6ZxR8_t%4W=!Au35}rLcG~1D?OY})Nw35_8QLWz
z(AO2iJ%*3^kFc#<E@KgeIB!NeEg>!$t*P#H(t$551xf1gIf_;64Df7IWcJoSe0Gfk
z2k<g{gCy%n_jR&KeRObk+@@M9M$|5LZH(a>2kd>Nc9wlrj_r3qzuskNCx@9GSkowz
zY7@0`FL=WDm9A!!`L<i4j3t9avzp<6Sb%HuZX)&8n&Dl@P>SIaAAYFS!y3Nd%TyuR
zLH`;FN*PfYVfrTD`TLcmyyaMSj|Pg{<Q_|7Z_F-%?2Vc7`70TCKSf~}t}hwb0>}3k
zGWKQ7A6wuP0PZ)<5*>9KTVsH%Q?aH!$iIOFYj9c5CVS&tFDjyreo#?YkEIk0iXVpX
z!T7U0om@q0CSo3bQ73$@W=2)@^``ZLFNBOwa%ZV9zVL~7JJqs9Rr>-{#9ak2i7Mf;
zu%om7!NFDShm+nm5uA+GzJDt`m{yWfo`|W5)9rh7K%_?M+U7^*h&W=ARQ8Ws_km39
z$TYFG`|G|t?MllN0sR^^vGHx-fiCKZ@{%~_?c@h@_XXZZKqSfWno`jt;E3J6;QRFm
zm>qp2ce8B@db1?AW|OWJ?l#nKm-f2xf-R~02-nDRI3^c#WL@v*ubN}B**~2-u)mM)
zA5<TiekgQ1lYAi*eg8e?dh$1RmSz62Jfgxj>tT+FeHO9P;~#Fnk)f~<9JM6@lldEE
zsLrt=Pqqqfn8hO$d5!0zpi#yjl%<`>n?;exa|_mtkstKWff(O{0%Vdc-mjcpt#Q{(
zvscs}`t3Sv{jSA1xm(%k=XJGIQ(r=nl>4r$EF-yAshXsxqf2N`CPUwqp4M)lT37ny
zw=v=Co<{(+L)OvU(Ad?_JyW%Nt5?U!CiKP!aTfsoa@igxOGS&U237L^lL0Vwsbs!3
zLOEd@g=~+spYvAgGuCD}N0gXiQJu)FftB8+TJ$M&&vu^3hZZE5E73;Ppnv5rr$?T`
z{fbt_^#Zpp^1O-)KEsz7v9Vj!+b5%AlsmF@fN^^=hO;U4D{){#-0m(<c5=#+Dz~<p
z<^f7&6bp;}x6jnJCrb~-YL2&pss!zPW7M2C4<}lD$xwUBo_%1>j=!7wG>snqMAPn#
zC`TqwKeE>4NZ$eWpT2;v6t=P?n1{Vl=8BnwFNxZ&pp#&~#OcgxZH7v|E=a-%5B+?^
z>&!>BtF(oTKbor*uc!5RlOevS$XKGWh;!w<ktRLWR)-!l3TvRmtKJo?Gvdyh{Q?hX
zgl=a4!|bWjA&FhwKqc-;Uu5Al+`D}1y|`<SZ47Hjp9z1%tn;v|!V|@WH{K&I?A=vj
ztzfGJxJCD`De*%U7QNh8!!eVU;8d&Igux!NI;=ftoZ@8Rj8h`Hr${E;eyN3gEq|h1
zy@G#$!Dyo_cm?M;vLeO0;shgp?NGF|P7kn%8u83uJ>Sd$Eow%%l&U7kOo=Kh;q4&K
z4>YPxK1RtM4dy8gdvo5DG_kLR#*m6?<jvU?38Ra-E>*mxX2CGMl=khkW6-k$7p4!;
zhPm_)JPC}|!|aHcy%P3p;)U4>@)dzc>vio8s_}0c(C#AZZ|3R``V^j_O<UJRaof95
zk+I&)9(6VK1cPj+w$<K-j@UG{*x*ovBThHk(zsY~Wdd`Hm;N+)uJ!b!bK`juO;Gq5
zCaYp(_Koy}2}9p?w$9$I_kHHzmd^RwYAIMoUinEU3ahR?m1kZ!#ITQ?)X9AaldcL0
zB%#91;j5tr!=(I^JudA=WSx!2HeVbPQkD7L@`|OGSfsy%@OaQhsP;lVz9~C*Pl!N{
ziiyagS3N?`%eAG3jSMJd&|m$4mp0L;^M}Y;U}Q4#+VU>E4D!`{PBkOS#;!Hg%=`+^
zOm=(<r-4%1xQAR?@gtK;ub<Rg>y%$-lQmF01#kovvH;1Z#l)fvT#A|dW2YYA(L%BU
zT0|}2^3zljo5B5RS0r0ZBovDdI;=9t@MKJj=x^M2vn&4OtEnVYl?c>G&@@;%m-(63
zz^LjX2O6G@7e?d}qnePCJhT9Jj0zLGvh(S+|8#4K2<6*T4qlh+kz3c)#ry7~rgQMV
zol5H$30Z=>eB9a*7K4x_IBx-cIaec9zgd@5&C*51u}!ghy?=wiA7<Y4HV~TQ_X_8z
zvyW1i0c{3_=uo$Rq9`l-yayeaihjuDw>}=tAvgP(c!g2D{VjHBLoP$LX(r9lWS9Cm
ziGx_V0ZsQJEK$dtuxn;o<G1Cutgz$RSRw>Pp<Kk&O~$mhK6mzDp}(<O7xS)=$l#)^
zz~XYX;gW{8tSfmm>h_X&^mr4I%D!8}*NFRMwq&yb6Yad@AnF<v${Bi|JM7=zaGRLK
ziK;AWDLVLT^69xy!|)f#N{>1h(}6PoE*SUs+=N+Nnqki^&y2oDa|2=BxeKVtUF{)`
zA`FxvDs|!(`x55+frR_%TJ!t<Fe5)UnbRQx^O)c(B41Gx1YPfO*Em!id86nmap&;e
zB;{bt64wDVX;^c5?T)OiK2^K(Ad_DP)Qx$q{*YE+gtxRx4ZKXo+ZG=j@T7LB784cF
zxY^%kAB1EGonxIPJDErOiApW<-CNRguO6n4V`S8o)t&6~?;<V~d}hJepZdO)a7(+B
ztU#r&%!AdjV+(Q4AWgQ|c^b2HnZ}jOQg|OqNoF}0>3=svoz3-GxHr=)AT7-AZ3mA#
zQlH4aj*QMI)p{OG{@Yr8-&M5<Kkf&uwm82adrtd;=pRezKc0&HxMs-9c6a3li3q_t
zHW%W9blgdI4gKph<=XG3Dqo+(67_BxJzR8q@sJXue+G5tr%D%m_y8gBBt&s4&yI(D
z=Q4=7egr5s_ARm&MqDv3RB{X;K|h{gPvv*<{G}p@@H!w&$6E3cpv+>osx?&+Wb0&M
z5rE_U%0iezb9Ps6Z0HT<Vrq<C&be??O!V3VGgEo_AqIVYlmudO`(`dwVnbBt=Y#T6
z$jOMk;l0G%`YZ6P#GfJM0lW;V7|(S)yj7dg$+dyQ5by&F#@@Q@=PlY!C&%iCx&9L3
zECTkYs9OVu(>X+q_9vJMNvL{TUmm!bDL?-CT`7jcMLWN%fcR(*`>n5e&oIXp_M7-L
z_+fw>lHl7~|FtG9n%_jK5picxGr2(u;2I)FdziyWV(W7Mk=2=6o+(ww^V|y?nXfq>
zu#<}wFfB>FRSWVxFS4ro-ta`({z>CrE6U%HWk^Fo{z(07wk^8(SRl+9<&3vsJoDtf
zc5LOIe!Sqx;*cxKL1I6=pIx&n=qN@Oz43u%+NllCD5!T%BeE5(7&!Qiz3tU?>QZ##
zS3%0nXo!(kLk+uTQdQ#U+icILR;g6Gu)50KD}yJ0@|33->K)w1_}8=gH97owN_V;+
z3Oa31c0VB<{;=%|s4YS)HzB!E?n@7YSWRInlb#M>pGm6xKsmo4C|N0hX-`08#?FOe
z9KE|K25;yMku{sjE>A+r=S}?#Ca;$((T5&&D=gCoUw*nEQ;PP!eH$MdtybBV8cY^O
ze72KieV;VY-cC}Ey*pv(!IA9t75d&t^W=iX#Ji7Gg(OwRA;LN(m6hga8_CBNy2ify
zn|ef8!k(d?S0(ke#ZP~E7s$@PZXZ8n<y-j)*@Vd-gfw41%RTKlkoRCFrabI3&K%T|
zQS>SArMA=b7%Of(dYFS)d>F_sy7&tIT-FZVf->F$&Wh)tsgRj{B8OoCg{b6a=HQty
zqP`9&Du!}cDsjOK05B*&%+57@CFL6wpq5hTP!J@|t_;AWPStO30^b$$NO#x_2NW%?
z)F7Cijw!ICxdedSqiTqp4J6Y&a@XFv-A;y4)e_^u*@vg2e!)kDr@Zc_{PXtYzd<qG
zlsA&xrbWEqiw$dM;sjQ{lM%i%?lB6L(j8UjyeZDeO2nQ9OVov;x)IvT+1O3>x~ke(
zpA-~{X!2GGhz~{<FvDf{#q+fj6Y|Y=O0hx@$MQD4O<MoLqH;?N23q;ec8a0m<pK0Y
zt^!EVM$4t{husDGWPP~Xu#Z?ll*C4@I*)_&I|^KGyTg=1<>J*oXMEzNc?ODS${>|A
z^%gk`8OP<0$`8jjAJ--hh#j+s7>8_PaSZ5Uyj6d=f?t*n=VTGBNRxd+(L#}@Y?si{
z;miYUrCEG~KBZ*V(#$MK(1EK%#TiY63Q^=!k#&?{X~LSPOyHUtz%G}3=CU&Thhukf
z>>5p1wG|WD_fBVnE=Alj_Fo|3!on(Qi$)2U<R4FDS<F4^-!4JY)uF!+#NK#+I78uh
z;@~IW<NVW3M;A)AvMa>%Fbmw&ijQHF4j0R^|M0Y-9x4uL`&i{Hg1NpooH(_qBRU2B
zb8|0xrZ`ssLNj2FlM+_9$z1VgnEWMkM>jm)?hpa(Xt-7_p;vBQ;trlawx18oO{@@1
zjp0rtdwz^PhI$PhiP|HM#yv@&6&+21*ksi#D!-syzzJZBpqQc!V+zKnZV>%~(ex%F
zK#4A7-@k)`AnJU5E;CEvmiVZX4CjnMEX7IwkObq~kr=Tp0jlGo-v?w3FpR}B{A<$m
z!bbjCuq@w>Ko*u$Qktkd`JxtR64{gD8aj^8mbiv{(#B%D@%lDp2#?lHKabCCPim(8
z)z|Z#O|(YR5@m|;t7uqJxmNCNiXbmL7#y@c89BepT=DfcFbMn%s<fE{9}z|EbR?Xj
z0weDorax1D-Td0tU5S&dG2&$mtlSoCVB6L#_j60b2Nj+#W^I<N3g^oeOITXDmd<tm
zR;KvV&uMIpIow-ezt>nD`Uvn}*S#qEz^9@kL>VCp9-`g3dT)M^I@ws|O?P@s+P)wJ
zgmcyWgd2}Itx?@6OMWyTozQo#&@%txTvUvaFT0{Tm}jd;@dD*`DsWWQ?z1#u3HOHS
z&-xW>&GTZZD$r7l>h#9<Va&-?v&*t&G;O^_3fS>hT+AG-v+A92dTGNgS-i1{?4$)`
zWvkkQG`B3$3^EF~=i?KC{LZ&sRblp=wxrqmQglHv>y##W`K7jojK2~tOF4`mFnfPp
zT-AK|9e7Qo%EFQynk{+HJLQz`@nF~6O9}fegF^wQ*VZHBiMJ?REboC7{kUQ`qzX%e
z*{L!9W{kNAp9Qu>3CT7Tc9s6zCNOlQybM;`NVU|Qk^QYX*ll~0%GS$W_UU3-o<5;)
z6f)t&8CaX@IQ|I0k(pikMQ}a&&1f>NtDdnrahGRbSv!D3Jv{%N1Y(q#$S=9=*QWp+
z1DO7FjuFQ5wq(L!?zDG<Pg6(YZ{zvYx*RH8C<qR5?CZWCge3yx5j(sWGi(_U-*n)*
z6(N!P3xmFU_SG*1wZ#-+7)^R*9^t<R6{`9np@z04limSc1eD!YAIOVH$6lp-U?i*e
zSsE6~wJUc^w#s_GM&8t}yaXqGePb5TgC-+0m08OyrRp&I-B9}89vZhlj`HKdmNYf`
zY(#}Wd!O0ojWz{m*-c)2T$D8079BXLop&NY1e0?F8M^4rysH3xn)Zho5Mc7yt@fnO
zRFQN1di}xD;1c<k$Azs6EfYh9tih(D8rDUjtDlVT`}!VQ2kdZSQ;o{h`P%E?Jfjy>
zGGDTeo}F}s%*OL$pzwY^&_7CCL?pPwm=XA@7On=&$L%c4S?`4^(?edkVPVdeOO%=#
zzA$e|aYZcT_(W>8ZI8d#N~dhNwJ0&RO*Q`0(-Ya!h&VSx)Na<b3CuZGg^#R#aKUj{
zyjPumIc;PpNqyDvqcF$LcCS*5%G>SF%S-exx81Hr7e_yq#f;JvcQ!;r7^y3N`m0s>
zW0n1eEvwj@{OrA@n*i=m>4VP3EfQjMzi#V7Fg*o>`LCjf{@`JJV@FVU$Ij8}rHDTQ
zG97UIrpYR@+(4dwP7C{F<qQdL2Ib1n`EcIwX7&w}7*G{jxw>1rlHB#%6(-7B-~<@b
zH4QeK(3u~izhCw?m2JWtopLl4s|o_ULHmZ2MSJ){{VtBWRB@KA9-{PA%h;elTCPQ{
zZuq^<di}7(dHp!6Hs^C&k#BRYQ&l^l)TXZdq54r5b2E#x8Z07hjh6yf5=YRz4Tkp*
z2&HoA9P-|kYDo9gL<cX&&p3XbObEJ!goQVEd!ZpR{>`$37^A{kD%Vr`z8oUc?_$W8
zJCViq%4Bpm-N2hxydb6T>f14k@%=cj7yYcOw)koF=NgN3v_yB?x<#wxe+N$#ZK19p
z)6$ySa<1bc;$D<G2|X4TD1X4nw~F%hG5w(*e(g^iu?l#E-wVO<1w0Ee&Uu?ZyGnO<
zVw&7*25a7HbrNRAr;$`qXY^PY;gwVPY8jGOlc`ym+#nCvcA32}wt$@{4=Jvy=!SV}
z#57z`@H^&!yt~fmoPBWU7tk{!tu{kn%@0u2F2=(BtL(lbaXlyLH-yb#{?vD`I%4Js
zN6Ox&raAILF{DQTcUsALjwr4v`5RevagM|d$sx#h+e0PYy>Q}j=(=-7+!OPg8x0u^
zbUno}0xeCrHrvTs?<*Y%P7nj-=E^B`@|#(}kz%>oy2Ap#8}B0%dzuuA>X&hH3#@u|
zSX)8)&o`-?2<5hL-<}u<>%_U2ES0ysBp!2NW)to-mf01|LH}y@6zOmwAvu%g@}ziK
z5og+F4c>2mxcsRbqH$;Ha-Y`q!C!a5U>3}IDp+dYk=xbq<=HtAb%Ywz4_gc&@R|l=
z;rJUaMW_KIpodUhJnb1{ZbAi1c(0861rhr4FMi@vBO{_`AvEclP8@Hl>cH>>b=`_h
z=;?^NN$ZJ8-b0o-qKLoGskc}<wBNHG-}t&z?+zoA(hL`ka~pbe&VjMB=#*L2g5~<=
zSE3qN<jp#^G46t10lVv2z0sUzdL#LljxmMipJo$>?sH<8;~X^3!kwIbcPW~BBtUGB
zhn{`*L&sMhU0ZdYc&{XEcx0b*%XO@+Y0b8=Ri&T_dVsoLc@&Nk%d+|dHy#AG{x8Db
zGAydF?;agmr4gh-=@67|285xzr5lFsPEpX2kk+BQySrO@=<e>6@@${yeXsLB=X^LH
zZuZRH`<j7khV`qp);;My{R4L`e)KBmY34RK`^-JJ$Cu=ZTSfNKcKmIbeOas<fjL=n
z49=pnG$&CMPt^K%aVAA|iKbfGA|~(<^>nS>6YZ_#ZqUp&x=3zB;?<sk{`IL+jwOr_
zql$?q)_qL`=M<ke32D?R*t%J#22x~Tq}&QxFkDc;y`d-aER*O%XutG6t%JlRR>$~C
zADY?0Mn#d%AYsEfw{SHKnN2_=Ss1&8+1i(7nh3uz^E{)KUY!@ue|=I%_oPW@L{K9n
zQKxgdgy7#FFQYC|X2DGT)}L8_4~B_SG}uR42Di}ZYi*T%bF)1*ZmZj=@FNq@owezW
z?Tx__WW{xck2ak?#rpR2gyZ;HaA;3hZ<0!DQx&?ZO{&57aq#?cKAfzzg&m92Os$$N
z^OiaQ|MMUh-9Gj9!^%=tM19VBZG?Aeu3A?|Dy8RXT{j-GG2SB6an!J}!L6-cIh}Iu
zB1q^<e_6KB4)_bL-;&n@tHpQgUL8rl#_<7ilMQpx@NCtYiPnUMiQ;#}#Jo;&A|KIA
zm;At|Tg!oCS~R}BG9_6N20+4-DA9h7xZO%%#HNT07b@uSnL6oYMIWecOQ4<QqiHy3
z`{MH(^)b~e&u~u2)&iFM+mOn7gIJ}R;DnE$;)+f8`+AA=z&X9snLpRvDxxm+`5AUh
zg1x9T_2uYxu|TndF@Jqs0)dbqzAm%)KC2>`)(zY!X?rA*qct$-_z{Oy?k`BcuBirZ
zfinXIG}LPwzwZ<%JU(Xj8kU_krr4UlTn(FElB}E1lfykNJRaSUygs$5JeqWy{^oPC
z(kmMOIS<;;f2X<NueHDMGw1cAO@qSXc-~*ov)`69T`HgJpNLS`D;R6v%bE3?rDhvz
z7NxkVG#Zq>$J~XXX{@AvtfO{Sj*r=t-r5j0e~RnE6M-l;9Yoo1!95sG8Z_Elt0x^q
z6!qHy7SOXj_5NR(zr;FD6wl`Z_Grp}_HcKz(95y9#B0HZ*aiW8(w-XI)x7)cimLLt
z>xqnsXgpPiyy=wZSUis~AbhO@Yw$23-d6mM4126uFCb|tK&6jFj=dy`+wEo5vL&mb
z>PJNCYyn+m7QPKNyC3fAS0u%=)wT;E_eIP`OIl@&q3%5f;|u+%zgM-eKg`Qg;=5Dr
zI->^O6>w;l+Pk-a(bq|dls%Aw^VKz+oLLIM3K~+v?OXOkw^<kyg@AfiA}z&0`o4zK
zaBg5?P5e?=V-Q;i=OBGOYvQLF>Q0M}1_4%95w4BX=SW1cnqA(t-(|ljV%(l3xi}Jc
zx>^g_yGJQH^D4*ma4_L~p943+l6JY~&9nneI9<Y7J>^_riMHnpQQgv$)N0)|Ut%NO
z8n*j;ruHk%VXX#V`D|eF3t8D~evx@rL=|$L4_{Orr05CGQD)~GrLY<s#1^=euOa!i
zp18YSK(4jVajQPI*y$44b(Uk?KnK@+U~VWGT@^1hN8|Sj^*u(_im`=f(;|yW*Jle3
zcZd0nLuew?^D{d+Q<=z5q@?e2GkJg1E&fV;T+{n5n&f;jK=whJ&VD3Nw>;Xq4rR+e
z3{g7<Mf#n@`$UTLz#L)A`4@x}NOnNnRU|AW!%jSl()35mclTz0^DWM*r>YnU8il)r
z;=Hs9#BKm}oI>_x2K9;>3jyBaCB~iv$~)x5XkBbayCtHIyGiU%X-y0w5v*u~A1~8m
ze5Z0NoB{2f+}8z#wsz}stccBs%E*0xjj4NkEA?7qv*tKlR}Bxr$5jX$%67%%{O!TV
z+P;&n-~+vcHo{Uuw8k1~szvQo)!;n^zr(Adz;9%dvoCwNr4cTyS_?gQl)b1vFl1l;
z9<KnP$e$C<O&Po{zI#FWVLHI9A)@2*^;GzAuK>}-Z*BGVxlnJszo5!)t#DELX*TD|
zJN?Mta|LEQ4ZC1Mny4rIJk#$@PCG=a;Q?k7P5yzsf~7^-<h}*?iQvUjisYEU5(&yt
z%UcVwp>_EmOQOAfe?io8SL$|I89m-cU7)`1Iw8Twh<_b@oj-lcx@+BjR*JYmr6$fd
zO3*JBhMC2QN`D9))E@v%5w;9UG(x>Q2my=*tnn|iY1l78i{sO9E%2HR6iblv$qk9&
z)sIZF@G6|<M<xQ?z`-CYZA#{*Y)WRy*2`AMu_r>%ia?(#+^L>&B4W^I11zUfxJ0O4
zPw+P1zhEu+1Rm7cy8hGj^+P2YJ6dMYb?(o;QWhd;V(b17g{A55K}{r{S?ogNJ3f=s
zk~W^0&*);Oqu$@B*r=pOKFel3WDXkTz}4tsSGl2ydP}DKnrc(!^}??8raBf*3pID}
zreQi6a(7bDe)TV{?2AN-5-M}63PQAyp-}~OU0#&3EoCHJDej{j?|r5ZtQCKP7upZt
zMS=V^!Fkc0nSjn%-vDBTDeD@K(m<gNyS?ahT~V0!aCt9DFN;!QPlC6peO4D~-WFfN
zM*7*tXC_6ScKD5_P=uhAl|b}2vl+NCHJB7-zAoI(e74imqv*~d&AC9I?mcTcBZfU^
zmtq6r81+@fD@zfMSi^(WC{&58`L|X1&}>rUz|T{Q!G14ShwRy>7*dz8vfXLnC$yh8
z%}x9{lp=W`FG5h}i$NTHy6i&O&!dz(lhK4}sSs=UCy>GNG3EoMXBak4AT_(Uuk%!U
z*j^LBJeZxuu(HzmPn6R?ksvL@wO`Vrpdg9!U|%5w?UNLpX>ys}F=yQlJmK04)mC}B
z=OV6#2w{Ul|0reLYrl)V=@M(1VcTx9#PBO;6Z0JV1}WwqA8@EJD>P$XYC$vCIe~44
zyOs2`rZmDlySIcD)E&LtNKcM*k{UuN0D7FgZzh9cM$EoN1c5lExMtN5yxd~f9x(;7
z_L<SZ6u2M-MbW>*-mmS(RtY8{u=l{Ll2)Pr6L*qGO@!7+8vn6X9Z%qb=x#<2rmuod
zxtzfOhh>r;my234wvZ`*rJbT2TWEe8M$O}3OjSerNqCdyT`7jHwFPF1&EUNH%i(Vr
z>a}^b2;)Z8&5=@nG->C|j|RMd@T(4|J_KUDAwN7OTYBV(La3l$>qLe#=SW})hEat#
z6sPcZUiWP`G$%OWE>TR0NOZ&FvuB@v|LDYBF_xy*Wk>&V5_Z`l?y(4+9>Mkh$uqp-
z_jZiY^fad%CvYce^~F@(SwwL<Mo_L`e7q9)#l-h+GW}J2*ISa=fEE_SS7-jfTWzwE
z=%rk*P_K${16M_BQ93Byvt!e?@IWtD!?;A=8_fFxl}DVwcrfc^8$x{>NBwtSWHZF%
ze7}_{K4||8)&@NjlKSzbG16A+m{L&NOI7a^64htR{AFuFt@OMjUc7!>|MWl>_ApD8
zsxz&S0Hiv^s_1Wz=|XvmbP`LTsoR0x@O?Ctimb_Wz-ElESP5b-dz!vb`}oeVsV-o!
zJNi!5yr*DS*b@UBkHSB~Vd%^d0c2oCmx^-avwdPZFaMB52%BuMy$$T15sOg~Y-C2x
znWW~}^MebNzL;De3E!lDjM&P$WJC%AgxS4Mq-`MaLdoYx@0lO=TsT~5U9r4I{3E34
zi(j%ceBz@DPx>N=nPmF~{rUP2s!%>ujr(Uu(#>Cn&|MQ-u}>fWFxay%$)4cN+ae#V
ziAL}$R@dRZe41Wm9jjdr*X%9cKqSgxowK%m)|QQh22}byM`ulKxeZ(wq6r)eFBIx_
zHGJTZ9}(0#>(lu5x!l?6ch#O?L}|ddnN$5q6^~+kV%gAP7ts}__{+!Lj=OLz_npvc
z+bx<6<u4cepXwq-?|%tDzi>&u%o+BLAML`$9c>znl=l$9Qfz;~Ha2{qZf6+Ppt~l>
z1;;y5=zsiNUMZc3A`d?(eIoOMO)~Ij)~i1D^_VPq`RY~=Bq^kb?Ju~nS{T0V7=!Ox
zj!T3}d?PHlSr7UU{U9MyFjxsY=2vrcKI@~4sO5RP{Hf;k>DK1=ZGE6^Fyor+tOtKS
zDfuQksNs+#_+dY^%%s3bPJW0wLC_%<g{VjUrRr`<WWUKeY#ST7??jPjF{{!q>mvJU
z1s}WCLu-0Da-gM6u<TU?!TWoyJO|Jog@EgwRx_Eo5K;R0i9=i}naNgeV2Z1Jd{K>u
zJ;~fGAm3k!x@_^aNn15ayi`?}$efpYas(1O_eJrDKu%ku!^8xS`yIi6gqAiB^T3HB
zWk>I~47P#z9lYQ#u|p3b+9_)BvO+zSPI0tnTwoPvnrEeDW|2gDgsQ)&_o7witncg|
z=Jyg^?`noV>ucqFc|@2bShJr{;0QOlv*03Llofb=SCf1{koU}N@1j>@+Bxg1!!)H_
zoP7qx44fC%r1&MfDsYrX?JuaH)J&_*UP)}o7K=p?6%@$g7X93U6AL+@db7%yQ<_@t
zy1br;Xqe&Hd&*hyzJOG<bAJvk__`=s<hS295?r6gHyWfg8NWi`qj@xPyx07Bh1gd8
zr1?}GXp8#?iX+lxS@@MoYCa3@3!MnQ5JZ`MIc&MxU1N|Sm0<&@0>=t&Nb<g!ImbuK
z+)WGrkR><yaWNLGz+rD^5`3p2$eLj|b;Wy@8V9f`EG6%&_#dEqzD{Y~<ojG78x?E{
zdFs=r2&a;<WRatfdgOTIdGCj4sB>)$c-0EO$yvfpsXiqq@}Bz-%sinwtD&)th2ClK
zb52PP_R@=d;a+%i$TFwkuCM-Hq>zk_v+Re41?7*wpz_%w-n)p$`fk@MT<PsZ&;$`-
zsBTm@A7+~19L3!Z(d!xGxFdMC8G?!>bPS3G-Gh8_)jlFa!D=?=%Ph#(om6TNsHNdO
zYKgG?sc}iTQk8t_4EeMjJ(g$kbBTJ_24k`;V`B(>Gh$PIuOYn&v|U>Z&8HmGpEv`G
z;BPsi(Ar637Rzs<h(4|b*PAo>7pYO>>lbZXV5PRds9-P4F~E|w>}YFNrp|eVNpUb+
zrWxHvW;I7g5l*)EYC$%Izgbcw4&~8?E3+5yoMWGQEI^BNPLBp;0B`zK0$G+5l^VYu
zVYcmZsmR(or5&*4P-}3bh1<cU!1T~&h?L<g)dkqs9`drK0y8NdKp7|w*6l0(t`V%R
zOy@HrqB8taBx?<-x^A1&MSJ*Pp~C>^JR5ed97=u8`A<Ta^p71`0bd95Bu(6)fO8Cf
zu&T;H*b{|6i*gC*o!>Ni597BeDVkqfGT^W9iRY=|V0;-faRhE>5EH767pi*^g!U%4
zIv_L{9~nc}i$z*ocFU@SF-H3JdJy#%tD7#gPNY72dGADtn0lEI)P)+7fgVc$n7J4$
z)UT)PSl#9$ms=X9Pj+Wb<Svru4@;RwL@m(-5$OkdWTOGy-NC*kA1Hy(7-|nK_vDLf
z9{pb!Dp1MR5*WJdR`hrTQi|{P4_+UNF_JMFRVQi9oO>x7;gCHkj2xja-~0eN`E@=s
z9}mE~6jh&(edhZj#8)NK#l<EeUBPrz0YR+xokZbWCPVrricmQaI~@D%A@b^KtRdUR
z3Z<++>zr=Yv$kezD2a_c<JnGR>Sj$b7O0mqw|O9sy(j5}YWr70{Ez_MJ^a}~FFI?E
zR4-f5pGueKMS=louK9~^ooES^`17Fi2E7Gt<qN&~n+^-J+ReAP9jCj~d&1GjvEvEF
z!<ArEuQzVK=5XU&tuFIOh-W9@>zS>AvImeJLdH}&-V~4&XmZFEDHG9xIOL^(Tt{Dy
zL#c-lXWcZBP*rY~4J9@1dxyZDTo#JJ#ylK!r0LGO;LkZ+>Oco#>IaP%*l0BxWDPqF
z777UPYziji<$FzP-&58*Ru&x%Uec7jA+Tv2{tJra0awfl^&#`hj;b0)uPI|KSbNCd
z*Kpm~C}Vr6O^Q`TyrRDd>M%phNJ){Wwtk8=#hZj~C&{hS6IO>H#@=Us5+lv;4(|iK
z5R+q`qsq)YPyP!UQV6JS)yT@8yDI^KTi8BOc6~8!`=YqOjn)~HSZjTtz>bRSoXR3#
zCM(rvFm$4(DyE;u@XLyZ<RM=3%J6xi{8|bJx?cf~FR5$^oC$w)bWP8Mly^b(o&pbI
zIb>G4cZgOUqmVZi8})m}Ldtuu2jp_PFL=o!e9zfcD@J7DC&6w1{kzVF$jIG_z}20z
z%8)&Fr>U2j>v3if*URpC2T|`S<?<3tHaWmM3v7{M-lv=UL@`NDZ{KY-g@bK5ygEze
z9>Y2Z2;`Loo-}GOQzY>6u%}};h3zqBwbbVgbv}NcoZCz!8EVDYv?a79>rLx<aF%6s
z@0H$DRuL3RVN`7CuP^_k0BEFTI*M6G!&=E28DG)75?QxX&pZpa9Ue~V#_$RTkCb+-
zM=<O}gA<?ben6LC{aaSIsxLTVm8Ko+7b+9za0iRZ!u&k5(=I8sgmNfR($300e0rML
zeOlk5-t8<-c;@8s=&JlvKMyXyUPiG;OFaM9H5ic&DEO*u&$Q;88bcFZ?N++g({>C$
z%l7(21;nHE<kU>q*Vn>Sd^u4dV<fNA@cab4#Pn9)rcNT)G&vUN80Pcd)SmB5KzPDD
zR~>N-V=N|V)qK0<;N1<k>UkAxc`HlvR9zlonP-?)W1_#nO3*-L(ah#KVag3k#_h>w
zF$R>(e&wfO@tJ@(P^(8qIoKJ-858g;38=VMO$c6QkzSUGeqYc2f!A0Y#*NXSDIDNl
z1E}-6__9&F#yAcSl;banM$&czbw9uY&d~uPkP^0)LKA3VWkC)%D|~9|O(K(vNCem)
zJv_rR1FGHr{rfX&(E|OWn=UZUvUyI?hrVWe*kP48|3Tk0yog&qk9h0?VCL}lJgY&_
ztIrv@{F~v6Ry}7RUHv6(I$LIUFv)+Fz4HJYH)U(Ufmw}eQ@xzI>>DVL2SA^~%$@t-
z?h*dX@c5WpeLNInpLN%RJd~XAtgs3?oe26?k_kvFgQki#d@@B#@3^`$&OR5nFMrfs
zEPtYTkv37iakl6vEH9df{Gpk$sCnb8OtSTqI`j&p&}hR-byi`trGK^3$;Nzccbxb6
z8m*FLN{7=zDO2D`LaiDx*ev?SR;FV#z9JMOy+^lls(Qdg9)&Kk9vq-S@x<^gfMA~^
z#<(R^Ob{KFY_R!Mt0iwUNy}KMZ`htxqP}IbMryhw9g0jXuv1qXMaq)Lcv&i>k|uAo
z^pTVV2b0gI$Qx~+L;j})$<sMJUmXQ0P;mKG>kj=#ZyfLE`Z#fV-8VS2k|VzGaQ4ah
zlo$al>9Ofyic*EWH<Q&#sQ5;&6Ff+9O2Rduc@2$5RW>Tp<W%@08~SIKmP1@G_hpM}
z1+#Q`O<|n=Ixin>$owPT&^jDLFR$8TmbY3^r7E|k-lPOhzJ*!c#ye||G}l@4Ez4U!
z{&o(5+wN<rNtL&BG#Up$*=bN{GIrezxGj?WUrBT=O7-1$!NPY{m4|EA`7e3KdK(RX
ziz=2h+w`Sz=%kHJn?VysJzj_UR?t$lY7a8I(vVpSH&R5Ww7miAmNCQ&%O|K{+;=t#
z_z4v*5S)U49ZRwNL|iF~D#pr$)lMKi#TjsXOg_+y-VG#k=rjD1cvjjxbX^o!tv_4D
z_(2Ly6MuKY%FiY5K0R4w0<+rnY)QXoLO;r<yfJ&F7Z&(pT2M5J@4XSHui(ZXgu0jM
ziRG<u!wiBy-)((JlT`j*?$!O-`#Un9CEYq%!1+j;A=dYK*8+HzOVhm0?S5B#zecp@
zRbiE^F5i76^Mj2t(?*LK>WLD8T$+nCwS?O4HM8ci&BpSN0;1%14(hid024=JN?O(!
z;A6*Tk7pJT>})_J8@~V&a>8#{q<P<r0~-YSW?*5jzHdu>RY%|sW&tcE^*{FE!O=&<
z+-C^WoCukq_LM}pV@&&L-$fDWbxyW62br?B{c8@Tzn~P|r$t13u=guX$_R<zJ=tm>
z6(Kms?I*6N>iOf#j$vN!OGVi*IMu6B%~dULF&_<kWc*~S1GU~SXMp9#s~81h>kSdE
zVJEAQ@EOgL-Yi8SRcVo;SP@?Y=lJ0YmMcK9Wg7wimx-xqx>4f|?&4!!7y1O=8UNSH
z(R>+;AiFrDCY=-a{S;>7ac2^(Z1zXZfil9x)s}#i#4YQ$*);qapxAUBgR#FN<YC{p
z>?Lf{n+Pg@7+36|gs@u^ec71!k<N{xgdU7fBF-I3AgCGC8OJ$^T-rxD%w$DrGy8f1
z57$JDs5{-A@a*+fk8n4x4fL~*3bF%6%NvN}8U|qe6g?liO$eH_!<Aya%uUj!q-Rq*
zzRDp;KM}*Tj}P2Rg-U(~LX*zD*dE-L-(*Y$g%3pv4NVLba;u^doIGw)-YbX$tyAl>
za@-kN=SE=^*<+}WoS@}Ce8qu)pN&#_E!8}SPfV-je=ZeYo&NC+JN#@VqUZ9&%JR=Q
zWmN6teoWDAy4VA`-y_R;4OhAES7xGo4nI{SXY-5*x)qT*q=**yQs7CQG?Y6DY9x?p
z_U5_#&^48Im^u+fJ(U!stQ_U09d*KVO(tvlg%SMl+&1$=of`AKJQio_)C!#q2;{6J
z)39`)j@pAvUKNQZ^Ae`Q-1(#Th<mkqUsnq$U2Q!fTn&NR!@xY7MX3M5G+b@<PF0ch
zOScN9@!3`3JizwM0)(ZNr#R@)#@qtn2~SUVhL@1*fuW+aXvW5p)!>&|-JLomY_+fY
z7E{}K8xcl_W5@CzdSuI#Pfx<ws^z&g#JA11?OfqW;-`;gVTV(1AQw*0MJ{x+V_ba3
zIyb&O_zyDxIGveox*Y>!)<Ge(r!!4vc2-)I8c(SqDEJ^-B#?cev`)eh)ns;{bdlAE
zgG~aodUNJQFt!xf#kzb?WvFV<md<JwUN8FZKj9WUFjH~=Fp1WCT!Vx9LOudDMM(r<
zV2duEk?wHk@1z#K7p}8<f*XUXPrE%DiICvQ7b9T^9+34X^5f(Q<Je#wGuf8lD$0$c
z%iM2QBo>%qKdcJUu~%`Nl{)h6e=VU1ela^zzmP%g$U;wq3uGf3kB7()Q;eZFA4xGI
z)RF2%t3!Dh-=?SO`V;CugU>Ug(?yW_KO0tUIDJZTc|X11aGXVy2LZVzQW1s>E?97U
z3%d#3cSu?rILzTvc4PE&`hFfY-6+SATL0vxkE8o!AAni$E@7RB<oqt=k7XIOacX#O
zfj*OA`T3u)3*<TsO8z_5sJK#Dt^H>J`-=2xn0JOo?-PZ)=7*KRB->IQLkj6P)F%Z-
zJF>1Bvr81s(%{1eBE@Fr+#Q#m#HY(JcaQ_dmzg(+G_m%{M3<=eQxVq0q^_B<5pu=G
z2pJ0RltR+u2X!+VhN-m2?)6}ueT(YQO;a5;F`rP?k9@6Ir;ocdio8gvyG@Gn=owD6
zQod6%*_bH}n`v@DBKo-n^gAJ@a3}wDTE8YU1`B8D6X70?{M_P_9@tJ40+hg?iF<s!
zM}Dmni0wvpTV3{eTnqM;Jov81QO%C>Wa5bR30&rl0A8SceAM{WkruT;-l5Orh#=Fr
zP4u;1a5q5q`no^Rw`UleKw))}D@&oqPA}=?ON5@rEo~NFdz-R0P|on{DC&`0qQ~*0
zS0V(#acv;?oNJbkJ291TtPJtz&Z1$|DM@)phtCMJnpx?<Riw&;X)ebr{7_5MB;HuM
z)LH4tux6)k?WxS-0t$a<$NAa~3)Q|2$;K*VTgO!+`!0zqo%3KjY<l~xWHzNSHE4rU
z=M7Pj)frf--nb5bQLipA_O;45qYV!8TE(8u^fL39Bk0_nNuGL*5xsgsXNx@3-Tg`(
zo}zO6cKUh-g`k5x%AF|QbB!9;$kjPdQm;Z4HbYDORLBvmr~#i1d)69;?+c6}>*?Ar
z^wKQ*i!p&N5_7Cofiz=!w6kHc$e*k>kXA*vMwB{V*ylznV(-&~ZmrMj<5sE<s=R@z
ztmr$kh_|yPJzsu%9h>o&WuHsS+0w{9RS@;n4?9xWC2SLPNM~G-OGg%V?Q<xsUOIO1
zTt=*fT^6l<JInw>kjvkRl3HsEaJ(&lxy<_%KaOQ*xcv@|zG7`WOKM?bkPpx%Turqd
zv92}+Ouc)&f?dj&g%r!$DoWO+|6(P$Sj+p$=DO8KvGEwzV_l>k{SI4`;`e;X!`RnU
zk9l+vR}ES<y2Xd66F`A_pj9#wT=bEHn9OZ2@?MrG^?-(gv-19Zk9AAZ+%GvE+D6`^
z8f;Rx3$*SFuAOXX-@eUsLM;~t$2uy;Euj$gbc3;UI>vm^aYUS@(T!K`Y7>lytx@nG
zf?U3dEom-BY1v_GXRkJ+?)1>(cdx%T{>J7Dxy?u0B;pylfR8{y-MpO&PwDp?T((LN
za8~ah7RmmY<L+3vFj_gD(r30EN<C62e;w80Py8z~i>3s!Zu|3;3eEYTK59$bVv4PF
z9i9BAeHukrlqYwC&f%}H>k|F~Rg;Pq-F!v7=*mJu-xs^<9K)}PwO^^fKG_1<>g?&7
zUoRw_lbDL|_Qh(X)Dc(t<KPZ}%%Gx|UC6OxGg`|eHO7WBs=<$N@rS|?AhRgm#@{MC
zLzyn%?stxPPqyeo-I>X|Q5#4$8N(J)Q_u5KQrae9n8USN^*If7{MWmeYB^Jj{`8|2
zqy@jNCg5h*#arTTWW}!$7J$4oT55UKG?j<sF9^nGlrb!2a-DtNzst%O#;y6?d1(RQ
z=d#5sXE|#jhmvYbQT=A6Tw6j|?X!ScO$NiMZHC8qG{+lNRwqe_3?b$vJ--7ztWYLP
z6dL0O(*=tjAyzEt(Z#>0YDVAzHT_h%jVW4J7L^=-UgU|0mztLWIuU1R%KP|HqgzYq
z2Rctu@cHgPlcYii(pC8R%9nle?z-22HAKcg?&p5-_cXbS3To07iB(XzG<vM9=XP9?
zS!n)~u@^%*FJ%q*E1Al-2RfJ{pe;b1@XG`Ik%E8muRig-_UO@G*hQ>9J5kzw9)dER
zR-r8Sl~;s`)2u}(oqm?t16M9&ShU(Z;s7%C@`%u$=vfjav{Mx_RxBUH%!jm`)J%1m
zlmO6HjMtM%$Ubwb*Oefds#j0GD3Kc7g(eLnnW_<wsr%J9bOs$PPMkfkGk^IyTnco6
zcxSH)&KPeBL>(?C@Tn6trTOm=uFWb^7Ac?7DP?<PMW$Nf6nQ#2gQE?>8>3&*Pg~;S
zvgxhUCCo(y&Z;MWvDsT9vx|dvc(&DK%<Yd|eBm)rxGW!+m52>Wy%j}>o)j}_Em{+-
zDR=KiFlDgIA-p>kG0Y`jKjkp7jJDVv<UFfA7JzZe(;8+=u1qE?u;WxR-ObC@zWm}l
zq(=VxR|z?%Iocf0A+j<SbZiz#IF^%;Mute+3vIj*%7RtPh~^!VykHnRGFl#54&fT4
z-C^FKdSCUw$7;3u=e4np{Dk{TzUp%8<jL-g)N-TKJl{pghD+JWgE%ot$VTd*nL4tb
zF1tj684k*8hVnZ$0V2~cBqQI(pY^#H&0^>)7kFLh^i<ZDW04?x_4woluN{b>kDG<Q
zC#R^-v(`mx4a@7ZB?I-pS9aBHA+}ysb1~+l7Cj8$HWS&i&Tdywh3PV5DUd0p$m9qk
z6wtlXF-YTmkQJ$1H$+t*_6W=JAE28BlwdiKas1aU4rOU<I7vhp%4M#^5AqN(f(clb
zXaQQ)=Xm-7{z3MWEiKcAPbNP%M=MCc@x=H%gfLHJAGJwP7HK979d*+*h+_iA1j_t>
zE<9BTA?V-wmBp<ph7NU=g@6cEAt1^N@js2>;}8%>M#KzOP?R$~|4u3Ok&PC2Dc+-Q
zo8<}v4(g5VdPTsyO_2X|{1=pXHLNO1+5G9lbRD^R`Nxle;vJ=_;aFxhAXi)O(!I@Z
zY|Ga7c${EClQY-ud#mzi{*sxE0WXe(%W_oe$GL|J_=c^>`E)^}RP2@Kb@Eti_e@A_
z(ItvP>NN<JYPBHg(^PECT%F7#dFz=)94PH%$x(byX0gLVVy_H0QXt4PLnEy$$CcBX
z?_%X`j7>I^-KsfRQz4}$TTg8=-E#A<NOIZ>LZtHRgV$Z%6o3tp;7Qk=$a;K|Vx6h)
z=Z;dB8LeqM08->ry+QlML4mrnAw61ZcyzMH4u|(LkJzFnI)lx(CTj<=t^DS}Evm!j
zL#Gqhb2m`k$KP~rT4qr@28%!g#z`jfnAfql<WGee0|aQ+7F?89Y)|MuNR9Um1SD2O
zc7IadQ&6V5{jT(fM;Z5b-~BGfBesumG_EY+BlAb1zTZKQ&L2{4&?8^WtS7|n*l(3g
zHF+*3Yh5LVH;V)Y<7ALk90KY**UY^cn3gYz4)ry}wXO~8LCB*gVJXvWiJZt&A&ILv
zRL}Rz5>dC3h-PqsE@zwE#m6V2QItP$tp<@+L0STvhKT^$J;qmcna3PsuP6}bi&pu;
zw-c*3)G6N1XK4}K8Gk`9*`CQ@XrWHsQ-2q9%{P$h+@Dvv*LI?wj+6@f9rYoH==Z$W
zUr-lc@hcHU{HW8x9Bc=@eO^y75_XdxRJ*GaQ@Fog!C1rJ_h0hJ?MP0XAQ8WMbsqA#
zS+tbjpPNS~FPj{3(`AIcOrX}US8;+*)6g^;a+;iEAe(iG^XsW*-}@gsDSWE8c|1A)
zgY?%WKc?w5HDfOau}glQVZ&Q+H?M+Zqj@*ZE+^}r;0I1%^3*dxBLAE!Y%m7mY#R?>
zmWjHTfne5SFBR<_q_9k!;)^r`#Hcv3?#5gHwT0qXtBNSM{*sMw10`?c6^WfKQ`Zq2
z>oRtGCHqqPFHLcF+GR@*^ph4?_B%1WN73*dhbMyl@z`tMuk=(8Wb^!Rm&HL1mOitv
zr|DMD6_Kt*vs(+gvP}-H>@%!U+<3}rd}IM8+$)}pf7a1Dv2DtpD9wJ;M7>GgcFsK6
z<3OnXtTkSs_^W<OlKsid!9np29UPdtL<pg}Q>WOILasPs5>;|?H}6#8_8D|NJtSG&
zzp_Oj^FUen&7Zk5(#BimxF1eLn<F{BfkI@(5cydxS@RR8C&v}PM@O>O^8*8^Y7RTw
z1lm|bi2bNxNVBs3t@)O)tdsP^9pAr*wCv#nJ1+~R3+$A4P5X1<2pFhOJ*gY=(r$?8
zQiGmj<gjn$0=9Wc&XefnymYfA4_@h=Z7b+mJ7cP`M`F0=i8F+uFJ~u^{h^*JC|GvP
zIXWIZ?|t+`#PF;r#q)|@#74>K<H~`eLZrqIlsK$1@_)0bp$7Z!c_73%5y2w@gkzYs
ziKr?Ro;k~{)$L%i57zwI+}&SCr^Dl^s<YMbql0_6ds$`h{P$&#H|pxRxJ)$6V{Az0
zS-pN&)yvEjl+m4)Mf&Z;^!9vbT(ZQdfs!mmGl2UHh41BCa*`ve`1^Ub%eDy&M%I1d
zBtgw7eTxV~W7=fcf$DoZrO@KNdAGZqb-m8)L_2ej0=FfW4b4V*YrF*4jviltZ2BCU
zsrRik^gfJ~l-g}-j>dtny%jY?vRby3fVZ9&%j3fE3zqoHXZ6%_nu^KJS41=+>dyMe
zlkGXk*~r0I3-Yi4rXCO%VY+&S6cZ8$<Q=!GyfFdH&<D#hUS>qV(a7dyJ$CVunNHRC
z+xh*YAW968y~gVnXr?arM1MoaeD($WydN;Ze|l}}?O|P9wbw_KtrE(Q5cVx)WvQHJ
zW^Jlvo#Iw}g-tVT8Vs@^aUmux;7(y!k*(2T+t4?5cx}c|O@SXCdzss=GDoO_QA3hn
zkH$oyW||O$r3%9|D?t8fDgI!TgF+1mMC6Qr;kqi}<YlCzS2HcOv7oY`3q0)ox$I#B
zaj3jgm<;MuVzy3yk=sj4+yDF{^~rl-_-K+8obQ5-VS(``N_Rdph~sERGgQpMQXTK0
z*E&gGXT_#4*?pkL_J;`9t(v{oLEoMj>6xw81mkdnvLDveS9eU=TiHp^8`oh$1JP+i
z-8X3}HgSz;MHLnanvM#{%)!|V5siXr8N)&V$XuQ2-|zA{6WAY58I_|D9?f^lZ^ali
zqEtBn9GTW<S+HUGg11MX6N^dv?~8(AcDhGdx!Z%($I(xONCgma?4{;`1_mwB;0kq=
z)X<<;Fs5|mm=Fjuz%C8?w+Q~7_@9OLFFxk<&<h5=Bs5KcftWI3Am;ZN|Nef|zA~_`
zzK=5yEN3DtNa8T4!nrhaCf{!9^E8`1P9c|!i;+~`nhu<sLGha`2B_mL47@(<CHd(0
z9R-O$xzFPEh6g{qeuRLWqxEj1l<&hUC4~sE<%AUrG4QZObd}Pai%LcWvHY3&NA<~&
zNQVkqYAWUP<AT~Cpx8ee6}CQpgS`5gX?M2gfr1IPLbjn)el!xZH^uj5SaXVRqDiyN
z_6t|;@VE)>q-lOPWxD<F$wE;YSuT`Dm^OGf^Z8?0yyc-Rnz>11eq<?E#@}nEivqW<
zaGehm6GhJvNmC1kQawz`N07@kt1*_>#Zhgcxs0w;I*f(2N}c}&HBpd&qjc*4Ej{O2
zE$5=tV;7sKEy4OPA|M7hVjIM0{qF30@{VDB;rMx+_IUD&HOY1MlWi@)%W(aHHi+yC
zCdwns)L8yP>i<)HoAJl_#abZMp4B6+rtQzfbgP}K9H6qU>V@+!1ZGvQy1#k;2=R&f
ziHp{TH5r0s%p(-Wygj`_w1z=^XE)u~P_h928bI0fI?!4&9C+oi#k~Z+U-ybB&43el
zYINw6`{>Gpz-iC5^0m!}zT1pJKqbI!!G?Wruhw}cp|{+@9$3FR)zTihaaqQfv_@G-
zFdtAP(&Rz<RHNC<xKRSA3cBm`Vk``UHyOdfS@E8jS%}@Tw^X#ZVL4dKd(MlQSE7c`
zA0j^1-j+wFz;mOVQ6h5$1FChBvL-5IVVj4obY2bzNTsO+zB2VC2L`V4t$-(o?JeDC
z7EBR+t1~DW;i4<fNAMw1gjBph0)2Px&Q;FqDrcC!JXu}f{si5cZ|7#-P3*30NQbZO
zMYVTa5|sY)9S+3v^SwF_&`8piY91Huefy7&QD-At+X{&1N?FsI0Xhb`n#cU}I8UiE
zzX#<VS=eqUr@Sk(iRmcZ;W9;P=t<NrFKRzDKT)+~_0Fv<KRbfnpc2sj{Isk*Zhn_(
zh_bVn@LSpcCpgEE!e!s&Ew$Osd*4mf<TSbK1%SyyRc|^@H~rhU_d$z(r&GK-NfDAZ
zZmzo<$%)mmW*NoaM`*^+Gi%_-J99K}zABse7}ilt-iB*S=8Nx|H<IqT5Phd9EJ?<p
z!I15GH_F@FpmpEdm|{gUcC4i}dWNOVqRbdyCfJ<099AI3#-^-$Yb|z0*((m-jhKAA
zEYl*#JtMk<okxY{1g_E6FHIgs{D;k-i*N{SR*>%Xi4#RO{sr`_@5UtFspak3P`{&m
zo<m9$T*2_*p7)#(A(X#}YXeGS@g3jV$sj@_`SCd2gTlyBe#!kaKP)*p7OpNZDolnh
zo2(X=|2ep6J((!5O^m>i@Psq7Gc`&!WG)|B?XnYav02XiaZCt0d?^+Vx7^MvssRaM
zp}pgF%;G*Ie}1c`EYeca5Ci>$Gz-&qhw(;75=qIHF`S)5XleV}GE2OZ(0;aW!Hn;9
z(1-mtbfgpVK00i{(2T)6I@>G;I#J=lzL>B%NeGe_@tM)bA7z*giw?J1E`iQ#E|<8J
z>(O$(d|aHYeiZaqy49QSorsYVJ2C_|zcE7V%b25!=}QV3QM8d+LAfPck*twDrde`w
z>PV{b%uh|$SSK>h4w50fQt(Jer!zQH`+S|JA~^OM6XryyHt~NH2FyXp4(+}B{WI<d
ziZ~;(7IEIQgLws6MrUZbA!c;vtG}~Y8V(Hgu!x@orxPqq+06VZqZc0F*+KF;SJYIt
zQnH%U3vWJMmwlY57P2QBHx4E=OI}aQ+P#KLA`4kh3uBqP^Q8ANwrxm$<{|~Kmgp6z
zha@NSJLqS2J4$5rzQRU&X1iE>!gh}43x4EJ!FQjSc{v}aANIn%^{?}j?ek34T=bC+
zna=Cp)5S&^G9l&nk@gX;vG7S_?6xEL5{@`c85g3~MllXPzJvM{eLX7K=ome2e5yuj
z`SU~r8+e+mhhd3SH&B?Du-MX?K;JlJ74(xlTBGQ~MnXPT)~{KBV9k};AwHDtV<>yG
zgh6HnIoU{n{7(f*Hb_WqTnvAJ&?Q`!#N<R{0aCH3Bh{XETw|@OfF<z2W&37{y!l_8
zx@T3d19tfG>5;adEsgmR<P$!Ij@N)#*Nmtfo^<+Jqj#@yU5?)5?r|x}`f#A&mjznY
zaKut`I?M96M&V?0Kwmed`3v%ew_#5;cX230{RJTt4!9jarB;|g{;Z;oxKeZ0=Fg*S
zOnC-KfxgqkG^8}n-h6qOb?32^Rmbh*b_{tOh*WWE6JsdWd8%UAnJNFR?EY1E|CZqY
z5%vBz`T<4=OzEiYmsuziK<vX6u?C`_6a+Ajzng+q-wSA*)ByS>qP_#I{5>&>qtP#R
zX<S{Hj)x`euQDo6r!Kid;eX7+z#bGk)Vli|BfjG++(^+PB?Cq*<8xxG19YF^b$PnV
z_9O%&H@K1VZbjar)h*UY(kM{CgISs|B$pWqQjLWWqJ@@^;;<Co`KJs5X*{F)j0>zT
zcuzcCOQ0wX*~{g`<57gLPMsRPy!44+FPu-uhB#q(mIF0V!Z1V%n}^}^=vyF`(Dssj
z97$Y9b*CiuRtLU8I8|rFQuZ@ixV{8e#=&i>Pel94cVkExJo@Xx)3~q;iSvD3?()=I
zRO<fembC6RoTVT1DMtfGEO=lJ1H0OU8-bS#J+HybVz#gD+n*@gOwA{=0A=P@o*UYb
zzo$&2$~53%7&0pxayPXZZLXi8MOD~7gYSKsB@;_CzwU)=#|yCpcSYer`vT%i+bD^$
zY2Yy9xjpZlsOiKK@5Gcda+$xNj|2w2EuEqKkIZ{#tZEhZjin)+k%xst54TxA*nKpa
zh=Bd<R8NmaP=`gT?gY>Drc)Wm-#KsEc>Gp2o#k#IIkwx3<m$*JnY>TmL8#GvV<6+h
z!F6h%oX=bSP$@jRzV#*3%XwSgIze&8i)q+zf$^^QZe|ip+_tF|cvH0P4W8zkj<vJC
zN(%+dB03??QGYJ~l?4cwscmX(fiud!N1y+c4oR;1BvIi98K?LTHXn3u3Yr_SK9uv)
zYO^A?bG6kG8W0ZI7$Ft3^osWfA&RVz(}nlL{4&zIX7pX2q*<i<)!*6pWpIJ-Waph~
zHC1RfIj)UC(E<z<W*gFuo=llo?0BmV6A<`_F2dBkaVvgDW{S(>&v8|N`VIE=Q@|Z{
zw`Cm7Mz9#cv4lAC&sT})L4@pj!NDtVvp+T^bP->aloaVo$2uo!iHHjrVL<Lee!Ihw
z#EL8qW-S-iLX2Zad+qemDbq)M-g0ts-ZL~|`17;DR91kyERi(+dz;6ot}Ow&G!Y`*
zjDd^J38FJuY^2&2I>o6FQ5OseP4O&P?z4TtVYL@*B<4llUOP`&?Yi6<#T6tD?zFWg
zk&XJNI6mDf9HMy#mm(c#FU@qsx30w)N>m9Ze>|MQJ;UrKzMg2wX0#LAV4Y}g@+<Cn
z=<J?Rur8peEM51fg_i9ROT4;^Z+f}lg<hRSBOdoAtT1_IC{tP@Wk<BP25{7Qxj%1<
zV(-g|v=9K%>kthMG%!%k_J~&MAX=|AdgcD}eH8=^s2=R_Y}3ncTdZimv`sG4ACL3e
zrh3^#^F*=`h`i%&5u6b)+X%!pLaI`S(FBI7hWwe{B-WadZ(LqymM-MyiK3Mn%=DMt
z%|i7F&`_&@E;5}=!#JXo!|x~njXhpR9d#q<ruZHHZ73zqaIQB-%Giqu1U;Np%Gv~K
z@p?@ovMs`^?Q2QRL5s#{AynJm26rjk>W^kR`$ygVW#MTpy~MvDNiEiJk22j!?yuaw
z8lg*sc<&XR?ua9W1pvWoa>B%Hzu2}U<5lV4Og9{IYgD!GF~M<22bx4t4DsIxhd&d@
ze?Zt-imgb%1DuyLg8q%R;EGePNw|$Cw!_DrUZTVFCsdFigzEo^ZrOJe<6_UeN!n=_
zHE=ELnIE^B?b9^Zi&bIhmdaUr6o2s1M3c(1PV?=nlk#(i3=WNsrMh3t^^l~aqF54x
z69pcimtz8X|6cGv3z>|GTkT&1?ejl8r3ZfW0!t_eICBi#qp=9UYUV0%iWrG0GhDqM
zjZjtT-&3KW>i@xD;0cHg5V`?ZfThBO^bc_Vl^nnl`*-pGv#J3jU*Prsv((ham5yHY
z%bEY^VL6JSbKY$yi-8IJ{79m`j5p?ZZaHx@M791t?}BL5;DKdqYe?@`$wF-(owh%O
zYWz#|7MGvk^yLk9_CYMtZa2(j0N@_~QB(CKyJo?$MeMdy<rZj+C3u0Ogsn=9yu6Ef
z>?yiE%?HZ!%Sio*=_ssf_wS50kZHXPCAOkkj5r6XWfncNH!+GIc=*qV{ud~GBLG!|
z-Tw<qcGg9?>Tpj9!bGbbZt^Qvmbl&bbIbYYF}Rx`;&lhgnzSt-Ieg_a(<o-&_qk@=
zNRgM_{5_GOu|qa0TfQ)-pEt-sv_owC0(mFuh!>nK6=KiGl7SI`*Q8fA_j|g5s~ieg
zm~*yiAF6X?HN)(8q_7fN8GOtNB<U9I81eE7TAPc39`D3RKkKv5>MAGPLiqf9yM%Eo
zz-s8XBh*@kqzlh>kggu8(?I{-eVF&-vgbS6SC#@i`c)2nAZ>Hw=#fpi5gCxP7Wbp*
zhI)&htviGIN{wtT^xTF|-VxPOiVj(9&+ujyj4Ym|mtDp1CrZFXcaEUX3#0vqwU()O
zdyG|=gUOBUnD%D-(E`k+yAU~~FGr>#cov=@FO%V$1)YaQyW7QBJ*FM#18#nuDL5Bw
zNC{I>S>^$nOU52~FLHF9IpdjR&PpWKupi#QM~)a!(oI72Oa6jBxj%v#<eyVYdp$XB
z8OiKWjLC?$P1OA>15&;CTcYA}U^?V>6~gwr8`L9kq+Y3&e4fk4?dZIf0=*(kXz;O$
zWy8TrXe&h%hJ8Vu*)o>_eoxP_>(F!hidFrP=;Wz-ck%^4ZeoHr)Jt^Q+52FOMS^L;
zpoKYeqTfajd}r9Ha(dr1Jj1tZHKFpZ)Fx^|_<JjOH3t;TjTah$SRp)!y}zJW$2hOf
zM|dd*If!=nbPXQUhFqcC=ALftg(jT7Ay*lb86wegnkEe=T44N3*5v07q9c7($hH}k
z({96JuWDOD6#{E9F3Ns!)kU`Hx-1Gay2uO$&hZ!Lg?!f~mnO0wEyN?<5~D?^49%7X
zV$F=|;<T*CGAVNIuT?B0P?vbVzwPUVyCEw|C`9hRL6q_Z#1FmYiu}DBN%QvP_%cQC
z%GuQltMxF1XV``s>p{dzzK5`Of_feH0W6ngc4j8`tJX+&$o4h=>k9*(sPArUl1TRX
zkovzM%w+26O1JF@O*zMc0o*X%-lY3s+HUo5w@5W-1-?Lhx3a70@|Etk?sW5+tSqU0
zQhnaQMptFb*nVUG0mAsZ%!aJ7i=V9wL)IQPcl1*glpnQW%ag)^Yr~RX^vall4H5Gf
z4BnPYIPuC8$mCTqIqv9aFF!loI%6>4L~~t|!sgAqLz}B1I!fvPO{^*-qS;XpEX9xY
zycB(B%|4SORsrE)Z&X=C@uIj99C-=s+l$y}3U~V`Y8oh*s`F)T56#INHGt50pLIAa
z;z2pLby!`DUiu@A8mnC2dP11fI%^0|a|-THe)P~LY_7UqAJuU8^(r==M}|uj^el%z
zhvewhH|YAk8c}AA@js7AvS4Del(<`B#=aLare_ca2-|C*-SVUJzlmoL$9tgH@;~zj
z>avO8^vuYtNb3=6l7ILX3e%PQ@Pes_upNLx<Ntv{)_<^9j07Rg;szd(<|2t_amW3;
z;eRpn|2`6`D*UIF1H1(&hcGVl$A2OAf1&pO=SZ2Ke$Iry111J<YR5kA|A{oZD!D4l
z6J-zVFJZi&x}az~&^r*LsyanD07=pR&i(BBe9qfK!=6}#qVE2aH%&=lI{{c%8P-k_
zdFdds4?#hwmkX5_V}A`3L5F_uDIhHVegL<`HMK_S0qx0_Pvnc{o#p%~2pSHX2+9*a
zCOqv{`xDXv;u``su8ehT5&nT#$_*leLS<gNWsy)!J!2lK8}jr6WeHEXk@6!qZ}g_}
z%b?8Z$@Cwb*W&8d_rTP|H_}Lpos-CAiS()T5ZZCS7q+<s=%dQyLbvzzekn|FSc(jb
zSuiFi-_PjNxXNbgU!;C2hE5ZcrR?i<kPCS9Q5LfCPTNa8@xLLBjzS^21P2RaLbDd=
z5xZpGAjZhh>WZH$VNakC=?Kfl4~%`Zq-C-?ogm`$3__gb`^jBA5QdFAJsSw9?_fz^
zfscwENt&`Zkc=sF-6Td@O*$hNh_d;2FWd=_dj`cta#{utQ=e@bNvYV9U33^ywW_x%
z1_RJeP>StF_}Q|QhvA#s`Y10#6lbq0<{JL_w9cZBXvl{8x%+`|OA*8?E4q9wY@2nl
z0;Z3GaMdlmIJVrCu2_R>jufo@7`M@-9Fmfnc5Lcf)19WGKTUR!R9)(NvtL!gYFMvn
z;L)EkGd8Vx^5v3Ej2f&M!g%{B2wFID7oqZP`@;GTr;ITLZK|HJ63Fo<7(ZPO7gvk`
zzWE=ynyj`AfHqiX$t$}7Te|BBkNLSrR)WAVs@D~f5_t!oBxxV@K4s5H+Vqqt<a}75
zXn9C9q-uIKO}2Ov66A@;nm^%wLMCm)5WcV?v8!Ws!C$K8hzU%Hn(r02<8EG4#NNa`
zY35<T?ETJg@~r4{(kZ%O8kVtJCWPbTeP>E~&~Dv?xUtkDa?3^$p>>QfcM9CPVzodI
z73l-mhVDjZ<MHb{9nG)pbgNI*Ls4PZXqv?*^x6)C?NJknRo^jqqcs1Kc`Y&X>HdOT
z#GiPKLCQ-0y|$e^A_QREzHMx1z~u6KxoFL|exB>()K_GmW0(%RoQjtzFVTz|F3F{E
zmsO-Es>&X~Is3BTlSn9h;z-NhmEShxOG+;sZX{AK2`Rd3Q4_k^wzT>vIw;?SLL@Ty
zFS#|-`wSo0$4Xu7KPQyU_Rbd9p5lIUYjtzP<44IH1gasjqa$HRwh_p_%*5}SktjF3
zlr#JNUy%8BMs6LXfWbTOx~$s(FED#=AYTgn4c+yRM!BCdUhR^eWJ8U^Vc6>cqCJdM
zUms2H!y^Yo@tD-X;`?D`PBx0iu*hbS0F3y2nu@3ANNTJ;m_xqt*jVHJt%a*Vr?9>4
zHgK&)Ean>X<zJA`OJH*`!WB$O+&0;1c6()GWkTMc`j@X=C*k@}V7ZHL+-YCQI4vht
zqf{Wf5s^0Bw_nz=xmZiQTvUptW#V9ODf)88^+lq3lyR5v*s-R6ov=9nf$iBfL$dZ?
zle2wze(^ZHbDk9^5FrSN>S*6oGPhghFnn5rP~2=BKweRH!t}{FAfMKauSts)KTK-D
zZ~TG%I;lhzYwGH_?eEl(nL?h$fBfd>f;f|dFgP($e#wmJf-;8toPDeleKTRVm^1Z&
z&zIphscNT~4ORU(X4_~mdRMedy?f<u71662A6AjkY4B+`1}5ez<qwhR$qXMCdk!Hq
z{ZD87zuj>TDJBwCDPWvIs0!l{!~CD@_rF;%NfwZc{^uGQaNA1&u}RX!A^*;*!4%ZS
zfSc6+gXd}!fP>P1fm_OY7(^KN9|V?L1(2N>l#`wFuK}N947}fWkQx;l+nY`GfAA}C
zTAg;H{o4iL#5tDu3!J$|VakB#%YJSFAJd91=&CG~A1L)>cEA_g|Ckp=L>LuiOt+R?
z>++G#PhbCY$|Ovd^*jDqN}MPXmcSldxvF1~dODd30)F40_h(Sr$^YP`DRya!tFks_
zkIefevQ!$%Q){G8k|*-<4x!28%)4okP|-obFqHXVeTOcoj^$*tA6O`G%Q*}+Cd>>c
zH1_8JiK2g>Su$%+%mB0hKuM{A=^08x?l(dLaZ;YdvL%t!Sh|X|v>6`f@5XaOUZXv}
zI`cXSvd?<OcWnpDxbKsG!J+z96$1k$LP=ruZQgWtDSa*Mr^>1Z@4pM|(7CG3jx^iz
z7mi})caW5}S(}WJeK}kYZ2nZINc-y8b>9DKB;F&Dceqw^lftrvPvUmY--4_s(3DZN
zcgv1?OJ8D7mDi(!NX>w<EmSO^#uNVp*x17ed+A6oEMa^UN*p!Oq=!qed-nr<Ql&0d
z1nk9SM8lip(&kA-!lxAx-SX@>k9zP2wGC?#Zd@o;`eYr_Vu1TOd*VhL-rig6(h^aO
zQyEX(=_UiNjoK;{niX9Mr;z`Pv9}CrGk&*4u|jDJ6pCwcE3U;-pg2K`yB3$?8l*r8
z?rm^)EACL77I$~o;F{jI|Gn=yXP>zr?uWokX5Nq)-sJhM^(;BXC)1ul-LspRO}1Vo
ze-w4^VmE25F?)hH`kS^;2=^f<r+z)9YSdYZHmo5&mC@$p<VL$DNz$?gj}>oZ5K~po
zL?G3weG$g#90zP1_eE8}J*Qp;OmL}y{~q=!&PR;zuP=MieBcUFq#->E!Y|6*3g(Q8
z^;!fOFdp_WOFwBajI-%)UQvavkhRk1)bUq9pm?_Fjkh{}wv0dW4zZtaVbEz6J4@-7
z(pj$kSo59@5-}nlW&0)PjsvI0g6-s2b=1)5&npvx+Vixg-VaOh)e<qOdD6!Dk%(7(
zH(m1JN`HCe+Z4Mjbgy=?3Q7m^j@KaAD_iZUq+F+znoX&|ohjs-nlW;16~0%|67X1B
zLOj<V##{As&kOH24S6p26RZ4aPjhdm*k}=$m?Bt9%I~bShj8B3?AZ{G^a6xdzwJ7(
zY`;uuBvr6qjfkdhw~&WXsmxvIHwUzNyYVGUw-ZKD7vF?+2cbRPTO(cGk5|mYo*M&l
z)QQCu;`qly%CDM=k||Tkoe5~0E=3EYA3+{b4K0{QOPZHN?l;D~Z)8|9)`E>Vm=|ZA
z?@4RWbA9Z($}93CsFqx`6`nVfmU+1BBYZwnB~hz%Kl>DYhcr7nV+ev%#GxJ^3*oFM
zS~jPHHXi!x9C@eBmU9zG9uF~1^6CXb*<W4itzui<hf3|F+Oqq656b+b#a9GCP>1sw
zdl$>6)+S7<k+OMT#W4>4a5^7NQQzqygxl1D4ZrtS6kEBC44y~TdRrnA85aw|-)19P
zoh!@}?<ahvm{rH=VgszBN*^W1M;vOm+P}G3kO)4qPIVCvWiS^~X2$gro#@J>>-wtK
zhkW&}NOk$l_ys@CfC4zpzAuV>JC%EZbJj5g(VcIaJmyfzAFfpke!9fEhwXCslifO;
zB|kh5AN3qr(E8vywj}P<k^^I;I%?#jHpzr<w4Us)M^;fRNH;lKb!Ul!gaYlwX!i7b
zc}Wu`AO2wWZ$eWUFbZB^d9^}bw@RANO+N~7XCdeYsAg)*#h7mW-7%fc7v-MjiJ<S<
z)r2KwWuMD2o|P?vURw(Vps%Vl*j*y`L3AfHiHFvL$3p~rbIeD1;T=#1`<HqjJE;MO
z!HzQb(2gaD3vuOxs9cZY&{tzWzIl(}BZqEOB5?ZTY$<@SllL^67sKw8#m`S%lz4n7
zof48BD!La%G+O*D5!1nXE5o={OTL;Fxo4|AglLIhm$DE{Kn7z*(*&Oad1@-_SJW11
zDc9nOxIfb$-Rg~S-4-=o(*Igw0+wnKqq_!JF}+MffnMew9$a-^EWgt(BHj6DWXpJ9
zKTP%q2)z1TR_uH|vQ|vM-4gw^K@HjMwN2o$rJl8W&dO9t?4Fpu!srvL_N}rGN$5@n
zrmH|SN7H4B-7XYeS=<og^CpEuHwxLjdvsv5%%R@35q_P<TZ6^Lk+y*W&`6D^9IZxp
zgs4Y!z=fQ?RA$dHjRndM^YP--@~?(t5#?ON&B2bZ3G=DePqrA+vJ-sj{LIWHdxuRF
z+CJoyQ*ZWfUF3&Jiy45g5ZQnDL+jsUYXs25KgQ-iEDIYxpnwX{W#*B#Lbl2qM*0tZ
z{``Moi~L^V0u)sRVE$oBu>+%!9={Qoafxahkt!%^<51>*$mIY1a<T$uS;2qC<3d6m
z8>0=H*J$tR9RWb8dbgXUJlXo$?vF-voU;xhu6+AB?q}}D0M>+?1Wpf7c7^=^$%ob(
zWQ=t-G&_r5TDmRSN44*b$b9q{x=xySix4ootgxv~%XjhCz&EorC2*sx?P|<0v)NBj
zu8+xibH&G9W_^Pzv##T30P{0t<fAB?@Ecf#>oyQ3crQyZ-SD-vPMlCC<vGC*EDzg5
z&AmSkiFr^ZDK<;ES>vp0b;IR4=B6K*Xc;x7EGFL?9<8b?6S^O8nqnNP)dt|mNB(I%
z015ez&|Jrp+Ozre)S)HU2P1UYM0Y5@JszY@styFF$LjY!XEbG*A<Q?!dc<<%@(XL$
z?D>f&G|jLz@sp@Ft_$d9u8;e1T(O0A5k@ew>Pf5qlRnW=brQYJHS4k{?;Gxb=6&Qw
zdawKFi^ib)Q5ppuC*cr=Vjw3Ya_!6y%g25>AXOw5)Qm%w<TATLR+E^1UA;T?7CpVU
zcqem#Rf))I`LMY4Orz}UQ+hfMpp^E<>Im4u)HHGkE$1#9+W06|n{Q?kgj}LUsGA@A
zbX5k$a1zk4Xtw}?s8pdIFS##aey!=%mnElpy}|VoI0ek`l~V5*XH7yk+R)LNfa(N>
z)OTjvB=?_?8NzFV@;t~jZ)2(Cv1iDOa@M2@ZflGt(!m9}LV=I(?g$q5L8NYnifl_x
z`q59~71YOX{pa||bk<CCzf;Z@`Z`P$yfs=-wo%qZb*ktF118$gD@{!MQVDZV=U*ho
zi^>$;`Pr-@7|QY&>p7h2jb^zNS996+A`b{lqFh2h@P6;`y7gvw3())3n}R7&-uJpS
zJN5#`8|@^$lxR4{;}!WB#snGASZ>>Yxf*pHAKM(7arPIfj*6!FNnk@c)UoqrQO<h=
ziC`A?Z(a=r+XuZooM(SrP@npSmFO|*nNZ}JQ+wIh<+~dXfKP`M;mZgq25YN-<5(6A
zKy@fxasfiXQml+ba3|L)7t#v#&*h`XpUSH@Z(JH|J6nk=Dkc*0#mU%4$((2c7%Q<b
zcg%WgHtoMiu3K6j(yX$xFzN|Kc<O5KeR>O5b$gJ>ywNs8Q_CqDppqEOR7eY4;cE0x
zx>Vgs`e68ja=N5fc0^ly;LiTIFuZ>FO`jiyEbsG$_OzzSGLEV8<*3%I8*`E}*2=II
z@<zG{YD!3>vjJ|uj!h&Y7qxQ&mG+sGDI%y%cpVX5Do(Q`YZ1K^i8k`gosbf3%=HF`
zpp*yu<gOx$CR*?p%`??8WSvjF%$IzjBr?V-pOCyZ%R%^=y1H9mnwq16@xPk8D99=a
zPgT86h*W?67l|QH#En4n;Cf+%hyKrRyy!1e(ntCOJ|)dbZm)1mxmjs0el4)wG5Cq0
zD7)#Cjx^oItheaAg4lRHKin>`p2+~69UlgySc(9KO^wd-CdRo;YYHe4<W;Q~rmak4
zy?+noGs}*^N996_d!uhJix8LqG}gT&=D2*AMqfBzkpQAGTr|Ht?`J$zcW;m?6)Q|F
z=-9L;+isgg%#s2qy3%N<tQ)R7!GC^*CFG-d;v8piCPjfnC9Yy%eeD6&+*x22N1Q|P
zQ&i8tFF*j4RBS9++ynfPmr(@`XfrolyRPcgR4cDoVN?DTw=Sw^Pmx{J2*K}>{se)H
z-DKsWkuaq?r?4U|kry5YBshPLIDnSs1LL~|SCJcyMg8T|Ur~g{x--_tF%BMVmT~Ym
zG7j{i_tcN{Uu?A7=@06$whs^#fIkAh1rf^ERIpSi#2D*uxm7O#DruIxT-ySv!Nx|O
zAfw5Po&B0v;hYnyeDCN?xN!IEA3~k&z!+<l&5MfYMeT{xZx4Kzc%Q4B_4?n?H$_&B
z`%nqU*GN*!nI!X5NM;-Dg7F^w^=Bsq_zATJf7)7E8a^bF?w%s3JRQy`nmro;7Y@FX
z%sy;Jux^^fPyNqXHUlU^tY>mYtu;8NuZ`hhoh2R|ogF+Un>nQ=>ho`&1|$Zu<9meP
zJ(gN%rZrGaZ@)ob)oib`pSk(j2bp)#n}NLc6}LhXFtnn&7(>;+>We9w=OW^Fk%~E`
z*Ps^fevQ*qu&(s+0WK=hzfq*}>?+z%o}V?R`Zh4z5GO;c0dzU;`Pl2}OpQV3PcUU=
zNG6aa=SChxJEBr4zmq{pfn}yvs6KzpCrk!U)f=D(PA&}PU%XKuFU}t-F|E(U+cDXv
z{~`s14UVpB|1Q3bk@8EvA<~n%Sp;PdyU2%`xoI^Wi$vF&XUtVH|GW*{_#l&RlTdV^
z!wHcGN}<y&PiR|f;|a-mus`G<X+M=IT|<A>!b5|-0xAD#QURg8ourGS;2#fMPSNgQ
zmHk0dY3DdL{1#=^AW<o5^jy>QpkOKdiU4`0{4BH_V7n~;kLIgYl|uP9hM)aPR8#v8
zjfei<1Nnccv;Ix$|NY=i1dzc$C`k`ooL-b$$3^J^_drN_0UgHw4GZsGHclU*=a4od
zuHT5d_F81%&7qHo7<tShM5ut0Fd4)37Cr#zW1dWm_6n%U!n635np^^JCLdX+3*pb8
z<Zb8Kmxk7&gJVGCKJg6$Z1Q8Kw|4(@X?j?Xu3f)fN&(l?uEaAPn5{KihJp@lqZ4<&
zlKB0-8o_wMeMmFBY4K^g$Vd$}DZIU6O$%nT!a8$gY2H|sWZw_hjhfDM-1z-+cJX=;
zcT^+g?evS?!qKv3z^pE-4j=wJyz$DMtmZEga)q?;w=L?pq?B2An~ei$>X2wg3WN#^
z<+_W+uI_4@0uQ9~TZyEq<>5QPV~N6$8-L$t@wDBfbzQ<O;?pj*c__<nTYeOFvMhHu
zm8;UC6rX%QD`IJKBh4J@H44Z5pnou{onVF64P1<I|0%p^v1$9v?|HBD#`ytHxAO^$
z(J>w|YY*8HsU}7AfP96RjQZ^uMsdY^w_!GVZU3d}KdZl%G<&oJs8NgYsQ1JVWlKqq
zUyDG?-_eMN0?})tlstD+rEag%^&B^4-I<g>M}HVriJua9RX6q%h5J2v$!|MiQV*ux
zyjqp#6r!x`r_z((-?)5!iKD3qVcE~Gw_uEBDb*{z+K4t5+0~fjeI9t8=ean+XQp4)
zYa08_{7c6%1MB>DO$;$--{!I{|7Q2S#h92qZ0kl<ISq%IsH~$GmLV!rT`_dg>CPQ*
zzikzhtI0MSSP7^b4w<e?cRwb^ACu<e74O;d`|+p)wJ8p3*tbP^$GL(|Qo@1t*jAmF
z1gR8zh%0R(d9Q)2m*{-FeSxxTlOGR!Cc9&FJy6gCpn+=;m)n^Dh_@jY5lUThe(`=h
zMr~{3*XW_0W<TMLLg?j;(Pc=Z__QU-=%)U~$HJ<jjHQf3eH`scgfPYnSVp{==n4@c
zj9`A>h(Lt3C`5WnBpl~#s1cyP?tUuBVQF~MsmB*Y1YS#3l$&{Gm!GUBDNB^G?061r
zY4y1`r$2@NMUrW0{0hX7Y-uSJ`YOStlck5H3dA3I9;Z6*v&<)guPUEUAVl<;UKU%&
z36%c2ePaDNf#CAgy+eZSADe@^0gZ`jFH(&3FiF|4u->E_uo(40Tf3L#(Ygo*s#(oz
z)y4CN36ZT%rLFSD{vq&xyG}x+!dKqvR{2%^J1Kk=`1+WFm-!e3gjT~uC=yl$!AixZ
zc1lym8Hu&7Co*H|$T(s<t+sv5$%XWX-C`f##^#Dj`7mv!A)kKYxU>hUsj=Ier7T5~
zuB1(Q@FbFnIawI=AVVF7(?WZFEOxuG@J`u?Qc;1-wk0hA$QkVFi`_|ZrODgH`&nPE
z*S6}>1(aINA_uIg-^g5fWWRc7($v56wXU#UJ*Z6YcZ*Ff=EFg^g;`S{%}+t_Kl_;s
zTkv9qo5u5BTJ+i_F@NXNB%@eP=}jFtYe;5(dopm#H=*sTI$puasADWv)<m$0Malft
z=aT}ak{$s$So_3}%3=ddtE#wg@ETNYTzFni=SE8%h|y>_`#YCuF=d;!QDi10qoq`b
zlm9-Xv)}a5zb?3oJ@hwm`-E5$Sqv?jy19mHcMhlMw_(rpm|iyTaS8CYQtrd=Cn?tj
z$KF((PxQx$-=6*`K7TAFF|m;`w<QM)OdXy+(q|pmfcsLA%^qd5arX7MM}IB9i=QF#
zNCqENXunvfh4+V5a-wI^m_2ew)iphvZkupuNHWK0&R``Xjc|1+5kDFg0w@WEzGn5$
zinB8tT;mp|n2$L4<r|q~R!cUzqy|g}a7yKE!=&mk)wpAYx^I1xF%m2sOIjlLI8d0e
z(d~EZo8-#X07!vtRy8~(j8C*+@l%*Hf=H0|qTK7U<z)q9bwk3_-eKw#g4Bv=tJZzk
zVYgIzt{_cb$b^o_dEM~6Is)ZaO~oTmwvjnFU$=#71G9FPjImo(L0P!g-rsXzFS`H!
zljm(jF3t~=Ht|*A@bWi)#1&B#lIsrPuI1NWg>`0+OkH7zItpitdXwDu(k0s0&!ALi
zrPgqqPgR>*W1nLvbUYDm<z{fk?paB^QTiHh`80pi@)3#Z!KH=Ug|1-zUcQA&I<LU6
zeMKW;Nz@HMgW&0a^XinA^Re16{d2i>%HyID5b<CUYmPuKOjW9BqR+1j{QzkV_=_ZD
zI35y>KG_4KM3r)TrRbwiO?&rA0HzsMjw-OwV<+@I2J05r0DKd0`SP0WnjpN*#I!EZ
z@2m@F*rHfOd++C~n2~bXFw_^0=z1aOi>iwm8DGvIEC8%|j;Jdfjj+uhIDJ!9PU1_w
zF)R{n&$tlhZD$OT54<|XwFXBF^CeJuZ7G^-LOqr;KGidVmHUK@F^<2C1Wzlxm;j8U
zqK&w#^QBd5iGqAlZkx_7#$&p9RRi9eXqJuh1wKE3;QZl?E1N`1Gv-0c!Ow6;$tG$B
z9=&SBJ^Wrv9QeR!1w7|ibJ-(9Z}&3f8Nja|fY)zXsz0rR*K(%EW>^+@_BHPMK5hF+
zV+kT3W)@Xu9Q%rw=$Z|7qyxrBFgJ*0@0}Q}EnyEPOgQ8(l5Mc|Z%jH{@{c-4sZ!Jg
zyEB>i$7CocBN{i7u$3D4Y?#BD*zz_2JG2PC76CDyX-4X~c}3+X$0xI{Z}K7#-Kc6?
zn(TN|E>aOv`2SH^V0S6VeaK=nvHJho_x&HwVbL?^{iBor>k&Pry6`>b{cQ_S)zSJt
z$mIWdYCyU)LdRO@>869^Hb};7=$>fuDf#%kSZ^hDE(6Eh-8epB+SYTc`NZpnKF{BI
zPow!4$^KhGEBH+sKQRQaUP{A@0No%c#^uw_^yMwaDF?ODEpb+YzKuY2RE{GTsCkp7
zWNE=#D3<0%A=nwgYiNtrs*@MGh}+ocD4R2SsM_(ZvS4FWDwP7}{+#(+>&oki6gD$I
zXRD{cFBsbs+4ihGGm`w1i>n`nP&l1G8SeIYfLKLC;;F71V0Nl<uYS{?)Oo#Ek4-+n
zRo+y&p@_h$SXuA|f>+*&?KM&5^8xGJE8~NeDBNL3j)=|ZY5UEI>_nW6rljwGkyxVH
z{CijZX5t+DHs~N+vhR#>2xuwl>$S8n#$*D)3EH!a8x(ABZ<0zY<4+}~s23V|tdC?=
zgIGy7yM?M548*QiRl_QX*Q-Bh|8kq9AIwyPl3!_u$(Ol)N@_4TAWHBKc#yKvmnqWW
zdN52CkrzIuhX~mbCA*M&4VCYKxuU9mPSy^7tiOhiV7o8_M(eZK12j|7Z*4(^C_n7U
zu_EmueHG6)DQH#v6GJsgXY!Q)XmqUciFj{qK3NotZR9N>_fsY5hAA~Rkw7_R9y(Qx
z8zswi#E{bZp1R>$8_h8B??71h6ls6c1XrAh=RK}Yc_Hy4|HV%##qlBGbmt!(+j$DW
zp{pR1?EzQ+*UG_lE^=gm_c&F!MO4ScQM9OPwb}+xwpG6wEHIbipiJ!TqyxIhB*~?-
z)~2V0elJZNVsKb0RKrUASdlYO3+gjvPm-&`B=?4s_ATI?`_nvj<j^s@$ogi<SubDM
z^1E4~I|hl@nvV{CT}|ufs$LhOcH*g{K~^#$?2R`43Z~8zZqb9pp#E<|DNf|FfX2a9
zi@UJghoCRr`pffpe9#%`U}o37Zy{Go<O8n8A3_nh<HbyY-jpcVjR=96wAmvd4u7Qo
z@MN3Td{$p<B}aI&=Ai=C=rt*ID$Fkan02*Ny{%X3zDURZ)f+0+9OoUZh}HF$mq7DS
z2h-;eR!1@CaEWYkZ04V2aCxRoz`X=bvcOV&H9KjEAV4o|%Y!??{ok5vo;e>djrdHW
zVlP+F#PZ_MISAnk+g479xNNjBAyby}yhUI}!*vXGuTf%4vBN+isG^ME+sWd^W73dB
z9u9ZO+RR_gi&T*-<e4a&$AlH$+yC$lKc=9?Fgo#KG3_Er7EUqH)rP;fP=ZlAWpB<{
z?Sy6fE^wAboHA>tT|&FH=KE6dmBgo+nbeKU*Vc4oqPqKl#w4cIUphc69}DK>JSj38
zX#E$7sBTW%@8`tA9(H+Dq;17yJCC&%vBIL<acUD4=Mxj^R8fT^7~UROye3}MDR-oA
z*|7P8L1nzT`M#1DnGJvVcgFM4Heru829z;t0kbx;z*G57{HB8BYoJCw0-625-G<(D
z`5F5LQx)D$<doFFp)CDi7Uo`21I%D2fNq3on3s#!@_QLGNfG<I<CEC3Yq)&JafOZV
zILrq8Eaj7nRy*q1(?P<uGV`eGMw8F#S2!2L$PoZ8Stnf-U<-obJz?@V+3Q+BJTKoO
z13g>sFYg{mzVVWkP*M|(?aOcQ<=Bn(gc0v(=8CxHW2>aV1AvPloe|t=;7X=^cjqo!
z&p*=%(iL|+I1nB7BY><^yi^;^RQ}3!QW~s(y!&gI;RCpQc(}!#TxeFJZ<$1d9EW?{
zSJb)4fI4nP*l{CCc?k4kzwpdO`-5f8^ocm?dqrb^89u*Oj15ux2J6}CrN9BBmQOoV
zB4!1G3WuTqhvlY1K)VDD*HB~U#dl|2JXm2HPgJ<xg{|Hy7QRQ+m0G|x;reVRY38V<
zl5vj*&mWyAK|fdK>xx9sqa-0*y8N2nevd}1p=h6dBWhuZx$Ggjwr0Ac8<yd&T^8{`
zFl0W#nC@+`Vhid}d%$ki3hM|T6~;autE@R}K^y?1uhuHJ^*?!omzsmc3kNRNs~erc
z>l?ktEal^u#%?B!CMi>DTU0H<mzBizlOj@uAzX)5k^+x#uP-k9K{l5wd~kPYfDQlH
zFfj;XwR>JhFJ2DSm{p(73t~>e%QD&5p3T4+<9qd#tNb-#i5+KGzakxO*?Y!OwiP^8
zJnTm3&v$lpO9{R&rJQ)p@}8lAO(SAHZTaSxJ>Tk|s+Pt&lL4eH4ZgF&sLKr3bnAT8
zaYIF|d>LMW=akH5amo^5yc-{`@26IJ4R?PCKz&_u(`<A(TU4iG-yrzDOm5@{QoFH|
zl<Ren^m=1&iH2>kq|YQ38ukskn4xuEEd@mz^Vo@4tUrAWbS%oLKDss9)iX35r5dD>
z4|^!j+}2Ou?FJ&X@YEI*G_QgHRa1ZFdel|sDX*WuIc<)-?2{CVFxe=U6%3lxJZb+u
zbAt)h-_I8P6sXD+WLVA*xJPaD*Z4+v8<j(j!a-x$i7|RroUjpc6^MH%M%no7ChiMJ
zKL0&?j<a&M^uxNrr58WZYgr6ae$t&&U$V+M^I`K53|HaONjrZ!Pn%<LpJMy8>o_Nn
z(B8YNa$yyu1tUpL&~hv!%C4F_JRzIV_u?IoUj2M_JP%^R^v7w}z1H}J_JTnLLw&Rg
zq`j#Eq5>@Jk0t5L9+O2k1k1Cdl)s3T+Q;Co9`pqu)@Jip9%*Z6`325%z2%Xq@?B;-
zuv#T8<-SU}0K`_tmsbdlvC_%pt!6bn@+ATFMX_6YtHo(Of)<O-^e;U~9HdfI-HgN9
zH@f`!ma<LN8Qj8&3`Ma+PF-PB>Nbg&JU1KO;Fw;$BxHv&Gn3`Si~CtA3pk@hQ)k-n
zOP@-re9s?tDs-dr!)yD$O_QnnUG_>1Aad<0_NVK1*YA+a(Tuy9G{Q<QjCkp`fP&U1
zmaF=<Vx3s~(}I6{xR{x$WTUxpv)rkB#>mOi-go}=w$}j|$z&l^7t`;bSaW~gRz>3*
z?my_Yd|dL^_*#_^BWY!7BKl(=Uz0Fp<Cs?CSNE5q-CGK;@=l(hrni?g)vkFB{A!B2
z%+7~$s-{6u6>F)tWKy6y>MZneDf<6IjjH+qIWPa8IZl^3AQ9kqF=cEFr_zi5t>q#A
zmn!Nn(m>_^mPJvlhOSRDPSG3C(^&V=b^I7(kXGJ>PG>A?So1I2I!iBa2E3Z)z&Nbh
zBdwiP&r>E(KE}o4$9Pv5<IkGsc2*g|9;Dar@@&!7Rg?7&n$q;{SAtA<3Qyb9Xj4M)
z-6v}kN95u5Ovg+uve82WUIY@HqRihSIs5wChk<Af)R<kJ2|)S0|GOSI*<av8@aZP$
zhP^5YoJgpRWXISf7*aue-5n33x~hjlyiq?l{c1Cpznj(p&M=ea<!p#sR{?Ftw?SGH
z+RtLpJXq7ULZZQ_wGfV`1jeDkJ6op`O@Z_N2bO2j*II8fGrXwgns{NP@25T}kpw-7
zBZ3M(*5QQHS!3jx#mv+jfo0#gPWA)DYyFxArsE}<%EwuF^=0JA(=%|WW-^m9E?r4`
zl&XxQkl3LgkcJ+oNz`*MB14$$;lVaX=Og|ImU7-OP*c9W9$O3a5&cseFi}5MH-O&7
zI*_>>=K;6?jef4Wlvt?<lznT#a^XH$`13p5O+nb=q<)X=s%#&Rgy%X+`u<e(li0XY
zr|ZPLr~T^hni<Mp$|tg&fogw|jBi7Ud+NV*L2y)lchNMZG9BA(;VtT9IS*Jz-!B;9
z+N`_h4@CJqAA6;0OlbQgF#w<?<#;@y*p{$eHSvmtrKli(KTKY|+Z65a8v5~cPzw_p
zgvIwhBc%wqB_yT3CQPrX6ht699?N&)2!PI5a4Kv;544i8!4@U@+D!-&B`MlH*aFr}
zjoxb3NqMm1%k49v-8~x;Z1|WzU)p`hbl6~#wlXHgJa94)Vl$j@35kOUX%gSD(WIQd
zy@wVpxO`k(OPT`6C9BfD$5PZw-Xqh9XG3x&2lct(l0MwKSEZbuKR?+S=vIJQzfKOJ
zPHA`<M@Bo#_qvdt-KK!kLb$)rU0d{8^}ZuQ<&uxNv{}!u2|4FdiSROcAEc>{80=M$
zY}&&j6e^|);p{)wSJdsRv67zm?WM@uskMJJ{uJn8E;<kTmD5X`1Jo`qLW?oNd0XOQ
z1bdWkZcE{E03qs<8)I3(EhITg!1|HrrZ^NN&;Dzm)Y-(=HQzFjN))c$K>2FIa`2<)
z9Iz0X{V2Us`x?i__Xtc*Fxq{N$$xP|5v)mn`t?d!LN??Z)$;pFEnpQ{0FJ>;7H)Cx
zsg@0U%BP8QNOK$Z`FI_-^h&m*`ze3ee92Q%zG=|Po$I8|M%-*Tw^j5)lMwD_TL5G>
z$AioJ*QSGg*0GdE8Hd<&ZxiA^<xxj`Dag}FYMBv9zTw}+A&c}5mSr%0PyA@TWV!bi
zYRF2!ArIFy>$oaFk6D*yscP0NMjP@OLu<@Mfe}+)wuHPTtNt*wtz1+(BXnI?z;Ab@
z@EtzaM0;N1l@lOrAiQxJUiOVhOk)ANr4O^BM(K9dg!*NX^`!X0c>1qa&rP6yLGy??
zODu5$LE~wr(HW*0Dgf%@7=Y;R<u*arCA(PU3vZKxAuM+U<++D-E{J2@x@kU9(O{ib
zeF+(Gh4Y>I7)}|bN}Db$y28`uu5WZB3~DEfw@g12og;hqc$hco&nHoVo^3`$c}jxj
z|H%rY=}YPPRbkjdlU>5Gp;zIf+SwIij1QNLYCX=`z#yZ+-h<fFTuz;2h?Dm_(bkly
z=E4SWv_LN2gpo*Vq`)__qpvZgvBe^}l=x>xJj^hr!EfK;V`M)Tf5lxX;cFdod378k
zuMvL^YDaytLYcEMnAUNu&s@nea$*s8LrbS4$--<<+xgDvg`Ogoi1awI^F#UoDFHYs
z5_?aC;@2Y2^M1zQO${LnL1G@<2fyX)E&}|=P+bqxYUy2>$x0&o-b9YmTFYwoN7TF}
zW?VUE$Bgj-=Q}NRDL##C?ek^Hb+<KByUI=HeWv$i-+hHQGO>ntdW|hqT)y|M*)A~c
zkD1m*Q-}BM#&CQqOSVkW9s8vpEt%Lgx~T<f;00TXD8GBre`|q?dS0p2SX19Bk-`rj
z!nqkE?P@wB3S*bEoQ&re-K5im)(yJmjL`csW*G^baF~7uT?_*!!02h8)i8TJqT2S~
z?mBNA5A|j{UeQEF?0fwD=!3q0H)Gz85BE>==w@otKoI!up7G_BS)QHwVY_-d_PS%6
z*Xw*R^pN4~da{-H-Al<;YoGBc!Ja(yYr~-y9bDks<>k4fYt%PE)7M)F-Ukj+>ovQS
zW5Ul(hnY6M@DvHZi0D5VlN)YFYG_lg{Wn~dxBsRx*@sqY!>!Jzo?PNGRQ{xLNJ*n5
zV-&PY?(vZOwDbB4o{44PV$DE#b3!g5`9=6aGAt?SY`AU-FXq~uz%J5__M-A71pPqs
z2wdKStrd?4E(5WYv@^jm!cIhD>PE^se(gFH-PdOP(vI+z>DXL^7v)F451rq{tIRE;
zy{e?CzpX2g&~P|5{_b5lWLq$aV6lF~MC3f^u&M}E#?oYn>ru0O`im6YDq2*0;W{8m
z36CmhD$V?QO&_s;|Ml8_ac9_#UyN;>59L|gBVEQHCtDK=I)j0|?)e(++L^t1-s{gW
zoR^-fvLHCyjG8M2!Q92&1Qn6zsI)O37;P!*kOt?h5`5sDAP!=mjP$ll8rLN!$n3Re
zP{X@kuoXCsl|^WbYu{E%O#SneEykSHgn-Hont^ndbwq-RBV&s+&)w|%B46&arw77w
zQq;pYREJ=}8+5nz2`l)wEy*QLlY343n^4y%DdkLS60_wGR6~tk2of89tPZJ}9Yt3y
zI*6{yU!>Q(^mo6Eq{Sj3edS_*hVzDnM?)4wvc4N?6JK@>JlVq9Z<UJ}bcc@VDS|6N
zx-$_QQQO7mSN1QotGg_)o@{NEZ<E#!f8mduRUgxsU6pE-d>r~@MmuyWg1Mnb{)6|9
zUiDEWcJs1~+1|l^DQ`^S4faR~B;AkAx@69X$;W4ao^piwhCkWE%<g)hCQ}0)s9{!c
zAqtK-@EySIH-pBBZ-NT>PE-8R&bH?VtLOTgxd^a2x+`(?8qMq`aG!QclDT-9){ZVe
zr`#Gzb+mQJKuJ&_o?6ZGx=*k^UVnY25$k$){$^hjHfmhtef5Ndcsag7wGOUnrHF6e
zbMX&!ciM)Jc<>u}kJR9bl0NESu>^b^@l-GwSPY5^{AOU01ZPP)0|9+1sQ>lTDxdcU
zpeZ5wuU#1SRC=+GntPT^+M~f=q&P!mz`XY!GSe{Ap7wteT}W=t&XM|D@x=LLf_Us7
z-jmO4kq$q#N((YP2>wMXU?IBGfIOdDI3O(>HyEhSS*$@BZAc#yLNGL2^B(h05op#x
zzD#gEJyTec5n0H{IwGlbAPI9}2JmH_?FO6XSb9plps1#L6NFZ47yPz!@cKQe<amx6
z;Jtlm+&lP@+Q;Eg5lkAjL8jL`U%WSyfI7WFMs`09IqG<^)c(MFILvMKNJs8(nnmgx
zIVX~tFTcPxPQq2cs@nNvonR)<fn&?Vcuy4WAuWUgl`9-xd-6D{<Xh?RHdBqSf&;~H
zl3iF4%n7Pc+C946%R;Hm{wf!&y5rtKay#5DQgGxTr<EL+LTFR6;SPKrlFX_^#zY|g
zv%Xpbao$IaFrQh;^c7L@ZByvBprsY_iR}RDG1m;RnLTt4t91aE(lIL1L?dyHl)EQS
z6(tmjK&N(}*nFV>5H@H3vd3LkcjkOi?W;eisBFH@`dGUnJ9qh)j8>GKE>Z<=6NWGq
zW#dL+m_oAj3lgH`#&S_0vqrrSZ&iH`*wZ^hTW8qZE+X2t?nPMxBb;-V7kYQ7*k(zF
z>Hw`&muJo0%%N3a*y#>3WYM1`vEwX82alak5Si*%RD#l)7}+6#K3}-YRbJ9s=958Y
z%I&l?9Q|9EeNz7R{_%Ei|E?Uc;Ka^KTi8?mCF)>-NK<blM0D+%agkp$!jfDglE~ua
z-cURr+W2WP!&e+86qQsZnq|<VLGtDpLjab4)pdzsmG#bzYEeM<OJb&ay(@*<CYH{G
zXIOW`EY;`63AN9l^NByWPpmJG+^y!JQv$7d)umR8km($0KUL=s+WSD87e+&KfWCEe
z<n=rW?w>koBW%z3KW~Vk+eFO`3_l+q;yEXWx}P@X6P8L*68;p{6OR#6F=YE#&9zl$
zaNMLozZ}ebiD_-RTpl(IHkc~!n|}@*Fu5IyP8@jcKLEGx{>wL+n_unoo*D6Dik(>X
z-#DwWhZHDrS(FUE%!uHiy(s7iz54Ckj>CS8@jko{!lGyu-a4|8<%x>z<X8N26>PQ0
z!S*>k%wWJ-78X)-UaoFh!F4nh^8=HBxW)=$>$M%#hRo-s%RurQ7colUzXB%v!n@By
zaPaaopMLfqbG?IwVL;?r&dqeR$ye&QDWJ$U9UxXth5yiWS)6Z1kO)n$x-Cl$`1%+S
za%lzwE^*UbVVH1mBDD;Uv3_PHeO>c7_9q(WMz{5-udrS$2v%Lo=*qsgQsOMvX`K;o
z+zFKTh=w@1-(OeSI5jZ*!=ZfTj+@dd&z1|P<4U|<G>s>kEF_?5usXi67SQ+F;71(3
zA|2OZ+cg+(G&!=Wx}@0&0+>W~qI||=ANA>Hak^Ht=`Vic+lkKnWN&56TSn2Pi1f+o
zbszv<CR5(`kEUR1W!Rqh!@Ju{9PJcCtZB9{?wCl3{bBEDWkqKt)M#wxi)u<X`l#&|
zQ`sNR2V5#Y=p{#N7xIEgKr<g>u8?NzS3@sTtDNntV>BhfN^4%G27(7RzYKQU+-Aj)
zLw?$yd;={z126q@nr)C;pt3|mUy44BYNL4OgN*L)ROPlhMqh`<E8-G_Z;><1<AWnQ
zdL*<@Z<a!?IQjN|+=-7zF7DIBsfTyE#Va8wQf!fEV9^5oWnm~r8#7G+i|9{Eun<Y5
zJu#U=_&RN~tdw>ynmVdw_XZ<SXkU6A_$9dZ5Kv-IS+A1iDKcc|4~XhwR^Q_qdaH}t
z@HeOf6$n{4o)iA;dnu`!3iV$z*V7^8?wbA#H7${%t!J`@t?JC6B;QPWSR0-5s9o3b
zc051D3od-*t8>7adbZ{Abd}Ga9G^avmGHE1_ocfJ!93~ywcQKoQ!x6jrC|Y2Rf}XX
zvaSYlwL+jUq?-hD+PioejIlcA<bAGlR%D=YG2ho{%mGPmx3M<%IzzPkqM}6+?w($Z
zVt-oBj*;iUb4QBq$aaWL2PCqo<@cz$+EGbrY)-LlQSsQ{L!DoDu>8J*A~kgF-l>^u
zIMOBEQB3)$qiH#x$8;Px%f58Yng-SWDa88)L4_q6E+U5s<7DHPJ&T=Mo5uUue4@ss
ze7*=oDQIH^F#&w`@kAn?&=^{+Ix5s)N*hB}E>2nsiR11v%bapG3134$jzUd}1zw6e
zg$wKNIBSn83SyXCqkT$RfCvGm*@A*Ga*CT@!z{*zBVKGqRaBg1@BPVa>%D9##Er&2
zqapYXK>@jfd^weL3PGQtgN~b66z0-3pO-j|hF0%q$spFgH|5T5WF$EHK_K~i7e+q$
z3;C)JG=l{xCeVuR0&xqmGM3AZ9BxEpskwKgYT7G2v7}Sdu<ocA$8w>x4*ksy1iu05
zCn=miW&DXw{qgW8agpfA`?c+{^KD^07EV78%UXNBbot@Hh7N$$VKvq~$vxXOs(u#I
ztj~1%67^o|J%75F)#B#{7!9a{gleL$jpWAz>G*-0E~F<0chQ7$gL!h|AG9d0zRf2M
z;INycJSMJu7xnz$eQ_v;nhhmsVic`fo`-0CfB!w!h1sZ;9s>4COUl;A`rk4?+sThy
zYeYC^B0u!NlbF|~Iqqo^x|{I=WWFEGd?gmoBx7T(=GjlV(aH_j6{n;54S53R?<(T^
zH=<4?mgnhK;BftkUn9a~?>_46t1T@4384=mr_8FPs<6d7?V=>_7)>pZ095bqvP<fz
zUe`wSX>aS;Z;P0OO4}9&c~;Qk(LoQqjdy-J!<O2uY64ns!KQh?3l38F<K5M`L0rRX
zl$7w9s05Rer)n7~Mo@O83Wdu=;!a^|<E2Qi$mfk^reh%TfhA@`dkB$Jdo0GZkDX<x
zr@tWJ)a^tS?P4(b%p{cLe)?rOhTIf>MCo(#jJ&rP7X-ST9j5s)5w#RDD648A!1@VO
zSou(omF^4s-m<oLu)f>ruTvbrRC>r(nsG2+=H*Y}84Rq4qa5_H1DdF23X`ypE~`fi
zcV+JO4UO6TX{|aA?K95lPw>ScEb$yro`puRnQUV~bRJemcHRd0Zoz~WtI5Ay{~=UE
zV&dx`FA#;$z2nMq$Je5@@S(zNX$-*iY__YI$@?QW$UE}hGV&r4_X;0o;*<krw&Bd{
zWyAkZP$Q7yB@LuNp~uP9XIL`_EZ5>f-Dp)%t+FOwAOXbK|L^mdhao8^mb9evJLkf9
zFPFeH=t|@CC97Gm-<wR?bDNleT46Sb0c_%)gP*S68fBL}RP_n$PI?mz`boo<wXd1q
zIq+)>QODu*UIYFtH%(_h#RI&E>#PQ`w>43Y%hS~jepHv`2EF*x(l%{O?|6Jt9&n(t
z<{y+5e&itSdp5f2f&M)TvyRQwSZbsNjrJiKzBS`py&$G|b00E~I2=#~gRl8$x4I~E
za&5VVUNe6SqBcQhqfDZNbkGtOchs?WE~3)0{zXz8!<mWIjs4=%@4I_96BRWbiH)|P
zod_rwwG!8Sj!_bDQ+5qTe-HC!+%cpkOF#4oRM=JvWhA~y=EgaZdc*P;iA(2(NRtT9
z|D-nwGKU1=o(kxO>f}1pDXI2LO9tzXd**6HNyu?FiZ57T$z5wNArAPBZoYvAUcf~0
z<h&N|ab=&c0Q#4XUG)hq=L2}49CqM(Y07X$E?+UI)0|l;RSx><$7kp}5AGMkjjiKr
zLxUc>0y#iVrc}VPBeE_Kk#)hLY&Y6m#a^~KUTB^w^}wm#6Gh@XrFq}db2rJx5q>0T
zM=)mX-Pc5$c?|klUcJX?-%ph;j2wY=zx-Hj#6-2M$hfag!LD@|^G8%}*p=wI{Z;$3
z!g&1D7KuDfnQOM(`emw~cNr0^C?M4jxT$F0kbcjOX?(v7O%k9%r_zT(6+n2}?E7!)
z+aq0>mf}<@!#{HTJX!FO-ba*eUKF55>e6>-HdT4h9V1**NI$7E)4;ifNs|}V0rU@A
zz`dAjxSbkhNO`fNcW6O%8f1k^!#UpYoAS}4Ps(a>btD(l9^Ho`n5Gn5dF#Fu%Wje0
zM)M68;;TS1_;bvG;nJF%DGN)$HX`na`{y~+Trl^J`gt+!zD`W#;m<eQ{e}C7CmwO1
z*!kF`*Xx%&Lp3pO?KeBK+=ZBVJ+lpN@MMT76a)z}X73Fme~^Ax!+HE^s=TjlIWrz@
zPNen9=QlM%gV$e?_J&`D`HBfM554<##*n%p$Y)E$Qnm^t)bcDNy+mr)NL$8A8U8MS
zbobRohmJOmlqtqOc&R^TR~9R^18d(3IEo|V+~}OM)WXnf@cqptSR3zy-$c$>eHcAw
zSI)_(a~G@=Oz~xPCcaX!UV8CGUw_fJfw1PIjKQxsH)67&rF+vl(^)rw>-TUv6g;8-
z0H#Y3;+uW+w|)UUN6uFN9sgtT+dF63PZ>>*EW6hX2~Gk!HsF`;a?&=f%?y<|Txd<=
z%cOxhZ-~lyd$45ar>^@ghV!a3HPK#tY6%jLT}=YdOGcG_G%mWIeAXIUf9RD?HaGQ~
zMPS)PX?G?TPrTCB-Ipww1^W+=t~)}&0!e?tPaYCtzD7A!Y<GiIFBp;ep|*^7qyUG|
zT1${@f&bDOIvKjNuw}_i(Ee2ml|6Bp6hrc|WMfFdteMe`wvizz%w^&aS_X6Z%NJ|e
zGgrb=&m2f*$L~tdJcqW-jtRTMO30}OCaNmjq@EvHhgCv;)s(mD73d@V6p0gf;?u_&
zsmsZj*_M=I;S}u}W<@5V%uHu_QeLxhK{`_2R;^WR>)(}{dkscYf5mIFdirX{Vl>S4
zFv~*%s_aHw?iaN$&9r0e+#rS;ILN8==^9OwVmGLc)h<!|Env=^Ep(BUwn^-S|F|rD
z(7#JQX9vxfEbb^}hfQhKw_0stXNNVGJw%~`n=t%-2Khu|seRWzH*YbSf@KIVUGXih
zc;e02eP^&5ebE0``t5jpZffxzQq!v&|B~dldtM+cQL(VGglC`VdVbZOWpkl;M?2;Z
zv7hyl^qH~GIIK^h&#<qI{$Mj<7|H4?*Zz}29Uo`9?AjRW&<@OW)DB3_6hBnb#JTY*
z;I8@beCzX}s$cr1{dkk+ad5EKz;FA0vBcf_BqR<pCQ(cZD-=B{LeB(wBt07sWQ;Rm
z2cwy0dx1^DN;`>F9dS+y1N2FK=Me2Hqz9PoVi4yCAgT8n%(%&(AdKw1JD+h!7UIrt
z^qSY_IA>8M=!=iTg6)oSb>L713y9{E{g9K46W0eSBgqm;Zgj^)DkYl_^)8Q{rBwcP
z=k^6175jN)_VU|Yi(a%>70KNj9pB12iNwG|(Z}a?NPaZ-gNk&~!Sf|=8=TK-94Vs=
zrScygCg+~D*Ta@uem-shKD!O2sA8nIQ(1tm_f@cU7WS~kk2l<3ksz*<W>art*FvdO
zHQ3y&3L=Hpr#r%BY05C!wl`UC$Bp0R#mS0kQKie(UYB4M>QxODKVnkNB(YI~T3q-=
zF{#$20$PHE#$n--IITTT)_48#?@(L2<mm`-S(gH@^04#PUi*heJg;s}@smu5Zp>qs
z(bYupo3hM$!zN3PD-{4xoIe`XPVmc6fBGkOj2?n1tf#cm`n=Z=_=7o6^Z9o+hfgy|
z(0FLx0zq7`&srPGEuo(foy((hB(On55a|wJ*0flNCX2@zhDeJJTa^saHCtbbSU#-R
zH`%<DsMcpXiW+vgAtfxdl5LzkQKz^z*Bbka6h-|)%NhyLV=M>`(lVRmjKXx}`H7A1
zNgebsP})OU&Q4<dGHbOZwr&=K?=_8qonq&9dykTjqhPszD{OA`pg&q$oNWsJ@!OI1
zT5R4%TW&Y0B1{8HLjInXxSS0nImufkm7iywX*Uygb_}RmVFk3`7x2pj{(0ZGUF=i8
zWHZa)tA6_aWzOk~@OWFBb*+ZJCXqA6=&s6=o}_EO1C1R1wFP>9PPEAv+LVr4pY`$&
z$q7o@bASc{TwnG1R`;#xy;3<}69rM`4wg3`1M&g#{p5Aj%OtiK4tv%O%4io`Z}v^2
zbxRD|{h2&U5jaBzij6;2V%$vzJx!ZH+}P&6co!PyD;)i4mhh9H{x@cDkYrj&^Bdg`
zzr!@mr%WiX!lPe`THsTJJ*b>CCe&3_7T2v%FWx7l>#^5GpaauYA+oLZhX3<Z@)C2y
z>#39J@hR>q7Vp>AE`}yRw-S(>sH?*$3rBq|#ERE33MEpxjmS=))%*>4eNFN>`^ci(
zcrvQ|xDO${_~!pk=H=I^OY8E~CN<@YURQoYpqcxY%#AL5^h}=X@xV)4f4`{YdUmG4
z%$1092sH0x(<jsTWVKBk3dOuGfD!i&Q@_vquV4oZ8>OkXVqq295r6jov5YiQ^8KF#
zS%5GFnR@F)C8ZBDj9HgEBxNkt`ToTmgwQr``-(NDt47<~DDFD>L86AC`$o@tM9O-p
zKQB)z8)p9(X^EB(Zwbpv#HFY&+mWWBHKsAn$;NV8gtg=^QvV6;I-Y7XA`Z5NA9Ram
zd_Vd4QyCSW?<C}Y))v*Zn&%nBXEyP^-Dp>X-4%of&?CI{3LdW!f?j2A^+{nbhA#>7
zO?=9&d;Bssv{N1`ZV9yLN*M~0%ka);w25z6Jo6FLlg~#NX()ThXZGQNQTzvSI`W0Z
z*aDgrVb1G*?)KHzN^}(3Jufo*@t<!>Hxz!ha~^$v8O?3;scnjmtlU-S8shK%9He_0
zW&5j!O#LZgTcSHN3FDGr$Gaf4QumMU^@Lm^gtVGBAnC--U0=?tU_R!fBUjiqET3N=
z@fS&}y-_SKs`MUKRI^xPX9@@9785WB(=yX=Uh^V-uQmh+%dW1#B*3DMA{|$RRgx#A
z!!lb#pfK8nfT*<1GhU>djuuFpGlM8{$!XibyFU>9nf$VA>)zh5A1CC{pL{>wzGExT
z)_y>KjRxrq<L&HmkLN|TExJPbixk57nXKmaraWx=3WL#Z;w|Wx()#^Qi3kx9PFrj;
zsHX(u9KX|!H2pXmo$LqgJ^4(UAw#p<qSq@TImE(+#v9qh$ha8yjSRcvw>ul>_}A=A
zDEGtbrK`8MlQ0I+F%(wm{%%8(Mv@>~BhE`5J%W*^28o!cQy$19A0r=0^Mz;4_^#P}
z+L{V_duje5shQ<(rBGQ&n`5x{sK4Ax?}^0*=eM1u?z7%gZ<rtS`JHdn88+{<6c}38
z_w6P`KfY|L4rL`$|3F^GU+<DWwjvFf5YWs1B7H_34*`o-eyxZ(iQgE@2zd>S5&=2+
z+tcdkgqeTe2#kvoIYpj(hPblsU+?kkj@XmPJdFkYD7zuO3IGzgCVQZuXm%T%V<4(0
zMfR-W!5WG*kqVwTzD-p{?%0Q&AnK&G|A~fVxCc5`Sdb8IECzce0(F<f*CG>Q4cQzl
z7m6!!*$hbmzC<ZbkskvfozLVi4v0{(C(Op2H6ZofaEsg}xxERB9M~*uDj1<(HoM$F
z`VMV%e)9dG%;0I{1b@64*_P)fWyP8XNrs2Mp>2&I;<(xDia=^oS$Z^1bkcj6I;T^=
zDN`w6y)xI5BKJ2blnopXw4g(;=3J>|@q4Be&FuII$6^eA@Xm9b(5)93ixLIis~QVj
zKFMg?z3d4z2AIA-n59~Aw}$IH!XJO$aG~n^%e{Y_aG+!(-qegU6oI{yJ?=WV`t(wZ
ztHC_Z6BNa|M>>VsL`brEWagy2tziu4Z6wBj$w#+tq!s&_&r5rLyU91L&`MS)we0O}
zjeGbRr+M@!alOCY&AmAWt)cqHk!at<wZxHIPP?=>TON@P8ghA5rP`P8asq3yHFl9D
zj3`)UM4=ri&Z58dVcE$RqRbR{^s<p6zSNOsj#+=woO6tn5xV;02y@46!cNLxk`O7)
z<2a-}LL?b(c55NMd9EY##Qhs0zf0fNSRb2rCiez=%d~vqPyhwAtjz2<k`%!1x^F*t
zvF1i~5)XOHQWd^=mlHP$U%b~`?)bKaOVGGTdp)?52fYEem|cHI66?0-d)<_TU0J5P
z`Mb#)>F5zUTMLhb2XL?@EcIF0zVxYQw%jKKwK2G8IEaAUo-ZkW!O;-R?(`5Sf7B?@
zPa_GUy6$6@XN^#ZHf;p{Kg)c(9)$AoXwJ2neL1og4Nj&>lVg{~PE1#*804QU@mPZ*
zbf=G%2VD(hOrKfl-7f6lJ=-pFJ_sWa36}ZvDY`H9R@1K`;<7XigAEgqV`wIN@HfzM
z{w9mD%uVj(gjy>;Xk^lQECZ2hQK-?SvM&(w4X;Wz$3xVb$I93PFW6oKO=1Nmc4}UB
zEQw#o2bMiaM^qGfgs8xEAs%bCw?B<pnJzJ4m+6thnIo|AgoR?+cb-=x5k>QvD<3uq
zv`Nea?J8&5vI>cf^SrrtiuLyi1wP!>S7$o+s>N!bTQt2rxA8pbJWP6IZEiW!{2_$c
z)@8WDg7su}Hdx8kCz(@50w+rQih|ey;w(FlQNAj-RN+nHSYiA%RwvfX_OUuLZpHdP
zT+6n?JknmTo?oFy1TG6LE;DK8esoxK(Xg!Yj8>X9awquR>&NRi@M!bLyQlQL#sP?o
zmg<}*6nN!S9WUwvu=H$cXOXq~-l15JCC~XTwI2%x)Tfxsk;`-y2)n-DBHq11NJIoC
z@8SGKGJ;l|p?GU<=;`YBDSn}8BoUUgL%7ae{$K!)bD8aF;h$iLTz5}ob2evS5{&83
z$ziC*tw!5a*L(EMeUDM8J$c3o*3z6@;>*A4(LSnhHsDL?<#;o140dW@5|#(T|HzZ`
zoCYAc8p9<STN=m*q(*&nD#(5XLxnAR?GQ-=|5UiGc!z~X$GJ9eo;-~7=ezim?79C~
zQX|DQO76#mdUz=6zi@>r$*azMN*;hnay61%hGt&JLT_hYE|$JWU0edcjNSu`DkgBE
zUP9_mHu18-w-yHTk9(*GpD{TPWBpi4wU6z`TbL{HC)@etp*i=RX>L}j=*>^G8|@+9
zouX5*T*sW77g^X(=1nn3>tQo_0_;NlI`tWJRqZM!jSY#As!hI}gl?wwfcp!%fKoS-
zhdBc7K{84@s&p+|&#g<xLV`Ee`)S1%Al(nvs3%y0d=^J7VPs+^r&`n=u9T*0V>F{M
z85{2*9Nj><KITr;sj+8K-7}F>+NimfQ9UYXO}yq)dc(-WZ|M&e6tNVV11O{ztn&UP
zt(LI@?iiW>hpP7shWmZPzLg+RB6=r5bP_d6SR#7wJzA92MGL|b5xqxSHPOrJtlm4T
zuHK?|qO;iF{r%tf%ro=6@WwF14A*sD$9Wu|gQNEkp#K8+mj6cx{C|v;|8ZmM00$MW
z8g>Yj<Ij;k*9v&nCpRj}J|FLX82D?t^;sX8GF+g}xt|mv^3v5S;h(?Yt_-dDaDN$N
zrI_}GVhkw7h1dbu0}#>_w(;iQZh&6_UP9b<pTS$h^R3&sN-$#kpqa2B%q$W(?_tK*
zAo4o8a^Atlx<K@2U+goArB=oL`bks2w+QRiTMcPs?RAVeDbO^dw+P|aSn-c2RI=Vs
zqtX_wMOvhHG}B|>=@-hJj_2+)I#z~4KW=6CXOwx&bDvNozX^KKDj@X?a86f{^8w8!
zspQ6~ElcVK*zYbsa*xazoSj6bwM`=ypO=@l-05X#MDlk5+Bn%#!kjDUcd?tL#}tTG
zeP$F4EP>y@gM^x#k!63EfeUv~JeD62z9Ug2{!qbb+#|~L|I5eEO?Ob?zUO{*+|u@~
z4+zZfwqbaS^JpTz9=<OleLA!}z|iNQ<et0OF%C&#NFbo?s)Y_ei!%RMBX59Do$2xb
zqFsnQSd;^<o$m-q{0faj?Heq;86LVQGZEAt>epgj;+jJ~F^f`7t@){XR}6p5#XlET
zg1zUHng~no;@4*5Ew(}Q)8@+j9+mmn%_ed=+dxg?RBd{N7dKFw48F!zZtx(!v!yza
z6Sl@ROB5)&R~3EaieRAVONKxAgWXEd52L2&`p;iOboCZfd1)cuukpFI{BUYJKclC9
z%03RJaRL)$ctM;-eH><PIHaEU$of)8?uTtd*|!0ZYbFzFZ=p=2on^-9R;4Hb(((rJ
zaNv0FOv5~CKy;mXUfr<$aAvq8Ilz+Rmw`C}iYRy0aVg2~c~hp)qi23}O5i|*4)c-x
zHE_!$2}%C!%e$}q5+bYI=>+;I?C-f|=Zk|32<|@^OHortRQnc)V&A4hP3$W+C4Pg+
z<76XSsKQU3#`s)#vlRXfe*t64ctufe*zZK6e06(D7fyObl1BD}6fP>l)Xyk$%1q0N
zEVd*1_kNL>S>L*>I=)}5hI=y@$%Av>uk&4j!%%#`5-M*B3*Y;ti#5&g!rJm^(0T=>
zx8|SfvhodLPe5wDwB70X^{$sAoE9uiTRK=u&Q9}?d<UN-RQMdt!+vqIDc+5^BQR`c
ze}KrSDy^rXPqZ%kRH`<!!9f=#%N)I&<Sdic*i13fH$K`-tK-~(LZ`1=+||E}y>dRN
zZUp9u5R~Q<79PJ8)N==~+N`-ROC#_mE=SuQBY$;c99J9ZJfO(BP_4prg#RlnL2Pi$
z9-Cd@BmV`*<$E37V&{3T)l!G!-nrD%bc4!2R^=x90?Hi+Rgy}5*fg%N1N}{>cShz4
zI~7Ebu{&4KCI2{mY}_=@Lz6&TDD~q)C&d%EA8*GhQZMet3TF>nfASl@TPMP{N(_A|
z9XZ)F^=(PxHbKSq^>H%AfJoVsFiJn?nSp!N7KMHJN6Wj|MFRfE>!c@|PoT+_;k?w3
z4YT^{$InE|_jZGqo{zzn75U9<Lt&4>gvJ#$d|x0l{n2YM!`9hv{DDS5nTh+fn;zcX
z1RhUS|065!5fNvDo|B8{70dq)4Yk6rE@#7wW~N5(@}h}%z?JJTb^hk=^VKs+f@2{}
ztbJ|{T!}Q|h6jLY@^ZqnFTC}l(M{@5y%D6U{~iJP?CxJMmJ1;z+Pp06DFvUXpRSP1
z`6WnG@x7YXi!4<wnqeh+=+ilmr0+K*Hu#H9w!YU;l1cIoThNOr1oA@jgYK?29&Rh`
zA8=j*p>Q<yD42~LRq%1&U2KG(eKGs<EE`Rfa_p0<^iYHN)#rS|Cib9(2myNz-&!{*
ztDeUbu4hE$c%-JiVbfy8ixOm`b3Q&G)8fLr*|!(YHZMS{@h3u<G;MI(C440}$h>kQ
zr|>Vg+1YdH_8KWpNL@u7W`e?_psKF6smdEt)gwvjNel57BDGnJ=6Xb3X28Vn82wf$
z>g*4nWAbz!+zILDgi1pIw(3jiWz3vjEem1!C`$>Knwej3ZrG?nSt0=hn!!Hu-@UG)
zLv-`1vo)F+AtV|~r$?s8zB-IykuM0r1wlAj#sU)J36Xm3gfi@)Scl6%=B%GfX;zKq
z*K=$Ue4Z-VHq+UZlAEIBolTAvA3~Mt^;v3Oq(A(0I7&qc|7H9d@E9a}j+SV8C?gVz
zA_&O<nt1Mc@&M1?>xrvy+%x=Tg~z?jcl(OANT_<2I9`aRqQ|1aGKj}rmwjr`xoU`E
z{9fyG+`i$lgh~7Bm^_#DRA-YAedwzOu?4)}G~{9Kc2flrU;e>o6oo&U)VVOcwy~V1
zCo#i;hucM+vT75XVj5(a)@4&(Fw<4ve7O44<$*<HXHfsL&)d{b6ya!myLjdX*LV02
z<CvWy$(>n^lfRS2+zH7?ewL_4NstxI$TPkB>a#V8WTt-Ry9NX9v?5u6baRYP@*QtF
zQigz?<0$*UU322Z&l}H*NPf^`VlGDpXcUi0bIA%i8W4uzMOTs$xI5B^G||)Q6J%*=
zOXw(;FPT&9`%oL1{f5Zz8}qL$s0uP5d2>$SLWX>JSWtKU_w_ECTRN(^QQ;NREKjf`
z4+{EIEj{^#%bic7Y1=1B)VP2IFv9HX8<kWx3VT3&f%jRi-cs&=u}C)cvueWzI$atW
z<vi9`)aPCwvv!`e&S0gIkQOj#wE3G5#yOOT<k-1AO?kQ`^*yV5ApSM7I{ORPvUuy6
z)W>qEA9Mb`e;>tn*@W!J>#a?1aV_$fl$jP9i`=Ti9!qwJ*HWbJU_x`eiNdkedYDXt
zE-aw`)rdIi*Rr;iB{LvxYiT}5G&EC4J%X2cyvuyR9<(KQ5$N@PQ2+15u6GIac`xmr
z=L2nZ1ta}m2Zik&e4bd0Zuybvv#5RFy6)=76Y36%)6&(xkyH{EU-^Atk0t9$0H7$o
zt6&7~m#MsWUd<;2YG4Srs|OsiB?8(?x5+ydjTII72lo`bSoKeGHjX{iEVtHF|3bz!
zG6U<w<n6I1o!Yq%o`ts8{d8aM?<4YT0Feu&2ayURsxK|uAmV4HyD(8Pt*!?S?0p7M
zAJiE|%yvy933nE*q<Hvv`O+`?ZDmU6bk7Bz4N7<N>$v{(Je}h{6$5<tZbI-NIf35B
zNMm2^TXynAR%*Z5m*vpL?{vQyWC@u@4a^F@*-htnHZ?RgxNNI$lVctn!3l=n?SQSD
z+KB2mKeW#v_S@f2dP%>B8UK$Y_9U*l>^HoP^qeg2lpClmp29*6op1LODeR;;y-^Nt
zztE9y%ztti{d^~@@2&O(b{}2IFWV%{`{ETf1Wi6RTnlOou<JlVc~A?X^(iPB&?Hm%
z^3VSxjA~m*kf#B1RNtS(NDQLaysw4+$G-c&-06J<zyEQd1KA>F<vJa?s_#0C%Y2KB
zKFM1*)%~;qcG)e8_Koy0r#+R=KQVMq{&qFYpf2am39VuMsU~QYO&<V=myZsYQ1!4#
zzTU4)ah^F8U|Q_g*SRjR5HEJnSgU(Dj}radG!wPhzm{D9Pb!;})pRPK>%B^COPdio
z-M-SyT=;&|o~Ps8-BrcdX(!NC&FGY<@OjJ5H4T>=@i#>=v+j#Hy)~DEhdXOXI!$|F
z!3mzqn~-`H)vR|qv7YFYe`~|VLwvQC=byl_2cTFfM=pYN%YaEmy|CY~@b^Y#((NY7
zwFA?iOP@Y+2AevhkcupP_V<-!P%MjZWEeh){rJnD9ywCJH#Y>=o}A!6_$LBVcKSsB
z@9OZh3RwW8dZlcqQPZprd+RmEB252i=``x%9zPf7=wks^W$uV2l0zz&wrVzqpOxz^
zyo4-fT>;($C0~@$zn;b#37NQFrJj-P<+&I47ZnCKEKXhj{SU*}nu{yaq2arBiZ`X^
z=5NcCNARa}l<nP#;(r)6<Q(}pr&3oxEvNFrA%W{%#h(+8ZyRTM|1vFqmy*-sm};OF
z%<%?5>s88mQc7Bv`55~}yEk(_aQ5Y69pxJE#075Fb4c4O9*A)z>+_CIjcJ$)JpnWN
ze4T|cnt*8nVl1uk2>X)vjJdZxq1ZU|v?$PcLtEo!8QS3t{&U=WlWO!IhOK1YUCy@R
zu0nLpW1^4wdICFZPB9BPrZU}O<MX|W&pPOl7u?2cy>LtK6<Lbm|1hTI$|Dlz+bu4<
zuStv9FUWa5$KGBZO4F&L8D_*9t3@gw_W)WRvS%HcgO>3d{mQ`dYonHOB`vrv5DQkA
zA%cxDaw3|GlcX?vbk0^wmWvi$0*#eME!oHNF$1Zc6$XbsU*DqWfYyFVh7fH~^sCU;
zmNbjjn;5{BJWgAfhO1`_a8arm#Jo7SMeC+syFc!K!SSIbp1<-WRj?6mzPTW08ZNsH
z>866etPefsWI7*H7d+yZrVm+mWFS~Dep4YMY^>9PmJ)7>(C~_I<K(-Pw9{Ze_Ezuo
ziR0BB>6wg>2X<e-6Q4|DZ^H`H+ia3TbO`#w(2_@gqxPE6Uik9)p96oL@@QhUJs#x|
ziD6H=aS;lNs2ifLN*<E-!2d#H)yDCMLCudGSnzK?WlVNiFC==HOZNH{aVs8Mdu3{;
zVZ6%_s??6VBz+yNS%#<YzQjYqm^e`Q7=xeuXp_z2ci!2!UO(rS<1Ng(U_S9chW44N
z(S(mwl4I&GeM0i~&t?vGto*Vquc&nV(z&w#FX?fMf_^r|`(ecAiS=Zhu)3MT$FR_>
zU5KKNP#ObK%hy22-$)t>G79|}p<`oR&;nfKyl+9%V)j{U;%<~0+xmcQ{9o-J+`3r$
zahym$mz{X>H?KNsQ=PX9hWSrN@I!55ZUu0pV$4=^D)wiu`z1eIt|*~*<TTsc{>>b|
zxE3G;oR}Z;P!obl_Tzdl;~YHQT`d^832$~9AXS$t*-l<GuRI<E63`TY^5oab^6irv
z(tI_h3c@AJTajc*t#GfS?w(kEY>tGgL@_XPjNJWbVmcUYVn3(&x#8~-6$Spy(zLJ0
z2gu)%x=hA=I3+2gy@bz%Tvtq<5ciiAp7ZAn$JHCZd8k`K|3yf$gJYNcB}z0JJB!>X
z-w05RIt{KCdruGgSQ*yxA84>89W5pStdq7@Y&3L8rq1I(3?|xAj+3fFh_Mf5KIU8;
zjK3hpZ!qKlj8;!&S~Y0_QamnZdFQ#NJwVHeLKQr0?UZRYh&w8TbBT~t5wf5<b0}N!
zp=({g!Q6<6sX&1(PlAxf(4PbQPM1gmz6z|qT9tC2H>?@|kk--5=KeV#XFBT{x9<PP
zr~8cTK`W+Xxar2_*1S`<T85{T#>$G=O;8%4^V?|IqsS3^fpzn$cujT|_N!)KH}{mz
zrC2@5mzvNb!DD*6PoD3zJRisAv*iRSB>5$aV-sv_DV&D*UY7i_Ii_E~vMBt-%zLGW
zq4VTvAKNkhB^osZqX#xQypb5C^i>EBwsNVcCpl;9rTvHn+byJkJ*utwMC6YR`cmVO
z1M^v7JTY}?;dY*LP50hvY+*hXeoqC6kpuIX6dJT7(69$2U-2j`4d0#N2d?>H1hiL{
z8d;CDcw^t1Zt0gx3AIII3fDAV;Z`@?N2&$gPg+P2fT;GT<7;u{rIz(u-+BAU@~eg|
z`2f?F!_##Ti6)(33zxau{?GTi^Y&MiVU7ETip-K_W5-u!`U6-J@J=+PM5u$wZT~g1
z)U-2MoSvvqxnLzf6#PL#->fp)bEuOn;+5-lDu9A8bS>xWw``1gtVO(v>AcLn1nOyK
z;<!Zi+yd*ST~?b4+_=yE(N<*$Ye$dX*|Uxrhy93wf74G{0Ct+kP2h`ZK971;^OITL
zfu3uO43n(YF@7@yIkI~o+3c&1UY+%Q%;t<(d5QB0Z(0P4jnpQ^u^xRx$}}GvJf`*_
zcZM@^Ad0)gIQ@;GJM?m-5+Cei#LUE#z29eLc8l$;23rKYm&R%3UrGWcW`4BFpK7n%
z%Id&}3?Di{EeM;DqE!<}`Ol9mNS($QnYWUh8_L~AHX0kkT%Q`>Ph;DQfV*q8A86BE
zE~F_}SrgobiKj{$GJk9vg(~xTXg{k}wV|AzXT*nkdS{3iZE)?m*^f(dU{T=5WTV@-
z)u&BooD>~R?!&7mc)}=jNUFLtX8$;P9Yo6j3_!5unQX83$7e;c`wC!O;$5@YtTRBE
zh*9p^yt2>n+5f~bIVet#bl&CIv&Y^?yxTDNSx?Vp&ZD-^v1BG$e^tL_`L{7r547@a
zuD@SN=0M>NrF)GkIL^cUeqyh9N@snii8sHa>KCaYWH9Qd(Z@sv4#I@I?j~N(#6{Q7
z@8>WW#y1zH!O$yB+;`vA!I;OtyY^KY4W1P~=>N+?6(`;<4MKj}0NfQFoAUkC1KKI{
zs-~Y)JS_&2Tvr*rkxd)KAT5+m{wIh^$QB^Gf1bKff^uN`=0TM?F!BK5tCOZ+CowYP
zf2c&(|8F<~OjiH<#Q**H8GltE2`0u(ixa)=0(cDov!Tsga0p%9UVmBHPl^}1oGA6L
z5=tL)e3kpWNSz<nLt|m|vnSM+J0xM8qT~t6@|)RypTR6UE4r}Ovsa0aTA~!=$97y}
zSxtKe6>0=2^*{Z>*qk%p^|c{epyq1!Ww82Nc`g|rTNBDzxZt~DZ5%_Lk{U7wsC0X+
zBF<Z`aHd<mxCz@|OQT}k@WVb%$CzGIhj`gzd>3J|!t_jp<o4u^^Y`@E;a*CY7ip)e
zAALw6%Cq&i!QXD-9Kty7Us!|2DT1#vs1@&}GKlY|njGQ}sp#CPV_yLdDqZ{(mKONG
zouo>WfIk-+DpV|>Z&(1W@Fp8uVsN@%G3?L#$hA4)Vae^@qMd9z#uG55b`i%>5mH!@
z)??2P4TbpH+sQn*)6ZCci@I+qHY3)^QhapigNF-CXj1S|SLV^rM&ABrH%q-H8I{Py
zu*a5Kmj3(Hlw^-d*nUxvxJBg}M0h|-DW5W?Gw+7CsZ;cWEhB^XlbwbgZrYJ9tu_CV
zRKBi&oaHlS$H5n|jo+XX8C}^QiG)`WTkC$s!r$qXetIi9Q~BlGxk9me$9?nV-RWyg
z;raI9vz1jbAb&Y&!&0k~%mia!tl$s-7H)t}&n;%XS1r0p8eEf=Hf-B<#IR}aaReY#
zgbLf5iXYd`?qRC`VH|a)QGD!FFwN<Y<0;O4*1gXG*_;KRJ?KbkFc#4hpyTXZnSK)_
z>FT;#v|?%Kn7r7N*dQJG!fLK4<slsjD_?EF+!e6P)$c5X*qgbmT$jL!<zXU|){$f^
z`56i~JG!7`T}S6PBch3VNmZS05L%3srC#IAkC1}eIHk8Ufc*0eCuZ>oSvUB4+~89^
z;xUJ}&nR}V>hw+%H)$`M5lQD&|B&JW`SBg^R@e3KqyDS*{+-ox{&60`$Y7_}`>~RJ
zY7AMU?4ANDGz^pBx%lO-PINXW8O)ny3WG%zC4Yj`jXy$U3GD9l|2U?4t27*Ji2d?T
z#Z6i3U6fmyh$#QxV`W?jfnmqjlvnbIfX(z=KcnPwFL%(cL^1xb`ZO+K)e<_n+1#Mx
zq>pEr>>LugbyZ1l`;&_AX=_|@&kH%tVPf}+x1*?-EGRI<w!~;<N)Nm<uHPQIjN7I#
zR$Zz#SyHmFd{BKxUfoIxDNO+t$x7oVg3mJh3h!bb_m`oW4hCHOgd!7hC_8|eW}JI2
z3!yF^<)SNLf?*i?AHspIDmVAN=Ufa21FTz*9%@_)D=*`&Qwl?m^L7kBd+ae`1(EoO
zEs{iljwTE&yPhz~_L+x$y65`UPz{%pOsi%;LkM5#HxBt5VoIfhW`hI=@0v+2ODvn3
zg5h%R%#Y8(!?XshziH6N8Vo;T1?$kdM3gLNM1Se*6z$BfH)+Ze9Q=d_`&Pccx_Xvi
z6lX^-E2x|hcb$e`ek1<vTR?#+iXFJ1D&T7P_QOV!<zK904&isRY-I(GlT9K!oWHL^
zL#+gdxNWEUeLW_QJIk)!58XvA-_1`?W=CNrNvP5NhfyHMsw#f^B+{y;@s7b{&vAlG
ze_DUe_P1x!P~6=vw66)EDal`rSte4UQG6WOsqC4IQmxvR>@+|P%dI?5Mc9LiaN5u@
zeU?MaT$oqXo2wN0kLU+efVU!qMdFIhN3^A=anI+D(hGkzZ3XOi+;@oq^J&plc?r$&
z7+WN;Wm%O~PWrIPtoxwOf&F1e@_pvw`^`l;>^m|gij|p~qeyQI4_%^OE;k#E&Yhec
zDhZ39MjH3{V9dY(_3JHSai<`D-EccGF;J))Lu~#4TJnAMA$PF0RN8Vto@PVT0`8{t
zaNQhK6n!6xf>t>THFnIJnl3ZRNyu@T8Fr!bRKq~4Nj&ygxlL>TVK5%DR?f@+m`!eN
zzNR{wRHHuKsnS9r)k;^gNoHSP#<=ShG(yd<l7N4E-#zT=h87tI+)CjRr!Q}xJ#tHZ
zZRK^-7_WZR@wqh+qI&-~zyqqe<cmRzu^4~_><70P%06m*PKvDLi-0W<jXTv8-TbkD
zq?dx7--mc=DY4g-pp)Ml7$=9=d~OU`sEwNqVs=akkCS>A^>`MIjPN0`=tBDI?LEkO
zE}K2AAiws+O<s~|p~+r3UIr#EyGRTB`P*3TuigaQkaFLhi1&&om9$1nf8g4<YBrE=
zNoNqE=%9MgpEV3Ooh=4t{K~dL;N>X|f(@&Md(gy{Ep4!<7`HSk>`8gG5*_g=CwZCF
zrs6Y33aOk>*{x>!{OFEYE{pq;Wu2<N5FI3p_@t6m3UPtIP<K{v^pY3Jk2o;c2CW-r
zcr3>8Fs&oF36FlCHDs_++N5BkCkA0A&I;=7G~aiq*dMENhFcFL@R}sFpP7JGbW~Fn
zper>g7q70)=OM3@JN-gTLdMo3qnF^8IR(DGRLwC-gr>@pu@IPJ*CzMgQ?ieV#5!FC
z7UKQ#pYqQ0cWNxp3Ziof!dC?kqa)`Uke*AO?=ya}UXO7a;!e36(5^fkv<UpwgDXxr
zX~6}I_>x>=&X#FbhBINi`olU;`>065Jl56N{_;D1<3FK}>}vk^(n_s-2`>-Ju_?b3
z1?XUwUVk6eF_b^B-pE1+p#9hL2|U_-k}?#>^s$+cmcEbI|3=U?!jPMOa0%wd?`@sc
z0+j*v+__S-TMxCCu{|uHf2-=`0gqs7X_?~M(!djsKK1Vvh4`me2XbK3TNce=0=@;j
zKiQ7Yca>TioRkPEXTU3%e`;TyaBk=wITAZfPQgYaeTzJC_uTxaP97W?-e`E}YacOf
z<m2q<y0+qcymoK=yOCBKGMoRLSXP=MdnmO?n9QX4%6Q^=0C*|lQ0=9Fa@F7H030P(
z4-bd?<DEniV6e{BGO3q$MqW`!JMHJZ_@+@9RPCTXETQ-g|HyMZra522K(prOx_=#n
zvr^FCLY^uzXlb}88j68pQoHS2AF0RM8h2PZ&j{N$(+i6fQq#g-IB*-J%Vh^Y#C*%R
zDA@)nCrYF<I}al0{C;=k<IP90ttX2y{>j?0F4<|<nf~UuLB!hyM^=c$PKm6W1!kS)
z7{Lb?HzWTNI~N8?1rhSEode;O!x5p=7-OM(xg&wjffDSO1~vt^<2{R=xZ`?3)o476
zB4A7kV*%Ee%<G13@}SnIESCk(>3$<9N%-Vw$PufTpM8W3@pe*$Mkk>>*cbBP^n&~e
zVgya07E~GpnDl_@?d}g$e7aT*7|$3u4Y4BeScKB4w>FZ4%$lBDGdLt8u3BHgN2%`f
zDuopcX0>O$<rl{BD2A6;eS6>TX78lMnrw`Yd*ro_ZDq|b5>u={`Qo@3_*!wwo_8tX
z6Q9z!GRDE>Jg;4&yN{#fs6*)Y4{kDpTlZcM2S*081aFcZon4*QE*GR+M<>@|@@9fs
ziS{2zC&^#+%L@=+Rz&XH$RhiNiG;YbD;d~uC5FC^#MKLO9{sSsEEO<uamq|OaI|dY
zw-jB=KN!b6iv3z_qA+)aj8FKKdr}VU;RhU<SB6k$52b?k2EhXpww3Mq@$DmrbWuK6
zoCCZ1zoBE6=fE53{fuc6gVRFnYWj&HRz0t$%7>N;FBLDQWqq25gS7=8;$#6ydo!M)
zDZx9f+!v-Y`5)U&r8FKrznnmlZHK_lOsJOY)ct4JS1@qh-ftSH;U?3uuvX%(B3#rF
z>9H3g{L+r%+h4*sQ>y|+`b#`Ov`qkw*cF(XGMR;u|65!-PZ7B;I~0u6$HJ+Pk2Sa|
z*;sQBsF=*rRHUG<GG)rXHwhM;6{Qj_t$->X%)u2_8Y1zV+K8iVt1)TM#mJho)r{*p
zrdstlf115s3B&!U8dyJ4u>DJc66M4ZVEB0^?zrV&2FtJBqGDCzEe?V#wcVbyc&h4l
zM~?+yLYc)```IdIs~9)jDDxogVH5-LRu7zh16sA#2+`?iaGw06C<)&QYN7*t*Zd|U
zN-P69RSDXC9$?T)mdxdQ+Np*!o9S=x5}aW_Yup?j0CcrP*6I8j)C+)F^>`k-&VgTC
zx1@0RE5_!8Uibqay~|X6!_vGU@u5x}!C~dVb(1B!I}*pLcq(E?UQ?<u-@V8LQrYyw
z`N)t=?}~wPwyXO98amRn#YJyh0yKvKMa%vaNs|T6{Xx~=4p0J*Jwk|ma?kZrGhp*4
zGg-h=tL(0eUK59ueCOy`HvXwHvM=>8rjYBT$xTb_QBn1{J(KmvXOmUWHU<z6;t(#r
z3OAN?a&}cKBNtafT$}OFC4WINT3IIlh{bk0hM_N~pvhj~<EHxhh9GaQJW!U_Pa5`s
zKZbdXHNzz++sd9oW8YxAnPc7T$vn^jE(ZpL<lw0DvE4FuxEJ5a7+oA|x;m!OnjhKb
zzCKayT7O|jec!Ju_YhHDQnzpMWaM=-q~`S#^e@b6ylB3;?UqP_U+*pF@GgoJ(NxHG
z#|*rBK$D|)a)d7D|MdVYS)nusau}X=-QE|4k1WRHe^esJTPChrczok|yHUMd`Ig9S
z6THRBC5PtZ-;XoB8U7)IxrC>6PcxiHfmqnm2LMfAJ$L-<7P@E9+m}SupgG!xP_u)q
z`|p47ebL8xqzO^>!A|vGdeg$VAD3^hMiSLT_sFFD>wfSp_e9|YWb$S|#wA+bfHQ86
zqTiumm8C8|qs-SP>V85*o}-cEG0A{4{dIjU)9Hn#aI2iVSEcf9bDu8JC}{($Z46K|
z&gY>%PnY@GFSL&et5fYc<xoTRew$4ok+SgDP3rpT<6Oqy0uFJ%@=kJQp|a0&C*644
zivmPsnrs-uF-ps~Gj3u>15BazU6wo8b&Me)Cf+x+A38C9<maq<uA#|I^Il`3UkvPV
zejP8`G=>#_#MJVVT2tihhP<BvpE#{ReC#*_Pgyf_U@y5mGQWc`^>dM@FbHx*HG64{
zE5VKzU5>dA4V(p<T>FDWUY(Io5y2b&Ex&2pDO76Z|MGXdXn-t7ZxHPjx>c(=7~avE
zB8;laecn$bD4mR17mFNv5Owk}qD8>NVe?0DEn-*`#n{~$cQBda@zRJXAT*(wmGBlU
zQ$*Wb)InJoHfrx-$vKF%Wkn+Sd=6H6{7dQ+&l`Au<?B49Wo+nBbJf3s5r$Moo$OHR
zzuGjz=h7^{OPFH{;$ObBYjNYYdElFh-bY1~#SU*_8_gN(mwhJADQe+BbBv)d8Wsto
z;9jF9iep+vXLtBbQej1leRTB~{4A_g1aY0wb3$-dsZpRPu*X@c_1zgMWEJuDjk%0P
zILy_T1>`yZ^x?Kt!sp8X<JzNxf*aMY4S=h;Zp6bi&AFDh$2#&6>;`$c3lIZE4nsD+
zai_Kk<M*m+a<t1Dz$`iIF>>-^qnt0fv}&{jrxZ2(mlos4x-^X_YU)M)=W1XT3OQP`
z0qq-izq@}+h%ANjfVw1y0OI05kc>1<zafhlp$8Dj^&8Pa#^+QK6iQ_%F{PKNJ-7ol
z3RrTh)V&YWY?_zE4)wi?^`txpc0qM(M`ILiTYYn(_~0feS;5D8y=kbgyZ1kg%hA6E
zysU|e9xT;TyTa6id+Jhkn2p~g=wq6D^nS!C(LpPv63R^o+d49+(V~OGX%&8)yNi{5
zWe$}4^>$v2VXQh>O--MjV`((p<hf3AN))WWu)XNvM<1SZ^)j+1*^ZPcx=<mDapOC}
zDv3{dU;pp_mE2b-ZLEK7<8|sn?-ww$0IuMZ7Epl%no{V+?h)!+Ib^@}e&D>~-97H2
zRtC{0cF9D@uNmLEfKPKfjyhZrKgwkyZp;FhV;oHNv;SACq4B}`_*Wm^F3;FD+Ao(E
zpH&^uxPeF9U=wk@(^&fO4_`gvlp|oe^m%WkayPPBbtb+Clsvl&;>nY`EPry1N-45N
z|2Z&yKDzWjiEmmn4r}A-4#V(6*k$RpIK$Pgo!kO`bUIUTr2Moq%ddV^CTrY@{4U_q
z6sLnw&#MHBw|;7(D8nr(G7H{Xe#H(~{#(Iw93ObHr5qq)jhf*nz#WchzbhEVD}9>K
zFEc(B;)LgS!P<i4O`|SM!hUR?hM%SUc2LNoP783e-^OmRr}m^E(IyrvcXVZ(M}#)j
zLs<^t%=O1tZ6Zg+T<c;-1GuT&m|#HzECuFmb%lC)3)Y9$M@|QvFW7`Hh-cHzSSqM-
z8KVWbx`L6HJJ7+N;y*`({yERVKE49RrTl0PwDCamKi21<$qH&F1@l8QXFm6dNpC#p
z$}P86l$53sUUj)+3^RHHeZ44m)9*Nsx+0&Ap|?y>yrC&9#EWE-6c4$bf-O}VUoF9?
z)LTqdTm<JUa4c4CDTnphIE`6O5yols;^r4aWdwd<WthhBY%HV|4h$-my3kZEkwvCi
zCkmaF8wjXZmNrxB@dOr4B2~4lc2AO7su7Ydte>_beX!j`h5oKyMZ?3|jAD=d>)#4J
z#Vbbe|B1e$M=H4$-ImI5p{B6d;CR1_5w+K4{#|)Orual;gwZ<IzLrkk<?R1~Vbm^2
zOv$iFuNeN|IwT+Szzy*DG@Ual`et`Vk)Y-MvQ1`T4*byPcI-s#5Dfdw<cY1D#<*Vi
z?aNfrVsp%ohN7nE6N>r$RjGeFrKQeZ)WMSZKvvV7N64jUCyq(k#ZBhP?rK)&JsVxI
z3kJVxBKG4fLahU@xH8^ZctyD@#CTPWhH1saOe*WlwNKm|+q7Vqcs)T3F#PRjAzRA&
zF4tnujtPqQU5LHI0YmeVP-PS&8S*-;-BF47-&oos_^m|dq%MH8=iVZA^m?-AKk!o6
z>8&L3Zr@7=sOj`O!s*&LV|`3yU8nz<`glDzPMBt3dOn^cXU%Z@Z{O#WamrXdZ9|<D
zh(o{g{uuHncE5$QDsB_?Y-4BA{3CZ6_sr<GP9(qhO;9rMjtm}|!6~nVB8SeSJ)ps<
zxbY%P`*NYy*c<O?2`~@1`!#evwVmMypvc@~<$OsFXM-7RQ*-JXK#h<zm|33KPR(V<
z?Vall@dX7eSbKtK@fpJK`}GELhsMYOA4Db>>S5$Ho9u12*yGkVQlVy$r15Vj_luPy
zSi|$L-g5~ZhjKLp$2U%iv!cT<L4I$HJ+ldBuxiZ?ZeHWvd@a9(8jfw*YD<*7oDD6C
zs5en3JsQlK(j>mj7qZlF{JmgGZJP+*0+?`v6ygC{R3ft}#S$-C;toxc98lhcPmy)S
zBaAi77e<L+?G&2=7G3gQ*Jek&+K7tn<E*I1rPE(e4xrjb>wS<*kF^0myJ8nEV~eRU
zyo}|ZAMkoVqkz<=T=2CPZt)y4jpU=`6!<~&es@BL_N_0waB-#emnNk-wyeh-CcWL&
z_@735WGie}DdgtXDG#NO9Y39yd@_8*Y>uqwL4vxWvEuyZH%fSyMGX8~U8Ks8zfO=W
z40X>eW)Uyw=`fdoNc*|Qx?$Wl9y6P*=GWKm#$ifM-w?Gcv0Ngt!xMq16U?JlD8~4+
zjv}Em7f1_AuVBWrPxL3vuIn`!O-bL?<p??|--&58y;|C|Fy%ZEAMXJZcwnpOR`)Ng
z*#o@4%o%oZK)Er4I64#+e{#sLGA#KILkU??LF^S3jM@p#V!5qZ8nVA~^mhye^}aRK
zHr_MFZKYKcF8HpVZxL*|r2~$q?<v4zxh)hcWAF9*;aD@J<<Oph!9k?PeTwVQV3A=*
zhPe=oTg?`xS!eZz$3_zrA;X+cdr~^!aX|ID%~;j|_Fz)lEi&>p8+6jV6I2}!C#mjq
zdiVS9RPvKuls*zV78WS7wy&IjmB^2HYj3Q!hA2F6b@As3d$1><UNvG5)_w_PUn8q|
zS9)d~)&pGz9TYS)nd@)fX&1(9V7Zabg4~m&4aX8(T*45nG3X02nL3i9Q&xi07V^U~
zgNW<3gL@6n2(jYXB?a@0A%H+^WYY=y$w5M=X7{3J6${TY5p3Q3Q?_AsYy<d_BkNM%
z%A)fCZ{ix5{Q^Pi@XqBe>%1h%hY2iLL*>iiMFp4kng&kVSqsoq{nw<&Gy`F^o)()`
zdC)PxP#Vjv8*rhD#wqFC_xO0P?%J2Vbx^YHoS!%8RFJo9ob@YHoR1-3x|R{TiPXIx
z>_olIB}#v<0~4h?O~dTO=Lgt|#;tZBM=+k3J9G>_ePVYXudGn93KG=FQO{oavTkrT
zluP7w##=DIR059gC@cLtB^>ti6z%9=!V8>t&)(}}sI6Z9VZ#eXY2wzklOy$17Cy;%
zX8rOi&xn$^2l|$jr*~8#FH9q|Ir)CS9N-CuEC?47hYNEUI3?1gPH91LO2*3L2j^EY
zFWD)anWdXn^Ue@1B6$Vod~Yu62>n_eBcTJb|6rRzG1S09lV=6!s|wESO)`<Y*;S5k
zg$?zBdGfFIgx5ZO)m|N59x4LspQ}U{^O%6rD?aV&&p4$gn&8wA&?pwu=yN+O|8)sb
z^)f$IbmNjOGJ{jSYe+%o(nAZ_@`Ts#PSV@b!ymaofQs~FLSWNqUkg&v)|_@j;>JM=
zj`w(;UBhHF=8z`OAo^fGkHm!Bf7#cC)wxN7_A{+Yl>k2+>M(-o0NI^?HB@2|O8;<?
zZ~d671Z>MYQpen(Zp)$oZJ-W+KRynslD;%a{_+8#pXjJR7&-2Guf81zfFEQcGb=~X
z`+cA4XDg3IW7i{5?}R@jkz+PJwh#^VJx1$r9!PhUkdAc22VSWX@2Oc>#D33+C)Ok`
z<iM`2|5p^Yt*zrUiibT~zM}l>GL_r0Abi3zp6y_F_VnnuQJJJob~dXc@=CPR&~%yj
zB$-#5{Pk>wQNxJmA$okJ80x_;W%+PnmYw}-)(W(U(&Z<6P{k;n%O;svh=8|=AeNr<
zt9O3+Msj+nwi3jDLF#@!+cy_l$wE`x4sT`*3UcH!k^C?j-dGdQanc$oZLB7BoOkhr
z-3|tv4BeoY5lp`ERb%r8?o6MOLm4)^*P7F(AG795h%PH{Dp<v?;-MI`sd6N}#wx)C
zm^Zf6>{sQ^p*CXfaWGufob-{vI+t;Y@Ef)u9$sX4qvEFdmnNavY+tE|a)ly?^6CCo
zSG===n8LITI^TS$A!*VJd5=zZpV>k+LA^lZr|afM=HwTJ3QP#EQu*vMjPXNhims&x
z>3404(4$#90`LDYq!-BB^<&#uviDGf^GpS5jK7^-`x<gwX|6bvP!l*KAd(gH!T6EF
z*Q1~RHUZCkxcmAs?dR2l2Gsy+18%+&-?v=THI+BI7<gM;jR~Dy2}_SVY(eje{vk<#
z!MUOu+g~E?tW*FD&1w`4AMRL<%bax=6Jtf&7BwJUU`qU^ibYi`eb`LAm&4z=Lzr>U
zl!JvZfO}5}X)z|)FiAB_jqmYnj}BrQOGQlZr3x6UfnS}HoiHV1XkAc=%H!>8dqlTb
z6*xbah=ca%#%jnVg=nf29#Tf7)C#;rb1ZpD1Y50k`!`@wjQJ-SPkdF-$&4q#-xM3C
z80#rfA+U&GwmiU}*}EFaT1q*-A&FH#;KOOjdA26~?CZu8Z~dL>f*SiAM^f0S!ID;6
zvT_@;Jgk^ESTAksT;|VT1tP>%o-JLIyo8G=%n?F)&~Qt}<MF2C@2ra?zZz$DT{)hS
z^QNOgH-a!B$2!4;61tk@+r2FR>}Y^um+gf=zGJuIz-56YWBCwSbQw2L+^r?t)GuB6
z=KBT;0XJDu&hBc2Il59iq-^;PCsp3d;wFVNl*x~1WzNz|iPefyQJ%{ONDsmso&8l>
zutyr>+>g|!b%q68B!Z<ougU^-U4oI(OzPmmWyWX_Ee5RXSh4eM7tM7El(Zdiu4^T8
z&;FP{vICMVsnQWI)%}mlxjV3pMpfiqMb8;4<-w#Zs&@?nv09@k;pwc5VIhX8;?Ik~
zIRdk)&kqE+=lT0NEStRJpI!>x0bub2Ry(3(sh@FmqLOO<Pf+q%9yuaoZ0zma%%@$(
zHr+`y_8Aj|k>5Hecfo!=F!j{m9Z?ibK7Un;BSg+4@Cx}2r*HkW;jYkGb%|hTS(0V<
zHl$65=kM&t`0-~wc_oak+B~BY)6y=_1UQx@9bdT&9;hk52>@3K-4I)=ezguP<@#e*
zQZj3yfE#a0^at{c`M3YOgGS-cpmy*Af<HaxNyzuQsq(xh`f!Fm;XnFE9F2x0;Nn%F
zR0A&1-P7tK=Ou2}>q=oLaExTMANV&i=9qC$Yxf>GL@g66H()(e*AabFiqSs3k%Y{%
zm@@-5*b}Eu$s%~u{=<M2d_z-L*1wnX&*_f}jVp2fCR<=`vGl3ul_Z8cbXuRUNmKEf
zrZO=FY%P(f|3RXJ8D4iv_ccxx2!VSzGj;DW2j>US6(3ZAy(@XnOXCIb{LUX0HndmF
z>uXu^Y3@EV9L6=BA$H1t3xB)-Edo{>(;3eU<*W|`cNW*lq7QovandV9%T|WVN;$Gx
z@42am{{?VoPS&MoudBtvT}lJYQ3iP?_7)}~?tT{{;)VPVCG*~PB44D(IMXr5g=b@!
z)PhyWS2fIbYEPUl^LY^D)(l?;9_%UNM9xmd>Apzaz<l+k>JJ$~?USri#;dc;?Bklt
z21(g%Amfj9UVfH+Bar{itfsRJFr;^4YN~|dQs=mE5yN(C9_LG`fyg8gL&Phgpr8L?
zTusXGm`>ToXX@IV=`x!}3UJj9?Q03a4mF2Wo0U;WjrztF-Sqhzq3+{DMIWK{*5*2~
z@9T5(!scdyN(MH|+;4%#KEk<oJ50uI>0y4ju9EPu)26SVR;^d?u6}<L_PMD;SXkF6
zdl;I7-TT#)7>>ff6yeQ@7An;&YD8M0CG?qA`$W{Zjn30gg~M|-r49&bEAhflbJy+O
zphrAmG8<+7#XpQ=b9VUNDr@3NUQ19}y>4x4wnWcj7KYWp*M(;A?x#GAr@-R4`Ag+4
zTeZO3o8Yqa;?~2kLF3Zbq9yJzWhaOm0tQk8+~l&4p;)CV9$x&9M<=UGCF}y7$}7fd
zGz{v?kyg~(J7NkG(X@D$jW^6e1<PDS$9r5K!rt%1u_h%!F>0EHH;b*9qnYjwxhgMU
zPv3KW4&F}Hj1Y-FjueT{DN-H|Wu(C#i0}FR9;gv%M`f2WKe^Wl5_i_@7}OMK*@K(=
zQQLj(=wN=@AulX%xXQNF1u~sU{k~zhBB=E0%A5UeIwlR9XD}z01M5%mDdIi1-A|T(
zMeiG`>4k>f_dl%mWy(A`hu?F#OH(?Zx;hQM9o=X+dN3%K?-`G=)lkKNi1!)_mnDzt
za|5v-KY6T>0#nGy4(y4_3R#jg-OW2jni*o0SDA?-BpM53T)6rSDkr#4`@`d-@6$CA
z92?=3I3__eQ?rBzi7Fx|qpvOZ0{j%oQ2AU7QV(gvp$xTI*fWzTHn%oaYm}Y_T$b+W
zSK87fGIHPMtf7Q+WqZlGV`QiRSeV9+9Rs6ne1l(&RZw+!B5TyS_%2f0_Z|KAB=VYt
zB7e~}>~u+F&e@rBuPD+fn`#C&7m$Cp{CmGSs9Kq0m2x$j#Z_0dEKIZAX3>QpK;EIm
z%y_0@Jb!Th<kwXbGHrvG(!6Yfl9ks-bVT_`QZSMfG5@bfDqri`%mtDb<u7+aeWB_v
zjQ#k=<O`$;e}a;SPAJ?KY$bEjsptE~bC8b6(-6gcQi@<q0`5dD$*!y9+Y&OJSc)ZQ
zOIK=?Z4j%P+G`1?%aO8>`GjC?YOe@+HCR0qHGHM7W{lE`duMSe6Ipn4PCt0EyAqL0
za9Y%_?sApCvSOhQ5>K4IXYAJE(bVwbK(mXMmt#(EKe%fTID3d;(Sf&abXfyEF_G|C
zS8L5`qn;Po7`2~~?ER@<+&yqwi~VsZV%Q=A=uNgl>}GyKxbi1eNbVAXZpbkw+IGXd
zm~QWC{p~<~)Cl=+f?#jKLWibHBSrIF)4Q%+QIvLxWJIpbea>@7?*)(@Y3@l3bkvs?
zcgZdB<7zaw@|<3KJ*cHAP=YMMSnD=^<b2Ig)~!9?VggURCePFBfi~Z8;g05^EMVa0
zo507qh6+g2Ao<?IYfDc-=Q5RX3lC{(W?Yt?&1Gl|qE3NW9Q(+z%=L+}N%!Y$|A?~%
z6R~o!!YR)?<qGIK&cCCI2rR+CNnCdtF!7)78s}wi7aV-B--45l(U&3iWh}jd6iY5u
zA3*b3dIfDwX*(tn8Itf!%_k#&R!(qFP>VAXL0xIuL)Lk6=;oaR!0}r3Th6YAMdXNR
zwFo90lxuU9q5k7Pj6864&UHaRfA(VERP;xdAAZc3Mn(8|mG$=fP`jlyQquv_O)+Z(
zhHm!3&UUTP$$uC+TGpA_jt*vAbeg(LpG@JlrZ4~SO3gPv{t<MgIS8Df30ntb83waS
zIE%plP+e1D=Ezr?*{*3hEAiNRu7BW>`zedIi7&tMGzy!;UW#<o3yst-K?*-UJ2<;4
zWQ$lIS-zvHS!z1k#H!(s{Llm}=VFO523`_ElN5{Y)0ndY*4y4FhJBk{HmySM3Xk=<
z3pX*EPO(XF(@ux=qJEGZ`^0{{OmLT`05v$RzvktEZQLXaAm?T(3+PQT+Qa#cH4hfm
zD@DJbbUlGRxLua%+%nG~RqTAYD7U!3aA2p|CCa8V#61uQAtH$}(84hHb+b>5TGm;R
zc^3%Ra8u;QOoQo?1_{&JCl1WvmSrw(L4Zj89HKh&yI}R#vgLfoaihi~e(A!R%9B4P
zMv;wsy1?5B4)~l;(^EK=&?rr;!gPuF>Jg_CNU$wn=;>4Nwe%@!=OY2W&eKD~S^Xl1
zPjN%%fg=~9T!`R-rL*w`jM-z3usU@9?@1nv!PVIu%wL1}B2jBwx`{oT#vpT-hL2Ho
zL1XgzgFo-P=-oEy>4D5wJOLO8C5nnXcXZ*fK3+S&G%+<E7xB9OI<k`Yt!1{{fb+5r
znOq0<yLTejn~#M<h4sll*l$q3l9&`z$uSGtIpj^vmrTYaPOya~o4<OP+-W~MHoXbo
z(pOd~_z3c{uw}_p{tsiS(Co{G@RBRNCh;}7CT?c?vqlYQ|AS(ibQ*~+pJ#w=pZdKu
z2gBx;p2Cdl^47}8tqA9tqj)qsx6hl2274@~dg|MBW06bCNI%n`mjlJZx$VrPgr61^
z+$0j;+OzlE6g}#uR6v@)=HdrBprQkaIGnx@6xEwZ(Sr@VV)MxSc*2-qIvI*H$LhwD
z1x%}PJLH&UdG<+;+P{8&Wx4s4U<^m&v{a90m4GAjnlfPS8z*0%vyy%cc&?wx_iZ{g
zVC|G1xN9)lybAMq>vz9vd{uWynje^Xinp3w(N-n(>lleK&)!ih_7k|V-%;dIMPAvz
zW#u1iKSbD_qO=+r>j0%vGAD+25Nk&=3`scK*3eY==|7CJ7Qmt96>NO56Js)!Cvu?f
zG42BX61!W1qlBvqP{W~wys=`H{IQNLfmV&ll5ZEvCcc&#)`FziWFEKs__UT!9^f|*
zVEn2BZfL{VGARHoLeQM(?liz!Wed%MYxZ@s$NMM=Qry5|B|SaN+phs!g6EVIZW0z5
zRIPo6)7%04M9Zy7epjWYg*pYt%I_=^Xu~nq?L1l|^Y<{LbXQa=8fE$3{Ew)cUj+WN
zXL5}D`Du@MLAJ^gKV#Wor6IedoDiHEZB?SG#>g{!(Hr=6A+YYdwnW0GF3He>L1sge
z4nloXH0hMx(0Mo69=PO{;f4E`o;Fo@x%iwVdl1Zb;p>{Je!xJm%LLhz$j#Lf{<QCx
zJ{00++&;y-6JB&yvYi7Av&F3*(r#zXk8;FX%k!jIQdfKmFl$(saTeeG)N^YUV3>lg
z*tIFM;k99o8m^qmJG^=8H+A<txKNcb)s2DcMR)4Ut3oL&bFnaamOV%1fnI1srouwy
zj-~|VVEGq3Yo$0pA0`0_N7ryv^8?(LJM;>~O*{hQJq?G|f9-T!IF2|P#7A2-X3cN1
zU*x{svasHlHbu^Q-ezbB6y`bdk6Xz+I>y;Z_qrg!tCr5sC-9__QyWpxr*`=dQqxCX
zlHMBxw>Q1KG{5{rwwRD}M*jcCRa&gBr-c;Yq7|S{4>Oqx^;!G4R}B`jneI(~{+E>>
zY3mZ0E?Z2ZbRLhJjDKDUR(GvENX^z=zX5Zrh9GyU3Ih~0tWq1a>3y`O+6w3NmE>8{
z=^<_7+uEZ%F27)XHSK<hb*5^J)X-l7nRxT7F*>AA$2=~D_u**V2`^G(A%6Z791q&K
z?!)ll0Ffhju7eLntmy_+x@h&Qzu7c(#BTv&y;7{>Jm;kTVTIy+N}jjm{e40jWRJ5&
z^j7hMdqSG_)YD2b`K481+CRPa=21G}uYWo@zdar$>Gb)#6QeTHfh?rwMyc@2L%E<m
z=T<dO43)abeMuUC^a3GvP`J5<d<KR{(xgXjDA69cE6r0V%)`(8SzV4)Y8l?A5pF%B
za^V)f*V9uL5=DMvMq3~7oA8kO$?))cZhidPbgD@}X$WfUOZj&>$+mK`OTpX)8@b`J
z`r+5|oZD)y|LGCVOuij*;2a9~V2i5gseZ#+pGKVO;k=8Qpb{&pYGiqoFpOo=3-!=L
zRK(GYCVu+F<WZ+LQb}+~`M17&VwJtZw>&})QS01Vm%?^6Ku*~FrW`ha;!D7)+B^T&
ztDR-_*iVtjkM7>Q)1ydv$HYxs@Sac;OYQaOfWYwhl`wvVIzDafY!2NJ*-6CkyJB*j
z{=P!9QH4}z?%l$fvhnp}d5&*Gd9hFWA-*ql9>LC6{)46@Y(Vg2{{o`iirV^8e8JNj
z3)(GQ=}6%q$h_cYNnWP*D;a#)7o%wPT7qSpzBQ2r_7EEsSv&?*#O+R*C_+stj!bCw
z;=#cr++=hz`<AVU_8a0xTI--cgq(8oX6|js2@(gv4Iw`u31WNZ)^S|SR1EVsC*7aJ
z;6>C`G46;AR;V1$K6PhG7xa^FDzQ#H2O>au`vRDc`=W({`AAP9K@&^K*wV?j)C&Mk
zD-bvkR?=TH$L_p2l~;Gaol+}Y8%%F(s;gr>zR*WUl^gEA_?3uqY#0E1GPq&%W6n!d
zlo!2g$CVV!YUFv_98y199CIl44UCNHh76fBx!Fw22_1MZ6kcbBt&u;Q?<ILNcUD*@
zm0Z61yahWjy+lDMAbDIkM>3_-YQC|?PHW~5O+F<JVUh{ypn_B<a7<6t%%1X^xcjnR
zgP$_RZ`7o0(=^m5hTT`R&K6{6c=<`g8&XtJ3UU)1@EYc}885npcaq5BoMru&fyr9X
z4VkcPTgI4Ips^MLb1X-)Vm6^4Om_$KFwsDU=D#Zk`VmJ#)g>O0;w+&hd|{bU2JG8U
z&=g$rL&#(El1lZcE^#5zi#L3Q*AdE*(+&UNKglsXn+m0B6&)nY)hO{Rtp^Cb_iuLN
zq;k-u(StvZzdy4D9brE@uJK+n5iMEfO_m4Ws6r<qca`fmB<Ma5+*pxkeNDc?FB;d}
zZ?5lu4-@{yc&?vS`9m1|S>OL>T;?&H2K}LJ>yWbdTa{eg4UQDACHX^m$X>2Cs#gK{
zzAU3f2k(?16YyemfizvT#THsv9ksag&+5MWMmzR+3j?Bjbt~LBPSj^F=l`U!=eeVt
zHqWr3(SXO!eGUOw5dLBnJdU0c0d?1&e4`5>O{s1BejFe!9H9JfX|(YxFgi>{{&rt)
zV>?q!8Gb>0Cf}m5t2Y{LO1pgbVPgz6n&1KE!d$L!=ztRAR7pPV3wTxfAUW!^s5i-8
zC$Nr03;&;{-a0IbFKi!QT1iDfdJ#~%L7D|=kWOhS>28H36m*FtBwU208>G9WLpr6q
zyJcbhj-U5^f7kDiy{_4rGtYTu=FFUPo^wC<y=63=N`VxO)EgT;hx1FZs&5F4v{SC2
z6%rh_Yl9L;RkQ32oKsb=LPk#bhS{52i6$rglV%<bq*ZnE@`pVhMGmKid|xlM=lSGa
z8317211H-~qW@rdqw^Sn{4`uUEQWGAV@!lghM91<R9LCKL;x26Z7~p91;|tm$(9ej
zBO=wLmPkBOqe0p+;;CV1xTC=P#I=%Wu<qM$K_f1$Wu1^j=Ej~(-cA$R0ETW|d*;~9
z#aR>rG)k>k4L!XqIl5HRxgGa6BE;jc_jW^9)`1hXOi=h_s!Yz&1jx72)EvdtV6L>p
zn)*v!Y_vDo+;B15)-6EK1M>!`ei!P^pJ{^s>@u>PZ<V$NpIDeIe6E@kL1;|bVMYa{
zXM!2g+ftwUOF3N0%^CfD3CKI36LMRb^(U8Iy#6O@v~laA7MkljjtmsQ_x1+@w1l{p
znIz_}UMHac@vxis=Kbq5Uqc7$CwHXZr+FlIXuZ~gg=jj&h6TuK%hF<`GbNZx63zu5
z$80kLxyb~B9uld^CO$)sGHZvgFlwa}h*1TYUvF{JVuzMW&P31;{EE=F(XIoAgB&Dl
z-_DU8wa)<xm$#|&@4{u5_%wOKE!z6WFCX-QJD>f`z~=xKADrKYE<h{8gs^9>J^q49
znqpBdkn!B+lcgVa?pHFb;I0Uv@BN&LP8CW~VxjdJc%+7#Um!-WzkBB$5&GTZh&H;Z
z2cAmfsi-RtyRmmse;mzJi>-`<BX}LCo|At67#$QE{6sSN-eHpT4KX*V`E~3zxn?@w
z%t;0<^mYeJL5cH?uZ&kvJRx|z=#fAj)ipK%!j2Tls4L8PXmIVE$aP5s8?Br6CV2a~
zY!eGrqD&rdjnD51e~YNVsX3gvdv7?5zQ+MM^L&<At-Ts}7~wM~Ae$fI8oroJ;Q{qG
zhK*1Y=P0;5udOw|LcU0uvrWVx@-9;5LvL7-VE_wa51Iy=N`xr$>Arra&UDY+yHdQK
zj@sRSI;6icec*M`9i0=UsNhowS><bkoDDEYvSQI3(hxH%YP_Qq+)SfsafEiLv-CAr
z!mO_-8MED22iH4>?6w=DV4&=JpW;Tl%J@zF(_CGa_>WK{l886SK4}H=BItvB`y!9s
z+tPyPCF#--m_WTIo)_ZX$H!K`14e*mLKsDIMxI(~??aJO&GB-nTi3FFbCQsh&D$>*
zFZ)NpSgLtrONjGk+ykBOFbjpzOi`myRU6l4b}c@pQkqC@g1BC;p&z$jtTnQ!+g#TI
z_2=<XHd^<`r$t}gkpXHZzGB82RMN9g-2{VjiJ@suGG#m077xk{e6!PP+W8An?YcxR
z5t)UX1nD`gufy2)Ja>NQ+PP1F)BK}cJzc{H&t6E<kOu(}{?ZDJP5y#|&fBqpr{Zm#
z6R)kW%3MfjSV0;No_nPT02Yj!<{kAKLlW+w{*oYx&{{`{v5Z5JVStx0ZcS%0L{*c`
zGD`RG@u3#k+qtxkE*r&wP)82qnCEpd8a_rfa3fhYzS*BmC+Xiji2J(K03ggK_Z7#)
z{@Qv4y05UKf?>7=Q4OxfldD3zAUmpvBG`z#`{T}HmPv#1a-tbTp-^=7$`=ON8=Wm;
zodJr?nWa3{kz<2E_tj`_H>mGsUD0=ayA!p-1c*bjYu@s{8lRJ=sxQ^C_QTN&hy9h4
z*5n6sqy7<-wGK2t9?YsJhag_uZUpHb;qd|_+poS;Qnv|z<gsF&AEXT%1yramTJ%TJ
zXJaSgKzf%FuZD^VC_wLtJM#w-8$dZn!+2DB=qW+G8T>-vvII8XoMuLd_2wJd5l4F3
z$v#?vAO^BI)pjBHLv7>qJ6zVx=D(fr+e_DbB94h-QAy<nm37tXlq24c&|@C(Kn9BZ
zvVN##*9Lu%&7hylgc$%8dqVIHPkWMU_(l2oS14TtI=sYqf7+v5Rs^PT1Q~Ex9kIG+
zZ=Q}F=Hp~v)?{0dzeEOjM(EtHBQkxnc9Yw`96n*GC)czm0CCxKCT(14tDqSs<mQGd
z{$zz7@ht`^WUW~4nG<ueJTIl~>Mbv`ylxNZj--hA&?mmuLNDn<c#tkyimZPNXjOa^
z=KCcKu&x3$sawGk+-n5$3LKse`!Snpuj=@OF@mMSTjq|&mv-GH#D5+Jb0C{fq@n}k
z%P9@7af2nQ7}7IF{q{}Ga!;n$aBV9aIkU46+bm<3fs(Kh+c%1*Jc36!PH-c(XjWO&
zP+uUWWwJ+k-`g<t72FWj>h!P9g6(Xc(q!7@4;!N==S-+Mv3}<E*auT5>fTaw;zT+&
z73<T>ojn75J2mFLiQjoKSf5p|aTRM@9)UNpFPHqdOUlQ5IAmebYgC8{weOAvUek)w
z^Z&s0glNtsA6(gD-5W^bPOE;1?kj%$vrzqa__WNCI-k<pm&qlw=R!zC*v*=dsq0&v
zFWG+Zz(G?pxcF?W5Y2|nUy#Hgu28Xm;f=%FO6`2~?=Y2>;b%Nv9inM6x0>DrgsZ{>
zfn)}6aehR+bNy-@vR{rRkB(;VY*U6&;Yx;NZ5(;HtNH_Z2l5k!a03yt>)I)$`^(MJ
zqFby4twpH{!c-ovBhUzjhvKgG&s+!Lc7F<AZjF0^7m=A~{1tUoBgdEGUq-xTLR27C
z7F#q=eb5&_5KFZu;Lk1!3g7>NPM%{{Gv2&iV-rXfvAXt`&g>^E>_6~Wo~z@FlA+~=
zUp>Xmd_VuYZF=~Z<dBczYEWYv^q~IwD?Va*HK*uzbMq%W_eTp*u?P`_!pGk~?~j6P
zrE<ozln!eir`)m*1$0M*TyW^)%1HjC`!GX!_sO*b;gT9+Z{?D5#6)%PV5;lYiTiu~
z%8YjE*nQ)-+K3O0qwVtQbQ2S9oW)0I9m9(jZfC>#UX2XQs_j-wf7`or&HZ^Rzm=yt
zh`JlExY&t(Go6?*wzBXM#qsK!jzM2{ALzV<p0X={0HWkNVyQCGb~xoNTj@}i*X%;I
z{v)jWwJ^cbg8t~j8oaD1eT){Vi@=h)(s#dxKab|sDs-Aqh}uI0l(?D9Tf%OpHDl`n
zOc0{qM&oxJUS?JY9bjk$HtM5BbVYNqZzsP-=B?jXNq<idp0W`V)2>jF+h<CjVpm$K
zp$^mj#4uh1YZ-H3qopUZm+@qb^?XyF9iVr!<{_rnU4_W~R%c&O!SKZRv3e!3nrG5U
z0jPX?uEwIvz9ki3(lL)H-NsLDiXc64#P5e(P0RSE{|WvNs<kR_<Y%Lxn3B|ZWxSJg
zPc#3r59$dzieDlhz-e?XEE^g96I5<#iR*}Jk}}y97O;AV^lDpLMNp)}##1uI<NNv@
z3U*G<h@mkWDO2xeE?<~_ao_xrV~3-aD%L`;W?<oXPN|Msu+5oF?wnzAo;)pvR!(&)
z`+ExC?rykVBQixK-JtlO9p;msG!M_beU9|Lg9k-V&8ViGpZfk@Plp^UEKCPHLh=Jr
zX(GiwjYEfp_luq2!bNGSqxe_uoIF$j%u$UY4$=yt-hI+FyzYFT*fMavjvH=H<Y3aw
z|E3Lv2Lo-Z68hw7%M8>?C06l#BGqbBo3x7cG1z}IVb@qwcz>8$5AOO71AR;zN`Bs2
z!%&}y%a~-?w&<xToJQm9Xn%fC!zk<f3{#v9pf{<P2Qf!8e{U{BAN($uVG1!~%h;>p
z-U?wbe`B2=O+jfO98gYQ_-{R$>f<LWTdaL8nu3s?6O9^2=TVDY@}UWmKRXLr_vIDt
z@ABt=qNf*-KswiI=-Cc>ZP*@T$7dzT+uw^$k*eX$!u)EZKX0hm;Yk^DlUwVTPvn|O
zR!N-bgRW8B;PC@sfD11*9k@1>H>#TS3gk?1bmWBpUbrmbFP`~PgQ2L2w=GRa+sfPI
zGti0u!zpTl1ePD`Twha@C>~l9{HSh`aC^*Qfm-OYZ=w8;<35vRFwfD+;-C8iej}y#
zU4D7O;o2@<huUlyJC(vh`lf=?d_t3~(BB@*1I3itQJXJ_1ND^9UKo<S5tr}HjQVrH
zOJ)x6-$${l2W3D6bB5`jL;GK(9Q=H;9=-ok-ofam(#!QC#VRh)00!F1s%otl2_LY%
zErX<)!8_+t2?r|L+m?KGO<&WqPHg<4n`4pc#H^?x!Zq%HeHBooZX8Diq~zi{+WS1J
z<-WA+MV04Y7Gl~ZWqbMPnABb81wq)0U#1n#kv^}m?e!bdc^{qcl$k9R!-{2&@=@yH
zayrbU?@!R%n);DX8Gj@VX>8Ea^=$AUR-A!JeapZTi1&B{ZxGEOXF7_y9cPlGxh|T$
z#Qo8GA3u1m>P3=InTPYN`T{c<Ydo(W#Q@$p=DEW!W<y^K9^lNIN;!7OIg?tU170pn
zR_zKHb6fjq+<PVneM?BE3cejbmgI+uabjo02ARMMfkxbYnEYsXfJ9S4{+&C*1gXM_
z`xkV_Z0S88Xyqz)yN(+xzdG3V?Zdn>Nj_sa0mdZE%i-+1LR9Z8wLX^9j+y;XOfDh%
z^8$6Dd*0sF_kQbnXmf-RS%7}dFKQ7?__6q5={`-}MDo3`4mQBE_7P}cqCaXrI#=QX
zu|Ye_JmXK0Zd1DD&(-fg&0dwVUds&GJYM|+f3#qPydsvqW5dvm-Hn@Bu&wnPVkAhR
zR<<Ejl$Q<Dg;cDkKr<ZNmEJSwzbzV{b$qGl*$ymZKRF`97?a7hpBUPt?UL!S_PpnK
zWlr$>BhI_3lz@l4j$f#!*51;;|I};QrMq8Z`nY>C7}|mW?Qk~>*)oYrDK>dP#I|14
z$i;pA&`ygfK3VF?+}u38tj}^gR&Q01SsX&EvpDztr(ofQ!x#|QFEJz@WCdsr3aE4g
zba~vq?W%qy&Lg4hdGJ(|SE|_P>K2Xk!hNAPV!JYv+Rt9+I-a#aB7YZ6o87QqFsjl3
zCpsdwrv?QWB+9<`c9NABjD%lB1Jp~!y072rTOBpzjG7!FaLGEN#HkB&9nO{%h^8u{
zQ0_)A)))f{=r3Q=4fINdr^uWAc`$+<Xdf;z9|zO7YEUJ!EES}6*96Gm<@xv}v>&U6
zDJdVzcfDZkCi`mgz=iYBCBeCijU{h&ypmgjD}SINs+kMjU)uTF!5-H8u-MN-O^V5_
z4pV+NeBb1>$Nz`SsqkIs$aFo{<WwHhIGPUH_Y**Cn*q6!nYjTjj=zHFp?yKn{~6eg
zpX+dS^(M#&cGy46`N)<nIBqZS8qZzL3Ms3kCX4_n%Eh_uJ-A>jRL+?baFOSOTxWUI
z1i(PU6t{_Oyk?wxkWdR~nmEcu)ivp?1K|C05U7Vnn-2+=1)NJ0)=ZU@-Ne`|-gkDA
zw4dweeqpAxjt;pLLb~T0E$|$3ty|r%@Iv|Y3>5vO9L0AnAq$>~8F=P?@73$E``-as
zB$ZhWj?0+F1HY!nQ&LeSVg|Z(w>1^>l3D7=rO)Rojhi3i{e4*u%KR|jM%@#E{BxH-
zUOF<Wi2ceQ)i()Un_XL5OjssAG<&UGwlmA0{*jkqiX-jC!}Be<(o3p5yjadtzTT9K
z+b1xjLlo&?*s<w-Z<t_HR8p-b^!Hj7Nl3}~E5_(=8k$4un}!={rP-*n{1wmF=PO*F
z$2O#356g;<rQxbkDS~ieI&}fV;!-D%ik{k=bsRqVjy{+;*DIS}KE%cMTMSSm|FPrL
zdz%g3AMW)}G@iP?e4UJaPb0*I`0ZaZqhLU_!lb!DA%~?={&8(>Pq`1hN||3U!6+Ku
z&UYER)hI4WJ)`Y<VJylUKubFvdMDJDa`fty4Zv7_eEbF_rycg57J3zxsr0e;!G$h>
z-N@(I8vgmde659gaP>PM@?w8Q(ObUT+4zQ|bNVBgbwKetTD6qS8K3kW!f=<uw@J=G
zK$*oYHsSWv)FwGNx`Twj?-4XcnHS1_<Q&v*@p5iX@e$n=j*&2b|GDSQG!Lm4C*8FO
z#!2NHo4ytp_5~=xl>XbvZBIMa^ZQ>VlEgSJ55Wz2{cgH$4ngHZRv%%U^7)2yJcHDb
zrYMBYdqN4;`GXAn{`5V4${`yy_h&AbQnSA`VPeQbIWw8Nx#C4fr@<O)@}V5qHt~io
z+$B?3uDi%oHK|aBbmYB21s7Ylo?|8CGqR_s?|{ZJl${FCoB5uddvH_!G$6lNTXOg)
zyfP)$A6q-Ke>GxTDeGLN%e&}|LUMPY5+k;$^=oEo_A@eABwM4Xq=Nv}WvL8h&}8^1
z{p4W7x6M=KjoN_ejH;{r(tMQQk@&ZQ5_a$6wV8W_Zyb6^JDz<fuNdK*oId4lL7&JP
zfps+YE5hqt2{WROOe!z$><gNdy-S}Ia#G8ll=&;ROQ~1C_~CQJHS^TxYLA=Yy?A3)
z0`hb2ZI~e4Aby!be`0{UQAOM$2dyH>I;@3c?jhc$-X&v0scdhf0^*b41xg3*B4ARw
z+~o;vBuM%7xDK01ujkwLRL`qh`sl(Nq{<i*m%Erm_KnPl&{jIrO=4i-5p3wS<`rWV
zw}hy3aqm?sNB`G!X(!~ip|2Fx^h&>G-2-tip=K+q@VsYAxsqMi+-AzE6-R2)dQElP
z>ah#P)+Td9kLcW*b*$>6=QrQpz@})wUq2bN8hvuH6)R^Nx{eIuP>@u)!k#Dl^>h}$
z?5z68OrNv2K@fk#^UaVGMzSs6cRZbY2gYwd@vtUxRhZ0jWhB4kf9yL<2jcPheP<Ka
zBHp6R6%1&yss*7ACk|@39UwuN#T1pG)zk@IN>p5zHhKFQ;}iD#%j`kd;~=j>vA%gr
z15flof`R3Pw`k8!$t=%xj<_8`;-mh@0|IQ9xYb-WP5VJOoxFhjn{4&~-mQMFBMFL~
z-$B4WM+RN_=18LsGbHsTn(J(qpdhYg(({jjvZFVBwreYy*ZL2Y)wRizL&*Aw#+Sg2
zKhex+=E)oyeT&HZNy-c&wRfFjEx+;{-<Pk8&UV4J$~c9@Z5g-v+kpkiphVtj??)co
zo93CtZhlCu&lpT!W>A%cqfCU#^lrp7qnG)iB<`jxS6hhz^{o@H5~i}d8OEwjrJ<ST
zl!gF8W)x4NDe}{*hZ{jWjstfxnfpT*Zw@*0qpsJ{>J2A(`6Rs6z7NElMTLN*Y#-;y
zNKsAVO_2=Sn8O!RU%VkrYkarXlLBgv3|&5vj}JN&T({qJY_ZWkX1Jwi*JEF#)WjY$
zQFHn8r4O<MMmKtQZ+4H|?i$G+`4w#@YW$iHst%WfxYr@&ut%}_M$D&^@#umJSIb+G
z^kzstyr#RXGVU<X>wF;Nj(*!cgRtDqjel7NLBM_~ayy;yd-oBoiMfVbAma+PmVb`1
zr*qzsOOO5#$o3g2ts)J;81xF7XcnP9#oU|V$Q%?iR0mE|K{K^tInkRC?2=;W+Dvk9
zizfMgxJ{6zi}}Wx^yqN1hQk7cYUs~xp85ch($`b&t%QDZLw(tULeMS3xWQsnB_DV^
z<8Xc@mA!xDehbTG`Q$RcUC|u6DJg6*ZLSlAb)#EbD&Ai^Kg3BQHw5CmHOqEJxAy4u
zp0X~mBU6feDmvds>F+rjl}2JG`-2z1LZgkH1BMT=eQ%vOA<fwc(AI~pVPSlYmlEp%
zVV7k^lER%&^F5rS+Zun#17I9;x%n-5LXYy@bK9a7{~dQG=hwh;x{Weg&x7tI`fbWV
z-rK$X@*vyV8prt|Zl4$$oKSu@I;MW15bk2;qYwLq0z1FtpJJ|z9^nZ;txf7274^K;
zjdaX0E_|}6;RU2f^*NJ&Yl1$jy2y^1G$DExXyXDMtKO;lohv@{($w}(4}}(>aqc6C
z&;E%j-`yl}8)0Uhn1Vul4Aqc83pS5?DshXrk0<*;S`hC9t8sc==#-ppw@PIS7mfdd
ziqhrj(;U*s@VEMA(&guUopHudc{JzbRHnE)=VY}m(8k}Gm2DciERrWd*@8Gjt~UyI
z%jvzk;ab0qH-%mW^5_PqU1>jpeDTLSE2va_WdI;E8k~#Gjp8;JM6s%9N5#KNM8><l
zO#y3gwRPl2sy3$5SbV?Ngl`*{-_**tr!RsR+zk@Crgh4u-+fLOp<^XTard*mobfEt
z;wc%&xyKPlaj4ZncEu{g!JQBAF7uan>wI%s%Cc$yplR1CwkLjY_1?-?5kg7J?5Of)
z#K<fDaOE|)kEPY;NImzPp_ukLL47LW8vM=&x}|5E_Zw!#ylY&_<QrV51!Cz1*Ph}w
zX(Ln7^3z`nFS6PVBQ=|Yw>XmNe-GIMV>s=Q5Pu523wE5hhnH*V6;)o?_pF=JKGRDt
zYZEZH=9ESXM9E8C*SPriKh^88RE0v){ENC&Eh@2g)QsR7%|TY-%6OHhe<lUR)6?^)
z6f}$BdJGfP*enIN1|)Cu9F!R>J3!*DLNms{`X4BI9Ec%Oar(_3iRnHkQfu>m!A2P2
zEEJm_n%|y_iFhSC@}#R%)hXt3yF_8#EMcwf503D3^BDS1v65o$o#eVX65Rqk&{rxK
zB{PUSslTAuI{-qsw|q-#kTW^xVVE<j_AEy*_S1`0gpOJsNbQB4;DpMGxS&g(mVA5A
zo-n@6^QRc7h(Cg<ZNqG=8QiQ+URY-Zc`)%$9E?m@GYmRAx2Hg6*{}RjE-aV2cQpy9
z(FXI0T;8%en~p)cxq!HuHkIGH?;wm%r52`AF6R3cA3K8&X|=bxWU7#GV;gbT(&u6K
zSq<Qn;<$y`g>$l<rJn$EY9?Ho7y@N*bx4zdSUtgw>7jrglW!%9R=b_;S#VX4N0;L=
zT<vQ?Le?hho2x&*yMY@WX4ZZq!+0>iyQ?qXB)mk<o!M;1osax^0`DB{dmeAU-1_qc
zMWZ-`*bk}^#Vn>*!IWLU;OJapxhHeCi&On@1oEZOn<}WEG4?EzGL+o>8W^-UXgusK
z?=}~Zf4WHUN0;CHv=^-Mvu~Px5r3^ik;(&a2H`RH^C|c50_zr*o1&_Pu%*l@zl9d&
z3ZC1V0;7Y1LtUcY76luHeeF4(*y`&~je74I8O{+_{8t6Tl-l(NDlDX!SfIeYD758E
zW1PT3>snh;eWqP)hB#a*S$KdI`yYD0Urqv-Il7G@t^1D;9L8!wb>gF`E_Jk@N0M9`
zs9n63CbRKm=*+}TiBrmE_bb(?T#5-7CUbJ{sy)8Mj0B{1OY*P7SoWpMO|}Gv9B7Pv
zM47{OVIK30_cP|hv1Ck7WUrGMOB6SUhJR7l7iAZ--8rbm@$R&J!ekHprpTcC1@l%f
zrzYyc5<>mW=}n`F`$dL*BKE^w4T}9;{pgQjM}r8v+B9`yA}M`h<;Mix7rAF3rd$(M
ze<)0f{o!#bC;V2mfIirIs)OiAt|)gBC;h;R+<}X$um6=|olvy<I)|gpP+DUhN;{n+
zd0N8%y<4u@nY1KVgiy6T?RmH11x=h)ULI;NB@+vo5;Y?ZJ!R^=4bq+!n#|77ibHlZ
zPj4GmrgE__m_ka%N!i03Jy<A4<v|B}xQ>3~BHOS8vHicG&q0in%Ekmw>%KHT>GrI%
z(r>Z6zOFreGKDbhJu4}!5g&wKUURQch!jQ1>NnSl=IXy5eQ!(#d|z^|=|=%Rx<u~k
zRI3!HbOSnSE5xr2uWU%PIMtC03B{fk_aKy=>_STm+M!o`G%`>7-a=nQd#EEm5XVTB
zrV#J3lexi)*4xy_H;vnr4FF5(5f!c)k#P8>$$io6T*FbK`m$OrgsXco6S9bsF`r~B
z_L$vKb$q6}m{73#=o=QeY)rm{@x@7Q^B*zw;$9n1J?4|GHW!pWYyLI4mP9u|R{=Lm
z%mg^DU(Nzk4yd1P$fIbIE_~>E53o9eMQ*VpmNYbDKrubIfV)-0aQZPD>`;B~ey1W`
z=<>shE8rRJS-;CoJ4h23W8$Jfw7#{W9<r#8!!qyHWPWo!o*fr)`dU@5;f~3xVq3i}
z#t#sFF+6|slsc%;Qe*BQ7X&2*){iRD&svzA*vK1i<tdGFh3+?h{;DGto}7YKzf$Ly
z4dCq-A(MQNVIfSfnxLZG3muL^QA5~q72&B=xyLaM3r`gm-OAg0QNtn8vH~@oHXU#q
zO;${%-dyv_Fb(L<O+&iyaSiVBNU8RG45&SKE)eoW`l&0I;7-iG<4jx&KB72=UvYFC
z+iDaM)MJ(v{5*8;y(KkUj?O_ZIMKd)Epn3Poo>B`B2|e7ABL!i5T`2hf;>$dsu+Rm
zocb3;vPWyWTlj=NSETqQn*L<6*ULEOy?=Pcv#}b{`OQjpNDI?p@t1tA0su-RONwl+
zh(eACVvK@`?R`$ZJ*zlZqS`z+S-h&_`kE)=G(Aa-)^qAz;}RSA%@DHjmF0tnLuoJU
z(Dsk@MDr9tOdoNhiA&hnz1a7&$%DjlO7Dw{VUkdN|LUO}8vU{c$W@Z)7HZ}pi%b*O
zHlRxaKp8U`gq-h#s)^OvFMA@2-dGPhwm_Ss5g9Ld`y1u#MzRStv6|LOdh-|6;Oq}+
zq#|{C%Z4LAe~3HY$Oey)^?OJDsTbD9*eR_JdKJu)EYlQ9@=}M?{kwQDlsy}JdT%!U
zX##lRgD$^de66)Fv{x`}BBQ9h%s#M5jo@te`AE)0l6jx*@=2^oPLOG7ODVuzHSypC
zD%M9IM%F?^L6D#(SVwGTPpu%iu$3)A+%}%zH;iWvB$VqJ!iM+OKbLM<?N?!)14PfV
z*Z!Efusy#R%eYBk!roK%BEqXps4HoDfA7p1t-EfMBPYO}%lr!x&W%Gs0I!*GeZr_r
zSiArc3VN2i2PAP_JpjOSq~0YzYIiBNAK7o|gS!Q6!%v9@h-!DqICct^Y`>y$Lt5Xf
z7Fu5D)9MF~e5!HOTS(X46VKc#QY|(gxjq7)h!kYEHhsG0`jvqK0D%v&Px#&(+Po4!
zTuTTLe#K$SL%LM(kiT0jfPb>*_*LuLR&Sr@RP0(x6g$5_sJk)$4uuE&CV5ZA^Ntj`
zulH`WM%AwW(Zl3viXo8HjAHz*F!KrA>D)l4!&jTZy8a{b=p4CevKz0Y{AMkQ2|YeF
z$mOs$zX{uo3lu<LziAykcJlZ8mW&!8W{*f<)qd>+I)*J&pE9G`>$NydPiHQROUrhB
zUo#;_24#QR8v^Na6r%j@)3LNOCSF{OH!h(DRJ)b(pdjY0N^eOll%#O4ze^{ol-2g0
zm4J#2se-FQ(P>TlUOPDO;jJde!?1lN=m<H#+~FN_pkJX>U)MVisF-Ypp#VTkeU0aA
zRy*~h6usFQx3le*r)b5T{~!jyTbDzP>gW^PNEj(wdVkr`MG&dbOcVI#ck)5Hvj0gY
zbx7td5&jfR8i#uNxT{A>$7?_IO*m->l4>YaJyXW4Tn@jFJK16{J!yvDoBrZ%JLC}}
zxnuIpM)H$N<v>*qwSV6ByLF*-JC?}kguwx#DZ~6E#G;VqZ;F*{kW%~3)h0I#yL8#T
z<B&fFaxV+k;knO#9wSR>e-ZXw_^qMhq=8up+S@@~Wa5}~>34fET{)iuk*X!lW|!Ej
z>}Anxy9;s#9n~s2bv6u&WffkB*R&^XUqtdB42$-zcq%<m$|k!~WZ5*iUAZWJY&gP7
z!^D-|PCNDNdmC)zP9=5U%;7KS!%WG|gi>?u=-j(#>5*6M;DP4CY_(qgN6^KhSCTZV
z$9ECi0Axb{FK9Hr<wf)S>h=GB2lM#**sd(t>&f68ZObUc>+$+_*jutSrNh^Y2{COd
z0Ym{f&u*tuO14vv<feSMa5w)17D?3z%NIFc@Ovt(n$iZ**Zc(~Rgnhb7)L5iWC7d2
zlHihH!<gBCX^bL7B}v@zi^kDPVk^wC4km7=z*H9^4Xhag0di-2US6s1x{cv+86J;z
zs6Tc}$+Dmp^b^~{@mB^6B+nd8kNsDW!&#2)0STIWGzuZlTNAKB78z1g?+!+Nx2mGo
zu%=^|iGRu4?okv9+JCk%gR!Z~We0OGEN$QHh95u!lB)%;UQam&ivfJ)@T+3pMbxCL
z7m;j%kcxaiH_3HTNix^{UePtf1#YJO!$NN&D@@;pk${qOxRI6h1v&U@*G0jW(B`Xe
z7)K5--2!y8a4!n=m*?V)$gYwO)eV(}vXanK{PPKOk-S?94)cgKE_klp^E#A}4cF;h
zaoo3t9GlX@i$a_qMbjyfbOo%E>|d3x;F+mcHgxhlUyJ<60}~aEzNA0juR9ey5Zo|0
zlO-mW`kIADM~f`XQXRD3+mi|}YAwdRUp%}Ze_otK)ErSZaic@@P14G!Ovto%6Q<Fn
z+wU%c^mf0@q~MuNMMY|;D&QUAr?UdQ66PIcvV<_VUZEVzZ(OsbbYTz-hYM=i>u%F8
zN=8*Qk0+;#9&Du<jQ*gH2lYGYeXaT=R;KovGGHPEuf;Aa=8bLwHIvMk;-=wTS%|A&
zR6ljNq%wKKA8iZTtx}Fh3vh~4mM~k7ju$pS3ebwn2k|09zU4=Wiq`=%6Ll}$7c#Z8
zrD}Qsk(tpZ{sNARVg<FAezavwt80EEs8`vGG*MeE+Q*9FfrFf^>us0~s1aQI1ZyDa
zK0O0b!zlWu%i>9}A^_129R#<gTLhAdHF>WbD&W4D(_+6OdXq5kAO?M^4}6g*7ubJz
z7#$f}Pw1W`YaIOo<#S#sUvrX=6stfJHDk_x!?|i&D4m5w5EM+;{TItBYhb}hmc=?4
z<XT>)96%xN`6OYZhLP7(1l}&{kBww^fVdbz)?+FOYcx5d+#={jX*bT@hW|^#Y}9dk
zer>W3bbVbbbRmFP?U^Zg>#(lPH-kNg<~oWo?|O|4A-6euP2{rKf~jy;6u!sOuFu`i
zTsdRZNPmWbK=#+yv!QbU;~uNSp1sl6&KDB{8gFRvpHCknH-kAJqT9Q5{as#&BK&Dl
zH5i`n)ha><%=!2AVYHsLjLJg!-fPiZQo83X5cQg_L#<IyCB+|t!8_Yif*e<WK}r(?
z$YUJvy+f845#t4bUb6!N%^H^_3B9r~j9&F>!UjOQ#Sp_zMFWiD8nRWXnt#d71&Ej@
zu2q*_iVy0fl+h_>Zs^DR<tfm(9A<tGNZbnfKAO%bb&IyldGoBtNFJ=sQ2^WSM1(B5
zThV$12wH(t$TMBDclcwcr>}BuS#g6!61`&A=*GcUxDE%@w%PofP8;~|+Xf&;%Tq|L
z30)$wpD$x}GQi^vk!h}4iG2;}e)Eld8AQ)V^Jy2%jg4b&oDlTA^1(rWL7MR^x2)|Y
zTw7+oE&xa>09}nycb}VUd{;YXNh&50A(}V1rrMGE%+SL8)|S^1e0EomLBPK!tP{4S
z#_{exTknsHVZvq3Eg+#JNzCR3Ob+oLBlMmV>&6Dk<d9Vpj@8b%9x7mOe)Vy2xb+Jk
z-*Il6$V!kLb4<^s-_XQG?Y4s3wy4yK(|chdcP#$ZHEF*DSTY@Y8R(}NP1G<J5|rvM
z1Tma$T+M(n5WRcc!CG!)XF%%Ni9-73xsH(^;tGV}4&d^tIrJf9bFWjmGi_K3wE+?X
zcf<Zb`lUt4xHq;wdc(pt^WB)mij2@8P;^0Ww>phQJ9Vh8`61g54I<Nfbx37?`-@c?
zWOilD-B54(H50`&pR_n#^Q5-Jbrl$~S$j*&A*CUP75SMNe!pT*YPeuy63ANrWl8qg
zV3Y9V!~-&zFR{p-!%)tn;pNtb7#v{ni@G>Ov+(e{?^<wa^z1WnK1$r$=0nDxAu!yQ
zSl?JsR<Zg1)2G>QA1jjBWq$^-5e`X@OHIv@G+^CMe>9T&<g4oK_yAZR(bU*rk6E9G
z7iRQzSuu|aC_7&?d44O~{?^t+<_G>(;8Mo9U`g<*?NEFJou~>rlZI#^q_pPG)`CH^
zqS#^jYg0THKn9J+K0Kg6)CEVRm}J!?AOQxNjqLKMbZ&vsgzWVX@uaQ}p4KW+KYX7^
zt8X+PK}GoRLJN_^_3}vnez6!p#n>I@w3p94id|Q4AtsT3t7kjz9jX84kXruIXtrj&
zjESKtM-f#Ks<DmObxwLq+`|t+O_t%M`};b^&INX$K7T>KN+YkXbaT#y96tjOw>)z)
zQZK@r)J~(PFN3gi;}H-ih?-wI;GvumRTQ5$8xrA_ga*!Z(K*nwK5(hZV}qjttX<_=
zL634j&mfXSruR+yQAUifcvV=+$tw*c`);W**BkEaO`}Fk`Ej-r^sRu;P7^hnF~6HK
z>i~D<3KWO~3PAX<GDaJwbl~MG$Ve8Mv8{@)Q2SVNIFn^kl*wCpy1A2A36JW3l%i_+
z@Dx4>K8$5M3;D7cGr0<`FGD~GdzuH`kv0JC<GwW^U*<aFoCNho@Q>W@US?9!4h6%h
zSuaU-XoEw0K>1pe(p3*1HU}jT>jM?K3$~~}(TL^taQ8C<#s;SDr0+>mrfwvJtsc`m
z3L<X~y$I|%P85P_EG0!^nsqh+yoID#$2=~L$lw*HfJq(9^3-{vIzXk9(E3uJpgZ8T
zk5YchBr?~~*o!DF5*U`iM70T!yf?|6Mw^MLW)5@7DZe-0d?D|O3k?8w8BCZzbxVKZ
zjUl~wKZYhhXO6gzZr@kw^Oa;;1(t#%^8a_llGMV4G&<8D+D}RcPg*y%kWwx&QJ&4P
zFo*3QI2HgCzHb>oB=H=5PjXri?>m~5Hav(BEt8abu>-p6_-}VH!KrK~gGchWzo0VN
zI|p-N%XNaI;UbYGosU$-s(C|G14Z|az)<p2MJ7X+`yw1=4M?LTtmQ@BtIgb_!0T^R
zky&Dy>PUUxK}W|&e^P%*_2eoatfDHo1NVo(Yd$d=0{}Rv3cRi*+*JxNz!8nypFnyl
z-HW{BH5ChM%Yxtf{8-g|S*Cbu+uYE~xXV&A^3SX?5H=@KI^u>N&jN(}$?6pjUIsc7
z>Q!M&UmX>id(jjWal62TE2#GdNB{szUH}o=Hmf^_z(lj|_ePQ<+NSS>-U<o1)c;^H
z|BMjXze1v}AU%2JU#R&3D&YUB&^ai&B5_o0*jqcK8AptV(^8*Z-lS#`=k25K;irWY
zYe^qlf_?*aMBI%1E9$Dzu)~ilNhIwXvsFKNQ?Ys?YTOCHha+w#M!J6xU&kE(yUn==
z4nE+z{Du9x^2@wG`I9r$%j6Pb%bouJ8Jc{z77+n=96?<`dXVLXvq4Kp&)Nlz0Jj(Q
zA;5E3N=9DqK%<q~$eP8(B1ceXkRJG3sm`klR9Xi1L?~Eg9k1J!D5m&5U`+95viS5}
zCsxtYU(j+KS}@QoFl?U;l@{NnysJ+-n?BXU(tV8o<764S9P$^`t=qZI^9k?794P$n
zuU?5@)Y1#d;W1~)BE4#=T@#f%+mlR@-v$3uT4$sOj?eZJSi+dc_*a@!T);1J;V5Y`
zK&QKPNxBSEBYKHi{(h?EAmYBD9bJ<u+|%+>zoXlo6s7PG?QQlmv<#^;sjRoB8>ps_
z)UK}6wnjYr7t`1x{h&X(ZKBF`eTVxDErjHWxntscA=m1Op8WUpzM`nvzus1jl}Ws@
zqIt_~AQik-1o^z(ur|wxLY(KF=70KmzhJ-so#8_Z-rPYm<$~lJz$X}JA>u^!o}!xP
zlSkB&E{6@1p=<|5?0#MZUqsVy-w=5KFECj(YekDo+k=Rk=_qqb3Bl|w<K>RWz_n@X
zI$X*ou_KHCcH>dY*DkhJ$3~j=pVJ-%>2>v<W_J`$@%#lH_x%N}6+v%ITgiGK{_j1~
zPw#jq-px`ao(bS)<t2<*(KvU-p}?CmziNI2F#P^^pS6J2S=Z6F&;~S5EI{+2NY`c-
zULv)f`MgyOB$db-N#{5WS@rcZMkW6RU2i~7b=yvwnz`<WWYKpdX!b&#_$Q@7`8iQA
z)2S`s$On%9I|2uMAxCdz0xbdWFNj<tUhcf>B4aD(4Us?mj(eE^>Z$p^Rp$KXQcyqi
z|B5DAZhhG+ey&7GYY-1i0gp~btpB;k1h`lDWIaEe?5-aQzg>ac6glwkv8l6^-0#sp
zV<)$Gz}WmVNc={&anJly{lEL6cXPS2Iwb_T!!t*-m&$)@keivllVnedUpSos8E^<S
zSMU+%GnLx+pRWIOdRggUDA_vPcBkig`=h(<fyu`F^Bb1w|C(3MuZ1}40GyHOxJ;N{
zr$Y8g+1pm;9p(+L<@;OkI*=dtDGs<$AK=9#In7h#EA?DW6WdAPYJ3U(UGnY2<2))E
zV-v#j{%-I|r6Bjd?|-k_zwZKA27S2w&xAr2?#X8KXDd3Giu+j^2j;#ZqC@s^IYo&$
zPHABf<4*pOtVd7*-er-_&ACE@Y2|OF&dGw2^K31{4zcd;e(@tp_|Y~d!kXV(wD8Cq
zjBirNM!vzH9t9(Y7<JV*)qOd4^yGjmGj;PBj?ahn;7G(9U~lM~1XRYMy6*II&{K6-
zHvmyJCk2mf^z5!Kw8pswe3p&Up9j1I_HsW_W1iADRCQInD?m@yUO)#TaU$Pj6+!Li
z10b7<SGjfBXk9~2V<t(v_6u?yl=gq;L29@FD}Wxbw$2f{I!l>s)AZ|YKDjDzm=1iF
zL!DN?103#rdFVZ)GIC@h7<oS<TAbZQF@t=LPLFzD8RM8Nmezp&3j%7$0UrV_R?v_b
zjuP%n9{KFDSrdC@p;X`^!4wD{vGFAu@WCnth9vgJ+ae$C+5NnatG;&&_5~J{lhjwW
zRg2VD$4R!YWh^~d3Arq_lW^t-RR!G#(#b2oY+F5)are(xih{zJq$$^rF1M1BHZNon
z>?QZ!O8^#)GF<hP@i!x!V4xOx9qLeD+~mX403nbm*<LZx9UH5F!Z31?HmIh`v2;f@
zL^2iQfB?BIA3VYc8?B#|5Mc0$T9#Yxc*zDHuB1o*3Y>|(*8w_5`QUU|o;PJx&oOH2
zs{`-#;vX#wF3Y4MsGSUY2Dsjj;KLwYLjr$}(Y2DFg-gcZMH3~wHpWU|q{#q?=K;^=
z6$vnJVCTeBehTB}tKC}S_;j53Ghd>WwpBEJ>~KSJ2GIC3>7TTa^bOKQx`vIl0cDjw
z2swKQ+s|bs{HE0tkH#{r#%{)yL!WuRAt+=_r|O*mLV^Z|5?WjpScgv%FZS>4L-Y-J
zX;o=@pmQeL%wuhf?tf+!(s{>O)as^xu(TyXdWuXO(w`vXtoV^Oy_Xq;C87S-cSgu+
z9~;Qg_o?dElMe9BW$LLpuv8S*MUB&Nzo5f|s(_#7v}fYvOng@abmX+NFN?=^jKVIJ
zvgvb<gmTjPM%^QfYyX0RNlpu&^vvN0_LW8a>!DRO8R||Z>bnxekym6GMoDP05I41I
zr$B4bf`m2PsK`2-KJaB9G#Y$@+=-}J{?|<_WH@$a_I#(1qleX4+sEc(VF#>}k3c(q
zjx`bd_}AmYZw#p+?%u!~3G~zjbYjM@(wL+Jr3>A}@HhT~RxRw7lFhFV{@E-SbXEQD
zl%x#r?0v;`ljJ*2BAW64I^%3K1ulH||FiN|)BYtszyNMxhyI_lMLtN61#h~v{Wn<P
zY~S<2S4#vY4IS-c5BI(B?mfZl1`MaypMvjEd)T*}Om}wWG;&rI`OF&6I<mnTC9|!}
zH)2n|*0froC;zp`X5`a5(MKIJUSV?!&}a(GJ0rD&9LwJW>D#a|c&D~^yx$uA$Bh}O
zWy%i{i$ROP#Ra3QktcN@gzo2$flm9Ts6JCX%_M**^nP71dQXJhheK8MgHs*VfzpsW
z$Ejz>pFiRM_u<xmx=!*jIju1qy1xKD)sx%vnFj)v7#CzaD`{~2j{1$8iB%yWYGeSA
z;1dIu(}F~9l%Ru>|I<GNPaf!Z=x>JH0>Bf%@ioY*zn>xs0l&Wi-|6w(@$dkX5l^5G
zYIg^EI!%gq8M*PLN({Zy9K&ruNmZaE8VinQPewmQer#(128{o8S~>&*W7CZ6dL{<I
zsIcSwB>7qhj5+}-H@`7UCq-{%18rv==q<8VZ3Emu)H>76{Xt?kir?i6pUhwX>*exE
zV$hFzsEHJP?>zuVuwMKpKT`EieuQ87pZv(dlGIJ+>R-?kyXbcob)njx08<%wxY_2!
zBwbW6Jeo@tEje?4dKYb@CC|*83&h{>eDcQRLC=6q3o<QvUVPT9kca>y);uL(D;QrE
z5Ip&+CI2jP4#t{+EvO|AV$FiFOZ%QoBxGj6<f0|*amY0JSP$jNi14eaS@Xg%!?R%4
zm!x6xWZ{50EPOyQg)h@C3l<*=NYG&@*=2=VKYvc9!>pqcfX|wT>64QMlO}5^$O@)S
zvp3Eq)8rQbH0Uy3A;f{I00aN?`>G`kXckL@04M*||KCpwuoe4IdS9NbT}K)4GW%#$
z3@A@m_|I+N2T0y!VE+5XjsbfMfU^KsG%<Bj|81(M0M1AQ8%8SsmCE@~|5)8@QcIdd
yaQH&&HBQji0bug34OqmD|EHVx@1%d00VC~z3)tj5ca?xkkJ796STjie{{DXeiBy&V

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-17-Feature Space Scatter Plot.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-17-Feature Space Scatter Plot.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..beed26d34066c83b491dd23a716228fd61d416b5
GIT binary patch
literal 32082
zcmeEu1yo#1)@}nqg9K;@?hv4X;I1LKJ2VYRaA@2m2^L7`Ai;yX(;eIif#3vp4eqW1
z0z7hO?%dpYZ{{Dl^S}4j`kPgpwfYoP)!BR3-uv5Motuf9dB8nISp``D5)uG_bo&Fi
znFdG$FwoG@(NHna(a|w6F|e?KIM{dZVv`aO;sGhisHrH)C@5$cI3Cc@vC&gdFblA-
zadPqU@=`w#5)<SW<>2Av{_#(cFflQ)?_!hS;E-_BQqXe$)1RA90DKJOY~)cCBsu^x
zJ`xH((oHLX`gWeENWXjlfBqmLqufD7L&w0xx_jH9@*V&g2?YiD4hkyjojbR^U)<gY
z+`&gBpyiT6Bh+|?PUi&V_K(cKpnp`_Or$xu&%k5i9Ds>Me4m7rjFIU9GYcy(AHRU0
zkg)V)8Cf}b1w}1w9bG+r1F)%?xrL>bwT+9bo4bdnmv`W+py1bULSRwRF|l#+?-LR;
zv$At?^YRM{%gQS%tEy{i>smgywzYS3c6AR8kBp9uPfSiNEG{jttgfwZY#tmQ9iN<@
zeLKJSu`VP4%Ab~X`}<D|`>S=~->wV!&K;CH=s(tlgzRzKQ1I`d(sH2@NNJ!yb0VbU
z_QwD|ip(f&#-!)b+$S<|9>gMM;9X!m__4HKR`!oAEZ|>S*<Tj++q$Lz*eFQ1!b8Ca
zNC3_*m^1yb{_U22oQ@WcBDABh+7Y_<q_4J#@(E;Pj<CL_JT@x@4JAA)5JDa3ig)i@
zM9Y|P_D9Z!AcS^x9KO7<70QIi2h+41js^WHE=rWgIwO2&$t~hOA)I%0>7J|XPtU?j
z5|@PpaR)e`^ydKFYk`$%UPWO24ZD2B6?n@oBigP6)++oZlc)3Mft{{Twuc}NV?Ap`
z>wzR?t_*pQV-vx1@EqBGz0s5cO{yE+eVI;l(mo%Zer(ULD&z3<0RCEmM?mYlpSm&W
zQ(smfjoXv9krE|jZRvtn8p;iXT!VE(x=21hL`yJV#F0=R$t?+ZWKVaero#p>Hp2rG
zz+S8cMZ6KGtTv3YXEe2AfjyRg%lT{@r07ey5qH4`t~la0R7{FBaO{xSK1s)E{5<CO
zX>F?Jih7YauxR!z)Qc&kf0ppEDf$85Sh)5*7fHMsuEeLQbQ1(D65yk>ke5s&yqCQq
zkB2Rx)*phGoCPOPo`!oC(C#x;q(b(;Rc*}N^ORZkNXL_z;YNoe`7?Oy^5-EYJ>A<Z
zMs`WHpAxrw6}ueJe=f+sE6qD!#o10+VtIv#L7LbF))rs(YWDT3+Q}MVR?E!RqAf+V
z)V@`NQBl@4C}}Vbl~)ZMPM1AgR0ASS699V2gL!nO7D?tWr6P4X>)#UkN5Gv4o@?yS
z=%tzCx$o3lv)Hz|oNP!^ev~04O7bY4oZJYw_G+l%-y@wbx$quCjc857vk`#W0pqcj
z=SiP2=N<4OO=>8I1?H}_4|mcxivIz6`0wko;0@r7Sp?cwkLzTz1#zlxT2DUi>n6F`
zEqcLslFjW}C4)#e5|3{HKx;gNmCJ<OgE%uvr^L6-b>!bXTB^XxQ4UboDOIjiE0j0i
z3K*}_UfUk;w{LgKeov|I6zkPV{#JPTIZNdR@QUi|_IBVM$f4NQz;lg-d{MP*vE;DQ
zGHi#dAt8hXJADW7!Cmvw!=g{oJrq~~xLx5BPl<(e;hmDW8vuLRNR<@nyyXUDFSJsE
zaFgm@jn4<nW~hZJ&T8=zE3Ob?4ZQERTEC!H`t_?<U6fgeQ#FZ%Vr$dB1FW)<w4#0%
za+UP-(MSFBPdk!C-{n9?-^sl!KAU_cS1Tb}ucMGpr6@6zxii%<fVT^4t=V^&`i{fl
zcQoJNLv%23a1H!=cm0}fn8a|?JAR5?16ei+Fz<Vkk0P?bp&C}?JE8efVqQnC89~0t
zUkE(b?O)S0`1Y`Mil}$lTefs%3ZguWv=UhPet9e+P?XSP;mTr7y}t4CaXgmN^P1)4
zRX?G<;5zo~YqkTbEIPCV2eVMiR90%reqVvs6!Df}Rh37AJIXDi%ZKBRqWsXB{rI5e
z{j0Gewupu~Bi^OZr&Oa)+Qsi)&(&0qY}>1(<~jI9BPAnTs)0!D-@=F6shA9T9Wa_L
z_GjcCB*&xBYA?f1dT3e7f)HpArjM?mA%V&V#Zhgmo9%qM<Q;Li2XpnUxTVbQJ-B&e
zenR~up5i@i?oMr7_z<~3;8IlbYK@AA>VbnlZ^g*c0Y!DyySk!BoxrDQ;9XI@9O&5@
z@zHu+(?qC^wA{+>*M9IyB{llD`c`*n-e%(1^rP+}JhtZ(Lh0DIdY4#i%&<=sbQo43
z!sNS`k+|*VfVZJG&tvgS3abU4_S_Qg{FTtv=f%V3DsS`r!$n<nv2gFv0#TO5`YR4f
zu9N7~2Qo9$==4K=w1eLjsABhHzRtBgaE%<KGd=UO#p*bSD_VTJhdRqQ{%XFu+)A1}
zDA`<l37u$q>m^ck<G$r7W6?Qw7W23M-kHUcz3=3UJEo8AnAX6DJMMSP4m<j?ZUCc_
z!0&1WMm_sIYJS~altbq{oZA_)pn(R7EbFmUipuI>jPJQ2N={J<C`{!m`w)STcZE^E
zB>AgkLR>|CgG{Ea#CghPDkAj7m8EU%Rw82Mko~wmvd_%=+N^_LROU@-*z3e0Pd|Q5
z$)h~3)pjxWu8L*8-p7UH3pe|xFP5c<rPhx`@lS@?LhA50i9;D+FPhrXcwikWp!Vf#
zm0~-TJ%yEUE0hoWU-aUxDN2LCn`{c|n5~JP!EHX6M9Y~Is69wv&By-MzO<#w49JB2
z`z^b(m!0<lw*nBXKQdnzxUNFwYIzNQxMpk(-{>iNu3k2rTa#b{6=I-e0CkFwHi%Pi
ztX&(<npW>k`3ZmJmpET<N};m#JsR{CUT#`=V*T}KZtMC6P)WW2;dt+S&+P`_`%_2P
zA04?M@!vr^BG*2%zF$wXu8B@lZUADtO?#K>^zfrwA*H@OA6)IY{qFt|Lg}a58aDu}
z8-VI<hqEVVR|VKx&nIpGYnj)sUZppHewpuEQ8$1f-#p)bpAVPUBfc#khnv<K$FFVx
zHc#C?{xY(#=%4<=t?TEz5<g8F<Ue-)r~kHoWctfg#u;yiz5I35{M#X3{5r&^|Kkk)
za{K2o0RPkVpLhbBJsmaFT!Lp=Um`BI&c|8)rUZ~iy+TqMq`nP)<er>sG8*l^0sJKP
zp9KqWdud`Ba-SM3O=tFOT)e(0_Gd}{PE?!UTleTpx8#jQuTH*i{hfZ*?Si;XMk8Kt
zlg~pUl*d7TXPWmPeO`n3HcCa}DcpNWSNr6f-jv7pv$`8V(~jJ4#*mJi-|6SL={v9e
z(Zu(MM#uc^N%pkMaX(m-OQ3praRd0O)BW=jez$O2s4!DJV!HVLCPSF~v)AnyLU4>P
z8myUR^8obT3B8AZXVwmoh`BtfW3R|H+VKZhg)6>4S<0<}SNvw+P2AiV9Jf1xndP_f
z>kEX|UzzQ1_JdM%MBk2mYvCWoB|K{`{+?{d*h-I%ZVk>~^Uo&vi-G@-dHv55_~V`c
zX(q~*$+cS-_3J4o>a8D6NQd3<)0l3Z%uK18E196d>%HlGAkysl8(C>&yd0t)PxP}?
zf-*~Y3$D;O+eBuRqF<eGwwSdw4#1HB?^}brq(@2oIczV+2{xZ|1BmLm^(0TvecvOl
z{Rn}YgOZqXir{cLZAd9V6KRsP!`m1XUvpr~)omIurR0}~Cg0g+JXCpUq*1kFWkG$|
z+t2hNa%%aAJ*<#NWnE!Mp#^&_yq1rjb?HcQHA@$pyI6R598P@qEsRS^2EfGJ#tsC$
z&jMDcBb$W&80`PQukj-d>dvUBn@}q7z89&M-^LK<fKBR?-5Wr+AJ=z)fTv<-<PCtW
z4fqjo1BjIExvqsVqZIr_5WE$^euAXF%VoFDenR}oD(GV$$UpvCi9O;faOK*hez+IF
zAwvor9;U0MzGpMeV_X?j>`#Qt@YK;om8IH@X&d3TFdBm7PY*Zs%(Z;|C}rs>yo0ap
z$*hqzKirFQBxn4aK@A^H!<jg3=|eZig|CGmM+vMk-joxbn9&Meb{&FQ16iJ~vy6~H
zopR4>y|2?vL?I5=h1Plp({j8nQY@cloMqgnBwpu+uh@T>q#VZ~F^<iiQfzJJ-*xS5
zZGUxvJ&s?nDL@9_j+CL7vwwZ3pjmLSUh=c!$wnXqdoYFd6zUTZ%V4soI+HxcJ35=-
z>^@=TlOl3OH|M4QfYHpv#b_+S{h=LQ(zgWJZSQeZzGat|r~YvY<bL-PcPc<~<-<#I
zo3ir9g@sv^_hhPi!OWSZy#GFo^6#gwzs#X`{06X$lJ7fSe*<70DxUSdmK1({<<oSS
zjvWE;?aVU20YKV-o+#Hc<PR@anbUD|Va(~sKia#YAu_=H?fu_O?xN;rO=wC-OGR}|
zY{fA}K$N@PA^baQ>4?)JV}oWd;;uo17n@n)dd}ul=B8iVPGM_GQG#Z;Yv`o;-^DkG
z0vgu3+&AIPh~o`1#^hA95G)^lRA=yH`Do?+>I(fa=Ii5-xjK5C&UW<`HUru5sm5A=
z4^{#8sX99k4Pm2zO!K_xR~O@yW=sR}QDaMA`n4?<tKDjG^KzzbI0IB_*(7(JVBOZW
zHiG@LTwerSxDxhuiQc>F&g+JU2~6#htBhnR_>sp>m?e)g)Ca{g4q%&CQ|L4z6E}{N
zZRoVhr(=iXf(+W2!)#ourWnJ@L+Go*D5x;N!w^lX;2?yIM{OAxFB8V%ry&Cb{J+q2
z?VD}@G?dcUjbG1oV=cCB0Eb8;5?ix3fLMUpU!<G$iTaRv(s!Io2H?i4Ap-#ZXu)ys
z2GCI+evdPxzC`c&-sW-gN$Cc_7}s&#e0T%kGP(i~scF;@SAF2>@5V)MgcN$mHci<s
zzcF<|2^}^J*>)s})?#<@++I1V;yIIX0w*7>3rDx1#60o>92jNWF(uys%<2`eLz3@h
zN8F-;_rPJgn{-u&yx6{;E4X?aTShU-8vVSJsH4MDX7=JEyH3fLi9`F1*BSZx<OcRR
zA=+_MdHLd%Y*QR*lz~AY`d8%oC;1H=kFtmQ-@pH!<$)f!rz1dYN!~hIQ4!p)8OD)e
zFdtd+<*I0Khc=kp?Vc=ws2LLEPWG%4QH4Y!5C4#F{hqPEO)$uFks&G{)p<miwm`r}
zV;rbCCYvDxR7d)Mr5W5twBP;Q@Gj1LSHL<+A8r7h=;}9s4<6UrNRjh+=Rn)0t@oKf
zSuxVc;Gfk|lME~^NrByTXkhERP5tnQ=<7JrPZAyhRCG*7ybtvmn#To&9Z;2njFU*1
z4mDgFn>YTnYr7uGK;4~a!rr_03K|$<h-MI+zl>cSv=K4GvCHRHZ8*Lh9hvg18`+5L
z5}~f32=lXmx5&pb^x}P!<xS({EDwFUtl_rM$bV=wWSH?3u%W%vU}Oi%cje0Uo*$P1
zzGZ!_45X)l1urM)D)*NR+8&R8bwCdAWU6?br=^-1?LnrC1y%$Dm@^~GCkBuQmDe_u
zy7nY-Gm|2`HTsP!02RM#@BgJM(a+-0$@y7SlB86>dD4CK?=b!+CtoxqDOG?PlBho#
zZB8~X(x;xEZEOR9_2itbO5zmnN2n79pl$v@d0;FD+q)Ag^YI4o{w2}27?9A|<p4!F
zagw1aL_nGzk9R4@PAW&FT)6OHV8Px#9pf>+rPV@n(Hv&OrS@=A?$yOopuvtyuHgdv
zwYA#*=p~Ne+j@oLHG+OxkwITry*YDv6z0tKDon`4+z~6XdBcc0a3#tJNBPyV2vVBz
z7=hJP&VjtytLb*{+SPh?@jj8eI@O`i^iKHNbTuX^HB^WXWPoGz5yqoIy)x-qm{VL^
ziV})X#orBC4rSDtQdWdEd9u*?@wlnoo7{kxPP;bE65&L^*bpoF$=k7YD3HdcJ%qhI
z`B~`D^T{10H*ANy{PXn~=JesQWjVWZtIsbcjwPkkyFGb#Pm(eq3T~OxYRu;e+|b9A
z6Lh7#lrlign%n28{EM^t)oJ~AUVj%$RTK$4xdFVx&A0&=?|silq5sQP`;#{Oy|}7T
z)CB_k$zTVNpOUp7h!zls@Cd)wI-I{88&w}I4$gSSSi9snfB9qQ^<=1nEG`;)CMX6T
z@lRFf8bH>)v&mlRk-AAZj!q}}q~K}QyjBkhkpEh5pHyh3n`$1rGyCYc>vD8mKy5PF
zep9a4>a3?=BNAc<s{h((mFv`N;%U>nef%aX{x!opkdrK^&l<AxcEC+@<b#%4S=2)9
z)NN(Ks923~TEQt>VI`nVN<>ae6{KnAJTCk(!xg7B9+|}Duz-@aFL1G4pvT;ayPISI
z;`B|Ah_U}PcJfY{G{FwN7>Qf%RcMbJe%0)1dviOUhSAGjXA+l>P^vjWv`9ZQn$YE^
zW4eL)FRE2Ezl-|PTaH!w_xsu`S*<HCRZ=3Kj_s_KP}w?DR6N!3bQP1+h$UV`tM->?
zRP){~4QHkbfU8V3cYkmOdFsvqgK6IkJjIH^J>FzRyY+UUAI|y{b0+L|XZi1Mpr2Kw
zNbz_2<Hs$EbOWFZi@$OKYW!t$_Y+S1wH_y}ByWZCbL4$7e+#Dl7MorBVVOpWwTVXq
zkz~(QD?f%7?}Gw2(c}h3MI3N9PBk&<!$PQAb`q!BNPxQ>IzEx1PW~MZHr}i8$bpKV
ziOWuURoS@*%_8r{3+hnzT2nbe)WSJlwy{^X)^hF6yZ5nto{J5ME)!%2x2!nK?PNZ)
zUvnQ>q6Uu+**~kRwsKuJ+LfP@b=I59urt(1w%5RmO(lwEfDP=&rNax2>mEgRz9Ve$
z?{)7!2n*LKMz~ga=OBX2s-{)iCdsqIc{;@|#$qEvcI;R5v%}!a_HWh_SJ*~)%laIL
z<Xhv8PxFl1^9$EPkY*@+S(}H>99-;Q*m^T>jRz`b-5F(Pl1oyoj#6vr#4O56g`$`V
z!xUK{sF_i5?|<2Gf8BZiyRW~C!>oUf(bUo8{3Mn&%5DG%6WDK(S4Y?SHTsbMB?IQZ
z0d$$)VyGq0o4)AzLhk&$LHs39`O)=0QdW+$v1s|FQBcXVL$+6?$0UgQjC}hYlg27f
zb4U@kR%r1qi|qPg&Oq7yo|v6>r&Oq(RH=Mr8q=%?a$3WK4~@263#6hgbT!YYFK1v=
zLlsuMm5khdavZZzuhCUm^*l?L<fefSw!22#rxhI2uqCD>%Zw*qRpD;0f(%8x$#yxp
zhT@USPQ%A|o%HB~`CyD;;+vsZzLgw+><7r{8CJQc$e~NTAM*9xkkg}9nbr0vXik_?
zqd;Nn9w;+fR+v`V;uR@)V}7?g`~RIF>}N0j#|B)-xBCw7ny5NTes1UqFhOWX5-*!~
zII=720Wa3#Vt`=w88Az5H9U~S5NBXG=pk78Q?@^D=KB{Byjh|aew6aoq$6&EXMAA8
zODpyAKEH=g-fMZ>jeF7i%rnbSnB)DBEK+QZx)l}caKj#R0=L>6=<wPta!FsJ!nLBd
z>S{Cnn#yK@(v41YSUSjJq!Rx$<b>SM@LkeJ4e&>j1Ju)`qPvC#bNVDpYhvQDv8c;*
zVr5lBjbUn8U=_G$06w;|UGsTzII3Hhbj<2%JlFPm^N4^20H(7B=jNRxqq)9^DyoM$
zAq=xn40Y?}@Y=c!)Uvw1TXpq|y~syaWMQ%TL#ivkViNz=^`|5k&icFj7tr~ac<d+h
z18iFT*%`3lu+ygFqWu(#ZTbC#bzA^$J8(ae<>a>Jq^WNV?j~gD^#h??6Ov1aP-!Q*
zoK=w(EOr@QDt15Uk)g58Gu3X$EIF6a&O3840&e7n=85oBS2PA+;4`qlvoY~PNVgn{
zddJR|CCg^WqogAubQ_?Q98f<YnO<{dsL4o0jgifmyQS?AVo%aVbJ~V@-1JNnM6G-T
zxuaX){BqDS)AE7)>Q;oJfUo)2&u;dQZS*nGB|i^+n4Bc+cNt;@6%0+yuKLymGG$hM
z4DigN)9>M=00nAn9`N-=yJ5XpeFQiu9&~^vzq&wV<@fbdex80zzRZ=@z^X*)yro);
ze7KP7KTSS!h@(*&`xtqqM1k&Hv9?3;(*e=&>=UWHPts_#Y1SLPZp?Bq&0Q%L)r(wS
z?rd-lBE4_#IT2cr@C8Ix5C<eIr?VdimgAAzkvq%6^&BC7Dohst1zIG>)oE7iA3$?L
zlp`nuDi>f8!|A141nr2DrfY5;mQl4=H?UngaBM3)1PJPg0oq)IiE?uYBraGkAKw6Y
zP~M?08I8Z@^(YC+OTNCgH}GM9rmK{ZO?MGmyKnr~MIebW`FV2ebTeE<Lb+mCtGnFa
zM0G)y^$g&m&<@45=-u|)XHmslkW-ZQkK?14O087V9l5Vk>eY$;?Ogkej|yJYoNee8
z74_vi-BJO9u+{rC$H{@By^rgTO2fMjh8L_$<Ynd{x{VPxX#ZT!$h!bf8ByK7pbtvy
z;}g5*?{KLR(B$Dt!G}8<Sv1s(=%G5jLO5fMWNpbzBqi566^l{auad+78gu?KE<CQc
zp$X@I8)Wo5llXTbq3asVpTNPUbmYV};HE5K-wK7$Xoy-XgfZYzbjKMkDCxR)Eb!c-
zom=?+5vZw+mg2Z5bc(T=2Ty9SFX?WV0C(3}Vc!S#^pYs@TI3KkP9eT@Uk}nf|HPw7
z$fn28tf~^AO~Yl~N}(%ck}l|DZmHtwVY%1S6nMBVYli!{@Ejs;fS5S)+3b5$`k|_a
za3T`{j0{Vu7+-1C1hZh7daKR=`B7Z-1EelQY-Tx^_qO^7!&`ZOaI0-CIsn#`1HI^-
zO-mgn=ycRhtqfeeo8wc%kH*RsE=)Et_>_3;ap`4m&9KIs=qT@`x))Umi+t7`>^d9+
z3ym);)pYk8yp4vQ=o=y<FFq2!vKbE^Q9^V%k&1)cwQm^%qA1OPKuB**=OjZvZ|dsZ
z5qwc@5&Xjf>0WzJy_Tvf$1WEan@lefLF!pViQyx1$1s;I*h@gB8$}ha_WK#^7lSYe
z_FAqL{X6eOjWosH^2Zg(PJNE762f#&s}FC1*M35qVL1kO{vn{p=I6?1FH%>?omE>j
z`ZkAnXJQAF5|xi3$MiWko%4$&&jkuqeC!8i@V?57T#T(TxHT6~m6ux2EQxB>U#gBY
z^^!hk7DH;&jl2^X>qy2=GHql5&;DFE{p#KGp6)bh$o@Veqlw!7X$pGJfbM>>=18Bq
z-TS)x!Si)vmiOdMD<|V51s{lxzsTKiPqYD6hqCNi^Y*e*a^sYStFgUM;odVUEw@#8
zD29O|SiJIpZV4Es2+puB1b^kQTgEwAL^$-T+OV6v9#oJ4umfY%k$(j=Zo~Hf7|!-{
zT=s`!XMcj&;(1MZ{hpDs;W<GVuTz|Ij6^U(<8~D~ugUftS#o)w1*^-|6x{}BOo#~K
zOTMw}Fgphn6RF_n%dD~bw|3%!#imt}(tvb|@CKdHkb5f{asyg#GPP_KSx5=3hzVOw
zp^m8L0<Yq~v_MQ~zmp)!f$!0x@|&B16<6Yv!n73lOJZsTMOlEwfb_uu?P}+!k_xJr
zA*XSe0JSPhI-#gV(cF{fXP8kQSgakW-UpB;A(RL{Pr7%pZ%{hm+B&ldJnphgwTt8~
zMIFw5?`vn<3{@V@>5I0-dtYEB%G0G_JCKz;>+DbzWz3qm`gr<~9VQcy-~e8Ch$NBI
zg?>{Vdo+Ik5IOTH;7N{~_=!PYRi%#Rrr$oQYB54w6ZZv<i-JHwgPi5my93o7d2h{H
zS@%l!F>lBrUc<deh)Tm<CJrVvIj4HKNA+pIX}6*2C%0z4&!YG1%vMR^2^q#jTQ(|g
zT={8IunyIxszkOA3Cx;26XO|qGy>|-*TcL;jj9J`iS$5>%W<(@56oC{r=eKg4;k9S
zn+h^K5Aut*8huqu-*q@S7hZ807?#>ijARyoZTQc+ji)qdjB!~fx>n!fh(u)i{~0m;
z4`NP#Fs^jvNbtJ^LJ}1X#*D;bmH7^p@wT!RQ=y@JCo}#w+`dgA@^Ucl%$r3UczB;C
zm~$%ZMp6%qyku;EvNM#K5kE~h?se8Z?JQk=#PBY(YS%Z#8bb)5MSmCmaOcCgTg4U~
zo?`E~tL_ND8p^Ah(C4+Jy)N#WRY^rsY_`v<7nUfymiWF_gpfHn13I*{7?x;M6eu1{
z@_8Y>(U-?u@+Be4-xmmW#oSd2u6@cai3k^|_o@xodA6f1DrIsJ9Ld+<>s2BnAkruU
zwRKXmJdHitec)lawqgP(x)2+gGA=+ZiD}@en&IlAPSFZKp!p*3q{fxx^I4I%N<&?4
zo`Z0^OaorM?^%&YPxm9+J)N@J^y6M$Yz}lqW3JHghgxQ>eQ0v3C*<u>&I<-U$gK8(
zB-zu^k&;)knXlB*0Na3^KD>gwARy7AAGcf2XY*Y7ZpXdDi1wN-ec)p<T^xEh_CDw>
z#q1WIVW8}g-h;^Y^q}$|g5@s-vBf}OJN7TDNfR#`!g6f5W*#fbst&z6>Gj4crByQl
zy&0;QhRdEa*7z?~8%sJEk4__1exei^${(I^R3R9YAxe1mpU#K=vw6?&H|}4M>G!w4
zS-7$!bW4mLHP4HAN5GwA9Bh4^*t5e6+E*x{gUI18Ho~y&dYC0N^vL2E+t==ATYKo~
znOv+g1(Wzsl83A4G}XrIe2nQdm(LPZ4-19u8KH1Ae`1v*YBrMMh%Zo$%JO3S3Oa?;
zGd?KbKGS`LhF%8ZtB8sc5;BqT5LQ`e8eU3y&0tbvSp!X$w#k*V$DNZzEXkJh3)}Lq
z<u70J>QqbS74S@gRXs%UOHWu?^-W=H#a0F3-CUYGlr>oZmvAU~J(&SuHM+@G_m%>~
zpJZD=LiN10*zDF)=G^mGLsH!dE&VX3&vj&R-mONiKR%G!fvmlDD?s#sjW{?6qa^2H
z>qp5Z(Yh=m;n`v=)_9fj?Ww6T?JyQ0*1Y{Zm$~>nduBZ}0V|E5mMc`z%ONMpE}HO|
ziFda=ZU3PEG?ww-gkAik+sK+jCUJgPP-@%Z0*qebdtZ(MJ96asiUlx3O!aO6o))=x
z{m{YcT#tsIO|9n<1y$DD2V)FeVwIr_<?R4X6R9#4o252nNYX7CmoO-<VDreP!J56t
zZRU61r;4>JKNzdu*vYI3$&5r{*~BpscvWn0X75<rH#b_$6t}7wG#Rl_0d2HUs_cA2
zqy9pkZ)!PkM}2Cd+45dE$*ANpk@%d8#slZYVnIy-X(jbpV&byc%V||s^~u0O&q&)G
z{(agwbw~H32)LBxVwpVw`NXOH`nONTpl2Uf7y2)5D{=hRXK$&a?)qutin&ZxFAwx2
zX$@$^j&LUz?5Um>_X6tI-E$#(EPYVbQmZlg{Op`;&P<r{ZS~{->)7X?ah9Rn*_uOC
zF-YB;FUewe!HX@DWwkvlf<&kvf;m=G4AsrGwUT9B61Q5Ig*wD5woMZ&1xzT2I+wy|
zLrkTDj8O$G8)=)VVzQE{MpJfs`K5!{1s*)et7Ng|u)0?fQ=#=643QM&jRm>5eYOgT
zJd$^10Ly=_&HNEo^)Fctk(~YrT5JyFD-kyBqh&Hcql{CWF;`Q#d|zdroHc5@ct3+J
zgx}l#crgjDmE3oGwYDZiBk=(KOuGmD*^r+ISQ;`LAIfh3toBH~O%zK%3mK^+*L!R>
zXzHuJlxr5U4mK*lN%MEXz~4X<f3nEGAdLU#?-G6?3SeZrKDKoKBoz(WzUJ_!@X{#H
zLkw$rb}#HyFqttL<Veb&@daVazai3oiVFoh)+Vo+77g>geId^k5lk6DRPg-@)W01u
zS-GW!2Uv54?fIdj*Y0WYnMBtzG6HoKV%UKi+CL_O>;@bRoKDpGgwQiOxN|Uf7ew6@
zS{|{GM^bCcG&Hj*c?#T|*U}j+_K!svFGzLiEg{!a@~ErGwt!x3ZbgZ)=AcuyW~a6-
z$RNW40{*B%(eFU~f3OHt2u_Ld4o`EkX1<!~s{9!1{=VbR02&jVD#31{maZwZGMRJ7
z5g1+JttSSZ-=W%*9iD61F|7z#H)dHn6ptN)3eb%!r<$UtcE2iqGAACpbVlY8Vp@5r
zIW3-+*)IgG=bSEkU1a%TL6R!I*veg;q52_kivs3OYPxot8z0w8J<BzmLZ73PtdH>S
z+0Utpw#%X!Y`z3N?_h{dYp;%Rik$Nk6#6->M<D-%iLL);M*j$BItm5=D=HtUt9cQX
z5hn!r?>!<khp`5IEH`zXHhE9D*Jg~1*+xv+?Hv>Y4oaHtt~G8r6$^9P%d$Cbst=|W
z^*tJ>!u$@Zrx#<X*_kR(>3Amiptg5C5xWF(RkeJ5eEdXlL#|u$B;8R+^kP_a{k6e8
zfy<WYcuoU48<q_JTZ(2*KW~LJ<*nF%srrPKdAlLdHo*P*H87`&?o}BFo4xL}M)eU_
zsF4B}xA|-74INcoI-50W(SqfA-dbA<Jn*_GBX*><)C~UWLcj%<UDGQ&(-gDVhTcY0
zS4@I768ZK~3M3uP=Pj>n#k@6#ko=Vl=q3LsddR<!o(_j~jHSp5rDIG=V{>BT!TGYn
z^+RQ}5nKU+1*9l1tS0^UB!RqF+|x=11cUBu5smFGy~Ze{7elcdFo?<T`Cd)`y6lmd
z#aNu=<$&*L69mOaKRr>MLKFxq(dzhjBW)S`$<CuXP9aiUa=-REMkbgfyuFu|V|~|+
z&ia_S-=^@RnX<;x@;je#%XH($-FU*LuK=@gvT`M_>$jHp&NKWXdUjd*zLp!Ml3tGD
zrh7UX9T~iPBLjW7Vm2wOc@BBGmX4T3ww_zPj^MZCU+)<+)Uu$=b9f(UVa#r7FORjQ
zShhQI!{J$r1}`^?v#d!&`*~{P3q(4J(iV+GyRh{zsYDU)7t0I{6xe91txIsF#4AV1
zGz{MhRhN#hi*pCxEnq`f%%CAt=s8(?;cPkteP-DTA6>qnjGuZ)wWy6ugC6JfwbAv0
zvbl83{LM!iH&XOUQ{B56u4^-URtO7+`z=gdV8hBjTuiM{-SAk%v`tbh?j+$JtthOm
z4c;5AJenDO%e@1}5Z)%86)~Dfw;1))U%-Ta#-aX=zW?zo^Ph2}=s7@j6dz4t5Q0?t
zg^UPVKrIjnxee&c{m8$5M;*kYISxN=pU59p^j%3zh3bbDbv!eEIo}JnArMy%;Q;!W
zCJy1R(y7Hvzi!7TeKcdxWuHA?U-F3$tu*_~xJv%Ud^h9jV`C+12gTkR9sa%!d;aJs
zk#U6uA%^(Rr)@`PJ|~4yD-*GM6hj7^@vpn>xIORZo^#6BsLdzo4iN*2PJ@;OiN*n3
zLs>P^-63f;cVH1#)1XKOueQ&|8<Ad`8&R)}?*szyycJA1t>VEkW!RnXKP}m_O70bY
zIg3}FuwcDMfh$%--Fhm+n_vc0ATeE&>>#<&dlWVpHe|+9INOa`^|mWS`)LWf)1L0J
zk%ihfc{Wqe#QRa|#Xg*c{8je@W<`_b>ybz(1&b1OW0?=AQh2I1h@TqBJ=4>RYnAF=
zLj<<5GfCzuaepT4yruc&cQMtdRv-iqrg<C4mJy-`yu)SspA<hF+{55=Q8-|oQ#$o|
z^ToyItZ>=qZ2~2=l!8KixYdk^vzU!L$tE);bNU~aa{k9tOIhn5@f#!ipSWy)L*M^m
zH&ihilGyaHRkt)eC9&qZGRHE)IP^x>OEu$T+qJ1=vw_6g&m9X_ng^{Ocx1A9WsCK9
zL1tx@;d5Mv`EB~FP95M!wImzIc`OhGeQ>zdtCF(RB_a;yHkA{~2tm%?tnSm{);Zlp
zUFqS(X8|f^SK%ZHnbEJ`xgs|bK=tj>7{egmoW1v^K0Bl_F({vEz{aQQ?-dj!r+ug0
z!?vo57ty2GV>klWslCn|Ugjx%C`8gFL{uS1KU^v2_At_cVd8;RAFEIjD3-2qF3-~J
z6QnPH)=|ZD^P&yD8_PX4lU0SQqsE{of>pWm<xD`%r<@3Id^eS)+I<5kD=%r(P-47T
z5hn6(Q$KZpr6M%+VNaj%sFCandu~<CyKMPd`fwg_)ip(Z)DY+`OAK2fNeHe}Vg_QJ
zK!4)1lk=Qet~unPBuLe>5pxBq<<tPV<+`{*L9K!~?Krm9;8wD1ODpEB?+@V41!VbH
z?<dd~WTV_Y6H(u!zzK;_a-l3*$~pYu=iZvbTDzgcMfBRgh(*)PBJ^m;uckuNB6O(c
zt_<*}DE%J^FMjItA1nNA4<HX|4lAVJyPae_FV<8L4X;HE7Si0}ZEA-7uP{lhDPU%A
z7-XdfVDG{Ovna6c@$_@B*&qAV20lJw2vxKtZMUi}uOGG0*F_JK`V!QRM6`}ZGxH8J
zM}O24g(x#2$)Bj0Zf;6Y?y)+m-pKK{6Oe51BRQv&qHHQI*&#J4*sC6>^lNeIu`D_g
zDio4+$PsL6(3Pp|-3%m_=a^)}u-RuQQss*x-3LXmq+m_~^N&SXZ}kdPd+X84E_zZV
zF6>p-_gq$A(#KS51x$7*I=+o2w5DuHKF;X_1yqfGsF;*iqgO(6)=y5{eHLq3tpL1Q
zK?~7xG6@}KMCYw|t0bTPU)5><*8M+HjOG52pIMMpF#t<GHI0#H!|*R<sVP7=K9_Wa
zQtQm-n2Fknk0D*IYG+7KtP#?I?R523(iv5aNE7SVVK-(sk!Ngjn|K<K8bIh$grZ0A
zOBIU~y31sz4GmIAcZ%%fBuqnj4p(^Cf3;E=UE?;X>|_4nvHv-mQFbR<C`=E@D!Z4o
z{l}k&AM4-A46x?u<s^pj^fGx5+^3YG5dvDgMQyu%cF3gTuC`(_UZd|WNu#EmwG&9T
z#W+>G71UK#%x#2GQ!`iP)T3_C@<|F6y*ihVv3IIQL`jYvlycX6(wM4;v)+HJ8uVlj
zmAbn?|C@7Pw;Jb%B%1YYA$Vjv*W<h|Z6wa&z=}Z10vjCUe>GS7S8}6Yl_L9pKX`!n
zxiDXweuthxk8$aN!H|f&BS%t<@9q-ZEw^S5Kcjk-eJ#?37-M!ri~UVni`UM~HGTN@
zl#CDE&cb_6co?qIB{O5P4L4~Ak0pwml!vJMRBKy~O0>(_Ym!2One?PD1QD#p@5N(#
z+!L1TqC=0x?kXSj2902u5xh30#*a2)4?1c5F78&pt2MFj%X;(yXPT(oT7I(W+Y6|R
zqzkmT3+U_Q*9l+ZpIjd<>dg}2bWs#qeMkNNirF}}U_khvd7SSCSSS|sFR%<l)-5;5
z8gmot*Id$e{iDxyKx)8^YAptvK12tpE6q!{FObrPF^&iC?LncmnVYkWudxL?(1+^i
z6?o0o3f66;)TKJbHhieTZToFKvsT?hmaN-Z;sI5!=e~o`Y?(KdZb7CmOT4M)OGAa5
zdPR9tqP-)ypwJgeIv;(79#YNXu@?1en@n=(ip)EUgE2oLv}DHZUrw;?g|E`DJipr9
z;Mk4o9$j@ggvBL3P3fwkM5Xkm&?Dq;%AYM)0I=MX;K0)WgC*WDrY^8MnBJwwi&+yY
zT#j2>4ewB8u|{Q=Z|C>GcHL7kL5@;WT}^I1f-N^l7ee^PC+w2j^%5|Sc^8utxZ_!d
z*+(7(CGtC{Eau*^4BRtzIYm`9buK$O5`*UN_hqr~WJ!tG$8pQPsMk@&WoUoiA=xNw
zk|N*8rDTxxFQ;VxLJIb4B=Wzp>qq~J`I`=SCqcIS{h2eP{P8YwCwHHkvYuY@Lse+U
zOJ<ue-25c{oe0)Vk=0!L&JKKWd44l!l{W<!hW`-<-of&Lj%y?Lum()Y%048Of@C68
zPl9oTK#`(A+qiW#?V012>o6Swc?LQq=xyquDD$FWYDb>609kqGshS0294Fw#1Y%fn
zh_TY6{+4SFSt5S{iu&g9;;P7r0l{BqDzs-DQ%j)-(bJmFx--tXFp@|d;F(U{T_MaN
z3{xH&_%Gn0-$-2Yvd%2lIPCt(!Q~k<pM4ll0=z<JP5VIn>>@fNYB5g_f&2Z*i}i;>
zeat$agpe!3bl*5C!}AQ_L5Y%$b!pxeK9Mp+sNs~%nbCB9oX@rFk2VstXXr&bPl?)l
zi=@o0qM`&iKdCM@vJWZ<K>|3TU%pGFPy4oLa$-4zR`E2$*A<N0b%;VI_$I$<1tkuf
zJq<9!N#!v*t(7=Ud;KczwKK6^=QgTK+{KH^M0_&b<iI{Cv_)x^@w?>9r7u%R$89=>
z_A>lm>b;}_`1L4YPoMDURl+1rUMEK^z`Gh~Qk{H6A{Y(hAeMX?+3Unp(2CD%33atO
ztc7E&yeYf34=`$vbFwLga(Z3t?Mj9)1;uVz_l(6=b@9_nnq4$l6FabN{ZKzOaQI_A
zh%g#ea3MiClj8c(*~eFpu?p;Fh}vAmiOQld80uo(?{}h1RYWTeXU23#<{tI&=*7y;
zHavAFaw%|CHZ?I{wuno_0AN92y<~S~m=+QRumE7@-rv_?{*hw(AF1-$^LnU1ojz!_
z@FSC46WeNUfLf71X-s`QL-bL@xHsJ8mfw!9>RT=4f`2#0WRg<l@iif~vR6Sx1XXRS
zV4j=jY4pTs6CQ(JH4`uDGWv=XxavZz?a(Vq7U^X+T*W$5%~CXTOokkz2Nfas!E@hg
z@cEk40+e{Tl3agbv*WDh_=6mB?N^+Qw@_P-HOHeGQn8}UC-%YhrkP?F_$y&SD3t5{
zqPoTfh^dWGdee`lL!4fPy4NfrtN1f5W0UKUlZ<j>s}o_i(;Q0cH=FB}s#2uAf>hSI
z5>g}oB!7n>MpK;`Ko>fgruf0lgD9t71%#?Gl1P9r;N3cQ%#|O>#zEl7NfLUX{iGem
z>9E*5O7sR$jLiv!Dv#Qo$oI5<27P|$XfxzAqNh2q68||dOCpw`7Gml?wdo2M7UOTD
z(TYb|bI{WJv;<S8R<#zYMTR{JOjhqed5})Z>wE7)TTkwaz}C^7dPOTkPpDC@jo@x@
za5vp0E@|_IO4)%{@xnt|*1YUj2l`+~rjflHfIjBz`S1w=PE8jIgWVF`HD9(}bSgEt
z-c0>-7WNokh?{|J6bbuzl%_Vd;>fVZxY{dm57S1MYf$-n6+1VwC|JjrQ<7qnc)qvM
z?p!kE<>$c*ty!y^PDb~GD-94|;yk3eWqH!<NByrd>{g0M^_~feR~9TNS*NMjG@66R
zbKCl#lMPujJT|Nyu&H}9Y&)eXAn^E!79@IeY6L;~kbqHwza@c2w>p&8ntjI{unjZn
zKW;N^qwB$UC8dnW0WJnOTg<)wpyb9?*+AX6Nj{<{D+US}l7>J#P0p(jB;liTfzv1X
ziFzE|?i7tI*7tMRE%g5pL;1PSA89mybqed$kr@d}-Kwiw4K@p2-oX;IT_XAr3BhY)
zH`|!HA5Xq$fB|^P$2}3!#az|Tm!?@ijG)5MSFpjmgX=3?Z@mb8QYLDXV-9h^c2+T$
z@$kZ?0fv?FbX$}kolbu<=F?!25ca<U#TP7SwSKVL_ExFNL+!Tz*vMIeVuh>yGS)-w
zz<a}^3$=B!!o_df`z7CJo9aPw&-fMDCk=UUX$OY7wpIz(_SdU4j;P}92_MGI3c(#2
z6Oi02-uUS;S$Ed-qfeqbMV;~6&bt6WEt@yoN%-Nkt*Gj$V_jJ%3}3#VZ{~BBjlf=+
z@9gKa_xJ&$)>ZD!!ih<9<WUN|IouTQ9P>tWyANH|!G?_4m{_hFu#y`1;3T!1z8laY
z6lVU<@Vqg9sV3aMjo=`<R!P5W8b8MD;!;mrR*EmJ$U3B8isVWDidshQD`!O_c^MRk
zp|o_Nw{0(#Eze|$El@5;DA5hyc!Aj1()XwF6lVr1==1CoJqRFNmpxNe$-}xlp<oYz
z@$_C`QVecIEs=ljk{V=)sL!R7cj>s735S?69ICNjo#Hq=sZ8s>Qf(H|omIM@mAwev
zdiDOHq@TZ$s!(>jO>N2>bv;z|LZB-!N;aBS0eH`PiMNv6#vtmsSRU#3eo&h7!MSdX
z6N5Yf9~OFg9>rRIHUr8`qK7RQyCzuVJr&D+=aOck{{HzbA#**sSadf6vhjG`l3?{H
zBUyOz)5L0ux2(ak*dqAah#-apHMJplMJpYukeGrHpC>L}Bl`mymtN`7m@0}a6kx^Z
z-kxeNCl(7gPv~Hc_b+8L$gTUQp*iNQ_%kny6bM0v@yOm%eM1NTbk6CoLBM~hF7{_C
z_z#LZz>)js`qhiCQ@=Zo`mx^zpn9_M1mEQ7WLmohy^D3?xZmc)xJX}|aev!;r-Xv7
zTU@sws;)H5Q>eL(ipbMqI9d90x$7P*D`QT<8eX|wvKNBKiVEGj;2Vqg5!K@W%RIfe
zn&yzxhFXjLMS;{-kFwU_DE#hS&F#uXU_`5Xq3e2pvJeg4nvUH=2i|YUZ)F_VoHZm;
zbOtJ)Y`@S+G`*}6B;7O8+N?7lWO%%p?X2yjJ=?ct6K7Swu*Kt6pg+^zqVW7nch7fF
zIB4{vb_DhWz!}>0oG-tD%oT1@7>RD%^}zUJMXyo^S!}Vm7GgaG7LO7MZp-%2gsbA0
zi_xvM3cqMbeUeBKUazLuWa*2#XdfW+EZlEAZ9{8n4qSjANRQK7;{q0b9^9e-wntEb
zvtCZIl6Nv2>Y~`W>!Z%XB4gz`0cHl?ic!|;PX~Yh!Tbb`D%-~malh>&YfYJiMHvdi
zHhXw*eRQ9k&0!kBRE38JR`W;ehEFO`SynYI;V5fTcJWeR>ht(MLm^PZ64A^zxmE%r
z`MC1Zr<(@)mwI^Y%gAU1!mrH*yWlqfq)8<wC!EhL`lgSvFUL-nNIGV@a+oGJmU7r>
zHrm*ovhsf*7K+S!GT8FcTl!QFnxgvp1Tz?v9NT~wx(AmXa1+lYwWy0`vsW)qk&RyT
z3c}=A<E*O*YQ2P)Q%|xMwkCJnw9F12LJ{*W!&BwD+nK0w#0GNea^R8u(-gk8%O`c*
zG~|-@xz(|?$~wF5fr%_=fSegIXlm#B$nDtoz)KJ_)05m}OF>bs2tGNzMzWVl3~SZh
z;<-_yfrA9SFQ7=%Z0qoK6$PSJ4=iO>65Pdx6PmdB^J-@v9v44v?NdF14REL;qkB+4
zO=@g?j=2k?Ncq71{WjqQ{2Bk(k9gGhLJCJ%tXX{2QB(n|<s6mucP%E)FrJ9!i^3e<
zAg0C@VlrqG<nOp6gvTb$!i;6`=yBST8X+u4q}}c!(@I-D%d>Y1=N%nwnm<TXyxXWt
z=6?KzKo&#Ywd;c<Iw<i0uCBJxXd7BwqR?teWO!vtH}P#$KMeRa1^@N>N8&NifS>sE
zbLZ)Ib~?bV<CX2hRn4{;yJnZ^$M6<sC~O?XaI3V7hTKp@|Fj^fjLt59mck>{6>g{#
zYV<wz`SV!mv05dcqL8df=i++LrztYt)4(vueKFz0h|h_XVasRncvfK)fy-=-TPbo0
zsV?cIcypq#ekI|tjJ3Kt!;EuTuEfduLB@d5<#0{pa3B@lSY4R3Y_w`Er)+2trume(
zZht{>*G{F#i4W9Mo0w$g<@$FUbK-=+&)tM&6RW&$6A)}TWna3`PG<v$Q>`!Fap}hx
zkg3+p*z`}Z@7N|bD|Ij}n!O8U>2EaW$e<wKNip^iMV6Jk(5%Yk&UzqbFtQ%cGp%Mz
zHfQNvbatO6!h17e7rsZlsQ)RpX|!WwT}5TSD23TDyKDwYe1N}GvSTQ3beD#T-r#Zf
zx+&nEOMi|{hPlhgD<VONR?$`@!MC8&E>ba2&Y+vwD7(jeamZnfcx7K4iVFd9s!L+^
z0?_$P)9xJmHToEWz;-BBj=m`UIJ5AHjqVuNZbG{c^Cna&MSxu+)yaVPBVB1-{8P5q
zRR^#!oMDQ<xs=vK)Ad_WD&6E3@BD{oxGmf+L*<q1WaHYQA>-E9`&(d!<atfb{>J++
zkh_wT#Q{T_PN4XBbU{Z9zM*Nbl;u6x97C8G&?FbI6h2$vl&Z?3y}VPv1$%oNi;V>4
zuq#OYiGpCJj_i@Uugay$n~Vi0JSC1&sGXN}*u&SwC%SLrhh8ZdE<8A*X&1u4yH*W`
z8JPNebT{A66JyowT%#DrN6e}C7Lu#4Jd4;vnt|oZF0klt5$cqAuvV)_4<iMc+Pq}q
zGOC0}okx8@jhLkduOfKA#m(vYyNeGs$0KawgY%$ot>aum2L0ZhJ)qq39NIN!O{6r>
zgK^N;=vQLsNIQ~oeS$aY4)U?H%4;uEzo&MBnD2fqH&0%pKSK0KvGGD(m^|#(#GpbQ
zv9Y8s^dZ5k`h;C|VOg$%bDv3zZaGCZiP_MVnjl<*H}m5TZqK0Za%sr&5>vo$@WlWw
z3Z)VsjUD@9EV8IafKXh|rNkF}vVzN(iEb9wC7P$%IqBF}#vPZ^s&O+<d04R2Od<4q
zv%&1E6*bY8NSTjZjHBc#X(3A#I<k2zxc3F&^vX#Z4N3(|p75n*5H^=XjypTAQ|>tl
zUHDF$Lb%HY#397qEKNJSQ@%UN<DST<kV|P!cd_eh-I9l;_6rXNIC~+XMNIS3wCgfn
zlf!mWjPzJvzoI0MOD){(vJBXq(q%ujzVkFK*Sb3;wo7wl<I`%23fRpgrS}$6%>5mD
z@Q2ok^nQMuL5II2h8#N4mv5=N!##$wZ<HM6x*}Vy`G#?M_8@#49d8`&%mmy3m~1Sz
zLpQ6kGWz-+Zqr`M9K~1dB6WQ)(o<`!Yb=+msDWBZ_}@GDHuyo-d}w8=^_~!NzNhiy
z7rcJcTFEG5C2N*gMZ7&c-@*^<o64EOS(5h|+>3YgTBA1j3A5G1^`fa%LEI-HqXzVV
z&etMGx`QT$vPbf)-xbmnRc#Z-)1*ZV#wsrB?~-ImD)&h*`{)VKi)vvK0Lj$=+GXnk
z%)6hG?b&g6g?P&+Hu(t)jaqQEDc0zTq8lQ3h<0*^SsB|tfAyN*ks)Qp@uuJ(__}^D
z+w$cDN!Jp^c$)P+rK=438Cv~`r92YE4L~kIHH9(r<5w<Nfj!_1PBZsq>vLg24tsdD
z(*D%kqzrHMuy9>K_wAlj2i2!3tHzgo?3CV-;}kE>TQ*>uSyKH(eBqu0joAxlP|)~u
zH~3r#F{x<&8yeOoo9UFt$1BDuj0GFxb4>9&57AQJa=oQZ2uELoIGoO$36Jy_q+?Lq
zAob0hB0vh`C*(u~IbWhO=)JkxtRY+MUKH`}2O#7n=hTdPUFS5e)&m>+&SUZ<PYb^q
z_0T3x(2kKr@UB_i;Cz%UoBXEFILgB1bffW<2(K*R62W=e!*SBBHt*XLABitQ-Mh|A
zNr+qrrzLA)U}YG{G-u}a)hxkCN^&-ekBDy-@RnWoH(&XO^vdNO8uUJR{Jt_BbBuzB
z^KDcy*d-p@yd|VY5FxUHim6-lO3O@Dg|6jWnwIR5dDR=488jh8p6bU4^@{LCo@R;<
zIZl02At6WuFLq`uDxZ^)cQ-z*H{lK>Ic<Z?M{-76YI24Dl4qLO{3wL+p5zipHg9@s
zb#@h2pV19<8wMa9wmZo#lx!f<-|WO$4U1tu#Ss=-eE)J+$JTAi#n@*>JbiWX=&aVX
z(lDKfjr(J?7sc2RcZ)pUZGp!JM9-+XeJnK;ml>eOkFk7x7^tbsP8RlJ2DRO1{Qlxy
zOgp}ZRgXhWo*e~|uGT+7a~8fBb`QQoB`2Ne<W8t3y0Ir6_O4AtXdZ=h5i$8qSf}z*
zS*yZB>-k}RJ0_ybZYk)D;i+W-rOi{pe)|*W!nrq!iE<$81p_i2pUKHcRd-|zL@qB@
zk~XTwFi}{sXOhYw{g=bi4jGx-7mikkbGVV-H8hkpq5f(DKiBACp*3bnS#)g{;=Sk?
zIH_^7N<uN~IvY7KBuY}TGTH^2z*v4bo?nh`%Wgp8LtM{;W<2&gY6^E~+z^!oN#0Sa
zVk~)fk4O83E}a}7NwK^;sK{uC=IvJ{F~$}Tf8ji1W1t@n)t#t%#eYE3wZ=ym9h%mH
z(BUXnd^68!J@U!h5-wg=`S$h{*6+^@|It~?@9I(R=_om-HWxte5IqHKt%tL26tKyD
ziedR>{IOsJ@vbx1H`Pr8E+=2wH*U(<0%P#%SG?=(PoL0uU<r@QN<9dKsl9B;izLV(
zPaf?L<n5>iVR`Wge6Q5#bw2t=tzKTsi1E?S<+6piQP6B{DB9j7axDDu<Bis%=?I)&
z4}zJ^OWVvU@^`WxmX*(pH^%jrtYW9`h;mUZ)~69KBhm;_N>^#G-xq55(S5RIUb3Qu
zvM>^ob%CtR4A!T>8w6bM`&SAa*vF~)ENqC?!PeJM3Wj9c>-AGO^sR19V-(2u<6t<t
z_fmsYL6?`nsRgzYMzh0dkkZtuAgm!~H`MB(Y1znfh*64>JZdm&LuiP%ln{DyDl6zM
z`DBh7OK9p7#?nwEBdVbJyn{RN)1sDq?XrDA@z|)hkt>BfZ8iyg+aw8DF9Ll5x;KCT
z*FmNN+LX8L9WRFjXV8h7@IFsQU)__V2)TXvr9kMlPHoONrb~seAr=pNp`A8xjwvD-
zS$(F`vQ|{jE(maLmr^<7;-8B1Y&{XP#Jwiv`{Z=(j$y)1=*74)QRJ3p1na$b|Es;T
zj*4>I|Nj8eB?t&egHnQYr$~1U4bnAqNC^^xfP}O|DKUgFgLId)Gz<g6fP}P!bo-ri
z&hi}B?|Ogh-n;HM{<#0mn&-3jo@dW{KhNHucx^1hkk-OH;U{OaYh9X!-%Rb}eVQ`u
z!!;^B%Z0oWoR*(eu3E1JK@qM^ErgHO?Cf<(^S%b^?=D@NZEWNewK*+alECK7&t`%S
zTyv1bSvhYHVMDURiYoO@86Qmhg2=RiR=-8|{$>UK(|726?jG}%M{#(xK(Z?5)Bq8h
zm`T>06gt`6hpr4?hvg;i@C&g_+W8$MWhxMQ*QR+G&6M3F%ncHsi~tZ}@v8Q1da3vK
zrKBjLlGK#MbjE*={DO!SIAFO>5ANI5U7s&O>8g=8>vt788rJAQ8#{<8)q4xQj(AGU
zTRJACTem$rU2gfyTpztA2{l_8Dig-LQGtC(S#-DBgUxW1jhW^NGzdEOrmBjTAXp8T
z!Vd`010T`o(6$4xK+ML7o;P%T>E6AkAi<JA>MKnRb`6=nFH?k9b*1bFnw)T0pn+<E
zQ^`9M|L~PWKT8d52Ni{k!xKSW-Fi@vl)d)wxKtJ}H=!k7sd&fgw$KPZachB&I$_}m
z6Wof6fL}@C!)1eXmlx1gdW<E0mA_&i>-KzO;1%f(La5R~VirZS(m&fU(l;lVtU-lO
zhX@<rsC<o6D$c4bx;HdO=eLN+OMUFL%uhEb0zH$kgeY=%vJ_=`P%$-J8K_a~J*l;<
zv_}O>KF{~6Xp=cbXv^sE8Y#0oIb_Daa6_emePvv7Z=VdGJ~z0vSO;>kQ?;?O6lp(%
z!4CyvQ{$|5L;}VqWVbc`2)E10|5kycEzc5y+T%HfXv<Tfw%`1Jl^FexBxzBicG2wY
zj&~pcZFt!&?P`ZN<<=Xf9ivA|CLbfB6Dkg26Em6d#1imXoxAv1gVcUwF09S<&-fPZ
zdHO9i8<@13WS*%CeNuz$VauAMf*ETvU@h8ir5gcL(Wb`jvBto`Oi|G?kh6b7N`s{p
z&XFV3(%VQlpIGIq1ikd^wveI_;9|KI6mub<H8-mnw^eVWztUWiYo6Kb#x1%+kUx#k
z3ZU`Bow<LA;pE(rG5N{XTvHU*_NetDIFl^)Q@Y!(R82>DboE6NQ<(ciAJ1*tp(ith
z`G$_sYp*JKFsruAZrYd24^Ih>Xw(<5Ixg5tI<c=QZGY+~thNVC(F&CpJCRaBA^VJy
zeEh~jdETPkTxux#a@x4Dxrx)ehA;--#92ws7uVDE4UhTQW925OU`?izI}}6Ea&8KT
ztk~=p4%HxHr5u4A5wFA(IUktg#faR;F2xy@Z|s-iIX(y&Ys(F)c0KFQ<XduKyr={h
z!~E;HiN#v&+Ix3H&JCW1d~4c+mXtD&c5=#T!>hIR<3_9h$zZ~d!ePqK!}aB)oQmZI
zgVRwxw<&kcN@;wz#)~(_Y^Y=JiKb_{&qux^PDO%C^Aqor3-i!DKB+QjX1*hE!pE%^
zIHc4{%y=DG)_sMf{#;oZ^Wk%UsJnEwqv!#%h{9k!yCazenyO(Y4p38z5P&v{b_mG}
zsfb%5WWCTp`rA8ioDh1JQ<S(i*;Edc2TiWu*ATONFJZv=QaKS=OVK+NQ?F`5B61{p
zMXysc!I~6UIMnH5>J4jCpWOD5QG0Me++5RZ@*%M&gaMmsEo;o4vF;mrNJQ_h&CI4G
zukkRo=`jC#0G@Zzgd$X|VJIwy4OJYGET9X36y$|a#IW=K>~fUvwsa`yJBC0kk^drc
z<&P!6FF;LyTTu7I%lVrzAcaI8JBRJPuyyJ;A7ldV`&#<eS3VNUf-8-Y$v*e28y>2B
zYf#`fPhGkjXy(E_`#KvPZC9)5Va1O39i_Q2QJ7O>Rrqa8cFr7SkhOcAjARP5qE$1a
zh{OzuRF_2D`WW=COa!aRZ`;iEj*i23fV;^62Cd{));AlhcKp};cdMZdwa0>7Ml`_n
z`iW+|ysKs~?MjSzRQw7f??eXdsc*5<UN7bx!b)~bN=Fk>!EKunXmmI7_WnT_{EA6H
z>E@zbB2wRcEI)b6$6*4#zAYi^Lm~xSw2>r3Ew4EJ1>I^kj`u!1Ell)WI4+lJ!6zS7
zV0hY-s0%piFV~oq;KGbgun$;C($kzL?DByodBzQ&6B%Ya?dyi$f7=-CBA3jWgB4&P
zzc@soEO9&!BEC<6t|^#axEVlLnjWL&N__I!S88(dG<g4GkN-}&t93+C4@u($1fz(M
z$iR^nD?N9{5zNcZM_1M>SPGA&hswJ7Vj|6LNIA=kOD?9=tHpKRSEG_;<^R<*GBn=b
z+zc@&<_?<d+YAkOGMvi%`1}t3lbppchMk~5yp@7)aRa2^Hun83_I!z7>$`Q8p0(Fh
zJYTdudwoUd`M{M6K3GRo*77O(@yABT@l~E|6S@`%=%!Nz=?mwVC(Ep<B{iHZaOa%4
z9yy}c)Gu^*zDdr2?poFPOSH0Z#!3dHCBx)P*yCRHie0Vuf6>!>!OWd?Hnw)&bq)iI
zJMNiC47Qj)p?yco*9naO_F%>$ITu+xkY%7=uHfv`)9@;IRSUpc%Yoex!@^HRZa~i+
zXz<85g}|o4=CLL<E)-oBH*KA?jO=P$d|ZAhbJh;)7~NXZBsA1C;RT~jQ&Z9cIXIe8
z%+{*|7P;(})SdnXW0i1(JiSW4;pxt?cqZue&Vo^%b1oIR=tj;_=pr-wxM3g8)#B_M
zjmc(@Qv{(=Mv=GGW-G%>HB0I)yOe_(b?v%uk!K%})BSE#*FqNZRtNV={KjeOUxg4`
zYBT^r2H2P~{Zf&&aRSR;!s05u{sg50R)*7J!W@ba)z9<qFFBc8<1^#+(5f%=7rulW
z*4R0N&3E?iP#S}xZ#Zs(h_6X69<GrjQ#?c1$3T`o*#zki!@mRGdEZwYMaW<F+dB=D
zc=}<`=)Z>y!t6P+V7+gR=Q@1RhwvlyPfAW1R+~ZcfnYZn^FaZyZ-KWR)~kY8o!G&I
zF7HNMFVlV2Rng19)aI|6OK?-s3U*EHFm;-VEMfF3pg7)ClIcvllvlNcnonyaBI|9e
zW0#5&3#5WHzF@@H41gMsx_sYQRGisrQBBA0feMu|dSIeRG}tZO*y*kPvshjx!h#d2
zl-xTN{p*50l2&kV+>%m$noR2S26c>+J}1wnh#S<SN}c9rnlsTCx}`>99Fu+`Fr!B(
zOT^SV$hbl&N<14!bi)Y6tp1Y|h+b9m8{rkjBKw{A*^!aY`WuN1MQ@$rmHz`p){8>C
zvJ?CUJ+b=z)$tFIrGA1?sS{uw7sFhwYohvpk6CAu_n#IjCha4TNjKXVe3y~~ZiyNZ
zHGiYX_J3_#XaDj#AdH9ISwcF09<w3Rs6gx4S_xBeR347DwN`jJxz4Ok5cjpil4WE9
zTT7k3lOi9~*Y3$K$SLhw^&QT+Ma;@k8;0Q~1tiZ=IJ}wrAWSOt&9SoUNVa6xlD>Ep
zkqmu=*|?9WKxt21eY#H*ddKT82|aK4?3&>#xt&{dG_?up8PZjnWZ_A|K7xIQ8z*~@
zB0-{RerGt8NX{8IpBHVZ<B0hO53o;?7#OA!PZLa=(skZwRG~d`t5xU)Tm<0tc*Mcn
ztxCo~X3=HdM%+I5fnX~?OCz%9!9_VW>jCjlN8eIqf+>$E=qZpjjMtpihoZ!mPbEEx
z_YkRsUZ5_gb+>hRvq!Vl)Mh+(GIqm?{bBao;gPN!=2~193ay7RnxxKTyTpDuca)L{
z<$c4)71pK27M^AnkA-5%Z=&*`7@6#>Ohf7yGDc<$SN)=khA0BAGncu<It`+_y;~m@
z5#Zb49d2=61g<|CRe=@wV70nNba?CHU1sHQzTKOO-SHl%jv)Ei<Z`zGc#eQ?(Y{vm
z%t?}57k+F^9`7D7br-Y*UhHU1@Z=c*Q?{cwzP2#}(#oQRFytJKLcAu`RrL%}r7W>*
z|7<qnA1h0Cz_`pNC>`Fc&Vg*HiM7op!ey42k_(`M+TwP)hzPbDtqs=q(^<6*25mXH
z>mZ}6tfsmRZYo6=KXf0w?HK~N*O<#-LEwzzdR6-IQofkd!o-_FomJH7ZC&LjBa>d*
z?!k0hPsP_tI+F4rj@#1%v!3h2y*(Lj*%HEcsq%r0eP5N!`KMr*Wps~p^9!F*?+CO}
z&iA`<)k5*q$VgsK(U!hxuCA=F%2;O`jO8JAddKIuU+GjZ#m9TeRXRI8H^epL|4@f#
z$m|;IMRq=yZ`_A#<rROllAcB|Z-ckVY`z8s`I)&27(rpVj#T?ztF)ba(9&^}*JGu=
z)^j`Cj4dxdW@E6^WO;IONaJlJDzVTx0@eu5$a5i^_{EMTp1et-Fijwwby83<jEY*^
z;hZna<^*;l`>U@I)XQFX@2d6fquQ@b*?u?NMK;Du<QBz?!0OxM5<xf#%rV`w9u^X(
ztf|>V8pkXoW{7nE<15L#k{)3}n*~`)FLmzEcG6a>;t^m{qC<9M3iol>HALP8w2W1b
zuYxrP$r6vs5M^WQ7NB#VwwcyR!Y^9tu|k&%*W@|_a?S9l2fp|w_AE@VG?(?PqG6+E
z8Y|$QCu<N@d(U(EOHbyyWab-;@iIehAK}h61zGW%h#7Gcn=pbKvN4&b6{f5COWtAn
zVTjw{sYu%|7`xgV*KC8OgkKeS{7C801QR#~8Xx$DD~hE!vZzrwv~Ea$tk1SrN3hoT
zs8T)cxHJhiKAd#_gi&M_I1z>9>6GvSQpbzo=}o}*p;+_ce&))ixSw~!XUQG63lXkM
z7aVCyUd_-aUZ=jA4X+yXA8G{a#v&r1aV=RUOfvbc*v55+Z*1I!bUE0cFAqNStTqkx
z;xLvwP-pC=EiG@`TZuaW)0$DD5@z|UGm<q%T?D2c+`QkLujDEJ0OU<KJlNt~mNv$|
zm<nLH;^4gE`>dVdJTP+d0t-r1VEwH~pDSZ}4cg3HG&{&L2$LPA>L+ib0g+;A0caz*
zMT;zS>yvI0fuw(8M3yRU7|s0k<W{o#2}$+uAi@FK^%a^R&m3kksPF~sJ?mOPS^+vv
z>*{7s?vYc#hYUQfZo3gnkjzdmNOV&&u@4mz9aTHBEq+p9fg^hPj+{?2#aKkdZJF1~
zPA~m5W%5p+Jv=+E+2xBu5m$W8ylTE7QfjqMX04=KlQxUQq?)9Q9H*mwOZ5}@%FJ7&
zROW@oBQ3@LSwwTvA->zqO=V$%3EQC4a*z7G&R)i}aXYGOED5|0_%)SW35KVwr5`dU
z*mzj4U|3Cq@FN#<KWsHx%GZ{mq`hp8TD~hZ3Nv0lAiM4ZZb8<aGkBMDJra?+`+-a3
zL*B3vdB~;)2N2sjP1Jc(oX+%XaqRd_viLd9oaaj8q10b^rQ-rdE;)h>hVbkn@@T=O
zkcn%`jlD;$epmb70lpBD&WgqTjh;=#xY-e(70T{{LRavtNuw0_%dE2COl6%8=LF=`
z-{nS|V-<LCE_Gx82$R6|_hm~nN;J7B4%R(-cPs&EZYbJGh2l~ZpDQh_U7u~6)xBu`
z{I&S<a!r~$NL*jADB>Qn)JMolOA07Ky}1<osDu*3DFoByMu3Q)3f}m=ycmw*ke~cK
z|34ql&)3k{P#X|J%Z$~d2LuHN0>?1z>6J*odyV=G)M^A)FKa5eg(Z3o_sWh>-hZCE
z#iGIk45XP7;bv6VIo#E!bL+30Am6T3NLH}+CTPL2L^Q;ibch8F_#cl&6=LVbVjMv?
z^xXr%dild;@p8&__qpxeDem1Ub}fpj!F~?&AtckZTQrJ%(xx(ByO-UwB1~E=zh04(
z*VyDhfnbT`L1$agEzuVCd(K{8%D=XiEv$ud_`TGN7(-hq?%9R78I@<=w{<Um<3p@#
z-Vy{ccH(^b8aQI5$n<X3FHob}WdOb6tD$$%QRK3n%G(rJq@U;5wtzs4JY$2%`4pEA
z{zgDSqGl*Q?Z^4Gj6?DTfJd(-5LO0-r3B@XzlsM_mFbo3xGwuxhcz@CMCaEr8PP`o
z*D|)fIaw<wNLeq24&FGA&#oU+#L|iTAc<sWjd6rvd>W3!PrE)y<V{K%&u(Wp?>(6J
zW&jR9kB5Ud0c*4%!QA{wI?sf=p(aMlw$r>#G}MnPk(+}bM8Hf5YXqJ3uxnKjR)!%0
z*Pw1uh8PyM;@ltrG^jR>@7Ope$b$S)Q^K&xn$%(4qI&&7@Xlf#t=CNL5j{blEA_Ib
zJCt#N<;6<z*Gpaxu8*zxOsR6OqWoBZUZwb{$aMiXo(=sTkBgx;A<#oG9gk2fu}YA|
zksw@+Sj7~Ntw8c&EXs92pfj#B{@zqgXAH#@``1}t8A#m{X#W}nm33orX;Vqt{TxN0
zd@8=$yrtC~Gq5z5+Vvg4V$}m2X$7G|O3yRZc113`0nXZn-vN6`8_y1q!QRh4s6tTB
zQ;)MztZwpz?*Lrxbd)c)cTMq<rSb9Q34Qk8HSZ;}(3k#UMgOBcw2JO~Xrg5ar^?=K
zXFJkj(u;S;QHK`QU#??VV~FO*ppH3uo{nOd=PV!OUz3_WxDHGh4iVyETS5Ue|1|x}
z<}G0?9uFt|56eHB1xzo+;{Ds&%KLkr$NaME|Cqle{3k~y7DE9ObtuRWv5oyDG?_az
zIu`nW%Iz;9!N?U+Gv?R-u}DGtFD3RELln|p_Uu>U189f-TK2tU9>2cOgGu?z8NrEG
z5#rE39EkW^^|w#A=VKuLu9`%Se*N1Lj75HZ;h!Akn4zh*FKEwl_N4cVpDo^-kVehB
zZu_lZ#tF#SgG4*b3~Y>?)3+GyG^hhb0u<Qt7tf^kq71{~3O}DIfl4hS*c!rCfpb$V
z?ewr00%vGnFa+pH@4a+*c1RGu4-H_$V7?}CA-)cM6|DE{0~e~qaFmbuW6e71xQbKx
zYUy(<*)#3$0G!$v-vKgx(i~HHA$-z{6r<k(>r~h)ikD0?^j8=Rm!;-008}OHa}&Am
zfVVdEsr3Kp;D2R^dZccTVPAGK^o}QAlf>PO7wF?Xg!<Z2_4iV-92O%S!1(uHRudW0
zNs9sclRF!4us5pS(W5K#xN_9(3?L|`la%_DazYbhS7UD-2wIyPhB}0MXvq?Qq}#VV
zM>lmu-QG*IPv?8oN_h9WI$)UknaK5ChFe^gJo{4;#w8~T3hZ#S#Ggd-mtc$!Q6T0Y
zqAC7KFrYCRsy{`O|3i_$a(RHwU#k35k@_uU|LNe5N&DY5L<Mem>uNY+HaF<4O~|xv
zP^3LMrr5$P<0MnzDQ>|em;A@_(oiV`|4{zg|6_+{zA2D1qXc1KW+yx>r<|w>(%I^&
zyS`afZ|OR5`=Gzw@C7C|Gyu_J=~d!51ak3o8QA-Z<=L7#G_rv20KFgF>FxrvOr=u}
z>3@aMcj<tx?$${nmFiejScq_!F~9?eM@i^kM_UU<<SM&SuMi250#I)ns#zIl>-rST
zL>nNLvq#3<*qn(<-Lx#GIL#<lNRJ4lz;v5xOZDf#$N%}yxS<MYD8JBJv+~<%kV@FG
nkb4VH7jXNQX5EA{#r!9g9&A9?m^{ES9z`bnx8Dr?_fP)?1mdPz

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-170-Automated Driving Levels.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-170-Automated Driving Levels.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..dd780e659585f2cb107873d4ce200dfe4c347c92
GIT binary patch
literal 109236
zcmeFZ1zeQx(l@?HBN9qTD<zF|mr6@Yr%1EXol8ha3MeW_cZ0AXt#k@3uyi*_*HX)S
z<1f$eob$ZrJn!?o@&EkS&n<i3d&SILGjq)~^WD7~yP5+LD9FgmfKX6CAQa#q=xP%5
z7=(p^fr){Rg^7uYjg5taOLPnO=1p9(+jsDZsK{xksmLiQ@6mHSxJS!IM@h*fz|8iL
zi<g&|=7EryAh#$74=?xiASl?_*tj=w@7}s~m-{~DeeQqzb@dfQh=rPoI*E!x3%Wsw
zf=Y;T)e52k=tM{P`2zj=Lb-v8hK_-Wg^hC)XaFSu-9SM_y@7^`j*f-~wDtu)2cZ$7
z-@eZ!g>gsC1e4a0h&v!Q9gFT!`8Q(q!CiWu7fylLI3%QZ$;cTPA22bq@bd8s2nq>5
zej+U+D<`k;OhZ#kTSr&V)Xdz%(#qP#*~Qh(-NVx>=v8n?XxQuUxcIm465fCKn3$27
zm7SBDmtXL?q7qtF{iUY1xuvzOy`!_M8#XjN0v{b4pO{}*Tv}dPU0dJS+dnuwIzB<1
zo?Y{W0z&<TE#UuO82bxfgaBVR(9lrPFt7PSx#136sDx<f_qi}`OQ~U+INqV<4!|OM
z6q{cD4V#WfeV6!!(;yBBJ?}ij-Zg7KIs4Zb3;a)U_B&&L@HGL#MMVJ?50wxk0U94b
z;v*o>c9BUCzLlKM(|T<@uM!@ne?$@NrWPv3N2pViUx8A$^pVJpD^UAp*>23mYcJBv
zpsg#=p&q<XB<#TWFKyPYK*9ItOHYv_O*=mz7j_LS;T)KWkmfhLqZd~oo7t0N38aAR
z1vCCFNdIy16$oN_1zL1ncTsZ?9YPX8LYh|3wXQ%-<yWA+T8VjC1Q-c{+Ml1(T!AP`
z6*D3NR#JB}FL<s%5);*zmoZnMC>W$Udbj_Nv5h`TlcM%sf#zjBEdS`6i6n9lf&6Lg
z!)|5+d|;els`*ra*elS^AwX>mLT!fZnqy<+6-f4)<sqiDf7q<?A2*};^Jwu%BKzw}
zwE>0(uNgX=U_$L}nwLRbQwBM|yygm^?0=!rPagjm$?_jg=VAIc(^-Z{{FNriyfor(
z8yWv?qYZ%YKQ$u#h46o~5d@IHuLE6^bOg}->p<GTY*(P4a{7O-(J$-!lkR+XcZT|b
z4&s`R%ilpSO^HxeA-fs%T-WN_bcu`r)D_SJ9L^S+gUiAz&@5mqh-oj<3H!b8A0Rus
zS?8Kppi5Nz%L^j(esMrIN#|ouk#LEhh6Jdl(cRxvQ~Fvp2O5VUS0Kq2z=+UkY?`h>
zY1V+EwOlZj863<a)cmenU;d`Z*LL}HxNBAaX_z;+1TGJ+J4@48Uw1YEI%gyYuBKdp
znj>~Q0E^nV0-c<3A_WwGrTGf<ljtUZX8Z~Jy7gSZNN~hQd;ubcfN|jO{10}1rSj*z
z*Hm85OAN4a1^Q`Y#(+n_+|r&syd`mhfCS&z0H)~$%#b$x#%e00Is9+tmAzmp#f9`E
zOM$^NuHD3%v2`OrsUtw?;sw*W=E)^0WM2><0(8yrPx1UuC&s%1b^f*UzfSf4Rh@@+
zSzGQd{9-rd*Z#%+f+-cxGD;Ruqo!Ek0r6VuPl4GZWohPRC+wTnC?PwDpYr<GSQY>l
z>i;U1|249&_3Qs9``=jSe^p@X67$l3cHO0q{$zyWL%(@~4umS^@78Sds~7ouYnJ#M
zYgPiRIp*>TL^CgG@UQz3Jc*MFNHEQxN4l8;(1F7WIN3iO7R_JW@Mzj)!8tOZ1Mpxm
zyO~>np8qlsigSO{FDzc~&)2(C)}I~c;kEw)94FBH7yS~@Zb6y=O(vg1vVp#T*&?(5
z-ua;!%t8iu0pGueB=Wr`q3M(o5)AS@xnODneBJT2uge5{oeShwC;XfEjDn5}cg`@b
zKueDQyyvx-{NLE~chCHvoAdt}KL5$80Fms!v?_nk=fB$XZ`SkYcKpwK{-V17aTrGf
zHHHibT!HAWmHrQ-r}`t>__<5}5()ndApVGi2mF5S^s^Vy63sDxjFZOkk90Tk=SKch
zcmGN;Mba;7Y=ZnX$|1Xsa{l?egKQ-;YrXXTE%Zv2`9fQXP)URKznnu%J!Fwj8g3%L
z9bbXY*ufS7=tR!4MsGoC(nSCKlJ#N&WrSZ}A`AXFOqmTJA~o42DM@sqk3!jLH^Q0z
z@s&3X=~V9k!WvkqCTr;_j?N{`nJW4mYy6&Z1c#4=C+<UiX_n5U*G?W6g+-;@i1$~Z
z`y$E`%O8=hRn&x^e)NL7+DRWb&082>f%=1+R)*Ia>1^KL4oe@pA1AX`_$A)p-ugsc
zY6!%XJZd!Y*%pOt0v=B^qU5a7`VpzzLbhJkGB|z;ajy6Io}txVOG?rS?g#{-TitZ9
zXnzIrrP(XV>{u8=66QA!R`f1*_ZysRM<2{&;wvZ1O=lDg=PPT~OaT#I9}q~TQb78e
z+GBvuvj_9`r%;DEM;WnT`y(&kNWb!DHB*pZTHUk<j#E)y81Fq!&I}ud(zM>85(wk$
zIti9K?CxAdRM8x@f#Zo~9)??OHjliW&ay$3vC8<O{PkM6ePkKoARge}A9pa3DGim^
z;y>|FH*qEJOf&9#Y+>A_16a9cmJHHKD{;0iMNE}3o+xVVd<7COhs<g~ntyqVw7g*b
zK*j8l?Hn=5lXC@n^?eiRO9w=nXTy+YOV{hxNXVtliU$yPM*1>+VSx$TBc5(UR$&tT
zSD<3q3r2V2gLRq}NOR36U#1S&yOv40^`?2=nl)QfvXhd~$HTLlpRK2fv7EjTuTpK+
z>^fY5UO!1a8Xn@yRO{BVd<^jW5l)uLt0swI)kma?lE?!nqDADOH0a-W2#D`S)SD}i
zQj^5tFl3EYyWrjX3%}Vb(5M;^1Bcg1-kl-50>yGZx&oE?HX$SQ#=di_Na-N|_F-x(
zX^_e;GTlv?|IwH@;_Iaq>e~UA(+ic$^!)yUjfbtHc4e}-%Ni_+Yc7{J#8{T5`E$Lw
z3kan9zL`@U^f@Cbc4sQ^LyIn={PfKeBm}w%nZMb2U)n$j+T5N=4{&fAL8=W>E1zmx
zdyK}_t6~iMu@5ZQ5HMVLf0)+^BuFjc(sLK6I#w;J<}Q-!CE%gHNgY`3qiJn|8C1Gx
z^+G2-^hA>BRL9g#Y%>{7o2pr{n-jxRmM~W|lrpa=D`8}XS`(yEUQ_F>!;ul^LgpgV
zWn8Qz*2-VTJ9?YmF?YsI5Opt)&83ivUo0VEux&%bY4+Jn%`8FQh^Tgs73{#O96CIB
z>_Z9iwL;bFZzC5w8mJ09dRlyf%B(v3^r&!DFDg4irdk{Oj+~ri$Bt>SbE9wwRy{Ad
z;Gku+Ra?0#3jP<D3zq0iE50TQ>jZ5UTsOC7PwjHkAzqZh2}F`yLj#F}5v#J_#v7TP
zbh<=%|KeeZY#ZT|vz^dlx+pC*q4?#y%>l4V*IPKqv(s(b(H+~^T4|E$!qadNysn|T
zJj$&0-3yuLY1L#8pwcA8rp~Sm#SK&3DtCJ_suW_pmVA^<*!$Xp()gw-M7qrqwCS9g
zcC>tyz_yuIZzinYWY^6+ty+0voMbJ!bhP5nPt%r2>27QZMx0n$3o=L@PQ##yRxnf%
z;V}OxgA~wFQDGFP%IDqT<G>j%TS_#-fc4Q$gNCTX+a8=sL!7p&4PR<7d#a<V5+pt7
z&r~s0Fe6+PBcN5`r+PAi#&7*Q2JU<-96ifUd2hcu^ZiYZg8;Qk8F33DLw`O?cf2ce
zay+x2{E=yrGjo3qs|*YsF6!!H4~i4xpqEn%k$fTa(rW;{!MOEU9bu|gJG32;Ah;`B
zc*BE|d~A@!s*;tVCN@P4=e@gVeB^;aQ}mB}wRMB@k?1Mj?_@NPe3S=<d6Gn&yNh?z
zu!=d0OVhb0dOxSV2!5YNmzNcz3Qe$Hi1rwty8`J6`1a?Q(8-R-1Y~ZO|L83@7Jhtp
zqj#F6s@&W?+e+B)BTi-Y1hf<U84tF!uPxTVgjy2QR!d*~Xxe^pN_k*RME(loovpD4
zJ%mrNIqG!}_BjhbDWO1f?w3&LZ;DZ`8(@HC>}IqP#+X_58{GflrD?0stR(wv_j{;M
zYvse!QPHCbP`edsPSqYq<fxkUx=*o#pENxIWpw>vAN4(J>YHF4KBDpz&tcXSMSmv^
zEs3amp%$-AaOGkcE?$TgMx{A9BAy+|oZGijaop*3<KJ-_C;Qfp4zjb++fL5<0N-C%
zn=*UA(0TMVzsOaQU45+IQn)+fq<om>k%+d?T%E@emL2qTsIR_0xw!)O!{RglOjxlE
zf0Z7k@JzMcxp~~wYg2XpZPcLXj#x=T#G`HSn5&`8%5n-BCq1FP1WS9p<GS|Zo?S3Q
z_t)w*d6CD@w;l|+aT%B&y1V&d?jj>>DafE?n2G6C?=e@+F{{9)su9m>1~_>0>RDo2
z2Z>@X@B2L-JKTyKz|{54(_61<UpO`ox#yT5c8Qr^kZ2!P*`Q|;@_pUNoFeiiPL-I0
z*Qi9XwQy0bMUW%@dsj$yuxD|W9leO;gH84IiIC({a6;3|@+4*W%K+Ech^gG5K=Iu)
zyvA@Yf6VN^-{dtZe%+ZhH!=Z#e_xRXh`|&<4T%SwuOa()Dz88#mZzgRC%^5_DrYN@
zWS4nJnDYW8#F4hDo-?bzaFZ36l-<74-kM-8U`yA{F>7?-$tu=1arv5(mw8Eq?R+Wm
zdY^TTNo`c-^S)2jHruTl%LWa~I7Fw(-AMXf_Nn7dzT(3Z^|UVeS)nuS)MSoJb1n+j
zn1__agmK`R?UIa&>Nw9&Y*qqXeBC{J_>W^4`BJnG2?NeX87QR{by<^Lt%kg+JfV$2
z`AXhYnfju58#-hf0sh=zp#UxOP6l~0s#{(bxr?m6k6X0eAGR#@q%yL%lC0)0)OR`?
zR^|#_D0EQiJd(Ica9HZNyLSZ&cWXg@DfV#n4h?NuGAaY4z^b$8M`Ry_h*GX}TbDPe
z4%^PL^?q6&;vOcl{ie_~@}%_Pp>h`G73e5m+8N0@?AMdl{roNVr&sF5orS`hhg{Ou
zxr!oU>;57bUE(#2{(Nf%O%qx<7h|tcYHohX!AC9C>yK~qdg@qr+B;7HMtkHaNui-7
zie!e(RYg0qatn4cy;|H{*D7&MqR^+WPjI;R#vI@63~&+~teh%)=+T)@whP?!b7r!%
zw)D>!_xL|zfAm?{x?^kpgnqRF1Rm6M*;1I)fa)h{v6C&v2Ayhng;ZGP5Ru|e&Th8{
zIny-zb9x_~su@IA0J$rxnRR~n9k~o$`B)iE|GRVHBkx<!o-&MXp(oRrXsXNeqEz$|
z2fKR}m(Z4^nMPwp#!bGWFKc&Fvew_=uhx=y8KMeDJn+0br;1+7Ds(h0EW)%s0hyL>
z_Q`doF_B3v9^X*sRjqifVb(!QYy%q1C|}tVkH0B=nN^YbgC$SC4@?&-Z88u!fSLz{
zMNEIWSd;hOUj*Jk)@n-|>_kGA2vUz=A<`-VpZEm};pEcWnSGUPJ*kZzYKY-llDDq5
zQnV)L*{4}_L$C(^n;yj(a_N#`nIIfl1{Tq?ijbIQZppzePj7p2JM_0F7dFSaX}TK%
zOfKhzR-Fb!>Uh4w&qVcejc05KDLm*C2&o_9gI3D!JciRf-y83a&b=2Dj^nuOR<?Ns
z!ru_~s*HO=egDGBIi}bgqq9_Zs1>$e=9}-xELBf9Q`1l2p=KZkPx%mEC?iahO@i~5
zw_cgG!Cf3UB)<^_;-XQ4y?X9SCuZ$uf%v9|O+igdg!isMIXSUJydMX&B^L0BIx@bO
z$>OJSOm7RAK0hgr*zBx4XSM@kH*NBj`XlH~)?$41FEwwIA8l2GG%gD8QTgN!@nx&u
zZ;=f4rp*sL>=2W&QTAnh-85_o#Csz0ik`X*UtD5X92|s4c8I2?q^xsw_4`>AdDGol
z3FL@Ss=W*JbyVze+v<BlCdu=@+w6#c8pZd`@vUng)V<7cDsO8D^HV+d()5qF@mjRn
zbbeS~`LxrgKk@Ol6>3=@+Tw1BLc11BRK+o;gSXV|KKGW}blD=G?9-4<&B2`=drmto
zs_%mZa<VGxl2n7D-d@L<eBbmZ`(5W&>gyX)3GyEnR0&gK9~IhqZOtcPak!G*OHsY~
z5<MC2FT#e@ls^LN90?xo>r4r6gYdWv5|X(m5h?IVmAGA5+EhLcp8hY{Ww4O!g=ERg
zf+aReY_t#dIY6k??>B6Tn!*}f+aw$U<ty6qdTHw~S@kt;Yg<~yG~duVK{)Ac%{l#J
z{#h#{CvUR>Obcb<y_wIIQDz$z(`m2h9mK!RSJal<x~w;qrD`YcJ9?>hQ+VQF=CJGp
z&T*|ha-UyyTII!Bt57sx%omO!_+C3?C~NyQAmas*_nsCXkE3<kgbH3Z{aQ8XHOfYA
zc^k;hXEB=*oK#nnqzT_*W6yR8A-+Auo!Y5I8K1dH%3Px8j+WFJF#M)KgdD@&U7JgH
zqQ{xXHkyyEV<O4illUmh{b79hDcRi;?bcX%nh^HKMxx()2@RD8=FS$2W%ICogtDZl
zvU|70#&p_O*egbF_=_084h#smb^9ziKGh}}c={`wKZb^S4Gw43Htj`fk(_XU!{xGj
zbH4+_U$}lXSG>|Palz$WF%_Y}S$Pf~M|KjBDGITt+ACDg+w-%7HLK*a;@~7WjizQH
zeK&-=nKJyDbs-%<1?<w*_!3QXBHJ9uSyclbas+ZnsBMKx(JZmgux5OW4?G(LEAKJB
zIopn6Oo=}g2Xm}UroJU`JbUIt2OK?&g0Dc&&mos2&~m^d+<W~zm{ysXi0KTcXY|l`
z%c^)O1X3|Q(X%qy6S-yYxCVZXt2W~=WL-(6uNy}^%CXh=N$JbvB=e2O$U(+R8fj}$
zHM}wl^!rs0JMd;}<u?<@I(P|FDna-*t?)zn(o%LP#m(UAVRk3Nk4`1I2o<Q^i+CcG
zKH0Pl;e>4Tl{#14!k6xkZEw6uYN~f04sS5cNHX-h0%^wCbCo<QD4BYxHc`dZb~g>z
zvr;RyjpVGNZ(j;Kigt49NT}FRhS@P3)Zt5*y{7=aB{)e*tu7rMTGOXkvNpJ>=UL@$
zm8>J`#HndAQ@J-2i33`;95~w2qyId@cN0?1ftG6dh+0*IGKIxfrDYUV?enmU=R%;j
zPA@BE#9On&h1#cT;h<&4-S6r7HdUl&32AX+6+8QMj|jX>XNrv1yk6-I*-VHHb1AXB
zOk^H@>*K!I;Nr0osfx)-8p27xN1RiUXI!-ZHJ32MM8;SA-7s(zAX3F-YQ)2AQ{RA1
z?F6Lu>HF4WwhNFCjk>68MR>e==1KZcjv>Ur5{xqju#9J<L}5Jg)L|p>E!RZ**UuCA
zTJh9bi36e1`xj~)MMIbvQ;&%}&OdB8>)*{JOT+bjEDhd*C=I7L-2XiDMBh1qE+|pa
zkl@>b;+B?t&}9bSYr2jpHF%Yy3=`_xP$_t&`<Eb@#wva0Pn{8>W|dDqeKIX(OTmB8
zB0#QZ#Ferk#n9Fo#PD58)NMU{!~Z0c2qmJ}3cJAiI3KskvZlg3Zbnsn6J>o}g8{~O
zskRuQF>De(qQk?GNNmkD7Uw}c413`(v?cqv5jjEL7~@f9Q2B!S#V5OHX)5uMh+7z^
zM@w+1{s$uuQ!A73X*o^I5@&cV8z6J><iGAw*Y_+@qZh$!eleFUM{2czhtG}~yaHu|
zjCPF7_c)P{5>k&kuRy|w6F*}uqU%^o_H<O46cH-^0AWcKX&P%lNqld##0F`*{W^1l
zq!T7j6x$U{M(@J6B-rQ086>K0Q-!K9Y`))#CVPL5a6R!y+qcTBXi?s{!K5y*^MZak
z-=RHT(jC9;=`Y-b(+&AB4@@biUfZ!d@h!1WV;-B)tfkO@iN5VrxWe4AY5;^ic2GkU
zlek&q1mD%S^fb!`4l8zpZo*58#5=4Xj97My&WL8rbiElRSn=nN`TC;YZKhD|QN0i6
zJuYk16rgbE^b$M*jyR<)x7P$1b@q?rXn<q6``D-<dC5im)Ka06ej+9>c*;ivFzW5p
zE0BR!z2J4k1tdpmA(xJNI<vv#&yjSB#H~u^q+z1=j+AZnVRWFamjsZml3B8XstNPr
z?A8;4RubLsW_By}Edzqd?ot&MBfOI$D!i5ZKHsLQ$%@(UFT8ITE^du1sOnlSS&YPc
z2UE<M==UXFirr4({4&0-$+$a{BzA5jk7sVDpF#mtT9b$DVEVHJV4-f>4~wSCL(e0W
zchTFHVq=7tbwA6Be!^ML9QZ-|IdSmb4eV$$l^yapTW**)dbvkHl`81zUWWo;bs=Ir
z^PSx>{ALE9oD=xyox14Z!bAk$R`e%}qIefYlzG1Hz-zsWIbi#65$lC%A~Ry+r!EC2
zDKtYncCZbdF@;QucVV4}yePfj*jC$}RUAd1U51SGh=MC!u0VIRd{}WE5N_uhABhu9
z>9*;Bm~?Zc7ORq7m`0+z8pqNw&iN$xX`*d`_3U#U|EdY?=j%azAX5)o8qSu@`&Xa@
z7;n&;4K%KJG^Vug>k1mRdg=;mE^u7^KF&U8Sl<3H&8@(_mN@uwVyd6Qvjy=k?7^la
z<q~YNXHmcKODD6rjc(ZXSjSPJ->snqTdvaV*GAUUAGjz3Qum6(Dyf7C1*4~!lHI!c
zXNa99CRjx@tAgEHGeLO6DBadre7Bqp>qK*KSs*w)LzZy|GF1cVf^qU6y0sCil%uYe
zITK^_uWbpW-)#GNB}Vtiln<@Ofvt$?<9GN#PNQz0n<8z0%*6@DVM&GdD)pRdcFuEw
zoo5Yf)D#_Uv1cjOwmPUb-L60~6~oEY9{nFuU5DplTGi|`#wPW;>?!HY>V+OKH0Jm}
ztf$CrVN7PYC@)kLjhqbYY6lmhQVDBlRlOP4FK(zsi}FHwrivmBB%=O$0dXb}i_u)V
z5D#jLEYh5!0hk9vblmTyUuEZJS%wr-RwSM2g6~qMnw*Y4N&IAf+(prj{na$mPf%2w
zFw+LSR2=azTB<%XB_Ql;?mGM=5o};!bK5qw=iYKfeaZ(KJzVSI&vJ+Nm>pPCgW9|d
z9BAbo6oXM3jS%?~^BgdV)tW0%qt(E)GGp)OBEpYUfoV&r3fY%ApAtf(m6O6~@-}q^
zQW#*{PqE_TL`T@TqFHalyU&Jn1*&;aUXp!W=D>38LcTS4t)=+lB#Mph;p4m~81A+&
zAp~Ohr$_nql#qpI4=!E#q6#+GJ+q~A+oNIw4I83fA_SuD1IHmTB|5>%4J*A--nuA*
z$wv&DmD>0$DW%bYMKkMVQ`QIiGGS4)#9EUB$9x`mT#DhAhTp|iaA$Mg<;vm?^7XyV
zE^~$k0D-JR^<`+@4A{*p__Fuq{iRm_IU1XF$CSz!0hE*0!pYUISBH!BFvA^C?H{lR
zt}CZ148J_eKceDGa}-{XTka$~A|8AZ$b_0yy?fc+;_EEBadKky46>UhR^V|c|9m(1
z_^Eo@hZ5Lj?Gk*2*-`SYfEN+W!-Aayn^^ZzVfmUPyg(`4XmSHyT_ye`MdOiJ+#xCz
zxFG9m8lGE^biI<FlKQ^K(u*VwCJA;Pc^Dr%r$&v#b8qk0H!Cbxh+(nuvf`EK-(Ri^
zCnV<^Os!jBL@zDJ8ARm{Yiwm07+6)4RKK@n8}ez5-OvAl3AGF7k~COOm4$D+nCA3|
zRXXP3P|5eic+Heml6bu&DUjmInQj?{m#CZWrQuol3h3=;LvPu-qrKYl?CA9$5mRqw
zr~6j=ViaeH6$4c?q2I*t4e=vG@@DTHXpdc~Kz<r7aN<~3*S9LNc)?Mk?JTi}Cs^Pv
ztPB-PT8BZ4Tc1AUpxMbQDMh`zCBrq42wLHz!J86~H33_*kV0+8{32~^73J$kir5on
zLPQWWy^nY*X%yDD6r(-+KqiwDo7w`q{l09fZKM~UgC0PJVPn>J^ug}6k^8Kti#9Ar
zH>&oefF0bBPA;+iM71_i+LI%dHM;q|<lr(aVLdn2EWuMTt|2u0WxzxvU{4%OX*m4G
zd*=|qZnUpJQp9d~<9`YcH$eZhQUy?X0CMB7mAG(_!C<1oZy9sNKi>XKp8wGR#aYJs
z?-S{yycX9Zz^>ElzZ5n8_HTiJ@jg-cnZ#k?NHT;)Do<DbK8wE~dl2B_2Y*e1DE>@>
zc;O#szrQ%4Iq3pws4eir22!Ih(cr?5s4{gjy#W`6dVE9-ZsvM;j-N&2!VhB*k1zND
zbc-{Pa%Tb#UJ@<F2S*Y>;=F;T_}eE5jgPCex}dMI{?s9fy+1rHB%UQ6rUG3AfG*Ge
z+9j^-nbeU@XtKURpS7?OZZQ4hclS<;r|sKDYgbZ<v-a8xUfu2%dcm6a=XtIP_-!;6
z^RSHRnPpjgO;)--`Gtm-mRuzBv;^`?_=-wUJ+F-T$TelP-mJyK-QQWQw(&aOvMf<9
z?iX?KEvnH+l^rrDO((tx&%ewEB6_io%Y8_5%$6eO>CP1>I(4^%r>I(513CQp3X}rC
zcGdy$NI=<|R-2H*kY<1OLCrtz{?se&ri-S^AA@9`tM?$ifg)}01=Edb;%9%l{hN_N
z|J75G6{Joi7#{%D11bPj_j8G_KpiRwAd$h6`^T-?FT4ZL5de&bV)vUYez}L(=tBA-
z7r?e14ARdi_|q-TA7e|Bto>I{RpQ=mypO4Jw#KUehrC!)vL=l3U*1b`BI4h9OS79E
zFL=O8?HOYen<4`uHI4o###%s59Rw(vI<jeA@iH_GD7W=Cl_J!I#9p0IM)Szb+H5wJ
z9nzehzCXHN%Rk;?pVfbtwH1ose#zE`Dcyggw*QA1CeqLR64D%hjxPn&%|1emf!r^f
z=y$mosU5?9AfIu2_GlQ`2y%a!XBe1AtK`#!#ru~gfpc4II@_3~%Tg}+g55vH*X0v)
zFY|#cg;>Xu6>_)&P^U%YDew1;6|25yzu*5{q}1Q+5LA=Mqj3d-vR#2zzW_U?3IbTD
zpF><LsXxa`JfF(BdOy-T=6nfQ9bh>i2UC#Q2Y`|-6aTYM{^R*rQjfELpC3@|-)B}u
z@BR;Iu?YW-y<ZJT;&fYL2Y^DNIP+TM0}xPMU?Ci@Kt2GF^G`H`4Eq>u{`s7}gTG7d
z-yAk0Kk8S>47e%+5hMHPJ};<;6LC2#u?e`60coS6OMdCZg)<EynYXrroBQDdX}I=S
z0KDUUI%G^7uo&s$mvDhskR`=|rXN&5jWq*aW%Uo8>_2k6|LU_Wmf~U5qwEZSisjN1
z*=3nF<l064uqvt#6uE)a@U*@hJbjjzhVet~g7s9b98%l#PB<K7*LMBkOXKa*Wo4iz
z@K}O{pA+c*|Lr^N{aiK4Tl=Huh5wN#n%+^60xhnkb_%{6xybw3;inLdw`01aB7PAm
z+E~*x&2`hveL(tmUR;4({H{eB)143wQo3$*Ep7=GJtmZ&qWxuMtkV9^^ke*0FK(~|
zuPaIup+wEooZdd<Jjc|(0<A%d6Mqjk0BH3!LL0y|NdNa=n(Qi?p9hO3wvnzO=t#zG
zUvx9;Mxg<y;&MgE{NhId`}z6}kjn)!lvx?+q^f*9`q*#2XR=f8e84x*7+(Qmpgu+`
z6st7y+}w=>y$rcyZEWGT`_Ye5n_KeIZoXBwOw<E0Wgcb#4Mo)?(TR!MTHUH(Qwolh
za)zB$ATmB<`4L;!Vt$Hqes+7N?zo4(OgFZOu3KuW4zpJll5qk>E&W#RZCQmF`H>&4
zJ@?&n4cK;XOPU`Mp?HONR_*b}x);f3ee;U(rgoRXeCk^41*GR=lQnOaqiC4Ld8ytQ
z)LdwUrl0`F9?>Urf+mrdHec^Wu1Y9?n6moN=I*RZ-jtTI^|bXUf)8aC<bsKWz8&VT
zfij}sUI&TH*k9?7fhv_jYZE~|7ZL2qSt4dsc-e%<y@jg7KCK>|&!h=F*w5KC1n({Z
z{*@&sJ73S5pWDc&_kN&6{c5$%D{!rKQ+4^d!ezk%jkw_XXRiT_C}P>CBR`-?7GKIf
zDc!D#ETd@^4zEiA<d_NUF(5sb$i#+7y-Gd(?<B`&+_EG>=2RQo&H$Y>!HnL=o4_0O
zRPFMr5%$CJ5@P!Y>U$lRbHZ03mO20dqc)oTht_Cm%+SN0!%boI_0o;;6fgMll$lVh
zvikVUWi2#aEuMwojCa8OX`~sgy#XK%vrr~4s8Suzy3vLV*JSt$84JE(8s?xZ3@CUM
zXeTyA1y5&Z_s&14dr_88;{(7LfZ2Xte}Xf(Uc(v2i+=aQ!oPUofxkPy{`EZjUvQ5}
zwTItwl6d^_B^%kTzRG6J*Wb}nM*0O_n|fc0_qQP_NSum-I&0MSLx{%^xh+GR^0s18
zo8z;3;s`Sum()ih@LRL5L?17(CP^UVTyH+J2H$(bP)lHNK7jF*+^<-mtyt>b$Sd{B
zxAH5V&sVrT3?O<9z6(8*vxGL}zB&0AN%khMIBD&yvyg#MKKxso1RkxMwR~+~4xSVA
zP|oe5Y$>HSCnkr~c;{Q~j|(<^OQgs<0bPM+o=M)__mQbJ#(M1VBFa_BuCc2jU<?bu
zj6K!tqiYk`^+@bjs2!#qVc*dR;8lCKpG6e|HEi59Y|ouXuy5OsKv_MJLzGBWEQ<3l
zhlO57v497$X>-q?(v>A*aU?D>-lP~#8Ab`3Pd07SyS&`!5XH8%_UYW`Hv5cvB8z~F
zRlkPb68L(yoo-eB*b%Sjg<%+o&JE8OfXBFpmWYaB<h<vmgN`hIuM=TjPh6$>N*>{%
zr~#`-_)PZ6Zpk@0kP6*9A3%jtIk%pXq^Hjq8%VJyWC}|jcYom8ZWk&fHKHBiblviT
zu`A3z4OJkMekaA_AaCcbl^ZU~<6a__o^@L$%EX;=p9Fa?^OK+Ex6U|^pw_d-qIl~;
z&g3O5zWX6KjQ|5Ph#M<AYP<Eq$%jK?ee)d6$`L^^Z`~*@_lja}gU=coi@o01z}-|Q
z+i}&<52$5O-;Ay68==FuUHfh=*H$XJ1v=k2eT=n{xx-n_7ny<we+j+yT+d*<p)qTR
zPKnnuL98Y1c$Em{kv%1tv})$gmol9=TeYQVtC&YU9djb^cPTZ+Ye-&X2i)#OU3KEf
zw%VZE+X-yC!#tPS8#W{k2u-5}5@c6`Y!caNi_4_GUT8>e<KA*krIEyEX{%jfn)=Bv
z$V!yHZv`F^twy9Hu9YchLo-5gB1*}sH?aFl_165zKOt^Dy#hI0fp~Ni8VN@ar&+E*
zk1K}RL*5H~T&`d~AQ0Fcm7k}gw#97GO0;ds?78tqSD4yalEMYpEu2zs3+|HS&n_8X
zVrg^E6)x|7-sHbiHI@n0Uy~A(GMbHYYvh5IxR&C~tRH(nJz&EAGG{4NqTiZ=IqWJh
znAjJK>%iWyJ{>g}>2j2YXWvY+($WF1b{9IZdug<7j3AZhuC0UI@krGkvO8+vr+6|n
zXR$x`hHAgyNN7u&VYj$9MJz&1Q!1A|X8c1?$a?fUh0zw|gTczA222%w`Jx<4LW8>b
zOs&n>8Gka@#mV#67ZR88_7u0|DSVt<am6lKyp0JrA8x)s!>A@MY#OKbNF;EO5hj0W
zgjqKPmB3AU6sNylFymeEJkC2nn~xK3b_%hfq{a8x<|XwM)zmhvzhJUDcrx|X@q3a&
zds~!RTDeShJa-4FlIBh0kqeReO`<w5xZ%+roK@AoATnm5!1SBm+ooF>uiAMV<?9C%
zx>J(`3%x=^j~d*cRDiRpD@S<OwG?fOYjjW|$w6;CLJbC8Cn;`u==Iz>))KO9=a)z)
zR+QY6cnv+T%bTyRI_E1M>R{{T+Q<9q&gZbEx6)9mV+?lGpO_rGy-uX^r4!jW;{L7n
z*70led|8jYQb)J_j>^?#UX)H<MB=L4u0?L1&ZK@D%Z8uUh|yh=j#YhaYNkDsclp-p
zHV*nXsifc!V=oc=B5-dH8XbEqW9tmT#zFoJ4h_;piyv?xU0yHdTktsjrs}J4<v699
za(_(0qcoiN;txi4T$OBY@fEW#!a5|Z$gJ^rPPM87O6^@$@Jq729rnANmaAg@KP;k7
z)E|SrQwcocwMU9=e{8e2HmWMVuFnkKz@mbXA4;HYDi*DU+J=u`CO*cF5>l3^^<_fM
z&gnX#ShF6E<j%rdBtls<!X7!?61H_>o#qEud9Shzep^9b+B3{4ES}LH8-tiW2Akg+
zVB0q|L4)kl=(z{@i20^5mT+o4<R~S#I<E3FvcV_xaM$><XP#4Giw-@iclgj(-13|i
z;-QMkQ{s`~3;CLIud<E++7?-!o`AY9chf=II23ciJrsZiet3ZFw!yBySt_6FkwTl0
zVW=QCK@fQ(k}@`Wq=_a3O21bUU*Na%1D<F<ZYH$qCxYMZFVu8Hae)RQV|N8A*BV!6
z?b7)e@-$ayLQL2X3Ts)U=u`Zr3ML^bE1rrw<;G66Y5zKxnr-0$dA#Qy$_uX3*Lk@F
zjtF(ZyJ$&49s!68{G*!^cve+aPSVZ{pSB#G(Q;opR{&6PD-Y*(Qf+Fwnn71)TMisO
zprTuOo`sioKCIP9zb8|ZGqvd@4b2^+b0e6P!;Uk57SwO547=bgfHb>aR(ON0?X8Y)
z*_rrXPQ`I;JI;JGO+yq)!Yl?V<86*h>F#op?d}#*9s+@ptRDP+1tK=XCNc2x-5o{u
zSek-6sqZ%pEnm6XDjHS1*R0dYs7&r3TTrPduuKq#M&x<0ENbl8MY!h?H&j$sa7~GZ
zV#o{KTWr!B*mVoe_W*E%LgDgRry+_DrVs8(G)sfTPg=FLsKuc$%Q4>bLYa3olsg7-
zJcq<VnTWHql_A3vq~PK?UrkMA^P-bkK&nw7RMdCAPetEQcvW^EzCALnC}Mj`<p6%r
zYJ@gym!ue@$W^3hlThuQL?-z)wbTpLKWy(Re_=Au+QcF-oLk0T7RkgW-*rq}16~wU
zd^*BsE78h~;>~IdWlOlgFjg7X3Q3>usi}9)uu0em{N6sE;ZudR8O@TDId>kV-*%Qg
zb*`;aKZNY16zHX(tDcu6d)#qW+?a|{;m8oA+dU`t$@Zg~{M-uEzFwtRB1$<TyA8Gd
zID(ruXghvtgjM3^Cj1ya0Wh0R`2^Lco9rXzxi}PxAG-4b5q8$!b<9~FMilgYeoGR2
z9-q)gI3csZTCZM>eJcpmPdfb^T-49kz2-%HoVv*F{_GP|bpz|tn{iRV`Ih+On0;pB
z;w_PUg8m^@N~I{~&ZO}S!fSs>3CAu+DO|S<B&KYI+Q~W2S!92q$3b`Q;uYqh?J&K}
z+|FebT8JoF!AHo_mveo9GT-R>Vj1a{GjYK`p#4Z+{v|EA1&{oZ3TJdv@{5kSeuC0a
z-cBCONteQSdX!XFS~s-gG`#p{qnuk8?&j%}r;o_C5|w&u?uV*0*FaE9szhZ=x{iAw
zj3UXS_wq%WrVopg4Dnk@#Rbbpq4({|+feCb@A&o}pJc;)Budth48s#lTRB5~WbR#b
z;#3$y*GRv5*##vh_=(2gVx=O5rMcXSx}IT!=a%O71;p18BY^*-T`&~WYB~7);i33D
zv6O%X!yB-3c~}A*%o=JDu1j-^WV_xyM|MuXkW7?^s*pZ*>?v%jMzBlFfe94R+Q<~s
z8t>t@0`J=~kLU}0LQji-T(A<f(4fB2qZ@cULB>bLSGB+cH6B{mrjcrpxScr)QYmLo
z5BqdbmogIUK9_8??xTF$YEJl77d@K93~G7D(}5e~h*7O-xXYxif~~m6PHGR=BxNO=
z*A4Fx3XMHfAH8Aqn>{8hlNc7}3_cAlsML)|CKq%ihK6g-RN~FwS+U=CzNzm0il>uu
zROp+&ncyd!WB^;J1~Qpbk7*Uo6(U!|LFt@PP_akns^l-ve4z~yL~UKCxhA93fyD+M
zNO{o*xf>+>8>1%&zA1u9+l7Y`!CER<8;N{di1MMsa|9<ncYe)$y6NZ!%Sz$g=6MsI
zbr(_9dcj!#@hhezQ;U8&;A~lvY~ll+XM#GS)=u#hmF?m=#>TwV&UfMaI%AbW5BC9}
z1McN|EmUuVvtHAG=f+U>Ua4Dz`xC*`6M=IPP$~ZFY4mrTKCsJN<Me+fzpoSE|9w|Z
z-4B_UcLF})<p6XYmtbsm)JBEr*Y#1|AL?!9OjKKm{A5;|ZL@)7No0R9DLYsM-$#1X
zFHlt#S#KzTTruK_JF27gTI8C(j2y1BZx<~Q-u>3y-8W>tqdwsgqaUOCIaFiN=YzfY
z(woN1&@y`k&?Z-6;L83)r|j|T#jx&qI=rzdUv$S4YW~KW#^F2CWg#oGDlg*Y+0q5d
zHi+Ddj7c^hdW0(OMrYc;({<%V*GK5Tk)5+b9mexA{WKtWrp=u1QMFeuB_5TjEA7bl
zdFP8~HdaJRxY#E5!GdH&^X^93cmVfIgvf`xz}KDZ5FN%gphG;HS7#haj$8@gyYz35
zUIa0gHO<qHEDYEkVY@JENwE|c-Tw?@Uh7*|wNBw2wsWm<QJlO>J4`;FTeZJ36D_+N
zC+sZwy;*P}<l&owEO7hC-5c-7%nbL+%*Aj%h41g&upvKc3#qcBi}vPn6-=Hnt-&&`
zZJg3<Ky7oYebACDyum7KU6O0XUVO66u^i((;V(u*<U-t~?~$ukG0Jw>2T@Uc<{N9z
z=47WnJ1u^sz)7}oGLcYjo@>?R$e8Ldn84|;VVPP=#Y8wwo=#G3&QZ?)j<T*~UWzV_
z#)Z6ZcPBg@e!+d#TJA|LvnPD#L{}JY*)r+L!CqP~<&@h$!pO~Rm+{ac!(T-2TD=tX
z+V?n`@I!es-D!D0^MozD_Nt=}^yimI)=E|X4E>^Ly*(f9DZcb_?hZnmErnymW$RJ*
zE%&F<6RazfxUuqIFn&<LYLXeno~a^o3*?=1Csf!(1UzG6an4E`KwfRyDaUZQTxOz+
z?ArxCi*Ke|x+zS1w>_Md<S*hy59DYA?>RQaNEt|k?eK}j5F(7kw7%JzlZph$PG!+-
zN>b;}QhDYSg|!BoGkEzsNjvO$ENay5p(Ed!WL{?I>qjMxl+}rp7kK$W8B=E18!O7D
z9l;MRwBEeAa6U}Kmp#s5&D_SC51X4iJR5!BzWAt?B*xqNhN5G>Fs*c5ju%oh$aFy}
zbJC+)wYuVR3)+cG{^)V4u?>coEtTK9uS$zs$}rYjj}D~w4|{SnxOYwi#P;;u{g@lx
z8`i=O!FRXmp|2EKyU%6t@8O_<4LnSxYm;-6R9<y=u#L5=G+0eee6z%9vAr#Q`|!!#
z8#PVno9|QTKGzI$JOz_|%+%3vCNsiQ@!G)D1N~eKrlJPOvsC#Z>XnJU?d49*D331j
z+_JP=T&IISz%hdt#_o;__&*HQzq5khhkg%h<2btK_5hwWSa0Z9;Gv=cHyWq&e(>?h
z^W8}duX6xi{6=_AZPQ3);R-~!aTfFHLL`4O<LmqPSbd)#VZEH={8Cb=x~H6*%NL!*
zn2KAwyjd<s7tfR@5tazrJeY}TuTf%c6W|65kTVv)sHzQ@w4=kCjC%qE6*p!V7|T89
z^Z5#WamAo@WnUmXsK7}Zzm&=f6&6Z$4tw#1H71PIZ9R7*RNf?GM!3DA;$qzH+*hI*
z>Ixj^s}fVk4*R$mHA4G5bKlT@I>xL?!%LfU6@6wn2(oll+ji{pw2Y|N^ey%gjZhzo
z|FL--K=tjmNv4AX=m?`yRMXp+<`tVcyeJdTo>m7=7V~%@{*sAot+Mf`+s25gPRY@Q
zoutdIG>(w1k8VqDw5&hB;5On6?0Zuu5sX5TpZ)IkBuVGJGBQk9098MfspN(+wT;`G
zG2`jA8KaMGYk{^`poi=Oi?F)o=iPT*=&sW?fa7Mq#qONKw#T)*L=q@Sq90M?lNVGq
zf;kdnB1uKe?xf}sqf73WF|@9BGs3EVY=T)p`rbCrrfSz>3?kcQT5D$7tft}J3mpMd
zTxI-aNvafPJPdB%ni6Vz3L8@4hOLl~Ca6hl*gorlq=HLKJ32@{IA0C@?vG>m%7}Tg
zO2R%dkb<4I2b434!AY+)g0nKK{Bz=WQg|u$O&s}sCaSKip?VWX-m~abh&3g7R2Ihb
z^2ViD$6<0bS41CX;(-eyqOd76b5theRyd_H(gJIhhG|DTdvAJ)bi${aTrEPO$sty`
z@4)PY)?XyVCF-UKy4rL!I@7(mNCHnxF>n$hfY)v2R%3!(WLTY3`f+^cj;^-f!^Cfg
zQFO}C*V`rRBnDIR<wT}Ai!%YqBRoD9N=a`UxwS<XJ|9vk?>vLXmKN#3t!7P5tLe`3
zw^=`VBZ?d8Z9W7?4qDIHEv#aq3QkH=brNM3d$t-A93{ovy5)8YTMx!|`opXPw75*Q
z**H|1F<dzb9JjF@31X#wV5LcC$}3p^tmys@FU0!^FVyGzYX<o5V8#Ck!u7xMj3uRz
zxc5wRO3TU9o%0S>(qMU;L59Dm#ZL2CUw;V6z}jv8Y{~-jx&*^^Wv^macQ5h$Y>%9w
zRxJ{XJ-t5L65Eloo`7MCy836zDD9HGD640UuNNeU*R-3DXshgn7(Q3q*VjSneK*x7
zu0U;iQCpD@l#%__5g6O@a<+50CXR-7V$8BIf6*FIR_BZj;Vk>KC@t3fL@Ne){vZ7o
ztJ%76QJ%bHx)xQb+{ctvXMz2WR5hmr?xLevrisG9PX$CNw%pM{)Txc&MZ1C(cki+}
z5qnJGT||Z#7J6u_r#2s#Pp<9iPl@NezpX!6<<>4t@*uxdl}*6Z0kc$3Rp?BWCw6Z;
zsc=KsHf}w9Uz)hNVWeKAJUeEH?{(H1Y5B#YA*fEJahdhrL}z5(=f?zoCk<Z8VodG$
z!1o=6c4v}Hten7!PipnM(3g7;7$(XlL)0;e6^6c@mG9z(WzcXwgYDev41655=;nBe
zVw4?8jtQhuNW7^m+r;Syw@Z0fhJI9z<MyqTvC|!+QWf;Sa`C>D(B0!5RpqsI_kca>
zK)hW=(>8|%G7&B|kE+4yDMba?lx}U8=YP4G@<bO6>NOIarA0z={HA1VK1xltjA-0t
zQ+~&!J^|f3Op35(qh>Q48mW3iO$yjKSA6W#rof3$X?sg2iY;{)v;=WwZPxR#`alla
z$9k&~_LX@hl~qGqMLBnR_XQa~xEW~n;mb8b5dkH$eJJ|!i_+nbFLX+Jh(288p}yPu
z{@Sx}9Ui~FQR-^yP?7c04=JL>SZcd)3u3r?`6E$8UkWUKN>s)srUGjqCEEn>kukdo
zvA(&8q*ixrRbDkiWpYyFZjOiPqq-oSJ)y>Gv%s^L?J6?rT!tTrzNA^cN2oNPwUvh1
zrVraHSWoCHz)L#rM^G~}?zR_Aa7N6Nyfivq5(7|+zP^RSc^6iw0ecp~d9xlA3gyr$
zYmWOKKCPJVI`mduxjYLH?Z<}PaL@Tb^y&{23bZf2I^9iy{vht3MhM8(*2n#j<-Mce
zF8BOhyyKBz8jd*XaOHUvhpl*fyCUP~c(Zb$t|`whvCZNFVWU{{%*jfA)v%H16`?NE
z4Hd7t!?Z_(a(LEO05-B?!mT)O{Wv10u;;ci^$OOksY2>>pX;z`BIrPgr{$z@??%hB
z2x(-0nZC9R`sc^aCk<yBB;>NME0ggJb`OPh-f<XdM{jyehEj2D8f9QGOQzv-5BqQx
z_U#Tmst6f%J&KI&p-1yq#_lABs8zyu_!?N--dI1aCh6Yod$BEWx8DIGytAj&v3SXZ
z8de5_DjBz{dxRr<$69VB>FZ1WxLN)(P+1(RD7|}}ZMz%)48{mGZ+vHQlf+X<R6E1W
z4o4Y(Q?>!**$$oGQeT~K49bzV>2tT+<;|aVJIdI3G6MV<5Bo4<6KrXOJr{>9CMj$l
zM4idEc8RhQ5GW`_guCx;j|FDmt=&-o+rDqIJ%G{r?T7SZKz-!F#UAm^Za^Z_OcA|T
zAl8EMxpEsN)QgO42hfbLI@poYo%V`NI0++iW*;rwO4HxWoT@@+A~e`FN>*-<KU*wc
zaZ8o9&4z+OQ^)nBRF#ewz+^oLcM+4h0(~P_ih`EMEs&XT-`hwBf~2Wdoc6Ssd7AEI
z0OEA>x|CqhAIWA{T3iel<G!UZ%x@9!ohDaPEXrm0LmIxsZfIy}k?VO~x~*79EWN&X
z7jL5p`{oZ;(v}I$Z-`)yH@!3}Ll)jy+bDK{4O-jdob2Y+@7=nz!Nh_R$*P0(BDq$~
z_sYWx<(#&+YLbA%hNIuT-OK5t%lX>fxthdBen51<*o<jAvyeV~!LvZL+aA!MbhMr7
z#1JQT1>!P(I-2_;QkAD)R4RRge0lrh0tQTXDTrC@RZIwrcaWA#-)%SHcin4*>l?>?
zl#(^pA7W?Ah^GT&#MTH`xjeizjbCwFV~ikYGy+JS4>V?I2cWDCm@RI{$3^=Sig%u7
zA{>NDB{NH*s6zcz>(zRtuk4F{EO38EOa$exl<`H8Y<svY)eq1O7cD@a&@xVnDr1VC
zX{Wyk8k+GJ+(EIb&55=3;*5;dSLE0PThq@Ba>5G@))HT(h>z^R#~XY2Kbb@;x9!2|
z-bkHiQF^H_rc`1bOpCOfy`{mjfSEx}eD>tf4EL2>Q|?wK_Oy_j7q^--hKv&qAEDvE
zY5ln*ajcn@7=Bi%{(7t|um2rhzj+O>ulT*j^jodzzvJ)Svnx>8j|&ldqWAZg;w;CB
zxHwjw*U%kv^=wrZqQi&`CSoeORwkd~yzw@3FGLE40BLF~;ng<><Kvw^N0D|+_<JuZ
z=<9_0+r(&(CuYp6_)7w<2}*thA%Sn2&UhTCRMysnv+CF7+2V0L2o&ogJK=Lz+w*&$
zyI%D^Q05EihjU&Bj+OV~f%U5@RpjJ06L!Vo#b}?Ef0R!$s?V#WcjyhoE5u8tHcx!k
znNGUNXO=)hF+(-A6d*}e62CCXuCD)qnyhHs_PtNpR0&-3s0ctg=_Kl!znwJVNZI#P
z^m!q!CMJAlQPAUsWJ8Ws54rSnkW^U3tG>hGDaTwUBWrWwuR7kDkMO;X06R?w()x<2
zqIJGp75qwdHo#Mq;HlEC=<%v=iR$4Or4DPcXqK)1Rw{1n6463%PlTeiXidpNSfyji
zDPJ7?c4?c4T&x*kNwmpr2|+=+(qd;l&5X4P;+2Skt|D2N&%#OiuHDKM>6lb&r~|Gl
z)Bs@YvbeHcR=?2HnJ6|g#OSMcqGAk{Zp*ENo}1$(c8lEEm5vtDs*VX%g$Y4&BuxaO
zbRg*4$M(4bcYNA;4hXQ<V-xF2H?*x6Yivt%>nmaKX}^AkEM04zMWBc!GJug#xTv$b
zE4E#pB`wlNy%zrJG|h3i?2tGN$zI=pu(R8SBfHJy6ph%Pdj==b0H86Add}Qw#knT(
z$>RD2UCZ}9y0YI}Xz~}*8;7-35qy{LaY<>w713DBQ5ke-62Mnh{Y56PKt$tf$HxQ@
z6St2y9u7+3*ty@`j2=!v@(-;J9kB)x?J4En_m0pdz0Emqu)O4K<;Mp*IxqC3A6gnp
z7^}T+&rm+)Mw|*EI$J&ocRdGtW|sT%PCn69sO;N72f0`-SiCLMH-JLNDnH~2P#br?
zI%cdBT)Hh&lFRayz*nl23(h{}gI5_SNaGQHTa{C&AMo$%p5#g&?gid|y1K?h_;Q3@
zTcdKY@|4rwoUrBYQp#!>^^qF@NqSALIa4_QPM_D48XIQuWTRVn!Jpkag|DJ%_<nf;
ze4`s2%#Jx>I>CSn%cFTMY#qIvQBnV~INNGjXR%9Fxcs<C5v%gj(g5aD!&lg4o9b!(
zmSu9zIZk$6s~-F1-r5WU_t(LSDW#K8wug?AeWyOIIkM*2Mg=_#RT)SFC#HFd!3Gv3
z@76cE)ACsbea9c!W+2@6@ZYAn^0it|@Se<K;u`6*k5u+K-j4mQ*|ku#rs!Ov>k(@F
zCGbh?mUthI;3|se;-)0|nR^slWel#>&}^Tx1E;*^$6-slVXfSY2jn(ZE$S((VX@0x
z(iAf8-H>tO)lGA@MA87$xascft^<Nnm15T!k@8yoOMLBc%#@jC-yv!8C4ZnO&gas9
zcieau`U*bEuN}xk+vZFS+Yn=Y=%WOi>Dqo#QU8wC>GO{maUIP3<D$*+$+i^!Ax@XE
z2P9R5aziTg<|y>OgNZTCB&9Sh$=2i~vazdkB{yBu@Z!!pyp$q^&H7g4@zStg518Q>
zYlSZGzh@gI*|GH`9+u?Rub1`lKf_t5+>}q8{c3Z({Yb<fx5+)_Xt<#wHHz^2b9*+O
zMNcE1qqJKM58A!73bUtYx4m5}=?&;xtYbDci$%S24W{)w*o&tt1(d307Oajt?r#Md
zJgsHl&Zmjmvdw_-%MZr7#WqoXa^qvK*YYY7HVmqQIy+OOgWXgMQK$~0Q-PdViTFM1
z0pnSn;^L`Mk|=0qxLDhl@3K%!kI)Vo6*R>{D{F}l`X;`q8+To&n0A9JIu<2Jy6B&#
zXBkHJoP-E{D{&f9sZX8n54T;cj_(C`m_L0Uo6;OW9Xc;&;|rD#*N+g1@O)yU*jx7`
zE4pw?f8;xYQ#(jw_p*qKt^0T&%L!Yxgo3K#up|t?WBdYyzcH+R`>yTMJGCsPtXFDr
zGtJpVp}?;{NKz}!H5e%=ws}=$=S$}$ge)kP$P?<{!(?fJ*A}XT3ETE97pVY%W>R%e
zRf9f4jo4Zcej{tr?%r^b3k{``sg2Rj7EF|B^W<zFWfNWob@#q}@Wg6$xTHkunDNVP
z*(yQh|H0gQhBeuB>!K(siV8|E0xC$0fCwm3MWhP|2!YU)UIe6fA|l1mq^k5PAcP1K
zI)ZfRJ@npd=q<!EvAo~=erv7$oqeve&vkz26_V$fWy~_h9OEAMbUR%~C=6MV2o3On
zn(<g)`IcdGDeQIV^kT+F8g>l9wWaSrc&Z2~P}ke_9KlaNs&Q)T6ZF<25t}LKMy%z6
zx5}$H-i-rNSi1tm3Cre-d7S@M%9kdv%%;*}K(KMCmB5WLa8lUQL~Hy|v<}((RixiE
zDEk6P${9e3VQ-8gSxYh>VD3^MJdhTN&3<2a4=%9?>2QxZ^<Th3<Wkp?NZ^|5o(WNz
z+=&bott%6{D;M*vIYkw3GT!c-=`iUXG(n6~4O}ms=&dXZh0W19V~c7ps;TrmjYslK
zs!*&aTctTorK@3{eqHBzJzG}LCDy`Ru2pMsYcomQB@}kXp-=2ye(BdDba6ph{#`bz
zHG9V1h=s=>A6i)<`_OE8bvC9=nX5~1mwZtM{me4v<@)PV5XiQ)ovnEh-m*rka+bkW
z!2X*Pk|_YE%Us(8gGUt}O@#EEMNK9KkTIPfT!fJ+zcD%6^}O)`Dd*_xzLkdHiEam3
z0S4*n)d8cZXG5G5`7-+HFIcNr@bvltE9oYo8n>f}?F;VeXv_s|pY@QL(B)XUn($D&
zzc*^?>N*BxamMko%ano@_mWDKsox;cStN@Qt=vL^bE@)sdi-iCgKum4NKkiB6}RCa
z3uCY3<e7K2_NnIG169Tf^shfm1iNJ}d27L1=hr`$BsZiDwNZ7!#az>ZGNO5RU6U@7
z`l~eyv<H-bhbfl&oF1-Sxq=mil(xP|BuNQ}pf2x+<x}-sd09g{jd8s1!(Wp2FZVg`
zFT)3*UZ4Ild^ATd0g4a^z^s1$g{k@PIc@$YuABd--$$5j;miR<j+0bH!5dJYyl;@#
z@d9ip=R#q;TevLn%T>l6!?>=_`{xjMLM0TWPT2Ay^eWsB0Q`WpbDqNtbm;+~!f5!*
z3kDG<<K^z3A$m&Gp=wA-h=8#Z5RhV10cMDRz=0{9hA}Y;Ea#WPq)kDj@&Ff4__>Y-
zL>_ph2>|*k`XxEjv?`!op-`n`zv!D19@_Sjn%|2eF`g-&fH3IoJyEl&b^@;_UJhOk
z1m5=-w$kgEj(?&k`1u6auLrp(-lx2z`Y8(zzMlt!lb1+U<j(-dGPzm1{4Kr?)#Hxb
z5`O7bQ1JM~82@|Pw$oe`1TPJu|B1#2z8j{E8)o7=|M1-uF#Uzz`#<ix5ypU=k_N>t
zo|vv_g;{o@8J!@ydCSIfS3n8%Xl#|s#y^9$sinF?=IjUq9CuTf`ml&;x8VnYUg(}?
zDbKF8_*y8w!c~bK2Ps>0XcI@aY}@?p2PSNugT6xO;beIR(pl^>R>TdNufHhunzY51
z@YU$-m#hcD0!})Rp4j}m@Ck$Ynmth7$j_Hn0a}?dOZ?^5xg_4eYqZPrwRii<8*1?k
zu{FC(jFUSXMh(~SGNWJ8=_nb{{8^lzWgLGHoTrw;uQVL3%lv6*ovUn0saJ+_OU;tK
zs5YL8JMd@-wC1n2BR1kx6c!zDe|`@B>*u@2T|;cduph*W^LkpCX2YxNI^ku<FlG4m
zJb+XOrox@3@OvnZl+diMO{TtCw-)hB{BPz$D9BgCUIk^?S$=AD;Z8i}dQv`EPHd}~
ze?in$!pm={n5&jes?};i^it8)aV!)afMR<i@-lNq=KGpnn%BYs^pyqE1{rWj<RWp4
z*cU;uvkwiXr}98XW%akd$_4);kf(%6#ZytC0g~&d`0f0WH=NyxJwwDT#pVE*`uutA
zZ6Ev|NSy0p3V`(kJo&F7D|yt1@xuv=2iV}!Y`7_AwRq!5ZQMSnrBk+aOx^oFz^4F8
z1y00YrLy5}a@pYD!^fD8+}4mdq9n<)GG8{euaxC|$7M&ZJ9}U6UV#BJB5p%HJyrl}
zkjOPtPvw9$Jk07vRJ43sKMw$?AAeQ+?zr3~qMt3#RZgePt$e1O*SwN3yd*yH%u?_3
z&pMR%G+~&WKP~N)`JB-&T5uSz51L`wM|wE*g8&7_mCNS$XPtBk&}E+?<r3gcsICU_
z!@rB>Pi3kIQD3o|oy}FZyS^U!Sr!M=PR?S`=q9<r;(5qd)O9R1F8DFLbgZeuseJee
zg{hGnjrqL?%c(hfa?esnM(RRuvj=j^&{EFAv7fgqHNlkFQYHsTa5MmlW6t2!Cn*a_
zB8{mAqB*U3B*FQ}*B5#4?XNlV*B?s}6zG9vjvc|H-#z-%i+}b=!ODhfq{RuFyTJ1F
z)7Os?sfv((i<}{JTkIbJ{&{|~^oV+5^n=xNq}Rt;`)1<+l@)J=9Gqy^D)N1Qa$)h6
ztW!~9!x%Pns=MaGj=Gh599X=6$?i`n$1>Gv?JX#Dwi{9^Gk$~kyh};x_=*33Ilec>
z{io>v`-akHfX+~(6YT+o#{bmi$X43aezj%BKF_u<f0_@3mL`4)eJn_@ZP<NC34Nyg
z+1-3s)bd-x)e4MZsbxD4Z&+}42)Y+~0^58f1%Seql_<_qc`N4bRMzp>dt)?~cVVpY
z6g#nZzpM!RS-$z%0C;!hugUdpQU>P@aEeQ)EflxFfL}W8gOw}q5#d40ANt^6mQ-*7
zvRhC!6ZSJ2b>Iv#C&Ul7zjx}2RVNxIg1Pkbp~{7^pQ{Hfx%2126wiSFoP9b8X043X
ziBEUBR~-}o_Wss!!GGStu*LBGnYyOOQx_lq-_<x9)CnX=YV~`){;QJXq510_JJ(eH
z-;@0RjfM%UESv9~hIzKzU}ux>WF-%c3|nm)wK)ZmkU%s_eh{37H)fe`*&Ln4Na#sP
zne&Hg#Fnc)lcLZte*f=Q13==!8>2u5P5*yH;>yK9h-$q!3OcS0!rkp^rUT%x%)0Lb
z<Q(kTU+m;k{rFgNGkvmo35e%V0A-_fr}KrWjjW$#3);&4ai7VUGcU)Wz=V_u##4ms
z@X=%f*HJ__{iI2J99R4|#tg!P9;}CS7t7NdA(K~jjZb++&Ad-#+(z|s^nW+_=>9Pg
zX+9X^WA04hf0#6mSBDF1ZYg0KS%MLQ)3@U;>sI=Uxbojl|Csx2!ur(Qrz6Xl+>3R(
z3>52fWqe(kA7wZd=)TkYNz<NUOi9#HTC&g6TK;7bYcaB8Wc<qSx##eov9)CUL2&a<
z*YFe)(9h^#d__!6C)>}*TlC#|;En4)f3mT;jc-**!}wio>m6l+hRL#d#y$>)RD~Dc
zMuxAP*89*7BUoie34xiMY-`XLv4p4UaX{W#=w&Vs^Wlu>esKlqMkmyWnEw{#CqZ--
zLE!isAN{}dS-Db&icg!z9@U|AQP<bUaKU`=Vl>8QuT4k4%AWsydKznmTFbKrulS|0
zEj8NC=eV5b8&H}9Xp}i4NrVO#SG0qX#faCOown^ipzFXE1&ik~<C}X8ZLd7c^e|4{
zxn9f*88oN<B>bX%pseD<;;UktH?us;3QxzDE>;cfU+GK33wIb4ZBi|@G&Vj_l|$WL
z=Xt}nP6?oN5+S3v9@-wdCA!s+%3C|%MQLzSNi&+;%f)R<xveB<mZb7Ws{YApJho=J
z%!d~NiNJvPdz9;yOrRkbDmQ-82!NEtWa8cQ!|W}TFhi*@)}2>*L|h)LD2aan)!*)|
zjCUV6%vjJnmkDo_pTn0HZKe{IG4dHf`6DxsH{93~81@(RQn3w9_~tSiM$_2uJ9RHc
z={qobJ&M^QH;E|{+={viR&oWHPFUtf)Ejvp90(nRy3N!I@Gl_SVyJ!Q+!-4=6EY3y
zblYQt6Vyz_<!jOFv%aF0@2zo#_42pFC2*(hyl$@dxJ8v|E)2a^tZAyD_fMjn>rQ18
zX6WUtdpL0=cqQb6U|K4LK}BTfja3R21n(mWa2~ytg3x)){PCB5D*maT0;}{l1SIfN
zaL(<)jl9HKnXK1)7ZS-y_dcST4#vlt%4H~5@Hc>UZ>a)|hl{xET8IaAb(@E2Ets>;
zSDqo}%Sj9vZ+_WypEDCH7R>cx#|?ywF2=s+o}K3dFg7jZp6XgnpjDRUBa@I@wCRMa
zcTrvW**C1EcLhGiue$9eZRJ8F_ugdaYG1c_WR-irhU}ciZmYP~p8v-|?a!ZC7wyD!
zIEY0zEE{&zl%pH6R+5|T5$n5AKM2k_HoU_afJ`ZOCj6&a3+>nsDDJf4_#!z7wc)A-
zvtF-YaUH8GUwC9J=)3ycUu#UpjbKaPPk&K>^b-cILsY}FE#!Z!4d^f9q}}@A-d9X(
zL-z@Rm4VS;(9^T*5o3Wj(v9IuLDt>IrtY5dM4TXM@|+X}RHX$Jc;aai#xs4-tws&2
zWAyM1{F)7?l5fBqW#F@q)gF-SRuN+Br(r6ZA!<Fua|gBBd6juiC9NTD_FE~X;>7pg
za;>6-d??doo<55!87J<>*7+rJ#g18EWjM-;FH03Wuw_xIA)7{H$>|j16e-;`^Q`Vd
zO9~*~^zoHSz4GXw$f(X(4JQK?d2^1JkKI&c-5#Ia(f`|q3rHzmRZgpaIk<~|ZJC53
zLDjdLysLVJV9#m2@b7yq$UPIEmhXW7r`)qg9b7?)mo07QVcNrYTOl5Ks4NssX=%dF
z!Ya4XZTUHtn0XJ|Pw_IkE-ITBiyDg;5@t)n^a|<Tv2eS-kBQsJC+1Vot$gLdOqEUB
zBXGL4STKY;wml2^N&N|ikJtC^J-gI^v^Bl&nR}r%qjVph>k;G<48N@=>0C4)4E5*N
zCpXWww+=vFpS?FpBhb2Cw3C|Lx&5RsRIT1#O4-v`EFLb9ULD3_<+HZ-m?Ww{#+=_?
z&aR9B<y|hn^A3_eBKGv{B&*>refNT1oR9-5@r3cU$ng+6VQ8U?=@Wck2XggX%gg5x
zi;%YZt}nAPPGspveU_ad{OaUu3mm7F(=khl+cgJ>WeB9!?TQ{t2lv*S8JCn2#h`^<
z|9g`!MZ9`RYYMv^-+$93)a~v%U#DMo0k2OA4Ci2brzFzT9-`q>coAy#h*t5MGM9Sz
z1x&@5i#(V>&NybMaT@wisQQX`iTqI?qu-b3c=~zl9)kymQ`e{#<jWftK}Q4ow=xgd
zPm%_<KCis6ZGUGZH-Nca_pqLK&!n)NDxzULp3?fuT%cgl>Qa0v(*8R(zt7wXs)2FT
zRc-3^ku<eu-}uJB=N(<={3)4&^CiU#f_b8J0<Qnto4?tg&42Fa=3m)ViiOiQ2kw!W
zyzS~Tje~x2^~?3i9WlE*>2l?L|D@)diH5yHOtQI~Q|#o3BD#bN+W6=?1a(lqs+<dH
zG3iDn7gFCIXnUKuZ`SC9*yiyoI?v`$M|s#OU$wcUBbd#;DQW-ZqSL;Sqhbb(Uk^Gk
zv9TWfkry%Up@Q8GM9+q#_98b!59e@@uG80O1!{=%eM(KAFGyRo?00DzztTWx4zQ@b
z%DE*oq1aI2{xxF)34w;ORG^^_^EE#E-CQ`fWbMl{3vZ2_jYn`xXu~M94E?vVRTnLq
zIkd%|^8@%Li$o(Wk+df~EboUYoYwRP`G+WjQ?&&tNgp$x{G8nNyquW?nbqJM?6<AF
z`cjCr{vGB@0ip-~WX9P>^1Gvzh`AfOH6T*<nrGR|r6=pEiu@66oAS<b*KRfpZ>j(!
zV_^mb((@#O{p0n%*kcaC<AdG7C6udvX{9{Y>h4dbn*s5yYkC`%j$To7hD9=7q$V8y
z)IcbAafc(wHv!W9bGmSh2HxSRvtj*n#2oSlN7{<so4HUwbFNvr6eqb$Gg?Y#1?Dx}
z@?8e|hUAOAy}EMfwDNYJI5W-`3tI_otTU`wvBs;d(M+*GWw1N?`7W7KS2>M?K9XKJ
zFeu5+EEpVNprBW3H*t#(3C`%(zDczc#>w6=aw@St&qHoJThxT-_K51>iYv*Rm!tKi
z>FLY@Go0Z;C1DFfwiXTT2f2ZsDZ}q=u5%n=@KgtM$%z&RWIqU$&^=az=QA}lhccgO
z-P&WT!EW%+_lNj?x0$spr5O>OwrxH$)Uke{donoV1M_`n;nPg8-Fg0CF$|+r(B*^=
znpFZHGF@QROVENIDhe6jU9ryK(L|&`uyT?Jy@GuUaIX1G%ySu8CPUhLZC_<<=6aRd
zFj&9`8LzqY%nIAigreMLEk6ZDrn+81tEz%MN{R+4D+C8Ptj1oVLnJO61Kbycz<u$A
zX|-qrSU(V2+(S1_{g>a@d2oS3p+_%lX7rc`E6QpsH*PM9Z-1+datXB<JB|HvLI0Pg
zG(aqs^G?z7FUfSHI);ZRuX7ELPpuwZw0m2_Rhz<Y=*nV^@L}o6*B&<Cm3{YE?i51O
z%JG{(lxDqryFJWWrT4izslN!s@FVQa=qOuR<eHOlTgzsF+liR2o&pBpCulQnE5mF4
z7e1X(TfC@S5M_c!JekoYB;2MHb!oGkEm^F;Y@0Xv^%_<qIfYM|4&4gu>}Z6TG1Cg^
zk`Cq`DpmdrjR>MD;v4J~Mo}dCtX7Eps|WZ8WgJt_k<8I93OKd^BRX-Owu+6hnn5Yl
z0a9oLJ`Us~Wb!3R(_+veI{zD8c!uF=TFFJuzI*xxVreTSGeS16(<-qu^{5+Fucc{H
zC=aXLXG^L?m%4D~oMs7>`JE}xN~$y(c4hS2$~!GnUeEAPw?HH$Hj+eCCw&GH!?izk
zH4i>pcl(9-g~}fNBaO1f^*p9pQ<VQ63E$t&Wjvygf9mS4GHhavAg_Kcu{?WjYTPjt
zX*s<trlIOUvG%5h>}nvPwooig&jnb>Y6bhSwP#TT^HV;0&rPCIHDhFWvl<^X5Mr}d
zR;RrqtxaCvG6^Ud9D~h7GpvUAYCU(L1N;modp63Q-AA6yuA5H}jyhqb$hP3L!G%)w
zWvI=K{B!WmVRj9X&4leni<r35k4d}X?9x{WKDj&=I`L#WMk}s7U$}BNK9H#|@v|NJ
z`%a%#ylDut-@K;fovMAP%ISMcVM}X$CB&{Vrojg0I`tWxz9F4^Y7p3q7aG^?RGk5q
zx!@`XsXR=w%R6<z1DL?qk%^s^Tg<wr?eWCGVAE)yA3M05`>I^1l3o;{e-ga#g`c+^
z<fdQO@cG|$-KG>rd@qbvUcDxsuJC00zEYF}H7atf>617a#aAj9;~qcDEF-pPJLNf*
zkjPv6p?!#5Lu>*|(Ni~jz4eJhBS1M5X(pyZ7K63do0?GA`ih-NP5%C*e|VR&E?7B=
zK~uq=uhB!1uXR#k&OTx`tkuo5CQDEM{3qVV5NVYyl+e0oWVG0gQnFW6&{6*@mn^$*
zM5Z@FeJA)hG$KFTavSf#n0HD?UhmZysPmBVzP^6Fv79=9T*ub|FJ7t8PA(f3-%Nap
z#SOzPM7&t@F)KR`oikg9dbnq5SATxVz(oT}xTNQ-i>bM#xU#>JC$pr6=!@k6p$ymL
z1qQPe#CqqVFO!m4&XK)Zs8q+ABZurctMhW-SBXx(ymx5xhK>spJdMq<ygS%AD9-Oa
z6HUlMxC9eI1?D(}k}uF*SeM5LC3s{!zLP6zIah-;*YG0m63DiCaA*CBP}bLCDODy*
z#t#ijr`_%b<{Ez8Lt!^|PF~=vH+mrStOQ?hVGSoYStfqrPE3)l0^5#nV_{(Pw;IN|
z!4gmHsWXWwBZ?PieUSBGO$OuwUoZEQiK!~ztJB!4X!%MymHRo)a6xW;+-E$Sn+W$h
z1&8f9QJLZ)*}d&<xs)9*{<v!;XNpWt04D~!<aut<vtmg|Jn(>=W-hux-Cr@Rupv{<
z;vrYUiS~>NQxEHKbu7c{t6^4L(;W90?o2U@hi>G4sk;*`Igy+CyqRtwH^GUd>h!+t
z-sDUA$u$P^1kx@p0Z3Z(<mk#ytrgb3UIMAj;MDvWi*p<1!TVudCqj+u;X>=e-mIzE
z$_X6x%i?#cmtW#$?lBw%!_d9l1#A9;MLvXyD-=C`ABcB1M)FBJE_4v3x$sSre3)`B
z*A+V-5S*nu`U0RwlsvP-J!Cpl*Q>BuTEPQ0JgtKw6?<*N2N-JX@{o(E{`!#BlcMfM
z!K(U8clV%#+^BS>v)uVS-FPyIZ2Bq2?y_fs^|syK_Zf#KZ31?_Qui36LGqJ%*NqF9
zOA@75Ne|V}_^!)0=$FW@Z0Q;Z#?$sqDtJiw(jE@f!Pb>hVo=pq5AdubR}SFs&x$<t
zR{zQn0T@4glo-C&0yWZcCO3Er$*hTOt^caEa?@%gT)MdGo7#$In1^1+hpBK&2G!AO
zjUfhHVeNy_{Vfz5nF4s*sf#Igxohb;;O{6at8j-0ay^fo$W1;k!!!`y%t<stbA^t;
z8R6lWz9-+-w7P8^4J4iRmY{~QQoaPa_o+q_+mA6O6-XW``u>gOuKYSM)bg;0Rd)vc
zbXiL_Vx3hpybsg_4)?c6&n=D;^`@}`(np1J`gqs_ZSOS%!NJMC3G0>X#ZsL4NiRqr
zUsQbJ@EmTSIfZv&+n{s<_aFSqsXqOeUjVPZgr3$D0o%_<n_cRCs2=ImJzMyR7V=iz
zu2WVyT5n$R?l%`RJ?drdi>H5|F2htUfy?fW&NJIgT48BV%0*r;`5ZpdK{If6D1;ZW
z`Gdf(3!RJ1GS6p>^WG9f-Txe?YhJi%Dm<xn0F4{Cy92GGWj@U2dn>w2x{l&Z$cxlk
z=*hPYTNI$Iog5{K40^5F5T_O+K}T(OGV?pjI5c)?aAh}8;6%!NvhU~T3U^KBO1AKh
z!9pG_efBDMNo#}8%EYzlm)>-}{$*}2)u`l>rqbL|K2>p9JMrQU#;!VAt(lHj-BHqy
zF(sRc)RMqx;hi93Sj<{5F+&?I6xqMzUuz|Qun5r>rXiDyyG~`$&*FV#F;?rTh}_Cn
zyeU_z6<|(kM~zvuY*Wv@Y2Ev|qn+H3-j6t}RUvcHIR@Q6$YXL_u7I5d#G2G|_+5Ka
z^TbAVkg{3e#HrO(4WdKmVKz8lF7c&&`22&48LvfP_7#ln6T{#bBS16a>)v$KdjO3O
z8DZEHeV?(KnC`-w46I6EaW9UwRV*KMZ=p{0h)>^e1WZ!e`<>n+p|tss7<o0hVQA`C
z{{(ks?`Y-;1xYgRx6Vv%(>N(Iv$0FdYs`-WIWz=mi1Lt?e$Han-ZxKeQluF!wW{nT
zK39LvLtz&L6-T<NbbSe2bW@e<Qe^ZCE|FlUH?PZk;t-hZm<DT)TMJ<70`5R+7c_s`
zA!XPm&-6F}-xsm3+igk1IUyir!frHmN*AK=HM(oLDZl>2KGexxOAV*g1^mhCmiBDp
z1i5^Vu^)@WY8+W^4=dQdd+{>75(X|(cx?}&6G>L>M~4Cf#1zPE!5KZ|mW-}=-94p;
zbOzo_EdB=?+X)rGEqgY&9+gQUW6Ubp@$CMJp0abssOBwdr~E2q#igL04NKVTQUmjR
z9de6!GITT@S<$ugmjx?b(l+?JMRM%g6v($fcI~F+)*_P|M@DKYxY*oa1PkS-e;I{$
zkB!3XSkhz9|1Zx<j_La4g$Xf2$lpvtUw8N$__S6Je8~sSxla6d`_R-8Tl>&aySj?@
z;r(P$KUaKIhlgCA98QS)6(I{5VZwwm(E*emi=Wqa`9#6?CM>l9MT?JGWW0esH1+2h
zuUB|bOR9QCW&?G*VoH~<BPAlGQ~R59;&UuAFe3WlMtiSIu8%+!j;DN+KQLQuHzo2G
zV~cn#R5!=+P7GI|u5PjV70zAzc}Pr-et|gy#cW0V03#X&GkYu}I{JfvW6b1<QK*N;
zg)y>%CrqUZZ{Q=3;Cwpqy&ut2?5k*JY1yYljjvBSyOS<jp2uHqwG7>h8V1)7ohdc%
z$k-Xp5S8!cSw)fzPEE$Sh?{on9DZjNzt1`6Tdtnv5~}XtV(_YuV)*dhO=SYO(B_9N
zMU6o|mIKe~tBZA{6fxE)&oo-apjl?l6|WPG$Wg|)R5NR%>>kzf9sY9jPk=zcCBzf?
z{^?Pd+f&CQ%Y;@4pK!E+92-lF{KD&d1}XMRI$g!&3NhyCltu}`e<A>1a|tKj9Ry1*
zqQ@}70eEIn5AiD7L^AQ|i@>F%3r}}-UC>KjXU5+LQJ`(i0rXwWS~dK_c%6rViWFs!
zz3=hf#|=2rP6JYrKiq1^R_6a%n@qU#Uns-dPsnQL-EM~|r+q9UhsyX^+?j1xEe5#u
z@LLU2>e=W$|5SSSo}NkNk=Bhy850J`8<a)Reo`o74%Z!D5YM=<moioJ<@5Pj?R(Aj
zO5&F_88YjhjDO6jJGUX6+UFna!Rztn#^6Nv+x(h1CTqxD*j}*Bj){-#o90_pQS}{_
z5_&cW$m!RwJX;f370n=Ja?G;JTK&;1329v_F^@2+-I6gYi*?7goI4-Y2YV-(gMm9)
zJ15I0`}(wpGLgxuU9#VvK#Lb(ZVPU@6)}dFlZY7F-KOe#<V7-<svm63as$81Ou}2h
z8L5A<eX^2NEaKugTFyuk@_eM^#CN?^6lJH%eHvJ(uS2V3joN&osh{9<;hm+cLB=js
z0xjY-XG*XiBR(o;3oXJV$&KN}Pcz#Ivf3GhG0BsFw)eE*IG6mK?&n?)l}TCwlkWbC
zoO1*S0ejp-!tY3BCKoB3Y4W#>^vNN9XAZF)#eqRm1{tIyf5C}&$ayM8<_?q2ZT9A&
zCT}GY;;@cT$(Tu_JsXtn0`EK&e=EW2;){=$PrlJ5lH!S*LTtqWn%n8^9|Wf)vj$we
z+L|1{6m_nKJ3NRj0@IgNB^3Fjc+dXS4+64h>!yQ+DFiDP)N8WTC%z;u=vGk}yc8MT
zoroIwwk{r#oyM&D!RXoabbV4d6m_rFG2BI834ZZT@Q%wv>9NL<nV`^jv<H2&gS_{z
z=*5m_$MX0?#mHk-<%;S%Wo&1rEF!9yMZco6Cn`zrc#khxoy&dLdf^O@uyu#s**3m4
z?Y(2#-)ghUi#L~Xr1ld?B{;f9q@5=w@N*X1)ez<Dna$WSor><MPBbZXyBOj%>DBw$
z%t`a<b#6+6;LS!$JW=2i-7~^+bvbkoo3DRt9eUZoAO+p?#jau+cws^<h3}%<qhd{#
zQM=0WE9=s{qc0)-L$L}pT+P<J(&SFOaTnAPynh2UfH=b+R}%=Q1~w#a@VDYY5*Fvu
zH=HRq&-gu`K7^VaVw;pNYvn6($syGD`S*M5#7tF~Yg3xj`RnPy!%xExWvk|{_5y3d
zEk+={KCX2$+Z7=i>;&zLUjFX3gMYrW_{hV)8|`}At1Y`^0q4+JZ5h)Gu#L>g=EMsG
zf(c3=wsDXz9sK8YiN9Hm>&JzT%DUy{^2n^Cqx_Oxib~DV=IJ+K0@LtvNHWtUhZ9|{
z@U_l#!SC5pW>0RMT4T%VHF$N}?gs((a{=l83eV92KZx~h{rV`7n4f5<Y)RB(6NqCz
zQ)F#gq#m+;M%`a#M_`(7sM%8Z+ijX@Nk5G%KKc^cy5Br4-chZxAS9xmjh0kWyU26d
zjjd1}8dfNmjwJT?Z9$5~v}iPv+t(hh533-;-CeENTv&q|t~2By>o4A}kor_A(ihVi
zEOP8K_O?_!=2gx(a#98y9ObAH{dAW*|HTKjnKzVLN%V!{-%JNgMPjK})Od_P?sabE
zQZ`)ZmT=zG9VvUczQ`_UitC&wwtC6<XeLYKHqpsa<p8HdGi-Ti(EIm-C}FHuN~z5o
zt{MA)>6YhS6_7!0tBJ3LW+oCWO81D8Q9PGQAoh&Gq+ahhW_J>}-aWzwr^lCD+oYXV
zV@_&UIf7VLdy!c>;d^`Kq7NiXfPWBJ5z4hf+h2nx&uh+f)<`@r)*=SB<B0=}d=JSE
z`Bz;{86CAQS?~CuuZC@Bl)Bv+o>Ev*Hh~a-E%pZi4hJl4uU3E%5di>M(P?n2rAgk7
zx-k7A%(JyZU#_6<re5FTE#NN<d2)bQhhK7Wo4a4Z+q`+dVb{+48`G3tUD{rtB8D)Q
zqliKz`vP68de;itorB9d^+J%~)LTy}OX-5lrk1vJ_FkyWOA|!@Iw_#45qC3qYwaDn
zI<xHg6&>1Dq4`}-m(eI?a=H2)f22BDNaAs1M)G%LhUWylv6u8P_}CHER1d$*m_R*#
zyBxIpdRr=Bf~Mbx20)AU-r=R<W$?wo7P*AP>Yu+=hXauhsBOJ|r?p~qk+B_#NJ(VG
z%4o%g6zO@wPQQyDi{~z!6}{-*=bQO4J7q|h+0>3;v_(*0Zp!de*vRYX5VlwsHC0CX
zUUY;5YWhK%SZ^E69RhKk-d17d9+BfXz1iZkl<rgm=0|{RGW8&4LF5TnfiB6)csG@y
z3y6d7E8TYcVvuDne#yaXIs9I-JM{jUI^7y<opCD%w;58A!jQU|EqPFTNXn8}l9*H4
zhxn5qB|BwPXn-4$YdX_T<8ic{yygeN=BWPRmL-vVh9TTsxui#qt}$Kb<k@LPzw)Ab
zy$hCvtmzr7OHTK~1@NS{E4opMA^gHi1%-&2XgRU9_puT<%Oppw$Jqo=f-bouGL;;R
z?M%<A2ZwDYQy7#b(z@{G&~7sb-L?w7EiLXd><%T>Lks0)=7w^o-&1okluf1hi0JU?
z6r+V_RvsXox2tfse-Nm^w_$79^|kQJ316AU1>4^+ZJYrxm)y#(^71Xz<GrvS1XnHL
z2TMng=E0w?C|iA+NEIo^E8qS*_9$65)h@=!i;T_VsC~-k_+Su%q??B%Vxc%hAsl3p
zbObw4PW0{#EUWHa0_Mku<lqU?eX_q{y6Un1xHmA;BOjpG|G~&+KZtA(;Npp2UNI;x
zsJhB{cKg#~m!1_6&+3{BmN`8|@9W?eNv5+<bgQ<`$fZ$L)G{V-T@e|aues<HE^!l5
zkom|ji6rn*FVfN7P&CVs#wz2*w^qGe_v-F*T|2VRcwr(#$)}!<Bj)|(&)fh;5eP3O
z5tsVKpUE)3k+VoF%ey5o<+kc;pFGO1c8!<(utfOQ4+6TK#f(hzzQOoxZQa^@>Cp<A
zu2Oalhb?y+Xlfg(2OHFd(a+gCdC)m%Nx1XgZJBMB5ab*Sl=rpgyCmFUh?hkvQ5uSV
zm~DznEv1!WHJkg)a;OoU7PMSLaoXhRr*mvCiQIa-K#uNW+v$ogoJ{*>Q^b%?5#jM>
zMP_R9Fk8ogfPLsZgt$21n`^9EGDkk@74D|PG`^!;dF!3d^{`!P%#v<8!R0oyI#;#W
z*jdvoC1T=6VBWntK7#>o{lET!)%y74Y*3fV{qr$=a#94`X010U2#&+ee_?=691ppk
z)KvREoyiXZTX>Y)%Fh$?aWDn1{wsc7Z4VgDB8j(^dEfC@$WO`jq*N3>7h;r{uj#7D
zkXWZoC^17_cqvcRPAdZFEs3$E9%`*t?BTSuR~(E5ua_)M^eVc=cIGZDbnLpXkuJa@
zsLJyEp!jt?xKNtN<q5!qK$J0S*=ptCiW-t8Ur}IZ+Uz_b9uGhwzQHKBAz-VQP930)
zQ%seMQg&tB*}QRLP0(fH+d_UK&<GbFC0#b{(){4vwC8ss=I;v>fGlXoS?R|e7lMpr
z8gpT;GbP2~lA-c&UK7Kf7|`Y{>NP&PZI18mne*jrlO<c{`e^NM1QxX<0+-+NoubG3
z+BfRTU&*G?s$TTijG4!QX9~`TT}V&Mv)^RX&FE3BohYf84<!wl+0~k7<iZBQrq9fd
zJaldpwDvv<cBR<a7*yKXtnX~59c*&*(Z3HHsquXNj%wp(SaH*5fmw0#)A<%V^;f^T
z2JOG!YNtK2yvd-&VJF*7d3IxyIe<S>MK3Dn1=W8&Is2IZ0|gNE69qtDDtdvjMQvBP
ztDO8XP?=GfBS)J#y`6sp*3DO~*8Dn6_k~xGw-d<6y^`2LsbOt`ua|k>6gYQM=W4ZV
z!-<AHO!VV(L{~R8`_eu^=(;{FlqEjU)f}|AwOsP*-jwKjBMk)?=9;#lkl0IN1C%pv
z@IV2izyk@FI--X!XuQzrU{7SyBcv@7!|U35Y7{t`>i2PocFv1qeOz2j>FnTRGB`{B
z^)bI32dP(+wKTo`S)um`hfTnCUEP53v;xqfk!Op8EBGS8=pEfd7j;4cFUoXIfmALn
zN{FiMt_let=w5)nakMyOQEN|T^s9JRqsLN+S+3zY_ab#JuviQPrVffSEba=aFY3Y?
zHKfG7cLdNL;sww};|E`SdUh4n<k7#BW@8QNg{PEDLx6{<W0D@t^yy?numN0N*hXn#
z$KF_>53e>oP)eN(74cb7_i!j|op28o;a+cXT`C(a&U_NZvGFChfLZlQL(uVMj}?Y3
zrpn_?`*gsgVO#lg5xs;@TlgQ<AG@7q48;RNmCs>m^^V~RrhmZ|hK|+yztp709*^&P
z1N_w#1f+P1c+rD)@?%HtMRYx^Ub5|8zo%t%Iwd7Xy=Bz9bH&1`^Mc&qK9grGJXbo3
z7fB>2WADCppns$AJwvj1dyrS}?z3$D1*_7wMcL3K5ij*Jrdpm$*T<U)58wN~5V@g=
zySbwI$!1apG`E_30vIH>ws5V+miRNB5wgWGeJ5;g%C^xe>s**D0WihEU1a6a;U`!|
zut2;<D>5UB?9SmRY>FSyEQDJj)HBhRSLT~OUmf=e3uzdvxce<ZfbUc{`YxjhL5Nys
zMX+n4ow>x-X);o@V{h6g>2~|*cvB(=PpYQ;WR1s7(q~1NnmtU%>+@U%7=*4{wYRcZ
z;uxm}3p}W&ly9-dW_>?w3wzYC=1#XZ)8A3_;ni!8fi0APeMfxg1D&X3`#Cj*n4)YN
zIC>S|9?C91WZO;q$#JP}L}z0<r(J5#7@q>JaR=w<V|blXGEj_54abVH@ZS|9CeuR}
ztRI2OBS(DH%<TUMda>@Gda)N|@@eW1U9_3Jm&2VAY+zO+*+$}dk-)lB@j}k+w97+h
z;_p*B(xdXscc}&2!+oo^bA?yLuEn?;sCLcdUTO+}3IauB!*71`w#?NtcW9n^LPAOu
z&a<yfbPH(KjeN-qk{_TEuZbZT!yX;AZpZm8j$94D%dT#zmnR}@>}*4^dpAF|-R`ih
zrp~J4&L4I8Q=cRyw2jUixG+Z?&9o{@@elSZvXz8;@TKy8?@j`cB$JOm54*WSp5=MV
z&OadTNXbsnt^3Yc^Wfzz0>XaP$!J7y6YTjf-ShK4T4^(&qQI4?1SvtCF@V;T|Ck1+
zmG(b>30xSEzo6PYz^%3O`v_)>JFn}a95hqM<1l-XV%a1Jn&mjW`MkE3HocA}!*TfL
z;l)(`;#7*<GJgme!bz;aATW2LslHPQK;@T;wch18RwyV2rxuikvxq)n<V@Qo8+p{N
z%q++3XmXD=wT>n&QmvGuMBo|wui|2FxBZv12-Z^&Ufb1;FJr^MhKv%8Fv)MOBXt@5
zNKJ^2U7g&2b9K&doJBF0W39`$wl;2rv3Kzjy_h!1AQG%A`&?I7ra3E{N?8e9f_mUT
zF*f`m1-zOX1t_Bd^z&<-^P#4*U`6C14FktT2PUlV(i~n#`DllO^c8w-e*-X@*D>}n
z)C?%+c}oFbQ8ndXFY@570fma&OFUdwS$Q_B*X9}GhM0#>5MuzbH2}CXQ6yr0ErB@;
zoSLBs(HvoaaP~W;f*1pCOddTz`OSlK0UOs@lM2u({k^@^LCNAH&<?<BNTqhpD#Int
zSq%{bt}CnTC5~;*h_$(|%oJq~nm~<W+6U*$hPva{j&05y7oXq;t?1adfc4$tm4?9a
zms;KN9-&8D?4T~b<GPqZdO9)6l4Sbu-VPh~EMVmO#I&ou56#8I?Mc?S6~<1U&9z?f
zD1P;stC+EOzIS$VI$b!mt41o*!r0|+M-7w%hAX|ilZPu=x2yTGI_;vO>tn25W$50z
z_-+UCb3~9@*{!+<irF+2hNHkj{w0h?U~oJL-FtxkL9l=PTyDE1$sF64L_;Eq6WZXQ
z?7IY{GznkJllg~8M~HyH&V>J?7=z!%Y>4mn1A&#28jIDRrUVi^t8qNIGCv3RUt<J@
zuH#syg6YV$zv}N##a}|g@g885*>~Qq`hc<ZiMu3o%0VEVEdcFmC6%q;^sN5QTv0k`
z+-rzF5Fa@ZA42?BZ<>D)Fj8_qnJJTeoLP8_cP-{v-pAz~%UkR`rgH9Qf3pX>bsuIa
z9WvalVLpsM_B=wbjVn_9Ado>|^=f85oE>VjM=aI33JgXL$z(_g*0)S~{T+X%S2E?v
zxv9}LfoS64?Ryj!XRAYvyXLn3gW%oI!Ca~CdHu|!O+@M*U<{b6WB)nBHOj?j{z!Wp
zOy6T+Cjw!M14*6?(g4%-n%gdJpXqS^c;@LH&pa9Y0foD!v*eE2@>7HV`H`a>;iUiY
zNX37C1XLukoY7xZM+1&7dk=m$5sXL0@A<m(`R90eBOcl668)pGKbOhx#*&(fHKe#e
z@KOrmsqlH}QsM?|MdSh8f5j?S%_x%uDz=YD=K)5fxcE?5j0NY!PXzMUf95R>=IH+u
zfo%2o#ApdAxtQ-x-=S_nx6Y@Tm@7D+o|vUW3^ht*P<J(*S)2c}z7*O>&*=_t`@(%H
z{?^-r?V5#`ESw3J$&L~v-!@rhGe8jjDn)%f{0?~tNzoF<=jks_dN<|{zT~i2f-Ky%
zJaJtkz?T^{p|kqIY9hOWTX5tVnQv`u8x7-ZspVX_FzvMOt445_#{5~z)`bI;VASA^
zo~BnzcvwKJwXzpGt$j7JKp$4e8#732OCFIRhVCSZf;BabRu4;9ku}gP3-`vHI#xBO
z{}=x*E6f?WN|5GGsaTier}cL`vjx+Wh|5s$64IkBvk~{BMmV2F=I?K2|9|*JNyQ@B
zl~8*Pa$AWq`m)J*1&{{jhU5xPTh-Hc83}cItO&baqH9@SILMvSXE*qrnVrb)Ghs}r
zZG_iCyqpx5;zT;wNH^z*j<D?brq5u33yQDx=gN9K$_JlmE7$VmfZcrutfc0kvE6>8
zI%mCC-y00vSQFkJ$F#ewauoFpES(qdu{@o(d$ES#Gar1+AOcTi^$xeEc)VGNMyVXi
z%jh1x%Lv`K_rV__#Phen_P2TbaT-2hJixSX8w-{myt?^!oyju!pBTHsKrQ`$YI*m&
zmXjq+ds<HVn^SjxZt1@7jDOb{YWzg+=PL`px&u_3@t=>Bp!wA;e-)0q+03(#J+AU7
z_}TBK0Uh|OJMS`ne}n>i`uy!?ya(&CZe+rK0oRdK+W-x>Y)Mp*=2$tP!E`LP<9dF#
z5(;*s^W5MKaN0e7BY)W+SKNB6Zj_=_++i|007Lh**__~6qws0%TrpC5<RU7<Xg$2@
z<Vws^<cx%9ogr)A>}Ol}*>Uy-=@%DmotZA@j2DNK8}hQ($z2dudwr$woT7|<fjI1u
zJBIYQvUa=&8>r0pxH6z?tKo<98VU6o2BHNd)1+?VbQ8z&1s!_*gJ8D<Bs%FP;`Wq}
zTO{hM_ibe%er!r+N{0;yMEqDFhfEV7XQG+!2LU%Z7{t(LYM<TRJlp1Di290cfY{-i
z6XL(cZVJQ>Q~^+C;Gv@ek|iWfF7@Ba7oRWz@yXxy_Ny=R*gRVO%wDy1{E+dVM*RCj
zjH4e$o~k}2o~Zo$+kY$dxYgSTQ+p}9L7reMG*a$nYC-g!r%JO=-JmL3N+dj^{I7eW
zUv+R6CcDLWC5jGZ8T+1(Vo-vFGLhd5#TEbTdZt=r^s9K;y6pJg8!s9r{}PGv&mJC6
zEY73XhnH6twuN)tI}sBywa3y)1k+{hmkf@l-VXUPXzj4UJI3uA(l^JFxeIhC@G5*b
zo{&I#hB)>eO5yWE-NHUV#JqdIzW=5E|B@tlf~e@DGe7j=|1g*;%bZS3MH$1ZW;jbf
zQ2M)n$^BpB@w=V~xtIxHXZ&-#!6N)U-b&wACag&2kd*!tV`MdxlyNnLbu*Vprs8Ic
zAhc2$CRVhpxvySAAi8~%9Z0fC&6xYG1*ZjbT|A@<+Ho$&(-=|Q9Ra({85Y>H5=>bK
zudWB~kiWJF#_r$q9-5bE;8{S@hnTFKFoeO|kGBml^F%ZLYzMxeC0V<|FbD#4C=~2I
z$KnFkjOI?_FDdQ_2on`%46m5wLjLxi_=Mpgy#4iYY5hIRjDv~x=#*mAzux*sVTNGl
zT6nhoYQ&${{#KZ1@b5;zCgBr?$1CJ-&HUL{(V)YhjmZ2210a{eSjtIh6{9waxG*0?
znHGO{Pp>c%oL|!Ts6o~#%luzir|N;n9!iJ5vQ9q{$XE9kG#8dz4$)VI-#U>T5%pXn
zI>T+yGh#UB;yoRYz#a@Fr!d0y(>a0jvDr>8orOWZ1PFreE_CtN{!-80l)=%v$~>p_
z=cODRTg>T9{i9bomUB;iL9xRgB_t%uFMvy?jKXsA%B^qb+>%(+!F?s}4x}n_MGp1S
z^z|h>?l1^VPIEt!m1W#+GvB3a*on$3DU;J!Bno3D^cDSbpWaP6mOJ)2R?cCU_PL)|
zlAA`9u~}&lCa;yU>r{#Njx3R~MQ_rnl)uHMQV<C3_g877je_6>{U0OT3C+nmwSp%Z
zZqT2>U-&^#p(dGajyZJ}^~}!w48{J9{sfm@?oQdW%vXIDS}DcSd9DFy+5dJjE{8pE
zGV;JSNEzXcojgbOu<e7NpS$mZ&wqkqjn~2_9sF*LFu(mIDu<H#vS&!I<zH52dyn=S
z5dnre_1trCQLEflC$yhRN!4UUbsv6kae&Rw$gJP!lBI{bd0jgB1yRB8?hOHZ{`X^R
z4*UmZtrlz8$6rVp8I<V<lp-te8K*1CZYDf<+mgY|hPHL=mMW3BXKmjrCznQ3N1+1i
zZvo!Yn?F6DQWT$Z<}6+*r?VO5o^-A=?_a2U8Ess(%xTGW&+w$2wDxDwY{{6-JQ~y&
za;cNrV%*ONo}Qt>E%icINz+}`Q8>>!JQk&{Un~|?Q!?h)PlE&LH|OC1)<U276V@`n
z1@d#iv1<P;$aug=;~mGmN5X<SA(WY|*OsI}N)DI#yc<JXg%?*64dFZcPAL;lH)sa#
zRtV4XQpp*S?yE!#h=$8|&+5_x%7ZTBSh!!Q{Cz5O*6>GmLwPzy2$9RIfhWof!qSU~
zW-s<yVtmzlQ$uvQXN(D-1%KIx#wuSHxREulOiIK+nrJVr2qDO+ayT^^Ug5Bs>nh}@
zNXxJCh>$fX2IP&i0?#o?Y?aO)IBJ2QO)g?X{3pivuh5Q%X~xe49Qf~SP!!pjilW-F
z4K9mcpyIc=LDW?(yoqF&Iu+z}8)#A@&zP#Kgewtjr%~ojm`%N_qjPJb$cQ=DYI?Vs
zstHk+hcSbbFh>ut_1^GoIkE9}im^UtG4bN_K`Ku%bLL3WD4iK)v~v@03|+bZn=JR?
zZ7N18bZC68)yIO8@KFbjo6prF4|;SCFuLnhf)TZcsr7Td3R9TG1;n(y9-6~m;*M(+
zb2IDf*${Ix<XIB4=}xH=FJ`@^PQEOePrOjsyU3)Dx_=C{xNO0so{Mw%SEh|~t@u9S
zw_jKbl-pKi0DR-D&(BPoO-Wr%_{%8(wE!2^L6YW(VVa$3VJZ|~c&i9YkjWFGP?JZt
zZ+H_SE+hL-N^X?V1-iX=KwAtcmX(zsvfSd0bJX!1L+X}d`%=xVyYpqPvyE;H^Xel>
z6pHOcTihT}CF~JC%bct36GY~6jnQP*fMz?~EjoJXL)<uF-Iev#E8)u;DTV&N+ss*o
ziTUCMH@%+G7uN~doY(($zG*|->b_iURg7MzgW<I2BOyL%J3c9`liO)YkIi{gF&+%S
z-B<yjxbZd`)Zor8%`ZO)yx~G4D9()9c7w#~R|xjZn?K!BLVty8dJXm@@ekvP@ZSK~
z1W*=Ryu1`N$1KpIGdd(QX`Zvq>bo)>L{sA(CAN*uR&=*9oz=Y08h1;Wbk{QMYj4gf
z+Yr*s?&dOY1wb<&WD=$pc5DT#8I+@gPrYf{w`$m*EtEmq(s7!}K)si(R}CZYUb-hJ
zLbrmCJVDuF+ib;RZ`fpfZL@=TJRDMHIc>$KfsTK6+E7dT^ohlL$Pu_+p|^Fx!c_d-
zhN3q0rp>N=hvITx_YA2kWz6x?eK$VK0p`F^iSC&KgljH0m3yrJ81uD#`xR{gK+6hS
z=xe7;`zZUN$f$7HT_c|0uak)SS8!?0l1XuCl%dqNs8?js?%RbO)#0`wL#gj#=qVV!
z!ajGjAfH!L;%M0OC5Rb~`Vy(UhvsCZCiQt;)z#&z%ixKizCZ2JfP=g(E-xwd+-zqF
z#&??}oe6?w6RY?&ZW^nqj`(pjwPbM0iZxIScfw%Px~ZlL>q^<_f*ZMX4;fS?!}J0t
z)@WdsntqQY?A(|c=>buJxytBWk|1^O#;2~7tx!^0<lQ?NdMfUT5<A-|#cQYc(iZbP
z{Z=Zwru3sKzlztF(QV8T5t+EXh>0l$DC?xpDTu1|i~tsF(d#wG_sLqL!`#e<FYT(}
zFoLm^atxlll4@{%-O~9hmG4%4z@rtLJ9AH%?=^HGT~a4yyG3|YEn%Vs&UuRw0ft)i
z*25wAaRk8@F<+}|Vfs2@tr$&omp<8^7Y+a6o7ZBV<wFSaVMJF?xs@|f?O6{#bK@&1
zx}qrNw|S=nG_HC1o8jhZhdNwx)vEM(fa{{U#wPPSnYQ8;6h)`c+t={zJe^idopy0K
zTeiz9uG_4Ig*{^5t<N)!qMQIvUymJo>kF!{*Y~_%T#YK{HTwJ=9e6(EzTo$UuB7ty
z_JH*D!qkaYdTFp#e5V|kexEBrco0LdWdV7EZ3xK~5WhU);tcCP?U#Mh)mx<qf&z57
zxuf17eeR#3vEP56#JqLc#Y?}bT#CV<jz1?-D1>~4VSa;1iTt-WGqU@K>$z`!+=ub?
zA0W0onZK1<6(&%2j-=7Ya=+jkEIB`Rs=;)^q4(K`!3h=PXG08@T@KpG&Z&dSM|+X@
z$aTKJK9-58E}3|jh>5KoKZSUn+cmpE4{^;~+qnWat!J$A1|KziJW02E7@NuUShO~f
zF5;!mxXG6r>u3Be!!gn0+xxPu6nO$<=v>Md*orm7de+Wuh@*5&lUZ*+yNMp3+EOWR
z$Ld6(`Rj0z2Qq|v%IR)BjMqB1-!PulRAScW{jNtrvOO&{vfnEZ8=Ef&ea@2~64fnT
zuqfZEIh!qiE4aHP&JEz6`kqp#s1AL*Q5$>NWz~~IUY>KAjGn><@>(K7+vyI(Iyv?O
zshTQm@J9Yq()Zf}Pi^&-m?_&<$a<ve*^@eTe8aWj4a53t#M@GbsSA2gE8u*50S-vw
z@op(com(G6%I{RUF#)_sa(${j*n{c!F%^vdK&@s1tg<vnYrVUPk|Zo+rqAb`V?_ve
z>b<G5m>0S*c(f@&5lEx{-9)?#y`?L^^i62G5Yx%)-FD>!<|tWbBx<`p-U-CvC>-yd
zf_ic%n@?GuS75%Rd%viy%Ckx+W*XI!P+Gf?5&>0K%PU+L3w0!j;+Y@_3F>FY=E~IJ
z?-fRODT+UW^G@&UsdSL+<t8d)LqZL$^8y8@pY;wKMQDCy!CtHwmiFW#JJ+B-kJRCh
zzagsBl+atXaePS0b2oI%(4pa;FiT^I$@Yoax!w(9)K(Ogq%c6Jt1eSY%L!7fS=BuQ
zE>Tl0?9Aw!)8$1ZuN6B;Qu4f89~q_P`gLmuNVBK&M?LtR{_|Tk|4#oAU;T;ngwU=h
zB#;6Kh9cPP`%-^HFhZhMM!_NZU%@9C`T1`iH*09uukisOhIu`wpCMYN#f1sB;K*~q
zLXXi8qo&G2NYWCwZ-rr!pY_){fLcw!sT)pbb#22(wJAA6hR5CLs*8l6A=z0-ZoLfc
zq`fJ{9;?SXO@+Gz7n|k?5+7UiA*Z;Q6^l#`<rP`QG^g&d=7TtQg=h-Cqpavun@8h>
zby(Is#PTsVBn)oRN&he?tS0Fj<!tl7W<ro>2FH|JZu%WmR;#=C=-X*hiGFnvjn#??
zE=kF-fsW?qq|KZ`>uU>|>PxDTMinEWcT&Q=um<7Lh%ewMZndCCSJqpw6g#g)#m?6Z
zrxKdX3)Oj2FRz$(mmW4{s}Q8x`GmOxPy2)5Q;%4-?%sk9X^r?c3}oDXrJOPl4`|mW
z#WIKP`2(y(fcP=J0>8jQBJjygUnV+oMDYpq`t6a3K<k0uD%U5TYO6WIIBRHl`L?Sy
z{ZrajCsM2QrP2=--DoJf=gR73xq%8ua9+9l`Tkr(g8Vx#WMK1Zx*aLybg#_q0;`-)
zU)-?X&UMSPnzvFihww=%7nSC9i%9aXlpcAhPJzq}$Tu?C!KDW+trVTN-ZIK4p(!&E
zY=LTJrNwWI5%UI`?uLUOLv_3P`{z7an>1HhRlgbqzkPY|WJBQ-SKH104sOh&E*m2q
zKw+3^d(>t7SbHFt6xzEMP+jMJV%L7KWM05QnPhmOPP3gq<^EBzfV=uS=OWB1I5Qx-
z`bo>!=ulTiIBZ_roE&+dsUAZgo11XkGT>|X^Q*74uJviS63Ip>3*;o+EKu}Z8$IWd
zQFw`x!SarK=tX|+YXxOmvchuKCo;|oa6PbBG<zBnsnT6R*=Of_262%fR1YMVB6i?d
zo;hu_@A%q2C2*09>$eqIe$QIx>(9U@r64%Z^Lj9Wxvb>#Cp8GI`IQvRWj2XFtWJYT
z1dh3?OOF-VYKv}Ls8AQhLz^OV9~hz?4YGAbBk+q0$@lQIXTf#MmPeesdfkbSf^QU$
zy`hB?unJ@Jgwz$ZA&}=41(!KQJBW+!(;TcK%|G7Pn2>Om=AF5HTgVIj!Q5tI#h{IY
zRl%s(@pP|J*F^_sr^ovD*Olo$8#A-m-4@mm$6Xtg2;d2q^bTHpp-7-GF~4lpx6xG>
zm!mpSbjP*9P}?y5aaVz*F5{VyF<X+M5AUaAI{qBmj6#^-OylQSW1vptPEe7dNvgtb
zz1$DvULbRM*9MP%arCJ#-3}8I-&%9!-P;(XUN4Q^{q@Dxwg*o>YqvVGhm5j@wHwoB
zW`D#wRhT9<I|_91Q9r(PBChvIgvzdZ-Kn^o0qdHHwk&6B)@a$4{w?WgjA)Lzs@Y&<
zv}$AS{E3?Y>sBuQDcDjjWbdH?iR}3}Ow`^QUb-0t;-{R`$$IvgQ_LSLXzGb&XG1AI
zBz5XG(B0J1Ykua;&~oYx^V1s2l>@zG#`KTcqtenh9wi!%mNUm}t@-VGSx12EN->3L
zcS0S_Cg)Hg;agw6%m`bsr<B)p5>I>un*Td*?@^TamO$=oK29=eaPQs2;w~GQR8b;*
ziz(47(ygQm{}*>}85dR8hL3`jBB2t}C?%4DAPpkY($X;sk|QA93?UsOE!`yyNOwqg
zmqUki%+NW{+34dF@Be+zIbY6~^MRkT*?X_G?!ES2_qy-vx^6e2I$ch`i39yww%gf0
z7f_WSKy*^HV#$g0MEQ~$5!mrPRof&0@``F1(eFA2x@E5)A>jbYpM`gZ>h^z-dt;C3
zs<B$P(C|qA>u6z)ra!)@aRS!I9kje=9JrToZ@WYr#eB%2HSTH0DtuD0+QtT`1kyIZ
ze^YiHY=YFFg^S6CNq5skKBs9GaiU>H#3nEG$~#+!=1q(QrN=VC*IS2134ITbkq*T{
zI<g5U`1E#<{D)p2Zs}qs?-Xs098uaW1CbH${gF)~mp4zx=R*lEwhr^_!GLXB#1PmW
zZTa_t9!9EcZp(`0U$G9=%OmzAks4*jUo38@h~%l?c-H)Z@<YG5b80Io4ePM3+!$Vg
zl|G2;8G&Xt+8Z+pr%*!*_bS1w=veVP^>lb#uj~h5HeYH_E;$B?XbG?4c4$o%TGsek
zy*npr*F8x#5VDj^RfQ4cn2&4tmn*ENP8C~P+cg{Mf`0H-1>RHc{L$PgeyWUvj%a*@
z#0fsKz6ZXK2L4o1;ig>olI01u*h7PQK}`{yk31J3(*7kOrv%oT<?lQe^L0@(P@Q#V
z00st>di*ax6)Q9%z<ZlveZE?;b+kfrO~%Op0lxq^qwl@JrvyN$S?e7TIvr8u#18qn
zcW}VB+9YM?m%P0nbv4YUN;ZP?5pze3!zQIBXUn!W+ZM68*&8~N+oYP4WsDVVJHkQG
zhz9h-{AdRoDuZB|*z;*MWSea_w&gYu^;M>X@-`?{7}EN~2W}laIJYW(9?<5BcbCCt
zlXNrq2{E6zD)2N^G91SM`e|c+M}^EKGqs@Y#4F?(tvaG_QbQ5Xz;+vQ98gmD<@n0&
zc`1@330wLz_Ii%N{FMc=K}n%z#2P?jau?<Leh<hi>Ju>*IW(nq<qn@F;gS}Yavh%*
z!cN+=sT2e0z#ZtZ9N)xrS;A<3lw#j;u$c8HTL`7YBRE`n9(b1+ixwtCvNBn;DMtU&
zk7{HDS7((O2w9*-PNPJZ{y=kv2>!!$vH_62<M(%=*{Xtw=_ewDBlVQZYbrGW-Y@KO
zYfeexbkY|P*t+}YfuZKzu8!^CsZ8Q>{|3?zRss(rmF1-RZ~&-BZBu}1q39#{tN~p?
zDoAeU@~*L&FxUHyd!(Q4t%OE`qsMoahdk-v3b;3yB4WM@+I=e`pFEE93-3}{Dc^O?
z2vwHyV3q*LH5;<i6ZNxD>Gb#lGY!E$Y}RV^1~LNaWi7`)&<J?60tT4kW)muQFO{;j
z^&2YsN7`BNVyxx*Q<n(*2yBF!E(&y|;a5@QZmgU70WB2N)o1pnK}T;B`Wq0EA>e0D
zl_fVv`1<k$Y2`9)kT1SL#=Z}rR=jm8Md>1!TQw=#`wWS3J9q{yEY-uWWE&opw75SX
zYd>x{cAn;%=9m*}n5%ihrK%*PrziU~sXSCG6(*f<WG)f;n7%)s!(2~IR+1zg=YL{(
z8n${mfIx`vDPA!Vq^k^YNq@>>(E;@8`M>DZfxN>$r`rBcmtFvXNVrXK<|B+qSM<3Q
zWH(XKp|NNvm%e6eojkbsjzBUAoIm7&m6R<j?9?|~f-iufRwi2B>YFdRZ)oTw&sN^p
zir_=ZYP)2qIPSr0crWdYb40)>i5+<nxH%4B&}8Q*>aevzFgiE%IcyAGk7o@kCe|x=
zKa^F@3M>qLB2JE7BM%L5<v9uafEkf5us?>>C(Zn#v*EZUGQA!6RUc4;e2wA*mZ8M)
z_YixNFEpduQDUaY{t^rNH|`NmwMNW#^VG)qmWT8{@)zP?vL)yg_rW)rahD%40=Q4a
z`)=OB`u96VoP9Or<#p+)o|8t*?B54$qG{1PXJS5lsv@tgvS^K-?UST8xPMPDX}_bs
z?HRcEH0TRuzr7AUb!<Tu3e$Cx2FsOS3(n`ENF|{+AyFn}j!!c5#+4J0K)H6vnn;@6
zxq;^LJT&T%2G8hELyr)DpxqE4{4*>w8J}=C`1k)eTitO;S(kCkz;B(Lvv*)CG2-7?
zo(9A89m9BHQ8;5OLEoulp7eZ>1Pkz#bLT|4CXKg;ji;&ESTno<Xtf_6AD`=AwY|`?
zWOSa+WI=$l5#uZH_MG%wP)#x><8W$ZmfLt+#h58V@}sM{Lxi!APvacxV-2trm_oK7
zNwPh=zu;rFk4%U?9#=x*1@{G`XD^4kQ$$r2%)xap-g+@nNMBLiQhosQhHX#Ho=%*T
zyyY_GP5mYZJ2N`#j<`zK8(9^?OJoey(UQ3L9oGxGc@9kN=^{Z7kELwrjdl|@?ZFST
zwp?L-1^ZK(B!l@IvN>JGh-Ve_9;?w@gAIJTB`iUGO6E520}oyx3qteXPHrfGT_Q1)
zGaP~jNV*m#Gc7($Tfo&*B2RTQ%}Sfs>d^QLs|zIug3`Y0J;t2lu1%R5ki>0_GZv&s
zO48B4M4Xjq_jPaHhp9a%AbF!6fO*%4wRD`b!sSwdw=tHAF}<agyt(<fQ0#6+?`Do}
z!9#Pl;9KJJb45g!1@Qx<QVQ6S(GxjlM|(Jsu3{iLas%a1r)2<q>>~^YQCOE-j`azt
zL?Xcu-0KKM+5Zu&UjU+~|BBXQ**G2RSPq787>@07H4wM(8Cg?Jn(IM>ILhz356{7c
zNAoD>xOxa((Q0y?U0LO)ir9{B=@45PvVU^s1rpG$X5dT+`1ypOUysbKwtJ@d`r~No
zO|_&t?k6uzdtQtW>Vp&fQsUp$(MKuQzwgLQQ`0?9jk$_<SYzdR@wA>(&#<PSNP+{g
znSoqW550<~J#}87K${w>piG=H3Et(R?yuX9kOYUvL}h5{>A?C<oG&E%66dLLvcUw=
zXaLe0jYLV!FhPBqAcLv%hb9YUUj3GKCTjogxw^#Ci`YH{$I8X9s-D!_nph?><~Gj?
zYPXQZS4f5mJXIP&)rmd-`e$==)ybqbfV%Ta=xUI{3*kPSkf>6TM~i0wR7P=LYz}~c
zdMpFcJrd)|VF1&c8c-gUv2pi1PsWRn$<2l}sYK4yNBUCBs=D9E9w#T-4Qa+pWvQD!
zDp^<mn9NAj%bd+x5qwUis`(}PNO+>KnPN|ryzF-GkIo(=Oq9bn*U3zGo=Ri?<CSpo
z7%aP`CVy-HiS+s5=NppFYlXy+^Sr{HUv%_}$BOshq*0sC)9?Ug*>ix54r)Q3HGwtF
z+CIAbd3B?mPe6m*0dj{9na<TrztDUCn{jqs9)9lU=auosi`0*FeUP9w<;^e%_nS2^
zAHC>jjDun=WTh`(2#32^u`@)uDnz|Psa&^}6;CG2e`DK>ye0z>w2>dLa2PT1-%@I_
zsb#iWW`0LAR{>Hvjmg%ra1!*$&fd)w$)C14mI)~|1z6a8#>>=l(;co-@yigx=~fq3
z;?joD8|cFCD2lDqPU~898ew^-FXY)Z6&h>I-}xo3Y7EkgW+tHRK-;MA)<1MulA)1>
zvC9xi6&$29;N6`%kOHD%(j$k-&yL>;b?4J{TUt_BMR=31vkr1z${Q_le)MG9w~rpR
zUU0auXXc9IXyQA#{IWCX&x^123gK9`c(G-61QSz)8rQdZBA*>~E}7k?_K!zW%8hYw
zu&q?omp277#aMFCvFxKg-9MiYo+sz&b^8p<9(H(_pmtFWr+RvYr7|K6@@y0wEpH+>
zyQ8~V`j9j(;<EXui`Kv#CG-bcWW$2hJWuL`mteKK-Mcx`y2;)5yF2W#AbhHgim402
z4w$oiI~)>PUe!1{A*r>(C2WhwT~&Pv4n6$_(|yS!La+p3xm}l?@Z*Y3V#aL()OzLg
zs^T=a5FpI8h$iRdRaZT@gAty21jOp<MlT^*7Bo+45j|%S^SY6uHh#8(OU1Or-wA=m
zqJ_6qsnUhUbKAWR++kJDS^!XSPg`|HdhtOr^}2y*D8@Bg6mLQLX_&h_QrKd`_nv6r
zbX2Vj4*dZ!`kY1TJ)T5-RZGE%xdWAI->VPhfz{AW^Bv@U2~nbIB%T6W?D6(JGoPiG
z@0T$t);w|8EEmIG{5Y$RJy#NG3K3Z5)m?g)oHpf5-;SUCd1BXGrD&Lz;h9_b7<vUx
zJF8nv*b?Hnbhz862mrXw)lJR!h0&Vp_Ye@OBpl4+Zqaa~x<(8|X{$(07(hZhRNI|;
z9;`#{H-4$*{)xp0xM4}oKONm`3i`DRobspFd#z4qZ06eE5tPS1Ms;kz4M6He=i6zh
zCSeg)a1txzfFLc*89`h<sIyb>;_0MOc(RMQZu&OJ6k(2{q#dZXrf5xXcR(9?>GswA
z8+p%C&5N3B43a0UwsmvMDfG!You<I&ldLh0?mI|Er|%O+mDb>?rdzQYsR6@i0PCvd
zEOGBNp!sd^fVcz=uVg{fZgKvOg`kLc)u$k}QxfP*A(ygpoUp=UjT09WAQ(3lIW;ef
z5BEY=-aI;ip?d*R#B#B#OY(JbDMmFjD+wMkF&*jr{&PSo<D3v?^E#ges>Vm+M%N&V
zd2d$!$2Uru(}8i4Ngd}0Z+K_BMZfr-kM86kP`>s%B&|HvaJQ4f{)Q0H-S(a^JQ$T%
zLH;)!*aKd8MRCB<bZ&&HarLK_gV2P*v3gp&_b|o+mmaZz)4Z?QlJG6H#Eh7jW!uun
z8dP`OR8_g0bpK0~@n5bo`a1Yq1pzORr&|Z;=PQT23vlS=M=QuyCPeV?iBKt59bKha
z|06Xi)*(~$EfBs{{T`w4%LBYDqocyXps$~cc(#6!vB<5h+p-Y)P3m$KTWVb`P!W#Q
z5(ZZKEVr^V-Qwc6IAGj0B$N}qBFY-&kQ|7!e6r^L1{DKcN+p)a(AkFGGvIHtfvD-t
z281k+)RS9ySvRn#@}rXbwGmBzYxT7hs}=E&qE^G7t&8*<Z;$Cl2Oo#aN<F#@Gq0`T
z0?kX)cRSujuVTRMxnS&C+upx&q&TPT(I7L%q2?A;S&{w&O?Y%4mKkcJQ9^jjspg=d
z4f%{g8g$~%ssXt>uK*}-M`mE{;xK3ygXgHrCbkpE>D50GMm`r%GvF%NxUa*00iQ|7
zq>ZV2azrvJSI%lqpHlHybt(;u9c@@&`U$YbLmzd<K}qF7W&n+$1_OzIAmC46E?R@3
zhlo`4m?h8|slzYHJ}Dq$*z|YCaJBXczy<5D`j`=_qMu7X>`bw?J;z=y&>Y2;>K=U5
zZ#8DH9v6E$7=Ife-TQ4+F%7Dh*U;|w7+ZHu4hai;rUf6^1dkI#C2;p}h`dkr9Tj4B
z;<qRRXrVY~nhtI*STO}Ndi>!$<ZN!5v8Nh4JhWsMA7=RCaDy<2hTb4G9wjOxQH2k@
z>M8UdF#u|PTW1;$k8?$>{8}6XSY`?eEhth$vuiJi-`9G4iADPZjZ_R~3wl@c0Fnv7
zD%~kg8aU-EM+#LZzN3XnFU_sO&bY2QG%R_B(LD0vN_cAprUQGJ$f8yM=R%QL=$eNL
zwp##Z-c8vr+3{1W59_Q+h0i;#dS(Cw&mvIFf`s~}$~rZcNV!P~7*lPFE$WW8OXb#x
z;90!QR+@XYQuN3zekH|(ogq{kn$JsW?xqH=oEWAGo89EpkrPxFR2h@bxaNQTa+H56
z2>x=Pf5tOG|BPqCT(Vt3K#~&^z>H4n9LW9jnIA3Rt4$_2P!y$X7%jFYon8I#IwFNN
zE~_2Pe85WfLa#PikMCT=J9j4Aue+|kT0gO6fn|(OryPO^oPvwnYHSMJ=Fa~{(jUX(
zqAHq6jKyGo#UheqP&hp1MxQl)#L8~;s<hVS#paVwk&jWlM_EYGVyrosk)81q8$6j?
z80jSa%a|YRwjWc{=g~K)W_)TWEOeY>m@L15J&bK{)tlvZIi-HW%BL{4^A-`F{chje
zhV@3E+oa&#I#$ou_9FOl*_2vVwpPc2BG%fWvm0tt{k8I1#9Y*Yoh11{z3Y+HQTdv(
z2YT(Ci41RyaHu9pel$6V#qi<q)2C+B^l-GhX>$bVy4YoaKoE=eynZmlXYLnXE2+;d
z0z!CM^;J=DHx0HBt2=97k`4=rVuXD}%f0r^zsL$@FsfAKl~XYD<|l}_eVgBB{r(49
zb5pX_#C48U^LLJw>0dck$Ys#Ka;#$i&avXI?(rlx?I?(6gwfnyzscsBiQd7QMbZNj
z|1y6XzI5}5v@D!g4cEJM2<x`cy6Kqx=k%|SAw)Z$qnpw2h!S?UlD?Ks?l{~;4KtP>
zuPn}Rkl|@cKku^2FyCPe(gh2W;Ed8$_qtg+N%cLeimiH_6!_hXuC@VCfga(=3J^8y
zkXx#OiM3K_r02GN;K&9CP$sB*N+{E(5AW_3?Zg-FVAX$_f)ir8PQ<)9wOv}i;^<fc
z@x!}I-l6s<5F5{b=h1LJIZw-3@)@|0K<sP|@=tbI6Z_pXgX~{U+LvLY#e1414xMX;
z=}pU<IxyC+tI7=EUJEi73$wXs1zT~`_3M<574xi_mQ_1z``=QV_@bi!Oi9WvXCkK=
zd9C0p{uogCl0r&VZc11@y(4v#K|_*6bbvbKIC2*=5>QzHl2y8QtFhRc(QAU5X|4+3
zmz+5eV>4yluWg~i-J&_w5R6mvJuClA+mE_!c4YK>fcj2e@Ii?~lzZOchw{Rj&%g%0
z#SzOc<r(5fXK=kR{MCK%`^c^w6MCUfcjQnp!^6+XD4-wh6M@KvQsz}SoHuf+nc*&e
z@BRYSBr9#ph2PL&w7&VyQNv>$e$I3Q3T{Ob@2yFa4W7?w1Q<%EE*^GEw-rp=1;39o
zm9D}Wq3_K+WR5me#99G%Z&OWN%N#?LVnwYTL+nV-k<_Ee+zMBAvNS>wkl&E*DZS?K
z!!Zi^9hHx9e5K*qzS!%cF^ngzagn3asY>HnUxDJwuPg7XaA>?#8OlE?x*!IG1u`#1
z>qP0RCNE`S&+<Ji>MY0A45jyUXdWQkYbQewsa>ol7)N?ZLyP2BYvIfoQP$YEi)n!v
z-$q8Ym+npWo%p9e4!Z@G(vdjcYAQ(55SV$SxRFh6*DG(M<`_biPS2)fN39Gm0SLjV
zs>1y?*W&`lmRGe|8RBH1notBpuzLta(VFJ|ybei{+`|rQ`Fg=IU#lB6nC&zMXbAwI
z=-Tka0{wYsO?^Q_1M1P~dbd$0M;iZlzLqJduLC=s(6NVvstsfRVQ=I%fvc-#hRSmq
z8`DKXYOQH;OTv(yk9YDUmC7JDcM=X|VkQ{0$)5V5f5v-vKDz!lE%KTo3AkjrD3&1U
ztEW0go4-Ix0ALBUrSB{T&`2(Ec(8#Q41i+ry<`fW@VoaJ&ehVrcNuPaU8Ks*R+P)X
zZrSh5FS0ld9M#Z`&X6{KQ@Kff7DesBvOwIBSIp$V$meMGsib36E<%cX_l37XdZsy-
zxg#ru*Sojzv~?7Vm+aQZVV+dpf!`npr%QEf<LqyZ$Q=y@cT{au9T%4(>)3j31&zDL
z(AAIEKP@09yNZYQDQy`<;kRkt-3w|hu8>2c&laLo#C1zC6c#F^575=XtM^S=YM`0y
zdo~;|#Q^6cbbo!CWqPaE{wVFCQj`%;DQ}x1T7luYq%95}4hZIQH6GI*ox>U!Pv&}Z
zu9;I=VnR4?*)VSo7o#XB+8EkQc=hp3EywAUYp}-C0$KUjF8x)%&`z&GwW2XU99yqg
z9-^jD4x1q-_cvZ8iS`jn7~tm}<N?|$*EpxWN9mV<gGG3D^UnhS@F{-TQBv>Cu=q9b
z34QpKURhtPZHOn}7Bg3BXSN$bx-mhn5o6Xem)w)7J&-7Uxm8h?KhA^j@vS*R<a>&S
z4EPMceAgr<4Ifm+z>y=WNmy~4UD8U!7)%ima2Vz}FsCmZQ=xai<HorMI5(jEoHzno
z_tZ-ys9k65kX=aYIVb!071@VYWT6^jO@d+31Y^|0?m#V4uTwJj{%%4lBGwFYcsJl6
z6Lqhj5ak0T`{va@c~Y)7&84C)io`lZiG5p_$YI%z!D{6NDdGiwf@+QmQGziKiiS61
zb+Th~vI}?bDf0^{$rTivJ%jJ~iVJ!z7&COTfII9hO}1V(=_WcZpMFXq(=0bj7%!@M
zQ$@PVXGD-ZHUg7+4dSL|87?dwB$?m|NhU?YisAsr3)u>kxFOj+KlU~+`p$D77sGp>
zpDMrj{`esncJFMb=uYUhb9T%-9ni*-ATl6$NJTx-4n$FE!;Nx&3jX|ocCGm1Hc=nY
zEcTnSzo)ZrlS=+u|K}%qtDsHN%^HyZ(fL#U=b=6sKt(hXWni+Cyb-+1Kb7g5a00=%
zxRnnmge>Z^8KM7yHiwabu+ca5saLrQvbVGfx*+bKya?MmEYj2G<Daz`{5mecXgao2
zFKwQ+eoPUY&K@5t|E&Zez!2)N&Hts594Q@;Hj-Ht7CRjAqEt-PE$O7F>DlD*CE$f(
zdx(<^3@+dkxV%b{=uGLFB3bKD0mqseg+|w8fN0o;_906~gjYw30BWR60+3h=6+0OR
z0+KD&!(tm>0ZfxRyV~MFQsupdtkSH!>^Pe)eiAvJVz6(_>tdt4fHt^D-v%DvP<>d7
z*DP30Ys4AOr`*+wC9@EG_T4t}MlN3N1E|gsA=c@T!58!MP%l02kDmaL!sJ|ef!_zc
z;itKQs_vyv>WvoGMpoRmh)v3kVpX~&P$capjlmK3mY#);aX<N{HWa)MC3ogMta7^`
zHmxv<Q|VShRe=55=4T>e=?RZBY@!LGaj~2n_@UP{#R6r3zrR#X2naw|00PjStUqar
z0DoVa7D<Q_2befV6ZInvoJ+KqKJ0+tKj6VRylun?Awv2om|%c(eMkF1YszECFK@5k
z;%^I?+|up7C~OhCCj_B@e-rUexEaGx?w|?hilK)o<?2l9oXRbI&ye_F`Kqtog?vK=
z_M>7j*g@!a(4A?$w(9rDPb`#{FUWr&F|5%sZ!mx3@1nBNGdL=An7d!|qTg^>m?<I8
zM}U(9WWf{iDRV<HXtd3frXgYJX6*hb9z&SpF3o9HN#wj9qR>@-MjGo!-EN@F2Qm+H
zWywX@ja|5WUUpM`%XU~PvD-NK;F0`%x@ntWIsB!Lp^l^#sl0>9>>Ys(<+*8HkdC?F
zm@<PB!;(ORbdRD3%RobxY+-9ox24T{QlU3tjnAJre~GJdbo^kh!(P9^<?j$_PJCH2
z$P=@Z^Fzpv!r(#ege9+w(bv&surY=?>B5yuA)qew#e!%v?w-VL3vWAInQCRvRGs0;
z_eXBC2IhslG9$BI@Fp`1Dpw7H<ecel_SvkHrTN!VeX4tBy2xDGkE$at&+8|<bNaE%
zveB9BNZQQqTmR7eJm^_5*U*+=>c3~{5cYyHpHWYoqH+oU!*h*t8h>@av|({rpW1)(
z56}4yc<T%ll!8*)#ryywjIwsfe}+8U5&!lV(QZ`t%PV@wx2s8uW?5FUBz_3MnXBW{
z0|iM%I+$G8^QrWf8#>n-dhwKBv1*kx1<k*{PwMq)vo(@SpV~%;%=bbHy9|jJC7tAv
zqSk9OQukb(N*UX#qyWD0Awnq6Ns1XZ97xTYR6YdQBfYMy$xXnRGAsBoKjsn4<83-n
z`?Y6FiTlL^Q|;z~(Qx0nngVCxM?7Y!<|%V;o@fWDD#6ekTroACl?<Ai^$p%$(y+>I
ztSHl(qxo7=QXaL<hrJ*(o$})QYNZ+abzbZGhpXSNkr9zy*+BcbI(SFA_rcyaI3trp
zIm&nSWe<y7AEICBWzz@~*KBi-5I^nXOE5px0qD7cHA$O^K&JMcBMl(c(L0ZBR`p(o
zf5jVmd0-{RvYQ*KaS~3xNc&wlIQ(dX9WgK}#(0?KmX{9{x-u{M$~`mqfI5I2)>x(3
z0lxjTPn|~kX0Z04B(;KLBQ=8I1TRkT^OM%3z>BJhx(2b<bAvc&sSe#&6gT&LvbkZ+
zm!+AQ413j<{Vh8Fx8ZXn!Nj*H@L0S<UzbN~5;+NuRDJ`{V}P*z&$88M|1bYV2X_g(
zT^A#2I_d{cUT6YXGbphfWFz4>)~sJWL|(JjlV5!Ni@Xqa_513FV#!tv^7pWwqmc}Q
zh|_9}YSudFA9_D{o`*&|kk!s9$J!fZ>tqrOtP9zC`1;t#LX?Sdj_^J7*P{L~AksY>
zb3Q%YHPjqYz%;+K9JQx+Ms@Bs5lykvcZZFW>ggB4Pd)Lhui#Hl-aERAw8p1JzLz?f
z-i>#4Z(g9y$F9Oe8eJKp99H7^s_sXXkIKkLOha2T0b#Z|>w)+$ZMyO_t!t8ic+LHT
z!W|uB=Y>H2{grr)S2Q!J8_<sWCSa@{O@hLmID1uVk{w72osRYnSbk1vSJ5Wvi;$bN
z98X7S<u;{q&2uGPh)2GBN%~?M5rYZsn`CIDuUE(Hv>Nel>v*D5Y9O5;6)90OwGt(s
zT2aDAHJ5($iFTqv!E@nUGxitYEcj>E^wlWd-iKdl(&e9NQW%gXg<h9Y(3eKN;1fFn
z;IU2%PVbBWUu9)j+7-~|K<p{W8ayJT<gQ+M!cP}3$yA(qdur2uj~4vwX5MZbv)EeN
z+5wCUDRt5CQS1cR{oyXG7aGtc&Qg3iBJJC2S~Sx)LWu)h$oW<jN&l&D+hoeac>I<x
z(zG*@>#U@~HtC8S8yGMF)@Pg~nHgJrI*j`>x+R^`FPz_Mmp6#Rj7b<xOtO}Cq0U1`
zz52H8Ru4Yt(h8oaX?qHlS5_lt_WSPl1zLsG`5GwYSWMQ6bS4{fN$m>J<`oE51yv}R
zYY5eN2ilcLVSQj@%T(PmDp|^8){Ykez<37UZ3Bt_at%0vFvo8_9}hs#=TFr4J>ckH
zMS%1Rrt9VZi7q4X|1*#SAc%`bL$R=fnQtf5f`WMUsl3f?r*SUJJT+>yP>(iQyhNh$
zX1feo{W3~oZpzMP%1k7wM+q$=r4AZX?_V8T<m4hLm77W<;jGRJ2iPMEE8cp>#IY0!
zP9;irRSNV(Gm@wZuvLMwAiiBZa8@^SBg%$B6$B^@3tp6*SA8GNP(VqV26Z&k6T~LT
z04(a5H2#f_8qD9KW8T=_+{Cx1@1$7ze)U<;hb!!d=X(#ZPtm>odPTTabf!76u(&l=
zQG*M9)p_(MzfNn5zHAdy!@l;<`?3N|k#$C-k<wJjvp+Qja(^z?^#GG6?i>b?W!G=i
zhe{*Kx89;KenG}U0C^n)bAz~lEZwzV=h54PPFsSRNrvnm+Vs<mQOIdXR9jv$V-Tw-
z!CDq1fwFBHFI>F<I3RN=%l4}`Ncmvqbk>{9yUdx@IrNkDKhfK97rAE%vxS`3xin+c
z2Fm15s8lxM0RWZ4#{=O2Pbw<yuSzwR8l1iWYEAa<@(FopgS>;Aa}TOU_jKT!9oqEG
zqJ}w(I)V+!{X3~K=JuA^Gh{L%tT7GMNTx9MdbNHm_`t<o85|}r!m9PrQ(whIc`x$#
zo}OnBUeX|oU9=)i*)gl83PYd07xFF){7>l+tOaSflP7coEp9%EZDzXGFq@9!{oU`T
zHHaPsjQv92Bu!JtF!m&58dfr{m+QO9$L2Om`V_QGx>&V-q8k#CIJv~=utoneFuBf1
zhx~KBy>KNxjr9%fTB!^NW*X@VH%E<D`rwh@;Hh8V*X(O;8&v?6kH*~pPY|y(15yIY
zEva{&0NtsaKbRA{SXaghW@(zXY+9>_0F1l;{~jGzEG$ZoUZFWetN78#6->XBZ=m0X
zsfU)e+90!R-fzoiAckn;Q<dOZ=%pkv`a#rn$+9e}@Cqy`t6dhX+ZFR1cfsvpu16*3
zZufP#bE|35@KhPnYklbhX#u!kbHqTYwfQqlfYn8XFy+psS$lX4R9~xmbcHaxc<&hr
z0W>zRODO+&9`IoSIFKdvK+Hx2dUYzcD4#-qtg>rMYZ-D;3Y-hAY`^+0w&$x4l<u;|
zg$({~rtzQ6+%JXNeY$uLnT<l7@}$0p4g-=gzWM?GzT%%9L(-N&?VuO$JfYV^0R4|P
z{&fYR(a(`I01@FveA@TFdiT$fT#xwoNSgL<0pELpB~Ih(i@KVwM{h3roi;1=<XcfI
zij>b!Y^@3<E_Th@{A*O<&d~4DH9c_sj>)ggn%xo7Golq+At%y9nv?*^kg_H9U^?}D
z0n(BU3i2d3xqVzk&QBf+G%6pt4wjXoR;&gT?|2tZkX;Uxsk2Sz6DXoBgDt9jHZX%J
zbL$7uwBeQZ$sVPP6-`Opxn9)*RdpqFE?FQOFpoOpNqL=m0I=uwq5z?Vm3H7@6zYsP
z<rV0lTWl{vpVnai$$7%AGhxi5%LB;8%E*~2WRMRqgo4{%)cwnS;HIi)T#&(Q+emU2
zyWosn4x;a80TaO*uy2AAi_+ODz+>$$_S`oF4g!t32Md30S_38nUFxK}@201z*I&1!
z(fi$%tG{~U^84mMPYCl}QZRmW|Jm^j0kJh8&Nk1~aMB%ua(Q&M&-`~AAbsF$(KW9#
z+dsQY^Vcx{aqqj3L7wZ5i(PlTe(=WrirD^7Tgd+S(>%O;bAOsb`uA|pPd<4l_3cB@
zGmC@YvV~%ItmGdS>*f@y6j;4h7fqKkKkC&fE_V_%8$Gt@&<wJ5=gULmeudw;Xuw1l
zg>&-LF6U@ot(Z3m^+tsQf7zlU6ZD;xd?I~^8tBEl-{up}|JM+6uZKtn{L%c{jPqM_
zQXsVh;oCh?D3_+IeY3yKelkzTdA6E*(v{f-SO&Q4v4>mN|KqvWR=hs<%B>6Xulr{I
z?$7_tedGS@!~Z^)`Iq4koJ^o!b0YK4j)Ujj0V^Z`GXna%+go$uM`BN#-G7fC`XBS?
zrva|#(a)=XPP+l3#f(x(NR7-7*HBH*#|0F*v+8<B&FzBKn@TBqoyPpOtW*JQB&H(|
z;8{xs<ExE&0jHGv#ZK=uf&AF!<Hna_KWDs-T5(sQks9H^t}`g+(Fx@~(94UkGtF8T
zApSE5u!Z*`q@xIbPJE3f-F@!!)c8f<6`HZ`0s6Sh_rqXq1&BcWe2IQu0eq~07X$Y5
z#lYLoLM?l~c2T<OxGb2t41}x&Uk{pz_G}4wR=G#T4}RWF?OHR6MK~8YSA91H=vO=N
zCQ3&TULt|FP35Tg;gwP!qUrH<EGOns>>p@A+YO`L0VwC|hv)to^7G}2o2b8jx%^zL
zfyVOo=YNjj><KW2pRX#-t6#&Fp1AY_EZtI{Pl(|AA!GCjf&nzz2>i82?E2NdlX_-E
z3rxH7$xo=<RU>B+8AL^j6am?rKhWyIwq7^#aM3W*Fo-o7l4l31J7ctft(zp-f1<Gq
z{|_fb8QZhO&I4@t?rRlMADJ;g4htQ3nC>k|#AzI5th(T-oAOeWbS2x8>7shu{C4;0
zb22z2n5RL}-k)6C7*ZRa3w(`qC30V>tK?|GS_Ud3*uFS_NV}_%cOxbL!*POff13oi
zG&$>0k=1<b$w}ofD5pjY&Zyjc!x8%4q_*a=iB3s~Mn$bYRc`Svy^o^;ZCgI(O91+x
z$PdbqL~{_tKN{~-gU@4u6E&x{`SI7mhNV1|Hw!JvV|T1_;;VX@1!lln|CJf^Cyn&y
z-)@lLpLmJJ@5q)ws+(d2gVC(oQA?=T??JnqKNK^(D1RQNynhjLrk0n6y?uRH>gO4o
z%;<I3hgJT+z3>bSD6ktQ@n6>mCIB|v_u+gW>FXes-{H5WSKqG?rCfn?MOX(f)jG-^
z4XK*&rn1yzUd1d}pB<K7K{}w@sTh#K?6@ryZ;y(+L@K<fQ}Zfn!Rj~`1f%^fiUknO
z<vAy66wPfR-8r1^>!>x4HN7EgBfUqN7p%?m2V2JHK&2_$c+o%5lBxbci;@v3-FAR{
zH^BaR;pC+mst3V$d9Ll*w5*qVwk3VG_3F<v{=7AGyZ8n$pMf4+|6NMyjOX?=2hfNA
z+C$)*8YMq?#^Vc|qW<4cIY22eVjTCDOfZEl1W~bk*NzoNLtm{a4oaaNu`edn9en#1
z?;g*EJo8GZsy6g+3Mkt;P$9|=>4Jg(Km*YO=_elE?0$Mi<|?Do;SL_K*!e<gm%1rZ
zDuk$1G#$4z>5d|ohJEqb4PZw&i3t=>bp;e@t$r%fZnh4q^Rd7{rX)sFkVV!Z=w;gu
z@TvJCw#YKnwEhTKGdwhdRoWe{<U|G_Me-#(5Jb#6=#U6d7it7Bryq-708!86rmG`^
z$H9?vaNYcgn{?)kc7Ezq2}(GaMN<<T)-Ry|)b8&Sr7sy>?_Xj5Y-M5L)Vi?$W<<gq
zos^>x@GMwb#}Dx(B%&F&h146jidn$CFQOb(*(bil<{d##<qkQ|Z%qR$?`uelW;$d@
zaUOMEOuRf2iaWW<wQEuW{a5$$ugCLy3_(aK^vq3_U0Qt)C}6aY1;6_ZbVuiRcaX1e
zpD>?Cy9G>wjNrhY>Ms+h0wLYM8YF7YyaCOZuJ&*^7U>xUjqL4Wl2(<-KPJZwU@9-@
za>vBEWPEbLN;}fvTD>*;`o}wm;rt!?zOLL9Rx=v&BnC6Sr!+040U<oVgX3Zr6O3vD
z9?M5l)o-2WLV)5um5+k?3!l716NfE9O9nU4FLR|`t^+5PUH3YgHrctD*hZgLHNcLr
zNancsRGtU0i}=~dFRREA4%F)g^JgD1I}yTqOLjm&IstTe&-Z6K;Wo-g+0$V)LCm+p
z!{RQ_lS1VxStbV44Yf_t8x!_hj)@j}bfKxtkv4~gS7FpOVImFkpy)%Te>9;D82-8m
ztvAELqnpaR(i1<X{?&)yCjfo;X>nZ-sKxII0Q8;q=L7<}Q%sVPI+i{I(u*^KH!ZRO
zkBSjz4e)+$nfL)S8ZZpf>hV));0)0!j?TI%i%P-IkP^L4(ZPoD!-5z9i7ODGBDTX0
z#Hua6Noh!13LJE-+;=*zyc@)kEAt6K9tJ$Mk8x6f#XiykQTfx0WIE3Cb=CowL7hC+
zR~;}X9HU9dBGWKrogU}vNcxfi&Uu9iEH8}(U13xcDc{IFEcBuJz&#QruOs`wJ!lb8
zW=)58eSuj=mjQiK7ci0Ky7%{W*YCq$=em$EnH}HVrPYlynrvEp^mi-gf3;F3Nz)?I
zx@Eilzi)D%Cq8oum}-{CB5tUAmiJLUPaxN`Um+7RBt>|!Ss##~BU)4!@}D=MxgOR-
zU|0r{veI9nAI`_1)|IvX`?IE15%0okxf5c)UOof@C+)!g-0du3rbwGrh<eCL69~;k
zNd4zNz2N@0KhXZETk-nW_Ev8=L5}%GPCl`kc^p?CO3#uU5OkO=da781$T~K+bfMzv
zC!22YrW`B+mya!Lm)GUZ%Ckx}`)!R@*wlK~q~GS>K2qR+v9Z7F?1?xMJwzWfi>>v@
z&g4jb;GBFy^=ucctf2wO48Utf<XqU!-ZVVb0jkjhwch{wVe!u|)LKWlOqP9A8#0YO
zzEQ0pzw~PVUV`P9jt0y~z*W|130*7YPBv?Gbk*W9y7WyzKCV|U(&OUHS8VJ8XaFo>
z?vgNiY>MPz`kZ$Ro)t}F*)y$M5!-J5=C(LG`|^aeTN>3w<(jhV8@^}3JN6(-^MpD!
z#d(t&;hQsv&Z!Bz)&Xk#w}GMI(ZjOxdaH~7gSY$7)%idFk0wpBh622*Ph-AQnrV*3
zVo1%)0ETniS8HwVOdNnLVR`tSjNr#;pR+T9F&Qzkbt^_Wt&PmtcfJof&=ovkZr37t
z^Fe&)Re{hgSxMrL#O1$atnR^S|5_?&PqSf=trZAMZ#f`)HzfuvAmu1v0V(*ofSf5G
z3j&TUfwXBB5VIj2L{$T&Ykn>gMUZRR^5gzTsOPbeqi<rLiixi)qW}Orpfbv2w%4W<
z>!PHZtoW7`c$nX(fpRf6nJ9bw0_`0p-P+e;vC4{+eH;98PPTyLFWlhrQ;#Ca9R2=W
z16t;u`NwZV`O*)I-mA~BRS7;hSKuqz^wQ7_ET3`^AzixVMgNvXW?j+(n`{tf*T{jy
zs)T0CWq+%Qk&}vFOF8;68nUV(LJ?+LSJp1K!)TXu?=kaA$)h5(Vh4lH@cB2H$c$j#
zYx<AHjbT|SGmPBpdahi5Rvo#n=gQOmyPj*vNkFdObv@UAuqbXcwEoGWXa|baITwWz
zw)AnirH@6c1n<;zkYuKPXUZ<t*6y;QibR`RDl3rdE;?kF>Otw6KED~mhi65SEOqui
zB&VWgk4vgV>Mk)$UNc4-@v5?G=(xgDwaRg}%$kY_13vPFLy>PM`MVr+mENlflHoj<
zWn2rmNQ#(kw_61+Gy==X&#3v@N(0ffR#ljWr;=7{3MU4GE4*P_QToztXqbVnd3&c5
z>~8kfT}3V=mIK@D#L*i5Z^i%2WE?8_({4J@p2VGLda`<-zD4CK1GEBg6ZPLIJ;vp|
zGfd#~rjO;)@5%{nTDePjWlyrE4x<hiRsuMsk`{J;OfLD`I|k?blv-W*td^LEBuyLv
z8RBkN$sF0-`q1bSWqSM#)s@)L>Tlgt<4j<y*49BM4?Dc5j@aXwZo#k~=?X2V#K;lz
zngY|gIftR@oL+a>f<rrpz1X_}r?X-GXWol}yl%IHauQ^+!j4%8K2DfGfq7`Qb)!dh
zI3xDpCh89Jn&OiEN}=&;=%j%#qv=%>yLZj!7oS|FJGdcoy$OT_3><Ik8qLvK0z%Of
zh?kBZkAUs&#ePy9kH=zU$Nof9vPgSIYALn=I=>66Z9_mWL!PA~IInI_%zhX<g&O=N
zIPve~mf`7tf}wtYdxF7c9O6VRk%ZEEW97<NZn~^s2D6<s8I?qv+oJ%_{2!Dv4Z@&$
zSpsj<h=5wikxl9<Sm$_`l~SO{gkNUTrufcyg=~d~lx|HB;~<7G%khocuVWsWbyKTt
z8Y>#~jZL*<MRTjW8j(^*JKG{GHEH%~pIFCb*`eGDRe4@&Ur@>Eo32%tF52D9)LMAV
zmr5j=HVdhDbUWUGv5hev8TpHS;w2~~s_1#W2F|h@!}GbxPyfmMon}yvOlYWJ0p491
zeEr>^@uzi&fY3PsBE@lrS@NaFpZ5vVc{ea(x>npY2j7`AfSPNOV~5LNA(N%)(9|WJ
zgOb<xP9kRg3#WgW>Pli{le9QtNjSM!zI}hfXV-~&>m)1UYv!hf#bV<VQxr*fk-*9$
zS_E$zfe$Sy0MSw*7F<o*C-Tbp!41)Aa?77GuWVTbW|!G5G+9<Zy(<Oh#u6ZqwTB|n
z2|HJ_XnF%;)8!_=yu`C#6WBT(Cxh|QQb;V)-n3wUXvW4+Uo+o|?n5`=woIFh<_6c3
zVEkGmtDeSMFGujY=xNfqVJS}N<&!=Vck!Hiu7nkjPA5qa^BQh@e(>;ko7774yMyKr
zM4qb~Hs#X#*@)g6Yor!OOm-n}mRKqgSxI}9=L$^whBt8aV~8xB=#AK~XGWf=l~>71
z8JU}?6NpH|)M&U6qfgW)4<`&ipw+xe&E@^(&WT78tny;dM2bdNi8DqNM(zujzO)$?
z!NHu+1Xj}9W)#_tbt1=6<~EF#dEFS@WK6thcd*dhs9a-0Cr7k8oo>%|q|ae}&==p8
zws?2mkqGu62|YO;p6!KlV1L4Sf7rZdV3%fuqQGcN4wzCyT*S1UMpCBU>0hFyo+dru
zNq)h+jSMAQ=6`fR=OyaZFvfN`^>T8OOZTPj8y79~x{<=i1lQ46@nYuFvOLLxOOBDF
zo4Q;x`r;4xkFXo02E`10n|3F2N4$xK|1pz+ujyZ8%HN9=?Y6Ih_ta$SX#q;27_~HF
zD*9-V>v?uoKf7!Td79m5q${CLMXveirqhd?_peq(NE<NZ5VNrf>6N!kQIFoHct(%#
z=1QsY%j*-V0$B_-b0!g8@AHXBXHK<G#wl}RhHZd?k%4bHa|dhmq`Nv}*tE{~jIvz3
zy)K*~Tt~hbGI0Z`iJ+Xy_#DQvXj8qF+*gxg1<s25Cu%91x8B@(*oCJEiFsEQ;$SzJ
zlzP&f&wgp1-*y&57w;DOW{4pBS)pbvqNBj#HYJ4X`4;)$#zZL@H<yNn2DLaDU4yjD
z_`(Ex{nV*VYx-tRa^8BSPL`x;pw;%)H)1VC9}A>#8IMLs$zm^zIUd`%YLEbjeoO1@
zazkr1n#v$ul30}?b`&KBc$DrC!O>Gd#g(q2_{tsnLpwGVd4Y4Wd^VBW4wN$ZwJ=*7
z<)k839Cef~z1aX%g%9MR!Q;QGrx$}qAS<_kZIm9-87@-fy2`rPb(M8jewwVMMq+gl
z^T(YqCT`YYeg!B2xYSHAa)t#btWle&hNh#om}o=LvBng;AWM)kXofSkX@3~HPgj5F
zrui1J1wIYTEP<EAN{T$4S*o$QV{s5PETws(J-$J6Z~SekdNmSj`(5$ON3Z)xdfuMX
z+;6qXzKO#&&(g^+MxMzRPfl+b)Cwy1*7=|V(3tv6QKQD!uQQF-sFuS~(M^7?^MUo~
zrun<orPG$Su3n;2=i%f15{OncyLhXes7Z38%YvbB4t)J2?v{Qb`amFjHEa+?*wS@A
zm@jsT&ZT`~fR@s!Un-OJ6fXaWO$v88#r(=5^@S%)t)yen)b4#rIYJoxpof&KUp#o%
zlL16;Fl|0;^!`>XP5e4*0QHuRnqAoUWSP9Whs^B&I_4p@m{-$^dB`s@^c4eO6CaVo
z`BP+SGA0!DaAVOEC`EQnpQJtdx$qZ%K=J{lYXh!q09g40*39c#wI=J=>SB&bhCULk
zc<-nV4C1pl6Rg8{jB+e=>FdS!zb@w@36-*4KIKZ&15!}7p+dgCS`)bg#U3iz0=7+R
zwTQuw4w?z(3**M+<=W(=GG*~4m(T4lw~P!Bis^aUmkG1uy?I^13t^!UJi|JCZXT#Y
zrA#v}oif)UiCOUe4;{S|5&q$jFlh4b4hLJ2!Q3WO@VkWqyw@aqu7d%GSGI&K`*+$r
zCaJiu@LhH~Td7|elupkyAD{KqfAqh6PBN=Rj$OgO`Sx8(0HLHSbyG_>V0hWFXg6tU
zL15DxIXzV$>l7)=jX$l2$5#QG$dA9$NpA+qV%rc$wqkTegx07ez2@DhRN?gZr0y3k
zs9gFX`{1b82HI2Km6ViF%j=QdU7!^CO_JCN779R$jQ;jJ22o^?{4vNJ=m(&4VIcY!
zfs&IJ(nUvmy*VowcK5hex`1q@q11o+A+G>GL{)Vnm&;l{d{bW$tF*ZWKbq|WYhi#|
z)p!M0&Xx{cNURWr*+J5Igq~a%Ql?a@U0+fBkhjwPZQ<wRprzSRmqx95D9o5&Km<Qu
zDaOJYJ|%7bws^y_kVgINlM_7&bm4Or#i&wwp>jvZ3pY2D680m?I{8)?yzR26$g9DL
zVgu*I*Nxt3k*{T@_ilcAY@JVR%cEHyGB!85ht=o@aiYbo>S^7mEd)(7MZ*0vY2_zg
z2CkKPY%Uv(Ss9IHe^qTVjq!cbDL}&BQRd+UwzT94?zV<<-u6v(O?}r<z>(`luCjb<
zzb;xUTm&52)Ht&0BePQuqB9x+2_(|`@wzMIGi6xEWFGVxa?9C3vt{{$k8THM1<UL>
z@;`{U+0Tn}Cq|Odh=^DfO;WH@AZ1BKJmb@#);}E`LuYA}WTMjPeW1*}Rkek?G)!qx
zT$1=T>3@1TCI6{$@jo?jsWjVkk9}YH50m){88<W+bG19B-ZM5T)Rq4Jw(D{$q!@IY
z^2J(AkW;c>0h}ZCDz`uvPE_&Erussi;<?<{2cM*Ebi4T|$t1t$4BC!av)A*c2@k)l
zd#Fruzh*~UlmKZw7-(D_yh=8_Oc~voWP~i{Di2T{&yi=QFqgl(ZzUvMQ>=$*3dlgr
zC1^;i35AVxUx~)7s%KMJ3~IO%Z_3%8I0`_6T=nY>;a7LqLZ>OIw+68sP{K$|or*)p
zSZL#I_a9@3e!T#Toz}-Jp2+SX^TFq^K_ES!dm8+`Y+q(h*8|^BZNZMZPf;)cM=Z=-
z#Q>jtG$soQ$%wyg?ek2mEe#cYj-**DuMpRZYlE?z=psn7bIlRtyV=vFybnzAaxcNK
zO#XAHtfw)E`HwsW)c0TUQLslEv|IT|J$d}*LdvC6=LZioAh*qcZn9#KNOyKxo_8|N
zBw~i=-HQf+7yKQp<9v=}gK5Ge?+8-EnK63GLD&`sL`X<r;bE`9{EM;jV=kEi%J<XG
zm{F0ox(7L@;KkOt%LkSinx(o5%JB?gQyhmMzDuMkCSQRkZ21|yr$wXV_10L=hMs;#
z;K8SzHQ@7Yq{WtbI)n_d56*%cDCyxPqQuT_uMt<Vbu{@F$E(XKE*Z1FHBSVV8g4EI
zk$0^t5#JzNeqcK1O``_MIQ8#c!U?G;z!%ll*iyXnz4jAdmt!b_n=J%4>gB0G7Nmt0
zkK%KKzLZuOzi#eL25WU302%-@$dXZse7=?n0}@8wDdaYbAd+rGtO%f*@UE_8Ox({2
zn({F6=2|W<+&qOH88QgAv{}$z3So&<w3@^fu?gNQ<?7@=+)+4lGNO0ddL9t`m=Ar-
z`-m=VE6ED;9OL<INe;Ww)NCdxn-oCcKdg1k)7}d0U6Kdz%ilmKbT^8FJrZEk>i}dk
zbPj1c>Mz<M`_zyV(kKBW?X3`{V5SuHAau4)G&R;Ngk>C@moGVv6?er$fj;u?s-xfz
zksMV1>q~VSBfL7-gwb}4V4chnxt=Zw1KlMo)?x#j@q=^Ce2TX|OpFOU3@7cRblIW~
zMx8E)JRgZVMh)7J&BU%#F+3g#gl8*2DkiOUGdI;))G0u3|D3I>`Cy}~SkfSdtSU&0
zyCW@p0XJINUM+y`Yv=P#b*~2q@zrYRol~uEwVUm?6pQcd92TvQ%B@g^4v{?0&+Iq|
zCnPp$xUG+9Z&<-+F9(yfT(+8Z{DEd<;M!y4D22(LbjOV%%0K(j4KV2R%J&L+xuvu;
zc^N#>bhIxPV+@CMu88dgkN?AQk(e6!Paoyc-#*Iw|K+0)WG$hteH6iw1fk$VS1J)D
z8APg&{npMsq23=Z#-HEew_(x-xb~KRr6D^Fuzp|kitR(z(KqU?qEi=p4q+||Qzj->
zy+6>}%uwA$=98N@twHJiF2S}AjO0&;J_P$jiafFFf6Sl9&P1f$$}B*T-Xs_BdTgh>
zK!Bs@-OXSzqHWgj{yOTUo=NsS)ekqt!gzNd1`;vk`Hp|aMN)&>1pRh%*;fd8v(&DJ
z!h6UFx3orPl%ASsXW0Qld9{namIiBVNJmGR6F2Bxvtz(H<E6AY`~Zo0Hm_USRFbkk
zdotacI%nC;Krp_LWjep5Z-Z1X7sXScn|LJePx;Qucjo9z3SsO76MruIfZOXv4{5dP
zI=d+PNYUgkxpLx?u7JnM&&Xl=A(L1o!B7wa)G-^q|ErE!*U#FiuRy;QwJs$_TQ0FR
zgPH(@wAfY%5H3bHm|wC!Bds7jUz+c!f37KYd(nife~5xPqfYT@8p7X?prPQi6?H80
zs2dhP`=H#qFnHmDom1}qxh>CIvRg!q-Z)LXQHbNMZGeSv3*96P02qsH7$hzwf-0TC
z${+EfZqXxF>(39O!Hh$@nOH0eM|22}#Rf!0XifLsZ87zwDmy*SmWvXO06WXnqo?l(
zO)xI;ov^&fdE3=_pM}>dB3_Zl*hFGGlc&|@bw40<JpfUjX6}UAH?YUUnGP6ZZk@?&
zvwj2?*qXs)Cn4YOSxi;Aes-EQF|Xvp15fggJOrn&9JcRX@OY{7*DGY{&q<qGI!5(B
ze8A?8Vyb5-5srjVth>|0bj)-@t29-*zGcGwus_)8^kVf=?)JrU>~`$6H7I%XSH_0o
zw$;rLs*O}rsn2R$9Vw_T9d%!AMdGCGyxuAe6?hZTt>J!99j$CeQmpoL*z?*~5&Pw<
z030^LBZ`2F-phi<{|ui1Syz3W{bIplNdQ=P=|cwyo@CT-R%DiR2c5R<=q4!olAz*6
zuG$e*{-kiFxY`od{86zL$#Jo*v@eO~<Z7D60+;+@MvSY89@N`59!IZPdiNBo5IgC^
zX=6o4N@ZDDdDv_RXXC|KJ_K3YT!h~Tmf^+3qbmq~uf|yCjDzr2vhMzOtD_~QJ~Q9O
z>P6r0JZPw_)h&=EV~!BVq_xr1ZK2&*9o>nK+eW#f_KK@?%9b7}JXI(iv7|RL+b#`C
zE~{QG0^gtij^Y?u?ZSPd{zl2DooZX)ZjZUE+NNv5cmMrC#zgYz@Csp9vN*Y>MqOy+
zgo3x@6|l3J6lYH#TA6gfL(6{g++%tq-`o_%te};W-Ok51q!(n?<67m<G|E%wb`&=d
ztbF^eO&NV~0Y@lugEX$2>9{89O(3W1HpkJ;<wV8NqQDEr+0Rlqr@EmO5=K{v*6HxU
zDhq=oqM`5)<}6_(+lF%i!tPvH^%39PzI?+P^SVnItN3)3sT8Q!<H3R4vEpiQC0Un-
zz28Jk1J&Ta<qe9|#!})kEx8(gIgL{gG`>`!jJFc*^4*Io9w~ZSSH_*Bo+!l*$bXp`
zx^{j9iVg$8QE#9yLgf}wi`YIJ9Mar$NU!VAs<tHJ`dbv@KSJT^{|7|+e~J|!&;~sz
z-JB?c+?EWz!nbkQ1l>72t{qlg<(Zk-i-JlRXbEZ-`$gJsyJ&r`P+b~N7HqFzm%7dC
z;je*9IZ~h=a=UYMZ?P^+J%tGm!ydMpoE%CwK0atMR4-tft{n)QwEx^IGpjYh8Caf5
z1U63dcXI=ac2W7v>#X6l&1%_KR$f9+fgDl)c+(nudS7hWz-fF7^!ZSvfmQn{r5+;r
z*xM>fUznq4TB-$1P*t%<I(O=GbFn6v__gKy172VK!{{21gJ4)q!_bcE^uyR)vgU46
zjHA4QG=xct1K~aKXeMUD&z+;xkH_4<S_UW7kBIm)e!s_g@*3BHSkwPRB<8CcL&V##
zAGSBr*klih&sRj5Ebc#}!EOW+n~}TQx6NLfY5BC_A$JlagunD^kL|dt=br8_?W$#O
zQq;$$s2F{f3`;K=o!l=P?U+>SMEW)(vPRfc@6QEyg6%q_UE3!_Nx@Gp1)hPIZU-$_
z`0m`DB8xNogg=F8H_1zr$y5L_UVu<CrP|n@YwZ`qCb${MmL2DE)6-04krta~v@M>m
z2K<gbYQWpxxoSQ|ntnS@p&5}XG0wA)cW}sK;Ri>)#+gyX`M=nE>#(YtwtW~yK#`D=
z4y9Y9l-eTF0@4jPT>{eW77$RRySr;kH>i|I*QUF>VN=`Rpm#jabG+~GeZS-T?>oLf
zaBugTnKf&zSu@vM*Lj_%O>}OFW$-?Es|ZEKz|rQ~Hk&Ql^hjGb1Mf4ggTvu{Eq(Ih
zmAXBX2<;ZSo~ul}Z_GB2ruLtaA{oj*&D*{=YaHO%H5uk*2!Zp}#(k${q$^uZ&$Ud&
zH5(M7W~j9&*?>;M`|rjk?~oLJCN*IlBI@^ix!2PdD1`rceY5UlWU<!oPWuAzH3WVg
z5us5iKs-J2kRwn+PS*x(!EE5&L?ppQlXXVLH@O<DOY{)+^L_72=Hj<YV7o%OTwFR;
zw}k~w>nMra@x}HGJ<g^QH%at*4(!_%4@$iHh@y)SrmN5QLf;)V(=Vq?DhIC~3?~=4
zF@}s6#A=~uq!MKBbvqAIlAR-k<s~tl-=WK_=4#z+Yxe2#Fe^aB^eNWII9HjsxP{0I
ztQP;FP;6<`n!mX3^k}fR=yj`L$k4qTVn(^JWi5t{(-#eha0j&PuQ6^htoEg;aiz2m
zi{<uU>eRT{v6poG47|SEH#<6Yn@stQgxy!XlQCMMw>9+F>QX<dogfACwq4pwb%;W}
zJBZ@<cE6qke7mp5=&>!jJ2Nm<I7LA9Msm9Fr215=?@Jd<<c{Bxvm91<8D(2+NV1js
z{H0RcUdlJphmKL2kC=Xlq54jEQ#ob2)+-K(+!LxA#hLJ1$vXMmMQdiNUF@g@Ygs?C
zz0*`{bp2>z2E5XjBkYx)Kc#`aROin`$ST2`aD|-V2kciVIj3B052HCy9Z5@4)%TAk
z`rcDZlnppRw(H~k>c7CZ?sNA?OmjUW(GwW0<Rn1Qep83z3lWb-8ZFt^+8vz|LACci
zLE!o8X1wkMwo<S8T%GC@lRxav2Z|9ktIr2K@8q!Avc-%BnoeYGGu~RIWC>`S#hhJ_
zjj(iQQ)*1f`4Jn|{(k=J{AVWA@d{J+42^PpjW6#bkBHp!*D=*4%G5{<Zr;Q#LDTs=
z2N7+{s;@yEIN3%4_Q$IK-^}4(@h5hdCd>fSXtq|P?#MF$CiY(A*6m5!HJc}Qs)jVh
zZ7Huwr+o`(bACN#RpmTHLfoBTvPr>O6I%Qjf;Zt77>lQ)6|-jc5)}c*$uHmx2xoh(
zDAKRO6Y;2%adh*QMG9Ta!TjrEx)6<QLD30x=42{(Z}-kf3x_1l(Zl3~mH{nU?fPWi
zq_XE?t=c6+lY7NqMJsgsE0h#PMMKOP2~Eq6C-d32p1ngN)ipBDBLi<uhsA0gCpUJC
z4|fW+6g;p0a6UxP%GYF>-RdwAbCF{_fxD<dmXni0q4N3j3w{!8wvfke$Vz?LeYV)q
zhkeQ~Vn~}_IeYtx22{d3TxuSDU&8we6WVtQoY<JLe0SfZZ&6n-XmC<j*P@Ke>AnBQ
zP^FwQPsevHrqid7dLE3xiJ#t8KwJh~?Q1oIRH-F3;P!)sUly_ePoTjsPv8gwU?(0{
z=3aXOrMC<eG`P$DYs1;YG!l41WPgD<)IV-eAK-&T;}Vc0F!05Rk$5koG%Gs`_F`U`
zcHU`pXSY~-?dz9f+>dH0HUWf)&Op(=(h}wQk+G_M&KRki=0A|U>rD>^d&@I)G?_66
zaidZ?c$eX)th4FsN~ddMKl+b1t@P2gXQn$VjY2IbJ1PAf)cW-i7pfPk?Q4!TiOYKN
zKT!yjrV)nitUcV)i7I!=@;UGF&xp)Kukks<PhvXJ>R4X*VxpPxlWf#Q-&)S9BOMhX
z8sz-Lhk2VQ;>LTFaBqaF*c>M=RTU&E7|A<`PF0cZXIvmN!EI|McO(RWEC?4%YpevB
zsCabGDnl{c_J&@Klsj6?_W=8b@-W#s)7&WOA})qxLF;IhCH}F56eabhu7;<qLX4!a
zr|`&}8=o-K*W50Oupa|5e!4iADZ>*-U;}G4u)&|r=x&#_`x3CqgUFxwugKrV0X49*
z2Y%bx!GI!S;kRC}9C$dr>A=$pRK7l70&D+QTo5{XAHZgA{z@)r+xeYb(BE&<)V6>v
zGIuqS%<skBx2|{0;`aG5UJEnEJ}fzE`;VCb-XolN=jsXF;vZEn!dZ<yKt^|Ixsu>s
zM4g?`?)=p3AN%(+bNNY?-$BO>A>oBc#(kdi=+Tq=?_WkrId`$7zI_IPXAcW85=Hlx
z7k0U`2Yn4<BfoKnVs%5@9Kk6zbhORIVGtvj_%W9A$?ldgnhCQ6vcE<`zhzA>&Gq?^
z%#g9q8-@g@)&r_DaFltEI^aXc7z*`nHFdG05!LWkV9SKe>C4%O`{hrik<{jopLbE#
zw=a2?l<}z`omNC>`Z+4d;r=G<c+2#ZB+y`wuMhJq&*e(WjZdl-{Uz2s@{fs%*<Pky
zEwa?O_ITvJLru_vk2U}q%UK>JpZ*9>pkrGUGzz=J%$nJgq@x>0#%#fSOn0OY;*z|$
zr!n>WgCNfk#3--7BS#h&0Nd>~J4E;|L;AsQL%NZ;1E3FX2O#S(4-4QS9aM~qm}7&N
zq73my?5SgOHU4T-T^w>oLzxmWs=?@*A5b^7coK%&A6u+h>A6O%tn?H=sP-8|zv#TV
z=(4D~3TI4}@|EXG3%oydyH^38Twv}}_awL^`dOG~w!8(riMqLdNDs-Q|KJ8)`5*hr
zJJGvSuj{6UEbfiTVoE)DGw^+Us%dyyTQgC;*5A$Og?Sjw-IU>Jh-Aa?DY<!j>qYM>
zCWOoj`Oza+qO3cwzw}E4-&F1SfH|szWm~dxYqeHYDt1z7d;WbK^{21xdQ_|73{`_1
zJWIh?4q=+1it5DQ>byhv&8mWA>cfQ6@L7W4k#1%lltufmBc9)+*c(6Mp{MfW74ERq
zs+dTxdi*eVd=amt`*2s;lIlVI@atmsWlZeSAK$qnz1uCjQ|=8LT9?V12VcSCP*n^D
zIBjgREBuINIGesUJrj0Nb}jWd<){waG5#pDDJyM5OQJa;^ttFtT`g5Tfw_c8tb-(!
zwn=cfdWO2Gw2B`G_&mP4>c64Z>OwE!3RzQ%s{16G;rp`tIP^Afp_Bs%0r05z2V27#
z|IL{8&uw)-LK1>#vZ(3*0$cL0ai)LyeuJ|0j)OHFKF3nHO!%fAGtB&8tu85M5cP9}
zkxe)26cD57FRq-V#cILFJ+{Xwu*$^M9{;}Ds<f&_MJsN;DL}vT(cZ9LAr`{s8*SMO
z(|W8lLZy?jn28_AEt^ny+vaJmqI@8KifSM|$JQGn2|0%C8aPZeUG~wd?6@QpVXM&w
z@-%=#z=($qnw_PNITJ<CbD~`ZM*yAcSEid3`ctR8Q%5j<0{z5k$#nm;(FTxVQ$qWh
z`Sz_p-gz7_o2T9C;PEEJLPH$`_ApA~GZGX`KA%StZawUTC~<(gpD$?DyszYGcE&pb
zlw*{|@HR9F2k#`KY;brm(BUA&D}Oea@YPKe^k*ojYfPx9C^wF-%bKI2pa`R6O`zJK
zn2i!%131wgDvTYoY4Ch*Q2EFFyLgJ;KMt-&)KY*n(Z3APziP|s^;Gy~=o=E9X;CPB
z>(OM*G=&3OAhcd{EF-#?o|QXqpCO)oD?eY;m*+9f6mbNL|ECOHo!K_JQl3}sU*kb1
zRZHQvjyp6-TgXMMz?j`ut>`UNhPa1R>FC@qClhdI1W25&L~!rvDX_g~QY5>_o#a&f
zVBv}p>0W(xsP{%vGz5*Em>Nztc4Ui?JxV>>nmq+#^RerY!|~?bgu?`;8ZT4HOz1a#
z01W6;0~jqilTAI^p`CQ^x$vN{-Ut+x!;s2$#a^bGln3Q``y8?CTb=pizC8Fe-{qwW
z$fyFG9H4|lFZRU<Fih>LvsH(VJ+^tJs^dU+?OC*&@hsIlmmAUv2GF^WvnU2^;}Z#7
zBgp04cNU&B3{)CDC-)7>`CKWdx2jfyFaJ#SB2NGla1RkPs8UqW{|%@Ch)nPn{Dx$n
zsp-Nl-?ktTNT>XLTco&^{`nd8kATu_h+lHdf3vJl@}!>K)cl3eeBPh{pc-M(eZMr6
zLs0XdH2V?B5t4xbpY+yFR%xUE24^!lI?;~%{Yu+ni-D;xb4doH5XVuUg#JO^Pt*9T
zedSTG)5vmM_vKcDtBg7UCbbir?xS5i1R1u?e92sLTCK2xDr8=xYt9zGm9MSX07G=;
zQDL2JYdxu=_z`{!qkZaQcpSoe{t!Oj0q54SniRJm+q~+otnGt-BVPa!dM@9eC{V51
zD|=2nbMA+_vkIli&8#e6JpkUjvm4L}U`9FMIbqxB@$HLO)h|ts`*XF*l9Jj*Zfhx>
zL_}v32sDI;)_uR^T$F7T*c12S?y-8XRBxQyWCh<|4ctIWAjTyR@~J#*g2-$%&@QYy
zYQiU$%ExP$pbj$?t@9<dY2sMo$yv@KTzmGGrM%k_?;AuTYUVo{-Gss$@GF!GY16-A
zPc->er;yj+o9hC!%`J7}#aZl01p|is+v9e(yNnPW=|!K%Le#rxwT=iI*HSbr1pCc*
z_2O55#R<*-El!y6J5H$nJ5DHq%K6{M390^y6KY-i;An`}^>KxysR72bj3bHl0mDs?
zkQx{t;gWNRxT9fFF32A&vQko|HPTWQPAc(eug=ukobb?`+8J}h%DqL^UgN!Ys#Ov0
z7xEeJ&M^y=f((}7DN$1?ik?fZL$l731X<kF<<ZCEA=arVXFf9Tal4GRSPP$7mB}fN
z)8F$$WI4jYv#1JI<)y}Ug(;LptX{}S`(Q;&Yd<NeMiTr)!A(7Lw>u6RVOL*358*kB
z8K1F;zpXmyo#c{BtajcSFOi_d-D}+-UZ|xb`B?vDcdnpjC&mW0`>y|`v^8uT<2j(z
zY6v>UxMXdS?lLW2uM6&tc8^snBMSFIh_u&j%#TQ|74=#=P0{D?)HOv~6^%6(cN;_p
zVAP0YG-&JZ9m9P+4WjOY7-V5&DfOaW<$N=~wyRI8z-L*%j(F-f&~Grn5t;)tJQ<ZD
z)eiIU-Czxj)>MqnavsShD_xO%7b4EVGLviQ*dxEtlW6zx$Lg@E-tne*Zh=r$arzn*
z%QfH^?5U{)10+cXi(M@vRcB9N)OeQ??qg7IicpY`^%v}EtqB5NyBCn-e)VLv;kN{#
z*Q5p@>`r|$dprP57E=<X30z^mO-Jib<3TnMCqACM`(b#)+1;-!sLOn9t#MD1mkx{l
z$YYvUs;x1M6S=?g*<k<0D@2T!*bfI=9s@G&(Lk8>0->~%CWEADgHmDW{85j?fvi!!
zO2~3o^AQw9^8=31I@DFt-8P^zwMC$To9j`AzwUJ6M4m;$)|)ZDWT=e|+t?Dyn;%~J
zqjk%lhZ5xnw}bBQIM8yNq!dPHs6_AD&j!8Si3~YuIamF*ve+WPGeq&D`hjYFxT?+Z
zHi2T`=yr^Y{GP-;>o+$F_-7svyYTr4+F@rG-VA46g%vX-s*y*z!5qw5&)+8UH42q)
z6k@%{YJZhvx2f4gHN4Gc)L7AQNH(~*d>BS0aHwoa))!DI*j`&(TK~BERzRCd`6xR(
z)ym|So=u{lS(lN&etRnGa^?GpmBy~awRs-x!eC-mz={~3E^Mds;iM$O>uvj}TuPTz
zxw-h4)(ENbCnXMzx;$GuW~yylggFs0MgJS~V)*~Hd4U49l+TEEwu*Pt9!<5DJ=pqI
zGc7ycR#7ylA#cElAThD3%c$_vlr(*@-mab5$+(A8O<;ge8c@*0Lbu1!up3&Q5vsJ%
z=;I^3t9@l-3Q_sE5(B|5N&ebc|3c?#tla@IYL<ntk{j^1o<o;E;Af~}D$3QfpH6uG
z{y{$)J3Z0Iyniuv{s!9oPrv;M!~xLxGBkG#%R|7l3jJ=QkOo$C$!~@$F^LI}nJLun
z2fhq^C5{55uNlM{#P1UYm<A02*_!)zaWZ+P1`^m%%cZ3gxW(TAMDKG8@L39Aq12zj
z^v$ZgF#BgjD7>hUJMlYomZ<RW1?~J!`j(>-f^^&ha&W60nCo{g{ajPP=IH_JZ_%-G
zX~;g^^?|#Wg{{Z9XLmppXH*U8v^MAdiD)k)e^Z=;sm+~f0h3$WR{|RagRsIdlJL$0
z3yhmVWRJ{mI7oOgbBW(49db2lCl<JKK(EZ3j>I}>mT6wF1v$u8W4zH>?D&vbQ=wGL
zg}fr&+fN-d2Gk-#nG^%L#a|mcBCi1+e@@)Tu!sL(Kpnv}j_6akvq!4OK)wHR1M&;*
z@eXFY&jomE%@je8*+Gw4Jqb=V{kc2<ltJCPSCC7bohCc?4SvvquQ<)UL+L;rrJ);K
z62P)EN#<9q9faX;jQo&F%{$^<LtSu$7_M|8he8sYbVd^fd^LvCN$bm{RHKN(4G%VC
zH^*&qo<^v#LBFMEWhRW!RdBm+^t}M=E59I`&}f%$HPrr)>x~frZ+ia5YnA{CmS1?y
z>wp8A+X%pGUe8>_S58E$yv2;^Al%TF5y)zkbj@NR&y<}Rh{6oP)Z%)EZozCP!Hg26
zv=Hbbh9BcAE%DC1@82wR++Xf)FOc*3oVQjFgjL*szfjWuqrI+GmQ{ig%NQfNw8(RV
zok+d24kXdQF5f6FO+))ekx!Uzj{N^W{(tC(z|9Mq#Np7z-Jd8FL?$;>ZiFZ}1fpoA
zJ7kQ_yfjI<*XywYTM6C_NmDYk5blN{Bzb_T$kBp4=SkfQv49?KLAbTDV=r0`Gv6Th
zF4q_%(A6(#-Ssaopo{IHpmg)u3H9kfv2NGZ{MkS)v;iVu(22^5#OvWidIbQLWsqXw
zAPa^V@TGZ?jZ8IV1b1yPW6)v25E4f)P#2_^1h4CZ(+K=|kO@bMRR6EvAoJvd&8uT?
zoeFEc#K~iaUr~fTZvOK(N9Z^HY-r!-%T0Cr^FV&iytJn@CfC26R8hx+ZO41tzt0Q*
zectP)E#{}WNCYO|{jkT8vri?4EU8zaK)d>p67^SI8xVnBc!eyxd%u=`M-$Cgf1KMQ
z!@Q2nqV|;poU;3BepHcG6bZ?7W#7`Hs^wW9i|^5u@kHoM>>5go7%UC1&d2&+o6&C2
z-Stc)QLI07^?mB;(NNGTWzdxINCNAb$PI8OKG|L%%nv-#K-l*F?CIVx5QZ;m;091S
zx}PY`IiUzOJyMWGiw~V0Qr)(6A*S8>Ae4#%c2RBBS10BN4XB_V-|XplA@#pji~Q$&
z1KXCTIFjS{+<u)c5r`TOEFtb9-?BIF&gTQXn5L^S(0jfE`LmPFzdCtciMZS=93v7i
zu_CI#O4386@D94VFp0e2g<P_7f=rRVzw3YtYd$?1*e-CP{_pA-U3bVsl=12c45Xq4
z-oLNUTD`_z<hyStU>UpAhR&LXvVNgH+_wh9BLR#&%&r#5;Wvega|_74Cc+HqDh)O*
za#Rz!Z<avkqUUh`>YVyJ$lslVTz9Sk-0FdUX~6ts#3P{GE3ArN@6M2oUr+XOnamB8
zUEW5s1$Nq3wfD3(?#Z$`iVG!t1?lld^CkV#U<tH}vc~UwhRDqxA7iC^qW1N5Qqr)D
zz0H<Yf-sM;;mQnay#@QK?!fm)T^p<fK+XLw(o_AAx8IrWBxhG&@oeOqvg|Zpl;K1z
z*lXRsPKy#@JxhSh-|cT+?Syh`PmW%LTJ(2udtnnQjN?O(0(^Nm&kppvLC0^Kf;u9y
zfTClnd4@WfJRmPKCCx*?l=$*N0`4UOwsQR{aX$wGi2kz2W``>CFw-6=dc1XX7{)bw
z`R%WRM3-P6?r*MtxX>J5JpKEvl(dr+7X7m+;(u!jl(w}|zI-0}yD1MD@2z#P3;DA?
z(5vtHeTDV4UXrU4^WX&$&VF{{*v*L$10CPj@9y^`PD?$r)9;4wEFXhj$ASy2-3Xw6
z9Fv%-VR54^>gEH+nXjAb>o+jcd)URScg!QSi8zlYb>;DhhCPNUyuto?@1uF@;R<B8
zU~*2`1y}KGNGW10UIJIm2>Oja1KI~%Ex$4sWnX}6=K|wI4Sszp((Bt8;)X#dNYcFb
zaqV{tka>au$SN>;R4b#er>iMp$yG@q-|?2xPv8#6d<1vc2zj1~#A7EwdUjkLYim-2
zd;M2a<=+2Uiulh`*XIg?od$r${5lnWHwMc7)!1LfsAu%Ai^U%1_R)a5q>p$}p??NU
zypBBZcx1)@?!P1`l1Y2fbvE#;oY*`&XyGTy{sv?oe*n7L4f<alem$W^BM*>{4&R?L
zhmB8&8NIGLSudmO9Z>FP$}|0NZ8iKSz1M$Y1OLgq`YRLSKR=n7($F#h^$FPf{?CQ~
zi!wM4I>aA$7(z9}mDClzzwpjt9?t%0(ROoT=dGDs6)Yk>z_jS4c#;@;w##^RtZ0;=
zB}vRpcOlnzc^U~G$F@4;a7N)`BQvw{M)yU8SHbFEH40OI*BE$Kn`*C639QjRH!x5{
zMjQYY$PySB1p-VsW>b-WwGjGuk&uuh4DKE2lRsOKoG5{=f+=D|QvAO?g@ed)p=_eB
z2aajj<szbSbEqkLIi`943>P53NApA1<tXDU_$qPr(_xQ*e%gg`OK;?E>Vin+21fe1
zdNfEp>{yyT?gzZG)}IKsKYQi;dEI0R6;sgbZkNBz$XZ%4LJrye+4*2<%Nj7%4?<@p
z;-$q~;=z^wRp*~841OHQLD3Dp?tew<=|J{{YRBaXxNE$WggQ^byHTkF?X!UFX8v`B
z19?5*Ks@6_iC_;SSb+a2Pm)E^9lOm>eK?_Tu{Lo1G`2wjO98Q$Pvh(7Etb9PdEIpK
zmA^jSR^j~uowr+u?l2w~z9j@Z>?8f1>Vtxb)yo)R)~i-zMWTSwTd}Hr@-kP4SHLOq
znd_D_j9B}k@9Z4t%=2y`>46>p%PPkPRymq`4O1?LgOIkROk3*q-M+IkP>2U=t_STK
z1`An1d*Ie`s8MKwZWm;NIQ8%tXsw%Hc&%PufzXauLb3Argshhbb`kAknXl@TGyWOT
zTfEHt#vR$)M?pj!jHbfA_!fFQNbZ1?d4+mBy`c<O(-!dxjYV%N9nZnfT?A^Cl=v;m
zRpvI<1Kt$(9*G|Jyb&_yv{9}!$hMl=gH_M`?ndUt^F!p@YZq9L*62~}0Pn}5<my|?
z<Rc0)Jtb>-(z>)E@^;RzORv)1zzVE<y>eY&%dZR83iJ%$QsAkNfmU!rRyVGf+<%G{
zDoV0>VEpUB!GEs($R#sEIG~4PHOrH~CIKjel{Lhfv@a&9yJCaWwBTJ_`#-J~hH3G#
zB|_B#zJ!>y4|d*<C70L==%&bTdjol0*Kz3yEFCYhol5|Uq={?ZOoNH!-m+gHS1RS7
z<OsdIX58{3Q>X+6J}^x(6&1BKNgQNrIVX0&`mTRH6zXATh*&VBhzK?Brs#IQ9R&?R
z@Il_TMCf&`*5=cJyu6I>PqU|Dw_PBI`<&O~O1JOw@>k1&fo#4Bx}8m<;HCUsEAp>W
zmMlzV;Qjo&mc`qD3Z-X!qFM3!*J@$YQ=w<BzdG_D<GZCo?M4cTb7ad&$(H5^8|gmx
zu_9Yc;IXZ>II>;U=IvtdQ=`6Ce#y%G&wSVa2Oyv8S(K%5WVtcPV~1Xa%D>F1?_N%l
zP~4-#l<VBshbub^2g-B@#EeH-<9;$50<@oN_k**{?ma*7I3f~luy~`;Wkn^DQyZih
z$l)L`Xr_)EtPN?Z=({M^<^vAzU6KcpKaBc?-QZ8NuSBAB>|k`q!se7MwBZ}fR(+14
zcslC`x0j6AFbb*_k4jD^R#<E9Yv|kaLuGLCRF%hK0-16wK^z8!P*FMo%+Z-VD2fsm
z+yE;Jl=RRt0$=vu9QZrShxBidz)e6@jE3HD+Qx`v3_T)R<6WI$25<3Hs;G1lBJ_QG
z4?6?1r98+{Wg@_2<`z9ov(S0WY?a^d$%UStbGOj{jZSjCf~d|;y7_Bf(qe}ii79F=
zXZE28b()OGY)W$)EoL-!n(L%qdJruSz4kF|IQ=<QE;PP$Dv&fK&&&OfN%2^(V_i=b
z3@qwM=&0D`n!%?vNdRY0GE|fmzmJmDgPvXWerj6$=5e^s>R^JH%ucIYCNF%WiJ-b-
zFlB+1qKj;Y=CtGm#qp+?xO}4jyf`~y(X(rBi?W<Rf<>Cds2^lWnE0ajvY?~}y0E{l
z|7-Fh_<Qn7_<Qoo3W@W)3;1P!MUFH7lsWx7ats_E=+~j+MjhgB-`hQ<m@-0+r|i(I
zTn#q_74S9Wm~Zk%8K0YlZfeQ~Z`KPsbW+;sZlAudxKeJ}*IUDm#}hGTjO}>kg>9r|
z!J$43k0N*3a(53?!5fSULvsrV5Hc!yQJC9hM87D0u!I|LHwKUWAf#HNJzgE1)n&ug
z-PeoeCLdH=<StXTT-$y5ygqQXwYxOTGtY;Ms+N(u*xo0ZEtoBsE<|@S#%MUf+JkVu
z>sBa7R&CZ8z>wx!ntcX0<vJ4-1;}7g|H44(?g3Y7=r31l2|_*e1CmzwHRMZ(c8C7K
zoln<c+KnS>O6Yfn>umeJdS!3mm;j-$!bg}mqV3pPLq`6(^5Y!0@0GtBKPqWaB!;WM
zEM0#imxGgd4_|$AQ)$^qN-SPy9*T)eX_Y%r{Q8HbR{7)#`CFrp7u4>NQjMXl++9W<
z)+jUY+rQVah;!Ioa7S%PQD6$H+s>O?&kyb_)P5wn%Ixe!r4>>${gg{z{edH4`9@%O
zDNRUI6ieWuqqR}uSH^edUxB0MBbH>_;kJ*ESI`sPOwtnPUDXlzo%^~XObawV?G%3~
zlIn)2xT*HK@F?Ll4Og1pkg~AAl|eb?{Ac1&{WPzCM$9e(MD8qW>1#KY5wE}<`}AK(
zh28_J*uP4JUcXlV<zHE4&nt@<tgdd@H{4CF=+!3r27dSQ5(f$>OX#X-u*E@Zr;D3z
zmNPvdnUrf|S{Il8(v}(6n7z(VR{1sX-pvrrK2hD5Z||1AxM}tAF4f$^dkZq9h}xEY
z3D%-vPm+NbCgpKW=+3<M*_s-KH%Z=zX0-lD3|YLrQq>?>*p%w}&>_xb&bOaht0PMY
z2m4Oo<K^f+&8gd1Pcc%Mt!P_Za!#d#O3yL{aR)04LS-JW1h*B`g{0eNua6R++P|*$
zzFY5pL#^-=0)};X$qQGS;)1eEqt^M~LcZ%)j3#d7yf?dUZ{-g4OVA~CdHnrgK^o6J
ztU1|yL!W@BPyy58yr;olrz@{I*2*%~Yc`!~Oi1-73WolA$9#LdeOW8JQJFqBoq;o~
z8+TLBb^%*Vx^X}DU1hKc*L~mBy8Q7{)E$b&gUdYBqR0gtSca|!An#C2^YUpwZndzZ
zsBeAkj((Jj=vXk;ySHx|pFO2jI6f^wCHrnFjXh{_Fby%!Cbzd={Hah!!Qq}a23t?c
zte?TAJB8M4Yah<qM23xKgUEnvicA&!tSRjfs8c#D^pWrf*c_4k;mtvyQg_dm{Zx{K
zcC^?K5-KF>wuo)^e4s+sBQl4NbScqB((=$F`8je_eQ)%=lUMtN<j9Coc=K`=2DzMz
z9$LpGhd$+MIir3F6KW=q2iH~`<#5DSm-ph=@OFvQEGwzq$Za&SKte_<VcU*_JWM5~
zL%VXNVjNR22>%*ONJf{-#S4p@{Q*{1_b;U7?OL2J;gNIuKT$r81}W$x;t9?Z&>0f<
z$=k`A^1X7kT(vN2KYLZ*JqfaAJUc3h>1ucATU__#b}$Y5P}J7d)g1lg7OdZR6tcIA
zlyM393|*dsa;w<lYrf^%-2aNKJW{(8s_RR5qb~KHlb7Ymz7S{HRbB5ux2+vpJ?iJJ
zrb?*H{*eI8uToBtU5j;^SG%twY_5>gHrvFLDB;GOs7+C!5dY&l{Ym#6W@-}|w3D?L
zOs4bE+cJ#Rs2yv1%~9(RUW*7JyKEi#2ihL>&LYO-<=$hV#X5WHfwOJy*3(;6n>Oq_
zdiX@;VU3$zJeyA&=;wE_5wi-xO}!@z*z!C(x$nmEFIgAR29ft%{gL<SSL<V*VA%J*
zVL~n5n{C4@L3};3U_)!H@Poq_UCsw{iK<Ino8)NQ>p0$31+M4$yv+WrOuCIw57yUj
z3Qc#_+rTDQs;n6_!4_^UwU)qoYhzWjuRH7lC2AmWBAurA9IJ$Dlz?&!D<+)&66pgG
zaJu;ySp}AQs%tJ%%oePl&%sive?T6&#>}0Hw-+~Do0SpX%BeLxBn0uwpO5B~fCkqT
zb7CP}wzF+HVozzKl`mCiB+1&nRi6PGfi1_ubT7@W30H<e8thgWt2+*wIbT4=M2>Ow
zdym@U$b>@(!Hle3Q6G6NSL>K+A0fG%1m=mLxsxsx`~epKqYRut+?xqT{m0Dlq2oE>
zbxDVM#*dhP$WZ=}NquEr>jQfmkgn@0CRd|mI8ETpV$T{k+`#JfM=^_`Yrv_yxAt2+
zxJlh(jj5+*&&c?MJH&KN`z3CFKh0>L=_MlSqgay?wy^52Y`**TZI0C+4{Ip)2bwCs
zUMp(|iV6@p9q%4x8^wU66Ba-<63z~y<YGt!OqtTEiygXnKz-Wg9=ECDY*6=U?27fr
z&QFxZ9ozFYXtH~*(GiRVIF~~^n>W*uj*r@oXbF{+7e21W8+?=%bi5hfY5n>kZP&vN
zvKZ&J%tl9ND(t!%Rgd^vEYSBj;*JUE-Z=3$>))N;^6ZwBnQ9ZHjN03Dqd2a9&olW(
zsLev5kSuP(T)@-&M7w=+C`DX*l+i=?;etjl1tWSxetfq50hcKwU5djql_-m?P(?3&
z>3A#!r#otMKJLTRV|DZk$er6#!u^MO<`UuxW?l|Pk0NH&lmyLuU;61vk7t%P?Y-oT
zDNhb>uDc9eI>zQWlnX0veSx+2<&D)4PvSt{`hZT5NdRsCNa82+5<{*ovbvPCKsDZI
zl1^PJ5o~tHx?Mlx@@YHMyDh`HP9<hS3z3o(b92Y{!v=@sZu{DPOFf|abOlGMDuX?3
zL`OEXCKX<cP)3RkK<j3I6l|s*XdJ;#3C{a_^R8_b&;PJhb^*xkZ&F>F(Lx{^8pFK+
z(gT4WI}t1m;eYtN#_Zj0a7Q1W5Pvhgz#_o}UhG;G6TTZ=yZMFc*hOovH#4n3+BwkB
z;oXKk_qwJ^6m>1F6thj0u&?M)X4z2xyq23}JWt$maxLR}kA)B`3t_lwRM0(1^gP7d
zB|URKe$>J*wLoci2u3D%Xyd*w-C@+*Ai1|CqqiyjjjQt!RlvHQlW=xVWs4{eK3l;X
z6&UZ4m<j_NBeL7vhz<H7ug6ij?FX5#ynCERm(f?6LEgK*7lq7|YyLS6d&oi~j8r=l
z7Rl)k>v~6cDsR$oEdv)w%)A$(&?U*Ggg21&9IaP!E<!NTz3HeXf`$>NTTdS}WG4NA
z<6qO@&>?dKqf)pZIe#HXHoUEVMF>6K><NI^?e+XPG-LM=&r9bLXU-~lf2|aHZ6X2b
z_W!{`+8J3B0m-&uFZDsFIn_BAH5Npg2^G~04BLFPrM>W{%h_&Sb~lPUO?UyIzh{JG
z;fr(o1DDPu7!b<fF+S>}<WgF6kWz>hE2|!P%>m=prd%N5gpAa#*QF0`(e5n`&dyAI
zbAF%^O@iM#$|P`O?4n;gq`}L=UgPcHc`|$D92IeM)D!&5!SCp9n+g5!U3T&J4&UZ_
z-VVeAG|{Gx;+%)lfdseYLtN`6cM5*I>QAPukJ0!H#B3<YzBCT;W?D0+AfG-!WlMSU
zl&ITBW0g^)qP~0z>BzK!U+82?vm@!Q_41Ub(o_)bL3S38@Voz;$s~52iK@ibwioap
zVnkxd7s(jNukfEJ=j>LN?=YV~!w?o69MblKJhyvB(RaxJpK<Ujt1(vzUny8Jb}H88
z)GZqs9~_UXL($ZHBViRk<TP4g6;(C3k|_7M^cIfFYU;OYM_qNfVa716i8xctyE}4#
z;<r|uTI=7q(QiIYG{%RVs#Jq525UTni?HTLm~!2%33&`<awy9|#-moM+N|D}3ZjxS
zV86J`U!i~}nWbI9Fji|ir9q~Bb}Z+<ZNpBJ^x_%jjX5>ls%S6w#JMULh20x%)?)~N
zYfQAy34QFOXH7P41rmEUox*tIU*wvSi6?Z>UyzTb9Iuc?b&6!#(LwF9p75?+SRYR_
zQ~G{b((z7GPqO5bXn7Sgmb5MOs;l*Nky=(Za03az&}3YuTPANb_pR!B*`?gY*p8J8
z5o+GlO;%j%N8HSep-bQoRKX?pDataw=f0AaCCr?Vgq3>7k$~<aWqUeW5Uh4<G3i6E
z`~EHv=AEY`P}w^$j~r(z4Z>w7@Fk_ZEmG-cvCl78zrW~eV4baYs6|vq_u5P`0?pEj
zimQ5{K{I3Rv9>f_UCwp{Gr2NV#f{XQORj;}POKiApFT~Vv4>a>?kH`NZhLF<Q<0R{
zUMrMSE?t;ZVBaixtCah+Z&lGXw=K+7vm!fXLb|!a20kJa#uqttq0SAvR84G&kg{!H
z&8M&HHIVMTS-Txtj4FWb@}*AlgQsY&m5ZLC-dI`LW4mSyT9-x5SRkyxv)SnW6Gh{b
z@^CQ+r?z9WS**Fph?)HUZhY?S23c>YTjqq81l=LW8~#;<WU(nQ5k~?AU609AaW~#r
z;EWL$`PvAe(*iRrW3SJbCloW@qzqhK+=}+cM90wW1gQTdy}^88u)GI<c<QUvz9`5u
zxApBFGuM^{v`{}Da(3;lT@SP^Z^Hu(hwvn%YAHx4?gc05gynXb_mlQ2(A-FRbxVN%
z{g$Jgt?Ec|R&?(067J*DxqA*BtJ1iBY)1P*O$_+5C*yzIdz@N_(t*J2+T(0xRiKpi
ztg2Ghz6vYZeH5Db^ypj#cVAF0v_q_g+BB{-_WOmJL?1V42izOqQXk7vdt1U|((2Q+
zh-^|ke9$luKozy`H{lHO{6xW4NZ0(<KhYah_UNhe^l;=9Tp_T*!Dar_$Bs+d>Qm=1
zhSj=H<R}GARESWA1zZk|OWr&&vxhuB>wC&5rtbt~Ay{LY2u&dY7g^&{H#+G~+L_u5
zeZK_uoLH-ztWk-<ncZ!JySVWesM~5s&<_H7x%1?qc=9ka3tL)=8G~C9I8V;uT9?X!
zPiUL!_K?}O*;3DlgM7{Vo=fVy!Z0Z@hbJIE+GXo8^BtB966YN~td&!kH;v4nTo3Pr
zdIsl;FSW4Q8<eK3l(^O};3Urr^D7L~`R!Q4G;X<mm~$VQc4)uv&i{V2m6f!%>W!Zo
z-;#ft2`8>6q;hYkfHPyHQZVMWx=CwWY^voJ3%PXLND@CL=Eql0F!H|l$UXD<b8Gg?
z>+#D}W9<it5?~+lpjO1^S8i~ydW8pSzNO-1&^9BR7uu_mt}pORr;$#Iy?6Z%N;*TO
zW1^TXm;e%=iGmpuh9@D;J)mVy(qlJ~`<}zriMd3{e8l+aSE6xDtvgAC)lcx|toqIn
zp~u<4wNC{+hqPB#4Q(VV(Lq=51t~&;=dFslRRh;oBvi3(Qy#DuqXO`O8DY-@G$LbW
zkhHTFW_fZ!ffns1Nhxk=?8KAkZ%!_~*2g+rq20smoqXfDtJ9L2m-}{4k@_1UZYD<q
zA8a?9T*Gsx%c{QKp@US#iRciPidv@^YQG%R!0VzOqXq5Q0tvv!T%tMTrkwv~emQM4
zh7L9q>>?qI04fm-yf1-kFQ778p5)p7*m*JyN1?)vn<4G4l$#?*iFOv*lWkYSq-jAy
z96Mb<xMZbnXFiOdP#IyHxKK!#mcrV6CucXi=QHD66M9f`65~TJ|JcRsrsv&j$0*lz
zD2sgtvbeyqo0pbqfJ)nPt}`L$T^&8ryCA`;6?i9Ygq0QBWa^Ps<Y)uqNj!Gj2i35v
zr8R7)@to40TR$*my7$lKV&JC!j?52JMDu#waRV!y8cO-O@(5bFJM8q_1(cq!3@w??
z{&x7}o~g>c`H9lDIM_U;u&H(l99<9Anx`Q@^8YrXhQAL&ZXOHT{@09QUjbv-JKoJd
zn(mtgA;Ny?t|!N~Sf~m~(wUJ);A6~*maMj)_^f_&@ug_L<-7M3Kz|Q*@926(w(;R6
zp+`LcIf!<8BYDp_wiw?9eWW#ke1LHi?7)?Tu^^4onTZG>Ivskq$oR7V`*+D)=%%h4
zje5f6qog*6ys^^t$}i{mxJM<h)+YL@ezq>I**9}%b|J{siO+@T8(IuUE75{YK=gN?
z#r5qVGl6krdC&_5dXI!9GeoMR{e#aSCgxQxor_QccK~l{V<Ic4>}BxMgDnp)G!<%W
zr;@iGZ=sVVfp(dcjJ1B!s_q?zcaRUQ%DqMdA0U6I#rir~i)oEkTM};#JoEcT@J>M{
z6Vg&_Nut>iv4pj)wlvDrC7iVr;HktRhBbG^>Led6Rf&q@9u~dy8quMG9N8yo{V*QL
zy`0+*EUep#NlE9YJnAoLJE@fK$R=Eq6Xr#NwA`O4dBY-w|DzY`zp}AD>WT!$>>(`A
zkGBmIq?T^D1nujzIl0r}PrHgK`VdXCO7X#ppKgh>Pq%Az7%i}}MrpsOtoP$DlpF{c
z%%V0Ox@0zUIU!+)pDHBQ8C<^)OVieyu|zX43+kXSK9G~W%B2r@&qf#g&~PyM#~c+a
z-*{EBOkHqt_H4lRvDCKOgjy7>M6N$+vHItsSpC4ZV#AvrFJYAAmsXHg`=)dgBdE<!
zl(m2xnR*{)WrSoMtv$tZrf9LUn9N54>MBjJ@5+f4_i|)nV;7V^vFo5@@sRbf3dPzO
z^}jVk_k+S~U|VZqp)F_qbTs_QY#tFNhCzrGw=9bgQNC}xj<O5BG`E;$|F&8GT+AS^
zY~H*ksfyQe2X73|_Z>${8cDLEp<cz*CKhCVK3{yE1p%zP*%Wj0YI*S?%(7g|qTho5
z{uXvk?cpQg+xbc+^yG1;qXIVJ(5qCcM8f?JzX(YPm&iy!0ei%3^B75@{SB0pW1_(s
z4c(5Co;)paTRSVe-m^!llFiv>u3sO>$xLY%Sr*?cJ!rpiTA;+8WE1i>3`i5nJAmCL
z$iZ381@b3AGr|wLq*DQuiHZxBV^#})bCx8KH2sG!tw{ei^xwoLUfqyH3`j|%(in&C
zrQz_g2D`kdsX>(^7_abuR+<to+*DbbX~mpBB}-ZwF=4D9SLYobsdHSW;6R^J$i9`M
z$=Oi-p8xh^*N%Bz?BKRm5t_QsHDOXEDV}oE5_T0x#~aoELG*a@9?3nB--9hPHespU
zD)Fc_G~3<J{w>FlEKyUiG>yT&bewu9kBz;G|2uKg{3kf|-vqiJy@0FZ<oCXc{90_S
z-lA4l`MpN7p$g(*gEOyZFUm;ktA>BR!#ffCIPVC@BC)+-xgvZ$LspnrUSmRBBSQx(
zMb51~+wJ5^!Yb$wLAz9$Lb|f<$?Wi{pC}dMS%lxR^-PQjQz|Oivnyg_6~Er2Pnx^H
zlwjuDa;Czq<kFCRO7R0hEvic?YGG3qQ~J#J{VVQGH4GWEY&rY(ubOWkjwrv_+ey!t
zdUk)0JGA7<m7P|!_aZJf^qXe-PZSg0MeXMYg+EjsYDIe|Oj03og&LX&TIr^0Fm2D%
zR1M3gvyy1sBst(WBKe|qL`|gMl6UzE;g<j0!S;>cNWFt^D7=yNRX<xLHSU!8phUhc
zZ>=v&CJR?k=wPig!o<RE9$QenzBze^XO!K-<KD!+Ll{OSikYWAd5I@A38_Po<d@Ar
zg^=Q(D1>q`9vgO0hGJdD`7Y7o3Cjt1y<3rjN#yHtlzh^~B%GW|Puuz14Q5$lxzf(o
zF@jO4u5z=ER00?M81(zi-BhThV8l_a98e44B))M+J}H5<-R!>P8}@z8=c{0y+|K9O
zJXm=wN7kh^kTbZufIs;okp%is7#pk;dj-ZZ6T*C(t>;1KJjT{#G+23S*>&O1D8wY`
zJ6fm%26TOXoTup)Pv4<EQ`ys>T1VoJc-|)YG`p>6aC>*@`#9rz5RfhuIQ3<({A7(k
zLHf26C)z%;y&(R(;=4+%#rfmlj#eg5t)c2fvY@ZkK68KYd6}br+M|Hakd8J$Ie&cC
zzzdmm<U@PoU<t>aGim7QxTIsvPkt7D_YWUvW02#`MxVoZ9}rFc_MBKXf*ziuY0~<~
zHcEs#>}iivgt?lMIeQjKn0A~{Xx$T%c5~E}eU4nJ^1YCYS0BqF*DnyKH`5T#4tu`x
zR8=+*F?GjX)GOaF>LNr|r!mZmi<*J<f%0~tmLq#VQ38}j_p-?Fr+D(Q7#=W_Fw&NA
zKcj}MDDT<y|8bSH8N9lfGd;aI<*9kXiBL-jtor(z?XAwy8dvCGp?NdT(UsuWQ9bg8
zs2Qy(nZf(4K6jojPN}J1vgDgqe^O}J=Sz3UZ2$6!55*WKP`f4#2Y+V(c8NB3*IM*$
z)~GfKzoRfjCZKiHMdbb-5;o`ctTdQGx?)@#kqNx9gN*^Yd%9JhCzt|l%i6MEmPrK0
zV`11ds8BuKBZ>`SXOCDgt*)u^>U><X7_#tA0Gk;3%$fR{?zC_OJGrK!%x8>mp3s2b
zi1bUF+~0Ia=&XMmgpIe=Q?4oS?7h$!92P_fh(r7vQNJy-HSnK&lpmo_N|+NI)wFe^
z><D1nR`m&g+(FaVWbc(HK}hxzexZ82;gwwy^KA%WkG?|HFhD+2a8@Od<ns0Hkqru+
z2cFLEryV+LP3u|>L($JTNpQVzJKm~7Te=rJY=n7Frc;;`>Z)Ry*Ar~gsnTs%Xjr~%
zI|{3ut8VRUs6p!YDYwjVI)ZgBcx`Z^D7i-N%1S3ZW@6IvSy>R&pt8`mr0L}4v%+o7
zBG)#LTX<@NM{zQ_F8bJ6+`$Rz?!UYft59KETl>}?LMGL7kRQ>ZEW40YA&)L~^00Q7
zMCav1^LVcs$$&G{nrl%H)q<6-)_9sBX_hJr?#!(Nrl-l;3Q<RmB3Hb34IVQqCkZ@S
zmfEt4+;97={mCl)@{jaOR{Pc>5&EWJ-0y1<k0=ux4PD_UGtNG@v#|C{*?ot2J{8i<
z=Xd|ML_=5ga#(+CLl#eP&)1rJ8(%r`;Q5dL?I%0{enOz1u3QRZt^e&N1p4WyMEy?h
z-#Vw?(w}{UyQ&wSXNhfGsy*4UqVxUH$1#so%fn)hd3GmRx2%i6%Y?0k)VI0$)4AOP
z--McTxZ7?GIKPZgwj=$C@)ACHN8z&k*&~R6r^{)AL+&J<Y@*~7?e`?C$1uSZ^%T<>
z3AS!~>8C4oP^=%LT59PQT<rKc5*`$<R4k{*c4`0U3bV(3n5tPvP>~>9|Fny!m<%Ut
z$FGMpD<keplA39Ler0~hT}S+BnKvI(QdTD_f*qbKAd)sB!(N89-sf8562&+CVT1Rs
z0X|5oAV`afdYDh}s$pm;X!?8X{Rj%SwMQx!frp*hZp#+*^zk9myn_f!X%3#o=Wr!G
zqL(F$gT5)eC0iluK3${~_gW5N3{CH}H~6`50+%q4yjb=Lo>eC-JgW(fXm8k5sg-S1
zS};d0LI}AG$?POT{S+=0GJc{sHAgFtLY7MZ422Q__toVu97o+>q0mZv25Mj!EBw1*
z+zc{heu;Ym!}!C$8^#gZ-wkR5RX0LN-eT|`vEkp@&W!RJebus0bXe&j>3!@p+yKFP
z{iV-FsG3?n`fISSh1B*p1=sTM(yCz|1tKdKIJ}sRZ$U}&<&NMx>eWiUz1aYc%8T9Y
zX%~*Hoxq1&sq&EeZC(A3hQo=HaTb`V=0^VCmr9;?G}`frJcT>P#SH#Lk#o~}P;G}M
zjk;H4xcp>>p_s+KqDoklkY)k}<qgUfbIVM_lBax>)1U_6134cKSoj3fWeY8Y>wU9L
zhgEy8b#v?31_@D86%*)bW@K-KNSaYEY68e3p;5#NPfBYC-V;;oh^FJ2$tiKSn+kUW
zg4<QS7YUOrUq!rrnh#f#?6Ys71Nlmstk-GI%B-WF2J^Q@=B&EJ@3{KrJPCsayYZAt
z-|8dG`@Zq!ha}BtzC?v3CwFhL^pLTmQe=Y6R4YiRg@A<Gf>BRE^J|36e05Fp+eGv$
zpH>^>)5h$NUiuh<otjU>c_YR@VcIuOxgaFbbPip&A3imH=Jr4%&_vqCM>a0JY4Z`r
zdO~%2V7;@Lag4OWE}e@=k%N@6v-tC^SB|%qFxNd5(zGmM1{6$nO12}6SJAUR?`>zL
zkjI>O{Y0@C8)U-B7<QnwHDeuHZY{fgSxS4W*V(sYS?WOOJ+ZS<NRdOE_4<Td#yX?w
zaEj;+L8T|>rMWs5&in~F3I1^=`gGoGkCVcWc+SFwB1{Ro=mHB4>RFDk#@m=8#GiYQ
zF>j=WVLP6}1*l?);%a@C6U=>M)G1VDw{d2e*=*ReEZBB*nEGZ2Ys04b40s|$`0M!w
zyd#s8;&r1{lRxMMDxj|GisV|)Pjg&toA_)eb48SJ^{4_rJiCPKWb;gMaLx2*`<2wk
zIMRCU_Y%Z|+Uee;PGi}fDG{5|l;8jIrL!09^^|C)j;5?|Qp98*^<`;XXzIF#PeS=v
zfKw*$$q$klQ)T}X7B2M!yU0H+T6MN+Vas1+GFj!s->CnURvko=anJA_sV^|J!6u-x
zxB!JYLY9!$v5d`9{&5Gz&_+sTuC`^&tXZAXz^V%dMIg$Gx|pwyOY;ziUa#oWsjOvL
ztjjNICBfO^xide8W)cfepJ~P&5UgwPy`}c&ays#{p7U_SIe5Q~TD_>HM^^E8w(IRg
zkxMth4>XC}R6kLoQJi=bQ&>n~?780qUB^OjNM79<Rt(>i_=htsN1CjQK=R>^1PKjL
zvX;|1oOTe4luN2(wsKy=yM$<U^sVZ_=qy;G!ciY=fb7F#&f7(PS*2cC2S#sG{a7iY
znS>YY301p-8Ib+a5##$C=;Eqli#}P@*|e$A!I_n^lnsMbV++nA-zr}>a6uive80s!
zRkIQ|Ozuvy-$6Hcd-3_sG)l?gvjJkcPd!nl%N>jt8Aa;}^d)i4^|}X6kNLF*cb`k@
zvIy0cJ_Drb$v6JPPXFuwfEOIVU_j*U9dY0j@b6z?y6aCuvcEuwFj1HYU}N`R`jd_Q
zQMRP(*kdjdnkzdgW(x{!!DMY6i<F1eLApQKOBP9{+{tLF1{@!9By8#QHoxHz7-f`T
zs?DwBjcrvgo#}J9%Tke>6f}nu&3{Q>*K7g6B28AfgofT8(vGHc`!+BD<h%Zj3HX4@
z0VzicaDL1ZeLy3`sEl=RK;lp9K)XORdpDujZGln(iHf!3XHQ~a_kCS6O7RVlns+i?
zeYsCmp>LhIHTvO^c8+<quS9?7M9P+~d_#L-NM&bu<oBKjggfe$JGynlJ0+ZqHJX}O
zxnThms*g28v?Dj<<!;7AcTc{K=!WJ19J4OQAxs6M*v%yO&s^3G!}t-f<o1&t6gDF+
z6Onb)t9k|Qzrl)Izrl)N#r<%^o0)0Zm!o$Ua<_HS%EzJ2OfgXXsj@|~N}b3j&y@vi
zQ3Hvk^bR5-WVS)hIxN>BxG`%%THHY+4a=EuN55k0_1A@9`P*twrf=qbA$P}&MB;C2
zBi$tde+HbAu!Pf!V`cS{exmyFC=_`HM6##<IjAFCRG$dli`kex9D(d6SciVd{iMpT
z{y^7QHv)w#T%+RsE2=@c9Vex=3HHOQ3`)?Gr%ZO?M|sEC&s$`NQssxpyDgqXC|Iu8
zJ);^X+`t#^X)P_X<u2pA;bM2Dj3M(<*$-WAYJ3lN8Sr~eR2jv+)cXZvtaSL+d>w`x
zx-5tR93S+dGJsPBQjE10@TF0H@?TcLcYpHAhF-n7=9R^EkK^=<UqI3Ul#L68;W00e
z-gMC-Ley42#Rz!0_pRLTmddsAtX-u1+Q}7po4aW#e%z``B1QY^E$U5edV|;)727=Y
zCKvK(U)Fn)c5T{n%CCY9IBf{s@5sIBLUY+EuX<ANDcR%|GX|jgx0`pvHS4xx63*qm
z)cO-Cus6NF;TyOgx?QYXl@2g>P&qM&yjfkz<vtgok5}-p@aJE91gGrVL<{LuX>1nL
zgw&PiIq&zR%hS}_pK!QQ4o#`E`yvJxX|tW>6O!CCJIF#F*NFsF*ZA+;O1N_?yyiR2
zDC;6MMn}=}(U?Ez7eZX;+wAo4_FqpBeW|XY-^#KPg*Z&97h>zRY(Xvg?QYv8FZ;RK
zXA5xmA7v^L8RXB|OYBQ^K8$vvyXWpJS4`=?!@6yMutI&TBqMVX2r~JxD-wlj=@O;>
zn{{yMnpZ;o|GEy^K}b~K*R0G}jzGM6u<-E{lP4xmG5SXuUq0OGJ>THU-w?=&Q0V><
z(XNoUDJSh)ReBR|c~a{`EERBck`-^vk`D;p_2F7U;eHvaSpTVSoSE93B-Z=T%eCl?
zw11N}EuLI)Pq;ukc-NM37tehW9(<qS^WIE0?~f?_JgHMCUWs!ra_8Iglk$ca$6q&(
zbM-9MtC!!72zFMd31iGFghy`QU-^mh>0yliRx<}b^vK{;!i%M~0IY$bW)OnPFJ8F?
zfh`L7R(S1s)kQ?;BRAB&&s0e{ZA@#mKbo3FQS8`Q*qh^IH1^iF#^wkc0`!0BLQOjt
zD|6>U*^&OXwo^mXXH{}-{K-e1v@jX4tG*)-#xP_XymK&wD(~=aW`jpXjZ^ZOnI1Pn
zS<(59Jcqi#$NSh;&l_qRh9U-CRieVx0q37@7|ZcWY2Iu*ZC$<FJt!^;bqPxhHlEtU
ztl=t5vB8+|g6=*g@b-L)NtHl4RcbT=J2KpU2$=3wg)!PGmA{myl{9}Xg%$rSg}-8h
zTDVufpl3%~@DUV3_$?m{W%;Z$T!FA@;RJ-cpr+b_tdD6F4y8lVO0}b_b^5;0{`yA7
zZR-&R*3*~qNY@?_4|YkZ_|+j;j7IV&a<?(FR52y<8JZ!+@HwvH<N?nH>o2C~r)ePO
zyY134VO@~*nKZ2?MUkwm30=WK_XEvQ(Y8%5{6fxkXXU_%`cYVtwQw-XA0pl`i<5S3
zIfEQy-AOv?#e{X9_>@)I>I4aOXZ<+X%hMA1TO&E>6O*lcWs}uiNj`{@YPm99eucmR
za{G*{U41Qdos2-Hd)MH@>pvw2S#cBwNM{a-p|C;FmAJI{O$)AqK;I>C{j}`ezD-&2
z8^&O!K>gPh>wo?IaF#F?k=)#`o~{nbN0>OV!fW`^xW_o4#k6Dt_G*%t*rY_Gz*#_;
zdU!s23Yb^)LJ`j+kx*?U0uWygmUeA1*qvpg*X<&ngOw^3L}vdFb?+G!<+JRK4w4iE
z1OW-cAfRLv2}%ZWhys$4s07J5gD?ULGGq`?a?T7QIf-Nh$x$RoPLgw)|J#Fc?{oHh
z&RX|=xc38#XJ(%6uC5N%T~)uT528mqbsI04PEh5iz|&|rwf_4Jd&)F=;H&XhNwgXt
zByd~-sjE)i*+rjlhjmgS>rj`{|5O71tI<H*cW>LC1`X@~T}*TePx0{7=6D8#RD$`A
zJecK%IROpKpQZu8<gfbhN2F)DB`ttZeZeBSuv@ntimHWfyaZB26ilLL@ZH6C9v9+E
zfowbTKq2dB{x*Oxid;2XrJFH!x|`|P>l-qC`6Tbm3k7|<1YRg9>nn)4xea?cwl?b#
zas#_^9&A_s?{)*F!|;YH&=b_1GZp|kD*k~iY@RjAc6Fk`gaPI>x$zRPQ#ANT(|{;W
z(ZiF!I%A5g{<|2U^sm>^lm?Ui=SIkh07p~LSPr<8)be9k{-!C}tHI>j4}Ses@4u4q
z5{w*=2GA9q*MV;z{2u<lYSa{d@wpBUI8D3X+}A!-<FNc~DbaO~nab$58Jg88Ud6Kd
zikRiy3V-&vpJt2|OQ&dQBEZrzr32e*!44g))Cqd@4FoF{sqIjSXnok9RdT0@?kyhq
zMMCa_VR9jC;56T34Uz!DgI%WB8i-xEn^YWJq_ANwlN;VklRMOkZSY{G6FPU7Q=I-S
z=!`C0J7a8qkK`^F%q8j18_++GHw*gKMDyCdEh4v3mxKjTzGjC+n_!TBKdz|0+;xkm
z!Kv;(5ZhTlBFLH*1!%-Sj|IwWv<*@?%>TK3wg0>Ddg9pIU!B(kJ-M4*>i%l|52+H(
z${t0>7Z|*oDUkbrwg2Zavq-f%a74OjqxDoFWmjwcrGp4{-*+LQ$d?0YuRn|P(-}g8
z9hGz>M4sg+EADGjZL=xdjx*h1J}#1p9}cOTy$nU?Zy8)3oe$!TQ}xc|va<Su$qSHU
z=dtwBE4uS;Cj;w129u-hK-4%C0x(3P-C#y4!y7QKoPZCf$6%QcZl^(?aJCY_TtqjX
zH~)CW3;1B{{L5RtUA`lVMU6_pai0$4O5Fx$)jISF`<D_9$$KQ<Z3jxn{<SEe=c4{L
zXmB3@NeiU}h(L2hvD~_?|Cg#f?$b8thCu0q5No1S7=b8w66*9H$nGMT!#Fn&QSjq^
zu=}JX;115(9;OTJkO4LLk51h=>lAtiLbv&2T8B77HQpBgxuWGPIb%NPPc6~lWay$e
zHJ^LJ<m^(<OJ)mFS<7)f12#E&b>Dv=k5}NQ<fTApq0J9$;{QP2In|*8wMLWAMOKKs
zE*YZs296KS5*em<I6R%~gvY|Ze)4xVxD+`+q-XAdPef=zeurymX!3*FUG}D1cfSqd
z_V2n~3lu-T%#P3RQi18GGhbFxkrLT7Ok{FF&chXpu-=xk9`zcdD81PMC(4GbcU&Nu
z&>?<iqWIY(>#e2mTLGCNEKwN&?(g@>KCp4?3|#O3{<{8Bgqw~ORpMKb5{yssnTv&<
z&tf27qJxdgu9tl?1o6l>c8WTZM@ycRy%@!Jny$2x?bf!`H6L{<nB_X1B5q_Iev&C?
z!xx7+$}DH^YcNBRY~0SA>WxkMBdyeb_y1C-?K|R1-Qs@pNTt&%(Ze~wa$Zvto)Qd|
zRlxUdmb&#XX}_QH9`P6*^<e9lgRNKyEcUvmp?@9=jE;IESH#G?#-S%$aj4T+kzWs`
zks#G#0YvTC5x(7Sa|}Q|KOfA86bmRpXElDe@ON7xCI266Y#Yqo*muFT5)d(wG!V22
zl8)oUt&><?s5fG+h;`8$LZiX+_Ht~<f|hF<@4`%TY}P*5h0&rG<oL^l&V-^4Qs?2C
z0gIHWH7Blxs^G2|4%Q!#t@;PDyNZWP(9=y=;|j6h(QUTwZp7|`Qy{*72*9Z2q)Bw~
zsohtJ-r#Nz1NIt_V=!yK|A&Z2Hvsn%J)REqAEI|BAOo#~AAh!9w-IgryLiGW*+*au
zI(r-ZUMK?&je0p}Eg?9eXyQnXG?GHe&Kf*KJ2n)mqE6uZ%~y!>#n!iBw$Ui&0pltJ
zpXpvP#7k?<`<o~5O1hVt*s!0Gz7)Bt!-!%T=$pQ;5rl03`2z4WTG#>z>V$b=7A`$F
zx~;s^gEJ9(^NfCQ9YZtd)lm~6P`*7L#`r<b;!nXJwOltDc-F;U+p|}2f~dZUPO%M&
z)?N82wMjZvjyKOvD1dzLMGBrbNK6z-r^e4O|9%<GKAN-sqle>1z3BXlznKBJe@Pg#
zfC61Z?XPM@r`Ufthpr(3#oTNQ1w8#t8ld^<uWkW0-CtjMy~*_ayO3OV#`pa@mt?aq
z9lF+^EL9QKd1jjj*a%*`N9c@XD<CD0H^0AKyb%ZxRLM~bvn9|MT95yMyaA7OQ@TT0
z++WSgFK1%XlVc4N|88OuobEzYO?VY<s&b>qXk$RuMYg)*Idn>ORW1EfEF_pRQ2+uR
z=31yG+WMPGwSXT#=9;>sx#}xm?Nc&K+99a{?AJH}s*9JfOpqaR8+E9^k%R6q{11Q8
zMbG%l?%ypPiXtQbk8Of0|Ic>LWD0ulLVs-c?+MNC!#A=^x{oe^lgcC;iWJ_E+Aq3z
z9n52JRZ&g)$<AN00X^sR&rY&|bPMTV%fSnL@PkQpAQd_*$4!)vMp6VI`>*MX<_t(T
zx~sSj&Pr#J@6ov^64BpmxejU(1>J`4kW`;_n^o~&-u^Wa&=M)5-8V5D`m-VUemiIh
z3dpYm<fG(JWK3ss7c8GT_^JDk`2p50D3{gl8yjQ5wGsGWHAl}&?olGfdsO@8T1Hkg
zTZxjS22<YSUEZ++6Sb;=AqRWa*N<^<*uufRDvHAd+@&JbS+<ti-Hj>pZHUe9P&q}&
zSc(~p%s#D50(9!H1DXB|h|XoC1#53e(E34IsMgt1fY(7!fgB$OI+dT?7d>@9f7GP#
z4}@VTC{zplhAxlZUVgv!LobuGnJiLtx#za9>C6zA3Fz`aegMrZoh_V&bp8EK^pxJA
z1yD7A1Yj<j4B%-3Rt=C5(sk=+yT;^(KyUbp4#uWlu4u^3<9RR>&?^uOHK66kwnAG{
zqme{Jb~Yyt(btl{>%d$g7RDqsI3uFqY~g_kf?k(5&n^yP?DrK=h?F#4Ik${Pp{6Ug
z06U|fX_+wC09?MF-gzN9E87GAPGj>ABz36Ff*NROubYbQ5tjc0>9x@2fvDUFlfZ9N
zdnKm%a@lOhpYf7Fn4K7Dfm0xLb6|T#kn~E0WT!vvq*jR@bNspXpanWweCUdv`{b8P
zW_QjxnU=nZ4{Nlw|1v{6XfEd}1k2NTYkeosgV&MkQ;-OEEMy&nCXb=Xc~j8<vCn2j
z7e-;kl(u)WY=z@e)yr``EMk@7ld!z{CPzZ&d_?bP)Ae|P_da$(F0?xsZ}+-MUyb(e
zEM8~N@annx*msh$;FPv$X;hW`{VfymZQ_1jU!njfHs&Z^d8%(wGo69)!*V9}G11{;
zlKDCGei(k|k9x3n&ai=KeBjSNRh2Ob%j(Q12I%Tlb;m@;zL~qn_lo|37(MmT>Eq4L
zSDFsyh@&-ws^#sC1}A)Jy2DkugX7H_?m@noioi!>$A07rMdKp>w|{@xRdGN*4$&>D
zUr33HjAoi8v#a+o<UpRwYorFzK|Potw2l0^=MWax)UbX?Gbex&qN%65Q4EZLXPJ^~
z?-OFXIVJs4VM-*U@q~|siTY~ZFQ7z#QUxppfnA9nG~NIX;0F8M+bMx$JqQGI4*xl{
zA7IcKGh+Yt5WZ)MPpwDVx(9&Fu{#)gaBz?$f}xf`WU-K4>Gj4FYz`ZgSWMDx+wj}z
z+M8OyRCayg)Sh>~gqvMq3Jp_Cfsv|U5S)ufh=H6B=$cucpYh5OI7`29LgCGEf~XDc
zm6PDE^+{z2J`P{dh5CG$8$ND4)ZhoLvATEng7npV&V_zVYBNNKIL)Y2JDQd9&CnBH
zVCnIy@E-CNl4`<<#7TfL#9I?kWbm95Hhcbt#~=YlSMerUDI9jIf>_2^A&t(7=eact
z4CnPjE`oEf`<!{2+;94e&SG2bh<24)ur(%aohv_rE@+iXWf8puhd=TEd66hze#x=O
z-OM4uJ6>B;1mnpLWf?`ZVuzMO?0WTA++S~*^Nk9}w}rIfGf%eCILN>66D`e(zWGka
zbUS;Tp+)AA_;StQoBSH7EFDFTpy=USGS?i)rLKZu8tLPuk=!!7R@X1`xebG;nsrhZ
z$5czZ)x?afMB)O~s+M+MHhaM+fPL6ye=<}tcz2>goghN_LQ>V|2}5hpoRl6jv3b94
zzfE$4Y1Zl31F~4yD2A}W5aJtBgF+}sgNU#oRe{$=1SWlBR9U!!akUk5Mfaxv#VqlX
z?d=*Qj{8jck{DIVuhpR>Z7a}ojvM$WJSMeQ%&?EG3zQX<c#Of|dkqz((KI@vBWt<(
z=GDWg5onF4NK_|=>;jGXI5AIur~UDKRJx5iFSN%X8X?6UNhNjI$=v?Vi1F5<loE^s
z!`W)-19Nq;lbla~W6#=g<0f*beGmTtt4Bn2m!{dxjxujlA&WE0@%p`I#ryq2#PZzk
zYO(H#Z($M^4m5)`4wClB+pOj$<{+i7MO%1|8I6*Za_hMSojc9b8dD*KK2q%oqLW%U
z&c{7c^VYg=y1s9Q7I3ffp|n0NG#7=Cl?Pp3Byh6;hsK81DF?HEAYaudtp$``!MfJD
zJ6Z&sx@+xX`b1Ayq36o>J`F;cgp%I$a4-5h2IE)fW-ouX#b#7)6<G6wg?m0+gT5(b
z9!RmFeWqL6W0M(qd<9mnVPQI!9W9BuZdfjwVZKO9-OqFLYOCGUxO<oI?P+eBmY9VA
ze3@lmCK}NMh&!nRjB}myzGoIesdxR(^vhVL@U%x{30_;i5p_zVH7Zm7L5>`_D3ZHQ
z!Rl->Mg!x$#vBo~!UvtECwB)pob(YB+|}<BOiCjS@2~U(?NTO7A$!G^{@Ubz59gon
z$bLhd^?U?|lU#o~cRYD@@W6Vf#J2$CHzZZQtaW7Kf3x%!jTnNV&1KQ+bt^@s@I@ax
zDH{We4<#FFL9zrLGF)riFY~(77o%mWz?E)z@BrngIsRmHFn-N<Do<D9!4(anYbISi
z1<$b^MuW3Pcqv!Q$%)G_M4}e$EVMXk44AEx@9Uk*`It_WVs2k-T^cPh%=k1RFp9a<
zsGAojqLymC!Ckk@S@MaEs%T$juv~-7(4&Z}I`;*c8;KgCf{gDe4SXamp{?L~XaGc9
zI#wA_bN>iIQ7Epb4TculgFZMXxFdF;vgyuG$_zs#b_&@l!S-2MHz^AIEOta?x2ls4
zj^j?ZPZr5<rjUUxD>955#%?FHb$&*9ZT#FWGEQ+rx2axl?FkihN@-iA$S#Y;(t-5Y
z^+UhQMU0~PTY3cUS7|TzJ;r=SYvJDZC5O_HMnJq~v}vV36GqOb>74MzKleakv|rBc
zn;Ta6#e`P6VY+nMHz#cU`ntWDlELfr#@6TgGm&pomhq1(tkN-$6Qt%8n!6%m8r+cZ
zPpQ>`|3I*{Wi#?KO!eQF(^m?fvaUa{)VY6ef%@aOzM>b4?biiZxDh%%Mx_0+W(1gg
ze;j+k2~O*q5X&z=U-U=QHL!)#Sp3|=V}~;=;9FSWM1hn#)QH8SjAnA=AXQSfe|f`v
zJS4#>M`mucxvq#Q`Dj?l@Y_oW?_9m%_~onxg_f`kma9);7Orr)Q1x2Zxu?XbYgSpY
zt7#ka;g)YLjIK$#@MkuACNFK>0vTn$R9Gc|gw$r#lK!0UO_-+TNjR>jMBu<V75Iv}
zd3|GdzVOPE>|eOvT=Rw><JikF;=o0+Cg}FpR^Q$k9!>k?^tHG1Z&RzrCF&JY5*w^$
zP;MQ=+eoeHQ45(Ml{AKs&s?%Cm$R6yrC@aY8R<_+{i4JAF$*^|#(>(;70$Zw3^>7E
zSA29Nx{VC1*SB9eojS=&M4u>yO#rgYk-O*_mp~Fl(m^yhw&`NqVHP+~+ya8lQh$B;
z@`RtstAm$7ie3FimM};r$8{G%SegSgF7p}h62hZf?t4AvI8<X}3w=M)DAHL^!9~_v
z`ynY$|1`H%*~6nn&_~2B){LqFPm0&Z#L3BS&-KaE*R&d$BBk~V_XappZkL$1)w#Az
zm7T&YzqHz!80L3yUv{k_@3v7=72;s@S2KP4rj^mE=JHSi!dA{cI3(09TbyyP{UyWk
z7fY%F3k%-4KJ9zlY*!(!rxv+=OxiReTlfEgsF!=&t;YIMD}FCfRIYBl&?GgUqv`d@
z)R>59vh?`TYG9Y@gd_@bG##x^qz}6+C|rbh+qt8A3z;Z%2VrtiiqH23@RbqiV@{YE
zB+<Z{;v+tab-vIqWBPP9vDU0HgV$`3>8{c!f*G?{h#$n#V6#a<Ipsal1ClI^tQ;&m
zfx$ds>1WK~V1&n2^RG&#V$F$vRWf}^K9@UgwpadMf^n1W6aHFo=tgX*%xW{lHhk$w
zckraQK3jLGJnqxT>T|c%6<zY+tmSBK>GCT7(Qm9mwT<)nR*I^jsyFcu+^6k>?tSt(
zFOoc6a3JqwI-AJWl)!OID4eT<sKq<sZhqk<^GGvw)(x@i(HdKW)LFcFU3Za!4|{e8
zCGqp5*x3)&;)+&%JbLJhqL(KYx@$MmAB@X2aUD!o3-SXTh03c~x@E!^3bs|9K64a9
z|BPB~UvqomX46=>E=N>-RWZUjAeHmBQdMCoL=zZ3&hoM4CtcD%^_2~OJuP*pUYdv4
zj6X(B0RUh1c5-`urGbO6f`W{2Cnqxvi@CL1w-UGd&esc0f{UxulvpRNJ!)#|CTdF2
zOc3|j9RkiSBErR02NA6NJN)}Qq>L5{N!)ef8ug>5O5xY&>|HdV$VafO<@e%*tIr89
zbh;do?Zo=U?Y+gp7kuoFH!Y;mRd=UH<>{ay8Fktf9+zb0K7NI~`lA3G?F)qBhha%`
zx=wD1;auf|t4TsO^+y_+`<Wp}m*<0hD!LKT8e0C11<Ipc7nl+ntU`D@pa~A%x(U}-
znz;?TlNzY>PuOtPdN@Q&>fVQNnSU^OJ9o+*KTPD3Y`(gYSFfIzr4twD`9P@XRoCLM
z-JJiEzS^0>2ca1(--+hLX!Y}#j_O``UDt6%Hp<2+_w(MxatYV=o|pWH5hl0;EqL-}
z(LsJwu2HKiZc3&k_)cfI4v(w7b9}XT&$AJzgx(0Dlul>?%coDfq!+hrUQQ5uN9x7s
z_N2N&l??IqwAo1fQ?UJIi@ymIda_OX2VJM~7#)#$r~NL_$dda+IIq8(e|Il=m-4$v
z$$2H%xfmYEYo!YJzWL`Q2ypFd1ECBs&)p{AG{s;}qmKq({t0dXar*5=u><n$fe1h#
z8cTBeXD;Z4Ab}ofQkT3VzC<TsWj6S?<IWw@5Ju$p;KGXswt7~z)yf9A%>D<poi5Ve
zq^!>&i@37V^qK~mJ&@d6kR0<+$#~LBje3UD7H_S2J6^b4H?+#FoURoD<_E>|I{M}+
zIvMTsZ4N#JSi^x4J=5@REkf@2Ew((Miy{Y#<BnPQ{wILH5S_vXn_yB25QK^cJ@y_f
z(I+(da<+OcE}U)EX;1m@uIpOg<_ckp?yX^S$XE^^=WP(krh8uNpsU%%EXblC-N%1w
z(MW!T;0g04Yt`{?^t5<hRg&1^fZaf5w+iM+A+WfA2(`)6KC}-K*a{KINo`V1O-F{Z
z<1+A+rsXVZ#L9ebr=oXtS~?iAHn+5`DEa>BI{-f)LHAp?3zcbb!DXfUR|b*YYdxMU
z39eTDXiThz1CZbj@DFI?)S_3^oQwYE{+&}t(XQvsj`W=Z6h;*ZXn^zvHg~PF7eQZ3
z%K#&k>+m6M<4^?uQhmE*%gf}(Ozpheeicu)MMR^lFzyAZ<c3OeDM>!97W}%ne_K-8
zHlBF2CcDUmy(z+taZBEPBJZiq&SAm8b6wjDG;ATX*i{RsETZd?;@x_;BYWl!ate_1
z@88JVT$7^pFC3~;JP=3LEi8c-q)zCD^|yDD_CKW?e$PzkDwL|DicTQwc81>C&r=bn
zX|lSSjSL>R!z&@yH`iw=U-O>b-|n$kvw6Q@YVEiJuHHs`bUl)tw8ry+r}U8q`|S%@
zS3|Y-)G3kLdK<~rhIU43*M;8G`bCA9zZPhkV&>)TEGcs+;ZBj#OHJuy2(=<8#Dk+v
zSBhIew>4Bj^!KM&!Hs_)7*c0<we?eb;Fw{`*3Vmbcuo&Kd;_I6Z&+}#<8l@0rpAuv
z4PAqs`$_EP4h%<l$rw-ZaAfYb7P!0kmo)b~R?M`nU$u5vHe(RDG#{POL5=SzG9qC^
zp$2`s&uc+iqDJeZJ~I2v&WW9G=v~^S2(Af?7O_@nfo+}EP95>0O@S071SS~}@QDTt
z>~cQQfw*<u!ZH^iEqS&;!QMrRskPM7l&a~-X~&!*&gGgek&XKRn9d|CC^!R{zw*o*
zylr%+NbV4?sr36S0}s|N`RRU~C2m$8a169kz`VNY<8f<Ql&aK<8fJ6V(!M?UvWkkJ
zW$eJ#s=io7A0uP%#^tRx(E{VAwLY#4l>w<ym<$&$!E9qe7AdRr2oH|;VmQvw8qt=h
z5P=e{!K>rf(&D$y3va_15(*UR{_DBHspo)gO&0|6jB=O&rv8Ym{C^--lU;sJg)eEO
zg5a~%S56&~OtsD^&_!^T*zK$E+W8XAFhi<5AEs6<e|zhYay9ujYdpz$3ejK&(zp@C
z(9(CL@)YE$L_DouX-i>RLHk6(3!hngQjsgXZ=Evr9tCw<FA6KldVUDZ*1h+>(XyM`
z@v+oFk7;H2)5)gGH&TSQCEvqrxfs0$S(o?7S=h|VLL%GFPqHnTibTaYWQ{+n(0)aG
z+ug`12VS)9OSVOAt2=AtIjLo+a6jDq36ESLpZe`jbhhLELk0Q=&-F&WiZK|ww!fwL
z2SUzv1K-X1>7}NZV>{>4kFmSM*&7(<?mJhTq$JBK^F=nP=jGK-`KeHUq#qR+q|EAh
z3+*VcA|c+2e)8NrxH-5pUxvNseOgeC@S??|h%cO!=L5RPLLJ2T<qU||<zg!dL$ei$
z;>hxY-gLRENd?asATu<bunfZE<SzgK^)kbMK4wVe{J6YJ{*M|ib*~h|>w}%?z2idk
zxMRz;jFgKO_tMN#rOt1$Mz&#ni-pY2#5HluD`t&r>wWd7W1(Q6sU#~*TNX$di-2W=
z3x$ahzygE~`rF(nPthHF-H$b7-==fE%lQ~F(dRUkC&$iVAw<%0`@V0e0yCywB@wB3
z!C|U2rE$sj!*s)SHuy`YU4rH&zOa)1HilsLqGZCy2fo^6FC*4rVO%<FO%4Y`^N3**
zvs<;_o^Vk<9*4<uW|*97>DOuT5q~{qSCyZ0F*yfYkuGEhvivi`AW6kd@`Yp5h0J=y
zdS2jW{B@gaNl-TA=!2H3eFcy!BiS)EeY-2BzD!9+ufvY6Ln1hBY*;bhwC?Nq@Y;@6
zlI>D4e%|>FT^;Sqv+|7ERjZayGf{&B@P#e-@%KT7)CA3Dt=3F4EqgO(IrES%(#S}i
z?m$OJ)i~vCYB;8idH=?I7PT31TwclTHU4czN~C_%{+4{6+*KFs)%MWWeCodD?*qO4
z1e9b2l%%Jjz;YoQNaGTuk$ZETa;K2HFPVF}tPMwU!=gVYt&rfI%Jp!AfLVu^Vwy?f
z6G=MorcQOMn;(ZKjWsOt^0n`i8qFOrZFO>IZ>?~^)yg;3LW9?C-VhK*<y{YdQ8ZFC
zV`>Rcj2Z>5_R~axAMnZ%)AxOpzxL|mo$S-BU_Lr9EQD>$ej)IZ`Bv<|O8n(KDZw&G
z!R9cOI)E&tk!<~l;+JC!49^T@J)-D|q4-uNum^7GPNL+<HIC~WNnbLfq1+nx?So5h
zA3?R|Kd`$#65`L`EHunB4-_6sE_xpqS*o^A0$J54UDXv~JP2%b*18_NSpL5Dii-yK
zM?+PmuZg=^n+>>0_0DW~JVCt70eH9V{N}x1*T{n;12-=y!qX@972(+wtEqQXD6uTv
z*fG{amlOttaI?*5Nn*51HgPgX=SrZaE^eQs=!}pPZwe*@CMc^nZ~Bna2)pQw3h2O~
z`-l*!;n@1Y4-Ck>Z%aIZ@=Qur?rWIlLj~52hQxmSJ1b(8B7DQ^H5wZ$4KC3!BwAyW
z<FC@WxS%5Eg@spAdWD`a!f{Lnvch9g?M$Ust?b6Qk5Amy`O2rhoCr>dVweR5ZHwnh
z_LEUI(kg!AR$VKR8$sRZoKp1$q1tUq&+qa*yOg48RG4++Igbebr|kMXS46i;P3%-b
zklXgvcY2j8eU-<dm&|9Hl@7*jm{4s3Mei?J3ktovMJOuTj%<ZHr0AZ=R3av9_{?7L
zO<g+q+!PdQsaE;n%1Ye^lB)68a}?WumA<1*ziz*%8fkBenQ;&>rR`Bbt+L7J9-VS=
zQ)@k#u7VAU8G>#6Ok|_P{y?(3sc+dmJ|@_Fi_{}RMNoQ4!)o`@ZlSk^6^}iBMSd(L
zX%5!=&Hjx7MgO82_yu+b*Dpro)_CE*Jv|KFB{r1i?sppQRQS!!4p{F}a->8{RAipz
z&+~C2xYA&Q9Ch_o@iZSLwqy9jWjYoj8?}U(D@nqiTuH*Ec=U17s(4^x{_dN{AE=W%
zov7-XxbhAp0p?12KwG=Y|9hwP-ghjc4H=Qw7@;#s#LHgv8yYXxcRr<;*VM#dNzRGe
zibliqhlLFJDmT0=yxG1kI~TWNx93?I+1kPd0<|_)TfEa;@#UEN<ZPTXm6OBLzs06(
zdNjIJ34gDOj-=-G%WaD(qMyBh(Pq;+^jtVg%3zculAGM{90`bUU9DPTD;Z#LzW&k;
zsVR*=?$F>|t9as<euTF}yZc*XB=g2V<T6z?6!Ys7q_y<IOXyI=S_@DsT;y>Uxq5s*
z3-7Z|Pl!9)gn%(mwSR$wqJxJU(P&l;l~c~~bI*C&%sA^|O*6+;O+Bj>(hB|~cNIZh
zm_t@~2AR}@0fqsNnvWTbDrM5$YBsVp%q)U0DKb*M1Efe*?`RN@YS(O)5#z`tUyy<H
zR%r0;--!u3&7J;kHdL@r>bbqkGeWz9BQL0~-4I`Ld%Jqk<Dp5H&G=WCoApL}b$AQF
zgy%dSH3pdQUIo>okin%`t0Qyr1~qI=5~P1__yE<MkdrmJw#9RP+lMI9pq1vkWAp6Y
zM~<TFXl#xEQHGmt%$b_KP*u;z=hiWoB3hFKPS!s)Ng72*8n4IUtz(nxNef~{y61~3
zW`=4F<;uycEH8NnXR~#DXV@;qcP&cjV?MR$<0TMZec&A38(^IdrB6f%E0&(u^eTw`
z7^-z!*djW<#2&kL__Io4_6rEB>-yTx47E;sxw?WalV09#rsMJb@sPj*igd|~)vsr1
zUoR72rJ{2owWYo<m6tC_6tpnf=FB+G8}W$68V|k);|U+F42Wxwyi&E~XV}%&1<C0{
zt;>(>a~F&UhG8v>7#|(=D3)knm`<Rv$-lUneYttt<ZAemp0j{P(WUoIQV$zy;*?%!
zo8KXJenfC1MCZQpAeA0C@1R4Sf*T{qcWz4y?md4#o*yRKAaz0?FM+*{LC=(kcgcP7
z#M?%6B~s%p0<B^)GgY57A6iXYt+P8}8yLn!0FxVbW1WVZ^z_~Cd5iSQ0c#s;qq28K
z0YG!0ZF}PVU3gKtpU9Xxt~v$@<AmA2diYuSCUKj|()KO7qzp4nbBDnGtjT2UAY(@T
zYPwxo)Iet%PiM$ZMLOv+{^boce`LAE@8%08+?(H<*Ve|Bo_RH`9ZgxkLrO9pT!XlW
zfz;(InY*@mx#aL8wl~(1dX!(<?eSB;({p2n%q#mk9uKec?C`^{n4Rmh^T6}I>VFZp
zz=3xO#Za!DKsY5mr(t`9*oHXB#H-D8u%)3@PheG`RZlgn@ad%$Q7M#Duj{YVV&ad}
z;wkj7?`htYl-dmRUyK~U+V52nvh#TpN}(Z<S<Liey`6;Gm6FCHv7nZ7?~|iN99t#L
z#gOx?mFdRv%bFYC*WC!_G8!qbagkG3){{Nf($RHQ=;cUPdvb00*fkeFdt}Ku5|;JW
zIQmIxdYIw4l!^fZIFZ&ULwN%A8UtzP>xkZ1t*oOP{#H+%=pwd1U*!LU$?G-0WK|>g
zG~YJjBZIZ41<tW@*#J97qH@C?3C7*2=(vLAhZFkRik1rWVuX^nV3-R5Alb>Wpz^>P
z#S^QjvRM~lRu18y#LEL?r}NKZol6TwC(I_)vgyra--d9-<7Js;i{ttivX3P3skaB&
zi4~G|g&aQlP+Z!V{xL$%cC%8n30F3QCfrj{rYylOFg2g3%z{a6ki;zidg)UlEO8kI
z3IN^qy5_e$(JpOYe(6)~Fa_nhxXz~K(-e-=i8>zV2(m2-Z24nJ+)@(@xW$#@LPP0!
zC)^7?p<2~WPU-rcdtazrGw$9b*)b4aM%HFa<mgK9@KYP$iPI3^s1!>+wP#^YD@r%`
zFBYRRw8f~Tclj)`j|y`OI<n6n@7+#AR}k5!;CE!7r_b@)2Y1-y^(|v??niLFbp48@
zUcf{H6tR%0opA=0%HTD}PA%2)vHJ!R5w>=nmZln1?*@?Ur84x+!K7)-kaxL#i&bTB
z9T;PI`(7~`v{2$g5?%A$Mc!uLNa0M&RR|T#iq3<=XiPDmIp*IaZRvc1mB|-Dk);s@
z=~6GZz;9Nr{Sd(<qsJ$sdXiRHw3kfihK;Ot^UTp}(NHW8wPc;aygNfS;A-3ENUhK9
zyjo*|6!ePHo7Ctj)g}v`e<|^}gi~z3ES2j`OgpOzlyl-W#`RzBQbw-+ig%8*b5B7o
zumX3*LRoC)2|l5uEUd>NsffiInUvD}0ypam0f)w@C8Pr{2d(Aw^!Mh}u&aH2bY@q3
zLtZa4<G)Mq*3zoXSbD!4V?p}(JL=ANY#vp$@!(0^rMYyEB^=UcIlIWZQkazuO+l3e
z$<)Kgs)JG~3PQQ{^2`PMuW3($`m>XJ2)GPYDO52$xfD~MQ@zR-QBym*_^=&$Ynj62
zE&~GOq=U!z3zdv%o3HIQiy$D@J<?+s^=;jEGe$CsOH3%b_?tm0x<;zY5eON6At#=1
zx43|#@-4~aOQaAF!q+MHf|w!B5XUSfF#@&o6>1Q7JVg!{>+{vMcAcO$Gnl2Zcxx#e
zvz;F$Wj9aB!(Tw0v;Pxkc3uz>?<~xU3ed%W5*;Uf+Z}N5Krgkb!(s$kBWz+$K~S74
zEjYv9X>X7i(hH1bm&7w1qA$-qT@Rd(Dt&^{hTx^fHUHeZ5KW-|CFSWw9Zp<ZMf&oW
z^D)!-rfGFC-}mi;aCfuBX#<iY9m_>6Djq&7rOAo4AK%s)E27m8xEb!X(h~B~eWzeb
zPy4jatGsxu`9{kdAF=Pa=3%aJAX4_TQk<eDn5nxLjFN0_q3NjH0w^^Yk6KSop~tfi
zMf00>j+!<(X-E6WMXMv`K;HN69WtOUZ&1pIclVyWlyE>U-w8W(=&ZCqKU0xqCv^Xj
zM+<lRX#L9oV#&ZF566{9u{>K}mxsDB1cSU41by64PPKdEH=Fo2Ia8RvtTRxMIP)xC
zhV^j&Am5pFuX{=QQ{D%o&T4x4O^&0R=X=v`(O@(`Ip}{_UU5siX=;@3`YU0!#OeWS
zYou{Py7BF#H!L$WFIDzBF$9KnvJ*RgXq7Z_(AFShpi6r9!x|L3LrV3e%wP}LegM|z
z%=WV~s5p)`1r;6~otc7YnT%vI#yF5!HbTCvAs3D`%q~vr%BfZb`wH9>O6C99dN6#>
zLPBa#U#@!l{7q^CWLBRqo<o`6vk0EPk_fJ+2KK<KUeV8pdr9kMO;ZWpi_kp<7NdS1
z>iIh?@LAm1Oqc{bS98RyJIm~m=ZOr<y0{%c8zzLjWcUzj-3N`cQPH9sj&7b7R;P$&
zUVDeQh11&y{J&o$X#!ndF|g|+2-NBMghhge-@wmC;0x#)47%~!0=m5iUk``1?!HNk
z9qi<OzdV}X_}1VB)*e|0yg@PFrCM~qEw!WR$}MxrwQq;sEnkG21tVEEqhEcB8kNzV
z6^t)pj2swNoQg5q={Po%xpjVvd!&E1pNDP#Sk+}h%v$!UDwSWJv0)ZpLdFx{O~wx;
zNMnkv4^O+YWNSk>a7HZx?xEK6XiFE|<5!$=#vUX&jfFqtdEbTzW_Zv15xWBVk{idz
zTx~)9|8Axt?)N{y69A`%o1!b>h1_IIvBTgQ4xV{Pfuq6Vq7a)WSw?4*we42x3#Lpd
z^HNXtXcYeQ2HBE6uU+q5#-t^kGU-LT^(E~p+Cu9xtITCq`QjbJuEu-x@jG+;n_;dq
z(1mT}l(Ab0hzG9h)l-g_d)merI;ScboGdwEvFtH@^*ceQ@?eeF@ReH}ueJ(SL)Q*g
z))9EVv(=V685x~!{wLR|!1934q{g5~g7r~ep{HBSmE}VQ?#>`tUBIR!@XrT=|By84
zY+QEG<I=doC46HJ@wKgEfQ11nJ8g3#f(Yj;&wXFPr|SADiKWpKOoJnrtX&z7QwvN-
zJ1a{f<p=z%W|@di`xRyd+O69b>c6&q3whzpJIdbIk#0K7sW^(Y>>a91=%98*dgFwX
zlX1Yespdte$%<C@S7QX5m_fPksUG14krL#6&yKRL4*dbEf|9qrv$|_9@A-DgyCtv4
zG1TNg`tml^nLnMBav+I+<i9zn48y+FRXU+IP-@+-8YtPsV$=#;;KBHr-7J2o2>yZX
z6^%vNrvHgAIK4d6xI7WZ-Sq6qL<}VzL`L`}+4Z^;Pjt#i$8eu9!=}yf4|g8yjB(v-
z`koO*k-dgXHhhrC<z}>oz=}p<w5E`8#9lA=&nRIP>Mnk(Gm|3B5_imDX(yZU)!e7G
z2al4H+9Ho-2LxtH0pVYz{0wVeURhQ7fEgZ-r^#q#BT;qbnwEzxjd2SBR<0)@{QI_{
z$b&b#qh@ayXK;nN5X(-T3d_wryXBD`L=eWuPSa@>((4>N<0|IqEsrBE-J%M_Etdas
zb^l8ia6Kgf&RIBVtnJ5m?`+m)V!xNh467);e#GV(k5LX$6UJ_C+DAF0nlnBNrK9o8
zh87RC%_rWuhsnU{Ze$RrOP=Z^ZOIs@Ty~ia8u3_s6pptbB`))}(|(bYc@;+bO87F`
z2j%QUQ5rSXeTbp$Nwi&{RpK6Y7HOIE-wzW-|87YW!!}%D%RlTDiQcqS+D=bu)+Y5&
z*{4V*6d@ut-xN$g(ny$#7p!k1D^5G`n|u@@o#v;R5xAZ=#G9CBH<fbz<!<`>dyG#X
zg_+ng)#~(ePO1zeZ$2(HwYn%SW9PG)Sl9JjK<QD{;E8~zcZBA%J?Hb`aJNv|KC<v>
zYK_Vwser*7e&UQCAs7s$5c^@6%LONWLbrztZ|RrQHju*#+D`q+<XN|{s0kgK9qbRH
zkEE%FJgHO!&%L>tbGM)quTPtXYV?96qgn^igS}(|E*NIU51<g*VQ3f@j(6J+H(Pim
zVn~SfYpe&Mlxz16@<U`TmMorjq6)jR_J>btMmBpd`D$f7q&Xkv_oP1uhi-MtM9O}e
z^7DK^8*6UqAa`-7HEH(Y?ayT5?Cu!4M+f>3aBtiYX&PLy;%x6fl`k>(wCfbS@FYnk
zsQ($Sn|u8N4uwZ#qZip%&5`=7kM!Q>3LVA<4tS=-`|)J2HIphm==tAzd;NOvr`H#d
z`#%EAFKC^4eO=yolbRp{lWE|%W7=hAnu#$13`<XZ<zyty&TDajtaW0VT&tZFducpR
z-|SvgLSS>8yAJmLpRQl>?s!`rq6eoSAN$G5K&$vpX2@s0&&sZUiLsS|?z3Aebjjf?
zki22DB}@jKm(uNY6b4FOKLjTiQe_MlG>lkgA{v2pqsIeJM=6&3feRkXh4gvvIIlm~
zyi+&e-N}7gd*wLmP$StTGvvGIN9Ccq*$d!%ozSh{TQqvRzKt6xal2{FUs)-ZRY8d_
zRF-R1){Ge+fh`aRGW9VxUnhm6tJndsm+i;zEN0A|5Dr|#gWjPxA^!^{dj?v`{tu+f
zzjE{gMZ(`|_KDwW_QZL#&AvH@qfPtG+jkJV2(MBy+*o#pg03Q7{5!+z^wDa3!^GL+
ziMLtrIx#cGsXq;4cHO&wVHw+gBz<-_`Rk}44R%52hm;h~w?Yk+sg^CPJ$(Tjz&c`~
zne_;1O-OA5BYVzr3wBP8Fi*9te2~7_sIFX*l`fyMvQxdPw#-kEMr1<qHnR~CV?qGZ
zgJM-q%wgHdy`Z9QK+l!e)KIeJ3S73Mw5(_nM2@m0U*Jc4yIfYZ8Oy(uYz=UXS*u)2
zqp-o6;XD_{G;?Nte4Te$L>Uyx0W#7oEOydkc<kbfAE^IW+VcwufZY-2D}ZsC57MTK
zpz~2<Q~bM;J>Lcdl8Q?H2Qnf6oPc2kmOU8K3K#&}(I<A?L{#VwnNCZ3SRK)?9KCVK
zt$V0%g895s2-;qre-mjqge>Vuf53Y9?)BQ+B~AI%j%?Xs_v>FmxNJ3>nJ|p7w%81%
z`Z+n)Gph$~l6x#Xtk9p*f=sUJ_#^0sC{NmGfC5}8nvVaXXol0+F4Aj3uBxQ0I)dO~
zlW~|piT{heWW1Y&7V5nM<EEX})|jm$dj;cUNT_tVN9UxeafkIXTay37O`3{!YVFze
zqI%wekxv}WuWxrlqu4kf5g9Itk^fq1|8M;lpqklTB{|wxbxR4leTlz|?Ol3uK;v7@
z?Ww7R2SmFJs3X$4ji6=tb`yN^UhTQ)@R-4AxBU|afuxg7=zb5#o0Oo4at%FR)JX0X
z^VDMkF8&SNz-y!%C^S5kfcHojkS;?0r@MMD5nR7t$c1+k|N0%gEF|?`e+Mh_EXR|H
zDv(ZqjKX`(6v-lmm%HIpl!KxRz-Rs6eolRURHG;i&W^uIplMS<)3#iT7xWOS5%BTr
zfrE0$GLz|Zwa1E`x{FIN4xHCh9jTXrP7B*^sz3&5Y!o0{93f)9o}J0xuQImXeIUuJ
ze>hvWKM36jGOyeI1YghH5x8wec?x<8Z{P*}_(i7$noi(;<EfFdo9g|G6KJn!^c%p7
z9!)g@NLjT-RWvaRbsNFvz9`MY(_N_(2Cb}<O?^NpQ2{CLV5-{!U~u8tH!+|S8Yoxr
zmY%PqR|)P<?q`9+$r1XXYyvJ?Kbv*RNQR%)8?>CX-3%!GyG<U4bu{-Gl1*KP1o9m^
zsd6Fq4!U+La-BH7(h^aR$atmoW*$`d(cxEJ!dTb2yU_v+>}TWR$6^*KVD6FVD#VrR
z@)A_5511l)I1QNMPCy!fX1WN)&%UX`8@PV*B(EoX{?~{Y{^AXKLbRX<98h0)Z$8A7
zD6eUI64a-7Rv((lKS<x<H2r^6+RQCkAMhgScZGlRLg#FzicSUJUQv)~Zhx-hbIU;|
z2}G&OSrG+*<|SXo=^87i*^SmF4)wL^(MMz*%y_~}auxHHmhOrH?3}##j3MI^cP+Op
zVrYN&ynoY1u?1dioejiCDVXy;e9M8UPjfoQizd&A04Y&^atFOKRNzxqW&j3FP?d%v
zA4>WMBK9?x^VP#l!LvE*Ms&O!i6RbGLH&68^@iw_)zVp^)TvL>t{Yw1qH_TCFbVJy
zLCgLqO)%5r{(<0IC<1JR6_~MQB>?b;Gp=Mii>~))ZJ}q}o&_nhY)&|8MN!`6fUK|m
zAX*8v6RgKx1*mL(3=vqfU}6e@i3!~wyn`a2_(3J0;RoTVi~KD6jDJtT-^(40E?~p2
z7ys(v)z_cEKnwt2EqW!W`ZsDNoos=5|Mm~rxYIw`!5?O?ET~H|p)F5OaRVZ-K<5c?
z>MOtKKw2O-)~bnKl@!4*-oBsFz8dy;Q(@u3^((2oi>V0XH~$Nvpz0*gC#>Ax7CsKK
zst@}%tF~-$uKgpe9dO5rc2`5iGKLVCGwVph?LVJq5SF)EEE9;?%a1vFu_^bargZCT
zcBjLQmf`Oq`$f{_N)y<XVG$zt+z}H!9IK9}?(;*Vs|!*u1cJZ%1nndf7M41ExE0LU
zN1WmLE<M+XHg8M=_Gt8T*)6j^;iC)m-Q%q)OJY}dL}+@}4P|(aztA(<z1LsTg~j9a
zwNMB(-e|^j<G)csE`YT?Rbb<I+B)~z2yfkzUfWaT{E!N3ZV*4}npnp@1g`8K2s-*?
z`EP$1r0)WXVw_s{waK6(F(~&=FcAl1na>rD4FCAhcNzrmepI(!RSbiu9|L1}VljNu
z(ewX*U#k5g-s#B|bBqYPWe0`S=a`yWNdX4^HUyR4@gd)arjVFtxP;SQ@hG#qd1;yl
zL%^x8H4Qy6;SCm7PL4!RcXga7((RAkXhKhJ6v4ay?Kfv;0E4q(C<1F>=;q-L{CGL^
zKpuGRCrN=FKQFYI6iGW_@&sVD^7XfYrxIF-!~#u{NGMuLKoMN9#;>2hi%#(dqCBDK
z6oi*G>lS(eU@LcKQwG5a${PNMvNQ-C5G-a}kmyfyV7>h!qT&Q3o&u#!h=L5Gje@k^
zO^9_ZFVz>af$bo4M064g{DGa1RHR^(m2B^XQBj}eXDFuM&Kz?IDsaaxfs-`voQv-%
z9~^)vGFi86wP-Xz=Ybr{IRTw`(I<MiYtw~pBQ75GvwMapUF~f&{a|4a)(OmPN-|e?
zxFz_X+z9_~%AsjH<I4Z4*v-RT(FD6$WrM)buWjGqQ@lZrrJ^83Y-}swWWnL^U%UXm
zGf66kfP)v(;oHmbA9U2#bZtM_WHs05uzYu$9BYBMHg+5AHfKIW+Tet*BBe{oFZtbX
z?VFaCoFM0YiweYiYp`MKiF;C4Iofw<0uF3DCJ(x5Wnk$cjc0>2fO3R4n1LBmzM$j9
z+|2goXJ_Hvd0v10!eS>owL0$v;v2-m&WJrDO@DiNGQplAjZ{atrmGHhS-K9*Gtns?
zFb%Y~krJc^f&S%hhrv1OM+;Jbi|C4-+6;owqb>jdT=MjwtLi_-12D*@s}fwB(0tWL
zcmAw}pK}dx=o;dIl3nh$@D-^c4b4ZgO%JcN^17{B&3blYJ($RU9y?!i8HEI{!n(TL
z$hi5COvysw#3<`x-q)P?hSazR>UV&46n=Ux4Y~nNGI-T9HxF@`j;AZqM*TwEi|w4H
zlt7z&XyH&%cZM|-ow|V*Cs(eVZq-fclrcBU#FU1EJ-<O7EfzUNf4~!E(838DEC&Gi
z)8K&J+UpZYI*{2xe+fnwe2K1B<gD7C7{)m}NoFDo2DIZ}99qQb=>J6GMWO`~K8Pcv
zzkyUoh_9wQ>2Lh_E)f0QnLhEa0`>!Ml7;g_@=zq6K>XRkf8Y;)5O)(zT&0fk^z$F|
z{6*x$XYyH_|3FB7_Hr(p2e&MI@yND#fZec?+&25!<{Y9|x{n8+ij{eh6oPGh0G!Xs
zCquUj%+o$l<-G(K>a>5uqVWc!qlNtmkrE4Gx$x0&k;RPS`GpnlzUOy8@qRtM$MVHd
zTsV?T^5g7ufvd`Qdbb&0#n@5Hb1nLc;;JR9652TP%MHy`gPAttCTS+|>U+VtW0T#C
zE?OR=ZHU{Nwx*b-j`{i|+VUca5%m;Ns~IGR@CnRPE5fMIX|}J`Y*>6^Zhg|1xUO<~
z#6sFCHWk7>j5fyV>E7fh5r;Cl43#|-zS_I!oO73T%AGdZIbVY4RYCeAqvGPK)=ezP
zu#yR5|D$Hc%|qpP9ZdU*8JO&ZuOA91{f@tW4k6n<u)CtmW5p<xm5PTon^svM&l$L%
zps{T6ympiKw3q(QR!pzObtF@GfLppv9+d|F#Em;WyNY~5-(>w!*b3d0h0NQ=DpBF}
zdxjeMyW^6dPhu{voDT7KULk49TXt6?>s(4?_nV4lD<$S%l#*Q>^kp`t^X);H+<%(!
z4j_H70p>~U&)?Jk8OJ7}gNuOA@`Au*)!V-xBX2c5yTP21PFfNI66LX+XHJb|AcZ`Q
z&IiccnDChLayL>ZIyGnIkhYJ0Dn0~UB}1u7Ql!dcXjmc|g?6C;9rzOM4XUyO(u0n|
zTX*YDo%9#<a#Tac_&(or6_wC?<O1~fk!QZ3ai0BPD~{3MJiK$faM;s~_(BXqkuy=8
zNp+cUxlbRj&d!jwKH-*&Ew#&-82xx7c6^9?Y>-QA)WU8+2}XbKtX&oYh?T20N}>pz
zMyB>$&GC;2S0K^MA}<=}cAWss)AFR<&%?2JJDooO6Q75H{W^rn5!^Ca6&|M|F0^Vv
zm^-iK(3Qt7Ke<R;+~$t)fIQ!rjH5H7`E{z`n^?Xb`V>-3b#j1CIWq=<9Bb4WkdW$n
z(H|g$Jfup!{_<Mg1lf=pLvPwf{3P%jyaEN=Nbaf-Fj>&G0kKQg{Ln#T45Xcn<ZnQ*
zus}+b#_-B-#CVX>K8x-ug1d&W1m9?Xt!(r(I?U%MOV33_hxKsxKDz^|z_&TL0+fpF
z8<Qu`IqJUYca;V|T56oS2l(~BQ7~ezJHW2tVud7MeTaK?D0V)|O>lJltAOlWO$?pO
zPC)|o!-2Jo2;qB8;zi<wS=aK2<a@sFf<VC^s-g-n22o<pJSF5p^!BRH$PLc-&Q_Rx
zBX%o_=4a*hA%HlhzI&!V4E@4JQwjM*r(t+Pw_mWFl4ll}`-Qi-eUpWMEWs2LhfS1p
z<X$R%wsn}J`Wjn$afC~80P-Q@oa8PI2GY(^*sK2D$a2aI4T+L2O<4Sw*1deUgTuX@
z&OaXb$xf*`%Nlu44A~cQ3)_X|&sn$6E50h7GRPbno44l|9Y<bENH<uM<C={eO5o|X
z6Kr2#Uto;2k$teetm<H(q@txQJU6DkC}u{%sc60kpE_R)<jgC$*8P_FjH1urR06Ia
zQ|CVbBU<Cp5MN%VT)Iv^w?O5S3Nq5~BrhTck|ixtfD7&`tuApZd%1>Iyw(GYr1VxE
zpUZY81vu&$uV;zFJk2cPH;|dut9qmApTo9<hpGh9dS6tg+2+QEq?u(rlJW2q5VxVd
z({_rZAX=b}q@D)B4I*juPk{*O8S)7xI|!Vj|43jz5Me7~K2kPRvQnU6B`~qYfAgBy
z)_tPSxpqEqE<KYe#Y+eDo_D0*c|tu`V5G*K0rk%?5=L5Q)Sul-e)eorEBoUyJx1sO
zHpHE6d5?IxBcpb}!o8O=n#9Y%SLpOEkD1noqynwdt~ke-OL?z3{poHkvvu#@JiIxi
zzlRxyDwNr{iMk)x?J22)y62tf?EyUdomMjv#>Z^ObjwDFLoWLFsBP-0ZL*<cO`g|^
z48V7;>E(6tCyW1wXokOxspqJ^34u%fwH%;Dos9kcO#0T3VTudJL6^MQDbvuLmh%xS
zazrhTK*UpaR{Y#-QjG`3x-KeaDo>bSf|R6le8glc%TU%azKiPX{Q>KbTw0a5)fe%4
z6>-dMd|IyWap=9k>3uHfj8xR!)QP@hV`fHGoON-vhsybmV+yvjm1(SnS(U1K-|B5n
z7qT@6oxOr7w(431k2vQbMt{1?-LmZ>oPz-%Jxh|$z=mu0!{9piqP7oj>XWZ7)#AnI
zQ4Mlv+#pyPOX)Oz|DH=jxnL3I?iHRVp7+(QXrs|jWq^v8fUraP-i;Ty-&g8MH5Gi!
zH-)MYBSS*ME*Y2ULvLT)Xe^x3{5T&K@(9-aB@pOui8-=P;M%~`Mhyhpj+%2$+B~%Z
zD5fii!?|h<<@m+KRnU||cHoTy(u@7Xyh-S3ptsXv^mckt6Zt|_N!nb2%Rv!A$qBVo
zDo%otRVKSW)s?eq?oyt7w>CKbWof94>xB=QnBYuOS8gjzfKaQro8#nWuFm6E_k72L
z%`^{0_NW()-_DE#U4Sg`ei<K=GPbzh6i<IKb_ywE;>l3tO~Ts^35tChaw)6w%d)e+
zWq)Rw4vy1Drc%3`-#TS*+YN16$*zFdk!A3qtm)FMtb@VN9W>t!&1T${Ni!5o1YOc6
zHMfN>rVZG$Mq3OIv^qfOaHS|0;t>nGHs`<U<jI)5GF}Ot;?Y!T+zt5Ht32^&OmmC^
z$-vsU#e059*@3601Pzb71=63wX9dyePxH`uPk?Ib+6c&B3!LJ8N8gV7AIJ)HpIIH>
zo~g8dKa)}#xQNS1n<-IAozIoK{2bR^iuVO0UXjfc7iTd)+-Likh?Nq>^DVE+ugrLa
zheMz2B9V6uU!H40Antyo$TG~N@K|#j(<2@<hP>(JKAlJUHYU<m^sUWCe`|5M(WAP>
zUqIvWNSEr1zV)HeT^LeC@yc@77j*>J;uW4=E0xS$flv}t`{hlE+4pQ|CLACzq38=<
zY1OcR8=_TaD$Pf^x7at|fo$>Q0n^#Ll<E`HT%-$`L<G`F<Eke3!UfHFWQkXTK=gdp
ztHVegE$xZ>hKbjmgkK>=A8q(HQF#hQ>t)_{gUYf$*jP0WQAVgM2dR0hU%lj-p6(!g
z2TyWIPI{aLW7w7LRJZ%Mp{jlMgzU%R*!a<6?}36%i~iQd(9=yFdFP4SKrw9uUq?)v
zKkCr8GfiL8j)nT)7^IM6;rdE=Fqgw<e7;hUfr>djR;-9Y(4D!{T-((|wQ^Sc9dtcj
zBl(M2bTl!R51IZmdvlKf<x$+X2dc{QY9SeZGP?1wLSLJRWtQu%2)1*Q7R5ECSIBQ`
zKNm4(<?hiScA3%s!bm^C6C%>IWnO-AeKfm;QDs-_9CsGMg~@t%1W|aZjpdN;L@3-a
zQn>mhw27arHtV4837z)H>zr@z?Lr%>nJ3t?$?rF|%!srE;_*zWJar?ZEEFGn#$@44
zC1-mr=4%R){HSF{F}~3@PSJ3r&$Pucg9Hzx`wLU1(vo;!x}%TQ#Gm_$!aiBi98&cA
z2QrIc^$+A6$|>KxiZ)(^^g2M9|Id!<s(0=@)S`=+Rtv_*zSxQ>Y;IoY_QWc?epdHB
zV^I7z;IN0wMH^#0%@>UtGI^i$nR!Cnc0|}tON%egEMuaBxXL3~e1N+o!TH!j<EB;C
zq8xh>fu4mKfF)xgaa?J4dl#u5I1fkY!Of_LP4`%s)<Q}!dI?{nL&jnbMS~poztre#
z;hPD)P?Iv1<@u_K-TH&dfT3INSfmug&fYJW4FS?vW?`gnW239qRP<}7iwNC^n)fBa
z`LB7pj>TFmp7+_1w5s~ei^)pbi>>Gep>7o&v&mhx=gAdOGj35FiWOM=WdA--=iuE9
z0MFzKiE~35s@7K3R*$=Lu@Y3<1!(}-v}b83?~PZC;oJ4yWHB=q6ax~jxtJtMwTp(a
z^Dq1Fq6Qv<V6{(U{MY0&i!n{+9NvW%xC^_f6|uSCW477C+>?dyOjjEPTN;MhHmRj*
zhEE8xm#Ut584uJubK1q<678$XWl6Z9;h#_2*f{D`vdP*_P-FTHqY<Oiu4=*W1eWf)
zr%3K<O~Hv8Jny$Wq%oqv<wNw1t@nNr<+CDsx1{m$?m6kcmiOns3<x?ZyYXE7_Dp!H
z(-{Ph+XuO5NN;KDoQ92RjW&HP1L!o~E?1HM)`^RKNS?3ygyK%rV>Jy@m3UrY!&dXS
z+;P=)n?}R#<CtA+a3P0k*zheM0iWsTLdDHhih;Y;>v$_groEok3gNSfBM)v7PI)KU
zvSs&_CQ(k9_crIdI!|<U7JpE!7}MB5R`Gv(6Hb~v>xB2Q5C0XFBD*{#e9ezC`TsO`
zl~GZ4T^ngZKsqEukQx+}kWOil6r={}lJ21t1$2O+K~Zw(25E*8k?vBE1}W(ddA>9F
z)cdUUuJt`XzO}v|vt~}*bIyIvzR!Km-ut??Y@4z^LMi<v7B~FadrUyQ+ydcvBCQGN
zIrO=NmV%!iyCCO_MteDZmr>J@ZZ*E5Z@b6pSj#yXwN<YVl=!Wu!kXyr*HuPUW^D7p
zaB-iprN5;w?W{w(yRXCvXNA6^J-CeI`PtvXf9V!Q$4vyccQlvzjDrv$ZztoQ+Q@6j
zm{G^d$-pL!bm9Ed)A$mR6C)>BGlo+(;F~>v{eI8_0*I!kP^gJ@P?+6r!_a~tw=5!4
zw4!GdAOzdz+Zir0VuPil%dq<}BlvZU&X(I>R_$~tLR%#T6p%DK`OMjw-d3+3HC7cJ
zNd^p!*Q*cTvT^vKHyi$D|E6>*y!?11g7H#4$)d9MQrcPmSVM~)P(}a_AIykSfRyS(
z86P&Kwyd^c&3sK}c&gCbp`Lq!up7X+Us)nQ8%;Bec*#L2l)9Wv{K!<8MUNss=LsM%
zC!Hf9eCIp)xX6?q6)<_C>#1siebxH1v=XBr$%+c}MUj`~)XwBWMYw4-eK<0>Si-`3
z!Q2F#ip06}g}Ahw%mIY`&)2s{F*i78ql1P6)s&)J8iSDi8^(}jyRO>+K6ij7^C;F9
zC+Q!Hn*{o~1+?R_Dj@d=5h$KrXRc7$uJ)hfOE^3z@ZGW-JiB9B2@_*??7RN0ZB2=$
zKZL(R&@|js>J@K(6K0AOQa~ZijOP=JM~E99yM?#qwf^%*KZ@Y<b{NvD_&NTqU<tbz
znW%7mv30)o5<ikfMd>}sIN0Hr!p5a3p3@nP1Bm1CAs~yQ=x)gWZtf*ByEH%{%=)?2
zyKr6=&M}KE4^MqRE6=&dprHz(JwYTm=1!Dru{{)Wm_w~S8rX1qd!T$zUaft`$!>&;
zFkjID`IX=928_3diZ545iBVR`i2Aj!<j*Abar@z)N$=u-L!sO7`@5lt?-#Fgri<6P
z4~Rpn`^Sk6uY&Ib(N^s5FgLyn$Xm(<<c$w%$;n5rvrH^HW;IK6_38OQwUp9t7~1&j
zYlcbhnQR+^FO7U7*w6RU!PmUm^aulkGqvU8#t$!w^77c;33|r}ir6xfWZK3|=QOoL
zwMA$%D`{869m*y#2ihz@`1H9S*qJxruq3+)C-vRn3aAa>il+9mR8qg%+4N!)`r$zI
z_mT30Pe^WWQvclIP>c)yP|M)Ro`k9Na}hTKqKtIJc;b=C-<wfh+Pl_pEksk6`?`Yb
z&yAjSL!#F5(U@{RW?ilRvEpPoD_arq<n%E1S5z#QPT}0HBgpP@v9hSzN0Vx*2`VUS
z)((b8^>Uixa;gZnL|Bq%VB^SS018r2q}D9CS`+{do}PIMNQGJ9M%sY(yOM{k&ezB6
z(Yh>!^P?ihsE$`hJ@$mk_BubcQf?9(0`$(_7iIucoj1w>!QWc8!XqmO$ut|qvYjPH
z`qdGMS2c7AkOjH+H<pPT^z!#c)myO5VOoN=t8L*p>_=*g@<Ts|p!EmWejkEH(+Y5s
zvTodbF5R_n^=*eJ`!su}SZ2$7{dT08?{~qbzD$Ro@Uh>AR6@us^aj5+Bm9oE+wzWR
zG+lPiO8j_S4cx04FRkrHk%n}gQa+<WfpyFZHMSs>{E+F)POu*4<5k4M$py*%(IW8i
z=v_;ClV8zDfRkEp<K&5tW@)QVs6O&t27mnu5lfN-jOTCf>^#5`6R?9(3Br~Ih>YZk
z3;pl$>@msHNw>`H7@5llph8P}j7rj6IW=PHxJI9|XG6PQUq=OzNh#j!FP7AgXtB#S
zID+p?eU#<Cb@fT-R}4=|U101E+otlvSuoygPjx>85tA>At#k~;e->1KRMX|-D#alF
zAF3Om#&Mdu`?4sTJ}C)OQxwn|FTbQpp3^1cdZcb<1f`?r;7?ldi_qtK>O@^`@XEfz
z+Po$ldc&i{WJr7sHN5vmK$WlaMVE}Xyhf{cT90wXsQWeMO2PyJ5zYlI!Jzwb86FJ`
z{j3AyHtg;;Okq4ykZYgyGqidrV;@{Infe4f(Yb%lJmO%+arl5Dj3JevYav>RH96yb
zBF&PH7^;*35C!xo^{SbWCTLWtZ7M>BL3hbN+@p(nAJ&H7H*YkeDO%DwP+dVk#Co-Z
zKigJ5^Udj{7)@Q4?c3i^n6RPJS<U=o30_s<rkaYA%@W@%-}Zao%t{NeC|;Q+%}O>d
zGhQ7us3qTdg+ER#@%AjgVjI;hamS06bi!=29WR)6E@zDie?zOuMZdYoxOcSQdqA&J
ztdaN1j9GF`-eG0!Mq1_(Piy~50{PVPd?)Gy$NeB_EGN8TWsIq#I_{{RSq4Ps!;)t+
z^I~puHI1R?goFIzRN~OKbtQNAoV@l2Kjg1D3o+zt0m?E7R<DqjE&b($Q9%*+FLl+`
zbrDu9M{>4jwk5U0V$2qlaphHHL^6V$bX3ez4gnfc-4Qf42LVLBOt<<%{0A7*a#0?E
zN^Cq;V$pp4yIQLNT(iz!jMI~=Hx13IvBMiD`daOnG;F>Ab1w>=yBAa>_GqTD>}w=X
zs(E!4-m`9G_8cT>7-d$tdQKiARkhWdRXf=&X%*x9IQ%ZJf#(Cy)GJIhwp9{$k8Ea+
z6SXLN)|Uh2W#o-<T#rZ3L+4iP8wiaImAl;uDeN#wxGj1|&Vy6O#5g_Ez08_Uw6E5;
ze6@8(_0TPFva`PT=+Ua%s?23-l^>X`bWJsyYRgleeb}T;UL`Iv5670AsYi`lR?PXR
z)J!Q<TDN?tbn<4a=?a(m4dc{Zg5|ZvDbqo7<<5@BvCufNq{xKZh}*lAS1}V`jQFc!
z3Uo3}C524o75eGwc|Jm3%<!2DOzeCl5z?FW{lLZ-=Dw<mCFsxMB`ZJdE1G*0)i7`{
zQnAb8wZ!a&MXzJkQjBK<nR&-V`Wr?@lH9sc*V_)mNS{ZioD~dOGk%kWJ((X@N%bmf
zf+9CeQCCPlR-o`~ob9&qK971qg-3fvkQOaiFFtdSeiu=D4KQ9a^M1h|23?aH>&VFW
zu{bqrMwX>pb7P8IPZKMG_V-{T88_zF?VZ|uE=A+7z?%k8)Va36V!TjhU=^ZOISgIJ
zU&K+Ft@RgZ%=2nA7)5cM;1mZ}aO{V^3PNQmmeLUiRl(HpMCa|n)}u8UZ_954RY<h|
zZNd{mnm}*0n?F7c&m5Du3YBxwzoqlhYo^w4CYWe!JAZsB$idB?z3IfLoJ9CTolX)`
zQ%cM{#kTLLer8>chqyScnLEmu5^;d9{XWv=8s;<c06Es>c-H+L@?(N}?Y)=Qdv>hu
zTwR!$Bn~)+7wTBFN)}t7$qPhu*9@qIH2(RMlkbYcM^m?jJ<4e>uB(aWA4mgt%(f_-
z4g|h^eQ*FJtGa5|`{swHC>ac3z$7Vq-t~A4_R5m-ur_{s?Ma7VBGngr&ZcMoC0T5w
z>1+*8dpIOyfcr<3{zCX*=e*c3o#$)1a}%>X`RLX=<4g{B9;_VX9f-Cv2TS(|=`e=v
z7(k6|28Eq36Oohm4oz$o))JZS4eN7qTGMEf;prQWLhC$lRUp0)v%meMaY`<A&%{xn
zPDSZ~u=mZ4sG>P88ecgZ)^uSV0}qE}7kj+z0tPKDV-oDLGO4kfvMP`rz`-G#bre->
zMWqj-tY{{st}m<N5|`B@mU&Ggr5V#vyRD-)#vbiPNht+yw$;1q^B3BCx@Wexo<-B$
zfc*eW_IeVc1W(FM4y$<2I0$M#{#ba5j`4m$bD+fl>G~_B$skE^f7as(46T^~+&lkG
zGgBDZ&T_Yp-t6cN!G5gQI`?pUGZ{ZEdxbY5EKt>Q;NhL`n6B$a74x^w^I7?r_Eh+Z
z*OF=LEMKY;kz2nzCo`}#TWEH^OERz6LFv+_Ti)3IdTTz97jP$4ze}Npdbd7}7fRI%
zx(0&}RyLfEmqc&yliE@>3hEx^Cg$bVF{EA}c;t5a+|%sJ+L`U;e8YZ6z!}Ve(WAhf
zd*$hlNFE|H_j}F6C|z(dD__iksND38rC>)G4!ikdN74xg32ka}j&uI7C|zy=A63~K
z)Gdgd7HogYPm^A?yM2;ok7u9JbFKIKS0L?u1@bT7o|mRdv)?7FZ#z;q&CB}XE)t#x
z{n~{UmVe8ef4iKo<C?q9^|6A-hM`^fMR?meLdADSV{d<Oqt4n@ih8BbW(eqfLQF40
zIl+j$5C78fSo45g-~}2jV2lrHP6V?ATaN1neJ9`Tx`S{ZCk-^t3Spn@neVV@j!aG2
zQjL;2R!8235oi3wac&?WsM2+*(vE<m90m!6-6tx@R3LFx@(WyhOr0-{*pOJ-UeP3|
z(J=_q;W!_BsG=@#2Pg3|*5^t5VhJ@G+Z!%}T>O4R3=I|i3fww}g8E6xI^+AO8g;iT
zFs9zOPI(#b3^q3T?L8tdfHi>wqn9h`Ak*H2ab<xp`9-c|kX~G%eD5R$nO&6KaA50x
zS2<Z9gcOqzE~@?@(;TcXAC)k!S5yps4hZ|?tnYECKKZGvX?5A>g&~1god!8>f>~R#
zmZR+y+{=E0d!JCcZ1l&m%k^cN!}RYOd2fEhpne=0&bN+1wDo>z9Ca!z84fEd%NrN?
z;;_xM2-U^~g41=iU=J8paRTydfM>0)o?%L0zzCo`faIq!Q23L--%dDt0nE$3x@2&p
z5d}@DqKQ8gL5Re6`=aLJS6=Y<>W>dA<mw-LB)Tbox{-b*rvDM{Hbbr{bFg>Q>cD5k
zoZ_a&;h^_nas{Nv(a-!3Q;S@7TN5~)2EG(HONH2m*RZ`v>yfkd&=ILGJf#fpY!^X>
z7f2Ee&=lS7+;?A7a7n)<^Tkn*JPf|FmtS1Dvi;Dxy0~Y5Q`#x63+&j{A8WKygk)mT
zvUZSBdl2N^RT3lUa3md%zd@7zhGY(LS7AwgmHkv!$Kamho;7(-Y=BR{uCVu9-Sayt
zl!{MeEBv9VxO}-?HDC4Ys1knY+=E<SMevSTZcN@@HxHH~sBSKL*t_k1Dtyg4RHN$J
zz!=c7?dOAFiV~CAvQF}ZJU#miHk7ok$gbNaf@7LZu+NJDT(3q`UI7+8Y7?Il$<%@t
z#odfTw*T0A0xBi6gC|ba8R7A0X`VQTFNZQmdSKW;eK<$|L3&_~QBZFnTR9R)>&aTW
zOAmL_so+Q@zGnEsuwqDm)V?adF79QgggeGz5mI@CdmrLtZ$aFNbV;W1r$mM=kT&O)
ztW?Gyx){k4WRyLlNASThD*maLe-JGYM@w%(^91fkfi=8qZ>Joig0c|%)aG)pD$~jw
zHkM;-v$aa~nKt42o_MR1NLGk@mU3$>O8mX1ke#N@B<-*|{)!xg28Y6VO@RVmL@O;=
z<!wAiY=YTyc>HLm&)54N+wrXDl;5mtufX&jBVV&S6e5y`ACD%nv%8E&Wf#4B5*g;O
zx->j;X8L?EK4*`ttc*adHy)0QvBQb$8m$VTT&`i}gI5qsiTWIugpo00Yykg>*Xeqe
zd*|4U0^qY^R$)uHVbKAF6zZ6+n+gwYtW$A!6~s;flnncX4p({(ji>z^t>=F?d)~Cs
zw_Ue)r2G&#(8e33cIam(5{cL=a+dp=r1skFtK&^o<&g)aib#(s#XLH;*Y3^%^kr!X
zn%*T#nz=lilaceJotAqYKgVb(#W!E=i?(;$^U8_KT(L~*5k~raNDnnC34zvEC)(#x
znm)kvG)o@I1m=Is7yv9`KR=S3h1zw94fIe$)`%G6&;?PT01sWDaCS3M;p~j*bO!j{
zd6xj^iHNnk;_M)x5X-qg$<G}-9{p{q6nAVA$2&IHlUOlw7pxNJN`Ze$Ln)iv`OTrM
z`sxVHa$`YSb%%*wp*#_`P*>Lg`e^xq7IHjKXGF+#f_#&LX`7a(WM?VgOrmsne3f#c
zpG>_mnO9k8dLS`9)Wuqwj%0E+#ZW_5OT*M~UMFI{$FRym=lt$siIGP%+R%{{gnzkd
zXbcxZpZqIYgYi4o+MjYUK4AO!7m*(#B?y0|<!RI2KWxBm=(PJEHeo?-op!`M>r5q$
zS8mL)r(;@atFLpQQ__+f$*W>k;@j{=Yn-?joGrxCdzr3@e2W%q^>hclv*}*+&-`_;
zn1dWv;@8ubt8{hESz~Sw%j!jXWorjAGrcLoqjm2nI9-?D)QIux4*RlPAB6k9UmsaM
zh*HYbTj_5)#B(W@<XqF0oV`6LxitS920fS)+e?|Pq7iFE)-W}ogjPE{3z!c<vq!(I
z16qcZh%+bjlmPz^YNk<hnDn+obig9Gl0o3DU9R5L8g)tAZL``idsZ{N!Ri9_%%~Pl
z=8)@%VZ#KY`mU-(f%T*=nSNo~*;w)@gA<E<YyDfmK114Zcm4jRUJ2-TFe%fUh=@7R
z?={eG^#s4}f~glJXB@=Vg&Gx1@ToE7;L&mNdTN|6dqv)pnNb;$(LY?2HdQI;<Xzsy
z2ag3cE{OlKjsVyK+ByP4grkikGNQcGmu12BH1gKcPgjBOGWDY91R#F}3A0Q=i`SD>
zd+RbrA~Ri#_$H;Xhq$%)rXtfXN5?TG2A)m?S``~_3v_CaR%w0hzF8F))s_i)^U-4<
zB0{+#(S*Q2sZnSFs54Q~L|knuLzW3d^r5UT1BitS;<qicbg#|hoi+;>cw0oz=|o%I
z{^9a?sK$32(Ux8u>IP(<2gp2s<5v6%)9yE5Fvmqr0D+G!{X^h=Qch<Ez~kWos*3mh
z+_LLIOS+$>LVDj^A=_gkoaW=$h-#lverF=9kGb{^vT9Ekg8HUt1v=(3E9z>>-l#Z2
zSV$hm8bYVvxp?i>ePzE|h<exYS#d^JHn)c=!X)cUokKJyc0|<#u*2yU&P{3{$LR!w
zKF^>=xrbDo@5Ec(Udm@ICrpy_$vP;Ud%I6Vgwi-xkLeSOLaS6XfNjOFr>D!ccuVc1
zuJ|y>-M#Y&SXwS9aUW?TRwXa@dUc&k1G^$%C*<lz6lGt@Al?7#Wh=)L-}u=b##T}V
zd;i)+rs9(U->RJH^m3Jlr$aEcMaOt2UzFZVS&0SUV6`)yXr;>_#om3?M1zyS7A4k^
zuQ)WoJuN@9Q9(F8=^YjKNIZb69(fe;;KPt<uu|`K$FUl2&9(K1yBaa>-I>ppks$n%
zlyJ7o2-GM-@prLKUOGSK5BO*VoQnEf!G<7l7jUhAyjXNtK!`Ko58HK-O%m$%{MUR5
zd<TyKQxKrdZeK6lw}UiZRb5nlvyt{iiKdyd8{PMNs!XvPH8+jqT_BQ?(s<aO40e_i
zpH4DSGLi!3SYfpb11|K#4J>N+E9~h$uW6zfp$ijq<Q;jH4cvCOZi_x<?tVsJ=fN7I
zM?Ic7m3~@e&W$HWPtut?vo!V0{nl2rDx{CEhlR>hn01JVVOc!a{qDmbe>dQ0kLvzS
z8I-RLbNXMSve3$zTL9+r4^PvJbbW3aS8be0oVfJ&c=)CKH=h2~LmRKnwFr}!z0UI4
zjB&bt!{9CgR(%wHQ78P$qB2R^XP&?fuSxf-j9&#{6V0QgSFPS=9$;bC>T{4Gu{UHL
z?Qk-nhNO8s>4*wJp>#Nrrpm>361}DT7oST+0Lug1d-#9D*nsb08Ir(RJVxnXn(_)`
z#_$&BmA>MH4J?8sOl)E&a|gVKk{ypVOFzwho{LZDN;vnfT2x5jIooyY3?+;^xTehc
zKoiJ<;91T^Rr_O&CyRbB)BjNu5Ax$CMT24EZcihZSWUpvJAduR!p0`$<yo8;34C-j
ze_q@9tChH4t&qeWT)?4z>Bp4-9BNHy@${)=onwQj&sYx6B$Kk0C9R$)d=lu$<Bk5%
zkwdfmS5D}5POBGA&8J!XcE<yqxmGBbv%NtKC&9B^-?tYH7r3}Iv~Xn8WHRjlcVI5D
zT#$SIt8ZGUTo5lepfjNZbf<B_y5wKh^hS>haLj42{xyi;X&ErtX=t&jU`O9s!0GqM
zX7qPwC>R~PBcRY8xNuRzttKIqyI~haC68sZ5MjI7rw<HU`3jl{^m#_*;ylv|gO(9m
zk3GRu3fqG8e7c)*YzabN;(7&n6bK@QH`z3RWKDy(f}QU`&wuVJxA8z&SQ0hVb}S^(
zx4D^U%w~KHp3B3I^ybdfE9vh|z%5Gt+*JTk9nl?ow&)i;kmv*l*bh*thw%Y`exNVo
zrt%9Oqzj1QIRmUw-xJ!=1G6X>*jLIxubq7V*X+IySc*B955-9_y(7J%=}iU(fgK13
zaB@lp<}crYCm(*eLkUh3jDej?bPO`{$pW$F617X5UYnNzqtLB&_5ahb45{7@<Xg$1
zRPp^8<O~I!0Mhf|dr=DSxV}>`xPj?7bk9Jh4zIIcu;$PidiMOay}=)#1+wJW*d$i#
z?AJtl-$hS*&aX*4{=LRUuP(&Sj3fJ>nI<j`pG@OZ7QkZ)o&+RX3aS>Rjvsf*j%Vyx
z0C{QTQbP~pbQ~3BidjGEZ$4OETQiU}gM3W<Ug?w3OwE6zQ2xWQ>;LE*dlSwp`utdP
zK#Kp(72=j1<jz@6`g6U@ZK-EDO?ym{nd#5U$g%qUwV%L9I^*G(?GH$#j|q6i@fJ9(
zQ@LNFs~|zK%pXM>&zB{+^f?Hbh5n<&hooH{eZfr(42k8lT<cUv4U!TH*L4*+%rbI7
zdXN5Nvq6L(DB*tD3g~}8t2D?ITl7EO*+ViZgCEzirXt}N8Hg4TF^+=xqpMPcW4~5T
zD)*abev-^8&)1I$I8t?F%vO#G?(Cff-J-yWyac{!7^frC(Jg>V@)9Y(?r8_)pZwl$
zbiQOS4!VBIQY!Ln51bW5nK3Z7Fir^cfl^FtpY|YQ98Yb5b6A~<+;M1!!v5k?9CNnm
z>;;aA-`jfUpAv~gmzJwj$)Ib5H>$ORk=46g?(<&~MCfY)us{d|%pqjP^*P8)hvNbi
XAI3is!2fPV|2M1u|L3|`zkU55kUSoq

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-171-Gorilla Tools Logo.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-171-Gorilla Tools Logo.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..0a605dfdfb850ab58cbefafe85161c127ba2fd00
GIT binary patch
literal 13758
zcmbWd1z1#D_b`4C5GAEUV3d%OE~N%UN<~sSMOvgoY7hwlVE_dLB%~WbTDnuDq`N_2
zh8%`r<~#Sk@4fGPf6xE<e=$D$`0RByXRo#Q>a}oFxFz7mBV{#Z01poU@W6inZWd4k
zu3f!Kbd~TL5fRb#>(_`$X~;-PNJtr}s3~Yzm>{eyOw7!;I0U$EvE5~7X6BaUxho_r
zCME{qx-WZAL`FbVOyrM`;9b9dos@)>fsBkn<Tmqdk^k!-t`(rXhDU%Wj*rI%T%p9n
zr^Lf`0uT^SLcBkJz`uWZSMUi4uM%CmPD}zWsJ;PQ!NbSDLV!<5NI(Ft4glW+1eAnS
zw}ln1QfpZfvANQSyovjAjr~DI8?E*Tf<yGVTkv&aI(i01CeAxt+&sKu;u4bg?n@~?
zR8m$^RePkP`%F*Yz|hF*g|&^XoxOv*ho_gf&uibeA)#U6?;;}OKYUC`O!}0Zl9ip4
zo0nfuSXB9~s=B7OuD+qYqqD2Kr?;<vbZmU$*W}dn%<{_W+WN-k*7gqa@aXvD^bB>5
z{(~+&0RLZPfzN*t_CM&N1nIg$K!8s`^aovdSG>W2Pf0*{TlgxKf)<gbD>a+Qn`<-=
z;=WY0U1t~7M$kTY8zH9S5L@O%{z2NGl>MI(7X1H2+24fyhprib6dw<~JbX$33arR*
zWy0FERvcv^dr+GTWgM{h+V6Bv`BgIGMcwW~lO&b~a`~j?{5B4l<%>dT-~dihRUA;W
zi00hgZpiCXMZ!^<uoDp+uojL3US|LI^69NyFKPB}=&}M17$3p`@sP_(aJBh~DD2P0
z<+fQ-Un^E2h|HE98ywI_ft^;ta0{Z7TMiY$E%d*QC`}o%3gQ4_5^SC`CKd<meT20K
z<AB0c9KZp+u=Z1;F%5;&<A6{?9H1kKRfV1QgS)~0+N>!nQlPyj3J3i6AN}`sW+O`U
zmR4OjU|IejC_?{6(e4ivS8xC#6ZRL5Y9K;He<75xC#K~^Cu5AIp}2gq_~$WkgZSY6
zjn8Qccbx&!8KnvN>zm*i5&gB6Z^kZb*{Z8$S^jUN!4vv>X}Nt?R4Dv2MhDT~(Vi~f
zh$J|yn&xF2YiniLO;#y&hfSq$U0wxG2w|3i@omysRYC6wUiM%e&7RoR861-dE`|8k
zBssz8BN*A!@Qa#)dWj~_5}dJ&IN)yrwwp<DK%69aspT)Q&%P`5SardcGjPC;?O#_S
ziUTg6;DCSeKs{2WGl0GQOxsYM`Dh_4>@eGeTv^#*l0veFWR+`Q%+XUrCE*h`NUI<O
z2ZX`E%L2dk$7Mkf!#Lms{MMg$p95bFML92Q{TghJ;={jmEJxIK@pE<RyG{*LPc5jr
zME+)EMqfQSWs6o+jQjulP`N`^R7_7KtOE+(Ah^T7n9TM7os0wi#YWX5kH8~_E@!m-
z7fEOTp=f3cyn=NIs}B@=Bh8IPat{YM9XTb!MEeeriPqhcko}WkU%mp=0S;jAO1gY&
zg#$+7M|9cwmZ6xB^X%AJ*j7?`-tGo8WbshP1AgIz1G3DTKj*X&(rBq#D$!`-{eKO^
zl+AZy8Dvwb^JZwi$No!V;fZoV<Z5VLGcF`2JXGvvnz3d;#lsd}{3F%*kA5kri!M3-
zUow`3)%(RBqe~gQx7#1)SHchN@V5+cfE~rvE{WbT?PT|}QGjTtb<%UWg?6j??pMha
z@f{Q8e8)24N{F&fZ+XPRFAw;joe5VV?U&_6Du;BsiR|&J)Wk54<?v^5e#PV~L2@fu
z_2u}e_TldIo3-P6{dYT^>VhPmJe7L8H|MASSf0=YD}qY0S{i!9$5%{}8kQg#7V#19
zeA3lSAIaBl#yNRXaA)L8ji2XxqNCu9RM|>0z)em9`B6^zvElOAz7riV5P>|ht?L=B
z>lkf-QEjDkN7y>j)vn!48sG_Mm~Gu$sQ1dG(62!iQ-mH5kntQpp3S(^&n2oHs8g?S
zEGud#)zjm6R_&f=fBGw)us^DFe`xp>jV)6A)n*4%=xJ!a`IHz(DuYTAPn%Vc=!c-I
ze5|XjGu6kUik^jAUVIf{=K{26pIv}q<}<8kxVV|4v4&2w7$R^;QgX<tbo?m5xND}S
zsYnf0@Y?<9(pA^cEg|4aL35>+!KblXFUTfR3%4eXUVY&&3A@fnE~y~Wo4=*IQk)w)
z7E4FB+2p}|6)~Yea#-;EKEZem(`s9R(G&J<skrspp|-sP!>?OzLu?$iaSv5FlF5P7
zvr;Dtr7^k{9?o&t=yIx8TTlt!D&wx<kD_32DLYFp!(zLP6xr#(`*vFwufzhL-kwX)
zfp>@(IwLdMK0p@COhDag>NJbCY3!x79H-Q3Ds4<&Bv8-Ly;_$j>lv~CINW@?5Cv<K
z%^F)#d0Q^Th9pe+Frz1o1GeP#s#rOGmKoe-`jNrM3OxSEfvr9oOp#0DTKE=nNl$C0
zLAL!Ax;pE8QKoWIY_JocBa}q3LN}^$Aoqoo;Y!X8U&_bkECVYnDjM_oZSKBtJ?uGt
z0xYV`K~Q3JM~8dUaOiPz&SLZ9d&#w*YaWp|pG+{id&u~XC&*IQFSoEl*L*5*z*h&@
zR-aw=Y7YiZXMReiammO}`{m6CL@M^tD^T#AT8<x2jwKw?w>zKnG(azFK;aWK>sWPW
z8Ct${R39y&qOYs-6ivpHzVR6l@=dq1h&hbp&JoIr<Ocrd$j(*t_9TnWsnw^twjA;J
zJ8P?ch)?Yb>|J&8en}Nv@bQ=dL+AU{G7fDajjYWh)+)RXe-q^U1#V>YxUdP`*h`a+
zS3#JZ7{<#(_u)Lggi$9VN%tW3r~2MUrBIYI|5qrC=jG97cO%!Fn=+-@c@mYY>|1t}
zgC@J$Vs)YN?;$IU^UnlUqT^m!m?+PICeveL$XVT(C!~T@@%HxR*tVv9N!g2<4+*iZ
zCwYX!#Her25ME^sF$r=#+Z^isk6Pv}%?*6$dwgwUJUkn!ELr9(NK&-}?NZT&za3X!
zX9*3C)IJl>UoNNIVWpjPI&qTHuIyYC*<1(Z+V`!h?HrAsN|?W*?Mep4jKk?&QvGY!
zpR8qj>+Dm|mPZ0e9Poa0zj173M!9!tbCL@Ol$vSJ^X;(cbQsB1^9~eDskrP2kx;i{
z$ZR3u3pCIp!natoGcuFh^RA3S2}Wj&U+luiDdYFZ@>(p*0DMe_3H&6352VxA<n}=o
zLb1j>`%2EG!qVh;tO9Lmql^3-w&(|JF_A=omKdc;=ZHF!+D%eg*H}CJ6}#j5)sF#L
zwC~8>j59X%Qx1OtG=rbLh@kyVV=K^hJ~Dmv`f-o6pJpA5*6-ZPV_f&lMF*(cM7wws
z;uwl~cCPI{U8$%;S0@wr|A5ZtR~iqzvQhu;nzG5Wv*w@s>GtkhrS=~0<!Hj{Ed%4l
zDPxJHirlW&h+Mg-^y&$CXtQW^JAY0HWW~6;6$kVbcXd=k5_;QKuQu1Cpx)lE5!i_X
zf%FX}FU@@+`PFrdl(xNWzjplew}CvA->To!z%I8X*zo-X9Png9VnjyYmfJW@>Qa}o
zF4awCgD^l`nV03B?5IQxZ=+Z0#q^<G>6hJaPi)6tmgVR}C6lgmNUob}p?n$nG2*!$
zA~cE8s&Nxx*KPy1e#HQ}`3$)g;=KKNo5Rq*B<Lj!En>ut0#Ex-`=o;dlpiY@M!*rD
z-XKL)IhH7-alpf-$3;7(rI-hfhiZm`AGt2x1eyON9zyvZ_N+?VzIptl=1d9LG5&q{
zyl_V2)ObsPIPow?pD(@c{+D36+7ffRoiRHz+HrB|fOMxuza*dD9U_hHx;v=V=S?2Q
z@C!`KvSBkjs?>G`LN>o$nA0D&ekJU+0)DLfdp~W)Pc3wqNBtDZuS7)Qw{%uf#Vg4#
zuEozLTJ`J`x;*3178AMq&ShZq4J+uXk&tvlj%LQNm&7~%M62H~o%K>5O(Y7+-1bQq
z?{*!Bv`)sr986)aVFxL@fpo(yJub-<gClCFv?|iGBJQjp;(rg(>fNgoVkEl^y%b`1
z3qN%Kc12J2p)r;AXWi1p@r*ukY%&MTlo?N}PxRl(sO6y?dQEmj3Ff?d7@%U|KZy}6
zejRA~Xz|%0<$=ALGyVG+y+>9u6pj6#`nEK#2HgvgSlKw#5Yo6PT@*7UbwwTWO7E(z
ze2-DG=Ol=KZ?aBdqW4?MG%r5hxb1E{%k*3;#g9~(iVnut47@QLZx|a^UZ+TZ2-YnQ
ztnOF39jP1Zsgtr@9q@qeYoZuu6saw<KA-#$nZ8w{4ws72aDG+E2#0M}yvnMMg45|c
zju$w<ApG75P3vAWJw`dTwc)#pd$TFq7F>>V?aS{S*?<6*W%Fm-Qr#J4_Q=KUBv(^o
zRXIcUm+&vga^20erQj+13>YIkk@X|{gO(K=4^}<gC{B~mCpkp3H2T90=6evgPo~E5
zksA8dpUSaPpb$vy{D#^IUYoyBtLZ>zTkrE01gl+g<4<grnBsTMP(-W>W;-OFSt}dT
ze%+BBKZNqmWCHKsGa)r1p+wX=N7d!z-G$x*Loe@9`N4fp8wQZ9)kNX`P`{!dlKhR<
z!M236mGHvWOp5T0NYy(&*2*ytr40=%-fk(0RG-{_U2JCR;H~00F<8nT^ZCOEP4)Z|
ziI;01Zf(v4iC#=j;{Xb-+B$?p;;$7U0t1({)WYHVA223VbJOaQMoi)jEc3Ya!zb`>
z_jd*d0rSa2v?kF{8Z9N@kKvC*u3}Z91TU`k;DBt-EI1r;C}Rkll7NDyh^EsD!wEW-
zY1v@><9tbVvLh#k(jhP8Tih};Z5pevzvcdJQC9UBnm^k3eOVCmaS!q@e=vW`0{%%x
zVM&n6PLs21KOF~H_Z@M(33;Q^EJfUH;&jtBW~#h&TCq?M2o_S<a@<^ukfW_e{Ajvq
za3!&}XtX3C`{f}~EnDmliO5G&h?)%hBA>+WA82!d88yItcW>`Qcfi(_#jr;DVpRH*
znTPB(L}adl*W}Xkx6MYDVR-g|Oa>dzB<cIfUol%T?!KAQS9fwE%Wd>JMRI6%f6=;O
zfv5fRza3MeVJI_13*LP?rsgPZ(Blxy^^8-rZvS*xV>A<y_9K)mZXzbhE&W!=r@eia
zWL+K>uT4fEZnR-BreW4_)?UiOjlIr0Q5Vul4|r_Wm-ANDeJb=bNTb04%s+Y#8O88y
zwkW*?V2zIKMsp30mG75=mF%vQ#;i3TeWp7RPc1hoVX`Xh-j;htgV(3-%CW|H^BzM%
z0VvPoqgvf(>}!@m4k4N{-`)ks`fXM_cQJJ_bvMyGPoWllRkh(5YjqLx8VA^9HdZ(~
zC#%_A2JpG1^fNyC+AFJ&N$wCi_2E%y^Qs7B@R^!NeXR90*S)q}%Q>&8QU_Mn3Cr=S
z?@6@{A?v1o=wRu$+va*03DgJM)u#J#6HX__o~!}QK9-j!Cy@T;ht@BgN^&*6(0Z%<
z@+8C84c8tMFk9H6PVkfsc(+gCDi86P4EDE28ZSC*FYns2EsRmfQ7p#B5G_$`sC$?(
zpl0(Nu=L+kKyIk1wtw}*sjvM<tBdBv=NF!=C(E_oI_75T-Y)AK$%8RH^;~ySsBh)<
zW~olgD)StF?6g==S~sbTNmDXKOdM{fbB~ti+>0Tp%YmIK20PT`lnC_QT6**L8Sf*x
zQ*A~Comgds+%o8LU<(eoPTw&vu(!4-<9eCyzUb@Uc&SXWY8v`~#{L{2`)B;c{>PX8
zZHN!pM_%y1T(e^#1v77CxVmu$NrylES>lHnc`V%$_PgT<Uq6-?qcHmNxOkC5o^T#h
zMA>=~dz7wm7AB?5xLRGCtGue*==xDD$G}Ka%H^r7?-KS(J<7%~i#*4D+*dyvBM`3C
z{5@qrH#Ye!;?|ql>vxEt+QOqjvUxuqhP97yexei3B;6$ZLA0y4ySf;$z@OULEY;W$
zyrEHP)VDSR%<-1rOkxpHxPMljE63=Vfr#~&8x>@=y1RQV%*$rLS>xm8+!CZaNNVRV
zvk|tx!^d~OEZ-%zJ#-#!aaCR2%osV`*)p|2T{||aUg;qE(%GC}+4y9J8^2e^e5JUY
z#!=gR{sxV;#XFB^X$oYS*`}5q_08GzcjP?X@~!ojG4&-p>qj=W!#X{qsgy-BDqa;K
zG52)wV!+_oXsG^s`l0$!ujzL`T^enM>g>E3D*tUFNIS(*QKH|IRiVZq3~#o~C7+GT
z_sH8EiPYW6-P`nbS=+C~uZw$BaZ2kZ-6LX7$(JakdHH|`=D(!pIW+i9n0%2N>fuqq
zGndL_J_81`GGWk#LTbHtm&ev<cSAAly5AnI!^|DRbz<m^gvc7*SQS?zx|viS5-9t{
z{Pvulm`!br$IK4JmwmpBIGK7=(X^b%t;Wvj7MIz{`zv2<lsWTzdiT99ezsBD$0aq)
z$I#f+6vZUIaf<S`DIULNscAYFkaBCPj|<Q}Ni9xiW8HW|D|qK9x7SUlfT&t8D^iK|
z{NkQNiE?d@sDJiAy+TG&Eq1`{%$yHHm~Pk1(Z&4mcgoDOk5(vog1}7u2^v64i3abe
zrw4w{dbj2GO$hdVVx*i54(LT%;{b~(9B}-yN{2G~555fi7hgU}I3e_J`X_*l^hS8D
zzhg<i?WFj1!zlXtxCq(9?&bk;WY0S`I~ld2htvJ0{rR$i=Q*NM(r?Mu8_Ert1(!{)
zaT?HaQ2u-y%op1vau?CZl*sMvB05GpVQj)V(V))Q{}od}*=;_1nTR&<ySlpdnsyc=
zib``|lCJ09j3}#04I{hD>(V<f$@Oxz;2?5S{6g930iF4|LmfuRwmDhqa<ueVjP!!N
zqgfiU7^wxVJTc%*p7frcuIZO6dR-RNOr}y_QKx2Qe=9|TG$yB*ho!Cj6+*D5Z#kX?
z+Vzej98U@3cvSwqVE2Uif(bxVMV49>818sQcv`vB4t;-L5_iuU`mR_E&>w_CF!Cwo
z(YHn|EJn5~Ub;ayvzOvfWG$tB8E}k~{SusPAb^j3;U16UD-99o*iTP!(5K9hD=v|p
z7)ZX8u5-7{FWyZZc*vQ+pH5YBzil<MU@6!*Ig!E2HZF!%*Uiy$*#soCjLZYeFrxFc
z(m2UvZcyZ@+|DU&f<w_q=kedI7VD9P{Z)^>G)FPi#GM@DpBqD9#fm{KaNlta;;r6k
zy5t@kH(2S*(aB`q36A~glPUy*gR7c?|H-Y|Z#C5n!PmfKoU45PoUx)OiK2`nhf|v#
zE!QJaL(_##?f2U2HR067DE?SRk8T0!_RWmeNp?0FZ80|<eVyPOH!?p?H&)@Fm`<s*
z228K8NX+WR#C&*X&AE*aW8yPHBE8`1TJtqm&@1rHka+CG?Dm67nU~^;@2~d_CV_^+
ziE~7ZvW^@tZm4J(o$9ZcC<#(bp~vurnH~__j$v#*XmT)Xi=usqzs8n!nVw-!%}06k
zB2rxg7AtW%hZ(;X_*vMdMF+Dpp*d!&7uC<Tp%b^y+toGaHANAxVJT1jOCVP=+2w|Z
z0=zpfLzgu7x%PD|yJ61S+L0mwh|=x!z6+_@*XaV|`!3fa2VSXe8TO!<&`%qQPG8kr
z9=sFied!b?<OidKjy9qHbc5x5P)A@)F!b-7Rpp2pauchP`fpFiI_uMW=a7s;onzRa
zDXSOd1&-?nA+Y}j*jWTOYoMa?`|?nr%NeP}%TZ_lfxW0@kYd-|Ku@54nT4qHCA`=^
zcCPm=$?g6+*3>X^9@29~b*%_yxPm_2H2++qIa~d}t?dkRhy7*_9}QJR*%vFv>@JSS
zF3}v3qjZeD_>9{Nbq5?@Z#EDU*zV}j*A^3<`csJQ7+;HuR~FG&j$F@d^vU5Ikkjyz
z38V#+aKr*%oD2+A;}QodncV_SD9u!m?CrzL5T=DGg07P2%~{H^f#)tza+PKIe#%B~
z?tU)`@@veI<#&=uUSx}0c+#el4&xsvzQyc%T~D-27(dyO<#{)PXs$2udE_pUP^f<0
zD)BvY_u?}drri^bm_T7V(%7E-2c1^KG1T>eK^2f(7mxRE#*0bcwq>=svp@Ug$?t}k
z-$@#qpM$I>4_Hn4QdsJV6%Z@iSPr<zeY}&vG*F+xeScOjw?6WkWbn1EOz*5#zDMu?
zCp!)FG_CpNsN+Zw07wxd7w-?QI4$0DYDF`hq)8y1kGBMputv8yd|AO@{55LrIDjIj
zmkSce;$fY_UF6+R8uJ-CTBb#D=AMWNb;+5nlnZuyPcN1h=N1{<e@gaX`W63Y8K=e3
z{4ZO-+xgYp`GeyUOdowE1pVqc?Uk&$y2#P1DX(eS72><$3Qe>NJxPwfE~6**r61Sv
z=0eb{O12a8R+>&4Iw@P1zwRk)W#?*_zoK6^na#j6kDEyPhI;jz=88h^t`e=Xa#~HE
z5S{DrS*X3T+?X>*1y4Ljs~54V$?<TmF$%Usrr2ZD-$B(V<)I=e>F0I>=HXj$jB(r<
zqHi~1eUrt)*4|G0%`!r3()HtN{Mw1wJ|Bd3Ug^{^o+ehRuplRH-Qq{rJBE$sOr&{h
z6TY!>(xbTJ?`4ld&sVtSHP{i*P#@=aSb9`#hj!m-nt*YXH5a`^W^afuvKJ$tBN~(S
zF}UQ}8v+-FJ+-QYyLhcjDS*P$hp%54tm=7Ng+62C7zLiXT<<Z_Z^96x0>t#Gec(o8
z>9U#p@6ueJy4SZt!zk)A$y1liLp@<+J}}Jyv!PP6!xugyz4KLq+R~l}W~EC1wo@%V
z8Rx7o|Fl!l|F%;{|FlzZ?4z*1?Gzbkr~V1J9ZI7m&nk{=AMf(c+Tp{Py&ywbh98NW
zx26M?NR?1Q&zqaE8q#WHU-WM&)kdROp8h`h&F8rKo)pVEb_ahw=7<RX47zL#xwa8w
z9)4QU4cOTvGy5IzV?JpTCHPAo9Ut5@Ha1y*we;QY4yiAzUQ=q1*|o7or!Reuo>WnF
zBhk4%$cJDyotZT9aPJjO6>8OeE$GW;^~XIdayI3x0YE)C{ShFC_LDA{k$%VA!zQ$D
zz)Y#7A{P6(d);vx5|we?2FVNtOwFvJ<atj8Ebh|(U;u=;f;vvh(>+Zg+CLABhIK1b
zMwee7uB+#>W{>;*BuGSONZUdXw~cssRYhWMZaIF=C3xG$z6~aF3JXnw(jQ3<2A<0D
z@y%p#l=Be&a1nlzBUJ8yQe0A3H2o<kxL;;A)0gU$$&>b5?g;jMcK5jK@v?Krw7+ZF
ze!adr+jv-gtZU=xdx#F2qP@AYqM~N(rA6hp(Aza{uBb4P5^DX_?dNqE70Wg9upU;Q
z&fqljdHbv}-A`Sh>+QpJrUxPlL=Xjo@?}%E^%=wGq<ejWw>T!P@^43(BbhlY@^S^S
zA&y3k=M$$QuE8o}T5XrUA01Zi%wJNOzu8ce__iET6Fb6pRNef-;b&Bjei6*i5g&f)
zmXDq^F4-<D+O9N~z)#nL+ms77eyjUhXD7hUy*k-acT!p?<vH10eb3dkbA69j)ISZ{
z`>O#NSS;H=z??;B7MHnn>Hh0md9~x7>RWG@QNWEp6B1P9q5s7Gfi!!6VPv_M`2AWK
zm<{C}yi(K1xx9^ewh~3gbVYYgE!;)4g6QsI(A5gZE!gyGhgMgvIV#4kE#<Y`5I*IZ
zmWu(r@E#5b`bkv2m2xLzdG8LH=#yFl{x2rHF*#=(XI#Ik?EaN*ks0oS5;RJ$s6SoR
zF)S<D-)Cq{*CBhq@LhEkQ9|at#90zZ5kH{VU@xvAdq>11t@suY-AFEX>UU%|sRa0d
z<++2m`5kT=1wQf8k5g+~!|*OT-{GhAuqXCH9-Wdt|4%9xe-j3W9?DGr8J*wcr}6g%
zOII5M*tQBVpFM4t$4<Wt!6cA@F*rC+=G);t_g<!l(ulz>oWY_DXyK5m&$S*$3d=LF
ziXc!($<T7K)@L>@taPs;cif;I$nx}8Ez9>20c}-d%M*8P>ds$KJ~U*G31PmWQCD8*
zsyqWA1j82?CdD<V6^k6aYQKlHJ4Su4W`Aua&$xC<d+@O?n+8Z|!x$h!hoc%<_?y#6
zoeMhH`skMM@3CkKZ-3rI&@QaJ*CgtR_2)oNbhZmGZ~w#rzA8$PWbx>gjO#n;<l|Xi
zCqj7KIUYF0HDh=<NHfgH0_r2z{GAZ1ipX(cm|e-&`3J%*g9JqQKi6)kRAf>_J9H&P
z|H^*NlAF+2OHcKgLyO18>X`OeA0rwL7G<}@3$a=_04ctJQe55)$IxEK4%G0w4b(g?
zjM+Buwf%a^kV#@jj#$qR^%u0xo#|v3?k4SFZVd4s3^+0#2T8&^B8ap^o<-f})dfpU
z(iUhshbFUJPejI(2BbiCY3fCF%K2Lv3xNr_IWYOStY_Z>`W>F<f++nAbBg=pZjo|H
zf`f=-7i7NHPGjRRZ_#9fXI?gak~eX0cAhW%OZkghlx2<*w|$vFo)(5M`0Y9AuZfno
zRU~?P@FyXaha_Ol_ea*fM@db;o%N;KXOj{J*7H~VzZLk<8b)oO-Gpv`ZiN5%Dj*|V
zVoXJrTF0{50pq=ZXd+@F3gai~gd-@BJ%^Ip22}n6qtkschkNuF^*Zp;2C7a)b;kAn
z*G^7GE`dhbYY}$^mT`cgqX?{tk@mW>PM99ioc<&XQS5PWjsqGnNf;iA_9p)3lf6E4
z5m@E5%Qr58QK#z)ncEcOfL7R22D=LBH;JiLZ>wqD59SvBT;J#*q{jx2_F(*J<L_^D
zO~nSB7i6OhbJ_7vzsKXP0ol-8FQ&j$$J`mt($5dLlQLPG^B2mfQUebwLhUS9A@f6h
zXhS-?+%ASva!YRTzf6LxB%0?zRFNiHk-#G!S7mOzKfx4f&3{Bh|7B^kkXu$g5@1OM
zG&RZtO2Bgr8yLxFXTxS;m(-jAYUccy+y4N_gZ0Y)3|hvz&=-e;BjMO>%Z&b<%qx-H
z;CK<=L%g5(Q0c@5&|<FW|DNsXd7=|1Pw_uXE&rQ2{-!w`b}0L=EZZM)><7y6&fjvJ
zNopPfJ=FDZ{<qi`@~yZ06YzI&2OrXj<s8FsW}56WeGat<aVb8_u^Q3!2Fn-a=CT6S
zNcvTYQW+-Q^89V#8WyYA9#Z*Z^3^2gSAjv#7H9ZO(vLbD%)>1?x(L|36foNLw*uu|
zvB+|Fgm>6pBiFJq8S6C7Yhk!Jm;yDteK8oA4-F%70FWOqQ@HHBAFt$4r>oK_B|%M>
zunB4yQKZK5OXU2vcl-|exzIc*>DX=7Xv+1#;;~=Nu~|WsYP{DOINW6UI<frz#?7Oi
zip$O<5Y(qN&aQreQ{`82nb<RSt{Rv7+rLwySL|m@=a1j=IFSr4DrsvRmZ!*Fwa@Qd
zq!tt(QaKwn>OQkh{XDoA1k;0Ra^q{LqexbqsU9}KBV`^qmF3>7QDxfDN*{a-P<*{p
zylYO-XuLE9(L?;G<(zGmtem}Cn}L6kDLjAtBOp3}4^+ZuZNrggth{kmWUt3}D!%v#
z03@fOEDHG19px;_0ryYTZB)V)$2p@TrHobkTbF`qmL>;T@4oS;L|zKK>`4Hc!?vIK
z+<eg%8*tzCxIABc@tnR|5Pgz_1LVc<4q+X`L=G*Kf(J`*v&5m&Y(vJi`8$`L@B`xC
z)q=rTDa2k*N?7=cp+H^;y|BXF*#0T(0SEP7+~W&zSg*Soc$aoyl+SK1?=Vvx7M`b3
z;GnNHYt){bu5u4URCvs?h2IxQjL{mG(Quaxuihq@9C>J6TYu|noB~j61v={KtM|8u
zb9|N;pny;GNV2KNKzvC)0feWX_UNqj;{FLdir#3bk)I{4L0$B-OS8>`^2rZ4z&{0z
z-;;5u;SY9vSbWd8q#4IsTm1H9w9k3vS-ifre$6dWDm*r@Gvc;sc#l0t)Ux$<^z`-g
z8;?G}aAwx0zYv8LA|)?=Enet-hk$15(E)UK1#(HMi7$sYz|lhbTtxalz1y3*O?>vq
zWAx!-5ajR)J4k9@ORjGM-~wY@^J%7bgx{=`xXq~ZcCeSs9S3|XseFt$JQ|G4c$Lpq
zw)&Yufc?#R$^vQ<?6H8GpcTOkc6OQHsT(NRuLE#^r5f~DR~K*h7|e6OKIn#1)rQNl
z%%4+z+CP{wdZ4=$JqH@jW<~cMB_E28OLHxRN+%2XuBN?Zb@M|JBCG19q@c|yW=YJ|
z?;7vD-F*gD@}ie^B{})0+5BOo@iz=WrKe+$*;P3WLF8!KNeNU~UsL@pU*VFS<1+{g
zx&=qk0)F$feHd{h1j8wZH(E^}FnLAr&MH@iu$;EWBwh>C?%$I9N4fTYs~0r>sRkU^
z%l`?m`>W`Szn<~F<Stgc#~pg(jiZ3ZnX)J*I^YSpvdSYw`3zUP=z@`<Pu3`?60Oa@
z&F?Y4>+6^NNd-!IBVR5`5y{)ri6$(I3vi2b^oo0za{uPlWnBv?^k+{N_Yb2%qB6FK
z#g(hID+8A*DoF3?yLYUGW>cqE4_h^_&1AmmmF4S~d66!K3Mex&bYSIgN`K8}9OCGA
zo-9A7O#a(jXQsKKJQ-^DOJ{XR=qf?<eK)-Ai=Iph7&5rAnP4*Rwb$4y0R1VYQSsD1
z?rKGOr)yK`isdosH1>IOSUgQ#l^v()NN*^EZ?KT#I`ry}1|oIk_o;8qS~cmZH@OO?
z@;R{@{3&g7$WNkQV!C=~H|A%1T%CE<Nh29KqTll2{|uIj%rD(d@ecP$K9SYl=HIhq
zyxSA+2S|UIA_mUCt=gh(yH)v@Hxy{A9#R}o$Kil4#AqE;P)GY|gAA$$JH|H`N3qTv
ztT=b~$tZ~3t%)@unRf40ddl_$jVY1~njB3zz(ma?UHT5-fJ`RfoNGD%t!D<qqIp}k
zBXk<>Ow}0OH0i?;Bxh8;dJvA~K|~pwIi3j?ZRg21`+JkOLiW=-cvXo$Q<}nlPk;h8
z<cDnnbI?Dd{aPZb_+V5hN6nEk`NRF?7o^HwlFytAZb90Egyd+4mW#{rXNH%fIIC)&
zKSWYDD18iA+M9qs4Y;;FTI~<k2sq9<GfqkB!8QVQGkU~L(~OP<$#H+40vl*Go#y+%
z^-e=DVsyS(({J!O!m1raK!4MNa+j47BolQCHmT{XIG>faoR)f-v%=OA7I461Clt+4
zCi#zd&_Cb7{(O~rEf9e93Bj=~cd!XN&(>Q2=-MY09AN$d_UMEcSPB#e+pO3p<-qQ?
zt*zbk%g-%q>E^I0ZH-G>S`R1_*e(^fo1qFj_V64I{9%5mA=vVphYK4S86+E6w4;x(
zH!@xL;x=nh9hw)5<_*?3EPl3z10Wcc%MVMsqgnnY4wdhEi86SEe!yh2u>^MbK`3$A
zvTsOseWX{dpX00TW>w620@RNO>dh5P?}AbClZ?KDzyT2$mLj`NqcM`X*7m#eDxGgP
z6ellQ^*^Enmju$vQHoC|s@0Xz3mb<}>Hd&A6AuEPW~S>CA;Hoj%4U%qyeUV}RqTaf
z)B%gYA98F$i#yFsX$Vd&?<*fLk3(Hg*zLj4A_dLb{CL8n1|^FOY+Ft-e7R(|sm4q;
z`e5~C(CYh3B#Ic_f1k?Wm+F+rJ<<|#1)?TE>Q6W14_AaclOiop7To0IKhd=o@&Kz+
z{C9%u4MWB?*jl08;^`t-0ar8Eo*aPw1E8b%SEI<4`^%9V*KehZCGyaKD)iZ#rC<sz
zGtQOr>6KqQdk6l41yNV|>x|~ESm|H~;K?c#M7w6IVDWIPg|u0yGs9YgruWwN;m#N#
z{^1WO@z0+yTl*JH#=|tb8FtdOG7{e-VlR5<u*qlTepx|)kgy4~lOl`>3eQyIvZ)%+
zGOaLEuD^%frC5Q)vA~V?LE1iBf~O+cG5B*!j^kks*Dd44$JgZ6UEgCp#h~~y_A57g
zH;}dw3E5_QGD#wMTap$O!-(=M?o3iaVjmS%giTDtt2jK>qXsqR^>yb1;eD9GOttt;
zo5nGLJ+0uXpN$sjK?&^Wi4<=9emP2ip<goi1rAA4r4#SlcQ|5%U+zz}aeSy(h8mst
zg2>Pzz1uF`&Q`R2$~(Lp0=|l>xDB}M=USV*2r5z_V%)iZr%Aul_hrLy=!ug6{lmn=
zAI2WG7ezlp74Gc~Ie^&=YXofhS1AI^V&YIM;V!<b^wsE_kY?&pd_S}at*?lLv?s}l
zA*_Ez+q=@xQ%On5)XyeZxVZL~RYn5m-IGfy@Dj^ICm9WEXFB&vzWNdO<Lf%G_Kzq~
zH7SNbP%N%EpmTDBMw5tZWs!KnCuzB>C!BDFq|YLPth1i?$NLhsgFf?Ljc#L0Q21Ro
zVMA0(_l(GFq@t(Pl>is&@+-~otROjW(52@=La^c2pa`i|PzFjf82oP`HKIKE2~2iQ
zHLNYI2up@J;$N3^Tspp~3RXK|&m8g#puuClq2%OD+sIAD9m~eORdf|71S?8111kp|
z(k&2$eD&NRN3zRok%~H-XFjt;jG9jsm|f>4Etlp+wMQBux!Wm?KZpG6fzY*(_#8o!
zV0o_f+1b)pBmZ&6LB|{-h54tGoV~h;f$RP4-(L~J-T*a;_DIWK3-(=nb6$C(+#dj~
zKLHW(&AFLY1$h&)D%x+K)KaV0g;_)viKvO;`9^j%AUP9a?`-;8kjAS30gg~C9evoF
z4hJnB^iQH^O1fWLs>gqi?*Fh(A-X7QA~Vb+(o)X~Vo{Qa1UzYGxbeny9PY0jTEv^!
zK2Pi^BLviyd|tvBPtL140#gD%7JsdaPCj}wdw<s~Bj2Y-<vSuF<6W7vQ>hbIh_qNd
zKv~g$5$h(rr^DE-U#n<T#jCA0WQ5Mn&T33DL>+xGz8|hw@qJ>0h*3$n=REGixgJ<i
zX7so8f&TQDw04kvWo-)`virCSiJ0OUDb!ht3Ve6w%eQIY%!W~}3l#MDuBq`b1hPQ}
zYTWA?onE^uB-UtSFgTzzY&cGukz!AJzFsX6a8t>D9b5qKgrOP0iW!0tib{!xGW)AW
zW$dM1uiNHqzyV4$0nd|;XfKoBgEf(t=sS_;Xu*gU%F^M3TO<2n(qGKil<X9dsa+C#
z*wkg|*I`n#bCj4P-C`X-HO9yI5i!S$bAHjZn`RWK>O7x(LsKRvsRQ+KQ<5HL6fbHm
zNX6f_V9zYvh<QltcMo{LZ^*M!l|XgpL<8*bRB7TD<c-Kfr2hvG<e*Oek>HnSfPwn0
zVC!EBuh0A;s>cWig!r{H<rOjT&CXW5kIVRsXep#Us%?jy^GZox)`EsmM1Sl|qUP)?
zgFt4akA}gzd_N3d9>ONsxyU2|Tgh(P90|fED4Wwbo=HL-QjNx$+=Mp*z8t~9-kA=R
zdB+c-8P*h)FVz}|vOqBU*AFgVf6Xys6*0H=iNmgE39l7XfWMK4w0)OGEYVab5*JK1
zwhBqpb8>$M`Uau1FOHJosL7v`Q2a)Sgnu^dmFnt?^PbCNGHnQek)V)D&x0*#f$0k|
zyk+%O3aS}4C8u%+&2AAd6}KJeEqmy)6w>*Uw4oMD*n*lIV=`}tU)`>Gu%ON>z0r5a
zv7%}Cu=TXK1yLqLivu1kfX&E(1^DYNsHYfXP<IG`ar+x*tXK;o9rYa>W~z?^u4I5|
zX(&pcl^Aq;oHcMji!Q9a4xxWZ;_H2h&ZJ0!F3Tdl!5#ClgizE7$TnwDEnC(TPy`PS
z=xzqRlu-Aj7Bt=Q!NrLRhA)E<G=|mru*EO(5CJgN6|i!EX7tp+5W|q!Sn30M*w4Nq
z*pdzohz<aGlz6iZcFe!Mc(w+TOuYNY#2%bz5)HuqfuX}j5?BYL+L3HuIOt+3YVYrY
z&rErtC&wU&vPOE4&|hgFp-PH=h~4(9?VfKtd|i?TobSF<_O^om`uM@2x4}&-<zvF=
zmcQ>gX)E>nNxyuQ{*x4v*MVbV$ROtK7la}znI+|1s&7^81WFA(xjU3c5-cvz`uSTe
z1cYZHVza0dzEVNMc!-FuW&L%I1TeMUEs80=&NHDG<yyPqOOwWY_hV76mYTUr#rxPc
zd!`)CB4ugN-B!>VatCf2@yuRMeFhynJwbmSB!0(w2wL0W*Dem=FTHtJWvqPLARd+R
zdphPqqp|X%S3G;q=35hyj%QI5CTH6lpA5T4k_11Pk8(&#^x}Z;V_aMp-B+NwoZaP~
zG)h@xYjGF13`IfadY%>D<wZ_@kxB8gy949kgHg#(WNeBenq*75n}}#x5I3Si@#Sv!
zTlcNV+G{XzL}3prunC43oig&Pi8L3T8x0yLRk1}d_Y;mq=fj-sGmb8aF3;4}1kb(C
zKX8L#;h;V?-koG+?*&V~y7of4@kX^6$k#37bR=n@UsT9>D%7)S#J|GA^ICEwkVu>a
zRjgu0_-hs0FO2;NeQl_NY0ubS%awUHy8WeeSwK$0&itfZ<C1W9o9TRZ`BxgO45RjS
zvh;4AsYv%7L)&DpE04b7xlfimpy_?em4h8V>&Q6@eYTDKoVlOMk(Ir`y&&tT^FBTj
z?vuN~jd!f;*LAa}6i`!AY4jaw)Fk+*>(^5%fCkPtS0^#>|Kx_adOl<@|K0M07l8=J
zK8lG3J3PRk8!V;Y&WZ#g`U(t(Xf*LjYD@2&f^(Vflk7ofBkoLm@Ci;pkYsJ?&DmdI
zvi9iaFSu|Mm>i}6pWq~t`-&*D(%GkM{z+G@ln;JjFnV()nU`ar#$Z(G*qQ*G+nD$`
zDtyNQ@M!9%U|VyI;w2v&EG(V0t{ZIanh}6*rmtZig6lx}4AoeIqwzplf#u+Um4ZJ3
zLGG8KkW1_b91xim`TVW|VyrE3@R5)2$Tu7yix0(ysJ}Gy@qRe=Njwp5`D$??W}XIX
z0hUx#zPtlS@l-x7RB6c*fluc@Df06j*^n#+`}V;ntCjDF67a|KZxDCfAGFC3t;TV6
V*MN1BpZB51FFtB12}5wx{|kEQJT3qL

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-172-_details_ .jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-172-_details_ .jpg
new file mode 100644
index 0000000000000000000000000000000000000000..70200a66eea3240d63a2d3f10d420e0be1a0e71d
GIT binary patch
literal 5387
zcmbW5cT^MGx5p=jBHhqLsuZcVASfLXLW#5#hy)M;6$nK_?@<JiNL9c~q(})6A|O%(
z1Pi@LZ;GN+=}Jdh^5VUBz292zulL@WH8X3?oO9-U*52nkdvE$D`UG$cZfIf%fIt8M
zVjKYd3!o1iWnp1uVLr;r%F4!el%12Gi<5(c^8_y+55JhOgt(ZnsOU+VvvMb;PD_i5
z%3o4AeIBZ!q9P%uuC1o5b@qaa@}EgSY;0_t9GpU2Ttdo{qLRx0=SF`IK#l_KKnEBk
z1ss8Zzz`6<8IWMClNt1P1O9EGBVZ<G7S^L|>>P{^RmXrMATam{6PTHqiHXrWobeuD
zf-v(+LiJeq5RR-;cz)%3$vH=*uatifK=!Z7TyXM<WMdaRE_6cpl&qY*f})D*#Y<}H
z8u|t>LnC7oI0|iLjk#unb-sD)wu`G9&ezXBATTI6<bG82gP4c0#K%ukQq!LPl}^gd
z%O@8U7Ey{{Ra910zpkmRYiw$6X>Duo=o}av8Xg(_^m%M@YI<h&$K3qF;@bMg=GOMk
z@7=vWTp$4a4;JJ457__Uf-ty_FfoCdSpRT=js!AJFocO&63W7>hhTNY^GPY+JIa40
zIj8&soAd?bs(_PEKf9oe%H*lFKWKlG{qMjc|6gSP4fY?dF@O^cVi*q$0d#@&6$w+%
z>pRQINrg-^`xt{THlO@Nb;ay^$Fd>MS#|3|Hd}j)H_Q4qv^uNB%Vc=6TBdH9TN`Cb
zfbHl&@6CKV5G6ZJ3n>X)K|rpD`PMu5d3Q-zPV`2WvK~}nEq?2t)txIUT^?{M+jl=c
z4mr$0PqIdq>dqApwnd)hIjBb1w<9b>{V2gd6#VsVqEXS}tTl8XYso_V$lrJScIOo&
z%N^`o_OYo^G_Jhr#0NUi2=*q-)(s@ayq2Tc5`W#3YcS1JBH5Y5+av1nsKwy<-{HP=
zK>Kk<gxI*QNgpORkqocLXikOsEXGe`jh-dO94Bn7rpo`m6>^yl7$-DH;`~_?a1sL3
zPtmyIi@~IWvkkiIt0|MK1;6P)S0ko~LP=ixvXx&`A-L%&Vub2!Yjpp$`y1~4+a%;`
zc#hJ@s2lhI=Q_mF?MADZ_VgQ6MQFuFKpY6YAN|%=Lk`x@=9M{G^58P@_geI)!U%qz
z>~2|5I>3I%GD2rqOgn-Dr@OHu7JB6_4?I00m4}F5T&UU+Ijv<gb!QcWkhd7in{Y|k
zie-%G+@XcA??Kys^6VGXth5chSzo3DV%EyOP836hEa>W_)_1;_OOM=mW|aEv9OLm4
zN1b`5qvCd6Cq+cQ>1rR->`0ASBQ5q8hPfv`))H;Zt}8%0A|R+_Q>E)zEw}44YI*zz
zPDw*OZhW053y~o6BejJ}xzi#qkK`kanT^$!>;`VHerva)^o63`B7-mMWT4~aTQ4o|
z)x0=WreA!_BN>OVN(;r0{1BxBZx#J&tF^*&`RKqAmf9br;k;56@~2Ei{}s!YS@r2`
z?_o7HwH^Zd>@&mu_*g+QHXgJzR)Da3;yNautgQI)&J$v3mEu5ru)cG_sb<P3*($!=
zI{6iI0Fo;F$gF!n7Mlu#!r-}-MNcMeIxv*IV}`H#^m^|#9q=0!yZ+7U#cdej;W{Bo
zCQ+=_=wQF&AUY&Fc14T2nH*xQ93CI+@_`oSfBew<$sVRIi1^-a!D~?`h~~Ii<`OH{
zk$z6UmkP6L{8Ik@Jh1Ac@F4$lG<Z#=QR#lR{tr8U*H{V}XNn-UB5Qo+&+`nV8lBMM
z!3K@L289fBjGK!{&PMadFPq(dlJ;=E>BgdyOpclTtBtzmEawbEjjCJrK@YwG1|YId
zK1MgV$j%;a(**jYunR+fGBPYB`gyKNxZRzs!zXHoJ2;yYAP(K{{b8G5Y<`9MtfZy)
z4h<d^S~Mwu*sjAo5(BaXqg7p7Bu(SObrliP_nRP_Q|U0BYhRph@mCYi>QTPg5~wvv
z;nzr?%h#e0)Rd!AjjEMMg?UNP#Ln7c#~j^QQU8~#+0DrddoD!3{gtA1A+q+fd%L5T
zW3-Q+-2Bkv-lFgMp+~2In$v$^5?YYT`OSm1NRG4)wZUOBrMsz7aS?ojpbubDCVoh`
zdtl4f6Un2&dO{4nC6Ld;bG>RKH6?dNo0H$8L-2*+zBkm8Y{~+t#wpgo*Dl6gUCZo3
zo$N;6t7x$^PhCQm7E|-kFB<it?)a;={M;@baM<$P)a|Sx?VZk>%x-Ud*BtEd;n%MC
z6dfp4CcyX3KlhUljl=X1Sl`WrKBCoh94gH>de{82uXj{(9$c5>EaMOlFLj$UZ}8w5
z@8}#cDT57f&JKClsPUeYH=cLzB@>PFU1yLl8uZGPxMH`<E55E?;FKoo+$tCRno!x7
z_Ypu7L0TgLg(20}g>HvSegXqo)kd-sTpC*fY9;Ne_Ne6|#~7B|?am8!6>l`dx@-0Z
z^8=E*czr*SZU}wQ4XqXU!XEbUQ0YvU+r&aqTSRUj8f1KpyFu~ISC_k7Hscx@`Ei#Q
zOwS-#WCmZFT~*JtP3Y!NsVqIyT&R%Wa#Cx+qZ41NypH?mj}Rf%3a@31AOqAE4O<^%
z7FjrZS6u#dODoX<x49x>9fPUjl{{j3zT?+*l+cNeB`nGQpw4sZtD%J$I#6K7c{PbD
zxR>!bc1aN|8v;R|Y-L85*ATad<qSox-AvS9z!-v$X<*uhEYiO}hw&0?`DXD}{I?6@
z_|?0uh2O~x?>&>Bw>Y;~@y8y-l}|ro6U%8<%~Nl8<Vg6Z?bD?V(_K0|g!Y}|hj_-G
z>UViwmO<mD1MOR^|2()~;*Wnq2fTJ!_$Ec{b{_f>D%-Z7;rCni-xCD<T*xY*#4t=d
zs%TOv&klBUBszU|*-Cc=pI9HR6g^bNH9qrrZq_tPe0V;amr27j(gebx+U2Q4>-D{E
z^JY%;CbzExDl%*pRXsZs#0*D13k>BY3Qf3FNr|!(19||}&m~(r3Hj3kIh?Q3xrY}J
zgXQKD=WuuQ6OcZ_4LChG|2sXS6nAwqDOB}6m_m;RDwr~7+7BJ-*{qyUxF`$U9DWnH
zjH?m2eQKKQh{)JNy4K%U#i?|$M~;VBy?>k9hA7OL>#)hZ6jjzzHCdHfA(~ORKRlkh
z(H(46my&M7)|u2a)?i^)bNnL0Jfv>J;S33NbthR-I4$J{s>LY2hRjm$zIex7s+HjL
z{b%;9o%!Cfe#D|4t=mUPV2_7$$ja5^?fhi3(KoHKi5+o`n18&zbGLVb4jd$U(}B?w
zy5w*{vk*HM+Tps~(S|<f7DM0Ps9rei{lp%o<@%0`?SR~)1FIq7rDivr&Pu(r#6y-E
z*B{W;V3z6wgwLG=lW+y~=4f4MV)M<ix(|9+;t=nt=DePof=op7KDRh!3sru+lim~5
zF;@6UXckQv)jWWz9)m!TZ70$!^Oj6i3-iCkYJKKeUAu;PDsxt`djNa)E;GRG#;I1K
zcjsQW$`|6=H`(QBtKH0xX;Iw69Bm7>TwYMCnY-*Gs>zkO^k-c1C=4fmmX#~jZgA|F
zVHByB_n1PYGLL|lkli*V6D9ma?zK=G!-zJHS*iTT{7U2}-wQM$DQ&V4Sk-Ix<%4tT
zp(c`EMLs&Io%#NKL7vt2^@MNOHT<`&OEdP`J%uXlJaFc)P5WiPhWnaU8()QIsYQgk
zhzGT}eJ>$u7d&^vNKi7gEj3Jn4kZ7S*qfHyEX$1#TUrexv;_X^+A^aJtv#P(+Iv}7
zAG%2#qArCYNo<Fo#dF_6H5dJ_I?tKuu??TIC~3~#gA_l|39+uu<2XwV5pq71vN$|C
ztPd%x$wT<a23I83BNbx!n|9*uA4@j{6yGv8DcOCZlP6b{r=Pk5F#GLs<!V3oNT?_N
zU=`>KikRMcY``N%?fvLPD|@~XK#r*ltgZC;AbP$?e5h>gjIDL=WQ%H&YS^3N-qbkK
zZI4*1xZqz{W%(1u$VB*9rgZ@7$xRjs{N*aKtH?_N;!}kuNsG~jerd?B;5OOPCP5_)
z&6r+zUuA8AepLcbgI)d#CF4=Q(IBzzA>K4vuT@>V%HO$N=tqqrdZ?Q#UdcfpsVcK4
zoJ)CKRN{F88dCC!eFG|>8_<2DN&_@BNYNx+AD-GW(ifrw{%;@Dp3cTDIsAOxH>yxM
z`pJ9XaNGiopNfzP4rIi2yW+Y3O1jkBfZuv_Kzc}GtJPw`!C<G1JWbeP7$bpak~c|W
zkR{VtjVWtuP1CT=MZfL9!Fl@*uU&i%rYW(F^Z|;=VT5fKw?o}0)LL5^LWN9sf;w2;
zFX@KM$>dNKwH*8I*_@5O>1exuKE&E{M)R7^H_cHGoXw||M)b^%>AIr3?R^)YSCSLi
zBoaS(kxMR3eX2NjE<SzU9FDKh6#D5*g37o=D$s8Ej6C%j%Pfwtuz-&y(A1Lv`0IwS
z9wk=!jxWxwB@f)j1!uh!pJfb^oQ&*-xSL0{BxSb6<W*pj1>A1e_{`Czi}=urfMvy;
z6>I7EaP@o`6%wgo)pOOEl)oigT}v8&Rj4%Y9?-L=6baH48F(2mSE7aQE!1DI^Os7G
zsYbXsC9i^JghvOQK%X0w9uKO9c@n3S`&0u3p)agECmtyKwvmI>@~22H_KM|cEiX37
zc_*_{Fr+uz8m;g2H&wevt<n5<cFcV0F<)0(F3xxF=Ed+HPIpEeV`%ull5KFzjN$qB
zX+}karMT>Yw~r#KHnluOrcvw49}cA5(%*krFfX#FPReX)%zQk&J+!FdvAqo14U`+g
zq?&NF{uI4Y$b>0v|BY%jB9QS}as&0X(K8%PhpU>xo9hQgr=~t$pObQy!NdDxlKCA+
zN`n1@o!822(ABwbuzBe<RqnwLrDvCM=W9#TY^^fc)#l1yP%3v%&WXg7cv0=eyvuIg
zwuH<KbqO8GH|WKsz-&5maUaXv{0ulkhVDXtSwMy;Vm=+s-9yz;xCdl3MNlKv`Nyl2
zH=@Ie*KlMw)trs!js205z@F+4B6{=ZxV^VF+fkcCqaP(1i4PCDlD=S#t2cOWINlw{
z+pV)l;M;K1WhQ8A7i}#x#e7X0dIC;CB{iKK+{2ui9KS|=boD{It{-X9+hk00G*N>)
zW7h$-@Un)CJubts|5~n&H2oTb!|ZryC$5)XxD|1~sd89@H!&wcZi=Dle^lJ^UlkX=
z+^f3r^zVI<^Y6Y;+bXk&6IkmA=8O7md~2F)<!eozBcr`xVW+TO%C&>C2F=70EfW<_
zks`%$Jt`-TMHLeAwb68{N(}nK%R(eqTev8N^>@%#>EfdN+@mi4c3rYBhUAXzh}zB5
z<_hsE7q)p^a5H62EngvdphW19LWbIl51N59dLFmRse|3N#1{E(H2usNDgC&a*RiEW
z*-qno(f|02sCdd6u4$~2I8B!Qx>e-QNw!ZJ`NB^JPIC|6D3KlOZl9%Gi*e2KgkR2Y
zx&66KqmfyN3?K)*1h_<fC;?jdfhW2bLk9zSupp+s{^JJ4KV#&Ly_y4bs=ogwAT&~+
ze<g$-@BH?oe#_z{cUA4={&eB@JOcQjjHcSp$upw8U9IVT?VY2QT!l8M=HYZ79Z;Ow
zu%{;V3to>lkx0dd+72`vkoPNg#kU-SzpiKBrvvNS`gFkVCM|Un|I0z`K>R;apJxGI
znP#HBTNi}v=Ua?WJJqOMBhMq;XXPw1Mc^>Qspr1k*HWCxR$=$Ahb^dSUO1tANfjLJ
z_`vS|SV2g1f}+4+Un8bA-M{c`pwZ}lRaT$!oRV#vIgS-bfcdq0o-zHp?9AWhfr5{u
zBvJhYz?VVA+YgXbr&z2Twz3}$gN|fFqo~JL3Q{S?1$?j`o1t2WPyxwTI6gMFXYO=?
zwCV+aPPa@mY;0V<uD_aZ96CHm4CngP>%vG~k>jkoXU?<CN5_hU<VxUifxK$!Q+Zqo
zMp$pHMBJVbGLF|+TB&pH`F!AakN*46-6^wzmtlj4V_Ijtk#5h=tk=!(gggz4NO}3v
zGGk>p+a|i0iZsiDt%lN!+6hZh3<ZeuO5Mn2MBoyV47cQEMBvam_V17Az;~LF;qeJc
zTy(ejuzh^kE0tu9VYlO|w-yDLtQT5yE7WI|1VkYt)F-4`sTnJE{xb8e78I9!nCw}D
zbC%^4i2&SjEo-i;l(=+0;phrvdC^~e$-T0dKjLK7DcBrbzjT&qeEgNxd|WiuAWo+B
z38G3VgIiHqXe7B%u2_9mlH2Y1#UKGG$}fwP^4%eSd4MS{+T3m*4KAx|<1AsYx(u#R
zl?B7cv&Oxonc`rIU=9kUQ0$J(-8#1r$ntIPk{nnjB9)T5^@7=xY};R9K^xd9@vgM1
zC27}ld11o}!K-OEW7;g!{1G!99SdV`V;<A`E;4@%YTJqCx2`w2qKbd|)cH%EY+95d
zZIJa)_T2tFnq_;C7U9H5g<JSB(V_xUg%@F`W($RCAJO&%_^x9aMU;;YJAJvt;TsEo
znS8y=$kck92|Im7x877wA4=)&&m&-V-YH+oqte-Gt8~}D>FzHU*Z29xGX9i|DUp=4
zzHrXYUs~W7{WLDihGuQDMGsMlXyeJWm)<E~>UD!rOj%=C#!94@TP=$*n5b~NE-^hS
z_aWBx-CX^jFYPoEW~UfSMZg03yX3Wh`kHZ_^HRUiN|?BksPT!=<w^&B70Z{Ir#V~^
zZV|0W$T$4Knf<+OcMv<p$m`EcAI#_09Y&pYY=0&)*Tg8h<Q*(b1>tG6x{OhjZHUrm
zgAh9d+w?q%RmH#TuISFz6aLC2>XdP$JWnd|<!)pu3fg*+U1fB*w%ZT$pP;lt1GGi8
Jkg@d7{{?ELTeAQF

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-173-#### Direc.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-173-#### Direc.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..b0ec2afd4c69e87b4e83f3821243ec4463bad718
GIT binary patch
literal 6227
zcmbVQc|25m|34EYvWK!xB5SyWB4bDlN<zq<C?UJiSVwk~NY-48eP<G~kDcT)W#4z%
zvW#^MW`4T2d++ny*YA(#dA{d-&Uu~J`7WRLXa9c5!{ljzQBzGr4FG`v0CaKz<S{@6
zID6&{)tS?0si>%^sn62Tve40<J4egTe4c@Yn*+?l&B4WWiC<js(&ejsTwFreg|Gf1
zDJ?Ax7L<eBkWvu8CN1@25)d^tHSIati*$4srFgk`rT*(iZUmUl0yv<B0(2QT#RQ^Y
z0+Cw*@Cl!%LBBWPX9Jz0pgets>MS+QxswhRjKC=n1;r^!iqoelDNlO)p8N+WnNBnF
zN-Cc@uVYDd*@Z>wWpw&kzFVbDth!$}`L8{84WOoByKs@6<BEWwkg$lfjO_Ira`Gy-
zRn=hX8k%|!^bHIj8W~$zKY42N%+}7$9q#c0;pr6^6dV#77LIxw6B`$wkoYbsBQq;I
zCpRy@;6qt?#mCC3>YC=3*0%PJPo1B8`}zk4hlWQ+XJ+T-7rrenEwA9Wws&^-_6Y~X
zAGkmO#UHRvo__%Q2QH=)T&E~0DJZFa-~yd`aY7VKl&5(m&oC?NP+7X1zby6gEX%Fv
z^wK73zH7RhtdCv4(y;MM&s@R(fc87G{|s2b|Ag!>V1MHp1!yTiC(5H>0-(UwtMH?j
z7rJVFUdqq0Z|L`A21bdJ0Uk22s#ifDKefBrFj$70l+mh9x~C<zzZZ2ZMFu(=i2cZC
zWS~#t$eRolKX{hyp{?+0Y81ND^~X@1<4iJew*kLFs?f=J^?oth`w&KYhn$-_wu6=<
zmlH@3GB8*m9cvb<@QMulm*a}Q#a$?*v8;~pLO1`IJOA&+z<*C=U^p7{wLwG&&b|u{
zzF>*t)BAr|D4LOW_}X?;@qc5aKw8IxYfIu^B%$#)D>`jrC#zoG-wXXyV(3xupYqWc
z(G+h<NoXjC{**;V-dELOw=&rMWd|}~aqieI5DqnN$lLiy1~9>-ic~*5@vB$|q!}fY
zrKF?E{S3%@N+X5Hxg*jJ(YAb$s`h3fYDS5TXNjKCX1t${ufah2H$%OdDbUK~CH)kA
zhhhee99%bPX$2WaH=Nh3=Yf*56CHU@Vq6x<Tr=Evla<@rOCzbhY6$f5LA7`2RRuQ$
z-A(UUMs@e2<ay`|3`^%87;4RGpIY_f5V%w5B8IUKbL}MTgI~KnY%{gaDv7jJZ5s){
zXT+_z%A}Q%_(~W)(lIO2_-IbVRa8DX^3#YO3iy(}rlTs~*)&rxVhjiiKTD&`h>y5`
z%1u>B`u>@a%-%5)_5yL>%wfl>;V#b)%R>+5f$RLr7pmdc&$H;LUOttPq{BG3!4r_Y
z&UdS0tAMs`xOC+iz+c)aCmpL>5dR41Q~)V)WBe6FYPy%Pb$3UUhDW{BNoeKC`ix6?
zsDe{@7XkW!QXfc8NmRz@h!D^o=*d02rM;*zYvu=~UwS+F3!U%*ugcLqFF$TFK=Y1o
zGV`9au-UKIlPW?I7~c}NIN=b54hpF9WPveauEo&xK*yeKY&$AB7W^w9x|jmftsQXU
zS=oD$WTQ~VliKn{-!v&y1JWb>l)0g%T(L6hb9JaaWxVi(H_rMmNssGZ%?h@FY`AI$
z1DRwS*{UkI5|531>uY`GT}aIM$=n(5ApPi)s~X1(WtA6qEmSO25lE9#{Fyk`<JeSd
zDOyIa{Pirap%jx*%O^PQmpvDQzxl+g35)h&MG<uFqPVqU*{ilgV&P0M#!tvSy|Jk%
z&F!m(*_uUmP4{kcF~53M#*8x6H3;(O=R#G}j<xsghps+YR=yM<j{<r#GEv%+*QV+<
zluong{7xJkQFok(1dCOpd7t)jncsEvBRc5q=8ARYSLvw2M88K=`t^s2nrhT<%F~3P
zgn(k?xiMc%>!=UEHTyu=9+lvMfvWrDDXmHI^2IbaG7y<$@1`lTd$|thpki)>*S>FC
z;cdd`r+#@7c6b-rNV7{RGp8u4fvI!xWYMXM)Vy2}5fjWU^tOK&zgA#iX7su5t!#8a
zMw#R^Af@Fo3T-)96cxx7e3RmnwGh?6!@9(w7MimxbULMg&s|*Y;jz{ed6eK4u8&0n
z3mFQvcQ)DT^Mftz_YgSzI5#@iqPJeJF_pD$Gj{9Faqc32SGZWSCG~e#Z5>?;0vh&p
zOF|;kklRYHnhfxoPVBeU-jJ&CL-V(~dnR5w3ej@WhZp2tET)^_lA$WBg_v&&6k3VJ
zeYce<@2Z&N3lNp<Ys9jJ-gFlgz#Z*GAxXhW%><`8INo7kB4tOi1%8qFc4<t=y-<v^
z%fX?+Q0qH*3TF$S!56`;q>*js5E<W32;8Ne8%NX_f&2OQ3ewPGq*+1T7}L%R7Bd?`
zjy=|2o;S5aJ+h%YTn1{nn|GRrKDFc4449dkBDGf0nKlQgZ87K^4CTOoX6}1}x_n_<
zIl9foJa@X`l@~0$gztS##4<5(Gi)vP4N=tV5Ik5=LEA!KJtr^}(=hE?t(TzkS;1)Y
zmHFnluG!d}PN{PI+tW9{czu8$soCSgn%aD;)L=5xXm+2|XA)sy<yE&mwmLtq@N@B{
zMnFJIzW7x$IX}Bq4c)>9H5+-40Uj0FR8#*wh~4hffhDkym0)z6cL;xZZ26C%ApR_k
zjt-VxdF&&xTR@dh960{@QMBEEY}@6!;>c>ShFu}a*yW9LefG^~R8?iU4>A*c$(8%6
zXwz#0Ojs^)rcE}?MqF?DV64GbnCGYg>t=zR{j@SQqtEK$5c&$v8l|FQ^ufra#TU}*
zoY5_OdWx%(r^1(`?r>JIFwbbB#hx-p)HY*W)A`|iz_kNExE`#*xX2cks<|h<i@dO0
zqw%ceIAa>wb)(1G7iTvEx8SfFjh{DqT`rjAob0mhm9(hQ*?r~7=O`YmVugc*wOnFM
zOt&mbI9aVSq$0l#GJ6hkkJ*jV|2?=hHv}Bk?fWcX$oT7L*(>FBf#|*H4gv>Z5F1Ij
zhT+z3hFV5%%c2G20*5RYv`IlwnyqVI*K-Ow+?~`++ES@!#dyppS}%;6j!ZaQyToth
z{2j>@NEmdLgVAOM$WeM=%nA7PvohXvj#ogAbH8*&ZRDyD0;33Yo&fs|jLJEaF`d`<
zzUdlxC{_@>i@RqTD3&Yt`74@KxFV3@v2nP$hye`8NC$E{#g1A@<oUcG46fTqdZe!%
zYJ59M@TGL2Tx`*#Vd9F~*{gS~HhV-Yz;@I*i1WtPZcP=>5+=~|;6lSs<=E=OhHrfv
z@(C^ZTav4K#vi#bd3jp$=fe$GE$m#9Sae`^fKXP3zcl=>=rSpj`Bxqc8j^B^$P@MA
z7y8F5A6y{=#wRy&)Ozoz;PM?w!Tc<xSo(59?P*`YK56z{jBNb0hPc=D43gl^nIuCG
zitJ5^zyZD}!+yRlbkd{%H`P<V6QvH=6BkN?A3KWEFDk$o6;6DcW}vnzq`k)^JdyvG
z^rwpchC!>uapHRZmGO~t$!aOl-ZY~I0UzY!R5j%tz2R}q6UHshXx9hy4Y#hDzGz*Q
zxUN}VN0DePG^GYUb{Z^KIEUQB(J5tr*qd*i3f2CC8p6|~kMm~^yOgBX*oB~@Tv7eH
z@db;;GHdTid7E~^>P?q=4Fqw)KjN+ztjWQ2n9yDHE-aGBoQT6q{KhcPxsADAY(Y0g
z2A&Xp)vE72#TomQua6I!V=uCEoGqtPBSPPMmnbodjg_$oeeoM0Wh^zG3!b<EB`nL#
zgK3UfNCNm%<`Xb7z}zLsz{?j7&eKNft?gnmB$zq7WoLUFt*XK^AKeVO2<=J#vQr2-
ze<$!>X&B7uY;)xNKL5S|)-GQ5p^rko*w~lVIL^=CN4Xg6@Zd<SkQy77^JC1_BEg!b
zC6_JXqt2tk-a4DvRc$JQ-<{<V<C&Lt5N^Lkktp&pv2d|lix2u8B}x{gOz$nsTa736
z2{u)0kKvwF=BF5$Oo-?ugy?N(W!`A>mHf^2aeTgSfwt4<sPfJ=r3=prEbL-NQNTpM
zmkDyH`NRwsO*YWQ?#4e;l<BJP_8(~}_DAJVkDkG%eoSRE2}sj`^T|OrZ-76M;B%}S
zJk;=*rW#xGuW$U)Uppv!H&#kw1<WfdLo+LHDOV?oS{<g@9L&}Q)F;d;ChkviZD;7>
z>`0arhgD6a&`k`7bfJ$b&aIN*l7Ci4u819LG~^n1Jabar;ug$vLQw~Y+I4T6N$08}
zc?4-8cyqkf3)Z#d>%Sy-h@7!#54%~&^U=aEiJl>SZc?%r`oRb0#v#rddr<1q&S1GC
z2M%`IT_r)kLd$owE1IjT$`7hm^r}b|^Zbtn9gI@_L=wvKhLnY}X*3$Sl9t`IDeO6#
z47dEcL1ZAljMh&jKR-4W{`8kz;aXMGZvpW)fVbW>I~G(vQnds8k^6=W_D>a`L}k52
z;xE@~(;>j>Uo?N?JJcFp?1{AjuSW(R4B0YauAPsxHAYXq=xy9uz5g{Z_`W>orG5n&
zIKNC{>oq5lOhK(K6x*7U{>WtgU)?1lo3U<$Oive=xiw988&AGU7cR|?AhWb-KY_YB
z0j9?yqb6c1Op2=M3A0nID?H)@qr`*F%!LqE=+!$*(EN>uEIJli7u%`TL^^rgUJRVL
zz=KN}Cw0ULQDpv8*P(xuBmdO3-i*hGw?^7o>cejZwjWdO>h=3kq1)?9iiW35ZHJ=G
zj6Yi?$&MF^%!nI0E25%RgbjcIIjVZkhA=<QgBVDA)a5j*7$@FF@H%?QK7DiX^>>+1
zZ-pnsFg4Q8or{nof(P)D=)w%mYp~nQNo5KGbIo3B`Mf(LxEk>pq9J^m8nd=`rEkN*
zCY<l)tS95kz<##_5`0YN_CS<`XwA*{{VW1m?|9=OS=TQ`Frl^&6nTs~^SdQRvrG(J
zb+1??GTcpC8_n!cFmSWU+uT_hOEGT~6K(Ojm#AVglA8!!$UN#kNJR&`>u`LlaALM4
zo};X@Rp_mamr;2OjdQ8VZ7n=#f#u%%n1`60x<&^4OXOp-WuKTZg{H4#s(Ffii<XIy
z1~d}RB|I#-fDO#Y+`xm|Zq_yqCUI1h!vb$2i=1-zk?7t!;>zAPqLoblmKN_yPixY^
zreEaf6zZyj>^JBy3JvQLf=5se-k>1JvK{Vni4@%8synRDm;-`+ZADvRe!KFuS@=Sj
zPK<>tf`lwb>>I~iiYosQ0I4Fy?Yw_?DLC7$g6YorrPDs?`4gOL2J7E<Q*C0l`3Elw
z8E4I3Y_pEmMG0ZlXJ~{n{Qo3*$j>661dcr*4ypc?7<wwFpvJD_)$3PSbkzM%j0L3J
z_I#L7X4)4khD{f5I%4*j+wBo$L)n%~j}Cv&B*Ya9wY1p?R!2n5KZ}{YS3(9nCcBZ-
zbY!5-kW-cGw+iEok(BrpJcX{ArXY6Y3I_I?kshMFi!u06RasLRIXf~i8|_+D-{!Mn
zCJ}sO<~DN>^qh9^t{<YTZ^D<3IwjHcdD?*;gu!gkofFJxbey`S2pf+^SSzLt#oI&a
zcT;55?4P|}tD09(`PNahdsJp#nr$~|TwgG5bngT23TQz)ox4znPMCYZd1tl6YH?MY
zdbP4F%(Azn@_a<y6D49yn>X~O4<|VI`=rsxlYT)!eJ+Dx9kW{!PN!&}cXchRsw(br
zh|KtU2SC&8>ZBt7P+iw&s5%tSU}nbIG^A{C;eyq7Jni<j?;L@a^cd>_vCqfjQ0P`-
zCt_bLmR+4?pL_Tay(Ah}m`#7%v#OvV`%ZBHN~oCL`KLqvbV~Vu55WI$%G6mMRhF<n
z75L{{Y}oEal38PF&#byNcmFPtIOLFXq~B1flrX4cI!E|g_rb4@>8KEwmo}JU+ea{3
z(e*J0F~ntZ6XxI@U?QDM4H<~2Kr(SBxKUP8T|SF_aO8{RSX|1smYWsPGQLaQ&7yO+
zRVV`m{3|W({yfpB9z0xJHDgQvW6wDxKjrhIq+G1}Jy)QF(oX${L?89%hTT5J3F}w!
z)s9=NVfBQ!KeCaWqv<{~N^}Vsgk{^D%--A^-GA`)yQ7VLIAfQz$Zvi=LY+tXj6Qf(
zZ{*7(id;<V6pM1f!xqI~bJm$Uq|PYUt*ZofoTYPE!7^{|Sg<QVb77eevttL(Yw(|=
z3Gx8FS6@f4fVPWSmw9-5rB{)WUu^G>DD$L_zAkz?a-ULUOiHqkN}!&3zuBBeJA(K$
zsYVPn+?iE}apX0Nm>G8D%R!_uBrjo<@Dxj_?1VNiNB6|sUWeRoolG8YthfNgiko?H
z7P6VDkifCurh}007AvL<PPa$we{710><4XYv96P-6dCXxQQ}E`Eo>k67?=GyZPRbj
zraDbE&fU1=$2#vP^nsDkU>?#tTwGs&v{K07Q<@g-&*cu#0IeDIxigD_b&wncJ(81<
z+HclQQFp&;yZ|)@>-tjqND0R+YOic@>gZuv!~4*d<!lS3m(jEO2EgV;)^=yFfSV*G
zu%eFn;pVSRNs@gP1es&0&nvSn_YoXMvvlPm5!0!G`FZZp&>FvY_?(mTC~V(Mb#G4T
z+x1?#Oj`d7%Ki-SE1`Wn<)9fBgT;vAv@(27nS%qfDy89DewVc7f{+`40XJ}R^6+ou
zZv4Z-*Bb__zx^;G`X5GAd*XJUClRU7I}Xx{@!ZVGAi};AM`JxF?7d=WUyQkig0m4a
zMrOD0&tE6jCL71Z0B^o4EUqtd+cNuV&3V^qaW*H#7uzYJAKD{cM9obEk%2GQ9!`q(
zueqaNV_B=};vNSVWrfuypBAg5CGj(~W8D)T^a}>_CK11>XI{!sDAHG7_Sa_VDqO8y
zG_0*jo$0qUwmtU-BA3RHE)x|Zk4?u1jJ1C0el9&w9k9@eO!oA4t?G~)BMuA=h`|{~
z=?6J&4b;kdQ`t3>{SU;V@+b{)rG(s8#?f=?6~)S8jg8@srs5FEBwS@(O*tC(u_~Uu
zn#bBvzj~hq^xc9H%R-3K$19d$#(ssCDn8}R=KWYei;uE0=AkA7F&;x?V7&GO(`iI4
zBG3qK?Q4D<7jpKxxH33JnJ3$qF4I`m(>WfO@};PVak0ekMjC_uaVi;@e?9<R?H~g-
z#u$cH%jqdbM4z_&T|=}(e~J1FpGO;(As6K=oQgezi+3kpC6v`9O$<LOmtx`fa=G8h
z*Dcz`SN3VX>>5|RV7`FAqW|X2F~r7nTSqW&O{AFS1cy|Sm(StX(jg}$?b3V_JA!#*
zX3nl=BV63U;f?Zw{|84J|M^m=KVXQ9uYAF#SF~5wMcK7)9sc?Kk*Z0*%&~=msut`)
zU9J97Sx*nuv=-ovdAX}xM7TanpXXmNK5nMzzo{hYLYQOiJ-RmJaAYyl4SkRtGT^>6
z+4FRxrw>hF)Q8@;Ul^9*9DB$gFu64=WPOP55EZGsI8T9N`B)RT8$t$3CrwS9+BXCY
zw1$_Hd7e>NbRf4BSEqK5B}hT`skvQOV?OnMUgM8&?djl0>)OTwC-L@Q2}B<GKVjrS
AGXMYp

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-174-LangChain and Multion API Example.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-174-LangChain and Multion API Example.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..60aa41ce853f0434295330e6f003c0ffc2c377b2
GIT binary patch
literal 65376
zcmeFZ1ymhfwl2DHcL@Y{cY-^CjfCJX!QEX#kRV~>9tiI4t|7R)ySrPEz}@`$yZi4x
zecn6wjXU0Z=Z?E!E#|12YtH#iS+%NGZJy_z*8u1;lG2g@2nYZG0{jDbUId5(;9+6m
zU}50l;NTDt;1Q9rQIL_4knu6G(6EVKlMoZVCL|=KWTqh{XQUt`q~)e#WM$*z<Rqct
z735(TVCLXte-Q$KfPjFEgp7xRg2zrqNXGs@{dxWlz<`I$fzE@1AO}EVKtN$YJa+*|
zz;?nw{P6+&`GJ6hf`);GgGWF_0yEU210W%wpdg{4U|^u3!Q9^9^8jcJ7)&xYQCKWR
z12}RAY<9osOn3^h$_^Z*@iR&eLq~rEMBG<+_^+v`X=v%_Ip1(`^YHSCzm<>#N=eHo
ztEj4}YiMd28Jn1znOj&oIlH*JxqEni4hRei{t^O;iH(a-Nc@_VoRyuEo0nfuSX5PA
zQ(ITx(Ae~&v#YzOx37O-VsdJFW_E6VVSQtBYkOyRZ~x%@;_~YH=Jw~^{R=J#0Mu_-
z;QlwTf5C+T#svut4FwJNf(ruD4cwqGpkc_^U@=7%;S3zG$l3kivBjb@D?1P<IF!zC
z3?0W2aVa_1sm@=Z{ekSi2F(Be5wgDn`v<NC05TK=ICxMP0AawHrHmt)QQEX4e~6)O
zK?kq`r`U)#nE`k_D||UM;oY?R<e99qW;Vtkeq8@@<k#PhjH^E_J3Rvg<w$Iro&jlj
z5%#o7YQc+T?YqTF-c5&3p0$ME6|>5JlO(n;Jf%QZ5U1*Cy{^xwTK4hmhs)`L9msGT
zuixZ@%k1N|C9iL`gx+sbXxRlUUkfaFT)pi#9r=6gSH%B2F(23dgKi#d^WxP%?fAn?
z#Sxg-^tZpso5S+EgDEFJ8Bp_Y@=pkBN?B#U{y_6L2sM!LIBtKn_|q7oit6eghUNY?
zTrlH5s5%DxE38QKf7Sjg3o;z?UmR8=qS%*hfBi3pAERTtp=oiWDc(*0lQ(btX-|l=
zFTn#yQvcbBk><Gng;W2kMkKqzbG*Uxw-VDoLN;G;^BF9u#ulvSPxfKpiw~=nZhRG&
z1kINOE&uRoH8^<=pS<1(TQXq#fthprz((o5IOx_>Xw?lI*_HHKB<w0d;I1UF;PGI;
zt(nNo0l0Y5zS}&0EY{5!sdzUYeIU%&eDhF#cXH+3cKYPiN<77=^dboVMSZ(nGdQbG
z!RpV`1@~?;4HLkE_I~T}{;lUFgH|Ffap{abBS%ufP}=L4eMa5DP<$?zUxwtZA4;wt
zsy(g#!RhDi>iO=<O9hwS_61_C-EY1Jm$^fZOJJSozp#VTG5yZ=%FFm~{MM_w5!J0E
zb}!j}`cM3S0FL~ve37(L+5Y+^tUk7XA~<;lyugmqDE#elu$j+*7dvnNu(OX*<+p2B
z7k_i!JhX#-;-$i#w|+poBq*W%;Jx|}$3|NE{yRDQ55_QZol{Df98;>Je^s#WWeoFI
zf4|87)8F$DvJ_LFoL}5m_Un%jko@WOI+1@9iNE3aM_f<;+2a3H(e!_+s21`iuKVoZ
zOi^$9ojHHZ18&(1en5)Z>wlA3k(MyzFJrjTv|4|=>UT1-Si%r>&V+Z){846JZ+;i`
zFt8Rf;*UJ|bDl~5L%!*Y{NHi<J#YM(=!(bxzApYb{S{y4k)tUu5!x*!W7TKC%LMWF
z67p5(%O)>>nOOc|Lk(n*1U`<>%hWPo@KPr?mf(qmowl#|8Suxn^>_7v%xFo855HM{
zPm;-z=DvS9=&a6NEfWo7sBT1rBQn4Ff_wye2U>mL%G^#8TDGg;T1uM5zbd*#@wP4)
zwl9l}dd-c@&hH>S1w}y~1{#-b?x$3dPN^n@II!Fgx|4=|n!}jFpGoAw<Ha^s>+W4V
z-o*SC=uBg~x5PTSuE4atSfLu<PXllO^58!NmqJHsEo<9I<YFN8y$v{qH`Upl#3A}|
zfIIF{>KKt(7fa|@;e8I|!E3zDh5mgpaQj6+E~h?l+3vA@yqw18IerZ2?aLW`Q%W|q
z9w18=uaIJVb2Y4z0Q~mL$o7^Z*)n5bN}&@DTdi1uGWdj~)Yjc|1gW_2-2f$9o*Kua
zWF;A#!S~TOjCPFgiMfmo#tKPi1?r(PW=cw9-^oS;>eD}Qu{bEW+YT(8Y$)49VMAFG
zU&jj$5BI}*7)M2Xi?E0m7;A7(8V`2qE5sQI?rL($tzjEQWVF?WQ4a%!c4~Q-P7Ylb
zxV|$$yDZVnZ)otIl%@>+l_f{XA#eMz?iT(_C0c~q&ONzjW=fn9zOp%mJ>uzlL}gOe
z$^K#2g3?ZHCwp#nne$GgG0~w$xsLl*j)34HFP#C^m<#0E^R%CB<l{U((3ymim0H=}
zWd6eISg|8+o^Ne;lFS8WCoJKOTA*754+;<eH3|HGWuT>O16U==L;gk1!b(tXvF)q2
zABwWIVEY!p_5tFQj$e$czm)?}VK-}oEi3&sDS{xuJOjpK<>NdC`48rjzt9@cS&87&
z<1d0L{=q)3j|tKROOON)&;JXZ_5B~xW&T1-_{z|^f|V11HGlnwm@!DD*REg@IWIOs
zOn2vNt?I!g8AT(0PeOIfHr!gnh%79EoRq&%!~KH)dPN#}#h}lG28xJZjhbY<olmZG
z&xanc-(KZ>>#t^>Ks%m=#QKdYJ_0W~jgH(OiNDu^F$Nn$2Ebu^2_SSE-PUki(HjN$
zOXrve2`L||-n3_Cphir}Rx~E_e$1VxRIHY0NzF;Y<h>cC4zY3mIV15=ju2yLyf7{-
zYK?a7{`D?beP*^*T8}UD0as<|#5aw|g!5v3%noV7u$eeMo8TMzVRHU=Mvf<F_w~@e
zY*BprSEm|hD|*`0eP+pTMqIPeITTxBWsWX5n(Nh!V$7j3ys7&}%`1D7qGH)S<}dnm
zjvjsP=W`n>CYiz_^w9#od|43VN-!j7^YohKy)?_rxobrMI9Ki`yL8V-@H+$~Z35nX
zvPX}OU5sAH#+^A6r(<KP?zeR7ZFgNw0eA?-f5xsBd)P3Q?7$~}RAzk&^5wqvW*@+Q
zTN&Qc$vn4IkIBq;;rWYAzP{4mO7Pg$)+AyYF*7dmYb9K(Qx5Nu#UW*11ZV`~ywQu$
zIRj;9;%f6vzhXd*%|&@q>VS%Y=#3F5@@T<5P}NX1N-O8d?(3(U_2{t8#$$~iR(?<-
z_yN{#I7FkZz}gqPUtgC1bVu|xj4!{3$H@Iq5bf`^?2lj)=*g2UoIW4;A`1BBrm94E
z4f{uK;;z-#B`OEuZLeZgz~mALwW8P&;f@ZOYU>{{r9PIk7A)aGtWxYJZ`ajl=I6vp
zmSLodm(6q>@NHgYpoA`3xpN+-(|Xu75skz3DTy0<-IVYt5#DgxfXe{zk7V@yM;>SV
zCDkElb6-;Oe?7Csf1#lMT14;vlOl@$OF@PHrMhwdVmaeq>iFm{^j}Q)7jx9EBJYqE
zo&mF>j|XMoy37@4RAP)iQCE%vTI%c2JW-)N13u8)DakzpNZo}GtDgZ>xlhwmT-KMc
zOS{BMn?kMh2q(6-s%oZ7uQCt;B=G>M$j1Pi_QRrQ0Gry0b=>khx#fzxMgQK}ea!<R
z4fYdcR8gX$-J8^NUgn&KuKari=v(wJ&Y~gNiQGg+l$+c4YTo&epG2Ply07l0VwZJw
z3Z%8^QC$NOIesGg!YRQ+WAu^xa%KyktB^ed^2>iE$H?Eo=ztM?f0E4B)mD&1ro8hT
zIc0LX+sJBYZElPljIU}Of%J<#u;<M{45|l_)b(`{r5heT0{}R|;52<_*2w0eXWgd9
zR_)LYusk5^4)_)(DZhNzt>`D<(9gqjgA)=#4@_9!gujsK<D)b3d$-^)HlZ(0de@Ff
zXAI4~F5%p(|2i1)Q%$2#&D2Bw;rkM*23YUC<x{N%*LXS)v*zl!4nii<CB$NM9_Xoi
z;|102wICZV_^4u{6(<&+%^3F_SX}v1S{nPU>rxb>cdxC_?;IJUhMG6Y{75}9c}6Fy
zdsj%b01a=DYVXuGMBwzzpT=9C0qIG?r$r^7&WjfWYuu8%OIyBwT@k^93JaU=QJQC`
z!prr-@G)QU868T$ohDh}PQSdQ`E{+EdK-8g^W#L^2%AdeB9+?oiFxfo{gn}-ypJ8y
zR`x*AoL~r!vQy9z$Tn5tB-5wHPIz}m{^20<m|^tpF81lZ%<qweYI^vrGD##zT8$@3
zCkAWU_xqmbw6p*Ny=Icy&GN3cYBSdXfqmHR2-{E7>YEkQwtiRk_WvNMG)aJrkLd^1
zc1xn`BJ|8*v*Rm$KtG;9bc#xy9)A7nB`&7}uF1z^!t<V?QUVy7hAm?k;y5p}CBc{@
z{bzuM-ru09|Awa3ein{TU3bBf5wo&6w8);Ff-Ml<uq01W?^*Yef{|R?jjg4Ws;Qe<
zQv?$eRweA0=$2um%?@$5EAKPlnBX_O><7uqr%%SufVQHO!b~E*aa+s_q=J?mzXj4x
z>(42Uu%EI)rlFamr2<dNB@W-eZ8?_A;eTKE;C!(w`AF?)yagPYLU3e+{{Z~q;h;{t
zBeB@S!R98^d*-KyG$qWJu)CBSsCu0#)}MM_sm$7Q%ovXi3rhanB%}hVb3G0t9La*s
zC&c}(9Dm3-0J}f-?`9R-w2+c(Cd(O)3q-Pv5D><#-g=_?pvH}_<5R3K*Ai$OGKUwe
zHk{Z)Yy!^vw#JXs?Qdi&!+&LaJOhN;eO6Weo)gYU>-c6tD>z;1q)P+|log8jfHhS4
ze4NArb7c$9($<`zDulW!Rv5?pDPrK*Sh3Lh(X3(qP5AEPWB)V2Tk-EARhwA?AsSt|
z>t>=`Hy1hy5)5^W!u%%F@`{85Pd1@jq8Y8QtN3H=gE(sA9=6a%BCQ{St98Rx|D(@~
zO<HKj`WDL#;xkxlyQJ{ga{>U4k{k(8=Q*<<d5Pi@FEv)g1-N42x5M3R!`R3irSSKs
zlx{{Fyr|}Sf4lyrD1N&h?6&g#Wby+()$1R9E8dMT=+2+med4Jrv&!O4Ovs{YCZTr9
zjRhTknx@xzcZ0D-{yS`Lov*ResLzQKBC(6Hbo%Ru45G5}X;%GoXS?JBqJMIWhpN_0
zCGW7X0_g`b-^)9I$~@dqrEUbaJ}fsP&SK)wKx3&$^9rPo<bG(&U%j7_o5`)aeGSrv
zl`nkU>%SIGrNRzk{s#?c6w1HMrkQ$jj#Gf#x=$YoOIN;|P!vImJ@DaU_m<z4mH_<!
znmy+Q6Se}x-|UsZ{%;TIzfU-{+K47&6{g|R;N~+wuv^F80xR%^MMdyE{!A*DB@eaJ
zJnbc+MDr%+m<+^{?y*GDcDXK>JEv$rou20WaBj6^XdQ`WXOWcD;OO*^3b3x=+}wXj
zJgqchbKyFJ2<PRUbSBiXMf?Vo&mA45+TlQP?cxVb&T7U;Msq63i_t;fE{I7Q8W3Rn
z0z6C-JpN!L*RoD4b-9SmILItq`apzIrHRmjx!!^hgpd50et8cv;zbKL$tlT5lb5&J
zc1^gNVFf;!`45un{J{j?W6gy@kGdwC4i(H{q*o>i&0iehpcZ`DtNxU~Zxo&vPw~#y
z$QJ=By|8d=vMgIW!B|I|Rny141#5p)kl)mo;iZ^j!NoK+%N48HS2<LKAFX3!zl0Ip
z_XdTUnsZ!qkGAZ~5$pTlL#58AHsRaAx2b3|IpO{?VV<zCmHN(k9@;uH<m`>2(3uK#
zKzW(&$*XUvqUW#If$FyYHDweLx=Pv)x`r#bu8jGN_)b?i<9oM4E@k~JF()R%9RBi?
z1vrzRvtLj1npF;m7SpTTWt9yH%8E8V4b@_>^VX{&!$EKDf_8qye<aSBEw`GzxlK2U
z5oSWvDjKfjDzKLpgz=C#%t;O_CFXj?(>qh!V~{CBSBf8mgvB?jv?uAAoHlS=Vwc$@
zfjrKtk0!1_oCjLtUufHv_1@H8T%=<P!{{M|Xq4{Tdc8}Ql+h4j+_R<MDU`AEP5Ql(
z<I-2<Fd=Mbi%mHhp1zCYq)Re&TF2(gX2Q+JBB&3o%qMR>tQ0N6+b@QUNFs3(MM|bH
z^4aEefBt}-q=}fPdNBDRNvs|YF@WyW;JC~`qmxF{>=l^GWWDjtBYK&<Bl-&k&7~j%
zZX&iLX=9<m20^P3C5SU*;{z*>%R|R`l*6cja{tD#q;$YHn^_brT9xm_ngh4DB{FRC
z@o*fR2Gf{Q#54D=V&?O#!Ye8yF)<=?h}qKUhua!$^5C9^YNFLl=Gk@nh;%(8e9@gw
zHEQA<udu8aBfHhl<QOY}Hu&+uUyIQ@3-IQA=6gSAshq1`xk^qO)GrvAbKCG@)VULG
zw&xm5j1PdCIn8F7PlRS$fKM?-EP?ygc??oN+r&*j4)S}H$!+Q+BnT9x7Qv3EW#fz}
zMp!iDQBhlWZj`>q#~B2Y{o0G-b0Ce{_Pb9m6{=>u<jk9yA}Yed_%)o*3n%D(C={lo
zD6-}3bCxK5gZEiWd)S#dr;&-%D_+xotz1x&zNL+fWqrP8ZKCB?IVnH7GNL80*U&>)
zrYjrUF>`5Bh^&oc`TaYu6Qwt?NRbUH<p)_gQy*pB3OWSj?5yA$qGb8SiD%-%Hfhd}
zHL-&tROC6BH4o}tkwV>&9y+L{Mk(^w<yxl7%Ey&9<T`Xy93nKfre$ci4-jJKS9JDo
zqjl#;&UD^(WJjYSCeNS4g+EGcd~+|o4wpV5`{G|2h}d{diYn)HrRV@^clWlWe&{_^
zDhIDjEh1@nvB$pb6$)e@0^?8L!Go!CPl58A0!Ti3d4`op+WRqRXO%SdR$|5Le0_?n
zoQud(V)a(i7pi?Bhi&s`0Ysc~OS`8)yC=W~`;=uRl4Zr0K!ShpHhb_k19trV#jic^
zFGS6MU#2>*@#_CFCgH)`ocU3$|8IQ3cs~YZp6_8c6Zt|}?!*`L=UOVPbY-Sdq!3@L
z4+_<Q&-wC6J&NZ_U@Q0LH8!g&R}3s-`@cVPGjn@C?dRosJ6o;O2e8nngvuC}*iP3H
zs6L>Dn7M2%9a2XKKW}hIS8&orJkTRf(6-2_NZ=hhr966n-9hNkvqq5e31`H^_%?e$
zs0JdlTu*!TAl$(&h#4aKhc%`!uT5)FS-Q&&!B6J8(~EDeOPg=d61*jd6`#%?3!oeY
zKgdK(9Lzf}h9^?V?(9Z?P7~4^owCbn)^^Vb%nE|0%}jUTrM$2gw9HR@n%xJ!bRx)E
z>D$kM+Iz)6dIcyp3E{zKfYnv@AAM#>G_gNOoj?jdtBJe@FJ$bO#njZ^r<#L~6Np$P
zafdfGSyINdoegh@@H4qm$CBkGwbNDG8s%b^_*wF03fkQjMIJg2Rp|ykU|}2J9fim%
z13l5S=n=Wg1Q;BwY<5QZNX63Z7v{pa#ZwHLE<vCVD8qIhD5c$97L1_LT9vj}m3N{e
zUdpEDIMY)iI-NEYsm)t#7Z09L&w!b3`kx8lTNg-=x9t6u*@lO=(d_}7703G`n9}Qs
z{+fZ^TME6edphO`cF-mxvd{CM0Y4a677~_O^gUp{*GB>D!#o{<!htF+v$o~3ccGZU
z8ncKE-`{_IJn$mH7=<lhF2m+~GqEI9z$%Tue>VnQ*G3YO59C%{)+XWNVl%dJku;bs
z*gVhU4r1P%?CzBDm#396A`PPhyYFOoAw!6)smqY3bVJ3=Cc4*m=zAf}D(p9|b{D~9
z?Iy9I0*Xt};{#As1a;aOI1!CBQa0@88wN)qfXUjqXIUGcqh2spXxz9R6?;(um3ei4
zmA_*3iaWu|TnR4|t);}uR~v8i8BmO)%WNF6ydG)E7`&^`Yp^GuUkgx&zAYD<d}J{Z
zObuu^0KJW&ve4bppBJ=;!`W?R$ge(cJx+~N`>_CvL95WqyHS(3k=|mUDOc{?IdwcS
zs+0`PD`6`boNJyJLNxW-10;?m2PI8mV>W^p0l+WuDh^>jp-dCwZlv6(VXA#-)=;9t
z5U|1sHY$ga9_8UZR9I*Ws%QeetNF+|&iP~K9uJpJiFByM4Husf;&CsyQwd**KXi_1
zE5S7gN59uY+25TI`F>iq)b->{ICcARg0h`{Gaip5h(TWd{H=W~)smwuY08K%IS%x7
zhe3S*RgR*VF51z}`U#7EkUFYi$OU&Gr5VrnenQhy%h%BKB{yz#ZT#*#F|Z>d){st<
zh5ITa?T%w#w}Mv0xbGYV^lJ=4D4~8Phgl_B3B*GBZTacbko<tBIKPtsSOC{OFs)qK
zDbHKdv<uZEq04}jPGcAJ<u_0Ss&Tqqre02t6$VubW&)e|8|gHl(;V8jYI|z(obm59
z&%@HZQIzCNw*;)kK1LCIN>$huj->Xb*A}Om9#T6;?q`5e@Rt5wI{!%LfE-P;V93A4
z2H7|G@SPn_(CKiZAa^ARs$^!S-hz*4yfK9kV=}zvPC(p=@sK;#wu<4^K=1UIp3M_}
z1?rGjoiU+zjN1)w6R2Pn3Px)q&mOZ2P8aebf5hTHhLn?njO=H|i(&awAeNj7Z;J*u
zwAU$GLZM4Z70H|*x;@!?J*5SJK2%F?OxqsOO9b&h&Rd=Yc{0qCK5~xqDcwUM0V$Hc
z=)(@#;`Mk<W{shDaQdq@0P8N9a>PVv+;z}BP8Ii8$P-4l6DXrG=~Q14t>TXsY-GlE
zy^6@iFa!y+45)<LV>mTOejI~t$`3km9#l)+mb_R3(k=|vM&^AwyTyL6LD!oXr*%K>
zjioH7h;hX6-Gb=Vn}(VF!fd;&rR}BE(G{_x_wk2tYjUF8Id+09`5>|*O*Exq-fG+{
z{rA9pY=G?geqgh_jer|MrLml^|ADpzDT(+j_=+49qF?R<`Kp1dKi;VEI~<`i;WcN1
z9(fGXOmno@*EQBoWLjt=p^TeRVXaX)tpnOM5rr?zC_lD6Rvc0u>}jDie!Ak9T%8k5
zIp{4h`bs`TejVu2*VlLMedC9gkO<IWV22ck;SmnB1a4UMWduTV4V~Fu<d|QKCs4+q
zZECW<Ge|XEDEq#P%8qbN?n~2J%jHBLv`SFmY^@(JlwDbTj~dmK6C=&|B}&|XZI>y{
z*RaYYL3-PQ%JF1b<F?S+&UEr*vmvmeZ?VFYq#&PwrjSFfr*HL~BzUtbY(<lSs)9cE
z11}@c`le(UO;%T30ez5yQYLpf9)Sl+ut-o@vuWCRneE5*T+Z=mskl+W(*7ugwv=j)
zSitAGY3ZJO3>kKr2^Onl<JY>wEf_K*!<a38abZ~3P_>pz?uOGYrV$8~F~dqCkB{e4
z1sYJ-J)&i{H}_r-d5sN@7u<zwXrg=cN1w>2$XlA5q_G7j;^SQ(^C|FqOGOLGe|ijQ
zJQ$O28@xh;MO77an&ctf$aw|?y#Gn-cz(=r$J@WA|M(1ePhV^`Yh!7!2=5x&#}V*r
zJ@TP3KOOVHn1?+R#qP!t5v}>~`fwPaQeP3X!;l|1oxCh=v&+Z<-VPKZFi$t>zCy2-
zAr%oPn$S0KC)7_dEi(6v^8{~eF600m3&e^xk)`(Lk5^J{%9j@lk)z&yoaC$NZ^%yD
zd<K+@pz1<y9=qO*k~79Kq!2zfJHiX!4y#p6KF!4rQgykWi9p0iLT}Ol^c_8l72P9l
zNKyMJqwJ6vqqpOPS2`Z$R4S)(D=$@*cn!ZAN^R>7bk+jQHQjAaPbfi1b01JKx!$^>
z%8N${edzi2DmW*Gr=vO0mI~;;PFCe=CU8ZBg6^JnzZ@cUTtRiI;2{DnV1#!=bWmi)
zZRLc#N@}h;&Dvs6ohFPW0-Kuq?We7Y)z`I%B|2C8_ilv9`kvE+=_rG?C;k@*#B>RC
zVnKIEsA%tf5Ql<pG?>ct!y=hCZ6Cv8KS!%4cDe1lycxLDGp?d6jo)-UqlG*oe&ygu
zVagGb@%0CeCPK8jUl4Ia0n;NJ=f(SWbCC)hX*>!p!e;;~V3cT7CPE%_rENF_nhaCo
z0~7qiCiL~8+y{(R*r=-S8zRlqu|Xz#y{n}F6&vPt7oVf=5b47h;56Xvw(DOnRy~Ia
zfTyuyC>^}CUz{T9Jg1;I)WEQGV?AK{7>H}S+@}XC$%7+U*Xm<k0NrNVFVM|y0!qQ?
z6$%FLWw>7v&@C+0aO1{EQ4L{A;eSzK#3Qt4hcTG52)dv<p=^-#G6$?u_<PU*0K9K-
za<6XG#Wrw>_0>c)%z~gv#wJT#@U3xGR6rWJ0BOSFMr|Urb&=P&dPG)-A>=_9+zaa%
z*+Ba{d_uqP_tWv?Oc7s=O$_)JS^`csJqKQ06eT>-w$*v}<5YIFSway*a<P5KftY1M
zW_opUQ)7dF=X6nRD_ja-F3pn8De_1}puqCS!7~awlj<PeDDTbIuB~B*zie8-*GVMx
zpRnP1WZ-)SXf?Fg%9=*tZKz+uhjVRLhCO`34k^_GV)h`~XvC0R+^8)H6D9-38_!A(
zi))klBuDh#hKDd#B0u&Lw+4gPa91Im&0i@JM3hXH%4@=q*S3fy=}pd=v#LU5B~S3b
zFeZJsYiWEst+&kg`E(yJNYRb$r4C`F1M$QO(M%J3wU@3W?iF9}PX}F60*Ol@;I>hm
zjw*$*wu%vZO!xYohOapFdXJ#+>ujNV7YD+<LG;T_sT>m>Ttr8XQ+XeBJ!#)Vq)0Yn
zvP9B&-R#I*0Q-Z~19n-s8_6L4N4_dd;MrP4t%m>ugN`hGOL)uIfLQGCZ-Xe|*#P6%
zv}v(Rt;SY>G)miaSnunAbqHQcvsOMP&l~>6U2>YsG0MuSZ4G3jI|Z1`bt^x?A;%?h
zc&-bKuTh<(Ysh}rc^&I@X)DuD%aDU^?MLV6^NuAz9ew9hMez-S0^5Z(QA^z~q<8M~
z5#Jot<U!Q3vYa4zxh_aC(`X3#p{{LjzA<Q|_5F8<C_`fB8QhSIaIW7uQm#fIcyb%g
zE`P)Xv;;|KV$?*hg=d~Y^y6)Ej{cOg6B;6CK!|#4fED*^Eeu=_2Z7h2dC40eV!7eJ
z-089AU_1r_^n8$XLib9IQi&E_Poopfp(w*5fD;9lP4AkNyIVVZ*-wCgGA~Co@=~84
za-YIq#U-3mnnWgqTvQr-j=nlpu`6G>moSas@n@cvN(3lC$681dxF#Oou-o7>5av|g
zBdgro2DlKI=RFuJ+*NyE6c<u`!#@&yn8LE+3+zHeu4f!?U(ta`pNLshZL9&U@YES1
zJYMyU4*Lq{0(5*(`>TiiPw=x57}y|!kbOMteNvgyLJ2IYmUV=<wM)jMA9>^GM$7Sw
z#;ocS9w5IY;p7;WG@`VhLLI+P*K1D04K~JjYlt2Y&Wa;$yLq00g4B-oHjz6a!4YAe
z8pIjhuasNef!DFG8rx|jP{34vydBmzE|9^B(G=cA7?#El3Vam*crw8f7sKCkve!Tr
z%OhOQxpR)QqCNmxz)>@s$96{^V%4~u@uffDvzs%jPv#G32(s@cf*^5T3wzzl5=_i#
zEZb+?r~$nLgOVD6>ge7#toS-*)ih!`h9-j2S*}0D?%-2xw$Fwpjac2x*^gmJk&7c@
z0|i(~Z=S~jh!}TU)k{qN2C6h%i8Qw8?Gqk2n$M%KB@*lIvkDJyhW8Y=`HdyNZvz{)
zyg<3!Uu<{63PJO_^IGZ}K_-inZUy;1KV&^A{Sx?{rQB>nl(+eV2uRa{Cw$?pt;uRC
zllSLxyT{dBpl!n4X^8XR7@Mozs&TQ{IaV&ck74gw4~ex9Joo#4s_FEB@?J@+34_wH
zI-5nLbV{kaL|6PqE>L(}H9?@<bj0Z{888#tIfE%{9$vu8p@qMQkp@5dp3mW)#IoFO
zz0--PY;X^H)^Zs79p0-2slzenQ&q!R+bk<J1OzK*wqoq9%+UdFAa!XZW(}^ZgVv&0
ztai@<m2tn=ko4ky$EgUqjyb#bzJp%tkbAUh-LX*z&%;~~&_UKJ@9j-J<484I8oxU+
z*ZS9#*wb!_U(Jr3&wxsJn`wMi-2{PGfGwzn(vEU*bnw=v<N}!owQ(3APZCcDP1H{W
zYk0jNzwsIHwi!ejy(L8v>%de^5F(tam@X2-VA=%Q;4SSEvTT4hhFuIJc1jK+vb?~p
zqgVb#*r&|!>lx6R?96w)#C5)S6u2(6z!XC*PRF}@o`F=i04)i1ljPdm+BT~Ps<Is=
z@hzk}+h~?Y$th$W>_ki33NOO0?CZ65DY?6Tn7?(v*8kdvkq3D+vh>OMa)bYrv(F!I
zKJRjl-hQ~=Vsi`xNDxNlJg64;Mq2o~<->1<Z2i!QH{wyG?&-LotKDO(xR$Cqp$bPJ
z-DB^unVfX}kWCU#XfF;QzKJ3ERe|7?q_A6^FQpW-XZ%M8IR=?=zXGbGAX+QH?!%sz
zTe^px1@$Cy)LTkZ9+>Kw`A0rAqMlg664sU+xCFIu!xPsOtgBIyK;CPQ6RHM|D9oL=
z9v^FWw@29aXY!}t^t83dIEO)BbSd8X;)?M03FT~or)+C?Th98n$YVOeBPPO6Djozx
zUm@AuIb+==59r9{Yb4$J4Exm-Nbmv1PAU2rs;1{mM}^dLr5g!q>M<Idoz--Gl)o$)
zhFuTNH+`7#a-;<&&Y6+8%e4U2R+&eB`OOBA)kz;))(V+w*}aDaADQe~3~FV+tN>{o
z=DyQHQTj{bdD9b=e$pPaie-HU$TY;`&x;^pzzt-0OLMlL#jetY4rq{R%(cyJem9gv
z1!fWj0^SQSap;s7ZVS|X=_{@LjE)Kq|H=ANp?kfNGGar%wg;1DJ}Sb|Ax)AUuCd^K
zGh2h^r$MV)b@Rx<HK&x%DZA%|%3ZgEPE;Kc%ehVsykAUsdhw1Ub;h8+iJ?Hdp$Vwf
z9a_iqlQG^gcA)}B-t#F(28D?M8`}M8yS{)PG(Vr>E3xuns4D9<sm|>qS9-`|M7-_O
zM<7lA7%S~mrn@Y;Pd&t0%z_Ajk;Fz5p@kfMq~NBrb6~9QX?qt*JXW$)UPy?1Gi<sN
zDq`?J!2yMt#4-N>YH6cv1*UenK3NYP8DBgZG?xkbyw0Erun1c1hjmT#h`Z6Thua(m
zm@m#PbmnO3uH<|^=H?eS4zEPEB{fRR`GkEvS;9QyQ;}d_*?TF~g=6a7$~KBuWTqg^
zNv41BWcc1BJc!Mo7dErHJ+0pa{rK0;(h2@UX~U;1-#7AsTijys<rz_->D5y9BH<PC
zyo3>GGGBf=0!5i>w_c%dPp68bl!Z2gk=O=>qM?u4eX^yIF!qXeA}`pgfOa?@m9hE>
zIvokm1g+q0y819-A#MjD*y-_P!0k5?sw;TRa(_~>v11&pm3|0@djlP{ZzdmT&|p_r
zP2TnxK;lJ{|4{P`_$kFK-lK$M9Kn-DhS?iPyDYj>HGVTxWuqLlToV?VKjBML51My@
zz?o{_TZ<aSAMs|>vfoR%kGn-PaH^X@|IA!+Bu#h*>yUD(QPuv9K{`;kmtRF6?MK;u
zQ%RFi0*F>;i<P;N9{BDxp!!wtipm#)J|&Am4-EAAD5$VqJp7Ixi~aSX&em&q3YYp<
z%z@er#13hx9)v0u8?sk`XsChQAtz1`_gl>OlZ%B#!^OI+_A-w*8*?c>u%eGYGf?0k
z85}PLw48DGD-h!GKilE!0s1y)inR7^o2C}L2Pg!@<T^c|=yP@{_T?kH-1-}JNfWqK
zlnL@lXuk`%b*qFbHUvG%PR~)rx~@mCcEUyW__7EG>)Iqsw1jMH;I93^@q>3*&GXoo
z|JKPIGl<MxA;*ZErJ~SjZV2ENAZ{(nvf`#6dB2(lQ*SHmYjnL?sxu`Z`=)#7)C!sF
zkb%xj<<}-m4-`p32JHS5@q@%^qJupqRTJ*W0J}8lg)n`HO^y3{v$U<TN345D96CV+
zPj8up$vM?gSV^?@+qWBQUpG6<h=vtBCcMRuF@F>jNVjf&(KizC6M02mKe00@qM7qF
zW({aL9yt>fZkDe<+wQu>`avD$q0V5du?wAYd9_h}VvBQ{(@-ypn1n<gxxNdUu*1@e
zZ8WG2A1dZx2l^jD;0vb$<cQ<*#4Tf%b@0ixJFsIV8c>=Y?cqoDuD^M}Bv}xTta(@v
z`Y;BZm{RQY5`|0NPPWEs5w&T{?h^AZhp9-jNl}Fkh6jATOL83ioQ7rzXf{pOoZRv%
zq}0y%U|253_1Ipj8QaN?n6PLDOxQG?UU0bd<YIMLsbtXnDDI6@Bn}87Dk;&$f~mV2
zwFD%ypb`{P;MSkX5lD>-_-R0!C@pOnhoMewu4jyAcNBEcC2%F+z_0Zc-!?^{5gkx$
z@K^L11}(s-nKArcdpvBu(PJ_^z^O;5zQt&fj(%iHc@h|dX)Z@vUf4f&oFFp}lR94u
zqq{O>m9HprU3gc|y3kjap|j)xk7m>>Tq^BSrn9_o$KH!z=!e`a<Om0TYiBm6Vy2Aq
zX96b(0aALW$K+j{o#HS+ujcGZ?4(OqmrOfk$Pfq43D7M)!pf)06)7dlx|kEQEwzkK
z33VAI>F{ewS-7t3Y1~S<zioa#dvj`Q_xz2RV4jPGqq?iMonFg^FSqTL6nUaj2+r(4
zpe@r}T44{c{li4#xwbmr!XR@tqXT>GM2TV$FZ^fxrw^q@3XqE6E$F{Agy_NB;0X}b
zL+8GPi?~4;c*E~~j$ZJgtj?%CqsD^Z^@4ULqCC~NEWfGbrU~;g?gXYXTgWrhOINc!
zR)?R-a)4J;Ezv1*1d>uugc0rU<K}Aw#pq<1ss|c>^rJ78{sf7zKXs7$Gc=o7Fqu$7
zb|Q!I6+Qz5rZH}VXKL*#O>%nkIf7F9Orq$ZfpaV~Rf(r)r2r|<WHEa>d1bZZvg5UY
zoH}%!N}Ap1C3N96N<@IkaZ17~I~(TZ0|@^2KvI%J)$gV@8OCW}%VN8d1CwT$u^#A`
z8dV_Wx!y%a`P70k*Ncm-STN>wbXhf&-X&0wd9I}!h~U`Pw2F0OoE(*r0w02;20q_S
z%N%ajrwwdA(eTwaTg<+anvhI{RAxVUSi-9Lq?#vO6*$~5Ju8EWRL`|)#!%5)b9BiC
zz8yGj^|;PJg~*7vnOM&@K#IXR@1Q8ZEa-sCESCXJ&U1coNt_JWv(@Oe?Ng8vnQyim
z{KaS5_yL!I!`tr0d|euvRBoFcU7IGhdK(UJO#v2$PAD$kapq(JW|27^r4#pI<OEfa
zhg1PtJ)ufdSFj~lHjkrz$?Sg0zLTk|7#pJ|h8qIiIQ>WcqeQ_1SE&ohjcVNnHUe~v
z@yF~G+oC7*25oulxg~*6JV_caLV&%){kT56QC*s;F$kY%4A(@JvVcgsz-LtEDwO{h
z`GQxg7{c+4uGWg~Io1%|Ab;Yb)74GUpiM4KP+d!c5(Y90{s%_PhgtU?w=GDgG+L+t
zDXJKJQ>j59E^-(zQmkJx8AvuHJBX5nF$_o1gEDP;b#Zmi$x`b`D|kMu>XKXv6B@BJ
zn1_b2g6P1T;Am#nRVjNPiCnL;J$~S05&Zo2)~_W`w?h$P+kw8LGQ_Gg(X}v_yw7Rz
zdtBMF=2<>J6KX#rEGl@&B-NYL9Y3+0Y+`HC1eMtsL|8Co$K1b3O<D6mA!ct|JX_5L
zfM4_3z8ha@Zg_)2xB4#lXu(s|?dG#n<10s$Uj5Otn{NBk@GX{iDc-aY`xx%Iu>wGU
zA1n~46kNQ--03IfPXY9W`y#I$_g?2HB4`aL1+h`97~4<?7IU6?l$|V0YUr9B<5q`S
zeW1oQO*~=6D7SqE=&>CzP;{$%3QqUlBg@|S&U<9{DY1>+r`+N_nnPhu%C)ztS;_K;
z`nIrv$mbr5;3A}!W8NC;+p7k_3tdnC^t_a-8>5jEllFge1+>OIvgfMP&RkP#-EvKC
zUGBdu`8an?yR~vji(*%S?7!^kC}<7^e)NxVH<2X}QSe1`&KDaw#+#vCHkDXVY+!a^
zQfp!3e%)55C<WMzG-?nL1YV>gNt>7y4j1alU|46fpzGjz$PY9Soq?Ym0s6FMV=mv4
z#tsEwksogZ)^;Z{lj%s4HsTSbf{{x*V4IW5t`5HyFTY3n{%J8UntVW2XMjkwZ&W$#
z$z{+zLIZqL_ZTfzMIj?)!V9<J%YG<E^h&uQ!~`^879OPPzx6s(Hz*zUSP1II*}8m%
z>nwd|{&5c~{oC8A<8_bRsw4{01j81@d}u7)_Z5p>7Xzy<6iU*M4EgO5)MF;;F3E!p
z<xv%qRR98lDzxQ$r}UAcpL)j11&gIWw3l@j?_4kVZ3wCm2%3!@k^%j(vh5%@e_7rM
z6>$m%GH6<SrcuknlvyLQ-TiS{n}UOclhyfK#Hf;v$0{I{eP938u!SXtIh@?vFB+k4
z7jLm}<@%QF7~w{|wg|lx^#v|@_ZLf<ttNJLap|mczCG}6gQWeQ0qV6;z_>m!_vI9`
z<c+IXn}VMp{&4Bcpn2_)uk--~>Zuv1yLcIhkU!4LBr0kXM;RI<6;66MQap{4Bdk11
zK?qsK%$c+HJt|jkR#VmAPrF#5=<7i+e)@<N;w#w^K0pZRzH7I}kUmp(tgSkpvl7#d
zQUWQGFUa@#R0QwBLMu!y)Qu`|K)aq?EyO>)7e_f==JfN|H_JfHrm2i?vdMH@w5b{c
z_)>2XQo<aj96;qvc_~pkmTZE-G0uA*<1f)0zuGKcnDIVLL3CABVd9|!6(mvMKvzjp
z?M*Y~`nt>(A48oiFRbC&Jx1J7W<RU2lw396GzN{x2{Ics*2jqN(327fd(@=CFV88!
zA*=p4S#aIO@5N3n9%DW^S{c#iX|LX@4%T2CZ>HZNmt^(aTvFo>!yGrR^>V92UB3mQ
zi}mlvq|@D;iV${7BV)erRzZe{=~{z0Ra6TH)zno<U=Zs^>x8*{IQ%?JZ6QOiR87Xk
ztWv|?%QYT@zO}ip%HW_yM;&q;JD`!X%7D`&a^N)Qr7Fm`u|VXxvSSQ8Z-zP``AK&w
zc50&b4URLAE52Y+n`-EW8$;w7;0pW_C>&ChdcM-!h{<67#w#4C!a~$9B-`O$My(_Y
zHP|75`e>Ln8<fmBED|^w*kIn1Fthz}hUnHPE!EAfh<8M5R%+_h084BCR$0=K8;HgF
z_`S%HqLV>_JTCe@zJ~ti69zYtcCMS(18)W;U-t)ye_~&p^}C-L8q8~pJ9?jbgI0;m
zYr^p@%x6_|v>Y!3mE0Ez9Zq=yq|hy;Zx19LgKg2noylE(^4<4WLC~Py;75**y((#3
zOP+BHa!=+(UytvBFDupv?INaqAUca67+v<Is!`xd2k!a{o~wLRrx$4QZXT%CUDPU3
zXV2_oM)*GZ5fTPq(w%dltQA^N!fag6D`fe$+x@Vw$m8B@q7_bbnzO<BBR5WWSEv)_
zkV?o+S7b{(Cd3HZOtyG7c;8e&bG^pZ$^&IY>y1e|O+J4sTRjM{mdGfg7~_e0MOa7{
z1iuM4(+ZF`u(8O~Ww~+IdpCw7y4|Ni(k4p6db=bPZ#y6;w5idO_N2=gVkZ^#>2Ny~
z3Xbwh_~<fPgxEZzIY2=(<U3T19MSpe<V3TVoYJ7&)JH)=v3>*0#D+M@+~89we3}fT
zFm<NVSA5HxQihBsMqgczDFlqbuj(U4_3p}`6JjNsXjDA|B5UtSwpAmSg=GLsv7H><
zHPSAK;F}sQDTgTdEoT1lS3zcJ5)ljy_=~=XQXD_yyDcpfxe>fBmUYTjX=o`;h(9E>
zvYjR;%D2Qm7^pIz=n730qqFm_5)<(IZBF>|T>G11#)qf8Wq*)#jZ~Hz8;A<g;=-t;
zCyYQKs@7USx#IGiVUA$3g%af*eQV3{)1@q7xkOok&sts0u`^FQ;7fxfmQ*i0dm@>S
z&<|f8bR<IBegO#iG<=(Ub84}e!cGPkoQ1>KeOv{-Zv6!0OTCPxqVhUnM%=|Y<lS5g
z&5q1pW&6pxf~DJyE-rQ~TMF5Pl_RL`i~AzPPE0LhIr5Cwq4cL>ou|wW(RZ(D{H;t?
zlexmG;B-6jmHXc8Vbq2#=p_+#H5u)X&owQbns6|f3<Q#R3A^DvTFjj0ycZ9yOSon{
zR)j7khCIFt9_{foYXx}pxDPXVqSSZ_j22L`?Vr6hGumm1Zkt}5wCGq&3-p>zuY-z$
zCnbg_Q~(rd`WJw|g5@<m$LTGz!$FDb*q1~>--u5np&a__qdVZSvw*nmddec|q?YFB
zV70~e<Ckykg$5#ozh;uW4MDeRRd2)Wk;-`U=J#)#KI2r^CanARV~|;+eRMAMLGRdJ
z6kAcs9|5BGq_)o)T6#0~d#{V<%`JDMY%JrOgl}WuW8smokrEP~r(Hn|k7Czd)F?}y
z_vOP7xkh=jTHta!#7k0;Il?)OsXG*umgQOrer>5~m|Cw1eC-woI4W^77=;7)&DLr*
zH&uf=l`E@~JFVTgCIHPsCh+3%G-arKUSn`@g7MQuCuwkDc613OU2M_!(;sIu<%FVc
ztCsq#cO9JES6k>ig1Y9@^_)Pq3HNWd6m;c@Vh)rvxu%G<SiVwHWPi*!hAIWvW2?1?
zeCl&)L`en`da2uobTS_yM@I-lbQ>!`NYek1wPnJ1y_6KtoGkZC`Jv&d?V53N{#7&E
zd=+DW2h=c4|8D++3WQ9U0&i{xbT?jZmM<2zVFCz1n*{>AQv_+zLa<5Fng7!%HV_B+
zp1?G0Tmpcf&8a8?Yd#EqV>S8T90Yh|foK84*oq=B_+WV)lIB^y$TQ33LAGTjF?%|q
zgf=AKf|g{;r24;aMp@xtY{wf(ERA%ipl;3DIITBQRadIVve;SpZKWOzw~lb!eR78A
z(_4@>@P3oiE!(vytsLbuVlk8Ka(&UPr8&wY9>ga3fka0w5p=X&Ka-a_fVXQGR}AHk
zZA>Dr&S~|)U<bd_>q5Dnd_%2LA4icw;ncT3dMH9TSp0UIQmG^#MnfMIL!ccRf<YFz
zoX!tf=4KQNI=XuJhK4Cypu4Kwi(VUT$L_HN;`-WunnHKKQ);2rByE?eBh3V&YVGb#
z{wiVIM<vO_!wIo#yf(fl*lJZfdBVB4Rnw3r$j5()^P{UI(}<a^+I@eLXB2uPx2a+B
z$fj)f;%av);fLTsK`Gw1p<RIe`;~?aRBYoEh!{_Zm6Bx*y?JPEwOA37le;hK!tZ9v
zs%#=dHe&|NnWAT2U7~-C<`vO6pM-l;T`X}Ej*0}EyuhEtJe0D6@V1?WSzDOqeTqv4
zDsO4Nwn+o4^j5QtCRb{SH^g;L+Jcwn$Ko%>pm$KUQ=dOie%3xM)k%l{j<S0%QTvmP
zT2k??dmnMqsggT*(Nc45eu{ZRvaGe3MCHM|Tw?}RNP3-tOpq#cGr}2jFyT(&(=;Ke
z!abH;s+(4|q8?aAo_2u6zm(&**>oA+57<7Bt=@CcG01oq@u5X1PLXEik+!UX#o0(b
z^L~6K5d2P1?Z7SO8|vnup2?#G=GW4I2Z`@bEH~;4)iWN7G9?k%H^>f(<5Kz_r*{*P
zEkZSM*)KPKGC=BYASGVTI6zJUuc7oUry)4uI<jH^(p!Kt4^_IKGToCEoTvaNAUI{=
zIQ7BVi^r)5?y|w@iHf|AFZ!d7UC`m(f`xeof^kDboWV|Xn?g&a0P3nt=x=#oMp)Vo
zusBxp|JZkfYv8ja%0Kr|Gtx?Q<mv{5Usp2D<^)WWK(rZ9uwk!hGav&^l^dnurW7S0
zc7ppI1d4E_a}4(6fZ&RgvXwjO#8#Ame3dK%W_;m>V;Jxaa8>a1?K1uL8C-n&<G=el
zFwR9u+ALqfu=Bbt9s@awWZDd*!!pYOP;tRBi~^(|*&3>U+~GnaG?C0M+*9)F(JWt7
z>8%~G9gtyOFYs@&iKoE01Pj2p=p?AH0X1>pas@;Er-t{Rp#G13_+NDd>`&+@IjY(&
zr!KL60$8;kdn@%P%<vC*SR!y4bzwe7wc*JeBCqURtcE3NH=E1{BxPx(;#uXDzvH}{
zFbx}n?ssz_YDw7V422GO6-JB~kyOx_GmM`BlNHOU03iX6(@T?yu8Co^WFHcNT8YW6
zj}mtv%rP^9?Jc9V?UtaSa!8zso!7bJ#)yle<;g0w^7KFO^lOwFfXvWOxyov`SdGU~
zV^y|f5r5<PiL)jY{C1nyEWuJg3{JgOu9g6<ENi2O?PYBipvWo0r(9+vQobSiMBB?f
z*)=TcV`W<EK60@P_*GB~<M8$9>}X9Qclu6fW#G$~mA+nc#u4X5DL{^cgROMT1Lya1
zLfQC<Bo`oTas6RP@$*4@s<;F|uI9dchjzgmxI_P%7Sbkv>XTvkOP87DOZ{^6fBsa*
zU!}ij!4oRJo8nY}o&*0K|C`$XbK?KF<iB$=5Xcujy%Y%*DM(A=8KBax#jgORU5cFt
zI?ZdHVj!p5|2c7+LnQoKYu(GA+nKv1QEsaA_+4&G?Oc(kNrl6{dQB<$*20pOE`xSA
z1;brsQ*3k^Tbh$}jx3>?+6ICRh2K=^S={=Z@%dqxQLcr%(b1}z9fj>AFNyH2Q;&D0
zE}j;B&7C&yx$5%kkNtSbPf1>!J6mEOb3~Gu638UkSFT6VT7+s(h{<JPf`&66SdwZ3
zHXsrG7W47$FAw!tJkc#VJbdh>93o3CLOOq>sBBIRB7owp3dw>CbFlLZb8x!ckY46D
zx!9kd;ts6SJFhZeU!LNsHfv)!n7KH#{}KyYV3nst1?Im|Dx0@to7dL)F%!a)_KhfM
z4xJqh?-u*$jcv|xhF)&@0vqvga|NLp-l)6|;e>3)hqoe&1a;S91?!;LNuhWK_aLX&
zy<0ulkgb>gem+sfuhJ+WFMt((7+NaPsa3Mad+?(;t|6ax#r(!ugeL7E;kPX2a!d$u
z82Q4c>K3p@-Di&7tPy)gq`a4W-G9+Ot(c$Kq#>DSNl{urLU!TWHueuISG8FYbl4YE
z*$?#Hbs)nF3f1x<jx!9Tse}c_S2)D;lB8N`|FnJD>9*ZuJu+Uw?t?N)TlIS^rZxq}
zCv#$C3eZw+UY3U1VJ>McN+5P%(MwX`kCNI7Kkyc^C34Tx_2(>$#WWWnVOuabJ+g%P
zu&FU$eNDLN;r9ULPFdc4gEDnmQi*l<%d3c4J&I-+#C8zKsFTTK^Gk6pN_?HIqrH&n
z&&E^-IfT#;l|jLiAw875DQ;!sY|*npC*<86?|T~geUf6FnWnK(3PdkTlb~mYG-3}o
zlg?aCxKLz?Vnp&4^+x2l_8aeLL1FM01!>0*@*$aNq6`wP4N=4yyMp%$ui|ScLOVSJ
zzWHg4cZK5t?eUX<q^Q?Xj(CN56rZ(ex@K+Ma0a^xqzO-X@OT)PfqL;Ejp_tJ>0yXh
zEHzBnilP~Rd5-_rXZruU(Gc{{fT9n#?LQ)>SnhM50bY-^$088eO5=Lr!hsL~aB)wd
zriU|mTr5e^ZwKW%<u|gnK^(yMy?GCEh|4;~kfE0unrk|zIv$c_t7DZ!5bZCqmyR;N
z&5H6qzs~2YE<ERteIG|xETI9uPW#7!TgI3ccoBy9QfK+UuhZ-=E3Dsb7=W#0n&6B0
z!twW(&H2BZ*Z;5Z{M(2i?Mu)SA~H<mo{=&{fa3v`zbOLqmEK=^4^Ymh9fEr`NHxWh
zu$+4lSIp+!*aPdSTz1uXoQ*}Mc^oO7we3S9ehvQecHlC2o7p;M`LUhuyMpACO4u<C
zPZ6$MfvDT|0)m>+3~OWGEnJwl1#)h(;%)Ct-J37gS@q%%4cCyXtwB&tY)^1=YCPaC
z8Hiw}<wYrh+wVo!A5rA{MsxOy79tM3PNs5BwhJO{tMFex)#Ifmg~l*;Tm<r7mpPV+
z7k|+1iSBmX`y#5q)`JQ>9EKj2F2(nF6jI_P866oEuJvANXC?5_l9NO-vd9@R(s(=0
zoouML-Zz5w5wXN&SZcmDv)P9%(Le`Powvs!#WVx_Pf?5+7YuEt>!C^Qy(1Mx1*#4#
zth7F*o0R`bK%ho1F0koC(D8NOO{-;GpcG!<i%PbmUK#flQt_aS_4Ad#F6o^<%}t|Q
z@xJI{4eQH^oJ{Y@<$Efy)mmG|Vql)J3B5#Z3DX~A)?AddU<u4rGfBRS`<7`(JXal~
zZcmfOHv?Ta(Y+HBW)wc~3ek1<Q27~PxoV4Ylek2EdD*+#!>vU0{%TIv(3a$AVsKZ$
zJL#7>J-w`}#jpj@%IBOKwQ~svrq0Dg1<6O74x#+ywiVPM*}#ZJ1yhw~E9nI(*JBf<
zu7Xht0QjGTkWZD9R(bL4n$(-3Do12DT<tHE35UGlJ+aAcYEDpuI#tLa8+D4}+ic9J
zT56(-Z#{`PbYrZm?<K9_F$i7+U!ET=#>{bJbu8swoM*<hbwlmRL)}&k;h@i8>6v7^
z)f4My5?Md3El4VnyEZ#YQ*Qka_TB<2&ZbKjZJgi`+}+(>LK=71;2zu|cp#yH#@(Uu
z;BG;Jy9Kud3m!aZPLuEZXXZb5?m2VMnsx47=gwMmHN0<C?Oj#7ie0<*e#)Y&NWEqL
zilmSs+hcr}yZxKCH{QgH?!)0cbgm-$%#vT>5Um`4d7WuOFafLEhDj<#jJBe!lPCq>
zbTsRHvjbrwMS!t<&lP3$fqlWj4aj*^vFmsQIPeqWB5QAPH$UK&_pC+D5dPVa<uc+6
zbFKvcpUgtW-PJ%?P|d$C0RMI|_&@J=I+H8Kr<-5u%i+)J)oD;TW!?)}DWD)s2++^t
z2^T?X_N>e?XzQGu@L?<bE&1op&y85nbs0P3qNpW)ZB;qYbMb^mQQE%9-EHK39+{N$
zo39i0%{N%~y0x!PN!`Q^_t3^9*2y|6XmU*|@n~?8peu7ha^O#BsNAy#v^6(t3){Q2
zDpuR7m)6U3as54Eea63;3EpbaO|qg+X4aO!9VMPb$h8BO2mBQ=9d0xLl}WAiU_1p5
zPW%!^J*hCsECLDM@6Rfr>?3WW(!EWDfm~|!L~#>T36TBA_VNF(-v*fZ2d;}z^L1&4
zc$m8uG<K(#pY9IWAAk<<oT#Xl4vD5sGe$gID}$6A(vqZO>K*5w)Tt6=M6_`&6Zb*!
z$LuuC^6T_^*`NyYZBM)v@e1ccV><y$RsjMxS$DrsuC!#CRf`(YCb0v-cR)M1m6cI%
z(w}_Wm2OWe(gWS5=RCgw2YDEz?lYj{pvKGUqk4i|?8bZM0)1q0SAO4s#r?TG@x}6t
zr)Hb7C6nG_Zk=P|F;*#8@)?r6tDZazyP&!1g$E`CsGd+}QvFMf5!UJlW08uM`kNxC
zf}rH_U|aM=F_6%)<V1`6j0BZCQmwy#Hfck**1r%BE2#9IRh~u+L2d;1*#>2js}igy
zwpRHqo5lr9%=X@<#62fDNBmh7p^EskG7hz=Je#HRjs@3p(!PTjVfY7sY-AIv$~^2t
zEvvnL0(&wqq4-QtTPtTy%<c61OXmrw1y+fnFwnzHjO60kCi~*Q3j9|u{qGhH$7cz(
z<B>$1gGyvf8B_%2)MXLCt~p7Wn)iE8w|R)qIesidg?9G3<Yw~mLT2vi77G4i3zMk{
z6=?nvs02TjJzo3<yqj*6_#AYa0kHm;x+Ls_-aTnKs-EWF?*<b!LIu6h9y%3Nmvc9u
z5j7-G3g`bsVDRzcR{j0cEz~>vUu%D0xS8DfpHO86IMG~6WRqAxTao=28^(VzH3g^A
z>x&jdtRxF<n+TMj-+&EXVaFaMO3-r|=ZR?9AGXjVi)d2}o(u$BHH7yRj0GQ`eiU>X
zn83p3{``83r+rmHXNr=ZN_n$edTG#=-?Zk`mw-tBCP1i~+c1(?=Psh|ZbasMjZkTk
zS!=T@Fq?_YT<dd9OXvaP^7c?Q?(55;0r7}zC(p^_(i@TuhDoCP#gz<p#5O)VPL6lg
zqFXSv&=>+%t>}EQ@tDu4Y(<d7k(su7-ckZv3Tb@{==x(k-vq@}d~-A~DOTHDVgUJ<
zmFMc!PVJ&~8uS?R&*p@&kQ7!A?QRMN$c}Wga0S`AKYad!G$<g*K=A4AsR5uaOR-@x
z50?1cRSCdVAB1Kqj6JPBgj#}KAFm#5|Es`%_0s<)(I8KHmN+|?l3(+|WDFY=QV-!C
zsexp*O%9RhYm@PgI7D?I5_d)kCI<9{Vt1p}Tp#zvAS#0zhZ|MDM3Yrz=7P6s`951<
z<UyyFJlGqh`VY$YS}#X-K2nOvJ|qu6vQT<dX3OeFT#pw-tG2{Rc}8PCcuIXTn+fL6
zZ<>|);LNr>mZ;48k)1}Q2>~@&>x%Tc-1|<uAJoq=%GZ#WRuY@+BK(Maf^N|Kl{J5c
zsySt9(iLsufb{8f7j@24a8RMq?0aU5=^W1Y*UtRtwH2?CCw6WFQUO01;j#`5+F0@3
zP?wy|d@VxJzo}nmZDU|=?d!kZ84V0=XvkbKRBfc&))>Z}I$C)NkRK9Loe3u6Pa>aJ
zTobo&cO)0>mZ6P${I=>38k-dCL0WHq>se|!SDCQ=7^@7@HY01ZA*9@C?^3zSEN?74
zNJY0i7e(8y5bO~W+FuT4x_axspy^*S>EO$XzfKCajXRb%5Rx}LjB_<=md;q~?40E|
zwQ6%X{9&M(NZg0~Mi{Owm_VzRsgQ1US+6#8a<N@K*mEWKJ6|XaEr459%3vWiC3i{D
z%9*ckdwe%F9d>JH0Exb?6&}k42vC?$WuB=p9H~Se3(hA&>MD}?If^As>lCu!hOYsI
zd_G{7_H-Gi;XSWSG8=YJxx0Jf9i~grmOSTyH!dek4Eezbh}7NznrkZp<VZs@PG`UP
zDY=rEIrEl~DEH8KsT`3y4FEI;8-36D2au*>_l#@K0&}|pZD2lHo6wS)avrun)=QG6
z<U5lU=es(iwhz8cLfeFOy)3o5kAIY?6hGfI+AvZne>F-Yh*UaUx|Rg-H5G(fN@aBK
zd!wsw!l9O%tzap54K;+cr_F*CuC#u<LyccpxT>lHah|x9GjX2P?1qtV^$5IaiuyKg
zmI{wkB`(ec9<S|N4}o(1ykXGw85e5FZGdrGIURobR`G^Bg6V2Sa5u&>dia9I!|6p&
zdDBLq>J7SlkqNqhX6Vu2E^?-;(w0OF;7!EHim}bpWc2bHbE@r&F-r`2ohOR?t@S!Q
z0R^nODize1-4)Fl4XId-pRkJ>(<KhfpEzz}btDY(gw+t*vxWWTGUS_>_mJIldDa4C
zJ2eu21+A6f$o2dX_J7{jJa1(FvQn`)D^6{7);mNNC-4n->kV(hsyY|ZAJLB~Fxyhf
zS6jTVWju!;x*UJI>f;MH#<p!EO-;+X2ndxE+A8fQkYhJhH?RT57jVE=aP|NIQnXme
zdk4%#U!&(=Nr>!t4=?&fld6w}{-_2THqI7x#Jr(@V|Bh5<Q=_z@A**fTG$mwF&Qnw
zB215=ua%Ycgcz0Anh7*YR8A4xaXWbJ3Mqjrbqc#GpZ_WLwa-O1=EQ|(CMwzr&zE;Q
z<%cxh5EQB*fnRX2QN@D+q_5%s@%xMVUCOLeB2sl%A}y_E{!>R+R?M3%^AhrchKS(Z
zg$V*idF2&O_w4rCTMaj9M;dC-f-#QVR)meYg&j7jBeTqDrLZHc$K2=PILL`<i3Bs+
zc@X=Ydx39!4A5wfm3DR;XrqJC9zq&u(WpOtSv03(ojQh+M~z1T^>kUz{#qrHuBCHT
z6>ooytth^|PP@jGEcptu6*ga{ik>%}-y*mDa;X0WM;vm`1lK9Bch?h-7E5ew9~x#i
zfoMNtS4KC}gEyHWN1GG_<~m-FI3i%2HaN3WL@a%K66o?X9WN;^@SE8~c~KJQxRu|;
zhw%t5YEI|t-~kC@qaL?xJfD3it|N!QjvOt5#v<TG45pj~>O_4pbyMORju)if93k=%
zUU~#9mpmaaI8>o#hv=wqFhjR`_N9}*IVd%EJ_@wUhgXRh&h|y2*K!d|!_jcQp8KKF
zY8*S%JM!adwASX$q&;rvmTlz=R<>EyrWXBSUwH(SJM8tMIgip~VtK0UH?&DIUyvB(
zhK?tLMxw&U%2|{fD({lK;)n8h&AyO-*qNmGrbdEbc-@%b`H_*fp;Yr{&u&7TQ3=qn
zp@sl|c2#sAO)VKs@8$4*bO7_vR58E#)|e4Dfz(0aMkD_W;*r&~fyO?LEM9v$%mru*
z#Vcm5*<<Lkj6yQr30~fvG%dc+3lRJXhC$S$yD%MLEQ3YK_CC|4Eq3@^sn>`U3q#m*
zT*yPn;JZ)94mD+EvPORxT3E=WpV1JzmAXO79qA4Jcher}6l6kj*M|x=t@`k-#OUkd
z3^SL4DkHl|N6d`b-mPiE#D}sbewk|>RX%f+_9!g5NAZR?J#LkFW!?pfZ|j<~Nj`Q@
zO!+s>-pv3_Bk8U>4%_t1*{dL68IeHV*0|Q_5#~F6Nslo9>rhhpdg~c~8wvyG#iae8
z%0y`A@;g8MC`Pge-IDRjJ%rwEN3v7D9o=pP1jj^gt!g{8)7Vp4C0ofS)zyUx<6t7~
zE2blicxbN}V!OlFLwnB^3sS?7cv-=cuiP<6I}It80rLrojND(BjD?R`P8(nr^ZNO%
z@k9$)X-Mu7GUSQRnJo4=I6AQEl3OTa1r*7h$X-GqAKb-3ouw<%4uNdlx7cbTK|XOW
zB&yFVu$J_VMoZInnBXaSRhE9}VaRT&Y;oIGYEOUH^s8Tk_xD8OgoJVnJ=*im9<Rvz
z*SkmJE4T9}i2MeG6W~o}1ML(GMZKQvCrN4|t!)R~@M>fC)Hm#6&DD5LHU^F%9CPH*
zoTNkS&>I#$)Jr(y#|<SW^hnE2&3*4BYSeT<&83r=S5O7OTnNloF}950>U0n@uglng
zzM03Q9qGbnIl(oP$(5f%lt~=f)6We|x^X0mNQZQRD9n%J4HQe)FU!-G)p{o6iI9kj
z=2+Q|PH_lNyhCxb%5L3Yo*InUZJy-|dP#)(Z5gi40ohWW<OFmk+3gpQowKHL<>}*d
z$}zZ_#m_v;Hq$AIEDa5YR<cC6Z2)*)4Bbg7vx?TOTnNTBI(8nKV}wP;pAo_jOIeed
z)^i(4NgDrzr}KTpP;blEg=iFz-Hk-_0NvWSv>JfgZ7i;nd@YmBLEPo~A)<->w!`1%
z1$aJMYK2>I(H~{SiQN4Wo%k@I$<uJEZNLG|`TDEJh}lrg&p~O$0WkzB^4qlXyqV@i
z-Q5SO&Gz2J-b~X5b+#In4?0ow*8v;+y#xTuIR9vyBBm)z0!8F>Lf*HV!R~{Oo$gQ(
zg3c6$4OzSG783z-dB8(V%id#_b$)X_j=|cH5ka^+Sk{FH*t;XlqIggAG`Z_Lyo>yP
zfZe?&%X5FDh;^A}z@-^mgtg-36$vUD*#DB(ow79@_@=!UpFmxfi}n4(29;6tMf4Sg
zLZ$omW0g7#J=yV2;)0XUBh#v-mYRdi`VxU$&WYaFNGrLzHQ~LG*%Ci?`Xd{4-4jg}
z{Qf*&w04Vbn$P0S^SO^nv^gV$+3qfx%~@MrCeN$PGK;cDzyvaMmUA|&TVrryAot6%
zC(`=YGIL{cIADIqoB|mQ8TF&E=-$&49y^m8W+^%fBuQ#W9X{cqR%Ksv>&WtaObS^E
z^rc9C0p3AjwsY)L>!HjMLMv-2&(X|@NSQKh_|;~u*CfEQ;3fEIR~x5ppuYce!|2w_
zjjRmWYa~I@H4Z6InU+{8GjM-~59gy+U2b}8v(uVw8{XIfi@5~GC@odYn8J=5R#*-s
zh>s8Vj&}Z9!p@F>3U9<ci_{|L(RNqLof|}e5X=C``J7yQrzTL1B3E1fnvUH~h7+@h
z|A>HxvC`z|6|uEL={)0ClEB#^vjGH|Wwu@;R@So<-)PFPRf~)qO9GzKN`l!<WonTw
z(c2grD&-CrB%-U`OrJKl-roQ#8;(w|y<+}{jY^U55nQcn2d4#Q_DHPF?N}q%yYD3_
zGcVM)>)%4uSccoHzDrUD(t}M~WkA!$WDiU8`ZIi?eBS0S4x`bap$Ce#6e{gz5kC4}
zLxQU>1{K%|7}a%mjU|p8cSLUQX$FEiCk`q^VPUZK6O?}thCjXh5%8ns%fu_hZJ_}{
zUf=j2*RIp*r$*s9LxP}&6x5xjwXXF+JWr1w9927pOmY!|Uu&dTRS;c7E~LHiM#wEq
zR-Nym@WYjgyCpXyPj|lohuZA{R3&gc1x|5&nIX4}LCo3jB&fp11h6X{(d&^!LnS9S
z?cAx{X#~b&?_;3Qt3g*~qKm%)EgLrrP;7<jwIA+F%jr45AryU)=*zpWsEXDdt$H++
zJg~mkL{CY#)itx2+#DwYk5^F4sG<v+r>&q3lSlh{#6;RzLxv0xLktAXA13QJfH`4i
zeqO$cn$=qUg{KFdi{zyAd{lJduI$=he5&sP9|xe;k*>S1_IR_O2hb*Zw;c9}22S{A
zGPN>+1lWCeTXCO0h{*^Z&OI`=RB2yW{7p-hTjFo}WmU)Vte;M3wkCAYB$hR!zbaVJ
zUC>N;QT*K}ga4p_jtj$)PVsjSsqf1E<2l~*bArF0YuwiU2K?3kP;Vl|zjKvUjcfy2
z0N%w=+|&jQZ0I583*AS9M`c`&yT-dIM%Yz}gK*p$=n*TfZZ+@?as|;bR1YqZP_R9G
zqjf{|R@u>kZD+=?7k6k6g(&z@*|25mw9*mMl5CEhzuc!(f;1bZJiY1LXp8c*wkCe@
z5=Dr<%C{n@*xn9#^s(?5MpdID)LzD14Qj`jen$V2Bw+jekb6R0#oXV#k@)yUyB`2`
zQw0Gq6`;qhPp4NU<Vi~sA09Ujp;%;4D{Do(y{@``re)Hn*Vw_Xb9;B%!ppM_?Js!s
zuSD)!3*>gOKDi7KrNw8ROXj6a$K%G}R!~!<>v1y7S5?*f#q-)RqRjekco+JCmRo;j
zS60QbTYkl6&sa60RU+6$D%cWQ1N)h0t-oyc^_YVOIN6>Q$>r=|E1A~(;9P?D!xGkZ
z<1!`;)9=t%|IP)h;e>e!w|n4vsO@yh&=GH$eN&ew>AI+^B+6jLbg?-{&+i)9@%?Aa
z)(9XwkCZf&OIaMh_I1L6;eLO@@}Nt&8KQJ&(=m<Ukl2OdQuuVZS?Ocw`o0DF?nKTT
z_ipko1M06%=8bwV%H^NR`(dn*N|9#Tkl&FxIrEX|e)eu@iq~MI*1n)ckY9_S5sN@n
z22zBxAx4tz%oo=fslFV=b!-6O#)nO~DdYrCm4#1#ps#SJt1yfwlmW_6A$}()R@Mx)
zY09RL{x-FvEbj=@(gxb_nx%O^vAV@D+xhnJ4M6~TzmvgtdG33c`ANcuaTdJ>8*~G!
zWQd-r@rZh|1&kiKFNJ~pm4AEa&ItO7pmsNj3;{*B!Oy1{{A$rr-box8+#OvZx=`pu
zZ1n%uk{3G;`Y!v*Vn7o<g4QorAtgFnugt9;Lw|kOmp*P+p0M83o6pw%CVl`*_!tgu
z=QqH{`MeUpCUkzosL6IKK~Yk))$8HQO^9lcw7RlINp-~WsetNrYW&ngA$)Ml>1?9P
zkds^meXBR~=B;F^K4CdPKQ*5>%&-HEu&x$uJjLkov_t%Z81wm$Gvg&Y3LC07Cpt0d
z3-DO7twXyds%Xm-LqFF?x2?6kd}_J}+QEo^q*_Zzyx5bgMwuU0En)-*Xp9SrKB%{c
z!h?vEY!iILoGApz0{pb29vOx+*4{oGhPQlF2(y_4-@=I}=jZ$QEoe5rTr*b2IBaNm
z4dz_3h7Wa<LBdm@t1#H*8^2tztza@@vgjUUb+bFS=N>gri4c5k?}jn}7wGvp2d61k
zMZcPlH^T1S29vy67Y*JXgJ?V$fj}H3XPG2wFD=L#LT|e_$aY?)Ci^x8?xHY>75qlX
zGE^&tfBA=7$<)`{3Z;4?9YzATWKZm9K{0o=#g#$NAo!OmHL^6pGd162D?JK(eu{sh
zB;fA1Wy{zcr&P^i8XS?v^1Y&tsKS>Oy(^ksFIrbq0AWi?5;$>12M87egJ`)GhT;*D
z9DT0QA(o^T2M8WmzbuqfH8Ym@Jkxb(6R3zJPvm>vsI10Ti<Prrq8qOEd(mcWu6<#V
zX^JoRZGjW{$aWi&!AeXxTBb}^u`&?P=-QaBxl2>UqYbF6a1>uwMcr77&P=n8Boq#q
z>aT6sTgd{=1R-_Ti$T0+NGg0y!CM}Z45zL)D!v2$R|Q{$cDqufP&!<NJ_6bk6T~np
z749165;`_z!23J()D|=kp!trUYgq(3K{lN!dbFP%goyQev9yC}O>=}kO=5kVHR%Kq
z>JSzr7rs`HMi6{TO0G6T6Yd`+V6T-Ujj;0RK?oi=tyFh2UIN3ItHP1asH^mt_pU26
z6|5ku8@gHfYG(ZmLh;B5?<-K-(Nm;M4tev5TcT3CAUm{w$y3NWo6aYX6@-h)Y5_1+
zTdo{638?L;rymc-g@=i@z*7L}NSSNpylzSW$fnY;a1Ltl#O~Ugl`3Cbh0F_RX_Sry
z*TqWO7vbu$zERfD1_^q})UvSf_XC<XG&PMJnz`4BwqD@e#!zZY4U4)T4&tQ(@ukeS
z+p_zLJ`8=d;Cc(}Mo|gM7UT1O-*PXrn4yM?Xu012;Q9rl#aJ-JYD}E<onA%{f)E8q
z4Xc&Ya#=1-6$Te7Y|)6TZi!EqaImYjM0+lL$MX`{Io9;)n25+~*^Otw{gIiOvF6A&
z$ng!n`IBY@l3N=r=6HL_eBskf%l+GC8?yxU4+w!eNTvOn1yLwNHK}zFoNjy`+?aMd
zqhs;H8OYO2=24jwO{BWYW{<dOfV<X@f-k%j2JPOm<OX<-zX8-Rt+g?Ob93tUx>%j<
z73_`|J3CSXDk=efP+-<NycpB~?aJd5tUmCC90hA$NOVqa46}oG`Pfc;R=uE?qypE0
zY>|yRFwU*u`++81<_h&d1?BP)!LC`>xjmE9PR6nzDHV1!i{owZ<z$f*5MNrMZ^4_*
zW1l9Nl)3`@L5~pW95&aEQLZGi3ZE_s!BnkDlJfcnwn81mideUvm!WTPN6(!niw=h+
zIoR9?B%K<BuZbEm5W-MsKywL@CDrj_>?bYN5nyj*ED1LQpU|4nQM+$*S)+nW$OKCn
z+QB~N@7E>c2UbEMXovw0EV$-iEqs}p_Ne0oW0IkFdm4G4&|uG^L%@x=+=e~Qyox^Q
zNr3Skao1IkQ~kw4s5sd7_^^G~+nS?6?&LxB3)??Hkbf*nQ*sP=F_N_ExZ<KAPf6-O
z&;QH@Ys^bl#BoQ1bNU#0mNXKUTxpO;Dz-AMhN3TAhbda7*KP2o4cLJP*E|X#zQL2u
zZe6FnnI5=AdC&C)j7dY@Tj)Pc!{sQ2VX2RKLQ)=$@ih^|CCiLTBR3K8;@kZ@e|lG%
zr*HMSRZQvcmy24vRM`k?$Q3<l$djdU^IU;(db2ny9WGz^&UsxalHa3u%D4x+Y8oG4
z8`)R9Yc3_?+KGtF1YnkI{hAkNYAH-ch|xR65h_kSo~li6Zfk7En{bcgT820(j@h9#
zH=UolZHv`XQm7B&#r(yEx>NF7%X(uVJjP0zFWbT)$Z@P`fm>$a49{FGJ}>g4ngpiF
zo_-4yD>$!?A0toTl|^R+7dD+XrKu31SUbpO+41uf{Y9k=B7c-uzm<8k`bg-|qOz36
z@yX{UnDmb#G3{g!k3rnUYMO9s*ps#BjYHIx+Q}eQgW-NcD7W#|*Js!61S|RXp<>?=
z*P5Y@J~J6Nc2ubW4{zz>Elo||;s|@)eEOvEXNbcer&>X@1lTpPR5*eo;gbxN(q<k_
zx^H|VEvfXFbAsceznUW27JNaeclI)C$XOhyO4vMiks|7Ov~R@KgX4R5NFb8O97h#)
zf)@*q;qz!8j;p7``}WGtF{y%i2%ZfG77<a!_X=Wcy>DsLC+ni#Sco9Ao<>%ye+iw@
zz^-GGm>aZrO$2BLK&v4Jp~+^05|9BCxbMPPUQ})18*Fd8uKniL>P;!spN*lh&0iiB
z;wtnTP#l#}lhMCCPWxfh?c6ub0}1^=3|*}tIqs7!d!t{bSKE#xAekJB=yx=bpQ)DN
z^R5-2UgXtnIN}3F)>i|@9Vs)lBhy7q@EA9`aiVrh@@R6TB14K-9+8m+MUi>|RPIU;
z8(DSE3;RjIhr}^IkYNN#1DI+Lz2j@&4V)Ma5lxYO3Sbci390GTa9HEVynV%M6@@;U
z0J%YG)ahr#)kkYAeS^9ZLfuyjD9@M8!yPqjbtD>rH$7}jUZ4bb&Eyqi2RHK<xeH~r
zbDVzF?p8xYQr%HsSsQ(uKz(c(XO=vNWsky$7d|d8HkL|FML)Sl-@lyadU~j?uJ8pV
zXMX>fc0H0r!2B@F9~25QHHp=2m+_((uudFDh$E{!5Mz8=>|AOX5{9`6fPq5LzT$fY
z%F$xiGR#%a*kwzA0Bexaun-0J6V(hS*(!TgUjh!?xVf2ynHE`%p}6ivVAZuUFb^?;
zBmhb1$@9(fuAzL#;>Wd6WV1M_V-N_$ijOaILCY3SB-9%XqdDyLW<W$+vJ`9-r=oZN
z)sL}exTMv0D}oy!r)eK@HOz;Ot6B3;Q67Isec)6>75y0y@HarG%K!mj92~f<uF_1=
zimO{I{mT|&BPUpTKUa5IdN`c3>$>>kh^nP=dR|eGx+UXO9ExR04cEJw1DQ*iEMHNg
zRc0T;h=wg)Eh#;`s<Pp=h7{~pJCNlRv8vVB{<0#15B4YZCX+xZ7LKhXDij3)njLST
z^5OE;Rfp~K<+Ik$2xALX_C<)_X6r(Ae3c`+I!}`u+dn>ec$}@-j>@I(+dRJEA}^z@
z^UEkgDDJ!FrVuucI~9*$2alB;dyi2hX*u%5BrDW>N;JSH6Z(*svJT86wWf^LWD`gX
z>$UDOw)8{uEobbN;(4hN=fDK+bv+|Md)pb<eM8K?bE3X<jdz@HF4{(0_L53P%c2Hp
zCcjP&(izT>I2zqD>bSNs(@<4CgRZD<7-bos-b?R$-uu}_0tQsPzEf_$KpE9%@QH(^
zXe*LV$c9SMhHyx5b899Ozr9S#^6kuiN5tBB4HC)c>ldUp%b)as<VD`4@?;h4Kem0o
zB5Dgx2x~R90U;?^M53n+<7hKs@!^ZAgoE$2+_}oVIfXrV@oC-qp7>^z^9|V2tQ6mS
zMi6Dlm^C(UVhP@qI`R6j8jhz38F2ZTqNoTk5=|<wi_2InudnJm@t-$X)n<A33{`L)
zwk5H(vS+=^_wCsvjos6|LTa3CG@Mg}rSY_#6WV+^{ee7bRIt)B#^6r3uJyblHQBrY
zkVNUC67*sI{ZKMrJI~fv4w|-vZ`Nk4trstP)^dE2!jzR??Xb}{<51A8xGKT&JTf=m
z@->sD)ci7o7`pGt3&m_uUK-tyq7;>JE1E|+2pl_;b>+NPCz}q31|q8uHi`$hYqYqW
z8?{pD`@>wIk&7J~DtFb-@%a=u3RA{#B~=M_$C3o$@aS01Uas65YSn)5FxMxR-O-C_
zugxM417}x=TWCx1dAO%6k3Sam3E<yo$nr93@FOK_&IJ~yV-)#1wVSngnD8oxJf39<
zEF>DUeGa!G+y2=Aic_}OMM`>Ezo$M3c*;I#{2XQxmCpWoni%pOPg35LD`60@w~|*f
zMw((k<oYX23$$+N(eBLrYD}6@!oQ4&)Fvk>s%pcRdfj(BW7eLgd+b#m)6g3c>oR2=
z$i&B$Brceb1F|#CbW?e;(ka`wk?y2S>;g_`gdzJOJ(C9B^kb!Wo#lXeKP{d53PgPk
zS@V`_b0A-bblI>k*;1P;ul!CK06@?(z!jEb|2e}VRwHEl<5)<KZSM)Ic=lmw^Q>v>
z9CcPXN2UW!KWWW-X001Fac6b;QK^1+Le%eK%IpR^Hjjs;@M#N#WSm?f%3&s79p}x+
zwj$Egvxg8O#Z*)&GjjWWu1J^VH^z?YQ-Wnw5DCF<B3^<wWtSW1F&Y!=--*0J`)PH>
z^vJ`W;1YjnYUp6d`V&n#_{B74>VI)<T6?<m$Bno<8!n^h6aG{KL|q@!z}I<`KJqxD
zsu}xkK01Reb!oAGFTvDz=50(Gd`t<rLyJafwlBl6j3@FGpWjXqy{z@4s0BUPk~DfW
zRiizbzvDzQx%hB;Qs-{QWJ9@hUF>TQ6bbG-B2T}=A%Dtsn^<e;vYzU)<tr;8i)c)h
zWX&%>S5(U(x||I|LyKyQdq~SMR|G7b(QPb&qhG#gH`%cXNK-3WcqG?HhctK`s01-L
z+>s}fqD_i^@kpS?LUml}p1{2l-wFdxt7Hn<v*fkT@ZLLeS#poqaI*G<)@rE!d|bt>
zvj5zS0O4F}Z2VOFf>MXwkSaD1YVM=!PrKAUrXF{$MstD`(1@7TxJba=p)9seeS$(S
zCrI=3)$}t{*C6c)4#+(vo$%qi^XjU!VdSKuqZNB`_&9DccRP|u!JkbUe6-d14X{v(
zT-FWQy@-H!Xozo!_75ybp1M`>2C)QO;%b~WIWy9=>Kv!SiQXJ)iiejB`=W7nOqaF$
zd$V_^pzy>G672)0+_Jvn)gnMo`S_>Vvgcgu!>!z294?fo_I@(l_loc@^h<nbR>UdC
z>fjR1VQeE{n$%cONBY2qnwDiW)W2uK%?(?Unq>q2bzP-L{{Ea1!w?ndu{%Fx@}rnU
z;B~TvjhB!PZPp&RVPJ;!#2RGivva;IpFEwL#UKRF(WOMJOF<*l#!?ciP}4a79vv+e
zd(?K8I)yT<7A!<0Cb(7UUXSonP|K3&o8ES8C2!xBIWvpB;HQ-@90E(Ub~9TJa+R|?
z46{YXowKY}*zX!`i$Uvi?UrvvLc<2cezYVR3V~SMjb>R{u_`+f(i1F*bai^jTbYr*
zjf;Fa(-TW6SPsSHz%EUMs*!CV<^0n2#hxDC<VE`?oq9usYaQDc_+#Z!2{4+ulbzZN
z4cpjCj%@W!cUof(SpY;NvQiC}r6tmFys3avD3}2&-8tLCH_vVSb6pWHn<_E?ul*r5
z#)u-BdRw4xv01&8>0jcw1Cxv+rASK@SlSwz>hBTy*Ne<>Is)wp=Q&%HN4Nne+`iYJ
zFtP2<_D9Wd5QN^>dQt@K3QD9fDv=UJ&Vcqs`ASyC9Yh!GUf{GeM~%C*&|20^x}HCI
zTGQ6f@@86ffmsuU<#JSvhXe_o7K<0%NaG0$nw?&U^)^j7(rC<ZH-utgOd)P$)K-p0
zeH?S>yg_4MTY3<gX~}vkD?8uTzCn+P-8N~C&-dZQj$v3$9LD#q{&8~$uT$rsi?qpf
z;-Mm%rDU4uY71b`ptN{G6GEoqx3palqAzfkg`0_iM0Q_?<|Risv1*-ci&6OtG&m9d
z1Yc;}<SvGesk*Vnvi^X1yB-afJ<ls@BbP#&F}SnuWj-H94C{$skCgGSqn8f|U&4D9
zY;6nOu~_w2KhOmut1fk%-FLBGUarj7Il)Gydqtz~!9g)qPv|4A3)*5B<Uj#1(=#tU
zy~y&|yT!3wn-AQWTW8(|_Jm)AcQ=7ITTOL$O<M-UF0!s6*&l}7FOz5OGdwH7F>W<q
zm>ax7IhI|6=Q+CI+-w_LE@`^$?;ae)D?@!49VqX5T^%gg6WV+{#DpG3Klr|eMK00{
z8GZNY_9`*tvOM&QG8kRv+j!r!6ssK}1(oB{VSLV<(Ys1QkH)DO24!L;Z%p3LmeUPU
z4fx1XluW&w_vb7*J78q!%>&R2N^o_K=J9v;6!r0aDvP3hKUnLzxlf@z$&?)m`z;y`
zU?YQGW4!--{AD4J=7(*|t<nLDiFCxg&#8{TP5L~}a3j<dvr=hNJ9|{kyCP=|e(h_O
z>rh5yToIomv=1B{I(APlXd}7|5GNzEva`CEHjGRPr;~p=g(JM7Z{1lYCD71pL4pVA
zG9(8d0-X<KzBcNyQ8$?3+EEOpjXFvCY;AnDv!2;>#y;R&d-0kRQWq1<<X8w^EcoHX
zM*2wSY_}YkTgLjNp+vt5uP(AlE_55ZC3NJfr0AgfOJ+OusE)7K=&g<J{`uAZOjJ~I
zT7yPEi6XO1p}PpefJ0g07q19KwHQVYmnp$v(eO$5(x--#u;fm#4(P{Q-gaAOk6Lfk
z=4I_DnLz-S9PX$w^Srw|Z_0upO*#!$;kzww_kMOuU7Ff3pl8i5cO{K8Xq32M+5i!$
z1-bRu<;^%0wflV_OtCUcs(#`72~K&myscTdi*eGSzzJC)pof5gXVxiX5WOP~H7(Jj
zzpiyvYLd*}X6kaj6}$Te$uzFxEix;vrD-y0u2hEZ>vNv8Ye;1^Ru5k5>^$Kc%K08p
z*ZMF+B{46*yMf8={ERZMON4S|*v$tO;aMe8&)OKEN6I=0=zzrGYg$o-jDa@8E`mG;
z5?PIeu;YBB8G3`66Ya|m+ix`rWQ&5ErZ73J`8C@%BC-lU8rfKsXZL`bB6Ui&bv2ZN
zC+-a}D+`r2ze1568+{8y*S<-rz>$VcIti;`u+i`*b~^p=vr0aO%o@Ll)L||VK%FM)
z#Jq8MC4sigH~UH{)A+jYzAkXnDa3W76}L5_Y`7vT8*gsKPNzmsX@KaBZmr$xlC+))
zPQlG5K3$#ZBUVR>(G&||1QAenbxzlpklX38u=q4wosth!iZM=vkk~ODdG25v2^#IK
z{FO;owVpj$zW&w(LI@4jmw?$T!1wH_BzCY@LgfLLv||7*CzquX6GOX2?tF7YHa%(#
z%)H!p0dM~?gft`)Bof(oakAf}O$)s(QVaRIm^^+q)@KS1o{m6QDH2-%*!57$`HGRF
z@cdhyp5DX^?C19Yf(s%@+72qwoYsO)D!u@^vnT2o?qCJM9zb;L6eyxJ_}SL~ANasR
z1q8Z_QJ3pFSU8l-LnjHkq6V@32F!t27V{r?HF$P^Fk{ab=jN5l8l2m-X7R(#gP=Ez
zD4-xg<FFYid;)A?cm6(h&}+Is4{EV*frgMnY5%nmv0IDbSE+b9{>zgF5*Ys*(Eg|_
zt05ux8?g3N983ev3ab^9!9=GSg8$;dj-B1QJ#LgIH84EZF9Y+}&-Ocxi=z5D@)4n}
z*D^01;hP;lk=&U_#duLh9DHBJMw^k%$=8dX2`F~HJ=hBsKRcaoK6<+~{~IuqgU8)@
za~j$ND<cyGlXao}(9U8^w8vk@JMM7?dnEG}1z8Xg^4SoV{q&T5o{MJ)TU}iX2REFM
zG!PGM!J8-i<v2^Y1fv%Nh0=VPUD3}g$Pik=ycb(yc38B{N~Lb=SK7Iq2qx2LOfg8W
zYj&Td%`6E1K7B@+7D7a8!_0|Fx~Z9;V;jZGEov1pqZS|M@2cA&<&@I4Gxox^sT_hy
ztGJ7>b-%WsLj0-C!`}kT|9GI}jq$@zO=XAF)TWXBda0&%Wr1jmZ`N*i{(NKtwG?~2
zf2=)|7Iz4VCfA^n3apCu+Pp4&nQ6^<fiB6+MOAFSSX?np?wG_$hB-j0UtA<TpV>U+
zHM1K^Eg|2uDz0v1fn)7QDazLgT9X>b$rAz0`j?}Or)=}aV)37+seQ49tUcf&_Nu={
zPkZPxSi56-y3*kLLd<1eutKkdn90UFUR7;lNl*TWn(T%l#$v6^FZdvZ-r5wQ<*~M1
zkp^98u7>GU$(WmxaaKsORV>Mkn@2$YLxDeT1{r=rSVYo+nGB*i#Sn+~)DJ@rkxJ6B
ztgS1zI`2`~Jj$wz0Hf|{`S2bTeH*i9m9B+$oMENI)MD*2Rcy`Y0;U*#S8KOwi*ppx
z$ua8!m?U*ILTDxMf!a*%t#*CKu1rZDajmNo#0N+p8b)O-Q+9=Nd__P0Ts%(;bqfgk
zaPjGIjhHbey9lxmMFx%5dDV@c2NSmF-hK|rF!$I_9%HifHR`Au+ddz2Q{7S|y?D(<
zS`|k7&5-o+NxM0}U@*Ynj;@18d0U~J@XBn_ecYgK>X;AJrzn1AUMs#Z0mm=S9qjk6
z^`UINhp@S9f~~*%eJ_3Dh?u7D%B`k>u3LLrb{2;iQeNecWAW*HdmO_R?!0VbZpg!M
z%7l#X;1y&p+7V)xSd=8L7k%nExsDO2Iax%x!)4Rj(t^T}A<s4Ip9qQ}D>NNah@T3J
z*41{mv+=H4zMUV&`&5f4`${tTz3K6U>jEh12w!3adyp+Fo?&TSHl{~X4vBC(PFS;L
zRev&|JmBcbBP4CRX)7VXPUGY|uNBxA+vF6%oJR*|=}O)vVIJ8`ukeBh?kr@1NHn9}
z#){-efo&!JiI<mtpha2)A_mOec>vRDCjXITX4x3IY&Jt86ngT8tSgzXB>kHnTGe#*
z+N-|cz~ou>WYcQ}<rZvT>>+mVtd8(trv25kV@;EOvl7FoQAN2KTOy-(ePQ<lM&!`F
zw^6^FZx%#j6h2fA;*)znqL4wp>x)W|A;T8apDA=Vx6l@yy6;pcQ%?D+&~`w|eD%pw
zC!L_FFXFrT5_hZ6TEbv;CG76zYx9>wG-6s@JrB&njCH7WCXK6U?@eq|M~%z`ve5iB
zm1YI>O-`K-Hx>?+3Zkft6EhF%8IxAWEa6~AvqJVW9M+5!<P&@e6EO56_h-*bOAChB
z$5EB7cPCz0L^<6GSj*7nrkURK+h|NHQ##fGTe8*Fl<DV$v{zj)Yx13JV!qDU;Uy(N
zryE13ERY4`D7mVH=Y`S?k#1p%$cHUu8#}`GT5Hh+75QRyV0anzB&*y$DHwX0v9H!9
zMI}{^IWl)EJV44~hzx-n#7bZZMUz(nC5+P)oa3d%i6;|!p=fcTtVxR5K@T0+mC4q|
zl-ooi)wZ0Z<6QR@$&TkJKUP^u4$`v3XM}>xyhO&`IE_E9wZos~8pNNRK-B7t6h=y@
z6cdoXsZGlx3`5#mlXm5I0{I^%RLPS`MrlK&hsJQtq=dS!i>FnF*av-M8+BcmODJvf
zuL|TXlVE7-VX`bQCk-5NKZ(@YbhIX5qZ%npW55#71+gdNh{$}K2Gwjsy;|vT^$b$P
z*StFvuge~Kx}7=qE=sN9cjG$16N6<IiOR=7e0<2%+G=+=RZ9xr;d?g(#FOm-3jv&4
zoAOh^hjL;jy^7e2A}W}8P{|t6eV3|&N3-tBkUdq}U^jtU!P3(5nnrS)q{%%ZqtUEW
zR&Sd_^#r{HdD<(XqJCV!H{QH_96_dDEY;D=ym6)p%eQzd3(Z9WxaM&uifn6rKgw9o
z+c<z;v?ww9N!g!9<G~n$#hV(_rmd{r0@#8+d+~&5h&q%Z`^t7jrYjJyb+;vp3yL5E
zD_lKYODJXvDLrnEcJ!6xHry{QF(If$5TE$ztm&jJD@jPhQiADvw;;o=isIc&N6aj{
zn_ZH+*{X+|JnDy-CBh(_1ay((mzLP9!J%?gv6^#p9_ps;bOgGvaDW`C7YCUW63p+R
zX5=N5Bfm-RF?xL?IYA7<u-n<3gI!$?y1uGDN4l&;@YepbF}0OdR{)EKmS>o_c^$bA
z?y49vGw`W)<e>5<w3g^@ma(A6g$Riz>{zq&cr{#cO{rf+E0qChP77DF4x43lk~LJG
zK7P%Qhl@6lcc-&Wo*3AYY}{gvAw~0Sv@Ws~d6sV1COZHU4Rq-(38>l|K3DE5<~Skv
zGeF@>47pq%fxBHv7_Xe5S4cw~?wc)bTGK%RGZQM}$!|ccp-1oP6-7={WaB&a>uf>#
zl#bJKLyH4io3o5XW=?YK^r#IAzxHAVN&l|=-K}W#iIYeWa|DQ0q|VNn-6qB&<-0EM
zzI;NCLIG^IlUAKc^LaX?HL{;STHVYTEDwpsO5om`ieJHF-Y}*#ZRTNgYH=Tz0*b)C
zO?zYXQHk33wb4V!#KuT`Rn;39I8~Zg!ZLcv6yZSV%-kxB|L$_uP6LiEf!D4G(AZr*
zJvMxw7!vO5)~{N6Q|_T|Mn45fq0N!s&8k-@l8X;fZJ%7b(_}0$TT5&_p6%J@>#HPC
z4j-mSRR9Ta4b`y=Fu_||X98JXG#Si!qGszn8LkYA4(|wA4~PXnAR=fNfJ{UGHRSyt
zq3{3h_aAQ(TQXadD~GFsU|#4s-W-T&K99t+pc6##1xU02N63fdSL->Y9eA}p>dyF%
zzCR*U;M(6Famk9@9^$~%n}eZBYtv|NGK&77Q?tCNhr`({!dYbam>55}r-ji<wj1kE
zycR~-6tGWSwHW}~ElhBr>F8Xw<n1-CS&3UBi||897$MGn-)5c9_o@7g1sT-jjC0MW
z=Sg8OyKvRKz|sHZHI0_>$Ii1;{jkzJRId#`sEf8Pp83kD{L{Dc@4@)croz=04}XPv
zRD1C*30L1Y07jl;`{VCqp)M(WWO9!*zX9HN82~VNPJKC;?GHX|5b((pjsL=k2id}g
z85OHg5Ux`h>A`31k>K`gH6{z0H9g$6hGI^Si@P#QZNKqiJ}J&9Zo(i5H!$=F2{i}N
zUR=zf@aO$X*?iG*@0flI^AUzTjqQz4zx#)>(yorF^^n0zs(xI}T54jUqJk(GYnC((
z&T1?8_dzdtLWAf_9;-H<LZG_i&0Ow-HuT69W9LUBa(*%$xOdH%kUM+EMfL&ZLl;Qa
z#(@x(Ygl9(>Sh(7P0U#1&i$>US>gh-c@nAspJ|;o_q{Z&4YPJ{5KWt`68Mutd}p^S
zvbRD{Qd<VsIWhLZFY|gd=niQG8c?MXbf&EWVimXZW)FB~;QDU{C>)x91M&j89<LaF
z1Mswd6pe)C04E!vMW)0zp6;Okc|nE8UcUjCn9zKmp(FIYJRA3jbgcEd{a<U=`ll+N
zkCBgB|1D*$fV$PI+2hHt+kchU6H0eK_S(3__(z?k_r_h1aFxFSr)3hq%1eOwsHx%$
zNRM!vP?~?r2su$Fa97yjT0%vnK0$&<`$s{~SRZT(i0R`qM&7^ssSpl`87L{0varuQ
zVQ`7Ba!v3<0q-vRi<CK5nfsJPg5*h}@yzCk0igfjl!5(!Ip1GXcK;Rh#z2!wbV=eA
z*+(*4NIk`mQJ_DrL<ETE<gQY;Lbs5Fx!UjCsx?{SJ>ww|k1m|?;2%J3hE4Y~&zq+T
z{J-WBbQ4vTDfm)Rv5el8wJ4NQ3CuOOTTmN;nwbo;BNy9dPBLCij5PpME2lygh<1%h
zibPjh{fPmV+#*>H=$_8&&(;c1#Hz=5NeKBXfSx=t38dFem<YHx&!`&B{v_ig2-PL>
z5YT!QLM6q@p6BO(;zyVRCTQqBABx)kJxKU67FV|Lo#dHJb)f>~>^ns(cUqlPqCW4B
zkZ&XsgM)9bcAsD*&P<?d-mlz=%(EBE9FaMc9_G<)?~C+(C?f>(&?*&`I%ha`YrC2g
zP(P+sK*HcD4#W<MS!O(r9h841THwcgXWD8wLz8xlDE@*f0ddRKggP-MesLfcdkQO8
zEIH6QMi`StFl@O(YPrcnyJJ!{Q26(y^Z!n2|F=DFi~R+pa^M{G<ZQVoY`^{1r#Il*
z1x2M!EogrGz))s%U}6~u1iYl>pc&#MijWcW*#o6MVWT$Jfo<uVQ!IGnea$UNK*513
zfflg}fIZtv^>3X@OOK^M^0iP^j&T!Cs!cAVZM3ZnW!W#w5vfkrt$JP+w@x(aMuna*
z!J?LaQwRvpRsl_^KN4-g2&XX?RLF+g6m)jfpj$1w3B+~&#iVurbxrc!u$C*-tC73t
zXTeTRy6-!}mF}^quahVeFZ&I|$>xGWsFS<eNk<0H5vv>KxqKXyK-Wy5*7&gAUn~)W
zlt1lL)AM?z3r$A4x2cxHF7W8mHDrDcO%Fwb|A0+OK{4%{MAb&=KP509Z#cii&N|of
z{A4!wY;>sB4_f0h(rm_K3yZ#jz~RF9Rypp>6g0(K;q>WMu=8haRr`T@^(b5AZE)h=
zbH5*?CBH47Q-e>%pl?l3L&oS27QaI4)O}p`B%;LdQ-jyiT8XVBiLC@k1C?9urdy!l
z>Ae4kJd$B{9Gp+24;Bzb#C%}5BX|syeK<7f3&fp&r+p^dH?@x+!z1e}3Lf0i2IQ2?
z%}azi<=34R$GW>y55nupogBH~!ewO~cc`8@F7yF@y}`CB9`wI1Tl4W>SW7T@Ox)j>
zB<%_o#k2apbS22%XvcdW#n|y!fW8w)%0;?I6Fbo!b-w|7NRDI7pnvAQ;#}EMKSw+Q
zOyGMuyjpFHuatP8`VDyL(S>KHUcc{`N1#3sMwR?4LDc)eA?H`rx1MhsghsNsR*vl5
zZB2BpNrA4h7V*E-kl2JFn#06$b>+3F)Ua@v>N)nJb9r%`=p>o*!BlykWzEC_#DFN?
zml`L|1_Dsfz=$MrX5)dF!TDh7ak@WaJOxiv$!>2vI3F{9D2bKv+)Xh9!PH2g7vGCk
z18ku`u*3+;Eq{bTA0lS&IDROz1<g6LTeSM;EwvA%teL_9O6MankH(33gOjrX)C^Kk
z41H}2%Q~g3*xLD5HEQ<%O8WU3v}U8Z_Lyg0sp%7npQ+ixQu-9~v2Pv9>|W&|+mhKk
z{>?06(dv4G6EsK;ol#T^S_Uelzzl^<*Q-L;JY-n|XgyHLeQvav?cdx$Tivht4=FDA
zn_1Qw@<#sMKZWevHBNY+dHtBf^p92}M*mAa{~`Xd=To7~{^2#|AKl4U5>)x-087eg
zb|?;r)4#)#4dHMTwl1@rPLw3M$zc$h{yac5k%PCkV_d8+`^rTX=2hvPw#ON5&7}QL
zgMMOzRnarq1WC3z%L~xpFmw#Mm;uYqxJu>>M{%f4!G?U3LR`_V;PmbR`^NQlv2ES6
z4qJrd-id9S(7a%zX1?r}`#>!x@r`5v+zH2)yp&L$8e(JWgFhRt-o@Ll7`!93Ct^0-
zE2;?9f%<V<`*+;hDA0e$;S?bx!XTbs&hj1_+M?ZKNYd@m^UP&#u%Uxf81`$$MZRV&
zhAKmqH>u^h-Df(nA3a&$)eRCoUAi*oj-ez<t<xcR3MT#3S*DcDUuL0&YRR<TDX-4C
zye$&O+?3%;{~%oygw0L=GiK<2k0JV>_%|XG@)mA`8j^GVJN2&*V&7UkDnvwt=tCA)
z)>dW6HgyiLy!L(rz8Xz5Rv&z(?!13f?awy1X{JAkA_n+@G*e%i_di0b`v1&3HOA-h
z{qW!)J9s;-Xa>DwV)WN<fH2Df<gw3Sv7!P^)HBl{W9ZA^<)^muqSkS#`)8dr(Tqz0
z>P~~}4P6tG9=Cu<r^J7m%JV-ey=xtsG+=_d&=dhU(j;0Wcx3;i>eG@qzG3%a7rcK`
zJ~CVwhX1_RvxSknak4l(?H<}h3_tUb{w*a!wC*@=BnC2s|3!*KNH<8kc9|5+uvyJ(
zTa`l7Tjt<rl`0xr5_K2tvFA2JwC6cB+n4|6CgKOgNQ@?q;^3OTKSl??xEu$Fj1fNf
z01@B`<~GBI(lk_XQap(?m>YRg3ETkq4d4uN3AB#=lNJ^P(_TDNw*8aZi;~*Fv%6-v
z%bdlL5y=B$z7UZ&08al01=#JrGZ7JeB`mjag$t3y_@}za@-{bbj)4IAUCa~AvFShQ
zoQE2Gj_K3p!#Me$RQA7reFf5uH`iOrZey-y_`wMCZu(Et|D<M{$znjd|7X?xPpJLZ
z>*t~PzYM~Eb<6)+x2)nJ5suR{J{yFJ^3eTZo<LoiKzxd`1My<eRoOe_##+P{E?N_5
zeWc2_hhK2|FZnWUxK~W1cuK9nKy!#EU?G)l!bsxhbaTls9mP_p4*WBPrG^nb&i|_9
zQ1~Sfy{sX`B|d~T3oUDlA@NP5jcdspL)!UcR4TyrQ2BC7HN?)P-iViOP%a5}0J3@^
zW+>e`y<;ZopFf1k9h+PsXhB_N-_|%^?M*v7v_lj{Yxr4<ytfow_y;u*gt`7VqO@{i
z`6JWZzcB}`&vw;UzT<NZaJRr)TUgei#gQAqQ%F#OA^Jr8iknLr`NXLq8$$w}_2=Rw
zZLB@*y_REK!po_IM<gZ3aXoSJnc`eot2#q}-xG@nxovBl7D~%KS9lxIXbaG$04E`Q
z$dSFFf7vm+c}u8_ytznx+p$E92{%prjYw+)8_Tili-sSSRkbcO4KJJM7m-pERD8Ex
zWL&jRc*pU_jExja`mDh-MCgS|D;Dt(6j>xOp#g`F39>0N@r$Vz2?6`4T;}pZVh6r)
zw<hjgjZ+?xo@^S+B)kE2vD9{?Y39bQlyTi)x$V6ooyHkn_iv@U4oprZK0Dmw*zm6p
z`Z&%2hyc;DA-+B*Cl^)mORLaL9Hb%)<FMo#-b6W{@3U1WMUjpibjwh*(mehbG>u-~
z<mA)i{qZfe;E}b{b->w#o-&qE*|6ZS;2yYf&mSyxDO8cV+;~z*>bg2oEI4fS8VH2H
z5(K!<W@N6`*MiB|zw~Dq#IOwGAnF=|v2w-=eT9yP`)z)lr8Q>1k*H&<+*^d;pV6z3
zkZ#eQ%lI$Q>g7Ok%f^N1d?5NXUb1hX=F&i3NYy7^MQ5Mu>jf9)GR1I|KClcSxdd~E
zc)xR@!O(T>sOT|ueSK~mET<%5oo(@prEHa=l6|kU($EQO<FlhA&M#pL*{gd$m^C5#
z;<W($kCX{Q`lhrM59JCcx3TZs(B1U6kR%imP}3_{JKVTyH6VMngwzH77lnnyj_L7f
z`Z7+ywwC$}WSA(^n@JVd3_m?P&b6V4b)n>{t&dJg51`S+XmS_-j2-TE$jyZ9@Kr(2
zL^~O)foJ~ANz+Pc3VmGU&csZ`6f7nZcq@a0m3NVs^5@FXk*Vzcs~os2ONz{5p8=K(
zA<F113O{Z?n^=Vk)NC)-Nnf_92IV|n)SbZwH{Zz%zOL#e@v<!{o44i!FKHF2Y*0R1
z_q6A%?(vO=O2OkG3&DF8+4xep*IF~sCJq-lYQDY{&c(FDQoR0A+z@enO*BJ=s-)$}
zfYu$#b5%Jo#fxfJ{o(rEg0;vnm2H6#C*^&oQJ{?&OL*<vNy8GcqK)JjfUZ#Izp?k$
zQE{}}ns_5Yg1bxTCb&y*4br$<<L(|L1P>%wV*!G@OK=G!A-KC+aDoR-(C=5|JKvSx
zJ+s!GS!eFdS#$qrud1%~)?4r1``OQa_H8XTbKB&g$b>R$^n|>kFu@?f)HK@eoaD2R
z$BVmTB5}s@)Ka}eG7HTfXMT9Qy$Z#ZroTKSIXC+7pkHXtW__2lUpd{fATf}R5*~A_
zvdS7oA~m!7j8-x6xuwl;cbD!Z@4g@>f+I#zujfgXc}3r3=nT$vij1LG=Ap2#rn`2-
zy*+6-clI1&?%%c0?l6cO2r5P&RE$)>^cU<G3Nt^|Ys7-NSfin%1M;Ne#^=K<^7YL%
z93GgK(Cym+6$@r;1p07su;G_4fd+zPUj=ye1TPpI`e{_)LuCh0%=Fe%Q14{q;;if)
zP3L(3A0V3W<xqm&{<eeBwd{$OZ-s&dz7*^SU6_a}uA)o^mrpW@Q*-I7KD{t2mBajr
zyO>J%TKQDr7cy4o-1%sOC#uAF?w6F|$uAScBP-f9F@v{<Kl><x1<prbu2!;d*ESQh
zYssS^SYcgLZfE)idic9eE-4txf^3RF-$7KMGQ63E%D1syIyxV<oCol7!?#A?qpZbu
zdPL7?aEd+3kOH}t;M60`I*%rb%`Y4N6zpRVt1mk$>8p}zS^@nCs84GiFSHO^RxI9~
z%=6E*8Kiz44i>yE_p!UC?`lk6lgG>SzH-NhF@NJ=m_qn9OUccIO2ufu)$^)YW5yux
zG6VfCoqL;@jmBwyt>%ls#dh+fa-EaL>4Kt9W+-FKtjF`zi>u%}6_ynGh!GWk4|xnk
z*WT=xg3=2t2ECdEcEpKNGE;6J>-y5iV~;N3=)ysi=d0UEo~<Mk+is3wI%Ckw;3uQ+
z^$@wTrTo0AblD~uh-_}8HVr6DSD(wGJw^ZvZf-m+>eMEldB(Sh#lO&hKk7hhI=D4L
zv1KYJC@45Oreo>tofcka17XJBQc~{$Q*OB;T%YJ?#7Cc~M#_bC=GSs(glmQ{&84u^
z>2{+m{VLbsZ+(?r&%gXh=q%Q8yOyz^0kR$GrlUh2MyReN`A;GmiClhP8BkA70+jyR
z@*>ncL?8KkK+Va$sNB@JaW~CczD)HfE>MXb_1%HENko>5)kIqF#ir<p(z73N*f_|s
zg#u?Y=`vu~d>~MlbGyhvS6$)t&H(}v5R5;*C?iEfIow@JmO!xgi@j9_p5aIh^jWfD
zP_xlIWa?P7V&OTbutJ@bUNj@K2mGpp6%s<xywz++q#lYDiR~JYPl!M`{@x~mPLi=3
zdQBdw+V<sWs)-xDswhbkVX69dkL-6+X5k+Q`2Hio<NvZ_eeVsEHVCCUP0zPyZ_6jc
zs3YsSPpxup<Y<Ei`Z-|bWXT`q2b*!0XI8>D)ex-KDpk%jh>hhVZa2dgWI;^Ma)LW>
zpK^u{^2E7{%e^|FcjL1dBX@p~ir`iAC}PEmPp-KTXG7Nqa}B#qX5G<vAHzFBgtSVW
zh~$Os{?+<LqQb?cJf59nuVIinHO+KD2ZvbC3RG==i5o!xxyl{IFFumv97|O(NZHrX
zLiq-LsWQCB)z#<LLCL2Hk2j<bW4n<!=Gl9%_ow1-id?zU3jNp7Ir66HY_(+oT%=dr
zv&!er7Ktlx`om001Koq}cO_yFKdbo0l)p0JN7p|<GA5;YpX^N#`69<u@uO97#%73I
ze&v|kiiKATueX&tyO{;P4#|p#((&Z+(D`qx$B8wxxa4-a;ENu36D$oN(HB-<g<RL{
z5WP5dsdo}Hv&)0pP*$|AXpB&d;rhSS5W-dop7M9_)~{(K_Y`^?d!S1|?S#H3-j-iN
zW6(h*HxooJ?lUgAXZvR^G{x=mwiL)oEcv5uGCn*p{r89e9)tg$2miD8LjSo*pL*hV
z@h4EA3z=BxDWT;xP9LDt{_oz4?ml9pN0MF11Z-FN1+RM1AE4f{J7uE%aorF;81{+$
z-Qky;qUysefvU9xD>nRQR#Xih*a{nI*0;M!!!2KprPYo=6b2*q5A1b(TV38b#k<vy
z*ez&;Emx7260fvO7P##UG!5rQ*bl3+Z5@)X*5l=JH$FRHs7_f<E=bh$vI4y|%;T&K
zy^6o>#rh%Z>?7-3p5W^+z9AEZUhpwMRs15VitUQy3zFc9T>VAZ`TH_d0Dk{_#klGD
zE4v(`jkt-g`Uw!D^NqS2or&cNY`Gpo9EWZfd*0ceY2IX4g4hVN%mZETJ$)nYI<Nlx
z?Weeb$khGLz66F0Lt6HdcqaAlEkN}ezc(5O^iyzl{`TX)IgDfA(w*IdK1%EL7*a{W
z@558u2YOsQbWR#pJqoD*eG&i#LiOQ1#<w|uKLQyriF5=1CHMZz(w!}WZNV7{a8}gj
ze}MknZ^-1o_xta0`G0A?fC$^T!;#3=<H$+Jn~Gx3)&I8qlw7B=%;x_9Yu9i@0n`D2
z?eftfttz_*OhWtz=qPQQrQa_r0OuDT;2_3NJwW)3K-LX`30MsN6=h1v^9N9-mkbj@
zWD5^Oq)()T-c{-HO*K*Se(7Oh>6qVm_+<qsEvBZL%nY|}i`}+eIe8`;k9kwAXAvtf
zlaKmDhMUzmc}91n&4x_lWm)PhYna?#nTN<D%QE1d({O_ByyCC4H0SB-VYGTHTWlMQ
z1Gy0zy{xDn(OPFw8JiOM0{cdg<g-PXA%zru+gW>jGFM!fJ11AKAi$Lip^zmG@U$Fp
z+=4h!c%<wfYi(J%Zp(3`p<PxbpAHa>hkYb9*q+z0#`yW!Ip=zVu8Jd-YPx)Rv7ENX
z+sd~6QMJdfiJghHA^0=0!fr<gof??_oUgEgJk|6YSNU$`oM^kB?yT;-!EqePk;7Ny
zuNJVku^GEPXYg_(O~mNWqGK-k-huR6Ll5ul9sEesdRTZi?<(ImGyA;SbUR;EOzUtL
z6#YE)zN&k(I;l|JRFYvKpW8|nVL2Md<)kDTrZ}u*5O!9e$+cvT(K8v=zCX-v&2H@;
zqz=1gt8e_~%mW*M;3DSGvi*D`A!GRs-vz>2h5b?hbT3e@vSs)|hES9AAJ=H->BDN;
zSNL~{bpIz=K>#C2?RRIL+`ws^pCtwDOOt^c<Epb)<FXId*6w$nY6h6-dBOz0`T`4J
z4--A5s<<b^@b}x~4{TY^82{;c{tz>-6v71y2YPD7P~_EAnAtBHij42lrKXae!{%}*
z-VC*8*~&X;k^q>G^sUp?Or5HoOTm2E;$mCv@tLJrvU-+SQq|10yTCG0UI)bFNz&Id
z0=tnTf47<PcU8~b$xJ!XdyDM#G}djpSirULx9GG1ROL2CH+c0Cm3bl0FmtZtN*K}a
zpk*r*siw1s2GHkj3DU#@lp%tpc63i$)Zar~H{Y1{mZBy?Tk3wsQeVva1S-~J(S5sn
zmo07?dGI=K<JhuEDQl|Bh{<uS>C`Do<Qe8f-K($fGBYk$fjUx5|Dwj4{v$|Y^Ul61
z7Nmkmu|*WL-AZ<TCt6Ptksq?y4;SE9suCIQin(dMo<Mk%@|JZ|-f_KJKkx;&z##j#
zb;09fCDFo5IdVlxL{+L-d(QwfVe{q0dB0hh3w5TSo0Hh0{L<GaKKF*gsI-{)Ab|@$
zh?f_1y;xD*<<h$8(dhdeaQ&;*ovLF61g%MnXx6UH1i$T=!;B-ri{TgKmIj_&24B6g
zY7*>L1m_p&Nn9vHd-(>NJL80`UmIF^F=3;e>Y*I(D`QIbnd6l3O~U5E3%giCQZ*5z
zN+Rtj0$;(RdxxJsr+d3$5BfR2jUv<xQhf)@dg)ALz4V6CGEtCy{$iLnp_dgZR`fBf
zvDVJ8f;iiWIQO-1Z^{>M(UZ(ib!tN&UsR41L);{pVh9Fg1&z95=615quN)aLD35Ro
ziCVG7ntxm@*<t0xDN&Y!s0yfMRqeZ?A`&y)1$nbx4@&Yk9=56+D|tw0cm$~kolG<p
zye@t_b5I{3t%T;ZC%2Wxs<8Xb$uB1iLi)HCQO_pBJU%@u99<TP9-!$;pJq_w<W@Cq
z=r$3%_6;PUF1)G^*d^-;RGK8F5Ikl`)(L;^D{s-x(!L{@lcatj$LzDO&|cb!h?84s
z{SKN(nlFzIw_buGgv1HbBpCorX4s<!;t#@dh2KD;vF0yws=VjgPnU4{`BlO2`i1X!
zM|3l<Q#|t9mBPedKHji9Tx{S+J7j+fC6uD*$Fu-ZHoCPlAO?BVyhgAHL%w4Yik_8d
z{DEb@EucfgFi1<a3R1WfyeO%h7<XEaw9RE*R|n&x8)8PH6mOcV3GV6^O|YAeA2vYw
zG5jLP1$qL^bxV7T`JM(txEvZ?xU?l{2cLmn1~lh*Pi*`3oMZ@bXEmEeI?GjhS9djq
zqqz)`c)Q8D(Y=Y|M}6cjxtlSCXRu3SpW>;reIQA8s{O7cz}td>tVj4nGU3Cf8*eLx
zol`MVh?~(XXnrqqX+x6<|F52Xa5z_Qy$v#@h2VCPbg@h>6{S%ZxzCD6G~O3+hT(IQ
znc$C~<w(umv7ZryT`;>TRRO&RU_R2SSguq=??3vs#}!lf3|s7dR33>J;W8rp#>&F^
zc)r~%K3iI{fPSb-L)*rbNReO;b4*e*92swJCOn2k&W%yNGdvdAH<%R1+;8TctNztl
zGTpXe5i%Sd1eb+^Hi~QsGE+y?4O$N?E2|3R>1@s}^9H<$i~~pPH|7_j2+zRbe15JS
zO1CT4K7>e_@IVL5SH;`Ay#|_;!Hw^nR^D%a^iCMwY=8@n-6dEd(c+{8`5q5z`AZ+_
zHeUYVNu=z)orjPCa>3D$(Jy0b!qrobnP}9NMP5{uW}$wZBEFlD?+SUY<LZqlzq+#&
zpslg(pp|@8gSkxv7f?LqT8c#E<0y=N%o4CbVaGcOuAt!--gJ6IA%fj<sG7Dg&jwz`
ze2l41x<r$ju_3rq{51GR(RO@f+=#8aGQ{}G8&3w8AW1D|+V$nVK-p2ULkTQ`_PIud
zp)&;xE`Yoqq|Gtbkyn3kz8@2C^rAtYj<aLp%a0Q6pBEJa7|pA2wPu|Kp$s><<X<N7
zpPe&aRL(7qPHL&FD9Dfu^m8uUp0n)h(g#rM#w(YmJwd>V`}{=#&BGygAk2JGDq$r^
z16T4ZsaSZ^A#F02!M4=*EPDkyGull+#*>Ivk0HaiRuVGa{;c##6TiPlB=R0Ccf<nB
zn@Ti}<mBRAvbb1*O)kD1P8-^{N;%1TSef=U&E-iHYgh}Y9COu1Fz3~^aSxtG^HPDO
zrKN_hoLBOMK1*}c0^0`KTKM5DCMAv1r1N3LMkGEsEd3C{wW9nJr>e!ISUqCtrpNM2
zbt9bl1DWd-+_-W4_!1<nEF_Q6t0|UzX!%~kSL^t8^WdVySD_%rL23aS1(afM3;fKQ
zfuqNZ{%+mRkZ2T^-d-&z6u`}ZE@YPPodT^5P_`@xEKI42QFD6@5V@Rkp)L}FRYf*f
z+XEB%20UG~6v3cq8~9wA8>}DY6Yo|&+P!lRK0CK$?@M%Tb~9Y9)exNKf_)=ey`nU}
zG<nM`0j{SCjoZun88(DnoYH=Qk3LFBKj%lK-8_lIQ8hqX@TI(9dgK--E9+Z%g8`GP
zTXx&T?T}guQVRxLGZO{ReHXS!GLazSd8z(p=WkirNeGA7-lY3Lp=|P{9kP$SrI}F4
z+(7FjswhsC&_uceo*!P~z~k{cv>p_SYLV43>am?9eK-+REJ)*>E4Oygh#=K|j#Kuo
zx&bq6=_C92Hsh$sMwW1ZHc@>Etvvf}sZo{N(@UTo`bc0U!f4?Tvr)100o5lSILk{G
zMK1G$ZDJF)w~nz%wXQ-td}xh2lTJp-^oWLyvt%s25bGe#Q?8OqBP|#&`&chNVP>48
zsBX>AiZYC-X28S3{JY%i{|zkG_y-rKROSI)q&Ze&MDkV<|Nh&-VQQo~+02eT<JBz%
zgmJ#ZyGJPkd%K%%idq!*Zh^W68saZU**k`XzOf!d?Lb7`1)Q;*o;pB=12A!*JrF?5
z0kFY8SyTMR5kT)itMAzgAgc$a6cnps_R$bm9Wt4@5JyYN%}gac&#4~vOQc)ZJ<A{o
zIZMUQpOI22!*o6R1cp-r5t7Nkec!|nbm|T`RK!(Pir<ByoGI%+YfG-gO)^;4;d(y{
zxI1E*9(`psUPdG0g5|`?-Xyi8ha2pxHb|8Y4k?XI$u+*RY<q)0aXEglABEn`m!&-#
z(n(vcpA_rsG;J!9W#Y9FB@VYkCbz2^l<?>8`?$0M<K(&j!AYUyLm8sWkl?ePmKL6o
z>;}WByOO1dxr!!eb(<gI*^LaPai~lXY~jP`XCt02_CVa&JnWVv<W^<we9Y78T9OZ$
zb#PA}UR#WqHoal)1x3875Xy+@6*wLhEIa)sN&Lyd{h`aiF8lX<8Bk7d0MDVySMn@5
zTCLDg1HHTi8@!&dxpSn?ER`Ym1AB`4Ma>~BNlkIj`pU?fGIMU5X*gbKejYETAxO<@
zu2<9q>2v2ha4At*2Kr4B>WStbxD_|rR+THa)z&sOG$bqP=wx<xI%2(J=@l4ZA)H^p
zV&afFC0p<yt4H%@-Z-`?L~HIJ%#|kFRgKhtVm{sqHm#C#l|`$XQOqQiM)rU{>Zmv&
ze4Nvwy50v0&=&n#-*AKZF=3%^YkO{;woKsa8CHIfe~fVI$597L&^~-StEQisD+U9&
z(x{S?Y5Py74(Ss1Oj$oqUaHm9n+n*hi0YE{*ny{46%V!9s@T@x+qf1Mq!?eoqRrp^
zOP7-l>E|{%U#>^HvlQ2~G~Ty2huBrFn|%r`!e}`_0~hC_v;+x1mgzBEgxfBwlZFuW
zXl4B>O55GYn&2r`rti+LR~PCdlHAEGh&H_}-}SKZ^Xwt8Hx}4>lJ+Ewf&{g=YOjGn
zTUo4_AX+`kq2fj+QT|@*($0IUi`qKc(VXWC66yKjD4&9n?8rRd(;7YLe%H?`-$Ts=
zM-WB?yRjLmc+E&RPhW?@%!H+>Q}-iXCK`M4CVx3Dq^|4ZdwI!9U@)miyX|3_mkgHl
z8OHa27i&OnFo!yAMSy+Pg6WP;fR>2qlrF4Ml%{nx?MR=z>GoAZ^~XQhv`rS_E{J%9
zNl3=A9MXHOo;8-k_H<InS0a37`PGFa9<3$NYYSM!X|eM}dlkA-z75ggMxY?T9gOxL
z6WC5*q)!v1=CzjZF@#65R8P1}s!Y8ow|zk&pZ_r;rmY!8bTJr7SVdriin%IbOf0No
zarxUEr0x$;2|ftjwLKY`T>{K&h;0wuNfua5(6Nkqf}2G$OT>4S>0OMby!4by$TvR0
z$7<B1$e})KN7@8+2}V(_UvL9)0+}M0^RMcG2rZ(c6Nk<0@fTOVf25G~MjUn^11dxX
ztmp@wd$^jAHCmC#K2I0dU>Xo7h~Mmz1{zdOU5vgws#3`okF0R+sWC%FS>Vmm8^dc+
zbKY<k6vbxluBt2MuPjp*+Aa6lCvC8zeO@9IvnanDZMl&q7}9rkJ3cA;$stg4f)7hq
zv$?H$!l<&qUAtn#`t9|hKvj5;GV^Gss*OJ{wadH}4(1-Q{7!#6MiU_IX4^o5G}_lb
z;_A-~J%TjH_4CGnR}u9#S6x{qs%E;rYb*~FHC^gCh(CSe)cD+3<ZCM^W34q~+V7Kv
z-2Fmr^79FU8I}ktWAXQ|=N7e7Y&Qf}chcBVGdqzJ`@j)oOXu2TPt)P5d`o)2;45q<
z(x2=O*Hd$RK0x#cLEiim5>(-W=M^#&h0_;QD$o}gF6Vkmhuj=}zd#^PREA;&yWp_s
z=@vGQ&0tGgE3UGj3ONbplJbsquKWV})BAvJ!?Px&^P=aenZ1=zLRHqX_)_*R)0Z>n
zb#r8d17o~m?xfQM?^Ha17*XeP9dub?841<UI5=Shu}dN~Aa0*>Tgt&@;S$>K;@U5H
zm$ZjfE$j)Plx4eMVr1%6(Y>5qNe447RXd26jyHXhROok5d(pVWf#{|kRc61nMFMm?
zRfh0!SNxLV<Gz}{K8R5j(OXPWoCctgAf}RL6aR89d~$@Ro1XAd2>e`KqT+Qo<3=H&
z8fP9LG%zg2RQM(^iKXa*aZxY2^uWLLof`3DApq-U-)M4H5q;QA4PmsB@_Jkb^pr^!
z2$d1dQ_}uyKa1SWAyyAqlYb!h_CIqhe2(kf`wPS{p!uWt3cz7qesk-~uyH#~s2A9q
z5FkD@Zd{17mhW?5bkh6>NWS3@kS9QE-Q2G{Y47g-a8rCWOK%Jl8A82jlLGLqgU7;u
zkIh;%I4%aXw*Ex0`#0fdorM?On;wef!IaYM2VTLyrVS?Qrxs@AKQ-X@ePEIb_JHH?
zj;-6g-LzT)yXTjJP9(!6qkA?)xpBl5CKI(SCn^rjl4VYRUiArJCHBrnP77^Cwxo<E
zOH7pK5rX^F3QPkSnhJ%VoaU$a6vQ6qv-`_3cZa?H7&aP@#PDA7iGEG%oDRI9yt~w(
zC-P{5Nkb9mIY1lTXrC4(K4rl&UfDKXF?cpyZ@Gc2@sdE4IE*h`7juw;lS-bfn<44x
z@*;&xl|WUw)HH7;XH%*NH~`S*e)_DlNSKk<W<M?Fm84^G4GbNE`?gqDqK(*#J}{Hz
z{n_VUkzucyJ@_Q4oJ7|ljRMR8BfWGZTwu}j4SIZ#Lv>5*+h1P3(N#4fI{Q?u2tm4J
zi=zRbn4>>#mCUkTAb&|coG}7al)2)!FfHIKOB&7Z7UwBDVJZn|3k)kS*#&ujv2JAr
zLfB`%ia!IHf0XB2WJ;S+Y_TNh#(Zlj{4sf82N|E!-)={L64n*-stI2Pp-Jx>UPi0q
zg3tAtOz$C$MWUY73)Y%e#yzP?->R%$SkvTseWU(zE_8W&p#W8bYw}u0x+?uHxsG)b
zSZ2sZzBj%KVRiM`&zc(0aLH91NaAmiGt5qUd#}y9z9&cR^R9-J;_K+Xk?SmPK_ux0
zn;1LzMNHf#!W4cl*|n*5dW;H|z`W>m=Mw+bkC89De&K|x)V<$!C8=j%dTV0C&r<6K
z`~h)}Uht1n^Xk@2E8A5sJj^dNULOT-WysTu6k{g&sv`x>W8Q5FFhCMs+N8z2n1iWJ
z1x^%)vy=qsYKw>uCP-YXiTU!?46|x*li<~;Pi+J%@6LP_X44oEee9<g6+S{U_*@oK
z?>hb~jlmAj=&zS*TCn*%-Ntz0r!0xI^b(sVhw?Q_ZOC!N8@Xget;D4^ICGF2!vv@c
zMd{r<WyS{TLcQ5cPFu4z2?qtlJsu3#B2wcTH4N2Bu-*m7o)+|*ur*=NZNCoJ6_B5g
z%^|DG*yndXity&;_I2Y}xO_F*R3)dLCC*$ZRvW@5cMt>NaC5Cnm&G2>I9tq6TYo)q
zWZ6*Iu^1H|)<qxb(o05}y`!endl{D^#jmlfkWf)c7n(pNk3_vJZZKNIzkZL>%F5Om
z`b0gk>60|Nz9ZDP$XKtQ#SICp6g=ildtM?E(R6T{?p-8UH6V_wZ=X`FV3xoV&l=2i
zcBrd?K=xhhEHcgCcviJVuejyxsoxWt1uAq)r}-UJ5xCHV;HQd42hDI?CB3q)O?VEI
zKq-FDo}zV&yiu-ZLk2cNRmwfS-g<%!K_Ymm>)=FIjhk`j+gVxmqB_*9WC5ea6w1Ke
zeVXw2>~z(0#I9bKx0R4a@{{5dFXb-@FF7-@RShjf{mTVpZ)0NOTxErHvKRB6P*%qE
zu1=PC-@v;t1DSVY4siEgYFRjXEXk*kya7LMH^tcwB!{Akq)5NzR3K%F38fB#+f~I-
z5WQgTETL<aT*ney+2&2~{`dm_!-4_NsdEpCP@LfHe#R_E!u5rvoZRDJ?>wRrv4X^l
zB7xy12eN(END!1tE(fAP%nEge?x!g*ffezg9wIfY8mcU^*)R0_k-iISNrg(}OAyEH
zWCzsOYyM{hZvJoF1`&`B{k`yi*?V&{^%%5R{Rb!(avPYM7lrfdRJHdijb#cD-*KUe
zx)&yG0s40XJPn~uhw78#+gA&L&4HP27h74@CROB50AuF$2uO)W0ww^Y5O9(g`ZI>`
zcYVh1Q0c`()CBbFk^!8A@=F7m<y#(Ae5XkIK|xg1#b7Pw1CkCZ?$fE`q3*|VKBOXJ
zynVzI>v~G1$REg~>s|}c#4y!-)Q(Q~4fOjdCVl2FYCrTb)t|p-nyfvj#VrG+f7me_
zcL7qXP$_&hf&Q42H0rS|s>sD<S&fdIplIQ6HT5fenZ%xRuz03o(e82Sa+GaB48&C7
z7-9)`Yd=S+vQMjj8I~uDoSyXV_P&qsKCf(-q_lXi+DN`IfqxKTmh|hrXBwTtpcJWN
zRTbU>8hyOxF`<-1{(-J6l0f6T4xwf#tpL8U?+YVIg`YQecp&$tfvotu(H3M^zM~>j
z&~?VwYCRgNZ04DdcR~yku*Jzki3Gn{U{zFge_Y~gTany-B3*yaXZ}s@bCxZb_$bS_
z%W+Rad{bA^t<-=DW!-{PpCJ+%=E9|i^?nqz>3M`|kpHyF?yeQPsBVeh@{AfkAH7$?
zV|0^|q&|HdjB~^P!|*QqAn~fp84WB5o+WI&b{g)Ugk7;$1f?v!+1&U-sWaW!VnN$L
zVlMTg6B1xXQLSi6X=!N@nbdG7q>2}4%bN(1dK86#VtB9sCEJ(@J{znV>9u+xqRgr@
z(dO_oRV_}eK>L-&)tM1da*I=OuN|fnPdDb#VbAh_EGk(=KaG+TBOxrf)OWK6;u~Nr
zKng&{hE`0*8?+P041TWF@}<IWC*(8;6MS|~^8ER)DUzD}^rI`}C2()&HewBC5_RiS
z)at*S73;`G`G5YFB()(Rc)4m`_{O-_>#dRRaD=sgZ)R&R)z#NMrubo&0}Gh#Ld^7h
zL*#^}P^ozs8m)!+L}@=oCm0f`J{wZODdRcm6FIhb>5-GtAGy>Ce)Jeh8@&n$YV_X^
z!y4`AJ~y5YQc^@DQQpL7F*0-e^;M+#Z^olfOn5~{ALAu(?N9D2^Xp12sW@%nHX$m%
zvAcCBsXL)+Ot*WK5tf;Ypr2<t;Oj0gdjF%O;Do+-ZqYWWz=!U2yWG*N1ybt=QE>w_
zZ3aJHv;O>*Zu1m(sl8a*2uTeLd~{OM-EN4G_8`#DN9Zn1AE$q()NrTR{`+D#G2Sp`
z#AU=Eph@LH)-ukVQe<ouH~psTAyr=shzIY<B6Rx^7uv}gQgDbrBl)}Qe1;pb?<<N9
zgdDszTsn9m%fffett{YouF@RHcp)r#4bz^#_*hC`?J76)FMS^i&GKkE_PVGLo~Hvq
zCAP5&rOmvWexydb6yn7?<ocwFmG2>7OhPWyZHCDP(es-wiBUVD+@n4TvH5bH6rFgx
zXT%f3oC&&e2o`-tEkBRb=1uSxmkebHT(o$cAN4JK5z5GJ*Q}|GANo`{#obd28>#|4
zC4Dru^V~}3=l9Z*j44$e#o{Rj-)&}{a=&yydHWbrhuW;XOHER;+-7pfr|Wff4q|yK
zh)2=hMe`7&X0^S@``Xu<>h}Hmb&)nq(EE971|e;*RwR*m0j?aXSVL*CJspyJ6aH|c
zPqg1`LNV?2j6>LpSHfTx`koA(L5<~{Lh?RKo4uj4mi5)!QA16enwF-N!GvcF0?0_A
z=j9|M{IlxPVBQE3+tO-|0k?00=j9CAAyC5s_;~7!jN!Q&8hEj3OETS^QLflX(LEXP
z$l?^1Km#&(c9VUlOo$vD6w$>X>w5ZWQ-ZlR*l664-XTVus*-gsd~Xcny`?Xvdu_FU
zTL_Mlb)1KM(Ip8K60s?-WP{b<{^&XF`>u(%89kr$nA&e0a_^@bxcqYqJn43PBG3jw
zIhfPdGjx6uWlAa~nx@g5jz348zZ4>jGK}^4`EEqZ|7eyTe@jcA<;1_fqG$1*nM}e8
zauWNp?S(DG4qp;1HHh15(i(m5nPN~u9#WD9CSdJuVq8AW`lLFMC^^jD^I|K1Zp18p
zJmUr0e7B^|g<xLGXWtxl?W-r@oc4v>Ghcxf{&$%35bFFBJ^p6m3JIg`O9DU1+5c(d
z2(PoZZA*FEu@c<&Z@+)gc=Kbt&5Qlld0?TzpJr|D*Ui0{llYSONb}z5C<pt4kO5%5
zsB!^<Y#tn_y~WRNv;EDHB?JOI!iOY(rZSN4XGC}hd?vD|AY*4^cb1?NAjEgeatEPK
zR%%zWQ0)7`6ietspjaKR=?y_3TA**B@{>ZhnA|-@m&;Jw4z|`NOHUx%z&l^>Bn1jr
z)TNkXq$Efj^RupxjX;PRxZy&wGd$jXhmk$W$G7vAHdHME#+dq3k)p2d$D$l5Rar$;
zy^<Yo)UV=5lEy%8&9_sgM`EEwqF>$|SFtNSBBE0JGPF@WA~YQ~v(eOC>*r^qcergA
z*_O)M3pDtEXTNIHUH6uzOL}3}ii(LQa($-IXFvpr$&HWiA$_qUUa3qKHr2Sj_T=f4
z#0>bdPl?r>r3)i>kq@T3L?s#@Z{&=?5M&Tv2#nI+X;X5mtXT7|szJt%cfW59zYP;i
zi|Ze&I`U?c!@^Ux$#lf4WIu8Dz(ICHCyXdyl+4b6G(O#X@O1UOx1=BicIJ%lsMr-Q
zD|Kaf<0kdo1A5K_&-ARVaKh6uYjKxFyPoJRHWZzN)pCCf(etLXu3X#$ywMNnPHzV&
zz_f`O(UXh15f>bdBG_)!?X7=+<`)yYp8_5yX=j?D=H}uyRZ!Rg7XNDl0z&iTNYkf`
zUmv=+KfDJisYe1G-nnF%Y;$yef8$O1KA*5&qq%||5WETwdkE1ffe`-pg@3sC|HKbK
zZ4q$%sNemD0iNtiP@$y!MG9b?07Bw^ahe^Om+!>G;U(RApEizvUH#1o+$gU(`T3U<
zIK7o6YXoR30?UH16mWC=M{XQb?YU~9P&&u+Yc-_5vH@JOw*M;hfoUE6_)jDR@&B-d
z%769$qmw)kG+xG?7n)p1-|gWjfWH09$dj88Lw^%A9=vdG={1>Sn!w)S;+r>Dvs6a0
zvA_k|o4o5ZeBo;okrLP{0gNp6*uQ1*s{xMqpIRyp@QccCBnC9_cd7Qne|qcxI6}-n
z#qkjS%oV9G{0#v+&%wHTb}y26a_^~L^cw;jiM(KJm82T`r5@P(2k7L&?tbn5MbE6&
z#vh<x*MHp%4uc{}t#=Cu4^dFqe<}*n2}`QyvHSSCBG3=h>>W{G&#HiEEMK;cQv*e-
zz=E*v0N8&Ow6h;CVK^6vEzxLf+Zs1y&QagP)e*j*Ev+1g{oKaq$wv=}MxMM8r<n6b
zmIKF)%8$GKH(*k*s4Qoo3Ul{;tAC*Q`_o!R(}74I4I%Q@ykq>KmxRwq_?fT<ub%Pn
zvW~pB0)OV|>wczEJ8|>^<@KN&#GH&qSSlloVWvc}%y^jB1M0dhe<hvaR6^UFw(uei
zoeW|ejl)|N^4&5RIU3BWSz{I&xm-W?B&&nO?+q;Ktz{aY*1#G%DT4?#j(ul>T$(iG
z4XX<DqTF@w=jEmKgmAGQwtFZQj{2_&?#z|$!AfiaPoLx5)M9$AKFvoK48P<@ByU;B
zEBnig2W{Dm*P@YVo`Ob%Y~c2Vv@zGf+AApu4D!Q3|G)A;{_VK@R=|14YQEGkb+HTl
zoz2XP;rMf^>Xs_5%K7sh<xBq$r|4#-=`&r|#nMjsHPm&7ArTQ^x*}CN9=TX@ElQkL
zZyu8MPF<FB+rG?@H>#v8*{==<{~#*I=oTFwE+bLqAK>?n6eBms=2m@`-KVAF4l`*h
zcX4!dHjgQQ>sdN4t=0N73abPb0vZ!D4co)giudDl<!+QAOpQNiz~Q}>mcL7IA6%vj
z-aoJ0gR}G(Ir2YTO^{9T-!_vGTu%`3jsIwA=}g*JbpCJXbzFa0-q78@-T|)~Wp&ls
z8bdxHY-P-fXzi(T>>NO00R7+n1L?n-o&U1(p1-^1{;!`0<Zrg(PumeXk%;7{_$PFe
zN%+_7_@rQhC`#_IEc@m!Lvg#GSl4_*e@;R=nnd?m)YZetCboyYQhXWka+h@9`v`j9
z)MMuffG4a{3|1`blir5&iSK*#>zpIz)=wW)DJ46YCd=+`o~_Zp?f>qvI7<}cP-3Ky
zf~)x2A~_~}%cVqwyzZ{avxT$Q1u1(2PJ}5=jy>TowOk(~T0j5x8NTADj*Kw%%r6o9
z=MUmZb|c3uDc;uR?s^#j`1T)*wEurI#7HbYZ+>|f2-A`J=(*9Yb=rdvzTUUZaw$Np
z9!cX02fZA7p6JI@kO-}J!Q$KGOiJd(f+QRnZq=M-e+<a9&rA-bojQMeflu2o^|)4^
z(mnMKXQmbtu4!k@@?Dv?juVvNHU{L3)pb72f9ub&EiJ*id=?M!`iU>1;T&UPp3rO#
z9eH_Krv9DWE8i#CtHzgv#7lh%RvMS2i@Iad4M<k%(oPIMeJ0!}KxXb!6mAN%-;<MG
z(r#?U9&MTXer@%sr?|4a7-+kM2kVPhD9GTXy7RWUWsc@wa7qdLJnw5dx$<da@z72I
z8A0;9@MhZ1IsyKQ?t2w(FPq{IL}b>c?kYTq@Q|dA(UxW9wNHG!!}|_&Ig#@lt!LN_
zc8`zMgxnG*0kP6`e;&n#ruYN4Xf~%3zS6rjr#+G<pIfR_hZ0SVhHGA8W;|9tQ1Q0O
zIQ1L5Ku+_^G>JUUn(b;bi<AH07|-ak`bbVyp_nusRy$1}KF0e2@?4I52MM)MZQ5eG
z?H71TXRVN{<gH@DqMwCmS+v`TQ8FaahcXP6t|p{jgHKL7Z+EP-2<r0E9PYPmn`A}9
z*}fY4i<tSYyE1)P{3s9ZpeULUjV-AjPQAKG)6wk0Y@<mlXGPP6K&zQ7oX|Q=&n%~g
zj_hwYH?FXtx9`k)I~X$ykt^(V!;N`Wjkh7N`RuG@1J*dro}v*HB@@0eh(IKZnElZq
z(S?^u2d6;@?pl9XSI0~gmmpwB5PwgoXSgC~;oxF}zwj+Af;MDy>qZuheK<G++h=rF
zZGPSewkK5K74aE|sURi<g-oOhojR#sXdoLBIoK;px}HR?!(iqSoLHZQT1lBZ)L64*
zu(+^{f$XzRf~!XcV;1*$+~~0<+3i|3Oqe^iS~`$bznVzM&FZY?){07#X_Tn`*%te|
zIUZ-vnq%n2qN*A6Tkbe)1?pB}yUUXcmw(oW$ia5zF}bUvN81W0QW53*&_>E8_^Pq*
zARp?g@5aX(Y~Z$XqBl1R^mwSs7r7#W<9dT~GVZl1_(ZWA{nQD*8QPT+raVJ<8aiM!
zCl%n7b919@Bw%knsB1xxifjtdVaRYkc`R1(7;aRYxbD+AZEW{-Q`kKEQEMf;v-(4H
zcTR9-$92qL#N;OzWaeYw2&cFY8BeocX!c0S9-boNpa=1zn3{;gjnnXciQbc!JCz=?
z9Y6FiF2hx8>m1K&di;5`e{xYM;^)`!(r;tu9oX}ivQ1y)%Fi&s-3P`m2KfUO(tGs9
z*r$N3yl7xfg-=lex{h9E!gE0#%@8ax-R4i3J4pp;nrFfpHDcRQezOc77E+Vv>8*A&
zYFPrCIAK_xbQ{!R%9bW_gt}+F&R=tNpP>2A(-?ZFeQa}7?_@z5$U-an`Ljr}l)c)z
z*1@_dMpAy#b^rC~*|706ZHRgiuZ|R>6`XSdOo^|8c0DVcW;7%L%D|QwB`YxD8z1|W
z^!mDTCELlie-o097FQ=|oLbKHT}NGzpp!)*d0g<dRfP3TFH)8$OVWz8GxCn8op-h1
zlDqJBa4G%RlD`TY|JGsUp=2bJ{*+R)ODg~B4DP-pBw;wgFHwOgvM$U#zZ5B08IP9t
z9Y`+-fuXw4%F?`|P>&K<7Om*X?|`Vdg1Z(~FQatyiHg9!(!a5D|2$FA-y)gNiNBob
zg0IdlyMNDDsgzrlebYtr>jsz)4=IHWmbzb|01eA4@Q7x|(8~AC@Yc7ZvBykO$+RFS
z1L);+RHoSJFwv1yL4@8ai6N5YlFmbz^NkQF#QGD7`5(CzMk-M#SqqK;Xgx}8c>|MQ
z6~cVgDhbrRC+CG&QDi<(o{3rWpp~cfjHdiNW2bV|MHzY+?WR@9TMkoJl=GL}TTvA5
zfW*mOaaFlWUz2wM8V;`+yYt76o=nhA5moUH@}fWLWH?qUXjba&s5xHR;FA*er_lJU
zs6(7w>1Rb5q9v?BrnL!gvy!}ZGc+P{mVZ@jQ~1@zzs$kJvZ(>y*KyJ{N|%d_$&OBY
zwo)R^mX*5ZWnEvJt^O>QAVT(1uLC=X^2I3M@Hn)3OL#Dfjn+<KodwTs3r69aEV<qG
z`ont)pry566<4>7Ps$CqqFu~8{+c$Ss7}1ln6bk?hAiJ>!$QLJF+!D;?gUkv^=}O&
zPm;_N_{}=a<aX1nV?-tm4DYhmp0xSBj*oCnHQZdynm;tWX>EBlpN>SC0rbV9U;%`%
z4|ZlM4#u~FGkX`UJmE};<(PrEM@-6-P=~@=-vB)scAb4w)$I5>ky#QM%0fR`?`Pcl
z_PhQJnV9a%p79D87R(g^ZWkt7+I(c|)9eRTj_k9eP$fNxOasEeg=n~}Lwp`w{YKiP
z%WVnz!AO`Zm8@S@7n^?vF3Fd>*3ZVf2z}a?KH!&%OyRY8<#QErP6_vq@tFD9q>~=@
zsVg3353eT8ahAZae_IvY_p4_|koQ29zey;0n(aJ>djYM$Zk~LN9};Tzs2T&)V_)ki
zY|%$*MqGsZs$!V*JwbhN)7Hq#Sy2V}Nwd#fd1)WGgttX@#{<^c+%$8z)vOU$b=ciA
z9!-7Gf;HuC&$R^Wi?YA0iu=0#c1Q`8CFAG)&zD=)Q!eauT*EJTa`!5(h+w?DkD)A7
z+LbfI)((E>v3)*DVbrS%&uCeTz5Hdlj`e63n%L;~>zEuG7MZ|}lBBm`n(J`JnrA}t
zc!_IwX9CQ%Cerm;ZysOuR+`OSAzmYR#DaakWo%IY+Bq%pu2D`;H{EgeDJaNyh-gh;
zSQ{J83$$iMH2U@|nI4tq2R~iy!SPNF_j|AV3x0lCpFZ)S$K^75G3gHF7_I41nabWq
zeK+qi-hROa?giPIm9K}LLUZruhA&f*OpAExtW_j-Be!e|&0FBL>jNF4OqgSfy%hTS
z6~S-bTd@k;2=v%P59{+qn~AHVJcJzI$$#NKi<1x(*PLh}Nroz<Ql;C68D<4}5-u1P
zwp8_eE@L}lJ$%{}Lc0A_CZ3im^i`WbvoiKLRgv8cRXbMA013n<;TbL`%TtQ<C~NBw
zJ21rbouivf_jLC-imzo-N{~@qq!&Y~;eP()0m-n>;UP6n<2!F}8djL(l}cbwt$E{F
zz2e$qnWkYZ^c5rl<eliVg&NEWQe^tY0jySMpHZbrNoIF+WKUi_XS;J&7`U=aCVmPP
zIiVOSZO<itg1w>73X1^7*Ole#O~%o09N6qrWv;Aptrx9fG;$IjQrJ&g7Nl;jRq;Z0
zW@JM%vcD3ajGc~Yn}zA|{1xo6PYH(Y`nJ!uyjWi}*eJbiyZx)F9A&n_*YIsW8xG_c
z3S6zE)%acYiR!Bu)x!uj^}~wMYuYnnaW3~oL(@(8uZpVkdTsnU0DVFG3m*GtdHqeg
zEfEDop#b#Cc<Mdd@ZsOWQqB78UuQrPdE7WtJdC=5CYa>@Nnr1C_5*xHL8vOyPbhCJ
zN6QQ^xFnjtl?K9>a*m%ASF<z@u9x0%OFala8A73xbZt8=XTA@CN!2RQUu|J`z;oZG
zf8p{#GG&OSJAPOvVMlE;@7*`Mlm4C2ZQ0Y$YXmp3C#5?z32Wy!tym%$yEqv~@K?E`
zWc~YTt!9tyi6_x3^23bHPif7)0p6;M{Y(s*b_%l)i%txwM_=cOXjDPJXYy`!3H~TC
zKa{~8w5x}7j8pkCyk_lfCF@LoTaw~C{otSw;f=I2=qmp#2f+(j7F`nzW`6IF);_Pa
z9E=wb01<%;UR|!Kzn2^MPs7FUe<RYS8sicu|15LifA&289bsD|QVDPDA$WbWG_F_(
zRDeeU72vy*zts1~f8hnLGu-;?{{ed79B6<4%n#hL7*RSwOlSpE!|;oNzzz<e<C~ZG
z%~1>ZO*!9C-m5GmJOu%tVlY3&O$jkC+!xt)t;1Q^U9`M#@|7mR(E2Ik+R|c^EH?Mc
zv>~8ljEVaFLEz72)Q*LSLz=svF!kcM`C_*Dc@2i5dhP>q>LtHwXB2%TQ>|>xPdBtQ
z1jqm?fvcvHGrO_Q&Cp_uYGC1LF*oa)q+5Lbb{X?(sAj|m!J9gr8a)Hv-SSRYLRL{i
zbR<jM{%^qHHyAs@R7-i-YZeKzv1iN&z*1Q(Qo!ru^q5E?1ie#_<N~;W%>}m)&_=AA
zf~;`tNDzLcp<g7|5hDU)VQ=&8_uh$zZ~Pg5zl!52#ukF;fn6Sc0_CN+G#4x$0hzj(
z&+94F>%f-(vPC|P0!ZN>j7R)Ka1<t2Q5go(y@&LoI5`LylmI#ayuP*lJqQm2(OdEt
zVsdNS4SfDJ{tGC*&p#owSb6}J0(e2{a_fx8(SLr~{1X^RHNhjsjTzuDz*c_)do?2M
ztLISU3@5?~x$^TKu=ehNqDUh~>we(neD@aZvU>lg?QuhVc<f4T&oiuEj4Wkfm2lxT
z8^hOZsx;jM-~Q?o_dGGqLM$*MqSy=2hpsU9)azhia#x@3B&ED)7Jo6BIV7t0Qb*Qf
zSW$GhCDAj1v3;Se89^?G2=#sT*?6GPZdgj!@PbS3;IGy@{|`4s`QxLRIo}{Usv;+=
z2;`y7VzTmI#n}bEQrW8#<4!DEV1<b?7lzk28nAW8Mf_AE#V>gD>U_D!M<km3YRLPf
zz@HyO0k1i2CEKQ060z%u9rh?boxvHEm6Jc?a=UQymP7PD8*A=!ebk6tJUITXc}al9
zWP@qr+0R<lPqvbk#*1Guxsv8FHJ%3*|LFhuCDScaSN63SL2K4=pJEA_0dImJArCsz
zc{>vLgs`~dw4qj5k*ZFPu+|U?c^wT2767@;o|II!>6b3_)D$Otk0Q_Usf)?PF>Xr>
zF~PIvk>+*mueJ1altsl}Tf9IFP9f-Q)Y&hUE8QDkT!MAg!pg8Z{5!#@-(}487NCK?
zR27bqr<pmek7y!zZw7Z8&|lAzawF^Ypr8<%Y8!HAL~jQhQ6yAWeg^!siYICxwxBFZ
z-l5A)Nc92Qa$42*LsQlb1ah3xojq&8R4tU&1wvC>uRl0A{**54lsmJTieAlrWnK4^
z2Z+$RHnR;-o(NQx^(u<l*3|;l-L|-Lya^-eNlihnJnik^rHnh4ceK~!Q*U&K%OriB
zcHRb|?SsJ}9MDDxs^ggizI~j;rP@j-X+)N8_;c+Abi-HeUL(HLQ*uRf{c8~okFu=W
z!nJgwOVG;ZH$<TuVj0uIce1b@r5t&Sk-lEZtO7vWPE!efX<JcTuOU*JO4cJt?*R`a
z2PG=kku*W%6<}RO&<rp2DSuVTBL_v3y0?km$m-8^?T0BDm|MfOVoL<XR%iT^3mgx(
zf)*r&6uzbpVPy$<(iJ;7MSJAgU6$^2ZwXS2Qd*Q-fDwb}C+Zi;>gQc97@Bb_yS%<9
zZz8n>(?`($0PU`n*w3IUPFGdD8s+Ja%L!DUn_BQ{cu`moFGtBE4Q8p=%&}Vf^5WCm
z{<3G!2$q)>-FS$Tb=VL0ltFT^1w}oW?FSF{nC(x!$+f;x%4H-13-bF}4Z-2(<(Ez6
zRQU#m1`(?q+X!u?Iz0m5#hD=XeH!z0m70(B(dEJe@D)AfMX&hN5Q&><Rs*kiyP`Qm
z`wu?GHy*|Fm%;cbi;3}Plp${2R?91uU0jk_%^_$}-0bVU3}le(oN}FycguwZI`_);
zyBH)vqi7y@A{hZ9tJ^^gZ#p#%J8EUTT|Sx~I}s#MTNxK%ntBSLRx!){D4giwUtSc+
zd2UR^;LiH`5kss7a~t*3shq~sHwg#1T^=H|ZGQKclZ%4lDpTDjC^-p(jJAV)@%dIl
zZ~Ito!$2k`sK&!WG7cUtZa1^xI?;`EmSln(46#a+^gl9(>k}x--_thA&#2Z5m=<ug
zllFMT`FWK!u0W<L_3BweJr8*hgO038X>afrvP2a9wugqX$~&2n9lT$Y{=k-_&iOeE
zA~7J;`G|V?=JGW+^fD0?gYYB>v`N!bQ+C%==j~?2mJxxI1X&3{mh^fi-9&{V&~0-j
zL2~ZTY-FPqKETrypvZMkgao;l`simQtkM*|Ev(0CqnxA2Ha$KvJjdFMAbE`+(9m5j
zM9}aaAB|o`pfX0)NGLolIZIMA$(r>_d!f}el!j5X8^k}VQavT2!0Kf4ZoZWhN@`Y3
zn7yOE`_f<!&)71I^8iuSKi7TD-Dgu<RP559`<kT>kqj(|Fbh5{_t;My#5|F6aB!jg
zjxUJ}^9Fg08m|YjFZxJpG+XO%^{8)RQ$R|j!yQ3TGJ*9nL)&4qD(PZ-f(owIr@L=x
z!GXj$O_eGutkYRX!m0FfR!uiNVA_S<Z{QY&jEgb?`xH%k#enAy+;LjWSou^a;ypn^
zx<3j-?RBbUIq=C0WX>|jH(bl)tvpx#LPuDbM7RL@Vc`-Ea`n}?Qse<CQhiXaN1R-t
z><ayt4hR<vCL29kOIl4f@0Bbb9w?;9fxk!0AK^qAwkAL12Z^N(>2A4&=3sEF-fX(C
zZM`<+8*hM9E6T6JGdwrl?TZ?6jBG=QGsh=1zUoVJu>1@sMOxCVdZk=uwAAZ*S~f`4
z|55fi61LmucYzW<W%CUkPaYXeGk1vy{>`j{F%&1lX22nMr?DQbhN!Lxcmn7$?2O$H
z#{K_>ubBkTAMC7HINTo#u)(9b`PtHduj29Dc4usi<S`@gj4&##($TE07;DcZ&;H<(
z<e2?S0)}!tRHdWEL8Z<~PQ9s4c41N;mtawJUu8pO!r7U8RMBBF;3;lTof8We1End}
z7q|m4dSPRh;F^0v&)1|kYH|uQ>0M0|0tt+jPCIAFA6PlVY)swJ#f>`=<Aw=Vuh^{P
zj0U%#vlYi1a1OqS!7vR+0`GQPo7isgofOTL%a7C?VD%3&x(rr|x!`{r1w(6BxX1e`
zeBBV51v&|iBa5yZ_U)zB^cPriK)SJ8v<OXCYAh*j(0rKfusNGef>jpQ(E;bPa4TW|
z=HkE(HfF}N50wd8rwcx^>p#jjkWWIVJa^LyOC4S&f558Ooy8GaEY)II0%*eaezEu_
zqYj(RZ+x}%pW-1vf&;!=90p&haV;Fe(+hs3`H@D~>3?NN-ZFH7xcY)a(~P`TCo9Zr
z`2+2sMbZ5b&AtkC)#aNU)A$jwr1TeleA|V5w~Ge8h1_3AA4T-9CtRNTOC7<=!<Sj#
zu(}1GBUR_M>jDjP9^0Xpjry`yv(^|a^5#GpQplVU-#A8N`#WS;#*i4ND1@92=jb1N
zP?HmReh9&S&ACa=+U@zGKX;d;R^I@&U{_?PRrxK+b8$Tp6_FE$wFq|@Eebo_Ng%_E
zACF8j3qh+Y6w$Y_^PpO;OzK?frA-qT(_Vn1Aas;4fOL6$z4`7AX1$TgirkMR+96{k
z&xvwT5`~utGe|9D5#>Y<`}%gLvQ`?hb=PKIph>ZMv$m@Bhyht5!vN#Vk~$3dG#l$7
zMgN;2o+H-w>L(<%8Q8Fv^Ih1fkIJ}bNfp0w{-?JsH;PH8&jLMi1jP+DDd=mVg8PX&
zM;8?3)4?{0ESQS;2<?xB0<U-H!-m6tSZx?XotxAI!-#e)F*{f{Yy~J2v!*$2=`fJ-
z(wC(KY#hGT^7=uMa{FjsQm&WCtotiq?3Y)Yd3X{kQ}n)b&9Q*b_1eGQ|JlRv_KM!X
z&Gkzw(xBV2Kd|%?TktM+sPcZXsdW>M>Nh?6iCd^HDbCK#l@_wmp{tYSw`8=~jjYa^
zr@Mqyj*o)ElM!v6N6j>qpP@*SNJhZht-(o@n&M#j5?4rz#NcpwNwcdT(@lwxFou(m
zsSoMoX%r`S|2Dk%6KbRuEhhvK6+(SpK`aFGV@gzt6d)2A&Xa^BujU`oK3ehUyM8(2
zRUg9TMDbp1D!8kI(v)fm3C^Q@zu4vw?&WS~s<n9Zg#Q{r|Mi(f6;h$egjvjXmcHi8
zuNctkEK+#Tjdk7La?<T3<{@hG^Qf8`pc0>KM38z4yVodhFN-3jBQ0&uz$CrQi5?Ou
z0usQ8c5MbiqNSaT0HUT+pNOjIgjwa9>X>!BzUt@Pciis2RKhx>d0)-uD-{=I>Z4Si
zM^NiqoMi?tw<Xgu_BtZ;8gAEK>%?T$xLJ7=FVS_K>NS3kV)q&G%63e=nyl928$>GJ
zQwn(+`Aj=rJ@}C%Sr3j_Lx#|-<oYPlvQLv*<k22!?rEZVf$8~(3bcYTH^By-Jegr4
zjQEmV`4e`c>>r>wcYoEhyh?oo|Fmg3$~eJm0GSZ@tmQXl*PslZhL8#p$@<WFEuDaA
zUZ6y>3@ca0_LMdaY5TzfuhwYpelXW3j|GmB0xhWGWeAxRTc$_ZH?f?YRXJq?SLyQj
z8?XKVsgvCOV9a}c?3byQQPBW)fVuqvVg)!RpC559b^<Lb6YsA83PV{&YcwYScszV8
zO84=&FBN|{<eO3UwM(DCorJ(|bg^~+vbntA){@vL&h4q{&8GTazeoOm(~z38yZz?F
z{|xgy|1;Ed!4<eNKc8Ok+s6L$NuZhT2n8Aoup7fyS<Vl)>)Q5q`&VE$IuxJYabHRQ
z=ac#0Pb~ce^Z~>guqiej`@wFUe4_hbrTX7bz`o@3>4h~=(SE3|MP1DEVh@9qEC(tf
z$p}n?XMuu5NgnJRgux)YaTtv03St!>L6{hi>XmkgZxQk+p@Cu}iXm8>tqBXmE)8G=
zh{FOBr_o48pcoB_AR<Eqmm#>ssbV-$hCtIiMsP2G3Q574KLcGEfw|*}D>M&P3f7-j
z0cI;;vqI+6J2@9fa`%MG2ZGY?K9_h%E|@3|$vhA<pczl3cAostXY;3mO^{CqM(*;b
z7zU7HE=g{y6!^~o@qrxFm98S}HoH3#z**|EJJ89W{eM3LCl7u|xSWNn6m>kW_Xy;C
zVD3E2#sLmJlR(FqPw&*>8UAt<hx?yRAR{#U=fxiT2@SAJn~u$(;%1h{GCN?-hno!Y
zsFucptfF@&2l?!;sz3Dvmo#-DfgVdO%cT-J>Q9^eS!pw4|8rngGzkpp4w_!@De3sH
zCBR6?GG>YYd={vEmHw>Q!zV#G{;Btqqrj-T{Ap1aS5WN{LpLk8{Zri%yX{|H2MVPg
z-S8<1SfphB43dD*fvzUKNx(B-bm~|8pPCKVn>I1;u$RJ1sed7dI_K}$KUE|!+2xDm
zR(l{*TKIQ2Fja7h3zn&W7yq>EZOq@Je^xA7b!-LKdJsPs!tWMo&H`>asMq4s{~ivs
zS|_9B#{RqVQ}w6K2a+Peo+8bs{onPU>esE`1@ysMp)lb2vo>4*z4){8kSUN{v1smu
z=)jsK$APLfdhJ1K7M*zEDWsG6_u|jsmdyDek!6!i0>f1!F53g`nPmdJqh(RomWgYG
Qb{c(I)TPyTbmRY<0E)v0Jpcdz

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-175-OpenAI GPT-4 Chip.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-175-OpenAI GPT-4 Chip.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..954cdcf92f45e4b3394ecfc1390119eadb5f629d
GIT binary patch
literal 48639
zcmbSyWmFtd)8-H?5F7@V;O-1A0fL9%Zoy#&cMTyy2ZsQ`-5Ch(B)B^a?(XgcmUs6%
zyL<N6?%qD#e{OZ1`*hdss;;W%W$tASfTJj@APYc1000nP55UVJKpOBC1qBra`7J6c
zDjM2bbPNJajCb!aNbvBn2`EUZC@DzE$=}m)Futc@qa`P25@2TI;^yPyqhb^i6XX%)
z;N|1_j}inlG&GEN7{r*E#5~mG)I9&s<K-^^_bo!m8!#dQ4d4wf0wONLOE-Y(b)Cov
z|9t@dYaqNqL_$VEeT#<v?p2@;2k-^~5%CQYA~G@((yO%p>pTDn7a5P5TM`9d%@mc!
znSduSF6S++R8<F1ed3Ic*UaTR8ag2nF$pO>10xeN3m=GIKu}0n`lF1joV<dfhNhOb
zj;@}*xrL>bwT&&<)y>_*)63iEM^JD`XjnKjKH+C#Qu42q)ZD!Mg2JNWlG5s$+PeCN
z#-`@ZuI`@RzW#y1$*JiX`0U*L!urPM*7nZs-u}V)#pTuY&F$U&!+&rg01*ENtk>)R
z0QP_2!hOZ{1_=of3H3j?5Z-vco`|?e$kf~@c#>+Urq1{@Jb`Zsq~da_I?!l&)z5%t
zE)(d4bbRad=l_BB-;w>_0sH>{h3tO<`(L;g02qh}uP+Y~7a#$+02%caQ|V)Mz->Zj
zO5)3-kiK&%ZGIEat(sG43>o#uv?VSgtM-|jU#5Dx4Sjwju#&hxCHi;6N-pcazd?Jd
zX1X*p9B{cp^?0OqL75=)0`P~s^c-vSVb_81ydz4`66<>hk9?U&43zQJV=dW=Opo!Y
z_EmM`kPhxnje3(|b_+r08tmA-WHDvZYf+<WegfrxmL^Zh_7Su8KW37`b4e1ES|y)n
zT4MH%i!95(UQ4B}{AtlU66!tDb}3G%7Pah7OiCzBxX%Q@<MV*db)l+WG_m^qK4#4#
zizd9PDSs9VB2>&!2xfDXkcFYUwKeig%u22qgszm(09vJ+cRwcipQ7C3=G-=5eP*cO
zE9wM=lTn|P!RY>t-ej*;j}_@F>1QCzo_^lHMY52Gk9`k1{`PNZG3R=~1y?wX7=kd%
zcuD_4Ym5VzN2ZI@JGr`m2UMeg)zB9Jx^y<Ut0K!y;y5B8*hgk8%<O|yCWL0Q8*44t
zT)|@ekY>eEBOi;>i2np3<%?I}BUtXLSR2K$S@R#J9fb79;4e0CV(J&fL*uWksOUVk
zmagMn8%62@@l}R;pM9t$0*f$(_oI<GRI0PiU_oozndumjx;MpLrebZM4N}awFY+iY
zqD>wd9-sX!UjTpXp9umiRs+Ur|J-)GF7EUZK~2%4SK)|t_PMJF(o{2|w=H|zAN@v2
zDCY&B+aj@oq#;uqT8KSac`$W9Yrwk_{~ida<Y>nu*x5)qob37Rv}03nqo*RNLh3$2
zg7fF!1w<V#c7XvO1P~Edv~p;XPVBhYY<F9^<R9g_n9R?bT=u*GP7|I9_%qxhnsS`P
z6tm7MTE0Ozby`@_KFp1X%4(piH7C#{*{bK?d#jE83Om@ppV$tl&&uGs@EQL=ahPzR
zcH$$U>#zC(V0tw*31QLrfbaleYk~~lsfVAwp>QfQ$C{?AqCQhsUVA8mhghNl$ix}3
z^3dQb$&7~bjJn=^3@F2p&J>kyk*5q=LM$XJU@63>tO#6YPwd3j4iCL57VmI=0f;VM
zfUb~IqeIL0EQ8|W@pBGX2PA%jjHERZ-R@GdmoKXJ4ZUn9GX9l03)xy}(R1j@81A(H
z*PVO;)=MvdF@_gFyRySUvusmNy#s8H@ivsE4RyUf%D!|yBJEdKmDpi!(e$Ruf~@_&
z-l<;gsJ3ZueA`*2+Z^X>4TYO`G50&Gag`<R*eJF-Np?}_Z{$>kb>6%HFbP@fZ5^B)
zGXaOt&4(5AREOGhWlIB`c)#NFKvNeV*}msDwz3&+pOH8ejtFM!mb_fM;Ah0$VUvNg
zLZB`q-Bulk-(}uko?u403Tw_L$g(ao!`2E1$t$kTcRD61h<$mh&6$z)qmutvS|1n+
zz>5xS71WLjG?o&@l^Ww9cI{EF2#zg^@Uq(|l){ml-$<c3C7K(h`YO_+W!+y#7UOp#
zUI5lc0b`8+c>s(z{$o!Uj*nZjB}(gL4cbXFo_&kJKxdnqc;X$YauL#NrtLZKDzZ`r
z&geE>YV<BEVPM%OUcxN*_t)~eF91cV4>Nh{leV|=sOsatpA+Ziz^-%hq>S$o`$v3Y
zLay6bwQF&f!{F*%(pYtZkuWvGf%;I4h1#N_!I<=s$O9+UA19bpW?7G+7og*>JZJ8W
zvCFpo`ILIvtq)3^%!AE9M`<lN)?nRBS=p?GlN;yh?XP_Tw<=pUj|4A(C5gC-Ukgx`
z>W%v69+Tm|f8~$lt8)$#yD3jmR9_lj0Gampr2E~(CEE0-+SN>LI|JS=1|PR2YEA-n
z69QHlk{^W+YdK#4ey^6^NQ0oLr|GO8@MY@RL*-`p1@LoAqQ>C`u>0c$u*&$v^gP=9
zs_?(0f475qnJAQ%`u92Odux1Rj%btr_xZe6#m`><*>kz^*EsH_8er>OZT!Kr^Qnw9
zX|784?8vO&hS605|1Q7+4Q^E8M29^p&hDN9%YI)$$?O@!K}oUckF&r}<V1fLMVQSj
zIivflnmIE4ByQ)*JQnPi*G9_mK1=M!6Fy5-VP$am;6bv_dZOz=#LwOFU&tSIGQuMF
z`hGRfCB9u@HyQrz$66V*;%5JWvvNL*YOq)=vD@Wdg^cY-DcAdFtt<Xy@8X`K(gUt<
z+ykX&d!(S1yqgBy+l0)-Ew)kR;)?@sh>(53pqKF8Lc}-iQ4h*o28qeSm@c2`)q~oy
z*%yGv^4L|S|2a~se@N!aC;BjBes*t*c8QtV!w^D#%+vN<p=btI=OFz1)IRR=gJPF5
z&!%Ceb$=h^W&W4|(&$sWwXeA~biq0H)rqoK=0Eh?sn1WtK^8Ve%Wnj<)C}!n*kH*^
zDkYVQL1hZYrAp)1nv0%$?u4lv1;rePtgI1nhZvt;0R37u>)5!(1LN24#g6G-02>gh
zu6DLRXUF}%o+2VJpNh2euPe`>?}yw?#B4q~e$1T#;Jz$q&xVarsozll<?h*N6Y+4W
z@<q%IY$-qy#*h&3cDTMqR!pCtYO<|fWUh`$T81l5*8^lJ%1giSW)Gb*8@koo1q}6!
z)XZBtw>_u#p5D@o$r?1Lb%_`L=3O{j>?ePgQ5c@n<%?u$bV5iQcu*ct;O)->G}3hi
zneYFuTlVog)}1*U`Q0*W`Ykd<XLBzf9^JBTXeFP3xv%O)zS&bBpdfLDQmN5a2lcw_
zJ-9t1$Wi|hnQSsa$zdPn<#Uj4Y0rOO(~)1x)uc^qcfpKAIkRU>J-%_VpruOeqr;Z;
zb!nFVlSpKfS#&zTIk}9uD>r+1AJCQ^OISPKLoS+S%R@Z3nR$&xCA-wzoU%~U<5wTh
zV_|us3j?0+@x`Oec@ayn;=ucp{VAmbEyY;&qIV`wz6Z=>hCZH(Ge=Ylfs|82dRY=@
zJJ_DQ1{>9NFde91+}obKe%1PAY>0cr{iYo!O!^ktN#7AF-X|RRz3I>>{Crw%F;ak`
z_31Nxr(u;x6*Or2)nWL$Ri%~hQJD>up0UO>PHzUMh(J$H-Sdj|cz+Yqv|8&-=R%*q
zsK~;cQYt|kD}AyClC$Z#3ASV!5RR|MYRMXjA$n)xb;Bd&+>hT&6ukM0PN&LJ3Z@@~
z^}q&s1!)>ls5}-k%%Hlx^wf@p6Iq2a?!`5WS&SOe__^a~^mL{3B?V8W<<97tsyA2V
zi%cK3(BZ*e<%Ubwv0Fd2;!J%u;SE=ZX1{+N>ef%(CuCFB!KJ<nc5Y@@ny>^Xq+H&^
z?7eY1h+wKS1qQy_bT=^RLqpF9PI)!FOcnjBb6^v5z4slHa9uoC;?rT_*W8LqfEKIZ
zU|+&YWnet(4*9ZzNz*lq>Ep!I#xt$Hq$~@We0?XE@JwvcWP1@NmZB|{Kv>BLe?J2a
zA48M9tRue*Z;u;ke!C%^b-E_0c(S#3(}@M5m{6qvZ#Ro?hOVvbPyhUAYw~etojL<~
zdrlJSSYeOyC#xn}5MQd8m-1)Pt`I=>I0A@HRkR$4Q$zVzbtkXPym8LVworbyj2!*y
z_}#i_1AGILGI&A)Kp!}}?P{|+v2lnrHZ=X=*Hv5zu9;q&RDY+?ulKfBp)!4h*QTdf
zEvfyZf`YQEO$^~VYGB<M)=(J9cD?zN(1=f8U=DOvCTOW}p8LrN^7Z0CC=X+>qRqR4
zv4<!*3Tp_nD*YOGIpeBdw^bs;sljrYqo`=V(C1mKrwjIo0(P?;bWyPW%CHw@w|D`V
zO7~HJDEAlXzOAnxOop`B^x9g_9AD$PIH|O`Y!oopQD|khrF5AHK!f)W?DkfKmHPRY
z%49d;`O|g39B5eL-(crdSk?}-h9n6#P@f>XBrhcPW^g|)@{YsD^VBQ58dAF0y70qd
z*xal?vzta+CBz$K)+Lu4OCwplCn-&8r-^nap%wqx071ziL0Zd9+*@~g9tEq5&Z(7=
zCc|8!lB$QO?;8uj!d+GOCaCZlhjOcGGo2k3{h?Hsd5Xh5=82$xdzo#b?94-{jCpq|
zeVZy;^=(EISIhd8bkC#bOnCbj#XsFCc#UPNH;NjjE7<ArWN4WwuYp|dw5O_xDQ$*)
zOZKQ{+fP2x8BP-e_+LDM#_VP%sDlm~2beyLL88)y5Ip~6UHOI=z&pW1b+6gK_2G64
zAwPMSaxYkH%+FPmIj9p+Po8g>cHCmf4+!I#8pZ7xi@~REWkzJZ5p4nPTnETr=^^sz
z`B1G;Rq#n-#fmKv4Ma$fn6kIcYlFU3x9CS?mZ*x<xyp}|S{!SY6@%z}cVO?kyOz{r
z_ODEZIS%X~h`UX?y%kVS>&&R446SXvPzN=O6SS;Erp4*~3-lR(JKmOjtu^e*RQ+Ap
z*g5*pv>T?15@6Xt{@ZOwkCkIwK-f-$Uc`}GIU7SIq1!Q!{ph+@etS5oVQSZ9dc`|Z
zQ#RkJBvV%3V&_i!7QXH2yG|`3j_ufsxzcN^(awz<HHucdBVPnVcW3pL&wWxwZ&|DH
zwyybDP6T`0RiDJ+7BaRpOt7Ws#A&a94j-eag^bVZ#5acL##(-pQDU4PmTby=_h#3k
zldSJbbdiD=#lJUaVc(J7YBjzSyvRFw-P-=(7l7oHJ%&dt?XdXC%*OAle{yQg>GF}(
zl%1`q^94S?9a5`>xOE4n;@e<b2F-W=1-69WZ7nc#veMcF<o;AuHBwpsaN3V$5i=jn
zq`GQJa;FF{|HuEZfVz;agO_K3i)A~IY3V0b!f7k}K*7+o@vf{)0|V#n>|<}W+jsLg
zV+AG3rx`I59TYZdz{YP_ova-FuUT0tPUF$BuUn(Kk%~KUhd2k#7U5e<_Pa5uO(Q1q
zRq<;hVBEl~3erc7cy;tDl-gRknSo_;6*~V8SdxkQyVMkzi9HLm;;am&LnndACo$iR
z-%|?Tr7yY~|FOca=IlW4$5%S>Ok`n05@`D#DNazy>xy#FXX^nqz0~!x*&BVw1HXTs
zxsvI8zABR?0j3?()@PNTvriPZ{v^I%5Pfx0!0lA+lgka%78HLgKl8nZhgxFvsw^ec
zJPk+DoLqivR-n!pWPXf<EQ(5O9*ZALm}dmJAoPRQkLDRAV0`kbTiohmtR_~l!5dJC
z@~GjtN8G*yAqe#6?1~jXB+MueBcS<ubEYyNz*#(#eJi%sv<sl}RqnbRdRc`N$!L?=
ztA*BuZQIgPlYJ(*ym82V%=r9m=3ok0+E{HZWPW2vRxBv%0a2&WaOusGjst2|+#)24
zxqDEBgrI)gB#r4HHZ2Uwv<2t!a=&rxag_7M7w@H|sfcKd<8n4`6*6mz;UI?Anhy~;
zyXdERc15Zh;Wxr0a10IZ=@UZ^Hnv*K;|-wux&`L5T~b<`BedR?8<Fn7&qfwlgiZIS
zd7mrwroexlUOlGyPfzP2C5|0<p8|gw>y@3h+wGdm#n-wqrQ*Te?=m{JbguE;vuQfq
zM%c1RCIoJ3;C{MyEs^lU)ynw%%$eOae#uiE{fqStw8k}^7;T6A3gLM_O9;i3*KcVv
zvzs0#SF~%^U7PVL^Ko_LxQF<!b(43pJF6<wLCLrw8hTQx5j1?%fkCB{I&mgSXB@EN
z>J1cC-#G2Mtk8$dn74^}Y`+FJ3w)mgOZGjr2Pf>1u)zK*suL$PHuM&LXEJVsxQe?!
zYy9NS$&~u<jqGoz(uxmQ+#|Qp51y=x^bNrI3rt!L&W2Y`Pcz&)bGN_e5{=`Fo0Hh5
z0O;e9PRQEf&f4Snk?4Ct<hAmn<&(>)&7#x=96snPwwl@wS!mEX%AN8m&~@V{;b1zy
zLgvfq7DC9kVr6eQ%*~;Whc}({sLnTwW*|li68Me8ky6EHZDc22O%C=`Rq@hln%h3i
zpJk@ibVrq?x{5Ut9-WA5s}%RQk``4ZvsBKC#jkeJYVf@lKs^&#5FHZ2TBn)h003UA
z$45FmP>EJDllRs+H%n#1O}){PWm&I4^DltT_Ss4cJ<{=9p?>y#Bf_||$4^rZct%zi
z0)4t&Iz5}0hO7z7%ULqA$?PE4!O1~eZ!OQ;4%mo5=j4iFu6dOT%ons$v<~Cx?=!b1
zuRuY;2MtIvF4mdTmC{7Da7r3#UXoVpsMfx^aH6A4u==z|!r7^G99nZ?H7c>4)?Hu7
z73u|yt$T`7YA6fdaLjHOPyM?Vwn#ozcviQP=MjVXJDNxQ(%Fz*38+4mP&E|Vvymaf
zbjkDk+_-@Lcl64f6n96DOLEoH@^Z>42T7I?`5Ei<(Gy_=X+(InoN61({h1YXm;^@9
zPyqoG%d0!|&wRNQm94Xg7ad(yYpxI0lpp=IXItri^P}lE1g;WtRYR0`qq(>b&3#6n
zh*n$(HeVtY&yh|`p%rc-WKhyuy4Y8<)cDSt)!fin_cIaI!B+>i;)RK1XU`zgg0gSu
zQB|apH(F)VTVUu{o(DZB_?|~^<vlrcu4}aErakUwazlq>#IX0^!rWX3OKLYZ5G#t-
zXtOr54QENA?pxP0*(cOMjY^RhlLL<EuxBuiC>-IIma;NhMf%IhW%g=whXAM)i?Cqq
zRb2@^KFOiin7n$JDCJe*&8(T%KQ>j6<Sd^PtS_aW(>I{*8Xm=UVk{avp{H?yC@_k_
zK!&$sr3EJ$<k<t*`??y7W7gD&q8?@Zsa+-LyOi0pJ`q2ftqw6ZPbYnFM#wt1xH^iJ
zTn${5F%M$r2A&T2H##;%LRpPsOH*s3q3(|PwU%xkQs`AkuCb8ZDN*xM+mq}i(Kt7z
z-S^NP?}Ft7IP|Bfns5K4+a}1$M_)46YwT^Bz2joTC%8_SI0ZPB4rN_uG|WXYI&na6
zWysPgL2BCwOA@$G>ev$s!M845yf2lV+?;H^RfM4#XBO{92`E_|c}K*fp~iq`$3>+*
zb4+?fdAK9VtF6DY=1#XVLdrkhK42U&(K?4pa6Pd`+jCr7T|||)T*fr}%=)u^Vx;nw
zmLCL~503fPp2vi=YUKao#899%1SUk1Ui=~O;y+bRIkDFnsWH>j69Q;kW(8djY@;W+
zFg6kQ_=E=8(M@VDLWJ|#aZRq-=6kHpf7*%-GcuBJ$i@)j$`2FJ;(7J57M#5RzPqzK
zIOXz^dRhUG>wQo|+;J{#Cl+fDyaZ1T+w+LR?CPw-3}LO1TMR=)!^Uz;2RRmqq!~9)
z5vA=u6)nx-dPYc$L&C~(<gMW~>;-_u5K+i~XR5rqO4AgBQ_v-S6VcMd;5=8SIawDJ
zLQaS}mwEv<V_|X~J?+1!0u^Y_*zixD_+Ufb$s&#=27mj1yS6+uw92r>N&i<WP4}aP
zd^%=>_<3}51c3W@#AV_jl7r&bIkWc6$?I23Z?DNQ@y}&x*o*_aeU7+(1%z_U!18DM
zMiplrQCbsCai0jsX9zs+N2KjVn)=WSz|$7unm^<2k-~pc9>%GNpY+eR*^g0unx=k9
z_NEsCXL}~GEgZrV;z>L-Qq3cl?L8|%SDG(y9n5cxKhTQuW(+j4N<O<)ZK=oSMegrM
z$@z0;bP`_L!=!%G@q7l{#{vJbt_$ka+C)dF2-CRrpCX-ER~)>Ni#;GkK1nWSbM00{
zIfP#O(`>ACsYJM$BY6NlbbiBW=2<E(4|Qi#Eob5raCtsrBaUnT*15HCHiJwj7JVM=
zIc(!!)DU-XLgO@yW~nh+nTuiZtBwvSmUNST6RFk*hKH&{*Zs=!DO31_xj*ldqgQ9l
z+?%WkcODI|eY~UFf=;$h9-o>n@<IBq$`!8KqHZFH-roSGri@bgE;z<R$gQeMNJ|y^
z%*(LV)8B7uZi`BvJ>gC1eZw}yO59Ceuw2QYr8|#{zN>U=Xm<!~?H>at?RM1*AAJ=4
zfcF|Nfa7nYhY9&z{9<Q^N-h%z81Vai3XFr#5j*VHTR_dyzbt;qis$41V;zHxb`L0e
z$}Lz<?&SCyXsC20MA$o!DE!rO{D(BFArPje0N82t^~CKrOa};0yMp8LVzD68L!}zQ
zXhQ9Oas|2XfMFGdj|S(~YLvy7#)R5EdQH;|90&=KI&V{}3}U;2Q7Q}}l4qI;s^@Ag
zHC&nc(=$mSD`f%IbM;5*I@I*n-CMz9V!<l(o6EvE_o|tY@h6e>5gsM4Rd7pOLTWFE
z`?d|Q-gHs&Wb4d{clG{4P`?FE|Ii_{)GSW73<GzX^nr4vbCkHXl36Nl3fSY-)tQv3
zw7iHDi6URp{lya5ZPbn-0KKj)J<oh7$hh|Go943;;)4eKjk1$VOP0(i%!O&3G=sXt
zyq@liWyxcA6815ar?f}gJ~WvDJna!FzfoTB!@2-mJg86Ss$GU<tUY4SsTvP5B`9z8
z0I^4xo40U^=3g$s-AMfcM|rZNXB@<suv8dV>WhAEu-N$h(;ZhXyrrFWAX0C^Bo=&A
zB4ai(<7^N&ciB0USkq^Se#2ymQwZZ1-1Pqm6ts&h^XH;!(}&-vW>YaJGbb%9`JIS=
zFCD6sCZ?euxUQ7N$&t~c&D5yW+5_7O{$0~_;p6^y3k>A15^ckp&`Nb#YRT%JY5k-s
zhbB;-LKJ>FGi6~7?Vef}aq*oQntPscgSHmKSd}HV$#q7}OPlLdJh7Qn^9Hr$!;g&!
zGaSqt$X&o9_JXxg?jAR8y<pXBw~FEF)E};KTULVof7}Vw@#C~%i8(DHmJwfjQ5|76
zl7&O82;_F%nOwX^9La0PQhM(ch=b*n|GfZM_J+B+G%d*v#>9U@rsLhrJ**BEZYoRu
z(x_bN`lIR(RZZ$|tP$a<P(P$zlR2Wy7o%)Pwl5<)EZQa|K?&dDI*)I(ixV(Q8YFAX
zM;k<SSKfrrUACCKHCleZ_@=k0#NjQhO=A5xosDuwJFblgdepfYsqt;6Lj0gw3`1Nw
zH1ALA(;$DUaz=b022<lHw3z_i&{YX4hW(jf9oeSrEef+u9v|sDWrpvaseMqSUhYv@
zaPYsxx+htY;>1~s2k6=}2gI0u{OXRw%{z%z;GQ8)gClBgR}6bH|IU0<;!fd7y#Ch3
zTCG+!9&u*2=BwtE?cT@S)EXV8Lu1^Q$)zRRa;tCYwaU{vf<wqVTGM@8Yp+IYJiu7!
zf=YZ{VPJSRQdsz|S2QiKKh8JH=eWQKMqjmNUR^wWyT4C6<Zw05zUX5u7M5Q(drcw!
zN&eYQ48yU%$6=+zJAYscjFTL8R>LWMT}mWu=ZTv_{k|l(9xuaYg)yvDGy5Jwy`N{>
z&a$gwia9~W$NBe(HRhc02M80-Wc9BUWpo>>KDT@R3VTlzD-HQ~)}rJ-F7Sf)Z@B&Q
z3xE<Fjry9l0CHW_?_Hf;Yiezbk>e@ZIk|iggD5Vl>5!RZ!F(_qx`N<zw(nb_j_3U1
zIYGT%F@F~-Ln}H5@I^m9RllbrT_FA?7QHu`VR>rPyRdfwArjY0b%?zI8fd*H@+sAm
zlg5aTx}EQ5P0zL$<>A1}*go<f=tqJhzTyQ%whuiqiLMx~vRxtNE2d1J7jsS36^4wk
z6E!W)c>K%q#zl$By@G2X2)fNg4#+-~mFpQ2UE`q9w8D2yyc1*ZG~JHPyQ^iNKgKOc
zExny_hHCLL(x0&6irNd74a`+KuI-D`J0%>DP8yiUmbw@$0$05}yPHvpKYrD{q}{t<
z;59aZ8B{gnALuwbGd7JFPP!Y&(^BJLyBbbK?o!!O==ErjIIc{@a8KMF?CNKpn^$*h
zzYi#nXmf3r39d4`<t4GWW|!%UEUax@$W}r)h?=awvS<BtuHX7#w*xo5-Ei=}xyhR!
zkeVUf(V{iMeRu3CeyT@Gi}E{w{qa~-^M+E4=y)64PonZh=Adrqu0?jbRwSyS*aQDU
zaEo*s`2~>VgzTxN8q6xDZ2N`0#D#bII^)f$R-|&iVuMqIAZpy5P9|9RbB?KpdAbs!
zCkD6n6ZfX?DHfPjG@v!?-`&7k4EX9;u6u>(yf^N~o5J34&M!prJNC48oaRBLI|bkG
z7l2N1+~(cI>_2nv(-CFc$NfpsP3K<lO3nJRl1yy)<|^)EH6u&cq3%BG$Mv6U(U4L;
z_0Y!h5pT`SoIUkBM;RmPRHf6aRtp`}_ZQoin6X&Qed>)K^otTvI-Chfry3zaGyifj
z&_UGh{E$8UNDtC{BD}3!eq~>=%CO^W1adeL;(M2%+3$-Tpv9y5@U4K4Bqfu(>Jum5
z-pJFVo-~kD1gpPu#W2Q%Ka;~~_vS$IocR6Cs@RW4nATu%O3@|TNsR0Hx!EimW08<G
z`u4&Wvg}wLck7Y?QndH6%4k<0XQ;!Ob%e2N=*hYBpOmBqZ1P18+?=02SD+&M(jlTD
z&e6=e?42&%7>hxqU#HXBVxz$UW*A8?fPEY+`4eQD1I7aBxb?!e1FXF^@hsaC#xz8`
z<b`U6hUOaonvZ%C?ab^IY2I_aLa3VHBR)@}q#(ohj71<Ii?84%J2Xd8Fg0^fUw+&E
zG(QxRY&)RE;D%fO5Eqxt%T&R4{g-|KKMMCl;A9QVU2Bq)6fN&dQ}3yMuY02WV@v8(
z*AS+jY;~(bB_CM?v*?h{Qp)JmLaiMrESnW$i>^JSFu}0a#s${sgFe($Up>P!Q9thw
z$(kRmuDuebXVC?>-s!R4a6R*VO7Nl?FG2k$CLAy;#M%LwX{VR;hOGCSrbI|_{4BX$
znArx6sb|$BGvDZarrzKhwAWjXHNs<O=*xaKtNuW@Q_n~SE1>MUhh|qz=g%)Jd=%F^
zgnCit!q|k~WU{xFT;LxQ_Sj6Hpi;0_PSi28Kea`FO$?+cdyTh<Eg~QoXOP06bW&?V
z9$eTv-ul*aU?&q=N1uLI>-26*AY4zOe_zYeyMq54caJz33L^((yhKP#TR#)TCdQ&)
zYf+G?u$Ec_4BXs?4f(z~0^-E`vt~~{Q3v>Z(1li(5SQl#CS7_6A6ThEw++($e7vs8
zs`g(1N3#aScj|`<2>FrK0bW>%GPE)zW&}DVAw$K2mjbTe3r)54Y5Cbjq7z+2Fc2=L
z<H6e6f494E_w|w~=>=&BUccYlqy+8wl!`L~{K%<AY#)FGv-}=Uyx;wiT`mu1Jt-^&
zuYigQ(JrS6ClKaM0uR2BH_DI0dncljq;IHWQisyCo6_#i#E>mO3o$L1q>gE>oNrrX
zoHU1tT<eJi<#OD&8FxJUHnkQm==YNfLX}coljz{EhS2a{8Rsz~brW<JEhdfSUn_nW
zRLeO)2Tbt|KS#E&b+fu&rmJM8jH|%O1ux~_qMbO}JSB|hyhLH?S9ypbzb6zM=|4mA
z>L%zD{uzEu*ki4(8@D^|V{Y9oBV7yuMSYNYcLhwSBtEjmXm7IzE3U|K7TqbX|Kj^4
z3Ee;P<FuxPC-86`W+r}Ro4E^B42>v*FnCN3I$bSqRSdARvmYnhspevv>c1P;^6CSc
zvSti4l<dpm#&m|y7Ra;Ei)#L;Q{s~@&V@>&Gh^#poe7x-9(ZM=rtY+QR;+kIIt7~R
zeyR=eAvjg<lK(bd)!*x~E)u^Uy}Ot;_9D{_ihKd&@dm64I_`g<k}&X7K98Hhs&%l)
zB$ij8nG?;%7JTn7e7(`u(y@xmmqqjej}gZN;c>`HqVxfJaT<7`Z)5_|XFuW|0WQ6x
zrGvix5)>V9+T3&ZV||&nGj(#=%TrJN@zy_6$mNX6OhlEzpQvoVexWzT+0-L&Ekltf
zYu|*g(;YiRT%6_aPv|Gyab?`o`>(Pse-NL{@xrc7@p<yF<2Z%ih&UdJ*R`B0bxz!s
zbsZM#2C{FLIz%OBaf`(G-4uq4yc3gJ)tp*yt8+U0loJ=4Q>d`gnzpv{#|NXCy&GSw
zcu1N7PQ!nKc5Gb5eAolQPb!Se@x;)<CEk{C7YnNpP(8bXJ523Y=<y~6z1FFZ>Bf8t
z7*XHPex%!QGGpp2w+H3)%_|fc6V?9->k^RiF)IO6qBYt|)_0FLP$y3|8)+!kPZRA*
z#YcZE>nJa-yk<u}=jK_=6o~#_>g=jd$#)jtRo0~`(Rpj$MPy>$YG1sJ<)f3+q6g;x
zmc=2{D|-SNb+EImvs>z59Q9@~pqs(<^e@QbV5Y;REbhD4i3#hN4!#G@XJB-6o`JX8
zc_%6zEqn5F1qpVCWcoH$_w`RI*B{;W=mk`<&>OVM;15r(3`0LJ@n`Rn%7@k)X6#aZ
zNrIq0=9QbqhMLDiYUsc+g#wB{c=#J-_MeDk7oSJHORGP}Q(tVM`?t)ZmG1k5B>D_X
z%l=)9WoB=cq`|3qs+<xls~{Hf9oS<@aZPW_r+5l?-)+Xv;=*gMO8`#2e~%B{M=3#`
z{;Ks?+jzb_ZJFN5vd%8%<UyxI%2{nYzG^u%-JHr=P4~5;v6}=k{{-iBON$drA0hiO
zcU^uDoVfY@e##a4TDJdb&mN;7X&^nm+IMz%#va{fSBbVc{2Bcb&QP{C-0kQVF0-Ap
zW&hZ9R$<}+G5>Imyb@e2=lm{#SVGj|tZUzJs*CAy{4r>qzWmev(N?XU5<aaD&$JS=
zI(j^I1NbJbO{LRVVDjxRIf#G5*4Ut{v2xiSk&kkRUanctQ?xLy49k!$E6>l${3sZ9
zuK*#mzTvNtp1|M$qu_&1jzHHcwpX$okv`kA;ZalX(b|Jqt7PJNpuWCrQ|X>7i5+J_
zcpF0hQw(r&o6$jyMNL0vVKmM)_dtDqnHejTqz`qarhmB?(h$+3ZA>GL8n&jLe#Vh!
zR4z8kQrGwGnuKa(GIY^?jAdXHwasyAg@M<zMnBF=sav|MjQ6d%r)lsKuhx@7xl+X_
zV~V-<ajmvnQi9&-_)>TO=A8l5jnH*@xXPe+w0jMiq(X0f+C+js1dCa7_dqMm{>$5b
z;Gg`v@0Uu>TTM2Xx7eWZ`6u=n%JHRTWs2raK}W^eNk5|e4x&t|<0(dJ*Nfe=@=W1$
z;AT@MYdpNTfpedz8iEsU-ViT<NVf?+<x3%+4~`3T2qL`*z<ttA{wO!aR@<1JfdZ%V
zUoCLSq`a#t)?I!96b<Z@kteJa3YKi}C57<uq?l&a7nJ&AXLGof5hWJd=nRV;CMBp(
zyNUE&zGt^nLH5;PdorSIdZT11oDi8fra1LOGur)vV-r=>uM6hh83gmDG^WK>hEKTE
z3f`qS&|m|W`}kIC^}r?DhVL=J!KWcj0>YXFWF;{|n0lQ@vd=PC?2f`$4!sRUiiFkU
zJ1{nx`?MXIMHu115YK`@+S_N!Yjv_%lgOU;2ZgovAR*W{q|?aTLmkH7Q`f(qdZ-zm
zFV4VI&P%&nMFwjV=~Ufi`;2Ghxbi|oHm)xKfX{``HB~r2QIaqQv&0zDf)3>I*nxGZ
zY@~<pz{Y<TyH~A)UhJedc&Va2?*aO;p0Q2^oVK%o;=-y;MkLV%<+`#~^DS~<sI_g=
zOQ9(G6#e?U+%;L3JJsw^Hlf$shU_!#Qd+%qQEJ5<-7BhXH-`W|(sy-EotD@1DB_h(
zPeMGeR7}!QB<)`>i7pYaNmL)usbF#chA^(l3s#jG--7!+45c5f>1gdu&h==NsV+hv
zA9*x0v<z&wNUz$kdmb#eV}4!av*qnzI2&U-d$awZ4=>YBCaI5g=%}P3QU`(c(nRs0
z>Ic4rRh$2))z&0;Z`PcRRmx3LPAPH+X<djWOUs;`T)@G%3k;12E=0iZWk*EK5XJAi
zt-nOS`Hgm6mhK$;&?J=+K76cRi}k*SMW|ro4WeK8npI`8l;6zlXMp)ez5ENm64+DD
zm{HK!rm+#vX4@L0wYEw$)w(ow(0xHau00L;lug#8MnpkiF)NzC+TDM1UG&71DF#`;
zY<vxCVpPu3r-Cnz=YBjHcvYI#pVcQ9t>sgv2jFX-gp(f2po;-|=r-!P5{0Wh(nKG|
zI@o^jCVuibG~lw)=Ktd%*7vV;@#or%9Nnb`^9_GqNT`wgj5>F)Drz0zQZh#tLL!ox
z!Bl*tm<Xot(UFX2Su!uMa+e{@BPQ4Cch$-Ry5P#s*yu+W=?8)>MDdtNc&<tiHu6xR
z+oI;@sETKH=nW!8t+7@jUJqHWdramcn0@fv%x(MZcw63T5Zj{cXVl-7<S&4r#|`m3
zhuH<s5Wg1gu~7s&U&QYL2s*9Q=ik{4)Jf&S?4G+k`oK-=Xjfl+NTu19o*c%>9;HM+
zrewa2kebX<V-4^`jdeXVTz#UIz-zU(aaV$A95K^4hD;A?a?#QTuYCpmICty_?b3e$
z-*B6C9^amE(IzxL`8<P;vatQMP@%2tj!tihxB`KlZe3WsS7HIAfb&xfuiI`))N|EI
zQ904ch4Oa8Lta8|j7^u!HTO-J?@cbg`nbcUEG9)yOKx00_0QQ<Kie~%o6MAdf6Q?O
zv=1Mz)rR^G?=-VeMCH7T_f+y%CHWUE|8*aQLKu~s_T%<H$wl5-%Qa3v={AGvZs$_1
zY?MxDS<~bCzDg+GMxm|~g<M(bS%<AIMSn`B;C((->_6-4WWLG*VtSma#kgsRR>`0z
zr0<pp9zkZ%{;s8(S*LrAt;?otU>NS_vc6mI{m>~fjSfEx2+r!%x2+NWc?*d=a=pko
zA@H$k?q#eDP}5p1L?xKyO<*plC7cM$4iOx8(<BBWwH++|0)EzqGqTNp*67hlhE{nx
zW7e{>UDByVm+u0;g1Qe)aBIaR{5&o|TYrzcrN8+P^w<u^h0<k7=Ox6P(PYOusz>Jh
zyjB+kb?V(^_4tfjx#;a18>RlX(jmqWFKnsC`b+i$T0HoOtBz@7y0njt5hb4bXduLm
z{|(G^YTCrGaxGfYcIX@`KBK-f`L6Q1814DiS^rW*FK?*Z^6Kz$NY-?D-<QnKns!?A
z;d7;b-k@K|u=OdmC{<_t>8JSjy1cC>N2wKYOoAjdO)QT>A`18z^>t$Av{o+w)v9xh
zd_$QV+c9*5lQ!q(+hEG&l<&^>F`dnzh7h%}{?)F`kXpCH(5VVMvKf56%oLKIFC`Zc
z<)_F6n4)K9RHhi4Ct-Z--&hgS)I|+TJ3_&$O1*QP;Hx&-p32&KSu<}*cx#c`L_vdj
zFfHn2Z4BE}mU)|I(7*W;{a*$Lti8ZP%AHYN;#;+qcwnO*f36U1BLyUXiZAW(0?*=N
z`qrmTXWl_b<>25%v5z^^S*hyG0F|<_(qQtL%9drrAmvlJH&Y&Tf3@pDsP2)gCSr(|
zLa4+$Qseg1inWqgmIR8$mIammK3^8$h&|Cf2#LspjZ6Kr$3Irj?myUc_3YxwDYOTw
z*A?%MJSD&vNO&ZYy?<Nbg9R)TElUSQ>KX2CK1K~)X`HzG_9Zr+r2-gXWX0l%yASmV
z-g(At8Aq~08tIfF&Hjj=&qG4am-V~YaH<YY-ee8WDtMNA`KmSrx2iZhicQ9%{h*66
z?{Q`OSgg31YF`k;EWc&OpCkT@q*C$Doxd$-71c|$h2%3GZ^k!lwbbcz?LUx$edbrg
zw@f5A<&X+NJR_ftJ@`sJ<G>(c-}sYj*P50p7#m-`9xhYrk~Wd`(W`>$Ex1K|${9SH
zp`|V}M5TD?uVK_aaq@M@yim>p>rK<Aq+3j51FY;Zj~H5RgqnEo%1;gF4k-+2$Qest
z?W_?R+)bPy<6Wje`OA@|F?@wy9r><vPH3wt5MQ;aN&c6U5JIqo<Xr|sgvEH6r-T_~
z-tLJu57JE0s6g9N*C+cpbZqRsSs8T0Uq89B$IDvlCsyzB8kPx0iV4Tx0->r!YV>-P
zYOq7zL!b278gsu;Mqt{HDUkOuB|pn~qG<<`S=x>I*Y?EtP?o9#Db*nVNq+&&)+u^D
zb}M(<@!4W8&kX`1XwpOOk@MdK;C6)FppVuf#H{a|B&<X`L!huPIi|z(T&)$}HkQj)
zNf%BC(bKk35yVWLcKi)-y4QItu-UlNDk42|Ek>!u-DGi+zthI3Fw5=^Qt$4PxUT%1
zp6Koi_Dci<og9W%!W~Yf{!E7ZN;$BH((}eMvvbfS?*<R^VpTPu)F0Og*@r3g-i@6{
zgMBkt`m|JdcuF{}^y?T=ZSAa&Y&U@WBJ!7G;mtwGlmy?=<c1r<UMs%eB<^P8W=s7(
zRkc=)n?*a3a@KLoqdvlVyp6mY+f5)RNB)@~O4&%Y1X?)uicK`4K8#`Zts5y8qZ0S1
z-8rzQ_4)X$*k6!XVzv}<*Gm}c=xqAq)|RdE4=Cw1_PcK(8r>W7XHYGVl{Jl}P9>BU
zOs<x3V}$)+laYFeREzm(0q09bz00~ReGLwJg`8BfE5U_AA2&nZr428nX~i`fBdaFu
zuO_+b@*Wz-k;asi@|dV_xa_nZ%%`6CXjb1u-B)f%4#C|P8VBAsmACRfB&he<ocQRZ
zXiy1>VZFv69blo;6M8#`zR5bip_Dg??(CU~6opBnvYM#}wJ;))uO^c<KS~&f=SL#C
z)q>dMAdY-<)E>}7w*aIA(gc*~xq4Y?!M~u@JJ!Fka*h<oPm(E3AH_4T_a-FCneh0u
zK5zlZ(OI->g!aBz>$#51Q#uy-aiZg%(!V=^vi|;k7M<{=tbX1ou-|$MelQ8gD`Tci
zWJ4zPSybl>rzQTVMcJ8?p8C7*P3b2uzML{voO^Q%wO`le`!OI7b9k{5yxBfy(_zrX
z8f17Lr)|*-ZgKK1wmKV+L2VO4<ugz9Iph8N09UuRL!$+_uuMy}-gZmimDiSJj(rL}
zZZO{-{VF37YSIM^TcNv)@<O_K(2%22rTOvWJ|6t}SKfkonKLD_S7zclL}Tjod1!+|
zNYkmjzraYP1Zgd%kahg}p2JUOt;E4ksF=^C*-<VmvXMfkh#*3k-N0z7mO|*X?p-1j
zS#Z=v;R?8$Y(n8SS4guc-;|26CVxWktSd3vI@Kk>3u&jBtflbT(PNuDPKno{OA<s@
z5NoW=%j$d}sJ9xqN|ShBF`4`REoC1Jk;zMC11o%Ey?#_1y2YW7_5t(GXEyY1<wjXz
z<GSah5>W+%h(;zdv+Bo1;IWpUX@T<DV_#0~K!!R${$JN|N{`0}oyxnizc*R9S7a30
zgpVBArWo;Dqib@@rXPljTP4pCd%;<A{5X3HkihB<?WMUJ!GGL$aF3$3*LJfzV!3j!
zijzalX+{?<9Au1T1zMpeSJnM?;=8KsjvGwj2WqgO7DqYJ5?(%ZW=b3%ys%P4S+r?y
zbg~?<y~3MSL>uV~5U)j;?E+?XON3V4!=sP{Y*zGzhGeCI8d-ly*S`|qQT4QwoPV4e
zt?DUquqnWJ8btVON&Ezvhrx1c8=_a<CNY_-mPSl`*jIm4MYIUFjO?QcktMbi!;}Wr
z^6%jh=S4}b(F9Y)mc*dK_)-D3YhPQZ$O?p_!65}D`uqGm#>Ss$8p15+o6*rMj$E~t
zZYfxYu2-Y9)oKiE_*J}x*6DtldRjl`CEUZA>+e!FCMQKliWY?)gTnq&9o_!3EwtM3
zd5Ui1;oa9NME)5W*QYkE6L0jyd+vtgo%H-Z$@|0TnAp_yh`E8+VvjN2bZ}AyrPtJ{
zjNmTSQA0o<C^xZz$L+LAZUecZ!5r3nAmD1aI5f<IA8h%2g6eFf^X*8K*Rzm**onF=
zBE0nmspR^q$L$tT;rs;<q7d`b`6AtKLd+|=q{zg}S1oDKDv1FV!o&SW=Ew$;xSBmv
z*u-h&^IWn?fvun(<y5iuMegmuEB9nzLe!k2sWig5P>G_7SdTZI$|tn5o#1SHG>ziH
zq198>VAKJ(B@*Ln6YN-8f8t7TaDb0%Gv7Hd>o58Y|8;vP-%m%2iV+5q-8$K|%|d_H
z<f`-S`hv28d_vb>hMS{fDt_jHMtVc0&Dy03N9IhRW||J_Z@Xfp>Gg5)3M%m`Cl535
z!^vN}j7Szfw*_>WJF#t%oiX@7-8(4j9MHJl#FD6}`e-GgZ$hHFC{)zc>Z%M|tzCR{
z__E<0f+ez(AMy7q492Qr%Q!_`)!JYcxuP&h(UP(A;@+=y1&BD(h|tEH`rE^B*?I0R
zs6MD-H!iGW@M(J3?d<QA*`+p|U;4>B0UDwt<GxHO?Ezc&4#=0;QlZL1cq}UJu@>%g
z(>Kt*k73|l+&8Ra9;zq`4bMOIYV+mEfF0FWBc%ya^w@WJC6lT6^dw;ZjB{GKHsrer
zb+dMvC1}yzG`JB#phcXUp|7d0Zxi^vD0x%<g}1_4&qKfc0x?}62PRP~E4#5~)wHye
z8TyGEzwl}z)BgOO*16GNZeu{b;=IP2SP9ZgG>%`^B#hIulhq0oOYDf9j8fd8<T~L`
z(i7~pe{fjzduin&g|zmtlzoT|6_cBjir|)dk<R=<@H|oAX33L4DeExCO(?>KdDakU
zpOUHiEIGQ?s(rEmx~d_#5ERVjkLmTjFB&RAT1R+i$b(moC5c)z*-S6{kOxl(o>CyS
zPMq=$<zX&il3^QPrF;<t&F-%-L|-6SR({}E7iG)$JAeG~3~J--40q(qDcPG<a(#z6
zL~;n7Bo5cOwJJ9|5G!=0BtEw)%lV94Hywd1!Gqu9akwF3udbB}39V~k49^p#Dy|gD
z`qWt6?8O)r|51=dPO-t!kv3Kc5#GioCc^|8a{Yl1Wc1Da?#GQC?x6mz%u+A^u_0-b
zWo65woD=^EG%d>C?nJXOTl6b0b@`04#WlzHThDgj9g7O$zHw9~_+}v_v3@R3sP{`k
z9@a)~A*JC^6~Q^dCaO2s@0{|N0a7ITctf>(C?aUy$VU72(%VC#v02PM>(6A<h(n+1
zc$VdIS>N+KxsDMFfq9-#`oYWuPNEh`@t-=g8qq)Ey;T*Q%Yn-b3*C*aF`h^@T0`;C
z!+Uvw?tF3k&DP!c4nqV7mZ3$U)qT>o!u;?4{99-eP#(x%vkA~*8`tXM{2=_VwNE8@
z>^Iz<g62#KV^a3Oo217@g-W62wQY)kp;BQ!^YC1I|D+Yu&O*7o`8(n(nMJ{v-AKIb
z9K{je%Z#022ZsUbp58CA#`BuepBdJ{)MHlMyX861D3Fx$jc#Zpj3*iRD>-{r5g~OK
zNB{Ht<PER0*)B%q0F~m_i6lhf1BoEj15PRK0xx+SbfkX0U&~HRI3^XM0k3Q)&%)Q|
zFI!)1gHOI$QKFQ*s$`vZi&*A4KXzF6+LrD&HQEgnH7L2$S0hDa&!bA^eLAc@$9yGX
zyk%dG!&#MW<QDAk>EtN&NNDOKm&!S*>7uQUtLg*#V6r9Lx*BDlZ7vL&B{Ap`Y$9n#
z)rU@PRXn%}B~FZ(@CWf*lR4(byEZ^)8YU#)AAuGYZA2}K`~2XriU>fL2uq=p;nj#k
ziL6M?U`eWG`LQy;3%|Y)lIbgnO35^TpiNyc<=0K0qdpv`gHQ+IEowslh{sprDRX79
z$`qpEL<M3YfaYkMVA;o1;!m<H1v^JkBX|d7Fb@28A#*L*Rphw(x|Nx30aRn_BMvu$
zs%=FJ7OR8-3qmw)4Ij=qGB(JNnyOO_Xm_N%P3&~&<@rwhjVVhZ^KBEgO!)+LDbsS)
z8zrA+TqJu`(<0%u6T2IW@&(-G6y`>gSCIiWCLMMrC!tPgWtr5|vvL!h?nFotHu|5i
z?kLKJ-J%$k9kB;CsenPPsq22*deKtMkJ*T;1rTNr!Q!bM9cyKQ=vKb^F((kjN>jpF
zmrz1d&*KGv*DB!d^gAuZY{`jI7aB9#1Y=a1vj5V29@1cr!7bl)<RSmfIrA-L(G&Q!
zHzBe%;*qd!rd7nBfTIyb=__guN_EpBv5XkDWK_IOlKdQ>9S@0f2rzUrO3I$MQzv0D
zz8ZMZg*Cqk8uH_N<vOHZ$_kh?DhTM^7a^4#k2(K?jDw;$*sbN8ey0T|dh9+Hk$>e&
zDK#v=GzrpIE*KeE$#E*9JHv@9i#$GU0Un)424p5)j)s@4K8c-6_jsc%W^uS7o^qOD
z2k76l3G^D1|EX7)(yoo<8l5kA+jRy)Iqe_43teZm_wBk|E(a&q7h5R2x%fcB;_vmW
z)$fNlTNI($JieR)+lm?epz>A@mC7(?u)z;<&Zt;7>EQN{$GxQ`lb6z5BoSdP-iMMU
zt7Gi#tCM03<218roqH;?F#WE1@ma);0Hgn|W}RsK+Wnj`<JVe7hfAxs%cFllCd9nU
z1Ygu3AXj4k>f;Q<k1ci_aVzJUp8>+xM%ME6vu+U?!utYU!ig^cw;RyfSE3)rXPn*E
z)!zp<_O&`k$e9d=!>$~MvcM<~9j~o!J>p{LR5yRZ$L9@%$i|~8Yu!}aWPA(CaTg5a
z9PxsqLFi?B%&J?6>QEHnK;`~|F#<rXma^3I;-~7=n+wa36?(RlzHH#eLvl|Rj#skQ
z^U#@p1m^BLYSmG>%G~Jt;}4W8h8hZ$gpRLdSlnwS(Zf~zU-<_#kWkSF=N`x%XV(h=
z=W1DjN_*z#Jad<fXuHGu^O&J33Q@NSrB`29`};>?U6|bkC1W&KrzL8WP{;L~me+Jr
zg7W!pNJfUaC-b(^hpwFK2j7`fqC5Smo@Tasfe&azJ0YL<R`M3wJ*H0GV?rsp+}z!~
z(kv#jT3CF2plFtV$nK;r|1Mm4@<(rsWDVD+s4Ph=GtNHf!0z7lo_kd);VuD<6cNH>
zF;HIsHvSN;(U{E_0NORa{!)?Hu>HTcpf#VU=*qL*o<X(#c>ZOAqTocae_jVHNkJ`2
z()(z<31gdvs6Ci8@Y~J?qDh*F2vJcx)DpxjhX7Fx?4EzfZeb22*1mn8+M08S9ZNPE
zM>KTK<+{TO;e$PEQw=AyNYs6|zs~Qpqn33$q|_4UR)dmVE1KNFXcu&$!={Vxze%K2
zZ1x%xhIaedzDI5i!^e+qeBQq)d7@o^E6Q$m7)QU<cxi~my(d=Y9}3K;KABIy20uPc
zh)T$uRYm|ZSC&*P-__Hx^&s3*ZLk(hJ(KB4Jv$VLtSDv5$w<K4Fq>1$r)TKGGrZ-;
zYNw9*?t(m$&ZT}-GXc2|Q{zf`WQ^h`NS51rK_3N6(2580M{*ez<FF<=wr&fL2Z|8n
ztKBt|g~$x5uFF)*XfdAMwUA93?ELaA{aJ-HWL>_;^Rb6nFw=xc_f87Wyn6v)grjB^
zWt0oeFKI`zG?8KXmwlc-7EerTUb;Ld2D|$&MC>@j*)eKB?Io1+KCG{ut?m?*N(urW
zMEldSuPSa1W$LD@XtVWn^0dW{%Wur_I5Zyr{x<-^Ks~>3YmT)x-Qs!JtiE*VYOcGS
zU-nMp=E!!D*b2K85i0zv_?pmkON0BO75@Obd(~NBk`g?~*jJfWGfz{%oMpUqLqin7
z9jneff1_P$I*;378`TqO1Fd=!xkH1^a9WnRHNLqrk-9K&MQ@iv^%>oj)T<i2)cPKK
z<T4yEDr#t;-PbkUy_TD=uISXqH(aezZ6ZBBeT<_$z3bn@;pJLRH`w}L?MSuC*SvGF
z*hv2XbqUDtU6+M*&0E8#5L}Z9<izJIn$LDf$0a}&Qhj39+<ooM?Ov11XvR02)XCSa
zTj57-c{Z8ii=Q^}R@VIRB-`?}NonB=cuM`UQc2}@ebZiI-XNNJ)e{P&j+N>D81WIY
zxQ;vQ%WIBuGm2EHI&p5Ew&-P6l}Ov#bvBzyw6lwJ3W^6>r6t5nrE!zkir&?<?LSzu
zYt1s?7Xv<0wlnxwGPW{_2ykO%=V`4esMn3tvt17x8HI73!7iO-Mw&k`A^qH+^3p${
zuGaHNm&BeK5nQrdqo~0H4!@0XlRuW*0j^3<h`QH>yg?#b&SZnUO~|e+M7dv~>18sV
zc{*>gpW?5Fnx>y}?`X|+2t2Cia{Wbc)7jiwN>X@UHyu@%2EC6-@$4QT)>i&iHdny&
zkM(c$u7}03XkI4Mgg17{X{fOICIjUs>s+#jwAA-0<2{r1b$T4P!>@_fnns--kE_Hy
zh2dlaI3D$t@k{;@yQ|xKtr4R#NHZvprE=QOhII`N<fY6fXJ=kP9=WX5i023Ou4RPe
zmD$jgTlSD**(TW>{{XT5MO>m08p8Y^Gb5jBTB$2Dwv4YEjYRV|A?`n@tvfpfVm?}>
zW;a{`?Okq}ZW)kcIpVI0OyS1WaM5)gW2BZN3P}1_LuaP_k=9`1GCACMsVwdh0k$e4
ze$Uv{x|PMUX~Gw_f3*Jqe|HAD<2rInms90&5yZN#H6JOXcduC(F+6EK!j2pYt7&^}
zI&R07gFE@bQR*w2jFJc=BNXI2MpR^udeyaMXuBCkn&!N<Iy=o?G+`WHKGA~6Fc^I*
zxzz3)WicLjY=0GJ4Xi_gI%6L6=$X95-OzE0!cmIV>UBm^dPhR!Vq3YRh)7fC117z)
z+BJ($2r=@<kJ7voQkqCKspUr^MfrgrTJ1a!@hS~U%vfqnBDz)Du6j2W%T+e~k6!}R
z71`iAz4W%;B-GJ<@7km|KkpjV@b8OnG<(#!w4I`Gz>%H^^sLVqTAP0q>KPv^Ow13l
zHG-v(<Q{28ZD@L~jApr(=hnUo_>*DcG+S$l77OfWX*dn^uJjOkbgzgs{Zd<bk<vy-
zQ^Ny-E8Khq@o*x?r|XT8oFx9AT5Tt=Mx&0BJ+bPI!tiR$7f{{6lR+ZM8;q+d&T2V^
zc&7~+o+Wcc@;@KlY8w8xAA|JCL_%1MmvWxVjP3kIb0A5sd@e`~dArc%9%Z@yAs?vs
z0M}2i&b}A;s~)X;@@e{wxQNb1L~I5IY8$-^SF-Uf_Nn3Tuw7Vc37MdhLIG~%U>>zk
za~ON6BN8h;W5;sAt6IEPRyKqSNM>BCoN~ku!i#Nh##3MF7IH_XO)Z8z$jX&2Fi0!M
zBZ`j4S@92m^w}W3(EQs!G??UB$IH9;dUH@h+NP1>9XG`qtcs1QNMVxH43v!HW(R(0
zGkEqjE^X|*XW-+kLvEIut*-84;Ku5H>GtpV*ID4*UQK(#mKXBzBcTtURV8!y<2C16
zxzxNn;$2Te(%@-Eu%cK%IP%FPG5qshq2a9^G%W(pO<u5|4gT@vkJBX7mh?oL&xZ7`
z5L<|~3uSZsG7cGjhPgRD4CxY0x-09L<Imi{WBKO25;gXz&<YDjEus7~@aB&)&bFrF
zVfR|#?h1WHcJZpJji3bs00D}H1_vFgc<M?gPI;vfrsDe-aTwi>e>$%{-My4%OPS+^
z2Ud0fRFPbz&6v2fWSw1iMpd|PPG~5!4t|~K!oGgjelGaKOxLBhlFHK1#QRJRg|Uvj
z<Y()O-_gE2*-3=fG`V2M{I!9D<o^J=agWY{o|)oX-AhjJ{ngf!XqQ)UF6E7zZbx!G
z$EA4>gT689GI*2hz9VSGwB#a{O}<Ne`&X%HK0NTwx3z5bSU0fAjzhJF=f!zv#h-_(
z7Vi@1h#D5=<|z5vf4(u>{P&;_N%)DPU3i<pR~CA6hMBg>7zc?l+dlQ+{t(yokB7R=
z#Ik6!NM&CxNTfoigV^G`uY`XQJk(DP>k|##EoNiXe{lQySE_55x@MQB&8ccotHlt@
z5f=77f`B}pUyI%-)RW87d@UkMe~gE4Kk?8iIkiuV`jmU4)4Y}Il-QrmtA9`U(cxyh
zculnSu><?Le6{(%-UFxWMyv6=LAQm|Ot!hbx+e;yb|L(EKcxV1ns>$D6X=?#vDctk
zQa9N;6x$;HHRv8W@O`h2ygd!|kX61Bd6w=*H>nxgf6o=>dRKzHMez&7l4}}-KV`L^
zP4Y_1jE_YfdU0Pt+S)~9Weubw5ki3!djX1Mw`1oohq~Ue;g1qEiL$zy-K5!bZiq=k
z(?4J5UeDt13R!rwOZzRs*(&_d%%dd_^{$8Pw(-jH#{_F5oU<x`N&3?q;<Sps=RHa5
zba47V!ygXl<Ve=$@?nqOPtFML2WsieQN*DlMMVP`QGr$*)pt3qBLkLma^01r?^T@f
zRwSyjR;CPvk9w~4JM_g@e@dYdwL)rFsEsCEP{T|joM|dqyhR7ro(H8dMtaoorg|Di
zgt3fOsK-jKg04h5Qze$*C2&Vt)wYx#ACG#>h;dh89MIBca#!5wEsj7S)Y8Ko$WlcN
z4Q5)($Va7WM<8*U<(ynu*+oUd%;j}&43vMgSoH@xYcKmj3N^jlcxB+`y#%N|Ymo7l
zn+!I;+9`x(AT~SZv7IGQ@Utwh*+NzD`gcbseQt1CBfdXwqP){uw@Gj2Dt5N+d9LlR
zWVT|+ayt7O$+gk6&lpQ`TIg9`1A!PkIjX>@VdW`QS{^1>6)Cw#L!R*dqid$Dt#ZR4
z_N={IUN;wR&>xerHDATL1^0z6yqmNvkIZr}-D>1zzLm}a0D4z_DwL^Ib)fFq^mH=V
z%A>8-n)h0RHcXQKwUIU6;&Ga+&d<vn(qg8rHgi2{czDBPO$_d{qi3P6`pZ!g!~r;L
zSDlQ42<=-o8kh_gPn7!6hQ-vQE2eYfu*$4cw#Qv*e|2wsyCikPWMJ2#TWgVOt>kJE
zva$P<Amn{(&GcE)Z9*S323_4ncegV^2tH5>zur7oq4kK=i<eX7@wFvRY6>OGj|*xc
zTH*pGgBjeXoP8_F+f9!5#&Sb=8)CQ2IvVs#ABhd&_c2Ps;tc)4)~a1zXudDij-jTw
zw7(0FCP9HG<Lh2$wvwv7uBh+A)Am%|NG6*`=9Qsn$!rCb5$@ZD4c45$X3%a$&C>an
zN`82lWDjvv^e;P4zmVOlMnd#G575;w6Y7v&TS;!Ga4lYqNK>0igWU34ny(g}`<{^{
zzlS_SrwfZmhG<C1h~V+`t~bP=4zw*w$lhrVAe{zGJqi3PiLsVzH3HsOjDNCgtkd<M
zwMHVnj!nbv%^y+qu8C!`rxiCVp0u%0i)||&b*kwf*_OCuD<<F$diShq^xq$(l6YP#
zhFIiJwW=+^7-RCk1b!c-d6jus=NDJpT3H_MTPG?PZ>eKUQrE};&j!1lE*-9=hB3`?
zdKlfR#66q&S9NURG3#A9ejXJmw=VWPeCn%>NX2&jSz*D6*h;77KPw)UBsV)^Xl|Fx
zfc@7$d1~|~JD3bIa;LRaxv{vmwK8mHwhfK_O8sle#$hX9DtlTV3*8&xG5BoKpVhI7
z(_1p7&Ysa?SWfte>MFVwB!F;n(yv1_mT_eVnHvsLp_18UjL&P(^2y$|rHh6tH;(5X
zBL!ChQ<kE<dNMG%anBg(j`ciX@64W@RdB<4?gV>PkC!C?KDj2H-%&V5YVj)S#0@Is
zHw2~!=Ug84iGfBc!1ed8`&WtIOnhU~xY?16COxBr*BsR--5b%DE{uwK7g9jCNB5Z9
zy#AGid#A~2=jF&f53OmHXxj&XYQ%R5k1BQZB0jyV8A970jVjF?wg^6zX4>hZU<u;1
zZ?uE4r?>gz_U%~irA`Ruv%5!S<53==;D3oX-W{DHl2)F`oHR^%QSDzrXucxTyhma#
zY-U!-`IkI{Ul+wIM%{R>qr+Y*zR>Sh;>LE3v-2i?R{Dz77)~;V`yWy3Iz5iHWcGLV
z=`=6dhks+*yeq@r7$a4_(C+o^Lrv6e+=$U8+LA7KAR6^A3H(5@@hk}x%&=Z#=0b6k
z?N&Tb;H@LXs;_wgS<{rBGqu<86?VGN<&929XR*W0;YjqEBh<V_;wdkzZ9jP&6JP?}
zv+GoJNv*s=tV`mpZg`^8?Q)h-I}9)TL{~!}!rdrb2fw|()Db@7Tuew5tMI?Vsd6S7
zaU?c&nOh&0e@crpq7@?6=3av%_^ZcrYw<?OrrJaHdv_xqVa`eYYtbVe{{Sk6-qssf
zQV1egqD~bMVOQuoRe?z&oUTnCb5kOkWJ8SAgj~{Q@Ys?tdSa}g{OTkGV-;Z+y&{h@
z__^TA&1+9xS5J~xmf0~Sx0rUa^~fHz$oweyf^=(@(DhkQ*rYgyM*jeoOnZGR-^c`D
zfPIa4FU60Cf7!PZc!NrWi%Aao<3awdk5(St=?ycw_?_Sgyj7-~`vg&{K)F)9dCUFN
z@9ADK;LTS|(sg&!d`G86ai`4QT*2256LbVOTzd0fm+*_?C)?qR!`igjxkbgau6b}j
zg!-T7O!&9(=k0OL;w>T^&ZBkIC_ei4e0z7GqUNLUOF-1&TdflMdrjaJ!*5I<*Y&P;
ze*}C-@XELLZlL$pzjMkBzjFF)Z1Gk;4S3%1E)&C7i7e0`^$r1J8UE=%-LG}+??4|K
zU+Ma$nW#wjHgj4|kGmTR?K#gLmGnQuFBDw(r$BpMR@KeLxCtbZC(APW^WWCH%eyOU
z=u9_u@Z3asDJ)^v@-*~~Vu@o!R7Dt7QGf@fAZIIi@Yli@^BJx*NKA*4QQZc9ia@J+
zcY=I1q>ya%YgHqVS$B|rt(xcs6v??5P=ElS066xj+|<obJyJ50A$Az5k~LUy)~mR!
zVsp)v+|_nG)rS>X_y)E|JcuMUUA<~%<Wx_>;;785=Pgh$s|>gqHCUXIC;}E7lTneH
znTHsti0w(5#SyTe4Dn7QG@E&;X2?)5YG~J*Vy`^Z=(wa&Dhjs{=~d%ew;1B6mRg8$
zS0WtMNc&aTX^_jX_N%cRVyVMdV-=Lm>6X;wR|)Y0Q;~d)I3W?q^E+dXI#+a+1?`2k
z{6;&7l10ZGhH+RysLJfTRT)>J>BZXTiC$$OB}Vlliu3!}ZmsUk#1cGm1CYvkSGemQ
z4Y;&sn#B2#jOH`WD~i0*A-K*H%a=T%^{&+#bz@|FjA&KMruo&^bBUA0_nL$z&t6Zq
z+mV3H!>714i>UZSOB-HkGX0|5^RxKZ@UE)+M<~P;!5-C<0^DhLiE{yED%l`^5cD<4
zJS3s4cRhSQJxf@#iny|x)v+v0pYIG+Mh7+YG?$(e@urT@U&jrd@~_I+3Q7L8<68HI
z?sSW%M@BIcc1hWXu4@R+?$X@#X<}5jIp961=%AkYsZ!oXU=>YhN2Sc5GcOg{OAS(c
zBU+WC6{{0W)GjP85=1%Lcn6x+pH$Sf44EZxjDG0pRpQgnTvnyDMm57@73yK|H_}Y=
zE6$zy?RHX&Pcm~RPrYbcTdldu3^sBbCp9BaZ4mpzK9vc)3~-|Yy?S_RQPCWZbtZP&
z4~WAu*y`@G+PTM=-+4b8-`BhaZ9S7}8YRb^HtyJ4Ir>+aS!tKr)aDBq-f4i&)aQzg
z{88dR2HZW6dEmjpj!sA9YsJS?jS8IfnoqG*u-w{PQq7&r!%`5<9?*@3Q~aycv}Lfm
zh%71P$+wZ~UU{bYlST1NiT349KU3%?Pn93)I#+F@T3u<^VdYOUFsEy;Ao13fJj#`5
zI8=6L4nGc}{pjdrd`XB~_+BWG6+?QAM{MkR@|yG?h&tk5TP>22l$c0IegPlWy!yPV
zjX66W=0_JCB2T+6Xs%OJjfY@=m31-B#rdvp!?D3Gw+wev2x4Hs$a({`<MqXB>abqv
zS6*C^lOIs%G8lT-p@PR#!_sh;_x}JRn>3*6R!w&OS=3n1jBYsk*FrAT=<-|eLq1Mx
z&n&ecHIx8Fb&*J9)5|aLj%!M|k8d4Ths)w<%9O5#KAkG3oo&jFN@w|1MSRX01}P}&
zD}POx2w1Tnjc8bSMm=Xmmhu<!u9eOS=yBS-3|0%3`$|sC`W%xtoo4WurOh7wj$p?f
z%$rCNPCtjUR9gvhuBBag`qIm9G<OXZ!ZdRs<KNs<;<;Iz!E^GzK;xmOhsOI~-PY1a
zPBSf@8~506dY|M({{Xx~j=eu4SXY{RVVW>@p1fB}EJYJ(#yd4KI}4vIyC=(n!M$s`
z>Ia({xx1r+k^}&W0Vf<)38NrjF9N!o+d-0Bh3kxSS><CzJ5wZ%^`c3mrk!VfOzRUe
zN&*Z9<L2NRcB7(4ar4`<332lvBbsd9X~75X^c7#tls@6O5m?R$?Wa|(QH4FTz~x;?
zBBKmZvJH2~Lzh|6h3JHb2Wf0|`d1%&rps$1D=FaDJ=$lX3bC5AC$QC|wv`=ZDI%P!
z4%O_w4EU&%G<F)yqns*EPxG$?#tk`Sb?ARu(N4rv!l@r)hmLr}kvh6JA(Z4Ag_j1t
zc<^V$%|pYo3wxGpiy}tlW0IrVz3)iY>^wnYmv$4Qs}4|}L9IEHM<l6AoANDVntFjr
zw+5WGEgMHtbm@wn4Ofn=AgOHVfnhsUfN(0ZaZ?thb3#$iQ$*JBU0X>6@vFrmm2_c{
z!2421(xnEFx}FoO{1w%s@kwn0XyMb#d9lqTm@uB9a5+CwUfZWzT}7oqZ>UU{Hwb}c
zkS`8<)wMM6XfEYj9WuvFjHQ*NHt5GCV?dyj-mQ+5W`RIlMy8X^D;_gZ?x0s5dQ)>o
zX&V(tOluwuLdS}8H&IbB;;ADkGB@aIyVUG+RitifM03c6>a3jRtVn9R@x^M48Clp=
z5*(VH#!W!{W~i1z=Z<Oy03MY)jEaf)!Jr5mp{R{bAmXFIZcQUtqAo}0P5@`UE<LHh
zRI^ltRmrKBifWE(R9u=vCX8eXw-~C(J-DV`>egCf=H^hYdLS7!bl~SMSfe@3M{`;s
zS7Kh3&1haDw$?5sg%P4<`>N-b9<|d%qp9p_=T21LER~3i<2_<qiE8XsRzB5gI_8<x
zOthUT^u#<<>zVF#$6=*%F<3gsg{<{YoG6Z8?*Z1j3Ms};I}uWxDl17`^37YrEpPj|
zFnu?1_~)nLTy6e_RJIV{9+>96_U6(Xxb{sLVeed)vEf-a8EqRNwszy1?4^oN-Kc!_
zHzt%{w8OuV;qz!xGj0HndbMpN)^M9k)E9Py<i`Bt>0PzfoXEsVg-&*Y2L#q7<*1K2
zO7-bs@U<a+z0VnAE7G4OO$s*N2Zvk_K8EXo_o03m8t3&5HhmIyg8n9r)Zm64euuqm
z+iJRoiFht7+hz|d*ox5B{9~i|s?{vDNQJGz;7$fYpL*q%BCZmB;(GLCt4CIFGhf6B
z5hp(NMr+4!y!%Jir|}kxsOaojR8MMt<neN(S19tx=jLNmJjyRvo}CONTDh$E@vCr4
z8fW&Q-P40vh!5va*g>qGGNW1@Ucw7Qs_@O$p=GNr_K`VRm#8Nh_O9Pw@m87R8(6gc
ze$d(8uL9^V0N0vmvfM#%8UXvfg?1xAzSfGo(Flk4k5gR=jXKo%zR~C6YpN3WrDSt@
z&x3Uh7DbU%Pj39A@SW;@xanQD!*3hhXwEeKLJ4NJbA=>lWp8+YOnn*?7n*JqkGUYo
z6{NZ<O3cRIG|A3Dtd>_9zustZPc@BK%N2h!1LA#-g(ja4t)>-Qi6#-qqmBqCIQoHJ
zVP1pdtu?Ilc;q~TaHBu)7Oy_897Y~EdGbZw9_C*sDmP_$n5DdgbpU@cUXSqO#<m_q
zX!__`5%`Wt2663^UUp!X<~N2EFCzhk9Zw>(Ej$&dZCP&JEaN=xnXz0ooGob&5$xKu
zncDcTM77ed(&tK$OKUDk*m4m1Rjn5L7PG+USjqqg(-h4D=fm1QnDI}0E!5|RU%aR3
zQ(ayQ#}a8!EKuX-UAStTHeo1B*-LKc%j0AB7a5v6Vl%Yny59`zkz43j7OvQG7=!h$
zBG%yU32=GO@mFu*ts)IcByKj5kEMF@agx60nL*X3Q<j&+%DU5A-sl$l@FrP4`0I-0
zCbOE-E!Q#r?3^s4p{|p}8eH0T*x2PaaBEp%g5$xAlPGLIe$~Z`!N#m~-1V}&+YyG8
zqf=zHUWW^BaL}gNm&~_4`>k)=yi?nui<BSSJdggpX5Z*nR$6>Fa1$&Nla(D-s6#xK
ziY2#hbN6$>uRb-WPxn>Vqdn@FI#`%}X9Votts7VRZN2Te-5U9=_hkc>_F-II{*>@a
zLt`C59V@uE)Z@N|R47@`1@nSG#+B?Lxk8gi<^nQQaLe@duE<uEHj~vJQ-Z1GF2|cS
zyiuH$+-l~D;pu!ys>Nq-8CBhx8Al4Wr>tm?Z6RoZcn3R=81^E)1K}mDqG^|tCO*>c
z1NwkEe_HIFMB#K+9ujpqWONDPt2;d^8wjFbE;PqZr@5~<@lS#k_sJ3tN2Pl_tJl3{
z-P^2)Lny8mbkuH??vIqUZ3b&O56XD<tTsZef-C6{5cpOrv~~zGN2Pflz2Rvs9g3mA
zHA+Wy972-R;s~vM1H`(Ihp(f#vYD3$=0bi}6+&xwg@_`cD^#71yD1~-UkH3a(|k_|
zjod+a1{yXz6YX7oFnF(z?d~SDnP!4Ujzv5&oL92=AL6pj9C~)TaVWy9{WJBg6s~j5
zmoBLG1SfE-D05U`mN{ZsB9J<;;DemisLdugKIOHk2U>+1r3R$c6RD*Knu|Rt$(-ha
zlY_-OH5fcog#bJnQovMsq$fRS0a*G|N#c;6DVe4M?&gC2^%*q6O)^K9sF?fG6H&1>
zXv$+;)DCJ!=}^6Bj%g7+S8{51=Zb;2;MJohK*OBWEIQQBgWjQTl|+y?0;6%0jPX*R
zdX2D8N(PY&4tNz27$&7T2AIPq(vxP<LovoF!9c1yhO?&WNxt&sBggQQlUceajI4Fd
zPFp*4bt*R_w?-dIj$~}2&Xg`OQmXTuQ$XgWMLDWOvSi?N>CJF{BV&2uHi3D;SckoL
z>B5qFSD)$1+J}o{W<6#sPtY3mvc=2KQFKS2j(1Ul>dM7#ygRI^&e<X%y_sv*G^^OP
zD+sQlAgh7Lq4cg}#ri^C>Hh#~LKb)j8U7($&xX8E`Vg8YjLj2rshn+U-mE^mL)t}q
z$mfLC7ORA{i#>`VS0m^vmhhgtKDlcn+*^4rt-)10Nc?N5kD#xgtp^D>%XE8GWThLT
z%2bsS=A;~o=4V`X7K$jOP-2q;mWlw!)O2XCVr_v^PQ5rkg?Z+yVzzR;Hvv{m=NaQ3
zqP<*$(!Bow;tE2tTRs7h<T36CYU#t&lx1Xj8Kw@MT6b$+=b!32LAXNDHud(dD^bxL
zGaZK_yWciTc|nAc-1-`^BzBsZ+R7rF`gAqvRHUjS<>=R`hjv>Yai(gw`aAg&1-P_h
z^FuJmBl=f#pA7sv;=K&sXw&%@jJu3Pf)x5u{{RRx-JS00iRwDl`yCJa1b@W6<ymop
z+mAKD{hH@5b=dalW2EEEk>t022G(sgS!@~%Iv>5*k6Pc;`~wtfk9|JkdaCxXLKYX7
zk~2zKob_h!S8en~LJWr_cCT8N4vi?<ZtTYskF4XX<wgdbpxRohi(5bl;I=bcu~;3W
zcR|*)wnrLmivptzdHUdr-AyHEqvkPn{p}s!aE3UMxC5p+t4iYl9Ac^D1CdTIoO^eu
zl5FOsikunC{8CjO7`G$-e%Jp1Kzi~T^{<JnTf+9|_<q)(`UBUKV!T{u@lVlmI-b)8
zrRL3_23|v9;=3!0jCm?pK1Of~k)PJRBgX##4{h)C^R8(ZuOvZtykYV&?Os1>`z0(t
zx@&Js@s_Woqd^tJHM4!_nEa%7t|XI{nXV@O((AEvOp?wBHtYq*_qnIHhz*U<c);1*
zdeh{ww$|*Vz0yco*O_f|&(wQYBXVU|VCq2!oQ{>r^##n^dNaycSk#l})bAwKto2Bh
zt=nzD<gIFWd&O5;J;))B2L%s9UR4#t#NpJCMRdAmqMDN|6A+Vs3ySNc)dg+Qja(0~
z_o=-X;Cl|I;wv3$!3p9};kI|I_q>*9ObA#-oxy92KWNif2PDRSin}ce{=(}^F|&oa
z1fF|?UX3YJs|!Wk@iB0zHtO8%bPH(iyg!)~F^o4+TyKbcGM2VBx`mLzlO|aEA8}pR
zhW<?kW#a%gF<iCYrS^>?J7yrVIT-XAu1eGuOTtID412-hY1N0s*XnSL#ik8zN=m&~
zxcb)RuC`t?1d5+%Jqz*pis_*6mA18@CDIQj?K6iR{<Xo}TFnK|lX)9QC-5;HN3pLb
z_n1d#tWTo$baP5EsqoZjv3WGpIZ2%4o=30YS=v{LE<7u(HQl~U1c5w$qt>lObGf$M
zfK+fL9Y@x%^-D(=a)ukCm2e)tY7?hc7lGkTSHo81tgQb4Gw2N?Td~*l=<h6LS5_RT
zJcH<JS%)?AW`nNkeiPJp!0Zz|rg&jq>EWLj>Ha9RQxmFPDEZ?j2R_xx+P#_EIVy_i
z(4HXR<Yu|OUqpuS7!(BJy15i{k4mR9WOSgyH%#!~5%@sF%*dQ|;8y{AVJ*9ygI`Tw
zX~}Se742So;vWhthGkFEtuwxrXL~coSW|i)Gh5o8i!H04lz=^}72_b_ilouq8L1<;
z@K?l}?+(nC_eHKOPX!6fFVemL07BPnHR~k0u$^R5IT_>{`52GRwmd!JeMiH0t8ryH
zQJ<MJ!&6L`4#(F>+*Heq*9qXih&peIAXtox4e%c{OmIo|^{(9;9chBlv^l4!sF8uG
zR*^%6J3Lc!Mrau9(@CS6X`lllnoTL=oKp!TP$mYL#+^~Iszfmf6&p1;^rjv~S}>a<
zW14~UQ#VS9jcSY;3-D?OH9Utk1JxroLc*dWtx9>%wP)%&m6n+onR|5<3VLr~GxQz*
z019`ol5b*G;A4u2<Bmt?TxIXY4Hg#*ZxzMQ`%1fi^ek1~Bga}kwL06Yy}ZnDvCYQg
z>7JE5@z~i>pJFXv$2u;VxmJI)&DkM2{cDKT{CBNt5Ib5UT3Y9B^anZgE!gp0w0;56
zQ&5`i;xhS+Sz{;UT=w^^Yuz5s^GcUb@)03*+Mz}^p2So&CUil<CzW_lM7Hrhr7+ZQ
zW%CdR2u@kYeox`~*Q)7y2AQNT+dEW@;QaW@erKBTjNSNG#GM#RZzr$b748~U{5r0m
z4dg5e%DLmQ@A}fGZJy=Sy{=wSQlRFeUbQ+3)fln2q^_NG%bbW?1P=JGH`4EJY;XMQ
zc(=~VRY6jDJ?qq!LktiOc;t4b*=d$`Y)lX$7C9siO?ntiTxipjTD{H;Mjh3XY1rf;
z@b<f|xRX(xp^Wpj&OasXRW+Xp-RZZmM`)7V$0Gcs44jXpdURtP4h30{u{~<znN^Ft
zQnzAdf{eXN{u~#BN4HD(M028rBOv4spF>-b)o91`t0`VZNjXW$o}C!-#UjF*lA>CY
zx!Kf(pp!|F>rmX?!D|VYc~&$XS&juI<TldWn><mw9czr$ej(}BWs=kzi3dVD8sas7
z9O}A;LP}ta_D&6L3KN$@ioRh&ms_*cHD3~G+E4;(g!2i&Kyq_j?vn@nBznfG*U{z>
z6(i4VbNy?8(5+un*5LDGW+lNa$2IES6IEaBF^{`;%b)lP*7YeWF~3uf4~lrojeV1V
z@h^v@(5}NHmbZVp$Jf%Zm*?m1k^Jk{Jb01+0KzeGBPcH)%$fDCC30JkImT<R3pY6G
zc)6Y$G%DIV8hU=WHK0|K=U?SrUY&bod^)MmLtcD+2<E1@xSHJWh?U2sb#n77BZi%M
z!&G`ykp)etI6cKwk|UANO2yKAN(d2Leznp@(Oo9!m>l-3wT9;H!oKfQE>r-H*r*tC
zNHwc1zH$h~Q<mQ(_WD-vnmo)-4c}s>+$kl8(v-Lg02KF!10(SUq2P@3#cH)Y`jlLB
zIWLIpPln(G@%E+v0MK5%w!KH<IsX8Pau53YU;PEE%d5o4{{R^M2ZnF;1%B*e9ifl6
z^{82nPc<*_Khye(u10yTG>=ZV#9q^{<<st>xQ)uPFgzaB?5jV9z99H-%a_Tv)M8!<
zz&XWuXgC<{N|QV-nBA1;s5mvGbo4o8OPg&OKBr?gn|&?3szF8|9B_T=v@^Ui2aJ_r
z&TFQ$)$MhQKd@^2OgM_@4oBD4sOlaQ)huB*Cf%g9?J{ztQ<M{4?!g(af_wgEji-u?
z_M+PHat|Bo{k_zdj;@YgGtrl|aG!O$o<B;|({*VroFg646N09(rypSNOyjMW$CbKk
zPRFh3UNF0k%j~hr6;D%FZSCcf+}wkdVtKAM8#I#DE^MUF87o^lKZ&HbgY0sEW68+$
zHQPfGPO@nqIf<m|MX0?a(DjcBpZKRqB=_R5JVS45srYWzLI&jk1|31I4-e}0FnE1~
z&Z=8D1lKCJ?=G6Qc=;8H2C|ha-s<S|u^8WBgr=bE?en>THk);0ZRg1mYj-#j0g?FC
z7DkOT_u)N3?ewo>@XfRrz8q*Lj5;vE3@eH8UxeR9i|rPFys~r3o~moeof+Zf?I``n
z)8VVr#$e+dUb=7C;jc94u42r5{{S&qu|3|8bdy`i(Xt*GcCMY1Y+>MRG3pO`hG-(Z
zOce_t>ZiSR(yL1rw9-eBiow>vOPk`R_GfY7KZr1D!EE(5Sgx^!bJ4!F*~mEH<aR!_
z^R>;4wvzdYk%OK(*J<G|h!WZDvDKK%Zg^RHr`EHy>AqQt6=OAYdR&Ssh1H_U2rF7K
zO%2owJQ6ICw?<lHrhc_|zQ;@s2VL;ePOY^vewF4r*M{ER$yGm<eFrQ7h6v4b+P;My
z!jc!7XzGNTK6aYjqihg=Dy~NzE7CRZ3^Ya9C2-ePF9Q(ERF0@l<y%{+?CuhKc^Wwo
z<yahG*S2^Q;^N#idVacgJ}{RazgqDIOi}_=j2s$wDXX7pK|FKBlEmuh;~|vf8nmb0
zzGLt&#M}P>4M>)^j@K3$=ua#3uc5R(dr#MFlIFtUWJVdsarLGxjgWYy$i+sdH0lP2
zQf7?Pd(bc^nqelCnr#AN6M;=8l+zDdq>SV=nqzU&oYclVR*4+)BV)m+iNzDm91%3L
zI7rld%*Ox<^KTG*Td=d4?ev>=y_6C>#%-t%w*;ED)OR64$!K~b9GZd8UrO<|_?6=q
zPcUiFs&&uVpC8Vz_<!P^_08&AYFcoUdu=alq!s@FfSmsTIwLgLr9w$w<-dr2DAzPA
zh~cwThSp{IXB?dO9^I>w@Xv>&@vY6p&Hk#}qdz=+vz+(z73&@)(IN33gDtC%n5cN0
z9IJN!01EL97g4+LpNT`r3bbxxnm&N7MDC@jwJS;%Tb{2EfIK|}9!atiHZWb=E%+YQ
z<-Rb`Q^UH@hTcM9k$lL>JdD?Qt9((gg-m*E5?s#1g5N5y^UvvArN4*u?-}Zb`u$80
zG3G{G1z+|>60`V9r_CRUo`c})`Sni>TF-HlAj%TmTOI3j80m_N!p0ps$}2b*Y;i8t
zs~F<7S|T*QhY#@w!++X3c+{<<&CR&OfIjkn^{brtb>cCn>L1yc4~u()@)kTR{{V%0
z*#Uu4xl%Akt#K*v&c(HvuHNcFZqL3bV;f4JO!LNTHy6!xY^1Gbcd9uRG7d3OM5R?!
zX9}PU^{Wwz*&_x@ovO-=;-Nv_tVd6M$Ykg$%wnKH(yXH5hhRvaGgf0YnRTjJSSf3p
zlwUwOu47U7i415`!UE^BImSN<#l^|!XzN0n_nF@pSk$wyRUOI2V`_dc(sb1!t`<oL
zMNV^GRjK%+Q`DIG_e3ECY)%2JW}hb>oypB>3?r7T;H{g+IzaCAPl&gd8<NT~3LcD4
zHOOA-S9*iAmsb)<$FVh@WXDrcJm3zs*9<&jc@?p>t3An`_~W%kTxXi6CD`bolkGr?
z;#2dGgQzCAPAJ7vlhvK?!}tXHxNe~aYtbyOZFGolrMZ<OR-K!Z*MVM5rE3#-cFCU2
z13Zh5G5b~yp{?I)mqo5_T0l;AgMnPtsry-Z9*!Ef)uFbhqWHhWAKKb#8+`qlrt<Us
z>f_gb2py|d@&W$<2*#Qfx=Fa!S3pirJl53V$gH+J>}5$*nv{t6-b;0)1&&5Y6skru
z*EBF2dU9)3vBiFfW1Xk3HFC#VxU!Ud<gdL`F=Y#qKdnI~T#VpQ+OcXqk4DpcL2rK;
zS2%A{YeGoZ861Psyt>{SqT!(oG2gXx)_UZYQL0=xcFr&kO=UL-YTb>g%2Is45xpv5
zaC+5A7h%BQ8oFFf628&{4D(f_P)N;hPFGqO;%Hw(i1>|>;pjpC0H3Aj{sPtI_3B>{
z*B%{&{{Yj{{{ZMOURz#HKlsPh@boz_Nj~g}ztum}`iiaz#tm3+^-uKvqO1GYG!}=U
zTjCUsN79hv@udgWgZHZJVmF*usCXmd6{W76G+lZy_GE2WJ%xFR_N3d-6xG(koi#P@
z9WRUYTWIfI{{TgAJ58A78F}06YnBHDiq+Efne^5uKYIi4@iE9@^sb)Yz{kY)52<Kn
zcCX)okIb#@nk{{Z_Kupg_BpLHTe{QovA@WFgx2M~>R)D9zDc^WXRp$^Yr7kpE4Q|q
zCrMD@l#XjhPttEhu}L!vSeWrFr)bC2*EF3vPnl@WdiZKn_m+?II|~g_mkA*}b~W2+
zscm(n8P-wf2E#A4axlZDe35;&+U8z`qi{_``kdNj=a8Tv>ZjJV!saonK1&}tiNkZZ
z8)|!JgqV#2eDz%8@~Rr1q4w_!Ig<dayK9%xymD>yrnQbBUB@k&g>Gk-591LMPBX@9
zquAZK9XOnKv%|)ecS)vLi^1=!X{~!;+h<1kqwK=DYrA<C<ij#FGa<pq!5`yZx!_`>
zO`PX}A<yJ0pN_P9EB!cM$F*)yfFxf309x{K7*1(()6z%MWthbb41K<_w^PccQ0K^;
z0DCa+Shu=qM=YcKD|p8tm7};#q;w~MY6W7Yl2t7iKz%9D#wq^q5u}c6URsoXv4MAo
zVh;~^s{6y!Y|Be-$L5KTPjOzir0Vv1<(k}DNC`iA3FI2_`^_{m2ag4N5mhX83*8d%
zO>HY9gOW4Ddm7%QCr@679Sl->Gu{k!6G9uUVfb&w_L|~|Wh)Khj#Tgu(z-&2(;l@c
zo~1b{E29Tc(qp-df}rQxy!XUD75mJHKPvV1k0PmE>FGRVGX9j!myz>Eqohe~A^A^Q
z$aEm%(!Jkb@S4hnl|M@J9cRPRTDuUOeJPs8Oyr0;t-lTUr&93E`dnDf>Y=`9$@y4T
zWU!QC7*r$>X_}u>_%Grvo8rr0rIz0DN6ix)XX#y_Bew$?uZwLi=drj+?d53XLzQJX
zBE7@Fe-{$uL#J!37D7U$$7A)TOJ}kJnnS^+B#A6*Bup7k-C%e$>IZQPb4@v?QyAdW
zNK6kwO=Cf(k}+B%DGfCnbI{Y<ft=Jt)uWzF@!yOdB%N-e(Cy?Y5J2}Ee~6xg>5u1H
z9}YYZWpAUwtKY#K*Eb91BFHikPfk5?&2xVkw8?G!M;4)iVY!G6-GdG>`C_|2hCU*X
zRq*6`d&mXVn)zi(=V0i5n5l|RTAIsBSBcq5(7^*4HY92}CxMTpa2l_UJT0J2BWc#q
z+}<}Q?C1bL@GMtfujsIA`b72<<x)T}M^$d1{&mdRcniaR9<!F}@-cJeMoY_a$O9dR
zOxBa;F{aaM=4XXIB1x|6&trKEP^_z%Hs?HcJpTZkRS${&84ed)wU6gfw%{o1=-<%(
z6~*{+-LHIUY_?eo_JZg~Wy$`Z&b{*L2<~8#30HJ-DGU#xsg2~Bq>_ZwM~-|ppG!KM
z+FshlCByvC%Huru9PwVf$$$VKm3ift!uPh-&CHkPI3tsEB0s&1<Yd>P9suV)^x&Eu
zNhv)BdhtiSDFd|uNvaY+2YPzvJt*5#DpM#CNi{klp%e~J0D9GHy<)<_H%lla92H(o
zQZkg1+|fiLrreP(WOY&QYmB?`gscd)j3EB=S2=sD++4P0o#gHY<AGHewsKX)LLE;*
zyzy?IX~aa%{V=>>*EOhk%Kqs}#_Mc@`<+kcT%ovgp4ArqJDS~4?s?TS2|XZPp7rKz
zypJPw1&<X~q+)v1FDOxxK*wsV*G1T@Xju03tyEzRPFAW^)t1bI6$F<mom(f+QZ1##
zxH7kvG67!r^~GEM&5qt5G_L;uMm-G<r$lKSEs;P;J;McxGtWY4{{Um!GjSm&x-V+C
zZFv`-s7TqLyV|R3HvnAz=N&6IRo=%!!`e4Q4S0~{VvSUeGuMi&*G%rEn4BNNn2=3$
z;6|mG^MTf^&!b&g#<EQt0KikTmc*qP{6+coHGMnD2cK%MqG{4<7x6%h12O(Cn5uE0
z&ItNe?ue!fp&?A<Vu&Xd?uxBww`u5(`b#SdTX<o-nO$KSD2J_bQ_pQYuC|CoL9jP+
zewAJ9E_~@2vxwb^z$UEOY123Qr78z=S|;sz99W8wdO(API2~yMyPg9QJq2G7TEfAu
zCJyBN#N>*2x|qfU5hMy!{Mh8zEqu!jL*kLH6D!4Heh7W#Wz(i)5=_Yw_sQoJ;I@$x
zu|(GlKZ&{ubHbZT&ilv!<<5H2t311fv@b5+rB^HY*M(a>tyS`2;(a9!8=;3>*vb5m
z6`ov&lgmtxl?DN(s=*uMAI0@G)9F4BlTg#e{oTn($RtLcc=xR3hT6@@jx{8AZcpb+
z3zuTCv*xQU5vDgYz~!|0Fz{OSHq5z(Fb*)Hp<)<wR2J)hQ;)`{SvLy%C{gxtQ9e~o
zSG<l>;z<X?uwZ}7(*FSHFJ4(*rSTkp#W?~00H>w@0MK5%yYR0UAN*tLGL>vKyx9x?
z0IGkd^%Y<7s}26C{-4xT1Cd<t*xs(;M@n!;VSuEcVOsVc8r1L9G<M9X-QR#IxyCz~
zIV5B4%_<`^VL>GEfGgFs4+r>5Pt*R_uj;VNGW^CEpQpFIVtA9qx+SIYPYr4Ci1y&i
zDrD!{vG&rFv`~A`W1F(@#-(~Uc^*_)$!Si(kH)=2!!6<e00P)8+}hea)2Gi0oQ#gc
z733O*y{KQ1Zf@jYIt=hDDodh9HxrJW)VR&NwpXxqK0S|E@fV8h{7)-Sqawj~AN=(L
zE<LNvbsL-Cv`CkX;!N_bR3o{XIRiw+NI3)^YrF95Hl90{Ei+Pdw!KmET#w@RBDGP3
zwpx;?sv5mf#7B7WIB1!ak4oCI*IIMsUXoPwe&Vh8!@yVm6T1E9?`>H8lMbJaa;i>x
zR7#zl`kKm>D$%-MGrqQ-NEtQ~@v-5DO7C<}5kvi!_A{r>PF06$@}CUrDP?kFxdq{I
zj(>;Vy8E=Z*e@*P1qtK>L@|EOqNgN$<~t9|E=eu=p3UH=QKMcR!*26~_zK9ly~dk$
zYa<=TP05~wR|lo|f_R`XB<!f&R30m(w~A}cJl*-5k}fc7(DrHF-1G4j=Nd7k74W8X
zz8lf(^{qDM3#h{aagsSxT#tzSH*w*~NPNv|{4AL1^{(f@a_)xb*{b%hd2Om`nuH92
zo(!o3SDA{#My#5)z0ah|alcl<LVmg)FcFeJG9$S=ulQAY?IOF3w0(Q2>s#&N+xaaf
zxv`JTf-{y}@;;T4>GEz&q@#nM>s++)H88DHt*lO(xH>tVFRbBx*+0bRT_&=aNQA2)
z$Ro9P9vk?I>K5BoQp?avIX{hJ%M@2BvDa+9{p%U*e$O#qdhc|Uzj;qoc+sm;gq$X=
zBzv`vsbQ!_9^T~`eR->!0Uc|^^v8Iv7i5KT=xe;wuI{8j4DNC2Y8+bJ^su<6QEHB^
zYgLePxfRRnej1MEHY$TAuS=?3+u#NV>M854UOZ>zjN|>9T&H?GZ(Z=a!7Jf9R~2<+
z@Hqu*-L-9FcHwbv6EA!WR|}}cr0Oy<Mh(1&pkt6v)}JdS)lqh5o0TB?RM0p^A6(X^
zr=v||$19aR2=7@ejHjgu+1%OMYeUm~74aJTLXmCm$+)sTK{+d4?WF5ATHT7>SxmAc
z4n}!X?_VL?+!Q!HE3@#<xu|Iqto9R-2?daz4Q<M$smtvpP1)>yFOk}sdC9JO!=5j(
z*P>M1BD=@U8z1Fe3j@$pTF%Epnv%L0X{V(;kItCYXwFPyRBh6pTA0TJn$;Ldn4Tlh
zEj&l0$zgUlJfn`N-lDuV{{X_iCGcLPE^U%#Sk7a)wgrJ7hc)y`>BoA4MGP>&Fg=Lk
zi9twks^g>B@hCnk_<<twq_T=x2OIVk$Ki^tGI-O+OsOnVrLJ-Vk18?mgVw#Y+S~5`
z0FQXM@32$0s*ETAdSaKeZ*~r}R><VMC*aFp3&LELn({%1mmNKq+PX8({{UX4eh=$W
z9FfwrO4}LpHtxvVrUf%;?^5mdrnyuFoP`6_(q@aez_~QwzJos1pL4ERTY?e1!auvx
zu<txaaVTX%B1719rlQ$1uLy3=s#)N+Qqszb2dU@stgF8h!x3e-Ld0|}(zyBc29fg4
z&fcWeR+?Ej&Ih$^8ZGX5^|Kz4Ht&2vb#b^n+YtW%3YyB2?TN~RyVUin+YKYh96*<D
zo|Uqv818V&rD~*%?%3Q<;Z5nuAP;j;8Rd}T7|9}|Wal?CfDb@9=9`-65yN$xC6?ke
zz#N}yh<&1Ll|q1Z&m2@{?ijd&E^&q~bNGs_E!47sxyiudrOlcsL2Qd|w()K<N@Z@_
zdRE4muumHh6$Uek<%9G!YTou}Mi<kyXDhRMZ7+zqd3a;EC<lCIrJqvstUQbz#B{8Z
zeA$(x$px@+*BP$A?Dl$1%tv5oWf@X>smHA~6xvOLsU;TTj$*>fd#jTic@hDf8r-zd
zt!{0aS#A%QG8lh!)Xk{E+M-Qu3EC8^U|^c3J+<pgJdi6CcgrH4gB|NdD8g+so>Fd_
zv(%auiVZQECIV<!g=Ok_sPDB|bqK^Kh|USeQ;M%|r(N7G0_;<hl5tuPY4(=GGC7s{
z;Ri}ms|qXLm6I}Vb(&P;%>07KPDvvrQ*+~kis=LiW2IphF+MrT=CcxOkfmT$w@hH;
zl4w|6oQU^HG3mJGyqsot2`^=bS7)b$;riG1*tck{Y)t0pT8B3ufE5Dy@`dxIIP@JU
zZs)y$Jc+<Y$3m4JmWKZTQMb00$c@-3+r@b5mSa5|c0IR<$*Hw96?8o|MnXcR-yibK
zZsw<ZEAuaw(D?+ea{iU;T7HYBX^}74?c!Vv79*2f7l?0`O<w7vU_yd2E2{~V!c)C%
zPF(Lgt%k$j4`p*ZMABfm*5HEa{M9Gs8RMmQy3}?$c8fF?@uXvKMHRq!c1D+2fsmcs
zxvrDNzH>{#AvUN#T-UE0H9B)jnz8e6%&X4}KWgsVwb{F1-)Hc86TlIZ&3UE7-#NkV
zYrobt8(2Ik_Hi-^Oez9{&r0(tCCRT}E2iHwXu~y1Ud}1r$iHsvMQKL)09G^&@{Vfs
za$t3@N~CU98VWG6h4BoN;m8Jm<>`O)7q2m|N%8aU@bn}8o>%_>L2C1A`K-ZOyFRZi
z{s+v`@YbF+O?C?=jL0PpHjemGf2DdRnef*_)3@DtgHTA7eqjq7aqnEO!r&X?9+(Ko
z#NYZU>i+=82WUJ;YRb$3haGr7g?Up=%GV;S8^ou5Ew{~*_?yIj64GW^{5Ph<EWl&V
za!6mGt{+hGR;hk*J=q99hB35$mCZfVo&m)$hjEfkYZyj8XF{PH-o?3ZGyGX6sjBTe
zzfLKlE}5wUk4nC0(Agx2wzG96oUwuLQthV%sTVRtTYUvhZ#=e>EYLegBJv15>3q78
zAuZa5>_d{ar)u92r`GgT(Y44{NO6y}4jg(K<+Xng&8L-`C-beJl$ClPtwy$I86*Dy
zuUlFj^p>-wwCU#AyJ6#QKoz7Pw9w;nRJEt~9Mn-UJxDdFXLmiR7<R{SdRM0Fe+?|=
z($iDWWiFd{JZ#&)BVKxK#BNcSka2_9)kh55voW3`6;-TjT21z)^I+k}RQ~`9>2$qX
z=Gqp4oUCuvO>r?yZKPLI(DT~5s5NUXM%*lpk;n!;DymL+X0*CId|fGhm7_f~!J6fj
zj5iN)C{o9PQC(`$!7bdD&ax%r5<&hN^Ba9ht>-Aj;2twwew6l?){~hg2{NuzC#`j;
zLSFLSoK@#qG~-EZk3#S<R<M{HV82Sw@wbCwxQOaj7>eRCmqF4&{VE@a^1EK###rqM
zoOaG@Q&GN|^-J4kbLEI~7Pu-<RU3;v%pN)6@KKh`@;P?TC<RP%F9doThG>>zVYuM`
z01Se=y(hyK{vdhP+@y#;M_v!(T;{8yUg)>4Z+{svpSdSyALCwUEnE!!&0>1AB}X{J
z#&cY=?sE#4T6N0q8{y9lU9OF(sfb|?YXUM;dblz}=zCVZgmEe?ketSA)2CXVB0SLC
z;7YCvr?afR8PZI`<~71LMKDJ#vY919sCpV(8Biwuz=6RBtv^z`wh=`Uxd{}lkC^?_
zOP5p7_Ne1LL30a++Wgm_U&=(;&(ghO@5A;>BN?Yzahz>DSD*NkMvBJtBurf#WMiPM
z{gX)Ion<Ecih53<*N5yk3+AKnJy+>W)_gfFzwcsFQ1kSr>1f(+pqCGY3(w74mtH4|
zTZLX9cTjpCYQ}IirByADKav(gK~e~*thEVk9AM>Zv(-F2w~_s#+C8O)c6!$tb7v$H
z6=lXc@mVI~c3v}DokpFjJd-5Q$YYr~1RPhbcvHvf>Xv%L1%8V+WA(3{;+gH`46H?T
z7FxfZwmBOO*w*oqXFRFOo4P)#S4ksQMhvHrM|xw9E602<<7=G`G>Yks#itxG$ph<N
zsio`McC`Y@X>hDtorLl!q$N>3%MF1|AXM(W)GVg05Xf7D$4ZU49Mp|XWh7OZvIgpE
zGP&eat}ZR@mvpkCk8@Zzo-DPC<+npCcPD@<tV@zc(<V7JLhn+tv>!Z!K7iLHd#~Ny
zu~wU6`X?2Z^5l|EPpLH28!(<JMCmU4P)I9n9tZcDx%;hFS(|jzvmZggs**@t;-U}?
z<eJ(vlGU7&#MPdV74Dq<)yKU=Rh;CKO)E_dJQKM33WU!*s!VCMGlJOZRm}+OO2bZC
z)MVRHMp%FaM)zn5Sl4mw#aEES876smI3wj>;vZhs3*X?CfdUNVH&!2wOPrp@k*7+Z
znQ4sjuIFJKeKKkTJ+us`nVm_<KXi;$7M<i`WMXo8C%r^@JXG4{bH0VgzL}S5kf3x6
z#Z+ktCzF~`ty83Ny5YEf$F)9EADLezfc5pK2#Fav#Z1t&Pql|Vz3J*3Zo+W6&00h`
zC9ue$R#qjzDl!MHIT7=PUQJlFiZ-1VMI{NtV05mU+f4FeRy!1g=REHJ01Ao9%VIsE
zTeF_G(x#Mxz^KkQpW*x~qgz2NQO3Z`LY`ZvPBBwG#k52Sm84|kH}QQ5^rjZMlY&H1
z=Nm_Q^YIw^H2yhj*&VoS4l5C*DCqjJA_4U~3dFOwws7|{gTTyd)BI{@zh?^_tQ!<`
zC#U$-UQ{vQvt;h!nDbYxG`&Mo$Jp&0t_d!~Xs;%Dty-?sA!FI2!_+Bjik<wH#RY}f
zhMrQxsZqcbo@6kt0aE)h!02k_-jg&IGtE5X&4soUUNcy1*&KYnw4s*bF%O=!tck0h
zVDM?f3k^=MM)2mNu8%T3w)VvR=H#EHbo2Ob!^2ur-eu>VPck|Fm6HdETf@3Wnj=9X
zx{}M9k5}<@+WorNMQ`P-gk+P=dRTnAG-Y@k7_9MDp(xaT^DsO|sf|kU89)J44l2Hf
zI>D<!BLYIUa68l&_HtX_G)xF#)Ee6G#+Mz&qK0F_jMuBO(D`L1+V0I6U&OkM(u8>u
z-Q4Z=6_+iPkX*g1zV|<Qvt1si<3+btwzG*qkLBFl=M~1uttZ-Ac?c}sam6}umun9i
zxs{<VW_3Obu#PQaMsuBuo@(cgH49`Aq*EzuoxmF6KepvS&uuwE!wdoKSeH7B$j5UM
z$JFMxqlRv$J<X|9l(62$OIOs<yVM!m=3?JksrHcP1lC!&ENe?ou$u9P#W?k^YMO)>
zH1r}=<4!k`ayg2C0qa-ek%{A)*VDWn(jaMAirS0Auv+qPK=rOl*`6LQ%TdO>;|s<&
zJm1Gi<HL}%DFf{)GyebqYV*4G4~k+X@SU<pjxSTE`;T5fUptGf?W(!j$JOMsl<=v`
zyE;FImyzlIH?X>yw#I@?pR8;@ty%cLt3j-47P3MQ%DByP_BX4iT??ieSi${x{<TwE
z)rPM!xJ{vJjm2K<y0ED6agz9L{$@%b7~?e{Pik^Tam7rrl6j|n4#`g25QypCS<eEl
zBn0#n@odE7X*8nTo`x>8R_v&;<nk)QTV!;r(CO|-C2%WN8$?y)jyqQC3sOfVY+{ba
z0$P?lDdw+1V8aE5D_01k2mlom%BzxC3h$+XidT`%EL7&KgiC0Gjl(pqh`a>=dsTP8
zL>OL8QkwEd9dIkA6zRciXBu@R^*U`c#n<{AZxk0N%5j2?&lHzY+G~*;oi}P-<1$;G
z{^Gc~Zc%bsvTD3~ytebKw(L>V<S;djO4Q@A*Bl#qqUF?+$0J8JRg~a^+Nu4qV?TK3
z*w?RkUdurEgQ7fF-duXVFwN1J_CEFI9xd>_&xLiVEN&P&kC|Vw9<|9<t7}b-=(tJp
zNm-NFYpEbuE=SA!FWgs4V<p@N%#Sid{qfvan~pF=b^aLfI@ut!xgWaE2h%mdI@KwA
z@zmzW;Oz%0ak=XL6!C0Ya!Ix&X_$4b4M$%(f|)$9lb_;V>t1nm(5#~3(Zfc5_S0KB
z9=Q|_>oNxpg)!-#_2^Ko8qwxT%=y~TtL*tA{oco<coOn2wn-Z|&cI^2FA_&%e`?k<
zlrH=X^%cT+DIQIBH;fY+@=vvNz9LqKT!Q8DAsEY4PLh>QR(D}BQ=ympy&aD-y0f26
zxS24|7$k1?_o!fz?SY;Xls|b-Ltc~NNTIyeuS=kGWh8Ft)~I;5z~;&cuk@w;*!iS`
z(0f;rh{H;Z`RF}Qq02E}T*C6=tk-j#g792L=0I@x!!Mz%y<sH0fg))>>tyHFp$)>k
zELFkn{Eb}mQtXK3#B<|}^sdY<G8JDXO(bz+Fm-UNo}1>U`5D(!%OggOIYm_f<EPfP
z{{Z11wVDfisjt%JHc&wafml~|?ir(S6rMBdO-S0>)oqq?snmdan)DNC>#@Tb#!zgF
z#F`DYwYZ)cnnGJ{-$7iG*~lc0K&J%PrfAweoqwkJt*I{LZ<+(c1N84ywVex2Sne($
znYYA+g6`;kluA6wv~)$Z(lIW4LLs$;1D&G)ik#^~T+)r<h$D884h?d1LKx@xiRoJw
zy5+^Lnf5RWfz5MH7dq+HTeAaE(k8Qzt0x1cX5ga&G7WkbjwILNXe5j{jAW723c}WW
zJ0+ttDBOpk0<meMvK17TrhS&G;0R<nTI#fUq>4b$O3B=8YT<mclJYTKj)M6pD&tX^
zRl}z%#PrQ8#5$_Rs%{G);|97owY!-U=7}qu(Je%(ymhYD&qXpvkOc~D8b*$qnHL(|
z@u?ytu6F+b#JYiI*&vL13hVVP4b=^B`mUa0CpE1(UFyuLQ?k(*mpY5gOGzV0-sY=$
z(zxk??NT%dj!SX%sARf|J{OZ+slq7nrAoBqJ!50ZG_KLdjqEd3np=r+&c!2!JOfo)
zTWHQ%jHkFAkJr5~Xx_-tVd=x-cP%~Yf<#G^-kCIV@NOg#jAcPRN3~LIMnFfD1Yith
zdY`RTc@J|+-CGl@80i#Udy9C#)yKT{X6g-An(}Fh-1y@J4l22Q!xRKP`WmZtA<4aD
z!*)kG$>*9unw29`4o}jhhj87tJ>wpkrlQDgBD%y_^{Ev?u*l92LsG`7TMTxLQlw1I
zHiF#oj%lQ3<)))wYcMLCM^B|IMiqz+yN=bV290qr-!3Cu^3BF7^cFU7AC*nR=Nu1~
zqOEFlmFFu8oN85<Ehx79jA(5xZhlloYSW8Hju0O1P`~Vo)kU4g30Tw|1x~_%u)(yk
z8}Lr%>TAcZp3{z$S2672xPHA|aT4TTi3~BSFZw;GT&_z<DrSJVCV3g~I(kyu$tC3J
zZ)qO)f01+VT~CJmDGsGHqf(nK8ON4~kH);&&mD{1w2xAa9Ipo@82i#WVCm)vqC(OV
z2E-oK1h*20D#Obl^zUAis9IWR+P#ul+oEI<fI8O?;y@0)bW{v(uF4rbEhkal=b4!C
z4P@mCD%Q}y;e9&Jdwab?=?tG|!2!MN(QNh2H0fegnk0=^kfd>5ZJ}Ol(r@fh3rll=
zpjDXs6Mr3#oXxc3cHGye95pyAC1c5kXIk9Ryq&c(wVQ)0T}X^fQcBqO=CB429qXpm
z?bh4FF#iD0N0XnzxyyAd<KL;Sn{-Etlh#t|dIpK%=q0m?>s25kE>JP!6wAr92sIcD
zp<j`{W*r4&c!ODn;Vq$tL$)ZuKU(Ex)Pm;(R@CT8`^}v*loIw-<9l^F4SICB)#a54
zDsTbys<CSir$+uu0L5{d=B3on_o@%HwZwsU0iNc%V@4@^#%m8bOP!C@H5pZymM15Z
zSd(gO#EhEiq0$k+X-It1UiexIsQ&<VyBpfEt7z(((@PVFr!H9|k4;)g--bA?Yg@Q4
z@UC{htzznWJo;p~kv?9{RiS1>kVqn~gr4a2WkQu$b5m!f>G~8~L%9wstkUhFfz&F1
zE6+SRtX?B5Zj9;luI>wv*dv4KS>h!+msdVV9~#u^+HUCWpp{lIIK^gax{5~`P~4ix
zI;*0Qn#;MCTa1u%T)1o$r8~^lreNyRRMN4|d_cPMv^Y~a{{Tr-{{W7)dA)ajGgVC{
zHQ%}X^~lfrEnF>5KAMGYRoNe9!_nozCFaW0uKRfhu>NA9iq|~jHM`;cDC>I6T6k@y
zRdNses$2S2g!&ZPWx<B#J*0Odt#K+9Dl5Zds~3t?q@r^o*!028Sc=8i@+)+~5}pA3
zsx~U8rYpLZ0_yTO9xhVR47amIQJS2^8hy|+P#dLAr<$)V>k)y)c0&&cY-7tgyO$Y&
z=O9!qc!`{IS+d+8;(k80Mr}eR;ZEaMI<SJ(o5Kp^YRP)X?wnOAu0SNa)=avDufp&u
zxi06DYmTNmD@YyGuxV~+OQ|S0L7Jx}+_G`IiijpD`#|knbukquxz`#{h|Du`O(<Mb
z=&W}%)1f_;_0FAev)WA2NT(pFuCgx_N8)|9o+5qHV-ehe%KdAKG=Sq6tBjiTGO0=v
z_3mryULLv8=fVB#4a!QKh82{hm9vWPJ|B37#WfYv_0Y3fKMUpzg{|+1e-CW!td6;&
zIBQ~Z(WgCqDxE%UVsk7*guR_#yz|XJQkvF4%EukS=tXrpe5riGTV5p{W3DnQd02n}
z{A*uLnq4|ol@3@QYN^qvz3A?8<0!^y@@{%2ldj)s61K)MGYlNo<QlEj>O6jPNMt;N
zT%>x9rlo2N5R+q}?rIxNR&6%nPDph;S56xcszv)q*`wy?PIHTn-bbPMV^?iIR#jn<
zDF{cWHQe~0Qu`*JBHN!hZLc=)skhZNMUs1kiIDH-xvty9*EV;NB1LkBSjKP-M4+8T
zW2S{lv~V>N`F^Jncj4E))J#@*6JsEB2C?t0r?$Hm*O0VQr(^uVuIIxOiM&9PH(U|V
z(z@>u_<F}$vTr>C%7ZH)>MPF2;NvOYIy2hg>|EX%s;=?BUdM}zfxN+VH!twWI*PAz
zXz>iN-x=u3QqK$8UrBFp2GGS-`yZ_q(!2&mW%D5Z>FxBa@c8M$`z%JCnXV@+g+=v@
z7OSc=qqRs;-6UX7_fIvWquN+rdC*<zA7_w^o#P>g;Y&4=NTTA^gCXj^m6+CmypNKs
zMg@A-y1HkTO0}iSC1#DgzYXY4Rw(4!+2MzJ;BRez)1`_${H|3=^sVx;M8ZJqBpu1D
zyO^BJ%yW`+nz>p`+BGb!L#666XvR~!4BT*OBk=^{Qd|iUx~q4p@<pG#DvXe_9FCQQ
zpmai|&G~feJym?$MhPkF6LI-e+I5Y^oXW0@Is895#;|r*$YKcZU3Q&$E)`gZQQ3uJ
z;bXFuX*~|}!v%>zYt(FzEx7luE75P9GU6m3L0wz;it-2mK_4EXv$m&NnmUX4!`nBg
zuPyN_Fm_n+p4l|rU&dOzis&R%2m7M9T|-g4xH*<*Z>g<m!&3^?(pn9iqLTB^-{wKd
z6;ZFFj1M9%ROC54)hROBC#dh5jZZxE?_H6J<W#FRO(o2;x6I`8oKz=+gVvtWGU2iS
zZkVScpai%ipSo*H9Q?#*B=p4|S?|`RMPr?~81<(dvCABul<bAfBE+o0asWL^?NYw-
z1PVidc-lJBtUhT1ByHXM*F&Re@!Ljcxm6FIH&vykx)@Ze%eJqvjJjRisu?ZFrzVqm
zyKj_N*P83?t(N0^$vYs=%eSRhxV9;FV_Bpz?aoOR;!i!H88}(!dvv&e8#-~DX<WvK
zM}{TM%%Gm3Q=Ha>QG^6rz#|{tezi8(U|jGHz)$5?ZLGBoK#^x?%^oql^cBNA+Y?>d
zjBJkjSsoJ)?_%f7`xVRpu`@Q~k&bwwWsl4eLZ#fcHlXWOq)AQZktrpEZ6I{5y>=^o
zCswxmDh1eqh#g6ymQ!B4y?F|@dxpcpOA8H&WboFgmNDI2l(&esHs>wR=~uN+3Ru~A
zaNk8Eyo>?McB_}(C%4tKIIWj(xC}BXw!N&|uZG~$mBUSsm;=+A^r+?3=-Kj~HZM4y
zB65#DoWF^U;W&hv-Mer$oz*I8*Vg*X(%F-ieplABbbqup>iv|FAQ|GjeF=2UKFr)*
zZ8EXXOq|zzqh)k>ROII+PWE@b*^t_e{p|8x+zd%>g@8S)lDocZi-(bp=5vy3ziZ1o
z-9qdfM-;J?9`(Y_rER#E=NkijzVz)UYZ%GJHz`W@XGP(ripxotQ<^=@t^!lFFBe|j
z0~v7~M19a}nz+>EwXzn0kCdl4^)-cYs55h#>ZL+E$mollqsvP~&W`t47Z!<cCJG_Q
ztf@5wL4@M58tI(%rsTigI2E;_65)kQ;x12m(i4MJ$#*??sN|j)a$SaNGV5Ci3dBDe
znO0WN?4yU1c7in@Y7DyoD>~;;j1aLm&7PvMroFhGzGgV~s}@==p?u@WiH>{XxUm?8
z7~XEjp&T@6tJG(sczW(uv|l)G7~s~N`jVy=HOZ_!BHI4|O}5*1xBz#oEmy>$CuEFc
z2d#Ouu~MwuV(xtV!25hd<X1X--6rE**ovnB^#Zf5JRK&K;%krfBdMq~FNz7I+dMPd
zd5_dEHJ7h^K-GLfn35Ha4D|0@FvVkGiR6;BJD%Mfx~wVL%Ewf?zMEkH5dcUYm73lt
zm9DqP!VcBTLjGcn+#Gi`E&%9j>TtB7@uzc>`#PLk=hW|4#WtqgGmo5htc%YS+)a@e
z%C*g8o`RH|iu4|YQ_HBq-ov#kscs_u<CgieS(vML2lqgG)k^TQ592fG^7yFHvN{g{
z79KUQDfh7_{)=k%4Npn6*6p4-6bZ4zcNOHn4S+s9(}C%UfAm{dxZK)pZ#FI(vBTm$
zo8@PLo%6#J8jDrRwE45dd_kn%XqPP<s7ike<E?X&ToQ84kH)@$zO%E{tsd6x22XN1
z&3KQE{1tzq%+o`;?8(R?y(w0-d6uKVSEX9XyBHH+!ybNZ$I`Rq)ZO?&fmHmq&pcCt
z04vU(GIG&qeGD-0h>awYpP7lI2v1seFllp&=54ojY_!+_1GN-UQ(}drJ!x}BDv~DR
zQJQ+j&-X#AQEBox$>Ozz8Oi8~l}N{OkQ=G#Zti$fTJY)WxX8_1OLbm@71>V!-^6oE
z7?#FNI&)+eJc{b{oqti&;Y)X&=Cxk1xyT~3w#I`b)Gu<Y!u77W(1kUj$5L*#jOuSR
zTU|~AeWUdQGC}>{rE;?a0~K&o`W`9Pdd1a^;!g~Wg-;+Jqu#xK+f4B1k9<0&0SaFQ
z%N5~+RLZJaBNnAb&RV0z#nDy;NgnyFD}81;$hN%y0D#Ck)>nwEZgeePdl^T~8)I?r
zSqUQ++(`%CxG^(Q_jYG;!$z!m&q=cvcKDS^F^*N#^%c8isfic@esji2u0O+mC5{*p
z&glN^aHrC>?w&C^&uGD;Jwo$}<ig_T?LC!6=+B+SVW-aFHEzdW4czuOf=FD3UUDnd
zZmwQW3kk~*?GPl2@!t;W_Oai@_o==vhdry&ul!x5%U~^Sl(H4aOk%wX)THFBhk}yB
z(Ws{@X`(s(6HS9x)mqx^H=}ZDw}`wKb)dYn+6JD;^Nyt|--oprZ1v$Iun`l0O?q*b
zE1O4TD(F=EgIqY=GN{s#=<w}-XGT_f-|#+vh1xj$`*H`Wo`$UtD)j+DvQOee{VH8o
zPx7uMdsX3yCNb0Stk(IJN|s3zuVO3Cg=*Lta?e<vqlOzchqS}HR6<P;mT=3F-`c9n
zXT46+2(5ITCy+&Pgp`gOvs4!rj}aiQ)A}0rY0fnxcsrgn<0?~h>Z>!FxU*ry4tpBU
zk{zr;{Hv>V447p*hfXUh;>fI<uzh(IYh4OyM_98MkR;rI0b4qC;wvbS5uWu*NDD|v
zP(7+!cw2Y}fkUNo;fUpDqiA<9w%x8XTlbPgAlz7Vt~)|Nq-VE!=x-TKu^H`L?wh&k
z#=3DieOBrs&9$;eP%D_Yxbt{WM?LFXQArCv#cjR#tc6I_pD{^aW8S){(mcxerrnVV
zOgASq=NVyy+fG>blY$04>O@KIUuZ()dJ5emj#KK{36E|$2R@YJxz$%34wb78hTsOd
zb%{?SCbTW>ZKC1`42%YMu;Q|-UX3Mr%E3yVTJF?h<YUFBPj*L_2F1n+tMKVI@DKEv
zJjNfum96DXApPW<MhD8A3O{phSO5cib*~<_c^`&^ZhLrs9;+)$6E0QcM;t5wSRhze
zAY_heMS*uIk;|OpEO@I{7S~$5<~vjXXC>I<fm_}l@Ps;?&Tpn?^4spIz%|0-jm3M_
z8%XYivfLECl_kwL^Ep90sKpjtqtF42QF{&Lx<xF`cFMV42O~JHgT}g5u9<yp9jXKv
z#syaKNZD<rpzHR3>TB4imSL?H<92vevwUiuMeQwahR=uWw5IUY#NJXp*4E2EC-tt2
z!mJZSk=TH}tIc%iFIFaaLx{hKj+LW*tm-zJf7xL>ZP;?aa(^1^`m`dg4H4wSGn1^R
zS5}i=rcCmv*Pe2IK`AHmtt;rxy{_g1gg8)Z2Ecu{RDurjNEW&Y%V=7>!X_J#@tWOQ
zZp(9)q^6^Omo@J^Hx82>u~*$IoE)0x{86FYY4eMMGaQ&8j?~+&etBkDW|+vza=APT
zhgtDu#-$o0?7I+f6jPNdmedq!%2JdQPfHejA8{Rqqb<$I!udo1dzy8{=q|-N6Pn~3
zSaAF`Xxm<i$W}Nexs_<e*o;Lgl8RE<8c%jf<BDgRTY=J?ElC+1)QbwB%MdE3RWpk4
zS|SIuTZP1fIj(<H(I&Udk>tnLx;b@AOJH)~k=RyE_PTB$bd5$ais$;<i?U~47FE>M
zmWLxP{BWJUTBuE_%_c(dDJF^LxMfr<#PkBX9}oC8=Tf*|v?+}{X1XilAx57)M`P)m
zqe?u|IYZ}4a(6XZwb5^{Tr5zw4}4d(T6i-_)9s5+k?^_8R|l>5!rM%qTU|OdZHF6&
zO7RwV?cXjQH)3`14KHO+e&uaH!I9hTn*LC@<cjo5El0zeMxK(iu??f3#dvk*x2kIH
zLrD8i@Q#%&rh#>E0h!n#?UP(}@Ky0z)t$VGjvtlt;^%)Ot?`${8+|~FeKH^va9nq<
zK4iGMkh5o#*18wbptVtfl09k$K%)S3uS*GojvgGaI$>Ijb)<^cT2x##y!~rXq%g;X
zRjSdG(zfh$8Lt3l=xcajYFC|+&04d)<j!r2yqHXrp4HIk{vOnI9AYvQ_aeGGFAm$=
zFlJTHek-uj?x43&fk4L<?cuWNVU_QHAvwyTvQ{|zj{)38ZM{xh4wc4gaNOy#6qYsw
z9CWXFYsk-VMROh_v9i6leaNM&p~iJrD$$amDsJyn#$%o4k+*ckNs7CFr+tb>BcV8|
zd9Mo-N_46?)ZF(ll2WI1Z+He@BgS?z6VOTj0H8H{<*m}noSOO5!?Uffxo<PJ6?b#>
zQY+Uqty>rcvJXybsZmuaKU3v6f^{ik<56wOzczK3Hj63TqmkaIPaJnJwWZ`?kc@N4
ztG2hvB7vOoQcrCh>A8B;)2k{n<(9{ipEvJly?Ud={B7{^T{=g-)0DgilB2bG!=pyU
zToA*qYwBVG<_m?~hmJ;T&HQih?PU^QX={Vjpzm8%p&E;x2hnA@$2w4|&mYG$W1c$H
z(_71LD@819t_}z^=plbKUv6-7T#A&NwU425R=O;<g{jA6FB;BaZhwz&6+kH`02=yt
zz`EXv;vWsirCp>#RZWc>0ngIBv&Y^QwDA7`h#EURrWg5u9jka@`K8LvIO8<CJn}m^
z9Q44ek!i{Z-OXsMA$svnFC2dL=u^VNCUeBfTM)-=tM^n2un|YzII8b=frS-bONQ#t
zirVplGEkiNFFf(b)0(d(+cyivX3KjT@DAfuB)yT&7lB;$F>yxl!n00GfWLjeTBj}Y
zju3NHPUbw5MgZ+xGsQ{lb;5*J<KB5>>PV}4W~+UqPv=?OJWtc*HB5A%*Ec+`dzv^!
zu3Kn#w))+diy-?Rv9&LMg5w=ey>ptshc9${pDswtDdk;8Ll0WVjIuCgBoWgU>pu=W
zMPqgwOV<o?1H?@r&+A<fwAG&Hn^rTz-gLE(W6P0BXPVm4ujRFqesY}(n(cle_y!$1
zGpcEaHtqM6cCHfIGLduC*0iWOOHy5Wc#3yNTLD|FJ*oM-rD;WbEv^<-Dt+sa)9+r&
z<z*S;wROh+$5XXGI*CB&PdTW?VyfX9((z}BilE~wTIk=?Vv|&nVz<LcMsZ%N;frgF
zJqOCVQY0I{op=tFtzBsMt0Znw)bYm^>5zO%mgdQ0NDxj&8MDEnP1Q-F@NuPta;YcK
zriq<$1tTEJIQ(m{@gIUMHJfFY+YntK%Cd|G_BFx__7^eTH{Vtd$JV_!LGcZ?ts0_|
zCJV~c;^}iMHKBYziG(Uj?#;aq8`UhQvA-6V(Rp((L)pHRuwJxTg5(#3^lqhVwDJA4
zR~m@iK46>?+PJB7``Z$d+(O3QLGsCt57xYSQ>}t(r9XuF1&P9DQ<fUCwARd)dqK5i
zL*_<$5mhCGKgtF{IHy`qC83bV^TpmX{VMAucX9dFr|P}Mdl+0*JW{+gmt)DrVe4RL
z$y->xrT%6G#f~wwah__kLK07q5<TmsOFM@`=>xih{oK__ZGLRLWpnL{=v88$FH<K)
z%ifN}x^2|3Mj;>tJl6j2J{_dvis#^m<{JV0Ijv}$$WPx$vE#OKO-$CD&qQfXykYKc
z{EAnws-pp(de%SoeZ|1qh^roc@vZ5u(aG{4E?1E4#X|8(HcZm-##KfIaMaCk^c9ol
zXH`6_6^xbCd1Kv~k!e<t9LmO4&Ni)R#*z#yQLH1UxD_F2Aj*I^egNdq1=Ok<IEp4t
z9fw-;XP9F#FP4mKj`fvg_$BQzbGu#t0LWs)5)jfh<^bfm;-!SW!>l%tw6C`SD)g&5
zZG;ByGkV5U?x&@8o)Cr=)MxUeQ5flgO=R^N=dR4-#B?QAG%&H<*yFEs9a7rNTwRYQ
zHo)3C)2{TJTWtc)?Ns^Fwo4Pp72SC1L>gF+BXcmot}ju&gy?ow!GUxfk4pA1m?}_$
zlwx?<u47%*ojFa~+Y~gtLR~)KNf7(pN3pKY!@BLBpKUz1Qz|nYfO^+4rRie!31%k?
z8k3);Y-wH@i(9jK8HgxwE4sHOtn@rg9ZKr5bd}zw4~jL&^_^8^kBHD=bKa^;aW&l5
z{{U&^B86P~RC>mdCY7rB5Ay&)$n>k4-l1jYNA_G{V^B}MI%zv4u<P^Ga+BYw(95go
z_PQXlgl1MBGXcd}H`+J+BMTMNp_QZIM_kvKPpV*$8mP;vGjLd+#;xJJ&FFhiwH39E
zxaN+=@ou4fIvvUFRdpR^OR1h|A9JzEHH9tybC<<YmrxxSlUpTD2GsDAdPvlk^^ba|
zHQ)mUvVOIny5i-y1PYQ{7f1_}k_9S`a)WV4WN1PT%#sq)PB41b^bxRh3!LV;iwln?
zQMmW-UDk#pyKUSY9xLT5RBG(z$G1&h+7sOB5^1&`V=j9N<gYdRyRtxHihBy{{9Ol=
zrH%#-dGK6ytD#lSJD6p(>CT&|<EeHD8NTr(`__e&QOz(}UuyTPl$8)<wKhx8>QXb!
z4h~YXJE~EX{v8gYeMdvlRP0rjQTWy+&yOz_bvB3)Dd1Khvyykq1J|joOC1pl4a>OJ
zvdiN=YHB#)@YE8WN6h@lFT6qG4S(d4XA$}-#a4qrV%w!VnAdry_-<)H2@V18it04)
z1cf1{8Lpf*5|tg5jOynym%9Vc^sf)Ikg;3j`r^93_(U$&*LaMBj+N-Tc8_Oj09e-|
zw)~jN1==xPb8uQUbDA`(;=Sog$IhCbpEbOUvc^U$7E5zqLF?WawZDakjBdwj@||bH
zbJ$97gspE*oMyB%g=tZIl{7fR5mv3uD_k~&M*S)YElAH8BC+m)Nk^@9P^9U*ookl9
zjP%QEsBcs<u*nrGgBi%LJFwMdvtUCVwb$v|<X36)5nj63(h`+Fc6%Cz=3ThWRGHlJ
z#L~@m5{=3UtecD1l%2mQs#1h?VOJ3Zv}SLKRzI;LE;o6gAIR4)T?Vwk>Fdr<nm>`Q
ze!g2Ys;c4~quCy=SuSc9^JQt+rMt465sV+iR`-WIRME0q-8sf^8nA8@wX}c?oDb$J
zHDhwaZgM-<9VtpLLh)F7RpZMu-*nAbGN})cdK&7iZ-WKF&TGMZKdoHa0Tjn6o~FGU
zO4b7fWo)f_4hp1oN5Nw-H87Pqp|R+5M3)hg2Q{1XTe(?zL&hmAufw3{HKQbHbewgr
zMbAQBMrwZB--eR>&pz>Af$g<5d&@*oDCYycd5rpWmUFZ+AyPVwSHC=OX#S~K9wG46
zwy|vULIO?d1$tCx39F;i!RAs=l5FxjYpHBz^I(;ub?8CGUbVelV_1oGJBKL81<B4U
zH(ArJbc=?L<wygetQmD3r!nUvp`xv5!$aSN1zJ4N>(uYOPvL3w%av;;Ynw+Kl0_M=
zGU`vVw#ik4j;eUCM)*_X7){vI^@$ab@gJGU71{hq_<5#l8dSQaf~0ez@A-N)a?29h
z_erDANx0SMeD5Xs<RHMR%`B32H0fb5O3}YnBvNn%aL%mTvuCpyK`Wt~DcHcHJki#&
zv0>VZD5fB#qMWM7pr)1f6Y~&pQ$r)gAb80PIuTOEXCr};fm#r0>b$pF>!pUAwmIrn
zjjYYxBgUGFvRYoTxwAhhNA#_IQ^W9HTm835!$wA0KIvS-LWnR0YH0ejx@F=pkoiP_
z%h-zbXi@fY)bVS>Uuj26ekMebJS6W@xb+o{HQb4GOm0Ut^c~lSv|kly!b??+CM%q;
zt#~HCqfevi(_2b16}q0{xN)-PjjVKK_=r}MjI?IXo2*577=r8Nal*ZCS*6qjup5wc
zVcxvzB12_(uR-v}u^-u%+H-<B6JAnvD0}qP(S~J*_E2)Bu5{XU%H6U;?hvs6vv#jg
z@Xv?j(=SEB%Cbc9o=4$cJASDF6T!&uTRKONwGBSd+N`^j@Hcf@^gXY)r*wIkDAI*b
zYb16aHhkZcjPM8RU5=Y&YklG9E#`@2jK(quuO&LH+LVRom&{@_&2>H;@nn{WmU6E3
z&KDF`q}&oOFULlfE_120jL#H!K1~IsytF=LlX6h~<^KTdS0x*?arySohf~L=<6g_+
z=>uq^r_Kiz!Jh|QUs%a~r;)sJVaE+#Eo=;+y|ou+eLBr4&k^-1(dLUqeIs3xHd32b
zMqipH`=*mn)nmS5B-<hW<V%gejbq1ezTqOCB9fuQDdQDsWQskigDsPQy>nR0HmJ6b
zzPg&Mik<H2e($j0)36%?!lV<x$u!?8B?aU;J90}L)#$X1TH@WOOH&j|GFits_Nk=M
zQXM7>*`#M_TWC|*R&k+>#!B;T6;m0PWsz!>Zqm7!B{MgdZy9nx1Jbs1Zw%b)H!U3V
zh@%}sRamhR`4?#RuAjoXjlHGQncObn#%t53lTxJ%%id>!{<K!bVpJ8O148S<8eW;C
zOz9bE6-nOQn!~z{SHrf)195!u^fkNUFB00xX7=zt=57ztxGTL@P!=rZ7w*@iho$V|
zv^?D76HcvX8hYqi3!LMVS~^|r?Vj^$31im-HJzi}p_QKCjAM%HJS%f+1Q#=0GAeKC
z)zeab?d*9NDh{P}6+T}xjn=h$$!EpcV&L>5sZC=ylLYddEQyg@zBAQyo9PqmcrFjj
zz*i@#c!lmFia(SrOSN(7RZb3RX=HX(pw#5AcihrVQcE}*6qg9yMOw7+t;U&R*4EoW
zCp*n>7do3UKQ&R4QU3sHx0NWhW_4lkm15MQ^*XIX#1mc2WtvUydYZ(!zbsG9ShDIP
z_)bk%X=a%5kSQs}K3JX5!6f;aetXcr#m!KA*K>rYM`m2*&T7(Hs`M4SFx6^#BdR{m
z8Wff}rTfiSA+}Y<Mon9W*t-Q$$*!YI@Qn9CUO+;c(xh<MIP=z#%Uc&1t23T~03!fa
zoHh@1y8;pobhjQGw9=4EIpB58WnB28#?R!nK+Wnandi7_k+lVL&YfDdC2DbZGmnHe
zznd#zdg8A`e`BKn0|A3rw|e#E^AW#lpGu)Fl{M<;Cca-CfR-X&)ym#R-okZKSea;a
zUMKM-wf>r`8-w1sDQ}55TAt@lniJ(5)Yf`Zk_?>HVX(Zbl^&iNog6(oCvuEwad2>;
zoYs|&oh(jTLDsizW4C|}s4Br8b9|!$y(&0MO6=#WjcxM9XjG0K2N<r0!`7=c;0`m*
zQi{^H^hNS6cUNX29F$q)Vyj*Z^ouB=h9yvfth|Z`7!`&!L=g;i#ZZ%0Ed0I)rFj@?
zj<mU1jPbCi1fZ_Yo+&|-iqKc$uyosq<w3Q9J?mjzLgbNM^(m<6dbkOv4rWU2kyx6=
zgjY~8Wf`lNTAUW(?r~hkrQ#)gs-7z8CkM=Bjl|M$aowDzt)n6rWa7NzRQ=WALtdMA
zefEW5In8i-?vo_anNzKL4sx32i5X2+ovO1Rc2k2^^j+U=Rop-(v6<z!eX=PStt~ol
zm^$?pqpQrVbKb2_+;-OIqZr~A+2a`RT)pk=aY|Krs@EE{{#M=R6_h11F(l;HFr?hQ
z=6P6L9HVzKTg#`NcAvYP)jF{^`mk}{psy<*1q#h0>98p(Rz>d*TP5DL3=X@M)$%{!
zB-Nc;!_8$Wk~H}<=~n(8KrVc7r^0$Lm;V4owR%psp={g=<!f9Di;GWto)&S7sfNWx
zuZNX>Z1IJQ1D>^~r)rO7BB^YqYVNn8%L6o#50|*EO5*8YC0ihh?vqj6)|VzO7Fyi(
z{U29Z6<J#%y8AotGie6Cc+z}M_7@-$Ok~%p=$hnrQKQD=2exY@=~eex^SO>!R|_v`
z4Ub2{TqYY8mvL<+yoHk`bDUIGcl(I>t6gMCmj?#8XHIx|b4O#6HDg_Cq|wW3niY<}
zX2~iqnT|bc!~9F(3!M(-zjnqG$o8+IE^Qho-yce$e_?B@+Po7Y?jso@w_eW^A2ZX-
z^E#Mm@=yK&^DJ)AxO5~k^dh|nK=_}jS;DqgvY9Q2+IMq-RQy@sne?gNYh*1E=K{Er
z3gi)jI@c7TIug|S)%ARRH~llyHU9t!+H01lRMFW<VY#CQyyoJ{duL^qHc~j`R_BHM
zOLL=M#-Yi9hzz9hUqRY<XF>5-hlGMCyvY|OfEfm~nuSR7bvS6x6N8_zpS>QBsq)Vh
zwb*#y!BhBaRPxjog^pC$Hywd&ZmeTMa@h4@iKkK==%xWZs%Y(`bHL)X;<8o#9%|Y|
z6m-RQ)4<<Z7|#=JjM%jP?N_6<L>w<QVC_-VRBdpp(z|0ul|F|nsX3A?W4{!pMUSbf
zZ*s@jRaq`odbVhFqaA`YWi89^b)FWhy}`yyU{-9G#PGFQrFjn~xhi8;$m)g^>U6&t
z-)M|}%R7L3X1aK9wC@_)nC^n5=o~TcUR)Gs6>`$zOKDbEn5z!ru#P3Sc^G1H=t*-!
zNq082Uk=@AcUu_?CU{^wP>5p#)OW8)@HVS!;u~+XYC#%Q`9|tzjC>R<<7>M=^?gVc
z-$E4C?bPztVKqNvU23|VJ+7%WyW!ZfcLdgn33$G3tBu{)HP1?=5R=9#u9K@9ElpXN
z`FZBN{KgWa4rm>6!l}i|8>70hySTJr=P4Xlt9Wxw(shd%X10)hp$INJ=DhA1tu-q^
z%2e^%v+cDztrJkqw9bP(5Nm@8kM`@5S~JI`$vTbHj;QwU82q*nN1l~$!V*XQm=G}B
zI@gv*tj(yEl6l%k$8%bcYIk;Wq?YXC1DtfPR#YFdO6F@H?D78JmrGj4*NHTnZA-;b
z#(qa)GReWNvrF)%lcl1Vt&yB{XBjobXx9^7_=Xv!ZO+Y;UZ_6kt_t*F323!F+@8C{
zs*-Km`WXHqB0UmdI2gdiaaZyv@YR}<Gn0zzyj>@iqDoD9)}~~eMzA3Kr*Zvjrw+Z-
z&CX=jB1@&LLje;?BUa|O^j!!0P2^T$0vu#lC2r!)x0f5MZ%gsCS}nBMLi0JuJ*%#w
znudpogrQDYgsS`{?-O`tZ8p%)17<PSx!ap~VAHLpEE+~rxOy6|t$6nPQw1cHENA!^
zrD3L{CEIK*kyvxdE6JU>j5RK2>{X-YTbET46SU&3+iL4`50+ow8LS;b#f(MJ^H>H;
zt9RT33|DL?3X#ydcsg}sqq90qV{{|TPr7=F=58;t4ozs=YaVVQyXbhRwH*u0Pd?D@
z9Y_@CIYUHt;o%xDmZ^s|+dCXoYZS8bNySO_Iiq|$Y%%Rxa9ia-3Q77^VPNqMx$JsV
zsR%E0r4^Elag$eJwk?HKCblfJE1QxI!lTsJVWIeX+7=#jDQf7%VzBrsZQAX2Jj(fk
zza({M7Y2!UDEVO^R;8bYAMac?(cD*es9tGWU8@F?FhJv;Ys<Bd6WrWR>1^d9$pDV^
z;8EgA*tX+FHblyXI;NT=bgcSLkeisHarxDi_={(6YqB`Wanp+PHhCsHq+-Y1)yrE!
zAlz%47lwGXd_=BqM+FQk_LG(0nW?ULuTa*>LUzOGD+)MCHLBL=i@>UKe4Q&?J{}Zd
z%S~A5SdM>%6I-gra&el`O+jHpf-9eUg0%#fB#dU2OSWe$JE;BQ{r&p8<Q{6Qcc*qU
zS<*RUOjaP|RnwD>hg@*+jCoG3(op!xt*dRM3|ALxcu|0^hRX9Gb6%DnrQWBPi^I6;
zj+Fq#J`06{UQQ~U67C&po~J8Dg_QKJyj4DWO!8G8d2+L;H|kR%s|Qllom>=Sn!&c$
zNm8Y{Qzp6-9Ok}z1y7Qpy&SpHm%NU@NAWvEz&qfM^|y251LY7U&(gfb8028$t*a6_
zuX9JarA!iwx^_AXzYtAuPt1O`n%C~f=3;7-8jQFd>k9U3LBkCNvNr8*H&uzFj#TFv
ztZR9~4CbYiPzb+zy(}b@DOs6HgXZ^lGWC5rCsKBd*D{5zBq|RTy??0&&o$0ZICmzv
z>r{t6hrfc2PD@C(WoeiIYf8?@923^C;hj~*bT(H=RB|&{LZn=WiHxBibTu1)CfQCp
zupgnUy4lrb^DNMRwm*@qdh@d<dhgL4`D<>5z1h?JGa-H;X@vCs@BWH<_uH#j?&2zW
zubuo0CzInF88eJ|pZWt=zgXX-ssTLKSbM159wv2KA6Zmq)+_U8E3IfnLwvbf^6wOQ
zOv)N)7i*5y^hD65%w<RiisW^j5DmpwgI%e{ta)DNk4|-P6ICfY#QBn2XSa}~ibD>$
ztxY3ZpG>$yu1aT-UC)U8E|&qF6AnAqonF~XWigIbBL=+r(y2yQN7mu7bTRa~Ugxmr
zej$$XC1i1);=4N=-M}36ubgzvR&6$QWMj8HiuG>}_=-EoRk!@z#d<U=#;WC(=gQ{U
zJg7c;dmgDAizIkF)eFlqhs;2K3eU8^3<estqr2V!ZgX7qu+pV2cpgHp8i_)#jTv&o
z733xxg$F!j*OvIhz>Nzv#hQ+J!0%qib7rzG^x*a4vz=AJign054AzvY!n)<2=XMtx
zTM0FH{{RH}uvp5H6?H1W*K^@N80tP8WliPc9aNg>JWJs8eb*Mt?}1zd@HMQAl8h1S
zTEht%X!>=GhB6j=o~3`OS@_=9_kmJX918QzQ$wFhoUDjUdEu&!o~bQ_;#gdQJ6EUp
zUgpci(TjVayRn7_w&sLZ$DcUY!PL6e4D!a2SL;x{&m32)c+cUFk!sg^XyHamit$U=
zn%Z`TMJmd0b686flDX?)d24C2E=h6+R;rR;0n?LIOS>GCngaUQ4NP7B6VrwrB1gHA
z>O3=YO*@KQ*DR_|TeD>tp#TDsl$t71V-yZ*W#Xe+o+!&O7_I5Swv1-%ZfKViS;!`Z
z%CP5(@2vc5CDdzad;=*M-CP~2Y={h0*{`FaO(-j#4laZ%x6E{&BJkL`wtJmB3`oue
zd4<KS_R_M;8!H3cSD|RWBx@VAww;4S!~vT0E1wBzn(mrp2%DL6l^oZfjHIf+ccITi
zA6G7trCDAtso=I+&E0^+a-4csQKoAV>Od^V_mz?2uM16}UN9h-iQv^88aDI1z(~b-
z^ze7Am8{QVtvVQ*KGq+3=+@694TZ^3>0X85O?tq_wiodz4lpD&=lTuQawnH58^^6`
z+{6`k$H5+z=~b+h{f$izmYn^aZ+U9J6VSBFIPJVy62wDC$pn2X&>huR<{$yzHQ;(T
zi{#R8R%t(bu}EB=_^I_jh#HQfNb`h9dZJb}sJY2@JzTpKu(X=Ct)7$P9a_P(nQi>^
zX%9sQn)4k;T@7b%Y^oJt1Ohwex$CWA<Rr7?pHt0bTwgPuwcUrqs6|-9x}GYdoR;RD
z&Z<c`HH~qqF=O*pS!H4mHJt2A8d%2T6SED1hf?d_vmU3K*3mCxNq>5Hu6i^qYV<H1
zalx)A;pK_<Q#Zs=r_0KYn(tMJ+#;i8bIotZVQYJ6K2;%y<y>W^nLO+^At%<ltuoJ0
zwF7tEqPAV^q3+bQk@NVtLJ?lhR%qpXL8F@qflTc+Yr`_#o0Wx?ni6>?y34B=u2>t6
zaqCc-?KJWGq#SlpUS&+ms(h()G(WF8lzo#|XH32uwY`8Ai9sXMvu^Z@9U+S{D95c=
zPZ=yos-f~dYVX@EwfIis&!v3^4xLOzB{|+G^VS}+YAw4McU~cmKa$=&`<leO)^9#$
zSy>76tzApQ(%TaxK(uwu--bjgMhLHJSZq8n?Z;Er!_cQ0t1V2q?(QyJw9>QvO-2CC
z7^h;sRYobhA54~mla4D=)a{H`bYNz##`{!O(28jDaccS&WMP9@moL_=$u4*mLSjj+
zIT4K-c4bLPs0pduW}qV`x#b;CN){tMX$?4vF-aqCfSew+wWrC`n#WPiYFP|ox+rNQ
zlM<7O*4asr1z5Yb6UIh5)>WL_NENpXq0kK1vkOi(XU<hlobHY){{Tsn7G{q>O3#ks
zNZS$u4SF2*$s(QstQ|*0Spj8S8uPIjCl}2F(8J@SCCgCEwwyL9*|=3+wUZ^R)~$>h
zHcuxQHO!?`W2MuCwZ4VfZ-5*ctS6F2<213@IX^XBiqtP^)-)$4sGFw+p(HsGjMY2Y
zNH_+x3hZ1~J?2Xq>8p4~$eJlicQdXWp7ox}OIC{}c&PlIYs`0()b(L5Rbsqxb6PMG
zfMC=s7zU?am904P>P1O&7G;^95U19lrysjbu544iL$e00O2XP*&tY_zHqYhEncCO~
z85r;EYid6nc#bB@YB(eQn8*JB#L-1yrzEVH>fvZrmo-Q!KQx(bekFLhdTRdw`7Ia!
z0257<;y;Sz7=2U_f9cvU{w9hj=a+E$tp=^gt>}sp__JG^K4suJ{{W^aKlWP7yt$VD
z0RBEmll}q+@}i1vq~7g?JS_@t@Pb~6BA?i;&-}CfO<A;dv3=I;Q2lfK=%S@IwMMdp
zWUVE1Ye(XZW-M&IBmUW^_*IqhzlfKnqmTPzAO8RoMHQ#EsQ%OY&R3V<-ma8?@D=_<
z%kc-r3b-1lANB7S{{RzFKaKoFA<OC+KlQ>t{w9hl6KUM1fx@+CN<VV{03iPWgx|zQ
zGKWwFeGC!*0P!`Ed3|wyb8_nE*%g0~6j4|0s(&;4%Z?U=9pePPNT=kX{vXz^>6(Ss
zjW?aA%+Sf|IsSQ~ieA!v*`%pLO3fyYiT)(`wn%)Z)wdxS!M2P40Ew<n^%qdNYm1;B
zS2->BbNC7<sd8^d5v5KqnlVZG75@OU?SJQ&{ycxikFZ+*0M9S{c+o{okz)OV+x~g~
z0OQB}X#UT&{{Ws}`0@V$8YrLx`##iv%P;(R{{W32+4jHl%l`l#KjTFdz;Lm)AM(%j
zH6lS8ebvX~MHNbNTQXcz-4g~Nb^R#b-n3Cy^@`ul{`OC@r~Iq#B9aK?aPGNb$T=dn
zY`j&i>F|iHZ`w2i0BlzNVu~t#r0;vOYGLTqR-6;{NtLxdXHeE7*{Dt?UwG7iAS*H$
zW49QIcK$h{iWNzx&3AFajVMQw5lMDPvmMOQFl2l;t_52<=A>6?xg>wMzu`p`r#VgD
zPUOoCLR!iR{E=1e=aA*3$@&U!+9m$^qKY}?+<wB6`z!81W{~x2X5;Hc6-u>5_MhHA
zV@-XP_W>k~6HM~gt|+33Rh+&i*-8;xA;1OcQmpbP-E4jWiYSd)$Kh=W(u3Y8zXynQ
zOJ&;)$WTA&k{{_)9~SG4*7yGaAgBKT6GauAz2|vq%pL~|EnPVM%lwMc>)M?E0P8N8
z{S`;@6v*|9_`c-B@r_UO6j4G+Y*NBu(z2$$<Se?y^xx|yQ}l^P@)VZ(#-VKc;kYQ?
zp-1>pMQt2KXf9aIrRvI9S_^0|xflNc;W5{-gM0}0hBN;FvegT{V*2|(Xq6v6ks$s;
ziYWH=f0_O4e^#UXi|$1%nl~R>D6F}kb52P16iCCNr+M;!d-S4;r8zB`E{!+5SKJ<S
zhxorrVPf4)6jALb-G{NK{HyL7R34(5Vnf^YqKaJ7?pL#iVLX&S!}`+sG5-K}^`eS7
zpK#=lU=bkxAJ(NuX#VNN6jM`@*@@DF-6BzYaJ-2>@zGN*uY8|&e1E_f{3xQSSE{y?
z`^b1&4|p%R5)FS-9WH<J8vg)=BWs$A{p*bX0NXYH017Cl^@`ul{`ODQ@Za<9KXNO+
zp>-$UkRSK}{{RYTyto}4f8QhgD59s@)c$Apm-Tu-$iCz++wOnor~W!W!jHGy=ly5?
zIzPgSD!sj5=6`s7T95KCxdFboZnA&lqM>JJ>T^XEF11IzpWZb>lG-co8MIPu9+Xj2
q&o1TrICc$+J5qr~6m!eCdpLGN?mKq&&U#W&MJC(ar4<!qkN?@>y4h?1

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-176-Transformer Architecture Diagram.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-176-Transformer Architecture Diagram.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..eca40789210584792089db590b1459b6bfc7e5ed
GIT binary patch
literal 62404
zcmeFa2|SeR`#=65lol<cq?kITNJuypG1Ngww#rH2l*(2~$Pz|%)M*ltC?&E>nHE|t
zrO;~M(jrUteI1OM-*rDT!>DsQ=kxh}zn{<l^?Uu#c}*VA+|PYq%lp3W>%Ok*xiKr5
zU$B{a+Pc~p4-ba%!2cNY1GW*HEFd5#z&}|~P;knW$wJcz)2B_HI&J>!Il=^SF`|UH
z*usU2mdY((^wY{E3l~bQkzTn<K}ku8xO|=3+STjj6qQz^PI#tFnKEtaG|}nPMOQCg
zxOnxy{2%ivHfu89RQ{cOJU?N)vv~Ms@i1RtM4*$O2mcRa|Hs42H;G?BaPkzPsn8&8
zCdSLd$HzN~kDq_iBxvmo-(!<z@y}kYpeZoNc(>qBPK4FRgRW0rvf<7%5tE{>rHXrw
zoR}gscb@2cG0A1irKDFVDgV4??K+i>zi4UeY|_;;-MVeN*{?gyt@rNRZ)0m`@9g4w
z)Xm+)^W^V-r%wNIh7x=s<YH*prOV;bF|l#+35iKJ?%qpHyZ_+fqsQ6LU*zQGy?ph$
zxTLhKyrS}bRZVSO{nv)ZrskIJp5DIxfkE2PFye~`<72S}|FRhShOb$`7w@D=e3Jwb
zUp%~S@Zp;^iGQ(zz-&!p!QD=Cep-EeGGRl|^*hg|EKxM+64`U4NNDa-r5ed@#2U`o
zKV$5~zs1=YW8-{PVbl0{KzV$#FcMamnjzO~Ub?5GkLJ~y<a}4{nX~V&J)6XNQUVzw
zWdE!tVJ3EA6%*@r@sej^!RO-09~?(#_xBw<D6RB1hEUWSMqk0i=93GFOl;Y1CRW?T
z#QZGk<cIl~Sp8cP-NJi;mQL!vBTE{Iv~8bPGqETVWAk$+mQ%#Ugr4MD^$9YuSC`1N
z$HOWVwU`;dc-4J#pHyS!{)XYp#D<iClzCP<#yY9HUj|+!PrR?o^;jb6PTk))|9KE`
zEjc@-J8YDPiS^hM8FGPRL>O!YA}We#F$Cw^^*Z^)uH^K6OiY7J4?oSs&c-lA+}O+;
z0rReXK2kXg+t$tMCDT__&u3zV3xM70Y<73nk%sxm^`(g0#T2PVAn!_6&30M=!?&76
zwGMqn0ryj_&0?%(<eKg7KWer@Z(Ze)n1*WFwrh$YyEP1)Y$UsTx#T_pkR8sf9%ZbV
z(s;9Ca&~fe!YEG`&U)sB=rC2{3iSh^AhS9{4#msqE3(AMWBjx>>j7o21H+kE%{E#I
z!#8V;1F9JCJ&(<IYxCx!a2PaFnVfy2n>xxv=E&Dl87Pov5n56FC`QS7)mL>p7}T`R
zYM2*Lf#gK&y5Z#j;<jRmn;O>?bNRG%FNwY)l6w>cCeu2{vB$g>bafPGm^OeKC4L?s
z2FW8Px4Ms?BM(c;x=SFoZ<>KT61yL8NX@(y2V<^K-w$ILbBzH4Auk|vF?vJVS)nHq
zpqrgA{`3Wg2<co_(^QxpEP#9>IIp_Xi$4rvn!^@TGpWYZy_(@0$wu!MV;#k*L<Q(8
zzB_A_hr|}z*3WBzo8@ewm4q0-&CYvk)s>X)2r@DpgXEfXOsr|j*pTh`kn`v(9085o
zLz>X)(2#5J31euiRr%}CX@-b=011EiFq+MgT}kVm@XoKC1iVudnxflQdS!tiFXR#X
z_&|^kNwmkL8WVR`S1?WISsCG7kr^V(p)0s^;V`+|g`6GRU4U3QB+QV@jEX*c`%cdw
zeTCsdav_Yr><fF6=+s3H!z`@-NQ7CkQET3A>#v=(tv>5md_RN92<nM}o-mlIcvsOe
zN*2d^I_WD&3xU1A>`N<LQLB<DH}T;>cGpCP0qVM<bgS{<JO7|Btwrh<fCnuuVnL<y
z+yu0?s7UdBEud|+M6|O9KnOgWM;a5{Z~z4xa%PCk3&`RU)b;L)arR=Ok4FO4-1h)f
z!s8FP_Dd3YdaCIwh~g7Pxv`EqE=qlhg4PSKG#LMMp4Hg+hP18fD&yo;lvc(@e;I29
zvyiP`BU&rN*J@}Du3nQOje^ju8t!{K^cBKfqqnx01MgJYRteSd&OvWc-PNO57E5jM
z(Z1^DAVbZ%tYIE9u5S>busG-tW($so))r6b26TjXGmoVsB*K$<<S`b8uYm}y86tw?
z5&^7niz_n$hWZtT;uZ+8E78jpfK8&afSuG7B^*ksF>>!5V-#m<0y*|TPUQFGa7%PJ
z9LTYmprCKbiH|-{TnST~n?_)Aq9RI-1mBP*(g=&q1hp%J+6(?h?FPEx*pS172frmJ
z?%jM~ovlwYOUJ-EH=4%u$xS0t#01Vmf%Cr^D*6&pcA|2=V>}fYxB4;T@=DGcf7?%b
z(K~Dm$>W9!M=hI6E0bOwCEvfJxgjw3@2So@M?ClU!xcCD1I@pWQThjZ)xx~)eWL(C
zFPf$t=1h$>#$m>qbl(ZP)D#EwpQ)8I`G-S8jF#f_-F@5!e1{Kvsri48#eb1zwt@ei
z=>MUq0pxsZ55Ey1Sh~N(S*nq0<lkd@9&YP?Xn<^^<h&mISfwV$8oP!Ze>j_CqkSL!
z?P8#-#pC=nYof{dZaN23cpLw2Cdv}{$CiS>HXT#H6;Rj&7SIC5Ul2&&STo%%J8M6q
z>duIKm79lEhR&x4^G9wv4W70#e?dJodY#m;i-|pm9F4PFve~w;+ON9DIF&kbkcmZG
zW(H8N`phH0(k{+wf5157IjnLczQL$cTCqGdeBJ!Sm6p-|W|6e4S`&A(?Q;!mm#uvA
z;LsA00<gl}XBo$17$eGh)6cgoZ966)mE+FD=<<`Zn#4$*_jJat4Bx-BEMI=R$dbgw
zrsm2I3j~g|fy~A(+v+8Xm)|zVzs?^2nsfP&zBVyCPtNXQ5u`MJb!?q*)i3?SGA~Ir
z?pm;B!LZ)p+}CPXPhMM2Ewa=EdN>1eUAEP$yI;%F@(><lW}GdZd*_{(R3uUt!}?e~
zZ<J4GbikJDa^T1e+iMx<Q8^k%B4bzg!hUNw(^_hF9>mzmraG(ZNiD4T&`0JwiPsw&
zbW(~ef##{1<09c)w#6=d+24Y=a?2U#YW!L)<jK@a{lj`aM4Cl6xloB*y+4p<QN+I5
zC-=NT&6Dz{Uq;?NzYF!8RpZ7bukmZ>nZLjyM!DXq>q#_+S|ZoA#A}NajVTRb%Jn3!
zyU=0}r!}-V<vC!B%k2Y8Zg%9FqhpL%zP9k~|5y}`=({sUJm+ek+*5e?9TIEhm{>Vi
zcf)>Db5nZ6-8E7PXOt1?qvC;<@0K|Ld*kDgxULa<ffmu}XBqSMTJ=pQ4!(~Wzk0uE
zrDq2WO{B}cglz%~<l~nx_?_0vAR2PllO-Hxf$_0xiCl}*))k6cKj`4A+7U_*iDnT5
z&J$Z}W0(8nvcKA-7+dN9Chn5(SyT-0X$wTNa9HWs`~jkj+967h;n?Hapmg@*+JV;U
z&t4boj84A*43QCQMTj-_Rb|2LBlpUis7paw?}-S@eRd!h7z&><Vru>)f=k%6IgQgc
zb_t!oT2diJ1z!Cs@aOTlz_}byY$Mq$sZi8*0Ku`ktwA%<ie`bjSc~wvTm4yEz2|3;
z?{d1_Ly+%6QfCYV9j2y`h6RPeVze!<RJ$6uD>^-pF>fomZw4qQ4u&g(;ZBbZ*o{mX
zAl?gVb=i+NWPcw!{=MzMoHqG!8e9=;I1Qwl@oTl;M+EN%wT761)UsPZu+JGIU`?9Y
zSI1z8v9CEdCwwiuk0XT=7Fh^>oJ*iU;<Zl7e*X&8{hvPn!|sJ5PFB9{e=UP#=#s~w
zA7rR7CPUNP8UBGRC2wYl2$ameO6d2DINc^$+5cGP6{*Gr%{R6H@at}*5Ou2QZQzm(
zBL#BddY0+nTqT#bNo0F-MzHD=W-FlxxXlCmH=MEM8R)71hRiE+jSG@7-YpC_c1<=*
zs#Npal6TA4Qcqn8v4J;1Y~aIbhn2M)CBjE-Kc&ZU>@FyEGd^As&Ij-kXday&hI0p0
zATYD|EQ)FAR~0O~aa7Ho(lag`G#8MZfFbQbV1u|l2`4j)i!^RBktDp$6RgW^smnlz
zYzARcjBz41)+CWC$yRgTXdg%8=yEu1%k$w|IIsGE<aj`G;7C&uTt>4m`|Tr6wxk`C
zNYnC=r_22Tu$KVX>u_C`-53zQv8~OsOwwZw*X^;(dpf`?u}p>|uURZ6k-=wQ0>4|^
zh^DuGtd?y_m1MllbS_F@73UBI<Jcb+PAYHnd>M6{FC0X>t2=V&Fo-_c+%e};|MU%0
zt!}rkez>b+8E8<pNPen`%vMhyPqD*^wcg#yp8mD5;tm37>)LnQMpH1U|I1IeeAOJr
zzJd`CCRVkrc3XQ^>T>#<$bnuamYVz`DLSZ`JT<F6#?ETs0~7lt!<%Te)=L(mtASt<
zSm9Ogt%IviWlMxystxIjj=I+v=}+$YIbrk&Bdu{;Q=}-wQ4Sgoe;swmZ@n9t9jH#t
z&54bRz8R#TEo~dMr$~!14LGpY)FK$Iil&$g5cW`{L_<=IHFBaU(osTEQAXSR;3|Y*
ztcAgcPe>~IxNr3F;?PUk{>J(mFLDT}A-V97Ii@G2BqTJ~AKFYarkG3n{hlKl7k&H;
zWf%J?KZ3DFHbvUbUjdC3Log{^m4n}sidSOy><hhL%BDy~?bad)S<j_NYw^t?><Og^
zER%KuLKSqOUw=JBx3RvK!WqQDZi<4w)+!-AbLo$JU|6X~nv_*Q;wgU7Xo`Sn3@?Qr
z6D8~kOCyLJ6Oe|c3Li;ABw%Z|K1I)5V3|~0^d)fj2u4PG{Dq{oux0$Bzz{(+hG4uI
z?^@vu8h~#OufIu=0T$^8JYC+76UCdo2kvPUZ?LXPqbuZ{S?QG588%dI;NWh}&{ic5
zw`JwW$KTnLd{ew2;a1+T3ejkVlMyH}FO{rmDm2viM17CdoVma(l0DD=#YgarPhn)Q
z9Qi{5qnJ9IdXU>mmNX#TSCg-Cq=$GfXM7+xg;8T#8(@lO^%(a>vfbwMH?D!3Jbh7%
zox!3O`>E<4G_Yk$?8z1Kt(LBqXS)L#+NDe^#i~5L<%u+1s<(xHz+5W&=J{xflo+BP
zlw~R=Bozm`0Le$eZBdhA&@RBnUy5LaH;RXNAOT~42(n1J2nEo@m)%whx`;jjSd$Wk
zW={c>0tgk;jP-Rl@7CAV*C>SB2&)3{Gyq8|$`*e4jg1@}HG66)Qt_+e2qDqO5!g5n
zaKH`Ju%6z`3+)i*7DF@5P54l$A*rZyygyKgDb4~S8c`wyq#<mcH~|kT*s_}OF9PbX
zLl2t~A;=C036*!{(fyB-`rnfy_Le_5MXI;H1Co0~Z?WmRYwxvk*r%GI7Beh#X)8pe
zyW5F{TeCAgItng@y@1&!HIpqKj+p+{pFFiz+_oe61KHMaD2&wJ$i(c-&X{W53e=_T
zWMYy;@I~%d4@<T-3k_v)LnC%Y!Xy8mXOzx}4}cHHlmHlZW!>`l<heYTG_=5)g@g_c
z5`gWy8$yFA0vyfdf{b8xA%$@?ixip*(<*g3KS&D!1dB4(7&ksb<}ejO9jidZIDVv%
zFcGvS5mHZtUIIbmpqK{j^sMpLV}oR)(Ev(FoeD_nXb5ye!Ol+FnS(MMTnH4nuFzNt
zXIV4O6pe)=jWakGc;Oou2p|;;;091&KnUI*A0DA3BQYk81rY?Ajp!f5Em9pp<W^1K
zkZ2pZ^)3@rd3DQi8u?`&h|eNysI;JFZz*j@-)I*7m`<O_szlho)>V<BlKi}SKSe6Y
zpFzYSuF-)1?uYM17PtP*?lTI>94j#={_IYPz^(@jJ@pGr>|j=(enqizuUmG(khGZL
z=zS(uByY8;%+OitfOw*~0eo77*k<7Xx&O^@MMOok7qAkPMrsY~r>dsBCJU_}&RPH>
z{MIZO>uT{KP1;J^N!udP;LD8=KWGeDfhabE_%~oxIM&}3Lo!Db3(dU~egqSf27Gk@
z_2QEssRP#(XYDwSWCjKWS2f-ZFH#*2v|^KDQ_)oR6h|uM*eu*oY(}df(%5SR0feD!
zL@<sE_A}P#o9n8@MPSl^N*qbheH0=e*{$P#vXZi6@QVd}DRBc*Q`7u2EW|+pd5kCW
zy*I<T%*1BKTmwVDNW-y(;S}3Mm=&nK@10G%lxnQS3nL)r|LxCu{ehEA?6NcCGkM^m
zd&Duvc0ne#x^Xm}iM6ljUSXSdrwKecQhlr)iS1@cTK()L18zppn41v+ZbksO8AhH)
zD-amK>t1pMUnATs&!9D;{?9B!SehhZ`c%-&m?=eIm^slh7;8^lBRE!`GkaNUgwo<D
zlVb2NSYlVufL`$l$pTf(1URq_3hu3dj--9LfG30&kj=KzTFa!OuG>aacyLIC2K$$Y
z@v$I;>lg|9GR$WjQ)moiyfm^ygF|uc1OAMZc;UBk!~zy38V67v@|jkjho^JlLV<&J
zDVd$mi9HIHOsrxb!}S6S9Kp{KIFcf>UnO<jYaSuf1_GN_>^9mN+2@iMw`Ka6WmsnW
zj(08vQmUA_w4$~xk8Laj@A;!IDDC(CH*f1c_7&G!w2qL9CIL?^Ih9C%lg0KxTR)I&
zNkd^|_9{{vE_=Xpd3M&2v<k;g=$XB<5&|zXwwVJS=`F`D>+A++!nR$b#a{1EEysP*
z1fLXUT=G&h<IpmKr1%>lIyeMJ4KHVTK-#?Y6fl4<7OPJH5P0E(G=bJ+e2)4N_V|PC
zh+!=V{GhVU*R=>CX=|`(%8C=u05Yg^4VbNx3TV#qX(A2B#YS_Rk63(-7yJzY#|S)N
z1v@QC<S>MQXNa7SML;7ULKJQp+2W=|l%r}y6e5UYh;YMz6P^v<AR}mpdm(@ZwAvwu
zf^BKoOA^a#id9PG2F#W|g5NE}8Jljm4jfVaT`OdE-tC)@y=?gJG@FwAf=p{{ii6zW
zJa?GA#Nnu_Z~c62t<CFgYNE*X>%c~nwY*H-mW<xFe%R>2a2347#HvXVUL&6(73I%F
zI+C;PY9fbc{0euAbm+^jLFGZz*TB(Hk#6B|yrqN#6Z2xY{O+B>#HJ*iA~&)6BzA?n
z+b~Xsk_P+CUZ}$`(8eQhw0Edb@I&?Zcg7PQ^4i!y8Z2nkVbOs7uuImk9@M|@GV7mq
z`Cp~-A2a?hQpwWNKa%DDq<SV&nUH%;i~}5>yluD3mdGc3-slpObnYI7wi%*4)sFd@
z7e}vEJ~(~o-m7V(%TdDnk!Oc5XzLB}#mSAcIN9KfQzv_IQbCIo`5XIUrR)WjM8Oxv
z7N=Y5I`)a5Oyf(6flrduP-7jDehyr3t}P50+wXmqxOQFrsxg;yqRo*)llo6>j;22D
zAt1K_xwT+@Vxuoj)nZ!{BV!$LX^mG?H8rGCO0;Np$qtYAnhlg>-_gA)knetrNHg{9
zq|-kz(&X-Hc$A4W#e8Xa@`Rx-dxus8nIC71cIQK670Y5C=ln#f7Hrklr8r-?LN34S
zwXv&nYga>fMTO~xZfVRf-{blg*(SyF(G(fYv${XnCB?RVBxXMr7N)6g>s}z8>K7{4
zyLLz_q*&uqfKO<~3dfV4cQ-zgmwn$|xc{N7ncl;qH0hg%G<xfnEZUkK9r}FB*A-IH
zsZwYsCz=`^O!>_(mhGLR4a+oXJ1~ucw+L?0C(t_g6x^d9ES<0dvbJF-{&wk9LZ<NC
zWLtt5Kk^{)4I4&?Xtq-=G?^Po?Dm!pp+PxHv#Dv#epjElhu4t1ht`ZV4wVWdJYiyi
zud=F1`BBu!WA_^3p3Dw0*4?zBNLLG!C4?C9hC>X2hhJ8bfTcn@4KxStpFXVBoL^Ey
zU>^Z3$G;XEwi<v4P0-QK(Hi<YuOcgbM!|0o`&{S7=wj^mRf{s-lwlx?R(s4naw32S
z3aW$|`>NRi9@kBPXDgws`nWM)OU6oxE)8(L7|Sl0%b5M~wd$0r<E4e3#wNzS1!&)8
z%6LRJ?|s}yg6Phg<#=?*^}S(@PNZ2K;80|*pS-=ED)Ome(FEMC5;E4+!xvI;Z}7c1
zzJto;4L#4<nZshcD6V~z^f8u)0}tU2EUZ(k4G-=BFD}@ve+{&2Wc+A%?I)Yfsrn8(
zGlG_DQXp$OW$+Jj;|LQIPuWiioAk7wiJg*IQI>Y_kp8hZK`W2xh~6O1^xAo|`Pzzy
zX=#sVy+}A77`Kh427cqptd79e9a#i&z3Y=<fVgu{%CX7OUf#8{W4#{)G2WS$rf*Ab
zDUY;Ce^fnd(Zw9dxXg7bbQOuQx!&Sde$JWyX7Mjk!Oyl}B1LaRlS6EZwy$&<$<W&t
zQ2Z&*IhSCwr2KwL`gCg5hcn^18xrm&Ej4wf%r7u84PUe4=T)vgzt1uskPs<Xo;f|k
zKgUp8>S$zcfQzD7=wnqXufxEd`C_mBSXiT}od0UU^Cdbz5kd}Y#>Zc|y-RP!yHi)(
zl3ts<p1)sa@S>UWPfde8pRb6vOWKvvi*8)Fe<gTJ4&h0Wg$`Y&bEb#7<9pHWrX&2j
zEt}mu5BSN;?uDS}l#6-|!QsDM-cBK%U4P*k`TaoBq6gtUnj-0&d*;yjmX2)m=#$y7
zzQ|&|I#2hcZjZ>_A9A(ZPB<(vD(sh)ioCzmU}lG2HzmOR!QLs+8Ga9{`X?_I+A@gw
z54<}@J)>;v#a|;O>r%fhlE-vORO5wKOY0i)GzY#N_Z~XT|6TQ@K&7XdYqyO~X_{`E
z$?GazW9y;&N$VSKCriE!lKoWKTS_}wE7dVAyGwBSQjwP=zdbF(x60EJ4alC`;?MhE
z6iswodB|ntq@(M6%5SShPEFS$2s{0hGg}oVoY1tZ6`QR^lfwuXZdb`fr*^4l9X+yg
z?>VQ)%bRWtX3nlyx%Ki&$rUQMO(|-zdM4Vk;!SI(Ie$2p5H)Q2<&^%JV2C=V`0R2`
zHXwvs+a`w%Z|k^Z+8$akh5T4_=FZQlO4Wj`VyTt~Gh&9kw^h!1d?9>8gSNQH^`xfo
zfKXb-eRtKpCsP?pcWli=LIwH{)H@t}lKw71G$um$^8CK-_rq!;c5XL1D7(}pZ?=f4
zPTh9LbP=ju_xz=IkMbpHY>{?OKD~OCq89&V$FJ8u1@0<ui1;$<XlgJ}eq^OhjLP}x
zJ3~x9rr1_KkG}6p6mn284|{mm<(%i;6I#~TTAl#idWq5)N!io$mx(tu8?>wz^ie2J
zJ>X)XV{)+k=!IQ6gIi_>(Q1>@M2?yU?+lS@wOE<S(>-m~ndw(%dQ?S4X5W^(CATtR
z?<2qVYLe3_X>F&_w}je(y<1HrewTA^yw-nR{cPgS_p<f(@5<h3c^fNi?{@#oC;wsd
z!s0%09W$>TRj(E?7$wJPWw-RR!}EhP_r1Gv*Ui;LBd%aUWs2>kRFmJn$T<b%`Zp@O
zNwN2@tne7xm7@(TzKi)w_cZkQ87*0S3-d1+<-OZzJDz@mcxQceXJn(%*1<9Roax<B
za5=P1S}HDfF??_@9=1{xY&w`KURXrXJ_NVD{Djm~tX;3Uo)nKA#26<<hX%9m49g50
zdFY`ux_wUZ>PvKIE0u~uCU(z_?$Jux%1Gtus10SsPWWChF<beuEeyr%zE7c5uN;KW
zQM`1{4Ty_r&`cpNCclXj7xNs7tTCjAWGrEYOyi|O8;mPA7E??&se}gyUQ<_KVlO{N
zatA^lPu$Mrz;5G}kY#B|Mxxkkh)RFIqrtrk+~AJwXjs3YH5F}y&?Xh_BupT(8qaG|
z#0tIp5roWzP>*~?KEmXeujEH!hRYpuh(qFs7+Hne!=7~x&ELnwT*&6{Xfa@EZ&g<e
z3q2zfX2@SSzeO<Z81=cnwcD3<yB9pzloAuUi_(?Z-%&lS(ZLaWr!v}9ROvHcd0Qr7
z_3vSxhR@Z+q~<QYVit7d)9Qo|YJzDSA<1?&yP@s*tzVL-b}co+tZsQ&Qj-mDwK!Yu
zdL%E?@r*&VkGt^dkgAw*^tCU6n<BS&ead@bm^w?S`L(}(P>-rpfP$Ga^{k`g^7p9=
zevLjpqi~0&U^AsB({O6Av#**%R8hJ}io=2U;tI$0muD0O=APLg<8<$S*Ml5`4XxYs
z4YuuZ@Yqtg&FNKQro8R;a<`*{14WbR&wATMU%gv)r7M&%HF0_RlK=sV)&Uv5Cs)fW
zavg^R%$ZpF3Xw-;zdJKAfu|~?)w@J17L6LXWiBmuG33`(t~n>c_);&GTUYf^{v^4F
z2pgRgefm3SJu5}>N^aOInb2Ra%nH<`961}(W(*k1t}CDZxn`P-<26Fmr=f~Ndy6xd
z(6;OT&SSG}-SiW$b+R(Nh86vXE0VqDKius^KCn~j%Wpm|EhhD4{DBG?X~$$<-Kt(3
zbelZf-{!+poH{C;J=^_6kBG;qEt{IwK9h)Wc;|Ka?7VaR`!s#;T@~KK@2T^=V5Z$;
z>S>~8X3+KxTih1%3LAd?W$2O8R4Y^7-nzN>2Fiaf(zyTSi;T_%GiBj3Vn;J-&c1PI
z)!JDyYt}uUbDzru|HvfR&wM?ovNieeY1vbY536N3<Re?&TqTnz@v|W9`21nh1X10c
ziN!kCX%4m9pDep>mq5HXv~CK6dezLTo0uD(;McLT?)J<erDK;K+hoe*(WMk>_0^qw
zD<CJvASrbY*Nxg+DBW0^Tag~PzBFw?C&9k<n4hq#9KpkyPo&LU_*5TxQj_$JmS^fk
z4^|emc=9w`I&~Glw4mjdUi^6bevhzM!vn@D`(E7}8xvxJrs?-eb-3qP7}&f#PIV94
zO3QP%*&V+#*6C#4rR#TPbTnvp922*!?7!l=?ZVgIRlL3Jmde_j)(KA9ravS2v3$_4
z{RMyc2&SsI4de%k=9&G{9B6Dwu9>!m($}R;_6YDfm0?wrd;RApUy_rh^Lw!#qibLM
zE5dCLdta$txatdkKyyf7{yqO{nP1|rw^>Sd<=nq@<5znXf6B@OwR>7imY*QakO?gF
zSvhq<(ZT4d-1|-oi6OgBKZvuSJxbYCwPQ!~?MIs$4c<Qgkmg=k&-bxtOXO;^$+?Yp
z93<2Vl{=^C9ol1f-+JoQFZaE*T&@Y+Khay$AM3`apyU;JAbhAHqvV&%UuYX{EjZ|S
z@9L}%w?yoElI7~I9`LW8>9r}Xt5;lJ^FiR?u6a*oBIERH4A0bUPoJxjzA4^P#FxkC
zRQkS%*r2ns-+uaaxU}44y;*rj!nEL|x>j=)nb5B*Ja-LVsXiU9M>{!UZ%R1&$CJ-L
zt^E}FbyxnA?q4e{7Rb){tb9st>f;j$%{wzyN;~G%w5J!Xo4&THv69jipsle^_SLd`
zG5S@9R=5lmxOD{vw5RWyaV1G3`lyM<qJwMuL>jVYu3xVtJabbJ&sY7CoJF1kH?xFx
zr9C*)H*k(}VfFPTg+Z1lyTc`At))itKRDC2?R=mA@@W0V0QqO?qK>m$9i|G*ZSLLl
z{DGH`a*O#Or7w`z{2a;f!Suu0KgX}mY`Eb?O#RixA^G0%2J)<S{}R_g9^0ziBq#Ek
zKdw(#3>C8Qu{xACC)_#pKH+Ppy>mGe6HVKFM7?B^!3@uzFtSQp=Sr8rKhzfn_f##N
zw_CBKVSC$@6ev_bdO}$JC*P9{C`CEvYB{^eg({?_bh!0s?@Ip}({8AG+ZjA_*ldv3
zc8$l?PBMaizhtlOoC61jPg;(6TxVjA?h;i`S8a2Yy)-gyj-^iBv&r2SFV1fY)^3kH
ze?l?RzTd!M`;}j42f}`CoK4s&SSTT*SA6K@qx)@p9Mly{(&x`^8eYir_4HS}8N!BE
z=2te+BI8@Cyvm1*mu?~SJU!?bMHLIxU25ZYq-WhL>rGCPhh?^%-fj@CP4Ns()4l$%
zv@vwjhxv{n!g@D68wticmmG!_2!)Uq!;TB`aj<+qqzlhYOy`$f6c-PhD||=5NpIns
zV9`ggzk|H1RQxG;RN?w`v=E^y)Cm^bsjvI_#Q9Ww*R?qzk8Y(G9ywJpx$EBX@eP-<
zS~cCrfHA~y<>BnTC{nSDopte5T^5rh#KZc%s~AtzK(YohXL_(>oTr4gT(HH&IP3e|
zV0`(8yz(${;1F!+)NEQJ%QHQw*R%F_(t68%l16R$J_CU$^M-XBRtb)8vfQZ$Mx)3L
z7VJtv>8)o2^1QoZ7<!gL>}*HLeCp*)0@Swa7n4}Uf_u&!+9&Q8i)T9wbae`dq9}77
z$li8Yp`<!H6IOQAlxEymMypIU*4nWcWWtI8<1#|YM?9#9?~OUBf;|-2JsZKwjx++>
zOz;d~jX#d(*v~<XQd1N1Whg7jiXEcR2;PaX7HvJbHa4upmXUU)`xkgS!NDU>n{gu5
zXXY%}ODw!v-@eet^-8zK$vXYpTc$WR$xJnmT4=MeKu}!fqYu&FYwe?g`2kzVe3s%@
zr(M(8T=CFL{Uy!S1>TzoHE~tXO}Se%tqWeds6VVCCZJfbXfQ7S<C+F(f(u{35w#n&
zsbV^=U2mQ%I8;?fxI8+69T9deHG}to{x}%DrAqs(ShDufCxJCL$tSDc&h<Q(^LzgF
zgrR5aT_n<$`)7(d%rk#G7;ZlruX<YE*Xe=!Xln%B2MoxE9M7+x?;O})+F`Nz^<>$+
zl`=())%DGxzI%Jt-7J_+m!IpVVA)!-a<S;FxoxwLIa_3%qpx5rr&KLooyWUY?sJ)(
zet47cdfHkis-;c3o&qhrfw9PjF~?%l@t014ub&j~*o8jU2~b|3s{6~GSm|Dy_4N%8
zNq;OhJeRiUNbK4?HTPS;jgDNLb6ND|5=mGSBDx$I8!DC_IjlHbajApk;a(?@q59>s
zK=RS3dj3h_C9`fwUrh*vH)($F+))>F*m+2(u_oxtmA8H`cfSs*95K_ZyBE2j<;z0h
z_5KXr$DibDBCb8DX_C9;7_54CUE`weX1&$M0oS8fr<1xj?kJ|{9I1BjcU`^kwnSNz
zdCvWdbxdrse$vig)JxCwtRt>|5O?@sSJ<w3GIO`)UE3@2>Cyp)1ns9<!3gtOjh*vH
z3Iey3`9E@W@7Qwsy!*cORFR$9hSG8+{Q^(2&MjXP?l$VgNXvFVNUs+8@KPl`F0j_w
zq9S*X&-;WKpAAV7Td8j^>u-0CoaX5BrcTB-AG_p7x^;kVRUCVIN5JUTRMTnqjtWLm
z*WG^@oZr0sjKAajkCWF|Jh2nYKMQ2eNQv<NX*9u6W>7DvB;0k**~X0*OCEjks0(}@
z!n+eQi?g?yoF-~xZT(Zhto4`zr4W#nZ94twqw)j+rFA`}?V}EcjuQHd9}Ot0i&nmg
zp{WcEJKZ)MY3gkfkjYQo;g|QqcE8}_jvWs>uU0sBPtE=LsJYdEM9_-HLwQwe`HIsU
zv!_SSZGKMbDJi+|?B;cW+WHrvrw?{tt*z6~CzU<uqsq1SQ;le^b)OX9))~GJ+gA@C
z&830np98bcElQo6k)<n&q7R1}hb#UtdtgWE*(8|psFhZna$iKt`GsO+h_(33B-wxu
zmz+u;w)Q8!;T3%6yLSE7`{|#wN>opgR7%X|7~VZ59{{t*&n}^{ki5ilg~tHZraMLF
zxvXjhA1R1B|K{z{P0?veUh1UU=n~(B-q#g}D&oBMlOEl!$B5J#O9$|wheT5uPK@)B
z`57{G^VPLZty)cMY}Sh&t(_w8b+7B%7fW|Hqr2M$?JpAlQ2zRuab?-Xl#f-LV)>86
zs9z*M%UpWlxo6ep1%t9LPTp5@DDSVH(UiIVuKtM3?>h$Q!NM&oY&!DWZD$v|*&G*G
zM7&bD-`|&~z%s2#zAMmd-U5*_*cM#7^o1c(Y#TW(byOtt!>vzwa?j3Zxd<nAnjbTF
zxE^~$D<=0D|Fh*w&F;IuSzfdEw{v-5ZuEKz2+CJKFM7x*sM=GVTXeiU!!Y;vHQ6tF
zJVvYgl9Fy-SQg*ZO*&M1G@8=l8SCgE%MSs(5U_YCh{{@Dz+#TCLy+Pn;AxJr{0Q3b
zu=Bb23MG9V#S72zM4vBY?Uz`KnaLn@hp#{TK+eNkA(b9s<#%=Z*vgaC0r~VE$H9W$
z#OWy2p)6Y&Vyq`U8I=xAii721x}-GPcJib3C>1ZhVQo7h2q-BF)i@ANh1CdcMmcw^
zHu}7)?ryv}YC2p|pxn2n?GqD|@GK}J-NKILKu!oH2PLFOG?>_1SPUIWBYNp38PtIj
zkalH9w&P5c0`iVcT!ln>*JK9{Nqg$BbMBjqWZzofJ{sk!1RrHd;(EF@1RdGAvg9Hk
zwDJ5vWYu<YNB>THT9!sMwQt@X4*O)Z!}sNm|KY`4toR=&LJQA|AyM-nj{qgOP{fdv
z35$z|+pLhFkh!M5rlyuau&=ybcn0I#VVjZ;%PEH4vWiBfROOuy9%n`*T+Y{DW1g%f
zXK{%4w^=7&-a1B_-8xsy<IaQ3Alb^9M%IGL7qos(QBcS~7W67+{=(uy>5sAM(tA(+
z;&NoZ$}9`5tQS_ZcWNx&IV6;r-AI&g-gQe-|HN)<Yvb<iX*cd(c{8-H>d5M2Wv}RN
zwF}P9vK{_C({h!k^R7>XV@j%GDu<pVHO~`PJNMza%;<pSt!-55p){F<M^7%t0bLSl
z{De{yG0keV-tfZWv<!W%pxBa*&w_{IoZi_K8KmsK@Y&*{{k$WeEMD)swlVZ*i~Z-z
zRQqt%j@#+Ma~Q8~w&*Q1-7az33R2@TFEW1>U~G8m%}}H#N0z2VY&453$a>@v+Z=j>
zU~*3B^y@PRJ0$N%EIaf1<>?jA(=5tdKk4rbU8lSt;h{oG*{7;|cJ_}<t<5J3%s4hM
zkaV!aCiU|E6War}HD$*{C&l(jG@2glp7-K@^MesRGx2+YU5WDPuC+3Kd#{*;Sx*zG
zee~Kqa34W#>!gl#>xXU93>@5?_PL6`OOIa{vrb!FGf`S=+s&Jnp-RdI&L-uT7Z^YB
zsDkunz={Cf7H3_J_>0GFWgT>Cz4yz?k0{I6&)t3WkB3i1F6eGNm*?PHK&|*3B7Sp$
z_&SMF<8AedTRLBOW(-7#`@L%m-l;QaRL6TyTH1cAho+41DLdH)-RM1cmk4YZKWACy
zI%>M}oT+iTN4EE;%G!IjF`>g3-*|6GRr=&?QcQF`_wju2k)wk*hgV!R-RQKrZC<U_
znO_!6?+s<ZTi}dsXOrB+el2@C??LfvLF*k#TXX&A*5`(AsPFh_sGfGqt=3}C@bk8L
zYl?O475)fVrLaRS@y6lJDLefLsis=UEO7FuIB-z{m{qF-o~jti7+WKw<Hru7Aa8d<
zorb~mDf*kF?Y>Db@XhEm{!9_lGz_F=hP?J7=YU!3y0;>0>e>ZaH2Rg%UV4krwN3^J
z>S(>7rso6-WQB*eZH5}PO`7m-DFNH>Ujz;wDu>(>vj3zOHa|wmSVI7a!xSKbhFxa;
z`VQt^xKtbgyM(;mX+_~uQG81K!QZ9APJ-jzIy6$aJzrn7TJR5%k0?wSjmjE#ZY?WD
zG|A&eCrM1lI-O<+@hru$c-Bp`w~^q%)W_Qq+4UW3etEF^kJE7kiIA=StZdn<@iH&@
zp#>LMes5bsSIh}&ZZ@8sZ`Tq}#DxfzHjrcgv8Rjn75LV{56mn-ssLdbcF+u`X79K!
zS^x-=U^zLp9PBI;B-)>HB9nMlX&P?QCMpyvL3cp~YIcZ;2~-P&q~Z=XiX0N)7gMp>
zp#gok8N;F}mSr0?IYx~WUpoPkL>WB1CJk9bCA`)QSY>7Ox!b|lP(K7kJqpsc(U%I@
zUs>aQc4~<?McJ;{bTNW*BXrMNY;UP6wdQ!_tV(|-_GTNDbG!ry709Jp7^i%diT^zF
z*DpiU86rGI%8tVVmQ3u6DtHs#?*!?`a;G$kuW)Uw!lR>MFA9Dq-{EdUtPFoJ$|q0m
z5(l>`vnxk5cF7ke)@HDiaojD7HUlc@bq1E*f+F-M)pS8}7d2f$TZ-?Ww+Nfi$D2Rt
zV`7VcZ<N2MbmAyubZqi85`0!{Cl+Fy8r(c+9Nll@=R2xpy0&r1?0xm@({!W90ot34
zD_X7QzdX|3->xw&nic#7<(p&DkfVeP_Vnt~x^{chmk>r;Z;tok5moZb<tA%e%!UgE
zAHaH7%+5)h4jkuNxsO@3^FhHBCnv2JYbPGiTC;{8@`)WGPLOFJ{a)Q;>JrGVsl6Jl
zy$My++6kJPC~}u%yRu8N*&9oIf+esg7&2j@=Zgzb;?viJq6hmzz~y8#lTg_SKr>ze
z3ZvQ4WR_obDf_q<FJ3k~X5Uuv>FU|Bve!Id<ZPwT1{-baQBOipdMAXzEaWPrMD=QT
zksj|i;I~GN1!SdS;|R}?g98+d)#P0&bOVv1!l<#S$|;4yr=2u<fHUv$&~_p6C&p^J
zCYW!;F)FMJNB!lVV3UD!blOv@6Py$78mT`mpnFOxs#DL77n#nksia<m%&%lOS{Nn)
ze|T#4&wd^u%^}rqD9!pr%+Fj!&a5^cA=TQ@|1b|5i5aTM6=vMYOvS3eN8*Jd!tpX~
zRNu<)O+@fnV9dlk$hW*|taKRp)ja~G<j+>E8WJC+ZE+9FNRZ-FNE*vG5OTf&lQ{xY
z9S$ZUE8XxtnBtZ!W!GUEERLMu6SfxN$q2Sjh-ZZP4bQ-`w|x`T*p(o0qHF>t4HZmy
zwIY%Qo=(RDK+zO_FqiDgTX<^oZjI>Unj4C^s@*Q}#KtLwAOp;{*92p2TbNDKCt!g+
zah_ElC2VfKvHTKb)S;jXd}qx~sQFm{FAvM?jxE*-et<DlMi63(Q-T)hD8P{vOwo4=
zQA!+8L*1afJr6*LgBKiW1cVHJXpWG<N?DBuvy8wrzkqU#RKze$B&bP-9OFAq+6pT5
z{>*UyStTB;O!K=+ybu3k?Y`iWZh6KpvihS%^wv5kxcn8zmen`d3Na2>)Zmwt0}};h
zXfRKqrVoquhw?s|CMNd&14E-KaOBOXL&Na!#(|?u?EKF$j2<Rtjtz8c@v?(oR@}j_
zi|yo8;jsd~oE1T_M^(wVaU!#gQv~%==4^<4Z7G8KPy9_;H^Sv$RQG+d`1mH90@8%g
zm*M#PBy4=0W8rHcHm-fMt)68m%P{bwg&0-q9*=_BT|B@DFp+}yFt{*wR#)4WRg{ZL
zFIlCytk{?IUs^0pz@$b_Y+P(S51MvJi#QO_>W$WWr0;QW4>e)=1PCm!a^sE%zUQ$;
zzyP!>pkfKjQdCy^oypqFffw=}HU83M!3!cVEFSoaKeY()%ig!L-2>Gk-D`HXV*h(D
z1n|7_+6-I6sU|4dr$WnMV&!YfGYe^#nb=Qr;}}g0*Y0CX?55)_>}L=I=mv~2$Uce}
z{f0i7=SL&5>Zd0{b}Xwr(~%lWvT+>ZvnO@R_eTjkLL?S%CM+@<MH=%pWh~1^G{$|+
z?MY&J)@d|&Axu(Lhm$)U9y(dGoF3B7F=ow*gvHHTf^mEq$aFy^N6;fy(Kz)NuJ=sb
zEJ7HB!&_;U#;BGBDsyt#D;^?!99GenasX1_!|Jb17p^CY0ABZE6k<|)0TRn#@6f_(
z!dl%VWhGaQy;A@VDf>kb@urxJ3DDAjl~$Gy?W=Lq$HE7~B0^LY?gj$dz%hoJG908R
z*o%igfI7`hu!^ymS_B**yF4A{J1hQygA*wQtS_p7WtSKuxZ0vFSt~o(LR+bJfcuud
z)JqMa$D_F4D46)#5qavegzSQZcFtP`8yz87Q8dcGS*Gz?+t3-W&B#3S1HS+2vk?5x
zp_ys&gF3y`v(=;4-VW`;XCiwR+go)6Hd@Wg8qOUq<bw%}NkOG8%u1-MlEjVu9$%q}
zW@;#N0?>Tb(v3A(h3xCixP7c!$IRM!xO^=0SO@Wd5`?5t97&gDT7-tk6Mx^F!vpbp
zfk4lV-;@|%r|((UeZZSs1|?Gk`RG-Zn#7C-g7HuhP3-PU^mC}>u{e}P__+AESissw
zZ=yFn7C#Ysp*N;WX_~n-iBF#<2Bsp?T1Vm(EM)VC;faU*1RsIGr$sJC(UdLT(-#hl
zfm??6FyomPF@hK|Z=;Y@-klhU+=#+9f{;Rg4AETf6l!AKs#TaxQE0QJH-CbHIg-k{
z!RRI^*^czI%8n>3G}fun`C|K6RLI;gKft@`v6Q*=y1|%8PdQ(pY&tPQ^?IdLOm9qY
zbklAPpwCC(>~)HrRAV7<Bj<~{BdNG;oJ%px4}&HM!8lXE1nL#)!|8}t)PhAdizd{|
zN4(nv7bt+nB{21@9{!YFlMzccb|3dZ(VUnY>ZFO@+>Cw&;T5^4UOxs`#S9k<5f@yZ
zMK1F;3`B$cNamhy;)SWkG%=D2x-teL=+ozIER<rC9)E&j_!N;&DS4PGL{iy2D)m?*
zBF|X&Lc4zCfPrdM$wOmp=gMLrFs1Hs2gnZz-Swj!yeVcpWcs*cTZNNtY(cR<JlCO`
zQVVq8w^^4(S`|*8+&~zw18hqkc04(&5&LW~j;JU1<Qx>oT^@*|PghN;6OxK;tO|E{
zm;*YnUpEll%Dzf)MI63cIAZMj(QQMKZb8~Y7};~G)^a6h)bZ2_?{Ne;Sm9;-^@07#
z^cH(vsk`>6QJ+}z?lXFuNAqChVioTqQ+ZQMJ}9`BOcvK7n4mIuJZJT1KkGA>kze{H
zksm{iHtY^t7qnX0(80it8Tx0qq4!;&5eKsfym;s-)E5<m@W9p-CLf90M;OY^4CJ!%
z6DObV_y*@6O}=9_M6SswwmE0=7KKe~7nUT(Duz|8pAzGKs?Wk|X}reI=gtMl$io?8
zr$~(#^G4~wg_(zz`u;x-Z-(t?jS0<~;jxQcUBE~qb|ra1M00%#sk0G0nkTQ(L3aUj
z(4*wW5GFR*%fxQMF*8=vm{@^K;K&g0p3>r9l%Mx9VBUAF9JyPyDxo9&7OsH<&!&+%
z&%)tJYq*GV)<VbhJtt?!!&`ej51Ck2<fy$NZR=+!g1=@)#7DO%!_WMi3iWMQo|AfC
z*D)C6epoa83~C~WzB)m9J!!b?Q!P3`@Z!SdXtZ%szZuRA9ryPd5za*f>>Y$6QO9I9
zclhaielUO`8i0h057zkXgsuX5Pb3;W`B5yKFX)w6lT~9%vtf9^0VY61DH(6l%Vwj)
zNn5%%vu5w%>aHZZ;<$|AARWfH?A^)c^v`}64x&RHvy|kv)i^&pZ#vK!GeH12eQW`I
zEYgn{oVrjRj>ALztFlxD{Of=sIT&!&Qa?I(ts@-AhX^o*qHr7nH`XKa5?Ipju#JiE
z2gbI-%LN_~!(uU(h<N8PW*e73avYS#eUrp`fK4#?X2*2hrY?jN0s|+iL+4ah<5f1U
zEOMo72ZH%dfvAmZs6&k`Q6qiCJh$r2XX~Q@iWPlvf*iOco!C`D?`10^I?!(M$G>Z_
z=n+ma=P3jru0hS5v`BVxHO{9e-u{-BTA<~LUp^6ub({~FAA!@!1?!j?YZ6hU5%X6O
z^IW&#ctdq4(ZA-*61yA0xLxw29H8Tdm-4vyL5?)wlO_1Fk3~AE=XW92#&4EpO?;w5
zDgkwbh%yACxF&5Rj1E=JY@(zFf;$$zt%3Q!mFCD9p)|7VMmn5k$ff-%{fEwqNGIEB
zvN-TZa!7to9-AXbCr<(|Uxmp{1ze7e0z6tS7>Cx;Mk?_fZ=juAZG+7mb{A~50y52D
zkTEP6($3Z$a};p*Zk#c_?eff=Yr2DdDGoJjUUbrQYYwWK25AikZ#$FQT@Jm~yv;xR
z&Euc~oRBdc7`+$w4oq9|<(jH#W0+H~;u$tWTp&XXaX<zI8wGMT`S}a}u3xYqVTT)S
zg#Vlyj_@sVWEb{yENlbKZF3(NHXOd$RXt`yq60kKW*kKT;MM?%`-!rT#fYx<`Om>V
zj6aLO%cUIvFN`Kpgb?>5bpYi4ac9Lk$lg$&M{;xy3bQ&*8q=4>JHlw}lhdg|h_d9a
zM)qVxl$q5OaON^lCJ*{*UwW8{b={zI0S(w3M`77VI3^af^b(<y>poc2@vf5}!aSF&
zDOiH$C>n!pnh`b;o#U$9gWAEIK+;EpjG1TDS<e;52wD%Fbz#WEFeeac$?E|)>*L|H
zBqoOJcyd=K$GYI7*0I~&psPYVSSeZS)HWZ81as`Dn-ZGPFfWiAvLG5fW)NUj_$>T(
z=Cd0XpoY>}omprtPF|0?XOmI((WIz--$%8Zc!xi1XZ#P_ar%R4`yGKCPROJ7umn`S
zd3bDx8(J!^;a`xe;XVnDzjebchc^?0MKDK{)oyUS-Pn@CEvODBU7a+L^*vnH6J&^B
z09~>)gkX>s<}_kAxRwkeLj$voC5Xmrf@q8l5rwRVnG+~P-5J2~Gl)Xaor8K!d%{PA
ztL<FhAeio~sUG^eW^@pFG_}Ea!^V%bz~c|veWv)7dq4kB@aP3O`xan?4JHJ^2hX#5
z^BqSz!C$h-AspK=DD0@-h|C1n7ht8T$Mx+-5VK_UmL2K$S%TQ}+6sT%^gVq|;mwYi
zhXK-Su76xz_MS(dqLv!|QQRYKf9@io>l#muj~iNE?T<db<1&iw^8DcQ=K-*9gR892
zgchXYC%kc!)<<q@XJU&E>WqGcSiLtZR?iN$V#nMek<EJDhB|TII6$r98?OXQ)3^S$
z?I?LNB)<}xm>8b@dSzu)@g@u1O0*rjWo)uv3LJ9S!LfFyxJxYs2bfHOyxlZCb9U5(
z6FvEhpM2=}6f6fg!9w6{5cKTC3(ki7`)?-R$zA(yUu)H;l;g1mi54%D3HF;_wRp>D
z*Sb77^Yy%+)}&xV`yrd!&KK*}>nE#Uv0g0Z`oww(t>6}R<l36<gB54fnjH@<T{iRR
zi_0|{O%C&P%j8_V^%i{4HDCABZ<>OM1$r@Bn0Hv$VD8b(RfX0O3#Z13URKQSXm}#o
zkSW_m^iQELpg#AQGxz?UNkxsF@_p3XE(Yc$yGnk`N<F{+h}3$C(+epYc7?Fz06|In
zjx(Fe3M!0o!_DwyBt{5mjDZG~S1dx3zKz;H#mh5t<Uj+{AU=Y>1Ym-sh)!VP*}F_C
z2aXy%e<=nkHs)@?&tBPqf5m%uftCtIaPQ9)SAxKav5F0@asCXXf|A{eoak&V%tI8N
z-8dfk&*@}G{#kH<YDB0+9Lpnd1<R;cTAPK(!nC%0A95f=gCbOXIb>VmA<moAl!`Q;
zLgH8&KqPr5#Ln*0bRc%N5&nVmIF{)RQ!;na;FUkt9as$DRzTdPC<wOWLHs}4F#d1f
z+wj!*p^bR6sGGP$0Yi$$5EisOqQiHpG{NMKoKNF*^-`W(FMC?hz^_*{isMIH$<!c2
z%_cR6#v^%GuQrB<_w+c7JUVnp{F<)lou$KNKB@SNb_<fr7{Xp!jx$>9;;dei?=`HQ
z6#3AQiCLy!yZU?bDZxn#Pihdo@>c7My;>lkJ%5smQrEM`W`B6igMmg|3zc`|RV@*H
za8%8#aQJHYKz$trbNxXuivz*`*3W+!Ogj$IxYQ6F^-u}`(N}m!QHBdz4vpXJ?k8pd
zxQ$-BRjS~42Ee{N_fBP-&n)sQqaq0SXEDwMXU0&&)F<9ZRM3POgR(*hy#L7$&y<|S
zUP9ZOx1}8VEj2Z`)@G|8&&prBr1;k4s4u<Om3vw}#%+;NvY%z!r{p@S2raxbN36ce
z@6A;Ob#og(E4^mM3in~hc@75r>HbQz1(Pq=WV99tTk2#Hu!yD>6cquBGW&QrMT)oV
zT;K4)wlzodO>8f%KJP8l8hGlO+Jo*xexgB7GyOC!D!ytDr_pTIn`wUOBz&S7TAnt#
z@0_}-ch34%eM&q74K+_Y>@?q5yE|B>b}u{2KYEq&y0sVc6nih)h{u)xGRp{|;Q!ip
zM@W$D8BcNcpX;aIV@N_J89UDO8y;uUm=5NZtMUyuuv7HG4x0gL?meI%Pa_V74Oirg
za4*cMJnglR-$AJ5sm<a>okLX?xA`lRJ!gHVlKvCC=XyN`-n}A^&XM%iv6Ay*-66AY
znC$(pNb0jw=N2{TNA&@vm;xWw(0r(~&g=zQ?ZflOn;#l8GPOv@Dm{<LJfPj{<|R$D
zEwHv*w5BA<_~h$A^P%mvc86?&?XIQ=xGByl4afet0CrFDq^4*s`#m)P-#n;D5yLk3
zhQk|SLRep<A8BS>SA5ESH@SBSA6IQR@o8?F+}CPlw)112o8!WP9+}*_#iyOD_<21~
zQU*IuM9$LO)-{my^JHx26XH`LZ1B^I5!2Ipzb)#Sp($?nJPuxJ{_9Zwf6eLzj;9d(
zi9bpqM28shz+r4Cl*tN=POy4E&U<oMy|Q)^H~wyfg4JtffRQsEvwE@AP}YqsmKBUm
zTFvqI{*yoXiXTPJr==8Rn=h;gGweOMm>{9szSA=x#v!iKz{5={Ks3yGPP5fw`ljx8
z1^&v9L=|?fy>!!7xF#HHOxK}W($4;R#VF(alb0_N3xw48_nKVY16YHa4onZg#^Gdc
zaOn9$9@8pA*|fLLPuqg8zrK5QruPjYBd5>4>Zvs2ZULf5Q?i}Q7yG$&4$|vyHwiae
zUa*?s?qHSPmH$8>#%}TUbD6uZO{U)VT2gz3B+_)aWp4h|)#qBTZ7mektX>rEtw?hF
z9Ql_yr2iW5{&DUK;D)NqFi0)`YdKLG6XQx%*$+?ynb??XH#f(;vRGBzEn9wQh02=I
z2XL6yYO~UdJ=NL72{#0|J>fs|Q2&STU7nwV$?7b*X>Sq0+rK=Gv}7%H2`#5v+(lfu
z@7&K?YkK`v`zL2i&ZDZ?@|~uYbc^(>CKS3fD;)U!OoU-|n@(}MdBoCSy|490ZLEXe
z9x?dYcV>}hjKDbFz-gJpaUG(dGLPSlJT2YL>B}c4k*il0oZ{VEAaR+_e>mjE7WXLO
z^aGAxN)OaLesH*G)Af+Rjb<{9!Y8U{t3Ow9C!2<?dRhG_s9?h}?^QBQWv=_C#m>~$
zj1n}~4L2V%5*%ak-~9Qf*_zFNlC1&H>R+uN`YZ)Um!UZ%A=}Nw#&@(}=HTxqH9&F*
zKLuTO`+X=Yx9B>}&<i*RFE=r<zRef=CB4$Vxg)E2iL<BrPy94>di74_!omh$na@+M
z6>B}H-7tAl#mN>X#@C<WU>rWsY5Ga#&T>h2kxts$*!S0_)cUGJwB^*%EH(MOhE(!%
zl@?+zgQQH2Iocb3REn=rm}YZOhe6J3NIO}}#7>6!%qiSg`t|YbmDX!tQj;gwrnlB@
z%6opLn^DjYe-VS^DYg8Xv?7$B!C_gjI$maP;!f&@?<y2@g%?w5atZ=}N)Mj$V$b`F
zhD#o%R50d$FfO2z1K&BA4je3auY6m@BdD=Qx%1a3Vfgz|5w5~ROpF)~E6KFZMByPH
zVmSOgsQ539m4$-&w;2WDS68n*lX$>o-S$al4`}wUnb?-1gYC-F=|gp*t8LbaKi>Yi
zI@kAM)TH^JPL`ypU-5TI7~2H@4^Q)dtKUD5)O=T}WU}ACkhj=4oKvbaeh8TZ1Xsp3
z!9T23azwULo^@F1T&f+*ln$~_`>{{E6MIyp`gc;#Ru{(+M>y4gFEz>GYb3gnI(Fm6
zwCul#zwrJq-^VJh((S>8btN-8`$d{^(;Mr|=ogY9r9@7Q5)Mj?_8${JZ=oI9#3?|W
zWy%QTSn}c@!P$>X7}^;f>2n4g;Dts5XU1b4`nhAD{%bpfzw@<^SdG_4%9GK?Ayxg`
z{Ite&Wb>gK94s8Z$zg9ExeJPZ5F^QiKcz5Myl$S6PzQf_;Y~H`@VT5D<+(wXt?DzO
zR?Vac`D}j#XU0=QeP)u`zr#*8K2ee5@%*QM@>x2=tM9sHOl%~p)GS7<mwL{sXA7YA
z69fL*kTyC_h}#K5=M3@mEpMxUVw~{CQJ26WvBAe(hVQ8iHRXcgW+GS{7kvBwpD@t>
z;u!y8xfx}b$%L{Xuzddt9x~W(Q2iAiIO_iv4(Rv)A{>fg6#{c`1vdxOUz8iI#Ioum
z;QgT|qwsfT&T)dl2oqEA=%g&*f%yLr9tvn-<K>4Z+2x1F(aBmNcw~$9x*a;q1e*{=
zNbB{RP)p4n-hYq>Z%l?|vCf}7YnDnUL*2?T)?smJ=9LfIT*;G3^+~qX1J!Uqx~`RJ
z#T(+p8>KV<&d&XBeZQEhLMtnHo=hjZ4O99|EnT}4h+Qe2+HGE0@VC8Q)>4GyBv~ht
zp`*zV6_5h)QTj6@@#Lq1U46Yv3hEs`pZ3I{es9e0{!d%IAC0$;c!tcW5)>stm0(2`
z@tY+C_6Ts&kGUQkwl4YaC47E_hz#?}v^!;9i(rk8i$Ou9S(4s{Rx7``VWjcB`CA;t
z|89PKt-lf9J#D*(aXFZr?Ym`aO?esrpSiG8)Gdcd_x$(<$|O~#{ZQWyBuWx6_`8`Q
z#)s#jJJ_zGa6PGqlRs7{)={Uus?D1EvDr!gYx+s7?xUHZ);zw(jU%d7he@e${CJTr
zIJ2#gs?;RWUCfH03)}^Fg)DSbBtu0C+;PseOw((rheXIyKUb+H7aGEmZv=4B*_R@H
z`v|*)p{%AR!ZE99ITH(@kj5{ES5xE!^T`lVsP2O*j65yAfeF1zxOHXKv@!TjFxI7b
z)f{>KNpQF2A8>;IS>Ny3ni{UCt2K|uSsOenP*yB7N;NSlhPuoUQ>aix#q)4V)c?Q*
zE=xJyB6bpr8!RS!O-fd;6KyQ^6%PtugV|5{8c-z=zJoV6X60LV-t>*N!nuhxms7KZ
zAIe8iog<%gB$WHAeOO-`n%KNL{jotvu!4>Itg{mJiOQbe&ER!#A}eS1;5D{?GJ6C#
zL_LaS75=fpX8$;3_CxpEGwqIp^$nUPq@eV*At?nZsGszPuVw!F-K{8J&Q726^Jd^|
z2U4ZEYPH9HgV^a&<rzoFv&i+vk)t)E_R%TD0!K()j|4~gtQaE%a&{fDZ#sFT%`AlM
zCnu9!`69nDnVenEx@ipW+xn9W!Da5eV`)l}9uf5`*bXW4Tv8KMFb!71-$xMzh=K=Q
zy(c}MqUOKxQokc@mo?)!6*BLDJtrns%6?i)B6smy&j)ll((tLQ(E-5pST|JZ=s@e4
z4Qe~Nx(gidrYBr#Kw*Y;Syqix;IP17KT90l$YzO&CH{aWRwpvAZDT55tPA|t`1$@>
zSQCxFjm*p;c0J6)g(~t@$+&IL!aR^8TeuVDI3@`Nct!A^JQ~Qjj?43(3Svwr|F#fC
zO58W*5xYWm>CQ}B71HtR!iwV+arDLT%8Oq?9sR~~gQZFZnvc8Jo~YgAb>gVP`~vgS
zjM)XlZls9aEu@~=58<WUGV|gH(X=DG0wUSp5W7OjC6DN>m!qjIUGo%G9BKNb=8p^)
za`q0`qc`@#(Us~{tic9~Hm2B&sz&AqvKqL)Ez&9bvhZzlR?SK#mf$>8#A)y-TxvL-
z?{dT%x@2Tu2U&&0ZUBD{i)iNStOx}(zu#j-z%j?{1`W0`EnPGAyHvACfsHcj`(5t{
z-j+OX^RIkIYGCryb(c#xB*w76cUCg)cNhGBiUoPf;7s*=kHM7R`Vy8`o8y|ezTn;c
zptokKxlY@dSQ@GMGQAmaxG0hINhGp$*X<JrDoYr!<BGTGjTtdzT#n4YXPfL2Ef6-4
zFsew3AXY{8y=Ayw(UN$*$c}7JE>RpR8ckwin+qCuq#C#V|Ly*<T=EwksQT=EozlL9
zPucO-K09)2<Y-l?xXd-XWqgUzl=BnZzzt6Nn@Pt4Qn4oiiUG$)wr_btZDxqy4IW_B
z{G>I%zK1OIv^(#`!R62H-<>Zx+tPXpuXE^NpGeQ(Suckhv?oRm$<2lrBZFtYpQ<5l
z_=0rS^E5^Bn3`Jn2SY(o!3M_{X5ra637dN_1RH2;&r58GbYx_xr}7M1Qb@JB3B&M*
z5Jx9%8;*&FoTe~%CsbRAg3dBa{5FZr7ySL}QQp_TD+9p}qI0NnILUZ?_5YWW@s5Gj
zoCw!Es_l0XE(h!6@7B|Qw8W+u*2>c<itxr3>6YuoS9B;93DPDHp6<VK`o-@9>Yh;V
zWp3CNm(q(~r}YK8C;#6B$7PBcGs!PEG&YaQypt(W=Ul5~O)knvBEQtD8|~d@UmnNA
z7Rv+<H`yoNO7h}`SMo%Tq8A)iau*WZJ^^7lcDBQKH*9~ke4&ZJLbfaOtELvgc=u@~
zJbI)x7ikTiP%Y9rwYYhUVP@*-xE0?0u}?de!b)I}H4=Sq)M10+(4-Gc?D2}zx135^
z4nhCP-zxjx_+9!qSszY8U}FD=z4wlaGTGLL8$pmP3P=V8B@0LpkSLNRO3p!vl5=c=
zfFL<40*&M#Ny#}!$)S-PC5I+9(DZyShS8Zh=iGC?d+)mIx7Pg8tKV2vZ`H1<U3)+K
zsqL}UHBEQ@)0N*q&SjD^OSzQ*)J^4g+l(?tV`d(IVZLdGW|xx(zc?AAk%liM6Qpg5
zg-M69ZrP5c^)x9PdNJV~#3W}gq#ox6f?kK+Sfm`Q{b)YHSxOwl)W>^QIMWULLCwdH
z*2W_-NduRYWuMfJT2E{r&3^&7OE|jnj6zM5ltfT+Spgbz`myv}1Jtc67y`$DrF?DB
z;XL?vv2PzNBPU4Hz%QHhV_ifeRgZ}E0LI5HX6lm*QkjN)Bo~TB0{4?MnGPh_s$mDP
z!G}>#s8R1<1cQRr5oVXBiT-?3c>m<b%~2xtKfNjZ^UXiqygBmTu5G#E{9GTFis!JP
zIX%ZJixGAaMtxVv;jpO0n^ymGgD*G9&^o$_e)R`GcWB3BZ+pR2l*-HtSKK#rl@{pn
z#Xep@{{ue0D80ed_&3ls-ESbkFfYn8{z%6#DR5~6pjOv9UPRDcGz-eYEcGu=5w?({
zh+q0(o;Gngf6)u--)+crMY$Wx5r4d}F7<~I?P7twgap6|o$117EvHaT9Z0MG38Cq4
zAXl(fj;EA@@k-HdCO|-srL}WmfP8&n)%mAC^bkCJfD)uOg@N#CH1FJ4?@D0N^Mjm2
zM)X_Y8Yvtb@KCHW&NGGMoE17UgFk!ougK#m$gsQPi8*o`^$lrnRBpW^bt7TOC+iEd
zOVdA(-Uw#DLg>>^Sc=8yqn>rK)CCl#;ZyZD(4Qx2PTnAiqo18MUn>FeqEL9_U0zyw
z_U_G#c<rw{_gwUvi{Qi`BL@%z_th|Q5i5JKUiljJc=4GRUHa1ZZcPKc1o|2PY4jxK
z+-OKS`?T$s{+i=HdLq1Z-3GauM^)CLkXsF;^B!$ej)spCe_nQE;iHqTbBm-a@tzHH
zzgO_K8LE_N>bbeYV|8g`wI_SUom_~cgKz%X?|EM2`-h)@3c&LNx`G<<ma4SYKcs*3
z@Ga}LPrCY_u3ehP7)in^vl38eryD3=O?sw1;dAGrxPSdIrn0Slo#aL-nVEl#137Ct
zaY8fzdBVkHA~p=naLN1qL;guml{qh?MT01%i&)`7F!!Do_8#+WB8cK@B~5@(mJfds
zF?>aKH!P;dga2ginIT3zf_ZtC!c%Ot*4%a0EH1qiW64*cTaXzt=G1fUe!j!DO{Gb(
zf|i7zx~17s@XcOk`gKIC5-N>Vyu3W-L<GX_5<x{xbUC^hbcLglP7qm<8{uWS;QpnC
zWa>$vMUk>6qp0E_edNSQ!^)n1U&K~{EE0Shu^vE(0zR_=;)o!h0gbi%Q269LVLy*h
z5k2TzVjlpF*vdkG|AcKtg&`H&-lAeJoi0K7UWKB9R`&0!V1VELn;q{f-Up;UF#FN}
zy7_y?CC10zW&6EeL}$E>#>Jygh4%)sfgoZhLS?*z@7)t{o;CdRS?UeL&XCV`zEk3l
z${LMzsP6hBW#YrWc`zTv9SVAu{P~LXUp!^M_Q?(A82Br|`WOnV8}T<(@q;lpJr9wD
zrI2}9-7mo8^8}R9Pnwyrlp^m1%9!>+ckn|ODy1+jqA|Wz$0@oy7M5X#sxgK%nsw&M
z)!J{I7*TFD3UBf`(e{mjt9dS(?QNraeqIxOAR#SqOfi-P$>7N^#O3LIGtw<$+~2dI
z7iMQOw}TZ>Q5|MosNxOdrK4_tn{$Nb#?X;#vW`iJpUS(Ti>$Gm#}yN=OlifoEY8R<
z@R81+z<9yx)DSe-Pe`LH@Zv@XFK#crQU<X=rzxfT>8Ua#&P%e${m?b0NsA>nQ|HR|
zowE-z;}3A3O~YMU<Q7DT&(-?PoF}GHdbyRxS=?4o16f0z316Rxtcw&WASZSOV;8!f
z3jx~$PWmxbgw}FqeID1^h^IX#GmcI#Za4Q(aKr1MpVz(1YTQbE^dz~2gYIl0c@g^x
zSHpEZZLK@wal5b12iJ6WUK~c?=vWfRA0;|u4(ieIw%hfxg_K2LPg*9}&a4edJCX!O
z8k1)B?*v5L<`wXb<`21tg0^&qqAM9BaBqfj%!GKZ%`B`c;*77bd0qdqt5t9Q!vuRr
z19llmdp<<%j+-Ri62NIXTq_HBaqkExENdX?W15c>l@&6rLRMTj>>`<~D+UXkBG5Il
zKR>dSz%)Klk<q>+a36!*7L+-6%y+7uA12mVEK@FQ8U}sfdDPTq0AFloH|G$|U5lvi
z)AO=x2Q!r^ve-^bclJ^cM9ZAv9j=0L4_NQ3mW*UJh<GMlQ!w<CGov(aELVQz^g%X~
zcVFVl>CjQKFEf?qzA>+kms_f>ya=63kw*Qlb-;og_YN0k`ZWf+yaTGyl?kB)oYT3I
z5uL^yZ+qUghq<<9oyQ$|rBo84Cv~{){uU`$hVBptn;s4D-V3Er@n+s_k8zrRSG2l_
z9m!Kv^(DgGq>!1)#4bhjxD6GwcdssA^3h-+cds;y)v;#>UQ2P2G(=`M;f0YDH;&FU
z2wOsm9#X)kFhk9_g1o-cIwrDz)&yN=wpj?&Zd>um?$SY)jjcjca7N3nXw5Ke-9`2D
z_mM_0N5j*E7YdF0PvfZjvhemXO4@LYL$pNOSf7{QzU*$=jDK=P=NwQ>l7AkXKAB@A
zpZI;YD6r7~y3{TV%nO--GzMR2d`4d<hsW;jLqk-htY~Pvf?*UZBOYqdpv}~pXs0;N
z03y5jq0;{8ZnTIL$xNg5&z}jSK82=03NSD#xQBICk0wH~S!0YxutcfivT3A!qD7DE
zay?9ho+MK8rJ7=3@D_&u29hhQF0t&ng^n)IjMq1~bN3n@+BLU))$8g;C7>nuA*67C
z<DOXNngQLo8@}p}9I?A~J~p{cw4%_Cd&G19*e`Y|weDC#*-;Zk+L~J<FE~+~I=CAg
zvew4fR(dNiQU%wl%Ln-6C6i3+7)dTwzuqeCRl9!`6n<G0FU~xx{b`-eYe<}eyG&Ur
z-jn2xD%6?Cvrwoy1(``+Xe5IqYNmsOw!nQW^dUT3PIasbjBD3N$gWV@gPGP0hPGH}
zG;K7jX&=Zj>6k%rX!qg;V3iA*qfpVDq&|<sR42Nm2$`|b(ijr~c=)P<dyIHV$TnZF
zPCYwgUVf}j7QIqMlDqOzyZe5~ns_-Rb53W=4fCu%wkOB2cX#Shx4j61AS3@ocn7~b
zZi7o5r341<Oxa;RTA85$^I0wiwN|g+b%8aK^$v)|po*MMit=5I;gZaPWQ&Q3zAILd
zs5DE7?P>SEsFSM!4VeRI<BBLUkPYIu@(PEqq<yCVJ2A~$@Ugh!Vg4St^Umz~po*Yn
zIOGWs_${u5Qs?&G%A+NI;%uU<hv3LupsjHyRIOh$WC398!=ApT%W5U#E7%c#a?r%}
z9OD@o)2&vL0CA9=0(nV|?~aaoc&)fgD%=@+6>B-fnmXPR;@_&r3bSWB61at}XloKB
zjdmKUvX8Q!o)j7dcS?PVM<nkh=ceqM-a2!AG_?YDMVe*VDxcpE9ZYuM(W{KjdRI=m
z-YoiF%SPz%mrF++O-tcsb4bCBZk9u8Qh1HmObYDt=lGlV{rB;kizcKO%lAt^8wX$M
zNO0_QJ{wXV!HpnxO<9o|b4(VxjJowC$1}-Rp1F8qqL#UBOo%?Hm7jn8hV#%AR|w6s
zCjoqmd_|H2&jr-+Qj79tCS`4WTP+%qrK#t0{BsU5p)r$Xl&4!AGnDzghxnAT8LoTV
z?Ji2D6jtRt>-`nWsIa_*8&m=#TMcC_iv(g}Yu4Q^#YmMApF^Q5>mnITi(|Dz0OjxL
zrXIc@^2=mr4d<0{f>57E^>^kUyX>+>A4Gmy$Gnuhefj+*TVXQZ6*_;Nm9Rte1AUyS
z87;(z)OGK)B3JJt?Jacd8b9o~sg9wzP4q0=sxIMxyX<yJ{u_Fh`S4lwQKv30U?6uZ
zAedyycqUoL@f>+miy=v8a_X9!+<QB@VnJf$;%5Af8z2WPVx{o~0LFl7c}#V4(4?-4
z#Lj`v;zkOF%nG+Q8~K!Z!jm2sOF~>y2LiRJbV_E_Ml~Upw_;HT`I8!{XJUcsYJDDy
zgl|XiRiFptUfylbx5rNm$3#T>X}*-QvZj}Qlyzk3A=}akRi|9&)mPo!dGYQ|Mp$9(
z>fmeC=@MOuIM-pbc&H1jpE1r%?37QPpXlN7LW01&57pe4TEK77LDpB3FP-gbG}0Ya
zqDgNUS=yBj_fK!NZfSAFU?t0^5++ke9XX+P4R!9|vX|%a^KcleQb2d@roJwDyCyXd
zNpLpaZ#^0ZBX3LaCaoM!nS7}OVW-ND8VWZMM6GHP3h?lD#3T2Q+L@>=wb0{+NuNo)
z4mLHCUwt#OR5Y(_PIVW`rGHf{10H{y;FEL4oB?&;i^hYQR)-p)<XqQ{n2H9XKG&Ak
z^cHvF3EC&DJ;hQgF7%mpN4uUPBdiUjY6}c5Va@1jE4%5h@t=^cq~ObFt#~qe73h7g
z-f)JPrqKEZG+M0YZUdT-D$Ngd^?d=`IRKuj(Mqdg@)QBkPK4J4EkK6!E~368BR5>e
zj;;!}jdT$*-P0XM(bS`dsm0C9@fC41zfg*Z!fbNTXLmhY@XlN~nIM@?9d2rF#k(iC
ziuwT_1<R5hOL)AySgPa&t)xXeh3Vbq`XK*BTBjza>&~0xju?2N*w!~s_BRF)*4sak
zETyrfpxAF~hi{I}n?FF77s@-Z`O^>ff)Eh%n!@K<q=@<~Ks{5Gxbe$bD!%1+Jsq_T
zDGdJf0~erIm%e!X6DG1g)<&EAZ<$mg|E%`^XC@V82R|=HbF7$lJls1Nxvm}>Ljq#+
zu>*&E0#)kogforc{`0*vZ&9bmKi##0CgrX&Q`S-!u*TjWnBaQXfledc<^s?tr$TA2
zXXSm!^m%yc6Guq1ocO9Thc}V7HLxcS1!%VsE1C}@ah{uW8KRV^ssG7pD`unDg^FOb
zz_Fj)LT%Y6d}~5*+NbM%1A!~~li{5u9_M~LD_U!bFo&kYY*I^SoF(sLN}?d4(G4=S
zY@s*1j?>K?49=nv566pyW16dL)i`zgpRp)5*S!7^)#lu3w=1;|nK}Fo<g3J!{GRsH
z=NXB8y2y_uUDhZ0YQzcE$$Q$9HqmN}5i;36_t@`Y%)`|)J?X+xopOZH=N|HyRtV;0
zY+bz>G+#>$>`9oFOIdTc2dDEcD_bPFSq2AN;npIbTi6zbj~6m)4tYxEZ765<7JMq~
z--~||s_vBscTlvsq-h>ZwGob@G+;OLacF%}0B|K9Bf@#~ciEO@VHikBX21`%h9na9
zx6+q`O_$a65e++g@vH7oz+F^oU{;@sHGAkBIG#D_gsPhNq4&QaKf6DljLf{+I-m5^
z{i%9<KeMduo>W_M7acU$70Yb$aouiT8jigE!v@l>i)dWx_i%cRVH-WV57AGjY+;PF
zi8Q0rt%ILJ4)w3<%GvBr42a!SMo@SYHTKUZtMz@F)|rsTF+SS}*%pv;*j;Z8z21M2
zre>vq&(1p?*?NSq9A(R}oDGoLOM3kQWA3t>KDjH!^;2k$l-+LJeg}QgyedN&htLg&
z`JJl}jR>TVWzPx4G10m{Hm$j%u02D$=CB#nvQ*)%#pcB2+Ao}0Q=E()-7ox=&|{OE
z-a>E=`L+-WM3F{@Nfba*2&-(F8Q$uULFs5sUe!(BLP!%8kr$}GBLDJ>v>37qG_s&(
zt$^|h*qyyS5e^!Ym-nq>lgg^m6wBdO<>NZ*ry*L`IEy2tsgoU{W99L}c(*Ics`eMq
z41JEdJ6xMvTKN-RZljGsuix1#F_cDeXlMRVzPtU-YIk*9DrgI*1&cr2{Jw{d33YR4
zJb{NRAt~*{%eL;lQ_zXJk&jg-*VxfgJ`1Q@&E?KE*VB64SHY@xUxf9l!(4od3>qx!
zcz9AK>~&a->FHzC3i_RClXqjN;nMHH8>vXA3fQBSwgSK+mvB1lNja};cz9->`5_uD
z*q<XxYSny}P<Y8o_^=CHplk^d<qS!S^iUqF!xYtf1FRe$-Vjz;(=+{ftT_V5`fdS%
z0Ora9t&xVM+rY4?i>q3Yi?|XGSY6b<8Zt5j*UULblm_sES}<^(!E3L91+HoGgji+#
zhIR^R-$sc)^1a&ixyLOO4mt<Wx?67tRy`juW1A1$7md<6?;*WQXJRc&pq)ZV66gtb
zF3zNGh@pjtVS0R0zhBCD-yF)paiT(SstmWfvE_2R^QMI4%Hx5EQz9sZ!OC6^mv-lt
z6DE<*C4~g;>+;)ex0Z)jhvj$Z!YNW*?<7BSN!OICXVe$oPRz|){ZP=9I4zs*;H%1d
z@M<!!Bf4w5g^;1GK%?v~*RGChz%$<piSaDgaCOVAfO^%f#}#Ef{8P4&H$hykufk+`
zmqH3v`wEJ6f*#o?W{}IH-v7h|CXiWCc4BcZ5>+h)yr|b*uTXr+hW0s0@_xx}^H8ju
zMwf_CeTf(0V<|l^0aH%L2{k=<pG*ST(h$5K(vYKbp3quveP!aZxExh-;7b9q2lW{+
z(`9+T59)z>mYHK*!(QckP#mcfpAC)Twfix$rHvagp~Z8m!?Ao$MkdqwZ;SBxd-knX
z<s|1jKI1GoDUD^;bF67GluDqBsUm~{+*}0(b<J4G42ug#VV2u=Mzlm9=B0O2<L&Ye
zZTw1S#~5erulbh3ElWhXWKHD^7FCCymOUp`^sLG$)fWDEQlX9=_NLwPfyA4+k@N|9
zjd`B}2!Y<qRN}!<>*f5Y*|%|o4p69^oAdtly_mgoCalMH;Vqf0PHmc3#{r{Q<ApgL
zUq<C@L&{w_dsgc)-oj5iw0;aylm{>!hrHX+aXfvSnjy$&j;jUQ(X)a*Uhu+30_w@p
z6TO(x65xUYm3L4I6mrIx(WoEXSun3nalm?&7DhDb>ODp-cWsE|))gL{#i~NK1=HSn
z51de37??x1FB1PqE{8tSFOyYd3CX0Lk#gNl)7zEY9^x4?GQ8PWGWW6|Lzt_W2w~@|
zQcu4GXW9|uU4aq3d#Bfw?aDv2uzd9B>a#iqGdv6_Xjw$iER1=SMQ>qHAM+M|wJ_E}
zGIndV%}cA$qicZ}fnrThl)_v@MxXB;JAZg2f%Os3yKF^|jK>zC{)P*bF8}m=CGHs2
z7-2SmEBsP}igR~{KUk6aY`u>C=|XMC!sB481u(vjj7SKdN@-9<ukL|6GJcED2s!JS
zl(s|4CDG;kB_d;T9YU5BzGNMy(iLHgLbPG1_)Jwq$G|wX=-zO+H}^CcdgC|HfVjIe
zFKX(xpjoIRYCn>hLH816-qn+?#<k-BXDwlV!JM@{9CdCOPrGFiW*41Q-)?m|=r~t^
zdSRMParZDMdXIM{nB!KBf&aq+G&q3GyCuGgk(@64I!ny?Ig<3Gk#g4bS?4i&)od`5
zqoitxZfKLzniTe>nj(OdXmpJSY_oewE2^il8|9E@AqJIsULJx&MSkO%%ar`&g!~f0
zPz?ffkGTs;4G$Bz&ox6nM!mU10io?`PMNkGd<w&hu+E%SE?3!<4Yx=)po4;!E(4Go
z9qki!+T8@CIN*ie*wg>QoHJ5rRKGhqa@0o`E=7{h#<x&e6i{6jmL0TRP<YokM5Q|F
zjc$pL9DU^tZ@?klnM-}{CH5QWol45BS`W5>Pq1jp0^2KFDoA>LZGE^XU1{>2P+hTj
zv8dyGdoQ{TFur$d`f;?jA$}bW)^8x((i}&?a@}$Z^z3zl^R`33)+PyV#yvz(nVU<?
zZy=(!3}#mkEki2-yvf@MJ`!Mn;z-XGBKe`*JZr@8sVbdeyL4tMm6sQ2Q0U(H?d<Kv
z+6hWY2S1CBHU?ve_U@_Fy)b%O=ocdG7E6ak1#0T6UF6u>IxONrI@j(A^Vh(D8NT%x
z$cPP5MtyoUt<n84dm9=yg%s_hc|v#fw+QVQOl$Y0IBxYr_lh1P>>VJPZVhcST<3fr
zo07mB@{Lxm(3XAIpcW-;u~#`EvQ!>Xy$<fet=eHEcit{AGqTRG-{`}Vfpn_7xfG1A
zjvY0hJ`2_asTupKaM#RYuWRW9BEJloVcEq~dgZe79Gso$$_(Bupwl#tG_}ol`XYQq
zPtE^{NcQF{wr$L{(3H5fQ6<3q%QSG~py99|xn&U^7YCSN3&F>hDvpIRkgGU+xG|yX
zDS)SMA^y!gwu>Kz_NyamCdN+v_Ua-ct#y}bqEBRx+R2-Pj8{mwVGY5KVfr$o*%2Dj
zmz#`adCw4sIVhge3t_UYr?Cm{FE*DWFd?ztM8S{*!dl;y_837|Kui?BZc$JgcoEh0
z6+H?p(=W&_zw)#G?wbM>+&@L(0Q`o3RLcYFW6zU;h)@i#uSB9J#n2(}#|DH?QNvf_
z+K~rCz!uwI<7{ByU%V)QC-WSLdinv?2e3j?>pzj$0Q5GyC?4<<{zPhL=lq50><>0t
z-Dkf*gx<k!3Pz+fG{?sv7%gi*0VAye;cFDB6JJ3*bF*z+kQ13?#9{9(G(SEg4mJ|U
zUfDc^IF$Q=vyXtCggS<WQ59POeW8L@gh`QYWj=G@HB62>4mC41*!aQjhjAZTs_Df^
zF2~%dM4Ai7Jqdk&gTFv~0k0zebI&uzm)hMm8cYU>y;O7~>LOOyj`~LQ&eISchm^9Y
zj>pQ*O>4@jLAD(v9o@V{9x|glT$W7^rgu8#2sTvYWfleSVhyfGbGE6ZVOX-Y;W{PI
zZmz;7V~FKMsaqqiiap&8Ua(q0i|wKgw~Qh^JXPwm$HP^i6Swa_3K*zAvyDB^cAgs@
zlZ1)s%NqD@^%w`5eT*2ZeD4s|M$*(PBo)vDCF|YlOFi{{9o$csO&#Yr2F%N4a6^rX
z#%>Jqv@V2OAsa+Xe_4|5;fi#D>xKr@Dsf_Mfx}(mtwq>uuoL$5T~>aR&`I%Q=R*7i
zOIiwpgM(BY9Or}dI99*;a63ps*>iwIM<J&?#4&8pE2a?ZDbgtv9sPl#G?rWEyLHTz
z%-urCAaSUPXwai6{O1AOukhPg?HTN7wX5_{_Nwx!@yje(ImN~nsuFt4)0^@2V?*YI
zUlKGCB^kOs2>a-v4GaHRWN5vNl^oAeO4e08LO*OhwEj8daXKimARNDrO~*8~fX|3I
zITsEoax=vLTyc3ml$QH)MQfP*<v6sGa%3iy_tc@yp5#j`V%8&3Cki{>`j9;N;lcFO
z<HxNlv^l5hVws*|(9+k$XmL~oki%D14FXUmx5Y9V!YQNX71R5zzk#lHVkEGB$a(N_
z87yR(H0JcS0PvP?Rb+6DPw?QT@4ZJjZ%GIpS1wMxY`Syl+zzfJLPDs@epNjS@lV`o
zLjScpE%jpgn=HqAhkv-ZhbLk9GpRrtdr!#w)(WBQM2?|QZ&fBn6ceao`~d$WUc+8>
zx+)e0y1@aM1YdeAHZk;=IA`rDnlJ`!nYxi?@Tx;n$YZ+@4qspK$Zd1L>|PEFkicu$
z!WoHi4cSwfu&tj{lR(*!eX^N$h-ai)o%kTG62I<Tj<vUE`qNOSw}pSbg9Kl%&?Dw(
z?J2?1H7>B1`SE==7ruCfdJC!!N-y&V4qb=Y-4)o;+MkYwF(VP(_KZ*$Wj%S5m_Qn=
zAVQQ5fx#Z)8+RuxDxCG#XKfF-t!kw`7vbpO&+kLA9%CiQ;44<K?04DSJs~N{wJORg
z4}T=KSDaVbA<vMv{8C3*`lO$pD``H+-Zd4+B+1_)tOJ#|_rY4K&eQ;_Dq6xY4vR6W
z&}bak5$a;aD1aI=Hez$jUp8b6y>EV>tZ~(0qBxtp=7az2SbR(wtF;KAkAYm$E;#-L
z8K3MFa1CF09t~Ws{jgA4ARv2~6#zS~D!$fY_Q>?*o0(|^fcH+5Y&M9+Y0(<`uK#n!
zKJCQ#3dxr;m;?~?NUyQG4Jp)YvvQA)dznj4P00^t8m<ViN|iG1R3$;F;zBqbr&FE{
zM3PRlhnW_dhdpzr+oM2CY7@c_Jj93E-&Qyk>sETpGa=Evt<}#;Un5q{@bDJr<^5TD
z>6CRFF}p4qVJtDf1H#V&92@Y&%9|-Ty;h8)!DLf>yk8>2rYg7vQlD*jQx`+G!pacZ
z34A!bw~9-P0#A7oJS!}q_vC|)J(gKgy_icnx+UC`z9i7^cF1_98jH;*^RrzouY5&6
zi4{u^?(yRoDmQ=dB|cH)p45;E^DUc)>?#M`ZF&gS0qgCh%21t_FBFv_y6JmFlTjx_
zDeed9@pJYZp1ix8TF=X63A2DLMLzGHJ3xtsG&Hr>j!GuA(_bnYx|GXl34~I`QY?~Y
zc4G(@x^hauuJmrzxB&)1O@aw9e@n!?gb&3Vsv{|A8rKrkZ5`v14@am{_hoHXp_%69
z2h5JGS85*K7f@%+@w_)sw4*n7o`r5)ElOA;=6$K=x%-e6X?iT4wE~*?wbfS{gmG44
z`R7P!4BEt*^0M&m31$t|F<z*}_H)=1V<yp+nXptmVJt$CmBSr$v-(?B(8xGo$-;W;
zf%g7;ULis=Oa^nUBb6tyxVBOqm4yey6#o4MchDWeJ%;QqmBj@VzO^XUepvFb7L-mM
zoJZCX$hGCXJ+^Ql^Q`<q+W48I&i;v7AG%i^<CW>qLrSJ-5XKk5`{A>Tnq)hHo1Wr?
zj9wH)%RKWXM?RJY`|!h55GL=JS157$W@OG~Pg&V+-FuX7;p1%xhcW_+R*VRqi>#|5
z#fgc%<p4iLI3rIen4dx<H)}0EQ7&y#vt{{FdW3tGq=6tq+8Cf|{0mn!nPe|CLS{uk
zeXfqaEzx6g{VLmQ$sVRqc7$c-WTIT{VGinI1O<YB)RWxRvoq21p0{+YUC2WJhQ6x>
z|Ff)Ivm>Z&MhS0|8qt1HE5zT0UnxO(ApPD1&c|l{oFhs(kZT*^aqyzEG+{nt6PiJY
zIhv8rwa6iWg-3>w<03u**un(Zn)f0Q5I~x@fdEq;a5yLpkeFXYTYmM+1I)HuCIA@w
zYj~gxCol?@zP<ow{}L{^CVXM?yFUxKYW2CHLy%we52*O1Z!`e^XWB>SSM5VdTt1ah
zNg5yozlc|01meU2-Kz5PZ9wh%seS=9LjTYU4nVQ5)8SUp42l!t%>#D<M)2R!=$SyB
zFfyQ6{)A9{$_I`CCH~<G;wUG7ciis&A=?S24j3w?Dy}sGUZMpA88AywGF#}Q+yk%&
z`B#C#?gs;qmJe`pVE|T)`~f%d`-X=|YXRIhaTm}k=c`I%A&-@wg1pzd`ZEbrjY5e1
zu^8IEp*jFy6(J7elYfQNcn`3#UW}Ol>Pht?I}q@@Sp13r9-kk&Bs-AV?<M$Al0W@R
z02TP{1%1Gi0Tn(g%i~v*Pe1}A#&m(9PT74Fv$PN&GX9v6Co+C72%0u69xD?hf?&Ua
zUN)c?a5vp~mzJkJJ@-)pov7jTaNj#OQ*RaeL337Q_i@l=3Ipi$89Ij!I1EW;F2qst
zEai6iDt`1c5}LEc0+6SvxRcP`-Ma<z<VS&f=<F*?aT20LpA7I6<`_^)V;4Bu-Le2Z
z`Yz)I6hsdfh($pINEA?iv@Gxs2=(tD3nKg$wDJq?<WEX;VSUVb3g5s^3DmY9*!^Mb
zpDWR4e^8=}2S+YcjDH!eLi4Y!)(H!^Lc>pnQYH?&A4<^$wyEeQ8kv65pBHzB!M)~L
zv+r+W0(jZka|;(>UwX`gGY>$#<bXBZ=+>Y>cEq4w1296JHG>bX+MEGp8w0o&k6$#b
zoHy(o17Z+i?H{{`#S8^(vihz7m}C+OpvJy3;Cjuood9uqXTYLhEPXO{S->v@FeAg&
zX8^Vt$Ps`%19BAp!%Ii2d<ryab--S$zh>~qHw3Hko^&!4=>v1*A2RskJAW7I+~WW7
zn!-C=gIobG-E=^Ds6hb1yb><A4}^5=Aj_;>9mD}0DR9Znip}3<qx$iPd|q_%PzfXl
z7&9d<V5gEYYnf$(^zqU&F#8T+@ANbD7a#!RO(MKC7Fn3~UN)@HJ!G}MDHUM1oC5?g
z*2^CVX@N8WlFL;8A)wo#R9*ZC7Xt~FJV&H&lHnte0AaD@n4*2s7SZ6hX9t028P3rC
z0iabn5~*|;OOgFR+)>|P0K9Slp6wR;CGBSzjD3T;H^#ZBPY~3{dlAKE!uzMfJImCX
zqW{gDcK>-!=l@$d0pSTief{!H|IM8I|5STFzv<t|DRv3q<trPY6c(jL3ImOmsZEI~
z?>&A|xf-I~mVoo-dt88eLn&9xC9$K<-E`D1IRfW2R5r#ycual@(KYUyY1#V+5hv#n
z$kX)xA>oxH;j{HzRS{8fg`+T9B>3XFoHL0ipruOy`BU+DibkmN8_4YYlM$un092Ox
z{7|y|?^pg$YwS@Y<OeFV%tS-ZXs@!YQj>!1ro1h)l-hL{1O5<(+zS;Al+`eutt3L~
z-u}w4P=h=9{DT~J=+%}?&rulmJT5S<WJDi7R;wNk?gQeAcZm+=nHW<;Tod^e`PrM4
z@8N<xudWZ44>wU~azO|6uL)si!V^?>5gw+XkJ|W)zkyteiy+pUg)Dbduq#ve6zB5s
z%r4d4<_&jiH!lS}iF2VqiJ5q-41m*%6be92C5U^l$GehD=0ikIIN9b))XfP<BAbxk
zK&#~R=X>Dh`no~z5=J(l9F>AkujC(~z#srkD-mG!=218Uq(9(-d{!L@+4?NJ6N4l=
zdPey76aRUAyoPHp)B=;o_d4~cXcER-7or-vn?7P-mhzDON|9RI9nh8tC=+n-0D3Oy
z&r6R#>1=)3^B9OYR&pfJ%&Wo7>+UDUf4cD3-BoNGh(E_Ps<XWB7AwR`a)&zU(6{ZJ
zT)hk40K!(ZKqr!06_POy_s<brUgbN&uzlc&8`z&#?r5^;<m4?9NhUPu1dLIf;Mo?%
zL6PfT<r_$E6JW3oj3}Q5_kWr_-W}mmM4Pp$24=c94LkGcTNV2IUsJ&)M7cj{-LUe-
z<_vCjW(7qcdV$#uz@h$~_<vR{<dY>s>qdh26M?1}(fLt{k8P}LruqR*K@OMNs)oWV
z3#eubGKNbw<<o%vanUe?N0SZT+AuH#^!7))0PXyv3E!pp-1*rs)W5f3j#(;Z{qM~#
zIcW`W)?c*ZUy?66IlT}OpV07FTg=toHIeJ*zb771uKQg+P;&+L`!1vH;*pbfP%>Ns
zUkJ{~xAJ{Yz&~nG8a0bwsf)A`bgFpS*UeS_@~0K#1R2@(As(4WfKWhZF4x=FEQbu%
zcdz#aP~1>ZN*sfw6l87iZ%nW8G?<iIzm&KPGWz;yKqTaabpFVlWIB=^BPVk`BZrP!
z3#f*KZ{qo_8ooYTO)iYl<1{xJLEzS%iyAvFDAH>W7vw!1Km%am7jm8Z2f4<iC0UHn
zlFJ?znkhvQ{=IU35pmIh>y7jW=~df;9%LZMKgcmv$Y*GA#2APP_-|JK*B<&WTX*(*
zx1+YM`QAgnwXO@$sh<FyT5_@wXx(+2vrV8M`#>(F<nY^Q07wZ?J@vh!;@Bee7v(&c
z0|K2dgz)>Tib~(x`+JRF$Q{tGpK};eF_DwsGcfr&PW-(5<7Ggq8ZNShTVVY|k?;!v
zYVKQMj)1D2{hs@uE`KW&7*|vrq;N4}eHF)lQNpi+_tygcq2T{NO89l~{Jpv^iqddV
zl(XN3?4lO`gA(qJ5Gwv6d>_Ac!LN-(sEqpgH<0P%n`PMDybrx}K3cgb!MqRhS9SKc
znODGoc}v1e8(DYbH_*ePG;^Q%;ly7#J1i-@7)KOQIiM+Wwt50^!z|b4(Ipjak6j^Y
z6(^y<x=XKn;xST$wLtKoR^;_jPv)Gutn}xK{yrPskd90P=#(DqZuy%9FTpJ*5@Hbv
zqRuXbOwW$R*#P&17ug=KX)Rw}lD@{!DY_#<<?vk@k&x75k_8{G0g)LsT>2*{YXC_-
zuuGdC)1lHIbdZq?YtMiBLs|Gkga@16;4cv#i$s=&$&vuLoJs2&AL2Fjk;A=?KVA3{
zV)T<1VP1$0-06FP(YbL7b@|hL$@CRN_-md1PahxP2k_&)Ewa49zFzW%Cj4G+=@t!0
zL2Li?0AQfQK;D_~MfJBvK#t`=mSO7iVPTWzJ%$`FlDK*q>Ac^(w|NQ1-#mE5?ByU5
z+mj6h6=L#DwmY0cQ`VU}R3KrWC=S;xKhuWjKA4kwr2<mm+8jg|*y@goX!has<eRg>
zcLlc)z=PVtPhw3NR69H7XNuO85D#E+ox=;|(S2Ke<I=J75zDGbHc>mLRJiw1&nF&C
zYt?QXAA63(ePPTA-5J;Tc4lsyQc_Vhh51z6{349<pvCb6kNJ8wb|U8XW%`Jr>bFH0
zYp4s|Yq!veU#yty*l7tpaBY}3UM;pedO0S{b((}#<rD=Q#awkjw1LFmPk0LK%4f5_
zKiY9}+=^Ga*_^w|uZmCLYSVl~T<*>G!B6_&jko5_YXtk(eS6)GBS<R3xCNI=_Fq3e
zBIO3~!~l=*fbPn2)k_>8hSd!9!|-7PPDP9CMvi0d4f$(Pbm))cc@Nv%>SN}oIXh-J
zG!EWsvK$;JKE*jJhiOf)_cxwD$^m8cb^=}<m4-{!%Gh-V4ET<Ns3hL^B;*-TO%~XK
z61mS-KbRk1i+gZ8;R~-&2a)eWQ4qg(T;bY{awCZ$n<cEPB~!fp`rYZHLX5MYEtEyw
z=4);zYxrST2py~m-LgP3)D3PGmX-lN2TzH$%0j#0M9^wkKRTSg393J#mCniX?lJLv
zKPttS9PxPoJ3QG+Y%CF#j*}+)(uKe`MWoPlk+OBjwJOaG`(f1G(M=&Go$LUFxYvBL
z7Oq6s{c2;55*qg7RD8MW8n~T}9nUMf?0y_OYo!N#ee)ez?jd{32j$_&r=|8s^Ys#f
zZ63N|voC}gx62b-H8-@S_i4raL=NxNT51jJOO4%qPiNJSy2ZL7LU^II{%`({E-<>k
zjA)iCHh;WehBETgIQ-2>{K9k%;C^B+bfs`73;Z%fo})#&AWhJI#R<(@;{A{@7s@`g
zHNr3Ax@<1o3G?xd=vh95xGVVca(SIbR#?=?Tp&qN9myqjakuOU@9S&zjJR$luWY>e
zx<fJX>p(6OfM+F`3Iedk1IC)wTScRS{1~OhWfjIT6pW-tG$`u-D9G=>yaoV`g#bpn
zy6+5RdH^Hc&M!#g_!j;@#f|<oko3_HqxX-0qUMXe+@daRoF5{~rlI&S3&uOUl-=Uw
zoo!I85b2#Y5o$W)NI^4-(T^GHy53Dr9p@Z2yQypZQGCdLK<{Z_MG~SYhg6)$<bnr;
zHjs!4xY94jikD@WW{>0nM2g5+(b?WCuo3t#Cn7`)`QXp|3FoNW4Ld#H0P0_kK`Lnl
zzk!~v>mT5M&j$SK$=`Xx|E}8$f%?}nL@NMhI%M-xX0n9ZSIz`uUla6x(&pB2B%eL0
z@J+0UCK0?NkQVpkse~i-e2U@^OWJ%(xu|6z#|rAJ0(fjsQ^4556UNUCok3n3!LWvi
z?OJ^<#SEi~<|*Vl5lM%&oyLu7=XZjeA36-3l_qIUSo_x$e*-<UppDqv_$u-ulq)al
z8443JDXDcnAP0(tokU3W`^sY$zyVwgOOS`V8*QE~OVM&K7!l0f!XKROLOvhsA1^mF
zM{FiPqCUZxhMXAz-$`cLdaSO;sA~-`9l}JtiqDIYT9~N+axB_Y44`d^+2lMy&3F*F
zJ$>q2NPfnw4A2mHLC;TYcGJ)3f1adbQ{5a{9CMnid&oP(mGZEOWbdAXcF`g)^?Z%1
z#zfbbH_@Uz5(9)W5n5jwJ~*+RVoZZ);{hiOP_CaRpe+P83{_#kQMTZQ+VIR?pEHXp
z$GLf8cEod5r!zUp7Bah%t6qnmR~M;9+b%jW&3^XxbVM`Ojgf}mzRyR{#3tAqZ;a?}
znF4N&ZqCVP9^Cfg!<}F?t$=n2)td~~%($d_g9wXldJ=&Uz*_#n>3aY8-FD%%R~KW2
z7GM{B{p}l5aUtaJcxoccY{iO-Xf&pD<46S%-pDM5t6xV;byM{S*I|9dvk4;u{QdVp
zt;!;Of7Eb+l+*CH!3X5tfneFeGQR|TR7(-=W{7ju=K%U)qNUT6cRcyI3SPFN@g`H_
zKy@nVfj@5dfxngF=jiqKi1qhu@NEYCe{5uS@85()E$C{#Jn`-XOp%TGtBEH&bC=^r
zi-Nf&D$5dYTdHE|Vl8bS7o`THrj(-4@R1TK^8W)$32GSt;Ms1@v&g$Kkt`14x(mww
zv)=V@p1XE*%>HE7gqC`G{bbgxQyw=}`f~vOUqkYxzC#aw(lI2iez-eEN)@}#aH(RP
z^&>J9%%opD0j%rM5P5BcDEgZ`4f{>POhPS|z-DvT_wor9FN43|&pE>_LhLGZzgH3=
zLVmxW{{8t9agh4=+Yx^!_kUh@Jj59WjgUC>_Rl`(w`qroj6y(#ELK66h!8*{7J^5z
zm(>_j0id~Id7o$8*J}<-^gphZ0bA=ao+urW>z~X);xy8Hn9l>DNLTu0$#E<2N{F{A
zkXq3Zx!!K}#g&GY5ajnOU!SKoym%k;L>1W1r{UrSKW`PUZ|{H4^V|Ke=`Z{>eZL>+
z|L3XwgVO$;+P~2X{~PsoD|~`Pqtq@h21>aul8VQBu^smRv;hc6Pr!I_<>&HmV?yZH
z#i3Eba}0(5dXW6*v_SugGU)Gn|FqtyIAF&=>0<yRCN=nXZW#`>a@6d9D;D_DH`LtE
zsq4RS4uamsf4TD%wzyhgu`sGw{1$_fbF8{$=;IT$5-*jt9s!fhOOKx-##3=o4znF8
z$a*WsO3wtvSxl>>Rvf2FV!{P2sdg4H0t>9``|o6;UbU67Yf8n-uE&=_S-g|?*@Cz_
zE^kV+FXquSDW16Eh^JEenmXiJL%km+Parm}!GaHu8Kod|wEjyZDd+3H^ecR4lkLoz
zrS;_v<+87&hs<=I>Eel|VpHO>aYKYkp4sHIWp@c!+ObWArYLwb0erp;C>UU^r%(b>
zs*?;2C~prB-}^JjRrB}+8%x0v^LsS*nN=MHZormKq~_{JJmp7PFO;n+!;+YtaX3Y&
z>Pd|GmQEd%+2qT5SAqQ`%fu+lG7nfe7JJl43quK@T%dKav4mSC+z=wO>YJazUN|-p
zhtJ2kP|8k++*d*xhdhnnSzdejd}rQVL8=8Oab$#>T<+e~l%7mUEB{9d6cOV6HX`2~
zc)#fIE%mAq8s&9T#mX*>clquLFC7cavDc0V6)JX^c<e;Tg6Nd`++jLjvKJ%p*VL)R
z+tV=;@km`li^j@Ir`0;tDzsmbzewSn#xp}r8bhe^yjis3l#tq|oRWAr6XeWXEL65U
z!{PL5q22EjT<N(qeJc4zP95BLzJ?j{u{_gSpO@FJ4dnDNbQG6UWBBm3zy@~Cis(qX
zDUrQ-dPQ(%Tyt7zyx?UJ?_nn?7um8YJZL`OBL;J1j)j+wx3S<{Soz~9Yd~9At3&H-
zYtSv9yQV{tus$Z{SFa0hnitY(EGWgB@LsA4uBU~YkRsA^8>bd;wlkn4Mue=C!VXjX
za?h&L@DxTCs*$2|>d`vu@mdw_l=nQyGg3I8r#qU`c#f_Q^-?hCNnXjj*LswS=^nCp
zSVYvH1s|3kRAyI(9mS+T7=?#2tKh-&`I?{fClvWG(DFmoiQaE$d6&TyTAqySO7aH>
z%JA6jk%2Z5stdAP<VwR<TdaD|s%$@86<VFbI4ms1foWC;=4Na3<ERfyM9bJ+bqIx6
z#3+tFKZp%0x+C?Xpu~m3S|}F9)wGUbO=l)^(F#?@pn@!vyc4Yu7Kv-NMuvP-(Dudr
zI7%KvF)T?DJ(;lUSvX0eGzAlzn&4#zD3!qO=tm+ey^&&G8Yu?U^cAl4mFEKHsq5<I
zmR4Y#n5sr`!x&v6(9MjletALjJ8?IIGvfTxLO)XZsI#)Q>f^LH9XaHRCCx=HUh?6u
zKR17HkT<4&lo<A*-;`hOy5mzmB1v_aP(&KL?AhwOsKAGu28kf(mTbSpN@)?98ULpl
zxl9D^O<v4OlWIKBf)8pxr5R~Q=2MHAJ40L?Km-o<s-eT6X0e>9CPHL)dhMnY1Cb9s
z&SDwJi9#6(^c_K?_A`b1W5XHojZdqSLZ2K=%MYvi^gp}TbJZv_cIl}TA&PS(>@cU$
z+PJLTZP}nCwTEN%vbbT6wuM^0gC&zJ!D_cX!zHM-`%r{?<0!)L-D>oSOTuo(>=esA
zCOPUhcb@V|7Mpj`@-?VW2heAQN+G#<$H!w6PWe;QG9}FrxA8fw&N^7UzoB)Ejs-i7
zUEJk%sZ?B8l0Cb*hZ<GHLNB?lSN#1FX|`ij2W`{rOkfNkJ$R3+-mXO)#u&Jv=xd^1
z8_+H;o#9&ZXl#i<WBqCuU~r8$3^YTvN%{>W!+)GtaT=GB@Z6fMkk*d_0l;ul{1>PL
z=^;J3@|Wor?d<$TC=D`m=HvO&HEC^ETW<Q!jl_bKMEKTzfz|$-OO+p%)c=Y9KP-Df
z)juLUe=d94l*c9ijTv34`M)t&{AJ#$tsX|o#sc2BwuS?;!)vz8Jq7p(eW0>8UV&G+
zT8$AhLxtQ$!KbQWwY~UnpQG|eUm>r{uPlW-%ujj=Z+;n&*{pP<MvIwRiqKj?NcOkO
zQB&`4Vju<e5_=lLUjr^cr8y3^Aa9y=Z&GQ^&3bcM9EVVp;r+ZBrojU4hS2hI=w~zU
ze(G*K&atAkIsEY9UCtwO@R648<Hg0e9FqRe#z+$%{#Ok_NQ$bDXAj126|$3xVC=Wq
zCW2~rZ?vKfJWXC6W^*gYk)G_s&^i)pj+PgcbE6M7jnIWxq<1{^oGrO(!gP-?FcrI=
zZgBw_00c^|60M!*_tffbJcG%K)Fi!lQKHxZwQ{%b4sb}}NE*OMn3jk^nC>lIfz{<P
zGwQ6wsMa&Cx<88xdo`)iMBovNqsETe6B2iKt`<ImbB!6zmoU=9&tj!*#_^nYg`_It
zH;@=1%ICEd>Y?|>;g*)<j*)D5B|c#OF^q}=aWj>P)}CV-*b_&JeQDpA1vy2t8LFB(
zN+rD6LOkXUfon*rQN0x{828FsH@cwb%1;BR#iI1`7i&n_YHxa>S;#(T^WDU?hv0KH
z;BI)6_&zNSD@;|Q$df0x-Du-N#|TT?Ep^7uHM@~-l_S!a*M4P+bJ$nQ`}P<e)EjSd
zR<3oAW*?8k-(R;i1!s54O!xgQkP}PCrK*OPW92{$Io?u)0>SxPxaY@6S1uH4KX0nf
zlw@OP01WJLRs3z{FBCqNa|TehMK3DwWq4MfK7P-U(@0auBLN?c020c4Xe}?wZvC6t
zb7CRkxm%TNudwh+=BEyC0OQtblL&eB{gyDYu~u@pT<=oP*-Gs8gPKJ_=7in4d{>2q
z&{N#f!m<0<b*jO<i}XYrZ@sN~xxd_i+;88&z#s_@#6K%VNq`B<c<C?j1U;kd5uvMi
z@cJ6w{nL=0(pi*MGOw3qJRFZTJcmBL8&5$*=~TQ5rY1f>Nh$AuSRJm7>xnKBqAY3^
zy!GUVEx$Or#yh+-X&6Lr5&bZn-z8t4xK@<6p?LS;2KuzMlv^g+ZZ>Th=K|${`*9eT
z)vd;pJy9Arzx@hJR79?Thoz+@j9jW_WRWfV-h1m!b_}}1RP0lyik2SM+g2$WnfB?Q
zTy)A6^z3wyzPVa(n*|nUe!;1jHT5?WFQN&fK^uC>`2GlP0Y)x0j(hBvrHqGCQpk3f
z!=~7lL@Apiji<)>j#BZ++bV9<v%^M&NXnDbhv%?w_uQn3wC9N0W-cxT(DfU#H=nZ@
zdvjEcTt8W;%(<J;0wK9ed=M9Y%B8Vn7|<u(ZV5$Y&Z{n_IWRCo?YQ1DMnws4Ft#xW
zr;R4E$2P@qv9TC}9Ug8s09!0#jz4HF*w>LN@aqZn;TVDx7}j%|BUa8yB?N_xRStW6
z-+7w)E7#zZR}ipREZJVsQN%FLLOj?#3`lG`x*fCJWDYVB4kl_`ry?2l6ofg5Ap61=
zrA?M)pPHJl>GfWJAH|#>_@vWDYagE|Qiv69<q*H`3$P~1fgUVGAVO0pfS6_g$0SAw
zP{c;{+zrU=Kz$xn1X4S0%0V(Dxkj`EArtY>aa0>#!TFtEwS$MDCuE?K`G_DgxvV#6
ziGJth>yPku=zB*@DNfb7^UMd~Hx}-`y%XC@S(s+WqIn|9f`M8=w4o-vhhIh+Dvbzm
zYiMmaAw%3x33NmVxr5#=SS^pXzsoS=+2_Lc;FBhm=bcc{Z!XuKZwSg9tnVE2DN#7A
zwVn<KbWzR)9)I&(bEVlXSJu1FU-uAJk<ycNaCfbx@W8T)vd{hcAIUYkfi0sx+w))I
zZ3Ah+jkC4JEfWi)j|RGKhb}97`8%UOI4sgC6mFa$g0z%Bkp<s}<mfiMc>rtL<}GXv
z<a`N#4-KAs6ZXb-#^NM^e{+TV&D=RgGg)?^fz)E4CKdZ_*0A}SJqgQ!?Q}m^D)Ioe
zaM99yN4}!_(E1xq_-}LI-rI6Q+Z<I&3f&!3F>P1y-mpBcy*{7+(Y*H2%TMnn1?Hmk
zp3HR}2s*ECXv5@=Hr~*EvaOdAJy=p#&0McYVTXI<OiWWA$2a*`3VT?Co73UuS*|Xc
zyPvL3Y0>J7r1AMb<q)b&mCz5fLeSoMbF_60W>t2@)_6};cl;D<<3Rt$15X}Zqs2S(
zGy+sBNnobWHkaXc>JDqLyzq>Y#`h2sbG3+F<ldyz_$|>|H%VI>R1t~>KLIKMMg3N9
zn*H0HC1z>P-M%Asy28P=sPkuGWM4#0m!t_<x(6bY(LJy#b{CZ^>UW=oG)usZ3966L
zuqL6MWJEw*NESZiY-s=kV|N27tuuSrajF&s;O|ce?*PD90C{r2l)gLt7=oQ4PHIdH
zLNN6=oxKhUD%?Dd5Mu6n105h<@Zs;j0q)Gr1w#S6)aso|+#9+!_y{V?&UO<5<j#h#
zZbjHm!6t$}hji%*8L?{Dx)g5_SAs(H@mwH$^mSvvQBIct7U)%D*StB)TUFTQxyq5d
zB=MTQ2I&H};^K=>=BIh2xFI+*C+fwW*y6+wKODA$00ItSiQT@s`7`sykHHyO#NyMP
zwBh2`J##y_qQocf(^T~Aw|p2-A+R`r&7-Ip`|W$gp7uNX^Y@`+ranT{pQp^qPveW_
zmiBPcI8GG3aBVyv`i<cSCWflLy<FcmS-RvkKU6M2h=I7J<&7@vB0}W_!w@asjav?S
zS?Xi8Bwb!jk0nC7gtdWqw!l{kzRY@ndjCE_TG6Nv>A5BI;=RSDjfj&~aGVM}=J`tF
zglc#0Ghag!)Zyh+Y#|)Dli_(BadrXojKzKIdNF2e(5V4b!E~<f`s0znO!MbP$>_G(
zsC)U|q$5^kHu#^XwWW&4C3rEi$I5hF9&UuEhJbb(uC5=|)59aj_{%o5*NERVqRscC
znGy}p0ML)R;l#nGfw$DLZxvoS?qjBIDJOeOef7|bQ=>wk$7L2Xa?Sv+16Cvnc*^Ko
ziu#Y-!Lt%RypR{}Q#(TM(q$hgT(0q6Q0u3O+1S!62<H`KCYK&Okh}Lq)R2%sUg$J^
zDdO=M6znd-uqG?TXm-Iu{GXzb{->TtS)`^G{%KOs>;J{xut+3pNGbd$?9yMrOtk-#
z#wdbnbxQmf+v)I^$eWz4RulKqIFhGA)t^aWPz+#D=E9ZNfkE7v|G=TO{0Mesf-@;5
zX-Qpo{4jfq&^QFmE*^QUI%t6<h1PswkBnZ#|A8+r;B1_)waQv2gS2g!aZP@-bUHHY
z?#865vz+L>RNJBKrv`^wF$N=wK1$pV;O$dz2Zih7dOobw|4?6MT|$NPs*;0f$W^R~
zc!u<vjzF)S7u)IQ*DHw|<*+ssTXWw}uKmqdT??CTu^3go*bda+PF%X)EF@&<RP5zE
z+ocfOjcv`mmUw97b2>D)5J_b@-yb-%s>h_Oq4&Pz#Dd!G_N$c`UHVW@t`x>W+;@?Z
z_de9xpI)_R&YXl25@HA)H12!Rw&>mWI~|zaVD}3D+<qw6SRHa;*CCduDw4{uDrhz-
z9csxCM@ed*?T2rtXP$@PX(%7f81dxDdBu3!s-OHCAtbd(4tvBje58`=%3jv4O*psM
z(mMZ?(nJcyLk(i0hWD<d*}D&2!E#lTCC=|-fF%#pmdujB!~`fkV?r=6>Y3TH=3KC`
z(St~iD4mti+S@L`TA9bvZSkenr)c&VJ{oobb>oVt5FMvfbcz^%olxZU>bDC-6)$U7
z18SwzyZNT<D+^n!?g}!X`oJ3e%J2y+#uBsMx|b)Y4aTY&xtj{+)4(kkC_m|&cv(-=
zu0A9GcmmDaTAWF+Aw+3|KWJ2&A$zlv6+5-Aj9Tx!gd{3i(8nEzr_1uF_rwW1hNqsX
z%}gkB9;D*a2Q{Ve4i0agdRO4Yzq$D+GgxV&^neY;!e1@o2@L)Hv2we^HCoE_{h~*c
zF})0gjb8+G=Qh}gCenJ&YF-DMW$C3tZ`#Z&P_K2e8jNi%1x4b#4OY_2Q`z^In2{7v
z#CUDifX`jSMl4z|yPoT+B!P(5E)w0+1&4StKU*je?ySQ3z{b(p;D+mX*`5*W=^n8C
zFOz?>(1Rgk;xYFnPO&7$*Ci8-j=zC|$o5<t<e+7&dJp2uV?2YS?b#(TR`d!&L}Gmw
z1@!018wf0_Ri|rV66Il4{wt8z)N5)2cJr?w*R{sQExDA)Eu%O|IsG_>LpC_1E3ykf
zVpar!LnOgnkFcbUh`Qkw&FXqL#~kxJ>BFuKiM!w@CGprYmrVAVXQK*@psWZJ?ywYc
z^=~RwTge-~wptM8pwFfbFgE9}X!Rh!l8S6XXGmCnLeNE>Z01@aH_FvOsSQt@=-G<T
zCrg)1k>Kn^toI-^N<&zKvvf;a^4#P)7DHSvK?4wAp7a7rYK@ZU4#oC|ouJM_WNo_W
z$B|myMYCFI2h$^FjqA@14!s?E-RtgfVzg<o&Qzqo)n@J}P2zQml4lpUjfSf)TyDM7
zE@wT}Jj*O|-@0S0&LDKiU}fSp#mb9XMyvT`LXCX4!jpSd$Xk}L$Lh&v?iAh0o=<)>
z-hcDcOKB`H(?PBBbIJ$G1k1{<k{w#F_iPTw-&F{(zbrN(npsVut{5!k8j36}VIsPH
z!kPl?m}6|kpat5;ZU{<jkIU_GnfH3Kx!XCJf+^kZ<&&pX5m;;Ik*QOL{D`BN@%&R1
z@ns+My5~iF+{uNslz1oV@$AA#KXc!91T{)60T!&2f;#ibsL=n{-jzo+m0od1YN@hy
z6p%fhGa_qPWd^Je1(8hzMi^u>dcYA19(qJ=oC&<DEYm7RMG4YEWD|iijZ2WK41web
zGdLrG(K2EWOk@|S4-E492(kBjSs-*g^^f_ZfAmit_x|pFZ}R2)-e>ci%x!Y5ljdwY
zbf(i&G(45kcV*7I62D-v506>p5^1I5vv1o(^7xoJWC%~%_eIM#gF@zGas7@NX~409
z7a{($Pl!12msPA!{WeYw@${RfCG&BiH&IE9a52N#BIl@*m!iA;CnbS*Doe}nyk1c@
zuxdJ25RmcNbGuu{6%P6<f`|6jUr#YH?M~QwxPLDH&r$f!vXy^nsI88Pw;Q|45H-mR
zH%HiSzkTD<;{m(&11}R2BfqrzoyXRPyE`i^?o5AD;6krGYwxma!fRqG(LU_tP!MNV
zOVIgWIIlhFv%%FXVL!`aD&*roY^lw)WfhC()?gy<#+qZ9hu4=DbGn)Y#zw4G`ltF+
zi3y>HdTvU#C-PFtWWV<NtT)s8`}aEtaoai8<?4F{DTl5FDjE*>$S2Dq_2q%v&BRH!
zQ>~8|9(z6;Avol-Wx+xB9A0=TRgzlqPm)Z$H-F~%U%$IFbk&(}T~T_))p6@=jgDj5
z;_LdC9n5~~()!Oy2g~%YG|TiurY~TJ@RFe#bNhXX+~upL?-d);KZ<L1f0|fV-Wp%?
ztJ9@P2E}c|Cy2gY27Z}HR1_pz!5e2`fAO=%p?;?wIr*@amX|LaKhPt@{oNE!9Ac-O
z4&Pc_i{K@e)7W(E^pweauh+>p=9<9^vba0o$96(UG%%!Ic=Lk6-H#M{uwCYUT&EyP
z?+4~G32?$RuUj-I^Bf-}Xs~tLlxf?um9`%f9h7E~7Duw=#;4!t{Ha>8mZ6VH9#msL
zvYGN&_UCZN@Bg*>nS9lQA_$jwzcyYP!Ex;f22l}w6!pOinmYQh;&TFcW7M(2<VGk~
ze9rh4<Lm0+GZcD=HCmHGZ*=g@kVCBulPIruz^YIGVqRAr{Wm&49)a-FR5?V0EQO<7
zkfmgT4hdJbuXUr6WRZ-8l37DGyxQ@-S-9<Z<6bIH;bU`~(n?P%PgSbMeQhFWBj=T1
z-&AXZMJ$3@I_OSzOmp*Z@rV#vZaE)mQh%z$*31VZLImvjf&09L)vdvBFL8^l2mUwO
zjAt4g*0(`99uD5%LjI1Y_Nd(vP+QfObNoM^L#eg6L8)z2IXia7#$=B%pCR?Yg$o8{
zOT5d`#@k+Nvd1;&C;)2z0|43Dfb<ooS9Zfmn4f?wV2r0gPoUxzR9n@aJ;?)hSk(%&
zJ+BFVij+f|%Q&jwpRbQF)8{2&BCW?zzs3fbq_YO20?6is?*cH4*tumH*nTar3yx{m
zlgOt_m@yRnQdWwh!0!WyK1AnP<M8?Lpp#>N7cP5_I*VA$ka<kd2rCGiDbubeC_j5L
zk_eZ3feB{Fgd1=zXN(Z%5(gCpbcC2fA>IfNc1R+-6|jFEHqJ}#gWj2x=;eg{4kP-!
zcud5U@<?+5Pi_ctf^MbZgX}?!>~a9irtQH*$x^-+;Y&jd;MHUmj%g!CDe&cj2ygL5
zIu@&SRB;|riQr#cN%xN$^@q6S-4ioq?h_29krDoMd;kt`tTIxu7P0Fn*|9V;BCAfm
z!7`K_2<D8zfu=m3Xt+c%*sI4UQ{nc4nfr9>s!{(srYVteCW8#oZGH+4vE(Y&3>tzD
z#7ZTHn2x<YUDlnCF}#GxQWV(OE1hP^kkawN1%u6zieGjryk~0Z)|KDp#DXGO1(4|b
zdolb&#x!__0&A~D4jp1TDX|!M2@9|coi$i42+J}~iS-rT`oy<6k$`m&VeRV`;+~A@
zt2|R86F<7(z#-)vdB#XXg0F5V`A2rFRN#~RdAP15xsx*%Y3qWI9`BR!<pvbZQU9%@
z{$NSoEiq5#p3WpJXhbi(jV(^vO&U*7fA&2HC^@U5;sX^;DGpQ@8etMF47vs!hv;Zc
zyb}Gjb>|}<eu>CdoFYNjV8td(8|k9pu%7SiI=Nl04eVT1T!Lsq))mo!=l8(FL_FRz
z<F(c2e7mn<QfK_-f}Tu>bcJ4#*C-Z(bm$OZEuUMTHoVSvR!?rXm%`#MVzHKBEtnvQ
z|Ap$+N<;;RYTg3YuT<=nAw@Q)qI$hdq=pK@^DxH`!V_1Bjr-L?GN)oga2X?|sD_Iz
z4vz#g>oBP!KDVGJ&@$6jZD#2;<O?8jLcaJPA*y#6Hp-qDB*I#L1DE$sLI2c6rNLOL
zWX7n|yHN!Oug~U1Vxm~-AZeVAp$zO<<~yc)&)bO@DhD&&%fgbt@eCES`nlTi3U#>H
z?V$)QN+ohaBa#W>QgbogdLf<19x;}tCY8>hrMfUWE}Y%=iWaSv<VbgBAp?Lg6n3Vo
zByAX4m>Ur$_XTGypqf@X%NZYo>{eA`R~V|+Vr5aGcA!j|Tv!obtP^%~5UTu8l?YYg
zFDu`^2RSHbIQ4KZC`h2X233jiP}Am{)Rj-kLpOh-W~S;t;HnDvs9Sjo74;9OsP|NH
z*JsmqLq~|03Mp<wWi2*~F{)o!(TKh-*~P=0QnF6FnE_ZU0xJY{m0+LLRA2PvGzgb=
zMsO)Cu9N0eBZsaP9f~FmA3<U29*bsN36ZhbT%R?LY!34c7<<fH_8iSPt@aPy*%A@L
zNMkJp_zA*~qr28==7&eRYJPwf1D0ULX_Xa3!@qW1I2-*BQm9y?HLGY!33OHe2NhR`
zB~@lm8mq_alF_9#9r?xI*;xZ2O-%?LQ8|azW0a#Dqx|A@LqzEI4ulTZlV*8EcRMaO
nz!pgC;BP<VRxtawbl-Y-Gqam}X3E~8UEcUj+NRyQZ=U=c*VgdE

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-177-Memory Component.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-177-Memory Component.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..f93cb64b7750b59e8c669472f00defea0069f521
GIT binary patch
literal 10786
zcmbW72{=^k8}QE<dzRE>XB0w0S<)giDuiTdnIcq5<fT%wG>oWZDUl`0PRKHOvt((=
zl1j2ul08H;gJDdwe9sx`-~U^#>-#>gb6scVoH_H{`|rM=VSi!|L2J!T%uFBz0)i0W
zA7X!j_Cx%<ynMVo{Cs?T0s{PkLMUOOHEV>V)~y#s$w{N-<)me06_hkp6gF*Dl$BN0
zSKGR6yRNP-T4mSXo!SPPI=b5MLl6Q20zzwqB!z_~wKvLc)c$||W7k4r{D`w$5E8Ko
z;u1q3#SrWU2o2WBgW&u@tA7YCBsUK)AHRU$8gN7DT8ImQL~?N>d3d<F!QBDiI>ar;
zvu@*dBi{8kXZSW<L22KNPUlzLSNwW|Z97>>=d4$-fS|a9q?EMsW))SnExLL;^mp#s
zz5jr*iRnQz^CL%(9mkzGY3F?Iyvqeww~JS=d0+SO_45z8b^A`}-LUYOhp}<-36Bz!
zGBUHWpXTJ|J^S}XNoiU6%Zkdn`i90gO>f`5@96C6?&<yXxo>!6bnM&s#N_uW%G~?{
zb#aNdOo!z{06BmEtqAr%$t4El;^O8;a`VA*A-H_NffVEB*|?o|oskXSnJeozY2V~W
z?Tbz?el4J=V@uv})~j7mTuFCWnF5Q(k?j9Yu;BkM$^HoTAG!J<AtVAA4=Dy=pgBR+
zjG+Jhky!|#j@<I}SIaN+-<*>xd-Bt%e)Pe!7g*Rf9zk_t3C($Q%?Ce!<@XaT|CuN@
zv~N?{Od!8+5#BH3;~=ZDHI>P&2l*9h+|VG_%DidnqgJ^x@ws+Z<HyT1SX^#qQ6=vB
z+JxSn$1sVyh@qq2#H>P=fUm8rUlc+A*SsnlYCC$o04<1@g4oal(?<d4Qufn58<B=5
z`<iH0-^>*Wv#IY%C84#3>qBN;#Z{QJB{pQxO{>;P`@)9u+I2s%q5e`MrYdrDaI@8H
zSM;Z^7OWyZ!jg&mkGF*yX_DaslHd;PmW$l@E9lTtKSKBSgiEX+LWFEPD_&Z>QEZ#{
z4*4E0G&7#`DkI3y)Cob$tMnz<GCWQZ%o79UeM>7{^#>!Ba6Lz@b-pRn+(s6^r+;N_
z;iKjd>WV3$OlX#{k)=m<K-DfEVQq+t#7y#CWkdJb&^;A~x|ReGP-J=zJ?eDa=AdY-
z%y3OaLeXtMnrTuP3GG|xKPeqL?Ab)e^~759y=@sHpomVQQ>nL~gtDRY&*prOG>8!j
z+Dp0FkbjR6Q~ifDkkd@p!(59Rj}u@m{Da9p?(Swi{2*k~ea75<%kz3w#kO#WR?sj?
zv)tUo`p(GzkynzuW0ZM4)lKCWIgfQVw|R&S30tvVU^@k<;<=*ZJP`hN30>NpPI3yB
z7k&J5@_0S7?j7T9!I!98@*=5wwq6KfRrK!ya)hOcKFTF#Xd3d+JP$p(<SiLhr6|he
zChUG+LF4iKyrXYkD=nrMlY54di>y~Ao~)z^7e2Kt$~>dG;Brlc4aq4|3oM8sq-|yI
zEcdD)tB<5J1$cvYN~@<=leNNrAao{uUYj0YtAn5g8K1RqH_)^_ktpeXTvCyo#_yWF
zrT$qo&DI)WjQU>>GYex#8D)bF4p&X%;v5yu*-jU6Tx-<Lij?=RQ`$QCpok5b&{Reo
z4s1=x5H{3l{h6v2wS>dup%CM-!!qT@dJ87eWPR+5KKi}xmihb7YAW~Bgvwca9o{4k
zTOv)@FjKQm)-`t+t<_>f0kWw*L56mn1~MaZ&ThpWn&0-fHylu5F8DIti#thtzDbk3
zRW~fQ_nT>sGh)T)z3srfQEqGq`l0x`OD{2-YVW%*u)uy9cjOHD;p;^O&(5)mGmIl2
znieF{**++1Udz<m3vw9rx%PsMinREzK7qb17lWW$2=U3b9m@kmt@|S?N93mnGYd29
z8e?S?RAOtxISH~;`>hQ%RfKC+Mv!>8`Clg&Wg;xxOFmz{glcAfUb~HX(M}clq?#;x
zTWfy8bq6-(DQYf?wJUtQR5UnHqUv4Qjb@V{>#)<y+f=B;gBd{vd#q`E*D7{jf5A<P
zFt9{Vts!g~qhfBQXm<WvfB2WJ=t$Y+WrpF>cc;VcShTdG8;*`A9s8EmGe@|7;ywCp
z_db4uVD%Zbnc<4NjaP)c-uP#QOQLIg)t@o6$?*k}q&T^fP}+=WTvRQ-CL6*R8sE51
zB%|b7GpFkN_GC4&3~CsbezO(i!3Mg>L`CQMm<?<wzAcclead_evsM-PFyqPF=B1mc
zK1ekq96nA17ddETj&KgrcDJu*$#gL+a<k(f|1*EkPw8^*-V+O4uYT2G_;nq4oL_cz
zd&>+5?~m$FUvwIwr@po3i=?>^*W9f>yw2WUXG1=r`NPCH!p*6{AiZgl98D$t`_1#+
z*#Rbj*}Tqo1EDdN3YmBqQU&E?2w{PJU$)!heuAgM^OE2mF~-_AYXjphhMPln=Bu_d
zM%h9cG2xJ%nwl$=5v~djaCOCePggu%8O5<D&&qAT4ZC8`NB?DasKkZyDAlw-H*-#E
zdl(yr2iNlI(@$xr6PkVBywjO}=|zz3jiW^ko$uN+-liq~ZTDT3jp#|4+0-VF8_B33
z+UT)%Z#nUqLhm(Zh2xIb-@e>QmCx)yCin}DYuEki|DkW{`ju04{(Q1|)FWN!D~`&e
zmqHSDpYw8><h7_e6SFwxa#a4)uX-xIjW4GC@U?Si3$_{W2wGQGtufqOgPJa*pHE_R
z$i9f4%eY?<5K0rFMmSQ*5{GW<7Fr#t)iKET6!o@7qCY%m<cfWlmnMHq9(GXPs!I!!
zl~Pumh^wh?qF*meGKUqWDrsYkg1}L$3S1o&y9aQX@Stq1x!PAQfQ!nIhBE5NZxv%T
zP_f{unK1;PtY((jT3GS_t-Am7JMbe)5MwnPNV4?-ZkW5ekM=p32qjpjjU1aDBKUe6
zW)2dA*B*V~AO6ca$cX!#d<Mysaz9xlZe+&x{h<6Iea&3H^Q}m-Y#<5|;@C~rx3@Ss
zTXG}V=F)cM7xKv6qRFPDjvO*koaj!wFq~U$MxL6|ODrT7QrGJxcLYqH6Ke`tprVIV
zkzaC)_SdIq#n`w05EU~i+r4m#M@8(b=+8I)vUCEK()(Y6uBsp=9E-9shW`67gY(NF
zkVdmsH3Dvi9csl{SMw|EfNH9eaIU!xuJZn+Nm%JCM=&QxZCTU&#lx_}qUzmf@WA$j
z7?WDApmlWmpyl(F#aSb{YW{Q4QK!|%QpLVD=en2sbecHd$g=~!us^vr@Bog4@TP30
z>-&zCk&~+*2jTOlL_}q;N22Fbt47i5P+C!?=dHQI-a<mqHW2c}3_~8m+eAM$<kZB5
zjI;4Soetmy*-*6hJgX*(6=4p|QrVD*TZ(e=FU?F|W_8n+CuZyY^RHvFy+)=RNkWKA
zX9;4i?>a`rB3>pivsoCT<5>7l*DT({p(7rO4aZs669Z%$gi8Dx!dP=D#_l-1LSKpf
zJrlp|?O!F+cG)-U&t>!VDh3Cp^_+-ka+KZ~e$c?;>?`qo3Kcf2B@>31CFG-vle<7s
zG<Lt~{w%vE!k6$ZK3yyloq4UPqS5<-mGB33z3RNJhqQ?@yhj!`1u12(xbq{Pzns+;
z;ij4a-ht}?NbcZ8kf5Ep&WgK_|DEPJzP|d1AVD~#!~<i(8S#I1>i8h>nDFNAYSYX~
zoA@rO%neU%u|dti@LiaoG+}cAK>;Ob_rp_0lsB0L_!J59x34292?>OkAyYcdqMpLY
z*Zxl{52R@HD!q)HXQrM#WG#9&a6WLS;R3?_C}rk}&jri2!m%Ez)$-`YtFnPVRj`=W
z4R&8%)9+XLiKmaMznsOtsFc%&jH^w%Ye<1LxkdSw9oLxhUG{E0m;354cl6#^<?U^)
z$d84#JX1Jo{VWqg1o7aDDe5e9-eO>HzGXpr3h4yxAsbRgo?t^o6U&0oSpH<xO{cld
zj)Yzc8)|oR+SA*P=BgPxRLzEnqiiUn<EDH%D4IdALWq9OZn^f4v^>%)Zc*=_6Uia#
zy|*NPF~8%IdZ4;X_vELs$LhgrQ@wX_-?-wCtPEYjxX?l}*-$R2)B6)2x!-ir@9v`F
zH-@DaW2@9Zh7N>!Y0?wZf%u&ankhq=P*(*CY-%U|>hL`rSFc^kR(~bpx9toW-tz7c
z)$<A=ZxvsipE8tcqv9VkH-Ego*C9iO4gE}Soj&youhZf2sVqA8VxQSZ?2GEt6-&ZN
zr>~dbK*i$+pjm(!t#5ojpzvKh-4%m#v_yZA-}{^mMYRf_xVUBatJ@O^bj;?UJ$CBh
zZ0Pna58rMBE#gV~%d&YzG+BX=eWH|>FsvT`nOXGUU0Zg;B`LJ63C51syX3fc(W}gX
z(I1tCk;~t|^(zt-?WEqmUCoW=FjTYv-r!`_KfbAqiiIkEm#_cMqB<OO;}FWxtEcvR
zJ|2(Xnb7?SL2u(OIW9LCiPt}$iaGV1+xuAZ$(oH1Pij&2)E6~w4g8w>k|kqd>P)|h
zm5bZZ$cE~ii4JV&t^VuXk0;WrqdjU;Tw5FV?k|hTHX#fo8L^>%lc1R`uf{Xa=QNEw
z4%mNDS$g_FfobVQAm5(WubC64q~xjYwS9N|Q^3xa6EA32h9gemzh9g8!}w__xtY;}
zuh6ZzPBF~MUE0e#%5^TTUkrc4`ye&_JG~1{j-izw8#N{8l|(M29!qF$>e)Vzvv<GX
zeqJKZ%|l3x4S6XEVm2OW;{)i=PYf${^llZmL|rH(B}m>9^_X}_3-9Q_3lD#lx7sbd
zOS$5sW#c>Tw^l{=J28iF`;+Yc6PBlXn=$JMV}u^ebOmc4DVrEiQUX%5p?o&fdzEn;
z@;bJFsjXRFe+e^9V?&cA#1!>O!cD^5=7Cjj$3|HLOJG+^o*HCpW4sL%#+$d{{EVx7
z{(|ICe*M8It*qiubfJ|obTz>dA}0^vTX<VQ3uExG89@J)lWd4wV1SX>p*>~iH?wHp
zB*~a}NJb%GJBa1m6PiNrl|Et`b{!vG9*O$lByZ1#o>4rK+vIrOq~x)ov|cx3=*nY~
zlD)T;hy(H0=A+Kb6f@?l(MOnG-yH*^1Hxt!3!d&J89_T+X@^QDYepw(=}Giu?W~&j
z4_V@pQ7l8e+Q^9jR(;&c_r4+2wYIHi;&&%kEX21o&9!V{93fxX>2WO6Fv<h4`Fe+Y
zikn{6tDc!OaYZIXjbLsm{i^IoGRM4GXA5%fS8pA?=ikKQQAK|&&FcI|nGKyh{||_>
z13C0#7s#`rDueAM<DlK@7F|daoE}9Bm0PWKOTE`2I&Dh~uQnL;aqMXAn8Q$>mfvFR
z9K3<;h+<YWu{Nyt)u|Wm#dZ?boI`g6X+(*+-dpm%XTa1v!f+e>(uZO46ky28m^Ux1
zZsNCoy(WXMQ&7VUBgsT2Q~<s`9O`5Zv;!lmJF}si0xaFsFLeDspTP`sk#kmWbfRGy
z>TC$BuJvmP+dMPkAYiyyo+Db=LAZBdK!ZF&rSQgMX21e-C0@%*I3|gt(rSedl0?ZJ
z3uIOTt#2bM7V4qo+>t1%$qAGYBoyvfiDIas2YNk3e}RTXu#zM}o@0Jpa|ms55Lh@T
zYJbOBHiXOmtn#aD5|a&`F{9|eZm0G<U_(_x_Zac%Af;pvo3No{epmFFS4+YB=F^HL
zWf4q=YBSap;)pdLNMmbM4iRWe9i`2wR+}51u+G`AA%U-BHI$j5!L{W%k3AJxE>&9&
zwZXRv;KH*(?jmsYqy31PQOn_&5|Y9x!m~Erd?z}sN-OHuNY&PMtn8)FftyYd3c9Yz
zfPg==F&YF0DVGi1a&KHhQ>ddpM$9ia_&eE<{73hHInITv3-lIUPYa&z4(u()C~P?q
zC`miKV^H(S(mF!mjWEg7-VMDrSSfK5icGyPTo!RgM&#b2x5jdGQqQrY*173NuR*5;
z?N*AdgzjpS#p$+gXFSv`fzcDfH51lh#t7YPh!eA!E%*wGBFl8fiB*+4rizRqrn7iJ
z3_t!4pv*h%$FBi^vSSrcxcvj*=#<J@3De;4L+#kcEKUOx!)f3kxR?vI!zjyv*1t0F
zwiXcTkZs3r0)yceEXu~jZKdtwOn}sMVBAfFyFu`15g6^%+*bPu7!7nxTvt0q_iwFX
z=sC<qHbm`bLmQoJaLqL!zl{a1iWjtNH(h4v0wb(EmC7J2*x_3B7W8Xd|C5l?OmjLo
zc*#M^BnSp`xCezYB0E-a6lKF{TBQI@f>!3L8N6CEW28{W9~o?2f?#DI;>pU0Y~yNA
z@<2gT=H_ak$pJ0Wsdh6Hw;)*YE*#VZYv-s(JQ93<4G=qxC;Mr866CF{tf3&N+5&Wj
ze?>w6Hi-I^;4)zZ!-%S^VftX+9s&HAPU0o}Z62!AK8EmL=GnJ*cg$*krkVi^!g=vf
z7nTNm_X;PkblWRgmP5k84jndThj=n|L6?yP80;+QIk;d=NV<fp>0sAbBzd}~@w7-~
z#N6bpn!{*zI%YsQNjkvNdvskMo46vnI8L|OO$RFiKMH6ADD5-nsZQJQAO@qCa4X<L
z4<wzY-D5+FvqU!J&^m`gyvMbrA_-%bF!+F|$mk&5Af_Ag0%uHyoiPWd<&E;m#-Mz|
z1syib3SM%WE6|Pp!G8{KW<6c$o0O#hd4fx4jHR+#AdStycVNf_)>;8fq;5r43oxoN
zieD9+2>pRh4uOIX{x>4nfv@4vtT^cmEds26ypXg04GS~)Mv4T>w8efUl4Adt#p9Qp
zj2I$72fINeSpn2Pkg_Tb2nicwq@cN-IpE%y)j4PuyvCSEYgSzj(m3PWG2(8;<Bk)b
zdneTX`RzNUe~!i8-l=f^PPuvtWsq^#?kCgF0u;0)Uf<TbD9P!(Q5l&4_hYZBUUYBr
z9sXrme-Ih+S|;rE`)FEk8+CrGKfV~R&~9Miy4^c#%Cj+a$wHL*Nc1Bqyp!sFgDE(8
z+>~p;{fgmFEKX%E%`}Q}f#O)qTP~iMaZ%!WgtNzDM0r_arcxD@7H2rhq7%(&0p3?`
z49SU)&-z_>8Pl)RtRC;O%OJ*2Zxq)~Djq^h(dxYSl&XIk2})^K3SmP9m?6FIhO)hi
z<iXc_gdL9!XcYKtA^82fFRCFL`;l(u9OiRyDq^aMD|Xv?p{%w3VvdT#QK7vUu^&xg
z45xg@os}*-ddS<XBcAwhBPJn+Tf!pnE?&H8&Z!eq`Vx+^q=e?AfvYj0HHURV9$@A8
zbrG{io8ouA4~<3@*Y?-CR40rU{#dNs5qia4T|J=S`IZLWWiOrZgCvohyCtnNR$}gU
zxB9+z1)lLfKR2RuPP0P<yQugDg_!=FI~u>sX#3kD#OuD#jripu3-nswZcV%jp`gD$
z)9wDD@y*P!#GPWZnEKZSZ0L?M1$PHCe1sNa+|9t`IxI`9_w#Dh33=kIFa#NKlTA^G
z1>x;a!{ltTj9n(PgEoU07%7h=8th8%vvU)|*><Hihcz8_)HbbA5Ns%>NjdxEgi*gb
z**rd;=wr6kOZZt+`3Hf2{3lW`LewesCcJR|w4oSfjKtGJl%D(C>mB>iOffR@LNP@7
z6#ky_!T)I{<(Y=!;hLnb0sE#kmD`us<_%z}wLm|4o6M5$7lwp{JdyVHJ6gkA@>R>C
z`*0i~u(S1?jrd7EdhLGR_c!~U<*Ap3YVIm^;}z%uA0m7GuRYy7;PpjRJ+%wW3BDi2
zMf=YBRa;R^jmU*19U8C7>BfWc4VV2CMwt&VKc7*HgCIE`Xm_}W6v!%Yu9wjLGZSjz
zpgNp6u3A`T>Oxa$71^s%Xa|yO={&l@X&J3|i9SnsK+I7e$J|Yw+dDPLDFIm7>;OLU
z9@c^BRyq?y*HE8$PZu5XVTARjQt6-q*eWgbse;IY^B@Q{P6`x&so%_4c^hZ?=mwGl
zJULitStqJ}*w7~NDmLV33*cvSrSyA>=Hng3!^sww<*q&M`95LN`}PH!@Lm>Z8pgKn
zra5Od6){j19b-rd4Fl)BQO-13ocdE*ojW?19)IhHNse%PXQtIi-&pG8$SbGe-aA@&
z#bMQj$IBkyl3jc>JU=wwG4R5IW*>*<pLL-DcoBeJmPqe86_HcEb>Pfpolehw&!tIM
z1WUg?p`HyPKrhh+wVCo0d^FdfKP08+*DDRa@W_c3_<U)78KzQc9IPGf>;JRSaBWq`
z)^ovo!ooMWeY!1q`tU*S#f3bBy~C}~eWhFL`_k?N#J>?}I2U{R>XUVdpWm_a$A(&O
zOIw9itDJdORF!8kzj2-Edd;rO2NkZ^!Et7={rop!(?;B7zk7EZKeQK(&b;(;J583j
zU%mduWdoUK_Wf=zcKm$N|3HvwB-#2>(J)Rgp+0K8@8bsXzMA_~RpszcA#$;@z|~|S
zi2BAXjX!Yrf#)=z`nG(}qZNIUO9-gNe*sPTDe)_087D^3dF>w+xxm~pXqnWpx%3IZ
zDOVS3lkIQ1_4-Y+HyQ8U7jy+HZ$!qi_77-+8WIP3gRDG55PoklSn&D{YhR^kC`q8J
zS|x9~Tz|grVA8F+gSSK)ZpLGF93}W(YuPj66ih`+*?o_8>+Eajd69^o5qZzAaINoY
z&@QWpi60~t^7V9mhJTa7fR$0`K7#q;>DRH^4~(R^eTsY<2gF`bLPPH-_`cCUWuT+_
z?q2Qm>|W!`J1Qj_Ux~E29hXkN-IyU9ZMD(%?JE+wb-ocY9#OIX*(b9<ynptFYiG-s
zFNjYQ<V{&!n6a?}!t^J?WLZ&EEkR_k9+x2fk$8idUf4f@?~lX!52ctHR@;8{Rk3|M
z^0hp?=Z4W4l%c(eLv{ZT_1Z7@b9#dI^!J9H{E#Zj+A+9a$Is3sU&dTu*u<-T?sPqc
z_zzK@Mty3uBQa}Gjf-+&+ot<P1v+#wdK*vbt+F}yq@Q;UE?mp;?jM)IFP<73CHG+j
zso{0x>vu@9<oM*L5VCQt_OFU>HMZ{8S8EkK&iq|)QL(mQmY)re;W#B&K|KDk1(s9B
za35;KFk?5mYdGwgL`)3aM0iWhC#*D!aSIZ)Y-o8s5i`BO=@wJnC$(;}p*a;W9Qh6p
zM-D#hbj=9oMFGm-j7<Tvzz<diJ>yEX3=)5+yK-$iXX5nN+b$dy`i%)I1jL~uu2=Ma
zQnFXs;o`549_{;~jU4@^@<ngF&ndY2WDzZ;`8eg(Ou+-U3GY{hq;0KJSjbsHer$BZ
z)UK=+<O;^Yzyz{btV<AhZEKBuVd7Si5hQ24BeD%X2mG``Lmi!0fg+5RLC)jMAC^-`
z(2OX%av1G!og3yc4VY#5Qchk=6FE!@rlCRZ@t$A?rZUCj=4S$U$QagvUn_}CZJob|
zGH0WSgF_q*a0Z?*8v#sPnV_u<nn4b=g*A216`TQjg-6UF<C(YuC;~WclLTixbAdD%
z|Be90<)mJiO_93b8ko=NV0m2u+#)P2TQpsPalvC?oCQ1xcv;TG4F-0pOkDuNdh@0n
zA)GkLIoo|a^{&&L!Bov^axM%&lK20SL49J1&Nmdw2wPf7&PQYX&x2_=80yB>s=)(8
zV7@aZu37Nv;AOyc1muFJjcTg~6jWUi3CS580;mRKVHnV0Cgn_g$6<%4|I-Y?%LY=x
zBplfeY_ZuDFd?Vjz-p0#C9BBJYLQCY*D($Qt@}9fF9Dp)T}bXUKrV_O^M6xoZyTB$
zGiLQ4Y9$cU4EaIQN&Q2uW-3ns-$6iG;m$CMa>Rl8lOrUj-T?VBb-_l!!`}@CM;=)0
zR^aWcLIGKY{#cY_M^qwMa7ip^K{&k<uNyELsBLf`!r3$6TrL6S70h1$+E{ZRZ@r6|
zGq|{77ALdbmejSFG2d<i9G5}6?3UP2uux7NE-(6}<2utGT{eVtL^wu~qZ*@K{ri&w
z#%^k8J+JySq!cpy@Q0V_$d-eKw^mtI83{TL*ifsj$BLL>m8+wj2Xzl&Imctd)q-q6
zhlG^^c0CQ|`zscN3$JU|YJoo00hoX@xZlW$W;o3L67D}+09@mob_#apAMKXez@+%k
zqvOXZWzUWV8!XD+xZ=nhk-Pq-zEYQd`yE=f!7b%n;CoE#q23P(<+e_aE#5kw@i@(y
zDYJK&#5BQJuA{-b+s$l^rdbGDfySl?^WLvX8|oT;y3!Ud+5GGxXt~_+Ejn$M7Ofoi
zX6)MO{i4>!c<+U22bDY3mkNE)+AOMPoL14eq|zc2C`ZcVeT24MZ+ux^j#ip}aWZ<a
ze9^moXgPHI!yjL3WO077#jWd_Q4vc2XcvVlL^)%d;ASxvZc1ZU_L8~aH$YS)L2gTg
zN9sU*9dHJOgBXs|GrwCRO^%j04hA9;W$Oa`pab~2qz!07@7k^Q)xe3sDe!GqxbG<e
zM!<pyaJdN*lLmw;iA#PqUFjGmnwUG#2))@?+^pYjy7`gxv4{~Z)b|vrl6hkGhXRZb
zm)Fk)xzGyYZi-6dyK|zK()XQlyfb1A1_iaaH2M=Jk6+xknHFY!tGDh$^NFpqjbRK+
z1wF>Gk>;PMDfxire{O4Ux^2}g$;#<kDhiCW!HNMf!@%?+4O%B+)ac=wqTW-D**vqG
zbpp3bRm6t$%oh`PwjC?~I)mXE>k)ObGu~*x-noPg4XT7JhcC#fG!01iaNX5Am;nYn
z&FUfF$^v!`vABDi7t+HQl&twa8U3DNZ<vcu9C5f{diozdnY(-rc^d@-^V?X*K7X%~
zqE4UAzad;Wa=+kRanwk4U@YRNE-uM!P+HeLQiFQ0C0~B>KsY9vss5~((t5{xt-(E)
zZZnqD<M$ZaqT0<in?vEQIgw^UVVmS5Bl#KM7a&{P4qHi%>zl(SiRGA$ld<7AQH4O%
ztPUJj_ft6;+1l-Q>5K_K1jlj`Xu)Cct^jkK)vnt0nU8-_>S-On0FO%`7o9)Ga;f;j
zhQbV`i{DB_dDYWSN2YcS1(qOsZ5)pfDA6W3tB$4@t(ysyc9!1zi-dL6X1U*tCq4sh
z3IF?p8Mri!m7n*?J^7vDmylp>pR<(xK$YqKpqr#NxjS&IRC~}IGx4Y|kq!BR*`9m7
zO4ZAX*mnl4N}>6C)>(~Qls@f~)YRzVV=XL~e*cYP)9f85^iT98&lP=%BVXTlwCcQ5
zlzjp2>`EyWM)4oA;rt$=#Fh&rCc6WiajyoanyqYd9u}%k-vnw{sYkBk$#>)Sr<#Fd
z`Ri{XY<CcjY9OFK4Q(zo2)h1w9pD6P(l^(%3t4^m3%zG+D@y-;;-f5OKhKBGzGR2@
zD8;XNwdnxW^{Fs@EhgEwQ5gyl@St3(UqAZc#!Jj})-C{vW`*tqd79m{yyFYc3O1Bd
zl?mPqA|~b;DW>bz(#r-<bZTv1^f2iFQ`pvB-8Iqq6|LsWk_Sg=_fCY^RF|=#BUiT)
zW_LM#!?qTvsgJ7~oEcFkQ2krT$l{k?m`(2H=&(TbTW7p+XITBNgDtMe$x3tbPLhUi
zq9FtP*x(h!dX!&`Ki@0CJf9pAMIQ&hf0;arm|2J$ZD+VuA(tvGs|Zz!S_^t-4E2bV
z$<*+#ghkMV0s!#~#$PDL5X=$@Umu|-x76XC+wU&_(Bf-LXO$o(7jP+2k-HJoZn>fv
zCWJ-*=s-={W$GP9fU^~AOVFM^^*d;BgB^qka==;iC>R{9v9EU;0PRAJ6Vsp92bEZ)
z$Py>ssd?qih5~Eo3xv8Ja&O@vla3z6%Dvi9SKgQ^A`;;r7!79H8*KC&2Sr8V>44YD
zz|Tk;+xP;K)LZRGShpEFe43_mF^d;(vbMW9&${(mvgW}UR2o`H(s4Y+hNKEZ``f>g
z%E7OoK3n1lkskxcBSWSyTe04&-JF)nsP=M-^bc!|%dyk?)%chmo}<#(62SU#91Liy
z#8?Hc$S;#bWWq>jxYDokJoK;UDpcNF%hA^LR>^&@08U=M1&oPJ6U}&WDCWelL&w3p
zq=L)p<9^lq3r<aZ?D`2dECPKnAG*a;PD;M0aGvr@6V3KCuuSip_}Km9==}lzhs(&M
z_b+J?!#D6zGw5yi+Z!gRZ`3F1J`nD9$b)b9Bx$-{;Zi8Ae)Q|M4P%~uT)Fp+*+=82
zaqIl0&TG*j^=8*Jk%8$EVwk4RHwzvTVIo$M4Y{<OcBBy<y0kUDEpm=@<2xkgWRLGf
zLE~|s#){uPy|CBKZ98YY1&_GEaS*0y07kZ4(yAHJ@V56~zZpQ)+QC0200FdJ6>N+H
zxP)m5?0x^WbFQ)S9Bi#^JIF&T7vQay6@Uk67gP~W>?y2%8h!%jDKNT#4{&jA-n05?
I0{ip-0E@A8BLDyZ

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-178-Cute Robot Illustration.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-178-Cute Robot Illustration.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..79a12579da0bbdce4eaddac68527f1de8135f813
GIT binary patch
literal 13251
zcmdUVcUY5K6XzRx6+u9Hkq)9Ly@N=XDiG-kC|!C710pTbq!SR3qI5)h??rm=2n3|}
z8Yy9e*L%O~{l4A(cAx!c!*lY4yeD(c%$b=pGrzf<xSR*BE6FL!0U!_nfKY$H<uo7z
z;9y~4V`1W8V`Jmu;@}aG5)$C!6Ht=eAR?uuqNk&!qM>16zQe|F>oyY&4Z9%6ZJv94
ze0=n5!s0^r#qRL(-M=CN!o|fUz$c&}B&4{{NW*yl|M+#;2oU3dG(b}5pj!YMF$kR)
zblD2fqxOjj`uPHWy+CN_7?@btIJkKDs0n4)0W=UgIvNH#CME_3YPJvRIe<ZoNy2zf
z8taC}GwfRqr1$;aeZXOQP~1eOIk?NrYvTAC7mxfV1tk>=D;qlpCm+9nppdYL%tKi@
zc?CtK$6DGt;3v9zre@Dym|Iv{IXSzyy19FJ`o9SX3<?f`Mn%WO#>FQj!qPJ`vp#;x
z&dL2!Qd(ACQCU^p+|t_C-qHEBYiM|6bZmTLa%us-xb%H_Wp!<RZ~x%%==cQj<MfIz
z5P<#%Td4Ox82blb#3;VdFfh<Du&?+6p}C<3Ixz+&<2@`AX$|aW4mWPy_roE5@a{u#
z6D||4<}R6u;~*Y6Gv5Ns-W6*<Is5Mzd;NdK*<XzPi?1nw03C!nJal3}5;(xuS5Df9
zDKDvrgS+)je0Z=qK`DeD-N;(nuyA9K?E?R_2nqU%BrDpjK`KeaUIMlahsxuFN4a4=
zSzNr|BM=YI6)%AY$h=FyR}&IIzZ-&xMh0AfF99I)62Lo6fqK6=lk+aR1aMMABv*|`
zA-i~LyBSDgNfO9FL+&LoPnx=5tfe8(;Pr2_Pz2s6x27K6U2i~OvLV2ud>Wl}gQ;AQ
zW;VFm>CG~`bF}Dl_CF_C&Ha56=Oxh0@;{q(3EVK&{$okhzH#DF8#5YhKy3`k8jU2r
zi`rRT9^~i7v<H7~Ea$gbSKGf!atZvJb*|zAmZb?6&ydjixtE5+yFd4WT1Ec+mJ!P(
z@WD&x5@_U*M8Hl9p$2|il>4cu2h4weAh|%YclQE+ssaf@$+LBQ)Oqvqv4zp-v4kdy
zsC?`1L?wPF`UNTuqc8J`h-p|L{yUXH)V3o+Ab&AeUyvSui^!_~pYw(w%}j9PKPAew
zzRrGZdK~&g8A(k4cQ)D1Z~bH8YN&Vu>fAE^u?|Wryp>T}aa{0IEB5%0Tu8n6P)CP4
ztiP>v351{|`P&jchO%_M*rn!OlDol(cx1q={vV12x0L*Ywd%hFbf~d8;HBgJ;n&)R
zzYg$fZ57no+kdU?!;K<YX8!dO_y<jkUy{AEex*8BO7VnBNgQ@1pnt43BKV4C{5E&W
z@`2ol?ba}L7Ho77%!bY!dQE}ssKB9t46+1UzXXmuE&+KKHhjk1uo^nqe^|^xQ1i|Y
z_9?ZC@=IXwuCe@RiwWmTQVm%RkSwYCzYS?2Qcb!TAZ<xw#C(o)n01rDB-aWSTmSBp
zqK9MSt!qJbtT+|7i<>At%pMw;-<~LZb=Dz5o-74hs<?2XZisc?2|0JjMnK(^J?N;_
z?XzpQ$-wfvFY5Ag6`z|uGIM;g=(h5>M=xZHJVkQguAvTB5N7quM__rv)|<q*j4)x+
zOTfXe2pFj)f^)Op5F4WizUEr)pye$IFL>NCj^1_mJJ)kK8+BdwGWLztUFjvwa7DV<
zh&1=tgb?NM{aYYOt~7BX&oS<UI}%%(jN$1qNARcwOi~T0-^LwF_B1poYE;fa=k`@x
zAZMnRKt@yz=i)0a$XEW+OJFMk8Lp%`k-Z&p3t@N(u+S@A0_Ah3EE}t*KUx;-&SQMo
zkkgRW_@az88I#<f@=VZ>B?bO{V8a0G`OrlS=ORW#K|x(xkBEWl1AunVs6K%WtCpza
zCG#G}>f8oM=u|Tj{?eOoS4*$70OCRSG@zI&<)Y2YN|r|BO&Gc4BfMn^+S`f?qT(6L
z`|UeUhPsT#BW}m})Phi%=QvWjXkSv&LdPS#m39L@mnZ3zyzPFD(Uma(E;Q&Qzh8F-
z7Kf|dF(z1-u=s%?&l+4V%<Mki((9<grLU0kfFU05`ssL02j`=DlN8=iPjD|x)U;J#
z!PDd1hu2toP4gL=pyxL>v3L3QM5G!+P!l}%bl?9t7GI$};J+lenHPpYxjN=?lw&TJ
zJQe0pHp!?Kd;6OJH&%!O8um2~Q_pNKfpnw#h%7>APNjw{ncTDgq@hw9vP?AG0N_2j
zW5m6uui$0){BFkM;$chiFV<6EM6WsMiW~=E2lG{No1d+0)5|En7P=eo>MnE&duWGQ
zTlfb)y|hv8$tx2~jiz<$<@e?-Q$d0JtYGjowf7gl3u|j7#QXfUJ=^`oN~87%irEhQ
zn&RVLLQPBIM~&wSdk@L=9>NSrxO#;+7t}b#H^S=>8TsEH>@ll1y*r7Fw2loVlre5F
z!H7~}!<_!K@*sF7%oxLR2U5he$zsxC{;jUQ5t8+0t=&3tx7?pDz#?1ffX2Jm(B}<C
zT;vfpFc$n3#;1{dAdB`NrF$jy|4PC^f0uA3*YYLsn}{QG0^77^*wdjUJn2w&;P)YN
zn8}ktUD?ZcKm@$ZTu`NSg_+PLDV~tdewaCUEjsj)mYvJ*JtC8f^oW~tT&LXPWtw8$
zRIOV_J!$FgX$OD$8v>#(EKIN0UodA3<rj_2_iV>(1wfQK3{L(#QhoGIA}sYK9%626
zj`IG);?|?37xZewCb-rwvx)Yymuq(xik}qSc`Ibt<T?J?a!~Fu%ew|DH%bh0ZqabH
z*mcjbYW84G&^}0RNaVUKsLug<hp`=MmB&j%bEYmWw*m!RNX_{)DNu&kh++@}<>`Pw
z2U+{M_9YNyjnc?z`U{%aNig*u7^zr@iV|!fhmM+YZSu|@M9p(Q*iZj-mkQwCO8_6T
zl(8mxJbei~tn*=1q9%K6pAO{=ZNBm#e+=>aBFCuD7B&&dBtDgC&%=TKGC(Bq5MII`
zas7!!r{2D^9C}r|b+5}M03E-7^Q~OOvr8Z)9GyV3lG(HLq<qZ6Xx$}5-qAW{1j%Bd
zgZYM+ySqsCap-u+jFsNU8h2$izJutKTPE1wVXMwXK@tq3$9!>HwkZ*uT2<uf&Nt_7
zX1xn8EwQ-xidD6-6GC?@;XM8Uzj!&={F66%sILok<Vr)F(zuH0Zc&SCl3Fb9XXIgG
z&N5fz9*4Jap~C%>4!UmLit64`ILL{s6ML*a>1{I=vpkn2<!QF$P$6s3M>(Ey@`g|)
zNES^~r+1cZj`9mZ874+MQ$2e`$rC@KSm(J|AHGw%B!-qJdZtrks35F>Er8Eb;wVOD
z)fb{9>>s(yMHGx=d2@d9Y{YfakSwBYI$;98MlO2fHKr%wP7D1tBePPH50bOdWWDS3
zSll>ls+ALvwG8r4Jv0Hcl5p3zZlBd|P1m>(c!G7!v-Pa*1(he7J)WW3;|4E4g89lV
zxtnJfOBEa?MOHF=zzWrb!d2yoYP04HuXI24$b=jYP%H|k*ILUWG9YGO$<y<0%bewc
z&Nqhn>_{#3&Yu;S8}ruc*IVU5+j~iA-yS%H#{|!;&^*3gsu88CNFVUKbN^j+z|Rfr
z+Khj&RySM}qpsPnO8R89gG-XXD~_??IX6oEB2e+=wA}^C(P6+N0nU#LvZUIH0Y7gj
z%^RiLH1DQ-$)kms!bOMcwO1s)ipq3q8!A4RM8Vg_gc`RUU|<YIvEt@HT?+Z@G;u{j
zd*-dJU%;h9<+bnej{xw!MS6Mz>-$N{f)-n`pB3iIG<J)8%jiiAJ$eXqQd_s0_>u;)
zs1pK?AjHNus`aB*0x*)nX$YqU(h~`T)6yg+vCYu=@ho?@rc?7E+fi<~{Hy)XKl0LL
z4v5zV##H5U$?x$s;I2_U<cvGkAU9q#!)y?le9~%)J3REUjUtDe(I0R*UuC}L&j(LC
z&T33E^LRF)xgwr}AWa|z651I1%Os-FhkU80%V<pLyWacBVP^rnb{NECUtI1ISypG>
zi5DooXSb+LdA?y435eif3@#cmA*2LqPak!R+l0Xm^z*pEE%E++yn0{g@V-kI<tb3|
zN8}@%RL8ecxVp{Um_S|ooH4=nVxO8*Ntv7Vthy@uFnnF;^^TN9-+E1u!@p^}clKk|
zD!0>LyUT~G2k+r;t57Fmfq-<sk?&>g1ig$CPR#U8zAw0oB+K=r<TqWFl4hgjuojgc
z<L38bt}2h@v*8UrZ`sXT?`eIVW?CQ`B?48cToJdl^!@Yp|G!cW@86Xp?04m0q*-zy
zEe+M;xNV<Nz<QrLXKQoba+`+vso8QZR|g$ms!?qejxxSN1de1xna#QKo|B=$CGcFg
z`z&*z6Uo_&I%4cStPjUYrERrr_SlH39ICtS_zS~U2do)69LmqXt4GvrT2F7?ep*ug
zgh84{iHFQnD{esE4y}pAH@gzh4j@Z<G5C<hULdylxJ|*=-+#dQ(>#@dN#^I@uaCd3
z6Ho$mL;+@!P-B}Y=~H!#8_m&-ilibuO^=O)_plclL+f)g+ukLA#i5{Eu1f_ZfJ|o+
zGzzrLr%=mx?5RBN=B?u?RHG!)mD9x+OWciQJEt!S?D8i%+$>qO+ub*eO!q{aScg3L
zt=ade1^fJ~#5d3zB{-6#N20#LAJ}FIJ%t38%iWdv=F4fX_FXl59>#G?CzLSL?CEfl
zFotvP^>y}j_B83M2;+CtHH`g7T+Lyl<t88LeH&%E@BT8~Fz@Nz5~Pw`^smfxNSkLO
zHwk6NIxntn8?tWqjaHcl155bGa_Ip2EEoL#$DstUT}TLQa<o?A_+7nbPeLOt(JKq|
z<e|+w{Jn-u!cVuNMz^OZ%7+-BLQ>l5f~I4Y5kWAKsfmlS$epCBE$CK4a<tzMo#gn3
zRg>?tYVudVFwT#xJ6hkAt+pg>Z}rX))9G@6EhXFZ<vLc=%QB>m#Bq}jwYv6FhtS@W
zx|W`R@5WcfmPLS#Qqw|I<R2q|HmLG7gZ0fedUp0nq(dppRZS0deflnG4uc|^Fx)<N
zHc7Lkksj#kwYA7vX{+MX4<(aL-iT6Y8p}iun)~gVFoc2w-IL^yZKIh}YB9YDy<Shh
zJ9>dx77e-WZX0Po>dN?DSg+5N*!8_3u%7MA@YBQ{v)S9GIYkN-Y|~^1c7gl?LuCoi
z3Cjh%C4BN$ZACV=1Ug$^w@EJ!rCC&pyyDX&@DCp;{TWvO7e=*+x~nCZGA;kSt67W%
z&VN6**ne3St$ZD6t?fxKU~UaIHXFM0X|}?~)_=#}Sa2$6)a6a&Qn&qC(m|0e;=TJ=
z%8f|ICJ$2j4@I22vant_g(@x{A&$x<U76|2IM)yxe*gqc7Fb#N0FMbZA4?3)J#H!t
z-ZW)395&~f&FLp_9XGgU?`2Z?#_<c+wGRGC{bFm2q$;#3u9q(Ao;Q|XyJym_bF5r%
zHjGee7fDi_aH=%Q$CMgZ=lGgnKFr@cyM9CMo_g!u;@q0g9wz$VDzplpuG1zvb+B=^
z9OSt3uWb2<=YNlqn>VK{tWX#sJjyLGb>Grpe^RNsTt@mj?u!7PlAer=6pweEl`!)Y
zq{%4RY{%rni%zz3>-ehr6gOd$jH$9WcT9yR)?dwHpC20cWhq9fRnL!;6wVoYhPiO$
zZ~K8+oQ4X9itlB+t-ELSY7Fnh?N6Ff%y?<{>^)JIaj)^)fGxY^oOeg2?P59?PCT%F
zTN7C~GKt(P;NX5_U5BF^4$!X0?vk*F1xjO3RR>YzI=vsJ88_9VDK-zY*1_s{0-Lc<
z`>r-t_o)e%P&2sod^S4uHj->PMYKYzHqc&mMMyH%S(0EI-?Ep|uCiyY;AwAMM}avj
zG@Nag>Vi`VK*f6i*Y61j*Ox*;c+q*Zp)qpe5?Ecz;)aH=?xDir)O}69KQoS~qNG>k
zkgp0ukgW=2i07%&$6p~{Pjgb=!kTJYGEuv)*y19_8+V`UZtsXT3?f?02(vp^a`#Tb
zhI=l&X&EW6W$6nXE`e+MRH1|Z-Slg!qS4|J>P|3q32BwpGjY+O6%6RAKFy|T5dWku
z&6F&1wU8I#WEkt)79)T0&LCDb_a?XJ*qu6#>o`qIV`D=3gx=2{=G*7BnX5Tj&a}`o
ztQ0U2W<auJS$cfjwCqF`c=FoZ<i>=uydr1L56p|n3eslyZoZ`u<H-*sY@pbf8!8i%
zyqTIEO0z{4s}*Kxuq`VRiKn+{ZgO4S(h}zbx^RK3)3G0gn8_F1E}i(`pjby{aU8Vb
zwq_4+nv=q6MH-iv3R<~0V7-pCed|%WX0D8C-H)dCcX@a8mBx4jdUx<==u1nb&NH%H
z7IO+Eo5wn~?);cHslgNj6UydH<G-5`n0AwRUHP>tc6wyo)S1_o;Ye@M%tjPVghqSl
zevw1an_lzI$w*j@{Q?79gHj*116!7>c(_6dbZ;NdWq!z-y4x;yCcETQTN}}rv<GS|
zuTWirB`v&uvHZQCLK<;kus^dJ-tqZ~z=pb-x`R$`T!Itm67Vb>x(fb*|JUw<F)MR@
z;&9nls3GK7#ccsRbzetTGS<V`cN^IcXFs8j^(%58=axl=xnK$3E2cc9`qA7aH*^#O
z?n9(nn{KGQBshtZX3X~1B6lq4&Fu-|?BemUGN47UMd;0nUvn*E4iN0jTemJLH;laH
z$?fQAqrwjdowKplU>Xn~7K#)-E`-u>797D08#`y$CuklMn1$ZZ{bXv%l}!F2tJm@#
zHzmhZb`_4WCf5+%>~o5DGDKP0KCF{{kF2-aY;q^shN_zMrj$Jxi2V%<BeJ;PJli{{
z&>INsqrl!?)IeyR`Easnes3lxRkyUr4|{-0YY4U;v>HiuP4rtWyxe^8B{8PG&3Z_{
zZ8?#p){*Ev>4mH{UfliUJ04L>=6J7SU$i%SeQnOY9#r5aqfquuznhZZMATw|B8>DE
z*~@}Xt$giazNO)LoZ6J-(tB-;6q&QpPb!?;^Kfr%Yu2Y%cDGJCaC(ZnhD8rmiF>^2
zw^us}bkfuGOw`t+0N*Ef^iSg_o*#;iPBw!*6C&vF&ETK-7DS?#;<eZvA#h63bP4D<
zLO56JDW}OkdqoMEfcN=Z++Xk6xx5Vl#|i=9JcMdf=_NoUL)^a1(*K#?e`eOk74{UB
z(Mj&Ws?_z^;$LQnd*rMU{MSBYCjjy{7ZP2RB!S9#{^dhdfB6t>y%L@bdyQ?&`?!r+
z3=S~Blzm3)@R`36?jF62h+6RTsxSxI?wiI|CvXrmY)K5VaFD<1C}u(BF8}p#-GZ_U
zfvtPf^J%f`#S&BKNw3TIC*B`xWn>zXWJiajW2Yt}!Bv(-7X>t$tul=0%vANyO$Dh-
z(gwK&9zK6|K*we2sdew6X^0je)Rg1bbj}s^a&!F?HRB=Gqrt~cQmDucmEFjqqlyiG
z7ReMavNAL5KQb`!C7{LMN=s4qJ&<aHNxiKZs_Hdia>3_Wza~Fax|GyIxiysTf*szf
zExoQH`=NEg&xR<0s%=j-n{Vru9QH}kiL7&VCb#MBD0|Y^lWd{j2t+&>IXaT45fXBZ
zl<sKcyR*Z7Y3I4{$MT}07J3%9=a&H0iKs%1O@KW0gIC(E=aPdGEoOEfA1N~|GQkeH
zMbP#W#bu>mz&O-1224_=#r&jJBsx$@nPRfQ@L1fx7e=J}eDcEoL-omP!T3BT>{t0N
zb7Q&x>L8u}ybGd#mPR<L@TNm3Xv0KmTj1tUJLk29;?K!#td6ZdoIU-jKRk=NQ{Vv|
zCTfM&K?uvjb*et-PPT%+DG!0y{J7(_ZB)r2H0{G|*CK{y3YH2ZMoO(4DF~iQe9pp}
z_-g9?msjw|QKUXo<}DD4`nTSEXP<gYSFDO9osal8rvlzk#YRsXWIH?f!*=N@+?7^Z
zru;>isO2SV941b3EHe8uKGZ6{rU}#ma%h$d*qK6?z;6)LaDwtAzFC#NX8Y(HLv_%p
zA7&veP^r$A*P>@*D%9<A<%HbQv|Y(qVk48-kyf|W*E#OrQz$GL7{(_`4;}nf9!(0k
zV*#W`Msj@AqE!Jfq8t>IJ~5A47HMAtE$1qWR{f~NN_bMiKY$Uy|ERO))yo)Y#yIP1
zr=hn1DMlz=op=s4N2LH3mZN3igNM3FfD7ADZGQ*-^?+)Dq)&?VGA%+|TPhC|6>|3I
z+tvh}^8~0nPCKwG3)PzG=zOfz6_-Qby7%|CX$~Ih*Fn@NZa0=ck31bOwS*ansFb>X
z1_e+sUn|Skc$4TV>QiH)g@*$4^y7+g7^lDGJ(>DUJ+m}Ak1rs#rloY9Hf`I4r~q^v
zzUjF%Trc-kTtvsH!9_eg$nm%!9#26cSrh${UCedYqj`TN&@6PfAIE+1iQRR%_=>Ep
zX@(ryGjQeY59vDCQNkb5<8#^^=6<WRyW*#0d?=Ls_qgI8K4HgLz?<v0v?0|q!A4u9
zjckFQES&>h9=op{`+&$BTmzl2XK^<?D&R4kEPQGE<;<bmwM{oMVi$hIvU>@{BrALo
z&~j<>d|v(tuV+pcMR%>b?l{1!n!)s`{odyy=?M5>;GmN!lXAsNDT@9Az^$HrkGm*f
zlYH6i&I-k&qudnYz4sN+f))3IDM}^=o)_5BMvR3U6-d^4ZmydvOJUZ-67;Jjt1x|o
z{{3#JAdZ0oba6He2W@_F)@kihYwH+-P#&kLtg_TTm5zc(`ob7=J{<SefW3&<MPkCv
z!|fmS<%Gc+VP$Lq=RQ6kM5G-Ow@`Rez5K{{jloot8|byg=wRTr1=zkF`8jVKhgt2A
z^iz*}`&Kpvx~r!Wb<YZ$zpS0$^@o1(Pu9s*YD`UCCOhB*>xBn7ROu;u4D4q{5-k{o
zEbKrTYqR+k`Zk?z`C>0>4yM1`aG3cTQA?pU_$`lytfS6pjOtrbb~|0y8Z#S0=0)ib
zbhf?xDQ<<4vxmmtNPW`p?%;KG9`P-7F7lCD{rp#A@a9Rt^KehI0rw3UFlb$hmSKHF
zChs5~#t0mx;j?bRGVYf=#=#TL?9T!?T3j}iE8H-Kg<c|V<<6~_QyE|>=T*X)N~p+M
zmkflBc>A-|M_fd?Stkqa3P}hE!e%$#j3YUwn~TVk>&@m4#$SJ|?K=aH)JnUZtwfod
zHh&O0&wCg;6JFAmO2Rriy2aNx&^A!-RI_H#=eN*(@oJu3XTKyqCKO3F;O^G=*g#~)
z3h21L(!HwUsU4O{?to(p$IEL39Ia7Apw$u~&olM1Y5_Zq*FM&1C0}OGI?~6wA$?uo
z4Lv1a`BIw4EQ!_MimlTuN#+a~T|&*+g?gVN^x=f5Aup-My99>NlSR=h&7tFa0-^k<
z>vCq|V*GhC?8g!8ti|)=clkg#Tl4m+!;r5;^4TQw(`zY5(Qwi1f?7#8<_1>N=affn
z9&HhAYm8-23JY|XHQsjtSXD)2h~<;kU`9&lE$JztUckhXb7+0n1L9pN=3~7YcK?NW
zxZpNdXD#MJqFFU^xJrgfz8PgT*TvgB$CB|4^GyAus0sJWv6U9<|G*X+eu6WbYTU5j
zzxfH*&>>Jz0}C5U`F_GRYa&02uKfM`U;aLe^I5UBARY*tUF#{bR9(T~#(0@V;z3dP
zyPIu-bV>n$GhJCurnf}2)|YU&^84ULAwu2M>)a{RZP8rObum00b)I1V_vQl(Tzx#B
z_&{K}U8DDz)%660b<?m7)8KA~MvxDth3vCySjuLh^LSt0F<S?yi?;y+6miTH8=6}k
z5~TwiZY%x+k3p8#c%=J?vhG+4OF9o=3l_SIs*Mr9ZH2B>hg)}-6$QDK+iY1;F49)R
zPP8{V+xX#NA+{n<9oqhc_%nI==x!1<8>bEy#lm=bL~Owm+NjMq#-_Vp3nSp|;kU}m
zYTuaUuq2GL%+F%=x5o2M8T9Nak&;efQA8`XJlZbZfgbZdvtzV}Oz5p{)jECX4~qx!
zPEOz*Y{@T(pX&-}a`|1XpjCA@pjnSq9dN(%MXvSAzRQ~2-b45+CT&}hx2(dmkORff
z-ua+nZol!~oh+-k)cqAy3IqyGT~qjCjUEtq1lfv)1keO~Z=OE1ay2d3szgm4akPd#
zf<QFO=#K}$eUDB%WXLuk)2yg^vDQ!-b$^4U6QXr)LABFh^Q1eKa#g1>zDDuhMLSm2
ztUSCu-Y&K*P@d@mcHm`)u@V39whk2gg0HjSLUKVa?;h6LVld?M{GgfW7xBmNz#LDU
zig2MtF*Gbf$MKu6l)O8Wbk^~Zd5m%{NIM-#>2B%uPg9vu9$1?+o}&>#<n2BWJes4w
zM+%>6QwnGgiGkd_z9=4$vQ@|!`DY?bm4}EQ+Q-MA_3-NNHV>Ci93aL*^(-O?R#+24
z5ouA6?(m43loo8piILNc#%OE!rqNqLUV40FXqSl5Bv=|60JVFF9T!4cjjj*7tWtDS
z=oYv5>2G4)_r%kF+TGZBl8OEHn>Q~H`6L$^%~Hx}vm#E#Xe&i$xc#StqO7ueRBOYX
zQii!I-m{{VVv3BaGBXh?Qgj<x%$k<RYg7vl_VmZ%kb29-d<i`Q$7>gDO@*<lw@4dr
zLVq`s&6;0{QNiCp5BHPih94Xve}W#0<Gm2POJFJUFVKVI@f9YgNtn5{^DQotY({G1
zTYk?zJ#@-EK1V(WbHP{2r!f=Zln)e{aycqGL>u|Tw{ZD;vETsjtsDzv**tmFtVMM>
z?sIo~!X2oT4=;Wyhq%IqCdgnXKur2tO;%w$-P3lD!Uzl+K|O$jB3qMsJEgQVh<43)
zlsa7D5^#YOsE-^Kh{{!1+Ogqy&O0d<S`DniwBkeM=C2KS!G4_Rj`I@{ueVm3f15Uy
z^7Pa+l}}r5xEWScaqJW0hC4uR!o`FnM`nYuRU^1NFBahW?vMq-?}uDYKK8aJj@JvV
zbBz6`TnDJ0>W`DreBV#;f)fRUUoj1RYlk;8cecAlKarptWgc|tR&IQyFn6C}n`?r4
z{x~tpdtMT6zSeEt!~6E$j6S0~i>MoD7%e(-M9uEAL$<E07zUpsyN&-q%INcSmmj*I
z4jCiC-RTZ_#RN;Yq2<~B&W;kg(QTfdc;ef|pUs#Upl^AVGx*clcG%W5lAc6p(Z|}_
zdqUM%h^+2(n3>`$1U;mW6?+Iy*QpG_w&KB-R@Ts^Ofkp`l&3451b_8g_QsHoQrrSh
zTSYzbO+l6|HISTpz7`lftSV-_1axm5(~hNlaJEko8B;BRb0q3Js~0PD*gWQwB%QHv
z-J-4K?0I!Y-lj5Ngr^37uiR}De1mZ&{Af*b_mgwGsP_P{(X?Ek(A&DmfGEz9x_6Az
zw>{l!J>hK<8CelWoPI5zB3b9)oPKy8PYHAi7A-udPw8V#X<z9*k}CZX(B(<@7H-RH
z<f~|IFX$%IW_w4v<K@u-e;Ep73v@Bac7Gw$<FPJo{mq*RE>tU<mES3!;BVtE*`^b0
zv5EsMxuwH0Q}hc&68tOK(ms~2_KR&V_~cA(&5Yc18`RaWYimN|qqIqh@m&$~$m{s%
zZlzI)%i8nQ3tp?=e5`3DvdQsU>HX3L=T2CyGFxz2-2TJ`jQ0&)CfIbI7Jrk<$>>o-
zL(F$a$u|Sob{4!M0jnPTwGH-oJ;Mx`-L3_s>#{sFv$8+S!%0?ie{@~AO12reT|qxn
z6@P<%790LyKgRs$SCL@!Uj^i>pM^*%QAIvYp3XMi1aeFT+Kt|G$h;yy&h+EY8Y{UA
z@8mU%La}2UXV>;InR#hmOY9T?-o2R{RPjM}{`ytA*O7Z_b{f#5S#-E-eD1BcKgjzW
znhvOU&O)_QZy>I<=+E*gE*W^)<DPSM@vC8MP&xM}gf`L<C=W&UL;N+1Yd~8ox_-#D
zoZ3;05+QB6vICJzz*;x-#XgN^6=_H9=nBP6LC6Uz01ZPE$A{O~(RKzlQ~D8?A5Zz@
zNDw0&xy}+@6f?R$s=r(UCzeKc8u#AbCyq#78Xux3;w%2-t}{b6^;~^rk1RPcpLh%d
z$4|?iW8TbPUb+oG<tXv<rZzYDQTb@;n$30wA<f&;(}*m?j}0^85IhX;*+n(9Z-^HQ
z%Xq_jH)5jhg{4e>La4zFk+0v{@mS~CTr{2d9(^rJ+uoe7tKgYw{lerBNLh4$Pq3N&
z<@-XupzB>8jD7O+oZGVDpX3lhY3rX0?U*WJE`e?~n=<D?!=~HPgDo7ZvfkY}?!2vf
zDoykzm61e0EJ^0I`J?qqZ1^fVeF%ckkJ6i*)<f=?gyFi;fF*Mgiw}lOC2S8LNS{+K
z*SnmlR`71#6bwsMBtneV+{H)uYbAqBof}cBC}PQyqi64#x8c`4Gs4HT_Ht<I!?m-Q
zb*iV_jmv>2U99GFhx}N2mfFHUi!fb4Z@WKheS<6f!wn`BQe`NrTsHiSc&fEH`;gY6
z@=4yp9Fe{|L^W^<14y4wcC<FTw&bL6Z{k2Xc_a?d5`0@tqxCH&wB`#3nwS^7B4}We
zHIG2D_Hh|B)SfE};evAYFV>OzJ>(puQA7n^^w8Tk)d%k~GKNgpbFJVq2%OmB73;`N
zC<yUq>c&KTvMnkoWYp1(^`p&Ie7W`PfsvH2o2jv2{?z-lALf;~=aRzNDJwcPHn+#Q
zw`#{enpauVNe+}|@82O=em2BsL$!aG)O|&L{QJ`$lkz@ti8n}X)&AzG`Yd)5{YP&v
z0dX1!!)^b0QDrvWoz4`EuC23%;7n}E`8lkwK4NYsd!?@HZk!cP8%Cc<80}aAw7ck}
ztELP#4?$9m>Rg&bUrh}sTIei;Q^xMz!ju_-!lHBNPzb>vw_5qHTMdQBy0xkO(<oE_
zJEOb;Wc_|rA4mg86f6r`S~`FhiO0CnRM3y*KUM?|q$nyx$nuUV!jKvK{zVgdmY%e;
zU%v#nvP$C{4hXLqq_#$)dcFdzFufjHn94&f;x2(H3D#1nDqZs?y3r%rP_(H&3ZO9z
z&CgiaTgXBlTJUh95B$={dQF?*FyG9UR1^gvNvB;EF%w9M<t#0TsavD&jH|Z{jB@aa
z-+vrm>=#k36Tphnj6M}~C7Iaat&Ty?Lv>lStq?NoG}7~-<+lO;G#Y+u%8D>xrB)lB
zq=u@QyV>K@_@ad#6-gS0?nXUnY`m7r?PkQYn^gfVEiX%)Vye8pdf&Ye^a@ulmvpX6
zzMdl_`fhtRMj~vo**uin^L_08w+R`Sn;f?S&)coLo*_8UIs+Hg-$&BPfr`{#k8z8t
zgpZL=6lc@8tVz8io$y)5lCgI(mOykoqJjh$0wA~INR#^4nz+p7*i}bGB#4~*kY;5-
zHJya|AU8PE`5TG8xJ=6!(l*~wB%46j(K=m)d{n`GGu=3SoNISUXfVre;alZ--f)`a
z>biTuJO6t+QyTls?#7R_6P!EN&+$f^XhJoX=>mNj1937W?{Y&^B02pdg|mLOdhI|{
z_f^X5ezkg0p~51_SAo$#k_ok|wj`(D5(Td1hTjT9G5_8(lRpblMUD;L$&Zk*vh66a
z)TpuRop4DbK47U)`QRSH+N4vS5J^M{j1NiB?hzIif0Pw-^k-BzFt79IZ#70M8<xm<
z+8{CaUTVw8DSg8;+~3(dQIDbae#-JkMLtV%AGw!u_d6_(KXLci)c7ZZ-%g$D#WLUv
zq!{|1O`i@oEZ7w~T_n$)%s%h3?C}zuGDZH#*t&NKc#nrcn&;I{u~N^rBM=6-mw?pp
zCEzpIMbq)c=Oe1#X<XWIabSeX@9_O3SE(R7)shSLY!~Qi7bo)UPE3<m8FBVizFb6&
z0!kWF4+$ktX6bh;Zy^0XA<r^myisIOiL}OXa6_Gu;D4q<*L|FT%Kt4ThUrgw-RI8l
zU|a%emZ)!5|3#7}eOVqwNpeTiV-Mn4>x8_C1{vVH1m>Lo+J3kWO~+?t7plA1%%g1G
zf{CHyvGk$$R>JuFH|jGg5zXDiPn_X2hqf2&-%Xa~KU(P}Q$3G~zfq|bN=_-RmgRj=
zv~E|lF=RmY)s>6>Gyk0`_<Q|Ur+}(=wS}ErkR}O2x5_h@b>yZaRDQ|&Ndd0SmN$n9
z-v!nfmT_|0+_rUjxwgQ(N%0n(M8QuUt%51EJx!bPUgJ{@KjoAWb)2hW@y~*BI3fqt
z<u;9Kx4r6e<0>u`g?~Daw$=Xwbjm#D6wT=PSszyX6Jye>H$zx^*go4sSFWn94E%<1
z;HJ#`M!QE9OL5*&swk~t;m+>(1%Zef5)0Mc*{0QElFO|E<Dy2A><~f*T2OJsyba`B
zn|?Rm-5ME4i)tf9NA)nma|?q@1T6CH5X!Zv^Od=V!l(U;FM&NRNVDNW(J6&<>N#Nq
zss|~3^>*+7o?3SGjYpH29So;BlIJYns8Ef=L8!#K5rw27awUJ?poTMZ;%8umfk#}%
z$sj)18#i-(zUL{|J>f1IqE4Nn|M>GcJ7P=vuuT*jR5x>$!Swh`mYvX}TgGx2BeuJR
zD-4%_WmCinp{GF#`)<j_mX{*ih><*!|K{;dz!P&M2{*f!PqieHGYog+AQhoqg6fP`
zB05_dM5U7DkW*Y~lqJ9p?Y0{5AOme#ka=gwqWtk(faI#lP{Xc><X(o<|Gz&&;T`{L
z-lW$(`p-EhQIIDa_QgJ`<2XQH@&aQXWq>N4g1<@O%&s~0@SdeHf|edJm}YhLvyITF
zRy>e7toKCClNtxyOE2rYWIgGRR{}&4LCWWMQEk`o9MzfyjT3L#ETkYx-g{aWRLRTn
z^FDVU-7@A*dFmP0d7hW`8rzYSU7Hr5_(<s00zw@RE_rms>BW`$<#E6x@Y5Dssjk!;
z$!CcFSZ-+WX}9UJ*l2TG_1N8WmU@)$`JZSTYCdLS$v0>_s*k#&1#-x<CW)X%Z639N
zU0}oNvmwZ?07@<1hWAXS7dI?$|J{x>{y8Ziu|(Ds(yae?<H-6+*!UOWOMpzaxo6^c
zlP*X_D0}~AVcK2ZihJZCKJ$dCQ~kQb+iVan8}(VH5)&;pfF=cm>br7KUH!2SWzSdj
z{i9=s1E9LXUG7@3r(q2Z$}$FUlRmy4Q~Fo0vI5#wb7A<Q#-pDf;>$?Y(KH89*g}kk
T6p&Ge>ReI&SI05va`JxwQ0&`p

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-179-Cute Robot Illustration.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-179-Cute Robot Illustration.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..73be383b026cfc2b62669ca90b88d9911ea8a524
GIT binary patch
literal 13256
zcmbVy1z40@*Y-nq4-x`HNlHiw2n>icNY_vbN(xFNAOj*OLxX_QoeqdHbW12ocd2xz
zbj?4g$K&xm@AZBEH(ndYVb6Njy7yXp-FvN#8bN&p$W;|p6afqj0Kh>115o3DJb;gj
zi-(JYkB5gxK!8t33?d;WA|j@vq#^?`(u0{8=@}T9+4(t{Sue9OFmPSvzASh}L_`G4
zDIqN`B*iZ*B6KbUgMfg5n24B`goIXzg@Hxr|NDh%1Ss$^Zeqw|VXy+26c|_(7^oHi
zjMfte<NFKv`NF`&!p6bH!zUmlLQg=F1DF_CSeV#YI5^nY=-H3Ze+RHBa41=>$l+3H
z-^OEg1_=d3XW+A4FKwdM>D^=(wsd(+KzM<MmX7`s2PYRdkBF$)RdESP`5Ov~O3Es#
zx_bHshDOFvt2=kCZEWrAUESP0JiQ)z2R;c3e)=o~9uxaKE<WMK%f!sA?3~=Z{DQ(a
zZ_AM76_r)h&F@-T+uGlM=;-So7#tcN86BINo|&DSUszmP-rD}Qv%9x{aCmfX7Y2a!
z!z}dAABO#57X{ibOl)i{Y`k;3FfcvQ1B(J1hvf<`rJOe2ZD%T0p#Xf)_2`V!CIU8L
zolR;>mtMjP>>^W_w$4raZrT6Nu*d%=%YGU5w_RfZF%|}T@vtZW2(UfL`tH~e`ntci
zn|IBVqG{f7vceUoOT0_Cug>BO1UXetJ7hxv<Gh`|=wEEPK`7w%Mc64Va@XAsKd&l9
zMYMD#Z8HM}EZ;!^AHZj$N+(>fqnD6vB@|F@SlVm&feK>B)()AHM*#yLP(Tdi^iAY}
z77ExEg3U&vfO{oYnGrXb`jjGI%}-H4K`aVjhaKMq|1Q$JU4bE*?0+N0teXJ^1d*Wt
zUCuLQ6tLIvkLT7!z$M6iR6M0ze>05hpI_LM<eHURyEL)YeV`5gOUJA;kkT(8Mi#T8
z@yZfh(Kg+H{cY0Uv(GKkW9s{%3&roc{5`)8o}wAUx);0d_2q;s@-Mu!Q2-&^S+3?u
zGzwUYTYZt;dTzJO0velVzhjdL`3r3{H2ivy^C>9czs_k@V0h+-)`t;oD%C&q`Fl<3
z;6JhPJOgR|W$QUMzkOkkhimRTHeU|3A-`esYd-HtepcLfY+zG2{+1p2+w>C4pWrb4
zlnwrCp?(7=I35k)(0?eb`MVseZ1kg$=w)d5{;2jJu2o=<0&pR3b{y8^k71q1e6_KM
zFstzz`}j7`WE)0@@gi_*!#0OQ!yZ{B3g~rI;-N3#UH2_epv`<E8E%1(0^ToWz(y3m
zpa4a_M`jjW2TEs38boK!VkqF~io^19wGRW*laMR3ObGqM|KA2cD&(z2W_skTZu!+m
z-%MBgsd7I@U5dZaFq_B=mf@q6)R*^cYF=7lm9mL8+CykAXL&|6v+)+R-O<4~ap>}u
zpO%(yl?;4oHulA1WQO6C#Lb-XK(oMpsDN)J$><_+%>x%6(@<?u#2Npju-{qRCAu?8
zP3jR_bLn1WuHY*K!%V*W7)01~ZK27Z@1x1`n_7S0^mMusks)8{A}?31Q7;5tmwrN&
zvx>44XP>=VSlF!{i50akkay-bn=5Sy7<kV*L&7fM*~{w0olF(|$tH%GAp~9NJX|=D
z+h1D&1pM1DfP}(k)rVoLU}qGNIabd5Pn=c4oqUTFKn9%71ykTdMiGHy{Babp*jiFl
zGzb0@bwf?7_~I$_>|i+skQT<j3``s8hfHzv7Sy{01|3A$T|=%7Oiv7RAAOJxf5_Py
zZ0jy=8X2PndgQF~MA`4cffJ*W_SOD;Tg!`j6eri~KIk!zWCippJcKokzi4=ySD{1n
z)VkF>G)9TBI<eVMk~J#4#g{at=*5;nG-*|?CMchF?b1z2LwUZ&(QQwLA=fISOO}56
zy2+<phTPe{{dVltH_Kvgg)m2b^%LDOi1oXFZ`uY7iO&W%*Lw_F9~)FX*ov&3C4S^E
z>BiV&JdQQ|(PGZz#zORf4YM<xixFcNq)!RbRsjBOP)AOGIiwQ(a*Q_tTP#Pw+qdqY
zgd}d92ChSPOmwVF(s+6ms6!^~z5a02L#1ZOwxq4a9z_M((L*f^_4`NWiYm1gs57Ge
zZ2`3v81n(CnTR^x(1W-PF+>JIy6HzJwHby~-nTj)VWc}l`WW#F6R#w2V<~0aHWQxB
zZMMCgpM4Iw9J;h(zMty_ABUDJm8aZ1Q^k5;BDq!ZF6Eo_+4C&C`8!O=1zwJloQ_86
z)&kuKq0F4N`9h_>^=8&jYo&NPgA1wGwpx+MB)c)+OqE$$A@29o^LVC1P8T~QgFbEr
zo6XMW_MKcUSl&0@PUd*%3E~QW4+|2hLO$}K#I-W~7$aWtpgi(p3^qehqxdU6EZIQ$
zH~OKta{Ea`)pat!YTpc@lKhH6nee?n1`Gve+MM+N=2aL*XM89i`l=}kc>SpTEYyDF
z73>0fM@TA$jmXTP00kt6Xw^0nq-~Vami7cT>(<k-%61<GWL>B)E_wbR>CsF&0$LLU
z(uUIEfV5@*7|ND2Y!aZ(i5c7kTh8G2I$}aMm$SAPPqBhgfOVn~4P6^IUHNYFsfPTe
zxn%kMx6Lxe+&Ce7k5wZ;M}`zzWGdxM;CN@k1d{#IPB)EdGo~-s*82lT0!{P6ef4uJ
z7O70+9;i``Xg`p8*Yu#(dD_7(TAo{xQ+j0_F^%CNM_+u6G`JSh>}jwkIV-ICg{Ody
zwJt$zO9pPjG0UCjyzD4{yDm_b8d$AcQD)Z1zy(%$o=cV|xnU`IQgj#j+c(D1p2V_|
zS>uMnTUw50WS;xaM{)7RpDaFVXm07j%Fo6VDGNsXvmknl4ETrbRtFVlHzr-rn)bm*
zd_|U}CnhL>)u{>v+&Ydty)bYE(H)nclll5ur@){4!oTdsHkZtr;amvf$8fH6%pU^;
zFyU%&C<-fMTvtA|#YkS*-ATvu=oB5*^KBt3D7I+vlkD3OwT+*;RLN+Cm$;qcIZawr
z<a8ryywMB2)h+WliA0(YN!esB-U&@Y3Xy$f7^W!lHMJxgxx87I=KcU`6D->4B71MO
zn4cB0J(BWnw?wX2hE%=DLc2!OYcEQHlXZYp=(xR}rH<2md`;T_)l1F+BxE|#0HSRn
zXV*X~1<CuGQ{@5vd~aADH`>ZctksSjyiOQlSw;48dNaOG5;I;XdFQZj07iCV!gIEv
z?jrrU{w4X1Iu^Md?VBTb3Rp`@f-Ybobi%LNddy<oXX1H0ogst2C1nA-8LfFdxO3LZ
z5l9Jh)|^rjJS2N=abw7BNlg>G_w_n~sO5M|;#^=P$FhEV;qZWf-F@b3U!R?78Qk3n
za(g64*lisMnFMs_N#$EbPyifSS3FRSJCnLVJ!S_3i6n&=_%@GrJ0WF?HUpJviSK=Q
zthpgf$@_TF@4`x=yzqENU6|{0^T4g#Z25pS1Mi@elj|nNaXtH;P$^P}`4>oOdHJeC
zju>ve?J!O1MJC3B;s$ofjy3bgR{lJ(ELnq|q})E!MI*~%V=1pI-^N*og$0`j=Ma0|
zNd~KCP?9S_Rd41=FWCZ_aIRki9iy<{LiFDEOr$Xk`I(7={|edp|3%2^3&;GHc$AeH
z?d)j%B|tz!Yehp2Hl=tr3DP6g<akg`ZxFE)Dk0#M%oDI(>^(3+A-cAD!64k#lc$}*
zij$Li)?DBqj&CZaTb+ZeyTjsy<kmq&TY~p#e@jrzxVWA<0U{0e<Z6;h%(YGx=*7Ep
zh8ZGa(C{uzr5;fT)#qv2xwyBV^4JOYz{Drq{bjpq;qt;0qz}kG9@4M5b#k<;RZu`p
zUdiEJ#c2}FM8wc}8<@5g5>PbR;Jm?pOgqE$EFH%4BE9X}QU78AA20EolKLsv;j@{*
z4b4n{wvk6S?G){Hw6L6&m4?z306{VY!;$V{I<BKgU(%Z^hdTwf>7<^}&4^e;i^2RL
zmes{9t=!tDtq>vsk?>(jZ{#QG8xAoFK3n4Vbcuc5;NxgoX$YB8$r$xX$rXBe92~kR
zhmmz-#lTq12d69;jJzI;!Y$cqu-2&_+nos>xLYBbt&s}Bi+6&x!xA^w<TVFQxC`z@
zselSy-Vld>k%zWHX*<MZUJ@IJta3Y>dwxv=D-~pWcn4xv131!H-i8@~CobQ1s(rC+
z6<xbGR90^Ry-s0VnQ-j$1o|Ukx_AF0VOB5vNSIpxcW+Q)T+Aw!36$y)s+*e?yP)YV
z%+nTl5bh-qR%`4$Ev*tS#@c(68V}Z7amH~_Hre5pWYFTAtQI&h|K^P8z{uXa%(DWn
zk(unTgq!<LNq%!>YN~2`R|6{8L8>D*3r6^`3$`=dW|Pg&!tf!yN5DYA?#yM>*w}g#
zpnm?cOl#=+LvS2V2}`w)-gCY9e`5;gpNZ@)DJyDX!ykb#sBWFqE(}#|P<!3%Z>jc?
zm$K(*|G@dcA<K8xTT52jM^`;QGG4TkN^7&eXilT*Qh0?D&pu<-Zi(S0O*j=4X>ze$
z+bs}_a|7el!L$7{Q`yi?g^*RZ+>3(^a||NQsZ%p!qRU${D!Z8F@M=MC@XdTW7P&(&
z32;YBKjOBRRg3n@n5l5qyjj*K3we{UtEBc%_&}s-s$Asf^y7~xJ?D#Q+Z-!tKY6+A
z&_c(Kwt}TMZo>bZX!WHdB!5e^uAha6+JdH*iai~zPsdI*se3R2yH&UD!;ij<?dH2J
zCS74=JdnCW4@~bI+wHF1)ef=CcKr0{k;C{-jm2sW7a}tZN3N-uZR&Gmxx{_ChwLDB
zk5+FCVE@RVG`yEGE+R>#`YO4l+<SzepRY%&i?`mH#u%m-CvG)T;+^*}pV4Rv=<cTw
zuI$XWq8H$|_r!BIu!;yVXR9)^0QVfJ-6eVK_FiR4oxaLuI5!E2f0?d$cO45elLnFY
zRZCSKAp$8eZl#+yH3Tb<xC>P}B?H1AsD5?Ny@q2N+mDb+>>AA7M$p<M(B@Hl+?cy_
zYuONDpB&|<<!o*>b4u+}v8nVe;4vP|d*@1o>*u$-4(`=&qVe%u;;2Wm?znt&Wpds`
z0p<y+Lk5^5aMSpO2G#u+)>N#@*WiaS%QXG&#^kfKcP~C_Eb-j*DA+q?8nbkr=hsBa
zb2BPF6w$GYR#X0-XG>3ve^1+krAB9$|G}MbD`X5a<KZnkB!A{{6ASJ?$m&?34}<&9
zQ`I$kt_eV5LzcqyJxh7K!Et_2xbGmsG)2B8;eK+6lb`OY!=fhD$Jqmy-M5hw7274L
zWkzSiMJ8c)Ht=>c2v&VKLToRK_$ce$juW*1MirwZr%6;Qy8~(zy4Y9ERvPwVQ(5NL
z32*7!*iNM49(9{H;j)_n=S@0Di$h{*9j;w(DtA`?k)CS@Yk2Y=bvNV9msj3Sv;v>P
zaBO6%obm{R>Vr!K_!F0X*Tr}8iJpjKR$Hkqh!iq1c+XWizG2KhN*svLkH%toFS;-s
z2Fh61gbr?gPVbnfV@OUFvcE(`Lol%_Hyxi?$2}Mx-cKm6fE(4ufGfVDUwr?zzwa!T
z!s_&A4$B7`F0SvtDVvtEtw5V;1d~^tU`}nM)I>h;L`J7EMf`RLu&!w(o3yh&|13+u
z&8)t1w=!XUGR3f9)4(Wi-EXGdPu=C&t?39R$3^?FO#2KZZ>@9F6?>Y!C~Fp2|7J$E
znK&zIz*ivAO-rp8pX;6)#1>D>gfw3z50L(5Koi+jI4O3Qdfbsz{B5VNtL5uu@`?QB
z>Xa|0!z!C!bUL5!q4}CY2hEbclsl~>b2+Yj2_)S5M52=5l?u&%7fiJ^Ny%!Gq9Xmi
zy}Mp1Ob8>e579^aGwva?e`n|4;y&%1U}Hrrd_?bK{~7m)lIOL5)Sn!Gi+dKcfifGQ
z2Tyv&n(ZBp(b*I@$LoHe(urm|-f>ll`<AbtO|a8J7n{|QVW5}w?F&`+G_kji`c2>_
zOkX=2#B<DF?B>3&@tBE(8eo$vxba1Ju&kKzKXJ9hJ65cU{vg`F$fKCnZPr#*nAEFS
zQfIwFdGD>v0(GvWfnNbZ{A6VpuIww8s(uldJJ?Whg33W-r#o`NVK#kP-^|)SsYc3~
z_1I1)-oAFfah*h_6K;A#w|KdPjirq-V7Jw*@Ag&tWI0_f{15pBmIb+<L$fc)Q)}$)
zE%^rsujv+rr1Z+k<z$Os3Hn~2WtSgFY{X-EnqC}hQDNs8$ox@2v>nmUedl)YqC;VL
zgla+jhj2xsuS2e-b}9^Tc9_H=yB1+&!Zp9R+QiZ@U4Gj>io!NLEZjQ4HPF=XsiW@-
z3b=Z|ql%6V;Zcas*;l#j<k7EwF{4;=b)(8-ztux2+Vt-B^XlhrSjpOIE)IP7c!Um;
z)}P`$jIXzR&Ngs~vEb{b9`Bik3a4!)uJ@Q8Ne=UU#e_|<ht!Ze<ZQJx^ASAVPjSGS
znuTpa4A@v)jnrH-uQ5&LFz^;2=sWu{gw)pHeFc9w2ju7J>nF2=p$`V6*U~PdPp=`1
z^ycWAT6F()^eHW<;VcY#R9>&M8F><sNOSrGeSX`q93DjK?TIh1qaDfi4(MqP9|r*&
z<Fy_fY3P?VsKO`l<KE~a!_HSvHMcNsrm8pkW!9(osmSkZf`febXHG@SN~l%!316+=
z#eITTG&&JlB%X72&}np8Y`Q8E%iba1_I=o>&jX73+-d`0N1E5Gj`$7|WN4Ac8RtN|
zJ749XtkK%Xe4IU9!xeSeHtRsaWzahXq|NE=u*Mvyi5Zo@Vw9Cpl)PS$f#|Xh4BmOg
z?N&6>KEXcxsLVzr_!1{OVXvO;hyJRju|>lK$^dpR=!)B#5HFWM;IxYX;J85EEuH7%
zJc7zN+*u$4>i~3lq%ru0BKuW|Vk`a4)fnZw6)R@eI2RR6t$QiMyRSL2?t-mYCRYsZ
zom_L3YWyUaKI}SIvai73v}CX>c0Ctf?%{0Qd_ff07qxvLk)GcwGMm_0lbCZ`6Kkx>
z(Mh`EmF%IhY;i^<!_F%*3NG?s&Dz?EzQUxpteHJ?#YwJT-CAY68uOek6(F`LKly11
zIg}qUhz(3j`8Zd~JEYZK^;66{u(5@zCB=i?gCRWgwc7co6;NNsW+Ck>8|JZJABl`E
zUZJdvai16r6*FP%ibDZ>Cd0G{!h%~Fj?ZUe4VH+}+z$AgA$;E{&UyaNo#fnE@EE(}
zZ8Oi)&98FO^&dq%bh<fEJ5!QI7xB=C`ST)P$Io<=&52tkbm8#>Qf}I)ktU`mee33d
zX;8qyg=VM{45tV01xE;Es&^6)HLeW|r+aqFc{(yq)<(U@FuY!Q1P2aRn!G>sA@7EC
zvBqvJ4An*2R})YKU|ZKZw0dKwG7f#Fq`lEuEw=7#h64QE^LOJkWbA+x@!8!%9TkGM
z)g2Aee*2e3?n@?x54)$dOq!!jp6IqC)$zr#!aR!YYTjlh-wUzLUC-%M=sZuk*LxK}
zZRZ^C*U(|&zN&rO6nb4Y%R_R|ZXHC-Js%L6c#9nVzDn060&yZw&D+tL@+Fv?jM<7o
zo5q@(H!GsD;)<DwjlZ`cWZF^Nt&?AY<R!yBaJWY*b1;`<>e@JA)@9eRT7ed5&2nPM
zcr0Z~J|0YUMOT9%g5*jyZW@0HLXJRZV#9SubUnTYU;TliAfD>X2|+re<a>*oY4tCh
zOd}rGtVx1}G-llj=yIcj6xvlEu}EX?fU-82<Ny!!F<lAUMba~!{Nb7`(QmB57ri)q
zMW*27z`i$9zsSWQI-pIo#Mgb_o>vdk?arCQ?@M{8i7s<VEL!Z5|0r`Acoqh?GnzGL
zR96M}T}brQ3-^w3)-_Byfet{s6(c59S`P83Gor^wRxWraR*X7XJulIsr82~oJ5DFF
z-x7GT^#WNG@-Z$*TSa@f#1=kfeeo%l2!<$FV9O5_6nyR2Sx&2k7tn+P^S(Ay&uSI2
z;~S6ltY#qyFFl<vUarQJ{ENjb_j4VV8kMA6KUYE+4_KvLaO=v<5}d>QB_RU?Wg?y3
z1PA3Lu$$r2QAAI`l2m5)8W$<LWsuu-Df3xV;f9}rQt6^jKJ<wCcm_$?*pxtd;*E+8
z3#kIq%pJtSv)FnR`}-o|5)%}qJkRv)oMyx)9`5DOiBws`Z^fBp5n{MZ;!3;9QfjLt
z3d<5HaM*SNe4vRmRns2KUUfTa@5GQ|*(Ep-_p~#4OFc#}%m$w4?9OtWu5W$$V`V94
z-wUHszR{>Dd#o524Wj<^{cIbI*D%$~G&Bz&+8WW*aN#QtN=rU}Xyf56%D;^GY!X6E
zPMSR&e$d~(y=<+<$5&g4N2yFoL}<@0LAHeg!Zmg}^Nb~qCDW24&X5UT8;I(2-1yfq
zE-boKt^4Rhh!5<|oTlzX8#^|Au#~WxFf275mA7%EM%Lcem!-u-!b`(m+H)Ba(0kC1
zNfM4dX2HHinp-q#!Y=>m?qOtlQ93SrtUphP+~cRrHX?%`ae0x>!&18Y6x~jPIAe5(
zyZRT2iiNl_R2e;0V>aF&yIJdatbLXo%B5kuKUwmUp*(H6BKdT2od|2?LrJEH&y;(P
zNfksm-Tsyx?4$gWG1D(r`@=ttl^8Z1IR84U{NgNn+6s5PaU;=Z6<2gokmW~FuxP`A
z$Lo)+=fTKKQDqk5VRvf{9Y^nUjlu-qw&sj^s6LViAF0NDZ=GC3hgj71j@MOxq<g=p
ziq6~?!!n3!tnQs!j07_!@8y8{4biWDe4C%n=myl)=Q2Dvgv8suBf49m<!O$yO|Vkg
z88-2BGRG}XczTb>OR+AQfyN*#<bza<tz2Y*SM2I=g#cgev+lAz(Z-kVU~;p^tNWBp
z!ee!sO{vrxgd-CZB*Qu`dB<6OQA{z}LXXLy54FSVkx93@(~{T?0=m3Jnv!k8YKa`C
z@#&{~u?;)KZ%Gb^nvE{YFb#;+ANxFaqJ>Ewxy7^5&6grKh?kB|t0Lwvkwk#|a^I<c
zLjgo58Z2yY2hSE~I=eKy^;1p}vz8{t`qQ_YI=%9q`GLPIcC(FhCz7_1#s%d%RObfq
zGpA%VedKl3>CKGZiKz~5qAf6(R=9_I=+Loa5qja9--6cDkL@RA95o1m7D<C5a<K$E
zZkf0w^&Ga0W9OZ$wf4ROOyzFexSKc0K%rHhYo7-m)r=M1ipatmih2|ARD`(vK5ZC0
zXni&x;7sm|QmO;4b$ZSws>iA%3*3CfEo&(prbUC<@`wwYKG@*}BC7UNVQTj9l_FpH
z-m;cEaD~)+j~bmd6k=v0kR5pv08^ec?~CCRyIfleak~q4HHy5SL`y=TshLc?cO7g^
zHn<l=yN#9-Q<2UuVw5Hxx^~(|Cq-wJ9JK3g5qDD6Tq=;dPO4zK*&dKLaMyT!pxq()
zD+-`Nx<m2&5wAQ<&8Ll(nB7`Ew63c;Dja$PIJVIwQKMrDw+T&5TBt!*@Ub^Y?c+9v
ze#E^!-#+rsBTI&QIJE5`$_~k#iE^ky=O?U%8{+Lf=!k_)i@mDuOHrMhE03$c>omC5
zN$%$L<@p1>NQ75pcrB4n&Sy>cTS04PZwj;4;TTNAb`MEr9i()4S%9zf8O1ANM;r;#
zE#LUB&l!q-TYLI!H=N@N38J5etQNnEheXME04V~wS82nP!VTb^^$n9YYNlOjpLUqs
zF&Z1{>!b8r4ltz&sAXr<A6RcYiJZ*6Qg$?)J=)SOnd(n}%Sr76?cb$6Gyxne*^kV*
z<MsAO@fht%i{<Ig6NlDtC@)oyi0>tIb2|0BIZgDvIepi+U`pVSVF%r4Lf4nkji$oo
zjM8?)2iX!`N~%yHS@9Jp9n;k<Kkd`3dtojZXK{G`Wg1tt`o~OOguSBOM+k&nxN#}2
zkKcHfr2#`<hOVnHcJwWA&;*1^nRI$wwX9scqWlJ9h&D88OoihrcjLxb$!Osr(RKk_
zv4Zhes>nWn)(`^`LOfAHFuz^R!z^Nxu@^*2eMt>-U8E|FOl3CnV{%Kevcxg8^Eh{9
zM^B1khoy*a7g9D+YaUA(-ohor`<5%U<uqRBNtzjo@l}Rv({v15(}UgkHZd-UN!aw0
zhLkH_upNjri8jDO&a1DBM6-FHtH$*mvHLW-uD|bW<j^Csh#;M&yF-^_8SV70?Pxyv
z-JL_M;~CMuabMF01<ZL2fnzw1r>8k#uc)#-t%sA=s5&XKYtonPb<~COc)3;cx78wV
z*#c)sl5VNxPWYrum+4ODhB6-_a^%;it6rXwe+fIJ(Tda<EhO1YGQ&HQK|DL6_mK1O
zXrB%aCZnj@qa-YXv`+GXtMVoweR8G=Cp_WzHu?G5zuI>;G;3HvYHP|*!s!WD2a;we
zD>;U5#z|j|6AdWv)gI>GE`4(&ZxH8x)8><u+~p<B{P1Upk7Pkdd`Y-4vFni9QIHww
zr>$dztM0(d)akX6nFHE@Lp=jA7kfi)M^IW_)al-QozgUQd0hIU9S)+_^5I3Wn+<KT
zaASPEUoHFd{BW(=BYNAXRfBe5GCss(<VmPVXup$eaogC?HKP`TQpK#(-o&@|Y>Be<
z_V?N?pren89=#03j)Z2aA6#ZUv&KtB=8#n1kkRghJQrW&em63+qAnMG(5n)5Roc!L
z;HyZs4!)7d8cAQBnjY52;F+OjL#+4+hXao{|KOTt%9!R`Y`oaU66&qHuRO+1TVKiB
z^AH>M=~OCbTOX&pmn7C|JP-wwn|3@c7=vKiVhx{MVv`BEcagRcoa158!&AIGCnbG<
z*3O`G=a9OA!O#NNH$WZFD)If6%}L04wR7RTy=}rsli2=`Ph@ARwg*Aa4V2RD{$Rz`
zhq}!czf&pw{_jjGDmDsFekeY6egatZ9tu_xnCZN{oC;2|v{u%8L*~78pLDrhc}VBF
zGR9uzkzt<(tt+yTcfxx(!0Wi##kTsbSxeet>{T4^V5wAYj5TlRj?YG~dIed6H=4@~
zY2R;{3w#xzCn9JKpUuAEr8`s?FL65t6i;KQ$f!5(&z^m6CZdcAPQYwaCrDo<Q1!I)
zh;X4+bNX15<of8{7!L+c=)lmfNN<@*(UNmH`(z~au<vMkza?>TY=gaDX5`y=|B^~L
zo0aiFK#_gSYn9Y55YG;FgX>?so)mBSc+c*CkTNXwQkn`*v9nH~PgZl4pyOqJPd(N?
z)yc$8nCMGb?{DBcpZv6wW8Y%5wD^9a7(-xUx7VGZ=Ta`bR8gO<Sm=Yv?2J%AB>qk5
zqL*8F{s?6F1-aXp@@|3L6_G;;f`_UQQYi(}id??9mUOd5i4Vu`ke=bT7&sT1klSl<
z^BGf*%<hI5a|WH=m2x^7u0MdZ)5Ah84?N7^*YoW_0Rl3kIUR;qdXhL-5^t9~kChZT
z(c!@#u*T<b*gQ(<-s}%bO0(~I-^#I?2n`N?h-_-&WZTW{o`sI9I6pXMm5XPe!OX3%
zD=&RAVcPL5q)P=84IfR5d{KPANE@%cS6p|8sVCl8%8RN9pSC0Pm6@~34I-yt$YlO*
zyLU?k&0ganuQPqB8kf|t?&fh*--`EhPgjLduJOucrHUM%{LT620a`}a^~hASSLF?5
zY-pg%Bp;-g1N%#;FPpOtyB${5SG`~T<ZPjK^=Vn&MU5~>oV9&DUeA359kdzb*F_Vp
z`NA|W*~?@)48a4ne=k<r{2uRHiGF!1Z@!LgvdBGg=HWoE{-(EHF8ZmLKRB>l)7*#f
zEY{O{AzIt_G-jW)30ku6vhNhB2fy-OV%y5j<sda;2<s2%w$f9s>?D1Xe-|Rn!p`rU
z_;CpNk&kpRw>p^{YYun}<B`2{u+l=Y=#9Np`Ea|Kjq#f~-&CihhDFO2W}H~RL(S5>
zgRGXTG8}_p-IbYXlj-wyWR0Jh966ebIb``cX=UE!r;`?UFg(->Xuf4A5ALXOxT+rN
zv(Zijg>Cms7x-U!75P_d>O6lH`|bW)`r>*ODLb&4a1!DDcl|<tyW~m3?^Lp|FaVvr
zvOdGfRNu0s-sWUnPA$qBU5*#H?-39fhN<Xm_)^yF-G)vuht!+7r>el=eya>#T@Sxm
zW_aRYgnUHSI5ktiOt{6nPo?+m*8Hb&#lg@c%=t<F+uTAS<hwe&-6wLJL(R(usUr_b
zCruE{B-f^gQY0}vX`&`O9y_Sib9g-<>GoKQ+#`87*ZwYC@q&!{XWLcGL5i=8jxPeS
zFw{v<z(ud^ezVsXpbsxcMvc-=XB{YIJ*qKFT)%rd!9#c|S4_Frx-;Gu(EUjgzJLEo
z^_Bh;;RWT&7(=TA8`0#Kue29=a3>1|x%E79+Cez&qS3FH<$L;iWtm_z_W`KGX5CyO
zeo5nThlKa$O5HW+=I2b`k=e(0(H9W9q*s<ZUtz3kXbp<+l30$s^TB){J{(4${eDhL
zSMC5=uvA!TQ8Er9cJgS0@T_0<6R@RXKE8nfJw3Qi$tw&!xMJs`wv@m+0CRgh*fDX!
zKFrs}{ApyJhAx+__seueuod1Zcc|wf$u0W^I=*N+k;NOcJJ#=uMSOX;F23$8Dk<1S
zAg+DwJXtSs_hL3*)RoAR6+gY-I@a)P;fkpm%d^uFnkZgaGlawm8JfQ?dV||ZP*!T4
zDQ@YA?422nLbS~`b_FlG>_K*5Xu-fjgMk^)gP}T8s;kzwCQ@{xqCAW>za6t=hG93G
zfq~+nU;SBLJX4Atbq~z9|L(;s*2f)?XMS$0fjimwvr-nh99dH<MOM))776gf74=$2
zP9wNAc-dM)rnx?|Ms~XzM!+!K`B|Vp>E;&oz$LMQ!+_lnqRy-~d3F|5WeGtB9y~K6
zgG*<ew%VL0zE@<DG#;9#O!?G7-<ug{M3FrYSkZ~ZbhvpCkE^``eUWmrbj!U(J<;(s
z_D-xbwqcrug?&A1%{S{9wGh*j^x@mLH#@GcT<RPl8ps`6bxXl~r_xkWLB#1HHSaIc
zfbYdH_RzEX1&R0^`Cjp%fyx3QjXggeHM`gbTZH8P4#LF8nef|(T$WqU<nW0mzUk^%
zrP)J&)Pgu2(A}bcs|BH35710FFI$hu$sepx-xqPt3d<nBSfPEo^WX%!y!4j&yr-Q0
zb(apL!?2f*pIxCM$<HgZ*COw5IipHnv{3kS(K5mO(l_R1t$r&RyW|gr_HRlI9}-43
z4i89DXO7yIJ9D+M>iAVsZ_iSRB_QbTm|LYJ;VnBXhjT3PyNw%OCw!qb`v}L1%{E~%
z`+b}3gtUXOoNe~|-7K~t{|j*SNT`ssExBcwj&)e?gV&W=pqE)9rkDA-?Jz)hynFB<
zGmJM^RD1ZH9LZl&6Oe=jSjY&pka*kC8`PM64sci+{TeZSRfXD&_Er%wyhVn*SA}y`
z@bN=&Id%2JjWeoAud6RAKGr(FW#pao#VGu|{F$n}YCz5yK3gwHUqXhrn7(d8>zcg%
zxD4iOhhG7|q|bmO=g%EN{%PJAA6sx$$$MK9KE#bPiI|5BmA^Y6+|8)D6d}IK`@v7p
z9M|WfsKnh^XRLAs5lYsB`!1ctLm96z_{?9D1ZrGZYp$)CO1>2D^O$sky1UMME&yz^
zIQT~Ju50cEW}4|&t+}nVT`u;`UrXebn73quBcmTbnHkDXr;4!sai`-)ugL@5a=7)q
z9AwaHb$~twtfB9a{5l5M!+-6gQ1Guhu;_Nf6BID((t`s2I+W+1@1$<%8k+I1Yfw7W
z#Q4%=pt2|a66q9EU`i>eF@wrs)hFYfJpnztqCLJ+2SL<1)piM89>IrZ4e<`WyW#Z1
zW~E}D%5=}fEoIicY@VHv6nOcqrF{?@$DOFR=sYQqR#QJB{h}AVB=!D|AyYeRuE}(R
zFaI^mdh3ee-B6ry>bb#c6yQdz_q28F%=I+SIdZ><U-zc#(*267=~-)?i@fuZ2WlsB
zC_qjv@_708_YqnPG6~17-h?s}pC8xTqJSq2E#Msx`a)xU{y+XRN9wu+`z|i8*WrH<
z=ez?&iwm_7fi+u9lN}M7!oKMJ_SWU8#7@I_QjhlD{0{XurISl%%qSo|r~P#IAMd$b
z)6`CpbvR(h`*QzPRA};%_J(N~fU%o@6%YF@@JPXT4h0Z+K6^H!TiITtYtdTI9PNu7
zSeKK2V2ie40=WUQJ7O$S<7<}k_stKFacFXPgf6r|`#-6PykRV?4@BOGuZ~B!WVC!!
z*8F@|{A8u~g!gOy&gg}sU9IjWeLQgl>#GnKF)7|0MmEI=A;B(Ba6$1{J1ft}3QeI~
zFT@#k5OdFzXj`?DK%`t*bs&QC8%xdS_lf?~_wIO={O)@Wu5*dpwy!kNIXvwo;y2%;
z-u8Ryb0Mi@sp1=NnZdBO`V??k--s$~f4VN~jK%_e&uihMJ_=~iMgdzL`NA=oj;YZK
z4;xPSOVFvbJH7}7_+_Dhndh+PmCY|FhxQHo%aAh(LpPg_Zsp9{FaIF|GUa}7|I8O@
zal8vg0SuXo62?m)!zA=Aq2Ir+hOWRAy@P$5D?|Zb(B5(|M|0iTCac#ReQooPKXCqs
zDrN)<snP23mlDOo{ofHAroft)e^X8FU~uZ~Q2Q^N_~CQbXBkr@lG7UBjN1i<@~;M#
z0fKJ%0Y~&*5PDyU6ESE$c((&>l<Yz8RND0GLCw=Q=o{gonTw`xL?BZXJq?T0G_&Xa
zt%Pp&r0ZEk7lJpdrG!y{41LMz(fL#~l1jm_g?D;Cfpjy&yBvxFHlHn8>=1@-qn(*8
z1J=VM@P3f&z>J9w1*DPao}DV8fYx5Ly;<)d-=+#--*Kqs4~$np<8i}H;0Q<Ikp9>6
z9UwoS@t0w44Sy(shWd`hZ(3%ZQ7{sn1!(&z=EIs7H@i;`ek>k;<exgYF}x8#FVIgN
z(JJ9b1fc-g{025X$dsFx&6%(0kL9FMI^mBbM*Br@!4JQfUaTfHra=M!1*NK!?<nQ{
zLJ9Iul*s;JtNv!hlUHa~GjK{`gH{KvvIC<YY@GJoJ<bsq@g7-D+n<M=@rS0*MfaN6
zZ9=(?Sn<iyiykbkcE<KqksX+((r(=T<x}FmcAH<9tO{q&s=j0G#&66NL`+0JgV6Zy
zXnF6_{`SCXw5bQKzk9B4*p4@E*FQf#M<9(9_A4;X0Z{aord~iRSSx{c3Fr@(h(N~^
z(Ld$$GyJdQRk{fGuCTSjw*Mv;=%CoF_WezIXrbhn)=n&)9?^^Vj-r?1=ZB26YMq0K
YJ7l}Sc_OCv{0m{|9_7n17;5zY0fiKc5dZ)H

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-18-Classification Diagram.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-18-Classification Diagram.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..d19906bb9e38167f9c875fd2540ed821b53a2767
GIT binary patch
literal 39313
zcmbTd2UJsCw>G+Ig0x8Qp!6al2+|3lbTJeGrHY7@2#8Vw1VRVt9i>Z=-lX^5MLI|)
z^eTz800I8I-*@gg|2Y4>cieM##@rcuWM^m1tU1>#&$DiR->d+4G*vZJ0X#eaz{9<O
zn|a^~KyvFA@hu_}Vq)Ukw@FCJX(`Cb$jF(fX+X4W%pB}&%&e?;xgYS|<-E_u%E~V(
zaQ~sGxVSh6pR~M`nB0R$;$r_i1n>6k+vH^Aj1&}%V)t0@iT#g{n|6ST1kV&dg8+{c
zz^B3^pu)T91~_ozB*OdG0sO~-hfhFAbc>keHYpkIhMGG7J{|!9J|O`S5g{S&Zg1S@
z03j6-^*vFgTQs_s#GKBwVt%pTNVt?MJLvSrP~4B+eDuFfO3%Q^#LUCX$1fl#F7a4W
zN?PX0Qx#P;bq!7Z7Y2q#FJBp3y|sR4V{2#s$;H*p9p>Q~5Ev9368bqTE<PbKDf!FS
zl<b_`yzlu1g+)KAs%vWN>Kht6ySjUN`}zk4$0sJIre}W7&LLOV);Bh{ws&^Xe~*q&
zPR}ss7ysym2N3*QE!_Fviv2gesBn7W6A}^-691zY9=<zH2&f2&?up)_R?;Q5bf)1H
z^CO{Ej{R2IahvOr9*XYG$1zfRZgC_J`XAN)rP=>C#r*$&Y4)Fr{g+;I06763Zt@7I
z05EWN!Jq9*`Ya4&kCr`*7RZ6k>x|d1J#x!*5)ITQv+k9RUGkN$W*vJa!w^~>P4()k
zT%$E?_rV58(7R99xPca^)_WHb1{gn!7^^o*$IP#ug*5XuE(xf9EBH%z=dm)!X=>J<
zBKzlhy_rn-ee_9Rv`gxIc(MAyX6+Z%r|;G8Mnu(YbL9cFx+(yz-n-cJ7u3&zECSA$
z3Ls7qzn<)nY1gy0;KC+InBFa7)ue&AzlIqj(!*R}FpX7T#s4^__|WI;TG;-}2L_%K
zx_|f1n2wIs_YRx2vv<0~Tb|GHa&(T9UmJwo05tIXC2I4z@7-UT-T<0znW*`$BtiGt
z)MUBj^v@Cv3?au~?%emZ&i3oONW6ySTt&%vjbA38hqQjW0Z>)VA~yi|6R5Q51_&~%
zLLUY@eYx*h!tc#9h>-a$^EgG7GSeP$fcu#s8#9<l*UZ<W>Qs2fZWAJr^|xe>o`v`g
z@RU9?wvuS7Wt`aGc0+$Ohd^($p6QyYH1+(NW6IIxyed7fPC&w34ZR$EXJKK8zT7rM
z40wn+%|EgKbWNwSeT-OV9d?XX9p*1_0>S);x{W_B8H=)IJihE-3a(Xg9;6OT<H=F^
zp3+Dk#-A(tNEMl;M-^`_T8wouBkoJSkoc3@2B}RQILdxs&sA*IHts9`J*<CJPCEya
z(r&iHFt*UMAaI`iJ1V=T4o{Ixg;#|sizs)PCCK9ji1ZPLd3E9)ba!6r5QM`>WFeQ@
zqdLS{Z}ny};P){h;OG*kjmGMzIp{0@pvWJju^A`ZE`Y8IuPq=)`fQ5L%BXs*dcdii
zdzRKJQ_l<U4>T~^0G%8jpp~n}{x!eyoF@jpFR$XF*QJ@g*{J*Hlvl5EdmKV5)Tlwn
zFcl?q>!^>NrIPs9)ay4=LM%>PD7ujz)Y6__%)qMr$Iau6$ErO>*lW7cR~Uw_Bu#($
z2lUq00=HHXGBdMCOSHz&m`^!2$fHUQ3qiF(2O#6bHvp+FTDG%$WvRdIB?ne0+l=8E
zq$%GRlq+;i8)s|$qR8NQUX}3m^#-Cd`7zD8^;!8}GDv^1_39$A&RrAxq@R7+$#`vC
zCS;uTL@yu8_k3cw0YGw+2qyjflKaoym3y?`Ncz?+-me&itBF6%fETvD_agNfq5%6l
zDioh6H&1VUTem8G0R5GNHf%$N_m^Vz-$z65k=Dgf(jHB>++xbfpiSZfvG@*leWMF{
zFSqlmMSr(eQ0!S!m{NaUi6+ixjR(>6g;ycSVJ(B-th4hPQp(Ov_VLl<z7k>r&>k!s
z`taG*27SieK)Z?fzrXTb)b<vPDoqwTT=5}Jf?6~Y#ozk5_7rJ!Rqe$1@of2MzZN(;
z9vlcSd3}vz)Ui&V2SBBOcC6yvnQ&O&+G%>;;B*Fi9mC(kuIF1+*KEU{bs-X#WtdOe
zQ;CF#_q7^>HnLj$+&)ZM6q^66DgOhZ3MJsn+HC!Z(apBIet@ov;4r8P+g<!o@`HTs
zQyteRwgtMatqS4OZcM(6mGx1a3G?}d_K3rz9C7UNsf=75BT9iM<#3J}EDzkZ9I$^x
zktteb_we^AUod;$Nj?T~8tA_?e9)}>-BkEkTJN-o<fBxFp6Y~oG@7AvZY11=<am+8
zh}l^zK$_c+8@BOLdM~>44aQ_8IjC9Tv+zd!l!)k&h6~=aOFqbmINsob&$uD~x-rIn
z(_nwxG!Pu4Z&=c1yGUusiSzQd+O+_hlICk!=x>MWJy|JilZh7W4mnZS!z>@bKp4__
z!Cu9pR<J{FB-q6iM|WQ#qyWoL(D|VG(;6h)IAKmQ=o_<7TKyx*FLeGiQ}g93HA^ta
zN^J<T$-S`^JeTrK89p1*AEAaSKarNuyj;=Fs|ziaupqae*im>9cE};@OX;JZIf^!~
z$1?!Z(ySD!@sNnB^=0cxIqh7jt988)h2K2T#Xe0GIEY~1f~ncWZnS@#6)~^9Jl%qF
z$-)og&myE7f-6m0Pry0c?-Q29y}7Hj(-gJ~{fzl8y3zpNTLo{KF-ql!`g@ttNZMAJ
zbjoncaD<e;jx_q|0uu5Y5?xQ(7A(u`O?9{dOq0(IBBv5x4Z5=Cp1ikvb?;c;UAHa8
zFDg4;JT(ZANm={Qv7`FOS@o0VipOGl8<s1Ro+7WppnA&TXNEC~F8Db@!s%BFEx8e1
z>DDy^aR_2>PU!}S8Zf&!E?cnLe6fD!Y>}$^VON+|*Yuq~^Z5+2EYfOq<a4V?vVKj}
z=I;<g4OO4xbOd^-=2-l1$(;cq?@8sp?OV`Jgbj9NRfK*KaFYwgQ`q0a^5b3H03E|N
zU6NbI7(~GkYi#XdrQDaho<i)5UXojCAvb_6ZFR7T2>nic=`mrkhJDVKWe0g~1V=vI
z4&n}6vILXUl{q{2pg?@b+(4{VeVLuoNT~ndq*o{dRo;FBklTvpHU@&{>b?-Ath{^Z
z9iP9I0&F@W?1Tto!XXr9n&}bA_ikhHQ!1@5)okNz4la1E>hcrzM2_aoyBxm1oK@wj
z`B7V^!bnD|>5H=_ZLKaD-f}XPf*nJ5K~=B^X*`DYtq(08QnKw1+#0Q~AO92;+4lQB
zVk0+Lv5ZD)sLpb~`3hQ(LUaf-bPb#i8?@E9ial!8y{wkHraL^5-kB@1Z^M5-VOl#S
zCsL%HQ~mLlZO1#Zkr&b<D<6es67FQt#1UH<11N;=zA)BobqILKl@QYs%+1-d*-VD)
zOy^r${_Juh^{ROq`~|UReyK=wZ%0er4sXj`EU4y?b=!wMHnjS;<2zu@N7DKH9(Hfk
zGU#5URituu1Q7v1imc%{7iNZB1<c<7_C_8l`#rMyd2}`9M@^4{4=U~Knu1u0V@6$R
zM`!c+@O|lHBF3F)9cfKTWqQBfD*q0#{tz}c82C|!z1v6tHMr|G=6F22?Df)A{9a3y
zSr==7DRGx+Y8y3T=KT6ylWpsJiKnO9kEBJs+5Kho#winOx^3yY;1-Qga8Sy6_*C}G
zHey$cJ+ont{61)20Mg;uA#FsCzfA|(7KfX*R(7oTC|nnn-MyRSYx-<lgKg4=n)kWP
z+0N)R#dY-BNPw6IB5$cIFG~pYQ2k@k?RN6Ob#KEKDDtT`sPl@5^guxgoLX4|VuK4$
z!JSv@%O2EhhA6989IFt2j6JK6d3!Xlu5;^|MfE#hmyI|xPOLdc3n?8x=yDyGz+@rp
zv@CgvgYswhPCGJ(tUZlFu9+~9E@#d;JNlz%ZGX`&{;zJI3~c-O8tI;@<G;VtS9RH>
z%1_X1eU;-P`n{<qXZfm$gZsJB5Z_`|nh)JCy9>#v)<=VN7kQ|OYW%)8y*~N@{V#rL
zoH<RmWSU^yk&rv8Lx^l+CQ5`CwFe~AY{(zMIwQGa5%dVg(tRdbo3j36C+?oEZ5Ltu
zgu7L=F|eg@7b`v5%!7*8F%uhQTC>g2`l?{ZvPlp>U#?^}(kT?{iYix(L6B2$T%q>c
z#!Il;KQ7(7%zOxL0EO?6%a!08U>2H+A#!n4VC<rjra#kv3VwJ4T*?EUk+iysME?U}
zVi(NZU!tA*etnRed2ze^!ByH_A*8&a+YOMET+g8xZg$pP_zX-bvBjp6gV5Z###64u
zN_=kbh+Eb3M*Y4{z}w|sjd!K6kjFwWm8+%1eR_5&CZ*}6-<RXm4X(#BG`Rggcshpx
z7qqOSFG)v6C2mWY;dkkzhzOc|p*D)X%=J|-2V*AIylpz>B$7}0|9)?bDK<@@<N|B}
zb}?ImNlD%5=H->Gh#Ct<%)3<w3+RIJ$cD$@H~3h@x?iuyfq9IK4zWMR>zZe|db5<_
zX*vhN41fOlX3M@yInfk&^ailI<RxJDysL1ok8|cH|4ynUTbvQJH^919{2c5CNO!9*
zaiZPsGDn>(27ma|5OMKv-4OGtz$hYPAp2c8z4^p1mp!M8^|pQ^X`6EMVKn;<pyKw#
zhOV)ZqIrwd^P0C1#?nJ_nxi~rvVT#U`RDZ6hqnavClZt?pU}w$3boLQ?Zhe8M}fPA
zrP*_r)49@%LQL$^n4rQP<F%bROZDkHl1&e^IC>k~@L(xUG~4A8KP??!#}CDnt4a}4
zolnR?P)FKm;q4ZWjoSKl%CVIY_LZ~JOc2Jiuglo>M<qpd?UuW=jg!8yQE327sx!?&
zznIoa;_*^%Zsd>0R=?jhLkuwaWfX6$Y~O@UOOuwo_gyDgxSXlY{PH@gro*1&_OaK2
zZrSwaD#>D<oah>p{0FZW)-@jzHbhE_cd~X1+X5%+(cD#Vg?Ni<UDnOX{%^s`bx%&1
zhV5bY*A9@bB*{9)N7{F6?!JCk1vjyy2<f^~o?dzw(_^nor>01xf^0Dy(m+vWx_Zf|
zP%FjPpRA)#N;aN9`ZoMrronE<A;c~3-Oq!!e=r@$eYe_}%*##9!yb>3K&u9{Nce+h
z6K66N`y$IK)m^n`(OoCJEsQVL<Y!2|-;`WAF7MJ_gsadRF?~y3l_oc5nPO$7t4;{G
z0q`W&m#c!>u=+ARvzLc3+Dx509J|o*W{*#&VEnyL$Md$>D^+mmhvllNhLCm|O;0Vi
zt-k<56F8~Vs3!>fuwwzn8es}oGeNM09nYu5HV%$q-Qt?p&T{K<GHz?Mc*nrHo+Dj6
z(!towy>sqep&TcZ<3XHJgo~c4dYQ<YNJI^S81`|_jN|R6MaahazF%`?1Pa8YaE!Mj
z8?yDhTom(YP1~YZfuqUWiW&lyOnN|v{~3>Iol;D`c%lhs)jRLS59j<b8tsjd{$3lm
zz_I0?<%H;$mm&wk-!!udVmU|J$c2`+fn0e3JCG)@;!5Aw>&+*Be9Cbl)?~7i!b0|0
zKP2k0^+>_3`tnd2*NvKAnX8c!On<~ry9>Z!3T-i43cYp0aFu*aK$pAZV|{_2phhvD
zx3UmIBkz|o2|JTfg+gExT=W-%Bvudl+(Fa*%0u3Eb$D8=0ZK8=UK4DPSMYD%XuS^&
z(Lbu~I5j)}i;qkAzkANOq8jKehyq_T8Qb9zPe_=xQf=q!OM-11=r`)TzgQ8>E2OuT
zy6a|;26<MNvz*@R{TSwK<80|tSNqV6U$9EGJYb$n;_K>x3+7YT46{G)Im2z{jMUHV
zrJ<HuusFtq`?lW<)LzRNIGAYGOdk&%Urve;4g~`%Q7h3ORA7@EL<Z7Ay*Gegb9_zg
zIxYl!Eir{opI&^9f_nVEN0O=;zhLCN>fm{%g}xPJ^Ik{ALsTQ+!ABV%I(;RKWu9$H
z(Q@k7KjvItk`w{`UD*1R6DxZ41|UPs^qtV{O(jvb3J6l2y}tptNRE0Hj%1HIQ&w7;
zqmRp}C9QmZV~6cAT|Lu{bOA~<w`*?q{(h}G^cEd|@EpY(@Hhmyp_T13^P$(SYLe#n
z3_0fx(ni2;7z&RR@hEnYi5*Y!Q*mY{f^8kJ2tWwz#_$my1!ZalR0CJe=6&XDmulMS
zl3mkZ`@Xtz-2lsiIXA$&EYJ&-bwv&8c?jugW#Bar9{5+CeMT&3_Sl33yp`T;*Z0Fu
z&)l@8G~tYlMsrN{7ngaN;xFQctlM1#S{9Npt~G{mS460xo6%o2iNuq>1P4PNT@pV3
zTypduNQ*b8Co`Zu`L5Ly^9^m)qrib)pEFMsGoCYke@?Es<a}3j;BMNdC{gnb<dv$K
zMc0K}j<~|JWW$|DYFFcf6oA_5Z|1#@#syNb@t4nw<Of-eQha{73&N=i=4g((3aZ$>
z#BGUpzqbTGeZ}?GGSSjsUIhl(-yCMm5b)h1yH7~jevRVTQDi?%d1T5Lh1Dpwl{|&!
zOWo#vZ}!a6@9xzj)2p@~ZDR%wXk~4pnoff%I12JN3uHP>*S(WT;{xrZKCu1~leu;t
ze|^C*NxFA%DEtTc${|m~$}*;Z_LeVSb`0zID4q(f&i|{taE&ycP#$-5mE976z7JY|
zEvCpm<ymY`J@>>?Jo%8+Sdd2OnWAFLzzAa&h<{o^0z+Ut?&vbVT&LmiAy}GLQB_5M
z)JF_P+{G-%Y#0yqsjalJ6<v?>;J%1Aqq_m3eHeD$KTVc-TYfd~g^&b?GG0M5nlMu<
zwrMKgVV=<0PeHo&p)A`T;5-0VWY#n}(bzt2Y{}MQWe|KtZ!p(I7^Q~Pp2R-Nwx4k}
zvu8Fd{fV}E8`nz)>MerFn#XrD<1cGvFWM1%sMI!?l~%jFekdh<T$qP`=SN?5@#3N-
zO|l=));i%{$MJ~%K0p4#TyL@!U#v62&T$t!)jXK%LpW~sYDa;4qPh4>Y5D%|b%GE*
zHD`;5aEH2yT=YWng=6KdEXPstO2zq~M2d{uZ{2>$8dYHVCgGA<aM_yhYicc~+q_-@
z_jfb&A1j#B#M}}cF}EccbGZ^5(yY>wC9^Fpo%qv7eV~gmqFK!hU*bSTH9d$ecmlJD
zGzjOm5Lm!lIa`^r%-!>JY_fGcZt8bjA=m#Ix{fasc7&jZ>sO4*J^5r)3X?$}AQ8eM
zZ$s%4Jj;v-ZI*l=mR<A0#U|xmL07fHy%p`<ifg3_)!1j*(D7zxL9IeCo1VFf@#6+Z
z?J?Du`!R`(Y#vx>Y89pq)qBS7-8dH~eYCICcXgDq-wZCrNa{Cm{ATbpO}-x(6ky+P
z)W*uHLu~Mm{iv(aR_hQ;uYzvbDR6R{6nuR^3$J?mVQKcHOtzC*-*%a%yu|#ENfq6f
z?jLED90KKf@|4hDBG%Vkm=-5j+4psm4xPku6u*1H58Ki`U&>6`+#YM05&9vPrf08~
zYs9zKMr(?(QV(05UeMzH@t%BkE{!JM?D?vF%~jC%ymzNFF}b5s=ZSrEUCKI<DuQ9?
z-AEoUTMvt11>QZ$#*Lc9{fFADe`rL%=`|dhw^Dp;Wk$^eyPR7$j1%hjm%SL|UedWB
zm}|^PocQwMn@n4Mh#+TNoN-ecuChd|Yfd5d0*rW&ppXmi>v*feT_Z^buTe3@;XsI!
z=Nu-rkS9MduZB|YvhStU^Mn489W&yP`>7DrRZwo4oKAt|wpZ9RU6F3bWz@nr!Zir`
zb2OObVD;rU74=a|T~&aNKZmwvbNA%kw-+a7&*xPq9=Njf3OG2hXbIuP(UNBfZWy*D
zO|wYnw%W!`-Kj1Wz{5Wqkh5a1#@mpo>m3QXX#M&r-`u;_1R5y7>75qYK8*;ueh3Gn
z$|5NfbLV%-9GJKrqq*Y;xX&aemN7@j;3W09J*~tm;REc#wIE5E<I$Rh@5<FuW|o%6
zJt>3B`?mk#Z27^>Dt4=ploZATJnFoQHSe@b9;)wP^lKpG+bN6PM$AcHp|0W<&KnV;
zbZQ+b*bJ`G)_LB~t~o(5+4Bnz#$Vtd2EUGxJd?~GPrC0#a|XXkZHWFBSP}jRd;@xB
zQwqGQpQ;{KP$KF%$!p?AawqEe9rLDsa>#>)KNo$LRCns=K^UT}Hs1OUvqzaK650DL
ze;2i^@rjW}iR|z%DIgOi4WK7q&lJJg+fbV!s8f=W(ESWGEBW>$*NDzOjtA4yfK|CC
za9k>>Q89jhdg6Ia*!1G_r_THY5`D0$)un)yE4%7aWtQHrx~A36@aBjJcC68>+`YMX
zP48!z4UQQ;<RsX9{y{)FwUr@?$+SYYQE6KjW0e0wUxt;qA2JH?0qG5lQhaO(L14@2
zA6J`d*0w5NGT9~2sk#9S?nbQ5bG5i<Fk|YF(R6#FcE<0Md3SYsp2j2+;>8btszop;
zFqy}0&6DY=DR}#?U7ruTDX`DL=?WL~PboGN&Yn|FhS(1(?)^nA=K-z>ZrNb~l=DYS
z`yDUl6|53!>ly5iD}{o`@p<Q?3crd{zy7}WGoJQj{qReHZ@=Wa-;PYasr_c2$FxM*
zJt&Y9g)!(0h;i*6cfFW#gwSm*ll^HOffm?SvDH0J7XC6qY<GA*lVu}OW=UW9=;%#8
z>gC@XfCc_!%0=7Zc#n}YLKRO;GcVj`)UdB>naLcJW!B^67|v6#zuEhcMS3NwFKh<=
zJRoZ~DZ}kYWpCxm?b%bh(_xFT>QY(tikIU3dQ#6>gnk`<^qNu8{B0Dd6DbR6AQjtM
ze)7C|e$^ny0+)<Uhd)vtAJkEAG2;FxG&ax+F7;Sy5;<M&5#}6R3=sDJ`i=_&u|So4
z+*~tBcY*vBEKR9wLE>`W9U0orZI5L4FH9Mq;xlz*jdX4ik&P$Q4H=f~w%Ro%#hCzk
z*<pTZGvUpy*%)3H4~fs#N*~lC)R^8lPdB&qaM1WLVyb`FmJ(qPtOb(TD(QNiW4x8x
zN5)&A-ICYr6=9FjL_LAJaqza9L?-#ufEiR7^W`d{a}VEuqGm`0>UIC<<SuC1mwsez
zB*;m`vf6*?D#eJTK4fw&&oi`(Up`u5bqsEUx*EQCf*bHH^W~vlxh5AQc8t!{eyr)A
zDy`2to#bA#7Ddh(J_&f~P-G+-WHNX1pn6E%iM2{@hmm4LKVwP+%Pk}79bizooaS(;
zyai5wmml6NQetOBK^*FG$dhC3eyLfg)IUJz4`x1Ra)}g&joOWr@}0hJ{QE06%<W)g
z=?2)lmggtfcTnq+VXtzfo6gCbGaF{a<4$_mjW=pjKWsO+<3upneh{g3=N62hqJ$V7
z9aKI1m^isx=0o6Js=7IY@Tji<YsyShE0vwtQU}dqLEzwL;-A)x{bYM7z|kuoFy^_y
zlEA$-<=lWTh`iS@=&D5*2ic;%q|6KBKx&J655Lfg{sDlpYg5A7M;!Bxr8mSB6*LvN
z+|6C5W_dy=P};=t89`RVNtZFcIIv>+%Hc|p>m-Y^tuy1{7}mj3cqwkYSyZ9#=#5Z7
z#967<FoX6agTqt;_36;vk*(>hQ4w*iAyscuF9C-D%g7u7oux~!=^EfeV_TQ-gKdV1
zbuVdfQ+hu_LB%<K$D9}S;@U;{uJ2=b|7Y9zU7>lBVTo0ZJ2?f`T!d6Hwgf?_nQkww
z8{ol=zCmrh6h7qqUEhU~OBvG>d=jp^Q77$~9Ar<+(&aGM9mtS4H<Dv#8=8u`0U{(s
z$j#ZnFQSa<p48;{u!Efs6xsVJ?d&r$3+8s+>|AZchRBXzBOs-w#Ns$~g!cbIZuycH
z7Vac@_NFRi7ARKDJrClEtO_RHnb<Sj&Z5*DLWcN@U$v?Qm#{cN6u`1Kz>{GeOk@^R
z1c~2D5%b$@UMhL8n%zXxm$m5NaCEIzs5vWQlsFbHgXw}6cc*|q=b8xHb8R@qynofd
zrVzFmifs`pKudOskYWarPBmnz3{S}y<~1tQyiSPsBBl^5aDLQT#H+Hm5wp7#H-N}P
zfQ;ib<cYakD><fer7d1*D)`&GEQfF(1V!n!INq)~GsXsKL7JQSdcsg6PcIJg5#DDl
zZ<GOWMFGQa%(3Jsm8m1saG@`BQP1u?Hw3r8j>RyqG4w4nlt7Z*k$yr^xwulyPrMh+
z(cAL=pk|yXMUo{@upX;{Ys2h~nqZvTWo}2^bNFtD^6wLl$kc<}hxWNTv13wKZNgT@
z;IuRJ#_uVawQ_mLd_TPE-);?`JUga;uRsn<?oN(ff-RfJsZhideq;dqZG-X5`;dp^
zJM2sohJ6}US}?Vx_Vcuh%0IUFvTY=`%q60cMyeBs???!=go_;cSku<HP(>+fT_dEn
zG8I$eEzB$??Rif_58LHG+-}Df=d=D-Tk7^pb3W8m{%4mi2L-(svfsXX_Aa$)F7^-_
z=%*D9Jf|GKojdh)lg}8P98mg7LY8oHA8C=a!Rk-k&~c^0Y2PY>?kW17=|q{F|Loxz
z`#aMpj64DWGasjh!^#}i{arw;VFrnfcc3Gg9ZPpn8<SNq<132l$oe_RDC=ptUKD4f
zRvlw+zUt{^Z9_u#%r_>Kc@0w1q>a>^$xmr(-qebkLq`UotJ{MHbu&nQwEF;aHqli%
zPta7i_$WG&X<Wr^K_#Jd>cKqT`xv?L<OuJ;j4uewXNRmeEf$~o^hx~i?8`rJsOIFP
zQ|Lz8g~`bqjk-VE5%Qo;<BXir2TiLDhFV|F{l_TvL?BLGnV-ydBlHev@xqRTX437<
zO&+8(d@HdU49X4@qV_MgXZ9{D&R=+Gq0C!TAJKRJZ448H(Am&7i&C`@>F#%o^<ZbN
zd?Uj&`V)cvYhT{YMqrTI@nasN0NJ1a&1P*-&8{2!f;DS?LeASc>SRIh^*diVFXT)w
zzXZvQ3fk0v=vCmkxl3`SP2X9QkY`j#U7qVTAI1S`!SpM+G3eW+20)f-_xKU$qZBw%
zY0V<2l^y-nu8i|>-B#Y@-CN*8&}zA)1p(For6GVkcx^FTz8LP~697d#QDo0UMh7d<
zp;F~)nPG9r$>M+PeGYcl4Tz!yMm+o4Fl;McdlMh;+tiYO95eZ407Cu(lN-^u%3(Sz
zFN@pAKYxYw*X`W^@c3s6yqKwy=m#^Z^q~t*e+|_CZSqNO3M?qfz_Iz#)~}ZAX0xe>
z?CbFZ5^EP{-5@HsI{LmbgP+eB)P~k~02Y`db$vv2reDqm+0mcHvY?GVAJQN8UR?gL
z;U!sLS`I-)54J>iWzdgd1-^%~agMzXFP1d?wA<GLJdq5n*4F$*auUf0X{%SCGPf&@
zsbYN{;~Z;H-4>!iJth%);vlIKJa_uAgIf*$K$Vg~YTH{Vzdi3?s1Y#Eo>2WImzZkR
ziP#KM#M^|t^s_7CTPFT9D1U|PJz6bbmC*DNqqDn9?2sCDx15qZ!zURF99!mTFAOC^
zv69xS+Oqp~ip2tptl?*|Eh_F~JxcXmRCN4hExKu0XW>$4Ts{UHcS-H8B9oW*d0Xw*
zz*i}cgQumw3u2nuD;u9y?l#K35^AYHmw)&2$^IS!LI3ghU;4E=qf={sXXwlqYsb>%
za~~}i&JpUAQ(HkuUsrn#wlZ59bC6b>J-q>VT7DkPe`J)iSY4)@a~M4iJ+OMCTb6!C
zbU{rFPItMcMkV;L1;6^9u&^sh>~cmi)e_`r*XUZCY(<xz`$p;wqYn7%S+S+Fx%YcL
zyNMk3mu)Q<RWG|re91|T`OCyQao8F;m<k3~LL0X?E@jlcxh2eQmTV{Qv%^$SjZ11U
z5G_|PFy&6AdJFfZSQQ9EML6?B1%S=;$hI+J)Vd%0@Qm@rX;X_+jl69T4Tz5$l>anS
z(BtMqi3!TW%ynp&b~`W9b=Q83VS{`JEwP`>XcHPy$?2>9P+fxxk^9S2cyNUI5bd1J
z*yy6B)^-@abrI>oE4)>uEjoQAYCwLiB&{vbpsI%2rCCvvks2@;4jCA`0XmyeUr=aV
zi@DOFwf*_(7uh<5m;2I4D|A4QBQk?dC79JdCZAN})d%94TX|qAA7Q{sf&Oaito0Y7
z*H>0Z#4m%ms@Wvo+W8~xpO^XdJa`A~9bCIm_Z}bVQ8*~?usK71H}!Q@Xyk!kJ3&Rc
zkPT*W)moIX_bW{V{rQ{zi@#8(E(?5zoE9^+9?!s((%E|v9<mxZI4(mQFv7SNz=ryK
z#1PaL{ijQ825+?<k0f0A8px~f8n^J?0La6D6V72*<gi3~W20h0-!);q#Hh)<k{!O1
z6Lk-{l|3gp5xeh;YP?9~A?bDoU2W3x(+Vy1Jnuh6Kj)*TK1)>nN2CsXS0Sg3)Z(Br
z@j*Xz=LfrsMX6Pu(2eS-+7fi_AD)!s?Fp0j_i`@FX%7y{zqpvGuw(A|UX|bHVRP5T
zC#Ny<$)OG`K(T6OpLuTMLl>_!a2|6J_SefR(gb<kI;NhN&9|w0#$%y-sK~w~qx<SY
zwH#WqgI=7Idh7Vlw~hKZeR155e>vMfFztUzfXclK9sIHX9A*U0+VDhGiG*o^R2AX>
zqutZ{p-Afv@CQN*<m!fXwV|U!#D8AZ8CQm|MRZ*l(zY?mfo|X3i&X&E=Z+IJ_5kEF
zAW+XC!7oMT<J%d3NJ_83Jt?;e)PB3B3S8ko!(kWpVfGc4F&_mc+xc+?3x9UZDE^p+
z3c$#egCAxLJR^N5V8;*4;Z9jZ*>Oq#!41fj=f~5&M@Q7NKwo*DOw&gVT8-_Do^F^Q
z30<O^_%)yIGw>2Y63=&>MVUkUrd}1(w_@$xHn09^;a-nP4JLo3xObi-)Pb()Hj5)d
z2G~~-*8MSce5K+(Yhkj0Ly+XwDU6K7f$D#lMgNz4xs?=#8;>dOnwN+XA9wNZ0sq&#
zGG0maoo)J*>$K@QQi3R}7)qUsu-`fOzH(~XlM*6$Fu#?C$OxWFZtrwNbL+`|iuYA(
zzBS!qi61idBgwVe(hs;1vKT>S*Za8BwD%EtM#$);Q7X);o56>2I(OoP$l2cFePMLH
z*Td6m7rX=U7dj(s-2&pz*(LE3LzD%L|BnF)fHaLM{-uEpbgszOlWp_+PK!gf9qATR
z`;NK83a(=@$KLX=dMf@>a3huE&-v$&CIo2B%%X=Wkb^>EiyL&TcgrWcxeB?}1p;Aa
zkk-{R71hiE+WcDmFz4X*{_U=)5L6G~h1I)X8KO!VAyz`E#9n=IKG24=#4>(~*)l|}
zJ|1flX4Hec-+a8alWDxadX?48>5|)+D3Y{|nhvMmB%XZiwuZ*>7^Vx#nQwsLDAW>S
z9aOwF^A>?MGj^Jz=~R1`w81$^G>A$nzeBz?^MOYZ`w5pFSNy&Ix~jrJH?Gf@xYWZU
z!bir|oa1Y$c$S1ojnpTWH{5%fsSOv-BgU(8hoN9*YfiC7qY$mvE3qtqn)zRje&@Lw
zxE(4}85P}`{@g@Ld-{8Ze#?HBu<x4N*qG|0iA+6Pf>|uMn70La$!5SMS~|(87`Wx=
z^{%=&5Ce95(8{p=TUwM$)#qC@X2$*Bh@$>vjgT21B;(@LHF%ClggbH+4~OFW2x~i+
z!;-svNF$eI9h99OZx`+sdFl`%P!(|KnpUAv`<&c|odV5BWz1`7;tE{R#mt3qT7%GP
z@}QH$GWZkF(EPaKi89!=!S0-QP+77iQDlMuMKcK%6^;;Th{9E9BQA&jOQaRi)OO#|
z14HsZgK)ew;;v;9MNx*35(WZ}-6}H${wzxKE#yqVA0ujvXGhyXhEV2Y>ut>AGmw*w
zaNy9H`LuF9R%o0*3&eH<1QM?@1ikGG#J;FAY>E;-VNDO%^9Suf0#=PaV|faCY}T&s
zy{Y*UsI59`{pj#o#q*lT8WZrO5=|fOoVR=Dv+$N)F4bU0w^ta@<|OB?!#&#n<LNFF
z({m-_Z-vmoYm!|Ct=!#f*5=fo@v6<XRs#c683ACOsoexXkJ(rgC`GuQ3NiiB{6nQ`
z!L;X>f@}t(O`c6|{*@pZjtIn-3@3o~=NchQkW(iT`?#oLyen84L5KP6ak$D#CC~o-
zI*Ld88IOVi=VPv@lMy}rE#1#knzW02g6Sj1Q7TCiE*}QF?)mj|X2=*t$+17cINyVD
zUyqK{9!vAz@_v*6&Yy0SQV`x2eqHq}S-^R;ooisEawp8ban4iBoY}BhLM?0D2-ouK
zTpMe$yYORg(!T-13PXB^@k-Vcc*cLWxzR^&I(5G_@bdKTIk8_JbpP3*#O*7u{b7j<
zlb*NzYx)$ib9Ogk|2>ZQ)82H=UNgkfMvqmG$*Z`$75ALcUpcdIx9_-=%^i9DH4Da~
z6Gte?Fz7e8YMzCEdrp?zN8u!`Xi%e`xieBqL$KVu|Co*J1@m+`w4jKwd#A}#x=*T9
zW?g~Bw6xFvzVb=9iw#Qpx@Km26h5Y%HpMk0$=;#vsW;A^_?ERUve`Wk!=bGezWR4T
zJF%`N`f#x8oKj8Uq>DEP9ny_TO=ZyrtJKD%$1WgB=6@e^`y`CqHZG647TLSF&TVzA
z4dI;ot=dkjpTyFdW9L-tEj0UqpP>Jsl}w>XdnCMB15vo3K$b17e*L8^WdtedFHA@0
z!s0=C1JE|Sf!4L>(Bl2d_r(e@ADH2{gD%zu6KA?WL}rK*)IpNB!9!?ywy#{V4u&b~
zE3-E>j%K4#zx$m@!}PTOxCojHw?v)W?$<bgjjE%Gd`3mNqMxgAq<c~D66XOPGXXxl
zk1LBLL*PoUFCd{-9J{9QICN$L?jdqU+2zlnL)Q`*9|5eGoR+;@x{<m|iois$K)tob
zmD<EoQybZC+k6JYgsYtY%;W8S#rDPM)RSQV`cL(3M1$t*TSocXPS0eI96+3%*NYhD
zfDZ2KFIZ@8`R%Kmt)D(jKX!RCY`AtRKvyKA#E6yU&(|F26hRZys}#)Dp2qK6BbVSM
ztWaG!E1IvpMMS4M>PRtRN2bI!pA?et2RN7lv8ipCo_<A3_Hs~)tc_t^t>icI70iCQ
zYbsvv(S&g5XZlRy9rMtwUxXYGtz4?=zE27IqsZMwq9Y&mR~ow;bCm;^$V}Ckn)KX{
zz5&9sK-Tht!Fk2MZKw6j?TuoM=d(67OmOk8++2GVJO@&(n;3<;Et%}?82QQ2MsaN~
z{=TG?-veo3plhJenaVwO$;o%s)q89emzNOh=b`c=3X^!_D(E%sNjV#<9J?gyVY^Ra
z?T)4gvR~Hjc`MZHtx1=s`tZV>)KMG}a1Q6Z*}R$v5f=5XBsUEuo@hO13-xac1a4fM
zzHI*uS;D^qGG3Q+MvBjrQuGuBwFPOIgQr1%GIz{^7}*o>)-#CEZ&M6rP9Nv?SPIvQ
z-2i_FT0k|P<1sJpd=&cCdKUvexOWmM170rpi7vQYK`>0}H{-3*xP8vq74x~ebuT8f
zRUTA-g+o^Ovt0fg<&c6l_+PmaND{O4aeA5TP&xDDM<3G#jnOsLY`93!g`h8SDnokT
zrJBUZ^=LAuNJwSZ6118Cwb=v-8DsR}*w(G+Fp>HTCI!}7Ibon4_Qz<pnr4~CIgHCw
zx&E#@?(18E3TKRaJ@zoKmBT=B9#sc<r?MAYzZ%aQZUFZ@PdZw>*c*Uk+W!`~QhdSF
zI~Ls8FzkgC2{_q^8OT$E%0{0|w>5F0SbY)~brsoPt%wAtjQC+S#AEk**Pgz;Yh1g(
zCCBPQykG=D^HPDkobEh$6wbuxyg-hl|Lh6Ln$<*IDo+Z(y^Nc0tQ#%N0x4jKrIL}k
zc1^rOg+}b@LX*WkU>l}c?4#oLMb1V&;wg`7g9EF7(?aOh&F|j;ahFK&#mdxP&ANi{
z+S*p&&<FDSM1bch|Mw<`$kb69a|EiX_iRZ775S&MC|850W-|7A{q=j&5^x6Ye>oNu
z+ALn4<1o2ivJ<}Vp!%guG05-!UPfLMtI=o*dm(*I&MW&Eq5DQ3O8QGDZ{dic%tB<n
z3S8lxKJ+cqJdj8I7I6xxUr@wb=3GcfwCB`Tn1h3amx;}frZkmMBMSO8U!{?|HZ6cR
zgHjo&uT``a)mw-x_7eZRHt7Wa+T0Oe7nP9?ZN#M!@~F^E%**9F!LZ90a724vxm7tE
z=4meW3C53CLA5D@VAoyaT4MjjKVj*KB5P*12fUon;wW-OWYbQ8rE3Gm-u;?lKJ`dK
zYqh!6BH)#5^R^JQgNhN(ly{F2Y@-JSoqPY4vAAqJ5rx|zBi*}GO6X6|_HM;jorO_S
z{_%{$zA4$^pp*mW^#&aTEew9zgp7cnC;lEY+RyQMXLGPMG?)>Dmu;uyeD&2P`eLOG
z`SPON7b{;BEcQ~3JmMj@?|Ymf7(rC@1C6Vm7R7}(+7KZ#33nBkW>VB8p74HoagD4>
z%Sdw>X>rLA2pK_@6*8DjkAtu-(>M-asCNEBuc!EXux5q|WBs?rC_OzJ8dR9}5>4Dg
zpN%e``f{c6hZyO5W?=m~M<!l9V&t%=x8MVm%4+iA7hM(NJp0!kpbpSE32frJ6M;4G
zJi$?gI@l$^%-@i~-^FC3+sur5IOvvPvK@y-b^|n~x5tRTh&_ae<IU@uLL%TF;e0Dn
z&5F~V(9hi(v`>-nKGUNEU+6C%cC6!+Ya8vn?Zs3xh;2W^R8KioQ*@`#S&{u*MN(qp
z24GO&GsV!|->>d}6R*>#8V}DAVkYo)UWm^e^p)2P`-=$7q%D_ol9)~{Qes|GVobCS
zwKV$_5c~VcB!dkdbXth!>Q-P+=cKPC4W`!(-YU}uOfmU40QZmuZbeirxTdD|q1z@*
z%e;GX19%rM)BaLm-0O}3k1@w1WyBF=E<_)mc&DXtoTd26%KSrFMsY+TcG{@mT=}kq
z1kq<3xP{fa+@~DC#B5%k2BAu`3pqJ{6#Ix((VSB$vY#pmDyOmcHmhS<X5<W3h0@h}
zJ?AwXxt(|!S-8vJyXi(lG|!m%3F61DSz&5VwQE!8zP$l#zRFF5&!!QY)A60x97&JW
zMvtfU9;(giV}*>vfWK`ta57YDIYDbOjh#D;hnZ88=1=~Gks9i#t8pvXg<;~P<%Ru&
zAMrHnafLha1J^h+oAZ@>bQ&Mx7V_;U@j`|Q-)`|W-GPitw)f*{YiSU51z6YI<WhO=
zvk!-og4pO%zJhPD%{l3x=Gz~g<Oq;E149bwcvgoM1Q(mWGJ^j%%x%W@$4X4N1YI(!
znfF3_<g_;>&tWL|L)+hhst)$qa?=8vFxk*00bTRQEU#X^y<<y|gfa?`H~&FDBOIwr
zciw>`*#%s7UCdaR3$2=w9(ANFxL<fR&Q-l*B1W-qBSs{4%o)+bZJ{n>f{*7zF)3VA
zkb)ChywU%?M~-t{WoJb)bqFncV#q27y=?|<Fq3QXarLY4`(A!L{p)K4OTKb-r_r&g
z%45Qlf6t!zv^@}-sphAjSDHZT`X-G<V_l3AV12z7WLWbgF1@LDh#y*;s`pem{MPau
zI?#3P*Y6Eu%}m#Xm^1ILP0Zlf2lA7xD$Vh)>ym;hWLMrbgE})=P8O~DYA?JO(<>&*
zwnVwr1LeFwe9C~7(;fa^kX~o*tVS6HA75Eq8cwLz1Y_gi8|EK9Gwp$;trnO~cUy$#
zRxteCg+ii(<J}q(>qosB39%W{jEqv{4h*%eP6>{d)LSfa9Zg`(foV7sa?$6nY>U2n
zZDW0e<=a>ff{CbVJg2V4Z_`*=%ff0O-Nqnmfvbhn;yP&S_*;%17SMPiwX7|@)F`)e
z8GZp$@xc6}j}+#v=4j1E|J|6E?aqB`imc`PCnB@uaya7nMgJB#0^hJ@uGy$_=>f(B
znQro8^7zW|ZKjU*xJN-Z<wr%vlXA$Y93%&mJ+76`d@5US<sCIhGWVO9HQHH`#YIO3
z*YEaF>p5V*SUiqqveT_j_LOUgrF~od^vJyYnaeAx*h#U94m~jn;5Ft`53^0UIM1Z`
ze9(u1%l@My)!!TH<qB6Bx^GdpawG5zC%FmP*M>A(O5rS3l7H=en5P_%WrKOX-sKzO
zo1uf8;>en@xbpJ46LJG&@c=rlSLxOBk=}p4O>G1~;<Pt^KPBTI5o7@;)9rgYM7Ad9
z&;K^&OLlT%?qlAP(s?L2yJIeoezeB69MG&h_aObd+WkW2rXgvm^I%nAZ_Zc#iN%<M
zoXWSw9ixH9r47=@GSSX|ga+Y{P{fcixC&*SSCNJnUA6y9%fGew?d$Z?(j9$l=pEx_
z(rdwywWj%Wg)_*@2d~42k2txD$=A}3ajXYi4(%g)1N3*TINt!eBD;yRn62J9_W*He
z$1)xYxAxMO#<Zq}oxZ#enQX69c5%hX9h2v;Gqg5eZg8~sIZ`;n+>w-Dzwc@l?HScE
zFJ<Kmo~a3jOp*eKjyB4r?Q6#RN!N!&r=`+Ou0p{ETpPqEQU@u=p7!MAR*d;Lo`xM%
z#CXQ#fRr{>ukj_-ugQKsXRLsvW$yeBsqzS?x~@~L*)niU+1k^f*P|s?=Hd8w=SHAa
z2sMna+imoTH-d{>%n4t@a^yKwS>$sDLy#WHR_YtyB6ykTT!ntLY~rs%Wyb`o!Q+P6
zVZKC`frtY=SUKPLHQ#Qsk6_femaR&{gomb|x+_z=^oa3E-o5y!K*ML|jAO4SqrTCn
z<1emP#!!Crn))Rc|NQ=70+M!eYS`}#I)wd%Cet6SxdHYsN#2k#2fHO|EN4Df!_n;R
z>p&Y{b3hYzmMOm`vC_Fv8t$3XJ0qMQO4eeZXMZ#drxQ>WYn~2Fq0e>orXIh_`8x;e
zN<5bMc6X5`+JG~aR=0z?k2&xuBk3)Gt{>dJOrASJRiC=SqvfH-s{c{fFrGRvU&NUe
zHxs>7dly#~EB6D}w!4jrHk(IO(8PYn4w`2=)vd8SP4DYn-@A@*M7mw5wte5LY))|<
z|5cf$fX4`qv{A`p;f03kecG%IF1@#-v6OIJ`pc^OdRl=FYuc7{CV*U~dZVkL@G@^e
zF5@>({qbur!}2~mWCO<doxe()WJ73i@ms2lsqK`_fbW>-XYr6J2ffwB^SQ1+8Qr*e
zL$HeIdL_q#6exS|x;IeWB_s0N=6z8dtPi)TD_I9s6CL5hK4*Kjkt8j=`ZiYK*pVTa
zW2@z(0ttrA8ma9mY<{E%-N};8Qey8hyhg9D&*W`${1w?*J~`mH_7~jvnN8-wb2lc;
zgrKl}7?7=-u1AEnQM~uL`)b}J`PTTw?@U3YzWbnOArlj;59`HDlEw9yXV&DGSKHG=
z_T|1mDwovSzLi5!l3@(J3iLJ8hKr>?n-X*6kO?s#yrTFCh><g$dmO;+EtBM?wtAgt
zQM01rv;zWgsU-}TmG=Baf4u=L!RekS@Z)R7R<uPggl_iLp8k&Wg9%xsvs?>JVB6<D
z><i2viU2U)*AoR6nr-&B=PzSeS2E4Tyn)RY6P1a0^|AZa+x<cgq$)9@Y2-HO5)d&K
zJO*bXK-hFzH^*POE-Z^j?~Pa<n7xT01&sd{{bjeOk4{VcB{$x@cr8yl|A(X0)2$9I
z)ak=9iEG}m8B3MrT%rTt37xc;5jESOS~=JUR?!6u8ikCt*1BP!7+%GbIZ;LSSyT7!
zO!|?PHeyK8oJq-y>@<Iuzrm}jBgu*mtg|l6W;G-jZc>bRXXj2+GoZX8XQD(<E-|?)
z<M6%MQaJJIhpEZnLv($=r6RjE%4_v`>6)F>{t4{$QE7~3ymH<X0eO;vb+^-UgT^%D
zIqeSyUsPD64Vd@{r05c}F-}iW-PGUXaf@H~4IrK>^-Er(RK2XUOsrx-MSvhCisf8~
z*bip17S&P=SFD;SD>*<^l|N8v><)X<(@??U=F#i1_P0E%IK2v`7F>O0b7?%IQWJLh
zNiwalpRbTD$OMhs3wlUqM{S>yTgq1bRzNT>N~66!i}J}@pn`knqEcn1pnB%c5#AM4
z4Jq6=hfBafJ9yF8=WZ4|ro9bl6XZ;oI7<tkPIIFPG-z(Q;a;OZ30AR~odFYx+UoKo
z%80ZqrK_zYyq6@&{Wggky{iqpLK8=yL~>a)R|e0`B7@rX`e(U-lVRQH)!N(=xkZK9
zkgRtW=yJ^(8OLHM-7!^%Gx;_fH$UZyC%X!bZOYqSLv4jwzZ>AYvagh_!u|Gk?;NdI
z$kn45$s_!lQXgJhnu15-rw3Ov5t$n)6UiOs>|aUK#dt<s`z0b>QBA4|h@2s3ypzSI
z^HE|on^k!nFWzakhLJTBxrB#}wC55cFTTZ|HIul66=;f}|IrqO3w;cB*gb(`1k*P8
zFlg>n1g(5IgW|Zd2TmJ>`u4ARpoR~)ChtbQen?`?-`P0)X!Uuxr?Qzxk|Sa(Yw-Gw
zudJqEOWr~0zOt4{=;o7Ox_-s~;tSwGbS4f?gfvPYWWTx>`{4y{Uur3A;~*n{h2u^M
zN>r5QuY$rWhRgh=mewkXbmke8iS??+Xu*YI$^vf{KrL%8Y3@3eZKDZ*P^)F=oZYI~
z>t?iH24NLNlRigd@vUzFjt%p=Y^Ynxf&Zd${aw^H<Y&m}=&ii}ZL<Z*0%<Rrs4Zlx
zCbIbndj^V&hQ&N^j)kqxIn8ij$8;tfOOb<FTAHS?<b7KcGr*C^I}!I#X$1w#qSV)!
zX$9Fa(y$Rl=halC-T;cXDjXFA;g2fn^}l02nl#`Mu`hMpA=o>*gV6l5-%1A)g1ohb
z%fJ8ALY|ii*6EHOueS(2W9P(pud=XtJ*ld;07cxdtuW4xTs(_uVA{v^dk@O=yrlko
z7|ZG9p1(UcNHTKwSVHYmOMAL{FSBB|_OGh$+9Q*nr5kagX#o*oKT-J+$6yvaE$94&
zd$IA<^XkjZ5od%5UDNc#b_A)}vX(P>-Rb8?)Tpk9v&T$KJplaZQ(m=#q>L=Ig7JEq
zQ^xnp7hk?Z8VjojdEa+ro>H6bCJi{o7KMNQZa~rAF(9?sP~S>}Q2<l4hFm3;l3{z@
zq*Hw!av;ig4qnnP1I+@o+Y^w21?9-ZV2$7fPgW2r3#8f77CfU>KM8ms!)|5XiR_sq
z$F}CKg`wvy!VqMK-``EbWqHyfJ{~&f=lJ^+X<P}7pNvp#E0ByOY3+SESP8=KA(4L9
zj(p)NFEj*aDTZd!z&$T=FRY7T=0vu0Ea7iIU|Bz^YEdgmt>_SI=R-4zYa&7^eRJI!
z>Rv*SEvg98KjJLjlw@32er#dJO^#rz`HD=7<cQ-Ep~E0{l1WJ>IM^{_x##xVzEOg(
zaa6wlaVF6$#4e{#ut%;Hdj7*nx>xEni!#C`JB%N|2_DlE0sYYkX7q?3H3dH`x^w0M
z(MIH@sD6j#*=_b5L9nR#fVtILCSV^A9audiSs*j>l$aNkT&y>>N;~Vrd7LqDJkc*V
z!?M<f4|DICbN^a;1LSDnW9#~n%shMk5JGRIy<VY^ddx&A2Cihc3L!D=fZqUuba3vF
ze5TySajY}i@a4ftI0B>A{FqTZhTyAB??X_zT-35DuASj@3nQzHiu!VIjFX55F9VtC
zrQJtZmtV2ksBbO+m5jco&zY6*LxVz)#Qlks+@FcdvrfT5GN1@{ZnQy3B}~8b(ZFMP
zm9x+Wr`5u$?|rO#8kB<$PLnk!k}hAp`3I>cOY@-@L1=YuR6%+)5`qAg!R1}u%lFPK
z9MN=V7dwri9esoH7$$|^blb1r{2S`4s)4x_I!x{k*pCXVEF8>%){G@0S2-wt!;+R5
zMW&Tw!C#s<?0$(}*=e4R7R+6woh%iij-E3nU-D<FTT<Tu+jpm5EJ>rZbBo>|yVYCv
z+m_NP-T<u?2+dswI1#c~ncVXkchny(pTO0Ia^}ayNHf(5{jq~AGvSB4{`@cSJ$|V(
z;Yz<xLn(q6T;D0vHU`U<3%A|s$egVydS@cvDqg-dE6IvjiR#VLx)l1&4Tbi<)lC#;
z^{dT9mn?%YnObP!umPyxXVO)5R^Oe2sFO$!RGo5TW6~;LL*3EySDf)=hsH;b<D<R{
zQt8=yvOn>DGYU)G2iI`^FSgz~tf|25{~scP)TE@D0*ZiubTbTEq`O2K1f)j}L_#E`
z1f)AB!su?KTj}oD$N^*ij?d@&Jl8jVf9%?TKemgrbIyIg@7Mc%+YYXfjk;|_X5;}E
zITy2+MgWyPD_5HizZ)SI=XVhc`VF!XKQg$7A?!qL9~InulF~F!RS=K;K}YEIj{7n6
z(-pCD+3}(Z!}svn=P?`l6NO@;o9;U0Z%ULJjrtDO>!Tc5R^Z-rFO~}>Lj`-wy}L{$
zQL2;sGpSNZhiZezv!y`y@3)RioU@lGNL)$hF<iC$NR(`^kfFv5Ix@Z=Qeqz<g7%ti
z=_KBcvy^h}Dx-V5#vZMo`6f~4QHj#79G&g@bViNHfv{Ov>StEL{NmG83KsZLmY|7z
zJb645se1xa|Jz1X%`>$YZh^hF0EWh=mgDB6zS-PY_z_3|8YJ1lF+^KVOv_fuY%X46
zOIGtTiYdgOBRpDDkc;U`Du&;PeDu<>?<XEj2GE;ba;eDfh~r<Ecq8PBD&9tK&MH2V
zMfc@1tGxi<R=-0VgtQe#5bTK79MT&uXfNMP<KKq(Y|};ReW?xgvqJUiro!*adN|%%
zeaW`79{}q=J;LA;6wtLglg{kp?jwW?N~I4TE_?I;hyhSgvLW~i_@jpzWhdOzaMm~U
z>2%y{3SO|L%M9+4wV6t-5;^fSr>ZLGL2by3JeNqW7;{q|j!p<YCVw5xTU&M$V-`bJ
z*iLczpjS)=DEH1LPyDpe&L7K@z;qa^Jg!B<MWedAoacbJH^FvWbFf{T^sBF49F{kB
z4@x0rhiIo4(H#EK$;qr79}88^^)3S>t5vHepMbR7mXJK-CjyIut|RpOGP&c;3LOD-
zm8h7o<?%A=PmxyhH(M4{Q6R?%!~aas$<@qiP+VqGiw{)EoW79_d2fWV)p+SaeAoDb
zQ~mO#ntAPLasK<Hfj4xIp@ut1M2PAA8LS*Hve;n2#f2-dZ-Rop*N+@-SZ{$k>M(o@
zwM3l-T8#G7rUd^5-5LV9vQT2;mKW5zP&=j&)WJei)rQ=!KRJAp2kb$I4iiU6Zf4%e
z`CZyr!?};t15!cMRHK$Np$3>E6O7ARS~Ewt%hOcV!TOJ|Y;FC?%!G<j0scvk)n=!w
z5n1$B7{j72kUH_EPW{&yl*{)STQ)V`h@T-c%mCxzS!q8#ZLU1{Q!0yXdCSTFS}y`i
zUP~(@6T0ee;28Duz9M^UuuEJdc`viWR5=b0rpX;Xt8{jEIr8wH(zDrsIvV6E-=_>}
zH0k}m_o@j=yOiQQ<ek;-gfl=9^!BPHHF-=Qc~i15l*x<Fb>!#zp}xNi%!0{%jjH*`
zd*&$Od#z+iA*3M>LAc(%^;3!u72Ih`JGC~IeXTRK58qu}HQt9Vg78LWr0rxL`e}{(
zLF~^*tG#ARBOm=_3K@BU3!V)WPlJXp5ml@WO~=#3;Wma-;xjQI^Q##Z3l~(T&a1C;
zIEq5P3!P~p`1QsQIV(S5)WK1B6VwB~rpo(kc~NE4=;?G3GZjnLEy8?9Gb|lS`s$ug
zOcg&)(%V37S22rxb6SkG<};7ZeFAkhikM{Q_ZCPs?bBw7C8de-G9H~I5?Gfl-Fl$(
z?#6#8f>3}N$o9>%yNZbOwz@rU!5bK79G#D9RH>go7gV*rNx<%0om|cM0?<zLQV>=x
zTRfw$`q%fcDpxvq8w{FcZv+W%z{PXK7r)@u`9M6F#uNZuGwrfZJO_*hJ(}m^ob9;d
zlS@GS8n%N|R7=a2yg9Ps6zl2)#L|`qa4*gDa~HBM6?TEVa36tZ4`%L``0@P6blaJs
zG-@@8IpM=ZY*?daBCz}qQ%8q>*lg80cB0MDSz!CVT;X*eudanRV@>7CQye7i58k_+
z9bij;0>E6>u9(&b$2=*=Zx&}evJA7+VRi_8>HKwXtzTl-eZCZ?ik*5GU&LQf04ogI
z4h(8uVoT@PQpIDXG`Wip3t5YHQ&kHp-<>DN5k}P$He_@`3_<0<<%_}q7TRxvl(dBG
zv09uw1PpUNvwdd>%BgB*i*||FrmDoj2iU5twe60^5faSdfZ<(dciq{GAY{xh;5}}h
z;8*6vvrVT6jkS{uaF@sjKOKbK3S`guajHgRmwGxOXD52Z_D-ahAn;JS)Q$B&TuJER
zEaQMpZQbWbp>kY63-#8QAvFSoHly?-K0cb$K{@4ISxp~w-0FG&-T$!;c9OH?3&#my
zWEGfk(O2aSe%YT)U7TIDHnC_k*>Q?g5Xu~#+?(|lL+-eAwg<&%lL79yNYf`?CW6oX
zC0Iq$N4;SecV0t&HDmdTsNaqfhHb;~&&YHyJ)n$xl#42{OEwBTnbsCJ+<#7QBqo%9
zMhy2XO8UY=C!>YiZj}=of(ZYQxD2qepi-PH(@bO&Z6RhxUWB$iZt^J9{d!EasNzny
z3=ih{n@qB(!tk;+#<z(Z#LG63U!U)sAuNIMs{M%yCVOq-oXk)XPHy*_U!rX#<M~cI
zbcALngB~@Vxngpkj88Spl0RDiX3J?`t^EBM06eI_0jjgef3GxT?`o*tQe#wLC6uS*
z>U<E91W?0i4seo$`LrXjiEvb}#{B@bwrDx)D6Lh|Fdf~^uBDDJ+qW6!&evO;2;+jp
z{vG`W;)^epqm=^40>rMjI_Asjk7s^-kKuctko0K2E*{57Ps5jnyyB0UGfROn)>%~U
zcvQ<|I%o4b)R~}~V&lrWQ~IS=gV6}Jy}+A!DoPQzeKm|;?(g45JJWHqvo9)N(sh)O
z;^|3hTI$9Y<W?psj~D0umgThV%P$qAO!`-8Mkl0DgBVWWj9B5iDWoNuFZ3unZIvj&
z@3KQR=E!#~;xrO~l8(isUZO*XX=*b&bVYw6?kvA4VO(PDJua~O3nIs=tlpT;>0yFl
zp(LJ5<cWBfcz;0-Og{ep4l~<XcjP|`5mR#o1=40wUp*NH-ZK8fe+bB1kz-1-bc<}L
zp2XF1@iGqwp$w`ErRzTb=lc%5d@}biz3msy-pl?ji%g-{lKqu2($I#bXznH3EHIu~
z_+JpsDWOP1?We`_=Of>0%H(A#vDN38{<RCncPOUD*1c&r)03L0YP=I%fFNd)C{-}e
zKzY8A;8W2l+Yv5t8YZ}$k(^~*kYD!N!$jf8`uTOW^IM-ARiCUo-+k2aX*`$l0wuL}
z1UPN~mE-@<qafC9QvJ@G{FMbhT}{5HIj-<X(q~wQ=qVW*qk;O<xtj3vXpOo6e}}Q{
zEHHI)ComSA6H3Z)W5{fMzY+8o6nJ*SHI>}eY~3HJhf)wHB=p$_nn{_ny>%VQ1&%k9
z@s1ncsUkh%@Yv7?vP^yuN_U<YROHzXLiTH<^e+o9vE1LL{h+yK))$?Ii7jsN4(u5Q
zBiE9ZmwFaOej=!Y9#ekdlwSSyz7Z@5H2=fZ$S0u#p6?2)l8=G6Npd1`?)S1e&boVQ
z#$w+<y<|BVclbapAs4lGD!hGP<}r|SWc8>r;~BfL((Nrf@vAc|cPBe>#fv_6X8a0o
z><$ozBnhE_*#m>GtB73*_pglVf1-8vAlE!N>Ahy4MRfGoldh#yAlO&A?y?A6ToYb@
z=FpIL|G+7E;v1c#ZF=oP$jfeZa;<FfbFnONfh_>S-Ni3|yrSd5BR`=$QP>KgyEQ>1
zefuzwUK~fHpFf)1MuxQNi}G09uP@i_gWvX|!Rv%;vMl|=T_R|qD#f^-+^2`KAm4c7
zmVC5e`>b{Wce&4~A~b{%e!N<@j)9i$)joEngEbuAfbibd+|2ruyY-F|@45r+8S#Yd
z@hPK$;`T%^Cw5K<FHyAD4F84Vwd3Ho!&s_RMHxvLgEeSzzBl7oR?c$_<0c<&E>tRv
zU+~Zjm7_+!JzlIgUiO=%2XJc=gZd@{9$_SP;|Gv4<)VK<p7MXNDDHyLRmN~#+ed)6
zG|~NS+YM2Lf(Axsx%qVf(9$DcE@a&ifYWrlB2d11qld2-$<Q8~nT)p>7T0*2VW8+G
zbzA%yQLv#QI>paq?I^4&8y%7-Q4u{9+FA_}dV7U}YG7u{?NZY-5CwBfzXz*~-UO|A
zY(LK;N%$|6@A-}_J<Fq+@+SV3y&-F~$ud%Quy}Gk5QJ4MQzOJGp^hSRZvEPp^OQL&
z!{`yt&7jJhqmwhOFecs*EOvz240C>TlT^pUxLobC)p-Ch8b@qY&al^>{9NCUO?oG|
z@P>$<CH)Ehwtq+D%*d=+*U^2f%p{c}dOBUYyXHl&7uLxCrMt`3OkQjE(XCE%nl;SF
zTR%y|$LRA|x<P$dTm1U0?|P|-UgujvX#q>FgcnhztL3{;dOr%g+%$~Gr$*=H+7PwW
z-U&N=h*meqt2=P-3?YqH=usnq*`K{1Jo5bjdH=<+FJ{*#fM)Xq7Q9N>LsD2Xda$HC
z>W18y*HJubc<tAl*?@exs?bp`+RlRi@tiZiVbX9#*CA|~DLTj(uqMeQ)Fe7Rh;|oO
zqL#?C7*f^G0M}oe1y}n9y0TYC0fsd^np#-`=Iz{OkX}>0ii&}g<#1nYqeTU1$juPk
z#Y|<KAX~-g`!PT}Eo$kdp$uQ$HQ%Q*asLO-GZ7~cV%VLzt^jJ<9Iu+D6C=yqxZc+h
zJ#Jr<pQ^nidl6YAk!XUfJirU#bu)!JBQT|Hf{!YyoMuu#T<X65N_brXkE@skhX>Fn
zwL4{MDhBN_7L$V~=%E_jV$)y7wg-2YOFH#^`_By1b!d7Z5vH_cK_2`pId^)GOW9UA
zLK%itf{J;mN~o<|{SzWn5q9L8&Ua1x!!DTLEOV!z!O`x{;CQA9?-|HR53jzzKlkS*
zv{yLR#&ueT3Hfz#=CFE!2y!4QcSRn6ykCVn<e}=IZ3r1W@F*%NrQNb8>l8a%t1rtp
zsGg_zqeAe8N`-=3bj-=8Aik)xbSLTJ{JN<)*)?=eZ!aF>Au+O?1}c2~tS_Kmcv=^r
zvtBQklPiCXu?DzPjo7e!mkeP{OdgEku!HOk=hA`q!(8J7jmY@R8CxH{5jfq7s_*Jj
zn2`8$+nNVf%!-~{r-q;lGH@4zS@?U(3+3jB&HMDfM7htH<?PlOP$teRwBb$6u-TD7
zVb0<CDnr2)^tPnfxzvq=RtJQcCu8fHqer(q-<~3qXUmc+EsV~iNB!#jN}aH3%=msb
zI=L;?FH~fD+LJk8h^h~Il*NBF<!cr#gI}L$;i#!k!h|o}7=(!>e}X?I7*Seee?Qgg
zd$Lz8|J+=Uz_{X^EJ6qk?}dVGD~W{U8M;qm5?;VP>vxh4{lj*Q{bPcf+|bGg!hE!*
zLxpyhhbpd(`iN^zEL0a81@hqyMmu*dvZDi0=jmIDhh-LZ+@E5L`te(3y%Dm^+*?G|
zjNsb=qrhaYkWInfBJ%Mjd!;+q8~<U4Z8Q)_N3DL#h9+bcPGyLB*TY>}wC=*5Bdopm
zo$7|$eJ0t@{F}FgbmjJOBgH8(^xS^9?EBkUi4X3%y4B`9(MPY)yvc~U&rf-EhGi_J
z1a9OUoM<+Dk~>w>guiH@7S=jlOXxZdBENe=M<=SCKa2WU&79jr9I%J#ERX#72wgM|
z$jR2R|7E*f92|M{RI0wIAtR66cF6Stey@qgCUCaQ^{ZgGc0V?VMkC+}%pmQ~p$<zq
zKK!|%ucDWD5@n;FI^5;YA$7lXG~KKcvj(+g6%(GZQx%$9cEa(#icyfiU}T<p<_*y~
z&ZEEEYIP}G^RCmn2!nw*{%uZ{&QgCh8iBH!=(6byVn?^B3yTF{68ak$QFV_&OoCNv
zZBp`GAgRF{q%i!&Mgs9$O$uEZ%vGqE&wkKz%|-P%1|_EBF0p=~YQMM6c}Aa;u)$sI
z6ih4so$anx^EV&^5-Ilae+SAVI0a=%l;RZi$(sq>Qfs5#d7cWSA?s4$8|kgXZrf_l
zfeuh9PD9PZ*%6W=HP)3;(FUGw%GJT77n@SCq&U?S!AJwV0M#Z$E3BjCDVpu`(e0v0
zx0ZunIF%Uy=-$%8L}mZpFpoQ2XTJS1W^m@AFPht+)#ZM=Q|$d^0?osK#L*pq&e;2a
zfV(`J4E|br%z?onr+;tHI;93VK3(~;pp`isD3vIrMu!O|gU<TZ97*n*{mO4d2{8yG
zW<7=s#k6CR#FE`A&qoXo{S4Mr%)njKsKiukG~0g00gh(t$~2@Lv!*VZtl7~1UAikc
zXg|1hWjs)Pv({*C%(=j5@KQ|O+xp^xd&P(x#@x&GzKN#G`|l8*J4RRnAC@mG&63Y+
zDgLx&qfeCQtNc|>CV95%CJIAmm*)nzUnt-4%mix85o!n+<0?AgUaGj+BBdl0<{dLP
zAq3NE1DDLE4JkG~tGgK|zk6||8wS{o=E>w$hTQQt#Q(6kZ9<Nyc6LmYimM$#APKzL
zK*&GPlL2%Ljr^%nvTI6*N>#S_qSde<B3S}hy(ab_OuT<kg^YUl@itL-E(p(52hD*~
zp$&vC#a~98?XLz>lWLAT<t^;n;!SGe$31_~VvA>+x1iJz$i1XLw=3c{Yw{}IXfT95
zDvXrO+orw$@wkUG4eZ6s1~P#ocb@o;O7ozD<1IA8n2-$!n*jrXLY0_nT!R7@n3~)F
zuWt^R^(N=>T@;{*|F&s;BQ2{3FwlCw%b$+1_$%u@`~^nvZ6t#8Chw5Wu7TiZ28*43
z%m-@lro(LYoX*ejvV(i(Z-ZD_+O>&6$6yG|sJBHD{VG-BTNzfAikm$zQtV8+f3H`0
zYP1CprlK1CcrswDc(@hTw<*MNGqrVw&?X5^Rrk&!7jL1)(C7XE(7TNS=`X>TTf+UA
z;B$Y}0`~RQs|$wrz*$2=&$cr`7<V?ZV%n_A5dk_e3rU4U`AJ-)s)gG`_;W4Lyw8Na
zBiffd=taCHhWAQ}G+@kOdN}<dro3xF6P!UP()9Z2eHuY^n&{B8E<Nz4Q^yaWGP$W*
zi4I-E8O(*Z9>vG(nB;rcw$)ENhtv?08;V=&vSf-w2WWPLK$=u4injQPn9rh#%jqv~
z@=2~H&B)A;n<%U$oSrVFlq}I$9XBzuZXNv!J}ZagcW+?$RBpfhh6jy$hb%po+$bRM
z9yopG=Vr0$|L$Cx@3pq7#H+!dUkSz6na;1YeH1!OSf?L3${X-*?7m3<eC6ses=U7W
zom{M7M{Xb`rI*o=`X*h}YTfP2G9PJ)Bf~4Yi+*T^14Ij>leH+{Gpb_4he~i9xP+i9
z4kM=|)cuK~d7GFg|7>O4LmhpV5-vl2kM9+UsgC`_>>s8M2+2|gchfq2^8AN@l7eft
zZAfP_n`$RngC&XzJpT3LCvSC?d%HS1kLr8;9{Dd)S&l5!!FNn<yp!Ai#GISv;(I6s
z^-k&)jOPHwWfVVpqiYCgMh(BeV@X`jU^jQUeq-Clbg6PrW}Y91JaQbJ3AD@FHAB+u
zu(8hbn>kj-poQ=bQ{xxp@)!EeDOF)V>OYE#>G?5dWx7S69H5^vo}$lxT#ZB_aJ`v{
z@8k&1gD+&6p6vDa?@YG@_t^H3+u{dK$Pi-~-@Fz{a9X;)5U7Imy$wjTK3M?=Ay_RP
zZxMaQJuw-L>0535;HDzWLV>{E$yBK`(Q8l58#8Hp*?W6XfCvW|_+D^N`>`}Eqq@JL
zSw;?I>%J9;pAL%+Ih|zz6IZMe<j)dA6I%%j?Rz$~(l_8@uh&AJ2pBl3xxRUf5G@3C
zG-YMx%ENn_XE_X54X8KtZ-I-1K>reY@69CmX+Z1%v%Rf1AqV8>8DzZKv?;Tv{5&RN
zmKs03MUf3RONA{3;245vY%OMHKXcuufG8%?hGs)Ag8~hW6i#8Ewo*}1{1!e5n)hrw
z!pxL;=FM_#sj4YdhLFDA7FlU^i>btzuQa}5acoLfogaF*cS=|K6VTQLA5V{)Gg)vc
zXO7M&lTmYhFd=wq;w@R<+H}I>u)<vWFioN1>s`G#rb5^FIl`if(stC|54$@&-iZ|y
zee$;{^=e$Y-A!P5J)H6h?~a&>izAD5Gao6y2T#C}F7T`!SBu-qYtTT1ay49FmV=p|
zI_6iM+LzeN4BC&zuE|_7DTG+=G88b&wnOzKi|?LS#sjK+1YkYAFF%EBpYTtUZ>CPk
z6|QXK0iFQEj~08Xn0ix1QSjHn4}@#_UW-DbPYI8Ni56NLX@}J|x<SsH@m@&po<g)P
z0cnF{yf|Ulw`GfM?(gxYXy?!K`G^b)4g$v+`xt<!)tzio%G=>mUD#KIH!wbh;~Bp}
zpf&DnpQgR&t*-hYQ%93ofaRZbnpY{F&jWprE%eRoX*A($OJzwxCjC}>f)j6Xo&X^B
zM(CF&(=K>k6REexbzRu;kh_FhM`dEXPSY@SBLRZd*fC9r`=nlSt7se4!?_wLa5_T1
zV<-`1VZ-DYN!z23<4B$0j#E)e1&Qi`*8q(sH&<W(hwn6<H6be>u32@>nNA^lPB=X+
zbdsI9{y2H^`igkNk7nhraAVAYzm}WP;e2+(;9}uyApHuIKn-C`rlu$0pOWTDmwp04
zn42P<9cjuqNh!))9^e5HB@pE}HvLJiCpsE|gywIuZUqCheBir(@=Dg&bNVbW1e4g?
zeFUmsc@-^)i8x#9V{O`6BMf!+a3r75AJ<9K8h=bnQ4($78?$F5Lxet0TqEP+d|0P=
zH1%TMNW3#QXoR^NWaTG__AFj?FbPoAeFguq)TBWj$$QTRKf11Wx+%;QbFeysQLG?O
ze}qIvQVFo%0bNfr`E^B}M0e@sU`f@d7r96!b`iZ>ngBHg!itwTjPG)KxjB%Idw(^O
z$J12mZ<of)BERl1JjSGT%m)0Z^p@Yfx1YJ-v^H;@-0kxlwG}GN{I<vH`YF$Y=U9aw
zrL#_%4taLdSN;hvxE<W@GLW}v6z!Zh)TFzZ``$~MT_JUSct{5F8_V(YL2F_n=sm<A
z)J^0i+~xU7pc(N-M)QuVbpMdgR<|>qeGBEdyHWY0RfUFD#f=j-QhMUA3N`-qWe2p&
z9AWP10n)06hfcW>Y66mWAYwYE$c$wjwb|PiFHks1`_BN}CJgcgIVbpY_qVVBJ{~&1
zfPp^B9`McS)D&i}H`ONC-TQH>cG6|?{qw#*UIFtyx*Y9CWQ#k7!sp1+Y!fa0%md0h
z*S|75z?*7-q>uzqdOLs(jwM0YIv=rPC^J@UfB!uHQiD6>aiEmZ+NEd!8>%Mbj=?+{
zcT$8)JmPvr;0^tfje>s0>gDX!nm(=hTs^I|Ui$GTfq&=Dkmqy;6qSCkuA9_w_Pv(!
z*{dkCB#x{sGDioU;Fn|0!jiE)jQWw0w8g#l$44OSdlp`_y=}6gSoO86n<KmH(S~*n
z;{#8^xTQ$FvIWC-xSeqRpvqIKhe{M-q+ktWcxV6(%&bGA(|*>mX~^T_y`je|EItQx
zYtb?ZcykPBGb*f)DoKy#&a>@B|MapJovtBXcIe_0370u(|I*pJ*uBuH01Awn5t?GU
z;=uY^<(W4HdzUN4%}TTz5GpY{YgPAAJpQmRC|Tx{uFV&o@x2a-CIQk?gMr>LrE*To
zj~!$AapT-Dtw*0ba)Pj>i4B<G<<e`V1I8{-BkQQ#ckJ!$bkN~Iv86x5*3Ja>&uXz%
zEn-*HS^#41v5^TjYi}W#;Nx+`8rXT(ir#S?UhzcTfhwP-k;zYJ*IvsdcIn;QVqAUO
zDTHUAswT8s>|bPPx6R&|A*PNZsS$kX$)MWE7K~}<Gy@wx;MmH%(sRh_;yGm`3X=<h
zCc3up$}pnk(whYLezZM|hyQ9jT%#-h0>6)OC3;t@YC1=Bi?lYYjLpe&csD|gjM$!c
zr*YeP;7Nq2=XJ?l;VlMuw`DV$K|fv6vFxX}-IMsuy+FloA8`#<rsFaRJ$^?Npx{(b
z!>h*$PhL7}^Bi-Y-KwznGA_{f9*wj*NL+eZLKtJeEM<az0Q1sk@NW*UbH~fKiMOTS
z7puTL>*4-BBL&Wdg`V*qvBkd5z1?%|1@__M6h4d(O{AM_wsLo{WBBgVljsPi6ky+G
z;`X3%)o7q)DY0i%QGCzCRugpVC1r>Xb6{BkU`!4EHeBjNM+qJpoiZKJ5~dXwRh4AY
z1IRoF!;PZtpHwlq6sCo#CxB+#z0wRem=q@R*tQh4k)#hBh)+Fuk7QJRPBLrUEfD-s
zqbgWKLGkxauc&5eQG880iFbY;#89iP{LMo!kcAw!yoehOU~A~5xXguyo9&pkd#v%1
z8w{UcNK7TTW^?t8M+R>@j9{Nhk*x61I7l308fLvc?py!f=V#fR_h$A6a@eGNXGqY3
ztLy=w@$v#AKIFoJxPGq9Y#p<bn9S7J_TrN<saMAZ@x^nCLJw#uM3lD*>{}zS^tqUk
zH!3`)wC?gtj6HKE;L0pgL}-hQ8pPJkl#$KO#hD}dsd+7@SRa?qj1t1(o-G5-VYzEG
zYWBr=L*e3E!sn^^D`t1?SjfhQLgPr-U(YS%ISy`3rcSh0)lTkP|7;9bah7sq3SXdC
zTvsPd@{`6)F7l)K#|}>utL+j~2_rOb#5*m?7rK46#VfcwT1lk%SC}<bRa8HE)?0Cv
zOQoIT&p6}LjP0>J7;lokrCPGoZpRdbWYFzd+kS!%OloX@Q)9Fg8+u2WG3x$!@*ICb
z&uMlun36{T9h}##W%w}%4#Yiz^(ulvR__F+zHi~KuKgqN>nod0EYUjTokP*Ml+KC+
znZST*Sl4~c%X@iTJ?bQmAnQPh22PsbqPMQ#2Y_O)eEenVTCJCe;&Yd|B9?8z^ov);
zjwcme1tKd#?XW7)A(ne30bPZOJKKJp_Uz&OGxCM{kqO}_BT2T#I~!`Lx;_O-VOch}
zDy6hmp8(-;GFhmUv=6T$nXF=p4@M`aS=h#fC1Y3z)I+^p(!;&GRZDh6e5Qi`n8|Iv
zxKVfkekZ-BP-ezCa64PWSEo?xJ4zuMzQXMgZdG;vq(js%re2=~O1!t3@-|e-?33J6
zwI5|_V2qXusxNu}?&C|B79~cvdlIBqx@(Sc%Fk{;YbUJBCwDSZaYa++bCr*)zB-9w
zTg|bTc@(DRC^=A*p+W6>SD-Bej}3xD_?%`;4H)=AN8N8M?PEJRQp-#zGM|J^f}N&X
zeTxitYKGjrC0-JvOrk;gs;V4=rjN$HC;#|j7{I}Ymf#a?7v+GsjJ14UyP5(dzrjZ+
z`Gm#T1MFwWc=2B9QfSlj9OE5CS=$$Zpk|}k=eOZp@X#|d{1>C;?tN$99_t7D?JrZR
zP~F(;G#3hAF(CO$u0_(1{F@@1eOF&K$XB@)_7<>bymUMv?Xn5<v50O##`AT5IsO)=
zS|fkvWet?76xHdhmr)b?v%}+li{_CcM?Hyv(jT0;-w3@vZe1~AB1~@WYNdD$^&%*N
z*ONdtRb_=+nd}d)!&=_Lw?4^%u(CA!v4%!QymP*=9G18&vklGFK&f|70$8n1EOOL+
zVd~HZXAys;yAamlM1eSyfk%k3;a;nqB3`%U<5S}e+2L-X&NDwg{d5S8c5A|!K$W+1
zL&ajB+7{(zX+-!_gT7tl|Ce<gu!qlxt{zc$t}I9;a?Sh%&-cJn&dZtI3~NS#4F<e)
z=JFJ71EO!a`-K`w{(_h>iHE!fpNxVM|AOk86VwS1cVSLz-9A;jsVO$qlumJ<H+4_1
zd~jxJ=F!v<kD`T%B0xI$fzn)(l5|gbSdlf)nfNQFG<5&>am>sAXk8R>roO9c!HY~Y
z&UuqOvs)@Hv4?hLnNDlF3d*Mv4(>xB0D0K|3nKjE-byid#J6GpNK{lSP+rydt{8$5
zqvduJv^GKqGu-!fL#`Rm<w9CgIM{ac)yA76{U-6&{&{b>99T%Fd8(VarXLB&K6dy#
z<LTOEuJC4l5`H&;+ku6Dx?tSH$o5;Ayj)#~=Ne%ydE&N=5Naz->UoX??CX<|JWwAm
za}AxpzNph;Z-g2l%&pUhJR-PLy@SUFZ>Y<;x!{6t37}1t0e^15X#Xb0?PZLM$<<e2
zR*+zS&a@U}DvoxX=vov+6@GGLUvfLote!79+2Et&0Q}=%AJC4JFaQnA(yaSL4b1N*
z5BwVPxjxS{A8*FDWtPwczU=>rK&a28gfVuuaHldxS$C<i6YDT~8-qI<>{psRP>U12
z$s%7(?UQT9j6N37={x#eY-L|$k*X}+#y%Qr0dj`+>*&4z2>+gkldex&wG^X_6sF2e
z``<63lv|8mlGOB!5Q=rb|BWR?38w~2mv8JaAM)zk;4pK>PPN55tz-dg-M~n1;gOV7
zJ6Zm?;hmHZcg%b(lgKh8fZ*Jt?9kCabUkhd2D7JnwHeHl568DC%v9d*If}saxIDj~
zZ#BO%Q$ah2<tsW7bcgKAk;X#B*e2bDH_K6KIuTSBfJ57qne%7C#O8yCI2I=SOFUT?
zr4`9m+9j-P^?2@dp$f8rRr3PM_iG6%-svtaF*Ec0W1xPZ8q-X&i60@Vaa;FX_p9;j
zV#nN!x>gE(>nt<>_8oqm100E|vFV%&0=A?-#dEMu$xd!W&n#~9K0q69hvi|*#Cs{I
zuUi?&{q%DaO3zb|DbjZ);SV_ID(M!p#AD}`6w{{xPeC^h6Mkytwm#%xQdg(3B&=yH
z;@Z$uXk+!3r@!=Gj~|739`-ewH|qq${ThinReq&*`!S*J2)!j6`;{k9h)t~2c9I$B
z?DOn9$@|QigyQ5IGr<_RDr)$f&;i#U$AjSHS#sCjVh$7}(fa`KSc3`YPwcOv;#tN<
z>f!g=GN&732r+hk99fSO8bYRybCW2IYZM7F3R!eJXIW%d{WC($qNbr@9(1>h8J$cO
z+sp0S&}yM;XyNakKNm)v!dFHT0#HCLm;SoucY`Bm!9vrZQOsQ!OFMl0>oAks^`ACq
zaarl-7WzNm6KWEo$8tsBEQ!T-sKU+<e?jF&X+S5c`luK8k>D++WO1ZDH9f6;rCG-D
zVO`w%C&i6M?9g|Y@%n{Tgk_9oLbj%H-1oHW7&T;l=<Yc87cVer5sL`(WMr`N*5K!+
z8u|x;KFd?g+&U9y3(`*SZ46kg+KE5t{f?gMS3+&>(r-xUefA*X_BO5$7o><kq_eJd
z{9|Bzvhqf1NZYU6OCjA%ZB<N4{mL&jA?I}Xo@nOrdWQIc>9yt0_QJVdm&ccy!UmA*
zLBhv%zj61s9rF4exK$qw#P%GCedwGR_4O)gMV0ezMmbhsHQ>@;mx-Rq&Puv=fqzvN
z(svw`kG!NZ0*7lT>((Z1WvNQM#2;eAW8k!w33PQBeprXG@!5zl?Ac#nk4nx&s7*H(
zejSh-*Re@ZaJX&mrMwV$<1kppD>On2YurzgVXkC&VX5*YY`|6g@@HMIG~p$U&Td>N
zIc;QqiAu@n&H<Kl*-=grdEXU~+Bn<Uj)li;8^}|#U!iw?5GB1#Y9Cg0t2HBT5|_Yj
zI621L2m)FPiE!mg45{2on%&!o<JA@BT0G9a=lh)PLT3@INX1|GqvWwEqb_mEKAPmJ
zoI6HL3WP;iE|hfl`c=qz8r@et0mTD;b^Y)0)Af7JB+ETXL+2^g{+%UXVxGmcE0szl
zw++!6%^aSos_9Qzi&CaYRkB8<h|hfm)4=@bQPwF|LeoAB3yXR0&1u~lOJ&4v+c=xq
zgVaFwOXPD#4L?vmFKQj{c{7L^cxB0y5x&MDx676-T=1p9<uG_Bm}SQ>0O6Lk*YG$c
zYxjCEzyn#*_R|8RAC3FIJd+DsYQLW$I&qNeyO+lO#ZGF@H_dZ{ktO{v=$ZdEellk3
zrWx|-Ve{CL;Vg-_QsZ6Tj$bf{sjnX2HFRK=OhtVXNiw8qaQb`o__e@5-DTcKM&>~J
ztrq_%XTEmss295sj8c<L$)1RMjqa>w8>Fkz0#(X@XqV(Kttnh_bUNv*YB;b&4v&lV
z(OErUautvR`FwkOm!7`I#aOLNRj>VivAM(AlQs9ml<XxcnGvmC)-05Br!cAlDN^N)
zFxz8DDBifNWdgN+X3y*?^3z8bhE%JH?$=)VhayS?1BM)2h<~whl!_?)l5R)^4Ofr1
z5bxUO+;#WpUmN_^rFL@`v53T|p>SR*r6wYGWgiA94RB(kxzkZ*oy;WN0Ti{9Se2Ec
zryh4xB5vX`NP9CA63Bus-MbB)10@KMST93sMCl(T#ygBwnhMf*ZLERP)<XJg+OoHb
z+VGJQDa76%a-6JZLG!)rH+H9ZL-s9XC|sfMqm6@-l*}V>S3&(`2}tLH)L&3u^T!`J
zs%IR>gu-4X7+)*I9v|Er4x<TV(R|i%BS7}3wUdu@t_b?h`#U-5&swPQTV2X8&MOMp
zZ_23kgq3_)3qp!83}miPgsj3%`xAg}#Ac3N&)r1ZDja`uCUHC9K{e_kqHqEk#n90n
zocM8-?pC7K1V<f^D0;OSW3%c{U;a3;OVfN@@!JPqh>!aQtkLNWZ(<1t_i+nCGbWmC
z(hAi*a&FQaFX7h}I+w^4mwJK-onh$7UX^{5{jerP<#o(sFY<Z4H%nxEytj;&U^%$W
zZpE8Uo7?2UNe=>aY}7F}g@VsT;@w12+=ve-yNCTp9&9ZMQ-0cb#2vt)%Jthv+l0k(
zZqG4#{pZI!EAex}A*-be_eWIlP1L8q)|upcS)Q-{6mrJvw<v2bv6oob%yuF7Yvm8e
zXJhW~E5-562$^uaHZSQWm=NWkQ_LO^bpiu7kd4DdLnie?8bkhq`DP*UYnTj!X&|dF
zUgl9{%;hSQ6~z~PIH}}(o3eP@B8}}-ICup@t`Do|@I5elSyLO8cheq7_p?>jL4IpR
zBx0y#eE0lM*n_+Hc&B|Mdj{Pi2+QGLKR>ar9I&TerVr&e=_ZZM&1EU(s+Z*cD8(<=
z`B8mMmLSrhmpmZbxGrwp>!zz<xNXFuwE&D<skQF??<Q1jQBe&;qkgI5r!MmODc?{8
zii3I_k;KPlEST&whoyag@h`Gvw?o8F%qF&>=^*Pp2H-RWqP&@rIS@7%eKu(t-%5nx
zXtjzXiAu!qybV6@R;j3)febO~C(Kus@7W#P2h#GJu|IMi+W%KL<U=4k>7V`<IVK1C
zz#@b3S$x=7Gb5xjvVU~XAZEcBf!Bt+U%?Adu*uO_DrY8^$EbD6D(1L_vTsV@71OQA
zY0=M3!UdR8xisae2PZu1TMt&^8U-@CfR?Z|4C{e@)h4ApW{ZQcD?2`T-}GCY9$F++
zD2txy6iLHT6thj8f(+%V>-?nHirWDy#7~9>le-*lI@c*tUQm^v8?ZXN9}=ffU<AV3
zUkZ7eL4(O$vrU@on$53>DiFQe^L@dfM3_An7gGxCr%`)@$z4M*$g#69qNbYOmv8jD
zA6v1$_nk3c28XGx3>2RYIUQZU>=F$YG-i4AHd+Us<X>8XS_-XRBC(C#F?=t{v$hrg
zwd)K>I7S4?5=;E|A<}%SIVO8Iq8|+jt!|~Z6WEz8|2c#o4Msma)A~K#%xsIlwbvTj
zB8DQ^Tf}f^eLWogp7zeWH(RUyDpLCg))_4mv8eD_isOmLnh&?U+9tp01t2GX<b+Sl
z$HW{x5yD#mmcfmkzj_OE+ONIwgskXTV|v$2{3B)PQKbb6lv3~4;SWs@&Pkw`r@^?J
zh{T7{55w2ASt0;W7&srx3ha3B5T5e$Edlmx+%LL(@8iR_Vmg;^rz;_nNfVv<KIwdn
zl<PqofJ0Bs6N9=zbU^b07;GP^+u3H_p5-b(i>k?XcvL>G^i+UU;Kz_rUaye8UG-rM
z=cEi|kAZB>3}$*ID;Q5A0*1Fuyu*a7ny`nTrBlo?(Q0#Fog(yRIm;QuI<w3V1@*7F
z{m6Umd)>HoKPG3IH38(PvB=tngw%DjR6CA_w3P~(E*oAQb@zfLvaJTn%RMoaUTap>
z4M^|AKHUudeN*rSy6lOfi&$J`s9}kjuT%*iAttxGmeXyOyQj8h_aR|s0pYD?h{EW;
zkR)|=WuSa;@nP>|##s&_^=^@t#!PY4dmZJ{#O+3&Pu+}mw&mn+yP0is0!iO}6qKXJ
z>wsOacz#)fHC^IWPsVxX4_Y9y%;y7;o0W2Ci<QRed)y8_hEzX*DvYil$O;7)3ZHV)
z=gmIB?_j;jcH+^pE?og^Q>JumH1xoqiG2gcVt?fUE4y~`dO^R4ZU}sR|I8`6o}>BC
zEbpW~btF{LR~QEl(p`?o7B0+!YD-LRO|s*IzaWzzg^(lBQ<@1F$8vc=JglMjGcO$J
zA$2r+X{mcAe%;gj;Ry)zj4+>$8uX;C``-am2Z{Z&yF4Rf1hUugMlkUm4PKue{YtCn
zxNiEBL(R}MzyY>^&9r~b+^>(iNs^~JdJAs=IG??5=ehXI+??Z@UWS4t(Y)?!eP=P&
z-j-%G&gFMi)m|i8GJ9^ozZHXfh>YJ!Gq^6MwIft~VU`=K@-lm=wpBIEJgbmb)b(6&
ze#G=Mgr16-)_@U!&7tv*h0@vQO3|CtQefi@uJbU|w87Dx+*PAoFLB98qo0C@zJPy7
zhvE*6EK5gn<Y=)+d|ifk-kLlY_W-=<{fAys2PS(8>bG2xAkJ$!9-7LI$4|O}aJm0J
z?fyM$dgWL6cDFnV>rAy!ioI~X_2ZRqrq(|6Y7*}=8oxX9PtDfrD)?z}^444LD7CW^
zC|K%=1xdMCZwmMs8+q{c)MsE4Mm`VA)s5Gl^pY-7s{hlvQF`Ui{X33ELr41wK8So0
zv@G`DUHbpzwh3u6{Kvcb&%enJe2{O{|1JXmaMu6lK_h>yH{p(4D6$u+2|N`XEY2L9
z5r%fd@#hpZ)hG<tJ!YB1Hi4PJaKuVj4+M`Y2BVn$7t|^MM+^J(uIdFNY5zE`a<g_V
z-(~9k3(CfmWj3K9Ku*%S+;u!;O%)tl{m_PEEda88|BukQcmKW&oG!pe177{7WBs4!
z7Y<Y!Xn2_W*N(p+qaQ)ZM{IBM!?3rRa0z(zaxR3c7lD(@m<VtOCm1)ND8q*#Yk)<7
zdpHSk1G3EBG(iQJnNGtRna+ye%4%{a9kuHp;K~cSq<Dl6PXDhs9(my3Lv<_pALJYH
zFaGX-BJuv`wYrIMx1BTli6Z5b88?1lFG35V)X28MFFDz{Mu>@g-xu%5RQk3=Obk}j
z^u;Uhfm)pi{@>cEhn4<o{sG*Q?C=L7zjMzIH=ETuQweIrPOFih@E_7Ay>>m2r9HhS
zaTMv{R?+W}V+a9xUC5jP(7^vgpyoup9RDxZ(`{#aAnhE@0s+GktNZsC6)Civiq<}`
z+k{jcl=eNW3hsi?BC;F9Rd1VjvbjG1wN6)-KmMw*kY2~2y~X*fqydmtcO(`<k?%Qv
zG$_T_5hk9qA?@%}kB9VDHgj{{ctA)@enqzO*YfnAv$Vd{++Ly%7#y)#m9+V|$(PXN
zFnJw4nP_CEUca0uHxlYMP^<0ZPmhqO$28}?>UwVH_Uvp0p3c+Sy}+RL`Jf^jBD?gf
zbnaz+<|MyJE1NWFYR3%LARpsNc~Of$*gHV!dT>h9Y2QkLWOm)V7VJ1jG`HXEfzx&g
z?HjZG1jr<ISy<~G8VfG}b0$tUR2V+@8)6F%c{KFd^LW<*1MPKKE!}H$u1tfoJHIgV
zT>0*{?eKHRTj67z&|lE!+2)8WxrZN%=s>r?X9(Sqd>wjm1+AwZPqa$y9pvM$d&lHx
ziu?WzfB3!#>yAlrl-S#UIG^6%^=D)XsK)EVw5|q?3!ASTk?o9>?G3emcGaZ9O-tO|
z;h&G_k^uMcQREin17^$nv(`W{hCdkPPm@4(*}7(!Nzf$CoEf5LTF>HHT*{we6t+<l
z-!@X{bBa|bOx#(zB_+t1f-FscX;24mnV}^B78B7Do>-Wu#&kLp?4ZK4QPZivB!@tW
ztw#m@Hx8vafzKG*S*Y0vJAK|j_lBXUvM7ZWwV*S$6s)8Jq`AiYFKCpgVm4BpFm?e;
z#b7z)y}U%ZYp6Qy%J%gII>U$Q?b=>LPU`g<B;@6SX>TFy<Io*TeQNHYC0q6K%(j`z
z34Ql0a<ldTi3uskg68fxnA1Z^Cr7K5RcAFI=%JXIyT?z}wuJ~Yw6b8M7Aa>}p>(cN
z6uT_=mDUA<dISwZSOW`hffI&iBS084<hVS-0E861{<^xrs+Ve;$2j?;uOkD@vf8ZH
z3|K@9W?{+a3H8;jwJK@a@&>E{k++TDDOuou^OcBdGin2pa)^4wCUjLt%>CR-3Lrh=
zCQ?zE_ptO+Qqq1`BY__D%ZcQFK|g8RW!g^JeornkW45pSyHfR{_ARTM0}t$S-mF#e
zS)68pU2>XSFU})Sla%kKJAjp?&4HQ2NxkQvQG*9x8X5OA_5%NcfIOXudISw@>p99J
zJ59G)CpKnbu5gI$h88FcIMIYX<yu{}xvx;npAb@QK_B+6NBm3YcI_`hWeAbo+tX6c
z{*SYL4w~k|9=UzT4lM!7e;&pQZ3=}rFob-yE4NPCX8)XO(mf-#ZV`MrlQ%PhyMqi<
zyvgw>mlzig{Vl)3_B;@zBX;AkP5dt*^fZg8qT*pSGHG*FCxR}av9A|T+f_+;-3_aP
zHjCuls>1l^vd#8*))aa^t3Oj$#NT%HFInmt7#R4%OxQ8)`YqGA<z8Rg+LL@&aE%F^
z>r|CQ{^zKWucJW6qv*xk#2^T4ElFlGP^!I!33ky<i3iv=80Zc_?X?r~3u~h*I&Mdy
z<;{}IVL@dU&qdOOPfPogc2~ZLPI8i5>E({eGVPn<qatN*qlRNakdrMIc;eHH+o<os
zWGm?pVtmB_h^PU`^%)Tce{3OWCD&8-6=%d58V+wOj9Mag^tn-;J*KqDGQ{YFFOHG^
zX_}0Q0hye}fPy9GOGb^i_63dKgChd0Rhuz1J*ivH=TYJPrV3B-dIP>`!imq)Mb(j0
z?%RB21qS7X>ga~=AITo)nmd;04_SB<t2zr%ySv0bNAO@?T}VK}rPP*p(leN4;3D%$
z!;?<I$3TPY8S#8PDe&H;D>Ru=e7i(dX|c#b&_7eICG9#ESfD!Y^lR<o=2r!(T&%$a
zg3ojohi{!99_=_6&s;Scvtfdz<u~rAdd}6)NE-TrNO;{0jO8eV1$QPF;3y3Wx?GDp
zc?q3|^D-6CYJrvx>AarJ6Y>VJ$JFHYrt@AjBgF9<n@L4yr7Itfi+0BSewwh1Z2I7A
z5t5Y{WbVK_mSfKBI{eKjy$>9}C;8A{Uh8)3%)D-0oF}k5$aa`tHwbuq;3_z-G(w-p
z&h_;TVR6MB=odqhHiNZ#CD4k94K&Jaqzse0di%(^fU{~M*nD0@>;gKf>9Kb1VfB))
zytJrZb9cC^3r=xbPSo@aQnL_qX~XDOiaYTvUm|sYqvC8uW-}AlQ@rlPczVVv?qT$p
zIXZ{<<WM#FQYj71_lFl9qNxMbesOJeD3M^ECqs7+(_MBtGWWFT)iTC^k0YN#r{;?m
zs>d58cc0`mfQ9~3jO5g1aN8Q%<>{|IPqG#Rsoxr6?PgRwq|gRfPmuIpFR(B3OD46w
zQh{BDc{LcR<1_eY@AMRli$Oa_@=CpQ6>5H>bgnrUpmFlrH-KgaBiLSP`|L|&7NSUO
z{fr{!`H}4XCdi6dlenefYbEa|EEYh_+;6=%66z9~|Nl#!p8q?|{&kIb<)#|TKWib>
z$kLDv&;H;ua~#d?F>}$-wxFpNs{D1!!<h=YlRDBHgHnb}rZ-sL1g?R8zUGXeRTYyr
z7jhX(iuFdmy`ZO&A3!5g%WDy9r)nWJajmn+fzal9Cxhn?1+hau&kkg-rha|5oUo>@
z)UlK6A)mR%oe0czUdg2r1gqA_N)mMo9Ci8#?;d2T)&OBR#@!AYL28Mf0_RoDmnoYK
zwH>F?E4)pTuyZZW>$0wxwlkV-&$t1a@BAYiX<RvBeikmh95hhs>Rh7Uce|@xI!daG
zy$M}1-RPgDi!hE8GaS;Vh-Sm^FX)P|M_R<9qwk&#inUqqM^SF>*Aoesh7woYE|%~g
z3Gw~|0q_B6pzFz)FkCbEgyy#%Gx{|Zs<R73x;gn5#4k&ZF#$rvdOLwmY#TW<13@+7
zl%j+Ff=s_?pN-JlGuU*Kk#xE!;Qed~$<VcuY^U!b{~+O`4y>H==ID-zm{}xht^u%5
zBX8afHR1KlM;dMupvcUg3O_bXirZQpg2#i~*1WYEZ{TI@*M}Uj<ce(B>t|VDHQ<OL
zZlN!FdCXp+O{NpGXAQkYqBi<2o(v9mRy^y(Kgj|I<kV%}fz89J+V~K8+{}YqJ5nzt
zb#>_1et!h7y}_8R4jj?L#DyJSh_TfPN?E=j(u#EZs8$YggVVv+tuX#Tv`PYSBV9x2
zBOYTq+*X~#+B_tFy@j`}BJ}@rdwaNNinnY>@E3Hzyvi7I8As__2swCw2#|JYmm$h-
zz{IT1Z9yd{TQ4S~{(`zj34g$Tj_9|drVeU?J(C&|KG$%5U*<!IiLEtzXNKZ#{rL>9
zmNN3^&G&yekIs!_@gG?fK48nI#tX6dSMuA9h3}uL&?R{4>!tzunq<2g35{b<t+e)t
zXj%amWo>u>{@j<MGce&UINv0DxYv{WjBFClb=J&Fl4im+OfnZ!Z6Zg^K4HOP5s3HR
zv%kM|Qk^hx;m#P;o`}x96(1`90(x$Ev5PVb7puC-k`jc?bBFi9DWT=QQy^-FC(>jf
zZ%B8{<&#V@_&ys4E{wqEH-a4lpp1`5Rw@r}vj6K>V>{g-iHKz!3#L~cZ8F?UbLzSM
zl<zeK-E(>~zYJAxIAGthWwxK`s@1)cOH4lZXd0rt{55z?z<$4vjsBn;<WDbW4kWnq
z!%91KeFpjIk~Rb^I3yXf=}Qf9<>VpRrn|MEZ;lV`^!c=cz7vDSb6OlGT5bJ3kiVnO
zLc%9ZjfGrFy(0i8yssF$KlfA%J7)H%!<6pFlzZJu!u)(sW~=7&s349&1t4;&`3N}Q
zmo9l1MgD>+DB#LxV!x}O$7l+g8Z38aMz@Ht;b2|RM37JSzjk2p2i9DmeT7U1=%bTu
z@OR}2oEX+y*p)3%yjj|7lC&ouz&l#ftV2I`&vKf^(ol(>7`fk(_v_&6Tw766(&d<t
zgM-uS)7qa8zJ#!U^vCS=I&nFN-3#}lcn5E-Z$+;{^F0#pMeP)|^k5=}>58?ZFT|Q5
zD+M715A0U2-#5<&C@f3pDW{60F*vG_ysg`2qk%_oC5m+$uw@jmmMeHG&2J$g1ltUG
z?>Q#kk;0?-k*)mt41Ar}M_|}j?sBNMd7)*>LwJ)yVfNKbmIbw@d(OhXv5QA8Ey;pR
zTB3)fGjd1IbLnK3Hs<8EUIv!w`(KdFZc-S|;57pCqZjv!dwk^ODS{WHfr}~IJCEw*
zMnDd$@Uh*mPm8JiWa<n{$8a1a8gew1ZPYrxjg7uyk+ncvIUjo?p0P|bns<0qNJ7)U
zz$wFSl^<At@_Tm{nGt2}gs{=iWfq)@$zmSzeq6t*s@3BYp|3B;+SYsb*7x|so)oJb
zOjyrF$KlRWKgW$<)+deaTrBtGDTHhX$5KNv+nd68G`LLb-23Ak078f`TuYs3k}pv|
zmws%ZJAC;tGsc9}fPM6T8sYynzW$$|g*0S|Z1al>;#fcDx!!ux&oLgz+6w1WtA`(U
z^_~iEL5UKCB$|6Kw(zfjXpPx=Ow@{acG6wpJC+_#=HAA~jh>gm!I-Lc8M>;kvpt6!
zNlGM@uy0@CeD)ohF%n+CPwh0zir!?hHI<K^w(y&}ph<dWlY)xctqNJ?yG5&`(}K=v
zW^H}W!ouG#?x}gf;sz~$(uhOM${AY2PMe(v7(%|geZ%dT_hIcfzvmtbW_-$)FF7A;
zFd_2eDC<YST<0{B_?f;2*O8~(j@i-ib4IAGEP?xd-v{N-Q>c)JaMYLgvDN&jRb->+
zq$Fh}1rdlGPLF6;`}&5jWzeo99Fs}P7;zL6tLu1Q`p@mV0D^-Bd{w@&rd8YSEnZi6
z-SRmbs^Uhmhg(#6wEE!w{g^jMMVe?MXE$w+5jxvNrbZRV7dA?kCM%i(^X?<mxiEz#
ztLY7d!8Oqz>9`)O9E)1C6jT6Z5XgbM!#x?ate4^-!-0}%^|tcx^8WA$`JqpfgMLd)
z%Dt~5sk0ZyIEgT?s%f##(EY>k&BQez?_CaMMEs0fF2$QNzzhyvcyq;ULLHoyUp^wn
zEowZzHhn62AYfMSMk23Ppm3+U=pS~ev1*Ymw0Ij$a+9oHnNVJwa6l!m1|;_EsiA>8
z+LxOZ$kjP~bLuy&^Z)DXyn~up!!;gGL_`og^bP_73X!6K3ItTD2nZs*iqr_9N~8q^
zqzcj{AfXpAL`vwrMVeFrfdC;W9TIA!ox9#Ucjnx=bMNdw-|Qbdvpc){ec$^$@9!aQ
zMUu4h@5UKv`2BrKAXG41XMVJE;ZNLv0fQ|<i)8y&3NHU+|G5hx$2BF4C1_q+3i;?U
zUG9lG)zX19M%!uCT(|*tNj1HaJ{*H1?-IKsL*2`jqqBc)EepKZl5P9O#;mXR@>hK;
zAEE%E*x?`WqdG93sZH3(^y&u*QPS(7y=^sq5#Pn8gdSUP^*<oi^&Pi^+U@6uml}u)
z9*n_Sg<dGzO?FKGrw9CJ33dlb+U#kU))rW&(uB^Q?pZgzF-y`oCs|^5VL1^<+pgYb
zoT6&A-E=viX)19qnB6=q@TQjv0l1h~$=4C?A?(pxSG99>Gt3E75{7tD)LyWU>Xd&M
za)=I?>-2(-$&JKBN@Rr5uHhs$S$CI!tipWzE+w0!BkHp^)C}^SI7E}HTOd<&KQuRU
z5Pr4M@%Q^>?r@#lN9P?+;$psy+)`2Moc4A-vMzWzF|w!5Z&0c-==vu}vzOn&Xv6c9
zoIy^`g>5m81D_!POigk=c?;`ob*^^xQ)QbMY?LaY`?Y*DY5$6XCN5Rz!4xV-MandZ
z?oL-;FYIvsHkBm`3Z6j7Dyf4t$)z?8R*xKgu2v;y+0pF8(}Dv15Qjag(I|YFJOe~k
zOFQvbT;J})%*vZ_G&W&GIPk8@eL?MNeq4&-+?fw@yl{KyfzkRI>xi-;pU!935$mY<
z$8|qL!hO`Z=b4%eRbx*$9Y0%jR9I=7i!uyXCeaJb8U<-mG={>JxnGq{t5@pBm2%m)
zNqHsjmB0Bmir21;=^2%9$K+X8bbWZ7KV=x`>{vF{@9fWJsxbNv%WIzkKufp7&@6sP
z9;^AOHA>G;+Z*F-(P<fdg+!ZHRM&8jWFGYyx5LQZ3WmdE_RQ>O!bDY*DTTRnj-kG`
zcEUp}-h8;>0?~QFD>*)e=9em;>BgKgIbwyYD^zyBD+WdwIn1kd;>NO44B}hZseRT^
z>nBFdI#Pu!nhv$^om-gu5Q~i};)~m_aZ1P53jL-IUP_;3@+}`We#oLpsuO$%@=u8@
zyaBXX%Tw{h8G>nN4XP!DZ|$xW5HlbB*f9e!OV<iIV;`o9^aS|FRcn`T7HKpX|MhDM
zovpZyFM^fWr;2a`oo|Be1jQ%g=%*v{ych-}pJWJD!g9R)-q3Ii=o?k)CX&Q_OphvC
zWDe!=z%E|H@wz{>)D4VgOlrH#C%d!>4PP2-0pEj^A@b$|-`1rmZDJ+;yy-+wVLx~a
zK~5_?^61EFOY0lm4*_|~xOeF&*+gCiI&U)O;d@-Y3n_o*QfT|sKFkJ2d9sL`58Z}T
zpQ`G|2WBJ>?0P7^vUBDF*(FoIOGf~PVR#b^tMKlV>lY2#h(aAqEiH+gk^c7jq>9U5
zH5tb$u4w^BHU_1GDk(<vEVDVZU%Y9css5z3aI$7rj7(XHCW!y-m`y`HUaTqkAp9Iv
ztWDBg?DWnau>{;e(Tdp{y5MrDWbNjs&4fcQ=jGIj5v>4H2=mI}ju>Wf(?}tH-6C_~
z9q%2pD*PUPG#yw)pZBHSAda7CeX^#$q1-X_>C#=@SxQduNpRce8W*O0dXWyq)Dg<&
z`=`7MN4hOSuYVIJTb2F;QgPBa^*NO+{=T2d&onUSb~DP3&SSH%GFaw3EQ-P$8}#=g
zM0LZzc6XBrpz~SDCHB0s@)Zq{Pc^Bxf|pK)6|2H{Vju-aB86miP3H5fQG}qZv*+k_
zYfh3C1lxtAH@E17(GGM-yccG^QU`JvZPX2n+QN{s#Rj}39HDuiGWE>mWZBj<J)Xpx
zZoPuccM(hkIdnX};149W7;SWHKZL&A-v=^Ai@m{P!W9MNnglV-Y0*)T*t#cN2J1Dy
zZqb7<-jov(nJdb2<lR+DjV^td7gNY<?)GZA%YetthJW1svoASjh!gc~y-_*w^>0&C
zqKcDVU}sH3T<_1O&@FJT5J_aZ`1`F((pF~Orv?7JP@+mJPct0OURZhW9E{KK-KS47
zpgh@hm6>62lh}MNP3R6G8MT9^{WY^#)C%HabOIEIn$U#NhS=7qGv2DkqzPE5dSZo1
zmz0`t{jmWHm1n4{_U@A6B!i!4oudod1JMhH*J9Lva!RZL<|LELSyqBgjr@Y~elw>G
z`n8z`5~4|Z#oityfz<Za*c1B_u_^U70kUP*83L<2(qxcFjn@$w+d8*>xxY-aPwkHa
zGh?iA{E2SZWVN_rxlb;vIyHl2a(0Pg(kzii?d8e#pY27DHbPj5Eg8k`X~(B>UPA*i
zVdV1Zm}lH<FqU%~Pc^t`G(p9H`uV?0*Z=d}`TW$U?;}B_d||^e@5i60SE-NG^?hj<
z7=P{I?Vqq<32s<axvH})V1fQ=b_kUs)7F@%Kqp>qh*TLdlVYZ8sc>TE%b_XdAy+<}
zE{5tM(WK<Z5$Who`)i0Gb8qsF@+r+{D`(hBz~$2WtBT^g71H6j8Hm#;@{4Pw`2z+J
zd)@_1Hi_>gCIcra2}`ZbUgP>@pQ>d?&)!B=#IN`iz`EVx&)j1+8o>@#Og#;@ml3ME
z6vcGNxBZOsEH0VnE|&Dxt=4~ZyUva(K^gq=wB@`KZ#g5m0?+rU>fK@A=`1C@-e<2O
zV;~!Q+{?*^(J24k@YbWxUh|XknEVr^k?Jxu?sn3SXNYOti_MekmmUz`#=i1BynO4R
z@$BgS)Dx=7!>r%GH~jip?;CRnZ1rQ(XZ<D`A_|G`EoQr=(>!N*Z_D=~io1CfGD~Ci
zEVTktjTyxd;JoEAd0Z~lUzglm5bM%n21l8Tdgv=9TLH~2FOG1FE7`mWn>Ur*Z$>aO
zmsp(@RcE2%8*Zjw($L4`VA*$Wxi{&Ok2W>eExF7N(nd^=Ob*goShHQ0#~j8OfBfc=
zf82KLpEuTF5&SLLT>x7=J?JYU;BcL0H-w!Z8>+18Skf5`cN!UFfa{feGLNPh?~Sk<
z6`n`M6|}PXiR2U(@Y6y(JZb+3KZxb7)%XaCR(p$3%Ci9_%YJdkB?07L$m<7p+bHme
z7eTf;gN3%a(*PgSo4J{nDNX|H#cg%ogjV~jNNx#y1LCJd|9RUkKJb+(3@^O&x6K__
zOpqGYnQjW_eg(J5Loi79^S}q>tY+7>?F+t>Lb3(flLFx)?Jb-zzo7hiD{XEOXwCv-
z+}`r48t)Nvhw8ais1Ryr^7O_c9b?T-AHSVSi%sjJ$pS3D9wH9O801JipU@>BH~}SK
zbkfF!J`lxwznu>_Q!O+DBK9WBrU)7ZYuWV8JpFGtE?Au`pQg5phWOH~gs4u~4WC>p
zvl+ae%dwHTbh>OG0bbL4cEUMYINHMFx(<CX%TYJ2dGW1sNSNw7Z!*HRN04P7W;xHT
zcB`3*5T3YNQ9F2T!@w$V8SQqUeFZr3)uLk9jeSABY&2K@JWM&gLT$T?3(G3921UAD
ziQK$fUxbF~Xi61321U1;V>`d%(fit6XZPzHx1$6ve3la)^*t`yi`3Jkqexmqu<dX_
zUVDD_Rj%TWu&X(K$!)H6Ay!-Y8q%HUuF%nMBnv?NdY7>0E*psQvB=%rR--2$ccToV
zF&>jzBVuC^Ook^9ZL}yMiyhBjR$4!CYlgQ3<FSod$TqAONm46}tbu)n@}8KR0ej<c
zcn|Lj`3t=LIzJ5{mLpb3`ok4iGX>eXNr%72*bwTa42$xx3zDJBR?z^xGT3BxWt_Bd
zDrLeje6g*{yqYX^2hv2d53B^Lj#af>?TMM|rG5w=-Hdw*J!*{iyyfog5Bj$7Q>BR?
z=?pn{PV<fG?=!k1+TW07a!=eKu!V$(eb{el$n?5?nh8V*mwfTZdOHy49_C!;dK8|l
z<s3-c*`fAcomhhoGNmJJ^CNuJzAuj905FnniPleg^=-Gxo(%E0FY7xK+u=>jxd@(7
zzcCR<IgoR<b3b%$=>Uw{g-4;;{sG}`Om>_xhP!cA-PWvs2M!HpRSBLc-p#qBq{<g0
zG!7!z7tYicOnVopQl{7TB+mE=v+aI)8oAX#vs8nNA^7dVHp(M$;gZ63r-BRut@Wj0
zJWWVE@fjGh&%dT*5H7$}@g0Lxa+hDMt4VcAcs>Afyu$|oME!lMLxFPRf9B4l(2&p!
z<*F4>5o&8^?Q^YL>4L7|inMrd6@<`a1uLF?x%DzsV0Jw{ZSD&B^lK%BJ)6-xIU*I=
zFi)bI$}09SvmlIUYbgHV&YVh3xVkrb6@6Y)3vcvqwgXX8!zT_41iJ1c`&f%;V|9An
zR68u^3B%a>)04j!Y?%-b2YT~_2X>_g5d-|Q0q6PYzLYa9A&wXGFa<T@oh^KcuM<C<
z9T@K&o`mLIQpBS#e%#!H!KvCocN%>?laE&-pR_ISd_4fjSX_TK1(IIO&+w$bRhEPa
z!O9xjMRJz%$Y4Qu6Y}C)!MN$esPKsvF0$izZAA_K)pG)$)<_fx+`blQvK@LRxTb&_
zn3JSfe{Gm7=F)hQTKi-w5V)>RoO_&fPB-+u?|<2pFY;tr1Wk1N-Ks@^!O?9q*#uZx
zeJhzZ+A;A~UgxLJ*YUqibucb3El$&?wn@&Bo}TP6SqX(s7F2NO%W(EF5%0U)a`WFR
zQON<Keuf`!<LA9wpZl;-$J%8da*S!jEZ!UIuX>DRl58212Dp!UwGHu{5m(hZ6s_0=
zK9o!1Ii};I(oks;@Qao+S%W<H>7mQ<sr5uSx9glJ?x_xkWE&L0wQ#CcQW}oAVa{t>
zP^@8G^s!+b*)*+Z)Zv_Td)rQ$`+A=!x6$2SEg=-W549A%fombj1xZ`G4_G+8RzgzO
z?-qBu3mUZ~Z7J5_fG<EiiOOhT(P+N_Igd9;8!(SHF^m>?kOs%&^vv`FZaxwde#>1i
zMwpnm;Zmz`*FSQD82pf)h3n~~qI+-KFfLod**}~C9JZKsU!V7dgL1($cFovj=b^?O
zAGG+uZzL2qt_w{k26L+?X}P=pwfWd!MMV$BDcZcr^su7%TF7b*u<cKWDv)zq68#{I
z1+Sx|<?||D2sB^cZ^4ldHW;;vdJLRv8BQfHPFjqgxG%2gqg@hLUv3|diQ2ujIgY=Z
zIBW`-yRppkvaY^$irJs@T~8$?>K|^JpTzflO6Aq`*C+7zqtq>=?BkR9QCr;bstE3*
zMO=ivO9(5_D|4%IbyyiLG2NY2EBMZX<|~F2==KU{WrgLK-ktShGc;EFw}ayU8^1-}
zyIl+jPH7bB*S@VR%yPyu)+7cmLEA2W_MY-E()>jQ!i^1^X=#Gm14d-SY(nQQ)<OiO
zpPEwAV}W7%WH$ZYDq+q#yEsKUA;`hy;T#pgx^~6)tSAM*(H|Cb+y&iRv-20Be8rly
z?d7vIr=X`5jtG$NSCJV@^W+%ne7A>ct@K&HoBpHc2_u{d-x^z)fK>~5T+~9N<t10r
zqP}&jK<AVRx$x7wtNb=aPb*Td-_Xnd;UclBt9{pKB2wtT@9uE`AfU>USVTlh9PQr#
zojp4Y^O4YNWDlHI*@<#%?8fA|>glH=eXJ`t$DLK$`Q=_=pA~ojzZ%S<YFzsIfmslw
z*nA+wq~2i%Th~weJ#qL3%F~~>mV`*?GF>*Nuytl+ri2URdaE*0@DKN7b>~7s7og+S
z|FVPJDmO#<vC(uRCW-N{Nr;pFua{bK%5c&`M0}3N0JP~iW|xf&??!^|*fOmlrvto`
zYc99<sIF)3scxZ;m{2a@HhecaI>3h2nCvFY-(6jS{-tq+ilrz$eUC3hs9ZkEbbT(e
z58lHD^RG&Pmv<KuVzQy{nOWD0^~a{(3@5QUOy645I)1ul!$5`SQUzv#f@BA<-`Y&u
z3F77oVCrk>qzw9XmS5ZZ9~PT%r-~p$Vla@t$atim&n@#+?sL<v7k6b2*=zsc28%K%
zmTj`Zk-8iqS4Q)1hd=TXmM(sbWJaYST5cc+OlTjtGqG7gUo7KJV#+=^$!Bk7AM2!|
z!M_5|CL_bD=V@1Bi&pzA#eK)1ihXm%M@-*`0Z8V*Z5n@xTep=yzPEPC6MBVe>l}R3
zW@R_{&9>5;xDD|cJ}mLKY0iFLk*ARfkgqqMw@v5J+l}u+GlO~6{kYO2oNN`Lzq#Pw
zvY^7$BH2nfQ<!+=?NiC`fsa9ZpHJh`J4MRYtAA2PO?QTO5~w<7SJvjQW+y?yeBWCp
zCUp0*Urp}}cCcs!;Bae3s>o~4rKa|V?opkZ4Mx+F^07@@%z_eSMllIR{{U0_qtVZM
rvFf<W*Y**2ug5gb#VAem>;2s^liUa-Xch?pqS(Lh>;D>q|M~GBX0|cu

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-180-Cute Robot Illustration.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-180-Cute Robot Illustration.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..274dd19346ebdbbda4a5550d17a16bd2fbba7adc
GIT binary patch
literal 13198
zcmdtIby$>J+c!LPNGe@JNs5xvAR;ZTG=hRicMdUxfQ*DgDcuc&2uOo;=ty^W$Iw0R
z=-&Ij_x9e${q5)Z-oM^!jx}=}*PPc{=XtH)IvY8LoCA<3%PYwP(9i$?G}H%xoCL@M
zaIvv*u(5D)aB%SOaPbMq2nlZ7AfUc^i<pd_2FO59Lr2HRdY7G%`3?&m9fvUI9bP^`
zK|vt9sH6zL#9aYF{vVT|;o;#C+#sMLB&6bJqGRI!A798X08(5uH8dFvG-d!gDH;YT
z8nO)lMDdA*_VWV#exadbU}9n8;Ns!mKoL}u0MOAeFwikEu&^*OQPjSu{{fh!ST~vY
zWUy~(KF48pBI6H$X5g|sENdp$>fd7(c;Os~hfhICMNM;?jh%y&OHk;(u!yLb>?1jO
z1w|!g?I%xlboKNN%*<a}yt1^ic5!uc_we)r1-%Xq34Id=iH?bli+}$iAu%&6J0~|U
zzo76_c}3;ts_L5Bme#iRj?S*`o`J!k;gQj?@rn6`#iiwy)wT5v#QwqI(ecUY+4&E-
z&;S^}iG}+9O|W0&B1OrCj){qZiSt7)G;|Ntz#zrMV&cQTDWi$=-02oGe*iAoLuf`>
zGaie8)*kr_=YD(&R>Aq(h##W;l<c1g7WluC>|cWYTdoNJ0R|ds^DsyO(t!PG=GF^c
zgO7vtv)tPrq|GaK)8#H$-}wc?4@-5CfM7x-K%4zq5eYc%IZ($%0=m{Sz+>{WNPs+#
zuZh7!&YhQ{LS>8Ky^N*}b0nY}cs;Ig$>DIGAib}E1bo*0q^a9|Q*_C5_D?r8kpO(!
z>s<9qC=#$8w-u||O|lC8Z&N6+%BCtrAOS5QNI*dh62J<+cnSQ|iqE>`=%7Si48nh&
zI2Qb8a_`$@&X4{#e1QKX%0J-a?jyQ=35RPk>8r<SXDmp-B*$Oh;jx&Tl;YdeR}tWr
z(7y<S1pM*-o_&Sz{kGD7q3M>ps~9Q~MT?r9_}@DuJuiy{40R&`(b89+8loXSP@qH<
z-G8HrgorYuIClAk<3G)LEXJ|)#-$6<d#Zs19PxvfqL2XFtUu9nkF8}vasGGf{0Uvh
zVg^51`Ss=fnH6PaQIcO-DFih&J8YFuAOR>`y$*t3+^&x~1Dj3OS;u#HB)_7!ncSpp
zpWVN`*>p@?jRf@DDYc^~!+dh&c*vnOCG)^Ddck`axRXf0T6<~H<}&erU|f5w2R1K9
zrV}C~N2Y=HHv@n+87&7m>dhnT(7})_45=w<&9pq2=~3u;oqv+uj90vQ?iXzRvLR06
zSj$n>>vI;uPv@1f)KmvrOE)7X&AgDLx+X#@cVDrW?YPZ}$aA~hBbDw{`u238dSQ<y
zEdePJF2fO#T()M_X#ory2~Z>@O}*cNLq4`9eM=Cord~eHV%Q@xvjt##+Y~e*5#PCW
zB8>jnCnpWE-*nScTx+j=^<3V7+4&Q@`uAYwWcAD}2R`yv^pX?RdyeWi2FaJ22rtc5
zz~-|(-%Q@<_llP4vThqsgTkL?u_;?|e7DT~JE4Ex)0?@A1VHZ@BLN?MJFnkbj~6>o
zg1g?skbp6%MI=D3l1->)KZQ(FkDjgSHF(LjuW5_L0SU;WXe=#_l|UU2mfT<@;5jY$
zimLL+*Gk=tt1g&K(|{U_O!L9t4O~2_>*3{D@?Exl(=yq8`za*gA@>k*H)HAT(@(5H
znt`_T(eu*EkD0~ir2+_-7p=9~mZFw46drO<I8|%|-&^nZ237Ubif)sK>@Al)%io5M
z0z8UuyJX%ctq%9cp)X2BP^3_l=k^j5QjxR1s<iEP#=mTec=eSLGNDf$m|3uSm|>J>
zw({X}np<x+YNnNGavSbTnmH>p9V@S<*O3kM(e0&)g?pELUla9U^mE&ppyD+!<lHO+
z$JyOVRnSZhXeT4`ztDW5s3}JV_`9Ja{1&|Qcoe(^bV33$CqCQ!0^SIFpF9*8ag_eA
zKo@P4{=g`zO%it#M9Lcu$JPUgA&jkeCipgGu4bHtvFRX>70=3BYqvW?gwll2&eX;!
z^F|sb<q<FAYwSbBgLR+BKLpV%OIYpgNGeTSJVrC`&<AYT^uS!Fbyebmzq!Z+`8R*$
zGN{Rf9>$JpJfKlxlam=;Azw)qLu~OIeon}h+P)M_KP(l9^!^(5NX1FuBh_U6fgwmb
z@JLn7ai9$$o2o)Es7d>-7sqmcqjpN`olmxH*-@!&Rg~?=LZ4<_oOQi(sR+BQ@jE(m
z*!1cpuIE0qVF@8<RLzA3B;)B~1ey=1G6Vh&Oh50Lc~)INf_q#yp8(H!iY&_N4Uqt5
zi#jC0^djntV(7!jYLBZ{KMKF4|3C4oXv(XgsT7k|Yspm%T3lCra&PL6Uqzb)-F=1W
z!`%0@&Fm2KPsOtQV(BL$h1#37Pd{EA9aW!KXHy9BQZ1gU=Qz!hY%wv=#%t0<)51iH
zb{A9dXGLq}SIhC2>z^;$-Fwo1yE1qzUNXO0?_d_QP-(&Yr5n~`Tdz|40D`nT)`bd>
z3GnxtZp_N$Zt|(Kxo1LSo>k>~u0Fz9jj=k1c+f}Y(vlbnE<1~1EtGCk(Ry}1))8uY
zD=1!U*A$?%^<6-Bv7z!q6x#;M$hws)FO*q+{EkO`m?f1(=8x_S0`*OTL!~2l>E)P{
z2L`B6$o|5S3Be@Olmq-R$RieJ&u$6LUf@iD*FKjdb|4%s!xDF|f_9`24YkY+(>VL(
z$O8s!JQc1LRBv3j+(!b=`D`}M&tzMq_r)wtj!COf>ieyU?nvx0e^Irj9C^mOf1e<X
z5&%xX=3#a(b@qgrC=PWtD?on=AXZNI!XG#(L{~0{zoJiyQ*@s@93k9hEUY+<Rh(+~
zWqa&eXc^QS?iOJOsoz()<+RKWhiW@zgI1~##E<%^3gU9#e+;)b`KC))<fA`iFLOa(
zuh{`2Q51r&HDZjq<r2TLpg?IM+LXL~p|uJ2=1D!r^Wed*tG@hp6{t1NhiT6wlO}fI
z_xu>+UWJS5!<9@(07I45t?5PSc@qVz8N5EhEh@p&Afh>)DV_e7`|VVk+uGkum=2x*
ziG|J<wLUuqg6u_#`hD0DMn(H_)=m0OCi2(l;oh3x=t94T&Qrea$KxB1M*?6AMZ&Gb
zx7ts(=Xx*rEgEAcYS!U*0qY99&cHkBb8rXM*oqN*#a){Ce63xhkKpNsEk;lVaG<f6
zyV~W6{h_hc75=nAC!<t_3l7u4aA=#Vi#j*$*VO|gfXATD_}&6M#x_bT3>rlptb)Jp
zW)j>89C})x^rXt=(z1ROqsWJO=x|}c>QmB(P7!B{0>w~_VZkdGwP9v`9vDmW);F}v
zqDOlIL*BaI_6cQWYen=;<J4I>JNzmqJUtdl+H<=qO<%sv`=G??N3Q&+!kYo)=#{ez
z$;jDs2f_1Gzq`4ygeL=gVCWt`Z9x<H(GU67m6T>#T{czzYAAj^&zFC5o;Br6T@xEg
zQI>1)A<A+^G+l=qoHsUV>_uHhCQ@F#wnG9AUyKeP<w%AX?x4_XY5o(!uLDNnp^-R`
zkJGW%F1-7meC$-Vv@0kty?B~bvKc=?9yBv8q8$~d)M0Ipo2EUq?fR9ywmz0iULfe1
z(8BDS_Xb4`B}r6vlgnL_axXm7+C65N8cZi&v(B?%*8#D71Z)oIuRjGdQE^hwCDQW9
zuhP%Y;%+=+t7R~{`-I`8(AEs?sa5tmX?A%VdktN@WQ5yi9i0*P1rDAz%ODH@y7fRx
z8}H&oSxsT!!)#8P?ML{MA)M{}eCnA{%U9pTEyDR2V$V6yCDT$kFtyjxG259KhBi3R
z{Jk}MbEF^u`@vC(L3i_1E@ci3;M2Y1w4xTX`p-%tUqsryq#=#B;Fb)V3MPVX`~K_C
zraB2#$CLN(r*@=tJ3T&A?$jK*6wObGU=;{Dc;r3$$y0U#E4Sk2z~1XRD!{Fg&zFXC
zs?u%uS4oR?F~p4sTuyZZH*1M<<|So&;*6ynroRq)R9aD6zT_A?*WhzWMyR!Wg$7(R
z-Uy;dDdeT3!yQAU$vpc&W-e-5umW2#`y>!~SP>ArO7H7yWflI1njw$+i+X`{{=Is!
zKK-AnmrfAJ9J(4WnnWLeYEFK0&icSJwT=9=nNl=_ZWydyrAPqXCwZQQeiOW)`<7O-
zUd*oU1&7*bCxYhfd~fi`u2z&*{X<h6uDk}-kjSL@&er~$a)lcZhQ~XPo_8*AkC;U~
zbu1)v#h}xEfk$VVpUy~!rVYS)$!15!!sfO6FpsHjDE3MGA6oR+U%^$Wp<rk4!L@YU
zq_p=qn|d?Md&_xm1Xn9-<-QVdFG5d8CRbSof+7#uR2058vh5A;2D{zkdN?U-4|&>k
zPH;Y&?IVe(-Ozv~_;OukV3S5UT?>tPF3Nox5v;jsDzW9abxw1J81Ti=!B2{}Omp{r
zP_h6EX9yk4a8@G=ck2b`aEfdi&A#?gOgw&nEA;9-|0cl+EF3l;G?M?Y|G~N(IzC6H
zKmK2~L#N&B^iOuTfUl%Cb}bX~WnIYUSEtY?<5w45*_-<56l&M|x=>#L?gYe0wctIX
zuOhbMX?M^@Q@L~K=u+brq{)TKeM{wDl78dkBtF9S7o}(Ju=CJY{7|mg=^|_|xjA)*
zCo;u`yk0qj%%@tY-ABCtvd+tX%(Mne>H}=gA51gCSIewbHef}mDk%Pvg=MBv<_s}O
z-nH)HMd=ji$)31LwuF5Ivo0$a<M^6zvtLQh-1@F%E<=iw>I{w!Tg1bq1cr*5{4exQ
z%D!i0ylRVU+4P)NM$hHQLPF4&G@*|dJsOx889;rNx7=Cb<fNF%A<W6dbjgD^qB0Y+
zlUGt6bX4DV<PxQ0-eKPfA9_7vQOXPH4?Q`}BX@taY;L+i3A9eG+6#glqyg7j9vP0A
zF<4TG93H_AP0dq}6rKdw+oljB2rI|3%$*Nh7@p6m+8eVQDxSRH6sTh_SbuiqAd)Kh
zj>MUJ#b(oe&`sZrh2cq!dU~nz-m`+^ZJLP}UQp**gAgsTZ~K<nlU+I4zj^%EJSe>>
z@Gp;ltQd@nyt)$p&gK7~xlHsCWcCxp4FFjWj=%w{sOd*MCPLPuI2s7@p_E6XEDn96
zeW{%9yZ5FyUr`4)#rd3NC>%E!Ou3ykUs*o%X6VkEcuUVVfJw#iLCE#wd7pO6mWCvj
zAi)mo&6XLP$W1AyQ(d!{>`B%UYuw?myhoygO>^=!MYMeusg}KD{iA#Nu-hbUJKp%K
zkeWd@1s5;!>a#H&o6Y{9*HIpedZW5*8+PL&`ER#H&}+@qRs{=b5u1A<H|}AMR0w4E
zhd#s=`tt1lz=xxfdxW!8IlOf@sSq*RB6|61tCqxM6~huvYQ;2Sx2m;hI0Qp@p)rw_
zYMUC6DW5ir`0F{the{hZv2o#_C|Of|ZLA$@Uay+Hy6{NmG6${XhCT~OW=-Q1f};!U
zK6Rjrrv*WV2js1D^D^6-hxn6&v@B{Ih^%dUOy4CR!(HbVYO;%6Wu~;@E{RL+tE8`X
z4vZ=H5|@PJr}JyJ1D+~b%e~4_c~8Yq`D}|M181c8-cex{PlBBLq-^A!12Fyg9o>)9
z9ACIRe3f89^Nl%4hHo|e7CB6EbP)sC{a?-AZC-A2&%?i{S}Qg+^{(qRz_ZGB%BnsD
zG!z_ZHD7k&R2pXUW<ods|A7lz9qGSBHZe3)XIc=BVxk!BU;Mk#9)@3yb46ZRoN)_;
zql6&v9c;ruz~2%h6;a00N~w1}56tm&2$C0CL%ZIwnXWemCd?N#hcDch&hZ3><dST<
zw;@uc4Q!lL%%&2mR^mWrBhhjlQ+|THYjUnUk?u^J#&=)4yui7TuYnGYs;6fdOQ+UF
zxI7ikj4%PgN6g19e7|!mKBZT?#Zx!;3WHIHWNJOJZ|Mzgg*oPwb#XZy*wZ5ndSW=;
z`Cajtd=fiSH22P`AC9Bdam42Zo(7MnUerXQ&vg$y85Xs|3;ni8W3)9h1|RS8bn~)-
zw#kL~D6Rd)wTr@1`ekHtGW}mkFHkTsGh~n8Cx<Wu)*6Gx^FH_ZF2e+kY6aw5F?F9(
zL@F1=k1xs`FgWS&v@hKTX>6}F!J$eu3O%0ZI{Vfge2;6gx@IT(kEw*#xW5xRrP5XK
z&z!Xr4R<ZM!Qk?EhcL0El!`uKStGacS;y^N<FI9$h^B|{osTh+HC3E#cyMv>ZNx0T
z#W`C&Y@5l}alYD0^@PoY-t7Otz;8T35PDS!GyFo0%C$tZZOOo5ItAWTFbkZd*xZ<(
z0wbh!Iv%ckj9-1^E?K2=CR<QK10O^?xP9Di_2h@825<x0oA%jk{>a4`{?%${cT`C|
z$&5!C0>R7wi6P)5RyKHiQy~uoC@3_1Tf(&h-0hI_8Nc&N9f85P*qux~(wO2`r#>xo
zaMC8pQ_)1G*psB?Y>uhne<V(uR;e$0?_^ZSwCXElxgMvG=Q^^i?&bCu*<E89e2^P?
z{j(5$0|@uWkLq_vc*PHlDr2RsYUMDN*)es^Zeq!4h~Y069*J>eK6X)kfy)>^_$8Z5
zY@tkyA(tp8Q^B2}%%^l+kAJNyUxZrPVCOh|m9GEetz;Jit_bQ{4-p%6Vq-YRf&Yyo
z*r!%?NDoONwy*V`1~#7xL@UWG{3e>RWjlF7Ix5cLWpaC{$RY~!c(S)>q-gH%59V4&
z$a7_}y@|E=I<V9&U~8$7swr~!qe)egRddXmsWZ+Rh)6#!p_lJ^(*JB?gj+9AKHaQA
zj}9M~DtBMiVj8aXv1Fje*Iu%!xHSvFooA0D$&J&dEaBfJ^>XQotDugbi-$;OxvD#$
z58odVpf;tn39(s_sH4lL7Mk=WqP2FMk*uETn^@hwyW2I~6yok>Qxp$$3z6npu2;#Y
z-L`&6G#9Q(oG!FJgE#2cp5B7L9sP1@b)?MVtJ&v)TIJc9cFU(KST}6zO%tmWQHD_i
zP46F>my(|urL=z>k!#%w<d$W!WDOR{wreh{@CV&erdGevTab?ZS<%E`-j8h!JYjHe
zV&QQw9>8p{0Cv!5&HaI;CPXotnkd-ogbeMVH0UT~z|B=xB<vJi;?1=cFBE+rlQa>5
z1W=uNU5b~~8!84&y1p9o9(C9|F?y?GK4{O1Za#O@??{N7Nn|=TE@R@gEGH23dFUXm
zB_ohy(Vux=%t<RK8t1V)%&V?EGubxGGIu8j{>tS+CWPxX4=MqMQg`X-zYoluYzb`-
z&F4mLEF>H}0nygQCm2-Pa15Z}7bfyJ$3_sZ!@@$ghfB)T`HOccUrblY<i;V&Yl}N}
z--I8B`r9NS<O^%<6IiWh>%p<UgdPmck+j~z_0W&`{GBL8Db-NeUAVytGhlS@$U21O
z2=;f)4FcyI?yDLa1TyEu`h53oE_JDTEstoWYKe^N_5?l<(@Cvzxwo4~8=@d%Jd#BG
z;bP1+TR@eB>#msgIvzdQ96lOWB+-225THV1E>dRBS&mV3wGzPd7ss#2$akMux$CE=
zzWVP(09U`tj}YzIuU6ncLbR*RpUxmx!}byd#kP|RbGA}9Td{8PrQs06pkm0hOV~ax
zc?NWRJ@GoF7>B~csjK^v>64AhO0P_mHR4_{sh0s9-u;5*iPjTeoALP?{r4VfAPvmJ
zmkK<mzE*gP{+1mJWOImQ2w=6|c)r?4E}Q=&&`KuOL3vNXaF=KkaM^G4aLOI-D~3zG
zP@P8Sd6(XA9A-Ckdx8KaLU>eQX_d%8gm}%sIJh{;Xqeym{q^We`Zl{rFc5V1f>Vf?
z(0US@O5L~LfT3IAsnAK0IQ^+zpjelS_enCk&Hachmi_>pH7k&gfzb!V6vI{F#EiUC
zU1_BPrw5OwW^q?1S}@05!_O1gN^-)2HR)KHF@hHU6c7ivN}2({fa`voZo{Kdy>$p6
zArv0%nZK04LNBLXT?1|0;i@x-IV&CJV(w2T5aB4l4pg($?sNdzh!9534C&n!_w%dh
z&JCmr-(`HH8Q;CGF*9puH3Ap<27xY$veg@QJd;S$_u_Fq-rs)Dl$2qebCWLg^rR!A
z(5Nyl32Ga<!gzF4c#XGLWMXt<^W7tSXa5t)!nELezPn}oa0%PbbE~Y*9SwdXBjTRS
zRe`*P=>%v7a#Y>%FT(T+*)@lV0zYSj%TQqy<losIVXBAeo#TH7yil6M&m=J|=n0Qe
z#c?j1DyWJ{^ji?!o=C3?hubitReV}xe)p|fLNimv_gK@H`om{<-Ff2VnG%-zR}+3^
zgVuI_)#M5f0vVvTiLB-5to49ha#}*)t;dAwXI9(#41e`&M>IR(&BbZI`L^IcWwZZQ
z_rP{dIDU;Q2U0tpdXTx5il0_Kzuobce#)wD>x>;yDw}`LHgl+iwK4@mma!GXfSLhg
z&iJ`&ik4h8cv=m8b)ey^QYy7wTNtw<ZLXfvGvdX2H=07+ZZYilDYoTRf%2>t=(T#L
zS{=Z5Y$DOa7yKowI-c=V^;IOWL^|4!kz}Yj8Bw;*l5Yw(vXM+re-)~SmXn*kBXr_x
zFR&Rk{TS_q*X&MJs<RgwoYlueFv#Iu;6(t+Kg`C-<mP5%JSyPjs~RbHJz$g;X09M|
zY0hPH_Pe*Inij^Bs7E3T%36L$aMLfhURHD92uL)0<{TR0CZQO_GPcr~eEUtaP+W<p
zU#szF-s!fyNLqR>Tdh|KrzQ*LpEv1KVZv=92l9HOd1D*#2Cr>|vbzu;*P&@W^&V{|
zM7x6TqgC#FMeC*KGlGW{6k4L9;cWkqZX>q>%YMc4r$*S#M&1yp1=KK9+@{;r<gIu)
zQ5N7SaDR|Bapy3NZ0)>4*$x&PbG5@QOrZrGxT<O3^qZQUE>xZmc{+4OWYwc2BB530
z!E;s9RHrbRbWv$YAa<C2Co2PvaVM#Yg*n4JLDHHLZ`F;HYBv#J!Z#Uh*)5pRa<~$H
zpWjg`_bpaCYw3W$%=S~*y^?K``ayZht9hf`5(Kx>U|iPcwga=BLtu&!g>1CAC^ZXh
zm`1}`YFzheXeY=bh_=}N?p@+XbWz`QKiEi<9QkVdI8juFHSRNg-{=^0l~mVDrpol;
zTZUUgiR2<2+QmxW*i&0T<I(-}NS1UugX?i_Z-u#lB<g&Y*iRZWYfEsxjDYONcl;Bd
zcXeIl){Z^*u;o}pnfjXowvdr&9%dD9&%ll>4D#}qwuKTMbb}?fmrV(iPKT0(3;y+H
z5X>H$%5NjJl0(OHXOK{PsgQc@)@$kE?V}uD`5paqXrrskmr@VD5MB9YI&$u#QVK+;
zzx|f|YW-krLtXL~u!RHDn>;?l&X=SbV*Zkm4x2n}fzW+ab^yj6?`Cl$PD7?N&GyLG
zOj(_4V8IgVw;!M}yP<os;WzHM@6oD-w$`aVD)m&l=|gI2Zo{lXSP73EQ}46}cgUXb
z>jB*N+BFO|yk{g)b-T~rzQXegkN{W()Ue<A-E~a+y^Lpo1bC(nLw_cHdVk9)|8O6l
z{^mZ`|3mkYlgI^nrqv%46xmprfhs~%E(0fYy1W2LfO6FQbxhvO`Zntxo*v(>0g!Ub
zu&1n6?kw>k?H;+xd`?S#Dm>YDx^+X9QM^lVjd9_ITevT`GOZ|U^Ggx>jjIpnSO9{^
z8gerhr_S{Uq>nNMCvb##G3>nuo#0frYY~sJvhrjh7MC2X&T4?8oL+cE&>)*X4I(=|
zjO4!eC|`*uxB4)iMTE=|2KlflI<J#vLmSiad*jyp%rBnOkV~?20%9+^K)pEs32eT^
zrA2+8IfOW3(2BY7H6pHpCNFr$49lgJz*{%e^TnAU+z-#<>3$H&S4KEDSy*wsVaa;2
zL|v$cbiIHveN}semJqtzLE{JVbxNt5{cd^~N_G)Fv`eVW&Q))V9h;-UR4wq~(ujwA
zyoEWCN@GqXx2a}^TTbfEdZd&$KPv0fS$!($)C&dUpWAC$2l+4#HzNV>;%b0L-v;}H
z#9R=DN;q%$!83(}m!=irew(VV&LvI3Et$hn7#dZ;<8Q-B;Gpw2qA}W^rH{Y$yYeXI
zo;FGNCwXJPIsS^FM-$Z+0XpF-_p<hWQ9C9@^5uR~Q6*U8HDvnZsZIJguLGOH^Q%=j
zrEIx`)~fc98~T9Jl;SGA{DbVl;v}tF6}?%a)!kH^p+*)$;Ya-}pDO}|66HImsXMqK
zd-SC#u(Lt_H*rL2Vl<YaHDgu`fbw$u(MWbEi0(!0q_<lDrcPI3RwPAk1uvY@MD)H{
z6lk&vGL^UUQL&J<H%Q(6>;urnK=T2VIMzi?RCW}jLBwqRu?#c~#K{-3<f8Hb&8{AT
zUtC7UMa7T~k&Qg$w42lm^u=Ps5zar=>TtIr`~(9bo&gs&E$0w~@Cq|)E&|;F{%S>Y
ziwl1So0Za=MuaLRHF4r)ny0rOFf`3`Qdg*$Uh(3r8>duo71h?L6HmSotkdfSGFL4^
zHs^4<$iBFX7DxTnc-gudbRu4%DlUI=w75}4lz;)Ne^_zRqFX{6Y~W#sSEKbEl@LVQ
zbQ)+5`$&t(eJkU%><}M)vqn=eAQTrHeZO%OC~Kk|OEhVO-q7xOuZ<Y5F{-d~i!(_-
z=@b++G=MQ)VVK?cQ9sjEmT)%MiWAe^qx9Audjxip<DH!)DWy4}^0B8qW9l?p74+GC
z`X?*?Y}vMp5WEiYJ|&F4i$S!a=!*|No%`f)&!P_ZMw&O7{N2v2uQv@Qj`M5phI#lh
zQAG%&ZJLN1b$czSx;-rK7TkX>a48j=5(3RBK3&uqUU_MidgqYzW_5AJ^|bladrFwP
z<7$rgtJi+CRujI7s^FVbMx+OL*biWEK}migv^%C4eLSzeS#|kzRv7^}y;tPv0$1|8
zZG>txS^1gF-u0U3q})>Ly!2{C0(?e=7Vlvg+JNp9Sdlpy<@b<N<$ROUW|^-FV;pf^
z9^83}zJb=vz6-)X#Hla}%p>35u0IbAK63MHRdB+%8tm9D@ooz8@p`^MD;KGRsmmqx
z(vRP_z&SSC4ZFQ|<%3<adr{A1h|EGVZcc$x!oqm3wc{tVS#mIQjHu+go*)P910p<8
zU<v<n$yUkjni^lIe9a3rUM^Jy&C0=aVM=XgW@lkKi+bq=oHpT+<n<8(tw9lI&wCqE
zv0LrmOiz1FP{DnuQM6*@3zO;eqfRG%l1Xdc(w+J0M-t1P-LR_p)u7uWLb$sy=E+yI
zj<`$EEADCR&^)#w3XM37i;BUr`;B?u423Fb<4ScsE)*b7hASh)oRaF|ST4RhnW*1?
zn<p}1JKuRxnNsK}E7w@@(wiz4rOodN8MW=F>d%`%DEYq9=N4vUngu&bCzKji)P(F~
zrcx5px-yOipH4PMpZboh%-*wOlHS9gIDNj52id*g+Ije5u1)Eh*?O=qBw>p+GG(3f
zjSN;m7h5thJ)tJ^qM(?)#*^#)cQI9r7G+1fBzkK)@Y`*3_obfVtXvil^dNTMXv_9l
zyym@l^z}`rqfJM>K(18j0#z)!hSZsQSymfpdo;|=Od#ZW+H`uU;+}eFWK<q??t{B*
zK;e%Y9Hc|~vO#1I96zAfQeA6)F0bgSs&N(}&xuNtEb!+;9Y!!JN&1H)X#+j5_#~nK
zqtsmU=Th^~&(hTYcii)PX^MtJ5*61bb&Kpit>obv)coY_UEO*oh`Pf`XZ(Rt=}ZoR
zPounHCBTyya*5-WVI&cccwb@mt~FZnBUgOzB9B??Coa|qK>)b3KEj`S&1z16ft!OU
zuaIW$2nh(Kv0I9ez-4sb=n+uFPjqPC6xHC_t_iODFjQ$()qanNW9mR{?C8xXq08RL
zIU5_^gv=NzBwdQZ=1v>co>b-sni)aFQPmsU_+E9wvVB@d76`b7o_4!-YBc7qS(yCH
zWsnj1)my8o2n^wGVx#pw?ER4`^8ws2R_NF@PU3g@G6g>X3&2z>e_O4SEWk;hmMHxY
zl|h>Kv6>T?CN*q;f5LV6vLHuSHB!&5(O+3gxPhrk+sY_?r~A9)0pz^Y3UI<!U@ayT
zUu0|A5b#oVh~Y>HYSvN#giJI>Q*hTmOJ8&?c9!Pax#P!gsl`b7%+@*eD=DL&5Jlyl
zjavQf!?Wwo>mHa*Z0)IZ@dGCZrdXm?48b-JXCLFeA=9Y)&eKSMt4-RlpMXMH%;Tz?
zG5y(CHi<wypNCrlM6=q}E`|mk&E8?g&vwo-Fbc771kqYHuGxn#6`aj#;`K?RNbY^Z
z8K{lIx#X`I+R3UJ9?HhR(uM7sJ<G^I6(a-{^rOcamch#fbfZt8c0gCOF|Fz?oxzGt
zWBy^D?Mz$<FE7^)A6)pIBM3A|fGB8&`ic#3n=8!<MiX?%34WzQ0^;AE4ek>&A{0rx
zJ*!lsH21ECi(Yw|#0Dgu&8pS;vg<}#m>k`ryFx3?-x>9RCA2`{KJ$z8LWjGgQ?2E=
zex|<8)(ek%<p&x$tt?2Y(1trNuuFRp>W{)iqIINF_1nEt6XtD7EZU6qBTmm0zl)Od
z?qPr24Kr&wU((5CyDmdGFE3agZklU=l%jEAL>r4w5rnfz++SS;QZZa0+qP2F9B$DY
zd;X&P$49VMmHs=f#lG?5W-)a{hhJ8GnC6^JS?Y%zPw1Z#GuhP0#e4hTpQprtMAN>4
zHg`U|jw^AnXEJgV#MOI2(t>^>F;wwkbt3-vQd8~kX72Y=)3nQPEgnBgO>y}@N=<_Q
z)J6PPsflB;8cr4}nUBuNGoUtBe6dL$GN3Q(Txj#;Rf9}E<9qc4@i^(8BpNBp_uqzv
z^luf_2P>?aXj;0zeU+u(mPHlja`dG%em<e1#PTcid}c}#&W6o~FZ1@@ib;Kvz+5s>
zhHCQgh)hdOrFYma@^juJ7J>ar&`o)T5&#bws+eRB>SJuD%7#;C&Odkh5%K@{RZ+yv
zVj1xl-KDms1UZE6!0rs4y`^RfwLV+-aVY)DqBv@6IOqU6544PaY3^8D%qvR(>6W4#
zz+>Oi*pWzPM72!5c=a8;muS;mRkG<76j2A#t-F*SDy_VSXQ*CauB>~z7c|5`Ie^wP
zE|*%Lj-szN;I@2CDxXf&1wj7*CHVd_2Ca&yqyGIuWweZojaSrB>BnpI22=ZP3zkTK
z{C$UT%7Epva@qGv!X)D6+HbOD_hyz8IZLWc(G8DE)dE|;zjfc(pAB)OP})%xchr_T
z+Kk7!0`4S^Q+>k7MVB{(lvAXUnMtauRdaVS_6MbMko3oyW_TVIa9}Pbasd8aZAki;
zg8i-7pgJo3dmGh{VuJz1fcsW<|F2d4{m@_Xh(-UdHT;o*d*}Zps1Ko{sECn>#z2l>
zZ!O8$v~!2XI0$24Wb7K65c@IR4#&%#<=a2;`6Rp#2U(P48*I9>eP73*pyQ+GZoO2P
zlT?wZv%1M5R4xAg>si^E7AQVpcVwcNGHgYLt6D0QIoI%5`(XRH-RCPsd66Drft#Cs
z(=;{N;zERj=yiW}=f&`Q&OFh>-pQms&Eu6r@&n<^+hVI%m@w(xLg{(VQR%hYPDp^S
zW)I!!ptQY%3@XO$)BQHP7rU8ucoWt5*qD#9>Ul;;Kzdx~)sX^+OWI>pjEn_Dk(vmA
zTeM-|KIO&h^Q`NeDK6K6y1<iRx{U9>0;r|Pd{J~ha3lav4P~ulxT7vMqE40Fde8BU
zz_U-BL;opLc0ZUhL^0L$8&jyselnHyld0YxOx5(}vevsB5fFod98Fbtd-F?^kbrsi
z(Km}))tz;Nz_y94qGecyGv1-KsBH3yB)C1%J=A(YvPFpl$i=i$57Zvo@sTT$$a7KU
zwtIR=UjWs!HYn){QCjx7TG5XB-oV~6bK|XwTSNU5tJ5!Z3l)%0x4TC78lzn!XgJD3
zT&k~B-Qz{|YKp&lev84Ja1>oPEFy{IgJj+3pwm<Uaoj}JvIByDbSM7IWB#F4ie8lc
zY&5a|)tbL>rTI^5E<11!3HVf5M5xen;MeU$cl~U;?(;|6S2)z221ik+CelZ!T-4GD
z5@1vKI(jOsy&=jxv)<vFviC{_d?twmOst_gdQp8jTC>;c;N#jxPiQyGI7cb%U+zlJ
z`=DBZQ5{n;vsbW4&rsI?K8ff8yPCo$&1b0Yt{bb@IZc<TsNQT>aLXC0Ng36#$=-Bf
zOozZyGmbLP?WT&qFTd7`UGMQ{mZTZbHs?!!d(5THCt7?Hg_re{n-1~cIh$q*Rp%vf
z3Fw&t;Ax=_R3rE4^==3%dG3JXEdVj)u{Q$VzCZ#h2Ug$Iu(<>G-dd&|;s#xx34&XA
zGQoY!#1~7WsK%)q)8I9I;3@s@uVAO?@J`ev(GNyl+C*91kbwUe9vuIdjO*Ze?|WA_
zP?-!2)a#eB3}ub1yC$`}bsazgo@I+Vm8(!c$CN?E8;MJQp#<(VyuS{HA^`zEw*L3W
zj8TvAA_22(aXvhm-1f%&x1};vol&Hr4uodcv#14d7C%b*2ukmXqc)-+PO=1@og9<3
z&M|$%C>2;Dn^%5+aiD(inlc)A77yO{MiC8mcG@~hpb+yDVy<-2lI~O#Oq~YtKaf%N
zXRvPn3#_7j&Wgue+?^<f!GECh{ZHz&-=MuJy9C`5)QtkS9HXG;@*DI}Y=SpXTB3XR
zdQ?G-NQt3U&hzB*p2_)p>7ShRqp&f0ozwd}{1{PF2>omaa{E0qRC*tEI8cbxTK#!s
v@``*cu7~<dE0BOKV(x97eVG;Ca`)*TU6C<?@cwTB4;A82y@=2<<oN#qf;hkl

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-181-Robot Icon.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-181-Robot Icon.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..e3e48da99e8424575a8afa20c7800c15e497042a
GIT binary patch
literal 13141
zcmb_?1zc3y_wRv`E|G2trKC%8K%_;QL8K9Bk&<RW5OAbXP(VN$5fB9dX^>KBWaw@r
zhK^z89rWJ&yZ8QI{NMY$;d6$WJ?HGTziX|%YA@^vb_Tepsj8t0;NSoN4)_OP#{p%4
z5FeiaACHiLfPjdIkeHO3jFg0gl;IK;1vLvJ8!HPVGxKFGLGH^O*EpG(d8Bx+35$q}
zi?eY{%U>6j6BH8{J)Z=Jh=_=kgp{6)j9!$TnO*e%`h{%*C<$@&a1<ao8~`pQ4uld1
z`vqVF*NKPo>jnJr!oh`Hz{4jXBqAmOZ>YQo;Nn0axECOJco!~!cL#yL0~aXqF0qR!
z;Zx~Z6L7dwi-sn=A>_PK-b|z4zs)6P<MEh?n3j&7f$_>!ZXRAfaS2JO>(VmHH&s;C
z)HO5>42_IoCU;D2@7dkAcW`v_^zwe><Ll=i7XBn6GU_QJG3oh><dm1MQnPb%^YRM{
zi{5_tSW)?@s=DTLOY4`m_Kwc3uLFZaKZcPbqhqsk^9zeh%PXsEsGZ%t{e#1!<CAk-
zH~{1~Eb#p|uz%sA1aaYBxB$68aE=QH*9W{Hlo#;WMer{v=@D4FQ*nrf5>nqtcvId?
z#3`n~O=IKHPfW`tK6?dq4(%7R{~oZ%|4+#N0`?zVV*n`x2NWKJ5`Y4`=0ckF!<9T0
zX9{dGYi2*=9-7V2$|VvgI_F}6C+71)ClD;KFa$-L3$<(=^NhjHK4F1=Axkyma)iTI
zeaFn}SfHg8m2!rI1$La+FoJPMMpL3#APb7oR>lHt$o?UNg`20Uf%8~^xVGJLj{pmF
z6~d1`LuX;W-!LIq;8=_T3(#4r>8Wv0IP|8&{~DJ#AJ_Wz81&a;FTux7BoWdV15^VS
z!STjFraK=8r#t%lbgKP22?Q1PJ(k<WXge&R2uHt)!~)N9Ff{P!#uaepBw;Lo^4@c$
z_PBfyef;fw9RAn17rdqH4@~z#Obs#Fu{T-!Go}AI3_`_-{DOL`^%v9%z0R;Pv1RB#
z$NPUR^=}YF5oU$*ISQU2gRSS;elhqv$Y3^bskZ-FYFYN`&@rXLfZ8t%fBWGVhX1V9
zd+$C^8*`L=Zd^JRm^Jb3_zzRhnb+F>H_Cz_<>3BI8F<TkRNOC-ox_VeGG_e;4lfYL
z>+`$H{&Cm8(0UmxD1)pU#Lz_klXZWeyW!by*8O)#f~?c|udMqQ0BK!N`m6t9>ACd(
zhTBqQp#SS{N&ExZxg`EEo$$bKiRt{41H+FhXExxi!;U_0O@cBA;%}BLs~+1BwbMLZ
zAq$eW@J3}~Zl3C#U;&*ox+~n&@k8VGX@P=RATcHnKJIpQX@Ac<aB;g4qbd0U3%EA!
zX(9V7l&uXXc(M^6g|iVnz`w7obYfl#O~ArEQABNf;biWmc`Odi>$3HS4vdB=NeS`7
z#cPhjD&NLWwPhd@L#vE9>6IRIjnox)E%%8Z)CX2E!xEhvxQ6QVe9fm+RH3y`$wd`j
zlxGKuAiWJ^U5i|*Pd_}SnAcx0eY!#mr`}5|(B0M`e6Tr>Sg$y<)%jty>+&Ec-G|U0
z7U$GR;=Lg=S)dy6kbsw-3wfnr&A%$r?L%~5opyEmC~&4itn9Avia~CkIwxsG-Z_1{
z0KtKxeV(*wSt0awMZWlrKng)sp1zoEVb+dAK8^~t?msTARL$S;%Vdsvu>eO<!5O>&
z^DMERwr+i13jOpTb03p=BB-fjlT)*V1xP^Slf7zrFpdRo)(0_JN~489Hb48tX6pSt
zJ02G!?G^;jTQOpu?2!L*i6MB}9dPJ3E!5<T+k<)6di{!23L>m8@!a3*EVEPIz3AM8
z_BuvUqo7k=mrwQM=e!$9>e$H!8VdXv-y5F|B(#eR*M}WRW+=S)ik9*14S&~S^&%Qq
z#oML%?q&C>_pYxg)zz%tcn;K+%~?hWY*vg`s#_aoT)cA-S0@Y0pZI>kj$qjg3q&m_
z&AwL21G1v_Px_g{6Xn#JQY%t*qBvxu?mSE*&^%n>)(YPxFx%l@nq*E!(KIv<2P?cP
z%i1g8qakyn%1}pM?`7f1q0fH#7{QZ;`#-ztw*Jn&J<Z+5=*Ar$Q#kSjzEZ<0kBD7P
z`xom1m(Mj+@VAB<Ap4)cdB0q(r$TcRk6KUhzg#Rlxo)2wa1@#9*E@o*ImFSvVa>S|
z7+p(3VPMf#D`%U?7g3Zq?sO8E?4wDJ3ej=8MY#wkt#f33-kWcs6*YklKbWWa33WNW
z!J~>NGQ_;p;E$3D6RMN){h3gEm-pDrP{uxH|4c^yQ;M&}*KetjR4SY+uG72|ijbP?
zW#UH(^MopCtF-!&KJ;lUp{0Dg9l`8F?7sQ6tasR2s^4u0sSHW1=TtIB&gRMu>M<o0
z&j<)=ZQRrODDnm8!U?j{B-#Q`;nh1b0@X<6kLvN{ston(MenPQNh6Vq5)R!dm<l}=
z-2b9Le=5~KxXIto--7{NT<04{EMN(mqU?p-13uXd_w81U=GDLW>AhRfN^#7S`rBjb
zfHo<jHDgwV+UO#+o(k~KOI1wWN(sW9cbTt)A;&o*JXk!EPtl6vwBn0A;j)}fTF6h&
zwyS<k_z4F*-$dvSb7?uND-b)h5r(Rk2PqN@mY3?F_IYa52dHDa&>k7@GV{}*bmx?s
zXtu-R?qI&Daf{VHE~+nWYPMU7%$cocqDb9_YC58NTVSr<W^90vlL+r~`05jYt*5Sb
zc4FIfa^jU8Ni}(XJ^WTpId6g|<w>P%oZj#W{N?Nfjm~C9Wg*>t+_>lD&wq?f<b>_z
zO^h~Y&oTREG4JKSwTruc(id#J1|<f(sqN+Z)vZ;i4bBbTMLiX2;Li(|5qJ*^B-|Lp
zG!9|`l`e}&3qMpGMuq7wt6Hu%u^Sh`wxcIrcIpc9IHLhk_PT){j2><dG;UO35dJ4u
zpFd(g1Z7qj0#5&jO{Gv?9}9tWnDS=DD_B>bq!P%XLf89rAw~44;hL?BzTdR_;*US_
zSFcuOE?StE1#1297VS5Yu87|AdZ2#72xC+$oA!;=8W>8et=@q?F`+t!(Y*~c9o!gA
zZlO!)nB2V>qU|RqDU(s}_eIR?w$5|{AzKE2&42>s+Tq)n!t0?rURLTw9s)OWf=~t~
zpKT~P!&%q97}HE6yw}@18*7$7FeA%WrwPTK?bw`cz0?l-U~2X=aPm9zUk9=-_>4J8
zBNi0A0%9I15(OL{jA$!MG<*~dJdpZ;vrfgfYH84syNY7Yd&_%3V`p=dUa4wTP1u9&
z>XrPG2em0W^*5&CtBwrUC2KFSJo9hd#^qldeqv@_Lu0--E(MkUEHz}XM6SHVuS0nh
z@qMvuvmN@R2k*fMT6fshgox%Uq*g>?qbiuJPY7qXqMAv*Q=(^$ji^F44{E391Rv3q
z4vSx|0E4JUiO;o0?$Gb=3?-PCrp=ji8z@?TeyV|?v!YnEa4QaE9uhe0%9|8lc;rD_
zUHqEFs9*4-kJGAX=6)2>nNv-ayTS|occPIVCkTT!U%><viOB$$O6sHP7<lMdy>jc6
z+(6~Np<ub0kLpbD{kIDvYo1yf^~76>ga^5*(vzXLlnZl;dNlrJ?{}x8;X6EIzYQLL
zUvY1+2)r}r-#fGeqse-{L*aX%#go{rYGpg-@wYsy1Y=qq%bNqS|Jb40+ywlGr=aeL
zD)opGn3{Liot&-p{@71*rP2u~9;Lxo&<z-<=4jhkpw(r1_UeK=&Qx7yTO$>BT2Oxc
zsX>l9g`U|oqR!E0j=zl8JaO{wqN4wBV;F|fY+YYq17lsWUKx2!p(3rXk|{kuEoUu*
zv*9WZSI=^yKk>dBc_2q+*tbk$H~Ev7o$dUM{d@AVDwQVhvTw!>MJF8%zh!kFue`V5
z@Wv)D`GsSF;`_0tsAnU@m5ZT=a7z7tebbwMkg?}UBL*lH2<LI6zpm$y!AchXj6Pe5
z0s^pqP~km){vpn>U8K$E^ZTm$(CmyWFPI8B%JdZ9`9($rQ#n?B-B}&^6u(1Fx`0ev
zZ=fGSOL&njJiyINKw^OsOM~=FD*6qBu9f`ukJs?Lt)t`lo<Dt9Gpj&*^dcz#<whkh
z>8Il++Yx`*`&IwE*b<j2$$^Lq_6}u2sLYmC7e=i~1}#-pQ-$hMAtjUm7KjjPHg>`P
zQV7>GEqD{1W4n6MvqzZMnWD9U>m%}KvM;k6=h8E|qLRuflZZ8_sSlSaF93=6Of|Lo
z)0omMH_|sQ=z%&~wg*bo1NH`%fwlqdjOw3uM&qZUkKFQX9QwJu5M~SutQ3@G^Do0A
zpgX#Iji=7P>`YW1OQd`Y7*t#a<28Vnki`>W>JnYvJ^-E6OVWrgE^?wB(@vW-7dF((
z(DtQxCTHL`C$G{uxybuPFK%w*E*oW?iMOlrPsssFSIQ28Eu-ED1qw`m-Dz-Eb&RmB
z!NgL2t7<{(RwVJFgt;kapQx(u@>G2=zwca((M7)4P*uEZ>QRrm=#A)c^Y!k0a-~-N
z>QA|IfSVrjI7rs;Wp?iS|CqZ!&EBv7IMsMD>;f5tZ3@xEK<E$4X#Cy_jJs@6Y~)G0
zszVjkpUldxy_}5<<{#3b2;s3KLl)$TcP1*p2E2omTV=j}Ps>RlzxuS+AGKE&+~>XS
zM(Nl;(KIo?bZe*4bS{|3SA<!i<o;W(-tW(*<=4Zv?W6Lyr%LD@iJtUu>HC%>_O-19
zk!Qh)CgfFQvMTCg*Cy?vic|q~B|omZ#0?e|hR*EJUvY)sVLRI~bqRF+47z9bVnt$k
znjXHOe=fC!bE)YEkUjA0Z58_4&QwPBvXM3}yjg`GfU2h=A4H)kOY^6U!W8k`Gb!a%
zz09ebnQ+AC7a2DCkoO3I<m<$u&dXr*W!g1dXCTM7m{Vz!a0*dmP+%Ld8{WTXu&a7k
zFo=JmV$^0ZCx#>XZ5D*S6xt-C_+g-}OYwvDVT||pyIjku{Wn%pWLaLnd**(r^Ln?5
zL83Fs&6@jHrCet28PB1PcFmGvUJc%cDX-*GGbSlH<X=+Ll)C2`s%REO-JCEj?h!B-
z!PU{PLR|`m{+diU4*8zzsZd6$>NGYLwVLJ`T!o6Chgr6TxdsWKDvRtUAnuiN>VMhB
zQ`fd#H+Z>mfZu#Ioo1BkMM7lJw}aI?W=o=k9hJUi&-RQ4ykUt~6buXaL<Z{PDUwzP
zYBK3ovrl#6--cZkEg1NG>=J9?`~pLN^t{6U_UmshD?0W5+3_7Ch~rG9AvVn)vzhLO
z6p^fzd#W$I57N}TToOY+?$h9LDte(Ea)Gc7t>1B=9~Nk*00jnLKmH{!8jz{<&;@<a
zYW_`P9p@4={nM6$5`&V0!TTG>KSf6NACawzs0cB+PmANE%#oDaXPftQS5bZl+X}Ok
zUQK8yC~l$<)f`Vh*|iu%-Ciw0U;SDVGms^*#EMsWr%s7#qf^)MjmC=qj|weU-0`fI
z5D^`+l&%%uf{TFocRM=y7&n&ad*A#6^O-83Q!b1@sW)-ziz8v|LnmIPJ)_S|zXZIX
z>ALIrHmomGoT}~emeFP@ULD@Zu*lHZ?bgLtoNQvDMojt@#;3<l%YqMbYhEt)Ogn{(
zhJ_A)rr}TDd^4gPK-%ct9>mw9)aExdSYNl8<3UflUs|O+#JDp;M9+X{&tp=3dufvT
zaq<T#Voe@#afrf(lEfFi!0)XRH2a;O!e`&N*ElXG+h6<XzG2!zC!GG%YkF*Wv>oI0
z1@^G}keSNNrkv&IZTpVa-K_rd_8?~s{c@2)f4&S}&pV%uvxHoYo*thLNBAC=`th?+
z`assr8a_hPyhD8T5UZ1)+O^$bx4XS1bx@20i9_wReNUcVZ!@Snejk}nDB(>mVwmsp
z-P1hA!J{ohX^sr~({!RQH2gY8eL&MmR&9StrnFTXMIS7~cZcTgGe5=Sm+7e!M|SRM
z44mB0uQZxArwPQF_4wr#z6nAVZ6K0=XI;BsSO6A)culbYatF*f`1|;KF<`3JSpeEp
z%dX!sGULQ<Sp<AXx8hGr`=l(RfdP!@lm@WCM%j5tNBjH{U%(S;Jwru(tIb{~Q=%rc
z1Ed=xERAWp$+BQ@g1oXl1cCFjzI8u=S)$y<X7}J4)WMbQXc_mjqH9)X^O*zbK34-+
zvzO%tLU-oUVm`QRXeAQS^nH>Zc}?#8p<KG+*;&7t{T1hr<@6t-u)qiY#G)TcqP->7
z>jP{8wge>)<`GRuB<1lJwxn2onSeBHF%l+%dd`ryck5w^8}j6iF=Cwrmnr-=W8S%I
z9&%R8E>3Qk`ZITv?Qmq!8yi3xnNnER@3zJtpF})-m{VeB+&TQBXU3oi$gUn83DIZt
zW~aVvFH)u%JVYgD#rTz*_h>jXsy`?F7Ii{2V=JAe0R&b0S@QbY#OvpLRG&X;J+Lvk
zXYhJVl}qZIIxyZ$e^`>|%+S8H{AB6sMm$>z;-{MFLZE=_>2gZ?qtZ$pW+a(*&zKKq
zjq9fYHYGEcy3UO?=km`?CAqA{X7|D)t^6T~&sUB52EX{dTXw0Dc(kM)&+Of8U-tdB
zbNNpXm2}Ivl#AnyZ^Ro(?=<}IeI0Gf_F8I=G(^db%|qMd$SSk3#`CN>uBT?Prk^Fw
za&X+cuvgdJ_-*p5qz5{us-*+;=OI2U6Kx5)-P=e^W74niKGck$ZR?nN<F^TU{&ILZ
z9W4fC@?m*cVBGQyOyvav54U?Un&c^eL}z`^bIJ|QD<;{v@%wqXKyrt5H{ii`$%Sm|
z$vt9Gy&sKyJ5b0}P|6p*OAp_X1ss$;5UMCn^HA7xjVt9}8aZ5L9EpkSC3zy9ADV%x
zeZ=@8N&<GfTI(BiwersAXrpNB6Ldr6XMcK$qH9DAhL#5AFFyZ#O4aZDVqjKmO311}
z0?9Xnq3JMM^X^xEqU7zy^5s@sG~;^$>Op$W3}^A5u2(#xhAJFO@&t=($nI+}7fOfk
z{&XH7Rg9M6$d=SC?^1L&GHw@q(S!f(R>qD})Tml@De~5!ZF!U{#BUvzNF8mB&wJ{`
zEt^7UqNkLX{Zafp{p7W{lQ(oN)<Z{gPN?Epnnv0^yX1Njt98VU&<HX|q6+)#X1na9
zP3bpBH$`AxXRLFZ56y`S{5Kog@aLvXy4IZZ==Gk=7=5l{Hz+s#`c;<xraPi4RzzJ@
zI=AcUhX+etCM-U<1$pi%MIV-o<fWEsC6}Y;YM>W|5)@$Ztw~#^`u?wsOzEY_E%ap}
zdaPu!Tp9S<sy`{sr$cfihNmJKO*4Gvi{oVV)SIz@QCDfsY)O%}K&gqXr|_9`$nciJ
zba5|VtjPw+UYW&qcjQ5E*ab+@@%XsJGs(Lwv8f^so|7?m3te@&h;i1$4D^3%3l7Q$
zqatg0g3&p{)!bSSIjRLKL$Axu;M|zdD_13ImMzJk3t4|Te<DkHwD>=i=L*kHLogG}
z@&;ozfeH#w^>_5MeoN`@`)z<o2u17{PYVVVR2kDVJa%xU#rzWb(T2tP#8OQeqXWdO
zZz)D`H{On1hCDwsovwA#LC3*slxZn$bE!6riMM&xg2~!l;psbmk2tEpZ|fGzv!gKc
zD#RQeY1o!+B}`O3l6G`pWjLE&>iu!tPKj4xB2-X<0U)pBkwXpC+~4eZ>;8dFDYu(O
z>Kdrb7X-lK3K(1dtuS`w>KdNAd+KdGL8r<u%{U$6q<0pHYgmdQhT)Tn9SxqaDL1jC
zj_Yj_P2BYJ^aTX>wN<>_Wtlt+Pn(dkb7zJotJ;iGTe+*|4{GQR;ICw_-&{zRuP<)f
zpERm;)qZ*DA~VMc5+>@fu;`c^$PMl{XJ-_yXw-Q6ne%uFC#%g30ss%Hxll)u4YzY_
zba*8qm-A+g|MQ^L#FCDlzFu~56{OE5Q%Twi=!VEG$GU?tLHG+7%FuO9X>kAsITxMQ
zpQ1BdR`}5z2v)oj^nY)C#l)mvRzGt`SNu<_A6Awb%m`Y2#X;zAqfh+H=!@j4-#)Zz
zc(tWd#(7j!W~LHEo9XrtMI(KMTn3R%ad+Z_;EZTVyYZ8DVI2DXGKHhNg%)NGw-0we
zzOBU*^jo)h{Eqn^Wtbv~62#HA*G2cXd~a4Re{zq%H#N=z{1TeA@Ag=Iww>iGngE#m
zj1Zm1Z1*i?{-qupnq9PfcfgOfIw|9g3*YMLt-`u}?PCL}6k;ABlM5|+l>7bo*Y*1b
z<(GPOW7n=P#)P%639C6Zg!;AKgY{rYP~APx_(m;i0#vV)4V47AMih{3eAaR0@v<Jl
z0y14WzMWI!Du#%k_7@g@#IJNjuxX~zDj;q}-%l;8EoU<Y5)rosmOwY!%>b76w5Nvd
zhtMK!H2D;c&C-UjbSVrWz2Xv`(vi86Kk$n+IFnMO2?k!8R7wob-SB!_`!YT0M(9|4
zdb)k;H9G1i-0K|!Y3vts#NHF)`><)o&N-BnjA^8ElyQOHtP|~q!rAn3JaMjikuIKj
z=I_My^(NcJIvWYz*jEl%pe8QDeIhn}*ypjF*wvgzDM-D{t71(ZQzypoNI5CV8sF06
zixGGrD7u0A<eslg^f^^kW*pJ(rfu{Z$%(i<<sl-`5BZ%4zldDebgGYe|I|lh;p9gX
z3CpC2p(Yi(5?N+T{3SX*A{Gttv#%Z|0mf=kQw|kOWgkBByKu{&=tJ}+sq6xWTz1>!
zgt`&O>&+OBA%Q?Os)?yvsLba%Ql6HIYQnyTVLj6M7oH6v@lc+BQ$1?;1T*fo-eVep
zUp|J2=a=3!f_m5cM_%`M%TfU?0oskweE4slL&NhzzKv$ql4fH}h$`)I%_X2H;}vfG
z5aT==KI?X*zL$6~Pxt5;WX+g7Z@fn%xde5J%Bk4J5AUKMC5_dqj!>{`-K(-5YjBL6
z*X@^J<`)-x(~2`qGg8ndZ^5Ma43`e#=*bN=1@<f%eH(;GO^UyicX^DoEWJIVYyWVR
zKQ+HWyGmLvY)~b)07Fcfud#9sk*N2ImrnD@<N5bK-lN^dB(thQozloSP8fl`YaV!N
zKK6KvwMsGsF%k5je0yy9>>Bn>y1Fjd%d3#yLa{NSp_%Hhw!HSmOl!I<*7tDV*Font
zbXu#33zyWzc2$?br%rhL?<q6rl~;4rO}Ax|&eiz|?qzYL6zPhjKBJ@c%3wnUznY^@
z`TAU0m`$|tTkpI%F4Rn<bCZ85tyn<qX7!gS)a}Sfnh{_4oZUud3VD{?N=S1;9OrhC
zL%;e#=aO~0v_gA+>|RoYg}ig(K%i~TI%Syab(p-eJ9<3}W^7hm97OIc`ASnYb8If}
z)C|60Y){|A`z?Y2_i;B{Wd}xu%{dN@=%Ih`_%V=0vf&G?>Q){T<QaWq9SSF(3%M#q
zJ~Z$%VDL6I>3}_Fs3NgC)K@=*f`&;3@Of`pa?fdscR<{Mp;RyeHLBp`C~B5ap*m6O
z_fFgSOX~eFr-8{Hxh4gpI8x`H$}L2a8K+WyY5!Q@OlC{9-dRrR)MD6#X2({QQ$ME^
zXTTSXTqBCXf&Dw}8Geh$w4M=KWM;kIMt2uKc8IxLjuuVkHN~<GJV{>G$BEOUT!00*
zUW~b*ciD)UFHW<cgX!|%-l?|2g-@TNc$A_;?<PO85_-93I_myeg*bq?f!bwU=~_EV
zu)2YzZ>eF&*jVLju~+Hc=4r~FdViO#xmbc818cd3y`|4*p6YRC{iWi^5pr!UnVQGz
z`h%51WNSC+#~Ac_Q#ei@iR0`w$u`?|VwjD&5#ID(Sb$=pvXxJaT~}<4|Le5|KBt36
z-!3FPeWiAZZt1<8(p-twmnX)HBkY_+>AUL0sp4+l?-ZYYOC~#JJfXXlP&bm}rn$?8
z>#H~8wxRU{-1IwL{tJwIlhP&=#R*OM_^l6*Sop(^sz6Vj_lKwUd41dY_ejaFk&rzw
zkw>;#9`i8T|50L7g7r?5!56X|Gyh2BA(~fo9=<Wz93Mm6XjZ$Gxp*sV8O}-rr<rhV
ziO>E_M$sfmcM=Gb5?%IqZ2Z1~eU!<P_8TjaU})$GGRId?$vsQC>WI*|`|{O+I*9^D
z6UpIu&U&wlErS}hm5wTo_ynCAoYLL5X>QEmAb@)g<%J}}dE+5u!h+IyQxCNs68KvQ
z5S&d6+#~fw<}phFds(EfVXX%;6}LXNztgGoE3MjYSFsOZ4;__v9-(HPN2uL=z_gia
z%&^OH@WL;<=lvvSiwQbM-dR}_l~J3QuJ&k39}D0xlpfCY#OK_us*Q4`Tqu|5^rg@q
z^e$d?sk~tGJ?E>{2t)VPh}bagqe{_PH-WnT^>mnu8%j$xiS@x{`5n(Yrg1GMxp?n3
z6Gbq?+MX$J5{b0Hmy>oZpWZCxC~NE7de(tqu7>VVDjgYBqEy4@c?;RgE~PbLxT;Q5
z?ZC6>&wN#A4h;8-S6UkyezNEBW>;)74pCvm;Hp9}YjhvA6_Ev1$j?kDqrw8=cfX7t
zdlk2XH}2c8UGPP~_fxeyPeN~Zntk7wje9yqdiiB8mH(sC0KKDzWq$kniu;o$##n$<
zVl;{(ir~~Sb$Sp(X%!aW8}~B{aV^Xsai}h!bWL$-CYu%4HqW-%8UA)6Y6g~Je>#CQ
znD3=<WMzn*8XFSR;n?I3_Ge6*ElK<4<E}6uN%=ScWq7|!JT6k;YL{Ejk1Ylk{@TI4
zG!{`2mXbn((;p>nE=aNv;=(m;N40{Eiv(M2rZ!@4DiY1?6HFhP=5i(^83;ih5Dcfw
zxOa=-%k$)y8Fb5pkcJ}5oVtg-SfF<*9X8(>a|NySyV!E4KPuq7R7cj(9?xnJus!@$
zVB=y7x%2m>XPv{}c|^<2@X%tGnoebmjy|Fdz)fz6U9a#7-<VW|L^H@qA3^Qv75n#9
zI1eRJcMm?zNpxE~CcMlFB|v{<()J3;<S_u4VFV~=jLKchlQW$&ob~z@yoYew#s#DE
zqR9{z=wl5n>6JMGPd2VVZef8>jVHY8D~!jdvsLKlWMY4mCbJxG7Hv|8JRWx+ED^XY
zZ3C=My&_0L!v-ZM)QaA2k3?tQBJMr%F1dE8@_DK7wCI`hP@P(iTFFY4<U4##mdHM2
zFB#rc*gN_OQ8}S@-%jd~6B}BE8~&7CMdimx_L)X%<x<CQB%RsT(U1MQy%$_vb9WW-
zI3@c#zh-3VFWisMd{EKkL|V?Bys?63<2=Pb7$}c(s`VhP&`545gL`<s&kI(=buE%z
zYy#PPNGFr>R3hgvKiPQJe*-^>QO){o;GG{9sxnqj=<-LYu6}^d-uHb@${?^akzSy=
zQ76A0JTacvUL^L^#NNdou?Cw>4yWc-<sJ&v>#^jW8!L;Ic<t2ov&;fF+&27OJ(F&d
z#;|~!jZ2+S&2uk~`r`%$2kEY-jqDaaD7q%?Yz|Aua@r@=Ns!GDnW0^?JgVUe=cvlp
zl1#OJG&xpMwjX_pm!@uhouM47V{2lSf|E}@(~7ipWbc5s=$IakGp$IF*i~1(FsHZY
z^E9|`-fuYGHR+g-GYQrFLBLrl_(NVXM{ngGA;G;f-Z>&!p;gl~!$;IXB3inA-*>or
zH0blqT`MXQ=U_%R@nVDCF6=71Fgm{07lwkWk3g%VR)$_xyp~Zlp<Z0DSa{T%$B0;2
zkh3g)?QB_HP4=>tl5*oy)}WkPK%SyaWuk=M;Zx?+>7#%dB#I0Ryz+|u<UrWP7BEP&
zmbv||;?jr+t9+z{lj;NRcx4pR7v0yzTo*DA`1M=odMZh9yx6^1ZWKtYCI*W3jl>kH
z%Fe)K%h2o}F21TbPS-dazD{G-vM41dJs%|YMg8qNo9fMIf24j+23cUYw`-xVv+-C{
z+r!AqU<<;=6h7+4QJ5Cf2+<oRde+>NANk5^#)>@w8QBP@Wrhb8HPl~(9tQE2mN3k}
zMhEeF_Q+<u&@%WjGaz8Gw4|aNCTp@2{5)i-fx|grwSm<Ef+IevUB9hnx&tM29B`8P
z>HOFjnx5&dF&E<xzvS#HsSzh@tGTBGS+Ug|2ppw5+zlL+SKP}YZ}{$3ZC)?Z{h;Vr
z@!f_XW#Z9XS;3Telc$HuzqVCv!+uNP9WVni1~U)?u${&qze;X>whSG2@~0D0M1q|M
zWQ_~(KNAq#=b9O_svC9v>VEY5`HE>f!m>!J`AmpljSKQo2VGP{D@U!FA2)aU;PeCK
z42=~Y$P!Pc{`Ni=*!&)^O%>RYA5=VmhN5hUC~byqMbzu~+w-b|oZqA9!Yj`Fh^n9H
z2L_hn>kQWw7$3P6-TB5n`f@@L{tP$1*Rle2J0bAR%;)H3jK8quy7ApRgGqvieSj<x
z9ol)>F%bIJ6ql=lPwh}c!ekY;OKz0}slg9r>20H+Y<{anlULVp&z%MBA!A(Cyn(|_
z<@8Y%=R$U(EG&s|(b(aAVCxQYkQFk}o;Dj`XxE$o$t>lU7Bk_@AKwY7$Gc7r`XJmV
zo$Ghf$P0yBt?Mh2$7Ug|m&d^K27^H}I~|6DED9XdbZgO`TH;Q#c6Uzt3(glOIA&Xs
za&E;(9!kttGKBpe>l@-&YHM8TV(q#pEO*iQ2}-DCQp`j^pj3ccE=8rsY17_@g=(%R
zE{L(i-;^W_%@^smY#z?aK2Q)PV==xv(%Cp~K~WsYk0OiC9aj`&XKOcs92-N9++ZI(
z7<*J6EZplO7!+MUxu>qtP<0&(<QHQkzO6&4#pOkax#GAQqH5S)mJw@1j54%~UHKss
zkNE?%jvVJ?S8+}+$5NpKj?slUfm$d6Llo1?p_kUog!5dRtaGntwg5|C#7{Fb{D?m0
z_i|K6jC)X0^p)~~TsqiJ(A(R!=E19FH$PP(#)RLuQ>p>Pg0%drj4GevY-vh9JTXB!
zG?f4%$dbz)53*CF=j)ZM@RT3bX18e%GGxV!Qsc^H&Xq=0G2U3CY|nS-p+9V*S)PIn
z4{8iUG<ek~$+vDHYkU!HZhL8+#Q0ap$pS|`UDz8Er`gt~txGt*F9fmM&k2Yw;aU5z
zalWy}NN`~;56s-S_c<Kr40!=eE05Pt1$St6IiDU#@mEl_-TZtz$M?vD&8J$TC}DjJ
z*(T4|CV7W9Be;1e^ceYky@BgTppuux?CUVL#4F#32L{oQVsl~V!tjS!z*kb+CzUQ-
z{EX|}yX-mZ{t>I9TzrBsIqI*dHJNlP+vjnm^6ULJxPF?dwYu&)2x*r0GV=wMPUEKU
z96MVXZMYsoIjEz3Xau+|TflPg4CWeG_booJ`xb%Caq>Pdn$iE>k6WOd``dnm{d+$q
z{wf0B`gN{fm{)~xYmjE)Gj+T!FQ!O+bx^Niju*|Jfx01?GCMy07$Mn_u!H!i)a}uD
zi88HO=BY(Lb6<NL?e<1F*b#LP=uC94UA5FRy&<qMA5Ko`ZYhP9u12uYm=d|C@D*p8
zp4_3AbRR2Es8a*GU+}=<vm!n(VRmvT86SmSYV>%E|CdM%E}!YG{)grCpTfNm(9;FO
zP~2!9$O=!lphL9@ke8hpA`NBstqJ7MV|o$Q#cl-<usDBDnP<TQf_?F_9{k8awb^e%
zmsWcngP25VFSuTpgE2P}h>HUhVyruiHuhH=8NBIp$pp&ndLbP3Iky@y{R1<#ak&Wk
zxRz=Y1qugY&Dd}JA)ax<$cMI%hx-MxXY~|`DXwR!M;O$<#0j}g=F1lA)o(o~9U-!G
zU&-RAzGnbu=02GE<$Y~@I%~96ei1HHh)}ybQ=H&4yFz7C9&;l-)LeIPG{l-XE*mk|
zz``l`j58^uCpXw=HD35s^mWT8Rnl*?VjrzYi9gb&R4w`Ubuf_fN>ynBu~%Zqe=rXX
zxg(kTe;*J%%%lZ#xW6Ks+Rw8J*WjHcf2jcEZie^vI7aR4ufT>MJVJ_?-hr<EnFru#
zklzJae=Gjav(2}rpE5q@r?}srcnWhh&*duPta8F(6a7YgLJ+0Jocn1fSusegEr?)N
zhwhHEzl(~Ur5w*x&6Zh59GW!syH3#k##O#XVT-xC*fCdSrFv=6@el5?uZo;j1_ZyK
zJf9@BtJ!Pgn^J{wQT}vpE(zvYm)s`&ZoCPseOY=9_MO=q_XKwntl#lS^~^vWRG*Q7
zDQO=v9Nsea0}CvVP4DMmXot(NfWk0%6wdsnC!lI<eos886sl|i#?&OvFf5Si3?Gg=
zx@+2qKD~>n@Q4(ZAK!34VN^h}y(uFCdp|3Su|RKS<GLDJpu`drRDuOerIphU-6}g)
z98S%GBkH*SMuKhoQziWPpz6$Fk=%2#0h}Y}e6sD#zX<$oY0sq-HmAY$_8%0Uk@@QU
zXMX6cs}mO3-Ecb@T%;4()Su#^SK<1hPr}lgv}$oJSYYi;;Tv!W48fqZ5(QBm)WU-B
zD0_}r-6eTjGo)*UED?8gJg?DLcDW==g*Di&^U3)4;QOz(vmW6;>((+v;q^&f>XL+q
zFwfP-;T;LzX&f(uEy-m|ISugNV3KJh1GC8cE1#0{9)1mxbT0qY5s%M*bxcUc2y*1?
zYO~Wsqw4aIp4uk*AUj0q&%QyhrW1Ee10Fr@gKey(o7Fnc*mn5OPnp)h4p_zE<=26d
zps&XQf5p(m$Lq6aKk8Fr_ST;j%{`{xmD1pUqW5xyG^s<Me*!wo-3MKf&WF#K!RIw-
z1iDT6`7xJ*AegXJdkkI&MjYOvlLhbd1gC4N29G^oT`i$`fdz;ZLa~5Sw-^?{oyP)<
z(AlfMX2AmI(<m}l7{kz9V+3ae;?ro7I5b!<3Qto6ZQoKF76^660x`G_KXRDECjO7N
zslG)Q@HfAccWXJh|Ncq-$ES<yb+Jwz;N%o%_<O%5cZAMf>8o}A3=*j-1XuVt7I%3z
zCagyz!$d9na^d*wqu2593PD0F@DP>-joKraS(kARNCQvT8SM``BI3C342rED<bq#s
z49&o2O;#Isu>iQnKw{|Mzic&rk^|u?#hhbKLOWoP+r4M_;=O2M9aNTJ4*`ZI76b=9
zWIJpE`;q_pTzYzH*$UmGAB1l6Lfhju;G|%xW2+5v^PD2?&;KpO%Jb@+QjFAJ6p<js
z>HiKzOOPV`4~k^)|8E2%Ui}B+U!Q+L{9h5g#+Xir=4XM@)9ucmHS0vqCch@xJT*+D
zP}MU>9yCTYt_b8)f}YV4Bc3^iVcIBO&B088?0xTKy^5h96z?OYEkDjWLwnv89@pX|
z8*P(w!mtuR$4%WZc-%)r>vIA)s`wuZ;4}L07~xvManoEN9)G^asf%l0;#^O!J^?vc
zBKw<zpc*FK0M&39G-#n37;&5;6+5t7U*iqD&-wNrBC$Nu5EnWjbDTb+&YV{?8O;6&
zo#pClT#@)qgKay}!E%pru<@L^p{ZWR_GqqDx-<NWt#h$}GW|D&f9}^z%q49SOqi+9
z`Rb7jC@I*W8(PYZCgY8x=jB>sUed1%WN|$>tDRZ2%dy0u`^C@h0}sJylfiyIYOq)G
xykD@%)RZUd+#cY9JrqE8GJ-b>PvCb~@vjlx^9TNCEwS<aDgZ9{0|j>Ue*gt%kc9vM

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-182-Cute Robot Illustration.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-182-Cute Robot Illustration.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..572d5a04bfcd9e391128e2254793b06a2f6302b2
GIT binary patch
literal 13081
zcmd6Nby$?!*XT=0C?GN@J*0Gp(kRj((uy!hNJ@7Op@IlQhp2!wNQiWIh_sY+cMLti
zFmuOqj_2sPzwf)>y?@=|+04VsdiUC^V=weLdJed%qM)n*U||6O7Ul;)PXclP!KF+1
zm+%Pi@$m@>35c$Mh_76}e1+;7IVp&a8ca_|O-swb!pp|M#LY}g%YKW4n_oa!SQyME
zCUsj-l2=Gr@W&=tgoK1wE?=P}CZ-f*q-7NRzy6?`05Srs`&iOASWEym85Ry17P<`p
zW6p_(^~VSJ>w|@jgNt_wpMa3)G6tahDu9iJgM*EWgNKKUi-GpT{2#z2!@I^PaOV=a
zrU^ci6G$*H`U3&;-I8VstwA`8kg0PJA<^|4lvLELH`&-ZIE6(-Z`~FXm%Asgps1v*
zqOGH=r~mMgftmSJ3rj0&8y8nMcMnf5@8IVzUWSCe3X6%2i%&>QdXt=<k(rg9lbe_S
zxwNdjqOz*Grlqy5y`!`1OZU*X;gQj?@$VD!3yVw3E30ek8+-c)heyXJh|{wlbYTHF
zf0Bjy{U>4nqKgbe7d9>~4le!=y0EZ4Fbjta7mrck(zQF9_$E%|OoD*~pu5o@N}36o
zg|y%lrp|*z*I9(;S@(XB_6KGEGs1%YpD6pAuz%>90IuL*VT6Z62FL&_NYXh6gc@oV
z4UmINE@Ho;fdqPsi}S__%8uF58Z>~=Y&;TxE+wLYXBl%I$j-)X45*EMvEDit)o>mw
z7jqYMUI7gZx1)g=<BQLczrYtm(o;E^C;F?GWZ)Ul4O2Amg%9;z5y`%LmejbfiUun5
zi!~KFNo}Q9qtHML3=QPHMguI3=TE`#jK-hvka~IAT&aTd6gf0NB!SB2L&l(i?YPEY
zL2Ca3k^c<@`s<e7+aTw(<I){3(qHgvV&HH6+%kT1ShG9$ujBrW{$IycjVJv##2o}3
z8qmIhQidLPA8oKN-#z~Jzhn9P;PIO+38~!j+xZ@n!6=Z&g_`jxD;k(&M*}Z@*#@bl
z*&Xr&Cgi_{+2Fts^e<Fezw;48^y!0(vh$SR8I$@e@9O2R-`UQY+6N;vXaAP;FIc(8
za?`t{Fnj!;`2Rlx`TZo&mWY3(?hQ|e>CjL3^)vp)44HXF=uh>kcOAqijGgpq^l!p-
zOc90`Bblgs#G#Y^V=IpfP?qt_i`-ws&C!6zQE@g`OM@^P=vuT!15Xaoz+j9{S&VR&
zmR9^*5fnbO#|Jfy29C45kGx2mc26UrlZ~k1Vn{x$L)Tvvq$w}NpB}~z{Cj1J^#NI#
zV%wtupe3i7AlVKLd%wJ3r)Tu#Exz~mGOY9#I@%kDvS_2ciPWs7#*ns|Rz&v>c4E)-
zZ$UX1?fv=rV=u0?h%s+HjDm6=d?aSp-4o5ePC4U~E#}U4AhK5D(fsQBl|=DZVR{?2
zLYh4WuY5ERC6>%+Ag6`#{xX)$PJx@Pl-~5yk|d=9aq{3({b<j~`TKcUlVufxZ>u`F
z1;X{&(rqUqUzX#=-*juWizaoH&{m_>$Pxpu*0Zno8+;uUNpgEjP_&)I&v`3SVb?%u
z+-z1v=?g49j3b;qJq-A5^@1K?$zv9Td@l#3NTYF%pMwgIsh_B0Thu_pM4`u|8W&Wo
zY89d%_TGYV8ds#yfIS*G*Q)of3;ES?Xv5k@5J{Typq`d6_B8B&uc&ugLu64_m*m~}
zVsXAkRtc*6?iOqC7A|<rsO?y*Ijs&PpIz3%JA9pGTxZ6h-_PWR2A;o??2l`APFvm7
zW=i+z4@8PxdX?66m$a-Vn3=54Hg_&c<M!?Y>sXcv*K66LHA`eO*_H(U{#a{V_%5!|
zbgfs5s=)k<Qe15foSyy?$|l2wi<eg_#sJr*O~@A)0cWX?{r+52+z{Hzh`k2ICo-J5
zQ!LTFzPzI>WmU;t<{$7*MYbN)eEx{lOvlwCO`FkB&WIBTHaOlEJ7F|d`A)mfJ17ro
z!)OxlpBBZu40Yp@Qz;tw<PBZ>!ZrP|#s7!4F8`ygU(Ia5R3&f;l-ca@E*dE38vEGQ
z@QdPZlZ_`gk`u9~=l1+2v!60NPLG0rJxZf|rmv?*OHb^3zBql&h`H_B*N7684tbMr
zV#R4NL$YrakqcnbN1l-ywzki)Wd#dihe<b`Qb~P%$RD<6&3yT+)I_l5$)KO%g^2)i
z3{U0`xrQ1%#(cT*J)M^p*xdTN*9hD7LfX8y3rxths_#MaA5-Qo3u{S-)DIWBBCb@r
zq~opP&LzW(X%Ja;ig^}1vroh4K}Rf(woD6XK!4;a;SMja@*1hgH&3%>@~N+MeQC8!
z+EsjoTA^Yzvm}SsJi^DdNqE+T9e!MchiUF#Qb;@tY9DIhK6W)uq%_n+UOjz~hT?Y7
zvG|hvll1@a&GjdL|M3R;wffJIHfSKaqaW40js`MV@)A0R{e>)l(c7Z2XkQXEkaTiU
ziwQp}M-xut$*DhB{^o}+1HUguV2HAC|LB4P3zvMh9E;Rg$YEZI@C#+1!~m1}EL*(-
zcDz`}hWa8REO5uB?&Mf+kx!hjxL5XJ%u1g`S4Gb)lDF!fd~I9=+>-JvnhIpfV%YVc
z9Y9v_;#=0y5S~2})TGu}ZyPzjT1wFCz+qqMvI=or4`QOS=P4SawN>*mYNq^~lWbXD
zt3e_W()|iygv&&Cq-+Pb%6o4r#cOQ~PMN-M)mqL9cl7N&5LjK;>$oG;oU3O=YateO
zL8(2Qfd399Y{-2(ibGL2EdR!?-Enqsuq-LYFI>UsmnnwofZrB8GQxOY>=7Cmmy$U&
zkKZ|(2V+#)`KL;AJ}oH+hfW~CXh2~1+yf0v#BY`_8UN}e+~2w1%xS}TglvnyZG_}L
z9w<C3F&qT~%q{8Gz2A9c?>rIRJJr#@!T(6svL@a%+`~+XaD(P`sNI5KFGIwQkMtv}
z5Jp56UTK}U<3VbgTQkK<a!Tz-+Y_;b1;tny?gu4?D9~GK#ZMc?<gOCfgO9r^onc+$
zMO<2llDxj21OXbTQIn{=>DnyG(S=d4Na^<vD6xckQWb=lX;@+2{ih}a9ZN1+OIB%K
zZe!s`Z&#UodMrPO>)zfjw^Ml5QYl2fw$cDAfh&aMq>)W<MNc<5tUng8u6PhR{k^48
zsVQ#-%y>ZUsoxfpI&EF)fCjM9z~*qooH3;|!N5)uILlA^)4fJ_3a~t=R{tBw1)p*M
zFy-=|xuUIAqD@0J26)5^DYkGs<Lh@LCRpPwjnRg@{edIk!aBkZlh>OuoaN^9(1vt7
zK{k>hGD9~bLM%;fZ8Z=f#S>;14B{l!kdZ^lvzzZ72@*PRQWiuo`Om6|%**6UA7TdT
z%#Rf&k+~}*a<7I^JcP77%Ng4{=K<KYc5EHu*Ng5p`;n_amy;yJ=G{_*4mz&X=nm+D
z_xtWXOkODVl_{`N^Z#Zi3_!o?(%i{kVQf2-bQToXx`x&14W}brAj!*6xzTg5xI?od
zQ|R3oQs<Sq8J5fX&|c%=yM6z7{hOWl38Xk=*|L~Rh=^dM-k>=%G5X;)9?%u6PL<z-
zZ!rO43=J^Hr(OhqLjwxRkX;DbUNK6MOXkmzl>L}S6A@7yID0^k1}dQ!d5~I&{I9;#
zy3^FgR}G`c7A8Len(XTB?a?qRnOk)DGxTKvj!WhqY1j3Rg<l-(r*(My=u<5k(>A9~
zmKT;1@^&rK&Y?g>!q%R#?FsaBFY3PF^eGbLh%7WP?73$x(8RuZc=!GwHGSg?ZT(?i
z&5yMBDb^%nUoJzM=g`1Qcj|i_9(jBdyfp8_1wlix163WXSo01qYhIRVJ&I4Ouvhk{
z94oPs#vMGo-2|I{8hgGEsJm)rIx=+x+bk|?4(NP&_heLG_`#>wln($(V-?Z4C4XI3
z&}*vNcTWc7$hS4p1DKoXdT*N_<!H(hGrf&0RF(&X4l;^u{6JVV9Gy~9`Q;-o>bD;A
zGAL^gcGzr#2s3)>l;P>EntF*EJwit~>0?nFXP5HkKel|9=QgKjla&QW_}%w^x>%?+
zeE3=&GTiKgtrSv1m9NFxv<D{iRjw{|Egw$$dP75~c*S;X%Z*0$T)wKziK+5KA6J*8
zHN0<8#hUkU05T>KMlu^v1Z|n&Z-8&_cOHl|I1Y+B%8(k22wgAmyDAiB&@)*6*2un{
ztu)cmBsS&awgL0=(|)OTiJ058gNisgDjWeny{!IoUt5g3?*8eni#>|*e^&}^o`_te
z!fX>7_?gcc6*K+jfXWt2D5P&<oQ>cgIY?|o>u5r0d9ML6xq8fw?-LTSUFGoBy~@`M
z@a^!Z7R8Av6Mip>g@lCU#8*dI5je_{{pTH0AvX5KxkiXcgBYzxS@EBO>MQ3vUu>88
zaacslL2hv?t<vQilqh|JLxZ{NL`*a96}qDVZ$p>EqE8I?f&GO{$kv%m%7V9|O0P}u
ziTmr70`lkHoqx;CeDIUfe}DIVUsvv0Drv{aRo`<|_bFF3<&)r<y5I%U)|Yy*Iz!Bt
zXC5X7_^JC)uf99`#u`C?O9AH!zsr5@SIjFKgou>QR_g2rsihLWd-V9(wzFm13S+vT
zVf#0xX|61}Q7p+^^JS)ZaSp+_@{i7HRdmGi@YQxpm0`T_A=3%%7i<VyAIf@CM;x3i
z9zl+}@%Xr94Thmb;+i+iKLajTGYaEXx|S_}rrP>-`oYNGq=gBtW&X?#bI`x5$sfU$
z^gjkyOv?G(a#Qv)Cg`cQIk@DB#?z+O2E<2^8XOf`K8REs+_5)*MsXK^44>k_`Azw>
ze&4gQQtA6X2X}Fb5q@cJSWw?w4=B7MVdb0Dew(f0K!`0Zb;nSFzQ(tOK;Qw$jN%zK
z<y8%Xk(M=>k5J`ZB6~U~Ek3nTi|E_QW4KGfVc#H0hecuvJzK#wbn>j1GCi(`nXq_(
z-Ud6pyI{W@qp3zq!XdjVwi1ggj!9)P4kaW<SQL9uZF?*Xi+1jtLD=G2ZpYqmxK=Fe
z-4Nv&dwSB9C21ei+>KkRcJ|7WmDt7f@-EcFGj>f6JRzLx9b4U*r)rPS%^QNOR*lY^
z7vaU%Mz+Ap!!s1POrml`Ct8m9MFJ4N#cd(C%83lkq?$RmUN;eQmzh;F_<5Up-nu|L
z-&y-&@^;`Uu_t~&xzN*MMSH^+RgB(;#h&Gf{Q=<nT!ODI*fViJWq)KX80kFw&6Yg>
zgDqM8WlNYE{g2}4KNypUGy^6-hysDfKw3-Jq+S4Cv+W<zKq<nFC%S~Cs4()`fgxM#
zIYrIrgoSYouK+@?zkM@iVkGWScj(*5jx2<OZN=z<UB(J?veVQX3A!e;Qt<S;Y#&id
znT(o87V}EKufC!jm6W;>i5cBs_#sn`rlEUEo3UcQUQuh~yrGDPgjGGhMKtV^hKj~~
zK|SQWEAq*0GffKTrLBjl4=SG{`(t&X6>0t5nclI6E2=Sl9)4C+lw{#pMnnlA5_x%J
zlN(nJX_>>%EDD2ry~;cU@7%UZDx!I(@0C4$`QuaHrNH1v_pggQ-?7qER<UJ%l3l^?
zqB;>>O_|<e-+CF3_AsA(!%^0e;AY;&NhT?;D8soP&Z?MM?B?T^_dRS9bb^~v^l5?m
zcDsx<;F>4uPA>xFVxx5n`Ibv-x&<z$jA&(<C}j03;)kh?*s4amVb`RLn2EK!e3eV*
zU1W3My#c+Gyl8LEC()Q!^ikWcLd#{u7Pgez>mW}%GEQNty#0v!9rixqf>XT7<11~<
zE{}Sg3ylN~DBDxSF4Nu8IUsCpWn^jy94MA=BjcA8Ry|#)1Gftl7%VqE0Giezm2<Tp
zZbm#i-L2d&Aoiwf2fdCFw6^-A>Mg#6`2JhKJ%EtzmHrZNeW(W!5siUp;J1h?^G~(%
zN5s7&57K7f06ker2=bzj!<sjy_~Jl*2i0ST+{{4uH@i|ujT1E^KE0Kcw|6>8H#-~c
zZ_R$>YN0*I&zVt8uCEC3!Zi7MMFf?5aigk48s+e-rJ~!njCYB)5~GtBpAEn5a=Mr|
zN)9)z%70&`jq{D7dt-ZLCZ264d1Kt1R-ditQe_p%)%VC)d8zK)H*zwf6XpfX9WvDU
zW9F6JRnlcIPH1b7in_|pV9HaWSS#1O$&F-QvYPJF`)e9DDE1!MA5x4V45kW8RlWwP
zyNs07v-E{(C9817ZQMQ17HG=(rnHa@if)@xGT6B5Bar(xM(7*p!UQt9os>6z-zM1T
zr6DY--9xJ!#`$V0VL95YCB+7|#jBJ7ZhI`eSRSw{J)&*(pnA;H;O;To&C1T{0zd5W
z$@R_Xmm($O7FCwjlek-!wmcQzHk=GgD28o0YP!yXlb1g`3r$&6rn`*E@sbP|?7JkF
zcyX}mYS`P<EL!y&tS59zK3bj;GOF21-Nu3h&SB5OBRW$)GE*P)Q+{1R1U(>~#;#{;
zS}$$o=%8`BSv|9Qcl_`+%v5fR<A|<`X<F!FP)qB-(gNZiS|IT=?fOFtW`Ae_rjhkW
z-c=1zgv+7K8vm+U*<o$Nh@dd`d<G8unXF9U1-JJAew^=<Z~bQ?YqXqOY#X+0^M$(!
zW7pgE+syWh?;u`ep#fV@gD0TGh~O*UB(@#CtocyOO(zL>xTDLdwwl^;lUIKsqnI%7
zEC-=fsXC6mf|nGR?V6dLIuDbKAl%2rNb6njLj&RltT#0&TwV%TMVzp$?aVTeBj@|0
zOns-VXZBLWM$F8hp`a{@>mz;iyZ5Rq<3h)rQ|5GUe6E`=lkJ2T%kK||lO<aP@%yhK
zKg#RA5w~Q{LU=2>CAe}*5xaf58<lpC5<80sU&Sax<XU_$GtFh?nS`*QmgH7W>tV8J
zS*m2%d%7(=#hIg`yNhxSmF|;N=4bk8+n}Ma*68FR5o*DB;eIhA@x9J3<WJ7^RwCzD
z6s{SOHjQa9MtCzI^ClHsbT&j;@3)d+1Nr=TGKGw%8lcz7y~%|HeA+!_arCwKxn3tO
z;Y-Q3dt3vWULLMg89f%5t|6_tuQ*hZe#Bo;CRA-PWeuCud^<oLn}APQQ0RVsE~AuS
z7=dW&b^WsD+-~FbvV@~{#3J5{+a0C5ZGcz&-PMYT_PQ)o03!CmfKJ<}G5}jQ^D9bZ
zXY@h96E)v_Y|<vZOKY>QLz(HrI1a-AO1iw?+{OF9^Ya79zZGQ&5iuJC{;%|e<41mu
z@fL4Rm6sNW-e3>b^1#M3wMf|l@Aqc`cZ5}iueG#tZs;FS7QaJ2$`lP*5c{CZB<%a)
zs5rCMwC;RC|0PLIcHwr-ij`sy{+^!|c4P37+o<q!O#R+)Cy1~JM&lmi7MXXmPQR7<
z%V4?Gj#B8m+lR$|@I$icX1aYPDq7zvk^9z6Iy4sB1**g~X_O0vd@7MIo-JK)V5~33
z`@NH%+&VE;dVDt#dzxD|qg8s?rN7J8A8j6O<#w7<`RBYGSwRDRAZMG1_GbJgU_ih=
zd#fH%<nplWfcZdnS%J&ae--7GyByi8AUBww*WD8qU32?W&J*872ZMut8k?4dJszfK
znO?-Oqwk1@3t<`$ngeFXR~u65UheO$or-L}5(N!)eK#A|SB*aw^Lln9;qdZI@hfiz
z)060Z%ki<?^}H1^)7x~?<&oKsZoW4mE>I1~h}|{f31?!*lJv-9|8z-6Rr$-8g?E=^
zkJ<rN(0~%lt$9_X*e)jH`b}u{OU`L0#dwHGOd$AMvf5G+*1ifS&7`M4^8&+SW(1~t
zD=_<4l^?fQB7_LaSIsjpP-BX5g~=gVUl{l^o2?NRzeO75tLJ;dmWT97LTu(vs6buP
zkzG$H@l3*lh;O^DN7^*Q+g5lk4T&vH3&?LC77jGQ>ISgCnMbh7ku96!irjYghsbVN
z1BUin!&vh&S0x!HSkI>(cc^EENRq^VfX{aHW*hP*`U#v%fTv4P*KEf`q@-tcKF3Tf
z@MG$@u|Py+^9h8m-uXkycbJx}01T09mD!(RSCpXBH)m!N^?g%sAP+)HF*if7hpf<`
zdzo_+5kkl)<6a*&dMvi^=!4_nr@r||Rc|{KM%nYDX1E-^y@xl2?M@z2zXhqv3s+KU
zCWGFYhd;ns%bZq_2Y5hlGNj{xGA;8n&3A5Tcxi{Z6S|Ni@@aqs4^Y9+%gwA-+IT(H
zwOhFpX%L#4im3<qON3*E%PA$ihYqPaI08b}tUeh!j(6e*c>CE38IEips!J>Hm;=Sr
zR2w#pp>^^mY2V-2vlt;-vb~ex{bZgoCvDy@pK>$yF-J=IamFddg&tkl@3x(ls<pqe
zXj2^n#xfAhtuo*B7B(F5+Jafofb-`%ig{3&d}D*gTPhuyR>&({X<G`M<w8@Fn-9w>
z4$Qx-NsLwqe!#bZQ4UeI@Xh1}ZBwC`2ehwtJON=>pJW@}PbeW|i#Cl+V;OFbi^y`>
zhWPB6iuH%+E?N*3WdMuy3=&_hw~I2SDO$c(!U#k}`7@LEG+r2FH0LT??6j$PIJ<-s
z9YckB#2|4^-WL;ahls{~F-!vTXK!iuHm0HQ`y-+8(Zn_f->bhA5Y4|w9*jq^+#^^N
z;6J+5V6n$jHcHP>6TnL=;IC*HYplK+b`Tkgy6mSeQ@$1OI1UXwl&J$2-r&s=ZbaL7
z`&A|~9FX1pe1YfQttU);qU(P^AAdlfng?0ef3dy7zUGCy7rp)X21;slXYO2LT7lUl
z=<1UJe6vMp=!v_*r}Dv-@aKJtm150Bvn}FN6T2bXygQCJqXow)i-`x2xBQABA13B+
zVeedY`rA$lZ$3Qy`moRri>!lRNS2N>JUK7Vy23l_<K&D2wb-Ru@09C2SEY!hln*IS
zGTS`)UL*0n(x!w*bBD%bYn{;m>7ou&V9`!dwu*>FXd*c1y~c{|n%Ep{Llovp5-t$L
z)#IxVZ@<asl`Y!Yr{=YZ&?<4VH2Q!jRUMlr1#QwbZxTw5!k@8sF<jWLynSn@Dqm}~
z$xRZnOM+EYD~Cw+$cab}AeV2VQ4}Gj=AfU5y;`lXI+P7N3OMbsjT%BaWZ2XaR4Y+6
z22Lig#oUXRYik}pp?LpBMImxB@x08h+K)3(!aK}Ew~OjHtv0b?sv$1b4nJ)rZ*LZ7
zQ=RSI6^j6#`b8Zc&+T^km%Cy327pIWXFZj4+0fM7m7%DaIJ{OzNovOjNL{W%g}z=F
zH*tAbEsQH-48>;cF88%e`KH6}2V8CCs3q8fH8V_b|8~TUJe#>X?LFT9`+Ai_ovF?;
z%jr=%U?+%M5n@btEcIDToc5sUsroH>cy?An*JVbS5c0nG=qsvf5TAnx-?dqX_sNgO
z;UAlj9~<GRfiYb?JL$L7!}G!Oh129M$KJFuO!!Gh7OSZ?Yuj@PhIo``qY3v6&DmKQ
zbw$Izzr+pV7wEk@$*m%8zhh%blL#xj<|uPb(l{64E#b*c#H^yk-A!s!GN(bEdUaCR
z1D1Y-Z-0Bc-O6*UmATEEiwWRez-^l@g-|#-<a<K3uuhuR{Nbl^T2zNCqvHZ6H7j+U
z3mugX7s<&sUD*~-+DOd|6_MOBSB2>{-|*kYC2@L~Us;37&+mhHtUZpx;}_Qm5$zZK
zY=2{?Jqk(&namP1VX${H^mvJsp%2Vqk+oP3ICxwlJu+^cYZmbe#R=3%?_mnU-~2vg
zAOF9x!QH<)<lXx+zsC4`?l+-Vb$RseCQD6{4+`nqlp|$qOB1HTxr&5l-r)CY%F)d<
zn7O?038Gm~KJwwaWL0tx_T&Ieb(&C@+cDa}5)}`~J9eflitHK)@wAs0RO1=&JIRuL
z|K4fy!ERm$lB8*nP*JO7fxlOX7bb#FmfO6+p}`b@1q0UaGvkA%o;WGTi0*83VkePg
zN(K>7URX^DDrT`=5hUyd%r_e7KaDV&uy8&+F@ZQ0A_W|aS>N({&qq>ho)T3*^Rv0R
zZ@g?*nDR!rKxl>LD@WPa?>xrKDZGnky4x~sXMITlSxY-IHN8zm!3zoRDpHtlTyE)Y
zn%v^DY@)W0E?(<*@USJT4o$GcVWV1zH2{TCd$jv0Oy8Z7BM+PkPoAkn)S5&ehq4-<
zT+bSoCSU(nvBqm2o)V~I`iZxJY_>zGBDLpmrb)*NlJgk9ofsQh#|GB@Xbk@(j9q=L
zs#qv>9{S2mrZ#Lkq%Iv(b+?r7-P)VP2yJ%4{f@i$Yox*eGnJsq>>Zt(i1M_~c%>ax
z_tV?O(#9|S+0EMPKY@=X%Ir`SwnJB0m2OD2WrPV+e6RJ`^P*5HEB|ujR%G@7@wRa0
zI$7K+jT2>Dy^G?O8*I1qhuCt}sMogqsn!y#-yDd}D7%5Iq%^2&M%*s1paG@2_*Q2R
z5vw)GjruXlFIac%>pf_xjVa%<?17GJe91B&l*sDWdy@w8NcYYo%uVxm#0*EMUT1nT
z-~XoMrK7f(`p%*z)P#j#;g#8)i)Q^o?!{=i?m3(RoaDjl>sL=fSQ{KMnn6u5mr><u
zp(Wv1sxjWjSz?phYS>}&>+L)M)=Q^H1~Y*<8+)b;BUH7b6W_$ZuGl^+sa4y3P$F3`
zjZh@b(;Vx>8yxgh4;I7bC8@Vkn1dh$><V1t(#+GHcJn#Y0YknS`^Btqx{vA$w>#na
z<g)aO&r)1`r+r30D=^FAJsmgyS_Qo!^65J_M?i3vCtt_xDeV>-*rHE86I40L7^9d=
zrD<Gp`THt_tt5*tboRF-DSioxE3+c;^S;zMUxEmFRqN8JDw*otm~Lgm2Y2R-uez3I
zZEoG&h8ZW_s$Quj4Vl=Op5S@gxXXN->X4#w5e;04@R7U8(%W<IvsvD8G5OGLk*`eN
zu9&i!T~T9SfOOI-0~kR%^!}mrjj?UtJ0>)l-A{Fwy!F<^Fx@Pmtiytq<N^)U?%u~G
z4^(8CyRwjUg_Ze5QdF)O%So~Ho=n@OpVY)?i%5+8T$L0@Dmn7OF<FG*gnF!a5CXMc
zECEk^!RM>(eYfO#bAuN_zjQp$cxI9KZYPALKI*OCee>`mS#celc7L`hkc~bApGHD`
zt17}W&3ccsy!Z_}ZG-pdXN1JPexw&41?}>Fs^|uFc3#1=TPH#)`q|5c8aSJc<Kp{$
z%GbYLjm25xnx$#>W~98X+V8z*916Ko1wa0{+D;{U?V<&rYQq|GM$Bd7)0?RYdCc0T
zbx9c{7(FR`V0%+^Rb)|y)SnS*A-J9#m-IX}di?OX*e+;;CREGH{0dAk(_3e}HeS8p
z^{}>Y0&3ZMbu@7~LvzjIvWL_SP@{R&m6Z5QCD4%PQC4o5P<sj8W3hF^-3YgjP|~%}
zwcV2Ip!8yYTW!c5@B8^l#h8t!q(QnuU%@J;n{6|UwR@0~)h-&E3fVVX-bC&uJ!V})
z8WJj#uVbr2slF5v98H_D4>H!I2q78xRE|<ZW=ZE>tKAYWZ?N>e8iAB_E&3u!lWyts
z*)XNtu+2GDnk@{eN-5z+6M$)ypBcAZ*nb(G>N!zP(e2}!NNuJDW$u(xN|hSwhe=a>
zj~cRO?oOoTGfehv+kX#!i8RVVz<@yt*fZZRM%3Xh#)1>mGYE%AQ?(f}H%`aS$BWY>
zr3w{`tV)cyA_bawrAV`^<RelfT+?GE6eTs2O=&aO=pqfmKXN_sYhMC;yDPIQYW6y%
z2<;U%yfS0Cet=)&6p@jCK7<pF$Xg)T-Hp`<+>Z|EkK83P4xxVBNt+!08s?r;#Z*-&
z-n|GJbvMcMGWJQ8wVgcNWIw!+zN}-&ZF6H&mWJAfw)D84;^Vsm-EF4*?P}WOH~uT6
z22bb?AeZ-QQHrX6H6QBN^n;N0m^S9n&nto4l#aLtX6Rf9vJ?8}$WoDhH1bD|_;-BD
z-QqyrQF`n^muF4%^0sgnIlbfLMBQv>DrrU|F*KWWmXD8eV`QC3&7sWoDC_o=t|BCJ
z2xsN7>a@0OBk5&Hp&VqX!v^Li+W2+!vwI_Usl6yMoflgE@uP^~<_Y&|n$zfKiM5>_
z>Ru@s@V?`zXj@JSI*NUD94SFk@EUn%l?}gqN{?4|@8T}W;}4U0clW{b#1Ijg=OUq=
z=Mn-(^7)DWRKs?5z3pv0)PW-}*>P1D{B)0|?NyVSpLCkim+wM=!StcJThCOmSaRvA
zb|HB45mHBdS07I1cE1XI=B+=R5XDno<`~$*i}#fIA(NJ%iw1U7_@2t`g|uOV{*l9v
zQl{-&yJoYXVEV;1AH5d>!xaLu$<nTSIRPTX*z=j6U*(kc&FMI&YCoEx+Z!!UyZtbG
z8XG>?bqm}oa#;6?wIyje!iZprzt?ew5%DO~mgHL-HC3c+hz;s)(aFtrV&+AXc-OGR
zXc3J6BkyXZ7|Lk_U+D@=)UTMF+L82+U#badzOWxsu*!P*u$D7O-ApE+9PvuyQ@8#_
zT$*C}G*THpMOZDu&cck4b1UL9LUi;+(#JkqYu)J{e@cJUVSp4L+o7>F_-y&%X;HBf
zLcr@LNuCQh!MosIutJj~xzWZ9TLbsysr#$(kYISR4jkOdUU1ijI<Z$^iLw7HLf`I#
zr-TapsHW2vut1#$Xsj9m>KTD5i=S9*UROwB-S4E#>{Cz#S$YiX#B~zoxxaZb6K~}v
zLc4f!MI#G{yo4yt;wj3a*pl$A<}Uzw<fCx*+=^a-qKq0wEEjnuYSBPwjpZa#bO;wO
zU80J14?^=4Kh?P;3d<>gw9uBE11#IR_#W?@W8-r_b)9-dWZEPLmvihV6zG|LwCcPa
zgshzBse@x##SGy{(G)3rho7PDoA=;QX)cH{e)%_M(Y018M?x7nL!*S$eA}~7CAsb`
z=Y4wFqDfVRJ>$e#T)M{DlB2wbxc_^*oF<0yS0JblEy}g2A3htxgOo5=y2G+1ZE;cr
z>zK}YGIYh|o%VJi)#-MMi@_`E^ngnOvLUXlK77~-QQkuXSP;VBOm3%+e9;35OZaQ@
z=iae!)*cNS_$`#xMgD4lx{4+m3qM9CFt<7nur%ugWLW(j40YnBD!iR!K}(-zPwsQ|
zNpq;PzI<=%P|Ng)D7Cv@$7d`KY4M^*{8<L;y-w*_o-0-#;KAzWilG)&Ci^Up@MlGK
zRUuq(Qxv0zn~ftaqr+%@*8OGt(NEEJikb?Fg%qqWK$^06H`#k}2N>EhUsUPyCQb?*
zLaNEU*RMyxiFvJaKBSS}M8qy`%iSF|DJ>1>6pwlIne<XsB;wK8LawoZ2mN`3PeSFq
z6q~W<<b%>M%R2#Eg7W66FB@nX@=9LgUnHAazC%1-xL@wFAi>4al)zz3q7&l;ndeTe
znvFhSKUIIS-as%=_ByM&;?oOrh;CCe#YZPjrKa?yNXRg@&=C!^!up_XnvS5|ch8Hm
zWQ--klYa{9l=@8CW8W^*qO-d;!gsR3@Ny~$B7W!-PE-}mJbCygv%aJ<4%|>(XuP$K
z)u$*DG2hkOfEkK-cr}TcV)QyCL}S??<GO`nRxS8V)!9hfXBgHy^N}E6iCl?tbu{3b
zAi<nzs^a{gQ%V2IQ@Ca}o273-yVn1{$J5a;Q!yrM{I#LW)rBH}_IUg?J-4jm4nqBT
z2lUsZQ%iL!trc_<Lib+NMcC$%bon<er&|1Y6rYJK<~oOTW8c%#=utDL=5d#ltQ6Op
z(T#R@@!n*0+<Z!yg13GOVsn1Jh9`HOf5*|etFf<cbYce$$W?I`!23v)r1H&+BAB-P
z?%MAKfdr0nF3KJG>rRT_ceZJeahu5Rm(W#cE4De1MV|VAPr3?DRad27om-*SGPX0$
z(;F}|C@&%xWKPe)Crufs>oTEeV08;Riw%3QDjoX&AsGCZvu%Uzz|#~5jYw|jHE2I(
zuAl)A3@<?{qXC&<6awV@I_d1v<LtOO-s|ZOah8sq)$N{Sh=>KX<(&ZVPFRlLV&v5g
z!q2wfmd|<Fmr2Y9kv@x7+}!4$%92FdQn|>G3}bIRE!7eqjWSbmhc$n%SIR9bBtip5
zRgAhzSG-&%>K$4ez?B2sxa?`&US_)n=`^?O6j(9s?-|GgJ@@zc$-eyt-zLiz-n_+;
z2Ufx^VLJYQj`{uWFMOsw!5zD&bljL^nf6Dr{A$ZubwQl;*P0Q61K;fM_IM60Yb;}|
zN!*6$^_Ql<vzvXl9CGr)Lk3=r#AMCV200gJk!av`c1lo;ht&13gJOgsiWUu|^5~;3
z6wyHY5VU0tzKT4xX*}7GLGivHsD89Itp5&ECjI(25@AID>sy1av;~JYTz$}aS5Fs|
zZ@KaL5oUnt28Pd<b6Qgmmh&;yRW4>gx`y}pLcd~q-6HCSMu^PnS6wvFh#4&2bA`67
z|ASRbejvs&<A`#5{b5aI2zNOv_wn8;<?RQ=&c^VXI<X&Q6#qd6ObZ-APt)h${?QUu
zjX8ZMdktq#bOXJW>D{N5snSEHN&a9@FO9P|ebDtnexxOQ(ye5;3k?(r{J@zCua@LN
z1F{#|C}byw^g&lH%yW2vrw__g0}Vi}Fw>Gat+NL$(DQROj1hd9cR0hhNj+J?@Ffyq
zm~tHrq`Bvz0e>?zuo!2Amnnm~N=gdtCqx6g+u(opvBn_s{efuvPeh&Un9aWavl)h5
z1I)niJODpI!c$SGK{P;sAJVw`91WZtzrnCDv1Rs<WJG4S2a0r#Mcv?g(YQvJ51mcI
zFm(CG9SaPX|ACK0$Vy_yNhR4ZoGk|<d5tea2PAYbfBYc1TV~$H^D!!LBIn{1qXjTc
z*Xz-2NCtY$@J|Z)j{;cc??Vhj;nj6qKMt+`2Y3EBbnm<|h69a1IPl}p_Zoj8^1peN
z1A`W!k3n1fH(K*X%n-7qr+_+!&o;f4L1mA%lhWBPR(drtycwK_{>f-Ql$esgkmo}*
z&?BP@KJNGf?W6Z<dIBAR46n#>z?^~l+s|mkprci8h~9ZuvFp^8f1=Pyh1b@JL?ZS^
z8h3{=Y<rznD#avBma9wInI&E~hPvVKvT?Oj?=SVk@WsQ^7Uk>a@Q2>grmu-TTG!D}
z#%TQxd<==$nEhc4Vv0!KU1DfItPmsfj6Y;f8lMs`?^XQo=g{9?lOJ#{9m*}njC#D7
zo-aQAc_fSt%}`@3kM8jwmWR<@5<PF-e;N8#<Gcsrmy;C>AYL!L1>f)tnnAU2g)YEG
ZOqk|%MCW#V$U7)?)IZ)(7w$)Y|6e~F{ssU5

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-183-AI Agent Architecture.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-183-AI Agent Architecture.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..13cf15926d0173e9d361680c4fe8d4f025894104
GIT binary patch
literal 50984
zcmd432|QHq`#*dvQPzm;Mj<3*U&6E@B%w@ME6Nr^G1eg=V=G%|vG04?ciBSrHL@#v
zW~_rT{%3~P@AvsX|L6C5UeD|4^E#iIIp;p--1mK5_jSFm_jTR&2KUB+qiV{k$^a1&
z01$!y0ei#1CEzd_89CXZ!{p@TM~)n(pkkn=qNJo^p+82;z`+XP<X~lI=i(9O<2reU
zo1L9sTHwrCQ3(kN2%oHijF`NzxP%z~Aw)-x9HFA5Vy32M7CXUyLhS$Xzr7lO?l95L
zAy*QjlK?Rt5eXg9UOfN-`+10n@DDinM?_3QdWekt@DU11utDKbfS8DcgqW1%&>>P%
zu(dmQ9U!GUM1Ml`0@*RGyW}VB7{t6@#vkUsm|x4N-G$;2zi0pS2*q(GW)@c7Q+)ga
zrzIq%q-A8~E?rhqR=J|8rgP(_F6`EAJrmRW56sLhEFB&{add(^yLdnI@%4M|j|>e9
zkBEE~6&;h1n3SB7nwFmN{zE}wQE^FW*~hy2hQ_8(%`M$My?y-ygI|UwCa0#qeV>_~
zn@6v#uB~ruVz##N<01k`_J;-je}7>AjEfE&7cnU*2`M>#Ttvi9;6Xx1dgz2G8T|z<
z^1F7&PKtRQX1Mq=KEL(|x41Tn@t%Db#c>{q30^dQXoQjdpAGEk|7c{t2KIYgLjV;C
z5hy$oIsgi+xTx`G@CaD&$B{^ADFF<>4-yLg1WyY7q_{%~p-4bajX#M<iQ)PmM>tTR
zt#zJKRfz%6`s?5Ygn0jI`SULD4lUKc?(pPKKmy=#=Z_bk@L|w8{}jm|NBqZePrK`&
zci{zu$8jYf^#C<O7n4(nwbYdWULl6-gf9$W6JkR9gSKF&wSk1lP)`ay{uClrd|L*v
z3E`&wFM38C1-?7=LmF>eY@fP*y7y8{`I{LK7_36(DQ+P+r-`}gLAeLSN#is$_JD@2
zJ%A#&7O_UQ2Q;TwW6G)@eA;-v^&YvciDNW=x(Ccs?*U;t2=rsb$4r#*E>ZQ0r7cc4
zSedg6BBf=lx(EDuI^>^cf2tcw{9dN_U!Ilm*R%TmPoLEyI0yab9sl%SmU%Zr@nJ$$
z*dE{m8?W9bK}`3KVGTvFr>hT5;m(h3NlNblOe);8mLaeCbCaqkbm1a6&x6y(QoSXE
zY0c_)5|9E6LZIkA{vkHvNTfjEfs6q?g0vF6@bW#xpxpx`Ao-cKl!ORchnL7%@C1=L
zxLip=T~uwy>%>n@I-8t?*G9te;t=5h_=kjFC+<=OTj9TS|JGgbiJ+b-G2m5HyAzc7
zpIW!yz5oa>z~2pOuC{jfPYwO~391W{A3Ov+LDi-L2XOum1r<F+P#Pr$-=8O$3Caj6
z*9rdQgKnzn;qM1kRKPrrG$9fRfG6UJL-AjJo*~Rj1Ae6lF#zG(UFVPd=NElN`aR%f
z$HhG$&!-v}sMnYsdj#=mCLS?(acmDz7NUIQ3c1;(#Mo(1m{l?)KZzeYxG+;A^9$VM
zLRd>>xnXz58)tL)_{Qutj|e@4&yY_<ba@_HVR<7VXw)R1Vy1^{+Cw%4p5u%anW{Y3
zK*sc1(;VyHLKQ9_GOhAWe_#)w!^%Zc+e`8%6FHp`WiN+Zb;Mf98f~+F?C;GTH$K*p
z^F`A-jbB5pMf0?cXn8I)o~&$s)!0vWK>O?1f;3&!@b!|>^x29xxawq=n|gz7Kfrkd
zClM5&o3ruVfu_Q@mn;o0BKfo0o`Sk_SBXIfKlK2(gwKK^_woT3_8)c!uO<SXg!Nqz
zUO=U$r>2KDA!I*=!BB7ydFPT6!wu%&dZPV@p8QmpgGV0dh!QUYP=ME<e{Gs}H(t>W
z4qhQ%g0}v8*IzpKm;L<N4sS=jK#kER0(B$mi27fq5|n$vACJeshB+b9lOCzZPb6Ue
zOXCkTKlwnD@CuZ?Z#cn`A2jDrPWsDY5*Nwy?g8BIeD;95l!#sC!jJ=9y7W_*tnj*{
zrNmg;!l0$$bgS!a)akTlo+)Bajw>E-V3Zkd7sZX<iq{<%vwT%ag-mVL+4ZQPbwP@d
zVCw226==??{(NcZ{Q`OZHJKV5Lhlt1QtRQu^72}Uz<71p2RfNLl`{cP6>4*NdzLEB
zLFzd!if@Q4e!FhHnJ4PqbZxY7Y}oAts{WER)T$hD`xN&caG}8fO5w%|BT>EkL-_t4
zFqz@pvhlDoRW+3k=l_JXtw;0|jY6KFielx$%TkQO#766_4p-CN3#v{4f)k<F7FIVZ
zkE$~5krd4u%EgwqZKC%8Vw@i;CFR*%feSTblR4z*LrL|JJWD#o*XiEgR9HcX$u13)
zb<xrvlv32wDuvv<%&GbI2fbzfN(_b3dEn}A{4HyBaD_4y;LXAQv_}$b1m1=*)ZkBo
z2JWYE1D82}asvroka%78qUHtlk<9#;&_X?rBh^4-M>v81A;3>$v2Wgfnz?^I4;(Sx
zRTG1&1oX<0o)n<+<8}Yifn|)suOIx?g9Gof@oNd+2SPUw<JIM$@lP{)_4f^+*6pj&
ze^WnD>wdTV`3eDZyjl|!_UC*4`E=7#l}~37EeMsRNb}|mi6hAdRLxAB(!K_`vfciX
z%6(FXTeu0uJ^)L_o<>K;7vuz^PRtL8oq=PIbj;~<vY|GyTuw#rc+iR|kDKr9PP0Ci
zagA;~dr3q|TSj)5+DTCklW%4<VP(5W>AATbey-0?-&CI79U=?3Jawh=ggaIyG*9g6
z8A`ckS_M3ZhY#o9SN>7TWg3jxzA;KLuD=$<rw3;DKC9ldSCtRb!~K29oU^I#hL)0z
zeUQ_w&hosQ*H!uA7{3oNxy07LeV`$(7QM7a>DbWriM_?0d=28CIYz(k+}+)CKL4I@
zA>Yv8Ja;=(XZt}JEt&p>_%98~7vs2CMn+=U!`72}3OgtJ)};zWsOPHK-|HJn^_?`H
z^vIg&3vv09M2?iEn33~oVDS7N=}D!{8EzAIR)Xj=CbL%07-^mFKpWwhxCzq=l#6xv
z>dHFhb}o0`h`ry>2YYSH!OP51lb)s~R&x)~%7xiPd^bLtMgII@vMHpxuvI^AeEJD?
zLCwj9x%d4!uTIzQ0fBMI(W1(U!L~Y^a_>$1cZ({QwqP*5=tFMq#&-sq`rfpqKLJ%I
zZjfMdK;38727T5q(+C=Ay#FRhKN(bO0Ri(A(LZb$XvTR7uKoa6CZ`;75#Ucddpz{u
zrk^+e^@&$<0Z`kMeytn=Uc@Us@N+5rqm{pKD&9{#$2UAU_I>!iv)91`4`TX*6%2M-
z;5Uc`@gWEyf32Ip_4%hKM;>VYF@}E)I367QLaTrKhqDxdu#2eg*^~NX@8@*wuT3rI
zO>lE&HF*kVtyJ)i8?QG)=oeb|fHS>&K>ToV=^haI%)|K76)FTR=9pH$5KXf489m*=
zH<i0%ElG$xxzcUBWxe;9YGqWCrp0)sn9UWzQy<`7DYnK!nunpy91GECa{qP2u@V1u
z^`dZ*?UGmDf<<RDWFYPNv&2@J<pB%P!ZtIZ&eP}Ksowe^x_K%dgyM|(6Czve1<;+t
z`XH2T$Z{D(y}}0TL3W=B?E!1|I=vR%b(9!%X9T`&BG96kYR8V2LH!J_HQoyy-@lg)
zJBb>oaLqGA`b&?H58^~D?V4A1Ge(TW7glmHke0H+@Md}QN_8SV5wGYL?5Cx-^>!a(
z%Mv9&cjOqJiwt_ocefb&_HmdpZxMVos72Yzul#+ruX511Bg=SWDfKOFt$Ev<t?@mx
zdYP8GOWy(BOP@HJvLEV_`xbo3N(j~W8Co%+{7UOGmNjEzO?}tH@T!LK4cFW9QKHo>
zJR4a%nn&ATbu~P?)QCM6$f%H^d311uEu>&r`M&nqmP8)ce%<IK!%-t{^<znvwb5Tq
zWEKU@)9jgx6&*g5hc{UW24_4A$$nJKx2d9_+Tg_W$>`&K4mEZdiPNcDe0Q4@o_@U*
zFv7m+`TaPjME~P88UN=IuzAGJ>2<XgW3ulvO=WE@AupvGV%_WZ0DsAa8-q`)pt*U1
zQ`>lt<HMlc%Z7I_1T0wp3p4&U=PCODd0(UV@y<SK<RziNqf3HLCPWf^5Mx?GCHHtr
z^xX_h%L=t}<IoCY&q%!!-5Dg?=Rh;6!|g|AMw4n*T?7|tF_+{)$zJRa*#kU95oig-
zN0tfO?c)UqEKva1&p6tU+1xzn1Qn`ymr@Uk0~+>#dN2e!Z01uvs|S8Tk%{0=c`8B^
zs%rLtXW}2n)`ZOW01OG!9&k(rd*a=3P?@b%_JA7ZYD~;|H+Lm>?|<(O`L_=>m~G?^
zIqql&C8D!1aSs@$GRA5^P`+?|oKH4n4*>3g@W6ryz0SBn`|m6M>1ro=Q!i}rKkh~R
zJ)j<z|D$JdPt6N1LjLXTf6iE1Zr(pH_>UQT0fA^4`ZWj&8bT)(v#su1Qx}#wpF8P$
z_Iat#ks5XyRcMgi+JRN#1%yF#;1z&Jsdzw2sl+P;BIs~!5JBM4!%uh2pYkVA2ET(1
za&{(Y-ri5gyq{;=Ip>-d+3=MIy{`qNPo{BCmW)yU7+ajrt{^z8;7n6AJ_+Z@vSPia
zHq){ev95_dX~YH!5TOPNkRJ?PLok;sz;N&)E&@~+EihtK>4)8`^#0+Nt>mr)$~D#(
zv>L|U)hG%mDiKEq1!LjP>SV+?17ZSfd1phUbfuDUT?Kp6<KM?(|9UJmE2nl5;_%Hy
za2|Z+-`61jbXoCzIeDIYN5pJy26W;WYHXKs8-^oN!7(5{@=a84Gp*%fi9@jb+bxTn
zwVR5tgsL=9Q8nujYa(;Tm_rZ@IE=sgoxGkrs1WeOEmz%G2Xf@s>`Z~PL;kEn_UGvB
zz|ljqgliX#9lpf~&LjSv8L*r1pEHZUS23@ga<FQql>r9Y_dkY!zlQJk%znR{a18GE
z9U<U=BKdRE_kiCc0<ZiY5lIME0BlElXD9ZImN7W>zs3q)0VVZofaDO2&cV=cCsd{U
zeT6V|KPW+BG@!&51oK?UzivH1ZodYFM}r{9jvbU8C@}V)dLV<>g9G`11Gk&_CFO&b
zzeM|IOQhhu?VpmwPaj^A4hPCdn4*12Mw;iEW6I;_<ZOL}9^`c|X5Y7(zKGIK5H$>C
zH>G()+frdv^lYo|b22CF4hS~hUnHym&?Vym2O)aGqf$Jk-^V8)X9UtdT;LT#L=VE?
zvJuJ}r?Q||8#$SFoFNIp8s7%knv$&gLQ*Y(Z`n)V%ieMoBUMvgEM1w>{@m0_)L;G@
zameBwo0mw1t;-!pwuEk>TaxwfUWZ(U%y4ztO&N;UIWC)w2XK>|9Tv`h9G}CxJ|xGr
z2gs0>Sj@!CJH4BP#aPhHgesr;?5?U{K{YQq#%VM!W&B0YutHA}DRbQMjV<SUX_#VV
zW>^C99@urzjDtu*x9M5+w0-9uuz13D4@f-zUeNd>Vnx;*v2nC`59kWGNS?p0#L#R?
zcX37fvUU?H$Mqv8zan4H_tMZ2>y~R>3BK*$0EeF7!qOIpYWjx{@+y1Wv@CsMy6PRg
zMvhEDqai_0JXlr=#gE6+jS*d+xBCi8#bRVwe{87ZzI`T-cD(A*ZPrzHMI5MzzIj9L
z<Dm%JugzsF=-4ywN^yy3hS!eoSyc<ZEG9B1)npvk%T8V|aHtiNza|zO6k*$#ll6QL
zc;dAUQ%qGo#h)k<P3#qbye1GLZ_(#BaU-e1<fHJIL%%0qNwkS}=F_J9Tv4>)(CqO|
zCK_eU?H36DkPC*s*;%*E`^AjLzVbXub(GIv<4ma-I=rmNwUC}Zb`dpqd?~=37F!^@
zys*5bTQGdJF++pRn0n3P%vxXR8;Igu;1B&YNL}m<W+1LlUxuFaOO3r)T~Bwuy!vD$
zY9lpixG*o0ZSJbgw~g?*PNxMu77igdgt4(8IZ^mG%}Wc$CvIFFdUZVkDJXu2KqBsk
zX;B|RcS`_{;o98<u*i%j6baEH=#>fn`w#F*#!wKha}e(#flQ-R)G?gO>#-fOW>Bj4
za?j*yV~&8~df)P{w<##s{2R=%N?=_1i(+EXGN28t;=7IUz?jD<WyLf-Pu{whUrf3v
z({2#_#=)zDqpXwMwS*?+eJWbTZ|Q-#jpT?J3oJv`i8XKe)2WIfh~KC<I#Rg8YSJn|
z&_elIL<)x&`E^QrnN8~T9Peuw(QyrVUtB#CP0~cp1E+Sxm-ex4PdQ`ERe8}p;1cJ{
zJ-{n}4?y2cwQ{#`KOEEjo$Yy)sr)sLE8EC#Hi`_G<MSfIn$)*X&&WQPFk988c6en>
zS}?3iJ>Vmmt#hG*{6s=jg{hg$=_`E2XvgLAoasu=q@3r_W}YJ4dFb^Q6+N6v!9tc@
za26b<X^q@_GqbN?_hQeDyr&y2lji~~dgbjK?U`AD4}Xx*<gLa`)zfJU(2cr1;Bu3J
zk|Rh{{&j+w5bLV#yT`k~Z`C<k5UzEFI1<lngMkW=^pm#x9fIR6#}!&ti~uN=h?!k)
zJl&>Zgf^l@Y2s7_J9fxHIxe_!vcwL;GN3X6z9(OT@Uq`e@T9oVVI-g->OF3jVxHIM
zXKKQStnaTdPMnoDGK_QRBKn@McoJS(p^%!L{hGv8@%$cO>M{@oclszd5SSZtXFA70
zsNOHPr^wP~^tlCZrUEVQ_(u4HFB^hEm9h5Y1L_HwI^}+xx@*C)sZ*!qk>9y7ybpw=
zIE<#+NO(vMNQ~SkH4j@U(pJ)!=lel<x?-<I$EP>xQe2OGzRkcMxW*7?>d;j92tq4w
zIy4gXzT(xBwM&@@)&ZC7)nfzDWV(pWV*$_S`4iGE{GK>%Ai0f~;RhaNkiT)W0J%xI
z4%|mja}%a>kK{UHdiH>mPf~ZE9oqwxnvEC@2N9m%ve6*1$yoXVRA&&*2>l}J&*BaB
z(fzXrR|v$ax{ltEfw7^AwFPNd$BB<B^pOt~Yp#<@=1%MZl=HY#WoIoMgSd>>!=zi;
zFZD&Cz<2=-zod-HQgxcr|2S}&EJXRkqweC=sJds6Y0kcgNm}-Kxwf<(>yrWMU187i
z3bt;9Y;?e&Mha;p#%-uqUL~GNlNwJD-x6up&N*&CRyspkXRX2p+>|omp=%?S#i0f=
zJ4pDIri8R{iq-?NBPmr2&ju05TPn3dRO}xiQooWF22>IuTHME@h}njClELlhaIyD!
zEia!6HlnlP&_<^i5kEb_XAy2|!A~YGd2qk%8Lf=0=xBs@y1A!VbqnlB)+5X!@;g^|
z5AOk0Ru18vD93;dJxiENQL4j?CDXGb0Q7X)63zu?hPZ2;aa+~Gl|sXotB#v?wM~_z
z>C9nt1b@q6!OkxEW?RZO!RM1f>gV!nuJe<$rJ_=wyKy|)RAef%dVSJK^37Kq^YZ$5
z-)mZ=qrYfzf0oVTh46`zGjV%>sJ1Gaa|QSP3RZSv`0X|3c2>6tZTGy?^&Fk+RaF6v
zx<k0~iKh4Oql79ys=e+j;ePaqeTv;x*Ir8^z$|qL(|W%Ay2*eLkpju*qc{y@(a?|R
zf>(W6Pq$x(H?3wxE3#qqZ}<qG$bZ&!`UmXk#W?RdWR~Jl%p)m}X6V$Tu_>+i>}kVt
zbg^$%n3&b^+$GAbXM4byY|ev)Nz=_0Hce^^?UB!jZ%J`JS_@vgSF&3>4#U+y4n5wE
z=#K@054D@}wsO{x^v0}?QEN_8%Kli_hf--caje>EBejU1USlFjg(ge3Tz(U@03o-O
z`?fNMiJZ&%4zVAh{q(M>cwDgS;bY7a-T9kr%8WPe@UJm`nu8wI*-@2fv%T_K<=sVM
z7V-R$NixMs!SeAHYRkab=#QAhy0WjVE10ml5AkIy^*R?sRJ3;G><o%xhEfA6%#|xo
z^2FSsDnbi0*+E0{B^O>fJsQ+ge`0sKiOTZ!;5$#)YdD!~p@P}Xfp=n=?vLE^5M@W8
z<4_7x7sG-Fg7B`gwA`0g3)tyht7(ep*V^+S_i+6o=yACA&79uvT+82{=QqXt@pq^|
zAliR<r1X7{l=+88()r(cq^mEV#y{X9YUV2h9zl*(SUJb*51Y#ovtU&--bUufQJENw
zmy)Av<sYezvv#6r>vlxQZb=010T26auI;pL$vQKy1Mkky%)7))<Ctqkh0w2_%ey*K
zCbmCZ8>zW_&*%szW=Q6Tet#vLisC1M17y3KSf%NyTRGcuG*o10UrD;&QnSG|5R^KE
zql6cY(n{TSqswS3aQ1`V3!e#`8CIO9)h=8r^q=gY(Z^)gNpCB(6Mt2{D9f_))jk`;
z&I)`{q362Kl|Fsc{%|Vn4VG=-#}g=dRYaQE&LyQ1t0N9?B8<xrXL7M*m8?H$Q%}X)
zn94nXSN--LPz2dNB{wNp{O5_2a+AM|+CEjBl>DE>>AvUTkGt5Vs{WfpV<04}lmHi%
zTId#gE_9J|57-uy+eD%ePh(ePjSzzhAO&OkWSOz<Ii|hL_%O)c`^WvZp!=CvZ8NUm
zwSvG>H>Bp>><%JyLANocvbAXXYd-(l4CAs9Q`dM`g@UyO1yMf0gP>c_J%nCQDpLte
z4kK;cF*VMyw;Gl|F?r72tgfgh$y2e0hvl0F14OV_Fs0v5WBKK$1%rX-S@C^q!zK5L
z{32bpy&5dqTuUArF|1|L(#@mHhlJWbe<tF;LAB0@?4g6bwNK#hvC^rl5R@1)LuPkD
zsCWjaopR&WcD(H#W?lJ8F1fn-Ola&nT3+l;tWZTGG}*NXd4=Yj2xDE_PH%8?<Ju1^
zFvHc0&v5<Zs(%sNB<&s&d%&l+peMRZ3gRYv*t3E1eZSQ6%P-|%p*8lpn5ReqD~I11
zI{u&O6asaEhX{E3y8+C_MI{u=D@-UD*RQ^}*cdAf*|q+hYN|!6Yl1D?fvImSQ@|lX
zVlvoEIU?AqtJSl4(mRw`Qx_c9MjX`=TMbP5xM1eOfNFyIh}+J~oo4sMYgr%%n<;6t
z&~#jnBP+(~=|hcY52aeuHGRuoqi4MbJtA7I<bI@1vQ0T>jH)__&fY>LcB!0K@G-kC
zy3)$CQt-Z9l{@tF5Bpo&VONtA84mwSA?|;9#Xv}Alh7B*^MPn3(hr=B!_c*R2Y!g-
zzz?N>%$>&Vq4p4qT#L{_<5RP5OzCQM2E7N7T?s|9nj-%4_s2~()XjBnb@$>Hr7rQW
zu}^y>yvOQHxm&@y_kj02oyk27Q(3Mf%_5(+&JUfNtPBhcG&xx@)1=Pm7vv`7ZpV3s
ze%#qF&$`9l<1K;$uYOlLC7wT4py|<kdNz~cjug3W6Aw;OF+2J8f}CkTQ=b2w@Vnvb
z+h89G!WvtW4X@mNabZFId+O$^)f|V^_-|UXMp7uAz%t5|+@v38in@2FIp3<xZQb-n
zlQh!Po`R4VWX%M%FBL#`rV(;$W1`TC>bHDRv7^TAZyQWnm#|EeB1~fq?o)zZj9D6G
z=MK{lZBM1nTlJhkvYBf$YncQwoK6S?$nR=zrSE>jE_n7Uvesr=7E3Qp3aK4Cw=9~J
zXt_gcDNT7R9}QK~fPH*L!%eMFw$)W6%jSYJk!&;{JGwrRcs^iaO9Yt~crAGFp3KZQ
z`GG{k%ABw`XQyN5hKBSXTAX_L!Ly`Up*aUKVQ^-fO`<v6`Bt1_6r{hv>+QvehFE{B
znV4`<oo0`>&CVI9Gp>3Pae7Swq8^}86fBc?YbwZ5+0(rXC+W@=3@v31+$4z!EfAyF
zBCD#(ePMaZT0ISfRTuEdDo+s15|V^>c)@ss>L3~x-Ont8*AH@61WKGhAcC25Jm1)j
z=fe*Ypde*^BUcAQj*mt*526uR#6X4{35fRQH*vM^5wnAt;@q<tKcVhSg_C2yBJn`Z
z_4|o=QC@ElM3DY6);e^ASD!pn_N_Ggo-b<1W9jFv0a$Yq%85hI93hmCc|*wC{8LOk
zj|eY*-Jard2XelbK)mIi_j(+ko#A#bt1S0C3}n8L+XFrn;3UU>XMnG`Xm@jl6HSkj
zD)o3s!B^Fv)1KC%?zamRC3@b}ud@ZqhK0GEvt6<c@KES)bW}Oxc;&`jecKk7)!32T
z?^gZzppB5GAo&&>Ft&1|Fm~rIh+nyLPL?A;zVnY0oM6GoesUS~Kw$L<-eQ1k1L^OK
z;C{R(#GrkhNL^Kl1W&{rfMr6gcYfcHFaM7WIY|s4KtxVn#m`4h%4!d=4Hp7yvLbA7
zRe8-6kEN$Z4WYgjmL1ytZY&-x@e^S({9grOU5gC)3Oo1SKS9vmTA)KD4L3G%I0oXL
zycrM_rq$3C0b~2>w5<!*BCM-Zc9*sWgwidytC7pSYDU_$Edeb#mIWJHO_O&myuS(6
zoEIOA*-#KsD<}%&O@2?-Bu^FFSUTT7ZKctUw9{b5(V{jtICAFfHvCmSk4DV0no_eX
z-enf)&ls|BKJms{t4p=*;mL63DUQmtc;#!?>`xV5PHgc>2z$h?z0u~#UJH_w98dQr
z>{qVkKh3!htPE?84>Nw5bBh0B&XXJVOM0}s@HyI_<rL~lj(RZ9B+wkgW6+N^_*YWy
z?riNQhNN%D=1>FnMN&*I5nml6b-TYBTzQmVpX`qnEYhT$RXnOxg7z60TBownU~RdY
zw+H0p$Y?D>sd}YH&v~nV2)l~9|FS!q**X-B8qnE!g`)$nJ<j3%lH}-g?{gEcfAc9%
zIp|T$n9e|)J_Fs{_Ek5f)FJAZ{F_aqP~%T9$%6tUd=Ld5zXlJMDD78=+|#WFk?yn|
zf%PE=t3H}j8_vAA8g_}h>C8hG4rX6n_NRwu%}ExJg5Rn!YFLn4zeJV^2I!%PAP6b~
z6N2;J&c%_b;w0U^E4IaI>)Mni+=hE!4gI(!eHrTuac0ZsTwk@t@_KNCMNPQB?)0UG
z?Exe_djP9!-Iou2An9`y?eU`eem7R>wdBsbJ6v9KUFp?>RZx%%41z94f;7BUOZ9{x
zn$uyoI%5V`jlUH-aRv?9rD7#?LL$enRd^<254eZf18}~eyRHHgOa6&FOidt|5l!7)
z8N+Hg!}fa<?|l>GnVX@FAsBV}KgY#%;eYoKzTFiB1_@@E{@Y~y9+I$Mv+zt>^LXx2
zE1H)WZ-dD1U#_`5uO+IMM{pZ?Ct29d^*7Ti=O^&rP{JJ*{66+yA9paf5?e3cN^Qq#
zYZ-&dlaH`T=r*&YF_tO}udUB=>k(^bEvqpse3-6w&gNKc*r%Hx_JAYCAQ?7$rw@S=
z(?n;vM4x+gc*P%7*8mW|d-<HgXW0L$5K;qEoCH=0wC4LRo&fYgyNeH<2`2jh{NWAz
z9lTxA`DwaAA_){lS3WEfmX0Nu?j2lh=z-}j`)RtBS->Zgzko}P!zm|&^T&7IbN8%U
zP~)Pe?Mlm1=Rz>#l`c331KWB{lH4E(c>j^A){HNzGq*+%cDuCsHQRSM2W1tBF+ryi
z?QyJVHR0Gvt4rT1?C<K%K<eLq2!15D&i)u!Lkfr~SnS)~9M~jNz&(`NGn;j(J2tnR
zrC!EPMR*NkXjC`I3f(SDDhSrG-Y5&scIK!!Od}16ZWk|9vA654XsUD3%|xp-9DgT<
zrY<e)d>B;}mYVnd(vb4TC-SdegZ4yyZhWW@7?awgLPN1jlrz$=E(c#KVK%NIYRa)H
zO(FsFY6o*gw9)~lu(nR?b?ky`yNhms*0B2T6LbVfPAF|8)Hs3*mFvK1{G4=<LjLVV
z4|2d)@wOjdQbsffIRu@yuK+7;TtR_<S{N0q#Ze$WeRJLe?rehZd^u17BjcWuOT(T3
zQ>mxo_bowqSP7*Pm+Ysx5WVv?Z*<Bo+%>OJZ0gS(85<gG>^5kB8OPEJCL43Gx;;zM
zN-6a=DI9}$p`to%IX?U!y7Z?Zf-l@}p>GNo3ZA=WW0Mf*8iRVh2SDH<`Y#%&mN^mM
z!sU_3fm+<@euJ}xZ_Fwh!nHSFcUtq7E;7ASMD@jS&7b{1)B0u)INcUIS@ewIdGwnd
z)@f@+>V*MjtMqt(S0A_7Ufl{PNp#cly6SaAUWP?li{7ygQs=_Pc&e(C(lyeN4``b=
zb2Yj>PMYW4QIC*Wh<V|5<UI?wK}APuc%hN8S28@{X7nB~s>CS%v8ZR!z^bud?zJ%l
z^8f{uz2Tq1T(gI&eJSkC${CQ_)M`oX90(h6WA0xnc8|REfTOsIc2<yhrgl`I>rGx^
z39s{K*}K;aX4ONlZXad*;xjV~PckaWjm?sGn&hCj6?VRF5B(NCWu61FgP835k25*b
z$-hi1OnpO$tBC7+2NfyMBeN|KRtTF9w>#L=Tr<rWO{eYckeMmU@#^PK!(_3C7#2Yb
zjjskI<PC^spsdj8YXzWOpCV>U1wSr~C`usyj6Qq@JRsw;f^MKD6do{M`=l_wk_{|n
zu<U=EVl=;*4)P<d4v+Q#N0|Y>g++xqBJE=Ax$#}&`m7E!iUtdaxRHU>r+XaDCRksM
z$J}+J?5I2Rn1pdlmyDG%r8lvsA=_45b8C>aED<_*$4xZ7P(fB?*<*uCcP-0LTp0H1
z-HEMZAS&O@od_Yt#!v}lF9;53muh~!IJVY&F4ke|WrJN=PJY_Ls}9%n5wIg;4JT$5
zfLZdq$#m^bd|@nsn*$nnL077!KJ-V?;$NZ1e#RLrJiDtT#2j}~TPIy~pZNaW>LAJ@
zJ0&2{8~#U?BUq$IMkv(%qY77vP%lL&LAt91u2+103ErDisS)PR0*~5$Rb&FGAY(y`
zQ^{QZ&7uE;T6G_&bUpr~0)x~PCNu>B%#9>J(9K_GEDeO5{Bf-4R>wfehP;PlZ`XNF
zB~l1O1x3~6Bes)mr?^O6$68C2X36>ZiZ`o2KEceS-hLai>AOC1N@-`(>S0D$r-S#W
znPitj$*J39%)|<Z+W=<^%<cpW*|55`?!3e1-QYnRTLZVzXsFL6zIqW3c+?q1M%2xQ
zBzs8Y&dnBnW5Ws(%rQ(iRv<_-#Dg1~_^nS_W^T33=)-wV<9O`pn9Z9Z2I$eW?H?)6
zB(Aduz-8NsQHMJo5-nQwygV*(*z<H+4RD9(+TVqOinlP;zX=MEj{pgZzfTb0?@t(v
z|0JZ5DgLSOx(He_LVe;#B!3DQzL@nVtF#vK4;?YS2mEXByy?(yZ+IL9(<aBj+zCIB
zw4@r*eq>8iXYO*C3Ox(Ej}prR1t2B+(L7HS*U|GN=?a<8(Xe_ep~DJ=FK+)RGqq<L
zEe&CFQ*w<y)$=%-Lg|e}i^pbOR>xsC*-G>o-;J%9(K=b)s?{B2GoQfi<GX$70YWp+
z-OSP+*1!MM<P#Wi)pZKFEDuH9O}YHa;Eh*rE!~g`_Ao5f+=H{n4QiQptH!@+l;pc@
zw)LsQ?V<~YH`1P%$uB7S(nL&9vnfC0O%B(GRUlca#r2<OFadyq@9ArUacK%lk2CD_
znM<Wh+KFmdBoY;x7OpihSaU{L3efYONSzELjv<w1chGoDQzBD4e>nXte}m@f!l+YS
zJ{fSBO5ddD*TMP=^DXiEtGN<r+S-BhE9S2teCDRpxCfPqz<QE(g<0i&ISPGN<*b)0
zy)e!bD5LnmRuX|}#oKJ#ur#>-q()>BegCdUn?nx|YIJ>U!HBb`a7VYex==MdBqGYp
z8g3hiV;zILC|C3pf4%Kp;$*%M`q)6Lhc!cw^J~cv+oRJibfa&L#K%LPzt@v@@yJ@-
zn0Xc*BDlVhdl&iS9d9UoP7wA|^2NxQ@GeP)XYAAO-lnCff%S?61-Rqf(TLbOwgg?+
zg{~PyOho*MWdXseCTJ9M*9Z)ZFKpiiUIeS4Y)lEkl6KcVa}!Qn4;%q2=Q=S?wK2KR
z`*KcRF6>G8Zncy0h3d|e>2<}rwd|=}j6?06hKYbDeUkSl3av_TS2}jZLbhXjwTV++
zkDstIjmZtLRSrs(7C1)rwPVr0*IiTds`k91{P9T5WVmwc4x6S8=Y84I*paccZJKu_
zIWVo><wDniieBO5(h`sNSH3_m%qsZYhyz0FLsj`gHJB3uK@d&=-*!p>2*Vn{Bn60z
zK%M7j4!?JR%1IOOJj?IOu0JCULdZd|H0pQ*7>dVdYT$Aq)aK&9?3XA1gmHwYi{ew%
z1RNKBV52~5`@4n?OiAq*lX8J&!-ozEk4Xdu{sD8Xg1tB*kO5nF2cbnXbnW5I=$C7T
z48Iv)LIV86ok|O<CVA&6^)W^(6)=zD9o1?lyRy!<)_jG#o!!)hwgNHE9d`Z*>XmL@
z*ras*VeT^j>9T6^8b&YrlNHhT6`DR*zjftxvng}T9uHx#EUO9-Y-aK+JYmI?`t*V@
z**Mgv=%`2GI#_zBWHuQ~^Tq1;Rr&JgwWcFsU@ZWB>?3#_HS#CuJox+{*(q=vz#o;f
zU@ZQ#iXQ}bHF*1Uu*-lz*D7$2r(%O)u^Y6AT^0`41~{}<^Dka?yxz_1Cgd4-UwtqB
z=BvccxttiksmRio1wnFGFQ?L%#a1pEn$_DLdrNyos(*#Hz(9CZE^R$m6lLre{2@bV
zY4Fr23yBmWa7Hpb>0MSgovlt9<_T(X{*a`#k^HcCR06bNR>Sq-@h&C$Bs-rAUFRE5
zQ;G;!Cmv16I)8_M33kI|w0!pBY3Uz!eXk#ew4TUw-dsyR&vmD}%TR!4fA##~!gxtZ
z0zv41UYvRM+G&=1s&(94_qnN<A6d4ELu9|FsGcoXd5%@W*!Not=O#7nghjq%T>1f3
z>%cfoMfQ9%<kkw4`eDZq=rOmp4J$K_(nv~pM0NSDSMD1(+xSy&(<^u1nCh#I2}3;x
zUO&J7tklM-vtlZJxoaX%hllRXhU{8uC{gW#kvnRtAt>XvaO~qfVD2mxvF6RCZCG3$
zb@R^06!EG+)_YwlT4AH1*`Yq5!zP+B{tp9DihTga^ol*WYA|64CJNb%e1E~FPE-6c
zAyPWceJ<l<<O3OiD%7edAH^eQ{l+CWF!x%7dEH}2r1%qPp60~%ySM0mPgz4jm0rp6
z=?^_1mMyUz4>Tj`edp==PVhah5!Lk6!`;KQzc6AhMX&nDJ?L8BPVC(+x;E`TH`kMc
zRbdkWl3fysb%%q^Vn<cwa3phK22Z%8-IS)N_3N|JolZBHL5_aW&jG<$UgFl9m|Fa5
zWYC@@tX#0%BoPmg@EeLs4!)hjFY99r`_KghMOx~hdj-!$;VS~p|78Jw0j+)78QcPL
zg{({c7Yf2#2mXCpx&SOPJ)#Wy=X?7v19#cr14U3}O+X7G032A5gVI_M4yb|QVYt?T
ziNbGi5qs+rTLazV%&lHz;ll+XE8bUXjzh2^u(1uQFfg^<aNX3MX+I3vr`lB11lw>t
z@Qr1)vO-j`ua=FxYWh+Ckk^YXh#<clF=aSF4`=3L^f&=uz8<FMSA#p+y6_5q`-jR%
z!KL2m$1>Bg6P&wpA;cJ_YbfQA4gI?_M(Vz06?Uti!GbWFN6_fz3><(ul<F<9#q+Xl
z^n;_*=$LBjInGB%riBrTsl)H%XxTB&srr^UK}>S$=w;rbl3uscqnn3Pa$IXSUsWIW
z;BKAJ&{cM4(s{vV(J?~$hI@wOi~iWVzJ7f5)630C&0QZAoS&pE_Bx8kNE%gMN5S7G
z<RJ9MZ)c=4R(Wpmk?VDG8#(QPXg79r{U~?mbXTEabJm=U@BJ6nW*2IBo_rPcUS7}D
z07ZZo!~Q`VsR*)Y&D#BlB|qHr;1c8#?(g4tq5RiFz=BXOvY#CK8CHT7odVDIO%^^K
z0b;Cwu+@+CiGO0rk%iyTibP9X!<qQ<iZliC7LJk6*5zA;YerGTgnDVBj3XP<*gJC<
zYD@Tlf1!Yz=47)GchsoH3zGIjE)POd8<OW<)E&LsB=f^{AQnz}jfpk!bDe;Vv;cH8
z_qwo5&16N^eNAVT_}R{olE)tGmGU(WA@UE(F1PC|7S??E%I5lM+PM7X_JAwhXhvO%
zU|*}1Y|n>T=aM1IV`V&vG7Q?HL*hn>?_n}wC1m8uM3om9b@d0YV|y}i60^A{U;nt0
ziq5Lca(%V<t<>a+u!UTAf6(0H^A7^MloU4TSC2Ur3dpecxEzb|)lW-+%6r~WQ#+U6
zAp7uI7F)7Np|-}wQRR=HOSk*Nt($sXx&tS-!^fvec~5Zc3RnaW(?zWjr?=E+U$d=;
zCEfet;N1#i$+;!;<CV~dH3fx`Y#U4Q=;djL9w)}v=faMK$~3sW6aMhT;I*PRrK++3
zr&5xUMjYH%`jFqNQ{Ck8GHveE$)njz8CNR@RyT8xpnabET~|+QJbu@E@qF$TjBAGT
zw$OX=`(c|J7>XZ0*Y2}8$<AMFODrc{y_P5&2QxEyDfAJ9&^4>MfnzItLx_QGeDGLj
z^%W<M_!JAKu8ijh1r*ddSn2&lm7t1p=emN&*2A@OS>Xo?7ikz=@@L6QbG*6b%8Y5@
zd^!X1R{f%b7Fw%9yI;Q0hdkV!TEjM2?*V2QSS>^<4UO^EH;Q~Dy?urnH;iE6jP>GJ
zc#WnFkVG82nw@6gF$rDQ?V^5pS%FbyRlb`f(e{|R;!$Pqk5Xd~dqoS^Uw>M;um_}E
z@mTJ~71oa#kIXxT8jcyX+S#3GRTVsbDsz$mYy>>-A@#uIf;zsG{#W))OIg6~Hwk-)
zz+4$+qdIDbXrIeV+c{<2a!+_%Zr)chbCv(H%*Q+q)tn9-V~96Ml+c0uCdCoxCk9!s
zBtqV%<t88|ZegG}FUXcSSR2Zu0`AuV(-NH^Yk3OvACq${`3{LQmV&df7+pnLkjhlS
zU2QwqpV?Xql8cAIl^P9h(3HKk-!25BYxGCEUI#Zhl+t_KlAc6=L?!QZ1{9Xu!alq8
zBecp-(|43AQk2I<uZ%OWSo;Nn1H`ufyrrdXh<ip)Z=3t?-aoEJWw}B2fb${PXpnvh
zNNs6aqFXIwT+{rg`?DY$ZvsY6+oXu;&)|MbVO?;8=s9gzm+{{Z$d$t+PXvJ#Y+s;X
zq!4DS*k$p}oSmY@rcpi)4H~IK5+fmU$qgWj$fk6T;hra(k}&_lMlsL}5Vq&+y94bm
z{H~+~!oHt_u)1L%Gwt(?gz_A);w<U_m;MgKf4LWYtrQ4~i6j2+oXLYfoC)Jc>=ld;
z)6)XXox*1$3$Uc*x9<a2dmM<`#gxgl;T)d;?@8l&7I{HZ)@vb$E6_CYD|$8Fb|LcQ
zg1xJqPF&kJVrkrfD&|6W{hN;EXkN^ivx5NDCrw_4ZL{>{kgGREe5**xx<?W8n737Z
zlU6H+(+(xW@sLN3<OA$9-d-KaL|z0!k5db*NLCs1hi))Jw%PmU>mO94f`zRi)%1wP
z)6g~9%)VKY21UMECl5-rWNy7J?Pc;;TpHI7O_=J+d_9lbytM4SU{oA$b=(E#Z;>&0
zg>z_L^d$R=crWB4EvXCggR8}%-M|eetusZdja{v5G%QzY$x)J19(3=fCd@)&Ys&(2
zwvVTc+Prc&<pJYkqkR}wy9u&!z($z>QQQ7DSbVhPmXAi@)FMH?_#t%d@{@X44rZpt
z=p@>#f#ZROSd-LnypEk9X&~g3;!GHZM9VVvP$4zn6<sf3$slbbQpe$YzO;@HWD$3O
z%}sEBw;))x=L4Iv-3B!F0E7v+Y|{SY1W9m0IRxAzECsG1(y`4ADDE_VTk;=2J!R(q
z|MwuhMd-v$%rMSV95FTsE>E!d`>&tC)ND>2xFtKNdX_|bcQ<4YKql`0Bs%yRN27@R
z`H*7=4>A6qjXWfwoc7>Os$Wz14nKtlKRso(^%lT<iY^@N@gFbyr;Q-UN&DQ!%L_DR
zzvT7TiS*~w{P=;H1tI<%*q=WS2Br%i_&qyoLayUH!mNfQH_TtBJw@3V*Y=uvs4Sdk
z&;2_pa#^wU<D?pJ6PVI}nR%NzF|<)B`2L;Qna?5d9J|5PE^UwQDT-%=d<1p%jwK6o
zZSGl2(_`JnkAv)jR~r0si7RDtoY!(sU_Pmq<#BlNt);(wbjgEr=vntnR7lk>f?@%^
z`a<r`z`1cJ2r9UqTwB>H(MUFzzT8IRU6O<@Z5ad2pya4Ua7U_s{yZ#Zf_4n5wzQ`6
z_Vn29(3*X^>kq!;_bPi^x6V0?mX5gIH1{v|$=h8>uwmF0^y)Qk>*am1P7aB1dT?_@
z&V@bdw53CDjw#ed`GLv2Wp>-w{+`SRZn8!fw2m+HnO#9S$5kFG7mBUu$<t}82Ahd$
zw8~(S61WB5Qp(cwj;V2_eqjwpO_|mI#?CVbL)4tHPGtWRb3X2w{DR)ow+}H~cY)cv
zzA2B^E8GJH#~-oLj0gt5o3t=~{GMJjKHK=1=#C{ZoHC|?hdygWDrPIo<D}ctDc7je
z*RPke$Oq>Apt-<t)=uB!_<(6dRqLZK58aXm#GS-iE?#!go_jAg-(L$qm+5x|`9_e}
zA)|_uKGC7in_gz&=5nlcU^cEfJ@LEbdV^NK@q^bVAZpt!5o`%#FIRiJXRb_A9v^=9
zJ+8v-5;8xe{D#PD>Y^&Cs+^e~ZCzO?^T+HY+osQfqL`T16A{gn4xAoSwve|XNZ-c-
zn(>UWsLt4;Q5T6zTLU)7HRqQ$%p}cm8>1>EjXP81y*drL`PTh*v6df(Dv>Tp&hK@t
z$z8xA(Xe)$7|27!|AsT1Axf2Dsv1i7OsI;9hmJBtMxa!O&P@gGyfnUmsr%RsFKemO
zq-Ty(?~9x~FV@PeLQYc3<As?id}utk5oyGBs~}Ed%7iYMGR&s5NM|$3Iax(!`g=KQ
z`721UtN0GVIXf;FhG?O)=kol0XA5Q@4d~E<l(570O+%BWSH}k5@?9v@U{aX{ca&AU
z8daHZ!oKMzEBJ1B@7u7J`{h@%Wp3X!JydZI(saLrRF(Qw(uBys>qJN}%EB{O06wWh
zc0l0>c!rmNuwG469So`PaTq=vpnZgq1j}80#&!|axPahF`ij-@F)We^u@2VCZwt$<
z$#p$6At1jiAUQ##d9&J3M7^x)(QWHV3yR=r8uBRva^DI@ksz?v@|j=#Kr#K1<`ph~
zR7UA8c^=lPqW>{E)4aHdt%&Wp-r3P-!L&2Tajei(II7SO%U#8-dgg}^bC$jHeQ#m-
zEbUBpg43*lP;YML+$NN&FjId?ZpFF4)&H`?aEk-T%^AsYR+v<}Jkvgt?{_Ie9=T#m
zZ<RT<q}HL@t*xAo)DmiFO}~yH=`>Mrx9Tle1BVz$^~PPG;hd$w5a_fLkO>#@5m3de
zDO+q!_0rTHU@?#l3&nz%Gm2@q0<k2gJ(%{x8H{grAAHnOBUGV;fy_NfrV-dKe5?!b
zf(+Ns-EH`K3IhM7b_xFlJfaTaGoYXpLSKMz89&8@Kh|*q+=@*INzW$zvBe!s5L`cW
zdL8PCSWz%W42o&)vN1Z}{~MOXecl!(JV-DS-4O%=I8yU!>$1<qVxf^mX&%mFoi0Q#
z!-f@;h>7$kAtBcC)Ct*j$~KaePqn*y5v|JWibyf>EtoWFs-`R{rr@0vI?&hJan6C1
zp1&ajV$&83KpvZw%6Qkt(ym)u)vHb+*z>})&Y6D5o3YN7H3+VEG-?WKa~Wp<ewOGF
zeS=Uyr`<7Nz<pN>OrW<J<r@8iN!9=uH~LuZOL$M6*pL97<xz-Yi-)hQ%7xfVojCF|
z#)0cD*U5=c<&E8#*H>O^^l8Np6cimbx;#aN8CMkj`t<OkN=Xi`B4AQCz-dCmWnfau
z>+q^|wNr+EDluFW&HhAzXj@>(=yihC@fci?RmLs#?|NSwd4kFy@tfq{YjM;E!thiy
z#k|d!XH{vad@!X^SyJ$N6CzK~z~d~6vg>u#wMj>_!3NfR^7}6us2{(|^zs<hC-)X?
zmYk_cvB9d2oADkHnw+%<4Abt?ao8~sne8a=;1I&l<pr=rVMuyxb;}O)Zu(fu!vF8D
zS^dA>7a`yluB&Pfh;0qo*&drx-%SMBSm-Or=6ZEwrq=lY=pQ3C|Fh-Iw7C1ROKi(q
z*pfY<IvXc}Fdsv7d~4d>wMA$2UO$xke|b%Z?$0R|*$CRi;tUXD{b2P)rV^m{=Sx)n
zyqK*7+{Sf*1*`{sHS)>9K182NVHJ`*(LFBzK=iw6$ma8==|j%RLVye6qtL}oZFJvK
z!}`}vouYSJp%#?+yVLG%uI_M^TH`;tRF^-w)JvZloMDYu*goY&(Mad<p>l8Xk;0hJ
zQuSkST~#_K338_yr2omuc9RM0g0Rm?C)n^dOqWS;Ems=j>O%j0a=>Yn&2wFHcDYog
z5FX{zdNZ*%X)EFxiBO2%vcz+2r4*^c#Q|DUYu?Z1iF_w3$r!${rp=NGcDI;hzLs%d
z$v%0-<NnDKWBM;&hessPGtFF&$X$N4+cjLUd-x&#HiOv9PUO01)U8Q@xzbwS+{ILf
z7N_Ou621kEk<vzPDi<o&A2X<+H>E=qGo8IfoX0=Bci&Nub%@y-{KoioaYMoRf!#L&
zxQcqr7t@kAcbYeqo+Ku#u!4Ws3g9@TYOL-T&n_>k$y%ssA($7pmJnHXJmnmFHS+PC
zP5f#+pPPH8pT#%X+stI_N3Hrt6~=vm^rc(HRZRKi_l7C*e^A5W*wQ{H|M@%UjL?D*
zIbm)V<_<eUa^JO58(ZyfiNmZbw3W6O#usG1ihs*r)<@|#*&e;};xuxm_P$u)RtDR>
z4~+cwJ)D`vk~%j-+Izlf4X|Wh{W`A0duZZGqpG&xXeRTHG=sCmu(r1Rf@A#|7oyu?
z(AVdnmFAXrYR}}ku(P(x7%5myiVCGn3~tAqMr;4L18;GU;pU(J41Fs;k#yg*;stGZ
z&R3k|+bOFTroMxmH;&t3Gt*Fv(Z!uNTP9N6>t?OG<2en)G}D{4Ml;Ql=Mq`nRC;e#
z^&LuZc6^x{m%h-OlFi_pJr5fC>?5*J2pqZkameO%#%=Zjm#1f5hSfhe2|Mjk9S>||
zZ@Iye=Z82FZyVlb3%bT6rDYV@xFRghHdVqyWu_S2U<YM^PG1LI+(G&&!2SKy;>k~+
zG)i8z9Y*-%KUGOl7GL9x81pllXuiGE<eY&)wu9SdL>S!^dlE}^R^49|W+EymW}F6O
zB-L9ncIob4)+;$L?EwmmX3ss0MN{THWP*P*NFbQ>q%u=-={jQ9UfVwQm;yr%;nN(p
zH7ojq946<>42_lKqZ1$%-b0t?MHjG{4ktUXTypN4aw36`ttxg0f7}|rGN$yf@7$R0
zs8GJ)j7lVY+pq9`)Y%OR)m_2x%p$p*#1yFo%AHJ|fwNbeu|a1~lzu3C|EjgDDCP*X
z{LFpYX-n2cArC%y1~WE#IkC#S0``K(bN8C~b}zV{G<uc^YsGn_$1vpf86K;93Mlc|
zc260k-cnTuYDRkxfVpN{&~sKjR+l%KEB+3~LA%+@av}kb^}ntKTToX7t?9M_b`mfh
zchpQn8GPhafP8wdWd1Q?1&@mw4zG?E9}kVnxf97ke)A<o?5EC?tOi;H#DoMy3GVs8
zv4emKWIsUyL81B|EVSC;9lOFmvIh+8fJ{%xLg#`~eqb@^ZK6-8<mEWkSBdtxiE|G7
zi5s2W9VsyQ;BstM@C~xA>74|z>I2r}F(Y*FmrXdIZLcNmp-ZYCO3M2Rb`C)wRuy?V
zt@2PBxuR+7Ia&HDWY0Jj7Zo#2yt;c{l|+7gs=G`O@=THQnZG1?d37u%=C+zQMwoU%
z-wq2!y|F4VmonSMY$D`)S6?lDX@ct;qY79xvgqe^AF1WX!H1_?@0js1j_8f)8F5+Z
zN8P{HC`|=bONZ9w9=VpRf2q)5Gmrs_nPc>FMfqLTe$e%VazyIxr{PoU9a9|(Dh1>k
zZ(qnV6wZiS8cCp3+jDJqbCX5LzKgHMZ7Lw3?d2Sl^?J6?vlV+%4afm%bTN%zC$gaD
zL?&wi{tqNMi!^p@c_D_Ia6P$txu-B+_JFg{9rzwF^!QzaibJz`aw21NT6p-p8X1^=
z*vC?2ye=Yj2&&n4{N06_R>K<G;iAjM;c5%TTwXOYGF(qM7TOm|G3przGx*Ao)I$|`
z5Q)1c_d3aH{31Ec?5D-Rvn`L5T%k`rI519HD4+1{%5-<NT~oMz`;!wYSAp~64n395
z%g6#%AspA3#r0gV(R(Krr$OE>9+rSfHPWQPo=2s;qFgHKF}eJLCJOOl21iVk)Ch0;
zmK6#6Fw`Q-BPQ`sp|-(kLy@T~yNb>b?x$6-DtW{(wC{6Hx&6gpqT1<WpE96~65grs
zjm5_5@(RjFQ9ty(x4jL?>$k{)#+Rw#7Bnm;kExNTG2`y1k+cX14xD)mrGb-wbc`8$
zp2eiyCvx80ng__3He;55BpP~QBmJ@MQTVy0S0+lm72?*(U)w2$J8TO$MtsLJF08d*
zNEnB&GY&RPge)5S_s1}9XV;%xk=*j5Z>+!b@`qqKS~qb5;<x>!$h+=%@uu{7_0yji
z&Ioj#ewvzd1Z!Txo?BN<Wx@Kxds6VNT2FgSJ4dH<)I#2pN!OJQt|z$);6`SIvlYT*
zDxh3Ysh}`Ytm}Lt5tGUI9hky+HOZHzRB5E!t;?*Jx!tZ;lQ|3rm#lH%!gIviW^+Px
z-iaKCr?6QwsTb$@T98Vi>b+cIE9##p>}FQ?*;H_&TARBQJ16>|xO?TCDs5y^oMv|i
z=6ZWdIL|4$l1eGEVqz1G-ioM(s0?Hu`%G8o8A@9NT$p=9ERzL&7Q^eCKdHW>q1__r
z6WseEG{>=MTzoxY+_{f&-X%4_jXPntysrP<v7%DnLvW>Oud5;aq&D(qEX%RU&ej00
ztD_gHwQd!o-9Dz}8RW9vtvcx-`1Gylig&QIh^^i#<dC^py^(NUPs?}iQ(KiUouLz$
zfhUvIZ0;eG>*1*CZO%xgOrlQj`q+*=fFs`P8%%0t$WYx{EFzMRf8O=zBdc_bb%F(s
z3mq=S`i9dzQ;C~lwDl9aeG+RwrZ!&q^<;AIxYmZDs(h!4#*{A>0}Z-_a>A)`RPR1|
z1^y|i#5neWfGnYc>f`f~Qg&O8od#mcul<L}AHLJLH=r^#wgq`oy}jcyW6qL2;m(M?
zG^tN5bYWON?uv>jdp_1HR|(@ku0h;Xr<sAV8Ekx*b5;6|+VT?i@)SAb?Il!XyAa=1
za4RRgx~#w_;n}+xmWPO`M07gtxD~hYD`V6~+RnfYSP2UbJ%Qfx#%Pm#O3QRfiIob=
z7_rzSp&xGPDjs(kNWnN=M1irNJR>c#Lfy1@6K3ij+EpXy-Q(SOg@tE^IEqtK)u<uC
zs)`!@Ba<u|F_CF4yjWu8Y`rmgQFd_f<~-S12MkOWO;VQ^;%}8O+y7GEzg~b{D~Cax
zroh0ANXhk7=939pU!!XgoIW&#nTxb`lI>?pH@T)}$*-kEQ-}C^@S6{$s&|`otuI_&
zC4Dr`<BbB2x|jjM{3QnHdBHA4y4gt9CV$%{Np=1lI-y(7qNS~^Ys?n(V4Q*|gm<oK
z*V;10@O-S92}i@XF2nA#P^qt(cCm3A2@?)2qK3J?ST?H+IGX{Q@$-spzV5BN7d&qP
z_L?4*g07R&erp0)p%hH{`9ggeo2WB+TtgM!-UW{ia|H|Lpd!oT)lqdi<slcYED0UE
z-&f6Cawi}ZzI;X4ZCA-f)90}vQ&aWP9NrMko#QX5E}A^>V`(H4J9n&u(ZlvRj<KNH
zT^>%;v`F{K<bkQCI57S;S#HM+opSD-CVrbR{bK~J#dc8gn4fU=(9nv)vNc2eXQA4;
zH)&jJioPXCAo+K7nd-p~?cdd9gu>bzNAVoDUwj-5qES(#$BiZae{uKb@lf{t`|t=U
zLW;^dl_VicS+YwAA?uW7RFW+_*$v6QWiMsPzE8@&W+(f;?>k|}IvCUQ8S1*P>%PCw
z>;8Rz&wtM!ikWkpb3W&LJ&xnuoUzQy;M(*|x$5?emmYdmht(5%B@<Jm9n#3eAF^A{
z|1niyv`{ItmC|j}jkQxD*+Bq~Mg&s&xmZySt!5iAD|TztUVV!CDGPT$h?jsMH3>oP
z2mpx39a-={NrcNkdYeuaj<Pi&dr&uUMT6>yMH^UFCw_Y(n`)ZYbCM#a*HqbLWoXZw
zsy<n6DiNmqwo=@Jd`y0!R;Xn!#$|))as)ch4@+{m;T*FQGcRI4d7wv&dFjgg=$zF-
z%M)~~YOv4J-~k<E$>U^HiJni;v@+)Yq-Q<<xKfIF8^v^WV0t<GC#JNt%G=|mnMYmE
zJ^krl5Nsr;A#M<{=)2;ZJMquI|7xUy^!~5ki4*;g+oJzM*BsSfe$%~<n+}i^K%}FT
z#jyW_ki8D4Lc#t<$R01|fztK?LN?o_$wxz%8t<+@PI}aS3Y(d;oe0;`(SE=i{8pnp
zgW;?(<<$tE3oe68TyM)^c^=T0(eXQ8pnp1HnjbuUm6p-wF@i>fw_B#Pt<;<+WP(!9
zsSb6a^h`$bs6u`d;<fTd?it04s%_@4RWh2^Iv%6uLc<Vu8_Bv$`!eZVGl#V}o_%!=
zh4n6^Nx~~B!cxeX%&(`3j4(>mCYH8415l3gBM|$9={^Si6t>h|@UO6n6*09Tqw#6N
z7^VTDdcn+S8{dn}Rn#LN6B6Fu<@?kf{i?ZoYgMPfG|M`tZK=n;?5+isR`DktkLs1}
zY&L_(myKUsz8W;Nle@Mvs5?>)TDPVR<)&G#vGGb?yHvO@AyYfZn4Gr}D|(+-yK|Fd
zBiC%cmY3oxGkG6|nL*b)aWtz!(*D}l_>IKWAH_#n>QUxje`Kfqc5?1H5iDbg|KNS=
zsFnXpSa}5VSKj%2`j@3_D*kp?UM*bOX<m_6_v)bCANc%LmUx$xEpv!zCOw5{?W#9P
z9QFn1#^3u3>H&pMp+j)eWXk)$Aj*dqSsc8a1TEZWk!U|Hr|T6NnAcdivAqRR#U%=j
z#w3cjnr58l&+Tz~-sR4%Vlp1n7l0;~VSqyF4sHgz8Ls1&muMnHeDK8Nb(nU0#e2)z
zKIMC&^^bCEWzp3KCl<%A=i>&tNlr1~a1-MKD;Q|1M1mny`n6D%N9~|k-c&%<s_QlD
zDcSYa!(^o@-~CC_nZ>ga`6>^|3WeI!QW*wK1YTEdH@sAyHBBzU#7_H8pB>YcOb5+T
z5u{nSgj*T}SJ2oc{bm7_!A|>luVebK=k<%X!<8d*(Chh@2qCd%)H<m2sAa6sNyQCt
zb1aH|yxZ7c9HYf?QCJTH%Y$!%ut~bA<H5Mab+um*0+9A!`~{&Dd6IVGW!EiTS>c@T
z@AU^}ua|t%^ztsrGJfIesa94<n17o$q=^oacIUjdynY<p)pvF<)nvDmNx46ue&Z}u
zz7_@ry`P~Q?K?vZZchpKd*e}24*HK~G*G&kJS(?ig(X80Z4ZqI{ZeuVenKhjpqSl$
zJ~NgM(-tdUPap%d0M!zog44I#>YXzx4R(^<3AuTEafws<{)wduU=vK1Vsmll+K?>z
zUZTogs%d-_?d5lkcP!|GGnXZyUJzM-9Tn*#`2~;(EMWZw{;G=J+??>N`bQ>^C7l;h
zL^_K#o^I%T>fcc9vI<A77Wtl;VWsz7|H+<KTpZj#tnK%h!|KXw)-QzD%aJt!{AIc0
z4qty7468<c_8}#)+PVad71n!h9<}gnavgF#t`^omvRc}j<}4D=?HgA+F|m=mO+Xlv
zlQtUg@xk1hthiRb5_=r1GVP(68F6CFC8mgFX=3WP)8Up0M79*9U%l0;Nj@XF(Ry#p
zZ52|{TyMV-*Et%mQX5=@W1u}7NL3QP=<G3iQ^j=44F<xc6%G3FCcoj~_e?Zs&LY39
z$TH8<H?iODE8m!yTGB3Qb0lqbVVuF3U*3DgcfRmGj$r}&K->?ht4Z<M=N>P+^W%l$
zg4qeWUyymw;I@DsC{?^HkDq~IzyE@)R^fV*cWw&DDN1v)NTwfwqCtyY?!hq@=t&O}
zs@$7n@m$b><q1hIL!Xm8WOrnYR1`Md@0WAc)08u0xaBpAAaws6PGe@AyH6=^hFt0J
zain8YAmDVCb1f1($%LTkWxio7qc(N*b&B%ChA&~$uI=c3q<10~b%q5qDH&h+Hd0`A
z*TsO+gU_<8HH-sBvM9ihptfi)*7MuXTt=KV_x@RHq&em)rdP2auFF*$!n9Zl^-9U>
zzvWW0n(An#UbkMx-bq75A-A#uhuPb(%+2nqermoG#0<5zxhEwmJ7c6T_6GFFnC6EH
zsd~h@w(1?%y}DuOm+!tTv>v>8+;~t^w#r-|M~_zaGQ$eboW52V(@R`b@yPiM;U@+L
zOKWbE_76ZvY4dw{tR|zDqTwS6w+=eU>v;G{f?d|d8-u4sj2>aFyH3n7|D38U8`*ze
z5)v>Q?`!Y4N-cqy;QMGXZIh0bE<m5my6h*`AJ!zn!7L#IAq;nC0}8m?AIY5?U;_Iu
zaIRU6bXh+Qn#nwCAx4A+81`%2OK|3>IeQ7;psO=?A0b17v6@kz?F`YT)zMZ<XuiUv
zG<i6^^@JnBC-_saXpq$erHDeZkrt(IP62z>Rnw-|5|!G8n*}}^Bn+YbB~_;!q7bAQ
zZ*m!q_Z~wcPY*F2D%)$K_3Q+nQGJ?RzWb_5Wls$3YR^0?EP}?`kMp7t-nK{@xR!|<
z`J0_3(zRmO5ASF$i6GOUURITYeRr6rvk+%7ut(&#1*0C9M=ORA#!m3MORfj+ZRf`Q
zf@q+)>a?|;W8vFdX7D?wR)a4&y$GaQ>g?nt7oJ9X+xiW=3RmY1|7giCzvcg6YsxsD
zBv*62QLC++HR_w>HUAIooi9kBIm#zXCXqhFio-@Q&TNw+wr{O=KSCaUA}FdnDVOU!
zh49O7BdoI@C~cb<nu!}tM{s`Rc+BKaSpl&U@?%viW6c2H-4?S(rgP&H3-fDI5stJT
z+eE$0IozV2Q;a#eUI`}Sw|f18iJ4TzcwdK9gk*fj-VEG@o;EkX7N?(C{*}jGzbZ^g
zE)#bPt?64uX^T8#bg|0lbp9B(U(Y*UHxyvb;ArL}vPsG@{-Vr{P_j8Q;<=9ptS7nd
zK)GMRB|BJeBIGA=6aX<IRRkD+K>l;_4(P<jaeqa%r#YU?xf`HV7BFuXI4QVP^Tv@V
zIAY@TG7gGbs9QpMVQ`I1M&1aPeeOxKk+KmWAytE3$A-jA9J*H6{0Lm5lH_QFP|O#)
z=(?I^Iuxl_ehY6cjGKxR7=~GjqAaBqCQEETA}%~0Gqt};MsL6QB=FV22S*hzqV0N~
zxT<u@GY$&hwG6#oWLau*>YmG~jxx4>_kI;R!n&1<knO`=FmlSK3-VkJ9j&nrlnQOC
zZrYkJp70%K38-h{j9KfKVu^T=r=3S^ofKy2NPBI7MgF@}bVCpobKfhhqzR$636=ZL
z3NnvsEDRc{jmZ?5AjHT!+%4R2Z(0hco7tmFjpOVrK)&^n>{~C7)$Dyfct>f(f8&$a
z<rgmHF`hMX0$m2EYE)4m=WJB9($iuIxj;L}OlWYO>kYzCl(hm^;FiH#=<U_e(2$oz
zxX5L?&w*}T7sOuj<nhGoaZD$n>ep-A$m%rZrX~uPoq~E>&RDl6pORuY$D1`W81FQX
zW7BJUhE`nX)O)qlLYCyj4e2Uo)C<Hun~G(xhebKXdtR<6y;qj2_wog?3?=(g<J6NF
z`+CHgrStjw_MXi7k<rEuy40adHNE@ZIg`r1JB7PK^_z>sbq}aU7`V5ZFFjl8?72K3
zavrrSSFU(+t{_%xj^8o3L}e-5oqzXx^Bn?`>XyiI^x8LDzq#yAxvQx*`LqO$D{#Gx
zb9UM_N^-IIrK^jqnK*A82SszP?tHV~ahNYMpq%?=5J1=^xtn`+=Y9-sTK%qU<Ok*S
z>+vdaX*r1IN@M6YN_>ko83n_J>d_zoU2OkEzf#7uE7Q#6T5LkSW0{)w({9N*!SADu
z>-rW}<2f#Z16wqx%5PIS*1JFDoaE$uXNWBw7f*c$Ag&OUcUh)`jjp1UyhmE7diFan
z4o1pHR$D9ZcP@6Q^?JPx9wYG=C5S4)5PR|URQgStjzzJ{-EK?{(+)q8N*Rfx_w(9r
z62$9xbWSdWNNK^uE@AW$w!0{YoK>?~v-v?wn5a8@=pG%U0pl~NKuIw)WGcimqGJs6
zA*=ADx%T4eE|KAc|K|P{r7xVPd)t&;ycP$QrBjMKImB@G#pS0@nJiB_ZMQid-npat
zhouMz=10lYf3OrYPl*M9tN@QT`uh*z4>4*)(*c?lSCa%-uQ3(y@}z%*@ceyq{O^Qw
zAp!rOb^iy?`|43E@=xRI=zlQp056SlMD@mt+8?3lfq?BXjSJte{G%EHBxDJ@aHOF1
z{Wo@B*}z*Y4G4Q1HgVPKAbn&;zRo=(+hC`Hd9d(-bJ8*S@>PIpj_Y!<NH&fB`b10K
zWo|K<$wZH#355}U<nXQha)VgGtR8u*6~-@>MayWK1tB!|sl-m`8GYQ&?O>}A6Riw=
z;f}K}p=!fPeRes*((11F)^1Q0>y9nez+hLhc-vaf>fPJvNnO-2vy|0BiPJhfU#Tgr
zia)vjEqaVP0Lv=MK4FHuTwdruJ**MKN=p%YDs#9p+$?8lLu>3llAh3AR%%5_)9G_+
z*AEA>#=PZzKV$nF3WMGhGrRRpA{Rre3S~^^tIj)UKSD*NhNo`3Gt^rOJHxD|DE+v{
zPi5QLZ>$NDu`@CBco|a3hlQ2={2USJsYJr(L%!lpdr63@n(^ka33<cp%93sbS|zmY
zCa+8ojfQy=2k)Hn=ZxAA6>YXu!=}!CHh~Zo8MM+O2Pbud9iujNtqt9_iIN-%`-`of
z&P@%bLtcr@ZuspJglEYOIqs{Nd^A`n4!*L<ulOkDaCT4qsZ*bBwj77O=V&Ld;DY~b
zq@ifgj5LAB8f%QmcO_ki^s(<P48-sfq&Pad&eWO6ne(c2oSV0_$d&cSclD%f!#car
zRe`Hp?EHoK@8ldW*UVtt3g+CPT>uZANt<@-nPzLd&8D-e(eSO$(?Kd}_OCVXM%m*c
zSF~ipV(b!!v=Rs_$G6+GkXOHsE~Y3e8DHe!m^n?8Pv#X!;4WBin|D9&a*#Bv;Ek~G
z>oD2JHG$s*ByKVa)Cp<kTnin9OIuxK;Fjtc&#&#8>(_l~(mVfJCcs={N(y31SSQBb
zjlIhum)<&(JWEXCKQWeX=s48FH;cHG5U_gT9N}i{kk}~f{%o$nrDdl`@6TqLL$!`C
zM-oG&Ugm@!wC*5<F{T+p7)O0;ONR7)E4W`!rs%$UPt5xT3bhV5o`0e_&LS-^fF*l1
zDD4oDh6@NQm#KIt@ZE9%Qv+mG66yfdFoA4e=3DwAY{@xQx7h*+H=JX-<V4jOqOThg
zJ5|MGWix9ecEvpWMtx2XB46Ai1i85cM<__U_w-}MLEeWMHhGOCiq$C13ehlst7%|Y
z3Jppr$fFZ00c;b0hmGsvB4X$&4d$Lb_5J8K&nxm=^=bqZGmTeT3+tZGj|@d)d_WU*
zrJFD?iMqHt@%>u>i3EicJcCjCQo@NqfXJugr^Dr?%>1NFnfn5*rEbmIGo<OPM+?`<
z@LWiERq((E`>nD-7Me<KmH+6Xurfwoge~1F(}Dler|oE^Vxzn*rHHDbD#~prW_!R+
zk+TCeK5|+en)!NvfJVWeLpXLV7ByzE&90(9%?MQ~Fjkij)iH~HDYO1=vqyBrw0?r*
z7N<)~2gPk2sovoS2#2b*_-Urb_#DRxpMnn}qPf~8U#b~4M%HeGEtt!PhKD?yFKwv`
zgtM1)gtNpV53M`}0e8MdwfBxN*IP>kv#EeZR=?>OQOUlUQ2DR#LTAr9(XD3%VN7#O
z=yrY9*6oBntt>5`*hgqgUbS+Etm{Ua6!JtZaG}pF<+z;A`1<LhMgZz11oyUI&wEvK
zpw`I+lvYHfpcxB$F+G@|SG#bc-Zy97_r1W<c!;N(-mbN0x0z}=t-kFgxgSiqk;ArT
zpt>WhM|qc9Dc19ZI2W!!E_<0*>!<%MMsEfEg!FQuw^FzFzd%7bHaA?aC->ItwpZ3a
zxLZa;Olp;lGrrF6m^8d_TJ5VC)gCQ><z_kN_4-uxJMOzgFN?KxFYK=^o@O?B2mLS#
zvrV`O5rjPVA1&IIPiixJkehm8r-R*AC1#GbpNqHKF-3xwK=wpw)}UCA@wK}R=)ip#
zl~sz#b3L}4F?1(VN-5-4(e)y}EumOSH8YvkeD~9jR$tj?ub*wwLZAPdwwbkmA!gq$
z>GY}17sBr;#```_i`3e(ER$~S0{za!)6R+~QVu^XFo{dM(xx(q@Mc|MEJJ8*g;0*s
zw_WJBwuZCl$6HcvBYDxS2O=U}Gh7^*NqfH_@>}ubHD+6;4%*pPiO_0^9K(_bKA8$f
z@do6c2S7$34%6Uya20eG?kQqt0^n(SMT3}2W_wk;9+_N8t``db8&u|)<bmgu02xy}
zOIH5R7?Cg!uVYY6H(nq>?wA)Mk9SaPM#+Rm05S6%mSI$R6&3F%!e~6zL8HJDxZ`kE
zx1pqo@h)V>^UbMxM>}eQl~O${dkCQ}!c;O_Ia{xRGW1-ogy70|2-F%uy2*)n5?@C*
zH=bpEqS^AGFxX#+0CR@4{Wod{xW^;T8*rQ+K+S*!^54CC7B6Mu;{U*t*a-20Zirz)
z#q|q7sdmmIVaOYJbzbK6y7&XqkV6WSZKwYrSN!iwj!}47d2qGFz@z_})4>h2UXBMc
z{2^+9-~rEgjB*!+P9m|v0)J>^1rEx1=!3;ysxBtKp$}P^Ph>NU!-o}iU)*C~Fby!1
zsxDoT>57QDUX!<U_0V)lWV$?QhV-+-g<-<@=|<6&D6?1XzJ)$Z6ExYAUsOc1<1866
zGcLzW*{#~EprdkA-bIoZ3Pyh-?M8KYCiDXUQ+|haOZc0tn6-T6GlNETeC0${imT1J
zPhf!;Ig}!m_P=S@<TWQ6?KrtK+FT_TyjySQKPb7>pZAj^cy(iIHD*9#lxNU32i3OH
zs;@alI_w>9n)#%nV)Xgri9nFX-kzTD-i=X5+N5N}4cdIMQ%+?cSz^?P@TNVPZ<=}g
zZBEJNj@L|(c5OFjxmQY2I~|)K^Zr2kV&&bg?e|^e9YgaSa$<1TZ*tRIkfqX^I~kYc
z%Bc5DTkS$1CQeUoC*1N2qg6VU&5-0QO76y~vW9M+Pj{_$UzA)?ra)AhE--S{$Bc(x
z{ixk&ATs@`7#s9j%f5c(ZOw$%X;=AYrtp`3bISSyMV|~ElWd?fCX+dp>_*mSufyD#
zN{FjcOr!uRjeL}X?}Ydyk=jDEwT`M#$emyTp47at-cX%Abewy6kThaF{80;<q}DQI
z+=O;tMv<X=?KE?$pa#jEkKT8ebfgFB6;CqkU0LJlnPc9E38!Oqi^H!rG|32Gyxcn$
zsoyU^O!R@~tlhP(TvKiIT2PXA;3!8o*BBM!=)pj+i5N%!wjb%}*w-to7hvL%y4^06
zh)e=2!3}+@G8={{8s0GfvYR~fgKkwb6|g#0dWRw@GKN#rvqk->sNFZWxE>VuN=cLG
zrmYJM@C_R?QTNzJ>fIV`5!fA^FAZ=NlXD-dIpopFEl*qPk@*o5oZa5Dg)v(V8}4TG
z6(o?hjpDyLLf#v%6*Jy1Y)2qNnWLynZ3z-lrw<xgZHa6qQ8K?EN~Pb<Xru(X*ACEZ
z&Q&y|OvbvnXS4Y2d@Ulo%(T7bF)W4_+{qTFa?n;BSbb3Hvm0M~6=nLmH0eggD^SmH
zt2Tr1BX``n)iXwb>zdEYTxQ}Ou#b4&dasc#(2J>{6XW?^WpUVc_t{{!L}c@dh8X=j
zKEDs|&Z*6bebS_O9T1xT^rP@P<q~4Z$+aT-q;$h{MVq~@hO5_$!6$DtCADUP*`8hP
zo3MhJ>Vqf*(UfHT7ej{XKZB5Rf$xryIKZRQTI2!q9KggSEjFXG8WjTSm0jy$yUL|u
z!&5>chER`frbhn^1qsIW9UmVTTYi%o&hv2d=&oGOHF{hO7b+aoo|bd<;HdG8sj_N|
z3~lPMR%>J%LsFmiXPjN6u8il5LM(sB0lQj}B23ziu6^>b!(k*desf)-9UcfXbDeBa
zgtsfIRTpu&nkU)zpR=;D00mtf&ziW_^pJd>CK0zFP>3U{2joEyJpBUlKIJ#j0&>JG
zRslplkJWgRs#(=C0A^VLTxzR<gaw*~2~ZN8RW1GVT7RP-R*l~$$Eg3TBtyJ;^sB(x
zz*`bC6EOv#iYg>rX0*<Ey)aTTSp7zAFO?_!$<)P<vVBMwHv3Qx)u_S_bjDBd_yu^n
z`4t6(=&ZW0wQhSSdpNqt>so)Jk4E<=>Fg&{Q=v*C-|rHNRYt6v`I#)(r)dW$+z%+G
z71t^>bw}BU%=A@F>t>`E_9Y5m^TLeF+JU;;+PP&`27b{XoBTD~hW^e^sy!MWwA3Zk
z{ujbxx)XyRQ#NF^I3&?i=N;ZSQ5TpA`g%I^RkW2wqwyOZk%YzTIM>Xr@H?MMu%hf8
zBCwgew+zh)YY|md(d-=P!$BVxsGeJ&RjK`brO`q|kr~`M3)+!k+07?Q3$2l57dkNR
z;)L)DLn{A1g2~V@_DEE;_iDL#Dit#qcB}Y9@tFy=L72|tOGOPDUwM<6C>d<D`E3#(
z;v(mubO?OO71Zx{V(rFB(GM%He~Ddt7R>IOYSa`Mc4~XR1R4b0Bm`oQzaR%n;dqd%
zG<Ci@ogeVT0MIIQ#PtSb%ZTNN_z_R_z-u2PGL95`<bE@uRQ~eX#z&MK;3$u~dVk?!
zz4?JxKa%hPxcXxk53n?N!f3?z|K5z$d=W2=mumn(<G=mzjj1RI6F=gW6NEe>iTwB0
zp~G(Vs{D`LM)9*R3QPSpN~+G+7Wk|)PjI!0%C_F!rTKa1Z-+WMEWt+OzX|31&&oMR
z+4AqK8H`~&ZeJ?=OX>2V<nb7+V=Z9Nu*^R?6TbWBB>qoWp$RJfP1T0r_#f%ZwZ3W~
zeVHkK%8eFz8&mdt!&oy~zU0NbEBn@_-R%!%a`YX($qBW4SeYc<dbEdFhutX@2>2$l
zIaU5+-?nhX8#BrzJYS)C>A5<2p0(`BN+;Aj^127|RRj%vt2N<vgXtnU5X{KBl<HTT
zL@}0iO4?abr9iHTk<91JNn^)J3SyQ^9W>pmoeQw#>uXk?pC&1_Zih({J)ODJb5PM<
z_mtxC4$Yj{ZA>(WO-q_lw|iD?8;<(poPLp7A4~BYB2Etfq|rY5=2zx9bAGcyACd&G
z?fatyZR5|a{Jce6F$<vJ&{k@khAHl>GR>J#GcjkzRW(k;RDdFFUNW7se<18e*hsw?
zgZRxBc!3RSMzYte|8Wwx`J?ZR9=$KilhjZRc_|X+7TLps&3mI^R`3*5S$$M#P|VUr
zWWakw-)#ilE-q3e+Q~D+EHD7+*_e~_3-ZIsF&>xM@^OmkOWH21FxlA~>1cXmR)m4n
zxaa!;QoHnAL05dCt}+4ibV23rg`w?Qbrkk$pWor?YC2Q~X?Fmg4rhPMo&ii;>YbaS
z)&2g1=rY9HD^@!}vcc0_xZ<2L3-5907vDDP)Tf?SyiZZ=U2UJ9p^HK%hRau`5&o-N
z&V(siu>&@N{1cP#y{$V+kwrK8&WnU?HkF~zr+hMIV0zt4m`Vuyx`cd{SO4mk{$SND
zxh1%8s)ON^zNrI^pe!Ln`aK#K476_6{DK<gLt)!otq8}}m$owH&$FG|A}gZWx_E^t
zor>j%*s#PdQ(}?RisXT9#6RWlPHa-?B0a^fbu2XMXBXQEs(+m5E)1B}%nQujE?IfS
zTW%w3azB!m$iLb{glar0-|U+(H!I_}2ifWj?@ld~n7qEN`0g{o(3_cD=g!rq+Mo35
zR`Lr`Nm-Vg+>a<LP2XUwUb*$y++9o{!1TCXbBHk2su|KghtisJz+GQv&p>$x4#Pvw
z6(4R@3A<7<?+skPsSwqYF(7SXzyGMds8BGgf`kv=Ci2l?U^va3f*oK&soK<@Fu9@w
zaMJXDbx|XoEgGPE)H%OpIi@w1p4p{Z!7w$^)T#rLzM!WGW@;V{BRh_1IUY~wE=7lq
z4e7{PSkeAyrhn?cdhto8$g4!Ivzf+P&6gBaiRx72_f0CQ#-Rz9aw($ROY){E$(G~j
zi`6UNUV1T4|2}vzg(-8QCr5ukZt53=7QWcOnl@U`l$0!o``WM&xu1bMzlF_GTB)IP
zt1`QuG&$n^>Bbm;G*5k<_}VXsD?%?Lf#RyaO#}KtS5shc+L>%_$*rqlU`8H*1`y(z
zaMU2<c?141EWkoRHBEj6R}~NR0vchJEJmntjM=t0cfEaTh!8DFuN5{ky80Jnk2<$%
z1tecvI(7pqrHGweFV|<|4xld<EUtz3k0PbR9rbYT?w_A~k<UZqEOYNWOk8H<CD}&8
zdY(COB>5yJdPz8W(bT)}^r<THD_(szH$HTpUS{m|EEvl)gUZG3cgnS3(yHkYzP}*d
zF#b}1%CKp%(~XMbRq%ozvG(;iGToT^FTL51CUv~`+!uK#qP12;RA$)qDDG%xk&T<&
z4y-qY>OD7&?knJ8FdY`{3mm6pCvP>d2`_P_ptO=3$&f!J4-%e6_*l@~A2|O++%A?v
zoUbXT7^|JoT9(-VY7jB-R6NI;iJ++4uHx<%xpmFpauiWow1|{5Yu+{^<&^HVDpD*D
zvpMdE3U02>-Ay}-lRVtOuUv0x@NV>zZygB{=l4h#wz>REiPPB)7si{!i$7l6v_Rz)
zyIpd4IT4!NFtOeJ1iHoPKjmUiTrmIHVhR+~yA(LCwOB{xdCgK>WbXNNC`}eYAL%zA
zU6131Je-m1fnv@J&#H~|;@*@_P&nM{kS-b`(zYk4ls#DA7Vj<@ESH*Lyb9%AsBW9R
zJew=0fxYejvs_?WoASKz{CwxvQpT?}zaUQhTVhG$1wo~k%C<R|OCQn|hFGQkke9w=
zaGFu}Gj`=iLEelWiIM6MA67Y)buH<`NgcLHf;ibN<O={D|KP$W2XMe=w7A3Ojo*e7
z<A@n=FOA};oB6TipX-y2xg9z5oE(D}vTl>kRo<c8Blw+#ha^kSKF-t!@a-K2*e4gm
zrO(H2Na3Bm;&nD-t4AjMpr0*4ek>9LTsRL1;PB*@gp)w9;qtj7)joXE4a#8nPynRo
z;4eHU`qD6-(}JHbfX~{2=BnILEg1xWEPpw92peAh5AQEQD({~3-;qb>{>HAwdsiC9
zI<(eEvz3S+HBW}Uy`Y9l^R*pn$kzw&8oD1W`zCR;T0*w3ms{uz@QDX#^;XiNT01PJ
z%3hCTEc*+7>^t8JRXS8=G%}^D%t5EsQ6?Bsvc!9F>bMpj5YcuNZRyqR5DspU6Dpzl
zLrzAge7{og_9;PM$ZP%4xOsOGM1vm1S~<~990!WXMw-R{Re9m4URxl=W6xcW##V8v
zz?T)`)o|V(7qf)MjK^Y^p0RpVZgB-m?re#!BpHnIz?r9GDGsKT{W^j~guW_#9&HIy
zQ&Ov$jel<`p%X`miW6djh*tWybrzICsf_wdQ)9V4np%Dg^{r+~2(DxB)KdR@nDYNA
zL;;}+m?wKI$PMBawX>?-K#?0C!2F3<@Ky<gC>DDR=3petZ+UKfj54ty2(Zn+^|}8F
zQr^C>QHW&Np;k9|ja^vl7wB$i40pMYQctw+w_Q9<a%fFC&(2y67mu!8D|B+_GI5@X
zKw5>HHr(F5^c0!n*y!&@r!`()<n(gHab%u{Y9oB*313Tw@q|=SPeFyay4TBs(x9#e
z7zY716Su|gUL8{4GQ;Ila7gEh9%;{}+;4I?nG67i;q@wRizXLq8BZ?Do00dFti+$S
zt4?t+H=2A$<|os)u!$7G7*Ab8U&!5sDO3)RE|8Qt?+>sb(oO8cZZ6+$yB#bMv5@1u
zUK7g#o-Y#Zrj>#<iO8x*Q@Oh>swQF&h8SZD^7*Ye9?4|T1)8aNXhLRUlwyn1C?c1n
zpD>V*e$HInacYR?i=1_yihTWL9Rq83yMfBhn5=lJOl9YxZF@V_YD*BA#xDG*hm%kH
z;<xg*3S`@wwAm)z^L=z`nKMZuEj8j7%~Ff}d$bRGt85>hlyW;!AvU1?tvrZne4bTv
z_L&FYEc_aV@2YUe=ZBvuuhWXZtG8^tk4E@h7t^iSP6hV@MUbr_S1ScO)uF%4xbo?R
zo1N;4+P7~(anA4GaqYe*-76?pnYsK?Jip+~zWHp=$#8&NJNMx8WM#QpUpx`1#d+4R
z=MtiRZpB}8(JCyEE$liKWfkf8U{4LT4z~jikYX9f-#=_z7erQR@WF4^iS(xnAIkjs
z^n%t0O`awXl0_SMS*kIAsbY-wlbWl3vJle9(~8Rig4IUSiHn8%{2yo{ONsB(q(jD5
zB`(_oBuXPAdm&Ze9a)hSHWQ8BoaZIq9Oi;_m7m|%6L)!lYIUMWVVsMJD2h)66L!kt
z+baVs8Li+}Xx4|gE>!EB92c26VNc9Vo!Y<$MrxL>2scKDz=_3Bt<fftCW`NmHzabm
zO7+E_546&~8UW60QB8s2ebYvVn%3$x*SVW}S8+d~FLMRk>hp(sXPlW195V+8NAinc
zDh*l9d)|nf8&$N}hZo-{a5AjAqk5>C_nlx&r2@VMC6ZBOe!vw+g*4IhFS<br+>?jH
zv)9VAO?$-l(qkVtKH*K0+5g~n29;klps!j%Y}UE<XeL^$V0qZJDprVU_d-%(!EKo@
z*-vH4pCV4>te6@U1`;#aW?xRzO1rH^r<g9Q*m8+MKVeB;M#&iRy`IyFm3E=(5@J>r
zEY9B~5Wj&!>@$4G0B~o3Z3iTVSmECE7(*IFAjql~d5%V=fz}-)1ymt{F+Xk)JUo$F
zP*$8*8a&_ccscHNL>T|gAFjUXMhO(FB9e&?4Sa>@htFHo8V0umY!AlcOem^U_BBa-
zUDz@(*7r>#<g(}H$(krIDU4qxI{O)I#hB1;pA#B(y!0!2Sf)+MLQ4f0(T6>tARuAW
zTQJ%&WyV#965aKjzd9welpo+-m$9tRx*oDQ;6I(}t?d{`o9HknRS??yCau%6`#n|n
z^btz(7CwQjrzTj{J0<?NvcQ0w%}9<V6uhSPSE*niK_e$HZh>kVL9A$#L2h5W%W06s
z#p&r4aj?%c?)?=wZ~nZH<_gsCsC>C&=!=v4GveJ9yjk$-g&`#m$<U;yX^iN49tO(V
z2McI{06x9*CfqloMDt{X-dad*LEP+COhmKV#K^}+q^4Hdgzhm{dat%NHO}9K5QcmY
zsi|OX51}2edY{cw(nJ4vM&#KfOaHo>W_K<{e0KetZ>d(-h0GffPIUow&~vsbJI>${
zN=?1!RqVbozF>hN-C7qCUq{Zfi7bM)N7efj%e?t><1X^(dxtTc{Gt?nm@wEYG2s~z
zoP?`sCMw$V4#41PHT`HXZ7zvhRxTf}?X=Mqh=uMBY|?~G>z*5^8&>%ew_|F13+h_#
zp&dMiNt`mJOK#-lWoK*pX#;1;QbtU!`|h4I=Fhrma*9EFgYbNFgYYc0y=;Qg;bvn^
zQTMpE32Z>Mg*N0>xA!An3QLj#Yd68-;Ppl(=+}a$1KfFz{u}D&k_j<{dwo*Y249q?
z;~7l+pMLF1>hYLLi?FVo6u{7Rp^7})-gd*s9u8;)POO-}SRgFcL+3X1pNbjh=gAOU
z@y|agtPiTRfkgMI8q$*pWQZLNf#lvB#8Jy23$B5V$32ZdY8iAp(=c|hfvCh&g^dTu
zK+@y6$wc+|j=+1+LinpTfv-h?$^a00|1${fMk>#r^1_kMX5Dd!asw|ygrDqsJQDq=
zrEnChfXGH3UwN0nS0`@#cNIFKzt<x)tEvimvR{^$7b`d$QJ04`S!R;tKrR;Tl$w1S
zhz`GYp_9##<=vEqtPPwi(}b?0p+a#h=k)9slxw-WF1+~Wz<nEc;RCMDxSFgEek8i1
z?qq*&$Fs>YHiY9X{(=_Dc~=r?hB!<1kvlmzTkiL8ZmkLpajst0&1>*<7tdHzc7pgw
zblR?y8=;J~bW5vEPkkrMV*1%wB36(F?ut4dEKNz&l^psYMVH|Px2PmzJs1-25L9<@
zg4jik^RQfX)PYqc{9HZL<Dt9EBqSS5Nx=!Q{NYh4dsCYF@(d2%blXt+D-j!~MC&Cp
zjbCfEf3!+lzR)$QHF~|7*{T}axl59VWbCvf1Hyab9Li@_qA3Nu`Djn~n76#p&J(w*
zAYm3Q+r2}u+N;Wbl9uG^Uo)EB|F1Oi{%WlJJ`NDEe-7Fm$8#d_Mh|?&M~3gHxj{c!
z1ezO&-x_%Z4zPcVZnS=PH-Pp_woBXngiQr$<vQWW>piRUEdD1Nhrh9Q-J9zd#4N1&
zk1mKhB)=o^3ojwkv`M<4V{*r3COx{hTnBAN@73@f@{_JIwtH2xMX{(*a-+eWbT8P@
zmA+B6`RanfkjVap6+Pu4oqC&BVRh9>&mx(Nb3gG0>IPboS172f*$2+tDWRFL37+m&
ziQ#1%yW-6jLS*f_rMVy2vvH&Cdg3lQm{9qwpabhH^$X%c8hY8EXG10nw^%QJrzFK_
zhwRJuWOM2m9e=4eJjx1BD0|WI^e)PMcMw!^slyWfq3OaOz9_lo=`3Mtktax#g<+Y|
zEBmmbWu}YWe8TZ!Yd>hOH3(4CVwdBwmvPXQ!&nMec}i67X_d(JlJ3mfsD5S?%-38*
zddioNKD~~&Xq+TXt+TiE?Y*`BY0f0mEXr1mvBDkA7GpEgn>W6bLI_cr;Xl4;HM4&q
zP!AuuL=$VcHWVBeR<b!tdIxdgngg`>)8~^FG5vLLcbD`M$YB?pox?{1{V4>>Ze{&?
zrpjs8jQW)&w<R@2WnZo8#RxUw-kb}UyI(3tzD9QENG4^vv|F3XS=vP2-S295$o2B}
z+UDNrX7-{XAT7q;)KayP(@ryJIe%gFeZDHG7G!fhP<(?;3o)>Pm!_&)84=?~G^OAR
z@6AWjRMbc*a_sHkss?Hm1>KWZkM$9N3LY4Loc~+EKFXg6%&rF_33$rC9MPs$d-%u?
zv?A?jm`wc><#gth*IzIn<<RPEhSQkxtS=|(v$fOOE8l299f0BAU-3x{pqStF6=6=t
zxUkeZ+B?~n*Seb9OJ82?(Eo|hs;)Q3IM>HS`+S&wn^GTGu54f_P=9&-ofFhb`>TVE
zEc%tA-IN@00fs)MYYiH2a~@hQ8nV>wE~um0TXdmkXjHVKl~?MHp=smQNCUCS-p4@E
z7RWu2<YTXZFhS{0WkL7QrP(msB*x`BJ*WJ}@YNB2DdEeksg{&*k~vNBDb@iHC*92e
z^JsPAXOw0I<K?>a_z^YANYJdb0TAi$C3xj}xoz-)C`=HTi>#QQ;u1<-G^KmgrmC5~
zOnJC+ulD-SgRfAy5M6^91G-5B6ZP-_6rf2rtNyWH7jS0czQU$4@i^jU+@1WJ9VLtL
zs9?+j&ie_16>Kj)#fa`WJo6Q&jH6jVpu#bpIM3f3gA1Cb+@}BoNx=nlC1~k(+y_a3
zeWUmmZ_A$e(X`WrV8o(9^acWj6b5g_*Fm=!djW~`mNGgCcMfqD(P{tt(*&L9UUQ;F
z4FruoD_7)JtG+C*{G$MSd-83!Vc4=9)AR=XT1hmr7*qg}a0PJ9VpV{A)u#Llasm`g
zz#xEs+_8IKY2s~`STv+blOShQ2ioF~x-MG`|2*}d8yQ>sZeOW9YepPfEsh64=aS&g
znIZmsN<P(HwO&5Xc=O7V(v8h;9UtP&tv<a#ce<&6qzn3>1ez(-pmzQU@8uv5@tyIL
zY&^duDBR`c?O1>+#ZliHELf1V6W}+Ke+cSLb%2lY$5H-ir~kFVkskkVM~e52cntP&
zLjQwr836%(8YdtF@a0APKL5>)AOBRRkYxQWMy+mV25-FI!`f>{7Ex5-VK2uV2f?Lv
z+9wdg`hMCf^18}CDp7ELe9<;cToQL}hjFE`j&7l0WpTDRc;*30{mc_;?sMZ`1WB-O
z0GloN%a>l<?G=^f;e4AX82;{u!%xl^ATL>!<c;+1EDFc$I6FJ!Bm`e#ew-L|@0t;J
zCW!=O@y3bD$dt#6F$R^fY1%9m*<^)+ot7lqtQn%qtG}!D_@wu7B^#<ec6#jOjC^mR
zX0Y@gl-4MoLFgc4AkAqw(Ou-@clgaJRDbaVC0196EXy)06@FI3{5g)MdF>=*pQ_hp
z<!+m`m^g~BD9Bc$Xj7~$U0dLz;p?P%zs4%vw7{88roJH5NTYyL)~JJFoqjW#|C9WW
z>@t@vMh2(258F-5o)SPq1~PxFr}%%}=Kqb=W5W+?Q8?1*|5wN1IKMw?KM;U0lelWu
z3N+t-tM-qX)>M)qnr7_(QtdAt_;=O*@fc~LH-eMX;dCP5(;;5hHwSd`e2c$7iIjb4
zk8M*$>D6Uy1sH7|pgK<EQh6MBb`E?Mk>hyDrY`bI%s_Od4J(JLX?J8=Q3{=W`Re`m
zrgV#F)&A1k86ndb+|lgh&#5~!MvZ5tnch0B@Xz3gOq;Z)`t#d0=uRZ1E^#9w1#mPV
zJpEaV8~z2^&UDK=oURD_=}d{`;3UC$K0-{$gySwyc!EbV3vmEGpBG>cW7&gj`bTg$
zutSFUl+H?A;lwTgy5z|Ai<dJs9;5;Nsha9e#3CQb;T8gndwwiLd3X}^B`QNOun<H|
z$$+R?)j9w*YDI%{m#l!!83M82>#E-h$M1~zf8Q4z_g_1Mg9$C<6dfJ{$d<}>2+sj@
zEe<4&WF(S6F{>B43+x{-aZeY;x9E!ghjahi?(1ZOzaX|dT>rY*ARa6t;p@zS$pmhn
zZ&n<YYuBM|ad7Yp(w{6&VFw=4m*P9aA=#`u-svMh<B(jzSOIF52@Mb5#oNtDVYE-3
zewH+gcSP=&FZ8pbkDWA4u>Ac2A>7s9h96FsGO|t`R)ju5GPF;E!CnmzthB++FJomf
zGI6C@v~C2bl@BM=te8NnEJ|K>1zwO`H)$@)F4kVxbmD%T7KJ-SWVd$RW#7vS<6o0#
z`!d>hZYD=)gx+YlkqmO#Gcy%6zo~JQVi<5su0|pc5v+K`oodCm84|3&X4N(}e*cy{
zT7JuNqE>JP`%IcTu?RH31M$TwPQ0XFlm}jv@o3WKap?-L=#PK@gxXBl1A`}5U(20c
zgQ>kq>!mZJCK%CnKq{eW%3m|_c*ORa`Dl7r-GP5>M28G4J7!lPs&|L4u{%?TPAsWz
z(rg#CzI77VRnEh%#O1^i*3-rNT-P_eSyBE;(Ug0PI;ksqe>=szdRhN@Ak237y3Y*t
zZH(D~QlIbWzWVyxce@*4yae+;>5K(OuI)hvr^V&4(=&n&vpQ5tQ_m|w4g*wl-ygNZ
zpZotA#|9L*K_Y{XTa&<myc4Rb(|C)Hf18cXO6E8lK7%*nXCor;20tY^`8aQpQ%bJK
z7g_Neg0u)ky#zeqH6WskH{oDx;<>O`e1jIKZXZbt9aV9`aq!OIXgU^f5f7dpPayzm
zLv;VN=l`KLbUbXp0OMIlXYXz6xUHx<^|Zj(T3J&xQr6m){fBMac^yoZD@D<?GH+u|
zp2Ga&C4KK=M#8&{A;^*jg61v6c?`2G+I9ScSnfCZ7?+@HmLzr7=R+zh8VP%<o|}FS
z<_kJ;nKa=kgd37@vYJS<Gnrc^ub%GheQ5#>SqMakH0*b5kB{&F{2)a!;gi}y##hi3
z9vo5Q*Lz@g*`e=5CV5@H#R-2h93b(8dr3pAswhQlNCLM$5QT~sA`N_zt1nbjprN5Z
zABaDEI$)qP3qRF;8J!%*?(s4}CF=Z{&rqu7PcE$$?GQ$*#)q4_P?IBA*8kE*|0Z?<
z?8edF;I==%@Ee;2@L9jdCLX=;dk)vr*HvfuR&Uo<vXqqdnY(om4&}>_Yl}TDWq2kj
zN`QO}EZpbG_5Cx5+58Etw9A6Dz7WsHvO7UAnisCLz`96PPi$QR6c6JnjKBDlk%KVK
z6S~JK00=&Mce{ICwHOBv^FxxvrwlRwdPf$^0cxIzPJJ*_0Sr%{W?vA}LTLKDW*V36
zLZH538G&^T!A5=j1@TS7T|jtNEdu0hSPueCvzfvP)%3C4=@#<`7Z&@k3uDD{Opq{@
zes4T<YWoGLgSGeO$6cVbI&g$a$f3!qdE@LvoCA!(M57Sg`FKJ^r$NYJ+0lj`-Mu2j
zO!clNpVtwnPY(1rPx4<7_e}&E%!Rj_wAeo*fFnHG@QrHMHmRuRiXEjhi0@{;gO6>2
zB{{yv^9XRrXH_UB3*6Q6b5SAbV767R29N>9UdMq*G@%wTDFW^u6!j4U{p$oYlll3s
z_d=fT&%qY}QK80c67kpB06_0_kq3y3xhF7`_?ro*l!gv%36rfvI>({^{Y_cy^>GsD
z<^^y+&B2w^Oi`;G#>;+jHAmWvbp&D0iLK?%;06`JeNjaQyIcy2Uv&wQGCMjfm4fV!
z>)HJ=wMA-7$mHxLU3IR*G7xpvsZ~uGU}SM`CiXbFenHObiK%FDTst>+U*!JK7A+=v
z3c61QmP8d+kqgU#JOzSvZSZBLfG^W@;fEGN!{;@Z1@j^o<_Vk%eEuSw0{)m?V7;){
zh;ISLX*2jPV)l0Y#j+@Vik62YfU`L${B<_4K;lm${&vV^E&PUJdCa|H*Br{E2C$+Q
zrm1?4n=HdkEptLs_XOLYNGwY`x>6VCOc4{m0HX?ozkp;!;~bEjdwAm5(B<Pn6Zv)2
zzzhOJ(~Sf?MfwOQL~vB%NdYGQ#5d+FW*URLL_kOA+c&gb+&5FEk27Si%lu>p?JiZ#
zOjBmyc(xBs13_lBAeV~~T2UyViwtbeFk0W`GTQ^%6B^=L^DEl-(AU$ZM#A~y#d_UX
zyc!ngm;x()L1Jxv9(IbDh_q2RCY#Cv@%UF#cY!9bB5<_dfX`0(!oW#m0?=gT-Rn%<
z`{N4EZx5O;SMMK$IORON2Sm^Dy)Fd_@_J4H2tCq72Zk8P=z+r036MQr{%w}=GhvR}
zWxu;*?;1cqjhoI0uk;4Yu@va61>$R0pgtQ0yujIRwG4cN4b-#f0L}~S`&VTP2<wAg
zk0j=f=f!}6l?0eD6LIv{|3Ss-#Q#V*`OA*}v8Ukw|23oJxAnr$Ch$1M#;Eoj7h&+T
zVUK3P{#BkihNiy9LsL(X;z=f8J>aP*Pw_MqJeURym^$|CC%U^ywE#l}^s6|jk7vt+
zfsX*x`nz963V?8+%mbvFqx{+2k5hI$lSOqJ9Q|mb6)?N?cznG7ks&^Y&Vk}`;`=vv
zwESuL(?n-2Wu0y$P}I~maGP8(PI34;R6xcz&0Zi_QnX8sl^VoV+$=1Z9Qp~Q-U@6#
zM)ujhp4F)lGdfI$XCgWn+27}gp4aOw7j@i;6`D)bul+oC4J@uxDdx3RHn*uG#}1=w
zar}GP4~4Fmj+wom9-gWi6#uTAwz;AcoR*?zG=MZr*Os#o+J-U8ri-51r6!OEi^vyL
z81Nomn#WK266mWI=7*eKaoSGOH7<m^+?eOL;JbJRB3OIYiRy9R&tDMmxX-HpE{S(C
zCnydvkN~Lj1w<!1kdeOnTMyT2x@w;oF<YmH)o`Ap{waG~gc3*72+Z~(pz(xLA<*iG
znqsu!;fbn^=Ulj(6&wB>46P_}42%glhXfezp)}B)R{iHTJMX^GHWM<srhnNRnna*-
zMV<grXe9Q1z_AW(V}SUdgKI2;827v_207j#-?O$Y$1G^??&3K>5{BS#?vM5nu}Z-N
z+vf)v6jlbF+u00c5}Fx+dZZ-4WkGA>@0SJit#N<59$1x%Qq6*)JJ_fQf9;5)YY)fK
zRDn~UKmJ@A>su<%HoturpVGz@;XK6mZeRQbp#e(U7QpUxf<nXf=inA)O)Mr>w|9K7
z3!+r%H18fzE81XnsPixD`<fj3DT6tkFBa|zM2lrw^!CxphqNq?hYFmc_^vk|=LTSL
z_;?CDs)WWzL!j_c8r$#RRR0y5fxrzv-{3eRJIdSHK)wx01`}`HKmSKlJV%$XE~dz9
zeSBA@?0~Pf?z!Pc*T&m7GMA|OWal1{4BdgXKv6|ld*GcXun`~y!h7dmkYMnY3IqTA
z4){!hZBd$yMl2@~paGv1Y{_yNeAXMlS69tc?NfktlMKa5LtK@mUGji4Kr|w@z=q8a
z#PPv{1!f)RS+&OoJSLR{RIN*o15q=9o;V~yY^YM=u7+T=ao{`&>o|Fk(bPR6>D~JO
z?*&1@nwiZo72l}^lh$N)q~ZO10f){SAJuvnHrKC@%**A$UQ^$gl3;|asvG^oqT)3@
zfB}s9Z5Dxf0;UXXaU2lh=hyx#4)nk$@X|bg*+77d%*W?CAitN_g5Xj6Xa5*Eunia=
z)(xyI{sc$zB7fcjC-~c2N8T3S0|dvxTgCiSz^xd8xgOxeT0B7P6*T@&;oEHu__Lk5
zkpu+RkLSSF;|nF1z|e-=vWMufju$b?eyd6uslm+e;wMH9lI-`PbM@BhDo=%C^{R6i
z!%c?CoBC|yQXe#~Kidfv3PEn<YUbYwGF9nBYOX7mI<PRl-g>rJ`x&aWY&Eq`Z@XbD
z>R4u5P-1Zy8nV}%@?}@h<R%W8xJ*a0qGh6qBuYwM3lvq~VqQ{b^97IB?}UhbsPY`5
zDFfhf^*X@flZEraTTtORX$9my4sl4p_E|x{0@SxY9Dz-2;)IH0MyiJc-+g0ubXMSc
zlsq{g`$%_K%GH1`r{?sP5As4xlbt6GYY)i9l~C|l&cuc@XpXR^1cOi8%{xmN7$f@T
zjaTK8pO*_Iq|-$kY92i;4Sf2^ZVPKFpzc#wMV^!FOxBcZYadR<F=G|@>63n-?N2LM
zeh7uheq{kg5ptBJu8H8ynAoyCgDrG{FUGT?O{XtJuHappd9YJxM}KO1g0JL>R42Rr
z-h$8XenVRcrmHSi&AuuC1xIQCkq(1FOgqK65KTj-K;)JU2$40z5vpyPHDDMWz5=Ln
zM418M#*N>$<%mG@JJUM~5I{VFcXo34Lf#d;#X9<pg_Gq9VAile@F4_&jQ@@Ff2`ZT
zMFao!^`kWo&VRHF!K7yVD(1d`&++l09{xzb7a*RKf^X8KUjFk~{I#@=-SJQq{A|fn
zTKL2WzbAe#uu$KV9U*Iv<AvW30tgtua>kF7$3F;1=fpoOe+v)rSAhq*98I~>ddhOd
zl>^K91c(LjA;8hKfJXpCRA3vtw}sdV$p(Jlh?W~z_0CG(Qh$frp>zNfwh%Yn(kA<2
znzt>^jK-=dGL#Y=93TwgzaT2ul3b;nrI?(ZAg7`j*Vd>_B>Kv-=&427JbVCP9ZNHM
zn1=WN79z3db<LwmdCV*)Rw*Z02llpd^|d<fxG2Zz&18lW^?wMczjMl1los}HFvEYN
zU{Ocoq_vUzhhR~&H>?b~0lI!u7Jk_y!Lnz$^RQ6(2T&FykPCe@Hm?0xOU}-YSNe=;
z$yg}?++jb>xAO9sDAK3Jc>iYMkOlpm;SR9t1eh4bL1Tfu-W51s=bh_AjxIR@ShUXq
zq9<)y+NKKirNHb#=x2=9#+0*2!X!=#nq$WV#aK+O(r9WHTr6@`tZy2(!8I+4$5+_3
zoRua`AZCQneEg7^Hi|}^9m3v2Yrf|&7r6^WoSq1Npq@26=varD*+G4Uq)TN5y!4}3
zCL=6C?iQSf)FE4!8P@sf*2V;*tXt$XIJ;6Ry7Ot_%}+0Pob29!e#(m0>pYT=Y2(tC
z6*ckiT_tBV=lX&Qesa?EQYq4(p$R1<+#4Xwb-7iv8T@(bW5%5dNk<J?u_t12S=fq<
zj9r$VpRe!0h!Zf~YdvaolmV9yt|xtxy?aRxaqI5(qG@@%sltZ<0Dq#Ip7`6N);XJd
zqJnUG9UBx?wLKlb&k*_jc}h&<v;6mI&%;9Rsj9{R)Ek>33x2_X(c{1#|0$y%0p$J=
z)xhI~58ET~psk~-4F~|hrue5j;sbd6B7ikJUVPwTz&{ZG$3OTK0z4CV&i3&nZtz@y
zbm};u#!n49b}IO3JI7BSct=R_;&=FUG{q;btsL%At*9H&jvz-yhnFWymJ-9p9j`>n
z%hA&qh)R+W!78x)ecnE(NIR0oXvUpu9R|EN<2z$E;{)h!bc@*AT{HFNk|+rbju#j|
zl*BF)`rkLcrY_C#Q{s_uxc2^pN4e}&3vp#%evg@X``NoO{CgpnpFNK2`;4lU(ba3%
z@qQ}S_L97}Zj0b9E!GMifR<9n4P!K(Wl)w`IWQu|_R#y!-9>KtFN$zYR#?>c2pPX#
z)(@PPn={M%yv16wLz`QTJBe|>*TATt5T&s~*EEA_pIGpJE>h!PlCcCU<xja4iy)M=
zJ8x!du@E;iUfPRMnD*nl@hXa4fBxR}+m2~1L2}<mtp)}OB^dZPohb59&UH?jpLRQ2
z3=z~OPx^<NElE@f2*rK)sz<by9c>s3@|8I@zT6Kwsc?Sq5s@t{c?f$R&Cq!*+TO`7
zTyXlX0gF%Gcjk@jUtBa$o4TmC>{c%C+Kk%rb+q#gNWR>Kg!~Bb_|c^mL+Mi>er{Po
zKV{@YDl><Tm-M#&Ak5eqrCk?QXm&^7!bR1@xtyucA{^}_$|VUVD+O&3%)jN+BiDMY
zv&?=jXE`cJ!|$2<=`*J$H*PL?l@sJ*3g}EPCHeO$^;lWftBH9+!ZD;zt+!x^Y?mwO
z3(?Pa--+gaK6j>cxa1aOr5gW{8kU4~8@^>}FBO&%*Vq13Tp$$NB2e<*VuyOhT`P0;
zic(-#IlpJp-82{h(qFHobse#!XSY6N=nS?ub&oXZ+t8cqczSwD`1cijc2L$v-*~@t
zfz$d*<9nAniISyV-wyc(<g4!W=&8oq3OYjq^KJJ0m}e6$f~*@7Br{Tk4YxSw@=Kz|
zZP_>;s&sCvQk+UDDvDa0XLq>h^0oNBjz<(L#71|wewF-{h*C^SG1Q<p>6|yCKuE<N
z3PCr61%W0re<ZMeR*1#t?&pE&6sMTrjLS0HarO>;aNeotha6;1jxop(mhAEhv^&Qq
zaOKP(<Q*>`k2%R{p*T5lR@;a@rzK5jsnvhlf`{^l6JyEPM0X~}=7Fno9ly|vr#RfB
zY*~Zl#*H@T=KgFu@rx$#Q<hcwbWU~t!h$50P}Di`^%%uBvhB77rs_TO-FDhJVw2Cc
z9kuv(t5-B_ISEzKOo@d;1|?Cdyp4kDOxez)&u_DtcCL$&WBiA^QoNn%GgPcQrI{_T
zyb$pe8=>8|+u{^jk4H_&=yIn2e8oJ~^8pEYUJANUZxPBIhwN{I_x#L#$gOUhNw^A~
zQ|{E9&p-v#@n5j8v0zErPiSE&i^XAx&isN1*-PqsB<31B>9*(Kzve0Fy7jsAcawzc
zx@JB#@l@k*otj?|gF^qYojV&%_jnpnlP|Vc0#z*YYJ2+&qc0AynVAxWw=R$|m^_aE
z4pW}C@Nt^(T6G(;zEYgubkg+owOdXv&Yr?)3}NX|hqJtjx#E#K3cgy@wJsx`XJ*}~
zktsEe?@I5OH`Sg=BXXjXU&QK7>B`prKb4(#R8!lw#)Ak!rKt2EpcIj=D9AwskpoB(
zq$^bfREYEzrGz5AgMflkq)HW~_l|TyiiVm1(n}C9wD{Hzo^$RU_m1)2`y-5m?CgZF
z=bCeV-*2rY<@@GFGx0?)en+F)+a14Vv~mZ^>tI{M-?{scKow?a0izmeO9Cimld}3t
zDF1`O@;*?F{$h&37z))g#xkMPtOY`Cae1SK@6wZLYTCbtPDm_f@8gYn819O=U;_Qp
z>OXpFHzf$?+$$2pyl-u-FE+(-Om8h2`5ZlS%1<v}oUKO$FS2aQQ~pL~DXnqWJ<@ua
zyRKi_ae?w3!s^-bb0N3)*{g*to2Nw|cq#!mC_cyiHLts9lj#nlZT->~K=6;|bJBZ=
zrYNlEBm8Ru+$+E|7!!RsA)$^rZF??cf&e5wu7Z&RuX>{Q3qD7S{D=*|hVLPB`!;zp
z;aI`FoTMk+$vR5?Nnu1*zV+P8lH*z{`)C|Kqy3sv>NiPd+H4M_#m@sc4mt8f$mWUA
zbZLqIIbZQ6t}vKjR}FjC`2=j2%V_YUgU!IP&4WuOuQH9;LKz;)UfeNUf0xI`)0HV$
z%?!5B)f!}GzGRrSU_o{LwmfCJjr|_?OXj8WwEQPOCBEwyyN2-R+ly&1^3rCUMWkX%
z6aUbwfJM}$yfKbYaHh>?)i@iHl{luNyzC?+zCQd0$4;wLO(w#vb^kTpE4E#~1*0O+
z6rDEe{(^G9YkrXa*gj(1LT>-lfr6{axr&`>Z;sI*qVBB8h4Bnjiu#DzjzlMS5_>za
zmAE$wu$-=Q(z9!Kx5-{RDJa=pNIV*?E>Au9qC?vB-}10N8t?X3^G&NVC2%j_72>rN
zXs(dtHlUe-BnwGxnhNKFAqRxyh0uUJ?X3bNDbiH7a~YXez!A_3erIMC=<2!wmCy{}
z&LN-<9#Amo7of@&2UhBiqulTKsh5Oo>xFh#+|sr1$a^G2c^mdr7#!gt++R|w)X2eK
zQTwGp<dF|cE6?Y=5_GlsMvUa#fVVV|q`tHMc~hP(s812&u=APx!rM6AH@-PS?WyEE
zpO0v&qbAOea*17BZl+8EZ#f%2elL#2e>R9+rUV0huK&3GqpgwR1L$GDTg%^-?C<P<
z*x9KVfT(#<Lbi<1*iR}1La^~D*aJ~mA0N1{YkJIC^kh+=OLodfBM!n|MoJ6+zI7W=
zTFx)MLyx$Eo+DJ(i(VyhI2=buWpr`WjV$rZ_LKW5eOCMYWctnW#8XAjF%uP&!oxYZ
z&aXd5`-6VL+Uo^|@EZG3vUKQ?TR?aj)^EM1tz7!qgV(kp>y0(X6SwH<U$D!7nkX;@
zT}=o1`p*OBNU)t-Dy>tq!AQs!=Wz|JDV>!&?x8SmPt}Ktjt=UX71o8(5X^c}Qy=R>
z)p+vT9=q%vvAjy;>tdq~8MQg?FvPqtr}h95{<RN#;p=!uKqZRa*^g)K>@#23He(yX
zPzfIyQltEEH>@iCo19eFm63=&2L4{k)nn7CsV7X?H1*qEmthnI+&sJcJ%)hh5YOu}
z=2jS3`Ho7h4C=TjA3j9^<FwUa48%9y!j~qwBCoU`Y!4x)(Yt*>JQ>LYgnS7ZUBl?!
zbG-OO%J<^Z_@OuHe6wRzjqQcU3N<u_MWjWiN0WM_df8s#D&sG_jXptpH{wW?Qv`)G
z`l##-Dv4MF7Dl*f&`&V8v%1<EZn=7-r2ona%x>-JOCI;B#QT<$DCYKwOGB1JcFx~}
zvu&DJ=mmmCKKS$5lP?&T<)tk?<7^aGRUfuZuc`>7_CHghFp(j03m$<C0INFVkN;>%
zaCKxigTL-#V9H%$HNuD2Tx|D3mc};!#LzX2YmMCDnfOH0(rM_Rbq~ciawLkCgCVX)
zc->TIB%f%wSE(XYF{?P`w=px4u&~>kmbKXNZq&H5JY=uCI#|ekZjfWANPV3(w6&gk
z%alqeCjn0{MAm!th&(x%{Y1@~Qz+AnEea_TcX=OstD>B3{YPg-xRO(K+WuuVB_uw?
zDR*Ilu|l(CoLiD3$rl~&OcY(Wtwm#dF3YXY3~ysRPT9OM(F&0F@wTT`((>$aLL<10
zCHk6AHaV7cE(VS~RznMv;*U4&wN9`NNULJE6J74Q_E1y1-T(2~<?PI<TMr0q*q>l2
zARLQr;%eVAwd+_@Z1F_JQh3FueB>K3cERbD5{bpr{30>;(^JPPWebsS0K2-cinF<G
z6KZ;Il=_uzmOduA;k20NM?GoT>~KNcmcMsB5Q837Q`y4KULud~xGv?z(4v8N*R86+
zFP9OWf|jG1c&Tq_-FTo>r(tS6#g0*W<SNwdcrQX(ru3_a4v^+Tb3M&Lal%xw_*ikx
zZ&MLZ7m|NvnV#(v!qnnS`Mj*brfG;2JlI1X$CCb~BsAE0Px4O(v1ufI2X{*9z5w0x
z?dZo<w57PE(k6L&rDNCE#lG&od0Vj{!;LDPd4!nl4B%Ngdf(kSJ*Q7)aFa&cfFK=@
z$$atNI`Qr}qFzsDbGK+w@RKyDs7m-<RMm1~QzFGd5HQeOHW=io@?8~+4tCh6nDH{_
zstnh@DZ@_4r0_P9-=5D19A|ChOwee0PFW7tZ)aZtW=WIm0nJjcU_Vg;{b|h(=oG+a
znzu7?%)RI96Qd4e7;bV;E?R%2=whSVB22DgGktM1^~^_e;Yg4BUgB}t1h=;BI?>P;
zy0^xxbzkO`Kh4nppsjlzvLLPO>9qb6+ZLIz@FU4nWo9R)%G{pFcW{ew4!~URYryA~
z8!hTa`=6ES3)^M>R_bnSd!e%(mBc%p5hB?)2(AyTm0>d{+~vCCm)W|isJC4aI<{1@
zBDYNkY#$Or*9(cAtMW2=4_o6#*Dlk&(!hz8rc9wlTV-j*O^+SZyGD4~alEokQJ!ue
zb^qY;yi9iDT_p3aYi?p(>0q8~QB6lhOnaTD)1>%9J&Ops<Vrn_F`1tOn{wpsM!Ky+
znRaYnh{%?1vFCZ*m~C^P08X5}cQtUm$JLb8W}sbTeWgZ;|A-X-HW@5?(3m#1h2zxl
zsx({XybOEd38ZtFXHJbjbs%{J*(aVDBwgbqorfvb(`y26o8MYECBmirHBf!urcox2
zFRVaR+H$Iv+xT<hJxkx~ADd6GkNH&l4EjpBkDS2PA1B1NNaY&Pl^ZmtOpK`%GF>7}
z^I>AXdaCE?d@=jtb?s{qgMg7*><T;CeWzVtG@^r0nKwR8XtKGU<$$yfI(^p5xK&O#
z(!`pbQ;pb0D9;AqB<9FLYNf7~H}~r^5y}g?bwF0`xH(wAl0x(@8OFJ@Yxt~Y))TaG
zhN{_C56Z*$Q|GQJc2BumJk0fAjMv7o&4)#pGd+JkW>1U7WD=hKg7HkY)^GLHZ{EuV
zoDxVP&)@F2CtZ%*Td;DYZ6|-%cV*YV{f$tJO<dF31BbpRLsIp5-;D1q>Ys436XNM6
z{5V<obR{uO?^X#&e6YXNP)H~RrRAZ}N!rPn;rL%>5Lmz!1`(YPs5KRVSOp1Izi-f1
z=r3TpE8IFM3PWcHZDRNm=_`-Et8|K}$h~q0o_E*daa5$JPXDxv^ku`22-)!`b3Y3G
z8j3P{vP^s4=66^M|EOve^M4%tXXm=QQg(6Cu_AL)IavC;9E?%DA8TXn7T4%u@Q{Pi
zo4m1Fji^|Sne{riQ1A{Vvcr9Ipy}u$+%zF}_hC-A&3jEGm8Sox9L_jrBFFbmxzTQ-
zZ-pr}m|cr<?X{mOYh>H?twC%GGm$eTCk34FXwl9e5nyDgb7E_u#}NeU7<Fup5=+Aw
zR>fI3xZEhoJa-C5?+g@dF&;4s;B-mw6(|S{v=Pew@nPVW6!XfR+*ZZ5h!?L5pU_oZ
z))5cp5Egr+PDRc)Dm}FOBsxDw(^~*_cKF!0v2S^K98aaY-sirKXRp%Nz&?sDY18i=
za-^4e5sAIV^y2+fU5$0})+dd2?D>M!7Z{mS8EaLdV?Kyw-)>!WGFa%%`nH_Dqn|`r
z@tddKnd>#uPbXy9#GOGSRwP$?o}xoPdb(xJ_n+x<xcC5W*(-)N?JNm3>26cb4Sa`k
z`L?NQGbcP-h+c~}C{<MrQn1LOq(pIy!#DCuc{xO(im{qx*MN!<Sx=}0J*08b0V<mq
z$ZO9iG<*%h{<)q*V9e2sYy{ADATkDkG#NlI9e{`#V7&oPHVWcr0CWQtkKlsg{Yx_i
zA`fX}3e8(kv3Ue2&j0LfU-Sr{4T>Sqm(|h{eTSwQS4_?ZZ<&6ZQ%e4(8Y&@w*2L9c
z=s6J}hI+N>SonSrhbUM>$_9|gi8Us*Mc5a&vpjh5ikXt%7`o2hM2!dG+i?yzSkRPL
zPS9xU4wjzi(gCFHb7`h-GU_?$sjUT{t-R@J*Ls_L&m`UcC+Q#PJ{W4#=LaRf;w!vf
zY^3j-jaQFzb0|RBV(#e;(P8eMpWim;k)2I3*gSy_!!T8z9z}g@KBbcF$7B7$XO*#%
z)91XmWPQ*ng3}!U9%K2rV+7x);X))7l$F~kZ!EQ|3)X;L8Dyuvzp~7Hyz5fhTkSv<
zk6U%=z2@53=HyL9&KNgMcWl0n32*1WRdDv@X7$p`nT=P$#{#sYlkMf^pXnRp1#uji
zQ!B0$7<R6<?-<n4;46zQu`yIr+tWW%sWqqxy<c!I22jXW1LJHAZ+PPH;<!rO{mX62
zXMavjO|ul5V<#do`fXPRY=<n6kCG+EDrx*BB@d7$?b8}TqPFquvdv8NWA~%t@wfVX
z2B*#piIOcQJR51-8ni1=C>SJ~#hlD|!X<4EPaY&I$DxB)rurC+=M$Nt&9*OCo?q(L
zuCii_p8-~6)HD6iG4+wFTD?=0aa~dAu+vTr1;B3O+_)n?xx0^^Ga82!@Bg?#ezxzS
zEUp4M<0Q))w76h&g2ceX#+PJwlO7yeIW$2v+68jh4i8!O@8cqRW9v_EIXco!w5_JP
z<zi$$<~&BkSR*VO%d5gpexRUfWRX58mkZFXaedv|;Vu4B8bzn;gDuQaIYv|FsW93%
zxho?fE=l7@Cgm$?CbLGP9t3vEm4r=yCwEwUme`h=s-%Q1I<rJ%PzqJ68MU2rk`sWd
z?Rr1s%rqGB;vuBB07LOn^`LaM)3BiPses++j$QhYnfX*2Pp6jM_F&%fSiNdyQQK;6
zJN}bC3mZNuZQ)KWnD$_r%Aq2e{%s3>=GABkzX+K-mp{AYhZw-VeBPIPN3bPKEL@d+
zRAF%`VPlA>J!s~`?k`VSfJWw_ts9;3rcVP*|B$>E+#&7I`^-64r=(#mWtut6WTb;R
ze(`I2V%bvtzN|`PWLq6q$N+I<PfPh+J<nKhw1t?3dEOBvj+cdA@lovUel?sqO9<YH
z>NM*}rg!&eg!5J8-#45MfY)=gtmvl?5&2NQy8W2jYR72Xd)@~=UaM^Kg%6G}rz5Mf
z1J}GpGEJ0iBrd8<1#mp)pxPbLcEF?CE|0$S-@J7CqD2G+&2Gd6a^$qa7{A-wdHg31
zRW`ecsZBnZS7=IGMG+mU-FUtF>bCI@CHmJjBIN0uMjU}-dcv(OBW|aSj8ryyxNV=Z
zf9Up9zS8MRUOGq=Abiv*MLw)kMU9!&^{^;%AFQUYb5$D4YE}(wvDhuoZWN~3;5$kr
z=nARM4jEiHvYMAWvGgpgDj@yp8yAtQbwfr|_w7?@ecyqN9u+(AdL<rGSLn*7RXH~r
zAIK%UIX2iz?+srEJ11->IDH*&cC$GbfijY|mC7TJLTc#XO-l0@^)L}>sPolj?Qx<p
zA^LD`|2uRtrQr%NtEFeeY}~b>T0o@r+ZP8l?^vf?;PLT?xrwVxJO#_wS3LI-QfEJQ
zr{Scdq%<NV<f!#hGS^UzvJ-o6fvc@$xWu`yIk4Vm7mj>rWhfylNJAyvT_5|XoMFQD
z@YT(Zy;A!IXRHq+Xo8v%$@ST$giz%n#C4NlJ##y1ch(Np&M3vpeJt&a&BFnah1Sm~
z<}jPp9l}{{$4unuz{bR$kI9Q~8{+h8xfW>7XB-VQ|Nd2>#BB^KN4{wNvrVu<Ye{K<
zJ4!lUZ?dNSfjxY_av#Zs4wVr}9%~Ub3ySu|H>A~TwmQU)-FC76F$VrM=f+l7;>{Ot
zGqLyBkhdE21!O)PSTo@DGT|cU_SC_rc$Jptcz~}g?a61)vTH780TOtM2QoF$ga;K>
z{NIkx=CR*gyFK`zzT{=Q3;mih6-~fa<0sj0S)Cy}mx7yy2RH4c7S-%L)0}*K8eq<h
z>hV5^Dz{*98^PPvUzQ8^^9<kriQjoV+Q_mf#~rB>sx)l3$*v%}xzK%;imI3FC`YQ_
zpzd*si&yuRaR>UX=tsma7db!9Jxbu1sOUutGy?6w05Xgr9{_TWN&1;T$Wi}d!)2z*
zfx@T(0<TC`8vt_wmzoYaVGl@XObB=e>{JQn41lwou8qWA-47Wt-P(ng@YRnPDfZw4
zGONKHvECFgA1V~W5wn>JQHsX$<pLQSp7#94dVdNup9`Q8|6V6q;mM6-3d}bOU^>;N
zBgsky?ef&k*;FQu4ob8MbB$WaPb`>i&fU2qd&Bb<JVj2;FUj}P6ep{=Ki2Z|+RP+F
zeN*7%7k0Wb8u#lp#h-lM-oF!Z(Ov&)-U0$0?3_?ibG!fQIQJU&GruJx#=^Y9eaT8g
z8g+ir60NTRi<i31zx;ybqsi~}NLby@=zG+2q0sIY{&vJi+w;XWAy{{B`>ri^1!TeQ
zl%={?X<Yu3L`#got9muhFKWnbX#p>u&tgB$=qj(lDDL=rx*vbX)5p*D@_@o|;vBv%
zI+a`TOK4K@PaEvnVwu2!M16WIgbZ)p$M^lVB5Sk95Mh4F_o~U(jNrZ{)di+H2`&1?
zaZlB|ENr`$Hdl5A3>OUQ!(Ak|ggw=mRGcV6@F|7pS2KJ1E;-#3Z0jpM2eq#%VyJ#n
z>8y~U;N>^|kX6C(XPPJ5Ty=63Kc$!>b)n&B8jrI1BwJqEe5V{|rXvzh*E}M_;oc$o
zK$%*}C2MWMwtbwu9;|JNy*bv1T@$esWcW}L%}-n_`uuw6w38__`fsNhvcIa=LQ^)x
z4S=>0f}VHOC)esRe-DZwEoi<Zf)bQIK!1G!L^X(8A)^8L4NN9cfsx>2P)B8uDMNYf
z-xM~m^E!!QBN=8Fj)ebPl_W>-#0%H(+DRnjVAxi;990!BRf(Y_;l6bC$iAFZIxDHU
z#$by*!^Z>p+21#6-og6z(#rI&PuB<Imv*%tOVI>wdxgCm%b>7=%}W#=uf_Kwd*)MV
zo3TG5EY|hjT~@WVE!oRF<^<#Bp?&@+EG(JMXhiSlFBs*-)FS8oLHXGFWuLnu&!*Xm
z!NlpA7kA)h)4yP6I;O9yQwB^fCwjhpQsyV^Gxpjc8BU%hm<z3L<JKa>?x%pCcyndN
z78bH`Dt^kG@90T~5mxv>4TzR)K~r|riAISpU08OJ#U-t{<H4(rM<N~79hTuTrL8F0
zR{T8iy2hy`&c_vF1JV;JzRTTIQ>WqDOGa@FWJS1eEgHL4M11y>7#?QrlAI4P7V;%u
zMKt2me-Q*Bk&t9~gZ~3)b0E=N`_MB7q{yM|4k?6(6$l9ajLa-D$VvBwXgJ7#rvPID
z*<<i(z=a&*btLOBK1wU(D4-g_TF}3T5ud*u_`~w01WYseeO|!ly^VRHO=bnXC+Vbz
zwmVSwZvczl_g~=V7bIDq)QnM(-t@fH;m0HmGmyDSx^wCGgd^yfV<zqEDMSV2ZzH@N
z`LzyUU7rg6Ho}j%Gu836Y!H~%-`ak~7f+{7z_)UVbnCq@t}GcV4pR;22P?<Mn@9KY
zWj|ZmVq<X;mcn&TALz_$);-rxLLm(k8mhvQ+3~dVE9JIjRe~E+DYN_GM>$d$kksxB
z_WUAT0XTSwvoe=ifIjO{9s9{|<2QMI7g-;0pBuQL^j)y;A&?+~CWLAR3f7WG<li@S
ze@?cL{WJ%kr=a<2Wt2H>2VbaCOpz#kYb0LVB6LEDx`Krd&N8EeQAH7~^vbJTwhA-t
zu9ywp_HF(;2j|W<nAe`F4>%GgzUt}GPh<?uw01M47Qc7J*zs!8pUF3e%gvn1_kVKK
z{LCLKD$Wfr=K+0kERGs2RL4{v^$Yft1z^f)iJArbiq$w#x^IT$6Y?>#SBY`+!-)9k
z+y=f6)#b@zmtW4nIW<S|`QzwTFV6L?>gz*e=gofJ5BIw@8EE(JU469P59yTF0^HuM
z0{y!~pT)<Lm@wbUrrh{o4xb9kn@vviFW*#!CkQvpbP2*e_Go=`tdbEmgxK7k!lnM(
zkFspOSsr08h-lAN-&xhjv^McT^q(G|d0$goR;l?S79}aOPrif5<Oy=HGcWeVNK)!p
zRu?a6OHiHlmRqEIHno2WcdezScKv&$SkfpEDyp5hcF%0B^raPk)EX(N<sui~+B^jl
zW2g|Clp7olaFw3Mxdm)`imIu03F-ta;_OrTSf}}p)G{l0^TwP`mAsS9E~WoQxP>T-
zzk&$8+5fnVX3yUtQvAor*bMdVgIdJ_&hz8?bz)v6RQO*oXb8moH3X6w1MabJ2eE=)
zYL(smL(nG!LT|MC!L$j4fjqSM9WOa#Mcjb;!i$IZK#5Oca{ulg59g-;ZXQX8L(L}G
z7aIJ4r7JM#Q2#f<|9|`4|1b8Tg#SBCA^Hpq%a0-ImeiO)qX&t)Wq2E<_4yo#Wq{-K
zE5M)*1}YrDq#Isg7&IinNYPFT^dqFu2Axa`>4^)ecK`wO&#;mKbQkFLU~D0+F4I8r
zFGv&)K+LE~`V9C+NQXd&{k}mw8mZ4_TsA!hpgTR_g%^zgwe)n2Yi%f2_Ma-`4qx&3
zsl;@!@(N-o-OzM2qd)o8nRi?8Qq#Au;0efjYG-3v)!M;RtJ2jd6D?mkKW`0tWCr1S
zW<i2qct2-N&8ycb+e)4Ad9>7mT|Tb<%jy#_`$5-%{!hZDncx0Wuk;_dyvV?Z8njE>
z1D>zWl$H)q2WX)+CnMtM^$iemdC8rW0tMS|tlk-3FI}l|0`}@t9wR>^*?r+Pnh5GI
z=*f5zkQwj`HdiwFb2d-#vWW$A3S3&$>9X?4s<QE+2MLjbh}!ghk@dDnF}1RACxO>_
zMiR@MM$QKUk<eMteOBnTE=_=Dx;LYLU`+Qm2A5k=Z<vF(eqcStuDvYjN?IA9YH{s~
zsheYmGs-t}T#jvtHEKN{=z0Hrs+}12mR?62oE<5&Z?fJGCTk7+f=$Nfh{y;LY|{C9
zUwcdHde0D@?*)qeVRvTU^~3(nFBtnj4MHevULL(T%?+s0f;>+DT{SVG?nrwL?%r7L
z4cNmE`Ia^K?9kMa%rc~nRF5krZ_8<E=f{qI?oI!53bv^a%0fO|iXF_e%u;w55|a0v
zMOU{eGSlR3h(+=xywkr*GIjqh$%qRLJz)UFMZn>jlR$X^D?bCa_Aik3#qY}Eke>w+
zMkCBi!rn+;9~3M$zXLA{ux?-t2TcV=^8Yhi^Di6@1kxOZ8hT;yaiCVc0SXpy&8I>^
z@*j=6rrOPc0g!=J_`yMkp+y0Lg+Wt|lwbc&j8L6@vZTZp!Z4v|0w<>;)#;>AJd8PL
zw&o%127*RCg8_i*P?V8=N6Nt<QX%6HV4S2>4at@9J~y%eDX;bUEQr*@$Rwrw-&oLp
zegkVj#B!^n!q+8X3z(4CK8egkuOjZ4DR5KhxS92JB7MQ;wxL9(HospmnZ(G0Jq@A=
zfPE3n`@7brKUZW4Rd|dFg@rrkzHm64=qWC`x1F+YtY1xdh0U8+yDH_fUz~zPnS;wm
zzKACy^$*Pj+4TezAJMy<oHz!i6XJ3}%BpUZ-K4Al^T{P;3AsP4RmkHw0N!!T%@;jS
z;{ay-*pq;C<EfNgawGKA8P0v(rv(f~hvy=IbB%Bk;BdfktJGau*ScugUno!e+~DS=
zU$991!~sqFS*3zT{N-kQ_NG29;iXw6FoqAM5DcHu{qr}ZD=>2kTu&e}O_2W1go8a`
zM}~rkod6kBCh_;<B1FbpY-dD5y9`$eUZR|4<%Lr_!cgc>wbU~K=3kR#%#2!v&t;Hi
z*O@7+Vt`n9%j!0?@R>G5c~iy!Zx)orx2&va0B4yMwF$6(1xhf>0|A}~wKHiZ-eHRc
NUGIOh<mg}D{s$3)zCZu~

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-184-Cute Robot Illustration.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-184-Cute Robot Illustration.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..7f9f230b7bb2ba195c23f8925aa68625a26e83a1
GIT binary patch
literal 11688
zcmbVy1yqz>_wNvr0wUcYNR5DW2#lb#fRr?dAT<Iaouj0Tgdm`xfOIo-hmsNsl9Ea{
z%+N8++y{Nb_x--R{{MT2b!M&MInUl_@AEr55B3}O2k4TzvYIjo2L}Yg0scVPNzg42
z5di@q!382hLPBC<B9e>LWEV+EFEU)FqM&ABWMgGvWM*dP669gOa*dOjnOBnU+I3+u
zF)=nCX*nqoSwT@Tk#izA#KgoGNiWiqk<p8AFms6fKYy?vK$Ju{)HuX=I9EWplsI^l
zIM{X&8?ep`I6pt2KR!6Pc=#6x2#JVENP!7emq55UczC$@co#0<;{&q;faf55$_tk{
zgcS&=bgT%kxKfKei%louR4n^Qqx%)fCHmk=5HSfY9X$i%Rc;<$K7KKA2}vnwnOnD&
zlvPyK)b;cY?im^xn^@aCw6(K$aCCF`@bvQb@eK|M4GVuB0grnXpOE<aO;U13W>$7i
zZeD&tc|~PabxmzueQR5LM`zck?w-M+;gQj?Z{riQbMp&}OUo;(Yp9*wz5Rp3qvMlv
zxo|*uzr+H*e+l+4xhMg-aPjf+@Cnc5!ol?d1|B8;1rA|?%L+P#R<2Z6M4k~*E5@dm
zeI(`-)kV@gc=DBmmP>5*D(YOcpOXFW1Pl8AlI$<R{+4S3bP*2+*gQN+5CpW-B-5j*
ztyftZ8vC$5i9>NA^kN_A%MCY+XIK!4c6-|HX*TTpIOJ&Bb>=b_6x)9b3n~q5!9<#z
z<kYR}$1|1{^YRI36JkN3d~@2zXM-)<8)<0gm?Pa(E-WZ*8jQhoV?mwkGrUECWulhW
zR3EXRS+%2A7??Za^ppn+V#>r&r$s=PPt~!YmU0-X{t(W4(%$y19SQpvjg^1#Xqtn|
zmt8*)mSw|G=K>TC|D*t!Rrmgl0m3^Yrs$4b<o{-ond?*(zt;E<62Kb&!Ql|DE?*|>
zN1sXwC`s=(C9xs1{nfA_NWJ0N*()sQIl?O&HyLsLK<B?L@^>vDeB}6e4|cX#J6I|H
z3r&^3X-17T>gsGRkwhBLLI7^RKl%FeP1s*s=GR2sTqb<_Yng`s_hm+nHGEYW<!0^V
z34ygHpm@-jRm;NzZH%M}n$Hptv41N83xe5TLGvD4dpi3O;bjrC=aT-Lw_*D~cn3VN
z+IZmoA2i%sklC`oDGA`NJM`C<H~$Ws^DPI@LH>eO(+u3w=#3wJ8f1-)sOn7ePJK)A
zuBLr)y3aeVa$5fPuOf3Tz|Ro*jmB8e70)^>=>9Plv}bDAYw%Us*<q@)NZ%qXH>73Z
z$p99#!Qp}hWzsh1BN7^~VnLjV;aHFrDeR2CYG3nV#5CjG@la|Vv(Ar7)OT@yADTTu
zYU^5At*PT;>`h^n@Yu#LAN4Pm$$=1HlwF5JwA!^wv&(7VJ8e$`LLd2SjV%nhi<i~}
zluwl@s#uNIxrC(>gqx>qZ_iCTkXqf1=Gy+OcsL#F{MFD-#6z3PF^(bf^=2f?SI$t#
z)4~a_81XZLSz2Q*aKm!6_ZQWJ&jEDMhb|8<w>gn0(a%4KG!&f|B3d=se|wy`Qe(E6
zq|yggo1HQgeg}2CVN^WpLig<`dAQM7BZRH-`N4_rm@?7D#)Z`V-RQSIKC?nJ<;S5H
zMK<1ef>$jSj4YG_pv+~dBta^pWsw^jpC4*#WUQ{)XTXR1cr)OjUn6qxKDCY#2pHFe
z(f^_5eMvYLw4gNx*<gcUUN{~*He8<+O>JHoMy8>oP1w#t1c3c`Fg8N7QxgJA{Kr1z
zwQs>QD@b@V>Y{?+yzg;;AIalplEpH?pH`DWC@kp39X;JDa(NYcy_Lt%<|E^4JRhqw
zWNDS!V%J|8!!9?<o{WZFtugC=r16xHC(<zGh_LgC_k+z%XS}y+rb~nctSMlb!1+2i
zGgR50ajZTwQU>0a>UQn)>2Uy<pY4*vNmOmBfFfD$>EH!UBzN65mG`dJ*G;bI8Kv5K
z@Y6hR^twrvS>=@kuxMX1d!zQe#x~c*ur}+u4+t}4MWtsV0NV~mEQlW!Mc%XAE`RlM
zkA|)0P93vhje{$GU8E52i%OIkRop>r#5m1qja$YFpyN%cRyc3YKad8XjzHyK`fScd
zS)wB*md}Ehv7oO`mI8*hbhd7W(~PO-*17j@>zvVS_-~!lr+jsnuu`Hn6fV_Kq6YmM
zS3v^Q@owMjMx);guoLpkynN|PfHzEH-UbS;C6AW_v8cy^zRU)JKcg*?Gc4-HLY1AS
zK9g}Fk74|KL48w^BzNEETMrBm8;+2ZPo@d3)ys88JQ*ERtJWD}>2O|YCTtk73Y$|g
za{6ZHDSf391LnnoLQ>Rm6=H^>6UMz2MFpeozq_ye9%ImL@g&laZ%BQzY(hEMC3BL<
zX>I`v>ebo^fFg#9(b?1NZB-gB*3@hwc|0?@<T6ej=8UxdyWGVF&PFjA$s*&Md)Z{s
zMEy-3%qu3mS?@h*;p!%e0G{4lpw_v0J{VZRfRb*Q0WQoR3px=fT&zEN)dAb#fx-?b
z(y$<<D*qbuH|9y7E!`cCv@t3I6qr_8V4^T|4SsCd3fqykhaFt10TlnjQeXdpm(sv*
zHbTXhH+vX2F1B3Wc_w~p>o|g>C7bM<XWdodDdmQwpl4I>Nah<gP*j><y>7X%*VkG|
za4fKOHntd`5YJ_mgy9U?QD#3B2ozkb_4+0U93|vl8K6ocveHkL=3cY4(S1f2z8DU?
zKACf`v%Pj>vFzkQT`|?H*K_fEm!~=oh$i3liJ0yn6b3P54%hjsHnzo5hS}mV2^L>;
zAGk$o5p2)pK6j=&B%{86KuI8;h!I2?d{{F6Bo{}EN!a$Zz(r0c$~JLN#iEr6pbuEs
zw8P(Q%xS+bh-SSlv--%t*mt5coi}l5@I*z{`Fb5D!FJMMY(p_ict)A(=|urcgXggX
zpbrOmSrs*}&ukPh8I_5Y;`fablXjhI+9_zp)oMO-_|6$Y@{4;RFX}^_FKlLLY=sE;
z$@Pa-LdzodR@iF#s`}U1NE;=+iA^mlsAkwN*dlkTL-|*m?g)s^rAB%8GS6;K9em{6
zE$QsPTi$Z_U`$8ej}RYYuyoS$(ZRq(lN$@dE7y$EUI0g=si7!>OC-Cg4{Vqt^q!8q
zjm$8gJCKjqRAH@}Ph~wqxH;cuthBZFWl+)C|LmKSP~<StkvwJ8&-}^PNscey>uUQz
z2X%)h{xTw4%6(0HG~f7rX{C-52LPfw=XU903=J0aDWw<-`X&!MqaE2<3{aVCIi{*=
zIVJ4Jf-)wW%}V+N`<4*(VvRii^esyMh*`)nb0y@I$P^1&=|B|l3*X3Cc?6vP66^aJ
za9$kIFA$Tv<RacDL#8~d2I2zhWFnm!h26NF!91zW@#ZRzE7)K#r<_UILpOd!0yXYN
z>yGb~&il3!zMd-rMw=G`cSl_!8g=r#Tkc(&+}`nez^hlgFNIJ+3bpa>eHYRhnKv$Z
z-qY@5fJxvN%&PpBFOL5hLw#hIe-va;-$DU(*7AaUcij`;^rZ-{48Xlq?fIOE-p(ox
zYDL$37fww%fb;Z%CjA;r*gSqEJHJ<^I9eYs(p8l@IxRsSzEUny+egddx|eyM1%zJR
z)5Cesd{;>ZPWx1hTt)}(K`j8Xx)ZZ{*KAzDi!$0fb|8|*D!D@83%Sg2EuS-SrB66K
z@UoF3{~@D=K#A}3u4$Lf#$?qhEC_$CrO}xEB{Qz*Vl7LBr7jlKG&WK0v5DJeQ4aO{
zL^Hhi=t)bIn>Kkp%cY_NJE|Ys&uQz?P#2GC@YYkRwlv30g-;7H#oiPz{OMpnrf+ML
zHW+X9xp6;9vqY7we~_0kHzE_#eO#j|uPjT*HgEQNaq7EA`bySQndMa_NzW-zBl+H1
zc9}$JrLOJ}2-qh)&U4GL4%?so>FGS1GtMpZ$@epF?Vkv+_!9xL|ABzAe<C1%?OzCp
zxpF&u;qh~6t^)+o(X+X6e}zK1lyqwcDtwZb&S^-BR|^$d)jfsT=(b9VyPVJDz*yQ5
z-R)EJ*<t6q-IoJqM1jzAw1{6*$-<OLH)p|@rwxMFmSfye@Lf5|i$CaTOsyPvNdNv^
z-DlimqqC%E^lSp|&q_aP^RPf0NTt3of0aU!sNb`OhcOR6<;`dycMk>RrT^P!P=n$t
z<8?~8=?`<RABU-(=&ds4s%zgJ&dzs8OwNu^tht-@QnmKsm1Y+dEDRybSyK4HNV&h6
zj;-x;0N6|BBk8AQl8naQ_Uac1Q?sl6Joufi0|y9ECX*D2S5sT9in@Z{bR7<JWY<+5
zV?nDgUD^9*Sa8I@)g6nZ1gtN8X1ZI8?0-)A@xIPMEe5%2dD~$k#OuJ-OzF_<o=!>=
z84sz1DIvS>VRjbtWjO~Zbeh2f@B%OUVrXEW(ttBN2815x#(%?bSe_qn2oT^PB8Yzl
ziu;qH<L{~tmBarXp5!7D|GklN$~^AoWN&noXnG#e_p3X!;`RkvRHDY<-6$61kiVRt
zch{NO?PuG!tMR?<B0U&nmF7u96-~rpf~<b9ll4I{b2;~EetJ5*1^oFj=CPzB#o?Kw
zL~hrYA>BtyO*TOU6rfbO!rsn){TLN8CZ$&sJx;l5cx+!9dVOe(;uO9p`5;#mR&rx}
zH~i%!-{$i2T$K_ZN*Eq#U+&{OEl}>b%D|AfoWk+E;T?{}Zd{~uKewbWg+NVVVEofU
z{}0JaC9)c?!7i*DUIokTyEkuXu+B~iInH^nIc#}cyQ++^M#xEvWmLFNn|#*^_rF6*
zUbt#<E89ac%dr(Dy-Y`F3&em9ek)4Fc|&6?D_rC^2KuOXS4T?`XeDMr>le#bV>D4F
z1KAB?xmpISVLzm#r%&{1?6O_4AY`1`G8bPL@~~Krr~Q(nh>z2bI>oejzc!1q?&6&Z
zZ{v>^o%<}SB4ixwktc>uGiT%v-BM8ko!>@5zB|w)|3_W^4=O$K(d)-g0%tpHMS@6Q
zeWKa%KB*}f-=5{0AlemTa%k3^Gk<?<7XQez!?WdLm7DzA1=aR9ro9UX`$gN7CTA7u
zwRfB$K2XBh{oPwdYR=^NWqXI8p<(&`8UqHij;Xng^O?5KMl-5ks^K#4!rvHXrOZ7x
z`5a2^l~L&z7x`~2oty-BSpH@Xf*P(jh$c6$wETJ06@Dfg{|!ZU5z}<H&XxJ(Es+}D
zl{%paQTj$2Z%AY9nUcqMllj1_>90Q4@RUam#_Gs!&$ja)4&CuBh_!hBT@=T{3prci
zA$$KvY}#PcC01<~aA!LfM46f*6iRLtEvM-|LkC$ILY&?@HWW0y;a&2!wQeUDvPrRM
z`f$u3PNWNlzw-1WcOByLv<!YIg<k()y>nI9QQD=cqA#lVj&FAOF@#Jx*!#S>oucH%
zv=u3&XMiv&y5Y8KbJux5n4grf7+jeqfx}Y`U3duYSkK>!4K^1OYn1jLH3<rWd2t|A
zZzT{kHmFAAjQj|fUY7Ml+>NvX9UwBhuL{{Yu+rLO_P;;j&1kCJmmT6UZ-APL^d3fZ
zxIU5iVRkkLEk=n@<+^}Uir<mUDNQL+$S&_7l0VxHSA9F!S@d4f1k<P6Ua8pJVw_lX
z)+xPZGx%Bdm4xVNeMGtljsErr1S6GW!J?cB{%W(0Z*fTH+!ww86>+OCG%=41<oHF&
z({S0g;B~xbL-PY;6FTuJ0@?|wugayE=9_ms_Z{;ePhOFqE7DR;RpLzfR=^nY^h(~c
z_>T8$&q?`ccvWnY*RF97WE|2{OF^t^g?jj&g`qWhk2F%C2(TQ0+2Y^*PJ&39>(zUQ
z$ICwYjV;I}ojxs^r)5>Bc`6vqU8(fYzAHi{ohA=F_I?}Rr^+CwBLfb$=Hvum#0&k?
ztAsVDq72b+#=pFZRms%PxI)PLkNETw42U7}*B8?O1NLb#9f(L2Db90P@xNf@#zX|A
z=%lrDMrNZyHg9Ut9nO@g2{i4BMya%mW|T3GNgN$%5O3DyjZ}`E?%8<6eDePNHfaRw
zaQf@E!0QRB{H2<)TQXzCCjHC@I_kNPJ;-9Wz};O6`8hEv6yO#0E*|;)Z{D6lf*&A<
zU!bvJqSqoW@2H{In@ej<{Z!}hw&1Hht2H{G+Juue5@^e2DylT)Sro~l31A^7jDsEA
zUn31$qzYaxCd)q8>@-wKo?4+hC@;@49V){uXv_LO^|@lBs7~q&csNpBnTVPw)|Zzp
z)O)a-efhK70Oo5-(S3UpT!#X#mw3Y4=9idtFLVg_4(BU|_}q8Z&s*ARO^kz&Tbv|`
zFg=g6;XRsAQU9@TdC{!x@y<k7o%SQcbjp5p#iwJe;0uhsdKqEd`l;dZf(e1+I*&da
z(wDrxiL6lWmHTo0tS5M)0p~JaO6E@PeM43@-duIFzSZJ4!}+WR??>*!LChq?_|~Hd
z@v)JpJNKz=_7KJ^Mb%QA%XO`5pE!n>2}7r2&2}497gB@8hrO#5d$<%n9-FS4A!b+}
zL+2_k^cr-qX$Jcb$0wx}n+3d8t9^C$&Jg?qd`rHWKKhFJI2wAZ(`)XA(Z(>kzc<Et
zBon!=Wxui5=<zYBIv)$NtuHNgN1p796bm{gyUX2DVrzJF5(^(Lka^(aSs)zbJF>RV
zTd2V5KE3ooM@_?&A?c^<yJhm1>+2KWJA}6^+#PLMZ#|D`cWFFlJ?+E;zIy$c_yl7?
z$^rqJme>BwjecRTP*!WDp6Pn#Ot9*8Lo4}tz#9rmlJgOLvb@WO)5T!siJKV4B-#@w
zV9%{OH<GTUxA+<_Uv6FWgUo<ElV;tca`Y#)4d^#<QX&s9u~P{(eHN4Uyrmq}#QZSC
z;~)}`!SFkkC-~j`PKobu-56MguRmex(1l{0Sny7V*2rmHNuAbBxq6a$S&F&0nl87a
zGI8vp6nj!W?w7PmPy~@LmTWL{s?(})b3b`k(w&!;U9v7357aWQ3E;wcvl7BsRx;o;
zCr@?1s%h(7pq^TO%7@_Z%&O3RqUJ~}(N*EZP#`IJKV514?vzCZvygh8e!$`*s?pjt
zLqCD&H@a*0nycv~J~O{7V?aYg8e*?qR(>0m#3{a_oq*r{RNpQ&VJ_`bqXrq~{eh>-
zbq-v`mUd`YyH!BZP~GZ4@y6Vsblr>-%(B%c$&CM$SA1i_BDLCcbW|r2A4dxugQN>5
zE3O;fvX*y?na*c(_k=|GTD*qt9`{LYYTbJm&pAM~_~Ow>1a5m%ZLS?$ORbyTI>&yO
zh5$Ec+Ph@0m^zwijW_$V=*7&y>$!Q^R)^Zf60M^mXg#1j76t^>7F0kAQjK_nvefb}
z#3-@2V9wJOpsXNl=t(zgC&B4%{$~+^{b$yzXV@zbyc64XUT6qmJI{<A`>E;$!}^qG
ziT4-~m+DZ}RgkEl@u^tCRL-3S>n6Y8$j-K5#^dr;+pn^g?6DHZbU1J2RKGx@?F??P
zDVb`OcQyu{Dm?NOzyE{0>a+I~%;*V@tQ!~%dd&3Fu_da}jw0N>+SG^BZ)uh;7!KF1
zC+;#QFD=pXa^EzP7esc{M2L05Z{n|sGN<es!6^Jq^Spy57Cq$NX1=^&V_rvJvU6R;
z?bD`VUv9dD{c-C|fc1xo*$?1rPT`7y#)P9yHLWv3Rbv~8Mpq}LPEo8x2h`rVtrDzU
z6*jS+X3yR%FyB8Ndv5s+YC%5oM5B$rru)h=l)_)PF{4LK%`rfd=17X%r%;1mc=j2B
z4cXt`U^)^#dGD<K!+mubVKjJvy*}E$rj6Y-GN||+d?J-!Lyf+dJo<SpYwoH>tWmz_
zM}p29O=QOAH=p7OYPxq((&fL%80~z`T6qt4@Eo(qHlcCWX1Mu7$d2<S>ZWu7+XOq3
zI;Qyc;r7HU1W4cJv*OJ)N1hbA{G!DA#9Qy?sfRcv^^7&BoL=ZNI6B?l;-i<|mo<>|
zN{Bv?W{rOv7U;T{eXPop12I|jFl*-Y9#U04R#M^Q(y1($GQgAOf%lF!s^!?1COMZ-
zzm$q(er2IFXUV!I&tdK0$Ve)S&T9#1p){_O4=dE9tea1JZu>AmRQ+ZADFSlG56>u&
z0$J!N`NGey_GZg<{3l&AxyYJl3$->4!^1_KOGf?oPR4S^C%~I<sSwvl@(WK!3O2j7
z-7-?d*?ey&N<?w;r%zr!z^if>?xexxzRvfuHL-_Qc)+$X2Me0BD110~yqSAjgD87v
z9N*iixvqFcM}N@8jU<72CcK0tH;mc6L~o8DJs`*1#KHZ5cP$Vjjd!J<ltp>+Zng1j
zvV<ZIz17DO&N<j~f%^ldT9=DzsNPvo+;KD2GLMWKMj(4T=;{kTL-VGR-m&~BT>%fO
z^bfsXwctRG&gi(hd5TbzC2Z1?TYRKHn>QZH_o+?RkIG0=>0kr=wdEgK;47NF?{LU(
zMpVETs3(22bT>UeM>0SG^nW@>W@B&twUAX+pI@x&Tzai@QJSq&4u~f9;ERFmg=s_<
z_zaw{Hm*bAPMH}uQmJw*)+83PLx$2_8q1jPWxo#FZ+fz)=E2;?Lw0TI-M!asVfRM3
zb*WQ=nQfaKziUB54b4C>lEr*ohuRJnSGbOrvQ|WvLY7gNwPTCaVp;>^hCo{u3F5GT
zDL{^cDPn4_IJfX#t+%>Rva&dLb_U3ZyvZ@FFmoI#5jL@NA(kR<sgk(+GY13Bz`iZX
z3JOByFH%=3cw+l7Tzcozf}vcl_bW?eU$dDD?|4_-@*>TivH6F52G+1r4@=_JiFjw$
z5r!B9O=SGg#8QvC={wI?DBD3>rQuBzx~|XcogdAM!z0`SRQalgtpcV&;y+S(20LHP
zF*Pth5Qn`yz@vFTLozm7qfzK_S-FRv-Yj)ySkfvxfa1MD#TQhJ+1J|WBJIIuPr6i|
zA@Zpir5Jsl<B{5Cj-%wUvxld!4=*WJHHiyZkG^Q@-h6+5&k@;wWa4{Fzx(p^9W3-V
z7DUyk#MARyLA#XjM6djEgWUQ%%Gl%}zc&I@0UfREhvGltjv6`)(Q;Eeo;aLrgXuBK
zD2bBs>(lan-E~SD19ru0uuJX&V%JaA&FX;yhF#idt(@0fSbiQ$vj3G)*~i~I<<=8M
zWg&j)-Iu=?T#J;vK=um0fu@>0C4F(Br7lFa&kM}@CND*a#w-7E@GEIkISMn>)v?rd
zPTF;`gcU}*;A>(T<vp^e>C<%+0fhzCL*~QRgz>d?I-sTwv8@CL-Frm>79}rk+fQ*c
zFL`8#R8*UCX!}kDO|#!D5Z!XTnNIf%e%I}@$Kd;X=<ssBLGMkg2KpZ{>bu`rk8t+u
zOm&CCUwhOn$FTXIoIwZj2)V)@)l}K<k0j;V`cJ$(0<uyU%KB=hPd0i_1J+WC8z)LC
zE>iV%8Z%vN-;sl^L>b<xiJS0A(l1Y!=A3Ax&@i77!100DJ7xLWmO86Re0e@zG3H*(
z$RaX$<A(mRUeMX()R-ld?X`1+as6HLMb#DW;;6<So<+#gmX;~7nvi=p>LwNhSNSby
zsRGU$Y(eL*phdvX$UJFjPEx7mJRY9^J02GBuR2e~+=05=uT(6%2=%k>R#DX;-ZHQ)
z@S!`7TW3qPm{Fl;r*^NzRI;pYw<f#<@N<po1#KkJU#kOa5x#><#!d=%DA8PoFVR}a
z_GH@v4-Ne*6J|ak?)Uc5n$G?*s7S3~wWcJ44<wOY+lDePbnlE;&wX9v%ogBb=yXdB
zAAQzOGcesJ;G`_v>)*(1{f)vTY-?w<l}c{7m3P2{r&w#_J+0MF-cln~Cx)*P#a;QR
z*r=+!`P01RvAuo5XvbBz>XAS}hl4m7qw%IusVOFxU78pyh!k%9)V+H8UD^zJf>$dR
zL^xkpsZnfer|cTb>~FoEylyxv6!rns-lvjBJ;KoczNyGMQ&zjf<mBkBp2kS^sr1Ax
z+z(4lDzlzdXSo?zklm*bQ<GF5AwJr70xmdAqd5jFW^M<Gl+&;a;{{tNq*#6k<h}NB
zE}7tm`xKD!=;*FW`KtyFCHdtJ3_6rG!kVkqMAzPrFvvo3dLTYIrffyG(EKjMM=jbY
z<<yE>{1H#j7K|66S)ahKBJZKn88Yea>G-~LMV7osJ0>)ZIkkbbrlv9s-dz;yeF9s5
z3A8rX{j+2@scQ{ZK<W24w%XR|zAeoU3S?ML8<`>ouk(97H@&%2s(+h-C+7lms?jw)
zQH7|mSF*~xzdh}FtoiK|i5O{K*l0h)8R2?za{T<|S!vNQRCMV?e?*C(q;nKSV(J^h
zV#n3y8!`_=Xulc}M2mko4wv6AMDEVctv{AqDx@l|W2@JdKWrIn7&+3IZQJ$H?0-bk
zwzgHhGB#Q7%j}WcDI_qgkuA|@9YJ_x`0)MFvMP#VYxY%l?KTq@6lKtKB%Q8-N0gN;
ziMI%b@1#*4S>8nk?70PX3M}`e1O%)+PPp1z8lS0WP`7t;H9E72ezFq^M-sl!YRZ1I
z#Y~z<Fv@e(GEvgU%-g-LUv+!uo5gU*Bh4RnY<{EhloN$BmTkEcRU>_c)Hm(iST9Hn
zDpu$4MD82yrIAke^ha>9nndn%F#;VlJQKOmrh_oE=gLbE6Ic{lPY5pV4*w3ZjogeP
zM6sD{Hu7Z%#$;yH2V(T<Z|!fI)h10yY<cKLB~94(D4Ui_(Uf?17kFMjz84&=E$-C3
zvR}L+XvEbAg-TlUoO{G|$R8dtwfPN71r3+!|FbS?hfpCdu%qR4H~FVa)E(<R4@Z9w
zElqxfmVA+m-nn19q!~(}Z>jgmBqsIB<4D^nm?9rE-s%X%Z$a))YTCqHO_w&*ZftHR
zIZT+MdB(n+TP31OYjhxWk>Vn~4P%7zL}JqH1YP^Ip_+n==L;Xk$D|S@6k0N44lXDc
zW$$Mxf>*3Z?p=#nz9-%i?rV__R((k=@a4e`*JDGl8?ssK(bdT-C)c@4-BgDXRKJcj
z^E=eYJQ_WDqPbN5gHE&R8IUHLn|9>*#EW_UDBIqBtYmfcwr#*(fLaam7JM;vWDN@<
zs0^(duxoyJyk#bm_UJ)%x<ffwUUi%`u>dy|k3>fALzjtp9rFMIcvQVB^;=c<QQOBv
zd2rRkB-w_%&IfPE-B!&XUN6yd)01*5#J8E-ih1opM%5ljI&7kQHH7cjnX}t6f79GH
z9F=-9A^t+Q+BB5K7JmyJ>K8B)TD8Fqeq)_1I%2Ls)9(142rZXam&m&iq<7ZUicze)
zs_yE`LX!0mMU!##dA25!j?Pg<XW<aN7M+bk+)?fSCXkbGN_;5~y;hWlH&7<LcAr97
z5mszee#DuZiR0(J%ad_A=k>Nl@Y$g3p&4qaX)Yr0lO&f2thbTS)n(mWC<sHV?I&Zo
z?x-t%BTi^L06HS(g1_QRZ&_~4VfA$Z=S`q^b6KbvjKB7-%RRn()v@fAl|h5}Vfe(1
zkvQ<O=;?yQ%tGT;*YJjvD;AT{qQ(&9J9`BUakQVGo2kt3>dJ$3X>bbDlbqT#W(U5!
zBj2s5d_lS=mqg*Km7BI*`pVE7A@M@yxl(x^m$(FTw`8o>jm93obB?l~5h>fX4BhWS
zZe=-3h+cGh$a0L(uRcO#R&w^KB|KfGTxzUn_jPlyxY`gA{;7P?wTot035fys+UJC!
zc|FLYvc}%>$A;9Ec=1YunY^$dx=m}cvo!m`mZJB?k4<u)dwi!eBbw@F@9)KRXG`#?
zZXtKydo<n6^#(HwHkVJynD_=tl<0Zy{-8y2S&x6!u}VNUM(-^$CRjP8{7`4&@cu*V
zHQI(rCS#sAjfJ88ApOw^Q&EC=r0>aSrE8H|m6E26IDc=df=q1WqwttJk7aZR$@!qo
zqf*;$=SPtb2u|mJwkZBMiYCBO{MDqgFPY+L{bHuP^0OiFn`=ZQqR*Qa(c!?A2qFm3
zupdrH<#BiTS*3Ji0=i(T4=xkp@8^h7c8@6J#wyHb^KlIf*#)7sZpc31B(1uA>p1xU
z3&Q<K(-I<fG{=s3{Zb`R)5oP_lTlk{(om@fR`~J+=L^(p)-qBcI)OFDOQfijtjy+Y
zasA9OuUi3L;1;p2Zy;2|!O-8kCY}4@o9dVOV?$Wwi#69%=>q{>1DEQyv-xA4gKsU3
zF#f<%aNZM*GDmpf!OHn>`Du!LblySP7IWN&v6z8n&8;;U|F3V0QMtD9PgQCL&C?Wz
zF^ejb85k5g|J3M^T+LI8A|jP|SXMu=*jfa9dm;Xnl&oim&+3uf+{I^a-6rvw4F}kq
zLJlDb9E~AvuZ|7HW(l^E8XYykM!VZ#sf10)q{h@OcL53c+g}I>eK)Sk+q9QiW*p?(
z)$Q)&zl2;Hbvj6Q$uW^V6fEl`P_vHdsasRK>eLfyzSYlmly@bjJr=*y;)>;Z@<t=|
zon-N}<fJdk+M|s%?TnGlV3cg!?Ur>@8>tQOH!-G%RW;R5FFw*a9wW1<RPh&rrf3+q
zs^W4S>kUfH(NjLtQtHOnD>H{v-Wyna;wLO|af|Fockt`IN#9HR4@gYz=nhs@<NZPh
z<PUUYG`~JK)PJMHp=9H~q9g0Sp#%IoI&NMdc&2faT3kSW^4`!=d4uM_rv?}!vY+w@
ztdDFuRdX&EZ{F;_X7>_84qd_Ji|Z`!{Ms^Y6?}Izl-rvntzC%H0r~u%`-F^7nGMD^
z8@L3NK6eu~YPyW6h3_-<6F5}#JcQB%4PPI}B&2gfs+g)MX3_0b!(CEMJ~ssmYW<25
zLhk{6`j#s(M<y0rn6s9%W11BhGTZ^ShY$R}`TP>X4Gk>l{neH;l*Yud@Q!8vavHL-
zQ4I@{1MaA7f6Bzr#sHVfvVVUw7;}_~xwI*SdHNFeo!ZZZo3+1h7f2f9xv-$rL@elV
zK?jJ#RDg?CgWoY|_#WiwR%OcxE)Z|}0}qHiUt>WxRUzAOxx$UM@#9pV-zP(69e_(~
zzCbJLd#nX;?*5()nI#_t$~44;XDF5G9jgs=zbv4UY~Z%tstXnrsKkb>^jAAOg`Mtz
zfon~FOa`9(<msH~jcNZWu>lrTf6moCkoV{%uH*;$y|Yh6(9e37D6zHIBE1|uTf7{w
z)+QL{(&uXdo0loKE|-|vBgccP4>H)N9`nicXDMeonM$<~dqYmS&dN6xYF&2_=2a`n
z2BoomZ?dZfNlLwBeeVG#$&p3{Hz$h0AWgPICIZaSwn$y6W4<hO7ic2>Y@C9BTBZLP
zcZCif;!z89p8e(CT*lUq@T%e$m{}>V)TbSpunGfv*M-pl%24e(N{{C0>P2;-_s@Yc
z&vtSVwonN{pX)`|8Vgd0K_>$Ge4YWf_`>qit+y7|+K-AkBY^Cfuwkye#?ZndVJiT+
zI6!$QY8{n|a2w{GEjDBY`nQ+QF_`u@X=<H~*>BQ|Q;=D^qb^J^+pz!z&~;HkU&Dgv
zv7iCq#j8N(F~^&c_KO<foJ%Crt3u$$Q>7(ZN$BUiXEB>Fbi%Kd$-TS5zWmx129RsR
z1YtqH(}N9I{zWdvj{FnA*7C?0a~)7X%O45=aCD=SZI2EM>b8d+!Fe;s+ses(yy!5r
zUXhR$p+9AVwSGZ`pIyL$eo7AKJ$SqUND8dxJN<7=07>7@Q=E{VFBZ_^xv1l$spf4M
zT9@C6wIC~GEnrK35&v6p<!JMm<DaivqBVKY*AR5p7{xX$2<Mkd{+1z7kZt$pnp=*N
z0g(a)e~F~@b59|5WJSS0*;>A6Spkk@+*cS%4A$C%@;bZFvST8I;r=NBFsB1pa>Cs9
z2`RAe082Jxd80Y7?=I-X7g$h42K+DWKJ;$D1bsgi0GLt%o0SIK?HK?L+*KgknX}LM
vV`1?1IYPLQ6L(eZ@L`*n6Z4A$@32Kqd>cVu#-+TBd?ghd4W}&_cKrVU)c-vE

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-185-_details_ .jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-185-_details_ .jpg
new file mode 100644
index 0000000000000000000000000000000000000000..60663a271d5a15122fd92dbafe11c2d9a07e64ef
GIT binary patch
literal 4070
zcmbW3c|4R~-^Z^p#@I@eu_R0(Ym_ZZ#-w6MOrx@8NmH^^j4cV1N|r38EGgM4!kCaH
zS+Xl-%N8PIC(LL}W1H)q`aRvxbN`;#>wewObFSAp|6Jd5uJ8Mt&-FQ9Z~*)UY&&LR
zW&%JU007}U05}930eE?M;5;y1I2_K$$ICB>+#)C-Ah=_@un<y80wpaaAt|{_PEBE#
z%wAbZNktu{z5CU*w6stPdT3n@12s)8jbDpE`1tq)1q8*nY!TPkExB9c|J=ZL0D>2|
z1Kff_WB@J%1d4!wjR1<1Ck*nt0sqw?Tu^Qp51f~eUw{)(x((ohK%rdRP#BDxn-d+v
zc@J<SVB2@A8}SI^UEnfAq(<2NOkUZ;MRg)pT{Jn(b3Qlu_(jFUcS!7!S5Q<^*3v$p
zqpPQX<fyR;*3|6S$y2ATZEWrA3Fj}kUUYN!@b&W#xEgpZ=+^D<I}wpl(FqS8CMG4P
zJW9>Ve)jxDPVURR;*!^;W#tubD(f2>o0?l%-+$=-+|%3FKk#L6j5<CsIW;{qJ4avs
z!B}DbWUa3K;(`FszpyytUtoXZLU6daxVfR+@LyaIuB)65MR3D*tMhC(!oyvN!ZI3R
zyvW1%GmGl@WHqg5BIkU%_(kQk#`e&Eq5UTN&%kc}zsUXx_TOBCfFKmYIXox=zyQm~
z20-98wy~D6&tsGYQ(#%6L!xZNhojmauHx8;ecM5xvpS#j4Vk`SfucnPCbPpA&VT^$
z3<UVsilZs6k<5bClm9-D>N!`bI3eWG@el;Y5cGYU0)ypjh#3epc7XtIaujLCskfHK
zkE2oYl~wMhsH%=!e`KXd*m2eO223&%o&P<!=wIU4^6{*rRpuaYm`MhK8&)K`_L2fM
zJ-n$d(!oIkdTamf?;wEcu6(O9?`YDiRxoY$jhN`C#}ju{x|eCl$^N$aKY2kwn6uEo
zB#}3heGi>)c<S$Q*bNz{Js^;I-5LbmDPihs^0R)en66B!-$Qj?6D#%F;Cis3_<LIV
zpY62i^~1Mvf>56XlYW>9c2!w5H%UpEUT~@7mcEU*uTceo`yGxT@G8889pj;*d7fZ1
zkVu~liLgJZp5LjM72Vm&832`znq7B#R>;sp?lIQMzFv>vJ6|1w(x&M$)$mz|+SuTI
z3Xuh86WX0+@g*dUL0qT?-$JMFg4uWNH?<tRsR+;KJ7J$y4L^!`B@y75lRfD{KPY^{
zV@oJc30PJ5>&>iFhs~Bd+BSEhZsaYDFNvNRR*NTQHLsNotB9_TE}SI}p^5e*TWDV=
zpZB(BzI;D5rxPQ6vHh^%v~(IN@#wiO-vrMizw`b0E8kyz)uyR-S#Q3Uxvc^Ox?+u`
z|HjJWPmb|e-&%vFyvmzR>6t;|jor>8ulI$P6b#G+T_167FKVua)72T!H-)0I)Y?d&
z2ba#6be4qeh6iW&_prs0k4@cmiuyc8G&;4;Sua_|w>z&AP)n#~DU76z?kF-NjX9et
zof#N%nz$y|Z;=(ONgIh4Y04Q~)PGbMw~Tu=gMm0YSkvpncE`%%I~Ct;s_1B*K2D20
zVnv7jyz4@TZ^+nZ6%en5I)9niwX&mqG-!s(N=*v1z%~rV-WyLyBXPlkng>1W6Ef`(
zj<^#IGI8EaH!6d&lXczpg85|=trQSw)9XlT8MsIpOP%rA%4;B<m`DyjNLwr}=(c@c
zH9?}3t%{>2NC<}upOWu}N(*aOkqc%#LjBHOZLF!urnNHjP99I@i8sqC_7g(5vt>T_
z%{4oWN6C6s?+ilN_qw_mBTv9TjQrkPhd(+}q<d||1x;_>R>Lp|cw0^KC6264(-%U*
zZJ-iqTp3kwZ`ObCe4ETCsOUJr<jSF-S((?h=<ZLY%P*PbS|nq>--Q3bJa;>Pinf@p
z&`8>5SW=+mDBoM;?iPeW<H{-IAci+q(jzkSv<ZN}0rOtdH-0AIMs6O+gm}a8BX3I$
zgpRcrIM|Vu<WuI9cU+N;SZck?rgNoB-rWVW-M_+9tX+vRMz(n0NbrV}p{V12FjIqD
zbv)T|b4q9Ul=T?!)Rd=+LHx5%jmM?7<G4Nfs3f5=nE;IEYxtyc&^<Kfe&MufuWD(U
zvcS5@S7iQ^t0#w1M7zr2s1VhUKEYkvPD+1OxyK^<%O@7j*>jWEOT9GquAy-6$bPwB
zWE0=(WX^H)1_YC-qpOmo9qYUfq?zWd<X?*QO#h?Uv+botvCe1vTY8yW90Wc5wqEzA
zXwsE_gsRTwZ4?BYrS$J}dgOF*oW7Yn?g+IrIQ(wtLrX>-rYnBZp8V0N#cW7>@XUcr
zSzc?dm_%ak^9j?Q^AB#o0_fOc5u+{}5$(ZBX(_a&^5W#Pr)KB9Ql9)68YHvqr*P%w
zJZ7<Bmq=GdeAXNIhzBjWYw%Z0Wo0O{`daq(B|I9(8U&|5cR$QCu5U7V^03gu22EA^
z;-u?)+ofW?|A^gSVWQ~EZP;@$Im+X?1sUBzk1cehw#u8oh;|zhJD9E4y22=2m2)lG
zj`)Eb#@488{ak++IWPB<=alm|=#I7i!-ocJBncwV?M!fol}yY$ylqs=6!hksh)Ii`
z8&+jXG4C%8)yj}E3d^lvY7-IbF~&anTxmF}>cXH@*I?5mm;RMm5NNVqE?3seN_~L7
zW_b#QH#e<Pl<p~gl(}4c7c=40kNLiv2m;v>(FS%PAe;0C1Y88-H^qCb1?SI*uP|Z3
zVb0ERrQYf<JC8F8_KC5A1LGUYMUNeN61pske&V;W7OMRr5M%!ov%`~VA3GHFtYUN6
z=glCX`qPNn<Znh@&~O$8fwT3WRNuwCHBC{^MAcgc_1!T+H8?tIOZC|-OnO*D3D{k$
zDO)vJe%iBhfwNAYR1knWIF88IX0$Ow&Y@Dmza59KtgYk(5~#;@yf)MG_YG((wztGN
ziF6d9g^CJZJa&COXfOT1{FK$ErH&f9$%5HhjhnQ4EUK8-%-p4){vpeAW3vf!@{pJS
zAe2M4s;K;$7=OPrl`Kb5I+z}B+1nDB+)^1DW8c>)uwWe5cvJQsncanI^|es>F5j)Z
zVbnwIB8!^Z?i`9wP>dK+SRV~H|ArDekeGv=j%P&S($pDp-nHQu0<SjM-^tD=U725+
z8h!r}FMU+Dd~(3XCWLCC)38R4OT0QI>!{?S2bkpOPE3{Cl;voaGV~>xQXxv79W@Gb
z^E`<JuM5HNgMOOM-7~v+3feDKY#cBc+(Ep6Oo%bNA%1;4^_(GresLqt{*SR>|C}S{
z*WD$`@$;ZHc8w8*lJ|{pGIP=y;g|0@D(OZvLnW2FS=kW)(Ous{4dUA?YqzrWTaH9N
zwq>rS41fO;ApMAuYq)zxN53#uWb%gmTHVIXySau6=?y6BbUF{KtfNuikGPsIwL!S_
zO1<G?kI=Df*&G1E)()ql_}rcL#BXW<3Qz%k?*{skefiIOvrOR;%SK~vS8Pkhj*a<t
z23fNa1Q3W7v(jsRX?x$;?k-nQ)BKK|@?~VcE|;+QPWakD^@0W7Y%~4rZ(R|+;Cm%m
zeBfI1NKn9RTxm53@TK4NTS`7bd;Ae=6BY?y-g3OJM%cssoY!Ul`M2vsE>lL56VtnH
zEhktCiF5}ZY)-uzshY(3><fz6d#&wK;R9Dskdi&#zh-Jjd-^^Ff$+z^qxC^gmyV;@
zGRbUVFXZT!O498;vGFEp17T~bLGc4)^PhZ1)aaoP#yo8t+laaQ8xQ3AG`+pTKvE{G
ztL>(Whgms|p)$!vJu9Lmyid<}4f)|);P7F8?cqSuJEp{bA;De8Oa!}w+e!6rHpRx`
zUKX4wE6JVvDG{<Vzr#s4SrDSPLr;7yAZKn69&NxU#3UzGAINbR`-HBpQ<z-5rogDn
zw=%i1ml1h34mKn)KH68ZGAiUgB3rz!mI-**YF*JiZ<x`ODo^2gn?2+qI?kuTqa5^d
zQK++*w2hT)L7TjbyRH$@Ot`JnKHVuaZ|!<5>G9Y+T8w(*bEdPtqUy%S+C8>$LOtgR
z^G*$3+Z*`v7|ovT!NM;_JR}nPBmI#ozPUAc({)bq7Xb)853<&UcBi2BvP#%kRbO^J
z=imPA*y(>cb~*@{Xp2Pkm1(HV53cgpROg4qTHYkUwOd#bV^fdF4m(=~?3{!j$YIpR
z=dk1eE&qHC18lRQRIi_^A%aM8{#vjcnH}~ux;)f~kp7{%&8WK{+j;3Vqh-xN`F7mI
zR@`(dwMKR(*}gnt{Ar`6qwNO;WBhw)A$pxH;&qhuJabOM&&P3CHLX=VNvXy`Cm40C
z-97cQ+hS{LlTWA|>slr&=?Kxl!Yhz8IW;;-So!V_0<>2f+8|)$>Ab#*-PpTt3#rq-
zpUt)oaE;AQ<*39iFBgFwx4>U+f#_gxxa#=sa!&2gf3#B#HX>J5B^kA7NfpYKg8a-!
z(Oy+){_mCWxo$?3V3SS*ojk*|;GZZrW5IgeVgRj|-<CVe-b;H|QKr^c9@(l>_&M$r
zeI;)@>vP?YnpKM5>dxL)g%y$Xyx^m>$?*FL0s}c0#G^+>6L4N<4PSSQbm-GsB1(6@
z_hPJHc3u2%#xCZv<nbY#oS&e2t9HM;^OgnjVpH$9d5EswK0hDL`8W`W#nP5=RYLyx
zP9|2D4-*W#_4v&&A5$5ZtXu0AZAxF8`?uDe+i$7-33(E+-0?rHMe&#G=yP00;ddc<
zj$<^bYs=Bf9GA(!8;iIeS4rzN5X+cL#<-<h-ugsnQyi*TORM;VJR!yJOd|&yVkYZR
z>zo^jm4{<lkDx#xotLzf0|M0CtS|@6*qJ~QJ9sw;)Nn);oy`_0j{t$`KQk0F)KD~X
z6$S(hw}HSYj&rY_>Z^ftF34}MbGafZdFO)atvL+~<cWi6Ql$j}4HJ_^ZPKM^<O$y2
ZMX+ZRX<2ukQ&RjEC=zd*W=;UV`~x>Gy}JMa

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-186-Robot Mascot Illustration.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-186-Robot Mascot Illustration.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..9113780dd7119b4b4d90bc01e4dcc904e3c4c54f
GIT binary patch
literal 11729
zcmbVy1yq#X8tx!1NJ%OsA>c^2lz;;QB3(mCx1=<Tihv-3h=fQ;HzP<$cXy`>LpOuO
zP&4;K&-s7-&sle!dx!PSTCCaMyZ7_F?|y4<%p_(GM5e5uqyWOg0)eoAKM-aHBo89M
z!^6kJCBVnWCnO}eOiX!&n23m&j^ZjQCBro)Muuzj^vrBL9Ly}YS?TFHMY(SC@e2tF
zF>#1Xi3v#Z2nq>Y2*DyGBqSyxroD27R^SHx4T1mX52g`BPJl&;MTm{X0=h(wg-woy
zX$3I>>%_(S`2qdwgLMfT2Nw^YfbcRAFrb_abO{R^`w|W|E-nrZFggJE9fU)UOL2o=
z7VoNt89s|ErNFc3Gy+z+k|rw6p<OmXbGPS&m#JxJ>8`Qg<lyAGB_u2&DkgqM{vJd@
z@xGF>mbQ+rp1uLp!qUpx#@5c>-Q$U;m$#2^(2L-Z(3fH1Z)4uY#>FSRPfX9q%*xKm
z&C4(STvlFD`K7A5xuvzOy`!_Mdw67YY<yyJYI+{Au(-6mvbwg8-21VAaCn3|KDoe!
z1;YLX3;6y8>>s$u0bG}GaIkUkFK}U9@&X=gava<n{CE_y8u(_eS6Kv}5m3rSr<F7j
zvI=VMQklCAU8ZIenrBB|K>La8e*^aX{|nh)!2ZTH4I;+I0+feM4w3=w)!pe<Rnsc_
z6dY|;{r-mBVlZ(ps9(a}<QWEZS*<no$7vSq`;-jotLrxk3@Ca)9s~Lm+<=aNo@7^T
zXurEwQpCx{t%i>Q1#=<Pj?af1b~aPb9!H@xQ`j(|)URMPx(fqp-}uH^7+4}`YH_s*
z1DaPt#h_sx@Y7Qc4Cs0Wnld#^X5~~F18OLRA*+wVIZs+!CR=x5|B$izk2&fP;nF31
zhy0REXv!Qw!qLAa$jmEy|26^KJ3XrKfmFo*vdD~$tE9iy_=gB!jepE=6s{~?!tY0$
zLJp9m^&3e{yIKB97?4c0-uZb92J{l{m31i*&UdIGDKazn{bkWMwQkMuB#*a&<$&7J
zEhdy^{hutUDJ!Qs@I1Ecv+`2X^t<`JZyE!7``-YfqW)$O?wy%`_(MS3e1H(32#k>V
zLk+CItKsWv)<IYlKrW!5Kc>DQ7yO$7>%RSqTvjwC{2%20F}K&h$R+sCsq6nS^)GUp
z0rmVYA?u%NosLT#zscCn5rhFX$09k-&}*hghiYh1#WOBbfbW6rSPTeei2*G<+1}Uu
zX)4DUkU9ziU#qqnJDW&!fH)EL&a=NM(ZNZwx`Q;j5}=A0IKEmwaEd>G0i{pZLyN-&
z-5)Lso2Ty!OR{4?tZ|_jkQou|oVNTx)xT(-_n5v+=9It?16pl^=R4efxH=rt%b6a&
zEOMDM{plaiV{HmG=#!h2hh1s7o5Gpeua`Y9f3yl)#q}|LCCydlreu{q_wE>KO^>|^
zwm^6`-29MM6kM|vw-inxK~mo1FSILkXLAPzqu#i0c=?4ZN1#1T{pKsr@EY-$eD4q1
zZ+a~o93O3m(Q}>QnvB%?z*j{HO1o|tf0uM`cT=ozSgkPx`*Fryx7FnAxK3$al}hKW
zs60{ly|)rlz2ev{Z3a~%K~zO77`~rwb0+ex?`R#*LUbE3pD!v_j*M6H-L+a_JAx;9
z%=8QpdKbm_a+<|kwv?DEpImO<18?XrMeJ%*NS8<0*jPK<@-?PW(}GayW}87M)v<m(
z)-j;;a8BUidKUE$j^TN=dKeIkXB7tY2++^Ip<a*9RLE4)!I47F3k+z{Z4d+6yy1)i
zWl-1W!eeUzSMY}(6gWI|7!oufRK1Rr8W7MQ&v^HIo!uy-;)6l_s57W}Vr;JKo>+6L
ze30=`bC;R)m2&dAQXcv!qr@Im?EK1j89#URvY)vTNL<pqcBfHVFs6mZ*};W=TKPMl
zl=}Xf!N?IqPvXk!sPx|Ok1NkcbuE9qx0%K7Su;>a1*wfXwIc1woMgVe;bM9wJmCGI
zBhfR;j?HtAyKTq_SH5EfI+nkbMww@jVui#-z^<A4Fk6aTXXwZET?tOkD63RNb50!V
zMc8`kN#8(n#%US~ILCG(>S|P8viF+#+%wJzpG%4_i+I=x|5}qwBM+g}vug*?^8I0F
zfZYj5{s*52yx{<o4<}?cnPkwf?2qkh_-X_b>sLp2<If_YOy@7S0piUk#;Eoh{)6(|
z*6mkmpMgoLUOx}#{CMf-!^MeZo0*Z)B3<?b%MK(iz5gO;kdN`B<~A)3L!(F9DrjB%
z4W1V<xrs9Z0}9z)*X#<&7MSUuea9Mftd~h`z4%Bo7*~ZcBs;x6*Tr-8*h^<<TSz6Y
zqFS{yGGQC+1=*GQRzNIDai`^Ri$qBmRSwcX@r-R<oq{+p$)mWZnf$$n1J1%FVf?*f
z<sa|Ns~#rmevKR!x*otdDep|ffrffnY#0Y7J1_C9;W6YJ`q6$oj+K=@5OW=Qd~0>^
z^U8Z+`vSMt0Lr1b0p~1EM;C>FjocNvAqYG6r!q~=VKNN}Wh1bWK^IRa()28BdgVN5
z1p^v#GUc8aO#uS|P6F8WpZqbP6Yheg>dofOe*4o5wPx6!xGn6EtP&Xd%2Zpg8+{cR
z+VgiTOwYJl&GWmHkQjpSe58E$I{Js_e)fu2?|q$f&c`j~U0jg};n`kFlEpba288L$
z#K*6yulwMRH6u$%nbE>aC-B$)vIwpS^}gHoE0+iai2SalSbq!BDA`PezxGgNC!OY{
z{DP*fcV03w$v}pD6{rwl@37&H8lmd5O(m+8&Hog)%=<}UcG>Lh_gG(&_+1C3XF6~j
zpUmx#XF2=%hi)-flgwR2VN{axE)8F7Gw?sX<S(p5dW9F`3-rrwzNy@Y`<3p}glv{9
zt%)o~AvgsM$yQJNB|B^=0&ulm_HIn5SS&e=j|&sts}zYJ7GH1;9@sAsnJ#WHr@9fj
z$Cm^$vp*@k_mU3}zZ}AzT-&h0LV7@z`6;a6Qft}32d8>w@8WLNdOM;Cil%eb#|CG{
zqpU8xP86mdHyoz6{e?4(Bh+&4p4VFy!_-m6^EHji)8`2(NDx>wG`5UOPj%hQE|qfM
zp<RE4^zljsAycxah;MN0NoYlN*pEpujy<^O7@9~qf7nhG#qiegE$oKTgA=uv{tT}5
z_j5ioFDfVD70y~w?9i0#tJ#Yk!0C67+WbDaF^^>k$`5wmi7Iv&6DqQJIDUH^(eAx0
zKVrA0s#3*sGlVl6{E0&<fU6}(Gq7B_4>uU_cm#kEJ-Tp9mfmpmy)9>S(+?nERKVlG
z>oQarP-k)x1~e%RJEtDoTk<sXv=I&%%9@w?BeZ~*U_iv~TuK8*%6-Rx6u1L4G{U~p
z$Xf$)-LK<PYTPAEaXlG+>KfBAo;W3=oR?>>ZWkwDY;vDkh)(igKYd*yIN|j4)JbG&
zrRKdRnShe;0wWLVl~)1(=aEWT`wm<1QOak3Rm5xgwv$gG-(fK|<Z{U!d2PNj&jRTb
zvyXiv;n(^+6m(g;;rn?SPuR2DlyX@^cXL{#)LJQu#!!BSZthj+)2KAK!=OJy#wuCx
z=d!z#EfT~rh6MG{7wR7)pAv&^*>-3hhi~RUxE~sfIl6tMw+O$R>2a2~uLp^aZGZG>
zBP#1UXcd1&Ej{512=Sb2RJ{!Aqw8>lR&JUt_GL?$^7G|xqAwBdt&uMt6%dallDN2z
zXEmv~sAlv^YVE#l(a`%cjC67zRgm5Y6kZ&Lz)>7J=ZG$xr*q_~+>Kj_C-LXo^<yz`
zTk2~EF^1pn7UyJG#GW}MdOsOl4Yv6#mWuCxw|rv3(66Y()B}`4f2wCsqR1BD(CBYC
zSAzlJt+RL=PY-xnycc|Tf&snuGQmO)uQ%HH#spW(?(xrwVL;aw8+evai%21CSQ9eJ
zTs0MQxN}}PI^1F9!Rc?~5-t=)$9UmAWB~602XuN7?#d5nF5I))I0m%Q{L>B&{$&Sg
z|6vDF|Fi?Of7k)B4+T3f>kHW~j&g6sR#NI7#1(_hEu!o96PR_-B5P+Gb*NN?eC8^m
znMHCVZKMBNNG%4`Sj{oLLz3YZazADpnUsnyH`BDgwKq8(E6O?~O^0G+5a{RDJrQ!K
z(x$`-Xj(H#%)qDWx25Us*z6@}Ja)*u5^~u`Y{PicpxtFTtmCDo=4X0szU6mV5UNS{
zOl|;l^IwsJ^CM1HX8P-Ad>wWCp}hiX!>RYb-qG|8$>LUdP&Rfuv%ET(?Kz}{i|PmL
z)tRu*Ji`-{OU)tyyI;_Z4r_*0;{+y(VmegIChTR#zSHwOK4LcoBSXu55~fGj%2HN5
zDJY`d8|%SpWOmObfMo4KP#9j|?kZt%+d$X5jU7`F+v(tr5dXW8M3<t<JB~t?Pgoz0
zvNn7UNAOl7N+Y&b?Zga9C&jTR>bRNbqBm3wO;&qyfnX3~>0N-nckYb7NI!rez-wNg
zhSWO?JNbU@t@bllG%cRx>0N?X3rYSXL6Pz=`BRH|>--YwtBwFA#afTreYGBvQCsXC
z<V4o$s=eF^`7pmR(=M})U?cTq|HRrNX_4E7;H5RXMKM%x?DAs<1DY_2PG8%|UQ=)U
z!o<wM_+`0vpqV=RsI^2e;>At14&e<pGCpq{<d%tvh;OE^nC<lKlyNPmJNIePPrey;
zmbShnaRU#8%8^1O{U$8t*J{6t%ZhU~6(<#E7jsCPseRQH;o|J<Q<PjIhRn`gK1zCL
z;pxL)Gw9<~XSkn<Yq*RvA?%7UsxtIGvZ&LO=19DBP5+2w-cRpphnAXqp4ly7KL($*
zt}Ln#+3Vvc5fX?;`cF)ihZ(^6RIIu*VFO}cB>2+9!7AV7xSbSIzU;^{yM7CKl#}|f
zJQ#-HoOh=;l_2?2Xg?mzJ(YFGEq7lOtEqoyIJrg&9EAbBc)KEg<DpDwo!y!=bC5<%
zkMmpgz_nsu?{$IrTh=4Z{g)3#b9a>9*b(B`4A(q9T6G5}9fds>Y5#;h5o6S|U@fsg
zl~JU&V%igPL;~i2M`o0A7ar3wR;N1vBYZfh_}+U)b<de%3%`3Y!=eIQj<PCvzyF;@
zfvx$QDMw|Ijd%FOR-#U`h3jdLz6>cmk-=QW#f3d8r{2Lx_@S@Kb2yRqfz%4abs>^+
zs<P+z$ySoIo9oziu09`k<jkm}%9wrkPdl0zWxVyLJLsjF3Z6<DJAz<9fA4kDi<09%
zEonpY;cE5u3qIdX%H5}<>hf1gXqzi&I$!Eo2N$1ATt{*fr(CI$dT0GEJZuF<azn2^
z(PB(Hd|%->;qs4$&?_JE7VvQ*(6Ose_q^9kL^x0p`)mH3?!>O^4%xdvMy`+yn`Y{+
za+{iI^Y}(J5G#%W*}`tk@KhH@$4Q_#?%@#%_j$*y4YG0irUb^0JSmoGMTIO`yUA5{
z<AEo8Z!W0F_cpVwgA=}cnE56a`L>zOq<&xt@_ZJiu0LjHoO%3-Q0lWOE0+ncv07%t
zwY9XY`JVRDQOc{QRaboF=yQdarthhWz;VO}#23naUsw>}mj^H^arsHy-~G(a7=S+n
zq1wvHTYi6MYX&+MXIlFZ{3^Qg(#p<NW9P6p$r9c;TaI&j6g&t{pB0%{|8WPAtm2N!
zcyNcDoqih;KUJ!;%lHJ??e+8PH{<LU-<PC*9aSZKlb;ia>pl2EM~`b=j6?MY>zLzB
zQEFF}b@2icmqI`Dyfuvk4-^>&<e}50xSh%vQa>D#xn}QQxSt%|_?_V>rm{dsC1i^H
z2<YJ4+vB3&Zc`s+!=h3YhsU(mR7~xA=oCiuG$i(Gpu5mIjo!-gq_4O^tNoM{AC1hM
zEICd?kM&YeI{pLH(4;v!S-gtIv#S9Ft!J)M7?4uH;Ud$#a5@;QAgL@xP$X+ohwshW
zmtQ0TI9WqFx}UZr|95EV72ZDzZ&+0SE3*8!;yM2_!|?lerV13#KsKRfdK;yNR^%o{
zH<Q7DVm7bfFUv}pl-CdBD?RlJ=AFZ4YwK7ByF~2g7PC;a?pEHKi}2I#BDsBh+IS>m
zi6o6vBhG@+PZZ$M^?4s=5!YWwzQ~u=dF~kHI$mc#?!8hPt|JkY3;b*H@Xi%gAzv{c
zQ#oC6@uT9FmJ%ONEDWgL-6(?pz2*J*w`wcK2f@`d(~4wF9(oV;RI4Ku=pu%Va?2wR
zlJo6$*U21R1kX4I$K$v}BFyWK+q6S(4=u_)7O0jSU%A^*9vjQ@E%_ytF2haqvQw&+
zRad*KNv63b-`$V*UJczn1GmR1;Y&NDgdRq0SzyZzURBj#drBAOyZRLIhKI{xJWH99
zwFf&qOHtI5vh1C1_t9wAo7sCYHx%24@95#@qs*7DhsKRdb^Dpu5k&fGQsR9<>T`}m
zlPUQHGWR9ZJPHoGUs>aSY4fPY4^9*@*un25(PkW*BzQx=#S|-X>C5gh<c{XDjjCgN
z*8ROAy!;pHpgHyXtc+!anGrVO7N87{EZ+f$RY?<*R6mWbEJ==-B+q8}O7gTK+df@!
zMq56$1`7#k_jl-0;O<6{DOCaww3ze6@%nORX785$!sfJUYw9MV$`lJqcd*;)O0hk#
z0A&<xAfN8A&RGsL^7AZW3Wd5W+Hfxv6Ze&?oeGZy2jzrL<i*;#YmcO@U*kNV?HG;F
z&C(dT+EcC(adjN7mj{6o{K(!BxfHGpo$T!bqF?y6iGN2wGk8v|4p7C1lw&|9K*<B7
zw+RK6M4!bAwqMo%RRX<WI^lO%w?DS|)A&>k5MGeMsbI$aYqHO42#;uswai?<xZYQg
zJ9&1WM67$^6J;6SREieTK~_MKy6Cc7>g_KKN;?KASmQx=r=5DN;+N&rEKHhm_2u*Q
zRh(QtwlPn`t{rbchj(gO;bo6#yX#RON{m*RV%^8H`l}3v9{Lxr)OZJWD!EzT@`Qiw
zd(!QOwKb?mHwUAfcJO6$q9u~Fr`FykE%GG)<WJ_s?e%E>ntG`?zu>ziPgMvzx0gXu
z8iZ2A%ofPL*$Vk~fF1{Y^io{7vhPdI>=j8YRUchp_QaUCD(XrVQXg#lG^%QFFY`h}
z5C;kKzB+OlJK#qt<sF(eQ;r_Z@tWlapQ<Ws7nfcREEuuRhCO;KH0#(!2bc5Dz4_o$
zhU7k+5*3WlcRs-XTq^#IfPxCmY9h@_v}K(<@G#ifhB~^h|A)f~`YK!Zyxx>7+<JKb
z;B!SqX~ZMu%dSSSr?p~EPW?IVbU%^;x9*>2l$<#X@7I{7_M3IsyOk}bF+NSbZD?J1
zpPGHEO+r%B?V%DjgP>wUE*~ZJMw?fbZKlh24G522g4K0ouoMJLS{-0lL0uA$NIj+$
zhM(-FVnC2`|Bmnz_cqf#&JEbX{LlVEc+IB<BJq;z={tY76Ywuu!HM+-yQyc9cYu}y
z^Uo4lOV>Mj$V0?jltArcpLg)U>+-xaN9z8?my$@P*cpb6S$b;`#*Y(y@hT!=h+~|v
z%FZvuQ|k)uM(%g=CQoinKZz4wq?snNC@H`PJt=l*i9f6yBwToJppX4@Hc02pX+g|i
zBCB+!>-u+5f?9fQ&Dg<*cUGSSySdlo*f$})Lbz*{vV}B392yCWJBckQKg3u0R_Y0G
z-sV^Or(l+?&Ni>;XE7;?_Vrd$gr61rsef!R;!TiX8CW>pxw_XWUA|RMjSMJmuq<uj
znd<oda#!(FMw>MGCnWm^wpXQ##2w5F_}^;f&@Iqi&w{rmbUO7)G!puLh}b1+O=T6W
zwJ-3dM)y9bfkqVZ6>p$Z639ONt<ZD2a{DIsC5@q|d6Q?jqwbJ;I_wBbD#u0LQKTmH
ze!ISh2c+>pM%gI5O{IcBg#YWRefK&Jh|bL+TkK`s17qq6p)UvNpD~~^#UoDiu<7=-
z24^fk@oV_uSbgf~A^fMA0rngXfuqUZmojeJQ{Zc9NUqkYT9%KN(y!2Fzo)BC?AHI_
z2>sZjWzXSyziA*3kyle&=vC6WpE)b|BPxrxTULtyWCEPOguLFKC@0!|OPr47byjq9
zE?t+Tu1PsURS@!`=ZQ<^v(`t8iF>>hs3Q#|(RCH|L4%bg$mtd;ysv9t7;5`^fc{Kg
z5WJSC{UYb9&xyt4wU%92u%Sk+;mp@&+~cRLanc7e!L_99E$rX2v&@(T+I=g>>qPp8
zOdT~^StA~~fa8kv9xMALQ?BKn4zrb%+0p5cOvZm=C`gOs%O&T3_8^3^LcJt1NO(yU
z1EM%E<fR#Ky2GLm;f?ELZE-s2bCwIwj`2&-&RyP@a@msPTgY-tB@-sv5^Nq($th9P
zIzo2RQ4Q*^i%bWX4iFEOk`c6!TybT(dM4|D_k7wV*6K^r0)ekZ;<VeQWn304#DueM
zOxM9!VX=2^2RBsK<gIjIGQKjBG^Aqh)vFIBZ$3K0Z9lmk5_Ifb>rYncYaPyXqU@ID
z1oA(5=wIbvZvs5~Oyf^q`rcs_XfRzqP5*wepIm=-ME~#mX}NX=;T2p|>}U#o`J(!z
zStpu*2k5-%fswdID7jtcF8WlnAR{d&2J+e6WPu}%O7`0~lZgVBULwkG*NPTx#HXv|
zF4KwGSuY~W>gfe4@&w*wZqhCYZ|I)58{Mj&!$#?GE61p|b8bXvhPw%PsIpvPX_vUJ
zbKG(Jd~(9<F$1#>tWJGqZH-{|;R=<L6tujhS;K#rKTnvO>{8>C4Q*j##vX$*k%>3A
zUj`@&e|-4Rj-azRw17`fF%0!#KDO_f*NEV4@qsu+mZ~j@)<j@$SnVzNDD+Fl%W%Te
zySH)gckT-Z<)hRdj%K(V=Jp177g}bgOo(V|&MuUtz7mNM;K{Kcte3XK6S=(QD5;XM
zE~{FcLA1S!1;;^3#|fp9eVtq&FE|VRL|cTntJ`p;+SoAnt%!PK^Wx!QTFn*kYQUwU
z6t4*1<=3rG%mZV8e5yrCCwMOJ-S$nB=`U(SlD3XFZ1B#Yah}4IZB_M;+TDEL;$q`x
z=!L+VM<zNul0s(}&Tes_k`Y|e+SQi>p2`d-zlojNF`A2r7`-~%Wcy*8haA5OjuYSZ
z?N-D5_DakrLRxezv9D-Yxo20%+K+Fl-M37Fq@1--L1}hrq0^d66DU?mba~T81EsL)
z-OZ7C>XL;JK(9u{CG)3WN$$s;Ygn3n;dD&WvzbdJoix(tKJUG;Y*D4Z-*#`Ev!G7p
z1^xT(sa4;VFrL~Y1KLW1O!(cwS~{~VsyL06uOwUjBU{Eg6^YwvW-nQMBf-#_2a#l=
z6>3>#_6HtNR)zU1M}kGS*^^7BF8hryQm<XY)kt;M#3iUD)(lE<D2~NdG0BlqE{0-X
zne4#v1#;M<M$)40>9{1xnxY0t@6(lu4U^!z;%tIebp?vWg?$o&%cG&KzG4pEug6Mx
z<XMuiceJ;hmdBnXJW8<^=$y3Xh~6;0XJ2hq8#mJ1ofS*i#W*(S3*AQA5_O%*JF$)k
z2e~O#cqsIx)MVKXuEj-9P3Lqc(QJQPu0GX2tMO3o8-D6_OHsbf(P;&{+$K2q96b+J
z^2=5W$3N4&^H=I(1#CAhV7o>Bow~etm~P%25GAkXzDSB0{z{4+mM&U0oeMwPa6d~j
zZkwN7II85LsUmc!&ttp?(E?F!5ZhrAz1WT{x2d|<1Ie{gUgyCG9bH;&&)1(1+Wf}j
z1$yi+KZ=@XsSQPVg|LkXYvn`JsD~GNS<@@w2nYB1i3oF#YpR>w#UO2K8Q-c==v(W)
zO6n*L1};0Xe!--D=`s@U;*f1K2YdcV!=<?e#zx;!QLnfPviIBB<O)G~Quba}pwFbS
zio$a#qDa-1FyRa<`?jLkL&a+tP>=k*;tDQsazz2sU9Bv7xV>+?q<wA%mQV;o8EMgD
zXH{%2qIW$C>S<6i41MXw4uW?CBVH~nFd0oi8wmYHKzKLJrS4|u_6Oi@SuoHc0&h)B
zv`#0Q6je_357ScP3$M!%mBY8BXilXS@Rlc22v56xEmpw~cjif+AMUY{$G*wKdP#q6
zk9Zx8jg++}r5qH+&R*m=36EE5LC7B_^?a2MiBWyMaDGs#l&XW5+ckeKqH)?MFnMmy
zG_U2Y)^-957dl9!(|&-z!!iIizA0;zWM282ppUk?^wsD>RIrB;prbppu$dcZ%KhE`
zx1n6whA|kBQ7B5!aOuX1ZB{e<E-n$ijVF_SeTOJxv=aq-z4>ck^fRqmxoP~^=jqH{
zQhZ>OrG?kTrD6~hgSvwDK(@1c;p-ejWj<Z<=nC(FRT-nv(Hz=%!mcFIh$kWA{;IC7
zH6FJ9W&4d%4tlD{sgc{v72%CSuEqGh;zvcMp{b-ahR=3{^^=`C&xfOr>d>*@;LWBa
zOdq-*`#sWS(tA>=Q2%vgaG^+=-{*0<F;|5J{e79{8gBfKJBlx1Uc@P?9p2y1?2C4q
z`Y!9!LfD4BFmV~_y+cJcpM(bOWF%4ZJ4<VCZ0yLt$m217k##MxXdoT`!4rnn_HTkl
zdQT;xPquD%xXc;f6)BNvLyvhrnpaSRX619lH6LcOnmc2Qoqj9(7&&ILhh~r-D=xOu
zPsf%>*yXBtOI6M<X_McPi89&N^;crv8@0(}o`^zS8`>`4DHB+f6Xib{Idew5_tz-M
z)IB~GvT?MPd3iG7G_OkT5x_t-a<rE`%mlYzYV9AYbkBe1*gvA6De(1KW08Bis#Zy8
zcNx8#Pl3~sVv)0~ThmPoLxUQ+p8-+P;O~HVu-_3bv#2o+`_&!&A>}KkswD<wmlOYp
zhH>@KKeJ2C@t@hH*#jGJn{=djXP>*#WKOPK#dPw!Hzv&9vldhcM({3hvKv}F?ZD>4
zP1s!>uyn|*S6e(+NQf^bmG|~;X-7%pBkxBo%%jR8qh$jmgY`GptCflT$_zV4o*H~o
z_jMhwQGvbk6>KG5bG^!#Ut$TnQ&My$F?>J>z4tWju{-%pRCkqOYA`axjAx2w=$UX(
zqC!%>LS!9MOSNjmx^m>Lvv549+NqE<I8k8z8@FI@T1F*q6zs!uFlp;I#vobSbfvQ?
zeal0*9!fZqyEsVd2k(H}{JT>Ns&XRLXoEe4&i!(AN={mh;S{_(!&{xpPx(zsbtMnm
ziq+Z~iA#{i1-HAFzA6Y(HoB)OZ*T#*Z{quwWPMf+8V~=PT-y}ZU6b_T=-W5cdR!Tm
z&(-WVgk&O)#)k@_v8A(|8+;sIi{P2<LT<PjzflYQP)hzfK{2Z?N^yP*(p#d)Mv=NL
zO|wVUbxZ5j;HnNQ@5>^ZcIPX#kG|As-ihL9SkZpM``XuBA+X6w2tIi~SaC(i62%xC
z7NrI96}WnC-xlA*AVo_w)A3%4ELNz&cb{oHdZl_LN_dA-<xsZjMhx0`PT~~|y5>)_
zTk1D8i~$*HM(52&!~8Z(@-n<R<OiG2-*yp^L@^V$Ad3znZY><^Gza;XD3_Oo;bvu0
zzhUEJzCZeiSSP}BOS_x_I-n9EHM>S}IP03&1@sda<SrY)7iMM>r^a*C<f#a|j8<o2
zg<DYzN~(%26P`;-E;VnSCF!Z=IEdUy7c`h<OY_|lZ<Eh`cH@bR>j)FHz2?P&hl2t#
zHY)Lqw^%0h39D;Kf`tR;PM>d9Wm^D48l(AxLVU3(;iVMTkq^p9?%4;@ka%#USaCXU
zDAL3bA|yI5pX=y!vvx{5g1yhZO14XXrUBL9K<m7Dst|i_h3oKqOj5oWRXwM$tb`Y+
zfA!;8K~Xu%JtxC@TZygXh!DEAzePRXh*MIbgPlQj+;Hc;o{CPM{X5^J?=SqX32nt!
zM^4mWgPGLJzfDeeNwzH+@pxa#t{9$55XuRf7%$IwZLXSs%Wf!7*JzJ$G{VAC(%0hI
zaNHYL730H_4!`$5ccaQhdP?{6w4(RdZqx*JWBbKf#Se(*yfn2NLKO1zXyW(S=wEr!
z`1Sy9NXY&?z0WK}N@OViY*!{s0*7MqWN*YciugZ9KFq%&8BWT;rF1jogCq^Yb!vf}
z);OPqsdu6hMNLq2b|a^Q9M`}0xx}7BPav=Du+R8(HILT0QRpCvyJ5rSGc!kz+<m{Q
zSgWT_uQ+yiO*eEDl!<k;lGLE-c>z@f{eh+$eUc{43SLazHRqY8T2WI2CH8L%0xFnx
zn7X4X+Rhh_wGK;+<=+~=($+DpgaH3*9IghaEh&~qxh%$;cctf_S2JlHYySE^EZJu4
zhvX|49j?M^VYj5e(i}xCsZDo$aZ@R2^nbAXFb$De?m!m}<zUNv-?UHx9#CuAA+sc&
zNtt9u)IU9S<fuB!yRyidl-gaDLm=wWx1ebU?MMagcu4KM=vzE;PqQo8yXnFwF=58_
z<0gCfIZe5W)Ie(NgJ;LqpPkEz0tALus-8sh38>Hq>I`Tqfgfv|?|1^`W1B2xAlu8E
z0!ZKjmeGXOT)O2@;n`@vn?PXsQa$si71A_p@h#x(pffi*%uJd-&Ttpim4PhGqx!!%
zu%}DR`x&i6`zh{{lXj;>caSwkTz2ER&ypOzsUBVt3XYiy`()$d+#DAdUNJKmT0o{b
zY#tX|^y!zsR=M!kzbvGWYQF*S*MD1xs+ZY+w-EOKVj+gVTL_3#=rR<PmS=Z3U6Cpr
zJN-BWGJ~23@s4VO<^=Cdt2~J=I(n>RA^8mDZhDveL7Z@$$ZPZl@wJdLF2Tl4^bPM<
zYA@tIXAh0^z2f*G%zMU7N`Z|o{VsFRs+arCTTnGc3#{KHdfKBs5adyaOqWeP0;f(J
zrd2B)NbaDiqrzY-Sq<mMl(6PuB*)Pf2DH-&2afVzNT^^yAK4quk&0(GrcKYWfZG#0
z;U*JZQE$)HB!OE>SqQb`HD?Sc5W=)uc5%&1>SDxi@3Ju+wK466+QIg5g3zdp86UpG
zK${d;^AK>0X&<;d(7+Off=aVtKq+w;(9xnEkZ?9LWMM#q6r`t!D3p9z!^tIJPx)(X
znOZXr^!^z5eKb%z5~%=J&4$0D&%*a*ejAMe5qQR9KzHxU?1W2I#*o@9`>dRC^HRVD
zRA8rjKph&Kfl%84&X~SOn*fJrzXk(8T}<imx#RExvK;(;{9?)sq+;t+@_JB5&Njrt
z#2zTn!g92$;tU97TxE&SR2vx3Zit=5j_sQ$msqzM#gJaA%5rkNg=b3R0W8AT?WfvM
zDoq&B6vtM){gsxeSl=!9z2Tx4k(O=T#cy<isuqR;&t##VFGeL~+g*6P%r&ZHK*GeC
zl^(t$?i&o8DE>T3HMyvr|0mNkRLLuJX0E9Sh-qT!x&DZuFo$_=*N18pAa)QLb&e;q
z2W3LDgoABp>xL3z4DkU|p#}K1z<}5R@(~x@q%AO=5W^PBWX>Rznuji%K`F*9Xlhsl
zY?U9ldk56yNXmxY&u73ZvQcLjH^pA2hf5_%Ft5bB0B@)M{WkB}Z4BrS>FH56BuxW6
z^MK}L+GX~E-@0sJsBoEi8&n56i0PP{6aylMP@eyiCUe#Q(QL9Qu(WhwX<RU1R4Xye
z0q6`AUaU=HbAAe6vgXxKVNClpzX@wWKgWRnEzM8NQ+9v{xS!KJfDApy#ejZN5QQ@M
z#s`>p16l<z^;QiCV?V<i_nt2Rv|2L&8tfOe3^cV@gv=`MzmaPwehz)K67LF|w?_Ro
zi{jbs@3gSNi?#lw@d9Y4(cU)G?q~nsqyeTK{2uWG1LFUe_}`g}M{L46|Bcp8X5PxX
zhG~zQ33cTcDSyN0K>|c401Jlz3kNcV<{qTiFI>EUYPn9uoGj@trY=1*27ox9#Q_wB
z0YLO#HLL;~^z9G~DRhD3VicewI1OwNI7<0RvMsQ{Sj5f=5ukt5Gu7WY2Dg3Rr@r90
z0hK5-Z;7fzKmUHr4X}O{LiuZLi+ZMHk{W(?!bR;l^>i7wi>9AjMY(8MZ@3Rm2t%lp
NZ%MEiI=f@0{tt9CVn_f0

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-187-_details_ .jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-187-_details_ .jpg
new file mode 100644
index 0000000000000000000000000000000000000000..16dc7738115fc78c691d8ebaa0f4840fcaaf06cf
GIT binary patch
literal 4098
zcmbW3c|6oz`^UdyFt!XC`!Yh7B-zS7m2le$;}#iP*^1j1*)@o<CFCZVvX^C27-UP9
zN@X{qXzW>HMi^t6XIk#x^W4wt_xinl&vU-7bN)Hkxn9@%I@kAeF4`FFGr(nRU}OM*
zKmY)ue*kR)&;wYQnIX(fED#8Um6e5!19pgmot;DQFb@<aDg+l36%r8<mpUOME^%B^
zL`3$q-0_o2s;a7R84VqEW$hCxs><J;fLK{sIoLS_4jmFuJ|c2N`9B`Cc7U4&NC41a
zkOaWM4FYq6Xq^C@9w!s%#{hl}5CfQzi5bGe%EnGNsN(_{KwvNfBbbSak&$j4N#6$;
zxtR_hQ98@aW90&o@P{eKW;|q(JXiCA_rk!sl!|M>O;$EOegQ$DqtY_6a>rEFPMucQ
z(9}DxZ(#VFk+HRnEz<6H`-^Vwm#=tudU*#11z!&dy%C0vi%+<fn1s2LnU#Gv=g-`{
z!lL4m(z5bLkDorPt*gg3G&Xg-?Ck39dG-3u;Lz~MC}HfwIB|Mrc5Z%Q@yim4yzy;w
zYn!q|{mumfz(29*>rb$M<Km`sF)%WM86n@fKnx-D3Fc;GI-<mU_^cJg#h*t)IhF->
zF5_X%3sy;$3+ueD0RwD&QmVwGr0-}y$o_v|H~%ZL{{j0a*Eqld2GK7M%ncv_vhf%V
zh%@YL`=;nUMPZVmAax>>>;yh0^=9o@9B?ZhrUCse715tz*gZ4&dQxc4LHw!%4FHO1
z02}ow26rWKt8&Ns|2CZVS!$A<g?jg8(EuVhNpYWj9De{Zq5++QxOi>T6u}5Y1p^ea
zav?fC($31!@r9S~#>Y1qdIG)A^8wi)g4N?e^X0&K9~>tIGe3AT0`WLWFQCmebK{Fm
zH1Y7i`Xe-BF;V>d%t!qHc*V)l!Sie{+IVRNR~0O5)Aa1VOl-Gp|Ev%u=!jWB=a=p)
zy#B#DRhL$Bs+zD0G@#??G>Xb!=eNg@NduBf=vguOXIAV+f^5kmts~fD(SNrq`WreC
zWjkOfK_|^d{7Ya5u<wT~emUQh|CNpO`2>?2#R;C1a&E3^X~oJ<KHr3%ldVGW(STPA
z)ihx2+zbscP~**gs#LLJOd+?vtdje4WD#bi@99oo0N#ZuE<NwC(bxy7-SQ@l_;={k
zF>w$jkdonq{#K3ZZspJHM4mMAP|PU*(3X2mrcID>Yf)pXcuVNx6rC<muWm5)=9jzJ
zEA04QB{cTYl10l6LR`}Nc6wbZ!{oW~sDWcgq;@>!4pP(GZLgEIlNG-58#WBMMLPKM
zCP%JqJyBmRXsGgIrudQvmliCCXE%a{yP+xzN0<ZC&D-7-DtR`(R(tp(-YehZ{XQcq
zrl)p9Hm7!39HSSz3)BCd6|FhitrmF;B}N#t4SMSx#3ox<tIVdejIbZQ8l<DMrnvC?
zj1!vjCl&OOz|KuVb!r&ZD-?O!x8Fv$S}iX{bFi5etKJ)1R`V0|6jG88d1SbtxL1?D
zoxa0~O_R^}!&sW{2EBt?HtRla*k|@B9nck|`02Av53PoXni33e$czQSW2&p=Ly2c@
zcW0C@!knYB@8v!&4K;Z9DD>uT*Aoi*fLp-|sovbCxI*R%OIh%13G$CHGtrhVBCZ;|
z@_%jK7R%7$c1?|FWLcS5T~_XrVW=Li>K|s8x~EgATvA^oWEwq}ztHQpqC!}I7o-7U
z6oVSS8EqA%gxDj!j$fDzKoBM(QlMl+Vzu&oZ&w?XHE$9*8l;BMJgGH}LRnGV!)@hC
zP0)tL1NNGb#9A7_?X?{2cEZ0i13#JC!cyh^>|`NE7Ch(oGr7^f>IfE!KQPn@Jm}zu
zQ<cgq1xM@YWp#|Q)!I=Jn`$0w>2&FZ%Vo7sy>SV!6D#2$YeK=EWlLUYZ6DO3UTRpn
z7rS*9yn`LARX!FPVv#wGNQB#u!m2a9$7*YJ;00w9gwd8Tb;&ff^Olc`0NHkihDcF~
zL8e;d%vH;n25|Y>rSSqti3jq;@zJbI(_mf>Jon4(S$!H18f%fJf19CFAPj9U^a)ys
zacekZqz)d9O)u4CC>A^W8Ew@Q46BOE7NLUQnOeYfn1cEwNNGtjH`U@uh+FF!TJXAY
zFgaW2H!<uhLSV7?-SPL?O#4N?7~A(+kG?`1DnI$2Z@oLOq3f9_m+qVWDnh*})0hyf
zz<}Hz$LI1zLd!lQn{2LTyqUe%zez8+7+oaEZ!hiQ!hYNd#5Xr9lkX*4*Y~SrpLkpx
z>&89tnOWLpu4Y!#gy=L8aw%CmZG7KGqL5lA?Ur+JrZ^Q6<)D{T9a~v&#QEBsTfZ}Q
zv4>oRoL6)!Ud>xoxOd9x^u7xGO~dd7vXr;7Q9Hx)(4r4)4;Cvhd8?P8oCRgPApwIH
zQcq96HNUaCiriBOl$j_&OLe!`Bc5X#BZ+Yh_e*c0Wbsnm8Ft_93n?hrqXmz;Bm{o>
zVr(lxbS*MBwo{WYAi-8}A{rehKSnM;tX#D-PPR#utTC|8_8&%Cdg+*z-b=g1b96{w
z)sOxDK>lnP)h^<WihUBx4#rn<iuaZmQ6Ce0CmelDaUGPh@AFXns(hLfX0WnI<{_*|
zs!m=0?gUT%=5#}Eh-Z|X1FYM<{@PRqqTkNp5kpRZ-hQ`4qbSI{jKsIK%DK4eN{$sh
z9Yh1BD{eSsiwu|<6*QL}gO-;RJHepd7vJ{ppt`VR4Ik_lR|5?gNYxiRP6IM}9cjRm
z_@09lZ+Yh6s+6!@hSoDUT+hV@f#F5zFeHESp02hbaU%JsxH;kmyV!fps7Qp+oHo45
z0-jR0t6;F&Ip`SmRl{)=;M;w$>)KRIx}K|;MEB`(<?d&LOU0%F{pmy*9UnbOD6zUa
zFKt<Vi(DrUswui1@fISurz!MpQ#%N!Mv6vPpIGBT^<UoAt%1Hhw=NB)?uQLEE0Lsy
z@dte)IV(b09&SB~Yzt!rx5h@T&7NJnrT{f6c`O%ICY&QSUApV;R7S3RmkhIY3+EEG
zn6pwlh?>SedcYnZ0~s29<ao*VP0y=EGvpn+towaEW!^K*CNrN91`0l&Ok0ILu4lPl
zA!&eT`m9E2_7;y9Z<P3wzvpPO)bT^BJ+EPUYdrgF9VP3~Tlb8IiZ*(v=gZ#zNj<EN
z>Ui3$MXb`Z8fn7^Z*Ta`&da7ta8Hm|<SSZ9()Wn_$R6Y88{E}dPx50Vt@8r{9V#ZQ
zbH}NooZ+0US#=9jJe$F2;~M<aR`-_h;^5z;UK|50r+tukeofb-;VH(*K&qWXhxASf
zu0(luV5snyuoV4ukJulNS2A7Dbt0ot;snCTA4-q<$+*NO+q$(hRrTWZUWZz_<25nt
zTz??M3>Pk;ZbgW?J?u2A43Bv0d;RKjs43M3&h<_BzMTPv+|Co}d=TUu?D7#B1=>5-
zhmLUYm=@Jk-y2CgP^$l3fcR_)Qeu@c6a&xzp$-x>t`>K==O7p0iH*On?n2qFa@c(p
zw9C3C<0^4eMRKN};~;n;44FF}otQ{19&c_kzw21ZHIbPkxFxxvLA4xrNR{4F`bs37
zzS(^Ca<Nxag`@uUM!ZSNRqYu+9j&0Ai<9&xw6Civq_;fOY+kaWy%W5{T<U{jty8Tz
zUEj3%X@B*}hIm>);O(<JMlul07j4lQGp$a(UXL*3kX`a@9xG?ZidH$Ix6XY$T&PQ}
zu`jygUE>;2$0DQ@N|$sK8o-Lj_$7QobR6#PDKcL<v(MLJxbny5e4`(KXq(Y`T}Aa=
z!?1v>u#JZ6Cwv&29a-L~a>L#?!g?CPZSr6#EZIKJLfLb*Np=Q}{;HYxRU7d+{Ez@7
zf$OLwvzM+1g6MdVyxwCosxV<c92}miOWjPtiI^k+`6>A+ky_T9*T7w3jJI}?y-xS6
zYm?^-CO>DAx3x2=&LfW`PxFPHKWWIYn(Du{Y)@UgRlCOhAu`7@Mje%RT0|Lc>21bi
zhrTqhTF34mmkZ|AvDt<!dbcG;n3Pfiy2@H|^=6bhgckxAA)6H{+P!A$n+3_FGhY3;
z`!K$PE2uk_hL9y?rA?d*KFKBCHq1?JL6>#NPwkNLa;GMSw{aLHTO3JmTVKXN23zDs
zKwnIucO&d+faKjq8sNf81Ad5h-%ruDpaDffn9gMfLEg>Ph<KFKNPBnLStWGd%%0x*
zhUsYap;@L%9P8^l@Ere5$<gORnj^Vlk~475r6xWsO9KJ-b@ax0tM;#54sGH!eREE8
z55D*mEuOj<=C&`!d(JQbBD3+%AI1I6q{`tXsn1ogy7DqlVfkz<L2RGiBI64qF7$66
z($qNdmGAv5hY4)zgm5dg#6$I+S8a&9yK5ujaD;aMp2?Ah0%?3Rg1q5JuAy$J(g4cu
zQ9?A}K^<;?ujqh}KcQ_=!G{J!%WJ6^47`i(s2s6jDI%4Y*U!Y<!<Lmz_Iz=mcMv{>
zp8O1Jhn<`_&u`24LxwqHc1O}FzdH&3FP>zFRmBOdlAdD1BXIN9@bp@V1Q!u|KrDY`
zZkVpqe4);c4*Wh2o$kT}ubyL})DhMQug^PE5rn3Q)TLP-DyDBlS0Xf^<JD`X73-%d
z`hI?|W$;hn7rodP?uWX)98aCaQzPr2g<Mvs>^_wyeXZ<{CbPh-&~hy<VQX~Tb%|8c
znlF;mq#?N36Wv`z2`QU|G>zaS<xV|R!g`6sOJV2D!cNJ%J8#R6j~{KCb*>SR;k|;9
zOWg7Jo4~+A>Ea_w7atxPKyN5(=yGEgc|)J~yVl4SVxCF!zF#U}?+-S?)>@REov)e8
zy7n>B{NojjEN8qT1=$LRlZnv%Z!}=fR%TD$kN)fR#UZwbXaLE^>P$6!y{Z{O19Z7)
zz!bfZx~%9|I`NVQZ2WZwX2}nwASdB80Lv1+Rz`o{9{Zqx#p{`@&QI{1oO;T4Uu+6W
tV`N3&r;U$lxsU_K=F%?~U}PD8G{be%Z95{t^v>dEk;+z@m(<Wc`~!{)%Af!M

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-188-Logo.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-188-Logo.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..c25e5a1730a2886656337c1f86817be0fc7e97cc
GIT binary patch
literal 11106
zcmbVy1zeQd*X{rk0)oKMrGV1iEg~QwB8Uu<0!ky@B@H8;iiC9c&?(*BC^0lhcg@_F
z<2nE1IrqEY{qBAF?cq1G_q*19p0(e-*IMsFP9YaScNJviWkDz?AP@@h2SUz*q(N91
z7?>F7SeTfYw{K%%<AU$t;^5$t6B6NrsVQh_s41wZ?lEvM-lJoqr=nsKWM<>y=Hug|
zWfT?{;t}KE<>R>#f^z%zZCo5&vO9Okc<xi(=lOrWkj)?hEEF&b1{w+-2$cW@jQ|DN
z2BHP#iH`Ee1^V+sK}EZTj)94F8yg20P;nQ8ih_oQdJ7F5{njmDv<J`+x<!Cac%NGe
zgGfamlg<Xr;~klbMgO?;8?ox}9s{p|t<P<25>hg9iU$uFnV4Dl_yq)oghiyE$jHh)
zl~;JF_DUV1@mkaH?K>l56H_xgdk04+XBSsrKmUNhpkQcJbWChq{HM<eY3Ui6S=l+c
zd1d9Wipr|$n%b7uw)T$BuI`?Z(XsJ~$*Jj?MflS4%Iezs#^(OP;nDHQ>Dl?k4K5TA
z+AmnZ=PzLY!bJe!LcMhh?H1+@E)-NJprH}mLch<AK`5nysc%C>$K#C!ejJ%v`t3G7
zuj(GLf$cCh2?O8agZ&$5e<1sx0rUC)LiQhEf8&|~;i91c#zP|jNrDa<M0%8zU&2cK
zBj442zW;dHAGZ%QAZn-UjRavUx1}6jW_ry}OP>9(nIlAkA_t|Bpc4NkM2O}^R?U`L
z3`J=n6EnLqCKBY&3|BtC9%<VBnR4|${7f~O0SQX^!HPh1BS9Tob4&%ErM!BEMBk90
zMftO6gqMBs<s~B$M465Nrvyu`T`C|!O=VvDwWm;~i?-IOwmq+Z$yooFjs`eXqLk}|
zTZ|R~&ITl${v|<jQNj5)1;x&3;RVmcL;fd|Oy45H|24;dhydpJ4-KbK1&LB_H?m{`
zfTWkdkwm+f=`N21N!CKHucMKmpkk*?)P!QL6BRLm*@gL_!W|Ozx{)ak=htrsl}}k{
z&r}=#$&#{yLW()Z`?vk?oa9yA9?tjAAVE?86~MFbzZooc&d57C<WVyiybVyq3YYwc
z8R&mE!;kgM<KS?BT);s8P<=x#>u&~ZnER7ldIY%mU*!Hnx6_~GV*T%`8~>&H7r8Bf
zd489W`ERq%#HCC;r0HPvMS@yl_ZhDc8+xZF$_PQZD`q`_@4=l|B*^P6613#7bENuf
zsobFXUD<l^U(<@Me}Dwh#|0um`Z!+KWEICs?uCn-=TtDsODruUXuZ8S&um{b&BUSw
z%2Z_dCJo92`n_eXNHH8|tLiITB;3_))s%TUXZ$7)LnHYEB=)Qv{zZ-<PLt!da%`4<
zvqVd!1f%(ZX)VQ+R^#-0ja2%QE$ymSWi;ucfz#9d_b~sG963U#)l|2gt}2uK^3NjK
z!4>kj9f~I%c<YfZDb268MLQD^zSbYvqKJPSc8VD@xEVEmtSGB03)Zjnrwg$um1X_B
zAMa;h=-PkPYp+%0*q6RaoUymV`e}f_CaFMuuj=DZcO^4jw#*j%xhHNO;^yhMFm!E|
zUC%p}>g)I7q0{ay0pyO)M2U}zzZP)PHCBXa45CZXZ)tQmIvSN_XAavR^Qp*~8G%(~
zK);%-DHk?V+6SP0LI<lnqGdf(M#!<_BU(t1pbKvEP3XB+i`Rj$iPy>9DkNz5qn_I2
zb4GhZxf>C7lsC8hqw$wjTWLCAMvn5KEFnQ8pRzK|sNBQ2vWFHXJ@(2plzlCqIJ12W
zq@R3PhIruYa$Jb3_`W82DjtNVOjazqhaa-M*FHP*9aA8xst;dHTtwaey3=;GX3229
zoGwRr!GZX**y`(3l!FU(HHmwp$CNf=ntqhZry1CC3rco#5BFD-(r4tU>p$AqLr`Aq
zpHEbn)tJbzs2hKFmvT<&h@X2(ekY*Q&Re%;(b#00eHaOX@*`d?QBcPY2DvLdh>7d_
zvSKS#{C)&}+m1|Eh13*Y&G=xOo~VrV^!=L5(69{gjEz57<rylJ>Fd86e(cr17NU%M
z@uK8E79wjlQ7w0BIly*JsLy|7Ff*Z;WTYpzO28aYOhLjDM}EFTTr^)*cgSv0H`}MK
zgErM7Fr07+bgke>P{7`%YPUxg&+NeW7<%7xNCt_~@*7oubVZtgthB})Ysc^BPOpY{
z_!Q$RYn95vKJBnN$?S>G<>LwxinP9O6)o*1&fb45cg3*zf)Lj;(Y~m+h2XQj`K={X
ze$0a+g~J$wn&%1XKf*@%C_QMVq^(F95t>ehTRNUeRx2DE7}R-MZe(B2W2GdHg=|LO
zv#bx5uYKk>%eQUw01w9vT4gd>Sj&2B<*Yp(mU)0y0#j8TxvL@rZe~h@g8pjfdjDEd
zkRAjPaPss@|L5dMtF;kLr=a9YgR*{_`s2P`8F1|fRaF7G{@IZ)N%P$IAxEioc#{lS
zqCt~(TrWhUy|tZ!J?TtqIo2(gNg+5LZDPJ>lkuC4{QH<eS=`cmrTK|i_qy1Bnz?*&
zy(8OMX4c3*%oihRQm?vnW^mpVYvUT;L22JJH5E^tSSk4o!k^~Ov5%40qV=iq8>QXn
z07cJN>mqvJ3Lm1YHzch_*ZLl$jO0)EJbP{v-2CH8ZU0USVlgd*rsZBo*?jvPOEp!m
zFlO1~`H_a5-ez6Ovd;L7*(k}Nul*L%=^J~8)QR#(#44>_fjaErvBg>%V-E<w&*(i}
z3+*7494VMJtGy0V3lQyUu}1OF-z+7(*Gxt;4vup?K!OT_B*)aFS{@eQ5ROV%R-Spo
z>zD=3GdQ&sF^~CcjQ5>hgf=(8<UNM`i;ZjcCPE##C6dri&f{vXr5Bw7c2QW(PYm4J
zKm~I&>O+}2g1P=#?k|Un$qf_5>yoD!JRPQ{H%TCyG&7rwgKrj6dg|vPXY4Hb@)`3B
zj`C&lSN=A<8xr^T96HYFlKXrkS*$6_ZDJJbbvuW}bCxFR?ONxFcPzVn)kFI6rI|J*
zYKqlHDndmy%C$a{FMY;W%Fg8HSguYWOZ!yRoOpbcjh7^UG0w_ILIP#VxR(ZH{s1f%
z5YSK#n*5NUW!oVn=;wVaBq*JvF{e283UDWW-|A)T;ZCxA0{Svw2zSZNouAie3z;y<
z#XL+4qmS|u;xaKl8$K9c_BND?9@JCdNUwe!-qch%YMJa-6MG+xAzGIkz8h5KT23i0
zYEM$&=+oq~CD=B{G$y8(k7ap!E?Np^{_dIxNk1c9jB&M!&)M8Bn0)fiKr9alQivs0
z)wEDc@DcLDcIO?tl4ALx7g$lnD4McceL->3fcb4k!W&CV^vRtN-jZ(ql8-AnGT2z_
zpk~yp5C_RmMLqVaV=GDOoh&FFLcso|+>;_>|C(Ie2nVnFLZt-ngQxuk^M@fkCb}dU
zoJSOx)J*LnP?8T^S#n1?92Q^ef;z>XuFGPV^uPYPhDmLv4X(O1Bi7n3d7F)&*e#Tk
zWK#Tz;ZD_(t`dVL66E8cH^&z76c2^`;5*)Qajw_g*7j?W6L0<E*Zd93*qg2b!g?Jw
z*?~HELF#V2!Fx_^I69vERkgFkr;lzg4pumRUAC2*sK;z?#A(`lpT_9_qu|s?I9gb_
z_-xW)ftH%103$wENGpSuo(3&^zew?5$EtSdNc9o5-BH??y7wSmOjifhsV^Fu%*>|$
zt%c*n{$*kDe_OaSl1}wN=m}Mn8^q83(Y{6Fz47FMp;B0|54zsc`;>vY`CtTt$n!8Z
zI{JZHn)>Z^^T8{eG>@XaO+lu&!4kXVfU~-#PW&*fm_0Q2rL8#8Vv6_TC>wm-DqXfN
zR_c-5cbeFZJT4pURd4qK&%Wjm{J7djQ*W}P!zzCGCmQ3KBs%*)VC8O?#xs2cR?!I*
z0X8}??q6Hm&3^?=1*Rz?T(?m&_g02$=A+QjOvW5D)iGGFl4_5lR*vdZ25p{5J;Af4
zR!B0z<f{cXdgFPV@Ws`}*t(=Q{>yg$D!T9BS~8P`MTBe7K88Z;ZjjHRh0njp?>On-
zXC@WHfy4GOKG9cu9d!vs81LeJNcgFJ_4#?@@u5*@j<&OL8`eSz)1|hTvwd+I-}YnC
zOQ9mV%OX~$fw_Qa|1a#m5#nwmBY3xIU=<ZRA+^AH_7r%4UJ@L1{`-l`F8=TA!CYb}
z&YX>f!+q{L+NsOR*yhx#w0FF{M0;#Qh}l3mMX;F6J@$5=G=zirw#oQawaYfZeDPDj
z2N|``d83UVK@_fSr)#{3^U@8j@wwwM5#v(AaTFGr7^?G0F(;+CsyG#&C5f^*b7c|(
zu9wIz`|@i8c}!vAwboS3v}EzE(!Ha(_laK<V-_Z#Lta9NQn<2raw)+vZ;jHE?E~m`
ztkK;D6u9feKK)o1tDGymP(>{~L^V&S-sjLRtamG&%TFQdN4dl17HHj&AH0;CT{Bh^
zOVJQkf3!RT?H_e8_mHLD=VB8n&NRh~9mkH$$7x$j)TaKVB14?Hn@UoduB`3!H9}}t
zn(O6Ywq{GyKG?b@j58@vTb<whaoo?5Bw;mI$`1=`P8-jEB*%6FuCBaYVnjA=>m2MT
z<*rmt_exbalcfEmxR?XEVl1!eqA|J~<(N}O7oVRG?}kp5+mUeWfLmJ?rJ)AOR(H|6
z{c`Gk=<r1LVev}$WgzjV9xM*!dywv>&AEKzCckVG`o4P0taHI&N8c4&mC{+_nJb?0
zz6+~JdP03G&gj{R@_HHblYW*(?&|B60@}dIe!S8L)k1`wqx1Yl6xrgOQV{<<*W|;n
z&;(3P=!_HtmfZl0zHXFL@HcY-u*w{Cct-*7TOw%Lod5I??|K2gb?(+mI1rO`t)wDB
zQ;+A7AX#<~WgVfU;m|ubO!ZjYXTXInH!}1Y?7dn*94s9ZPkNY#p2Y<yV|-8U;Z=}%
za@Z7jH-BD<doxeQmEOG%-DSQtpnq)N*GJY%;pmZzn0+xN(Uq*LeIr;nK<Jo%)L9!i
z4W2h`<F9DfSZu><t+3a65|JR7WUOVpj{4JH>MNo&v|9<Q^@{fEgkW)HNrjEtNm{tO
zv~9WYeXSKV;-5xDHkqlb`h*U|eO9$x4NB?_1|{2r{gG02kJ@tB%wR<$?o+ptr;8(F
zib;#IM`Z8V4~^`tEWI|vzJ2{Ypy58A8pXjj-NP>sAF8#){h5Zx+<s^?jo}P24M`c!
zucN{xeAm;UC!=GB&ypOs3oUv%=NO6GyJo%ZPJ@f8+Pa=6)uTFATC)a|+JMClQ+gWB
z`M;=68qW5{E~WAn82EpJ4pvp0o5$A3e!CN`$anB;YH(-sp<malmrbbkCQ5nvF~?Ly
zS?7_Pl|+;ug))z+#sh`a#Y@$Wa{5HvvAk+omeWs_!=?31WmWAfB-CA>cP&_jU3Slo
z=Vi891YJT)h3Q<tVNM1)W`rPUdg5d^TxZteLWE^P_T7BHF%uF5L|!ZlVh`>Iw#R+2
zH^w#};^3+*Bf4(A${%!RX*B-G{@fb(tFP7@&)bcD2A)F6NKi)Or7iwm!Z2}cI?V$b
zKlQK0y1w-UtK;flfOEYt<i^#-|7|P5k~}h)96LT3{CmT}yva8t{O<KhYj|>%T{`)5
zE}${AcdoKphaBY;(Gj-oRk19DxT$sHv7KKwpGv;n$B$FS&Ge$0%*P<_cRtC)ZKT}y
z%aeNLV-apM(O@>=yjBK%CF+|4eARs}az}~JRmer}vAVGEX;Euysf!~D64Yp?9m4(j
z?bG-u<u#pS|JvCZxx2LXkmnGk+Avx2kP+>iim>CPJk!0+yB5~GSBygwam)fC1`X%!
zYJqIS%a7ml)QU~4J!-0mjisAQ3L;jgeu!ALOnLXNyTe8|!$6hm(bp#*haX+BcErhJ
zN|+}Ho`h^0qCFlWQc_{~KpyV8{sA7r!E8Q}sQ{+$MT2I_2|9vdG3q_1W8D$opG4o6
z>lhJ%VCJ0}tWpNXO^Eln88l#pxvGLOs`oXRCNz`4+&mdaVyX7|Cp{mHFss|`Ycc&3
z1YYlA_Tj0~j89=jP;Jx3ilSEUoy&-*t{N*@bYwm~D8$I~djVQ_@syqhR*(^53^fF$
zGiJID%DgN6Mk_u*sxF0>EhNVA6S|f(Bgb$=UX<RRN1{T9hu<@=x#GFE<*P^hi9@r9
z>B53?H6x>M+idCQj8a?5Pk4<UiYEE-UYiZ!&ft<J4Q~^{Os7%ys;9P_V<Byzrk$KI
z`%)2Ze}(cT|G2+zcHm@gtf`&aXzC^f)Ajexu@Lo4l~JPJ3Y8F|iDF2uj3(A$)~*05
zR6%p9@8)<tH~uSn0MZA*Zlk2f_E*gMYe&leGsqHO=krB(B--KD&T3h*hDU_>AEQQ4
z*~E6fVK&h(7t4lE_`D5c*95OfytWpJo+}qaE5z`I&Bpa|_W31uH2A(K2~;hKn^}~C
zO2H8PhZ7Z<^UiX5Ce7Tj9{Yj@H3O0?YlVtQw&iJw=Q@Lqd)E<B%YACwdUXj~G0SMP
zUyFE~5zMfOqo*@mB+g@Ox!-9uf6~7>ySJmc^R0z1^{uUeF>}w)1OV4gx$t8sQ(DUq
z08d^+e-6r&s+WV#4vsm#tD-dEjGAyzV5Z2=$Po86+QLm>I3eB65gV*qai@KYyX7d)
zUv5tQo49#crc>F}hCfH9`If$&#c+2oK}tupVh!Op2Gi>4C|+H^^B2!Pq072#=rZr)
zw3W<n;v2uUL%qwudL>)$E=xMoFPfZ$JvYEk|0QX4^7!hZd~8c`nXhht=Ejz>rR6)a
z=0{+7H4=p4Y&|oZ^n8_fP3U?i@>I_7Y%+7hu}LzqHEe9fwEM9*iiAdGzeWU`;w;qB
zIb%673PZ#wocqNaCiY3_uEOxs#l|$K_9$16;1aegRGrrTV$_0Ne+)QZ-f8?FEK3b!
zBmTCm@VZ6Y`@1Pp3HvxHl;$tbrr49Z@4CPxSt~^+tA+Y3#HEVAaKu>>wIAFjvWm1O
zFCPn8tzLC_S$gyew#8=N#R((nG*rg}ZD~&ia&B9FCF<lUE5Ssm!N@<G?XW&`QhZkx
zCD{0$z*#6Kll5z&!_XG?@|x50abNf@u9kE3Gm{L^^K|a+dH%q?)AriHAoe22%jsHS
zkh;ulBy^V^jZrLY+`Y$@$S6FKeQiSQP7xJqS;v$;<4S~w`K&uT{8GoW`<;(Yd3Y1S
zLb$#h)SX@*t|%Z+`mT#SOsWIF!P);hpkiSg!cfnX?;geBSaRCV+QXI+6PG<|qv!i!
zEdf@RPD4hqj|AafDONOSY*$!)e}-`@J)O3t0Tm}_^`kovCRrEDbXQ?6JOdUPQnJ4O
z(R<S~riK_AZ*kYcux@BPb_@%|vpo6ChQRexExU!O&6bQY5@Zs-qjH_m^qt>x4)w&A
z4<C${kb0elkMi_lOxg1~S7Z-e_SqN%URIjRuxmoMdG1@`0d6H8UI+e|Qh})oskp4M
z=kQ41l$Y%<om@0_4I?+?tBu!a74%|!Tn&$lAg_Aif}wnVRxxU}JTjDu^!_h+qnryG
z%-a%-KHiSoT$D!(`qs_AtovYpCml{A5SRM3e6Z)^>Fhr7m*{mf*f3?X@L7NnWRx%W
zwsP&^QD+H%-~y1EtxR{Ws;cwDIRweEd2D*&IMXNwC^jf5v`D-QIkqZvwM<HDoJtRp
zBWqrOuxl25k2w`#9#uKbkT*0L;mM;e<$NOwk*3mrL1&2i8JF22)sPy)yvGXhV6#$}
zGkM1TNeNVsJwh&Eb}M1dpIGVPDOava|GMkqjI(~H!ivN_GtwDj|EzdrgRtz~r3fC@
zucc#_6*%vb$<yE7BM6|PfJ-o*`ApnFhb^-7+6Z^tJ?i9#txR>Z1Bq<hdKI_4f{EJD
z?$6)maPWK@7~HQ#@M7V#cPv*(Nd*n>KbqDZezWqEAbgHLNhJPDaOTq)<~VdPUX1$o
z=ZEeUH>o9iAjc{7M{t}~9Or%$I)w!SdC*_y>-cE!53(229}^C(g6BvoYf3%L=m<CO
z2hyK)Hm&GJY8ST=+b!ZW`!d*i1l+Mvg4xU2wb=Lmko_K0l3>q%8b=QuE8Cl^D$)(+
zNdNS9G4o3_bmYvsXC|ZPade4c$Yi0`M!$95)(8AW?FtqpL9+BBZUyG9?qR+lzK>)-
zEg@@E<)?-^{?+#0uMo%5R@oW!Hlm5IV8>>Y__t*apLS%7!5-nDOcuTvw|8SV8k*I8
zRCfQEYQkGsID?+9mZspF4h<vRDgYvYKL4z*WKH5V6?6@@OK6TDkM9j#p%gmMzDjHS
z$XZQIPd_w)m%k`3sv6ollg@n%FO5oY)1H=Bv<n;YWSe=`RhyLm`0PA`Y>Ks_WS=8E
z7hRw>gtP7|Mm<s6g~o`xw3A_oZ1Dk2vjL3qo930khQs@`r_<7CIMK5+0YCYQQ;)DK
zUFNvA5(EjxgD)ThEr)Fv`m<lUN;d)jMWl+fO_B(Ru?w24&InPinN#@<=gGS_pMr5|
zLUqZJARJ{qdKz0=yYRi76u47R#<}V`^9cyZA2>dS7&qAY@bJD+wnI;|s;+)QvszE6
zN9qhD7Xs^&pEolYUZ`=e&pjNUeMp%-=px9J>xz5apbW?J&kCS5RgBkL2syl%#4Ngc
zG0u-xuI#7T8Af^5*<f4S8MtdNOs91$6B)3OT4tk@;^Qu<Z}X<=lq>La*oxsOF;Pxh
z(J{weTVqz^)U9NO+QT1j4SpC!HK0A-dlwL+{#q`@UbIS7xxztx#=O=);9l^iP@%ac
zkI<vJX^B|>{PAIvP)a|+?*p)sILF?%%)43<S{YcxvL5|U!E}4v3V1F>wQ9udu8GGi
zH72-%hExO_x^7GJAc-ngGfnG*oyx2IrQH<0LRVtYazuaJNg+*bIp5F0FRHWz>x+eO
zLG`X0T&OjE!^?`QFRv!_eOx~E((8XpmMioi$lHiJ&{F1QiBn@_aD#YnnAf#`<z(Ex
z0}FpPai{y?^f0A>>rQOCbe5)^u~`a>wO*ZD!q&Fo!S*n#paRPGTxxvc(yBzf@njOx
z(@THT2Rr^?7{pw7_+awJ7q$5#-Smeq8rP_~mvR**LVN9Z?~lZ{>P_NXU)qQ`sc^aw
z5$N(B<5?t6xUG!I2p%N1Gt+juA#^aQUfk*0AO1?6OwBR0{J7n1BA%z$4Es&^B3*qT
z+$n%zl>cR(W-7_ZQXhR<RWaP$ZgDciz@9?sXHOAG%}CO<W=u26sK1INT!ot1RA_)V
z@kj!O=Uf!9qi=4;9j3Liutd}BIwt58S9$mIP8NZzZ?3qR(>qW(eykk-LbBk#(poTo
z`a84s!q^iz3M8mk`bkkGGiy?1{=S_uEOMlyf2Xu#Vb<$Yf!CS#ODeR?%Ad=KJ^TDd
z(lbfw{xltPUJ>4qprs{R?Mcn1+wKA&jE4r|kFs(GJkYldsmbA<ER&OMGYPtdRnr3_
zWF(mUo02#c#oOYfmlCoVt5eChFMC`K*IA$MF5>x|954{XM&zOdQBfS=ZX(e3rHt^w
zLxN~o%ZwM$c==Yi^hsjx4~c+irO>78<1+b_R~R|ni`N1wm;F3b*9NqUFP)X!FT9|9
z#|h+W&oFoC23d6;N@*t=RE1*olhu}e99s(aw+Dj3E|KqEv-c6;qrHKsK;|qh;H{i?
z;2A_~<^GyUW=ruSbR0}$M_P@>PC=STOG3nE%MZ^;@0azDXE0-Z((ZMObFu2KEQR8h
z3CZZbZpiQOWVm_)-DDhwxpYe-DxC+{CAG)KvdQ9acP9#lI0Q_%E7{o8*_*h-j+({I
zAxitxqipvoq0M|YMVNiUr-gcfDfpyX-n;x7NtRvLBax>Kh}gN}7Ck)LFFo(w-l)?;
z9I9j+e~b<-6-scsyie0%t~8{2D%n!Uj@c<97v$xHo2=C7Jbz_YxcjXiTZ2r7VYr%>
zSsM~_7T$6Z=)0SqNWyI;p|-WPEA5xdq2rfHkx)38hWX5adc9+gR~zy{Ow(bTt<!oz
z=aE3EWIJNq@y(*FvSwx;V_eHg2EBn5n$YDO>}%M#?g4^YV!Wv6okkj(=%+pA$|&Lr
zZZYG$&WtnN9d&p4dk162x%Vc+&nSj>Dt2K!%Z~-QFGjDd;Gf-9@-x)WFZqluOeBLY
zCM_402<$zmiAPTll16BY%~sk5hO6xIVk`zmWmS28csCc?btt_o4eWtY*}CLgp2`(k
zN!fmTXsGqN4wU9S0<|ntIhg;yKYd1w_I5+l{@jVh;0vKOdj5VpgXGk#Su;mfDQE8`
zn-EBlb8&M#f~L;2AaWVT$g*)7Kjp1^Q0G&^Ky`GIC6C%m(~07}=!@&C!ZfQoDkl2)
z>`UGT6Z_7v75#G*qi<3hotoS12=?{CyS$lg&s_7`Bd<0)s`hpj#~zpxqWahL$-S3k
zS$XeC+7aqk_f}8#)&!m@g>5c{$Z5Nhz?xFR{B!yG32oGk$`T0@liqx1*dR|p*mn|f
z#Cxm)Ng`+0JLqY_jEC>^qh}iQ7A7JpYjIEen#6kpUT%k|kFg8L7<W_BkBmQh@l{_=
z!I^AJv5Gzc)b84?aX3p-BT44W)7kD=P|g_dK-TvXWx#{AAd9$rz|0uW;Y~=Q&hWub
zYMOKSH`k8}PfGkH+1p%LkHzx~h7i2-TC$~P>b=(K1<gtG5ye)uC6x_+?RL0!vab0#
zbk(6+i?o3iq&)3Z5ei<_XL?-_hTP|z(y3}8jdU<Q@_K=NANcmuO)((IPf{6c<lhJ;
zzeI<PH0je3(<Z%&UT`IODE<s(y-WExpG5DL{m~mvE1I`QkJU!5w}!lG<&w9O#U|@j
zIHxg|1C-C5KJ2hxn`iFnwRG<qD_&bF$Y$HhT<;dTW`!;!;Y;J3C^E2#h<)J2@2HyK
z$`4<GVBgtnXPFpbAc>36d=$~_O|SBSTb+BhLUqi+T%3dJ)GkAD)~3Up5kVA+#cb3R
zZuQ>WSTji+SB>$3UHW^qNus6D2mG}7I<v74T6P{|*yso(6-;dg^&4A9`ESA2i1E^H
z`Hx+9KJzfA*dYoXE~M;GmoVRJtVU3eg?4o4hZdwa@o&b>6CXMHxdii+P{G9}<DA2v
zTe7xQ*>IhcXcq~=Yl9kT+g&WdL-YQ4sim-l!*{A&@%#fTm=6r!BSG-%0{y1)Z3@V7
z3~>>T+CE+#e9N2iGXwego9Dg<MU|6_1IeLZY8awvzdta~9))RXfe1UM)$l?ft5=)v
zblBB1^HetNJPGzpMk{qUMRkAT7I-|KbTc$(I3$g=u35lNm{l}-Gm?z2r#TVEA1siQ
zn=PC9+OCUHl{++Ie<KW2K~t)o-D#$idgtbS@4vmq%;LB|Ua9=%HOAg}jlgpTR?+VG
zCIeO_^Yi{DZW?;a*5QTe@(bq;1$jQc>4heuutBn*mTi^02&0Ck<`NmJ#XAy0L98pw
z1oP3lTKjIY(F2v^!?r1#%Mu^#5`LUPmT(L+<<fuj<+Gt#yq0uvMS?W*cwQLfCBj|D
zi50iIWbF<v!c5^OguK;=SM%F+7m1z&9v{_WwYE!;AZLV{M<wSjZBI%CbdxITr)FB-
zb?wdf@G9v|FBb6vw?KwE5+!2D_RvL2PyDaXig4=_TXxk~R#np1OXn&l>rM4uES?kM
ztx-B*XmDd62YliO`5JxDVc`c11NhXXx~`u1&c64IzMp)<BtF8N)fXRJd1`f^Y8mmW
zUr4Gh%ZegeVM6S3G246B{h<|OT@sE`cqFg4_gvj=<<Hz~koAVV*E{Z4d2jK1`M-GN
zXl=xWi}x1Tct>e09Td4n$!poBle(36B3Q7}_Zg(P<AdTaR_i#?i5`X;uV&drMjscm
z?_;EMLa&q=A~`Q6rtw6vPwrq$TUu^^MWY0JI<&rKCz!{XSyP>`jsgXFsvU(11>Ab`
zGSXHG{1al}_X;Mgo!qD7E9&bBhQVG{&iRRJ_{2qnVTG0-fW*QZ_o{zJ3>p8G?V-Qh
z{soHESJff(JBrGc<FNCBqEUMuj`@yy-ZoF{aWPKM5v_tyt2$dn@@4$igbNV#ZD~O%
z%<5F*%@}{Gd@`mnkY><yrz1`h2ulVm{yEoc(Zo4|_Biew2`Zv%kUjjCU~%wSv*UKt
zoMx6gWu|c`AubYBqm3B(ac4w1cg<@L=B|hYiL)a?yItuBlK5cBCg4S&r;ID@)%_X0
zYm}P~sN^Ev2vFp48|ZOYJ!yRA9>3|bcE!#~=ryS5b$I|}GyT(nqL+<-+zB{zjX;l|
zC?NkU1MO)$&1`pI`Jvb$f+QTMgvo5WJ_mcX3<H%ZM?ld-6I}y7;_fyl;zNYjJn%a;
zP|q?%h<^zWH@oCI@ib2UeQ5ZZrY-{#lpKcyoi0Owr1)>c&!k~Z7pOqI=B~0`|H(~~
zcTjTC6sTiz1<F+BBjv8xX$ieN=Mh)XBgtPwZ+-_9Qf4Mgmi~d3*lVW*(3nIEm0$pc
z?qP^a+Okp{s!d)giDdSbb;(~svGn$e^#EwRinMM|{M`KV<7UJJ-V`?E1PM}MKQG@P
z$eC3i;B3*wM|4YC)V+95<(@xj>H09%g2C<~v!%UH0renFY$267g}+L3Zo2F%<3aA{
zX$oD|=Q8YIh)eI-O$P3-cFr=gX-?V2v7PdE?<tVvz%*y>5)z}4agf}Di5Vh6QsGxO
zWjR4<&|@ltQ#tHtEzB!+d@_JNpz{I14gAJDsY|pMxL(UJ$tz&DIkEofo2=7{An^+E
zTIU8TqX36|AKbK8e)SJ|;)$a7*5a*!yHozYoAZhd3Hpchv~Xj*Z-X3*KoBO`A$bJ!
zb(?sd0c*zitP|l&d(MuJ1QE!9uYXCCByxZAJqaN1K^ibMW-nk=8?Ki*5Ec~N%uVIz
z;xwjM-N!$K(H@chCae|Vg9QC0%}vNrYLEk{)My#p54=W4f(|rk5p>~aujjac)z*Yi
zltzNuRAguds3Yups{v^B`T$j4zo-J%xl@SbI_F==RpiP8->k*kcr6;8{ia3kifx|E
zYv^XKf6#aXv`hP7hjy>r{WodALiPU)KSYAK{}i7F{hPUX_)o8{ztEaWF1~ZFqdg#@
zJ-hRZl)qv0?gK=B0wyj4OdNRFT6*`Le&OOo&_S6mg)HAv-KZ|R(gA>2UBv+u1p`1J
zADh;JRU0+zwa<5h<7O0KqheC8Az)$uL9z)j!C3h21rA_;y(^{PIc9C2KLToyx=otS
u5+oPjo>d`y=Fiyy)`?`mf6uLZ-|8B@=|Gbc@es<CKHXY|=i(%Zoc>?8t=$;_

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-189-_details_ .jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-189-_details_ .jpg
new file mode 100644
index 0000000000000000000000000000000000000000..0e3a06f15b2a90a5905695d21730385ba4ab7ad6
GIT binary patch
literal 4275
zcmbVPc|26@-##+dcq|!Pm>9~IU6wF<#8`?4g;dIxWs>a1(vT39c`QT9k}Z`j>&TjY
zDcP5hWe^Qvtb;M<H$6*l@B7#LzW4c@^T#>gbME{4-q-iKz6TrwX8=xP10w@~jt&6m
zXa@jJ0D1s3BO?<d12Yp76AKG7D;p0x+tH(J0^G+qc!ULEBEo_~LMO!KPMr{wg$oHu
zs!7QzD5|Kaz)opst1D^ADXS>`_y`>f3k%y(Hhy+?ekD;MQKkR$0N(>#%s>PXMo%XO
z9O0s)=b{5!0T^wa40L}D;GaQvgdW1c$i&RTdXyGW$q5{xqo+Rtp=V%#KxomSwC4bX
zi-B8I@f_nZb9*K+FCL}v_$+4l@1;#pi~e<SWe4y3EUdhI`~rd!Cr?RANvo)yQB&8@
z)H|<lfHX8Rw!C!N%G&0Nt)r9kEf-fecOPFr|A0VrP{f1CsOX0=u?dMuxa5?lsn4==
za`Rs1zk2<qth}PK3Sa%Mrn#lHt-YhOt9xK@Xn16F?DP06VQzlm>*CTkB57lDYkOyx
zytn@Y7ac(VH!RxqZ(#oe7Z(lJ5eS4H!t?_d-H`y=NzVmg5LIO4K4;Ek?{!Q}DV&+-
z_xP;RCKkA|#X8i%yPuU;TxC{*^aI*o$o_Z0?*G4#{RH-3xW)lCdOF(X(Q^R^fDpnp
zD^I>qnOd<{b%_0dccb*meEcL}&EHAgz2UxwnLUpg>H>iT#9>(}l?Btehz5b1yCBdX
zKU!~98tdBb?Y0!SMv=tsry@3xAW&rv0<3WAOEXG52z<w_T)ONnhMxZsk@;)Hsb3<@
zJ0r#oNz-I=*tQa89t#4u^H05RkJJ4|xTY`<dkX?P-P@ZTs;#I7`C*sQ=PgudnMuJC
z2#ofe=+-A{&S5S02fUtC>Khd4ixXD*KVDo{&Bx_>asg)c&LA)$mARgcAv%FT7mWJ(
zYKomGspP>k87$}LbLf1HBSuB<Kce@&_ToZO4P|u^f0Re9j-L}hcEZ=bFTz;izLlXL
z>T=rT*VT#Iy$ll?w4V!4!ZgQ#!0SX15XT%i2ScIP9%9|#9khgjz`q&8lFbqSVk&XS
zjyo?hfQ$oyUte@27tA6kaGm3|!?fg42X{g<YYyakCep2oH?j2@=><~-apZj3B-2*3
z=ZJj`DfNQiloMT^hj4>H{HIN7(;5imz)ONk7|0SJ08d{$jF<)i1Ek&d`7_Xq&9RaN
zCnU3D0mU@y%n<GRs=+#Ig0?2P&^BU{@A{$BwTz7Va}-n`9b|hhAKFbWZ%P)V+&b`0
z#;=RYc=18P`(U=IGE3^UO1;=^6Ll?#SD}S3u86wk7--dIgkccPuPEwqfm%{7YzN_r
zDZmax3@i)U8YtglPEJPPi2-VAo@{yCQbM>np|ryw>*CMjMY*DZy>GvLKkw*}FXu4K
z<DznzlgC^ifOdpf(s<@sfSG_D3gN~^VI(uEQ9}`p4wx-(i(sg5|JO!H<GfED2)qpj
zfu+vnse+~k77+NAlXXKa_Cu4B*{QOxA!f3L+$s#IPiN?e?wvwrmEM|btry`&sYM=m
zBHz1l(W=F-TfO94rE;pL9SLW0<WjS0uPl`cmru>5YDbgr`Ar2nHq{`aL@$+9vFj-8
zasy7D9r#&usj=#&@<%3_52<2w-*0<VJUpJCzDpv{Q}4e7fk-rAx$WdZyM?G{U1|GA
z#Iw;?-+4TsnaZm3$i#8V$r0aSxG5>5)I~fJFVj2oH7^uKFnz2xLF9dwEx&HGi~UM>
zh#FdF=jZWJm`5hth9FTgc@-p`M4i;Trdl7l^QVQqwtD<`Qj$kU`X|SGh1QL_yN=&s
zA{DVCO-hGP3y$oMpM7}sjo~}kq5H<+)#hjTuwti?I(gX?!FvIdHikaolUVcp*y`SQ
zX;~gvWOiwt2H`A%`x^@FItE`zfPXNUil(4$RVcI0QKe`#qc+_59ZQWfUXj86MZ>v&
zX{a3=x3uYbAG4t`g&ETZfh{M$HPxAE2nfu3|FT7HdbItJ>7kx*4-jl9@t8fW-Hm>l
zu&TdOuS;#j1)XbW(PluaMX(HQd!X!+?j)eQ+s&Mpu^(J1(gU@n&;7Mcns=)F1;u%-
z%pb%7JaO~8j;kpDccDidQi`~=G&4V960fuEvUt*)h&C75Tb#i?`Sxl3osK@V7at?`
zc-563nNb^sk)F8kl);m%oaFVVyEC6~_v4`|i5&RIpIe2GdhVQcdu$>QAI+4;DwdZ1
z=YoWAPi(A}&2Z{l9=2yWFNy0!wxt)jF~eqCxuYi)-By^aMcp<UP>LGCcw{_r0LB>D
zrP`yT{mf(Tdv%zv2(9{qM+?rW1SsT^6rAGqq=eh<>PVGe*E?U0zwMOeyJO#ZsP9TS
zGh}<v>`z=g{hQ<bW>d#To3D}0SJVCUCte`H(>R~zKE2Zc0!RseXa~iDRu^9X)P=mm
zT#eTBOeQ7HI&+5ub0{Dj+!lyvGTRd>L9Eaw-&fMyjs0WHPYs@Ka!w3ecPV_&8b?vT
z>C2L{ngUT+RfiH6<51lyLm=?Lr(^$Ry!;1-W%N$R3-S56ZTLDg_j+p5aQ~8^<f%)K
z!~2A&mrF|ERcXerZx#xKZN145sXCimeTVUk9L9D@;GEEis>IslNRsvk5f2rr14Fy=
z-m_H|ey3=|NN0#**LbkcK%v}or<0rd6<0en#-;oCv-9k{Uk@w<&<|7}-4hvKwaL}{
z%Gmj(4{N){TB41s{G_$SeZf~&$;~noE^HjKG+!srmf(KNuQ&OPp3q&R?^o?anO5S{
z?!q#=D|7Cv!&$hcC6{<^THUMAnqZ1SCkotnm6Neq?QP30B$6k+XIY96Gw|8FZ1&)d
z!Tp|3B53A)d*oJOFW-&BN9U78sSS&}hV^?yjPyzfSDvtp9v*KWeSQxFrtX++7RS_<
zKV$7A(uki&)8BuIFY~q-K}ew_KDkOAqp8q*;Z%F+7ZJ~OODa;P_kgL9`Z%t>{POT=
zUk}Zz2cuFDJz3qZeL6d-b?aXOT-t4A$7yP@x^lX6bByWnv9K$qUgUwOme=n}oCDYo
zlhph_+Ohm;_}D;+10K6TLC>O9Cz#iKK_Kx`*;#^plh+rY{n+`68!;UDu8p5NjH{np
zgrS-F7?g5^cE5kS-W##1iuMg`uckWBanH}NzX_7+5O{OKGhE9BRrGDyMe|Xp@t8*j
zw}O!nFa6+X-{{>!erHpCbZ=}O$Kh*lRS#azw<wm*_}}_PcRTdf_C~BSNvxX&X*Pky
z-6*$|g@X$yoToR_CJg5&>38PAaADArO64cF4Dqs|ISxk*!+UL9IDCEC7I8c2H-BvN
zi++_JX;e*if(=K}E!D}7>bFCs>w6~sNvU!!Hhq3>$LY6UIPZBf$-qt>w3n$~v=}rl
zP2Qn;@klC}1nh`xcP}HjeV?B^Gw$Ay7dR=c``hFJo_y==%|6u<-s!ebg0&Og@@XMl
z9SDw_?)_$!<)d*?Ojz)fCx776<xvIx3Ub;bL*|2yQ5dZ!*|sj2(3{si_L>;lV>P(7
zwDRJzVgH#h=%t&IJJ4nh!DSKXkf&^&k+Y9~ltD1+A(yVqm_Pra{_UIoeW?A=Pqkh-
zNW}w>8YW*!-KNEe=^}fI`QmK*KR#uxHfvBv;)q=fvFJxDd^mXehlr^HLKmU=O-GWZ
zrW(Wb2p^hXCnS!&TE(i9WoV9#`{~$gc3l6BB~wZM!WVnx*Hz3vlb>H7kTYA0?27jp
zPB{evrHCg%PIo&vTT$VZ<%gt{$hB$n=+*|<o}VPJ2^T`YL6qDM;ORL_$Vjs68o60L
zxH=eZDd60>{MZ}8bs?fAIdC>+0oM;dm+Y?&SVP~Cmz(&4i{y)W7m$#{)N~9zcERSJ
z7zv7x+xC!YsZkwzIpS9CJ1d~Xq`n9VqeI|=Jfb5gi2MnOIzj!6Vc<?+gmQ2K`s7QC
zQm@EfuJs$y6`5Q_&B)j<lX^bK`6`p)_>h}(S!;b%)v?UzDTxa8Qc~oG<Wd>m3C!GB
zQ3-z_*L=dX&3bj*2djz&3k5D`k&G}9(7~BqB$qOz^4duauKG?4?OlJMAODbeR|6L1
zE;scuMk0rn)n=|amblM#E`H^WDRr>^0{PYqhKhdQqeYh1!)qnC^d~q2+84FxKAAQ4
zSziw(1-EdXzt<(vw$c$9D=FZ8uaLp<itDq**3%Btmq?J4AN0f4@MT&8IyrlZWOILB
zr0Pr~XW$KkK{1oPklJ=x=lIi)MC#bz`$LH}C-ZZORa5>rA0AR1%Z)mn7aKAc$S6IT
z%8Eza`S?E@XYH;MQ0fgL<c1dOL9Q2rtNeK%SrV#uV0vjm*q~RR=GASsHQPy-dnz-d
zJXi1F3}YE5YHPV7>4_H|Oi0KU&WUI~<xVm|H5`Ah8dl^JU@h3#dUnj}Dq7Z;KTT%@
zp_RX%*>^ehdFIjYb`vdD)SC+*x;j_PV2e}5A+$z3!RH^>=y&r+xw*gMJn^12hpf9K
zlTOZ|N!sE+UM~5gxmrXpV19M(F9pr_j$%6J0)F=UwH9$Lud5x(ODZm^nTvn9(gF{v
zp{Fbx#Ab7-uRBK;V)*=$xH|a8W@I4lSwSlTK=84>(PA$<XF>@Z@ljzL;Rbsrd?@F*
z^TQbyYtmf4<0U36#gTuE%7;r2bf|r6Hp5()$NRa$DM9=0%=Vknpitb#N^RwRzpZ$B
zjONBP*~U&D1hT9!6byy7?U9iLn%zNNK!9eH&G|T7@38?7Uty7MGo{fB<&hvzFC@*e
zQ4rwZS$1*fdZz1GNIeJy1l&Hb#?j)NNti>{auApUfmtL)R-O+8`U((K1eM48?P5%6
z{;Afsp`y4f9o&xM3FYt0<yv!C<41(TyVnALClIdPiE<r>6HOSX=SM6<bV(>S7^^8V
zzn2P4_wgXy5S*HLa%<9U{F>?Um2bPbh~CXMi%0L|j62L{i;kMs4V;!2FT<Ne#jx0O
z&nL*_-*0DDtn^0u97@%AlzjGp>W-h4fAQT~#*(vGkAS5lrd$8*G{p_?IAReSrhYdL
z9Dizv2Kh8iL!SK9kY#<IoVSbB=K4^B+tLUzDFJ+YzDRbgBqPiT4+0rdd*(YPm_0%!
zj^_`^A6J`+ZP|KJ@H~@$Z(1gQRXOfE=y2SIQIY%Jr2>dyfV8BFx#3tstmF&(Ytd~S
Xd#7wm4ohi2fL;1L8Er^k4EXs!pjJ&w

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-19-Diagram_ Cat and Dog Classification.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-19-Diagram_ Cat and Dog Classification.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..e50ad796702884f45ebb883957204546c4541426
GIT binary patch
literal 36967
zcmdSA2T+qyw>BDzL}`(ZbU}(BMFbH9LXj?2=}iQw(p!K)DAJpNfP(ZcO?vNLdhaEn
z_e5HN05{($|GED+bN)H!&YXMazRZHjkYwJq_q*2G&-1KxH+Q!Nc&IF|BoDyB0RV8Y
zKY+VMfGprX0RfQU-hCht_~5~PLSjl1Vj?2qN8}VBN=7<nCPq3229_s$oGh%**cceN
zM4mnqcrGL)#LOuw@k&sf?}d=yKfVO#!Gj0HM8vctB(#E$86FG%x39Z)0NH(<I@~Zk
z9994>84ey9&RsWv8GE1iaQ@{2{M&_ti-&)Y0C@iaArbZsH4g!}ICyxt_;~m3;p1c9
z?Th_C0H5q0`Qzu(1QeQPKvri;!GO4|`)o259aLK5$R{s8x&%HTq^6;LM90p-$@P?5
zNcg45D^W4oH*)d{ib~4w-fQdV>ggMpTYR##vbM2xb#wRdgm`%eeF+W;4GWKmPxzLY
zl>GfiN_I|eUVcGg(XYy?>YCcR`i92NuI`@RzW#wf6O&WZGqZE^3vk5x#^%=c&h8%S
z@5$-e`33s&>K}gL0Pz0RE$r`qb?l$~BE$NHi;s_o5B!H;IJllz!z07L_xL#hxwIzG
z%$b5!FyKC=Ok7q)#{;$(T1cvoF5`sMPlVv?sDHTjFP{C^91Hw^<k|mn>_7Zk01)Hh
zU^fqs3;+h~-T|!IE;)|x0Hzan0QPdda?YFdJHSS2+YL+wlhpFjpO7p2ziEZrRw`a}
z!pkgL+OARQo&HRuHg<!z3{cf3RA_jOJ*Q?>$cUY0BiC5GB7Vq#<WE2MJxYM4-2W?v
zvvCKgTE!%I-T}&YVezvix(T<Vu)nISw{3a1Dkc?D_b4_0d-ix&MS53?S;RII4LlF8
zYhKV9x&5HT2`FiMilK^u5nf3#*>!`hOYaZo*rc4Y9M^p7U?csrRD`(?PV@E*aPL5X
z@7d6mxtthsC4g5=6WdUmLOA39zg-UO@-b}3oKm4U1BLBhn0Y;^v;0EZ`VljD6<}g>
zEoK*DPxEf<(-S2dkqlZ+v|$MCIoln8soY+IXY1xZth4PVo6qg0q*iyLQep0M@|Idl
zVhnhV!(TEk`zw=;H6S~J>wntt2L2l{A@MZxM2hr3?n+jQNRCA`FB3O{3v1?zzu-jv
z+g}?tCPS402LCIP3cDkQw2f8xH9)NXPp}`x0m+)+UCZo(YznQ@IsIR5I9Bz$E-Sg+
z0p{D3FRl=++&gUD%pl>{pQ6(tIVT80K^4wd80QGUj<{&CLK)geeVUb}bck@9F-G*p
z)u3i0qw2QNo%x<he!o(J`uD;ocK|#WFrVGb&j0k{{p0)p8w>dGRQQA=Z#{#d3&n4e
z+I8V6l63A;C6NOXd`$ioG&tu|M&c`USn()U>V*jq`J7}mR@@MZ`TZH!XG?zcFD1?#
znrB@y81XU5JN)*~)D^9zW8CO9Z@?v!U(K%KVgvp|pCA)`lx#Z_Nz)|9jPRrN@gr&G
zUFRsT=w2L??U+@Azv=`~Y1B;mgbfq3pe-^e>`R4ED)1vIgsInGvLaV_&CpMDZ)2#E
zFJ0{5lH!zQLb3@}+=Xmfwn1F68xP%T4funX*)BDJb$g978CmlZM|oaUrH#bNasJGq
zrI5O?)))JdPg=zIyKclRJ^DprnYQ|V6~PsnJPvq9-3Dt=+fm&n;<FB)r@!NefBm(Q
zQI7+ctT`hHhNm%irI=MtJo{J|Rz}2inX#0f?=QZ(MiVA%Z>2J0HeG(ix3J>IW#w|v
z0A%C*>BKV^s*E%Zh?!v$Lpj7|#Ea6#x>Qo#Y9Gt^Q%5`n82~N^5fgh?qrE;PJn{_?
zM;&|>m&$Jo8`PW<^`#QPb<#HY>#1=+7Mm&%{{~IOch{K17zUs6ea!;QTbS+GvKGnw
z`Qm4VlOFHY=+DisUEza8%_{Z`Ndmq4%gN6&j?y#72ts1Zb{Eb9S9U$)jHOn4=&hJd
zWev<T%VVowl*Ur4t&$|aH`Mve;YANyyk#CuIh8}ZqD=L0RaJWIKlfEG3H05dA^;bA
zLo>pMFS^b_zQ0y_>>T{#Ctkid0BS*YczQrxrV%OX$3n-{HC;t(!h^7b%ktMKVkVZ*
zo|jcng~)d)lYX<GSS&u=bX~{+y!o0?ux?5IR(pzeI`?)`kJQc|Ut=}IST4kGc))OC
z@3KTx==%wGyMiR7VcWukZ}pz{)SsN~n@q0_N)Rk|QEQ=HW?p^f47ZRe4uReQAZMJV
zUc5uFdFGmXZShY0QZ^D7@=7=FHGr+-*z)y`Bbq&U-T9k4ch?l1FPmE?=w~Z^Ka>Vl
z^$xlJ=|iJuIPg|Hqk!tvx;$M{WPSiX%4F@wQ=_}o<N4Kz=<x`cs@!+d(R|8n->yH#
zJe@sGz2Z?Ok(;I*fbxIXyub$+cYr6$cYysX(~X*as(-GM8hDQa1C;=zx#{1o`cdqO
zD><3Q^ZHa2L#fi{0Z}Jc7JkB;3aY4rkO6_43RdZ#-HYp(21=a6Z@ORSp=vXq=Qy(L
zsM_)BpVwVtc&d@JG0&iKuIFz;6!~P5=9U71S(G?qwpw0d+Di?+{l;zV!ibEjO0T|d
z&$g2ZcjloxfWg@)^^$LLCtdSp@1T<C9l$^3gnxcy@ek4?OA<V@;^Y@`58w@s5NFSY
zboTP_S}qp^J{6xLVtY&yC>HzCb}Kr|CWR#1VAn%qQ6>n$x|UINY~W6rEFklza+L0c
z@7M?qSQ(J?bz<^K(kqSTN^X|DA*Xu)*Ob)&s3?MH(5FQ~CB!g{R#1^(LQ%A%PxGuS
z`aM@WEoH?ZLq8LzuI%`?4Z3$yOb?J4nAPo=AA8mA)@5mI5$MKlrB4~D2uA2%YYzDs
zbKVBiGEcM|Xy8szL>S0QF#*^7`PyvM$rZf>N(Y#Oeqmj`c)j@AUS`5jrC!U&OZRhJ
zeZSd`U8f&m(Uc??x=MG!iEJ!G=I=H$dVAMYiu4<ftm=f@4bzyxZtd5Fb}<F=dsKc^
z!fBo=W4ys5#lH7`5--XQ!KEbwOZ80+_Fih5=#Mg-PZU~jMpu@AoUCz&-?vU4obg!J
zwbVpxQSZfPnq5sLi#%L391#Ee%&9joZE1~*aoB3-_Q`m&RD5k*k)cUg%&b7YeZh*q
z5bs*V%>A`M;TWzdZq}%Kc)zLOCSdS<Mm0@Hd1`>jx6B(Q^?j2|6B5(_G?ob>d2t<|
zIXa<XjkjW*|M(u|Rn+7TAXnn4btdQ~dNC{73O>CwKrcS?j8ip-lM%E7Q<enU*_U9%
zYGY*H){@RdDUC>Vm}1=h%ca|@V>Kp^K5q>~KvFpSa)_C?O~KHIjmcdZWHqaV%MP+!
zAAYGTv6}ZGa&O<`oT^d=mGb_79!UACrVG2Z<*uHBvV^4iG2k0Zf8JSkgek+Ewe(t4
z>F`ef-zj9lP0kI^R}@V*{jiR#d3NsC&TR)I*o$+L5lm`38`4TY?4)yH{4B!H%mFmC
zd~3eAJL50PD`RZhonbv)5Gl|tI6}!?I4ZqoSAf<u+p_hnJ9riGm=3iZqrTHtY713L
zVHD}AUHDX@M5n^xQBF%J!L9yaagR=+t2lL8aKOP`G;u2sXrC=RE-lLN!KyHmBsOgE
z4gfc{yEUi+&#mIfE0vkA@s=d5lCXHOS)4dLabJ3#I11d=TkiqWaV)hVLu~5VzOH0M
zRin?^qSN)r&?<`2K!8_RTUL_4M05kb?l6p2oPV8Hwhytlu<-Y2L^XRj6F;m)x=+n(
z*ylKeeP(NnHy6d&($f0N(`$V3XEvtKfm9v2-eQ-~1Na1SA=)=3vH5NL*5s0R-0Gui
z5?;F9sGr!*Ez2~9-?mZ6Rh8J)p&^jr$Sj5wr~$H_M5*_JiP0*C$qH?e8Yx>WM5&O(
zZ{#ngewU?oO7c#MTjen7D!=gksW>h;l&Y`y;j4l~*sc_VRr@fr>4Z3^Q_6xWv5RWs
z!lT%s$Qa1ssO=fK4Q)_N;<n$jsa7rnyGjLk8t85F#CcJS(kG3}zSnh%Ehl5<w3(#f
z?lE=XA%E7}$1pzY^{&HLuSn8;>&x8<nr&5m)|LM}N$6;lZH%FJsg?YqYS>DO0(M6$
z7#qUKA+{rZs&hRBVP88!rEe>$uxE_iNd|IKF+>U+Q#&X18QQR$@>ivle%+!jL5PWU
zJjcJ`xql|0Vf|L0Vsc;VA%+xrRGec9$zIp`oic5eMh+Hs(kpUNJYyEvYWe1L4>FEy
z>m3lJ?@5vIdt&uBq$va6#)N0`S($E+cTa1c%Mr0WPPbi*yho9!<Z>ZiG<p(w2QWef
z*<5%_a$E~mN;FBX6ub^?ac3qH=ZC?W@eOxVeg>4ijpbqe8Fpd5$(-buJNp^LXg6~E
z1gaGYKU|J(vJo^DUU;#gy2<S?wO_qm3b2PtBhR+OF*L9|z0pl0<;<cHybm{%2iWZ-
zhKitoUup&q)%D)jMXw1wdwfB|9<bb(4>s7tqDi$_1kp-wqsm-Mq0W=xtzx|68YjCk
z7cLyvV-sQ2YS&d+F?Fzep1!L46Ons*Z<->uX*m}q_A5{`aqFs@_Mk8BgT}AT97Q>S
zp!85D9dXy**R%9@fct&DbM1YRZXSIN;1N2&IgwN63U3!NnG47~BBeQ1X+l!4r`Vu2
z2SLKB@|gR_6nFeU#&^(i(BzVCanzPSqa39ME>q%3Z1=PyKE{5cS%thU&dIzU>iiQL
z&yN6~a$kwh#`%qjJ(z-mNPk6MFAF*iDPT@uiEYNACz&9F@EOJF@gO#UG-HoseR(h)
z5(Vrk<y)(@43He;gEjvIVLWXxb~XP7F#Z8D{$~ty53Ph)1d~98p7)osZzQ`2ImOBV
z@YA~@YH7NeB&JjtzDpl>JIA7KY*qls;PP<$h06ljf{v$QPmGO21SLXQTVh5!S32kI
z56u*_O(JqAaU$VuK$}~paAS&*Cbq4#P;h9T+c(Vx|5tYa8uUwbaurI{%B9wuRGpVb
zMcXMe^=abI;kw_Yg}Xhd=l^Cs@>~$Z**8%~@gp+A#Gj&YB}7yd3u+^lE#e7cUk?n3
z$H)W9`Z`Rhp%MsW(ydd)6lA!j3#a}L@EaC+IR<>q-wPt!qrv4RYESvn9#i*7_KGm4
z2vUIP4?U!zPLU6{Jt8yN4g9Ju9q)xHUc8zWUe5p;LT0<-cRl$&LNC86i_WcQ^*J9(
z5v|pW%M$pvA>;O5&R)bmc1ya41Fa+&@54Xa@aS<};X;?%uiXJ2wr2d=xfrymdFvTh
zrae$DHYV<f0Dtl9>T2bwNZD4_>82=W*PRiBm>qaAO&=JjM`AeFiL84{ZxTn~8C9co
z5b#mmX(kAW`lgO@?3TIiG+}NeVc<QFEK-|JwO(he3W)XI#XLsYNg*9WN>5*x;$Ho^
zTKcG`Eok}m>~p#cWZ&2{@|G8E*AdqelFT4dw;teV3y67n2e6I-;|#mPh?{+U5UY=D
zJ#IN_DpY?zGAB3u^*xL&D&09~b;4f)+_A!u+~fUp%3_jF2x-Axu|!PG811wo(t-|!
z9~x|HRL;01PUL^%ZKjdaC}$My;6#;_hhsPMNQlH$EvWM<IC{GAvEA42aVl0gN=z$>
zoi^UZ7(En*8JT1!FsCnfBIjWEQ3Sj<mX0HtyX7yzc1zI~LHCxvhWTC(B-3K>b2l!S
zcvcR(mf@oaV;x?;{VwmM45yu;2^Hp}kk^(?bF7LV6tn5g<p^^m0JKybTsZVjGVd+c
z1Jd)GldgN1sg4~!)lFd7@1;D8D(3BSSbEX1$1|%y>A+Nt1HWns?FpXXbLX|{p*E2F
zNtXQmjX&HMf`3~x3FWMcE8(1m!37#-wbt%Eef-+Y?4Xb3R$HVS9PUSryop}<;r;Gi
zLn5)GIT^4VUv#H!q}3f+7mksGn?6*L4005FgcDa1^?7gnjKQ6S^c3f`Efy+^h$X#=
z-<KJieP4ysI+dBWzZ(S$_R0w7$Ec&cUkUj*-uDgR$|aqx`w$X2g%{utIUBZun4bqu
z+dIxf<s6cATwbb3HJLn4@5;hkX&ID9wT09yavhbpM+%m`*c=edDX-9S;lk?|mncLR
z!zn%Kc>99Yaz6h}j`=&qFt8hs(|>hZu88Ce7k`IP;yV&<0ods1y|Zr!_mDVA*(n#-
z%+v#&wm7N<%^ztn4+?idV%H14oLZ*|U0O`@h2nhBD$4KxkI?~OJrb-aGh=W5N9tK!
z_SB<X6qWKLuKq6SwIJm!xA*7@=N##xomRHrGrSze16zgfuKewoy1GoBqkD?GenGwr
z6zp($Do{^kmR}QkZ(sMej69hTf1IiCD4vM%<v4DL$HFhk)@q#XD{zD#mu!)tfgKZB
z2qZUAOC{A~p)hwX{ib+2RMP~s&L0~y%$pH(n4%S-vNFgdg;%6~dLg{qMgo;{Mr7dG
zT%|2VT)ch6!7V_9>*M=eiqZWa?4BhgQYq3Hd6bo>rWkVs4Erjm%N8inu~ofGp9g@@
z9Gn#^S;0ynmfJ4<(ObVV;GbR_!TA5Qoazo=bx7jhWV1FIk1v?^SH1*lCu}-md^l0%
zIkSs-0I~m}RQ&HL9>jT*0p9ot{x@c}Ipf^t4iN8f2ROUo|7&pO(oUTI4N$G+fN$ZJ
z!|E?ifPXu2Q?R)jWl;1=63c1L>l&`Z0&kg7goC~X_7lP^L=RX2GTUYPKE4XGDH~Ao
z!y>=&t3yP2f26>b?=<tDmYnW|`zX#(emBp?q<Ovsvn2lJ9F{wP`X7Huuklu1bZUFb
z&nu2%AtsjEI{Sbb-yzVo;D>mL*j-~hs10hS#M9c3*f`YRMAQ<Tzi^CUM@Du@Qb#|z
z=3X@kN^o|`YB)CuY?_wJ1OV`UXM)nsKoNdCK2LeY4cCZ#niQCYRPp1YwnZ=Nbd!5*
ztPru(>}7HHYJ>5&36n)W4=`hhqi(6ryZAQQ0zsuttvqNYcr0bvMYSP)+=P$zef23f
zA)L+OYq9<3gAC_PtW_Tg8~gw4NT1<b?Sb=L#9&=bk;f4yXt36Fgb^1n`;x823iLO|
zf#omA`>IZ9(tJWFRaK1BGiHH3Tz^E*|9QM!x43e~ylM4JoVc$eH8rf85}X|Y*rIQ5
zbO=HX$|IMH2V5QKM2*XwRMPTdq-gsXdFG&Y$k47<UY!O-Ebr{jr`TAhftPVUo8t?S
zJnMX&dIwmD5zGNw(t^KOzzi-(4ApO^C-_cJ#J~DxQ%4Sm!4udX0jD&8!``rNFa?Hp
zW>u!8wRZON2OMZk21NZ6^b>5EjcS59dgb|aj1V&cF36KyHRF1N*W;D~{T!Y_B9bPq
z@UDp@F=<zt=+q=}$GN*go{UNx(5_93>n~0T{fG|EXS^B>oE&8IkbVX(;x#%BlN5v`
z^ols`T={gt(VUV-F_RxQ&XynJSzi%e!KixC<?z@LjJ^Y6ulKc2PJct4Mr;Pu9b=96
z6UpD<izgq#sQwOeRx17NRotyL<=LNdl&|_MZu14gVqFG3&fY<57)ge9kT=DGSG1K>
zQ0FaE_4r|4l3r=DZF9jhuVF0FaxK3Q)@+(@OiE`c({KlHZ@cCOjG?8G$6e|CNY&xq
zs*j((8w>UcD)#RQyy_QLKyY@bsFT=C*e*zx72DCWA0BVwV4rw1e?USXz8^;m&6;pS
z5InIdE{M0g^lTfq2I`9ZGuY>ypW*2XbESOgUo6eM{FNg82K0Fh_(x3l92yXRtTx5(
z@ZgeqWsRk;o~!$owro{O>^7Kt#Rf)VpZAF+{OHiC-o0ZjP>(yq>7Fld7DPb?IYmUB
zkT2~R5G%lEbfb4-DD{vFZ~L-U5*_rmMqp3!p`wF-yGPu*6l|GWeP1t~ZbCRV+MsI*
z9ob#cXNO1r3}Lo~bKC7p39EMTt2s?PO0y|kO!ZmRbNDEs^`01PfN(qh!o)lwZUzi<
zn@OLCvj;bd91XC<mWl345mc;2gSx=P&C=$%HYnLP_3z@j4)L<T{|<R^g8dI8`fk!U
zSCL1GCl~w{H!`#NcGSf_*{cS1%PBxvbP?5hMwM^Z9l+eq!|@LAtn6XH?pIe#A>I-f
z_8ET)Qu_x)e|VGarjVd8akk?b{(0;93w~s=3#nhGZa$jEK>Z=)h02t6<Rcc1%^0;c
z0oTiS;=b9ShiEqK$%>O^;&D{Q4=?6F&8z1gv*N=bt+9M73jN`&Y_f5~@>_8dfRFuu
zMR?(`=7<`@-HMtZd?7`Y@>KAJyft8$m&1A(!22k7_)+G)>;$3e|B9CM&pJ@H-T3No
z_Oe|5m+N;~?^ovbXPM5nVO86h1do4Hihe1v$_J-)7Vhb-X#k`2(5c;iWIy#+6dp&z
zHly1)W6upImz+%kvLGjlGv?ay+SQG0H}8i4oHt23w#;OZ;?7me_yu$ytnVt<c<Gv{
z4^_@GWl@!MuJAiVk$2!yOJPZ2U5XBdkI-*@f^OXm(KkNNC@D3$Hc>#vbeK&Gzb^a`
zBMh0gaHky@kt#Rr?*VY2j#cU{n?=^Q8W8q^_JWMuh@**)=^vZ59x|gl`d+=Sb={FU
znltWTz`W6Zt4$+&qKS5w7~bE6{XTEN(F>^$s?MtvXC$VoXjswGPWp!yZ6hJ`XAyb?
zY&(LkCZ0$NW0ZVep{>qUTF>T6dKj&W+t8+|1fB>u7~oS;j*l)}onNKHuopFSTgbn-
zJqQI~JuLSghA153F)cfG>azIG8!O!b0v_Lf!vO{+A7)gCv^mMYv3t(cx5>P2g5hcR
zBT4W@>Gp_hSm88WVFR7;0xpHa;-1Mc8wd58fhy!#C*jE_Ay#ITKnt9;>_%i`7B2T}
zq2$xT%eo!BeDx=P21Hf7tbjg!0Rx-~BVL&xB~D5Qs-Shl7UjN<tJ0CL!N==Z0g7t?
z$S8GW*L`~*64}!j8f8`6+SJ<o+gd+gL~Vr4VU9CvzX#w;Nh)u*y}F<?-F!%J;5$~?
z>sJ80(jAjRnebdIWWtDS1abbX#AW=V101wIZ2t`v7<ZDy$c-XYJs*`>!OyaOqkXd$
zUwX1<Td~ci>^^u5VL<pZ*85D%4!(mF_Z6e8yZLGu5qE$=!?$(c%$H*uCh5I~eH9zH
zh=>_nr3m0sAJh$y%rRGYfC!;wANATvzGHi#V@^o?_`Jwqec%I=dfN4s7G3z^R%s!G
zS*3BNi)cG?i}&KY2j@}*V0V)~%Xu$XHyBFbY>#N8wz(lxR+Eg;X<3R3GI@Y(5`*=D
zs12CJXA&#Ud{<}uCI0@~aRuK&4!R0I!9rjDLy)r>o8ZE#;&@<RVZzqCOB8x`f}k0A
z9yIx6(%qM+huVH~BziMRduK<MhvL>-1K7sPYh`WlQ*0#kQ<0RXoI9>^!QKl4q5m`l
zwJeiTtZ`i5JG!^<tG#NO;w>FDd-m(gt!0DhBS^$0e`zx~i|i)PO%f~6rYr3qs!q1j
zS`R!*crUm|<9MR<EM8#Xcr560)<OUoMWsAZbFKn=C&ICu9gO8hZOH!2TzzVpDR{NR
z5*5t3=Y<K@z5{&8>7)5W*VS1}D6oDA3Iq$b{b@3OtyD4b;o+QttRoYERk+uAlCub7
zd&G5)hCnHgx3D}o5Aa#~!O3b3RQc=CHE9NO#iu&}g`ztwY-Wf!g(|J{Vs0I~P35vZ
zI<1Wne?|<8mY!%n_TU_Qr&q%{c#v}eJ|R`Bd*z7Mr}4JCH;WPVvCKG`CeS@=zp>N9
zC?Xr@h_VWgo;VZsu2}lMTtC}AHX2S!EyO6)+ug`}*}J`QVW|sSAHu`N1l`VPmpTz`
z6l}hmT=F92^6IQ_*Vx@GAV~99O0qVi)^)#H&fE|)S^1erZveb$u^!c3Nm88A#delU
zSJxex&?rGVa!*2}e)Kl<ec8boC}cKnS$~vwCV&lLZJI#s6N@TWuBneXTHp!O6LKm1
z#8xj%wW%DTm81HqCAA3#e%>Q$y;AVtygXbn_a;<5VNT!<K!y$L2fEQE?`!S=!QxYl
zs#WALndzPPAFg#pW*_siD}y6$l+S&Cbn8LY$F~yg&$t}i21d2(Wvl%pU;;eFSm3z)
z#`4eA%KGe|L__Ad{5`st8Nb@irg$GW$UML98IcUFgBvB~A^VgpPO3eU)tY0sViY$%
zzBo?Em`Tx7PO$@Cl%Ifnz0y{&IWPs$OpoAMOihg@GN5-?QOAZ@dhxz-o~uqC_lwOq
z&BW<GO*yI`(pYK+=RYyvs0lub{SFX_d3+N`DbRfQddNb2oy7?VH`upF9MinAq5%=P
zS-obX%0ntIEE*!erL>&olAHLJjvM8B{0e3vKHWE|rUU@6wIS6egXrTM^1WpH$9NoE
z@>m25gq6<k%~Z%1>}c)U(EqmHe3T^f3Lh1>8gWsowWq=;xV1%VV8a?!+1sLbPIa<e
z9(h^{GL6-q$!To%v`jRwl^QxuFL(kF9R}F#Fq6CUgKXM9)*z|NpA)}LxNmw9D&cqN
z9U2JL^hK1u^hrG=+*g8Z%oRD^=X*Y70m^fVhuTd$>WYE<YgF<MpL_|p<j&YOP7V-W
zrQUa5R!0~UknlaOUi@s{&@m#5tM<IFz~mdwjH(?;w+|m{%zK7IcYG^UnR&0@%Lyn=
zZvO?%!@TYIQ9IlAEtyx0K-@eOKUSMYE8k9x8Z^W&mwl^LWVO@)7U9LzAi(q(SuA`f
z&x@XkD-xb50v+`SKZqUNKOqN-iknNENHM~K{3L9=n*#^CllBYVE<Kp#rSM@ww0QIz
z`2Mh{e0WI??a0EjvudOIyBc6GNoUJM)=-TSKA7?DQZ`a+FY96U9AtT@ARaUzQBOr3
zjfnPaubZtz>*|R02H5U>66_wN$Mq?8DX7))m$>d@5}v|575+63vAobx`j!;Gtb)&S
z%7SY*>aHFETQqrVP}gNFv(drgrqA{{hje|j<a%{M@?goZHY2m0<!|55I&$*G>%&jC
zOlk7A-OSZrKW3}n$4X@s?B_69=Ce#9G0z_UgTbbv>b8)SFEljvt>z4>KR~V2P1xiL
zIo~#_ZflyUejQD)F!hweBrW1{#1F|R02VtLJYJBQX2b33B7amdP~SjEd4u~iwp&Ln
zH50wMF0tetQs?*Cjr>8BLiBfH`RQ0u&hnw<76>Iy+d3@P`!l(4Ou#3moS@JYILys2
zsKpi{vR)o4Oax}r*Ph^GV=z;BvwE~<;mebRu7RtQpy}IRHaaBQ)b8!AIn>8_DzRuL
zBpseI_~<?@S6ypShv$bgR<QMGbjNvlR9Fm*fWE_$MYr<+zU<kM!LC-WbUinFEusNd
z<B_oYELM*?@FM0yChp@1$T9fD=w;(%ltSI%Aj-W};%4n<#|3z=)LFM?HkE6K0;O(u
z*IY6C^Pg^V+^A|~?X&mZ86^%xebWX`dMII>r5O8S#m#)yuIUXURSCD>lQ-!81#c$5
zwE(D#-)e6gWc26@@AFsMnv$Fm^?Tw~tXl$NLXXZ$mKDyUriS8#GlJnE57oc(aoP}h
ze+V{ixq<bVp2sCt?^1(F<QR{h)2F7Pwx^;qZy#lnDBX%L?S3sx?eMJq%|a+Xp#ga9
zQbSsN{pO83y`r1_vz8{o%L$`ekc1Ro!PIQz{tEX@v+=Leky4LY(%~<WkImnn<7HCq
znNo^Bw}KxBo6yHIvXY3M94b0!aqxLoe^xV!H;h~Q=|+ij$}Mfr!@kf%7Wa)R;lpwe
zHqp=aFyGT(R<Z+!@g`X>+Hn!jN&dj23WB#qnGh$-*VHyl`wfdzqjDp~KQ}y<di82M
z<?^D3T1@pg!ky?208%J4Li=*)q_0WemOQ_#-L5loz#d+{gbco~3W2{7d3nM;NKZvv
za=)KVa;{h!x9k-_H+8p-s+HOLmcA-vQST0*P#eG+LqYMwso4L1pNZIM*@?<@=~*e$
z>bu`dNF#+Ug=R|5xu6Mu@kMQPRoQN1&2S1Dq@DISF7DGCOH!P@`&y#=dKys8YwA+T
zUm3(_T;<z1pMJjS`0j(L$#X_=BABAx#`iKnL%a2dFJqQsmi*Ty6V|ulDARRH;lm&Q
zyv1}4>Jps|yt~o>8n2l$4zII$u#fRqw^bc>83l!ocsq%ipOuX?#1f*nyIKWakdPyX
zkbqC};a|(Voup1BcnbcN_O3ULTwp#w?($U=ev~xtH_eQ}OSl8X9F^_mqzI*OM92}x
z5LW)~XE`JA7cXBUXclG$w5C2uEtqtmlW5qGUlq(4g<zHB+2Wv-%Tf57zu34Tt%B?4
znv--X5pH~V@%UME%)IgH#k4PN3m1+x76|<V4E?h`EyyZ(r|u0n871Ohl;nWK?3tK6
zlW#b9#XNadE<+S?a(wR&(0>O&WL)ju*tI2DA0li%xxX<f=>zCGfYC*K<CwTKaL7j5
zPX4oBJB*54^3uSl_hh!z$>c&BOL9-boc@$OFhFSf<m%ftfWlqGO@J-j&J8)Tr_b)W
zPxnDJSRi!AoVNyYcYv&josRwRg1umHaO%~)YL8at-x2JDk+>f~`F6@xZajsY<DW4<
zG*P&C)!RVp;!XscsJ~*XHGPEDPj5u!uhi7m3p(5WKPcl$V~DwCc&~IoTcRaYq|vSo
zU;hQe_X~MRe?$#b)fJzKsr4jJ@j|BE;e(*Fo+;rdM&lgIL(Qn)5H=#(=03r;OcNfr
ztw3YO-12gVb&@r!0zZWqe%F$}{xyOl+?nA0#M&UYM|e|l-G(tRJ1U7205V`p{3M0?
zZDIDceS=KyI|D%t-2%p7oIT9mr%?YB8~QgXIMMrl8L%7nS6lqWE%x}uQFh(p@v$bD
z;|`E~X6dvXlO4emHTKWj^M8N+7dC%<tAx$Qv!`tXb~8L!j^Kaqe$2%0vFgg)r9NUJ
z;p^pKBs9#<7}JTS#EC=LQ{0k+NKAKe;fKRRa`+X<_h(o%`=X2K)vO<ttv$T$k>Qd`
ze#p>^*zcK~h2ZWM)RgYHc5)fSQyE1Sgf0J?#xh+1vA?Zr=R!CsPml$%Zat%O?uH))
zDd7=!08JBfR6?g86SBN(#+P2Hwk8SjSI7o8$-ds)UrljG>|G7mKSAGEc=ZcLS|VYa
zhcb7~hk)VMs|*kEGIsq2s8CmnQv1zcVwwE>-p_%P!c!Ke5Pyk;j#ZHOi(eQ?<UvYV
zw7oNUF6V3i`(nl}Pj<yold~bnHasbs`ggKt<5_+zygtYDl&g2Pe?MR;<6VM2oqDj}
zb6YyqZvwXaW*@(@cIIz89-T)yWu_-q<wNn(&o><~x`+qIdTGOyZ~pocQDh8K;%xt&
zUxc*YK%cLX+*h!;e{y_8;}!!%y<o1F2zg=p2J)_b0UUBl&kH`#Nv5Gj9s1<gss4TG
zqV#GM>dW&^2Dz00Z=$N2_>8CxbDtA6-&1!r$nfwNRVRbKLbin+vPWzy*G5=sQ6uhm
ziiwodj;@<L${sF(lA(s;_QsZmbJQN;y;*Jg#$eXITkq|@Z>pA%l2^1#=TT#Eo|2fW
zt8;h}uicN;RIqiGgueThY&=!5MJ3TL{wU{|b8tLV!>cT3O(!U8aIMMsgH7#WQMiRd
z{imfaV&|yS^@--Xb>;w}a(vqvHf5VHx?v+9<LdA`@PcMrUc;vgy6w_Py)ciVI)9!<
zh!cFMhvIz&G49|^*2D%@qBHuE8&{f2gc_mc-?PF#%9#xO{D5N|#l(PA2z(|!Q#o0(
z9%V7=MD_D}vjI~)q!x^7({`%bEB^R=_K-X14!}TAG6w}t3#-JrB33C>U0jnQ$PK|r
z?4wTz7(}(j97(b+m4AWK=a-!S6(Bbfm;K3<19ny@H#l@_3%F&%!XQZ!5$!OQqI>Me
ztgrR;P6GCTEuNC}$e3`r;bZ$;y*`J6W3VpFr7yuy0!#?F>@!3^DBkhVvNhn#<##B}
zBbOr>dagO*wN|U3c9y&j3fF`T!e`IrD?ZOO9wv6X;8YRu2^Qd?)j-NuvDV^S&E@MN
zfz^hqz&!)RT(+%8A){67<};i}%Q4N~WB9EPkg*}+#%m-*8q;ouhLIUn_iUcm#7yYM
z*N>{5t<GC}Tc#DjtmfwoWi922iD(zPmOL?b+aNqNO&?uo@Y*zn7a><0qxEO(QMyDf
z^9MOM*!(KP;Z%2>4R=8Ft((=E_!zK=zY9i?cL!Ju4K4WsuiG|T09`jMUTHH^LsgKg
zLC>Nbof$5a>mx>%10?7B2zf?ea3hTF>?~bh_{<6rEa;o{J+>WyRhyx_NPemDZNp&$
zePN&9uGdFwz?&7UC?$k51bLx~!uDOz>!bVhk_;L7Mx@TipK{aUUA*@MGQaRF_pGm~
zZHoOgMD{jgISvmrlfm%3J0dPSo2&Cz6o6Y9Q1B^tcfszp-rT~%kLS%Dg!u>FYp%Ng
z-Y6=cml-t%9DzNu-$d5+*wgg9Y-g#zzu96D=0A@uT;IyG?D<%mv28m*5OF^vtsA$z
zboop4aTcR4{2*Dg(5CuQXU%zJwQ)6s6h=6P7B0I3*kfM(UgfwveBsF9jcEbD^?Q%A
zL#gqfXvirxQ<G9mo^a1=n(kvV1C?Me|HKy<*`U5PnDRV2q8m-G)pwzL2auuC?KPoq
zsc){EJ(VFSu$J7$oSCYZx=OO44r`0yua~*cXM7|y3JEyXzx_5FJ1@6P;|woWtC6s`
zn6<OHpf#3zRpotPQrFQ>5&*0A4dJg>J8X97!vKXhO~}PUG3?Z)W+!h}tXJzM#kX1(
zI{_j=ZtmjPde?Uc$c&hXRIjRz%L|<0T5halAxM1IVYaRl%YK;(RQfZr8Fy^rhzf8t
zl&|_LOE3NOr1olkbF|LjR6gYus#VVDbfDMvb(6K@A$x5aUJq;H2YE;tF}tIgiLgPV
ze1g%q4U-7+t4S=G%BJHrb3AnQXuEEGrg2dV26s0h#&S8K;@9k!21d5bBo3Rk4b?s^
z<hs0+<HVId%(pF?p}hv;FmgWk$=5g02er6tuOrPMeQS1$<&O|{?@RBm@QE2-E%gXf
zev4|0Xv5O3UrKIrVDldQ^H+yhqENJ~5B{*(6lC;ZI=C+Fy9lv``A;9q!X-upgh>`|
zUT%^%F@HnuSLnnI_-aWvPuh_xt=UN?fHhjCkkP*kYRR7rB<6|O+TV1XDwMs5c{7|=
z;ArG*Dg=o=JVY3-);*A%+-7c>eYDOreVRQKZ#C!+bzg7|(i|w59~B(tEm7w_^^j7;
z*d_4wJ!4q<>FDz7-L~P+pqm;$G9#F^0}c3t)BN>Z-=m8jTL^K&S~OQe!Y1?0{i$0)
zTBKze5OdY`w~Rs-bxH>d{w$RCa>8d>(|m#K;o-Z4nKGe*@UFW1$KWREmpMF=y|oqG
zD^P>+k6(`L6o2I5p<PI^&GA&u>BPw4<u7$~Bb6(b#qNWie`l|2<|8(H)x^gOfPUJJ
zCw%lqSV_+)FZlmJ9y6(5OWXklL||99$(Ov|J^$S7`0sNEzyPTS0TIa91<|Mh_@bP6
zbtM`4kZN~D0CgU@202{R^Ez=-j5dq)aGn+3GGRmKAV+&>sA=fZ@^gfew8B|gd7C#F
zn7kOUeV<M>(dIQF!WvW>0H9e!tX91pFW=Fgkf69gb411p3psGt#I67XLAKmrsCCX4
zLN1NXO_#Qd`rghK;nIGHApt-Skr#;7NcZxv^98>w?xlH?{vG=-gsoB?qFMxyJ{L%N
zw$c+F<MNPdiI=y=@{@0C0*|C*hr)2!+9Zkw5xiu%_ZxfDjegqGaH(&m0FdS38PwwX
zS?F{7*Q#-!4|yL+MQ7<;D?sC=UrD^`@fnHs;mFCJTU7xiJV8DwXTEswh&8hfxf1?s
zxyREt-(YD;E-+rvKTgkt51kBO#aop%|3#l6sn<NE_;Cq$Bc?3?s}%fc70uaaCUfI`
zENVsoxC3~#UDM6qq?L&mGe5NX;z~01^_I=?c2L{#mJ9Q8T3r1Tg1+UohP}+t$EPoe
z$rjnf*Ey2AV3dCJ5R;=Td%iA>faBZ~j*qFW{;usCw{AH5e$S_m+(7sDyz_Ed?INw|
z-pKy6AT3yI@uKO#CgT+@6lY}aL``IHOQ2$k)U8%lSnP$=+VyM++OWqP9OLHYSlz+1
z_<#<mzrLV^CG6h{6npyxWkEbg(|bE7y1|0|zi8N&t~3Y=pAcTQ>7zT=iA=-msGS;l
zztHr~>0NTaiC}hcjh>hAo^9(Wx1N3ROu%-A{LeOF+)~bSNq@Yz30-uIy@ib>jmE{R
zMg2c}MXYB0g&%)J=2Rv=%S@C|sBvut2OUZRX5qamdV>MS)iY%kzvQxQXbhru*}Ci>
z#U%+Zb%Uf$Or23D9myUi21^U8-*dHM@*nq0C>Q`T&V7FlAP*4|ADa`-a9hlAn_qX{
z0jO^2Au3p|hMPp0%S4uqAkul@V%U2&R9wLv5lu~Es47UWUsX4xTH4Wp@E1mM_3-}t
z^ZxIDA7>JZ^=43)=B(J96k3;=S^rR%x!(gZZC{pgB!z?;Ah$9H89s01)XG$4aXa}X
zp5icNw>qO^LFb%3#nuiX%RHKH9xV2~YBL?@uY_yvDb@a}P5zqa7djp{%8=nA=XjxJ
zbKOvm?eYmW-Sj(oi@LYL5>>d|w_}rmjD}pOeWh3R;(HGx4h7u0kDu9+qq)mdtYbXt
z6!L=P?S?1y(cvF9jCPPFSmik#!aNfX4!@}Fj#lqV{(89AUx0T)3A56H;c1;(OZ?jN
zR<j;<n#rJoin_=QJUQREfS{SfN*DQQtZ6nPeRbx;4u<P45f$m=E#L?e$^x3H<=n!o
zh7h<&*E1LXUjl5W1tG(()iY6^vOBqXnP&fB3+1uJ_+ep>3p3fl8tmTc(3t#${4ec4
zxVl@6Alm~H%l$^%y({+RpojRVMErA!HY1%m@AQ%CPrfM}b}77+82UQ^t4D0?<!S64
zK$@!dhG+Da869kI4};TB8y+kKr_zppdUZm>NqgmnDQ@G9(~ioA8|dyG?{Nv6Z?{qJ
zh@I7iS<pl}yG`~(f9Ueod*ESsW+j<-8_Uw*-{I4_t~}4(6hy730{menueHGsF|w1@
z#>(`sCJ#T;(uYKC$Tal&HP7l6?7d7$%r=@INqDpV`0Mr^VA>=^gvO+djx0?m*$+GM
z^@fd#v&d{+SE~dESSY+TGeZZ%@TnA=+c|C$2@F1p_BiVN84y#mV!P0i9{uscbMl#U
z;gOg5j>LXn{Dn@aQEXqOLEBvVPX5TPJ}q!J2Ima7YOqL6v+&qrQe`+;;g>?)7YzU&
z?Ez05Iy~RDF(b6O^y$V*bfaR<D?vUnpBtW>Nnt}?lL5XG2Xeii77x9B$QBabO+PzL
z6=`fqV-1&AG9Ng{YjM{2wyUG1{8#<s<{(!({hBYxxE@8-JQKHMm`ffj_AXHaXH&g=
zqSc>~Clc8gdwS!&=VL>uKiDKt63S$oetC9Y*3a}xcs50+*r4v%?9aGR4sGe9&~=3e
zYr{qr?JtMG6z#wK0M&Jo9Sfg}@KtzvlAQdhH_jyXDf+JFrr-EcPK2eO@5xbo7MITq
z8ok`%X`DEqcsp_U*<4hSRj=c$z1L23C7n!qXXE(q@0qFwCtlh-My@gnDeP#>|7rZ@
zzdAM}JCPIt=$btPlkSeo-?B9R4ir>RKCjcvFml*O>yo*nOyR*vn-O|t`rwe2ju`a{
zZs5LgZyTHhuLl>W)TUy^3;%mv6-mSXSVTl$2NU&#|4VOz3<`b)0Uj*1AHa|TIDz=R
zv=NyNCk<X3mOq#2%2g~8JvE-*A8;zR<g<K-dmqzB?xbOk9ULiVK_@$}GZR3vK@>Za
z1J0Sj+9^G{7n<gPBfP1TrZT%aWO6qMgkD$gsYaD{am<%&wVS2q01GpT1R+(O3%B9k
z6_AL&gUUB371kwgp$~x%HUhzPmx6t7C*Sps>kXDE+<Z^=0aqu|vT=cZ80BI7P*+nW
zQw#{HmgVix+UNXPX;2P-PR8#G^VqCBwiB@m4YgK~ue%)qIz{1<9{3(EyB?<ipsg>E
zWk1Y_6Cj~#ddk1peDm~vui<rU@4v^GB20;_J;+V=MhjHklD4dQ^W07>O`IMwDRQ#q
znd?D8NY!9u<4f12wG9R5mmAFfc;IMhlpriL<zo*Fp+fI-C{Np*YUdVLm&g#@&VrMG
z)z(DQ!0T;a7;rq{Hix4(0x_bn^aYyr&@X&vhIZP>21Bn;?|mXOc*TFKiI4@g@6Qxs
zo{YIOdiGSIvre0g!Ed++7=QcQo6YelygFLm=SNTn@dx>_43^o_v9}h$_j?DzKi)3{
zHzoGYFtzO9tsI<<l6GYc7tXEDk?;}!;HYzdo)6$;hm71W0aNb#(V+MPYUp8Tr4qB+
z`Y+`R<nFIQn!T=z1qPArhiejsohS1U2O>>#H>HNEk17^X4?ALDc^ZxZCii`gt8d~r
zbv=$*)SztzZ`V<opp09_MVlZ5$M>uBa>m58n)V+KMpR1548a4vV{?0cX?A<N7#nz#
z{#u~1r#gjN2V0cUQ%lYQyp+;kP)THMMNUWFvdu#xL#H>m&wux%Hz}Uo*wM(MMb-{+
zZ}=ZqVmDx9XLzcqlNp;UPKE*QOdQi&<3dEKXrbb0Exq=hy!t^&H3<-NK)FC2dL3>m
z&{Yhvy!xY#Aed(Wl{vwb_nJLX>Ti&risdWWxAGN^4nKZy^3^+MF8u)Iu0rXwNai4z
zsTD0M+Dw=9)qZI9UnZ(AYrMiX1U>^(-O??u_BfbFvpL_k8cGxvjG;36^1Ri4xEGk{
zDZEUSsGhO#J3Ra@Xuimx8-?Y{@l4U>g}Vv6$Ua-Vhe>;Egfc;KF|TJrF>Fjv&@KkX
zxbIx^*{C5>OV4MwOxnUqB+8Pj#3X_b$`UFL<`G|0;HRMQ6t$v9D(7^*e|$H-VG4F^
zmq)uZhz*~c9)eylB4oNwi?u&YAIWBEzSi3h$V}(?R*Q~?N0z0;W1)}n`|^_#@I$CZ
z_>-4n_ykwG_2dBM*i42LwG#4{P9bg)JI3CE;<;VwQfHVaW3y~idTYC<WM`H5i*<?D
zJui$EK2|;TKTDKal8}FJdK_dVnYPAg)m>+<iPGMPD2M}qUrI<&YC&Iz3yp>~9;MOp
zkb4!=CCpo_pO)N|TqaH@h@1;ev0Hhu&0<Nm-B+DhK^eaXGI|Kgx+(6W7VB1Q{q%E@
zvFXrZHO)uj1A0{67}iObpEA&pS7#s8x+eG>9RVmnZW}VOBB>J!X-J-aQQ&)ZIlBoi
zEGwXbuU3^+uFhZeg>JoypV1V2Dh{vz0IV>@c(-(G-~^~z$MrsvW<q4h0W6Kto(ipZ
zfY`K`Go}~W1iu|xAE8awo*PmJ$I3_O&|VQEn&{rT8p=`_WOTf2wW#koiWNzKi)%zL
zI5hY=tY<+5Zk}sm$>tN)f!`=PqkwU%Cw^Z9%HQ_Tmc<^@U8_x;DJ2|adlk+|KG}6j
zaL?(00#W%yeu}PF?_zs+iXZ0aBBu|Fz}+uK#{`&1T3A!wlLg{1g~XPQC-=!gQ%$!R
zqCbyt&mzi03LYi-M4I2sf8fL(28JCC(B(3%MCbM<!}GU$KV<4|{yN#JjFRlst=$x>
z)O^KGoOR=1u4eA7b}<t#Ghh*4-|hE5@-XqS6++lBGgch_>WA`5i|A*-r6oJCncr$g
zs0T;eKlSA?ZK*yr%GkP}UlxD@seWGAcQ(%4iBE4cirrV=t7b=Pn+nZdhKe`lOceHb
z{YEjzp3c)BF5v50=ac|qrzq4z5x;sBr`%K)q3)lI0xl5=gT=@6D&zS~GZJoM>SSmU
zWz<7`K21b}8aaZZrVo89yybnH2!kJ55=p4*PsK!niJYR;RzHe48y{wLw~-kC6keBs
z?N(AzmAHdI`{y7EWBp~rwtM=$ByO6e;hn7p70^~YM;VJO-j7yj&#o1^>WL*A1W|n%
z4f)U!!@wDMq8>!KyPy{8&4L^$@Mw&hz^C@8bkLR%Ws4jAoZiAy1`BRw_%RRnsUIKl
z=n+`NL_6$Ag2tOAk}7M4`bs7kM^8r`JHtNiYNZwyJQW!)A9Z%AEwy7<i9@bD4Q|<L
z^Ktcc0ayiZ{NeHTPB|J*YcfdH2_~lZxb*Qe^8Q$YBhNEh8eXiw@_AbNiPuO4a`Q8y
zz6rT`xSZI#Jcz6G_xb5rnNO#;M|hd>Jrs40J4YVH;Y&{!xYGHNU*bVG@m9m3Ylk;q
z>y}}Yan(ALn}Qv-*kbG&W6U{e2#2pqXEC_!>W19~h*%KB@<dJFog-pMs>!@w;r_cx
zrZzRZK;(I3AtXVozOHIUSa>Y!^372<%{gA4hYpql#7IyMvZXczW;8s>0WSLUR908j
zRo1HbSZi@<m}wFK@+&H`RC|B^%t#scb}SULZ+YuTik4MDE>KuUU4Sl**hM`sK7=~}
zO2AXQ;WVWw=%lA*ID0mB_WxfG!T*VD{tr1F_`eU(oBR{n{*RF>vbZ2QN*qe0oHJgR
zkS(h5@RQkBg{<<&D24V?$@7CfCc2gcrRL>&mVsEwxeY%C-HP!Dz$Hc+RoC@kqrK~0
zpd{WW_VwF)LF!l}5rlGj8hJ~mvpVTHkA3~C<vdCQIC|`eYU?iAd@G+yoObcV2-fam
z=h?-KTVl^oqlJ>Y-kbfgWd0G_e6}rK_qW_UxBWEpe(74oeJ$D?#r3Fr?=}5%#t37s
zI%hSj<0t;!->!>uLiIPiLu+ROcI5z&q&6hypBAy$pc)&Y`M-+6bB9bFp=_vO%gEU1
zTSi>)V|Ut|wN`SY*zS-Uo>e4QdnO3SF^rk!lP0krwMD|K)$?~ZkbKElR6)-NS(sbn
zrzT&FVg>5-ZORo87km5P(BQS0*etcikcy|%H2_ab&FdP;`eXELQLwfKpdB|Y;O*DL
z=-A9*fR{qR2@C}`XlB`ZfrUkVwRZsJQ)cpkU$R+CO4*&2tN!@b&PyjzsL7dn{@~RX
zlt>sKP~LTPdZ1jpz08{%dDbu;p7`tPi5GPuvhqSJtsEomX6~ieB>RxQ(pO#mPZN)0
zs0nSY6u2tM$TKcdS3f|`$hwnzh82<$@7WR~c>*sF;mcvsyX2e^;fdJTMthb)T(wm0
z0Hnqx-OLRfcsR#%5obeMA2fD4PJb&<Xi50}B{F|r8@6OmaX{aB3T*KTN%9*;^<F)0
z|0=RiYkLNDHhEW4KIbQF^S8h-II3>_+pSD~+0XK!lGklwN3q(O?)fi%@olq!wCu!A
zy2a$vVG}hx*1joH4@!T=8~j9l$;;Iqew*^bNPD}7nbeTHLREN@bgWkmMiHQ&fvl{N
zkWLdaC0<rjSoY+MEyTN;5*t%^>!iKXTzfWl`g2n00-Fcx(Laha7fJF{3edIwFjl?W
zZ{^sLr*5&7pb|*_yV2*pkCKrapoxM7k!pQY?Js^};eMQHyAe>L>o-btnK7NWt^`t-
zGQ)vE;A8t6yPeHl^y~<jRvg<`a^E90&vZAzXpnw1JTDb!;ZGnVK=2|2Q@kqvx|pL0
zz6{ommML9&@N&$xIxZfJ7l+n~voEeOPyZF@k$=?k%w}AUO8#HqXvDv9!^B!2w8o_f
z?$Kfu$+v_SNywqRPvHzqLzz?GG^*!_Uyt73p~<1J(dkZy3&51yo6)-P-Cq0d^YV=5
zcq`_BvYqjWoe;qmaERkEdnbR^)&%tB^t0b?vE<8gF*1LYZsk*EOv&9w&qQWs`@t=N
zeMq*e**rv)&gufyCsZE)`|xwStgTgK3c5|r-B_jbXb(6vhU<E1@qPw703wvbpX_7q
zX}caMKo4Ba^L}tag@67snOn!l+Tz`m7@oq6zyx~NaQqI?75Xe`sG|yX2M8(u&TSjV
z#xxO_QG}@Dts#0n%`tQIpnZQ+k^WMLebvADxrf>fD?Vql{y&g3>+d5;a_fUfC648#
z77~(9f561JFfr)&r}j@3rcM76O&Nov_Ei>|7jGZJXm&GUpU|ZnMB^OKfE%8Kvc4!0
z<#$^K2DaSbNb4uJgbIK2&bS8A?jLX5FkK6VZr(aJcEhpVE$ZrSs^(oZ8cYXYqHb`Q
zXR7V}xX~`I;VWCyE$m-1Zh*pq|5t189oN*etq%u5QL0LBi2~Al??I6!0s;ck6;Mh<
zdM}{}2-2GhQlv=l9YXIQy-J7BYeJ0>;%|HIJ@?-8z30BSeBOTudnRmV&&-~gwbt`I
zYXHq@qO?0;*6TOM?x<+~6WGyPUM9^J7uMq-0{Fl5DxSuXbnkS`Y}DsyIE+2%VoUpx
z6wZ-H`~M;E@mFl>|3#xDc2}NsSkw@w$=AN}8`Q`E8B5x@m>MMcq%Y7OgvoZuIxVr+
zN4Eq|4Z%D`t(Sg0YN@-SkyXz4{E3$8Lh^WyWS>)4Wimz@yeq4{(tP|ROAbL{njvh;
zzp_Mc-Aq27Q&kbZbF~&zsj~c7aBixm7~#0Obo-qz@uTRyD}tz>Z5MHbD=%~kX?s4o
zxlOg{eVw1JI9P}@qxZmK3~>w`cGo+H(k$M+1?Ap@vzUM*OO0$V80o*SkT~(ZkbcQ|
zAZ+UDyUb7Rk$EOvY`ZhWraMa%QO4xxFW`Az%)tMCG+R#htkRj8EVfgOf6ZA#xL|Fe
z>N4=TK!37!Ug>)N2qwBm$}}`rX4F{G-FZyH!okTGJ)$q3i#4l>o4=~mOfWuZRnb`P
z*nz!+2IJ_X7P7>S8U@<iV&YG!vNAlRRZx3;H6wIPbG)o|Z*pyi^hcQ`%d{ek)^NyV
zIaxGW7N<IQhj2m<sn|ovSY7GumJb_f(^SWTUv6IS10ItF;oU$+oNlRm>*8v2Y&6Qv
z%;t=wNecSzX)8J|vVZI_eK6rNSGj7$K|k7e|BZ1SE2EQ#jB9>Aaj~V1G6ijmTk0oY
z10o-($-~K(YJ{3I8$5*B!7n3*`^oT%eW+dF7mMWe9v#-NkXC&~Sn1ZeGY|D_al*Jb
zF{3-t4?lnU3BxIom66Rf;X9RXCnG;9P*af>(Usdt1<FcCZ7gV+sm#n$q6~6dLqfw*
z)*8tiNi}yz2aeXvaLcdyU6D6|qY0TP%q7|drFfQCKJDbw1724k@2-#jd1-_jLCMTo
zqyx^vm>ci_+^dU&(idN}Rc6KU5(5aptIe($<0Vuu)_M{laM?*A5~GYb_IFp(tT*;^
z!8>utjP=qU`L9rT|5`qkLHJV3)O+<Xyum8ulxmEp*lO}L>AqhNtWRgF6F+D_d=p+H
zC+HFTn7ZLXR4{%#E}omTzxn;$9w-W6Y|^||<oQ9R%o^{{&8JCW{jA(TH03%=p7^bv
zT~lY8wv>GhrIaqP;KboN%R&31Ve~uI;cY{=rE6HyyLi08od;5gPyF$}7@rZolrdOA
zjvI{+Um^H0lXE5-fV&kZb68v=>yxkB5?k`1`4;BRMD$(=M0Fl+IGDZ+4GE$dw|7;S
zY={N~1~%ovxmAE6K$YUYvJXCILq4sJsnruCN$*A=Fv_d$@7)G6JR(IKEdls~^io3X
z)-6`Q%(NCNADxvxO3Yl_v7sRi(X?B31)HzuOU+fTEJ?*h9zA6fcho?KxB<5{3UcxK
zK4e%lZizUjio_+=?`UT8zSAR|gy@|0#b8v^_l~^nT24n8M}Grk<N{(lR`MB%zH{k*
zI(__L{G-hHCCw`MGvQCy5B7lbHT}vlnW0NgYW((9W5=!oA+{>|p5K>JHA>wpPc=-!
zDozjX-;`SOcI71cLs;HU(yU!~yt|E~v>ih?;jh(32b&PupB+`!#xCZPR1ci>QYEXl
zdlJ3o^S;+ohjSE#|1%LOnZNLt!vBKK_~R@S2DF&oMEt?r06#c6SS^a5H%#*IgkGrc
z-3Cw`s@Hylq||fjCX9Yk=fjekFhMJg_uO|lx#4d20Gv~>`7qkFE9cJktlj!gS%JDM
z$voG44JkdhOuZkU$c*WyKxjOMwcgs`7>*K7Y@BXlx0ODjX|&-dkxv%;g(L+}At7A8
z6>y@r(>v-uPHLMt<xE6A?fgLjp_8M*r?dy7Z}G$p6Dz#wt~-umg&P~^UCnNr45k&*
z-Gls?N=$D*Br_uEBltv!OO|ZIa%|+C>7CM4bSST;_<i69q#T@PAY29|Mq?bq$1-|v
z)9)U>TYEm{BknHe-52}oCH>x8tYDS_Td&B#YcM(pyQ_7ZIarq{D+51=u^N1M0IBX!
zUJ3Fm#YRiuMli7j6ldPVFxt6qFU2_k!vYNF(nVQCxYDpcN2_&)=GDG|WXy7pfwHQ>
z{g*Xer$6}vIel7w9PgUFZ+KMu#oOE6mCZ?GIpa4-_+qjL<GH;1mTo^0zEuAzeX8-+
zs_;Wrqc86HCIb_1>dY{@ZWMLiR~ooO!h0$wIqJMDl%gLCp;1|i-c2+s-_xGVr<io4
zw%9ts?@f+kp6qs1%nXu;Qc>Sr`_&$F9_^e~9Z-T{crqqJcOX*CEL~XFdQYRP?!b4a
z#~-1SZL4SAcQ3I0m*(&_|4fA)SzGg8R&U~{l!rC8Yj<(V&h_}$dBnj%GSi7Z+V#^_
zbGzP!>Pj9wCT_tY+MnP30v(%}g<&CVO|Dd@CAqSx^Qz@fD5@ehV-55mq=>oddi0GP
zvFv_7mAU)MQ>nU=e9xOLM_iUC)^K_}Si$(`b*SC>9rrlnupBlD)|43zkdt3#<J*v-
zF)|5>eN%U6hgzfR*DbHTGq(d(Ya>>YGuo0*9bh^$(%B!y-m(*wx5s1#(|il^kGT~~
zzlhee&I7NGkc^J=a!RC$osWEZN^gu)*EEqQV?MZAZ?40P%zlF5m2JmWN-eJVx!gTW
zwDNICy3H%QJll6|2I231?#E6{<<xfgl0O?Owrm_9%$a-q{dvfvYt537)Hhe#(yW8}
z^#p6PA}1~Q9_HO=+`GhDn~$BMH-$lPshv-BCH$%w?;9WUI$Z4vmVP;k`2+&kc5nK<
zi91s@--~L>2Xz;)`Vd7*y^uer%WL53<J#^NE7Wjj6M2`|&U3Z$FQMm1=%fm^aI4^$
zJZkp#WHWfsrJ&nR?x7TNJj-hChQBOx|2jX<%Z3PSyix`KNW{eHX8H}+rTx-SF|Hqm
zMly5t>}gVdiCYReAm0BJrqu=mltq0gz*pE#BO9I5nq=krGDpwxEBjrmerm_6eYhV_
z#KIQ6Xj-B<wsSgn)Ae){%Yi?`mLy@p&l5&ZR@4cCO0~A2r-M(rnU77&!$MJCLg1+m
z&wQAtT(73V!f5sNA92?Qt1GD@eV?B}6J7M6H?ZWE;Vm-*l4h%^0~Dtjx6D>I14jLE
zi?uSR#<2!z9GI4sLO8K44ZT>Uom^)59Rm3yV-%S*ve?BDD}{P*VT<wVB)`}+Chvye
zV_-lBd*{tqPfblb4%{}d(7s8^9CSesn!-r0?DMOS&^-74%;(yqENnc05H3NcHo<{|
z6sgBmZJR97u1b0HIDa)M-;vRag|tPTz^;e5H?b}NYn$n6D7|pT_UuCoXFV<82&x>$
zj1ZP<nOd!Ah8-=y6gn2U$Bk5`RIg_2Pn~^9y$sU;fMS-&8-JpZ)kW?`Pu>F-gZr^h
z8U%V@debL|gV52WMlBtO5fm76{ClIW9+6!|mZ&Jnd)^MpE2hJyYDnlWe$$)h;l?;k
z)9U|L0PnvKsXy1`Ql#@_(o)v5@aHldo~+6fjTD0s7cV}|BCT2;^R^a+?UtvyBhAPR
z*3=5;-Z4G4LqxYZzi>CB!a^x1YogA!&IG#xE@I$MMyfH6D=FHMXXK&@Yjnox<2m+5
z))%fRH)_gi!a~u?cY}VdR$d|Zq8e9ND(q1b578866XK-Y?eQ(IJ&EsNR+Nvk4gA=4
zA_J(te+|V%&BOP)n^@jS5xH@COUkZw>^_TbQ};O-76o4e=uUJd7F|Nu+1VuArEqmP
zUE8@8xd?yXlAW`ysK#{bE6FR^2r1<xZ5Xof#O*{+vQhII=H1}6o*em^H9CDy?4VtT
zmHo|Y94zuu*PjXMaoSEW*C@*r48bYh%1h>I6B%ay3!C>3aV;}q^lv>)%ECgsTE|a`
z6|0>*fIJ)9pcdcUKuR+;x?JYYTW!Hwvhx!t6Tdj*b4Yg{abO=Jhi~C_pN}Wwe%`vK
zcl}7#y%hIDSpPnzhfuAU+G7s)rJvzffN7dC6+sQPJE5?l!u?Z^Hk|9Hie!wX-G2T6
zGNf5Kc@Q1^V!vW!Bj#jaAbJE}7ks%&7~xDp-J?<I95^Ew;T?YrX>T%QkcPeV`RI{3
zZ1RET*K<tPPgU$w*=h;w?aLwY_H^<+841N7J^Nk(yTVa4SEF;gQ;oL;6s0NMi!G?A
zEMH0XzuN;;@A6{)9{MUUtPZqIR$qw7psWkdl02s^tP1g$^Tv?oiAAp#JGW2s-t+ks
zse*K36oiIwZz*n@NqE#7wLz;$lM1qX>^zxOHZ$(y^ssoFsM4&M5c!T6CB^^DyN+#O
z1Z-olz*HadFiPBQdU+tn!|(ojyOLHmQWC3)lQ!)wtOb$qNl>kskwVu>JdSaV@V&`B
zf`BQ1B2FP$>)s)NUTEr!9>A%ZegpjMz_vJAXd0QkhGX5ji}}==oR&g(u@U_v0`8d*
zf`5`hnobTteCu=I)7fShpdwls*rtz01In?YHROl!$8=%o=zhmq$iC~aZ5Ar43*`~r
z?sgV0^*#S(An^xs5-}8+tN{0o0i1@tHlS9ag3}ryltdqQ87j}(oxCWTRkxie8t^Kv
z-TSrQ!<w!!ub+(-LVpDdp%N&#B@xwHq+=DxP5iu50%v3XF5uKdu`6CH$1(nnMfruh
zi2|RWUDhGzg<kF6RZa(N`NqVZu%x3EY^xV(u6574Jh(&!w1$qD4#xzYy{{faC^){d
z$YK~U@+7gB)-0<hB(!cr{<_q!79eTVl%zU7`~bCD&^YXL9?sbj+kNHC8T0Gs0=0$;
zva}lHb%GPBvJV}{RP>RYZNHi3q?1;?XJsRUOyfEX7G1)qVtI3SAI;BQmB`}s_UFh{
zSY$8sg;$xbEddAX>!K#i6G>5XPh;I7t9FR=&dHWwrylb5NFr4et-A{!g&9HkwIX<f
znBnwjIYPNuHEddwEyC(?qdmmO#?EP&KWi(dO7JNS-aN{2cOv=B_CMjY|059i&+mUZ
zZgThI@H!sUc5J`;LgG|>@<oZ3CAd_l7oe2>d)O9_l+8w6Bq$v8OvxH4x(>f1I%q!L
zm28(5?JnZ<xqBu{M!NF0(9O2}sS*r))s{{%`ol{YcjB+7IV#$|J%BHXt7on!B{8+-
zS@B+?%C29krV3>>3C->K#}ysSeGDWaIx&iBb$a<(VOzYEDZyf@Sz*MzE6+*ddO$kY
z^KyfxBK%>)KFVmRsad7U5v2IE)jC;50^x7a8!R_XTf^ap2WX@rj7BG(=W!L8LxBei
z@rWN)d@&U_Q+cbd%lvvyb*;|ypZQ(Nj-IM7ne$kk9ae1kVyU7uqm%eXlAX&7y=&+P
z#-!NGWDc0VpIP9XwY;~-zSMvdNwhw83To9ody?(i+-#K<mGJ!8Amu1`=gwBgeL(sw
zp1DRMEpSw|?zywEB7r(jNnW^+K@=#1x{<v1G@Eb{v1^7&CD9R$4qdr)9sTwA^8?CD
zcl&jNMZBrgxoG-@pF8I|ja7<ibmTWXm<Um)Tig&kux0FQ8I^B*J}*z{yWAqc1y<hq
z&y?^yYWFEJMSDVdL_bG?hwOP#l3WXtXDk5t9^+j~eg{LLGVw7farqV}OVP)p+8t7L
zq%RHbF64&o>`Rkj(MC^;tMYzahW;nNq2$qc)yWgO?5p+c_ElE))Zz}jJ)-E#9e>&W
zaKa~l3=;Krf9i-ySkt4Sb_&t;2>~UksuD`S>Mqz44dVW{AjlkU$vL8kT5W@3KfQr`
zVua8)S=dzGkJlqt_q7}Z1J6?@Mpe$2YhnBW-cKw-5uL2?+2=u4hActcS~T_p2maI%
zrx16a@&}wyySU~G6SE>?EMpxIEn=pR@G(JCCm7-GLP0xv=u!i_zL$Rf{!l}ZeTN?Y
z>Uq?}R|+xtvjvl-PV(Ev7>hRgr1Cc(&Z&2D2!godTH%Ih2L2Bh;6$_wCaT{+Ut@CR
z#o<b_Q0Y4?N$ki8VW9VPE>^##dcyC{F2&FJE*VY6*QR15Hy4`|@cfWHke^FL8R+1J
zG8^y^=MN4C;${&3$m?Lw(Dyjmo#fE4jLIpVVqA|aN95CcArbKbr&QZ=Od~v4O_Y`L
zXlVz7cdF2J^W5tiBM-sL{&1o-1pg&;b}Q{(sP=@Yg*R2>VfgirZ&bEktl=K{%clD7
z24ITOx3Jf<=46X2G=1IH&Gm;SK~6o>dC0}a$<=zu2UENXG%lJc`#1&m8RA1jlu|=6
zac3U#6rhv@Ve~c*S0ND(lKPjeP45X-4LDn8D~m~mJoAt_Eoo^jgPpa25AUOSf6&m!
zZ9kSNyP7gv*x!@vay29OyE}uqab%*m`;5jthXls9#LJ>H9dV?YUjluGPK(U&8*%rl
zo?I16JG(}h%+pJ`r_((j-~T5t{u&*Gw|w<7KHyAM>Wb78>hEJ^u?!7NqPd6=Rv9<`
zQPxFE=Uf+i0>+)DBKac)Fr_N>sLha*k3aeNTO3$j>F%Yu<*|OnQ5mWeu9B55GeAk8
zfp7JOu7iy$1}bzNv2dT4$Mfd?Qt6~VzT=|B@0K(g$E+$Z9|wvgJYl@%u^G_w<V<j^
z*$_}kAP0MR8`VzIbm)Dmm=mxb^UmQak`klpVHrX1o5uLDdR(eFUR9zl^n?AdHSapf
zN1~_vr8UD?;qBFE$dw1+$IqCK$MCnN@uJ;>TzU_&%4blr&pn@DZ^_Qpd+s+_e7%@l
zqQSlyb#1}h^>V0cE}zH^?TaG*T;Ae{_u*b_>#(uDFREr^&=0(o<Y+S2C*s!O#p<8H
zd;Bum)EYknSP4T#4oPeTZ5njzLT>h~_DrO0RBwxuB~<;F%;A4^nBpCO3a+*@yA*WY
zf52x^eM}^bm&hX(2rc#kF!N%wNK5)EGpqRA<gX>ZJ+^&U=@a4|o>cxU`xSxYqh8bM
zC0NOEQ6-yV@|jJUxF8PA24KGgxz<d(oyQc_9J7|!Dk;S3Sn7w(+sJXCbbC_qQhEv5
zUO0`$;zsr{(+XKWTE;wvU6q_$R_`4#r5FG`y`7-T1T`41e(^p@JXVAJwf$#bWi5SY
zd1BSrr^yP8ccro<by>Mi<=PROs+gEfv!o@x_eQgg`w?j*?74$D**yHQd`_y#38Aln
zLN^aMhAHvZ>ElvbBBva|da~Kx=0ZzDjqp1dE9I$uQ*|X)B}Mjq{E&yI05N!F?@Oti
z_|qNb1M#3}`4o7um+xtWRAR)GJJD02d_55I-n6Xfj~wT*E{*5wPll$#Wthi}n^DcR
z4@v^^WUp!*DD%0N9$qQB;%i}|3!O<zf8IWM@Cf(4ai6BWK`DUFh(S?L)};9jG;E`$
z{0XIHQUzblD-CstHt~g1ne-vdr|(R|w2h`nqNNq%?%GvZE8_|C%4w@ln$<(oiV^;@
zy@#e(HI>!Agql<P5j1Dz{h{@=uTEt15^qe!!3DBDKN8wV72Ro|lcPY@1n0~sxaM*h
zi-g~7c&Fwo%N^SSz{)Yxu;@mv5;zrf#q>+A&Dn*?dojKIikteje9nNJH1gY-eHcAc
zJ8I||#c$BHp3_`ynR2}Y4eG2yLtBmWr<S4na3*FZJ?QxD^j(wma2fv0U9mXzJmyDR
zE$AbJP&C{S=_C0uJt8?P&8Ipcy7iCx=1G&XX6+;oTSbHR$kRq+{6OWYa9FZXi$m9h
z%Z_$sb!Ig2xQ{}<2keEnEYayHgUOs0(cL21Q2X|VSYI@^u4MSUA?KD`Fu=_@evCSc
z&U~b!Q5*3RJDfV0?rbEvkzn0u+g}|0ebZxH|KK7`2Ow4(T3kaDmr0=*ewo+%8ktSX
zJS^<8DP2&_olU|UQIgj>IWz@mZQT6&sI!z3qtEvH774DTqoE^F)`_=7E!(4BX$T><
zOLa%StwfVpH^?UF*yP32Q3}+{d?KuqEsUTW!->6;G9gdd8c5$ZO?_=eo&K6Mr-2~k
z!Od`KJX5PxvlHmYS=|no_?N@W%BQ({T%1Prw1#o{+BS^~!joIyMGAs=90;|o4X9eV
zoX8(>XB^w*^!!o0{c8~8z5b9P{clh^{-xr)%}yUvDmL;qEpi}%P!Xau3njXcYKC8Z
ztE%U5jU?=xYAw9>GIl!ewe&c;4c_lBi*=!_PW@&Z3o|4Q$tC7~@PnAY-wBT;7Q+}m
znsKe3{{vVksLhly?pOR^W5O@JvS_69IErd&ItHusctVcPgXL+x$=Q!#L4}dBA!tkn
z(FJ>Z;}UfN%ujBDuY}Kv`Ehxadj8EF!u1*bjICxoR8Qzkb4r$B*ZrPDI``TQ=kTre
zWs4{&ojklo8%H%o5F07mlC3Kx-T(|rhUG3D+%(&&8RWZpeEY3^DQ(}yG$81O(d2(G
zBbaY%2rhRJ8L!=^781X%Mq)8dNOhv?1fk?%os?sMC5;4*d4kOYaD60jdFyNB?`NC7
z7o(Px#Y)pFT5Bo-CH3X;AiX%zS?IzBg5k`z-VwH{=I+ECxxYr_b>r1NVDo2!Bzo<i
zM<4`q4~&Ly+r(6$v`XUL*T0SsM(+LwRf+C@FPAMz$$IoM<WX?0bA6eE2NU-gf&oo7
z-UTMELz8xrzGljj8Y*(SF+%q6Kmax@V*o?BcY5vEii7VP8HL6R6U$$|`3>?WlD~*>
z6}9M*V?$X&ZXSw2Z|&50ToY0ANGBUW+>nrokBIX+&%oChuU?9nj<=Nx-tSIbv5d)S
zs#1n&Mr~qY5z~G&iq2@Ib3oQ7#^@vLdi}>?ySW*zuM`JH#lD2g>3cH>NY2CW>I5-8
zcC>O&1N`kW(n3p|jUn$3D2y=xOVU?w@@bM=lA87Fo@-AtmVbj<!Tu60*K9AK9nxPu
zb;&Wb)J(QPw{v7#l{3#EhI^vqAJ4rme1lqNnf4dvJBXb{jI^1(r}JP^yh%+t#y00D
zo|vIv1{PNQdHt9fL(J|9Pu%R!ZQfOW^1}s44Ah&J{re3S?1zk-Mdm;lvi+yx>8$E1
zlNjn&>0L1%l<E@Q=F#$MEuequ>tWH?Gjj^9vB1e9qEqC)6vSio(HaFU79%*w4$Pgs
zpS4l%&bRYl@>o@>(q%}fxS?s5<EkcwI@MyMo8&X0n4lTAL6FnPmeg?962<J!>_+0%
zr<FP31_{=uYL4T9Ud!iK+!>R&TiYDnKugZ`rR2V+i`X&dzVQ__&8E!jk^&UKS9&5v
zNuTT-cF3_r_fJ<HHai9gxy*BqarXjRlQv6LkPtrJHdRq#t0*UE1ZZY>je8n!HT=5`
z^Ur?AZ^zz2>Y`3=++2zBmGUIX?r9@&jFSeZa{oM8FdWvaQcIDXdNDV0B$rj~G2OOA
zGUE}w;?3K?mummu&W{#P53?W6W9i=CVYurPG8k4zGCu>IgjZV~)gW(!XAcRk$#SPm
z$z0Fexy-&zY|z&i2cm&$jZE5;V2*kWZrQsjR&O(MGjgX}Tyd8z$b+Txe59vEJ{_O@
zRBzQes$$KGZvSF~Y`JS)x@Ok1S@4yrPQ6Grh<rEs%%u6$a96XsDWb>Kp0Zy_V22ds
zm;|A8$)6yeVXJw!Mv6SysFcxvoq>tt-zQ~%RzrgsP_E-lfTPWZ8b}pZnu9!>R-@Fc
z-l1#pQKEy3K3vHH!*=;f&q-EwyP@=;;^k=i=0s*2!>o9l)bieiS8}0O>FcIt6)YK+
zFCWqoxR-wYUTxU~dy#7O@{%fZ4La7;(oXMt_GP8l?v#-2RUDq=47p+k8Gl<iJEph<
zkijzhQCF(FZEAoT<236sJe`PbSl$~TaeDF9*Mn+Dv5=l?RJxMJtB)_t?~$s|<HqdQ
zil-Lg&s}5PS+0>kBK2JAQX@4z>Ym)YYhyPWox*r8KCS0kwI74QPLdzZ&w^W2v)ZGq
zp&QRzTjjoPhUbV64_HXP8p|l;gw5>H`O~pwMXho=ulJTlk&S=V(+|&Rsz*(p7&<a<
zXWbY33Ta0iu0(w)ncbbHFi~(M&4?%pe5rKa+bulZBJ#v7E;2BQUO0=ZL{)U;bbdO?
z=Xvzr#Z+jXoATT*0nwd%Xn<!G$R4jcp8eSTu5%pW(<m-j=|UsTC+OMd+=*d~gWm#j
z0j9+m1R&y(L*%%A*m$)niIn<$#&Qv#^13Mu<-~dCG|Ytdogkmefw(2$cR!@mT=Ou}
zjzL{-bjCa%YpJNOk!6oqH{#~+MVpa9?#>z-!;&9&b}=@-iKtO<k>v6M;z1{7q&`o_
zPi1RnKU3>_fRdmr5Q|yF5EHvW11c49c4v?`_v@nhqg&EVDvZhF&E?}K!-R%iC5As5
zCcdT3vy<dwr2)Pr`p|e{lVc}ZhvHGNm5o8;Pb1eI@67&4T8GvW;TVtXD32V1?wwYE
zFl9=WW790zFlre!vXB#_^WJUtg%_V^R)-%Mny=u^oa|64qm}e`zQ&Xp$6wRRwf2e>
zL!NdL`I5SZ-~$!L4MfnYTb3P7xJyc-r?vra*--d=AcKTR?IIoeEah#VU4EY{nSh?8
z-&<dD%yfD~b<+<U5enk<6ro#$rXIAr22%yI>(x<TTL^EePv~ebS(HujA&ge{`3|)b
z>8Di##o`AD3d-oPM!92+0La4q&2C##ztdB`QOiq4;IuP2wR#ux2=~DFU8Msh37pi~
z?B;iU6k^nBLoJCNjgRG80YCZpW20D0ue~oXr+>1@i;7aqL^<xSb~sfV)@-D^35C=N
zGry~8o4G@=U?3@RK3C@_y7*lDb~dVy(x1|mt2L_A++U_~8QdVskLMdO<JsWTE#t-F
z({VcJRkm#=iGA<|`v46yKp}Q3B$HLf9k-sZLq$uol%IgOd$F!ShMMu#rPComQoP>u
zA(~#d9MiJwtF*jVbA5%+>jvwxU#7pTUuM(>XF`=WYdG1MRzTZHrZQLudHEfYzU=*D
zkz(55mZ$!+gba%`$DUnzaNhJ;m_+cwD^<<MHXsX(uK&-{kkj2_1FWVeFZL6@mQl#i
z#{J1!2SUevGjoiP`Xl=r)<?Get5?M=!uFS4Ws-8ZD!gVDCfl2b`)mnaR6m4Nq%u`*
zL4uuI?mU?Ih9WCxi(_28Nw&oEx_k)|0$W?UF~6&dG!Z-rO{`{Xkk5*5Omp{&u#((Q
z1_8oPU2;5QhzHqn-wM<#1ROp{+AxeNJDWO_f5fq2Y9#r5peqC1yrP)MQ~YD8izE3f
zQU@p{Rza>7?X;w6ZrGz)7fztipCrMf*&>1E-X1BWe<iPr4<hq_M%bg*d<!kx{jJo{
z&`8xqWG+};X?D!6`Hh+dezRDuMZ~nCh5PcQLA;7)$VKpCRo3T{cSeqK%XfOPH=2Z3
zC_loH&<|2yA)-0mnSq?rV)Q!L&wj3z$iq<5RqjS#dnJUFUz07=RSL!EMv4=`+o&-k
zI5neGcF*5&FtonD`WvKBUTYjItAta<A#hYbJSvr&0V^<MbNqDpdYhe3RG_T+L`;Ox
ztzJSKR>z(-?nz#R8XBe%y;o~`w`StCLV!bDF!^C*dp-FFFU?L;z*X#Z7?#Y<Ag!eL
zQSJR^Azo5XhO8>!Ahby%pTMfgMl|0Zsg~trjeJ}?HXnNjNf0F@*|!60M4i9KvG~Y%
zH<FV#f6Q0p_B@CaV`Zm3P;dihHo@9y#HQ28#@H*lMntn;+R@Sx;axo}xzRP_H%=dS
z!>;8gOT?wJJUy5iQ^0p>w#QGoy`Kq#v_DvtlzV?ts;qkV8CYEJkr2_>ATu7Ux19?1
zk%c=2Z$WF|Xn6;}bGq>#oL>6RGhc1{n<m98iN$x3)PwigBS->(;XlPCl6*RgQDIKn
zpo}?Din#`mnwlS_ws<q@cY#IfCzrY#Qg-Zx7I_D*R-LkB?9RFc<soln^67;euPf5=
zXn-hL!<f0d+eSkaID4T_j%hwUhyOe{FnQ6-9~IAb)Il1Fuv(%mUJB+JMzuWT>5Bf@
z+b4+=%OJDrPCqh503K}PoIlYYQ^i#q>ffNVKvdOjrlS{gs;sSW(EW03m)HKkgE{|;
zgcN__R_^E+DLPXq3h~6&b#Rjeau2}&BDX*;fEMpC&p8xfh9m64wsG6I^x`)dcu#Uv
zC`Z{OGR~UCF4u$kMfqG>ivmW!%&tfl-tJ}p;Xc$R`gJR<!N{x7@>5E@tX$g~ui^p#
z&mY&l7#e%ZRIun<*m>w;f7^rkeBW)T`?g22oNj0q(H=q^O+WnXXun#3w?wrSzHD*D
zfnV?T{Lv5jXF{s`rkY4idewp-E|K>?w;I73ToW$H?Ke#ep6UxEN?V3MjH)Lgb)MA>
z6lr47`}8bKt&y>_NQfC=44MUE?<UKzJe#;Jdr6WBjwQ!&FIDT;Pa|AvD|+l!dP(m0
zX9-iprjfZ59nQQ`rD|RBQA%d$vwMqxdJAU<iwnivBBV-He%%yR#PgbM!aQe3DY>*$
zur4=L<di*5Eg&81*8n9o@rYUju&%eR2Uq9Q9=+%Nda=17Ixx7(&t&3rcEL(5c>O{0
zN(JbYH8%Vw%4Lzc(bHbkXjgUL1n!oEk$8I%Z98<=ctFoZKj_S^nriFdH%O<1B|?up
zOvWhJLr;Pfm6+`F3r4^8)q?$$a+ty+!{e<{A8*8Q+x`1%AFKv?iXBY(&}^wlZzFF~
zc8&V_CjEZZTCk~O`Y<F%_X#3Dujy%7owBx8!gSram2-v%QUy)%BdPmEGS%Yh>$#)N
z5@(aUQYznKgYZX!V$I~{!(^b}%&cpZ-^MHrGH)OY8t_x=Px7(CtB|`}F(Om3nvS{M
z&wHbCV(_=T^|U%?`<3mC3xu>&Ic<FTCjbY?U7$mL-p93;)ikoEix2tMo%Ar*yG_g8
z>t8g&*bbI?Z$i?rx@yr(X1gJ`T%>nllFUlNMkX)c$z_}~*(Rl+**lL^tF}44i0y8$
zzJ$stN=|(AuCQL=>XvHfExE+KY2Qu1O|8iXCH?u0eZ(Kmgvl43Te{uif9f{9w_F|L
zA6rD)=pgIdSH!Efsu?!*mMtmC79pO(AOK!NYof1rx9|t@zpM71Q(aC)-Y%k*kUXW5
z8x<LQJNjy!u5CzAA7*E|sgLTvLmpUM`L(g}<W!XXqw5mc79jL&dltC5b?sH>{h!Lt
z@ndx#p&w$m(x}SEt9G45XB94c>>ENarpfbnYA+^78=F%%;wAdF>i1+hrTPWdql(6o
zjHK$qG`@!)PMi;udDK2dOD4W0=wrS2PF2SSgp(-o=Kx&t7Hx9efH*e6S#t2#*abn7
zvE0ErH}K?E8a>(x6X%^6-o8r93@WOKAiU5!Dae1|J1k8Xl*rlF<=xbSiQ4U)T2#ie
zoKe@x2W|X143x5f2%H}pcYczSzI-&Vwqhc<jt_qG5Sn(;g!DBs7~{9wET7mb&UoFE
zD7l^@Ya5&!F7q~~XgKpB9G|pZg#i?8_@&R;pvFe&YoaJ?=HZg^uO#Lvth2MwoC(Hl
zfp=*=v5mzxE!$^Oc^PMJV)(NmyYRwNFDV^O1}p5{J9HtQVU6wd4!oNYAKs67v#9ye
z=OHZOy4yWp#_*I9k6mXQ#R4jdKtuN2()^t&K!>m)n)a_DAx=TS?)O<o+fuARKVCq?
zUTNn`sxn6H<-*{|Y(L!-b;N+9J!RiHtNg$Ti|BefM1+4IdhM!NVnF?sKs@(Pa?<2Q
zj9MwF`^wN4PS$~U=~fBlee(#*D{K7v5`|UrKqR_0WU=$fy{0h4oB{fr5w2k3%Qg!_
zr;@MEr!hrr$;p+~m$lTG@t71n-4=?9kl$oyQhIn+Xa-_6@Zm4)4duA_SSHs=baJJp
zRz9&0X1J8#%W9K;6Cpu}E)~Gs0En+e-5I3G@z~}dO1y1nYkJ)-RC9_(RouSU(~*2f
z%wz}i<9at;@FtbG?XN@RLF{UnsG9GipCzwHsi{n2$~&Db*D9ioqpb0lCdYJtsl1kP
zaDHAaLdw>@eNZg2tHKA7&WWPZv(GQ3$6U|$NSie(oI7@=j%W3@h;oApZx-ZlpO(7I
za^NGEXy%n+XieR^FX3I(WlY1yAXU*_)BBhdZ=@xh%m-T0kOoVf6U*4LP>DHZk%`Xl
zsZsZYhL1kL)aTFjehb<qPGFIw+x#^>CMP&S(b|kZ;mQQ=o?@$!w+OQ!`ocr_5D;7g
z6QB}X0uh2Y5{W(IDK_TSBRng<zHSNyk-swGU!>|DMh1`Ls5_9v0}cjztEt}<+T2_5
zp?XvsrWBaVJX<hF_<(+St&w#8W5+5<QfiGG@FpODFhX09oRn^#zdcP&qXJ%B6^opR
zy2)G|l)T)`iG2jd8{J<ET(D|xG><9#%H=Qg;z|O!=r0k;|6)pxcu5uTF~;wJX_FqE
z)sB4QrG~$cO4q`K!{7TTe8=RT1vO2Id`UJ^6)C!5$>l`wGU85Jwf9PBmnYUaZ{XXm
zn*iM`3$qODNP_91&gpmSDLq50ea<{1gSig7TVqG%j{|5}l{7%uE&LIL^Y@=-9?IIV
zMiq8JBk69-2(hUit+bGO`vCsmAnJ;d@?}kN9o%TiKsRYL;m$AQ)m@Di1ye|l4VYyD
zZq+Dpa^uTuqk79^juhAcHFBKEFLeul>vgiE(4EQXOIG@P$Bb?9S{qO2@3ZPopXYdD
z3I%$;i5^Y2FF?9#O+_l=H80=Zp8HYk&J&z?4Zl}%w}-a0SoxtmV{K<Z?Mmr~^6|a9
zzd>7~>x)#F+V5Lt<RXzYYE=!Bq7(1CYepZp=?)0ey>*^&`J-*!M-2^0W9E^+(fx2Z
zpB7jB1@-Ysc@4%DP~?4W&onVY!8&l8>^DeoXF(mLjj>s7Qqx2<p*6#LeZ940O0g(~
zp{3HJF0a=j{7g0z|H&=+7dPeq2w#1tkLXE69EZ!RKw3-sWrQMXYH_b=C}zN3aIL*(
z4XXL%g#PIpe;G~9Y3#%0#&Vb|Wyl>sH~G!b_(3j~d(4HOep_n!#hBLhQN|8_f^>@!
zz%reg5NTx6o@w*7V??I~^ssDs>!-k4NOA*`k%}olo;lrj4l(<7C=dRwp(w%?<?pA9
zoVAJ)JtQ4Ilhx+rW6>aSr@PBP+R`JsMGuWUv3p6N7C^8W&1IjkIdh&t+Bm0TU-Z2y
z)m>4<jv)ehF9Nb@s$?-OM`s%+!!_+CQk)hF^8O>Ho$7sC+Mk6`w#zfUlT_JsyxRJK
zLZyb;DUfVRwqvt&WXd^ru=rHU0h9jPqtBGz#bs7G5-VHMPO&ejz~V4s{7M53Cbe&a
z!N?46nyW92$`7xbTIFJl+HoRPu#fT=u1C>}9k+fxzX+CX{+ta2Sd5Bh8EqDsU9qOn
zD}v-G+t>x;t+N*fSSm(e_%aQSzk)B=x{e{u#|k`IN**QxA@^{ak}m8OXC)%J6EmbC
zWe1r;^mH{dPM&yw<PeqBEu~*?mbY{#o@<$E9Hdy$_-N1QY=)SQdwI9WjeQM(=&){b
z)>56Px^k{;uVmy(7n^=`{^2^%E2Fr2!xy3^@GF#<lEqo_wDs_$1jvT~`M6OQb&DTR
zpOZs<=vAdV1H_5TUuSJMcz>!atEn{yU~3Om@h8ITtKJkyy!P(<GC63*70i(hK(yD6
zd^jhwmGsdd-;P8}b8?)lar6hEuQ0ac<qOh%xs~>M5%J(dxPs}zs+zCu=F_7p?!5hy
z+Ca-h1yaNsNzlHrPcsuH*qK6EuE}z1p3+kL=5J6l=krWJ<?8cOU(N9BtanRe+&<z>
zsE%3D`q~gu1(3>k8Jp(0Gq#|o%bVK+!T<IQrIhk6p*+$N%OmXzyNSI&W%<eF(}f2C
zcFx^FHe~*}+ye|8{>@s)l*w$L8g0jWXTH7<|GUbe)?vXrp|FY<?%|Otx=o9-i2!_~
zp&CfkvlT~O;S~4fquXwT*IB8~1i~N#<F)kmJm&CWG&7^{=9ZM7=q4C~qRuVdayz##
zM(7RYTAB&lwQWcEb0=5VjaGg9b@xy;<(bFV(!=jZ6EW}xyerk5Tiy~|#eO+@ndLgR
z+8gUzi7mnwx+WH@ay944erW^tcW+KKzLF=DiSPE@;-12CX7zo;culq2h!4<X*IWqB
zz>~1YakoxjocsGpvz)J#UnGDiZ<9$}Ohtj{N|Igb&BS&3y3E(Lxx)1#loDx&ZYX*#
z1)ta{XkcOs=Vi0=tvJjdu&lrR8UZOb_+x%XSx&Ge4R^*oXq2?nqvg7_9r?Ww{>n$`
z={}k&fB2H+B8O9K_S_(cHt&&^E)4=PtaKyQcsO_up=NCbsPzPCh3qkUGK=8bmpEiL
zJad9sH-4oEWi3ht^kyl0|B87Q!YbtS6nns*ja$+geWrslI$o?I^v}E|7KgQ_WkjW4
zjUrBTcE|wF?@!p0;}C3<R2j%Nk@c#MY}W=Z!5iSOXDWC?8iaX9IEJ4?NfsCmdL(pH
zbXAU_$t=W-;xv**4^Va-bN!;;l{)_Q9&3D{mt!21-|+0B6V3nr#GcwFq~}GI!75`G
zerUu+A(<iwR`hK|Dn>WtA!CqnX%yBu+k-_#Tq?j|GycQd#E@St_#<SSe{>>Lk@f^0
z=_`v-{6H$a)Ynz6@ps!8i%1(TP!7t?gtptw^cZMctqpk?S;YnJdk?SZNswR*VFGJv
z2TQ&jkoRX1Bi?POA5mp}ShcC>K$rrnqj`UEXM4+gT9LJo(vCGEFI-$$uodLWK8w&_
z)qjs*$o{o>zj|tYq*_~zqdcC?>P-G2!R2jk;kFiXA4TN;T_%ODG>$2yRF-(Alqa42
zpIgme#7O=IS)xxf$jl5Tu(FQmR@l~9-#6YhQ{S;~g1-X1A)24$u+x=Tqq>me6>za^
zRX&f9A_L2}-d9bYH)`*pAR)y*0yuE=lh8}ChnKy>`u2y^yN!#8(4OA_QVjcGd0%@|
z6)lSzP2ltuGJg{D!W&s4{l;IGq2q!yHw;I-O)q+ISUJD#kk38&ca#GX%Zs|k%h363
zM=Gj-Z@CsO#9{H_yNb*^Nztt(vU&j4IR6_oA_chu=|7#(N(NEtGoc}^)Xj3E7FC{u
z)f42+x6Te`y#u9#OkpLsQQ@Dq$FtkBL?QxDo;7uL3WFRx@S~@ilvmCpzo8F9HS(FV
z3=z&ELY+nq1TRqzLITRW@{CIz_U{Ee=y4_*8<<72iqE5oVqBcN-5Tl+K%P*7G|H=t
zkh(HNnW5sHy62Fi!K|B07c_K-;TIAS`olOL)IOkc?I*pHtR9kkmA<)M!2apY{-~Y$
zK(wE%)H6awwD2l*I(+3rl_u$ea-OZ!$P1*AbBnp)rkfPxU6U_&<;eb?5B@R(hpTj+
z-AY9**d=?Jx?4k5^@K6`Sb8Zy+!S1f8wZsAN_F&Vf}@FU_b-M&>_^XRl>6X)vtE=$
z@FSsjcf=b~3tw*6R#FiM4fAxyjtA8E%Zj(QP*suBnHkS?+#WAUdh{yX3N+7u9*Vzl
zYN|QaM5@UI<vLzs@PM>QH77F82F-1U^z)W2%&C;q#<<XK$)8}$laE?%Sue7qzgPO^
z*rbU8#I+Ts>g#^9d&|(w;H4qImSB)Ol-B2os0YAL5B=C=q@8-#GGen&Ug1^wcn13j
ze)7pavFb;Kk+&js8row79~fO*+kjws8G;Fglt&pNYVN4Yo@CuMHLlsFbqAf%onW0!
zT>o1i${*M2U;HTlBq8U&acESl0IVb3McT*Qov97(xfkn9K+N<+v~?Fk97S)(yqT8C
z*%BkVJ@FZwfVT?E^Qdj-qt=mXuUmcCER30I#Y9>a7&IkSe}5OQLHyVmvwU8v?J=e}
zyF=%Dv$u#zxy|rKrkd)@*!msx-O$}0Ll8Qr1;9n071MA3uyu;)Ac$6?+H0mk%a(p9
za%a1{BS0|fPB`Heeq=^DV?FyW>r9=^bJIm4HZ|bcVi10@JCt08+c_s>(w>;LQn^CH
z%T6aK=^U9ue<Q@KbAx;}oxEEx^(PDNM)i)hK!$#*N0$7gDE|j3^?oCo@(4~LvPa8n
zn<u4@38F|}tIOF4H&Sq1(rcNdZ-{x0EwU#m-=Zg}6qn})`00G{#cHg2H03|gSL=-Q
z?jJ;^rbMI%Wgi?Zdi38o5pBoNv`T#sDiyuLj$Bvi=jxoRjbEA#d-6n;)#^ziomN6F
zx9Z!*)Y=cFu0~AaLt{MG_lHo;1`@wK`*3Edo)Z8x#%`!c1nHjpVyFjf1b%)&F)q66
z6T1cL<HynMOoMrn(0ng1SwG#dxNp()P_kQa>U%{}l9YgOmJL_FU6zF_%*1e5yQXRy
zVTxi1NW7B|a*k5j;;ul8rI}-#J*}<0quIu<U|%cu>H4q*!(mu<n^ikOyAAXBZm6pS
z-K*16s*Q8{+AtZG?<UrUUHNt8Nn+uWP7Xrk3vU^($a8H&FB@|!#dB~I8OzfmrnCIX
zY^dmur%n9wQ8z^l`0aGRSR@H(%7vsjuK*ais8ytyH-oooEq9Nt^2HDEZ_t%rbv~-6
z(@-Pz+klO4-a~u-uP=CtYoqg#r=^e8t)9k;fB$AXFzt}2f^+$HU4rk89?Ko=U{5KB
z%EOXeqBIfoGsVj2_Jdl5^`V;&ueh7WvzyY@f=gpxHCkS+e(TlQH<(TnLahhJ%az;2
zPHL;~|Kd}3G;HZ?Ox07!#hCZou*C-mvkzkUPepTOUNzPa?Ae<0_Gu;pi2*{nZQW=Z
zpdT{E?R;JdG}PNCvR<!=^B^o6QiO?^-8n&C))(_zF!j=j@(1}4Owp(n!J;>Jp1N}h
zzq^xed=BkzBD|KsSyOVt)yyU66I)f>XyZpHxss}8)@(CvI5su>My8fD6<0kPrOr3{
zb!@dZyh7$8PA74!?4RxHM5xkPer5X#8+xoVtb?=0T<Z9kk9>LZpt=vM3LN`a?qT3X
z23&-ndWE`T<D2AOMLS3MiQs)(A+_^SSRrNC)0=;17n^>C5<sF}D!$W?^c$w%YC=VB
zM6$jgcqMnD^BW|ylm=aX*dk~;@HfCXNfPZw7&4Ix>7bh!@(}zUup*!Y2;RK;rpd5|
zu>+<swy~#tzQJCv**NfrTp)osn$g3%N9$G-2Qh21a|d*%bEe^WdEcI2$M+|+b^9aQ
z0e}@;&L^7bcazYZHZqaR<Yy`t7x*T@Vvh}2ICkhX3BV_K-9Bs+%ad~S*3tMuYepY!
zXk-f6`yXNhF7B9Qxs=j2qFTanbi1{NrGa(;CgDV_Pi7#M=Lik3ykdt5oX77WKf&A2
zlZ;CDW_)N0noES}2i$*<UmXKcDJDw1@>L+Q4aIbIo-23QP&&^T4$b^p%VE(U966oi
z-T)5E#dtpneLBuNMQp8fEh_sWem>n0J&=x%*<Ix+Ey9GLT_o?R&%REuk~3PnZAQqF
zYl=AQCauPNLy{BB`KEL?Q>DEQs{u0K&Bm}e&cq4TLv=5J-8;3g7r`k61Jc!oRja*T
zvavDeC22zZ=$3$@2n*chpy<-*y`+J5Kf3zy;sZaO{Q2~l`^zzI{!o(iCnx-P7_RX)
z`kUn;3bH?nHx`V=4J>=uXS|3&+pV-E;$0A8gy3pnkgNNfkwy4$SLIuCUk#~g8zm0>
zex7Cm4_`jO7W$UAb2FEdaSWT`rJu7sYZ4XznkhB7%Iypt!Q)s0D)h(!_+I~sH3K9u
z`zK}pJuBlchA`;;GO)t_26a=+s?3V|yL|CKe%(z*{u;oRo!AaHjTZ4AEH~8GsIvL5
z(?%uWwPPS{V7)<o-Dn|)(MKHz7lP--OB6PK9L<QZDs@9{X-6;<os*j7@mH{5_>M}q
zpm9r>y^rqoy=T^Xw+Hca2ZdvgYBbG#1+`=&QRioA`_108>MQAxW^s??`xuMgpx1@T
z>>*fvt3n0GJj@66ccHv@*ACCthzdl~Kj<I$O%~4m1km_t3aoy#MaAH5NguN_AXH1a
zs0N2|$eD_9m&uf<Zj|YnKo-4t`?X-n&<F65Q-2|DY14@m<<XMTDSXKQ@tZwfpR{3<
z<L}7Q?v%7cIH2l_r)_Gh(e$#72C6F=)1(Q<f=3X)y5d~9=bjiZvRp**>xINBczCT>
zQn{7o>~mZ8M2iQktR*URK!Tlo|C`&U(pJld6dvZQq)tP`-i1Yi$ur~)<hej}wLuzs
z*JD7tC6IL_ZVc4ge{AWvSdk;i%jRw&aPs|E*_4*ij+<8`Vp__#lY08bqRs7sCpX-Z
zkGHWjNJ*qeHky&*@jPV=HGy|v^#TC2oUHm%G`nH+a{0}RAvy<VQ;V#hJ2YOYi|H92
z4J(WD)Xa|`ys%<qJRa0FG99FQd62nI_u$<QAdZOdb8pJvBg3vt{MOQn;h7m>F|I$|
zZi4lAc<JcVI#yV3(vQ`q<3Z8kGq>J8Y-`DYLfu4(OWyjVUDE8{rpuF`_+y!rHnru=
zEKK1M?+VxuQRc%dnxXr>!VD>aQlY*XID9Ouc-+NKTIFMZS!MY3ttb5KJ6_2nT~r90
zZmDd~YC%!kZAme4{IO3>ytIXae>IN&?b?Q+;%2X`q7<NqF$jp=_o1LYk(%-`*?QAL
zs@JZ;-{X#Wyph&e*ftRw9tH+Yi$cPrls_P(-$v{djQ9Sa(#m=jB3DlcLD8RC@@T2~
zGvMEI69Mh~T~YU6Kk4Q1!;hE1SgCkGL*?Qu)WhY<Z^Z9FYfN71M(N{j8vzddo>g>o
zm%7j$JKyE12{uyz)^guy37`3!+--DeCu}PRosgfiRj%6Pvg>@T8m)7sxo$cbpcb$#
zPqkNkuc9)1YLPYSW&*2q7M}dR9;oZT&OP#PC%M0fto)CKRsKUP?*6s-h?86`c@pM2
zIK2m{YY%R0+>-ht`Q@hc<Imf1l7x$m4Nr-_w5b~;j}}V_Z3b1!WT|7q3brUnp<VPo
zow?UspD|uoy4dGk!73`z(;<fmB3?NS6j-6u2q=E|Y|A)LHAjSgQn^N2RDI9*SiRbC
z@FGLK-Drns{T_3C^t5PVf%3}4?%C%j4MTkV1NL=W<R7XmP4){6f=`8t&3B-8u;RH{
z<|yO3ts0~o91Mi}$ln{@dz+GyDT|M1SOX!&ikmC=Mhx{kkqjArob<h2@1Qlck1cZi
zlzblMcd!4gNTGsFE=8!52g}uWTwvo85k{k@eTq$jFvXdTq_S*1I=AesBye$&!CH@l
zSp})(pO=BB{nAVKQEIyIWULYOI>budsizjMmGM#=t&v5Q-~CrC!#}%bBh2Cb-w)w`
zHMD=q|1ZP)_m+vAW~M5F#EU^hu73w%(g7(E)CYE;QsVr1*eyKk?D^)b<1D9(=pldV
zf2>%{DkL9@_k#Pvr9iHf3)@$x*saC%C9@$Qd9nE4ip6u!r;jrTwbcJs95X<>%ZzgY
zU2vwkz>i0vhu@S_A=nem%dKblTi-oLe}je}13s%@@Y{c>l_$?k*<c6mko7<OAB$!~
zpZ-}x|I-uT5q_ftRsDzQ{`da)?>>Eih<95W=QM(CIvM&AqE>yWko$8|^_M>#w7<~|
zqX)SS-TF508{{{Kwa)Y>|AzvbQdD8jU6MZZ4JY5k&{Kdoq=|XnEb<$a8Q}aI<Wq|Q
zI)La?clyaQKKNl0uyt}|;Nz(HBcWRvK)8R27bgO5&q3#2Q4*(LuD5gpKs>-Bs)p3O
z;Glt?55OZKsC*xr-yp?nn@9F&;O?(5;;Wy`2a$7w3%}s#EF9%<IDE?&fnEBSrs>FW
z0=m~{$AJFN|DulGj|B4-<>T!cUHBUmDUPFbYk+TfO+XI;T;poqpGVeeIJ_b^486j_
zaa_^=aP==OW+(w%6{mUdCBPrDng=|>KNkG;7BN0#Q^&_1n_ArSguorcIj(79w7hb!
z$m!Fs&X$nMSdJzgTxg^w?(%OB4P8;(Nk5UXg`dy;>5<G+%?q$7^m702{Y6s%A3^5>
z-D!stN&m-cJpE<UjGnt5bI)07m|D71fze<-#D$vZ<1V2{0HX|V{{S2@zfJ1`b9DG`
zgY|!}9{;o~lI?fg?Nu)~1P6u^Zwd9y2p7t0fdjBRyMHDERm+ys6!fqZ*95E<|8UKY
z<p2=2-v$6(0zj+o;sjWvfnK}=m@^6`#lJzm>3_ykap{Vzq4etP&&~hLlYglO#_WGz
z4ZUU$LUuQlz?Y!Nr@*cLbm8H@cA=I$G0-;t=RkXqfO*jjO#6TR#@{<xOP=sQ4iV5a
zQ{ZnEx`9)TFEHg5LH{sF$xHa6j^{Ft`S=Hi0Eh{ALxHE=cgKYmE8s5w|CvyKos)P2
zDE&@H5=CU=O1d8KB31&_$@VX3<ty^q^b}x@17!BU6=?pw0D}7N13at3{^kaNKm6Oo
z_=5hgYt#SX>za_82n*UdNc2JAWe9W%7<u@LHf9_betr1r=+AWKGNXr&$^(jg%|`$7
zp8oHai1fcK0`WL1cyuT+n(VFH4`9l}+siNkz#2hjb_u*Ze{1`HEKtUBlYfAmJX`+_
sY5~5jCC}s@fB*o_WNKcsn;(|+4H5|+CPecDI!{lt905>Z{NF$SA1Wl|@&Et;

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-190-Cute Robot Illustration.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-190-Cute Robot Illustration.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..7d286cd85e311cccb8de82665bf96a5bcddddec0
GIT binary patch
literal 10853
zcmbVy2UJsA^Ka-K1Vb-D0qGqCqzTfifDjE$0YN}|3pFAF66qa8dT$W{=|!r5^xh?O
zk={a)yy(5(Eq?#^)_d<{?X$AZnKLuLnb~{Kp1sji=&yil8Y=2404yv301NX2pl1R1
z0EGDX1o(J_1Ox;`M1;hoKr&Ji5>k4q>l8p{1`rD~0}~S~y8tKaO+GdzCN2qXJ|ST-
zF)<LQl&qwPjDV<^$WJC%L_|cSB&2j?WOO1om~M#tKVRrp03{(75DS2VbrXP1iG@Rn
zh3)`=FnZ!){ki~uURc;TxOn&kgha$77=r3+0BkHA9Bf=1JUm=n47ESzJph*ykLrf7
z0{(TqCj>WLfFgl0S%hqg6`!c}hxgb;EnHs`5!2Ap(KB$|;^gAy5fi^HAt`m|o|3YP
zs+zin!2?4h@WV$CORJ~WHqUJB+}u4py`bJcL9c>CLSKi$W8>lz5|ffsQnPb%^YRM{
zi;6!~R#ktjsjaJTYwzgn>i*o*J2E;pJ~25pJ+p*dURhmR-`M=Ne{gtod~%99JO7F6
zC(i#|e*pUp7bON4HZCp>F2PS+SlC{ehC_*qcS9JTN<oj{iOcnyB7uZJ#h9#$Peg2@
z`g_zCuEWGM>|#qC`#+)mLiT?L?B)L#vcG`+jcW!#ii3r59u6fy9?&-0d~NGIJ;fGA
zww7FB(iX?+ZAD5QPnpJPW;b}rtxE+P+(|$KU{+|rvd4Fp>u5lX#62|Ny?@Kq8^}~S
zr<v_Lp7`fb`QJ$0VQq2yoR?Rd=BFpRR}yCX%7Ud@0bQIyXu!W-sQ&hy$1YIsI4rax
z>?<0umnWl+2FTZgfBc9;10sge0AhoVjKhmO*y6N2YTmaK=x_1lyT$(`JO1CYK@XFC
z>C!2FV*vV1z+|JI>clOUKa~6@hyOvzcz+9v6FnKw6%Y|7zkaHL2DE&D?E_a)yhz!0
ziFzZ^!Cj2Ski7F1I@`LleYL(^mED&HdkE7>8D)<`W7EwZ(gtk450a0uv8D;XQTTMB
z0l~aT-LoGfExX?{E*+bYaJXAMYZh(xkZb;1hhMsbJ79l-7rf*)r$ht(;hUYYYV%((
zF^@5J`kVA8Ox1tbak63f516lDZ3+Ld69(n)ERX*1#S(^v-|w#Yr#8M#f4btocwpin
zVITB&9PBFp;R{S0{mYr07~%g4wOt@Xz`~#2{kK~G%@Pw@vf)}VA~fLh+blF-N^TJi
zP%e9JB>xHxSkWFr1HOZt(17fTkG$NDea3h|J+&vw!24MLXxL0PsW?tgBD>*2qM!RM
zQE$NvG@)Klxq~d;<2+6)@$yjlWzcKS1(0=RRmW+rJ2UM*g1>fOKFp)XZEdbT7Fwgi
z2-{7KYr6u~?uUkXYJD+Mv`W=gNY6;{C(C`t;2CNc{cu*5eE4OnYxme_Fz0<vy}M@%
zASzUpqVt-4JddOVVFzfSN%RvMKv`D3sXu`72EXzvprg2=p5IEn{jOxHQR1ZH3-Nx;
zXSwmi7Pz~5BL|YOvnm`I$4<5xWS~#}_Wcsa{c|?n8n3L)U0uh_^GV?)GH;JEngy`S
z`m%k7{+&q;;XozpRA5$bXEvPY6;MwZ@MmKs=E_dS*yS$W)o&fV6h;L5obnH&8YF(#
ze4GvECgsY81OC}m2yi3EJ1(_7%}K;wJO!>^C6_PGREq!L7mpzR*7*Ye0juu=ZBuFj
zYiD`9l^3SwS)XE(Mb4M0zdNv!rO)^KHRah!ED-N2xQ4UbG#uKahy5_zJ_m<a%{xw;
z3bI91Bu1)`1feG4iw}4y^^-*Fh8N}>+c+&J8bg;!I@fIb0@t5&?)7_~Bj876EOR}w
zbFLD5rOz4V6QGH8C8p3Cb1FPG?^y<q8D9FnltWQF=T(hv|GoKieg+8{9A3*qguXs;
z2|2Phf<l`i;H`sQs6Zx_@M4o^&nYcSLI{I~cBPi$lm}4HG*n1W83_2TVMQ&;pIvvC
zzaW@J12(G5;N5!}mtpmwA3@t_z!7AkQ_8X9BgV?nZE&tk>|c$W3+q|#`um>D^jRJM
zLdXlI9sGp&V6r*){Fg#1NPmUAxrdLj;MA`MbUT|#D);%!Y_S=unAD^v!?zZ$H}4(p
zHngjB1ji`*vzOG>$-oaY-t-pStC<l|3e7w>($^M!a8$9zKpTP(Uv+cD&U`K^v}qQT
z300g`W^t4`tN4;Je^MG1O5CkmtM@`{`Ujp*S$PJ_cua^fb+>>|0uxQQ_LyZ6SnH$I
zBX$tiMRoNH3gDMl%TKwaBypl98f^6=Bxj5I^c`Jmzi~?$4CqcIR<U#CW=E4?dKD`s
zK3@E3p#K-c<YKzyD=Nv)=LUCQCRMA}*0lmGn=GI~ovAjVSvQfZq$^fR6t@b}+gIxv
zq4b-NlCIcBj;gF18Y6_KAJSX~Lr?1VC5*=D+O7I+D8Eu)paFT-o9Tr65@7;(?GUZk
zKO75IKz*sSq7Z7U8tH9K<XQ@j$h5KSr>p%lSaP}b7ILCeZpohMe&qE1uKEbJuhsAG
zpC|0cv}`5;t}N;=1VgSEK6HsqJ$-VilbLE4o?1s<s)wXPEp~#Rn`qynIAvu!Gjce-
zYAVW~Ep*D)8$3@!6g(ahD{;oXeJzvucA1$bG>0w%JIZc?&ia&Xi=dY#iD4kE;c-pV
z8yPg92)0+I*64sNp~_=VaOtvo6>~m0>f}V4Lmt>%t>I6iS*Kt5umdwOdOu5~8BDoR
zs`;@Xc;@oq#Mc=CB>c%DF>q45z|UkfueGrTO0*-gIMN`!8!E@pL~zGlPxy*!496s-
zWDhcOzdzqx{rbrvIrxY=E{lD~#O~9M$GO*Qu`-Cz$z)8duP6Y<2FWR4x|kfC$p~yz
zUMh<C6u6><1|%h`0IsUtlu;=qo1&#&TBkAOgs?_}WdqL?ZO)3FMxT*M`K3i#Tb7$q
zw+~t0f@Jsto}N$aAQ@$_W=c|54yFRQa(gUewfS#jJgt8X6C$lYhmha<iX}?-N@<?r
z>eC4taL#XUkyc~z$EdBQ!);6M(n*L1h;=zTAGLBJrl)T!{HCj*Z7WmQV@<*kzH)+K
z+CPnAxl$de>LH%Rsh;<#ILTd!eZNezkdFv&=HRG#Ynii@?0k6c&-;4llD7=nb<xjz
zBP<evGzmn3b-$X2)G$;;>5m6$nyj+Pns1p++uM@8A|bt&tH;%rT?pzePT=J5)cWSS
z5oz2GB0KWOqcVDJvOuo&fgBCcNtj{hrXz*}eX!tm*bg1$C91Ve$2JRd5)Ga|(S6GX
zH&5PkmfajP%nhS|@2^|Nh3i?Mr-hGvAzL)2=fH>KY<qisCPV!m_U&L(;twxn3Hx1|
z*-;KT_7#<{m8(B(vRf9FFXViZk<hj4b+^2kb2}<U91S4YN+)l+P7UKA*N3{g?2J!A
zMUjs^HOZ_H+5PGA3@4fmYJv{w^x2Qtp1dp-P2HzpxfJmi{W5msA?WmOL{W-&hc~iJ
zz*KLXxN$bUfvH3!RE4xuB-aag8E$j4(V(?iCP}L{N_))8y4tPU%CXR&%vVw7c_6Yq
z$CXg3w61(aK#zr7#nu*UP?oEh9rAyeOMaW7|C&s=DS*{cNPk-~W_;vXMf7a}Sfh`=
zFIKys&VJJLxVtYA%%@$XKE1oz>QZ=5ZGw}bJnPy8pLV<o2zoxrnFld}zU{zQcfBWf
zCjAv$yCETLyGz~Z0(`Yc%gl=hp-c^rSk=&=RkZ=yQ}JXHzj%x_QqZMBrc{cJlNL0R
zhp@i=F*JpDj#@FC7@{>YZeoNPsbBovax?LAJNY?ivC8F4cGxzxps{MbA6`-r$aZS@
zJa|5(l`d;%mH3@{2MX@k#UT^%8n2rAI4k_+bxsb;@_x}31N76tJfmLxI^gc~iZ9p+
z$rxDJd-C1O`0GpF_UZ;AF*1*Eyo7tZVJ-E%ogPbfB84}6D)I!MdivkWdn9L81y?s{
z*ab^`UA$IalYQ?78emcqLOpVPqvV;+MY8ylXW8(N>_4X!(*KJLh`Y~|<Gmi7tLPqO
zQcD439}Rd@KlskyK2NEm>qS+LEb3-caBUAKzyp!yagjLDXz9YbYW2>5r4^a4)7d2<
zEswn^Z!yw5vP`9+JLzQiZS2}?4GV?LxbL%oL0h1mP+_2p!7aD&6_J(Hy<(li=g0Bx
zYTH%5F&-AVX$f19$17m|rIZS>=ye1uSf6k?^*o$e$IeBDRLh%34ESpK-BeaG7khd_
z5DZE8HNKl_*JTqjfgrZm=N?VarmUwouS33@4eE5|M@lC!PU92oMONqKqC#fxKcT<D
zakW``BO-q#q2DH?2+x=CWnzr6b3ebQ?2en<Cp9S3$cQk&P1nPdze>^O*;;gZzzMH}
z{=}1tGa}Nfgx3q~@7}Irffs6vm$?<b4WvSC`^~ydYc1*5-kDTqz}XVN8qbxt`CK;@
zx$^;=0@npH)S-xIRfgyn)U)^)c~(l+RJf(l&{1c_jMO2n>mGLFL)pY7dusK(cqv%y
z!kA7}MjjrEcR?3*E)0VPf&{NE9&ek5%wJxA!7FfvTe{(`UwgAz-DoA%W{As-j47$z
zL9fiirc%K3vqYqCq_Ei{Jyl03ncr%G+Kg`45;L(5*12^P8ld|2OC`Nb#@j=L9o6aX
z+@YQ7yqK*v2X}d1-N1<gW-iA6?<5%120OU50Xw0<EXFWt@?V{>%$qy1&70zW?&QEZ
z6$yeGuy{EC77buQWL0w<ifzR+Jtah>`^hbU;ob5F<Dpw7$IbZedZ?K1A}$A!@s@T0
zz)+r67T>k#n%;J5q?nJUn|XVvV{!9_eMPqh@=`vog!3Y#0dme))?x*n4oPqqIqr*d
zvSj0Kr|fj`{h(R1AU*+2AgWkQ<AVt!YYQ5}qZK%3sn^!VL9&r^^+X+sM%;`vvZ~aI
zUAFw?Ikg56O?K+mwhfQTr;C@Jx$Zbh&PX9{NcpNAh>oOcyj@c*nHmt_*H;)0epGzt
z!7UQPxM90v|4w=dbr826hs5LJ)7Uek5&6>xsTGDExFV0VnhT#5FIIXI8YeF~3XqKr
zvZtkwo8EJnQ>E)ya@3c42fC5OM$iOK-JDibf_97VCx?}L<__lPfjk~v>s?cS6BJ^W
zu)#vtY(FpQDD`yt03rJnkNnQ5_#8@(AV`a^eOI`=G&}c4Ubv{FvVqoSldSLL4dkuG
z!oVNH@U0692=aKu;DKLc<79Qp$HH_o97z77GXr@@Z%mDJ>PW3~;uqfu{R1LIe2LX}
ze>~YJu}SsN4%heJ*vZV+m!@ml0rH*186%CN9qj7JM-|gA#J8JS7^(Ud26w<2C_;pz
zz+95dG(Wrhk4<e3ejhF*W`GO)N5bz1`Z?EDTymlTHyuOKfX68Le<rS7ABe6M?RNUj
zdtbMe6Y`LGUON{MTxqWM(NF=uQ39DBd%|)v@_?hwMBsa5hsB3@r>rswYad)uBBVOO
zKEQV19t-dFHVEAA4p9GklEUiybFZ>!6&?9EM+m$w4Q<i!0`}!EPAF^s(Z-f}y7E%L
zRwMb)ZMi|4x)A#Fi6JKN*kjhsVbwr*hOA2O>HTgOoNm_Mm>`qeMN19I0;Gw3O^olE
zd53Ppb@}~yDxi0u2{yG)_C@k4R(10iQ*QgmgdKOfr-DLAUHLm_4y1^E!Dct^x&i|p
zY-fURF>)4Yn2cB-3y-G0SE;=(%RQ!NR=mv|N!FRKCeoNj?15`tJZWUnl+tZ~#b_TE
zFl?7u;{spPNho9whD-<f^NxQE(msf*4?=-sUiUtMfMtoLUTv1J_~$|)Yis_e8v1fy
zCw(0pm`h23mc-flGX!>olFRUKZI72iAdXL7cMLR~h9okVB<w30J6c4$^C*-TSmQlL
zB~X8tU_G16Xe$sh88hu|>ru&mwuE38<TkvhrG7N~jC063qrpWA`QdnLxM0&j?z>vM
z9mof@O8=lR=BUz+vaXHwPE^<=Q<x2C$!t4Yb#?CUyBOhfa3qT16T)NE+2GU}dvQ-7
zyQxww%3eAqJz0Dga?Hlkoxsn!=w=a{7~3!)@N!rg_;(VIS)cw~NB>VlNKP56wEBP$
zH1{GDE8Zt=BKDal5J6f{S8mWf13H-uwSHhScx@q+IrLV2Ju!iPLA0v8M&jEk7n?yA
z((zffalf#hYrUS-vab=3N6TUl4umq}Wl|5#U#C;Ysf_Cs*wfR*rLB-hj7@^~YC88#
z?)^ydQJtmT5tjD@OS}*N#w}VfEBPtc=L-)dHdY%v*}ZsJgM;4SnA)-iyQ$uR<5{{E
z!e2Q%P#L1Mfm!z63c=hc9574R#AG}UU~pZRRE{2rdK$6fCvWRcz1pTOMYl&|MRW;-
zAGO72x(Ih4iBgE&zA~)MlW&ynX(x{lHU>!W_%Ix9J@BATnbt`S>#*}|8`#kbT0KUH
z?pqf+Atn|?lb2*0YBYA6*`To`bTnO4LD1H9P@DV@!wwW@dw+?Y;(`0E3AQxQvXjOk
z_tLV8PL3>*k;l#K$jMJLQX@y~0`f440e}0UBb1V7CQFk&OWRl<&wemu!x!(0()bB-
zRnCp!;M80Bb3gN@1dr9n5g$^0zY(h52DRO7)5)>bd5V7EV&kik$e>L%%9#HwQU7qF
z@WWq=ed(XoykC9a%23mjqhck4s_{|bl)cN;<|+PlhMnhL8_He*G-LVAL(kWmA3Itp
zr2Fiff%hQ;_Au%n1vY(m$V&ZRls9~0XlnYAP!(WTI?Sq~?+m5x*Vo}x(tmcOfJq{w
zBbEWn=M&b5@~Mqft0aTo7kIrzQhfG<jW_m5j3#7s92}Lb``Z)R04jIfjNNj}zr;V<
z^htc@RBSr}G0B8ZS*DMF4Pe__$ol%jav(6pV!oazsip#vbuEOo=(9N3XoRoYSM_7#
z8$ZX}`(yrOx6+zcXe+v)Y)Dd{4trZaBx5HXPUXe=L=yw!0bl`oe2hq!G5p%E+D;n+
zm8i~?ihOuj7tpk2-_}C4Rvp229Jtmwq;;q8bXT#6>l-{loZYu~PGw3u#Gl7>nSRS8
z|6TF4oiN|WB$As#UqjXqovvUuH~j6?%@Bce(e#II&O&UXTbkWvPrC!Y$wNi;$&_HO
zHHOHi-*Y2~dF3yZV9vuoa^-7nFQ5dKF)*)*B+1gr7RPa%1&zxGy^Tig53KCPikq|z
zYR72gfK&kqO1<kv`H52N3FY2MtMQoJXQ#}32feM*k3kyNLPS^YIku8a6b27=j~TV)
z@MG7OEDYD<ddj_czYPTAzL8w)kr#9`(G73(CJ)9<Omtc|6Y3iNZ0<KHfrN#P46Z%e
zC|T`V<kf1IVrj2-V*mvsj<?!nRwwYKyqVH!-j}ZO3PP)CWhwEK@)l49hKG4E$)eWk
z6qA{VC!_A4zh`Mm%TeNsMor|5iZ%Gl&GYlK5|>;)T$$9hwPCKhQIRCxw+l|sAR6Xm
z(EBi#IDz+)HFGrzQqdNX-?)sVh&XnlusfOfNW`G>pg~lH{5uHpO-2}L>;Th(KaHW$
zmxsPOOg~;Ef5^)gu>h$A-}egAt&N=mi9X>??`nj7S`eK8bz(1EZRdula9s=h)b9fe
z6Q9*)RIN?79l8v)!0CtD1ZT%ybPCmD-)>2U-5GHE@Vwr|7^K2mf>o2XrGvv{<QTzr
z=QGnfGp~|Sd|p3EjCda}z1+`I*x$XwQv6qmrwUWz`Ew9dcl<KZEsI10$RVgVs<GUA
z9O1MP-G<%bhu_2pG73K@9@Gy+-WRipgP+?Sfhq<AV=bOjnDMShh<)FGO@;Tl_W626
zxp&W2R+G4Asd%ZMLiv{>9#gHl&mw7oW)Vx~r0torDNnI>R+)A8E{Hd`ORq)<?*kFc
z!jQ!C`}a~9<zCi#7e5&0CtF!2>$WXocL~^AVM%~ek-Nd|ia-K#db;c^?@F388c3Mp
zPTvhvcTk!t?rQ}OcM;khQULt~UscZA%GZ0YbVri;<Vj?8a?(r$y-JmH469xwHhto^
zWkK#NNoE=uvv2)WDaxo)K%onDekCQoITI56v=E!KMul^t(FREyf*ca$Pha4V(JD(Y
zQ*nDFV1My>RC`c=w9!8En;j|S71xiUbY&-1p5CnGm`4=O_UrEi+wPPX<-eJi$;q@J
z1fPY-77C#<)GcHhI=Y>SfV*YUuJb16yqq#}s@39YC-bPu!6DRgC(T{%=7hW7H{{#O
z1v_Q^Rmj@vPP<VCY9YSa(J*+L2!$Se&kL1>#A&TnmYb3vDd}0xpf-(Yag2#Sc>r2c
z4z>2(`p}iP8bhgCRLZQ{b>~(x#XA_K(+(y=T9S|srh7&wTIWUBZwpbXMx#~B-Y|x4
zdP&B#Slwj<|L0T3(y~s-j!LDW&D&4Fl8c<Md@>h(xfWzYG`pxt+J3s?MAXYFdu_;Z
z|C}%K%?nvFpR)Ain8L^rJb+6yFHZu*6FxQ}cGMvGj-vJ2Z2Vh8ClQ6uQ8mk^^LcT%
zr<SxU3R`h9sS6x(U$tv3>P=MTgt5`-1#TIT%0eQK@xOK5QF=Mj!#~NMXt`zdo_HCE
z6Bnfc*$y`p@4KF;zvd-{phf8jUf(PMoi`-cMVg@jx_Qv1fgmJ^Y*8(ybgw7lxMGhE
zJe<OM`9*lj(72CK01cQZbh@joG^#m2SE!jI_iRi+aEFOZ(bn{^HF~lbrP=;|)5lIL
z=Sy9hqm5(9ciEEQ{W+IT<fg^_+l4qd75zRnAqq4!ua`^x*6QqQp0ccKQB@CwYQE|u
z;w;(%?{BJI<9We7)#<4p%E#wAU@{{7E4lRiJGuN->Dk6qdiG#Hi>4#SmE!N`i_Zx5
z5g9Uu)-w{}0(1f-eQQDAb?i43#x5JZ#MfJ{U-F%&r=>>ZJ}rOTbHnGugn@RBnzX2I
z+j+cCM7$TF0(r_~X|S5;LL;cvjPI(gDRN=$F8_*S*|7cG*HrH9k!QISjNvbNo-Igd
zc^JegjdimEga=%O7v3!bB~D$8IXtbah9ah^WJj85OKv;kxzw+B^s}j_WY*yC7=ACn
zIV`1svj`^6+{<~`QyH}=Bok%VwP)Tgok7`EQy)afuggl&xNyv~Jq?`XsmnwI=s7Gp
zY%!&soG(m91aD-VWef`PDyQhIA_6HI8IIMODWR^CZSP~XPM=$+qX9%RQe%qK=fnk}
z=_j-`f$QcZ;?<SoPe(bO*=lk6q*}?wCac7wQfm8%-yg9u?CCO~R1QC#_o_S6KTi$`
zQNB9WmrwBVYTteBY@awhWp|x$cgW!^>b(6Mw<7ULw1$55aLcXGCjwrZAHT~Y3C<0z
z_sYX{bly5rRNcGeMHu0_gzHr>rr{X(5$9EkoNPO~k}Nqe>wvXuI2UeQQQPrT^$H$C
z9NtT!0qK|z@~7TR5kF7nQfNJri|6BkkC{zZ(n#|Mt%hBn0`PV>^KQXxn?p6>TDb)7
zFF?pm_)eq8K7RMzirA3>!?*WcYV0!VcI<oon3vuT(r$Gb$MGeup6ZIa)t>v?6Xm9d
z?8Vox?w!J6?;Ua@rS;gP@MfJs!5%ajG%Fts4f3e4)~P7=%2xxZQ0^JW+THJSla>fV
za}|LaFVFxlYIy?~bI88L=_5@QR7TFX(NbE%iP)O?Iai|c30knS`{Sj0%Av{EsP?6*
zE0DTlY03`2CH?b*US8uRM0lPANzS5rEsKSxtnj5+U7r6#$%0~8r)LCgEq2`S*$>nG
zl9XV_+?m#EAJw{cri)K$xt$#NzeH49s>oarzsn^oUD<x{P1_sP0b}AA)6U%-#W%S+
zQIhfJma@-WW=wn9fk0BwG`=SB&$a+>PBbCZqNr4gB}vS@_s{@^gB%Ba=zysUp={IE
z*b!7^B8d(cOyYMOYf4_7C*fxPUTkhH_##yHnF+E9|41@+?DNm<h8fIu1ExGYY;Q~*
zv!r`={ja&Idh=)5XTqZKB)`huIoOI`QHq+A`3yKj7{_|qoFGrBcA(4TcgH>ESe8My
zcdpTV{@iDhHyhdq*=uaEVeh-P<s{s_yk)MKFh{OCI#Tz}_fx84Icco1V9H!3vF`FC
z&3kIi>(T|6W}_?N{vQ_}f?5)TL$?g({2)UUA~%c^qmRBk1PxR;$<egFIumWQ91gQv
zuO7sk-Ke)T>G5hh=lL3*+Bd_IH*J?XH&7#jD(DhQqL;Xit!hvO+C$`j=Uc9*gwIf8
zvE6UtZEL2mCGkcYHO07o+~`BabRQrx0n0N@Oky<a%-&m%aX=a#VglUbvlU;yG`Xo%
zPVzDIo=~#uNMkzJF#>DfynWlU9lY&g5o_|Os8<FCrEuom#5X}E@0GsRYkexKKpm_h
zGm~mixSVy^9eTyPbw`rs)YvJ<O!&qO_@MltZ&@Xn{jN!;8&gwTXS6)i#7XtuWPAOv
zb>e7`+X7DI8JN>$PjNcq2k1UmQxNv}V4uD;qnknE>P1Tg1F=d#KXc#v&3ZnZ^GPBk
z#hW`_#bwl~Ww{Pr4_1?X9#0w)d?GZ`8Z6v37~_dCwT{>uY_AsvM~;12ZrpA;8}8FL
zewiTo9f}5o_+b^JvbSv-)o)Z;)}?Fh$iMTQ2+Dl8K|^Hw^qQewPd8*N68ANpvf*7J
zY87Fvx;pp(O`<I|n_le0uSP?;S-WZj9vrfiw}ph{8O-h0DI%(5JN)Zq$Q#GsQe5A>
z6Mtn`w&J*+9n@3u5bmV(**&iTR6NT*tQK3o5~IdOk4Sa0fKi~z@8eh#)sXIYL(T(G
ztF*Qo-r`Fj;86~F1M>>Z)t#euccj*Zm`Bx=W~O4q)|}dXHPEsiZs;t1%l34U=BPIC
zLPn&I^YLaCm@x~gL*}JH%j<q4jzf)2R<cY@j&U{=WLqa9c)<!^G0bk7eJ3|?o;-8f
z!EE2bH!-}nK!64$x-hNf@3p*i6j-B$6bj!ZHxeC>YVu6=3O?!=#U7dU^%A-4-s^Wy
zJa_-_wS{goLu0@&_s7)DF*at6lZh__(cN@v_aEbxM-p}j^VvyuiY!b>d$dIj6dad_
z%Q26F<Aloe)Tc4qT405+-+I*+TU*8f=d=G*((Fh7*c;_Bk8X=jb4$}7VW8TPj^K**
zphpO!T1)VgtSN=-9o5bmj>!|c{nUn6#xDiA!@M+|E`|tv!j#QcRkVusjOdb78j`PB
zd6_QE+mEYioUJc;!7YZwxu5UMaWwUj#s+MW0}$R(`XLXDBHFp>=g2&UN`R#UK2<C8
z!#?oBnxW_b>*X>1A0I)xpx%1fT;Jpa-3n`X*~wH(BaBCGp7u0qRd=Sl)>X5@F1EzK
z9%OK)|Ld-|Z8;~K)<9EahnUSemQMgVhK^l5Xe#v$t&Fj&%V2y4X1TGqIv(7ZEyb>d
zJulBNcj0cnfT44E6{&t%{8Uo=(TD6jTKA|7*pdz^7>xIobBe_t_Nj%W+LWzh;yhw(
zSmk}tK^GzC&8F82_rAe+%4EN_^sxlgmfO&EKj^Pp=jX$e1l4GHy9*4=9QL1BXyemM
z9^w|$ZuWZ(An|OOUI1-eWWaDgjeRjlR~B<b5tZ?5MoQpCzsWd5e5r%FSU*L`7wziL
zymdI(^4HBOsjK)MLwo6OHZHf;+uNS=1=z)~mp=R<8e^8=nAsXMQnyjqn{$UpiYu$f
z3CJmTpZdn#ALMfeua9$asHb8hKVxb)ig1XQUUO-D!y9Fw0nTp@pHK~!U(xw>z<>aA
z9A>hBe=6}4W@n4;=jNwpzK~I`5T5P=u4fT9*{zV2WittshwQt)Z$3)OU;PsAdK-M>
zeLL!Bj@Zy#RTkwz;OYdoyz?hler#t(^M1^vhoezH*7Y87Z;pLlKkIITO!DRZeHOPh
z<BNb5Jv4wswWH;5Wbx_}egxjLj%{S7nTwg@khr?GEqL`J5e+!)wA}VfK?tU-XY5rq
zVoq<!@}mK}pL4Egk}xM$@>+hJQE$NZLTzD3xHV`%GZz~0N?H>Q$YckdcCt+NgjOEP
z9A42x{YeXiwGCs=iX34`TW&T{{2?V8wupJooQDPsQBhnVqwFq(P6BMw|4AB!g2=IB
za)qA?t$?#Ir+@w?N8PJxImcE&1N`*1&8=AmzZ?#tAZCA2|HP=-k+Jx{6}fnY%9%CJ
zp|Dx=UcclQ#2g>dgk2nPQ*?r;$RCxpp1cNU|3|x@q*vFPgkWE&sAOZK9AF>X<1V`6
zzsU*hv()Evm(#Jie8lC==&kk>{+g0s8;J(oH?6qwS<%~a*DTIyX-oPRnL|OTk`H-8
z4teZ|q+9Dz>AI1t5xl}~cs}9i;%TgsvI&o`XL*c4AAmTL#68eCC;eF5eQCp&Ykp_I
zr&{VG>3S+xc8$n?HkITYs!$Qg21ZGK{%X@`1%^%r|8%zM2aib;dcHnb+^dqY#AE?c
zmx-8E`E@q@=tr6~lgz;m=-)3ezJ!ItHiXfDSWFD=1NBrZL#>z&b_6f^&;UA&S1?RC
zFg8bGoEx063_2%;tyIZhDg*VtFHKXVn|A*DF=(&y@?T;D2AG2f1(q;=knRE<VHoy2
zgQ4IQ9lLZwpT^OE0|@BqCY<ZU`8!4?&!x`(%Sdt9A1Y%);+H@Y%mJLgBofFpgkJLP
z(!qwz|I~{cwq%3qzIurUobh8$XHhBxeI-2={uW95r%3rF8)*A~lVO(LZ3FwEKk)w4
zCFzRBD_nj<@OOJ)fcZVa*z-^2FlKZ5FERmdFIvp=H<;5Ke|=987J&Jm*>a_+j0SWJ
zE6dxEf0kOE(?vZp!>pY$-=hJoKMf+k^c31~^>XoyAEWPeWnfdhH0yej%i`XLOVdB3
zVz`E3q?*5J*}!zd*kRbdn4a$Rr=vfi@^&sB(fowkf=V_2lX=a5gt81UN4xda!rFTG
zy?)@e96$uGZbkiXh+6hO_!(nFI$b9I6#3H&amdAU5{%o;FSUQU9pi)y^z{D%sHZ({

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-191-_details_ .jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-191-_details_ .jpg
new file mode 100644
index 0000000000000000000000000000000000000000..231ff60c20fd8bfebb802a475a05978086ca6572
GIT binary patch
literal 4276
zcmbVOcUV)|x4n@Xgn?i}6NnH{nslTH1cwd^11LcqQ7O_yq;~@%B2kHe0YQp15osbN
zNF9naMS2mC5<rk1YJiaY;*8_Z_x^hCo%`MU-S3|L-F?<R>#ViGVQ>=QGBGeV03Z+m
zfY2`h90ha%R%T`vW+qk^78WR!m5m+F!G8EKJ3sdkPPmW&QdmepQ1F<T?1^KdGAKbo
z2~|lMc?D%<W#kEUEj2|=StVt~?>~V+p-}e2?0g&?e2OB1B8va#0saNRSb+#2i~%AF
z9D+d@U=XkwK+@OA1o?XaKL+Fw10xeN3oDfEFg>803pfN}U^v9cz{JGJNRJMs&jXAw
zCT<ahGt5UUuCs`G!WF|~Ggwi-moy+Od)CC1?7Z$m*?4&Q_yxp|pOBE0QdT*os-~`?
ztEX>ZXk=_+b^d}i#^&NBdk4oGPR=f_-afv5{sDnO5%(hRM?Hwf#l=4*BqTmdO3uv6
z&Uu;pD)05%(z5ajV&%K4#-`@?Ev;?s9ld@11A{}upGT%h(=)SQ=jOjHkk>ahx3+gE
zyL;bpK>&t-V9}rd0Q(=fV02uE7#SHDS-#_f9P+2%3@}C}5d~)MGZrk@J&%YghO@$d
zkIg7)fTENv*ARAIJ#0K;%2VRx@6i56_P+ym_y2|LC$RtE8UffDAoR^+fB|TL6at%)
zqns^IDqF2Mz<(gRP`ji*e&WaQwb6F2x~^iU^sxQyAP|Q>cw0h)V%z2dLEzdB2=v4b
z)moR}oLjtH<^xu#68OC&^tvGkR9Juj8;bVQoEi%P%Y>!#7raCRXTC?I{~B@Pmk5it
zh!G?51jPcmrHGxugTT$ar8>4Tm!Xm?Ba|1dnrHd>Y&Ow58@c5{J=4h~l?mR3(#6gx
zdY;eX1Dn{zuTLCBw}d=f^A21cSygV73FMug|9H-6a(YptZ0}z3Udsm8Me7g8xPa-M
zv;kcj-2C8d`Ys9tMy0(Lo3&Ne;`KdAM<wKx=Z+bxRPy7|W@v@3LjOU`6IY(wUq+3@
z?mGPTNQ2Ae_Y@R@uaL_md)2Q?90VedfPmErnh^+Wcc7>AK;Yjp)#7k<dU7tPR(kFJ
z^A%6AK>rJ`*e)|hPq^1G1_T<TK_D+41jMlWj`o!NDKr(OeYARjUPoHrc4&IlzHH}c
zDyC=yUz?ViKb{{$$)(3mSkvdxd+L&E`M)W}J3SBK27%a58?=U15XeFm2Ng3>=nF)p
z&K*QdfPjIa?Uvpt#JNVCME)^}OdOz)f=Lh2s;%g&!H~2xC<T`y#(1wBIQ*HGR(po(
z)(v6Yn$AUZP)ZvT1gJOmeG-UkBGR6`jN#qLOG(o6YSoHe_$^a4P4QQu1urg&IA<AX
zR;Ptw(T%UDYB2$tl1}XV;R=bsHd8b*1JN8H*JMFSKob}IRaHIMbGRi13Dbfp2SJ#k
z&m)D|A^}}*zAfw7+vUpI4Zxk0FL1#v^Z`U`h!vf39{Jc&<bfbzcnC>0ry183(wTwX
z^s)>_2=#oeXRM#`t^t8J!5}c-wm6>OPzMEpU+G!X-*mlyOd>N$CXdlvrhr?SDe2iH
zWWlvf(7fDBW3~Al$~dXeow&gJZbYPF?(1e3<wl9D%1L|DsVv!~jOvT?B|@d+(@9!U
zlsmrT0rm}5==&n)-&SyF%kOXl4j!$<DGSNr%7)U1rs)r8qLAgA?qv^-=BDnDDKoUY
zFX;pcBrU!_zTaXg;!#u5@)4ap^lBOIj!0KhnK6tXp&lRf89<qlLrR>)B8k#nlV5W}
zktDN6s-p`$$(eF%#yj}0kOQ~=H4Z+wxBQG@!le*HH|d-*vUa?7(rq)%kKDNvLY|wQ
ze%px&LxVkIBVB@P#vScPZ?TXIISfrp22KhL?v0#&aQU^-JLG}u`oZPKWMWv6!(fe^
zOrpRY|1ldQ@9;6a#U8G*>s?BQJKiv}q(+@|8qNL9Ezo%wH5-TeU@#s<b-Pif#5PTn
z1c7$df%;`UEyiR?8vi#9r~jp)7A|If!{aV?U40xotOWv_4!)}@lM{>}Fyr;h7P;us
z_d~jqcFfgZpsv_`>ZDdj;Ip_D{iRwRT0J4?Obb+tDNr>6+P~%QX8ZJ3Twq6wx#J@K
zgELjCx4PuHpO$Ikc7>mS7>~8Zy%+!<GqYpA;^y}*^pIU*Axu*v{UbL13i}S!gTYj!
zvGBU(DZ=A#pVr=K>m#~|(V~x5ocRpXs_$c^M(;YL!4s68dOmS=<Q3|8)L$W<g&KUa
zS@5v))@heVru?x{EGcZFDXC9p#f3U?IBT1Mq&IN(<gAwqYYXi2FS4Tt%r~=#jw`q<
zv0y}8*6Z99)PsqJu?xLO=74sUPHnAZ_vz)zFdt$1=?@;tKcnm~pG}r`h}D%8dVgD6
zvh<3sUM2CSLx#`x^|k|jXX>f`OZ$y}3v(xbv!B^$XkCBrV{G%)Y%le(CkVjnXHr}z
zwp&5KP}~pEO0}e)3(p_tLe6fwN^@c|of?Bl-{!;~@CyaM4?s7V?+O;9m*~m&6g75m
ze+>JoqEb!Ih~jI`hwowtRJCh9(5#h2M)?&r#KK&RTZeK#2;B2--Fq1;_kn3KaJ%(|
z*v#}6Y7LQnCF$uv&%A)diSv)by9H?%ii=SdDJFT>3i!h|U#AIIoX)Pi#e7N@dug8k
zjNqV(`0Ci;Q>_oe?#eVfrWU2$<P~K;hbW^+M@EJAkznuM0@>#d$2auLF1M<WNOkjN
z=Gc1W_0IY;^j03;6&_i!$=3bK-1em#e`%AgSc_2pNpqh2tdESMi&Z*G$RuQbrbdoE
z&h>_GSHf#u!P~~mmu*E@mSR(GBhx#|v+k;)pxjat^YCldcgi$JS)v2u`LDjpO53RP
zy2K$UoFlbsRe}~Z@ZP;(e($xx-Of+KfvkJi4L1wAc&{Ej)JqVd)y?e~)$T4}rItcq
zIYQF9MB?=*y<HF(zh%Br6kT1K%+|I*Cw>lHfBz-E^qV3yDUllg_%dynu0k^f<1Hm$
zggw@*Xok{V`z-aeM=`af7Y0uHxNBVAAChF$mC<S6gV;*0VSWj4YPlpcLRX8GrIT$N
z!z_=Egk3cAr1aiz%6nJr=+ANRRMqdJE%b@eBLhWF6mFIpI2EWe%DU<U0`ceHo+e#y
z@ciPvhnp$88qJyOT>rV%r1H6CSRgAelVX<O&hob_T@foPfj$8(l{Cj`?wLuB*Flo4
z{I8FBgljsv6@FWE(s&qZGVGqlEpIHy!_YU>J#@Q(&(TajunSkid64I&;?Cpo#tqsQ
z`&*C5POI+f?x1x#nQg-$#U`Mr!_6gecK@s!!NZGX14*!#@I7^Jpde^ox%`t$n%LX^
zX-<1A(_dPIaMar3CG^dwzxm-CU-T$<O1V{K#@TQd-cT9)sCF|{s<v~?kDMgyWYg{I
za+G1~h2yRVi!}1Ye#={xbC!K3B?;R!Pq>7lssFa{R>vZm+voZ5QzNc*IRRr*I=_wW
z6Dc>|T<caT=9zdOO2Rl0t)3O2)PUfaiLP(f8Q$vWM1=%CdGG~1TO5+-E2E@5G-BOv
z9YWIElPygCsP2r;k-UY_PV2tS`K1>ZjCxLmA<kcu*hVyR3M>jE`aNW7j2*rG?i&QV
zJ%H&*5Bu>Q=-<5N*X_0!`l;G8%TQt8y^6(0LZ@LaVxsUm)naa{<%dsURHqDT$eg&<
z5X+uG`49Wg{tz~kN9&+9zG+L))l_|;7VS;<>$v#gS1WimiZtD^2|pcs)fV>OSTg?9
zPv~5i+?uk*XUg*{y|U)3k?pbG1BoX<palIm$l-P?SF>9<b@2f?F>-anBC5F#x$7$d
zY@h@KU!#j}`olX<lhU4AwGUpa>|5!Jvf_7aTYTh&hMkS5N(h*Wo+b34&LsG$0T{$<
z%3=d=aG_ig&#WQiK~gG~0Y7VVN0f{p#%#GuH&v<hzZ`Ta^_k*VWKo-A41=HvLGDoz
zRCMmBc#VL5+5m7XAVMiPF7WtE%M#DXF4)@DsIqj}f<`3n%b2eBQQq<d6fxx5bjE5o
zO=UPeYFxZbt%Mx8E;0X>_ZW71xUiTn05%ghVY5~l^TE1o)>0nkD4Z4s0@?)gbCeRM
zBpzGIz7?O*{@pA0^kW|^+*U{4ca<G~87-bguWBP~8XEJt#>uy|KCuSblP}kt##Gkh
zbGXn7Gq75GLw}UZzhzDn^2xlu8*?R?9NfgEcc)$a{ZeZrPJ-X-P63nsMd#$X=96|4
z=gEx6Kj??865nd_YiI4oQ!M;=3{@uUxdN^l^og48hE%u6IL4lQC|twwmmgxG>UeJU
zLdCcr!5dDFfnKfAez7inmg1%>U0(K(JD2#Re#-VT$xW?Jm{Qk->4UxKTj9(32#u@U
zM(U;n;e%d%no+aa(r6)H=qyja@3C@=V1#2Ht*(YeGAx|4GbI}~ag9dtDz#BaD&fRC
zmB>PGe~dtV^XXyh%YiaJd@0(4XwBTc^zI8u&(jYt+m1F_)2_{aXm49GN6w8Gh0uHQ
zIPV{>(c|Lh=HmK_>)2mxSrnal=~PM<UDD=$c)7&)=4uYjg#FdIzvMUGIgD+a_W#-X
zS6jw3<yG317MGn<wGjJqu?ZDa#Xwy&z-4l(tvN;(V0nF?!diKUC#4x(GlG`*f#4&%
zLq(ppj-+Dtg@*<2Nmn`AQ2kj)9Un|WG34o7`|~V#sy*K@jhB!bU|0Rde3G>whv##d
zL!8#_$*tEzL7{~8rRws#zMHWOSdH}wijA!t2xM4esaPs~+an`Mbh|@1fdJho8*>SS
zt|PtfK0?AB=88jSOCv#`R#1v_J>TEX<L$ZaE9uU|A+;dj?|*Y2L!ieulCcMDr64d3
z0#k-m8981M=*~ye&@{N$o4M$c+!M|3`wL?-v<ce^$CQ>AOEstQCJ#vkxBm?IokaTc
z)_vy@)PgA!O>fXDM2GCgj$|`4%<ZBfQoY?tR|UpLAKw^r8Tr%f=+d{HY;@Pgd&`IK
zWKCKvrV0<6)%2c}6MIWEy&ny|&OH++oqM;1RiWI=(EC8L%DworJ3?pVwA_njjI<S3
zkuC{OjZek=<1|He?>KSjbu-_q`}RLIM4fVyt|5<qYRIBKJnPL|rG-Ai;HDH>RFa?A
zk}I5vlVC<V5J4bKa@S(p6uV1GC&2%J{CN90qYsFbhuOnU%$mH>i}K2h(1%0B;TAfL
U^t8xzv+^HlagyI#Kk)N^0g5q6wEzGB

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-192-_details_ .jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-192-_details_ .jpg
new file mode 100644
index 0000000000000000000000000000000000000000..a1f8b9294a645ed9f2e1f4daa80ab26f8196955b
GIT binary patch
literal 4286
zcmbVPcUV)|x4lTHf)oi&AVNTC(vcz%9ZDz)11LcpQJORn=~V+FB2kHe0YQ2ZktR}t
z)S(wedJ&KkKrqx$1BBccXPo)@-e2#%bH984ICp>doVE8lYwZh;g3|z}v4N2RKt~4v
zbhHZq#{pe{nURr+k%5_siHU`UnU#%)o$csRHUaMA96Z8;FcD!vA)%Ava;Hy<$-;$%
zB-Ny36%<ueRA8qywAGcg<djvEetd+Eg@uLfC>uXJJHL{skf_rCd4PWcT+BcO5JpcY
z1{~p{qvxUnTL2hspA2+=4dCaXJ3<d(U}R!uVLeI<sNe*S(9zQ$fzUHBKp?c}d$jie
zgo}Y&RPh4iadSH+F)tpa@Yqad_;00+P>a5Gab<h&2P~|-eEb4}5~of}N=d7zo>f!V
z(A3q_H$WO18CzbyVuiB4YUAMObj#Vr)y>D(&p#kAC^+I_<fEv^(U`dS7r2DPmr2Q4
z**Uqd^WNmYeP32yQHihmP~Ftr(%RPE(b?5MFgP?kGWum~hA=xf|7~IMJCU@pxwXBs
zOWxc6fr}2H{~H$V`8Tltfs2cV>j(rw4`KR&i|$AO?WX5~Fo-HLa$hiKvhzAFrWDT1
z^IL3YX(J0<*<u}P@7>4BE3PslLHYshFJ%8aU=RLZ$o>WPA6#Pq8$BJZc=TKV0w9EP
z&B&84RwR|LRUTqL;$0~{GM_#Rp!hqeyEoj{&@+1I!A=l}Lma*@rLv$q7J@+F<}L{I
z#g5cjm111lyj>Rq*C>+M{UpQ&5(FyEL4XxbeQidG1%VaZ^5rYuVnK61BGP}2IQ>h6
zc}K*UA!&+i4%=2j&tXB}cK&ib>xAn_>Gd&kM!VKU0e<T(#O`KZMR4D2GC_5Uk65<U
zJwsdPi^R|tdg<G9C$Vi|ulD>yHz#J*TjhfJ=N3O*a-N=D(k$P9n7rS%$$8c4<4I0n
zb~kNEm&#*ycrkqs4g%vc-b*bys_XIkUW5~p@+u1_jZ~`yun1FxVoy=PFzUG*@7=HC
zhT;z#k3H4obp0&_4&^W6G|pM`?~wq3$m1Yjd75en0y|xZ89fmACrx!2Oue4GE4-bS
zyZ_8$$>xZE;FZ{C#psFjBV$0IDH;Uw<3T_iec<FkE|@`3;5sL2hG==D4(!}ZuRf6L
z9#2ITZ({4xQVS*vV#s;4*eNU8d&ItmlzPE2<#^{;q1+%4`+1YvxCR2*@RHyX1~P4f
z@YIFFh$#>-K-zBWorPX%!bldJl+3~aiYch{Q0=<Pfm#$nTa#R96EVSe{m}7`w6wYl
z6!%^_$o6a=w2NHUm>@{Gb>N$TUl*0};)8_u!fcXc7S(H%da&Cj>RJ+S?iFTS6?Mrr
z(5gubLnE5rP}E}rwWOTc4#E`^fgOfuSSGY3P`=rmoPfX+1Ju+!*>bt1gmAM$DTl$R
z;xA)GIii6*@4m0-IoRjP*$?qJt6bsaG1mv6?V*-5%6S%`$6<#;xX}?9$&6}LUqoXD
zddu4)1S;J3tpU<7=Ti#;??OOev14hnps}6>1b(Gw?O?Or;DlsWl59T2Otz3)g(2zX
zG#$~cL&&VcTXU`D65J@M$OBL0`!FV2x$tePhkUD4PW6lf;cT{CQfAH7#Zuw2$=M|B
zDDr*3$v}t3YQ!Va%kL}Mbrg2F0Y}ev{EWHOXjNm`6O;7ER57}h+aBeQPvoWUlE`z^
z2d`-a2_h`Do;ql=5cRArZTo~s9(l9E;{i=qR-Hq}k5Nty`wqcPNuj0A;*ofnp6PG7
z_h1Cmr)uLw-sCL#b)#MEH@ZXj!F6_i9v_7{WP(j7(p@IEoTL-4lXTZq>l1h0l(5%U
zxBpIJ!pLyn#8{8ex=~l>i91ZBB6g%n>ChR$;r+35kFUKo`~W+2+c><|l#CB6b{wvi
zmrWGBA24BU=o3DHHQ&cn^?XRl^uQvsN^3O;=MdcA-Gf|4;q!6uj|P)b6!%-@%B-_g
zDG=yX8){g=Qe%vlWw3wIaP}V>YGYy+H$5MqH#8>EquL;_<><GjIz0sefjRGAO600b
ztA|WC^`u*XV10?l%o**jpqFv0`pb3asSUW`3vDdg3_)rUEQ8w~?zS)P#07P=nK><C
zKe|w)`)f*H`D>dr?Ns^;it}2TKa2r*V&--oR^9zS+&f~QSj45Jnf?hKf1PcY#gpDd
zw5iC>;w<jj_s{Debo8M;_-L`Gt1kS=w3<g~>G21SX*>zaFT9?+Iq?a1Jsqr+$c7I;
z-zt34ednC(Qxk#MD5exvv6R&3^Af_{7>t$mP|`adw&d*B#C0OuVn$B%kl9ww$SFnF
zWhRuU>qfo1qDBZF8B6SkF$Q+3cI#*-d(5s>h53rmPJhTq!3C87g&dNCW2~-}aO+(i
zsj}<3dR6$_j+wqYb{&WME|jx_HU~}q#Dz1*9OgC~+c#Q$jjX?!?x#NU0s)?exfHjl
zopumFO87(DDHgPI;q~)e$lK3WYfVk3Q({o*I~?dk0pXC=Kt!Y2o=^#5nYQ@8lIAYv
z_fbDJc&f<-F>LMS@I4fcqJGntC3`gyqOhtCB`(Cccc~15z(b$*{nxSb9~qW{cG@$<
z=VrIz>(HF*NiT-_76m0wUw#_iD@46gQUb3`G0wkPC=j;wHch1RTu#*;#<Oy0n?->O
zLc^*OYZJpSv_Fb?s8H=0+LZT_S5^2OqYNXRAc~!1AwK<ua<3duZR(d_Yu6Z)?&Z(Q
zwe`;LpAVq#uR6LXGPY`+qx+4q<7+S0W{b5%8&~mJYmxh+udI@*Wjb8gICOEYR-P@+
z?Ur9p!dqRTyGAS5Y(<%tV^i+J(z`0MAE?7wxTPf*d2U+WFV`ApiVlhwxbY@CZL`YT
zhFwS`S9;H~6d`8dvv<Yp;ah_T-JeB*nD_0FTZKJ*Hx8fZC5Te%7j_Nn_K0Zd<xs9%
zVHsUK-Y!aS4+JLfm~9qE*OVo*b`WXA&!y?_Kg5@LSBxMeQsSRoqmI&4Xs&Rwt@Nvi
z=ei{oDbsVn)Ifb2Q&)Cn=!~z2=Cy+nDTuD@`ObYhTd8%_F9FVNHnL+hwOCy~)3G_q
z^z?YxRZ}l=|D)#o4<$|k?1wMZ{6E>UJU4u5pu_>k%u|A9f>g(u*L*=B{_^{C1iMDB
zuRi;jx$+y)9C<DcU)qhUURi_%G4nAfWee@De81ikv8o#68`xGwb(-a#n`VC-EY&XX
z_M~UHma}`&_a$e|C-;m;J<_-pjD&dU2S$2F?iTVpnd%4iU}`xI^SxC)cs<{_vvkBB
z>l58=*InBiwn`_lZW^Rm2Nrj^yC%*bTy)2IdNXapa1N4wXCDp~1}~~qe0EI}e?K_O
z;eclNQyUi!Uth98+<tM)AKR4Cr_wF$UY!+Z%~5nqb>fry?R(O7-4p(#Bspj6UO(3p
z^xGLud!9@(u+s-^?^Q2Z3>cRt>`=XUB$Z48c0{(jmJr;&uTGsEbF0q{oRB_$Y~lb<
zzV+^AuWAYJRO>wg$`Nn*vJkEggv3nse7DN<(YPcgEcn@zKk((!hys5(Ipv8V^FjLv
zjMkoPqYB1#=guF`C*JF}8rWJ~&bVUOcQy=q`KII!w24D-Nd!9RDO+pg<m3OyAjJJK
z*Lj&yfBr-L+c*7t-S_W(uJOu7Djs-LGx<uMZ(N9&Dzc-PFU++4^eL3uj6p4l1G5%t
z(HErf@!;j}BBlz6^9arFI+8Rs)flQn_|W`1E`IdQDps8=Lvw80zmC0T%k|$_GWo(^
z_)?Gjx{CQ1@~i9pa%O9hov}VciKjuJ6!9$B@oqb3i+ea_=`krWa&5{ys-+&b=O+nl
z!i9p~B1&!t@N}Oeq`k209KKmKusRTBDd5zx^wb-{bupqkA#f&o9@huIkl?QlprCKb
zOO1RXMe@bG^GL{HQYxArJ8ykoj0DBUY<tKwSE~-b9(FDBoe@xCQeS|C(IIfb9#Ih#
zMBcbWt)PC|5O60jLOCQZ=+tYAQm@D!uJs#H<>_2R%}C7G30<EPd=&|BeCW;D%(Y&s
z>S%h@q(r%TDJgP8a`8RiN%ZV!Q3-z_*Ie9`^?FszN2~IA3k5DGk+d)n(7~BqB9}5G
z@!Coaton`*?p=SVAN!biR|EFQO>Xjav_v*7t4&<9EHPhdo&Cxh5^G_71@bLv4CQ^k
zM~f^`Lu)0s^v5{^+7`6vKASc4qOOOKLYg`C?srPGF1JTwBn7<h7cw|pbxB@mIb%O{
znFKlYQ9o=A|6WT#CwniRZ0^sCRGn_%47_15AZD@`TGJ-$6no~0NG<!H{!n7|sk|Iw
z<)lB(hldoya-&u!V?*X5*<DwrqWlSW9{zd5jO{goyL!C{xxN`Sz?Ctu%Afm*C9Y}*
zrkfIs4Sw@^PThK2vyF76yCVIO=jt7tA%=0hriLq$o_NXLgoJG79FO8t?jRFX!}0g4
zU`0LwD8Yu7bE8(*f@FR9Q*?$AT6z2Fy;qW6r5|0f9dEXx-kkr~*|BT}TbL{krS;@-
zK0jTf&(+`E)$I-E$v;`M$>$ekQpwpgNn7~o<&r;|s|5rD`d8=vTF`X=D7s@d;NRB2
z#v-OUzskO>r2LYax%k(s&G6uAddiXkCW}LT-6^sV&FA-mtDSFjS_a~l8N4h2gdE=+
zDfY5;B9yQZpA@zdZm@U22eVH&J)UMkk!JH8E;C^%4*a83K3r;`ea$<wY39OQ-Y?~j
zaoTsMx8IHg-@|Pz*Hk?4+lr+}Yi>-Dt!?E&Akzv>K~rdDkBlVH><;P-0yLv+%ERG$
zj`w@`3X61^DUDn#iv)o>A!&|{f&hEZ_m_6Ar@M@X)`37k!0iJRjuziULLai0fxs*X
z%pfVU@_ZoBTY#V<s65{97NSe@PPeoU7R6-h;C2*GDz7Y+Y0YAdpAZV~{t@^af$+zj
zM=oP<q6q_4Z`d;QJjtC6#%hYp>!CtZeLM&^1SiLz-I{P6`@{6a^7q{wM9*fc#gh+m
z#_i@aMMq6*`_IUWzsH+Aie|Cno{N*od(g(LSmBNIIh3mQDEZ<6JwJ9%K4S$XW64>p
zOTbd%Q&E3AO>zAP4h&+$)bGZD!@nA$K|Vv%kZ1pD$dW!!_Pd2DbA716ZE1v<lmNah
zPb3Q?$p~}AgFu?pp81XmdXJEf<M|!(`?V%wYnJXKc&^Dmla>kJR8IH~*q^XwROG&Y
rxd37qAT6n4Za5l;k<76BBdV2S@3c+HVJYojuv4EWtrh8u2EY6leTz<%

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-193-Simple car.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-193-Simple car.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..9dd4aee43adc2fe3dee1448bb269fdb9c79211aa
GIT binary patch
literal 1232
zcmex=<NpH&0WUXCHwH#V1_nkTWcYuZ!I^=Bjg6g+m4ls~os*M;i${c)hnt&6Qb?Fz
zL{>^(PF6}rMnOeST|r4lSw=>~TvNxu(8R<<Uft5x!pKI?*u)5A2qPyaCl5D|1TU|I
zk)n*E5y{~H0R}-11_K5IW=16jCP7AKLB{__803NOWMu>c1}I=;VrF4wW9Q)H;sz?%
zD!{<R$jr>d!pzFb!U9xX3zTPI5o8roG<0MW4oqZMDikqloVbuf*=gfJ(V&YTRE(2~
znmD<{#3dx9RMpfqG__1j&CD$<t(;w4-P}Dqy@EqR!@?sXqmoln)6z3Cvx-Yf%gQS%
ztD0L{+uA!iyCzMZGIiSY88c@sTD)ZGvgIpQuG+MD%hqk%ckJAC=<t!F$Bv&kdFs;T
zD_5^wzj5={!$*&wJbm{3#miS8KYjl4_1pI!KYxMz#mK-6@fMJTcnr;7f<S*Uv9K_+
zu!H=?$W#u*%z`YeiiT`Lj)Clng~CckjT|CQ6Blkg$f;}`^g%SK=pvVxipfLOk07ss
zeMX$en#l4Q++zrT-D2QjW&}navmk>#!-EoA_220Mzbz-94t08S<K%$@k3X;5YbWFO
zN+RZL^DB`s^~U{A%=Q0P&;QGreR=)52>VIBt;}=E*BeWAuJl{%c~c^EcF>)N^ADJ9
z-08Mww(>frOZA61GygN#PyXk$>y&o;>#hG8W`8pJw)tIA{fDNg`twizGfY^KSHqhx
zqjNFNdr!%o#iDQaiG6re=do{JXUvYjSMrP)zA9~~Nfn)AHK#Le)dH=bUCj+Q|1<D}
z`>aY@=o>QS`-|wQu5xMTH9y$@X<PQ6VSU+uh6~g7E_eKJbl=Kl(kq`&jGVEm<+#Mx
z_2Q^1jvu%_|KsPB<Cj9@7yg^NHseslxyaSax+eK8op~zuw(Z;}*Dlq*n6uJu$NT6w
zi3@#8i@(jh{#Q)-!hZ(os#@FZ;Mfmew*OP^T*R6**I4`UySESi%~<<-b+<qNONLf%
z5$~-6rO7WNE*)HPWy-1=Lp77PYWGg8d}Nzj(rvFNWOr5J5dXXW_u;c*jcxqScqSEj
zzAFxUpRaaB@5#=&o8A?_VPEiVRk{2t=@092{1mUv{iWNn(k`uF9y>6+uI&H%?*1>K
z>nmQE&riIzc9}Xybn;(*`M*`4>N#T%r>`;gc^LXggVW-<!hZ&@cl)=l`OoltSN;9u
zKiSJ=&&xQ?2~T=;*YEkZ(^`(g-rB4#(lh%Vw9lHpP4bQVvE#&cKPCVC;CI<Z&yN|!
zMR7-dW%$TbxYMm}`QG&Z4B3(O=S%)G>^uJB%A<`&Yj!5ha#|U9+9htqy80{T4@3Vm
iY+bV-VpW!OZ`Apd`CmE?$V`d}7h10UCN-`8|4jhrc@jPV

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-194-Task Verification Flow.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-194-Task Verification Flow.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..8e3a5ddc11f4738d64c388c28f6f7b9033838e8d
GIT binary patch
literal 75083
zcmcG$1yodD+dh0?XbDk38Wki(q?-YimhKi2DFKnrArz#g6%>$=29@qE6=_hA8jy||
za)4pxJD~pJdER%e@B9Ai4{JQmIeYK3@157a?&}8o4Lb{*S5Z(_0B~>s00;a9u#>=T
zfQW#AkN}^EkdTm=n23awij4H!Ia0a{7b&Qi=vkPV=ouL=v)$mheDyjjBO|9M*Y%tH
zLPA0;9OBYq0#Y{wg#=Cu!67ClCOt<=OGZX3aE0-T!2jnTYzsh1gnNa60D^NBz@@~2
zP~u=a02Z*G_&8@j!0#U%TnHXM0U;4F$vH4V<#_-X2Li#xgW%)i;eo0B!RG)TCH{pg
z{Bi^rwJZs*x=;xO#l0nBz4f7$T6++|CV2lzFfj?uC0aWAYwR4HT--v!BBEmA61VTj
zD<~={tLW(J=^Gdt8CyNDerRKBXYcCf?&0a>?Gy6!S!mev@QC<?#H8eum#<Q@vU76Z
z<>eO?ek`x3tg5c5t!r!V=<Mq5>HRb`JTf{q{_Xq39DIJ^=i<`x$|`buXLoP^0CjkD
zY8MUw`DGUP?=Qpt!!AnDE?hi32p-|7T{yU&;0Hp9hku2i;DVeMp{2{ks{%npRJY>Z
zerP3T71Tyh-+wYlLc=CBcMW-J+L>kl?+gq6|7F=<hW%~V1V9SG0Xq*u2|$4zdoIqt
zM-O<ZKg_WlG6}I96HQ`)<<7EVZj<*zwa7-gvX7j(Uu1OV{RUHyCiRizac{4R<mH=8
zUOIlhwbOiDDDK>%@9MSF?y@epO7<xB;6ZIwG8GnRdUGrGYs|f$GDdyW`$B^9E+lGr
z;n&qgS+jAArRA9Hc3mkFQ4<lz><td{<LJ*=V1EY-ROD;dyw+gI>7&xSK&7QD+nJLU
z0dSsvz*~TpvOK_hjY=E%bvJ4NM_K;tE`)?LClfb<GZQyHf(y{rk_V^~wPf2OxHy5V
z2+rThe-)&nV$203f+?<1Y02V)pSII1T3|Wa+JmzA*Lbf1RR4HNEKjA0bNW$MRaQEE
zgXNza|97qxVBJ)I)$7!pKcD3I<d>(F#i!C9;ODZ<3MAqD*C!}ao=WG;)>C`4B8&-6
zji9RdW#X@#6{iWfNPp-4RUGd%UdV;yvn*h?<oG}mF5Ap=Zi(7@uR~{^LKoZyVC$^T
zSRk9G>3vy3!xb#RS{i}{EE!-Yw3U0&Hdo=)k#IBf`MV!O8Hk3=)Q>D3AI2VdzEJkq
zs?-%^vF`SnD7DdSM=K7DS=7|I&v$OIqj1oP)r<BjH*5pw$_Ecj`5pSy@5v12Ykc{b
zQHChXio!9uUbw24C=eG+G&?jX%lI(&zSKqjvE8KYir~YM^-CwlSETysu>i4oF(GNK
zv}|dwk~JyO<)~op(gMZ{E242f=GV6%#kH6fos6M!H2se1tUs=5)L~zq$t%H=dHTgb
zk+rTSY1o%$EZ_`1R%uLbu$iCvYXlZ_yGX~<XGQSbf(V_q;j7;xkc%^0=yU{LK5KfF
z)6P-hq}7tY2Hdba>x{nBk)y1He>yn1xa>}!frIL_h{TG-z_US|1vc<$+SA<er>)JI
z74!@oa=*&_^W?PCe?L7-e&Nq30B^o%`}5_mtL9@lR+-UNW?@9=QyHce87{=nxN2pQ
z$lMDJ8D3VX@Ge?P)Bs_Mmb{N>TN$BU`js@@5%+I*Q_Z5pEf)oFPh68OBXH22fOjAD
zeT=G|`?*)w=eBuM75L?A-h`(Us4K&Z2F|8{yt_Fej41c#68hSpWQ!$>&9?`0JD66c
zM*HdzH(Dvxc}XU2#RpaCIt^uJfi#x`AXGU0TIS{RCAV9AI7b@9^H5fo5FCjqua0Ab
zzAE>2IrQfL8nSi$1k<P+gEzV(-9CRFyWeahvaT@rb$xDpa;%Z1E!Co}jCM6PZ>5R3
zSvj7SOR)cHDGsC}FWnZ>&RJ&G)QFPKTfHQr<K?U;F!^av+{iSlptXCev8WHNEE4Tf
z`a^l{*si3ay}CEzzA7I?{IjUvK_+S8p9#b>B+N&$Jcb4EE4I#e+EnYNK8}T^F0r~&
z)W2yAv)}On*Pk~G+$vGXaB8J%v@d9VT>1c!h`l$it@Py02n@?bFNwj-WI$~yFLj$)
z25}fJZr%iMsB7z5(rFIv`pTXR_avt0(^dlvvKmFZ%^48=!G7Y_IVZ2pP^k|ngu7qQ
z-jRHhIsff}8(o>e-&6jt{^iWX2PZYHmh!K4;n!sTJ+XPIbZ8BXs7I?3=F~(M>^wvT
zO_e!4Ya(3^O(GW7vPPO0R0g4I#aQ5oTGy>!?1PJr8+`u>7MOg%f=HCd0=F>HSRiob
z#0NUZ8Hssz!hi*EnveGSwG<_JR)r)3_|RX&Fc+RTFIx;YBfy7cis);Uuz}`m*sLfP
zFt1(ZT(aDwXKKELvAGS-$U7Fhe9JQ^3M??5{Z}>?Fq`QfmFxSXB=VU^EFkz63p~x@
zJG!*%j3&eaYlHvJSn3lY{>@(@%()W_yc)m)ZCaO3&K-$jAXs2;`QJImrR5pdVOnn|
zk+4NK=>KXEX#HM)#Q#uJEby<YVgbbOx*q;_1)%?~0PL*lXBCjizFiH+0$-M4zuFKi
z0|$KNF6>v$e`Q=t&!uwxaPr5je?43IcgC~Ur^p}JKsE13u%J|~Vu80XMJ&()!!)uW
z62NAWCHwu3y?*V%ukF7(Dg<-Et9cnG8w<=r!M=$_DTB4jB!~q&7z>>EEG=ih2^+EX
zKwBKXAw;twVFQr=t<XV5!9VY(_>WR7{^R>nf$id-5g-S4q?E-j0CwnELn{93Ev~y2
zuKa%*p!t7DiUt0v(LJrR8el9=$H0H4RsD~=rhB|H4_UO{qMJ_#7Yu9#5WoD@3@QI^
zmD(fDf7Ms$zw4{?tEvC1zW<SQ5NyETN&l<5r%8vPe;VQcJmmnaP3_VNAQXEx>PFYj
ztvTNB*NstQRe#!U&6ba7uM8o7jS=qE#{!|SQ3s2CvXmp8s5BcHo^vX1IK+5_oyzKV
zZh~7-$jJ3Ud1}Qg<#QB=Om2T;y`qH~B3RE_CKmXnFoOjYc>S%lu4YjO!6VQ0-Y*{&
z>OoH_-c9=&aeco37D+FS2INUXFzh+6^Psj?M)sP%#76Mcx4uT#%E3@(b|$Uy!uOkG
zw))JubJBuZjSjoV@-dk$T=gGby^RZ8W?&TCzvu8~Scs=j!(?1&<95fy&(7SaL3zge
zZcjf}s4TfEM06*!=EDPp8dUw<Yc1MRO`mPv0L*UL_R}OUZ8=H53Dr|H_jIEk>AWCE
za{I#5Xe#dfWnh-1D0fAKp7&+NaEVn_;02G&RSj+M_ldW#M<59@BNn#92QGa5n4z+V
zWpt<mEFf@j(trgvxE;U^pDtS{QSSvWRiY;D5Qsa^$zKD3CAhbPaPt)ZB?1+R+7E*w
zl~YgmeJ)NMI}mW5?)0}$k>}Z#&-rI_=gfNX8#N~WvxqYY31U*toL{K*@4|n*;1n(V
z`kdkj5H)ClP(#I7<rk9sb>r*-^?EbO4J#x^i0~GH+0AR&c8)vWMDqp%q0wHWZt0Nm
z{?G>NyjA?F_C;@3a3L0%#hAfJfThjL@nef7-igH@#1(bEg@l-Q7PFw_FhoWxAqykI
z*-ctMc<xnWBr9R`u^kw^W1FseRj>KJn4C6b&q{?W$D$%e+H|Xn%+EnaBzcUcuk>~E
z!zl8!uxV%p%QN7SmqmL3Gom>-8yOq15ioJUL8E`i+C;odZZ;v<dzPd+7d6vr&f6TT
zFp6fd&g*>A#_8m^zo{Tanxx0N3gupvk}qAZV`*<D{b3)#5@}c-Pc%xs4;R_)mI@h9
zoxcdz2%3*GlVP4HD!@1N_9ny}W|A9pm|u{gMg@__a_y9udrh!g9>5<m`5%SsmT4f1
zr^!&R1@b~NmnxbX8|118NItYhwqB-|iuac^fWXV>TjybP%PH@_N$15QJM<RFO%7i5
z13qJU-SHaHjs#vbJh8_s`4H8Xn_jM6>B8fiv0)omKhWeOCMv8btAQ7UbR5#$d9523
z3e`wFW8FFd<$}*HthfEU?we(Jj(<R}%-}#51WUm7e+jN@Md>I#EO1Rn9Sa0loZ#d`
zN{}fLe(dSOzUN}kO;&!92tHR|i~BxFLPSAuU<pxb13!4S(I5%;vKcNJVv^aXWK*VX
zD<Y?*7{CZeBUv#jH|nu~1;-)DE}15*%>^Mab_ny%w_T?`j=%I1nwkWC2Hf`(9jK^4
zG(VTpDm83(ceG<k!E?Q#TSF&y(5r<Se^u}7@dzj3HBKPUSc6}C8;sPAg1F1$#}q}y
zRM7Yci1Bfus10u>fO^#e+|3p|>%d){12iSMp{h}J7K)BJu-IDwx48=ggoN<eLk8j4
zqmwi&a9enVW@{D(pmfw5lDoP)eEQ&<?gBaClr3zq^QJaT0&3pf;Yk^tM;|#q3-4x9
z=roMKYYs+}%}QVW3ZoP5!{k0m>ny(BLZOKpH!RjGHGq!=&UuBku~3#}+!~Q$v9WSt
zdo-vDn7$@|+^So!^~1%KAbhr_48tiJ%KoaUpX^IGYYbhS08D^z%{*n6g&L)T1v=l`
zH8CJkzn3elJ6}7u$Q?9{ij|hx^R8+vu$O>#Hfm@NC8chkJ9waXYqGW#k32Jm6Y_qn
z!FA4p#KAy<IwNr1CU_KG!1kKcleOR{ZAO9A7)6JpXq(RRk@Isu;cJyeQ&^yMcu4+7
zEt7{0Pw-8bZWVA-e~9AgXs$(uh5Dtv-Ii**!agJhz1dzioZ5jLZ$BZJX<LCe6Hix6
z*xh4hzu$uElEe`g(n^>L42{gi&+mH;T84_m8`SIF(TeY=pT*If^s<sgxz2?YpsL20
zZX4HY>^h1c67OO1s^!cy!u%BN<}`wR^h-SL_TPoSlw&45YTLx=cS4T~BNdgyIs;ff
zAU9)-l~S*%*6bwEGTJb`e?l>93+dV1lo|Kr?M|YSv7*_Ylg)2x@t`K7(j;_7^mp~m
zk@;Qwd@*<GMGDslUv|*O%tWL4+AYLPyU1w6!@#@ajE1c-l&@{<GhAohmx-ecW?xqN
z)=J$jeikb~yuHxd_G#@abc#vir`dk=d><=Z9#b}FrZRQ4qNeA)Rl7jYk%+?Fp+_bK
z!DyvPqqAPkNLj9c=?`&FD|FcV6|)<Wr6}#;mZQ)&`O8BZC2Gy<2luHgnPt!I(BR!$
z$}G0Hi1OHJo7n40@@f{c;Y7jjNYnZ|F#kGY{ekztuQU-Vzt6<~SV^h0RPW+~INQ>U
zCKn4_)epx4W;UnO^-XD*HWrBExdV1<Ify3ow7$Q7nGutMYTp0OctWMuD5zFHCd?^x
zO!Tx`r|R4MbWzP-mtl~$dlF~SL|1gaEq!9DN1l`8W;Re^9deH{u7^#h!i+*2NuE^~
zko3su#w%4k(xR5tCmkd}e^y0hBcTpr@$EjD@yMj<I>r0C>Q6q51y{3&gd$HowIkJs
z9s4?e)PASESKHFN@PZIGkaJLfPg-D0VI*&O3%*^N>G)Bx(ZsIHr+~Fl_jG@<rPb2;
zZe(gNI$&h1xM->l7aP9pWYt0^rT50>&WInhKqjNm<RpECN)XHkM8)XF$<pnDje(c@
z>#z&%IcAr_8Yti_R9p!v!|6&mt#5jicJ`!Uqywz!S@rc>AsB&=fnTm)tsxQ6Cr(P+
z7UMvaG8;Y!wh6VJ7S~LA;1ZlS5Hb`<CvO<jwrN6Frahrw`Se-*y}bJg0~gme^p?TX
zF)u)+_x#a~O<s=rhzW!0>h3g7ol1en0zRIFyFi7OJOn%^zXLbl3R2Fj<bU*PZsu7%
zd0_3()ylGCg3l*B1l4FkOp!4bc>kz*s8I6t%dJ_}pNHAF5qAf*J!m*{vR?H#dfmn-
znh|2!M8H*x-(gMSP_T_<ThbP~Pg#ux1|uzuMtbs}QR(qo=$8-d*6uMJ`qg_W7zV{F
z&vHTv*a8Wk*sJiY9WBt4zu6CG^<Ij5sz3GtR$P;~E6?0?63B+&=@VkIGDnPe@Txmg
zs!=6Ny!j$>z<d7i`ld0JZ78fZ<maZeO0bLB*Jn9XGxktKyu*h_&DIY-R&ZSHx;Q!f
z#Yt2YjrUkQk37z%%syRoXls6lxAbAKC=(W#pOB(lmTM&((Im8ye}W+$*<wEThR`q}
z;6qMQgb@Y0;SOx{3v?Qip+IIP4^YoTS)hyNSfD!NB-gypoFBP^vEDlN#sU+%V{l()
zLHTRc4+w0}x;j4alF%=PBOXLI@>E1zr<4Sh_9+Yk@dwu_+&TUHraFGZArP@#qY5-u
z0iXOLDt@zXr*r8PEP*%%Bs~6*9mbqEzu1omK;^G#`4@c33i@-RJw;77v;L4#zpjv}
z3TQ++OEto*q;IdwPube$T7}k2(_|^DMToPc?zX=}JA2Yns&elAA*Ie&vDzAJ!<?BE
zdI--Lp>yClfrSv&YxZb7(l-}xovw$F?sCY$Y}8}>{Wn=?UPRxK{f^hGJ?NE&9>>6`
zWF`TsCjm9gmGg<3gcfj%OL^gFPxAMONE5MlQ3`3^hNI=l-8v(fBwzUW^WBV#sCUyl
ziuK28b;iYyFedM41sN>^r8^(%Y7%ClS&<5{bI}^QX@(8QLaviU^D;V3i(g%~Ln69R
zu;P^?j@b1*X@&XT^5`5s_O3_PhU8Qie|VItM*uU(s%*O=)Uf`@b?Y5Ro7W9b9C>Q)
zd0eJ6+iHn6EUnC6ev<df(VZf#A}Zf{c4?JjndcL4@};_GPIU1XR@tmqFG<Cr3`*V=
z%{GUn(!Avet+W$1dw9ghE>40ZNk0LYn{t9=8J#=&d@&bTm@Iy<ZdM01^;5hXnTLk=
zq8;LL+2WPOISRo3te<(>#5&~14}Z1g9@$)O(paQW_Ot$HBv%*J#c$*I@_^l%!H0gh
z@A0wX48v5zpbSyZ4J9$D@zT|a>L3|*JN--aO&=#@3LKfc$-2$6<3i~c?kzURL;(9`
z<X#DLGwmn(oNk{Z-`p|@`M9PXNB&KxlnTFhi3#Tj8Syit%OjPgv%Z;fMaREdBlUh?
zrO~<Upc>0Sal%7`3@usa-a?QIAeA!6S1#^^dk&k=9wwN4+&GLiC17NECvWXF+=*eS
zM7S}NBGOc)<7>P(bMTxmFF`IpNaz)V#PECp2Z_=MS|{7ok9xQPO1-$DP1oMQtP@4{
zC179VfN3S;9NN`pZpCRg+I{Ek^xK)*bI&JfmvO{cLxNV!-9h6~!858=<2SMg%L2yp
zoTu>W>Bxt_g#rt1g-50|o)T{wL=S?$4!-s-Pqg{gh@iTlrkfQgeH%^~vs>T?wVAUZ
z>QRWhKp~+SmHtrT1}$Vf-Zyne)udp(6kb;qmzB;z!BEhu&qO9K5BQ8n`kBnZm{3<I
ze2+UnB83b63Ko>^gw<{8v678EKsclf-bdW_V$t;1_rBC|`^zym&J7BPvs`tlPwKqw
z@A>;@9{+vC2WQ$TMcMLuZpu<sBvzb$A)p>uwb;I9o3S?rJ0YoEU3TX?yilQWv<AgI
z(_?zo8;)9mfhTRpxc<>8R!x5%qmLu3Vh(mgS}4X*Zf^DR(I#;tRtIDKa-uH=V}VXg
zpSGb2RDM^Z-J)4L(zz3X>l;y87f;rmpuLLoI$l9oV2%|<nY{}2@xNh78dd}0LRaYs
z$D-af;jJXIcq|#FeSP7{bI|-kPBzTXM1Bk{K9@n=fpdHZm+Sd@hZAIHO4E=0gIwvV
z&lmJ<OWOdeZ{Tunq-Kb~0%+YC+&%xB=y7`8P}}au%`hwwNtFt&3vHqZR{ar~^`qi0
z+Wseb3mCa&NPkY4Hh6d`Rf}#&5lty?2)Z=zdfOL}Ox;MBH3+8%`eC`<;&kU<nPz<9
zwe!3FJ=0GH$rqt5?9kJ$c#-n8qoyqA^LQDc_fv2+<v=3AUdLShAot+#=hu_z%>7L3
zXy5jUjL=H<_oI%+#DP6a-1DPKvk}un0d!um#=}A<w?0XFRyRG#zx$L5BK~kbsP%-W
z5^2_obZ#YsS~TKRo)f<%RP(dRF>Gh{L|)Ck;D=pCc}aLxTz33iL-41^w_ed^d?5`G
z!v7k;5;l<%jJBRD*m7FWi-2Q<Z#yl#4i;>M#QGE<U)#Xt2bla`Ht*86AasYSqjqUi
z75Q^_tu;Ti#kaGOPvQF$dd`}tW-v~9y*s4Y)C~{lwo4b~KABHHT>0jnNdXy=f)uYX
zGsc>XM3>}T2(${dBYL$nfZq-7H(v`-Hf{9Xk<RopDplkcPab^r=w=zg0&)r3sQ!+L
z>hQh8Qem?}p}STw;}rl)eXNDfbYp@Fq6@@WB)%HMXu<0u<JF(aO}}nxCRru~<A@(;
zugEeAFSTHS3zHKKRpUPH3(o}xI(Z0=$UYG+%6pF_C$#&Fx!xHx<vDy5PfGo0o}kg<
z7D{Wr1Y#7T{ju?VjNuPK$6DBHn->A*a`_k`yT=n=<0{S3xY7$&eUN${oQ$5>Pl2@w
zjtHyHi}qxWJVtW#3TzHxi7yYoQn|!?m1=ZMGu9(YE7?>0uV1(uL0ds?^w`H8h}fNp
zrGL{>GbB_Qm;9s6#*Hxa(X7o%$l-X*XQA?@!yIoGz{!JcmK3MI5+X-Z)JHGqsDF=m
zm#)kaRi1C3PB&Pg#&bK~gqN+oGPnAg=glsv_bc5phh^u>G!fNZ#1$Ld(ySfy_N&QC
zZ>dq!RBm{pWJj8$^A*nYULkiz?$=k1I!#*PB9#RNlq7?RTT5f%PDOKDRBOiWm=KA^
zsWzg`luvH$E*0^zy$exMyQLrb5s_V_SMOkY>Jy&LPR?e0m6&bto#iRRvp=7du^}Q#
zcT=5!h!tfrb2va)*bB}cBiK_)lx0BQNfyTr@ecVHXWnt<^ig<n)5S5q24#^D8^`^~
z<p&R5TsbtbYrPgLw`CqDJ=JsaW-epn!r_cv_p63YEMV-rS1Q@k#5rE!TR-VYp{}|%
zCFhaC+0Q*M6--gk+mlH-pork>APrP5SW)Ju+ivIv51DeMJRRwjqiCM|+~fk>Y}GH?
ztWL^=cSA5z;~I8|v~JG>m_s^s)tfZ$bojDUf2nRl>S~j~q^SvtuRYvXpx^uA;gc_U
zl9M)UEKfMkrS1pdj9H=NT;{U(oi~Wz?NEh-#*p=PXYQ6!)C~xqvpE0x?V*f6`pKb;
zDO6-}zf9vpeJ!+nbbS$SA!a(O+_1^gV7}WQbmTm-M`mUCn7uxjpON=U|CjG<O9+U}
zV&J#FDijM`*)eIUVc7AVOH!z^VfDa^oB$)xjsTj`2A%+3VH0QGmk-6MHkAnrGqxQD
z+%=vyNsI}L3p1=86FWU{ob3CIZVL2kz?rCn(x7~GSqO5%I<)0o3Ra5QV%(lAl+F?;
z150+7Pw;VETUNMi3pqhd3<9;^egLNY+_QxqL|>XXCKx&_pi=_-CStK-NIl?XbD~~}
z1@3)^<?4Eh^Ut)TeBM!n%JWjid^G0F3VAVs2t&tAP@Ft<!~(nb$H$VkEx_adg2&&k
zzw(E=x4y_~3Men*-;D^To|<ZW_Ilh?J4XcZ)|<^Wu#iAmxOaJfoSAp@3X(aG>cz@?
zrU|vEY^LUUxZKG$#V3j>#yu$!+SpiU?M-(q5OM!|Z}qb}`wNhcDCp7))}JgL0pQ_e
z188X};N(difG#{j+MM{CV1X4O_n~p&Ojyr%c>mE6xULV`F5@(DzfYfbaK32wK`7<u
z@m0eYuC9-~<DpMvwn6`K&89;@*Z!pT`|8GuB<rf0C}qaT!NjN#eV+LD;G1<ix>aB)
zN}~_#9%<O#AU9SDi2hvGgj|tja`fu%o;gfu-dMr{b_V6+k!XLAd-lal!}gPeYtp-;
zKs;=83VTV7L4P?wrL86V7lfvXKLxAt5wfQ)>vO-@!ZTm(DV$XS&T#T6?|0@h{!J|Y
zruZPgoqJ~wasP0Dr>^KT4iQA;zez!=Q>XQnKOG)?3d%v~{r3p?GZOyStL_VvK6in3
zXVL_f8FyCgF9Cs?cy9V7d7;8<NdAh!vZZbE?|$_jk`!;}%PMWWFA}3eE*?%+9r~)T
zA6b>!;!5y1X%L`N87wN5=T6itA=mnf5YifqBpoZV_|(2?gO$<`b!cAYO_@ua%;DWV
z4yakts2LEBRGqVO$u;lxXn)c+aMOc1(~3=#z@1vi!&7_8KUvZ)ed(HC(k%<t{BGk%
z2sKB++fo`-`Hy?ACRy$g1hQroD_VLB7pG_$tM4OE4)q1J0`h37$50%d5-~y9YaUg`
z*HfQ*#yv{bn|iJ=Mkhu%lI}7TC|1br>%dSy1Ropo{zTUQQ^CY`Pi)1&pxt<WC1XN0
zdqy}$)IZbY!(E>xCh29!jfnK2PivYrCcct(r8ds>jGSh%v*JZZvCk?`*k}4jgdC1-
zVM{sh1@ezx-_s;eqtZ`*HP`2C6rD5dmNr>49*k)Dl6mxi^kJYNXPGrh&d$X;&#P^E
zb6SZ*)tZbkUoUYZAak3i>(tpfHr&8lwmRT_6c7z_rLemi^h#r3o(d;H-mr0aOK390
z+22mOxIKXpndsaz#2Y<1Av|IHb*$&{Fj23p|2elU+4EW^P{eao>^jsD(>Bu77d>tB
zJ%e^{WqA4nSboXMk@?#qjRm_ggG*2LxbWnASe|JVpnQ!6^-Oez%6O@3^iyf{ptlq_
zAtK4~l@(j0Yjq9mj*^N^b&(h!d58eUs}r!+(wR1#S{WyE_H_`hSQ``1=4?j@<AWND
ztW(jznF;~~k6clwz>(+eKYfg@qyL1Cg_42^7m-6);1Xt%H9a>cw?Lxb2&I|b!Ay<h
zdpZ?r6QxG(%ls5$X`j+nwCjAqaQQvU54+?@TCD*=QY>(}vfbAF@~D(>fOAD;w&P>X
zE{pq3x_h+u6fO1kq}6u}NAgDa76r}JCv#o|3IqfKP!eF5CAcnF5$@Z^Y<2ubWi)%j
zhsGQhXJ3o7ae6j4L*}K<&ayo4Di>1kMz}L&ZvD>QAXO%t;H@Qp=qkY!V<4pBgj^17
z@9%6rf>z8wY1Xe36_vzw{#LXd6G8%HQmCUeuG4RYG|0~pzOt&VQHW>iF4ZN);8A>S
z*q(1~Vyzw}Pd(yYsUxf4ZtD=OxqL4+ASub(*FDc%-qS|vh3Oqnwzw)fjj{SfRR6qC
z<+j?-auNO|;kqp>Krs|3;mmL=og5|o&dVHrM<V)5urjO8n;OUUfWTQje`k!^i~`8P
z#(~~IX>X^z!kIPEe&75lRaelR>!VDrG2laCX~2P0D0iLv=0@x+YWKJbHM{-7QJiDT
z%F}f^@PlYDbio^RsIKkvoe&vh`rSdAXV1+<BF)>SVwrNZf^eJ@vq|efC4@B3r$^3C
zLTk%>j%?eTmtEMLE0~JK2?;~=g-e{ZkmNZ>p#?7ck$IXW?45T5Z;EN+Lq4oPsr@7!
z3JfQ`mTu#$Z&9laXdM_LXhFTmmdQD1m-({beahvb4<ox-g^28phZ98I@El5WgFIBX
z#n7(uu7m1Ho!fCk4>Rq8PJP+5w&I*#1s|pTG<~C}kJ@_jP+aI_aH%w%1|c$2U)U{!
z%&XjBG<z6cH8St<xOBUyutPGL;~h8b63VfG2cBjoqGolhqW5jxBZ+?jLBzH*U2!8o
z0QG6{TU&K9;=;`b5%^?BOVsVE?k>WUW_^OakNX>QTx%oUdpSxV(yH^_=qMk96K~jh
zS3_2%`__e340~<FykY(E-S>IP(Lb{+U0?fU>Z{$9KcU||N9Octa}h6{$VM@qL$h^+
zS&p!bdIiL*euV7Vyw%Uq99B$SX)d@a5ncS-8C!VfnK3n+JUvBkL4*~JmY;jZzv2@W
z*P?!x9MYZf_A8WB6W@gIoWoJ{#H8`^K^YIDRnI-bk+>k#c&?vejTv8S03%}b%bH9c
zF3%UaUd@8)J&xF1*KsIagS87zxYI@^o0XsbTK!(%<8e<<(F1KWa}BnG3ycl%{12@*
z)c~If6Aj;EiEgH10gbCa7IN$jXH{HVieN+=?<x?^;WymY9=oHy$6b&=486#G(|-pQ
zvC~Y7mPHai-N>mNcCtDatil59w(a@OT0eAYK*vb2l)P)H(bVCkl)J|Fo{Px%QcG!{
zqqh#Y;+3H#qTN(26f<eYCctL5$H*PA*~GWfeHR6r`^-Cs`FyqQtHcG??%h%zZB*?%
znaXHMAKIg*opfvv?>=;TA-0`5$Q|D3bSxKkr>;q01yQvOw;f25+No!#Pv33(vK!4j
z?J)Cw5yN1cZYSR>$*SEQPL)nrX@KJQr=k!2F!vcgwmoxun<u)Y2A625i2?e|C4d&W
z*f__T8>U(-hgVYjHVIO?rS*gU^T^)k4IQ%-qf|Mj^%ypRTOyXBHx(q@vf4j<C_&kD
z`mmQ=ds=mrm?KWvd*0JX@qP}Bdvpv<T(BHK9BVu#92V^Tl5;o*??dmbji>1o1+kn8
zRQEiCi6wDEupcQgdms(EOAs~ASBgq7K=OX89W8rM>pq9mqRaeAjEdl$9+mbmC%Cen
z$-eM;e+kZRW~ESRf`EYcCdmw<|LBbaru8EhP-y{OO5oa9IM%$*z_**n^!2VM;@UQP
zFi8FeXO4R;=*850k`_P#lGl@<JN|uiGbYOTs0%*LP;cj0dR6&e5{WWHR8ax#<(S!s
zL(x_&05YH~e;7~`-JTp_%B#^<(R!4!B!xEtrocQcd8M}65(q}2p9VHQ+Kfq1G~;zO
zCPYW4Uk6vCBG?IgOrV5uD12yoL(A!2jCG8B5?%y@L&2x_{kMql=u^Qhq7x$n$|D+o
ztF5vcEanf;pJ&eGeg!2R{g<*5g!JO+ei45vK&@5oDt%5&s(<w8Waeky2Hq=LtFnaD
zz8FfDi?D(EBG@cd23k$D9m6?_=5rA`k{_s!e?YX*RrZ1$_MCpVKaAykgBqNIZqn{3
zJ+s`n;fdhoVBua8r3Fr*m;FMZfJCulX7|SG3<@7SX<RfqsJc}52qV9jvtNEsG)2mq
zfw_iNc*R@*^$Om{+C`uHEIH@Hq@1|Yz+~4q7VX+ngY_m}RBWN}>cr=K)2q)XtnWlq
zkq4$<k~*=4Bxlu2_CJ#m_*iY1rX;`}6-U~$4xPQcfT8aC_)%OzyO^9LE|?<s()kIV
z_rpz>Q0+RECNJGWm0nx>t!N9hFLy&<7V|o^*ENSZ>CfoDPaadCGyBFpqd-T95Hhv)
z+HJh$K+Fe!U*{|Km3i)p6@7+B7onD(pn3IN#^L3FE1<KY4-0%Wc)4OM^S0DHQd(e0
zH7)quqbLui{(D?F3K7)>D=DecJKrtZ7k+d{BR5G6)`IPGZwfo21<R&QayzTS3N%PV
zxY#`61>W!Bk<uq%C@Id`9F&xtHoDKo(sOqxnIGkVb45`Qe(U!9bt{8I_4TNmtd);h
z5Y-Lf2|~^dlusBoqf%v`R3C{H<Z_E-zcV)~ia-BDb}&?CGO$lzM|H#v1&`lvTm8;X
z7yj<q3$Z<IMQKHq5hO*_-V9YIo=@j&jS_9ey*uH-J|_b_I$h%!?uKEv2S~Cgk1=G2
zeA?BZ#>WjAFZU-wa=@CpCY=IF8h&qZMW<$jz|rI0VF+D6VNl2jyppep2Gy<c(V?Ki
z!*;~UlB$4}6AQR2b09LwRfw+DzPTLCk!(k#8zX%Ei-s()YOng4p;2OCa>lsdQ4Dyw
z6qOD5JoYY<ph_8V*uP-+ftWAe{iZ^Ds2@VovxJY)%poP6Bh{JGIJYXxN*0;faxO+P
zeR>z?tCpEZ3ZlDnqA_dA#P0h0njg_Zk#v^pv>`|OGPQGWY}#FmC7LpLi=aOqw(1|<
z?18=kbYoRU9=?yq@SMvlkDA-0q2Vt$cy!O5TDuX}HrUXN<BpnF@N@{()1zZslmSZB
z`JOQgrS@;|WZ%Slz^X=H%d(l=KQ|T`HP6LuQe+azQ@~sLHlA+Yv5YY?RA*V<ewq2g
zxS#r_P_%@}v)iEwSF|+VKD=x*5ky;&G`yBU;iok>spFn+=T!CiAUAwW-lBBK1vSnu
zi*FL9GU9aIx+%16)kLf&e(uV{XqjRHLgN*ot!J2<qu2GfXB6GTLl<^(l)i_3{6M%<
zI@3PkznFxu=&bVG-!}Qt$rBbM7c8TjBiMUgsPVR5T=sCWQyH6FZSpkDi~PMSa)mp$
zc^mpk2OFMbQ@goeNsP%185l3}!@KO2ro+^i*?qFl)8Alx+pFE^@`8Vr#R=&EfiRWU
zncEI@bp2B9{*g`af_{tBLl&-<s`9VJ^mI`L1;b}j%!))U+0%2==^6R2lh&UT*WXtM
zl#Lm<O1PSZ=+Hc#I+P1b5S@AyERJ4=T#eXsMwx+Q{8oCxA#AVcbLqol`H|rb;ze=)
z?9AS;oVeV7+#Bl{PyyYm3M!#yU?(_5QKkKJ8tBAEmJ?8RGC&_F$@kpi!d^24YRF&k
zRx*Q$i2}i$^F`i6H-B_~6r8Ezb`Beh&hygHNA8YM6gUWef{zJD)%J?9;q+fu*T^g-
zgnObBqn$DJu_t&2d0vtRBbg|=>lhYy%+T<H|L6DOE&kmhnBG3XRexFrl}nR<<K6Jq
zyATiKk(Hb)7P7ZCSxkp9H@xmoZSFdHYE+1n6kD<fmJWS<LB!_4A$1(l%|eHMq>jIf
z2g(-;Vb2Va`qlHXg10j|5!XHJ+){4(#TDGYsWG+mcG(tEglvAEgR*$L5<rI->UMTR
z9G3q`B%OZMIvX#yu#5W+r8mD;M(qH(i^T18^>>OEelwFy-A!vP2Dl0Lqdm*x_NMss
zqb`-#RuILLE68!s9o-bpK-_Bc&0sDWV)YiO+8mM*V+b99S_}m;%|Q?O!1lK|fcCCs
zpg_67HC9t_)x!eEoFyQI_}(H`k%MmJ1|cTQ5Jq+1tBGw*ZX|jrlx~wG#uoAcVS|1F
zqlS$uf_<Q!GP{M2NaqLlFz1uFRcGP}HD?5*Lr3MA{%j9&!CjNeW{2P{N)mJn=S9KR
zCb7T+AHb$XSYb@K@&#__;BCkcr^WZ~GZE8l^>rh~8>LoZs!8V4k`JEADjktB+K3&L
z%mmJCQ;oyc`e3ihuBDy$Wo)r5$uh4w;~%tVgdX{&5+q!kt}o>D&Qo>edQO@CSn>fN
zVZ&bDaBbd#xvCyN?|H@NwGDxl4jtkOcs<0W{)!^wHU({ISXTh=xLYia7t9o~-oyJK
zoM!fAQrl03=|*up0~|}FP4`hQnnuLnW}mC%(-`5Z*y|c|vghC|fJr+tV6uI`rQ6c~
z>X$-juwZ<Pzep97<OeDoc}W{F_EAcB&LdL2Vt7z1RV*p|kqzW>Ac117cp<&h2RLn$
zfNi{2Ck?|Wvn;JF?)!Vqo-yxgK|bBsZJ&kGo#PdeYO+z*eKBipiGa%yz#bGpebTsu
z(lPPB#R;n{aZDArxkK_Ws)(9{IZS4Br^NSCYb5cw98x{Ar;V^`TkHAUOP-6d?-ZBJ
zC1vTGXsaq3km@OpezKLxt3oLpK!IhP`5=<R0Er1JEc6PPHWU)e(z-Zday=yI>sI1M
zw|YDE+>!b#_Y(W6Bln0RGxcLD(m6S(j(Lm>D{8()BEdGbHW)SejKK-Vsv;^%tQD%0
z3Y5Stp8LQer65e9l@6?45yXN_9WI=5A-x=|baXwC{L-SilD*^<gs<+1@HzLI;IWN&
z+iBS!pK?RDigosQ-du!xwnv+oB`B$qscPuUJZ`;~<Y^T^Fsn!_&BM`_d~wwRs9f`X
zz{go*hnv6f>|6IPK_EY`jIdWJuZ!~yr>n_5&HWFrYQFWy=~_QtEcLTM{LFHo*Due#
zQ$YSPFi|V;!R!+ATo|0^GdxszQR%*dH&bw7elOcDZet!iX~ai3C0MBU8{K-aD(5cA
zdDu-DH!y^xs%vg9Be$C%4B36PP@fDHSUuv=;hGvAh)PIr#MeVW!~Kj(R@E}Sx|Qo1
zhWWH!e0I5Swf$8<;8svb40?%iETz+e&MU3$fZlyN(uIB{<?+c5NzKf70aGhWTq%bF
z>J5^igFeFU$n^b>DY5I6j`NH-@ycQlWF|?SXkcc-JYEw+2A`D!kIHPi@num?sA;}%
z(R@Zk-DvD{n;}0*As_!|A&2LFwmq#ir_hw8o5j)blNogvLG?fOQ=pO7_F|^HL~?UZ
zH)tC<=+NKbXepC6Z+3s$jeEvEu1itxz9CD`0HGC}k8ycg0Ob{4LalLe61r(DrU9DZ
z8U-kLfs%6zGvU~vJ#g+4OrhRdS4DJvk4Q>-DLBvK8O5wF5wU1@MqPm9=Zin68zk*O
zA@%J7SWi+GY}^PWLb;cU{zYx*df2dY%;#eGPO228<*9VvoNgmGK~m$7gY6xTDoEBP
zR-6%k1AqM3IJT$J0Jf(-^)q~b7Z(iW`19o~oa2lYRGt3&?p@qEioYR#X}~|fodN#i
zh9-;DQ#GgJy$WsZfhP>+r+9w`^gsQ^`_oNI2v2m(5#e8)?w$Y_XsY(jQq{JDeb4lp
z$Y2xGP98;1;9d+lKQ0#*=uQe7p`1u7SWQW19eszugh<Lc<4hLXyI_IOEJs$9SRg&G
z7K5`Dq+H~sWQQ<Zm7xjdaa2`}{TzD!amvjl-g6nQJytzVzNx@EXYmGwapibL%~pwL
z{(XI=99pjjgrqT&0<VL46hJAabL`9xAM8wtX;(&r!UF%4VhVQdDA;ipvYiF|RDdk&
zIkTD8twYW+*xo0L6TERkv!&LVzrGGx2?Sh)^~#Nbv<9d~yJ9kyE<T!vaLfz!<IR}{
zZNxPB3Ow*8d?Erm2{3fUEYCBxHQk$!4xv2;`QT}+7UeR_bb*g-@>cMQT<Usv{USHH
z#(i}S^R_@i4AXZ%`6}eKin`!ci|>z=YD`u>@`v;oh<|k%&}Xh?eq)WCIpNp3j+tcW
zt=|mRWz2BwW-miakE5;OTXe?Co&{!od6WF{^R|?o19M86IBfF~pOIDJ?9IsJEtMEJ
zkM|8T>IW&3u0KO2$Ek3}{Nx9kF8^5jXklBO@?@o6x05=lH>$f^TvI{awWrS|fD_q>
z$(<vT5-(d3jMgWl*sl-P>Y`xbGL2WnTTI^RU=~6-7WZbu>{Z!r&VM!<_Itu{zy71_
z5v5saULol7bU`>_0mE@H)n-Y!$adiix*%GfbXoB(L0M`kNUrHx27!CDz!$EX+FH)E
z7~uGIM%x=WaTe<KoR?c4Gl9Q}rq1H(jn|~^-8KD?Y8_1!gLd7J46#GXzP7g~|J_B=
zE|2*0HhZ~<T(reSDN6S_e`7}w10N<=UtlaJ@0Lam9Mj*HvNw8=ZjfwX6W9Cjq4;$T
zZ8d>n3nNpz@!{`g3RX2ipOnHrP@Cr~4&Zj*8j&Hj)kKA9#kYO7r@U^(;n^27aJ*lt
zh@o_T2HO>z2Ei5dq_n~hlvc74f}=lx?<BRsDW2{F+(DYT+a#Hc<VbZADAcwiAQoGC
zzqMf=iHya_V*w%%)|A7R`N!i7O3@F%sRL_+?yb)pk-Fhj!znJ9p`2&8!WM^r$a}lu
zJ-$9mHdtU<B~9E?YA|OJx%XYl#lh0EU}|d8Y|DtXCMgGa#zvXY+EauD&chaBQMZ>f
zj;@b$Aj&Z+3UQcYP&`JaM8;EZSllFe{rqL6t|A6}CIUDu=3Pa=W$D*2h7t?S$$fcW
zs~ekXUZ5^Y*!hsJ9n<z0gf;~M*X$fi(3bS~HK-__yy*I<`X)1JUM!Qm46YtFKe=IQ
zzI-V~!0x{A_FQ@G_9w<CD#4;QBM)n0&wI`5)F3nw&EZ06$s=*?yi<dmt2nb8Jjr4`
zU+sj+EV?pCg+p@KOL!);LZ2(8!Q))eSIUFZ#X3DUN<?FuDD96zoAX-nsv;JN2bD-a
z;gHt$G9tVe19{NmqZzkQ;>D{jSry4UO2|+;hN^rzv{IS)aKL4+EWY!tF!oAs9y;9y
z4KDuo97*2~WYIhy5&h^F6z9Q4e~1OX^Ym`O=C>)1mYcr@N-NImzm7-E+`W0($k}nw
z1XAS0O?(37UPD{vc$KLPRP<ALv467NV2wPv3ZIr&e7M_tIoO*m)_5^M$n+$(ONP0Q
z^(rmRU4OPd2ejb`THe9=-P$zE$QJ9+yFg;H@)v~~+}+HX^D-lVAM_(CEYIQAa0gAb
zr-bmQk81n1V-|cdM4vClboh>eVmE3Vmaer%{%kVq`+aV4=?XVVC|cg5izwRZ%Q{$S
zRx|Dm3$Jaos!DxSZxdqKI8QD(RMo_?dMQ<-^Egt?<Iu@DFS_JG#+PZjE+U3li~0zl
z1KHof<O8ZtJtJ)j&5VtWzYNMzH<Zw}y?!vetu8t4X#<bUph8oOb2QyMs6tj;=#8S|
z52ihy#U%YSml)XGWudhfIp7y4PH1>v%P7ImcHVcd><(fx(mmIY7>Re_BBbV1BEU+@
z^iq>t8leW<N0X*~MmBbMgRWa}RA+OQLC11;_NH!GZ2jn&Nu&RP@-P0e%*;;ztSQYk
zpZeM0+iGnSQvP(Dt%$`^(X>~0pZBuw)EeFkNteqc%Fl|p2gXpIk^Q)*&Za-Hlz(WN
z-%hQw-4E~AO)gNU_d8lMD*_LUdOJI2fj5%_FGLutfN@lRJ^k1Jd2HHJL9qra^R@CZ
znZEsua()?uSLGhMF*RaqD~2PQ1kK@l%_wClW&fg+jCCwv?~l<xIrf5-68QM&#|AgJ
z7kIIsELP~HPdp;t$PqK>zC~fRW!gxEvz86_47RGn3`MrYk*P|ye!{0%d+mPE<?s|4
z7FEedx0<z&1s>VaPLfidd>cPX_%SXC%56kL12{{PpVkqE3%%TX!%uLPTmjXxEKV!7
zF%WCKiDC9yZ8t!g`Y?yQmCIR4znh?R3IC^Mlno@NX>VuGEr1AVgm8YYP<*}fJEf4h
zR?6qK7}t=M6<Okv)k_iv9ZU+C!F^McRRLuNpYx0L^%;@ObYt@o^Bppzp<7zv9^nu!
zeY8>!bGPu%3D9f1|E|nCz-k*aEcm(H!()?eUixTM0@y84gr9uP%d|g|s=LEKIej_e
zyJgCK<4h*pjl*Vs!zOa%IQpuwdb!m}+J4yvXG0?<pr7xj<!eXr<LN1$*sMT_EgaN5
z=6qxk$W)g%P43s+G2B5nHY`Ei7HdTvH~XR<B&cNtO3vV;)#?yk8SHT|E9Qdi-q(|#
z9_vWU_FN8GR{Uv#^wULDg)f?-Tw5PcTGYL`_9FjW#yfTCP@bOU%yUPj<**Wmi}uy!
z<x`)IKgZlul$8cH%%km)HfkfgFRwRP&Gl5;@piG+nAOLQFo%tV^yhl(ft?1KSDEbe
zw6dQ2c5f*CN2{|VRU4G^_0O+V3$J(QR~>qnvjW*GYg0dMG8Ea-i_bkq*6ryNULG&Z
zh@>Z|bs$38Jbl|#4>ly6XD7gmbtRss7ZiKRAq_ePi)<~v(bFW5$L1vLbki~9EQyH$
zIO&bbd!@~DiyvGv{b)w_Ok_iS9p1Sc(CHiqP|TULm<7C=&(8CMj`;DMyk@%;W3eIQ
zA!6f<*jU;;I>;oiVu?tnE>B$b2q3JEG?F?DO1%1ERjvzmnWE9V`MIAQ4DR^QQA6v6
z)b?ZCC~nT>LP;DWw+ftP3>~U)A|SMm;(0}W<r{v55psoHt$`;*_axm|$12j`Un8@O
z`dFU&aS>#=-fXQ&p<@YLz;IA6jA-I_jyk6p(C61CY_wTO_V@QSi}(3Bqj~)yCRI;S
z<!zcX=56)z9VP+JE!%`uN@eU|KW2bybVkR7pRq!QB~429Ejbh0=Z7DL#ejQ0IEUk8
z@>E@*6#A4g`8D7FL>sr&F{xtilw8Er^@Cm~18Fnzf61f^v&+T#p-g;8*v3ckRnDxO
zHPA(P8i{;L!hpfX$$w9GF1u4r@^5E$#qS7b@O^hd6b*(vgP^$$d?~n0aM_-Pgy!ae
zx54zkR}?V#*%@VXq7P1pQyIfO{XcO|<Y1gr%o4jK>cU}wZ43BD#e0d`T1pEdXco}*
z)C7vlEP2jCl{@`nXSWWSb}5dDP0qsGOSz4dcw)zdC1)t@1-yLQcPjW5JXVc!VB4FL
zopf7VEC(%1rTD6atDdQwZ*K&>RY6`?E7uxH$bH{+*Cl=XMZj}%4KeBgyHxA+*u2}8
zRwV6?BpY{F3OH&x;x*WIlq}!bCHu%^kUe{Pj;!G}NzqZf5BTfNUNR^TJTaas#xRar
zbWA+DyZ`Z?{eE2O-RBbOA;-%Sv2b&VAT#;O4pEOm)5%Zqt=xn$cf?6^9-Q~*))u(w
z5EF^vj5fO`<@E$(dIuKT<^gp(y0d`%ZaAM!3U~;^XF$6bLH_DY`a5jSb1Vz{QvZv2
zPrWE*9HFv?rpQI9nlxbgk@!<5NnfI$vq$I}zQzJ>o3|^Dmk1{ti56_j9wMP_(maa8
z6Kd>}rlU@Qy%9Xm6$Zb>mAfqaK!z*577(hAlI>F3x34k^J>k-~$QKH<rb^TSN?>GO
z5nF8&BgQ3BkCmnDKhd~fd#peKgdB~5@lF<Fm3Di557%^Sm4<v@k;Z($rDAy$4>Ml(
z6Gz$@4D3D~DlOh{=Mfu!<REjKd!KGual{~FP>DizB!JH=bk)Sgiu&Cf2fWD3)m69f
zUW&IfF2q_!ETV72)3zub=8e<Ec%1=@)DeNGGKHVv{pu%0<PpH`nnkp6-naP>y&<6!
z<#}482WC0PaXtM5Bufn@$csiuH!g?AS1Lc;PO7TbrivSg_ZCAp7RBdewYVkA2#tVj
zHjz2Xp3~9z(?+DyX7K~O`L|QCb4*2icgCEB$joPS-ak$`FY>ehO4wt?$MQCVvJ4<l
z7w(VPv)JJItSadn9Ar9?&FSaHaou~vFi}gEN#yN(w1zg~SzhSF;K4^FDv5EFPs8ZC
zlplHSmOcb^B&D$(O+q7ndNz5+Gq)Y+4X-Fg5w*kx$~^jjSzd`);^Ks4kNMf<uLUp+
zyYakq)E?L9PDExCKDsgUGMP0mlR6{QAw`C9Y@^aa4DP+r%UO=AyFl54$Be0bB@Z~6
zdc8YZ>H@<^rS#zk{YL0Y{q2JrH~C-B#~Rx_M{D@Q9la~lDnl8vs3^)q^~@THdO4uc
z_XlN})2xtr`l_@W?vC8;y4zhe$|<D&{hAuHJQq7NF1VLbPn1N3<EN+Ru#}tNLag4w
zeddRQOdY96m)HFq@>ehv4TvwA#+6Bvm*N!_c5uX&J*`lR_Dk8WjFDI8x#j5g-wn#f
zgmpIYk4Ra2JG$n#J6xRX{K;9Zuc_erbx~@p?3oP5S~|@~Out^}vBnb3!R0rvR;gk_
zzAYGBl!r+3X`u#-)$Z@7s=u+yz5ZJ0#SK$`3BVs|?sS9QB<S%qmz(}@wHcB1CGovJ
zMR1RIkL_wSm!#d;lfKceoqT0mL*T{tJ?ZeH`yVS=A~07+-KMnLHXbd6XwEfzv~<)!
z?ESt$VrIdW^0EXA5vpAi@$jwi<{Pr&kE)jv+vbb{=?J5X#o-^yw%9<bDD8W2ams~?
z()0IlyE*7K`V4+Y{GY+7KLT78P%-pN;tpQ_iH+i4oC8%qe^j|(eBnO@^1Rm|r;#k+
z-xsjW1W}hUpaTA(fqxYAKl~qDg;h>z>C+s!{{sS30U!KEc(yp4xn~-W(=f%;o1iL*
z_m==kdq{g2C=Jp2S5!>@_`evF{PnM<8r`aBi{nQzJ`tP+62D8yyg&H2L1)PC7a;=T
zL$KHZ9MxZu?WcQzChp+xF!#<g<<x1#jX`@s=x7DD#90ss%_)a}rg78zqj77V%h)p>
zKMBdjBx(Iv=*9x|pTX!4g3~&54JymCzL@;Ohk!IOsBs$?-oEsVJz}zpo^7Wm?lu#e
zd|MJ<PwQ&DvNXW7w#tXP>&FMiva!cvfuKPcQtx_>z47-+!}f&<lWshdSNjTY6&BeN
zf_}tn%<GJCpxI?Ef%{_u$Sb!jH=_!nbNq<r6Vg;Dh7de$c52gA%io8!S<S(Y=!9Ts
za!@-Rk&U^?0_u<ldQYRZ-7L_0fa8d$e)7TC$BC&{#{KOA<*RYGc_80H#y&RxyEL!|
zh-06DTiAm^Fw9zl55pZO5(oeUKpD+RCiJhRKjXiWHAK$Gl;^I_e1m?kOM0`Fv>z+D
zK3tq8_;X%Tx$7~E+xG6Z1Q%x^WwU5xrT2O<t8Z=cYCDgkS3Gr+6|}|hiR@*o;ke!J
zVQ{s+1s(@@^o`Hv)exK|ImT7!_c#T`pBX-L%Q=MJCt<T0l&)E8@wVfRL&JJ3^&A5#
z5)`FsRt^CKNSeS<heqk?ak@+TOMTB{%{~wKyO{obw48o@+)rYzqD0--?dx5WYK4IO
zCr}ljE33X4rHU4YQ>1h<Gbq_ORUavDXUODIeCqyz(TzqNjT`CkJ@u2bDRjyB@YOFe
zZlkisxePZ@%$R$#Alu%UxBL5^BtxXKFR^B6K-gOrmF(YcqcbVqEAY=M#Q#PpIlo5M
zSuF4A&C|op{j&g=voZH~bPG5qz<F^N|NAG)>GdB8;*(Efg26fa=P${CLO;mwq5C`1
zMO%~q^e={-j^khDah}c0UneH*k@v<w%tStWU3=BYdaHZ4B+UZfD`ty8nte{OI1?OV
zZz+wwR!YDa<M*sNKbf%NCf8-4<ec7Of!HYv#qw^w)O9CxU^a$wh5`gS-7}H*dN2&W
z1_{vT#Z9&H>s!ld=(vDS{_6T*KAx8SnSdpudRB~g*42#uRA{9i6U9+8xtS?!++ob(
zgdn!K8qub)kg_=7E3>W0EAI|PBrJabi*0^dY=EizGz61?&Ixa0fe|lPxyYIISI~6Z
z{n7Lh%zm?K*mc;;pZTSEn2S?){Xg^GfF3x~#G(u(5XZ3&EXP&77%JbpirakXa~R-B
zd-EI?!28*jyi9yVVitQchAw&srIgb2v6oZKtOjRccn%hL76vanB7rS5SfJGyzhx}M
zV(_rQ;rU9LEl_71>?*18Hm5WjL&FgPTV{tMnE5d5DHs~Q@c)OnHxH-s`})UERMJ4E
zWIPpRCLtLQ$s9r`W0DLfGnt(tWKKkxj?6M;mN8QlB}3+U9>O`sgX8qu=TL9GpU?Ar
zpWpBLUf1srm&3X5d*6HSwf9=<wO(uOw&5-c|F?vPBqOP?;b4)1#c|<G`q1tON>w*-
z9x-+gZiUN#1Z-QcA0R;dY<{t(+k&3EX1Om6o!oyP7LFJ-LJ>zX{epl9e|a9}rqv{f
zL5+Eys#%EtAhR_chEebk;lp~kT!&^0hawZH-7T}+Y$kiQ5+}n}z0A14u-TyWYY?(s
z_du{p_<YS8r%|EHg^67QT%Nfab|Zk1d}lf=dtm%o^p{_dSM_}x=2PamSvZO+A_Qg)
zZI$09ZD)=4N(;kC+gt+k%%dY;*(U4v^8xPgamf$zS*7pbtI|KyzfYOx>>v+gUUo`8
zj1VK=HVuHSQNo$Wzs!FhpYAtTO9_94bIRt@MAowI((zJ;&Uy#3=a3Tg0x+EK{U)UD
z$?ATN-9eXK_h2H3{<@=R7&gF-ZPy8m=Jj`>ty2wH$C}1pkdo$^jHDt#6-g!?-J<-m
zs?aZVlgBo%m^?D+nhcu;`5}^l>slDKvFUqRXj(;XRmcfuHJogg@W_#(ul((NSO-({
zr7KzDC+Ljl1^5Jyt<ZDjqy2pxYfjx67`)?>)^f+yw6|T)_sCJwLEFW(TuD5b4paxt
z4;QLh|4;pu8$`b#KfP{WGQg?5Ns#&^Os)%=%H-60?e*1JkfGGo`g5GgwQCs}0GO{p
zka$RjeR7kX>~{Oom@z=45>dNZQ!cYK>t@Dyi-bZ}+0KS1ry*+fQ~OscYDZ)56kF-s
z!dgQ}8Tye<^vhx1__ThGD+ZsL(c#}9&9fqG;<rekvMR2Or-xOTvKPgVPs(#$s+;Js
zR)vZB?PLB$1m9>c9*y4^@XC##f${DSe%}DS!8>9H;skilhd|(-`|bI3Ef{S8&qqt%
zAp(k9=8K*VrpJ3<bTI-z*F}Ok+b1Glr2YuV%J_XQT98n>2-psL7DB2vXKmyQ>1LMV
zix(kI+eQtD({~1TLs#w;!-?y4=he5q$ak%7kLPaHkYnX>1za^JhfC4&u|fB}kS<<l
ziONLTi3_?U=@(w;F${4JEIejP?|eXsgKrkD9WC2paY-?sl#|!=(>{A{C$KPmK6+cF
z`9tS2Tk&fI;}sfMsA%9q=lJCxEO*59-uA)OpO!8%c*OcLf2(OBUXWtsp&3Th@sB}I
zV~3g0w7tA~siE($I?P^V^d!0TUTEYf#;5*`mGaG)YwoH(9`c<t`eEOKp85i2_HU*%
z!D+<jF@kYCV9DT%I1rM50Z02EUiF`13lPErzy}=u`I6die^ubWBmy87``O69@`pj0
z1^{ybcX!{Ek=4!b<SXXzsNhn}Whe_cVX`o1K!mvfm!*Wq#79NG{`Q%bQc1pm&*)oz
z=JQmQel^1(uf;DRBFYc!i{72MtaUizJK6dV*Xk3UUX%2GdF;z9t`yLg=@c8rp#csR
zsA}h0@htsW8AVK?6E+KGqhVC<vo(jaL2<q08jl{zRBEanKG#L-A^M;NYOs1=s44Gj
zFpkC<cX~%z)yam^qNHs8MSgtK4_V`p1<`~w2Tz3EHQYk80#y3D7QF~RB_=I8Y1e4$
zI7*LeJ6;E?eigb#{eu;%U;^6_f}*1D>Y~$JOq8FHh1jM!LjxM^yEL~`pq~b-^suj@
zN11=*6p1QgUB^Wt?i-zO*<q#NJcN0Q?9R6?Hn_e6gI9k*!dAPrZKf?#X;RoV(owQ}
zFXE<ndI87HQfhBll?kl({n*+5!T<{O4_a6Z&zwJVXNPCK6);N^GyoxvMehtw41KX|
zU^itY-RTX@>Q*oS@k~Xj)6tEva3%ZDR<OVGdoP4&*2ft1WHr(GwqcKHY~e@&9qq2!
zJBwVzOmNa|sKH<lm#o>k5`5IkO?b-+L$hewqX~j0&rIaNg)fW(x%<KtmMIcpHxr6=
zmp|gp6|3<-I@M~BQf$l)lM>nGO31nz<2&WETv(AXRCWJF-b!*`PguR!cHR%Y6*6;)
zo<Uh|%7JE+7`BimEvIu~AG@47>nE!8Kb`M7)1&Ewa~+n-*$$?USga=R0_naBDis~6
zu$7JuHGYA4t#Wc>`I0PXDAb{53s&pTYE*|?eT7#<GA1=gikK|h)Fp0kd%Qs`M}a7q
z_9<LMhK0SWbGL(DsSW=zl36!sU2ejKSMn{ic~;25b?VG7qD7i1sY#`*c;|r-p!{c>
z2N(>#99*tHurtH?Zv4)FZ_|;<_yzeVIC{|3_rjamEuskQvmC@i0fOH!6XYAq#K3ml
zN^!n`;tTFm>cLg8t<uaRp|D92VDk24A!ctMn-nJ<y^A$-wbh-n65P=`WoKJ|ZG#yL
zO?6UtL5xu#f3h{i1l?2}5udz-7+%?!7)h^ks3t;f28t{2aj#ij*W(fK8z{B7dtZd<
zcvz(!=seB$n)<NAbHFaJa+#+!-9hU<Ba?W40@?9IB=5Q8VVfgH16#s!^L2~L(i~@v
zgC8*3x`oQ?4z%N-F7B$RA8Az+D)-^+c}ExA%}H9NC(WkryUaXo%CYjWI8$FQNqZ)=
z?GeSZo4ZPn^r@DEHH&IaW4M|OX*wN^sP#*bi2L5xrup96LYnQ5uRxkDkD95VChBl3
z?bgd!svI>tJIjiM?n!%>Zz5VO*G5-3kVJ==`D#e=dc$yj#p$rR93#b|vMzC|@rUsj
zZ(fmSi(28+Cz0_+aJFI2<|YVsY22!lHm~(@B5|7$Jk&g!K-uMCG~SZMMLj_OZQ8Zh
zBcFHT^X3}UoVZmo1|bc^sIW+HCw4B0RbOf6F&DzgRz$LRQ8+5fYP8B(4s~&!_pRmR
z(Alk*a^mlY=H;YV()b%ahClk9e|nPq+;<}FCO>gm=P@g{k=unZK{HDE1Xh_JDi3bI
zkmmW?U@Og_$Q?{UA*W3B{kVxlMWff@QjCve^tch3B7KvWmW{xt_Mv7R>eI1pZMKFy
zioV&H+mc66=sx(PL_>x2XzL2aC5O+O;}u4y6jQOh?T%GYol2Y1`3UP5N53>EeDaL6
z6&PGK)I<x^cDm>_sBzjvs8v0TBE2)|?aHZ^(KgOOdNzToV{OQ!;qqO}ZSUT@<@xS@
z;kP&-;VpKbGb)wSdo2vlR}^&eX>WYHM8xImbZ-K(Zb&YY9m5g14|NiP?_jIpc!I|n
z0U2Pg!hkM2zU084Jaqi>AXMO?IpAaZ=nd2Vg5bSRQKLC6z`;fAh2+7t5!rz`7Ts6o
z-QtU%oebh>&7!1bW#_gP2>qd5LMWdY1>8TQe8lYilquRqN!n_ZU$)@Tbv@Th`~eQc
zXY?7jpSIBi7`{T+<K!CvIqBLjNUToGcM|0+7Z%NSERXRxLqHCF$EHnGcm>_jQH5qs
z5*yv=tUhsP5CoN}0|8#dnw}2J7}Q^wnWba0o3EJ5lS?rqa5v4%nW6{sf`5SZyFfrv
zm6Fjj?U<0rP8X9#ZQY{p!9~R8Y-sIkZI8k}Ret4OdQf#n@kH_Gh%Xd}R%yTShv|R6
zK+n}>jFGiS@2lqv6xT9IX}kPoAU-9m@wFN1>}EEM7Asth`ufZ*HD^*Z?IotMi+E`!
zO-`Y9{cyWooEFI0fqm5Ry7Im&y|7$is_;a~rJGwRK2PJ&9mVTye*K1FZw>Xs&h)8e
z^qsT#IdMyY^=YYJn`Wr|lx&0R5WXrCaN{A=4_^j<Cw#&eYQj&`A-!$d5OJBY!AtR(
zH(xlHzF2-9Istz`UiY3ok!%%5X+weunnIKNhsHY&*%UdvH|uI}*-lWos^(9k8Imi0
zF{cl1_q3w<)Z`%hW=KsFD)&r0V}Z<t&r}7XaakO-B)#8{gvh8=cjT&+yfp)vIhaeq
zZ+9(o9*ZIxs;n7|O|y7PJ{S+5QsO@kmEY;x6v^^Zt6!!>WX3Gl)8=3)r^kDd4|nS4
zZI7IfW4h?npI(nRJ%^7u75njMe_ScmedPUsWmW_l#r5)@R^a<{KHlV(f7M99`-evs
z4;UoBZ5%=^)C0x|p~&R#FMnGtMEic{o@4{e2m-c!0J86KAPM6qOOuy^G12b!+fkNV
zAsJ4PDG*}9nd}Ovi-vno#}?2BMHF1&gzJgL_BC8BS!v^#4S#F0b$kw2KW0S|yHMI~
zLyNnk%k;u$X;*D*>o%>Sa98lrft#VHIKlqYA|}|c_M?1e@c#RaRU|5T)s1fzD`~pI
zj#XQNLcL9kLd<%K84NC65Garv;Ua&a>%5Wf>lhZT)?wN;4P6=Deg9@dy2}$D^-}Rt
zc*?83p-^T1&#;iIVOd`gjj>+JvN*(Zhg4Kv*Q`w?Jl9ZmGWC05DdVw6T{jZF7;(i<
zTE9)j2l0!r#ziQ~TB$~IWJ$B$Nae6@0N&2`7fJiz8yJy4Sxtvi@nju<hZ*BV3;!dv
zS9pYANs<CA>?E+&(*V5`Up}@-g8;nIk(?V1^(*};ZkE$4KN*`>tjBzk7C!x!Ic_!V
zZT4|aP7PmKi>z04*M5F0Tuh+u##9zX$d<!a`nznNAsy#o<lnLkF#_s-gF|!6WSI|O
zQ^m11Eb~>;*oC;PtD?TsZ|r%wb02uCW7SIpetOE9{N&WcQCF*JZ7$V7uWwE81$Z{z
zKXy%=Le{CifnNSOB&^}_b%uzKU5~oB%zpGFBjS#?c31K{r^uD6mm6AiAl_B_L`pX8
zr1y6Eu?$aUd@vf_g|1<rjipY!;|F%Y+&O|V0OaJ4@XR_vw<y>43IOQuI@15Qe&1|T
zRLTOk1xPBO1d*ED&)7z{^rp5gGILP6aeic*#+8Zs&?5B2gVG*JX1L**(n@6&jr%`S
z;?8K_5}21idu=^i%*KblIHwkARMWY(dxfgp0{io2^&oi<&2)Y<`kKp7c-Q2WI0{Yu
zkzvCpyty-Rd}>#(_X28eFYbzG)Mjl0V@)S{Y&sWp$j58_w*gc1yNXuy$8uOG_I$dL
zi`3nI%hQ(zDjwROxO!BESwV!+%=?tfy5f<Bje-E4>6dgQ@*#o9)>~&J>OXp&?vi9u
zbI)^$&?qS^xO3c<ly~{^`r!?>P{`-$LdnyHxv6M2gX$Z-rKelijifq=4V4|-o!n}3
zbJODeWw?ExW9R9KnhZdx0+lgxCS|YGn7(wEB@<{9oi&1@OM9~sNm_5_OdGKFA}@9R
z&SU=Ft{1^GvqN4V@&v%hZ;<;lGZmt$eT74@*DJIIFMYYh7>7DbuKC@|X<|*2E@xcr
zw4n=9zw8H}-b^GmAb~}?UH*OE9h6~~1sYmgh>_8KfiNGCkF|)6I_KHVyzqTH5KYg1
zf=M-c)O}%@0eM2dnR_X+%*>QqQavv0mb_ZdLzie7#3_v5vcgNJ_?*`q;X3Azp164l
zMSyL$XwQv00+eMiK{|j=B$UbnxGn@wLBp>Vf-2Pj(XHS5wXU>szb21kO~-rqezhJF
z<z0>@hX|%WertHQw4UMVYv`yzH7pL`2X6x#vd##rnILSOp(EZ};a-U|+qdJ=lRWGW
zyQ~N-m_b)9SCuwv7+h|8sCKOVf>2=Wr%8Dai!rl3vSxZbQ%IzCv@Aqmv^0o!nNn=P
zh1+V=W2JHy!-S%aLw<Sj&A$oBR|`GiQ`-vL=E?M6a~d0=_Yf&Xg(hc)h;H<&v`=|2
zi?C88Fl06_+^)U?*QOYl114VTT`JXErv3KRzWwh!(J#G<RqMy5`~z@|1M^-Ce7wa}
z<MVWv7{lW-7!UOZ;~WoVLF=J(7|yL?qm!0rdO}%DKi<l{4G4ODnp@pEbwL)zYJma<
zmVqjh9Na4;QYp$WNI4<3E%dz@v#}bcIcAopc}Iq#!cLorJ5%Bo{m3Bt>uq*-Hxl?e
z1xG@KW3uhpJFQu-t|&<^pF8ynqEauimUzmD3M*EECV9T>#8tyMm&sbdcw<K~K>iR&
zzOjB)IJQWvj9T_t&pET&=w|&E?o4%df|7H~s%QqvKX2=mRJP2F<?9}3&=F1WH@Er8
zr{9`(=I~o<1s3t(wF_^dCl=R?jts*MxhrBmEy`~T6{$YUZ#q86_|l#DW8x_rA6jyY
zu^JlvPhKubWa)z}G3c4c;eCTq4@Fovg%*&<Y9`gtVY}`CnF%wLA>bR*dm@8}BS41q
z9!e1?^}D{%Ij}v`A(Xq<B`7Br=}mVVQ{r1yZwq%hvMd;wV|>hV*n=8z%tc+FM~4T(
z3J1gNb^Nw%xqR@H1&mCk@HlyF-SEXwk%2U17WpN$M7x#z4QRZB?uf6@2$_P8Rwpk{
z&oxS#A-e5rAp63kNB%8lwZZN1{SyY#Q$?Rn<utF}XX%7HLT}z85s`I94kVDEq4eJZ
zcmo~}S+6C(4p`@B_L+-NZ$ot~t&o(XsxwXV2G~FAIg^TpZ6uq7uYL2(Aofd2uP7+*
zT+$uh=!d)ZEX!Y^Hpb9<|Ff;)3rGGzp#KWYyd+@5`>Y!L2>oH!-2byF@7b$=2&|;a
zin?x+J{b#zuYca-&f1)^dBwt<Jya8abLOmkjB0aA>|;4ot2t(xu637?x+J~3e0<LK
z11!YzZaA8Erl=V|$vYYn4w{AqFs%CxPk;0;2w$r4JnmfA`ezv<1A(O7=IE&#+w9{X
zc2jk0>a`6<0Do&ZxHF0$Q;g`*gf9a2|LlONwNM5APFk*#Be0+8XfN2)Y)`$0n39sm
z!v^`!JbN{#LJ*@YVc!Ze-ucl}c(mPhMsy=D7|8vIdak6)p6h*hpEGdyfMs*}H$q9k
z$p}~A0W<uE1Hmzk?|7|z84uCmgIN27qtq0j%4uqnT(}yTSqj|0vZ?LdAUz*|{1$Tg
zBas~4(^=UwRF5yS=eFQzj6z_uU@1l1`UOEdBI>fx>AQz&RxF`7UL+Tp>EJ|0ZqxsC
zQPAaSgKt+$1j$bu%tlMG#%51lD=T#x4y{^AujYdPPj@DzUew^dq9ZGp6jW{|C4R`*
zDRW@q43+F|1gn*pY}t#PP$Kk~nfy6#t`>L?mT9bpe)c~6#8)PyTD)Fr7i&X<6EQ+&
z&<kd${C6u(P0v!Fr;B{bD%UPt=|L}9Xs2?pPNX}8CRIQ&T3&*nHn1>GMFs?@+Cl0>
z-Y4YRQIN8dfxwh67xIJ7hz9;djA>yyaZg6Jgvdb>w>*}!h92>q0px#zXv6qy;eQ^M
z8q_;1Fae}&urdB1KOm`9B-$Y)sl;jI_<|wb4s4?;y05yu;>+&5<YHOd5F6CRX+7Ib
z)^N<=C;$d77zX^V!H3+(AY^}I5TFKM+3y;B>pTPo_Tz-ZsH&)R=C`@<z>(gV2d1gF
z8gI6Ro~CG<T3pcgZ4Ga6;(k$gJ|HggIpy_}s4K45HVM==2z&0x9h5;@1gcXRP1}Dl
zY6WM?U`r(TOc>%UP6mITNEC%vb-BaKwU48WPFPjm>Y@DX>?E4h^n_BVg?L@uDfa?c
z$a^3;!964h?CtLG?9%sg6Pz8K;XhU2m^{_uP9an84nAIi(~qp#;*h$Zv?l2DQ#LJX
z%4VW2QRLB+yI#T;U7k$}9Gt^H?srLtn@5r=o>vN|!$-&lv^#iOb#tS7Yo3b<$J5Q7
zI~->>*L1YZO^OGP692a40r&hQhx@)NChFewtN8(k;Xz{UQ#LN}U2RZd=N`b1@dZGB
zL6%kkTc$QCkW;mwiaPRkTv}*!u4OrEnu>t>hoXl&!#90pJmqCD-KirD<Y$II8Y7LW
z_`|&^HXeBD(0o;wI<9yh)Cl{KRsOIr)4cTP#LeomqR8Mge%C)R`}d&V3Em=+&U6`R
z*e)*AGlDz6{8)dAdG}rY_ou-)p{Kx$v$60JKwk>6=2_c)xO9v}p?*ngoA?Fnc=Ef2
zn6%Q%pgKJ-?~vDA%=KC?pF}Jds2KLaEXz{VLqNtf!(c%6T0`c^)}V89evs9!^>>kx
zxA@IL_zqu!;}H1pXG1&!oJFvWDiQum_?lp?<IVoeb7e8zP6@*n=U<U&EA(b@Y_OyP
zQo!SGB$beSiJpX4N1IUr<KgOHI%-7Wxk;!)401>8qa^E$T9>tlh|9>zvWNJ9z2{+{
zSImoBI-nAolW0?Y8^tVYH={3TfbvS|W1bl~`CR#P?k~8aawHfU+?xDnRvmNX#@h>D
z=GS}~(GrI?=xBimZFfkXM*=TusH!172Z!7Vz@>Qh!1RwpMl*6Zai<L!47ac><9hA^
zYRac%HmP<G?c{pBrunkK%-HP#6Mpq>uJlY!+|h7JkVH6&JNo1bkfVL5bWej2;i&?6
zgAIV;2lNi%^Y4NBEkbx_1}Ne^)cht<-1C*@{7>0SO~>C|QCuU+GvDUf_~62moitb<
z{df$h7Wd<`4}LhdktXYz>+uPRTSaR)eR;cd0ot?GBcX&XnDnl!c)acj%c7T~)p5IU
z%|k4G_VUG<fGHahzuBT*z0FVwkhyhi7xBt$ftj<aYxE4L<T964r>hr|6}AzEhUS>4
ziT7w$u6|khGQ+)Oued41bo272$GVYV&5_v}gHJQ5$w@#Nmfx%cOMqy9+kgFRUxDn!
zRQ`N}AD2C)fG<V3Pe;Wcgn`!=dvZZI`{G|*iadABMX)EC&g?z|v?|#qLsG*{6kx=)
zwCx;&;etZnF@$T5Nn8S9v|#)~B#ICpk17z?v=d7AT^AXBc$c#8OToI~Wwo*HCzqX!
z0z{pnlKQ>kO&#9pr;~5ktz<3<d_x@45r<8D6)>!TQ!#eyEOeiE8oW!6c-sgY^YufT
zj#j|4oWj19T}+S01dyC%>;JGEL?L~s)5-nbg)WUrR%@S=6Ld37wutzLY0D<6D!gtI
zG=|?ECiEFR8T8uh&erz(?aGpbc|86Fc}=ogiCE-B_iylpj;ulePb>_Sh?Ka~=8%T0
zySNw9<J$}Afy9$j^0*sSw0rD7b*49dzw=*UvecOT=`=TMI#AI=2VIHBok+2;#Ksk6
z53f##&}`eYGic*2ZSuM{(q2q*1MR8I%$MK3Kt;whq+iTH?7oTi$fA2-=BSO4b;Lu@
z8o>Tt&+<j-1PB?OfXm<NSd5u`#3e4KNEWYZ*O}%Z724~ejCxVEb25SGy^5e@-40bN
zG0ffiTXi26PW5Tq%+Et&;*{j7!pq?u<;d*LyG@rP9v=I`ta^wktjY<AiuDjgTQofv
z6fkjO8;+A7!IjJV!Jg+TkHelUigR)oGhJHD6|DHVW!ii{osKayF*NefT>oZ(xCk6I
zBHxu;DGUlYh_QP&EH<#6^66v>n=!N*<>9J}K9L2-osSv$x#1gg>e?6LYakkY#9xZ!
zW_M38Y|_`o2v^RA^Ii`dRU@)+OYn6bx1k)Wq?gS<$7*&2-4)S8ckSb345ZU%JlZ#;
zZs6-ElL$9yzf$(2TF=KnA-e*YAFzOG`gSb;I1h_P=c50H(<qfhu9s$!w^W;y^qh8B
zP&J(e8@-OtRMji51q1tR#OR}@wX6{)Xlp5IGT}~`qXv^t5-RSNKt`8`{8+QsnO@66
z7kd%M%!?<O6CRI|=_S1Wi4Yz4AWoU>pAMK{m|LrOyz(lgnDX4E(^}2Mos3>uCV)Z^
z;o4raFp8K}ldqFT9>shl-vT+T{Welz7xGjvZ;~wBjC?(K>`aW0RQ6o9elu~Cj;v99
zdtGQ+Yhi@;cDfJtT=wO<lN7%o5T&CxORAYb!p&C}&C2f=x}78xWtNdgsLowIDoqRt
z^<j%qR*|oToh}Nw&h?eEzP>+_VmWZ^fkM|dQ?LGN7sW{6+p(H}8RhR*MMl)Kpcaa%
z*1*Y-v#g1;SIg>6dM=cVq1x(^&lRt@xG4%Q-aL=skl~fguunmhn-jN)b9ts%7_#`y
z7!(SZ96PIc{6h7FH_72AuA3Pi%C2da%;zi0+ZX9O)xw|posmjC3K1ugnvs|fS&u9C
z+--~-b$zeUE-Ctekv{LHv4M6#+MT<zZ8?_VTbXgP6qC$DVv{{w27Y;~F61})cfYq(
zFqgr)E3tJN#iELRO4?pXl$wBGWK6mo?-zT;;;PcpR;Q@E<OSM%J+;&(^Qoo??mNx*
zTu2~VHViDV=NDw@9tKD;r(gQ8aPHIg;3a3*ps-wc7Mf0dLPfm#DsCCJ*`9m%Rwx54
z?TLXXU4!bOoj8qp8PZUnba(sDeI*;EUK43Pim03vE<5wm(iPru=viojE$n1RUv<d%
ztCwB9sjo&g)RUWFFX*=EzoE<Q@}>%l8Y&RFSz}U74N<XTlxm$vlLSRj2wi)Rjp?e9
zoSfovI+;^#Pqr6gH%jdH{-ImH#v}sH4bfw0j*{~I5$-2_j{Zk=Wjhw;&QmG+z}aDm
zd-2lcH<Rq68|iv4yjYb>(<Xq?sUtB?j67`wyat`KyKpKR^@?kkI;`LbmOHW&c6M5N
zQ;rjtA}kDQSe&(rI*X0Sm<&JlS)~S#waby{Q#3KH#w3q@W$vHnSZ9(7H?#SHsC4@=
zB#cwUy~S;T^b*TyU-2_I(wMtejSc2MA3Wcj)TYeR2qEq8K|ncsZX;tw(hZAG3MmN=
zJkI=5{DaMk3Skd8A9X6pZ^Wa%-#hc+(@)-?ZWGXMkR2xHqvpb!9dOl|#oi%4J(qI?
z%c=|AJ@Fj`=xWBa)@vyA=3^dd+umhx3aIC6Jw|-^-bw8>j_!0_-gpr?nB_|O`p~@N
zSVm9kbDv}-^|1cR2(>onoE>05lN9q6VEP`h)|Pe|yRgc9k9&Z)0HdG6>ZBlyU9tev
zPV8K~H=^9t=zCxlYSkIbeTvG=sF-hRWGx34Q~?_^nP-4iFfZrU0{-c2d7Kb9#)%(K
z9Kh?sBZ>RG0=yGN3_vy^TslZ-e2)iVWC^w)o<$98!D~zQCchv<Q=oc?k1Vx@=$9^a
zS?SgTp4VPPeD5>_P^%dq8plW3@kx33$ok$7s1%Gxfj|re{QNmDVGpk-p!5dXVQBIO
zH*wfQTJMd9V4>8Nt@iLapJwKdfm7y*WScwkz_gmU)rmK)hOD{OVy)FOgF*NdA?m$6
z7L~E_)pcyALc*)rq56~51EbAkai5<8`YLJ`psLbf&e!<X?$x}Zm$dBlXlh7Hkn19w
z3$O7@x))=~;YtNaTT9NRdzffvXChrpvT{MsV&pxcy2J7EJ6G77w<jdm`8J?WE9Jk1
z<g~mU7FJfd{qTb4;pD{a$?qh@vX12=Pb%dT<;==EhxKkgFwlcuy&&PtC%xY2aQipV
z{=fN+XCp{aYjofNWzEyt-9BS;PSGzdF6tRbj!c)8M=T|-G3P8Qk1ZZ5elr>6>IIIe
zI<=|8(@y){Eq_tN#ixNQgVpVEJZ+z2ki*Vv5*^qGLR+XsBPEs3RM{)96bt2xUG3mk
zbWp}I#@<CU!c0W3`ZDOwDQ^y>M6>OD^OUIBm5EIX?0?1H5du6c^7)%7lS>W2P68DQ
zQ<Gja0L=RynDl>Q1qA0BkB%P*yyK0?KR>@Msr{40{%u+A{k@szZM1U95Ya0Q7?=7^
zqs7ZchifKpf&(|+`vCT0+5FfCnyUoc32%Wm3qmw62C#W6q-wdOXk@1+bBu<~-0ANL
zDv~&SAGdY*H3+vc8?=qWa=G5XDDu{6x!$@w+*ouM541&`L&RTdde|DTqlzY}&sgFu
zf|pIT$FEL)6F%FE4o2Lv*f#Xdc8OIl>Mq`S_J%@hF((<y-gYkh`{Q--+cA?yr?Dz2
zpN;wa#sf)@nFOe-k-!?(dE*_>B-aZ<hbnm(+i$$JFW|ZgX+q_v#Bg><(Dy?xK>YJG
z*E6%)k})wQ8pqZb$+l|?L#C7uZH@LArNYY%i^+B+H$+fZZrj$+r-!Rf_7B9|R+r_+
zFBxVDbPw(xbOQh-MOjT*y<VcAI1Vvx7`E}sW!;45TMXiujx;{l{^n06@<L)4Vp6#s
zv3HOYMc?cDUZO_h_*0zjsms!^-CZygeBqKccF8BVarJ9@Y2T9F50~SL*z3qoA8P!D
z1%2v7i|Z^YiegOXkIfvvqQk_%wEaT9O88>}dqKxUm!OJO><*RY^OO`06RHV+h{Kk<
zo6dPVMmzl$Mgh_!o%5`aCllg~%(6rh8aBs0c*{P(dn*lCuLe8szV;lIII813t8(8%
z9-V+3Khn7tLdmAWrfQHc;C&+Q9wW0YWVub~W4lz_{f=TaQkT53wD_@IxGt{s!~1)R
z#=#TUSXd69_9`~2t!77kadFl}Y1cS@POog+aBn0znKH@vw6^&$CBGpExVXKuK%A`P
zu`Lf;aHgMZXF~OTI;3sfX-5ow1C_bup^o+n8sBA+Eqnjr7v$zMVWg#rt;rw>L*Nrz
zxobkxw*jgTD)5&2ddQ+ajnvZ*=kLCe$gZfr{K@OS^x<G;(z6S9C5h065u+m%^V?2?
zX*04Fm(JT}RXkD9KIe3pDo!W1UFy!dYZ0GsxmN8D^5<;TPxV^E)Pi0%WoX#NdD^YN
z1LQ)p6ilH!&<};vP>W|`YLJkomkNegq)5^&S4BB|!;F0zyiTJx{kR23sD~BP=A)GJ
zd8Nk6J~?=cd~Cipld70%h&eIV)Gx#%rW39E!;pnh!DotYlbE<fk#+kxx}1ZoNj7nC
zb~`%gYfoV6gZwhri}5dD!y+t8-flnmD04#-&Q};5>05hW-~4ds<z<1*ClU_b1sQ2X
zIx27B+VJ$xDV85&<wfL)#Q>g@7c-raZFkm1$Dg&zaY%A@rqS3qApJA!cK2Lv#==-o
zy&Ly}OLU$qXIvxHR5G2o*vuteqohm7v8*80joVV#ip!gHoyJG`j>g9fEv-~G4&DBZ
zolrNCM;6^$Ga^cgLOCT~+G13h<~WvuKnZQ_;>zdult@U>IKQajWogu)y|Ss8;c&s2
znlWaLcs=)OVB5}>Gn1Mg$QDo7w_!P>-nE}|nV&UrdUJEdi&G9}GF{334HgJb-X9m=
zj97@ja6g`&tuO18ZJ>6-I#BTh*S+AdPnqflcJ*~ap6`acSMrA#xmk<`au!>xqf}?)
zP2b(EAKhsoz0}wms+88*riy8@46Bd%scRh7jXoLWuseG6al)IX)O#A;YQ#$Fai&G_
zBYEM$1^tx13QCJALt7G8cS7IK8J@YaHKA=x<}l^F?fCT;nz`5}<F!?GQXd>r_wuq{
z>C_!TjdXAIjCZQmDpp=dXASeIFElLLsfsF1@By_CJRW_sFp{EnrwQ01sclKWBe{5}
z8<8BzDmXqtuTivSV>wWW=cd_%)xt}N@@q!lkI!B}Uy6V0A?gWLjB9yk8B&hB6<n=B
z77m;M<~V!!^W4sMy+N=u19p6BBPb^NCw~fnNx&Gm50D_jflzoP2;@+~cUAY1p#Q4<
zHPml8{88`+NpSx~%MlJW{5KEo&)@r}ClPY@_v{5cI4etisPHW&&j2;~v?yM6e8?f<
ztW`Uxmne<RN(DTtrh2b)TOL|tuP5Tm=jjz!9&AU#xS$SOI>fT)<L5B$ra8oXK3G|c
z%$HZVbJhBm<lmpF_jI9Yo-e<Y`F3y@dHa1?QN;UK$NjdMpLudVzn@K~c$m>!Oh+%(
zLlI4ewAm2LO#1PN{1iM>e&#Jyvl)w)Vho`f-WnnIP{x&?s5xm^imnIzM$evQ^2Coc
zI=3)pxiXJz9Q{jrxW&}cnps(T(}ziVAHEK~66hHI`D6%VMtgJm$?VJ0o7DaPs73<y
zQugxSDE;14fayp%q)X2mW|wOjerMp`nW>?2x#TRU@!j=aBPiwuRxsuPf;TJk6KjPv
z`i9p}uZB&mXV&rci_~w)0~T=zKFpCij`<B)7$yAb;z>8=P^CHT^kwI=h>Fs@(qE7)
z#vy9$$V|CNS76kUPje`K9s(AjE;vP%K&sn2SCo_x*9Ivak)XirKQ>&^Ua*_+<$mD%
z;Dx04!WMf5-rny&cV7gLdIc0aC>Q*XW?!hy8ulW^D=?6WY)k^q*0B3gZ_oM2O$EHq
zYl^Sp+9>f(h5S!}ci)5^C((d^TdI`K#q@6*2-n>kxWmyWnK;77gmMe3N2bb-$15Su
zVB*F3O+>;}pFXXA<G$LAm5}gyHLolA$|S|&eczqy`FfwqZi($g48{ap4Yv*XW>!CP
zvWSPBbSVkfUiD2Ej(kl#Pn$mRIrr;%g%_-r?~)UVpQ=H~B8x-5b|_enxLxhcNPIwh
z#@3+Wewm-htza6bljNgtpB~^af90q`VOK14y;rI=Dd=EoV_2^5bH|RxH*}c2nytRl
zC75&5-0<=<y<x||We97Hz8xrL!MXgjO(_*<XEKZ73+)%Zcdr)^wX1~1TwRBb=^H%}
zmvxN3f-$>mZ)4@+4V>7h=VE5nV(y+?<|RK`S+m=&Cp}%3RR?H|({Hp!6urGc9$K@H
z)}$N4?keNa8k+Bxpi2L2&0dxM?O7pwklu(;rT@lbGsy#3&F%Q7_%xnBvxc|bL6yOM
znk72~Sb%uEER7$ZrHMzw2=wH=Q10*Ch14`6@DJkSV*3H!x|bmN2yYQ`x$m9A0^+*(
zQ&@!dPGJGg2H_NzO;?W^!F%AyIW}YMK=urg>wAbKfF}thllM6opvgbr?4QqgKC}`5
z)uQ&3H1IhYgm@V~SO^x=KR^3dNC7K$FVmtpecpLn>o?`NMd1NELMcm@pJ@<5NtRAO
zfGNF^-*bW3CPC+Onfl^|Ul9KZRj>t_)ec|S0*7v~qzwrxGu?Ycw{}+^D*ZY4I5?G~
z$Ae}ZN@lvwbmf6hMp@WqI7RQ0{!>i%5gT(uLBKD%TyC8%XuJ9J8zwBTxexlv27hkl
z7&(PUH4AE{mp3+NBlxkyd^@vbdV~}s4b9MJ)SzW}5sspVyEx<H(1!i6?3XY{o0;&n
zT$p;t@>*<!RYqT%#bq36GAH8XI`xyxz4dqz?~)NbJ#Rcqb8oB&HP8;VyNK2?glH`<
zlWdd4(tU`PAcZ<1s0OM}J+O3pwq25L=V|M}{q4>U*+=(7Pcb^uBDl{OXPaZ=o`$0!
z>0tefBme`eKjdnBFn3?Ss54o01|%9xhL|li%1?tW#6a#kA-wiatG`<Zzww1C_oW4R
ziTKLZ`_gt`<KV#)W<WiFJ?6|m`;Fp$&~BfZ1kl(#R}9-<pzA5aRg@a;#=rs4)ue+<
zpg}Zx1LmK%PKLVPnz(5lv>mSN)a;@1keR5a->vBGwvBGr$C*k};|(j4#X{3u8~xTL
zw+V5CCZ;FTJo+g7^jU0seEM8}nbk@5@7YAb>`(c(bo9pRBg>cyU^${$gEVyR(_O1g
zhutS_gXUGFkEX-Ly#?cy6MWL(v<(hcWg&M<67`>`X~xVX*z?|Z>763Gz0+-%>N41&
zrTZ#Oo{8h^sD|8~hEzWWVj(?E=P=bboy$iS?xZ@KJYFmNETnfWg}nzt(Zd*6N}b7V
z-0s6MdD^W9sUrGQO!cn6^{aLlmC36b$!7PfsbH#b%g7H}trkD*A74bD+|g#2URb@1
z)0)Ix*6tLFhZ*=xx|ou3Ff{=!z=EckD@T7zJoMAMa-xZw6}4DzhUtOETO7mv{9?a5
zHXjv{^R>u<quKPErDY>3s{-TJ;@aX$5%CM+alAi8pb006*z-o>UDn;no7A?RAO@On
zoq5pg)DN9%W5*Zd!aTEG#FX@oiBAVAmWIriwb*q9PG-tbd=Fm}j3}AD6R45-W%TFx
z^1B+jirndC?0K(q0QN!P<Uk$|NPIh8a~km-2AJFOAoQrsyn#bwXNO0IVev5MeDT+L
zGhsL)kk-TE@b`u4AXs4Z95xGZ_;BFGj%Sg(BV2HfHa5%9Z(+{w?eEtlz%U@AZZf0|
za~%tOPAO1PA_QDbBmegcWJ@gWPHeST)l?!xCB9EKBE%6WkiGYr0g3W+@xeU>ZPUYW
zoS=}4_`#>#aUa-eT1_RqDD(2Y1NR~Rx-S}cy6wN|-`}_WZ<<Rc^wGV_|8o$|1tbdc
z{erv{hK-#>lk5@$k`+iM)Pnxi`uok&&9E6c!kBKllU(B4ngFN2*5DKd!Tu)D09^xi
ze{(yCaNkDM(T$UDq4xjO@+XXkF#c}&ie3?ZL>m-)1T-NBrVpU=2b+TffByGlw0sHo
z84!kaDJ+5(3%uHoMu3WH4I0S%1!?pDGwojye+GB&H5Cc>dd=G32VDOB$ph>SA#gkw
zFd8NSX$+rAd9bs_%lPRI*=x=JU%dmZ9uTsjf48<jC^CP)BLjHHKf;KYv4=GWL}zc(
zlL2i7h?;xyWaBT$0cimPu{s9C5iA|NSc4WlU@KQZw&>nq?hnd=*Bk(oAPim;NsbLh
z5~gn9z$3C%{uazXZN&l!J9yz=Z3P^dxN^yxMyp^GIE28y0Z#BSYtR=-=oTFeKaQt*
zenDpH!LnlmYvPXk2$1IA9eewactrs5`s+%tddk5{!XPFe;8z_LK_X-EYaw}v?0?<d
z-VJ-wd~g{5$FBW1!+7&w!^np{-+$l@59|xba>my+`}>Ii*iZh<5RiVRec@EYaqdZ@
zGGQR`JHo+%_y0Y~nqZQ1B)G136~#&z!WV2VU40);>>6nAGU4sX^@6Z19C;ml1{P16
zBCB*ZCVw(+!iF6zJSC8rwaf_&Ad<@mEoj1L5DWjqV+Q(tkJx<ipaD+3M=||Pkpg+t
z0AU4n7EbSx?k@72``gplOWyu%*pr3I2g<$_e&8gct?5mkpWCF0d6PRZaDwNS9>~~Q
zTxV~niSYcntC)KwPzn@z$gy!!4vOWX$u9{ni25?sVA9DJp~Y3xS$%q8JK>E5;?(r(
zeEqtJbFL3g(nM0ku^C#nVL8+&5p7GaenAjGJSLow#s2nN7kgJNxjGPIN-hyNgk#>$
z4v;v8WE?dz05-F!^b1l`fIydfbu-oXwd7BC>7)QtDFV%g#myOQZm8je<^T0iNB29<
z<Yv50vF(Q8fT*I`fLz^4MU3>pFhfvOs<`4W2&`OZcNeU}koHC6L5a8uW*b?z|MC<>
zUF5+=iv4Xj?0>pe(aimqhy1G%=KVKa1K|AM&-m|OGz>gL=bsl1w8zq*na5&>xaej!
zLGP*ey7Y-8R4v>yZLX#6Zm%pete=Gym-NAMgPa=6)#KDgVE~AOZuT;~AA`6<&qAI&
zzAoxBoL@7hggG#*xgOjT$N4qf28;|-e*`&LG26+y!LS@g6kzN9GcAras8kR61LM>q
z59aB>K>d9+zL(H{rsJ=X^7w1G3B5%8nT|grRXht)(}ClCpvm_CeC-Ui4$$UxuMRf&
zUta$o0RWTymjJMVYYz(GZ&`^`H{6?oe_jqu^Iv1|TUP93?{;ygbUKM;k-nkVvq+$2
zSJe2TaIMXnv)Eh;Z>|E1d++CevTP%Pe@rlOHGi|u_GxJQ2J<1VVXxze=GZ?TagR?=
zr3W?89#>a!b>zPwNfYn<CU5ty1va9sW1MV`TWTv+q`agwfiCj3!qjz_FR*YHzKgnc
zOZAH95ixI3?KF~D7q(lp)n`jJMyg6%$<i~L)H-SA=no$iqnx}4To9#|9MxV7?Wc!}
zV0FG<XJa;DZ;R}kSy@;U`gv8LR;b9v>O!Tgw4CM(`C^s3!&f;YB^Ck@X|);h1*UWD
z{_3|MVTCN<wwEqW8E?u=5S3)g-cMOH@zQb+2<2ds$<#PRk|8+HL48koOqt^%ZyqPd
zd?Fg7T~(Z|ZJT{L@ivpMsw!vpre)&0(`p&BoN=*(uc#CJ$OHXGcxC71Izxw%-Iax(
zZdyk*DLk8oXZjNtgbHjSJF4W3DvOFbta*z`wXdn$>y5l;#{HO)B<svA9<nr|Flf+n
zC}?NsOhdF~=Dg*5+$5o}vnjzR|4gr!)$(#8gyj9%oa3Ra6gR>{pO`Ety-dk46xK1c
zz3qd|e7?dLid;QJU_1aH+OQVgiMt0QpzsULTpZSpotWz&k&XLLlw%K5OWAi>4pb__
zZ?AO(|8pN~18&%!$BeI$vFDTR{R7Cvo<mBYx9$;?2=$SUh_WXoPXA#i0qjnT+cq&`
z_6UR;90DwiT|w+jwoj@6O@zd43Et6fUy_$q{PVXf6`~F7snsfHjK4BZI^IsWF|zta
zZD+FMuP-LpGsOdHX26mexfFK6W^0OVcg4Jr%zTq2DP;wukte7DlRricd^7nAviUiw
z_AB!Qd-~SzXETF`e*Ohnj*#_<k@%#p_RlSUo(edRVRn(4*n_R?J*!nDdC-)G(31$z
z0sMP$z`&zkJIH@v+WSA~;eUMJNaW_{1MkOO4_enCbdm5j^1nytA!EydNBuKccl`z3
z!`n6f48=eF_`C7FJAm@}YZ(7-<KDDE^Xz{dMbp91DCB>hko|GT_anJE7Uv3fL5~>j
z`ZvxjDVZMsd8k4IBmP|Z*XY`da{ig1gAa?5XwJ0!`x_XT-S-Z>`{MBLeuUWriF?uZ
z&I8EJ1#5p00Nz3Do+-}1gQEg_kgyEcB0OtwLAt$pSM&-$JOX>(d4L`sfC$0oizIZ@
zPX>BT^2dYp)O-0=7xnpqz0MD~c*cC|q#6$Y?r8L>vSgwGcd_SUTde)O;`q>6kbzNc
zAyVz5zT`<O>#;~4;35C^nuE|68b*d^_sM4r-;Dl(Jn!yb%QW*4&#IHu3?=~^ykTeA
zwGFW^y4E_@%QBtA2}9EB??yCiz5`S0V5srM3F(xi_>cJYx@FdgToHjIH%=peLF9xU
zXg3AHChdA)KhMK(!In*V8e%NIO8}X;dHvroMFRnq_#5iNx00HO$2$&U7G-;6F~UOE
zslfiVb>|(+bHQ+dk+u5G6w^A@ocX?n>Sjqyy8pVc4x9lV+!7ktcNp4C-|@qX#X{68
zoN>dUF=M!;)U;Bq4L1DoT8<jyjZPOfog25lZrFdMNB||d&g<7asT4{bobA?qsn@uX
z_{M^PTZTw_p)=L|-s8f4U6-I6S9`jDLCW78#l*h5D&bDCVCeO7q2}aLWm>3;eErX@
zyR^$PIB4^ZPP+8*kFnGb+_pPY?o0(FhiifJSnt@%SDn(gD7w`yZj`?8f|NUtCGzR2
zoQu<TXmLsD!qZ5R?Vd=Nwpv}4+<50~3(DP?l|GLVUOHPc(NQN7=2tpW2&R^#0i!v$
zSJiJ12jOxjjzs!+lS*LLv*WnobP0_c>$n9?dTas(z^q#lV;3;K<e!E8cv4}*A<v=P
zOzb^g7l!O;{U0qhW%~ocl)*)QP@a~cR~*(q$~MdO22B#Yh9H;IfQJjU!Cju4v5j=1
z^CZw7)dKmQNl0)2P*__;i?W_cQG&><sF%b-I;zLJC`c-TBhWpYsH1g$#@U1Hm3jbW
zEPwL*ZgJ-fdCwdcU5n?=(hn-nY|m^V>nd8ZG4A!7v{4&g9#N>Nb868~2hvmFwQxpa
z&MQN`>zM$w$$5OmdWOXcO;x|COInq%!fx8@(Q^G4<k}-g;+pOPFY2J@Ypyo}KObH#
z3MUdX0epp9801(LgKB%MdU0_m!-tvM4A;KdtCFaCSB#K<q`K*E|73ywd=r!Jd1fng
zTN(fyY@j=;mEKi86G-ew#3Jz6EqcPb?FZ-5QNDoY97QldB8%{rMGB#m(m^bKuhs!z
zG6F~7ckKwUY#$T;@w)DJJm|MpBGg;LV~GHFBR-DL2*fKde5i&79Fm<ljdv#qY6+f!
z;?6so<tYv_f74rM?cykc>8G;NP&!zIC1T?ga_e}vKboR8h85*R^-~_u|9S#I*_Dya
zIT$7eHYSSZ+dVvh+Xa(KrN2mBRjf9Ra5d^H<J(#VxB?=)9Z}~rZnRBWy1T80yA*~|
ztyBglhg=1|0oW}YKmtE=fBGt{5>{wyv^ovL90zV|5^$au8fw<4Y<AYbQ6x}Qyh}9B
z8*DIMK*I&(J`R+?H{ybLI9fB)ia^oe<YoU4Z{==@Y{j8)UuzL<fL<`lg$1?ssPZWB
zNn<t39SF4GUoZKgpMB#8?9J}jZmc(O;rRj1p|izAi)Ays2!MxJ#0XF&;{dZb_>vAq
z>Wl9X0z36P!bgBBZUV5FycJQte{~m_#s^1l#yol8HqLC*f5Z9&&Z7yq^G1`7Mt^q~
zl#e>_qC(%=mH*%0B43h;ZCfV)IY^7$0+?G(^K8vu^Ctgy*WmF<VOE-3$YJQercv$S
zG=k~-|79A{zaalNCSHAS;*o!kcCK5X*Z+5Uy!XGAN5U%kzb?RkrsuZ+kN+Pe{+}D>
zmHsztitV43z78rM{d-OM<3$zmpO@79e_B%HK<-%o`z6)&-z+JQgF8rfy1%$lo*^c%
zu7Bp1#rddPxoLu+f@<!il1i{zSsuOtNhXaJs>SkxaS6NM9z8Vh38hcIofH$a!&UlL
zUJC-JO+>UcAh#*rIXP&9`X7y(yLfN*Eq(f(md9?lVgAq?o|@n=5-La74hg`cW{YzI
zn@~t>Ksj{RXAuCTy4{Vg8bb*$dx3d^&r&*QxICdE77y-*1r*!8HFtLQS>~jy(e1rw
ztFWlA*3e^$DpWYCu4*(F7#NcJ_Lh!Yg3%a)e9)!7q2kg*uJcz^*b>{+zEt~l2%Zv?
zDOTXNO7=Iey(eNa4{yPp_zWqpk?~=<Y`Xr5tG8c@L82mNwmzeOg+F`BorO=oy=c*}
zajd2|^qx*|sPsl&JXSMFWsL8%98b!<lsD&WZqjdG-I#bxA;w%h2|H`ZC!nfNE@lk#
zgVV358qVb$?&w<dIG@K`oHX!dNgQkCFfXq=CwG~v#fzb^F<EZriRmLRr+Fo5E#pCL
z!L$MM?jr8Sq(Cl*)BDN?s2YwtM1gzt6-ZhP!TDj~O&|&2{WF00@@HKr5!V586AF+^
zV^T1LCfX8i;eCvJwjfU>;P}6a6cUL0hyD=I_VdC1u>J{&-0Z)3YDGmF-}wPO0>r98
zrLZH2NtHh=w1qnOP&H652R!p1^7vRaW4pZg6&d!UBGg&LgY+wloZB}3^w@sGi~=U+
zsg{93-)4238_sDy#VkjwOK?C%yFJI|p5j~UclGPr-DyO+^N)o$#^HKpY$5)`p;ACW
z>Xu0uddhqn=0}{Ii%uK3SuEA#aKm1&2ibIXyFJr`vz<~T_X7M`2=xcqh~Ps@r}Qu!
zY4T?RJTrY+7OA%EW(wHbR!z2Uf9<0^@>n-)wAAl9<U!R#raR3?5$OKLl9+`txl*22
zKh+$@T0RKNUZdmZU*BA3LWdjH9pz-m5_6wrK9Qke{^0Bbr^C>?{2B*qy+;q{%BzF2
z2LgWb@yuMm^7vZwc4#vCUHM3W<0+z{l&VT!{gc^BwJA1<*<8y$INFNWE!56eQ#Skz
zVG!xYI~`usE=J0)Os{qrG^d{%tR6!qeoU6?n&NiU8wnI`neWdQxI1f`sjLt=h8$#c
zxA%IT1JCmjJ@$0CV}6^o%k%*m8Tph!*z<KHM$QpYBAc#nXm!t<!SplTa+CC3$+PIn
zgbOt>{VGRsjV57;SkV{hFZet2V5wr&-UagxUMG8&vy0tFPAo(pTH=9qsV=tUrK#l~
z_Vmnp-zD@_K<P=FyXRr{qh4loFzK$ISdSa+IYyt{ZmxP?sAksm9i39317+;|r*uJj
z*V^kLGt-w7;$fnOu+xyQa9T%`iw{j(oP`^pl+v~rT#Cd<zSx{yHG;LJfA@rUJsMlF
z3b*r?Q^??UEPIr!@Z&b;NzQj;@*R0UC|yaK__m$^W*$Cdb}r8dGxG~_8M*_4H~mhN
zG?AsE7TEKk;&Bkz5?<_wNjo$NKE-`ts{Mr>{juii_G8^3_#O2cFgP^M5{hyDv#Nfh
z4}1LFlc1;%2$b)Ihl%2;0jmeNa(jiH%Z-j8nl{q$Rg}T526Dds`a1`hFBFU-$eom3
zGD{GsZ(cgim4iamR~dckE)}M?YK&C09%IxO<6sR&`wIEy&X#&Hcjr20jUvrUt+H>u
zOb_-ZB@U*Cv?T>D390$&;=;xrqK^!AU+BB9sC%AeEAi@O{!+S`?kCsW{<R|>-_QRA
zS><>>@qP(VP(snt9LMy-Y0Q4xDY=Cv`{CWG+3<|RD{5ZkOy<PAdlZCXK{c}Z>I(^X
zidy7jKVM&|kqz-w6emN5Kup{J=B*sl-AlP86k6Nck^526*pL{rU1ypgJwssng%{og
z>4xJ)spve-XeQvjVEI<q=SNn~Rs+HusHewrdwx0xIA%f1+ZbSXUKdhL(<`)u)`ulY
zW`air#Qd}Wn_xiDdWalXy8*U09{ByrOzSqq|L9qh6hDM->%!@2egr{IW=L)1u*81^
zhjG2F2#w6~Byopcv(OFM^sc<6pG@-nm81Ak5JJ*&_j)zKBdk}Vquf04$TT_JdlV<6
z+*p005Y269LBvqRs36u8yf92vjapr<sF!Q-4VQhGYG$I$!Id!b4wI+UzStTu)Wm`~
z{;9TbOD6yxQ`{5egg&Ps9G{<Vkd*YjQph!rE7q2V*!YdV(pm^{-I;#&RlAw5p$~A&
z#m1uTAw8Pro#jGB5`q@nR>kia%bzGTd94qy4eGmTOTKwzU!WkVz6pmzm^sFbFEX2T
z1>bn}6F4$XabpA~!(Ty;TO=)Bz<d5n85Cpxr3_^8%77fN44x4<278<&-aVKVuVGK_
zBe3_MPzD32_9zEG9=rvL<M*oKcoK>KKOQhp;xNaP<v^}5*HHBdM033BZ>Ca@uTH9m
z1jZ)?qb8M5ha28dd{A!j^y%r`jtsH)GgE>S9|UxCnWto3+pxT0WQew?EZ~6v2zwkr
z-oEW)ZCfip5X)T%tbs*qu<PAfd%1!e==WO&O31f){OwK^NI!bt?y$@Oh3%UwZ>(}P
zUkEg<5VQ0Hk*b?T&0x1IYc}U$INrA(FtuawGJ3kTMOB4?cSZa!5a?}{v}>6xiJ+OP
zvHaQ?o1K*|MBNB#1iKN7!xq~iP)HXl+!JRL+#tASJQFr1iDKJ5#0!x4<K#Hb<fx0Q
z%K0ErRyU05!EQu@Tkr=q3jcygqyo2#M?V2ML4L$i2h}$)8!h?hYq4|RN67YAh%78r
z{FIFyD__!JR7fCYiS22HYZKFRYT>$*?ly?N^<td-Jy4t*>>Mo?h~<{s0@%B#&bPZ*
z3~|!OKA~pNp696AHW8>uK1vP6YOw=D{psyV^XMm`&+gXZi{nlO=tSQ)&&|a;jaL}l
z9uTU2WsGELU0^Z8N@25pShXiVr78E#6Yv@D@l8Azbn15a$K6&B#KbxrN2}%!n`zMk
zZ?6s_+D;Zpj1RV%!#V<2kr)F>M&P6I=-_sN=EdhXpGdDqu1>uJSZD?aE0=pTi(Kq&
z!b~09oQDC0IW2yI{Ab%w3~$m7Uu@0dv8?z3{$PIGTrOo{)HJG{6o1I-oxQ`^e^Xrc
z#JT9C5@AaN8NqnkJdm%w8Zvk{n;>TdQ$+~~9Qc6W*#YStFPZzrr3fy5kvg6^gD>#B
z$89=(TV3|yJ;GNY1VPj3!i9qs!*-6gVSOEh4*ms~!8{*r1*sftvkrplvJadSdQfij
z%FshD@0O?n?zKMmY<LjZjQMOqvpSo=RSYfbTD&a+9U*2x*EV5~7D>_|J`16vcO7hY
zsV%GhL3r5a<F2wYOkz5S4S8(2Fbb#F2(iTxe{Xy4VUgBL(<-OVI<myqiim>IZ-kv$
zkTJk$j>F5o87r4~b368j2ExK&A+|8GE*JOOgo|iLpGQIDy^Ex{9VZqv*A{(uha#*n
zG(+*TK#AIJkrHHe<d}=VZFEA)MvPZO=s9|esWBF4S3+IIa~u`MG<}Bx<8#mE^T5=*
z^x?IpH!tBaD8_^<70QbYb$u(=(Yx%Cx85E5q#O=T#;L_}y$u`n+)W}a&ZDr<^^kcv
z5M+Ye?uY3@Ca@Nx@iMidk&jEm7{9lsCMJkK8Fd<6W9b|&EgE^|mXPyyPBbS6%dCRp
z;|N#EDS+6w_RXX^g2?5B0#;<qN%^ULMs^kqyT(8}jdknvQ1O&V|GD*6_C&#n2u6*2
z6I`o|UiWStIp#$+=azD%@hzsi4u`wga{XP3m*wQsWgkORyOa^#1-_Ke)}S1RVx`aN
z$>?vFxe_rZ;x9bp+izOyI1Vt7WN=E;<e<r>Hvv1@)ghIL@1=PRQ@+307v9S$r@=9P
z^!(U!g`HM!BN`=n-gi8FWnVI50gJudHhOIHT{R0v`BLoIme3HnUP(9i1&x)nkwnx^
z=e$9cK&6gyjNSy2b~xV5s4~AeM$2H>0s94%#YjBoDPZ95C(dIvW^>pj;S&!i_vT#c
z{Oa7NUbU!tl4)_Ihhri+DQd=F2ui&`F&Fd5I1TaUP3RdRrn_OOZmcyV{|{+z9T)Z9
zc8!7{C?H68C<sUj0@8>G2uPQ7=Lkp-IY<i92nbS2NrQANjdTtjL-)`_%|5?D-S^(l
zdCup4-_Q9&nPHegC$8_h)>_xPTt2QK`^5!EI=+F)3iEmAXFIOua~HLINg!<nfIH$n
z|2o=*x#KsPS*Wc&ecly&=bR2xQjP~@w&jd|n%q{(`5?9pEGjrTD)5pYzv!!h>}t2;
zGJjpk?8SsgdDlJXkw#6pQR|L!hXY4xH*HQjdK=W)XV7y2e~n(b$lXwIbeA9UHjS>a
z&grmWy?CvF6u(wNUt5Yk_)9&4KhuVA%WX>3{Y9KI$HWbT?`1{}A~9zw*mUA|ZK%S!
zu>zLtfOHg<aN=bX-`9}3<)|)b^1KasvSsPH!I9$4QKwt8dS%C_v|Fe>06|rrmYEJd
zcKa9#atqNf!s{h5>CZP*y)Enn*4n4|cOu3r+hRM2Ed8Z@HG>}q?47G%SRgp~rW4|H
z_Bm4{lL=qc#oX9)PLIYi8KHHa&wk^}F=%%wR3ewFXX|Lo!^R#8)4xGsj-TbyDK*zf
zzO*w_l)pai6&0J%$2B({+5x#|DE5>{60iDkCnoE#0wd;g)gGcZH$B6=?~NQygOx)s
zO-!<9f7S=pPQAF)35K9Yc^(cBY=Sbu@0CW=BzQQBiL_K_FyaiMFnSDY2=Sht;h?u1
zMQtoU0WR8tv9Y;1Fa7sH>{Rf;V$og@$GtJmy^PVLycf96w>ln=FftjR`-6s&WMD%P
zBaBU_JGxU+1-kw}9FY<6CWnW6JHs_bB-Tx$aQDDZ&l|ui@Uu8hCUkTCxaixAPKQU7
zMNxtD2h4~bWMlKmr$KDOLNGI|r#)egZiL%-teA^bUd|z+R%qeCG29%g?@PFTZrJ55
zwd5n*vHyV>4fg=a@qGzS`U9+Xp+9md<-igmC6IF#`QTN;Gv`s0x3nVA3`MweyJz3b
zc~yPh#`w1xo><G+XT7)2?=%<Pcywt2Z`x`(mj{t~exS-pXv5%Bs3`WNxgkln0L}2G
zh0nO9Q8zbHWj93RO`{E#%vE<R9y;&sD2?)o*kLTVmE}xt-QCP1Ht!=7$Rt<OFiuN1
zJRa~S1T2!=fDix$&J~snD_mIAtyB#Cs^RV9Tdp?tggR8CR;x^Y4a5WVMXvBmhKiBG
z#l&`T_OfA?j}~_Q!?Lj6#|S*HF#`VtLc>c*ISZ9}i)xQ(`n@;60lw5x7e(SNRJBhK
z3Pkt;kwBsU%Jcbv-VSbEECNPJ7{}}!Ovd;^dES4;o*j4@9uu&6yO^#i1it$=8{z(A
zYA)0R*7roUvOYB2F_hH1YRWn4<FTNGs*$J)!xz-h`!6Vd-EH8aCe%>Y6fJ0A^YZHv
ziLIJK-Ty#jmnQyAr={juTSyS{Wo7}S%k%=-1W+}D5gG-a)tABC&08?#t6O98N%nof
zF^ePq?mV*va=^R}IU%S9Y~Ub0(y0GInjB=;i#;d>e&wIYI%<C$`G;OAH=HNT2bJw|
z#YgF|JhdzUmFTFEld^b^@ui#A&E|V@e9^;vZz&iZ#WRL?IUb?4do*S5JHLFJ^tvc*
z0dQ+wHuq{jcHIZ*q`#?*WR-pW)l4l1DtT}!R;%so<UzV7K_0IZ;!t58N+5YuB9YjE
zWUDuY**t>OqSOB@cPKgDQ52Y!^5Knyj5ac-qz*sSaTQSx!Rb`4QT2N{d3DpXs5qSt
z7<knqJ&e!pD9`1Z;M_AEkk~Z3WLM*+2Isfs$vx0_OuEP9Tj`%MW@y8xttvSAc>Q(Y
zk_D@fAV$=9gFF=0QH?d^PNI&FP|2yY6M?O!a@}01|E}zqfQ%pNA5Y*}ZmJezj2B(L
zvH`Iu?PJ9k$k0t4@G4sx6D)%?T$a*3vzfYWe@N4K4v&<Uy!jHYD)aphRzQ9Au7x$9
z(YOMpSwQE_r258g)DAfi+=Bek$h7llW4@mPN>~2fUpp&*yK{m2q7rxh=-w5;9v@UI
z`5V;yB31wdjY84Ck`z#2<yYv=+t9y_ztWtb^<?7B@KfUE$)k0Tw3RyabumT3_U=ha
zts<O9u52O?u6&Tvdw8-}Np|iq$_}DQJh$(Eq0tobbPm$_R`wCeF{Q-mQSFu{2eg8$
zC<Bx#sTtna9$TLBM`^1T-LH}rz)zWu_sk!Tuh>rLfojcv0$>)8PHM}wvkK7NiBP%0
zC>-_+kfGk?z!lT~sCw7Sg|4F@fF9xx4g(ql)QrU6)_8!j`jdDDgj4}?2{1Bw%{@_k
zsQCEzT*o!myUE7-rTjmW9~%v%f1%M&rC$YDA)nPI|Lbby=ga4BEFrsbM?%T0U%rV9
zm?Hof%QVtqbllf`q*@GF7%#1ZL_o^d7`LZVIPHIWl5IAR`tr9<*`B8cRg8~&M$9%g
zED^QiZNF!sIP((}^&A7UBuu%a-8OufY23~9TJu9>AmQL3cA>Xc<a|pL<<KRq>6yx&
zI}hzar#<BHnPvndQn6J7=yd_MGLxtw_CmF3j7xmztD(NZfM1hETM?tNTQ?IdEx9R|
zE_uq<_6f*%jnlTgG&IUkUGRz(W73!Owu3ME);JZ-27Zk}m)*2pJT<Vsfq|~0rhq=k
zmv^kvpf2b`RoQOusk@UuiMvoYCqkPxXS4cTY@%+YgrzbC&m+24JxVGvbE@K4f(r3T
zr%GTdxYC0UJ2<L$s^}Pl^3ob(R9xW44X}Ev%ung$;rm0fY&5~tSopGENfp`wck0sy
z9)QSIKNIuNm}<&(%x%x@`#RfWLC!PXusxJJB=>#m`BYUl@O=~U&+eQbWP$JZ4t+jR
zdn25THjA(Wb}W(u%6Cc3WrQc@;p8-O_`#k$CRcv=6~;$Dqwxm&sZH3=Rgq6REB@eq
zwO2qO=rN|#LnwfcP8D4}T>0Bumt4wU07*&aY1SBH$OquZ9p?k#T-m|ntAC*ZK>}3=
z%hZI9Bbb*tb@P}AaR*#5wE>WV9#rX7Z<U~DJ;M{~_DIEXYe0;>!vqlk+wzhG(ZAyk
zd}?g@5}4`}MOMZ;lz_+*)eZD)p@TEZ$hud%w1&#3?}Q{G&^*ao?zsKH&s(%pQzdOG
zqMMkF#JVJ9Pgf(LgBA3_rP^%@K3OM>ZJ#=VEz#Z1<1Z#p+AY0B;c4+pA`#CzPLN)9
za%P8|0^eX#{o8<MTSu=uBz_C=W$!AsQ(d5TG5~TB(bVikaVdd=wuOASF`lg4qDZa$
zE!C>Jy7tAmCPT<QBbF%dQ7Xj-31V?V$uGJCR3KqFYBRSEw`J}HjV19f<-Y97pw9@|
zR^*+q6_&bk)dwA|r*CQ~kGh$z*nhq***%)ht}Clco^rYP_H2d1_r9NqBI6?Yd+uZK
zj{Om|ym}53O2oUPxhq4^>%*gQY4O=Qje0*&*z&!P*i>83T1B=}=j^GZ%Hy}=`3ByS
z`>rcx)t}nPJMKSv)?E>^D|5%$<fGu5wnsw!9(`z@1D(xh6i4aj2S7+bga@Zy^O!5G
z*7G>k=DLO$a@)$bzI&?cxWsQYSuqq^_if6zPIy2B_iYa3$=o8U;?+Bx1BUB?3@mS!
z@ruUR24JmmP?5mX65Li+Zpu!fHSsgL%9XL^Y{Yci6n|;e$Z>s_u_2k*MZB-y8hsF&
z=RsBZ;$DDfgD+pLRZWdn*f8Y^(TgW&B*bxP9w#@-d~s!<X>|K`;ew#h40K|_Zng#A
z$`#LIV6j77=&|B6*sf$tQWj_Rx-daYocuUHEfL&cBe7gpIou(%EN0zDcHB=)YLPDS
zNigzWw?*+3f9lcrOS^>E=9jI4=Y9}I9p8s=?5IiylG&u~UGBg*o-k)to^6(J^F<jE
zM}4JS7^j&|a~J@GN14-h88DsVf}i5c-0Bc2VnGDK&NzL0=k7Hh>_<LmHM?3I*m_FW
z=(t$6IREy%Ba+LswlN5=+LUaDuv?2A!NvXwK_<EgQ+UqUpD^Z@C*})Berc$h*B!HC
zsPUgxZwO{jIot0PVe3h&_Y+0(%|6j=9x5R_RBT8dUzEX&5g3V5cHDVN+w7m!gmB)+
z>TZw%J@}x_Q=w$ud8-q>W}5<MWdF2f)~-R;Id5Gn7};{%yJ=!9Pqys;xNCqR?6A+O
zjjH;cJ!867Q^M{Gs4d^eGud2H2ZjCIP!~NDyIhd=o2SCh>77ajY2G4Ku+7EErq|PO
z8pbd6-1&p1qK-h;skhA{No$0dPO#sedjwhA)~yy4D>07&Tb(+M>MWy6jWX6Ha0af2
zk0b#m7Y%iIqUKysLOhVp2M_>7CAT46lQ|Hm<EydqMeZ|dzJc>ywheF4=t?J~ZWJIR
zF2i(7{sWhUYXSV&W%&n7splnZk4M2X*Q4@9S^k?_hfS}1MDHd*@0v)H1j3?mUq~{B
zM`g2O#zhT`e`0*6($!BYtLBO0HoQ=2=1wk%hUZ?Wd>35)5`M&_um3qE{N3ASDCH7&
zsGQyE#5%%~MiiMY595;nqS|<x4&}Q{%@S%78GK2T8>+aaYx9b|6~`)N9!);hX#?N%
z{R?eFr_Rb>R1v1|_RV<QeF?q1Gwg%a#>`gwJ4Ze@iL~D7&*8uPh7Sa_#7{9jq`(Oy
z@k9?>&y}pq3op<!>pF_^AO9h>soeog!R6><oP}*|H&G*OdniUs;zRa@{XxYK56vAF
z4(af*8y#pw?aWxTUiJn&9WMHQcjB3!%T%QYCoJ5Q4@WFtF<{fj<|$*Pb)JmKeW7$G
zmg->Dkf-yy+2TRjGkH3Nrf(n(mDyovCtoyROQjF_s)gA1Ld2;Wv4ve!d62B582Z5l
zaNS{*z8oVt;*&#s?IY5yk9?n;cT_n<bsUSBya)0S)NO`TA7?1&o-3bu1R4`;Y4aI{
zCO5?ice)IC++7H{`0mSpr2ecpNJo+`(6VNp$Xj5ja$>UW{?x)zEYB#E556Ok`3kD+
z*hIVU76W5Fbl|;RcG%LnYE)#ud$0UEZNXX}<j471K*{rVqi(4WX*4Nbm2Px+h>x_f
ztvc-M<yKK0W$uxybz)JP-Da_hoU$|pydg4pg}hnrB$we<_lp{Dd*Vtn2vKGOOS?#}
zQ5(j}0DwWdmH>8f;u)|7aV$<3iQ-vX^?*a~>{?>`!>T5PeFok|fN|v7W`dF{|G{M4
z2;)J`kfIo`8Wikn=Onp>LRS9(Q~&fzUDLCG8<va#O->XIV7xSSCfM>US<ukC`5SE(
z^>P9YY@IrD00m+|A(FCrRw-+A&0wU$f@hs9YapC@D;gK&tpNNUY3!QvQv=EayMhlQ
z)$J)P`Y)SEw>X>R_qyz=LyC?j$WGhT_y}V@ZVw{Qjam`1XRxnZRNGS-3g9I@(5;%_
zaf!O7wb6@l*Y-B3dIglI;agdcNJ^Zl>cfp5T0)J|h(66WaU0HhZt3$zA2NTy1!nG!
zdKPZWJaj~Pzy9NYLxp7g29v<p;~!Ls_2);f6`E_j39NJZ69))5KeJHK7@(aiP|V(M
zRQYRTJSvy%*XsDJM_Cy|K;GXky@pagjJ2@$#-HiNI){JhHJ1OrUStg+q@lc)Yb=4g
zMZ$kS$R7{tpRefqikuDIe7vGgpMTcz+*JO`nC-#>BX}Rt9PKUr^>xSNHQM=8sL^<B
z9V_}l57ThPw|Y6ol=9kcmeFL3e>3&KTkF^C-ZlOHN2dXvDgWR5Yf$|pkf;4C5*YoT
zno1c6)M9iXV3U44qd5!=;q^rRh31-vBtIi@H9Ers@_>Hp?En(~hu*HvIax%%C_6;2
z0sgm~Qg-=2ild=MwN*|P@av;nqSt8DhUr)vE72oZ;wd?Pn5m|ujV+~#?=Q`FooglC
z(=&FfFVPYoE7}+7FtXAd+J11gh4*vQi*76q-uZ*^Rf=t0pwxDmfGUO0(w0gIi@9!v
zHV^k(U#c0~4lxC-o1D%c!jB<Ez)*UYz+H|<&tjfu;)G>D*wR?XnKYl0qJ786Rt^uR
z+Rc@gVWE|8=nX~ZctZbaDkn=5=g~vZXLiPa^cSqxEd@>#CVW;bU;d@~EV|b2Fz&Qf
zuyw+V3F891)ds1~X1w&5hx}r+3e#&Y(UI~OVW;l&T<(NNIihk*7CMsH0co(>&EeI-
zVNxNT1-hI2%XJoQp7xoH`~|56jIL7apee#7a{@A2>S)P65AwD>j61yUV-*us(>%TJ
zGBfFx_VbWb;2-_7)T$rW(4I~%dugXLEpaMMJIj7Nj&>f9XH_dq=hl^G%9}kckhZiG
z2Hu|5z;TD^-3Ti=qv3Bp2gvqc#>?ig=H)lzz$Omlb-ghxbd$xH0ch|1yMG$5-|wJ`
zUnaKSbpu_R0#$R`uPyYZzjhV=O-=xJM{5TdbIj}lH&26;jERbhWCxdLPtVi*tFQy7
zhNQNHBZ|`+-N+7^B&3b@^MP$T8j-paGh*aDLhL8H&9xu|&5BO>ND2RK(RvXbEBgzQ
zXz|=iyQ}(EPb)G{@2T)sr0#6h=)gDp%q`6lQSAbQ&J_;WIKDr%=D{d|lF*fHtqFbT
zRfo~5wlU-#5w3#~xHiP+J!7j@-JAL1O-H>aM&*(h-O6R17{?ii$N|Nhe6&0azUj6#
zSIf<+lb{q9rdTH*8`hI51ZgvmkL(mE^iz7m&_x2U-uck{)IIUZNK)}ytPR1wh-F50
zR^fEhnztE6@v8z9LGw2B`lF^G%|H~JD)$r>-1Dar{TjjjPe=N%=Jk4u9co|EujHZY
zPwk(#9l8kcYM|_YHh?5Hd_7}?(x9)sw5Y~j_ZKGwG`hbw1)%Ke<vhQcB0rpe^|Jq^
zwY@Hlf6Cea<yTZuyr!d2J^k;Pan!-~d+_}4a-zj)2UbAJ^gTw_ht(NT9Sb?m?^a5*
z06Dd)V~}MYA7J4I5oBE^U$apgDMdbiyw8FRw9S55ZCL>c0*pM$|AUkI-;6xTfRQI$
zqezA{3g%<OM~ekJD~lH30<y=n>bW6Gm4IiH+%;YJ94a3g8i8&j;{}&~=td<=ovo`6
z{?vvg=OiV5CbFPiv;Ks~W{<SNkt7gKPRkw)=ZZVwWZ&W9VamF4J1H)byi@PEaM<S&
z*H$xj>L#19o{LKtTzCT`C15zau#s-r;8h;W1JCh~LZnA7Rs*D5YoThQ-)!C|>)PED
zTytaB{*32CN@3x<7UphGKoW<G|0VgM&2cG^kD4WlZ*8il@A}}0h%8^=;c1y%*=_|>
zR?aR(hexgony1F=iI-_&wo=38l}YW5?^6~^zZY)yJ;Rq)kK&6JGP*l+M@GBa4CrDB
z4QY!e<T5~o#vJ+d-ilX4hCMMA31W(lX-`I)#*7a$dfJ{`d1?1a5wmC=c%^NAi5IA+
zT?_DjRyP-l7jorPOrfnX8eDP*VVBQeTzF#9KZ&(J;Ml=Fy>$Oo{M(XeM5l#s`USL^
zzQleQzbF@r23~n|pkw=2Rf*9>vi%#yD0-ItOB+T(m1{Ma69v$LkA?qlhU!n=Cl3ng
zpr+B~^ZS2jkg;Uk@S~Pt*Mhcs_N|Jh3M>Q+)@{>&GA)6$F!IrCQYEBYMdlx3LAtcU
zKFn1Kv3xW!KGPq&;53>k?sq29mObIdor08%adW?Ns|qo`oQm2hA{s%8dP`830s#++
zv6PPi7w3lZWcEJ)8S=T0n;Mezp+q9^pXe?Gb_!zQ+Uy#c-|YsVnHxU`M1C^h$9Y@c
zs^Se@={bd@8|VnvtB02R!R7Zo-t;HLK%Ax?`T2@LbUV^ky>jOrMdKt+vz$7QGfzSF
zmlC~3J7W?F^xo;nspiM-7xa>4YbsF8ZQ*t^x@`be4Uj<WtxrU4l1Y@7vY<t)^cQOx
z#qK1kJ9hA_=8{L}{^|R<552dW)~EMtOFUqymd9>lTb=ZhG!peHVuHxZXgQ`>IhH&=
z)v!=`wXyR22pkP<PS&p_4@>~FRn~+&N^*ZdQj<yYUH%t@ssPmZU(bEkHKTYP(0yH#
zP>BHysFH%(H+5}o23i<()L{tFh<}3)HQ;AalpG3s{z-QLjLyGmA_{&yxW45Yo<2a0
zX<dgST&LLlA_7V9a-~VMEbsk!NP{Q-%}W>Rfa~lv0FAXD|NFXDg~Yo^yn(A>-;l?^
z-DJVPALO5o>;L1+z|`iiN`)$^f0tEYzYqfo1OA`1iAl2m0z-M){QpEsyojV<&`AA%
zI8FY)p;0y-b$IL>Y~8a?qgp#q#}guaEx9qCZG851z3!K8#9f|2%uVit(FWkJSOEOq
zo<|&8XlW^aQj3_4(y0pBK8caZ#Cb<f%4;RqFU2L7E7$o`ST!OKp&i8H?mQaWxR_MN
z7rj=(psjXmDS63T&~39|H@Ke0r6jv2yHC!8j!u9qfAH~5%(&rFhf66MqK`0xT`{(~
zS|_`0a|=OJ!D4PVIk$_BvR<CzxNrPF7Bv-hD&`n#RU4y?A-A@4b(P=QRbmmw5*h6#
zFRhryl$nh>YH(P_PHl<=2~LkUbXmr!%cYJzy8EV1%uer3AE#DXioR}EKqgMPkt$g(
zDPv2lW4wRNJB(!A5)bZpJ4OJ2%6(B=4r)t$T&AElZc=u38xI-(ZjLGS(+axw+_zn>
zJEH?k0CqHxvYU~m=<^<D<jLzDRkn}B!4XcSO%G#CSkRj(Zt)~G;1&LMg8<XfP?kN3
znG2uNQ#%7}dRF4HShJEC^|S8Vj931drAg$Ed{7egBrSXLJ|8gK^~TEou>nhNiRZHD
z^XcQe5_LQVwc(@I>(0iDp6@!QoBiM1w3ugzPbFZ}#?<<JrY@oTGp1T3`HZqVPyhUu
z%)Tg8DW)QwxJ8&G1>>mC3mNq!$&%MY;>ntkI4G+XCiKdc2&=>yzCFF@M-K~9-Z0#L
zP-x`bn_{25?ZTH6*Z8n_*{RVVIFx03>HbGWl?EXSkTO>e$mTUbxQWo|m~yQqzeD^^
z?z_{Y+eg@qo<oy#-dS;@VPPl?0rWT5^;B(0EsI$0^u8PFiOo>Vt|jHvk9si*7)-Qt
zXPYld%aHN*61bq)t6AO!NJBj&RV^^Bs|8$l7uY-4M@gdntm!uNUC$Jg!sa0ZvZ5LO
zPCxhjN<lsVS!aNL#dZ~;)ImQ57LQjya=(mp3)hwgX53c-AzPQSxg}Rlz3D#_FGN}&
z{e@NtwP!gA9xXY{oaiZPI-;NAGiu4YV&pz3>mLeRuSUqw*W(wwflQmLo;%B)bi5@v
zkGfMpzo+QZcdoh()nPbap8p{Os3zz}DKY({F?xL>rWEGU=lA0-3%rm-<>Z&1>r)zZ
z;hd*WRuyHr!(At}ts4)Z-`c5)CGI5)*%Zw$&`ncv2ge$I14#Y9(0D88sK$4BRyGnv
zPhBQ2_qDMD_%$f&yhJ2{%^kZW5RP&4^Qvs;baCY7Q!l<k*_GrR4<Rw@M*gAZk4|P5
z4NLSdsu8u^UF#By^uvI<6*WLO8SYBfH3DH1K*&!Q*t$n-lkrQ8*PgSUgxZnNtLJgU
zwBnAwUB&~`7oU-{!<>MeIMA9fN#E|wu8{tH_(^!BrdrjP@jhh`m;@pUl>o*qd}tf_
zfLQ=`#8MxUdF3y(YypG1aenrhs~jZkDI~DV@ysQkucGFwU84>Z=S@znajfApRp7-Z
zd+<Ow49$*Y^QFoS(_fXoo#Jm3Ogn0V3UvekA`#FZ|J^YED(FCE{{?6NHbVls6;RMs
z9s#ES;B-W-Tawp(hz1yLUZPYS;O-S4{C-!{zaI<LvHwAtnAu-qQQMq=x8pS>c1?qz
z-vPey6F5FBO@RXfbx8bQnQ4MZ*Xzjg;8nCl!(t%G(cIB^9?>$9o0bErp|S_0)2|Sa
zMYqoj7tO@2ix)#?wy%UM4sPS~q!2uzy|Tvm!CIo0u8k12TfU2M*3ywr4eUbPi3D~$
zdDvb5Lr7HB^zs{fU$nCIqti`h+*&Vrj;LOYpl>;E`h*o_b7H+(dB|kMGtXHQe%S_1
z9YmKVEm*9NV4gRqvUBR$@dOD>MvL52fxIJSSaxkkvrsjR*q8XO)kFufvwEgBMGGsQ
zE!LN5Gxu(bm81#3fC??7-!=euw(-~i<4#6ttFIlY+%J_SpVF+5PI^nfZzU7nJ247=
z9q2e^!Nn!I7S|V7L;W$F!2YaQ0M*(5?|*cE`IT;5!+W4vLv<vm9|nv}IrprA!;jtS
zPv@`2{~GbXLv^)(LiN0{J`_}M{sYyUm_f1#)g#%_Ibs0$U5_hz)1yq4|2XOp5`SFx
zD6k$T#b&FpY6E2z{7GmeituSDA&rEr6cCIzMVS-bQ=bnzt2<yG_BP%GPde6I;aZmF
zmyktlh{(~kITfO>HQC^L7xE|un~2IWAQ|omb(yt;l@yE^N5Y!Ej>3^jh3UIgJD@mt
zuU@VP1Ss3D&iqQUelFPxAB(>9uFWqeZu_bjdAVqI7Dd`FHe>F8TYREKzAjkg9i0%C
zMmW`CrShGbA8*X74Ay7;HuQCh$uhn7M>l)6TG$h0o|p5@mSVpibF3kueL`bLGnP2w
z(ECZetL+?Cr%2F>B}4|>@t_G3EBM*EXbb&XTqROqn%6<MF}$Jjk>kFybiwEZ6bCz7
zxTzyWh~dlRVYz#JOaA69^KVH$Dr0r#0qou1zhrrQHfODWafsm*)4P6#S4$zb*#K4g
zNyOM8RGeu9pVn76d9Qi1K3tpErAU&AZM>Iy!|2}oR;|F<gpeVVEwvQQxoj;Jm8BAA
zgMokrFkefr_#sv6uqdaqv-m~!L;5$M#;U5w@ta{hL8=C4N?4BG2ZJlUWp84aL%B`1
z^bPCeZKGnK$=f~nV?PmJIIDSH2$M2Evy-Lkgk1znxf6;Tm3$Xl^mz7k6uOvm8=@Ps
zwRaaZt?V+=C6mvnzBLTX4oN$8s`oWKd!F{-6YWO~!|BDvGLBIi<O<;A^b3O@VXN*7
zFU4>yU9!(sytu4?NBoUhLjIJ~3NwmVc{Wa%O7|iApkN)!@IbgYY}-UpzHeX5e}}(m
zkbAAK6?yEuO6PWRiGDuft(>=>NKQDXXg>Afrdw8-;a%dZ*v#GZHT@ExDRCHY{>5~}
z7;f_rX`FF1Ev>RGk7kFRcZ!yjOhEz~q4N%mUyx()u8qZN3B9$<3#-=FU4*{xlYU6H
z^Te0L%0!D(?gL?o@~_7qn&Co#s3|Lb)%c}k2Hsxt7n&zf3g9stOS@nPW%@mHsEC4W
zW%^Mx#B%X`{x7r}iD#(<mk)Tj&zlLXm#(&a=EtKDFS!!03_oSdB3A$l2G!cv%xUEs
zh^2{V3$m!WFO~d~x$fs*X!%~?=9y|E_}BRkUxv8iFRfP-gOGc#G_GfBsCphL7+KKQ
zQhft|(u>=(O_aKt!~t^c3Yhc0Dk7`SH~vDKONs(kZ&Y$Qd6iq6SW7MX8!_Sau5q+S
z<p}{F{wyGnGQp3S#1x<^et87+e`zFWe@Gyp^8(f>1Hd0eQC|CViBYUEa2kXIQDW+4
za@W8fAej|`BLLMS04K|zPT;}y5pg}hh+;(kW<wrccY1ArV(+J_06YM20ssW{^#xSI
zFp8~~yLQ2w0H#dTxdilo*Z%Ma08<OZ+x-LT;{i%PAE4}fxMr!)l~A0l|8;c(D&4<1
z*y8`j$(C5dn=e20HzF^aFCKs!y<~%cY@<2Xy;I<jon*!6b^%dTidpvmgl)3Fu#8ue
zTQM%6I%P@|)-D9mJ%mfVwTH?Ld2^c;ioVFv>rORd3WvArNd({Y2npuHjUq;bjl8Hb
zjuJ7hrM#74p8g#NFboeYYQNo`R%|M38t11#BZ_VddToWhs(C4tfvX5wGzt~JIaVn`
zi$lw(ITBrafQE5T0bc{{yPquM{aQ$nA<6J@!kBBSC01SeFl>%9F`cJWnZb3@)4k7=
zC8$9%3p9tjFLA;W0vontsCGRQSXDDKOZdJio?GNW?$=;c02W5V4m$cuIBC)9La^<z
zrD`xLB0Wws@H={7+5yMZh>ESf8#d!pF2#(8nkp5>a0<VGBT+Bty(J&=7lW6!rPl7H
zGZQb=o)f-gItUg0%#ikRum6sFYdby8rRfiTANmX4U8#U4iRG(er=8HvmYR8bFqOnj
zaPW6s{mPDXu+;Z~h#r65+cb2U>7HoYO<dMgA)(%O85?!4nRS-SmjPcA*I|O$1Ww1k
zi#REqIk<`L+qcRw(WgDgI1gUzgWI$rX6quZ{F{ak_gCW=?>NX+)>m?JZU!YRpoxC{
zCL_1$Yc{e4+^F6{u-Ht*zfx<%H~T#4bDT(NXM!4pCd%w74J`mT=zhRU+N$d25+(eO
zfe(zHekQJreP-=bFJSv$VrVf3k_gNPhRA;CF5G0OsD9OoxlunoNRXF5cYA0@oDMAS
zKn*I3s_vtkrgmHOGwFoQXB1IVL6@HRCACNsygS;CF6dCsy(q+9kVXSP1iJEW{z-7U
z0X!#j(T8_HW+<y-bYb$OAUKFbF7U@P4+~4$)8c2==GAF0EM+2JO%!C}kurYe`+41$
z{zg>)x%}(=etQk1fN1&ONCkjS6~8tPp}fmzMd|-l=1fw!?qBzQ56|Uk9RvNVAz+xh
zruyS~XOoAJBtC@4Pk;%qWkn!2d7B;^6+%!50S3UjK79ssD{%r;Ou-*+KeOmw#Or)u
zX`@5C*n@3RY1(Clz#4-|+IQ_<Nrsfl&ic7g6%soo_`P3i)9y9mi{L9huNbX)oCZ($
zk{lUC61Xzx@mf4}%bYMS3I=!(E-4GDV)D<3WAA;~X7eI6{E@5oU}f1vlGTHMS((7L
zp&)O4q`=mGO>yx;xqNchB-ppI0-F?%jqnC~OV~%3lAP9Im7L58xNT3GVrYe$2WUg-
zOVzv+>3Ewd3HCkN6{V@0!eMf(o6);1VXR-eLHBNAT86Pz5o;4$^UXgL`6>}4Cnwjz
ztrg<NJSd_f*$Jo?RyW=|ZIjpZeIyNlX=s<u1gsfCa3+#>%rM;xlR}cIA#5|+_&n_+
zj<QO$z@5{4>K%n(-;TG2ayQh)w_mi{(tFO0?gXXIBw_b#8Ct>mROXF}8mxF)yxi^M
z4-noG{2=j=L9N1gKByW5;}!pIojs24E}9<l=BRd+4dITJ)8i4WnsjVyV9!Q$&DG_+
z&~b^>$RgpCpXYIj7C~~^5AE3;y{t?|KKEi|F7YI;H076QdLD2t&@F=gbc_5Yu=F$P
z<C4F10cZ(r%vvJ~?0-fzioY~~-z42NCI^Z?>V|s&jpT>Jwh|flb<<SJ#KhH&u>+96
z$>JQK7-3%}G5sIO+F~)YW*0aEBQcF1+{<4X$l5RqD8Wl3%17{I?%ZJeQ^nOZdm10B
zltw<}=CHSmHTgJYorDpk8Z)3eoI6}`M^E3~;IVQ|-Q;PwO?0#RpbC}+r~c^Crz@(x
z?c|8Ugpr*)-z579q%_vA>1KKMXFboxjwwVhXxYv;X?6}7s@?U^&2h?r1{6rOS~nVl
z!10yg8J1$C_J=Q<N8XWFJrQU-B5vzW@72`BWM<t%okI_VV}U~vMP~th)AgzMHdF?X
zQBiyTP-o!VP&uV6RO@tY%6uEde0^I&Y&44GLLGy@I-6_8>q7;=jG>%*K<fm2OkV=r
znHumIS%Bckngg^?Sy||Fv4D6GbUkSR1P}j~gi+W$`qvo=Fso|+zYaE~L2sQeI^I-c
zN4W22lT%x}Oap#8*NZqFqF1<xDSAYZpf@j+5E9@ZihH!Idt;urTS#xJ2IGsJmB{U5
zCBl2!byMp0_w^?EJLtgA4)kai<(KLE8w|tHP7R1Vo6v_VA{1KP2>27yj4c$pVeX(%
zio0?+S&_3(&vBN-sSr>l_{J!oog-eIK!!lq&+IB1;}q8)bSZH50qYC`eL5n9_MNUq
z2MYNUlj^IFG-dR&i|)Qj#a=M_h@A!<7%q2d$B>O1nk@dl|4ew5hzkYXSPM|LL-(EA
z&Lu*RBLsZt4tIE@Kr3By>N(Vof@gk3oCF=7`1SBj2ri=PXj;)8?OWZWhLEWGQ%NCO
zu^%N5zxa`U*S5f;!0>Ao6u*S3E-=A|5kXv+s=iexS`)5;Ee9S06SVnYS|v{?C$Mk~
zLU`%G5?%=#Bs1Wheh8vmVyutZgh+<{golK20h_-l_(e>0(5LxyU@rz#k#xraKngy2
zJMP}?t?GS{FWo4HK|fl3)uR_7f{O<lcqgLckWd)>8QAEh1Hk~}7Pi$iX<!XKOJBry
z?ztl%VEsP@{x>0sD*S&ke*vN8pN0NI#rHqQ!nGPS`S+k)gr4|+2IYzqI~tYr-7kui
z;mzG2D*r)G#yk9*yHw{6{XebtVJKHHf2rRNi{KAf+%654>ZY>p0VLFrWArtD&9=)$
z!0iZk0g<Eo_071p>PFTA&PI=(@G=aDfeUN5ZMw7jHi1~_+-O+|c`TlkuxC%gF`~A#
zV$C@T2oRx*I(&8-n{H(>HbVVR*Jl-7A-LW~q-_$DiCI2nzDvZX?e575sSf!z!@Bwz
z;0d#|u?1g7_}u4(E3^K$Nv5-Pw-c+&z9KA~6%N@SZ&+s&h3B1zl}*1jR9%RA$FoIP
zlzsTlfy5YpU@u+w$l9R`!($0LUjGnAHY{W%U8I`D`c(@i@MGrjhT0y*fbOQ+du^FJ
za)58cST=V&F-q4f<SS6YUfoFeRKKN=qH@`)lEvB2)5o8!xoMl)kx>TEh&%ck|3X?n
z8>=VV|DZ1{)6pwDa5Yas^jj(Z1om)J_zg&^lSc8}yEziOn%vV64?&aR=mKM`6=f;K
z4y4?fS2E1oVyVl8m8qf}BD^0g5c%w4wbuNCR$yg}q=^w6i%UV)F%ba%zDD07ai!UY
zU}^0uuzhym!aUBHLcio7|2ccZz3JhY_lCJ8-ej!Q@jCm2%Pg-5t6Kj+pk(;caj|Z>
z%Bfks@I5Rj-}`a093Aa&HmKADH$2RL{H8xc#!8fKSxZDt-J_#g&B-90L!KvW=2gR<
zcxv9mL_h0a?CoeCV}toFLOI_a3J}$9gE}v1m&8miRXF!{r(T$wzP&|5Gajks{y0!i
zEO+l7AF!=OU31KDdhj?GJ(4Y<E^OSYH|-%n5;W`nZE^uNG5-5_+Uhj-7)HgTYcOQ~
zI*uyPK4t?Kfxo{byuD_pRDoHq>j8731fY%C6(`who<Kehrlcl2ZSC?tn(^JZL|lR-
zV058ZK}!l-E(WFYbKZuZ^wI~HeM$SI8C%&Ds7YOnf3}v<vX3<}-UomBKE)EYpkgjf
zsBcyUmWabR8{QNTNw%&tuj{Y0%6*1^5vnDT!4ikSOFkk9r^-^DvzenV7pxjty!inF
z4rje2KO6DAyD=o~^%W7jjc%9w)U6D;PssvTfe43u*D6?&2z94Q%kY2x?DTa+7YhUH
zIbPJy$P81P<~x_#`BR*IO&@x2!}F4*!%I)_Bnu79o{o7-IB_29J+#YWWUt43G8hTO
zo{xBITJ3Ycg0dtG<8FbNqKg{bP8BGo2rw6e<+l1jf1#O!rq)^&<$=+S@al0}i^?<^
zEz7A|%xGoNyFQX%7R@?2L?!Zp>38xfEj48adq?&harL832+qi813Ju(MNT+%H`%mO
z1-JTRV1{@GP1v3<(Hz7I%-!Z*FGcOV>gP#xH^va;150&R3tpw})7k{vzv7D#4a{R$
zHg=&8qIz2kOA^&7X#K3SdG7Qa=gjRM8kT+#{hY-1xoe5^$Wc1cI{j@}`7p<FfS!k3
zjJ7=-mnJ1me4R94U(LhLrR3I(B%>^!N}{Y`{<EArMh*L9rRg^dk2OZE$oB-bYVI5o
zHU>XFA_?{YjBMbl4VH1&0#K+H@p6yIx6~{e<Arl5k6}H0Km$TFu?5T~TiIka%A^|f
z%Q4xRo$c_qfW2DdZ0Q85hM1pG+RH16krMQsV`#8bo+pMJ8{D6o0@62jV08wA<uQlh
z7%5g_?UqpYeIp&J^l-XiGJ30#!KZ#Mvt!MM5;%*F&xpkme|ScW$H2`rn!m;M)cWgC
zJ(;4$UfBj0iy+CG!<*OH(h+ya0h-sK*>Ah3l0M)(B70?1N3Vx3?35r}M%+;8Md2sz
zpgHQ%;+u_$5k<w!qVHfDmJ)uRx}<q!3(DjJOFz68_XwwdI2ED0#+c#8MB_hQ67|2;
z4&E&?yZTgUII%l>;xWhI^X5f~aikHhH*?sINlo%!X!`L2f#x09_7j=|VsiX#mtrI2
z?cx%0{5Od*xZQbUT2t1rr<qg&f9h(tmXK@-6u5%2Yu<LKuDV9O0p5L=Aa-5&Zpq@t
zIIUKPf~7;9-c7yrRt9J;qGJRmUQ#@8mG0nWm-~FhZg_6R3@;NANkOD+=&4nlo{0$2
zgX0%ugX@NnLpLZnxgJ<pG2M`5NRy=X3XpE;472f+`CK%It0*w6m(<liN{gK*hIYz7
zH0#Z^A5>J9S`oX6CEv~~Lhzj?y_Fw&$tqI=k8A{G>q|Qn)n3g+jB?F?xO$wP1LC?Z
zeh=~F6<|_Qjnb&El<n<Vqg-;?i;E@SbOe4+N;^mtYGWP4Q{ztfuItB)63;-RgDwKQ
z?bI`+&P7+F**Xv_`Z22pc1!{beXz6E>UhRJdD|y3HC*np(7k({WLNW#jBod2>+Xni
zB3e~Oj?IT$>O(5%UM0X@DM8)DuonB#Zlq;+^w%%!c(q!8vrYDDC#Jcr8Ia?{o3*rG
z_&j1c#w>zzHj-4sJZ_yG+C;f^YWT2vw1K<0_q0^b-tfuC-8YZ@c|F7==|1K+<GSd1
z-BC9j+f#Yr;@6c#OJUzlhcFs{9~5ahz33j!RTQ|DMWV(_rV~Sf#9a0jEC#6!msEIl
zRE*kLRHb@my^j=={d!7TorgGWt4qi~ou7gNB9DL?>jU%Ww0<gYAas?po2M9^Mz{2I
z8lDTMB`@=37+2jISiL29OadCU`q;WSYq%y)l|n|;Z8>}^;rWlAIKK?ne&uW+D7t7r
zwBkbcM6%;?dA}m!FEn>I2!7=(SXRpiccEx5o2Wn;bC}{iUXasw41{Hk7)A&3{`+<^
zccRVHxKI|&1R)EK@GL)>k?)tnYV{cLX}9fi!7LH51Oc}7rJFCdrCoF-TK9;z5(-=`
zawH~aEX?D_AGJ<9Vn%sx_;O6^>Um37CO^ON@JpB+TpW%kDG^=V48w|n&8ly^i<31(
zZ-CI+$P(#P2TD|H%qZ62s2W!}fCEaSX1^-P?Y<$@(jDEUoU_7YHC4{Z$>p${SykaL
zw-&v~7@@!;A;0I)U{R=pc(&In&N95aR{J65PWv>8IgRnb?bmc?m!J%UQP#{W1h>XM
zR;p#SZbSCxO7%#z&XU^hbJaJ3;|T2~(yGJ1(7t(D8K;TOC+rQ^vVXEE;-Z^dWeK+K
zhek@X{q(uTzrmh;sbe6!Gr!OK*nYNR_MX&Ex!a7FY00I*aGD*i?EcNZjH*#{AQ*t+
zqTPAA_?AQ}IYwV%t7ogVtS%Xs%h31|Bdz0BT4lVR0<6eJRM_QaV@HDLj}?~Uy~c=H
zpDij>^2Bw_|L=L`-_6N?#Cm{L11w6vRhmEG5sT!*-#puO5A!?q;#$i`?LWV!0OgH=
zCh*z}0Q7I9SU@xLt3~{`IRD?pdfg`K!D4R(7_K5SG$a+SM|1z!QbJM>LTEXB51J@D
z#IX=O@>03HqML$1G+^)Xqm^1<j0$aOJ-3r2wrXN1wUNYp<OSOc27loIz;ghMSUBL=
z__B;0W8`-n%37ht-@g-N$wDt6#5h%R`zf&?1{zNWma1~(LuR`&nOz?e%jBP3?K<+M
zo40-db_H!OczVl}RhYM;C{>{Y2N|3)&~{oX^}9(~ztE1p;sJ+e&`$<*EiE+sR%Snj
zUr&Tbux9v+p&F^7uoU_ZKgvJPgEXra+pC8Ru7btIA|mSW{oRNLBWt3izKJJh?j^b{
zjjpl@o2NEDYXU69R5aDvtFcjYPA;lStUugIMU=fA^->wFQHVdA^(VRoqZqF+u!~MX
z{%il6{8txv!%hT@$(SVCI`ES<IlB8)_SIGnVv%2(EqUcAIC0bKHap{mmZFSod-s(?
zibc6$?2XJzOfB>E-abd71-=^S5eoltfdV#G)YcA^P6QZXuiFiFluL_$12BF5c4;;K
zSC`hc^z;96X(^ywS`|Rt5|A43WxPt-4CM#i0pc~_5FmXi92(C#xlt5_hbXe*Zw^C_
zl&_>>jf;QRHdu%-oJ0PclHk{}j%Iu)D2lToYP8s6L}+~=Esj~{zhARiv)be%Q#*1@
zNi?UeGxQTH{J>HFn9(O<k(0xRwqUDDm^tae=s^a$Q@)Y{)#2VP?`LC`QN*A0Vkpbs
zti16fj7)(7zls5BsS(eWqrXh4^t40<UJ`6FXxIDA@6;(W7vU51e2cY!CC@fWeOM)!
zA+L*HTWgr3(o43g;k~!L!2YPuohOQNjPFlF7>)|QM?0rz9qq6hd{myb8bGqaEi-{-
zT%y!dgEXBS9y85`$CUty>#PfWJii~Bt~1kWc%7D**7&o3HGCK?EcoM&p$RN12%g|o
z#B!=M^Kt*j*H{BZh7m2R44bK<giN9yn>XJW@o(ANUTQyZdh*DAvLwaS&b=k^m67m7
zKngyFwpo_9PLe9)SYc1JW0QDuq@v(Y1xpr^0n5m%QD3-a7S%iCisQL^gbS^r<a?DM
z`a0sSqV*LW4N)idd%JgR%ZOx@!WFr92(MaYPoj~F`9eaA2V!}JYgKz4>Eq1YW<-bc
z)wXZ<9{94=MMJ_;cnMU)5)B=k;sqmlYd3AOBRy7ZB73M36P`=c<&?V8Q>-T&i@RP*
zH`fsG$Hkv=O1lUXR;1u#=jFSfN93eq$T`0$V>|3#h9+%6$Q~p!hsc%V)OMVSTs;DX
z#Q@YR>CD@E$;)fu2V`;a2_?^lUvG;l?+fc(_K1;s*G#Y2e6(Vma4R;Gf>$CN!B#1C
z-#fV(;}T9tN7jAOf@iX(3Or)*pZhdZ?e1_SRdwRnMaZDhq7~a{D;|uDj*|?JON%{L
zs2<rF9v()^Z*GrNbU8_IoPI`4>8xDwO~JMM!N>El!W%X1ASnU|U$3O`!j;{kC_zNP
zl8;{NRAXh4zf4R#SMN|jJ@$BA6dpKX+Gyl{lDYJUsJVNhYmL${ARMqA=EH9Wcqp97
zd3xqIj!MXD2fd{h>o<t_(<mP!tHd#IX1j}emq><o#hIXXe0Fp&k6ft(+IIx}i)mzG
z3VS3i>$j$mCYM`}Rce}R-tgbfb|1JQWmvGtjo+HRk;fawyXsh*T31qfQtUZgLGNa#
zbmwv1P?nVrM#@sQby#M0i)moo=y3t!sA%12a??y5CT_8>d>JtXy@Cu}50`?B+9eL2
zfQ*2r8<n`)U1BeRBU)<@ERN9tD7{P)G_@gxr-AK&v=0zbfT)5JV6LyA+*>H_&oi-=
zJrL^6UksL6e0ym6SZ}Rt-SJ37dCky3R~M_+W3kWlj#8&d8ponJX2Fd|l4y|<R1}Ou
zqR$8de2HJJe>~Vb7U0##UvLE!v`*PIoph|@TZNbACkLfQmD3g0%5Io6zE7b%uqaYn
zI?hqE#!)g7@DkydXIZS21JC3J#4984hNpYuq!?w{9+|revdKQX!)`5-+WDTpnG)>Y
zrtPK<5)OAf3m>dbezPC<gFZ<4b(+|i_e1xhrdm-?TShE$a=aYPP7#?$vi1$5Rp}J`
zl9ti7$rh1cx=+nx+~RgU!>`Z^jYuvf$Gz3jD${>feN!WtT)@QYRBStdBvzui(gSlc
z%gKm(WNkI_J^za4;QAc*D4!Uy>agACDlqqGVG&!INqpx|DfF`d{i{b}>ah7sKX1S@
zXb3oTB;~n*d;7ftsC6K6Whg@5=v{-+S8(!(a#dsS6kpl17z)j|jA-7IX6wSHp}<Xw
z3y22Z!D(F9bk7>C!^g26B4zW#@&3!c1mj9?VMP)uGtX@pbbN+t90u3mC9ms;cD(sZ
zwvc>wY3e$`?;s;mr_H?Nhx~^vd6qaC2`p&%S<u2u>9OJpz%{cjd~-CZF_|QG*&Qd-
z4?=&16<mqwA>B5tKhxvLP8O@pwS3C7JPOYK@>RA7?2ddPQwdCQG9f{R%70!2j@Oj5
zN;oltVe1^17GEb2N?WatQns&m<+!$sR`HfT&qmJ0_Yc3YOB=B}F$zQ8HvcG-#!#w%
zTbRg;{#38|bFuoO=D>+W8@i1r9<KuRG^sC6lVs;=O|emH)BR?6M}A#!TKDQrwr++8
zw92OFBz1f5>|L*{H;1REr)C9ksa3jg@gsWZJe_x>{ns>??5sNIX!pfd%5BdB-S!ye
z?4O5#?g>$xyJU}GM;({o&w+4@XQWMTR4qBa=~+b+n(kz*6z_x~3ut5YY?ECRa_)M6
zds$<)>*)_c*AZtyye~u~k8CU5D=%Amr00)emIL#=5+o_S0d{UlZij{xUn*p7(&?YP
zmW@L<;pw=&vF*GUHVGeSmmrBy8t+(O&iU3=whi8AzTJ7#abT2c#hV8<tKH%rC7ybp
zBpRKAH#~DGN4BJ<xK24dF~8_RaZt_=m)0b>95TJ%Pdc4$<3vD$w8F9?g3)6+SS|(&
zYws~-XWor`Z_A-wyGvENyp^)b+EDFY48N@og2e#+oYcHI5S`%2-rkx`u|?y%^7PXX
zj6pB$T<~6JT~yGe$%EMG>A49xJ8J&MmSwE&W%}=)L*<kqaCfEH@l)0PJ3l`ba_%IF
zjxX?ZvCu!2(5;1cAUQ3SNjHN06~2ZfKk^EmAy}!=W`RLMshZzyL(0bmU%wXlVSj6O
zTRFG1-Rayn(>-gx-OEfw(wXq5FtBJ;EN=={lX&hko&@2HSmq{eQ>=^$5h~G)99PD@
z#IKLMdig{+Jn2Px@Yy?zs8fyPzNjUE3^SSfA(yT9Srj^53{l?B=Y;x@P;Z?AaPhv?
zXwFS_aebbMJo-V1dLLD(NU8)<5s)vCO$5kr-9rOLq?8u@@jg8=kX?(O!uBp$+yRe6
zAm^v{+%T!bV<GH-dfG;I{3*-Iy0AqwZsHJ?SzdgPFW)_l+P93VfR;wF@=%Ricuw%L
zTYPh6!u&$ZK9A*n6Zw3r1y%vOo-lTJ&@8T}A2kDg4twgpY?woXUY;z(hqOVhlj0q&
zs|5vS+VWwaOPzLmqv3#3WT$Fb#n}CDv?9TKaAETUf|X<`5k-tPV(?#RKd6R*)XSS;
zQ@mO$Bta}TLX`a!#xBQz&lpYLVABYvQt`=)TCl604rS)SG{`xa;(Q@&sX=a^TYDcX
z&1GV-y0p}uirQGxaUJ!{J5Le3<LAD!$?lV*ydsY^j%i`wL*Y*Hip#n>yuq}Zd9pI~
zr4qGCc-M5bONSUpp(EKnobT#>`=x9F^*j3);GHR_-iXLeSxhVXh}V#o^(MiO>r^%k
z7<9e_06TYFOx{MvIC`o0_0y~pg!iey7uFVrBh@KC*7vxrHYa5^5|bg9RR{e8%8lWg
zo*U{NQ?X#41}=t*3tZReOpkOgcY}$o9sTi#ejk5LMc7<>kACYYfYNboJiG2Dt|fm!
zfQi2S!e%rW6;$xx&!|4CgSj4oK&1efp@z0@Uh5~<?auIjyk&s0l7RzgE|MSrXiVCQ
z3nd67FwnV8Epb5F3;oyCA_5p=0O0#}N&nmntbd7_^IZFJVLrmgO$^Q+rR3zC5|rC^
zOOUwW^suY2QW?7!Y4gaQS<{2SuCMzFH12)Nd;TqwBTV8r%$$ip@jVi&A$aO`aj~iY
z)RR~b3J&W4j$Tjny{B~hOUlGX-dqZ_EUmh<g<8ya``kHRw#aOR`-|JJF&!5>80@Eq
zh&nEaBvp15y>3uIZ?BgkCVogEdKaJM;E^(Ra#|0pIn<kFWxa`gC}GPS)Rx=x;WLf>
zCiMZ`aRGDULP_Wx&FEf*0pCV)QHsU%Yg36&nBhSpuW0Bz2Qkwzy%iqJrMiCk#O|VS
z3(wzzUi8z)lqZ!Q$UNA40xCr3%Q!>-d4-V-as8dwh3?F9>*zva5>y-F7?3VyAQP;F
zA8A=rf{8HkHdqpLsWrD=c#xHpSlqseUAy4Rhdv8Rry!SX61MU`+TrJ`LDP)?>@Y{;
zibneV`~akDpfnA0Z|O5rA3f>;^NR_+%G&34HJDWMKs#b&F0YKDM6mzxOgWc{TIkX1
zE~5VF^**9@MtCtvCrUzoy&|1-9!OAe58bmbwA;BCNondYNb<HqHV#_CQpJkFxM1{d
zIYn{t(CS8Z1-D=g#%Z`hBtbQQU-NsT_IYAa@wknugdQ886;o2!Q+=n&bIo+W^aBA~
ziQ{F+5r45lOD;VL-wY6q@)EM{f}Xt}#=3}z@{GCv<=vMv4P&1l1_Ui1?<Ib3;<33e
zYvH%Ukr8uIz46M3a<ruFQ;X~?Q%2+&>999*XlLsHMX$!Tb&}-qeSv{P67+O9NUE$}
zxWC-dy!uqw`{}f9DYkR8(i^Y+x5ou;^VF5u<60y7!yMYmRtIYV-L5YBONh{oby@MT
z4g}k2yC?B1sENKZK>_4)e<#fT-Pg4{BU_#P^OE}^t!WI;tM;ve8I66_dD(i&=kYMO
z7vwSs#1VjF<<=4+N2h_CS1kN1Z7iR~tL0siyMpWBrQ|XggjNbhkGqk~=gHv~Wl{bF
zm(`4Gbh>MbC#_M@+FJ{5|7p=qsbfu+ql$b#@kP@6*Nn8c*Dwjk8&3RiX5huq$xX#X
zCLiw`@k(y3v*Xv(hwL`LZh9~19%y$76bXH8IukVw_{fJRWoxVPRtnf^Z-%CkXj}8t
z-5|H|DWBBRZ|}Boe)<}VhoET%7l~yL_+{68dnZLwOwl3CZcj;{>T$VWq25jHPx;E9
zz$|&|OT@@xO7>gyoSA0D)=Tz*Hskf76SdsT)u@5dL!MW7;`9?rvE^$~23KBXP1GaX
zg%vi(JJ0U1hR5KUo0~hP7lX5-I-!b=Rjd88MHGvfDo)s=DfB<HjP1oKS>MNzB)t*)
z1jK5vzb|54+<@h(xyDb$DRgsn)ObJOc)g|3#$}lWYlxkitxtXOzT!RTN%bhlQ$4-U
z(V1V;8oUVg&V$Ah;xcR!_iSjO&mO$c3_**>EW0caX~!{!`$jmh5JhAKK!F!zD@>UT
z@JLjDfz(JG5$cyVS`P-!LirN&wFN(WKYw$yDFEe*2lgZ(Ojm<o+WU8=ZIV-q>a+6Y
zchn<AjN|lsg;}OV)uz;VZZTVM&aeUxsDT9LZe!A>ub`*|bdU{K-ag$n&r0%B@yd$f
z7R~&x1zZZ#0|ttl5B!UC1zjz+&x(dmZI>z~h?(CyO<6`*-C&YnulIMS{~pyl62Eh4
zkvS_eEsLM~x;~&o{PZt0y)b?U@;RUfZO?qAo6gyF^KCb6gcLypzud5tLsrXX<{D2X
zjgO=Le(TtYW1doKcIN8pJQP~iN5g3$!*8QjapZk@aemrt7NPb3wD;xlP`7R0gF<DA
zh?1ou%DyG**o9;Z*=3KAeK#b^I<gi;vadt-UDhP~8nTR?EF;TcOz%0=bzj$gKcDA)
z-skW44?gpo-#O=coZE4HkMCjr^vhif;Ztsct0~l}hGw58X;5m6^@*p0E$KT9n|Da}
zM_$Fmvks0Fq4W2l5HaB^DZca4RonYLTZnXtBGlLkU^VmjE^-212N8<T9)EiRYymwx
z@-GMe%iI6q!2dr*ws7N+E%*N&+4An+kuB^-fw*Y#_f!H_TYUfvVKOhiWEBnR+g-tJ
zw;`WE^hi(gtr9!BHX0I|)AK*2c3A~`G;Z~L9eW$MBmQixXN@TcPYE?Zo#T*kO88aD
z5<7R(L9ACqtUIw3*&7p4oxA*#A5*2twGC|wtb=o3ZOzV8ZAmSUg_=b{XcvWPHw+)^
z%Rcg6mq_YGzWx!yuxxy8DCrJ<<#%VK<*W3sz50Rfw{|rH_WK7c&)B$l1qWGV<Fi)C
zvkuo<A!&k<z1*D1lbo;a6~r0IJL@~3qP02XqZ@_JihXJ|@hE90Xch6&7Y_)&J9_@`
zQ+^et``vFwV{fXBpSv1rs?bz>DoD1RNBku5R(ph!h;H$84~d+nWKT!y78E4salH`@
zpl@W*?S|NA)}`kAbhSOydXWklP>X&2c9xzzITh6&%Hgl+dn@2uFD%HwIMnMPoG!?D
z1HOr{jgcuz5ZxYkV?Yrc-74|Wk!NL9sURA=ilv&TVR&xH-!_GO@sb>WhU(Dd7eooc
z8tJ3ucKfJWUh|t8EXdmwt*@XNH(=MX_YxMQ7bg2L>_|K52^n-T3IND#_<RW$sXT}h
zkamWf+Pn7-a`2O~(F)oFrL&%}%k7u$(7laToi&zgw<z){zUB=%?XlPD>#!!&yX>eK
z>%SgFfHCA%Y|Ruv?(vFIr|H>@6xz>DQ5oPZ*$zF~Zi$d}i((@P4=|FO*`NYcz2k~k
z+&;)VohzS)o?YRT;Ouyko2A4|(9I0u3CCpJ?9oc?>!NM{KCwM+$9&_mB?#V;aYd1~
zDV$snx$O{gAW<Ol>1o7ccHi&qOo?lcTwQeJ$>>t)NnHnm*d9|k-%p>M4d`gk;G~lj
zrax5Iso|G45B$l~{z%J#g9%Wc=%v=-QCnYq@+#tciPk!o#^jj(8#<e|aL-*TrJGB;
zSM(M9(d&1RD3@Y3x(9dxqYHKV%}inEWF3bkoQ<H4?C8K&#5MdW>(_C>K4;s1z2#MI
zB>o7st#BKwxgTM76q6Q2vpCeKalkooLs6cUdcEgOtvcWVcLSF~W1#q6YRk_ZMk)MV
z+aQV11L}o+`=(Gm11%gA0TnS0W{Tr1AoznOBE%ty0K!zygauf5Pr}n4gN$&#0l0YN
zKn39{L5XT@e?Faj$K_BTA=sREk4)Xaoi^XjS-&1dmdBNreV4)WPE+`;$VRe8ZC`Ng
zJ<jV`dvW4pfP<;J_%Up9)giszDhCR5eyq6d_gBiX_PPt;1zEVV1ntz#N!^RO`;qNY
z)Lr3A1&oyF$e*nuh~0?or_7TN;pcPC1*B;B+8j;!`^Z`EtvrdAD^lAdi@9;0`uoH)
zk8SF&y}SU7`d(T?Gv_x*2pnBc(5v7pbq0k8avVRN=B6<xO7ev!uXH2Zme&eXJ*=b&
z<Y!6J!?&Q9>k2#^v^P-|mou`yVS6)>N67MN-kvY_MIuY_;&6vt97q;GvjFNy>BL|7
zGH@_H1}LQiVk=M@(Ba48oG>KMfMYaJ|Erz31Bv#2uoo|+=hH;j>B$tE?HkQC{OJ-A
zp+9>cz|`VJ164-9G1<zG_hDzA`btuhy#k!cNsI?*Ko6%=+IaQZSCwmomaN%bPm#qM
zY0MwOb00XmDF9nrlW;z)=XpaGx(}Q=7K%a83`%UutPw(B(wU%Gjm-aSWTnw#%@6WM
zlM3;$zY_N|lG#jCK4EE}F{;TLRmm~RC?(+duDFy|C76Zqumh|vi!}Jw-^v*i9ur;K
z*%eH8+?gj5q&C+mxQ#Gd{AT81VLdOep!qDHM~<&tOtq~>s1LSH@o;BFGewN5<{gE*
zBESmhQ5_p8lmG-62L+D)6E_8@)&u`IRznJtJ{hBqasY7gHf)al%|9RY7+Vwwt+2~b
znKytJ|9b5XW8md{BK1Lxpj)F<o_^dt5Ge|u7o7u*^IV&+n+z!Iv~T@T^RbeNVJ3DH
zc5ldAv}5~ll$+C>w}&9)y5k^^Fm<2DY>S>lXc?Wa-q^6M?fzA*dU=A*$B?!;ro~q)
zL{gIUUG0&zXJ+-;fd^@lt3ys>5@~DE9fwq+I~&jL^yp>efXivK2vKn1Hk4rbXWNK>
z{$2w8Q+YBzMb=C7{#~A0RCwbUUQ}FGVA*O&8F6}a_X^`Jne&~j!bJ4#dJT?9fQ8a;
z6LBk>9$jY%kqN7`nh+usr%HZnwMD%sphi?|GX_T0&<nK_wo0$U&9a{n%+py{w>j>-
zPMjr$a+k!m4Q^lmplSw)QB6vewR9duNpZ(ByhkNt5>eG`1jT4O<e>v0`W?dITC}oa
zDo@9}zpfP1Ga|n@?yxe(v-+zSMY00*=ItphlO68dCNSrlmDn%50k~ca71|oeYHdmD
z7DGx`$L*A;h}%fsHTP1B!Lv_2c#6^9oR5siUD9)laJI@6FOjh<&Mo0Dx|%GlKjD>#
zT45t7LwnEmpk?gWAJvozc^M+tDxaHOFP9W!ICF}jY=Bf|dP0amO_@|~f*v_QS|RTE
zY_z@H(Fnx!boCQQ<xdI@Yb<^~6nt0h>DFt-qEjWYkcE<{nGsiLI<QENNK<^A^QmM_
zhx9C4%$dMvv@tO~OgePHG0EZHpjAI&w#GkV$&)CJY<fuPmIZA$7oX0(H%<Iu&*KI}
zMI$tuyxyifsV%LHoZDJ@)11;ci$bOjiRoCu-m7G_+A=d2QQQhBQ=<rfyMtkm{!p0~
z-+!O8eBTWKjDJ3g?G67h9y9N*W0zsyw(+7?*2S6QLi6G`mA%<@@ithT4a-KLT_%mA
z-h`O{`oouZh?efNM}EjHBz&h>l{w)3Z48?k_i;??#>x%k<gQyoPEO&fvu(nM$26T0
zgrl=Wq6+AtE@y-C!R>b<{j>|ZoC#zG5ORoP;F`e^b#7C?LA>_d=#WWv`?sw;C%gU2
z$&7=k{jRSOth$#4NQlGnJ!#kF_<m|~BRX^RE{4CU{k%t}FkF(I>%z1m0(UFe;+)B;
zF3i&_b9gnTT!{8Ih+xzyjc3oG<))EA!&h#xH&8AQi<l?+1wKKA5HeV;qTO#)U1pCL
zwxhOiLslEBR?bGMO9>!YsdK{|64p5$e(TCM9{;AF^Em63nWSj+Q}%u=?+VZO?T8s=
z1yY6t`+9q5{R0T}Y6_a#$%uGlyN6_D%Vwm!#NfNs1>aBs0+ZNqLZ|zZ42?VaoYL6Y
z2ZLPPg>!rc_ZJjt_ioe?46@^t1*JH*GvH0oa=bg09=oSWp2jJ_^(Al)O$ada3z5Zn
zwty{DaJk{%2~zkX^Kg{&Q@<(aH40W5wrK0X?KuPx(rewas1Z!VupL}qF~*^$|8}-K
z3GOB;1Du^tyrpmy^eRu7R{V@a6Ms&HU@!Wr-dB<D=NsWMkE+wP?bQwaIhNR0&_o?&
zK|J?Bk=<I)D#+tpYs#oj@%Y5&)3p&p)tugMFUW~kt55~ZI!4KPDnv@qi`+d(j$oL#
zH{xDD61R=(6SFArFfuNQws`4U@p=}ulRr{Z>@X=2yb(%wSc$kjfaQL?B`-1Vz(GFM
zDc!u2vo67DZF}i_LFZjBOAhkI2e~Z0kqXZI$QNPr<xxw+d{1WgzLH-bE3T#4>|Shf
zELeZvc24s%!G=(s^X`H%6}pXb_6E}A?uuI=mU{bp&|A0Lj{4H?nQdq?Y?ZETXxMbf
z>0Y^KOk68`<<UdM8{Xyos<7wDS5~e*IXdm$XtsR6uqSVzyj`d)!Fd6887=?w)4>--
z`%6z=2M5bx_cWk!Uhd5sFQ3}R_l??IAl~S;+lL=CudtVo2-u1{eac5XqLiI&*i6ye
zWTeJO42uc+ja<CR(wg`-t$ojb55Fpd+=`Pljjc;}-S=`n@hokcsn8w5dXG)OOYUo>
zfIqnkwx>2`Q6;R_q^^&3Z~Dt~uM5o*Dj$9%noS%QL}HmOmldCQS+*E8YMOtNCL>DS
zM%=DJ_q|WI`q4L0LzeWR5nAvxnF(EzZ<E`nn>!{yVFBXDXOdDDoZd`ri%nikMXw@B
zBLmD>GT!Fhem`qJ1a+PmiA9Sx3ng=pgjd|q<?LKfwp?`FJ{U?NK@(`9<i>hDqGhbx
zoyFcvz(n>6h$M@9IVk(TFy*GjM3#j=x|QGeMWC;fyUCa=2Afm4OBIb_+T4CA9iqm#
zj;tf1rDcrZE_3xYx>9omJFL^YKh?%anzebL>}uZQXiM8^6|b&0Me1X5v(k{^K&A2L
zh2mxS3_^d%F4{U>QOD_SIz{+MmrybE1xAMrujJHtu*YnH=g+X`k)w)AA}NY__MKJ&
z({i5WaVVYp4=;*lXXp@ov`q0uIVitmENSNW=th<#$0C|nmOUXTPMuDiKezT^Ma7e`
z1$KpHP$hkNfY1QDD=X&9o-$I;v}$zKvK)SU6N)K$xhN<Ugt_48&Qm=k6$)`GPR{pT
zVNqAmr8(=61DnAH&dZObquy2{&wG21<ScDQ6mann=a1W3THQ4ZXJ+HUA5l1EN*gbD
z#k4BhZ!0ZHAbbD%mk^ruD?6#qp?d6fD^8639%)$lwZBmES_Me>K3&;gD0vH=V#Xi_
zp9-L`EbTZpqVs}7DzKqRo~B>62B!`{C3T{D{1f#6cQ6D_R&0<oD$|O5u}er!jW42|
zoVPsJ=DIs*XvJoS16~Vg7Z%JEm`O(p3yMqVKZuHxM(@8oxcuckK8TWV>{bh5w{5Pc
z8p5bM^)AQH#6gFZ7HwF8R#U3WbfnORMgy%m-JO`|{n}pe2BD(bOufm&pW6@(lW_g1
zz~rkHz>{^I!~Q#=9&NhGlvEVa3i~sC<@nl*wx@#U8WQGDi&j|Cwii4`JGTfW(+$rI
z7Q9Ka_1on{QzBdim!`<q3oxp)-}PIfN89at8|h88CkT?yS<ycwUsQe|{#6tTil{8t
zwddk^^1Z#2>LcZpjK9K)?Q0b4b642e2@bDV2y@EHLil<F_QlBP^q|Dm5pLHb8}HSs
zci-Ob+o)0$dJy#2U2m>%0&cbPWo9|T$%f*}GVE`Qn%0ecixm1J)T}+Rz|BWrudmQm
znYRC~NtFC&+6~J)jRaSAs0XArZCm)piM$IWE`3?wV$kN0NWaP0T_JJBxFZ9@ha%l(
zrEFYZ@}=vfMQ{dc*2A?`WDV~*oC?4o7afIn($sn@0Nv+9F=d7TN8;cE1>)54dEq4|
zQSXrw1GI7r1xBE#*X7%6MMFgU+YVky9ge#sgx;ZZSbj=D@r!F`6qCPwT>Uit4EiRg
z>@Y6~&HCY9$rl!WE(75SPrvPoq9-Pg$E?D2?xU#OszbxPHTqWY<|fR?(yvgS5yKbN
zCJdM{RBkCYs()K7^zFP@=npBTMStE7WDVj)c+cix>yID0;ZGD<nXx|xu;-NLNWC1^
zr6cz31q?Wx_ZrUbbU~#O9#mBp!#m(z(F8Xq^Y+aozU8`2kz!;#$&v(Xc|IpBFUU9D
zr+7+c94P|VTP)n6tLYq1$|+=dY_G`ou6^OuBGI6?w@yA9p<O*7LB7PR_XQ<5=qURG
zIEFRd?WsR4E+g}15KG|^s5+2d8)_@sb5mJNP1Jt2kdF}dPAV01Yh)*hc!Pc||3j=L
zOO+{odm-cwquv0T)1A*Fb7k=Eq-^=uuWzQK<jF^33{t`cy}MLfEA}pQ&$T{XKK~tC
zp!E{s<&tI?C{0f3p|81FfG!<OlQgi8yxXnb4lWm$+Yk@YG3=8*;+q9?b9K$R>&}A<
zyeacW>M8`>)(1CI5i4iRGRFme7IhQhDde#Fvsc5X3#&g9tcaN2llN)h?EtDWTcS@A
z*M?ne!}3(f??<k$?A)G{@49Aohdr?IQqQ&00zVp$;e*vRP1*9F{0{u8PC`~A^UMn|
zr<{$hZPw?^*bbEq&YT5xlC}FhJNgR}qk*>lbkH8U=rUkp%*7wV8oL%jUbXHUY};4Q
zHQqxMh>=K$&L44vCNOt)FMR9hsiG!-xxTQO)uck%e&6|2wLhuA%cm{W6BCDX<QeQs
z{O8orqDXdSh2%+F_WnRlDoT3bA<G2N#~8NF`J=^9(;*78hXVUb-Gxu5<4kyX4cdch
zRXt}6?Zu_1Twe0A1p4*eI$&rpKvu(uZ5{G4dgTp~j2~Gh@;6S|D=j`+oJxLN<G&Fq
zabYmuwdT8@Ci!S#p>%uM);{}$+2}AdG9RO2=`w}ByK%jWo8tC3Eqz{_0>oP#brETW
zTF*PDay7(?R=VAKU%_St%hO_2yZM!Ax&zPn>-&sRGSOxR$cT>?MRGUoOeqngb){*x
z>ib4!EPk0F?782y0gmK#!m@@CLS4JJ2?PzNNU&E%q)=AsNwP)#KD=3?`riubmoM^1
zOh3ijolfzZm!PxVOB4$GVG?R}$T{)hQfkka@k%0w_p^zD6J)kZ{p*4e+EXg!qg-5!
zrVe*5?G=_c&p=;pIB-3R`BC1dU*A@lC`}OweL=vAFfc9O*#7K-fZui;&%V1*sn`_h
zUnG3wteZl!6IRne+m$8I&B;lDFH7E8naxtX+6A#dr_FR%&Dg4z8@%M=*uqQv9&#=@
zDF6bWe>lmoIh=#^mHFXiz+e_o^*wS>YDL8h8c>+ofL1};ie^1Ft%$(9Ulf)9I_+(4
z`5vw4ZY7aWuq3~!YeSQF_$Hv4q7<Gm_{<sZ#l;ssb=pTVszk;&vxhJIwT3p)(isCk
z4}?U0an*o>MM-T?YGqJ)t=-_|ZDX`HmVYy|;9_2;r+XK{#&-v<OD~>&d3xVFAaPF2
zxL|4(%ar(2^J8T94?Mb-m!IXuWhkAc2?)zELNlDkt?ry;Z|pB=9+`in&rZ=iB2+Qe
zDZ*_R%F~6f6P;gkx!xw!{j*(YnwT14Xi@ZKd7Tc9k36rDl=6K3R3FGhKB$vIr`tO6
z&F76oUqk0s`MdFwaI+D?oEZegq=%Kk3(ay%yMn{fifN^~!I4x9w6X#PYdKu=)2Chg
zs^;0mV%G>gS951IJW<kY`4@z+R>9pSW}?f?)WD}$_39LQ?G$-;Rl@}|fE&lY6l9}n
zzS?9UJ)UN^oc#Xq{LN%e)ai|vJ~Hm^uKXX*=spThi5DR9C$iZ#K4qkWoC-eJ4a=#j
zyzRLDOp#1izF#NBv?1<tz~UI|Gr^Se%NJJkT-24R_+ExOG{@gr;$3G~ZGn;q!bz91
zG;3;#Jo@6yBZbN4nWxDl39C0=&}=QIob^%gKEuwzef=suJf6q)bL-djua_UwD$S&y
zhIdb94Q^Rq8rR1#p*Z&P2$Jrk@t)C}Nf)JJ2+T6JS;R=q&?`5OZF>o1vgcJvzaAb;
z_+Gim>+ft7hRV~Zgx~Mo9-XrYe)#nx+Z_@~HU9m?v`y{iwS%MGtf%+-zv<`7EL>UR
zjN)DP=SBB7sIiUtP@}Hwc5=23r#!w6kH2JYirZV~RGf^MH<J-F%B>YcoJ~Xv!fNY^
z5-$!IZ0m>XFQTUmhcXAb9iEuSjmC8~&k%YL%uk<PDnpRjbZq+VcD6XRI(nOs^xlg!
zSTmrAmK1KA+5Rx?G4cW<nCp=Y45f*N#c_?D#dl;G^1XGe95+>49Q8|@J%5WT>Gr8?
z#$<M5#mbl_7(vG157ju|Y~_k><Jv0IG@?-gc!6gmywKRXdP1b2bj$aHFhTJo%!B{4
z*~DcNmnrgEmfT5?Vdz9YcZPui%b+uTKH<8*Sxl<~#$+=x>!`pJ=`aDaS__3X{9MHI
zG8>uv$XTn6WkYABuc(jt`ge-)c3g3a|H<?H;j~qxh+8Jcq%sA2Vf?e$vRDe&_4##C
zzoj+hYzCMdl@>`=I_$G$JGLHN-=wL3498a_CUF+z%gamNC%WPtW5f?$+x&UGF?p`$
z{K^J_+1_%%4hT%dF%lE`?45_as{A7@BSn6~m40vb;Aac`SHgx=WM6K5E^f<s7YTTK
zZHrJ{DHv~~?46Kbkk{BUq35OCEHvs>s*^lN{V6jH4VnhVnlXjToDDMEmiznaS?{e;
zOT(wr$9G@QWx!M&-WSTWRDT<?ugz9G<dFUG3u65X;*DX~Z>`>#9N;v@*6={l8|V?b
zvC`JzaGj#8j}y7kicYeCZw<8Svzx=74mbo-!}TQq(`M9<sdWVQ8T;kBa46s=j!cA|
z1xM6!4xE#i5)SZrY&XZDOaYa?7KqYC()7P{m_I?no^Tuf&p!W)W$TYK8zkd58S}BK
z?hns^t<~}U8iz#%G$g86`TqiodQ3y&{ZGcgKQtsaeeRtQGw1l+1YW6bFMx9Xn02Ji
z+(YwkU{tRy3!ML&<J2n^NC+Q!C-4f+u;$HhCy3eJF0?Y*v`oqiWRCA#aA(7hL64~4
zy)WE-%Ywl!?0);JNgvLDGh0?3?P-)lJ+{f`D*9a7s-ic%x3xZ965Oz$yq_kx0Hvii
z>HpDmLrA5AQRZRg{lmnz54>3N$LBne+I6p-%9lFPuiCc|?;*2ewTS6_Uakmt9;VOh
zHFeb^xsh?pGilausZ(m13^cPpRFlYmT%>9bGMA1dxVb`{!<LCmEIFOpZfi{HBU*6r
zv7K0g__QcA&dHte6z3a&EZe~k8|C3Ns#APeD|X2y|JB@ipYuWHUk@U8#HDknhpneb
zFrsPH9&7iyMZ3p;LEgE!l-@coxzZ8UjxUS<A@@D)*)-ZrgNatFbIJmtud+Khp5E$m
zmbl$pC?+%0nRm`p*6Hr+)75^0n)iA4gowvf)m0-(#an!<#mH)hlE^PCi^O8J3g+w=
zKLmClfOR-X6iIDB<DX*U2{?`kF<e6~@C*7YLYi`yo5(w9ncjxZMd*dB0FFIR>35~#
zZs>WM$4j1qGmKQ*X=F9@b1)|tmdcI(x~84ZyEN?WS(-+6s7IzMgqQC8Je5nc++}8@
z@udIRx??rX^XU<nRHq8*OMDNW@ehO!2F}z~I_@ULTm#5_;tceYmT`k;HBmg*QG%<y
z`qINoKB>{{p|{eKLaof-no)Jr-QTQ#lWC%-?_j@R{2F_yFna2KyaCNDJ^!-4q5~DH
zgc|i#$s@7}t$g;F+BanNiRZ`1+U+aV_Xn}1>V~%Q?D1?1PEPJPLY?aiFe=#RaRBHU
z**=b&daLZ%USeMYgm&P>Ua~X$5tv87&GFu=<G5pbY{v-9V;T%_jRbyej&hv%l)#H0
zgs}i#*SvC^$IPpmkb+KfTJ(#1C6V2o+LghRVm~78HZDrUy^y;|psIypC@xgE;+32#
z*e|cl6vKE^FyVgd4K_Sp<v)ZPI)xpNStI<&N1L<AMGo(oFi;=1TVIEG#W96$iS+lm
zu4y*!SuQHqczY5z<2}n4Cl<S`Ldvh)?00U+wa)FF@Dr}o3Nnd4_BOR^?sJj#ag!c0
zhcwMlN>^_3Z-$C2Wi8jv|Kwrqx)S#p;(mRFJ-Pv%h0I&kt`K_Fn9tL7O6nmT;m}Oo
zPUOfGB}zo(HtpF{_*l27T0siQO=v5^RVJ7-ux|OXYRe+@TIaRJaEht1nl8RJRRW(|
zLl#3sG2S^AW&!n^U)CUS1M?K6`6u<aJPN;zO6`8mI?Kc05y*q_#tIj@>!Ap9kaVez
zxklp6h_ht)?|0Q3vn<<Fml#NXL87IQaG<VR!mllZ4s#D`XQaH`u@hCO?zgkY)X?Sc
z_jy{oo11LOD=-9q{KPb;{)izJm2~752!NbjK$!Z`f!MqDz`$>quwVC7WaQ<J!}-@_
zIj*~b_8HfX#xi?h-wDJ;`y7$tdK=P#a>*NRDR|$nNa&Gfr637db2gO5$QEInt60UU
zFxYAgY^g+X6NVKRQvlg_ViGGkMO(beW3mjFcZK}43Z}2QZ1q)yo8_E}B)3sv1h4!P
zZe|+ppL42VVbHrh)3X=QuGtT^CM~ZNV4RtYMe8i39B_=p4`+agJUe!(N@e{UT$oPL
zd!7{g*0)VeoCsAJGLxi5HUgnrBFdmlIA*xA&K)aHuZ*n+zv=A~l^+3vIhoYOwfJN2
z^jVrw#8z?|3Gv#4tYqb+5c?Z;{a@z47l%hXsZ!~yEqS@aL9wqrRF8l@qR(~SwIJIg
zMtex0M&<U_MptPmM2ay!tb~AG@)T;t_SSR%osA%hQX{evguv&16?4ksXLw><5Bxj}
z#Sm~Yg>2tQ?O~Qz<0R2EcSlz4Xi<lJ@Cbacxwc&0zn*x8xS0gM5GRmJg5;ro?1P-)
zggcx=!IuhViQ7>tP!f&uw5kywoq_J8X;t!X>*Tvu55vfwzeF9~64(CXK!>@}Z`nWC
z<C!_b5+H0=<`zYSkTG&}Mf#fV$%e^S)$)zXjz`~)IHTEvGIMvHe3OcX0}Di7ic+n|
zrApUE3&-`WK)GiNi02scoYjNvixszp)O7PK7qr7Ohv+4lT?-K8qmQehZMOQPTu9vl
zlejcWrN-!SGI>b?1ogWd9}SdthV^il_Z8w<61!RA7GE!TGj)gF_lbv-a_)BQa*h{X
zC{k?^Z^*xQg;M;mPeo1UII@&>oco$#&L&;{z>EkN>y9>q$I!z@YbA=GyfLRx!3Z5#
zh=wa0Le-<c&*+fHzGS~hPiD)lhq_UKykPID-%#rNPD$>tROS6FJeFje-nytq86A^0
z;ZdW|@1y#mWyEox&LZ+^Rjg|_k=T_$gQ;dXkxjzn&C>eHlEld`-BSFWx2R4<N{8<V
z=L6sDW`oU776aV6*UaLB21PEc2KF9?YX_I0*jo<1r|I?h6gAG0#V=iWy3LB1N!0en
z>s8JBRN&)MT3P;dQ^6@JEi$6i<Q00M$PaAJ9kM`R)>5$kWnUlf?THv-goZWtb$D*0
zr>yO=mZYeTbhPS*cP=^XT&i8oajaKKbq)w<@)tSlM$j)oj|+$Bjthr)(KdM#9x#j2
z4#@egH+5%l4LYRf5Aow8bDnzj@UnY|t1s)l+JSs~OrCP1ENb6+{1fep)OEO0pyIGA
z{n>p7fzGV*w<PvP&%MrjTp#T-5!oOEo6-60HElXN_1wF%0eX`QH(UtB0xNyeCMfh6
z=}2=>obdSbhDS+9*BwUYdsYv$T^eXGhAdSt4aVhL%)TnSem_7R=v;7jcZ9jJ3{CV1
zY|-~HM?|;91?wP8qx)6qFm%N)R2W>b@zY}G_9A=bAv?FE7|LdcvVgE_ZLTejmFBfq
zM1}Lv-kR+V{FK=^u-Ws>)z00h;$wnpP4L8>Ls`Tnsmo-wuSR-x9A||3e6FHQSLHv}
z0OQ-tA@q&t&6WxJDhRnlffK+9QDgLB*24?CqOOmEt*@PJ@%8qjEo7^4n5x|9cDH(a
z&|gHa6IM%|Z(Yw+74n4ZMtQWhHA^Vp%F2Do&l_uoBf&2FwM3f(dV@PIhvGvAPlAbN
z>X*+F?=Z(iHtH~D`RJf5-`SKScSVELgKS?07BL!Sp}I_LCvOakDL*Z-sXz!DSH3<Q
zvaQ~jrY27C3AQCKrnv(<!n6Hy;mGtz&Q{kWL1$oFzkp$QqqC^G=N(P_3qN^sW^<Px
zw#<~o*R$V~YoWhk8zg}(MH_3Y<#%pncz0}PH^FI!FqQaW$DK|tkAo=Hc?0<hq@i((
zo&8wB)EH?sRoI?&l0w!OLNE9H7WYuOXd!b~ro5Y<PPr3?Srcg@8A&`+q=#>mSi7Dv
zoAh~OO164!_Y?h5o{ah?S6-$E(`t2F0ZV%1({jpSj(stF_ou3?w9}d#^;{m+-J_BY
zS1WOwjf@b`M733Y_ij0853#>!r?<0sbMFG4x<u$5DjWWOA1EFw;Zs-y+1EUq+m!YX
zLq0hqJ;i(in_^EXoY1y9v+UwqfzHa;pD$`hUsR{<VUE6&zs9ON=)yi<JHRzp{!U(q
z)p1E`8g6E2*weZ}Gcor1^c+t#k9p{6^8H;58~)BhP#W3{*&UYkScm^>@r1M$KVNw}
z=bjYAt$k4q^QgGSnBLHk?s0v0pR8;RS@-MJ0R;6Y-&|PP5u!V4!r`Y_e@pp~Md6(;
zSCNL66pGbEx@D2)!&{%2@Wwmv#!pdvKJZc_x{5;-a4s`$T>|Pj1OQ9*26>-;*Qq<%
z>{Ms=bV?6(#60`(BWqT2%E5Vr9)gbF?m?J>pl{!*=J>dccJ{~Y=!@)343%@*#vy`b
z{dQv6cMl(=5ko7Xby#Y6hDSY}I1A@uuudY&SdwEfebt&l>-^lvo|8fMc)D{+79jnL
zfR`LiwE(Y$?%eqSCwygIOXgx>=DqjZA6~sYt0<-u<;?I13EL;@!h)H*bgg*R3?$y7
zPdXX`b(J$48GHmzp^UQb%`?)#b+H(5iybqLNj3rYl@m`ma5=gK0KlhC|ACCS_>m-!
z(QB-66`GbS{>TV2kDZaZ%^PDdPpy`~5gX1cK<%ZG{=Lv;YBL1b&U?GkU{kYLDp(V%
z?JtPT?TB9x7#yv`FJ~+UO+Z;ehl-&;_d#@BUVxd&`~`V_e*_zBM~4Nm$2QZj6r#ol
zmr5NDF|ekpM7G5jAdI3!0k}-2^nez__vwW&*W4Pm`K_n+01P0A@$Usvf9+GimGEfi
zi7EyQLzBQhFE`9w0H~bQBzX{Xw;cmOgMTlr&@xnb2GbBmo@WYM{0YdW&9Dk80LAeR
zaYQmEbcBV@DEy-|5URF^d>-@AS0CIqp($7b#w`&CwCoye$+E9u0|j7K(0>%i{^moZ
z2aFrpyfT`yj{#wgX@TW*;Gf;1{*Uqux~QC+_hA<qwZWM605=)`c1&c_-#Z2VkMb6*
z(~=oG(M1R4tXLQnLkOMwzm36_O{{V2i~m0af0IlN0QWeNRB&`Vk<|aDml*#csIdP|
zP~&le`U~<~QbYBQrv?b<Jd367QvVN8h0RbMiz+zy0#UvB`!V6<k^N1^e~fg)=5dyt
zX~$WD>2?#>D6Zd)5R{X^$zJO}Cc|+Fzq7<m1`ROv3{P5AX!D<w0i1`4Gr(l1hW?%m
zphbL3zgy(|p!7dwH33VZ3?{J4algRPa(1vKi@slw<H@m*{a-Z!w_yCM3G8-%Yl4v6
ze~v>ssI~U^U$rhErIGnKAef{KxL`B*WSE?Cgl<$;>)E7VsD>jy=LEJq2z;I=D(Da_
zt}OCA<aU-jhg}temBsZ+W@MhaocZ_fJ<=5Op`lB@$}_5ebJi_ez220v#cB=0fP!m|
zT!AglS$B!^StuI_ej`w-=6^q~-RExK+z^KQW{A78!(lIx*N+-aT6POs{HzUp(Fet8
ztr9dInVbX~@!e}p`V&PRtm{S7XZK$3uvy4iPw>5Z*EsS5JvB49>&~6COhFT{rHePO
znqBCig7Rxf<&LBJnp;aDauMq?tD!dPlyzy{m#d;T%Fl9kP~)haaf9(oy&IHDOyTW*
zJa(!I41FJp8?#*jB<EV`!C(!=jt8UcQ8_nA2d|Jjn%&pwp4u#}RRp2aIl*9jPQzYI
z2!SqUG#u?y`PxYDQmp%4*j@5fomV{mZ!8LCL?4RvcaCtho&+->SC0n+Kc~KvLsSHJ
zUP`HuS%KY>_)eaK$y;>zM+y)wOra&^Xa5uy6Dm={^gH*4T9ADF%$1n`x-tz8AS%5a
zqi&Qp@t(v>p{RqDFL|n7h^_XNLiR@J%wvxjtd~9z^jCNN*w9f<UG_w!(wSOwUmloL
zC(o@jX}|i6C+~it)g!9~aX~KMhGKN=6-!;!{%gkCp@?jBbBou?>&!}%h_=!5g|J&g
zo9)jm6Op1vQf@6TuAZ5P*Ex0DNNh)jx(qKZ*PhEPPx;WkkVC1|3Lg-rUe;bAAr@yR
zQZ3hImep#?s<2t67Au0}Zx(9AB+*+&7a_$TLt43<yQs&UnbLvBDCe;o`F>g}<JRp}
z=*|(&zw}Fi!@uc3>O3%PKa+m|80hQgfWpTg4+KpC90bQ)K0vi`>}$%!){3*Hhnj%L
z$`gueHXP><2!YZ|V0{c1O`tOMr^9J8ZUf`^@2~@Z|IpTVqUnhJ6aOj{&|c&4lQ_yC
ze>;FQ1sVN2YLXNe#U+S^lZ6Qfu*Ac`IdPP4Cs7cN8A`!Bz(ER>sNg+B-rUudneXj0
z(aXaOtb>j1uU}vx?AJoOU1p#m2KR5SgJr2nJr~w<7sy_K0*2*s3T7LQMN`8S)pxw0
zU+QPP@9f@&&9H$B&|*4luQ3fv8KH{x0xO@-*|rbxygsbf9uc!QCGf^{fBLigFx|N$
zJ3GBVLs9o4fF~WtPry+<0C4<Y(9lpwo*dPK^T+6=-wfLSyUzg1aC{2-9Ucl$2i%kT
zi$CBG(<CP@$?pdqiHyxGOvo7HQQ$Pt0NCp7{IttzaiAXk_UW-*?vH20!)yaTQ1rQJ
z5c5J+d~p5=N}XjqAc4)5LNRiVVgln;{dscNm%gwsLeY8*;EeRX9jgogQ7z!4a1PoA
z-3Et<4r>@X)L1*kg<+DlFIJ~JWwQih1~lJrO#BO=<^a<h77kkizl{bseiW6jo^P+W
zM~b}0<^7R=dj)IiLBWp*p<8;4*lY0Io@#Q33ro+~2{bm#f<G)Maw216qG@%)U`^eq
z7e}YTITDvH5Cowj;c<nXl$M=LsIg+;c#Ac+Ay6Q0dZ~Oaa^_~k=8MO$?NeYys%P(1
zXxX4;YXry7<6kG7RDt_<?WhxWpESH~C@gHx24X^wQ@K!1VbN*W^K0B#|0viL_52iQ
z9yqj0!7y>S=7A(ZDgWv-#&0E9)A~Aw_H5YipOYUV;b@uCh68*lAVN9`Am6`NACA_Y
z<N^KK@Vj4+lAsIZ2!(xBHL$mcf<5m&Gvi(><4Fqwv1kNH9Q1CM{NNnW?BGU;8^f_d
z3+puo(O6S|L6B_Nu9TldBWakdtpBV5Zq1@zfNqx5p0wc406Bz1m;Q7C70j|{KWGPR
ztT&gZ{?&18pgP?57=NC64mU^efjT4s*ZRLI!MOPm18M*|B|hvIBqZ&S5B8PO2)>n^
z=P<J>dV|z1D__=&EG~^Ky8n)I<2C|_O;8+i<KP@QhVV}>9zO%gGsdW>?iwWjU=Vgu
zXppjx;-Ye%%tWL>XDrYS*k`{W`<yhtAQTE1js_Z7FK7|V2heQWf=4V=u}{o6q`gz5
z`iv!DO<#Zx;&j879yj&|7-XHWh9$7uMEAi^0>0Y5eG-$by$^JH8a6-H0zWz_hm(5a
z2J>&#VAM)+fdUb{%)YpR)|KD_gHeH1mILD74@R*A<?yF~-?GYzyW9M0mCY$Ew5+R1
zT$$PH5{O`q@E770W+jNs{7^WTpYJ5(Mx`FAXL=UIGr<Fk-?2|W4yy#b{5e7R7vM}o
z0O(@Dd^ZI#mg5t^VxrL(YH-5vNqM}w%HMo!O*@8L4O_v&36@bn3UK4*U@XWg6fnX7
zic37U-#(nDT7mB-&TA6{9#nE=A-F&lyK+whETtfIY;36-FOK^1ggNui5=+>30&5SI
zydA2ibc|@nkzf9eWD}4|E8&9mF;N0b)v4om$7>z{Y{s6fascZNklvw6IAhdJh&sUb
zY6Hub;_*^_Z1cj|z5d_-fExc8Lk`wLIed^oKoI@Xhu1+T-Gy8GPF7zCPIpg$i~gks
zxIY0^xf(tWTo2;r;M3HBH4=QIi3iZ<$LYuhL1&)>iHX^8uav+qa7Hi)?&&PZDBw6(
zTxO-9ZD5E11<YjV37`!34JiB`J}{J>2W9zR48W!PZG6KOaSGIw;OuECwPQN}``d27
z$alO<vz$~FPZ4alq=d(0KA@w(uVX=;S8+L{3jh~d0G5ZOgW8bd(u1@RH}E8b>$~%~
zCdI~{xY?cp-%3(}2iz_}<Rx<wRTZLie-L~HawDW)5&)lAa9pS0L(3YjPcHu+f#aMs
Q&Ynap!?Agj{QCBP0IO>cP5=M^

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-195-Simple car.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-195-Simple car.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..b0a2b139adef154f1156744bd45907446eefc35b
GIT binary patch
literal 1263
zcmex=<NpH&0WUXCHwH#V1_nkTWcYuZ!I^=Bjg6g+m4ls~os*M;i${c)hnt&6Qb?Fz
zL{>^(PF6}rMnOeST|r4lSw=>~TvNxu(8R<<Uft5x!pKI?*u)5A2qPyaCl5D|1TU|I
zk)n*E5y{~H0R}-11|tRwW=16jCP7AKLB{__803NOWMu>c1}I=;VrF4wW9Q)H;sz?%
zD!{<R$jr>d!pzFb!U9xX3zTPI5o8roG<0MW4oqZMDikqloVbuf*=gfJ(V&YTRE(2~
znmD<{#3dx9RMpfqG__1j&CD$<t(;w4-P}Dqy@EqR!@?sXqmoln)6z3Cvx-Yf%gQS%
ztD0L{+uA!iyCzMZGIiSY88c@sTD)ZGvgIpQuG+MD%hqk%ckJAC=<t!F$Bv&kdFs;T
zD_5^wzj5={!$*&wJbm{3#miS8KYjl4_1pI!KYxMz#mK-6@fMJTcnr;7f<S*Uv9K_+
zu!H=?$W#u*%z`YeiiT`Lj)Clng~CckjT|CQ6Blkg$f;}`^g%SK=pvVxipfLOk07ss
zeMX$en#l4Q++zrT-D2QjW&}navmk>#!)J-bnM*w`q|R;XU%7U7Kd-0gwjWRLD@bbh
zq`!=qc;cehB*nvuEb@i1&-zy$T;sUSdDBA&i7)>dUWZAnyxO{yw?AELVe7i5e%p_H
z`_It$tUzaJ#A+sv2hE<baXS}@>*{!J3%pWwT`Od@fE!RW>f&0djk_!jcWBM<nzQMu
z?fk;6J2M~dOxyN3ZNjnVQ+<kmTwN>d`sv%<SpD-?1-^Z^`?`F^E5jQOk$o{=L{G<y
zs_UnF7hgM&8uHllk>M=8`>X#79*sG0?K(eqvR2ivi>^n`7Fv7#jkp+laqracHe7S|
zyq}ymuURX)x-&ODa#7N{y}YijW|PBG-2C)j7hl-2HjFp#dh&$n9G2{VzN|XG_%`={
zhAlSrd;IQhejPcBZ_0;>m1a+q>|9<Re3xA#aCS>kt@e>MSJbYW)!t(>Uf<rcF);jo
z{P`10S7Zs^I274`_C~m5X{qX+W0Cyo3%;!DkGrHg;pfTSRbPW+HnIqD92C9V)FM(j
z?Ro3G>+4?qw$yfBK7YoPK-aQ)9Isw%@s+mDdpEsr<HCPw8`jQM-qra;vNuLdZn5dj
zm{;32L|1kj*}1u0p7r?XxkX+A(euvvJM(LLZLQQVU;O8I{QcvpoM|@SL{H8Qd;Rv%
z%a}Iy*0=p$U7tRApX`|=XU*@mKD7O?+nn0B(dve0(>qrF-kz~`|Cukb=0V%9y=73*
zd1c`E_HE3+oeMXV%@R4>zh~dp#>{fvsfW&TC${Gusgin|bbYNUH^U{-$dH<Y{YpDm
z1<mFBd^q{i;iMJML~7fVJ?o>^UzL%RusCiK+WoyR`evN|4*&Ql?MvOec78ThT5K-z
dK1tZqRpiW}E{z2&3%)GsVpA0fbddjl698rv5?lZP

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-196-Cute Robot Illustration.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-196-Cute Robot Illustration.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..32c4dfcfccf7b200c5fe17981a1f0d4f874fb047
GIT binary patch
literal 10786
zcmbVy2UL?w^Y=q9Qltt<Q$R`trFQ}%T|_#DCL+D}PAJkl2uSa}2@-lys=!66RO!+M
z3C+-wFL=H0z4txe`Og3UJvn<$o@94t<~OsuGqZ!5K`jF}mF1P>0SpWPz(9Wh)I1;y
z;N#-r;o{)q;o%Vw;1d#25)<9HK}1VVK}yL$$Hd4$M^Dep%EQil_dW|fJ%=#o{fE2)
z0s>6zqLLzf5<L6@eAkm;5D*X$-5{bNCZ^%LLw|?wfBm370A%<WWEcPz#$5oD3<HY{
z1JwgCq4~tY`1Jt49}G+^Y#dxXd;-E7=nk-(044?&7A7_p4h}Xpy0;(te*l{dhx`t&
z3@(Mb3Eo{NO1{8^Jbac%wI8W8#tvBdUpfa75K`Zwp`~NH$IijYB_JpyEFvl<`&dq1
zK~YIrQ%hS%SMNE*^p%;pg{76Xi>sTvho_f!@avG!u<(e;#H2ULDXDMM((?-ni;7E1
z%gXEC*TWhbo0?m?x_f&2`acZ}j!#T}nVO!Nom*L5`?kKZxwX9mKRh}<IsJ(^JHM9e
zTF$?oKLz_QxyaCRVPa!rVdGuPg@NgTZdhd4ICpq)$z{~>Oq?k0@&)2kK1#@|{Yb#V
zuW>;2(s_)KnpI$h4Sp@!FUkIAf(8A5N%kMX{+4SFAi}~xD-Vkd00UcXk_Ss&9*eZ&
z)%&hlM<W(Qb>KO++iCISj<>OrAjSt3zO*Pn+Tk)i0|i7?#Sx%@PZ@bAU`A>Q1;|y|
z>Sk_&_T5VR=INoATuZpn(c38CUNH(--9iB&`pYBdSkP~iOP7Z3lp3c=`%;RhA}9c%
z-9dx`a)ptqswkj$3<VH2e#|+>MF9h4orsq290hY~P0k9n{V1TT>cHX(qw~<(0m&2h
z?_tv>a*X4C-HDR1U?i18FnEg?1te)g;jYks4r(RjK$E3U`0j)P{w+$u^(g3HqugfH
z73y;wzr~rx{lzy5_{BIAdKg+JY3QE_RJUbnWIvR&)I@hSj1@;xc?7$l0A}cA+BH5!
zOgH}3xjBpF(f(k$SfZ1`Y2I2pmg>v*M)u6h;h~rQS_?WYF`8<5Pc9!E_>dbb-tTX2
zPDKHcg}>-8on!r`Z!mG`k!$_5jCf<*XHbZAs)a3q_1RcUOLoXpIX2CF(@Y0;PV3oE
zXsoIa9R7jTA{vieF!IST8sceVm1ug+%^YVhlbJOXu%hcJj0{*h;}=E&w-he9exRZM
zkKT6Q<){9QgyHhvoS>0tyGG)-EmU_!N)}#(vHDzV{?`;tzg52t{gVO;I1{`kVdzKc
zqx6&Hx9)#4_DlEUf3b}Me(AX7oZ~d{T3yb6!Ty`rZ*7tOsbjYp^TeF`)N6Icqv86$
zG5MFeIwFmJSxGdM0QxV()d9aoBdj`#0=_djpn&|T22K@s!FTF%l%bUBa=<^^9acsh
zeor}%<c9J?r9HKU$n_3pV->TNs2t{1C9V7%@3g^Br3<Z$c57-3#x}x-dfT7JW(#Zw
z{Wb+!NV{TObRu{xJijM&m~2$5U@b+yKd9&)-Dx>meA>DOTP{PwztR0{50w9a3v5Hw
z3ri~QRv8(R9sLZKqTEfFt5CCt8|BiPMJRHC>1vjj=#971quq56Q|eu6gHPfb8G|~4
zTm9ad=9)xL2VQE9u1%bH@~lWlI2LwDx<p2fK1)t;E!=2do6Bob3CB)&Xy!=Rw9jR`
z-v<gnxKygR<b5QXxkHn?nacp`V8F2;jMx(GPL7hJ)G5TFRG0qU6fq+?iZSFUpW%XE
zcm4}A5L1`&;k_;BDQP1L7_-r*TyG_x;mD7aCFIBt_-Di9D{lG`eyVAJkY82oxCGkW
zMK|%<WnHj6bVlqri0OlE%!`$`N?Z9qA#d)!d%nv*^T$V`HAnVlET*aU29+WMA!i@L
zv;JQHTayy(Ret$s>$c!-;nYNURR=2|>Q6`UVIWQ(!T{`qc!KkdOfHeF5Hahgn>8c6
zO}3lsBbaRtt5a1}eFZjV6rm6AEPZ!L(6sKPX7n+Sds62~uv}kA@5gHp8&hcPnWRNA
z+&<c{ZRU^s@@9QXezfFOr8j9nRrbiEz>JDd`UisBrAl%m1}+92Ip#qk+^f%6o&o(Z
zH$wbpr0RMmuh!j%dh}%`)#cnX^U#o8!}iaHhVZ}a4viu7|BWHP9Hky+aKE~uqxW$E
z-UWi`$!I7&qs(V<%`Al!&X90C<`=G#T=l7^jzQ+FA(H9Oz*TIl+4)wr4)^VT<O=;H
zyFZrj!5Y34E_Ji+;Hu3d#ggTSCMdYbJGz5sw924j>9Nz*G~W4i_N5YBDy_;&UB*J{
zRF{4K3d9NdDPMj;V}yTj6<g+T|7W@JP?9BHk+)lR8ohF@zRY@n2);;-@PX9(lI@1N
zem73Tar+w0cW|8$E-tq3%1)QI)Xk#wJN1iU3c~kY<+EZU8VnZ<PAYnSZgHg>&#49z
ze<L9^i)Y%^(IxV*h=c5hvFdV(-dksPmta^B%}?*a`Up1Ah^)OKZ^co_jgueA0pv$=
z2B23dfNmIZE8sH<SMUYiJPO!?RYmq6<XlFyFkJ=jp@3t^RIjLgPXpQt<GW&y)s+G?
z$nhW$5!N8D;($j^1Iyl{_*`n++V=LjwT(VeW!O#+;Jh_FaNS<R-YNmhj;Eof(>q-B
ztyDuU<1lUy)$u!giwphaf!R-OMqmz6qmO?urdp3|^T%r;8EnEQTuI3gT?fi#_jmfQ
zd}r~&WJYm$zPH{7+s;)@rjmPvVOeZWmEU}m60lCQ@3r?M=2Erd(<1}Lz!rQAVA9dk
zw0Ev~psw|;FkGAnDt6AIda#&ObZ<x>|K%DzDZEOZJoikCgE6RH&wZ-+X{YI?jl*lH
zyIHb|2|a4&25To(G)Vki`)0AKLW|M9FF)?IV}O+%HyUCYxIeiSda~wVyVYaaS6HyW
zi>Q#=T}A=nFAWFQhvQbXd;M;G<`flBA*pgDY^(I`28XmgFJKt5^1wG<m8U6zAm)40
zWncTG-Nwt2RH`W+1Yy!(olvEgditn*xmmRLhOdm~Bh{OCHLh0lk9Okjk9F|K-O+=A
z<bS5&-#Bxtk)9CT<JXg((slael!+DX?>1nQgJ)|_DwM$4kW|kKgu!=>Y|1^MJ^qxf
zN8e)gwACnN2a&Mg*ZISu1>AA@80=uqwUeTKjOFPBPyN-l1e!fq{a`ju*CBM-FvL4K
zd7+~K^Xr^qU4cuyx8}w^i4ZrM%toY4KW%<ll!;}2<Ri5H-(K%yG)M{*kRU9J0^a#`
zBBLNPmC*loW;9d2tGqzl7ZE4v)25<A76E2TI~FIA5eMag>5~g?ELEG<#v8HP`~#O<
zsx~^X(c{hbmKT&HqB}MpPbAf};e8zybONCY^YpU$agc1gG4<F+HaK1c%=p%hl$Q7)
zKTagg(fMj?4&Egz*_p@O8g3F0<t9N|M)k#${R6cWJxr-sF6FB4`KODHu2xMl`WmCN
zU44zbqS+Ybb~56kB3PyhPMZ?_3&)!nI`Hv=7^hL+j%054J}!<;`_&f|>C(BHrR9$(
zDD8^!11Kn8rbJ2vJW&r+QCf_O{8<08!Vsdr@Mvt9TsbU=21}<bL;9PO#&Th#YQd*A
z(}P6L$BpM?hwFW7H|Rr8X}68M@(^*l2ll07imX~X-5>9Hott-LI}2qE#}zqc3m!0(
zM0}rn94_Zuz{$bj7vro`P#h*F)=n!Nb}4JNdV{JN7EckEMXD|Jw#u<L@XQG@{W-;>
zr7=iCHi9faQK%;&JGP@U*{36_dd}wD)}vwEMDc7|qU>03c)0w@Lf?6MF4@Ojxf_`-
zD!MN*6H_7q^r-^;_xd(Ps39LOkRm^xqJVR5o0pl5FZI#7)_7RliY@OfO~|KIbRVNy
zc=c)fRoqHn<h{Ea%X`njt)uB0GZq=1D4^%aGYmrQNO5YZ|1wunKTmMW_{QY}+&Js$
zTbwP(r_KrsjL92F+_BDjK`bwk!N<-7n@%-)buB(Nr8A0-B%};B$*bC8k?dNf!fLV|
zM)C?qC(PxegKU8e;;WU@%><mRW8aj8UXCfH^KtdQtJhS)P-zLEj(jq{5ywo($uDn-
zVOjXuTf?4qSFT4aF_NRxB)ofFWLMFtF{dljiwdVF2><!aL4hE@Z`nXBuU)ni9Ne9f
z4lBu_#yKZV#me-k;X6=>U_0omzY||KFFMPYvmyoC6`sf#DtUYKnRm}fZOsq#y(OVF
z8c1yX13+>eP;+XPu8p3u$doH|%o}hI*C|#KihL3{G0b7!@~RO-*sQX66kSDn5qLfw
zOFuT80j9Ost75I>KS3bMkg@$oCVzSX|HC8f4KRcD?hoQ3&I@*oK-3@WQgWFYi)xK_
zS;EJbN{wtbrp&)c=zae7UUCF1{e>bKCivR^ySH(u>+yuEo+%-AtVEYT>>d7{@V!sP
z;XO_O_%*<(<y^JZ4(iIRxi<m<J$CD0XyJ#@%p4{+i4lJD7393N$7GJ3)77%j9}C((
z;NL8a!@ETSiFV_COOop^FccNi7_rbq2#W6bQf*&Nt3KE#9$BfwBj7<rBvGCf-}KD!
zbH@j*yg&xf=ebom9Zrz_{uc)sIQ{CjT{VrEusnPETBsEsYi#6Of<B2)`yt$XLW5Xp
zHTqC5MxVt$I7ys(xrOBCnm_Z(eXs8Q7LZl(k%}Oj*~_fjMQ@7jC|c(m4uc+D_r>Gt
zSsuNM^uvk`$KsJkDYzOjvs;g(<z=vaw1RVML>i~<T`#`iK7xDT!8}eqtlaDq^RRCc
zJG}1eC##KRA?A_`9<RNWby<II%j6XcGM2c|1+6|;n`e1Cuc{+v@J8?5yN%N5dwvxs
z)h<0#pwbyt60p~MF2CJ;12+~)8@^3a(1q@RST+BXbDA!=<+3la_mmXtV^bI#4n7L7
zk<e|Q{o`H(@ie`^_7OTD*<$3tAi;cE-2UTHhFf`T^RuP5HTL8`llHxmSv+Ag(?tSr
zid(5S#b>YgS+uA9pBRz!iW*j{_xHx@%k+;`s%WPA_-*}A($_nJN7JG2e07AOBRXKj
zi65C4ZOUiY-DW3a(d`GP4%EO`|H~Srq`^rCuB$pC;d`t{W^7s!*ztl$Q}L{C@l7;g
z5dT!0ytj&res{lpW%icM`(CGPhDUShoiB=8@2_^majDHR3cWx9K6z2AO3He6c()PN
zvf_aH<g`_dzQidx%_M*My39$9RH9W+s4#|}Tg?OE4b4^vL$h6`?eiwLn1^E7u$)`_
zpKMpA6P}ub`<ve{2{bf}8>!JhW8qymqA+@_TVL8tDqrv{xK&bEF}ZkR)qO|Kxct=d
zjCw5hdw!+v*RhRLCH{5m=fm|>n(EFenq-rl70E{XV7|r2Ya7_=I{O(iq~S-S>sjvy
z1ZiKzO8zk;Qd-mdIm;6+cA!SA^~w|kT!r`=u^p-w$Ccza=ck)KkGQY*%DsB?W0F9N
z3+@&{uM?r~)M2uc{RiDVg!9MB<6e!2!y}u9UXSnX80U?oD|1or*q!S#)CgTEh5hub
z?r#9az=_Ny6&qE%1^3J&%Gpx`pzV_b(3HD=pgS2Zg2rtbwrqHdB9-tDA9sy8wX1EI
zWYkQDB_0zZB43E@<F<Ep+xu1+{0xB}(;Zxybxf>2uO0b;88_J8DNR3HO4Gw^io`Pd
z>bLmVt8Pv~bulF|rJd60e_<rJ=(AW_hDMUucY8I;w9s?VBq-2~g#T=MOf@LeeYGuP
zb>p?l{0_Wk5O>yT$6Lo)KHl9zwq)cqgQf^iJYJabMD%6v`?+Q&U>9@uiO~I}j_^du
z$z!VNyRDxn99WTVE6Q&QgefLV1P5FS4%!sRKk07S6f@vj$EI3y+m88U!*W484_z}k
zdRad7sAbzlztAI#E4IPYIQRm)%zkm3shMFnuYd|>{jjo1Ku)Z#q_!sqhdNct2m81>
zOm(d4_!}c+{i3$YKs~ZA7Bl459|?tU{`B`RIX)ESNABwShu)4-HA$EdK%WdMypn%Z
zsmL`>rv9u5J)s(D3<98u=CeNx8#qC+)tJe;UM%_9T!mEmpP|YJ?G0JX2^}6McN?43
zV}r8fF?RLU3kbPJ<=wcH3)<4CzfX&<hDRKh^kGJux4Z;!-wD1y9a0GK4p3V&K%981
z^4kh@dZvqT&j0bYc6+?SK)LoKYvl*7=%j5;zB<Lh?hU*IgUu)ynN`VE8tI7WM|6}a
zmCUYDt}w2h9?j!?F2G%i$R-L>QKk)hC%8W+0o`UUJ$v@Dtzu;(<yDHEvdo9Gn>pSm
zS6p{l_()ej)HvB_vyC3H7YSXYzj;%iyfnGG#r<!W?9ZK{_L3b1+_euw0WT2XzZ`gs
z&wgc;`vY4bVa@6K1=_V+jhr{Ys{OPT@gr1Utpsph#e`}HE>D)-ZGH}>Uv^YA+nv+$
z?n`j8V8#|pY(}1nREZI2(>iqTs-(WX``vfe`ll2%oGhlBr3V2$O=%zMT5)rWL<;MM
z)lz--RXA`s&1yV_C7N&J{h%am!#fk~yOe?#AY7hZ5YN}mDt_HWK2IN-m7CN^oSC0f
zNiOuG%%r!-UDgVKKTq+F7QR^#rlWKFP4J}mRAfsNwvf%25`ixXo66jh3S&yyldw8@
zyAVos<!-cFnxu;kW*|NxJ^7I~^o&n&ZWB&3<anEks3%$z)UdpEbhZ)GPt80h+$=K!
zJ+>lLO)@ZIxX=}m+$lhFpZHYuc2JoH|C2;TlZaw3OdML<>@VFKPgNGhS#TJhYW6rr
z5&tYorl4h=jx{n+TV=3hRqoAd=<5h-0W*2_Us(URkQyGDWw9j($8=t~RV*75Uxk3{
z9YnJFhjNw~J0UBl&vL(>zps6&tzk$uvDE^xnzN<mjdj25@erKTSNNu1enEm`zMYaL
zW#f#eJk{rKk3LfAh&$ZPjJ%y=F(NKXXg*sJ%poLvCheFXC%j`J<m<@}dN1&U%<{ab
zdtQI3|9*E?V5mH(`aE;MknY=Rqztlhv&LF|)Q^Mi>!<5TZVnyEp@S84UV&Lh_&RKU
z`YT<7hxXoQsWcW68zfj(3lG&+ryET#O5;u0i=}H65BxqfjNa$gy)W^uH)2HH0NUG0
zI&|6u3s1-<7gB9RsL5zaFsx<xiO5-%Vy*W*OgtytD08bFyDi}JGHalTWZ^RxzJne6
zn_h+<KCzQ$%LxeGEJV_3a-!7;?wduoKZ32C#%z)hZaBvsY<?;{>Qrr0-<7r@Vwttg
zgc-I!U&`ib@Mrh8dnv>rnJy1^(q9?GLo8F9PcYl%$Jgz(#7=j0l)gH}^Y5zicplv~
zZW+NoaERsc73Zk$c)*q>((OEOWiwYlY`*jirk}x?q9t+Q#T4Si$d7O!$v5j959)XM
zlEeh^XM}B}(8a=5Ku2_E4c|*PVmfxU7FD#Y28-j0StgxvwQ@9dG!8}a@R-z%p06xL
zq|l}GOya{bGwF{Virf#rRwjf+YNZHoX-$px3|RhQCeQvTmd5d8+1Y6&n@6;XUZiJJ
zD$<*7;bkJ9E0e6l-RQ{Pi^rWuQ*rewC_vKc%Id}pzd;j&o~F^NfWb!XobytTRWR$}
z7rtKhS``v&$sH6xtkKkzZrt*LR5_Sg!y>Z=(&bjfO;%{dO7l%v>a6HK=H_AXu$ca1
z^Q`1&-svlsvhWA06Uq6tclRB%w@Q`-lTu~15@rmS=B=j24GaepUek6zq&@eZj`r;C
zPui`MOvxUm$`$#<#E$|XeUol>roE|ytXAwpzO@e)sAdr^A8+cldFUci{PV;gpa7$~
zEIHEf@tZE@4zGO~Sk53JmwL~f!<YV;E}5P4%YX6~PP4@usAOY4O?sG<;G=V>ur5s{
z5A5n`mT--qCeG4nmF70TRN(G~#mBH`(=<A^W@17KGeyjZX>ojfrW1S(CLE*|tja*V
z^>bQem)zN04tSR;u*UZ)k|vRFL#bbSvb?L_8sLsK(m9b7*NoevGwb4C<B;jc?eIUy
z>b6>Z5S}Mu)j+YAzTc(`7aKU9wL6YCvXY<R*fWR=tdFR1Gxgtr;Kw~cPDA<%_inK$
z+vqdGZ5(+*brEuEeV&z76nD%dW2_0MqR;Z2xj@Q&YX4p_zvJDkU&;Glju~Xg{Z#{(
zwYr>CmJ@w#nCxwGQh(6Kmx<xUR<=xRX0J5e8Qt+|^|OY<KK@jBgY#FqpT{^SE-jcH
zr6bn^Sx+{pUY{ioZx_yv&s_>*YWoaz?Oyc)(;mg!wa@k0V3{UbZvC2&bhnl#x7}&n
zdu`>2)E&b?DFWqM9=3Bua>VG6wq?Fg=tR)Me$me>mjh3LpOIkS5!3=o5fXiM1|!np
zX<n%U8wT_{k*D+%$>UcgE@S#&Me-(PPiEQ&aaYBWPD{}(&L|JRfIQy8ppPqZX*f@5
zUrBqd{&mED!TsUI%=z@#xB&Z|G|$};<wIx`M9WFR!VecSx`1rp+mw=$xR8zOIaPgU
zl!sG(b)E%9+>cP!^xgZ&dt0}-h+<gPmYkQNVyl-_D|ReB=TD*@zG@AL-5~L1%+#JA
zc})@OP`d<z)(xS6>HPDV`&DIIH$6M0n=z6!8#Me3%&Sm<?RFwjb%|~F72HTzxC;f4
z$tF=cbzTw?miywZ_KFD2Fiw22jPO@zKmqnvmQr?)CP}@x>KE^iGHdi}!Pv)MVNb`z
z0iI=_aT*zqzBEZuBSKBnSYr8iUg5?tetZ=t-G)e8nV0r0PP9M)uU<jLzMZH=>GFYY
z++Z_4or$+Ph2mG!1bg@fcxbEbrkAXN2`rJ+<1D<b18)3wv@YA*nv;dC^b3m>)t)IY
z5=WfGg~cfl3M=~F3f%)GW=YTD`?B0?Sg)-6yE9%gZtOKg-z;D+z1uGTd4NaSij|OH
z8Oz{=YhWmmr*DuDlrGPcT=0CmHoWo$R_#ks!BNPz&szyt5ksNQ8h*f9b6IM3a+L%_
zj-Y}Ir>>e}ctWK$W?-b7fZtlWo1105{H<1y(agNHP?eo?kluWG!g$+zLxeuP$Nf_Z
z;WzzKMtD@a&%1pKc3folOoQ;AHkD@T>*&Xl*B;$_U(^v-dRtiht4Z9Z(eTQyp1xvz
zEH+`QI0<YWDV%KIX6E$mSpE>bPn_hCK7P^I5Y@trt;^>6gC@(#f7e3E0xyAtYXqVp
z0wLk=b?=g>6=egxzs}0CTcR`D!M`rL{=6^v`v97$NckS}j>p+qWY35S&aUhS>Up`v
zdGoUeF4N+U%>u9~dI`enV`L2Ofq)<#k1JB-vEpq+`yZ_pJVY|tlvU{U)5a65-KJsO
zoN6uVw?69{{GoB+-$b?gDv{+V?-LPd-dB8$o4<!T;f$ZlU~MBL_Vxi4<<(HC;IL_7
zag(j1=Qax1DPo9~W;~8oU}v|i($sG-v$Hkdg)9^YmIy9Plymt_N)CH&G{ZrVFZQ(e
z)AsV%*U20wN5ao1=cXf6Gr3!6!WH{GUqa7MwzB~Q)U42I%xIyjZc#C>QRJd|Pnp-n
zn+hajm@SorXmR6X`&@X@0biQb<k`Da^SYJb-gqRB&n#}<k+1LR2!!(P9!BcGLP90#
zQ9y^B!^v|&pEN(yqPR3)hU&&piAOb#RrGvh^kdl_eH~Htv2**g_T0tf3e1B|l5$=-
zJwL)i73>_8!|UJnj4^)~k6drN0ViMU)?^FKrPIH^Oj5<v01{+Wg2)MN)KL5MpSomw
zOsKvI&c!VlyOb-oiI1?gFGyt(*RE5Tf@wF6P>p>rd(u0Z`DDfP&TgRcod1_0VaA0D
zxwjbEq9>JAy2cZ(o^&d^Z&v|V)9IOK+nPZ*qC+NZp|>p=t@Ldzi=rszI=tXD;kSB_
z%y&olWM~gp`r$s2Gw_j~iYh;SwTa}s`h_5c#iShNd4$<Ar|<EU8%LVr21lB=PmcFS
z;)Z*~Xm#>8ukX}G%ni{BM7I(+FY-vhbZ<viTeZ1QW8^T8epYOMgT2Olq7=KtQF2?4
z#)ZfNi3w6G7dMEjgykI-N5Me`6Ffj`!hRl7Ff|1WUSl>28<O-<Q_0Y!0ektB9al0j
zc+w4NH#VW&8#&L&=Y+8(i*21BT8`&P!>8~}zlopOXEnMGy9f@R2-PLFNCmT6Fev^|
zQrB0!7v*h=m!8B*@93XwRpD~iz%F<B7LI;_&VvZSQeSZXh?{tHGFNajd!T&tsvW;f
zV~R@an<Ko1aHh9Ns#QidIQP$}6RKE&yWBIeI0KhfF2*KZ!ms=p-)HnNvXM8j+8>#N
zjgjp><_QG+m<kI9y4))cq)?OXa<=}tVp?Z#vWK@}bL5f_X<9|3aD~q9E7!&W+%#YM
zYCldKz(g^ZNH=#ej1H2<c%8Eqzs}kI86eb2aH0bQ_x}V4?bjK8x(^Bc5SBhi|0{8k
z^YIt<3vn4!iPO%p7QIF{YvJ4tY?$Ij7j+!{Qixq6$x2UI$ic~&<<z6#!qHl6r1r5C
zE`GlejOaAMfM<&4XJui|qt)-eS7vL*<l7OoJoJHcmJvud!TufxiV<4*EKHAie5NWN
z;>}RolFxRgNmuK`j@gp$8pd3;$!2A5D__WREgx6vTg|`u!qNUz<)aRtO*a2~1)NW&
z{7K(sYD&~GbFl(&0jf179Dxr%J<@}T-Xi6|>PAyyx+S5ZskPlkMklYaDaNyuR16iw
z?<UK>V3gUBv>9$QIVc{|PuJg*?1hbe3y{+A&jL*-7JfJ`&0@QYj$zk_evlvvx~8$;
z^4$HnQuQ_-`Xjy53eMC!#T(u+_J#pF<q~P$k>r^?SpmrG5StCJWKpj~sTR*SORBKB
zNJzBY<{B!Oz+78Zi~1oew;AV%?oU&Bp^DXm<jN!?o-E2p66Y(uB=%z<4LMe%7l4@6
zJ=}VvlmEChPYb}4=B$*+UOU~*ml){+6IQuKn6^&N7#Lz?HJvG}7$wu2+~f)<7vrEQ
z!whhVRW(6W^pJTv$mcvu<Y!N5#&1`(E}&C+JJ77<E;K;dywN6$yk*;yf*i56xG`~Q
zV~RdGsWTwcxf4A1jqYWL_&?-Tr&nF5)XyDnm1MjU!M-W%lnB}wq16*gSe?(!;ds#g
zkk?pgsc|qb%pcV65893#hwO+;i_G+YO<(U(mgqYcRCr*vrgn219-<OI78nna7&r3V
z?3o^X_S8M+Y?GRF+mI<R@BO5!d8m(KvFF#rH3{=p5eZ=j400J$a%c;zt9<rwX7`)^
z`~FH_$ts(PvpNDr_LQtxg-xTdl_kRGmSC|ssr9g77Lx34!7s&WPP`bQz_#wnM1BD2
z!&e(g+ScOSH_!6Oi;}}K9%O!O+9I|q4-DMmmB#Sam^S1hD{T90o$NJJuP$e8{>oDm
z`FIbV<UW9+@3_1_9hCedGJ+iczHv=0?TX)|cPq+I$G|wL5kT}~HN;qP`SoVxe3~vg
zt#qKUjHubt72=Nh9yTNuqs~^QZozw?bAD^wfx8d8wq<j2Q*c+5X4tne&qf$Y2q*jF
zN#*Ox@C8~wDA(!U?fw??_k^EPId7XL$L}HC+PN;%`NiHCWR1;Zl6v!jvKd)nn!!HS
z(7k;4`9$XmEBXw`nK!;bbgt=Nnd2JkrgbLl$}3d4psO$v=Aa{cHCLC$@B$>cxbYbh
zh5|aHkOF?@7~k)?(iRAgpo;<&Y)}Ars`Dot+82jV+=FhOPa}~J5Mw8A!`>x~s`p+`
zln6lqBPajYneLo;G2k)6WOc^v1TzS1f3Q3^NpKwWnew<~b?-d7Ku-?6b!mwLUdK)&
zp?1(8t0*9bJv?|UMm>Gz1DL><4;QBtYX{m_V<iQQ`hvY5*i~sM7pyx!l|v8eQm{fZ
z*YJzE+$4kggbtrwTW_x@q~Pl!6<5nV^?if1DXY4Q0H5?DXjH0o3tM|re;RA#2agZK
zuITW^)sAstQKiSdpMZ8Dr$;x+rsd0KwBU)E{8{YGGgozkqg4Jw;S$`msY{`lj$S9>
zJI@1XPVmxCW@v6(B7dqWuUv{2LCvhDPRm7imNchYGu-a7;lAr0cv@gNRbH>b%EIKD
zt}S}eEl^TLHCsFE#8H%=XxLMKeGf*<Ncpe*)TkLugvgL?JSdJMn%l^rubt_tj`N@~
zdl7I`MuP4O8lal)oMWc(&I3L$y!?&f;_Ko{o3ZCi2gwK*WbnBz5?28!0PWIU89682
zHb&4gA;#DJ!d(B~UB(74aK>s>nfLJ~5>6^R5z3dMC_v^4gaWWwPyn48Lb>hN59pxn
z*AMheFE-?Lqa;X8SM@HJPK1Mz5R$N6Bh6C8jpwy#i6T>*Rv$RT{RQ`o50X7S&}<oB
zvn5Ehc;}#}U~^ia;J7XB(uT9EWL7>Q(>t5amtmEsb2iE47)=bkLJTLp!ZN=C_qFHl
zbli4mU6tfj$U_gX0@t^pi&tdtrJ;bp1hjpa4H=)Qik5ju7$a}~xQVWq5ptOLWkcdU
z#>d1N*R!3*?J=PX6GjJ$q06tJYYL}vq3GoKs|oNmd<7|;hq1>#*=VuwJ;I?|w}rQ_
zv13?eI>#M8hsOB)SN98rZs;+eRn9f4V`$osj-hYiaR}Kq^l2zP+o=XeC+1&^_kjOF
zn*{m~(qZ6#QV!Wd0la84KM3=TLI%F~&skHryt8;0T_a?>RDzgBuUAV?7i6d^|6f|z
zBmH|e6*TMrnIIJLj|uMd=|0VoLi{QF^@#pIMOV2hSm`L}Np}RF{A5B*toJ}UnoH3f
ztW8M)U-sG51s)OiCoylI>3ZcNAR}_!IDCe#i{7L~u3=gSXWOgX53lUk(37S!SakCq
z&TXWq)y!SLqi+R9<fF8$dM$^<+>*{RzV(fbH@p+qk%oiAv|iY>7=d^9!SEt9Fa_O9
z#|&uTdBE`M7A?s)wkai&%8`buCUURPD_DKy$2rM%4&oLXS`<K_fc7W0#L=7^K-YAK
zczO)!CUw*<*%;9UO}YEm`bSrf#V{Sb@q{9STP%<`{YU}lp?5AUkjQ~wq|n6%ziItR
z`tSFG6vN;&ru$=ZR6Ch>ROBe}IW6-8Bhgox*p%0`47uuZ52;hoU#{OU<j`d{80af&
gY;H_+jRSh`2Qahd(0`(H#Q+C7T^e%z1vUGB07CE)8~^|S

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-197-_details_ .jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-197-_details_ .jpg
new file mode 100644
index 0000000000000000000000000000000000000000..104baa303f305ed28152a708d1cf5ad1c9901bcf
GIT binary patch
literal 4259
zcmbVOc|4Ts+kYk_MjS@Q7AA(WWtSxk#~Q^!8P$nwStiN8Hze7LEJI|;7TNcaB?o0q
z_9bK)ME0=`#>{Uzr_<Z}{`J1^{d}J1^L#${bzj&0z3%UQeJ{!wWd>l;*SV|%fIt8M
zqCNm+0?-8LPoAVZNlQ;hM+bq>Gcd9-F`hcb$i;e^nT?kl&d1Bm!*f<p;`~_waRd*K
zu!4xVl(d|j9Q?eJs-ldFgshy*cPAhS1j2ZVk&}suQ-+_1U*`WjD1QM^dLRS{q5%m2
zC!io2D2VbNfK&HL3;KHiKL+Ro4Vd;M9X*8M6xE=b1vmksp*aDjp``_bsn&tic>oNh
zW#yOFIC<LGicY|lO(r-tlOFMVc{9wUe^XG_+U*g9ft`bsi(Ba2d0`PzIr)nUib~3w
zTG~3gdYAQ0uU$7oncui+V{3QU-oeqy-NVz%+sD^0<Z<Yeu<(e;xcCHYV$zG`l&tKW
z+}C;eZwe|ZtEy{owQuWMTHk+YYwzgn8W<cJ9vL0`JU)w`n_u|4xb$tAu(iFjySGm~
zIQ)(a1kn5gi~9Ws*#E!<rQ$jP2GfA)zT*O&@TR^rP%tgO^hs6?V>&C>(*iQV^lZP!
zW|lWY5V9tlFl)Dd26jQYSs}uAXn!O7-vN8{|3dZ?*ni;~2N-EU)Wf5J0!RQK0G*X2
zUa3y5+Ne2>>Bc#ddc{6|;zDtDkoPT}HZZeVn4wMz5QjXjC?`WO9gDsc;Lbh;=#L$3
zG%JsEXmfL1^4TB>#~dajw{$5$jWGpaK#*S>kzy&p8g}*CbvFUu`R^7PzgnFC#lpBF
zWL%FhO*Dq@%3$VWD8Rj3%V2GD8Dc!x18McQ7rJP4_-KG-L2s!-7)i`F3Dr*lN>elv
zqJ})%`SNyi=J@jShf}<xh8Cu0Zp3!u!h_D2RZv$ZP`x7m^;+Cr%0e7%xe99!zxS$P
zFf~|kWah5Qu_CEmt$O-~g+~63R&VFCaggWAQcD`SoNXg|o}xnusX4oT=>}9#KewEK
zX^Ef!Z{jI{Am+%<9|rp~JjM~xPE8dB_%~NEzr-!I&WhIJ8_<oW0KYD@Ar{UeNeHzw
z^~2P(kq7qzGwO~cdM46PCEGEL>1l;ih0(-3YLIC&>OAsLNkp;mH`#dmmjSF4AokNX
zxp{*EWFt!bN@<Bg6abO7cpNfK0d#aNcC{|TuC_!97oHW)iUg!nQ5gZMjWvS}D7>mN
zvFK*VB**Pz+dtFO8#PGiJ`i|!E)Uj4tZYu?Cfz;qNW^XOi@9=ugZtn&lf{-4>t%Xl
zb`2C&gz^K6Uftk#$ktJ*PY=Q%Tk=VY(LO37_KZit(n-J`Z3H|M_TERb)tH!w#4UR(
zD7Y}@vWoCv=Xg?&{ZJ*J$BT3LeR|8jt!dd<=Sf%(v)RjCXJIqe24L+0rc{Qx6k;ae
z$2{1vQ8>YfeED55l?a#}HxqvtZ~xaOaMQed0|hAarvOVGD^rEd?;sT5S2i{bwOS2L
z3TGvYzX2PG7qQCGCcl^gEjxAa7*)F|Z@j;XxSU+<j9cb-JI-IT_;sh3c(+_a{(=qu
zVzxwbX8nz&a^A|Rxn$Ka;zQ3VADiYn<P-jD6*Ww1Qv0lctxG#@)>ve$wz)FOAS0YC
z09w1}ToryMFKwSdoF_keO#woE@hczB9krS8yEK%yeMF{==C83i!!l&$=XK-9N#{m9
zh7pE@fO31mP@Gur%-7sNINtE7!o)IrN|xm2<^7nipkwsVCKD%{yVSgH;>`eEv{-Hx
zK`mY_`GKLzN7lS)Ue}!-uf3$i(UJbi@m`+I%Uzvk?$Z&9nRE@xhc9rC9FAWKzg3|3
z7Jlrsb$qKO1s7CeJJKL2p2Ypod(vFbJ$N$4_%O1z_ibvXbBu0Qd4m%E5|Z^B+Sg$W
zu@Hyo)|m<;q3>47GR%=hC_tyeaMM~0Ia+^JEaq<-&izY6)yU|jZI?%wEu|^Um?{O>
zvGv@LpP2?zfO)rHj>u7ydLCju<g-rR-0w=AXD_IB`M!u-*IsQ@CpTgJG}<7lw7v=<
zkfB{?v_-=GINz=|BfFKDZU>U+Kz;d3FI9t<y&5lWL3T6a$I$>=^!&cfI@;@P;0f!b
zVyKF8#z##2ZN`0w3ylGPOR<&7MeMV0pElpBX~TMP5du%w9XNH<>z`mmCmz|Rvn9$V
zxITBX<KXRjI#eT+jTm{pQxw&6|B~ZV1FqOGx>N>%)U@XdLcBeZk!I$@$z^PeDcP@=
zH<uZgUgbm#8|~zbo|AT5r9<&MZoNZGEBWJeW0wcuCw)5Qd(>1@oafeRgFN`Cx8HxX
zP(#jJDu*Ct8>=b8`{99_Nabx!ty<hY+f0u=tBzxB2hzo%n@25P%ZnF&vzgy+Zr}Rg
zaoPN<;bGb{R|>$^G@t4;z1L0wbcMWN?IaWGy>R_;FC?w!>Qts@GDy*=j6G(|F&D4@
z2Ong!(E(2>a+MnVP)2z_@{ci31w@*GhCociwcrC3mZW&c1CqU-1eRJ?ge@;dqr2pW
zD8OU)_QTh)lHIf`zI*Mj1n1{=5u31_+sO&T{Y%`!=dV2t?&Bd}FD*sXr0T!9Q^Xat
zQ;^PAb1A3x{>h6Hn43#n8ayNNLK~AK398+E&T?dH+BVsPlyx~y+c3RQJFs-;xWD^A
zk;F^ebKBZgx7wA)Mf*6jaxL863@mul4Ah=F;2U2z&(ZvPvg1o%%*`E!QdMmACzU1E
zD<0x9j;0w1Uj2Zj`36bGIH$Xwy@>^yJP$6f-Ll}PTa8V90MF>E&VHnbfUt@RFR|S*
zdswA1K^Ng0&t;jPoxWY`c9V&RFIV)yv>Yj*<9=}6=y8G0qn=NEzVwGyx;sU^9G1sX
zT8aGRcZ>UajR(sZ(bWKGF0Ys-4rdjnbwB~8?i+2FMATQNFmx<aiJwcYzyA_ntgHly
zPa?%XyG0(OR-yT#skZVjd@h@&WL>e|Bf2K?)9A*^>%$j3oRx1Kjf#LZ#nn3xK^7vL
zs9y~1+ir@FQ>(@L>V=N&F}kOxgKikQ5(l2NzIj_}=goASpy2h<0`gq%sg4XYB65M`
zJL@YyLBHWa0phP!T*6y5yMA#$jGV8sj9|`lX!_i)U;EM|$d{gjRwkQgf9>1t-jH>9
zUk{(QTC&|7>--E;fuBe_SHW4AU=@3G@wXLw<)}dYG3Rtvsmna<G=rmkqYsKW?F_Yj
zdm|f|kKee-JF~l#p&=cyzxDI)w`*=3jF@E*7`Am%&3#I`(2hw9M_15T7dN_XIMznk
z^Wx*-BEKcM>Q9d8f)zt^%r+R>zf`foh|QIo$a@LDdBwE6>X+*gMb~A;nKKvPm7n~m
zcrQ@2v1ihYkSt+u-skCfhGzGb-GK|882tQETZQ~plR^FR#67Yro3M<5_a5JF*9wx=
z<K?-F<4*5#eI`ZKf15nQ5$~4W>60&IpZ*YtN7>>`Ulbt}0srXf-fw1^?n+k$c)35h
zaQeJh8I|I!BBn;^(I2&s!l~WJE~;=sb6)-Qo8`bBv%#IE)mPW``Y#5-uH6ydgS9Yo
zukgW!T*MnL+qru^(eX!zL)FE`yf}}w@7?k0Lmviys&~!Sl|FK=qw^3}Z(a<UF18{W
zFV438&?%I{tWE=gIdUVwq~BMn`{>0Ve1=j;b)@n)HDPKsRT^$Yx>NN!E`BV3Jw}lz
zMpbO=PsQG_fc`g@OeJ{nUhS3Klr#QJe0h67!e}G3GuC}L={yA}M?UkjebCPG9vw_t
z2`40lZcH18y?+Nk@Dv8N5j?&H$kKb>Y(1Co=?SKtBX?>C*9XH)x$HVtp1L8SS3>F%
zeP$yTu>A;)L@z}E1uGz~G;{bDOO~)N=z@=v(=aqK3+4|62ryjquCrKco&3=25ywi8
zSuPnm#YJ!s2#NJ`4htb6^CpBExV6)Vf%`rovi@<t=U$tXyN32cH!Z`eGN8-Kp^;xE
zHQmo}R3{>E0e9vyH~Pr(V;NynLRE_8gwQSFr3#L-n7OgyQcfS}eB8A8W^Hu0S=EAx
z6x5C{J%|FRVU4a5%W0F@Ekp*_Jtl?@Za>zJ4PSns1b^ZrG4(n^D4Uwq7U&!#`g4Q5
zXJu1T1H8Xb@_jmORlmonVpG)cM(JJc2^R0RMHSE|qozL8ZGVD)D~r~{PN5I0?V*vv
zTy77GXl-sdq%6L_U_E_}06y2P9khX~P~lR`K8Pn8d$H@v&or_4Sn3Q47#sxDw~5=u
zUWnprVEW4owp@2EFK4-C$_wkxMu>)3HmJSY61ze~Yl>A@MX~1Lo;S@}+`^+3-|-RO
zwW0>0uLjpSb3a1jYWLupseUnj`Jd($&3BdC2-kb6GoHAt-^c1jo}8$!hlbKDU$r(M
z=(e&<gmK7r5b^TCxQDgyVs~#8chmbzV`jH}#XUGv)kcsid50N&*OOmnoLaM(Xf-3>
zS?KQUST%w#PL%{0Q&q$LhiddYdZ8Vi@>$OQ#gI)@UlL0rW>ZVr;twqs{@z?IB55(d
zD)*PdmWQV>9dq74JN<f-=+-y2)|I7IR~3u}zuag=_|?&nR&*k>m=!neLW?jQo(a%)
zj<Fdruv4brDi`2?`e3xg)xr*6%D5a=^Z{?l)PWevK4TX?13?ky@@%fr#gJ?`$H*Mm
zG#~5wGNT##qFnaRRkm@e4`y}?M*RY@TdVcek34r`X)wxL(?oL%NeYl@h9O}{)MF0~
z#Z%=DW={dALfMjs#rB>aaQ5Kk>oSrVy;2!U0UCKknYRkPtz9av?%mFC7z=2m0N&pB
zj!;;teG36|%uq=I<|x3dE=gRHg97vwBFRWHn_JmpM0wu%_aBCeqchd8d(vlR*H$W3
z=3?}t@I?>)^!Xi+|MUJ6hjGNR0WDc;#56#ifM$d<80zNrl3{7?&Uj1isflNICmqNC
zG(5BVZ9fOuyZyl=>aB!+yYX!CDZ_?=3zC8rID;n<5G&UCII+A(ZS>OBZo2NrB6ZHC
zpPgaq<Ci2~t)awBSxPkVF{Jo3)IUm7^6o8jBy!8p)AGpXXAMyzUZB>HXFqGmiZ)wz
z*<!7+HcaQ9C{jR#3)hy%mlY{|5^js50O=wJ#(M^s1AGRS?GMn8zn?SO0DpCm4fOni
iewkL7TULlR8%T)FSiOZB7QSUz{UdCo$oJNd^7%gr2}Gs<

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-198-Diagram of Actual vs Ideal Path.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-198-Diagram of Actual vs Ideal Path.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..b62d8815aab5bd4328aadb0781dd27d320f3c01f
GIT binary patch
literal 24329
zcmch<1zc3y+b=$}B8W<dz>#i{Qd&K<2t%icNLvUBQiFlW2%@ASf|61q(o#waC>;t&
zBPB@ZF#OlvGlS^4|NA@dz3+R^`D}-^W9_w`Uf<_gd;81wAmV_Qnx-0phzNlo0{<hn
zdl9D)d&tQt$jSClP*CjMyN8mBj+$!UJ}Txzv@~>wSvc4av#_yoa*OhD9uekZW8;?<
z5Ehq^l9J-!JFa-_sDh}Z)KRDtqP=_fQthK+qNZj#`WM?@NB_(JZNEnx+(Yz{Op=7?
z2!i+^5y?TK?P>%E7$+GK{2v1U9}zJLDH%D%p1qX&zzz8a5X3|zB*dg7WMrhI;BH@V
z9YK1K?9g8lC&+1$HWWu(>5krd{BjT1$(#@L`mJ-^lIO48-b=~A$i&RT!^_7nASfj*
zBYW()+^N4+)zmdKwG0f6j7?0<%xy2&**iEoIlH-Ezv1C|)9cRNfO~=WgV15&5s^{R
zPoBmkBqk-Nq`pc^f18_^Ur<<7{I0U9x~8`7V|_zgdq-zi_m{6dL&GDZW8cRoCa2~X
z7MGS+R@c@ypm`A?NO02v|KcY0$Gi@Lc@dM6l8{nB^CBYl00+rIQnJ4!$Pb-BQrNiC
z9yxkz58cVfFLOTZ<&xB&qd$MGm6Cy5YKUhZni@Q_e>bt)|3@?1nb@y+^&qH7hye3Q
z4kDBhiw*pV(m9VJkeVt)31}?@e?r)!eVVFtR08}7{*<Rw=@9xzRRmoGQiC|`jw%VI
z7XJ%kv;aRMDLE;LNR=)EfdsdJtBy?2AGn4p=OHw>Eey?%NI>%w@h6~F=#bE}=1~7=
zgcj5_e-h{j>Wm-iM~?`4Cv@?D_J{&6PPi37hg2c^$D!W>24b)?4`?oV`tV6TXoTWm
zE{J5@2+x7}An*qX=n?dqOqk9KGU!J9L82Ch)@u0<&6X?)(1C|eUr)k`8aH2mKx}`Q
zDgpvd&?8#pbbt?FWE!LiQP3s+7dC({2z~uFcnCzA+Tb$i1G<+$sZ%hq0Vzpw?<8CR
z&+{id!c9~E*9>+Ijxfmo$}ds4#*zEQ<7`BRO1=DisV(T1$D}z@7ama?V4Ho$KdC4m
za#}jv=&Jd>Iy?A+durQ}yCHfGl;V=w8i%uA0Fv(clfPi*FvSRTe-Cbe#05c@7m)`w
z08Msi4bxnNE+P+-G+12BVd5t|A+WO&mMOix6b~aJ$Zn&}ahyoZ7XebL--_qDehV>D
zTa`o%h_>Uk0J?}BdXm%WLy`eb0A>LKLo|fsRDho;F9N;-5mFzBbQn&Ectm*MF#(=H
zoxpkl3&MG%wx$L#G?*}mlh7yuH{lZytCC?^06p?R1A~+UHxJyM|093H0-6F#F*MKw
zv;aiJ_ke)^OMR$}f^RY>h#B;23y;!V%N!vf;P_(S%7ML{(H?5+&JWVm1;3s6kd^WG
z!i??VkM$VmsO0_Khi+9}^~?X>Qf+;Zzbt;j_nuS4H9JG+8t)eK4Q=ZW6`vAS=}eM*
zJYhv6@Hh{mGE$`y5NRJExv?7=&=}%2=rU}Bz@UCYDuGnxL5T3s=}AEH1luZ{b-`IL
z$Y=qQ!X_pOGA-}HEkGCaVJ$uY36B<DIrc)v2OK~mVAX@wk6^nXG5Cl4{V9+C9c>ZZ
zoKv8YKoSPaQgTwllYQXCE}jt#i#a?h=qbG5pN2%s26|dsQ(J{hiF=Xf@8x4DMrFrk
zEoZS4pY6<jBKjVdR?sZR8p$d4Y`(*i=c_B6bTp%Jt?P;rrR!Vg3csznnxGwU&&Xs@
zd?@2Xu%LjDh=;OK#{J5UWa;Cg+6(2~UKaB?=o7}A!3RIkMY`z)UPw^g%*IS5doQI6
zKGL_+ZOHjzW+OrSQZ#gK0y_xw-SHYAdJBG5&_o3M0r82hp|u1bo`Z~-xfZbhns{as
zsq)Yv>>+J~WCHJazzkvC(jtfW4KWjvTX6LRa2()%ND}CPfy7fu3pO4+JCp&o0&hNH
zqC(yXNUsy_6;Mb2(?{O_O1mK)+EFOHx-$R{;<=c&dsMYJ0RvoxCS`sPmD?*bu>8<-
zh29t))NWwxeVFOu>ACjn0vKZ_rS9of2H{@D`?_xE!nD`6A!Yl8lxPbsTv4M>dqvd~
zK5^o;Aa<7b&^pTc=F&~;pVxeJM0>D%vG=aVJ~^%1u#KR}dG#v!^%y<tm-U#)R3jc)
zZy~WWmHMr!$VY%s_@NN&F`A$Gau`}5_9YYu6elG?evn}32qqJ@kg)1TK{gZTiExgL
zz#|@<MfGREM+|`bJe;_m@DT&VG@!7!?gb!+5r%gX5ja}`(d~coAWK01Au;C0@0|0z
zzc=ZsvYk)sdw*$MAok&lO=IzDgV??!%j&5?4HBjo6<q0U9UFgIy?%F~tyT5%&0D{;
z*&Lx|zI)69A4C7D6tMlle@Vm)`5-*c=u3oA<eMU!=l;Gr%9}Di*L9n6Jki=STrCfg
zp<(Y5#fnl@&0O{cU=e=zUV0{l{!A3>FsjYunalembS_6qIzuPhuokIG|MC+oK0Ce-
zvKV=Kh-1>Zo{~;{EhxF#tY_J4OFkPW@xfRg*>S9T=iExsX>;#u*f5ES1oRS3Bwz*J
zzv3Jx0yr(8Zc%7N4$#IXJ=j+Q=0p5rg0&VzF;EbRK%Tt)gZ_l@8N}h~2_YJ?H7{kF
zUeB{rmF=6CN6t8fd<Zy={>m($6SvRrWVo%8PeSs$f~clh7pIQQH^m_xE1ZKJQhWGQ
z?<Yw-CB3M3{i5r7JDr{XvJ{noP{rEQAz#VL$%GRr)eZKA4pHitK672ThT7<S51e;$
z60oF#iSlHs!gVi5c%wA>d3%o>l})5#L0qEm!|=5K$X90LDcee7)MLHL+88H3{WzG7
zUFg}oltk}Zs?j~BwquDUk;nr!hUCW(`)@yDHjF@?CJu|6uV*4_jS&CXClO=ENh#1;
z!<|)d>}zvEaJ!iqQwDLS+-(UUs6y}7Ool>aYuLGC4kOt$L<S}IbQT02C!t^)i5Xui
z@wBduifTS2MZTq1TP0}nsdmp&4T*%~>&@YnXLc!TgBDI*dghgvY_ACRb3O>Oh$ZSO
zI?m<Ud+~llf3Ua{qJf|XgmC&d<<P>*6o@(=RsIhv1#whZl>Z^LfFtCs2=N=j_+GqI
zX;2ae|7K!$|I6Gw*+X^}o!JJ{Gv=}$LM{gkYZt^5+lpMJpZV3s{n!W&7fs!xP{*8n
z>_<t(^yMFBqOGD~MD=`BzKVj>#tI1<@@y=h_J3F%7m58|FzX*v|8ce?a52+P(`M>K
z_R}e3UGuRI!)c$L^U(_v<;!bN+>xqYsg*dV_{;IY4(N<VzZxalbkpd83tv3dfUsYA
zg;v{EO{`UfUrMpi`3??l`cYqUi$@*Rr+SAua#O#}ZYh7p@;FL$GC4ieT~*h5v&yhi
zby=lu?o~P?%iXXs+Xk^I=a<uF>ihHy%gitjH=g#>Aj+aFbYwBj*;CsHvQfwKSCR{V
zYphBQ%&2c8;#}4{DTS`zNhq%$YrgL$Ait^Y6TQx&olY}+A4{I9J$>_-Na5E2TO?AL
zjIkh4XFq>k`&v)fqV<@q(~QV>X3FEUk!P$Vx}Q7|Us7O62~%+3uhGrP$Z<YXs_`=L
z)nJ!j-9hcOYwvzERm@N&a-;}G=SE-OMvyF@PMR;h6sVutr*GV*OV%*+@i>-&p7fow
ztb|Pa#7%m=+N5>o3`sV1>NCidBIfkR7*ylJk|cjxazPYFX&`&zW4-Q+cFaOGed`S!
z&d6vU(>zQi+FURgCtw1OM6ItU>3ucm(|o?<+f1pXM;&B*c5^cgGo_=YTg<c(vpB8n
z6m*wSM>nf6aoIAa?50z5!s6scMG<fuCJ8=Ia4uMc<Pa|Ago7L+M_^I-5~Yx*$8eFe
z7C#dd8W1_b@{eCn-B6}-=a?B_H5U$g*WbOxYq?ap#1T~E;=+DRVE)$i`=h*VZ8jIh
zJtb%&D-?2G2M!J8&skSx{G^*Yko&BV@_wo03wad|eNBuI+uF#`Ja;_FZC!n>HfDnn
zhP&@P(6mN{$Q3J1g-;Kk)%9a)X-0I`EQUhl4W8+BOF!w-kw2~TU544@BJIan#9_sn
z8!;UlsA^O|AtQ@X#tG3Uy$QGO3qPaadRU`#-siZ1$6R(z)KxdvKzVh2DjyV=O2dNB
zl@0^Fy_b?qQzEkREF$F_d{4YTwo)To9a9(R&Ozr?&O6uk#WMes&dP%WCrrQkkKS6<
zRR~3%HL;KjyeA#PURj4M&s)e66K~NhJM$xWiGnK>se0F&ug025JJHPi3vaxO+?32i
z7EPjW>?#~$<CdS34sv{5m^C<b^Y-}98Rl(-Y1yQo>^7pVE^r$$-C7aT{zL8O*Zx(u
z;lc221d8ENvt-NrD+ioj_@8)p|A059vZNxoU}bWo#MEEoh>Pj!(Ns!VnKNWpv1~!(
z^D@zN&SpKcoQQ3Nr%3|FwEaSt65nKu`)T^wb7;=G0;_vYw`7v%8P(=|BU7Fax>yKw
zH&83~<;a+BZnardNEZ%nBj`edR=ggD3?CNlj5+3!l=BzD;o(tDV>Y%sW*cKaZ<n()
zGlbLJOYF=i3swm0n^E*S{AoYU8>XzEfl9|q<}WAuUVdkkd@ueI!p@YaY4|FU!hZji
zB#L++_R#vZN9UVvoH#l@i5~Sa+eUEt<!&Ra-)<u&>`TP%4lEejZzEp2Z6oAH6rij3
z2v^mfFfIQql<g4<RAO24uqtbR`L6W#H-<J|1bJkHPu&E$+gXycx%0$(t%qdqjO(37
zCIr@<HwYbdBJ!@XrmYK>R-M~MpxsNDMXu;Zv#Q-Cvu!z`iP`gkyy&?}m7GIhIrnoe
z<6=kmyHDh`@7azWe59mz#@qg_&*3W~-N8$qFG-6_g6F@Glg58!S;}Ud5MOH?u{1|U
zBuVtVEWR*Be7l;)PX*&hTwXZu>Mq}&vL>(F9)8-N%*>p3Yp70-h>7E@j<a@JFGhRK
zCS%Gx>KUnARBWccWAwY%KhhNZy$*&ON~4(8WIw!%=sELvaMPkVi?z`^Xl4BB^gY2(
zH#ba9BzvZ8)(lYjXnVWaU2&qi+DNyT_>nkQ{d9MDFC9_%oO-qHv1cb_9tm1hF7AE5
z-Ya}esjr(SZLPqXZtdsahfFQZeZ$sm*;SO4F0jQn<YCEBA3I;6x*u;NTB3@wxUlMt
zVw-#Uu)!~A&aXWl(Y``H-CCdO6qP&eaX`TPS%C17;6n(+ft%w+80VDGtg3nI4;wYF
zb8RlhghZ$g$MA5G-Zl&#eW<plS^6X9@;2h}8mc=M^*O^}FnS}D7S)};jrg%dH0ln;
zB)IhgF6Q3>RX|KeOjrbfllnWJjBxV5`xm^Ug&6t=a!c^CB`qr}=DSs50Eg#>{t1#k
zje`^&8^#|Gn)Yt+PkD!17R9RPT0UNT`g62cy{k9dS_}DYwNQ8Qye7A?@d(MS%IvgE
zvkOj1qT}4{ulZbpv<n9n$y9Zz16Q<TtZBLAKF7&8KNk^Dx7*l8L|>pUK99AFxznU%
zV0t|@SrhwKdF{Y9LOJq`99u{Bmw|wJ_D1#>D={w1TU6@@>bU;G9#WObnv(cY!k3G1
zPIlLiSD-72Q<A4y_R-N&Zs=Ke#}K3Wv-azO7=XwTMorKNA+@%uq;Q&qZA6G%ZKFL;
zgwH@_YCdCh?_M<5qQ@1j#i{P+X5NCzGQO8dgkRoD$oU$&Rl<(VSeopJnp);ur=`L^
z53tkZY8ZPSB-NCHo_HA;K%cVJ%q97G`aA9Fw}b*K<-s=qM44200p1I*mVau4RlQ)f
zNv>+`Oyfl7S#(gPq;XhrIR~u;ji}dAS3k8p^Sei{em(WGEuJTdHsn1~{IGd#8dsFY
zL*&N|6Sg;&*)b8B%?ZiXaa~Hy9GW^F)2o+OP4ju5A6aB2XAit%be7q6v-Qntjd`fP
zYc-m+@2Ycy_4{v{2D1X*mPX2Gg@NwnmWs3sPd+;uxequLj%*|9nWc=Irp@H52P~0e
z=G%xHVr`+>y`B=N^jY)vY=(+#12(G8Cl`|=Zog01h^hGAtJ<1qy$XU@su=WsF8#WW
zIROP7=NN;4(#D56(KZ}PN8jC;s2H@u{ykdfK=EcmKHTik@i4U;Q#!(7rJswNbQe-g
z)L3bLWDCgG$Jt+b=6k(1lBe;EyjVBpHk$u+Vhsr8Zv}wp9S(?q^x@C~un;@cs>&l7
z0YXVU1P0b=YL0lwB-yIu-tfusF!D2C>9v2ej{SK1^#K|uIrg9{*U2KEu+~(jM{(M?
z=7&~{TT=7T`Oo^Xu6-Z)&|R4E>Xbs4EYiQ8GDF<8W$=;2ZFTePp=|_9>RpW0O;l19
zcZ^Zvqpo%v)7mpCgOB#ibQMkUlXP)+mLKY~I;^iFv&F~v$wehe;BpzsC5$9`6yrAH
zRBDrUvYz7WMG=!rdCU`vx)mhApihFwma~~W`D*$P7s!1wc{9~j@R{ud-ONB?$5k~I
zh2b0@ijiJw8m-b6=}o?OZI^@i&XK<4B0c!{@%xEuLd~yU&=|1uuc3yV{CbC;i%w1J
zD^HCTH+><RQn9VCD;zP6lbWw)83_Jyed~z){g6!88Ai$%v&MWc_#XPY1SY+pvFX5A
z&yCj#QLo+?&d$oGQwbd-S@gC$vuDHKvDHt=)1@l<fo;-+WbedF(~{RLH!qBkj^#Wo
z)5OS`gd#N@oQ7!VC;eFGXKM3>O|F?%#Bdp^E{fN2aTX|>f6s56SXT7HZqQ#x4-bv0
z43ZN)c^vDJxgl_0Xky=t_vuzY#x-X}mou9;o_SMUZMyT5|Ldd1_DAZkHoBXa`#ckC
zWBdvSt@fQPygerBzE$q>G5z4106)t^C~*O*i5VZ8xy=ugBIEa@8Z)wVIx?@g#;V6(
z^Td$rX1TI(1pi#hW}!KxgMBRj@v~fb$kaELrIiiJ?|@)do!18f<Ys!OR=do@`n4Ce
zsm{G#S*@~F8brHuFu05T@YOygC%j^A81;SM-}y%N%%q3bZKi0Lf7WMnCiu&3BLbB~
z3g=Kk<_ik~-1#wFRB@(_{M-jrezs+;-9gUTRRl?u8C2c=k>qjKw?{7S6YIXBEtdfB
zWb^$v{<rfULA9wi^wn3__p*QOJavI~LZeP8-)(3hc<JY!x=ay_tUl`(<71crgWIy#
z8)>Y)hF<N$Vxbrk2s5x;xC0N;;^6ZCXP7KNfnXeuUig4w^{oTGy2%VHKV5k{*gO;i
zE(%uJUg<_$SFC?+smAwpGpFnH>RX?uBOC>p>rUz(1MSP_GN?l;EQvZ+dEZ{XeD?e4
zI6B|XrG)Qevlr@z)K!;W3E0eG;xNnMLdTjI{t}j9zSb5BOcKf4^|Bj4&wnWSn8!6(
z3r_Bx@RTN_mqf=}S{qzcbkfUUdDAbVT-4q1asct@`k4x?k69&}s-Is_*VlGs-b@hx
z)EZY?^v1w>DfyjJc#xx7VrppeT!$96U>hO!(T)yjHQop<zaZd}$ehJDWtjJoPvUH-
zwO5wQ<;%SLFkDeeov9vIMP3rQ7R^B`L8A*jiMls@WmNr>5{0YiF~=@_-$rDWyk(tk
z7L!o(yE3d48Lg$s9d=EJ$6YUx1v#c3`P5$8b@`jwOzREnt|0(;TCjTpC;c8;2}1`i
zDUkf)Jix7Bcpl0nK#&@gGB^k0A$hxSBmAlZ^7}+QbP)!}PvX}ZFk*}YpK$;*j7t-v
zwIGiJ;B!r=_Z`$2%FMuq6@oblpd$b*f8ok1dm*Ag2RNx=gKu!+Js1Q{!r}lAkN}AP
zH~)%22`Fc87l&dWF-p0@WVyD_vlhxXBs#Vc0nVD-GI~V8M6K!umY%`7LZhjfp$QGw
zjLenIYs$^Ft*zJCQQV|JEGH5ddEbhPo*i42MYvmQX^wjb$rf+yuS`g<8Y+vgP`vQ*
z^J4Uats1gMEqPIFMFQ|T??Mp*PB2m+5L}${d93duU*O1mTE2$gkN2pzsALCXqgxcD
zZ0NrAE5h4|0qc+3h>hu{YQL#G=d8HkjUUf5{j5yHqH7M@Zh2wt>FJW_x!Ly&wt>~-
z108uNh63xw3>k@=g+h-PvOhUHNbf0Dy0_+hsM<J$=?b5%R@YybE=3JKE)KD?JnitL
zc(R4&ggHw@?~#KKv%4qFjB4)OiJaEH;mdJw*j77SG;!{O5D1pcH{K+m&3`JH;spyY
zIuUulQcnQHBP0bO-id>$`cnd656|2@L<EpDNFOTkriP+5MvEVoFgR*S2$#~6fR?&A
z@G}f2z~Fr<Am0HV)N|aGirUH4fXossgSf~iDFK3EfF;A@r%=a4{2)OK(FJNi2@fEU
ztt!>{6S!C71E>Gqb9(#4jYz{=D9OVwf7B{-IA>SYK$&XO*ZDx_7%%q|;&0J!QmqCu
z%{1OL_pQ)>FrgI;TX9!foEASW&Bmkr+WvB5l2?WG!e;$tQQN#=ev%tXM)V=V*^<$2
zVNRK!ewYPuFY|^KRt=44T6^>@EM6Rbtz=n2EuDvIZe9RM*w=UJ4&jr2kUGB?($;?V
z^CYU@dfF^+ElEP_?f!HZmZh>}S=yF{oNTfO0hgcqvX5nHafqVCX(G1~&-Jq!@7Hu@
zH`a4qi>aRMdi$YsJhfp}9d&Tfn1gY~X3ntFYZ*k#Pe3x!%E6z<dD7|r^UZK{V^+wq
z^DQ7$_gr;WN^QHEFRk!FwpDh+FU5B$&aQVutU<6$$>3@1Mh@1!XEK%DlslA>*{HMH
zFikWI3uMJ8_5;ouK>248Vh9L<{(zBIB2|zh{AIkf0mAr8z(53t%VAInI41ZXXoa4k
z%QJvblE)1M<5UUD9?06`SPhKRj#c?(y>`h4oI+NiLu#crU40QgK}Mokc!7uBS$^+8
zdH}}^%i9=pnu@=a&j`hNrt5u+D`)-dlLSlcGwo*GW`m;v#<l^Z@irDGyLt|WJy^bs
zdQN@w64QIvC1gz1bdz<}9f$Oyvr<O$p7*OZ7IUHsJZRdED3uyErkwU$<it2vIX@14
z7wlJRD3T6LgR@d;+jvc*V-kna&<4k0Go5wRd+S$2$=e7o>w4!C$u-~lwj_*L^@<dk
z#99pPXNTT33<T0`MTuH`7MpHSDtn~A#xFa)jUcyvnYi_oA_MD=vhUqS6s~tU^zZ^e
zt_?My7T){>)o7;tGf};Bo?~%Nx!`F01}P?lE4k83KD65KQZmg@^rCr+=xYki`1#{$
zjC#e^BNS6)Vs_|<?bz}`Y|BUINrU~}sTlIWf~VqRTCyYP*DLLHs|hwggFBNtFL3xt
zE1yEYjftgRE#&L44|PEY*06?7nKAIK8O3tM4WPG9dujF8<hNicu-DD4L}k9q3i{F<
zNk2Amw%yoXdd=ccV)MP2G!7BvK|fw2`tvRVL!+<9md`quU9WYGDYa^j%f6Qt7|r8Y
zQ~~r|F!&_i(42rA503M@0v-HC;{WU4YXDt0;*P7#yOh@yqP#VyoMmU6Cm>Y+e2uM;
z_F=pT(?<D&&TYi$<SUnWs%$6@e_5i>rp}XbjpBA-D?v(k$UMli<w_8_&}XH2^{ZRJ
zkHi<R#rlUUN@yo5z8vLA{V9aqhpA9L`ME#gLc^)Zvon32l>DzZ3=_}Dpp`6GA7+Q7
z%?LI8oI86<mCiVj6Rf7&c8nTW7urG^M522-UeLz2J@S?GK9uMcoPryL^azlojk0xh
z&;GpR`@~PJbgF)6+S@3%Z<DR8PNp%A{L1R1E~WUcc-KHxCDR@OO7T$xp%xu!cb~gM
z{F;?opUEyx4$Mzf7?^hEq@wCx0I;i@L3zzua?(==h*rg1#b;)H041STLuBG*H`bN=
zm7AVgJzhgDc6O%M-vk~-F!(l_AD8NdlC?08a4`s+6x`)U$e@S?GVTUIPeph{K)9i;
zvX`Loa4-W|^`r!}Iwx!)2q`%Jq@>^C791cB9171)h(f60(WE<i`YKwt!nus$iCn|_
zih1qpBhQtC;-dEP*V<lBq?RvZ9KfnwC5=UBF45bIC^;QJcfh+VbVCuW?kQ1{M#&xT
zhq;?eOvJiejIea>v&|lxjH2%|zSC!mjfF0wK87jE(Ty#P58TqvTj?5Mjr5H$K3!;_
zz1la@a#c`}VZU2f=4%0023E@AYa5hGS5Q^f)otO1B=<-7zJ(ZhPX}TZ6I(sgmrVW^
z&wKe+!RO4)&}yISELKtRk0d48a=16bHC5?bZt4`wLUaT|uL=wx&gDXrMsTz5r#3}z
z42zBQDYC|7Ya;p8oZC!fU!t=EqotXPDtKM0(yB2UlpJRhlEb?C$2`tm*hU;;sY<Pr
zdQ@P0twL)gZZF?w&9Cw5fx`~RyoG(G^%Z|)W33<C`^uTVt>3I!nO--N>n!Z(e3MI^
zx>=R1E1krsU38ANwY%)JtF(ZU`Sf=e6Rt|z7t?l;(pZx%E1#uB@rkrq5$=L3Pwc$K
zC-qF+A#goj<ZOTzt@~8%XLraUFa?0o?^PAy0d)+?ptgrlMFOMW_)O?;f2VQXHuD?3
z*gvR$iRXr;KvPojxo3WVyBkd`6+inKd15^#pFNs#YsEqN(QBs>{<^F!8VBmCry;&K
zkDILKVPr8>UQb0F!e^_iy+-JB9#~kfe-B)KmDDk4T~ds_Lm%BWrMq@jkz?6=@4an=
zZ*|h9$Ts3Iia5c^t*~FP;-T~PHj}kvz6l9rdFJ@6TH=(OQLkR{m361k7j)N#$4j&~
z)&uj0ekfNl8={mKLq{E7KfPFXN)`$`HCN;fr&&VNGL7R*Hrt9f^3~Nloh#6Zj4LbF
zx@)Eym>I0@qHK=+^A{YE?3bQk`B7BH)O5b;rB6^<IzDtqLVhZ>Z_fKg-0X@Uc(9Zy
z$iHzH^)ztft3?(+mUs4IFV>TzAvCu~`S1H%5~ha8W!{2kG|O>^u)Hi{8%y?I+p|J3
zxpl1}YCVR0iN`Q5-11`I>^V;9XML+&db*9EjZw-vt4yte{n`MKM8-YQ$rXbP@tUrm
zu95su6U>bAIJh<Oj6E?XPVvn3%^^!)3FE}hzpj*L1}@UM4X4c(qc_S=J;1Vk;~Os=
zxxV&f$#`Yc;#PeSw&*j*`2vM??e*5>rE>l}vE?&K%P-B3T6eoV(aNl&+{^cd-i!LE
z`iF=g)@PPczFBXMNu;)C8O9s(9igw=)WOm{_v*|`W)&T)6KK2!p!&lman=nL8CZ=X
zhW-Wx%qvA*14B`18J|qf7ufk}!{<F}eLqY$VlFvpQ_!ua%jbq3uD+gr>dO$<kD;*&
z3{7-DX_%%$41YoiO)L<&6sSN7SQ}Mb9v)ZShD-m`+c!=0*5BI<>G1OIbQa_zJ66<a
z>m$RP!jkEtf5WloU4g}`I|8i!>lR%(-&kY>M@X;J+qccVzoB#*)sV+?kM(2K1r9a(
z@k+PKa?NS>;Ek!Zi%Q<Q(@ge>W>?s^5#8zw_B<|=74yJv6HBYP2)tDGxVDkyWcJs?
z)>BlpVQwZNX?t5OUvE5_>)&5SRjHL}d5N(i{iwq>A~Xm!pxl(0Du4OL6@VU<3}?}W
zMrQE{z73oD0#e~>K(9bR4lE{QLg9c37p~)qF>rPl6gClqlqQJ2a3M2Pze0>(M@j&l
z)F6(|=MjP8{9D1GfJL1@PamlP)gwTqEYPFSN`w&3LlO3`kREygC#9gqi!islmYXYC
zOj2tj>q+aq?fEtqv}dAz8gw--Se`xJAA5=Y=an^OE+ru+2jwI4Q(i`E?i1}#_b*QN
z#7qAWr_NXu|4~Nf@Y!4HD{Db^LbsUAk@Eg2#b$@_G3#o-o`lI(zj)uTi6VUrBaWPp
zF+zrR9lYTI>x{kG<3{{hY3C-ZOfnV~K6xA*kx=@<!R@V%S;a&@I;2_89X<^ba%O{t
zzNVlAgBT{xj*Wqfsc;hn!6k&0Ks856MEW1xcuMS89}X@_)6*r>^VmCS<!ebAr2ObM
zy!63?zU>DmxgxTp(<Mt5QObcv1=uf*8b_ui2CE<6P+sefm!o~LJ~8uUqfhBlz-P`k
zU&FMlc=NUq_b_Et{ecu&^tm1v3ip*O>{UdSnf{>6p%PaoH8G-`&wO2|AlxpH6>T^c
zm*cIpjhOp80WIX#2+Aq>i3A*zUYu_Q41`PmaBvRrn{b4!eYo`P*2gcKBj`f*NG><7
z^w1OanW<-Em3Tddu9eygtx5G-typ`vG^Ywm#vX}M^0zOrZO<ARO>>*7jqNsWp?(=*
zyQYT<xK?`UTUt$SUuxxS?9KW7M6xZ9x0p{~mZk%zUQ%qTWvM5D$iVC`r3ML2-gM=$
z*bAFE>2Iz3G%?=l3BmdWqN%Ie-#?0b^BG||5-^`nTyeR4)QIt0=vq5>$EA@$2{-J=
zO#PaNreVH1bX{b!USSu5=1))7h40l82PQ)7Q%ks!8}_xh;+OB~^&YNb{gF8n$6h(U
zequ9u$}vuqOSbMjD#)n!ZL4p?2jCJf-h}>z^!a~(K&k;&8@0dRsI39jE1rW+?$lli
zYB+?EH^?Ze+ag=Fkov~<5$R149g`)}oh*-?k#Dw!BbEBlc3m$*m^I#NUo}NHB@`P|
zhD9G$FI3{GYkH8#o8Pw5jj2F@8n<`Nr2NSVPavJdmpzF9pNDsG03w5444+_tg4SEA
z(A5_$L=ZQBi-e%b<>40EdnOXl;Q-AJ^JlmNKpMDk460EA6@~C(9EuE}1B48qh>R&C
zYQww!Uihf>neVx2#&n&dO{MG<2ZQ5tU$Rzw@OqohrO}Jj=5TJgbH=FZ^flBwIiuU>
zazo#Sc69E0u+Gy^w;(p<64aS>zb)qNtgpgV<{Ns&^KVxol_M{0-K;1o6X}qta{R!R
zkY(TOE&P?ar~GzCt3_+2L25>4oUu(cQ|9?m-LS*aQybW`CxHGThv2GE9J+*O7${5K
z2TcI7N_fiz<42qcz{G&?4>Bz<YpvguEqp|uT42AslEJv*cWpf<G<LuGt4wrf`|HB&
zu<`F4?s3CK5_Hdxdpn~fr?2_=D%gqr_;fi9BbM&Vxb9nPM2|w|FZ4E@Sdc|dI0syB
zdzG%L#n&|Q#z@>~>}1OHyj3-bMe>dV-G|GtAh7Kg8NIOa!sk^kZm*S$$4;kjMyV)9
z<)od3!pMiT0=4J25qEU*2kcgJ<&x3;PUWK))w7+uwJls+i_+&YXPn+Ti>p_Ljc>(8
zewq)9i%4|)7E0Y(CF)c8E;MXlev4K}HCf`j8DizEbC0=&iY)zE<)F{VXoII~DhK@R
z(@I1CYRs{nb@FCYwI0@L{D|tgsYbEY7OGIvh@~DF3<;8E^<2}p+(x_=Oo~a$s&)jv
zk@pqSyoyXqK4T-6={3(Mp-JXzVq%MZVVYynKR<q+i4&CLf1MO&tRA4BG^HJLsc`%i
zp!!F=RQ^#fn}=r$jPpSiQn+=y!OnUF@CbG%@C8tO1&c0jx&JExQwf|7t~k*VhI!zE
zPPoDbay7v55EcNClt<*%0;>jhB%YiESN6hQ3wkB~RX8-1P~CeFxIaFASbCuHP`U`X
zrk0>)z?erEKyK^NKK)aq;ROf%Qr~14_uTYR_=?=>|DM&TAakGb)<lM-k*n8&zKKKo
zxnsWXP-b=7U)!x#QDf`td&!b+jJVl6K^>gY>vQI`vl#`eqR!*9Nks~=Vymhr40QL5
zu20M7o_08(7O9+JmopmZm%TB&yu>!!RP!{5uQ;Vu)r05K!G*T)@bBRzz)u_CFst7T
z)-S9AufMngYsf0#4?>uHD?l(ujVhJ&8c0VGUy@I})_<Y2@Gt)+@o6(z<C#kW1`TnB
z8))sDJ^gyq?M2J<Il`{}y;STpg1*!@U$2=*Zwhak7L9)qHNkkH&_H<ClzDBCXWSk8
z5~;+eb+T3EGZII57#T)*>~DjWoJNFx$4bHX@8>EikK4`|2=J%!<z!LPX6s9(Wz<gu
zntv^;Z~k_ov!XJut*M8o=+($tY^$rB*?Zz!ap?R|;kMJg&x4d3N|$F`&#aCGt<bYu
zKdvztH4?gB-iRrEw<?|7aV|7~r+HIRFydWob0y-=qO=xzBK1!4{^(@|AL~Q5^DF|_
zL|fbE2j<yk7uZS|l)gXHR&`H`x<5B2pt-2|EeP1jdVq@oTqijJtR{hr1n?lBnz<G*
z9FS+kAxyxuK=2V#1<Z<oU=pM?@4Xgqt3Y%Opz^vGHovSj!D@r;60nE(g>^z~fo_Bz
z#q$UsS>fy$w4Q}cJ6v8^lYj>#2@(y70jxyH1Oo^B(}7k^Rm}#xMTZ7Q$k*fQ!HHDq
zoqOuX|9UnS+TA^glzW`Y?j)JI?`{_QRT?s+7n{$CW_-F*TddrWf9c0aA?ufWsGsb&
z<33ZznhvR-lZ*LOR1!8gGMl=pdiA(bjl8->ycr7<6<Y9m#ZBvkiHgR~>8}izud~^4
zjst$?1_^__gjWpz>mEZJO>@4__RMiy90qZ@OIAR9>C?soAVmWMhD|fUM8m%k1goJ+
zcMpGom{Pt~^E4Tr3LuEV?cRWy69Lhw*w$lIGpBjBcS$M#3>qCVqAz+>?&_0wPqbRI
zG^Z*uSWOCUkIAMeyg#-|A8eS$d3(<k_1U-O3ps450$(<a8XsuPMqlNWwLd(4`?;n~
z@{cJWMdoGCQhK)8_^vr~qfI2XLNPvEf<NP^X`dRZGm1Uqv&1Dnw_CJWF8aRo4;kM$
zM1;u&B}d)I{JJh^B|i}i4!cTr*`hk?#()GHRnDs)KLRS6My29kq(`rwH(p3o=2VC`
zu#~o+mt48JX8dC#lY!+pFY}0m(CXVZ32X&>qs~|J;TuH&jsN0B`7kW1jHyP|jDyuU
zb6Th4)ogzzz&GrH3=kynH-ie~LI6hLarlTi4&%m&70&cQG6yGsfThIM(*rF393<V9
zI~D^nxj-Xub{%I%f4vZF?f6xe|Eqx$<ft(8Is8>{0w@$@l4`)9{J~lQS~Ni>`!wEu
zC+{c|Dd6=9TtzOSMs_DAK^#&c;a;IzOSl;;NEJV3-nEj`^ZGky!ExK3;^|>qO%LBt
zTfzDa`$O+m&lQGm$-muar9h=n#Rp25LbTny9#IF~L!GJ2_~uOZ_R(BfZ*e+(GnE3U
zytAHF^f7k5*Em@!YMMW-yzq0n(56kJt=QqbCS-P#!rm%r8AObZ@!hCIYYBwmrST7u
z#TU=)3>I1l;mAnXvjA1Hz*|aow)j9CfXQj_!9%2Y{fx<GYVrxy(}~PNnwDJwUU|If
z`r$g))zY0GKVD2EnfZJ?UqfZcGCuhN(lVPwZ8c}M4(&$Ie)a-pW=rgSzAK7*#BrUr
zg+1RGEtF0-LgtvkE-J)mL2uAw94!eb{^~o9k5IAlA5Inueqo2XD+&hnyU?bqC^V1>
za65bp_yb<}LT4m)Bm*odnBbKJU@^pIcu9!t0rk&7LLrlSD*$x96PxLQ)iRj&Z{i9$
z<@XRm4}m%73AI0jSHQbGh=8O662j>uaym*}RV`%xh|B1ZdTzKE69y2WM`SFLb#|y|
zh{9M}Bsu6A4e!Ythd-Z<8y3>2^p^~cBy%;Xk>8Xv|G056m+L|5@+a@nr2IwHoHApJ
z-d}G6Hxrk6b44%rL#ECS6l9>C;yn7s`Q9wOntEkp$f2<OILalik(MK4D4K_-_4@L{
z!Y0@dB$T;61Wy^xvx49n%0ht%9#$ZzfiKP^XcYX5%c<j5ix6E1x(H<>%+KST5nOiC
zhP#rSfIbf~a(6K(&I>><A~=#TKz&HQfXBz>LvYfFS7^M8+wpbKA3K+T3xaZC@Iq&o
zZGf{QL?A~AEBG!3N~lyqh0Zt_4#yve@#H{AARgl|TUfeq92B?@Y!Xy_4QmF(QV?3<
zj0?Od1)@N7HViGe{~YcTM5SaS(GP})bXEAjI31T4sh;x864ItRuNkNqj&Zio=JBTp
zC)aH;l=axMy}M<B5o$_1dp-Hb#7t+r^__;fbvvHmPvv5{G>eNEMtzr(u|NTKs`wX~
zQRngbGW68TlTt=e<AG1VcP>)Kc1oeYx?6t-HN5;;&B8c_Ld*pF(!hvdTK^Y*A<^Cg
zl;9E0QRTs~08B&T9XreaM;l(F|0X3cXK~CVuo!+C3RMW{&3|+UUxX@_aNLB$48S;o
z!+@g$h(oq8Dged^3o2xsAN+n-9+eizPWuz|5~qfMXV8Gi@vJp~B>mPsC~zXflZPn}
zAD<cnP#>@pk`e(yQ%>)|o;y?Cl=@-l5~*aZ>nUmNCRZ+SBNdtsl51vpdppi>32S@{
zeHtQnZ0POX*g+55jxMXt-aZ+MgAeauT$&<M(b2+EK`Vx@Y_73r<)i#czTUu=V50T4
zOGae$74C1weNSuC@4hbQ3KEI&e8II{wMN%n<SQEMfsrt0d#SmzkOmMIRAz`jK?pP?
zezzsCCEt-%i2Vofco!$$pc2UT1mqw<m#q-Q4#h8ct4e^!a4rL428j9KeDkjt5q6IJ
zX_<fL1H>`B-Q3x~U@qVfLw2enVAI}jvH?jIWSSu+<RO2{ix7$pAZZo|hDDqXvYmN2
z6AR`@Sdqa<UI2U%XW3!qgBysmaAwyiLtCauKJ?(jR5+fzdo#)1=4!sHk&&R_OmIQI
zcl1cWVe|Z;dkr+I98aafKGR2VA}Cf3Ju+{m-W(MjpOB|qY>N{$@lx5C)TORkDi-MR
zyqE9Gh@lY~u%fWEEUOwTLbmz}vhZiCNgyqAzN}4kPMN%#GV%zY0<IX|cD3VLfT}@%
z`~Nb+un#)7%Vz_gL2?W0F_<}UPQRG2<FoPV2uKTA!d*Au|K4$*IJoqmHxMw<2)x7G
zH2_=*1OdN+egV^dEzBS|6&4&w5`fbsfo(O;HNyIdUtRCI4XVzqg*c2$fq~E&j{NY?
z5bkd$0xIl;j|pM43M_ADaI0mAXz-N`ReG=5Pdb}l_wdu~n_kWo><l@!sFBG)`C8^}
zqN+34v(b0y`Qs;n;YXCmO=d4A<^>DhD&Y`(*wI^3Q(zTzhxgdw0NdQ$9Q)(89o<v{
z&9tIkG3p6QskFgWqY-h86hDnnbR{S&#xw68aEA&-yG2R$@MoXkj(j|y8=J}}AYTCX
zE=N>D)FP~4pyh!Cv{}mE92BJCEeqHexwGdASGfeU9h`*ri$f+67k&Q5nB8Tauv+bk
zN$`RLR2D7`!5cz|G0DJ}6CCMzyw3%ZHEx}VQ$6S{cVRz^<0LF|_=O{6Y{7dX2s_jX
zTDoJ(cbiZ>qJGGR1K(}?hh@P79H2KyBz9fIU%(;mkR8IEU;?9_x$MWV7NyABZID~2
zJ?(w}&{dIM(U%cy^vAdtd!_68ESg>9Pq|S&Y6zreLmLHluxvC}RxI#4RxA%uU>}%2
zGiu4px<<oi&^|L8&cyCaY%<{$TA4EH7SGvwcK$Vnrfs%RJ7GZEjt@yUP#QWx)6bE0
zGo^U0w}xf^c>EccCyZE&9>00lDV6oWVKS*k{nMjqjtW=RrQlBpP-R%0r484$KJ?{v
zmRNL3Ug8XCct~Pg-=^!dX@s#pIxP2SvT-tVTKf%`bfuKQVX<2xLmD<+B3waqf(g~{
z`49W|>Vn)@^kDqPehbt<;WlE}Wz0+Kf=q9TQraIE9RFy$j5(VlHWIN6*0)g;$1iOo
z{06oWL4UThBSF#ZRQ#Hm-`;J+i?PD3O%#?l^!H}Daf1K<&+9^Wjm!DJ($TL6{}<!_
zuXOZ_GXG~CCBL9aS01uk<HO#G8d#m#My$pB(Of@^{x@`-c%k0OG4~cjyNx)}cx7{C
z8-daJv+a|uitt5lBld}XP+npKwUQNAwh`5>f1c=WSkj~Tf8Ck3N;43t|3HbTTO0=4
zh|0z}-7N}{il3m0W?l;QTT^<WjIQ?I%(0P9j{+oq{}aV>REd>R{}AneavJPGURK5k
zXOn{MB-eVeTNNN>tNusZTDVmuG_7LD&hvL(?{2Q!171JFGMN0KGf-QWphMYFPL3o~
z)@x>Gcj-(t?x9^bIliDFyzK^FvUKs!e8cHkxj9g*6fn6+py1TKI0c6$x4Z2!76bI*
z3V4zdXej<kprN~)a7UmX3OtzoTSwu$+Ad@1pd&DBrT>PG-dJvc8SCDz_(c|AT7GM1
zM@{notJ~5X!ENDxJpIq!CK5ilf%1bthrfF^<rWDK$ePoXhc2uMVeb&A{zr5D8d{j5
z12y;7haRYE$uCv?t?g5+%CIjU=xSyCoXHmX%#N_{Zb~nV(V2?+f?b{a_&!)KvF_IB
z-%fNlMj+1>FLPjo<H=Ahmw!p<?xwXUQuX%uzZjV|ber{mnm`FW0o4C~{4>ACkNR``
zyH4yLKTxsXCa|l$YX*$FXv+sp`?uR#2@~CY8?cr>yW6{2VEsD_el-CLm>|JW27<Bg
zHw9te)hxG4ctEtw_{TVah4{y~{5Kvzk_a{g?x->>in~u_M>{6G_f>_tzKckZ9q0S7
z>qK{B9`c+LsE`T>AFTL8FMqXN#v1tFaNs2E*SvsPt)KhVlwJUwa)6kwu$x5xAQ@mf
z$&}c?qebX$o&Z|>*0vUHRfTDx{-0>UpL$Ly5zO)NA9LK@26HqQmV^ejn=8PI?QQ}l
zMgB|jgIE4%vi4{RGyLN=C)CgdPqAOdVf|Xv1G3Op6~CVaCgZo8ZlLj9?Vgkqbk{CB
zv+fl}=xW#5KX1D6FW)E6fkah)+$91)B6c@ni4caRkZZTlK~nhJ30MlpU_$I3J>+M0
zw_V11_}^TM{}(SkuKS<J<%K@3-r#%c&yoCJ49)!bsYnhzV2yW^;2#uOrn?p>sPyuW
znf-I7Q~YE54gb~nI*<)YfB)M%+3s)h_6)O@m|nirr$Bq8o^^k4(glu&<V+NmT;1R|
z=5MzXCg%=)x{6rndXwLbj$>$*J<|VdvJR7*%UbK(JB!WdHl1-U8{0~Ge)+Q4<(CBk
zUiFf9tv_|&nT}^!?wx6!G@hGmWhVg}W5O4?NER?I&C=AM%G9V>mL*_xRX=_t=47?6
zWLw(b$>d(+4;38dR`m{XwkhXlD~}J8EgWABPs7~LW{pgAvPwAlI7}-;W|$)7s^sb9
zbgi1?a{w)1)<^SaHeJQx1~3K)01_wx0)0ORTCVOOBoIo1TZ)4+br=`LuO>nL6AYgM
z@WC8_qxxV$?npo%{`eFF{EZ?)kMOz`tRV@YEVO0f^obo{X!j}>0-OMD001WdyJ`uz
z;+tSqD*@rTOaRxg1V9jOMcR6LXAydyfH>?x55N7v31JX;P?!#`z=vJ~KJx{CM+92p
z;-UH9$pf$$+<<U+ggN-E5WrK~&Od_i;+-#&LDZ@Q%U){M8I*Cyj7@%NhbV91Erw$+
z#qJs*Zw0Wqlf*PZ`#o^GM*uX*Lq`O0;}bEoSO$qE+<qq9=RR;Bu={P@5Bi6{*av|^
za4`mfu(&TT{mMfS@~UvZ1UwuE7wv%P_z$MxCJG_h;A=^afWa_SPy<MThT$b}KlBMO
z5*T__BftUxN7%^*5x3$oKo|^!@CO{!gu``6Xu*>^zytJwv|peV4Awwh0Ukjqe|#zi
zkLeT2(0)%)<3PJ;T!jn{1A-IWfPesp7f*)2<c7m@5n3>a0K=m2W(mEc&*_k6zwryk
zIYD6`yo-$!;JSE_36~j%=m*2h5X=c?1|_`UWFVO)f_#`$?S$(izx>0RV9~%Kfht#i
zj_^X&KIhVDyCP-Op0{Zs!M)$oqB3Xp_}McQ(qk{6tltuGnfFLD#&1G-`6u6^dH#hi
z4$4w8n+)IEtl0;g&mEOYoF$eF)kAO{tJQo#qc}$$Y@(#pCL)%lZyI+|L9#B=CU2P{
zOLLyLsi&&0CprIlsqxB0!y*1hN3uW45xvh=1Do_sF}A}N@*D>y3(hYy)!SYtjuaeZ
zORML590!c%HFnvy<Zh*-R!&!A6+c(If=`C=7c2YMzt~U2b(8g?V^iJR;21SyHNp4y
z4xeB;QkGgBCz-eAaMbfkWshBUJf%Q!@pEm4^O8+_xL50sG1m(8sHNG>-_a~@zkW%n
zr`NLJ!KcD^w_M}CEx5*BxbV=Cq<ZS_+h%lmuJZg-Mw-O$nu$&gHCoeZVTGS^-RnH_
z@j}Sc3y;`r-q4W5m6~X}%~zSCm!nU&yMJ+Cx~NL4Ry{Kl#zeG6iCAb@-WS5BW9|RO
z`DA5>^)vsJ(Uavi>^4l_f|s&5g04D&U0nWB@r*U+qM~!(WtOPzBi?^PaZa5)p?Dh+
z?pC;s$bP(yNYp{xJnRlWekCIEv(!7O*Q&S1l{D<pyw<JAd+i<U)Nb@$n4{Z>uuu?r
zblZb)mc?Iw8^Pe2T^YwPf4J$94@t7+6B+Chw`PeTjjr&<MklpcEj!Wt{+Iioy;>7&
z*VVpvFmrBZ-E{7#kzr`osd=ss>^xlx*HONyleB#n8nhSCCKP*!rhHw*s!)^)NRKS@
z{N+1l=ITdE-!@FglEfnRa<`D1RO{{$yHl#ZVtP2P$$jzC*Nt1T^h!m_ZN-0wjGlXy
z`N^BVKKt}qVU|<RKuBh${+Mc3*nNj0WRZYKRIS{gUw(3ik9He|kG|mPpoKiMNEfHw
zyD;9yc-<jTL_e*<esaE4r{Hh!sW2w#Hcyh1x$}I%7ni^~U-CyAxx>MNwi{{3nupG&
z4TT=$t5Mu%+<txL=oj593=`u)`^isyVCK#sR=oMzVX&!!C;mS9Z4plQVvk2nRpUBo
zE#9swY|0NVW-V<an4P0;<m|~BD!%YgqScT+@+;<CoBNEY4yn@$Ls#6TT&cLf1)nuH
z*1!Lrfzg}4_^u$=H9<NcPr%mmOPshzeegq++>-KrcAlKM<haMLsAcwjwt6YilQ$wn
zImmF)Yl-dLW(!3#4c+5M+-j$TL#milx=TD|YflYZ_xdOg>&Ug%->qk@zH1xHo-`PI
zdyn+6Y*%d~vN)fQcdxm^#^B>EINJ(&pFBvj;R8;F5V9Ju#b*NLioZ-SjD@QKpBbz_
z3>DWvu1J)>20?dzCr7!HRRdlNSUT7M2SaHKaKH`?bc+MRfy)6;;w}-+5Ym{y7K2>a
zt)Ly(i1$iKP+|+1V>qP&S=nj`tOX}<RopyuEI5ZwNN+*z4Dx>fXT{~Rh+zX5u;VxI
zE*^3$&=)iC*&xEOh~Z2jgd0P452_#9p@lX8wQx31RX6DN>4#oI#I7pr#q%Rr<vfm!
z)$sK!v05HkKi0X|FA?9ITj;6eh>bM1h%gz?)}lwOWNSTGF2uMqBKMg-<(S!%5vDPj
zADV167hio?RCzxKm1jZCPxl;b%HPb6W$*6Po!_sDIOijK+amP7xnSj9p{s{;zN&Cz
zBYQQauKKlpNaiFtrl*_sfMhwT9dl`rgS=mz@7_{l{b=O-qT&d<FyVy*5^Pv&153UK
zKC0}wBNka6I*WrQkGb!DL|hj{G?P9|?DAJsuj8Q2*WI_4K7ATn(>@k*GEcuDtGMG<
zv$bVt<=cx&5}prNG|8V2d24=SblZw!W=h|9o_b58Uun)G*uB@Y)FDOpFlJw#l?BP2
zCC*WYmfHehn3Hpb0a7l{Xh@xMA7tDLEG;^$xXv9Wzn_dmvYf-yxUr_ED<^aMm3~8O
zkJGu6Cc@P@6y@YJW!BNdse$gr%nHhb8FZ9a!yD*LHy<%7uPwU`&?wv}KiF|OV2S3s
zjThp%3E8dj?}$0CSag59!J4+i@rr`BpR?bamh$EA+LSGL`JuE(ulSto_$i%z$NX}#
z?;%xJH-&3Q)spxrZiw&YOA+E7$Lcf<V9V99A=2749JCh|Oa^aCWjte^$*%q|bRgl0
zks;<q*w@X}!*X4Q{gUlTYe>d`zh$j2YnE31Wwek}T4?ok!dHN(%EWB05v!&2U>jj&
zv5io19-Vgku<^Mf5M!1)Rp=!2;o{iy^N1W)jln|{DD!hSz|I>Vhhas&I*%1&ma@-f
zc{Vb&chA`oN!OfR>#p9o%gg%w#@2|<y%Q38>P1YSHAh0cx~uy|N;@wm#vJ3_n{SU0
zue|k<^kIK~vmSYL;8JvV=?UB9#2+qCPcmXBW>Lc387}V%Z<ilF8^YdR+3M`kl8_f}
zIdhEL;itH590nm&FXem2m(et@BP(azLW^6^i|vN;*~lrcY;-xxTJcCneu>bguL`Fb
zsmfSRui#a`RC0g0?7(vA()p{MdXrHFGBR&MMb1(DWSi4HbLS2HcjdhmqbX)vJiuq@
zxNpeT#P4@Bp-y$$pjvsy6g*f<qRSn~A!(Nr>`<&I)QpiBW<^o2by3?KiL%fbLp}0m
ztNnUdGI(&Kg?Mcmt3{r_jj#^IOc$&TU~{V~mZ!E6n<D2uw-E+&XWv*Dv|ziWwS%g|
zgXjWk_j@Wh9Gld`sLn?{AO7AJa#t3)6~^#TH%~A){NWSZNfj0jQq-tdIJR^Y>td;X
zUwPE76E(eHy+zeEUX@MvWlg<0^wmI(D>v`AgngIOEx1GVj|~@p)1MT(?%i8-XV3Wa
zQN3>}_S_BwF^DvfvjydD{J2~alsST<xg7%mnNBDoCzQY9)5Z9*!-zaMA_Ph2-?F@<
z3DGzs1=~l+V&M;vk=$)Gsc@@?oy$1GhL06t!>I)qYrrP;2^br=1Qk8vY%gTIs&TO{
zAt4OPba3G;_<ml5K3u{D!fIS<4%*e<dip$Y47dROBov_kagc%TpoI^VtAdVOWWVxq
za45d>ksK(th7LHZ2X2PT+oN_|1*jVN{RY_O1mH&tUj(m#PHGTGq2ceU;!^YY_Yn_+
zk)1$8qX655p<&tpDsm>*;JgM@Uke4wP(>P)aKm-<`(#q!%7HxmE+A-&Ip_k^e}dHt
zydLEFeQ5-xB_YxhQtIF<*0|Z=bM3G@r2_d&9MSN*)uD^;!IMyzaM3gL6v_72{}1nO
BTz>!n

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-199-LLM System Architecture Diagram.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-199-LLM System Architecture Diagram.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..45645f10d2151f8c8297d91664d837e7880602fa
GIT binary patch
literal 73019
zcmeFa1zc3?)<3=}krwG36ciKzC8QZb`XHfnDIqZ;A|TBW0!j)f2uMgH42aUwZO|pn
z07{9>P!2H6{I~bK_a5=S$9uhT?(e;S;j>}(o*hrDwVoB<wKo18eg-(Ap`xw=5D)+W
z0r(5x#{nha@S#Jbhe!^Sl9G~<9VVxwr=p~wpkz5pM?=rS3gP5nWoPH&5#;4MeukT!
zolpGKnX~6aMMWXJlCl!QGJ+za!e4GeKt@JJNkPd>Ma3+9jQyDK5C7mB0oubv$4C%F
z1jhkFS^^?k0(>g~0ozGJ@TVW(e|`uEiHJ!Kksc-^rvOhVKLQXE5D^g)6OoV*6N6{_
zf!_nfv?NE5ol`hOr+bz3xC^~-VC<8_+=``540?Si9uccsL1g5NOw25-Cr<M6ojNTl
zc3xaUQcCH9vWlvjy2ho;`UZwZ#wOM_w%6?J9UNWV+;4k$dU*%m2?-6mdoMgL{=vh9
z#79ZVnOWI6xq0~oPoKXiE3c@ms;+5nX>Duo=zR6Me_(KEc;wya7;<)Q{{4rA#ieER
z`o`wg_Giq_?w5WM07Sob3;g?Q$G+(oE!ZzYVqzj<(l7lYAoKt?B3fdSW9JSXRnR59
z>Oyy1IPfsNV(gRBCNgdjJrsl0tv+%_9#P~8^p~#vsb_y*$AbQ$p8cg`zx8Vjpd=yy
zCy$60fC3+IoLE^raA$2#6?ZcI>K@ZWJRpd>vA>50#>}kk8cbI405ToAY=;M4(cnf^
zKkncG5y<{a_^QeFYXA+!*!Aot;emA}JW!#F2Pna>FF|o?@a@;zula~t4_=HFS=j#t
z59}Pn1LOSTd>J%!cp%gl4-};10Uqd{Ed<q*z9oVO=ELy7^^)tE0W#V+mJM7k9D5%R
ztUiFZ$iWAD@IV}7|9Rc>@SjirIr2ZL?kC6nA=2jlGY)&AHt5%)@PITMyK~q3Y|ezN
z>t+TG{r99AY=W=zZ=XU*;|-v-zaw00BYTbbUd>Q%63nK5Ej6>g5||HHeZmle_TQDl
zW9zc^U4Uoa*PY=z*nS@iWfuDHK1O-anwMoOXM*p0BQ!3eUPYbv{TulNE~zO0t=1s_
z_9^eT=x=azf44bf8_B|d;{=uO&iME#amqQFUefTdm!+7mr_8YY6H%S8<ZP07$MKp4
zmP@hnoI(ed$gj!CqWi{`qh8l8PmkR2DiEiZUHtA?{#-kM>J2}2rvEB^aRJWc%K>WQ
zhRvUoN47tY)px!447DD8>H5@fbphfdD{Yu)I0$Eg&nK=xwp;Lks;Z@+4rv9hCw=1_
zs83hohDxrN(Cw!~KUm{|O6UDTi&1$JdfoqbH?Q>e9h(T`-lJ^K@m1QW&YRvNxrT{Y
zH<EhJDpJx_+8LZEfvOfpGJ9%qJJE71IZlg*|D^9+K&xG@gFoZ4cTP;W*fiPn^eaD-
zz)8yPTk^cQjvV665L!Vum^OF2OWO_9DII}o{f>*}SFy}^fX0_#R!fC{$=N+3#fua6
z{Crwi#sX&<L9Zj6QHD2XTHWEq#%uIrjou601zTKJl_$}+BbY)PkX+(-ckRum90{j0
z7R2T(NUPB&O6~~Em7)a7_v>EYfF<7iWpw$XvL5TT${egDI;7%>&6!mm_v9&BF1Wy>
z)HkcWI;4n(Rw(5%(^BU6@`>UbPp0Zk=t?yfcy{N?bx_4GkZTlJXuPhLg-_l2Qz`Cm
zV=Go$10&sMlV;K>mTI6a5k8NcvcxYL?es`fR-Z{)8Ao{agZ5apB_0@=#)0eH057I(
zX52v$Zm)j)3S*oEd*(vg#Z%Kq#C*&(krsLR4vCs)1P;w7oGkRGL)C}T1YSQg`@Axa
z456QG6_CJV69?<u>>r*2Fu~c4ZAI5VWozENsF*KH0(h{Jwpmiy<5&jHtO;F9@I>@p
z>}%~llD>AHzpuz0A+6I-r(f~%-p5q&ozdpNwd6TpHsqw>G*bULg@kEOsSv;Dl@}EQ
z-LN-NtCQ)CKKV|XAx_2_643P?S-A%U%O&XGrWLPwJYX*w<KH3?g00<L312LaVYDAR
zk(x8PI)<p52$IOwF*?W19XlRfK0o7`gypMI#7dX%(N?}ge2AQLrh4qYX2gn1da8uV
zQXCL-KlfV9{oYw*DGMq4o~t}(UoKV&HHFBZ8a19SO1IM5&@8(<=%-}^ZFeT+c^ly+
zasg5Hw&Ifx`|fON@gj}^)zMOrSyyp>n^Unv#5CZ<{n!Dy+^WJilNM`@;*7~cflpra
zE2mg3uge>CRIbhN?UeRdlo1SIO$ReyV!Z79@+Lw<VegE2BDYB0y%`hK`>((1_Pz58
z4+MmxBGx;$y?a}Zy7(M{T!c-Dmh2E4gHuS12YQtOT{Kg;8=S(J0%5Ysr6PUV{hD0k
zE!dlSF05LwjKWOB8>jQzMxR<^pLZM=z1|}G{Pa{gjJguNru}S)G|2&GZxhP9SF|TG
z&>$w>K1r$pN)iF*`YvKaor^)d%H%g)V>?WM)d9<aG6<=|=Uv2@!r}6WGYco8n+B?j
zCfR0VLbkdtN>liBM9*q(DS9TK<L!;LaGtAP`+$Z7UB5Db2g<Cp&Y$Y<OL6Snm)x2m
zw~Iv7TFwf{0aKL0TGf>gZ9<nNgC1}#aF75#9O>bkDQmRm_B!40GN(k}SYg_ZeBR*U
z)Tf>)n*Cy$9Ky@DDm}U?4i8b#?YMDneULj5zR)5kfhq}qughE$X*_M6VI_g>Sx0a%
z!<$Xf@p?lsUACF60vWvbZMb<MiuOc4O=Q_h2+t=U#f*#R_Z-Aeoql*kTvA6{SE~V2
ziR7nP642Us+sCff+x+PZH`i`le3{mwipg=g{@&JfL`T&^ofua>jTJ?0$3t4WWb5A$
zhb|x8Q0pYS<-H-#aU-?FA-VW|O-|}ZJ!6Im+sOc6<?$vK79T%H6FgVDPPG|Av~%q$
z1#{EV=TbAv=rf`v<XEv`MD026_3Y12D-ZKb9OnsmeXc)_2BWThXGA>)`M#jk{`?`~
zAhnLEZYX;%DPlS8WWQ+C5y#JoeJA1pJ>72XX1mk~GzV*hDlW)xu}Qqua;Afp1!+UG
z$zxT!PD274YiN;{m77%)*rK4A6DSgS&BF5wO(IGZ<~<*4GG>C=YeF~?-x3_(V<e|v
zU}=XU0H2vFDzI0+)-rF<FPnAGL~>slf51s&F|>SMPg(4N5E0Y8`}Ecm*5T{vEY>)t
zykK0^zC95FlUVX9!&4Bw`fAU%aZmPniQZ~s<963g@2*b;$W*qLdct0w^(}J+I2`Im
z?Ax(2RYPURc?MIN=ODlKyidn$f?%LaCLgE&aQ0qSznrY6KW>8`CL=(9W0IjF7Te87
zIOa>yH#R8NodZ9ap<=So#r<KcjW<9HVW)_GI1*UC7w^_rl4N&t()?UngT~gC#>hy+
z`%@apC98B-&UB-%+8ZDfGbDIPH!^6fG6R(Xdforr<^nyqB>#7<(YGK+YEQY$L8v%{
zhi4^tHVhQ|2~{B)D@$kj2#XUPhfVZz3ZL19o=|MOdGp-G`m)g7ZkXmB8p=-HUOaGw
zn^-^ja2MbuP#J)ALRMWHz>3XEF#QsHFG|pg5*56tR;Y{RkE0=QG&$`^Xs)RX7xpPo
z;Hn(xuY&@*;XwPdew%VsYQ_EaV{!b-m4Z@7=>=i0YYmZJSZ)-!^c34gd&!_rE;g|<
zaYXstCb_m!Llt&+v%qaq<9yth*$o|+-VXsXm8vL@7$;vbSl*J{i9ol}3_~Ru<G8ae
zJVcn}$zY`KZ3wk9R?^Om_0uL}^0IDfw|D%iMTirOAt(EMZ}Gb)@^@tcW(L7Nd1i09
zD8W=Dn-izH?)&iZSAtnVH&tMXeR6E7q=7<Mv8Ubf0z<9wWLCu2d6_$^+PqKljZpz!
z5G>d9k$4SUb3~iL!Y};q@39I^-QBgmE%I1@{}R$6rMX5hB6l*Af}*TC&iMH++3r}_
z!0qs}d_+m;^bn@DDY`@zhuXx~&($Qy-VBJf<AG+XxjI8Nb2<a`8QP_0=$RBx`8eec
z;IZ3QiBTJyGT=oIr4(Dh_|~&j4<eWqJmXF4Tbe27A^ytVIgbULt%)g{B3+&ymA-$@
z;CAGPsEl4xvbh)n%~{PA0c-UJDgPJOT<B+PXcylVn_6I;=A4<0&zP*;6NrgxY@yV3
zQuImau;3p(AAUX@n8E7K92ybz<1)2Kk+sx_BB>km&L@Ig<R@Qf<UETO=t4Av*D4U#
z*w%)BU^CigQIkbmyePAZ$_$WnX7N;k(qS~rStW@D&p+bf-ZvFe+PMs&@ny$RqR^#j
zZdET6R1&;Kpwf^M*>mQhB+MDq6fIMLlw18NEk(~80_AT)9~`G-xRgfivte}Jf&kqU
z=5(#UjOM6m@q_stD^Cv@`CWGS>8-j<@Octcyh#64>zTqX!cPX(3H!;Kg~6Ybm9R=n
zMh-L1chA=tZgW(IJ9Q_;2$;|AFLw;Ew0j#OR_UGS2|iTf0rIPGQiolO^n6W{tvk7%
z#rJp;WnH%#v4zsQD52=uOLmNjvjX0|OZm&T>&FP@JE|B~e3ZedFnCcO-Ts=*D3m*d
zP^g!D&R2Ej<)mT9nE2h9nh@@Rp%-+)3A_?*9zODmd}Dk>ktm^%8=HrQgvurLv{ZF#
zyiy;`p9Y`4544%0D}#z;Y;!1JnSI)H&Ou0OR`D%{K_})cdV=|T$dYh_;q=jGo(Wxu
zj@P`N4?3CFU+s?Q&S(>udP<!t=Be_T)cg3U>gE0U(oN2x(b-6Hz=SU|fc!tWNu)<K
ztZQz?>|MnJSy?5C{L9dT2l$A_;dVVck3iS|I392usW7~Ez}U$k4CnjLZ-wU5<3`Qb
zYLX?aNl8+lo$k5`Wk5zdQ;oKr=5OD9`1JX+POjG(;lNS@@^o**BEJJ3fGa~#5A7{C
z8OrcLLuP)*41|n%FrC^Vsl(?oINKgrF3zKP;EAgy9%%e>0I0?TWEVs5fP$&^-Y)2!
zyOXDg2Qm<O`}+*qxFa-V@ZRbiJTP+{9s)rHcxvK8x<Ee@0Uef)Z~=QlifNz33A(nJ
zg*%!`feWfg|GcRW#mLK?zypdO5<$K69*!Q~On?;HWfE<`5^JL}DAG|67XRG57>tIS
z&@TBHe7X;83lcyj?o%XN;s|*$V7TWn>79l}Gtd@6(L$R81mVq>p1^wz25`7=DDu=_
zdV2|MF;TPSrl12Hb2uHT`gQ*<{OsTV{rRhrx%4Cs7;+-x1-ydF8I|2B^G>TMaI|@W
zRxhcivli-Po|kQ=!}e#|!>=_NY6?$n(BG6V-cW_0Pd>*3#k6RUTImV=pWC9(M^Pf^
zlOH~<c`TfCNZB#o!g2;mVK3E|R_dDXz-V|W%D{HxWT4p$$sCUk=`9)kC$#CSf6WxX
zcoH=m;ept{a1iusy44}+`HiMke`AoR@Po{AkZR?bz9wnNR~%9RF3Df9Pu4+>1kAqX
zSCG^G!XkO!@K4M)OiAGS8^?mY_L~Gao&GHc{p=qo;Qn8qKZ8F@@V}lvngE#-<1N36
zRh>g!33;~pg<`31FFk!s$7aXiT<0~?vd3=@ZA%j>e_jzjHO2p~S(P<}TqawF;FFfO
zz#nD+{dX8UH`D1sjDh7dJn$?h4;QWRY2^+EWX9wBVf!Hh(9K&qq%M%%@?CO2VdxfY
zlYSTA%MAaaZC>sa{FV4HbTS4HsN}dwL9u~F4J%X7ePTmdv?flyz7+QnzAMK6qz`Nd
zl`S5y043n!@c=={iW#(pW`_g@-DXPP5%3`09ic(B;1o=H_CpqMn(`bYj(n>>XzOx5
z(DBwGC7Eg1;lP5*hb8#T#q8qsDkupa=v<rA-o=5fR6gPH04V!|%;=v~^mkFyPb&JZ
zT>D8yKdI;kMdAM<-+ofj|HD+I0GjtC^nkAN!A-|oS7Aw>ohb-hJw4EQ`*2k}kQw*#
z^$eB?4{$d`L05L6`}7Z|bO`&tx$@gP{fqVqTCwIJEYY$EK2EdG!QoqNsr$_VdCu`Y
zIr!TSJaA)r&!Fykt@bvEdrXSKO*U*Jd~Clf=>910Hbb*7XsO5gx8Rx+(sw2KUl!BN
zreh<vA=~t2c%bi<JVz^hd1Ud_W+xsPD(Stn2xNxy{b|b<Eqj!4*tR-!f=INlBQ0fu
z66c1RiE4U&?!Idi!$LZ%C`-8|L65ur`iZV!vJvYeYKy9zt?A9BZcvV=Sh7TYFINv3
zok^P4hO~d!W(M_KySPa<j=2W3oNlZW4=M?^3+I!IbgN4gS{#vjhH85<yrAy9joa!A
zCiKq&!)gMj*R(MNPaQwgb#15YJRC~uRy@?P5;^>EEqtwvCLmdH^z9oD-wVg}{I8sg
zk9h-$0(=UFuK$ud>AV_=ojrH@6ZS>&ItY52IyWNL1Mv*II4HzwYO2m-bU)xcvJ;X~
zgdmzJGxTSUxKuMNG+>krm9$Z9ej*bXjR#V%Vj1GhdE2H=#_eEVIa$Fa_ccl<;2OX#
z>+J4WmxsAo3wc@;cL)R_$M)zG_fdt@8c}_*!9<wwop_D<{#u{nWvTQ?tlG8?_iAOC
zDmV9zOL#BJ`EC{}to5Cnxsb7wwn9CZ;Oxa_Z+~tG0`OxJduxDB;!T#g?{0S`Yb$qr
zYTQC_1@<V{;)6IPR0BoCn1i;P_0P+jnAUd6T6!+^Af)tuc0N`ef>4^%rnd0q9^9OC
zRT%t~{966aEhUkKX^0|022GZ#hDkxr6qS-jSuJxbs_3y#<WS84(eQ_<Bf~xP%Qi{l
z>jB!=AM23#L@5sUq!d<hk>;gvnc=RbJ9|)#kqLZ=HtIpQBf|!c*Td^k56efw-6_@}
znBv1(0*{<li^(Kj%|yD46=0=@oHk1$i8On~G$ZO5T`K9=gV%$1!SGvOp)18}D>@Zh
z4xO`|*i#_!5@s4_MOMmxJOpdO@`@t%lves=`sptT(wB0%E?vZ|%Jjj~SZFmCDf5mQ
zMXr|-tgfBD5Hh8Ffx|c&z``D(;dc$jn`+8G#ltBk#+9po5$1m=$r)PPFdLfp6cg6&
zEgtkyaBPZ2PekODOhO0mJHk_G;uuv(s4s_mf&EzdVls2b7<cUY^8zkTsAY42lr|M?
z>NFbCOeRKQI)oc_NYb-ArUG#EaIDmz9ELhVK7ue0JN0s!lrFa`jo1$MXep~&LoJV(
zZTpvQw^f*^g7QeqO%vNjrr0n9IdAMl1l}V(6ZA&;Hy)=K^ASzV51p|}c@?)idg5c$
z>EInZF&jDL{ac4S+dOXsqm0F3D3tS;z1u!-mk;_o*1TG8SL-D9*gw6{luo-GY%t`@
zTi889bH$Z1(u;_Pc5@NV3T(#?B%3JoC;aABrqSS&<s%A0Sz@DcqIjTW5f5zY8G4yP
zzLng6m^1pn#OYk69S&a?dIx`}2gc=9Pk6W=6y1D8RWbV}`y_HnzuK_}mKVeNis<!r
z9|!q!U2H0ipNXyNFT8v{biG!=V@4uyop(?_e0MHy5%!T=AJ^f$u+x6{ZFTp07Bm&`
zYG{KUE^7!DSwiKL-MHUg#Q{3;POmgq`g3E*vR>u2_D>qcN<^t>QeK%`dW>V(q<og$
zsi!uS*cYns<e1uh9+#*296%$80A+=AaGdXHzW;7=bOH~+njmq<E=$~!VBg*~fHdXX
z4fz_+dali#edA7%bUD&VutUaQZ1Zs6CI~^;&--}R3lB`c6WJNMi@17kbnYHQN&z{6
zD8UAA*z^Sq9N{P>9<_NQ)kLe;jM?L+tgJ$pyBzf(!dHLpffVVTB7sd)*Myfo*Cn`n
zcQ-61J#xn^i^mJ?b1hZP239|=t{$fyZ(&#8A2cHecGjieG~9vGi%Cx^4jYU5X^r0L
ztaZ9Jan?^kR`w~B9rIi}A~`w*xkfcQp$=o8HMX_yY-(bW3m}9odaWL-(TZ=5JN0o+
zjH5UOW)<Qjka-6_AVwHKb^5Ktm~v{|+!4i6^h98IwVITx<^hxzdsv&$&dJ@5y;9Ir
zA1n?7)tmcbiTggF_K*?2Q2%?r1s#%>eOMR<45x4*>~PH+c;H0w3?48+;+Wx`{2<We
zSuF?}vL~upRp!Y5EpSq>93kQ`a(o<Wf41QvZkrlvQmu70JqPeDn3*(f9-}TTgs?BY
zFmvQ|c-Q|Vp8au9L!wFiMfCY}Cv@D1g_A(pq_ATB1$F9)T*6R*8q?(`ay}++Vj|++
z#|$r3RU6{|p6quMwa#LX1^f1!JE^C008i?iLeOVgk6G|4S~gfuq3D0hVJK;^z&*ll
zpxs)+syqihvgmQ1aUeH^_@#C7W&RK6-*?MBHthfG?T%O{uBiyO;Yd|z;~PNe(=v{6
z6?|4{3It)-)R<K3d<?98OgvgZAlb(#E2d|xmau9jZ4}V+oSP#_yoWvEnq$xCp*LZs
zn)E7imWP-Tn&b1bG47P1vaQS!70;)`yIN7j8zc{CljODsiMXc%WJt9k=qRROT$*W2
zqkfW%fY+?^C?3!-J&YYsQSmYmW4Xo_E&sX1m+|J|Uo14d>{3%au?0)y7sBrbUUnlt
zO9FVp!*G%g$%Y}^&j&w#GSn}Nc)cFPE=>^ace<kqPP6O^V=ajk<6|Z8bs<07#Pv9S
zbIGFaWK^D(M4Blxt8U+GLdUV(A#wn419XTwG)&~rp0fXo;+3(P8QdQrA@q$a=V22@
z2&W2Xg^z5)cTe%xW{~_@Q~NjnC%T7u3BpnvK<9e}WLHXR=T?2zw?_hGD-Y<tp6Lg3
zihk7D_U|~K|DZ$A(8G+k4Z6eh5&H2I=t9ei3y{A1s}8&riw6oVGxB-~l<9STWFtNH
z9Y<jGTDax9)>h1C5XsqBU``D>=(u1)yPv`T3iJdw|B9z!RnXxocqn9@d>H;w2)b?p
ze0r&?>iDa2{`XG#Pg?phC-2`&cRy+AFD~Yva_I*H3E$G#Pg?p(OW)GOKf3?F(UQ;(
zVC24VscZ=knE$rOElb37HYi-|0;IxkfXQP2{NGzp`iA+G704%0qs`K*;eg=ehb_0(
zAh;m@R7|ETYR-`3^_Q=X)^M=HTa!C*b#s4$NLzff%zdKSDrQ5*uo}Er+DAa4LA|6N
z%A%|y^3<6r$^YcvjLqB+_tQ2Bnh$DH#S~5QG3=fLF+2XhM$O88M$LXG$;8Stz9pfa
zuOHXs#e;6=QCCtNH#Sz|S|F`L)cm4DN-4)`YK>Fj@W2CvVR(QJgg}w^Pvb&4eE#Qv
zc{^Vl0BS%egaBw9T^(sa@xjre@a8fQrS~Mv0z^zb!2_)$F5&0o*`Zi|P53Ue`x=%U
zg4Kc?xI}EiDpH4(=G)t=9=OEg3%afaG*u4X9gLv<n;JD9A5PXGOIioG9Bl1hckqU!
z#D~N`wsHUZ5i^8PoDrNkYqpX+(Ob%v<#S*EnQPCRRr9(s3MXeuvbflM<yQ-URc;$#
z6~IJTrG$E;%_L5zP`JF^?2v31%@)Aqvh2TB?%@{VD$g!~ad3{=VJ`o_GuwaPfM)a3
z6SRIy;D1emjqG}yd_<sG65`;D2b8Gm@Iasv9=Ml<W5{XPr<D4PBcZ{aeCaMJT9rW!
zIdCurV~_xP=FYB6W9Xrn<WJ{R_=rH}`~Hn0L4Y<A1O%Fxf}**l1U{pK2WIX6>Z;;7
zdaD2l_`xSY4_*bUY6HQ&2itTXD|(QlUBk(P<=H=n`f}SLZ@+}WQVQ=0PRKkrtN*|Q
z$jSo6;rA)^e%K285sU5Xb4lsY9yoP>&_8n>y6NV={@zdZn*)H4^8vFK4ISOUU4!o3
z2J32+uRi#znAX2267?^+uilM0iJW41yFYhu^Auy<(1|Oo5}o(d_qsiaHZsU7<jxO>
z(Xd%!Ztz0v%kNoAA|EZ>geX*Q6hB@FwxqL9<FD_>IxyY!ZMG9hOx(}V=Em+Cj_z7y
zITt$I9@#EprMNqMfx9=dmsEPDfmw4lO4Fh|u8)h=wlmP!D0OBbe#g+#LLU`|Q=wtQ
z1MigK@rF--d}7TOBCy7`NUCGbYZsMXmma6iPTT66H+<c|E_20wjgdom%xu(QM<KXH
za<5~@zl>n(MEP4ogHkiarny+6Lh3uTv1W;pSeSUIm=<+E|Aka{{)d4{kE4=gm2X)R
z%2<qbgh5nm;>8WvkKI7fF73EsPvHSD5yTc{xql~q2h8rtUy#hx6Vfm_5JUM#b+v!y
zx><ig(CsHQ3|$SwMMu}0mE_|N9>}0^I*>JL!FwQ7`I|fcKL{58U7&jRkf;;Xq+(Al
z3&!vk_(aCl*=66)85$tNuY{@y6K}7BUrhX^0w#eNiaVO5FR@JGV;&MxoMg+9^O&EK
z?6b8+goP=xXGektL|l(N2h#<*2MON855wo7bMU>xCF_n`ChH}4pzCKnr*X~v*yK8c
zA07|Z#<NXJ7SibW<}uE6Bynx|fWU0E4<=Y6pXi8dn$O5{!(`uEVBqyAWbd#79(bWc
zs*P-*TpZIcFMl7JN>bO-n35fJ^WtUqVz${eY~&Or=*f+POKnl{;}p)rx0=7e$`Y}l
z>JyvN1m8ZYy&%t7Rd>pPDd&&F1^!-$`o9BR@q0<s#}*wNXq4nRRSytQOMh)lOZxgv
z&J$q7%Lb>v5|#saSvEs<m}S6)`6>fW%cAg~mv0sh=nmWk3HZljq_{4N!~?tX9NS<O
zC$1FeF7k^>^;S*@-q|(Nut&zbQKH@7Fi&TP2h6y?SX5qNZEHI$wIFQbDi6+$U<KBn
z5bOQNEu&vAsb7EoFJE3cLlf?AiW1EGv*UsI0JPA)5AS-3nJj-NRuT{J63kleZfn1{
zr~*-&53$EUwhji9zP4#C=ZBWd-&=yB=?c1G|Bm5~m^b1;VDI;s@ay9YAJW<3^Gad3
z<|FWrLrd;o?+y}7J6Nuhz4(I2{{ly?ZJGTHiW`bw#m(maSK{W8?*VaB@l)LV0d*FB
ziklydv3xC3zW4cGBX0EQ!b3lO;^#NMVRxnULe6B&6%sGok{B#(wjz0@IgK;0tn=Md
zZTFKcCuN20iH4O0yrzS2$0uQ|s~utP`)8NN2KgJVNUAecU)nLu2wNC02jo)Hy!%Nz
zyP+Bz=|?<4nH|&K(jv#+H&>e`kzhQZv>ie`8z9T$mRarN%&f{A857D=?*3BKHg&$|
zO<Z+j@gq5S&KGapnj^)`<`=)+wT&f}jU{=S%#?;?qH6&h%3PAUW@gGTqAr<x>}tZ@
z9|5Alc=@Bc7OsW91_M{n{z(~2!lu*ZgCW-vB!x?(-*E@Q`tpIy=Q66Z{6duW9#V)s
zryzp(=pt=^=9XuPlyd|pSMWux8!OFp9hv7?(mlFCq&=+}7@RfB%wJ+f)R$+EI~rW)
zoI(<1`4~7y%IK2@W2NOvU5VqB>5e~$DVS)aS&-)-VK8V%J72$AqksB&#!a^TE~Dv1
zi40O*ElQu+s7)YyHvEIH$E*YP6jC$QWQsUhElFOLhbTP<w#3wxzr>gr8E9c|pqN#m
z;v&yVf60S=6YDVeFR_e%&q~w#DboKJZ0*+z&p-P4U!p<Mi@}J8+*0b~RQW1tMQy`)
z2+t*>5iGTE)a%i**50gPw?~u7lE>mHGtzUsr|)g9)ETx^4jYJ+*A12mx14^=aNVWL
zD=`$z>Sz|rRn5e_?%$o(sbG_tW4X%5K?OK?+O^Bkqg5mHW>+*5FQR!|KI-0lWK|#V
zdCl0M2jQ!O_D4{9m+jsN%Y8e%47yspRoIVeSATfg#P6$u$;w%gQb`hJy^)sv#*4>?
zvVO3}AWx_{h6#3iw=K2BK`QEvS(7`ZZNM4Vn3f#CtfG1tOEx#IO>OBIZ@DB@Bc&kP
zuyV{79&3h6pDDcOf6kHB2u-psV=!xdD{J9;{QB0C=}j|ptTrY-$MJT8tHP5dw)CDP
zHQ{p{q;uiJ{kk0;`zDH!N8V*nMT^ACvqxHxRyjv{u&SXMFz)3?_wyi<Y_63h8Y^X5
zik}rQEd}<8mGPRkUa*C+ov8bVo4EX0ia;iZks+Z`s)h{})iCJ@v1svd*->d1?9wy~
zSIu*Cwzg!mUq%><`W{o?mZI$fY&}ieYCtp!W7>!14@z0fOh?B|vmlAyBuhIZT3L?C
zX_aWzRzrgq((jh;@6al|ocB_k3C4_wAnYr>#hYbG4J#rmvaDUU+nd)l<J0H)Gf@Wd
z1t!>2L(YiUM3W%{pPY`Vsqt`s5Pe3lsd;bphPx0GW^!{?{)Moq>FdLHZ_lvzfzB%i
z$C{X?lB4P;Gd9eOUh(Ld6NTCUN8p!?>W>b~aOW*H*bTX{A(UD_zAcWw(A}^8&SpEm
zR`QlL#%nH$(MQs$q_VCl_-b<j5xLx>4C=7vXPEH0mI|EY$X0a-BC0x$jeeo)vIPY@
z>Y~Ur!p_0t9Hzcm%gzG5;xG~)=d^lN!btUc_@*U|eTOkd+#!edeO-6Td&-!awzD(~
z77kA=F{&+6#{DwpNJDeIcMqtKUE8RmDF?hso3$AyVYkPk<MYjOCc9Jkl&h6u&)9uR
zFF904zTHiw_}Wx6zxBRG4hM}2X?`&U(nfE>)N)x1xnh2N%!_dRjM^KX*yxbw+9ew$
z7cyw5&@mxy&Xi!8oGbljtjp<oj>X%dj~s#~mAFuKXsnmqD^=%hg%S&M3m2__;&PiY
z^qF<K>FL_?*(7gtYVPCG%hyUlg9J@jcPp?=kW;sB_1c^&XV&qTPA1)?D6OGV-T8>)
z=ePIDTRn&QOYTln92?wxqkg<r#q<&4-TNv@ZV;%e|G6#Sxt4uQt3KV+ed)=bWaWA^
zku~uL5Cj>d_Yx~r5tYJE*{@Q)IibB(<Q(J89`AY4+{}?KQ_)(<QEu*i<EvdmJJfi~
zfG4bR%sr&DZFqpEWj~h(51cWuYmZ<{RYIm^F%$`%3C#4nD}0kfeV+ulVm@i%D~YkF
zJU<rsd1Pdj{`Lp>j?G(|i{5&wsFl_@d;X_j=^4NMvOceI==(=jA{B+p-Ezl$1taY%
zHc}=}8fDXJq-Z`5e#lvFB@|f^i}5t!5ZqjeV2=2h%N>R3u+#varZa3EL*;BSMP00l
zrx0>J`}hX7x{x2d`>jRD7-IHKAA%W+%Gx)Qy}h*$V~}HAx#fEz(amVsV$l&|$4$z$
z;5@=mk<M~vK%P-MXPWA|^8EgT3tqm~B{_igiX4A6+OTm_MN2`x;YAH&C9&JJOC#&Y
zv(Xjh`Nj_Qw9kB&HYXWBjLHppk$*aUQ$kE{rFl2>9twKN2V?A9&el-=>Ii%8T;o1}
z)=2qY7pWR*Z96oK`U!GWfcD0tX7f3xT0cI*hOo_*aR}|wXMaYt$?~pE7}HHNtqp>A
zffjF)cWSmo1)SS<Wg2L%3pte-xQh$1K5wU!nP=Y{=_lfH9S&gpcc$orMpRkYlMEVe
z)B^S~={@+$DD<H>a>?Rbdptm<1WAL9<P--jnQ%OCvP8e+GzRpIbCX8lfse-<UKI}g
z2C4dc;W8znm^m<KkR7^xBp44|E7APsKnC?5ScB=lR{H);FjA<%@BzZqFn{e=_uxq0
z((fBuz*hN^rdr)sD6hY_N&n*W{#9TuCuM;$kw{HeiOs8;E;6@!U&(Y;h>|=?YjiKZ
z?5o(%rtxC%sB~`h_T0zqg7;Ay5FL>L;PIXgsZoCZ%gX@iFXS9VQANU3v=zv>!xC%Q
zg4O;2=KQB%Ic_Neh3yri^HXO^U!wg+LSs)dCG_4)4UY;@CkjsYUaZPEWEDL<r=1zV
ztjxUcunGEMRE{egyBTn9*=0D8^?h_-{NU~|$LH{mAhMKxX_xZZ1Y64cYf*i|!R+g<
zZEm7K<0%CDbp=}k?!n7tF7i~m;RZ`OlM^QpMU^yhr3F@`X5_C>>EYLFEi-cquf%0j
zzs=A%dyAT8J%cLECHefkYvknzF7lKeNG;k7zb3%h>~fh7kzw>8qCX*C6qv9s7k{HS
zzD?C=E%6~IGk`5}F5E65<;_EqIv2e@c}md`1(`r?83T*T5{F%qm~k<-Kw`F_HEx;s
zKzUZ$7Ir1t%naxxbAcmYwz`$N&U@xVmzJr%07(sa!+q6ZNb{rS2Iv!>++4z~!V`Ng
z@@#H~bfm3_<8vncqGh2g-GfNuCr-ikmj-xcVP&Me2+%(GXUb{tzxC(BG#G2$>S^X=
z9^WtY6jzsa3zS+|Uz6udP3C`f0%JED0XtMvi7sDR)(}U=&s#5zgqLP`wwMgnbHW<N
zZq^mQ$W=Y##HIJ-F1yqM7A?=2rvhvCWkAL-U|zN`?!H1#?w2GR9mWRi-E<kbiPO(R
zuG+Q9(P3hok>);ntT{O!eKM-JDQTcHVE)Cn6#pB4c9=;*&YUyj*yNO^DC5WpD^(e;
z$!PupOt6>B)fp{|<zc%}&nFYndG~Me5fx-s$Aoz#N`(cu`Mj*QfZe+?u?{tm6dU+8
z`k>~`YNFKJOB#!D#a$$7ZP@yl{<`kwX2}8RGvLNP3zi)ER^0GmRNEWoZglJ^d-l9A
zd>Z`482iD&t{s?*!QKTU-|rM@_LJ)b5AFv@ul}BU#v(Q6zG&fJe1U>jF!4>kkKqoy
zVD&6Biw9+`E84$-fq%4B2hW$~1G2<gd<_Sk-AVvUbEAp6y5@%z$2pa6jR^(R>KEE4
znB2nz!&#~VPmFHgy#0x#-2+@BWW&QZ#x*rd!o~!1yox=aYbj($?xz-8zoTuA1DYgX
zJ>@)tMx$v0i?gc+k2zhndWfxRXSwVqkwK%ISzCx4iMcL-CA;b}t9484<-_!(lrt?Z
zL>VQj&jt}<nqoE2s?}$1#2xF*pcpii_5;fWE>))6)D9!8tJvuU;&%-~hD-BC9rE<5
zYVVz?2;F$GKC}5DKs3KdX*P<%ogReOm#yLkm(5hzcmcZ|BK;5OhERml(Ph7DL&t6@
zp7UK`=RB7TEG`!9OY4^o3y=(_x^uKrHM&U_t*W-CvG?D=z40qDX_Iq#Rw?<pLjzc}
zFLrL_<bBqU6&K8|L>;fSX*za2>_&5GJu_xh#t`}PT5VmZmMP`Hg~vw-=E8wB`)qKI
ze$ROQ*Cd`@TS=gKy67={uF9Y)B#YAL=sAlka!j80M9m2YVRr>Z3$yqV9Uw24%KS+g
zKC&sSsKKRxjTjcs5yR&rMZTwyRov;uX~%ftG~|rpbKx>Whp|d?JruASUruf{F#)-)
zRwuDCqqA{-b*DpL_(1N|OScp*XSC&68vCURGW$Lq?G`Z?Y(NXQkLwSJ)*V(TvarxN
zlC5W>(lEuNbLe6emt~Ci#^V`>a8LIA_qiPiUuCrZ`}gfJ+fKX}gABr<Wo;X3s{W4r
zlJgaq(OHK+4|UGiI>W)B!^QBH5mtCa+1~1<wzP9;OmtFg#8vA-e0abPYWX@qs)r1#
zHuxTe2kxeuR)%ZtQ@q`vls!R#^D&T1oTa&Eaje(0)x>E#`3hH!(Nn@!YL~R??INMj
z<cj$0lE|t4(c+K2GWW-5lTP08CK?G(=3r_PPiC+A99FB&8@49%;#h!L2;cPNc=~&J
zj+ndtJdQQmEh|*|Wj!w(6XSLcNe(`3oyum-I$w(BZ<!s?tMQR_Y*(>7&t}yA{?df?
z&aiS`gw>!w<2W?(<F!GjYjr;GvXFT`ihE?xOFiYbo(Vm_pe*8&OM+@`x$aBt+&%?O
z`Y^xQ2n7`)<zcM4hZ7pw;%(AI8t+9{7OEC_Q*i;<Vo=gWr{BYB&W?AHHoYP~`|gU_
zRQJo!xp&kLALdU?Soj*EWV>cbsuH?J2OzD6$##M65kh2`&uy$K)xx81TqV-T?4%8p
z7aBBxB^iNPXNED)(ps_E6t_p6DKia$XA$jQtC!&w^~XH(F4g%RQOI@}?q}{Rwj#;l
zuBU=^pcw_U+Yy<I6|dmVlvDz36V4A64=G08^yBZr%KF&Nv6+MI^N9FRHY&pV?x^e0
z%-{}|1-U_jVGOigs^qTd^wA~OvBr^ID+aHti!;G7H`;SBOz9YdVeI;~c(9z2SSwZ_
zT|LYgU0$Dh%7`b#|Lyb2?qwpI057?QsN2(o(f({8T4BTiy2&li0gaY1N~1<iB*&|M
zc-wtEh#RZN8N4ah{Hnm$ptAo^Js1;-<EnQU0NEnX%zJ?WKIi_hwVvTwebD(hS*T9<
ztiEpC5j);3h5}b`qz%&Oa6@6bl@D9Fa-KP-rW3sf%WXbEV09CEnpw@a($ZE79q*`;
zWJNl~Kk2D}3F!>i^J1*E&0Tf(s8%1_h_w~j6RG4)xEgbc3^{+gf^v@9q7qm|%p{q3
zUJ`i!<a#K!5P`02g;K+tsXVsLH7E*-k?Y8ylawF3R>uPPJ$q*LS7X9tB#Rc+;#3PX
zlvG+ylm?dhOESdILK%HkP$6~obx#qI3BnqgntUUV0$0=Oha#RXd9aEH`g59?hpH#6
zrrzJ4XbQmIEgqP=j|akua8sGf@Ns&A_#)4US%cIk5c-!!s#l)az&HY)Kas0*HQ|)N
zL=`%4vY<YcWVf;ST?j%w>-J=)X&vr}fzC%Sb3o_1M0OBf3sGx^+9;ZU;t5+T+uJ%)
zGvvUcJJqGx;@I5!hMNgTO;uz@ix}kW2MSo0Z=PPeTYthVhQ!``JL);Ka!Qplf~$LC
z;dq&^0>~y1REUK|Tfz9-8v;pIfu_PD!ZW8V>a@IyvvQ^!(n;J-eaehGTa#(7MniIB
z7k8Q9BktVrjZI5pM^;3Ef-6bsLvhN;IkCBE+H#?zuyiU>KLZCueUl5j(CHAi$n5B}
z(c;QkXtWzyJ?rH7nBx&MGYeB<wahDBoy+n|G2RO@mpVRfJ*nj3tK^9eewabsfjjDF
z*OUgBPQp8D8Xm^+OCXu4s#SVjHj7dwt!G1Ha^cNNx5s>kOG{G4g7Qh|3RqV93w^cE
zPjO>hbEcOD5R-@pXt7t7PHjv#n9&mkDo=8-vcWCd1?hB_6Wnc8COLf@?6IG3FCYN7
zdO=K~>(wkzSL4394S_Av9pu#n8A#$roB4|YU)R|Z8b_U#9$Wjwr|H*}nBgZbdf0f+
zalq~kT^HaQkmGD|hPjdyE|Z;ZaeWi{IC8^M;W##{9B?`7NtHDs%AZhmcXV+Wd0c^c
zgQKzCxK6gPlEdNlY@|=`Kb1ormgBjdHY+qHqH9{@9QXFH$Yu{D#D~Faq!j{~uT*Y(
zZwKG1NS=(@t&rsbgZ8q-v6Wom$gLQ92PrTeS4P_@_q9#jYci|HtBsTdoyG23kO+_M
zs5}nV*TX7oRLG=@q>4BBtuJ7FaqJlQQwN=@njxXt*xVEe8g80PV*wJ*VIo*%OOnyz
zU|3FldNsBp_1V6kh`C{?48^Q;I%{4y*4&F?qA`Ulh|<Z@H+;#T)n0sx9i^3)RB$}!
zt!>2V3goLTh7ksE;a;Z+$p+mZtXZH6<|q*3H1y6_+ubsBchov&B4+=v;kgowP-_h&
zasjO!{EKkiJHij$24l=~EU#u?Z29reLR%@^`rS?0oFJNZoIYoo-UPTtOD^*f)nKmV
z__Nu|Z|y;GZ(+qxO)jQT$7YW$q2Ny|Bah=4ZvP55Q0ndP3kTMPsNt^~Jri+t@jC`F
z?JzA{UqLY^M%;%nQ@VQnkj_bnE5<!{F<CIj30-J8bmB$q_1r)M$>{T?MCIPHL$!vt
z`^UQjk+B*zX)`Egz}ICaBAwQ;{&bkufIEM_O~Yfc7L|D$YE4Ls*tXbX$hERiB5pNn
z`J6}d>8=*esBvUCM%8jyjBLp0<)c*^7f#o7>&6o8@h(8%_d?{qcibzl1F~}jbiqBl
z1KAVvHV1S1+E!2R8Kc|`#{6DP{34Wj>)s$=w-(@j8|9ZLAH=c7xo2zMc~kYZlwoJR
zSbD38cKFGGa#@XKhwIlSDLNOp)0hq4C0}>qOmU1RuW1ep{HPed5pxep85U8ioV9$G
zkL?<n2X0U)eUWrdp3$Gm7zRZ}a2T4_S68KNeu_G2b(?D`rUdjKXern^aikU*ps7k*
zpIoMHbh-57;G_RNPR03v08E94&L=Mea4#srRgMGI(CUDd%+mx{K2N8#QA%C5D;lSC
z1JkdXceEnN_gekQUk<n}4t>f#t#2H_%=w|3N?1FB)gsC1Ds@C2^Xjb8gQNi-zQ(mx
zc@QauigZ+Ms>x}HSmPSDRhv&{TCX5J#@1gQ6IvsfLeo5+dQn;;VP`g#a>lpKPh`nF
zI$-MD&~-6sOS*UCCS+IbXY6gL;u?b=`@vFC&S5gvnM+JKj=JaNxUO@W^WAY&Z@YS}
z0)*=+Js}E%GDnlsa;`GGZ)>S~+j4t|IFevIM;G;ebBYDk(<*U>V^~1WFJXp#=juIn
zyA_KVREPYajL1xcxrknr^~<Qo&kGMRpHZ9lF@T2El6k(s^iLby(;F~KIs5F&DEmg>
zz+)ZKbk7@348CV#r!h>I28)X?*N!0A&fS)6v0mzb!mVG45u4SL+wEVU>Ziy)uj!V3
zHu4#l&4~3?YqWTCjaTpHIGe0W_ZdX_!0V@-d4rsuU0U!Np`+TU4&4F4l8a9emaku&
zjnj^$R%ni2<RhF8t|iK`$I)n6*vs`5X<l2GeOsh?iqDgCC<NuvWFlCA-0RZ5{6h1U
zO--DralP#Y&ftvs<Sk88mN`_ik#OM6id=!}x!e8cl3Osg$bF?2IVK;Di(=8Pt~>$!
zhuAKj>kp8@11*UHNXh!+3b{e|-|fVWw@V&&Y3FBZHuP3NEynAiF6I<YP6qRggbI&u
z><>ggT#{l6Dq(7^7xdF3**jEZe55c)qtZg!#i-_XA{x?^5S8V?c-uQCsFZO)o$nIs
z?h$(;x~5&55eruI$)rO25&k^WPgMiMTZh-zr3n4b@)u#avmAOcM>{S>_w&?0kg9F;
zeJjpco`Zywtt3ow431a~PR;2KRx+Buk7JLf*N29TK_h%c9BVjB9j@0nRaw)cJ1ImM
zdo+N}C*OyO{43(AO0MoCkEvu^U(st0O+Ev8mhRg9VJP;5H_iT`Gw`)tJP`Gzh$eKC
z83bWAtbnfykV9lHjZKz}mh<!7xY~VNP2{qhGYQ70Wut8D+C!4syrOVnm!&Q+Gx1I#
zh_cG4i`fT@VWGjQm<Uo_&^Gk*KD<5PWXy$u%%R*Ny?(L!B$?`yxRaJjtHyM`QmEAS
z4CkCaf#jLgwr5^)Ro(omUtb6o$t;8HQoI8*leh2yD`49YBC4sSzoqFXJS9D%6?M8;
zoYI<kX&}5S9a(bc#*MDGH4KFs7qxZBcCVGg!NQ>MMImdjFz5&tM9>~+Uk2H<@<2{M
z2n(}$ac6YSIll6Jo3*j8Bq|~OwjiQR+9v7Z<;Ra9t;31f6DBnKBp<&X8>T;x&6zRA
z6ql!_%a@E>KPSu-U1I+v?>$?%VnN@FRit08v0?h9j-~xDRvG%ePMJemytTuSXO|3)
zjAcPm-ms?^h^4rq)|wMN+IRh^hdwcXx;9Vf=VAi=)5QGw;qYet3=nH%(SZZ;P?%m~
zT~DZd*d-?wSwZ5L_SmfBksMX+r$0T+GO|yA+2xLPINivOWp#VCrVoOPzc(;cr>;bM
zCZE!^i3(*gvY|B_gj36KGc4A|D3;L$SDhyVcIPAz(1Q~LJ#a_D{kEv`$wE^z1@`-A
z$E<B%&n=nlr?>Qwzq6!x<9BpOkl=MaSw}Bx-#2se4b2R?X-ONL|A6b4#C7k@PGU(1
z{V%UxQhhdz@PAWaqUw5RW*m~M$~6T4Zd)d&k{tZ<<kDSl#F<Ei*rz<<e7FEViiLtP
z3{-^4QjL$g1I#Ndis|&d4ok;R2Rh>Lr84Cg3QFJo)G#N{vV>Y_cA54o7nRm^dFhYk
ztnPMsY_K(z4)e1b_BfAzb7Kys((?Xz0S$w_1n8n}`;`-NzUgHK<%)KgKizZV1gfJ$
z7hdaPcu#vrYdKZ~=2S%2Xc{%UZOI1_%IT0Q=z<9nUr#YOTx15IPh7zVvWElPLp>lP
znZ3B{o509;qzT5&==s36NZTyf*a2+jIg5z0Uc`mQPgKDpBP?wW2Z`m|JJDI%d*8?r
zC`wFl(bz8HBvjq4;5gi7AAN|Q`+J1@u8XDUyMs?;Eqbl=Z;@MMUox1JbbvVz62f^A
z6&U2}cEo?Z6L8-C>20Z;=<K5F#WPhDpCd1_K^~g@nCC5-G1Yj)`$OVY@rNGyrV1xT
zD%2Ih5-IC^<83zoGjdkHvKc5a4$MjKp{f;yc>}Q8>F*1Pg0h%j`e&bisZ;#>;)u$n
zKT!+}XnZ}x2k#18zZUsLQvd#gN|QxEG5kFtai|om(82(k^xt_5jQZ5*e`H#}754ur
z^7_Brj(+K3?eCFDu>?K)cF{LIJRtP!iOk${y1+&A0G)p;G1yqL{s3xixBo{PqW)*{
zj`&qhvWXhlHry@qDGUjsy4bI7hSWVloZeg(Nc!Z*>NkLi{DqU#ChwFM%qNtIz1o+U
z`FcS8$tscX`N0wVMw(?%UH8_r9{XDYz#R09JrtDkFaJJ!I<C(5g}?sh5eEgPSU{GO
z&EJ?n)|cLTvF-f4UyIUj$O0G|bCBOIO8?&SN@S+@;ol(Pzir7MB?|b89@T1PYMpN5
zEWEZZPGDfmGyF_4gPIr24~W~h#=V0tF0Q<Py&H3IAK0G$Itl6FEd0d+_APuHe8q1$
zY@82}<-do?eu^WhGhhq!Y`WAN)cn$MP7ZXJcSd-C3BkufEv^mFB5f%l6|24OE0!Cl
zL-$BE2P9+ig{FqhGfNGhXAISy@Bn8YybAhIQ=YvN%b$J-yy`_Rs2B%=xs_k-nQPG#
zyn#1Yqn!6Cq@4FLU}fyTd}bKz`?p?v0s!+ZP{qEW)vVZ^f(QIbAP4r`u<l)a^E#wL
zUw2LS>m9>O3K`U<IEJ2J_@eOue60~ov-`{E;>-l_1s51YIVvzG)lLhvPY7cU?A0Xm
z5rHtU5Z9UMT}HR*Jrp>`zwPiBh&~{A1M<aR#^d1F==G8ceBG9B8m0`~nm*8*gMD)s
z)%m}4`7w;^%mlo%{7)2Qu74;%W&rvAVMWTEGt20x;(gOLSMrXdl&7Oo3;S1kWaz+}
zM@${it<N;LK#Q;gMV0<$ma>=c*vZ5a-)n=bTc&J2o!0$*{gMMWFI9UnEHf<ZI%5;|
zEpbh>ATVBCo^=k{6Rft-@<-F{e~x2*KKURI{(I%q{~tzM&7U134qX>;__Au~tJxF1
zu2n}Om=w^J!EEaNt3{C`-Orhi2+k1BK~uex(cv?-ppTe4FAxu`;I!w<r=x>@2wX-i
z%irTKpv=)8meX>YzvE=#_2?oATR{R+REbgv6a&^H<BH<OHE%cUGG|c14@m28WOr<T
zIPks!X@(KUg`|q(u;kFMJ}=vUXIaSodExJ`nc(28!|%!+Md3oMv&<b#lye@h7AmmB
zF*m1XOLA{AEEi1gj8LFWaq?rl`=OwgvB^}t3Z_UgeUo_o!<pEIENE5S1=EII(BB=(
z|DsrA7R1?9!ngW`_9=Bp&A})Ak3OSo3hyYh{6zEqe@T$DxQZ5^y`ILHAi$=2$83d(
zh|5||M}}HDzK3C{b+-O?f50FfaNy7Kt!;jvW%yAMEWjzh1ZOpPyBu~&;rz77$I%#x
zm8d!>`7(|Xt5t<|HCr+%;%7uSik}}E<4|al_^1LKILuspYd{e-lu+*ClRIW~vV_ZN
zl}&J6JAWl|Hb6YLHs~FZ%qwPD@n`glcHm3c=))I%3OY;DKVdmIpUes<?sZHFR0ev)
z(;qQoydvz$U2*6%O{i41iD6rks5zZ}!k+R&qf@>CH?tQ=rvjvDC_F)ru)pw%6v@zx
z-}!fHRuQjtRLJM<3wtMTITTw3ioZFY8TiUN(1L1ai4ihJ)B3z}(&&TrCW&Kij9tF3
z6}tZEZuAou=WHXnPUO9+WqG2N$aJuPEg98YL$Z1@J!RS6dH)A%vf|gL#CJWgh3#c)
zVN)kj+R*}bsMWWX-aL^ct*+{w7GXhN9VSn5CVqiCuysb3ykE7t<iU|oG-+X@UEkz7
zz{@ZX)(OEnlz6(fb3&dC2r;txR4Pa@_eIz?%EWdsr0gk}X*)Y-Jj!u<yPArK+#l=2
zRA^&Q%27&6zU9RO5PE{O!n2GkJdpr78P6R3yOPynw(H`wYAyK&#3K)|VCC2-pUVTY
ziKb-(qQsG2q3YYxoOnP8j;r%Zj1a)e&a6bqEi`kUNc*sFv%eh5bA_{d38O<=jlGEO
z>IvLrb}mAOI;36Yd_}|D<~By1KUN=R=ij8i5Gj3nlX$y?3^V$q%>}tf!&ukazKpsM
zL+!7yzC~DBgs{fgp(++EOKXy0g`L*q&(mnTU1C7ERJ3U)*Uh*d)^m$20R;wHZ>o+c
zEW#SG$56%2EEqpug_0HVbXeVqIr7$3mUeBqA!lT6Ns*^Vhj&b1xpZYss2Kd%Xw8+Q
zhkNqr309{aBKhM_U-d^%Hs*xRO5bh0U-OD(@wLLCdSg^^SP^ERZMXg&W1(1a`iHVa
zo^vvU@{od(EG#$juI~vXM)c7Qn<}*kTApCy`FQZnk+%=x!7>Pgl|hYdqsekz*Vh$v
zw}Y|MMTSN9g*0-oTz14<`tBZBXF|S2>Brn)VB!F%RL4yg!rvW-?vwHN^7m{`?+A=l
z?gw#$)<#@_EaA89_;>E#@9$>?W@JDU>A><-MFYOgxpQd-4#q0t!FPGgW&D^K|IMmY
zBLB^S3>tY3z6`e?e~Fuf5D0=^Khy{PC;}!VXViJX`oVg#-yRB(XgK&fwtwLLY*jts
z(Dmb!Amm1^Ve_1Ms!KXOd|vq_m|z+UU$hF4T5-l~N9;FYpPGb^<76}Oz)kq+ugVAi
zPrZR7n<a-ZPmpz%Ef%7c=&2BjUjjm_<VDJ2EUnJ%7}j0O@@xU?A{Q`ovvdKTEB?Jw
z;@j%6qHkWnUqtx&zO1iWGPb0Yku90(D#pCjF}AL$seI_feMLcV;u8^y2wh@rNofyr
zS%_k7yN1IAy6()D6B6q@1$52=9DGFYO9+?!8Tw1gdC~2uuC4_;9Wb?!cIimF5iy~#
zTBW>kUx&(J_=}u@&Czii+Pml`^QSIrZGPP6gLBL#C?cYS`;8mwQ3cLD^h;$<QXlMd
zs-9IOsFl8dc_F)4Rsw{IDm62HaE__xG0@{qIF)!?qKW^qFF!&P72m$w6<X~eG4SdA
zRJ=+O^DC|xi^JH$MTyNlwPMy;X?wlfd;MpwoWnX)COf75f9$<?SW{ctJ{&}(6BUrA
zL<Iz-DIEj?DosQ{rAUj4QUwGl0Rll3kgg)2AcQKQLImk8NQ;8>ra@XjX#xq&03m+M
z^Uj$$$8%=p_|D8XGuQ9^gDdQnwO6uN_Fn5L_kBN^+iVFZuHPyt3I`J5ehk<qDRc{N
z=e(4fwEe9UG2sN^`$w0>KE|o5OE5MiVaL$1Q`UV_pIrC`H7-kgGEKp90_LBjI@$5X
z4h-<_T(!6>wk7WFH6*2Tbl?1ArNgSs#z$bO5Y!OarDcF7U(pkm;Cf?Czz@2Z9bGsj
zd<B}`?259~ap$4Phl&cCA%QB2c@^4jCUbZ{e_&oHhpAdZy+$LqBq1=TF+1L}Q3(Hq
zZ(=*Pw<lP`hY~x-*c_mOGGchUvAZSZtlGQ~<FZPNizrc}d_2|M=;f`3WC<--_d_#<
zsQZ;2M{4J0hT3J@OtfRy1_W;J+kS@^+L6UC{je;?vC2EI%&myY+-U<SJ4K*Q)*?7j
zoIUPd(;pMXu4u=Lhvew=Vp>XsYDy{hNU;+qdU{OIm)Negfr{CDGZg#UFe$~3k=GX*
zowobb+r6=<H)_j~D#SQl=C!mu!9lZXi<S<mn9~##8FP>Fu@xXyIR+hgSsk+0#M>w7
zHzKRonK8vR8aCh`7o{QMtf5$0;^LwPkFW85y`OGnN9~iT6Fpe_<-(F7{mBmBH!MY4
z+E!sq^Ao$8BJb?jmN^EkH)ae&L656B5q+)*Ni!+WEh_}{n})Ou^bgO^XGUNaW%u(v
zJO3LXsIeoc-<gJ#pq-M5Mb9n3wzk!B)O^3-dj00KzeZ&I)^3iO!7W*px^HgR1@Q|J
ze+EAqh>?g?n*p@ON%Y2UW5)Eqb^1U1y|Vyzt+|&GXzfpWk>FeCH`K&xa+f*X1Sn{v
z1_hhS5?Z8?>c#a#LTubqfc=G@+?9=fXFCYwlDMb8Z{ebwrqAKxcwqdun8UyK9wP%8
z@oOX1oca5ff0x;+=j6l=Il0^{;Ob;zlyOm<;Vs*Bk!Xx&L!A%hc~Wv*i-7u}eaAl$
zjwQq}$Lc^F>gWmrb;q6*U9wXc#zbK)k;YZw_K=CR%5<pTJ~8Z0$_4UCY`Ao9v(mdg
zo_7X_XR-zHgLAgcm+~!V%XW@lI9)vSwz|8Iq+0;7$yS#L?+-deu^b`LxCbs<-7$^F
z9$2T9HlhS5(S+cNVlqeZ)w;Ctv+srLg?B3RegV2P7wqg07fT$OrE51pz>)M#FF<;H
zx0<=fvspv#>{H_>d+yVX)IbdV3vZD*8wG`H6#d<D_a^N-=@90gp3YGm**4%kFQZwk
z<e&4|>_r^$UeWzP3HnoDGm*NyDmky<STm(;ica$F2|lJOAz($8P8c7uDD*ZcDUZ}8
zJjds+JeM*cVs4jIH<wlPXD%}_PEN9IBtz!&vqQJvhX|IQGwO3yuu@+5?6y0=Psi+}
z%8sX$`^q0lBN=<k5m%$@>)SD_K`V5*dm|1m=$HvUy>XUh86M6#qp_D{Iy`}l+dSJL
zZlLeeM6LS}Z^eV-LJ3{H%FtI;qoYC_GkS<=2tIa7;&BPNJbbZ4yfh{76i-pG{RR5K
zPHc{!%<Vey1C;mzw2MpjbjN~Ze^L1&wE}($@`WHFU`{@ikTKI1m^aew&I(O<xV3ni
zrL`+a2x-^ki@wskDjX2oUEXRnEk<9M`NG?Mk0U`k*X0r#&Beo`yGsaD+aVz<6OqQ9
zys$8=p!be&;J&@B>G_>d_*pUfqRfhv(a0d^%kmJSq5UEKut_FQy$;nN?&=I=l0I1^
zm*AB$y^yu{sM$xOigfm5i39+p4m+5*!KdKJ{TVlyf6a9*UlMg=d~*@{rU0LJaE4rD
zo@n%7n;89*%!+n7VtA-RjP^BG1&g;G*KgJt<KGP)Bgf&HGaT9Na-A{u1AO<j&$rA!
zUT%l@7jQRF70C%ncc>~Z(6z{6=j)pMGsq7d0eu_gO^eLaNd-=R&rXV-EA8f(&jl`x
zs)TH#b?>U7yz?G&k4~46k;{8y8E!10&X6AadzIrYZoP@2zPxqcs(0Ts{maZeC(E3|
z(ww2$J!fnQUQhwA*9u6lbcXb9t#qgw$(;HC0pvRdKfpH_{P+1yh2SPLDO0pM0BP%z
z=$ihsLiZoxWMSdG=*e>D(KRNJSUrAfg=Kk5iDuwa@D+0L4)Ak@fu;9HhWTgp0o7c>
zf|Y+`y%y5r(MzgG7!5Z`Gq9mdi_tm$fSRpDC+#pWhlTXOCQ^$9jy5pbf88QR-^F-J
z44AY(YP@r>5^>a<B}SWUL%_X|u_3I0!ZqKuq;tspIv4VzxshLm1<W0+9hzb5yWBu9
zDjNYJMjTatv0pRGzCz+0aUWo<IqBQ(uH<C9J)m3GZLXBbq;y_A^oaNV`dJ~ColH_g
z1@5CZREPf0Bd=E8U5veGlFD{5IB>byXu^nf&Uci*q`+**5NN<BOD#()Mtd*XPLu_!
zA#^C}hf+zs7QHeySNmnoy<I<ZTsHbC?V_1cBSrvyg(@~UzmVOuaW)~Ev$Mk|I*^%r
z@wPWMo_2uZ=>m&1=Rbrwu*=yq%TEs}5PMy>6yghGLvdaWByFA_@J<mc6sdE#fAruK
zo$mG^VVbGc8oJA?_V@sew$RE~Sm2iQ=273C6TwKVQ*rk|V}ps)PDq^%_QBC!AC)ba
zmLT2>l*W1jHCcWHcHcnYS-NoL2Z(lu64X|VUZ#G8ySK)O9AIm6=79X3=SzNu-LYdk
z(5gifwYwV|5Ij`14XLUNctyM;kyoI6=NXNMg}LLo;R*mc>u_fgdrc&4z}thXAR6A0
z8|#GOM5#P?#_g_A54f7!uKt{*?pj2&%v=9uP2M!|GC>u};*QX~V`v8g-JN31{n8Wb
z%k9^wW)zR{IT%BG{*2j?cQ)@`y^&$Vjr%W7<bO&fi@x$-#YRijIE_0}=knIpyU@Gv
zd;LRH2YBvy%iKZimdfl359dg_)}hfYQKyBkQw{Q>OPO%Bov@~ej6X|xA_aeJXMgDp
z;X3@Zxg&;MO$pYZ`{?t*fW{{&@t%!Sqc44JYn`!8h;4{hq=^$<B`*5zf<4x6K2E4d
zs9~%JGt?6XsS=_^JIe{^ViZ;eWLPD5snhgPTbQeUYP)W57F~&*etPSjIeG#ld$`Q7
zpkgGJ`YeVblrd`w4K18sHBgbd8gRe0*iP7=Y*QZP`l*JLmh0}$ci&0sy$R!44^2VN
zvBh<z(Os}LLU|n&Nw3*Y<sii7+HrsQ!qL5u;Cs!amv3eulT;q+-3AY_{FJ1TB8xcv
z)-HJBMxaXJ)Hp{%U?yc7q0^-7K4JWdryc4FhZuc(&@QJk>;!tx^tqEFy?2h5$h<zx
z7fj3~!NTON7NdhidfiH<MM_GYP!CggaPIcFX(Q7JV|U><Z;IQE7<F3Ka=pHAIe{F$
z{%~VJZiXg9a%i@(yU@GB(<fER{5Yf#@~%CtE;IP3+Ks1#Sr~8fkon81+MbnHA4O8D
z_6S4W&pg^-$(;~LJ-GGR9q^C>jZWjr?(Uv(Zp~)1OP>YwXzcA8-5g5C5MFR!vDG7C
zO}7I5$-SQHc#5e@%sHZHEVe-M^UAsL%`529GrW7_3c>z4r6DDdiZ&-XJ(f2&AMglg
zs}SpGOVfB#9mhr0=t7B-s?E|Gy0ynjSiWq(Kc8s5Y^ouQJa?g%+<AMd=w(GsdGXSK
z)8O9A+LO!E66KVqOca}fwS%BQLsw$3ve7LJRG!`7mD4ll#GNCZUhOw!Lw0FN1Vg(p
zEidJ*L`X1vch-zsTkeR=QHT8!;uqocksTC2B8;D6)L_zPmw|SkQM%U7@&1V2MV~Z$
z^er2BBR~-#qb$jv>lDc9<?pTCmM*zf3PI?m>C!orv`DGAXbm}+J-*E`*=LqdMS9e1
z+X1)45K*f3@e}(b8uzTp9g5iTKBu(otfiUV8;G}ZePJ)y!@^c$l!ybkyb-766IWGn
z337JqtsDF=$yTo{Yd>Kx5pf(kB7N69>Nu%dXS4(X9cUTL+YbD-ld)3t4g9HLS*+rb
z=S#1?7Odbdnvgi(ufg)pr7A6r=fd&3@=F;P6r(qm%}Zgsse0t|CNrw&Fm&-%dlQ9s
z7m<sx%CJ=L5oJ;sHjgS6rxT`A*LR7qU=e&pNCiKo$*b6Pfnqdv%O%+~+l&y?d{?(3
z=K5!SwRmf#5O=D$!}#(RcHHKKY0cxJ`(su-*63o7jY0I-9Bd~NQ$JX@bFk!sJmo;?
z(pZ%}?AVpHwdea-jme{p&-lFdkcwxoXJKA;6x4T)-PkZ@K!m=ueTPi31!ZBdV_gfb
zBKJiqA|8m-$7b<O(o9c`E#8#x+~ceoGlJzyCiEEQbLg?*AA=9cq(HUF(M8S#e8eFy
zmxng4pLZOogwdXckNJj|y6)(-usPdeWtKSM$$a#6Jy6Cu-|IDG2$*awts;>GZdQI7
zZNUV$yIx@P_`l%Uj|b0EstKw8llT2bDL|}mcY>|)l!B+P8Thf^wLttKGupt(`?Gi4
zKv|5msb4u*hawwAqdefv0;BBH{2{p=+w~eDsPt8;(?%-3#gP6?(%H(&5J#!Lnww`n
z)AdcniqTK+^b~gqqu5PEs5y*>)mFzGtSm=MyXJn>Sbe9F;k4J*WmvOlh2si@b2Xh+
z{yfxoy9cwaV~?yX-($M<9<2aZFS+gHQ}B1!M_Yp>O^j3WPS%+u!sRwo!qA5=NME{r
zQ?jVVNb~Iu$8DB}RSv}pj|yeVJX2&)D7>V1yFl_Xd@&Jh7~7l=KUYmiZJQ67<+I{z
z^4vkw$#vQ$ep!<~Uz9hUvD@@=-?b^Uv_PJ4{N^*UL)pon#JJ>(g)cs4|GdKpK!i+8
zW42zTUR2t-{#LeVQ6O&IjP5Voj=en1=yiHW%o<-gm`>a3(iu<`<+~Qmy@=+~b&(DH
z)(cR%q<gR}VHNi4h6i->xL=}9B$@ylvvd97SI9iD-kb-^jOl)DTNQTvI*O>d&%2x&
zpiLX2nM!H@B{`$XaA3wj8=|x$Rhx@0ju;?iU`$&5Sa#1#%6*tA>>O3f)^7|Os+tfU
z*%?t|l2@>`LH`k=s$_^KbxzrqYeVF3>6c*0xqx>+)OqUclT>ZUkrnm22d;10?U0ye
ze)roYxcPl1!%~g6Tl4MW@y-*B__*y~A)OzlXv3paG5X#kx=)<^SGYf|jqX(w@b%`d
zF+cZ6_~KKwuvs+AN@xq+yylM4Q%9Wo?1Kf$_lXgl-U|XT04BVNo-Sqij9v4MG)eN4
zdt*ZuZVFCUVpTAg9~^(L-02LNHd4-oI13m&T$sOH8U0bjxK$6&m}AinQF0=_KwV8Y
zBqEq+`PDcj&)Vp49b*ffgw5FO&@JEtX~=pF-joKxT_xQM(tDf^NM7i>=m{p<a^^vh
z_c@Ec`4XE$Q|GELm#uX_5<bj)K-ZSRgoKM&8QtS_;%u+5-+t+HHx8V;_t}x&Wp9tG
zXn{r~#J-o1<f<A8ar=<w*bH8sEESWzxgZ=5zG*-4i^<ddCa#bD-cf>ZJ>n`E*m9(M
zpIOsuNh$FPygX$j$T=vD3K##>=>7oZyCV<Xu;9M2yGHvfB)E@m?!5VZ0EL;q=0Mwt
z-Gv@gfRU=LXt#g*7vkT~J&F6v@xSjah3xZZ-(H8jQ2@E9zkDCC?a8Lp9$Ffu?VJyS
zD>51`x;A{&dy@{mtbbOUEt*&GHouQH%3~ZIK@%cn4@tQtyBzsIcxxanH`G&?NP@+T
zw)p!JVEQ%1Ui62~H^4W;E7CbyBee!VjQl$n@mqG_S572k<*!QS{wrjBPZ)p<elU5I
z8k@!lVE*gy`-4HMEWb^PfSkSfF=KjLi;0#mrk$rBp9|_`q^`x$Hn`sc-@)HJhM}S_
z&3g&j_E81VQK>}|XsGxKxqwoySq2P`S-8_JS^x-22C``UeA-7a;Tb52uMl;2+~Ou0
zkV1ZW1o00iT>J`2>jwC<<8dXgK)0-~kh)MmG*t}20v=zh#ZB7igzm47GzBx(9>S+e
z&|kW;=8vE|LCk3}!xjM`S3C{4<$+DWV<@M95r28u#h4fP1iC&C+gcIZJPlhWz&EGO
zlfaD|O2SfCfjy6#r^%y#bwoD{`_H+YuAprcbJ!f1L-IHNN&&z@MKz2ZtL$DC(2@!X
z6<5>!WWBKwxncyRywoPEr&sh~i50M>r=zl%<HyX~1rJh8^Ytg%Qell{O1lY7T<c5m
zB@X>@+_QDtC=#yYQF-3#$2Sb3RwgASO?QGt2(sEL&J)Tz1N2J1-<ALFJ`Iw;pV<AE
zO<z#HLi{|kEJZ#pwW?Jhl;L74g>lUzB9x4P@szdz3>)6bRrsoXBGbDU$2Hut$&sI^
zT0~woDe}UySyiO|r7*38xct^Q%g-`6NA|-D4UUrX0W)q_j^{n!A*;*xDxIkg_F;yZ
z<YFCeka)@e?n@iLa5mo9qtPA%mC$fOmVS->PM(Sx1vXmQmU_nzmKmr(((2yLSz(|x
zN>80eAY^-No|Ssl$k075w`%>p_piG=r$8`dcLxR|rP!l$O9c>*#4`TyCY+!(5;a?H
zwjmf>r?*Ry^)TwuitvQmMh^wos5Ht{%C2PHRccjU>~|7WYn|kv2t8q9ELE3r3)+P;
z>07{l{uHm<XY<g2|9*zW0_;u)v?q%^8ZAI9SW6ur1(gZg-45+GkT}HnBrte8Fg=1a
z>M;7`sZf-SyW}$$)V-Q}i^o_U(ll<H!eR)88TrU2tC<@HA7{#*$)}yW3sJsCUM-v>
z;zHX{heMQ;ya>mI^687?Qr1}}>Nsb71*Kn*&*TQN-5<6TP_SF5;G%OOA|mbksnBr)
zR`Cx;`44>FH3@1UwvzKu7OG(}qG4Vx&r)7{X_siJ-7Wgi8IPOQ#9KB{F6G)H!-;zy
zT}AR0c$s=W)rHVU2VH?R)XEWaBUhnN7qg=XN7Af@z@rmJb^A8;M1}6XYJpB@?p4Qx
ztz7Un5WvwP-(*yo3#3;++~zUg5)@VijT({c+mWA5G4$qsq2GO_w#p38IQn9Yme7D~
zb>HFQdL@mqw{Y;hpO!e+HLf7R$_0rWN<8o(&s3AXL@Yk%$YN8R;a)jiU4=#lGE?*D
zVNI$IVKoX*w4YMUTRaV)4!w{LyLcKGT!4rO60agNHhhJ!&eH6f)n48cKM`GVE-h_U
z5KCO7Gs<n`39C8aej~qC=fM50OE(6iZ=6F}7Ns?g<HGh=ya?&A^QfGk@7sRd`0+(!
zMpM$}c*0C|FUqRGh3AIzcE6C_TE<NEjPRb?=xyxA-SA090D8CPTxaR}bEND)IRf@O
znRm7=bKTz6YDDp@Sw3J#jabFXO1ug>hP2b}x+b64v+_>rbn)F!N2AGI%Lr}rP+Io{
zO=LrK%f}rEX<W12OEM3q9&o}Uoc82T67UkI=ss9Es@)h=c!P-=k?Ok~f4;lsP><6t
z&Q1K~3lGpT16Y(bCnjXWBI=mW&?5dxYbPlzmAnJZ_)b52uIjQ=3tbVLo=@x;24M-A
zU%^Bu`Y+zZmd=UkRlJOov(g*&sFj;pj2w5Rsm$>=KR)6(0$W}^B-~0Td8f7xmvfb3
zrDY@9NIUvSp-tc`M7D3eXb4vEet~Xd@Z6@l(;6A6I7`u~Lk((QAa`uT@})Dm*U39u
zq9b4@UAK4M_$U^$i_~(wvgK&6f~8E1e@oQ!z^LXl!2rZjR-J?HDevrXQ>I=I?;{AF
zi*JqVnVDX9Kok9*pqyh6MBUJY2Rqw40;p}8dsd;*X<|LnQdn;|Yha3gYTfb0<y~`+
z{e3`Y)`aZ#$aUNXc0N#W^n6+Mb+YheOnRZ#M6D>k#DqlH&vnU7h@Mb^xHGz>^9@03
z4HEI)UUbtMa+Jq3mXa<@DMgh7wNW?nP+atTIn?JEO)0O4)nbF@2o~NI#Y@HdR-Z1-
zJ@&A`@tju+VmvF$0@2#Y@po^k$U@xqkGxHH_N}YnLtC+Jy;R+vEJ~1?<=p=Aqag=*
zhie`)P&?#o17XeBy|x66f~(_4yh_*06NM81WMcIh`~+D$H<Y%`!rFSK?8~Cm+Xyx#
zCO#!MQDOex#9rc_g0V`OL;dnwFhj-W=9-;(>qmlYRqcaS1u*=Ul+m#PT)tJ)C9l#%
zl}yoNd!_xq00qfj4G8*;iqXb;{Ce_OodB71tff*kPU*4N7GW@e#7NWc@c_`C-RNnZ
zV0E+KxpV)xOMZ8C(ZJ9dVyDZeBBoJMhz7bQ;U%>?qh~5=ZjV^&3F+P4p`uZWN14HQ
zvOmAon2vUsUvGaJ52w&fmkaNBqbaAa)jUr<Zw<jX*?rks)`YqGd5~`-UZ1PU`wFST
z-Nk}>6H)lBcA>dSCp2*heFFs6>k@<2&0FI(pRKc~{izp-xktSLy=WVj@c*7(`S}-E
z+ofmwk4qS`w(!Q@4w2g!Oa{*TB<<5ZVEswK$bRt3Z1kvs=AIgHl6m6>Ye7GW)?M2%
zzf`!(s2JQlb3Nmc%68w9>op7}!4j>wKVN(~^$;pZK@<>E(k)ok!<}x1`TERg?(63Y
zp6uzOvqb}-`5U)>+~-{|+U*3875;|&p11lL`7L<!_qqK)oF)Ff%<*s9eoEI~7d!?u
z;Ct)ARRMMQCCf#;mi719aN}<(9dt27ncYrlyf0kl&rZC#?eRrlGLQi&6CI>6I#QBY
zx9`^HyL+(&kxwU9_Tely4sNt`n%peFx)Rg&jAiHX!a8cuEpSLl`-!*Jq?MM|8}XAz
zhXr8ylOWXX`wGK@Qg9lV(vU)!`}A=`(`=ZJl>-#qX|pd>X?NfUcbR{M97rx5>)bxG
z;T|d}S!%;`=KdO&ghXkTid}q%-c;l?e0&e-D`X2&f}?Ja10Hh%;5@XCVK#snJ}IaB
z%VB15zwQctD=QG@T-gR#jilXhQaXn@jYla2Jq^tMyX`PiWer%hv=G!Vm#5!%&7$pc
z2N;1aRs&EO3_KzY!72!f^$0V-Jz;4lfJOd^WVFSAUg9f!_I=MdigpbgpwpyezC!4P
zfVmI(h#tRz6s3jW*4cph&zkZIzQPT1TJ}}g@4Nn6t~L9oiy!^PG@V9WCaD$)or9EH
zpVT(sX@Tu9JlK-_#3q)@&mrDMmwIpn1}0(;@Kb`pa}|1+VyAhWW!nGpy{;%d{7O2z
z{KZzLX&{{qspkbSvt=L(gj-_jfq#~90l<(*kf;2v1+qfd6A6-dKV?4w4J{Iqb1215
zK1R6AZ1KQs`|kMld-{S&x#A+%q|R@i#EqNhr86Z9JHEZj)uO|4uSNan=@0_zd7y*Q
zRM{b9oCVi16H8|)SM(XYw+?vAZ*yPfUE1jLNwx_MZq9kU(;+_wq7bkx5)!G`<M`H7
zr!e|R>xU4H2d|}E=ewTo#P3e?;17l6SY!qtZoKNUy+GKE)H46&(avq?U1!n;MrP%>
zn~t{e%@(Fd7J-6SioGX$K3|cwoLM7l1TE>vnO})iu@gTikumm+?bcZ!zS4f{WKV$`
z8_8*)yVbv{h3=X8p0Y0o%!o`mrYdxOiqHu&P?=5vV%iW4`F!kL-d}Ke|801?p8^Nt
zK|)k@gy5^IoQM>omns*JyA3BV<TJHH?5rt4;5lq$%|OUtuDK2{P834;wj|m*U+pvN
z7Afwb+W5LZIfeJG(-R0hqB>YIpCt&YC{B;E%g?jEDkpG1crILP_|m%g<HP<%2t^(#
z)YzUQ^}do_Jl@ZyR+D#2;@OZvS+KGJJlw^JEbGpTb_4+_=*tIVS5JZXYnm+OdYu&c
zQ2ev9bl3KqucHt7dO}wUzqr>*kNQI<seWVqWNcW={XzS8%-q!a>Np_bL6iyA$5M`I
zgVkp(<#^TQrxB={MMAZ|4_1FjALLXQn{jMBATsvu;;atz^9x9m-?9p#Eys%{OqwP`
zZ!dVA@c76~T&iiW#PiNr4LJ^J3OeJMK4(*Wc|xV#ZBMWj$eYt0F^%Xn>M4@aV0G@i
zR^^jH+<fDeGiI5gjPI#Ua&uDL04X^Abn3pUuFnd!D&7OCL0R-oMXvAzLIQWD&m6T$
z3PuUmF_D&LBzy+<>vewO9_pLo?wg+|5VQViasP9S`e%669|V4#<z_69;)0}TUvy4m
z>GF0xGkUh7DB5<Y0y(8sTC8s5KP{HN<K~&ak;xZlY6k<@eG_p1Za1{O`RncS0p0Zf
zR_6VGbsi|A(#7~a4vf1Vxk%GBq6gRvD&~y~ZXd%>>O{=3j?LfZLFY!K<sX0;0EjUW
zOAV2a+hipGP{HNeZQr*9t3$jpZvrmJkJjcIs{`BCYk`vh2+@wCg{%%^PmOE*rU^p)
zu1eRBm+ktVy6NNHf-(W7#GXZ36$q|oL_+2Ya1#WXFN{n1&Jury;{Naj{nZJOH+H1&
zR0CV&FF1MM!tm>2bt)i8Sb<()SyBC=kNXbj{nM}VODH(Nko?te^EYns|Lr;A>{18P
zIljZiNc<)Y3bFi=kn8uG>fhOBe*pDEA3_1hf&H$Wv_{3RkPX&BpIT4^`1>X?`Y1~E
zSBNmq;wz*KwxO!J?pc@heM_)<`5Njg<WU@L7`Ijsa21L9RkcHiL^LG}sAEfwZh1w0
zgIB&E{3Xi<;LiR6lF9q?P58G(xbr4G_~pvA`3`00UC|Q0R`A8*;&LS9lbRfvRf}w&
z<6)O$AkpcTGRgK3;=na*M3f0%iQC;gzL}rHv&7AkA*<o`c#4os8U>al6nW01qOM2E
zmT!UQN_4MWh+Nw3$2auzsA{B71w`f5%{HY#9rfxfoXUH>#`gNAvuYeBC*B*IQ+D(A
z6W055`HqQ_CmiN)h2?cpwB?Lz>Up!jS5W?*#UU&9Xb+5s0TIpUSSM2&HguuPi5MES
z{{r8UGsi;I#ocOPSvHglY6|Mrii!8KU3ebWk9)+WsC*XNhG3(l7?SN1wsLc-Ys;1e
zZLWL5x4g?O>I6swkH!sUHkI^3GfFuSPM&y=7C%w-XU>1S4jnreKV-R+0sTgs+_@D9
zt~uR2WAHni@ZTQc`+N4kH{<XJ*887*{qI-#|HgHnNE3rmG72{^Bf7m?<2E^$kS`nC
zi3sQir+dSJk3JqgS?%k(e<}y!GK9uIhXX#_IrCH~BV}IGl)N0QO#fLNI0l01V1obx
zStJHA`ff+8DsU}M;BhN(91W5KBi%uMp@n||9u*hRn$4`4qwRtMXRr$-Mkw1Jpc@WM
zjBdb2zd|5qgVpy$E@LSt)dIjGu=y1-#sW4VrtmoQG#X8%14?3+5*@hlo#e$W=pt}J
z{(t@C(=5xlzwymZvmBA=0GdF5{mUH@SB$<45>tQu;yJe^{+CY9Kk~C=i$?x>W{pw5
zxFdL8iPEG+V~w`de_E6>%@2%qGL9fU7th!BDIn$rYPI?&<6D_qqrJEXyM7Z9`CHMK
zUmK(UaO~#LxQ-*8V>&471+f&D`}Th(Q0*@<7MIgx)js6c%=gFXT>nZ$ttg0U{EVng
zCSyZClFjaMXDi|Ck_B$3sra}NT0NCFx)}9T&km-3do(`)<MY4kLH$SW#sAR7Nt9BE
zCK_d;-`NAnzPXw+37=k4)yW#U>gfZh%Y$WQUs$gnP>ig++MxnFXPdY~j6U*v1MJ65
zvTsH%sO<fEpP^iP9L-;JN)y`5o6RWiCQvr%&?^tA$l@~AqZjU?i#)2wd*t>0IA_am
z{WF8vOu+6)&viLc4ARW|KZE=ujX!E^|1)iVc@s@OL7~9{HMvY{=fNRbJCi^eTiO{3
zfmgVlD{*`EJ(CfS*<UbFoA9;?x)U-$Ovij0v#}Gayp@8RShW5M@r2K5!j8u>XnPzU
zdL`VMT9j`Wrzv-~U)`LhWsY720D~1y&AsN~by5^`Q!>?G;cmsIK_b29PLMb0IyU$Q
z0nibX1q5`h%qq6Pk<O)E0UKk>*R>jusyH{V6W~MmXs6une*qg+CzPd67PxSJdr^g&
zG2;M@m#h#Txnfajqw>CBQutCB%UzEUiHn$1>&t6CgKy1MlftJiD+SR+G%6aQUFLPR
zHo8|Yseiy<yWY}sbd6qg-Ix(dbdLhs#)TytrZcI9JGap+cQd#FVRcLQ7_W8rl5Vj`
zaka8#p1otRIfNi3{wxMT=E!=gY`<(TX_Vf{y~6W(t}|p2HwTKPOiO4AzWG~A@h{)|
zu^{$u;v7H6JAUu=ax@4^@MZy#;T>YlT*lze1@yHaZ3GU~KdaJBE16yvi8l7KH`}Sg
zV6=a1FamXq#7b#v6f&zOD^_lAmy>?y7G!d3S_|t&1~7<7UtkVleQBnzsH||ZyAU{t
zfTuz(*;pgv$IsMWbXV~6c88AY9ds|bSmU}%bt!&)0oNR;ikPo78+)(VuEtq3$oT0w
zG&bodkY#k5VE6V23RBp39hhrJPdgIear|5-@0;sg6`c+XRxNNKx`&piYkw|W-TOgw
zR4>VA6q{p^hm1QjSi_n>%dbA$#(NXzCvY(zKkd>!U*f)t!fDxGc#*UPl=tV}8<f00
zp_kP=NO~s7)2F6zV;r-Goxf+!sKzmB*y6(#rcSlIX*nPcI~T<7d~b*<(Yw0u%;$N%
z;p}9GH}!UX$+K#3qM=gLfUEbD)Al#5+?FaBXArXQo&8hsq10m>)h_ZH?6DJV37Nuv
zxjqI;DCi90?9361S2<SNxx!BNd1@KF0zPZa5F5b<B_Y2h3I9vcPXAojM;R84TQXQh
zWTK~!*G#Md5=mU`jjh*TAqD>M76d>~V!Poh2W;IpmF`Nf*4&jXTBSPDPdn#6L%%+}
zNUMO;LYxQ2XAh@6ecw}9ud>w$9!Re)#@4TpU#=|yV69<dLPVL}2IU434RtSv7sTj3
z)tw--NMZyWbRf^1S+WJkk~b!N_dCpVTCNKr0Hc0FbnAA~dL*P&C4L;=Qg*L6vCSJd
z$GL<~gR`s|#b^lIh>ovxzY^O$yZv~mk*OM{K6+4O^CSiBW$An8fEEC8c7NRO#n&27
ziMO@GQl2d0cOhMLv~P%%=wCw*-3T4l<VkAGY#b{gyp7o09HR6y&+anCJ%Z=><37)U
zaKY6tTS2fb24`&Z@L_e%v4zy!lNA<+BH;T9%y15fbxs-F90=lmTYd1qTw(s!|Np|(
z=l52mKhXBisM%sT+zvU{@0wlL<2HYJzgoAfxH_HC-od++fcjBRltM21F~k0nI|cNK
zbmd3+<_NV<<63}l)^Umhl6D{tLAEU<<a~zD+Od`?cdiz=V3}<@$!2X$L_O`td*bL1
z*wx(UIEt_J$qwj_?qZC`-lBSs2ObBGj_aA$K#iHUJJ=|<JDAg^sf^=gxh}5Q(b=RI
zMg`8~YwnWVG0NC8^{ctYjI5ay2J`X9L7W58XNihB$aNNd;a&Io>~kr8>2r0w-H22D
z3l}THc$%NzyKm)?WnV2B(0wx*Vyd!|^CX(Z8q^)oPyWf$cKilGev}1F@3Z#N|9JDc
z6IY0TLWuu0ar*DuzvDlfr+>$ghWP(oaj~C=WXu6^nMn;1$H9^PBoSIlu8weJid(ZN
zU*k5HscOV+^v>tyfr<SY!(VDD$;lgSdrfWvmgYwU#SG0^D-9=!4Q5b}kiw%%5c4;&
z%q*SGZ<zebuReQEQWqnL(NFf0(D=Kfwauk*iJNcC^<VfYIMBE;O`j*D;;1YNt9l4a
zmJn5A#!ehmjdh|{sAYgB8K1hw+qRxk$jWj4CVr3`VM?(hreGsIU5>uXFIH+Wra6#8
zRGI@h%VKJ#A|X=%uKJOzd)u4+2;^#_+(*v$_!G8rB>cEyWj3W_^z5M29toGL(l`wR
zjU#Ydm+6?wz1=S#cQIm6wxoevB8E{UHUW}2W-XB*6$^n+7^C<|Wd-AKcANLJT}<}(
zCts&4dRA-F5@r~X&2-lt>H5Awi~q>qkK_XW@UO*nb`PlHVks`G{?EG!LxVSrIUN5P
z2E9ZIx$dQJI@0nJ?X`~E&ZoH#HB91TU9x{gRWxSMn-4nlhQFc@1rLKP6{E>qi$$n2
zARd?$j$3>Lr$o-r|C|JHq`$Sv)3mt3j0~Wy$Ahv+S)UP{xM`8`#m!Gfw1d^HV*l6S
z|K{Nzx*xI?;hY`-DguL|M|Y#i+#_9%^kF2O+Jafjj_T|=`~C&__jb{>6$h-YcV1V2
zR{1*wf<Lkv{Hf1>alZ18u2D=b_sBF{9tEvamU4P2sNchvyZDjLd3WVE)H&?;ib2d8
z&15B7hz1DO)?EP^PO)D<?u8_vCZr7i_3{8tIYtYy{rMD$n*Zza)3W*RoENo5i~btF
z@x<N*Z-WBC0GFuO^N~Z(+}gI?XpK8zoBZfMhyVU_UgaNs{kKvfk9$}n;;2XzC-*IB
zjL6)G-s^n6SKIA?S5}%?lUgS+M~+!S@|ZHIh-j(>c@I+LS_tSE`Kij{-P*#2WsV}e
z$j(}bx4bz!nUM$-_zu2YmP(s-NmP!Ndu<Yp8K?^6F$=fqc2zj$^Va;R<gFp0j18}J
z_QMkG7-D+?t|^XkvQUzs)_R#ogwnyG{6z>B<FBI3*U1H$m1tk-j9jb2Hkp$ON>hrT
z)u5e*UmaGNn3d@H9}w0LWQYHdWW~QSlKuahHpD;rO#FQQzwy}ss;c-Pl@Iu<N@3Dh
zq&_zLydCmW7I1kNcWOx{#zJX?lZ_7Ms=|m_=wg_Qi=lCcy?^hzs&p}zb?qAc=QGHs
zh#gX*m9Fkh9T9B&IW3e+CsLyxFWaUZO1LC{`u+v0su!<@cR!A6tr2akqG~Yqss-A=
zJQ#T2$G}2=N_c)OfKyXIF~W7CGcx(($D!OcpA^?M<?YcB>G$j5IPNSG!qf$+;Lh?v
zzsgYhW0UpN(S@&&y#wf5b?h_#Nnx%E`z)=R>#BD+oxD*TYm^S3QaHYOvXo*#mO0rc
zne)KO_ba5LLbmeS?(6!ZL&=a9vQEUI+=)0|gk{{yykyR#urFZ_)2lGY6Qpoc1E5?Q
zbPAaRu8DOXvbKX+f2tg1#<P#MK>1Ei%AeCbA7^Y~Utwh>b!MXZC{^K}{>$>d<j-aP
z+QFI|&^Z8O=FHFtC(AS#s<aQUMwj0xTIjHd>x$fv_ri({Oz7bpq3k-rho7X4(Y?D7
zxmwioW2yV^Q~7`G_y<^g|BvO=|0!6i_Ui~Pl%MyQx@^nBz<@+pn$B@yVLOO_pi6re
zWs4{d=o5Qm`j(j3fWlCQr}zz9zI2o`c?TBzZf2PhcsY`29KC7v@k?RiC{eLMsp%7`
z+UdZx0h^F1_Sf|)E1=GH$~^;H8zL-XFj=W-2*HB4V{KHsoByEb1N{WNqgKoR_mPB;
zxJsLl)kNEbadx*(gW3?kLscz}ykl1;HU=HoLM%-1I*?_}-G42z^#^f?f9>?&YyU31
z^1A|b$>LBh2&ZY`wE`@gtH*ZFhaJYnQ%-Az^ewPm3hJ!QFC0~EZxd3Riu@w;D0VG|
z#sJ@ZYoc>Q)EDywKocy3)h*~FJCjcK+TYg~eo^jw_v0I_H($O19YRC@)C~Z!3UsNG
zGJ@#tV*nR|!)!T2R`vQ09?oM)zeq<&uYOTh$07}sd&2jt-iln7p;*|eeT8KD0zxAi
zzR`znXdq8*aaMP3u78CLq(coOTL`S-X%fgDryYC^W95BalCGiS)k{K~S~hj|-PMAR
zu(E&W(^m$H%L7U(9gW}Ka(-?8iN06Cxh9LYhbIm`ojQUZ?WC2$NH4zWWS?AErqR%=
zdG!6$Sh2q|=&HX&D}4MCa+ww}Jhepyl13mY!ODuqtejbdFHZe5SGJK$aewFX%(E0e
z{`%9Os?day#1ZC0DdVdjJalp%MW;e$fnsyPr^rug%*1dqIxMq4yL3}d?{l4n>+sQ$
zD*qn>1O8qj@&6Ec|2jk-eKXu~ah=C2+ItzO?OKpTo3M;dwyZs$-Aj3UW_gcSt)B#<
z42ZQDJXNSl2R#L3WbXGMVdFfvSFwyU{xS2<+db3{e0W~59aQF>=4XsWNf8Y--_Ix&
z8G3Tn)!*LhJ7=ws+hl0(9*rGOv_cm#mpQZv6b1WFj8x08qvS|aw^xPooQzK;F|h3M
zlRcuhwuar`3-YO-L_p#!ZtH>Z_B8MS#zz5o`dlq`$r6zHFuSuzh9!H-?y;txoeY|l
z&hYot_QS>@w=zpQ5gLPEAy=PwM(Ua*O`K$Q{}^@iW0d=`g{j95gkU8%lpQ%hzsSaO
z<Bfn}y-(ch(@!_Y++dcg7zkyc7tha&yQ!9c_jB68pb2!S-~4cS3v0DX!2-vFfu#c+
zP<n3oD>##L9dF;NoS%n-Fz3l5WrN#JE9x4n0w8!Np+*QnDIlggv~W^<UnSm)xa65;
zx8MG9tx<bDAJ#_{k_^_2CL9|!o9x|EK33q_HC+9OpW!j14sHL@G>wY%9k2+R2Fdm%
zLwU5MnU#}@h{=ueN;BJv0?Zv4CrWD^v1_Kl`J$@Aq|@QVXwK-EM&*@*l?J1N$i)Vp
z>$=3P!vaHr?{;`?f3X<OS2#p`lHxjH6q>lPfPuBUJ@eQ}pBf$pYg<Z(>QxT9&Qp(U
zyuUQb>Rz&At;MC4%1kz}9(cam?qabEebtHdGBoxGtJ2kW4<*b_%c(Kfx=4{7Upf_^
z%e{%d0m>HIk+8-j=xxao03o}KH@zC{Y|JMu?8#$K#*0?8Lp*%oJ2ga+16I$lY=jg0
z9<b3FM=ah<oWxwR3Zkdv7b1``R5_xHwgJsd#Z(a{x0%hs=$6n%K*7nKp`yuCuacX1
z%C3PLG&&FWjV^LLqPiG?Bs^!S1<HXVinw)Xd(C|<7-75CKHe44!MS9}c#!ZgvTUNc
zOok|6F<xsO_{dmB=sMmAWnPU$G-({{RTD)&MG}|_?8;0XeOv{S1cx`wlc_#<s-)re
zsc+TBc?*Xo?B3#7dRwRM@94)FJ_%L<O0ZOYa?WrQZTAZcFG>pJ;RD*$>P?nW5@WNC
z&SsNnqlQG;rec1@Q;p&D7qs0H38d}l-R7^>92#SC*_9XG*HD`lR5~Y2SD_5Z!Sm$W
z*rMmwP9_Ll`IDg)Oikhd!|o-hN+~U*m=jr@%t*}&_ZbdKVdOZ|<OT~RB&^9_nq7A=
zl@=TykZ@Hs6R=ylJ0=)RzDMbY?rA8db?w<@4SA0&huT6{v1chCo&hdX%U8(F#tgv^
zU5tFNrnozTisieJC-g0ZZt4<*ubyR{xU1x`<@}`)7HK(BO7ue=BkCp1Ybp*}H0*5a
z*W+C+zy^~usfxF6ww;-zc~2!n@be;Gj7B9OHz`IxBa(Yo=9J}M*784!1Hbzi7$_!z
znIgjSc}%mce-?S*qLbq0`CT0ch=I2DZ?zgUcY{&BS7R{VUUDAs8^MKtWaz_bxp_Hh
zNxt5Di(WRezJ6BWc|2Z|U*7xy(qJMsqCl14JW7_X>G)87v}j`uYaI4T;-Q&^h`x~9
z385>nCgbfZXX)Fe{s^byo3zSgRTA~F&OIRfW&~`EcK_GdLw&eOqI}%O5_)To%YgRZ
zuEBhTf}v>#n$v2*QrTtbVrCQp)=l$%^jr^OYkL>t0n#~|emi!{JAOTK#c~-Nf>}D_
zik^Fpd262eV<5cW%f<d^4%Rv@dKKurI)=QP7KEvmKScYhjita<C(+|@3P?+w1PSjk
zOJLPN{69Ii`@yJy%()vkod%<_B1l;@&aaRNI1s9!F<^lVf1!Q!AeglVG+C4u0d}PN
zQgHXf|1=OtCjVw2^nc1gPRwJ2_tAgvi(m1t!)RnkWA=SGw6xdnuDd|}D&DeAm4z~d
z=U=E5jm_=DN(uKU>=i#M{77POZ{#W_)K;C`@lxI=iEwV@9ovpN^xbr7(3f#d!3k{z
zPu=zbkQ@aT<R6yKGQ6yP85z~=uN(T@aHIhFLX?CxyD`lGaqG4<f#OG*-*^<=U)`A|
ze3T8Xx>9iLTuJ})teT<<{rO2g^ApLCYVE5hi2DvtnZ=(9qlwntL6PW}q07l{`%vCl
zGil<bq}8VTQFHg}ESQ&;dy^rvV%ht|f946e8SUqXcyqsbkJ9S)hVC&O&$D%(XYzGp
zI8x(1MJ{~ik<MshomNez*Cs9CoH9q%8fHJ|#W`QOdWU{}@GOU>%A6)NvvQQ1(q=&N
zeypVWthMNEGgnJ>WiAELT;&k8GEmo(;}C(k#8G_;;}03lEUM8b8bDbc7xQP&%33{R
zSl7`PeL;O1cU#Rni_$F()AzHmx(j=2Sc~R|%uN4@aPnWp_gRL<XzcE%UdVD9*wC&>
z*0Z<2ZpFJDN-D(GC)*6fjkU`*tih#;OvhEHln++P%IO@{+#%5{No621)hWFp9x63?
z@~E6yX^n8qymU%FMYqh6zL|Pq%n*H!(sq@|YNZ{hA%4;RZke)8<pik!9f@I^BD)MZ
z6HY$kc;;LIA%EgvnkwSOnhbRy+Xeg%1#1MR!J^BnoVq^VmONc&Wqom*dG1KFzfmKM
z4&4CFdb6)-#Cx^P{SkhD0LubU#J?E{VR|jZhsAi~!s?EYaM5lG02lLGM1L6LsB)<~
zal0=cHvOd`UfnMpnz{;Srk<umsppj6IT+i~$}^lOpsCJ`KkKn*JDTgbrwSc<u<K>r
zh=d)T)Cao)SB6!r1|=b#(s*I>Akxl6F^_v-{A9J#6z>L*s!sEQvH(fR;I2!Tq-uPl
z`N9n&KO}EdH)+7i2Wu4kvJ4(XB2Qn88&@8q?KS5nm5;k1Wes8s&ZbH$sI+{*9^k=g
z<ktH8s1SoSyn1RB$hzayUQ0(0ss5C@v26?I7H8qAy`;fL1UK?lOBW@pMOIixe2>=7
zmQO=nb}z6<A@W*w3%US;{L%soPacg}l{#kHeY~dZO;MIqh{|iBr2+)Uw4g9q=9Ypw
ztYw-pncMXagc~A=1VAkS-Qu^Y10uC`DdU((81zY6+i})_+?O9UZ0e`#js<y_j*W(m
z2=}YmriqcWr`lu6vmvXOx^}(ez=a0*j6n0(vRolZ%pEm)BI{!GKoxb*Qv%8@G<!65
z2fC#i8_5sqVBDdy`#qT{VwS#gm5@D=QP}1dC?+IN*N74$(Xz%d+Z%J8@7^gi)4iNN
z72*=zg91Y#V&W-bRwi4Im*tq1eD<@f)v0ofJOC!+VW6qI?H35JKSp)Y;p3Gri3Y~^
zjRMqx7X#idsamUBo{Xt&563I%c+`XOr!v6Ka15}?GLo8X&{Ln$WQ8sYp6C!>BlzT4
z8%B}D7UdY^Kn;ZRlk<a=XE!<{uhHwt4<B&Yp>3;=Sc|iStQb*D2<}^KBcM`ZeGxF=
zfg{oo(~F+AC-cx4;%J8e>1o^zFvxFtc+eWrp~q-@rT~jw1-eBV9oOUqo0r$<2H!W~
zvzvBc6U(A;xupQ!gwh=xNfLY;K+0mh0XXM-!)X+Eu+jbB$=^-bQ~%sot{Q`SH5G_m
zl$!))n}*V^{p0$t)?M;|wNMGP1~^W9g`kuuXJJvcOc%8V54_@q3!y_HDDpV^Hcg0p
zvhK?D6a%Sun<ppoI*pGF_GoM;32U(QMziJ(kLZoL$>}G+7O<C08JjWN>24M@z{l8W
z+yxoP#m2OQH7<q{XAL6yeYs49;+l*Z^>&CmGRhnO0YwR|%v+j*2KneWO-``YNkGh#
z9DE+R<Z3`W^DQHS1=dZseeIQ>Vs~`x?QhNQ*7Ux<*K|vA;W~r;Or3bQf**k$e!jFa
z!9Uw`o9?(Rn*8*F2m(6edAj@E$Ov~uquq7hdibM!Z!{xPRBNzAqT-N^;JQ7lTUpyJ
zl@5sV9L5r|=ndaJy&?D1*)pN@8GLwm#rD1li{2qa)jKt}-`}k05co(xXR9?9$Z9|i
zk5)7HB`OQm)I?6T#xl1oO3C`u_r9RIJm&2!!A4keM?Wz<I3R*FS2=&#kA7)OjD8r=
zA_y~h=nCX}IZxBYsJ%+;JZ-K*T#PUq;UjY-J)w6$_~A|2$48_~`y#Lk12ue^7pN@d
z{aG)K=7qL<Ze_<|gjYJ#XU-vC>h~^s8$mwUST-#q7_4%y%ZUwr0E_SSD)Np5yNgMK
z=4)ijiq_VJZOQvV%Z(>x84O!BiIK8B&qA`u*qvnU()PvXiWLhlM{j{+tVh>uH1v<_
z(20I}wI4<+b*4yYRTYy*a$UW1EoL@M=Zkn$Ev>U|F0H;}u7|e<tGjOooaT2}yH{7f
z38Q`)QKWglMkWzs!XmJaWr|A#BlhKcYEO(-C0Yc?Z?L=LK8v=PP_C{@gpnNkJRfx?
zA|6Wzvist8qf|2S6Sy4*Ev)VoJ~`SJ%6sp;G~Ftw#pLtlsEuZP{VZ9p`rd=dUGMt(
z&3Z;yk2%g45G^tye4dKc8y{mS)nxc@GUgkuqdOHkkV$w;#?bw;&c5B*73-JICAp{P
z*H}H7Q+*OAQWx<Q?eL+TTJrw!rbFIF<odCeAa=5D_$r^spwv`SfWthhs+`ISvaNGC
zsLKmv)QQsmi#o9q36f9ocV%_q3C?Z^OA?j=X@K_~f%dw2E%HhgWZ#SDQnq{Hrsf4y
z^eI|2Vc_<x;J&nhhuy#I<7$@Y#^3|6I75L~5S|0j5LQ$WCcO<K8f`%hz!FgoJcnms
zSS6VPKO^dX;9sDp{SliVaSd_*A%n3>tNy(!*s(R(C<C3fmBcjhKX&z%3uR@CS&}|B
z<_&P<Axu&SEL@3tS+?7B(&;EHON-yG3*EJZ0S;EEK4XZ+!R+ZJ<S-u{Lz0Up{4iuy
zVaC8v(-fjCS_#mdU{xan#sk0ZR_Hu><>)sdfL|VK3I?m1XwGOu6y`orT+u*O-MRXf
z$vw=O7s5=h>fhz&5^o@M>zITD`<F4d7A}*N@a$*W&K(?)Xt{VF&bquezcW`91fT5t
zG+;=CanDGDp&&sya^5ULv6$Qkvm}p(RTburjq*^!8;bI)m+lcpb{n-HycevIrLe*<
zyqXj9ILX|6SF>BBO|}o6=4v~Vr%{t8Md^G>NfaCUY@FmB6ud{-WF0UyK1C3rJGIE+
z#{Cz&qN}olBP1)==~$pkuv9nHiGdUYN@a%g7oTFkd#~7ftYnPeF}hDRJ0h*;w{pCn
zW5&>142O;OHoXk$vW4jz%esY!D62(6D)UfR$Y*YPyLuE*E=YM*hY46LK;sHM9^dGx
zWo-(A_o}IkD=WNj)Jr<dUSsejTlfmgB-&9JM#5g45Vp+_9F;J~piWz5jl=18ZeChC
z!dEwqipAwXyo*tn$T2x3{<Vv@k2`kW!m;s+FFu}FDa19wI9)&22{sc84vAF7>Yis7
z<rU3SUXY0ImzTNYD=2{3JkiXrI^$_Y)VU&{R;)TDn3nK*)>5mR#$?+pnD3s~uo1$2
zf7_{BVXvovx=!0^${Q>)&ZIc}1ZgVe+NpxRx6fZO&qeRLx!N9}Wa|=5xp0XgsWIlj
z0aFuUdtK#O1OCq&ERglZhS4QY{`4<N8|GaVyx269<SVq}mPrJ}-UL*xf~#tz4AM5Z
z=$03o7c^v%cC;!Gsmt0^cPkndwZgqT+S~(efwPq%moHAy2vULD;&ne_J1Xj@0RJVH
z)~$(QoeB0xNra_8hlcRHq}*s83=*hAvA#BQyty#s3#Iy$;~ah1$5X{Zpd0$rK?&{1
z5rPrh2c$%cS^fM@&7|$V4IoCmOOqe7uas{!#_kj;HDdj>(?`KE6z<7v)EGmbrC9>e
zASJBH>@D9=7hU^_v3ivI1ZFp~PTS7K_1esih2{qnuwZzq=qvb(uaHZ~7tXFxlJ}18
zCq4WWtauQJqRj`)D+TeAimjbUM;RvB-l7kx6n2h}HeDgt@EkR|GT<MYzs(}<IENoB
z!7uUF7-r}DW}vF3LO$(l8K5F)a=9k9Nl?y4v>}e));Z`<pFF#RVQKjJ^5gSryPi&M
z-zESv`5)fRe{zYTUj~3KY>d3LOLsaqt9rXZ0%<Ne+7-~hOsEN;5bn&MrSX%BRd&tt
zINH-!xiv%l!{YN_J)cS32rUFm0B@)uIYhSyJ85RqS2Rsvo8OkZA@WkT<qTtM_RS45
zcyNuWOjL~&N51#oBL+gn52DGzf$b1)KdvkOgO89=_~eg+ksnF;+s|Edt8SjKwzfXX
z3M)6!AIILQdO(QHN~grO3fNp87=Ci6>CBs87_i;v8wWykBpOR_cWCNlorD1IEGNZn
z$9OJDc2-Z}kDYfYJZz&xG>TQTN;gEOPnVe#B%`z6NE{uhcVLp6Sxtvp4y?98p)<wK
z{Lv$ZC0BN!yxJ{a)`ZbI1fKbhvbF9L=o3sJ+8!cDr^!<U0`or9zxaTcZ9aU+XHu|l
zUZNSXvp|jS>a%x_iRgE0WwUkGq0#pbuU@kcR_{D`_pYH|$taIJg|@Gm=s5qy`pn2_
zpGR{t$2D$Ydx{*$Um>w5752I!;yywArr>!0g^PBdjzdo`g9;Mw@Qey^g_NvQq{a7P
zxn2i0PlqTML*L>{Jv3w~2?0*%oaqssm$A!d`!X+N$vQY^dCgD;Q>og0RC5q13<r@m
zE~mBbQ%QHo)<gGAX>Q@bp`Y1)eU^9cGq%V#{V1dC>8j9#gw@U@^$FLT9$(t82Z>Qa
zpKB2%jF>5A4H5;08M{v{O<l7S>~BKmo+FFkn_w&#kV!^iBeTqX&$~E_jji&&aM3OJ
z(8PM&YP38u8odOJ%WZnJZ`BvvZRAt<xPiXYh_W2?>hF1O7vN$RKd+^Ck0cjzBRYsX
zJd3JB9*vTe;fTnx_|&1ZyZwM`wvQ>_+^clxwbxnKSFtjr!RFhwB>VhlbBfOx1`<Ds
zXT~Y}?1OX$^~bqREZ#XcU5w1|lGxMz)?WM0p5<+Ji{8M_Ajpbm$JTnx*s4RD=T<0}
z)eO|5+5MzuN+K0rYb$Tx^C{JC0)A(YxoTibP8MNwCaFSl08*`!JMBo{y@KX)N*>7w
zyyPUVWM)*1Ouc@7V>6O)?w+lBf!+u|Wj@EI@j<x7&8$bdo{Wf2?$69$v>~cLLwUZv
z{$V&zvW`=qF{1*}ecQB#R51Rj#WVeA$v2JIuE97X(!npfWSh|bczm9dhW{hG2bcN-
z@h8>?yZZPcpK#+45*G1ULS~Z)Y8%tI0T_H=(iWiS&kgEFT7G*U0h)t-5MKZ(AFE51
z0FE)RpE%lRKoMYdE+;cs1^essx_|1?fLoz228nX?mj4W>gY5Ec<WTf9<JGT_AmG-l
zpc`-`>=xuRZV_bQZL2KB=##&77)NZ-y+@DYXtiJq{Ptm*$7D8vy1-yzBGC8vr+t~7
z(4Q}&zg?+eLow#MLvP7YfS(@0QsGtewQfx&amQ~eXTPq!^n1eE-vSOxHsASY=JC#m
zB@bW``N3&X3Udd4s!q*@*iCUbLpFOr2+G~%81dnGI9qrh|CGE@sQ;OJ|6hC89o1Bp
zhaX@AsTztDqk^KMC?W_d0g<8xr6`>c5d=aJ0g;kGa1j_IMPv{~DMJ;JqEZBdNXLR8
zNYGG|AV^QB0Yco1j=O_1v#Wb%&z?PpzutTI-1lDIJ@?-H%J=)e`{nnJd;8+u&p}0V
z$Pppibh%Q1twp&}LSnL<_c%3nSYxIiac;(%D_=pRkTUX_uD`rzn#^egpEYv}9qrqB
z3*H|0j-mcjbfq88+top>(N_z*ah<dpJ0@#cvZHPE^22vs)~86PL7uIhtD19JVhN%#
zeInb$wbq%rRZR3|I+yY94aXvzcQ{<{mCiVQXs>=K#OvXXO7}D#$*^=bcQ|Jv<FLUS
zvJX_1vZdri-><Z5vO-n++b399*DzyZ8xtl);^}3_nq9nBr93IcKIz$}M2VhG(?5+h
z>ATD_bfwly6-XROP^romfw#D`m5AwqDuqlNN-sT--gTY&R^=KpvD1w`<&RN{3@NcM
zPQzR@^)^kLXrB?~)H|XWk+HtwiIbuRY+_C*qn~bm|KW>`+8Se$k51dlcIE(xw{SES
zKO;Peo}GvV{C`T><_O>`N1=_uq&<pXsKX5{*PoG9E}JCj_sYF-e*KgOkbf2c_0flT
z1?#I{R3g3>=KLqejcKWSIetes^#^>7fG_}Nz$xfyU}awJ%XP?;2f3D4*sD(I3<1ir
zwQ)-)Z_ZAY;}r_qwCm7oC(`$nTz~z!KM<)WtvhHcN{b93n?`IfE$(pj7pwAC2#Xrh
zbw?GzI4DTEv{`W*#-IAUOCR06>Zo+HL{<w?fwEJvV!zQl%=w`cIenw5lS*aUkT3cQ
zf?xgtwfNxS4Cm<nSfgup+#*AFY&VREb@Mb4nWuN*Y*Ltn<JS87PDE^0xT)CtGuQRD
z$FJ4o8t*3Y>(_Sjpd~+Yr>W5_mfuA7?!eA+DuhK^Ts353Go06R7tlMChPPX8FdGrR
zm}k?@Gvt^g00aAkMCQvim}$iBlIUZ40kjvx{nJ@_qyVx0+0aYU^t7<v8uC8=&12Jd
zB2vS`qEQ_%j%Z2;%m-gNWpV74gQeLNH_vd#bJdy?`$-A>E8)RF&w$Y-h~pOTyRyqG
zh9NWc(5lWV*|P5(*5Uj;<QzgT70%Qf^#dI7#h)Nr%<zQ4%Ab95yDON<uF58@XN$0M
zrvi5uwOieV@9PxnH!Gtzc-pdc<+|M3;cQiF8W^Rsqvhob(lY|}xq1OF6^~Da1i9l9
zZtkqrxA@39)Gg;G=(8Tqr+=YtW5ix$l$eZgZG91<v*4Yfh9o|SwcL#&z|-!ShgwJW
z?>+hoixd&-k8U0`@8n^kT`3Z3Moq}xvQPuJcx(8MtrG*D)<N2kPbE&UtZAeN&&N#f
ztstKq*R-8W8BD-$M0sBd5P$Ept?!BG9<<XwNu=k7@>(m72E5;h<7XD>{}Tr3WlFTJ
zwYBfqvOc?vqBjZT%k01kB$NghKg&_4?h5LvL5O3Kz9I)cTGkgvJ?5w_bAqZEeU*<V
zEAiR!_OqOY_qBxf)m_X)lnw$PhCZNXT6x3brL$;b%&o{M37ZpqSnIIZ6z#%LV>32s
z)9T%ai;vdub4wB$LpmjVs?JwMCG|PUFNbg+a{K-4gBeH@yzo)HvkgwKaN6Wm`O$;j
zF|2#jmtFGtkX5t6Q$c4ltt{V@k?}gcCgiG2F(}b*I;#}%dR`etuHHX;B(SON9gvpo
zX=~Glp;};&BUc@JH3Q@%Er;2$%J|VJLzW1f;i?p%{vq{gM>rN{a)Yj88?uU~>0u0m
zjti14+iL!C>B!aV4B;u7&h7YDAjoN-Q*;9OuI4xuLdAzI$Bho4Wh`!*iKuk<Nv*2J
z9%;URnGebj)T-Tl@IiiJn#Sz<m>tg*`$_ei{7DMD1ZbuL04s?2<r9NN`SD@<(#OmM
z1*wWr*AStIw?&VbBBRF&i}Io^T9j5_&zut4aR(mIZrU6ovn?-qs79F<W~_1nwWqVY
z9q1$LZW|aB0~+9mEyJI}nRAs18%iGC#B3^e?NQm)lhB>$LUOAbmF!R0*+Nub5g`*t
zUS0QoMDMJryUkb+VRj3Z)H$LkRi*GEl!-bdyvzb|i}#Gm(9Rgx2&AQg$mgJ1#L(%$
zZ5-|};l@9lTy5~To^7Wuche>$u_XLe7RH7;`co$e<GmnV91j-dTW2t&zroHkLhhs7
zZ3$!@G3&Nty8cMX-?pnvWFv&bZ66dFu6uDtVJy)JVst37kr@P^z99h?pp|_Fa>uZc
zJa<434NRQvlTi*XTQI>yO%pMPRr}zX$r4Dc-L_>yRjECf4LFhnZsXLFQG=a)jE?y0
zZjZ%-j$DaAV_q-6Adat=QwfkPynJD>GP~N26!KQ17B1gZMa%G;;<MEj^;7zg9>1Zv
zFaE@PipHvQHN-q0Z>mTCBga>J9oEQck*{*~{;Y=es)jrh))NWM-M-Epf&(|g@8&%Y
z^ZMyD4oG^53=HakhzX6-`{*8@CPvhYkVTU!p9C)XdS3b+gfKl{Tv0f2o$syKP}^1l
zDM+h%=VnZH{+#0n^{NMfj$F@Km_8>!_bY0rJ8Mj|KUy(?rmDXvP4hG5pp32<5c2s1
znJ{$n-yFQYRw_>C=zF-!tfXnc{>9MJ{|zYg^INYEEHcB0w~YWK?58I6!RLUR!#vmg
zi%zg_XoMFES(zxvI)E#R4&Oc;*GUCwsx7*zwX|7NMM{^HQx_e~r+CdV^pI*NRqp)g
z9I-m;*>ts^XjLw^J`KKFE%>&s)WDI=A-XC&I@rkEek<z-^vF}iOz#v&(#baYth3V3
zW$HKbR6m!!V>g+^AAlERMze*BTT@%)n~=liT4<u`kujh3wS;$Xb6AJ(<4lVhcN7d}
z$(iRr{t)}pwl<TiwX+1hhNVU<WBRB1VD+#UuD>vge-);&QCCGJ(}lG*vz(zLutu?M
zo}i}WdMtGFbfn7#;J@5_Q&8_v9<ZIE6N$~Taw?4Tze2o{BY9))He=A>V~H#QcakCz
z3Dc)Od3P=&{6k2K<jjHH0Y+-oUSmFM21cp!1@}?;JJSY~kuHXoeRG%e#h&F{Y$(SI
zPN4SmRr=Ydq!)(E_e4+)D$E+EYV}Ehs--KdN)kf@1llSyR3Z(^T4ajW&_?{*qh?55
zSB8lC^sW;H4Bh});#*@GLtj^qo)o+Bz<`1j2YSNHQwcuKu`!vqNkr!?Uz*Ha6|n~W
zV}#Li>jRAQkD76&{ux`MT?U#YjH>%;b97<Q6>8i3S}K2fQS2i`yl=Wv$GtkR9(POR
zsmFLGh%?wvY!+6ka<10_lu}8DnH%n!WFBoSr<Lkm>0Bl%e}k-*SFV&hk}6;ADI|F*
z(8EVqx4Mk`TtT*j=HrKPVy>>Pw4x_QRiehK-L?rwlla>xEQ`z5Jk1iPO5&&^j+bAL
zEBDS6Ly4!IGw-H^Z@eO{%|qY}mI};tgzhH->`7fN*ezO9%VxQ=ot`t)S%lf#c|Q<S
zPKpC{--`@TYp+G9n}6b^egzKv5x(_bwJl*^|9jY1D0P87wj)Kg7wC)qOOBe$oVzi~
zJU|w!BRLk9Z@}p~oy2SOX0fxeg1`rTD;YfaEmP{^TfQ3ne|G#1j)D~gO|ZQe?3z&t
zmu3?aKSA1YlTp^kGvUlS{|ym|XYlh->wQi&P;_r(XBefi;?12mg<*s}TOsn+>UA)X
zfOLgD(Ox*=$T!Tlg?;HWszcthwGPlj<=<N9LRthYBjsq@G2=s7n`ZBhPJMC7B7g6a
z?f;*-WZz9Mw>Z7=r|FLGVk-De{qlJ<h>-N~E%1PWh{z$ok=C^HiN9-t-0`CLp4dV7
zROKf~R~IdB`u3X!gO!EshQx7&Pf%MCyCv5pckO(ldN05b6uHf3S-;m<?w$z4_h<tE
zK~5C@<C!P>zb$8hyhvS)VbQsunNtPA|B%=FKIVnre9xbL|M!Z+eb2Lg?eiVA-Jx+H
z#PkA(p$Lefe5P8f0@f+>&<}kG^62r<5r9sqJ20DpAlL<g`mENiNdnSy>NUADgGm9d
zy6@Ra_y!c$xYHz{Jg8$gFtXTwAK|wRr|{wE@m38MxzvLIjj2CkIRS04l9j!0{S#@X
ztjR`o<y@=ez=M%PKtrpnFXz%s0o;Mv^51^PVefR7eQACi33CB1Z@2ZGy`)eOxs*VF
zXl!w&w*kE@Xn3Mt|Ha&~1B$-Ki+yWxJVSq00QMv8OT}WpE-!1@IRySy?I-A5*PKb|
z!$6*ISJy>{G!L}Uj$9@93Y6tL@^i2A=3?4#lS&5yG_dn4`G#{tGUN5rC;%O*;L66`
zTiJ=GXMl5GK+oJ5lnt~_*f5SRLn{H6EC`y;uiD=_KT$@}U38@(H7We;n|ts}Pxw4`
zOXKim4t+Zg2F{lN@L?PcU~ek{ruu2@XCTC)YtCKY&`8I#5QQ!1s(>vmlTzDh$5EO-
zJp@(8b<XbA<R8<)v9?pP<ddbH$dv!Zm+u}TMm*~n<<Nmx!UXwMDV-g4x1p~SLmGb>
z<`%`Vm&3rPp%OTs*G7Qlf+s~X^;k;aKXX`}4a)QmumwLs{9vVsfE)#YcMH%*=Q&);
zMjMk>fc4-&$(<Fze1fLu9l^IYRH7%=gN=W5wz=$|9a9!P0diw)2@nTH`_$6QmWJ{3
zOj?>COY3ZD2LZe5U$ZwN_RvAn_~w_*JRXq3<3sTuS1)9WgW>d0rZ+pV5Iz0TV5Km%
z)J?Ai=h~gtJh|F3T53FYES2w4aE&{&HDl-5HXmE9d{9d=k#!{PaLffDkm-Dy7rQtX
z`9~Gzzil&3WEq3Mm4(_W8!URB*EC6-@>JH$Npw~?8beaFu6M)pm50EI#+C~#x*q$N
zY_R_uTXZ!8&DJ2x&W8Y<_zBURVL#Jo=IxUV(W@tqJw&e@xZ%wIi*V&jh2@%eZRVXx
zYtw$*(*~hBfy0JV=xmq)SLSb_Pk+HVr#Eci2WU2a#gHuft0{l}-Sg6ZFkE@K>6-r=
q5Jb!W0cZbfU_psZNwfYLBuLTKU4SUJb{^pH-n?mj37X)a-v1r>nQ|Eb

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-2-__details_.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-2-__details_.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..52bfb9408562424730425fad7fa8fcfe4b8b1680
GIT binary patch
literal 2216
zcmbW!c{tSj9tZH>n0*WyOWCuGvKNLd5n&jzFC(EMO0KOj2GuRaq=^w_I5?-%FeI65
zV-zZe5k)kZw498kq*Nm@mUCR4bDw*k=l*r?eSe<s_n+_Q`8=Q3^WAu{F#&Axz!UHQ
z2m}D2%>p)F0nPvd27|+(2sj*$L?TdVMH#fTG+ISoK~7Oab-Sj9s=B%s)^w+qj<K$~
zy8a#m<K1RB9B%tg8+&W>y`~m8^B+S%NF)+1jaHVCQ8w3B*Eav3v+)SPAOIbp5Dd}*
zq%a^b2DH%)Y~S1y3i>m^KLe5iL!dA?0*R8|Y~XAGq(ES>6a)-~LLi&nXE)yg2nH&z
zZRP}1@H-0ENmew^EVzl#-QUou<UjlsYY}<s0ur@#o3e_k-j1F628K9Gt3B2>w$3iD
zcsF-~M?hduFfrs{Xw<RjnBym6Pm)r|sg$(zjEh;>)Jr*+X@%FW7cq)Uekx^FRI;k7
zZ`IsxY-;ATa9i))@8Wg$@OvNk^*<MkjE)IkjK363PEF6edq4YOPQ37K@%z%UWM%b-
z3j~1wVr|}k!T!UA*>p)kAYcgmhYKV{**stj1gdQYlXvoiA5B)!G0#LO?k~96(23Nw
z@c*h5d1@H76^j$;iGR@kl>K+G3;&nwU$B3>UIJ(^X!G;H7+@c;{8}8Cz&Y!{cPu6*
zb<Gdio%iw+o8GK>5j+2T!I9<S1G_Iuh_8hViCdRg@+5dnPwY8hxhPl9536y0Tb-Ct
zR94neFzk^Vz0Ia=SNHei$#}&L;Hmek?O$l4)WBc#7*^<9bHrz(PUABg(baPfJLuE6
zfhxy^LrrIYyA-Qi758c}`1tUhH}r!{e{Zvw<<Uvq{?!B)Y@AGYD0<W*CLUM|tR+R0
zppB1*S%Z6w3f61cLJpX9f+!S$Iqh;<0k1Q!8Wl^(75p=5irj);>yD`8na7z$6jH9L
z8l_Q5ztd^(M4F^VRH5x-C32h_KuWI+v)0|4M#&$;t&F5gChxzQ2_q~}4J`y;*{sDn
z8z!bBuO>Go09CLO*?La1D<z)jD4Z|a+eYYy$+U*w?bMQ;yiD2##rrUNna5#Q`+v>6
zik!6=D^p7^sGXt$!V-yaEh<nvPrXqYp_X2EBra=ORK}JQR!@0*u}G?c9hLV|?LCw3
z3^;e&dNVqAaS&QjLv|BF)eQji_CP)3ZK%NX&Ud}Mmh7BHJ5Z<Q`0d}|U*oAwtd=&m
zOJZUoA@S`3<}_enlWG~LNVNB&uYa^n;?ha!2%5i=S{hG5pp;_0D$M0g)S8LCO$?Fm
z*JR2g*ZL{OzrN1~bFKGfpWYpY&Iq`Yc*;nSYx4NZS#MH^cr2TFQmTJx`Z8TQJ}e8q
z*2_uR9p;vd@>GDi`S$Z}!rG7Xw;Vboxe-X0A^BvJf!dT}lytY#d_+Y>nTZiEHQTh{
zjwmZKGEG-#X&71>T%p`$YS$Ep<8<|j5Az6Su7xv0>MHW`#BXe_*XZBA$6?zVe~!uS
zMOW1kEL8l<gQl-E2T)K3F9vzZnLSAnx(%G?iMu#;y1rKT+gu2l2qQb$^EL2m;RDY~
zj$GZJtR2w2s`~92EN<&dndT+iReScWm{dl3@$acVa7xBtXcLnbYh!ZelEgHAPxmhx
zBPN<|;lUqN5}%+Q-YGv`dY|v{<x_k%tK4d?hhd3A&LxLc-C*@nrbz7ZuE>@(8v>RO
z`E+{i_qc`#{K-kL^avt8p+lx)ERP&bHg_rZYt}BAVkon>bvc+^;xU|gf9MR9kDbH%
zw|3demJ4Gi56gu}iaq1hW~>LN$<}7|v##mHy!kW4Dhb|GCfLZc4e=9Z7vX8^YqQ=D
z2m3g;t$29(eC)%!&cX!FfbA0x)uNthzwvr>)7BO5jL7y4AYcS5xy%j;iA~}zc~yS2
z?-8)U^LzE{?y7~n%BNC%bBdo(-*}ihd{EX^x+lW9e0@;bPh(B^r?SnHgKCfUGRo7(
zmQRekA~M~MW=2q^^6hwk?0CK&r0%8HY(xE|Kd99DMnYsR-^GdfHB+882|CS!BgF@<
z8Dibr1<e~kx|hPRLU!1w>{9>2lY<SOIavB666UslpDHJ3UIaktSPeLU65oJ)T!m*b
zOFH<~mecEdbzqo_pKMXH>}l~H`bcO`qG?{mL;1d)tK-C>jF{^&rKVLX{NN0ivd(DE
zU6qdyv<^#__s!OC_m%aTGa5=d$;hh=oxOj|$|^ZWbU6w5^7-uCO05T9=~%U0UB1eQ
zaeM;joTjIJvw0t?7Qdhs<2+ZnxNaC%ZA;IecqVIc|JB<V!i5{{w=A01)JJ7VMDBC)
z7nRU(<E}&VOpS)EaPUYVmwSczI!(d1ogT#HQUeTJjPZ`(e183d_th~Y=j2*Ff2M?R
zFZ#ANT;SWwc8TI&3O>!Ad6d?NB|3?sG%tx^Q=ZM5;q;r4#a9q(4fpI7Q`JjnrefM9
z>63A-%xnFO@8J~fKD7?Hk>H0^%eZ*bWO&|a;lK=!g$Qep{`(PphQKG#%YCg-u-a&!
z1g072*L{Ar^Ez2s(a*_UpGkwjn#gS@Oc#Z;cgpW_8w(4yj&>?f47+Ne=+mWHTLxHR
zuEqpxJO--b1c`diYRc1Tp<568DLDrDorl*mX{a^5Qhg>hCTD3^iT7|hxyL@k&sAsI
z_Uf>!IcmXKp<kMxn>=z0w-T8*WTaESsEhM+A5DSM%`m>SZ36XxqcrO`E%+;o%1jz~
MQ|EW!>Bjg!0Q&Ch0{{R3

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-20-2. Feed th.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-20-2. Feed th.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..059ef2e56b3f43ac6ccb7471fd04547d6e3553d0
GIT binary patch
literal 8655
zcmc(E2UJtrw)PH1nwW!tQjLNFf`IgH6a@rCq&EQ-kS2l@>1;(1Mals|6zN5JlcLlp
zU8I8qP`XNo(36m4{~OOe_vroK9q+yS+GeaUGS<#ovwU-|`OO6lLzBR7TI!nW00IF3
z2>1_xJ_F|g`hEN8_R-SQ(a|w5&@=95W8Tliw4d`JE0T?u3w4B-i-+gvaWTQ8e5d$%
zc!cCmo;ocdEiH`_R8WzZR2GwxmfTwe!N9<<pJ_h_Gc$+eF`i?R|LF&M2e8ls)d*H<
z1Rp@ff}mzWK+OOOmXj9o;{pEmAgHKmX!p_4GcYp2FI4^pP$8(Psc5KaX=!NSw*%pM
zfQE(k;4z7F`&jj^)A8M5le{03PS3Ae_MTn84|iPZhI=pr<DtVGoLnaa1cgotOUua0
z$tx(Hzo4eBaZyvtz|hFp#MI2(#@6npy@R8Zho{$FZy#U32O*&k!yY{jk9`^!|19D8
zi^Pn~tn61gxq11o%PT6Y-n^}@X>4k4X>Du&(9u6I_-P0`JTf{pJ@fV3_u0Amg|+pK
z&8_VnJb}2U7XqOELoN9855@jLFBVuYDjFJU8oE8b5LDjqpk|?=Jtnd5;5j|I>vvfB
zB=6I+sm7$2y=UN;(#NsiaPMP0bX<Ds#M+)}KQ#M~DHi-MY4&%;{?cm{*iVgsokz_A
zpn)C#kL`snog1zr)h1t6zdkz(05n^C1<W_UL~qGW;A!O`fK|H?Y|BD#ZP8I8%^QTM
z!nV6Gq_qYJcy|(mPefO_K)`I|4h5kD0nJ09Y=~5Hxhn)HyJB#Rt`vdj<(D8~CJ+Md
z8Gvgt>1u#I1l;-z0X^KSB&wGX@Hlh#<^;uO0-R)<An7>ho#ljp&$1A((Ygx(z$*xt
zcA$*Bfq;}hr7>r_vd^|=xlpenntjfQCid2=NhF@xA@ec6i9!4|`g~$4DR>0}7N0=C
zoIq9u1VqcD7ZV{s7$}l0a$)X#_U$(BOzW!fs0KAZf4u(5Ulr)HgMec$+T=M1*hHBB
zuP6ilJN8uPH6Hhme`EC4%uM^fXkAS3KB<p@Qh25EyzA|acDF~_&u8QT+fPc-gagA6
zfMviWc?lFjz)|N3;?7eDI46xbxM<v&9wOJwl8Rs7GkNx}7Bx8v8_5Ur1=W$2wjTn1
zc9=Byi?50pg{aX#`wR7}tDIHCfu3I%*Z4)d-i&)v5bz6R`hI~+g-{y3sMvHvmBk|_
zj^R?m?|JRVe>(?6oy#b2m{^;f*jhtVBK?GbA@oc?ib#9_0qR8#2jWwIf@m+V5Rei6
z%b+UGfeliNAx=X8ks(hMJ=2XOe#dlV4nn}!!`={Z)fzUG%!wS5?|b+QmT-mELY%<l
zWWA~Z0cniAg}dm#zNKtau)3B0FF!t-4Bcn0$qihgP3lWruXmoYN^n>{^weH-<A5^u
z%vCT<A3Sz7Yl2%@ef7DEG#=aA+64jSCYRjevr2AUjal6^d0-ykisiqvU9Z^TwZcEf
zNm_TV!L7C=Q=7+JtFa$gvA9<rQ<`dz!m{Or7BHLB9`B}vJJpoZUOc)^ziMhFvSt|;
zve{Z!=idG0JQaDKyB9Pt6{=R^i=2MvRal#PaL(A>*IThWl?ejwYR4H66A1&&4QH?c
zI#Q2U%$Zb!EF4VpZ6<anBHg#<&WpQPT?&(0X!mkaG8kIw3f-#gH5K>}Y!u*uN-rRm
zp@y-TtyMuvuyfNH1_)^X<^=&(x)6|_?H^SRTUQA-?e-qtWZJ9}%2WC51ijq53d6Vi
z*pCK3pa~RqBIv5F-L9OfO_jP_?-hYcJgk)Inhyb?{<Fc#zIM~Q`fq=;ZkCd%R)B!}
z;<*%~>|3Yi#aw#hitn=NCG}lxp=HxM`{&>!%8`8J$N@bNkZBbz?TW{_5(%j=80y&o
zXVls}k{oyro-(eW)9U#dD%QM02#1VtK<KAYkOylcwn}-6p#(c=>*6;aP^wGTb1TsV
z+A%nu4nsh%j<zEN9B~7&G898Zq;G+_gT48nt1SbK5@)o>`hLWMt`=dYWn6Nw&N5dT
zD`rz^u=~;uEsR_UTr9zVEa;SJ%FGjC7;&3K)!ki2Jwwh~T}3Nyl^Pz5uJA8c&`#4c
zXtB8?ezE;XQOnh6&DG<W;PA~;Ho~P*OPyIVHHj{--LI5w3FKVl)2-z~Hm06@+T50*
zXdQ-P5%YA;t*F;GNx0-udHl9cH4y^5KUaD*$YNKOji$AqG{$n<3Mko*x|Kb6PfU3g
zu4ksfOly#Q+g{l=&Qn8C^fr=I_LM?M8~uVL*a(u>oij7ud{v-e&a`RZjChspy{gT?
z-qc(Oa1r@jnMyz`pthFxAn+lG9c&*HC;MV3A@PffSkk>p<lnqMIb&2%KG5`OJ8m#K
z78QmzugzH4F+Wu1l4sU1lIAwtvtKE1n?D>Y6qV^-aOca-w5PgNPw}$5CG0EyO0AvK
zruYfNK&33F(@vv0#p$;_*qd*tZMV;xIJX5b&D8259ZDT`)-J6zcfIy(y2hHsf=`K`
zCtB6Na%NdAtqZ^X?OYQwKSeEod`m@3XUxHSpxGb~SAIEMO6}S$Ha#_9Z`jZMNF^IT
zQb`|X<~?TdJ4oi*yn^^CjWh%;U-<{<P<I6#^_expb?5O$#vPhgxPI_d|4Ey{V8xj?
z81s#S5|mHI@@r!AoC+U8g21?0@?=z@uJ_tt=A{oeAwYpTIr2RzN~BrM4}Z}hUV1ri
z78^IX?4eVqR#a<O>AwVHtqB4mHR-}DcWs_mzU&SBZbRy_?XwJsS-Rf2n{q!p;0kt<
zdYPGd8d-Pz66#&CNN*i_ja75V?Al9NZ=H8h2J2<pu4^qm?6ph3A7~4&HSM9(%IGso
z;JGllb0(EJCeh26E?C+BL{iy&VqNy~OD47z-{@Y}FQD+?nrm}hm3>+7uyUsG&T%_K
zI8iMG5(AyPd=&F@PDFir6ecdE2p(P>;xfJ;$lKMgp<K0oT=UZt_M>hpi+(*6<unK=
zb|w{kw^)3!%H_Cn)Ay#Ewo;YmbVK6a5iIn_5iB7O+SvJj5gOV~Q0AYm|Gj2yDWX%g
zsLqBuZ}DoOZ0Y-*->4USWj+U7hJcuHSK<_EU8W6N6k=WdxaCn&^(doIM$ILvaG|tw
zYHU}i`YxVy8mMkNVQ=#WZv+ASo|vuga1uIbQn+ZnPBn;L9MvV$V4nsE!;95e6F1=G
zq^h-*>`Xap9!B=pgfn|0PGX`B<p2C0M4;rv$52}4YP*^9+E&D2-1wC7E#*(uW;eVe
za*oAK&Mq1iT&5?zjrZS@xf3lrD<)8$!z^cSmx+e}y|T~jbGujhBc6s)FHWqLT<BLm
zpX03ez5m+P{S_`v;)5n(22+U^zQ(4u4qpx8ZRPo@B{=Pb6PwgIE`6^=-3?kN>88_)
z`eMQwj!DM98A9-<z14#gD{?`kH|=fscj;%Ghc14xGrN3_eG=O=m@a0Px!^Y3VfuW-
zz;;ki?S|LCnhhNe#39Tn-Mp$D&e|c!{q1_#K^AMt#l#E5LzP}RSE*|bzq=LqZ3$#~
zV68VJ^Nys2^WI)bl40W5$TiO+XqXw~S?4Z@lrUI~bobo!m_E6ozUb*=#OBUG7pxdA
zGNO!|?{eV3eRe#feBoPJ=lRk6Q_pnNg)$0b6~IBvZVtg@U^{i~8y(rh`kVD>ZAvx-
zjG;RkQhx%>x`*h@h7!(Ss^yFz*uE-9c8ex(%`BGUlVN|?O>8xyzdA=3e-Xsp@Gzn9
z|A2=o439mC(C|7A##QPmEQ;Q~3jvInueTE@bzk9R9$Rm34gtR(N{7#{esE5p?&XvT
zDY739Ke#rUbF``~gwKP65J0Kldt1jxesu;Dvp9*l7yZ&?CEQ%7B=DAxtNX>n0Sij@
zGI@rl9^SN>6DGUpIQYtsSY_AJp7-!#&I+<!VY|B}BjY~KFTTCWoP7U`bx)$#iI3dT
zh=-<$9ZAVCZ(IsS#y)&&J9fZtA4iub5&5{plQS%K+^$-|#}pTo@~|$MNhI&m3SERB
z*6)Q-ZOu$#ixBon#HYT`QB8rWS@x>N)hji!wRT0L3`MqthjOhGzR0&l<~UxoUQPc>
z|3beFPr(;Y{@$qRdicl|d4o+`AAVHA7O-YtQbP>Kl|5&;vXfZ|@{fEhH=PdrFfZOY
z_){*_%LLmVfY?qrpk(Gsl((r(;V`}kE-oO+T$KSwgq2=8h)p`&=8H0Y$*IY9T3&$%
z<(DhXdlX5a9RVj5!BD_K|2O6<l*WGa++iEI{GX?=f!7^Tn@nXebMS;c0!%7<<0f|1
zHDxT>sm7|zErNory*AO^bwNG?mC2KDA5X_0;N*2XM>H9j7&g}+Q!Rn8ZjBkP%np}#
zC)5XC)a&G<<}Ksyyna<}TkK)jl&4gLe4hU)kANI%h=qU<o3n6;AAy~EF9t3%P`HRW
z)F#aUh&zbJ6%E};7?JYPm72ZOmq?VNuq0Dc?j^cXs5D?H8>P~~URIdSyt@bijRm_p
zpio23_kbyJVgdxfk_!`q{z`cAc<Zw&o;q?6fZ&If8Zu%`Kl_dvFcA=BT^{WplFQT>
znJ{Q-_zArm)|!?MiAI~0!10&%cf=$b9N0e}dBF$6F~ojPVu3#;cF{mBO{RY=i@zkU
zoKzezn<!<i{tv=M<JCQpL@GxNo&kk7#*8`>G>NG%Hc}kA0%0CS-+dnf&i-9C^b}_=
zdX53+RFlWSDUIz!%9a28%Z|=-n4dR=6BT_oT!#O#4J%2=EYaGw+lNlP!q>X7guo34
zbqQ=7IO<%@;HWzR0c8IVd#P8{(^9h0Kr|)U(d8Job`w=P|G-hBYCcVVp#@I*_xh6b
zo5hS<^+lKcO_$O&Mhvc0Z*VSZTC2exk%G^fURL;scy|G|_?}kaA6oH&p?*x#)*Wu(
z%_<82yHj8US@@fODv4k5fKQ+FDv4GX2a6NptP1Zh24|3ac@*|656}2&G;4VAg$13D
zsW=D-_OUanD+?x`etL2y^8kGbOkIEZ1&j}wbg=jE-u{O0{;u-68p!77wo)P0nfg5g
z6o!qi;>XU;r=Nbm%M&?9>xiv}MgHX%=qavV%p6k=I4KN<o_N{ff^4p-7B%ll%(lSj
z;sqZXR=trj8`JQhj(aA%zfg&5dlj!<Ax@;4pTIMwPHB+%%@30io<Gz{|GuErje4Bq
z&Y(7CNJ3A>;EflT$9dn>v?|X&Q&o}T=MvE$9p%>c3?Ap0dVFR<J>AfIl2N49Mb0zu
zxPhjC$tU}i@lKg?_1ATMtz2rSGCe{Cfe2inlf=GaIuZ!S{3JI7tc_aQP*je=p3FsW
zIt|^MzjzajDS$crRx|~HfdJmD(+e{c>p~F63<3CMhwrZg&X<_`_-j6+ERk|gKSGL)
z#TjV6u@&eyxp}v~xNGV&s~4DWnl|_7)Npy~S>@4<Fnmj~Z_&3A$6cxQmB@`~Fy(ER
zw`Kj>ft(XtOD}91kD^aG&xy#^o11b7?Gno$`n-@^S@J`X#8f~^K*hxFjvxdaHc(sh
zwvN}_J(74DoJ~q4S^8F5RH15#iDTF1wxxW+lY3ythnAIqJ+I&p3xeswlT6B?)_Mpy
zljus`1u0^0wS*h8HOkPYd0$qJ<I78EZte=ad?$Fs0=9wIQq_uW)#Gl-c80e82CD?J
zHU!jw@qy?)YH($b8W_#mI5a-J`e?DqFmAQ8M`bNK+RGY=kJ35Q&m{NQMq^A;;#Lyz
zbRi0F!L>soI%0O_VRO~wttnA7d@+k5U^^CNX?jcaWWRpwU}L3YtBZg)h^vxWC2S6W
zs{^nMo?s))!e$5H+=PLtR|}Rw&2>vrC4y3BP(232?3c+t2w<|Yf`C*VISLsK+vn;D
zw!q8L*N82bXTAS%PJ<*G=}!rip4i=l0FtF!oF2UHgGF|w<cYt}Z12sWeh9P$3p5B@
z*e$MNi1Epsoe8_qtsYC9Nt6uwpmVg1FKvc;sdQRn;em5{W6?ZVkK9W`qb@CtfH}vD
zcPb1(;yN<adR-2-pcULIO3(HihYy9H806O*^R3DD97V|UO!@}dU4nV=NsO!9S|$9s
zFY1?XZWSh_rG}!o6oXddhS{`pYZ_KB@49SGMSve+Tud*3cr)`=5^eyq`f<;Z?@d#a
z+bXS!G83jo@w!qhFQ(J=vc=mMAz;eR8MDy@M>a+rw(gz*MJ(ag6PGuc0HdRtQ5aKR
zI?-{RToOS6|0C}UQM#KzAqc1}OYI@>f}~SL-V`6liJfnIen<bh8}^uGLP!9wK<07p
zojLu!i?$I_c5oXDRBUZH%%ING|G0shH@aCz^&p95&WZ<9J-Es3Tw8G=Md$O->9ZU+
z6c6e;3G1-Y4m?NP6N9zxD^UwrEcZiQXY1E|2wV5a?{I-Lh$6~3pY<#x{}j%j)-K+V
zplSf|Pp0o;x4yr5cxia#DbKYdoS4U$v~Bi9)Ne99OX5sdySSI%KKDI6lY4U&zdw;M
zTF*l(f^q0pzC`JO>#lmK2&7g$<MLyTN&~g=DUBlQIpGZLL*f0s6(U`rzP8c@<&EPZ
zcesd&sm)d#gUWKAHZ?lE667xnXG~DNyZT<&vfIZquROgv)Z6%Ph1LcQX2F^~V68g}
zw#A{gy1;nf>St?8r~j48kh)&<=%Tg}Yf8aR)Wn~)Us5Ve9EzL;xp?<Zs2}8D-TF_E
zx`T6?R^>%tJJS_72|A)TS*;Ez;a9)<;l(HUzvJAc)cDAKo7sO<hR(*H-Bj>J!fpCS
z4-TY#uZ(#hbiFrXXmH|uXPaujKCc>^aTuVVUtVgc-`NHrVs)(gJuS#iv+d;}RcAI*
z*n?ixYd19@%X=F;W_oJdBul3P<L(xpGL}uIb(yf~e{WZL=kl&bb?B5U75mA+f>s8U
zq(#d3GKGCk_`W*uju*(LW?LY1Y{5;20sG<Wr4_i|udgD=+!SSQN`w6mWN`i5J!zh2
z{uvIGPv?Iw^*~OJG~{7?Tb}Z0OH>lW`sAaI@zCcpo77t+G9~%Ng)SvF5@YAs)>5Zp
zsFCeMv=dDeOqQ|MnxPB|<UR+ui+WI`H$5U!KDWZ%u&G18#=bkwr0xSQwQ*&H#q#K;
zSvUIXU=<u_0iww9@@H0lACy2<5%1{ikr#pH_MxNAy7I^00F29?$grA*;t!(DH#@M(
zb(#A$Uc*$`pEfLPGg%yUV_<pmI!T*jjIdQC!@*JLbW_r4@KfZm5R<wW3F&jPip-BH
zUq5kJ==QZgllAFit%(1w_nVqffzVb?9$T(*HQ(hb!pp%$Jx$Yf@xuYqhn^*v5HCzr
zN6E%a#;vDOT^?H9L?`>zr;>cn{pb!F1>QI&`y`Mx5c?)Zw>PigQ0m(34;EvhIFK9r
zwEl6Z{QKG?{A&t>J`1*|<a}9vSK5^MU_8-k=(X0D;7IQ>gQ#!yAho#R7NlD4S@>)^
zZR4VMB;*&b+}6pw8=ihBkI8N7cgl^TtiJX$n(Pe^Yl_`F4o1zz!nEdIMz~V%NhOhc
z*%{%zGq+b}U2z2z^?7iyTbIlrGUQc4Ksf!`q-pr4O_~k-9;sQmwnu6bR-&^-|HAJb
z;pMnGU;71NOYyUxyk51Y+MW8CbeNhRS$jmJt}lpPvPP$1+=hoBJ4=Am3S+BJzM*wp
zE6zxQ<=e%Xv^R+hb`R-OG`TY}z9z0nqr+m`ja@7|ow4obKM+$ULcPszKe?XO^15S$
zkGGxEW=loK;Q+Jm+lYRT9mhEgYY9WFLC&i2PU@t|>$0lS``0Q%`5yZTM;PS`l}J==
z*}sj|YKMDw=cP7(Zu$Mu8UCZ4^FQ7hrlXy~Fre7Y7MyRVO^nuP((PIw?VzAL842qb
z$4^=*u*CGn+g%T)Uvge_MiUqp{?<eO8sLiSXlpsJQ+2D#@0r5y$XM&0u#&fA=Qm8@
z+d)g)0(uQO-4(`^%E^-7<|I$o58RZXrqrAe=Ok(9wz1zIDDvw|vMo7ef5WgQ1zjr=
zBq*b};7y%pObjpJag_>*<Q(2K;uNSwAp=gY9jfJ1epYnd$*;>j`?5+x9>r=?tMFQh
z;0<2+hKF}UkEBmC8}ll53~Ne<6<=gjD%+$gxN2RWJy?Z3)Wy@MpkX;iFVEKyfh&37
z*~2hQkd;_{0Rcl_<OyHVz5XUCBoo~J0bRjIp1DkAoVB6*bWyEz8zi!GY>J9jiCFuK
zsgsrY${%;F(1h<3$#f>s6koYnGq%c!&d#75?Xrbby44`;40kBYGL!9WF&HT_;uQk{
z2UX5f>a%_jZty*tz_Wr`Y=N_fbcx##_?0df#8#vd8A^~GaN*Y7VK_tY-e&X7<kQV>
zdcWC3q&QV1Bpf8qTO4^19@?-*Ox$#R7=(CfF?j6L76;?}?^Rz-I5vho+jfs`ZOvQN
zYjq?kWZ7}C4fGwU#BFE<vc6XgtmrWIHjuuzwZBcCw2yAeQcXtvFq}mRnjfmA@<iaa
zvpxcDIqi*oL6Puj3KzQ8QgFKfn-TeQVg<O`NPg$xxhvq@ry@ju`BpT3GmO#zGnT#r
zbL#9L?Z-dckbD1)2LH(ogrVO*y~iqm>w>@Ts5rXpN5FOqeF*SFlL6yUK;YA6{!>RT
zm!{QJ-OBiSD|Q=Vc(oeC=W8P8az@M}EJn{E$sQ5n>jm6rRZco&>;PH9NIh*ez|Be!
zZ<M~cq0;r%<;-%meF#-VpcVu?6nRjMM-^vIf7T!PrfbHOP6|%kNzw}+=g2QLzH~Kr
z9TP@D3<jX4UC&Uyj~d)@<fFY;*2;<0r}dL9W#|(RE2@J%_v#B0pE3-WAphU>luWW#
zY@V3oZ3feg)dK-X`j(C;)n7IlJTVn=tJa3Dgg=j@J7x8hO_R+jCL<%aF+T!Ok+^_b
zTRpt{fM6JRIqTJ`z@bt-HFj#a3c2^^_~-cn;T7^?>B@WR&Ut0sGJ2ZO7|qs;yogmD
zuE=imSEN4#1j6oX6H(v0$m)ZsTbjx$c?$^vJej-dvy^)~n4Lj1$sN9?+Pf*^P9;*0
zL%;-F6|8ljD{g~xf35K2D(t_yLR&+9ZDOm>Q;qsBYp)|JR4%rWHj9+(Y%3p|UJnK|
z8idV-sE=xUIObcG4y*`9>4#bgMDvIt$FKRr)O1u1y-5eNn+CYGFcbgB)vLo7IK+<Z
zP>5j=5T!@X^njVW|HSSBilVT0u?lWS_K*>);A$?2|AzYSU%<97K~Ay0qUib^8oegI
z@{V@j6Q|D@3ziimM!3o*c(FOxXdd%2>Xy_>f-^p~B(LiHbu~qm71et|4zNJz{|guV
nJ1}76Qg(04K`4vvk33aU_UQP&nCJF1Q6b(LC4Fa6(8&J-iZx>R

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-200-M[_Etherne.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-200-M[_Etherne.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..aee2a0c27991d7defd821cb7fb931830b29554c6
GIT binary patch
literal 6432
zcmeHLcUY6j)_+5Q1dyhPAPGUb(xgcd2rSY>3`Ieaq9ThD=`Ga2D$<lFO_3`>nt%!_
zNRuLjrY=h-ND)GUv_%u71PsXyuI{dT|M>3ipZEDD&&j;cd1vOG-<&gNesfqOtSLa~
zsJWFn00IF3i2VatV}L0D<>rQPb3q{x2oDdGcZUf74nDpe;yZT<ioo|GB;k8uFezD8
z1u1D|85m4aXTS16buBF|go2)-u7-iCrk2L`ARrzdo*jHU#Q6EeH1@&vY5eWNdI<<a
zLApRC7$gmF2!p`FAXXcIV9%2a^rZk_3y1^E$;AzU^6>Jp8$1^RI6z=92Pc?|i<6Vx
zI-30+;1uTCxli4Mdzalgh;)F6M%=CYP?;Z|w(Pd=qsnTY5B!OTS9Fh<_+B}A1;zab
zw6qWD=<4a49x*ewu(UeraN?w+)2Y+W9v3`+^tyP-J196LGz=3Saph|KwS>f^<h1mR
z%&gmYvhU^>6c!afC@C#_R$2ADx~8_SzLn6{-qG3h>UICX;LtE}<n1VFnoOB_KRY+S
zKwJK_vbwfT-`L#71p>go!D9da2JA1mgxR<_I61+bkZoKbjxe@>g*mzQsdMi%v4flo
z*d?tI2Nn6@*8Qg~JTjX0)ZOO;`*=lVwMcTbZD?PR{dd5A`bWrq2lfZ9QD6rc#5NvS
z7(fEc&L5-nsOfGrqboj-PP@)O9UJ!@skD*`c%J;P*sCE9?`jWh;z)ZKX<G>97z>!2
zR|LPol1woVnAjEU=PflBAW^^+(MiV6vH%Mf(A>`gX!V=Y$-u_sf2fh)_p8WP%oDuF
z0>0P&|7ic!x+Rt5Cj&|g$gA$l)@(!gv4DcYirart<Oz%>E9P;0lV__vLi0uv1Kn#C
zSpK3~U4EIs&OQrABf{O;CaEan8fwVD9EW>zCIZ(f&z>1u{ip!CBM>@EQ-~W+#S)tN
ze6=G7X@YG^#Y5WW1d9u(4=SCmMHZYtMF<!*UgXd-Qg=t&NMqDm^|Q)LTk0|mYU8%T
z*JLFR%#=T-C6oB9NIe2$LjI!YYqFmi<>>zNHObH{MUPWtV~%`)17{35nigwN{jm+P
zXJuW0xvQ_@tgSfnm4BdlI5=n)8CUd-KHz~4m&8v`NZ3(V$uQsA#43ww)3Y$ICg^;3
zL=xqsp~cZBL%+Tou&cVZFwwDB@8&_|J;2&45?$hK7UmVSyS=I)IIxYBnNT8g#etZz
z&?HEV+0&!iIF;mC-_I?%Zjqfb6ZB@^rpI_>s!~5gVR}NXLti$cIQtOAS2n2@<6i${
zl^I<E4*j;E>{{^e8lnWP|GYY(&~+iK;@Rl1j1vCbNMvqiOhY9(bD}L5*1y8%I3{0N
zV&U5vfRNIg)9VQB<-*3-%k?B`^WhTfH*YsJ{dfkNB<DkVC2kuXA$S=-U2&#tG$dnh
z=sh2g%P&-x@=u+2H?sv0Hy>&Nc4i`9<m!(N9*#8#-WWOO#n5aN|Kjq7PA?1K+$Cw6
z`tm~h$~(yANV5PIAQBur%!HvGi@*k<O9A3CH~Sc5Sjb^ZM!>sR{Z*+Fsh^-r)-E^#
z{Pb!?f-{`*$l2ktbfBedhMY#siy%7D)tF1f?u#IHZGYQo5DRUl+@50rYm@8%Vdbv+
zSB)|J`PUv?;mCH6%4tDDIDRHcdp}r@WTGMfLdG#34lDiKq<blS9HRku>%A3J;M$3)
z72hyvA&*I|&l^kL5s0uK;@@?mW_ZQg(0=HONf__zJ9-`F0jqE%Z}aan;<6nsw5&S3
zek)Vhr%?H4e}Fe!zJka@i*&WwMe2C)oCWl&Is9rXwXmeXDIiGwfQ$#c7*KOmeAeO2
z+rghSC>}E5?;BO?nn4#UNFO=oMqSDrPx)kY@%#dB`Vo<{cU}?5PyQm{X>Y~+Sl;gg
zr_#*p?-h#R>aXpA5;Ya6rpmj+@6}~B_oW^&6t`^IZ72dFyKxVB(gUVn-~e>`(!l$h
z-31fYtxr7GHG412HoxmBsqlnochldr)Vtr%vKR<~QVA+tt+-ssuY}Fi)!8*SO_~lt
zPrARs$5VxwT4?6?c<iT6u_@gJ6cK`(UNn|`W#)OYNw$w+dbwur@gkovi5<-OmUF9a
z1#@QJ?_+rtyH?A++M0~0lUMsvAC~=)7He5^{bOcRvL1tG3>W!C@Zn5H9WWE|cAXeG
zP?lPl-s^N@zDJ=QpA@k0Qk`0nFu5g`dDz!$F*jfw{40QHKk{a};(DNR;F<0`jE?_#
z_pRtT$iS1%DZ$WA$(q7>QGLm5?t8^!MU91g)w%<Dl1-F#!#R$*c{34P&{u)94ceIj
zyH^pdY8!H!$gLU{(AV$uCi8oREyU+feL!|DX9yu+f`OIt@k90c*Bm9UN<LQ+0nJ7<
zx483oYv$xAmRCiVH~HRE$KltH8_(&3Txyb{_@^g%=zg|C%0|)){U%;~$Ismn^^z%>
zXpW;hRTKBqbeLB7#OB2g)QquYBnh9e`SChK=fOff5f@T?ZEbguA6TSS=cGaaWD(c;
z!d;LdOHD}l@ywm7PvN0Zzbbc~yJL<1F}9Huf#*S_1V%bSfCUiKoK71<%S6uF_n84A
zY@pvH%4QpnyB$NC1*Ewbuz)e_7F;f>?ynjkbbEQe_1doY=~hV5-;zhPx<$#YYw9VF
zf7le=13GS2b?TKeBv3yBuv*H!GL6EG5kmXsHl?>7wh>3HtuNTjXaqDS%*ICG&!W?i
z0+X$Hz6OVf3!id&geFHUiJFzZ%Po{V!;OVVa(}D>ou6E?>M9(ihH3G;yyp<ZqdNiF
zZPnR}i&*pCK-*EfKgKiENNS0>lCIAz{Dd2f3uDQ#6!7|~sK*1Jv{#(s4QxE8Ck33*
zq6+Il72V=`>b0M{qFY$NUSRCoCi$nEYr9{$+B5{W)F9yj6P@$Ze$kWmx<kD#8wW~+
z#rM3&z-b<xF$Pbl<{5ICF#{zoQCXpuG2!^UP1Oke8~M7P1UIf`+=)6GJ|#f4Ir@_Y
zkGN=J<c<|xGB}T1m&em2&M>O)ovEcEk~}}VCus}bwFs2>b&3T*jcQ-&l4Bv@dmoeV
z%f}kbSb&=b_Q1ko20e!b$o90kuaXs(^LU#DFF$@Rc(op0G|pq#FwC1~COvaXxJ$aB
zlaOvhMNbF6LkxOi=@uc5{C);EmhUU@&Q@ED``*KuxK&UIOe<UhcJb8#wIm~GLZ^{f
zTAPnG9UJMT>A!o6r*pzka4OOkau#~-W}x9E^qVF@%rDVS);R>{U+Ak7QXBTlowI2N
z{Uve(1z%&Q6dEILeCIuX-|u#JW5zm0z2a6Jn+Fk5H!^Fg9X|ccyfQYp#)wBvPm0dR
z2=vJfu3Ckb(L}7*-^aWzAZ~<czmI`ZGiPxjlXO(n+3S5Tyle&vIST`>EI);mtxGoA
z0Pa-8Pa*tX?kwOc3+Mpu9SxLy`s~%1H@?-<kcxrV=SD<KNQsG50ZxD3n69pY_+3~^
zHa&&eaDjOO!0$j(?$E=S4QchSDNHf!D|PC}t#G-J3=kQ=+rTiK)EL+^t&_msUsjc8
zwV@|q)(D$U_|s+lWyzs=rX=xEgUx+s@6E^$)pghPXUlRIqFcI*rmN(y9Zq!HZ|A0C
zUw&OfOfnC5l!h0)O-Iq-jKe`Pg8b;z3j-A2BbvdZDBm~q($zdc@BFy_WI&Nk;<kl;
zcbif)70}rpBHPU7(bX(qQ~&5j;D4xqr7y$}(UvPaV4zZ9Q|6tXn3s|VtGe;_M3{Ur
zQM(&S7(KR`TNL=j`DLA#Vb57eU<AkwMQRjf0n^P%%_L=-%8LgHJ|ir^^U^Z)S<w31
zNSwnst@nJa5(Y&evVh%Dw(m4)HVsMnZId+RCpTwKfd^9;)YGtupLaOb=3lkV10aCF
z;4L$lx@<sxzI6OayV$&7AXH@Y3l^pCoV&cd4wclre2nqc_W{&3#PYGI!|a`4<?0!T
z{gXWar8~5bS5>0WB=n5~KBdUbH>YuoXBp80D~5tkwFmmH_d;@_4$yptwu*Y<SC{%0
zH}@}lIvI3}kz69kv8c}v=nwnRubcK`B0gI;SJC50gE9^S{%X=DEC3-C*7Y&&CT1>(
zA^l>KkDmIbJqBJmtSqta#FO<y_>ImT55{4*;n+j}#2{t4rDdn*MuRu6-4B8{7DC;u
zU{uJe(S(i5Bb+eZ>nP1FOKa);c#pU2=}?H$CxL%m`EU{ZI{2Q^C$d6PYTY9<10$iQ
z=}ft`<A+j;VZP^bqk9;fVHMuVve&dywN4zdEh{@HA`mMuIEKD>d5K(8og{rtjt6!z
z??A~M0Ozv)gW&wx*G~?8e?sy69w?L^m7~5pZ?-8Le?Xn3jMQ4i9=3;|qK;g2ZK!~v
z`$ccy#;bB_*Wk!0UFLj+_anRz-OrkKJY7Ef;n>Dnc}w+&11A%HfKv7XLk@K&znFa3
z@2!N!JX$(m9T!U2$!YeBf8JT%EH;zKk2R9t4#X8DOkwORwLTWG)XYpxYjXLEBKGhX
z>a<OtzR8S{JPUZGN!zo9dBu46u-swVkCBcP#uBgNU&rqHGZGg(L2yIf2+jg3WXqrZ
zF~Zl8{&!|jAx+PmUThZX37Qgwj+Wmqb&*k7$-}9>Gg{2ed9f2C-s$iX;_)YoS18i;
z$chj83#h)O!q13WdFMVGq*QgKjC;`&0_dsw5slwP{cYax_apyrtiw&4jD;=4s1EnU
zHSoT>(39CbXiJhlejO|j8+L95b{D|6vjCyzNFj93R0XIcYc<Zg(drDPTAbixG{F}^
z)hj2qNOBKE2^a8L8@vfp-Mg^V*>iXkZ+uu_(&er@7$b3vs+w4R=z#3Km*|{gv2gt0
zCTJvdlaiYsYfv*CMtHl*laOL?uzw7b)dk@esM#0k@%g2{p#{XiahBkRI726!DlbwN
zs&hP=V#^OTuV-L`r?&K+E}NT$Bihs;-p=y%MpBp~SDULPR{6|YAOGx;Wi$)7h`JD{
z2dutUx<~a(sbT@*^a!{UN|yVuTs*FOS85sdj$zC0zTau;HeLPORMjTzg#D>0P#Vg_
zv_3!WXA$<3Hw`I*$vI8G|L7G7!ChILdZW^A$oQ~WnC;}m;>($)>@G0Ff~<m`R!GFR
zN^;+6Kb!4pdJ++KZYtjBUO?)pm6w!Fr>jvCg%~xfGjP=jQz3)JYv7-=6GD+m<h)V?
z1(J$d%P7p*En8sF?LuZ<IR1tD>K4T0Ox2frqrDK6V&7*hsX0Bd^Aib|*mHxS?bB>|
z`-b~*i_uzzk0o<@$hbB6Mh9aedrfxERgYF@>*S#Q>+H>;hP<~%uH5uy^tK1^5wtGJ
z9xrl*T{viH0&mAWs$O^JYB;wxlAY6{Uo|G1xHG1GA4N#d;OwVy|8S02!|LQ~!wY<G
zE|&WgTjgb%7A6KhdT`UEwB#S%uu2}(CXYhyUb5FE+yC;xUqrx4;YqQ(`<Y9__V3(K
zFwx%9aJieLlNLd4I@l6#>|X6`t;dp9j~XP<QhRRSKl+?35LzA?8M+Y33%Huv4H;>o
z?JtgMrM;!=4<B=z1U)bBn)Uu12BsOtM>NHewloRO$DDmLFIErtQQ~1~D0`HBbhmZk
zCHC#+w%>zG)$@L6jwMTCP2H+OslsFTKk_r%9H4Ze-m|!}*yR$jS9YxiYHvAmL6|91
zVwm_a!xoZ)i9FFjx0t@jP^fSfkJ1jy8c>_C6ng4whcng)U+FU72>5lOB}2%B(@Xkk
zgA*wl+1`Yx?bqg%-*4_{1`a-^uQ6N80)$;4u~7~sbUzm(fQIh!JAc03a}k%duy5Tw
z+Fy5eWSQ;fW&0u0e?M*;;9PqdRy3Io&3Wgd#*R!9{~^EZaK}M0NvI)l1>u%k^k9DN
zu4~4j&_lGbu_O0AlC@vjIhK6C1mChNb!rHV<UmLL!K6ZTwE0N3a{0}heO6;sU2#UI
zbp5CzIF%k$N>5%V6i>GAjanPc%qX6Cp8=>E&yk4(GFPq>J$_4mfN0v=8HQ*JY6{aT
z2FC(?Sinkf=JL#6G#Q|=Z|Rc%qy9Q#B$0qmd?(Ty1u34d&w5C4Gkw2tYb)2W!!s0C
zcB?ma#m*RxVyH}lvAsboKu&>8z!X_P{EI2SO#v*WkOeTd?{qAHFYM*y3XFZmS+M|m
zGLqy=mtbDOZ|q01O~r<QZJnU%Y(bFA_E@Ggj((<zn+4>}GLNEIKpQ(wBd9e|{4Btv
nhmnD20f_}n(T{P>b9(G+Vmdn)%SI0QUzh@Dd4>%I!Fu~|`}iij

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-201-Neural Computer Architecture.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-201-Neural Computer Architecture.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..67b4504162a0db873653aa4f832974701eeb2ad7
GIT binary patch
literal 74343
zcmeFZ2RNMTx;H+8=!PJIFcF;~L~j!W5n)2~ngr2;=-p`186^m!_a4!EFHxeG=q);#
zQ3qpulfBPgd+oi~`p((=taGmK{Lg<}j~Va0-s`=e_b$KtzJJeiHGQ=NAbTROC=bBG
z0sycuKY*)QfGhz2`gOePxcGQ@cmxFagv692#6(2IG&d-Kl=QS92721tx9>3Xu-&<P
zkLmVpc43Zt_xS__1VC(}k|O*PJP!o;e_jNOfPjFQi1-!>$t`}y+l>7G^y{h>K#q_7
z4EGQl>n`9LITkiK)>S6}gt<>#tUtW~|MtSVhK+-J9S@&?kO*@^6&c_f7B==Z9Bf=%
z930HqUYPFzIOMoD82O~HQ>ebgyK6_u?;D+g&m>dcMx{0aXMXU?-j9IrCiN{ES{7C|
zb`DMfK_OugQ8C#^a`Fm~6`wp;*U;3`*3mUKF@0@jZei)*=;Z9;>gMhr@GdYYI3zSC
z_I+G@!iU79%&hF3+`RmP!p{|zRn;}Mb@lBXon75My<hr9$Hpfnr>4KnEU&DteP7?$
z+}cJQ93CB?oFdQ8f69dg!2YvXnBRXE?C<0v$H;XJ2L~Gm@26Z?*IY0In;Zw1k?;Bq
zX;r+Jb`*E{eeo$}qBF|d2$&wI!Kq%^j}YEu7FcFM{1oj^lKsa7^ZS=1`$e$7$~6NZ
z#>T=tJZy3R7;tdTp6NsQ|BruR4hru0StX9*-*q#M+Iu{r^Z@h_PZtmwdNfG1l-rQs
zSz+lywiW%USDwM7CDadqI@~jOg2EeZY!s?+H5!*s_cpq82fz!tCI!=clX5DRd7=ws
zJ$%zR)ek;iV8;Mg<lG`Nau>FQKkF>cDp}is79!=^&M#o@fFe1n@^n`{9fV*{Y>xJq
z`*=W(Gh;{*1KwB(z<9*4D;I^AlBG2vSi5S2n3XZQ0x-M+$C>xT=~Os^o%*w(TJN;I
zABF<peOx0>R{($SyQ9Vy#ZPrVa*fLn_TpUxl`ScjNyG?;%11sjabo8G)P^@43b3YB
zeTe(tGSs8>2H(!U3{?bXa)A4Mm@=zgz`I)<U`(>(*+Y(14wqaqyg|)8?@b+vM$iY=
zXh*C;RRecV9z=GUi)<9MNx%v<lM5p7eB-{k<Ykj_1z5?)4$W+^MXIL?UIEf&t^iBw
zMko#WD*&OVWs0K=biOY53b1>G)jeYH93_MZfO<&Rf%oHV*DT+oi4c;_o<qQGSNh3`
zY3~=$u2WIjc=0}~8k)Jsli6d$f7584GY3GaD);}fp%N(^*DfEv--D%Yk_51(YOq==
zqgY@?3eZc(RtONMUp@$pfnIYhop(`OzI+HfVdTY3?YfWXHmBm=Mpa@)ZQx^5!-BhU
zOmIPZ0M#^7VY#|yrL~4Uy<+Uk6#!P?+X1a@(mP@}Zi3e=kM8UXHW}V^oSr3Xch|qa
zlXfDF8lsQzIJm1on{8PbdcQCW0F-{n;E|1@fj9YaH0edi8?NgR@_5DBoyY36z)Mk#
z6}Bh1so;50)S-bSCDulLSz8(5Viw)weStHGe4tu?n$sKfhcY&VO9!`Yd;Y1o+(~Ma
z&CBNpz>}%MOE-q&qX{O?`nVT_(SG<#p#bE}%z{;aeo4uy1uJGALPcM*0SM2vT0y{F
z6w`~?uOUKZoal4=2j4f46vOVRSAeKnQe^Pzm@5FK;GSChgz@JweZ5xyIEuK-Wh3Rr
zaA=ib-k;6KVSyX&oxF0%U1G~bB!<1FpMSPuyDg~zovf$bK)n_W@e~#;4I=lL&DEA@
zZFOVsA-?ngs>nOc_(&+UUI9p6BN*x&d0C8hi)dyz%mUU_`n<P6DrZMblg;lwjqM&a
zu<!0#uhvwDzhnx30YtYnNoQ=H)L##?%K28xSo1J_HC}T1A~qH|`R-2|OVxoqU7mo2
zSu?DEyRoPxH{gKf%X`7QbG!|Hvd^9lj40jXxyQ>|Ss#*7`>s!sj+lxmKi_IbO4wD0
z${M9)#c(SccLC36pAS`i1y~eZIRdE4QT`VUTXQMmDb!=>F~==KhQluh^57)}|05a!
zEPpwV>#^`xqx7Gx>f53l+FrF>h(q5w&)5cf3TN(#c?Vg3=2gsNu-cg7{^(6*`7upK
zKSl!k3B0taWNB+gdA^+?=AH@L<&o>9RcSd=aD@XtbvV7XGjEdYfmVt>pQ`-gB=J!o
z0w&#>Z>1sIz&O6^cA3^za^tpFi(X@$WLKrqtt&uJjplJ)$Ix}17ZLRP`cSID4$v?e
z_{nB|k@~BUlkgJT?9F)B3m)H`P6Y&!2KU*jU}jClU7YY@b1_bKfQCEg`@8i-iLrDI
z{*z`XQjS0ih|cXRKx+hlXc419s18gMoWer+oJ`G6K}L>+60pn^8M&Auq5rjsH5Pp?
zNJUv3WZ&9cXBZ3WNh-6W&)N6>mZv>$R+eT{k~W|!$A;hRzy4Zo${)qzj-S>MAC`LZ
z9pe^<9~X<a1T<6BeW^)StFUPm>&=2QflHhn)$3J_H=@5MEaLLGi5WInfHU>GhtqQ9
zcc*v@JRcyOKM+a5?jc~SRWEs<xT2R_3tL~9y6q$Tk3{kvspZuQ=FVPeo7Ti-CJ9H%
zEk}?0Nu`f*ZF}^VIEgftsB}-BOZn(Ox&_PF(~m5Im$lD);C^i*kO+ftH%=e!mkh1R
znQSRi<|ZzUYk8D-G9wt0A_QYP3iZlFt87049VIrVU)Snn#4l)unlFfw{k%S~Rxr_+
zJu?*WKXq`Z(kiIS-5YpINgU(FA@-5*9D6yaBe+t@+^I>IekMDtp8cbpP2TLqnzw<Z
zId&o(+7=eJx!Q!d9iuBVZCVMtGzOl);Fn^TT+@zFQu7%c8A)E1n(9^D5h>^M@-;MT
z6?^)%Q1)~}_sF=s?UVII)z5z0cloN-Nnp9|T5+yrOF50fQ--urJ$Kf=4V-D7C`kAp
z4~=Vm8hLoT#t$WzYpF?;qc<y*?D4{nqw<@p>%&#p4<OXred@XPOhTZ*JVfWy#G20C
zmd{>aBuL6rptU{q7toNBq+cFMPVSbFn2bvNeSFOo=i2wz*&HLnYuK7`4Swgbbs*xC
z>TCR+JcJCo_6(w+)mipefYny5FFz=w1Nh~)Z`-JK&;{imQ=L35SnounhUY-V){n|?
zEGC;ts^IJS(UxypZ@b0FeL@ZBF~z8duiiOH2gYrd$sv8=&8r<)$K3auzQ(0}WH4O3
z{GoA*x`d=W!;+)?g9epkT-;=q8&%H78xT8=ndt61=3yMF38eAze#6Q;y<kQ?J>o+b
zyMsIwj+1Q%%+4@u8S<{)IW&5~)%V85vy1lO+a1&wi;LjAsS=l%rw2>7aaG@G+#-~G
zXGN%@8_khzKLhM&A#runSXjK!JaS6ff;s~)IK~dYoR$_Ug)l$M`Q-D06An06SJ!%E
z(Jf9RDujV3I*fl2P<^k;TIgikN>5p4)Faqoy@Rsv>jx2WAJN;0LH#mXr12Gi#i(mh
z2YTeB6qh9XWb;IqixYZdbF#j{LW?$l&#+kjb;!YeACq!PK<jZaHo~k;=5Tj$mPxcH
zaqUY5_=k1R>S%I|fy}@jd;U^w;QBnzoj8_2xw#l7Q*C!YF04kkWv8*%<8(Scda`Wq
ze*}I-H$3cCJja$BC8DRN>N8)w;mJ|DP?8c~*kbMw5UD*QxiNebK(RMjUrzyfVc8~U
zPn*|y1;DqUj<B*T${GkF{Ukq%EA?F(RAOVE$~Y<^XKCY@yjhy{Jn&mopV#;jtn*oR
zY68&%mC*ii359G6-FH<Hmq%~)=lotN3=K%twxX=Ko+87Rt&O#5H6rs_8eVBo_q{Du
z(C51);BcoxEQvkygCE9%ep(T(ripc57bIU$Ph<3`j7;{smDn3<&lgYRziDlDB$dlO
z&CIDCvoh{$l!e<bW6vQif9yp^dVdim;=csSUxH~5>5}!rxDvTbGh%2~#SKL%i#SfN
zH)rGcN4-_B(>Xs4I)YN^;X8%B>B}OY?>guQt<HJeo}|c}EEkMW*%%ntdcF$0w(U(`
zyU2c_lE&C691V+WO1>!BJ9}Mc**g3`(F-1>`J-<b*cw^u?%$u(b;H#N0t&-n9c5Eg
zM}qc?q(^eYp1?f4y;*^gu#hID+99yCFH-CIzm$*=$FpyQti(~RI&t=PF#2xemnC{L
zyNaX9LF805n&__$*OgvDgVGWo>_sEVjZ~(n5L&VZR;@LW1<7ILC;70q)IXrB4K0ih
zLHr|s4AjB0eL7}y?Dd31s+)p);72)`3wW3`dulk90-loKcXUX}Vm85|uRp(<cR{e3
zb&M(xgST{$Z+e52ZC1d@L`#l~%#IHkdobsnw5J|ZW_qJ}P`AXdnj?6+?3wjXW&TZT
ze`@ZZMx)g-3>62Z_A<Q!j7;oStr`(S*NTu0JG|(~;tj;ztO^d-Aq8dVYEEv#gZefJ
zz7RhlqC0Ax-XdiW5!5~?LE(42)|n&4>3n((a`&FSb9|BQUu*B~vZJ4xbp>Ff%ew+h
zeZpMY+AyO8+Dr883Q%SNKB9QSAs$ha(dJ3fkhI#$-^CTL&13TT@Y`EbFuxTHskm$a
zHkvrL8dSrr5B&N@4yUoFDWsoj(^Yk{KFv4nfN249)zvG&CXt5J^(#OT0(9xch8|Rl
zJF|H{`W+g+aBI|YkhEWW?9GeM4UylCx!?HRZ}pRZxO&HT&>E$H5L`%x*N?iIn$(XQ
zhcey$NJb;f2lDAzeTv+;0^Gd^K1QaU6KMcLX5LJ-5D0jDQ2$i%m^q5H&v*v1E+=aK
z{Ux`xeOZ95_sz|El18nBo77rEx2zI*tZ8K%BOmsC#2O3jLVtsw_#>2*n&Dn6)oJei
zB=e1yePMN<9uni-_LIafy=a>O`bj7)CyQ?iC<`e{ROw9h(ZxKJdI6>N+e6cDG2E{h
z&Kl-k8((u`w=S6ofTRlFUSqfv$uTqiWb`}**=2f}vzkUcz0b*m_x|xV_G2ux)3y-9
z4LCYMu=qq*E}LSeKszV${_Sh`?G@M%gKmqREoYokBv*jakSjnIuKTgR+WH&iO}|j~
z68yif_)rBr*Xy@(B7|7*$HmiJ*YGVPMfxtW!7F#5uXL>$mJxKRx;J;qTQYtaE-R-_
zPN|mHj@ho>_%_e;h4SR+<)-w8V8j#8z8#0hPi7u`PvX++oS{V1AxPHaMDM+TMk69N
z-850sRI&QGZGQ<u{}bM|1d<^&J3>OPLo+-~VW1!PL6ZfOi~e?30D@-!v~zrE%*5XG
zk*WZ&W2%EoSW5q*Lr~Yc&oWUwc|hF5$$$SC=f!wsWMA;t9>Of<)OH`K2abHbz4Pi(
z7FEm#ZWUix`I^Fvw=Knf!B+pO!{>V5kz{r<72-HA4C3x;XS(3=Ha>g(d8Z7i|IAZy
zq-K?FZD;3uHCX={UW<O*VQ6=TF(jIj7?9<IEBEBv!nd8ICqJI_^*q4n(l4>`7cWzn
zLezS07St%4zoQvD-!zE+A!zEv&OaMDOv%ukJ*6zi8cYAx9*S#Gft&<U37pEDGf$TX
z8L>y?xY0QbpHCi7)EmqwTQk0h$zr0~#=5nVlNrWLeP4oOnGT4zrM5NWImO?>oU1lP
zT>R}0X`jeS7Cg`I=m%cdNZz0m?=15T#gib-Hkz$>3{@i|3Y<h0L|xvL<%qzTdgl!8
zfoH{;&n9;ZzX2kb!X37B?JQ0Z7OGptsZO6|?r^c=+51L%FmO&#>ex_AbRRC|#@HIJ
zDo#|9@R?kUJeqy)f!)?Ko-_|n=&%O13zN9nZWtJSV%ihNxly-MiRGI%w9r7y!7e90
z?K!X^ID~6ak8a7eqIQ^P>HgT3shuJtMCUR<7~^(yw_c1r@1;KG`Mvskd;Iyg#Nw)a
z(&w#n`N~3xuGbZb4XMIx2hgvL-c743ZL07+7bmd*52*&a^Vf|GwYep%jtVa_Lpce5
z>r(&k9V;DMUi4)_MCK2@HRR@*_Lm52bNEJip1SerJQUCkKMklVqx@<-TAZZ*JSeeQ
zdu+SsjMS^BYFz4;A(B@S)|nvo-a*;ejyQst{3BMQL+ycEkL9Tc9g#ABAD1|t>)zhV
zt;egkuBA9x*?L*CRE?7l;rIh@htg=flerJ$<o9isW>dY4Qm|7}exyC3O3BHNr6CVs
z@JsoZFa@rIA$XEn7A{}lsDBSe;K!@>;~?CNAF^z~?bcmx3+gnY7K&7=_Rqe4p&tB}
zrS63~J9yU*GR0Jz4oulBp?6WJgQM$Qa^`^xv%Oj(%R$dNro%zq75RY7Q1<`SC?Uan
zZcS%2cFZz#F4+F$;Xc-yH`CpU&2(Uq8DH;;tG)yUd%Un=cribIeo+8YW97rK0i&m|
zBeJ;?w}c3ETz<@PZ1nv|a6a1K-{AfCK?;JR`<bC!GQZgQ=fzH4T`PpSk(K6nwhUV4
zK;z+8y)i@y!P<fK+ItTBU_JBgw_;jfN0199$Z|GJrS+37aRlkmr|>iXHKNos*prZ<
z_%3;2$)YYPficg!CtUfmPK-@aJ)o%2X(oF6j>&p41SD+6r)jK_F~6T^mOy`C<jbT)
z05d4(&Ag}XINKqQ00?iJHZYM~w2?7Rn>72S3f?MGZ9}oLr$0BSKvloTuhBLSIR%OF
z&|V-4#@E?f6Xi$^U|3x!bnRaeN?xYP`b?$-E$G8idaQzvm%IA)!SsuyQd6r~GY|SW
zs_$TU%`v@@d2**AY0FsgcM%HIoHub6IK`dc>Sh8hh2@DocUM`InY`?&4-HBTlV-Gz
z$-ko-M6z`uT*u^NRYM2&G+6oGm=UW0M8D#d$gbMb$u0F3Gw89^U+CxFzwxlaF47&O
z>)AI&BtE^JUwmn#TRvPFQl%_o#5uz<*Ha+nL%KGV+=GB>Gy*;HkgVv9Co&Fii+g;>
z;Q_#0$YgAco?n<*v6iUUs<JQy;guF>8o0SIpKm^|`t-%^WAO?UTh%KhbR{);#fU<8
z^W>((E7zyFW-o-u2spLqU5`r@dXjQVLl9*O<7N6eRZX88;%G$9&Vjm#%DS7DV&77y
z<lH2Oy7mn5TPpGVc)O#=_4@|ujP!R~QC9%k-8~62(*h*FE&0|bW&7yv0c)Sm<RJA`
zi3yG_|1kN8vf#>wJ(~@Mss^1h>sZgtkHKf%1Y2pA<7FRFY^xTPY4khwg_~Ll+@3v7
zjc$viMqpu3(39gbYLsjRyl7^I<^Ab-&S+rhR|Znx(~k_7_X!Fj9!*To={k#Za`i#F
z<{?V)tO$_5?a_`R-8Ih|kUu*PT5#(`EB^f5d+PYl1l$|a%r;_FOm_<uB||JS-Ptqq
zrGLR5R8;#JW|><qwAGmx*4BZKe=s?#ZY$=nW|nrx&BH{HV}+cu*_-A|_51ZH3a`A?
zQFir>k(Ew+uU9*1zpocLp{v(rW*wrk(p7h_<1On<w9n6f4JgJW+l=r2Tbd>Rxuy*1
zBMW*}$_l<#>;l1KSb!&(I?$8PG*>=r;1S6K;7Zg%&*72>mXQ$h#)z$_OQy^!*GZ+l
zq;tyRXmjbGlZn416+hqWFxr5OH^N71{?LO#F5Xtp7?SfQ9K>LW&bXV6))NjQNaK?h
zg9PdMrQ_;rTw89C0yjbdCCfnau9Zb1?HxPWHKJ_ht`_fZ9KQ#?sR}u-PzuN(V8=ZF
z*R5ibqp9b&M#+T}T4}gb@@8w?zk|)1<QCiA<0FJAET+PRQq%8W0mvq_y2{JKy`?sj
zD1iJ!Pke^NPQK7ZLJ@5b8DLAc)EMI<k}i?8JuznDmtc5(1>k<aO4B-YOHzCS5}Ya?
z)=G<`8~e?xTG5Ow`<fB2C{FB0h7U)j)Jx$*nO0~nxZ|#@&OA*9Uj2pzIKBfp4x;u&
z@OGBryDF2e@oo%cjU=a`oaheIfySe@EaQ$I;@|ergWR1QT(T`L@!DoKZy$u8YxJ#p
z-|>9-34T3}NZ|T5dTF<^Le_81MasucUm5}JcHM(kWy1qg-#lEfZoS-uoO%v^LxBka
zCrK+3d<bG!SP$(+;1%FAdgwA<?~-X~aeevZaz2ZpNm(BbjNFxQ%M{$Jw6=91dQ(^B
z5KH0Z;XgeUY>|4e9$wb9NPPu(y=8Byn{(V5e-ghl+>-dQTC^4W3NSJ0BbAid_~dZK
zs1u5(gu4;$$!&2N$Mw#Fn{FK@`I+8Fs;8{P<7PsE?v9v2b&fH6{Ny?xvyHg_rTMk_
z-_Z423+&aCWsa{ahxZw)>k>QdA&jD-4^9*9P=;x%&t0L?pWzEI(&SeGa-e&Ar`g66
zA5K{-F>#3;xs!R%Mc28Gc6IRjjPbsdDOleI_0IL!iwogBXwyt@*sH~D&HS9Ve1Q@j
zZna+cpT@yI@pJ0egH=dl;Qr|Az!ho?PH<BbpK3w!c271xs3aROu9;jlT9EyCZwYz>
zsyfr`me(OreaJlg7|~C6T|u7lePjUnXd%Cyi;RWjP(d)~<2!z0{)&bU%iu7fQ@fs*
zD<6CApFLNVTf!u<a-ae46su9^>+jeCA0;hF*Rh89GXbB;Imu*3ho=wsv1eA^`FTfN
zy)Ui+v9L6B6Z9mi%&_d{c$GL9h#uxQvWyM0(yYcFd}}x03d-*?d!ARIx~+}eA^U)I
zX5BojPwTOEpU){4(tJD9M%zRDn4DZ50C?3Hv`RnUgz~0nsERYKNpf~wGYlskpgoZu
z4Msh+HF3QHbeNCMuJnZMWju@WTf4IfcEjAQAazGDg+4N4#p^ZVQS9vFe$sts)6g|9
zDmzUnhAY6Amxv$~@CqPL_%#xV;zj1<_ZP_B8L4_@V5Y&$qvz}eSHy8@8<ZJgJ*hJo
zGMK9Dw>Fb$`qU6%$dPG!Co<?Z`94tadkaAsYr^tS@SE&cUo1@z4yOf7qR;%GwDSm~
zE*R;IIW<xCV#zTI@jg%_u31f<zcZ3=Ycd%=)Slq3)iGOJy2@v;{c??cjtbW~U+NO$
zg>uK@14?dYgRZr#DPp`**%YSRp;_SRi0M2UVeWQn7RsoTMkw(z$5ppqb+~E=_DR3T
z{ws0eTUS8jM=}Md?f^1p<pM%wWKob!z&f^@J9DZ>nDu!2Oy2ALxG1mLtKzeL$28i!
z7)SU*bZs%U7F~9ar?u)8AcOYUL;Uf*dl{A05ypO$_`z8KEJG;5szb|tDzHS5L`*2=
zP#G$4H@t!oTZF#173`Z|Sr%bPn;@^~#8z9~^5~k99g)yFy>oOou#U<_HMUNuUX!ob
zvEPg9B-DIQ)i_j}!8-IlmiZTODP&a{k@KDw)?;vOav8gQL|#YR<TkYkIL;I)u3Lwo
z?xC9C;a*rA3X~6JyTt{HmqC9-3pT9So{0c~&?%}bz_)Dyt931-=<WIdzM)(LY0m2r
z%ciDGe)tkvA5eIh8ZiDs0fV<j(~`SqW|RC5S^`rlDYZrw^?PIdMQ=+HW+H!}`?$0a
znbhsQ-t-u4&_}>7hA=5HJJL7T)n5j&R~8}Qft@dVTbenX(dz@wZQouThOCU@D*&-o
zl5Jo!k8AM`wW4{fcz^{~n|K>qV+7;f&J*5Acv#)cEx_Es#JF@;5_^b^f||$D34O%t
zlKwLLs=BDfn~mHnDPqc?E?R?$kI%`NXFNM`Zf`IVi_*VykMy<8nb{P2yP2bsRE}QC
ze%C!Vq^4LVg17>NNrAQ(Xd0zVbI=*gkMwS3N?EoTH_$wj9CS1yaJ-loUOxWl(zkga
z-WPnSaSMS4N2u$qSFc#f)?hHN+MhA6hP*Rjp>}F}xu@dFB}F^C=DAVj;wqOh_O(U$
zgAs+DT}x9z`aV@#W5X2>1F3EUS=CxSD|UH9ElIDS0x7>nP>-Q#9l~k5hc?-Za~}3>
z?;`DFb^^9_7AxB&#XI4t=e4oeUyTE<tA+)yFm%+NN=)L~tJpl9;d_j63x0mTj=291
ze<p>sQgd0X?%mM3!%?q}>G@lIM^_!2dYTcJ;fxGYP{jxl7mJhGlX%%KH`##5U7h>Y
z14`M#sh@eT9+{#@<p7qyQC-DaNxd<<41qPXj_L>RIo%?eb6bK!kNVLXylwBTp<T_~
zi14ht>ua;E5Yw+K;5%`Nh<&aUB7+f6$Sa{<xUwk|(CLnM<YJsVu$`OY0=S$TOTqKa
zhHPH(*joWD9tv0$9QNe6klzvuMa9p|-K7D(>U@KK30#H1L!s@Ei-)eUdSJ=sIMBCD
zNq?`Q%_~5PA@ca;T~}Kr1j*+sK=u}O!5yj4PUvo%CDiBKBnrv7s$C1(qOF?!I^Z6M
zhkZN;r3EabSr)c`Aa+y?cp)&=#?O92Rh92i#czjFvv#JcoIvm-PmJ+pkoKd`!6^GI
zWXtlru?j*cZuRood@1XvnHs)3%zJ8&-;h38it^&@^B!TK6w^vQNeW%qTOXGP4sNxG
z^t5a}r1ZXlgmxvF!H%1r>kiL8tsH-4K|__$f5R3BAWSh|kVd?lp1cZ;*k610x+c2Q
z<O)E#CCYTrvuXftZ!+#~X41Pf?sWBkn%FYTorEh7__%ianmRE6qI)nX+&Q%XM7FIo
z*@zRA3H0t~!=7o&>yUq3?iq&VjR|1=U;tP6U9{33Q4`WWFy(TXE{w;6-_c@&ldkK*
z0?D$oqe;fgbD<4U&}7>0C<}!9Vz=%Cq;Xq3^_0tb)ImxTcLUimz~pc`)yJhw6$xE-
zz(h{mt#k3um52hjZ|*d=zLy_uA)nzX{}srml~@jMx~tEG!}XOZwddjyKRj<>i5$^G
zKBbcoaz;iMTb%EwCd`<QyWIRS5_KdM;Dk3lvHc5p`0mZ}!c%;*;tC+4fDWiSnDAmj
zgq~STF&N0G&~BS&7&$b!U6M@=R{mk+2F)u#kc3&OtM1dSnt+EYhBK<oZ0BXR`EA97
z?AY^_pwLv%B-N`4$}MWMh`B~$?<Ot8lKYfp`PnD#uEyv&z1qHhq98S?%x3ixZcwLK
zvoAO$$C6^ET$GXSyKP}AaD_{IB8IW;!ImXgUu9YZwN<sG%M-sncbdJSIJWUf=}WHa
zF;9<WdL#2N&71aVXQrO1hTtV5m*bK+^QK<MZ!J1vLxBPivRktnW8C|xd;u;-AAnCI
z?e_F6Yz{hEePdjc_rDO~JwNJ_@9TTp>c1&x;dJ-jNW7<bW>rc_c9O=&PrAf<*`JDn
zTju9Txl}?qg7a*%w<Z%}4fQNeKFveW)vn7LZlXg2ttN*%D&qpP^qS){+c%>O9=h=j
z_y&5p{m{(MY<*#|fDiAEbL4qbsU(v3JTCV2O5V7c2#U))l!H0GgHO;1-_=9E_Ch`<
zYi16zApex_Jo*dD(r&qlSX<8c682&;sv5a$<!GvjhT}M$?&!W(HK8_RLEv@jw!Cv>
zuae~aO7vm%J$GMkv2zB!JbsS|YKIg=hkDTbPEap<>;^pF<;L{7sm-dmBHJA8QJ{t+
z`!<dC3qOARQfCMN`9#lO9O(gBP*Gt7c+0{@a|(>4bL&6i`3y93BXbH}o4G9Rjv0q{
zV2gCG`lNfkC6G!i(@antGaF|bXBpcwX$pQNp78Ezuw*g~J!Iqg>};FGHEC<&x9$E!
zw=JpEJ+MY|@@{=2Xb67zLK@)ThS#L=Y4qrlQy8Z5sj5Q3dY~F!{1R3`cwJd9Ghd#y
z1Y;+pI|(v7YNOnxJb<1L{eet#ku4EMjiUm4GM(BB-=ys<)3GSa163ohKhR>&F%kdx
zJ;A4uBX6!`u=<@z1xH^6>)y}#EsYF~7q`g1h~_)(p)~i`l#|mKuS%hi8#*biFnhCF
zEPaac>7G2wc1dO3BsT^qM+LTieBa}4JIFfs{Q{2Uq}R@TPbYazBs;F0_NG+(=c+Oa
zB(&pYU_pVr4K>=p`U>F2Ar(MMjp%Z1uEFF`=PLrdUMJ$1lq~+Hai6}s*$+_X)Lj)7
zh;Fw=@^qCl_mDh-x@%tVnO60PF|9_%syqFd$f@lzO7yf$+{J=EWxArg|H17TFJ+<7
zu7;%Fr7BXDWVssaA&8S5ON2b4KT>P71B-5BolSY<pl&vZ8|h7y?BP8pspW4OP6b?A
zWG}RNFz7%+Ias3<D6N@NL;ac2R7a#~@Qt?f*T56UsRQ6@<NIjLOq61w<Qylvx$ql{
zh?J~Et^jqmgz1;K<^_sT>#)>&64)zE5YX%4GJqtl$$>A*h-z5RlLjGBEBwG>(!Vx-
zmF)^Zf4wPZBOcPiBs@OuWEtcPsg&qjTuK6vEQY+2oqt)ydmaz!t7Jq9FRx*MY=p6D
z0=n)l+u`+w8P28vxjmYmymlB~p5_F`le?RMzF4+<^22qVJ~cp3OSPe#+w6I}FL>N;
z523hhaiPPUt5<+)X()>l_)yy$k+J=;d7I?(DOEYJDPSYI7u=qP2ZroDz5>jrKn`{D
zgxeNLT2LO_^&gFnConiSifVpDX}VJ~OJWr2_m)h#EaZJ^zhH*ZxbRVNSeie>T^Q@+
zkEiwYekvL*tN`z-U3K+(qAXCQ+0ZFQK^qP7Oa?RN#UkNY!e}35huB$&6-Vd_4P%s(
z4p{*z!s}_w7tmaE!luQT@=1QUu$`<E`Oa-b&~qehg7lFoXYkpR&~vtDaG?M3(?kK-
z=f}|RIqw4{yr}olaXs5<xM4P4K;1~lV_Pj_=%TD26icVxUN7@~tVB}i{3MEQ1w{J2
zikshj1$6LD9(e`$k<$x`c&SeL-^t>n+5{1MdP;D3Pty8RWX}s}`=+s++hUKUgCBZ0
zY#cqq`xZ4wH9#P7gE{(fM)dI7eMx-Dt>ZOsLikX`5r}wZ(V{+p)QrK(Lb%WwS0bV$
zEiQQDHmTc|!5zeYj_HAw6!GLzl#`W6*8uc%_^yw5C>O8v6e9vRY`)FH?M)FQ%ydpl
zF9slrJ(k+sUG>{F=0c<CbDg>i#j!W&k&kE1GW$cNc1aBwrfa};95Q?fGLO-bhg2nw
zJ9IbJN53x2wJh*GDrng8)inQGLb-^wLwka*<OLGePRQ7d=QQCX5{U2!cLZ)i%M4*1
z-i#FpAs9o3S)Kh8C5lVrM<-2&EEJb+;}t+R+?B1{8GXm+&8VQ(&GQ&w!|l9%<;aDA
zOOGVL(Vu%7#q&_TO89=5L!n{y-FNnsPR_eobE)juJ<Xy!VN!W7Gar4s*=v>zTCkz?
z22fyhzKp3TsXEW0cza4WZq_DsU6$#b_=KVLtyG-KzrX?iTTy?j&B8ssofMeBoA}bp
z!SZs3K!*So;dHLm1)-6?=e)8dNIyWuSnDJD%AGiz4;*1fF2{Vxe7}42$u1T7btQ^n
zthuS-G?HdIh2`4k8WXA}6Z77WB*I>J05y-nKKqaH3^Hd84YtUXOLS)Sj6~)Tda+fK
z^~cBPD(j;Uka-uQ$+8jkJeKiPbyJ}zOoq=6Rt*iQZ15d3_9C%X)hv2!ICzT<QV%-l
zKe+qBng<V64(+R_<+yMo`j+)k=rHorPbZ%QVKq8izXF_oDJfA<tsHecD=W);%$;E{
z#KZtV=gl;pcj!+^C>27j67$9?O;<)oytO_;hZKPsyWmUH3zuoh#IZ9q=#cOgpjnyS
z&v+E$>zb9NFS9TO1~Bk!l<oq9x_ECu7u7v}o@=5z2RbumyF9R1>0Uc}*TTT*iy>Ot
zuwedakS{l``6$x6*!<+jCl3KjFF(6eKi-Q0j@%gxwOhvpa6%HRgK;&ZpbGhni)&sx
zxlog*P%(?f&yYH6=CmKp;JDW#YTJs(AWn&v=g2Q*G$vt?icjSluds_>E1;%Vk4hEP
z5NRP!Z`)6G8>8uptynw3aH`fzE`|-XRPGhPt0hHF)#LsD)l+E3hoo;C-W|W$uT<r>
zF7fegzNGdM_KxAiGAwXLIB<eT5ErICfhTJB;T3qd;G$;^{eG32&4hJy?vR(nQ+Nuc
zNULAWW%gq3vT*0S8u%N%-kHZ#fjN`}#g~EWmM&H`y~91+`Qk!h45UA$b#L_PH)pnC
zXDWI}`B1$?F<1si3aTo^?)H=W<=sO03?HbdC^f&Zl#|T;UYqgPO3M<tqU}q#VX;)O
z25PTsvTgOIMqH~<dL?jy5k4V|u_n!N6MFAr@{;OCfN9+mWd^1d@H_YY5W0DtcN6!t
zV!1z^jYBI_6qb{gt+s2|T$Anjp6}^zgm@BVAWICjLL4uZ>!{zB^=({MZF)C(?GTJu
zsaw$G)g3lbRjoh>Ef=VoE`)MytMo3_w+8HC8n#=L<yI6A|Fd1N|H%KBW-adrq%tC^
z)6DqyYvdn16{l2r>lK0_h9#6~A}I)KLYzd07L+9YH}x@YBs~;xis6L)^B$ug!3qNf
zONc^q`mXcb<;=bU5FI~9-oK7vXp&mBiZv!p`Bm;Dei3F5B&e8jzmX@k0YD3mP7y6B
zz8Wh<8JOJ*p%glAjJ>vdEwdKKVcJe{g*Qx!c6cOaX7xg4r_wo_5^w(8TSsaf>)WEy
z%vQYGg5lRFy+;kH3L*fl!4@)<n{c=jBPCtdXvy>$c`8wA^6cWUGbqB$wW5c%Cu|?v
z=m}Gm{D5Zp+mIjoUPD{@^Zzv~8<3eXZZWrvEm)ihgZ)`THUazQp&V?9jDbQiS}*d0
z`L$DhNY|SKkk;@SFiCq-X<-;^>COS;njZGFdrbif&;B7WaFHYnKF3kGo&VW#zvV82
z+$YJPBKNdb7q-z~KbfNZZJ{KUG{NJeE!;}3x;5ig(D;SwZynV7pvbZTtHM9#e!}K2
z^R7lm8>|DfFah;KRnl={3|%jt!PLexT?N?noZ|eCKb*u%qk@ihMtyyKM}6+!7yHLv
z3`k%OLk=Hb{84k5U#ORcJWswnK|4|X?u=3mBW2r#7kDSU``>sLxpwb_#nWgfoX1W>
zpH3P^=NRlHRaGaOGF*fO;b(n1W}7CCJu1ttOkwEnaF@`PO3mtrCFb-D3ZzU=w3DiI
z_GwCITZp*?33QD)27A`Jf8l}_C$=>9oNFYpm-cqa>D&@pSeC=^%Kur)et*B7q?Sso
z^7!85dY@tbygCNVLtb&UOE@g)rQt6ympABdx!{~p-&zChgR`LE0ib*CobHUJGsRYY
zxQrE-Z}lU|rd#ghQy9*W%Y=;u!K}Pzg`Bl(QAdK*&8dBX{*RxY*VEW_mZ#NsoL~5B
zSM|O5zk1w1VD$~vRvHd({A{<&&C*t{!jU+<A`TLizgFU8q<_(1`p%?oF*dI?yI0Es
zJt3Nj36Tyg%P+(*Nvw-3CQnc73Ap#kB;H_JA(j)r`)q$-f@kyda>k~TbGtWhF<H>V
zOtIO{p5gUF$=D7X-AdmWe=_(Soyy<BftIf;EQh+VX5`N;^rJtoXvLw66~SMNhOvGr
zg8WhZWz2OjInUo)WAHzitkovuca4x4@cXvwb@x}ahQj*DEQ{=|Ln9-VC_R~mRCx)k
zOGp*%Zyj_C_&qD!2K=t+HnHEjMbD0njh*wG3sbNTm4{GX%IFKISZEHWSpX|&S+w0y
z{aq$FUb!dTh+K6VbcI9fG$!q{o(CyW%>l@_OuiU;eWoO#<C2gPEkeBOrBrUaqenF*
zrz?Cvc^ngb$9;YkhOncN2_@SM3~-IFSvhlV)QZfOW#xK+Y9KLw=>r8wnEN`+s$d2g
zrmW3leB(|GGcnfjH6{a4x6v6Jb=vU^?<KyvH!cDexa$ebnwhtXCmW)wFY005rh#P8
z6sJ~Hn3e@}jsv?%NJoBrZy7tjl|i?_o+;xT+4x2cik-CEh`lO;vPe&^xY6N4<mN)o
z(MvK;zH8ZBhY)U0vPqOE-=3U`eIuoRbFZ<%*tZ9J+bR)BlVdQuC6-zw@mj>z)QFip
zqRk;j^0OWCSxSz{K2XCMrjyy&(VDbgkngF4P>z^K9qP_LIJ@8Q-S~1{gub>EwxV&l
zkhsMCWWRew$s@S^O}tPCk3K1hZrntd^&3mq&*vLY;i*Ml7HkO)xD{XM_VBE*+S-;T
zAsq&`&k%TiB~J7zP^qo8Xq^+zwd;4@rW5w*^{2=#sn@tTNSxl-ih0nxajz#;F&D+&
z5ClO!r~2Mu9f&Ovx!}XcntK{^L|-X+GZf*)=V^pcTiH-mwy_4vDiXi#u~FIR8ID+3
zOKrmCK0<RMpXYy@Gu(M#<&N9wCn|wT2){6iA?24RC1pQJu}-%?l1vR<l48R+=MFSY
zMeO5f%~jPXW-Xj+<aQ|?5@ylbLCa}j$_cYsh`oz#IpKgsws@5XHO}Z%B#NWX$|N9b
zBDG4+&WOaR$wO;+9oDJoLT;%0<$Fj@K+gtm*+YU`ccS+UO4MAmC^Rw1>~Dy5q{1tu
zp@Oz}xp}nf8%od*r{?-T3QKRj6Uzw7@_$%k3W|>=?xpR|>GY+^RxVBT$MtCFDm<be
zR+Xbl{43?*4|Ed0ay)n$C}CtInlkx9T#c7Cn#+unf0%E()#dq|H`C&#64#EwlTq;o
zuHb#{H5x^x7p+r0R7IJ{SRMFow*l9)r0Ljr4N>{?f+h4_AF2AxX3r|*@`|=Gkz{Vl
zTLnbrn{2c)Y_tX?xY|PHdZCt}Ts2-fNEI)+95eTYDe^-01_9_Dz=MTKOQkw#2($8~
zw!x$B)x#1ApX*VP8&sD64ooYRCz09TS!tS&(N{bnlH`!+mGw+@kdif?vIaPf|66pS
zS_jiKKC3qinv(Us0*oG$nzVgq#7n!_4EGY&GFn-@xrHVl)jdFTJZ%l;9!DM2q#rTl
z)vR%SzqHk9L|iYoD_B%)cAI6Rr*u}`#iPVZ`_<(AVIKT{jo1EJh5x5L_b3BNz20Kb
zIpvp;JNL;qRYR`;Po~SnkisQIDMFa+cr<OH-FwP<pA;Lm2Bk0zGjKFmH6|#L!4Re&
z|2j(&0fo05sPKY!Dvi#`iWjeY3d7@zmYO(EP9N*onAMOlr#kwSA1{|106Uu~e!4Cj
z$4j2YJ!%N^oAMv(y~G6HgQ;?s2E}$1;WlwEJ*eZHaIlz_+p5!^`big`*-EOqR6=ee
z6auW9>0BeHw3Yd}wH_w6R|<1Ac6vQPg`Cr#a?`1mPaJvZ?Fmklu!P?_34h^kTrKu0
zR(F(JaF1c*X_GQspHcIeA;80b(CxIt0J|#{IKe9rcEKzDDEeDQoz5zwwxe}J&C8%S
zP8mEp78TdeqGgwdKsQk@#P^|>bOw;FTq5|a`j>9cPf`t&bzUwVhFtJ6m`$VVvd5!w
z?jQVSHA74ybNIb%(NS_*Q<X!(Mr4j|F&9t6o>uy}Me7v#vJ9m7-gCu{{R*Z{uA-&`
zIw#g)x>~GPfGfb;I&jG=^J}sfVvE5Q4gJY^xoGIqDLt#@OEs|n6<``-6#>}=0;AV?
z7e!m=Q(8)t;1?YU?nWKRBLkaZIW8JaZKWbqF~o`4QDAq!3D@DPC*CrU!b*y=rg7BM
zR4VO_!PM@^kM{c#M=z(!R`qmY?NBPqlf~ELp4QysbpCD*OrO_W+APb=(vcg>rCE-t
zpbBL(`IOV(kh6p_raOT>G&I-aPZbb9Iz28PS0%HI2m~{e_R$eT@@bf>#T>6?uviJ~
zYaBOy9n*)~Bo`t%J04E*#*1=iMKIRmaNOYB>%}=td$Jtl=goqAY}RqU)LaGIZ#CJw
z0_d;x!CI$YBJf&cTw^;<R4wfB%Z^4#3Y@!_eS~7C;iO)2FJxC*LN!nNO?d;1llJ7>
z?7g?7@<?iquN5j9sWZ<<3<aVk8W5^YV^vmiH52#j)^TuUiI?CQUh9;XKClCdyUhTy
zmerd4t}t<YbN+4yj{JidevvP1HMa?WU<y7nv0O%&gqkzt*BZ^#RIf)*t=<G}ur=dK
zbEsU>>UY||0#FHNWFti#*F@?jjBs4Eqx>K%Z>0jJ0<`G0+~~<PF)>Bc^mi-mzrhLm
zm(R6CzTHObR99@i9pXmuFbKXQ0(Fwk!^(>bkA4Im7$Bv-u6Bu~jOlESW<+p@e*ck{
z(m;6*S~)-Y3Xq&ts;#dd<IZcY6iQI>>Bo9IOIO<~B52d-(UW#l0=Db099HSovG=@O
zKcdl>4miY=-&)$y)<W(GyV)KUbTcUmBv~BsMJgW}?A<($HT{>iw1yJBTECiATt%H?
zL~%EP-xUDIzcB4<$yDn6eB08G5Jd0cU2WHpYkkQ<`}@@IJe^5CnvH)vN(ajP3I_h<
z_F@qb5-<ZqnWu*0!IWtVh=saB?o30SZ3<kl&=h&D24QNNOZn~d&?9IlniB#<YAT5s
zQO|@{^7*)_qlHkBcy%Xb$>!MGBy=mb?*!i)BxO6tL=R}C)iceqeFysrj&(uJ#P9<5
z2`G;^?%Y9ZAi5~Ajwh}FAxGSNL<`#|&sHl`8eqd_tc{1AX>^r4>aG%Co2l3%Y6_0W
zLA4;amM8E~_G{>};%(ZKEEaU0{V6qYA~~JG#}Rv4gYe%L75$M+gfvPu2)`_`HFIg3
zD%sB^hV+B~WLXpoKD%7$P4`aFK;x#e!PJ^;Z#CYhW83FQ(zWwnhg}UPdigQMvGwNW
zlsnb$TqMF>vCq>i1%K<{ApvtE;v|D1r{EFX{8{x57v2uv-aY>_;MO=GMrjCSNxrT7
z9&-I1k<I5%-W3d^z2GQxiu*H6S>PFF-<~JGU19$>O~77H{-rjc<ZuN5J%=_ge$D&`
zh9$`+ihLy`Q_*->@VdgYzDFdzk{nk6xSwko`rV!a8YSo@hp8v^GW4LEFx{PDIsJ6t
zd+0I_!swD{26l<G1pn&ud3`A03@Q&_jHu)`oPGXzxQep2#;gA#u#LX$gz3(u)goEb
zd;o3GH`c1d_X1H*-x;#*<4axcWM`Wa=V+TS;0wM@4y)sj7#SGRD!WH}!|=W?SY=1u
z>NCHZmOP1IEhav9{(j2)+uLPO3GkURxG2)H`@SYGc>Ts1V6UubVRFi5*Vi+5e#vDc
zGRchZPbjV_$f+k+m(A#<bLbK#0Hbv+>ZI6yj`UDdw~fJX4D3{e)whga#A>JgdS(pd
z?2|$4SAcecm6mhrD$oUd9QxPK6UR=JScpM%ibsw?RnBE`^%Nl%Utf+kcJI=J<qvN@
z47ce~J%;_n2i+8G``y&=kAZPi^PA0}F_d6V*9wHHt7U+$@{%2X%2rXkn`YP&b%)%X
zffmyOu0()CC*nH~O<#^GP44xWoc=g7!|P0CX+cQkoHTT6Jfgc(0}EbK>C4QTLP_Vl
zCa8N{${UP=;>cYePkqkc#WfwqdQ#lm_CD@~J-*1DQPqd^r$J~QWP+S};JW&FNkT*o
z*b``W8|_wl1%MzoGE@qAk9KynBt4rx=cDX_TZXuD054Xl`$&;e<-Jz$ywFhEcXeKG
zVWj2!<ErYGdhh87RVcs1xz>>5GrZiL7TV)IX<crf1$v<e-H3~CVE+4H-tNYg?fvzW
z@B21+@osb9v!nYTfb1=4*|9ev?-t3%j6N%a)IX4D;&$3#%I{<@R{&R+<DDItQd#&)
z{9{(dm(f|#xA?_wQ!!=Wm6w^rjk?XhF_j|}dRuYz*7O50<$49#eK6ysk7P`!-&ag`
zvq~wM>qF@sXalnf4P=GW{ZH%<t_Ma_N0^;8w)nTj!rMinUTPt;ZThn61czLUR&4y2
z-^Wm;*jC{#={@|`b_KAg=RG_r10cX*f<`yD!B*qBxLSAFp9ciHW2zRcJ~S(^8-~at
z{p9COBHRaEWD<}3Ghv5cm?s7QYtpVisoei6)c+U$&3_dA<4wCmP`<m+odxhEjz(YJ
z-+9Pue~DcA1{MW8hWD7<odvx^^S^Y>6J(!?et8*lbM|f=_-j^a+=z)mX+}^6m5dh$
z-3L93BZ<(>2$NHO$3<Dz&?GCxrHf6wZBZ%`%OnqSD-6(iia|&Jj;BzfsvJw3&tRIW
zG75TvotOsREklk!v5Wl9Uj4d<uCGm12_&uSJo7@0!5*{8h@)c>qBELjdYJtrZ<3;T
zA$U|^bPfP`L5u-%<pO^}b5hpG9?a_f8$0OQE=-$Z3fJIAH~5S_!RWY~_wsrz=P!h(
zpB&>qbmVB<Yg50`xr8-7mHy458Vr1sIdR;pw$XW`^n#x6>?S&<PtptT_#&NnOh6Ba
zYcagD!0Kx@ZfbDu9dilEj*0BwLn|<rSZSf}Ot6eQaSTk|U}$>ptU>Q{lwT#OcB(V}
zx@DY)!6Px5XAc#W&Jd^eyJ<bo)=YCww(^F>)YQ$gxeiACOS{SX9dI}UUll-dm--HL
z$jS+A6}pVs;O0^6DkRK+u%J8~Q^bC;=4~=1T!dWhoLPC_GRb4eG|Ao@0i4jn^k9ZY
z{<WoH|4|q$#h#sN5_oGy(ZDbB&X-s20P&=|p^EE|Uq)odO>^EQj%Q29t}DxsqVp7j
zb-c|jD$M*+RF4XFyV-ieP_hlhnv23-uIVsG2@_h@7v4*1DC-T1egk~Dy^sf||8n#f
zE&usmxGffu8=E)i<s~L<O}OuN3yyazHE#JE2Pf8VD7vlg$w(@xg)9wcSWjvKCyi%x
z@D4y@`B=;esZtmcQx$tE3E|Co(-)VoC3B*njF)0Z=`UV5rV|sBzW;ah|IhY;Hz*87
z91CCUp|&~W|Jr8#huH?b+yWoqm1F4K7_RyexfW+?>=odS2k871b_I~8vj0bI@Y54v
zxflsQk0gP}3Cv7$I|wN=LeA?RpS(;eJh$$1eAaOptM^_rv@)6$e|>?5=>qZjQjWjg
zJt92>ePr%k$T{J?nfBV@z2>2|ZVl=)_U7aKuL(Bpwjf!Jy-eQM1G-%LTYSzK_RkZG
zQHsivv*#zn)Xd?9Tv`{5&<)IuHk+e+4G%$mX;ndQ*P`R(tRh%>4!~OwT7%kc{YzzD
zYqFC!U70mnkSe1y)3gFX{@M04XJ!zbHo?GA_T<e*jBxBelko8CV%9Xw?k8=P?&T#j
zoCYo<lm%J*l1ylKB_w;1o%U?k=zU0$gC=|NyrSf{Cma~x^X%E*wREr!ZU4p#{P#c_
zl}J(6xVs@VYxY#C@;}K8Dm67p`zzueuBkfNFA8XhD=^0l{csaHxb)Ll54#TXu!CSK
zYG5W-@K-4~h6ZN}pB&-kT@C%wrIx$nA%7Or$q<Py+XP=awJjPMSZY-m8h$;T8<@?G
z{;EW4Iyi8ez^^~ocQC|t)9v<Jxul}t@3-3iS#0_*o&Ue0$@zOp{eQIi=@s<1A-V8x
z;`JXIqt0qpL8$jiW#_BZXn%bwmljM|UCT6pPTgubqFwsWueSZW%pOp%TU_cyH(k8D
z<hIXhUEb}_5}}y8m5|h(LGmsDC^;}#MUGi8Ah}c9IR3_)K}RXayh6bV(^oRx&;D5Q
z>BntDbly2Uoiu5se;LDW)sfKhz85DnWPkt53;gdC6PJ)HK>pe8=Pwdv_ew_}@9LyP
zDp8Eb&W-6LPFLI*P*G%KPI~f(&fh<a7dR0AKxZ2H$K>9N;P=yYAJFfTpCH-4>ibe@
zsg7F<q)1uqY>g6`YdQ4x_<##evVQAe+5O+m*B}0Fl0TL6vw;Y}1h#*U^C4yN*OsDs
z%`b88AD+quP!Yqbl!RS+V9;B7Xr1~|+8OpVW`#{7^c=tF{a--uAMySlhy_$d%Y$k|
z3X{uC&10{|OIC?#XY{Q-{qUYC(7Qjou0gfq4uMH<6k47*V=td1(9|W~U95gkW7lo>
z{ZNlVa0<n>v}fly2^UIm)}=}qAn#65ywwx$#g5&<UYgZ~W*POAJ%Q{Fk?L-uRrb*G
ziwkDAzD^i^xU@>X|Fk@WScU8gK>i%|6|?ncsJ;9__4G(e6Q#*8wt0>zXO}ja!ZWKe
zZ|W^E=ZxhRN+pk%Ru0T$ui27V9B8Id1x%6tIRLkae;0IV1mEN3DL?U0TpvOmhSwZW
zVi|_c`nRE3>U!eRE#Cm4pKC#hRBlpq$hKA{>3WniY~36?KC^xZsp-v+jehtXv)iG?
z6`)I<A0>fs<cc5W#lHf)l!Y=qygf)&0)B^*woU`fj%P8HSS~?12a^`8oM#32<rgBe
zL6bk_`g1*~=v*iQTDEOxG2=)g*qP@e#=ft(i&x^5MuMW|4P~C-c~X{OZN>cdEX^s;
zk@3N9i^pte(~6EMTnfhOoAJ$1hUJX+IK+D9!Q1&!eg%T5Jfm?R3{5*3h+}bRZb+Ac
z**C}_DX=)D$vF6gArBRaUGndxB>%<V|F6tc|K4c-=*;!k*#2Mq3{3vJ8kd#_0)~FV
zGIePeh5^^5gnt6pLY^2BCR1R<6~HJOx+#Mxh()v<NMIb6q1_cgs8qJy=s?7L@%W4y
z9l%wFoW-0w06pFS9a;ilt>-=OJRdC2&g<^IY(fCu=*{%goGAdv9`_V5JNW9lYjro-
ztZMiXU5d5qiDu&?y6CP0KH9~LqU6}#d5SI%;<aXVGcZ?L9df-QvMCg8UCm&_Ic%l8
z0EZ&NE<C_MS0$Blw;b&WADjcb5e;Yxz|>O*ei<3JDsE?dLr>1*MsKe_VM(pu!@V5?
zSm<#>Ss<-<%FE?J+BrQ5>71tcyKS?>Q3{f0lE`9E1VRxUdX%3f?`Bd(SeV5U;^4#n
z37N2Bi`R2Kdd1+5erBi8y`KIAGwIk~N%8REYnBWG!xC0YMI$ThC2x+W@y_r4ANJlm
zs;PBr9}R*6f;8zRL5iqI?=>I-D$;vbK`9ZCCP)iKdJ_;-l-{KTq}R}kNG}nPj`WgH
z1BCcno^$s8wtJs_@44T1f8*XU?)`(on=oLl71ny^GoSg)XU5%b?{<!hI;S8<!o#+%
z`O-?B0rL#9w*$0o%fXZ$&mqH4^iS979*&5?Jdcv}NPGH8r*=!ZJeCV^v^Dh1hT)Fp
z5@B?#`8$<ni~H#p<r&bqDRXCRKBf!%;3p!FAGF=<`})fJ^!Yk05F-(`-Jo9Bc+jd!
z;}${ENiPP}okx!lMipZYctKA~tr5q}kSU`|SFwBxe>mk25DlErg2&ZCEM>F`MP1=~
z`#T$>OZGEmkn&&n3iA=sXeHx%`Z|XXC|$^WIB8d{Txcyq7roQG5uW%2bLnWJWo2``
z#s+7GhJySm2o?`UfSx!?AKl`QJ$BjmORMkNw5!Ex*E2!xqXthP0XV7o>EgV#XGOh0
z=lv4c`W=vS*ZDD)g!s!U-NRBpKeaR%zY^vVGcLS>KY41kD>h-|14akOBi`G|EmAJj
zq#)zB=w^l#7!T!X(fId4Hkn^<w`GMfc%1F4z#f1ufSUif@e3P0N)=%p$`11?%xA}6
zNK*#6qGpKDC0S_|w&GH9Cf9JE;B+k|mO5CT`S+DqKdbdJY<<!cf>TXEi@nro3Ff2`
z&0Eh=u6ET`Z@Q&<pYT8fy3b(2<FW!JwwI!H)oQBD7Qa0H49Ox7I!2*rQOa=_r9%uD
zZ?v%k)H+fF``&$imfUo;30xjCG0Kp-`+#lf)xi}nayO;{kRhaCeKMr{IUqt`Lg}V0
zB$mfMkS5sVUEOk>w+wb~?7!*PCI$4uRN2_zWsczYc9AqbEU1d;y|t*ioYEEQ=uZLo
z6?k*PmIByWS>7l+@W1R(^9F<N|D|;BJI(dq+#vqr-~azy@#bd<@85m>XGNV=QN(%J
z<Z}4c;#^~vLeKBEDOL{~s0dCQHD}mFjNZ_XOll08wQ-4DX;bA$e0XrdU%qJ=zC;OB
z(k(E68y-iAz8nu;;ShST1HlL0`2M^4@QNhSiD7)->21$jOiSTKVwv3?8tjow#E`w=
zM#rpOjvt^@0C4(5fOajhwzI@QwFqkZ1B9f8V?K|dce*IavF|M_hKh;~tZVCh!$y=C
z6`pBwNy#<x#-W9;oMrjw<k03DV>x3R5;x^JP;P0YtK}Qa?{6BQe}LQxo>&d(d0h1u
zzlLD4j0SU$W=bSO+KM%HG*_N3)y~LOWkBM@MsQGUK^}H_c~KL_R57hHt=3pkTth`c
zK|!oEN_CA8nOP&iiqk4b`(-#~o2;Rjo64VM#P@%j^Y^m$*U)@GQ1Z}EV%<df8`;7v
z(Ymy9QD1NkcMNpyW)L)Bpc3Sj+E{Gr>2a%JY=_3Mx+1EFqn+RpaXJ^}csd#xeiLUp
zf9hc0Dz#WuGhJq*RU+7-p}^%1t_;O+EVInMoSYu3h~&C#^p4Yg_46~uqS>HoEn^?>
zh+|3aod@AhUU0bv>(hwe6(v|5H6)%F2)F92I~dE2%`_8#^R&ZKCrKgSSFomsXGBg)
zvSim^YJdqlqK+1i1Lu8Ia=%G){|edDh`yRYc({KTxUv=Arh<jy15Reout2Ph(LPm%
zcLxC2(sB*R1mwIZUp@@OO5DCG%Jo$V$9Wp)FMEn-mH;Xd`;_BA?^3%Z&ZQBmJXU-#
zO+TPtX-q>_lVmimMF_Njol}7`S1&069jyuYW4iYX=8jNuto;v=k+-X`al5q;uft8^
z2i{s2D(RL~7h?~ji$8k8T2UuWSzH#@hv;~Nsd&&6eJNR+bk>7H{3UD~Wtglo(38Ji
zp83r-xvcw6?jt2Zrb!ptf-VKsMFnt*@&jyr$BAL!zUr8mG2_+esx;&ch_f-s3f=M`
z?%B9c+($Dkp-${A*|RdH_he_AuP?#{<yHwNHj*kZ+len0dlAH4=jTQpvV>)$BEM7n
zdjifyN|jHrA`3Aoi*OoyW`h(v_K<OE;cw*_b}q{LsGxy0^%0z9jv3Cl2|emXuDvdJ
z%lv?f!8Q7$^N3uR-zdS%kcIbxWu%v3u&gD2Xu;&YvM$(RkV^^0g5s5Pi}9Lluy^&?
z*%G79x@c6}*1bziVI5yedS7|5zCGMqOY8KP%Z%tjqrxfxDa5MyWM}f`_+C&Oxv=0|
z0XQ8+y?}@^nAE5{Ar9S#6~pzT660ka{p=xCc+~FE+<cHush-)8b_Y9FZW4440}mCD
zl@nbe$$jsvl=|-5M}?y$U*2&7qH`3AzwFlk859#(^%$~CJ_z3byhYd8dT$<dQ-S@1
zO{0^~ZH)4p$c8(~(Ju|DTlvQM%0Gs5a~<-;z~VFg<pf&gWrrAAqvxIICVIvEc|Ipy
z`9QuxOhg?t7?J3sJ120lwjSLX=j>e&a9XfKI>Aswv;qxXw6IhLd00~6?DDWxdumN1
z3-y8PlX9PqKc?HT2WAWHq}G%KG`P>rGOSgVVY@VIVzsKxk#^O@m-g9L(r%F;xPe38
z+vxIRK#zxd<YI5M&Y78)OgQn2yb_9v`jF7mJV#L(Ip@S=H^VekIVJPeF*`vk(prU1
zhhVa8xtCIVM67K{fjN~8<=7xqVrrihx)R*<cz~jD^i0{&M-g)&V8PcwPWMh#Lv?MO
zvs-y*fKg1;#j=&M#nKY_KNdOaHP7QD#u`jHz6pwZJ%EaRi99-c1!q9z?WR*`eD2)Q
zsaG@QwR7a>k~CV-`2r`fK+X#UT5r~4WNWr>raPTo>e{vJZ-llr(GAP;S@TuY>qo_f
zUv;!jn0}8O$*X)icwSvbt#p`=9;HzcGERV_X4mo^C^!;x{Pz*!&rySrvK>r4h|?rh
z*J+jF>ZEsPvDVC@fD?9AdZtDCQQ4nB-nr*Ejuxp(Dxd9Ax<kCzp;s(#Yb!t)Un#Oj
zQI9g;JArjtUUG}2>pUVUd|YtAAcUZRPeD2kHgJV2v(%oJ2I$J;iZQ+@>y_Tb7cq+K
z#j|Up9_i$OCDvcb^Z%Xi`Dovj?I9Pch_63?TQR<UALJpbOq=lKRU6A)-cr5WOgA+Z
zh+Qpj`G{j3AR+VWhWg40hVI8yyL<tga;Bqr!diCXHm8swtRwB1yPmO_hh-ck$5(LM
zSfl2gOv2h9F`)jaJBvDxX7b62Ti_(!w_Tw*%5~rTfA?nL7q0lduF02PNjaBWGHy*3
z6+w!+Dn3yzLG!fE-4&4a%~vh3*Oq0b<*WPLa`MGnjUBIa;=ZQP+`OjnQ(*qfL;Od$
z1bSwFbQtynl*X%hdZcHYPBuHqiT5dn?o2~|TWDwc3&3q-k9UEM2I=<u%3UP_)OeN&
zUHLqMKO6dOF~)rD+<*N+)&HCSG+|dBHkA3>9V9vgt2H0iGg2#iW)H<00acE{ck@sj
z1N>0G%k1~AmVCmhAE4lH$QfxW&=u7Jl;|I;;%?pnpvir78lDV!dSk&honi`4&jsJV
z>Io2*=V#9nA?Pwrz~Dlp6^`WxCa)BRXZp)H{c;FBcx!ts{^bBEFs!8>NSaEn0{vES
zVjqpcn+<%TC$FWSzmb?U;!b++Xy`eK6dy{}<m3wIs&oYlVas3(B+SF8w()r7Kzi>3
znmbMF#M97lgg~aheA_VcKfq2useVsr0DNglRv*9l19U=TnCGJ~(!dL!uYxm_s*6vz
z2Sk;;^`R1~_#O-FtY3V{0N>*)3y32d;6sWp#t)U6S4C%hBZ}K!Eiv69@N#5#7?`i2
zECv|^pVjev<ekis3N}jp2CDQJt~-egpa%p!&>UAV;aG_~Vv^b6-p1WGcaxW=CyKfH
zzn^_=ks>T1Set1iyN}I5Pu)Rp@>%7ZnzY7|n<x>I5_C;Z5?lJE9;|?gQOhW}t#*;Q
zN$-=om%?HVuH=^?Z(hnDlPR#IQMv70#zGhTG0V|8DLTV<ZruwYJBITQldvK{RMXeF
zusw5WtahQdF@A|256NS4`WHEP2~jTdp=W!he(czHA3a4DVh`bAW1Q%|_7~Nu*GM_p
zecE?5C=>}%l0|6|egashVowdU!l6k>*^NhIb1#qc&%%Ak3BFw($N@dK5Un0@kSAS#
zW&52XIr%wX#2vGzi;R!%LQ{N}Wwk%fdJ5bfEa9xHMt7ui_SP1Uris1l-Sx62pZ6_a
zv*@+UwOoUi^G#P}mL$Bt&P9#XGw{im{{R^;0hG7jW5e-;lWPodh(x#Y$Nt|fzc`f0
zwGi$CLOXO*TGm=BOIh`xj@XD#I{NjBC#OvKwx+Ae!2*P&LG{Iair*gKJ7sEpxGPll
zTvoy*>uc;=Ke4TSf+c8$AufzQ?Es&4LO5;_ibi!AdR<6yb--|(%#b={dCpskP#0+3
zih@4uu=g9X++{a`qfX$flm-n_nAqm$V5Z^CZTHrM7CTxOfe9WNqiaOgS1Cma?)dOw
zun#obPj^K|j?!@E?ms}6sk5-UC0Vu4O*zQGD>3$=IR2eb<URz7Jr4zlP)$r{CGbej
zjaPoOb3HzEohXY@kE(5ZfNln-AEsY~pK}BFj}UqfYL!gWTI+a2!lWw^QD-2!UYuSy
zJ9cC)^6lu&Pj{K?DY8jD@lWan0@HTyiNa4|fK3x~EoCHh*ANFhW##~(3G6np3lSxa
zn7mebNd0jU=q^}fC{n85F9U>lCfNQ^@a<r`;gc^u^<GxsL_lE1>?U`wSAWRIJ-d0N
zH@k*`B#Y;PLrZM6mR}_t&j3u8(uh9HfwlSQMnbMsZ|_eZIj0`ut`VkUHFH|BeC#kW
zDfSr-bJ62skk%&qS5WfNNeC{5z7j}niUH)SY78etIEg_cz}K2aIcy!b+3mQa1J08s
zY6$xB>H?@XA#)tLF^1eHSv`jc7d`b=J4_u;uZ^}2Q(_G^vZl%Z0@dQ3kX3i0Lj_mb
zURA&}e#m$oL)i`Mao0SSb`Zfg65}Jh4$i#s%77I~BfxA8UIGD?<(BAM<}!2r$QMj9
zTaRnvp^rFppeBp*^q$L$tzHiMXe?A~oFBo%$GtC8M>*fE^eq9^=wV5)nV^d`EizJT
z_mI%N-8Cp`4=sL(6T$dE$=&5NTW0uYtpn$J&$ryt<+7@lF#;*3U!0|CaLxDJX;aTZ
zww;;G%v&3?*I0W9y#jzRn~JK*VQgr^%r_tTA&7R2(RRnD?8qC5&-4<Pz+MDqmQhU-
zYtN}#?B*FljmPp5^|e&Cm}4~r)xiE2_oq2bkN3Ury5F%1JYFzJy%v5WMwQ)W*q{G5
z<tk7c{&NlB02*e3!?R)Yyj?F<=6vpfvFfzBQ^m1e3{<UF9R4KVGl!sewUI)P=g#i7
z&R0*?9{LqvF{{@IgEFhdc1Sk-SRS~OiBm~@tBu+TKND<=ZJrxv`#l-`OYJnBMuCuP
z|6C&V_c*I)<LNMceI~9{|BFXEfM$#Q;Sfip;dq9zn96ZxaIGm^v+(qAYeRuCjna?C
ziP|22HR!vf?Ne6wePK8TnwH~z3z!ns#r%;Y>PCJu;h=8*-v;782IXJY1@?8yA=P<3
zRs|+q&W>l=T}tbeTD~3TK*X@e?6i5$lHNx>uivf+aY}mXGh~yA#O}*a^9CczuZHl3
zSukbY<%qjiC)xeLD^Ml^4GD*nPql5HbVjqtCv^$8ONp<X005Ix=x=y}KcT=A;%2{d
z=%#|XXnvrbAOiL-i;pX6CrKu3)0S{$op&7y6d*1Ej|VN}2q0K7K%gu~JDq{j0ky&G
z4^Tup<(q4W{2!osV=Q2;p#`6H0*Vycz^Jo<7Ucf9AfU?)f5TtiEVC&K2t_t?vnK?K
zKfBt2{6-bW3%vk51Q#h!0i8PbBk0&A;v^PNmlgzHJx_dg_ydH~hoFmaEI&XB*PuJq
z|Cp=x{qz5SM*oj~MgS6v@gbb|6=^Xk-b#(5l@M&JlcJlw;Q}PqE1&;?;Y;4nZxuK0
z#JWX#=X0bIzYdMjBQM@fO-I`j4&qttQfdCtLtS^6@Q()Tx?2FqmiqorBn?5o_cX<a
z@Cg9E83{OhC+zJ8z-QssAt1c*2W~2iD7=+>9&y4@k%l`L3n<FdN#OJ1=;||a6HEMg
z9_$cclV2T-TzxbQsFbfmJ9B@4UaGZO?hDufu?+%5K2;ot1v7vIz3=`2HD3enx@1r&
z{<0Gpe6S-2Kz=&#=>OpvjBsO6!4HGKJ5kxSb0l5irwi{&C+0f6SPt+QZ$gl(7Q=A#
zMJWDiEi~MZb#T)Uyk0GyES};dO>)>v_mPv|TH%>O_uSwGwVr>-pfvv_gA)H;28Fo)
zQ{5dy5b5c^Rtmon|L^mt8!Ux|-n=%ob*Yl<QID760zbyOz#{9g_48zQU(~!sv62F`
z<c52aeIO4#1M#4R#>?$x<#vXc{?Ecguk=ytdBm7C1F>T7`{=E(#xX~~0Y@`-->6xk
zRl)SsQGzUGRVP_PgCVn9Q<;f`SyoIs!jxj%|Jr@^$MHiulO2v6uxw4C405s?`#o&=
z=Q{qFBmHarzd^5&aUnE&a$RTL;Kcm3#GXxGUCcDS;ec5UlblR)xx1Z{FO0kL8?~kr
z`y}RGKw@YHageUI0&8(zo74FT^T>QziM*ob?em%62o69?7pLCb9<~|H9L*ix%tpQ>
zpc|RWNCd6Yb$73OF(Z{h+GB1GB4!n*{Dlu4yf3(Z@@(_>Rq=v28%;X3A&A!)U>=X>
zHyBrR6JK>T6dbUW2kn=nMu0-rhbK?Q)lBO>OZdLCSVve>#K@7zQmdDhmXGk!47U!G
zsaf}TKZsI^Oh^c3rLYHjCsJJJ&zO(2W3}prZ}K!ng3Z5Fbq`;aVtgblWFo4qKzqQ(
zqdv~p(Ug}rIeV+PM%DG==ZwZ@%~9i)IQCRZ;BNm3URvCsICVE#En)!Tk?;fo`I6os
z@Q|1TKfi1O%d)e}VdE2>5*vv~6c0R4{oq4fIb)~q$1R{t{ke7EeubJE*&RN<1eq&=
zLd^Uc8nn-(@*VfhZ{T;ydi#X?m)E~7Gvx-DFGvl1Znt(Fp!13V?G1$cNsr-3opUUd
z@|4^&`<G=<){ihBq8<c-x(BpJ4V;0=STUbPicCuq4@)Hw33-p^s`I`PL0sU>`=^n%
z0(>(w%Z$q*ilH&e<VC<|#Jrq^h0W!c_zgBOj>tB<egT!hr)B+K6Ex$f%Nj>3ku;ve
z>l4NEV^;yX<+Qo>3Fj!q1>b0|Q7`^P`uvk@ugA&u!j}-wORpt{-e>64RGh6eixG_w
zixJgRX4KdACr+nb2W6h{Ctm$nSGbnske@zT{p7rGey1RWX;ss!mdoy@18Z1G%*9Wo
z-RuWMK-|CR^*kYW^>E86*X}S$u-r*#>Q>oxC$npWvic6NHff%)1*3!L8{_*t(;_Nl
z0z-ANt(CUv<d;}lz>Mg9ykBC*gvr39ek{Lyl#8;{(622DK2yKeL+fXw;Je!V$c-q=
zlS|L^2nKDzqT@K}To$zqzW2`#JvhGvcR5$=<AhA#p*16=L(rZ1GiePKfCrE08R)2l
zA_BDPzH=Vt2Ue6DD^2dHRqK7Scg6YZHXD@HP|nngGO`kRsTSYg_&B)ftRYQSb0bmK
zk287IZ(<Hf@9gX7BT-O|YcS<MHI!c)gHp(;gPyq=s+C|FOa|vpZ4%iIliRNQTF*Sa
z?G-QWC)W2T9VXp|B?*r3@OTjeE}%TQss8@XTX>N(&gLsPHE*q(SQU+&uUkcTlx$EF
z=6Bbp2Y2DTgTBS?q>XG?<oq`$ocz=y>RLy0M`y*+4Ye2;FcE>%BY>WZJ!Jb%sA`)?
zimBSI$@>E#8oAT4PDh$nSTCD?-p$Bf8Q)u<VKOyIrY~M)$Cb_pAl~|T%uU4-!=eeM
zxuYh$jbkwaN1CTf$T{ypV&1=0F#jZHu+;Gp{Q-)1&jf@u^Z?eGY%)a@$TP!xq=(=e
zk?>Uq1vc}4vorpk!tIy$0fi<tpe9R&Ssv{C0F_@{=Y4|(Vj|a`37}YopS=Yv9e(0q
zx-s0(Q;7U|3RVD)6LU%Y^E)8lyMMe8Gmj3-<EwRDr)BWf(UQ)Zoe1Qvx_j)=BVfi-
zfdUnP-@uq3pgL&cU2UK$@Z0(?^4Xs!3l>`-<(KF1Q3C?8gN^6DuWW*#(ow|O;z7@(
z9Ph}}hU@8e<An|mSra!OSS<$|RgcCcU{T39UPf&2LV&=@Cei}Ap#jhFrUMK=B7F#b
zbFo31D4)wuIBIG9PDtKq6C=4ml<X1Jn8a*2XiBu;d$(iO&3FAHm7hc`-dH$e5cu0+
z$PElML5oNYW7&2Be)I5AfxEA)K^dvv7ypk`S?uwu(0l6*e2eCg4s`dVTl~$T2R%f+
zm7`whJDlH`H3?U%yd+*$V2jh0?Hq>heh?5AA&=Met8BG1C|$FJloS^YDw7Y22(vf$
zD0Ic<_kp|^!evdfusRc0$M`RbzS~_;{<agVc&2gQxffHfxM%of#Qk<~EDhtxv173%
zovj69X#4Zjs~C!0t6h-M*2-g{Dv>CD39yFuxMi69bx;1Cd$pxg^6BxNS{$ZSwOtT6
zV>(5TtZsJS{5x4CqGexs$uChuh%Z8;4~`BIEa<eDifEp$<ZXoeVS<BS-_lkT{r6pA
z5x|=nN8LU{JNobyaqO1O(!;pVF=M*T21&y{x)?JT)AsJDQ~g&|$cD{pgedKx%+l31
zj-;5^e|nCA@bSM*JN-YPfB)ka1QbAa7hxUY5^7CJAPo!IZ9rKvquWyQ=G3YM&wK1%
zNSI;I2UvrRlh$33M=&_G?fu+1*DKRN>nD#9Q(LmdhHA3K--BL6#vb~A_dWGS@tT-O
zgo#;FPWxuvYf7HfTp;l?_-Rf<jG-HYx2n!N(c+r80W?}JFol2QWj}9p(!&6E5eA}G
z%aHl=0`!q?RfTj&oT&87yHT^RDIM?`jgP)w3$-+Y&uoE24a7A^o}j?S6M*BDh-|of
zDU7_T;Iy}Z7~LryTd*qMG<G1@*dU%XWIEMZ)<#2gTigHR1rXh5A1QRQr*11omCF-Z
zcMg^-r$pTfZ&rnvouDlL?Q{Ce#`1r*Aw9r$wTa_zqQ7^(=O23=eYhKkFHsyklYu;f
z0dXHYbJ)MA*_hhDel=o&Sg1RC%!rjaurY7Z=H;8-$o9jy`2eaJkaSGg3ZV0WqM0%F
zf6*rXQT55Yt{IZHs{u5=FU+2>0A0cdJZ+lCJSGBX&Om)6pRn*h%X0r(F)y)PfZ`JR
zVED!#pu>kix89$&Q_%6FpVEaoByf0bH_MYv`2K|wonKz2Qx^PksxjC?VE;uK{Qx}|
zIAc!yiekeU;_sG};WsT$#IBtqfiBKKk5qRHZb<&N`s--{mqXaupl}uY0we1g+v71T
z#u^?$S*JMzF^g^+Z<OxskfzA6<u9)Ez8V%4|3shnfN052%<r%hrBe|<d^jT$`Qiez
z6vH#I4l_W>@^XZUesY;g<GJdy=lEJtf<EkN$G}3gPFtJ&<=S|=sFtPLYL^SD3XIPI
zJ|r;<<1(>{XPGd)E7FhAq!IljbaRQ<I^H{Zs{%s0n#vUY=3Z$G!^6<m@%^&~vWrtW
zM&tWzBJBnoz4}$B$~DjCWji(Bx=HC!dVwqfT-jX><W#6^%M%bnG8V6K<p*d35SXrh
zJW%uGsH}>Zp_`(;L(RZ7uh7goZj0`JC41W)V+X*|TlKO(Ktd;05DytIZ!O{kSZ13x
zcJgrM`YZkv=HTGRzGZ2z>4*-ARxl+a=3@;k^L!KwYS${V>ule#M+{MQZ>kVauYi}U
zWmV_;C_5A>3hbJUI%#abW(BOpje0X@W%`Jtn}Xb`4aP5+220)LXYDpzr39TWiV}SB
zAqPB}3lJExQlO&XA5k#(z840Gl;>sepjK>5b4s3fJ^g}7-cMm@lZJ+7*ZSTV*<Ai!
zeUGT5C06e3E9un4*b<yLdN$1c>L~wKj@p~9x9HD?ell?z3T)5V{S~`Kb+3d!43SKb
z(Y_V+;R8X0?_Ve@pApyJ`*8~#;fw1|M^ne6dVi7h9fE<J_z%q}1;6&H{B~pAQefgD
zShppx{Wxqnr8=(AHT2@+Kp_HG9+vi8?4QG_Me~bPN4HHg^iL=;`QT-b)8X2~K9dao
z?7Fa3<1xQIf&(!!3sZz~0$QpBUQA~nxZbgKsdKbARF!8nH%q#LGxH9dz-V9Jn=xUF
z>7%>*7AaI$UAlIQ1Yn4eCu8pbhgXW00nXd&JCoeFHE1PpQ>5CRjQi4_eUKqbRS7+;
zK<@QHO)R%wKv&}N?kURPezu@gl~-d^4V?Isyh~;tp}S7_%Ev=$6H2AWOR#7YeoW2D
zqtv>b+KmQZ<wyVYg_TIck0HP3L$s9dmA3*9pdM6(u3uYcl|RaFC`FF0kGIZu{P78^
z-WuE`g`4MW+uodb==DcVuZV7S6YZl#gA->1UA=%NwDn0;MCd)WjC*!(^79u{ulp@U
z%ruWCrWE~;J6z6h2^fvKsg=3sTJ*sL@z<u94mmTxfRF=Y5wsA01!EEW-2zFdH$uzx
z@}$nq39-Z*Sm02?T~QaYOgtf~!Nvlb59pRX9VD(_hhC^ylZDVFMrECvTpH${${mnQ
zNGXvae?WQP7Z!@Ond^<*VXL!$K0sqf&Xp=fjH?*v&ciV6U-4a!Ms^^WTKwJhUsDX5
zcEYvNQH`GB3qL?w=)Tl~k6jmMXKr)3(t5jm*c`wCPnakH@{iE)f3QApuBKT%R?(Xx
zza`P)%%ZaRHD=~uSEDw2AOq%+Y(8)@Wq0p#lq1{wRTaub%Lj&`IM>135>?Fm*8?O^
zWtZTdE_v%JsyHGo;#WVh{oj2Vj;39LE~VHa4?2+h;)tY;U*d-rvEhIB63me8@ME52
z)R{L>L2Rvy_>SiUnzUtsk^n%1KA|Pp?f4lt-QmE|GgpxZKX<xIW;wsUR)FaI@w^TH
z7$11cN@NxgxCC>nv#-c~do3a=cvk~_JNCPd-m~9Ue}H3jtb2To4dpf5R=1WYY6wLM
zxak7sH5u0Mg5{|jni0#QA)0)_tsmo^Qw7zX27#{Km<?u;`t$lsH#I=u3Q&c?^VpKL
z$$gQ&Tr;w;hp*d*ugR!^NL#k0HcUkS_2E8&ot(vnRD`?pDNa0$1ragXSPc?vC@{Mj
zQqDVtQ+wtasxi93zH++Tn1&1Lf()Ji7FzuGnI6O6J85;kty3!|TBe*4+uQT4zMM2o
zS}&S>NrkER_7V_FkXu4QUX&uI*=}5%5rw|(8{M>cqxTLQMFe^GF_yR6W&4Y7pK!#4
zGGEk`(=)(~<mF#V1b^u5`18-`9`R0v)!n(X?`Ypho2==aXJx==tVxq$>As|oU5?TJ
z;>hT2DDktoJu!^4M(lNdUYUK?y4$FMdQ*OH@LNa73>!>CN=I*+<pOx@W%^=mX1q7$
zZ<7=MWAOS%s4<K_d_6fER&gfeicgTvqMmTwgEU*CP|lrkDrKD++8}-HL4wI9Z!Ax)
zFQW64#i#F2i{Az8KR;GoHE9a@zh1ETI}vAXY?ul3a3!EpP2YSt+rr19K4E!rod6Q;
zwogUE9u+jIMchei@FvV{Bnum>Gg21d<bpxe1wMn{G;sJ!==<$sr~3us6@ITfNtn;W
zB@{E@YpU@fqXc6^{|C?iAD^#3uMGt-5d7Wcp9Q}kpi{w;%vyNZ574fr7~<pzm`)Q6
z@+tedJD6Jn2=iK<z}a)?38CTjUtVevkG}rHokG{;qYot4up)Rp13voRChS)T_?mzS
zg4uzbW*zG#vi`REuihGcbzQuo1o8mLqW3Qwtp6N9!~TBu1hCXUAx)<g!vZBujzi#0
zOCWDoq|5Wb*l2tjtyBXB$Ar|Dzv&5){3>E5e`n4rCiUPQS^%%SrHgOs0#uo4fj2X1
zu)Pav;aVb76~$oHY3}BM?`i%10?3X=CG}cBz}_lR=bN2J#w%j&N1hJ(VyL-DdHHJE
zJT=_LhCk!d`cq9#tp2N%m7oqqj1J>6)}w$yt5Yr}`%tC}TC6%x&xei}E$cZY3fi4k
zU{!6UyxjAc){Akt<cV5guGRC}3CL$jS#Pf+V16?^c7KPo!627Oz?~_?s`BMt&|pHp
z$W$PVcrF$fUJcAao;|sUqO)4Cdy2oh;nlnPM!KPgw}Yl5?VJCU;%Q!K*NOt0KNeA7
zx7&$lM+YCK*>Hk*j%#pCDsbtY?D1mwJUGFm@}cX~sx4_+$r;eV{BXmR0XEj7$WFq<
zcObwWNJE4}WnzRSp{`}iu>_ZHL4r-rQVtr>$JZrZmtWDX=t>otl1e87rh=HOObTpj
zUb3*9o@>Bx(o^M2GTq4ILh)i)I*-5{=(FMvb#&AIdo)hsDxcF{;~I&JpF@bYtRh<y
zzTJowhUI>n?$!d~D`tVTa+e37VNgI|UFB0?ZX&{X95x1-^k#jtD>X97*n2Y1N)RIn
zepgh0zp3f_LKMt|9@{R8V-?+ag)}=a>+5XZKtGO3r3;zaCxme)7p2!~S3ekFk8-wv
z!!QgjV2UaS9;K=Vp!m%9mf^-1FWeVJXfeoQ$d8vS+Jz5dF~lz#SzyG$M9RsNs|boZ
z*)uPxEiv-+xc5eT^zrUoY|I5?!1l8iL4nDOD3R4JvNhDqFtZy{mgh)*x@`GQla(SZ
z)@0p}uiPHYiSCTpRBqUFblylJ!<8Qo616S#BU~?A8e#cQe1(MXpT2)3{oy6M-;;W$
zi=NdQ7{9lUn`)dHK=+aF>c9awq$(qj*OP|CN-sj}Vm>gQYS8d1K;ZhY!4Ml>#wj+b
zq};X>ogM7-EDD5-q6Dh#(97u~l_5j>=KPDsqgwOB=bjgAOA^J)%=w9#-p3Y}>qTl{
z_(NSYdxhFv)KWq>UXg%tC{pxMN4cj<=eBKwkaxj1^LuL39jR&4{UftH2(Lj*UL?ZD
zGCf7EfvG@IxW+T@Mqer5Ov$FA4Dx=(9u=cZ7clqEF&AwSe^kI>7Isd$J6qf^M)8mi
z`FlwFPeK@7{k-PIS<h-CQx?TfV#j$k4|iKr^JWJ<aD7&aMAZ`1Ef*P*3`ruS%P;%$
zu4z)NQek!52JHm5MB<h$?q!`>ha%*I(oghn@oTgue5$QFvd}LwNZOpyyL0))dNaBH
zy??ssvTjuaZZ~wd{^`I_;@u^kvK&2EtgBV}=5t*j`%u&1R~i3RMcVhDYK8`fECl8!
z@Hai*D~IZrVdzt<_UJEO4H5iCL!l6M;x%?!=oIDUUJq3D?AA~VLN#r)&f5><h?8n@
zmsBe@p2%B@jN6v*%n!s2MD4E)ub;0TEhaHuyubCpOOQBjFv`%uAlZIZ-3W+Hk1q1I
z@1JRQ0y7bDN`-7ZX683KJI%xVt)gB@lP7d)s5_csBiqF->Go&I&DQ;V)5~=wcN31{
zUsxwiM}Lb;txV33_%3$~u)ZVx*M-R}K%@A5Smv=Mn_G*?3oja83tz63<l&-dly<&b
zk@$7E_Un+b$3XtTe7N<9u}Thi$to!!_@RX~1~p#jspzB71P=2|0VtBKhLSH11HDHV
zq_usY(o5L>yYa{IOxXcPonPfsqE(eInO!<ntEkhEbRM(saCPn;y2D1nXsAfkE6dAq
zw6zM0&yhDb=tL*>0GHiezWfU_uRntWcI)_XcffiLAWR2gf&VtzQo3R<Szo?0wuAXn
zp3VLPR0DKvPHdof2mHuQ!~7s!?2wI;$FJ}Y;fE&sH~xkoX>eLVMaddxVh3&w0sMSU
z+TqKG&RjxuZv-l6jEw?Da()_AE+W6e*`TYiA^6TP923z!=3|4=obT(aL`7tM8gnb)
zBH3+?ARZJBzTrH=NlUOJs;@4fQ#CGHXnwEnXlnZQr%vCnKGQ#3!`_y67pe+E=LRL7
zGQG`SuYGf`mOJc9=|^eGdQ@6#<Ar};k^BR_ClAB6So6tWneM)D{)_e(VjQvEnI4MN
zq8KytO(0yfH)hv_7K&!z0bn)a`X7$`C&gn^HWpwDxHgmln<Rj=%c%6J{tMmiFJ1TZ
zz`XtP0-ggp=%%>5iB(;agA|n|WrD9Iw_+LuIpg)*cJ88sIwwOT_F)_9E)TDk=b16C
z$k35pUwxKNLBg454+7jQ{w!EUNR0WYAuMs`k!{S}>n(P$yoRF(?NQ9PD4Or;sB%kd
z5oc>#$ee{@M(`nx4EQtPY8Xp&+vK^i^$U%zy2EZjU)0x}&g469`y6Nr+USn&gssE@
z`j*v6-u?#89Gp%ihDZmSXEEX=njQsa@f?+U>eI+!fj?NS_!m4^dcmpu*qMV>TIEaL
zV1UA9Z3`Q;X-D#GWCOIo9QG#7KA8o{FTNWmSg+VgOKGzI`S;uCPlW<Q?O$^ne|e*y
zq*@6AKwYoR8SwRxGlIg`zr4&RT)+3nk7Tjw29OMijYFp+0a;hhbFp7>5h#!ndlY*%
zg!_0e=J(a_r*q>M;8W-p^>MZPUlWhgDS7{df*}6zrDAOLI)IS`4fBlFy!_s<sOEj0
zGT}`5*JvWpMZWz;>EUfyJ&erA@yQR6spzwh4IfsP9|!}p(3bJQf1*cb4Eas-?2<j?
ze3lwIsb7rg$){HY>n>xcX%kaRQ@O_J216?7OoSdq@d0s=ngh(~v18I<sWK6D6qhr*
zK47PM&R_QZ94bt-UXIzEV;RGNOhUh%f8cVgbpgt$&s7f(Nuzag+{t*gdQ$L&CUb>J
z21%1A1rBKx^^|EV{8*Bkto+HM@HkM<JX@lKn5kH1OMXDN3I^LSa(v)e_9Y;6$(Ar?
z9M9_s(;R+WQ;Li^+(c|YP<Aw}+P*-H@QUv>7&{mU@rubRGH$aI9WQ5Gj1v6(RPqri
zmrYu0rGqTlyf;gLvs1=I(MOk}o_b<nzEbhpqZnHYCM#nO_Z!`dR|3{awyzNm;K=}<
z?j;n+lGpT`B!G1a48WVfKQX=1i#stm>AlmTH_IKqhdoaGB(40KJ_HeJTjE{1FO}er
zojj-<TKGAPX(49R<Ni`kbZs8a=-dSv_D(A+rdIbG=aLA~eJ*L_IK#O!Nb8WYtFzPN
z{0t|#?5OR8RFbDILNUDKL-auL^<sn|EjdVz_uNWz6McQXgoy2P2VT}P>bcA73Uh<R
zvAA0pH!u&%tv-?@N80>#3;o*Q$L^&-=QIW4#^;s{qVKD#ha2ubWJ=thkhnu@L;6a|
zmw@#QHpo4=AHJFS>Al*g_;Jp+bKY*&O6#;y7wgJ0J2~~V8Ch-xG=tx!QwR?%AYN{Z
z<}|$5rr&+qJ5?us;G_UrK^Gw|*iWv+@SyS<;zkrwELe<E#fTgiLpn8xExeM~xzUhd
zn>q;^TXB_JF3w;A=ynYB-fReCaR$(_!x4Ugj{4TeScUT-&o2K4b%?*f4o+wR7%p^G
zSXoNPP)_DK`?*VQ7T2(4c@rI%kRi!@y4pz!8MlNKpybx6&4x}NSEV&-nRD~<rl!xI
z=IRk41`p^g)zGN{nSCpElj_9{)7g5xlv!Y9kmZPV!<+k630e`7B{PD<T};RNVM~-b
zCV#M7I?nwsn;V^P|D~n=qZEv=3~TzBZKqwG?=dL*{@#O=Od4eVg~sn+>&wAKF0hq>
zP_Ilou-vfYW6AKGU9(hw$?FOGH!0^WZ>cjy*Z^imq#bTr>yNb_(`uVv_}z-iEUkU^
zn1^}x>>1>Qs^k+OdqM7Mh#^nrp!-*J1%jg;T`kFFjpxrqn#JkgO!h@rwlYa5-~3!8
zyc88=&YywdZI$-T>UXa<{v3Gw`OdNkM1lCAL}DJ<28^-TNF^>qj#lKPt}C&>ARp#`
zwnRZlFkFgrn&Wjkw=RyqGUA5a*?%^tY2*HeI$;MzJi0<$0u#HQpKG2ufk0dIukRV7
z8dT749UQ+ES+NT78!fIi<Lr0BajFZD%h)~~WZo1}#$D6*eN~c^v7cm#;FaW3@=k+5
zkzMjmXt7g8;+-wy=V6Jrj&Hl)r+AB?L>~qhZKP2(s5#|s?5;7`iAHU{FXuQ8jUid<
zpuCeEU_WJ}S%Br~^t)V|U_2~q^&(&GX|8ec%5<o9PxH;@Gs+cnw%ojYoGO}#L0UZ9
zEn2CMOeWXQz_KBWb#95d3mys<k7I%?oFCyl#|RN2g3s!Y_{gEn@T9|zo4HMDNNFcg
z;VW9mYm7^2_nb8jtNbU+mXMbk<QCWr_VlC;!z?xFk1q0`+dez)Sqa*NOK%83mlmJ?
z<mKT2l?x<fKG-yT)0^W)hO}Mh@w9_Y=)SHVw=F`ux=;*%1&cJO8Y}X-K3{an;`Ds3
z<k@iQ+X1B(sm=3G?xF`e#m74jQC%Lx>-G{a9Q!$~&ZavCAo_qt9)EqL@{;ai*2Khm
zY_7Q)%`pS-huCR1Mot7rofFp30%$wU4EFc|ii2W5diB(2JdLYHPj$Wl^Navx4n3m-
zb17VX6!`^K+}BMP66n1pWTlTb2HIXd?sc{BYFvh~cxUR(5Wi=XL^K+toeJlwW%<xY
z+UO6-%URBa#W++|OdfUOqcabhy94lkV33C`AXa1;eQnjpkOnOgkAj<c)vG9G)~i?)
zI|1ohFzUI<ORuf|>KyfJF}60}?(kHRKD8zcq;#}LbVl;2n0l*QuREUTk91xsd!U*$
zB~rhE+C#vaMxR#HJ5^Xtx4|yVHCgvlyLgeO@_vz*>Se`K4ljq?j^}A0FNq>~pk1oS
zX8XZ`p4!89xNO8nX&xDRGTnzq^6mH8EKfGw5qwB_9}h{?L~pc<Aln4Cil6M7hP?c;
ztH$g2=%XfG*@DyY)#TW-pr5Kpgv{W$%GrklYOu#69p|-Wa{RkIbfXNJ8-IMN5Vk<9
zGwZBcJUlZy_)5&TSEg(=oF2722u0-sRHPs6dQyVL`X0>dQro7h5civ}*713)QLL<n
zHt4uar;tgT#2DFTEdFpWISW&kX&L&7RH(7!5%mg+=j6#7f%-mQRo|yF3r+Pe^04$%
z+Cw`z)pjMEyf^tOJ_#qFc8g#@KWA5$$y4dhjD`2nSD6OIDs%E3FPDomxoBFfq)y*>
z6Pu)rWt+$Fd&HKnK)0C>oG3s|jKd0y5Gx?~D9~>8@hN|jU75!>E?g4nVrU{q?U-QO
zgEN4sd(Q|?yW%f?0QyRwG=xwdOOe9=QC7;ZXw=ty63h<pYCZo<AOOfVHq81uQRW;_
zihu?`*3Cohr;&dxo+<OJD%0e7!*s2$CLlF}v}nWUeA|Mw32zMW?=PG~oLoZS344El
z+5tHsnPH3NK8q!e_zj>oED>?-Y7+Xzn$yq{BVasou)}O-x%TGV!dPbX?Eog1TXX1U
z=B3|iFu!~!TtmG4%rKuDuWBH2`3DGYQE#%~M{@@<U-B0D&F(ee@_~Ym*Z=#PC~u3r
zh?$Zd2G)XNpvl(i_+H<=LZGJ}e|I0@jUd2|*<HxM7`D=TXdfr-g)PRBa=N@LRZ*3@
zMmPrC@>ZS#_>dF;`~bpA*cW+WoH80;J0CFLcX3TjW~yN1>a^Mokc*&q{4+rj^Oy`Y
zwAmv`r{zNYxJzlP=B4)FS10ptgRl{M@N>P7(QONySXlds{+oB4v1RMa0&g#z=J8~v
zzGDpnyf0yGX&6NuPr0w<jY;>|chX11NmB<s9WSbatQH3%TYViD+pC!=BCM}FoX?%F
z2e-UohkGUrD4PEOb-Kqj(Qa56cpCLuoi;sM&cmvpk*$5iJ)J`YmtuDupW-VBRt%*P
zQGS=OAsu4HPaHhj3}e3^m(!TbIoHHzQ#i+yoJrs%unBrY6-df~%yrjEviI>!b1qGf
zwuo$|lA*StFMZ^y47-w1Yu``K#({A|1D)J%Sl_uT{2m|MS>&5^p7_h*IqqM(+jE1r
z$A@m=(xcNwkBExGVwD9L+2e$sY7cJCwtPmmy5xhmQq?~(ZDD&8xUT0^(X;1up!jED
zxoi{AVuR9r>}6$4n)>i}jBLDpHE+|*576?Liyp5UU7Lyb5M~&Oa6}WMk7$*{t-Vu2
zQ)o?uoyh3~DUb7xKlD|JX$N%IRUUZ65$<>$J!pkj_aGLwBGk6>ne5Qu7+_Bai6%YT
zEWy~+Ryiv(%yLHFOn;`)R{Cre`wLL8`$b=W9ME<fAZxlHN7f~bCF_*n*mZfoi3sm`
zWyOAZG>~9vmxMDp0vZCP0&{udd1h!IpTDyw6f@hUG2BGy8A8dl=EpIHvv9xu^s&L&
z=6&;5mv=*MI*;Pr2oe`}Xguo#qQd8QDA(g#1^5<2Bqw6uut-WJfYYs)>)}LLvUV^%
z>T&(3td)0>aSy=-(%!jycaBTHv@s6IGB1e<Qf{f|S=-R31L7qf#IwIm@F>C9u^jXD
zldjO>r+ky%?{wVtbS^y8tzB%iT7wXYNwG^X_f0m_d61cEaU}xT^S3)%aGD#lT?NpQ
z3dt`0m?yZ;@L*?V)pku9J1VjKrqjpo`B7DkV0+<3BG+!lO_Fpn6r9Y*lzTK9HowME
zJ+M8rz3_za+cp!_|3nXh{@4IOVFeXHC>(~w)-5~k_-qt#R~z#!SjADjF4cUXDY-u&
zznp%0`v+)mQuB0mkk}NEy%%;O_lcZvB)~2fnT4k_jE1k0%wnklDwo0R%_Q*nr4GYq
zRbneNe}Low8?vTokUR2Ehl0-Qd!q3E0Erj?w8y*m_-4Y7w|LI>ZU5hKsFJoe%M0qj
zEa4UA-EV7k=^u`7#&bnjP1bZ11@&*wq2hi!Usx#`)n2UI+5|~cFAZc!vimY?`yq)p
zQNP&|OX1>*$^n^Sh+8SCSBHA!suS`}(r;Q^ot*PZbXryS=4sPXZEIwt4&(q-9)&A>
zHXY0>VXRdJ1>em0T{!t(LX;T^cM(~Bf0EJ}LKopwdBF`V1?!s%o)0<Ly}LcNkK+`;
z#?(+MsO^(ietY-P>vJAD>+r&~9(&#{V8?eqRm|x+X%uKDq?}NaYQcRV+_!JWI%oK3
zej3UimlXr2mfA-zSG-YHYa(S@N$=NORBeY-`e=^s3w`uV=9Amn|MD69HQ$XGw7)J5
zY4w+n7+dmmGd;F?6wlodRU{oqJBJ#uAgaR#U<A~C`D9hyt@0+jO*XV=`b2}9HXj61
zfY^kIWe@2#<moVi7@Jn7EsmBF`8F;?@bC>PxI8l26<OXAil^IZzW*W+uPK7sE`i<y
zEgxLRJw{uZl-4z%9L07h%<q2hJq&Em*akg%{=pgu<*w$jooQ6FYnGG_m3)`AlE;?o
zBA*V*4|jj=LS!stoTXcEV{HxYJHfhNzBpKc=E6Q;)8o6)#BJg7J}rml6C3#aL83aK
zk=+9WQIE77Z7}!9R1_wBZ0AtFZ58rVc-Lzs-gPR+91CBVrLmQle%~xFSSOJ{$7kcY
zaua8LsVj-d2EiU>_|em+-A5|tt<ch0Jm1^3=ped9ylgwNLh~if?7KJ)VTX-s?^HPX
z;CTeg#tbJ$q8;0CJ_AOq94PrRVfqS(s*DFKmEs(=Kgobp(H6WV6^eyhC(i^eoM{^G
zE@_K>$ls~C9QE>MOXCT(xoW#W@CiIxtYTDj>#^G`l`>=hct2X2hJZZVh9$I`u4B3n
z6FFa8J~M6JRkSAP%Gr(g3O?XkP>?&h2s)Bu(0;FlK1j`a0por>-26$M=(B$2Q=jIb
z?k+i4zdRK$%xgAM*6JG1)=@5*3w$LReuCO9^xA2cbcX~o_+715a^jn=tv2fExofn^
z4#qB_RMAsPfb`LO{xJ4IZ<Qsx+O;1b2fP&y1B?>ax1dDp;_o>{BR8_(tIG&a1TpqH
z;G`?jIeRdK+;`O?hGDF_j=*F?TMqj*<LXx0u56``zfn0Sb-Biaz`3<Br(k)x(WihB
zo!=FE`pNPV43X27I|Jsm6d)V};Y>QV;x?SIfs%WGzJBq0olW1$iDB&^alDT(roYZd
z&3g{c@am*8{VGe0$TikicQ#sxz>CFtnCd85^#x5Z;8i}?8~0?0d}fv~#6tMlv>tiP
zhlCEDv5UQ@x^}HoJKS~0Q}B%h8)yKn&&@0H;@Am($y&baW(QsG2lms?k2SG*p0*~t
zCC`K}HY(}VRauIg+8r$@NCA_oSXPxiz(klj>_)ThI*m%1MQiM(QP`lQ*^)Pvt9iqh
zNTTSg;^(=`*J5C;_;XRKcoBdt(;AKy7}@SQ1Ga5sd3zyokb94*jLv>pSGod>r)>~h
zy~sVDS5O^UB5E!^1HZwmCOiR%i482K`(0d3A?3NV*xQvUU#AWiKkRq5=!<CvNtD^Y
zk?v}nrHvHcr5U`rnL(+Od3%6$9~ibqy8pJp7jPEoI(Z)J3eWdUP;6?pOXhjiDiYm}
z>k$6{uHoE2{EX(c1cs3KK{lRC!()ndHZ*IWMY;y_Mfu;Wd*=M%Rh!t3e+Ve()eBls
z#ZMh>FHRL8hF=uJQAqq3-uz$nX9|#;KdY67hUgLeJ$@i~n8)J%$3Fl1dX(UR`;X#0
z=UF=VQt}35y94O0)Tw9w6AK4YB*uAn;aBnc+^WB?{<iA+TlMwtzSH$%%R7>0m_Ff|
zoU$Rcp-}9e7v%~rmfrKzRGYYE8{dA=k>CoT2X<1#0i!!ZXJ@~ydwiO)xHmj-rB?`V
z(KhMNThH+P`FhvY_&?bbATngnFVx_SGgOIogNi0p=&hX^g(--FP_wh^yeoCpx%M8(
z@>%E4UT$6b!dJ@%k2@gFpwmu>th;PzAfJ+1izM;f(ZIZfISIw|8WS%2f8bgfBi+Fd
zSRzc;QkcbWtm}tbnLkTT>ZFNO0?7YQK#?K+T<s2<-J9frz)E%bR*3YvXJ8k2u0CeY
zD;`u55}|HxWc%HZb@k|kGVo@_mIfuqHplnHnc}E2&O|OZu^~%i({%%p3G;UD>XeJX
z&<e3f5j3AlC5i{Gp(TPF^ygw3ER4C|)uF%lVkA?As!tIWRjyw#I-bZD=7ZQs;z%58
zH!8ZXqmWAC!-KdF=SbFtDPGX6yXl>Z!6@I&ti-NMqdF*QzRD+1h9s!(p?Z^-QfhQj
z=VJ-i64uOj0%ZZd8)zrW97&%0rg1mkPWYM8q1hoDZ&qe<bjnwW!M(KLCWdhzDfzm|
z%Cw1&(RDQb0P?KYbvGd<tC)Kr_~4zq*pz4R)4d!n7G}7Zq`WbpwW~|Jx9@e`g_n!9
z|44RkK_Eb&a-&e)L*cDbv9XmcU-cKz(t~{>hy?|V6<fHFU4?vTN!t15<<nCGK>*5m
zCrzbwfyXx7wC0OPD6B%T&U1wWWJc3w>nM4@9G|IWg5DbxHAh?@63qGrf*XwI1ZZaL
zo2aT{wMGP3+^X)s&~S~i1`9t^UEoEnX2qGbeA)IK!zV5x!VL|olE*(J^GA~h-o4;w
z1HI*<Arb>xuCokpqN*Rq(K$TKYzC__QD+6Q(<|gW6Pb;(2vBB?=s#0>yO$!o(c#C5
z)~L)`uOs+WYbwAo#p9IPaR<*CFzD@S0-<aW@yPX&W4>Bz%Mq`V`1oZV@^kx<j;fM*
zCGDtJ@Bq`Np#~51`0nzo(kFG8^1I&5%X`;P&XLI1bc?R}NGw9bnH#g4c&gNSRH__W
zCp5p{YnXU=ay5j$8h+B&-5f^^`gD<ERNG8q8t1->_R)M%zv)5JdW9pMgf^x~VZWqW
zr8;RuX=E$UJifz$S$c_8P>ZCya8!SH!^J5lRw}af<TLJRLi^PLJh#fZK)9InvA5s0
zhx;KyB{PDiR02@4Tn__^Pym%4zhDX@<3Wx(T2+)sJ<fTxhz93<)p6i{E{Z5UAfdVY
zB<@ilx4_MkXZcwLR~yI{7$Q|8a0(V*OGg}36YWEzVzyNaA%hnOF|+M<4R?xj?efR#
zq^s^g{pMnV&l-sV7M+#OMK4W6BI@U8%qM?V!~LemBG}h#QA>k1JJ7!f+`Wx!t;Y9R
zL|aIp=}!e=(%z7|q5iD(i`Ba(hxdM`|NnXZKd&JI#M{%v=?RQSXyOLELq=}Op0dzK
zeN$UesTbm3Y!l>(Re+7#rk`s#T^IleK&*zWB=cu6{MYi{$+9aRF_?HSn<_7Aiy&pt
zvnKM9$}`Po8e6c$2s6`5m9Y;4tf@Y?ABbzmFuJV_GS9g+@-A4mzS|Z(W4RyO&P*H6
z@RD%vihT37?nVpU4j^<7;R$MR0%)e^CZW*|S;KCo;@^_4`Pm#W_DD%CRY|V$R$+_h
z?&4tc*EaW;V`Mg@h{o4f?5i1hQ@^>L7<vPa4yh>%no*Bh`KUZ~rX7cfEGI=iTqBI`
zTAtJ#k=ieWk~e`pBU>%04q#{6_Ycdb92jQoA<_mn`gVhAT<i1Mc)zZuQ?g*+&kxX=
z`rICBu$k`@IaS+?Bl4tO3M6x9>L+o`%H_=%mz8*dfzDSLoNUD&s+1V@G7IwbyrQ|_
zJr{#C*_Q@9P(@Q<3p+tYmv6ss9onFtishgAZtC$_`tj>s`E=$Hv}yp(u)uS=!C}#u
ze&)L&{h<(4Lr|E2{TgvVylc<V;l*o&y#hX0O8PK|1MNLlDPS4jSl1PvOW#X7r>E-T
zCL1;Ww4MJf9{uZ!u-Q-A>^SviX*F?JQ4pk12Cl%{TL^Sh_#W<rB_~nnTzVydJFf!A
zEWjfFHW57cA6EKyXQP@}FshMT6~z#xQsJ-1GY;RDJqNF^Hi(>iMg}I>0-A|Hdc*rz
zx0I_R8dc_{K)V+Ep>~At*=y;TH0Q@I8FMw!nQ@x#4}%N<qkdYf$Gj$;=Z%356N`ce
zhN{V=)>XBaJDW>&L@I<H);f<qFM-T!WBMaA%{H3oDnj)>c?X>zPhDC5?5~92OncAj
zr&>M2Tts8G#!z~@K0Aq&`hs)3UVs^-CHCTmJT*FTET-C)uf)2+PM;|MSm&ciBG+?K
zf}S)o?8-ta(#m;}jCQDkMPlaWC~g>xv;L6!PO^EG*Xl4xId;CXjw4vPDGVe{P+2&>
zG2kbJwKBxm{4e&tJFcm8>pBREQbj~MK|xUgQRy|H(nLT&K)Ol?5$T;ENDCbV1cXqf
zgGlevdoQ6w=$(WbAjI!@@142hotZmx=eGCvz3(4zPLgwy95~PO?7j9{YkRQ_>}o05
z*p`}JzJDdX9p7NVkFg14rAd~K1{?vvp9gYwX?Qn8XJk3@q-29MB#6G8ckF@oQ1xO(
zQDhZ0H_FkaL99~4#>$_xk_g1lHY*4)yasg>Ry*@~S@1^t7LCh!kMdk9kiG)UQ{rb^
z52%vFnS|#o2{7r>=w)<^r#@_PR<&s|E|mW@-b`58c|y<<3#@yXR}qF2>R;$3e2eV2
z*!1a$i+P&gHhnroG4Wb;Hw=W{Fh_p;n81jFzO`Kz>q{G(3<y$Q>y%`)c2~BxDX+jE
ztM&k80TrU#r#XQLDICj%GWHV@p3A>zrkU$Iy1^A6RFz<BSw%~1tH%1;<&ADJF#e}0
zao`ZfWu>b{9hO-d<>A9>D-lDo3?8oq*Cnm&r*2|e(nfDZLf&4ft_*T5suuBCr-haD
zyI~IUEs{M%Dv|JpTovhIE?4#0Y;U+;HNi_YlFNj7GIJt$Eg)40BNl=t%@5Q^*S?wJ
z&eW&o3l`sTtYZ-%pr|7VQR;FAWRu9TghI4SGaq?U6VkEBwoLEV?8f`_c1Hn@3H<eQ
z`S(zIZ;&W;Pq<X6mFOUBOQftNhMmM}SqM+Z?IPYnEg_aV+tH;ywmD{2n7lBq!$(Xn
zHrz5WQKkKYsCjh%uBG2J5m)}pUCwKwF82~tSf4R`hHIaqRk%$~z@T0Y2(PHQe6S8^
zxke$w7FbcMt<Hsd#oOZKJ(pWsn`PU+&;q@=%RN9K61@JXzs$Vfi^u-kHQ}Ew3ct0_
z9*;H-;H=^{#NM5jf!L5i(Tls_o<k-Mv|*{w%UU0;6~fKuJvfmmuR}oFLta~3KDcFA
zRTY_*a6d{PTkTs6qCPkfieE2{4lgQfweEyQf7;I){CRWj(?IM^bWV*V)sswuF}n}T
zg?{xFq~Om{yd0-eq<cwcB;n2;#09-HRW${p`~+559%~Mpl@ZyvgcJ5WqkHDiP%#U>
z)Sq|vGvBasdN1tIh&HV>#>huH_=%vp)J=)~E0ta3vrB$FLr?7}m~vkVG__p7Tc3k>
z(oONkPIL|Ekeeo#>#%+6xn_|mGO(foN0#gKEseJ92;`N}3~%Cze(0U7cb2tewu3~z
z%#z&Wer;lSF()UT<gD0RW!3Os3+#XK`6mVA@>~-^etRucF<BTd@m>ks;4o)$D752j
zNDSM_b~y_=(*`#AE_u{B^(jMhe+i4fl%_1%5dL6<u5mWjsQ4|9Gg+w45plrWz;XZ%
z;_cL2KHFu}Xnkpjm-geM`3GbpK$sWOlB<97B;d($LiH>;Oq0yNhVc%xcuShTZu}JZ
zpf&(CH&x};$iy~OrRcIBue<`_G-bXN&7xF5=CSs4SM5SX)S~~@PeA76^NUyU7pA7e
zG-0tsI_BuC#;52{RfMA4K@EG_?!3D}t~Tj<av#m?OHtsd@kgK2hh!lAH8llQzK=hZ
zR+n1zPJE-ksQO6nBohC<_y0#;19;ogmIM*)b^1Yal}ukqB9zss&{~>w5RZISElS<l
zVTju_z%XYd6$kULI`m|&mPT*89mgaX9TifZnEgFF?Vpif{+DS@zYWh{{jsU}#o2(R
zDS@K|)fJ8EaAQ8{1PYNYalKH;0`lNz6GGxC9BxUaI%<1cEy{^ZBV>D@X-M<0fzA&B
z&(F5mmmCnzuCwOsnHy=0OteJ&i#Mw;;!Uj7UaC@mmMoa}eDDgm!Rb7}8FM26cOq1t
zqm%2kZ)GO7QEXlPFbaGjEpT_0J<Lr0<+TVgpF+TwX?z_oyUlC~b1U)rQDDe$>H22T
zi5z(JDA#*blz^Y8WxLC@SW+{aRqm}~_E`IZbN#e0q&?Zd_PD)am3>i5-a&l;y)UY^
zKg~#>PFCAGypi8HO{)oFL0q$1xyuUAK4muKFho3>GPRsf<2A<x({K3@Yu9sPSF#59
zw}xrnaeZ0y<yguqy?kq-kPS2BVmG4Om5?jxlmn&bRHSs&M+ff$X3LSLV%#RiTgwjF
zxb=3^W5<Be!rtq7RPJ{i4NgwDRrL;B3jtN+la$$mw=SdR`nXX5!)O}V@1rg>HkY)C
zEo}soFBd$ObxL1*7(Lu!bB>~^o&OQ`#I3r?u(X++h`juH4*zk-c>woc-tQwf>Yjql
z#Lcn!`cCxi0YYo1UZ|$0VvrEP!OcR=Z$oPxN)K<OZ6rgCdLATK)hGt#eg$!e@V<iY
z^)J8y3ppw&XprWdf!2!iBbLF&PN?W~e{`vi*JvTaqvv6m#Uiwl5{@Bt1Za}fBKmv}
zoZqU=?8C+&tEBomnCT|!(Ve{wajzj|YY!ap8(GA<?|M(ld~rBUXT*DCpq&%Lb*dnz
zSvc{^=&_z(j<rw@i4hCx5u$5ATi*J3DOOhRxVtH2O=(c5-|(i%f!0=lE>#hMrUcae
z#82r0xN+x5{SFkJ{lqmdCUs;qbGhHh7#xDXn|~)csaw%r878%#JEwTTJkA?eV8?1P
z%<AR`one1-q(*x2N#Jj-oj<(JzO3hoW2TGt)_WMaW0fw}dv3mQl>Lyg0Y$YlWXA+T
z-$9iIaON}m6-6KLv*2P1)-Vj;u<rEau%~x@l+Us-2k-tsOuP6)GWdtK>OHk|RpPv0
z%KNGHhrSAma6&KkXYf`Fur{I?1K06t&}FO|GOpWJnZM_LoInMogdOs2u9~m4ZEk8;
z?X>pGEMeY%h!8*D_jg1B|64>tf8$2*OVTIptpE`X3uGJ@GU`a;_`S_nPzZk_4%+&Q
zA(f-s$w_y*3+KXoF2^=QA$Vb3Gz0YWcuMUj)T1A6uzzHG6X*XiUSGRlz>A8SJN4y^
zu~|fiJ3bpK>mnvCoSKXB^Bv`K6)(@*(zE9-;%(Ma<`!9=cf8WS^r*~#p-_Xh@EkDz
zJP&;Pjw?g^%n?^Q@66sr^G2pC^CTsORnn^9RYi6Z06qxFqx(&&>W@T%pOPK_W?#$)
zbAJvmclo|_MZ^h2Q9K*)72PF7&42;9?zNhGy}XsRWNY>nX>l)}g0IRV5f$(k0{Pjt
z@<u&+eH+EXwET5Kn@m|QnFoY0Q14H2=btSlzwfnKpaparK+;(Z9uwyk{-iu9u|Vhq
zA)CS+e3O(k&Ee&kttE}NRdm<2MZQ5UE<?8xqz7Ynh?M2-7_mmQu~q+I<nz5B$qzBk
z{~B@5H#q+9{iqAi_FU3(H0r<@)`Yq*GJFNibuB~S+aemX9hM}cP?FMq@`(mG)~T9s
z2d4{$LTxgqI-H!?<wSfrS`J;v%|KjRn|8vZmRwg&jYAjS1F6aL4b_al<r)96$HIy}
z2j_bLn@i`F`f+o$T#K?@4e?Hk!+CNWZSSF?5(gX2ZtrW}V}cg}iVMCcL`crX-{RJb
z@;99}50HH=s?V$eE?Rm>Zt~Exfhv7N8Z9@aQ<FD$VGB|;F2=M>Wo*@;*SkN_LH%%d
z{G(f{2`nFa03)Y%EILqV%KwO<1JVA<Qyc=%I3hx3B$5~Ehh6i(>OVARN0O6%`OUIK
zy1J+9ZOl7c<AD3aAG<%ayrd?9&P^n=oP;dwu55|>JZ_gD43%~UY5vV1{XGNu&&OnG
zmgE{Htwfm7y<H<MVvo|F?!}u(sP|yUgfw2#rR`%I+=5dy-_9WKVo89B_5f_zV%Nf1
zM)!lpiov7!<3$a{_LR-$l;n`-fc_^}j~+92(5#ssf9-j}+b|1Dc!j89HW*iIJ@|KT
zu5UNq|1DB@{}UIdpDtwVg{WKUrb1JW>go|jaoM1PR_Maij9Uv9MUEWjZB`PewsX6=
z^<e0g?fCM(wpO_mV@MKH<Fk-l<^20!FhR&PeE7wc+jERtxh*?(Cr~C4l;=5uXTg7L
z%>V2b-&6GY3c45^7-mwjR=6^^;5onj42X5B)eqf-oOCYY?Hee!h}__~%Mn)Lqkcd1
z%P#XlI-<+{6eiLIc|)yx%WXKc<$d9f<Yo*`hrHPBT*{iWeQkQ$evEDOd44;Q%-!dM
zV104Ae{{@WRMKt<sIp6S6dQ>v7g=l8ZZf4k90yp*wl44n9=zN<^9l!F+csWO1?2NL
z0*s?QhDsBNt{Oq~&_Uqd`EC+ASJuNzUzWfd{Mq1v#I1OF7QKiTI7LoGqldhq-J*EO
zTKzp*vdIKr`zhxk0ICzNMY(k-GOfj59jDONf7c^vHFCTQNdsBg{*DQZYORJ6Q=9Gx
zt=|`Va-=i(S?jX$@|xEU<@B1aB%mHE#c~C);XDp%55|;$sdP>jV9twfo$N;<c^(s1
zLhCX8fJHBm&%338Q8he(wJ*Q}n>N*@{J&HGvwtQv2(0F|>DYk}*KP(+WyXAY$TJ7K
z`fW1D{L6nCZL2tdOC$-{auoooExPiD-#_*cOZ{p1^_^5-UH?1Bti-d-KoITt6*LKM
zPtBP5>;A77IDU{<mrwt4H9hQ?Lk-mN@o~JuzE($@rpCOW5u{_p<uTsR1C89@h-Cg=
zl=CaE;TbCo-YUwyN4$0;mi|4x>#OPzjElNu?n+4wUw;}}%$uks^B%uhg{_;-lmTPi
z7C<rYfe)R~Yt;1e%Gfaq=~FdIdyV?qv6P9u!@CFD+LOP~(Cq9w_7&uF`TTS<|0><R
zJ(VdLU%UOUpgncG-fsp5KQTY}gZr8lgnoO9B&(+m<SI-ImRE*YnF57Fw%KpOKu7oM
z!Bj<-6gl>#ITiM)j@$E=ldaGZ%Vnn{1XPbk-44kGb6)bX*HUPCJb(zfVssb^{d6MT
zI}bD&T+w8YKutGVk~zj1s2zAtZPYG|EuEb|wzvF((D-#o>PNUr#UNZj-}I`T%%EXR
zFo-F&7e9+V;5{ej)a;@O(&tY3pX@u86(8<wUBJHRwSA2;jTyStg5NISuUL5i*wieo
z=>oM(T61^yvgu5nh_ixnj<}~0%hf&QZHeRx==5fjWLXYZuH!Z`)%<vOK(B74sIuv}
z&pUg-&pkEKW@E<_p~&*eiS<Qi%V30(k~ke5)xo~8AJ6#gYtGG-cW}dJ^3J*`vu^jB
zYbXad*Kei4jvvKJM~x~d&$f+(m6MaGq_ZR*<g@0&i7=jeBp9D@Wyxu}_=u)4nGlk6
z)QNZ^i5Yt;y4H8Lw|H_`e$mt+<5rF#BOTuo*jKS*xV+*QOTj-~Xa5!Z?AhPsf>)`(
z$pr!0pSan=&z=Dt0nC)Yj?(Xq?{tE`r`vcid*MXqfK>}HVNLn#?%z)-mt21-JCOdx
z6uhHh>*ooA`01Zz;913ga5(&qA$7W%U!}Tl?`(e2v2SU)-vaCXBbN|;osMx+y$kxL
zIZ>qiP2#V@$AzEQh_*xRPHK<lohAhtXTuDFMj2%c4F#BkXL<>u?V~SID{D^Hu~IgU
z>k3knq)$BIozis7mqW|vI2#91yj|wgTDzUUrN4Utuzo?H7e7_WB1xqiEEqnoR}3sI
zP905b!j#4nT1Ei=_nY7GwSU)ap#%4IXTwA{w13L&tuEFj;CFHba75(c+*nyVpu=P&
zpEL4;mWZlNS@5X<1p48Y!#81v?!3#+?wQZCwfuLFM{XrUnn>Pw9L=S<Iw+4%^qAg`
z9do)I=`8X})pzzf{(2VsqA2?;JfJ8yi<jGh21i_c!5DY?pjLA|M@*y@=pfr08RAe1
z2V>UovCH^l8Tmp5m;t0*4sl4yXu{%Cesb(<_=3*q+D5LklOTP>dNgEb2wQtXd=am|
zPb1VZ;C^|_=w7@SfJ*iVr&`XN9VwD{T#Vu)Od=r#$x2>Zz`yFd^ti*x{M2UDB27zn
z*+o22sxSx)D{KK5))_c|#5-oZ-DRkQeT1@$4L_PEbGxh-0Xb;p!5dc6)ptX;G<-79
z)R>;Uz5MXz4XiA{m9I%dk3WfdxKbfsoCggy1qOF>AMnj5v*|U_y57inwkLxdGtame
zHYYD1F}IztFHWkrOx+lEAg(r>mvU|)c9IKubc-8<5RiQ#3t$b`JVXn%F>3@a$-PC*
zkrn4QyN9snt)X{x^=8Rw%xl;};}vkSSGv^*4)yhtgCUd=PoI3Z2oSm<`$eA5jKhgr
z9n72^&8s;Q@@lvHFYm1q?oxdTm8hfPwRt$WX=|Z|P%3nbzO;Sr{Qg|Qz9@M?UR=wV
zVc~?PW1QS0)7bVH`;bF@er(Zw%skF<MV!In$GQ3MlobBiW4^Zr`Zrny{mu07KRv1X
zwaK168MPE>M^4Tf6?dh&e{t4@IIMz=DdjkQ!d)=W9tPSnK;;F@j*P9<A;cs%`DIgd
z%E&}r(?xFYL;M-p{VNO02R2iSt4hPq%?UUzDCeXvn_ZuGOx0kqmsW`crm7<^o!s=`
z+&wKBpngFMtQBLQn8z8{4LAo`Mr#9>p$xr*6q5D`cMzR-;WXyHQiw*eQu#(pn;lSu
zFeTT^SQ}BN<xrMjm;7cE{JM3H0DSK{-n-wCWBfx2R94O=#l^xqUqA*C5B>Uul5ZI6
zdjri3j)-;{`Q=J5E=IA7)fcVT^7u{1^cmiVm>Mz`j6n4&@Z#pOiRCYh-|M?DMKH+u
z65DaeB2LqGd9v7VK9Z3euqsrUnwl`<ADEhK@1Iaun73b*&G?bV^NUbq-rN_&<263&
zDdO5t4o%;!mj>>klh@}^&+D+22y#W326N0c|54T;FP0m1%7O%s@$+(xK3B#LFLE=W
z%7Y)g%K9<`gH_hjHi7+lgt_Q6ulQeW%FCo9FBb|1GkTG@$9KJc_nRQeuf(Un`@HW7
zw*N80?Z1FbOZ>CgU)Ag<!OKqrnSay%xm>PWFK;O?cF$@#^)49rw|@c{_^Iv!1AEI+
z<IT<wr#{iED;1q$f5&tJUxsQTfxb+$dcLUDKHi?Uya8^SxB2O1&%zc6D-vpTMYDse
zK35EEYL4xXX*msSN#CS;j-d;_Vc@A6MN21menE%qtXLv!{Uz?ol)PDq7;8ZZBF7h`
zL-Gi|*)B*pF%S6SQA;}LjU*7E$%Vv9Zw1*;a@t9}_ust`?6nr5L5FzbdOt~eNqc3B
zGw<%L+>kg5rpoBVqgfBZ_CE|2{(#fqv*G93X{t9&LX}I8wNcU^N60j{9z(B!_Ld?J
zUw8;=PNNRI_MjIog%4Btbc-2QmkD1EBugz=+ojFz;jUu>K-ecivu^TGn8d=^<s&=j
zAlR${fi=u^3{qns4~_E2<@KN5Mv4nPm)3Tf?<JHtDMn7?XS4Z2W-W5(Oo!MWNuJwU
zxV-AtvnWl~Fr}-#N^L!<)5Cgjp=2pss^iYl;NL6(zY;<bYRz!I7(*z*C5Ond4|#2m
zd7Bj}N>MVRXGM>VMYG9u`Zir5xsxjn`jlF&>H<jL#|<Na;O4^Ynjz?HA&OO~AA8j7
zmu=w+fjxzIDq0JH8+!@yf91n|SB&<1&i&4x>)&bD^}}5AKN|V}84CD&?rub%t5Pn;
zS$s@4O|)X^+U?Q%dn%#Oo2@{bG&n}SNM1kW0!FQ0gMLeArE$Ciu1rYcUIeY@LW-Kl
z6E?A%-dQovVSDGE@az!EZ0?inA!MO~1mv>2kvmuW(-KGw6wQz4SrF_W$n)4^4Gmu8
z5Pbr=Qc!3L>G|0OQ5Ak%bx=zYWWSht<0$_=2Jx_#l56XtbpDE_+UNImE^*I3yOWf)
zEQm8mQcbv}Bd79l6)md0A4O+EweN{l)>yVj;LghfUESiTo1G=wAojx5!+CBVFM(k~
zA!!#~ODdveknpTucaf#N&1~)V^Yx1nN9w$G`VRVR(N5-~Rq)B!yT02zc)!XV`7z8>
z9p|KfGU#_n$Zm2Nx)jI(m}NXZeUtrDG3NQ~_}d+W0m)R+`HC18{MB<kD=J?>^^{4b
z6Kn1~1NzU0*$K=)9vSGL@eqJnv&bMR<hU75D}|dEA6qt5bKyjHbG0-=9V$Oa(29)<
zwhV{iu9;o(d(q3&#U&XS_^P;+^fJ@tXb<8dp7bM(!)&~~$Y6h3sTVD`P8iXfwVh{S
zyJw1^NIH~{e|P09v{a$mg2xsxr3|BAz^QhaX>R7`)SSpERa6MJUTA+xp12Gl>PaM9
z!cle!OC7qhBP)f^5uVy!K1qgVuz8D3z!r*iY@Q%)iJU0oT+%ld#qOODN?_F7{(d>^
zhr#i~7I4A#s=5!z6qfw1l*hPs(7vm4I!Alq-o)(|S34~GDHv!P?dw~Mq(_sKgq6k^
zU#A><MD`%G^rp@904j%Qt7saNgFVd`IxSX^lv!4Y+bsdOFyL}V=@~-j8IxZONRo3#
zRuC2OUp(vkT{1&Z_i1g8)a_ESbZCX7;?4eP#lW58Lw-KUq&6<~F=2v|?%qdN;=V+p
zv8WUW`?;(}0vTw`iTS4icQ8ifA^!RpW6EuuAfn5%YX|7AZ9Uw)d8Bx&f7rzrx2_Zo
zXmnvc$d-VuPcM33g@O;a{Azdavabpx2cK=Uk_t;)&Pc?=r~n;t0u()UZ<N&~$Pp_|
z$ld{1KEavbTnjDN(`7H|bKP0@D6}q}$Pw+2UB_>?z!8{a5svX%+`B*BaTcKc4S3Cz
zzD;i4tBJ!^XalE8oT>)g$Y<v;iZdC2nwYfesJJs7FiFY|!wRBY^&BLMAzQC37tJ%0
zJp}hqT;7!FzC~NjlZrc;>UC2zx(STmde3m5u)l(V0089s#yB#rmyzLusLhDKG}_@U
zlmtC1^%UVaaTWdOeyJ4_n!$>3LDHU~7yk_2{5ZX!!+8;}r2|!1XMM6kL3mu)UfY%h
zn1B$9fVn1$%6)O=6W?&uLY+N;&ANjnL9NX<Kr@@&CTXC{S3c*tpSs*ujK(LIj6y&%
zEP;-D09~FG@ulbdgL5T=JS$(;JC_x4Legtb`Qb!WhQ{HxUUx%geGFW2v^^_&3QFQ&
z=4lh5=4g27ibKg4huAZK#uL_^U%1Bd7*+Bn%WHpwsoh9aCrM}epmzyqiyO9_pIpr4
zId!S3L-QoBsq$>vL~X=8uDHo;8lN}7q9<+j62ec2HL>w4XwV(t|7O8PhDF%(mPw$+
zJe2`<3{Kt-fP3|uz<hvo_+4oE9}XY?zX%&o{YE%SY_It->0`|?{aT#b+WV^pkfgjQ
z#4I$xB4rz{LapQ=m!T}~o*IZNZs`+eti^J$yX5gIo;9J?&8I5&?!lg=l-}=YSewQi
zqH0o}DXJK{ExJpf*!{k>{9FfA%hZt7;_6pDkewZ~&-yq_3XTFyq}Y`nVnOCi9B|_b
z&ZsQ*`k#7?Ixtj?0Z#W9$favWrlSDirni0;|53c2L>#VsIurNehvQUcfijy4)w}7v
z?rm;t7Z{c43M7x>fVlfhMlB}m&+SO5xPZa2Obf=H2Jpu}^+$_q#@{kUG4Gj|0RtsT
z9jFM|PouK!769p=O_~Jon+sThAxO=M^rJ0G#~0wE6=2Zs^ELt(U5aI{cmPHp&c&0u
zxp#N*Z#RKaA(#u(C(t0{GST5_dAk$YCM%!-Wl@UEO~0l{G0mSyA?1722blEmdu~AH
zI_j8g$ij8?Dxq_Uf4YuR;OfG7OR-)eyvXAVLL&BBAE00SagkC7vygzTx(nvf6#36B
z{j2~6Af9$HfFliUOs*#wP7Wf-PgV?WLAe1v&>vP7e#?JNmW8@{e2Y8em3wjflMNO?
zvt=Uqi@OlI37~<fg<)o0_KLocSRUN8g!%Q`6U+%LVX`oIs7>8rW<{m3f^^GsGyXwO
zT<%S2h_xNVM>iVdy)AKus}~PnI2t;pNy$>cK7XoH7GNIuNlN?fR40fa;tPJYi@JyV
z`NqouPtYP)Q(y9^5qhK)L<|D##KR*Hxd00B#%_yBfbWu_MWIhc+`ON=D9(#_4F|?>
zCasKL8%m2%{$TS7x5@18F^^+o8d_0m4s9%GgoPy%Wu<_~#cvGa>2}xmD3o5>R|6C$
zLeeD9skf<K{0{2qPYX_e*~g>3pQ#4Qq+t#wwE~JI^+5MR^STeC#O%Pl&6$G+i>)0f
zF2J4F0qVquDn*p9Zg0cHQ}PWtiMHE$SCuy7f#Y#hOPy&?vro}5oOgyD3zg;5V)^=A
zH5j7L1{i1QFO&zqUg~SH+Cm&YChROy^C?c&!$6-zD-0&yo{%2Tcs}~>fN;2Q`A-Y*
zcb0JfPKUVvB*Xu=1HpeICir8p`EULVc~d*lpm~1#ewrok#;~&095RUvAU&UJQTt@J
zZ?DTeFh_hQ<+ySLk;?y2?D_7il$|YYQG0j1!Q8ait@@*sIr-s>QZ!#d9keY+rQl$~
z1pph){5Y|El-3>Z7<Y?v{!ZBeV@tv6^;2noxg@4&lzzkORU8Xkr6N$4>_b*-dU|Z*
z2E>El#7gg;`dcjV5VClfm+_Vn5uzZwUiP?)$vS146ky%D6#r8*%Ma+9(-OciCT+-e
ze5fPO0=5|NeV-@verM;#{uags(QUWe(`502lk1CmA9sk@F0o^TNQq)6^fVA|aQ_)|
z{*R=Y|No_y-=&}VvR*UM{;xRaVz_t`KVN?yliGc@=ioYiS4RFL2)^s%Gm=y9+};8{
zrBrQ>(RH!Y-mDT?n%=PcZ)5o;0^PVrju{@G`PulS>TQ{sl+ruXHtQXWSie(K?>*kx
zJyXp$m${cEB<;H=|5}^ZJ6n#i$VfJIxgdjJThX1I(FFhQZ-gPg6{h^w>!%4k&kC?4
zQB7e&$*D17h$bb{vB=<Y(I;d%Lee*mcG(as+N8EMXA#KWy#_|qbei7f;+nwSJEinB
zDft6pMR;9GT4FbPub~iruWU!jcJEivy2#QlJaq@>ng5x%Dhfe{_^3A~fQK4Y;&h~j
zXK8ct25l~S@Go1n9yzOLU>us|MOS*OBrlkb?P@!{v|?;sM<*Nt==R!NFoqbA>I1%f
zb^(XH&brmeF0RHBh~eOdnkqv|FcbG`?jRj#D7lP+IuOeM@`F>Fp6jF8sPcCUk;WO1
zmDnmWF4N6V8^PAcb-jEFtMqO@cDwBiPvQY8Q-7FkV6?`>+|P4XWJCS2=a5V**)+G?
zMQbRYIGt+HEEna9JI&`~sU$JRG9Q9P*|<LST11+SZ<G6Fw8VB5TN-b1irtVM>&W}P
zAfZx3dPc4&e%&Q!)s-P$Vt-x>Q{3K0Ynz^dt{=cRXj>h-mY%&#Hx0weo%cc7u0$vf
z90feMY2AezWrUuHJ94@`p9?vp;GI4~1GZlhyxV_n)AFC|r1oD^tNcR9@yn_99}8c8
ze6KCt26W7*ttH9E3yAF``SA^1(Wx3=baxukLRhA^$KTd}4}^AKY8M#Y&a>I!Dh9b8
zMRPYJ`%S5QnX}JJx=7{@byuV4a2BSq>TmhOc&Z95SWMeiZNg&V^<jX)iDW}V`tm*Y
zdF2iZ`%V%MXV-bU`5G2Xk4gn6626|4GOBf(^yS&BUyiE<#wYL&dkHTiYe~(-ZVag_
z4(O9$Cbk9ZrD}4_t03ogdE(YDIL<cNJ=)mj%b&t+@-IP_sESeP3QDLojdIwwFnwGm
z9anK%;Db{h<Vuqv&h@}avrQqvMV}j&1hkiMxW|N)vru9)UCJTS;N*ZE(!PhjH?ACc
zov^0@79$OOgFG^Oxt1CweMN^({vYd%8ADj{5+))x05hA`b;X9<TZF@$yqx!%pM-S7
zBso?k2xcz0khkY(-T#KMO_BBU3=cKKvz|(^oDb&?O;T)^nIOZPL5njqXQEP}`aM~W
zHoC>b&parvNP(UavJu=NIJVO6@e*NU3$%+KNUoGKl6h1)N=$Z^rdc}I0gUp(Y<;<-
zJ844wSVw}x@m+lq++?eunR~ZO33E*r-PHE#W8Y3Q#NPzJJKrKG@}w#ASu?HX-7oqA
z0zE4_7pI7#z#z%lLT4XA)@@wR!iSLec{Xs%hfN6R{IkK@wN<?n5=0t6f@`Y;#7&4+
zprv4t_-Qycu6p{!^($yYHO~u})KW@Nx@pWqoT<3MlGC0*m{FqY+tpKB`fv%z;N~Yc
zff;P+E66Mte6Du>F&g@(mMkIS41};M2-v6C>N!)&>7(~iihv_^x8tfC`-Ok<Zv7pj
z0>4HNlPd<MIzB@9Mz9<YXaETuykkw9)EuL)8`q%ATs(-RkK$`A*bnD!xN#JMph}tx
zI>kt>rLntHD?7+St#+3zjy}FtRYZT_B3>teqTy|P1>r&G8URzVyaMR8{Ac;#pU&AX
zr$JN^xsLjh=!?3#+36Cmtvu$RBbFP&4u^sKtN~h2mA72W?<1mQ!=Rs*kSc<yc~b$9
zs`W4rUA0oJaxt=-DU7dd{at(A!{Bi{yc0^|43Qy?wM0{G3$mHSH(E$ZS7|g9%SGIa
z2gY^Abst<UE`vGtNc%UCcRo=c(}icYEKHA#>#!Xd`)j)=mj}STaWvujqVd(uae$02
zs)V1E7W-Kon}Pp1xhw>8-&OW`cf?$f`1R%3x9m1>ixzl)(Da2I=XBpaR`BFq$;()r
zCTL?hj|F!D;H-{WWneDt;A7S|!(DNwLNFR7K#jEp=Q~SGV#j}pfV`7ZoUxj!<vv=j
zu8;xxGRI=l&{MKyu`Ktxh$YfI(8-;7z-j$}2;K>xjL8|2c`KCAtf7|%KwBsz`ChhF
z56Sdun)FwY-J8U7f2}r$#XmNDe|?V)u<KD3w6hQb?^Sr`K(`*H91Y#T>L4qjdlk6%
z=>r?4@D3ilLP_fgtQ^X&#$l~w3B1z<m>2GzH%rHILdZLSh4s8ytZ(}0%lN{>Sr1_|
zc0T}aTT?Ip3JP_2Q(S&-W&cyj+>T(%vGgqO)=?0#)WDmsAb7{ecOl0Iz=d7D{G{+a
zXg*@B433d@waS3D-fuoXnzVKaZUm8jC5eypiLkzJP8U^>{b4?LVU7xWY7QI^GB?u|
zMAbxuIpmJ|=w{L%20~`oBQ(IMPh7l^=mz&ogL@$N^_@2s=MG3Fp%0gBr-_#7q)2_j
zjPc2W3r>9n9rP{j<vN3qwVy>C@&IgGQLDJmBIGGgBi9Y4ZT|b4?9wtADDvdm+=kKU
z7T_dUQ3Dma=jJp6e$5U5j^D}-w?zPa;L5d1puNgn0PMI{qnMxbv#0({ullZy-oK`+
zUJm$|xs&hQuYS{k+h*X_OZ%ln-rH;({7K_E>+mnrc>a$0;m4KlpFMU<w+@|x6Q2T-
zuRM8xY@FtJqFp^y%qe?C?&RL)$`zU*<CqU@18l*b9xMelWdoLp)kTrXW!?=b`7hYV
zL?jF?&~jfMuZ_8y@y1=fB7?|e*<#z%!&N)F>3kaImA@`9P|V%|;ikv+2uoKoau)^m
z5`J{$sQElpC7k1U_vkrE^z+zLlWjE2E}nQT!{u=y-tJt!%6$H5McI|aLPCcI&hrTn
zCi774&R1f+hEM?jw&%8*tjx1P@b<Dbl3!|h#jN9g@Qh~hQR&GZVlR=@k`coti?WBO
z*H;7<u5n*CMYg|F3YM8;Hhu$l9v%{-*IKQ)IKT@(lNv2KaB_|9J#{zXqZtDRPxj8G
zve;FJgjv&TG2NQ7G=+B#*m8CIT_v)YUv{Of^7B=e8~V4Z9R>S%h<YKTVrD0aW>=RQ
zDHTnVoA5dvYz**M@z_l8#Ui_~e8U{-vrQB2YV0m^cO?=CJICL-3*@n@qK#^Eo90(F
zi-#I@TuWSU9A(T53l;pu0U!gv*HseL&_p_$JybZLIXmSvCX=rIxbo>zxFSuD^P21P
zw3cL7$^bbzzoqbDTiICdP}T`K@-H9M0j*EH-E5NazT(E(78^ZuIDP~$P|9D^;LI{3
zefE+Lw>%m(WzpHSu(=jr-t4xFKk)ssCp@!m;gIO~v6+Fl@e?TEgF)nLh~_pjYn45n
zQP6VJJAfhXIk%I+lHm9UyL8jonxy2(fLy+9a}9J5n(wYCc}60k*%)6+(j>8tLcg3w
z`_|bLnH6~N5K-^YUbUQVg;u=swp?bUJ)x@sxdOY`-={Qwm*D+S5&s9bTdsGd1FEjt
zAqD+}yg#mWT@6u|zWYEdB~;XDLz_x-z>YYcO{HXz6KvR2<@vzUYHdTD%I{{=)AJH_
zgvD3w6T}8K@|b#>oHZ>5_PlQ`Ll%O*d<8xAMYkO+mQ{cN4zWiq8VN{#5l?F))IX_*
zU{3?AY*I^HMH4o*+VdB$?{aMa*!&9@$25Suj}H~<g4ZW7miNRbt^_OEn8aYwT7X5+
z9j=DjvvLPT#1gn=c5IMJ1X9s6RS?%i<fc5U1mK72#*!c_2r5hD8f0i}QX0200iTn`
z-s~X{DHqFtZ%$R)4+60vU>aKa0GR(Lff5gXYzRiRg5nsVSxA20b#EM4l@+l!;l%L0
zu&FlO-aLHnVePpp8Zs?eC-P$l<*y*L>R6vRLn@Tim63X~*P`dRa|7F@>szNw4M4i;
zfUi1Br4|c#Pz`V-Q6^<qC}|m8=X}wE-SJjGBr5&oObzeN-y}c3k_}}ebIoxS(-azJ
z)5gcrqaR8mYmGL~u6YI5L`DMg1_+jG;4A1}F93sY;Skc_J<`4NZ#dv7;ObK2Dv!+W
z0w0rTxur7ixFc#`AxH<F^*piz#L^yYRn_H#w-OdNjiQWKyKs(Fr+*(U;$Oy8_&scf
z{{hDkTF%Io@yeM`pIN<ox?~V%E=!-vFYcO-JKcMP5(fJ0nTo+(MB@jI1ZQj*{9JAe
z@LseQQDzM*kiJK&p>P(!JXR6z6jhiw^EAg0g{Qfj>3S?Gcd^-v%=n$UVlP7!EuBG#
z?_*gfNS(0sC$X!Ap^I`Zss14qTZD(|Ip2{z|LA|=3}G;2{s98I)~t6zfN0y>^ZoAe
z_w~FVs@MOw{q<_UdZnuXCjIp8Ym?YD>C^ph7^}NarB-{E8d~-qGt~ffEI00%ajs8}
z1I=Ojc$>)gE?f7$g1Un2hZevDcEq_-15d-Z9bzBce!$qR&`S?Wz^v%z{|=SJZzJL~
zOacJuff5MC^J$^GlzME4;lF*R_mAF1|C`SvEd74Htb)#PVI9q(d&6AwL+d}@D0p)~
z<Kp66b;-UW4W8VG+fDNocJ?LlDI9#e!ZKaXO<vq9!=0TPu~%6m!WB+C_H3{K?G8l=
zaWw!{MS^O*!U5~W30Z>y`~VM*K1oNuYKL6cr{A=Q!lVzi$jMh?sO2dZ@1+yKm9;#`
z@o5vu?SoCyI9MVX@(IoHVQ!Abe(r?Q$m(nI=5=Gu>1Q$xd>(&(2yvti$9sGmdfQoD
zZ-&dSK?h@MmA~qEtQH$w>LSJePUp*;aTai}34U+F1ApSyRhUqez^O<bo%<|jRC>Ka
z&6jG493e`WuB$!%RT^1S(&<iJjJau*pff^q%pQaaF>E5k9)KMg?h<DFQCz*T$`B8I
z%eaG?IyCAo-lPY0QtL~yw~q-c2IXw<AHL8?xl5KoW4xVz8xxd>>1mp}Ij}2C4Oc`p
zT<2F0ZBKEU4;2?KqXAI_#<mRC8uyTEE|*dZ8D(bPcO#I$BFp2~`jlk*l&4rCTAXQA
z7lKmJ9I~^}Yx2)DQ;+sP-Jip5B`m{25BF}HOI%se1fQys&RD|{#_+QHmdCcwe+h3L
zfB&&poUP`r<TF=%AQ?pfHR-ht=<bc{_~UEsHKJxm2|+XCH+HM<tu`A~KQZO}Xfl%5
zJQK+R+tWl(kMZLkXptYE<-&RF;;k|<M#*BiQ@ePASU+pjcW+uheMbOv3hy&|qTE^c
z#9CJ1R9TSD7{pUW=#Cm49l*s0S5PfLNwLH(XqNikj#*B#Lmn-D6AKH@=`&K@i}tJx
z+aoIp!jB32WUoAYGiPTfO7y`?AwT}rt~uNbPPu!%$nD{(1z0sqS?1cy`AbA~1s*c3
z%rokS=;$Wr;)oToizsXtSz3<Ra3mS+<M>4Uan=MkyhL(U$_M@L-})IaM3UTv5N&h$
zI1guMxT>Pl;uq7LtjsN0&R&kSw+%Q*b<I*BWQrt!7H&j-{7}m0&ODfmK1I6bn0Lwv
zF3yh!-!H^wgJ&daA?HQZPcm$vh17&Joe9q;k9rAf2d#Q8Hoa9&iJaMZW~F<1R<2rq
z7T%a$OK5uZE{cxqJ^45jOK0kNda<exAjg?l_iB{TbVJ3Xik7#$@yg?>p94E<46<Cm
zq_CdKIxFH5Jd#NMI=O1+%h3e%VhwGTb4F9cnc@nQ?tv=M{X8Kii6aE{4ESOXYP>Nv
z-%CW#QF&Mtamm5v4s)Qfr^{_x{6UIApi6Y0F7-^S9XSkse$!RQeV{4Pblb^Z?buJ_
z?1BU%`XHqIRCWK4q3=JCyZ@W(Ca3;Cdw+7v??W9&ARyMmpoW2=m!sE~J@O+X0lyJy
z3O>YJhU@_e%hB0<!-3lQZ!!dJm2dN7ovSvAEPHN}TfU?}j{_M#Y!uct@Y(Zh3%zPK
z5ro9`HH<Y##4wpaoJu-M03SEGj6bs0AVw-Q>Z*V)iMPHtS=6~opGnMO48-JA!;XrQ
zm~`V=b|<X-tj?_i*~d8B^UP$8nd2c7`BHUjPq22VN~J*&S#W^J<;+`gdDld~%)fp2
zCU73#EBGw4mpD^M)<lD0s_vxr?WZr^Om^6UZd|Kz!Z;aPS)uN?C_l(8c`**!D#o+y
zMMy)D<N*mh9;UiihKi0!Il`9S^KHH(H)J?DcdA;wA%S|pl^a>c!+yO~Q_5QpdQI6K
zZD}LU;QJ-}y)j1XMOdgNZJI1-eY_3#KwWE=i+b6e^7!&_zI*4biI#KQqX!i0iD854
z?;#C(^p0SS$_k8ImR3o;?RaeSa>%<Q>)Tdqp=RA7sDUQ2D`?epKfo&eu>wb{xeL83
z6#+xw4Csv09P0rOo>sFvCtBUVh6P$rjAUOJP-C66a_9?br};3)3=;n`A8U9}C#w)=
z1Dy?FFspz`5I<a%1z8a6*}oFlrAnC#@kzK0rArU2qJomvq>5ACztKE<W+Kq@EK3G2
zu_O1aaS+QT-P;IG+Y{!nC9M&>Mfr6ZnwG(^b(2$EqYYq`pBVrFz_(7q%*Z{U+jMC7
ziCaF-`>LHDkt<=gBN0ONb8Xq@gt1vG&Pwt1r_U&MPNgvDCy6d&3}+bC>zsZ4Zt>Cw
z2&yQ3kUd*!|03}cgl~c7xZ$G-exG>@)MWaQ;w5CAx%LPjQJ{VrtzSnM9gO8SPdBw0
zyU(M3&&WL8P&w(TRq@j$_(M<xV44+v8G!Ph0i3sFNh2&F@L1gt0JIkYMqiihk+1LO
zCXS&4xjg??rzVyYzYxsj{-wN|JMh?@N(GtjZCOP>Q|U&p6g8#wej%(wtMKmgIF=|7
z?j0Tg+S3C7z9WkN#0|P3vkLKl!~;+waioK{g2&Y;5^Z`ZSb&8oiD=FJ3WiV>?cj&y
z&lu6xXd#Q?kGVS`%zk?+eWCut$pC^XA5H#6EkU$5s$avs#|hsls+8GS-+{n^uofxK
z=;jEouk?F`yMx(uv8H3QACta++#pBjE5=j&zSj`JgITv)phwlEZXdn2-|QBi0XvUj
z3{e1^=8Nvt;adw;C1nNWfzq#3M>-meZxMMwPMP3$R0+?xKrR6*heBB9s(KXl9Yv0U
zLjruZEi#+1Wr@6Pz0m_nAL?*R%GH$%H;j$LK#zsOt@?{a+)yRQ>Sz+(o2ZY;6|X9p
zh&Qh)E1$t@B_w2E@I1TrR2@eLv}(@gP6bxqIK$^`9U@^=XC$`{&L|Fexbza*pa$w=
z!QQs!8MchZ$7*A<mUq%Fq`uKIp*by(e*@EGJq1Bm*ZN=u({mR#V=nr*yj_){y^-*q
z2Iwsk%s!M;MeBrw_=cM>QN&K#T~fhCJ2v6jANMn6P0S_kQxO8!?5qE!LVL@FLtUtA
zE~>mNFp8#!DAmJi0^P=g7mt!|x+GNVb)|34Q&{eV!%5{!3cZhG1k;k>LB2vh`yh_a
zTnO6OTBU=e&nC8gw|F$XFnQ?_{5@&b#O<Y#9o-D>VCNr$?*B{0ei?E3j#By$rk=lD
zCi;N@^UrLbInLo8$UESwfN7vt-W9I*^lzT{mn3jMqjvnK=urQq&taNIQR75_Zis8t
z+h+Sj=)b`!{}2B72gkxcGmid|bALYO=rQMb+@;FTAQxYG?;o&`aO<}HOGd=cA&sE~
zNUSgvv=+j0TE%4f+}`sd@=n;H!k+{A!9H8|TxX}}#g3{eIxSr<&Tt2R8P>6{B?T7U
z8%{tdDZP`k+SW{(d~Gbi<jXKt*e$W>-d2a<JH~tpRs;KaGV>cxD!mzHn_P6uQ=4*D
ztjA<M8jbjHYh*rE7P$+>gJL~*Bf|yxJ|{HN!FZj9D<c%r?;>oBRZy=|(oB0?L`rfm
z=wD{^pP#FMEoBd5f#~&0WDgct((h3%@a^yDD1=JT%d&sCnbF3xJZKX%FJxn_Ztz51
zkG!E;O~$KDwCIua1cxkGo2X%Em-POFFv*Gg`maA<ZZDm~@tUQwuE#vIdes*5PIZI*
zVfiqZSciFG=a|-#01ef(f}|-E>n6sf=n6@WN_r8MMfFmpN!?}(s`Qj){))Nw5_jDf
zppyL-O)r&!TRd@#h2^7*83gNs41JyXuafLsE-vT!EY&$z7iW~+pv=5^DrLc+4L{Ij
z5Rq_taJ^`$DqQQORN5r|hc|o8H(Z`NP>Z;HXrjtZ!PqDv_<3{8uBdo%_!5z)*CMro
zP;)BhA}fnHm*vP;9%R+u>hk)a7WBcwmQMODFR4+Zu9n=(f+%)>+Bb8{q=u`SI#Ut0
z7F$>D)Z8V1+%QPDn~w)={RH0wEC=Ex&4O<)`t!1xOfqSS$Xi;m-jXmGNoslI1q;qK
z)7z%10*Ziuw@MOSwq|b7`K+9EDhUn+5PpP?0(^#1ZSykg231zVy;fPvR%nn3R;(}O
zT}RfVH!!|dn~?)v2&~H3#?XDA?p32nS-8>T7BLSd_H%;~a8?pSK|$-ro(hazMiZ^M
zO9tC>EZa@RfnsZQzJbvR5o!t^<)j975(=GY-zppDvA6a|ss0>yOQ!ivlzmGdkvypp
ziIb@=g_*mwvQ`I`gwem^sCgUmkVPmgnxp=1Y&1tO87y|Ve|8_qxshyY=nhM+c<;`*
z`dNxjcH@OU_Ow6C+8fxgN}z*L@I&Fk(B$GhD5;qyGr8S)6WK3O+~qddmN`|PF1|Un
z8Z9}C1oKl;J8znJS%<a~4<qwbk}J-M(C1uBVtfzd4?{Q^T1HA)wPi=^kr$i0=yO<W
zb+_NumlA|L3N~}g5sv6#T4IxYwZcR(#QXNHQ~(L{oNHrX0*0nbSOevgmZBBsFH)We
zcA90~IP$!4EHfQ-6q3MS+(~qEG3KMT*+GY?d12QxnW@(Txq^TG)X;CA>b~&pQ^Q?U
zY+&{;U&)$u60zr$V_dQ&@WKT-m!1J%fEoT#iaj!%A0`znd2{u3djkO-i$I6b)vKI7
zeL4gQWJ50o<d2=0!~?pJhvR{}P0w2B<!(xqO{`xu9_&p`=rogE=ZjR0_soiV@ft*X
zt&|sX&dgapKv(-vOgWUSrEPw$zrqsFBtpw)FkL2AFoj9Z&Tt8y_8_ZCI)?J5ztl34
zi{sVHt55TiOi~TWs48Z5k5rwvsw|LeYn3a-GFAD7O`yrB2CENf?N@PWQ)Y-OQ{9v-
zdu)kHtBPi?Gt!uz1r7wY+p0fvXIS;*tY7S{J#gUPX|fUWiFZhwq<3l66eJYcWf^4J
zom0L$8l=Ewq?%k}8$z;5H(A+Zy6{qJ#G!`F3jVP2`HY1c=3!Hkw^BR)Wyl>uLK;TV
zWxFe-&z7hv1!Hdxr#$D2fpUIWASw88!S_nmP`aCvmiK>Yz5aK_CydmdRjT}NMWo4+
zVY+9SR2%g%bF9WpbD)qkH_4A?QJURwDjfWE#Q4LzdFi`izGF4QdA{{EJVV&a_67rs
zr1+tRB@yrEvBF?0aWLTAujgIEX2NuhqTc8d|AvP}9t~;BN!0Rm(th4w0iQpl6J-bM
zqNRe6ahAfWHNmH(l*K+n`lQ*``m2PSYcJV>&*zi~X;%Bhe#y2u9`!wbV9V5izUIN>
ze#>#6QODPJH#16025#5cYRziZC$UMWeE?B#{ecgWhd|b1y}2N3emJ`(b#v4-?p`!}
zuMsNLUW*!y*LxGs5xX@~Wia+~!|&FW`?QdH>{pObJG$AsMyA-s_AoNi7-UC_tWA62
zcnHJ5t;5fHpJgf4+z`2wBb~ooX*@R2EK&|=I;d;sw1;0SWrAaZ%9Uej=M)bw=0RtG
z-qbmkzM8f#rk0cp&)l0*rX0bG06yU182VF-_buNF=<>Y`SK)Z@gM{<$j*F}zFU~;1
zGUbn{UjaR2jHLarsyWiRU8e&>NY3;1QsGTVD_gT?`sMp$S>pWa+jxvwz;-QG7+Axw
zt9j;%P|m)E{+U6`usDa#>JZJU*cRBefqpbkHaF!*EG<!}=(gmO<U`ePy*owgIXN~=
zc&A+zy$0{i9jZ?IL$=Qsd?S8fSEJvsPR}N{fT~`-hTv<0FT8*jjmQ<Pk8~uAw&sG-
zeU_LEJ)c@MIs;k(?;KVSuAMiFK54|MmZGM{Bw<Gjp?(ut>=c86ONYa3KfL%v8naG~
z)>yI8xf&dbP$o&ey~Tn!RfTwhuHMg1*Vd4=Br&}~W3m&<{ed9?`f$@#%4%lqGi1pF
z=+m?(U?TZ(B%?`GV{946Rp#|jo?o$Va#02qM1Se9w(1GFp7UTYbu)RUH0SZ{BDRA7
zzFwJq{7~~3V>BZCNSmwGweMf}c0Q{%cxf%0XCsBSFU&O`9`0aJ`l5B0!xa9`IU*MB
zFWbcK6oJ-hqQuGu$wvm39li}L-v`PFxtd}CgDLDeWGx%GE0WMGIEfOyJ>cJcvv!8-
z@De4iqIL(+V|i2qx~g+b#+lGowH;h#E$*#ZuI6CvJUb8?=>S!Td%S9uQ7sQg_VV$w
zLWsuaDg_}r%~c&59AlH{S2Zq6xFg<4SK+~aIohJ7XRJYiexgtIPN4Ayj<pTc1!fU?
znp#!EJMl{$I!*L7;yAkw`HZ1(w@1$o&3L-SU@KL3kS-k?3bd~*QepkqNETID?1e$j
z!!5zPCrr)V{6511`G(Nwjzg)w!BBzR_@_G=u|ffH@A^<=F^na_mZQ?~uNAwN6X&S9
z)|hyQt`067Q?-Oy(nm_F5(;cuv*)Aa>$NeO1S&fZH2Ii5EFIGAFe<lOKvc>~Vu(Hq
zHoF8j7kqq|CHKDloM2@_TB4cktR;ErIE$M8`;XeM-PS@-O)&#l=i#?Y?RT$>r4UjL
zIFdDMiQ=WkJfxk!dtJn}3<U1~#3T2v3KPbI{*b~Gr<j2c?oTsWjH=fZyjoB_r{laN
zRpcqmcaCR%@zE(&>5uM3HH5=lycS|Jx*dycBp!s!rvT*n=~vK&+ToS2AZc8rKC%?+
z1pMU@4{%b^H}|Pak{5K_7xbtd)0GN`HQVbguLy`ws7i1&8rKe2bZB(vA|+#IP7RDR
z&M{C1n|HZB{|aJJJveUohLA4D5@P+MruWvNxl~so1&SzPkL4NI-azI}0X1svb{=3b
zhdts<y)znGN*Qrn&s_{K0Q1U#e#p?)0rC?Y=mNmBq{vANAL~b7{QN+JAq3fd8~U)q
zU#RWwVnjxs^i0piX+1NkdYqnsP*hMW$Wz$rNzIj~(r3~vo#;G_mBEayTZiEOEJvb#
z4eW!6Ech*g7hNL;&&Y?1#aO#PY7xJ7Hzb*N#`l1Pr5n<%Jm84bAq(HZJ#d1owR{B`
z<X`&?kW!AJN2|4+>bdPcb9II+r(<$nCpsLmw-*JN-r5V0d2z4PP#3g}H{a*$EOX;!
z&m%Mf3o8VW9yl<8<@=7MP4>n%tDhluY>7$|XJI|a)nf#heA$p=;IExTwB$|?Z8<qO
zvDRDCkYtkxqdNX5JLl%|xOmWT;6<clPH0g3W6ExuE=!D5J12JoMNjELcv9^BV8uji
zb}+^RG7E5FN^YE(SEBan;Pu1S62<Y)#_(3kNS@)Y0HLZ<>EncVL&4NIN>Q6*#SKAA
z7U)q3*TVS903^sxm+y1HV^m)i@p0>&D@?}<cOiQH1rQ`;sAgziKVAIVbfIxq{Ajb#
zP!EL}6N~(%1xwpwo)WvUZPs!YvBn{R8k3^%!*>IVnopyVE!a1kwQIGw_8SS8(M3mU
zpN7?<dMhMDZr51LF5we~48u`#IPn9$J>bSNq-w%^SZW-51KAnrqq(6LStt20rTpIh
z%2s}QMZ{M7LhEjinJ0|Bz{K|7wYvXT-`B1NjER`FBwG)rpR;*cyS-%>L(Sx|2Y!?H
z5C%G^rko27aVQbhZFf0GuEBD$4%NNgu+6&+I5X_(SV#=m32TK**-JA|h-DADU#YpD
zrgpRLU8qDWOEJhTUeY!DqpLVtH<Zf4t};BJ@7fjBmXBZoEc>T{8X@!Bpo-uaV|zmM
zgDy(&$yxVzcw0}@qo2B3_p;Sbjp%6>tUlp@K^VM_)a8uP+;xbu?Y%O6wxZR(IrOvB
zAiH;}?DEEPgP`L}X~s4Q36EBR`*>*V?;8bXyt=iKOX=3t_&EO{^>xZ#4toz1M!7}I
zzV?O8>XnEtNcf_MkPv%!K8^>YjJPr}HI>kO-97~C3Vew>8Lm$8Z*=(Y2ay|>zc0lJ
zB|?Qj`|X~aM+1s)yPWJui|%K4F-u~*Tt_oq)zR*0p}d#PX>r6)>-BM`JKT#~C#NR$
zI*qEzV`o){7DFq)IiK`tBANhCSW~U=F(*4(U(`5P2i#r&9A(~R_Z1X4#XN*Bna=90
zO&Hj+(+-_^V1)shcVACD_v)5$Rs2$Ug6yJARJb}vr(0XbUkJ8;irJQ3ujXqm^G8$a
zNOR|ed7olF*KIQaTgu3M_ayRtth`2??)9OKy=uJ;`?j0X3t6+`c&$B2ywtvXnLMIO
zx5SP7u%8ogSHFVj+LMDNJ34x`vxbG?6plR#L%SL|xyT9)hCC8j;%kZZ=JH%Z?Xuo{
zT;Ex;K)yCw0TM{_=jF_x>&+t71c~7VD|5{?j8zX@%AN{sUwVo^bIfE;-I&0ybFXi`
zXn9KD!wXqGPw7NPZ>uLyn%`2EMP5(0UX0G@NHcppRgY)VZJ!V*4BLfZ6l{qrwRM`V
zIlngufI`}<>S3Avfs-Q(@^Wg<B;fP87Y@BN<rrZfNBXZSH!fw)gMi+OoU`(3r23jJ
z<F;Y?hK~t6@W1R|D_BnENumCKD-m2Sv3v2JtADbW-G3o`!<F^MG>=0}Cw3Pf{~dbp
zqN|0YV<ewp;EgY`?8nO{-f+)erPHmFCE~Suhk@MUbs2j;UYniXa`8=DWaGp?8=57b
zGw=L$eSToz8^!9$Zx&b2?eE$Xye#`xk|T?`r%4feu#!f+^Tl58hw~*ef9dsXD>t}n
z(s*;T)JmDZ5x@=I_Q`T_an0Wfw`-c-IbB$7bAlsMC7t2xLCX~xi?-^_y7sPGd&-V&
z6BkeA3vDeAlNY?;A|9}*_VMZij_e<7?X5ol(o**`zBALw=+2ky^_^l(#^1ap@A=&;
z<YIr~Td-^1^3v7!Ot0RVJ?8_%1C1|CD=&J9Eaq*MaI=<{lm94suCe62RHwq^zbP({
z?H*sao@0~!@b*zpy@iQNUxW_G^e=q2=U7+pV#(bbrdpi5^Y)M9<NaH2+b)|feXP%H
z&-ug27x?Z+J>O%#%5gF9qUso(Ua8eg$_(?|tS3gA1cxkIe5%n=HKpX9-bc}8`@Su^
zW_kG(kM!99<2fY<?WU@?)cB?@a4ec07-Kng%K9k_zQ}%ZE!q<JX7TBh7c9l~H5aeX
z63m))_3Rt2*D^~)`50^&p0ivJUsiG5chiSIW<ri-sUBTID|Q#32gRAo%444D7i5IP
z(!C$}|C9pO`0Mijtls`nyyLR-o~?b4_^qy$<{L0hGVD9ve0?dfCD-!)ZOPd>?b#=5
zc7#fZ-SQ87q3wQL>fHR*r_*xsY#vH&$e%b}^7snTo|m6P!=oh6*<2O<X2t&TTx)8U
zYY*R<N<nu4$NBZ2vd?ez^?Dq(f6}KXz3(sZby+ipyjZ)?%iyY%+pNCh<qy|O-@X~)
zp1e|}!NqLJ3gb_|1cP7MSzOkg_@80pTgDxe-}@wSu<u`K`g}{sE`hv9-valZyMLt4
z@bcGQ-Zu-{UZ$o6?{W>Wu(Xx9rr!GX>V;CXSrIoMPBgQKTfEOT@nXnISNG`)t_Z~}
zU;J85_ruqB^Q~Gc^W@ZAlG)Gf1m69;pQmD-FUuC8V`*E8CoTAMqSpOKxTUMAo0iR@
zkVjMd1AxJB{&4Eii@ke3Sg7594(!YP`g*cr{?VZ9GaFo`oio}MJ%7&lHUGo9qOO32
z9J^aG-SnQvKeQK(cwr{&SSosW^T|CDQ$3C`ymKwSb@WM9+xpUSp-sniTBleXWWKlJ
zV%UNybEXGP2`UE`Noy9s`f$UUUcC*ts3^66(<}1{$;+o&>whu@R-i9+|0z^#yTK^m
zq2Fi!e964@f334FH9xxFt9Yz5bV`+HuKbsP?9N3Ewo>}Nb=v*!_2#Spz99eN(Awi4
zuOCtVn>Txz`R|oV{~6vq+q0{S;p@^LA6ND7UmQ7qNsm_OkFOPW-<lbJ#R&dq*mQjY
z@Jc^mE0_D-^M9>B_J07LM)A?4{qfa%78exdqbL7oIC8!JqJ!MF`*Nkq-%Gq5zfSFS
zRzIFw(0})3RMGrz+voqC5k3`Y#ANkj!0k2r?{2>g>@}5%|67+e<v)W&O{)H#eNFPe
zp69d!J3(watTdQc%?I9HnrFN}Zl~mbhIxsgB?wHL*46l~k4t}Rb#1YM?YyTa{%np6
Y31Hg1d1HFgnW{-enRr%$+yB1_07sTM0RR91

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-21-Sound Signal Waveform.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-21-Sound Signal Waveform.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..a724ee9dffab5a2adbd7d22f02f6785290bb31dc
GIT binary patch
literal 13833
zcmeHtcRZEv|NkvyC*z2WBV<d)5yG(!A=!HsvPZIoBg!~d2vL%~NoGdM$mmUxmA$gp
zkv-1&-ADBvpYP}M`HjDS$K&=m=f1A{oa^<vUh8^3U)W*n6mVWuNks|3!vg?3@DIR_
z0tx`}*|S7v35kh_h)76?Ny%v`$jQja8K`L}X_+rVS(q;}F|l%7;bLXuXJ=yKzQ)6U
zRY+7+6v`zbEiNo|MMP8>_a%5FBqZcy<n$C2^um{zE(!l%zp(ECDq^7I3=2LU8*qjS
z51$GT+X_IzbrRy8zJOmZyfgR&glCC}Nl3}S303ETGkEy;X9(~K2?+?m*#Y1<KtM%E
zeMv~}EREJ3A~rW#;fHY<#O(6rA0XPjn;asR_k&4D=`PSST)fQ5#m&Pj3KP2~E+MI)
zh)`0#p`xmztEX>ZXk=_<eb>g;&fdY@!_&*#$Ja09(c{pt@Ca0V!qdd0<Yy_VnOWI6
zxq0~og>Nb<tEy{i-_|v^w6=Y0@96C6``SM+I5hliWO`<H?)&`0;?gpD>&N!a?%w{v
zAx<tl0RN|0;Qyb3{fk^wpj>AN2=EDraB|_D@dht^DgwewLT9Pvw21Dw(Xa_WB&L;*
z%P9Xq!Y-n{39-E2OG?KfI(-?96YW&8|1-gY|DPoLQ?S3}8Ue`h@xaZ)rvl)>-XR}f
zYmK|1kF8F9O+bQz(|Yuxta$Fe@m7FB^T^%rpEh1PdU(5PBLK%<1TCP2yKa2LN6j7M
z6-}&2>TM5wWiaPEnAVB9qZfWANOFWbGl&#-@sWM>-jlQlsWMqnk*W_D_%`cgOQ5$#
zJ!8^H{c*--oTGYibs{^TGf42y?=>xpt#TY^RH&{kf7Zq~@qtE6B+=#rq`#mmWKEU~
zL92;(dfoL&U3a7;ckuSwc;n-2?K9dN9M20UH6L@3q3zqalJ5V*guP=TJ4PLF`tz$1
zR*n-~U;QO$T?5!Rp3aD8%C9ecQ|1g3vn%zMN54!c8*417P^aj-GVAKj5WRaC<cC_k
z&y8o7-H~<g6=7z=y`5}ZQj*WAfG6a6mZN^^_vdCt70;5CqLNJgyY4wEvjx$ivb+lr
z_TG+8OMKFwAoAfi2*|e{=#94wf<x*pgHb5JnCBX$aZknInqZa5xFnsGn{7=u!EK5b
z_On5v`Gv+wInLSNq{qjeTi*1Ti}wSrr&cg!-Wb@Fz4L_97>Gw@<S!47Secv@r0Dw+
zI85E6-|k#9c-RdH&}zvN{_6$#>@%xX*XMts$l_av)!X1R=-O3B9p#s5X%~BZO+4b|
zquTqQh{#^B%R~X(xT{pBeWY<cI_ukKt80lI$(yb13|$qsQOn7R46n#7=&?Y@^J3)C
zi}XX1TpuosV)O+}BRdxOVviBR0&&+2u|Sywe4FOxrp9rEq~M94G8TA+0wyw1+yHpt
zF|Mah2ht%sD0Q&F>zvP+P{%sgI>*QRMp%GVS_9LZ3_oOeb#5KS{pt*OowJ>R9w(f*
zV;YSs8zis*+h7V7FfYdfi)<Bvm#{!5d<ecWP^8w9z9nFvzOw?w1asqS|9%)clYAWM
zh1{jC2G_Sztx+qJ*m|rDuF~Z*rdfaTkl9OE1JZCt#gq-NQxs2{c6iRn>f9rURPgn$
z`MAa6(|m+)U0$)+SrEhoI|$-~qDN<9fuR@3L*hK2W<^&bM+bU3y8CmsCkg7C@Z<0i
z!4u#1Q+XFpRSBw-FAA+6fqYOp?2sz(y>Qvf?!C!aR8f}a9@Kbs<r(_IV~zpWsR7Y7
zC9~@~56K;cfv&Cx!h5vOn7+R&=SJU6KIWKUF=1Bg@~o%}HCy6h;A`K>7hRDyX?+Jx
zZ|yD}A2kz-Tg!+DLc!!^3A~qj9AABvVh$XsyqF#iOX^>!CNRltWsfGAdf^SzJ0{5=
zZFjqq>$qjSbm5%QTEnY99>y55d!2p8eoYa58B;#vN~Xq98sVL%!qLmqToL7tGBeQc
zXCIJqh#T)Ja<+*EC@>|c9Y{^U)a~*mjZE`2nU$NdU7_+1KgeHIIJaXy`CcU3Z`5@8
zvzuFyEPImvO=ngsR=)?DJA@gJ`6b^)=h&IEN`4>P6Zu4Hs<=vitL$M=W8F>(nNJnv
zh5ZmCuYuCy+h1*tq^L|@1FsqQCmQ_>5CuLKM+$OZw?9{|9&tQ*chdCW4pX3bp~1wt
zcV@=(M~Z{z(stj=3_zbU3E?w_Wn^>c?;9}1`5^jisc+OIob|VI8}ltjUKpQfnX&&^
z;8rwh&jvdZJ-pXdWR<qRAW{0MS%y)Dt`}Yr{nZQ#oBLsUJFQ)6KtQK?q`0oCZ8xrj
zQRse#ZKz>Gt2jNOl8@+Uzg;V4=vnvF59eaowul;QyeFgom-8>K?i6}GalmkWse)2d
zc&!h5+9QgE&a)%rWy!BEFt21(Y%+=ABhHTtUG(U?^*uSo=p$uct@AA%tCN!KrJ=*b
zrv~S+0Q$-igN=>ry7&|iyeDA`U%qd}aKO2N!2xCxZoEYjIKca&A_$(|=wM`K;p444
zv|T+gVe;Ss;%)GQul1c=taCf;sNT(uM>aJTo2`4)^z&Z@QdrnT;y=Z_8*ta#G?i?`
z6v5hBh|AXKhBIRf2wu!b694F|id>VZOuN-}WcoJV@mZg5DUEaG!<cil+q-RE?=DE}
zKb$E;f<7(>GoGEsl;sbP7(1}A*;`d4NwDfZ;y%z|d^<N&r_R^Xu0FJ5run&H(ih1&
z<}@NSm`XG748!m4IZH`l?}`OjHu!p0PG&+L9t?6txs+v~`Lnd2>(}%?Qds?A-*U;~
z-Lbpbg{V~<wP-=J>Znf6=Q2wWzh}?xG`+Oz_m?OzbI>SQtQ$3o%zvNCWBKDe`UCKi
zg2O;Ntv#Xe`0Crc{aBz<{(Vm}!mIr5oV6G0Lo?{(G7Ig^ch7x!{)ivV654BXH;#$K
z0>oG#I3^@7g{!`wLnwuKx##|>+ZQX?@RGjJQmR>1l*N7GB%yuMfL2p53ecaXy5A`e
zL5tUQtbzsNy-UGJP*4&}2}Xs+JmgRV7!-<;5%8^BJClbyu<~gvaB!h=<8Ut)R2(f{
z&abRRM2S|zAlBfRW-nX-TG><XtBpljYzf+9fnA!@KviQ=C-W39au#|(;~9JSBLSy)
zXfSe4r5Cx<2R|Xueff__tF;eC;j~{-7y-EcPIb|H>i3$+;B!O;SYTLt0ShR=#;=XT
znveOhz!R1{EO19H{e=7rk@xA!7_z$ocZ>5_U@m<neP?+fXZrI2UFGM)9o+IE(X*dw
zU8D%h_|<E3D$eefq*H)WSLGsyib1JgQSd-5>9!dP>jF041$CXzC!&W*w;zUK0gpl3
zFytJ|<VI>`GM{zLhT(ALlZ(c|G5-wAnS&oa!VXCn0(p=fRkq-|_*_rU)k(Wz<S4fx
zx)_d|)dEY$_M6CB-T}R@-~ypUN5Li9Nvm$d+^}1RC;WO0{nfKEyj|7b3A`CHdxpqf
zXoSP(ATzFqTc^6Km~uU!s?<3AaVkpe4D^6t|2d{18%zr7PCkqn#Q+*i!z}m-VW!?0
z+AfEn)xY}~OrunvMDKAPSnJ9SJe$%Dn!`7RwpHKVlxj1KooxGhf;P*E=zhw8nZW|Q
zUT4}kdF-;!SVn30%2KKQe9ZJ=k~oBQz7~m^D+`e$2-zJCOyBup;7ED+6x56+!BZ^+
zz{!&f<GQXC;HHroME^&5fz54N@^}qZ_PEOkpJCyv9k=gO*!ZN!k~w61(#3;Wk28Ot
zAYn>?JR#m`7Nd*ThcnH`aw|%N0<?IvZxEymmpv8Di`xNRlpF&Q>kt&J7`J((!#ai8
zh{FPAbal@u4~RxVyS)rPZ22oq5>NQ_DMn}OdG`!(B^~M}e%Q~CLqk8ba1kzi2Bn-@
z`m?5BDr-$Y;PTrz@k<@v!~(~WBi<(u+Hv`=eIL{`$A%f0{B=xNpkRu9a0`6zg9Wy!
zWH0K1lG1|LJuE=mG-nR(;VPFi7RVTKY4Ql*3*XNH6Z>vDxbfG)jj#7S%36}8fA?Q(
zT;)HyhUVFm)A~o7CP*Ei_@53i{J|IU<%!ZQ&8Z>0DaMa)Hhc1TAsquQl33uK!&4J4
zNS}c;7mT7cmz(*c@L45?O24%7*B8`<!{2|eFtw?l88-T&xca4I^nz`Pz3QU{KEsIq
zDE&O=ys^ga{J8hz0Xz`}qiXkekI-!Bkcon&AM}+}thX6m5ciX6zLdVc{5DPNlc#&s
zKy#Q#avXI**OSkX2?X@fv5L#LiQToRK*-3xI|flAf@!qEnWL{o^bS3H@6OX7p$C?i
zgpTDKueTUbVS#2?4o{r-bHn}5a1ZS=^|p+@RJ(y%ETD-6)(6F6zKi;%+#=>j*ex5l
zjV%38U3*OG*uyWSpL~(&NeY3^LH2E?Graj)i8tz53t$Wmek{>a$#iTgChpch^h>kt
z*3!OgokiICcwm9nOtB7$1<`M%xxOx$HaZu}APHgbdR5JrJ{`-aENn(czCDP^Io(N<
z5-=cK!UTh>U;*DfzXR?jBW^b-PTiO`D@XC#X3{no6Nx@xri#o8tHJ$d-G`4sIDTXk
zUsQPbLidxGu9vVs0+UO5xX5P?-*Mb74hRStHF>iwOgbEUVtm4zv&m-A+9TKs-6BC>
zJMjgh@GH;|uYq+J*RQ(kBN`72L})~Wok*OHemfogU6t{!2QxAg(rVM7{wTN0CK9d0
z``{0nY}`fH!;K4=P`;{iED%c%AG7#wYS8xifGQUYl%kP~mi21TeRRl48%B4cdD$ov
z#Y2v(?xx@IBRihKS9U>%QX*Z;zyjLo>!_K)e|HxMpw+$znD!c7sBuRW8#l*>Pi{~e
z57Leqt3+H+G3NpoVW0;(j0$p_Mpp`yf$ba^KF!_0*wQqEJb-vw9BwD$@_@oL=y&0g
zP*C3E0`jHbMf>bK9%QF9nE%$&F;T|LPVhOXD;6+KJ}?jf(~Zh{9u{x{ebI7A=MJd$
zBjn*+Q&$lGuf&Ge>{EtO)d)eZfFbda&^w^$5!&MTY5G|(P=H$8CS5=Jb>O1aB;rGJ
zVN@pS!NuiPOTlrDn+Co|<0|rU3<p?|UmrrQ^bfX!%LhHZX=MUTSej=Of1OI0;BA6n
zR>T5FB%{bh&(X4RsOpRi821~&6%OA5HK|ZK9=Ld@c~&qAIj24dU+K{}A?Obz0TslB
z02Oot7g4l*+A)gbR+xr4TnJa5Dm$R|02TBz(KaE3vUNYs<4cR&>IN8!)2Su}LL=Po
znZ80SOQO_`7e`G;%acFF!mmjg5X~|N(mP#QjcbVv`OxE7L?PFox_U>yFv=)r^M_s%
z7P!@vWOUrp@N|3#GH*;25glEf<H#nO(v%W39wgi@x<Rpg-@eB8f&lH^TfXm0t<+pa
z*5Ylimu5@s925;1Dwbb+AQCouO}U$;g06{hBKmUbm~wP|LzCYeqvk`={qtfAG0trP
zMYPnCG)jDL=<S+!CBEx*ta-vArpkFA1S+Dgu^2hcyuIG7y1eTuW^``-6@FilC92Nj
z4#kr^ZSAp&8MWcuFX@zxt(Q$!%wj`f*VGMe2wpE~`lbu{4D~R0;V`*HQilcZ4MxAq
zxi{$b*yNMlj2@x5c$>TKt2~|Lju9Bs9i+&xE9|+@EA!%H`y}@ox6U$VVauuN+1E1n
z_~frY>xt#Ke}laE+d@HcPnD08WOnL0!lBg5wrDBvvh`+EB&{_b1F3s3&pWa~w&a^B
zE?4$?+@G{_Hmr}DG*neM>hbno{W!?XTawsY(V!A~gNOrv@Qn{gfAamoOS!SS=&|yq
z5GS$MmM})AsqKR{*OkM*+z?;3R*fgJQafc-XhGC^UZ47#kC8Ov2-eS<y7P5nXp0el
zX}7zV5Wd7c%J9d&==UnR2U#UEIuDmOmuE&>yoQQjor(P5gr_lhMKP73HablG8<BV!
z_kh1mO(0{~4aE*Upjs$Ok1s87=Bv8ejVn+>-;psrWx)jRQEhV`<96iTQqF=bg?HLp
z#iPFT8)lgkqrsNKu|gO48{e1F^uY|BDsLNGQ-_TQ`@-Bc(3O)e^{KW9{aA;v1$eaN
zFp0`LvnLr5Dh~D&76GLe7o_edhpY<UwvDZGtk|@k5d`eE&dGmkkHZ3ZWdgk$NzP<#
zG@XwoZCUZ9@8{N~hfc6z`ZxW(?utb^TFbf(p%&Wij1*W`sxWF5zLmb!1wXIsmapLK
z8aBRn@ZDYt5x^uigU4g^EDFzD0UEKs?RvhO4e!d3xV{wWN>%!Kfra7q94!`E0Rw)r
zM~T&J;)xtbFJtXgs={B^6Ka^2rp=s4k1*OkIm>%hS#@z_olsna)ydZ0#myALqbgjX
ztZPeGX-kC;2=+PWB~8!^J@zq>vo9UxOtV}ijd-s|5UV;Z!@t70(d-vp$h#Vyb*cVj
z+Vp#FT}?@r9LFEVBxl!J00TWH_WY_vEA6_-FMHSPGwkiYJ~8C(A(R|+b9YL>3u+NB
z4zSg%R%bTowwNfTVVW;naw*C)DY#8vh7aqSwj2AVy8iJoYvEperPv=!(Ji?SNeRBN
zo(<T;4{O?)W4>YCB{A+Z?Z*)zm?r0@?c1e;&>bGkV%hcmmV5-!<BUfg*QDnNVsB3k
zS-6)O4lfCrskqS_$h}VJpGkd`R$N0Q8tvtY;BN;!IUjp^jujJ2x4CKi%-(9ONE+BH
zUcGv?NpQjJO1Mz=d-%7)GzK|y)z*)h32#JT4?0-UkVp4r2JgHteR5uxYN8ensbvx9
zi(to}s7KU2W;g50pB*eM79cK{H%Q>|Nyi|}3^0wCabZhyANlt%-#BB**qmCxEYpd@
z8p49kN#SQKVEkt>dOZ#v{o44c#sGIVKatK2Mp3*De-Oloe^7u0M&T#)RsF-r4w*^J
zTfwbT_)PJ4Dg69b%>GT_z|hhH=JM|3PA4)E0MiyXQ0VulPl0Z+hr+bjmCCFnCgpMq
z`6Gt+g~1K+oVPl@A1kh6f%E>f-JJq5$c=G73g7CY`!#{EP0{76(9hynpxSduG`o0J
zbUhfwoqZMjM*PJ8QurBS0czx2+Dg;TvZGZC768vUlRF!y5RK|TAes^6$)mNVZOOHv
z_1GLY=>Mz{e<CrQEAX8qE=;ifOHw#madC2I35p5PK*t_OjI^Klo#y-RQe2rnD2;RW
zItpdJUh{p@<p)OXkb9`4_0}$Rr&5dkumaPi>RswlnXd~#K%3*3BYM=wQ?L};Wpj&|
zVZPQPT<l^=b()hP3|<+UKq}_^VW;@|2IW4AnT{v7!QT0qe|Z?!cG<0$7hf#NZ<(Ad
z&=#qRcquE)s{2j2o*U_8nz!d7N|fgNV=l=kQ8DIoOo~LChUXn$TY~#$is+A6z};;{
zuV|=6E1G*m@&(L6qHFc0S8+EDMjBUZY#gs>zuDH<-+hj$Z~9S~jJEm#o>VDP!IOfM
zHLifx9%!1Q@x)9Ql)z`ZC=chGx-!5!kbm5HWAQOCv}tS2FQFF!DR=_r`1gMdVu9H%
z_~CkbPi2^D_YnB-&kyaY&G5G5jsfsT{F_nSB~g#qMJu&r&s*GB${8=L=N1x^mG%KE
zyEFSyb{E+NlbE`xA117s?t--r>uA~G++^4DT+02#QREN|qt`92<SB7?ctqIk@sPXx
zy1S?E<qwQ%FQ&ZmU~6BM*zHrE-oumTCFRRXWDwiqtbQ9mvMiC<!TWwlk1GOM<&Plj
z*$sus<_Vx?m$Vqh*v=Sk0>#VPkJ7$ry~rvrLDLw*Z5k`XIpWm5A5T||UHllHNcw&%
z#$ESV#Z{o{QC!bsDDS<%DmR(s6GB@hsz)PcaXBgyh->p6NrAj?M=2U-8Q2uIjtsKW
zj3<xO5PG&UmR?Kd++&`lxfEQ+7wR0IH%3d&pB+yNE^nPKXf&z*-dl8e-jAyldj3P+
zl2V^Uii`CJvzLio_UY%fN8UH1>tx1UiMU`PGmSL5eOC;QR9Dt0SUYa3lzN=;1>$r<
zo3%aS8{738Zw0op@b|A*k%>Ks7`ge!BNu5IhsnC3i3LP;`R#Av>pecOF2~6&3edd@
zj#qAYKvfr`xgY44R7H(VvK=JHl<?lo(##uzt-Yk~@87>azHV#wUA%K{D7Xec&df78
z%wNtur_Ie-<eAZZR9@b`zWB)b7t}6o)5~1~-%Rsn%q+h*sJrp&)U1!KeHJe*YnEY6
z*M9%5HVPsROxZL{Ec4u{kLL^a9}stX@k8HZTns!%JQH}~(hm3aBkjv&IhUAzD_g1f
z>9%x5YwCDVucv_cO^Ozy8}BLAbIXq*1rag~OZ!h;L%%6Azvk=Nfm5vPu6V?!Kn4fK
zIt*uBzQ&~{H;>3vxlj3A5r9Fjj3JUD<393r9_CyYeHydjdW|_&7d%Tw&@J4gR^xZB
zika`Z%I6~R;8ty@3VU62l2Foo1IuT{f%Vlts!itPZ}7&381VaZ&G0C;S*Bi=`*CJ0
zy}7y|D97tyRZ$2g;G*+IP)c=g&^SV6z%q6nBHk_RdLC9}x0<X59*dqNbsRf(n<xz!
zGlpq?XTt)9WLDexm-{>o?}T>}Jm+ADa_Ld-tBxT}8vCe0CB5n$C_a=m=uc8a#bIlu
zboT4eUZmN}yaHyp!W&O7{kw8;+hu3_w@c)Xc>?Z5p<5VPJtS6Y4O~lokgb|ayV_$8
z^FAq>yjx;u(}d=)dQW{TuSMG*$vCo<U&*3KD;Dk<6UT=+bE=$|e9gLdwjs}8b0OTa
zS71<GuT)s6zg^>FUe#t;WOkKV-6#1*dFv>BN-~Y4<HfI|w|2iv(@87wT*;|npnz&W
z7$QUCx4N}i?mDbqyhZe>?RLvF5+YV4c_nkgGGOW20{pSN4BPAeVwdv#j;;86^e=|Y
z8A()hHBv-K2j*vn1Y+Lw*<VHrK9u@69wGw=BR|G*VTFRr01G_IYtDf|1$*op5~2=#
zZuyj{Mz#d<n}m9yd4@IcKb7)sXRTe{;PB{s@s=*kHPtqaA>jECa?icn9Xf2zzJdiv
zNS3gG)Z_cz(`9t<@Hw8s8+oqB{*X%=)x4MFshi%R5{(4k_`S3*<5kLeF?DYKEu#hH
z{!7u5jqp#`PTaHK^-3Xj4WOerwTqVubh93~Upi7TnZCRq&DOa&YvLiH<8TkjJNkw4
zSm#eH;ztv`-Ql(cB}{^Au%<bwwZVqpg`wnxQ5j8;DiFz8Uv-mM{(${qrMAaR+S@1n
z<JH&w`>YN4N1)-~!1ERf3CqkS&1j-FMlbN7tt9i#K$KStb9X=NI!33gn=z>LmH<&}
z<R_nS5b!W9Ov;+xfT(kDN_)I1vR+fKJ+Uv;av58^m0hwKi3ZOqZPMU*>nE)77=$&<
zt!9guZ+(@0a}=1h`^xjWbC!+J4}(0xamdqn4Q2Nm^;tN^fpZ1=E6<Vr{n&F6`L`p{
zS1B5>dbkB*ndV?2$r~59pVcyJZldV4hEkt9w^P8G=m?895mm4xC-*8E&SLd$Gby;D
z$GED&*4V?<Ho+LCRZ;yWLRVFos$<Dqr`X5g2oaa$Bw6r1sd0C!d)?)Bq9GnbXDPg0
zk||HMzTQY=jMZG-&ye5xRX=0z3m+7zN>_WdO@%0Ye>WYMtV(}0zq{aU)8*J)|Hz1t
zl4*!Chx3CsJ^iRVYkMAS<$+<>8`Pp3H%z74PRn4sTiSI(wnvvY{;K2ve#_MbV5Uwt
z!AnW(4nmUqrM<o=gUuAFQN{z`R34=v^UP;aCngv<1Ni#I)UOz+S74%aJT7Fmz{p(#
zZ!J}7kXSg-iS<14wK@Nd+0V~FDvw^zMI+-)WFpLpi4QVHJ3B<1SXu5XDc!0p5hI^H
zQ_g4i=~-tH8N!M3oOx%~l|1UC@SWW(<;|UsWscsGE_yX)linKvyaC13jk|pD8fr|r
zH6W~^1s;bzFrIl)=NujNHXA-oCDx}gu$T;MU;PyF$+C`Fp*apQeNcK)iDqQl>+#A?
z>5UnXYCd4B6W+C(meehB<{M2J2$cKiSUa>GzSbaM4^Mh&jmqP#g=OXW*r-U!aMab{
zF$foZNf;@aWy|WGS8eI6XR!|7qNY-#>L=BrjZVvNXTB$C;CeO;mXyGq+8u9W^?Ej*
zcO$g&d2Gd)0<7SNSiD~H3!S7ZJZ2=C-sSVjaVnfCUL8>%EG=8fXHm=V7#FpcM?|EK
zf|aRXSd~GL8kK6!B5j(_sv&QZzu)ONQ1?uyT)kVpsn^hhqBc?FRSx8fq(N1JxwKa)
ztgh5oDUZ}-*}aAS64h%$VLl_9s5<f>H`Gd5!<8X#Z%P7f>6UkTH{QegO?})~#dftX
zXSPC=pT`<6CkYFo)Z8Iq3C`P6vua<tFkc^Eakj9c+Di^G>u!IPgM=s!y79`EpOu(0
z$TAro`DA<E=lt=j?V?}~bCjfIL*2Ki9KIZ@H}r~0c|ra+`lyPl$OgS8FC+oXGMkX6
zhgL0jobOqis=sGR9P>AN)c$Jux#cC5SRy9qGcBv>w^ux(spfcP{NJ#+o9PNk)m7is
zkKRUDZ>E)mrrUb6SH3YNf70^MJkl{MqN$>kR*9N+(IB;=$jGEU3$mrN=eULLD_w$b
zk%MO7)o?hRq8khAN%gS0U>O$S;izt+?z3+7IqO{J+cjwOh@YW46J6)LGph)Bf>~of
z)b3$c&)8mJYGBGPCs()N%Yih>ttbhdD;`-q=IuQ)qMN%pIU^NjCX$Lnq>$asK!??w
z&ATl=UW3bh-Kj2b=%!}sCL;%DEQl4y{A*qZmJ)jFqq(c1#iHwh_GvRpp|pdNg5&{q
zM;4-!mo++-0#uj%5}EnFH3(WK`H>41@Yg@+_09NZ(&p{y>O`<5c=-Va;;p2eYRcOs
zho3=PZdm3_c&9gObs{fr|9MNvwTKCUSgN!L{dVK!W1;C3QEuYo%foY2CVp)o8o~ZL
zURK3)Hg&Q23h;ggHQXub7WO1VUTR%QIlLd)%vBJ7Hn5!wzDZ+fPSlr`F#R!sdOLN1
zq23enW&gjNeWtY?bv=zPh&E9g+211wW_~6yl{&~x%#NQLK&yH`q5gJeQoA5>I`{lU
zRR+c7_UjrDMjsoKq_5_dMY|p?`8%Z*w3d~6^L25nnZ9MMW>=U+-lx8bOq&<>X+N$s
zUYmUrdZbzvbGIw}OKjKMGSuseeKM`vJ}ed>RJO8>j+Pn4ot^TZj(RU^ql~G2sh;X_
z6Pu^ZzdTDQiF!EvP~c9CZ3_Dt<)c>bQswp$+qBHj!iCo7#OLdcThY=L<4e>ZSgzH+
z?{=1VfzhxP>x3w$jhK9Lov}DWa)BV_Ge)7zyv;W^!)0(nXp=)Q`qM&4?BRlWijKbN
zS0|5IyKGMGHUUVArDcd30=S<}tt7+j2p*Y`&q~tpF^H4vm_`sVmxILOfVV*$@K$o%
z=H!C}Nu*yxe<PPD(8?IZ5haMOfq<Oem>>wRO=CcKt?3kAo5TY0rPKc#crEciq3hpe
z8QXJw^IFxFbrV|sIHR3iAMC27ki@OINaZE~$8VQ~1{<$#m-4mI{pg&vAXjI))!WYh
zc<hS&ab5{m-MOfh607qgZS<2{`OxbwuC058#>=jKwt)34YQBn+&Ros&Hh=MaOqb*L
zkToNM8zR9%{gi&Ic{L`_$TiYRmJCRY3aAGLViexjF;Ape`CaMfPWyC)(qXHKbXa6%
z$l-O0=7i}Pv4t#yFLAAx9w{}_-nOZAeca2wSofTkFtp&lu=0^j9XrY`f7x5uLnk=G
z8?kv3@s%sNLyMiqJOnj$tUMi;XD6iQ5~}Qb>s}M=f$qI_>O@6S$~%Vd*s9_mC~jp6
zR?f{<IVxNb?{C~=%OS2cL<exm^{bDGJoDmqnvNkUI99t&xXh~%F}Ez#KU89us!9L$
ze(cMj*m`3vyIu77r~8YgJ@>B(j+Yk9ixoVeZzowFKKRrsDOH^+HGgxiRb@8k!L^nX
zN%+3f+S~&2$t#-ms)Sh+g6GYFthEehxlI7lb*U>4{RMKSWxI=gXHVix_ZxKb9pz&$
zh1{JQE~yNVpVXr2dDGEXpcTy5v3*2aKX^ANbU4PX`d#E(v)wlZ>)8hBJ{B#nhbPR(
zi=9S80?|b`IR!q7JbjsM@aj2ASuXdRyg$d_{MF9aQI>^1NR^|ri9(8GH24ow$2Jc^
zLZF6OX?AGESVWfNVJ4KDoyn_ILeIW-&sIJ+EoA{C4Mi&%B8Qbuaojw^iie_|X_{yD
z1vX4KS|1?a?BD7V7%eX_amNDqkO9Z^EfVCb;#t87GrFNV`Ba~`sO~7cUS9H028iEQ
zf437`IN=8-FWM70Mv4^#G4<kk?_Rs7V)$X`e7mhvUj98kb8ag}YvPQqsA`Gg&*!l~
zeh8+HbO=Wk@N~XY<Y=7tHP3~AJqAlKb7ABnY{Z9`BjLTV@Kr|j7rr3jgSg|EbQNJg
z^E^>!zA-8VY%j4MlEZO@+rPO&p9psqlQ)pd*6Ysgj^wh=a_tJJZZz@7ROAGtTua@R
zx!EZZUofLMi%&(&BqoW$7AzA$lB<^24<U<!C;{}e%gME$;rq>RHz_*s6Zmf<C*`X|
z*LXLV{BHA#u#lbcBiHwCoBTV|K!tfsc@%kEbfde?P7URx_Q|4Zq~UV)I(@fH-<XMs
zGV%3la@)b&HUY$Vv0h!cl3kksZRov8I-+B(pXit6&@YD3-~!qLqxb;}SX56Q3OQDV
zov0$~xbcRw=yNiIu2w-0D2+}iTu2|US;pT@oFyE}*e)o{;meLt{b+!K&*=>`t@K%(
z5DY*;B!7!_5xKJf-GV%51wZgEH|;FpP^#D<_?+AqEU?l8pW{`PRQ=WQCBA`zZ)w2b
zN1!^g{?0k-eL4lMd<&6(;Z~=ym-Z(anVCwwV0uHC*O(hW7%fkXVfTR<ym}CYoUGe$
z3^}DFh>%TiOl0ZS&(1RN_arQEjC&QxxVz5t{RuLyr~l^S|J}$d3f|u<MdFxu@PM*Q
z1E%&bML6a?u@$$-IHU&HpOn^wd2Cj9(!2dHjZgW<|ERtbeiiKtAUNd!Cjj}c1YDa?
zHnJ<|+ER`j5nCDpa9jAW2e+$^hH2M%R&~6Mne1e&crjJ&XH$pnOF{ukN4d2YkJGpC
zK@Mk?2Xv5()b;28+A3v-U!VUy+B!O}?&^mE?pMSD&RLa@lv%uD%^hr()NUYHGRqe*
z+~DH*+Mqihib^&Yjw6k2PyE_&6m94JLu%zI3Xj5k&Ve_wE5;K{;6%rpAg2Q2blX&V
zJnq*Y=_N+~0Nn_gQ5;PTzjiZDB>E2}NAp>X^yH$WNXsO824wQ{kI9qKZ0l*ZyL_&E
zUh677yyIt3q3i3P#Bps50!AQ@ql)u?$d?u57BTWwsW+|*OaE6FR-5O=#L8qp-%u$R
zR?j>ld$zmfG9VMkavo&&yXEW|73^u9_Y!4c(p<HJAN8voVf|Xf25trfgYo2SAw#r>
z_IZDd+z_yJ4@VOn2REpJo(*o+B4@P}2%oTtMS!2dGaN`o9m|0bRT&L(=xNg-Nl7|B
zxeucvC@P3yf}$GSzf=B23js;F1GYX85u&{@ibhQ<4Hk#=rGxDlsSGUOhD>xzr|W(G
zz9MeKt^x}LpjKBy`KLecT{zHjmGi_gXQ96sZ3swo-GuHOIpd7I-VoWJca&LMh64SB
zlk)JS8VmGBnia#BbxwL^DRCGq4mIWa&u+8_$^bea*y(ZVd;qc|1Y8f;a@L_qr1HCm
zgc(Qb%@_QW)N=(%y^f!J-@hHwBt-o-dkt{WohqB&N8oNR)~z2Ikjyk4@W_DuM}f$b
z3ucoJKRW?IlJk2Y2RKy{<n#ubp8eJAQiuFa_x;-;u!|AbNr)p!|E2oCk$VPIxE2^N
ztT%&4>_f<D4@{7dKS+7Axs-!DcptgQne}J;;Blb_J&sZS)pJ<N*IeN*%L3_ZODjbU
zPTFX2ce1bZ#fWUkvSc9cO(4Mzg&$v<HfDPl{8g|(x-=OEBMo?q8c_W0GmH1{Szn0m
zO?nKGZB}4pQ`1i#UqNn*sM_u)#5ipW9_{Z?HnU4?4xrx>b7A^wf1C;UGTP&|Cd=~h
z_cn;2DKRRTx8RaXj06AaPDbhHn|^iD<o&&qh8E8cxkI@POP-$G-*nyUcI>F1<<-za
zl~`F<Yd-6ZAXrGv9^zB1D!f~cpw)c}CKC`1HwG>6bz%+3P*-bhfe1PLpZ7Fso4|Hd
z9K(7kCtDP+Wj_ofXU+*)I}gYvo5&D>e*Ty78%|sT+kXrqkSkpvvpV?sA!u$&y&%sD
z^0fMi-fTF6T+1j4XWVXZoNdd41Y#)|<UtyoOk;mL45Y#J+K)kKD2{XmQ?CF<D%7d~
za<&f&`i3S!Klt4LcZ~n&GygA+A%$}c8_)z!9V2Bb9b~&*LALuqKc?KW?q#g6<+_&3
zCA&{}9R!xOCUAn4YO#AGCO(szF~pi|tktnWlBB>kitjUWng-2vLTMa}!AB?`v*8>&
zV+8~?-rMElf5|VC2Ejg!*7R*@2lze(1iBfqpMVJ~Q3hGc%vY4ME@4Zi*P1^c;4LF}
zX+ews(k%zJ(WOVg7a#N^H!t$$<Q~fmY=>K;+CL_vIpQlz2`l|8m=a`J(o;puAAnQy
zz^Q(xQ{mIJXy~tX$g({C*KxtkEDV(fHS)_&J{Fh~wV0M={L7berdvRd_^S!H_W1_B
zqhDgwph2Km|K*w#uN$EwG6)r-5GgrlSElp(vzmspny4n5*dXyULDGzDF@LJT@9%2Z
z_^pNtCCA@-`gaq~47IVrr!W5HjyTu*A+0uzDK9d~zAypn=ZxSm(o?UrBF|$*8xTD@
zRyqrxmOK?3*yis|{V}<(cnroRg~2Q=5Y!9)?5PfaDh8a<$7GNWo}*_p4q2+8$7fNo
z|Cp|Mb}!PIHL}@wwc}abYR*_dppLc=7#!OuGQoyyuoJJ;eC31W&RTYL4U2d`3&WG_
zaObRpr<(}6K;j`M{^`nU^t%kE^RE=;oS}dR?X`Q-?4mXeM}JqhF0z^D&tDIcCi?H=
z0{*9QVBvQhaK3TG0bdu~DiiO=KvyodB^XWaf7MJK55G)NX~n@5^K!>tihV{@vuL(N
z8MuwiLddd&f%_lu4^x8ww9`}l%d&+0_i;KIzV!VpqLV<dousXFkml$q*js1t+yP0s
z6JYsuwFV>Fl*+t(q~2gPuk!>cSuJ&W<|@D<*)I#-USkIQ=<K?E_kQ`pFC+Nv2Fo}%
z0Q}DV?`C)ga>3E6zf0n<Ads<pL<ELKT&<DlJ|sgnv|f@^^Su3HNE`1{PqE%D%ClMJ
zn__SCj1+9`X9MK<d^9=i1hNivJ!tWkjA*S5UV^yusRiu(-2x^~4MvkF!&)ou)S>?J
zy?-d|B9u1v*rZzr^9>ByZKZ`R7`amh_(_>$e*<Ch@-DUEq|cCM>cmYK1!wvmV)mUg
zC3%me5Epp`W2(*<UM2dLx%AU3al4WXdaeI2ucgLCkJMPqnKs<62=jezn*Qq+7*NbP
z+K*#@?i%%eF=&;YV1cm*J-kxiFqC2nhKCIpnHt#08Mr6*I7*n&XDfvso?{AXOQ$sj
z%qBn8-_#r=P4?61;9v~cJB<OLQU0ZnKaKJ~jl<skJ^ZFqg2e-_KNnZB)CMTLPn{^R
zf+a3QSCKf+o4vVI9XrpG$S-paO;}0Qav{c(Fa}0iv}?ByhKmc}I`%MBfBT)L%?KYb
zDmMO#igMiyWip@uYPhg@YA;~e{M!UF++OG$;@EAl?&MwTj|M3K+X8?1z>Xa?*~Uc&
r>W}gKg}D<#q2_Wk^^NCx=G#?K6YChYrDTbh2-5D)uV#Ya*l+&}q5Cfs

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-22-Alignment Visualization.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-22-Alignment Visualization.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..b9d032ec64e52fd746487768b1917569a37d6e9d
GIT binary patch
literal 44515
zcmdSB1z23mwkO_r@Zb)?Es)?2AqgH_8YftA2=0(Tu*O}21!!D?yE_DHG&qgByZt-o
z-gDnM=e;{K@BiM+o$3CnYxmy!+tsUTty=P1s~=|`mjO>@C1oT5aBu(s9PABvoCCZ8
zJV8cAK}LFlf`WpI`UDLF9}@!|9fJfH4;!C?l!}sql$`t-9XsPQn&-6S<V<|b&tGzI
zb8}NM3W)G?3bS)@bN+e=94aa*208{YCMGc_H90lsfBN;<2EciOAdm1B0geU$j{}E*
z1NYbkpo0BQB)H#RfWN=s;1Lj!kWrqXqM^fXsD287heJSsM?^qELPUh!?G3vQK*T}9
zrRESv##1&#p|Qv3{2cx53GM6hb^?{LBRVc42R~FaLLy=kQhEkPCT13H9$r3v0l_zK
zB_yS!Wn@*=)HQ&bTH3}YrXS4AEi4_KoLyYq+&%oi1Ox^Jhk#;Y<Khz%laf=ivU9+>
zdHDr}6_r)hHMMp14IQ0b-95d1{R5EkiOH$ynV+*O(ABl|jm@p?o#T_!v-69~tLvLz
zbin}-{zew;^KXRxg)STzUGRvA2#6@Z=z@cHg*5~mL?mhsWL$A&6hnJF8qUv8@LxxN
zD{n`o<x)8!Fmf0}Bc$VAp+Ejb+HaKouMy_=|BJGJ5cY3$%>pnG;9!e~fCCT%T;4Ec
zeM0+RZCujw)X!Ale&!6lJ?*7hG*r(}5|1jB{|Mz0W~aJ}m5KYtINF@T$;z}OHv?c{
ztcxFZjXo<QttD7qIbs+hKqb=&APX?Oj-gt$yWN7=`5xA8>PCh!pXELr-=fSf^kwq|
zZOA+VM5rEacxV=WgogjT<SAii@07VcvO2~#q&4RLP>H8xe;G#wewXsadgi@Uvqv1i
zKOE3vZX!rQx-o@InZ8T$QWsCf1X!d{EeJY_G0_T5(SBuNC60uz{0<((l==T`i{;Ku
zu>jO()}RQh;VDF8DT>B_<(Y`Z<umj~a{HO!9@JJO=AoCkV}WKXac!r}Po4s1o2al)
z#g_F0UA=Sh4eQo(bSUlH3TMh(I~U05W+Q;s^PY2~amYzLtBb48$qM~s<i~8D=K}8p
zyU5P0i%9NNfNMc3#+uQSETf~+rJi%BAdi|eXupHe#6MD3WUntl-Q#{%oT_4+a``<~
zE-VZ3bwl4Xxq<oXZKYgFo|Qw`XPHjV$#R2lh8#}E+>_Em^BXahgdnEUtk?h7uEe_=
zB`k9|^DGd6=|5=9TypZ<NoewF^-Y@X>gxryuAazUVtgJ$YcVow)BR@2kAUyZ7($l~
zEj?%31{wm%X|)_1vG{1(SE$1(v2p2n@=-=H37}87pw}Pm<s?37!$c25`LB}^i(jSu
zku1!$sOA#<v4Z?|QudAB40%TjR-Ops$-%o!aD4+AElnKxlzjF0+d0jcmir=Qa!$WI
zn$~v%r<VLTuAx;4TWhK0nm5eMR#VUZBSQX_=a`G#z&yiljXE|j-f?ua>5iP_-O|?Q
z5!VaRn9>ut7`p{^6VYmcMilCw1h<<Qj;5a703EU3S!()y<dkqT92UJ$aOc?-#hqxa
za*__^-KM#pyEz^|E7=)W29?LNqz=t5W`S5!=l@D0GqXi*EI@<>yfB^6NOVXV1GUF+
z-%%9Tdfq)#NgiwPqD!E6(r}Mi%=>UHyg+qhGKg;NJR2XYs``2&XRcAO89qf`u=2b_
zfBZGXmWOroryYEvk>EW_JwH{rx}ZY={ga{^Yzc>5>GE%`?+XRX`4Nsw&9tt9R?@KC
zRvIU1*q5WIY2F!6qkxX6@Z3gpj$86*Nx(JZ6L$$aS89}bx$-6qvDTue!r>3o@U8Ow
zUV>$zxrI|6-b*3<s<;WkX9gs9=5;A2{KB03_#9E%t_J7nGiQYjQoT0%i%Jb8aYP)e
zB*E72edFz;XXc~^I<n6noMLBmhFduSzD-TQpJiD2QrP|GHLWE-M5_+GiB^1rwXs2y
zD#M!t4YUl4`eaAvrDXyH$2n8A+9reccC6uftTf~VVvy$D6|pX6VF~kD$s*1)S)AJf
z)D07=9}(x*kx!4(bQ@0n#%wdT7bu*H3bs7r@%<87=>Fa8Gj-!D!5ih()W3YG;$yI`
zG%h{lv|_LRa*{ySb_lhb$Jkj{Fi<sGfr6C*vexCow;%?#EI@K#J%3)rl^2<n+rpl|
z3S;RVrmSX_-#2jpL?u0Lye$VFG9l`L%4?^$;If$#tsqbO33gi&Y|DT3uV|RI@oS>=
z6A=X^@=T0_Z^}_J3AP>>T5W`0*TsuolcChOl~FS?3XHUtIIXN+L|C5OQtJUf^Wa$(
z@nrMT*6DNIuZ*7!IaIS%|42wwo_}jkXHBA5R~pir!bbdBw{){E!orI0?IfP&c)|hy
z;!6ccsUXhu4y$a_M)96&p7X~n5EHSo1U}&R7MSvbK#p?a6jE81*LE^-x>)B(Zt~I1
zT|H60S@w&28mRKexU|d`HhgwBe)Tm2P1Ej#GsC%=rG^HEvIN1WE=Gc7F>)_u`l(8k
zp!ZS1Hm_nnih(4_vD=J~8Je$))*^|x6EmJxOC}MxHb)VNwAdnf`ywxAhxF<l)SP<|
zPse8o4#Qy<Qj<s5-CKI0={qPEWVPmhJj<4iv*<O6q;C8U6IVmjPYzEIas047vU3*(
zSA6j`ccQ`vF|u9>nz&LWNEj3^n8s=6)7i3hdtKtb&xgKLjk}b)k*vy@h(6y_sCXL@
zMxrH-=tPsDMM-=b6u|9U#rxqFU+8|gJ!OjEE<+!Uz?5LDaz+PT0$<||E+`PXL8eLS
zzAl|5p5V$4pN3H&EcaZYLb8)(z~RY7iFe$!z<%Dx2Kp@6M$JkG_bT7GK2S@aE}mri
z@Y#FmJ0Z1>ngU6us+7u8OyVkK36oE<9LgiY8lz3)($QW1&-Xq8&bbp#dmZ8BF+%AS
zI7@?`MH*`hs;+I;q}?DvMiU7<hSxR+9M5<pKYjd3A>m?L|K&)1QhI+Pxi^_CE0v|X
zYSG#_Bgwgl7VJ|QREBmoDJ??MHJRoIVk-H9uPgz;PwE5b<e&szrJv~7MGzLp@OO69
zp_G$@E|JQRk9j{_ZIT;T9Yx+bQSIuli>wg_Q$o$5`pGT;v*R*5UcU=BAN3+XuDr(Q
z5mnXXwscAZ?Qvm#m@@jznZL8mKkMT@L`^5k9aBDFhYV)QU>F!$eYSlve3uS)*H?0M
zrJWREXLh09HLH^jmXk-}uKv^w<43@MV}nO8(tPpk<^0>2o(1(lD`GdXw<ruF0s`$W
zj{wpwX66E(a(3n&cbAgfSsk|lGXD4IcJ-XebmY^HFM_y}Z5FA@Ul*<-7On*OU^<Xq
z-bIc+0-7m2_)9Ehev-7aR-nt77w;R_e0J$2-B;dM1?ehlrp&-p3G#2V{%hvrs^Z|t
zV-Q19&k%S(!+JkM)>2x1+3_WXCeiLLLG~?E4V~TF6!!{+92IpcV-jAmyf6zp3e)m>
zZdEcWMJ&wbT*v&F0_q;w-X4XEz46j&t5VmsD-t!5@Je6K{L`&X{b|Wa5!|I>IaR3$
z>*C6M=MMjjnr;7<nFjfosCR8$#0E8;FX)nhsnn9>!?+z<17}4!P!jQ}r=N(`H$Rhf
zYC5xL5ApYWu^+~IRo7!Lr=jjV&!GKG;2aUF1uhcWVspI+z(&6Lg{oUdw~L?$GmU%v
zOO%CoC%$m8SE@YjUs0_=a`o4r$ZyduBK;rWGTsDKFQ~93Cc*^tW#`+V0?{vzfb{C?
zL~?t?k7w&LBCSM^0KiTs#Ag27%~;w{I$J3pM4;vZpOZtuRJQ5P$1o?NY=Oy?d6q+)
zdfYbR&m(rThW#MSO0^=t(r}a<TrOr7SH_qr3|c()BRY!6=YSxKfgPw&3`iNWI359P
zaSws5uLieS?ihnxj`LFl<}54prNHBik})U}M&P(lo%wycx^}^$blckWKdU47nvxX{
zg>&K5Zp`W*0RknD0PNihAKGz^iyx`p)8WDML8H^d8hwt!gp|ZPRjGz!t!<O)Uou$C
zVp@ZQ)mIdsmfYvO;9u17@_qTy!;f{g#MENnFn*PzDY&@L_e*q)7~06!E^S@XH4ouL
z*;<IPwF#vIC&~n9{KFG)(kDPaV`iCLaAlaj85%mCxTJ+Sq?Yqu8jOTqbs!3Y^0bD`
zvd8nq+EU&qeO%N5WY4(@h{@KkL{eHTGRBucBc$2mY)_U_BTMYnR&-|*h<4+dsuex2
zJ#1CVkgx3uzOBM#pj!IZM#<cDJBp#&&iZ1E*#6MjJH6Z^wtoa<rtI9w1}dWOSoPj{
zO8Zi$tcYT!YV8a@%uAgt=sy4@)K{#vtuzOo57<sB@6dt?dfbAbyos55_wmXHoB9;S
z)`&MLvqzV~dv`Lqp@W=26zgaKvgqa~XJ;b28}{TP$%aRvWZJReeA5re8)HSt*QyhX
z)luCqMZ&F_2mDykh0!48iC#L2>ScBTmB=|ql^!C>@#fAF15AaNK&78^GWL!%-58cy
z3lZ?27hAR&7NUnWbIM4jTeuZoq%6Iv(4wJYN>Hayz4^SYzW>1HmM|daUTyP?Ewqnd
z?PUcyWgTM}wAnd&m0Y0S#wT(5fOb~$LZk&W4B_z<vF%{pMeUk8aiYx^{o=xtset6p
z85&k^QamX2W#`S0`^=Yh{0(0+I(SNJp&4JC4RGgX<#TJ3Y&uas)$n;ndaSdx)nDCn
zInRCcJ)SHxpQt92XOvI5xlkskVoh{FZMze#KI7jxe|i4>G`Dnu#+1M_-S;ScwM%16
z*L-#;?zr8yF*8PaJo;p_RTp$N`(v!S2-8zR?q1NIr!fZMeHhNfQ+EObgJXsGl|}<G
z<p#|YteIZ+M}WA#0)uK7R7a^QLt?(#B)oyOKl^GumuI6FQmV4VfBMGH_b}t3*~2Bn
z7a43!uwEJDXNncRgQ>uX6x^vb6;R4UcfqDIo$mGK_<re&vk<zKrzTh?s<A5hyayRm
z^?0)@I(ysY$ReV3mQVS4&iRR2*y-Vrh1~P5$u)azMY{y(rc~aTKE=@`RHMid%73<C
zv^;_|HWMMmw3)Z;;ls0Yvl&uVhE<GNFn>*BHWOqaHdsykqo#$hwmhZLQzxG}x70>i
zcN!#Yn&+k?3wqe}>gVW^BSiJ#%E)W2%e^x05%di?3#le{ef1reLFUP|(57h8gL=@U
zm8Y1^z_p##b!4*c_Es5d=qg26I-?GbxrBcoEfM{9Nd-QfZT(#A!4$VJdTXBMVjE{C
zG?_hi3$7t|v91>&M%m=E63nrK_O422oDA_pU21<Qc|wpjt*SXk<Bxe)<7qox&sBo0
zl?vHvi^BL1nd#FzZ}MZy&yu<8H<~I}3?g6fT+>6UB{}DNzCw&AgFagJf<$Q-wkY}h
zC3U1{C!3lNx(<aJK^qCc;0Wp!$Yo4xU#Y28dZN;Tu9SuK>5mnfFv1UvFsWx~%7gNC
z)mJrs&M}W=sy8@4Wm>4bk3QU0YeHCMZ6z$Z40QhaBg6Xh6tg6slThMGKb7p1059#%
zBS1T*%9qTQs7i-|VzWmPQz!6g=+{6JVznM$!DDY=SES=A-!W2-C%JA2R7Rj35hoRx
zYw-v`D1oe}JOVUgG%HVvmG|j9V^dbneX)PK`9e(uW&P<>=HGOsu50@Frg;+r?~@f&
zBPdT2S(|T4dmJ}vatH3TkHgObtV^EJevd#lzT1U}QdzYyOc^)WJ=J<bz<bU9H20vM
z_^zn5y1c4diETeC7_O%az65kVuP=tJfrX!+e|^p!roHfKTTVt!U&c@ZU-iFD&F6qK
zM^RFDTTjH^Je)aiWi@T;Jp!U{s4lb1BnV36v$sqYT?9c$1kw3_v{F<k<Ejz&YluWA
z(<};|=9k{01C7}?UZ2*kF~|8&oP*1Hj@8pFA^Dfqhq43h68J#=j$f{K)HygOH;K~l
z7<)xclrH*Qo~f8Lnj{(<o#P>}N&B)>l>TU;KVtP={VRSUrHWc8>u!n_(|d6e6n_Kd
z_+$MSfS3ig2C=3AC$*8Nh-_Chf1WRyH&MVFbw~I7g{Xw76O%{42+wohcyEsj-ik*+
zaZSJ@U@?qp`>h7=_wO9q9bcSSi3!dog=Kowf}Y3TJ_44Bi=V3s`>sfJT9o8HEKKk7
z_SNxzmlZ%MJrRrdlz&EUl+c3C`NMK`SFqaWp!c0oR&fB#JaGpjp@8v~ki|e^YwD9y
z_k#Vu^uduHZ8u+oWVCDEProu3NfXsRO8?zm{e9@1&esw29l{H9eRrB!d}rDgF^uUX
zFM%VcOYO3YK(G~^%hcwY77<xSEefR7VA;zB0Vx`4X-sM%BMO`Z=Rxg_XqnYy2&)VN
zhTOB{JPYJ$^ae@HX(%E%(ao-XZwkvgN?z-T;ptjbaG-KNedA)NKMXgb*wN&xG0u3j
z)Qv9Jr*zE+gq!$$zj}&2F}W@*qbimi*1k&Dyj6=drjvy_eqqZQLKSIti_%S|GoDsx
z=;hmha;0(E9qzEv(KD@B<50eU%qe&r^<<gKYmy2?N^m|^YwT@hLpRnCJkyi2?7u|W
zdsf=mO^FlQrH#)U(B-PJC0ro*$$s>fv~GjMnh*%;uDVtY-L<lwC8Em^lp;BL1hjd$
z6y%1hs?aP8P`}q`Gq@~YY!K1z?0i6}s-Lu>mh&9PkydpVN{VPpokq1=ULrR?7&OE0
z%Q;^A(WuzESgeS<P5O{@)L)Xg#Ou|3g0emR4W>5m1}SY)JY|e0@(0Zs8}=YuAM*OC
zg7i0)m+!4~CQHsYnwrz0qnff^vg>~3D8y%nx-~&i&mk1W=IRPE{XLds&rFgnG19Xo
zEOX8|FV4CM$cwYV8Lg4qS7%fSR&hrt{_HQRvt0|c<tV`Q3n4^gOW!Xq3p+nttBE!X
zMuYN@V<KG%<|Y*Is(=oMK@Y?=1>ok3BJKj=K5cvo2PveG%R&Q;LwZP)DSOJT-#bzU
z)%#@!?CqQB8UUb;3hZ_na#nvQbWAg@_F2r)kw00Q+?H{JDq~B+YeTVXlIuLI-I%U~
z|JS;e7v~o$aE9y|<<`VW@bm9>zey3f0j|w>RCGdVd78B5=-s|{G?}gH*E&?pm@D;Z
zkf<rL^Dp(IVSn%OsXHq({9OAwuZ8u;!}BYaQ$4>W^>G@`1s!G?8iS_(RKJ$x%}9^?
zaq2P|sKsPK<ze;yw@rB=ZtE+QwhK`bNLIS^YNAr|8yOD3{>Xc8u{8J19xB|qod$4C
z><8%EYP!DuK6XzZ;s@st!t7&sPwp{jq}s`ZyC>qiClmli3f6`r?2g{=_3}DhXcfAV
zDXb0-_&2o$W!|reSx$POI|YMTk_Ncz((P9Q(9e06G3K?3HR#z5oV^FFd8_&-(yS@R
zV!@99EL%4AIlWQp=(w8g_rVT9w*x4ai&r|(W=GBNJsu$eZC1CdCevpzSiBjk4+Nbl
z%HYt*>F@hm2MxKpWcs@T-bn3Nr!EG0vy2GmW%5^{s2OeA6<95rcKx3p;@55<dTv&$
zjC0z^9D`2uud@$XoqM73p0<r2X7hsV_Evk7MH&muZoA#??In$w3THeDwg;)&ly$O)
zd@w9Si2``6yli6@--s?L0jX};+$U_@R}aZ(^cRZl9I4?_k3d3jXJv1$c)sb+$QP6C
zYJF2FAf$iY*sxi4y-{(eb@WxkU(@ptyDSYOvPqJhw#Pf9+as==-%=~U*PD?(r;&qu
zzkI&^sIr4_>a~D%SVYmO!s$!vo1<6vtiw%?&}-{+bQ`=*Af(;Y=o_5hn^Rs76X(L1
zD`Tig7dFPW=Y=z3)M>u1?~;1*(W-==RZq>a0zx<Phgf0%+S*N!n>F{dyx=Ykbv5<<
z2E2qq-txR-N$7#rofySwLZcopZ&Jo#xxj<^i_Q#$erVBn!Oqv&4jPmn?(sq5X9SaX
zl2_hEZb4l&uCs1h&zv+(Ne~7QT1BK7nz<w)HfMSabBZ;u%3pt$6iVNyXZ>&tPV9(B
zITTu4;2{lac5xHyvSC>2co43x`yOBz(xDLS4=2sfe<x{`d$qW7w!rXKK*K@pCQKu-
zhYCY~mypmSBE$A{#JpRdDXOxfocI}5o!D@BlXJF}N8%?hp+^AjZL)3VtC((b(=;Dl
z_*a{m1i3_bXl3Xc4#4p7)@4kcq*HGLorybHw!29-itxHuMST+FgknjXM>*f8&WWqs
zorIpX+tI7sI%pk75pC;NW_k&vFRcvSVLp}DQ3_&oYk&2GTBO0psTE6<RM&huywJ*?
zaaJiBQ2?{@KFc@WRgte<G7K71Mb*&Q@(6He!L>dW!@J_V?5Gj6>E4ax-NWrexv3B`
zn??jyTP`x$u&#Kwl;)6y6hoi*&Y4n8WnC4m6h%IDGu0m^OxPK_>k5~YgBL(p0z0IX
zMi=RO;g&~ux@Xl@7#)&>)Gy#Y{P(2R^{vaF{$N&0b1BU;+ZvFIZ*&p9l!rKPXNuBP
zRa&eD8p*{iCG4g(?|M7}pukXPA-?gC<%DEpeP4>dczF7#L%e8?<KwG~+<cXysU6lc
zU7xX<)p$GVw>-DLye_f<I1V5AGai>Xk`K;6$vN=x)~^hrve8RMUR+5n&+W6zRF_E7
zV#G4^85;%y&Kb{2sh~rhVqJ1WUn1FPm89(As5T8=?T~K7gTo9g38&T~8|gmF+_CmM
zM*`-r%6j^XekxK-g}bdRLiwnkkrV9pL%$C?Vp&@sC#B(qC)%cXcPj{L(@|lxP?Z+@
z)>h~Lh)VduA$C_K^0QgObY8P_#W$RAv`x6k-kn6LnShGiceM-HIy)y}W<yYg^996%
zR*3S7wcqEt8&I`w`Z-TCJH*P*rJJTBAX$?<aJ9Czwpjt2JAsjiM?(XKx#$tSk9!`y
zM{v5-rSbAk8<)Qg_tjD$Ve`dMt|t?z(;P?myU?wfH6Q1dR#K<!{X2Q9f-m<!#*nZd
zAQ?y9jvsI3h?f_)zfH_s%9v=rw;*4^k;B_#O+G4%I6EX*T+sg6{oKZG*nrqR)dZMm
zxkSt(qA2k&Qd6O6mcT(C<6oD0WPe`Txq=eF?qtJhBl|!If*z6?8xCZi-)v;nsGsXT
z-!XFfTFX*5aj+LDj{<Uj1}=LFi}*2r`lIRgUpZDX|BJDBsI9d0G!x~U`R*8!m8$s-
ziRwZqEbJ%wO#)vD?)Rov7QuFW2(%JX@*+^^X$m_jt87#Ao@_bUF6zf`R8fHd*M969
z!c5zLiy;#b40XBGoanw=F$$5Zq-=Ar$~c-1cd{cGbf!$?s?>Q(F1X)E_em-rS{q1O
zygg8?5$ZxD_XeC5<peJN6Q1-&CeqTGUL{txjh;c!Q?<Y{TSdt=v=T09L|G1!rs>1p
z(md|P<LaE}XRCx+w~0`H$C`~2l<)!vLs&00t$I#b=BMt@A$Ou~4L%=c$e#GB(I!PG
z2i2&WD9%-)tA)p?)u{|yRnWZ!iTT&<ZKZHYDgrN!nw0s(DlKKD@4W-fyXUr4E7l(*
zlGVG6)K{O#6tJZSQOJ%JAV%*cL<K+p7Vrw5fAS-L50U~C<pgjozHk66Bj5aUCZ;+d
zm!Q9&Bu{1PV`}Ch(FY;My3v=+o=WCmpG*r)j+gH*cpR(Ew)Y2LtZMVzv`Fd9E;A2S
z)Xv+hX+#Y*ZIX{4OAzc@zWQRK`r2lT`Aj(<C#n5ee1D#C4fBNR1Tp~bESo02sN;e9
zYNTtHFHC=NaYIhWyrxPzd)<D=+o}w~uOPf=Z@VfZ>1+A!B4Z<=DDgz8hr7$c64>3h
zZC^yrG9|>|D=TiQ%dWCpBs4st_UJ)JVu3R6Bch5#1j=QEw^&a@hJS+JQadaAJjup~
zk^C*zNhg-&lbyn>%D9-@umdm~_G=13l~Ja$3~uZWkhUy<*<PC2oH(95nr^Jh;hD*M
zaTR{r(TS=!o9~o-&@z8frwY9-JQiE}mO(}U)rGv{*cB^O7-273(IeVvHqnG}Yo_d*
zFWNgt{h{ZV1W%acnRTp+Dk!)YMo`MH*h-h=Hg*z^#bXl$PRZ_AXPWrFiLW#h&dJrd
zx@Dql_~gXM+{=`BuqKiu8*x}jW{)|^iT5yDv(YnU)uG{5o`(}DPFsiPf-MuD5@J?2
z;>_dpiOG&;rNm{ymWMV2B22P!k6Alop(OQen-+6VG@wGlF2AjtjZI)8O=^hGbwdaS
zlBoPcE`FDf|4J{O6?K-0Ei(BCSo=2jTX^+pndp?bL9k2EZ4cMo?x@5+6-%v@pqq&s
zjWp98s$Jl=fmqkb1K#?{-H`d61Pm-~ePO2g`&OZX7g2?$*}{B`Sr+Jo9<H+eJ)eX0
z(v|kJjxtzqT*<G|wrwGP7-3a0EKwd36tquu&v5j?2zx$qe8=kZ70_EO@PTIb=fXkA
zi`ahW5tU8{pGIH7)$^kLH`*<Uz?MOti7$a7qW&{Ld8oJGYDYs*fHRg?ry1gchahFf
zr*5BQDL6Sye@*sEg$LWEZ+&a?^^y5NFq?!8r|z7DJ;@J;d}q-v6Q6iC9|P`HhU6)j
zgC_m&;3%F6&gD<yJJ=r1_|RF`SMHY}9}=ydAJf`eazfcLeE^)=HGVO$SX(-RFSZ>0
zMP}b+7;hGJUzn@FL;NB%3^*|o=4i2g_##cN{r+O#r$@Ade7+CR2F?MOC0PFoTfd@b
zqsM>7w*3g${kpB~Ry-tjZ-1kaZguuR>^iu*Gc3FGv`RUJb?Y4rS@<nE0@1Q(`i=v9
zmGEQEQe%*j>bZZ=o1MJ;l581u)PdCc%)Pdwf`=zNGR3{*L}Q}qI&54YR~$zp4Nki~
zC1Z2vwr;Em2@7h7pRz>m0_`PP%V1n<Z!cTf9HJ~|Xr2XvGW`{n{onqbTge<@<h=Eo
ziC64m<T~ZB`y=VnT^t$Jt=Zj>E3~?x${VBL0ESYq(klHCrYIhIb8mFds!-_+cS>D`
z9zr{mIJ_ts*FuwEVZm&5GUWnWOlf!!CN+O1vg|gw^~uY($_Yj=;HNC@PPJ%9j6m29
zIRtEWD~iIB=CYbCyA-5o?K<pH7DmYzvq01-s1~%(b?l&;kCNrXGj{jli2o=TWYz%K
zaeYrB{Rl{~nqWNVId?;|A2@2&D{Q{DK)OllKW$NSH;Zrzra8_HT9HF!Se)h0>Lah@
z^4jwra`vUzBNW5lN<_<kDLZ=5Yn1u<5fG7bR?tM7tq7%?23KL`)2!&mhTW`A)r*DK
zEc$l#dimxzf)qzs9|4s>Nitr|Fnv;-mJ~7GOZxFD9YJ4sJ+cw_t#J;-uWGuV@0Sv9
zfD*cl9q0*lSI$Nx{_gLNBMnnw(W`^qjY@t8W0u~bui}fp)_3K9y2#8z5Qq{|v)H|r
zH>+Z^nMMEQ*P{}0;EtC7*1Hx;SN@$=H)abCIsNUV-^Kl3*(;gnaKp7(Wt=Ek`|f9)
z@+^T)?;RgxF(dCQA3ih#G^%+czr~BpRKb8i%YVQ`FsO(?N{QqPl}EGsf$<Uo#_e=Q
zin8-}=Vy(anfr9c;{`&H={1Z)LkWD9r{R!#JBq6o>?dv>ay4j|Dpc%?G(M-RWuwkw
z_Z~Y6p1_ftjjttl5?5gQ@S&!u8}IC-p0j6Cxao?MFn5!`%#6N$yi47&c>jszBcLy&
zriRUn`6zrOm?zmwuLO^#I3R0jB$?6W2JP}q0Ht4Mc}4BG^|#9EFeyYP9DEn}x{NT=
zu353q47b81_|qySb*B9M0*q9C(N|MRpmQ#3CyU;<XL1#|y3y8${_vcFK!Rh-7eXtg
zr7t<N7!WVI3hueyUCCZnT){(hw%3vu=Cg%Nz6=BIG4-!vxQ-5W9s#9Pw=av2&h&}6
z!iAO+q-{=LZwejp+B_hb_Y26??v5j}d6;kOD;^O)0=gN!9{~oitb_MX1tZ4R9cB5d
zS4yzCbw`2)xnS0qk~ti6I7?Q713uQ;qzzED2EsiTx?2w~4o~DFwmH>eGwE!Hf2TOL
zAumc6RAW$YNA@(hrQ}e53K%Cxx-KA>fU{7+D5{5Z)&)#B#idDSq|FDS5Il=UZF}!a
zdVMJaQ{G=p)2f-CGa&fIaL^uWcTIaytd?O8v(v>~IH^X9RQ-U#UjhVMz0~cK1^tS+
zUmu!&+!yI#=Y1X$Z1U`&B7JTG!W1(A$!U%8lEt{P;w&`!+3Q!^Ib+VFiZm5GhvC8D
zQ4(%Rd$l<JX@$KC_as#&IU!p)$O%oye<Kk_COsP?-Lh*Q{#*ruLc2Y(q9c%nn8;dI
zq|ov{ls$XzW7YPB^vc)9Iv7MhEB&t&j^D>tA=Q5Kik$E}+*PPybVfaFZ!OZLEPDjd
zlXgD9-CH$jPvwrCappC`62OYXU;i=ZDQVRKXNURhi`p=YOfE8Bcm?MTDNFaBA!Fax
zqz=#3fuZ=yF<0&lR|D1#bWDPvM=2;;{>iscxc(h)i!*g*O~h?Tlho=|rfJ<6_ZP;r
z@rH<NYT&ilrvAKD`0<O*60WWXy7DRZjd<-DmL^%wicd0t8wabYetYhZGu7HP{bEg^
zkh-5_>BQsHvPZ*dM%k3=4e%nzu{Rq9ZWlif?odnG$*m7;$P3HpqPWJ7N<%y$(J8AD
z^u2iJK}F3lC%(Ae+Fh}&$g0Q}UB7CyLV~`HBZ0~jAr)AJ6=ws^OEP+>4UYHJhJw~L
zU{G)!2=?&_?F|G3F0%Z%bt6BO?O;#P^g;5nSNtla!D(F}U&;mhP5;A--Eqs5@F2gl
z9yWX7;A!IR7|HH?SE`O?s*ZHxilfp{%zzwAawaZm!M>}tjV9j}k=Uy|C{{L<?Uj4(
z5*NIu?AqsR%-%Wp=2P<NF*8n0S*IiX#Sndcn`G6=Qx1D^68t)Fw-+=%TtT%<4BJZp
zO6Srro*l8$x()^4w4bk*xQiwhTT!9j>D-6r57=^tq(1GXcEP)x9*uyu__dYsT@9^t
zO*YXv<Ez+OlX*mO%2H<EOplpd`xmJ0xFrsuZkI_xdK|->x6*^`gn=(}M*Aw>?vUsy
zh@*TX;Q5$=$|K{f2>6+t+LW+2x|ZH{d}GwuaBN@a8q}o_dD2Kk<d%!CETfxE2zocl
zJcE?i7O<%#<X{o+sTc{D8lmWM?x0KCwMtDH3Ou37DZxEjHcFG3O=#7Uoh29l?}Q`%
zXcqiuk8`-I0zdJK7(B@G1l=LrOuMoA|FVm-HGSK}N?b#=CuT(h)h>--eEk<NLj_{=
ziFrw?g`&+Nw^G7Z5czf9Hv-U>v5V@=u>oAS8zX6XmxTG5Po6xgg&`Bn;EUk<#aB-u
z&byjEoKps!4|o$iOu@L_L<jvOos=l2LyiVdoc9g7L`mu!CQE%r$L5o=9Wr_0{lt6q
ztCuj4WLD@yTN~0sHh}9QPcUGa3m@_SsLbfyr+dCmRUILgXTRhc4tBXDkIjHI6V};<
z3hJiheR_c?SHJ($mScygY|CnVfZRADXT5ri>q;y1h^9+?d9bk}DQ4sNvz@v+0Q*Pn
zrapMFiEBA1bl--y?r4866i@C&nicgj*HgIHz5uCJ{WWX_tFmCG$v{zCPZ8iZ?%8!J
z33`I%6m%GE(KJUs#RvHLHD3N_C0X|RGRI~;M>VO7#1PZdL)#g;MW7Ion5$@Rvv3ir
zDh|jGG{(IY!(c;S@S@Fv&JKO&$<of$;kuYQNg1$Ib!9W~YsVsPO?e`fx$oi+smn;a
zPO!6kUaCfbwT;a9>?0tmph$v&O^Pm*^uYMD?0&V3NMV#lW32rOl8edDclN-tV6Up|
z#(SL3h#uMS0toQy+})tPEW_)zr!2CTOzLgKU~;sRW5_p_{gqX7Cm|*lP|8K*;*Nmi
zCYn&n3`mTf$3R@I_<jHBlN*iTvicRT)|oN4kP_3{Z}Ap-Gx`%%$_5%ne_V-w>2Y8}
z)F=u{(IcQ=^7|v;ldtw6(npWhyErTCE0punV=L{iQlkUudoX9Mg6Fq=?ho1J2$0Id
zl|Edi?Wro}h;O3>TUMbjJEVw$;z^w6V8BTHd?z?>2q#b_?<jxwgyoD;GCPmwL&VxR
z@HGTa0=WWVuti|U;KNZsa}>W-(dW?%<&0gJX@Sn&3BD5<r#0>T5$Gb?IJ|O$qxL{^
zCt7!0HEY%Bm9T3q9c_ZRM!AdyvsL%4*=Wlv0wFKXKlYTDjbZ?sgS%BC)D^K&ifmd(
zha^ttt6{+4C-XnfF+Hc7ar&aPsnS><SWEHslXe0Iroylk*H>OetB(NW1vkE~=kK+A
zE7#s%OjEQZQ?x&5l{R)z5g%{|L@FLX;fu<Ivo#iQrhI4}Zf;bC6!UyVeO`^Od0?|f
zY+`>Cv3v_Uegxonp<uJhuiT3(V~a{mDTs!_bmsoi&mMFtai!jE`swplNyi2U|BaBH
z1~HJ6o(EE*!bHhNU%&h^|4qS~`t8E&afMGKo{j`fuW+@2X#6+R!}fPX$8kVJ$(k(`
z8i_iDM?jgLd{Eo{>wQ|m&0yUCeVP!t{fj}I$bmY05)CZ{-6gF{Pwl;G6>t9@UxHF+
ztJXd2C&<Zp_e-<cs`dSQ{<TxpK4f?7HiYU^&ZAVy!o8?MU$hRq<y}R|j{-whf)PDT
z!<6fFg}ZE{N4&~6kG5D{iA${&Y!u=d1KN5MUbs$1aGy7QAy<k0EQzVwkm_fwdz-R4
zP|;AIK&=|MU|^g<78Zz`DBL10l)Q$Mr*Qs(sY{wbYI-rN>aE&*Q?0M%_v|pIGSy%X
z%lL{L^n|B(29B|8nH%XW*-hXpbVU#sYXJTaTsIP)JPVt3_6;hIG9ku6`iRo_=E+78
z+1Pc7;3&z@ua;H2pXC8}zJtD~8CUT8ftU*a+i>gutaAA4{V-(_1O~w5NerhLS%~qx
zbl)myqIE4>%eNt8sxf~1@7f}&>aU*0Z|oXZr2=0)RF^D5?8Fl%uE8QjQ>!Rj;AqJ}
z7K9<DeI51)pu3s(t|mAv>zYkd(EBl<O`?T0Ma-kB+!U!WUiyOJ5dcKAq4fp~`FL!N
z%zE+`UzCqK*IR;49|3_aLM_MHI}8WIOe)C8ykX?;&rs-2^*?JH9aX=K*CTDr3@a@S
zfH~1|Fn{LXqO211_<L{?z?75OMJN+P9Z0|wmaq`EOn8G<uCdCr(*ZS3(N%${={{A#
zNzsn5cq`Lbu&>9j%l1xPb1bLyXPRX>7)8aCMku7~4MJkBxLvzDvdo^v_t(QcT7v2E
z*1(Am!~<ID*!l05S}(wxKPe?i!^*2g%k?~4O?`^<$7B$QLZi1eo+bWxce!P;DN=Y2
zPI@Lo6KMzvHeyU0Q)5wWmbkcU8rpupNLUmvppBiE5w$Di<#QY)5@3MuPl1A;4fak)
zK#)U`Pzf5Dn00V)HG)7?KnHaH+oKl$LG{5u8<QDZRvTLuu;TpUn(4ye0LC`!9ze_j
z-+n1rwt+p&%0P$w7UkGJq@I8=&Y$+S-}gD>uOMf9IDJp2B**Egrd8<v_!cZ}&Y2K1
zFzGq^h+Z$s*^q~$QyKTw;EKFwcMEA{#psI6tkAdT<=mhz;W_Z=PhWCDnwlh41Ix5|
za!Tk9cXzbE%JvE!@hR}8W2Nj*V>*A7UabfN=Bs0)x#=5VUnwe#>wZgr^18n^_aN_j
z%Ac0jFwWlqC1d%RqkFho`nF_iIK@HZdz^|>RueiYEN@rkcQJ)yrRvhBt~eTw<jwYe
zrY8R7-6^e$@}V|SZIs1@s=l6dc_$i?tH`IabZ4?5Ip}3Xc4gHPRx-}DBZR*fD7H^}
zaS~Q-l)Ix2Np<!8mbz&}xcQ>ssz~{mDvWxv6wJz)+M?p$Wl8o)Oz>vHxhz$b*<3@E
z{P;!CUe(ow1VzdV+Cv;xir$ITQv=Dj8`5J}gG@X-$8_6joudU3+Uyr+H1XpWF%VL1
zOfUDk#dG{9_W&7N6w8#D#*c2ZGlJ<;5s}6$XVm(_)x1wJu$bEj`4JevfwMA^2nZ7(
zNZ?Nza*Pb^bBDcHyoijd0%xM>I@z4}^+w`$CisCqE%8nmXv%U1-`*doef)Ugq#j`*
zGw4tP9hf?JW>aD8ujQhh-OU*7q~LfNT(a}cH?P+vXVuz28|}<uKn$Zs_)eX)X`qCt
zaC<Bf$DfHsoN{7Cv%ze3fAdy2zlS3uDT3A9sUTHAFS>=YvIy%#F)T2~g4yv$ckN$!
z><<C`nbTK1fY|>zPXER6$T86&2%zOVvST^<<3tb-8|m<X`NKdsons|@MdthZw%eu*
z55S>CB(Z&<uD^=1DwCuo1Ssw(XoYp0(Kaa=zIr<#VUuF~%svp{Z@?3=62{{>5LpMy
z$<my%awG(e#&mF9V$BxO=j1C6$lgr%8J&=SAOljGE?7FTM4ND{P%;g<9k2;;PGxPx
zasyNDfX8D;8wpO0C{(k2mXgc!9YJCDik3U=?{|!LSzc<lwy9XMY*HVKb=QhAO=llP
z1olY3{YK9W%Z)WT8@ZG^C8*8ZCFSe1k?icSvb_`xAJ3aTPzqzM0Z@sjC<ZKIDq@+B
zyOrrgn$Aa)(BeJ<28nMDM87<|_m+1wz_Kyuegxp#@ob-rz1kO*J&x^&9J~h3@~<=p
zyc6~fkg>Yo_DJ0x*txBk?p2$EHsdO}--^EU&JkPHUwywJFZgprBLuY<(xkXLi!{Ye
z66i|2MlAXx?`FEn{1!Y`OlC2tBl!{KmZr(82RB_SU>!JLXTj&Nk2o2;m+RBYbXjDt
zMe{x*X_^5$=r}3SM_+v*Lft6rYQ<f87E8qPjF%<P@x*dAU*8`-m38-soG-9bTV3SZ
z2br^QjV53D6Nj9fgg2=SD=js%Ijrh~JECfb39b$rM~-D-5ysUGKl3(S02Qrm)gR;|
z;W*7ZO^8RbVx*Kh6`$~pVs`bQPq3iGOkprZFdG!XA)5_W);37~Cc!7HT0~p-&vxAZ
zljnc!?r$KU_-*7KWJMBhL+-8W^y51WaDC`>{5%jJ)ECiy1y;E7nto|t+E;%yDgOQ)
z0i|a)<3h}@I`n8xn-w_YO&o?j@yqV~*{Nt|<EarX!#G$gDR7uzcOTQ(8g6ficgNEd
zq)?NvvX;QX^0qNJ5*80sV!C><avO>5C0rA6vasCP5Px7AAu&6c%Cbh8!BU0~w<XsL
zt6h8b#JrmgA26>1O#r=mdqkJvE&=o;4i<8NCC%EU;vy?f6Z9Lr=rj@wMI2DE`tWg4
z=vXAkkDITlE>2|7?>o$-#}9u%Xm-c$EJNO*dfFr>2IA@aS)3rh+xVGvGl1j)M|Hau
zyUFmFtVea}s-4}s#4y&{Pl7di+T=~HNH4(|@7LVfZBj2n!k5LoqtD)|?;#n#Vd*rS
zh$k2v0^fuWH4l?PZR3kamWAeQNEh<b^~$U4!(vJJt+B!4M;UFES5_ULmY6{|`*%N$
zh2w~qz3ufAfUWDYMEC{k#M(}jl+&TE?>FY^Pp9{(>?o?zNu7vYh=d|bg^PW;^cPm_
z8#@|=qEC6k=rUBl10#GO$NngR>mur<L{tVZU<jWu1$AP33T?Fi1(WX?fVCzK%?bLA
z_$OOPBk!>U8$rnzdNzF3?|;IIU}pdwUq2(7XuO@}LJvq-r~x=e%FbpLa@o&x)R3l`
z)K7Kd6X<%VRxm5djwGrCqJKsYM47IpORZsdrj}u3G<uL=<IsGG=zu924L<z-d(iG*
z)hl@@i*LUoC%C+eOA=eA8fa|S#mb!Xp_{Xx$Sl3mi2p61zQ%^Htd;VQi0E&@-``8R
zRPa8(f+NBIY_Gde8|j4JN+`dQRH}2U@O&N3D<?u4WvW5RarP4|)|d(ZdrJX|DatzI
z14fh1iVg6u0_QpwDVnC(1Go04zn~!X^P`E8&X*zFX9-KYSUiw^+H}8t*X}N`#&j=p
zXO1u~N^$km%XMXX5-Id&m17kqiA^W9+8Q}VWD?L&xA&8mU<=`qMlzT{`MJGqYMDFn
zf!)OFQE5gsz>RUAeRZ#e{M}vm!4t|h2H&JI{UhzTBaPtVmp<J@4}PrCS7k>#o4tcM
zU*-BTJ$Yjt`uI(~>wD{d>OCZX;J)V^?v^pF37|o|M9VZg%S4a+RfO_S8o?W-@t6}%
zH!K0<GKi{*y{n|Ng=De&htdd-*%NPG1BPYXv~b%_!FQiW*GNGd!>l=7p=UH{h^ThN
z;rz<G+G?pEN^1qaPgst{`nv|b_8Lo()t!<uuTnwN{!;?O|H%!INd#6ol8G%k0SlXf
zwSR+?;iofpd{0zLd>12{;jCnT3pt$p3M>!3{(ZIo*cUD7vXz8gVtg#8cD%xv1g$+V
zEQ$nmhP$|3+TF4;(bl*P0o;1q$y}ye7%gY#{aHz67-WP=$RbBcZ=^ARp%25eGBrmB
z-wGOD@~K+CmQq)qJ1(>MH_rNftR@Ok%H7$KUXt^0%aI5Am%|@qG}p<Qt_gg}DZMd0
zySYmhwE^&-kOfuqvp(V3t-r#r`h%<VN4M$k$1)&oCO8gh3Bj08Oglh4oeoO+5#e!b
zXQqQV_}8uWz~nc~h$f_6&5&6_t~s-3n|67Sn!JAcfits=5a(^h+3`td$*o;Etp>f*
zdA}HDjO<hpq<Ec(=!1(&VPR(qwFJIe%AfX`Kgrndvi4u;Rg~bzWKvLJbM<a41)w{Y
z@^0)EdWy0<n1bnVRn{U*IU-Cjd{*q5S)=t(>fUOU2<(25<?1C<dlAEN1Iz?Le!~rZ
zQ*T^<LTG<ib-8l*j$LE2psh}fV$LUd9Bo6UgHRC$OiKz<z1N5nAN2Zdbv6uN5$%^4
zRs|T=hR}pa65zZ-I4UTB1OIsuqhc`GOs_(<{5xlnF3KD;SRl022v@;dVtAjgMo|a~
zytMsBpx&+ind3iphNFg@=+@~BQ;~X~nV6+NOm5SHy_Sv`B{B?-1HsTV8H`1l4_XFI
z2M&tMT-Tr*Vc1Okp(^u#w)1}Z;8zc04^|A#Nh~#hqP9JM<^=GGX-E_~E<bnInKsR<
zE{MPG9uP=s@}N7HjA<(_?3n5FUc4xckBZyT@Yue@xl)gW*L;YZ{6<L=>pU%@=-bb1
z?$OQ(AE$Jqh+;88gk<a?lKeZEpV!iw#yCqubu#8F=wfo(ThDIcs6Mm?z%|vy_OP4V
zZ`~|>aJn{~QK;sbBy^OtOrF?B(MpKD)fj*9#2$!{aiNBqmsPc#9GDL&3zlTU!0QY!
z_s&K3)#;V$g~OiW)Rr&j?GVOT%CO+jcXGUIRjgXOt%>`%TioLr=cciO6t0wh!Fk#%
z(j@1tUTMt-?)w0RuBKkJmY<a=T$-(OyN>{2veO*Ft9{hF?OU|8VE0_2>+mMXhwsA;
z3*YW7g7jjmUPl&9?8yy%A1r81(VZ4_?vH${Z8&w{i9{6uoV4Vmv=2NOPUHr1-Iu%G
zuiq75mAm+c__Fw_=gSR$yk~csD{$1UpR^sht3udfZk=`YJ)Iakmx;Zvep4x!Hep+;
zwnOyRx5UzH&KCQw+HSbOkbW}ev_X$%xYn7hD2k6O<J$TWa5>36#CLZd`*4%J6IqWf
z5+v=zXrzmkqvBq0zj8fIu_?DGb+>g&_i*du^pJZSb2@pK5i&y(<%|2^H17CxmnO2O
z9&_k^^?EGEGsRc+lzy`;M+~ooFAA$7Z&O|{;QKD8k8}UMOjgDukprctXtWgY9&9PL
z4omM0QmuwzlH1qQtP)~{QuQx{OCU@;SS99S>-l%gt#gDKOZTiv-E3loZ|bpy%6?M3
zxEQJ}$fa<Y_eFnDA09QoDMoc4rtMpLSn_{xm$^~#wd?SZU|iSa&n7TX&wVq@Au>I0
zo94~YCI3$F5s-s&%o8dhR;0T3V&7WvlnljyA4*PD!o3TLKIy5yEDlo!Sz#-dzu@i`
ztAgRtw)4gZ&$yTN8!PWP9;EK9`0&wudNPdpl8g-IK15HIMw&kYUOY5&?-H3^C7u-G
zt6sd^dr@XYHD|iCuhV+HeWR+7=c0Hsex)ue>oY(Ra<kxi@zdOrPpAD<feX@*e;uyi
z*ljNbcD`_MPbjbP1TwIoYGwcIw;FJWGda+NnZ;o@fE*EK3z+M8I`{~<W>)f@)_erS
zdyr12FTo<&vi=VZy>~^UiC`<$y&Dph#n=B1j`>|&!!NBi!k=ak`aoQXEU#e&i}Nq(
z;J=3#EwzkYPmkU_WO8R<?P!Pa-?CN3Viy+BUIYCfhEpsu^ros^`%j>nYOxDn8DSM)
z_vQ#&_ETxnDBM;5DAfKn1~Bc;WUTt$v)$nRXvt7#b4S%y1VPw)%H%fT)re-+G3F;I
z`I%TkD|uhmj$HjpxCg(eHyM4XpS=xATBwX@gX<-C=J|;gmxTZ4$Nv8F|3|$s_g4uv
zd^qhL2y4=Sbp7Q4E9RbE3CR}$j&npFCz}c7u&JoRl?{97OQqt&%7chk^YbPfQYhox
zffhQ&VZNk`6Wm>O*W>H4*VCc{#x9aOdB~01YG0;;uZurW){tu0RL}GAT}Ez7%RHR=
zIK^pPNFl^E1}ehN$i?pX3d%B75OEzK#?Fs{n6ldNn+upS#l^Xm-ys%$w@mRK+N=4v
zq$A^qebc9+&fZc_VL9pM8<1;yweM6fr0p3cb%zvrR%|A!k?2^79;lwp=Nq7Vi8F*>
z6<^T%Gk`b?^!}I01W<v-{PxctuV7hGN^r1&e*H^;G+K;h0*(RrOX7F>)syesp9H8B
zs_lf)jt<G+8D5R&z1*tQPW55cUqohQQcP~8EyD{?Gel+dF}0si9wI2{gFX4>U!e}z
z_xMjRE9tjke+^CYOIwvDN_kH`;Tny;ndZ^)z>6i%_axouW^Frna6f_CERelUh=~KH
zc$>p2nW`w`;5J<!0VgWoVA&Jpj{uf4o^5^ieBXZApucfz_urD}{wcGffB_PYh(Ha<
z+z4quMxpXp;2Y*;f2~=fAg2s0?dqCXL(Ci%f#@$*;axYd$3spD^pw71EWn9a%KkfB
zZ@tNVmCP6M%E3m(6nC(W?&U#m(q`>>-W651RF6JU?UZQWMWD*SSfy<{3JD4XR^HK5
z$zH#T$=6Y1)7r<Phi`US)^->7P<^mSI+iu+#h16Oj2$zJq~MwAcr%Lpefv*A<Nv@C
z`e)ZAVek^^t71JVx#uI?!sTlvHYx8+&WgUwQ;dy-biTpCl1bHn!vD;F%e*w^R1UOW
z8yS7yIHkUkNMFaE!Rc{Hu!Ql}G<*KqOA@FZK08Sh0OOcZ_iukdkBO7E^$C{8H@!aA
zMXf=t5*`7)I(JqJ&8(fG6rW#o&s|GVzunI$=shp>Si)CSeBlCCzoy)TfV5ei+<jgv
z%Sl`OJ=2*dSy^j7K#5a^AD}|HnqOF>9iE<9I_1it@N^~28VkEw``b&463Wl8v7i23
zPCp%$kw)^Z+W5VXz6e#n*Jw^uopQP-M9NTU0!{G>sr4-=W*%7eHoeOAji`C=7#gg2
ze**Uqzu+Z#r1tQlvc^*<AYx<AWx}_iZMAhpH_FDb?oy=boyEvZPj*H5jP^piryWIi
zRl##k%)Tv$CpQ!48%r2xc6e7FR%t@&K{kPWlCB8Vm2)%GInV|}hRL7nP-e+^DdNUV
zSXA)GFVD*G?+f$nZ^l?i>3c2VO8ck22Z?|OwNmb{GYO!Vj=#hszx2SkvN~bo!yLY}
z-pF^7oEduW5KMP=@am9$FSP6en2wcRNhd0!#BWNzIn9vMe6{pGpu04lJBOUv6%Bhm
z<s{9l3rN};vN4T=h$q9+SC}Ux4ZvPwjj49dV-?v$*5O{;m6B}5+ZkZp+!9tkX4L%1
zmecg!x8Ans2HMQp#<~h%C+mXX;V7>Kq1W*(3mR1g*qT|9^PF71#!^W+69P?)F4=UJ
ziM=dtsL$mcyc+f{++}S~S~lws{?as@>6C|NF02|Pd!ks2_C`+HLkT6_lIjoA$pL9P
zxbr_|c~1GZ-2V~a1v(S|AHy}2acYiz-`nYmKjwo&F7V+_Tf@)8rGQu0xfTh0v2Sa}
zJJI%xcrP6zbFH@GMkqX7%TgW)X|KMn20T<hoBvLdw{)N|d5>BK-ugW-{#&10<EfgT
ziT(6wvs2H*AoTKqetK2af}nH6=GjND@ff_%eI2W1V9$@sXxjhf|7Cz<MhhgSjg)n!
z&cw3PsEJryy)-6kXQ<pQt*ecIa>g(Tl)7AW$Vv7gWs8tO8jsFnWuISrjll8CPx>_(
z*aiqP?WeF7ANzrra(`o>VZrI3J6c$+=hJg{V(&Q%Y^bU1MZW@d)D824Iy3_%6`O4L
ziO;DH7j|Z}Z%=(8Ecb@705;jqCAPixt4qPCD+Cd<WR5&%MfH5EMv<x`JgfahSFJq_
zdC^w(&cgdKxQsKwB8soF=cm<=yTzbZ;F_23o}=DLcwl#yaCRyl*?dVb|9U`!EB|a~
zXo+#Q(o&s;zcx#V`Tt|?s{^9y*1d<2p;74^6_pYY0qGKH>6Da`l9J9rDQN-e?q+DD
z1f@Yb25A_&WXPe$Z~MkM?|bjL=iGbl`M&S`p|ja*ueJ7G&x&U~&+qvy`FK)1nqt0K
z;e1CV$!7_>mo}}{kqY*QrssV6zQDYUg$lG^?tJWqTVXBR6pD4wBY5)@Vzh~^p=@{8
zEPhLN6jb05yN8(n<h_3=>4<!d=X{rI`l_M|8%zKZYJE0lH5wxq3#M}s5co1Em>;r^
zJbh=>efR2<W}rQx4Xzlo!Bm$J(n!J!@ai_Q>OsO{TV_}#h>k`p?K0T7*0PWpk+9>8
z>x%3VS6?4<J-+?)ePJ8=0r6Q;fnGEp<0~cb_RWA7W#(QPvTiVX6b#||=m+SFSpGBU
z=ITge#@@@kabLE(qBxa$asiEB_pv`9u2ktLMAr+?C!m4zV6Sh%Aui4wSQPb<N(%L-
zgVyWn(_Ya64pTZy_C`0x%;(bV+adU~?l$69oOqOOd1mfIm(?o7!#-yM=gUpeqbcF)
zCHY*dTEfN0=DInl^~Rd8@4GeqEcTrDbzX!haMw#{*>sEYZdI2~yT(Voqu132T_I8l
z$2BwV+S&NGUzt?pt4*L;-2L??6f=U@4H$cIizt)WqKvFVl_|X?_Rl4}N@ebRtMMaG
zBcnJurqj-Ir)~Fi3u+c3Z9@vjX2y7BMP;;tFS47PmSLgUNa7NlxB{+t+LyQDR)m8i
z+2Zy4g!gpQ2f*@W_NGcPt9tbfJHE6?@`RA1591FK1DQ;_7Cfk2d8>^?yg85p`|Iy!
zls~zKjvlV~Tzb4F4nB+O@YEg-{p|Nb0^32NNA!41x<J_ORJhcabnE!lC(6oYfeYpC
zVZ6bapsVZ2C+vFa^&>S+X-_r;g60S+Bw`J@3qC4OV`|xD*nIG{{L-S(&E<i{og^)K
z{8eV$xpcGD_1Sj!6OKHpew#bpLCtdJ%MskWlefRvG4~*@DKBXXt0Qa~zc`T8$(uE}
ze04=0?1(65p2NZW>S_c9)|0mt<Y@6GeB8Ul<PZCuet__lBP1qa&+hC2aF-vT_TAmh
zU3Jz03En0SYG;N!-a~Uyk_`|#JM<`buDI=C5Ah80c=KGlY~#F?W-`{ca3<)6{{2-#
z0fug5sUDQjT}*k5g3&miirgb!Q`&S-|Iknb3GRqL&o8sd+fb~2R;dzwR}z2JA|9*N
z9zGc;pspR;z(yiT&7u3yv2Hi*v}1_I8cjJ~gK|ENxD!Y4X@#f>OrC}$SeE>3L7bE`
zYqF=I)sW1MhA|3(TVVzA2sC5uR~gCb=IHq~TJlGf0s>6JlM7#3G42;53?{M{EF;3)
zQ*y(9hGABT=>`k**)eZNLP(?o*fjNgMM9y(&5lL7?#Z<5Pxj<??S|s#ZDK2<o^Tts
zF2g9M+@&X{y;kBTJ@A>s3Bw6voB(i<d>1>UyUq=HE8;#Ln=RGZhXZJw-KDi7$D3@~
zR+p8RU^Hf}%7-j!rp8CGC-HY`SwpNu23tGRg=+RE18oXB-mc6Wmkrm=^+~&VBJ%h?
zqXqptlG)d?TyE<6gs+*#*4uHXLuvL|%6W}$bfg<wnT(ay`SI%@bfc7;$Jc5F?}c&S
zo9)x(f$&5OlN5--Yh@-OT&*XHoaTKC&5h}azTAW8`x=pxVmt8;iT17aV(uBbC(J8y
zrq8eMNn?CCxpfLlZ8lz%6K2e@N_f;~xaMk}NUTYW0rG8z7Z{?F4Y-%+KNXQKujx4l
zF@bY#gkOo{)aI$l^(v3AbQv=b^2`yXR1SGdq7noRd$Uo#T7==I$xDLqdqpT@@*22(
zfqE$aarx5e?jsL-uA9+telbMy(6BK5GLiN(A1}Elx_Az6Xo+<QV_KD1cL!leu=<;t
zlHhRzDqH6pwhu%IKzNsmFIHC0ax<bgzN9keDTPI*EI5^+WDo=wC7V2KXS!xL5&~ye
zKSY*fJaf`+wnq$Dh$CCdGptQ1UNLfn`z7?QCnqdH-*7Ywn@_k%9qg?F0mWX~>vuDJ
z{UN%GpE#7)-S;%XSNgIUan`d4IlhKod<`4Z-0WDbOQon~<qoTGgv{`sJZscZ2tv%G
zwXtAW6B6|4L1XK9-u?;9@m^=%(W|gEu6ug)7^h`Mfxeg#Sy3G{HMEIolhF@1#6HPD
z?T1DyycKOI{E<QPmeHn>a)`uhR9KFm(Y0x7(}e?fD)t_I8Pm;cO`4hZrrkf{leP)5
zD<^f;x^G(y9(OWyS{|V3mq5kZTG-%5&U_8*@R7!&Mr$5f-cDdlJv78ZN<0(0xx4D<
zr$upz0fcgB)n-w3K6eo~*ip2u%`KMS`g&UU1sj9xS~rMz;?|~$^cH)}6LFO{QDfxY
zD4}J1_j;|SDg{!^FL{X97xjdQbbj99b#k+zJ3Oo!;RW>3v#v$#3+5dbS6QlRk@y*s
ziZJKF)CRL$SGmy)6}`F(XXD|}^yZ+_p_cH5>_h+#FTz6RF#tqSjQju@02ruYDbI&6
zfu<jzm}If-X6QLCOq#q*DIEYd{%xoVIUVxu$-z?q0iqdP$cU4h+jE>rEcV%m_y~$M
zYowTe_Vx4?0Z&<4@uMeEb~cqccm7PrXrrC*+*?mDq0@XnE$^+IY0I)r+}*lkHK)jw
z*IWj{k<CwpITx>FG-k7PmhW8mYFN~cMh|%s%o=Q^vox%Ji)emMKS(`uMl$Fpa^_)}
zn3w7NKVU)q1D@?aZu)K}Zd9>ofubapv)}L}S2HW*&-9XfV8j=?F<nu<lUMUTh+1+a
z(8ayjGyJCF%YLeU7tH#c=Us*}Nl|U;C5nA)^9GHnEo7zP5w#!Q3em_P?Rlpt3Oxi=
z>$^70=B&~ZR4~&0^x$%o&2k8nQiGQjz#<jTz52n<&2F;`qr2A2mOM?~dsnnu3qrQh
zrBXW{-Rpk%xnz0wo=L<cTaTVI$DGLL6W+DQz7SOOQlO220Mh}Uu+*I@h&QR>snoN=
zB2lwr-u5-p9Fmu#jypr(AD{rfWs;B;g5seE4ySyigr-*`lP!Fo=W#0bBT61YM31}f
zeq_wZqz`m?8?GKf)w$qMmZ(|WKpwLbmErBUXlpG-WvF0m?C5xHC0}R$?gLRf*}Kjw
z>9w_x&q+~%^)>AmX785>y#1hVqMwd;sdDJXeRPTH2GVWyVz?sXg%!SJ;Myl&aq#X}
z>Pb7Tu;Eyo@Gs(@6q-chsxe2a@nC3bya2JFvTF+DA5N`wnzAk%tg(}Q&?;co1|uP#
zZ@QOvv6P;KZNJ*VMtG)A%&VDXJF02Dtg(>~pOCeSN@Lu&kDBM)S+aGn;G`vNy9G(-
zG7MXU20gUA$&ppe<HpziLFEy!_YQ$c=a7G3mgcxft34E~W$Y)5@tQjL0eZJU4AC|%
z*%%?I%Qzl>3r<20pQ2ru+Np&N@N9?-CpE^F)NYhh5|&M2dN3Zrp5+zns3kn&cHfkb
zs!DEsdCow;Tt=Wb>dVAYZCo%r_jIi6OQPvZ@Pr&zl>CXU^w{pX`9L`o{<L>UNlLd9
zGu7(#!q?=fZp|m#I>*9IOWFa)$|PGfrHye#0S|Q$4`c@3zLu$%5AHI;qg5YY8Rrqm
z4$QY5mAJ1d$&e?zAyP8QCF?+PSMB8b>M8)lvYb2_EFN9=%Ltffw>(jBdR0+4#9axA
zXX9Mz3T=c%+8U<`_mqVxFl7;p?GLgoG|M@ia1vQ-3v?&g-Ubivwp}?In(m8s2-(nt
z`>)g9mhLWBfZi*;C(l(x7NwLfSh`=!B*YQ6W{W~BHKUo4M0HvA&e2(#kuJUuGmi}g
z;ZS39;xu!jv_|Y8GF*UmKt23iy`=bIxY_iUdo33)>l2>U8f7t5&JqEP)N1l@6M2^4
z`c*vqIziEPZz+rtC225miI+K@d*AlSFb0otkb{O(jAIuU3SJy7PR{Yc;BvqUQLG+*
zr)+P_V<A|S;VQVTKKa#(RH5~a8*KZoo}8#r6nLp(zjHh}DC@4%{MA&Q&r~;T9G+#8
zK*st|%jd1m`Dl3DQT+NnBuV=tR7Sg^tu;ntU`Hhje=ksvzkb?KAa9Z{G122K9EBNy
zXWPV*6sqYsBw4)MJOQe#@`|muaw5{0rSUA&h6qs45h(`Xfl*$WgR*<J$Udh4yI|37
ztOJ;B(D~>xi70KN*}L%X+SsPs`jnxcZf+*ebtEJ^=YQGleUSN*PxK=i(jH~KJoFiM
zvowgerH1PV$m{DXU!4I{h?U~&>2)8SMda&~V(+rODDCk}r=^y=%j;V8>{nA!iBRM$
z9M5Gj%%09Y26AJ{=s~h(M^Y;P?Kg&*KGq`Ki|$Luiu&mu3eJF~9aC({Fek^dPM0`^
zBEy(k!TsE9C3ZGeD~C0MX84OH^OENNsGYKJ=Twetwhln_=EqvNam@qP@dI?tn&x;Q
zJ}0+*ZMOTO;rexALI2oI!z2aWK77?x3v$9|8{;R@vn2(k$j!--+0?;G)*czfHYY<d
zWQpuY1L+|hDRu&;m=2Q0_UJ2{=|Bk=n`<jX*S@mwa6BC8$@*|5ktgVlT;(JPJt2>i
zZq4_;;_HBtZtFhTh#w&uq6!SZ5z83vj7aw>89`H`9wXX4o#Dx$uUZ-q{d@07B=>A;
zD@UE@xa6m%X7sSeC9mtFpOl+a7f2O&G^J66dw!r7<XTmBye1eEx*<HoSU5W45@0cG
z0wa!#&X#NZ2EWL!?Up}aWmC-Ad#JwN{>4y2)>CbiAr7p%P6<6wm$`C_0?fMP8;CrQ
z&Oa@T0JESo5cl#cJmWw4uSD3|eIKF_`lH?!IU9}i7c<qYy{z3)sny03CyQv8J*F&J
z(q7c%z1AA{usb@oFl-$rzxPpzPJ1LM74YceY@<7z!X!d379x|nc}<cjsS5t+Pz+f1
z6J9`2`X3KbTWYy_a=lAjUtpEJa3g%-v}+*q_LBb-`F?svE-2mXMig&sj=*Zvx&f{L
z5JTX+7XL3KZOl9Zz>I^R#?&?mNa7`iCz(!s2G@<4-wF(sxwz-=^41C-yscbYuA1gu
z{d#0UwbkR$_LhaMJbs!QIw@U1zg4B9qmWiiQceYz?<}#7V)b}{V0)sl=A@yma1~_+
zT?JT|KShA0s&^uOfP83RW$l$2Cmf880>x}O=#IJ_+Qa-GAY+NE^~;U(2`=Fb($&+{
zEAmg%ga*0x-O0wo+BF@}Hmg#_M+~Z=yQoBGt&w38o2UWk`O#RWnAK+h<UV%ZDY^nR
zH%a(*8SbsByDsqo+OG<@v4X{{v=0h)H&5@ae#}_qW?@slAVyqlSp~~9(qoQk7M<Q(
z<YL?577cB7PWe3g&^JI0YCaDgf{bgjR_sZBUZ$LaI?9KBbnXY1m<P&hEcstHp#2mD
zySHZ(f=cVdE<$TG{VjkUo3PPAKCM-^PRc>S5W`9%F9p&}Lw%Zsvh<Z0zTG5x+gD>R
z#35!5&yW;pc+o)v4GYL#Tcc%vXB+<NiO)!Ss)YmZ-UaPN*_o!^)uS<u8ZU)yjb!j*
z4on%{I$Bji$-FU`N^V~=vHrm>>iUEz04uX`CpKVR2BSyfp1zh9-Ddtgx8q*Eu(%sG
zjk@)$PkWb-^VT^b=b^d|9E#1pG7+z!D79R{o)9s{ku%H?jJ&cLfAuPB?A42^y0HGY
zz}yZ7;rD%D8XDlPr!^wk5lJJd+3UX(Dl}ps6Y=5~E(mGMP7qnm2cY+|<mNe0#DoI;
z5Yo)K7*aTYQT;Hxx&jc+@045YiQ~R*e6K@!6_qDC!?>@Pac@_J92&>$kO9F7li<SN
z2cXf7AE1ppEp*N>zQ$XZ&(y@$e^E_k4dcoT|7+d!HZ`_(B8q$IX*xA>K4)2|OoGFE
z{X<*U!#=u|7#|16PEXe*@fUyQ2!G<JuiQyO2f=bTu+NOR*PL!1ggc8&SKvAUK{`Tr
zb>IVH6n5ppwn*#l_Q&jT^(@w{kF~#=CYVMhg27kQpi?o>_Ngz^zE)bvf?g^2EX#wE
z;l=3a%~Wj#P3IX}A8y6^${O+b6XZLD>J&z3?O!=5{$&n(AgVH==N4Sd$->c?Gs8~q
z*~%LO;!!JVKEms`fIa<;x<90y6$zKFGbbRD7pleh^c<|J3tFqP7zt^3ZaedmShh^V
zAk(6pOR0bZNkI;;XE!h2p7kLM7<ry%0zd$M+8TASf0CzyRHa!gF}UQEayvoy?z2qg
zkP+IkxF3;y%pt?I183$~9+B;+y%?sDl)t@|bC92CD%RE-r{FJ5L}{`Tw(-O^OYC3(
z%4$_zZ&%5=s>LPEGIz@KO|pvhahmm<iLUZali1mEYnpy1RlyL)%9UZ*1=}8T8tV|+
zgJkgiCPgs%Il2}~W|C2p@Y?XE{{_JwH?*=0+6Wa?-m$SiX%!p;GVWT;CcJI`0lM=j
zG8hm2n5;dsbNc0Fi7Ak+zG!ynf)5}4g)7o8t-!u7+4)A~eWv}gX4O!rPSI?}&R4#J
zM42acqldE20%GfhWjm^M8I!DTOc!hfmj%Mpbch^()ijC?=V>U-rh{cCZ)l-p@BUEE
z#h}Fn!}p7lvtj43%1gF0xMC=m^0p=(y0iVLp+Ajd2ih+-nR1ol0!#-HE>D5lbd$uU
zK6q8fKBkmJ>(ug0>l0V<ts1zp;Ex<PxZYm*a4wfxmOMbTW7f$u|M^VO#q>Q(6L)U`
z#+%T-GG)u}rmfffb#y)!I9d_0<5USL^Q55V<$r+SeLq0A4L{VbRYQB_Ajb!-J=%Hr
zlQ3mT8of%(?9iT{qym3%5BZP!3AZnQ@6a2<oZdukMz`Oa7~`_%F=OQr@>)MCzmRNB
zP#vz>-pn~zZK#X1h`K24!-FKj(nY!C(RWcz`Iancg)eI9ED~PD{s2Y!#vSEaR(2H@
zlapOj5yBYtyZftK;b-T0;wVn!AiIbNMJ@yz5%3y-yS3-<z;oYP;3!wy+IA)larlVp
zM|HJ?rw-#t0p7B_Ov3*SaOEH5y}bx5{!$=|*)7Kz1Kj7zi~>g`l|5C==C|Im)~<%T
z$vU;4092A*X&lCMnKe%*`);KA%nd!xzhBOfbJF;E=YsyeWufif&1Lc!?l@jvlZmJ&
zkJRMKvyye?RV5_;D{t37c^{mt2*lyuh5ja6wt+lgrykS#i*R!z0Y>}uAfCqaUpR6;
z|FH@Qz%7TdJZVJ4n}Avs3*j^k-;@*5@3?p~D|=g;A@dNWU4s#d`Q{H4Igh3B^FrFN
zc(#^5v7+L<ITvZS<6hVEVeQmSZLjeQqd}yA+QPL23H1yP^}Rp8@m}|d^Sgj_{hk8%
znXYBe7s<!9n}$pm!YH#D%lgKv4l_B|FU&fpQd>~5Rl_Nq-!Mae>VbdkjsLrA79s#;
zIm*hioBdI-ibF~<6n6liGJEtkW;Leqb`b9FGTu$UoXjFC*X1H>Wk<5xWnHqu=gR>N
zY42h+vYcxS!fNopjvY&Vyqe8@;2%|H^)fYkai{Z1Gn-^Op$l13UeQk?=>Pt4D}VRd
zTw#3Bp%ru`7k1?hJ0Ra=Z1E^<Jy6pYJN(0lHSm%8i3tW)*uQ#u%9Xq41?u<j2Q-GC
z>^dCC--*1(KkJ$9<!E5;eR?5f%`Sot&hBs%8(`xQ=)J9dJ`C{HTNp-lq|;YUEQe$(
z6t<t)PWY6VRC=@Jmq#txKKd+;O|kJ&*eMEGR{WQV;fbT61=6j}b0~7RrqH=R5fM5q
zV`cJwm*^viRx}3;9PqMPlSqb<v^2*+Lb5@jt5|V0QTpVekFpagHKVJR8S8)G0{&x<
z{hwYdz913|1$DQM`mgCh<GT6D8Vx!-QnJ%<zg^0-*qFpxQr~jY_0mH0vnz2Hb@BS-
z(l?baW3?4Tei#(rmZcTJ6_fwE)7Ws2Y}ma(<)@(rn5h1D{{YjPB>;%~D#x@es(g7x
zvTB&j_O*2_2RbtaQzZXosCxd5p=u=R4*${!fA>l78}$PwTYjo1gN3fR@HGK3efY3*
zBEttzXmJkc1@YUo-!NzZfL1}a1EaSS<N@!re>aLEm9MA3BW#QtgRsBEE-u{az+@}i
z&o6N+Lm4TJ!^%2a2EGz7c5nyYwP^7^Tuy>48+G;61iWtvY@Qc4-?-rcNG|l;4mX}k
zjfYA@CDRi_{N~?7oBXTO)EH`NRIt^U62lw1q}ej=Y|EuaCj_K_svWguh@-2#TdX<$
zP(;c~$-7Y`@|hOpjIOF{%(wT`hB9u~-G{~*CSEz0>KrxLeh+y6iIF{qduFtbxiCAU
zu{$vBxzvT`%hns?>K=KegIT~D_?KS(=cVw!dH+{5E3kV{2DU5qCM~=+e-<y<Z{l70
zLtn;Ge#g5FA>62^smtSvoSen%AnJ$_2NAEtfDzC3;UPRfK;)K4>qfKklhK=*jpVl?
zb8wo+PC~}fLyP@H!dygdZXcsGr39{?+mxad^3s@=%A-g*7%V>x&$`UN7JH@wcKp3I
zmDwCQ`#X%UUaDbv(zz4?p5*%|gZ(De{h<27t?ABjN=k0?JC-2=*ejJiiy89Afq9*O
zJ!;}#E!6+2JaxIXG-+mxRM)&+rOtbp%uuV(C;4we2!+z)yy@PAejVrOY`9u+e-4J~
z=GYV|T5v|c##3?3kpHHp7O~W@F08*XzFJ=6#hsN`h=?|jWa$whlG8~Kb<_U2^8VAq
z7})3jREN6J)_hkjp+^%iz{~oZka@IfJw2&Zx3_*m+G+m?X@>}Sd+E*Tb$e1oU~^n#
zX@)pBjLM=AQ7_mwglJ`VUa{}qp^C(fzsK-K9P3Q2-^yNir2oMU;pl_N9z4TK(y`3T
z;sMaFaB$f<W=x?ZL|uK1N17V*cvBPIHIP~IfpSnQ=`oBJg;1}KpT-`|3Fy69c$VD`
zYOr5s5=NWSv#BHOLvVr@sduwoC<Xm-$t=>+bkKlXTX~Tr7+U3heLA%y<XBGlb97I{
z>tZoT;uUTtiI!ph?=#7NC8Ymb_tn%!#PKxkN?$bT%Qu{o+l5-y?7d56<n6!bEJ^r;
zYJzev@|t3@<Y;v*ThXp2!`<12v!X5zwW|BM2x+<@Gb>e%2QWmF5;2_%PI+u66Gd9$
zrbdKLk;EL=xVn^J^glcR<8OV}Prw!p=wM*wQeq*}_ghrYa*M2XT+|sP>dH4`-LR0&
zx<!PL`3j~AOdlP8IU9#nU_EFWobI8<oTE0l_gPbXPi|8UKmb}zK&#L+));yu&i$Zu
z@R~3H&jRfnrP(}#+ls>T79>3EKf;m-f~e`GEa4x#L1XFtOCt>c0yW=27?^kifv6sv
ziH%>DqFlQVHD)T{cyA??aUtqZcXaR8_?`NidUd+qTlf5!?!|)Mdc8nw8^#%15NDWQ
z%WJlwd)QT(UD$??11bSbLH|09<)14H>zNsG?!%s=f)VlLPixoqk{%FS)b#9$Z?T>v
zx!n6IGa#*Ph{srFc_Ug8pE9%To_5mnROfx`IBh|@-o0Q#{6`{Icp$S;Ox&JZlNRRP
zBR`4!{+0m$-o0N4CgVu{D$Ks_%cyR2tMVaCgS-|{p2>XSg*B>DCU(D$LxA{cF{37^
zPzx?S8u#g<c?V;MA2QgoS8)u(vrNC;SlcjBGgY2nD-f8Pk&t>Kd_@G(+P|N46}=e2
z(BnrVq%pVW7z5Sav?_i>#u^TKcunvZF<d`_F`+t<w5t1-W3Oto-x<!4GA5|Zs9Xnw
z$JaAV4J$fWW8AUIyj#tpkTQsxgeQ#mGYCKTwMr1`U~PU3ztZ&+jUKVH<K(fSO{v9m
ze1Lnvyg}usXsNF1>IWRk==WPS|Gy=UFR#mtNl+L*`JE>9CO>cBwSle_u>}5?;pvxX
z-jVb;!{uqA#6H2dB0g-giZaqQ7Q}2sEVXK>W%p1~_2~kL1zIzjggcd`I~=y0#FJM;
zlXW;&N-Sb7DaKn$j#tao^isF-3I#ELkJ<R|{Q67b_z4$6doH2dM?XM<#}bBGVk^F4
z$LG*A&&;yoqoap8CoMl!ZBmEd)ISV7%;dXjvS9wjNs@?Tr!052=i|{Qz1K<-2chBN
zoLf>J_B)&8vyHy>Uc#fzYR@w5UQ0g4V?RF4Bysw+2og*`R_i+3!j0297OueZ7w%6>
zCJ0z)gU1BQ36_l7nf5790!|Zd=+Em{JdNRHyb<Yj%5;W*<UKl!@%vK#@9_Ie1k1-2
zq{J;>vi$eq!%UUBB2U0+*+jt%wKlwAg_{5gef?cofm;kUI@aN|Jq@&anY`8csUDdQ
zGL)<?B55u*I|G#iWD^3^1zJp*zYnl~_zPG9ftVpyHIk?hFxm(hshZ>~!;Xk9fCS?d
z@K+Cb_LP-4|7W>j^|o5l8|{dZ#CKAG$2mqHaSwL(XG~}xmKnXBRz9(47ZHwQJ$-gc
zh`S#9<{U%Mmv^5c7Ewa$WuRKlNO5o$-D|g`WA-9af{Jmb*4}E`o5nEB-t^Vu&-OIk
zR3Z*I*Fbtd#am3%RfH3jGq=UZ^y={lPpOYz$uVL9aw+fJiYJjH#mL^3{R8yS=xpud
z+*!;ukk}G9N>~b^Xrp5*E<Nq6V;P!{e^ZH41O+pM38Q$IU?`d9Yu2M(YHLSV`6@o>
z@0+1Vg8w@$^?$47{*C-Bz)_PRo^nO?hOyfX4(qGNvzl8!PirD)`I21|*Cn0JgDXhP
z@-6eYbU^+@PmXcgFKf%Hi$kd=wAS<q-RL(Oj~rgz$pf}RfSv@uS}s2=DVK>lclij2
z`^r`Md-M0twBHcbEBhoU7%jRr;|EBRcWb#h8<^Gq`e$9q*zlLA>0_Y8QpGPnXNF`w
zFxgg7p+Q+>h6`}Mlq+ts`jKkJrZ|P$SV@O3q5D`z`U9kN9j_3=(U{KAq)0`${=wtG
zBU(wvF#uw@`Kz7Q!#?U0g+5^5@O)WxKQnqtf~K2?5RacwZsxcL66hJ^^qK6%OFwFC
z7JEX6u7}ZuQVf2C`0?TYzykFzv;6+g>%j{RwY=%fjJP#EuCDaugGO9>H=m=0XcAwV
zeJsRL_k=RTrjA&e%0Z?@*No`B2U!?R=9h31aW*-P^@#L!dOFU^!dXb;ISDwFTXB#@
z;;1yTKN1)ge|KU2DL{Z5#X}g3X8Y?XZi6ueqh<c^_phTGJ`V5?RsO<<g}*HNz&b|`
z<ybP%WYbUehNOwk^kBgCxEsJoo23ive;dtexnL|UVRlvQbDRQ#ye@>SpyvBN=<K$=
z=Ei9e{LHp11?_6rQW7xAjuX#aw_7TtBg5jE@Eg})r~b!}9AgyihcP5JEP>;V9G_1s
zI0*#=-R0Qv!VqT=LV7JLl`ZW;l}5Zpm?;xU9)4?bG<lpa@&i=nb+7WnOxMeqwO!hi
zqq#_^?paRT!vQ2I;@R}vx0m%b@8?#CMb+QI&mbrwAAU084<JCn_)X9M_xz>G0eU3a
z_pBJ3*Ogq_yU$%cKg1tU*}XwDluZ|T7?V%aUBbQvS}Cb2#Ou*f6_eA&>2l5+2tFE>
zrI%2{<++>`O}aMGyi1pPW}3CDi^}6KY`X7kywz7KkXzafupHtnNs$Hl;bY|Tu=H*Z
zVAB7`o!V~!J_nX!E8b$q=pUeSYS?q~mH2=RT1@5p$E`<<hIRj04QF{AzD^eIfXDRa
zT>HJd*s^c+vT|s`IaAz?(d@&g?)r~*_-B>9hrt!gp%Ohnv|#0>LQWdAJ>gs>waqSz
z>&(B-#v~jcwB$?UEv5|G7}FEpbn<ZII5XF5TYQ1BK)>CX+x8!V4F5YC$Nz_Cusf-M
zctcEEvYX_uz0^keX9GM#u}_9!L@V5tI<q&4af?3l26`0q+VD-Y%XO=Pt?NyT@3kGQ
z+&0@hE;E<Y0|*q}#&Z>?_cc~;eoOYq6%iaImeOo(rg%?5*RY5`0G#yoO)b}|b5QxI
zM3FV-H{lwgJbR^atB13NRu=EmuE-`7AB~io^Qpg;evPqb<Kj47o1&s0=H!oGtX*^*
zn#>V)Y+4BHo{oN*n164e_ea2~cFZ^)_cAUcO90wXz^0N#b6jaCXYm8XSPX?Dpc~RH
zRyNji!1l`rraJz+mTu;rqiVp|PLrOE>TId*^<ThjmN|Jn_N=~f5_YRsrJ|_&^=lir
z=p9SX;CGiKMOM0I?-JZ_v-namu`p$pF(47<0Kuv`{Ou*ni4YLIwp-n2p3uL-`GR}i
zPiW#IJ075X&m^=b+m1%rx6{PKZW|rx(2wXKoDi!<9gEuOmt;u$5N|!=GN-aRf_HbK
zpEC7nPAkb_VMQOW=b8A9_}<~#oVE`(VRZg}l2kFf^qS0cI7WGqZ3In&a(6dsOE&kv
z6BZOTnEEEX>2PTHg)bQfeB?LF-alFj|6S5YF{rx9Qyxc?B@jHi3}A57bq;@0#FWS1
zTNZ9TQlRR!Z9-k3V5!jK04n8=SJeIPWYGsc%4>MP<@vTF;LO@VM6|Zv)-E0y5dMO=
z_S1))wILyWTRmw1M>OMdgsFHj2&C~A2&WR*z8h0T5gPe?Ihet$Fln>FZ{UGl701ep
zKF{k;$vC3F_oSb{f9y>~|LxwS$dn9nAzz2=*DTtHhAmE&J|DaPxIt_ED?w91=B8n|
z0On63f&q{R?42*^48Tf%uRa9EIW;4-TKz5Y&Ad7lHF~pK7y^%y{~KD<KV@V5e^w4)
z@1jw{u^~}y@k$~p#bOlWYtfr1u(WmUP8&LS%PPX!-)AH!aaeCJKb@=^B_#Y+V@s>B
z;^=7aGNfkvwiSi)BS^C~Du*mM&w@ojsJbzZSuHf+F^dgNZG3RPa-lV8DaCO4x~o|K
z{3j<QXD5sd1y@7&@0Yqg*6MhV4Sv)oqTr&sLxNDfG(l>9552S&<||0BQ4kQ$qJbP&
zGvr>8U~L+Fe{)G|yJT>WEW710hg%^sW5<6}TRN=pGV+z(V}2bY*AspPBY(k&eLkAH
zk6LcjuUO)$eB|!rG@#U%4Jht6j=0oWNH$PVGca8~bUcUGV)W*9x?bs0R37&8bsQR=
zyNUvFdI8^;fs=KdZ3gsI54B7A%FSdLmRbvVkCgp<Z%w(+NGZf&5{#c&_+>QC=S)p1
zH7(8Yb!bV$RqLK(P-)XW^75Z<=2#;#TCxa>mo-QRi!mZXa`r@P`_+OO4@62iOpo79
z3o6t*ZFdfeSRwLE+_epBk&xgr7a=*mPF93SJ8|X}ksWcIzm^EUPzhjQl+DZ)A!5J1
zVTslI03c3qHafqwzrux=g&rt~ozat`TWNoQp73rf=xNPSseC&J^e<rdT4;Ay)+FXR
z73-b&mm+@K>ROcHCM_TLgJ3urH{$p7v}K1~Or-gNO)54@jKDn>aX+tIu_r*;Ww&9*
zlKuy%8OnNY;JX2Ym=G-yDTt5OD#`$06Dye6(?|gvS`)k8?gsnOmUqr%pqpTILrNs&
zGEOVN-^ix44-YEO4QOY@izD+rp7QsP?jbPjFSAzJIA`C>b8sXo<>Zcr<8vE{dQ**=
zBaJ!?WIFlYJ%8c)fkL1oQVG1sEe?_GZt7D+Exc)B0O)`I9M%8F5&my<jdds4ES!$g
zXfUfKNN$%Yl!>bcS(WRLlB0us`Q+Y+;zAPb<(a`dLiOLT9f<2#lnbeVN3up5ABssT
zL~k4M)_+kBr7+?xuP_>Czla(h6RSe=ZVV;nw#I3TxoS9`ABsa1R@C5MM=p&}QCXjO
zZJB$i7)5<@WHM0X&Voj}kXP$=McHx?Mo#<t;t)x3hBahKI60W1X8$2SOl;Jb8^xpv
zqF0#~K+`7np>ysu>CtN|k1rp-vM<|HpQOfuvU0Go_t&Pu7ScG|&jV3i+g@&Quep2F
zWVUr_gB+7rMenomwfi{V{(QlOHhGhNZ{J>8VWvf<!;RHY^>*leMt;-&jB;E^2+V|h
z4T8-PcgY2{$w+5wS@C*Q2q{iJCWIFS%Sq^<b_UhrS>=uZ!&JTSemU0iUKB&l;(Ft>
z@HXE~Hq%rF-119pKExSgSX*Pm`$8PdlBNccYZjVJV5b~B0m&OUO{vN|7t6iuwO&yK
zv$DcrnPYnEh3|<qd}PGl9K&+pd!c8Hi;)?;>m3((S&O<dcSj)-HLyctBR!b>0Z9We
zcV}Wo2WgCs^2vh^*!eOjzj$4h{s3_sHnR0Nj{&Y1K;Jw9OhNl)+k27TqF;f%M};6}
zvghbJdCxZVMh!hdr<Nh4DPGdUSyQ^RFUvG=?wAJy&b%BS?Wr0qPL<BSzvT{V=bL^|
z-Hhk_#(R9Fh!7VM9v+!=Qp|w0&s*RJ&^zfpgFli*n^jlYayUjN@nhBVPT2huLEisw
z7JuwzKYSJ}ENLkaJDH!qyb?2L;J(!BbS6~9QWV~-Pm1RF<JsMX73sWLl01jT;9b(C
znb%VBX<p7wpI_YqIxa(hvhKl9a4RKrNdSqRY;mHX8~Cp8?!rgMsdMcjPI(Xk>pBzF
zadCofU7A@_Ijn5S==ojDk7A*p$N{}-cV~HjKJUc+Lxw1Xzq4t0kKQ+K-8G}StI2)Y
zK-=(*URIkG?I91wZv4F9e%W3QeIV=|&t`e9kQ(zIc^E{(A3k0Gt_Q}n4{tM|lo;Qw
z#XF`gY1o~W_45mhKH47e9FzjRhF<rU<O~#MaV(zM^jC?0tf`YC1e{h%ht>9zk3aP|
z>N+Z;tKmB8NgMb3tX-ZjLnyA^q0vu8<Hzh`&#Ge9)f<B5r%004UQlih8RfaJhxv+5
z>%~{@mnAi&2vIC+o^hl5fL^kKSaJ(pem840)m@-lP8d5s7|lwehBvf`V*^pSZrPYz
z9$2pI&iMJ_sVWa6^x{@(28?`@2HL*BaH-Iu2#mGY)6-miDe1W2i|CU}D9!N?5TQ5Y
zetpmrIr{g_jVj!{!z4X>U<q-$;Lo%}4D+-79QEw8$u|NL(~r!P4!9~Z62mR7GP=ok
zbOTd$0|QQ+3N7;`Y2OOn@K<NG?Zygqq$a~S_#V6l4HUcXLPV<jK1^;xJPu<@Mg!{j
zwtWgf0FMwN^*gFQvntRMmSpuXPB(myKx2GFazxvgY`#z8C7>&jZZQj3N%eg10Z}(3
zU23J<HYAP9e$zh_)UKzPmP7BjVUr)>E7dmy;p!KyxXKk}+-zhUaE66X(|>(o^x4to
zKKPbBHk!PWvy&6An*mu!!9PgxNYRz`XhFTro$i@I1NAox@)aX$;b+1hg+;8F(xQ?a
z$PUCBTMdsEu6tX*n`suLFA34Pu|6<t=7I&^Rz@lB?;UnbH=+tUaCa@MJfiVr_(-;(
z-^x9Y$Mh>j^s67FzAT>5s+S!0B|uT4Z$uIO09hGI_ZMy9(@(&0?xM-j`7KYK^RstV
z!14~8`ZB{m{l++C5vNvGw0pzg_nQj`e3F2IDRY*5yksa@0PUG0x$=Rm*}wzsjhvm9
zPJR-CzZvFj0;X^O<%MY;#OZqpw<ZDM2c|zjp|D(D>iPLE0QF@0(~u-h&zNiO;5K%S
zt<%oNt`--9A`O<7AW^qh6`3U2GV-gww^1M5)juZ(<wMMtyg!Pp*nyA50$n8Yypc%Y
z6;jmUJl_d)1m0(nJdm50=2tya0bA_zX&{Mfm%?Ut?M}Qt&aYDpiLv{MzT#8k?ye*9
zgjs*t5AvrBx@0M^;<C8@1dDXMay4pA(eD4Z?HK?(16=W=cAX%>P>i0^D^tC(8Umb8
z6C62pb!ue2x7&I*n6aM3I=~){iwe7Qe2okBN+|%2oY2JUUb9JPyvixPJl12!Tpg|e
ze|?WBQ$fFhHCM!k|8{i4Kv&YCu;-rmh0crc@Iy_Pew&Ll;uE4rE<wjj=0VaMWs%I7
zhl(^lYXryqrCvkS?l#KQP4Jox&v21Gtjq1sdW-cP^w!U8Xc}!_uFM+Lv`R+W*eGA6
zkgf_wy(9K2YZiudB!f<ch@^)!Y9jZ(Y|*Az3CI~cY%M(DFCiMO^5$Ebfe=`_o=c}w
z>9r9Pq*mX2EhoBG+tZUtl3x2ga{hjlcH@|H84hmv>l$lwnHWj`&uwkH8#Y|cGRTq+
z=4TY1A8zomn$%n;gh=1AIE3Y4%irYy5qhS+w(4{er{nz6524c8aAQLd1jnzg65+-e
zGZvd>y-@bt>lpx<#QX7cl6v3Whlkd7P1I8Di4JcSFSE#(m^Luf@<x3z!q(aSmZ>MJ
z@xtRQ_Hb6oras$`S!d(iH?ir}tFm4ADDxM<h1o0!cy6zeX|k(pR*g7s!j1_7>T3ht
zgd-gQv$z$xQ|wrohjJwP@g@U}RVj~)fwIOE&Bk{o_9uxxh@I9n2S6i9D))XeZnnP=
zVEgj18hvgTNz%h(u{qscZ;X9~XTziPk_H4mg%Ra<j4wW>j6pg9(x$Y{`RmAq&N4Y(
zdJ`*K=fjxT!6p@s*VtB<2A)T!uvhyDUlxemrPLH`q#By(?aHN3FNHXl43eK#W<JHx
zl*WAH2d)LMR^rWTzx%tx`3POgNjfudFS(X`X*|l32X`YCJIl#awjN4cmb7I1iMo$N
zUv96OI1gQyxU;^hmzabL(PR>fGcVX#U#`9nQ6HHUKEBzfyjpz@2hi9U%kxxM=`}5a
z&JA$bjGD{sfEz`j4}AvZ?8j!cD?i)QH{%g9M|XshtKwk3nbH_n0pa|<DP*DD1GJL4
zOp@DUtt)oH=uc6HyxU&@-bUcG<VMK(x!6}Y41fO9#(Mis=T8Ks4n0WPn!haD55me5
z<=8uwX?Bi$eqJBK6M?U%Q_Hqto7)KGAdjxlpUf1X&b&t6Hn0zSma+U08IYhZ{B7aH
z6_n}l5LXn4q>BIC$-JTh;{S(^n17koQZ5;!%aT_)?e{Gc43G!vE5VSapQqW!C*ht|
z)LHz_Aqww(_`i$O*ODWC(I`rM`pu1fTo=B$20$W}Y${M52$V21Z_ZHC{9aLgN}sta
zHUkDW4QNNMEq9(p$4om6un4<#7~MdXtLIurQH1uC&{?^y1TNYU=ESeK4e5f8w_CK@
zm7{!icWbMDfIO|@z-!iZDa!_=&*OD!T6DWkWIvtj=|2ec>A^;RHw0T<2yLI*y&OL-
z(fQW!$}T$O6gbQ02o}763pf!mx45lY3Wq%0?n+<(nnkYhUKx~nkaLhpBCR#c9eNlQ
zYDCJkf1~;>Tv4xR@54tAx&Reot~b5B8;d46>GN!Hcsy2jFp1$R?V`=Y-~k)J()_X|
zW5<>ya@oQ50gXP%vqiY%VhJ=1KL4Pic`~o5evJH3a8|Im3Q-VG?DRd7ZSF0ig%-fc
zUXAE5aP9|XAQZ_qJ!9o7&cax06oa&=e}HH<z+@`m6diBEeW~}?c3w6(UaCLqKH4-8
zO<7bXw7N#q{j@4%Z13Yc(lfXe;Mw88VHsBy$E#1){V(=k72ZZmHbzva*Xz>F$vP&9
zB_7d`B>B|HW(FyHRdKr30AZ{w6zgzjUYqwCRm`%I89)n^S)O4FpfdlF+N#Dkmj^%{
zFji=+hQa{C92jiN2Hxp@5-zr!U$c%j6f5(>{arh^Q7<Zs45|<$Nfu>O;0*EQ)3F?`
zytB|#52B0s>K4O=-iHMGuqH-6#Bsn8fTajy7j!}(-)o<%hN}#Tbbs|wc~mGyl5hZX
zNBVwBr`|8mDxq)6e0OHu{as*5W*sp5FWb{>Hx6~vvQs{3b*`!V7`b5Po%3GeeZ?O5
z)&;u{C<mX*NW^!@mm%g*WBgLvnLJ*2=82BkSwxU4c<Q>?qV%W0-`Vm0rG^~;Heg?D
z`6|6;3&dP%0PXbT3^JDEjgTggV8Xp?rxW>+emlGs^?kAFF&q6v=NJ%Z{J@xBEM(bF
z<Z<YM0T$v@+%kmh`Nqk);*O2;GEe-IX0BrpFo!-@PX^(A?!4`QqYQGn-v9}DEXp)4
z{J?lW?OWZr@Pq~H5_Qh!z7kgfR;OJ<0QiP)vCPmcF<Be9Jv9B@&_wLPF!<A~dwu&!
z^#kth<X5k&uW8ui62*>%Pxc5<!?4Go7F46ovFh+|2(2|CcL&)YAop~E6W+baihE_b
zkCB*+A>?GFv3?H)GVyg!Dw2u)p~bxf1N5mR+;@oeEC)qCwUn%H!=@=a62@?A253ef
zi-3q2GY*enxuIC8k+noE5oMXi_V#4ABXy+Ty!LU=BuNPlL36tYPE9|zzRtMc#2$c;
zu}5Hf2y@@p*Ii*Ctqkk1iz?1E=4Ki6HLZ_cu$$g^4B()}@jb{_$1bn!M+_E;tPFVe
z^8|jq^9rPF=m{?z5vS7({$h{4ImKnEb?~r@=2gR$O>xEOj`K(C$B!#!q+(p3zL8e;
zWt}4f1-y*41yHGq*#Nci|0Q2f#AtkUqY5}`W8r{%8Vc_|hP|M->8`Oqquv$UMx4Vd
zB5PZGMuvjFg-K9nXD7Qa(&k00`slpTp~ta{Tk@fN+T7SQ=DcCM$MKF^)<5BV!k!9c
z2=7EQq{uYI$Rgeckw7#Vv&x3gs0W0oSB7yQ0p6VEOAtUDCsN7$Rl3p;o^T}vi09n@
zx`SsmGz1Oead6y|%?h`3dks?EQUobV0h>yI(;C~VGhXpE^>Z)1A|Sdz0;eHtVVbG^
zdbsX$YrY3E*wV#dI1>-X4v&_7@NuEAROWN*lb%hYabJ^Ce?lRrGtD!CI3Zjj|L|eV
zz2f@hwD{B@h3y#|OJv%Zd?D8{@1o~WfGF2?W9PJD(O_M^7QSiAji=he#$=IPyBWG~
zXHMLZ*LoKUw@;$0>E5TT2p<oMuV1eDiTYQJm+=ZYIvTqWjb955x$UqWJ#(ilJ(#@L
z9jk3}9&_aG*iv)MZeHwH4+Gc3aEAu|@<u;l`|eh{yZf+r<u!WjbjrMS!=r;8Y&S6$
zi5&+VUtb!a63Wea%2*KEbUw+wxwjaC`4QVj(nI+=21?bl&-MCQui!BcJACj;2ySxD
zsffPy6E0cO9O}?3)7`SCkhx>^opP^Zi@bitXINk}b*<&a=rzzjizQYNa-p4_soRYr
zf%25{VZYtuppYQ^blJ~nm!tx3f_=q|N4om@txh~0QGG3(n1Cm&eN>osX#ig;_Sr}o
zd#?V{s92)K?BpWIIS+^{^s}61vCPB<{`=?9VE;5WNqSQOKu2PA*BAjk9Qs=iM@(~G
zhM%+^1L0~@GP=L2No}dxL(m%0dMA#u+zqW!QB04o?|ctq10i`nICB8?pJVG1`&ABm
zS?~aP?YPw#;|-$jNWo=bF;PN=EGtA|dvm^FOpDBUAZJ0=a8|#&ivEawWd+2>=1!J-
z<I%5Gy70E^%MTIAe-jdI)rTi~8;vs|gF6XG2z4l8gr3x0Q2M=eN?_c09MuLN5tL4{
z&$XgxbSVyeJIzHy=t{qVxexfs|C<=|wn=ZRr6H0YlL?m;1*>3D^*%lX++G*7kloyO
zh-iJwE_cIV&fq$+cZw_Bx%br2!D$%;+go$Q+of>!xz)*O{Na<7wgxF$__(d9IQ{DF
zO^FSgeqR>7OX;S@s;JN3?>w)%!BropdKx=hhf8(DgR!|Lo|W_t!{aV8w1~JmUtj+!
zo?d=XA@Y-&QYq>jEBS0rl*C&O?pg;ck-1J6?czClWBb&N5G@wr%7Bjo?9sUJcV)F@
zlKM7DWrG{bZy)*9H<9+7bb`Dd4tcJM-f~|i!L)STBGv7GJ=(i^hY5>+h^eBy$aCCH
zD;{2vXqOr39;Fd2NzyY69y}GRfxLsI#mWya>JzRLG5X$8%|*2?qg#q+JX~Yj31qXv
zo}W3s*>ZF3^dZ1WGq<6NoFBz~@2n9HV(kK$^B&Wq<vju@+h%2+ot6&W*oa3n4(}bM
z)VaJ}6AABekQuElY|A8JsJcoQ=Ei!tcY@xq$Y0FpYm5+DVtVVmo5#a%ZoY9Cvwq3e
z(3V4nLEn6RdZruuMyW$rmMYl`X8J%e%y?jm&k@M^`TGpu;`;ZnSw}aj{WNnTcPY`*
zUPk9AbnVWaW-n=AKambcfBJ(OCBxt8cy8YwL85>R917V*e3&2lxa-=N!v}bVcM5?K
zK}^%V6dz`c=!a3T$)9ppx`YgB3DACjcz*6$zU2AKPVkS&6BSP&_EY22I6KeG%a1LM
zLG$DnqtBMe+_n^73kG+7$Fgb)NWb+~3)_!9F2DDL75CC96trgvyAPcPf5ADRb<Y~l
z)4oOBoTq6t@aBqb!sNw9so;%h@tbNieMoNW-lhJv;W%228<6VYE<Rsj=ONv*<7Reb
zMu!vI+<+IhDL=R2U3rp=tST{9(D~zS)ha;4k1FZ81#mA`1)^O{_-@`Zf6?bbNP?|B
z7~fjG9%45|Z`9#hxhEiMlq3Lf0@eY*z|#yO%l39OedVas*MvKhw;?G^THR1<&~RLH
zh5ovA`1@<_FKaKP@@i*K&R+(Ndf2J(b~L%YIBtWvTK5IFdp@94cA|)T87o9#h0PYD
zte&a@9y+)*Mn#m?C**A!>e!#HS`Nw-+;0h9Dmx8@HS@egnu%&Iy+3<yP})0HalY2X
zycEgx4k5LB;KwQt0?Qw?-n_gya;dl+mS*iEy+!KaCWp_=$loO)3@=s{XD~M2XZq|a
zPF=QVw}2(;+zn=EC!gN%B_F<g9G)ziU~kp>{SoI^DCvMLASo(_531rg;5>j!6U6oJ
z04@A`?;yM2JUV6sSlXgCS^*6Q2x|mX9Ak2XC*IJzS0P(3$#*R1w2n_@L?JId#JV%c
z4J{dHE33!KSLzyD64zu?Y_L^h--`6XQ@llxMq$Fwk(|<Uyh8b**d2Z4-qkckz2+OQ
z9fw*VHN=$^IS3m)W~NAus@mxbD*701`Zh#Xn<2^SGn5npLV#i*dIFqzl)UtP?_mhp
z_3vMZJyQu|zw6M0$4f>NZfOfF4pDFV@{KI0jRtJqd^TLAl%@X=bcBrzqTkLkPX7Sf
zl6H}LutP3$H`b5s%jN3@O1sPFURK!>uF0m?>xS%9Dea3)+{M)O54`W9GRk*twKa6W
zj*gyR+xNv~wgJDGgq!Va9SKLWJa>EccGK<9<mT?Bs4o|-nDcY<^VYi_>>Y;BL&yT?
z{L_`0!YyXu1;igP+Po!DS;mVjFY40!yh@4?hd0zQ#Cz#tk6>JlS6Q{&lV+nexa#zH
z?6*&PFk28B`zO(53WSa6DYkBRAzR6o?PTXK3;gBAc2(}RL^R9efMos9A21NDB$rl5
z#tsIKIz?qA&C%T6r1Ytd!b}%6k3mPnMNf5&7ba=qbkGh6mLy_;f(_4ZwbnB4@a9u$
z>MmTy7RPv_>eirTTzk&%<qiVVPd$Lyh@K3i-3p2)Oqr`lH@q>@%kzrbEbUtl;|%{5
zTfJ%|sExj89GF-BA4QY>bM*xJVaI^TKs8#vX(i9MDx0Pins2u|hHIW*bNt0<{9jp6
z;1@MpkxQ3N9uO<rVx^IB<fxxTlqKZgAwX>mH#Y3pqIXS4RCc=O1@=~r-)@{~?znh2
z$Q`;P)A0=YmH!85VF+F8JmDXgEMO(~<dom>f`9sP&fS>pQ=(U2bx7{o3mgkv+2oF)
zF;S0(tUiVwAcG#=&j11WZb2q%p-Uz|K;yra0@<&GZqY!$uLB3{Rh_8s*z9J_ZaEuZ
zDeUj1KHy1V-evc<KS1m`;K&Kb`U!}}<+26*00o9ZH-5_#h0<v~CK5Y61b}feRT(c%
zhWFe)XoCUQFeN&x8;yn@7tt=WboUoHeP;ryh%y!Z4Ak)5vK$LdLAP*3qI|Ij6cO_S
zH1rm_@G_(F*AkAjfgLQtO{24Y<%^vW;F8$>99(d9VtK;7!!S)hhz?y8TQVN_0TRUn
zcq5X5Yk(X2*K5NrAO9K2hJ_J*@Z|$J=mtZ^>9?HU>)ILFv6vF65lTZ_mV+)OQ_ycV
zf9ALGmi#!>Z_FSvJN9b@LlW7|r)Ua#_$3P1i}=t070f}0!i`Qxa;AnVye!>B2za#9
z0V2kBfH*6Is`Y!0%;f_i*cmbmea_=WeL`YOyq@(k9R7z#xPLy;3OsT6mj_gn4;N56
zZbpX)$~AyTJ1`i)B8YPNzWl9`jvkB{dj0(N?`Ut6%K^xK#a`=r7w6aCz9Bs@TH0nX
zWtn_$hy4S{YcCflArK0b0DxU%p%DyUerbn|ac$t7?=N4*#n$@(zHA1-HUxZ(HRN#B
z9#|!T$9`?Df9uD-<?ycUA_-I(F-K>;mRh@#eQ#Mm2j1RY?0c+CMWUBwdR#KMp$*Vf
zSn7Z{+{GAywkA?Q`z&5Yh#5aT84+RQdD#p{Q{dzQ&9m<-4fHsggv*Q1XEY)K?K4l0
zN=K3p?f-I5`7c+0O*Q(<J+Y-1)<%cl!7G+0q$IYaqt((j1FgT`v-*#zPSR2ym8dsG
zK>x0RL<1rMMvsQr!FT)Lt8N}Kd^s;Nfw#=8;c3g0v7c_;dN{~=v7Au(9{8>l;JZw`
zy-F;u^o>qCA^YiD3$tNpRL)e7;WSeL(7_S`*?N^ghxl8+hl(u;Pqa2rULj>F-(S@z
zD-BS?0E<n)sTM#l?+9HW0}B6B_O)NLdz3(50~JQ0lwIu4*8i0K;V;?ID}STzzma)Q
z3ZTwa-7yohB^|4li#7z@U3hzCS3OYj95m^ic76}=jw0cKyV;(uQXDq@QIW@QUt^0y
z;eyI2rQ-~p*6(v-rndlLDFDK%N0YW#OmbeF%3Lye4wV|6?nV76&Gh%Q?w@JDHdY?c
zSb9L6^Of6_R~JB?zm}jp)gw})tOm3O`%kFP^W!k|6)>gz{@9;Wb^e^1w`0aI%~S+5
zbUe_|Zl#{UY~Z``mtw|F9sylo9Owf5&?TWsA7EZ>b%y@sxj(0h{5f^giyB-Pvh_TN
zceQmtZCkVwy3lBZQmV~3HwWt2y!a(m07zZfPqX14Gy#0m`OX=@laTpf-~;~hVhKO%
zJOA^0{hC?`$ms8+zAUnCJ-}<m2+g>?uW=x%Zs_r|QL2BoU7?+@Rf)b{FF}pOUA2gS
zb#N#-o<2Z6T|%UEsF>JqCDf(-e|9gRB7eop*uJ?RnT%Vn=zc3aef<2(7*#dn3u(KS
z`WfAM+H<GOcHZ&G%U?y=Zap)%zk813kJdleilAw3JUwoFj-uCq%b>3Ct!JGx*=EDO
zqUDn;UQdqsv@o@Jk?8xywpv{o%fl@%V4b1pF#-*(rPn8AwrtF`y12>HdSUSSr`~_t
zm)2j<JN@sE{*SO$k#|Q=_55deW2^qJu`K@k!}>%0Z)~+;>@6CL-spg(;X*)ZxKe~P
zTxf9XhWi5Ua$mR*0hc!~eCd+>+vvR91#qy%woaT0?8|?f_@BYywEyof8o;Dp4;-{z
zkh=WuFVW?$;)y9~^@r@2)L$^V{O>Q9{X_Xn_AewefeE%X^P=mGNXhvh`d`X_;n@Pr
z2u}S!+`shyVvDN3zc8vKuuRM?{g3i3_rJ`#_3tk%{wMfW`CsF-{oh}N%@qM!I~!>2
zKd`m&$kwh0TDuf%EinIq?Y)k$7g*v0?F|IkyB}gN@Fop}y};(q!l)3C#rc1fe<3XX
z3$u7CQ5Hk}3$a%Y<X?!rK>rpkHb(d(sQ!>GEMTrI>fTti?iiAXK}CNxI3z({S_$;h
zsokK^$^?cM*wvGvCd~(i$WoEmcC9zSkOmuw)n?KRheZWANPux+7kc9iJZgas5<&9h
z<wbqzcPzt`p<detjG{nTnz#*&9BscY%lQRQVX>Ku5u3$!58-~}g~iAgU`hb?<-ked
z%<pzBWBZ4ou#^Uer93zsAZoX~SUmGPAH;p&0Lz8A4-^z;prC-bFA$ziL2d%2Q$*-4
zca=H60~q{~AKp!Hl)t%cvE4+jgb&An>&qQp*lS&1G~f80Ug(VzKt0L8(UAou@>AtM
z^knS+!q@z1ZI#CJ>4l#bEB_Ph75~?Gp)REUkl`ZWt}`qCQ(Ipwo)>#~YMGJ!Ly3#^
zFJ#%Dy8ls@(*Mi6;Lqx~F3Y8NECYcFnB!PC#2&b+s4s!%^&Xz;>Hpzo690?c@h2!a
zVXCe#>Z>g03rRs(16LNdSESf`M-e`^NWvWs%uo;qhpu;(`Sea^1=xGQ8X4Vt&!z+8
z4({+3NP&=j(cNZu_f$#d!%+s7|ITiIe6`pg7OucZ_zg_8dYR?&u&9G%14z_CGCVNq
zW&r~TmaJig04VCAg}_-*IPCx7zNH=_6glhP<fV}r<&&4q&+FUx(Ce5H=Yx8ym#enE
zT@rq6(rw@Qdak!_SS(xe&buk&qv3gm^c!LKrasK|4$(TKuf`0#LQ_?yj(KnSuK3n1
zcMYaR{JF{b`xDROm(f}5i9KPTkCYkq@;x_Ae-Nw15^pQ_@W9iVr=I*}|8ec=yorek
qzt`qG?A+LUYO%$yudA<wThFfETq?3nSmx42SEVK_Yfbt8-vj{hD}uxT

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-23-Word Embedding Visualization.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-23-Word Embedding Visualization.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..5b000ecdd914c0b3403af6d001530f6886b539cc
GIT binary patch
literal 10765
zcmch72UJtrw)PGILKRVZ3%wVSj#QDVbm<+G-g{G;fIt8N0Y#;UUZhFyO+{)bQltc=
zw@48w;l*?Az3065pZ^WtefQm+F|&8(USns@wbz>S`{r7gpD!1It7=NBN&pB103gf<
zxSRzP06bh=2rdpD1Omaw$0HyjBPJpwB%;1{orH{@2FgHBLr2HR%Fn^b%*#SY$0^3e
zdqYrISQyG7AuWDWieE_h=Ff+K@bU492#KhOiK%Wf(J|fpA0L+;04W|Q6tn;aF#}kn
zATTNDvIl@-?8E{6b^w1nKv-aG99#$<J^>-7LETjV3j_vZVS{mSu(2_%A7SnT*rYhu
zm;~i<uWMUDm_5jDh9%|TvD~ieB-a_;XBD#c496#+proRvVPogu<l+_<5fu}ckW{#%
zsHCi-s-}BiPv5}M$k^t=Lt8t02S+b&A74NJfWU|+kx|i4V`7t2o~Ndzzj&FEo0ktS
zC@d;2sjjK5dspAk*woeC)7#ho{=>&H#Q4PI)aU7$CFJtT*VVQ4jZM_IgTtfa?<YS_
zfBFRiz`whN`TpIp|Kb-Z#xE>vY%n(Dr(Yl}Ka7A$v2mCLaj(g1L##ZmGv5ruBfFiH
zQ`L#jBBZlVZtXcrK*1`!#D@Cm+Haoynq%SrlxP2N><_<Y03t95^YXx?fGqI+lruM!
z;FqLq`05tvIs>$I;vw~2L)eo*WT^0Z*)WL{=@uGVHDOJwv&qEB@UmPI;LMHvx5~ZP
zZ|#Yan;Y|BQO=W$W39+Xx)8s^N?mEERgxJ(qcb}gU+si*`E#kWv`+MM&_+AxsI%A~
z-#I^c_#qceAlK3bUALKf0NMUg{wT5cyQEVUegK8sAy>+U)5ht))svq+7rtrb=EnO;
z&Tyn^`0ZeDp4U>jW`D-iQ>i;*>@Tqs8B?1p9_v|{^K3Ssv5oT<)cJ8IS4^^0+?o<Y
z(lZR)Iq@p`?66-ZI%=GHAH4D5Nahf9&|4W*CyV8j2}LnbA2z2aXi9`Uu}gK+;MqJ2
zNDHzr&`tFw65Qo^v5!uASbi>nD05pfDqpPwjYe;6KibMeY^Q6!jT)tYV{KMqQgKTQ
zC+V&VE|)!!8_W4`lQI(8OW=J<=_N4LtbbwYzl^@~#sb|s6MDT<_8aR4^k}zk#6Wg2
z>&G?k#MAG_>;FE>{@x3}TbTL}3un=H%Kv5|3!1Z>1>HK?M9{IXc^+e|d=XUcHUd&4
z)A~c$H-+Q~6`92Im_sRI?~Pos2igB0O(Py~-@-RG$4lU7ccR^pLG%(x;xV`cDt)uT
zn7(9l_}P~jJ^oL<3P$f!{-;ThJ?5JersQJWwcwt%OLZ(dIkz0KahIXkhHrR!xjC|c
z#T_O-B<=LkM*x3=rm*M2gTH*BC&P2j`HI{DRRiBtCDvPKZ$dtf?o8Ur9SX&^bgc&g
zcVAcU@gx>-u0xu>Y>K7<k1AF<LF*5KZQ<dYv_%y5Y(~tk3YE+)={=m8yr@UpG=5PA
zddWS!Uh2|A?>qbDZb}rRufbPn>SJnW-?P*wP;0^Sbpqlj{5+aD5R*|5_&})x>dx4Q
z00QRM6t)1^fGJHP&xqN_+v?fC$W(&ATZb`2;j-p+!cyOinfVZYTHB=XoJ~!O!1Xq=
zJQG95V;<IcH<#cKc+XZ!mc<$7M%cFl`N-ZB+f!*Pk^%o}(TBvhuc%F20$X27AHS7y
zxdfQ?D=z`_9XUvN$coyS?A8}2jQ;vheG*2$Wpen34N4xW4S^$&tL;}vgKfN!LKPO&
z96IrCk<&HR7r2^hdeL2_+S&9RXO1ViUoJ|x@XSW(*6fc5196wOl$KOTWZF-3afS-M
zPX-?6S+S0mXuKtjQ2|_8#+Q!@PePW=(xd8*C!9rs_RT~;5Wf5Bb%E4moeIg|3hTn$
zZ5R=8x{w#yI*V@Azs4Kpkt~>bD{(_Vn0}G!92)RQ%DD9_@=Nj{-J+F=#QR=fVJ#-X
zyNYB){}<Wfe>21%<l}tUFjrW%h^<eXfz4P%GsovgzEk&MoXbwgCb8&ih4$8a8lD*F
zG)Bu<%guUBjkQ@K<jf@5hm6LBQa<noP8FwG+QgPRIC~)-n>?B%?b{enCh;>KOfbE;
z1coJ;Z;{l`BU>#xLay?in_ZutQ#f`}!@*Ul=_b)Tt|Ua(N(p)KMJIUQEdm`7^@)O;
zQe~Gjj)hDM;<@>~C(68*P&Z$f4HqhNWcb{;{u)t}sl>BlEDajhlGMKcM>zR&X!#dh
z|2a&QpLU??F;T4jBB&1dPhsM(q8pCO?P&pC+xn1ZZZg@Yl`nkWP^@(s=V$04-$sct
z&wI)kn9rR~jaR<*Fq%nAEZh?9ThOkFLelNxbK`a%t+o0rqEfo<uO$@d6>}%m$e0Ut
zf%upgiH<53mi(gleX_3hR+uWX>WdoPNT)h5g*^!JIyHcsoD1&9xAtdbND)mB(P6cx
z@svj4Ek;_!V=3i<<T}8g4RR8P3S*+#%3vE-&*`UQkoZyxZmb40Qu^OX8D$>utJumc
zpqoZU-CXx-zh)kPnjTE1VP}Eqom+xF2aYK1wnS{13*4n=y}C(}BB8R&Y^xg%CW_Ga
z+A$sM4;OyvL)IS2TK~pW!rrvVH7IPduFlBKrM5r0>x(P@RpO$Z__>ku(2+sO##TrV
zrEzNa%z}d-g&1e^Q;$@Z&r^5I<U1`%3LFd}+A73+0GYPp-$XeO!0#Be?L`u^2X#7-
zpA)+q7Qti(lg6!UO?ER-0;G!Y6O#V)(~N03j<(tZ-dC2arWAycha9W2Z&)FfW=<Io
zQ^#h_%)5yO-zz)QBx<1;lHfKwGf%F%u2VP4M*0`L@@|tx;YQk&8OqJ{=1DchQH8ox
zJ;TbX2vM8gw~fg4kLW=&HBT-_ouX;;@S>I!@Rp%|1c6u7Z{1KXn%xR~_$8+){Fs_i
zJI%*A?C7v0WdFs9-zURMpl;``7^7RIXq?*EVMq++j7D;i_tpSz^6rG(w`FHh@pVap
zuO?lmEWy%<-L`I^Aw@4)^cmyaeU%QPQ%fzDg~Kmi>JyVnh&|>8!y&qybw_xA+##V!
zW%XdmEbDaN*u_@F*dijBYk4rhxqP|4D&ZrSv3LhTzr#9DQUgNZsGZ2d>8-zC_q%rn
zq_xGY+ca7?Jg29}1GR+aD@1Pb+|{fzHSMQwhql-*t`=PaT}IiD;CvXfU4p01N}%QL
zl9CD~=S1>F`F_Oo&kOm%mf@eJE^v96-LOv{_b+Z*^x8mX?+9w}-yjNm`TS^85<$9C
zG8^UKB&*=X9`j(^^B%YAP>_BkQzV(T9L}$brT^bSME%wuNqZdd=fGf#pMV0R{v&1o
z<GFbDy<BA0q1OQ&0$<Kv#%r;rI@T|6$gE*nSe8EhBEwsm<h7G)CTST+!hBQKw{2tX
zaBsu>S;dY#_>8($p`wfQz?>veK;rl$(PPorTbDqU#YTNv!dQSujgpZ`W@E396+qS>
zE^)(*{OP*N5Lf7;rx5IsJp?xSxDFoT<gn++4}WLvS>5B_ffiBdJ~b~dz=Xx9A~%;I
zsq&9tfeIDyOgylzY;3&dV?pU~%AcE7A9s_5(e2iNb?6$^dvcPP7SjxYNDH&t`;C#J
z^&BND;KV>)h_-TI$9{WUZ6(D<Tu{MK1>TQkj#Y(qMOU|#D^JEirb|w5P>_hj_Uopf
z)r)u|%issrpF6xFI+qJYf^<<7srmdqgl9osu$=(hy@7K10{_a}lXPqeg>F2VqHdtX
z5e9V%CoSf;`)TR$li2Sj_3@EkkfA@MNK6B5YwALxjrq$<LmW%Le4bDC8?<AL&$`&X
z;#9dc^PFfk?yWK#JXmU^HjZ{6=wZWxe<XWj04O!=5^#c!6`2Hc?q9r%WKT|UWS>!e
z(k{IC)@qKvZo!2t5+tz)(_(pk2|OWDk(>*xk)EAnYpCZQBTfhf#E3lo%buLbF6H~`
zC;!+n8n{R*z-83TMYfXI=eYpx#|wnDJhCKa_RmZ=xgL6+eGXXWL4^A5i*IP8FJ;CH
zL?XKT*0jzDWEO*$TF$N~q|RFExGYm=6YW40>-W*A6mOh(zjad*Alg>@3*31$o)PJc
z-1s}1{gpEY@rJzr3&2Z)je+W^`5{wHlNhA_kFmP`-;#ywQAI$EK2i8Z=SHtgEI*D@
zoS`ertQ4tQTQaBB=~Pm%mE^>3IyBmwp4ox#!xx@AB_$H;vTDcr1xX8&abe%=qNIdS
zB;As){btNx`Oy~t$a_E2Jpx0vb{nDQ^WecUF8XKcL3~D^<<j;dUXmy=Ojq9Nf6O!R
zSlr~}JZ)9e?cfIf=M4-imT0Py_)4q1zJdd{-HZe6)QSrD*G%085=#<!b<y|L`ES#r
z9(-kcy3PGK7jAl$#9AoJ*!XZ+ji3D^cYpmkC(32`X{}Qny<(h&;ajB?bRgFd;s?Q@
z;*gLzbYElM$mhZwWf&k>qU3R|9&!HGX^w1V>ZORSWxuw3Za!8lXZEiMc5du#kGtcy
zN3}k9knyw`+_%tYBw%g|_jmzUg_MYfq~0RRc&;m!sOByKZy;18(*^#e@9OV^BM)OM
z&}-*pY*tYNH+A@)gwObffc$haUbsTjR0}e6+TXQzZQbA|A>MVJw_CJ4z!v%gJ-W{1
z-iaS_(E5&2wF%zc;DdYJj6nhrk;5oNFKrMiV`}!}B+tti=GXTJ3nPUM56?{NZ^2WW
znllUPQxc?$X4P<cIEtA^{|Cq$VY&u8*Ccszh+oGgX9r~!{O%_WS$E2>WIjRGJjzmj
zlsy{<6AfvNNZc|W2`|=GOyRK4v@3Bu?SIN|exN(<>i1qeoZ5&*`w$zfj_@J2P-wVY
z&ZFC?Y9sM2KQ&YAnDO;}e`#s)yigAd-|A12Ikrs<nv?7$u8$y#niPd`hakVubocsn
z4=OY+2G$>)JC$0%{rfuwgdHV!5$ME5A@nijsX=uVq(D8GpE;vYukRK^E&ap?&VpE9
zr)%MVCIKc#VaskmuGNK{es=_ZBLU{WlYpbJpXB%OC;46Yr7`r|I7?28y@#Ef7Hjzj
z$oM<h_=~fa2A3ECV9X^(V*K+=qNd&zZVyy=^*yGG?v-I^K)`=k?DZ^{G^~dhuUB)y
zZcgvqPKndG?RX01+YHpGS=uV*Ju;JA^A3(d#$<{z^mwQv4!@X~HrzE6xYrm!cL|gw
zv)|F)G=v$9yAgTuPumzUB!Keo`sY%`3MWqA2b~&J)Rd_ezE7}=jNkQojJy9@hIAxt
z<k@#!=*<8KO6(FaDO|dj)h*fEmjB(@ypda(B|RCx@9WCSGF3&bz_MyoCAY4ptB$0O
zsu9@{v68farc<Mi5jliem{)U=yCM!5FJR7_rn`Ed+J4%%8jV{wEw4imPU2Wjk>!Nb
znMrG(tWRZoA1s@y-e<I6Xf7hL|2sERpE~^Fxr)3M57oKrtJtl`{1v*@=a|rT8g}AW
zLa!k{xh~iF#O|xiIpQsi%%7Px@*IMcW)C6Scy~95sxg6yR%u$d8If5x?MhZ|Nw3JR
zNE-?8k-dZu{tf|kY}17SZ6*6(f5ZQuh=MKcl#2RtTwmaCyLzUO{DtG4F3*o;#*%MA
z4DQ4}e3OlPbXdWp<)EyS!}LP8XCrvNuaJaZIiJlo#k3SedU)8WtCE$)%Z=R1b8EzO
zG-B|982n}Wcz<YgSyUyGk6HHV)shYua^W86X8y68xsdsmPp(6KhVt?KW33O?R~bVq
z?gQdf*{UziDYNt%S|-@qTI-r>96r>3yP{So#UPVf<5glfJ;c<|94kSvJF^p!XpBVD
z8JRd_q{le#SgBY=Yk8|IQxSlqA#mGZ&Hee8W&Y9K7WVaK2XoJp6`?}eoimz+7DG|O
zfoy3t1)Db|jpn<BIOYkanc+?2e7ssB6FnYaM39ZhD#G9E?*3HI4q!i7{E)uKIXPbn
zA0P^VhL((NG#SLS@j3ctGCzD-Zlzf@qc&}pPu$PY$|W69yfL~(6P&`z<p)+<{;IXO
zT4__iVJ^4?B|7mOSZ0UgzM}K&b|Glu_rrTI@POo=r9tgtpzhmed2kH;>w;lGJv)Y`
zF3S*1^p`gq$p4vPWfNr)`1`50?7xfi;d{>P9b;z7NSw51#!!(F;ZTurKdIMOuqvP0
zyak=A+{qZyMfqE<Jq8s9?Lwq;ESwOUyfm#(1hGxaP>oE(2rzjuf3Xem=i1~=;n%Py
zww=rsF68m${x&L81a%j=s@yPq!2{5?{hV#rTW4}h`CW-YDen@=N3cNsEOK~*ok|~B
z^MkD7ipR4SC~TV0+Hr4HW3d#+Ig_u?iS{+g43*6k1E4(?Prqm4p(-*<&_2(rpfa=4
zxXLW^t&r}=oCqnsg7V{Z&+44MuV~g|<`jLfYb?CT(Ko~Fd3t(1J~rvMp*1l1nwSNh
z@SPXssi|MbEtf;m?n4X9MX062KOIRLF9!>uSmaT6R%d4XqV}MuJ@L=|8(U`XHk%R~
zI=l5)YFrRC<6jG6|6o)9IlwWQW^|$qB6CpY$umBKUk7V>AKSQgT$8>cUw+C7hM_3C
z--z{OD7`9}`(ma*ktrX!WJ&j|VI@gt?&Qj?M3R{e7US_{6TdnBYl;W7mDoFd5{DH{
zu{bt^d@{s_Mw-0){?W#&4_(G?q{?{heVc55+D2#OpQ2mU-Z&wGmtUjBY-o0S#ZQ9X
zsWvz4wNm;1Sid0(C$mPhut?d%p3*XY{EGNm!jS=z;muMc#rLMkmp)QIKGzuE*<K9V
zp%*7#7rEY7@%bTk5NrgJaxOH6bfesqeD^AUuyDg%r<b}x-{57GXOEb4Z{Uugp22P?
zq)sOEt+vYFs<{6xI!OP0bn!rbQVmR{b-S)z4o}G*D=ikVMa+$Rm2SJd;HwV}v@I<7
z4!4vd>4idq4UofEHA~Dl^|Rl*mqvUmT9-W4OC$_tL|H_NaPHOa1mb<n%DkChns{5t
zd|h$`Lu`MXA^RGAicWHbl`VO<myOu;WFITBdhK*n@N#Oo<K80Jmf_y;+{nZf^>6c4
z=IT`Y&f~vF>%I4S?N_NukT+0VE6SWQ7?Zp@uR#BaBiOa&s&e@w!NqcqbLAyIG2Q1R
zlJ@sM)E8`fSqRNZBv9y?eG~gwBAM*8K@uH!rwJM^Ja8*i$KzUU+{GkIlA(37=56+b
zGVk1H-tdaszXHkrsW!im*#|Hg|8JT7_|KU=ISr<T3w_!mROp|l9z?Hpb5!u-Gxzt8
z<af-C{Ps0<qnsUPMv||Ee696=2z@yi<l3p!5r}}TMEkyz8t!Vx+ZJ|O85iMsH_o3Y
z5pN`#3oQsZoq}`rYbc6`O6=VmlK)N@a$5AfF*CRI17>c)1hJk=u$;!q$;8?&D=jDF
zhC&sELRh3X6zuBBfK9Gf7mw`udI6bOd*|1Fg@3AR|1XPAe-4ZPZ{bPcXMOr1M*p*{
z9*8Nc^ZnPdI++%j)w1YQASmO2GgxsMO160#ea=!fZQ_vTS<55R!TM?O0LGBIQJtO4
zt}q%!9H3ZU4?8C;cBE+1NTMi(o8D#XVY6_Ei8(72-@4$|UsPWbxaL1=j>0W3+!Wk6
z_B71V2{Ziq{+5cwMy9&Gzl{-!p>^rPSTu7?T4QXno35AEst=#lZj(o7soBxff1zi%
zj0!!oM96CQWCf*dQV0v?Ds>X|Wq?Y?m#@q_Q*tkIUju$r%O90GX`6o8ABG7)I|CCc
z%U;0Jgw(IU2<vwCY+Tzgg%`%1t5<Anm31QdAeySUC)*E0UMF<6xpIGhA|;C?9L9G-
zGfW*0SFw#(zfakv^4v8%l)mZ2p)pq1PGY~T`fBOxyJ9crT=Crz_77E~F{})apO+U6
zes1FxIOmBuzkR&!X8CHnPehhQ%^d{Y{w6f|U=Vo;kZqj$9j|0EkML`8Ce^N_tafff
z2B$J+$6F|iPa>AiKARaiOj73hG{h1<>~fc%ne!3vePE(kPODOO2`m{+vwfx|`o{a%
zfX;QuYj5lYi&u~NjfqzsX_*`&8FM_$Ezjn-SX0hf7*h4sZTcnICR0L6KUlH7x%lM%
z!RgvtK}zWu5rO!_OMp~1%*DH0Rv}??^>&-}%++EFiA6eHDSI^MxVJ1xYgW`++E@N-
zo5-tMFJdhtrM|Cy%V$C4x^(*n!Y;Ut3kyC-P2L#r0)^YknF~#5!cDWUV#@gcf>Lyf
zuVgG>{6~G%HJv<c*#X$ssL+J256WHnW1LR0EXF(C!w`Q3wYZ(*dF$CCo>f@vW?rU*
zl8yWFgoZsPr-5x@BUq!VuMhJivT<@#{HpTY`!MT5`4Cw(ux%*WVcCv}26_UKUvqY6
z5^cRW08aHeB{jxIsfH?xXI~NOz67ppOWmrJsdNh|Qup9a;>`55;y9a@LN?!!w(sM*
zZ?hqXi|Z9D3R@$q#ngrZwQB=)M&<Bp0|`tCIJ2>VE8%JXiY2~0Ubz+I+aov1^%)5s
z>5+g-Ad0HZ*JfSt!XBJ0%^j6jYUtoWE#Qg_lUpAG$;yvUaW_TB1uOKv$sXmyN19~Q
zcuL>?)?RLg2!<3G&s|jifRFDE^RdlRYCU?E3|W#R8-|HUTPr}K4r6R}`)78a_tTs$
zE+sDA_NREH2g~G~;24*`1k&%^VzRJ;37)I_j^_4-k=`y^1jNZUfo0kyzle|6iOPmu
zhtt9lmw;`F=Q;a`#S8ZK`b(g~PvAn`?@$Z!y1pwF7Lw<mXB>@iDn?t5UIKWK7(Udo
z0Ntij;*ZTF=tXiXO)PNGxs>(v>LpN$3Kj|s*iQ)AOC@KXJy)y2SkOwdcd_y;MBD6w
z4Ak+)1bK&pILE;&(J-Gy_LZ*e5;v-@T}+0+mZ8eD|H8Nx7xOR#ic%*!E(_PO=#k!N
z^tyv`uL-NO>H16=NBb$yJ6R_42z9HZaM0-pgdEzdNpu5C)s4wbx#oGucAcxh(|L*%
zv~|hLOCa;<z<ICtO~aYH=;}#`?2Z!2Vab?(kYd(_Ym(*KMd<_Cu~44blbY`D3W83e
zn0l?F5B2$=d7>eL^(-SkFQi#AYs<*XAKEQOy^w1Ny99i3ELOOmWD&LSv4@O2fQ2Bq
zUdkqAU#a3}OusN4Z9gj`zMHW)yQC4CCptw_OT3u@TR7Jf4!&vF_zuNTMUDA`uM0ow
z0Ke(n29bTGdeC4cZ14UtiEDzaamX=8B9m-0O0lKG`<ij?CBT+_Wi@uGZ5TxZZT86<
zlHJI8h*njX%<7@_iXQcTi8|LdRUKZ<4ZYP8%kzYR6BTT9aL&SlSt-T`4X-K+oO3k6
zz!yTDP2<WF`Zr|{C4t?d3aa3{wVFq#?B&2wG8_5{0)b477PEG6Wt83NS{TuSxF~v#
zo-6L>cYmE^9?nsQe$sp2Vzso9z%o%jD|3SO1~n^c#Tg(9s1wlB?K?%Kgnq6IzW#}$
zy?~~o61~Z8byiLxSnf*h%alX7v~&?@T;IHs@2D+{^)y&;(1VJX*_ToFopOj~AksSo
z)<)mb=)|Y>0dC$m%Wx~KZ}$n7kQ_s51~<HXr*2MuXD#8OR5*;-5Zg|IYD11B_b(^q
zJxt)i&~x?f`A~WlP4N=rgsQ@g8!z2<k@Xt$Hj%>!X{YoMDo2{}L`uv&$p<IaeJPF=
z+y&dXpV9!^4_;d941FwVN#mfZ&_C#(RI;lZwR~mJVlHZ2v7(Dc_@0-vnBz4~(A%Lz
zOW6+WWbNWsLLX74oK6|o70hfLBMEQ$FU2bX@^W;^_Gs>@Z!>+_!UMJ|Gt<{w5*0Wg
zhvkDLT^amO?xl%pm+gFCvm{D9ay_cAUB->nfw*;r66dCa$6}5DdbdR{nHH9HI)*mk
za{j!u5w`pprebe!*=J+V9%U2#{FT57{u#uqladUrq7*Svc&K5dwz=%bF~v8#iWS_N
zf_-QtztHMQh=ym-3yLOgPH=qsl3hf;b48pR=}|n^C7>45MsX7CL6-3ZJjRpUKGqy~
z&r6PuCs<6Sp$5g@>?$quxeqgy@c3IP&x1}7S{A39gqOhf#Ju%$0$@=yTFT2&2m)h%
zg&3^Hs5jyvJ)f0uR#V-j@0rN<wL&1m<nK4+82km$Y@MGnWKzX9o-{FD0_!463zRtB
zTQ}w$X++vy6^UPLcFSA>LUZwX<cIw+8m$*EQ1<%!t#eu213aNsLCdWHS5F8_w<O~>
z8JJL51H6SdaTJ>OC3*q>%y?wHUH2Gd?1*}2->Z%;QdZl%YN>LDM7y5rO7nws)z{QH
zKQv@stTwj_EebqwR;%6c@>SLr4lO<hDhBTDD@Pp$(-PB+QP6kU{TRXWx9F2}i*rUJ
z3aM`=wp164@#N6O#xo`eoi&U?&Uj*<5n*aTzil1L7Y1r|uXyw-CFjFB=>*MbA#ltz
zxFLFzD_J9nedED>?eUZ_x$C;B{h0OY##?&~hH>fDV@$8~TIm9O2cAV=<a+cYM0C%f
zz2+?UHotEb7-#+Pt!8ax*b9|E)xsUBMD9S9*z6jO*w>jtsp+!r@p~9<gdm4Wiz!5t
z)+b%Yf)X=yr0)}joy5+Mw(#WJ#}dPHUj_{e40D|}uAqJDVu2O!VJwHqdZ^R5xr@eu
zgpir2oXkfVi?OB`%lEZPN{S!^xHzhbj)HP{l8B;T-4gZBwY%<K&<x1ZMD4B;@&xd^
zK2*t3oEzE(v@N90)lWv*bF0_U^w0WTHKtvgC>bJVLM8W}wo@^UeyI&1sh)Gxf%4@;
zcu1ul`%L&7?VPhMHaoouywGvze<L+T9BzhoesKC=>b>ujE$#ZQVVbx5%G&FQ*9Y^h
z2OVg^efDB0Psb@rfl^T+_S|Xkx*P!x5D4~f*PcvgpdNdeDY_Bhan|rSdvO<@*ePb*
z9DvE4wyndm597YOKO$IJZ5lA*E2uZ9_0JSovVY2R>Y-2O_1a60+*!C;`sRcSX5}p$
zhsto-6r|s^h?$glm|a5uTp#_~mb5>fEw#|kfQzDx=QqZkMAnS;`F2wHiRHM;s;%yX
z*h!OP)%8^dFzx0TKnFy2f|R^sZ{Pp{<>?&@IJ2NNBk2!E0aPI@CdVOHf;lV=woiq@
o^e-sTK9kldWFYdo7SXp)v*TG{-g;D61^-8Ta{g))#O3sV0AE%bkN^Mx

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-24-Word Embedding Visualization.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-24-Word Embedding Visualization.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..d4c3d4c9b3ee3ff3cf6848c632c14014dc96f6dc
GIT binary patch
literal 11860
zcmd6N1ymecwssLLL4&&mcL?r8@ZjFTA!vXQAUKT#NN@?7;2vlQ3GVK0oiy$iq=PjC
z=-2noy!YS#&b)c|&3|Xse|qg+Rb92Z_IFO5y}vEUugGQKuBxJnB7lYl0BEQWfSdy!
z0k^TRu(2?2V`F3AxpNx_j}#vd7Z;C;n1qm&j+%j<j+&O1k%f<)@g5H|EiH!_Cy#)j
zu&^)#yM&DReQ7=+;rqY*3EG`IckpoWDDm+r?=#Ud-Tz+?WII4~8!ZWK79H&#aEk~H
zod^xt4KSee#6<gb0Dm25x6m;#v9NF7!NEn{P;(c!g@%rP3j-Y!69WTvcL3@-fI);w
z%p~{#i$vQJ`<@%={osV$+sqHEI>>Y;j#z}OUWVMkA*Z0EqGn}d=iuZL77-N_mymq)
zSV2)qSw&S>Pv5}M$QWd8^UT)H-oeq`!}FDww~ue=>#*>MH*X^olinq#q^6~3<mDF>
z78RG2e*FBUx~8_SzM-+RtGlPSuYX{0a%y^J7W(xYY-M$AePeTLduJE^<M`zC>>P1%
z`3o*I0R1npP~U$6_B&ieC|tKNFwiluf5C-z%L^swL>QP%f>^{4w6QJSNbcPazD@ct
zA-AgI4zrNX5t-G?2^?}3;T2Z+FVKEP_Q!yQ{8PyO3)ug`1q1NV(NK$rP6WsS=a(FL
zK{$UzI1ARKPbyqh;m)n4s|!ybN5{Z?i`I6#Yr)BY$F%MPmZ=gTFOuWmDYsfSIzcdX
z>1Z<Rhus+$Q7dgxnKyz%V5xm|9VJDxp7&vu_K3Ff7@C#Yyt&$e7qVki=g+fu%vpCp
z(T!$hPGE-1As++%%g_wqXM=m+aq$fPy-OJ-<uA=KbvzT?>t5oUmE&j%q+0(@!G7)U
zk@C|F>H)^xNvJ+nNoR@iqZduu=@4nxJWAC*_H<HHc?@l|5gcN%Mx2xPGpN^`T(?D(
zJD(0gtS$WZ!fsD~8qlW$POc=O{3~wRk+M8=%_VXt>^V4KOi#PEBOXzmME0q5(I4C|
zl)!stsYaLJ2p*3XvqP;f4~Uw8A?j#O*F!MZ*PL6C9RF59Z+Rh0jsy}5SC=j~uy0<U
zE_qd8cP{<VYkrCZOmdLGcvg_q?jLzq|Ll8~{rQmqt6ERn=^)|toxN6+T1Wt;m+}86
zdS(AruR{~Uu(tJ5@4B0Y2S^}S2Jo8JRscwUD>~E_=UOab^!77IpwY<gM-HyA9<e5=
zg=>OV*85l?b-y=O(E}_c2}r=_E84|4W(HTen1D&Cy<Mz6EeQ=4L*YwV5ooh^4hs|(
z5c2_M!-3lzbG*e!e{=H=ZC+dNIbYVXT3sUyU4=5Bb+f@0$2;F}x~ApnlUa!KenAxw
zN@8<YWp5ydU@;OxJE1o0&b;=s9RL2)J!KZ7&8A2(8L|T4Mi1>}<QswZj#2LlyI#;{
zX@UJ0GyAGJlac4;$4V?gmcRg`jr(knWFxnjd~1N_qw1CfeUNv`!~C575r;o-vo6*%
z;DQHq;I7v%Ly^Ek-@_&-`ikoXml-b-sL%p$Ys%A|l4{Fi{zh)=(bue-NlkvQ9($8v
zR_Qwx5V@hMEPbv|%rTfnn70P6G^=px%_6FUr^NH{J+lw#XHn80y^RFelF$cgG)dUI
z>F&|^tR_PBole8QDsbl-Wy=Wy$K!?%)`Y7ZPU3K2JHFw?Ue1JRysHhIVW+QngvQS+
z5(&d+$y)_J!!g|H&T3cD2vY>yVj$VtI^Id`>g9Xmd%l5{Zbjw=fw}|42gK~+7&gAy
zqa{Q=-o#S-%&WRzWm82{F=qW*M_32miH)3x8&^${Z8H#o*X3t^25y75ts3TBUmwpo
zy=ojp6l*zc#~rdHc=?ol*za(CXOJCvg;|2ga!N)5ud{YXM?LjLC)z3TtXo%hRD!4M
zF~FU2)>+|XH~K5B_h&_%2&oXUuu=3gngm*}RENxQCiZyjY3N7qryY%{5jMDTZ~1C&
zlgsfkr!Y1JTxPgLEi-&?im~;})OmV7Ls}4S6!cYMXJ8CONqUmWuYOb+>{7!^?o+V<
zQG2^+5U@q}LIX>#&<7m;e9mB8{ibZi)ZL)9!OP8uY*}wTQ9!yQI)Hmdn*HcN6ECXF
zZuY>{V`t(WNQF{AT5!vieYUjkXb=f#IzUdqq)SFSKR!ggc;9U{sOF|jpyH`Xitt)d
z`0f?x*^C4n?>=B13Qr*Vd|#Qpi0kleE49OH8{q-J^$dU5`m0UDdNCgVsp#bpx6sKZ
z4@5w5U3i7Z({BfrlUwPw_3yr<oMI%!bv6tH-d!|xX#1Ah$~*1CL#Aw`YK>j1aUj1I
zX(bhhZGA&T$4@6aoZWA*VTmw&@V+a9$JYZEUAJhC%k#E+?NhJ1i<ZEj<#YeWrZw&U
zr`h|9dD%v9{mrw`@JXp1*tccuKM~~BBZ0gAN=HZ_!bJhn(>3BAotC4^#9)FRIXorH
zkMKR)uxNPtp6wN^$onhj<p+yE;fDO0A-#_x9@R1gk&#r1-m^vpD)%gtJtVN<rS^u*
z{UDCKwBPQlKlS(zdzqYZv<x8?1xBK>ctljC=E~vi`30D}J2wvz`19}!!j+7@kr(FV
zCl{5{lv8uLKD_KI{R|7bDRS|JauJVIRV2!?G_9?8*N*9$2iB$5lN)TU4-M=hIoAXS
z-|YH^lg=4WZZ5FKbQl0PBAk7J=>sQnprb8L_iVq1$qZJ>)l!77GltKg=dD!rFX5ee
zP8NNvdRyGtF5I(z(5Nf!PfklzOOD%jLSPJx%DzJMIRS!Z6Om^QQeC<$@T$m4R=Nmn
z`Mes5kbjXI{~LF`_&4V9n)IF4tx4*K8V<O@(Bp#rY4ZFs662Z8DOt<slS&K0J0Oar
z5&SRGL_VKinXG<JnZ4PaebvTH%uhtPQsH|_9h2VxVQFaDk7k1hTuoxsh0BbzV<(wv
zWTfgktUI!r7Ep4>3L4W>A02+{gSmv;$aw}}ddeD+#S)VRaz#UlxV&nF25PcjrwW?M
zKqL4k7g$)cW>>r_))rnUa)o7gwh=F?R_$gKR+E1lf;8K?6UuwJT^LsH=R12gYPp;d
z_snW<Y~HV?BN*y}+4#Q7q)2sTC>>yLV4tliy=9e3=J(v)w8d<h)Ba!gw%$RxbR_T_
zpYAoYbweeNC|n);l_Z_m*P*xd_kkV`=Cec_c#c*%xW0@h=M}o!WSA(lr(^ytpq7w(
z#JfZK`=Rl1QOjh5bAu(HWm<i#!pk;4?80XzJ6@^Ko}xxhmjY7d0gP+M{qRiZ;!-v5
z8I_+S^D`6C(?1%%_4C{1^u$?V?qXN6eR!~qDOW@GQHA)FI-m4dnbRTX55*7vEGN@A
zv5n8NM{{V9t&T=KY_~%fKP^|T@Kl={H((7}AY{6%vE3S~pLQ{u_9UHJC0I$zBGa=;
zGBFQbKfbx=onea?$8uLNCKWT#uHt&lSg=7ap}&8}L@caVmIG0FQ;(vS+d4XK%@x8k
zv4gylvy1N1FBlUVYbDCkNOfj@6r8Y~lh~i++ZUpim@+TY;{PI3za>`x^s&k#H2eON
zxr+M=7KqTEMx}6=NLyy~4<t|)Lbkx{7pyX%U?%TjoL5f*m(mP+%P$N8!M>hksp*jV
zWqDULJ(+oa8b#Xrsa`G00ZT`D^g$t2?^D5V8KmhSy$sLJ1TRvFKgMmTVRo9qeBv8m
z%PWmmsgiz}>4I5IjGBU8zP6=~Zo9<$Y7)dEashEBetM!HTG6TNJOhUcxvhLpi06(@
zrAS5StEll(>*vnS-LBk&z6XwVb&;NA4n~GFCKTa>SEl^rU?>gv8b|f8EcmGJDp~G7
z&vWTcdH;p+lZu*(N^mA*7q`$JTDKp1=1u>E9)YoTQbE%x$&rW!6?uGIBXziV5jWZ+
z=c!aoS<%(g=;xS4KK*^1ge7H^8NJC_oFUV_6>mC!+F$H>&VJUyV<AP~e11x~WN+h>
zUB!roW09idQ!$%x&iI0avfSkm@e0KWnoe2i+DIsFkrPJl8;@A+Xri6WrNUPdTV#E^
z2N`YM__!K%!*SM3jrE+9(nQq^75LshysDMNiLUQvKN?8woD4aYz0R`lj{U&rr(Yd?
zFHAd#)36fcC323#DfOYw+2|oA*GXQmMmsNxTi$jGIcodOlpd<TFrz?)NyR7&u;PlM
z`6^EcF8`2?=e*AWuwx~8F?unJ3^;*_gq<1m1B4+xBhwZ>r5H~Z%@lnYeRUj`h=gS{
zRi`~^?A~=0FRQ1`z1*r5%$i1nu1|dMgG#MbQtSkBgs8<xtP2*&+C9wK8c!H8oVW_e
za{_f|=$9wq*8ec3C#NO2igN^ZKiiKXfsgf4ZILj1$Xv&US)*c)O*-$AV?xJ3kNxhA
z?D&cE{W0zO`d2kgT5uIwn-IbZY=#)X^J%R2<~v&GhqhjG{4z<5CZS4M&G@;<%QZUg
zx(QDwbyw90t<OpRB>02MJ%GKo0x9s11uF=L6JJbxnHo@9KAx<HShpYJ>zLYgK}W2?
zoWoUXf~s!O$=igj+_e~XNeCSmbd2-WFCUn+Uk+gImu@k9MRA;iFBs>S&#HO5Gzo_h
zXPAm|k~__UD^8ktT^uTAn?J0mH+Rk3m`>#?$tITVWOfoIyTcYjO4gH%CpstduKT|h
zv-Pp-Y8El++;0xu(X0r0_}5j#5b5wXzfsMOlG_Vwy9s0UDyrwlMFIo5aJ%alb*Q+v
zAm@Kx;ZW2Jyz8a)z0`Y`M%l}O;XTrw0Pbv`&7bgBxlS%2H?Mx=j`MloM<rv@PGsBB
z?t#<(qi&G?*jJaMC7Fft2jmakJKAZXZs27w?rv(L>5{#H7zOcNGnIRoX~D6Ylhwj4
z6zb#q>aFR|@C#TDIEnW$CftPD*{4NXgw<CTgjJ(fzHKxl;pwRmFMotXb1T+5ye1d6
zZ<yg}!OeTgw!ud3HFxjI9p*Sq5QG-e481R^3LR@yPa61=PLV}esjK^SCk5mgVr)Fu
zhyVE&xv&WbHY~HV@3m|$dExTUOf_xzr`n7ib5Vow;P8Qq7lLE7HzL9rn+fb4&V2I=
z-IFX6Ws1HbXuI6A`9~CCmd#=gIbV4@Skf^bNyvaRMOqoW74q%px?ny^&cm(B9kSIa
zp>{N+mo`X%JWI>M^S!Dj%i7`f_q7wqSeTfA`f|N>q=IdvF<CPB^&vaiMAwQb*5WQ~
zlb3CVz4ieuF^{!i$#<ELy{WklpnIwr&t8*9ai`NhZt@b`)ohW9?18H(auocx<b1?E
ziwj=#eg)U4!jmO?Fn(FsO$hC@eYKJKT-{w(a-yxypQ+><S7~w{FFCjwn>477Fp`(;
zXnXcC#XV-Kqyd4t^tf}k?8(n3V{c%xkX+N<BL$x`KLgnET<fZ@1)k06zL^Ajlt`fm
zyxNJQsy3z?TD$0zM2TNlbiZpU@_S8G)Drg9{mI-fu1u9|SgYTAX$B0PH{Nud_NhK6
zi0xXfP4+77c;;5TD|&CGRzYOsOP=8O`+7LrS4u0}(n>{9+)?k-h-{3-+UK4!*E)6j
zn_VhoIJja*xr*4u?y!2=_oW1FZL$yueh3sfIHzZuaDL9%nyno!^)xuGK%#33Jq=+>
zGiU51TInvlx}@zrQz#)0Yg^O1QnK+t0+E6At&s=IxD9lyuj>wun60xX%lzfwE}{6d
zb?Cb<%Im0;gzeprZ+*lPKPA&$O)i&Zhbu*#(3q+~Dl(K7;evRf)<hRb0Hi~FEIGox
zs*zCc9ena$oS!v;%^sv5JZu@voYD)dRX7%RyWVvWy)+$7`p8z0a{O3r9@M_BNcgh-
zE;miP?7ga^{f)j*Pi?ZILKj4=0t5W0INuIRxd&<^X;#R8w7lT1;kT`@2Woty;YIvl
zHR2Opc*6Rey}{xm6&B9h&v=K(`i?6^&7*yBOy`Yz>`F(x(C?137K8<zGP~ZYZDwB$
zpwXFp4*6a~X`Ajm{mx|F!u_f&^~j|(e{2o)UJfTcJQgmk3EHyCJLp@*N0$N<cvot`
zW#c_**gRt>%cHp7*)WIP78#xQH$Pfvo{Babaz-ah+@&$}4yFsV5WIxSEH^bd>#D$=
z!;?L!no@SX-tb$PHhh$&gQvXBy^?mO(VpBeRh$*VO99)ljJ5}SU&CN<m#0r(F{g4^
z6sSquQjcAJ2nqVpJxDWe<8Dg!BKwXp!^%z8_Iq>}M(g5X?~2`Ev<lo`vtd`iWW!LY
zkrPhtmcRLlgKFs?n`csBVSbI2ynTe3Ucn7~x7lWqa>^=XLV85?=zEB4*G$}}+$P7t
zXxb$%$(=(8#88Z+=k93&>cNu!VuB`YhytZY6Uo6?txg%8Yg%^oGc~yHOV=e{K6_^J
zlS903MfaPDV-`*JK1}3fZD?b^@a6WdWUPC1<c3kb*r0D5M|tUSwhAYPZAz6tcV)+_
zDb|usXz;z2)W%QCal_QGiu^%`Vp~?qLSZe&f*#)g$=8qq5ru-OjIk1@rJOih4LNwh
zEBlN_HE*VPWrt0at$u`0E-m&-!VUR&AQk)gg+0wWbDwam63{u(Yq=ID6vriTfUc-c
zGy2Fyqk9w2$*D9C?>;Rt=qu?_my4+OD^q@cAlxM3Y)KhQ5v<BS{tDupmt--*C}4eL
z7tWN-5+y&CFcHcP`F!j4_JbZ%Nw#;e#9emHTCuYB`XAx&UfFZA<os$+T58k0G^+au
zcZK@tz$MXCJJy2-B+XnV*2OZ8Qe(LGlF3~rX4_{JBw~v`76x+ZWYweu@0>}~C}+*6
z$4>^j&m<L+%j>yYImlG7OO|zD2-indSt|P;QQ~axh?onw%G*x|&_B%fPCU?Z2u`wG
z*=JTs-uyJV&ue2D?#-mf!tjDS9xf~^mUVMLN25CFUq@rnl&C`|)Bo+-Y2sC+Xe7{a
z6d1lpd$drL&XQ$QRm!)PYo#K7wdWhpNPB)-ti{CrU&ILaSMK>Y#7KVh9}^=&RZDAm
zoPfQaKrU=^h8;6E`llde#y;x?ce5d$0UV(wXYJ{X<3rk=*}(gCv9s-4dck#Fk|*X?
z0o>G|qckX{cRTBFA`7dPvV3VhPjf5?hmWs5wv3$>C4%tHRhz?&5cgRW)-0q#QO=F}
zF!C9BhFP{72A?47O!qS~!&af`)#eh*;t}h;jdaWFq*Sp-EeJMNR36Pw%XSs3Nmf}V
z0t^+|IZaxDkVCsJ$!g!*%X#4}XB+HlZe`3?+Hwu{_2_3y&j(E?kSSXJ33ZBF)XUAk
zWV$tbvQImgP&v=UrYRGOU*k{2m%qkJTG#>q;7PaWlSzY{Yhf?GE>A<oXGJ#4SiBO9
zVUJnU<3_UHa7&CRIEwew<qjf3WOVLyG^DS;ZM4pTxMDlpn0{Gk^%`jJ-+v0N)!r4g
zrSe{gPJop^ZBIEWP?pux%Bx=qb*!syfJ*Cce{{fQAsQ59aqPM-#Co%81a)LY|7ul8
zYUuk}{QGSIL5%{^>UNI2NZ|ij@(bBk<o}L^Yv$cIbI;j*C2CIEtbbNk&$K{__NX6A
z*)E4rIqzdn2}m=JYn6RWy#n88VN4b9BuzgnShyHRFDY2qSF}g7FBqZ9!OTk%&ld)&
zb!=0Gfp;+plOb+e<>O<_im~NGT^3tpVx|D(y3oaw$g14T#3p#0(6_dBygY`hJ9q9-
zfHnhSSM<Q@0FK@;=PoEA;;+{u1}9yz6u{);$SY6abW<Sx6J{WEG6*jYB&5gh$;~Ut
z%)2qHl^313Ken;hU@Yz6SN6oYS+G!M8Joc|o0D+syiFC@w@neZ;%ENIxI6p;^Cc`I
zwi>}M+W1^&*DC<SU?_R4>3ZT~M*ry9*_V4GtIi<5cnR{_VXK&c&-FaAHPc281|So9
z^_T+D9VGB%oG-9`Po6e^r<DiJh^^IPN<Q(Wad8Ttn^4g@;X*$d@oYtilEmSmgIuIx
zhWc=T3chL3Hm5y$SoVrixcT)H3i74X!Bx%O8LcbUPa4jrEg(YmFLoE3E##5Faq!WU
zZXMMZc<tw`;BGr4V3UK8>eKop;Js^yo;QR8eq5=P7bJaTj|7N$Z#LVCOweG;X(Sg`
znP+2fQ`Q*1U5fO|%#$F2IK!L?d3rx2aEGE>96XCqglW%ry~w|4VS*pNfgpjk!w!mX
zNT5iU>857eLkl|-33N^fB7wfXuv6~<uvgoKUX{Pmc-sbw2Gz=34RM0=pkS>5SG?|v
zPrXRskV6=4Kmjh-nRq&Fqj|nxV7^%sNJxjUTDOw1h2CKO1ZO%7<?p-%L#E1?vR8vO
zPs({+yCn7Ec?=dAreG=rxYy}``DBsK2Ce?Nu#3q4{mq$4sL>~4fzIq|eg=q~618Vx
zD|1VTG3~~@D#6;tEQ>k5|NSF0*-VP`SdieC3qAg${Lb$xkK5iLfhnmS!wV7Bn1w!e
zXMz=DlV?Um-yJ%eudcYNbl*EWfkMXv8VwlAv}9?Qy4{`E@OAD>y3injbjTeUtjJ}h
zFn?<YBtV~aA5~r2t0}O%)bdz*0}mK+RnNX@d`NP^i>g-{0=9@GM_E5-^1bVCCJfhD
zaR}urABxK*oH-Q~zp!J!SPhc8iUV;6nNuTD_z{;!iutjd#1R)YayR5!(G1nzcA(d>
zO?jHz(`bv@CX9%(T=cgqEkP*dl{Fbs9OunR{8<^h9Csro^4yTX=W%RH1@{E+r7m~t
zp;<;|IK!|(wB%WmoS>uVu-slw4n7yx$0eBfg-b5;w7AH<!MMT3?0hYZX<hdnd1)>5
zk`cxNw*+~D5wa~166kJ2JUY#Nwu*}#3)B7iz6_kMd_F4RR65c8G}me3j_`u&qUQm+
zMcinR7)KEnhRsVt-xnw|@OP``Pa*-(qsdfh+x!fp)#&C}B5c;T?Wn+5oH+2^`?!+T
z`USOB*>p_k*Xp#QnM0M{A$e21pY<4oz4<poaIZJ-U*-BX$|Sj;`B_mv_oY}5e23Oh
zj%ZRGe^CdmDj(^5Sj@Ne)quwFh98b=tvUr&`7Fa%iDkn)t%L-i5C~1jrEEk>O|?OK
z>&c}5Xy0NT2AEGghd^;?<tB5haPtdKW6$pK=0fIR#C5VnkLN^hLXIAdz9K+}$wwd{
z2hx_u!lY3Yj0F9@A>bESoK3xMN@)#!5;@qqcRKdfn(fFkMIpqyoVJmZ5<lmB`DY6U
zczcrvFJsGiytKc8_<p8tiLWR@9E)DzFZfOFo6eo#FG2XGrfMbi6#34rU2~T6qR~{b
zNey0y|7!T2;0SQq=U~7%exYh<`3xWs2U;OI9(}TbGh64{TL=^Q{2g_J0${1W+=e%A
zH#%O<GIpM$Ykcf4cx2NjcNF(E_f+{ESar`nhk)aX`v_Iw(07$apX7Xn1XLXmPL_8^
zimEE)7i!H#F<+g$wi(C9M*_F`im8U_1!nrHKYu~R9&#&Wa1WC?#7L~<9cMA{_tW`=
z9yS=T(%J<lAfR|URUtSolA{Br&2Son-y=e8iwyPl^Y?Z)gHBDo;yt43do-k`-_e-d
zqqCokW5**7H1F=3ku`*N2U1Smj7Bw^6e0nEtZx78Es<jzL*1|QZ=GG}SRVc8kH9dT
z%;G}?tT8a4Jb3Z0fJ26dbJ~8yq0oV{bVk&Z>&$9O0a)1SOcz0a$AhaLz$ZH*P|Ukb
z;Tzp>S;^DV4cm?WlZ6pKvDbn3w-;FxrHq{qcwK2eCJz!KP-!Pnt?*Kq8R6tvTD856
z+ttgLP9?QdJl`jD7H27^U+IyeJ);%Jxch*LR3`|PkoZfrzDS~1qCE$DLYqq4R6mW=
zI_S=NMhYq&Q|>nAavBQp?ou32rSSUrOqxgVYPfIQDoB!GCbPuxj9R}T<MM#U!z}RC
z){k8<&bmg`8Urz1qfE$-s5%nh7t5i#eR`+=+Ho}V=ujhe-OTZvWRId{asO>}z}>{W
zAg+<Mp=&d1*A-K0r}+;wr5&+M7t7h5uaEc&%jY3uk)EX$S}$u2wuasYd=}_~i!5~D
zX>~J)i##^FRnktz$AK=TKH;%{j|e~PgBAy!zM|&zsYp&UM`6!@&;NDr6i;bZ>dMom
zM)~WDCh^v$7j~vfwtTyucAlVU68qF&;f1Q|xm;s3)<qsR|8TFJzn910nktuR^hLiO
zQCu-1NAduJ^R`TU_^50>*-XN?b++oolPwX5VqI0izO}F3bd4Rwb>S)l#$X)S7uFg*
zOth$g%L9C{3qqs1go2A<FdoHCC|(_)%rg3t@Ltuaw{^orWq!JTzCA5nm-zCr_LWG6
zaWkRKGnRLDF)9ZiyE(6dD!yma@R-VhJ-DKhtjp;Ft9MmF=T8*=zG3?Pj{f~QYKM!t
zWo$NEu9<Roz$}~E-uV;+?qbRbM~oZF!AVwA-Y@sl!^odPw1dCl)IMY|==)Kb>WKu1
z9L-p#*W0EmKn~`0&(28EPBgpJ-Syy`Z2_yMkJG;Mg1wwvvy)Y}yc*i2e?l$6a9q{c
zRW%t-o0-b^<t|&XeYt(2$yVPZhA0niKO>JyVs+n?+uh|_*$c!PFWXTTBY=73eI>q$
zQSli@tt~Ac%M)C}lD&&@EU`0iw6t>1;UR@WmFtC9jZ`7?cpK$anVrIsMp&NO7VKM@
zX?BY{{|I*gs1eWNq?n*ZP#y~=IyoVK8w*wZ`3DVDD4KUG$(hf-KZj5T9-aU$L?kZt
zNUAr@XJ+Z|H~Uw=?Y({JelZF1mp^KmmbIMa&3W!Wp~+~dsiow2xV}}ZV6))us??fn
zQ$J;q&@sB2cB8+s_VS~6gS(p2{G^D9hq$_CxASThTg-|T)Xb7--kkliB>t2p;-z?B
zi?3)*QCEQjdF@?1B@D;VXghSO;yL3v<8J2KI_3CR@|YmAw2EkYf-G{{csAWl3R3M1
zA=B5m3T#RcUiANMQRnVSxg0Ub$?MX3Zo4k!EJ;~lO7#xs&2|SvrVCL9Dw;c5`6;91
z^Abv3`G)UV%0sorAeE~gXQQiIN13hCXZ4MJ=X0(<Dh**A?KuQ&Q!D%-<*L<^Jbn?c
z65d~A?08(0Jekx_=^Vs;v2;8FKzMX4v;aw+iQl!i{Jsj)`9d7ynsfL?0W`t8t{dux
zSajw?0;Z{tr>x(a-O-_2bYrypaK?gaIoY!~ySAsV*$5<VMztwu-hJe{n#SLm7p3-E
zGu>OxC%{)9jE7h>Wst9Ffs>c9PM<^Np8YUjY<(1M*Cyw!)qc9vCo<+l&nBtSR=5-1
zx$5TM<G<ajBYn%~my}NOL4(g)3kYWVe8J(B5v4%b{4g4Bymz~W{q$%{E@Df;a2B@P
zr`7n(o*Gk|64nj4?`yRCO7!<t9v2)Qn#gtk9I;bBx-_@Hd{dnwaf_6LQr6dfuF!4F
zZcPzxeDnj6JIprXvS@jmfbyU-I4heU!dfpA=hV-ZR1EQk^tP;)jgWNd!kix7sn|*!
zwXniwHEwmS09NzuuN+12Uk!WbRD&Ltf9z#yG_at-9=FIq&)pvm)NzA-Y8G16L?}ZJ
z3PgoqJ|xvrwv@a<67=&kG*lv*q~3%Y4G~(RVs!#6mBMb=TeQ)%dJKg8H8d?!T5&oJ
zKlNszmABJ!OxwA#LiaQ}rKI6moJ#ChPD9P6{E=($&Fmrv&{C3XDJLrk@Q+6uB?LEJ
z&Wzz}R&KXSyzhdgeDvft=2h=@m&AO=Si+2Qk_BS9+Y!YODkN|U%}_5z#PuxlPoIo1
z>&B^1o%9klhcF%-j#awII1*wnAX?4eP=}{hI93f|zGj-SevQWQJV<4KGDt?t1Jx3`
zQ2gh$3jHP`Mn%AzzKaQK&)~^38!?%&x%tWzHWWfZdSO(|u@WP`&ZL-QQb%^LYt;CO
zcd2hmot>=CahRW~+0NJBz-2}(&8~P_TH*9f(iJhq!*Q%3LUu#x9T;nM3Y#q<Nt8Q^
z%P(%wjw*6jz&IoL-;6ztzZJ%(_S>O5u3z7Rik0t}6W5qpYqUz5y({Xp<^k_8Z!X7r
zpI4d`<|w6l=c^(@SLJYclZ+iE7OA>Ek;F79x{a+FK&0hXvk^}qB2iIKACRWtx_XdX
zs0u8c2PlbbpJ;!gXKckogyHO@jDK@zvzt1!$r2Sq=PB1T_ov<^>AYc<Jb%OL=Vxj6
z5!8!*M{$KiUNBChW_vXfD^6na`IS$ex7d@ZoKI65&2{FiT^hH(1DF!0d&Y}YQ?kt4
zx}z~gJK?xZU!)66@G4#q$f224DlpMIL$()%8WF)osD^+PXKVXgiN`_RMB!_25tc@=
zsJ`ygS?k)*l18uRQjQg`Ux#SOyv%DM)e&4LnC|r%ty*!mQ-dq?R;{$y!UifYvKBYQ
zm_Hpx$NH3m!`(~?-^jB0wdi|F3=3k{$GiwScwVxO1Y}RQCC|fz<A{aXb%F*hM~9{O
zgrK=+rPZ1Q4zhH0P61payld_awd;ui14XZ&6NIG1d*sFU{Bu6?_dfHFpZ8Gyrrqq1
Kw8bzWzx@Xd02BlO

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-25-Diagram of Country-City Pairs.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-25-Diagram of Country-City Pairs.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..cc18f6a9c41d0102af9bef7f0d7fbc7699b412a2
GIT binary patch
literal 30510
zcmd431ymhdx-DF|yE_REf#B{5E*p1u*tk0+1PE@y-62>At|7Pt*I>bd+a}1yAE&#|
z?LOz-?$LeU{m1x=v360#mil(BwZ8eyITw!$k81$7ytJG&00RR6Fi$_g;}Y-+Kt@DF
zLPS7DLPA18K}JQ#$3RCzLnpz-!@{Q^rJ|%DB`2q*Wn-Xz{(^>_oRN>|1v>{fH#Zf7
zfCxXQFdG*)=WlNUgMxyBj)qQ*fkDjqjQknrf4n_*0XWF8M6d~PFwX&492htpn8#j#
z>ghTWVE(cJf7@VS;ouPvk&sbP(Vm{rfDORHz`?=7!yzER!#_Pc;OXxGJPrcxGY$zv
zJXKSq=Pvl1ZxZs6X(VgE5~xj{(sG%(zC}SLBqAmurK4wHWMby#;pO8O5PbDoN?Jx%
zPF`I@Q%hS%SI^wS(#qP#*3Qk{!_&*#$2a6%Xju6Bh{(jG56LO1Y3UgSg+;|BrDf$G
zKiAbaG&VK2w08IO_Vo`84h>ID&&<xvFMMBI-`L#xxxKTyw+}h{b$)Sq1--ucEiM=U
z?yq4zJ^nSYKgEUf6c;Q!JRCgIZ*jrEdObBb9C(Ch9Ei9Qsz|0Tc+WZCAmd9W<kx;h
zq2W?HB`|ZHL?xu<UZ;cn7TRAT`}YES`#*~8zXJPvT#EoY9L&?rgTn#DfU6tEf?(AD
zU$i3gNI;KetYJI~dsi=dE|rpMmRN>5!U~6Xh<KAsdDVx%I=p+8IS6-YoXgfLBk04r
z<chRP6NR*R9%f=>@3gQKWqGBYue<YSo)BtlhG$o>-c+IXPFt}X!Ob_!sh8P#xr2Nu
z4~{N%-$?H2lx8hw@D#J_2R9SXUmmBZhcbvf0_YP6H!M-7;qNbw6m(~~M?L2jQ4V`8
zkTG3}@%95)DpQV$k#R@KEq;YLGs5-}7}h+Kgd2`ZNJxR>5&UF{j!b=pkGe4_g^$iy
z5DENmH%al5qH=0Fa(4JwEEf%)rI~4W{eyXj0!ET1zs<OLf}J05cXDhU>zT7H0aw^7
zTrCW_St)r~>IIREz<=6Gn(U{`tGW6BXJh=9srsy-3FW0nK)TpdJEbDPoUTrYS+-41
z{Vmd5voVf8S0@DHK;dQ7%je-^x`l5{;iZQqhy^YPrlC%++9z3yBX4zc)qJR!e^DD2
zQm~`sA5wr=Pk;1OiSG0nJ+IAFp8<U@iY`P8Lw^P9?Cet`J+lNl4SG}UzsHa=H-`v+
z{cdpCeMrPEtnT#sr2Q3dRms7Xuf`R}yKGaXZbf$yX)Nf>+#`VHK-5E|$GTnU=ifwg
zm1H3Q?fV4@1HL<v`k+S#=M5HSXN~2$P#af^W$caLh7Nj2a~yk|y;;YtMEbF?NU0JF
zVZu?NmHBcq{5+CaH$&(2m%4_R1a{h<vYBS@V%k7vflis^9_Q7O17EM^D6vV&ji}px
zX~Q_7TFzhwqu;p5NL(=4u;xZ|(huDIYJ3DH^y(g7c$@5#KAU3|o_4eFA9$S*1|4|8
zj%A>s;?Fo!bz$p43#rayvx2dB4#1h01lsLhJOcQ(l=xE*qaRnVr>_}sKI2Zi+}n!8
zvwq*X$?~KWn-}IXEmq)<By(Y1PEhQzFc*8aQ@wt%-BB=y-`E(7{065tA0ICZrmN;9
zl%>?RcGoMTxcWzf;aI=sQrLUz&<7bvji!2X2`wwWs(5!KV;=1PYQuuf{F0NUf|Ty>
zHm{ttCcs+g`q`NOoyo6((R-HR2N-aS`6l1=RucBAq`1NT4!rsKsNsFyMPa}OScI97
zR&O9xVtmXuFsyyNM|&C?)O!<HSUXv@jRcP~9Woazx<(FgDVI@aGc?6oJWHOzmI8?*
zJjL<%riS-4g)p^slq;Aw0Ic|#Wus4z>4naD2nCsKi>V&J9TopE=4e$ZfF6M!shIz~
ztSI?eM3E~j;}FBAJRb5c>*8m^mv;vP!ZHxBO3O^ne2>bjOYbP@EA_X-TU6^`sj|)V
z{AD1qxi8aSTsGB)d{cafD-sJP(#tZeHm*zA`4a6(!L$O-JPnVkY&R@!82x0k{r)fm
z>2|VFOm%R(Rbr~4V|J2^9j@UOPjbT$q7AO1`!bh0svZzYW@DmO`?{<&5#Ox%DR2H|
z1TzJzO5p?lvqs~dhfw&u{Z<=te{kTs`#?N}S>@pvG-a4;;S8B}M#{-<n}W&=c->sR
zui<u3kQNN+t2ABWBpe4hW?kfAiI0+0W{!Hv*Jcj2ehDK9YCRb>AW{j)JwnttYuxd6
z<Paw;8?}(zV5NZfyCC!Ug^9Ow+g~r-i*p@1@5t5G$O!Ap$wL1U+ZJynO6LOE$Zd*!
zIpYg$IlkYPr6z^WDFQwGHD!G|!Hy9(M60}1!O|n&Xh9?*nWjaHx>EsWfbwF+!0@ZJ
z(~iM#f;7^LqhO|U*zf(!0w~D(C1T0ypXS_Gl+tvKdR&@L;O#f+ZQus$jl-?gA#9}^
zCpc2+*~|L+P0uu?Ck9Tbs#K>QsC1ws>*oid;VO|2TVGvb-L@&Q8vJ<X?|eod0fVJ$
zZL-t42Pvj6htJ#|fkF(x#v8|J?KHVKrx-_}4Rr3qbtmOAcv+qEr-`+!#D$n`1>fSH
zS+Al@*hP1gw&iS&Qy-~pfIIUOr59D4zj|dr<4Mm0MVN!=oJ?FmZ<>#MBIYu=rwG`q
zTa-Nj+=HYuXBwsKk-cH_{XMD%WUl!hN&L&hc<Zb%(S~Q_n2&`E*bCcIX4wl<Za|<)
z1Wq*wABv~hG;d$|v$Y{ncKa-zc*|q(1tQZq?(z{R;#}hAj#fR{!^sH}Pu`W*p2KBo
z1_v@(`{)lg(S|Kb_)}2GOMjqlMGF4&x9E91S?OK<P7#hHjrt(mAgepBj;3_PQlh2K
zAxrWB)O{UuhMcVlA`z?kzE+H*`R@)F`nC*XyeuA7Xl+YiGINocA$0NkD}LC{0Elu_
zrOlk6<<GI)^?NZQ*`>-;`kjJk#-sU+tECYk3i)q60q{iZe0O!}uU;O!LQ7l4OS!b3
zv2LENx<K=4whHdKLwj?U!(w!zKXrcl24Uq6TfWCxmmDr~Gmxyu*3xT32&@^&NHdc~
z3l0VrJCKU4{go!TJGA>K31g2}#eS@C4nj#hkiX&ITBvYMxc|Vm6|9e=2+POlDb<wT
zZa|Vh+dDUWDFLl02(nmwWkuHzFaHci;yRTCwnNtaj}yex1PPp1Gi=11&xv7O(7#Ei
zwbVct3^stfvCy{nCGCP(g$c{7XRgo=)sLlVUBR>8ODWcv=;w+ob;s)ukeeWA!olW<
z@B8{{P>+_bie{ESdwaQjXh{<`K!ViFz2|5a#(LHa_~taMYZj|#okSOolu!Hfv?h*h
zyl{T~ji%#Gd*7kwTZtQp(G5o=<j1>C%I4-7D+tdr2w%#-;<d}$p0>cEK!U^P9npez
zgb4$xCFl5RQ>c0iZ@3hs@VowBPzbZYXET#h_*e`%*%d(*q-1}}6!=Hr-P_4owQC+E
z+xYtp{;vb2@+Xucr1QEtr*zFT(PHf;GHEI>H_j|@#!%~0u;8az2gmC3wqFmQ!Mt$a
zHp$;2?`gHaT*DCR5p^%;>HE37o}!SMy8KgaZ|_D0DJ$R|v|C9=Z|aVw6lDG4Gmb|9
zJNg!79!^(v+`0jcCe%qJwvZHrDo1N%<i)m(33I+({iU0g>&T5;Fr^UV!)Kp3bMoNV
z0WyjY4Ng)}^U__y#pKT1vL6EoXUX3?T!>mB^9Pc6GDPcQ;SW@;r}X7zD+@2K&>c~^
z&de5dfX-|Lr|$<TH!@!<z)`yy5dY**vz50y!H9lZ)yb#B({iUr4^fy^W%Wc^^|1#X
zoUWdb*q|yQWhl7B_5r`;^k8LWMemy{`XQRk!!eL&od|8~Y0ZgPFPcf}@zqK(PtdiF
zHL*69I0l_pUu_Wdth@}Zk7}E1s-2-lbJbYugpF^x;^EFkbWcAtn!D1OWt(AJh@N6P
z>*z-^t_HgXg)ds3gg%>i$<Wdwi*$TUXS$t#0gqYFmsjaRh3${Fo{cyy*EzkeukfKQ
zLKUZW$G@kh`~<2k2O+#%J$B&gDU?%EzB#=9)JL0%;|WRO7k1OMhO!o~EYWIbj8!;8
z5`HSsMzsq2x<oF`b&@X}c#^tv8m;tsneg`b;K9%fg(Sp!AIV58sgHAKGd}`7Kk(go
zQst-5#|0?lb@@$tevXOPcw+SV)ZGzJ6(zES&o)SR#Hv%baI!rDrHbaKHPVsvk@#`6
z$trw&K~)q0o3j13*!k#}WS1XkVq0pN58Xs!H|+D~ZhculF8*>Fb<CfR@BSTI(79<I
z=IWo(N?vP|eub@xtLI>-vPd6D)&_3uNECbb#^0@~q_kqGs)sO}rWM9mbO|hfr9ACV
zu;v$~BsjdDzo79#)*@jcwv=kDjod`TPhxDX$SV&E_0;-pJ6DaKp3V>3*4doA+T#`>
zbX6f(5N#}Y_PCuO-`LyU+vf<@b{CM{yq5o!6>^ZVswu^Q3UdLd&qM;hu0_$IMt*Jt
zBl~;|HX4cG;89|#6(R3EeQi<rX~%jpCF)f>j<4XDIC5zG=FDcsJ||-ymPkERX#IdC
zrTOh6prcC>(sHYFJ$P{qRyTxt6+*++K7Z+G{-Rsig@as*T1YWCpm$J~Czusmak?oz
zCoJJqwY+QxdyJq7Vsj<}V5TXT=M4}MnQZ<zi^V4`Mn{&G{a}rWPL<|MFjrgBlw&x}
zLzB9}GD;pQB3-T6z<F_eDd<s=%f=)8&E@XnPB_Dy(<*pH>NW4#BTyC&{otFi%X^iF
z?%>qz%Md{$HR}$oM#V}__tERGh3c+Th;A9srz8%Rx~6wJlrFZ3vok(Vjz8|FwR=y1
zj{pat2H>l(Ah6Q0vj4A^o95{Ewlf0^=;FIfFgsM(qR$lammdKOn~#b6u53GATarR}
zCr3v{VEVR=2nPKKe+gH*gR_D+xp`$gBp3rxJO>f3^x!@GkOjD|l8yFCEqayI7s?+s
zl48aVzUJcb;LlP|3Cn6pWjFSD=VAH=_XLZfUJ~C>?Hm}h?3>>sETh-kR~LD}<3!#V
z_teR`tdH{A##$yW^12;s;2EarRTr^+vy(~A_@FA~K@z|62n-bcwPSxl{j#N=`?vmX
z>GcRuCI!v&K4|v)KaHyd<)B++gGXSuN1S5x4+!@+w5#Uzl#wd$jn(QW&%dA4(Bdq0
z7k`hjp$uyu*;K3+X0djZz)|ocb`@dwE_a+nDDU0>g59pPfmWJ0wRy`2qQNP$sT@6)
z+tWCI1c<zAq!X+{H2ns9tYjHf!!O4;ncoIuo0l-|N(Z4rcA_(K!p(|WKt88VQLOFy
z1y$!PKZlDdCvwVq;)Yx8PM^{N?hsb=g@OlysW*IeN0g<wSVE0+jZs!hLHY=t6~3yJ
z?lUQT6_~%auwcT-p?QyHZV`?e`Yl-48dtlRfhY&loUujhc_M8Xxkxs7Sgs^-LScyw
z<a#0JQL<6taC;8wA@c_Uu)N>U`EIUis9B5YuY#;M+N7%_7IGF5q_1x)rDbn4^04Fq
z8)EJo4k_U2Q~y6{bR1(`yMi<6lnvw1lyR+@!pIR&y2)E3hE(VWKNX}8{;y7pSL3Re
zp>Kx?bCo+pEeBFK%>#>@kH+^5Y-V3XI^AmUKLY+P7w0v_=l9GQVoI@nZZBln`;F7S
z%$3WnonV1n+32QN6$|rG;--sTHM*sp(&l&!G~-ZD=ic~iDyglq*jN~{F})gh)kf`d
zdvh?xvU}^Dh^)pq!~8r{MF>W9X|V@P9J@-q5gmlehP0<%*5@FfQBwK-Lsm{<SwZAX
zBH0({dFDe)(^)m&y2>LE`CnblF!{%wuhQ=TxZ()_KLWoaV6Xq{8~sqP0!s<Q^UeE5
zPt-;YCa5?a7WB|aD3awaR^?tjFyfHL8WLCKdSet)rcl{gTWP?NDP;DBY)j%mu4p!m
z6$_y`G2r=LC69OKkOviU{F+!ZLs?m_+M6v|hqy&H^7ZH8J7$4zJJUKQ&+k<|f9QPW
zr=b$GcnGjV!$RL}RUJ)9cS0F+#iI>m$k_B|WN<UKJ2Fp(8n2U8!GUrf0d=L;&;v(C
zAI9wPpONQ+CP;hdrSleQ@`Iyoq4=tb5>MR`PPcJ0ddi7pJNZ5FsB<okupw^<L1%hN
z%wpBC|7Tz6te@jsQuK$_U)xx+lgEl}t+?D=@M#`0_^HN<BDcwsaV4J1h8I2?tjWcD
z9qBM-r#>3sM&syXkq|sSfh{Ia!t)Z#Cv_2Hd6Ki*Xr|WES%fQhs%4Izb>XXa%%P*d
zGz1My+We`}Y+@-3_|iLDdwMpa|2eI0PnJ6ML~#>rzQi*HWgC~A;noi@>YqegX4|n9
zu)iAf)z&Hd$X;ke!C}Z}h;ia_a3v)e@BXK%_Ro3p56387l`C#qhIp?#W{TAIY|-S0
z1>+HI;N&CEdLY*7qZu_J7leM_GM!=Ww-J^3cVfXsr!}!e#!)J_4w-vNy7DxMOk>D{
zNV#Ldf;Y@r88MYAMN<a-3166dPo)G-Ok;nH`^3NY6%bZI_{bu<sZ-m~q`TApmR~>A
z(-FfpM-al+QqW@>RG2CEf;IuyDo}2D;W`LToMMGQ;zGfO!aQf2HvSPnv9~H|X%Cx%
z6X_koR~Qk>f_ViyN^h4OTVY*R4%RQTf~!gSUQ8NOvj~s4A;!o5J;w(2h(O_1ZDQF6
zcKaotkf-AgkAoad2JB{8(VxE^rWS!Cant}?lp~du<*MTLq-L{(ax;93++q_OqMNZQ
zAJ(I9EDojYy&RveGgpJ3wUKVuR97;!jwm-e>wz}XZvC`%zIY~?O$YY@h>0ml_?0lf
zW9_h$2NC*5pxWWCA_l7Y2t5Dr2wY;fJOYzpZ7lyV^tA6H)gOTc$(<)!jTAWk157Vs
zpkN%w2a>a^jEr>mPUvFFo14X$sV_th_<99r@9_Fc_Oz;44|{|b{NIZxIqD8@F1~J3
ztl>A#{$OGi%q7fcS*EAgw(lhkPS5mXBxm?kH7uT|HUX<D&Ez8AMaPP-{yQNEQ)R>l
zfwzYy+00XU)Spo^%=?UA)L1$u4|tz^-R!;bSJQ8fQf&}A+7cPR0@ZF86gcv}9@jJ<
zXFM5#Yi20zP)XU;n7VpZX)~Xo7*4hkUGH=*tQqBiW(+ZBt;&w+i%E)GHC!&~M!KbG
zxdVTTCAIV7*Ca7G>cof;TgORH3*4*D>U%gwx)}9kwYF*1?2Ia2+Pi#@i;QPO^=&T3
zH(}vKA598h^WSDvvE;{R>lZu%m=8eBFP^tV_uncbBTdy~$(wEk35xq1H<ikidN+M-
zbl&Pg$=0addN{5==){>yl7$e=B-GdVhgoYo5+nn}1Gfcr4K<-CRr`;?A}%yjD<b6;
ztsIF`Ev}G-RT~Qhi39hu;$;H`?=})j-N0WVIn6f{)1OjyU@u8M3s2SN{CahjIwA!H
z0yRGg%{_z`e+N@xxVIU~|2Sg5&!z(7&0q>@QA4>(?_<GuHFmk*k9&)&e|{%nh;~Ve
zd!+~Q7ts$w?pufQ97%J>Dvh`n`*(@8O%oS_BNq!3p+2W4inH}tO$TgOBhTF55}7yR
zqkB`{gRM72voff9KGaRqY@nzQ$_QLHMPrRs+8Cn+ePVcX)DEiP#u0r4o;BJ#y2Ykf
z<q|-dUlJ%;{o2>|9CG~njs0ke9@A&Aq(4sVG%OXoAx5~WuxaxMY~&lZu@Wc8ne1wK
z4N&am2sF3PcCza3#+8T`n>*QVS0$uLS1bF_-XnOfGDDqgH)5<tG#;kgKeaTdmCdzD
zm=37PG$?Igg<tBOd&XXQY0Y2ez3`e~$KCu<OBIR|y?)d#R`uPxPN8GcpN}$vv~wi%
z)~r=Nyk_JeL`&GXaKRh2ftj!og8VR+p-wS5)aw)yez_Od-)hLU-q2C<F(bCH(vCE1
za?>P3Dc|L=nIIGb>RYtzf8((ZrEY0%PM#Csu!lxl;7askDbJ*_N}YO!mwKlTWRym2
zzC)8OJ*#rQ)}@fcpuQTs2hVAkXkop3@uL0&b#HDlF!0-_>N$%={kV1s3MD7h(!BV?
zCkig?_k8$_njBABoaCcmY*p!=YWmCS^*1g9X=_y7b@u+&>noDRY(KObtr%c*8<Val
z5PuCP^p6do7P^Se_UZe-s&)V3Gf1h?X~0p#%3$<i{Cy|2gP6QNnR)BRp*gef%XOom
z^;~r5TktMh73()seW4Q7H^&lrST>W6)hFjOIX5#)gLl^!JFxWxyr=9)c^_|F4P|U9
zd?D>?{-czhxg~Zh{}&8;^$$?<?l-6@|2x$DH}b!dD=e-o;5z}kWfjxiayw4q?b)wN
z&|hUw5z8CC5(3qFN7|q3V{^sZ6hDf~WW~|U4|wIFj}v$oyu^~R=jR-yCKgF;DLcB;
z;1RKXQD27f4doG_A_CU6_YPLu3w!x8!lT+>(WcCu3EM5vprQbnk3fts)*EgoY+J4M
zm*^ZzghSDBS-E9-n1^|^yodp|UDyH#3V#H9&rC2e=+{qVuP--?z2~a(kD&3Fe1Xgz
z_4OGG%P~_QF_t2aNRC#MyDm-keMt=>&uZZ8h_nLvX55J{!e{H7sqxSv*cI(v&W_=b
z%I_*94>l-^11eS)pw>Opc2PDz>9bl39M9nsaz1pOOG<G^=i2>R3X1q_Xe*dN%KFW>
zF^$haS9Tb4>=4sgn(Ie{IaO3^YjM`-x<U<uiV!QZ$H<q`)xEDpL?V`jF_0GgTO4@+
zKmf4pHtIp|(Yy-m=3D!c_NHwe8n-zmXsS8h2C$Hb(m~%k@E@>yORm=k<k)-|&aoP6
z=|9<1{zkG7M?zT-(G{hdJMxz*TG~&sxaMM8!%_*r0ISeG^-{QhyV~M-VwX)w6;bsV
zVc10&yUvRXg7IMA@)tg_Yt+xJ7K#!P1#=~g{HpKtC(oCzUsO`(sy0Xa9{~tN3yD&?
z(AugMTO&N3%Hp%*mkj#OU2CD#TXBI1-m_Kpo}WHS2b*{d(6`j`+$ZuBgVJ;Ii|?$a
ze>TUm8Y?${(#3@Dg$+3v3z9$A!AQwRHR$~`iXY4=I^inX@C!`sVM$Hkn0Hkp3FWC&
zuCt@0OaXBcBjqC9GRqF$jY<;{9Jy1-`<GUK{1^-Xm;nAEjGQ#MzDsCoN^OEYZ&C`N
zvpiUA*TW3=DId>eUghld8ke}qm=R%#g66{4-HFZI<$crCjEr4lA1u0TuF3ytCKQKb
zNMUUFtxn+=T^q#^_F*0+C({)veYOjUx-}`~IBBTqG4giR;wVL5ky>B9^e&0Bcb_7X
zBv)+S&3uyJ=N;ke(O;ywm^B0!BQZp}n(aB<Se7pA%ZfoOJIw+$#+oqVfcc&g#k$Vw
z&W2}>$#u#il27ddMVIw-m0$dxQ8tqig9o2?loY;J=o4K12Zcjb9Q#j2q}qR1ME-GP
zi&OOBtI7or(0bJ{L*q95mSPNrSxW~`Yf|Xi(}}}0MeuQ!cg|}x0t@FGyyGGynxL5<
zd#JB>BAI9yno-^2zG-=6Mzcllu+Z>Q5P{ynR((+Z(R)U1C8lOqHCmLx!dqC>_NocP
z#XcP8Tl#g_YI;8yTs9UYSW&JRZ`*|R3_xDE7_j?gswHnQKp~)zb_v4Z&GsnNH`=>|
zNZ~^&Oz|;YChl3lu+5J^nAWr&6i+$U`PJw8V4S$*w1gYdLzcPNfqcK;fcrn{RfrAV
zDJ^ACuU=yUttIu^oDHncWCryzc5=;GJG<Z|T~}M)iz1|0sMfN-D1>L{-FAa#-He<c
zS#ezL1EFIn$$;n+HbeJLqzXT?Bc=ah?Sjn5se~~+ken`e6nk;-mEA1^UA`wl5eqw4
zD_1qQH-{q?)Z8>pKm9OZ+bS&Fdkn1kHN5VmZc3Fs6<LVfrK{SDRWTQUFT~8rnr}S>
zU?M>;P!+N8W{<4q*xH@)mj<|u42smd37lzB1xW6|WXieSD!Uv@t3w+$Cj}sS1-jM`
zmf<RSyd1`_e9RBzeg^kKMm5jj(oYd$I>N(P*Bd^y)P|?%IO@9v2l(*Jsslahd&p17
z5%KqI^q=hMkcwG(rBTSZ+*OmrDg7XRa?LY$^r?g{sX4<QS$QOM0QKfCf-QCf85h_g
zvM@EStoe4^o1fb)m2wnSiI0G#G^+6DXhPARU)5j(=qvM}0J`mjAo^_DTrSCv=oSyu
zo2S)^$|SQ3i`mNRBP+>>+a~xPJgax4Q(GBVYV#Q)@rt73C=aLb7IA%c4q|KVRu)P6
zvp?HnlodIG%T{}XF?>UllN)ov1XWoq_&6~iBiRv@$uJJHyNiv?R`Bb!ZQp;We;OLk
zic1;*3b)Z$+)OTTJ<MS-GZjp`Qo>nqIV*ORzB#!sRu#SGM%kQIE!6_kMq!1Mv`;D9
z)<?=MC!guBFr^Jrqr-KJAo|92*B#Z56YPiP*Ph<R3-EIq3=(MnKq9GeO_a@-{3X~Q
zY?+=31ag-RFNehY-Q2S<NV6`-SrWRgqMVv}>y61VWF84753RWHia}=2$x#mm<ZE8k
zcDJNx#JD2r29um`S7NoYyiU|3Ond^gbgUfzJL8((*6y>x(h!Xd{@_@LrVcJ6tof+R
z1OKTRv|y1XN|*45dZWNwGfs{bP}$zKwuYk#?t8__2+->nT-O>sWdri0O1g;`!p{SQ
z`Z8Rw4Q+6hsQGavsF_#qA$l1yJ@;<LGtY93qjmOb*<Bo~DSi%6b5I}#RDAy!TUxGX
z%j@J5z#g_L*1m-oeJZHM9F5lzp)vJBzc>DMZ9%A%%E!VyxV-X@v8f-wgL#?!O2_J!
zIz0zFFflO<M;*+?2QP{TODMVeEOfn-lxKLBRw!2;=2OH;3cp@U^owN!4pz~TCc+z^
z9fg&ObPw3~_=w6<r?F|?g(T%<ZQ`fo*-y%LApDI^eDwqZo(dZk>Vil{Vl}l%ag^1_
zr$old<jO*&2O&&ahxWE+A8M^Pt9++@1iGZ<K9Xw3-tkqf%2=1$+4A&kRr(R*#dgSa
zu)LYxj*QFg&cbSB3f|{rN*6sRBp%ubrb>{KX@(hP^SiprL)wnsC>#=?p-*ip21FyR
zd<OPy#wi$K&aKjvWjEvW^k8BOl0;`zSe_<u751kq`n}wG+DnQbh@;76aP?X3->jrW
z*f_qVL&jR6SlVTT9ev1mD%I;4{Z_yqZ;^EOG3-rcXA79_YeOP2A3=2U?ZJWikb`Zt
z&TH!?EHu+@*^Zl7=5rV1WKDeL8UQmb50>9N6jnMi64SX5Hv5foQ67B1t+NQ@KNP<S
zt!h&^8NgZ~<Nka`V3f7FDa$LDazobU1m7}RiwE7xD$u%UjOlt)uCiZLfYx{P5#P^=
zhntByJMlgntzz#3Nm?P8;W(d`E^h@=Hh=*jnR*if+mijNUzB0i9dwv!jJA($S67on
z`?<H9@s@B*fNE0`(cC+!PxRT$1IAb9R(ov@Lp_4_W?XFZHUEWyKyc-0b<-wUh&jSe
zxP!^(vo5YD&c0u8(?L!w<k+DTXJ~!IjIQmLAq82OaKOoKbgJEY!}8Oo>AX|Nf_Yit
z7P?#}(#_6|_KA>u<Bj9;8vU=f4&b5zo+yLYN&{&UnB>^V1Crt-SJkCGtvgXpHNAQR
z;YapWyw+o}>sdR~2vV;gND4DN#>f@A`qxd3XHxucFy)xL;<483s<StZvG={^QsSYa
zH!CDExgx9P8k_N)?UNHyHKfpRqbch!R+d{{#_w`IHC8Mk{p_$ABd57>9x;vq=JF{l
zBn=9T{)4Nll4kK)Yt}aB=ao(bw$n>@(z$9gcP~ZTN=IR<Y9l!h@X)t#LdI!w?JCwX
z1GJ@~5j+d0_KTjmWs+qD_(G;Yj&W=$_p@w<P|;_`hPLyh;Sqs7miBc%IEV2moR0m-
zT^p6Q4=fPYfjG;Ft-4R(*C75;^4<iJuj*I6Yq2b`bL}u6?Tol*>Mz19Cgu1boNr+=
zt$^|Q2KOKg_ZSCm2jyG6h=Q48nfOjK0wHq*{9pS(NtKz=mhU4F-L7x>ah0w;gPd@p
z1*hl=>05$~zdirmLG7t^gnpkWNy989U6?Km?(?kRo{6g(>Z$X#C{{rSJ{71BeQ_0c
zWt`s&%R<+nC{ICcm(yrFEkXQ6>Ec2|+Y|e(ioqh<;77oHBSEJ4Z>|OyjDJc&dTIwj
z_W17IoPHWOb=O?ump%fYLdPGXxnY(mlh+8Z&Y%h#omC$dgk<t%1j1aW2$AKZDFYU?
zJKGS{l)cYuC??(agh3l(I6B}!(iw;Idu12K3=QTYM&hkF%_7dYH;FrX&{B^II|sHQ
zQ=db1pG6gZ@m{~k{ihe@;w>C->f4?a>g!V@=pDO~JOV%|K{ozPOigblcf;v%K}JAF
zdaXhn<01K5GXA|jQ~Ff4)bayWy9c;jy^frpt7KnZ)H_zn!Fh@rxG1$H;Y|p$Zf?!C
zQ+QSFBPRqztXOeS3`+*fQHX#unjxSVo_p8>jqn~qygl@2EtF!RpAvWC4tGJQW2a$J
zmE-FtI8e0{@g${N?Tm@hPuJ9+*8rC#0yhN+Uo`g*OtJ8vr=eS|q3sUvUd-V`F0o|%
zS4CXf>-F=S>rR;^`r=I`a(euhW@V+{gmGauNse@HwBy>rHKQISdy90RI_uLno3po`
z<5RDpA8qCMd6wTHlpl~%1s|J#IX%u}tFlUnmZV8nXc172mEi$>&3QiO9unZ>vW{UI
zI2%BF@a#>i5Z*YsSs9to3jJoU7bS6`lH}qXs|n)5o3U<}{wGFp@re#Y*w=fv`f~2Y
zMZil?!wgM~o<fv*^T;%iotJUIbEM@!BMV+|Kgir!uDJAbf3YKS$})03j(gxK$~o&{
zed<|n(i))&G}*u9n2(g(r>_@!N$fp*@T#MB$~_7vpu%Wt0FQSTRWQ+~noPePf&&={
z%ZDI_nB$imk-T)ss-+IXl#g77*puGrZAWafvdE|G42O)g)Gqq3RE@*UxGa7amZ^aj
z8qC$}?+VkD4Vap`er`?695p{5fPEkSYBBW~{YGs@>)4_x<~u5(ihNE%ah~blWscwF
zj=$`YKJ2FO8qq!hZw!6y*J*pvpY#V9zLhl#n3M(ws*Wny^7S0VkuU7~1{Q)5OY6Hn
zz0MS#a)|{Fv>JY(c!wxMz}~6dpSw?-VGX}4E~$x&y{9q~(+g2J-HGsc`J~Ybj-{Jg
zT3eI7lcmG_HbCJ`nM@-v`l|oe!2|P5Whq2(m((Na+J$&y^(@O3v~!?u1Oo|p$lqX9
z==o&_F4vdBN_QwjZp`U{4*>0{i@j@CS|7(YUfCtQB%0$pBQZi*kT$b74;k~toUL2W
zq#~9PS=p|+MD}{EMW*1fMt-VbeWM98Ea$eF3>p0qcIcszL&a*DcqtovCP4x0Fyv0v
zH^lJu8IhjGHh8Ym`GtoH?;7Tj2)W8%ob;)MD?l@yHbzDrxK|kO3+UoZTgV-Vk%~Pi
znWx)9RsN!W$gD>}4b=r_$Jj&f45E24VEMH|`YXz88pC@}+H|7pizLO|LK%MUOlT{u
ziv(T^zpN~&DetedO{#x>DYbU-mFBDrucwm(4{CH#Wgjz_qv*x5gAPw!PBXJMYwM4&
z!IDXZw;=0K7<OaoVoU9x*cB2+nME3avhS)F7xS{d46)c@;~?`OpAnI&_6?fv+D_@Z
zQ3!-gZJyPi)x5%{_3h#^2@bk6`|!_G0fu6e{Z(>k@&*<r1*MI91)~-=a>UnPvPZe=
zRM|G(;gXQmnzart5MhSx%=2`kwRCY%5`xRk%!lDCvC|Z&(XG@B+r^Kjfgt8S7r58>
z^e3RPYJa(Q2xdgN?P5$y*@Ug@Sgir$d%h1G^P=HYRg~-#{@_a6MO2+7U6Lvat7cq9
zU>Qr|sH-}&4|dKNZk4TbvbSW3YrR>kYd2`MPkljthiQZ5-uKtQja5S4fuC6-7VnzR
zvv=|wzpOjmjPfZp33QIBUBRQGnBKnnVwf>jmogd0*BV7}LpU&Jaf9<E2*PTnE;DKy
zk*^3N8B6{q>OJ-HXM0LRJ2w+>`&AeB4R2|d2eF0h4X#9!IX1H{Ye=9G8=f6=n+^3z
z?B72LsL$Tpz|EJ;I8e7n&go7l@hwX_D`~V%yl~>tX+V3&DM#E*Ltb{(=llS)*UdPQ
z?w=cg%3Fji(p}3$+ECAL0J~tKSR_;Be`2x4l8>^X5qU^v#fKq=N5|^^u!i-}AQ}l+
zA#%ii@Y=|YWQ2W=#lWx>Y2cRiOHK97o;c1q2^@X2`QBVnLHtvkvG2SticglUiVE?&
zkmUbnjegel2*k;KImirR-V7vo1O|(rObL!priAL@e@^%Z3;C;aJOnVybBN=Z=lD$}
zjJc?pMFLU8$1ZofSFle63(c`ucWg-R*wbgh5bw;T*4W=nL!<zi=$vz$*tEgDqrY4r
zaw#*D%|Ewk<9%tM7-hu=(h5=%qX4VO8Xqr&<n~k|t{1A(ZRrcA2tI+OkdhU)qHx(M
z$CsMQ@V&ut$D9&<3Lnhd;4?*xQrf3`o|NGFBWVaL516Tb$T&1n4c$Hf2L7R8cXxlk
zG8#1=nR*LH(oP>v2^W=7kNHigo8Hx%^Ora)=@%?o>BDPxhlrxV8?Abb@Rl}u6mjA1
z=hOAOidw@8%obVJ2YU7OAA<E53(^q&#$}*nNZYGTli#j+<za&QSNWoPcqjFj3YP7>
zge743snm~*TzG3Y4(8;lJuaK<x1`{yVGeyrN}<vB6&qSL+yktzQuy+IOa@tjlF^vW
zea`dM8;9vbdUa8sU+8;30=<ITH-w)d%ZmmH=w2V&Na-CB*Z0N^<_!z)c&7?YJ-oP#
zWFG;3$Eb0!7@vnyT%}?|+F*Q+Mz=#wmYE0gm63oo2VUC<HtZ5mK_b#Ff`ep5#>`^$
za!Tnd+tS4ash@h?2{QLH2AUrkt3y=&i0}Uq>;L6<Y&F$p-$)daJhMq@DSGcbgn}e)
zQt>Av>eW;A10zLJNb{SilbZUR8;0OtpdaIZhJOAAo&IBEsG8c8+CEa8ztyZGZRfPG
z7<s5ewPr~(u<2|7VAZY|p!U~RFLbFO62Ub*QN|?onW62|{t~2)4NWp{ci`fQ-(pQT
zR3i`zvM>#b^!e!Qu<UxMD3s%0LY7}o4(3&$y9!d-U1Gh{`#Dy%Zr#)t#Ho+sAM>Or
zKRLDcBG1So3L6`JENRdNDN8y+*6Bk<<JPru_PNOC&q#(7Vg;6N%<8+`#NKDjb%y6v
zvGTb6sA2<83iS2SGmf(UMr!}fMN*RVWDKT|;$z^h2h??3nP$QdB;kfSX?BV9Je!48
z&GE+3-`B48M(V7gBLZ&yVtU)ubKKYKxW&r~`y}1THz7thDuT(*$ig@aa|kEFcU(bY
z*`f(fUj*o|*#esn3}&4nncG%eMMdLe=58DMKPTNaY>Pe|W?1~B0d3H=T9a&a{CGY6
zeDXXKj4U$*ZwhlEGQI<vKF=1D4<G(i_jX0-S~YZhp2BXIxXN}~MN6uiykJsJ%0{RD
zUsx0<_Nt~*LZ*`7&7rYZD%0n3$LAv&t*!4JaRj<(zPK#$eEkl61p4M%87_MRNkb1O
zGri@)4w<NP^k=m5_YZ4#uc~N1*2Lc>9fH4ZM)iI2=l2`Iu%%Mq8fJ4Sh)|HB{FO*X
za&M#m{awOg3MKcH<DGzIHORTKabBL}btNLoq22w-d-o2$AwI89l22l$c1PEW0cMkB
zKGmBhv=Zdf`pDjTPJZ-Z&(qbsDepPM=RsjwSGYVypAX-^-a!Z#iPIySmv9$(exh1e
z_n9x1kE6#CFsETh3z^OsXoUO-J1*5Rn|)@hbEGl;A|TXtRj}#F`PAjBXmzvty-Cs>
zFVQ?9n2N=Ok|kxnsD0XzJL<@-hg5Q@&pppTM|6Hye9ip%$HfH&aL&lb17F7|AXl|5
zc16g^1my;`w8Xnja*nO=$x&yT;ssx6_k$0PA#(HK*<wJQ@kB{O&exOYx}+>Z>t~9h
z2A4D<f;V&YX-6e@iqo`n!a}B&Ucw-9JlkVuZxQV`KdPDVeL)cy`U(`B`aT}A_H3om
z?~4+Gzh0ELbEcxKA3XE$ZJN4PXkGUeqp&NDesR83gJqmK=s=s!nw6if@%hx(x>#Zj
zEiGsrX>taH$M@a*`jy+26kuc5`C^h=?www2Av`XnCl|)*vgQh(R_*Lj=XB}vfD4i2
zVAtkid+XW8RiEg~*)MhH_qaGFkAQXJrmD&}C_^6g%nxL=ujSscbNW#-7Oi8fpyOW+
zfxBIsr+HW!PvAO^>93ip^Y={kn|-djf9FBC<ge0nEL8h9Y5K?Cl<8oh$p6t2pdtq1
z2X~;fSp7?z0vVHI@sMo44&xAyw!wUryO5aZTH<K0OWBCPdAWOAx(6#K)A5miO1wqy
z-I{gu13pYl(Xt^ladoeOj6jLgw2`rhitA;0^(%EKhvSvnXrbM&@6tQZ@xoqTlEBYb
zFf)qd1BH3yYKJ7Fig`sm^l>~BqS$*G4qILsRm+Q6wON&}Ytp4N0L<ONl<E^D5=<Zs
zP=vBgW*Ddxq;xI$MM$wR_Hn*0#r%*~{1@c%7h>k4Z)k5yircaToPh#qVl9J~XtHZ<
zyTZqksJtJ>Ed$9oOAnB>z~-Wr;Ei?xh$Dt|A6ovZt(%S^c{QzAFBWLWD9Xjp$p)r5
z*<8&Tjoe~>oXlg_pU%lOhqzT?@Hn>c5<>6RoOI=q6LVmA(u-m*ta_T>(D0t)X&sFH
z*}Ld9b$DM=u%LTtu7$#a-WvL~X{X)R9k?1AA~}0L^a7#Hc6zW@k=%bRX~xg21%&I(
z_4@QGoLdQ`)X2VC{IiVf<a(Jq5;I6}0ouemV?;h}Q5R#;cB|$ie~;!l%2v>_%b->#
z*Nfps{F|r3(N3X5a;p0!@4kDeh`~mC`1)n4c_lRL=AchC1)`yLY(pMj)_%k&6m6a{
z1NjyY?qq73aHuD~c&gxNn7Bqh^I#ktOwWaJO*!zeuu9UWOl=D!D5E_aV-(CzTnR{9
z?q_%eax7bFs80!!kK-W9XZ>In2N9!h98HZ$t`|;$SPgp6sC9k)aZ+f|p-)}Qm+X{{
zjpwg8-#P7aC>;l1Fg65;ZX8vawngk1caS#9maKp?4BzEw&Yt7Q&4U{;+-^WmP~{1o
z?z7yoykzsHVc8}ea+znCff#wQhIkMEQk~<@MbTZ+Yp*WZzuAI46e`<<%Mg5jg={6a
zi7Wjz{*2h2ht6l<tIsjj*Sc5E!-3=OkUaJHLST*ZF3Bh^gSh(-R++yqkb!5&Qr8Vz
z#Xy(#IWjVb;B6rEr+T}KpiJzeXO^TzSE2@8I%4gqEk?GHY71q%Nq?R{Z*gCmOE5_#
zyDME-aht327g#eS>b~UT)$<*jn->dUNNc|1GQz(iE$)qS@u)H$V&4f$<HY*Z=OKy>
zjrh3R`higJ=VbfzPQcr3BT7zRiyJMRKJ}zp$0YfkQd>%dNp1(;E9Hhai(|h;?QuJQ
z-oPxl=@_3D-_g$XFY46LhC^|VQE(oCwmqW|GDH$2>gb)hTtk$Far2~3s89aBC~4ya
zo7#G%!<dTCfY-*#esO8{IF{bH0}ao`@DjFJ<o4EJRBRezn=jLkvR0j+cc3*9s=g-P
zx_z)%CODUAJuTm0b9zs8_bH=u8&YYJW(0iPJ|ePkH5{{K6senP9oBm#AclP>GI^)u
z>sa%%6I0z(hfUE=W<oOnX+1V{ePq}1{OSu9(TXlx`iDS*MO8&i1|6vW`lype^Ngc;
zODs5+9$Q(}@)7XHEX_!L4Ru(5y7ypn&8f8%w3txT$~0->0T#m;d>Dkmzx##1{M|-u
z>G5}4<$t4y{Xtgy9h&~LJq&-*C{nR{u4?1k8!`b}G~rFg&b*+TGT7}k1oQpQXSLJS
zCJpiRskqImxaglKn=9nXzYmplL@LL)Mm6UNzd2En%3F~7I9iU}WGHv%H1?wy&`If@
zJJzwzS)r7@j&41}(AT7)xfmr+0_DNO!Qua=ZTw04`^&LwC*P@tD9@+J;Z4={x(F&4
z!anIoz&t*%VOGsyTo2gH?E1KhZjA8=*zZ&7xm-rqq-o!Fa76YQzatbojf}&JaZ@ME
zyxL*PEmbt@V667rh^dF^wtECH^5)vbN_Kx8_(m3oIO=L!T_f-6N4rEOsX@IEtJpqV
z365TqIunCZapT=mHfyHZ0@^PMojL&LRXV7H?Gv*mQS}Je{m@zN&X@V_8Qf)FEz=;@
zOZBwSXjBVBi&gmwG(!_NVtW+1EwLm3?{W`rM2S7m7bnic;{6PjGA%ja%_wecC};iI
zf+$DwmFw4_ee6AdpO_w0owBJi$aZK$$%u*IsyE?7uMF|E>leLqhk}^GI6dI&=}x%5
z_;hi7l6u>WSEFL8z8B0m6(hmO$Z2BNs^aC%Sh0gO*L9*!?>-H~+2Gy5WaAV*yg4__
zfVbHCed*g1wx6HAwE6kv1dcKxVBf@YWgL9H?uZd`fN@z3CjWym>mN!^^NX4cp10$h
zAnf)p2cw&alp(O4DG801ae%9v(Mt$fHxb7^Xu|;$&x>H-E>MbO2tEk=5fG`!#Y2%N
zl>U&N-j7;d4lKHt0-Nx73)^qX^&Lpq$nw?RVT0XzD2Zl-Ez2bf7IoZhiZHmxc&~$l
zP~&ROYIwsa?Q944KFr3soVq8DuHDniMfp_Og*JJNvA7mCMVN(}ixc3Rij%{rY1g}W
zJQeAGuz@2xJ_4IlPB+^>hMRwc8lN$N9syId+<Rj1=Ref9L4(C&zkBXC{`4NO|Ku2$
zQkx<LZ23uw#z_V*YXl)RamV&Nc=@}sab*Ch?Xsl_(si!gCdPckR<nM(u!1wak@Itv
zyc_dkOXkVg=rK)vkVl5aTN1kD#sVg@fKYGIFB?%6PYWVDF6u+IIJKT<YnYSl%-_s)
z<VH0FXvyBatR5w2^*9>{q9VJ0e+UBgx5bdHUq%%>xRErcxpltEoi4UTkyd5pq1A>4
zvE}k4*qAgE*>iDEmyh7hBbBf;8sMEMMiOs`*FJxa8Tk<)peClBCjM8r{6CRb@l|C5
zY+!8BU}ho}e;HKgmmZMzH%8EI&nvtM2|NnhQv!@3gz05=5Gk;&J9T4H)LW!)+KV-|
z8HSz7rWDzq2_i&%bKSI4kEbROEpF&DU7Q&*x>4vUC<@`@`fENS0E|yohdwze7V73%
z;?n=BhyKnI{E@Nv`yKt)gvGy&11;WFI(AtE%a)R2QAYyTKjiN(j%!>G70>qZkj7~p
zJmJo(jEa)3W9v_dZM-P4AP8gm=(r<=Mztx@QZG#6&*TQo<SNhS+`m7^t-5a<TPlXT
znNK##T0V|Nt>60TS{m`GRen6!;;qdp@3~1=bRf^kqDCBVk~PbYUsv?^gT#V%8JQ_-
z$XJsTJoa$wYupz}%k15Q8e7aaXF|U7ZM|<9Q@Dwd^TjU-mcpY{X7-8+Q;G_US>cKa
zChY&S`}jw9(O+LHm%#=*DVLy>s2Rzd5KADv5l{x>>ZWR_XwsBu5`Bx`IJ+MZ>OA)a
zrz%HDs%Ydep0!d|)D}tj5n$f0C%GW260n-dm$h<hex9}FiL@Hb#ZAI9D*vD)eS1&%
z?XFhe#Nsw%pEpikyjjF{1~C6u7ySQZ==$$s`|X@u1|Yd$B4UFvAU^=%t@0?ancgS#
zWc7RTik?pR=olQ<2+glnDveQUr}DeceLKpD?Oa%XaA>2v<{RsMpiCi9*}<Y)KkM$z
zBTGd%ElrC6?U(VD6;>!TFeKAyVDU;L$HyA8fm50A)l?W&9sy~B+tSuCx>N0~Dwd()
za`h>Ur8CsAa<#Pzu5RK)mXQLRHYG7eyu{31*fLYKWM4(e64wkG;~ciJF1_zsH3Ata
zX?gb;!mC-IBZn4oRUh8-bN_$=du2Q=PjKMD5YKN(I{83MQO=!40Z%xg*ZaIFjK9z*
zG7`9F+KhJ&LhXl$-0JUf^?(DM!2Xb2+HVUaeY%q|!@G@D0o-Z^J|;u7K_0O}Dvda0
zf~b1KNxiMy9CbtG`XBRqaPKjU8`|DpBIGP;rqGjUsmI$!XZ({X@}Etee>yM12*bjl
z2f=(2t)~pN9?)I~;tzlIQr*BX5<wF0n59=6a=>w|n7L=^sWQ*iZFVr%ru10eaaIe|
z8L)&~tS#46*Go|IFD+m6S3Qk6>I&uYR{h>seThnZ>!#WH%saG-d+^Zy^w&x(^47b{
z8;AjVBVk>?c?R+@B|AV+b$Wc{{sm7Ve>JE`O3)`oO<_nm9kd;UnxPY_nt=LIiVD-4
zp%>&vuq=N`Cu^B-hJ4lMCz^^eLkOn$*_C5DC*J0!)diS+(3YtCbNcyXoLKUax@yFW
za)zq-7Io}^3asHDSI7KrY?{faiM2P9<Gz3Xq^LF_$b6qk>zDBX7R3a&+eMIivCwR5
ztO?)Py5NCmcZg(BQyms=XJ8JvwR3{H9X2YA*zSm&A3Bw~sUT(JeQ0TMH=uVsY4_bk
z4+`RxaZ)~u{svRp52EfJW<Tx^P(TkOT7}T2bpg?f*%_IKj78bByFS26Lz~VCLeuTV
z`fko)<`I~dM!P%EdPxBFb>;>8x{NzD&<AA$_Np3%v*+Kv<5cQ{uB_DW?S_@eb6ur^
zu9R(H<(XRY$S2^+O19s+O+E2d)LUv3FmeiV;v|932kvNY!k;8XnLx2M`t}Oh(?=l6
z11lWR^Nw6a<BL@Lbf3As)bg3{_~x=k4MHDI^}asB{d+Y-Q=}uQEHUChDfK)a*4HX#
z7LCsjOLIyeb1&#Em*)BT_2hIz_yfR3?MZ9>>0nE&4;VWO)*Aj5p|q3%!?Q=)UrFCB
z(!45#QYlSWYs#bsP%Nyz3&If+sL^mj*o|4QImD`EURYa)*`hM8@!g?;%9UKZNVrt)
zUlF=st1ZffjpuibA1EUG>lUD$g!)}9d9!)2=&QZ{5(M7-`0(Vc!tiH1J+R^RA`NX?
zaw?7$$k<j-9YX}p;oj)2QbWB;4=#Bx>2EHFr{EVpEy)6=C-JrqWT)tqr0ojtd191*
zs`9?j#${oo5-)g%B;`ihQ>;V|4wcn`St@q@f$9SdGR<+z-P3Ldtu3^JXhCchWxDUw
zG93&x*hO0qKer2=Hum&re*#%o+Qr6qLeLY-B?G$j6iis}UY{N(mqX1}J34B^{4)J?
zNtr0T@Sn*IR)J8T%dOpWP)KMsh<9C)ff;&pF^}5id|v!IAT45HKD04SmNehhm<gnW
zI)T?)rW69qHPUG$Bgm)9Rj~5VP82cCdmdm<xAQlh@Ob8u;p3OuZSh|enjOO@#Tmpl
zOy03IM1kt&>TgZ77MIjB_)`VCqcv_`_C&E_>2}Og&s>nuwQJ!PB{CU-R5+FzK<gkt
z7b<<Wu|2Kwr5T*mD%I>^nrj5)$(TxUNZk0T?-KuK+%Nsp%wGR4P7ekjsQ-<9r2L@b
ztAa!WA)NxB0Q(UALhepE=8D<c#r7|XEeai?BopOYMo~+P9Y2$N2~6XqIgC_m{CQ^G
zZ?B#FIcQ&^k9QoF2oZp8Y2mKTS}La87P=ewSfis|PUi8)F?;Bqc=(Q&gCl6KZLMga
zGRi?5pzt0_!Or9YL$<kZl<1$wyf3I7wmYc4cA_<%W@o)qoF{5R^5{JlFy9pc9+I<P
z2p1fG+naQ;*1*Cqh(`yQq&&0DCja~|5TtGL;2H28FZ<ww1^BCjbRn@(1?-XAhaz8Z
zKS})(3P1pyjzyCdROa08nF&)aj~O-4*E4fRs$7j1DY+oznJ?^<q-ve6y_>H~XufmA
z%~jhzm9ys~es4U=>RYSUwnjYrx<o&gQmY_%K}t$1hfPn%Vt@5}-#ScuN511EJ1>sv
zx*{zaaocdv^V=Sis#i3R5a~3)gU(wdRN4?o<GTauU6*;Nb9xRbxyX^ji;Q^0y*7w;
zgDOlt#ZQt=5!!&kbXgv9#vIZugeIsxZ`Nz_d?@fC*Y3xOWa*9OA|o7S5b7=;9Ih=P
z!yath77MR&I3<3jP`$T=$UMtk#m9nR{`5e6Z>50|YhmkIwqmMV9`&Sk!uX&WJG~;R
zW5c0)y$;l;rK!14&AMJUhmCtPyrpfe2lp?h@4P=RMS;kkmP;<_(1_i#`ZB0StC=qb
z3*X)%ZE)*+-^e7XeJWW@2hQYq?-c9Af~4EvroG2^StfXI13#>ZNC7_U5Tssj{-h_T
z0?aB&ENI*I%jy3q?X08Ph}N|qq(CW@Qrs!-?oKK0(Bf7ongUI6x8lJIv_OI4E`{J$
zyihbq37+5-37TTPIp==gJ*VgTxqoD>WM<8pwI(xr@ArA1=Qr7?aU#^OW7aub-z_j&
z??2!9umz?DoYo^X4*B>xXsQMS)>KsQA`RFFIyuA^6ZoGuUk1EY-OW0CEKmJ3zXosk
zYybe#zj=OKl%pBM!f-wf)4gM>Q9_dR8Zu;>z6<H7>i%wY)~5aLH(>vD{+j?Htmh8L
zNzslBU6W_O<eEl8iUE&&D;3Z(=!;4i?bR^uX=QxH?n%(-wc*aQ(L2#-(D7=oxO{+8
zqxB`zgIlhM8|LG*jq04Kka^BH^a2g=Gh=Ic=$nl8*&7%Aa4Dn(Ng(S~=AA5r&}#K|
zae?T(geXc}KV+ym{=96+=2ZAMKnzXDSThJ4@IxJo#~$1P-D#H77VMj_Lw24=tDsU`
z`{|j!d<@yG{t}L!Cj1|A3<gz>BaucAL*SZkaBVl$Z&H)@^Bx~`&!K=iEogd7+snM0
zx1q8W#k7L8($>_z)BNZQDzZI4oZNhhncMxC-$s7-?(y8q-vIANtJk6ce~ePMTKV6A
z$mW9bMY-%srTs1Qu%sLRnm(jzuWrIsW~#0}S4te<;GUQ|Img0scm+5$z*v$f>4sCB
zct4{Wm3Lej(Qig}rv2DO>`NusrjGFrCsYL9s{UR?C$SXue&cz2<#sm%TPJ#M(z{za
z9;`WWHk32Nyq?C930gwnUd^n~+<xvOi|!X=1%1t3&B^mx!v|chd1zY9g(12h`hr9H
zyA2~ZnAw=#^zB<R+Pl4@2A~^)|226kPF1ad?<X1H8_ODo!7T8D0US46k6PS9DCa~T
zUptJfq|m-h<;c;Cbf*+Z`lg3LgBPO7U769`+#Y3WcfFH%-@2?e?}oW*bS>|I^RR>s
zYJAH4<%N;7;|9iWK>obq@dQ12JyPX!Mfl~#Pu7%H_J^NC8DdH23S`^jPCBLb;o>ok
zGxM%BXV-YFG;3c{#cX$H)fvy38XH&XT_~(@XCd72WJyL)@@E;#Z=bh;H$0}pawC;}
z^KMvkx${)-rW%lZ(Y*aFOy6>t`2q-<&3?-0!*4Z}jt|r5AZ->v|75j7t(&lsjkJTW
zM+&kJPf|NF&D&8Q*AKW44rFulAMk%96%<2-oo(m!HV5j%$E;Qjpdy41DOX=~>I$yd
zct4AvvV*Rk<P)#xTUiEFqvpQ~!7PD3<o+euGNYsu_(CGmi5MHF-$<Ks*^xZK;$4s#
zexAbVYUXSGCp4bP$#_GuD(ecuGn~qPZj}g2YrXa<J{iFvN7jsDj@ZX0dA{=fy3Ap>
zz!@gqI^3_X2~waUCQ3X1<~P<J14t#Gi7FY+HQv%=iG2>Z*M>283CPPovWQ3R8_sQt
z-BC;x=QuI|+YD(#^d8>7;lOH1eHJC=XTstlq`ro6WRY;$uPrftVa6h~FCO>CU}8&I
z{y<=ytI7(ebGF6^F(B30+_7Qy)ca|7rhK)x81;*&Y|K7KASs6g1_eVcTI|YHL;A#I
z2iKP+@J*gxXbPXE9I=6}jPBysd1(~xRq;$}t@`_HE?sA>^qdu9hGI--pxu}Q|B<ft
z$F^P_UC|!j_5myY<FjTTF&JGV%)*3QS_6xA&2u@oYX)QIxiRm$w!7JkXE{IQn$q*k
z-js=((MAuvaRSn0NV*Z0y;@MMTJ-zwT{|wASE~Wo<EZM?w1PH<5qEcnuZ~IR3MqW<
zmMW(Ji`;h`X!IXT8(HFt&CGM_bixXb8=pDPrlX&+uwEW;r;;FK#z=d9mPE1Re^$aP
zt{(;0pU9{_wVNl!Xjgu@;@hAEJzSYPecl}9N%hJHkTjlGh|1KM|DLztgS7B-d`K3h
zy1sj)KqK;(Io~#p1EWQD7eCx1)cMRdlv(hzOhI06VFqmF#Ucyd+Qnj4eVm{I<tfTe
zsg<E?`XF1b+|(z8sDpNA+QP|*EB{r!mW{D#Ty;<>Y|p6L)#p(L`Cd^<-bkpNDJni>
z-H(4!{WvirfvIW1jbw}PXMTv(=Gjs73fC-E@I--?t1OFejP(TB1#4!sXON_rnRC-r
zVh1Dpsc1oc0pF}%;Us|`?kG&Y$DKl(YgA^^Bvg^0wk4@A?xGvlSGQk|&ZaFhc5?=f
z^?)`dr7^(6vTG^_4o2s`|J$)-eD;v9>TEPSUfQU=HQ|9Oelh`A>LF0&gDTaKhzSwr
zv1;^@+nEXkDIY~m^_mS>seO3gXIxcD&#BEg#w*CY|DvrVLM+d@l0$HOyoghelmIiN
zJ?s1n4ro`E?H%)o=dJlrF7?!4>~8>GpUdOL{3zHSC#lLF4u&M-UHa!@bV`AmKlJ>g
z`Rl9O%WO&f3Y8NH3wo*fLIl;2ZZ)6eb}^O=+rH|YC@)~a;zsHOqOM@*4UUOhUHxUw
zOy_TGUW?*4%j<>FW*BQ+jVBttSRGD|WUSo-PU9hD;soa@(P1Y#z$q4-KjvyE#om3r
zX!;{^Yk7Qcq+8+s1e{xS;0mXeyt&jj@9DGl?ndwcYh{jKg{pMW)qF56*3DLOnQZ-$
z0=;fIJ6I+J1T0zFNhowq(MVlV7v>Zqd(s3ZS;EhTi$|PWsv1r^Or>8)J&^AFKp8Ea
zsB68B*{KU*w79wx!IH`BrN``^3TFKNJyArH%)PFXHuM!^jt|1A*33GS<&Jqe$v+N$
zNTcc4+LB@$C1ARc2%s+sBNxXPwit@Mv2=&GXKzE3vuPYp2KquqRo8L?Y|d-qoZ-z0
zMOn(vuvkAFb5OCZLuDo{9zyzE7>KI^FB>MS`9v!>cbdxITVG~3Z$3v%-8jQRpKO1L
z0NFOoO&?Da?^tg#g-Xe~55nl*wY%~4XW|}y#pC-KB(aN{m&s}dcNn63HDpt-7w@e2
ze!Wl9D`Y;ciBLLrh+f|kGF_;&VCV$#k1;cN%gie-W&sdq-O*;RDVQ!_WVu>hN}lq4
zNXK1}JKD8$F)z}OLA-cIhi*OIROruTggzoL2t$hjfMZT^g2`oWe!cm#Ph9$Bcc1Sy
zq_prPgewDF9Kc&&YC05)O_fNS&E7pKs%#VUzV3rnD+aiGIbO6oW7nlG(Mc}JmSL_q
z19AJTSeuZt@8`v))T#S~pBgED9X>K|&BuC!lh7wJ$1EwTeXdFAMfsYgMY;VWK}x^w
z_YpkoTS<mb0IM-x@lL7#H{*`|0TRQAg@1b4A-{gT{KD=rq{BX(K00pe#<|kmI#49*
zO#6{}OrZ^yW2!0^vSvcBF2e9j*7)8NmdEABPla2k5uZ`I>t$LT_s)_Pt`W_t2U)C=
z6U#CNb+WM#%a@+=Q6Q^tZtUFlcqgl&{S}Ept+l+!;IwiWimt{!tuLcKnO4~?V*CPs
z(IaoLb5U>lHN=w3Qs@wawW_?na1dwJ1(CM4`p$@mO*7zQ;r-40jJ3Likc9~)g^WSR
z{>J()l%Xr=EpxJags_d^3m&XT0ifL%H%jPE5tezND2d{QNtOiJS}xn|_Q$WZiMpb8
zLsEoY5o?+u4|k>P&o>C)B-I69x>RB+vd`$RCt;v8jlH_>dS_g7mueV0XzZ55MoQEM
zB*4Yx`^MsJ#_!G;>KB%*R?LRPKLzUykCb8O8IC!^%$9cL$vqYQ{EBdWm+^maXua(Y
z0N|gk5~H}EA*EmmPw!)y{RWh$;&KejV$fBR1~MLha9SO1ry%~e6(9Cy#o66^|0!;L
z9(;^MW#*1;=Y9ZTdz8AFg2KIFi<%(6O0kSA?{uWkXnov+7irqRrg=CVR(GV~kfSa-
zC$o%h90=&5F92sc(v1=$@kgop@ugDs09L>DMR)TC?QQ<SnjPg?(Yv`)YlVV1yZ><>
z@V{H0{bfJr{hk{0K`TjU2Se#cH(^m|?V&5;-p9q`9S$sA>-k1>zs~u~9(DSNBDP)Y
zW>P-gSm0MA5j^)Zf;*$3(E&28_{)|se0w&*(YMqX8It6s(%M?r<rI56BiM6|{wwuN
zZv>DDcQT)-twOq<{su?^F3{Ft7yroScdtD|?(fuc7X)A2?P`HCWYQuo+Yk}3=7Spy
zpNf{u0azm}4Xed`;JSrk(HR{^JGI91C4px~7wLXkt}c=sRpN=;3t<AGjN5jGjIXH^
z9DjB@58brme7)S5yjLx+-2mk^S{a9NFj=>iwG5aS(Q!KcU5tYRgVG+9WBf7D@_4M|
zbD?rIjc69U_nDvkZjoY`z1)w9ZL2K*7XgbBM^z4xbRT6ASDM-~W}M^+Zsd%aYK(|A
zq4Qjmz^Lf8O4FvUKt4@2Lnu?brIPXtZ=meMy!G}n9_mK`XInn8Fem^GJ!3$Tm``=+
zdihj$U26(VIaip_#hH7n$Q5~5mc~Me9+|3APKnshJc|n)o33y@+fx>=XXTI1%J^L7
z<fCesO2wDok%2kI*0Ts27Xp4jS|`@BA_KeVpkCGTDv8VD+CE<6=6UY}`*QO>@xNmj
zYU4>WTk^GH4c|kS`UOwE%eNK2v8>mfyJ4=_?GkN8(x(@}_K?<0@$t@eRFpmjYNT!8
z>h%yhYZz)|wJ-B(GqIg)<5iy*aF)^|>Q|DDOB945(H!1c&?okx;Wo?8>455M{M%Oo
z%kzhKkQtQ!e1E1H++x|+M|0|@tt0>dm8Y*zBSpK;c3>x{Yz-uRB#`cB2B^bevEd$1
zmEtf<*p0~IjLK0o0xAEaR67{R*2eP7)s;$5t`Jl!4|Tg^0>Z{2#eLNa=1Qg74F?R4
zwiat*g58ODHA4zr$m-3F(|t4hPYL-3%waTv;DEQ3aYM&mwedWn?!*>*)JzJQsiNN{
zKI&Y+NcnNW2XsMBHVN*Ss0jTz8DS7#)p7hNnme<l_)c1#rao87e?DhlPIB(`-Fy&3
zLgT!^<5A$fdaqz#ng~SJZXjpAZ*hlgt+P~3PL^-GGi$hgx;f9-rw)=mAQvIgU}^8_
zapJ(btI%YXm3|j1WgV>>7DzhbNwyp_Qa6TA2CD!St=tm6qFE5Gw)ymH{2E3M*r&=4
zgrvFlwj>2!*eB#IYQZtZ65kYVoikKR1u+lt9v^8=k@QW*SE|qC=zQRM_bB)>ID~75
z5h|myBGfojG@T*Aj%JL$4V;xT4DSaBPw4-GwiMS-`Qn;(%m;G2`-L<dD6Vkg6X0+R
zcw8ClTUhrcNSjQH1Y{GM4Y=O4mz&`{r1`G$c0q!j4%k>Sh;C0X{&iRZ62zIQ>}n3<
zQ|Fcg3wKXet-dogN51_D9I5RRTCtGH`_U$U_<Y^ICGFnr1wxczQ1jQJ*MYFgV}=Gl
zZ4i&&_4kLkJ3ufk0RhHt9K0VMlo&O$drF^BaAOmtIeg%CE3@F<Tix4r#&U%`x%1i+
zXj6-2vDc6wDDq_LvdhKJWlL0i&&;54j@JFD2L?;mh27t7sn);mWsx=UV)#5@Me%5_
zTG@cM^z)Q5+1#uDs;%<R?t8NFLOOwKaPOtah4;w_4pxUoe=rML#=+#sk0V>8)gQ!F
zh`T3K1KQU?$E!&{93}c2mgQs9qEpv@bZRkEGvWZ?&)=Al^o{L09&tgWfF%RF9B6Eh
z47_rAf~>e`UbrQZa%T8YR{=-8cndq4>g$nev9C7-scJRH|4BriZ&b(Nxz4xF;vo=}
zEYlg0N4cANU!^FsjE0|}9Gs-EAW>y+g>Up4y3lTM#lWzkrzl&Qee4tODq~p`RKs%O
zsMO@EzDXIPu{)%(AabtaYVy)R4H2hZTCJ`uz{KIP3d^C$eSgJ)kxvUP`&%XdI3@9(
zRE3LAWvTPYvWP2thH$-#x(LRmHKnI?nwK4%+jjxpq(s<T_6=XhCzukm<4V#l9jh?P
za5C<)lVA^4L?OISJlNFm8&KKAIc)8}1>uiqqnnxF%L93oW=bxQ-2Duq02|XYKRB=)
zE1%hv$%1e4+Bp+_NA)sp^Zu~yY*-J8-kc2Nq--;27Ju!=Vt6CDdu97EKah7)M7puV
zGvnfbXq2_j9Y07xme2=ZK!J|y_>7Fz)=_^rh*aN_?T;9T3P@RWTyOxur%aP6G3M9x
z8NNyk%w=z#ykVy$F3z|&cF=o>zq<Tj73_1Qb$r)=pg?|_kG@fu>lJjck8>iSNnFDs
znkWYNTWyXDtE}%^sjjcmnfapK7G}^J%^FC5-BM(z`sKyVa>H4z<}@UL&PT`mKyH)0
zDLAns38YY4o^PpYgqg`a*Ku`ZIqkJdwR_Pd$0T53)_&BWllI2{6xMcYZdyNiw%yhJ
ziLptyV`EZSlX(uDWQJY=tpiblC2{fxG3MXVj|drqA*?N6*=k4&YOdGOlE`fj_(+LN
zoWUqe(X?>OMDq8-#*5m5YVxCe<Qd(tg1GCgR6_>Qz^;F|Gyku@(>i%s0XQ9}2-caV
zJIqvxg=B3IzA(Su1Mr>Kj$^UMis120Fvs!ocslb>X9eHIsrmF<h4S=+{JHJWXYsTy
zm0*mpI3I>}y^&_>7tmc;kqT^!xp{j{f(}o1w_#<m7vq#{6{Rm{t6Or<SGdr?(4VdX
zv?;Y3>CxHUZ@QNBcF5zkmGV#TZQOIwBc)<L<KDan7BHG5Vi!RX!==#VXTJe{%;)kJ
zcj<eOgDGuAHqcnf8G3kwu>8#nlAJ@Uhnf5SBSM5E%tR_P_MqyV!}AAoKz2C|jzsIi
zp{@oXBqmUaJk|}6u+^5i8AZA`Si75QvE)4YE$H!(bd4p(FvG_4YFE-}mI>-i{gVtp
z`qlH1mi&7#Sx$L;FE$Q9PXT%a_}dxL-;3BW)4o%pMVG8)#S(Qii%O`i;HrK=OghGm
zLQo^IbEHm`cMmtim*zQSGSCt(OJtBe+@5uGK-}2R|DpK#8(piY_Od|L&rAERrHfXJ
zWB&C=FKKXKT^pW-7RSMna7m`L=XL5U!Y3`ZV0kje>0Nrl$wrRSBpoQ?oeo|~v#>DM
z-4qM-L5_7e9PJs_hA*uCgsN{NSi^n=yG)`?dEZHiRl2+KFmasU*C=R_HU<ZiwU+qe
z_W6sPj+O3K5@g~T7_fSD(06L97or&Yu5e)?U(U{(uhkaCSUg&SS+1Zve5Jhb_S+{i
zz;$Otd!vOmhmVm(P#-w2+RKWu6M87aTiy+0Oyz&_)utyDG~giLn}joR_bN-M;Z?HM
z3G(b$rLqj+I;zq1%(HF)yzQCttHy_+#zR%XG1uH=2TkP$Sf=nsh<@-61pg|+^gG`l
zaPf`kj~ZHEiKmN)Np`+!KHa7%h@r(aPf6^8%+{jKhJ<|Ko{A;47a-7+=&?XIs%^;$
z4?_lQ-;ispYdq(v-vEchB}Tq}to@wr^CHoD_=-T{UhjTi$@PGl>&oKr;<qM+_TZP_
zq!TH~&O|#ZMLXWI#4~*fr_xcpGDf>4@!P+mafPWrcIrjmJ~9zW)TNJ>q~k9C@+CsI
zA#Qp>OzCl?@;3>r{pU<*)k^J;!RbHAoBb`7^KaO_Kk{gQ+s}A4%WH6<Nps(gso8H?
zb(H#{$>cpK*qGJ1c%M3>#f#9uC!CVz^`mF~Scfi`QHVJWO|L2q>@?cq7TRa>6DKv{
zp+a7=SekR0ZiS_b7RdtCYF`-xXhEh|)?tC-MVebMG_~b4-A7@A!PehcQ(05}>_L6#
z8wspk0|SHEe_b;CwTh?$t&%R~MkDFaozjVx*#nzd8z>rcG0kSs6F`90wKe^G2otKB
zg<I4L4So)GV3{BZw@TrhwTP6jwnhTc*!)_0xM&8kw|Lh3xkp+o8Ba2Y6j9KFvr1{{
zg_`wdeVHLX)HivJ?HlZu)EY%*uPze4`n-4iE;}AD|55?4`yXG(Pdfnixa~k|xVbz2
zj=}2Ksrsc&QhVzT?rF`tGk8Z5BJ3q@^kt~c^~>>)&iV?L1LA5^v_C1T9?sp|iPnZg
zrynv#86`aOx3QtN2VdpJzsWSyDfS?(KT9+<o$9L4;j)_fgjY*$Qjv2-*Y)jf?&g{`
z*${l}o?Fa)9}+(wVxo2T-vA@-%32B({}y3@mHf%jeQ5scvzvOWNp4ul5$VDJ8n9?E
zWu&IBu8bZk!u}Vqm;Xs|$1z;A!~tN(1S3t*`Z1{-Jyf|bbXxe{bJ^RyLR1?Sga$|_
z#n$oh*g?=U#y`~w)1BBiT$|Ij3DOi0znI9RY#4T^?czM@Jx3hkgm(u8x9Egky@-mn
zOdsKVIhitC4v<A=0Te<F(aQ%CQro{9?zEt$!v{KL4z|Q28+C?ZM{zQ}+aFQ$L&i{-
zR3|xxkG8&{*V=Q!4Y%pC!WPaAGg@~Zs0hP=oRF$hiW@FEJkIODDj%)OhL88p9}6%P
z1M^BZtz2I}E97Q-Gh5Bd&7>`DJ?qZr+93$%UcT_rZIWK^tEcQ0f1S5)^{Eggt~{-;
zC021l^venD3Fd{13GRLq`VFW~eC|8E-z{Ue(iH}^%+rSWT#r2_Iq#`yBiTwU)#mh2
zHSmfxrtuvrmW$)|_)lU%T5$lHQnFFsb`@x#VX0<;E{L-I!Ish~;qYyO=Uai6=5(9)
z?pz8l$Dwh9lQ)9&={%XnkFzUx)t806>BH01clzvlAav3u#|NXPdrji^(!xLlJjlB9
z;bGEInjk}qPrQu@Vtb~vNS+iSm2M+uvNLE;YR!WFD{B=!WfpIwLi@{DX8M?XWARzW
zPh&w<)pps(;_nd0CGRq-dNo@qzj-j;iOWO7EG>my<=PCs)Mu<KlNtgBDF4p-_{XI5
zPi;>PB~LyRnPYkQkb69s*|+Uv#7RcJXxOg1)$(M7NKknx$s-~zlbgF<+}@+16N!^j
zn#^}j$;9&pOI)(j=<*`-&9A0Q;*rp|!wc{Z3>oQ?q!sPg%_Oa(qXMIXmqh{G33%!O
z`QPVi!J}@`_qi@9&#TDU_$*4eI?U@U5w5m~{#-@@7*7&5c9G)Sw?SwK0ZulYP{1}o
z+PC_Zqywl)w<m14Ch2Qz!OD(zR&KgOiYkcGF6Gp5@_Jsk(ck!~k2tAkLEPUH`PrN>
zoJz>I0jKKit8suJfn!|}EGQdz<2NAYGafR8!q@Gzw{3Q?xD=)-m*PFBo+_C3;8I>`
zV%x;7KTG`u(}7CBBgGrvTJNUW#>M?sSH|{mXE^q^$8~78y2#w5XGYt#rt`&J$mIpW
zyv#8&t@V95+o2zBl*ofsN?_A`>Y@xaYh$>z;GoPUE+fX$8+oZqyq*`Ze1HUH(F?#!
z1qKa0e*^@G$5F|wHi%y7F6EgC=b=T%vV702e_UrsB1k`}(m4UfF%C?n&ip?OB&8J(
zr;I&;O$%OE?#b>;TTma|m6GSZ%r@7;N!@R~Ae&aCNXJw$&2t*ul4J`NZlrr60=(C3
z`YQd$p&wl=&+@)m8o;|aAG;uv)SwOreFNG2v-Q<~dffZQ_kj5;hYrKRxT!#c>@h2c
zdT_t44%G>6XMmkCGa?U{i1f#^i)r4j&#xEPKA_>c>~smrCZ~hLv4cpN)7s#mJ??0e
zgAG0f8ueSQ>Rwd51{<MLU$fiZ8`cOQOD-a3_CUH<?g{eMH?rlNHl2^jul(YEr4k*M
z8H89Ef1;H+vP%>(b96rrW7Wl2Yz&ReFiu7L{oWwRR%Xo~NQhiZxboT&E8@R<MhBp)
znDy5;GID(T1AQqzNB;lT6Du#f8Q@f&!bu!$TuXF4fSu|!HYDl#1&$g<@-c*}V|&)H
zjrO%gpyZA$AakOzM+Zl*A{h;+Oqhv>A7ov)lLC{Ss127b6h+E<N`B}yIMUDd-0&h_
zv=_ArFIcOJ%zNn6vamkq7E@*4SH}_;O`^9n2ZB%`O4Hf;v)E77gWuHm6J35l<`Vf^
zG7O1V!zIp$h@FW_t+gW8-mD|isD`mYxw62=Cx`nz-H*<B&5m@kwl!wSNG%ky!CDWz
z=t5!)jSX9omr0(jjki*8LVgVgKYq3(w+k*`z-gkYiw~w|{3rHaYf{k%)3!~jP-+ze
z)Ty=q*|&{b?ttE4p7}scmw69ge@$rzG)a;rjw<P8<LN{-C~G{@9xWS+o{5uR3aZ*W
zJo6ysB3Bp<m!?05tP#;zj(M+8%vRL|&pRDFw#17`R5k=}GiU%Nk86`eiHKd=O0xOl
zFZ|Asr`%c{%@TA$ZO}kzBz4dWQDFNm_fP-e98)XAcLJ*Dmx++^8}%<UfzojEAoISO
zO0TLXU$XcOC*|jPEnf^pXjv0%O}_5A*8JL%HoI{>B%efz@ewzv!?1h-{aPB7cAln1
zoip2ulo=m<9ltAM>veuoGgO00l0GC+EtZuvN--*7NDugKx{I|WVZ9g%A$)u%t26!t
zcVYT*;2ahfHYo8H_!;F`yhlz=HoH;`Xlj|^v)bs9-~3>g6WoZgl&H+hxcjg9M*t~F
zn6hzaXHy*{Aig}6GWk_Q4n837P0{LnVtS9ojm7bIaZHX^x$Ek`iW1pi-5;tet!Z}r
zGty+wBjMT`<-FwhO+f;0oGtNpCXh+sOy!xX*YGs#7C+=TiTtgdk*BM>0g}9^*=X_?
zwU(d7$irRTvRWZ2oNoAml{wUHk0tmOC={~WMRMG^9gWbJD`pv1kx3ch-yReE<gj#!
zerpMxv(ulF#{ac&{Ns4%*Pa#gSqU|Hl&L3hjz?$ClpG>8_u9AxZxoAJIED9&DoJw&
zw-lqUUi_$G&SlA9H)RH;+e=~xIfsdoj@>*Y+SKgMb;6kWP_*R4<C~9b8=<{yvciHC
z&5S(jZeBe)=@>}bw8*K)x|*6HtXEcb7g{nO5(@hENa_}EO#R<QGYBPiRGbw6Ht1+P
zKxw+*lO^0Mp-GaK*0Wp<xB4#;hs>VfC!I*Xyh>|StfQEFE6L9hocr70b40bj6y_s>
zjl{DX1KUs%EXLf%J;A@qX&>&fq6=lgtII3nINw#Hy#6k}mgxt?CA;r%b)aerGS>jr
zO{=+u37igg<8W<$I61`itqi0+#f^8Ndo%w>1qc=K%Sdz)4Q{Jw9+9;*NjDJ1ixZ5j
zs@7S(mQ$YRVa7a}iN!|~(0aU#&a1<q5(5st;UM=Soor2Yrh^29Zw|6J+~cL3oNS3w
zZWcrBPMK4CS<2OCjCk8%fdQvEqKMb5(>LrT3%Yk-I27EsZ-M@u_VqjYf6j}4G@Aa`
zA?1HGxIyPybmNUO=IOCpv*5fdn%uSQ%(<Yr!^K*S^*fHmeTo%Qpe&81>r=lRH)R{K
z(4gTW+$`U;7ss=g??lGLpwGHv;i+Va>QB<i#3hzb=_SA2?9ZN$#>z;qQ>vtkCZut3
zeQtY8rXv071ek&}^sO{J=KE-m8@UB+5^Ow<wiw#1W0n^WDm<-}6P@;22C7ebNi>Eu
zjymkKTv-$a4mnfqN6gQK3VDXaP#4$6i&V><nnKT=yr^WV6lp%kY<Nt#0Y4+R+Tmjq
z=F^|2B6I3oh&HO;axPU#)l2RU-&Cf}@dR3zxkwo`*slecD?<;BbiWLieHm8VQ$t|U
zckUM;b8^|+kQC8db;mRF0%i<i#*aDh$G%#3E|T^@iuSFzre*A%3((9^^A-rUW1<OZ
z5)T;p?V`jA72V&(ij>_-T90rAy1tBT>1@H?{0(RW$XhK}bjJ+EZla<Ktzo|2&Ii1c
zJgL$82|e50ukYUPXA_a2qz8;)Q3)k<<~lQ`uTm+8O_^;ZWs+qBChv_s=+9+>c33h*
z1!`rS(!_u>=9|_+QG0moOZrI6qkd|=B)uqYDQzBYQf+q;t+9+Z;*JtWFVJsa>9=A*
zHd-;y{Y?DmXiLTGN*DH4N6rqM*ax0vU|2zQn>MygzYb&up}B6fDNDcNu-@4$iw78B
z&GNFWI%7S;aGGsFKVDzaxU)xdUI(gTS3}Vb)6*Q8!1i(i6&wk+w#_3g+<&}*{_*!m
z(y*{1JBSG)f6Q<3#&*(R&)m*A_*LwP8aeF&^IWJb%^MLTis(SYVpQ&mdgH=nqvPus
z#d}08qIJ;Tr1~voyGe4uBo?eSgaRc89q=woRXetN>Ot5a;zv{}TUj=4%+&e|qHW>Z
zJ2$v8z&f3aIlYWSrTPuQkWSt<qisp=!5=2$>M~03*7;KHA@&d>V#%TTM*MhM)76OA
zyr06^2Xue=UWY<Vp<IhhsvKnJ=T{X?0B*HMCakHNAx>mblUuC>>OgoA+XpVy0{xoP
zFC{&)eg0TVwD%5+v_10KA@N%i3@H0toeX!yzFDd@ouf9n15J1`*_#zxZ#PJ}s%DFR
zivCAZT5`Q0VRhR2VKr41<{D^@p3v**SI=FU%6@$y@|MUS&JK?<P+M~>E5dHnllqgx
z_@}M=pHm9~;PaxM2@Nw&zz6#GXqYzO31*tpprB6CfB*rJhJY-mQxT>O8rGqyEbs^*
zg%7|g=KJqYgd;9l%hb?{WMLo<d@jN(H~y1~<omVqS8(}{PXZ;KUXyha60)%eR;EOK
zNmMYPe`2XKg2s2FD`=dskY0)i{u59><DeRO?yA|>mKopORGmThYLGA8#$r$pfI~!^
z&<C+~(pRo^Cf>_hlH+cjsS(<jt$7B_Rheop_791cqyHoa++TJ#2r}01Od84Xp`?*-
z!(Ef-8jW8+iW7->RW})E(gbr?v(3d~?w7^F#NB<)blFFBew{=x=2|o4ovO^ON|2WD
zMZ}kqeYIM@e!9C(j?>J{+}c{*-NOMY;zQDqu$Wz6ldXBYQe5oo4<DCxb3VVX$aJ{o
z2HWrg*d@6jHc?)PSkVt&b_i*Ah%!~I?g9;sjt&|EU0$%}uTok%RAHiR&+}#Q3julT
zNZT!5t@xabAVnl(m1xNs7FD8ki5x^uc#l`z-%+fAf34||U5E0=c!{*70?dHP*%VZW
zaBYy(W&BwPv2SIcly{oPMXSL%dvf0?ww{VQb1|m$t-D&ZC6sy`9uQ+^O9|<S5=Z0~
zwDL!8nH)gk9a?kO89N0FwV!xnVS%$&k#d<ed&vrI<n`n^J44@{nS|WwqOpzX3eoGe
zjCe1ej5~qmlS4KVov7I^yFt(?Xn^>XiXrLDuT}<BpyXPyYQ}r|Ge=RF>j0|`x7uXd
zGwQgu|JqV&@a{yDd(@OAl{*&v!E1;yui6?Z9_DrHJ|ITjnHR$Zi5ta{FvA>@9~fVs
z&q^~mHfr}mv|B$?svRP11TaEQ)LC^`s3w9rc_U{AKk;?AA{h*)`Odl9xe0|t7YQ3n
zgt=)?)Xpk$X(me>P?bLR@-d<``vKA~MTk55=!%jBmQLrII^6Sjj9@v`Gq8;;x|_n0
zQ^b4r57OK6W?xaxK%3P^knB#b!+pJG^OvN}X<Y{=_PW>@uyQQf_nxGU5uu#U|6>OF
z|Ghx}hl=n&DDpYc3KF`ANAC%DvTcoB&k*(f5V+UJI1997(5VZ$Xc9YaMZ8tPxY;QP
z<!1_;Mss)a6}9Z5&<9iolq~EKSFD)zNf;)xXoUuqyH@e?6rLRL7DVbwBw(UFxE%Qp
U?DC8M&1v|TNYcOmg#2Fk7o&H#H~;_u

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-26-1. Tokeniz.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-26-1. Tokeniz.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..3f2f6d01cb5c002011f9c183311e2209241e085e
GIT binary patch
literal 1770
zcmbW!c~Fzr8VBGn`LZVvR@oB5A_9V313?yJ2`H;t1j=4qP?2D@22=#91R{+@ltEc4
z2*yAJ0->O$=7I|WA%e6(;Idjp+lT>+>`2h0vF+SD)4%S$zcc5|nR(wi^FDLbBkBo2
zC&(|*4}d@b0HRrddK}mepb!Wo0**o=k!UmugEP>=VX-(9J$<|Z(UfFPG$jx$);rl+
zSUFk~2zGAvj+@C83Wa3rvCZ9?>f}Ok{`3e0jYi|JIAbj>V`oc(rStzBbt|BY0z!Zo
z5Ml*Dbs?ZGMEw{bY377O{s{0_AW#qnM<7vX3|7-1(gC0l5QM@&I2;Dkbf4AK0hlga
z&ywto&<{C)v|<=IXBFH;S^G3e3`6^8*So|gXQMIejEqf8Z8q52*>9w{ZgF$>@Z7$`
z*Uvv7FevPc@QBE$=$M0t4ksK*q$j1EJasztOj<hYe9pJ*3%Q&tR||`ZOTN2S%B!s6
z->R;u72LjaSM<X@@jsi}+8=jxN}qIf%LWGjH8eajI`;C_FTcuPPrgx1&CM??E-kOT
zUsZl`K>+Yimgf8u_BWTV#s!7JKp66q3j$5mY)}^lw<II<yhD%&82VPuSttXaf}2ee
zw6#m<tYLg|KW5!}%1fKMPqaT|{~av*|C0S1_8-?6fCC|#&jWP<FJMLK!`K<Xc+P|}
zc3lb2#d@?|PNv5e6nr6KJPHtdNKlF3clY04I&$pnrusdrKblB3CgI;lGbUA3l1f?M
z3sFS4ja{x<*`lzv){Z*s(4q#;X9nyKXk^cGwWB`lq@h*4=e))YAH95GICducMS8r4
zw?${LRsC+R!Us)0X!LB`gSwpA-C|Z}WJuM4c+?5x=Zlc3t>P!InaTFzNswtj@tTRT
z<1sPY^TIRgYJ|eP+vPP|D;%J~W^}S1E~k+(zd$3}JuwW6kjNTbKDI~Qn7yvpc+F7_
z6on2_Q}|D-f4caZ*p)Tk2Pd)JO~0-88Y9UbVDlJzzn=ZE=U&WpzOlb09BsV#y??J|
zBGe=6C_P2momrG7Wl8oC<8B3-N2^2%{X@Q1`7<}<dw1TNW+d+QY%X55_c3n7++5+}
z<2tA(Ux{zdk^Bj$8T<!8rUu%&WG8|;7+J$B3CyiQ4#l$j4E}Va&)AC|?aw#2BbxWL
z6W>59DyusL(Sh`otNP1fti9n!UzQQU$9~cX?PGEq*|Cw33f5<$w;3nSD56vw`ZkF^
zZW1<FYu#mkxqP6n4-xtv>s^QrHAypB`{=vtA*^qi*cix?JdMcASsE|fdWV-JTUSgj
zye5WcV1CQ$YUN@)PnR9#kFTz4I<|)#$v*DEr;>t<sC|H6#?bB+Hf4IXXIMvmq0`^6
zj)OLqP$0~Q+Wo^8v=QY{#DiOJ&XEQVHy7)@tt-q4?oqWhw@kmeyJqjSVZVT7>)J*i
zx^qSvtLkrojmAElj{h08%!SQ*o&Tn#WcauQ?~+#BHSjcSlr2nmqBjYoI<(Dot<`fh
z?W%3|bh82);Sq;QEiJz{RzKd|a^W4WvP3#Ncn&|OpA_=2Je?{GeU^|IDECjA3IOvW
zja~^6QOEs6)d?Pb@5+vtwZ2URMXglxK|(e_h_Gd!8d)kcOt4G<C--fSO-j!X0>TDl
zl?5{QQo6PwB5={5>cjb_cVD`3T<gmH!}j6nU{8xNo#_sB8Jt|;VoJ+9dM}A;-u_19
z4G3>!bYIVvo^pLYI@*3XsrZK`$35IO!6H<U7~^Q_n(eLgj3&SE>re%nFh_%gwJr0z
zFE3Wgi7C71r9$8{&c)vRwdvLVN$JO>4~n={lKnpn@&r@iOp7H%<-#v2rRrqboEkWr
z>FLBOoH#X(&BrEP5-M6nSGTM^o}#INLy>g;RD`nOhSs1~Q9<fKu~Hc}v%`o?2`wbw
z!{O5xYG)d#SizJ1oY;#FSK^Av;{0H~QCxeW;(qk24FlXYn+o%(T~5#Mo4W+h=Cl2Z
zzFy8%Wz;5jjK~|)I**dtN_UjFeJ`B;%6utz9++@E!nGder#evfA53R0@utPew?k>}
z)u#ojlm2Gq$=ejFZ!%x(`{^QAZo}jKeg4TB9%sT6%CY0ZN@h0sdMOKh4It#T+C_fm
XQoBNPH&X)*wfGoKoyV~Q)uX=yAdM9O

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-27-Tokenizati.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-27-Tokenizati.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..5281dbf47abe5edd66484e980aeba1e10d1d8b98
GIT binary patch
literal 1752
zcmbW!cU03?6bJD4%MK*QKtROA5Qazv3jqyLRzyHW3t<REhM>r>h$hTbmf}K01hh&W
z3=>e16a>MAScZrN2Ox@~fI)~9nn;ipOr!R+=k%|(-*?{q=ic+q{hX(KuIvNzH#o0%
z1`q@Qq&h(P5;y`33WY`?F=#Xzi^ZtnNO+vOI&PtcCV@oJr7ouElF538%Z>H)O%2H8
zr3@2Oa|<ggE2=Tm)|zg!+|r8v`4I?<#p2X)I(WPeokph7|8tb}fQSKXz=1>h07iu1
zL`c~PsH#1Y(3gNe1Hs@3Bnpkes;R36s^<e31c$>Aa3m6eP)#SP`T#*hYS1iLC{1=S
zT7M6To_3-TW3Z;;o|eZGsi9>EcOO<wdx6eEU85z&OHID9TCtL0&0OWU*2&pr-TDol
zUf!F1eEm4vwukNr3y+B8#l*(NCnWOsryn?Y=<tz@oZP&Vr+z$rCcmioqCi+udg*fI
zwW{jtHMKWx{?gFc)O^3?LF?0w&aP+O&tLTP54;r*z8e~ryqA3#mrs10oSL5b?1BLN
zD@#?s!v5hRs$4Jx0**j`c0sUs)rAugNSXyogT+P%@6pt!r(sBIP83$$!x~t6NVP(^
zPt>#xt@@2*pJ`uY{|>hAf64xW{q5=jI5?#GJU9{9gUK03S5^V4FU(d_)<6H&Zlv`d
zuWD{eWqI7$`3F<Y%WuaExAeNAy2CR2Mps~_jtH}PxURN@Wvq^g09TKkF|)BUIxnC`
zLA$xc+01(8F)B=98fC#!0+$OPuAU<VRdol`U#?tasAZggm62}cow1RVf*rE!YDv)U
zHB|(~MiCoXSoP`0=+b#8lLi69rZ4N9q~SypFe9-Y@c7&&ki*m|-4T<Xm^JG#;uk$|
z%#cZq6z_HdQHxy!>@GKj>+-uJXD*u!^iuVbE+%_>ddUK_W2T>kAu6{CK=58`y*Kac
z#Jp*r!tr|Qxx_~eCTqKAu9VKbBv#GHMJ~){B%nu6P3F#ZD6X{K)~l5@y?LkvrjP8;
z@z>s;oQDo5nfA#W?rADN{`QLK`rT7P%XYgeXat{|$u((6OI?<)1nDCVto?~Io^Dxk
z&CI~Xt7HxoI|c5%$@!fr+=?<A@8b8o!%^jXn{6w$1b34lSMQD=Jv+qJ5fu3G+a(B}
z9Nz@)GAhyTWZ5e>a*l?q*4`xWg<bV%Y}&wG0!t*>VT=rQ)-Wh+*v@6j3vjVh(ZZGF
zfLG*MC76)h?{ClN;v2<OeoDH+arKR-u_4+sw1#a!#G2|3w7kFvZBOJ|Hfg_UxsDcM
z4RSfY)=l;#claWqh5si(-yFm17Q+LUL)>5Gvo=9^ka=&!fn1`{Tje|4zHUOx(NFsN
zP@#ku<bN&dSbP-Ra1PBM-8EKxtvV+$i-_8kD7Sc(&=IKVdf{hIT?hqENa27(^~uDz
z&Utrsx1TuG8<{F?O>*M<oZep}S&ws#hB@g#UR$B>Ue|R(Ml``iE2t%*rh)69b~&O<
z|IXnt-rNM`z!s_Kh^Aj9mVP?gJ^2HA_TfbN;kTD;e9!~7`bmt<Q7Idd+l?8E><5do
znp0QHoI=C-VoqBoFIB^NVfc9KGvQb`qyu9LEfH(l>z7iJOvK~<Zb$dBjC-692rlJM
z%iifPW)oz(Kp=`-P-py1)43z)VfB&mSlU8A_m5gVlKjx?xnUH+#UE&yTM3bc{a4k@
zH16r|(0H|ND3_ey`+g}zaAyttG}s(5^;V0TmlO`;IIh2w<TA8wd(iKM_H18w)a%4j
zK?XA<bhj?uoK+GHPgONH4ABnSS~^U-*>x7&lJ2UQEBPMR<KK3(?>s_%G+^+Uc-4VC
zMz(plIH1*O<%gcvpPsr#?5o;k&Jx+_=GDPE1J!d4Pif}Vr}`HB1`3#dT~o!4%ZmL-
zM+v+oTJE#5{E~huVMW&HceC`MwzDlt@I%C~J?B?x^BJBf@>|hPYZs5r7*=a#oFQLc
zE;aY88B{})ACrq~{r5b$1nNsC%Pnh@V~U&%REE?FBO^w_C#gbW)1<1y>N+EnKaH&G
z4KKQZXU$}IPL>vBH`jRjPiEX5JU&~+cF^sKSMXirT5-vp?2QO&jE557N$z@-Z|vl3
Jheyg6e*kEz^ico+

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-28-Transformer Encoder Architecture.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-28-Transformer Encoder Architecture.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..f52649f28682bbd2aecf7db09f452d15b66015a2
GIT binary patch
literal 27963
zcmd432Ut|e)-K$Lk`a|Csg)oZL_s7r=l}vDIVTY%3W#J7T17$0K|oP*&XOcbD;W{V
zIZ4hrLwEC6BZ|(MIma{Kcklh3r<vV**Ix0hs#U92^<MYhSI7xjDH$mU78V481^$EV
z^+B#e@NjT&agO2P;^N}t;}H;%5fc#-5}iIpN<v0Q4W*}}rlmc@#LaSsfs>JzmQ{d_
z^E@vfA0L!OQ1tQz5$=n87cfMy@bU492#KhOiK#A}r9FG$zy7!P0df)#>jgFqHWmZq
z$Vn{hlURFI5GauI7}owj$iY9XBiKie;o#!o6A*$11t%a!u&}X@9K}9%?C4R@+6_F1
z96fpL)LC8$98x7iTm~Dm3y*?g@ffe<d?Z(HSz@|)>;7YW0t!m1)6~r8SXkNE`S>ph
zTox3%`iG>H^feh-6;(BL4NWa=quY0kO-#+qZSCwG9G#q9Jf1xD^m_K(J2>P;Xju5m
zR}pdX35iL`DXD3>dHDtJ3X6(MDk`h0YijH2Kee{CcXW1j_w){rjE;>@OioSDEU&Dt
zt#52@ZSP?8!h&FbQw#k4rr4kKItlbTa`Y(nQCy5(SVtVe2m9pFV`q7BPDv=?8rqOD
zTzG^>b|ok_=OaGjMdc;(TlZTCD46($nU^uD?Q8aXiaq{En*C7hP_JGH5jGZZ9`;EH
z46?by8uyUkzxbRAY>lX2Cja~{ioQIGl8xcYXPP!|n%rX2a84aJVnyjpF6U$AiCK+D
z?-Q#_6q!(wv-A}V?GQF>6V!J|zd~gyY%A!*^N*3v2+b)9??Ei&KCF?`MWtpn8V3_=
ztMv=f(yzIi`t0gQuSC^KS=5USWbHwkwH4|Vt=F6J(On?{imV$gG>xfy5VqMrmZi;?
z{e*S8tWRCxm!Y&UD$v_?c)tgcaE6_ge)lZQT0Z;9dPYl7cULf~RDTZ=lOG+J<@KT0
z57mJ}QWo;SUSQEYRW(01XDxl+Pum;c%JE8Akc)Ch)I%jnGRR+jRLt5d#R;piXZ2m3
z#WLMSUhfLK$;vs!5{OeRMuhCbbYZJ>;VaN##YrQt*@#lfDaY-EqZ-(#=qz}%i^A?0
z{OO(PhD^N~${b>I`xU5_!d1Cm27RF~{mH4fmAkO^+c_9u+MR7%{}SETx{9vbgAlm4
zkgwMwli@*f`f9g($7_mR@1XK7Y-2fJ7Hl;4gXsd*))0Z9p=cbLP5&oka*XnA<09xB
z$`<XBi@u6vw?3|GuH=-ZC$_M?a6)JCG~EiTiexRtn-|*s3#OuG#j*Z^O|qqQZrs9T
z>ddv?e6G%)FBqJ;dC%d^qb=|D$0Hms)is&57)4LtkVrOul1Q1y5*Nbv3MPBCgicbD
zGnL4a$^RtT?L1nnKQ1IJX9N}5*#v&Nj~DmRPEPWiO?#^%Z@cP61-deM&Rli|-!K-c
z<n;8EJA$~eWLn;{hTCz$A$*V-w&KK?V~I(V{z)M$d?XTUDgq|c;w&?)Z?lBFZ*0X6
zWnxqEsmOfYQHnTbC*<G$L0+k}!!Qq#pBLiz>i)IsBodNOdZqlxS|apcXr}u}GOM=p
z<K_3UaVOPZTYh6d>&<ztm0L-vn!S<WT5)BH;Z_G*fzz1|hPRf3x1Z_KcT?>_s5z@Y
z`%$xJM#WmfN#(3r?UYr6y8R1oQ*-iF$3?)YvEnL=cGzA`L<uQ!JS9^SukdD#Ir5ty
zoK7Ae91*URJxCW0TCGqsitF-HR^mK1wDrZi3)x74Dd*|{q*En&DxHd4zZNZGxCgOQ
z^B!@HrjN)uHi>kWL(fYl!s{+Ulh;$NVWVFRHqE&>{J_^lYMgLxWmrE<)`2a1lcY6p
zutw_9XGiEF-0!Zs*!QcE*9G;S73#GQy^uEw6gD+>)TKBKJ{YV}x9>p)45l^YMugu&
z7kNeTU6fl1v}eU)SmV4QfAwK|Lg04sJ>;IEuhXQ)9>fNgY1zpnvNfrBa7|)cA5hJs
z#1Y*bfV^Svu?LY)kI8bCnAGZo%@#1Q!`wNiQd#54X!Lj9d<oivFh=F<K_F<gHjRr3
z@Vdzi_y<_1U1cH;8MJiuR;PYwZ9sA@a))GsLpgUXeh)&vwg*|Cg1t<p(~5U^BYLAB
zOLx(iJE^dZ;V}iPRg$Khe;WQ+m*k?B3pyN?nUv4I%dAX)Y3=5HjwIozP)Vn$OAQij
znRhz}EaMFeCzx*MELaFDN3MD0x2$Q#d%Fh9PA<eOn3FA2B;TR#9hfRq?$17QO@noC
zd;a=+AN4Rfy1QCfHr7Qlcd1S(?zndJ>0PIdx3(vt)GmMOdY5M*c%^fA<Ko?3rGOhK
z_V@2=5a}~QZz#HQ`uh65e9F$_>Uz|bC}y_!K*`<`uWd3v-&2AqTWFrizan2m)SACw
z;%(a>bxbA3S1M^dZ{Vf1FsSv1Wz~pmM);=>>q*=xIw^13L|dwXx(RVz?tE>LqBliP
zk{`KHwW6EGTv9TBa?DZm1N2j-wpo{alEu<CceY68xF^*>C>?vLS(i}ZlZ+S&Yr1L=
zmW8D2&ab8LPS2UPj`4Hr4a`YJohfVMJ`*;oUikj8Iw3pz*CaP~RPD1YKAqiCH)-xH
zqOiO1i}1YliFBRZ0o`gMdWvhtL?ZR)o*Y#g!hH`@Y*`eMfs5pN75cYvnB#pk#uXIn
zSJ||pjLc{3y4hi}<Xluzx-ur{%s|+oAlZ1=j1+D(we&7AB|ZI7&Ksjb+06Ua>jt>G
z)%<yxy{UeIzLd2#8f)D*JMx{5%|F6{h2LIY!5bB6zm%Dpq4D0n+e>|!*2e6yJa6lW
zGp!`OAPu6PJRq%M#FDy7kAKb)Zy`=1k6x1{WpW8=p`+dWxciSCwKAm!%k!^{BnhYj
zW~*;oL_{TKm`Sw`$&~mmsPG2yJ_`D<K1s(`Q`J79G2yVrZ#S<#Za;0w!;Hgb8EksF
z=JGZ|=~@(L;rr%A>&*6aaoKrM+ZK7n<s0Fy=b{a54QXCKkszI?oj*geoaR_gRrIbS
zgKN&iN6=w=%<hwIQ)h%PeL``kwvNIo-$Z+X8BTO!-?hgZBTyl&m-oDFo7EiNckv-k
zn!TfRlo2hPyRr0=6Cy%yaaF6Z_-&`<x{oHc)2L5<7}IIXVwN-R{IB`H#AY~!$QJA1
zf6agTnv3Bks;!<b#V=xowm&S~k@QAc*SgPacWmi3uKBFf4;o)T--DQB{((MQ+P-kk
z)lGZw3trz{^VyJd!Vx`71&P&ZGd?2n&{s}his>Y<gEVuxvpo1ZH-$+0Mw|&N`D}1R
zHpE`^`3*iP;0r5HmK^poTlW(jl=n2f%`14rSK3DP!PRW}<H;1^X13(%xr<@Wg5B@m
zawv#<|B-7PTtUOIpmoa^tM=~bd!sE6SyTIjj?RzPBfQ(Tl5Z($Z?Q8rd~P(JoC_^v
zY%P<prH?-sDLN-m{H&g=?z|K2n3@h@_9+9?#x%Egms>eQ0~&U}y1eQ1j1cP)Y1J{s
zH#$-y{fbHAwvqos7u6m9gyk*47^eZ_l_5N7Q6aTL`YP7O_gWD=Ws<IO@7{%<|L`oa
zv;UkU>ugB0k>adIq4v`uFCNa&KUUK(;7nZ*?re-q{IJB*bN!DSmXQudZ&o!!bj;N^
z%4x!Szeor7GUySE(%Ol=kW8wNcu-Q93xA$sW$$-<rF&?Axg)dkS@)B^@sKuzY`pCV
zN2Dxzn5*C#r{!166wNycuwnJ2sNJeA^>=%ap0-|{s|@uQuk)7TUM9cZO-!&dY{dsF
z{K&ZAtvP(WQq=F{`1X_j?8I%Ed8FaJ9i}SI`$GvsCh`dTz8sXK`tniwGw)jT7P3Z*
zJeA{A@gI8#)=l<imWMk!C!pepFA=hhypbnjKN5xwb*0-%vCq^{=~(m3^N=a=LmON!
zF~Vj{&K|x}C?4ADXkGWNYsYWBu{<Q{dZ4qz)avz0rrS1;RL@es5WDC}vwce4ABTe>
zO90y+5vq57z*IZf+@@E~mS|%tIKd+9O3d*{b1EIh4iPQ#+3v<;DUZTLXFZ~Xb`&$t
zMHX0Xa=`Bz^i9byzmyOj%)e>*6^WWzE7YFwu{RN&?{}nFtz!&2Vr0hXYdfzR*Jh3L
z`fgIMxQ0r<gzkxQ6N5ynt)yOy*K*{ZmmGBRZ;_c`<3`BWj91Gx&bkqFQAQ-?rS)q~
z7ZO@nTdtIqI-ctOf;*{}QDA92RHY&0w#rmNBNcjyTOd%1WHps)(8*f0G?Fu^G`Gb1
z;wB@fpD!(1O{!*5v3xnPv9{;IEBC4gDG6(JHH$8%+6)Ct6Wy#75)CZ0AJ@7bPrf_X
zwAzz9YTCpoI2&L--yR$jRWwnyFmt*9{}#m#?S@NAAVra6uSe7k*REJ8sy|}=uVM3(
z%I?r8-hY?yLP^rt4ihaL`^^u&*3N*3xwhy)@TJbE3$Fw2`l|bp5hy9En?y){mAAUw
zL4iI&cJmHw2h4?A66>GgbyuLfU-uw>E|TQ*Us!NAERWYl$bgpDdTzwx*VSBtE+^@1
z5$bwkQ4fj79Dgl?E|_jtnj3-kymTF`eZ2>%AOX?o0gbauVnt5qW)C{_RW$!JpYnzc
z$=qj{QNz4Dy#+<=V}l9-+USryNVYm`7`F>Hb(RFR1h09|;BECrlQZvlXofQad1hx4
zb@c2Wq?}}{bLgoEzhj)9o`Sv5r#6U~(zKo>87tF*nH-kXix)8kCx{5NS<{98HimjB
zT_EOtq?R<r$w0%+VFF#T!usUv5xR?Q%SrGG*hs(*e%~HsC=bow-=b9Kui=r@=YpCf
z-h<%nLA+s8EY^Dv_ol55VFP@p;NBT$<(=-+I-GqZTU~K23PGgn)cSDe%3tX4MK1+x
z#lu!e3+d5XARb&u!{;{gA3n=6VN=ch2P{=(b@$5=65K6sVyTgNp82W}tm1d1Z`}E9
z(I@vHWbkI$Av7v_IcrS0ZS0CBwVcIY2$P9jSrQsnd@detOPkTW4QC%M0&)B7RD2L6
zEhj^p9!`J@Ub2#^UC`HN)i?ef%w$*;{SMPNAe&@6Z2b2a3BTCLd3d{#eYlC+8hGTG
zj3neDZtKJ2yb5s-PkTt=C%1@e8WU4ZCW?7O43DnL6!s>>J!E9`zO<^WB%X1e<gTJ>
z+f<AZjvE_9lo#C6G#0)UVs$x{HSU9S;R>1MMk;Fz4#bV^yn@v_Ga01U%)kh=Iyu_M
zcS2?wTv54X`MEk@Xf#P}G#<Wp<>4ndfqOtKcUWs9Q<IH7@Aiaya_>9Sv<Zit=sdse
zlAy1Xtx-a@a*{GJf3=$W%X=~r7sUxB0rPyo@7u+bWl5EGZuchhDz}NRipTKR8A{^5
zqNm+ebj+_3c?4ScvM@y<M)fE{?2HS$-PaztnPSU&TbY>>f>prJbbb*0`-`r7-kNV9
zf?3)l)8l0qJyzMa-9s}obYDCXPo8i`$X4>cJwtvb%Hus2NH>J|_}B$H(xS{=KD2TZ
zU8HfofNj^5Y1Pc(9~bP6!$tN&@kk4B5Et32xQ7(p5^}#i0{res@h|O|xdh%rB<vmO
z-kj6YArS63Il?7eHk5d=$_UN;W)I>9kJKy7^QgNz&cZINdTH^t?I$%lX{u1fFhd(+
zvT#}&$)xRw+(5A}_E_#gCWGBo-NJ^@&Mf27Wy0zU-UdrSW<#reYw_q)T*7Eq_fW?<
zFqy5^!`Q_dKvxq9S&3KDF0@nLgFNxMu?LA7N`xM~k&d`i2yV!1D{bh&x5uJGsh_4h
zO7d)7%U|4{-%-D_k!<074>66!p#Mfg;-Cpj57#O>6~=Bpyt|M|+aQ|r;)3A$<C)&U
zLyGx%rKcoq$}fJTs@5v<!^uiHVabwg-a`>qnZS!yHCGMQ_aj3LpKZ%Sm#!rqN~5>S
zg+Q)ccVpfEzrv@m1oUnR8@xg?8Qx^w8gL+u+E6YSRGOHODF@B`u5^^fg&&xP_0QxK
zJ_USl-_E7;8{~Z67FbOIsqiTx_aLGOS=fQ`HQc`&@w-*ID>nyP<PMDe;=7z#r~{vT
z_mMe8<^WLlKe$jT*8G2um}Iy6?^y2lRplrAJ$xww+ts5xTdz+ThuB6dwWjqCN{FuX
zR}GaMbFNLagYLsj39aViM$Mh!ofdnc?D&gycCpT#d^zsygimS_;#Bl8s(X;7z-bJU
z(<@s0&`z~KV96!9yYPFy;V1tIz)FYSEImN)H%S2CQ~st$Bz1Pf8}>m~yax$m0}bZ^
zdd?vXnY<tChFzvrkKu2c4O_0_l9fu|ZK)$KkG3<8FiK>zy<F!M_efId?OzU_l7F4H
z`X_Cbm0Oi>-gXK=OL(Ey(e{bBNY`5QRK^gP>FUmd*&XpEKV}aS-~{pqWZ_k|wOhH{
zwAs(>>8@BB6GN}Rl;DUB)_PX2HcAEc)1W?H?y}{5#Vw9(*592eU}qKfSwmi{Cof24
zqky@w<qcv32c+$;5=C#$DWM)^!<#EvP`l*qN@};znIsp((I2`HQ-&dElsD`x|KbkS
z?L7$MR*5(3TQ_Zb6P_P0kil<S46U872eW>)J(<$YoqUlmGG)9Od{Ks72?Mj^-r>90
zAPX4lX|TJ&krL;F+Yvi)e-F}4y@?{a03XVcK9oX3Ns@vj{p#oOJ;)))fH`7UwC8Eq
zVs}=YHz!ox>s7-Z<d7xw2O&L4GEK36BlySVJL@&kiPBv8Pia4UUt8nEXd-sU;0OKq
z13?vlph?d{PMvaQ$KT}lNpVW5R4BF3mFG)u$Y9km-Aw!h145?$r3JKos!MKf6l$Cl
z&R4I#8i+TxhE{XmgQ&f0Tl?sCX_1leF^<A#ap)I+b&Mu{e@Vl1M*nP1YbOtX<apqn
zThH%Txr_w2Rb3KzM@gxahh_D2+|Tp0_-R41`)`4*KQI0yKkmMvf&A>_;ofVgD=Qop
zY7r`Dc4trbmREH~#kwAUZNxQDdF%3vkR}5OX%39BKm4Vi<CZ3JxU*9VKJUCSr8-F$
zyg~PTGpi7aG8dE>jw$^+=(H*s{yT7}{04Lk4xPZxvQ(bK^jNAZfm^UCOjtwbCv*($
zP~E}c@qY~+Y~QdWgi{8e*av;OgZ&=l_>1@9s=Ig6N}e0peT2L*E@huA1CumEV^arw
z?d(<g(;bOa5}&vtgg(dVxZ>juIFqN_yH90Vt)e9&6gpvJ90~f5Gp)X)aTOO%ZyzVi
zS5meAm+;{?7bw5|9y1s7IUMO{dyp|I_>jS*wj#W?%wWO0aT$vAAlaQo&dQQ(Z3duP
zWFAP1z@PI3)i&)xn3>>Ruh6$j%*WRSl^bf8bamhQvt|04&VQ(5d=H`wQ?2z~RVLSK
z9DJ>JClcCC_;$lm(uS<__8`$I@Wrq3^BeHhbrKYkT${%A+9qd<TKSO49t5Tc)(IbF
zHg;j#J6>os0UwDO{dgLCcHbO`b7r8sTWs!!&7>a9Gxq06s_(i*BT-lPAn;?*L;B(y
zK?_=OX{hohw0kV@`{VHM9LY@STSXiA)T|48K>W}S+gwumm0!fa<)@4A$3@D-Z4?Cr
zY@Nv5gM6a`-Rw@&&Jenhce^v(kvIPj&x%i2b@38uK???cU300Py3c9^7riIS&YZ<n
zm3fRx(L=l{dr)=zD~k6IF^Z*rQl^~#cVmL5OX|{HJOg6PHO`GV8)?bT8~fiZ^(q%?
zvD3&8uno4cYH>>GCHlbh%rE|-V55~&)&lm|mqx1^c5!qu^ku1|OX-<rac0!^tJ>8>
z=@$YnklSxBx210K*U;!Os)o_%U8t~d;7-!wzKvz1R8QD6d}B&9!8L-%5-#9-`=o)S
zHCv$qYu%$lo|yEj*CSf>jGfo7adQ*Dcs=5GDezKML9;ovyI0yrGRI)?34VgCT*wDE
zvv=D1j||QD^GWcu+7o<lAA5Py*Vrd(c;2Yr@kyp(;ZjF<*h7i{TiW{y@0FIjx#B<g
zUn{hDLQ4P9k!Yfj>s(t#rqR2{6Xf2!Pw8(?OSYF-j+cJ4;V%oiT*+qB$Pwq3;ra&g
zEYoh6gILIomr*WT@aVaV4afH&t)+(R$n@85o6Cfg27F#J1vEk(AAEd_I%Wko)q*#*
zLxEfE1k`y_jlDBbu|J?Cz47!rSg1+=8~6kqq9q0ZmP_epz)JtXCu=jXXqagl;t+|y
z;!gG7;7&I42M}TToZk^|N&qNYL@yU2eJBmoz%JX<yFkT&Z5K=jnJhDcTZs8~1}V@q
z3CA%o-VQ0EZ<k3j(zod0dzI+82RYNoF$-NGZ}so^Vtz8;#r@@z2cPQjHa}$fxlg4V
zkP1{TbR~}oc^@N}R{ST?$A9zApCXlblKn^ptrj@~+s1)zc5Qe1!j>1IyK%u=zGsnI
zWCilV3hjnH@KYj2yZuJX8PF|hk#iS4sA^G{MBEDu^aFNHs^6NalxAk!d!=_`)VZ$4
zd=hzfhZ}c?6*)swTq`io!mY_-H3nbuchcyD?IPhd0e}Rs2MP@v1<RibXdD;;V&c&!
zP?Tu5V_cGR<4B)H2C#Inttbck9YdpNK6r)TumRXKSzHErhVX-y&?T=a#Of4lyXYH4
zklUESZ!)0v$_roNDXR;=x->I`MV1^My*&r7$wv&+E@h{|0XKdg<k?;p<aXu{2Kt{2
z>dIGm4#k#6GDeZF2cY*L(B)M4Fi8u1vKhp+c<w%X5V6O8(*Ji<@Ijw!BG{<~V{X7!
zE4)H@*kDn5|4aMOH`B1wL=$Z}d^yXs#A&L@%CreXm+({OVzf8F=z^L$uqX_p`zF{i
zLewJ7CBC9gJd{j1(|YI{#SIlOV^|zGCGxWgy037n1?W5Uloz-ZJ@glT1ZIv#?ix7b
zFAY6)GukI@2LG9l!PeC^gY7jk_yGVCt<P)#IQ(FP82o16c#M{N5SM-EU>2w_Nzh6{
zalpx<vh&iSjV(bfnGy5zWMkMJp6!kD<)4|D?xW~CrHm~uk<<1UDv5$bvMV0FiEb@`
z4<B!lMwXDco3@L-2=6v<ro=cFy$0Xh0x3f1A)*fXN&|57Aa@A(Nlaj42QM5TVPDb%
zf3zbG(D_4Pso4KHD)PAVVI<5uaTlDOp)1{J(OILzzF-=?I+1VAW5V-8Duw^p*{B10
z8n!71fkE*mzkBJM%?^4VrZ4QP3p)ULimM=;VYhC-w`BZhGm(7pySmTf$^+qHC8W|Q
zx)i#cUgGG56t%v0F3+FkmCL1-DtF`bXk60-qq+Dfq0SrcV|%8;eA2pcADhxC)b*cd
zB09O%cB9W*rmZxTe=|}HvB|{?k^!C^rfw~|=uEb#+8g1exdM~kQ_=(EN&}Jk5%$b0
z$fsoakHazsFyYsKv-AA7+10<>xeg8s4#8%ug0B$47PD6~sc<Yu!Dh6&<FA1ne8F38
zL~s<T^}t{30q9tDrvZj9BCG8>K4ZeTGY4T@Xz^3xNvjc%2)k%#3X+i&-m<J%|9WBZ
za=8il=oZK<11@W4_4sYYE^E<TQTM+Ta<{He@syL{6>1^YXB2e`;t$cGpORv;EkgR`
z63Z@i1`7HSW?g?m3#~}>sNM+4a2UGTPX6X-gTzB&mkzxPXaho2{Ed>_qA(bL6#iNH
zkL_<B%{eED;#nf))82)qHQvjqwXtSTOQ9v&gY2YR>vve$?Li1p<)@BLei9T3c<H+b
z5t_)DE1;8>>-zjIoBVSwN5Wm+;EO}kN*04>T!)Bjld~diY1p30u5fo8J^5jMOi`5B
z?P`^yBPH1B>7=~0k;GalXTv+n@;0f@DQa;}C^ElQd^0RCTqaIXgC3!s=$crWG^^m|
zmRPVJ+HT$#<j8jymyw+B-c_4~ncQwuxY6?%c7G|lrX*H+&u}lRf_XK|b(&N|@A@v3
z`p_%XYH#9l<okh6@4((ZzVW0hb@6GBiOr^hUgpd3-C?ib4V2=Q%1Mz=>Lq+;Nk2)1
z&2Ep~MMi3G8<kT^LH#tdJTdm8Y3uN<DE^~3o10lx@F3kgjdN&rM6Tyx%?P0;^Xi>2
z`(CHHV-9XP(=r}!m0Oj>^D$mLahRa}kxzZ0bnOVpXVAdwa%|TPP<R>=x|@E8F|FdA
zWb_l(pfF~H5kto$(t|HM174>gD?~7n4I4Y1fHFc~DN$-x<9QxoxC!T}vnL~9_m7G5
zW`+Fo&-LabEt01X>ND`G&zWMG#`7s+Ns|5gk&%;;c@*>`Qg}hD^XDuFsKf|xLST{{
zh9o11pxUh`^$AW<bY`)^I_l4=&q@SG;=w?sGiu6UwfF8Os%4~vOGo2v>sJyNqyRxt
zy>(26!q)YCh3%DM*v6s~Q+9E^%BDS(vlU?{0rEy09-!kVfyqQFU`rvNXM0`%wZjiX
zo^#<rZuRd$zKTMZUV)fk)OHW@a4mnqWIh?JW;6!&AV)pWr1OMmS9y@`0ONYJDPV8C
zyJimGx(+6xW#EMmF0kQ?U>>iT+=F0EwH3LV!J9fZPrxhOV&P3@h{cxppC~8*S)wp=
zy#Q>BMEWQG)Q%*UJli|vBP2jR==LHHY6k=_-$|s|I>pOdip#!pJbUqtGkKDTN!%z}
z#0tJd?<ef_4ur%8Hn>QZUP|P~Ycz@)HZ0bRn9LvAoN5O-xI?|*6(*R7$*&2G-I9E7
z1I*LW=?iDTJhOWRq>bC)L-EpwM5588qLk<d7#;yX>B_f2-)peC?pAeZ3(UCxg94cE
zf8z49wo;LmeR62`>>`XsaeuNX?Ds4R|F|zI@a7LuPlB8tM(lrO>UUt`?@UY4_)@zy
zJN%7r-d4JboH}1oQgI)VXj`A5rKhVCX`~x5gGVd$$Gh?S($|+8K^_2DZRh|Ez-sYu
zU^LWL+-wml9~0N_BEANa&`+JcckVTGy$-}P_#00T@Fl-5%fSo4^P)5u8!lE;J5uiZ
z$q{+#n};z7G{<-f{*$K;d7AB$_~xkGeMjv<9`7Uhu}dR(6@bGvW;5cJ+k<`W&EoBM
ziGhfKqx^x_05S@~0Wttb=su?AF_?-55dO*F*831ffLQ7mX#C3YyKcYJcg*@l^AW&8
z&kjNOi+!X($9mEP;)ZCNXe2JiK!@VK!-)GUkYT_)Wr#lkdHt0mSkmf@hY1S@KFpF1
zn#Oop0Rt`29S>dcv$&U+qkICk{ttE6Z^H?uyMk2hewPPzlRu3K7>%XojrPYDjD1Qv
zFiyc9#q<I>%($Z1u|5kY)%Lq6=dBf?t~aNcA`xiYXaS`*1<_;x#!%@(aPKwOh8K@c
zeho!W1&h8;X;~)?7xPcseQvK=<|8U3mPn_uQf-I5;9b?#)L<-)+#t^v`<m`Q>BbZ)
z!=q5=Mh1eKssE+~_0Mfjg@~-DMMT9Pe{F7c?i3mBQHBLrs9^x@w7!|Iq+=1$=%+o%
zYzOPRKa!~yzQlQ_8oANOnunjnRds*Vg_GH8UVSct46HXj&rVC3in8HDj2{uOS>ROa
zyGbiKoymRC$4D-4)UTMl<ULz~p_Hubls0Qzki^gP$e-pAU&c$z@DdK;9}yHQY;+K|
zDapJ{yNqV?7eYyPRZ$s6UQJN1Zl)J!^6zMM=JkJ8jwG05866RCLT*P-a3rPVTE1yl
zevxdSS+lJKYU|*OLDHenO-l4O*^IV>p1;3Zx5>eG=Y!`8aX#E1Ka~=##G^;RB9kG2
z9k#%OT47sLy3;MFaSMj|I>z=O1q>7s=qu5Z6nY+^4yVVZQPm)wFG;To?+2BqDpPR{
zZ|`SSihyQCh|RkAPXW7NT6h5VoV6T||7WHt=3N^ll4(tR;;BK3mIf*Tv)XE(ohH%Z
zIq<G3_|Az~W+01Eoa*x+O@^<&0WVa_QtH1kxOHAm^8SS*L};}-vrbBSHUXih1IXnw
zp}~WfUt=A4W3rZfTTHThu54eh!1($DxmIr%w_E0C>I?f6I**k2$xRl*Q0CKRS|Tk@
z?zl3iX&X*3y9p3*dIYmb|4CJiX!DX!Ll(h3dQFbxk-4lKR<Ag#9Fuy?!?6`Q?~X*w
z$eCt-4wS!OX&99*8R&XB%4=LYpeTCZCL&<I8e%B6CNv|hw=_!|((jkKH(Pb5T#Y<-
z#L}LRi|-Tf#`EKKQcnG@(aGBCdLBUzOhTQ}s1m+V@h%#HcaRS|oyjjeU<}b)c-fa)
z@3hT5P`Se~#F<-9%C|y)f6SL)?MwIUT5MuBt@4z>cOQIrN^*;2xZ(f6N&CncI{=1Z
zlq!6+5q|bNymnY~=V;U4Hhn`6>vuH$9bTr{v>Zsi=gwC`p$xz#{9m@d;Dt!IK7Ibj
z+mZ|CX+4S@v%(HSLVHX|sE8u6IVt-(m}}+&Uy1w6x%*YIFkOPF58INq8eqxMidm+e
z)ngSQC|JIDS9tTayFp-FSfFwT-7j74=kE6#*Vy;)#*B+i$>GCdMPK2yxzX)iDy?rB
za*7P78l8+#9}5YfqATVjb4JPn7VV$PEY<fQ)tlOuiPMjJZfe|*4-|bbn0zwDT<Epw
zyPYRFS52r^C#VMJ+-8+qYery{Lwfn}qTpj{aAjUKYfJ03_YQhDD*EP?`p;;^5qs86
zNot3cP+b-sy8q<VOt0fJ5LT~GKC<kIzXf5LU0~<p?$YU4O9D(ay)Qbmznna}zMlHE
zpp)l;<hfW!Q^V);uTBb>n5~ITyn7&OVq+4MK#8ZWi}>W?e}k=<>G_j8EM2KjZL$p%
zhUGXyL*rMO@NI;+9e8Z#zpyX7vgGf`pSI5C??_K3!n+_f^i<<*Zs*$2aqZe;`Bp7C
z7j=rpKdvQDx!8|d1e+5l`w5ZKSDv`LXyqI?Q<+zuns>4CZFx|<{!F9uy#_*|Z6;*G
zBm`}rO#dpYUyC~)l`(5KJHg40^Vxwaom$_AW6NPzq2%i62<g7)EQz#K`w<<Bvq@PI
znG8H(g~DiEhs(8z!~;{z$FC)HhOrGfc_^3Xwcg1MtQBdc>XE`5@P*Ep*JM+qCzx$4
zSEe>Ff8NACzIBGwUo4b;%Vp$~{He<!pLLv1kHfD>G@5UD*0|R5jUIKa(qLblE2eF+
zi^$OpHe00<dOYjG-;r_8TtTqRnsd9TBB~ggsckS%jH{jN?{-Bl#hNOfGxBwBzI_9Y
zPbrG~8YAc1rsAfUUbEi8Xwkv+ga#tlV0@ozw#_!u7aT}TSd&KX2X8$w55L%WE|1yQ
zbo{0_|E&L{cbGNlQ2&;0<I#lvk9G`$9w?J5mp2;?{4153S)vH_&I#{I-(P-vlfWdW
zF4bynUU^o=qv<j8%K?s;BUIhRbZ+vOMob!1QgdRbH#;*{^@r+hn9>N@pzP7+y(yzq
z*wf1D!~>Db0qk!<f>SluH{j&2JFg(R9Uy=GW98z@Lb1FDDPiMzRspRJuNynJ2MG>p
zf=!uhdrzlhR|(1Q%-ox$*3@G0lNFIiTFk3Sy&vI5pMEiletjG+8>u2lHXv9pBdXQj
zqFcDJ2YH5=(hLXLK$4~SU3itj8YhSc;9grw_t81@O$$O19AW68Wl9v`DbVMK(PVJz
zEg$sL=kUcPP|d{6lOdh=ADTcl157sQ<jL!zNoV5}IJaynU7RbC><06DkdyG{93B)J
zIxKzO?Uv}P{~*x4ohnyY(Tr)9&M$JJ5F<Q06wF{@Rf%LR`h7YUgw+xDgUJbacjHNf
z>axh*p8kmYUgh8DTD$&i<948)Q#x<;r6ALsrHnzx%Zr0?9txdnGRa=oJqcgSBwRQX
zEMBg~!el=Y{<DzEaBC-EwO8M)=4iC@+4Vvw!jqq5E>nwV!dKpg;ZyL!whXi(Q*rrd
z#9CMwMZ^<_r5a;DRjIxRqavbR^~{OHEQ8+nWoXKmHAvbUSZK9y!#nWg0j^I@+A~_D
z3$L=STJG3LcBAuv(*(Hf+>|R-E#+i16P-uZBJgiuF~;I9Cl`1Y!;@wRT?}Pdo+YTa
z7~#1!UfgxX_`Knp&r$DxvSlerMs41%-#q)kJYT7WGh~SR*yU92yP4UlT#aS6$Hs6K
zZMM6Fe=+|r*304n??VNif)M3NMCS?zhkgFFXE#rfycV(16M)wgThA|^B#qvZVs1h?
z00{g7#kditXB#FelJ|%D&|tEOy=AbAgjEFmj2X#l;E(^%q;mG;+?OQpaYP{!#QRsO
z5Sv@@r_i5C`gnCR_MmG2%qb2|I-4>~Q|V8;u?qUaX8>Yj`*sbkZ`v|_1KTg!>Wbyi
zfBvW7g#YMu_jW3#UbT0Lj)Jr^S#{kS8&IAgi~n0+0bkyMu7f|)g}m0%r#oFy(|p-X
z;GNb(!4I*eLE70Og32zhDWg{iTk~e3LDuCx2ch<}tJX%;Yg*)z);t5`at?MaehFPM
zabe#7v$P9V!fj>C<W~9@ke6v)l<J*n#8oX-R9`7?7Vj8mc#k5Dx%^|}d@7C=MpbXp
z64~4!nERAbe5O}ObDdCd44=IJ_+(th!w_{F?@7Bp9%7mTS1hZplgLksZ@ildmMMx;
z38UX?UXd)z@LiZB_Gq^0BG-+4u9oqB@xxqB^_iLlUfnr&4&N;|`_pF`ZlM*Q&}*TN
zF=xe&@Q6{Cw8if7WnirgO^CZjvE3IYpO23dI*%_{O$82=+$#3!;@8<tjc>_h2*#ta
zkm0x~xJJ%L&;G<rLx56=Pk^E^_nOS4<6Sqim20vY4gyvz{=GO6#(mWHt2UBr+2sl3
zNRRkmNN~)e(eALXjMbHMPL_HXoOQfwJHCFg+ElERKP)<_TkDSy{RXQH>`UYtbn^W2
zeOD+Lxbo6JlEqK!RtG#=@LlbhIUyBpQ+4|)%^h75Ss$sc0ymIlqM_<+7wbtd5flMA
z?b<{IMlKBx2Wd^p_cUw`&BkE~U2??OWHYQWhJRj$K$jOOcjLGJK5^?S3O8`Oq-n`H
zk8W`l==Y6+tn<I*x29aD7L9_<z6BdoasjVLggkni0zPY8=biT0ZXd{t9!gc#?yVI-
zWsZ{UU~9vN7SZpay@Q}6D26{71!j!dE*VKK>A6JY+{7NFpbVtX#4QwdQQ+WH{H{(7
zbPWe&DiA{`muc2`#SLY&gDw1*w_AQDZ1+Mb#gz>%EQo(@`F8jf+XU?ey0T$3zx6+-
zgqXLcf;UsQ0ZHNOQ|QiRFBDcLY;kiBqF*A*Hbei(;LDd^$-{n8A}iQi+bcJGHShH=
z?}mJnC~toZut-E6yS){l8Y0y)xWZalBE(H{Lz84y0qi=V9hAU(a1>Ss*r~!W4cXNI
z>#sE&%$vX}QzMp3HDg4%o@txfk$xd*{r%OX0^*I0)LyyKt9g`%TtHhOn8BfSGjmdU
zF366IT*!gwdhQmdG8I4Ofal9FWN6|#i`;BUaXq~U5k3zqc<|FZ@dwNgT+&}uUXcGp
z&PGW3^wejU)@nBk(VQZ0J16n_drn9Eu68$Vzj}&F|5v|9gV}mihb>K0M&w>%yF8}{
zdu%aZqgnxZ{+E}5`P(2FR!iv3PjUw~X{@kO=nI=7Hrbz9e(|+p>jQ~w{n?>g!8C%5
zzG&3Q7s}<VCjW8|Z~g@V*>7Iix72~Ke{xIsQbN3vD;Nuf1^=y!!RG1<MC6;HZ*rIc
zIS@N*a0_ts?qO&2<}TQQ&|@YmAi2XcY4QukRU_aO3it9Z1z7}2)87Mq1JrDP!>>Va
z`A_Hv$;&?xGyfe-x%>sD0=_}DX&<Vy32|WKNp8ER5pKTq!4~EB&4jJhBX0UNBfObr
zIhEENN3{&yKFX|5l*mq&S=4%3;nAjEhi;un=+7`wy79*O#h_<W$;Z*$n@(ooIPbz^
zvaGfiTGz@jX9&Qwa7@+FM2$^fe&;wyhiJ8eKahX?p?{$yPMjrBlWjqc_G6xE%)MSC
zuE9uaPdA&NGUmzl@RU@5|7%aPk1KgXZ*2qE1>JZwmh!_>DWcvcR=pz3B~Dn5DoR{(
zdE2&_i+65DVN#F1S0^6l8iP6=o;bUt--#1xX(S>9$qbB=0|v2^9A-A$Pd8rPG9%84
zX`}iu_VC(esGptUR_TrR!8EQm7aQ3K6s0Ony1b{4n#MepgsekU)Cb8d8;HyYW5xNl
zL;7WX<CpThTlq~zF4Fc|B{2CWWVDo5REWC~D~BtTby)K2X>&M8h}1JFogWW{Oww;<
zUvXjx^kBMH1$UN6eyVsLg59i`6jrf8JT>@ixS)wlOMmOWtA*2e@Ps76EneDW+o;Ra
zs{F)4gKTSks4J%<>gOp0oP3Ng`ftrQy0G-b9F0CF5|wN^5oIJL@9VA6?9Uzwj`}|3
z6b>nS_0cTQ)K*VdE=jw;uEA;#GELN&Z_^erxa9I;>3x(2@#+}-L!&hluT-KkpQ6h{
zUfGnCQnf3Ox(U35(<yI+GhSC}1rs~*{+{8V_V&JIrleQ?vaFLFX7=*xR_<lcf5#F?
zz7=iiR@e6|)5+bVZho|IpCfs;X?$KeDw&@~P@$bQF)n4QT~?blh98rm`|GQTGG|b<
zRyMTW3PTZT$fKPy-ovk<`&)14u9gK?-#}W`;K5oSCFwm3&3*2r=s~rk!8|;`-KH6$
zRNj78=XvjN+bN<sNYJBc_2DHnf<`*}RH;<awtG{%i+yUA2>-pp+<vnNpC0Ghi)XHT
ziq=hfA3>Y2huKVTxN{Xe$|EusEnC6mM~s|;4eMpuG?wWpv?jh=>PQMOO5<<*9CFnz
zrtY&K!~`*_8<l+2k=jn3qGT?@b3?W8ooda;=n=7smwkE-DyTxGWtQ-bqvigc14r-G
zpQAi#KQ_v5-lxz$7vGr>{PFJGc)sm8XRPP^drzmV$D5UK^Ig%7%=UL0EmA3WB;NQs
z(oMZv8Vl+hq-of;%E~e{_4WIp#t3!r@#2#mBx%mD%(swhBM@zWUiPWd270x(#QB6A
zY0Y-;htxA)zoOX7U)|=LzeIR`w@R+ifj1&Ry$w;osXf#bjKg$dc}W77A+&x%qklX*
z|0R+urDxDAx6VhTkNN4F!0ko7qMe&?_Q|^sc-e<)9n;K}4a#6M9^B2z{f=2ag`#dY
z;(c>m%v@xIN^GXUhu{P-wi0mc&sS{V$#6<&(^el^(kD6%K6Rx8`$H4?m#uD)G!YOQ
zvoco1&Hl`;Uqco4{x#PiyzZjxPA&4OU3^TI`5JkfUACf1zy}T4Xgjs+=Mlr-w)_5H
zR3n~`UIW{D<bPcyq_M(lzj!<;n@NE8%f_bS<n3o}ZWhA3gjF9PCH-O^ysOAGg%dNB
zt251}CATXEHLfz{88NH6kkq8ZD?~HDVvn%px{UBD@i5t_jfKkGuSQ7Ug3s}QBSPlT
zT`=o+#_y6;L)WOi&>${aPXiT51&AFgumb_=NVlZdzh5Wc_}mn-8w@6;uOV<lu!rKI
z2$tIjbOE&6ofQOJpvZ7>50VLPR=_er1y?l;wF`Dk4zJC6yjV7w0mF~y(3Q*5D4bZp
z0**3=y+wkgu>`1?9NL3ugPTv_I$%lR4d2}WbbtENmUmoXK@Ko^tN|*2a|Q`*)2oAR
zqIm#U4a6@*(x3!0ek?D0*Q!wua+HBYqCX`1Uz9=~<pqv?5nlzH6JWc({THKvn|SC#
zP)AO-2LXlTzkW+Lrj70o2ihKe{j=#)eld#|`XtI4?FoX2#cojga(I2?vmmUP2Z6>H
z*q{U_%lJu9z$dfHzpw{ONxY3;*%x4hK_h0Wg}J{I;MsuwN+25T0ip+tQ>8Hk_Fwrf
z|F>^Ln{&!-c~BP9eLsliLrH}~E%lFNwo`eMOsjoe3M;f=3mZg#VIxt$24PtP)m!wP
zdEhw9KAb{;8m3=?J0t}FHh?EM&{}R|L*4Eyqi7aIkTJUcFLuNzf-Y!6s;XcfS3{Qq
zW)0SO<!8|uN_Q~t%eajpe!-vg2FsyNsxZ(Vw#M6pDZ}SMGVXN3$8JS~+I<JTm-i84
z;e&F2cA?WDuJ>8z)go1G!JgC))(RL>6nZb;eD}dmCRF-`S_cVWID{fn0T#^xC2c>h
zWgC6~`TsqHeiC1e!v}V%uRnt;y-H?r95WWcf9n5naDtiKYjo?|KF7TpFwQ&Z%v{8z
z)wpP*1Kj)qDUA6o#Nl=SCx?PRS<vf`W$``8%Y(s4>F4nWGZ@0Z4NHg8Goh=N1!ps_
z2JB3NkuZ)2e^6gvk~=4rzoM!yjEP1ysEr?rWbExaaHCq5RN-(u-C9I)pXJr3VS=Pb
zkGM=cwff9OZgN@JxipfZEcVoAEMM7UmTX_uDGFF42=OW7>oPd(rH>T&PsYojSM>6s
zl1IGb@BQ;)lHV&tNk~jc_)z!f>UOPi#yv<NSO$aRcV=Letu5OxojUKed}rnIb}drZ
zAF(oBJHe5hWeneDV?>uVt&+E?X7)5nk3^?{eM!21sag5H;i0?fy=cXmnbA9V<>^9@
z4*e5<j@T@Nnkqu!BMQj(wa9AT$O~_35_YgP1<JYG=6UG*nc80ZGdaa`rp|_FFESLw
zvtKLy{NTaBvhJh@aoUt}LiMpv4QGmn+9PW-A^JYmE_S_kT{(IAC$BN?7S)Tgqhr%P
zCiNt?Z+CxA<LwFtI{}j|&RoNpYMEXO$7bGckRwKR8yuQBN3{a;TdNeYy8`7Y*y2r8
zmzl%DT58a@b4wO9<CH&3G8aC-%WYS`s1$t{@`~}!*%$s*)MLTDI|@_=cm;U#=U6>?
z_yz9pHme4kHJMQqbM|HkXz<*9P&Xo9w6kK?&1qKx_s%E~ZZFK28M?Oz(Rn*ZU)Ayc
z&ib*ojcL=Q;X1`CUsje7#VzAb4h0e|CUaQF!k6<mETl#zXyhEDM#O_+8hF>pp1Zz@
z?AkzhS#eIjR<S5b4wU9p=o1U=u^UZJF1Sy94}NN<K3(rZtr0dnUR;3_US^TKF)Pk%
z8s~i!tc%Y4c^evhe~AyuoxG4Ll#FjVqTw$!B=@VIG)s1}(N91?bouFSnAZDA+1A?B
zfNg?lP}|q2|5JFBW<bhUxq!y(cRiBSYX8S;uiss_y~uy@@-+P+I8CefAoML@58<b+
zYbyBY;6>kI>6L_X#wb`doYAjc@9qOQan*b-TjnQ5f$L+AS-$!@0t`+$vqjYIsmaru
z8@tw{QqLTXeBJrKM3Xofu~7a2@3U2IyFT%PMfU!9!RzvjDX|VqP?j<Z_MNA8^$L+2
z0qET<IQrxw5xl7fL?{y=2rA<Rg-#}5=^GI#Id8rPaa<H4Dd>YYfo+e)60t7K`|;rY
z*=P{2xK=_}H{grgV9x$Q!tZKtJ9=@@4r&1osYU^{hV0z3`p~XmmUZibfhlg&6E-;q
zZm)uQVi2SOqd^7+4)QDo>8PQysY4Ej5?<1yk<eMD9uNqRDz`TSW7}}R_AYD_334mi
z(F40*JmwvSR(oN)3jsd_1tZ)r{ZcIw6}^iFk{?Q{xKRKv-HgQTod*R`@XdikG3~+3
zc}V(aL8W5<p&>djhQOIQ(B3;Xt;fuzBc||u5Vgnx*6oi?!&*a20Zv9}_a+dIf^rej
zVfemcZKW&J=^DETrv^CwmP6-+;K+Tt<EpQH0~+{^S1Wgpq1tpmGoBI{>N$t)CO(S^
zL%+WX?0slp$)P}3bHu=I{ki<sd_VemF0Qx;L7d4#4XD6Zd7I{Lv);&od~K^p{<LlH
zRr&js<B+jOO>pyB5XdYcFs9ps03Vf8e)kb=Q=NNn_NM#FL}H?8N$#1lmB>H{)n(#<
z%u9XJEu3@4c@O`{xn6o(xMnnHRt-K(_l?TF0~{;1YJ2z9wB_9ws<FW_?_J?FhOqO`
z&c}bAS1XXy6V}MJ&?#1mV>(5lYd4Vx`%4cdI*!qIVuWBt(haBFR+qY|I%fPeVp^>0
zF7NJE6Ou?BYw1^rH6h(FC@5XQRR`~_#_XygkedMc@!w%n41UnzC*1$Ux0JFV_3u#m
zxBZ5n!~*!vx%mg|TQ*9qx96d#P2D}n&zJ`h-Vf)S(|0EC3wO{h|4z8ZvX*?Rg${-i
zORv+Yb<k@t^39e1=$D7R#>oj@Np-qZa1W9-5&nOsgQ^wo8<PCr_MC0ENr{bgo2F<=
z)CR|!Wxs*4l8agiDXX8SQqm*@`$5nT%wPgr1_Q}*`i{QW@UH74uD3Et1|^N>M%ZSm
zP>Gr=rscP0c=NU0BYe+)sw3$-Qo=tjdCSRTp=UI|;$6s7atqt6;QVo@#0WU<uWI+(
z2j%|h!MndYU<Y3a82=^YkN~6lG8om_H82INb))v}LbcvsTNdchb%C$6$VP4IX16;K
z;ON42qdBu^{dH~YA5lna!C*2iTh0BD;PRvsOYUBvc2Nd%S^$dNX0~dP3w5}(LAFa}
z0L}%#SI1s}V-H{@*%YikPj)}6;%}dPoMYQKj~G7Q4C;{TF{@43AE0A1XZEs=>v?^9
zMsoP<DtN}U|Lp0%dFIirGH3XmzY-XGzR9YSuk@)D_ib`_1%}N&sRXeT%^#S0&KxOB
z<A~l`e;x3Z4;0dDfF<LLkA+K3URJ}ane#@$B0-_+sfb~c=2c)l8O1FY#>$2on9G`l
zP+07_REm(qIhh`T`is6#$hI|Z?!1SMGymX#Irc+>exRI7s@4Tk)hD#g!dE1jtTG;q
zUw3{3SD4jC({*t36I1BCeoW-U^w6e9rgkMhlw@WNhyczc?5oZOPT=fcaL{h$PLPmD
zF!EV~Jf`$%D;!+gwZ;o=RRX;Zi5BDwu@-K}K1b=_nx&zSeoC7n27X^r9^*@}S5zCU
zqEn$wWUeiDtwX%w)IHo$&5hn9MEWdc=OvYDBK4J3jwE-LW|F!tE!$h+JI?tf4e2Q)
zkEO09jFjSbOm7JG5i?dqB&=4N5Zy1MT0MUp$JQTC0HivwWJVKV@6|gakq(0cmn5NK
z<kF*hPeI*K6n(_h@44c@P{D<!@u3cszj*1FM<j*{IZuE16yUG-8~&u(=V0F-JqOT~
zJA@{9#Pj{ppHK@P(N{zp5q|ShaNyQH{FpLlh=K5~1a7`iU_RLPifnzCov<iQvw6w=
zg0dwcROQ1Dfq4AA8lt1t+vE%G>6jf@-BgZO8i{xx^9#6VLQc=EO$TV$TQ`w6vwqbO
zaDt6!CAz7AI8P%{*ZrJbvtx*RGzjgy*}wb`E8G9`V&tzEBFJ=sUrQ48;<r_^G36pb
zwT*`-Z(YXMn|r074|m>vI@n%uE41Cjgb|mV1<69qc6v1dL}$i{r5F84RmZvA_=QAT
zCyEhU@}S~;9vs={LoB@p#p=D_+_&k36hbqxe`;0A;thbzkR%AgTH!-^ptKyEzS#hW
z`6C1a-EM{3#y6hMvPF}+QKDUCz&gJX`V$F>b#J{d{=VK5O@3<%+jAg|Q3Ot034ogR
zeDG5NEuTGR$x0*XO&e{a4`2F)*#(je<pn$Ec>XW&3hOvb4J>T22h{fd;6_^~mLpf(
zGU3|=<|q7eQ0XYTuVTQVPPS)us<|hnBfP&-6ozV)P=EY|!=XA4_DMY-2AlF(eo3zd
z*BT`vZ{NCp&!#i0!I_UbU+nDTn(_H8hLxlMV<ufYaHw|ZU!`8bnCJq>EMMu%m4QJE
zeU7$d9l~cB@frjxEP|K6xCyIp7H}Yr_vlaGH*-{$pSWgZhi!N?7+-KS(-No{Pdnm#
z(Z5_POMg~P?$x;f^eLJ0>WimZUP{d;tY9SrgYlIH6t*U{i*Ombgr(asXDrNHxd^?v
z?H=k<*R5|(QExbGOB3(G6jDPb-E?`q+8}3H!)tAqHS=tkcu*FO;^d5Z)4s}^2Oczz
zwh_5#%_*=`Do4ZczV@i^Z7e+~<LWOi<vBD`)NPjM$^FL9t@-r1y6!mj7}?TyGJ13+
z+V%YM#vusIR?q%>l$d?@&qdwILq4#7fRec4rbDlL)$Fi<;ravdH-xkr`*sQZf{^fk
zh9cR?LjZ#lj)$Oph1<!tDFpWIz{-Z9djC{En8<!K@X+e5Da3uwRTG{h&6&;TO*?mn
z!6VpqOWA7Yw0b6fTfWwN=fhLE*|L-C`_<RnrF4{_`kHW4(zG0mLFys;9w~9&@hKp&
z|Cc}S`M-6ajm?bpFMmCRqddZa?G_a+!DB8rb!HU{807egcKz1k#?P@z#WZ)l`!75e
zoq^_Pudk?}w=-Hs$e=6JHlY3(oE<qEfOg}CEqW-t!cLdcE~SPWf@EnFK6u!&L1VD}
zHF~qr7+CC&=+*CUFeq%V6@f(}F-Mi|nn?Mm+}tI^>POgOgjl5o_`xDlz+q_XTF5uD
z;Mb4903;R;-TWB0eB6cJz$WoKS?CW=oz{n~!0#Y|lAma~fL#zxd5Mzn6s6i)Ksv8H
zQ#rks+4Qy-3^zvsbBn03^*ir(HNw7PM?SID01HBf14X1uRP59@_|V^liT^Gh7>%Di
zhfTJQqPM_m?1w@;r<|vp-D<+SE#Z@o;X{0Go?U1s7SyU1Vkw9PxuXjo!U1XD19c=v
zX#dZu?6j|P>n?FNa!Fx#BH&PAfu9Tm`phYKQ(`S@$+YZhlvjAanVUC|T6*7W9M;>z
z(7%!Y#&;iZ80<Ha#%TQn{`Wqnd}iCcvg^n5Lk`pLqUFJde;@(;B-MebLjQkjpaZw=
zYYhC%|N18*{)7zuvrShU7Wm4)!zV*jx${`N(GfCi{|<{o7jzJoj+Yi|J+XRZv-0*M
zpKGFIOGs```8)Me+y&C)O|zjxaNpYUJP+AruBCOWl>3S2rp#pQ_$IZ%kB0xTzx}tq
z2(S}PBw>`EqZnGP2Hi7=YdBy*Dt(PS1V}+}03V?F(}O;-;F+eVgZoTK8{TE8gTE<h
zE3o5ZenCento3oOM{q$~_5hi*P3waWrdk5+|62<&$XUpG(zeAE+nVCJ5SsDq7-Y&y
zSF^h+QpsEUSh!)7_72IX04_J&afNECc=6o1iwy=6+e(;rsr^bpl7U(dG&$g@4Car*
zh_AN;A$Kk8KJLaRl!YUvsT!NzF!N%sNM+aMOf1Pjes_-t1#8eydJNr2X|fCoJx{<L
z#x8=nE9B4m77#p?Vu6^OHJ6aPa{uZ6JJH^}QjhL*n}n5nti)p&s4PpdHgkgGBN(Zj
zF{IpCtEvBk=v(n*rhxN)^L^SdvRi&f8s0WxG?m8CP96!y+!#8%aq1YECTA(}As>5M
zrJKMYx1xukp|{La<dLo#{z3$UNukR3RiPD;kF+cdQ+(du6LL{0`>q^VvpqOezxwo_
z^cQCE=KRGVFfyeWEeFPxuB>C=^7<(`LrJn1`9%L))7|gVnS5ZF)f8i9)8AK>du^4|
zP;)c|Hmr+4p6gxOgM`z-cNf9Nsx|@?Rgd9<8Op#68BrX)oWb5$9d#T=svhaC`Kgy0
zw)A=y{O;bUHOOQ}FQsrJowIaw@-t12JbDz_gAP^Cvv1lyhS+UD&ce(XJvI9!!OSl=
z>gJRJc6<w`QLAV&1fT#;^nD|cQMU)_$Zl4d+6Z2NWsSfh!&#OmiiwCBdvu;E1z&|O
zCA<UQZH{~nQzRELafE-$SvS}|)(<a5nTwL5C6wHBwj;8fPc3)*Tl-Fd;HC>PSu=#*
zg$;vHzjx!_T`rKY%|nw%il=S_-_6b%;Y6*LEqNA-y^rS~sIs7atR6sc|8li;7tK-^
zS~3+rJG}=<bWrP{3y80f{{l`oI5dMzkS`DaYV!uHb7F909pVLI8t*A?C09}2zhTLl
zImi?gNb!K4q_wmj-j3K!DuNQhQ_4VLS2)@@&N9=VRyQe;obp!F#-=x73JS~&C)rYg
zR?)Mmnp~pzz&?pG1U2m4DOs@5PU}sQm5fF1N#TvKt)AzGBLSp?ea_20IzkJKVYO@N
z27QC<U>n{o8-;`oD{iTv#eMc5dNkXe1C&90<7(A%k*}onm#>`$WRD{RVXdjtgIvqp
zv4k?jp?T~%D&e(jncJ`qM01zu*P;KfwkwZn>dM1x9t1@X2yub1h!rqKrmUI}VzDWk
zDS|8-6QQOsgdj2Os{sZ`4f|>fLMTgBCaehr0w%Ty1Z^}BLO_;Mpim$nU;qh(&YLr*
zbNWZ;j59s`>)k)zedoS&?|1I+ecyM#x2=w)NTT;5BV4?SeQY{L6Lu1M{AGuM5{F0K
zH9xUMW4@&SYplNYx)J;VPX1)51GIi(2@+{(;!=}}PBY;z;7%%t*{gsWcUcVR(=&2S
z>2O;n2mY6qqQ_>Zp}@jl_#M^afBOH!|J(mO{T^jq4S1VI)*c!=3~5~3EQ@;_yy_gN
zQR3b1_Zp#O+fNBv+6JUD_q|(9jIxn!X>ZX_n6*npI6znC0m4}q5IM(VMge-Y8c(s|
z6Q!kplfw%Bw9ps`|31}eaHQI&F|FB1-YVC`96?LIQ&tox5CqD<J9re}Qat}oN~^5{
z&QYA3QT(uU8A!@-tCG{_Ld27~jpG>C!<$#LXO0W(`cRT(sE(1e<B;|4&$D??(r+fL
zx5UE%YhMt6JedY%XE9egk+7Fy2|!TOO-FjQ+V|B2jGn<;hq?o>^-w^X8~mSQk|xV4
z9qjYIthHt?J5u$A{63F%76pjBjp+eZG>dYRUxmEiUePv-Vdg3qC}N~gvhT;-4SV{=
z`Y%e~ODN{2?Nm9XZ!?cY37{)gxvm7yxxZ?)hilmC>AgaNN{euv<+doGR5oN%+9}0>
zNuB<{($oh84yUi6lU-}Da;?2U(?>E!$Mshh3+yS&bmZ)Q-o^m0{Pv#Si{Rykh0T*=
zJ0RcgBZYk!;Z7J2aFzmJJlu2x2F)u3#GWGdfA1l)eH9De`$z<sd4u+%K6?{2od(wG
zb-wZ)GxGe#vej#sjBL}D@KG}`+JIpO8Omf&MX`MC$No8I$~=Y4d?)P5ua5-<Rfsr&
zJT*$+Tq6J)V5|)SV*YAi@iNn2kPsR`s2$f;K<Y8C;ouQ(@dxA~Pn72$^CZ5nF7`Y3
z*=7(vT=J+CLbPh8n;h^7cJ!|`DvO>?hO2Z7D?*5tM+isnTM)El9^{nXcshPEW#siV
z?d4EwJ<<hbFR=i<;b`<D)4jw|v0;gjq@-_fkmYn5KU<h0KcUk5#s~w+Vv9-oeyh@;
zm{D@r@|pPzq$Os8w`Q0B%}e7>F6}}>Lqu+4trBrM%R72Y8|TElxVYBD545#aX-W?8
z8bGQ3M_dAiJY_8#Wr?o*(qMAPH2D)mT{Eu@hdO(?65B%3Smd^bB_HoG!qjk{WR9W3
z&t2_Lr#S#A%dodT03)fr0IQih;Le}D|KQvm57BUPGlM)_n6ptFGmSXi>ssC3m19p;
z{?;K&CLfN<c(irbs`UIr%g;kgyulr&`P)Kuj~=~y<mvJg`uAD(YiFmlvsMpFYCoDP
z8_T}b?TN*?1?KT*$V<twm5092^mK#0e@ynDLawXV>QZZ!A`Bf-h21xf-4RtH>x14^
zqgf&u0_J|r_ku|&BCEQhic^kv&%D+QV#2FPe$R8l&me9%Q+=CrhW!FvX8rcX?>;=Q
zFju9H*8LFM=M`(rtZ;FvgNn4%98>9v`;Q5mhQ<ZUw@qloTOWf~u0ik(a6g~AcNmFR
zyZfURGiImv==@mQu&Gc!6uqa-VmEcM3G*ey_UEn<rh)ukbJYh2`yagveK-jU&);}j
zkKA`{WHPt~hkaHsA+V{4yXyk~qK~cD#5HKU@x*b;Wru+e7DgM-H2&n>uzQpQ9cP1L
zB+-uKiL=pf((&U$HOE6IA%dVm6?BokDSsXj@!)Q;WRszQxU~*QONK`^D`yM)@ry*K
z|GrOL8Z1e*zG#q}$rq6#1$PcYySUhq6@Y*hW5*58bTN6{p@wp9cVfYToAFljr1i#+
z#Vo#Uk`>WnUB@#kr+VBMH=ic8jLZaI$lNb|&I*M+h*t!wep%9gt7Ubfc>V<`!umxx
zOdX$Ujp16gFqzFPPFuD~7cKUgqyIi`!2Ydi4%h?55=X8P?oe;d;4Qi>3^Q67U0@O^
z4lJJ75broe=wKav4mVXEEI*274>`mzu(;k+v0f*?=BRX6AT@363dVX)eA|X&l=?ka
z4=Wa54;GGwNI0qR<CZGatHRqaKinSFGE}V>JnjgJ`)vLCvBdV7U31l=&I7Wq62bbe
zI<OboaUX=$yd4s84N?HwI?-T$tA+Bj_xviV^SCJ*h{7~GRpyf?ookgL450@uyX(gU
z-Md}}l@yjL4OOKK{<*}=`&6m~BRfR!Q)D_2m6D~of5yi1q7oRbMh3!VW8@;L%6rDL
wAkH9v6zE=2&DD(o^ev6C)tW`;jvn1BDt}uqbmnmZi?Gpe_q{*ZR{v%6ANmfg@&Et;

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-29-Sentence Structure Diagram.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-29-Sentence Structure Diagram.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..f8ef175afd6770983aa5b79f2afb5077cd2a137a
GIT binary patch
literal 29106
zcmd432Ut_#vMwBY2f-k{8G2JB^e)nSXcC$f=|y@G1Vlh1ARUR6P(m*Pp&C>=h_uiV
zklwpA0r3y+efHUR-@X5H?<xQDhvy?JD=S%<HQ)En%sVsd_vG(+zzt1R4OIXR4gi3I
z{R8~|22chN6A}^;5)cy+5s{D(lad1|$jQja8E9@&0a+N?SXmgEnb|podDw3Yf|!|k
zCHMsIih#jjHXbQC$$PTGqTqYiUxGtILPAbPPESEWe~*Ki<KF-E<M(F(H8HL_ZaE&#
zZ2&Gc4jwhm?+ySP_IDEC{CNQW`oO`(!zUmlA|@dv!yZs~1AvQzhlh)gM?ip&k3BjR
z`#u1lnt+BwM2YaGfeq1ZFW|k1#9U&~{pwa)$nZX=sIB*N64G0A^bCw#+&sK|{9rM0
z2}vnw<p(ONYU&!AhDOFFrVq`acJ_}Q9G#q9e0=@<0|JABBVR;C$Gm(6OG-{jO-p~9
z0nf`XKo%Aimz37jqU!1!8k?Hi+B-VCx_f%RU`9sA#wRAHrWY2MmRDBS);Bf}4u2dS
zpPZikJinF;2Y~k%v9SODBG^C3MU9mU7at!FpXgdH9NYlxz@x?|;1D6CQ8FO1@w$2Y
zUIa1leqwHQD+x#xvQKO4JxqFw6THB6a4p&&$^Op-d;Xu2>~DhoyIj)%ay%TY^6;nu
z3V_pd-n?+q|DnM&myqo|`ohPM-9`g0gSj~%Gv*6K0crSfq>3xKZ|#HQhE-khu4uMI
zTAw{jt&oP~w8aY8ZVW%Wkain#eft~mqQ37c_*qJR=eYHck)yKnI^Awg9}BrtY5hPX
zGo|ZWdEpwi!;zz+JFxAk=dYx5G+7yoY||WLJbem*bp#b{Gi{v82`<5{Wip~eu_>uT
z1}ea4pn(eD{};nIFX0G*Pfpy=`e<nmPI$alU9LdmI^<-s@ai`}J!j=*a2>$YgP~P2
zA0)Q4*1;;$aNrPk3kfD{*H0#X`Sy|2mL<#Jt79FuPXBYiP0#u!&aU-L-cvAqlzR4b
zF(uw-E<Y+Y^`YY`Ly3-Y8#JSN@G`P+@RTA*9Y9&P**t-L^&8+jky`Oo3JR@V3XJv;
z?h)za=IcsoiSp?F(&fENF4?Jpb9+HP?``l%?r(rK+eKTUe{~&6@7H5XrYqT-8&I*V
z{IKrlp#rKObsM?{N1o(-euFSjq0PYjw_ITeqpn&DKpN)ENtuzKtVo&n_MyEG%-Ait
z6T6caf%~5s2}j7haL{bL$k{|@h<;6)YX#|{n7j&dFhkUz40aSd@4IE>=T(#?ydWm@
zd?@#agl{Jxs0b#ubMH5xlNH$1@ZohI4b78azX~?$Gx&(XgxgV;ELjN`k#F@ONItsE
zGElUQNL$BhYA5Ln*Y}(8F#f^F$NQEa^KR<GzwP{BuAHk3b)raIza@e;@d9PO*XM8D
zP`upG;S+e}<gjIZNb&C1h!sTIw9M7|kn-KHb}J)k(+{a`gK>)rukIp-m8u^7G&(1X
zcOLo;sCx5jL1&k5|1Vo+qmvVq)5UL$hCeN}%BSX=O-oz`@?cP|%UdCCzm!QX>CXv(
z24-0}DnR}J>cC~KV^S|;hdlKyst+Ldtps&gQ^kKO7V18kJub#$vT>tYQ)EeKRK8S%
z{M^X&pk3M7&*nW$3ao-CPh^Pva{jbmy3@=?w~5DgG#VBM2u^tH;Pz;-K&dO#HEBOR
zI)4ai|Hh>8V^7y(x8DHhmcADp;0H8NBmhD@7!U+`Fj4I0yJ#;h?9=t$q4^{t7yZve
zxWnqYd=fD1vEi#}|0}BTk#sUe^Wr!akki{6H0ooIq*Qfw0u;#cIWr*vsv024Dv7hQ
zAh6-O3F(SWOVc5;+pjzLs7A6ftTUShbwCjwy=u)j!Y#pKbPfY7$lBYC<lNt{NO2iI
zweR>G>;q-Yi2=9ZxCsjh-G-ge?=z@z4lm@yj8BW_H8cd5rzfd?%NLcDd6qezyI*4+
z2$zGd>3ehV*yFUCur9`jpGeQjO>6O5#%n0*K*5uv`~U<%+BVZ^oxFei(=v<1MKrqD
zm-gQl?URXA%I7U#%N#-+sduA*(J2td6Y9e(l`D>;qW0eaHtOF1G+$1Ke9Bqa(xSp?
zl%t`Y3tOjJsnhp^`5evR@}0jf-b24<;?HtlT#<)jms0sacpi)w@LwD_aTD>VDay%=
z58*m;G4e;<`s<&M*<pY~7DKhskbv?*QHwr;6#g%=C8R8UN9QJ74ec^<_rKUSXYDuX
z`@ccGKM$zfkpH&uom!SvtIzJPtZEa-yYC0(acbtHAxw+k%KF|(?V_gg$be6{H5=r@
zqyfWcmPIVAByPgO_U{Z{DQ3z>g`e9`6vP*zyBAjKX7^r+c~bY0Cw%)}ETY2Ren)O=
z#555LB`{uGadz?_gTM^xdFBL{_@c5_Bzw}*3m(A51fAW1_<;2-Yv&ranYQqf9Yxlc
zUU6s)IqkO%i>ZUkG;^jig&mWCm`fY+rivM8_s!RV%iqxPBF6~IF)iMozX9Y%S<aae
zgWv;9IH@c7NJ-`AN7UotH|e|h=;tG+o3fsE`A@T!I2QeaJFhfJ5{e{zg7zOMyh+z+
zsU2~jPu&w<5`N3@?F|&Ld(V9L3iW~@v|FtE%(Uxug~dCjmj%&3l5QzISKNbbzmx3Q
zQp8;fU?>_fmD?BvU=7^gMtjzb9Wc|QR~GYVcWcn4q*Nt9ET8LLsRi|6tuKN^*i&fd
zE!`6`W&njYgC6Ib0koF+&@<4l7N6qj<~=6=+@)-pam4TyZ}Li(qaHomk3lTXD6-~z
zm3)KBI)jTVINB)MlTE23d2NO!lBUi;o#)YYHbGUJCWqaQ+(!>1tOs*~kBcW<a5fYv
zuh$s`Kw>wRvMyrr4OPQS!KLti!G}ED68vGB-(`QfW*u0+<QWo7a@uidwAFo}m8{4d
zcFF%p{5PQE%LUnQfS%Bm7(9d{3=vqXmpL~u{)ncvkmr1?<E++arCOR0`JrL=&6$yN
z>DEWF@$IWYcP?a7tafde63^uD5Nmh2d1fmE5x<d9VQ$^)FAeecybTn^L=X(`D#CiC
zJ+UTHe_deAuj(g}&ecK{KMTRr43n>C1E5(_J__Cfv2D<b^y^FI4ZWBvdC+e_prOLc
z&}-D~?g-l>9VqM?Re=2y)ZM)NZ$RA?0OVHdT2Y1c+ip%i1|XnmZ~D20BrxikTVywq
zTRanM2{o{Ij`xs8a(+~|yShudPIGF2XwBfBN8G5mH!*^esUwV9H8JeOT#nye>GN`%
z%A>vmHT^8bFd`SKH%ROHW(-<n(TshpK>hT2o9XGgK$$g7U;s|iA#*Sc5ZQXg_0BS)
zV_N$>EUoFAuvBF(rN(0IwwREN{*2pWjliGv<FI*hQh*;35~xokw#bx)8(PnZs-_`+
z6gw#vQFJM@KRR94l?ycJ1(xELW~Yw2urgx&w7#P(&AK@oFP43bc8}js1u6kPG)Iq_
zM-eq40D)xft#{pG)}U~c7@K?$GUc|IPm(|u8xYOePV}&WVQWxxayZ01&vhkT`y*^Q
zw{=R9>FtJY@n^x{#R3*yKw;w`L#H%+wy_@&)G~V<ox1oNAoDPl-H_WRh>}o%r#;<2
zTi~F4x(iRasK?Ii=?&M~1CR8DES-5BZ(hr;kg9vNjyY|tB=2t}{K}r#(Lz5^SSe}&
z*h~+ymK;=0pR|VbsaHTH66M!DB&!}0DQGTT(kjI8L_32GD9w7q?o71!^?$i+5$y-a
z1s`CtbgVs6HUYeOu)htPT{WncIuaZM11w*9E;1Zh$`Qog5&BvQVv?>5?DvLCpVbVS
zsEv!+crh2?zwsa)pLny{h)J5eVzPVk(Ip1&%oN03vnT6}n6><7p;p}Sh2CQg33!M;
zU@cqt#Mtg!qU#|f#uxJ8ktFr$RqBSOlD<+;73%?auIG{`y_2%a?M*r9rH~!A{pZBJ
zms=Bymeo;52qKJxCe-zb^kVppEQARi46Wh5&_@7&Or!pjx_fpIQBmK+etc3TdRB$k
zR~+bJEpWFzpjmZ0ABdBDr;DkP2gZjM4Ps7aeh?S?2~)M9aMN?|_##w1lyGx+?E-mV
zdTC6694|w-4DX1alv@XG#JjA1l6#4MKf2&2!68b|q6hXRs{Zy_>j8Z%jT9|Mv0xSw
z1yiLLM8GqLhyK4=sl>C=i^(}qlP;+ZZ9v4PfG7gejY+8|(jM`NTE++z|I}J3#`!7O
zw4qr99&TN!%^u}zWslXzTmL)d@{w#)fl(u;&CkF9pKMgYsP2`8C%ephQP@&dh<kvm
z@33&%0OHs75Ro%Fd$b^-Zgn`sSnG9@5JwFK*wMAv!)Rnro`*tA*>dWqQ`jqbxEwPx
z4ElAb&aiBftV*Dd;<;R>^Uyy!aDZTly&V|!6`%tk|4cqXP<1x<i|1(=<rLRNcOtj0
zIDBVU3#?6t3`%c5sg1gPP{FgOGh)|2e<UZWNGFJPudq71@2*K9#k$KBm!#4-&#NGE
zDNwOL__E?s3&}Mj$>U{$SIy!YcNXgBNfmvZ?8m7jKXQj4=EAsWe|BeWgfqM6UYmp0
z^TstW&fK*T8kvwPE+FdjMl&-T70E;sv25NoBGmt!JP8LJzV;;Jc_nKjv|1+PVa)$t
z0)&@a*>H73NCuA*aD>~G<=J+{k=z+$^4`~=)-iqcQK*-ReBaVtgnOjI@p!n5CENY_
z;mcOM(1plOSH$N^*LLbH>KI0NcV-xwL$fgt4=8>Vut}xKE60l~`uv_iukOp{wa!qe
z&_fbIyErKQ_te>BOp6`60;eMez1C@UW3(>p#_KJ!SpISbZO`X(UE$Jq&J@uityf>_
zma6*3QK%}a4QUxs=M(+*#^r7LN)_KvH>0LfzHP0Ve2;b)3*=0`cu+a?U6@T)pGY64
zwJ1K7jVaPG0z#PrFf=bNf=DRGqj1*JZ*7$Xb_i`P+)k%1S$CyHUFZQrl<QLy9U9)x
z-sE6_ZphlrKXni3_V*(xUwh3N<cYeu*ALmRkI6f;{jy2y#{*yVpXE%F<Ycph1HPc5
zSwKrFg*k;0wC|>C(Hf@#URE_CADk-H+ODWk7-6nY=F!dBYJ!~pGe)eRCoJw#$_(MY
zX@U8%(<2eM2?=~IB%BX%f>?}Y(j*Zi0Th#ay8Vwk%O__o=s_7!MUu}Tr1|q*ro@X9
z+LzcFjq~U|1ZPhRZqo_^w;Vd*+|vz2#Kt@EWJ^O%5#;^eYkGAf**aRDQ=g?~ty~|4
za8-SO@xDI7cD8G@%k^pZc=e|D^z_WY{^wfIV_ga6cnbORw&@Y0T62NGe8s+`aPlF7
z3f!%Bap=xmdQmq}qWVV7j>WA?3_5=iC^8i|(JpGXDCN*B@0s4}K?OZlf8{iqT^P=$
z{+YU8hyy{m^E3FUJT7>;YfU?~YEsZf@2lGEDQ)>P)0w9enV0$>8|#~gg+M*e57+uq
z;`?BL=^D(@tZ6&NV|QOn+wj8UZh@mpnYLicWS&=C#uK}D>`}>%iR|>&E=T<!z4{SB
zyM}s>d^`rZt+)f-SFU!8WI86jmt{!&pXyII<%`C#4!j)YU20=s2*Nhgr6pN5EdiY=
zqNrX*7$5$1*7ZthB&^Z(ON^3L+21)FGhgZ*yS!M}4b+`gII3*e_(rW4*)&5G4i2z!
zcE;cN8zz3@;<=Yb!G&?Z0jwlP6^sLa4e_jbOqU!t>GkHjhg3I4#9l4RS*%OTrrQ%T
zOp9&?n|!;G&)u{~w|?j<&z3YUm@drxj5cG)XIy%qsOZf0X}<xvC!Y<ap2eEy585vq
z!FOK5J7rY@N-aSdloxK7rTL$>bSB<)u<|?~Y~MF86+<6<xXT$*sv2}ox*4J;U*hTR
zoVQ`J!M%9Pd&Wkc;dZzT1>vO&T$}FEiiJHJbcDIO=iJ00vXJ7=gXf=bUR1}9!*0kc
z4M-;|(hOq};>BY4=UA9s8D3M+alcX1m|OWbw+8C6U~Gg(cJv~`?7-#ZX3dMH`+7=^
z4wc~r(Y>qToc$aF!CpE<L^*A#KJiX~$Mjt@u(kuCQl*8hi`P%>pT2mR!dlp{k)&GF
zHQY$>@KK~9YuG%6jAqkF=W_k~*FOQyqw&UNJ{{+(uecNWJ~X^wXM4&bkUSwvYxlUg
zzqqhkuE}9`g|m?@%|+o%={KN`yP@gR*e=Z^B_KVT^>T<vV}EY(a7nd^PM<hU3f6|R
znK?h<Xms>V(#<VDnjB~hV1qXOH7LCfO#d=)Hnb&|z)P5nPafY>ekfAdBuDmC(sf)>
z4SVd3AAPSt_CRo7b=cI-#Kul|3H;>6_~8}PF2dPjJ}ua}Ot%bF3)Gm+yv;YZZG-}v
zZ1(paL@_cPqi%q+ZAb!fc%+W242O1nFJ$mv>jloy&I2DQU6#FIBMgzx7ff!z*jc`b
z4v}zOXc2L9S0--1#q>_j2`?DSoDeD$Z&{#D7!M9Y=n{MBPM{rqx7Su@y97!+5R33_
zT80=!QAK9%rrfi_HORe(Gl~gz`Qj9gIaGl?mGTp=Ij6q?=f`>`9}i+)UaIe(J=Kq%
z9s@?MatE<I9ifW)$P@7!0HVM$S@mka0WbvR_qG%1x}?U@m3Y-|CML0wJF*je3ltI^
zCd5k?Ezv7I^IeT=KPoG9H5S8JRDk{nN`cOLdEv&KD^8l}f{?HZkl0#W@ug~vS*XBZ
z_0x#(`}0fkb-VT+YlterYz^5v2MYS*!V5t{cT#Qd6A`NhfpPHR)}7$k-NuoZtS?O7
zw70lgkM7;65Zigpg^Hki)U~Ss-6%L1k78(>QwHTMn9@cp$V}A@(pXsvl_w~Xqv<S&
zn7w)NhPnXLpDNU)jhuAV#kc^#@eSR=`g^>1{j!FXxr-ISEc^`UGN5g`jJd1b<Y@c+
zRn&<?%nmfB|N9O_&YH&Jg^uZiG28K@PjiX|Eghsy&hn{hSGO*s?+Bi`8r@{gxq~G*
z!nyX*7;JdwydWyj2dqYYv3$);<#Sx6MPT8%Y>WQUHZ8YWu?Rj;%|mh<iR8U+C4Fj|
zS5HiTj37{MbjZ<R@zO=$qWii{-;@W|cefF$#WOX=mJe4Owz71Ow}>~g(XSgSSAGl3
z?kAg>?y@7z=ZuW~4d4eXAGJ^_P+i*S2#*KN(Y@z-k#uXhO6-$+QSU+yeXpRQ%(t(&
zQI0(L7p7zial&dHDF-A&Vt6#>K?MGX=JbP_J0ala1{nImdH=GWXAuxrCdibMJ^(?b
zYnVzH>lmqHm@R_I)N=udbnyiiMh|+Zu$Y5!`T{3ZY9|Cu=FDOZ^J8AdeESifap^i(
z3HE$tFv$3`o}9WSCi18sYh$fkUCp2NfD*s@2;3`z-~gM$I>}r=JhscX;=m(%@*A+F
zkAnzQHf|oBFglRw=K8AhQH1)Za;U&?%CeV*L)Oy8)2+!0L!BmTk@{#k0)H28(O7+4
z3~LH%d_WR`-?R7d3N-X+!c7}OHOH;(zV2!rEq~m7cG_|1WO9<0Hvg;g*Vns}>v5Y-
zcxmF_ZyYt;@;7a^iI9v{pKoHl9FLA%kn=Pcw;2mD@VYr;p7|hc?{H}b?;%~Ve-rYo
ztX-(ss-RYn<3~L%9&6}U$>=*XjI4pX7t0q4ks62B%sE|Hqam|C%1$axNgz9Fa!8V^
zA$l6EqWP~mAKt|lbk#NI)1t5M1op3b%*MCMchQcGOMiu6Bhgs<*pVgrCM+q4r2?m6
zzZM-!*Z(EqgYS`PEVFf1UcTIzvT(x(-Z(4p<}5zB;YFrW)|`tYYu1)1V#(u~$VPoS
z<@c!o&0H7>LG|+51aSRI1Uh4>On35l)LXOFc)6b4aZ|<BB@J$grRyu?zf||FsK4RR
zW~P4b^V7IO-I=i}`cVtvEhl=^<0tZu2mt=UA($C#?Dv*Zt>5Gf--IWss$euk!rhOz
zBk9h40e4A7DkvZni<}Jbovnu(J{oN2m=`<~%%<<0awrWu@5Z@Wp_?u&UMwp~k#xTo
z+kkgwd>Scg&?aFZR+Yo)rd>H<6&gcR;S3+M2=D0!)?RG+{?v8Cnf?uEe`iev)vI(i
z4G42VvD&_Jw9Pno`0yJ*`rTqvo~^bK&F>J{>YgQP6&kiAq}7$ClRxDw;cxB4#Hul}
zQl-AX3-=AB92mIIsJ=wHEqzmwF+Z_i(vXOuJ2-Gdk<4uRBoCZLdU*N#0d@Lk+I*v9
zE#6}x;l%;#V;}DEbA6)t?}1iqv}fK+9S!LcTB|%6q}_b_^7&#TY*d})fvf^{;B`<e
zppS#-P4Jpus2*g$Fg++wKF2G_Vd-&oM4-~1{<pwElQHn)VQ>ZaA!g?@Zjd4G$0h`o
z(pgZ&Z-ARqtuWg!8f%cClw{9U>coV?0>up{xLV4S$0<LPsAu0m*Z+5NPmb@!#mF0F
zZM?Y2OJ2Oex+<XSIJ{u|WLju+DEhN+7xCp*0%q-iJE~aE$1!hKkdD$mjTUd!)2eRz
z%(Rn^aS(R=fdS{?cG0BN*5}^<#yyhH*r3}daHLa?uKl#J>uFe=-xbx^v5=$Ag=)T?
zSmwKzhbvp%!Rz6R2~TF88R2kY6;0u`20}jgd`}WYs?@KIrHsC;)adoi=o2MdoWa)G
zvV{V-ea&_SExn=lL>iAPldo?66p!7wN%>1fr|PVsEtue-X4LUH-^=fHW%QRC`@A|`
zhm&hCz&2PYWQ*ffos)m;Wmf}%j}^m&Z<d27ck&9#K6Lr0GEr4#2(NfY1&9+DP{9<c
z2xanjTUxCQ>zH0ar5ido1S`*U5b3K@x}3h0HCy;jH5)Z1Y#Z+(kHzcGcZ-e@T*)En
zCtue}z&Kx(3j%eSA_Sk&@UctHCUyqXMf;_om0c-be^X=o(j@1K^AQwCmV9zyw_|?A
zc)$}QhWQPc9O(q{wYzOQ;T3Wst`16wZodU4!$YwK21L)pP-OTJS5?(Zku|h5FcsxV
zt4x?5{N7ysH$eF6ZDp)$Gk%g_zJ5f`nYq}jrBFJh4<fT$hN`b`X{NLAN1iFG)M1h#
z7n)=`A5yEkc<~xgW2mhSbeVY%Qu3nI<?3#ul|anCU-m1x)=|{cjw}$j1hE3_L#F*|
zIIR*(kUVPB37>g2<wmeR?gZNs6=P8}>|49rL^_6|*CS@t#*%9nOI^BO7`4gGidva1
zy3XEadnq08a`#TcH}f_-x1(OrB`>bTS!AWUG8^6|;AZAZSXVO}d0?N}*fE}K0Akkc
zK`C*X_M;2GN*EjMx_4Xr9Xnpd+vU?+aO34U9rXIP)Mo^RV&H%jxFupwNfLpLH<+r6
zJv<O7Wuf+RuZX?|%@n*$R;A)Qf(z(+*QY5|On!vnlC!Se*|a}yN!@YZz0qhGz3$TH
zDo?g?a-m-koU>mZr?sFP1Bx*ZOjO>Jv_h|z56)YYD><Gt<wkHQC3$rNam@7(s-jW-
zPc=r4@@Z$%4c+W+hLz19hVdU2$Rw~qe|#cemnTMlys%2AsOwk{ATs!p13fafECuW+
zlBtiPV(;<dlq;^^a~=H1wVrO;i`*1XM8)X7{c2~>cYtZZ!;>5oGlZb)-`6B9?kce~
zlQ+o$5L8SPXuqOO=x;!b@GgV9L%p{{)F9tPq$R=LD=L^@pO%m~A$+)tD~r-tuf^~~
z%f5J-|AhFoO4jO+w0D`mf+w`*f4R0LX`V<+e`}X?0~?%Q^PP6iH=?I`4^E9pGch=W
zP(w9E2amen0QQYfGh!=>^QNWPMAM(-lHrj3QI)4aT^2UK#1+KxIYJFu;uQeI^JyeA
zZ1(~tMw8zSHZ9)dJe7Ab;>Of4Pmy(3Xc5bY*kfr>6TcIrr+s)IyS_S}STM#~Y7vx}
z;H>GDG=s_FyKmsFR<_<PP8?dMTI*{O8X>X)H9oBSDE=({I^Tc~0uk06X9y+hB+P}g
zuLt;6sNz@Rbef>+o*&M%`Z4yBFh{SuiXs-#B6bUtJG<`Smiu!L9lke9{uryxo;!Z$
zx!-j-{nJFq;HCyui@SI>$(Gtn@EeMa8|o+0DZw%{-ox?7UpM51#@rmEDWuPJf^VPQ
zOO7Q4ob+j_3%V!G(GtHpRna98`f{{q?7Ok@p*r4d@o*WGdQ?X5y~G)=00qEd+N<H8
zGxhQ50z{_GwPa&)yO8mrW&H{ZVq+mnL11Z}7rz1a28T1kqzxnRU0F!MdIJ#~uj-v$
z5sTCIEOYfR3T4`4)mV}*cU%BHp0_ry*x<CEFuPp!b{A6vxLtC3V(Zg>+tO({v|l;t
zS1kM9Xs%qbZ;n$3Le8hAI2+UMfnNRwP#;xL;TODK(2+!2862whZYZ))Rd47TM5r63
z5y=J{MquZj+4M%1uS~n!3O99DtPJCj18G6_^V)(@K~LMJdW{L*PiX89)hA+Gu)Z}l
z=yD?c5lP*MO)0D;x#quy4k6r!zboc%jW_n9#TGmpG^Eh49DLFwm*Gqg_BS4><}-Bf
zFNVtrk1vwFMfU}mD$f`lCnJ>I38MSV9we?6SGfF**W}HM{X<Lvf{oO+VvkCwbonB^
zHVFVBznlXWnZj5Dqe7%?({(+<f*I=P=S?5@S;IJjhS<A*`6(=z&r$Ao<rW6EchH?`
z<}sCpAKVB6;kMvK|I`5l5szWRi3o(E&u@T^-kE98{Kj!F3gP$7xS?^zyL75D&NOog
z$qvxS9>o#D8Wds|h6X_z>fUL+4T#1E57P>ft^?FD2oCrm$E5Ur;#liLizfYACJD8P
zQYNLB&Tt3^Ldz=%+4mTykyuaQ%W6aAC5NmPKV#>M*n1I-a+B6Ru&#qUQO6f@9+sZ%
zomRUm_z=#jC_n&P767^rte^I;EeZ4>PJH$`e+@6WKbUc~F$ed|<%j0eI6Wg$F{V1)
zM@1m9Z+8s;q@D1142FCwwD&&ML_1vlsMHCvtcvlqv|DsQ7PP#$@og%vnbsPuA!}Ou
zUaDuc(VFH=b9wWgE29G4-ssJ6uMsd#=@tI|)XS0)p_q?fR?xJ$W@nxqr~BW;O;+8%
zAfBK}%h?t)KiI)X^r*8*s0I%!i(2PyCO>fA-CcGTt~7rd?G`0JiZk&Ho1Dt;VIGY{
z0)R1cCC((+H225+qVCGGF7POiJ#0>!Q=y&rv~qp&Td#u<=PTJLru+V#KF@^qU%-)H
z8M9tgrjJiKjf&I0Y4JXM19J;O*1bRM2JEe|r2;f;%kn}jA~mXU1PdFSEe&^fmo8mL
zyRim6;05~jx%PJtw4Kn>a;?-XDjUJ3x!p7qYzG9`Q)eEiKUrFl%wPRB1c@i~Qe+7J
z_{OtT^<zksIJrZUOcmu>;AX;xgv4!)Lda$;4nFCYScT*!Jmh^RC_gdWXc1j`x-eJA
z6SrMy*O>5)Q=1{Si2Xp31rsQst1``vqd4!SKRva<C|+>eJZS<ywo*Xyj7k4{i>HU^
z2%(|j`gf|RO7uB$Y;<=;aoQrW6A+Nm1Cb)k^vQ8i0RZyrg!QC06iEqj3I+nfEkXGa
z{eUM{a$0d(+b4G|dtG0pzV3RW-m}>Boms`(P-SR)*WS-OajiaxUvbN_A@)*AzQI1a
zA2!pqFhRrsN`$YWg%()sT@ANb*-1{K6-!@E8N^42-wQFY&%SY>5S=?>kvB6#n`j!>
zPE-+mscpq&dsipu>)eeovF{9(`DO0rGJGL@a&f(KQfzU-_hWg1fa|yh%Qk8P>};NB
zR7suXo|Jg_O5XMsLN<MSf-_$!GvQoeKC9=TlJRS;sq=}%)y)I(5|<&pm2FwV?_Yjl
z9fgr27RtF^P<>s)R6N43(z+v9HLGY#Jb9yxneHtorybK^N%=3CHhC^g`S={)S6Ds(
zT>y{o`wahn$$8R@-2OV;nOT*Q_|pJugNml;T-CL6o;nSVmovuWPtjBclP3H<ldoJH
z2ulNjV8@|<CCGY(^Mi!U>=b0kNl(1LN9C||urW%7nzl92)PA{BI6V_J2vk{Mc%k(h
za8oOscstl+dAvcvM%}np#KJqU-=RLS6!9}Ba{YLMSEa@Fi87sm${nZlnfo6pxyFh<
zr5O`R+F4qrJbU=sk^P1MTt~oAr_!F&gRR?AtfoeTrh4f%Di#7&?GoGkQm_;>b8HD*
z#g<VZ&8F|-wu+3<=37gcFFDRFC`7U;mbdumrW<3H>*50<-sKlTN8|(~%$l33M>yeA
z%Ke$VVi}kq(Ll8hDCY~Iyv=HGhJuSnIDB0Qt+wzRK!v_*J!KBn-KKNX%638XE&X!v
zr`w<Ibkk^!+xIeYe@3&hS6qpF>gUBdA6b{fFLE|S6y_d4(O;v3^HpzXv51*@jeXRA
z{J{KvwW_@F1_WV|`3wb^ml+ay?kv?WuC&Tw(25{E^_fPNKVM1dP$H-DvJlz}NA*9O
z<-r_l_^#KeU&s?WU-9ny=ayu!l4Y2J!a3PZtfJ;wbiZrHOYN?i)p+9<0dZU=S{WUq
zIC6}}>N55aFFZXJh@2{asDDI_`u2GE9#Yg++I{Y(ZM6!KXdbP|9^X7!>P@iuoN}lj
zy^GS}mZMXz8=2=Uz~<5R6d4~}empAh(h-WrO_|Ts$1}q*f#}_?HrJ~i89!MyyI)o`
z5L)&m+?249?N;FZQzN=0^O-LacY5;f;~>b=t{5<N_;d!ANmV@?D%~$ojW*5&AEwKC
zLA3o&VN}OPBTHKEni6)F1&d%!LHma%C%rrNADf7~i&NHq4iT9zuxM$G`u+^7DH2s7
zkCx!HTcsTuXNy8hxG!Yg+4k>zY1j1HkGtV7;ZXrkoe+55N0B1LPYCwFi~Y-c(Bz14
zp7Rd!m99jt#VG^rn+11*BPKkzQ=0xCwH}ELtWJ1{>#B(Ye&S9cAYk@2%rc)ITV!+-
zXq)zzq~HB}KB`iG_PkS(h5>Z)=@I1Qkl{ZBAxXTC>To7zSdn5<>NNk+(sY&zfctvK
zU#ir&=bTA#TT4duaorjEnN)qWu<uS|`4lGv{^u?}apC#NWy4|wK0k53Q$P0PZ}UC>
zoZ6`qaD8&^znu3*G3QgrU%!yP;QGUa^AH>*@S~xuj%6ab;(or3e(*l8%hE@9#`Jr~
z_Zf=4{K2Lfaq?@C%b$MzuxhAN-!Oxx<vZF?JB#mbw`_ePdzC75yD~5%&6@myC*Q*#
z0Vp^ZS3>b#qY;0Sx)-BpD50zOs%wkC$pdAe)Y6kpfxKZ~-<rq-`tymx19ajCXpWQ?
zk6{jfaDZf_jW6-9zWLvPT0JeY#3wmT$xiIp5~w1^2klHmv^<Gyr)nz}-u+xcQhFxL
z62x`Fww3Y3)!NS~r5T3`i$5O~F&-BFESNe%m0U>jp4|AMZgjUDpw=P;j3a!Z?@h?3
zh`sRS`bIQVNbL0qw~fVKcajJgZp1Y9`sn261dGRBUwk97%m5@Q0rrq6AC32Rz)fD9
z52_+ssK09I50%S(t-~9|JYZOaDgjoHf1lI+pV+nmfgPSpZRs2j0>N}JW-pkXB&n7!
zEy38b|8TlLj#}_i9mTUPgGTXsl15fCz72CsE??%uObcfx=Pj$-=03~Q^&39JI*+H;
zPlM50e$Tp{q$b-?M`7gUoO-??Q+lT{nsb>*G(In0ynrJFJRwM_K2&D;!)VxF)TTkz
z^ETIH^#L@2e`i{<o0cG!hk|2sW~_L`H8Y?xsK2%*m4G5)+$63>+NftC#>)Ajy)8mu
zB@-5B@B7KmqE1DPDVm`OQx}c&l}?I3g3v=?ng)t(|Cx%t|CY~aLJ6MaCBX=VfGO9-
zUm6A63F6YQ*e2Y(r*W@;P{Wb8di-c+lGI2>$8}4}+igf3ZQx(WW$z0Gs8J2_Ekz_6
z`OeZT8NIcbOGafz4IWiC8yT63>AVrI=NPa^fo*yoZ)I|uOlGT#jXO8X-lC=`COhTy
zG1+my-Jn>F06aA=H!`VQZnCMaXCmp_(=)lt%XU}R#IG-Cf;SQ&JGK=)#URzipH<+X
zA-gDl{Fv^szdJ-Cq#6v;e+ejj5af0~+PFl^NM3zDYHsL?dgaX*`=R74-<`aSPe`+X
z{`+(}$O9-%$UI64<?eR5Rs5nHng_3F^wNTBqq+?=R5)I%a0%Td<t^w3Tzkm>mYMjU
zf7W-x5mn&{hT=p!iz?+k_q&x`cL#|1?3dU6%}eRH5Dcqh(#a-xyvbN_i`Q(1Zo6p}
z6(zxA$6uGLW2MqpmP;%I3V&Ov2N@T>vvwgAE~C-vW^ZKU$9BVFemDNR9PyT=$-8{>
zjbR){z*G3flPC(S@*ftZww7s$qF_%-<a?T#ki%?^ElZlNk~jp89$7>uz_ALtS_Xv#
z$gD5e5w8meb@37js0MY4n^1S@JiawG%#(Zn3Nlb#Rbf>ht3q0Zbo|Db?Y%9z0}VGx
zn(hL&tbL_rR$EnorW_ULZhnU*LtLPmQ0)Sq;CPi85lBG6#(gH0$K2el8z#VLhC=m-
zF0X#oN;^q#?_{kC_=c*Aq>s9D6mLFI|1Q>Q+`uNw$^R$7<6nKJrl?vlFU_d3Mz;&Y
z=VH!;Y#R9eloT~|X{IB0ZV(Ak0NywP9$2B@D|+Sk)oP1Qy1c^KzLDYcV=*+}Y-Vb;
zh5%ii^$j)mw?c|(c9X0wX<50mE~dDfm-TZ!WBK`K{xa5cGtW-!2ER(1s?qGQi0nXh
zYYLleKKa128I5zqbUsjjGgot`e*nNSOxB7}@tSQ2Vl80LE3e1F#QLZRJ2f*hTpFwC
zzbmjSxm_hg0C5$e+mS#H@)KAXL}^u!)epT~#G|!McnX21_2(r)0mXS2-CGbC><;=F
zisL2(1HnAz;OzvGDwDz<HuxACJ{{54p-sA9ff`FKM!u1aM<w>gQ$dTW1-v_f;mZb)
zho}r}`397a&*{Hf`}iMzUXCwAstE2VmDlPTPXyD3YY*vAOo}t}awjmlsuOVSxp8Ag
zC46*(L=1L++@k_wOvJc)0KsF(;e@rmDkWw6%UJ;#!?6m~q=sW3Yq*aYeDGD8#D!RC
zTFSxap3?Jxn8KE~mUANPhja><=6tnOA3f!P5}4oPUM)yzXV@Y`gE(X|8!^Aw+%Kd4
z{0q=XU-J!Gjk{9G9Z3B`1wiHUUfRT1z*;4@h57dD)$DS`aQ}Qy@TLG>lK=@!L`#L7
zkTow-3j<%~?L`8)w_)icv@c4J!CUk%o?K+RlyE;CQi!1~d|h`}z|5)KhAKF~E(RAy
zAmrfdM+#Fwe}|^!z1fo(hjS%iuu8I1g7M}>yi`@8Ujm}A-pwK+NtUH=yxdT|@Rbux
zN>6pm&{51vePE|8iy1K=fY6wP!!)HKLX>$4kpHdx<sZvo{)?|2!b#nQxCFwzu;s+%
z^8v-LW%l`ZW=x;P2i<+bmrLeXBxrNjJngu=#o97bH+Cgb^6ExV>2q)YS5caYg-xqg
z&CSsRLWh#{$6`HmTXex#`o*!Dykw}FffguYeHL#!va3!qFM;%HewOTMbK~JC;jU}p
za9-V5CXG+$2W9n)X^EJ;I{A=!*=286gnlUi4>yWl{%BDk&5w&Gh&7H}mba@H2d_dZ
z7-9!A=yY(yLb^8YbxQZRG`(i~W$dBL)MAaJCu+9TpV?T2LDz(*`pt@9d*;}I_Nym|
zV55|RZh}X7Fiq9xqXxfL&qwQkVL=~J!-8pPNomQ9*lv)BsB0s^!GJ745GGESH3Ma$
zpx_q{88i>PdOwt`7KlL~Oa_p`d1lZ<)c%}6R0>28%DeU7*;k>VNT$Mt4QUOoH|~lI
zf}3*J$qiMwo#S{7`pFC|f*$eX2`?%ZFeF?UmBP?tZhYK#)smB(EtBqQxY_2SKSpD2
zAKnF+GCeJ`+)7t?T!YUpB`jIt3`seD%KSFgwxEK=EWaW!{fm#QlWebfJk{;8jchjf
zLDT?3D{ak{G8I`67%cFZW<a)A?xCq-G4PRZ1-~xvsL%(~KJeir_2VM?RtdSy4FbFf
zSoL7AK5E-kAbB(R$%{u7)CeC<XD?NLs}Ct1oxFKTaFZb-0}Z&SVx<sp2D1huJQA4g
zU1{r<U4j+au|DjX)##^7V&FDnMUVB^O+QCXF=I}Vxp$F;#UNOy{Xo?F6v$%I+o3;7
zsuNOSoAayyYjGh9kOf`Ou}ZhOuIJa#(tzQ&#SW|TGBPUK7-xdryEPkN&WdW_k=t7D
z6B}(H#@h4+-TUXGn-?)GyzlvZS^1m^fUj@CG@<`3ek>L~5%_s&$=Bt_3<zy^jz@X$
zLmW&#sm1ab*G%?PCy=_uykVO7=IDNeGiNFYGVmE^OZW6lg)<2qC0Hsaz-ByNv3;9U
zer=mbETil!hSCN_@Vy96>{jwZH(amII%%NWJ9eMIS2YQ?nz3foF<Sg9O974abPrn;
z$Pr)iR-^(jo7&hEw%SJ6DK%2+@{j6sibRnDSf3-;#Im53P>`EE4LC=1?0F>Y$?Cf#
zzTkL)49#<vi#I@Qp;n#ZpN5qbR0_ag8g@UhfP`4u$VVOYG8w`uAboOw0CX%_25ZXF
zc<2siD0J4-%|nG3@7Pjz5Xu-$c8YfrALD4L^SO#X%5MP%6tWlRU-TcBxbR;62zAag
z6B6PQ;s#?+fcKA$Rv=$;et@=K{Fwc5r`XWl&U=iTypPm?o2BKpkBVB%@L5xE6E^vH
z3m&5WJDQfRr9;Jlqr!{lw0#S;?55gAxuymPaG=Wln#DH^am8LYts=Xmy>w<9D(qYt
zFQtRs$;q+-{gPb}e^q0F`!MwD)9DxD2I+~PPk1W4PN%a@8Wa-k89)PM)Cnr$0!-g;
z%)An2NdkD|`HD?UZoGfkLBk0+hi#&GE4P14)OEIiU*+VVJtLzvvu7%jP2Mx#1Z?Ph
z#*^$V@~bo(^$Cz;G)figqt*c8^2wu~iDm7&l?yR+0`wIN8A-9zRp>8$TUi^}QgW_4
zE}9f1c>WK(#d{{tNxwGy252@4e{b(8*<0n$r7Mvvap$<vA-O#M`hksygSk}-ic~=K
zF}62J*ombhzeR{+OC9%*IYR!?Rq2Bo=(QK;gms$;|FL(8Cm7ow2lAaEE>1<)!fFjP
z=t1BfuWEKF2BeisjTA*Brkt-QH%<$&$(xs`^ncS{gI%`&?u#?z!Egwj`nfnB@o{!6
z$2h#j;259_eoeb{&%i&Jds~FpN_FvVu+Evo6BTivJBusarSDSHbW195GK&Y41~kXs
z(oatfH?W8s$PcajVuONk3`pR?rnBgTth!m;?437Q%yLTu69%B)^>9rFNQjV11!vyQ
zD;K(meh};ZPc9=ESp|xhl+PSxGvkk&%Nk<6pqk~6njYEcQSl$HmfoA2;!u2v;9ci;
zM;{}BSh#aLTB0Ser_Xm6!cFVsAns?kU<?J8b60Zng1{(4GGacbzZeo6EL0)z3q>E@
z+|cDNwbrU(l}<LM^^vM6b=cfa{!Cj+M@nE+^V($(lx#{M^|7sJ#sCuwf$>upzeRRp
z!A(6FgJDI5^ItC~7w8{XqTn9^@b9iVt^t-L;lhVt^zrYhb*YH+2pqzz$IJQ{cy7aQ
zYfk5djy9DZXuL^n9-Y^h{J4m%MT6O17o=f5@&9l@u-}TKbq$)Dd?NiqxQ&pT>K!<}
z#ZXlqJS53YKB^$x#e9B@VH$N-w^UK=Y3b_wQIFfIK*L5PCysuf7qcc-SI5Zm7c0cO
zvh~C8&avY&x0@aTGEZ=Sm^FWT#j5eF&$fIZP>@iC(K>oLP024LKx(bR&oH0S6`s3h
zQYHN+ExuDGRQiW?;}2miLHr{kW>d4rh3z(s1)6tdmf&?jEuhT}0D(sKT^IgE=GnBa
zqq{>zds-#{%Di~zcBGJx+02fP&<h}BSX)mYYebM<SX=+cd${%>{)~6Jg-6%~nDe@;
z*qdo#^hbn`$?oc*4Nr@*4dsx<F^`z5jyBVWYA@AJfMGu~WVA&G@;(nn0EGR4H|6oP
zgk!|tFRsE@_9#>e>g{#=<v)#eD0rYyUK~D>9o+&1>0x(dqhVfh0Ab-KKdO3um!%|8
zhzwXq4%yv;3`tfyV{zd2wcY#M&;8%FwJ}2iQNRp@zKHXmfS2%HBSti0?zu;dZ}FUE
zi&P;vb`4;gnP```n)SRtmK1a7Vx)*7WNC)%4uX&rkuQttxE1&ML6UeCKIh#pIcg1=
z?PX_ESY0++`==O;J5)3Mz*Wb@JGbwEaA3=YpIRmgMa%`dDW5z%0@uU+b1V8*tz^m{
z>{o19rp9Lxq;T9;%%5&%ieobzJn`xH&|v>~Lz-MV#0G}Pu{ri30`>%|^Y+{nyt=vv
z8qQY*r{=L~>ZUBBB0_atbjll;r43*JWT(KZ-0PST3`D)f*6;o=GHZ$|lIie7YPz(1
z{Rq8vw4)=C%wunWwv%h?kPfJzPvPf}Z!4ZswVYPo>U835ElVEi;+tC>DbA}=Q=T+X
z!G%5gb3GG|kp*&2fd5n5^*39l3DpGf5#v9?3{Qs(s7Fzn6vQ3gb-8~}s&pI4bh|j(
z3|I&BCS*P?+C4$qCbM9DI2DdR{^dU*B1lw#C<_xB7zOa5Fvo_@IR^Z;SPNVP3)T3T
z54T_@Rf(<c1s}yywzy~;izk{w7=c2PSWkwEHtQR0#ryCok5uxJ0-TJ2F<NW=QI6`D
zAKssvvI+H{z7#&WPx@`Gc(Ivx$WLy=DW3mqK&_X;EWmhTxhZ{nI&iLIK5@DbBP-se
z<nuH=;Yaii6mAtm@#0bH%vFI&BR#WUS(%l{DPP8Lo2KWq$&9_1pbM=Lxlvob6j6K~
z`-a8WqZA|mTQJ^&>!|*pMuOKU2*BKo&{9{q>n08R+LHV=<F@idg>{;q5J~yPgC8EO
zhLZ=zEMoVvk?SDpE&^@T^Ax|5M1xx}sAkHw3xFkXu+7^4i3N5|2JrDY^J0@&*wRXT
zS<Jm<!)5~|E>lA$d*70!CtJ$JHn56hvZux*w?20Yi7`Ftmk|@9^KvT43&+az5A%%|
zfe(cE7J{)&H*IcS?A|W7Qj#Oo`Z-Ey?tX%j%*5I9Btv#c@A4guZ>W6HaO=QLi6;g}
z%9Zl1soM#G0Qr^9oXgu3#kW--y`DhYxSU`5C#J^kCL_rDA8%%Jq%HK<g>z=#lcE)l
zTc}~Sm}A)u>hx>Nblwu}D|?md{8U;YNOeT}!vxRGxm(5qiukbY3c*~|3pGZZ__LC{
zIO8W};e1OBi?wBDgYMKLG40+$0nB{PpEUJd3FFJYDLFegA%Thav55cqUvVTd7|3Y>
z821Jypr0avujcLp&Y>tFn8YC~h{YUM>&n^#w9E7{vgKafu3j&?U6+n@7NSlO!x|AG
z2bTma$X)lC|JQZ(*Lj3Pyat}oZ_ClZWc50g(|1hn7?zOZL8J)@b4^6*M=%jqo#m?$
zI{4I`k`VrDYxW0X`9w8?4Sf_XEQaCQ!*D@?T&0r&K|t}G#S{L!Eb$seHa;BC``rLY
zf&HP59FR0rN=69BEN&r~RDWtm>9jC&4VJQ7DUM;&$fR_R)qJke=`;Q5<znrx4o(db
z$u5@#BDq*sTad1VLuG#Hw~dqS!yd#^xE^#F+4$*zJWsMg#UnU*I7<4PI(od4pz~zm
zh7@&!=GKm29_l5hL6pG|=|*g>io1W%cXXF$9<MVa#YcE}X&kmB;jyYDn9ZgiFz;hg
zQ@kmYoyBNS&}18PLx+3Dw}=!P9Ty#;1%vXv+62R{?fgIbYXAOP34!0w?VO*i8JLR*
zCe<-Or@TCI<Q(gI1WfLHoOtpMT{7=uN}OTjR`-}FotV=n-et&xPh{whrqwS#nVR_|
zQ#QD$h89Ey3suVWO?gRJ-uNa=R1>?1u(=2ZgfK1nH3^t51`G@Q<uq#gV6>@lHFk(j
zxwwFZ&xsy83;wAy0l7{;s9@6!Dc2i+vO<h1YMf8gK^2<L6kzT|s1&LAh>6j%5rn-<
zaWw-NrHkR4Ugjxr1Un?l>QlP7Sq`BbV7!ckk_@F?4lJd8p(92G7h?vd_lmb=b|^NK
zQs215r&V@YZ0k=hk6iBZON;2XtqMN)R;p~gbM>=~weFo||HdVc*y5cVeFZbh%wA<g
z3{vGjOXk>uZ9&r?1qa=iVdi1YuIZgm-^#M^VIWEJqT*i<fL@e05{E4VKOQ=LDc8Iw
zlHkgUIct?_OvSHZ?Vm1PTFv{AABCi~f5Tnq__D-N;wcOGnMgL*w9pW1yO`}@X9FEw
z_5I<}T}er?o`5pA_2rBC^9eBvTHe+VERz-!)KbMwPQhrsRn>|aSP%oYAU6M$<fvq8
zjoHY4J9I@#qg6yr6UvLgIvW2RUH@%A0-NVDZA||HQ7m67sdgiv^}Y<tuP*mEZjmeu
znk>b<9%??1tVu+9^AiihZ#+|iN5j^QFlwCDH=P=rQxI$k`hHSsMzp%H9Q)VN+<L0+
z(*q6`iLm#<V?r{&%+AL~ENV;~%T(qhuwIj((S<%Rw!ufgpMgtA<p;AP42Oqj1d00q
zl@d{_r8wD3Nua!%&2RQ>$D|A<lKBe1AX!I)cqViMW&CjPZSsJpl3M0mDhm;kId{N3
zu0dEwK0or;!x90BrV*Cs|8J(`--OMB@c~lFYij&UO6w+E3bfx2qC~d&%D4Ly__9+>
zzVL`9@;2IZ@jV-wOQisM=Y{6;+{_${vQ;tI<=+f#HS2viN7Hz6QCOmJTDs+13JKk0
zr&WbRDQF$A1ezhPy8O>FhSL4eA0~iuWYaJeDB@u7uXAJ1QZ4?|()q-%5sQZ4a|`^i
zCvOI8ks%gQSNs+byhtUnDZB34NoWHytOr6>VOSPydadtqvHXjAe;ZS-hu^R?W>AAQ
zQb*tH&5_@^(XXxL)t1%45vTf%viQ6R6_EbFi})|~ja!(DZHTFOn6>4q{~Peeq1@_t
zO!4rb$^e_jGgX#sLcQ0Q9#%x$TK$-HRsPFmRn!Re{aEL?Y_@E$<bZXBDuQCb+(SUX
zYN7(gBDX6{(nI7DUmgnBgXU*rv!5ZR@rGdwy(c2i1zIrg*URDy3&uQ4%w)sL^%f}@
zsd&5XO5}0Tfsf?2ke+m6>91^t_iU2gmVbH^{8VHuZ2AqjWi_q0SVhwB%;`>&kkvQB
zJYMx$On~h5g*m;w8anaW{h~xgKba0c4zC_iq@I{br<ohVWb+1|NwH$j%0-=Z-NWSF
zF&pTEwYON)Z<YYT7Oux2@r0DF%8gQ)6*fCH9<~e=Z({-PKX8ZtnC}8y#xlR@itB%s
zG8u!mc+)T{7XgnL&<xfH+P>ditmK)Y)oLuO{?%%xy<YVGWaAoD{F;sV<d1o2jWl`l
zP*PZ55lBI!boG8L2U_9z=V`z^3w$C;#f)u+KCZebZ1ReoFjz`_x8-@N<AW1aRq$D1
z2K3|W?stm>FSumBXTR$7hT-U8c{#Ij%blzHPeNS^ryG#5E(xJ7E}y)z=w+TdWtX{P
zmAY|MQp#j~cB+TevF4GRI*+=uklP01Edl?{>-?9utU(MB=qO*wL91oPXMY1OgX?Sq
zD$(-Y8F5+}*!xE?&NAPdff{IN@)9*wVDEoYrU3mgUE=&{b8x)!q>?n}rd%^yyRt^_
zX(?l6j%$hYh;m4&&0~&8U)(C*`L&9m(~eol?pJ4NcT@%4$&1xniNVF)&`8H-5iy16
z*x~LV=c-QU$If5b_&SsiD-?*<;rP=@mLHLxB`)G?Wc+LFSH{+zGDmTDH1|uIow?A4
zbnxH?DCd5;6}>srH$H7hR}NZ*{s&bF!tI!I?aT`nYEt75$1u<z_K=i;IjH+iUEY`7
z`!!uIp#Ihf>zS3^BUQ$vVecbDhFt+=v|MUb=hYCCJ3gf{1V96I#DBbq_yB*K7p2@j
zli?=?NVyULUvDihr#%&xjqsLE3%y4E952(GyQE(nMq?T@kvwx{6&NgJlqfdmVej>l
zJAhRT!YPUBqf4i0<Q}}*tj{Me`{g{^R~=ms2qUSI8x_3sxY3$hjabdjDsm}L=eUM)
z)Ag<G*AH~e<jK~`&#fEP+8vU;x_a}|-9g4=jbAT<9sSrb$HLD81}{eYnvMmwHfSc_
z@BvSE`Loc_mCg^1_A?ohvl?G8;1^uHvy&UXubp@1lw_mgCGl4qQ0Ooh<*jVj^!)|6
zx@D#L>EyB_()U~ouS97=Y8B;iG}R3p=KzgWge}d=r;2RpV|xR-n}6}!S&Lz38im3F
z0*Nr_uFxnpNLB-5qkWy;B7GcHr|W_aeP@wBHGKc*-{WRo>C~=PYgk3sd;T~v?YF~a
zi#4^Rcq72{%$|YaGa_2h6kwb9mSg&B{sGc@4wuNIt~5B)LwH`DB@k4>%YMkulM3Qx
z7!Lc;7;b*)qVF@vd~T?_<mC*X_B^jWE-R8;{OcUe&NQXadzC##wUFDmocz;NWQmH3
z#h=Xi=C9DQpNYR*i<skG$vVcNQ9Ed@qW5ONAIY#t(`LyQ(bnm-lK-c&uMTRf@wN@6
zSn=W-iWDpE6fMQw-HQfym$pEQJ1t%yxD*Wz#ibMt6fFdIhZO5O{l4Ga_h#PQnS1{^
zGnqM=oMcY+-fQi()<L{fRX0u?n8j~p!cY8VG}U}^R91;>Wgp$e5%f8DMK2+fpv6Y`
z1=+mr*@t=C9MTx$^dK-Trt9il{`=7nErmBu*&5p7KA3mSa12>;5)NsXRk@h#<d!k@
zSA^7EJ{3>uxt7a&8a_ry+ZROF)BO#7z*hn_{=Fx40KX1!e_CCO7JdcF$iGy<fBPT)
zCz2`=r5t8jKKb`hU?=_o-%&|>AsHsm2qTTZ&|LY1y`<ZB`?l<w#9d;wve;Q6@Sg_O
zy3CfE7w~~nhhS2ASJrTB1}JYBwM<>V1Z*pe@6RtP1X5w5mX$7Uv_gMCiE-7UhXSJ!
zk9p(y_JNLuCxGoDvfzJFZ4$S<zw5?+jd^!2{09`2H2%%aYfSMFhjVW=r~8fPv2H;Z
zr4LL@yKjpl>@5aKMR56|u?glido$R}yWCe4n)ZumF}b%hU{=fM$W`?g=Dr-NV*8#p
z*yZY!BpFL;fwJ|U=Of$_gB-Wt$^k|&PL}3MA@%OOs_I3;p)f|!xsmWfipcM!Q>7c)
zs=wuM|DSSr2@FJWK}($s7e?lf*vuXEGQFgaO5&NAL2VZLTn?vTnU+)Bm9(o=J($LT
z*1EOb1bm#-As0OBJUedWMJKoltu^7yIWd2gV%pj<qFOwXFY^S(66~pExGQ;*w(}mx
z(Wgc7Vn!F2tG_9rvxEs+`0<Iv)Sd@BP7u{ehI%bf<-3ems88f#*4{B+Id`T1@E8=?
z3KP}vN9_<Tz+f)MERzSQ04zj$=6dX9Kj_V#8C~5}Ni;<^h0Sd#{_{F9_4PI`ynd`?
zEZcP5rCK@O!IMhtzG=JDO3%H@T2-8`o&Fz^Y-P6T56@2zj53p67`fYjikAiX(2|_?
zCqxr`$WLFeaNkt#1qbPCwq@(5^jKxA>sIU{1xFo6HUrQR9R{dN=TdkW^y!Hf|CJ8(
zuiSySk@`NZ)?}-|MPevqI3k5cp*leWWYoz{p1%5IzxTlZ)8H|!cI67P%tceC?2+^&
zewA~my<d%E^PAt1nDfRVY_s%}PU|TLV`4RQQe`tlD=oJi`hA4^fk&J?5Y9*4`boOM
zD)iOWBc2WtEOXxXqJd?T&Xt?L!k%nc+|Cu#E#!Omdq|!nFYT@{1yUjBEt-Q9Q@RD_
zs<{O(4t3HiKPxs=Lw39Nvi9`@DWO1XDtE0i{ek8_gG?}sI+>Wjldv{0V?KQ?LEaee
z?{vf|lZ_VPA?w0D4nov<FUt+8HV~QfQU~{ok4aZ7Q>))`LSBRpq3Vv`dq}PsCi~60
zlJ8%o`vjP7wr0OQmy-g=v+LZ+PZcIUn+690|4r&3fI&}DL&n)XuOZEIE&N`u5^&nj
zQ$OK^;4yyvexp3haZCpFIL??#87ECZfRSDVm}*IE&D(S%9EhI0os=c9l~xGQ0_=4t
zj^InHqEbNWsK=(%f8;H10gS1{{}-73KcMaNKa3MIF=^2TbxJ?okd?AqfCg#|h-G=e
zp_!^<SKSDt;i;^uo#{=7s_W9GTln|z`bQuE?M!M(Ba=(Kq6-JjPGJW(S#!n5Yc%a6
zHUu!%sw^b_*Z4vv`4Yq%%qrEI@4(7i80kc`(4y))FuPzgQCE-c?$=AtcQ{+U#p>wY
zkTz(HT(ddZ$ZUIEIGQo)J&rmHYY_Jt?Gp|7WuU+qn^QvbVPAHT(P{B-86h$I1+=<-
zpw|V2qICOhOFF~0YY{D;Jp{s5qI2r&$!LeQlFI_$!Jn0x$HL7O-~Ivl%5TrNcJj*e
zIXl>A_Ezn&B)*jqaH=Z)Jkb-2AyVzA${FmcZwHBbU&^p~Rk7YPeSqdIlHlZSSW+>u
z;MQ(+5B=QcO4CYuEBcrg4uzIdred^+&C+I-h(~T@uKkJ)g0~b~->QK`DE3YH9;k%v
zE3DFC;(Bur;?uj@wqF4MM}pUl&XR4XRw&_(Dpxo;Wl2Pp08m~U)kvDD3AN>3G?0vb
z|Jox*f-h}M0ZLkE_Xt$(BEHjydu`7=kDh{)z%gWo^CvE9kct-`zQL_L$jb_!fa<&u
z10xg0xLlt((G`^X#fSFOL!$uZD7wk)1~qf{;h}uo+VsP>FJ}s&LhrhPR;u9OKt;2I
znsTZh>D6Im|Gb5jrq3VnUL-me`2=9Rz4$y|{iV_H!JkR8FBl@J)z~r@WR15tOdma>
z!Vj5Jud>+_wC<-Bt!-i+n?6h{%;mdQyw1nV`{vULPE`$sn)LcIh<q<w6tAdVaG%RO
z%Mm1Rmpt{Dlbe=`A5peVDpVu$CE2@6%1s4T?5h>mh)tIQ?c9<s7Z)TEo$x|l#VWh1
z4Tvl%NKQ$#e^i~%=LnB>t42R?H#Uj_rb){#9A1&?cF~D*o;<=Kzy4|U^p&m6dcrh$
z@fPAS8O^$u84jCxU94uyedw&SlU<$U0$beE^K-o1%dO%;=~)3ESlt{W8YaDfX1MNE
ztV0zp7rB{C6%r-`t4%Z!s2Z?kze5ES-~5o;N87^3CK*vLE|h7M5VI6|hzBvOoT#zP
z{ad(v8PPl?FdGyDfHYZHKw0$<NavSPyC~&4fNVN|;h+d-yTd=UU*pV?mioh&Guq>)
z@qJbul2pO_WPPnPov`9|ZNXuXgvqB({L)f^z`~EG=22eAJK43-ECWL4FCGT*pSBtV
zs@MkA;FXtIj0PLBKj06N0nNFje10msuBFN^5aJbXA!m7-CfiYW3}UTI9G=xnOH7}C
zS_WBmHsHyZ8Fpnk6Bk*2maZTkN|dL}-zg-%A@~3Q8w1_Xe@jP^3LCa8vF>NIXS>P@
z0UBtfq44PB!l=Lam#hU2;9ogLJYW@EwKrVk;9>gXRe1Nccp0&yrinxrB3Su>a4}9^
zr-5|5rH?(YU1TAYmOb?=yj|}^zQ&)IUrRwx0XwL)5ZPq}x)NoVRGgXCnL>1^I3?Oe
zw_-XG_~l~&L>Wj^^#^|AGZz$M&<*S7>#dAZAXhMR+kT9KA-<s*qY5O?fcEOU8)#Ty
z$Sg>1qOzu_F8%1)iy({4gU=+X6*%v{kqjdXdl#6R;zG;fXcr)*>zr8BDN+<?L3$_O
z1Jf=sQEQy0z%de(3z7&+y!GkK?<bP)yl9lwDWOMME>lZkThGmi7Md=PK}cI?w$}-&
zO|XzJaDQTynO&n)N@(Vi@emEZyM9GH(%b(khtjVP`{_5<kM2u2v2)f6Ah>Zg-2U%D
zlP|XqqmhaAP|>(B**FH!cO9#s{Zk5cZljy?-1M{si^My3%el^Y7_#A8x5cHfr_>?*
z1*TdQKQWb2^0dvoSM6W8n46`I=eWUeNQ$XzXwU+*lDZz_fQ{A!jxm=8-8oi1@@uO6
zW)ut8NjcQ9ds@<q%n!xe$M&iH6w%i%q;?s)Hs2IKplPq3wACp*C{iu+`b0mvYRdTK
z;;6vabQy+ETPStvvmG+MHv-k~piEVT7^ZzG*=GUgQVL73+pWp~I3%>waj@z&Ot9pH
z8b99iYTr8cuDB(vS6E#QQgYga{>3RULZA<Ph*E}bnrHWIyc)7|;(DJ0M#(f>XY%oc
zO+wrpixDH3BkSZG(f%`HTHLB>%^2}ie?V3GTyy5<qYM7%l2^65SI7!f`nfZb_o*!n
zEjyZN6j~-r#hnQfP`0i`gsheDw=q|T*MC3`-IzNN3}sVg#yttMK!5Kp=pWFK7P!hA
za*#95zI?N=2^+dJ{uiT8%n0V49_1<Jc3J_om5D1Hhw)ep$ErQ0KfpD1uK(P0C)2qm
z(Y?v^*6==o1nvjq(R@`S>qY#mp*WYSCI#?Er_faOT5T@7qDzr;m^`_2$;^6wk-hoD
zEV7gu{{TXiaO3EI&t7p7u^nUQ-?c_x3xiR0nzNn{Zknt+{sBF;jv4c-#H7xq8?(O?
zJ2ivVESvY14^j%WhjSCT_yGxakwU25h@xV<c!zZ;U@}GIDA=REKMjrGtl|7JbJ4Q!
z^20}~wx$YjK+T#u-t#DkKmT0mwJ%o(ObKs#hjoRc9qt{hhYMD=F}7vm%o4V|5J+JD
zmSsn4ca{ESi&o)Q+gdUQ<Rw9Q(!02K1|f^<Tzy*VnU^}}JXycczSu)KP*{YF3*xBc
zZP--q(a&3s|18nLJ{54!g3^5+Z6pmuIm#W7rG$yADw>6^(*$gp6D}alh7OzCJ`7Ri
zgRI3K_)!*_zCTrM5-GGDq~jLgZFl;qkFf*k_riUQ^hNxhCOz6x*s67)R%GYKkry7m
zu1--6R_|TmN}olj-atyvJ~}laR6zlNsCzcan0<_eA4UH!You4Hg6^hnX)FrRpR$hq
zho)YFV(oT)?wta0m&~wwB7ViKGA1=%Ug6S`$wU4eqZM|)3<{IscvVNgE*a6B=-^yk
z<xfirEx|1eNhYzdT$W$>i}W9c;^0Klt_Z$&*UBN>QMY9MHv(gYmNnHpbQlz?a|Hwa
ziKKh7Zh~fDxR`8Je;I^Hk4pZWqlcRMHesLxWZ|`|PqinjY-lhy9SRqkt<FvRPlfM@
zjs9EV8}Zi)p0#xuo&N!SY=y#0uGF$zzQ>fRZ?s3d=~$Q6yt00mw9-;Tj`VL_6wbu$
zg20$oU-;o3YdBuZ9%9Iu5-CSdm?*k8x^F3XsCt;uP5elx>8)H?R&KY6efhNtsiT)!
z6LYciboSnPL6)2e-BT_D>X%_U$IvmmKxl{3^TO_NO>?ne07+^j#2)HGk@}Pk&dX0Y
zP+AxUtbG#y=T-i_OWJq8U&>iJCkN?QzwPkqtbcl%%IY@fvMc*DeF_VE>ZwrJ=MCK7
zdE^dFMtI37Oq(6wL+pR*IBTJLA}J4ol&cnY0&J>3J`u?cl9N&iPkcG+^ouNrp?FC#
zht1n<Q{^LMW_#v|C9-$TuzC%*c=>l7w=SPCZRb2O%8nV?w7Jp*N9E@2WGwY;GxZIM
zZo_SDsllLI^hh;dB)I^Dh6QCtQx?Sk^#>bSOC(p<3x|hu6y3&(xv$gAx!hviQ7-a9
z?q=pTYq-jT=?-NOA?;T*@o4Q(Nhy2O*{6G0@<&@A6Y5d5QK!WrL#|>Zo~z1=mvN$J
z2zyJaO~Yb4;j71Ug-B1Who2M9Tm}R-v4WWWAjpN2cB)k->xicmpmgib5In|t$FlyI
zGQHd}W4L%XgRCxiNZUOhUvNfDr~>JDv~~Qd*)Y>~=~=F6d1p_4jKXQuM>_8PPTf=$
zIocJc?2xpK3j3RkSpNNc$D2KcDgxK~GbR?LTfjM77|f;7d?F^VlG8c=ghhrSoA6kQ
zW-AWbTeQ3DiZ6w(UUpgaWUHO1S`b#4p7@TV&0mY~e(hUz`u`G~d)`m$C<NaT5KYwp
zQ?cTSddt2N6P$vtG~#F3vtagNui+rsb#bHn!y1O@kssDXa=lxURZb8|f=1Jqnz<uf
zIA-I-&W$#&xO-<jO(NeRI;^GI+cFn>V52nOJFQCxna_)dlx3QL2#S}+JFeF3$UmSs
zuTI*jql-2!`aPSZIyG5$R7Cn$5#S8DKOom)dGjA_T-f_C%A?%pt<$!3PI<{@4U-)9
zUV48(!R3Qh`v3H#8MSMnqGQzX({A*eMc~3mH!~Osh`p-|2f=3qjf{6~YO)?1Z#PIr
zEas*xx|ZSN<L7?Nv1vbywcs^dGq}ac#R8~IIUal~74Hz0iJbJi_u~&8EOQ(e&d#fe
zaqo$;Z)Ushm?#6o^o|6s#%x<e8k1(e7!jEL$b=k&3ql<}EFK;~Yv<if@iP8^o(W4d
zrZ|*+D~;`??-XY@R+2pBe{W4arwps}5!>;+ckpEA`wyulAOq=d4Q6xvZIqQ)IE5sb
zDh~)#^~Vu%cL0-J##Cw1H`NVP5XW=pZvcKA)hfeprNPOHy3BNL>H@>aUagbh<xz*$
zgG37L?3Wg?Q~aXxr-EUL{&@>}pBQ4BtF?PzlY0*g?YTcNqFJE53i6}O!0!+`FNx!4
z$kgCv-U@_j+`xAp2xr73IZ7KQ&7Mb#an6YJgS@Rb&4I8C&DFQ!YyeR}#iS-WHEsBT
z&RQfNU-*=xe><Y_J)GlkBX@o=xQBiNHa*p_j*NLTOTTKcgw7ygc>8PQb8yY4JB8NZ
z{oig1w>pw?wD5*jiO4rZFC5ycJ*BAiBduFb<>NE@pBjxiQxi6zFqse?-{_Z;0&+eA
zMNCU#g8|`w6*;_sOi;khbXj3M>kLT$v){UU%ha8=4Wjv(fBGyRVH~=_M#4#rDi8*d
z%UCzbF`_nd&OOqbYoLMgNgcrtCVe(*HtWi0U=i!t=Bl(fDe$s}0tr2m7!>b#@Aw2u
zAH(gsayLlThCfp8ByN;?gE~HVA9^wv3!UML&ut~?PgQ8aLw?K0J3)!Xn>koTQN`FC
zqMiy*#M+l4so`xpP__2_0kK6Qmg^u`%hpsyZe%O1C%3d_LY^_FoBIw9&K?E_=cxqv
zPSMlv`WI9t<QWu6zvHknh(J#tx8j~C2%yE=$KYp(<LXKfoOn4tS$yp|jRDoy#;oz0
zdDnMiGu9(RT$UlMi^FcOkLqi;#(|+b{a#R!>HC=_jqy>ozCXoM*bTgZvC;`3#{cpW
zx*S6H+QE*;jtHRnjQ!;vySuAh`vZ^@hYUJSCQHdlp&h2reLdKL=mQ6$l_mSRi4CT>
z!K`Oj{eQ^_#ERd*Xn(8FRn=kr{EA}VD=}``yE%35O2-?n=zLgn?@yDbzv%BLk04p6
zlF?qlGW}-cnJ<yb^3Qlz?|*batj$hkJL{_qca0QoEfNXN`#gZ8?N9SNC&OEEm7?53
zWsV)0pAMhJUh070(F(6U0Dhe9JHSWkC5h}|D=Nzxe)@NL0y6pwFW7|tB8}R>9L=AQ
zZC4ER7Vw7zQ9skz*V#j1>r<`gZ$&DXZP^tYhM!)}3ag(ANd;=LoG(Lq7Iaof>LCUh
z^g2o77`a##t+2=jQyICYnf3@=C*Lx1>M%AS#o>a~R1`65`s!tAc1vvOnj%1GZR>Y;
zaw<1ANYH5)M=e?Xbd%l#a;4h&LhqsZi>7Wuv53a-mmdVwRi?j8RWdY$KN=+O?l(RD
zH{=|r!)Ho)jB|~FPGVp_&&1s<cukUgX{TvW7Jg6?_<>htq*-np8sPnX)RkzI0rUaO
zD)7l!j_=^GcjybF(8y|U7J21Q3JWtRzWrvr57X1;a$l#bjg0%xrc7IOC5qc5u?<wM
z*KS!jG0&}I(Ypr)wgb50H|jgyV*kQ1HF&iRwoi?#IG*jW!hYWZi#IS4^T4U7dByU`
z>5+%%bodze3D3mMba!_?TIIc~x~aZwTdixGm<_JIo==CTczT4tr&H|tAjKQqJ;2AW
zIJ*gG3`_kyjH$v&%71H0tdIxNUb^|MADEFFa2&Wi&o0$qpy+o68e-k4TxOvj+nhp|
znCf-v4dqJx<b|oII`8~bzLhXmB(^jqZQL_ZWLv0s_#W2w&77`g&&X(+g?yvp{}vdv
z>QeB&q2u(_&w^^cY~NxI3()%L?JK;D+7Dg~p@%oj!LY9=g1*k*F5#b6H}r*jZa!k~
z<q(LomODM_x{tER7-#zNMqhZrjs1%&jo-yxNv|6|k^+bodSh_OgCn0VRghgyVChe?
zX+3Br#^8F#Ah`X29@^7p{=~7hx}q4X(U`F@#hprLE0d`Z`Y#d+{ELKCW<8fyGP>Pp
zg}=>k=v-@?bgv$bs|nr!3$|FQeal}C{T|yJXbBdOT{p?2ox5vc*Zt($sImoQ2;d7x
zemPe^Y1CX?J#&+7UC*oHcVN(M&pg|bTR^2VgQG=79deQy+YNp~p<B-!Zt)Ca*)Jq#
zVPZ@EO@p3%V_c8R!JyF<Xa{xO^?!iB&pXy<SR1mc%XJo49|!$jY`K{;g(i9n^GpkL
z9IIx#JP~fR{Z+Qt^bZ8e{L=6*(F8x|Th9BUg(Mu?CzGJ6n~@zTwv6A7ed&EwNuv@Z
z2CrT@yI~h8389qx0V#&J3)z&b*|wrIAMu&#tWZYvfeBnLgnuqB{zOX@#WNRKoyp9h
z-0i{+Ii7b4j>q*1A%mTy;?td6`0Olpx|3DuXRNJ!W-1E{Dj~-s%j`ShOzxzaJ9hdW
zDb3i$0M5_HSHZnMVw0XKpkO@BO!dltl({S~T%rvYv#<>l#-~K`cxN@c7Qs~uUny$G
zrzLTP3m7XC`aJODIG^@9lRxN&>ec7<nZ1Z6ZBNE@F6xyliMpBdex60WVE@&<m9BX>
zA5Z?<19fLzJJ}e5LV#R~VU!_Z({v;yXKb+1KRtnIFzSJ6aP2Z@vniJ}>qS6dNaOB2
zioXaks4zSC;tdN0f7lTPMzm<WNdDvGH!<l>sAigooq`NRNLrwujDrK}i-^u0r&xVw
zL>{&>LYS0)X1lI?z^X>F9Vw3kQ?!$eK3=h-N;9TmL7lcXW$BC15{JtDf~r#Po{qj}
zVZ5pl1!HXMX#N3VxfFm_y$}svV08JlDwAQ!4=%?vVdk7B78)1@@p95d`~CDMAR5+X
z50*#Jn=N=nUVD@As9sdatT?V0*&op9-p@+cv`;?5)vZ*twnCm`ja*UJ(<6)zQ;E30
zcc(KaC7$F8pWTc`pr#}|G#a0#!4G24a&x~k@^T{ZxcSB`kv(VIYG0@MKO9kyiY+px
zNOEHkFJ8yySI3ES^^kh}lJy3{@a(BP9!cz0|HQ$uriE|TJ7jcX&3Q#cK0r#3ZGIwT
zuI2EN`lS`FC>@T7q0-8v+W)ZSj3{GT{{p6Ux;Yy450|B(xVYV@@4|JDAAUG9Dg&<T
zX18S?ZM2te0dsjlsxwE<8<PiLY+twKjijaCPySt%iQKCM@xW%xdFSPMg}!rp;CgpH
z0ft6V8O9Yb#K-N|OZk2M7eQESmvyg`N3b&(KIeqkURMVioh+9`c~_{)sH7YWlm9+k
zCpX0J;HjUQxV6gDJ=i#Re&z{Jq^woMj0YI=R>0H+aA2C5lA;uZCKZG;K2`LdGZdbI
zxS6EQ7SRDj+5>9{eVG=6H<V{J#D41LX`GCaXZ{Qa*j^QS5~Onv-!LC0TQKa`eU+$~
zXpTxMe(ua7oL{Y3$hk!uw}`VLMrawmHw_-)H~Ob-_a4d^^2n6!k<n@?)Zt`ryh}1m
zb0&l}#S@-8NwwcTad^l7jBbEus;IQ;d=n>Dr!i}3C%%U^P3d8PLus<gg@Bk@Sirkg
zPpu1WY#{B0pi|FU)QI#}k~~QjQtoUbs{WKZou_PhGk^6VE$R;lTg{nBH%1Y($LsRs
zNDULCLwib001-nYXLvdKapBhsDW9PMzv>hfco1G|$$W7<Q7O)wI?ux~PykKD&yM=|
z^`odmz3{_WT|e4oOKH-_c1MUxko09f2I@khUG@aV^VkV=p^wUcKvql66sB=op>6RH
zvbBk6s-6kJX7!#u<r-4ac4oF9n?Y;Lsy7bxhyLpQXw!D<5>vHowAg~cbOVCQWlsq!
ztxvqqO%L@6!Cd0y$KgwVKt13R5vKu5atZh#e&p1kM{8tF^|FcaYhSUai8=`~W=X|a
z(v~=SUtXiQMPq<8(CT^<j&d*B*P|gpy>{wK`lj71R+#yy{vcBFa+otsf5Qn@6CWqv
zuJ%ZQLZ+ZqQS2L^YTLP9@H~t%ZKJjF3_4;BxkvzV&KQ_`9nx<Qd!v2HQs;u(Y+d(`
z;BLzHUPt6qi0ED69h*Z4`EZ%SwT55$J*iA$v>Y1u9aApj$_mGf4qkgS=z<I1P}#Bs
zlc`Ner5RmjrLh8|CsEqDn4jBR(T}jHAz_XlR`&nx`45!>wNTFO8eJzg(pM!cFY>*|
z9c8ZlE}<i^WuPwos|Zp5XRl(%=O~kRlv%WKY;rM9;{C8&?m|s{s>C#-a&C^XOEi!C
z)h8sxgU=ZlH<|5CPO=k;8Sr6_c_Akv;YDrScG;pj=IWdHb~wd+(r<U`4=HC*S%V*N
z4Wb&<4#mieqGuf}WbBOZj#Km;8$j`mZ!StReT7P><OcJQ`{-9cL+c=)JiE>MJWciE
z5NS0)D8rFpUMru;x3}vL!JB_Tow&iIkKC_V1%pW4l?wY6`>F5J$z~V2KHHO2efGx*
z%xzS=8P}?Z+qBf{TI`^c&lztlSwD#X^G*iomzPZ$4@iN+64g-zcO)|*aR&3MXD7I}
zML8>G@$2JhJSj1K{lCng8omi!6K9W`19;JiYdnQ$HdQ0FXT;78(Uvt+(01V6WrIV?
zMwrWuz)M_H&?Ua;8b_Wd)U;_9w3p|6Mmr(luO7xsFfVHaPQj7hIqdyUkuklc$>W|8
zIZRG0n!9Eh*%NZ|bc9-t{*@05rzwjKZidEL$vp3-CDY7Lgd%Dh<~bWVbcfqpL%FLD
z%JZa6TOv6Y+Z)HHis-n3=Ln&K<HWp*V^N~L0d~*ix<rc-v>N2FmZJvQH?@|L+)eNM
z8rwuN-eEI}zz4_h7W7OX%7pO^p4DiKTd|6jp6A5;*1$krt-;+#zuPxsi0ALx)R3E}
zQVjqZx$Vk=`0T{AR^M{7&S;>kb>QA*z8Nh6xnTbGrN)_yGk2hs2&FMJ;dlS2^&GQ6
zJvCl*t^@8Hhx2VDfg1-k8g!20eEKYW+1Vj!`a1945tffM@AIXc?3z<Z2#<(YiD#bz
zb${DeN6nr<eUt{mdz<ra42V}K41qd>X&`jjEOeg6LM`^>7McAvZtV=-7uA_sinO-8
z$8S7V_@})^4z2U#UPBt)6g<PjO|HTVkifFdJWG4d;yqjG8C*?@zJq<68I7t0N+%bm
z^kFg2ac+5OyF_GRR`}%@Snm`+`b$fPtny1%-)@bwkggox=r$dEB|;oWg}A!lGPli;
z^$;C1c8j2CpW3PtcZ!PT@`%XSessVh;du*l%ics6M{I}xrED!n(IC~*)l=#xXJekK
z$h4YQ46V}*mn<H!HA9kVfwG*F8cyR>Q-#P9sNtY1O-||;blx){M~y9hx_3o#Cdk~T
z-0@_ws$FE6QZY?3B2aEp9<>p5DIU~AjFV3wg4(Do#jo*q>uSCK=&}LOm({1K{xn~X
z6n=a=+n%4)uQ%|Lvbmn}!&Zs;Q!sV{CnlB7+3#1sIQKS2gS5II^{S&jw1!?*%tTF0
z=2@#&e6D`uA0&_P&y^G$>9t*Jd+IYTUNMC@$5F894lZ<~?btKft}OzxPmEAi)APw=
zQM6_>LMuo(Y_CNbzS5>;RXQp|caObB)bP;JA+Jx^m_IVcRz_1O{=gigPvCEx6Em%B
zS|;sTQ26+b@5KFAqkshESmikGR%OBLCOOZo$iCTUYEAlwBLVgNel?ayRcX<Ni;Q&X
zSQCu~pzYjLAb*238J*?TWf@C8{)^Lyym+H4*MnvY2z@qb5cRBn)WHM2d=dR1S{v&)
z7qjF@M^g8;+mM)+JSDx8bQlZjunWH=c+cn9(w7>`nR}6;sEeBxzAK8Jx}X>1{N}*0
zKnnVCSfErGkt2l*+D?+g3kEV)PzBHAgloi3JMv<RjPnjYARr#1^{a>u%A_zGx>z7g
znl=At(Chf2$8VS3N=B<cG&(322g$U_Jf2v5p?dxK&4zvjeR*7YGg!$N6$<j~#67u1
z`YQP`Caoxf14%``RVOD$OOY6D*pb*)sHaR-GpgE4?<!!8H-aRg<P4<(<#y~bEi@x7
zO=*?`XGNUB?uHT+u$jZkkv+@TSqXCEG!+oZgG|ZQ=Q+chR@+JX1b1)CN`sdrm72p2
zNwVX1`;&81zd!OXi2lAq0K!6~;v2CPlfF9Ll}4S4X2E_2$_Es5D)g1yeKprJ;3}|P
z%x%nXO<6outR9Z#{4<7!y$7A#SE25qY%E`3OD44kT=R$r#DmUT%)!^FCk4?SDYarr
zoxL-JGgG<t1;x0TiuRxluYN9u4j}mY&AWYNV5RnHkbe&l9A?gFN@33e&r)E?$G}Sk
z7}US(e-er(=I&s?9{~~(yDoVLoZUdll8-qwhC&?wHkx&bQbo05hh+h4ho#`tj0Umx
zPtDB)z)qK9>%xYJ7*x@Y>LAv#VX|}wyk3#SshU##fV_<$o01#wD;x000dG2Z2Ug;_
zD2Ud_e)f-8_^~)^iO4#XSmP1O09MJnq`#l|pKE!xT_wZ}0~{zI(9>Xti+?pDXn&t#
z0)%6OK(~`X;#Ugrg)mt$$A~p}pz=@_K(=%wo7U@0CErM_A()5{1)f313jQ<ye*kbj
B%E|x$

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-3-Timeline of AI Evolution.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-3-Timeline of AI Evolution.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..167e469b86408eceaa5163cbbcd8c583516e639d
GIT binary patch
literal 64277
zcmeFZ1yr2PmNwdWa0wPXKmr6waJLXVxHL`(PN(t4odCfdf)m^c?ht}QaCZ$Z-Du;t
zzjOYXIp;fb@0z)HX4XAx&C4o!(Ov89+Es7u+WUE)&EwqT8h}7SMqUPhgaiN}A$|al
zivTIW6LfS8bhIZJ7#NtCPq1)^adEJ*ah?%9#V4kwprxUvprWE<<Y1zsXJeqEV&-RI
zd&9}Y!$Zp?C@R1u!okhM^~X(+FflQ4uyM$7aml%!Q$6SUPhXEe0EACaNl@ORAkhPm
z36W3;ksiANw1{z{A^qh7{GSU683h#$9pecm7B-?o9RUCt2?Yfi6$K3q6&2Cj8}T^+
zl@N{SIj1E0Q#BI|dIw@I|JZL&7~WQOlBkbE8M!|?24G^5l94~7c=3{nndKD^FCV{v
zppeu%X&G5Lc?AtkEp4EVuAZrxxrL>bwT+WA#KqOk-6QaGP;khX(6G4pgv6xeuPLcH
zxq0~og+;|B)it$s^$m?p%|E-kdwTo&2L>l5r>19S=jIpIH#WC^Z}05x?ZZyb&Mz*n
z;MX^Q*o6c@`Kwuo-+wjiPj(R^>_SFGMM1^*!!9IbS42Z0L`8efiB2S`hGF9Hl%C7~
z3Gv(5Z&jU`4BYBal8=t#Sfq?R>n~t`nD!UT{$qv({J*m7Uk&>=yA}XAC`gFKLm>o+
z1FmkEbNsOWOIlepkz3g4&jsOq*YQ!tC;LGrs``v;5IUb)JWfZiQYWLZGf7xi7vm$K
zFR4uYD8l#75VArA^NHLjGCXf7KcVG%dr&vIFDlwAjb76=T~Ntf8@a%o6G)H~wj~1D
z{I>S>FnzE0?1-%k+3vONl5e%sOu*h`qC9ht4dh&t6e#|ws-bzYW+c>XF@2LkVAvd9
z*<JtebZk|lDL{8hD5sBBU8QN4nb?FyG0_%0u4_a!`vLYc2wbw*!>BfbKft6#xAq8l
zHJz;<9&UY1tVxzUlM1OZSXt@<Bd_tq3rIiP8^{^CoK&sXPh<UR`{7ei92s6AwL6t6
zsY{b6v6@6c7;6m7wHurEi4Cc?D_`={y8b0S5kPpl>%MmpM~0wgGMm=??6_PRHA%=@
zE^b9hBx#ZXx5^Eg*tOf;PZ!vp^NgwDoJ!5C04`ZUlRZiM!dKBruMQ8aDtR6OLF?;T
z*Qe7RC%=5}99zn<_3B}Gk#;3|jK!#HiMkRvZ{)U+W$pB^i$hA4jBI)%iPa>(s7Vt8
z{=1tNyWaNcs8SMGtb5gv1J&i>L$m`Ets9hcrea)TvZm>$o2N01y)W99C(>T`XQ=sQ
zP{5QemLh<wFU}z|U2B#2AhqNm)is2NDVXx0$J(qZk^hUS(Yj|=xq96rAa36K5%3}5
z5ik~{2h)x$ef`CGm1x&q))itEi8B*Tr^3f~Zu)~E6|eW((Nk-7F<=#LaAn1=5qsSj
z<aVx(ocGCmxg8M_HinTxbregSO(s2zKNKP=E;VH`QRduBC~rTrVVR^Z2;c``^|dw4
z^7@9-kWnOMkY>_bn=5L4RirO6GMuwVT0=SnY3@DHLmR?)6_*+0mGo7nsosx=CkCx2
zcd$=UU^|4>Or}(_8a)DBR_PI|<t6WFe^Z}a@g+Dnui?b}i-~zeL<mX)a@G0JD1}?0
zLbB21g(p~SIb}FMv{n~2EYH7flrG(+gof5o;mjD;^ZVv42X1yy97+>mJ#7rl77nsE
zs2FZD=tFIdO6dO-<q_arhg?cNsVvXBw_OJ`Kf!bhc_4a?v$*d>-}U-ee3AGop>+QB
zm9lwwveeXT-2BW+Q_;S=(<q3AxCFj<ko#3Ik7t|bx=eZD{CoP;jZ-`JuQ6pPC;_sj
z0W8Vbd0ln|b8g8$XN6E>6v;!>s-LI|?4=Of;~P0i<c9>N$DLF^)LqlmNYm{Kj<&I5
zJW<opdjy2izD+_k#0O4!O*27)8d9H9r)A=rJ_3IJOn&&hO5(fL@d&7tEVCL>*rP5d
z>GA!$_hs+cSbTStV893LN5IWF$%RKo2SZ&>V<lWi9kKpt8<lrtkARE4crUqI5h4}w
z&t59TYQ?Uxhb|>W&luyD0L=KMT1VH^JtW)W&{i+eM}Wk=$^$(55fGmHKo%X+u}fS0
z2v{Y21i+lhE?zwX20bAE*tL{ToSbJ^-6c?EtZt}D%k}Hg(Togs47XojMC|n#Q(#4%
zgD7d(M#s8|;v?X#U04Uy_z^Ih`#?(EasCos`UpUK1l)UI-n1#N#x9H-0RP^ozqeSz
z+o;g4|H!I>kCs-R2iErpcoGsi>4~;-Nv<`puj~OdmrUOqq$NOXVFHp)FB8Oe@OF3v
z7;Zd3R%X#)ArJBwefO^6*JI8mzR~!amUsLO(5+158leO|jrZ@<h6npvD5DLR&MSm}
z8e4>HYRG245pqaU6{$%)y-eR+6cxv6S<4FYkPY>E4Juh)S?OcT?_!ijj^Ly+SIPJA
z4HkKt<0enF_gyekG9=St=}?sW2g)uQ23T)uPbidcvAN-$d(Uc5G@%|mS!0rJa;??s
zcO0e8W@xxAuAefVzMmUOhbQditt8Yi@wlq+XqIDsnw^603$u3bHbx9*bh(oeDlN?8
zBKoSr_gpA?(@cXYthRVQ>@E0*JZDUv;OH58psYefsZ8=~#Rp0XT-fX0W|oHb**j4z
z>js=R+I%vdI{`Xtn^h$Ez2UpOqLf_?GnMU_-Eq$^pDR&xe1=3yN$5xFZ=jVeXn<q&
z3=){?1rLTTy%Z<X-a+kxoVS}4vltan2d)gL2xQl+UL{z2>L`%5t<2W1SVWF?i&I!r
zC?)R0Jy^Y|O`~``zsx0*1Bj$>EU6r>XO%XLDV{x$No`;YD_V<<^;e=z`PiVukrS@Q
zD#8690gUdx2ayeDdYiW5TdV9H2WO7}8w#9nSP){%Av=#gYtUwA-W^Bv?D5fa?xC+a
z4GqTZ*tQ=4RBIo!QL_l{ye;#kDwlV)#ph0AG$R6Q&mXvCyyXh#D?=>d+<6ObQLw}H
zl&pai21`~ti_UAwqs+P#CzDNl<Xu9W8}ZPOZQ}q9ip(?}*r|X3)j0+a9`T-Gg_bK*
z+u>dOYcDAnY4OHu<b{0-a1JisI#RPGgO_^9548~$hVP}mSiICWLtW(@-*5=sY*(I{
zMQt*;f0!4fthqm)dIS(3oNV|8*p<jX3Dcz}l{QLClE9>yHkJZ5!BO0CYtX;Svb-ux
z#~8S0#(rIT%TMV!bN&bjc;lr6^Zmk6Vf^z3)p1@wQ%`PwE^7X{-@rN5tj5~wFDx7D
zq8ZEIYp0HScOvB%HU$_hV*{rs`rxd-X6=N{4czbIdmJYep7}kOBeyHWNZn~gKk$X6
zX|`5fmvh_yPX4BDFU}o?S*(zzMVD)9n02wl{=fk*0JRLUg1N94%X`2R<kVqn>2cXx
zuxN$0ja5pJke3*RXB*d#<t54O!DN@uwJI&N%%+JYS?GR`fX|Z#0y_hC_v9=-e7^ky
z-w<1z;SumH47Z8J+gx4MctY5Y#!JHZNhjD2{HZ}NW8yf9kI5z~MPO?SisqQRVHfU<
zy=b~oj?Vn40v{)~`VBQKi7s~6z3k*mp6;FI*a^pjzEb^BQ!}9Q444b=GJ<AiS=)F?
zQP(Z0*YB!*d+Kug!>O+gL&QXxAYf~I`}RRr4QG5wl4|^o)t2ghS0e-6Y>1bQnK8LF
z`%6A-dwm8GJKm#u71Sis(NCF%E$<2#7aMHWKA1L8mv%q!1lf`Ay@Jnyr}(`2Q*llo
z0awwjhh)9RI4*w1N+aUCRI7K=Ox@z7%W!Um31i9N@#jsJ*Lt)G97yDV2uP{ox^W1l
z4EQ{K^TDU%_SNrpzP8p>z5uXU<QkD2VeW?^KVo}nwDCxmnFw{4vvZz1e%RA)iu&9a
z%g5o26vQr-%qi^Y$>!8q$8jnqnjP!nu**{F>4(_$#-}RvjNen_z3@D%lQwU2THGPN
zaM=ec=@PcLQsBbg!Hm!az-Yaa`*sL_xQO+)eTwDT@ZJm%Cge>I(I&tWBi4UJ@TLEx
zYBJ9?k)o2_HA6ELBXYLa<J0Ji#)j7V4>k1Z#iKGbOEj#NmE>^3hZg-C=|?~fux8A0
zlchJqT1FTR5hwj3R+9$&ceW2b>m9FqC*jdY?q^`MhWWepuY$`h;svZyz`Bms$rWmT
zwTICr#*dr*x-Jo?d<|67`^@YkN(DDmm;UPl&Y*z{%CyBuMa>Ksc~^&spoe|`pV2nS
z#uL0?tsEusZlXPVG<x&kWy7r-!QZ}EOF90xx`Ixkzsj+@W@u<8#kwpi27ejpz5tK1
z(v<Zz@%~~8;9cfp%@CJ@(Jxr@<NbObHz)jqvPfpwH9=KiCKbHubCdon^U0)fr}cWG
zyE>|>_6HvaI>FV8VRHkw*TysS0bPbLdPD12p%z)(>?ryAbDa52XvJ|D2E_%LF(&{k
z8_7?Axb|-%P;LJ3N5GcCY{wxr;sncCs0UH@JOWN%fL1T@8Xp1UU`gi(-hHnOX<}7x
zH(-Gm-XkD(=Io(!^bwHDP|02S9!~uTU?|_Y56pT5$jC|#MLeLk;rrx-F^d^6=Y#?N
zrLi(}w^P@`l%sCU&*S@0nwzZ1(fb9dC28|P;}V-pWWO4??nJW};2`M`#hN&4x-V7Q
zUjzD>MAnd2C+ZMcP(pgf$_{HD97AEeRn2Jw+cUhkrIEvs5yBa{!vtU!FSl_E>GH4)
zJ>N7h?%bBa+kyzVjh19imrJ8H*Ep)%X}SkB{J2MFtzw+LntY4rm80c!C`UU)G64@?
ze~8>rq{L<oZmMsnLNig+)&dZq<NX#(oK}-`?9on0NUxLOs9Fzax9c)}+my7<{x;_%
zGC}Mq`Bs3ihqmdR=!9|Sz<QvA=OttOFCq*TZb7DsCDSa01FP&WGwE9K2fisIOaVN0
z@OQb;sXg|d2=}>(?`OnY=>dSwor$J*aHiZ)Ewkx57Iu<`C;ZI!4)?5+McIuTHb3vG
zm-@51gfv$u?C|fuzDzeg?Y6Slg!GFw?TFQl!d2EYGuB15LGahM95}H&Mg}E~3vvhk
zqY6j6*@=2N;b9)4qkPjo*j8j$qYfY^h*^c>SYKU?Z%b_K%`9-;7h_M1sM?KZcd7L&
z*C@+S$JC7{)=G~5D518)?}Umd{Vp-&iB{I)<<+?*BYF10L<iwwRm@RxHQ6vPw0wB|
z&CKz`#;G8Cvdt4}36Y)j;);SWw4;5evsDd@?iGTGR$yU%MK0ww$H!FekceB_T~OkL
z7>*SM<i^loY1!z@qGQj?>9@WM0JGUVHHq~vrB6<KwIvYQ{2L6LtyUoPOdb|=$DbP1
zbEqywo0PLWF8Pcpy?7_}k9pNh<R2!paL>A9KEZhej9!*M0(=qi>?Wkr7uqL1B_dw1
zJF#qo4K7UP<dXAWbQoB2F+D|Y(PQRyD;X~MU8Q*YYP{AY?^h<IFow=NzLc4Khx))T
zdM(K>`N6ua9b`CvD`*b5CGB;%xt%RglO#TvD)f;Br8fkLU=+BCZR~@Ewl5wgz8Nw>
z%*h4Ge+I73G^a9Wr;KQLO}LsMHjBi6cY62#bpQXUP5m#M`=9NV^-n%dpEq*j5pYdZ
zcXEqi;JaI&-Rw(oA*TF?6KiFi6vOcCKX6B6yE_Pf7(1IX`zJ4${kzu}*(js~u_Ck_
ze|uVy=v}E+PkuN%IblCC8Cm6WN9OS6Qqrwp+Axdl$=y?bA1s%w>DT<qj*ZKa@9IX?
zT7l|J?HIx*G?H9g!ycS(=`zUma|IF;U4d&@$$Kl4QRy}*YmC3=sJk>Lzq9iGa@CTa
z=*fa4pkAf!(;PfmwGql!S=y0!St{G41I^-KVC0Zpm(1Jc1-aX8Lx^lhV^%v&8TT7B
zN=4K%%gBoFUJcs^!;V``*RkjO@i|gNDkOdkNWZN94UdMrNVw^y$PA%wRbJ$2GJ6Eb
zC%th<KVFYk<r@<(RnY$ZPzO2}6^JR(Ne6J*U{l^2Dvt;cu_S@qxvQmj?GY~QxtD&9
z;d?gI)<=M1l1P~h-zaONQ-t$X1yh&n!^;UV>P4HGK4ovQal?h_*wz6CJXh-LAENf0
z3;wcrOOWwpyB()#s|qPy7~0Lir^|(?*u1?n{jvc_k$^>F^m8qKjyIg~nzB(Rv_Hbj
z^7uNeZ;j^}6Kp}w*YzoGI~IZmtL4Z#?zO4H3#_q|kR#=lg_{$##>qN%j+Ld6<Qq=_
zCRGA!Q`0&9cN2J!D}~NJKSe<h51D$7e8J*C${J7r!{y{_L_`GMIdYfMN?!pHfbpC}
z@8`p;MvY<%OOh4sb3+d*D%vR^2gH{Eq*qZ)6EQ=eYdztPV{2+@y@kTY^<)9vA=5@B
zI7JL)@(Mud+=TMb%!`~zqvOP1krg>oAGS8B2Q$ij*?#$SFIK9+P@V$wn}zk;h$Ddy
z7_*seB~38nP+(WR5lbx3^kjk6)%+{Lc+)qAoo5kSJLK7wrHaj>L}BZ7mCqE~>6<6O
zykG`JeID&N?{`~+hg>8;M<_a%_W`!v%*AUWxa+$q_7nE<s**nND_O$W_nrNC<&EY-
z)NN-o{(ZPi7U%EJ$BXo+<@SC;Za;*NaJtT?Tb`Bj?lf>7_(H2&)3DPxU7Vet8VnOI
zh`TvzA?>Stf}LnHzzTBhvW+N9LGE>)-m<rRywR-0)kJ&^BL0E#=h-TF%T0!tcgp)Y
zjg4Uw3;Ll;jGQd4PU8|=slO+Iv$ckH$~CiQRZaC%Iz3b~RXi3f68-9!f*OIN=v9>$
zzJzXpT@*8gR?cweSSpw-YE@N|rmAK;)E*xL1>IjJ5Nx=&bWRESVtbU+)ZoC#Rpjh2
z?!QHm)Cz@%ohgiquoo^a>CU}aj!WujQy>4PX+XDy+qX2UyM9ovz27rZN?rN2nk32-
zh)ey`#hy#<h5}89gEj42rSwO)4y~qf5f<N~`9ppJI+j*5v+q<7kf@v4FXx{3uM7?L
z&gN{m+0ekb<{(#-(^L5+VHz~#AQlCFSxagAmFF;y$^t`U@yn#3LfKE)`U}hb6#Cid
zPF;~ryXcrXS3N@0hwT*6(u#6f!1_4gttwm9y5uNTy4k%Ii^<l6@64=lY5-^mWSt%C
z`6V~Wg_TIy&y3D2i25LW%1geir_%Rhq^$g8VepKg$idtqc<Zy{(`^8UPeJ*z%|h4;
zTn&ONHbYt3w52=d|2paI)31vnme*9OG@W}s9lxEv=d|9i`}QQy2rXaaHJjO6Cu`)C
zeXrpeq7_*8GZH?_vgvTz$dFZ4LZ6fgTVY++UOi%e@q;5q2EgPeqpXYufS#%pUKG!(
z3nS2?LlRB1DggkHb^YF0FRe!?GrE*F_de=L24nr(Z&#Lam;!qf&A7k^iK~u_6Q+j%
zEA9j;^TEL}w={|76qAOT^LcaAAi3jB3#K^~pwZ<FYvU1PQxJzaT5eDt(h^?YYmG42
zt&)ml+WK%(oU?r4G{*-5iS3~e)=@68EC7dDy32A}LaXMC(Jx-y*3{#MMw5!}rU_KR
zDSS|G$t@oqY87k}R(|l+>A|kY=LVNCB^+)8X{s8cDuzb%w}Q_l58&!jo*)O2u}&wP
z>K|_hL+LCcGJj#H^fqE%%-u<rx^ci%dxTb$sJofU)XUt=#UssfSFGB(VYH#;iUW2a
zukWirT95r>sMkD-clJ^-bwH*3mUg|DqPiSMdChUt9Q2?se%ADO*x90()G{_UYhd0N
z;k`c0Q%3~LC3{I{-Bsz=SuAw;<x1<L1P9HvGyK@Dx%+$#DEx2qsN?3hT$j4*@liie
zJV``PoK61i)L8Vfr9Ra?J8XmH<!663tF>D9EnDiE6Ad6O0)wWxLm*y;;77o@A-Y-!
zSNzd~HMQaJbXz*E=oCy6>wfQreTi7!6at6<_oOGs?DNIx^>Upt4ywtvp!gfCM)C}`
zgx@o$M=L)}S68`$!U2-6WBt}uaDWpzV`N==4PPu<CgT)YJ8ex`CtoxWoT$55z7=FB
zkVX$na2Jdmg)6r5J_4lh;vWJ2RR}Ck%YoOM3s^6AK`HB*t+%WVd8sOtxU)^Gu$4b?
z4ufew5$go~rhf6YZ>wVIIxyX|+{{a&D#oo+-kTTIm6Vigc`?rv@O4?I0;6b&nJ4mz
zf&$BNg~z9}E-=cd!z*bVQ>Ot2G%cFE%mn=<DOY3_J02$~x}`Xo&cu)+hCl<_h&oLe
zdSHQdJ%@r#Ra#0|ruH(Kr;jCa$s9c3;2jh{h`v5<Va`Z~-gB|;C96HUqXa|zn3=yM
zE6&o>{nd+WnnY<6xZ|02bJ#kB!Cb_u>+q`nlSoSt!);5bI;&$KrflLIBJjcdui<F^
zhU@8t`QC-<UEK#(h@b0g51YDmJiIISeCV8|y<son$m(rVi7(0t!>`0TAN5~76<YC~
z6GW`J8Dtx>mxa=?1wov+-<=)-yZyU@4p~2vznx5}Nn;EJA$Sl(PW{*R0bcm7Y3AsB
z_b8K*Zx&|I@l|fHSP%tpraz^sX|{14JG#F>GPS}m$=k*!XWAI}W|=L|p9iC8jYe_{
zDDv<OCR!g~YQ-l$A8F#rI7&S=A>gcwr;v!{zEc4jv&x>}{Y@M@B(<JaH{B}gcq;L6
zvdm}!g5&sWu=Etxzjo1Mq2mTJ9tWo>RMm~!f>EjhPIviJh@Pf%p<RC&rF~Oz8ioW+
z8oha_kTDgv;Ph&mZ}9h@ocvxXRuAn6{{T&e8?+~0$`j`$hccW*J`4RoT*(w47;6+R
zjT{8Tje5D$rB|P^@w~{Iz`7xpH_xRc`PU%$(jF@YPx4qGf8vgRLzJOQU2kz!2a)_X
zhz?N72Roa_MJ5jJEDBsy%!FZGp4yDwRCVdNiR~Y#PgPuCE8-&1Dh8{WW=~Q)`A2|G
zpG`#6l4h!Q_=YffInN$D&&z<NlC+Jo33-Y~z@%s{j;!|_;zmdtj8_7WfI~ZiJ&N{%
z8|KOF>Z$y*IYYVrF*zCXHIzmwODgTc&pe<ElrFwz@K&t6i1ZN8yCcDmZv7Z-wrY}G
zr7W_Ej{t4KVJ3-|@6p}ZY%%dg%Zfb0I(H?5faN}nz0}dPpTJWu{#xj6>f%vMnPhs6
zyCo=CK-g)_186CYbd>LTU3f(WxeBQheobh&zo1o-;Z1!?m$`BgMhqdxDI;m@Qwwvc
zM7VHO=ybZ&t$>Y7L#PWwsGfjM>C*<0%ydht&3wqYs<<6Ht!YNh_{k$+{WZnW?EJW~
zvc6>)KbyAFZ4?(eaJ90|e0Z&N;P3)+t4U}uT=EF8nwR71BsaBk@ZXi}^_T@qBWo38
z%wCwrDKQw%K+1*A3>7Is-hvTTT_9FD^MnX=#-blouz|8i09@uy$uw_YjCL|A^#(kU
zJkXdai;vYVubxeHs*LCRvt@yq1sJzm=E$|XaG#l+ufO1HxhiRARez;TW+2M|5QBK<
z?aW1dEYg{`c_5nnsox2@EZ5L{%XT!KifuKzg5}l=U=qQ(thhuxX)ZOg>@Zq!XywHx
z$muM?hv^mH$8JzNp2!*MI>UKxG1a%y+@EExPkFTx@I^Vg^Uf~mOS;=a4LYfy9k^6Q
z&-C~4(enVzh}3lrNg`K2iK-Y>xnZvkH|{3A5?Ufv+vAohQ8@Lk-)cxBFp11V8WDB^
zI<I2wlP1%UB<X^`On}XT?W6h}%mF0V?o_TlE<CFIU(&Q6>Z=ApsTM5`p7sp&6LsEv
z5G3}>2PxaRPP)&+{s*JH+I^i3mo5)vp%v@Nx38=j)8o3H`y*)t{umML`y<&Us$^^e
zUgSp^zlSdW&J3y48DK;=e7mu&6IS&z6rIeK+S?(uuYF<%dPhUv81)EH3fHP?;LFsS
z>Y;Bk%(d6<l_c-qXhY6!uBmJH>vRX>cFV?7jfZH!DKIFGuY6~cL<Wa+r*o(8w94Nm
zxdJ~@g50zxoyV^8)?OZC6K1NA>;VaeAo+^eVBLJbZ|68b+9VrAeMJyCDrpi-|7ROR
zC^GXMnvz7xw1%s~>VzN()T{bVq#k<TJ<fhqtN2^x*$Z_oL2V4c#pOlu#@K~!t70yQ
ztXj{mt||^Yma=M@!8CC&O5h}HZ#Ua$LGOAMwzN^%O2`Vo>FVa=mZolQiaSPUwDr!H
zDnfZicb4v4Zb&AP+NA+Qy|Tcho2q#CB~1RB5AC@>?WQ3bF-o~0tJuuF@>2;Y$G7#{
zdq`OwV;FX0k}yW^RYR{Fn$8D56{<|;@Gg(#<CgqY8@^Pf^dzq9c%%86XSR*K6MPXU
ztBkimS7|hncZ=X-#5Rer!`TNeRHVFEKF7v82qgs&6mz2gjKdsJW+k^;VVd+(Dzg#N
z+au~M;`xL&HBrhj-6#E4T<@?bJ5hbOw$_pzV!F{pGo&88-7CC{k~c$dja%FALACij
zq=Kc{HnPkRULxwNt1oO3FkimjQ0Ed8)5q9CAPzu-IIGgkFCfmxbHyasFTFLl_FqZp
za|O!xJy(|Gy__e~+aV54n@Zw3`1teSqZa}1KDx$ro1&2S(bTm`BVWedu{luC`WH@E
z&KN0v{Vkv42^Mtpb-*SC7e<L$9A%=Zpa)j&Wj-4(`?Ot^akz0>al}O1)I@%`D39v0
zd0-esOnflh(x$Bc(}<>Jg5yGX@hh0E=PZ{!GWI2NeZ<o^j9;E>So>Bvfr7&$2EYDU
zPtkulP5;?m|1P2^wWw-E#EtaYZ3u+pAo`wkicDqGsBqwqpkX%1!}7<;HMO1iAr*r9
z<q|p*`umu}nW}MgO>yjMAE5^M{WFX?8~LBT{b@3$Yjjp#BOvcT^aI}^eGlO_*oCl4
zjjcZnKKR+jz2<rs)sS_G=X?K*+CAe>vxR4134O8ad4XUuPS+8bAksg3`}17Pm)Rkh
z|Ng{E-#MYpM}Tx4+9Z6o_!NRL_+s5C1uFa?t3P^+A^s2%)jIO`lZC;-4JSGmy+J%L
z*Y*gY4e)oZrh@mLV#En;q|yZS$L3JdZ;}prC*XwK??|)A=}nWELB}UIWBjCbRuGc3
z0(hX@3<p!7@)TWD($a=zWHs;+P=2DPi4q=Og9y(3{}T0*L{_*}zJo6QXl{enTc4Vu
z^Lx)7TuEM#R76$FRD`_xLEtToCNRLbFdl^%3FE(uXqE_7)D&7J<?Lv*hRqNyO369I
z?~2+?w{`Qoz?Sp}<GSdBWu;<%oYReo0YT@Ci2MAZ5co%-k4~&x%iFYW+;6fzlp5Nv
zKAdI+psNfcu(9%HtORq~P@R8uh_8an%lA^Ln^j7Tx<Him)7E(Wv^Gt|Riju+*k!TJ
z!Ll0v@^y=n=W5c(|DSS^ZAb?hZ}9h2zU2JjlKn{9)UiJL-m1b<!8M?g?uljoUIV|!
zRBR9GDEY1Q5S2OE)D0GP!A4eVh1o6*hfqbiL+(C>*@96iGA3?o6eC{NiZ&HRvC}4K
zzD|FU9i?k>f9T^PhXolX7VDMP@>Qf3v{`XOh13w<`OWInJ6f~vcyA`M1-S@!RTPYa
zeECD_FjZE)l^y%0wp5)5i8qH?!C;Zq4cpyz*2#-VWJBYf`lwa6rYN<uw?kL{C==D6
z#29q;+Zn1R%4%;XN#-1roxX*VGc&!yXA^%_x%NhUogS7hK%+WU)6hV-9qId^FdNiy
zu(Ekgfigd-kpP}JIBr^=WnhX1`>u-y{+ziiu=wz<f&TrIB^GdF9}~bbcBay;!^r!o
zyk?CGzecNrojI9H%+(EEL1XQhM%RiE6rA}8;98H{)=!DnH8&sP%uXfF+4wCsvihQF
zKLO!QnbkDyF3MRIoDF5wYig{Km^qkqhLHB+hcytqc2}49Ij6Na{248LO#O3ev&=LJ
zA~(Sd3HIInIN=NB5{KnJJjF+F9b-LtkAO8Z-%W}8^jmJ5Kl!VvEa+D^%ZFfgrbhq@
zf*Ge6fT@JFiaM-Q+dSc2=F&C$o<YRZ5>dk$=?6d=c!`kdWeJTRdky_T?|t}p=)Jda
z;bNUVAC8tR)wYJ(&@yV&_`#z5*8UML6$6xORVUM@&Wy>XyJ4(ke;S?a-AkHh2xdMU
zkuCk`e+2XfZhQYR-Y^8a__xN6|GkmfqJQbst3nF5mDN-su>N#tU-FuPF-y6wMk3w7
zRT42!IUprWN~3+k3l}1mc|ujO_f#&OSX(5<)5C{%URykrR}^1)5({+pE(s|3rL08P
zI4T`QvYgB&)}<qMs~rXIx;{$c=5*w$7umIsqa#nnRrKbpS2IA_V{29sdeCLW46QHr
zHZ79vcn7g#j~HBiBSMh9WoF46?+T4uIVQh|#sH}h^|za0Kd1X}zOWe!54<Stz`3(7
zUA1w|q@1N1cCw99xA@(u5v(oxP)n0&J(%}$owcI)xDDfuC+laQ;q;<Z)ztGwogq0}
zGi}wD_WjM(ner}JVOP1G1LMq9mB>4^aGM%AWseV=5v~m7j;k2HTOVN<_nukzc=2oH
ziRCj*WuiT`>a`9PUG(USNrJsT33zoBUehmx+w~#Bth5ngWX)BLjVTpiBLe*RSIDQ9
zw_h1)CkmlEJ%$+F9wpXQvJj91OSiF=7S_%rT{^`Y4>ecMgV6GVXdXM5>Wu51Dj1c8
zAu63BzE2xE?`1lHTPBaU)8KMC#i4v>8J&;X%8tSDE@Pqnmin>{#xDy!`LZb65wOd}
zY>`1s0;rIEHrk+2n&<Tax>8!4AFJ3R#Q=`d|E&7?asbD{z%s0Sy%`R(MC+DkQ(<p3
zbBO7(S_^A|b-e#x7bxG-&=5u$>>BZPisLtcFx`W8M<O>Qdx>tcHEGjF2%%A333)i|
z7zRy3@Co+XDWK<M3mJWhWJx92I5qV`%*UYqcGe-r8<o!%3Goc`#~(f8ij<go4nntP
zcqrfIuj}(bq6Kh%+55&2lTculv1oXD_F0<1a=U=ZLw0Py`l2I$p8giuSsb}aX<4AO
z^M}DMy1*D|H{h2;FWn7l8fx(e0y(xBbaWQ*6uK%p=j^viAXKUCqA<|81+2gncFgP|
zB(4@9anC6^9G0t0pdNf*ks|)(P9@(>?}y=je1f*HX(aki%nj0mv?Cuag%_{8+jk}0
ziyXlpsb=cA2X&#eiQ*eBRqMm-Y{BKZ6{TM5?Zeods<{zyK8=S?2Ke2eRf5&s)K94$
z!AIvUW?uTua`~`^<Jfe6|0TQx3X|_s`_fM3H_NY^AVSgMncSYtCKEh+C+x>*=6ws`
z-*aW3-}Fij1IHg&I`REhSieA?RkCjoh<4g53I}(gGl`g1>e)q;cXUSM*AU6yiZeYl
zr5@a|B9v26vk2P%E;V4Gkb<z)?nK|oAFjVS^rcRF;zB?2?SuZF8lAfZ7n`9|Mqku2
z>$r#pjPflszrVKGx`G21kJcQZN|P2!hreTB`6C*BHPf*ge$DH!@M61^znfa&VOAzu
zr=3V)<^9s<>#7!-WoDk@w;2j&%@eF`l@GGjaNq_<$i`40$ZAs31$`aur=O1ND@nRX
zfY3+_ydit<X8JPC9c@X;>R0*8vCetrH`!EYCt({V<6gR+Fl^=7v@Q%KY!M&(K%_T#
z&!R>9^i=Tl^jEx`r%amy1Y<25?W>thV#n6TEHCsh2lewRK}To89e8)zV<OU}FVm=8
zU1|m$2s1QUv)%{TgGTNkFy#HsUQTME1NEBvYTs9G>K_BtD;(_$F&Lt3W~14&tKprw
zX*%lEN47`5iwrX0qqGWX8>4p#hWHOn2p5=(i=M!u9w|4-D$jaD>GK*!8+<3bricsF
z`ab0|@M2spiBv0*92s+K69c`4omOM~yaPqo21_Y3k-ECty^pPQjtU~Kuq7to+h2^3
z9~uWDM3pw%UhWP&zF4gcwx7S4OBhr4OGa;7aR!l37oyfG)s)dvdhuR%upTZ%C#Jiv
zsBa!b&i5T08EO}A-193#i($m?XOjff3vkS<9agCi(C!3tqCd9-=h-iD`A5%Oa91pb
z7i(q(E4jvPU&gPke#v%xuV(mDLo}2@ykC{DYrMGZskXH^_gEf$e!c(bd4j&NNHwzF
z3+Z28n{mpb@L?A*N*G_pMmhJ<4X8<Ck(!a*+3qcC5EMPWa1@&4{-V0U{Y8}H@p!;+
z#AenfEn0sZpW$*2A43?G53VF{k=j;TfOSu1e%XGkRWt8OA(u$3zKogqdo%yN)OGyc
z4m?~@Timvj^k2Zk{V*M*rSwhOC{O|H>h6o)>b*yu11(1F5OyWH4VQs#Cu{3*#3=bk
z;D=47hL?dtJbRvG>Nb}a^YE^9licv5D=}+umf2}vT9#2`Upq+Ur!PUR9oguMy04ko
zMYHa~5J2@!0493t>RMe;#z;qL>*ct@Sa%LLeehp>@d=(3byi<XBm4NrFNy+B0s**r
zo5a*4Z)!Et=`%JeJY>V#pIiA5C4x_AbSvg;Z$+DfKZq*Jp<GXik--zcxs{w8YHxdj
zsxftJiE-fvwE>bhkjm!`EmOy0EH*%wn|B^<`zkE@?#(z<DA6W*vqJpgbt)8l3#)hZ
zh00d>5d)WAXacr6XS2k(YkM*x)gB91&8uVQCnR2y<03C!b$Xl*y9_l-+J5_ruMr0*
z5_t`KEeTUvt8U<4G>lP@w$HZfyOLw1&38WuUJKWOZx&N4@P6%KJPf7lA54FZG3NW~
z99QK>J53|Zyr9-Lv-jqutWLJuxEUQ(AvQiUUDZ@Q63hB6um#w0hcax8&~&x)?^7h+
z1q-{GCsd&@-hBn&tAoaBX~V^6XX~uax1x?`boD<e2{8jjgCzxCHiCrpJx8OjI1Rd}
z#_w}v=IMi<VaC{7!E-@q(cRt@iaMr286PbWXOUb?1Z*X+#CdNz!Q@5dt0{z{kr;j;
z4UOuaVvIdzq>NiZ!`bpkj{)4I4nQ9PJ<<4}g$NfU+fO?QN6|-E$W4b_n4LE>vXK`@
zctgFUmoqDrN~Ybi7Bd!f&mRa^ncBtm*1bHPDh%8z6`N+x-JDx;ioZ+IH$m__8K3s=
zNk-zl5bR-L<!flZBQu@3lZR0%LfhNW6MfNo&83~V0BXc>T<)Xfhpew?BgLMjsp*@N
zoI7xX$?z!-X|`-f#Id&8U-nS<^(fJ>#E3XDV(oVYqf5nrWH(*1EJ69!MEVO|*rA5p
z6lm8j=bLp%D)^GO0t3PWuKW+IO6%i!)}s~rD+cc-vR)i6YlS=$b?YQA?}c#$t!JU{
zU7c|+>eLd3yZM}d2BR`lkFbvTFje`6_&l``eDRd&VLogYCL0LBCvn5*irWh^+Mbxk
zk2xg!g%duO$=&CHS}cW#id}#fLCL+*xXXrl+?~EwQT8=T6p1uDAR=)FeIGX1amM<K
zD$lP>O^QGC`232=$#>#Uj6lV1`8{n>$%uRqowGg=n|Pe;a|DjLz5S944%+LUb<_LU
zb>G8LIP8?R|2p*g&DX87$(ev8qBMm3r#9ne*?Y&(0TBwlF?Po!IUf%U&J>unTTeob
z{+T~5#tFAnZqhNi)q?(Df6<JaD_Y%cHlxyg&+&71JtKT^Uh=67^s`w63!r$EVJ4DW
zesc6jiaDR^GoulCJt^`f1J2G-11R$g^{z%47mpS@c*aA<hBuQ2^y+epO!5<Ql56~L
z&dnl|xv<TAgcGZ6;><6|Wu)62(Mdo#M*1`>3O$oa?#{xxXnQHxt-?NfJl~9tq$1Ww
zBC~SVorwuOzaec|=V=>P<V>8UBT#WCW7t*3MTsJfOV4dl0WGRbU1regexI$KyTBE4
z;BCzy$06_x5T@ub2<a+r6?R(hP3uaEwniEB+NF_kjQe1j#8fW?G?v_%4vSa<ZV;<U
zqnrF^5CkLd&2aIjHa9(W=@gW!R)inrbE8fLl!hJwkZ`IXny=e!=wY}lnwO5-3On3+
z`z!QG$JmOM7}R2;l<&J#L%ToViD_+JQfX61h&_jDJrsk?zsZ+cH@M<DeS*F(GPT$*
z!?*J|f5ptAt?;m4vsZbY-VngUdh~Me=0xjBb5y?LEO&2YER6?;=SE7I)k4s0w-Sn0
z@G2xRkDG1cM6LGwW`LtFlA$><_M&3OXvZCAc!isy6pZovP^m6uh#yHrXr5B`#cdgD
z_*6UTUSUtFWYq-aEgf4HSRCZjc<s@C+_8KILP+JDVI<ajWZC^6<(@~8_s(sqmT;#d
z{U{ulMt^}T^=_ihQg+IDQMf*WAb0~UrbsM>N=qCr)yjz|6F5e2D}D&wV-R>;(k3si
z+Jfos`3gBAZE;mVq%8>M=4bRj_LT6{z52(F)m|FwDtL=<S-nhL?Dt_-hfL1SbrOR=
z`RD>LP$>@oQC7LHl3{c8SCP?o*0FZHy?UX-@QSr5w({e3eGL2fUTP`#*od{OPVo%)
zqdy}{pY&}$ryhFJ{s)FDc_udFJs*mwVQ>u=-!+`*fZ~Zma~}v!aD2yF@_pB+eAo36
za517!L?$70$+jXDJ*gs(#KfAM?&iE4A!<`rPdfYyBGCf_2A7KfzYP>D*SwT-`>hsF
z85Od+r;m_jm~BkuHj6kec4iTsV>=aEQ!L?{j{K5CAM-|GVTDudwxU4yjd2VN_B}Ed
z4ECMAsl>z;VGeAa%8SB`0;MtD!4jFss7bD>m(HS*+)%Wj^`#|-#s<1_$qvL35{Gia
zH6xmuS$HBCC2nGm0JSXD%n_|7X-(4OUow~?zh%oksEMD7Xvv=$A0die7)EM4kZkJ3
zi8;KK*n3i{6MvgW8n*s=^P_(;dM3Wd2x%HJO0#!!RM(TLw|K2T0sOE7GFwAqxTuuL
z@xQkz<mcDd-*TgkD(A3k=k5bpI)W?A-mq!luYq&X>y6j@BD|E!7l$^6wK2i$Bixk8
zx=#ICSb)*u?H14p!20TeJEZ&6aH)LieFVK>3*NZ@qIfx^mU5J0lf1+;A6$Pfa<=i>
z4?;^)pTyHtwiY$~3~S`DmCBS{V-M&BUVCz<pQlGZQhyVfgBGTasZIV&WAz!eClD-+
z!PPw#7Ma!6@C$Yh_3d74F`KZxlO)#jSbrbRp;L5)MShQ2sZ-SuH`9ylZcDQvxA|mJ
zfHK{GYNJd|qGUGFkV0{s3ZvT>u<Z7I!PvTiu*cg5D<~nRqN#t&nQoT1<W3y+2nhQ`
zZwS(>vh)v0L`i?GtdpSJk>!(kn4oH{@=TpjO?wiIN2UXn-mZc!jCP%l+EL%<$kt88
zKQkjg@Uxe#lUjR?3(r;f-aK(9>GX7OMK&Hx{E584DbpeS!xir?v8wEhW&hfx?IQr%
z7wZQ6A@&BE6)HP-a@0|6mZH>&!_9`sseyEBmv{TKp<)y^<8HBcQtRxJ?6!FyPoCB<
zaURsJ1>k?H)W`{xjV#$2&A;@p+jk!gZhgIJ0VAg93xyn(VQK3Bl*GeVl|Yi%n`DZb
zYG(3-81iozu7<vBtN{sTYHP}x(k)NYRfy}I>oLFBC^)HZu3yF%f>|Q^x%PSZG=Ur}
zlImBq&lBea7rN5{c|NsSL|$k`@YKs8jR~eu+oNO?c}iOeK~yRTdK*O;vOr0!1L$zq
zJ*i=>gVZhS$EBW6zPH6q8Bj)-G4YGxS33Myp|d@GU^}Xk@%lw_NM*sh=DJX16;fSo
zY4ZLNOxi>jXH}-q;v7BQRjHnib!2#i^C(<)qzZf=i{RN{4WeSlhn~(A1v~4V4RAaD
z;M%4Qehr}k#<SmAOK%vVn1~YIHsmm@B(A*j>YDcO%9H`PMi*H#tv{tybJFs0m_o~j
z1<RQwRSdqb!U!C+mZ8{LwU1piYR%HbtZ{fe9APQAlski9Rk__l>lhzqwpBuF2kI(u
z_JzPTGVumK$8+W6R8=aF#PdITi9s_E7|xxrQ{n0`m~rCQ1gpd^AezJuod?iV8nvWa
zbD6hh>TEPb3}ss6d9e*p=<}sx{=}>72A7X-<ab_)S~vUpLG)F^xZ#<K;oRnoac}<E
zo?L4V4YcJR?8FozTCyzi$I~g>G;DBCvC;<j#%pZj{QNV%tH`;^;iY20#W6m~>yW$G
zo5goh)+O+GV{GbT;SYX+tu)zw-z3CZQ_oA7X=nBw9b3eb>+3~^dOGkfbiI@iNYm>e
zyWF}C(`LD)qajn&zyO2*edF7h4-M$5oh7ha?Df>g#?+<YDCQA)hT|PXHS`X0n{pU>
zRidV#SGiC9g~<NU525mg9>G@CD^iPrEf>NNJ8m?40fb+Prh;Q=!T7^!m(>S1Mg-Vn
zNoFiR^x^48uuzL0j9X<ZlBmh6lxSbmm~4uNEKIM4<-+)bPw1o0!EABqB<AF3@~AXI
zfw~lxT`H7r0sFJ+)4Y*lp4|sj5rb7lf&lP)kDcg|w$w1JV7@YSg#~wz>4=Ed8nv+z
ztRkhnQ#4NUQ<ZxtV-$Jfr*sp!dub~#d8lpfCbd}as!Hk%Q-HP$KhEG21}YOJmvhy(
z-BZf!-WkzCun<3pF@c+k)I>Q4+k_{Y8mqz~@jCKd9*d~AM4?;OdiTvq2+tRjmMC1H
zlK)3tF0Y0k&z|+lGSF>8E2VP$qF&{JE$chnH*Z1$+UejW!eDXZsWSCmG8{vDofyva
zR}tx!6|BJCRoqI*F!#If<Hzi#Axfb+FZbq1$qi@|RlZd!<^()6sqsuFwlKuN8iMRv
z<=5t%Jq5uN>ok1q+;3D8KAa*RI#M5!_6E3_7tiTp+N2Hi1ZTx)L!N3=U}vKFhM7xi
zJ12Ks_->SUOzfF~KAchwdRgg&ew%W)`@7!a!)K(xGo&Tw^Rh2@)G+!X+4!#dg~Y%;
zTZ%V_UC;5=;#xwCJuWGjd36Sp!Sl<jT2tFzxa-7Fm!L}q@hp+b?O{4{wD0H`-+P>=
z)Fg)m2OS;%&vE!)Qk#v?{rnH;eg4@P%6}Q}|1y>T_l)YFkpKT>D*rY&`X6H||IA$e
z6a4*W()QELpK8DY_U=Ga*Fp$t_6GXr0xu)Wzvp!Wlb_vTdeGb>Cf}>^-(@@hJqGmu
z$M5}b?aaRw?frW!`2SGt3<B-=k5_(b7*6mm9hQjdY$WP%1*<<1eUgp#cY1=q>`EDP
zX|`X)czNln$m4Pq72je5S&s3f+5h8T^Pd<JiK6Os8Bd*dTa%ot_n4#n4bre-+1B_5
z#a3!wlv!*pVb1rBH=@kQhT>XP(}bCWzh7cs`SmmG<MX0jeQ_@5^QAwAF(enOViR8c
z5GZRwi#q9TNKX2I?e^`|9I|_AdC?>MlR19ThAfWRy0AG$m@rOaS1bW(On<5C4=MDk
zfu|9rEd9I~m*pXgas7tfv+U_Ig-lWIeJZ`*?}Sl5-5jS%-f}Hfmjp(jQ~B?y4i(Jr
zWxg5TsA-T>?Rzflktv*6;KzSKZP6vq89x8Z$in3=V!m&TB1gnDI}T$pO1|$VMI4^G
zT;Zf9zOeG5Zc>)-(sz%HCa5FGw;bU7Vax1qeZl|Ko?^{{W&FBqr;gKi&kL5MkAzie
z%uWF%4Q3JA#x0%rhi0a;Y&=heiB|cNy<%_lCa#bX!eho!43hk{dtcS2DW-`FvNNMM
z3QhY@1n4p^(!S}#OAPV23k<uczb#iOFE1;*vmTtN!)fH$A)YOuqC7*n;Gr5bdmodF
zlM@N*;pvO~u;AvVV1S2v6q)$@$?}S$N`^CbTly3s+sH2biPk*hxqXlOo|PuXZK{k=
z+FAcYPVHL7MbK;VpFG7cZix>WSeXoH`gW~QCMqh+*)(~lf2pEO{<3envG@iCy*GZ%
zf4SOr`!$Aoxv>I^(ipDb1#+U^ir#vs{~H6YxrVf-b#YI#C<9|pAWiF5R=cbk!8`O-
z0PI~XYA1Kks7Knes<!yrPY^77;$80<5;tc=@Pn+`r{wMDx<CEk993owhFRW4Q~2Ij
zBZLN#QX8e_t*|N5kzb|Ek(fr=6o8YD)8~5?VxuJYHN)wjbR`)lE9zKTS%`#7i@v$u
zmK+5js4?SjdRDK^*+aet4UFiEM0}W95wytkem-|M3ShjAV@7EK8!IVB*VNsAPZO9k
ze>R$L39m+R$UUTpa1n2%6^YQ&uSAVL>v3#<1?>rr&6R?Hwy)biXmiXj$GG3W>TTm*
z@)Dgij|~?z8xVy)$;Qi7X|A8-VU=<(mZm>i;CKdiI#e-!sMC$toqRsOZ9_WHif%aJ
zALBu>4yn9mS`fe8yyg`%#-4i}@Cc|qV`)Bp*Anh<-j@&Xps#L5m%+(1BXE3D;=6ET
zw;(opd21&uFuz^lv^QIBKjV?#)6kVtFV}f@hQ;TuC6aZZzH3BK)ehZRwAIrPDfyMJ
zkK~Z<u$m8WxlD~rJQG@2mgZDxC9DanGr;JIzE}tuM_@rWzYq3qUMx@f9xy~4T{8LK
z?IJ5?099(@hnm_O5I9})DZuwt*3lbEC;OKXKgnFbl9TjRfc&79!C>AY%#%8dBzc;*
zB~qI-c{iC>(E0-v1Rea8GigF%S2NxD<S15x7@}W<D8(SH1?u@lt7yN9L#KS}zgRC{
zDKi1iu9+xbt4kO{X6oMxY@~7On`zyjl&ebai`%P22a_y4x#E{-qT1oz`z}dc*J}T^
z#WeD5$&LWBpP=zmc)j7veP%X_8SSn271+cg9)w}5(Ylih-G+6C$W%d=D}2Fy3hS-j
zCLmCez7meUS>w_~{e~-zsD}?p?nb%Lq!QFo+LA0OQb-uLdn?9$YYamtwIYi#rZ@RJ
z_b+aWP;?znERH%Qv4Nk4MvFgp;6@VozYUUuMA&UFlRUbXhA*RZiA`-TQ0i57bWa!E
zv<GiCZ{OZ{%UCeEjQMCEJL13e6D6YjV*8P(lg+W$L+Fjkbyz7)O@Tr+m+@j^_(|3q
z6Q8;+H@vli26r%aRlU`G0)G{`xB*4sI+%1;Z~BCxWyLgtbfG*VeKQqsUTXMu1kPF8
z9PHiZ)qopa!Q4E>b|}H`s@j>EX&N*-$-8r-)x7%%Ab9BeG`w}p65vs6ur@{UHEgk$
zpU5p>#l1WwYB<ji2zTgT^P~Wrr+F^w7e&-xaVk<=SS`JwO?2-I<$Y3D`LxHzZrb_x
ztM-renhtT^+<Gfilg`Dwp&aKKn%9g3mrBoYYok(_m@?sIpf>tmaT?h|Hu73aRnw(q
ztgW;3F%0i-3-i_sJPr#6*Y&whn7Sb%XZ;%mAv%*BFHcRT*z@8Au&Rrh_C|So-KK*g
z_$Xe)yjdh{%>L*!g4mMV$;MDfQrh}uOTD{vH<BVZpOjNzpAF!cqmsSs+nH^loaqR^
z;E!RM)QZegDGH+>MkZgU<hZ)#fS5)5MEl}+<-aq+<&u%P`igt)ec7}SFbmvhzWh^N
zD920dhns9V=3W{6XW4iKqLxYt3hEC_Upi)J|5%6@?fIszlmm9|s72{b@<`Yh=aqcW
z-bhf{0WfAc1xGF5R;wz$g=+HS_y+{uG<^<<)2g$4^@IO~Lkqf}=&MD|@2v@aU{5=q
zz>++_)GD^BE=qZ}aEjM2zOLc-wvOsfeuG|x9isU=tE)lv1%$u5mx>8Z;Vf)XcvUy+
zy(7u86Ui*3hG*mLFKSJmFmf&$E&kest4pZ-R&JUqE8CW{wap2W{llqwIv4><6mz65
z-D?Foax?jco{7K3FE@rc5Boah{!*SzoyKISLOgmj*awO!dBNCU^W((Zi`EivrnnA-
z47lC7_DPHB1YS)PF&qq=ybkK9a`wEOe3_{@kiB?DIC|SiMbmZ=Gl9^H)869DG}mf$
zdFc3yk$*nFmV8J+I(Rj>|4fG~Hb%0ar!Ht+pSWtGUa}bbzy&=1UFn;*tcHH=KPn9W
z6Y({Wb;H|7fI~xGF{?TS-LjD`iyhx2YP-3F83jdp`c5nqJ*8l&Sd_%&4Vy=tJhe@5
zbn$|l`^ou{f^kjt$V9KMGBy5N)`|iVwSmap@~E_62MKZ-k|=pH)hWYgM3-v=<R$?c
zRR#OLr@~gN7lX#X4POu=p&c!`@M#z-*vCFM)fFSHi~Ynn#es37be57OnhclytzY{W
zu`C)WP0Ddlx*PVvITDr{c+1|g^Kka?FcU<Kly#r9ium6>h_Y;7tA`=G>qh{h?5U&f
zn>4`k5n$eM_Xt?=U0ta3%`3H@Wo4iKRrU2NkE7Uchrk$Fd(g+yRo{NGorfm=Qy!!p
zT4>a6*7=j~2*w9d=!_-4PCYKZONdZa_zgUe<V&O7%3oR7-7z#X-6OM!L!XKNth*EZ
zW)0ov;?1blRww_$r7u%e^^A%LLpdv^sMNTt<CGx&p^0{z8AIJpX4vkq{t=LMJ9>L7
zd#Ud`dcSjjUyj90H~MdbuJ!%b@s8#A{a@_8byOVfnlIXTAOQlwJxCyEaQEQB-91>a
z;1DDbNN@{~ppCoJH16*15*!+u;10Q!J+s$j&fK}{%-!G2ojL3N)m2UNR&`Z%)${)B
zVPO3>(01Q&^kWBAzV)BaqqgXVg3V!*Ag$I>KUav9AdOmYIk+q^40M`CuYF7qpVw=N
z6(m?>_2ft{UC9=pvs_tZZr>W3t4DMV*L`w$OaOD9({_{sc{MfoWv>}J*nM;T1*)Bw
zRT5F`MBYIQ3S_c-Jq2M=*U}cC)v9I8XYLQgHbX}e4Jc~>w$Zq+sL)Blkfc^q;}dQZ
zPWcu0)lvfAu8VHNNTyfeRY=eJ;m`uEiVX3H`ytHbXZrM<od8cGPtI(EQSsKHN{d1&
z1JYz5_BvzU_chX<>3H>-p9Jd`&lB+C;{+^X_$UGc7_U;4o9m7vBaRl7X_>YTV`=E5
zNmFAOW)9fsj^VjO?(t0+<8L)15{QIOBLIU1$T?lKvava;OK)LRWa74|V9-3@K$DHY
zW_Fgt2KBLE=!ZIxZ!D+1kdqT%xmZ>Je>ADylHo3njJ+fC1iD5-<YO|E3;gdzb4GGM
zFh%BB=xxT6Tos6!1<r|vJv3C%5Q_I^tFB1pp;04iJJQ!1I^U{}ydx~Mre>gMYrjDA
zpK!lF3=j^?d00iU&vH+Ui;+>pgO`mwsbM`jw1Gc{EFvu>a$-;gZcZ4>l1lcyjZ$yK
z$G767p5T1Lsi3IeK=#?x1{-!<62x`l4L@#3(8aSTJTK!>#_}xbc-K=&x)2LxhNpV_
zE<MyBpmj!EH+;NM-Zw1Ew`hn;aemv22*{8m=cXyKt#Pb*6meU>Gk<oCGba`aTBv0}
z8sQq2(LG95G-XYog&9=68sUUJLZhx}dY-lFZ?j~l7omt3cQ_aEO3u8$*VM2S51~WX
z=CbgZz%H*QRsTC#=o>53YhUNE!`-X^zE;XTsJ7~Y!D7criGI*0Vj8~o-h6!2VmJTt
zD<ShYX)mH&RY{oGP0&_)1b&|uGi#pe@=suho2S*Qs<o*?HJ2%E(#+9<E3?CGv~jw+
zx_AU4q#j``Eb(&1tN<Z^UUk=tYz;kp+gy=O$xX>@F35|E#W|68Bo(}sSMGPo6W<Z>
zO)HKAe79W1)Bx;|^1<!ul@1WubxZpTWOd59eQjm6bl$_L0GH99IOorvI*7{8XBW|V
zS_Xpm88uhfL4nO&b~ac7fV)5B`Q)l{m71(HGS;`Y^9N1g?F{c#9J2;}x#7B4^smzH
zzN-dijSUP)amQuBE`?Gk@HoQsRVpw{yPRUZ5`yWXKkIs&%NollKZjeVwL{VMp*78$
z8xNrqwtzXD^zlbU2r(-wa{H!EOlALww>vpg=Ft$x;+4a|%WTh0jpwmbf&9YarQQrk
z!AF|F_k;S=4d)zXKgXDm)}TzOr2bOEhSn9*z!M+tyLsKBJAcVOOH>961FZ=e=dUbX
zC3ooi$ZbVx@(MX8B5fav6*ie>8ub@Q7VjMsr@!LuK~<8Gj5=Qcu0;&Ho6_T`mC?@F
zoNLnM?19^JB*%4|52nB<`y?*y=A1>+nN8mY8Pk?IP&{f>P=r<4j1|AxOnfOj{x%mN
z?aRNByyn1dH-A7^HGL;aH++qv<<EpRchub6Fq^F^M%Ek1RXoh8kOU7ix5;?lv#ep>
znrD~)N7m2(9c=KAyvNvlc^7o(zaQ^UqxHwK7@6j8oY?Nl<3R$~f0pL1+d`}Lv;XFE
z`uq2yLn>&Be*%L4lb1Drwr)}aj$VV5Ym&-8S3v6pz+q?lmq!j0HRMk47w9><=zi>j
zS%84;zu_oyJaop>qVT2V&hS7rS`<NL3PsHwORp>OyJ9|OB-5lm``OLX8s<8Gc(}%k
zLoFUi%hnn3US=YIXSbx8(f~5Uyx=+iG*fWW&;3a%uJ3U&#IA5|RWP@7iIc;3jWkdS
zq?c9TZ@=d=E?UD9B<lq3<M8S|Ejqml>si%{R`gPLL8>3TpV`2WDI5mbjcdSJljYci
z=Hc_tV+u}AFrK)6xXgu29k5wg!yT!<&lY6^BkE@r43_N0u<MqWZdktm#2Fxol~q=Z
zsxlz1#_>pq1f<6poO{GmJ?iFWtH!UZ(Bo8uuq*d-UtQ0ZzymgH<AS&5DWZ=QT?*38
z%BpJ!oOs4PG~P)B8)?JH^eO6Ez+XPhaK_7Hm@9t%1OcfTWUH!EVXMtydqFTXxHW9K
z!?!qH2MFn><F+5=hY{0hCK_DZDzik@fzhoC{AL|@`q5I;Eo{kWMP0p<!)Dbhnq#ve
zO@UTMMN#N@2o7N%*;qEibk!`Z*Xb-wJk<nt_SB@9UAp4B);65$bzG?fD5X^F9TlWC
z?Io6VzZIa0VTrfj+jdXGOTS9!7k^okY_l>!0Hf~~m^VNHgD?9iX?w(VSX-G0ggh_T
z(oaXvu#;c8iN?uUjG&-I(axy0rlL{bZqdKC>pRXNa!`i+TyS_hDO5{Ec}ooY--2TQ
zi}B_^8NM#MTs^_A{{<>jyo=QNa|PtA0ibL6<!h_gj{wJjLG&qptlk3<Ef(`B;~cOL
zu#1s%|D6>2`>UB}x|j4f=F;o>W@p4F8$nYKno!lIr~Qob$24*j?))n9J7w6mpsgIc
zdtUX)a))=BwY6d_WW7AUKnX2}p5%{;Z&X#+g`MR{!(WRX`pGXQ6P3}h597)a!^*%x
zS0vE~Jgx5t{jI{`2=1Zok#lFmAm_%^D}=-sWJ<4_kJ3#?#Nc`=dT(xO)12upzVV=*
zOe}DeQsYeiB#Sz4#ShNG=9IF><yzgB2a`Uu)C?N3b___z&5S%UY^ah(0Ar~=wiaD8
zUg_V=JKe6d&*p#P<f5k^aLgJt(&kX*CkOK^U9)+|GF%7!A~ruHjyjp%<eE2XYU8ry
zbulitMb=x7Fn@Li#*#Som~&fc(Y^@un)?Mx_h*GoO^fv3XJ+|+9yq-_h7R=Jl#nkA
znn7n)kWYC!Nv`ubOvP4wl}jb<@^t29C-mmqA49bwK`#Pc)hz1J0aLBu%@Cfq^|5l6
z$QzFG6G!7LYo$W*@ta}e3ZCYtJdz~WpQ_iymXy_eZOp>>sCBX;%_F7pRZI{L7?7gE
zn1D&rMqNF@CM?R_U2(997vXdMOwC!p^E$d|LoMXialX?xYdUJ?&6%YzradW>I#Qc`
z=1C4+8V_cPvYL#GV$I~i0e*09i3;lNiXK8nDd?@;WY&t!*cbZ+FIsavDDAa#3_l-Q
z{GQI6A^ooQJZM78P;O)c{LPPx{+;8p0ocgG1sfym(RMWdB6T3=n`p&~P-2=YsHWRo
z+w1K2Hx&GM2%&a>Oz3w~g~{YS<7%j><H1?Wm$&*awcL80M2_yN^|BUFVrifDkQ16!
zs3sVT`C!`?7fbm%TiYKr#cl`234OW?^9ewE5x^fFFsp}hQ6%Z*ktAz8+oy$e{kG;@
zxys+#I>Yn?n34$DpHw~+qj@OJl@8kJl$K=GNTD)}Q6am5%)bAx$De;u@QcYf_hzDo
zG~u%?-2kB|QGul~|4js7E@JTPS|e^x!1YqpI=N>>E*fRwm0YoEPpouhPuQ1ijG|Yd
z3p|8AJ$<nioEh3zJ%%}TbYT&x&%#W3l}l_q6X($<XZv|&brqZ&iD<Tan9B9_-GbM2
zsBuITsKg=FvotL>@pHP%`X$d6I%%0MRb!sED$9d5%Hfu^6Kw2WHjHvUq)HWqCmZA^
zoRfU?$>RzN@kNVE+!tv(%vdy0^B6T@GL&8K5xQMfbr;3$FFZ@vW!ZyBz!?4*QL}F<
zE8p7b%RYY#GZ#Y#V@W-<1JkVYOD_?>)eLvu>&E)aVR!e{<9+PgpleN!39fm1ua%DZ
zT>qxwr?mIBfTbP;LIYud^#0Am?2pil|BAnr`~Ct^-DccuuJ%ob{joBJhX1>~_*eHU
z-9PVTcnFh!!r}jumo<HUUZX7mv8yj0q)Yx>3E(UGeGX=ie%^foit{p=>#)93e=NWr
zDxrL{>HiIkmHa>58~peE{}=Rt`(Ggm-M>%lA0?=k)E~7e2#}Bb2Pm!o#-GJEx_uD8
z6g}^6jV=CT8H~mF`vCn}fL8rcnld2e{eNA3{KvN6-aMW^4avLpVV|Ul@N%XN_Go=S
zw;jM+P^PaCbj#UYy*H!AUwO+Hn`OmJ{q8toO5p8x$8}w{@^dy0)twp@s@Sj6#d|?B
z0RlHnDMtrTMVmsKRvUAc)L}ez(IK%1vYYin->~)G9ul=BTS7udYS|$RJ{2)hHyOkL
zK@xz<`fw_h*H$@j)X5BsANY)-a=rt3Yox2Y+Yps_!(8$r*(C0DRT6F{OqTY+6=8n-
z56th+-{n90BdrorC>qVS{^{iqTk~;REC!cfq)V&W#R!;Y#F{DJ>}HGvu)~`)*Hiik
z?0l(-%^ad)>d}6ID9VC57ow{DP9wG2?IjSlVo6yK>tTxTld;2dCu+Ww63Qn!eac`r
z2zc*uKWX?{8}}-|GoC|+C8GOFG%i^PIhGS27%MRBr0ZBZ(<;kgkE3Sw-6;=qNmo_$
zI`Mw$+0D%Pbm?}&kC!>gFc+^Ey>B_l@??LI9e0D=A^NJ{;b((|S%MZ(FD&^+9^voY
zyiHlhG=EL#Y<rR=Qzt|Dt*usIGkRZ-f^wGCO%&U<78+%d{D|nYL$0i_-&cg}AEjou
z+K@({y{4JSsh4wvNEB__sz&}lQl=(rF!kU)TGXTzO-_vD0;^pVjL(cQRpHrM3t?pg
z^=BY|0nnK(Q^ZkX<A=*j66u_6-K;07{eza?fj%?B5cp-No870nSyCm9Um$HFGw|uy
zljvhGwmg4(FFnNNfwE=Rp}cHTv*u|>D{S%Y3J~HG;Zg8`m-36fW%8=V&`hRWn0u_w
z&gsab^O6jtl_kX@7^QW6;%nIxq<Rw(M{m$i>vDmxecj`bQl~`dsFe*N71LADC~>cv
z?MQSHESWb{TWac%WSgIeu@SfH*;t@gF9hWARXZ8o&1aR^XkOPAS3*w?Rkt4_y9}*V
z4!@@qaLX>vFTrpPWtdohjOe^FkNTVm#+JznTf37ff$=unc@reD2W&Dmq~gks8i5h^
z#K^l{9$05zjB|DQn6!Ktt<(*XIF55R7~bD+!ES^m8;bvA$rUQDq}nKG-}UY0>?J5!
zeLK~?*u<;z5&;eUBuYjYz`Z9tHMwWiJ&Fv`O_E=Y=ShnTUy(WM&qC$QExD&YhP@7+
zV^c%RHM>%mPf@Pa-D-_nbD);iaB`+3N28xzh$hle@XG3E_HYD2wcIt)E`!LiX>P_)
z;Dq|Mv-ase)>~3CbFTxCQmrbv^NoCdu<+>0wd&8~GUPDYw+R}+VP2PKCBrNbxYonr
zNY9Pbh(b;LD-7_3Q0$coTG6;c@crjdzfLPllm#g~=a0_sUtEV<#mA3;N(395Wjb!s
zD#P{cC5ZXm*y`LiapHlwr?(;g&I5N#(`SQ9f+XDT2JYvYeaMH0jJ1vS>zK&m{;bu^
zr8GZ+-8<6jdL<Z;CalXuyZoLvL63%mhYL@(8dV#_M1B(UmGrs7?MqEsCb)N6>fUk1
zT(5fU*H`!gCGD(dxTZa+bn+oLCe?Eliti$j&^28l$pS@+Y#;Y>b1KK>R77PlF{GJ7
z&w+spdy-YP#_yRij4~`>e#3d8O)~X6PWu<}nLPC@XK`XwAM|3}3rC4|7AKoQ9va%I
zdovGI$12HJw$b(^wNskznxkN(>zRyCki|W2^fO<@p?ImZvR-<s6Lf$FPs88R)3;kF
zy<bj?JPS`vvUy>GFMi-fb5y+Y(pN^|vka6s&TAhBmqUKey$|N|z=g1Trk%1svqClT
z{IhzBPV9mVsKlY|B@JJ%geZpF0mbviaZzZ_v>x{Yxk>1}n8AjSGeFPTGDS}|DRcQ@
z#H-ecSPs20Q}d6kYZuMf({UfS6M)3S9M=(^q<;N0qLJ!@^ihoByOa}8%k##mCj3IL
ziHe3=454X0THIHjKW7Sefwm$uENjUu;&BtiUaOplcY)qkqLCnPP5hmPmO`IG&mu(@
z2xs0xPq!rMVk*{M#Lm8+H%s}K8n}V<B;+Bnm%>FpABkLyHWrwXwbU<?!o8KBDLcAY
zKT|SXG=7UJ_;k6yEUb=&<Z$bOYFXkEw?;g-gOE;UO^h6lzpWKrVoSl$QdK>b`<ac3
zc|=wdbIx5<zS7*SXjg>ovtmPQ-1bXiO(?&Kq^r;waJV2{um`Tji6%+9*g#ZB<X83u
zj~@Zb{JsA2@Zv$pA{(5NLeZ+xCLu6r*WFo+BHZNzp={#KT=7Tr1oU0cz7l0j&#0fe
zlRwK?sXrPmeaPabqCnrFz0o2FE|PQ1wN1u6)Y8d}AHY1o(!QBmK?bJbJmrA7Ze9^&
zccswfk$k%RxB#roz`FWUcEn|t_C{O&K#Rw83ehg`%JHFE<%a&e?8Nw-?O_j$g*e-j
z{=6l2VpOR%HJ=%mo{#c!+MwpRdAa#UZ{OR09vXXER0SV>kFBa>gfnw+roULvM%>Yt
zscpNHI+gxnI_p?E+sZMoou+C_oGGwt;|vdB??)g9KWbRm0w-n(JNqCt3jHi%?!PaT
z{CnB<`?bm~O}FH=du`~BEg_jCVg9Y+E{dI&;pJzpQu*Db<%RDrs9u^fl_Tv+fmkDR
zA~}|a;)u(31b4ojzx@S5&|Sf%78Kmq;!7m0=VfzFPw<}X)KiR{Fj!ppnjo_8HR62r
zER3y*H_w)k#hHt>`c-Gmd%P9l<Cy@4D}zu+NMp|SOV&Q=1Hf^#pADow#4bt$m9iSp
z+i1C_8d_1S;G>hs5T6zHu9jfZSkjADx9$@T>7fwPY{Ys1dy_WjwL5{dB!2U9TbLIb
zk@1_0VU_8#K~XH>$iuJcQtfGG>>>2S>Qhhc3Y)5Gr&y9#VEBnIV5JY9MFf5%69;8l
z>wJb=%5@Wcqt$!yVkBokjj2`7`!VUD7@g?4slz{4yix06D}Q_XH;Z;S-CA#R4Iza%
z9_sno>*1-O`oZ;Y6EjjYcomC$qx{)f+`a4@ZQgB=twW0b1)%+BP}X|4=ZBH#{3px1
z>I_c49+_OLKk8x?)Y^X<O7;I~dnhRO+D=P}DJ~<AHE;eoS*X4ofQ0%g>F-^YcMMsi
zglh;@iOQZwS@)0h<Gs3z1Uapc9=m_fwRQrS@D*Evk*U7T_<jAOtIjv|m5mKw`fKNr
zUb*$i?V@eyQO<eG+#{CwACZf8q;lCa(@;&m>tIJN_~_(32?2S%OZ1M)v~yc$9ps}&
z$|$%X)7CAr-7C2hP2PM;OG=<g{_WN1)vR7(?eU`TcdAg6b_zA{<De<?TvN}KHzAZy
zjHL4Cr6ab`6+8o2LdXNQ170<8ucrwr9Ie&Xc@W|xGJZr~P5&k=Dp0;AsH+rTy2=qt
z+SZpp^&|eC$+6>xJa_c7eNT3NwtUppX?7<<#wh+2OAWf?g=+}+XVMQ9*$%?&ViZ1W
zcD$`eWf1$PL(!4hQy*hQ<&!#$=qkt0_DUd#M}2Vw#xbckQ34c9jkQ&fYAt<zYm+DM
zI~Y24_QT5EvTQu6y`Vg=<mlaB_TSu$p%JdVPEkFUx~L?hA0VAW>d|dr^-CaKx^mHL
ztbdq-_%iM(Ge;?HtkO7eUTJ5xBlC<itGtetZpOz0iDDFcWZOVbyppt32I()qdjU63
z=XBKcH8=f1ofmQT!m3}GAAxp)qPoJO+d{Wt$vIv<yI~LZhWC(MNUDft4NfQJrK%X-
zqR(SN8LQfwKtc!N?1-151{k2z)h95OD`U-;>S?6cq)6@)P5?#Gj+%i7Scu|0Z%B)|
z%pD)o5YkXGp2nYZFR$2Wk$glwoFM+PJJb~2lT%X(sR$pefkxp8OE3@v-x59R7pPyZ
z@fXNXPY4hz(2M|$3*NP!F&<8I3^2vJkmsNaT5*(^u#Xx!C(}(H<fmCBPoTdru#eq9
z2@x=f6(e98frQwj^@bKIlaktydYTC0x8F&5vq-wwIQpQ6Z9m$M_yu}gKn)O2-3`mo
zFBAj4Z&n2zN8EAZJV8iWO)dzKG1qW+es)vrA7E{BtL(i6pQM_q5PH$B;?W&-gL%Cb
z#?t8;&R~93X4A^+F=PSJyN~bu_XGW(tM2zrSQG9BB);MS-DsXkMdIT~WJRE;2A~K8
z@UekxYhxr|WYB&x7=CGCm=nlz^MFqn(7GvF@C#Juf5v#QHtss;(+ZI^M|RmvgVj;z
zLo2FlVsrlGXse-soQycrGP-6iW+&v6ogO(gKN9u4P3}2HAM2iO*bVytp=^4uk9=`E
z4TC28=4BEoG+J+~_F>icP6Ao@&*XKqC=d44Nm7HYHGVu$2k=D`KXtojh)P%U-_<NW
ze)b?XvwFS?@blc0gL!i!eG~Kged7U7o8;v`j$!c?vf8thKc$;)QU~)tW<&)6bwQsI
zj9tf5R6)O#*=S)9_cPta0pCVtnTt-iI20Q4^L0y_g96f)#a;G(fV2n%=KnV60N@2r
z%um>%g9|(xljMwF1yExhUnR2$EL)&a9gz77Ga#iL<3Tw;h}Om(P}Z<Vw8)4?>Q25}
z0pu5bwO`)Kgw{r@5dl9W7%L07F?^sdkUx9GUG`&$Uq~VmH8j*LkT#5a_e-YO9dN8f
zaF1D{qVp9k3kXAA$5h>Y+L>}5JC^xmo}_+kxLrnL89>M{Qaa|RIlpY3Y<RF@KOBK8
zw;cA~uLa`p=y~nm2LmGjMJ3V?wrgyd=pp4jM$$U{-6yV}m!#KWhxP}|a9SIdQmWv^
z5bF&L<*AQS-N9)aOa=?$f^5qiJw(xY)=1v~-`-s~pffn1_dk246#pRi4d~~kdbgin
zS5w;<A>-nRHy#vIMP-6LHfC=>Ts|M!WNg*5%49Mh{l*oHEi_s3VoHR<PzEtEmi5U;
z8TA0p8%=V`2ON*eo)Y?~J@kIHF3~*piDvngnUx7q)`drzZ+6~U<5}%8rru!1yRjz&
z{n9q+>B6x5T51sbWGKF_U``)$)zN?9!TFSvx)$>2Zr`|#@`U9VXwm&4VLU~_-0s5M
z5eM2MlojM4lJ?RbUJ9o<frG<{PSYyEsu^G~7L8WRc=`GKJ4mx|$%;_Xa>-|AK?{^!
znVISu!duD+bIAB%Ze5l6Y1}J}jnrsIy)(gKj$Rdz;X*f$0HHzb8JF(fjGlKw4J3^0
zd=C8VoD0FW>GU<ws4Ldv;SRFvX2^BRP^LKK9zzRH9jFZG753_}M*4KrdKaDa3v@9H
zc!RSIflo(TJ)CJScbi(FbSh)!;0(<#Q%fU}o%bVg$>q;0yl1tj`M6_XrWHXzv^T=}
z`_@n<x>-Pf?{0jL*i2ANF4DK`TQI+v60tMP&U$wbRIM8yyt1m`Gb|sUh{#>sxMJSF
zO#h?2@`#g;mmVJo+wFW(!tv-5{|Nz)d%>Qg9WnzTbuo`%a4ZuTLrcCAHL4n0Iau+^
zXnqVe+sX6qX%wU+uxY4)+t}}Tl|)FNwf*q5lf1>2{RILWMn53sUuneHc)Qi4TM!Ub
zim*5EX)1|;RnRi72s$Qi9?pRT^)yWcRqCLi<TEBik%2)`%bGx3?{C26wxwWiYV~$#
zrZz@wxRWRwLwOdl<ZsfPe>ltTPag9hB{lzxap1oSYyJa5{tNJAwW)Kynqt>vo!q1k
zf!sO)%sOW<DUcy>wL$u<nxZD`^c&@Jkb78ZFeu5L#HoR&;HOZMbx+etH}t#ECl2G%
zxgOY8_@H;=y1XQ3?)`Qx9cP2@b!eXxdiEMbPDzz_()6QOH$`nd^MuAxk@wyT{QzL6
zQYlmHXD=IgI_0MBj#37^<kFfsFN@z2KN-sj;f<&m=_Rtf;6k9o|L#%RZtrey9=Hv2
zLr7!EUap|{&JR-0nt{KVbYP1gns*=_jwmC41bZaBizFS^N%7*7MD=h!?CD|!+K8ug
z8@5ZJXQAWy)!EUBaPUC|bqHrym`czRZbtz3ZV`!Jf#Y0sg^_;Qa{G=H#_F4ADogt_
z7ndCE<dEe-$%lGyxKng1JxxX~$aY*+-=N#ep1cc-;w9mGXhEU%zfK<fPbNVBBM{`D
z{OCVSmYR5058dJ?CDh1W%+((5r8_6D7U`vbCn$D^8Dy?}7b9DWgAjz3CJuh05bICT
zoI6-d>JdI<@%f;wZ2l3fy*f5p^36m@k)xY`1$Rs|ygWl#C-r#OP7f1<=y0PU{qXQm
zw#xkWb-*VPFbLIF^hzeyf%Qd@+7#94CWk;bb?}m3u^1ktwpmeKf+42go#ai~dV$i4
z*XBoseD0CVbsO3#WEEv|im5;jr5`|2OWiqnv5NKa_jkF8+uJrQ#NR2Tk!#nYQ=*Rw
zEhkOm)jz9XQY+))UCVYB9xS<t5sw4Yf@9u$&+>=Q`Vi$?5xS{WRkdyR&jX9GP|(g~
zDW?py0WulOM$4h3n-*#|*FVAu7b9+<X;3H=klJ1fuf66)VSdFEk)B{=H(fsoxmr{P
zP_53}13vrB!d{vMh{Ksi`f)i+S$=h$6aEVBs~@g?R6%lBL5}#jn=D)>%|E&(1rgyr
z!mrrRz)$)@stY{*n1~MS*TVGOl!Xs@KjgSA5S9tUwi`i^Be&^>xYt^12*Sr7^)8NB
zAT=t_>CD9fpauwGmiMXN!4WfY)y(h9W*D5rE&vA2rX_G;+8$8s)ntZx@TL|9MSbI1
zJZ~a6`2{l1jsCXS1m8h(7jDQXwUr_Yqm6to!JwL9JD4G%RiAEWw_mJWLpBtX&`D_|
z-hPP(Y9W0^iM{aH_d!QZ#IL@8#Gh=YRNTr2Gcw10X1|u92hWOI_&>!FgZCFO8h@}2
z|0gpK|Gp;UFTExFT}Sah?Nz%4z@vOe@83Ia+IIi3VvQ8``}X=L=~xo>Cm#vg`z@FH
zN0ey)UH<nE72N+hia7l6;uRR0Dq!XrtL$e?id&m}-;+J&`XYd*pzJ-<vbw^o{X4e9
z?B<XIp8nSoJX#cB=P=!JZeex(hRVsZxRJ+V$niv<B8GfGp4}i<4K0fBLL)gZpF9`}
zZ3Cnoml}@ya@Too`th*2QOHf_NNwQA!upo^eB)3|w96Pk+rV~9;2vuB^fKwkPX)^m
z3-{ujICY>&0uRyV6!|XxC{wz|0;~NPc$9|~o9AGxvM}3MuG-{8h)h@)KQ)?WQWPh1
z^mW!FgrIB$ckyEkLMo`|_@jH!o5+^t7tsZS<o)bk<4U0wv8g5>yCpGaD$5KFn}g5X
zwGvN=vWKW8pOedtiUa6za@fwhJ8|dxP+#t;=Re;WbnOwXEml(Mm2-N=tt!~7o<HJc
z^eVNwaKd9VaM({(LDQ6Sxx6_W%$gguA_*@(3B_%FE(cSd0H^QkjFs8bwzfoFOnALk
z^V^g*r_UsUiPRuW{%4Ve1+aw@67C=)1LjB~le!2*ubWuy;^gDiyKq3D`5LGfjUNbJ
z#Qp+_T((|z_#bN)XL&}A8rdYy@Q-yNIC6{a?*;lYeLq?$T^lsSdIUjoyok|vzkT0Z
z*ej^$%HsB<fv)@KXWXT}mKZp8R5lq2XgRCS$DjP!+TPALX>L6Ga3Uhi^v@JQ$#vY#
zMr>$<#Y@bH?u=$CpFlYu<43(g`;4TG(N*)K&QOo9!52HkZNpAuSJhofdj1RcHFN2F
zr`rk@F@8ZJ8G17n#~Aw$BvZuMI7?EG(VtTAs|PY5UVavm5E4f|dF)6tU{ZI=Yelom
z<WOh)`BcU}*H(RC(LAz~{R~7Rz7BU$Pu3bg>+<o8ru$lX=S3L<#ySk!`M|v%JkwR7
z{50_Jd7|oAv}$^WJdnrrsaSWqeCM-7Md<qHVtFr`*#abyuLukA0djDiWcpAz1nA7;
zX_CnE#e%SRh%>sQ=*p!V*LHH$(#xS@<u$sXOU*`5`>t*IC+<QBi_*<Y6UY~ar8n&M
z%q~&N-k<}9GRD&$lE{^Oy2K!h>T55Qxo4?vG(alebSYYQ{4z}D%`{7J^NLfhI4DB`
zTT+bN5Wiz^{oYVW+%11`LB<6#Pc5Z}B_pBat&!{>4v~fQ)xgb0_?l)gcnZ~W&V-eu
zK<?AQKI`FjEZ*cVe<Y+!fcw}3^z+I0-Rt1`dg+TjiM0xjwta8Rhdir(@EY*if)1?9
z*mQyJXZfB9B~;KT&yeNHV8OZANl|0lvXxgeXK-nTb9)hn%$WPJoTv3LEG28CnueB|
zDh!9R%pi~DQv+7N?}gI|Qyf4S=0E`)Bm0ecZnWkv2GZeg(QgF{i5*Z~hF#tDx(^f9
zpiMKGuje5qvVDUQPdvDQi{IeUv12H0t-vR517lP23-*ou3_xmKE-{li%XRF6`_;+4
zpO}BazaxNax2PfVPQdaLG(L_d!s6ppdYd*;3(GP7rkc^bjdKcLe?P-;+hyPA4+f;>
zqM3!@gpDeF!*)(K=E^>z=rShM$u1AQl_0JK!v=rr*J9QN5hj<&u|1pyNuOw^)wPpu
zMTl0N5jUJE84oujV#UZ)MHrrWrkxpA#%P9JuULUc-}vk8+6~b+q>rwnOwG&;JM+Z`
zz7~wDEA=rZgw-xgY3U7rbt)-A8_2;Q1)T#d;F7ArPUr{K`$$^%#EQ_Lmc$q?!D#tN
zamu-tGV5@2#ikHp7iHPZuSWy9vX?M%!1d^Xr%kh-foHhe5M1KkK_4jFS-aIQbisdC
z>_<A|W~c}Iu`-w9<CK{xqR;AeE^LjI`CCEUhmlR2-ceT^P1%&hMv;~$++}z7IyH7b
zfUh)zK(0_GTkbvsS0KTZ-%LcKm-anV!Vwd!m>uZ)!5uG;(iIsw*z4eOqk?7whK-i&
zZSTP&>#@{L-<{o|*lN>*J)>^bkMWly*4bWA-MSZ|g|z)twKZaGNz(Kcl&sbdrJ?1l
zpr>_f>)TiwLo+uxPYOfX`LZ=3(xX1eDzwVUzX*@s*K}pWH#C5KmY*)wTKRb;ABZ6A
zBwphC>_J{?_4Z^8Ept}5=n8D(z15O(!AYM6y-a`0Ubm6QB&c)j2HQt_GhV9Zr2>Cz
zqEBB3!kL_@AC|tjxa@YvF3`JA-Xh_$IPi1GJ_TcIX4M<IbQ8KSG}s7e7Ad<s$J2|+
zj-b&%KTHuAF-?`aeLEX|Kf;$Tf!O3*J$6nN4Om0D{)3e;KIZZg0Z)~|k}NJmk8Y%*
zPV!-}bBTgOe}NZHhliK_qgdTWTtI7#74PU=WGlLuRQYY}r9L0Fruv=C(&Pu>p2qUR
z+f{4zE0gJOuFLi>q~ncsX|zz{4`g|<-|U1b4CC(FIu`7CWX;%UF!vq*)b5o$utsc-
z77?22+hxf{+wZ0i^WQj?1R%xfQcOx20h_vXpCA{n_lvn-%a%64NEP|E4ayg(GaOzI
z#`9Ls%-?#LLyZ^^vGJC=?ZG220+i^e=^~>L%sh9_OE48=r(EIGk5iV#Ru}aWyjaNW
z)r3>{`7X<<H6~4`Ypz-7nTzJ0Cl$qxh4m(hO|xa{D@y9%&Ij@`I|X}z4wS4BH!lT-
zBI0anXB=&JOY*EN9i+W6par(7Hs1aV4t>ZVL^isV+w7UrEN15-s*VB>wz!UW*+-88
z+i_#5qDLQMzhv7vQ%NqJIA?SOkZ0)_eBYjiJS8~U1XTi^WQlIsW@o@hRwSAO8BMI4
z$bOpc6P-FCdlWnRgioWJ3Fq;7{iu#LbH>U`%N^(^-0*9owxIoZv5pAMS^+divjQzm
zorft+{sM|>>xS;|Gkt<C4F5?7G%3m@itREz>$knq=_4!0Gwbhl55u;?De{RQAo9JP
z4Yg_SSm17(QLp5B=QQGc<yhjy(91g#XCKI;xEJv}o`cSQm}P7zxu&>LdM@{%?Q651
z>AGRku{g55Nn&sPmh_THq68bwx~M<Xc-cr_vDlW$g}mA^iedfHV|NxY^4~oW@XH(t
zroVEjivSiT=1IN+Q3#OHnPFFcd;Xi<^S@~FKZUyiv`E3jZ1jU~S?kYfYgIAgU!Vm5
zT^@zZ-rp2BKx8+o(@>iGSV*6IJ3_-R{S(CdXETC~be+Ckue%%>QD2u`{FIj4pBgwj
zf4g4b=|5|H35$k%{sQeR>_6OV{msr-PI-50=)YR@ul5QBW!n5L(!s1GJz1~z?mxqP
z+f5!ozml$u^KsEMSBQ+(1bF5h$;jHK&LHZL1yb)6325_<Gtbj+Lp)G_6T*vJyFvR+
zScz}gjmLOi&-ZJw#SvYTS8SJK9b2K$trp=OQ!~wjA6x6snqQ!G+aU_{N%+Abi&;an
z&LK}I76A1^m%-SAO{Q-CE`^fTQW+ToK$K#CAKHG9(Z_YBI<_Wsy5U-(e2oRPqr1-N
zjvDaMN`_;WTrOjy_zMM2oTdzeje;93R%ljx<`u`y%8Jcq<abis3PGi{NstQi3T6W|
zyn`+$0kO-VKarAQ)O+UxZOKf-S<$2LgCS80XDu#lw0S!{GD1hLu>swLT9Xja?X0CG
zcwWaw&E^PAXG@Lz^pr=MGa0n@L6j`+iqlZ1o#iAITa3eBe)-DZ#es`I>lDXAPJxde
zjfhB8esSFOu_6|6R;^c#?iZHr7$5Tr{8*nKm>k<{xgj>Con&7P@G0K_AcirvY`iDz
z21a3@H0*A|!7~M@&OAJl2#xS(YG3hte&a9~u8xvfGYpB&)U{58;}_wMUT(T1+V(Xc
z@nkr=&JvuCT93RRBqsI8mIsxu`9FmbCI<tZZSCW9628QW!LT0j{kXSdY8x0Xv@L4&
z>=3)zZn!7xbQd6Lo$qX_dcsvjR!NcGk&=C7JNmjId3`~5d7H?T1`&;a1Ehk+a&(~s
zZf%7o1dg=XW480rQ-3e$OY+CH_ZyHrh<ml=wfWv(e%H+r#bzOQ(%^I4iWR>L#jD;~
zv}WCLAvV*@`b6@R5ow`$_84IhT#T$G{1=Gs#n1a|>tpS^Xn}tUKqxMP98D+WL0^=T
zRe#@PmaoQa<uzi@n2D6^)Y3~V#>(cZE*ZC9C}?}x-ZvrzdN-SHw|b&l0$5MOuV*u7
zxK~5omAe%{bm>xo=tO)S`)hCK2*A-d0HZun2Lr@EPzdjG(|0*uT}`$`-*vlAdfE>7
zx^cTFIy>b&%?ueq6)+bqWreH_3cIb@71B#Sdj25~iT}J0s11ici2VXZvoP(h_Gzqe
zVzLEu?a>HktEGJ5hc#&{lvwj54@bDqqRb9%kt;LxFt#ME*$MM1)>pdQeRIGvkOkdU
ziapga*2PB336Z_afiQH6c1Pd<UF1LT$`C*g#pgx>D4nqUzZEX7&7@i_u^ztmx&=DI
zcDoVq5G>ed=`Hl&((VfTjy8i#uMYVsJ2~)>gJX3o_a2;Og4yh!b+B_Pkd!cX7^IqP
zrrTvD6CFPHv=lq8TNv=hG5ETQbvB#Y<iU&6qvZaC%omFRiFfU$+SpdDfSM)1k9O1V
zYdXl%&`RY=8*VD1_ucg3Ub10ctTjt1&BFJ7+Re)I7ZrI&tm!x3nxee2D6GDj6VdRG
zQcNL)TLR}$!trJoXjOzs!3)SM@|A$BThTL4Lk%O6s&FHFQ_IvPP69@qcbn#UoHye|
zz?G%l8gjC(J0mNGL1Ti@KFW_8z*mk(TY0s_UU$p$lR2k1>xsE&n&H$PzmGE+<$@9I
z$MF;#ueAQNvPPY;cW!-}tg%7)OR-qQb_Anq58oY~s)o5{5tJl&K%xe2;3uL)9rovj
z)Tkysd^qUmoo3Cnt|f-rojiKoON5;L0$hyvuit=8$SzT93lKv9V+<7&u=AJxn|8@p
zfZ>a3aP;OtG{J3FtKZ9pyCyhLKA5Q704ItuF+5XmS49D{BwnCzG4yMoON2XO0N>9?
zn^%Ksy@pl5b!ArND(KTY%W9uF6&&2pjPAHWbpqKHa141@)2w87MVFSF;{M|RBO*1`
z1S3fI$S<u#$$_XJ8Ge~AWZD8ALuD!dY-RjxQQ57u-Pwy6m#9y0AgnaYzhCxm#QE--
zBih~#cU!$yoLBF%7klsxg8IUh?ZBjdyjGO%&<O#ZZpdm%Inn687+F$C8p{Va?<8gd
zX%5E3jkNg(4bLo{&Ew%18Lb5~t@aVD!-R=_qo)-!4t^7(w9nFsvwKKk*xn(Oh&Cz;
zj*N2eX+MSZIiJS3#P^<nF-TU@@?a~^7cGlO4GleCRtC^w8#p=d+BUa9%B=OyNZu9-
z81}wYjqL}eB4Q!j?Ptz3F`1SOv6A&;_7R;@3;ShdPTY~2<{Pmr4suVy-j}}oL22MU
zh9>i$=@9($Ir$fnU194Bq;-0vU*dF9iun4tS?~}rAteM(U+gnwv(cVEHPM**qu=L$
zcZlx~6z?C0^Z=6|v?h9}KAl0GZ<!{T_$C>Y7*>c?oNq8d9r!S#OPWPH(DeYCZUCUb
z%tY8Dx{#L^7^k?Eg%8xI)`)+zOumd)#BWk$o?vz^7!*uJxSIU<B=aLOg*f>xg7t3*
zv0yu$)cUS}OLmgV!M&}2Pwfv*6#ofSrIYJbKb7taTIu|&FT`93|72a$;MG>q)o;4w
zC{d-?GH(N;7ZfFuq^0LYUAUkllJO2mi?VC&g0ixrwu!A0kz=?jHilI1_&3#*-B8Mt
zc4VIoIg?m50&e*ie<P8yz1E_1*1c3M;stTOA<pf8TnWt&S>_#OeEl8Cr9w4+%tZ`W
zRWoPmotd@`8_SsVEm=(filb!wOeV=noGg+?6)n)Hw8K9VWc;_`V!x|CZbZ=}rcDLC
ztQ;f*(llhtNuPXHkCCYaqx~k$fLy6j<UrXJKGRh+e41BM%)J<>azM;hHnc7bwoL!A
zvulH~v#t=puCwav14ov3>SE19QFT+mIgrMXi)AaQ?=i1rP4w6p@|1?lD0vMw*9a~b
z>Gx<;B^g~B-KSeRh}Z>OAQ&T2893c0D@traLZUDGN{%>R*%_t8&$4U0D~(sSU1r-F
zQT}DjFn*Vrtfd@{Ffq|ne;noiJ?-D0I>7&(<-f@0fj@dxA2_F58PSKbX^|C?xZlGB
zE-Cd;uAgEt(U*Lh_;SK@I}Q&HZ{q?j5@*(ZE75y>@g9ZFGI3c0=^V9C9MD)3I@|c^
z(cQhLtm&`b#EFU!UFqw#Zd>@7EOh0%MuGLA-k86aTzjVa$C#u2PPnT6mqj%j1%tR=
z^UMc?UK3P4FdE%<wU2+HxD{QFjU9s~N2b{-1K*G1^P+qefwbPwheqsV8P>5D;$yGW
zFj-P;?TYvPO`;aW96%y235@Pho@g`+rTSNXc9s)jiM%{jP1TisOFCp5(duG|wj?cC
ztPTJ>Rn_bGBqBDaKsT3ZHbxpPmuJ6=gXep`LHm||cn{;L61uGOEMKqlM<qp3t;yiw
z+KdbB+VArlUOFLPphh76i$edZpYMR2b~|*_1S({OCmWA>yo7$lxQO8&mjB#1ddTD+
zSTK0>l_)P7ldN<3y|-ql+vCNQtFwF2zR(GjL>mi<c9$^}WKHg)^ToY|5+D20^fT5z
zYWl%w^3$mNInDl>{e44mwgaJ1@=Tq#AzF;2<d3K*x5V&S-S+o=S?`3L!f*Lii3$YC
z*okO_IT#0wZ4;9rY0am4{rKBIvS_J#+N_A_V^tKvMh1JcEAJ}qYfm&{E0nr0r18is
zj?<@eee(xh3iqH4eYn%9b+nsXPVC(v&Ms{hn_OZozNPER2-(KZ%xLnZblasaWkz$l
z%{8iRU)r}Mx-4AVsLS@<abbGS(BN3(A?d+5R3t=i3>MdGlUcTM-I#8t*dmaU^!SJ;
z7|TPwrDdu~*wM){j8Fj*rl~<oh#eq4inLHm*EE$g1-zGtEyD0Ri4a%XxxWoT{O5Vm
zC>YSPm<(E%qu1T))+s4Xo*sfyHA9&pd_QN^YZY9aX{iOnJz|3Sgz(=1abeXtt4oH$
z)1~Xw%X)R%>^pXd9FIoj!wzpQ>~;1Uyh3=Qo-<F%=LQCPf)M!&UDHH-bXm*FmPufH
zoqW-P8VCWX-c#D{ycMuswaG3HuGlYmz|kf`YDY#I23guB&0gwZ6+1F@V-9CL!;{dG
zqM<4mW!sm6t<tVgJZ9!tin}$8DGE?=Bj#_rgI!*b4=p$puv&)0lLM}6t;|eJWeRU5
zCzV>$4XN#d19_@hwi)^PQGOq58H#E*bJlFE9J8+r67;&y)f&I<MBsY$6**lcx+PA?
zmAlSo*Tt%q{%~B8YRnu_a$XIas2?XeRh^<um=brht$6aR?x`~0-b!{=)wJ0waqgC6
znlAyf80c22yLCh&*I<;%ayNar8r(ylB@Hqt{XXC4iR&4q-skShB_Vf2{&5;!=R&P$
zkKuG|qo9eJnnv_@Z(F@|AJx^{sM`o3q8SNH*pYl__~ah`jQX2{+S?V`KBKygQjl2k
z*CX3Y0w`-Ve)G5QY3epC@$s`~B_G!dKjEx$ucVF(KAA7}JJ(3H;@@hn)OXAkY8YOg
zipa1^pAxTm*2vEf|EW=OHmo&4RPsr{rJERJ0GL0qHG2(w#*oeKUEz{l+PNNIW(Xd`
z+*2{i3;pdV55BXlOvfqorC7*nWS;fYbLaDXy5z7!)WtDx(dn{$FQ0%GCsJ2*vUjt5
zIcMH*i%VCsN5dib?8V9t^Dxl6g^^62Y!63!?ytD|EpzZP1Z+`q@xC_UVtc90czt<Y
z>TuK3Od97U86rp9-l>{lwF862CM{m40p$d)Um&Iq>~|<T<WY8ND~|_Ftq}Y15|6uU
zwLe@(v^mK*js(2CN+x_5RoD%ATN$HNcZjw^nIP^@ZF@74WJA1+$hJs(N!fmryc$cO
zv%pKNg(7>7TKPdZb1=s@v+RYgVV~^Wvy+}yS649FUR2VoUXJ==n-)`P_N93`8vWGm
zv?12WJVeo&yNQ-=3<Cp8L=`wu!y@`jX%f1`7)wiDg*B-k1Nb*eU!>#@TKN<z(mdDy
z-qf|AB-X>f9>8Hf0}(6^eHf<u5=R_i)}frJt>V2I+rK}FKUqj8PJ>1kEx+w}=Bst{
zlEq4a_>%YVr}0)C_lOLFceJ_Qj5aTat%uf7eJ%90W=tVU2HEK<1f+FL+chs`5?QM-
zkIX+R1?xR|aH9wqw05kCnb+55A>_Ybd@o89t8TbkTxdtVe*HXog3nzFr(ZC1Gd4n<
zP&{f-EAXdc7!mc{_>wdSFVa|)K#&-*p6~ru-p8zN%Pq(HWZBVVERj=+=`85%(Tagh
zLuiP!&)dY8rfT&_fsbfs+@>Q}Qf$C_OcJx~%OdFXru5Edqux`Wm0BC7=vrH!O0S~^
z5@ngSSryWL6eA|_y(rGRdfRi!lQ)d`^0Unfa9z54pHAXe7TFReUP=)hcJzP(N|N57
z13k{_Onj!^TPLxs@wtMJy>_1x^e=WIdiD6r(@$~}xut|J${y?xJ}OQL6c0xtGa-w%
z1r1KKmAOS@&MlY3z9!kieT`m6@cZ_r#2GeU-#mqTII94SLu>LJiW@nODFSai7l$b~
zYeaWmhJ(dTPQ>0u?Y_}@R#OIFNwa;(HubpAMa?xa<Ln8c4^xw9c$S{cM>U3Oe}6x@
zmpqd8ftvTJeiH8MN4ig=>Vz?sptEHcByZDA<wW|b6_|^37=M63$S#uBP^c5kWm)L4
zmlt;2mrq|KWyDi0PT^{DdBzJ%3r2I-xQgTz(BzjyMRnxuz2y*)`h=rY@L@GiKCSi2
z2iswixE%NfQoNqMV?HcivREif-!t1Jocb;(T_4$PJ(5znsivW|zS;WmvTPYL?V1yN
zl$1=lj;%mw2$T6cdxT}K_l<1dd=SNiRFM71LIGdV#fm87z_yCX8<VG~j}hjc=}&(r
zycmNf=&=a!qJME0tlC*JagLTBS6n3Y<K5U^oD`V?!Tu`I+Mnb6wF0((>Xh0Q!jQJY
zH%=m%#0Vx3$)Cyi!`Jx#);Qf8@=}*Xc6@=e{xJica={tU8s@)D<MRJ&R{qM&kN@ry
z*?({U{?ZBVe<uw~HMgOq>z*kzYDJ;A|8%RJ7!)HArz|c;;;O}x-b@3N%ZHJCNaV$R
zX<bbfYfSOUBe!|hGFr`ERC#jcW($uiKo$ouE7CXr)}4AAK?pL*+Y;#^>2vFzIYRj@
zK4D-XMK>WfH_NP1XR}Wax5JvuXli&T)=1e|)!8!#7ULmB7EHF%a*T3ld_8C%rVV+!
zVr`SN=cR0f#LZ5ThIkT*kv{JI6e9(4DM&)<?8|35Mn)7CI~s><+a=fv%_ji;Xh|fe
z!L9v4EumJN?n+PNkWzaPTY>3JW=a<!uF;bIUa~<_#}YhIoUtdf8Pz)(&>U19obM}?
zzEG5cN|NzEqly0h2!?3|4LzKgG8Xyl#P!hPk=$5&bFd!<+G8kbguBm-DhKXKjyO0`
zMX{gCD$5t8Q`d!@JoZ&ri0d=pnaerVl499)o&db%f9R9`GK~*@_<E_5FOx*#`f8{G
zvR3ahAcR=RYFd>&%2}bB49OKKdT{*&?_(85s~@)UbidUcf0)IpCLf&xs|^ZfKYiug
zeuxQjpVCg>GvZ3Rb@zv^RO^s;P*GE~vWcfB%)>}VGIFUQ@PY0+OYOMcBeF4+8zv^D
zV~T{L!OaE3Vug8P`S`O@J^j(Ad$lBib4w%UX#q5h&OtD571Uh(5u>YCg@>W~#F>L6
zgPsT)(GP(#s&L&FoMVloD(<p;*9k+}9}+?pe7(Y`3`mfyu)(PhQn@y2UfLeERe-d=
zlG4Bxj42<oeYi5f#<T6Y7M-_8grIo_H|x}rwqr_2a$GSIr&RGO7d(DjYFBJm3#;a@
z4uA9u^paG`?;SP}`>UA?FTH!AFE?S`-fqE9T#O&P)^}DjacP6lGIXdsoSL}neb3k$
z?pDubNXv!%I5fq=;ui?J5R7@lG;#)Xxm&U0d0Aitdrv!wxl62&>Q1{|BSbG!X<4M0
zYm2iahj@t2RE&@8&3*uA7_zD%EG~)@?%|8Mk>4z+P`*7NCMnKx!Hu1&>UD{w<)3PP
z{$Y(I5!RQ~b@PVsWPaFfYmmU>Pz}^Js>l36IUB|+v9NH!m48@F!}>E%3W(6sbcB#9
z@?Z;`xQ2)XK>fim+l0@dXTI{zD9t}OG8)QqJ$yO%!I<7m9JgI0?rFZ{X;a-VVi2=!
zdeD1~rfR((zWZMUIl7kAZgB9UXkZ%vB54~{9r_;cM=6819v>V|79DrO06h%6=AOJP
z@dq}yY~X9skMD39kc_^?OVL!(ei=%A^#q+#Z{q{adLf&IouSfRPDAYRqm#A`vJ=#o
zA9%51?aFMQEf|jqWs=p{<B&>w?Oa8I+`nqMCzZ|Fy->A$=|aJanCqNT%ER{5X3};z
zPlkzmA`asdAJP7(JZLhj3POpqr>D`PIlWNQJg)Kkj28>|6`L1zSyt8QYB;r7;GCny
ziV-s82xEG&24|Kv7aQs~cS<}Z>@(Qe?gn`;<M+;aVla_jv4&*Qd@~T4BqHwJ&>LQF
zCTC@R9=C7ao^~4(^_k3hbWMy@L(6u5!E};P)h<`zEiF?WRh%Hg)U=N>fprq}F|syT
zwikn(So}^FjQO{`lRwL$|H$%3I7{ThN|VA)7CtUTrmgqRoiahW8<|!jK`Bf1sZ&2k
zHqQN++y)@ldV&cg>Y{~GH-GU5+uSAquw8l;1(tBIXy+<Vb9p_$?5k$HBT4M}sR`9#
zQSbDVYFK;Ey73&XOmK>$y}){5YZ;y!+XQLC82PfMOXlkx2C^@)p^t=E8;VCMXsom}
zqZm%JnT(yy!C9W8dZ8uRJEV<XVSJXUYSC|&)NX>}EG-4lK(Vl<Rom$E6yMJEmbDis
z78vd-x_HoItlCAswz;1s<^yBiKYsHtFb=MHPdvNrvgpjuoq~P$l{Dk##CV&@O1ZA7
zJ~;WLYrgIsGDpdGihBGE^5B819=lV*8&171orh$#-sb#ZAl-V7ne`2>-b!B^QUk+d
zHj#4+DJzEwm=poMXM3F14>(e@ewlff)=l&Ior(+~9sl;tLn@7i1De@Cf&!AuE`}{E
z-Rwp5I&NJPw1+${^Rg8p9!YZD`N_TXDZ?n?eb23i*LsNk<AVxUj>kDBL1a!$0t>?G
zotL~Zi+iO$HbQwi$^3{3^aWI7h}P~E%d4ItGoD>B+^Y=Ul&4{k^~V*pgIV)bK8-mi
z(`d4jndZCfa=CLb0fz)%S5rA|ra}@&TD~^=tet#(NjXJFC5}<nfJ?&a)ImWbY4kIY
zJ3v#7>Dv%gEb4R}hf)lSg^sE?_m_lUQc%sn5A1vP^@(3YpJAo+zNUD9@Rag2x@1$&
z?`@M7>Xa1GOPCw0yhl~uQ`tL#HCU#)*RBv-MtWz|_Qv_d!>oaLl~_4ObRxb@Z?!Qb
z3hQhtIqDbQ4kj;KZK1#=bL_ur7H6l!`iS#&nT%p*uFU;+fG!gmf6zc+TPOvX_$K4a
zxoo)BFVN`<+wFmd@qD83DV%ak=E5@R?pEen1^Hjb0XNrwEMWyDbG&&2!s1^~`}<Iu
zDBBrt6V)3Qdx*`=9+3mY9^hpL1i6NYucPh<8wyUo43c@^C+K;T;TRY-D3Sn%+;;N+
zi@mpwimPk$M2kRx5IndC4;tJx!Gi~Pw-f~TKp+qxIKkbuAZX$4?ox%jTX4&q_v`L&
zzV5zjZqMBAd+(Yxe-w*at7O+X`|SOk=V#}Pi23&#Z4cK!p6>B{OIDt|d;WlY!+zXz
z4n6tiJ`_C-18`QRHK36OCH{SQs#m3cw<m;;S4`}OL+rO#QRlh;^7?10uJ%euXI77A
zYBQ<@3&lu!(x{t`nniz;d6ekpY4Q=UI}{1qA+@oOu6bTDv>23S;#ilK+gQRq<TRkY
zeOaPU(+GoNK|B#Gsp%-HzfB#Im|7>h{(vNGr%%U1GWEG^Qu1(Wb_)fR$PoLP4|M7(
zHdra<wWZACq|>BtFuop2Jh^7CiD4|yuP7Gpzh~|C_xBI*6rkM*1NEGaq}MESwFc{X
zn1}j|6!oKp^AX_}uk($wUUtXszx)9|Nxa5ME4o1Plh3D*tJrO&uWy-xAnkGS&hpcs
zJCD&I7tV4USdMl7fY@9eIB5qn&)M{%(ue?%aF8D-V5q8WA<~*mpX8o>p3G~0ypR0c
z+M{lX?ZE-;@cK0!4vks)i^3J_C;AyzAp`0CUg2V+r9SHNcFfOCcFH>Am&|QMFryA|
z;{v*OrdPP}?+#$+Ag#c%(RB;*sk^cn{;<+a_hej%WW_Hg-*e**MoO4dZ^o&q9ORYl
zf5}cBWqZWV`ZNO!!Ew8HAoD}G)~hvdN^I+tm>N5}d)g{QmhVU)6cuN2^662t02xHO
zkD2{i=^jGL&^aFFgBGdhU2K?ho4DP-@3eBGiLj+5R_C6%7<hN-md%j}GdqLXPcu9Y
zQTv5~HLQZJ(b@?6D7$jlQGOQ<u^poWZ{?M)p45gOV=gq5#+lgsBZyZoE%LH3=f>}2
z^ITh9Z9Yz8`T!*{0~9d}@6k_ky23}x%G&|lx-7=-e4-l8tBkbmFL=YcS{owefbJ+Q
z@PZ_WGP;~*T@o5!2t7S^yg4&ivN*Wo_S#OGErZjdxHv>LuB?gUTg0gW6i&;Yi;odI
z9DQA8q;9{bXL*CxMJ#u^yFN?{XG1+=G^8a!89AjoQAE3+AHztcGVs@4Ahc8T(Od#F
zyVLDrih9^+k(vPJx(c=e0nt%AfSV4xR|2lD`^QhcdS@+_xNbX$qU{=`S|;mog%+_7
z_0`|{OD5v^iC3S9AmDdhcfC>NqQ%)o@wBuxKIT?MRF{<U6O)uZT8(AygnRgqoM$8~
zfPGokfWS33!q{Wv%RivdSMbGN+K|ESVv)}cd1oRKb@A(|Siib|A<u8Ae@&mM24~x<
z-kdASK`Jc`LgKtGm?M+N_GH3bSQXUf4$Hx;&HZK?nDA*cjEryF{v5(aF80Fu(aL0T
z5+Ie=N@b`6eY3>}82D2X^vT(a3v$GpLHwfWjdL37Q5eexD?Oz)A4F#;_~^xHBfq`s
zk-+bZ;CW#ZniV#J^VL)SYns=&^Nk9!SlG|ygGSwvh7Yr6D2LL@Jkv(jfTA~7|3!i<
zYo<ezrZmf@3)vr#eEzz~OZB!h*7&8Cwq$fukz;Z#qE8twM(l1%Wm0t}h6y%3``4w^
zK9dq}0NicP^9_YW@f2n(ti_PI_!f`zk2_5WH?9yPtUmHNfBT+p8^-S=949JprNvFF
zLfx{2R_6Ng(TK-PJQZp%+dO)^bNCKr1o*~IrUjsg%%*!|#n1+|-^SNl^m@?ybBU6}
zCFp9WPmsVYP7$%3&xZQUV5K+AnfQRdx9usI$pKyaCh+}qM6M3|0$nt*IX@LhFfawW
z=KE4@s#(I*)g8RmMg2>9xlrI!B*F;D(q@u9_`${(@!^-CfKdS-)@iX1@vDXz*8yaG
z=1*f4%VLui9#dV3DfuHUvzaKVRBEvp`^|2`F(-N%l#^}ME~uZj#A%s6<O<wIsXj6y
zj$GI^IeR+0`V}Y^3#Fa)t9ixgwi5p~J@b!+4X(pR!R@{KpL2<OzvPrfyfQi+&F6**
z+c|?7PSYrao^fKz6hW2{pK#?)@)~EF>%j|ee}M$=!YRZ^K)X@z3>C8WuJ0ltt`wPG
zU|JQOG!FfUCH@LMpfZC*hOW2J-+BKa<<X3zN{Ho(NxQZM?bRs0()~3peDG*co;@#<
zVD3Ct!85Q2GpK`Xc*DJGEkop(<57sayyhg#*ds75o}DjqfSWzP5#1O*V%jv)2Nmnw
zbRIu>gA*o+d0Q_91~&Yi#b2xoQDW@5&Hh@-@15`R<UMT=7#I+~zn|k-mpj@Cn^o||
zG~h<}KceWMI)cX;h=senygz`0r8|%+ut9w>8JH5p2RbROnd=oedfnFqIMS7r33SGJ
zJH<d`g=;~RTs}-Fty=P1rutXSlJaD-7#p|B52<vr@j6bJs6<EqyxIH>SN$*46aF7D
z5WsNw-?p*xA8+#fXEh3R1RsxjYFnBK%5m3^ErMuigt!1pU5E|^RZWJsw_U3CaJ8;d
zHEN$0ViCnn7HX<OTV=ws9rHm`EZK|ohD4_-iae`qiW!m7`bq-@2e5^+$En%q+ppiQ
zHp4SbRCuc$y;-nrW)so2`qHkkIazF0$~nKpKX2)>c87)O>n`>uzDiz;CHnEb|GwEp
z*gfmz`N5S<p@b)PtjT9Mbr{d>LJJ3+{6KK>@z_VVSDT@3!Q5Sjm;bi$R8~y47(Zw$
zs64$$0ZfxrZjqu*Lz+yWEU_5&OL)o1pgw`wE-5RvBU{HJB#TA4ZPuTiJ(LO@o2rms
z<vtI!knWUg=O1-E3G-Q|0vu{>7p2dJ?4qJKI0LWc?>5i$FZ1IYs)BpZ=XC7iJB86s
zwobpC3c#T)`ZKH!4wvtWB&^-`@=#-C`|SeL>bU0Ju7R)<LK|ZlkKs>)FC;yUY`f;Z
zRqZz_mMkv5BO9agqgMO2<|Kfhi(HI%Jz!0pOy`002PAj|;|j<2L^&-x@)#h1<Snt*
zc29Jk6P{DENoxW2RnJHxNOfvz?HbC#?0ihOM-3aFxw>4b?x(9gB8gyDk)!)|+C*hg
zj-vTI*OOQjAGA=Z-s&=#0jb<k+2J*3@|<1&rdiNF=(<eL8?|gTWAKjLpkR4TZE2HZ
zIPWanC$~ZX&>o%Wh7sokEWfB=h!Jj&-uU)(M(h9lW8*BV{l$F2ACN-GkG#+g>G|E;
z-Q^jy!Yle;Y`U|n3q!Us&qB<t!>)`u{YVt0%3aAh-)Jc%kgZ4$Hp#h(f4N6@6em2c
z?Fl%x^I$2rPXVF#V!ut^X&~l5d=pUwH!!l{l)fga$DB9<mw4=Woao$TMeqnEQ>>`g
z)KhtC5$L5U_mTP&^<Rjk%f{@#TDE?*EcxV=*XqsmIj@4a4>bO~!AA<WW&|UC`f8j*
z$DT&DR`vj(wz>DnxmI)_UH$4pnp1SeiDjontVj2{IM8u(=iDRFztgYdQ_~NQmfGsp
zu|StY`Mm17!~H0x*ibcHqrDk1FJVP3yNX-V9mxgwpK~v%^5AgZa&~ZIRB7iUGI>R&
zOIdj&4CGEZxT026<iyh~mXdcdJrfDio_d`i;;kLC?iwi_Wrk11OPEG+$sUpu>xX3|
zg$JgMz(EV)lmqN~WrcN-Q&PgAgx8{`IaP83anCFJks-YGYD7P5=1e`4%G~ay&rzI5
zL3b$?5cmlD_aoCtVhX9)XBr=4-%5L2<r*cd3zfcAT;JPq&zSW;89Uu^pz>vW=6Z%C
zX53Qm?U@@p{N)Y>@$&{vcE<=WC3YWOPmPm~fdu{l9DR}zt&g}*Km0zdGjh_s>I^I1
z%7?%sZs1iZR~yAG!=CP4eDkE<?$_5b;qDw<{&`0TN^%!jFUp1Ak#XsxmX(*kt^-$(
z;6@aApDHPdl=2xhdM~|GsMC`xXW1T3RTB?zNThNl7yPZdlF4*@E(->7!p^&U!S96K
zQL1qw+Vp3?O&BT^?{X=>B*xJnRdp)rK~aaNfGXK4$jeqtYAWj+Vv*FT--Szaw9{rN
z*Yf(|>Pi*D4QZX_<A%17q;6*#R-+6#G;-5x42)Fme%OUlH#)MYb>YM@5HUH9&oCac
zKd%k108=+NR={-MHgIH*E%zxuwSeptDw6W+f@%)hYV>IYJD(jB@ptSX&Ou}-L*Msm
z=S;C1Zodl6M$0N}5a<~D^fB?R{4&e0r1#r&&={T0^sLyoFLFNwXkRV?PBAmI)>j;A
zh$fyLC*rv2U#9LkUry_o6Jk^`#(!~hINmtr?w-p%FMl}DS<RRg<5`O%X5L4oCD{p1
zcHstd+OQtC*VX?VBGZdiDN`O6nyIt_ixlLurneT-22bSb*ed{3NqmffhayBZF&s&l
z^NNCvD>|Z8VvDo|>p0`s@8ZK+M`sT(Lrr~6{lYerJTkGb1X5V3GY$n|U6_H$v4127
zEmgcL2t8(nX0pU4k?Wl=jRf68qxom9eh2J;GQsC82*N5TN=nFfDN|YXb8E3rV98@7
zPh#V+WyP;}WY2t+0R`9S9{Zt5gOr6_^jnN+!~^}sXCl1429zJG8e^Zwrx3r6NH$k<
z5-^mw%6j3dUJUneq-kt0alHB&H5xQn{rb~0$MN+DC1P%|szu#>tytOLd6q9j!vn;X
zFcD6UnZ8c3>2-0wyAtSB_);ES72C<$RkRt&Tu?h+(?tAjcJ^%_)$W>;%oO0-Lu&NP
z+o)OrGq<QX<A}zXEfqog9CV~NtNGG`G^@TbNnq3}sew|`OM?<eg5`7`HOCWeS$d>W
zt{o-Tw`4Iz@rRLbLl*riHoOa}dX%Puj1Eh`3Z?5!08Dwh`*?8$ShP8MUx+Q0|4^!p
z9qnYa%#hns{XIZKz~X&*q`%o{a9npSn0s3{heM_<y;>|@C_wcG<W<LdnLc52;A|(%
zNBBXdcOaq+S;-l`?9XGDa?hO-6<W(^cz4CPCL6}`stO@yjGQ^Y-0q0eW|@AvAh!2P
zds{Yuo8WLYT3{z1q(5<Nk9&8m(3muO1=kfwGD#+K%yiVLyGx()@Hea(c3IfA<DU{^
zr24!Piu5s+2leREKpQ3x)snA-!;2R8bN!WserMW7I=oye2xiTl-Z8`d9!VYw_1JU{
zzr4=EU{2mLBA9Qlst<*1T8j7CP=(_%p1nVZ@2U-;SCD=eCngHK{_d#r+dzrOmsu^L
z^P*zGz+C%iA&jFB$t)~RzsXliyg|X6banSEJywr1;r6>kq?Zbctmy8YCShm=$`#27
z*iBW}V|oa^zI`e1HyRXN*5}A6&f<#1+PeqV`RFUR_whl-yf~YdH^Cytp2isu$0}k$
zj1k~zT-`Y~zXL-S_4}JcBL0Aqux6Y`>@|7fFXIfTCGrf~kNT2k=|FdN{E(FYbousw
zR`v96=)*_~4rux!oxM3WAk8nEm;w3!fb9H7ROD~s-jR2+qnA+dk?JTrD(Cp);Fw9h
zS1HK_Vfw561ALADO0V-8XOY|1A{;x?t4PFAZ9@DnvCn_`<Np-iAf|*0fTLgh6nGof
z^s(0O_PO!}C6GHq`M;SNyz%nVeqzd$O{2>XJ2KVp30vzcv0l$n!a&P84Ua&WhAMO}
zZ{m{Jtbv|g@XZ7-E>Onu7nwB9@(h(if3-#qPA<R0^ZX`jPE#!KS4QoWs{T=C2%A_X
zdqLwjk)t0;=`>_QZZroP+YY#Td*Bk$Y~(Fvp0cOWXF&%MOU_}S{h|_>?`qo=<hb(?
zx0e#7&Mq~oTPrbxwGIjeH`-PAimLcb=Eh~zkAPfj{y|%bub>4OMSKJrw+}rACAw`7
z0fl#1+l+`&e``wrgEjsCol68$B&4JxSDR<6vwtG^Wk@?iW--3kKUz_W;{)z-rZ$wn
zPrUzteAxeh@bywO8%!Y5BUZfIMlGc1oKN_HYy33@r_;zsEaA!EUX_MkW&K%#&@GuW
zP<fKGtwB3{%2MEg>u)Z#uWsfvzH2pAN6x+(Y?47^!gazT?$`;NtUt5pP0i9<G=goY
zrv1`J``M0CjFRS(g;^K2I`+dyqVQIWBqQO6&70M4On!)QW3zRaWBBj#_cZ4;cj>*e
zlO$Hn$dz{{{RK&wgHn4$sVBSnND5LxwMl2yfqy{RWRyja5wjiwm}SiKLt6{)cx0l1
zUXM}bzi{dD7tMO>%(Ri`_X^=U{nDtCg(xcwlpzo-oSPDFRx#z~DWAH?-B<TLV}&ii
zSs1VkTc%I2A>g03NdK#RU9*4CTW6$-yuWATFH0q|!Askj-U)wXnr$mFvi*V^dEAS1
z&piQ!L2-U|AV$jgjHBp*-5oqBlflC3RQyY%!NhlAu{ubq!VziI3H(>(gzcQRsk|&4
z>3rS<aWtQOFa>v}YTcl1XB&=xi%C*J;Q~AuUjhDSncge+YkoH+uu0cPAsv*%I7=yF
z>qV3AYft!nKBBeI#@Gja3A`+%_83I73W(IYo%RFYx}L(4$a^LL9_d+qhKYKI1M?T5
z2gLgl>jD>m>m@JP(UCKl7^x(1ihtkkb+Zm+k1)CbTG$;u)X#B=IE^j4G3hUq!W=!*
ztmvD66T7_djlL5cPHM7LbLu%Fw_bs3u*X+d=l1fI0^<;h{v|&-APSqA`0!)+-0Zh3
zCzv#Z%&JAyAMJkzPW*rR+QQ;}%{z@a{Y45CwA@mtvB>_G@qXj;<!m7JgrMm4xiobI
zr28wD^FXg38ptiw#K|gEb6Q+)DEb+o=M*+OY%|gg>`1fGV)}C06peGM0aw5<CC&3r
z|D-P|dSPV#ap@+oM>9^cwXUT;Q*K%lCX}#3t0vWqe5nhH>eAo8`;FCTfA+A)qY&x}
zhfaLb!+!Gzq*zam=l9t=rNJgUm7K&IkTdCp4p=oZC$M;>S>4SrQ)2GJTz^4p=VJLg
z7${BD<SuFJ6hVC5cRvL+Gr<K?RM2~IoZBRZ!SK(@<oBAwjlH4B4LP;>{r7Zv_Tg~S
zt^SQVB|B(U*gC0(LTQZi+ffUgZ)2-Wkma~5h;5(h@2kh3Z_lr+++@l<vM`WbV|ijQ
zHT<dW0+oQh9OCQ-P8P4r(2uMvcU1AS<$FXt5j$D>XT>Z~#E1itkJmC+xqjoKzn>oe
zDYCL?<pK-HglTitQf;#-qYGbHED*m<e~ZFX`|q|7LGJD4v&DC`4dD@$<;tof|Jpwn
z`Y)e5@%Z=8{HN&4e;EiR>|e$Jh<l$upI%79`ehKFX5Keh@z2!*{)orPlT@hKL5`o`
zo^2!~U!rWDC%vn`G65s0A0?`Y8=?EguOmUQH45W!ju7=&8(*@1b)&w#P3H6}Gl$tX
zmY4Hwm%{5IoV`Dw{Zc{0RLnRN^7JOziELV8RED^Wc8x*M?=cL(Y*nK5ZUk6g)J3WC
zen50&<+O*jHTxt<GxrR@QNd+pJfXGx`DtTpM}xz>4}A<|R+ptI1#vcIx{n#>B137V
zh{5Xn7$8R|jP7zaiLT|0n^Pz4EqiR?WZ8bBeGFz`;a*Bc4s|+S5`*l*SEPH)bfM`9
zAE7C=&y)I#aztXzUo(q)>}^FUr!HAVg#@zUWbbf@M$vqMjiAL3=SH5<LNMH2GrU7X
z`*;j094Ue!v0?YURgwA+$VRpxkjfS2^a8T$gJ4`$s&BA3M&c3?g80`j?r~VLA<&KR
zud4q>^bz#c<4t4|VBW&JBh}VCDSS}z>irc9qQ!40{H(-~u~N|CdyTh)2m_iq_4{3k
z4x)zxM^W;<Qr?}$29J*WH1sEa2w1rj_NCCq?$frmNga~(uU}-8`hntj!is>_85qkP
ze_Or^AW)Ar61$HA4yKm6Z!UbFM0U!;QxhA{UJ}u#MaT@APnQvDW09NA>OS!49pW~&
z97=^aBO=z??}{t*ANBUHpu{^_<tf)s!uDc7njTZ<qz|c0p6w5BjN#Fb*hM$T9J7tY
zX1LvFb>gl}jwj+2zNc5)FKyU|fA?X(erwRVQvrFm?wxl=846~pxq8LqlR6hIC%~|a
z;sqqa1i9z=jrE*7US&Qgf^C4qU1O}6C)R8dNRw7cX}A&uGWN(cY^|DxxcG`neNF$!
zJ&fY~buOz6i*SBfyEbQef5evt`L&K?bz#H7BXj+nFqcL7q32K^Cpt^aWncDXS<j7k
zzUOQ6jHA5K4`2Nm;6&UAdc7%rnQKGL)085OMW$kn;!pKunOHTg)MuagoWmi_w!pkY
z0AbCg><h~k?cEuEyL0W1psjGIqNSm0dL~O$(h8c2sEec9D5uzJ)&B!>ad`y5N!R~3
z>gWIHcc{$(+4cBh<9-}kw*S4}1a0gBi_kyBt1wg7HS^~lsq+fFh?@HYf{2ro|GRI{
zP<WJN6?knEKd->l-2@Vbe)v7<&pM&uN_tZ>#L$#%kSmFRiXfckem7I{@9(opG+_aY
zwpt0MoDgs|i}La!mzFgsr`V=3U|(g3x>rSpt0%xYy^y%{?|H-s($_LmKw+40J}Z#H
z5yU#LF)bDGj5<hz2!sxLWBm`REoNcctVLUFNOSqDiQJ2UxX%orFL(&qQoMY>sb!c3
z>Je*$QLni7fkBmEND{MJWh{#HMGu$7R19mof+#M4n7vO9+wUVa;y$C;q2nCdO#gEv
zvQ}#=bPA%ozID~hziJ-q1rh=}Oi~tl2jhya<ju2lZc*%a6*W>d0v9L@nP!?SJkMKW
zj|ez3Et5K(oa-Ym5ZuC;1hyk#C@Ge3GFzS0aWqhDn7JD51Z`#ArYm~kG)b;+S%-yF
zUFVx)HXV0Q-o1u^y9|Fc&_qs=uI<%a^yqF?E*v-=!S7*vy`K2eVtDW9s+RmL_Z2=#
zpYV60eLd)U74{dSu)KEuDEAdz{MJZA)bQ^tsW;GlZS|TXbK4IYhMC@Y_Du;os**UD
z=+=lzVPWg*%nF_i>77zUi^JY%L&~_i3E@L_-VW$_Ov>CsDsfY3XPJ)Tq}-YoSGDBv
z=Q=+WnnE+g-lF0t5%M2P(UKf;g^uekL57)|;ljqUUDN1)S$P)!2dz9a8b@*u6!Yn?
z>OU@bBh+|XiFiWLK#XPZ5!;sv6;*kBgnXp#+?r>{Od`ruXsOE6N0*FC*~=BA;8+1d
zyX*^Uf3|<(aZ8YQ#O_;vz|HzW6qAT{`?Plw2FeIyLbXS)9>WRH?tTwCuGi|{Z>>QP
z`FB(KKX`-tKfHJxy8O=0#O`x%XX(H|Y=I~PaQy=|V7vcF!u;!2of)ww!)m^)8PaM6
zH-)zqc=p<TDKXkRvwed$Jeu=HQ)6Cyz%aRgPn_%|6dC&Xoe#F6{MKHvllJq9hs!{Z
z4P17oXKo_VGyuj)D2x~ftKlI<tra4yNlrI&dci0zOm<B%qkAo_SGwkjvD8zxB@DHe
zy`3w^lz7-h%p`P|?o@E8kL7YM<wjOn;iUJbm~nvt7TPxnos9NuhJ?YI97As$qfsEr
z&e?FC-8elN@~y#|WjEE1cs(&sWwNm1{Ds9uyVK={X%a?i3r@o#$?glZEKI;>Rgm}+
zL$ae{Jy64Y$8<u0%wMuzm~ClE#EBWw9IJdNuxYGjRLzAgSPa(?TcdbyrQm%(<ZVM#
zt=GHCrmRn9j+G6O%hEYAhnjYfqv2xl)8HZWDS~<0zPmiivr3-XFLsx0n@W=g@MZ|j
z#st+w;poUb?-`EKmwFvf_p?<#JaFutuG8-9`JUUIw{Yvn=V;N=8#QMcOg1$)h10AR
zI%#tDL{vz|$3%egMgVSSQ;UJDXsK|Y*KFabl9xy8!SE7Vz`w&o)sU*+JjGg&pluR6
zcEnkxq|)@6BW6@+=K6Gzg*I4dsJ?8=bj&uKm+TU>K}9KU+jAU&F}JY%#-cW55gaBf
z`&?@(CIIjSPtbAEIz!Y`VD4{~&+UgN*%R%1ZHVm8#2R)K>(thkmlTcE?Jo5bYvWwE
zo^_1n+exe)$WESFCU|Gof#|v3(r(nZ6BX)OkAS(A?jjEN2=D4Q9lyfUKze6@t*Z8k
z#p&bveB#PuHvJjtk(=UTkVu5#_%i;qW$>F5)5m!;3y&8T0{4U68KUvvW-;qeuz9(+
z!`o}-=!m&-X@Oy(7dqKt`|Co*$F(o0IAmzc2#rNk#rq(jPXkZIe?Ut-UHQ$$tJ5<H
zcc+HZe9WGG*0*O7EvV(AFyydaM!J|h*KlS50T#!B62E!3m3hAf3iB1KUOsdC10Zu|
zPn<Xw-kMlq!`b8Ra^(6t(vc-U@S$N83o%n(fmw&A$-8Oq#6I_@BDEy-&zw%Y)zAD4
zb39Pz!gsE$X_2ECr6-DcPL7ctCC(mS_!8U#uJ&QffsNKV#`vN8(h@WxXW~R7j*g`r
zYbU(h)+wv~RW+<Nb;x4+Uuq5tVroOVSD4i@CMWUG5+>I|g^w*+UR;$2-cwAA1X5Yg
z4vDJ0*@%g>No*9<Uw+wdZ&lOq^4Gu%O3piM31olbwcp;483R6X%(UT^$^C5Vb&ktb
zwbW3)IXI<yqlYx%VZ~OTz2iZ>y~zEXl!Z0RQMaT`fdGr4)?#<&Z&>yA>4TGjGK&_}
z?Q9Xq=2Cjru$Pfc83Z!By(Woo3x0qn$CM+6>N3FeULL9ciu=$u&3#kO5W94!>w+t*
z-P=VI;MpU1{hmWHdjT#o9=w!C;pDry5g<!+u+Ma0-8nm@k~*4keC|Pv9&21l#IFJ(
z%0jn-CJc4)rVMM%Ssvl?fq&zczW|jlCv6ut#Kb?SQ*&rycT1ok`2?5QWKjHe8G7E_
z*vugvvOOvJESNlsxYzsDU)RlVa`Eax(Z!Og)kqN0t;h9A3TRN7>*F+-`_?L%b)!-)
zP3HAG8VUiLw2yNtL-~7z910~$)SO>m7OijwK7g(nDoddxENYMGYxNn+-X0G%DV%)x
z7gXUS;Wus*Wwdpk3|6rc%=(0nYmO7u;f{bMOe*Wy!I=(fEh^X^yyD}oZqFif_KYan
zkEy}}OkVN5c5jWd><4W>WV^DRTri{c(e4XeQWikRwp*L(>m%d?nbD1}+VL=+VMEVe
zCik>#ub-KlD7eyufyUI?3X2x@&KDKQtF-fuX`)Nz`w(LVdeqx8)<^sFr)IaU6kH<K
zV$u@DyM3A(Q&#FHOj8fX@P5M=^$HW>q@~weztbRn!RuH%P%m849bh@<nLxH#2)?2z
z<nMEk2aP2xT(l_5CNMV@lWZ%q{WZ4(8b$@NI!g@mPW6|DiWQ1FeL9Vsp{5h>)2p)1
zPGSsLN7FH;>zsu6c`I6YV+H{AU(wK7edcJS5WF62WjYDZWt&vi$K^x-{H?!`YG-(y
zH221;qbhcUXp%ca^DXTj_Pwb5E{$w=M7V0!YiTNF%hf(6SbPk5|Lf#&9<f!#ceib7
zbsD1B(hhDwFDpbZ6U6o=0V!-%InW$6@yCDAixmAbe_d`rr>Hl;Ghn#A%|$*PgrxQp
zO?=d2|4VH(a&W0DK9CbUvmxn>J1jjdS`RY6PpNh&c=w6@8Ta=iHSVZbep+LIb=Yxl
zW@vrKUtizsX%*!xVb?YCb-GR(bTXn2n<KGovEgshhJ2JmcOF(KP&t)lpqY=;J6W55
z-jeoNe^G)p<!6|=NfSzuu<_H!0|zX)UjBZ~H5X~mOOE&sh5$}}K)@<tZ13_&J;1_!
z-Jlg}Fr;s0L*?f!md_;*gywt;)OY(ZcArzE%nxrLo2{)mpebC)udGk_oW?8{{&oH{
zK;f9!Xlm4}FQ>0<)PQeyO6&NdQUPX*;e0FB&C@2C9|#gn=bYP;$g0jk{Uy5Gjl-=Z
zb#--9N1fb4nx1U@9mgNp_flXr6Q*@`q2~1&>+5U0a@=KH&~eaPrlp`XFW+$97%px{
zwiz}j+3PGcEOYJ?GzCjazj)h0z3C$!UZD9!{gnB)j8%=H5Q1%(Hd%DlYe}tg)E=v`
zLS-@%aDG~Ov|fLK40|wRZg!vk_;Wu3z;K$F&#(0Uy`j~8Q?Sk5<8PgXhC~HIHwlTD
z@G#I$Bo;%h?IQf0Cz!5zm*Nfbtoov+#3^h58=9)#nlNm3jlO||>7QmE)$7k>sO$uE
zGh;_*tej2#+$Im(mkt88%E~GVW|fNl$W-vZ4@45Jc=kHU@#DMS3sN3&w>|GJ#)>7R
zv0vPo5_quP0vQ+6^j60cQ@0y?Jxm+fCAyKgToVH6N~uBLxlqvi=Ey+@x@O9uuA0;D
z#L^~E!#2Ua&U>?vaTKhArM<dk>Z<b-0!=%2+@ZkVgTq+)?)a(~H<{{DDlAVfjzj^Q
z;0}R{1Jyl(Yt1Wrc3O6>!E@tEuzv;~rHME(>>cNR%01F=Hl&RgX#}KSR8vZwA#x7L
zl~hww`41egEte_XJk(?_Al@S+LaA+a63!y|vr7<KTAz)HuSg^czG$<I$KOs^r<T|j
z@{+5x-N=j)#EBAq_~I}9teb_^t*`3041bN45>etKqx^vOi2&?bxPPr?xXco*uekLo
z{U`mh4C3AFR(S|GKO|lHO4~#rlELxoCDk)Ok`xSjR93d5n9VmX$H#KS&l`cOVaHtV
z=mIRHO$b$Vr;Q<gDev~nl#}<OkB2^6cyO5k&K$)?G-whvbbfUK8Q`|_bZPPx$uMGi
z79>mK2%i#GQ_j&-a(y<&c<)p)6u=KM+uFDV*pFM#IK?=brpWWXt@>n|)Zw31^%hSj
z5;vN`F*L2U5N09HvVOc*(V~VkZW|v0wpb=$;;iO6uaKNR8e4@G`sT^MZnk@2uJB_)
zHP7kZ4Iw-R0N0R5@cfMt6#mz+od1;4moev8vnmkgc<1-%C-pD_vd6{4l?6G;Ws{qW
z?{@qQ55SZt;=#H_Uh<nGe3GuL8EPsL7Ri^fvb3j*#TnwA7Dv(K=SCQx&=xz5mQVST
z_glBbKpVZ;j(+PC@LnbX*GFmiVU=<|d%TO}d)&`@j>HJ{?PEZKAU=MKRml=>K3&jb
zO4r*TqwnxiyVyR<NQ_9(H~4;{ZfKl(&+8;hvu(6ou7m*Oz;PqANO9T-7a1ys-+xRm
z;#B@sW-(ilU0*{8^OC@r3K=hhrxRT)z7>-PE#~~v)0wttZVMPwid40}S7?Sy5RIas
zq&Rzg8!|JY%P&sYz82MIxp^7YEC-~G)o#Cz?j?8s8r!f#QD3OVSD@g`{-Zo%sj-W(
zMqE;KON>v&10tfJ?k#t8#0q(uaCb}((X;gztOT%*Tq#owC+nQH$o&b^=9+IKl}1jo
zEg}4u>p2Ert{5Tq<riCFgR3RCKX|tlmtGL<-HfA1NSQ6#UMu^Gl&9N}Z7*W+Y$X~G
z5X1Nd_=_mJqiA)VVLHi%XX(OqzWKyn0bgnm+N8{N>~MKzX3BH%G^_PW8cf(!N?in~
z)b>dxC9ce?aP)_qUq^Cn`}=>5OCSc=1iE4UB*S&HTF$nb%J#GK_urj{GEy;-eVKS>
z*^M*iZFyfH5whTr(=V$=iFY9adS>v1PJ&mi0ewy{RhxPI29cPz^{DOFGkkbgeyTTq
zg5B=Im1nAC%*o%*TNGQV*PLnZ<e-3kEM4q|Pm>y_-#0Q`MUL8Q0!PY9{+0ywXYgvX
zZE~fP<Bha&<R$z>Ko+g+%NnuO_|7SWmO?*uW;)HB4D(VCn0YbPKtdW|^v#Iq7B+Ck
z_wYma`=cYzm!T(NRv<$y_7CW__^Szhqwkj9B43USqGG%qnb>PWobLkf)b@XioP-^w
zYd>a8?(?H$JIAghfU+=0!@5#+o4w)nEG)Q=*5ZjiaGgl5AR;k{9emgd8mUg&Yw!-w
zG1$nI@tH0&mhK;r^i0i<wf0v;WcU0Vm-y)p&Tr0~jS|ExQ#31$J`^EQ4wHcPm*0oF
z%kBsA50N=5m6IGMbL$<+*f={DzZMsa*F*z7M7Z$Y)vnH%R<%{hqVJBqqHVf!Mfo}c
z`h=MAQ;W-{Ov)m=kF_N>SJ7p>4?FH<edT85-emb7ke!hP*lRAuFOjZBTEpCFqMu`&
z7a6M-&`Rpx9b8vR*}1wGvS?~O*BaJ=a@z08_9^$4>Hl9(o-B+o=FG(ISYZ<91s%^x
zL$1Pvv6@_V73JBwBbX&Lq8vxfRMb_oA7y?VsYZ*kh%IuNt?6m*ZAee^7o(K<os4+4
zI6usEhmxiD7GQc_qiQP#2C{EspVs{a8*Td|wP{N6`9G1Z-jVbgm|nd&3eGi-mT>C8
znFMbUU7)`eyw`NgbS>&|FMAB@VbExHGd({XLkuDk9!JrUGNr^0Jvxkts7%>D#f{+t
zqoORc_!gVZI9T3mr0Vuy=AxmXO~#QHKT)+?U1VY8IL?M`9G%!xc1-Bos`R-8zkkuF
z$+9BKx#)^t?O3wZn$4P!Y8}^%Mq-s<5SDkL+A;8#{0&VRTkgtEnXMnPG#r5)W;I_l
zG{+h#Qy@6=D0sfVIzqk`r#FOyNOdfO(pU%hKwaXGdKAk3@}+;eg{Ul{p406J;6;&V
z245syzGOz?>Zgeah<#~K?Jp?LOjmKK5kU7er0&X$Q=@QSKkaVWXY}bKCHy=;_}?sf
zf6e1gMf*#JDn2i-F0e-jjU(^2nzZy<<R6eO?d*wpLz5o42t(M!l`MLbx!H>C>Qjp~
zqNU9mG<-m~7#Fkb5buj+Mp=1wOyC=0B(ebJ_*vNTZ=H!5Fwk9f&eK8)uUmExCo?;P
zyx~!(Yf2dUP#I?S2~U2Etp_Qpv6&1YzKr0HjjT(P_(FPGQiUfMACp%tJG6Fa#DYY@
zMry&wqht4?^o<z|POWbEZ+#u70L4<1l=JC<SN<@Rpwh<iv1ESTU}{Z(m{f^Vt{5dG
zL6LKEoz!%WPsuFu*{VsfbHWADfjH?;P0Fjo)BHm%x5_?OFhaTp?P4r@Wjjp@G|zC^
z2>zI}JptZu)eL#TM}Xv<sWc5Nl|Y30|IFj>kckE?zZ9s(nEbMyO#S)q{({2brz;OW
z%1^sbuAzEgNCBtBP~iTUa@1dt>E8lneP{TPnVEd(0u|Q){-C_dTm7$T=d$>fQXq3u
zi1hiJtT@>O&>27GRBsnQKM`_O{^UuV^2A2UKzSB41k#h!kE};VQU6IxM+)S4W<A$t
zI)^L5!z#6COBF=U(Z1Kw&I2jZ)*nNTtn8_WkC6`jMyNpu0E8H5upEDm@=x}gXIQXo
zgUZLy99;9yo12ca4LcJR7L{Q**?t9m)HQPsOt?3nV)N3{p756d3)foIV<0exrq(yE
z#$0-#7n3<IO18m$DqI(9VH288;ko>g<z`=ERQALGf`<@OsG~38T{^(xt+sAFLEe5$
zD*hlwGE_HtN%|6ldW*Gr=!Y1G1r)P^sry2p*RC|j|831~MZp<HZ?>cP?08FK@7Fxd
zPk|ZY!XF#+A=6&@1;sX4Fm%R=0aRn6;$yB}iNB7M(_F%}JB}?Zf2N^M-F#f?)mzp`
zIR-LJZ}n%kf^|`adn*e^=-Q!q^)`6rJsr27o#Ue9_Zb3&l4t`gmdL_168ZbNE8j;;
z#z;4*;xUEq0Op?T?zyP0Kbk^oET*#?UQhfi--Q!V1;|ib+Hg0_Zb*BSnbk$2#N<cv
zA<5J`UOq5q1IKbs$x~R$(@~^RB(Lr)Yb6+6f`KS+=2Kk<Isk0e&Sb1xLecPBl06Z5
zs(~@b0Hz*-mf7}|19nK^5jGCOO@sKGo13ez;5?RVJggRnM>|u?ll+!CmNA=ZFARqQ
zN0q&Hi?T4SrHZwcOC&JU=3crp%i)z$mqc_CeM$>gE!@-kC6|@_8pdi8Lx218h}Ll>
zv$Ii`5fRh6g8RsR{q7}SQ@}nCdSz9xv>}QbCx*s!&C)ydx|+tO>HwRp<fMh;)n1QY
zWzz3P@_R*D=!ztRjP~X!tT^14@EWeS%gecl{FD*&mCtu)T@K(1ybam};`>!hnMokg
zGyDcAkcm;cjK+k+QK~}hvdj;h;AB$Ii`BE6={l{H6uM?y>)4#4k2azc#E5mDG3`vl
zKwE8<4sBHqlD)WR4k`O^7J;3}2Xk|0Wdnj^W|7zLy>}EU9bMqxkv8MzGV0eGZ5a`h
zW<Hg(v6Z7Y^1<lD&W>E|s3LxvMRflXKsklHd^wcF2Iek}rmrVxHJ?J>mFO$<GqRn_
zL(LuvA`R)_-yBD_Z?j;1isIHhNd5Xf#EOzLEwVO~H^N1j0l!Qh<Kg`W0kWa=zKrz#
z@<^aYXXEycKW&Ns#&HZJR;Rlo^cw@2*QIlH&Lis>yn8gmZ_9F|`!}e}B5O;fK+bP%
zuCHKd@YYO>vAcIQb?4X$uT3S?(-6mhYqa(_Iust@($&nmVOVzxd0H&HuWtDdz(lGI
zd}V}j7CUHPvF&cEl{NHAWMS&l=ayREeMx`J81D&5Q3#HaKh&p8L=oV>$ZwkXCfKvo
z4ddKbS&ZHt)N%obV@uFPdF@k&QUy^*xaBZv5RZZi$5Dh+^bZ_!g*7?gGKl??eWU?2
zi~K+kV`1Sw@{>Y4H7xprsTM}`4OvQyY*EqM5<Dw@MBqv#$b56gv$goE7#h2TqaE!e
zAwYES5i`{DF}28sDNFA=?n3|YTY;rtk<FAl1|oO}ql@(UWi9E=ciu1=^dXi>;V=p2
zh0mS?Cm*0sGgE9lA}M-{tRr1=FKLSeBl(_r;7?A7lhw9HdFS;NEWN{SNLeCh2-SY}
zE-gLptfO?6cg|h6b~N7^p-$6Z0`Eh69apRpKiL(ekr6RAN@?1tv$TMeL1#7jtwK2&
z$^g~Q)NBoj&=R|Lb7R23@oE#=e8e;-KhX~DXJ0$FFi?AQlv;hI|MFfPG;Fxn+oE@q
zva2R89N6OW<<{;MO0AmM@#?N3hc@+w=&zInjz41+*x84HM(4l<&EqGmkSU)kX$>tZ
z^G8L^nL{@F8U;HKvn3|E7Z!`i&tfuaYo$QO2Um%Ngqlt-rCX|_+*3c56VhJr(;`O6
zkNl8sxhJTP*(<hX+fYSf+>1m3n5N~Ofb?>jh0Q8ZR(oR+yc4l?>kk8UhytLc)xH~_
z)~m&niRPgk<%J4XbDU@)d!gzWfPw>DR0AeH*LSp4rs}}dr$usQ4!{4ch_hlNn1At0
zyJf2d{sJXopO}(}YBN&g01zc^O-Z-v+0lE<6bMGab~H>vI>v}a9Q)*_>Z{Wq6fN8;
zw^3JP$j|v{!yRX9t+UV}qND2=RvPuOB9%%LNpPy;&eca|^qVicyH^z86lK=3b0Jt$
zxNNxcyD1S2H*OUa4vHk&%IW9j-x65qnq-Kr431^@{6C{871XdEZ&vv-f3S9DiT?6?
z8_1TgmDw4?uaK*BKY{U?kyef}{*!YhfM@(i=!bv3=6^(Q`^R0ilKJmQ$~cPDzum%h
zV7+;FF4(smEOBE@UD#$pi{5d2x;%;Ha)pl>q`vaJ)(p{9Ujld!<;Ey=LEmfz<AbJc
zN~G*(&k^tMjpxI^W+qWAU$Vtjz-*s9LdUt;y6hhS)|4-XRUa)(snW~_Gv~VQ`h9Vj
zCFYqwSN+=^ASuPl5u+}!TzKMkFj1W#g!ct8xnn;b!Z>`t(Rc9(qxKMYutk*?Y1TEP
z?b)J{Op&1kVWP{#d-8zvT*@7u7#i8eguq6ySh93KL?xg^YtFI%;kn*qWcpQv-;t5k
z(pBQhwwVye2^<2l-RC>+DB4q%JlN779DJ~%v6sfs$^7`MwqBc|Ip9rdj<7$;R?Xud
zkmYIb1K{`^XYbb(7&V1Yo<_*WdspV9zc-PPA@P~bl&<~Ix!y7ICjvaK*Dkek`to2&
zc%=vbTTHOSqW}KpGZ_?Gt1#G<8HWw;MDn+LQ`PMXnGJ}^jkkK$uhVhwA4zd${qhOK
zVjLUf)`)UEChp+EMYsaGjU$z&PIdj|V7b^2>gp*2!VH=O7^@Ny7}9?GESQTz0X-wB
z&o<k^fweU=%d=l~vyBrhA`b5U5?@&mbyMP+nJ0GlA`1;>+028XbgntQrl99${OdU-
zC&KlRYmbA-R<olN^Y9O{JeE(&=*k~_?NYufShv!lar)ezMP1vlA7{nAA6KQ1NH2tT
z1{1FW*gF1bY2m`~uf^pKyod>dcJA24#(mB4ve|V3oTOYUZ?kN}`OESz+dK*_y54eS
z<*HG@<_(LtXy1kGMW&giqsNStSaa&VpOBt)O4=}sZAM2=0WHUAOszK(R2jm{HaCVi
zLC#7I)1S&#EJmhP>XvTY5W_db(wzbGcOWo0Xvw#9@OLFcW*h0lVwzQ}mucRwZzB~p
zMxVlkhYIY4dSyRd-i@Ouf?XXvQBz>%DO?jVRc}&))@|;5uI=*^@K`>&@<inhJx{-a
zwrm9BH|d)PsmMod+v%y-2hS;H*d^&|<NJApHH8{Js37Z1yVkRswWiF@>RG{bnSHmV
z)K|tgcuHN1b+k)Jn~Jhlu6=sZ03!uM!ym?pchW^8$XejE*cUh*Vy@nSS}frVJtWC3
zsPr6to1q-t9y`R>KxM6Fq$~AI>6(Lu6B}2t%kI?_a;{)qT3x{Iayu1mQFMI=&9BRH
ziH%4Dj$A1WQ&?w+){Xp5nzt2CZ3(xk9WQU)?3Lr#R#V;_=ul#jDS*=&(P?@6W&Qiv
zDcZ`6@Nm@P7a&|E(7vKG1zAJbi_7mR+wdVm=46^%8Ww5(0g=Z8E4>tEUxH(uY%b}_
z^oaoJwY?Z|Ea;5OeFKctZk{gQD@XQ4!BE*=G>1+FWW&Pg8<+n(%$$Z~5~=AL@+q5#
zL0&1_Z}@7hO_4IIOvkB!68|*1Il6avj`IymRvH-SB0TRof<XRi<T9>_kSBq@#HSbT
zx7p90ybiP8s)=M==KVmS<UC?xv(33o!WX32wvcI+eC;#3<h_w^vu9)lG@YTE_k4-a
z!5{94;r2TsLO`2g=@Jrds?Zd&CixjX99fY?%WX=}x8Ti&2S+A{Hh$l1<z+~$qUA_-
zW3bTfh8dX_PC~@=<xb_Dv-aF8Df*btZ5EM8iW1LHVz+V~V`4>6K7@e|z&y;P+ZHuV
z!InnNG@oUQ?b%FfqlPmyA~*@1$<Q<6gNhzg@7<;E2@`itz{{FqGvFQmqsja;+tS_s
zG6Z#JY^rP0Adr!wokFy{x=J1O>qKhR^DrN;^zgbUck)Gc`^+y=#*&YAl&aNrqD&Kg
z3md%y9xx$<sKFvzj&F%QINknlpb>RNCpCaBRfldG2ldBb3B7UU=Ht2-f~x+00)aCN
zA78W-jf>W23=>-|6$Q%gu>!f4d>n7l+S9-XN|UWUP#uz}`0dC1hZ8>Hg{Z`ePcB(6
z=U~wJ%OP!x493G{l$eEnM5=J-o7s5CR_&oExa@3%!m)vrhG(P?Bdzf&<X3U*0+`mi
zd0eiKNO)$6SX0DLF9MIrGbTOD*t~)pA>X-pexX4jwcf-yJH!n!GM@CnOW(1NW}l#g
z_Ws+TsO=bs40|Nm07-)$w$|rSQD+U8RAwXQZp6d0KcK$uAJ;O9EsTh{8OJc#%2<ZS
z#`pWfcC67<jK}<uYW)spyyzmjbRukyIY2bLMcmBmfXcgK2~K@FNrs>G$=CA5KUPD0
z;~e52GklIR-G_H5BN-9DU?_F&_{F)uytO62s=t*u_I(4KO6K#<$z$R{-!;;}uq_AH
zSxUscZPfJ$vQ8^-8vd~!SxlN`4J(*la4UUy4(4_l5zzN3=tF4Kb)@*}IEtK3V{bNZ
zCV8o3QLo<5AZWm6(sF?V&4jy&ZVR?-2k!VNT*UgwEUy_14U=hb*)nO9aj08VOCAxp
zFdoTObQ+=J-)@}$S<nA-?vu?cWrP*UCh}sS&-KkIJ2Ry~A8RHLS#(lnM^SYetEiBk
zxG#TI%Wb8Db8v?_Xuc6Uo*Za0W}&I<-hrEtgF6?9cu(KIqq+;DpX7#rU*QR=t~=_k
zc}IJf(j*0vo;_`n9zi$n88$Dv6>{8D(YMj{U0nD6!R%>4PQHOO)5r({A^7uOl-T6$
zRm#&vDc8s$^t%R0jLqRYg@MeYdzfkDa0McuuPsn)E-8Xzj6>->)o68Sd#}+DKDi8>
zsHuwM^dWILoUgxM?#Z<MTAz`3mr_a)QSk1y$Hl#dQ%4oG{?2R#5I}$I0ueno;Tef<
zuEGpI3$X25SmUG(CVJ@a_z2Er5<xfuJ_?_9vgX!4XgWdjh<|68Bf$Bx6qzV|-5J+2
z+bxtgqTS1C5;#68EtB9Av-ywG5Y8dC9#Fql7Q=bz=Cik+0GS0ZcjBVoUUULKs7f*I
zyS6{obfTAQ`i)U7tV?vIX`70_lv@RfesaEtOnRAy%p6ZL5KTrB#TL92lz+!$0GARh
z?#E^1F9l*-z@wp7!p!K7GDu%cg+ij)9$OHuAOsq&OoPO-9Z2Rl3Q{1o?=n;1d2U{U
z{tjpWH8IMx#!qOl7?(LmMUsLj9!B>i!)#uTKeJrn!iX)ad2JA6E>8-1;)1*wTn1+O
z1KNPWh&<3fSQApYt(O5m{<sY6kc+bf@8JxLrd4sgD3r1RKZh=?Lqn;0g=@tL&x?z)
z(CQk&5kI(eb>F?@Tjt0@nx5>y+XZeyrI2{ZC5Xwfc<AsDNF`nk#@5JA(z^+$$nTV6
z**<TkmZQb)r4UD~n@B*c6xo+&eD+gNG}-=s?N^;NM*Z6mb4t}crTWQ3wr!nqmemBQ
z-4h~u$b>jf(reDV0@~l$_*yW|+;NJ|_}5_q6z@X`<TzRa{PoB=y{C4wP#;2?e~bOh
za5QMOoM@s*zQ|@>3zx+unj5CeL_=QpiaYr0%x?awNto7cDPy(g$H60&8CQKCkzd;Y
z4S+GOecHkYp@`<TXy^FTV85q2N0NR05;}wiq|8&qW0WVGnF1-<pCw1G!>EvEN*JF#
zuc}pM2iGuf#SVnD!<5xT7zx~R=tA@)X*8Ehx5AMRqD6f7y#TxP|00KgzY89ij{Z9o
zBu?i07nSNC=uX{`HjKZP**~D;s2!j@`(I^R{r~BGD1{#Yj<bbag#>y8S+r7lAriJ&
zZ;6qe+qI^eWXvG3e+QLW#cU0a2nT!aV!h6^59Hv`?q@7tuymvp)Bb0PEaboP5jBJ3
z{K&smafclefq2)ece5}PpKzItZnyY0#d>QX_M%g$Kc#mIv%chc%~HhVd8XRiYi;g_
z`2ASC*OL0zn4OtNt|3sAI7s=*9IjZy_FD}flLsz4ASoMP82$R=`5xV(Zl^Wk!b#tc
z)DlbtXA;uKykiL7vJmMRpaGcV<)xj5Z{oVo41`nc7Ch0jkmKAAcOGN*^b-Sp+_QHx
zi0XbdCs<@~_5^gxZiOD`KGC1~!Gy8sE3y^`a0p)#CaI$=8qbLcMlO!JPl3@*`0TBi
zZ^>skb<|J|bue-8s>!TCuH{-%GY;inNYmx*g1yJ8<)3U21xSDS3ZZRrizs(5)13wv
zP3)I21gq$5fh<|SJB7bF&}|&h9ddP+QMK9jqKH@*VeWp(Ws^wn_yXY%$ZaV6;=bKW
z6XMa=^-|H)S5mHwohEqjjmlE@k~!HbCRUrH0ZNdtRH@Mopdgw$t}s-PZC;9rS3xF4
z%o>prybjyei$jCTA2?6!R`AU|NR{gPC{#^RwYXHptYKhlbc`7;lu%Hg8HF4+dpj2H
z#c>bC%R=g&y<ilnp5B3cti;ipf&}m9-%?aadEVVb8J)I$D`yv$&alj-y=TpJN&>_v
zLYQ{g`<d8tfK24uw?%1|tJ@6C?)!`;$Fwg3*>eiHC>m_vAyae-{I5Opjbm~WEJZ-%
zie@+J-7nV_k(nO@1f0}9k|Sc)U!CY=;yPpubtJyVByrbv5_vK3_}qG*4%0<1Wow)I
zbSKmm!&|*=hN#bB?cTy%d}G^5U@6n&;ehR6eW_$owodo`_1o9m>hz-`j)8r%jqK>w
zSAFenx;_)f!RsrWMYQ%S1Dnpv)tAXGlpqhUby5Z63J)S$(jUa6L<6)L&y62*0(@qV
z&2Oh2oYiH|Toa&KOSYQU_eU`)vSe#t5&6fm`*cUfAN0I8$SFUPfJ^2L#r-8u*ppt8
z0k-`dQ_Gc4l)Hp(6ofMl_R+oUCZhW0#z$zLG%MVhD2W7uxn6^T7u>mOPM?(_9ZHHl
zqJ=W6D|oFf4kGy%rsQfPbxQtb?%;M`uQ_!?6Q`B=72-7xpUM@c?})8yQQHU=%8;Ug
znyDpg0|DL?-)CWr5Jlk6KahX_KmNb^@?Wh3l3}1VT7YVl8zbMChHX<jyYFRcB-8M@
zy69GKZhr0!tpl*AglSB#28v@qT4-c{^DZt{49sBv0TDJ_<;qS9k3jjD&t2b(^&I<_
z=KTAgS-%oSc}@qg`VDfQTo*K0)#a*Y%TmTvzK=ppi3+X^Wt1e4bMo}F)<aX8b@^8i
zJlv(*PJ{A$mXqy-hmBlf-@o8DTh6};D$vvRK=b&-Y8HT>PHP_e8HJxAs<ZKt??d$@
zi`rl>CDRh81|LDMk}_?ay8hp2C@tLzEPyYAG%?agCWVFb%SzF)#Vz5LcV`4K4yO%A
z^le|+G+&sVEBI_hItJ}~McQHoi$jB4Pm$$N5T8JH#n2n)wIBa&)on8(jGtS0s-^|b
zcbs+O;vf5^FAPqL&CGtHvc$OGaK8FK7T<KP;Ah=aw}dH~JT1BJe6CLDm08*P711#<
zM@260Nm40e*!jHiRo42p^=nJ|JAcj25?;E=_{{95)*(VSCDoUfU##Fh{2}Y*%EMV7
z&rPcATCK<-eO><YQqMI%)Sa&9+g-2Bx}RZVeC(-rZQ-@0fh!hGo9^Q^=St9<%6l7E
z+{&sK(^20vSG~oTE8ls7hs}fUtHbR-MLz}(z5pkQ7QNopeBhtVwq4tHw)=+6y3b}F
z8I#aF!Q&j~udB;G9P9h_;9Asqs|LlEd)Z%)S*6R`uKdlpH+K7uYR%I3#gl*ROgFhD
zI`>Rgl!cmInl+OF|MNeuXI?hx=Z$+2c;{}#rbl=8?D5X|#Iy1p(^ut}ac4~oW1K#m
zl{zWhyQa^G<BQTx_aE60%Xfa>cT}n8$+67_@z3X9o9o4UerDvazLMF~jnqDfw#`m`
z`1V%llj&iXPo&&cYB*KE$ig>QtN*BlR6e`$iW6NWWxtB-*OrM*oA%9Y<L#(J6Anro
zTExQ`@M>2{)V8U`iT1yCKGyJGzVHuk*2{nIC!g5PUp!^y!^~;*TrZ0>PneysSL}Lb
zlPun@XA`+}-P#rYvWHl2axHst;_k7>eMS|_e{g+z?LF)9p;=S>wwo<o()exedP&><
zEC04$zF$%9apfzA{(GI|S<iSXi-g<^ii{W!{>ds`>8tvq`*G98s@JE*f-Bc4cc0EZ
zQ>AfSZKr&D*eutny<dRUz~2Q@0V!(2l70pjw(fh&jDfqGg`Bn8ffeql>gI!@&Dl#c
z?r~hoU$2`mQHlGRS5a(-EW@8yPxe05>sYB@X*}V&<DMU<m$}NT2}<Ua9gF@Mz9O9Q
zL9E)l-(h<{rY#lhi{9kAC&x0x7PujoVcow)O=U&zPA=J!za!99bmt0k&kd)QzR>J$
z?&_I~r$ro0`CHq+7Pvuc7W%v-0lxIc^7dQijSV-Ri@XAspA)CXdhKcpGH{e+>(XGX
NqLsVR%w_z4698(96s-UN

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-30-Sentence Structure Analysis.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-30-Sentence Structure Analysis.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..f0f95c1aa868246a2930f2f9296bad51d8788769
GIT binary patch
literal 28630
zcmcG$1z1$=)<3*yX^{|+kY+%-8$`MrhXw_Pk#3L>6lJ7ShZ=I|kS<X=q=pm_=>}<$
z{Kn@w=lq{@{@;1O@4WBz4%f{dW^eYj*S*%ge!ms>+)Upr0JqhZ)sz7Y3;@7D{{T0$
zfFf`U7Z(o~=N29w9zOmp0wM}xB0@qUnmgpA6!f%=4D_^gboW_#Iqow*V4<Vq6azir
z7Z4T}X5^5N5f_x^6%rQweG?3Pe0(B8B5Gn{YC$GCCc*#sb@K@zyM?KWS&D_h3}BLB
zV3A?mbOMa%=fuJI;|2Wfg@K8Mjf0DK3!i`xeL?MQ022cX3lkd)2L~G)eRUA}Jb+Dx
zbB9Sl0he6Q29MdDLhwa=_AQo&Ri7#KNB3EUY(2v838?N;)6lZ9b8v#VghfQf#3dvZ
zA1NuTsH&+O7#bOym_7#EJ$Y*H;0ST@^z!!c_45x1fB7on^_xgoLSj;KO6t4!@SNPd
z`~qZQQSpcBn%cVhhQ_A$j?S*`p5DHG)Y$mM<ka-nnZ>2$mDRQNjm@ot!=vMq)1PO*
z&VS2=0bu<p7W(&}g8hqJWN5iCv9YnR@qWvNf$57LSY+5ZOai!f6!h?H+{u{*U)-X2
z7@uAB8J|T+f1lFUW0Zi3Rd|u@;J0XhNcR6vu(1D@Wd9KC|Hw515Mg1Um4`(J$N@jk
zIdeh@{+GvX6jqnvxa-o`;t`uT_EJ^IBF~2v|Ezo{fe^e!Z@}!H`rFksN%I30r!~B{
z&)U|Jn;JI&zIW>7@fEjDiQ$fC=@{wU<|h89a);|X+kC$^&kb@9Eb?LsD-yIN4O?WC
zN|YW9z063Ilyw{wxc5cABO8e|#7*er>uJIMS|4kWep9|EWmTk*q-IMUjQHP{_W$?&
zg<#w)o!~i1hD?W~#qZqICr-fR13Y)-MN8p%=7Tp=UM27IUkP7)tt)-XzhHe*UZH<L
zRg&u$HghkIcF5<Vzs)NU4(x3dE+jj=U^7UziPzV~lUn+mhLHt6iWoXnQ9q8Qya9S%
zFI&29TPdW}?$pXM$|agc173MZk}%luL~Pn=!k%beJ>#Z;hsuy#hG-V)<@2uVvup2U
zuSS~DS4Diz<dbEj=aP0KMp1UG-o=wv2YXox#wDxlSIfu!v}2kI>0?C#gFFr_c_4@s
zYK#qsLQlRO#)-iEZx0AZtyrM-Weo-!CBu?7kZlob)CH(1iE*GZ<bU7&zdhXKD7+d^
z2xYh&WA31~hZ3(wVLys9k*9K%8mCJ+vydY(ubu$lNaxPkTeY^9{o|^+PPve{#)}r(
zkps(CyP__tSQ{?$xi6wAQR_B8i>G9X_PtLMwy9#D)#=6xJi!W;fk<=C<JV4_?C67Q
zcXr=>3ur`;J{nzw1~E_Gz38LHEk}_g)nE+!Ra{HU(H_Nuk3;^Z9{1nsxdCpSSu!<s
z0v9<6skLkYZ+?~e5+snG{d#+KaJl&o`S}K56bSh!m*HTx;9yJ+E<7ob<w@M&>N2Um
z0b;#w052o>FM=$x^B~eiR!kTOB4mUhsi{e-A>zz|0srkG!-+UX;Cj&qjJx!I;I*Rj
zIw=A=f}qg{Dlg;~nOkB)cHhp*=Tg612$2M~gHai8h8%gtT=-(0j;PMG=p24#a*Ze5
z0JZFLWn$Nq-i6OX+N}zM1!E5or1~mE-vhJM;SCjdXAen9tcD+ezfB@6+>9N1t=tEF
zY5+YY3P4XS9xg_-6iNkqD4#0~)aWSz6nbizju?&wud(AdHJZ?8G)Eg8DE@Zp_vyb4
zefy{p%u%%lU23v;c|s+2WzIQH49C1V0l3~EK)L>%(i`;bnO7nCp2atRLDExg?hz<?
z=Q(A0E7Jci@9hFj=Q&0_c{)betCYxm2m?bcSJk}0Yug*(F3oi^Z`oo7pTfw_o^@Re
z;kMtkirx@Jm@lHP4qoazb>3OegXJ3eH10O(x|vuorIuBv-gomYBIXx|aV25pGF^Z-
zTsm4b7Rr+FI2Sw7q$sYt>R~(r!_e9`OP=m0>;_owIH(XmsZcqvy7UVcS!bv{rg7Mh
zeYM25{Mw0gS1I82VA-o(?eJ?^^y54ak#u$PVmvsyd$Ig$(mNQ}YoRSF7X0DwMv-{}
z9=MhnyBakPoa!B3lGDz<6sE{YNHRPT+v3c5@s|nv`^5c6N7Vpb3{4K(l-<d6nN1QJ
zRXKIwQ0Mk0xFTBmkxk5E_E@fBLl2YkoNV$d*Zs*L#i39q->^lBWX#pq+8Nu`ZGk_C
z{j%9rS>f$^5vEfd?!}VbMgEI?ck3!oJ?AzP<tc4msabb=%Vhvki!Sk3k%6Ab?-ql+
zMYO@k!ud%g(|r|&72NwgwL=xl(HfoCnw4OS&f<7={!d{c-L3ke1P~hGEoB7m6Wm#i
z7qHwyr<8L;%O{uY?(n7iXK9Ytf{kO;H$ZOBZ8y(u{~z)UZv--04%9v40!<{)5LB0<
z`m1Nk`za)ouVJD^`LvSd-jnB4J=EtTcwQtBNU>+8q(LDd!zCTvxRxiwCDTzzcdm<(
zz7S=7GRUh_U+X!4|3E7<T&6}y@c~ME*2r!L%H8=<>a8-B=zuG?xn;KF2#Jc!239@8
zF$pPU=b3Bwc1S>z_l}^FCkH2;9don1+x$2N+h5(DNL37EeDc0G1rYkYMORj@k2?RN
z16CG9ftnR;|0F8TF&Rpj*5IsrH(ps=LWI-HS^|qj2HM%8mwovtLECkAo>7>>P%(a(
zX07H1sQSp69IaiAj7_rk54j2ejxWAFMD;B`UL~-oY!fpu!NNBbJg#8X!9E)^o_Ll&
zRm%;ru1QkOxo>hlRi?t2O3NwD1IUSk-8QuVEV$pMJdUkj+QaMlN;6kU)k@EIb46F&
zE>+SxrD{2w-yt#h?9!K2QE*@}wmr(4Sp9;&4P|x-W&iQncb;LY)WK{!;sc(LYkH=f
zWJ?<rZ`5O2l00hfFDh9mL@Iddxu-uA>I@Odc)zq@uB;%ZD9=!DZB%N*sivQc{j-G9
zOs7sX;5pUGO7{y-V@Isaf2^I2Yi{&fAnk5hp8Od8;F@f|Md{LQSBbu`Libl~Woyw$
zNY59mAF=CNe_2sO6`zLE?;gZ&8~;YUJy`X8$>WforjRDC;ecN>mnxg%auH!k`uecU
zf-5Bo-TxloVatHBtF>8JU=H6H3PLfz;09b6B&~Qr%Da^1`;L+20$l(PE{qf7-H-XW
z<8C=xOAYT$)nA<QTS|aC1LwhI0R2XFxK^res*6vjGBhIu7Vz?5H}UiN3(K!v7EKLf
zmm*6iX~xrqTdEls4z=EPogeQBfXsS*GL-<meJhy56yfYZ_T1(+?H;bV^_0V7NuLs=
z6NyrCyQ&In8B`ZTRW-kWf57X~5i9F}elkM$vD2aQ?YK_@Jt9M<m$LhVYt_8D1S+iB
zFCKzcOiYT;JT)fsO<HSW?9FY`W{NGH7#R1TYw(O8JnsC?wLTfjas#}?>&RDrCXY2=
zbKHuhHL7?OLq;838-4>2YP7TNUQgH0Zo|h$TWk>9sCQo58|4J)^aY`kWKr%KssbZE
z`3TIM-g$Yt^KoSUBNcJH%wvr8kIao9###)Zp2Z(ZZOyy)-0oJ0B-?pHmTmwBmBNSH
z!nDttjTL%<qbq3bfn~<x#k6g#nQE2<*{_U2d(tx{Y2w^!GbNnjx$+$n>3-mILqq+9
zEdQpb>5B)(`_dk&8I&KyMYh7%7Osst{kXQ<f9em*#*N&29W-2B4sF=*)y3NQE4pr@
zA?sZ(pg$^4S0DXci9I~`*W`Xpb?=gh(Uwp*^mRRY4%*bmdG<~$p6K9o6q<&`88Y4g
z7HIe;do@@aWm0!K=yAtzF1&J>y>U0N8%}>xm-WCmUi7Oj|L`{!8U!(qStsq(YiS$O
znY_RZ(W_3~&Rhn)J*@!Rj|=?bGQ|FJk+mDr24x$Q0jyy=v*x(zJ(t`u1+A9C0y!M!
z-Uz&(3=?ep^k4C6rM(cCRV`}eW{#5XjSU?PJ{-QXVRg{KYhDH6Iyg%Yjo(rWF|QOK
z1;&v1bNj|H(*!G`c@}M-b`n{;U6aya(D!dnlQYlf8Jg=7>|XJ~#t-N}W)*hjZl!ER
z%unj@t4d<TUbmVau%2omzi!{AgeGZ?l8ukx`9Irbt8rO~;7%acFg$*rxvX9X*ZH`C
zKWL613G50vSUj6b517h5`#VcIC#pVEX+OAo&{0d_lhdlWHralPRQNj?604Q`8%5fd
zY{Qatv+7nU`^QQxdy2M#&FhU4ne7#a14g9oHSO(mx&RcWiY3I19)i#0fvcrs5R4F1
zF{gcKDjE>0u0Ka2aa>Tn7#5zg$BC)+=~#GC?|Ci~93T9{98D&E6Oz9SeYz+(7+GX~
z4+=sWTo-AOZOaq2OzhNbM5WdXe9CQ3*Y7Hx9>&z69Csy;D#7|pxq9gMQ<nY1gtyki
zgS_fwF-0sAmi1bw>Bb!=1_CG{D7rL^ze+QA?}`&^G`S<R--A?LLZstTY-)YdYkQhk
zjSo3^>alWl=>XsT@O5}oo|K{n#t(7?a$uZ)9T@laGTqI^-n7^SxpJF1QbB?|(ghQv
zX!lr$I%=LwC0)uSupa0{P97XEHD7&y-z`orBv0k#N(VhhzN{rYL5=O6)?*3*c2S;*
z=O$*0j1*>PS(+D*9^ol-Zb|Vk#11u*M*O_p^>m4&(XZ3?;Jk9h)8v|QZsz--r^w5v
zJTJ?UtFtM62-1gngZx-)jOvyiN&sP0qVi6}2?Yu({Ym()R(p8DTuiu(Bh~=#rSM0#
zgTf%~)d@0HQ&KMXktriI7iLJm%@zM**Ho5ef3G!gNu;e>pu0Ft{*ImSMBPD?%IeFy
z`@TY+^7Q4gix(Em%KT)#J?gXNI_*Vekrv)hqus=(f2}q31E5lV&#d+gO`F8YP$FN(
zWPje=oVvyXr@ilnw&%9;(R8l;duy%MaV=F{{y(BxIEtX~59VNvm7Lq3NB7O>qXCy2
zpdDv1<Lh;QZBM~WTfv!wD#~8a^syp72Zwc+2Q>HWJ*7`mT&oZtczXXTrW$8#ppbt?
zTb>jSY)44xj~TAmXUJo0YA$+i>&Sq@qt12lvY@9$#eU_3F6A^VF!LNA7h=1u6nDS0
z9=LZU#?B6P&x4Tmz@uMNddpV0Gk))xQp`3>=jT$s6FLu%uYHi_$aW0AE5-%SOC{I-
zRNcQ27u<*-AfK7u_<mRTt(J)KJV(99fii!ohlI#B%@8+ie>i-nR7CB>z-P*{Iz`!@
zxQ3wv)y!tAO>I4b{hLrT-KW!~Cf5qa4TM2^<9j|T8`AfQQ(*A0D{~9VICYz~F>x3t
z;)N=d2w2RT_ZmwWR&F7Ve(B<rb<pg}GexMVN73H^dt+1g<7YzY(P)V4QzVk#nwMx5
zzXJH;ZdzK=eY`!%7g`lY3d)-eeRr>V(94Q!>B6Fv3iV~=)6<8KwS{_@O15X7X1tVi
z_{tQG2hS1&gixV;j`a-Gs7ponyjdk8lY<v6uRcqZPakhbnWSDmiWr&&kGRA~nFyMP
z4l<f7XIH4#^E^=B?E=(uW!lb9*d8hL+I34A=Elq8IBbiarqX&9`Q7cG@z8M%7^#pu
zD=M6OYzlGv99M55YxvT~00xYVdJXa(DWvMuGzrNYxTs#_G?d|WoGYF+X;_`9mb=hS
zTC_d!zNb<fVDkF7#92rkHjg(?Vdvv7^5tw;qqY_<qd)w_B!0EB0ax+Iwmki@Ua7zX
zNB&}d0i9y7W`$@Xl(j7=7w2QGPpHI?e?)$ku}f`d`<Kum8R&-K@FF8&r&SNhxZVux
zgfz{Ja3%xq&xqV>etbi2d5!O9&r#{tCDG>R5E_Qsf4H};+SJQH<V8;D&x-i0&fpBi
zGe_-$YVTG(;S4TlcQ<)V5L6*T+cU~oCDLoG#L*MXcVK;OB%?LI&X>I%(C%o`6j6eg
zq*3|OWsAfuB-#CxmLpOmQ00JPruADR%%1(5PQRXZNU~b_@DedpGq$5{|JJJ7XgII3
zo{sdCS%q351WaF^ij=QleW7n26B>$t?S(PsXJ)G9st7xA^Ni2RcLDX5k`g+8pPnHS
zbqIa$I#fR%)<}<z$2ceq%tHkoF+An(k9iIS8cCID_m9Vmw1bZ4gyipTqGP}6GLg6U
za_gkt_3aQ6O)Pw_h5>%o0s3pX`WkNHKeVNFG1p40%-)u$Sxe*Jg@_188R28Wm%KwL
zohHFiakH~5oh^IJp%U9^(PkZxBFNEK(w#Mnl*7cIuTdq_XYFT>31A3SPGF0TZh}M+
z+gXyU2$uCJ_k%*WPu;4F`BJ(E=`$4Un>BC9+|%>SZvZY}r-d9*7oXpcLZ-^h;^$i_
zm#6tk1x|9j@~+q&<TsD6_aPC8GTwIYT^Yf8tq#WdXVB2ovY(CN>>C8ckIXqDFWGXf
zzO!x56KW(43GhdWO~u1^Gan){YnPhr<K;T#$f1$N{e!MH?yJf$^>k}mp!(?oJumfI
zT^9Hac#z}W1s`A=B6<9sbb1r+4f|Z6MiC#oq)eQ6LfOd}F3Z^MqjLj<M0<a{yPtu4
zwWC#=x&P|z^TFmaz)N~5jxklZCTIpw$gKS`zj?lVRy?#s!%Pb<I!elVmpNVj?ocIP
z<S<K2S4tO;bcvp{Gu5PB1Aj?X;8H96vCiTTYJhZRH&!O=2B^?I3pY3jZeB_ryOi*!
z%x_R^=zmYc_@+?hRWL_U&n2s<+|P|0;J^^$>zSGM<PI{vRwCQYBsv<twH>qX61$Wk
z39;&=jk>Eo@QRF=KSXlJ5h!RR5YjHF6Z#=fhkWb&T+f~1x%BDQoWsx+bjYRRBlE09
z*^7qC!1TkCFnQUD-HWPOkyXjD!Nris>a#FE)`se)==+4!7q2sQ*5%3Qg_g2XTZWN=
zfRg1tRrQitndRw#6@Ns%TS<+b@7QEh;&L>hjhyq#2Aad4QSfzPsZD9Er6QN?nw0r_
zkA)h0?vOeG$N4MvDe%T0+6dsdfRfdD7wypBv&5iTXfU6JB6y;##!T&z&(l*2`dQP8
z3y#BVS<(%)XZu&hH^ADS!?PPeGO@=PoS%GBP?euCfc2i2*=RsjV!;@EX`MJgFi$ff
zJ#5i-<pjJ|h|$43o1g8_(|S;8S)xf)ZXRXVcs^B%%K?x;2cJt7Sox)O`CNlqqq8pr
z-=QRM@8K~nTD}uMMd1CWD3d^(mj8Mz-;;5XG)DYiQSn;@YEPt0t<PhUH(X{-<{Lt2
z9Q9?cD&9O8Pa6<n5*W5}0+x7=sV}7tLNvz^4H-*;><<_o&K+3LuVqT}EmKU~Pq8QG
zjLMa;8LnS8m(5+eK%TvJD3^UvNapNf<90X2MS?Ne`<&>!KI&4PZ;vOx7BwMj%5E;Y
z_+1!di>oW1U^x!I2oD_fybzZkK!R9Z@KzD{oCOiA?h4{`aA2*)F2{7c$>A#>$6=`T
z#^=+F4x}9TC`04nSwuIt<H`r9-#g()3t2AE!ZWnvbtD^fq0fu)@*r=(6Cp`HP{;Q=
zdkGg=`Vjis?U)*!t=gC;o~+e+c<(!vwDt(U-y^)x`IAioi5_`L6MD$Oo%yB1dwK;H
zSS-$S0R%hM>E!dFfR0ofL7Z1Xm=MexpiHjVsDuXihdu2xPm+zOg}y&1XgOy{yB*nX
zZe9grm%;KukkFSt56a=MLH+Rh@u7n3!5(2&xwg|@;-cK`ZEy?iYgoB8kIUCco-E)>
zUgUKlWag^8WO2Jp{anI@J?m!|21bKSwS~@`d#0l&Z)G0Nuin+^gTCoqiA7r(b*^cS
z>4=S?wZRr4_Y3c*M9X<FTI4^GW53E}9W-P}uC-oPUGMd@ACO*rYAxcV2MNJXbkY=?
z4HnQ5@4L3|j6=B$C#+ak?0?`!@g>p5=Vs%-5@d(p1o@cKq4jyvHOuiiV~3))=dO`U
zxouULMkEP~Wn+m$RDxf*T@UoZN2-Pxz&C+JNyosqvCHz(7PVWx!kus7tO8miwCfu#
z=Mp-I88Uk_aXe7@gh?-RdYJ>sYP>bO34Z+&+h++xD{8<#cZb@$hz=r|`tr+<m1eVq
zUIVN(%kX0aNsn4{!jUG-Kb7RF3N}K|owhGpBwDcu4QzhJwbN-G<yD?U2LnL&@_9sJ
zZ~(n=<ONlR^xKS!d#+P-CaD{in6mterO<lM$S*H(!fZ=I{T66Xv>wjxrjWPG9w~p;
z$?l<CmGpfh5(_+<amhx`ZE?}RllkD@hahZPZ@;h*1$hVY9`3r{zc;QX^=!Cd&`0)8
zTf?|8w^jXZm$2Y{<U?rK_%*YWC0o6uc1HI1nLZEcHc`X=@<8}8AO5C+<41<Nx@PZ$
zRq{K6$LyhEq6aTf88h(4ZqLc2<DUqu`}<1vTl=It%_$MAg3rX+lpqYaS|)dW4psMm
z6*Ve9_8ig0BU>mEMm#l3uGd(=OIyRCyRdKKv2~`B!p9i^C$W5-S@X^!@C*21m~efs
zcd^;7A(0n1I9aKMDbGnf)@a-|h2fo=dlvwGE|PEv)zX|RE@fW+DWxpfGUd@QOj9hW
zDJlvNP_Q=2j>5U84ORT5i&^eI$a9~1Q{$gf>cles1z{fAoX;FGWj3|tF+;_*d^>0M
z(u&k5>tem#sodxVUYt*n+g`Jei9n-ObWr7G%MBrdexDdy<T8AlT$;W8mx&d%JsuhF
z0qbQxHvDe>c*h7*K3AHv9DZQ`YWpBP3XMm>w<krkEV~NEpB2=^N$AnFx^G+X-%}~$
z3r+$U#*x_8C@;iO)CeFB*v3bYRrlt9>!NR53zd%TWMCdgyCm_M9@WgfuZa&>x&=dM
zH&i;&RYIT9wZ3j;6~;2N0}j|F58_)XZT=Sl^U7Z1ZCGbWq%5}4($+MZl?yYH$yQ6h
zab}>@ORw6tAolo3bwCnZ*8DNS?n$>t@&r1c=_Zi=WNfo+8xHi0izM23#l5wUtCOIw
zHvPylWfNiiAxkr`vR}+PCZggjwzG*ObnCqI;L)6QtLNdR<~|+jJ)>@&1IxW=z!OV#
zKWk=k`I_uuB39g2dg#af`FgrMup+Xx1@ftH+cayxss&SF@T96o(JYwmKrX_&QGHX4
zf8f6K&aOPY<LCT>a?m(n$X3_a!+LUBRFsZ4G_QlMQrrL(X9>=DopsD>`(|GUc&Y0(
zt*6u&-$=_yJkA|={_cA}e6p&=J9{H_q-?U$?Jf3Wn-({2QAXU2@P}FtCs%RO*f&<N
zqIB_`ol7@U1^q?q-KAgW6s^@@5Iu|^bj!S5HG*svgIgS$3**`C(i8i>aPu4=`6Jiy
zB$O`TwA`xeBX4X6)wG#UQ?vWK-I2@T<MOcc)0u8L!6kW^L|=u#LC|%=HE2v^lP_s@
zhKUH7-G?AZc>ZY0o~dn-pl!|{kNaArd9m%@HoO4AQ{E!x|CB^-vR7Fy!^<a_d&I?=
zC7F+fyT)#&d=`3cG#*A>u9sD)Cr|5y&nU0}qZD0nSlt0(rbt!y<V&@w1LoH5x^o&t
zWU22%u@d3$!nbwjz&+mNti`uj=tl7FmY*GUkhNpYe-^)k?bzWZ(WTk+JuFI9>#A@L
zqg#hD|H*b1fiN_CO@+waUVi7{$vS&kedu!`V&u%zFtR&*tg-3<vczw!gH}7YV0N>e
zyKk@Ha5!lW*;t_xS>H*jIhAo1(s6yOZTxx^SynUFsYslgEV8kHLyeUW2-B^{D5**s
z2=uZXBG+L6cqy25!^7$PY5D<^PgUCREj*qmcZ)iwvXgJE8F`7{_)YcHYy$~^gJ{nl
zQL!?FnqL^2m(^<!y<UqApR5<LBIkp-lnH0>;x^W&t)}=58OxO^1{Iw#f|~*hYX+ot
z=W390S>T!dl*UEMCMZ1<&+eY-LJy<)2%am_EKN(2(8F^T0j^b*Bme{JEyfsQzfLN|
zda;*US-P?gNiU&;p)2WABdb2ACJr6$clqj%==;DA`Gt)3Ty5*$G&d0B!o5uNv<OtG
zDQ)7Q%`;t6=KC_QG}v==!jvKV4!eI8sq{XMTYq>X{Q<|yz_`@mao($>6)Jr>$w)PE
zp`2)%_EIxrnSfz*Sz-g7P%ZmEC{&6@p>(<Zkx3wodfzECpRGmmdBg%13BRWaHKu=|
z%kE-BXqRNfn-c?r@o#(XmNeD-ojjgYsevx~_O61g96#vRYwi2?hYqE7;XVa%5T(nG
zXA}zw9!?gX%KP*0=|0R_D&<S`@lpTSHqXph+Er11Z;LvSkd}`+V@-FaxlY2^1-oRC
zynm8X$!R)<p!Bki;g(Wv&OFkB1r|mL${EU(s1gwo03c!>+)(aeuFr(Mrr1gkbWkm8
zR`;A}=W}`L5|Ljf3uVpn?w2quHJ3SwCaN|PcC*;3R8aO@N=$f7j40*2tk1Cbuw}HY
z!N|ORFeNSbK>0|cF$GsV#RX8<@~==r)e;7oX-6F564RA5keLPxPVC&@UtKa66q0`O
zz~O8-pCgnkt^HL0R?E9D)}?j`1W6t*XnIgAVL3g}pb+B&lUFzNwqxbYH;eg3n)jmh
zsCu^`Cy=h7V8h%?>u`An_p9W^Xhq!=zIrqNt>7o?EXQSR`#4eY>(8Icy<AE(-@gG~
z^L*P&UaETE=x^u&4b{1$lRH1;RdHLbtkN}QEcEV7s7#tN$`<9UNfxIdu~gGLOgVgJ
zVEA$3cv$xQ%S>N4Mf#My9|BKL^>=nE%v}u*fI%2|`9L@dU9jUs;AZNm+t92=Qt#?q
zbGc52N^3lBI>2U-94CEUirP}-7^10ywOy4Rs9e7~ll!rG0}yQ1l#%Mb?w-lm=?$Av
z!-xv+E8oTpl@7TuTZ+9R+z<Iac1<~Z_HeoLE)~wnwo+Z=oO0K*C=-Jh@>r<QyL1E(
zg*4DyQx{9VuP0w5l5={CO92H}#`uXK6%Ow>rCpC?Yo1_Md!qEj&^?ojhogfQ8~&|3
z;XJ4@<Uu8yKh2=aHUn8>2w7Jd1l5piViQ$&J7%3Sc`23{nsPpT`tx<2%w_xoKDy|a
zSZG3Pg);!n_Z!yR-?^<E=}c|iFCoEk$&D%*eonf0?@G$BVXC&2SbY;yweYK6%)86&
zkwPHP7FbJxdp6h207K(mJYq)HQ+4s$GW4F72A+%G?&+UpdFF&Te8#3acz`Ir+G`0;
z-a)L`H+-k`Q-;pQ?rQPxj;lOhp!32W!I{|Si|D8Be(#*_;bX$RxJxk5o+;R<!CzXR
za5WcFa&9Oa(q(>2D>EbfGgEg+vX>><e$u)5m{UM{)XynwX_%Qu_6=YkDrJZ?Fre;5
z>SE|!&JL*z=rbgBG{mC8CzjGwrPQyW`(AUZDofg%kO)gs+~)DBS`D0PvYbzM9izN3
z8{4S;^lIyCTI=Ichof&hDJ!WjuD$!eWKl5l#+#YGySQ`tJCc6vyf7-u2l1&Bq%K>3
zHLseuSN+5TI?*#2KGRS^==U%Xnm6HX*K`@Uhb1Fl{)KE@7rRDRQcs>HU?`aid5c_C
z&(Nn_{h~vb5wbY8=kno*sQC6Rk*`jZS|K*9w|4To1(CQdsYYkM<!VdcWc^&8i1s1_
zX|$C9pOG^b4b}E8_m}h$Tmnc4E#;va+vt($D*`|UDt3Jvdi6<U_tUvL<lLd7ilk2D
z-fVLuKR;O>Yw%+Pse%b6+x>MGSink*GO_aA0r}iy%*@x)e@0&z?a!5=X=&7@JbMgt
zHHDgQ+yaivUAq$oavdd&lZnR@`gq#$@ulP3Eh?ff#W>y^x3Pcw%ArD%Z$=lRA~N9T
z`x!hA?;CGXzTH%)I%?(-<t2WCAjo7MVcy?e3+Kt`_%!S$_Hx;;N71s3{Joy}zK+v^
z2q~e{`3(?t$3oEwGO5j4$2phy!}2ArOz0*Iu;|H@*j0Cr(PGzGN5!}g3CRP1XESW^
zBin%YDUYbsGwQs?Svk4SUEc5-F`=&%wVx8VVMp6P2+mS<>-^X`^*#u-#iJ>Dv(kvL
zR3IhQWZjyexcD|Y69V(H5YkTOJ>FP~xF~*LcQ5)WB$(ttIodI0^2k4)k0!w!?zqp;
z>{&kRBxX=`yUxe|HQqjgR0joDL6yN>PhR2vC^Ii~*6o7QiW!;H!b2s#Q{8?bfd(VD
zp;GE+KPfjExEVLFwk@HaG;k2+9afeY==^}yUY+bcIg`%xx}rt@y%~u9xpUdj+<|6z
zyWlMr;$m}9&o{h$*Pw*`Y5xZ*aAiD^6k%rr;wJ6PShFT~mrJCKw1pCbm1E5@cUxGd
zgHft}=A-Qhk;&;tb%U;$N3}`zjfKZ$YNi75m83sQ3O*P|FDS3<Swaf)?`8{DNG98+
z?*;7sJ=<118S=OC;76AbvY$zE5fKR(pSJ>xc#KDDi6zaRB<I*~Y>ykQ4L`Fl-0~%#
zHSOK!guMPnDWi3ssph^gOtvXTD$*i1Q)tEJViqc77Vq~~VSlOX3W=Qgs@@4A<MkJz
z&^f>}Y4+RW*=4R_4egzNX7nzY;<33CVMvj=_K};9OaJ;2g5*N`V{Kby%-YCa<i{V>
zCB<r%%EU(1wXptg&N<YN=!~+_eiwcN_@e1#lwbpb;AoIQe$Ck8h4up4e!ThcAi-R(
zcLVJ6*}_s-yr^lIOV4uK?}DQa`yk$u&C2pt{4Y?AKZu^oPV#u!P)>}O@W;nc8AR#g
zM#pw+%iyq$i^#YvopMI3srB9`*gdvT(fL>zdAuYY^&Ex^P<DQMF4x*r5A}EDm2Om?
zy4u{dNR6mb^&(~`yhX_W%4aXQAXHRYZBx4dG~kZPlE+c>q)EYx6439Up)Ym{TU=57
zmPCR#aDpIZo4h2e0B;$5pB`Yl)_z1TdUw;fOhikrWAd$c#m1?Rpq-$w9fyd_?s{x3
zv8_fR6sk1VVJ#v4EZA@}m|CT5knViq%i`D>S)aiPg5>+7N#SqyefDEn0`9Yvg|{{*
ztB<2;zbk#9nhal|-UicPRe%AHbvhVWK|}tQDi%D-J%s}ncU<tZ#|hBtZ`A>-u9z&4
zozXt2bd69w3hh@85;C=<**|WguZe5z{IHjtB`CYxH^hmRyQ%J%$DE38U_l|q3K6(F
z3`tvm7LBo4gb}vrBCmi3I&<?5QOKSG1LT2xbWssRqew&x=ETUyK>ofUho3rgE!8nU
zC-gRv{wTU_<K4P&jV`8bqT`?>4A81c!`(sO850ezm}xZzg$QhbKs0I%eK$={d1~~3
z{ccMmcg&@z(Z%wC={NrV=w6L;7w>2s#1Vm;gj1~m_GUuh?$QP7FQvd9+{M~e5!R>G
zdhu%MrEg_B$S$+J<z&Z2m9a6n?VHGUMNP#QL2lV4KW1t}qM(wI4qK!)U6snKcdPDQ
zIvM>v?*^d40<WJ~<C()^I9Ib?Mh-7p@I~^nhH!Bz6Q$cxw&rXu-4ll^-K#t53efKn
zA6tVOtS=@i=R0Wg*@a(Fj!^TrT^(tMb#KgdU8Dly(iN=%IbGx-Kt6xZnDu1|%s(lg
z!7$c1mZUv>{8!yQ=fn2!X~W}C+f*#<Dfri8ujT$y%+T=ksP)MtJBnKNFSgyq{J5YC
zWltp@Omd2vKO4zz8Ir@5<a04IlmPY-h$sQNtKwVk{joyyY(30wLXFB3-^xW`ZGfiH
z>Od2S-*fwWBs%k;vuyGmxT$ouzb9A^2L7k|+h1#O|Ks<0!Zi`0we3+Ta<w>+3(xJm
zF$N=r1b5wGulVp`k<3A!0c!`!Qk%JcgB{txNzV`brdjGv;9q(zM|207fkp$+N3m-x
z@V*138{n%mHuul`UrG@Arvv1f$i};(wvRbZ>l#_G-Yq<X?b=2?n~^eRjHp?J+Oly+
zvNDRe_Ixhs9A8UL>FvSL`s`U-!Yq~JB5BxrQPibKP>vtnT9Sgl?TK<aY;+K2z!m5s
zP@th`Eq<(thlQCEr$2Uw0IUwi{YOLAf7Dm>KkZBUdlQ(R{HvTqVcomvHZhb-zI#lb
z@T9E_7rqO>fN{=OUSl>01wp>d_x%cR<f;QJn;Oo0`)_OzO3KDBTN2I8)MfMb1M8Hz
z6x_561OW(h40V|;HtroLfzRBtQkI832%2(QpCE_MKs^4=&#%0KnZ~IGbe?5etx{$!
zO3|l;Eq*>?EQjXAHsXo8Ewu&e>8mKmzgcRJB6#liIr{|xgqhBS+t(qRx?A#&1LZy5
zMV%gD-~4JW_0C)Baxz@~aVnJex~UBvccN>Kivtoe>K~xS6nd9ZYt?)kYV_@4Ce$_h
zdT?tV3O)FLzrpXX?F;|W`-D)c1Q;hFu44||oa7h_LNfU15JRsfFH@rMNwOWihts&`
zQ-jK1jM96>jY1zkk<xGK({MO{{q(bB^ikC@-Grw{T%xPKxO13wX6+LUCCqA<of&>L
zLM^+f%ul*n4qHFpI@s=+(NI$;^XjV+7_5XRN;umZPn>vFYwL>=K`Uz_ZC)}H0o?ER
zYjf3q1Trs9#}DUw&ptfewlIyz-Q#_o6&jxA&5D;a$m&(rPpf)XZrGIh@*~sLMsBNQ
zfpWCDrlGz{bH0{}6C^UH#l>(}rudUYp@ldr38bnoJiJR!ii$H2Pq<bT#GjJ_!(~Hz
z%s6!SspcOp;P0;BfBgvJ1oBu(v_#T53pIqYobn>q7>+Q;;BTUD08uwikE-%D5xu;G
z)w-TfCzR^!cbuyZ=Wu@6(zrT3r)vJ_K<{MAlfX9MF<($x!JL>3i;{X%eA}8pAEZK2
zOKRx+<mIjkSV-A%LneaZ<3zV#=4yqAYR$$kJR)}sqpSWIa7(EhP;SuSGhArZSEwmy
z1S=2XE+J~<)64YXMT!)beVy2xEOB;vgJ)wrNWc$*W@`0)%NSoO>SATNntA3`HiA-7
zKP9x73kd*o<~Q1Cs43ki2vcnw)aGOnQH#vE^*y7YV8{vI0E>GvMQj=O{audy0vI?2
zOa%jhh`^jV@6Z$ePx;CJmA{$TQ{v#*G~&6!Nt5x$Z*h942q$wOI{Rbz5N$kl-ICh_
zw0V)P4HL@2rV9pa4XPiFR>t+`YO)>}ZtxJ&qr8hx1lQM4EO$V>j9%${&y3EN49zjL
zjj+&3U{rqZB!AuF3uW<~l)Ned)c}Jc+Lu^@@@r8m`k79(6YXXXhvsmymHIZ6)I3V6
z;RjmF19j~z*VTzJwe`7Rp0Wh4s3(}gwSy1=(ULNmF;BW@@`FCbX%rY1-tZ_&VgG5r
zK=sV8v3SBuAOLB?HmtWL@VXyTHI}spe-^Zvpr!#+2P@%nc2VeJ5`fWxcRV~y^)zF^
z7{80Do3oLJOodmO6r5z_8&%>$&!xITB(oXDHb~)>6R-NaWf-l37dRA2HN^iL^Nx#V
zBf6NhoWdE62%JITN-Wkf26?;zJ)0HjOwe>nk8o!?4<V!Hd}d+MPi3xqZ{w+%w88L4
z>JaX#!~RN;MDYXETsjHP1O7gbi-Mui5!#U$ktiEw9OF*T{(xhah_80QGQ0|v5;rdD
zgvhNV@D}z)>Vu?Sp-rki4mAc&#1Kj}uXy`oh7+gMpO1fmVAI~6;_176sj0ivLC{Wx
z;X(T51ruW`$)kZM{%12W8ee;SycifNso(*0HtCp9`!rhYH=MiLn3Y9hAoHzUoLhx3
z$+04kla{jFH{t1vzv<wZjE#qlhh6vYokJ0cWs(V@wEoMK7*;%y^jw1?scv0Tk=aG}
zgO4vK^b6Q~i<YgIh3~xQq43EYWbVp=Y5wkG{^vaX|6CtQlj4Xwj7q{HypDJXEDgAe
zd|}=@5<IXEWgpEadMB#5#!q>M5D96+;_N_A1-^!^xAa;PZ<P8rHQ`>79^FOcJY&8_
zr^Tv+y<YXs+|S+~QL<9K%sBK2+H!PG5ZMsgHU_erNd!JFKU}c(%8lvH#9^OFgY)@X
z?<(<fc45_aQf#SfjtGn!DC7+bzu1t4Pv=UHvAPwjW&f}dd+Ld<HZRS0tA749XXC_2
zFdYOR9u8^a>?<|<#WwL=wUYCTu3F-8`3&_-y_^by+<YIcLIXVu9U+pdS_j_Fg|(DW
z&T=7CZCJ)kn)a?5MfYD6vek4)O#}Ut^bcZ^RPzq;5Jd}?=l4`2vb+Cu4M7v#T0ALH
zpho?)%c9TGFsMDl$OtalEnb2VP69F|Z`d2xQ(_KFNu>B&m-=6t!v3!2|L_=!UT)TG
zOh^N>0!X&#IsOY(3zITs)G5XH2W`Um+UNZKgmeS}owxe7bqFZzD1?fM5@AnfW-5nf
z%4AT5GqNX&A_MBPEO^`c3Xq}ol?m`n+`4Zzg`1kdH@<HreYA)LgU}gCgC<xib1nu*
ziD@axFzuNn8om_J9XpuhN=&)6w=#5V#?&SCX>}TYDyo&1dHiyI@Pzg9%Pp%ir+OL=
zR713j&v>ohP9mF~bq_;w>#d{aQ}Kfn^ZU8<Ujy5H9(_LDRQbV9x7JijWLrG*i6>ii
z#70HECJ1DhD%4m@pq?x|x!gp+xr^TR0(HX7n2FOz-9tBDdyU!s&<<&WRQ)X8Q2Xbl
z^7lE^rv)p@ll7*h<R}Z!(N>{y68PH-BT7|EsqIrrx>rfYj4^ui#H&0tv?#We{^v^r
z4LR(N=okP*_(E3=w2|}fJ-1{<uoEUq)lE{rlr3h-$(wq?fPDpWTVWWSNFj>HUOenm
z)PCp)ewnWKpq}vd%8{X3%I3vOBwMpN{b6uzfG|M=#i`)Wylw@T${0L$Bo+mhhW^(Y
z>jZRER?vm7jz+pt^g`#P{w;9?jF{cO>%Q#^bVqXGT>P*T#9YTVGuNx`G@+XAIg-)b
zL~K#Yp%Je2P;X$>|Fqx?zNhiFVJEw903?1~o~2b|CM6t+iz{RS{pqzkcf@pYe!lZI
z9I#FDREvUpdx!>rq}~LeVv_7&K!M|YsN`6)K8A+A`oE}xSshK@H4*5C`j-$!Q67hh
zqQ?GRnFokvj!QfX>MUY?q}!kVG+>OagnZO!G49x@l0=DJy!ovXM*#Rg)CVo+Z9OF>
zgbms%G1TB-PI-2Sr>agq3qKaz_L;tuSQ18;KpxMhY-ZM#u@4+3h&kcR31(#q&%Ppl
zAQz^1g4HFG&YUnu@T58q+P79n1>e%N!#9k-0|zs!m4od*@CGMc1ZuSjr)LGg37@`k
z?<=9h7$iPr7x=h@16cnKebds)00MM4t`(}Or=i48PJ!;`{ku)wg0vo~J0djk*NW%o
zcxs!Q832(d@Rb&$=N3v)DnH8=J{^~Fc4Vr^a#d7Eq$Sr-Tj`Ilv?V5E7c#2v>e{$J
z22*7|cxEKf_bVD2KE$;>3<uLJY#u8A@Im`T9?BOp?C1jpLA(B_0>X~*4+tOrsU<3V
zeEzRK>o36+J107pzY|v`3B%YjNn!b!TDYr0mu}ap`Hib3epl+1UYc<LdANpd7yH2v
z1AQKTwBNh`I|={C9RHr@|9aT}nL41*N6`YHJd}_#9sE_syUSKkJiAOj{z>6!4N|6P
z`>uqDC@$x%s7Hi4!Y_S)XhAS}O<{QKuN`1TGE2yQ30J2uvq)Cws&zaVe13$fZ{=bF
z+$}pg@a>VF{E_G{bnkf|wO%Obk|ZpNHf121+vz@aZu*gS4${-GltND(6#92x@YiDm
zJOEY84p20`x`;PdXNgL1H#dGy=#<HJVdqKrSbgF^>u3CvQKqY9(j<cF#a6i;AExQ&
zsOR0yHWy9W7Q<Z5ljXUi_tYEoV#ZfLuO%Xo7=!M00VzAb{o)_9qmUCWPxOaxLjH*$
z|IS1G(^JJAO5_V05K?9eMz;nS#;ejRAS-(dX$V9Y72ey!U}E!JI!=U|-V}PO|Ah*Y
zfEqnD^u8rF9)JzaSO_@thCtEmGMm#Tif=LWq#G8z3+|v8-XZf8f`76{*R%hewk_!m
z4o(&<u29hKK|_S)D%%`Lw#KE$GFgA=m^5D2PKzC+#{78i4$~BSk*!AkIum4nR(SBE
zPVdBV6!U_+kym_j`uBJ`-3QQ6E?tnjG8eBCB92TI<le<ejqruaqr)J@JAdXnK=;v}
z>u>BlN%s$WLd-!)F+`@uftly>zLf8dRZyx{99ASvFt|x?JwaJK@^I`~hpl%T83zpv
zmuq5Hg<3TkSRg|CGHxu_XHz7;(mn3wS!GZdd`;JkB^8UXV@77$PB^!Wjgz|E$G67@
z4Y^pqlUM}A6tsZd)tFXntHkwYLC<{FLp2Zt1Q85FYwh0#X9+1VY&I578yHwX(}$~4
zpq^4tc0mU6CHs{zQ*NS6(fj5C^PJqrVg$h+Ak&&X9*Xxlab4)l!T$~L`uZqcOw=Fi
zPfatWqZRuVjc`vKkJ6Dk1gA&%{eo_M=JD|x&b2(GyQ!lt2m-;!Oj&gdM_+TF6%Gr0
zL3=P+^eSbwx)&X<d8TbVm=e^SWu^-l-+%nFLyqT%eg|eJ0%K4U<A+w2ve+DjZI%|;
zTcH-c2>wk<BqAkl<o6Q3`#T)RD3{mQa+`@ND}f%&lGsJ=PmFE*<_xtP50Q+)I`_*G
zWw(E+2tDr*8B_C6`f?=T;myV6{wqVIhR~HDCpL*7-2;NhsP5L~sWI;>b4x*q?e-wA
ze_j`6biZ9;4(!id4w|t8Jr@OOi~*j1XhHU6f<8(g_4Myf^4}lz9pC^c;l4HGm>~(j
zBpG)jD>K=~RJ=FOi=>u7ENNCt58orDO6k4?Ma^67MKnqKzZZxq1VRklr>M!09CziF
zG+?V*4gH~8^C|{U-BCGiT|}_Zl9Our4(|!SF31t#gM~^<kWE@f<@k~nvF>wLirK8h
z<V}F~x_2Y{3ZFJ4EY@{>`eE$6YlLf-Qmj7nUP8k0jZLkC^C1J*zHT@HjyQmGPsK^w
zMEIq10|JFY!=%|Eh6cK*c?WHYFJAq>1*f<$MYT|L|E}iP25*j?aLhEt;^Xs--nyFj
z$j>wGMz_9A57qo)@qBkcv933s^WmXe>=1WxWu2KB^#ayCW$xtt!4iva13}^(ZcEKZ
zSdQhe!y3c8ii!9nkfw@4&R^~tQF@<*Yy0S96?}+LDE+aATj>1HpPO#Om2gA<3B{2k
z3I7ho{}t8IX@=kFWJ3@3MSWYCt<$QZ9nG{;?|oQ|>gN^j!X*zR?t74FwT2d+@K(YP
zx4+Q>3?XHA)qqhrMwKUANDYn;7*r-cTzfZkw^d+8rU(|Hm;lMsNVRr=klba?jJJM1
zH#UJeR;3nZ(YfH2zmyQQ6n6Y@o!)T{6xGqDUL-S5(%Y>iLiJ@;kJ-OmpWnalxY%0D
zYi`wG1l8qYQQtRNQHYgqRH`B-Kxe#pXHi+k$vP(`$xswZonILG8@rY8VQ95u=l>Up
zEKt-ma?CVPcX!-TYtBAV0<kPi_Cw46PK__ok$EhP@A>ST9XmPM#jJd<sZ`9FZ*%Cb
z+Z8Xzwpx)QzC4S*D547!B^>DBvGmTfxm|Us4BkXX9-cb_Gd0R;-TWW~4nwFxWG^;t
zyK}#ZgEK+!5ZC?joWu&SuTxAxdKrIy9>M?;ZHo5&e{hOhS~Q4Jd2{IRWXbwwmmt5A
zpi3k~NJEJ^Q2{Q5=7Kf<Zq@(w^CWam-wDJr%v>OxQIsusYvukfbE!QdUKJb0;vp_P
z!=(NtOV~aw9kmvpKhn4qH3|pe3s5iEm(UD3b!K@@kc}91(HQ!$9}SA+*%$ccls)Rx
ziZNj+lNw?{s>g(*B3>fx!7&ySOojL93<n>dNK(`^K3qFkdTwp#p!+;%RL>%$;?jxa
zWRw<?8&S@LwC$Mh-44ykjd6P&M`$3aZw$M&?w!UH)R_8%laf`ec?FA7rA*EBx>dF|
zeJQ?`HoDr4u8cE}o|CeFSY3()ZCiiv;J;$(zrHsBXJ|R`xYd3^Z&VAC?OQX#evt`H
zvbtx%FJ7-08}R+W_438)4dBzV5Ht!qb)yD*gX%^P{U`0LNG+5}6@B#%l)jx5z3D7g
z+krHhym>n2EM5Cbt#7R=?Zw0R80bjMom95c=RZ%&IkIM~3<_k08?mm`$v5GO%VzO3
zUvA0KuEhvxxgVyFYv3qxPj4YJY|W>HWE`}b#8UJ$J8)7(p40a1pWOhFMr{{iwfoR@
zZf@<~i&7pn?Sw>%5zb!p?jvdE!tu?@bI_~L{YPr)*1Fh9zf0R>{TF};SsE;;=Ueeo
zIkzHy|CiK3@w~@c{3s*S7+WjxwQx}<E-93wQ$Wi2DnteB6f_g!6rPQ?to&WHyF}B4
ze~T1<VwNf<B1Jy}DZ`a_0|b<F4!L|@U(4n7b=S(NQC&@{Wham0yo)D7j8!IUXj1cJ
zTYv}lfs|57ZqjILNOhiMN$n>os<1-AB=6$&rlAQUhq+Ly6*CsBKE9@)9-yZhpii#!
zHaMA^Ac7=WqBL{;iT<iU`3*32ErJ)2xwEuzg|?F^tqp&pgf#*Xgj<n4EFZlo&N2%O
z``d9SkXASNBsw3d&zVozJ!~&Us6?Uv|7{Oil5r#GZ$J3{3tQuQ*Z<Q+4!WD^`{AwB
ztC=JBpGrZvCYS8b#mJhCAHwB9j@{g2YBN1UAX5;UW4jli3tHrs+q~%&Y}s32yvwlr
zH-MXQonL7z=?&1!{{8ARc*Ue|^6cw*F!2pg-Kl9`U0VkJt~55k^?U*IVNBjR0g9e`
z_!^|>$yOe>e}^SzN4SR$XSvM56KO`>(=)R>RFbFWeEY3VYZ^q&uH!|xg~)mo>zK3>
zZk9jcyYhSZ%*g)Sxk<6eiU%&dmr^28RW0@*Eg6!uZOc*@pwh*v7}J@<r_B7M5(o!>
z^3wQ{qW;QW;q%;F<pambH#b0#9k5oRi!H|JgP@e@`BsPnp^phjdqqLZ^@c!dR3$)D
z!=v8|d0N1s9%MiC?iHVtx|BZ8D|Au{^WUNv+CSl==N-MbIsLbl7^z*KK(J_=Z;vYR
zIC*4)RKV(ZVCx=^^ZphtSV$>lKvn#hh7IeVCQ*V4>Nqau9x(_tn)VIg{GnvVub{B0
zgqJUn<0xskh6vBshTd%))v=>Jx|SuKL~y|2J0W?DWy*I&CWvEs>kn{IsN}p^uzAwU
zB4_kw_(j=ThM9!#*Rtf>dImNlmcQyG4PFU*AqkcOGyDH53I0JunDX<4@za04ZCfGZ
zyQp1T-h&;7P@#3pZ1od5gr{JokbDCWXAyR~{@g%kJX=K?kE$vOph1(!CHQym!i3RO
zwTq1t#^2V!_1hXw;umj#U)Z0o7s{S)Td_P2+__T3xy0r%953Ukc=oiu8R*<n#M(5z
zn8H6$eB6LK9+aJ*P7d6>j9xfw>=B7ay&v8RA*LxCJ#KZ9;^q#4^HVGd{4yHG-+&Wt
z#r1iXm~G7@S3m#2>+$-q`1(G~isZ~nXaBM(J;B1to=nKjlc5b2f62}Gsz!=O`D>lU
zX9fpr{-?49FET%%zgq{DQnYDMJCy7!6|^2jZo-LqFSdyb!(c9GRF?oHMRy{GrGyL1
z<<D)%iCKye2J19y7a+eOjWxGoJ~<*r)c`b?8{z*OzW+<;&j}#Vfhl$l48%`RBsX8;
ztsl~Ag30wvQ5^(Qa&hNrkMqvYqletLOT4l!S<cthISH$XNlqUsHX}~lW6amH46FE?
z`*?(7V)G4Mh@pJ;83!+)f+49p60vCj5Bu#jEZ3D}qM+pt;#<V-=hv}CTj*UqWt~;U
zM7PVLrffV!zYPA+wF#>e2p{xTv>PZpNXI<018+@@MI7^~N{f^Ud_DbDDKY$BYtmI(
zp%fZ1rFGcV#56!29{-riXP&n;LU;Ifiu3~Bac-J{YL8;w{(M@{Q|XAU#g+aA+-FmI
zuIRm`_$TG$pT4`?8Mw;k6iW;CB96mDH8+Qxo#~W;TJiJBbZ6;7fhYp-ibHAWh<`3k
z&Wksm>ckYf01nUn;Q;U-)i@9c%~W|P-l_!rPNV-3ME?=KK#&Gnx6oT%k=JZ@Zh&S>
zx7-)#O<;S%ks;qI#Etr6pc@|b7X@f%RWha6G&=vDHS*4r%;QTpe(31BiL8%sUI+0s
z!LzSMeR=OkX&%MayMJ1XSRhM>y_PC)R!=lAk<pM}SFe-XA(*6xa?3LwaH0LHn{mB@
z6}QQ<!=|6u#Y_5aye=?N!0Jn<=_6}b!3XFSUjNGO3^t|PT&*<LABpv3Wf|5}go>4`
z-nXwR-JVPh*gRYwTRFNvb5YNbe(habydhaozeG*6yK4Gqnu#%jVX1_kuq#4qfYtxU
zMSqw3vNK<2N|jZbyB&AXYOs8P&{SEr8Psu6r|Inr{c+KkwRw-?)GTuf5Vu@pHwtld
z&@Nh@TXn~Cd=4GlaYePqEWxB;)T0pDT}gPBPsU@RVkwNAa3xj@bWHH?zhLG!|Gfj_
z%=`2Qw3SVuotF8nqAFs}ynM>W&Uylc$&@(nycaQlnx%r=B*8~XV^7JVXQDa{=wA8&
zf>w@ia_Tv4UV0ct=#7j<)fqTUn;Phv4eeYe+As_6ZyIDKzn$BR=;oQ%T)meqg0J^8
zNCjLKcqE1K|1@@1QBei%+8-K`ly0P?K?Ot_k&dB}MtT^!85$%Ux~01r5a|YKm2iLo
z0YSQv1}V?R^FM2y@8VnQ+|JzWi#=~V@AG>GRdpIozgtPmVB#F}Ype_)STEq=DJbL!
z{ud({pY)TZqjEF-EZL*}adAEe!v*rs7tC$E&iyn(;h%e5qJ;*ZkugB|F8Z%b3#g2$
zaQr=}sVjD%ek@X-BaHrn=yzbBSW1eIxC)!g**n?i?@OWaOr$3*ZNkLdoFHxy6R8Pr
z_l^G(RCe0CS87x8vw{@p30lO@XEK2|RK~A-Zu{`PQ>kLI$ijYzaizcfch)1pIf1qq
zLCyF01A~3JJ*Y^y$L&MiIts(Jx~OPuv@E*w8uamBV_{NJ8(p!hSt>p~in?*K-arQ`
zAtJZSQn*pwcMIAsuigby8<_2kTHD>Z>dhGt%2~vR<&rF@7(6OFh&^jwUP9mMqR3R3
zM07MItYvQmi>9&y7MBDXLlEb470o&pj9LW9*1n7B6Ou+Sr`MN|TxKov>k(z_Uc*CN
zC-w*f8ta9`CyP?y?p-X+lQu^I#hF>vfjU1TeFs;=kmaJXD|t~A&t<tr97|i}HOIRF
zQ%}|BE{VD$)(Eyxs6qYlkVxN)7IM^Ytg0{0U0?o!s0BmJ^WQalda1+R0I=UKtW<yl
z-Tr_7JY`iB?XcY!d56wlw*r$yaqpbe&urJlPVWC1ClVwzP45i5J;ozeINfFx7%PqK
zw_erYF1(!AL+u*Q;c~|Wc{QFHl~+58Z-NDE(G-kPpzdk8Z*I@2etDr;up}Dk7=K#$
z9OlVcn)GTMTD7A+pOMWqcpXnQ>iO8e{cXc>Q8tQat^)-tkK3j$ObE_tMKsZ_@)44q
zSB2`?P(^BIQZ{zPYaRaiSz@%=hBv$a<_Z{E_JbLFxGlQeng_=_difU$u&ge_Oyc{_
znRirt%P<q09w!@~<y0>jLe6dcM%!_i7|s%B>UxM`&ZSS5Z}snP84s&RRfe2bY3EJ&
zhLpORP6G9k?1nLp2JA<V7?qR~)wAcVL}HFk^6Wjk`>RN+WXv;PSBOXA`2d{vBoox}
z*&@zME9nPSp7b3NMji<jT74oCmCB$9pxFlNTrhg*pf|(~NvQRFmnkg&#&N(=)KU;j
zk$f;&QE>s8P8Kct2*?Ur(q#X?z#`6v7HJ>U-)!dRV=X?D7u9TM5yGGB!~31sgMrFS
zCs8d(lCzcw2fe{3pe~KEBKf0rC_)brpwGT90*00Kw>vG=Q?n8GksS-GM&V4mDvF{=
zX<&fq)gMyM&)dZ^qvw8^qtitDuL5*pnI<3P-S?{~yz)JFC6%)pebXaEZmKtZ3Y&Fj
z^1*Ar>3Yn#%7oLJ7s^LN=W$`a<xx5k4WEUj16%KOTl0NFhx*glHwMjjs&(sT;|kyD
z#?FfBh9Rq@?cImPQDAo;2TPN@(@+IVjj-$HC$;vOtD8B&^hE6W3(o>55&!9Hph+Im
zfiADwNA=`l2Df7R8iM;czyFX3`^`M8_JREc4RmqQ)>_xU*1}0&A}^GrGsVIam-TKg
zb>V`gp`!MA_B}2iKwqoownLTwO;5(%k^V3E!npsmrOfz6NcqmSMgMDQI!(-ZM<fj#
z4xU4Tctp%CKlZ3#GZ6^S*3<*?H++P+r)5LV)&=GLU!9$>(Y+9{Lmx+d30u+w*)EIR
z3uu2h?ju%|0!?pyZaJv8mJXBceoFqJq<>i@44aN9c&y@=VnZ)o6X1_!yN<S*9CwMJ
zXY3=kJI-JUSdUX;4t_C_1g0tjdMSuV*=B(d{G?O-wER3fO)3@SZpv}Em|Dg9%nTQ0
z7iXCo`BSn{eq3!roVs+}YlgVTNzyy(dhsu)MC(YXajbsDkK5IktwHbjxB@8?)?4jN
z^7(2hu0i4{PDa^$GW{1X@r#=+jN-%a+Q{F0wo?uBEzVDt?&?Hq{PZ1XVopqzd3bMx
zj?7d(PFf!`<zjm`%Y<7dj?@}x1`}!7p)21P2~I?|xfV(A13}Ogm%tw}Fm|xwdQ1KT
zP6B}@9Qtj2CQAg!+^79c=3iq6S{o4I<b4y$cE5<OyEfQ#h4J1!l%$PX>uhTi=y<KF
zSzPQCCA#Lfkv~<7IKZl|5MX*1U*f#bhcW+56+>Zav(YuFx5UKEm)I;p<~rX)2oW&m
z|42Jxo<{U+??pOFqvthJfr$sleyfQT$E1bPtFECvKzQzKA0@*(7t)eAj2O`-`3Rh+
zvcA{zyiTEGN*k)!!ntDuX5Rz68G3HozQ3U32TeHFp-ou+>&~%xzG10b1<<iT-stp(
z@0OA5PdXk7F#cRcz<6z-SE{028LXtjeGU78I{|VwaaDAb@BM{J6!=1f5T62a7abQo
z1_?}#*waf5qD^3PKQI$wf5BVJF7+iT0@%)8+PX7Lw>UUy?{I%W`qR5h){+-roqan$
zcdRS&e|y(}w$o<3v8&RQ9pfxL?Nrzl;)o~;m)ya}OACJ7a$Wduvmpl|Sn9^LT?94k
zDxc$t!GSVjDOY^mumdc?o>pV!d)V+-1e(*HR1Kq&Dj7y-5GH=)3`x;tvR;;Id*_sc
zTpNo(bY92H-WnA!%3rfwer{!mDcsu1PS(FbX7`WA^B)}52vU6$Bjtz#apD_S!~3zV
zw2sLI0Mw_nap*RJe;s!K7*r`;wk@12IRS<T3Lu+I?%Cc|2KZn@gx`xFj@B)f$Aj%r
z6(?g{xg{9Jvufxuf8aXT8aN+-?5U;qMV(WQo}9cqt0qVJ)c6wIdNbf@Pa+&aJ^fl|
zpSoanjHCc4h4Z5)?+~86EQaWF^EO|Vz><*iYRM;%rYq8Uh*mU0E}i6+&w?FB^Pzm(
z)nXnG-@s;l5WAAZ8~ryDU;r<owR=G$oaHOg!_9WH=*M~Y2zbH!Tr;T%>A9+bSr4IW
zaCfGIzw<w1JL3N|w$pCwXs4bI5R*$Mi_y|UzllF^##(}l%kmCC8YM@uoODNq0I=8E
zFV|652ByQ5Dz~|`Xf9cwKpVnq-T0Q@>hiA7yJ(}V8;<bZ3vuse7Z`GO6?y>9K&9&4
z$DtoLLt`SepP-4~JLp%gA$+`>?R7>f8Td(LDcIwirt!;W1O`4(HK?DGYRs6)k38=u
z$)mUq+i$5vD&|A>HH>l=rZ$7^88$x74t0p6Bo4@o34rDl*h@R8Q_{Bg-%zp`-Yqr?
zP<7Wg<q0x&0&IJ^gRf_Ilxr?a^O24uyUISp+>`ejHPlDRf3ygoE1cAKBcDJ)li<5X
zhuywGM8IFrqeSa-|DdnZ&kd~nm8_|0To`4v&*MHEA0q%K)<ZL&%!3s@)E;8_RX1mB
z{rI|x=f82Rl^>rUE;rSEm=KUYGJoC8LOtHajQ|Gn_;**+DwgEdy0jjX*+-~sP9o|W
zVOSx)E%he(I>Ylxaq~qEXbz5gqg@K;Nyd4*AA_jA{z_FmnRM`_hf&(_csAPA3|58D
z?%<X9_g<egw{aG%2YA>_xod=>A?fOfBUNIlx@sBv4giZmUMgP<>Qg==B7S2e!yrFN
zx_PCCbKcw^MwDyu@wjJ97=L;k-Dk*jrqOSnSDj;(VvI8Cd~;ix;X~{1$wtvccNHMO
zL^C;9bSh<0Y;`VJB#*|&G(cIAzuMO4Am3uA0DwED8F4RNwvtSi7Jm-0-S#=p9)}WN
z5q&8=DlMuSFE`vaRFY0^RZ03OeJ&LD7lggP`K{hwG&uE-W3yTe5Eju`aH-|%ukN|8
z)SJt!M~rB3l)9@tNTFNr<~rdg+<~P>_-i{aJIZwo<fwdJ-4K%(%^U0#Ar$#<;637l
zqO`#{!|BGDoJ*I`5kbFUNm(QhE@k=`Ws0q*zoqGu7Ul(W4aaF;?op9~<z;$Ymg1oO
z4f}Xzgf}L2pD4W_J<O6%(l|~-ixYMKZK4?f?h6$7$r^Gxq62zp-FzR=1cC_+JCGco
zmsxGjWyYpx?>tw(C$j&eFoj&m!K9*Fk^c()G7Rlsoa2K$g8ul6t-d3^ZOb^!#6%TN
zRytj=eMuBj#pa#=Kss+6)W~SEYYEb5%u<2>KxEr^{p&7mp^_%`s=18ra1Vl;ea$j7
zPlyfjrn~mXZRXvV6^c2eA_lRGnuncg9kI_U!kxQpX_p3WyhL0#D9dE}vZhq_I_JYG
zy_~K{r$HREh7*ZfyF&Ta!&t6`ppV?fdh)?iE7}fX4&=3&f995GC3mrtib$X#mnBs{
zx7(cZoS}*5^YM>oJvCg1Ypy<aXcq=KL2?bTo)4r)drMDeis9by77#pCjQHtf-P+UZ
ztFBZ79hhU@o=Y)2Yg`y%Wo>^=NPgF7q&_8XU1Y>tQ*dr;MP(8uXfS(O-{1B{vi96_
z($cvt`>7cW6ULVzW&%k&`Pe6lZvRuk8E<~RnDauzTqgyMVCW|~sN&#$G5jZFg#eqM
z<_FCMO$FHhyAl#uDD_kmQ9_XRcl0gw?-JHRanBLwgEFV(n?5V=OHzXK-7^&fz@#W~
z!?v;ajFAlkS=X;P6W@?=;Z^i*w2j*8)E^E-<|983JMrnTqgy$d<D6B}L=FT!fas6W
zs-(2lY4dn>*zRD-@(%_*G!|Fk%kokYz(vmGcD6Ey)VCh$r3%L`NBfDzp9QDw<~Dvu
z3o&RD&d<!vqwlxdLQIJCA|4|{9s(yTYHvOcw5&kKA2(dWnIhdNC7OUYc<}Shy{6~m
zH;OUR7w8?I#`~_~`=Q`wd&=iB&Ku9lBV?(6U6V*Nd~DVLUhhH+KkhKC2)b2-FWY$E
zbv#ZlJEC~eL}iWOpnhyTK>|%^$;VPB*=Pb$`-CcWk_R*Zate!UD2s!XE8<9qX<xxX
z4zZ0Y`dA2m4df}WmJ#hh9*j`=wc^cg7Z+}Cb%4d#caQmuy8+CkLJIsN>?Z)VEz)sW
z^y{Z)jJMwSOZpe{Yj6Zkyg!lEilWDHb$7p`D}1Yiw0LXAO|4u7t9zaeG(yX@44!QC
zxaxXe051KOE?_7}8=n!%m3TRU*+oCYdp1wvZbOtJ@RADQAM7GJgLe4o&Tn2qkDB=b
zdFM>}gNLzS$0g6U#5H=n?eFC!Y4iU}r~0?Sv)m#BDidB(3At&%6Spak*(10BmvG>H
zq&S{hje*T1&;PuP9%SI^1afgX_V#R!*Yr%myCyhM;_l@T(RXP_m#~9#@l_9>p_3X~
zg(Jz@!kvqBuRyY{II#-x5lgB+@teBLjt4o-H;>yU{BPT&W^SPQha0heC7-p9ty4d#
z>mysnFAZtBh;B5mA_9wUpdSxwqnw3ypSyaNsad$`e@U-JWwLRzl)Vdm#uYeiO5~Jk
zep<b_F)=&XZZi4wR0#CaeDu2<*u8%bjF3rMtDw?0(U?8n^|wV^VI+mVpqW5=ptGdZ
z{1%#Yi}9*PMX#v%=gsM5?A}!Y@hjSkm+|U{LopPb2FjuoPb3~7&MqVKK}7R!7yJ&k
zRVu1|+a52HF|a9k&hS~JudiBI=8d)O2Ayr6RZFn+iw4$mBM?*GgxKnR$Yx$ZtS>`V
z8WGp->wa$%(_&~XA&VXUwbGKYOYmTXKNR|<W?C>W`bB2RvBlUM5|X@wh>cFdYvabc
zRu$h5I1c8d#xpTOK@Yxdf@j!6qR={;9Y`{<oq!lEwR{E251!nz?YDKKZialNnM2VB
zwCeAQpQ@aU#HWD^YTiJC@E2;f9mVr~)NZAePZ@ERE+NEoc5bhRKVZtc!$EuLB5RWs
zRrdib<=Isvsp2$gA7I(J92jHbPC^p22KCc>mJr9JR~ICe>lwbk^h&z>jkvRPv-Vz)
z98k~xRM-Xz7V-xah0-2bHymZ3Fe<{ErIC!}exPdCf6^|9_IayJ^T@gXVL;HZpC31y
zow9O^%@~kv0xQ4%v%jtT>ss8;B4i3AxmAThy?O#fm;iT1*(v?p%imx>HH)tUB)zN~
zy^6=H)RxI}ome5P?jdh-nUAn)-rJeFJtRqu7jFdl3jK~kZLS1nRnaOHh4Tzsza8_b
zNm|lLA7tRvQQ=%}crS~c;G%eO!~JY?fI{D!!6BEpHR0SvL1^OAeGu#lYtpo%r1-e{
zyN)WKNLnUpX4WESCR1&RLu6M48QeG)G>{D;4Qe-aB0}$E99Y=?Z;A0+T|RqPB+nhG
zBuiA1E>fUFQ}E*)Yx^KZt#a;+*(c%hBDA^@!F?@9QAJE|G-C?-oySFXj#TqB7&8cG
z_NfMuEsjdOXL`J)b@nFO-&E^*daDl9zs2cX)HrR-zna`^a(-;`^H2b$FVmUvl<_O2
zb=A8p)y;~?cTaE_$||?0?!Gj$0C%veC(<B@fMtAwUbp=p_!6zutIs8SmT$R%+}%AG
zMJ}sNe^OFnP^XdS=Nq-}Hq#CbBL(6H3xCF*PT}j>Z7Dov8;V(-InA2?Iv-SLG8)f1
z6oG+LD}>satEn%9Hq{)nKqem<bDc68Zu+aO>@!@Q^zAjfvc8wJipkXuL)Bhp^`kPs
zp<wLk(Mt{JNh2h~(Yw;)s!bVAjzt-gyD@M;IoI2mQE3W3d;Rc#3FmXcdWo|e6)k{5
zp-XE1PdE=LL;@>^5TH+fvQ_n>T3`^(+!S}2<PYcbFZBNwmx`?0sI=#VvL%;Ha`h{)
zwP{KFe!HVY^7%6ta)i|-S|x^z5ov3iUP9%jZ(h(3$D%bj3kWb-)jA^^JH!g2?GEze
zHQ_5LJ<B>j(#(yGLn1hHo3K~g&QR&|-*#Tvbh&a^&sz?is%~qSXPvwpF;fShBHP%O
zeX2)^l%nO3D|L~ymYeV?GF(ntkyQjQi!Gf77J=4uO~dx;E6i{zz5rKK*JU%(pO-F5
zg*$25;&t^>xzX>Ka<O13HFbl4(J`vzz2x-z9rMweH>Db3Ucq=}e}``ZNvIwA(tCd&
zr#&;Z$%fsu+$~=SlW}F9_P&W!*y(Q0i@x&;A6etQ+hxs=%#)woL&)uPSKgU-wLJM=
zeQJ+sHDI|=ltZmWcfCqGMDL9iwY=#&4Xj-15VFo~ICh}fU@lAp<nwZz95W_4BI?;H
zqriEE6=nej!kywuxXQVDX=${Ae|96<!6oso8c5-lKwOF*5XeK9@Rww5-JgDouuKRH
zW3IP2Ooum`qq-iW9NFug=q<367>$vOm-_vgrA6Ftd<HRN^3nu~_w)Uwj)rat?4B;Y
z%_ma&F8EdL30MUxheiehBTT8aPv|m-4pAB9+j{H-%BQBvijwA3h=e@h)vvIL9v>=l
zy`WA#eI_?|-LmUxjpzTPGY>Z7;TUoNM-Yp$tMB@e%7uBma;E<gmpIrIamZDFt>TFM
z)@Qpet-xpwep!fK?bc-a_}Up>+kk3*c<w#8ce}Hr%J~;0KH#%aQngE?5GVBFd&A{#
zR*0m_CawKn(9M%TiNBx%`=z^Uspb2=lv}b^c5^~@L`6?YzAkl`b9r(X-X3(l_ZJin
zG%-|Ttlscw)oe-eb=2|HnnhGnYT~rfnv4CA>J*9X%ZlOQe~oCMgDUm?fjzV2)}EZ2
zm-m=LLAiSp_(JYKVpLgFwLd+6Hw5*o>6yn*rfT8%<)pVARm@-q2F|6!_}cgWa=g<E
z-z;JcFrOrV5xPi!+A`xs<836`hJytyU0kDtnx)gG+H%C<hxRlnBHoq+{xOTwnx>^&
zSO9eNh5%}vzkAV!?*l<hJWYwu_~bWJ3@G2VV8lxYIfO2)MdC+nh=Q{0B*<!pMZyxp
zD6j9lnOnGG{XvAl_{?1E^<U7XK5Y6&TUXqe?|HCEeKy|qSrFme?rWi*HOofdz=Gu}
zUdtgZAGZf;-9Jcd`Ki`J_JX*u9h<Tao87{o7B5%BMxA}^XL=78h6QmEt1f{-{GCEw
z4BJ7r#~+U6F&x+QrIsB@{5e;$s=QK*DW6&JPND56%lz^x)7EgEB-;V>D_arPJDn3`
z)_f-D*Nx{g`OIkJR9i-akquuN^?*gtXPino3%;S4GK!XA$0DkmDun?(_uVemh6YME
zqh8Ez(Sqec0HybsEL3~S({*FtE)8Tu!w=KLYxg~)&ajUJo6om!?V^6&rEZBcp#3&A
zqi#K1>ffbjr(QHN8lKa~JS=00M|CPt_h2jrv(n#pr#J)4D5u0=@(oFmIBI{h;-!UQ
zTGepe4De6!i<<fVMMh_016t4S%!$O<BhOmlj?34d6r0i|IlB@@z8e9_DJ6z~L6##>
zx<uTY&LXPQiv3COqZNVRb4^p1Je*RvK=ewdj3s@9NL3p+l;v=-vVOrQ?fh3ZN1Uof
zumn%wtDMYOG+Z3bxQ6BJZD}e7V7N$l-F+~Vsl;$P)CdDd2mQOqZpt3O?{i*NFHM>M
zf_&8IN{g1WGRD?h982maOAKi+6PcD^^R6@G{80xr77aR0V+K8}459UB5bKZM_Yp|j
z#PtO9&GIp>O2OjcK0m{$)Hz<GEe#d7YNyxhgwiY}9t7c0gCfkW)Pi4g2=*4mD%c=q
z_*64*j61uzURWj@YQdgoQRIo!cq>%;_~-3anJXOPp)g5-u^7`*v57UWh1=LNzcv?f
zRDW=&fBuwgjSe2MJ0kpvHdwr{%thj<7CvXM{fZ=;eKX84E{~vmxV`1rc=I4E4oc>k
z-2?>m<BbSWLTo<8tucNecH=HP1m8T?8a}q;cVrusKaa1mN2UJa#TI)F%~EtKVaZ@M
zPJWZic36@d?oC)*+&w!-^r4sd^T=5#PT6-|!Pd-Gm8OillYDl>1SX}Fhpt=Cs<U#v
z%L7xcto2oo>kK*)eE{$57v9;S)p@4Iq&S(RCdrw!f|bd>5c90qyY|_Ub9m!?ON}Y=
z*jqJV;Yg*_$E+V(YM9oMBg`%wQTa%r&|WmPCeg;}w>8NtDo&d-A&HLf3$H&7_NE3i
zUBOQz6nZk75TNGHDL%<D<EJCz%$>}iC*I8VITe3=tvhl~7CtrkpS!Zo^HMQ<abeMo
z{PrgJF?Pgj{IYT(OVEoa2#x9GmX=BOxY^W{TVyBXakhH%^1}}@NkjdQAmxNB#6f3O
zIaw<ni!@!4>WiLA53zXEi6nMn<HI|2t!tD#D@_(gAT2j>Kd5SQ$8`>scS4anB5FIq
zN>&>o^%H`fveznL_?ALLx8}AXMv3+(KZxVh95M4Aj&h5r#$(8Xo|0k-4h(){K9A^}
zFqW^5ORDb1&3zoF^~?LHw-0@5le$`K=DgyE6Iln5#RBKQO)dQnPxhN_H73s5vsApC
z%p=ic0BIpUmSX6RBx}4GYt}-%*}m%VHpRzc)bUT#@lcwAsy>e-opIyLybwR}q6(CH
zVWJi54UFbg?Xg4JAjh6?HAxJI<{$^gYfxFp3_>#Vr8vNagSe=tS>@xvZL8!$`t5p2
zi*hpQLje3v$ZdFNnR5)es)8H@y~lEU(e<+RP=}qmc3wZ*%QDoyt72J-Mhb4#^+KO{
zC~!aPa=>Y*{8IAE&cgs}OK8*Hc6KIczk_=P`-mbb9gLIEPn0gyR(x80%elwes5hC2
zDbW<87g7-1(sO?<X~1QHS4k~ahUBP4L7q2f8VWoOGs=d#(0enaU?|GV<0$J|1+}?r
zg~X{V=l-esTt69MhOnCgyO*Z*v98gSB$dd}*&<95tc|vH(%s5fM9xbnMBmqkPI`=_
z55aQ2)!l8cVfpNuEF}`%9D~0ECl*nQcV}E>YuDe6RJKNM%-a3{GQ4w@{%D7?2DyT+
z@PNRHPZ0To&mR!1Y8a%bvhB<Wx{Hc<<<SFAIU!P-Eeji#3Lzo~*jdHFbWCx$5C~r?
zq?>CyOi#S+V{*<Ix6b!QKPlp&a>!%DX98RMA>*c8@lk@ELEs~5)M<)5<nfyy)E@zN
z#+HH~pYRJaWh!TlT56H=$_poktJ!6L>Vlo<8k6134!iUh9AuSraoiI?F<V^@h?N`G
zD1R47F7!!h6I~%lIYa1eue$bz&9Jyu$QUHwzv0NZ`pmMako?al?y(MoWk=H`Q)iM(
zPc4;gkdmJK=RL-|wo{nw1d@8gdBu#Xu`G?p@oqW>ZC)zX&PS?mF25yRcLqf1mat6z
zsWPCdnPli92AX#P*&V0q$;aVXNlS3O*XL9<U|wapDPbibmpkFZfwS9zrizl6lxZ<m
zuYZQSZ!P6mc1KAvu@!*#uK61+Lvo-0(J#BTXCX7H|7Z(HeZI?5_`BY1E6_W(*Ky}`
z)k>t+UO=#?E=&N&%WpE`X~+OS2(Wp}k)g@z!*|pq&Fah-9RHw+V9vzY!<^&i2b$b{
zU7a+%IFdspc7GZc`XuI9aXpNSBtu(Yvb{`DmmGyO-?asuRgT3k=aDYi@4DAw#tDH!
zNH-IaojixK+FR%Xkrpw>SYnc$kg366aM0$B(O4qj*4dP{mV@!bHJ4OVxauE?qM3Tt
z8G8sH{{<~!ckVSQY1i8h*iKdIRQVLq_R|Cmj7ABYQ>XU!F^E)WsY&Tfd6KY~&_T$|
z9dZ5Od*W5OdA8|{2Q>K4%Typizr#%2!i9gkf9sp>N0x3M(+!-(o)=Zg$A>qDgmGhx
z)I^bx$>~_ZGSf#s5G>iGKe-K4oG|`~=D7A3)J4F)tsPy@^$2088B=5xuRfs&EIId1
zi&~Lw15uimNhbVa;-Ydy;PgpqAbY^#gKnGT=V!@*P52&D3N3qdN2a=n*&7v<qan&s
z4E!UxvG2HR6@G3AVn|I=&{n??H<GQpEGvK{&JI9rMdbw;4BUoJiybjm7!WHGlGoay
zKbV>wIv`K*B?kO#a7w5cQt;v54S1RLHL58SMDa3#fA)}ZdDaOP)3`P}ci0%!tvP4p
zd7+9*?GcmbY9Y|4kMk|_%WfkgZH@qEI6L2#t>2C=aoVrV+)*T$2ll-Ung8||w5wm`
zKjlCD>LQ*e=0@WYhaWe6ctnuz{Bf;n<H_A9aW)$J_jZPsjnY5mXz#a`Le)OquSLR7
z2gJxTCK_nu)dRRn3w)Y{on4t6_%Gz`C+X-2PvhXjvgPJ}fGXfy@;l037a=BB_{M02
zO5|Ig^JzKd^5{~OsaTHdBjoy<M~?Bv`sK3tPhIKkTThL3X7lkxZL-@;;D-I*zU1})
zw7;Yx%K-itATdG*ZurWD17q~Y47v*5rw*zs2vuPr`6~8nlYG?2sc(f&RD-zJ>1$`#
zP2R2jdC`R;%gf?8p>Xs;5D;R`0QM~Qmz`qrQ_62rd_rqwm7K~jy>zMnI$3t&*QeAU
zi-L0oaY~3~IglVaZW&;sB**$1Rp3i2qM6GDi|x7EEYBwro9-~EH3hSkhTGCri`*Xn
z3gQ}LcmQ0PFrGvq9QQvQZ5ZW!2o&1k#3ZS+3ddkrmQ%$hYR$)YCcK346U`zTv{jg6
z+%|>kVm!(;rEx{bwcJm1+p0u!exO&fdkQ~(IYcJFT5(E;%vsFV%sU6K8!oJ`Te)+8
zpi{UQ7O4&*nzz?GROJ8so3Gz|Gv>(1_b<o_8T;cG<Co|Hw>teahWzP;X;y;nM1AR%
z`eac^X+mkHYg~$^mIENiBXgPnl%Hvi^Jy3o&OxdO7?zT)J!o`DC$umbLgAdHR)sZu
z-?uo0`2iq|kC1D*PT{ROuILJ!qg5H#6CKV4O95Qys@TV(nGa5Zu@eBN$UxdKLf~c!
zvKte-H=cR`AK%-aab;MwVcDxC0C$w2Ai;TC4&2zFnsV$l7(m{M0CvXO!0o_Id0~wx
zlS}k;LEt!r<jS2+;UZ7K{ih|(ZW7tfA0y`Y5BS#=c~>z~%)Y=mPo7q4?1|&!qlKuW
z!#T-6c5>PkW=OmOoIo1){^`fm#dCmL|BV1g5AbYn&3lUM3gI$ueE^p@_6sV(VD}N=
z(R6_n6%GK51RhJVhh!9BB5kv^^&i8}f$v~3_vkeGJznxbp3tr^7%kgf8b>^nBOm9U
p0|`xt`7Q^VSO9`k;GFMS`Q}v7=HQ&hJi#2h04!7Dn)mm|e*xl#y_x_3

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-31-Transformer Architecture Diagram.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-31-Transformer Architecture Diagram.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..343955d631e9a4e522002f020413ec068e8be55b
GIT binary patch
literal 102780
zcmdSBcRXD0+b+5oy+lOsf+*2K^fpBF$S6s4lIXoNI#HtrL6qpdM(@27(M@zl^eCea
z27A8mZtpo~|K7dN`D1_fSw7FqGHcE9+)ufm>%Q*masT^%4S1-ksG<m9U;qFH`UkjQ
z1mpoc92{I6Y&=|CTzq^y0wQu^B0@qUnnz?L<P5Y-j108&^vrC09Ly{{tn~DpqFg-B
z1cZcym^j3x#RR4Jo(l>7^AHSte0(B8B5Gn{YQe|!j|Kl<ANO4VDIVw@ZX5`M1;8Z5
z0Fh$c_W?}kdSYYz+X4KS0|OI;g^h!YhfhF=zM=jhfQbPDVPb)>v9Ykwcl)8Q16ZWk
zj~)xi;gD&5z-4hJ7YvHe!DD?<-A$o2dCd0wqsu3J0!k`s8rmo99GqNFg@i>!#l$7#
zUn(dnDXXYzzj^ykM^{hZ)Xdz%(#qP#)y>_*6YAw191<E99`QLcA@OTca>}>VwA{S>
zg2JNWlG2*my84F3rskHO-oE~U!J*-isp*;7IoR*{g?0GGpUti9o!vde$?4ho#U=9U
z`X9S60MLIn3;p_^4g0^@MT)iy6AKH3h5L_P7?_^u0wTr2ek_3VNKO;?gEJY6U=SYp
zi};-CZhY3~TE`S0T_y=A*@V`gApSA!-z@uIGwjp<C(HhuVgKE(1%L>If$lsIDF6m8
zuQ_uA3I46*4`pLZKNSRd?(VAbMA6&*gn~FIwvDNfRrYWb3P`Tf$4Tm?>_qY9=zAa(
z@D|&jO8%CIg}9!sl_gYQUsqHBc*)blaNGG50CFueOxy~ZZ0y`G53Pvs#?V(n18F!g
zzerTC1)pW(YO2Jmr2(9|k^ezKe-pzhe@P%slmO7@5+xAiME^Q8_RmA35z5rGfWG`x
zbfh9HIgr^mRmB5kWvXz>6hwHmuSaaRhQGK`kJiQf@N9Uz9=skGYlc`!a`)qH{PH1v
z6y)J!5hz*u-|YUc_W%2L4)RpYK*~s2Ihuq2Vwbbx+G}(T@>st7zyhrVQhwQ{ch6(i
zY|;QhUIjv?zPPx45>Pg<xpA@mWsa=1q>Alar@vu!e_S{&KY#<K1<ta35lWplRv&%{
zY)HGxI<2~)8v=WG!XoABokw*^f4+6%swyFm&1>ALW^nlGBW6T%lk$Q7a<+Xo+4o+W
zUsj-YTxqVJ^e=SeTnwBTGg=PhW*V52D)IldermGV<eL9KDCmj<b?BF7azIn12_p>y
z%L3ifucG1c-``;V#PPHG$2Nu%SF|aq<e0?hp_58Z3H)=9dM{`trU!ju`7L!|J?qu!
z>!p8sL`VZef&71OQJ1>qnpy5l0_2>X?Hw5%o+wWsQp706b~>1jzsJ_{UL;WzEj|&q
z_<Z7eHP_LcBUd?po3^>EeH$EXOm^IEQH#uRH{Bj)v-*p3nknck%Oq=PL;0?Vib~)m
zL@d55|8BC@*3~J+>6?-sD4JxTi9gDpKJunldymB{FY|%oT-P9bGf7A$V>1FAYPh;b
zMkt(qt1t3=Q2s!can`=n`cl1S;RHV}-v!gg>+o?y#HeJsb8yU0C+_X4hy|Wi;`4TX
z?MX*V<w}d+A9)8sS=+`-7aGW{UQz|8UnPRvk4VJ(0W0~^-;l>@K0{A@Ep5a&m{e_T
zCCvCY+t2X++|GRgrCp86PF0yAdrPc5(n1jOgmvb<sBY-4@ppJu=)3E%M7CtlMzw%P
z$trqxh|6q}SC6<kow_QYXCU6B>rDH0({wiKJ&*PZ2CJTA1+NIU%xLZR>X*kn>2Eeu
zGCh5^Ej)sPOp%03`Q#ExejYI*Wi1oEfo7BBTC_HNddxPhL~ofV2@uQUlzni27E9P<
z?%z#M`?GnHw@q&S#=xi1T|E#LzR(6)FI6)|yxST)5L6*|coF8XG=W=&Ql0Cp_2uxm
zNXaFvXQk7%Y&S=7AXrVHa!+R6$$etF9Fn@Exh3IfH^*zz3ria{T*7Z8Sq{4jc-oEB
zUQ=W6?0K;VKisA7eChk(E5>2u$eQ5VA2ZUG44Dh14UL5bLN(=z+4&Gva!RQTf(%UY
zjg>%#|6quMp18*lHe=`{Ky31b)kwSB8i{we2<qK24Hs3gvYZF#c1=W}8!G8N#^5><
zKR36<a3-&tO!TNx$t#bf(bIz<KrbY!B}Ed%*5+{Pi@S56GHM}g{u^exhd(>{_l>QO
z4F+gKFA9pSY3pi)$G@51u5Wr1Y2a4N<e8JzsJY`gzSs~JdOj%hQ91uXM_$^=DihK}
z+N8flIw@vmVw7if*I3&Wzi#c$&G!X@8%icuJyBOeQ^gmd5Ff`qgq8IxP?}{!Z`!`_
zq^P|y=B7*;V|=PYPD+QX1OMGia9<HiQzrqGam<a{d=7W99zXAA!uaV!zp~)j^YnWl
zEbAd}wm~!7q=POEtH+S6%WG*)(4qr>h26+)?v_~4ZhK&%Lh%BGJVD-*JhEu(X;+Y8
zcpt-qMdRbd75svjkQZ+_oo6iCrq}M`iji^hbENe&reWeQQ04N^?Zr@>pjF<g3Ws6J
zOHyT}mET=!Gd1JHHIB(|Vx)E9ZAD#-6mwDxWi|_$RbH(Sg2gw9gVMHiz1Lv{2>F4_
zLbcTQQ#_FC;zi8Y%6DHec2;<2-A1#BY#w%d*>gvj{L#YzyIoW=UAVB`k*ceK?u@VR
zfi7E5I7v_)?0Brd|5FrqgeiwFm=6)_s%ui4f{OHxyY&nBTZeH#u8CeI|3!IxR{Y28
zCErmUzn0DGbL`DhV*{xN%1YF1?%4#Bd)Ia~cnNpQe_R7I-;Ym|@5gBM%*m!ueR=7F
z^95ug22EE;S3ouwTBrH_-D@P{A{x7VZ3`1N2@~<o{Dv6!@q99D_*w0Q4&5{@VOE85
zY%bhoZsy`l-&GDWGwauxh^5qvp*{mTjHGi8v~Pw5S~IB_upLp_h>Fe3q7Um8?Ai>o
zr`Uoen;2rK9njPhm{8LbF5%mnXJQLxz*ZG&{t$za9tm^FFWZDE6sS-kH(zJcuN3jc
zG4n%nuV;6aR4sx%Z_VVhl5AT`!iL({m_o&2EpH52#<gE1$)<rgUOP{}%$?;iYZvPu
zNtuq(jCpnTuaX<>dZvkdCqHns_SiceDZ=9WOPclS-NAOS5ECgBO8itog(#q<HL64=
ze**Ud#d$%0)dEZN=QScZ_xC!iRl>jc!%+<2&p4Iw^CEe_^h}<_Rq2l*J=fFA9K%nn
z7HZUpvTV}D*CP+tI~nUYU3D9R5jjFPKB;L-;1Pz}U0KF`_<@ShJwR+D$UCAS)@TvO
z1G4<B13I?tr;>;X-LP5s79acrBHRV`ZUIN!QPj`YNggPAZL9Deq}$}Zr#(3eULmeU
z5GO6AP>BjqF9)8aGwgs?sw#z=%cDhIyCz=Y^)_LIdygIugs)eSTHXU8{*rG6MGRle
zcMr}L+uq?+r}tFYIPifd*5mX1Rt3a3(oQ?)ue~-?wDipQ!|zzpo`3%&I_zwiq4aCZ
zTnZWWs#b#%F0~+0<SBn7qflq#91n^scWiUT=nJEUmxhw#NXvm}SK3Q&At$33e0)YA
z>ApPvrZ|%dz&(nkB`hYG>(4_dOLo(YoxLH?rBmPUUkqJU6w|(t5-1(q0O@_VrS@IW
zbKb$+?#C|xw8-89j?QF?bR=4`85OFAV41~)(+t`GXQm~3>5g@`l_1CIpL`;BZpkeL
zF&p-ctzj1X5lbTAr-<>8JKC&%W9-Hht<G=r<tNym>5k}6TYjLN3zvL_5t;FPaXu2=
z9vg1vO#^Fq=mj8XcQ-Ae^tWMDE2jhbLpGz|!Z!Z}!2Wvx_kZ3w?LFYx;A2rX?o3=R
zW8ODR`=I<FkV{zdcipmt&-^_w+ZDRF!#&W(>KT9#?T0m{Ts~rtw{fOup=bNX<|2uR
z1TN_Ov|qRRCBuHaTKUW@Y@zq)$<ohKVAw*8VmnjfI6>d)kqsl$Sm?oz<(s&#&*(EY
ze!npxLh0NC_?ID@4V@qPm~Ur77!9Jg0ws~>eiC|=oK+PI@5JzGFjY$U94mO892{7q
zJk|eV`|e@~?*uTq#mLa5rY%>>+k1=~B8+D@AcPD13vZ^>d8*qqYx#O(KLtt<+P|3F
z5om0R)adjXb^2Y!hg^o+erN6VaLnJ6QRp>12;dF-YdZDg9<bakY`XicXW_|W=R4T2
zP=Z+PnQM8Sh*Ly<I?UTYNfbN(c0)=7w+gDQ-`I3~{<*p1^S0I321Bz9f>|_VShG(s
zUd#({8^ZRw4EAT(o!arB8uRgL&wIDn8NH^%jp*zh&Y$ltT`>HW;DD!i_~12q9r-iE
zvk_$B^X<j6ArB`ECVd0j8?_1lQ7LWHj66*4F%->OcLkFBb=I5C=C5iF1i77n4skhO
z-f`T(MNO}#(1O(Ab2<?}6{e9unV_cj`dZfUrbwPk56th5UiQ%Pi%ZgxVkgySV%IR@
zjdqsBzD#1<v!-MY<+eV721$$Ns`*2`$~MvRtCP0y169F6Hs3moy{Ua#yH~@!=QTfW
zM$CZ7n#*_lKvJPX#63VNrSr+x_4rJmxT3Jk(p7NO-AQxcP{N{JTWyLJhQhbBbr-5G
z>uYusbNCb}wFT>62u68!{P265@+!{h<&ub-{>2dAfdl?S2z_{yB2I@{{c(SJC%t3c
zyQZw+=*A;a-|e7PL{)Yhc%2aPptZif?<AS&WVTk8ftYhwC0G>)2MwqH!<g(pir4=A
zwKQtRufQG`A@;sXXKco`2B<jOg)<uyjo>@U9k$R2-r>l`XbJugrtb=lov|!Hqx}C-
z?4o5^RS$6Onn?Ld-vbH5e)oV8-BsG9x~*oG`t%B%FhF|7j6>?~?V2%7EkYz}qr`n!
z$bMKVd~<m1kze}`=(h}ez)(!U-O-uwC<^l)h-WmpKDy<Whb!iku0UOHBzj++=C{16
z7N?W+_L;-&J~~)^Fy9d8SMc}q=JM8`KmOF&1f6x3C@9kBu4D0v;5>`Sb-k78dJCKc
z-R^I4zXzxx=C;-aA0@fwd;g%8+oj8<I+*r6FZG#&HGkZ&C9i8dczyIMP^zrA84YzJ
zVAc14bk?=bgqG>ZM{j#++bwZEcRENM?eed5ywr^ri+KD2o#>6Zc7r#F%<8h;8a=Cp
zSGgx|7gLk+2>kOka5H>`B31mKEko>{V@d@frrT|NT|swb<AfQfwfBIHj?eLGm&x(x
z1$9>s`90B>ZQ+%Y=O|mc4U*t<UjKzr?Wqar*?7<gu?_KT64faPO4a_g!~l0U>H!#j
zZtQ&oo@*r`g4Xsg#DsXipU@JG6rjmeq48q4qUhf-rbk$Y%P`9n^HBbkOz2+)EM<aM
z0;R$5BPNm~$xYbxoMqRc6hY@v+@=vzR9$-KBPgGb9BsjL;XzQ-5N<Rq2_-)3YqU<C
zB_~0$K&X-wKc6JG8@)k}afVIt?w4&Uuc>XZ7S}iPcmrmCVKe#+babnLjuHPw3CDVW
zS;dar&$(^vLD*QO`rw?3?RgWNCzrPesHt1NZ2ggvlq@Jyhw&#(vEfc^vQ0d<JT+PF
z;`2Q)f0EA3R9rqzYruqs()%%cFqmZRvG!95lsMHA5Zr;&dOSbFS5F<7n%^h2P58^!
z0DcrwfB=VKE-0lJn|Nn#g9-pfq9#UmgmE5Rn5I#Hhtx9LjDzF6N&*QZAKqxE)x$Vh
za9i;4TTi<HW9+c@W<IK|W_?8QU}G|Zrqtviii|1R&6(cr(KRM5jWixQ*m7_9n_w`=
zVrotQv5oNJlX;f*bcLzmPhI*4MZrcLad1D^-WE1mi;4oN#xLxB&|tAI*9o{3sfAGP
zcL>X9I70OEV>Re|=3a-2riao#v2_^pHpP=Dv0isd>w6%ZU_HRn_dBk^Jy4Z@4@{_g
z1U%$-JUFAQp0<;jvQYo_$DaD4N)q|TS7EK&{eyenVdROsD?4O#aT?vh27@YW9k_F*
zAxr`l--x_nDgNUwN}GFMn9dPdS+FD8i+L8cGFS4^ug+oGOWryWYU@moP?CtZ16Aut
zh2`jj7ArMV<^<<K=^fClFB;geWM-E>ze(A?!?gVsU`Zd)!%^aWTXheZmt9xZ!jCAC
z-nO>tw35nyVj7309`*)zVR@EALOlFAkE0!nAo+@Om(OvnUxiR?FbK#p?kb3KI5>|N
zaEc27b^iiQlYb?Pe091IDC3J5M5R=b#9iBTUXxa3LqSz?W4`MM=_;xX%7i(BDk#CX
zq;#MGI$Wjh$hZgo=%ajQz4``^$~vacyv6VD$3Uq;gV4iHE0uRMW`|lH*T8cKBDW1p
z?>5YirFi*Nqp@)Bj0AvUUcR0^lv1in@>6wD){w`-ZLqlq`T{V(kt~ffZWs8a`VS`(
zgECyBCvbhs>8N+3gH6PJ4T-%F5<P?;Qs<P131Rd)`3A^wy=k|I3VtEWMC}+%ASjhO
zb~6x;j$7BHRd4$3;p3#G6}<svp$1N%dcZA{@AxokgU;$qZT`hd#N|NOS|zwp-HR`0
zjh`M$PB+GQr#5QU@lntzZ%5tJUt|*X%Aa{RttkAX5~)GcSE+P4x^Si>t7YV%R_pZE
z^!ntI&FgOqBP+&7m(|f4SXo3;*6#2F;=6?)$BN(OAw-~G5<2O~DDZKIhUg^{d^zT=
z6o}$=T^lDcGBjjqM;%VJ*|^}mmL0l=rR-f8v$rE-&?to5TgH?m=>_DqbbB#q$=Awx
zZOkz1>cZv}g2q4K`Gs&PM+flQ+g&ocDpKSNs72#LL&KgogIO(*xi*7t2s|tNdUG?)
zs_>9I{AoxsfjEaaW}x(qE)#;S6Fs!8!DnQ~k8fn?Atm<!Odb{Ltyo)W8;^XOss5OF
zx$jjBxq~jBqQu5ZTj#oZQG_pRX^W9HTemwq;h#;{!B-mC5Hg&)+ibVb4z9I7-;KHr
z3ZK0(qfQEY_J;O!HR28<v7hikULh%EneAyIlw<&4J1dA9NE?eyPWGhbZpfp>S_n#g
zfP=9d37k4c@;Kb_Ss`Sfv$=BGx5uI#1>%jMuW+Z1_y_#4k5IKP(Mw~l^!^pLw+5fn
z1s2O32s1oUPcQpFpBpSQ+S9$BM%@E-O2O>Pi)nykm&w(Wxz+Pi(YsK?qQOJqPU7oB
zv={5QLp@G3Jidry3a>hAk1vm7&UoZ~8k;nZ(yl|0L<xVFQB&t2oqr_9hFX0llR1NN
zkjaEz0{#2$f$7KkNh3%q&5rho+&GPz8=fD5=`ODWB=(Ad+(^#<(+emS8Iqu~#%uoZ
z*HKL;sFPxwsdg#qHqH~5Zuawg@3^$~%stMch6M2x-&fB@_qd1t`tp|hN+XQsiV9!w
z)usP3^8ApP@S5Dkdjhur8f&$7yp=r_ANP0wQlf3ldn3^;ih9M~ed4*6Ip6QL!age{
zw_!k*x2yl5@zXm-yOV_IybcU{nB`g=-Xc^~HtKcYQ3^21F3=wC4ImCo;ugR!$59ur
z0ybukyh{e+y;d(t&^|Z~vHIEn(OiYEtvURF7DGJP!E{`lW*gS-MwxaGL`mu8sXL^p
z>K1){yJ`8jHnuC)RhB;MFXFCI?;fbU2d3%+tj4d%&W^5c&|Pm!wf-&%-if!TJ#hWX
z#b9Z)`HwZ;Qwg_zPbO*<zZbj;U!EfJFd5%>xhNVPIP9Vx2EgN|(Fj2b9Sq1(Y~KUu
zk?==5gz0K8>zYF8810`{c*B125}#r7;x9Z&n#YlFXJsf^Wg3<t4R-3i`aIZS1!_Th
z4)z|9+_k?UIE5_m<mp+(R|)zR)ZiN0SAYRzuht}rsmQ=a!mct?<3_S4dOdMw%~^Sc
zbk5fcj&!eZ!ETtc9}<wIb9NCF$BiH01m&G@G$J9JOO`)x1i)b{+=;gt5R|t5IQRsK
zMoS&GbLWIu&68U{6zGh}Xh~i_<L>cgWs1C`+Dl3MxC^##$W$NcO28k$apD9yUc`VA
zuXe@nfvkqX+f(E8b)tKqhx<JQg)sTUJ>0=z#mI{Yi~Hboq1gvFj514f(u{4cl0$mB
zR>aWQ)yK$4YCGh-O&WDThtURR7`Fw&!t_Mdx0D?b6sOxUQj%~65ZrEsYx-}@jP`J=
zO=5=gAZVf8vd8~1On3-&E3X_mLfnk|^GWUQCr(gVZkhp>^IV2F8u9*vdjD4o7k)n)
z2QM#IkFlzjT&60`On`QZjrXWwZV9<0I`6qg1tlDnbWGlglVdy~?^z>Cz-CURHhad}
zSr4cvDA6NE6Y0tTCy$J&x*#f^7jdqUfFA{sr^iXh@9mhyNnP6bbaG(+Tj?Y6S`Wth
zEg24EEjW}zV2_cm`7H-Qk7iiat7K@N$;wFlcIz{W%}#pkx;ujBil*^jk4NOrvL77v
zTwkL(;)a%%p7$yPFYR1(vh;^%{aLMAlp?YxEmB0aI(q-wfJ6R**A1<8xBq~D&Ug>@
z+LP%bUeW%kd<4x9Fgc>XwE{K8%qh>#Z0ee6@3GB4%D0ixcn0KbE5igOikij90n~|$
zgti=Tp0ARZ@@?6WanFT&%wG_irFFa&WGxf#ci|JBQNkTOAc>y5i9^yD`?`!=2#3^l
zZUOgVl{!Xp?<u63wx4{jM+%h=;gh}yLbK?^$nXIf(rI7QLf(QKtZpo@b0jb|Av_9s
zXzgsWKtIUxiTlkvrSLNY2#M8%?!x!Uo*d5y=cR^E4|y=J6J<$q%LaWMx&NxHTb}9Q
z6cQ<KlLLECMUvjQjF2=Jw)Z)|AKHoZrhLzdY4cPlO&n)u*~stBR{nqQ`ShjOnY~vU
zAmyPQe1_*Ltzz9p@R-~{y66d?4DD(~2_Fp*4Rj;=l0yF;(5#y}Fy1>ci=?2hr8m2N
zJ62EJU(mk9&i&0aS<tn9hE$eG*lLBjz79EAy06vG@!K*fQj8&1yeiLaS#kAEjX|sB
zBgJLB;(K77aq=G6p+N&c|96$$w%Fw_I9ZhQ7$|VC0V#i}sb^T{gN+qnatf@Efvg~_
zK@4k%hKv8#gHK<hBLPQ+HPc<Sj5t-T=Zc&ddAJ$$*J+xtNUi2Pbn@n3;Vks$tZsu9
zj~O^!g9f+Xn$7UCTp4dY^LDYq99*GitZN!xI~ME58`&c`kt9{C)4+6c-BprXy5(9_
zwCV@gWe2P!JonY=T+x?6Xs)uKYok!Su(jMq?HOok)_unA&o@OrRz4q)EM>TSrXN?u
z_x5{$z<<S>E>Im11+DHXQ8T~w;y+;d$d)O5T@Rtlul~%+T;_szB>RAI*}Atv;5*gk
zQfvG3F=?-VvWWlVg$|>lYfL8-YM&#xq+A>!Xqbtu$I6n*M*1rBiGrIH#fL9epsgzE
z{p1uADz|oHY-_s%b8Xh_A!gcZ5(SuD{l0*+DW}=lI13tRhxjO=9lv?e?UjD5{ReA{
z0(<+7P>3dNC{qETewMvayuGBA@xU4%FgxZ17=t5C>}GXlcqSX_``&NQm1E*zF_L%#
zV#}9a3_HvegAR9Rx4F>-fP=s^dAidxLGc5~!t*o%Sz>7yMQgkze70EdQ~#&p=E^W0
zSw{2-EsAE^lpWf$Y4g0O`N^UdVvQ%JVKel{71j>Wh;fhy+gx@@7h7l!+hOm&{f8#8
zlkPK>u9c<qt5*30X>4bHFZ*6jUz5dQv0deC4B*3)awEsc`Zn3hf%Sg6T9$ajlY#3j
z-P-E^bg=MG{V?c+#+v@1e(yq9S;<W!fe+oxr)j_d6~{hgQE>&`g!>tHZd39c@{wPn
zr|f9P0Cs#(8s0Gd9r;019%dk`1Bo<lfGUD1cA>xE@LQUF*%j>Ro}TviCgDQ^xza~F
z-fvE5o=hKnAAe^R#2zR%9>&N%eI&(Iu&a9GP;t=H0xqsZTK;6i6dRO&+D0prZp)mo
zGO)tI)E6IUvu3CP^6{B^AoC4n^GeH}9O!YLAt~S&y9a2UG&l)>Y@BVjKrk)jBYsh6
zKb;ju{sx<iA6M6V%^+Fo|9CF`Ke7vR^jqJR6|FEuh6cx?&#Ul|U1{547C%~lAh560
zN+JYWW6ENoRX)s&dBX63x@YXua@&BRNPsG^GA;GE7+NG3cBC_RIH$sTW%@Zt?h3|W
zS-Iay?CXvbT52M_mG06zYE37pBUWX0TsgVkO7HqDjC-I1%xrI>exh^BSxgw)t`2xZ
z;>xQWQT)Pp-^&c=r8KYNuXqFJ&#Od`mi(VlZ;Na+Mk|(ioXvzv?*VbCH4;btvjc_n
zI|`fd&Cp1k>opzHV>~okX?@!@exw8`$;OwV*M}Cpn5!3sSv1>=Jh8wr4hLK~Cxq=y
z;2hEX)FxxL`FahQFPBt;V{Io<7Hl#^vweo(c@w52D1Q%xXnDWE)A)78ll+Lmp9&rf
zx5c1pWL%Lk^a(Sp&h~2K<%jLQ2cQSs^>v6glH+UsM?Z&JbC$@n;M<_HN(;1)rI;(T
zvab>zE(kf-i61lfRX^T`ny&rSe_I}=5C#o;?;V{61OzkBcCf2ESJ>!>99xe*)~(2M
zz`v#)NA|AU#xV7cN*5NmKB*Q<z-4_;@50@H6q#hgT=X(f6li5^Dm9@`XT<yBowdga
z(pe8t+*o%=B~YD6jtTp-Coa5|$(3bv4C}jPeXZ_);bWWnHgW`IDpmzSYM!7(r(Bfq
z0#d7lkwxPJOvHbpzqEP#&S3m)xo9Q{_Z5~Ya~gR^-RL}%c6tN^*g}sD_h~Co`ya<5
zcqdRHK3nC!wt^(#Q9r&kNmehte;3}Z$Lbi?;$0|6cz8}fflKBIm)7a&q<lPO&*#AQ
zBl82(m+ej9iy-zp<m!6ZRNc-wS=q``RC@AlU%p*jG{X3RFR5tUBgJLjplyFjF`AMo
z#tU+QM#e0eSp(oHG&doaO=wJj^u45I2t^_o%V+@6<Z_XVjUv?wMC|Chi8@hO-97No
zWbo!s-0%ZTqHF)RD^R@nwMC3kbKDb(QIrox2lWW9ZBsyMHt}jW)g{#mK}~Dx_dkiF
z*voOegWm8W#JjwWRfdk>e8XYuf`tr2HPT+PA=c^QihBU#D(X1*IqA<VOFHMXN~$%H
zSwz<7mrKgtmdz_xph@>tY~hBuCj;?5!u5agOn$z=K@olNZz>HSZ1d#*{MYQq3^}pt
z;-=UkuB*}Qk%ZqUQ|qRP(wc3T3>g)eTG$omr6g1Aaxum|K*a%T<E~g#H?J~o6MYm=
zX1NYAB(XW<IDTCVx2GjcKkz@9^ZcyZOBlyr#DI=oujOXkqKWQqu63HMze%X4&@jFT
z*kK8jQd=L75RM^%qlwXwdP!JwBulSrgOe=vV59JnX@T#)WfszEOo!TZs}Yh5o0QK+
zqY<uhWgK)O+G$}m)<Iief-3yLw0&m6!C8Ps7&H@m9$xCJfKUq8=RE)ZXp$|dq3p%q
z;j0PU(n-COy?A|V!eXPAL8@eiSa0Vv_<O`wGn~WXxH1WAZf)adJ1;f(l?HB}rg6Y}
zXT+FK)o`|La*25<S5K*>>1izfzL8Rdl!Ezsg`nEvmB&C{phQ*yV5ezpUWi;AU}TP7
z*;#m!XuYg?XlCYN^5LzcKYzN<jWp-(i9+e{Go@ICr{B(T+X3%(iUDL}|3X~2+qa{&
z>Chf>A|%$q#zGl7w!1;XN3H{E@ziUvd$u#sD6=)Ut*HMVpl}D{|GM*!Ed&;|6p2rD
za;?%5ZLXhG+;GZEsj*K^m{|l06<4zAA%o~8nkVb5WEP8K^KeI*v?Sgsp#2OwxoB~+
zc=ssg>93Vv9t7+S9!~igu9;skc4yw<lvP0<1PV*@VL%Cv-Wq=IJ+1;DUk>!oR`J;%
zy1^4(c$7PH@r`Ael4I<j>BQIuP`0V%yslkFI+LkefPOu`#6asVzONtn!}`318}h8y
z@=K{>_y1afj3YOtbT-mS2)#7aTWp78Sw0CgWffPt>L6Al+rS@NDvR=dS0?Kz?)))j
z#=0c`r!FF)a5bifR@HkAHTDhe%PDI?M}~cw;MUoCnsO=rk11%u(TSnC=`ZI?v~mlZ
zVry=dw4RvXBuWus6iw;+Gr*I#l~NI<?kyqa{6&tTTK2(zMn{7P+=y~1(Zb<?0KTD_
z_xv6*p8`cVt0YXQpuO645@9hp^YzK1B=wT4N#~e#zH}Rl0hCHo*fL`Q4$f>Gv3|94
zfs(4+BW>mgV{|wsk<*Z+qD?BMf@epn!+*zWQ?vVH$x1??Jt;?z$)%wS@?OasI7{Om
zk>Wxm6Ki>u*OzIUd#Co<kZ??=MVTP;;L<VzKBnspiLY^aPPxm1_9KDw&v|+u1v)%_
zbocw7B8p^#dm9(jH$z~gbY-6^rRJoc`Pu%KBH2(gp|$F{UiOe^fXV-crQJ>R;rW6e
z5A}~)!m_hTJ{(^y=PZc8=c8TxlZuQr(NxuV#N$bOw0~!sP@htI$O9u7&3N#8{~d}9
zVZlVYie@YK8am(44C?-n9WO#No70@75}9ST`McA`%Ok9jkCS<v4PP;eAox1zjG(qk
z4asA!;q4aD4blR0fzpp6*HEkoV)y0O8_F};l-~8tkJo7yoMBjV+mUTLAJ(NG*Argh
zX?`zlOF_3czs-VhWxd_p<%geUZc0xBRIgTyp5Kw)1JTvibJOD&ANWUNxEVKA+F$ez
z$Oz7rqlqK8F@hnz6WL}@6})rIww(IU^;yv#msIZtR@PL)<8XuH_hp$hW?Wy^zMO18
zw_JDec1!FEK1Z4yy=HW+co)UC$UX3=-h_0|bpdLi7PijvvCuYQC?q)elgw9)K9uEg
zL1nP5WAX0P(hI#V_tS6NyysQM$Drp(LIsPDeT!UdnYR5h{Lm=<mg$4DTSxWSxozm<
zY@Q(}KXvbWAlNbuwjP@#+~#jrVudG<R^$+RuJcoi_P5#_nORKt1@mvMJv~JUA83Ah
zh$Akx)t1l;KVMoAtUo^3O8BBCm5zT^gDZ7<R=LqHaefh0a9i_h^x%WyHt<Lmt!XI8
zZA<J8ph+=`{8JzFXkgJamRU_;(0TVwJ%6+@^Mo*UXG5FR7wccE`(MTF{G}`crE?>5
z3iq7$TI@vUVynnYsp-$)O$VNEo-fECUvTz9!C}#``<E|~xQ6lP*(9>)$Lk{ts*qal
zQGK++<%+Lat!PpqGiiHmT=0GL`ZUtB{mMtT0axd#tR317Rp+KAJb*xK{Lo?#b&h{@
zK&~rX2=lnm@;Tc9m%|r><fc4*H#!2~C|^6F%h`i7Zp!Id&%f66syg$2R-h@)N}V2m
z;aY^l*GmyEvi^7;-d^qp5`MOkb9c{7b{LtXUUg0-@QcWnZhOAk09OFsw-j6YM}2-4
z)S2p_7d}Jqo1>@C-d$=*L|TT)2<%?Z=I?u9e7Ym)bO_vxbq>W%umVj}XRNswJ5=Pg
zd{XoB^m5@M!WdARYfCpqR>O@b-!=yj7f-9)1N!T|7>C@GzWi`W6LKq$g`}J-bB+Fh
zCO=M4_Z{=jB-9oDE}b|UhHuN>GnuM;A~)`R&DZBp-C(zUX&ZgZ-R&=^%6rFZ{T#e(
zlq!8qyMN9U!N~q;fDR3TGX3hDqtip(O@n68LXZjtuX`ZKpJN`{9+O{vo1!ImGo<_8
zpQbXekCCPN_}90~>*&yrni&r&{z|L=vy3>SCu~5pFrBtv{!X$*-)2y=hYG<pyuOWU
zW7LtNd_vHR>X@OX2fDo|gz-DFAAuWgCnaz7W3@a~n<vvS^qKR4-rX}qeRzmnvdVD6
z`mf(Pn#rbTXO;e73gp(2x<rOPcHj?INn<54(|Ie<FJBC6_C!SU*=9@XS`1rHYx2R7
zi6SCUz(mAXW+t`-F?|q5`8iV@^q6|V12##UTx6fWdunW?Qp5SCmTVQB8NF#0>S#<}
z@%@%hr>q@(1^cy1B_)a*+9sE;R%mFb#4ywALi23{%LkUbiyl!@O7PEx0Yp{}Qwx2N
zBS)G%;<G{hQ<BI#<{4poOU1fb9_)(Qx?Ybi4-w@Zh(2)5uTFH$gF$CYjpRr>>3jfH
z>u&&)^9vIW8{Ej~;SVQ1PLUQ^Xs5JYtPt&exU^v4m-|L8WIG<IL$e+i_1t!aTY~M{
zrJJQ;ZiqQJ%Nsan^ocgjDdCPmbVl*FahW+B{KfvMD%iIjH`3gWyMX}{D#;Ijm7q5B
zzKonx*LDA&4urx`e7u&bu$&qM&S#2(y0{?0!`=Nc@6C3&k$%C9rGNyk_FpT^F^X-`
zPSPs=^UFyTuQ~P^!g4IZ;%TIRZuL2TlmskXm~C2kjFG(U%iUjDy`)wrD-f)>(y}L$
zwH-FOa0KyrMHDk43;yml^Donc|0;d>zvXke-M5a8kE`nw_TUgc&J<U&X>tsk$Wtp{
zSGc{Kn)`YM<1Zg9mrrU%W)@GKoUql_vm$7dtKq#lCf3!9$`L=ed1r_aX~3B(cLo9y
z^;e45uFCD#$%sck+Gz~#8jcM{q3jug_u_X%c#Cq69_I&$Rn=Ti;O0*nj)zE@n!|6O
zE$ct3dE8gsh)ryX?1eLAg;~Z9kc&!05862u4~@TemSw1?*ye_h)BM(tk$*Q~kDV+^
zYIArJba%iXD)Xc$%2&nJ@`Ho_FhO)(U>I?%B08VCQ>T*z9fUXJtn)(t!e~{$eeO|}
ze-E=}Y<G2CSF<->Sp1o6^)mNyCOVeN$!*J0LpJ((Zm2mvFxu7Z<|*3ZaAG!Pt?+i=
zJQEQ~Fj^X_?xjuUfz$)~xovwS4Ez3%z36&c45=QnnvS(uL^I_uSl`hjV=vQCnM`vB
zc{Q`-#KrjszL|aJXjN9If)k?@;vBuEXdi&oPY+&$y@CV%5PA!q{c16$^06E0)3op_
zm~+gVuO=Ur<YgIi6ufXgBO+1AOkS!!wD`&OXSXKIL#9Z&Y_4r$(krs}16|NXHojFQ
z<|&-jXkW{!gTBFF@plcw=1>IbqEo38O0{FkR}JSgJe``?vI#V5Yr)qnlYfy-qLy1D
z9QW||j=uJuXf5_<9VbwkA9sA*fDG^K0iDLgnSoL@(BQBfKg9ScP?|Clj-uJPaU>rW
z&Zxdk*KCCA;ti1aTC~ay{dd;zf65zk;SbIQQno2weCBEKj~Eg3z1V;S8N*svDb~;g
zfBkofJzhpapP_;@n%^yXm^wxJz@8Kb0%v8kS7gFwE=6-$F%W~EXT4n<vxcl!zo?I&
zLB3+|-N33^9sG&uXrPNAcl)tSb>W^2V@>439?cU{-=T7R>Wj*XH+BQKXe7`Nz0p?Z
z?iKvq@5mD;<Zoz8OSyZ74mVZGmZ0yA4fbgLMs5o=e?)vc2SdECK{nR}>X8pT;zk0w
zmkb6y9iP;#3aW<cdIuYmK8S~d!(^Vd&G7KVtRy=1)o}gcbB)%SpeCo#o&m`+8fTF^
zxQ9@Bzm9QoWTOl4j*iT{Vrk)OdoEM5mYBc)=r(tKLp+hX_cZt#rq3!jskEsUXa(x>
z<tT;*ubYnzBo^<UEL#t}7-oB44T1$-za5WQXlR5V5e*Y3NAKGKj?cE8e}Tg(4h`O%
zW5$&2aDqnfC~T=jGN~J<_{*P!9^`%0E!n0K-oBG*Z=LI4vG#5+{O<I=W&o1BD)PXO
zdzZLuhYQOJ2NP|a*nYaQRKS{eg}!L`FL_1=<)@0$wxd$Ko^Ym6@6i6RoWfDpqM=pp
z!Q=&*PaUDagJ5zyL%&H`Mo*H+b1=1(hE+qtqHH<Q=|}<I1rQ4@4WLGe`jjJ|;vHy=
z3+GYUxl4U)mtqP2l1*z!q6#3u07`y_d78J*>r5@!nPxs&Q8V_t^Sh4cdxCo%)P6W~
zBi4LUJAWiKz6cz}d0#L@f<ye@*qI!n)0E(lmb~F?h1_MmQKC5n;F$x&4KzoM6YZHi
zXoFrKX4%0c-i|t?YA2Ae9gFYTE@Kw&U}MYeVPunt&)zXBl<XuJ>?EgXEiWmWVk+wa
zY^Eg?Og&YYOHiFxX{XwQ7cs+2e_R`5Q;&=jH?yf1z)uYcfGZgMc6K%5+`#Ndb<-Dp
zwNobEFeias<N6$A1HLaGU*?>f$YidRg~%`GSh1~^dw^H`N=as>mFgxpP{us$@Pa?e
zbA|nGtl5^U;7Nc-*V;ydblI*XT~hn>LFKG!If5rh_kCa&J=3qk->JVQvkD{v2~1u0
zcOk`m`BoJL@#5w$ls09Vz_yp(tG$k&y~8@@;$*VC|H@-@X)k7?bPTK!gx#wT542S~
zU9E+}|2z^~ZoSQTHy+xiX9^$vuB0~m2&bv>Yi@ajjQOBu+S(l-luUk#_u$-~E!}79
z>$+xb>u-#yKv5Ynn}prWNA=ScdLga{G}^-;@_PV;EYqB7V<^-&fU@dk3Wbo!Jo}cI
zIIdrT!0lZKt2*u&Sz}f6a)?~?*@#?1s=*H=HIHMG(@x7hlQr=+mBhBIyaBkB$_IEH
zsjtGc@C_6GUNRTX#DKZ6Kqge?9CtunYwxB{LMGzwV=48|sLW=Nc$LMRuby?mu%jbB
zm5z4D5IlODV}GG7Zo?wpowBG98cCgQu_?G_X@OQ#tme%t6j_VRec{yIhz4+Nj*mX?
zRHJN<4`=C1$&QArJ|2&McDr?zN6R<i%rrQ1@A0ark@21ss{>Ue^=(o7$)vBR2VAT`
zzuUB0+sL5QmY0}q8yCLtLH$99G?XdE+o9DCW=z%`BsVH|4R6a^W6W{1ziqS@Dj^?m
zt`i@S9RsZVCwdvl8l;$3t6=RO66&YBS%e3U<O~z@tQh-Um4p{Tv%KsRyyfsDv-Dp&
zSFaVtkBpAOa_eV17#4KPOJ62OR)h`Xf=;qYSdf}<!hLCN{f;<v+g1xr{b}!*GW~N6
zdy62{gteKk7f!Pri`0^5er%}=Ql>`PW+L@U`9HOpmhQB4J)<iT3~i#u+DN-JShndI
z8Br^7$UT|#bXrT4rC;skW_UN+J)yr(d1?TmSzz_YqpspczI7y8C9C&<lDE8C#Aou{
za<E;hlXkr^RTmwjiYIm5JQ7=JkE@4z_V`4kz>R;5vv65|19V+ag#quXemZE;F)v(=
zaZ@usGZlb|A3st`>^ceSUX;O|rkFy#N~P)+olnBi2~^$=Hmv%4kDhGZu7&5T7qL`Q
z=-iyVT&p9wud8+C;!ia_)u*D&_B`D4DEswLgkzY+B&rwB;~mih3EJb)I>+!;TGrMU
zMFXyaQ==P(dGK6EM3mn2cCA5uYxpo%>(M`otS$YOB>vv2P%6r2kgcJOQOohyB&xkg
zb-1*=(s7P~Bfd>be1e5VbFc$-hI4{#9fD`|_&ZWb=hMh?!wbmQ?K^#XCk0m~EMGO-
zqTNKOt;QF5AEKXKV4C3puqu#)panldE~pFtMbVV$kJ_@sPfD-j<c-JHlUhw4%oFac
zNM`YPp#_mpChuT9giKcM@AOnl75v9<A0G0k4BAXhJLI=duQw-?5e_vABz~{MaQJ7f
zYy)jLR7gTcm8PQkogF-e-oLJNjpbh5@97Y;rh0chmkNinSX09AJYv7GP2ifCZW!q=
zzW%fV#@H{9qSjFSY09JzM{(pLzsvA8H28vjigs(t9LPAk#EycE3)Y#)ty?a`?H$%y
zBY+?yy}-wTH2aYB{)W}#1i3uDK8FH#b|v|f!8mW=)MNn*RH&N}g4!Q1;)pz3#Wm>1
z4H1ebmjfB(yw9WGD5(;-&9;y)(qm3?-QwcT^iDe`!5b$%4*UAD*x4qvd$%8ehUJ)|
z=?7w>FVs3CPpNYlF3zi<2rPllFk!rT3`i}QdgCzdcudu*b3N~o?EdCoV^1Q#RsBn*
zhp&Qrbq?AAk@4WB_o%`^skk*dyA<sp*J`7P!PmK2H}bAj;c^2qQ>$^9WhlHf0l$(m
z<w)JEubFL;=@;RSOGuyKlO=)k4Yabxv$wb!>M@47hBrvD4yLXklSKv>+BB%L@P4MR
zqOpTDLJc(Q+mB~6CLnZ=qXQno+ic-lozed6y9>tOZ)Sq=pYuQV%ErGFw!P$CH^NyF
z6>BD##z4I<788c;F!Ifu-BQjitaf>?eyxrc3|WBgi67~LX{9(^`9tbjqjX2VOX6sO
zTgVCib}%42A+WaR4l=W}hO#+NVt(Nbf+_&7ih&e(g%UibDuTC-x8(O?Tko$^a!YGg
zwzacDUzN7RJ}{+F41o^#<4SYX4?Fs_3tpZ6<T;7&6`?hLHCrA`JoY_&PP$n(h@&VG
zDj5c3cp)<9Bm1)IT2R(EOm)C#HiOXKoJas0gZ1t1Z-Of{AE?O|z-Y<|@Up*_DKp;A
z+h6c6%J23fo_SS4&6^CurH6g8U5F`PrO%6JW7Hr0)Q8AGd+ehQ30qHEolkR|)H%&x
z`|kE5e<M}$<qM&-iyvc768`p<{35nQSxz$b8RPTXy)2ylxym8kUebw!(zY&!s_<B(
zvbNP*kkDm3d>(`<2C-fQ#*l;`d<$w)&KB6eENe%4P(wj4w^{#|jd_g^wyRDVJ(|NS
z&~e%G*Us>r-3fS5`N0v`DXmrf*-+MmL$86GfULs5QP_PV%f#bLlBd&ZBel~AWjaB7
zm23PeY=lvt$?+uZo0X5`n$*0RxWvYY63D}e!*8mAbe7#i-B;=WG@#2smwnEii;>Mj
z1y4)qHMWNdJ@1qWrt06oZ=-^Vzu`?sfr$exmBq9#wWjFJ&f%?)n8bk&?4}p{$wVUC
ziT!{+^5qe@SIsoBDV1CYv@Ux`hunasHJ{u~)Ofjq71sc4PZR7vibzLG+L4a;3G&e=
z;%AlM0b`bFGi1UXBgf~8vnY4_M3y8=2RzAeX)Da}!Srv!k_?i{wdN^WK7m?7H+>)5
zb$Tgl=aIIMPuuKoLqV3sS4tGy*P@XfH2Q{w=>{8Yd4bbmE;6ZAucn37c=cx><`Qb8
zJMRK{KS9TFr?NDo5n1h88W^uwv#RvH3Vl4XNisTEY*Re5sCeyT%3;pGN9%dvd#K=*
zc3J3#&Izg$sdIhU-DSvugnjqbnzlGT>N5iO+0xM|evzt_^zFSSxM*kX(|4#X?Dezv
zB1vIh{?tW^mYk>@7s(;m<2HB|_f8est7}_b?tyjyBLQ+=n#GW(h!_n0TKxF#vhxVr
zd$TCg{+!s~NMz)>L?1?ihX32~)2heFZ6U{vEJFKu746f9%U~!cXsK?8B~I-Vb^JT#
zKx|Ot)oIt9$KVF<jum<6_lTkO*IQd1A=BF-yFbK|2tsMzD{^;9kx1Dha<9_f^s0KX
zVO*vKN{7RFNXOUGH{FPG1aYJ>DxY8Y#^)dVt$4l30KjX)3%)PX#84EzYQ;-!X6I`#
z!W(JzN62?~U}1T>_)w0-lL;KA0c<5?VqSh!Gybc%E?BD`r@hFso?`E#Pb7uh-5r7u
zhQ>a>r`8WhF)3w&aoWcroeha9jj5J#qoiCMPSVAo?JUY3Uw%aH9K7H6YfBTz=9nNE
zfY-|i?Q5%VNVBS*6lAX2jJ%h>93JW_y)G!v6hlsZ8he#|A$TN6(jv<|mojib2_M&)
zZc`z8HQ62V*lR%03RGK%XsD+Aj)lL*;FQ}(6_^oiI@dIgx6{EE4*#<-e|(oyv|F1O
z{Thdg`GJ!+tON<^r?qHBZ!G-A2ZukaqzPmW#MplwK(QzqkuzDoAu33289#$6K|6nh
z&tf=2X%JFlL}}%A6H^+V1HdK<D8)QV*RZ=xY_7KZCe+qeqn-A(a||ShQG+S;*zD~m
zyv99yeMSoIq@SmqBnJxss7|PsSb&vY5)RJbT0pCT36pzzv0Zsx1byz(!=Fmp!_<|Y
zJ?OkXDj;FgLK|NN=i*9f`LeQTqa$4U?z3&V-rd>a4<-&Nvy2JcY$z)vT<th4m58g+
zjo=Wsgg))0DsHE&6zSdr4EXE1OGTbR!ezLA%(bzaQNqz;W*#l>hYw`8+F%<4Io9qK
zR?qqcTjfOztTz(SnwutT@w?%Aj>OH_q_yiu#mG~iXp&X>8`SKfH}4EdzQNZtQ94{j
zdYw?KM0EOvaN+!C#G9X9OTY~}^VlKz))Ci6GVnd?hVXU(z?&`cy6Bn0sqcEqp!EJk
zn>&x~+T!i6U;#ujJuJ%?BlF2*J)1STz&GbiG_3_$pk3idD)RD)1l|Ky1a$NpIPIXG
zJ9k*%-xuKVi??sV$E1e12ZT?V@D>znxL7v*4NoUv*-%>D@nE-gGH!}SEm^y@19FVb
z06h8~#%FV9%i0f(A$))IB;tqR`N)>xa^$}Jblv#sa(~RG#NerC>E#{UBp=G%2Td=A
z-EbcK;!S(P`Fl{Dd#>dc)SpHCH|y7rc498E)n`2O*O}-np<6Lq<1}whQZ0)jh{?P4
zZF%Lvk^Pj9HKp>BnPA53|7^$mzu!Uezwewo3z3{6Q;%kI)EkB};h6D_%@yc|<K4(2
zHH2FBp4dDiUeV=Il(^BrjYfjuZ&!PVAmR155+CTb1hk&fCBiai_xx#QP`vO1XW;|B
zO?8xJjgacndbs!{ymHY1>N&{B^l8hAck@xvFIkMBL8<eqr&GSdOkw`d`^~doq4x#3
zd06#Q;^7G5AIXxVY%7+QQ6Fn#D){)d1~f|S9|$64&Ua6ct9l8)(E|z(r@5}g5WRt6
z-`E{NJ7PkB(wuI4IVn&hi2ua-_f~u7D+JE>(p_icMPvERAyJnuQdvg1<Ia}|j_~?+
z<GoAe)|%RHQrWL?-z%5Lh5z+^i%7n^JAR&voA3-3!b;umBgDwsIOi@|!9FFD{NzQ=
zYZ3xw^xxuNpEp3mSANq@Mx*l0yqJjf+MqPxn*A*a84iu1+j$ixl4&s7SGFwf{9qh~
z2WwF))q9fKbo0hQWE%}1$&RIt5dIxHU#-7wgAZtdh1={m0T#L<;ww$y<ELkxSf^_h
zOdNMciScJ>9sWIF&kD6z*|+X<$wi!3E_QiWd|knvQeA$D<uOu87%0~dcqx|R-{#u|
z(mWw6x+!dli=*wkFn$y}@@Ry^o#)MIptlZ<SIL60{{))m0UrWycwUPWD0r^Y)ZwG|
ztYD|7lWvWJxHQ7Sd@kyM*0E^hIRi&`i+O!x(0NqE9QG~hvB>ZpOn<9Qy$D&<XAG`}
z{cU3{ng7-hW=#PFnB<R)I(zu3tgpjE%Fl+`br0=wNd=n+oX;z(3=u|^UyghKi8UL3
z!((a_&ktnjVg3CdjvID{NWMu`jQG$7uO-!yB5CnWL%5r;7wN0d%fQr!xF~M5ntu7_
z=)Y`ct{T4NX{>7o(7CrfrGn4LH)ZKf2HkYsm-+UD7G;hFz0p&jqko~U1>B3<8NEI?
z_YCh+1FaI2{uxue8>n2~Jt#jNY@7vW5b#wvhW&k5(<+^BxhejKQwU=a1*(JmC4O-y
z%a&=K)R@^$?0}qJ&qY@CT}X^C{A6DOMiVEz(JB+sJ`Jl=8%Bni^r2?K!)WoYF8X^w
z;)2+<FIitC6UO^g{V`lD&n`tKLjxC0!_E|{Yb#GonnB<HR?WG}zfwZ#Wa}bf?;3u5
z!fV5*_^R7=h4~)cnH(E3iSDisQsBz=^DmOTbV}ZKRcRf^Mb(W3$Tc>9+I#i_+uZ{A
zB$iF`bi&P%EGvp^e{_BMMbF5dmdO|>l+C@n%8!9NqZwgdWBX%Q<nu+zY6>S*VVo^(
z7gzN^_-`8jSAW7)E`C?H$BD^~8!L+O`<?J$FiP58AkB|*Y?I?j8nf$p1zK*x51A0E
zc&c?l>)zfx@SGMy-?V`DU+>5HSA_Z-GNpDs<@F#frFMt{;0!sQRy-|eZp5J*W(rs!
z_w79%<L&I-2RA6WmMjgI2q_7C{z@D^^RZQx6SMi#bG*>6f(MJA#0Cqz?n;hbU$)OI
zT+iw882vJOOhXhPaTdu5N}Xt<$hYFD>2{#qranz)OM}h0l^MMo`+M|3ui_82nM0C4
zn(B(UduVk5tKiKzS$r{1OhA&dJJ&WnD8ZW?ity=8P8P6_!qYWF4YGGcwUO25=l(AK
zR`S~*Tdax}CPRVDGeKa{jtvw!@MVKWpAMo!qgd*`<oJ@C0)TrFU9*B?M}@XII?aYm
zH4)Qf<rFjvskiQ<Zak{~aG$JSXur#9n3bVr?f`JQ>?D!`2jsG6T-<0oxu6nsJ@@tf
zsgEtbuPc1f#T2ca<7lc(js!MPddHVa2n+Ns6ux!u*LhnM^2$h^yxkmyp9wbD)D)*p
zi&wNqJK0372b2rfeR?eifkasPn-%_KP@9n*!^MS=bPxE3_<v&W%>$u)`#s>1q6jVa
zZ4zZm60#d5d-g2ZrXt&fB-!0cQIj>HkX?u&A-j<*ZT2-p_GPk+buh+zseUcLr{D9O
z_nhZB=Q-zn|6s2Bo@?&=TEENZyIf7<=78TdpyFxTWEH6teFKb}E$t=^3g`lRgadNC
zr%%B75(Zi77jjC`uyLZ=AP0BtiGIU$+xvT0%$7{X#hPx#oJf!#_u#$7o+?y@?5v<g
z!?I8|PB!*0=1%WB#7sqLKjf`4mwp<*V}5|&OVICX6V*sjSIi<6A9-+#JjcYEXuT*`
zSxM-Ony^!6*>;_jC;aVSGj*I@qGmH!@0iXR+E+bncS<trfez(E;3E*-GT3f1)H!8)
z(E8me|4{_ydW>*DLB+Pirqq{C4Uajhi5G%Z6w~!8n65^`!8x<{u34O)%k2%6qWWCO
z;}pBr?j8zND>n6z>QZSw@*5F@yaCn~>sC=8ig{&Ln-(y*0jlo)$-Q>@jwdF{PJ|4V
zf~MYS^<^S>DV1r&3hL6MKfLB8f`FYn-c0F)_!X^qLR83`hpVTrtTK<4g5`DtWQDlk
zU_XB}GE+OfSFMxz!QQpbra*6|G{RMh6JdcR&{9NEzsnRVE!j`7$%)}T&Gwdn;5w@K
z$Z@v>ifeYRq8@fGLQjUHLc~9j3MWCg<&xbMRhxHt$>@$hTTQ!owZqM*<%nx9<MVc*
zC|lE;n4UtuL^|o`1eFxyzVdKwi4WZi6vwcQsqON6-5uBFrHH{nk74jG@d+^<3a!Xw
zlSx*$?hD&%w57(y-yn(H&5nhKD+&fIrDPt~NJn&4cyiE_z3e9nHVZEfJlA01Jy3AV
zDi0oP(d<o@=I$%Cui>0qoh3rMv2==${AR+SL_m&{e3#G*N72W`@zu`JrrSpx#oQO)
zQ2RV4W9F#6CZ<D4{e*aAZYI<{`nqAieo~{6EU7Rl*PTff&n;-bXZ30Mt;<8DPZeKs
zE|S&T_3v+$Ww4a%PuQgt%<^LQuw<_MTwxxe!qo@DOs|WlR_d9CDAP&t=Grg!-q9Ok
z3NWCM&`V`q*g-)0B-vl>BiI;3b?`dOE12$$SfnR&MBeP*JO5DVSx|fsrFLhDu>av<
zZT$6;R7IJ0z;0!>2$zDlmW6&6X6{#>v#`I8KQ+7q(;YzG^P*gMPzX`IJbx(J+D=VW
zOXdBz)CjQGr?Btg@7N>7cBg7uuNh{S%I>U{>?bPzcwfE6v-?dtMdy+oZ<HDBvYWF}
z%_|jV=o_Q?ur7ZLduFUc8V!5bx+sKD&Og!P^SnB^i({d)<gxakQ=qG9Q=xgUN2`C`
zXZ%{1s}js**@E%;^H#WK(GG|1`9gonYQ%2SexDo}9o~;+Zd==SiJq(xC%>m{33s}%
zV#m-)zb6^C5UrRnUEh%&Z%%#wCYG0o$JfEwbLY5|tKun2HqtU{j#5VLy?CLj-n-L;
zC=$Z=p3$VX0~5=6{_J+LJ{ODIO0e@2ob;_k(aRUw93rXNUvG4;bw-jNqcT6dv2)v|
zx&2;Yc<Ejvu-JsPZ?4Ij+%xMnZ`#f?(knp3#-m=ec#Ego?s>Sl?#xLtFO693?4T#R
zo9k|Q1}_v|*dcV^_T}4g0xG(#a=)G7aR$_*CxyHRDVPm5P|XvGbaEvG#lbgA)>sh+
zYv!JmwXxD(AJ(2;WlcWeNA}^XUd#}UJura)wRfkO>Jt2gv8GTMuQ0o1z=nNY`dq@R
z(p1LgcTNQgYTK=%c)Ma|GZJZy)aK-4Q;aoiE@$Uytdz(<T*^)(s0=<Rl{nSD>z(63
zqswX+1jf3w{+8IZW3`M%t<Y{um@mWQWTIp<5#hEREYD57KTa6xECZAxq|2AXHvV9l
z#}c!5C+`(XNs_AtupW}w-HmkG3kXF=L}upauXs$Fzhv2N!=R$ume_IR(DTwD*?l>k
zdeY65;RO9x&%Cu?IJhBu4@Mo7JhoFe&J}0MTJ*AsN-@>E{CYJD<MHZ~L|Gp@2VZu3
z66>STK=DA0i)!<{&;y%hs+Q<i^86js4LO-lRT%Q|ydSy)xZ7f2<GwqZ+@sb);umCJ
zT%Ugy+*{Hp*o^}Y6C7<s@pPfcTNm`RPDoi!`QR@8dnQ46(<P?i18IA)y<Cs}6l5cg
z0n{5lmvaQ8EEb!2ZS(+zalpxyv4TYe<zx>##$}&VWyHp%cXW@kQj`6T7h<Sh)v$Vf
zuxG@HX>JU*7JI?{r8R?FtjZsMYV^K&tauS;5vv5Vp7cBvaMxaFaosh5tJ~1&t}H`}
z`_n_LkDtB~2;!;eELG<tZvwufw>>p)-jJQ|d&P1j91HVRF2{YcLcxQ?2_4EE4{whr
z_Mv)YwNV)J52+?%bFa8~y;N0)Ir1zl2b*qN@Xpm`9Zj+U{N}JvYo=wun+BL?U19P$
z)Y|13-=sY;EHV<7-CcXryxCg{-ra9-5nCR`wjZkwechE}y36q6_8JzEg}rU!La-|)
zMb!|Ued+TlI;QA@$%#}lWH<UtD`eD*+6rphQjm+TdP&-{hLHe-?<smY&A18ENA;ew
zdKMlsHg6<@HJK<7-fqXre$!p(Ry3D_Xo*bdpt&49*?V{YmnO)&C(V_1->W-0scUON
z)<TpLiPpOJhPjRjP~=Ws1$KGN9QIYu$6<4%sYg!VXnsA;oZ{}_x+X>2=NEpfa>u+3
zYw5|V3I2m_flKSJ+?#!3MoW&@N%3}JOq(k?C)T)mdRfN?r8Rhw@5H-W6zFG<2+dB%
zbWSluF)<6EnxH|Ai57by7nFxwxueTSG7;OjMHOpWWJR9XiahV`6%bwEUOIxZ-Mw3{
z<$oko+0GC3^baTNfDl4%B#TG8{tMEEX<lBq0aylGL3qQCt1@jFi4+bOy)0XU%R{8~
zC%{F$oTmKmBTxQeB*l{*bt+<Od}PHu*PcYanQ+hKOQgt<n{5AG=7fL0do%}Tn{<hp
z$2^DU(*I{>|9?k*ynnx$`|lXHomzZNlBw6JQsez2%nW905!A-W!nn0tr(7M<+*}gg
z`pKMki7~-kaHH9HU}QL5%5QWv!9M?ggoyli499=?9TGl**KlaNI;mL&_WC>W2i=`s
zvHIn8IPDgVq^0MQWql3UUfU<%wG?O|#Z0?)AdvM-urbGSRJa(mW9CAo6icpTyF9IX
zzGnXYnIS<Z0g<Sh62x0SIRepcPGw^U8)<`8n_w=#^JC~Va0|vNS8C?9If~OL%P_-4
zWgKAfqA|1BK^4L~$3dDL8Q=8;;9Q~U4%K=Zp@mGw)#4iV@K|Ls<VS==jt%VeJ_Mk2
z#i(BWv*%duuCf6)FezEj=Gkt_v7lyYXQczXTVnVU$;GSzfoxy_nP^0nZIk`}bo0cw
zuaxNZO?OnI`9)QY7^B4==!m!|+wmptXkY=71CyBbeKgFhB}Sc(?3demx=K}|8cK)Q
zVAfIh(MP$ye0gy!s8v^iI!07Y33k-B;SfEnBn3Qh+qc{Ne950!lJ7^|KEN0jN5v-x
z+U63^h41tqwA&|VGEv>sy!~+L-a4ii(p{n67w0$&hj8!gt`!DHiNj{S^~pgXAeaG{
zO_+%C*6>A;n6z&qCJqm*Omy8+o71SppK4R1d8V{IPNNBa`wG9!k)kZ?;)O@Vye5`L
zK5`tAU~WO#NSgubcW%N0WgU_T*>A<}MTp$FG=J;74a342Xgl$OnBc)zsKNl1*%Fcg
z4oN|z%O)sm%ub&THnbwUF7GwwC+BjV!mhpPJVfO_`A^w3dz(mUo3M}Kc&8u`SH5ey
zQ=3=>Z>(&K-B8?wm7;)4;U?_$IzSuEyFd_07bg|-oJB-D)`p?NSe_cBArJ*F#ktO=
z|E8Xsf01<NuRyN<%Kg3Z1-DO10kmMxZbQ1DFgO(wWUmk<X8ArVw*=8qAU0{k1?)%p
zQ*+kZAxA)jdvqko;d0w2&rfg&+5rZ6;ld^iDYywsqFO)S+N-n2AEy@N*%jyBR%cRo
zcZjJV|325wU}K7){r3eaNsPjG6)3%p5sNiOyYY)jg2&`i#H`DaBu3u5i1Ae9$_NO4
zpx$4Tu+S>JJ}-bM$n-#u7gz^%-2>Q64W5^{c#lLxBL*+JN02;~KxDBJyyt9r_5Zah
z4nC(qmm;KcnZf40JEXlj$+WS`kTy8Wfiejw+)-GQC+7H4)wt?uh^4ybp(`a*xAQ_h
zCFb38<q5H}%gZMySgbT#PfUlX*nh%cmU?4dqjt@p6V@(6b&;2^rVH{gX}An5G?^S1
zd>I^g$7N*(JBtVLo=9MT-?Is8(#TyWLUqqct@E^2UUf<=xs;?PJRNZnIKyG<iMGF9
zw9Ye0%MF7$gs&rN5DTq167c=Rr~G=M@mi{7mL)|T_=SETac#olqme7X%n%I!^{U6>
zWMim%!#{c<?KQ7D+Xi>UGIR$TPwUzsA%<0cDMyF7r1Xm_qh4;p@`->P$Q}LKLBy|D
z1?B#aIq@-~7IYg4L-5r}KrEn8LMsQN<{Z5IkIsTYxaQS3b*lPH2YEJO*<Zi0&r3L4
zP@y_rQfwqg_8=Z1jVLG&NPV<O`$^=!)FiN@hjN;my&S}F3_WUjNPM4t62X^qxJSrw
zp6kedv*(<Fjfi0*(_<rc#tz*ppV43@u%K}XOWy`Y_^1BpEC^la{Y^t#er|QkM%oDb
z#7a<0%pCN~G=~0qH7$H#Tm|?wcliUu7a@@3X$}nxlf<B(%XS`=|CUqwabZ@~3TD-H
z3(Sx)%l!$uwa-vpmd4@COV=`m8eYpU!0}1e4sZKX#?P#6XAinbBWxiM5>mSuduk*~
zgr9dV>(#7LIt#yG_l2S$>uB4w<ZP;<PmuLT5WaB)xynjFze3DK_bhC}gtGuO>+0>=
zgw4}}+0GFr274<4V#w{9y8#K40u|s+=WZ-Z7L)esPqQ>Af}~QM&QPg9EllhH9BE==
z67+^y@@V4PeuaIy4JzZnYACm#v_|jI0yUilc|~r+)Ed~^eXk)GIuNr-Dvz0nOWNxb
zI@{w~KxIJF<n;fqR&G<PH*xybUp<eOtKJ|L(AIE71hs}l(j~yj-|K0gS5lY$HS^jV
zY&&B8N#zlI0x`4*x%3fw?2|6B7Ptw!)>RuX3Rw9vj#QSrkVuy!%LEvfb;KsjVyGyK
z@+CBX*bcEYBk1`rg{H_g8~7*H)Es%ASq+6naU8SLRv(M54U@PNt2W>Jo-#)ug|R#C
zzVcE-yJ7evYoDjm9n{FZc3sh@`q{$f**`fO<zNm}_`fT@Yo++%wufe994l0-CWIN@
ziKc~dc3cU5ohf6y^vO$a<w>r(Zf8D9Un5-GnWJ<j>U6M=xgUKd-!&t{-E2wv;bzzn
zZ#kdb549X|FHgihkMQfrO*C$JG7%N!Qn`9jGy7GN*hob$8nItoN$3C$ZK8O_gfIEV
z?Vl4Lip3XCYdsMe8Bc?`Nc0Pxkj{SL;84u9{_1cj;S3<&@%x|wioBe5iQsg~$O9wr
zH2YOm$?gI&UgF^^P*XW}<z)(Kza(P3AG!XiO}2nE)H0gB!srK*{p^Z^FU$&W%-Mo)
z;YPaEm1q({tVsw_T;O51QJY8!xVsG{asAyU%$pT4DC$r083jv&M)aNbj1Z>@<ZMf}
z37d;CUAc+8tZe_dK2-M6PR10ctbGFY4{psp6%4>f>7Bb7Q62Jt3~bu!m-i4;Dd6`L
zfP4Bg5%Hm<wOpnJIB%Tp7-A)ZyazFO9&Acku%jz8eyy_J?h(2%1zQd!7>htnfcwrq
z{i$+REwP@o#0h@q=_i*$V%&{fs6(tzZB+(rbE|eK9s<P*m4}<K{zN*v(E3U%G}c;g
zSN+?XjwXU8*Q^tt{A*N$H}}H3y^fF<dJ*E6TvdVrS@fSVK#u^!lb_#&4N!cYt^^Ng
z*8j|W+xk6~sDwTf81#LbGTQ1;LW_ntGO|Xp185|eh{C&9pH?0$fRRP?0>ewoNy+gF
z>4+CHtsxJ-#5U>KpiQ*Fs*pd_;gp>#bg|%oN8BDQ(FWy1cnLPkpimF~N&y63qK%Sr
z9KOcjs>q!qqQG7iT{E6=Sa^L^<<StdI?S{|%t>Uwvg4>NdDMceHkg5nK%#iy5zh-&
zmIyTPcFINhAAIGl*~9l{<$nH>oTWwEvd6kk-Y`wfbhq0ZqF@-lUPB}V)9=T{+FANG
z_22@jLuTF5yr~blK9%mjp}wGJBc#9py$~N*9mB44z<XI|i3{L6Op5{o;_u(3H15i)
zvD<|Cbd;VF#SwHUG*|8vmYqG-Ya|rHnq7}Ug)*OidXmG<fNtL=tiIp~C4Obiur`<I
zr9zrW-1(n+<!_pou+m{zfu|^RpjZ)z8|KQ=S<FW6{WSU1xp7c|qcK*r&u)4C_0>kd
zh}m<MU=fBJZo)_<38O{@=PANL<ISR14d7snzRrTcMHBE)4=ZN?Jgp&c!#kIBOK>{A
z5HE2PJK_OS<>r1B@$(hC>6i&X^yZF*x+HP-)G|<h{d(GjjG=H1a+Q66R8nug8;+la
zuP0a9KiA4HiBzuh387mZ!A8O@{Yf6eqxvl>0>{e^th2)x-arEK^_0YU<lFS*XaVZy
zba`O4%0|zpd<LZB5b>!e-{{HfCzk>BxKBF!?J3$y>={R2fBRYJw;yCqq(tucK-s-T
zk2F?wzy88Nj{a)m-@Yj1ER)r@rl@@T!P!Nfp=_p0HU<8czLTDwMk0et<aN*dB=_$&
zGUr`;vBo-5jsQI_KrHp?GT7(kr5*mzK{O)&EDe=oh*_eq66SZ@!(+73n=t%vI#87i
zNe0n_O{?2#37y5c!wfoIOUWT)=*GHTfU;^Pfq&}N;Cz#NTf4{@<l;)M0(nswnRSV$
z(1<&_=l3(zq54qHH@YE{X~BDdc#TNF+t%7OlCJbk`5u5?=cYgjgA6LK5a2ikeAd7o
z#E4-FwrLKXGMKQsU4_v3Fm#Ap{YkCRAt4&}K_z;<X8^fT@&hNE907+?=$`-e%^W+N
zEqGZvlGnh?Q1|c>#M@iNM~h-NKKDovZ(QDl;Xt<pDk;^IQlQtYO{C)7c?=m+MPpD!
zp+Hy3_F&;AjOd?(#ceGK<eqM@m_DL_@(0NFKM<EbfPE1MVt(=rfH*qbD7>O%3>@ai
z4GK^R^k#L3UG>ze#3wplf++phA0)J%_z6PQ(%n4$YOAeKwJbEgY|>Z7GAxF@o48w;
zpaM-Un;-@`Heu->P;PiJ-@|^#uwO5?xQiPp;Sy$`riBm#tCr^+CLu1RkoNXVRz`~#
z`#iU;>R07)R$yl=ZnaZd*5ID5*Hb!Ax9`1n-({#A1=W=ol*cC*>uABYqhY<^VfUe#
zqK(C^$A)|<p_nE<q~OKKz(DK*{x~0<)+bti6g!27Y>ApM2dG*Fv0_SE6Z@keevc4?
z*ss8*Sd+hnq_kijGme>`YdI5g<Kaz3PQiQQeP~=c7paonW;O<fg9bTQPp(@PeChhU
zNw3*7dmEM&R{gDWpgRL=K2b%`ew86xa_X;Fp<jpPBT*CnW02?qpY2?~T;4f5WG51z
z=*0>f8_xGZSUkViXw&y9b0t?x_x85(nK?RwS~i`}tJSV#+M6IH@{e?J6q=-@FBpqW
z5LlQ#TcR+Ih?|!B8-Wbw<NOJ`x?e0|ZRNieU(wTR)!Ct`uJQ2mn*z=G5oeI*MTx!V
zE*^)7B!!nfk;8pxQlGzb#g`AkK1(XBU`jcLDU~BvPdFQ%N@~7!@WwnIy>PF$;5i}F
zSv2U=dAeD^ojeCwrY+7+@es<6U1ords!mp=pX@(l5Ot@!Q@n|>SE1|03lu{Ji^v;h
zYuy<aQww_h0X%IS5BH_F?9w1gy}jeXiQsD@VV2_6L=hgdDgFs9#O%`txs3H*Vs`Gi
zHKmO=4uqY;I1bbn7-=L<31zzbcIiBDI9^}AZX}KuBOe@+nPDd4Osmxo&nd?T1~*$S
ziAm<1u0Fo<K}met$gDj_Xz@C_M{<{8)U|%*&@*TEp(?rBmb_$SM(?&7ayO{X(YWYo
zWV`d$?0+v5<8>~s=v|{SDy6mjLMkC(itlL3e9p;LgEBZqKk(w&#%Zmya9s`6;vSIH
ztFZAJpjJP?IWBUsf<O%H3KKLhV@5)}EzCMROHx54)UO&A{&I8#a}He{7H6{wb4Hba
zFWQpdnpNVM_$8c_w(R8qZWyeh$Vu_Bep)~|;Ok41V!s4W8*(&n!qDh8+=h~);h`pC
zkYNIHOCXVHZPjZgJJYDfGGTX=N5oX)z{pcZ@(IEFbK3U~<Hcf<-|f`S>+>-80qMkj
zgbr-KmX=7XU8_jqWwlv<wFx_w^Nea#)?gFH6)d_j2<VlOAs;L)rQ(M}S>$W?@w9~X
zj;=1Q;rJ+MR%hEwQj%}vQ2{<gJ8x^+&m9pXyE}v=ECp_C!X`~#VDZ!N^^{dZqr1>>
z4}4`4mS*3xB?dq<p`!}>e}?7^CGLQI#EIx<c#dMLf$*OY{q$tLfV#|60`qW=1~Cg!
zhnN=__zJ)&s&2x<<kB~;B1g}Weq!hfa4vU2l1ePy+A4Bmr%|u?-(lO}Ns_oEf07&+
z^=n3QcqWpH1bCBkmm($6tDZEG8=FP6^L%uc2jp830nFmBG^L1ciZ>)oWk88A$e8qc
znr_35q4Q5S=%eu$QK~q3LD2V*1c1Amt{Nf(5hK)0!zKv~fa=!+i7yARP~mSZ)EQYP
z@T3mwqQud_K(Q0BEM~yFek{K~%J3S#6vAzCs-dM#*eXr^BB`*)h$$De!V!_alo5Su
zu%w-+0K^?r0B<9z1wsR$k-hL?qe{R$G2fZzPQW~CpuMaHC;097ZEYlfo|QkBjhKd<
zR;iV~zUYtQ{s}WW>lW+?4Or%8MyrN?*&A#mg-&Rx7K*f`T9ZanElMjTqXkbgfToRb
zxPn?+kU~H`Ng0P+BOy0vEBmovK3%&uoS_la5F31z4Flm;p+#xfx^ELn7M%8T%>bPX
z9{&wXV0hUNI@v2RY(9F$4Lg6LfzV754EX%_t;Z3}l_p0+;U@`aoon4tx>6C^S(eM@
zGwGXLY*CL>pbq-EW3<Vo13RIdKvF5|h>EVc+bu+wBA6o@n5XIlzgG<KivQsq&QBx6
z>j|qZ2ZI``y%sudaYveJp{!|@1uW7GlIw(j;xE|?$s(W(XhqZe+%RGl?uf+!HX*&P
z<+Macn#{c?3p&I--L>I{99MvwxeJp{H}H}wYMl(}Zh~<-(+c7G441xl3CJ%0{PKf>
z2M>3C6ns77xL=bHcBtgg-qiJ`Dsnkg7oGZ>_Hvo@sfNm#9oBVZ_2Q|AF7o6U`x~~+
zkTW}R`J@OHg40jRD`p)ch6?fvvPO%@7V1y-R|vGdT629sN6*-jgAb7LIG81IYcVSN
zJ?gA5uE5}wz0jjZn$&ZhM-y4aU$L|cp1vM8hq_5XxosO5IC8&^<t}xT1*$o{RVc^7
zu;2J)urlmvXC+IU5bwU1DAr>$^i(=Ay0)3s^JhScRI_R^MW&e8dD^~(&H`C+Z~rR8
zvHtUy(CzVb0v?!m4dmL`u!@FK)f&q&mgF|Y=XrOBif$c5Y`470zW{P9-ftWe4wO|x
zWlxd}7Q?eYeHIvxTFG&$?b&gEs*_jkuHoRwyKH1<nH^F1$r*}X=luXt7YTp|pUZE-
zV0dUVOq3?M=WX>y_lJt4>^!*h<rKYjf)Ydcv!7R%9%sRSj7>1SBy?>68FNO+E%JL2
zcIENJ&r}#ZnXJoQX2Tnr?Mm&6{iD<jq}d-wtQkim=0!|=pbSiDO$k_~U$_O#^N>zQ
zp^OjPnONP@fsyLt>l9i78;Z_O4DCYO@kgE&^&7HK_{lEgz)lO~?7T$ny1-4gj&;IZ
z8K9LvFww))^PzP8<htgE$m>tstJu5p%n3%P7$cswI-K150&!hVu(6VU!t>GyiHnJm
zasEy&`sfHHx$P$%N>rk^Qj51@2DOaHl|!=LlQ+zLY|c%X7z9<L%;o!;KEL*3ZAqln
zuSL!?w;}qswBw5<+6>TZ%QGOt6q+#TK*KB+b^CvKNUM*?y0kWJOyO{0_$Cd2Sdg9H
zgy|%xM<x4jobnMc`Qc_QrejOKzXmWMI*^sQwa@`DAjFEwe0J^^Jrps!2~+PV+=PV!
z7V{DQ*6;AwtXf|aY>NjEAqaEuS*j1;OR(vJ&{gstsOu2PAYmB3%HRYvf=48Sq*UlN
zXB(+Rcs?7PI02~AU#XBWgxHtJdD(8L>n%wAdaCk6(r3ybZ-8lrH-IO_xi$lpj}s5<
zbAs_-)yiM_Q$q(ytm4emeP9tV|00U~!3(~As(mK6+JqSnD4InF0wQufkW_}o{mmT>
zLY{c4>u)*FUn+0<mdKJV?ahBXphUZYw)QjE|5^?mq6fO$joZ$iKo<%a-cqH0r?>se
zdj3Xl>li}Z2^NT@FL+QO8u$0kp%nbCrh(V|p|RavJW82wJ1|d?4>+nIF-yVFH+U0v
z0EJi^!oDro;lm+(+mqv9ixNX38fcWi$FPx3NHCGoI8rfoUK~#oN(}DAE)lV7955g3
zcP3;6UJxpY{m1~k`##M=BM!0nocUszfmJqZqAj^{)cvUM0t0z-v+Y-I^qmEncLi52
zVs*`gEth^}7?eLTpsU;&Ic3#w98ffJ0{rCouBVhFZvA~9{D_MGQ``uwtL@2A_ivFY
z2^~5>#c%gzGj>Z*nW*#inNkC%0_Hyx*T)m&eq~?_^^D_52AFe9HY7n*C=kLceqojW
zDe5XoA_;qlSVa8EB!AHiER9;bB~tPW+&&yhSx`F{I0R1sMp^*-z<utbd+$tXBtp@+
z6n=ZLiMFt%ZTQ;ynRu(%xVRT0rVko!0ZDC12SzCyFGJ;enASx@fju3K9T9l~l_M4f
zrfRSH@&iez?h$DY7?QKH8(_ko{A6Q4meRfwI`&1d@;pn4UGU+E@Jl3oBIQX^l6<6)
z%Fa!gigudX4>6Gft+*&gb`Qwo%YTx`wYTK)y`+If3<`W1y3s<+*k=Eeh)ZtV&kdG0
z8EFm^0g6&>_3KqSln#GE>o7FjB!%UKr8iKd4WXW-WD0_n$Dl}<_w7%)tDKh+xKU`4
z3wgP#rk@JT)z~Xir4i6N7?vC8&dXX32@^vAEj1g?37{jafTozO{0)HSn2S%Fx}<X-
z5S^O8LlLykv;7IBGBW+s4LxM-T?}_N0Z5{p($I#h)95*009J$@K?d7<gI0xdAV{S}
z^VwKh=ryBoU12T6{4|zzqk-N{>@4#Ez$4E8Rt|&qBm?5N`v<k_vNN*)GA&mzDWNmj
zoH}4!A5TtFa$q9@FY2fA!2crbG!$$>xB-kZFM>(XEd%&&u&xdw>T>rIPurdCPD@Qo
ziUXk4561rIvKjI&c0`D&Z4JEYk7B!a(iOQ_Anb>UCu}$)M@_cnFFLJ~p98Fffn<;<
zI5Fuh*gOef49s@JzmT}s0qrK8>_RR9D?oVeoy*XOBjA#`z~s<8K|Z~XAS~S5XfYJ1
zNFaLDk|wg~VMdf*K#aXS5DX-jEvfvYMDvy~&YN}=<evsMR~TQ4n6=*)3H)rgYZACZ
zF@2|eIk>ud3jG<u+n*t6m<eCQ4~5hJC&E{<w-d<c@O}j!D>1T3%R-KZ1G3~>2O3)k
z0nvvgMGU6rme#-}+e{%eP7LaS+Cl8m$!4R+{cu8Nw%o%nSO2T5W`9T5{LWIo)X`cj
zXuaZFKvrcA#vOMBwnQ?>ahK#Vyq=kA|J)soDl^uqYor@gJ>snrx&**TZykzg&g2j|
zCF_kq;70NWF?&O$+Zz~IWFtrfda|_ojFeE_bJz>Omt<ah{gdu8d>_;V%=(o(V0O+^
ze8cUAPCu&q{P73{R;d+Y)-8PQzCPy;#?stpgi!94t+!FV!_L*^WvCC>7V%!G2e}QR
zuUYm4btTgUMk|uc6Yyf#xm?Fh*!YJG^2U5+R0}j{@e$aH@^wM#_~luWPmG@|PRzQ3
ziNr8HKwKAx|DD>nt=h+BIU%3D@P#(<N%r$sUCb)dZxx!$8?4LaF-yG}D<r)f5@|hD
zzkbtCtaypuc}h^?vpncrJm|kSmHaE<NiveKQk6(^R8EQA6Wy>*2fS|XLj&7FpAjNR
z9=scKeB>ITx+<K>`M!TtPWkBxuvRcW9IxSX;XU|)HFV*R!BgZ6#mMJ6Im;phI8{NU
z%>-xr)Oj91)v<)Hq?#)&wH9{OR{(6=%Gl3U01oJA-(@K~!w@(Gr`5!mDe|}-gded?
zYBB*}@+}E{khmTTC<qFO8F~Ajh!*RuW^N3c+0HpWp+JDWx+siK1NCIS)Fa&{fxL=a
z6;xsp`Wfn>YK}~>m4SS73V5|325H-YFe(f%A1D}hUEUsY*Bwh=x$QhK7ibSHGJ%@d
zx=?~*A!3ah)I$y{a0EVLo~SONV>@;M70}35C`J&~<3;q019A$UXBAJ0jpej{f(dy<
z;dkWJt2a8Ds%DP3v-LM}0}w;Dh{GwQJzm7|bsb+#1tvE-6A3yK(A1rBz>jJN<w!eJ
zO$UKo(<fKOVdi~uwtaH;(ZmBQphxuZ2(T!=*CTVgvXpWKSH_?L9tU_072TUmXmBT>
zXo<-rO$8Pb&w(Drn`#3af+imxn5y^_4`v~52p_77&@+UMT(NsqweksitqZ~0zdmT`
zDRRz#0Q40!OXd3ub#{Dw)fxP%GxJBQ;NPqLgVviJrF15ABJQZ3IIs=t&M7ed{i*uM
zs_5st<x_*?+M6lQr7WbH0Pgb+=oE@Sp<9M;`+CkPIvR@vZyRyT-g0#M|Fw$$4{8+)
z7{g^5h`z5NNL5c+u*E(##vwIAEO-0m={JW?Ho%+_b7AL3E|>x`8fLP_It}F?0mQTu
zzWzyX6K4GZYRX0caz@Kb+DDC4R3Y*(RtA(geeM-rT?z!$9{PV%gNJaljXg^r8az-4
zyVBA3{kN&4_s_XwjiK2aAd-Jb!dx@%v}br{N$6*kpSB=Up)&a540EqaeKH#P*_3W|
zS$lm%hq5U}xwzgSWu0}n12w^wVhnsEpq1C)`W4A1g0xCcwlKRaUjMXZBiMPWaFJ<Q
zJdn7~yD`s4ssqN?1fa@RD#5(hx4tcaEX_PIK07voF96&A8$ia<h`emX_y@#nxB^`M
zG3Tc%>Wi2SGOZXqiz=6KUac3?vd|5j6C6B^_0Y}A*?g7y^@DzrEko2gi5CC`IZ)W7
zXkN5@DVn$jU~z9MME(&VYIB134s7$2%q6G_`Ov_>4mLLbGWN?@>u$te0&o9TC*eO_
zhZjsppcGB*b>Q~*0=a;r+nD30jkW37nm--N#~UvM2ljN!qWqYx5-^@u=aVxZA8mTC
zV$5x*A9e~|_Cv-8YX9!v`So`7xcn{j2wNNe;ra8-8_@SZT!J$GVT8-i_{hJi{A3fx
zXxIL5%#YQ_MT^MqtOVm7R2kIx^T#2MN!zN#?X%!3aDWJc3PEM^=MQOJ<sC==eDizF
zGoKbf9MJwkp~G?>zgRDRsMf#3H~#A0FW$gKDC!@iJcE2hcn9>e8?bfd;W;B>=n44J
zJa%nQ?h9KlvSIjMXv76t8|S!o45}}OX3*o62La6=1FB-9^aKF7LfrvK#jxNC1q<s7
z+<Ks^M8Wk%9XNE<S@kHro{O@w%-Fq<>J|el>`lSKLhFr%YYa9ABb$v)_>W63CmI-^
zYWeCl9ba`qd&yx@{Ea(AQn7__#W^p2y-vm6+i#+B4v!?sUIUzUYT)g2q7=YSjIpfk
zzf+n}Xp)G*3Gww9z8Tw$V<$nYs=g>_8J9|L(k(qt_R&<@NVh(&*)F+kZ={&#h^}oH
zCkO>uD5fTbzCSr3c#1>0)BA`^U84#Womfd&pNWvJ62s{)0N20JxWUEa(gUoyA?Jo}
zxM>_r1UYNk;XQ`NuS@Qc)-uPon)w#n`RRqf_dXuX1dS#t%S3x$zL|116zC?E)|h)f
z&lgQ`MO4Z7<{vAf7`q>OZ6ch$l+*gXn2~Vmlh=u#!6%!EpKvLomR5pMQY$!I*JLLK
zh&=~zxoZG^ece@a0x>UP0#r8Otu*1f3;=__@+)Yj>|KWN;~@QJwt?3-&Fm|H`Cs3l
zXIhJCeot5Q;eA^^hez?zfA}0Sk>j8ppy`iNL92@~Q&n?7<3x+91K4U?QNB`@2|oxH
zDc%Bb{w=7?e|>QNbAy~M{F5Yy>8Zwt646CqkG}_gC9qZMU(w;*yT5uM#c)=+*Z&z9
zDVe>4otMIHxP+84BZm7CD@xuUk;5A8Z<7wu>z=%`g_h}wI_UNLR|tvw@hP(JcG2fb
zb#9%K#*8k8_oN)pB(d(oGwx(;4Rrw+GzMiFEUF!^eD2uDf?-GrV5&ec-)*S*yz!J}
z=7}^mHR_EFGW0}&<<pIHrts&vm(k&u+MHZfXHEw;vXhyjZkAADBx~>9`}m-hJX`}U
zXjQ-iXu%d-%=?TcV#Cyj=BfpJ3#@~$%?M)tbc0`bsHQW#^LH4`Z_TDd*dPPVVBayc
zOpL(pJ)oz@wp3!tkIMb#+BL^}9v!>ae764O%+8HDa``2oW!7w~*SRlZ%@GkiTww&%
zqv8xeRu3=X%$9>2c2{UCI>^>lUMvpJtC}>Gb_>)jtZ_Sh4Myw7-mWop<H{T6y#8HN
z+UiqeG<kkif~)$s&Ub50fURrF0!Y=FZT}+Ro1YSP<4u~JR4VTQOAH4^h*8Z!FU%=E
zrURUn4-)3?6d%|~^5Brd&>+v5OONXGcwlg6o9-d6&pvzMTj(#u(i0tMQa8}Bu(ErR
zCCgBr#V-8l_NVlFoc)1(SZ$p903{pI9oMCTI#%)`L^B?_E_Tv>-(eV;hKh^Q<rPsd
zoDX+w85Nv;4+G7#0I7{LPy12UmA_rJ?C_JFx9MjKaBfQ4T&`j&aH1{P3rN{t07|%N
z9I#tcnnPVoB;`u3Jg_!OyGYpRO_*XLUD4-1yrG`{LFE1#4Er-U_S<U)w&J_gCDj>k
z5_j=sE8~?PWGkBU9gHCD!*G*)JF~)<MVIgNCg(we0<DPgX*=-Q0tD)5+mYxC3-u*g
z5^JDgz^|Hg9JKSRUv+NIA-q=D#VbdnBgN+-boN*YKCQM!-Qw`WJ+E-u_kH~1IhwM{
znYP5NNC0u}Z~|%k5qs^TD(TzK$BY`DzD2<q@B;hoJ$6^MpSip$$yd4vrpF)^YU%;6
z-(?XBO!p`io^?uDnb@<1dY#K`-R0dpwDHN=Bdzweyw2^qN?c#~<yQmHFOuO7dVLpv
za9~V?<dj`mh;t~Z5GIeln8!=M_QOv0PdQZnhk@?zz_b7IcMAR_d1YPyMJn5h(fV2J
zLJc|nNiGX~#wqeQJ|H<>e*;e=C5#BIOUE<Rz#0QtIF(?Bc9Zi{N{SWS`m}#i?eos+
z=<4OxGIguVd6Q@~a#!!?x2nDM2QDULxW};Bl@~{Q%o=68y5~BaN!fPVLdmMf`YwBC
zxMP$_kCK%9dB<H0y}Luw#ha>Qu4iR#WT+0g4m<h?Cc<D8F6az1&3j7p22-kl+SUB`
zQB@8*X{+Y#`_7rZ9_>GL#53ZIgY^5*rCr9XIazKe(w5nd%)ss|X{6Y@p{`%fJsTj$
z+-cTwv{p`iV4YiE4fB$3#PN)g`F_V>_0UK^9#135o+MJoiIo?)qU#KIa>AMSoCrF~
z|FUlIurz?BcYeV&f%B&do{EB@7LbQ|w$RB9R6&j~5)h$2NE@en^!6*4%-<pB-U?u2
z{>jzl4(XuS)606mKdSM{7T;fMB@6TN)NAE@C`WU6yQrxWKZWtD1W%h~pNCTOO!L`~
zy$qsy3<`=G7y1k|XjF6y%0k#aUDs%iX?kQ<$jCYq6Lnao%z*5kcXiR?WJANPtH-C$
zOB>2(J!M0UhS-w#h8<I#HJuZ4*zT~0jQJY9$`D(3bY=s+-^HjxuSegv=?^mczni3<
z754|H5#7VCjSRfa?VzzFon(TR-e4moXU;6kdziXav|EL~zdVyQFc%7-OF7epCw9<0
zYcy^Hm7aTXk6C(zl*U7#<qX23NuEXHDnxD|@-`U~ajD5MYWsR^PI$|SOo|XE5reE@
z8(m26aC4!<uxYKAE^(Zk4|ea;k_T>}2w~!qQzJ+t^2}`ONu05iEA<OcJp*D7-REXu
z1Ign>jD5FESypQ;=j8+kOFj-J8sB#dH%~}&#?oL%&cSD6K9_Zc8x7fHX$+o1^CjnZ
zw}4%ybL@9g;#1Z%BCFve`J}787mCb3`#i-@ng!N;YMSdpo@TMMze1`1I*~THb4;ep
zs`%E78vP#oQ`h5`<xt~th$?7bul5ZLQBij9@ojmt7Yg>)o`cAUda56zYock22&aQ1
zK$3Td+{rcq+MHF2y1$+&rkj07qey~DcP<S<CJ|?7A=I9`gu+TY9jTrgiEeaBNb?FD
z2Gl(aIR7b8ge?L?a=9x>_#6RMOX6-5cNV)T*mtrZNWg*JW!6xozG-)mKTZ7@A9<&3
zE-##uc-)jzvwln<Cka2R;3Gfka4}9x=N3;0Ey!<oF}VZ*!|liU(ifB$Uu{+Ocb<)z
z@*8KF1aJFKCdl~lJ3A@K89uUh{j0VOFln@-PXo(}7;K8aWJS!TubDjK$#`E&f(v+2
zY>XuC%ZKQUEvW7?W7|}cNU5vYRFWb;1`cbIkRJ<LkAb<;KT2%g*7CQv`_^N=|8l%Y
zz5u+VoUB3e+BY3vu?=mvoJiTCN%Tk~+LGBmX(frl3iN!%e1ClCL#$?a1!|>3;55%)
zzxm_JhW-I~E`k-o3N!iBM@dR%Jq9NI3mbaTnYR^M^K<0zzlJLvpt35NPvE#7<8wl}
zm+ge;jn=!D#jeJ~^KN=&rCcd{cmgIa_dw7tSJNr<zS1XO@i1|j2klQ{-ZHX<Hu%{+
z9~dYc`slIW>15Dn@%Ondr)?V?#b);@HzO#wV_ffCO-v|P5r1PB)^Bg}th9J{lEV5c
zhAy%YIYHaKT(-&R<}Dlm7)$x({4OU<^-iGf18X)hq#0<3&gOq}M-5^;To95!geAI9
z0&S=R8+nP~LQ=@{70>(~4AI3vy!iAoYDG-9uSMtlO*CJUA8kS4*mgkE_rx!fy;s(2
zsy!~-O}0>wkfxbMuX(ZY(xo2bZ6~vF>uePo=OVW~GgwazqHB!t7S513)a75_6f;(t
zt9U8TrIzBL1M9)vx7U3HQ;WuS-n()FJ$_kM;#i5A<G>XQg+^4G&NjakGItDrS;d{O
zDZb>w17D;a5|<LdDwuzGUIGxH0wO6oZy+$IOPOdI(}yUD=pKnx(%!S)qCnHX1570q
zzq1E(6YjKT=4q&DC`wfWXaTl37UJhP!B=Msm)Jf`AOA|q$K0^j?4}2zqwpMlSMc=t
zVii3-1qI4N{jTX*;X?WVvDIT*_PIoErqBLk@Ka0vo-y3oX6}bt_Qu+UM{{=;6aeo9
z>(gu**=*2m^L)Aj)f2S-*HKT=T)R=Mbfp4G#i?pa2gYMeKFnBei8fn*47G$<(y107
zknS(?d-3!d6ZwaNpH0gM<)5t1l_Am96|~`7OF;?sS0a9H5ir94)*aMOegNREU!7~R
zKKv0L0VG>}nIS*8l7v_ZAa&nO%T)ZdGOey(DZ(Pyyi@#Sz$RRv2h79UTGV1h!Tyy<
zFp*jUv_nl9Z1gR2G!<V13!np{noV2v<HmV0vVbmRpy2a6fjdc#Ch_TpPA6hyuN#os
zV^{S<YtAgo?$_9oK(I)hxtt3tk{B?$23*=FaXq2c9{c*hLfBGtMZRcE7YO%AauGPw
z$iN|C!m>7oTuykfh<J~CW5GPZb6B1Ydi@+RApT(`mo>Mh$s`n*<dk^rb#;t^T(|qn
ziu#jGPN!al4|q~4ajQ^BEm=*e;1KbJj^b5mf76;z)+JaDyJ(Z98-+g7?<tB){8BH3
z9KXs(e!OWY@K*d=CI>AZ>ywc^?vj)G@Votc$a#(K4Chi5<KQ=>1-efk9fuIMN1dxc
zK%24ljY?MU+i{iBo3Oa%9ojqHqY!(DCcwS>E=v4Gk1<_jrDNge$HgGIbv$*e>>)?X
zwoeAv*Jt~>)D(8o2+`}n?C8`@_{iS_*f1c<jU<fc#9+=bN-)J@)Erq(gg7r{JE#oy
z2WELIgsP}+H;f7wYEN<(zOO85QRm?+O<OoNu$QaznvfQpVdBb0(y&gn4&88&ONbOs
zfekfRU!7#2oKVHws6sHbxl_qPu)C)5DEWE!^28-G&a#t|Ii6j^%VFHqnLU~g(xEXT
zZ0xKr@w|03inUib*j~NZ7h3Q*-rcaV?d34AzvAF@GY(F&{I<(^cjo-0LmJRifk=~4
z;*LaYpf|sr4gUsSr*#9B0kZ~N=5IVO9)P8#!?&kE&n@|0kO|03LY7gWx5a_!^#Ho1
z4%k4&ae<gA!vxeiZ(OC@ic5puDaYC=etx@O=9VARuAfO~0;?^>3k9d)dfuyA;WRk~
z+eAn&o|!bV4RADVe;0Y)be;hyfz?t^pe9z>J<`4k36duXNIgbRfS`oz+_LjJodGs%
zF{oPNpIYY*Ay<>fcV+1bRBirbHP%gJB?~?mV&~^Sg8o#lYsV1se6H$P(%E600!J0z
z;t>$;AQL1(eQ{tFXJH-$fP2qS;vr8b;!?`jMt4Q)DsZN3>9et*F7Ua$m8%KbT{zmV
zLkW<WuN^Yc{`LeU_`MzedJLQ6vi#yKLA~H5IBQ7LgLHSh8*5?t@!eU)`W8X5Qcq}i
zAM^uA`PXM*G4Q#_N$f(`5-{bkwIRlX;d8;02@7@q{3-|Cv$XEJ-erz*xuO4U<VTlK
zJCBsB*sxRky{AR&Rp6M>qM$^Y_(;eO#YukwE?{<X(<|w%)_x+cxqB2-)bAZ}RNOtP
zWDQmOr0-~agAiyU1Yt{q#^Gg%#&W3XL7Yc$5I8ZeI23M|PCEB)bqlre+M0JMNMNo>
z9=SR-@K`wEi}>p&_l~sxqXfz0-Ks7a;~6l<vZKVTSKh18c$V)qkFR3&1bH8JP_7Lc
zj{`A?bMauP8j)|yC7Qkp-+w%*p0s~jbn8j_ru9)g#PHV;)!c$?dMakMGbdcIIM!wV
zJZM$UR%6m>GkHf<h`c>cD?G%k8moBiV<bFQ+9m<yB5`W`XEy44_w?X!yM!<8mieRI
z{KE}fFRLJWo%bEN8s|Fng!4px)%*Rv2E(O1A#HD;i(Dw`>aQ^A>?e0%nZL2BqN~6J
z4W4)omfwETS*Y3p*zaU{iBIYBPlAFG2)b;BnizmX97NE}#*W|Ggn`kDJqI=I0ywSz
zw=dVl;0v{o04#yDA0@mxhycTIxD&Zh4ZThL_LY1CB@vH&>&FY$XU{v54{(vFwCDGB
zvb}Tee3;9P@H6YO<Rs(V(R1<#&^&D~L&PbsOe=6~qz;Ys@cUJTD;jDCK_doOz>REH
z4L0D2?q#sc;x&j*1ApAtp?q!eCzm>J&0l=(nwQDz<bP*OYWl6~@z@j)O)Q=m>;i0P
z_o*%GMhpmD%5S5eIz_gf^FjP8l_N2uw{O?vrEV9I4HG~TG?E0)Dt{DdE$CH#9u_U)
zU9*%pVaW6J;o6e;z2*Y_eEbokXp!ph@UozxBBiUDPK*&l+wbs+#Gj3sy1`=;bUo|F
zabTNbNcw8eqSy0+eL!>+HFq5v1Y!e666pO<>EGPBPdcJ$$6-?o5%6sQx6XnD-p!2@
zZ(Jmz^nW8o<_HpM&vtjs*rt>uC%yy>S`o(1s<jHT`ba(2nl;i?R(gTf-#K}sR-dV7
zj8-U>Qa+%JJrvm)A&6V+G|MWnKQnxxV@ajd7+p!6ufRPwJaUIElSRCN5OTUOz6W)2
zd+l8JVh(!W89s$KJyOZ6a`gw*fo!-1p!!k$3!#k3*04`Y@L=K2h`bp&z6nuklj3&n
zVqFxq^zba%IcpHXBI^^c{krSC>gzY;Jr7>&<feFjMe{+bvvAhb>z5oHTArR=NUM3d
zr(%9t;jhJ`hqQ%+3@_Xc*HV`0*bp#^sg{U{s@-cC)?fRwS+AAKq~qUGCcM(sC0)>e
zD893EH1ed3kz7_u&MCT8PSAbV3^IRhyd=xItt<#8Xx;Fy8CW17W>d^VJwZ-ckf}$4
zNTLHVsvuR2(<%|Z(vnjLvU`J6Gk`H6{I?=hZGhwpQEn`v@_=PwIGvC{xp52{P~J)#
zv)>y#=|3<g-ree!NGI0rYVM>}W@}w`IaK-StD2s4;)dF4N9dNh=c;yf$r`L15P{gU
zz<(i{IPs&1<3#@#zNshrsI9g~#dPL-d9Z^hUK>dk`&SqQ9eAl{+Xe`~Q{YhVc7M23
z4!V~1wY#C~6J2J~RIV`Rfe)m^pgDlA`mlo3Ki|46-rb_W?zRlw#g5PY(NU=B6QEqd
zTM3Ohz7N$_4x@S!^2^wyijh@SH0E1k&Y7Bj%-_XqMKK*S8+fw6xM?qFO79b2cw?DJ
zv(C1k@FC<=)_UU2qhRkwKmyK$yYclm0Wie&1sKY){2^z1=@PULnr^{nK+k&uG)g{L
zHexSS|J(<4^%+qK_-4FWO0-EMg5-DMR!}7>f7Z<AmD4Jt%KBKD{L-)i;So+3c(3uL
zPOA%0gZ=nxMvrfRIa&6Gsjj~&NSsHVa?k5pe|>9#;2lEx?jksytLr_kTfBl($HAeK
zPDJEz0^ICvJZA_>gW+Pb?L667{<SivyC+ybcg{^+?bEpI>wfMHO&zMgoWt&t-C(TP
zbJdRB>Za%G8*U_YmT1TsX}9@uP33xBeU|AGVA*v;fi<2SAKY2oX17+6-o2#iVVf6}
zn=9UXb61u47{Gro<aq1eH|Od!KsWEYq?O>6=BWb<0mz9S)z>hW3+t=n%##MWGt-wb
zoI~?g0XtZ(yZBL7nD9p6EKG+n(kpeoM+2){`otK+P8Uh=?32i{vP8p1iAuwW+fWZ}
z5$l1{XoOgcGMn3Q3{IA22pL$^%GEOMkbQJ#b&6lM{aC`BS9OfH%#Q5)>{qRP>JgDP
z?xCMZq05YAE#>btCMX}V1%3)|JjO@fesvdT!65Mb*=8>xL1Me@q~(aILK`k!Fh3qK
z+1^Y(@h6RDOUqFgRnlwM9QeR|&SAmJQ8LM%rn{J#Rf1}PL!!>43covw$(d5%`t4I%
zTK4@#9z!^0r~rHI8P~g0_xIP^w|(e-*MqcdUfIUiCm7Hsi}cBvoQgV;wcHq@#>Irs
zzBjwaJ@l1yoQ=NIi4ToeFkzI0=E<8Go;MEYh8vtOHjM=;1BJqHFSqz>bNA#0qfWS5
zOXRWi@whlk27yB^k3rsu^P0}A;ax-oWp8j>KREfEEk2%ThzTfOTfV*AAZqt8h#~Bg
zpzd4tdSzq1Z9ALn7fgj2ary3HwkwQtDu;co`#p_ZGT(VH#_~j!$&Q*4r*Et_51!XA
zN&G0?MF+q6B(yf=EI74jA<jCrMI64*{+XtrisRD~gPOny+&NDOEuM<MB`rtLy{~cM
z?r@>m#kIXsocASRdQl7snNzxxp4XxyUNA7FUtZ2ZYL$0+E7A3|BA=TU^@$YmcrNH9
zT^*I-s8eF7wyWf=c!p<gc7<Y8UWVwngn3$*-RX6^fYu8RWH}717<znLv%#M(ML$IY
zbH0w9*X8Ab$Svm?J`5H2I<4}#K&1n(jcgQl`Qw!7FyNSphw=sI*IHYC+-Ri(2R79C
zb8<WPzB3~kOcsv$ih~^qTpw^TKt>u@0_q{qkG}q$oCINPnS(&B+5b-4Zigq<WImJ@
z5Q^(<8+eOn(#>Rl`I?9Fg|z@pm>2s1*TysS8f}G>zHYGrp%{KLB5k}FK5lweyOH}I
z;1uuAK`q7B4}Fe9RFqn3VlX0_KP6yUZilp=r1qVGDS*HMp{grr-o>H;58pTqExiVD
znfP2}8teeOUdxX-OD>E9Tc`{r0mZWdN+eULOo8RTO@r85Z!FFfcV-$u3*UOBh6cK?
z(aENsOXCEUg<P{20KWiQ&PRq3PdcLa8`1>H758FbD;hf4@6Z+<`{OU$3D7e?z@QA@
zfFi&;w#p!IE+v%kz~oD`+0UM#|1)vVsQY`u+o@c+Ce;-})Q4*%TD0(Yj5FjEGV1R-
z5jNggZuE3ibWEQwW5l1%`TS|W{*=k>C$Y>n!Dj-)3h#+2AAaoQkvWz3v5$XedQwgm
zOvbY3xmbncfR2-}ZHQKNVVzgJeIh>?O2gDI@Cm){e_s?ErJ0^vA}vb4b%}p=G>T<s
za41~dfK=Ow7zeUv<<rjmEVI}a8!Or+#0i1Al&6~Mlh43G!_0<qnn&~s=0<Cx)x<|`
zP0NYKOr3QwI9Wx`@VW<Q5?s*-q4f4?J<2IDK2Evx^mfjfWq>3Y-rC}1JN{*UO?ua4
z^_EhH?dnaW$!=#)u5`I%nTqU`UO+cUAI>RWZ9+^N#$%tpv)AkI4j1&)DZO2nko;)I
z{5?oj+WE{)h+AA%%1hRN`uIM-aki|dHyK{s<<>fd9<D3OeDY?b|AJ+I>AFYFGX8x<
zz1U#!2fn4Hv{cT5!u-DXTl8b=??)8g|8zj!$N@lq#++76O4q&@{iI31gp%@uv<X0X
z69sNKfjmUPgdBh1x5pkam*e|ulttSXcpZpA43HupnfSs12)LBK4nj)(<j!BCpR%3c
zZ~va8L66l$QGwm&4!|`X+7NW(<_{+XgYa--aH-885tq-g119tntZ1;7lnuQ;I7=##
zm`{h_dGy)+Fz_(oD)Gg3mU@nfVOMG1Es+Y_x(ea9<_{GEaBwRTz{M|W#Vb4$(TlgU
zNRX}uiT|8nLg9)0A@|gI|B#0)#F2O7!2@LU&|2-uiO&Gp`6Y-BJQb#AWfiJ!;<S)R
zq3z62ASBk9$r==8dBeD~bourWnRt+d&U@2Qt0VGG=@=IzgM6FMlkSP-Rx#*u@#*mB
zj8j)o(H-*4Chn}&h<$cN5vyzG7am=qAUcB+JDR;k2iFtm`ptXqZNiRMJ#Ma2;Zu7v
zRy@E;JW_yXx)ZCHP{VJ<K2oC!?<_%3<0{2FlFRVwQ$j-Jr*GKL&KF58Hpr3S?q&6#
z#T$S-*&FnQQa(fNV!2}~g)q<An?&w3cO%XDg8Ap7^9wdIO`WBV-MPmI*JH*5#O=IA
zF(9mjd%<C3;69V&wh9E{iY?j65zy6>8ehC5XdKIp9ua1|W~m4v2u2gr!WzweFR$MF
zz!XPvowQ*K#hG=Xy$zBkbT(p*#-x;~EV%+fmM=yudpYZzVBg1v-NmcTr|KEPhv306
z4x`v*DDdL_<)IM|`(E|wCYBBRhTK;J<nDP$o#%Nc!r7yc!sLDP_TzzKp@E$6_Mqz#
zcC()8)Pj=R;aUY`?F1&Z1ogRg>g!PJrEO{|>*ly8ERFVjA1^83ZdRP+m@;?+@M|zx
zfBt(=SEo9wEl&TOhtK>ql}vLHePqjMjLG<rS>F{nLJQR_dn&1bEhlg!SK?WD(Y>J~
z5pRmQA_894n=A_N?SIMWFDm*;`f<5y4mzg5rR_r;wmOYcYYTNqS!I<!lJk+`W1XAF
zN0rt@!Z}y^6D!YDYppyK`3}sB=y~gvs9ozma8LN)yC@y$-8x;f4$ZnGxP*S9-6j8*
zyTq&lO<n6p1Y-!s=yCnXXJ)VEQ!uX5>``mcf!u{EecoZ&J11+e$}{p-TX2=P<x24A
zpBRl`*G-F|xn`4OkI#-#YDIh$2}3pcGQS@-?l|&tqx$G5M}BE3c0X$QneFp>>Rp!}
z?F`l#$JltwH(R$|wwU?s5dSG5x;G;ONnMg+lEqvp|2*PMmymddq+XTka3Z^rey069
zkHKEIqC>Z5_Bv0vH(1~eqe^pbI6I!@l%RVRGgQf8V&1Rr+gA3u6IpuN$s+mbWW7az
zH%3FTx!|4Hv$n)Svu$XydKU{Pk4@MiU-%_vVpe;q>uu^1G8L&>525ML)c8|^&y8zf
zJN_T`-aD>|Ze0TnAfQOGfC>UZ0Ra&aX@WpNqzg#zprBGhl`04U5zx@93etNCO?p+S
zqO?#I1?jza2=T6f1;736bIv|{fBWovfA<f_nwd3|naRvrZ+YJ5$#rE@ax^c?crOkg
za_#g@sj>855+L-cGHY=c5~ugPQ#90j?d)kW@t11V)W9k1!_slUKRoqTzUuKVYo5p{
zzn?=;7`%GN`}~oo?C~S}u4z||@MBN**vmVRNe)RXB{I&j(UPoOQ88m+3BO6s9vxfT
z{<)PdCXB{3I=9*H0DaYJdtG#*qpq!1a}k`7@~KGz(o+;?cf_@e#gSj`!^+YQ%oPJW
zuZP+KTnxF@y3Qua%*0RA1lKi(doc&&X9dzA9h({{;C1Q2O7erJ!xV_!#{95hzJC&^
z)Ko9g6#(SCMizPD2$l{Em9weaLzTDef2(l@b=d}Bcur^qJT?yBO**X|1kjCX>u_Sa
zwKA)~+vHSSzgBf@$*Zp76}19!MAC5JZBdHFv2w@3R?_$BT8}ShJ*mFZIMM|ek*Bz)
zur#@ymiSMz&yx2^5;~0sR<UWptEeKH*snegPLk|zd`${XHgPf<n)QA$=qlJG$L{T9
zc<@7B5k&_QvX*>mx<?>YLwFEIB{mdwqO7<$gqc*5_K4F~4;ai@Y7wizEbC#!OxIVs
zh0j!jg-$7OKLVF?XjZp=*|oqD#HU{cwe9b%)_=1Xzd=w|DDFZLgH_aOio<Vr0$7Z|
zPJ99T0&S^u=)($w0J)t;unBB&nFX-s^knxTa8x-+NW>4EF)k_Cjbq9gevPPLzw@)n
zN>GG`jZm0^^Ln<aj`$TJRQC=B2}c*jt&!@cSD1fG>KQ`$PUffpF7?a^QT1$Fl<^xC
z0+n2jj{L{Y4WC|3(TnSRD47==R4KtX*P(>Y9_907V{5U|;Gq*7WC>Za*>0dE&=hVy
zQF}5^+;~XG#uBor!QjfCp)CDwB^xe}W)aNP?dLx~k|q+~5fGlFbOFqY=-Pj?<w#J;
zTOvNKkW>#y84H{S7gez~1PoteleyKy45qsm;z^%~GN}jT#O;(R2`T0^9O$sip@=#h
zD5Ayx%C_0Iq&zYq@W~ibi-RMcp~=6^l|9wnu%D}QmYOQ?T(qfa8tO}}rwe}*nT2P)
z*eT1GYV~aPls*6%AO9ST|F2p9vWzpnJCR9Jy`-(5LlQAZMp$6&rGkdhaZ0C%S(X!P
zd1XaISEx{#lkDk|r;Y>&@)~P8nGROS`My}E6vAgeS(<TNE99^RJ-gMj59hC7*mWe8
zBk$Z=r_xaFuox*n>3BKt0t8YAzt&!HzAbnZZ&Ee#hQe?IWr61bd~#E`{D-$7#<S}t
z{;X&Izb<V)LyQUJMwH=rul8D<cs=V00V}`WdYS%+&`QXISn$RPung+%*wJ%=QEw#H
z%Xa0rsaieO2N;FIrdUwTnAP;lqzuEGCWuQ_krGq*4od+c_aHQy1~M!J1{p@n7aIt{
znFcZ4-)u@&JTvb+@LK-~@CtLi)#%MH(~%2g2pcU8a#pirD$_75!5lT+8FJ~L-a1rd
zP^6eWXz6<(Jw+LdE=65c(35_5p>{k~+a$v7sSRcDgN(1KC_w>b-LPAt^P1XsE`)qB
zooTSVT>Ug{red2+3-#rxUmLMBxk(c7(k!s2{*^gzw$$_nZToYVWa7wA4^hV6vfxy<
z|G@P{G9NnUx1?AI8#;jkbzr2c@F#POcOrT>jfMDSCky@0_i1;e<d(~~%O*k17N-N<
zi!Xl(qh}23^=>ROY#3dc7Nvn5v}-MXcq!OnxYd*|R{2of9f?Ib)rHIcC$-Tjre~Oq
zf<^HfhF5cp+6v%$#L}KXD?0f475bg24_o%(?=54R`ZZRax&i^|T4M#?5PX0dBUM^j
zS;V(kXF@7nLwq{(<ATddwz0xO$Rzf1NsmzoZ-5Sh<=ypqffjgL+|MVXp5WzzU{BO^
zq(t>oH&$_@2Q<Qk{$+ZEw}Wa!F2T_h%IrRiDZZ$~X@%8f;aEVzI(&;F(lcQhsE*Zb
zlx9l}8XR)<xpCM+xTi73fT(ofz(cl<?1z;07K+U}eNR5T9w$85Y}`CZLF2Ss=g{Hg
zJutIoeTix0mQk-Od#8}r?V*$Clky7-(!q(nGpe-Y-tHGR@TX)dL>NMp$39jh-xK&u
z>^x0r<hKKVvA`E-pWx)c&i;YAjjVYJo&t6L^Q^diT1qi;kVLlp89F&3lrS9to)2PQ
zl*8`a*y?(*@?P$_I$OMk!~}&|sf0=>vjn3E*@^m3N=)igeu77@Z*h2i@MkKTn)@Py
zB4HhKEV-YlnQok--D|ncb4~b*jl@`#saw>=+gikxI!UcOr7^>!I;YmEPN6xNj)~tx
zejOJ$SNIlk<y5LN$?1dfB>2fLG~V6y{jDFig=AxHf9{<#d(Bgz|0b~$DXpyeiJw~i
zE3#FP=(&MS!8KR7dPt-LQMNc$!Od%D{T<>agxLj`YiJ}eF?X9IrN=YvP|j?&mqsPz
z<oUYmk5Uz|(~!HXCF>;ui7LI^{GU-}A|!~OMGP$690RF`>Y(hFlK1<9XWyr%J#_Yi
zSbxNb5n^jBwyE-RMQeTa5*Mi9P#hJdUHt=yn<i$T5tYNTFpu%EfDKSh6QBV9!9GGb
z8*SjD`kz1;OtBa4v#uZx-U&`dVfU`9uiuUgL(?l3LV(#?m+54<KstKc4=M;NOB9A1
zye?|1_9(dDRxeYm5|VhfXjT4lk46DpuJL+M2>HR4baV5;+yZ2Gzi?1}xth%<_j3VE
zzE9d!5&2xo%H(W-&2S?Sn*iGyK}0+C<e)2`4Z*g6i839GwI9~6mi-O(E#6-UU_%zz
z**h`cZ6y<e%X^kl>U(TqRY6N9q~JU92!}p0oA{$Kw8TM-6#=im9YS!m&uW*vMD$qu
zKF^4z9(deN6zg8*kw01xhfh)%k6GAs2uR_!?ytLP`*XADFHfu{;mO~pk~<nCFcd9D
zeJYOJ!HV*FXc>=IU%jR(e5hBnG0@$W{hmDEn^#N`?_x&1)OB2s6tz=T*{+LDYrdmN
zjE$=0JeLys=(^E{3(c1fjF^=RYv5dQ%K5_j$AOs==WC$B4UNQwOp$DXS^;pAN0P)0
zB#buPiDN;uZ35GBI_yEX*%o9}{#_V7V7K5knf1_=O&w=`)p)k?H32f^qW!{s{ToIB
zu&u5hy#evN^qbG|Cj0X#d@p$3lH#UNtGmsb+S$(dvNB3J^gaK@&DJLA%(YMT$;KDh
z?jI&%AnOm$)vht%G88|3rjg3*8$?EKkw`P$H?@*k@xy5zHP4F@7fq2>+Fq$g{nW<{
z!87t#T24`O5?9(g#%PfQ=`GXwQ!>`x&CkzWRR<iDb4#*_udp4nnQWGTe(nn&s9dK{
zC{lft96g{Say6Svv(;ABw&&H<yp?aN?Wyr#Kh-v~$Y`YGNS<d0t@>am&yEA<s|qh+
zq6e9;CT*H;6~#p-Rx)M3sXVOi2sJARcz8>2M0J%gx$Kj6gJqVqpV7HgR4~p?#MKD=
zC&Bmb9|4uH{M#r!*B>oWI)pRp{I7UBW%Q)!)i&Z6fJ8_<#Eq)8M+`8nk;`mo!1e~t
zA48t$27p&~$Ib%|w-3K%Jn3^mc9RE$<$ex2fUxmQ965I_Vu^1u)@M2UgB?}9Qy^CI
z3-<!n{$l_j_5CMMe|MrDrhe%l=6&C1=4)hsKBt))7H)s};>H(Szents2d)?SE8M(#
zyu~y@D=ab#o*orlLJEO-$(u4x3HH3iJL(RXgwyeHu0F{`%3Ylnvt}p~y-Y40CmA;>
zadxMDx<A6h>tAJ7v2n}E18227*hA_*{QR<heqQ+{MOIQu+It|*{WukeA<NusBWkCf
zmlb6)E;K~ERRMT1wcTv>&#k=&>;)31HDedT0IaGDAqX2}12C%$tQ}s_l}WkCnqNn1
z2Ph;394bs>IgaeZkl%<p6vHfNj9DjG{0;~+UIZJ^W4S)af*Q2aCK}+0R8j!A=`Lo1
z08Tp&^Mc@^K`9m+fGg!=?Qo~_eWS4<`l~T7h$kLWz(L8LErSC_^J85&$3;(TQYU(}
zCgbX-zIUIbK-#q|<$z5u5_y3Ien|bf;0LbN%oBpE;X4iCmS2mwyWM%&Ou3s0(tq>J
zA$6y4LG3z_-a&GK$>n*X1;~6EhEf*X#K!}<o;ZA5b8nmBKJOeqQq$8<B|Wf#r4VA%
z4XlAw0qhB^+Q+eqE$q~|+@kq<-Y22V##1US68hkFwX7F~vWyG>lKL2vW}DcB7l1*j
z?VMsGP+oxUUw}9~NaU?Yyft?D1`&M$W5iPKZ{vL&^Xs7oR~J3MgMSATxS_PKeUsQY
zav4U0Xlxu=S?URVTcqeWFUqogPC+;d!yeh4TGq9CqMYw?iYloEOETmx`AhUz$~N6Q
zrkxn0*sXge+jOm%Z2%8=NCWZVxd*oVSQKdhHKQUOK=i`>Ofz+Q)z8JiywBjLDi~OQ
z6L-*7(#-1TV&cp**zznt5W2vh_aV3M(?^WP<!BOBgeq+7`Oom5MXR%Ztgq3NUW}e>
z#mE{!#j%wC?Uixs8e`5mR<9fiU4jh)4Azh4|KNu1mK5zpp*Vl-sHHM>QaiiS^s1K3
zDV5eHC%{;d_;MKi41y+Ca8XIa<3jR*pC6A)CT1w?C5gggqhyG6?9tNVYfd}uz}|6v
z-Kt+WC&JY}w`v-%c|<zuAj3<?Y&k4d*C0>_lU@d>99DuBABBQye`nSWTPN5k8U{2V
zFzlJFn=64>ETDb>6$rc&)eG4<u<?In+skEl8(>`N1`7}r+5<(9?Cf=;nRFoA#J0FW
zv(<S??)qlQH;9%fy*=kv$BnfdNf`OOPHaB#G7+rcakGCAxbe@O061~m-d(z;u5rxP
z?r~w{R^TC_4+aDpO_1Rg=*E`K6fUj>tkvDX)~MlvNW6)oxFxb7uu_L>QiS;+{tSd-
zo&?f^F~Pt&x7lmIL1qvG*8*p9j(>vypVyTH()qvJ1hT8f+d@!D{3LAC;uYu{+_6xO
z3Gnr!2ggaIR2~7LX#2!ikaVTkx>Mbh=Jbol&eSxRN6?}`aUFe$?B2hH-%eKYin1%v
z1bm0+y7CQj2OUxKv{7HTA5P=@h9KNa;qrO)h2+=1_rDA-&dUvMKYmpi({IjhIR#JS
z7WeNrGlKS0A@4mI<AG0Sa>&i_Gvx{q30F>M=o44ocT|x;3~5G?dlE2cXjZV&d!lq@
zf`Gwof-5S-<(K|F9D0ujWoBiGoRX$U*5b&oO`Yr(5@U`JHJ7zT_8Cz0GU?yE_MqNY
z^ONWMM0m=|$XkrHuoFsk@nTHdXtW1ya8WLL%>Q{=w9gvdXN?mdu5lY37%M;6TgGm;
zDV8m=G&B9_<)zoD@BBt0XO22ti`#;*)tRxG!wLb_LJ+WtF8!6Lyd>I(iRsBnP*#@8
zb94$iwdCuOetb_xRbwLy;udDZSjE&?Itz`RyxA;r3@iO*)L^{&#f!X;pU`OB>K(Dj
z%E?ZNX#3D@XHu}LlX*>pwn*O2`R<#N+yKdGKMnrOsc}^{Q?o<LpBF!s>4^|n8Pi_B
z<<Wd)nuE}S_d;M9AqPV;iW<bw_J|g;Ico=&PWbNCPkwKjv9y)YH}8|M(Aom>7Fobu
zLjvEZjcUcNifY0RRKTe}!bR!-j0M%T67l!wD(vvqcD^$MQtAI>?uM`j1Y8fS?|7A~
zR9Mzyq&qtA6<5)jRAKs@dz^s;^7-V=n1@|3f6h<0ff?ev*#iTi1FzgS%So7KPR!X8
z1Izu2AKHk;)}ABA6R>u!DbUS{>S!>qEIiRcv_61wOZ{V=h&Ia}Bi>73CPli)xyN$G
zHDL=+w7+7v#5W?v1`pr5bS`w62k*U8X>DXjevnw*tz%MVE0PNmiA{P*=CS&qF8oj)
zb`#`3T3*GP8Po%Qx+780d1zDM#x)?60q`!%IrV{mzB+U<M-t5X=Nh&fmH-vn?r!cv
z<B{lv&H8c^9gphJ4Gm*(@oFAe#!VI2;K2g&gW>M<VR-1n&mRT$bB-%)-+(Q*BLrWA
zqlomJS{}hPLx0=_Q99!9H?V#0PT98tL+A`h?Fj!<-O#QnXA#|;<C;IeNd}yvYr2pk
z1LNm5BC99NGD2D@VYgl%Ar~p^3wTueyn^unzm4vp7m@s=+<I34f$IM{>D^<I);!s4
zYdd|?@p!>a)@$VK$+t_T>&3oyGY|N*k8mEQH0o8ko}Z=7`{g5tP%Zf|FUmOS%{{Ck
zqZQq|<~vlKD{GKDska0&%N+98xewm;fjf_RoYo@rr!*E`-cS;K`vXOYYWkj1_lSA6
z(1(=>#%^Y}R@%h=C=uQ6@dqWMC@Dagmk?UWnubd{5K;PBCn2@rMwO7$Wfa<%W$Mn^
zybNGJ0i`rOX7-H6u%F3MeLk<Nk#@M>op0TNHqv@5QT_83hQN99mDTzyafC_9Npa+d
zwVpC9+DP3LlbGJ<%9)uqz)1v&Wq?<22=>`vTAK$?V_UEXCm1BPW}k!82tp|Vt)^Ef
z1WpVHVGQO{oJ3F;<$u*rO+`8X(N$_{BZx;mp;;G)23Bm@l??KLFW#QVF(6}vBy+7V
zaC2fHS_W7Q4bxq+kl5K`=yH3tph%w$cz{kXr?JKz!hUZje&6;8`Li3@Y(1=-fBdF0
zcvx@sD<DSWhx;oj20IF#ea(Bvrf)i}9|~?OOk<}BvKr7?l7tHx|M2Gi(NCOZeuH$J
z7QGLtg>!W&Z{hy^;qO!;K1gFG?E8yzcLqD2`q>ef?|6KEMzqR9`#Rxvr~`dOiNFv2
z)0t##5CBUDiS`@(-`fy~p!&&udAHfy`z(mRj0snil7=n&&^5eqN;?7y^@Sz<M$0p2
znCIuU#B0hD{ZVH(jq-ST>#~b1^@3zx2^q#Y@phi>z42f&Cfp-~-_HMp@D*wu4tCNz
z-PN~yL{{r3iuu<yCh}!JWHhix&WN=#bqAf>h39`q@BN$L`QYXgh-?;2zIilfa=-HV
z5<6W%G}ZIsK1S-5vnYcN3(g#-665;i$h7{WdXJgjZ*_BMwxRQA<e&B($h%wZD-_w?
z__{&A>rHkvT|hEjVL!(B{Ohk8j`a9(Ei>eVf>uhZI5gHC*zB)EW6_@!mgis*mS8yl
zrTK1gQ(3s`rBTgAO{-*+{5!sBLC*N+vFY*I@q&$Li#1+x>`~?xQgA8CPZNSIn+Bv_
z5hli*L(Jc~qmI5T_b9N$2xaXUDYa(N<Qf-xoR&?Wy(nL^yIm+{ldJ#9)vE+7)b$5x
z?UIx9!wNHZ0a?2|#s5jQn@XYwMXxkY%I%BPD&I1`0?IIU5ly&aiSK`;z!d$ND%ov=
zcMQB=xTe}Kl7W8=MDEQU*;LsbUuZ;W<Ps34{&+^cUs69_{<cYX-sgABwZ0YOl{|8U
zi;TuZv=qsvT9x6$hY}=?1ymJYLm!ONh~)F5{B)&3Hh{G*qDYz1%d+#}gbz=FBhSrC
ze+Ec@$Uj`e_!2W#eqnhvCl(_yBrjECK+ZEAeOd9MR0V58r$vqk@VQV!b-*e7j3vgv
z8!{KUyAu}xp{&VR)m5-9Z>V(>1IyWH2M7nFy4d9ngu!Cg$M`iC9$N#D6L{OZXpF%^
zft$3iZyRy%%MM*kQcpwmLXnUbC}Z$h1@%0zLHI^)F!nh(LL5bI^^2T9ESsL9>7s^q
zOur;jqGVIgd4;llQK#+&%d8Jf9Lw8eRu<iolP-^N+8%#CXFD%SA3DhCzt#UVpG>~$
zi&a~JpB(F2j@?2-Z4Sjo<N>~QI3?;0Qkm-24EwNHog86jcm7k0QKuw2Y6UWg>kKOV
z0Ig?#v;n6R#ZV8@!t!=URm)Zwi+|ib@r_UeIn!cgeNAy2-hv3Uba^B-S1Cn&9mHlU
z2NS@!Q->`~)+z%{g9Sp+{C&<)?m~<}`P;faCF5pG5v%w(3WiPqjaZ#Z*7^SVYdY{r
z<~TDcN{n(=tO1x+gLU@iN;ul>G@@bZ8>Cc}KJQaRXyGsYn4gowA7+#P)b&(e`y?sK
zHTAgwzD9jd<M6+gM9K^H8w2Dw+<%As2H20kxY_?me#1Z_s3cu;|L7F!0iGt`H};rG
zq2B7MWS3>#+AX4Zj`wBFk6Ap*5=7`a--f*MBd_K)X1uP*k(B53)VPSC>534qJ$^~$
zx&9&HyM{6MHXnR)=`kT9zeIS1(hKMXDdX?Wtx0Qm`G`!b_-r{4VO+W@4q_;E_J3UC
z#f;I6L<_b8FXnHw2UGu~QcPE45t*Ks^SK?cU5PycLytFZjw7<KFTD-FD$Y}<=j>ld
zfnka?z^ud8-=*rA@D)393dKGM6jFsP_-VOd)k4?2!t4*D*i}mccP>1lAh?|!!El0^
zVF?1+)_|s&UYg|3{UAB<v4p7n)aFxZY9?|DGqy_mLo*_P=SF&WtotvD!^SKBE^|Qn
zKIQ;@5cS(-lK%s90Dfo!rqa|@xQ>Cf->lo=^7)opUeSj#$*ao&h%dYx*gy+c))0fr
zfRYT)8a@%!rYf(9S3*&0x~X=U%xT@(H?5y}U!^kH^w#H<1`|Kj;LV)iGF?Q~8s8ru
zBSx3G3WR5Myn~(5_f9!Ew(h;g;WEy!k`P2nYC$k5r(O9QkRxvgb;8-`Pe|&=C11@5
zB{z&}MK<{JSP&~cYPeaplpK5Yeua8Wpl8Cz@z^h%OF8&E3FN%;S4JKY7(u;o;vICv
zZ4v7c>o!S6%Sj&IV#;LljUyCqt2h^0YdMcN>8ov1&3Ho|xW|U|lx@I<BSN#D%&y)!
z@l49kZwAwBLY!enjAia&ymF2OFpe?ipIUTH16qk-v}mhyP3Krm#s=GR6f8DFLuxNy
z683+n20T(m`)tJcDq@986lx8|)W6kg{1a>N`;+?%)A9HE{1eFsxPPPSH^@n<*4NKy
z98yQq&aphSo7E#Is=e1B7Wq1~R!2Ae$q6!dkbEGl>nw84LLED%N#128mmjGU>S!CJ
zC~8*P6I8V3AxBbfgpzq+o%j5;_5pMI30uHs;mR6!Thk5HjRM}B?$Pf_2+@||H)T`-
z<%6tooean7Lr*|<*i9Z@U8tAB$c4mhSj28fiZMb3CiR}25|+uK-{Us8j|)XsaD%Y*
zNFtW1#~U$08{Va)mEWTAeJKp_wrrtwhajY^jFr0S$Aag=d<_VF1>M)skT+ip06HIG
zRz5M*OhyU{f<5mIj%8V_3_KC6jLtAGMw*`usKKvlWmu)v@P$JO=Y-^jcNEpDOP4O(
zi*kN&hwHY-8zOfRr(E<ruR!<VtB&ElUoBLSs{;og9;~Y7`aJEwX0o*@9#S(Us8PD%
z@<yA*+v2gdtDo%G`x~Q`&2|hB!JEXwAbfk!B<8fot=xPGhWnb9uou~nA;gr?SL&|V
zjk#aZ)4)m{#SQ^Ri1w`6U+v!?fONC!C5osCv)S)6R~vDV8Dep3RT(w4`|;BPA`wSN
z06rgr?n)Lw9O0I;9X{4yI0+-G9$rO!j-$|=m6Q4OOB3XW-Sq#O&)=9Yzx+mv8AtIn
zu_U5<qxFD4ZQ4jC+Z$ruVvx+3M=l|T5U#COJRL&J2OLGX^S#wb{jKp17{e~*<WM{k
z5>mu?G5}*oy&CATia0LxC%a^twtq1@sr<R+&iOmR`PLNpl>y%cMsoZMw)ME{&V6d3
zL>>taN`p|tWT)c5!|t?8vl|{g{eF)^QyQl>B1-xAt1&tv@--F1Be9jZqv4!S%nifp
zTL{Q2IuxIpbJYYmP0M0wI$|V)hl5@rij`syoAw>NIi+~Nb|^16;j%WyOrHU%WB2+L
zo|nUUh*FD!K(;!Xvc0gY_%7LL5AW=BX~rvcs)RV^oKAO~<GC*@-y|gGXk*A}X>rf#
zo?l3S4=I^*1)$WK)V&vOO1SQ;+&{#1mZ$fY)B)wd#ROC7<!aImAI<KRXkKB-u}Pzw
zjm)ln3h>?v0T8eQ6ut&eoKM6iX@9H?&$511N~$E<*igu_r$eY?L^u8HhsM)~y)tQ>
zANI1-emY8Sl0n)-O^8-ae8{(TbErDpUY?fu=^ekA5syf#P)o^&CDrr6TD&5oFK;|^
z)ZUr7R2EM1aj5*ccVqY=!dyWY4c?sRS#uWmit!8(XWYWkl647^urGA1DTSTPdCcF#
zvJlE2Dk_f`jVP-xCOygwM$Sz?T_o}DR#If}Gu+itiJgdC%S@lrP~Y;7w-Gvu$Ow>X
z)VHZ~9{0Y?^JIC-RLD4Catq<JQtk^k8ICZhYKl9tX{)f%ig{!-E)3UIsZ@QRo`<8@
zQU0(yNC!DPCMOB7do)xsaPj)<552XQ9{e&VVT^dI<fORe1@*E&#$+jGf2}`@O(+vF
z2Wn0qB3pF7P@4={+54hYQRz41V!A$>E}Yh3O|UG<$~huoMHd$-?0c3ryG?*MHASI^
z#_oQ}W*+ipHD993N!CA>%=j$cKD#6PlFo;y963~>z@1Sqtg(gDaS=i;*JD|W%Og(}
zzVGxum66e8O=x81+z(KBRmlk6cE$3sA{&ESrfw8%DIFY1&lEhOhtv&?^c6(HhoE#T
zzGUaWK@{cKod(IuuTqi%jk~ZfLjj%*Wq#;IKTkjBt|(!V>6@jR7PlVg1wfSa3kNCO
zw_;L9KTltFji66CD{y<2?)>Y)3eKUN<E9;_UC(Qct6w9fW|nRcQWpu)s{p)8m+EH^
z(fc^%<P=mNn24cnXF<MwM{v-9lY#W(n>k7Nh#bYPj^lse)CtH8Xm4$GS><XM6CHfF
zTBqsQ>(@}s+uWSq|5*VrB<Uus<3}<_ahpbjut|7Og5tNv{IfNhaEtQFsnLK`j=Goe
zKJ$$9Va<YD?3wxbbwx%o^7wocaikP(D}U}0{x3_EnK_st);RxX*A+_C`czEM1)bwu
zMbWnHN#7_*0v0t&CBSk-_`@BlL8ni>z_vd7OaoaWQ^dmbGt??~KYpQBrEv_1VG!q@
zB;0ugc721~ujuQ<Ex{%e_d;|9(dj0?h0XQ`rr$$pe}CPLZ6LWL6R8VgXNhP1{`j8<
zoC-Bat^cT=l%T{>GBpC)rr%xvb2yow$3s7+x};{X80F)}+5%{tl8AW<esz}#{$oH<
z+4$w|DJbFY&%U^z@^K`fg!;`z(ka~MKB?j@o&1B;yTS3_L}ht|-4_G@NW5%2@JAB&
z&9dtHXX)YBWLXnDkANW^5*8pE&tQxnE&U*&`@ns`^S8$C<EO)Q)9DKD(M668Wx_-^
z$s%43<@bu4TH?|!<b@$Zibu>(8x^My<%M>(AJOt{R?$RGX(BU*Q4Y6`_EAa6gFr$e
zy%>q&!g^*+j<Q>!^=`N>?h!CI#Xx26zlTjD0ePd1m^XcLtD<=6on=jv(UO0c$~L0`
z`}-7Op*PyjEhTFqJCS`H{Bc=_tn6b8&TTSFx?Srg?J_rbwa~TvMRGlgB)xT@*&fMv
zcFS(4^b5Ccw58j7S8DZJ5F@>l_5^dmG3V0(%QOJMr=P(+Gk_fwVBkgH{-jw0)MV4&
zxkAmD+e$3$VSiME@0x!CU1B#G7~hak!p#PZ7_&uatz@`7Qd?G=x@Gqfi59KnV4x-n
z@aU}RHn(T@_1b21FA>(Eda)Clb3`l{F`uWSU7xq};#h|N5=;~xSyJ6i{_){ELn$FV
zbZ&6Q1r{G(fjdN_-XGS?dvvVu`}&gPdTn)^1BzYXXPKv}y1#PG>nUF@%S>;)9cj0I
zobF{P2t&5o{-m1BX0II<%re@Eoz_GBq6pn%T0VuSjd+g}ozG@zK#&pp7y7czT_kl_
z7`KMd_E_!Z^MD9tW=-;*m&7|baKJ?W)KkXXe18Kd&*M9>EoEve5Tj52rBkM&4PqYJ
zcmRO%FC=EBCxlQcTPE*++al!wm~)SZZGS`$aI&?q;sI;tS6n?IbeFLWyy(A5A~RRT
zHGu~pF|c#rYE%Jsl)HC9o)as6e+PlGTmA5pFQSz?#|(C8MDD(ThY6EXXF642!jrEL
z;?1pEoqM0>76-cvkVt1Mv$OXVo3_mgj72g>MwH*~W)ameN}IoVMXhI<oO|MY^_s+%
zG_5rMY71QI20E#zl>d0qB!%n&^KqfAcIm6=wm%K?{VxY~{wlW4=i@wh<NXXSQHWzZ
z3G5G;^y2Q`jP%_$+s1n2BL+CIR1<NuF6beU9Nb+8bf`E0=EuSS(RNvJd$js(<!MU8
ze`e#?X$??`Knes`tQOKN3)!bLZI5=00CvE9#M{bC0nU+ds(J-3QT7-ro59Ser;(CK
zdzM_kNFVG`ko+qJDIqt1m)^UKqm#3;mt5M&xZl7ADNC@U4Lg7~<t>}d&ilaa75IS7
zyrl31!RzXOV4LSRh`GPZobW^)#EAlPRs*`+g4kYz=Pz806^=+!8wwXy$a+k&@<GY3
z4fth(N}^xED8K*d+TWIEp*+D@2v|l<%$FsHJ?lt`m88ifaA7`~NFX@(E9AWEI$e8E
z$8ly_^ayX~`7yq5aq_qhuiERz9}HS5w$;4lVo!XzcJ7Yy{Y$POMb--tQLy`N_uQ|}
zi*Vwy(ew`uaCzCU)wxkvH(a{)SC4^zMUR5(uu+iv9w-tor#HmfzeU{U$Lze@j2!13
ze<l;Y)-+#0upa0PS%VgU@R;z)<;2+|ATKC^nI7*LlFN!Qz;1)zMaq6>98|S8LtF{h
zp6un)6Lxdy4?#WiA-bOR*nh5DtcefSnRDC#_Uo&F9NHJ>>YX(cf`R5v$S}B>(R*KQ
zKWJmt@y>Al^k=HslCGmeayj!bT(=3>-(11KhV)!@#W%?MM*#J^`lBD`U(_$<bP0jQ
zvIf&I)mPlfBOZK%%)ip<KV21x#p1UNALCp+-tR8_{3Y~li~yyFDD5uwA1M6``#fS4
zpBfYPrIZIxc3HI`_l{0!#N`@BULEW)3)+R^MSQ{4EQ6DM5+a$YS?)o#Y~wo_UGzuW
z*YEVb9Nw;XX9g+#C`n<?p&fuQI0wT1<6E%qIQk>)uiq5I0D}+MEDpc}u|@#66bXp}
z2Zdr0i8~<v|2PVOtzsuY>;b%<WT&yNf#62|Q{A6|qo2kiz^M>FUD5AZjBQESJzguu
z1qvvH_=mpGyq7~V!cV;2oEN1tz%YH{$AG$mEpXO{aEd3eMYqCHKp2#Xcq^ZXXvG+y
zpbMcU1Ir*>HLb4#$o-1{2fF};q_V3N8^AtY%{iYGN1;xCuDua9+3tRIS#*)lKY(+1
z2i_z~cr8X$s3-Z8lZs3PnvMQ*#N7kY4QTg^xNin;zzSmbtG_{(cc9ZZad-%DK6$v8
z0H7Jb8O<Q(Ux^<7%Q_#6JvM>60`R9THl#-zBC%r3$e1JRw;?XsfV-J9-4w_II+y~w
zTgODUXrbC^C62tGTG<3G-Aj2p$TjoyFD;=AYyel%-%x`5l?p@3kd#J*LoMyC;|fW)
zsAXe@DJ^;KYfD6$^(^atzWa!eONBYP-05lj(l>~MO6sr@VOhKV{WP!m;Mc?bFVaAG
zxd@$f_nj^t@~uu}d@}@%kveuwHpwRij?#agtsz@j+PTVE^aY<vKuJ&Y)Fis_5qA(U
z@o)?W9snHh?;-(#7zv@FWu~UA1mT6Mp>-iI@`A{@S2Ag;5XI()UQ^RjpyaYla%`-h
zIiw!*T(<2_pXz?rx~Ab}dmbX#b5%PszMqxrL3jNzq1l}iWmhg+w9!LNvJvua<8Tjq
z=htORCwbAskYkr5^myLkE-!u8>-mc;*vGVYKoXdiZOmOj?-u)pH`TK_f_el=>CmNw
zZv4jtWA2o8b(-A;p$HlwDf7&M?pHZ8IXc&oe7a>vqy%^$2WOn?@e`NyeW2GT`N6)~
zbds?8)me@nD$lzKdi{d$ooml~xGQQ;1)t!R5c49SQtd8g&fBP?d^v*d&ca2maMTh9
z|8rPChV3~izkGsoYfF)jUK9PQaaWgWq1E>u@u@NQb6`9x+lDPpAkIi(n0vtZ09xv6
zoa=!95#Yz|+*I*Yu*ZN;vAF^Z0@Kd-R;G)_cH&Z^*+0?)6SyM2Ndg<ZSS@r|8HT66
zmQB$FJI}`gWdInm^9WkKKG}zjk36Ob`LQQhK8UD|PwMvg6Lnm?GGdo~+UE7hh)WxB
z4#ktyml@b=&#)%|D0Y)%iL`h<a9l2QXLu8AM7#xg<h!^lxnQuSu|zc@0PBZEQ{(<Y
zoY(hOQpPUiAwC*3Y6OGYDJQJmi@mM$m<x((2I#;I#c|jbe+TkZ{0d*D;CGYLI($jd
zCk$ogSP9ytYLx+B81CpQJ6#yB2gi>os%)b10oF|r0z$4En$<HoBdj0~?Tc-~UaRn7
z*=|@)#Qlq-04~Pf+Q7YD?2Y$vyItPfcYbdrTj~%S>}|;w$&yg)JhUa$76Hx=Z>C6u
zHwKICKiGEa<J-K~*)w)Iqzj7t3-@it@$|<kSmOxylgL%8@&;}m&;y0~=dh~7i^qin
z4}g+_5&ny=z+0&GQs-C~%{IQ#u=cqWP^z?j9_f2GiCjxuh`C;TIic%rNhc|5>0{$_
z@s(X8$9XG*uDJ}F$sbbf)1#`#tZ%9CJodLrKITyo!!3VIl|V!C_^AQ9Wpp7AN@Mm$
z+XpTNlp$BI#k}sqbqj<!K`IO7!3jwhbbG5?!M`*X^d~SWGV_%>qYdQYaumJOjMn4c
zs}8Hp=Es}Q)Kg5$%qTkuC?4oF>lTDxOluuG$wVx0B|FWUTl8#n<PiZ~>q!ZQNx2(A
ze?NrtTc`&QHQgUy5+r^ggcg&bIozvS`?Zt1LWY|A5{V?a$rPLU{eHT|EbTQEZ^+w5
z%43J9dK_O*YewD;@V9bX`gpKno%+mGlAaI=FY3=;HwBE^NNlwySPKnrIVES6tj=DP
zVtv-mO&&*6Ze>f=>2~L0wogfXeCmB?S#CM$+rOejdl4gPXEd7ryXx_*Etp!*cV|Ua
zZ_;HWprhKIzhXkb6VM<YHduZ24N_9r|Fc<u_tx>Z8g5+Pw=xIgVZ0UDfbuoi#BW{Y
z4g5vzh5LFv#3KMKSc3v>iR^1--ynn_4>$vx4;&YzAC;hd(Vz`zpOZ@y9g`t~A%1{E
zF%`LA(>(@+Vt;D71Ig^liNwlZ2$%2%r}Z8AoK66Ybqqvwe%g_TScmP8Sb;XdR!@E}
zqTw-gj$%}w2ZnOt@WD8VVZUNk@eKE+77qxsKVNLcc$~zRq3p(!ZRtVWKj<uYDb(V~
zDjBh2C;mpG-NY17o)-W@4>?RG?3b<a*IE@xhEy`bUK|JR+-l>o?bwKHXIdJ4Tt%U)
z=Gas4j%i@cwK?VxRneA2RERd!JAp|hxp>VcuLEK-6RPUUPff$kD<mvzt#hU5yDcI3
z#e_C%Ps-HGBK(g9zno_bj+}An5)0+H29oTDz9+;&dx_p*QB~fhoD={jGE1@JNY(v^
z6_n2w4dK$$f2uSVO9g)V21Rg>P?${4n%E^m-$j&-LH+rZ`f6JVx@IaO9B%#;4$erM
zlKCK`Cao!A$bemlidKy~ZThx?QB?12_P|2(8HgWE)6Ki7Mo)^m3I(!H2+zJ;B6DaY
zr_9^TYqk~adf9FuCH(R_t>196U0#G!Q0|!`zjn&D<g_iIqJ>jZyY(|c;tM9M5q{{d
z_WQp`W?m+U_{La--y%|;biD9=v_k)&di$w#?CjmsJJzw~e8h(AMOe3jTl8H~o<=tY
zPil2(iv}{iXyGe9mEF|X*lmK|8DeLwRc8)iL$z%pKVF5aD41&3!vv(AmCD+zl)rGW
zh|B3P;zC`!{8Jhy0qN>ti4|<&r(ezE6S@@l_REN6?d%g6+Y&S&SrL=~zz{JU^WUE;
z2UPV}gD2j;XU7IH0v|dJ-AzDjB31+;+ipMM=s5slO>cuJJ6{K(+Lf&D;~&-=wRWst
z;%nZ(Y1cF3A_RLOW8(O@HfI_#h_wjcHhM?Gx-zi4Jm<9Qq+3FXe#7){g9JW#LXib*
z<Pd*n_oXTJdmUKOP*-_~QEY`t+|Ka60CZSE7+#MP3l{bjJW@lIpdfKD<`B+DfK8X=
z*!~YV!UAVYZGnVNviYs_ZIo{Jvmcyc4{g3rX#$y1hu^b%hjbRz3lpk36%s{#V4ae(
zX3r7g)DQPXWK%w`v5Xp_vu#XydY9l__TtRWSWSNl`fORi#tWslu|sv&BEKvcg%i_B
zvcnZShbwjlq*mf276WWz>mvelv{_H7L!VR+e-tS!{ecl^<3?kD${J*I|57_x%)s1O
zO~ah|6sGKuOhxDgUXr)_1}ywPX%iJ1Zp66sS<skXQ1k1(($`%Ss0~j$Z`+t2LQ9wI
zaKE3ps*BSu#Z~FfF&_}EC1+2cs_0O|_hW59C(SCb_1cDnI#2>Dn2yaf<j2qW-+l6y
zWX<X*cq+ZJi*>^f;p5Uq3!AYAt{y{_A;Nh}xqFwY@g=+ad8^!|XP#tHav%4ogFh7Q
z>_6;#*f=<`@Bz%}eT<}_y0NE%$eAf)+S~3s>;*jq&HVb39TznZg*&Dbgtyx0yvv3^
zha0|VD{z&QRV_xmOl^A4!ZeiQq;jJKUEl$?Q_wi|?p-#~_#5qcpO14Z<wbWC6f}*Y
zvNIJ&hp6p$m?LjJ>^&%D^m&+<JK))kG&vnQ%}IqM{YMeG{9vTp6YKk7B%GO+lXh++
z#&ZPtmBQ9xOs00eC3t5XN->CV`2NJpO*~zwKcc%8JJj>wN2`taP(Si&`)_DFnziaB
z!q_P|eGvy@<S?wWTNvbG_AwCHV-JI8xEC=1Z7C(0#+>{Hf#w1?8(5$&;XJ`F9eJjb
z9n*Vzk8pBw%)Z;MGWW3E1S%6prgJxJWn8aKKko`h2);_1V#}O#=vlC#ouDQ8>c$Rt
zmhbUMMGh#xiV){9HoTGLyiL=yAX1%J^ELV$o4pQGxW()9%V~_OfI8~d5{yP0Wr{F;
z7&UwGb~N$g^+9h0$*cc=F8;4HgmID;;u~%}q}t->c>ahch3O|gxwoY`ITmXdk51{T
zE}y%4aP5+C<BOh)lHBSilSMf>oDV;*p3jplcKG1n`<NwHoya#XPngm(STvLAdqnl$
zHQ(MsgV3*LPt2L3S7jkzYOKU3ZzA4m-BbJm!qa%XB=Az*tbtEiuNOCv3a}?wwMP#%
zOnXcjbL#|zRPME;l`koX%+jOJ7&#-&_@77lP?k0;oduEPzmg*Wuq`ymigHjrOM_ca
zE<FyScg={!Fgs{Av?y*D3avre`5VdJP*d8p(c*z>oA8gG>pBBSV&u$gLvb)!ypnst
zr@@|Ab#+<prnW9eSC;KX>l&fX)#P{IBPRb@TAjLd^BDhEZoI(q235<9<^%o^6EqOw
z+l_w!qZ$I{RowJSOfYO!$=RuKxOWF$wpiT%Y>M4$#;pKSu+Ii&_&K2({hVdnhy=Fl
zkre&7Wb*f1vW%RJD4pXY#4wfuNX&k25Ywmr8Vei*Pi#4I{h#6>57xD@Ix|NZtQkqm
z#{Q1m-9UKyLD=PR;nT=BI#;9UG}f;_f3dlxay_s>x}{Js>@=TWr|1QGhFYlImMXuz
z3l%2j#&s)*C6$Y8N0N+NyTE3vt>|gSo^HVG_7_l^<809%f26hnaQ0fkM3XJuVj1e7
zoZH$TtX(sx6OeaIM)jJ$h*2irkLz0H65_}ys!lolg25!pMi*)}pdHZPecGg=gz;e2
zqZCT^UZ!EkJ6G%yUbHy3hj6t#NRi%RV`V{J#BaaRauw~}>P(>2seBLlw@H<KNtPqs
zZmAr#d<quBm!&27JhX|BlvymNWAx%Cw)&%nObgEyHMIu4_I%Cz3N<NMzJa7OP&_YG
zpx0jHX6}$Zj2}vX&iO>W&HWtP*_oZCPcbujY|tD1p_)ZV6?>wM*k^|R+|}gg^FaYG
zCiTb(4=CSf6JyZ#1jX9B#ag$1GXZ>1xJ(Z%;Q%I}2Nt-5GJ97J5YwN=7qM!npLcHe
z4qD@=taV`9zQ98K(G;a+`JJ``JgM+cz_&PoNY8TaEd(a$g>MiQ&6VGtVXB@DPAm)n
zN*^KwN7!=~3@~mr*bNZrm{a?(5%tDd0~raMJ>~m6Ky|3h%!uIK4l6;e+Zha38xQP|
zoQttl(cR#aac>TE2R_Cg->_0%NQrV0uDTa_WKNn6Ua=VKb9WKulhkoG`u4@CzURjA
znN{@Y0m+5ch$zOVH2n--?yq_9h`lkKsT+n}D7%d&Ng1OClqDMC>XaNuu2N^PbgBc^
z58a}&H!M}8LNpoyN(d*!gjyF8qW>FhuIzAy3pS-^3Z9pJwV`^-!Y#%9itN5$8RvB2
z?Z7{p!-n5dtP?Ng&_KH@BWkch4BsHupgJ<|$IA*n@#(`qIE`aPeF3Cfz04L}8b}N7
z;!(tOMjKIoFplBuZ;1;FctD_MFAN_03-tcip*B<u!YoC<uBNImQ$KCkKIfC${#GW1
zcPwqO@5qCZu1z6EHox#N%LX%^!@VfZac@VG(Gn(GJr&(+!Sk0PRi#;nuV~sCtt}dJ
zeX6xbWx_~zA_ke4-R7s&vMnXnpBnOwpMU<2sypWkbt+|TP3~H90&-wi4TWJJ3h*!1
z&-3;hv=vLFRwjeocXVi<iaBG#7v9%Z3D<RUu9YahXKk&(er$6bUD#d5xNhz$*q!f`
zP}lZ~4z=@XT(`K3=G0cqGoo-8(kSt_vwrFrLB5#wtOP<*YbmN$eFKqdSIQ&x4+{jE
z9hBHK6Cw8#i89WU&77+{oC^_D2?Vu#ILsrPyAtLa687ZgrC&m?KpNE<uv&Q!Zy~gw
z+Fd*ytyoL3NmXFAj5(XOVT=_!isg0r6Jfmysl}toDuxju5#F|5U>qcty+N=vPT!gI
zRYmko^Euwq4^Cdn%Szr|DrB)0?6Oeu-uk%9cNZtMVi=GvavSqU?rLNc>U!3l2)UkO
zG@2i<8f?<q&7*lCQ75flmA@qwU3g&yB{+u`sPKA2$E8J+UATiP>h8WQb_Iyr%BAY;
zL@7SK<VbR?^K{!QQaMsN8VHpngf4x>Wf(=3u_p?HGuD6MJO1w_VE;cgQ$Lj|;%>2(
zlfXY+|KO(Uq)p69f#LJV)bqH)v%l7FExL;Q&~0yG2R~Q-l1psoQ^)Pdbi{3<MDy--
z_A<U%aa#JaumUo-f!Y&Lvto6%&l+Ss$X;5K<P=l&GWoRP!oWMXLYwuHe9q;>`2?aQ
z#wD3A&EYM+RP~?McNsqXMZKf;5?@I2*m)7<%dqpx(PdN$u~+kjj~8ppE>+J0e+$u?
z1z&xF@Q3z&gB&^SVGQkQf(~nK-|Zck3Y`m7X>2W2kJvg4&vbFTJ*H60x&!~vQa(IG
zvBE<JN_>1aI#%o#h1ZcY7wzHqG=~jk2p~4{Y9&JK$a3S1c6r^QXl>evTws)4!j15M
z`p2~&d+{f2W%_~wKw<dxmnW)zBH5lQ$M0g&GY4W?3bVYOYU8PaaEMvEmO)>)8){Q&
zr}BTgqUUF*x8obc>Lb2@Ra2?KF=^hDVKptHapcfSs)wfhn)U5cYw|q+Nr86_S-lf#
z51<>+kNo<+z!@b0QQEz2h&x{Zj6sx=HS-%}cVqibFs>&=^XJsQ+NSgIMx<R(bSX>s
ztCnEfl9zwjVfWCGn+YINwR^O`|FwJ0avlQs%C_IXuSaUogdV-d@O7lA8c3T}MT)kV
ziuj;J+!^mSPKK~5HQYGfEF%HoAtljPk#CWdfZVUbg_x^eU;$TsTV^Iz{YJfvVdsTA
z0m5%YtZHchN6yJ!*aTGEQ<N^pS$hZwC10w9E)8yh+Q3Uy06aj^)<$e9VS`wBZh&a@
znZTh3-fm+b!o)@ClBqy)>FsS-K=uQTPsAQSJiocHLk4lM{~osPK!8Kk%lk~gPwREf
z+1q>R_ojSa<H2ifS8)v(#yVAxO7+gc#yvr(nv4q8JBJwebW?Q=7{@yCkBS~qQrX#S
zf=;_z@Cbi)iZv?ze8^*Q5(#;X&|Z_H*jVt~d4tJpBrBK>xn<)S#HHs|?Q3P|!FYmc
z_U2_kX+4D8y|TRv!eJ4-)-fAy-tJdr*@1=e{fYod(8+;iaOsd))@;rn*8}}=<pi(x
z#n4s0??pTU=hW@7T-9OrKnYcp2)v0SpO*$VTq1SnzQL##mg`r!oyLld|GD1djehs`
zQ^@><1>oKhkzd2kI1eKQ$xcP4`V3cwwg$-i&#+%`x;N8=_xv$zR%MQ3wZnSos!v}G
zg!iatE%n#~nKfRI1pb1`69e+^jqQ9Y&B%$kbxk~LiIbMx?C&*^ndrqwKA?s@;mY*$
zVzO6NwuZcUH!s&<)`pv_pMY5OzlA2|z)%oQXNG#c_yoB&dqRb^#GNQI(wE*4`j43>
zv8Nxc&B;A`(U#Y0uEsd%a_K>Z6*_OdoF>Wi)B9wt>|QMb=dQx83m?6isV6l(-(ETz
zUgALCo0|GKK}!92b(3uXtB>&7aVc4HNkEmS7wnZ9?9Ohqi^WXb@B*RsxZAovW9#Lz
zL#rScOx6Gb*2gAv`2}PD22HyDH`a+$;1Hv1N*xF%laB9N#oeK40?A2hj68PusIIOg
z@%JU{tti8HM)4J1zJx4oV>xD#w9ZKh>Ot89vhPJs=0lg(YL>E?nw8=$c7lzUB~?U9
zGpj!p!GRd2l(0aS>OykX^FHet3iL}M#)AUfRZ^C$zJ?|f!@+k%CqAmQbxa+;dfU{L
zmgK`VQd^boj1f)n!{N{s|7q68BthM)J6j<BXqh_be+{G!r>Mh~`WWuHpZhE<H7-}`
zDmAWJJxJA6Wwr9zcqaokNCos+mO&6d?r{0DPB%MC1EtL_&J79sK%9<S7jywR4aG^l
zWkAYt`$~?kLZg+ztE{03hPpQZKcxhUxw7*BP6^1o#T`!ereIu-%ijuYNrxVW6F?`y
zS{&R;L!%YrMzKBRer29!32hW3B|DgF?IaBE83(LY)&rF<n25KV(eY4nT?ZeSHe~4`
zR9uoGK1UNuZh(fiJi}7G-x3Gu`OsTiG?!e-oLe#M&sKZ@UEP1PKE(b072Z4(inR+h
zpL;-6(%VwE$KsplK%aG4K6Z)Gm_#1Dky^S2PZ`e%cz5-nZgmnY8oH2;`%ZVEDB`wu
z+<L_Sd_CGi#Jdu{cUB#WH7~ehKYs;s${=~Xh#*3Y@8%?|`RGYXbE_W>ai5IHKIIOt
zGAR2eNT_ic05L#PbOgXf{&JgaCBt#ct0>C6<BLddPo=IUoKw3!u6suQ<!CsCH5<QS
zJbXIONUn>+9?oTJdT!$#Ba=~Nxh59cW`TjF`byJ9i=TLJKUTOiA;uKiW;)Vszv7^d
zj@tImXsmwVZxTAKtMLTIv`GBqxFq*w9f?yBx{kz1Wy?=g68hSe2Q9HoCTq*52E`eO
z4}_g9<guce*s6JwXdO6F18s>IcpXVraYnzMI&eMuL56d&`%1b6jm~Mif*7t+?K7PL
zaAumQXtH)^Gl$bk?q^g3wQu^yKropnYc!PQlg{e$P2N7uB$85mGFXQxRy@+QL9A0r
z;_?w-qWw%?QU0Ut=t+|}(vJl?SACzwXsSh*jVL2-O#*bxEOcjyT>%OCfPDkZtMN~;
z?GdFN&r}@IA7Z@`CCEy^y-f^qq_Mzsm=Bg(Baa340+@ma&K7{OnARCO7}gcw@v0=C
zy@CkLHUKO>M0O;&bHj4&z__{^h~1>D8JvYVxV6NF!<9s-J;gez$3Mc($bm0GwC1~A
zD@cnY9hjlJiggWLq6FszpnI`FsPn7@{M*E!WGD6x#tR(U5wp!Q!Y+%1G=uZpJpeeB
zXmBd;Hc8M4?w1373T8LAFS}iP$wPPL8{~ZkI50TBfBL}Oh+Mn*%{9eF6-4fZ6B721
z@lzS`3t8ichF=;+f478HAPk1F5)d(tES2!f^|U!Rkc#<Y{RbMh3k{Kw?4qEf9}dDu
zfPx#ir<9lsXI6ZQ@9ng0=4#BMVpD2@JHz*8;J$991)f6JV%M8ldQtB-QNtp!99p=J
zOwi?eSW{rW7!b8J+C3h0Zzu38nCu;9dn_fv{mhT{_hW+1W@fDTzdD<eB>}Bl*!dVF
zB+DE%FfaOIOQov83LI8tDSaaDpvb$ucH&F~cu@8_dj4qt*!cH4x_`o5?*U9Y>aOK5
z8U9i1EI9d7!B1YRL0C^g)H(kT7<GI+<Zgro9}n&!@=2h%RH%5wSI5)BJZf}8G5Maq
zfp*}<Ho6xhL#YdxqhItt>nack77@YIP1@4*GBoJ8G!w7iF{K%C_Iz*ylxvpq=5_Wk
zJCbN`M4odua=46_U3mZI@ktFzIdVY{SvEGf_>Y8m%xgZyRf`qgcTNbblnG+GB)jPM
z<)mug<JwYMiw0OB@WyOS4K(FrzE^d2ZU85PUJ$WkZ#Amr1|n!d7YzL2NGz8cAMbV~
z>zqm2B{16Fe9hXJ5a~8aH$f2DUC5q3*X;HD!f^JdtSZ`0{WE9EYv?nZWhm24hdz?M
zew%xRWm4~EF!@jxUvO~qZ3{<UsWYYzTod)PPD=Qh+m!U^AG~$SkviL;wu8C0du`!%
zGFd2cGQKq^s%(}z<FWncr(8QG({d7KI9fr-Ul!XTJkx5X%^g7De1nwYh*_Z7J1cXF
zNQ}C<Hc|5Z!*X^;EH7z0KfT!&DL)Vr7%DuS8gM7rF_Wz^>qSZ`?Z78(%IUE@r{`aJ
z9ZoDW*RnH=GuUcYv6TAEz^Tt92|=!^dk6VNnu~1(%X8Urk_Ly$NnaU?C>T3CxEH}x
zf&9nt>#>!j0(u=Wo`PRte?k^*KvOD^xBv)tj#C;&0Lm<-UE)$nGC*V-tIZ`R0XfH7
zhm&(m#F5$>`Y8iNM<i}FH?c<m+X^_;|C+W9{OCAL49?bcC;69ZmF+%G`$7xdRAjXa
zeGOys3;>BEyJMpn!;FUNbdY7)K3CLx8|HIZRyW5;|L_w_LyE&b;-6Kkx_k!ps8;Cc
z%tv0fym@aWvRc~zc!f4ZK8a^_Et|8B>_NiRQ&gYmJzo=<E~zub0@>|8bZ`otMe=9K
zL#LOlhdpv%cD7m^jvH;hlWiov$S&g~7RpteNRyg|x%Oy`+c@RzlCJy`+W}f*<SVPe
z*2B|nl|!GTiB&?BlhG<~weL=Ne~63fYC))IvfP~VGvz`1mX;3AipX)CV}5y*+aGPb
z-IZTK;xF5nq2@s+$u|9Rtjs8{MxbaFP*$m2JMkxYi9f?o{70_KtpK$PXHnlEJGQW<
zV))^I8{EuN^$~Xrn@RkX2d({1@>uZ0j!%!;xwaF+HlE!ysf8PR*W-=zqB7xay>1hP
z!L3G`?}v!4(PecIgciaH)bfm_I_9$Hzd;H(4?_ew?Dei1zT&CWCcDP@C0BB;FiCJ+
z0L5s?RF{A}k4wbja2WqC==y<4vDIYSNJVW(L${q$I?IdG7SHW?eRiTz*AJY%{knln
zTd=>F2ZUJK#e!B>v+DA?lj)6LT+S1ye~|4+XUC%`t|+sB3DR}VSS*(7qwSFt^qAH~
zdFQwo-;Y>tdd*d@U6vq*_v~d?hg@7tLi=9~UXNCUd2#SWr_agbb;f6!22WXA2pl7S
zOfpXXEK9r8pIKk<VOL@HG_j%@lHrDb2bFhG*_W@&#f@=G?1z}!+Antn`efgYnmyTE
zLjHQJtWZrfqY^SyvSH7mC>zdLM%vC*FK?eGn_r(F-y)&P^I1L+isE2^zDPzL+#RR>
z)BNInd9t4g?*Hk!eQ0Pkw^yqmW2TSTMMjr$ZzvMtkkPzs>p)v_tkjhqD}H&ryDac+
zWg3ctUQvn76h;Cg;X5(ZF0-Mup=6y~pzKEJMyY$@BAlWYu{h`1U$ornT)PNuHh+HL
zWxMq&Va^|LuW*}cz?Z2>4Y)H~Dx71F3!52`kg!s!GOGUu7221a-c7N7UnaF}=6ZhM
zbA!p0ts<gfA={;{JJM?`#HeHR&a-reRr;{xJf*;^qk@!Yo-vF#BkgVb$qG9!tWf!?
z1jks9jFt@-+Cl5&&5s4Ln@I9D8fZymI=$nV6EQ(0YK1FabJozdsTOD`w2fix;H1A^
zg>LCf+OFBILBC2bY)WPqrj8zNR-F{QR8+Y0IrL$MMxpVB;~RCd!PbJQqeNxFhkY#5
zyVEJir?F?d(R!K>tR=<z9ud=rcTaZ<R;*2$Cd*h+O7P`b+in=<Yfrb$hJ~GtC(coB
z@Md=C5K5@Sgyw0k;}=WmZgs=FSNi<9<>Xv^q=KEp=5-*Wd3r}2rKluJ3uxt8lg@g`
zQ)>kz{E1BGAE&<m)aCyZ8qAO6XYUJo@l5?c?7ev)l<(d@KB#Cxg)Ctzdq{*3hGfrP
zM%GGML-yT}5ZQ&YjY8I;vSyp?QuZw*d-i=BV`lnY+WRc$e9rSc=X}p|e$OAwz2EnB
z-Pe7+x7YjimZR5{kfpqq64^G-(#2<5QgSq?c%KT;m`#egi(iMCj~$h@rxiY1YOwmg
zZz5tKI@fQ3jnGWB3qKi~;NGL%mfGUxLaVmSbDiq$EsrOq-E0qp`6D`BN}Ot0*}k-G
z)pm?)OsHpbBP)pdP7r7I7gVl>EXOnQD7>C0xt$?&2Sxw|;1kquHgNHc*7ij7c)$Tl
z4j99w#Va{z3Pj@(zWTyHL>-T!gD<Ouczp~y7kBc&j-%xCzVoM3HI!VFDOC3aL1`5y
z$96Fu!NM=4(uf=jUcMq$6u|t%qkD_ZF!)?|qFBG4<#FnC`_QeNv9tvvnWJ@wS>9M=
z`mz&j*K$K4Z>%597HIEI4;UBo)i)3xW_)qSGKG;(+UM2BXqe;si@IE#trlGoW;-d`
z|Fl|jkhK&>-{2trBrZ^>o^y&xRSQ1AT(SS6K&5}_!#H7C{%|-`R!nA^e3q>LIYtMI
z`?8%NnKk03=uwPlv+)}fGwo%;2v6T@{rbq*o;<TYh8ub>C@W0#r_LB!$horCUTOST
zO4lZrNw=MKviQbx=~l^t0%wtF*(=BY?euq`EB}-W|Bo%749yBT73&ZrP%jMeqH$Tv
zXdJyeSKHmbI^Iw5EH+Zy=><ehLlGa5hiKi47Q^m;9R{;SoHSyGE$~ek7+o=&z`ihT
zMfNdl;+Eo9Q?{WXWhaTs%W(}FiF|L=6vhQBK}W-T8K(HM*gZBJLL7)a0!ub?ltZo#
z=+m*iy!n8UhR1UH^^@T9lW&Yl-Qo3K{5;~W4g&Iv4bTv%zNhbu<;&@V)BWAGT!I=+
z?Ilg&Zb4Ds?=tsce;}o=!xIhraSB_#N=*cKG|7@}(ym_n$*R=ZF@nyUtuDJM-L58*
z0VUf-BbhBld>t-hC2ITrmd1L+JISYI321L#j{K#iP?sj*mD`p%Pj{0LNf9TAvIdPm
z$X#%h6V?Wr^OqX;f3KU3Cm9`|3hyOOMOYWUb?KPZENI`Hwy5`fw<YJ28B=#&yyJQ2
zu~(xBmPt!DTT+~pSxX;YvoH58F%Fu71tmC9KQ?LWxa|gK8jVj>HPHM}qx_IHRQ{pT
zqy@J3x;*<!38jy`M{6h5OG#hHvE36sbBDsh!b#|HYGB&S*ct}vSorGwKx*4i0n6CV
za+T3$DTz7l*KBbK^JGK=>sggTy-#{i@jA?lJleCEKr!5FG^y*NSHoq)P7`y2I8;$6
z*tu9HvnG=3wfozF4#!<x1(*dIrx^O1Ym(6(w!!PU&Q%L09pW2fZ>=z33Mlq(pixLW
z%@GG#l>YeOGJW=Y0N(W3!AtxslK<B%|4g=Q-SZO<^S_{wmqM){tEo?aOn7kc^-%9n
z3j__1mY@mSma6EY2BKOwC5+p5R<GDH{Z-E9p;sa^>Tnu+`~5R}+!cJ~DlP>FRjZ&v
zH053`UnSXpkT|_yS?Xn}PI=U-Gcn5Cei|E6a)L}-y4z`Ar=IeS<9_AWDu7yh|9W&_
zDa4&YS2}d9d=nL1{lzN$OFWr%|9zfJIbhX`CaM(LW+?E!*}Af2+wtOQw~!foA5SFL
zrcjrKZgXWqx_hQ=yXB*smCNMy>-TSXhH@vtUuG2s##lMV-WGVld{=AC(?Ka7_x^_M
z0FAM7*JS4cB7dQ4ek#W@eHRUBUYf|$O{!;&`T4v(sV(ND`Wkh&On?%3kvMFW8n}~u
z{C;4AK&|=Sujw#d%8zfqpYb||Xase5ks~znHLw-3u;uKb-?71r!tRBfjHfPmP;e$;
zXIkK*RDC4bRdCnab=3Q`V^LR(!}c-Hie;T*UH|81(lPQ<gR6CpvHgifNq$csSWE1-
z>xDZf9YZ$yQ$~q1I^?hq$>;<{&DzyfFvwlJ<hMT3^(M4y`&>L~-?Y_2C`K>jLv*+N
z35Ca1O%V|nPI2i3y=u92ZCmPu0b1Ci`52R)C~3sJvL5|2p!WepHkbF0oS6To=`sIs
z_~7SoL%bV^-R=$k;&oC6LzL{}CkP0`EyQ8U>P-pU19{j5bW3GNJYMD#q||b>l^$UK
zwjBW!uopzldYSh_m*vc1>kHiOG`_>=Eh<4Ic9W(;N{4@E{5|{Zwfd`e5y?@MP$;Pc
zR%;-grq!ibKk9r(U6*=6uAbTDc_p>;$uB3GLVet{KxBoXY}QS{P?73FT~M@ScRuh9
zQ9l`duakUP8Gou*tN8Tbg%`)COB}L|(|F0*S?&7~zJejbi}UIO9EpAR#<deaL|pT#
z%0(GJ@bT7h$nMgd(4##W8C7=ET~CB(Y-N5-r_Eu%mQ|ftP}*bOAq{>xF0-9T*bfBr
zKf0`#WNw~%Bf)V!nM88UI(I+3OUQSW3&qRFAZX|fwYVzD-hjKSN5Dcyq?mo;&KM$)
zRERcN^x|UzwQ23p+98|mDTE)yZI4;AE5SqM6GZw5@c##3G=3aLG)12xG`Y2W7QgHB
zb>x0JOr12@B-Fk)Xm!OyC2WhV7{3Oq&Js?`<DJSsyW$#<^u$|&Pa>n)b?L`rDF5{<
z2lpZ;zds}W_XqfchP(ql@B4@$85}1`n}BOF)NR$)eH1#+nNzpz8cEc$0E@QBeKa~3
z-hZ#vCIPh9>E%u}t(z`oggY<{z=!XHy(kB{!_rWk$Ijl*wYL7NdsACQ=k;wi;P=r}
zEI`)}Tgsxe&(oRN*eHgtNN&(W?(oM!)`%7B$;BRFHw3Yt^**jg;*85`g57j<$$P|?
z>#Gc9HRa?~xg^_Zp_O3-EKLKZ+aT{&b>pSe^`t%dpb!$<yP;_c&{(f_O56rGg4z=h
zxqukm8h5LI07%7-eF-}NKDF!0J2W+f2Sig)K+WO~qHdo1B)^_QGYM#HB0=!wJvt5g
zZ2{s&+J77<fIE@9^I@MER(7Ixet-mJgB88H$u}+k^;e4N6QuuI19l3;`yR{pU;TDc
zId01CMp&WfSbx5wyC}~gy%zf_L82LiIiQAV_;!B~@59mztBva2y>)}&0HxA*BNPxV
zqIc+Hesc_LDe65UN*>3$2_0`EMej6o7BrJ{`vPpW2ev&0_XYuSHCuuTAQ%A$N-^Vi
z=w)&cn{8hha6rU=@v$KZzye7$Yzd;lL5@4O^8a{Hz$6&)%8#?;ZrJ+g)|Q`oqZ6+l
zF~$MqLpdFs>JUFUWbW9=xDT?X_M;zubR&Qt%qb!!7eMa(*I#c5lFy_&I}uROBj39b
zFxPA!Hrm>bT}%1;n@lOS^ZX!)I;FAmxFCeumIou$#uB_H@SNX%N!rM3zcf-yrEA~b
zGoRnyFyc8Ih<0XDPFxb=l~m@o<?E+g4K*X_itzP*HGZh>`cG9Sj5<U+P>M6x4H5eu
z|MQX3oRFtzvRcPF-d!f)?Tt(V+dAdWkAmvcS83Y%r-h5cZ|QW6UyZ8>6%Hj$PMzUz
zbI6=1S+Ji}aOX9lPj2)Jd%N4=*tls=SeZ}PKFF)5PuO=Hs&~Iipnr{l4dlvcleXO-
z@_1_}9d3;8>klQHZ(~)0Fh9VBK1@khO45wyoDsX_oB_3F)vC(QdVB~j3emh{Cm@mn
z;Uqx`CFj|ipFX23%l}z#{-;%z08~T6WAxNBst@Am?`KXmXAH3h50x=xEA_YR=Zq1#
zM5(1MrtxZ+!d&N+cIER>ED2)}WtwCMG=Jb;;J8C(WqO=sg_*)Bl4Rxw1$Sa{fc)7>
z1LOSn31@K=FV+diICtolSWVr&O>Wam<jDZLZ>p_7$?gsKDo6OAO-h>LmjF)^|Fbp3
z_INk+MYY&@|Jct#=hvXRAddYAa~Oaa!~uBYmm~N-$G+LV#Hj!JA(G#&^1K0jew8Yk
z+iaDvZr(jTL;J+j#@lx1VN`f_l}UO41;%`=URV^&hMTW*_3NNG*7JP4PQ!qkpkFxr
zPz1wz^8TTvhwrd3{0f*K?pD`;IcG8IQsw8^dCZs4J6rO8^wL8ew}0T6`aii265NZb
z;UQvpPn?J8bw)1AD8lP3w25!Ig2?<8V!GJ6nCH~HDfU8rk|_Y!(>CA2YtUN&40`GX
zVGg-jg}RomOG7$0t&C4J2jGcmDSFsa>=lHQ+V(Jb?!At&n}9^5k{kfhOmz{hrCvK_
zh(7-kMf|iI`t6(^^oC<PZaaOag3;$+Df;jGI-s<D2s?1$o`$bGRm41>4okKqwC%a*
z#aj@wz<rxuSH>q=sLeMbZe)Gxgl}D(Ss-!n9ozNXVTWIeb`nJ)G7y_89#_U-TTpBC
zEFfwS+g7z%rzA}0-4{0nNoe!EcxR(YDX6{+AK^kX2ce?QMw=2)JB(lKK+L|^UjK)I
zGeQ;QGJ^c?k1J~ExE+d%#@hBg$I0YLC+qBg^k5|3?A4+cdr**7|GBtlHH?Suh7f1W
z?K!FYwr$<45G7<ivWtt=?p#m@dz?jeq<O(6BPgaIrrCM;YdGSMLDoAVRVA&C$mr@S
zWkp#Ae;?^5L1q`vY4itiIYOnVou5QLJgx%l_`Mz8cAnYiu5`~A=ux>k*fKmbYDw?R
z8|lh<QtCayYEYe+H2P8R$P~4PmhC%W{C~+G=5W)M>G2lXp9knPV1Q1eJIeWc2JtV?
zb8sz(9zAXuhHuAZd#vT`{koh%;^L5&?C=vnoE)%gz;Mk)MjD2GL92^f@wY0URP6cX
zTKh%;u6m1shk)*aTk30r6n++2WG^-dGS6jB{xuhWCu_a|Q%gC&pW<BDq!xv&3=nB#
zI-c^YnE^@={hyuT51A~H%W&*Hf`2K)Wcg)KnjBOH;f}>yYMs-X07P6vx~3MtB&rEH
zKrvfUpe3`tR_L*Q*ru%O5nlkP7eJK465ZyDaqjYjspP$%-JxGSb=*g5jm2C*ij?+i
zP*@VMfdD<kMV-_NXiJUEodm$d2}<hGft73o0N1y!pvYMWQX9Xc-}tBDf<LR3=RN|f
zi{v*(+`mkeejUZ(Kp0*m-tkcUlT7z-UOoPnpI^|<)_)%+s^LY%xOM!LWqB^eCPA(b
z%>ZdnOHE7u+%2GMAZvmFg<Ml+f<*p^aZ~65azfAhHunKAeBQzaL9G1TzF*wK=S6bt
z!8hWWK7tFml@tvyQZ@zHuyHezHh6Nnmb|p;_X`t;hnky{Lu`{+KwP5uA`X`5WSpG)
zb2V&gNWo7=yTI=!OC$4U!ehXTFSKkL3?@oXFsbIwf+EecVY|WeJxT@aG9{>)Dv-_?
z7^jAJ5Bl)q<~uL_FZ}H(?#Q$dyP2D9eZ1_R7)dzUB3v)8&}62x;%V3|)ACpgQ^;r(
zqgJI~_R*uBlJBH%`LK|R5a)DDoKr9ELLK?ow^=_(uK##fftz<)vc|=~XHSEq!w8h+
zh8tU6qTM8ipSpk|R=dn0k00~M3f6ziI*964BzdjV^yOXgC#+K3W^1u&MF~PwPmdRh
zBOfj{<ep?Y)1Z>|f{y3P6OP??lDKuTE8XS%g7YWH42fwfTmX4j^|s~1wdui#m_2rv
zgv@UmvksW_RE&<d(;V1XkO`&e3~PC8!#GeBSseaq4%GZSCqJfvQ`7*E<k`c?V`=BA
z`mHK@eNiKk$Fyb7t%!9_=m$x^?V2;kxYzddFFfeYQX(sPaQfAr?DQZ#^_P+4Cx+&a
zitw^uwqMT)qtTNYG1{w06FGk+-q<*^F^l=o@-8>+d*M%`T-kM=-;i!G=j7J6w%!oq
zhSCOfqw|HxBwJy(OwDmBRx@#^qNwY=aLsvHkQ!93Veg!4;dEA5*I=BFDx|KLo}T9Y
ztS+M@OZ#>I<$fVLkGw*vJ1@wZqX%l^a!TDTgiCJ;=<a^MUqR;3TJ{I%G8_6HZ{OG!
zTi9a5^rgpLbAs7)Yuj?}lY!^w!eZ*|jL641YU7@g95Z>XH4r7wQD!Sz7DHgQ6lhIV
zxyqZWp3kwkF9BMg;{vaZs!G$<O$!bsh8SIIn1mBJ6I?{M#9N_iD03HH>7~N(8S&@A
z-3E5IRFM2_7d|RPJTHhyxb$c%GyRT4ro4Wyn6sE}VL-bq^?{v9fs0c2i-`Ni81<(j
zj-=xmpoxpfg>A~OpjLlcNhV+J2qIPbg&>QBg<vwkmysvEQ`zfL(VH3WHnY!K^^Rt}
z^Ow6*PW4N<X{W+EpgOGxUcn<W0CPo$^T!9Bs%Oe7AhJTW+U<|n!{zBj-Zu~@QfCWr
zr;y6gYcp}*$K>;bV<<)<nqY~{WY`|Gj{)*k|GE4l#@2h;y~UWf(w=&swPu>`0z$HZ
zaQ+BX12=Q6<MDDB?k<mH%2roR+OKpS_8&mPkOs7^S4Mv`2;C*WCP*}4_X&csL7gd-
zG+IZkKXv*=wIYE79BJ4i*dVl}!fAjY0py$mJi-jNyvnh?Q_*<<@wuQg1mv@S|K=e*
zXYT>(q*sV??i=41IZ28-VB?fPt<;a*(nkD*@AL<{<1zQ&C;WO#o?n9F!i1sgD`@P&
zyduj{o85@U)oY(1M%<qukN0hxfa+EJe^R~5=5JN6`ZI0sUo9ekC_{gvB9z*!#wouV
z`%H`v08tf%5D<4SLw6*^30QrehZGoEdVn1kR(&!Ih>%0jG59^g3Bjyent*Vj<@UER
z_(#A0HXufB-wM!*BAfcMrX6u<6~CNJ&H%{Szl%Of8R_ITK?VqL>Yt(9R9iu{R6lFQ
z1=rv^aoP6Iz7IR%&jK~a__KuULa^v@q!|MusCn=iFhJH0wP|IhB&YxIxGMbj1*FPX
z0crC$1>_azl0WcgztZ0Lbz=DaOS!niqtN_=A#O*x?V+a$%QF+k&Oa<F*)A*Ae*Lt=
z%+?7MkWuoLf2OC5Shuj(74)4}K7ZbNPDA!s+S4Dtadv6?w8me$XQzw4bQ8$o*Nr#t
zzfMHl7%9wH>c5ZsIR|n1W^HM0X>4F@jjdc39dQS<9a*!vqM`01ZEOD0W1V5XEILgy
zQ3_;@As?@!BSy=ZxHUU+)$7t#==avs233WPv;<MHQMe~06~3`><HNB?ay=9CXbsf2
z*8c=i>S<5xFo6R)D6z1>1C#;uc4t08X0i#p93`n<9QD8LzTGkN;YgSf7u(zBf+rLF
z^|qR31e*JDj;CAR28qaY<bTvpc$$!xG+_ia&&zbNmJLxBlz;nbBWE$7G!fMj#H;`0
z{e=cQw7x^`M+IN5-O{9Y$nA=gh&rFXJTq{l$j<rZ-r4h!6VF5{E#nzN@S*XL7^?st
z2uZGD?wQe3Y4-d2bmdy9wID51wxPEDrS6n_b^BHGo94yev_D+lx{R`~>2X^xj&gX^
zFleK6oHgxsf}S>)nRcnuqsKL30`_!H(Jyb|-Fj)4Hf~C?bu(3}FF36R<LXQ2&s7N*
zY2?_wVQtTBx}#7hphm0{qC6in*H+BP3m3>|i5{f!;+ViOH_#i2orze_t|Tk*S3A%@
z^6I4bp|Uiqq3P2WVzw_{8Y~}b!(w~S++14eY0=c2G2&bgKD=8ga^ktF<a*1S+c2$;
zgyba^fuoLhSVKfE(M`sMpQ5m2wQl%kA?+mL2B09fX%Q>u^a-%0!ff_Mg1jZNVN1L4
zmkE(H?J5Weu;?Qe!Y1@4e_D|`I+jLF@!-cN1cDZO<iD7BzJ{KkAZM&%yWq)fKSm%3
zaQtM}&07ZT1nkW6u|Nb#F+I+esW)U^-c$4}<mi<EH8MqnfbjMA?hLcdXQ86&$&^IP
zL%tqHPhGSX*P(~?3<h}a9Z=j)tSHVH1;?Ekwqf|-Vx*STSttBV@AbhO_o~M;);NTQ
zaLSzvj%s_}SeY|#>0UbS<zIk1Y9$owyH;lDH^6h-?<Np<(7S@3rgELZ4E5<WxU#^*
za(=gAR0d3f2SnG?)k&d0*_QzTs(SDlcE|2~@Qc0-qDk5K3kVql@^1pQjWqfVp|G-`
zrE3e(Q{3~Y-}`6GF1Z0IK@#{*91vpb12&iqU_KklCIj>FEpj1j(y+`50QuX2Gl`S<
zE0@w|(Lkc}0qE~xM1&<&)c3_?iU9=>_K^5}3aT!HJkDnxHVd5lCtHCA5LEmLvi=sV
zK(_W*8Lf!FL-aO%f=r#S?8^%*rvb0HIRNjGN4U#9AIJR4rJ>eni*bnXvccd0ba@fF
z{p981Z)=@+3>u9of2oiqeec`2`h(wpNm9dCgZ!Hn`1$vrhFSVHasKYN1Wko#)a6TG
z&+YiWn1MV$?7l;Xe#{bv9Yr@4>^7YmTG<2QH@V!nY$<qq2L}GQ14OlT$xy&caBMaY
z3-Xs6duxSZD`$0qU9|$<lH&$QJjMCuqG#`eH)VA29XMhTXpcs3fbP>qI<SFQo}}G=
zl5^P|hFQIjZ`THz=2shY@w-Iz7Bn~KvIo!(lVI>w(t|oX%>KUe>gIcs56FP4o(2OF
z43GD7-1}Jwhp!^~fXQj^y`#3C`F_q5Z<3DZVYrYDqy{iL*K;%xqj?3)V>=@CI1s7X
zZJKSw?LUeU9Zzd!HzNsNhT=j>O-FFE`AmTEf(5p$J&g=l&24k|VRjy$zIZIbKG-pn
zQfb1&5j7*pw6qo%ioA7-fiF%<^>hJIM-#$s7&;=7cOQ2XJnVe0%~0NIE<vsTs5a-6
zL)WfgPXaQ{RW3VQF>6-SLh~5K0wW6I89!Ww++(i4Jic#Gq}8y3`y(&+Sbcihw9^Lv
z^wjHpyGT9V&^6GbGnGO?9~U;>N?Xy@-a0CJYgLLlyh7}HOgQjj{q7}y(`_I2(Mvp6
z%Xq3^JJ#<lUaW_C#2(<ZG-xPIycL{XDZZA2#uzvatsN=&1VPJ{PmXTYr#^(ObZ5V{
zmx3yRc-3stCrEN(`sZ31-<O3}FH;k(<>5}1*<knUB8F1re=HgaY5d(YA7gsK>>;gZ
z1PX5`D`MguQEw*9H?>!bZWA{c@$_cmm?m}TVJmIwq-Cg2kYKXL0)6NPDW(HoRu5a9
zLT<hSm4fH4Lraa)VAMo)KW~*B0#o4{aM2<{oIuze>_q=K<!|pC{OQb8mJ{A0QHZf!
z6R4DZM66rJI7_`62Goai>iW6dwOdzDaa#{x?=jk>T*<Ym8d||9euBiHJG{lRc08WH
z`8!lOovWp{6l65RmD#Vl(R&}K=z~N#-o2saM1bjLysjIh;>_ee6Tg4-!d;mc?aR2E
zEf(Cc{R-HunYidTDq{F<@hm)dMqk9Da`Eb8RRz@qo%;=MT6+?usINb*o1@lHR;seC
zm|~BmzN=wHl2Nb^MC$M9DuMqLRUi-Js^62ZR$Z!ux%pmD|8f6!YckAj78<<3AX9kT
z6{gg_ZB>lh(1j!g`OX&&t@fGy#r1?A9@T8)`517fC58EzBzve-%~cX)wYM05N07In
z9-{ST%9raByPc#g8u$zA$sY!c@pf%{5Z~mr{l-1?2xmd8%e&Lca0em1Bhz*di0pzg
z@#)}egK^1kB*x-!X%M|9SqSq!L~E1A*Bw$vrm~RzPDZOM55DYB-(C8XANTUt!}R?N
zZK(-t1!f7SNf|w5A<pdK35;#3{BmUC4#|6>8wb2)IT^2dL#9<51mj(kA&$+w>=brp
z9L#G(jUbl!&63T+^f-hP-q>!Zz)+VN)^o*}J*P;tgPI6Kg`}h)|9M~|361)~8?v+X
zXY0KZqj~Fx@Z|c05BYOLs2i5W%SIQn>FV16S7yBOXSv<|6f65i)T+WW6aB7NWE!i!
z$CKtUKFl6J1R}le$ORBhN6MNZjNgBPID?2T^W-)<4Px4^3w^f<8wAnYhL?oJX{p0g
zzcr0lDo)kwDLzW2JHT(~L-Eog{7JDoWLD~^pf-F1pPn}>|M|ZZL&4u!fBL)}grb;9
z@FSWC8(n5#vzuBnq|!RwXY{lO$O4H!^fMa)rDFWh7o+<!<xhU;WXka0r~rV9>=zy3
z@f>Nehb*wnnm<8i6CB&Bz|EI|io%_Q*^x-`h+dJ|$G!xKu^o><b2mXSIO{Ob1?c>!
zH5C4227Nq70(2nlAsPMH0PtK+0f3%w_IF#9G0%lk9siJhSuF@uc^*jzB2t@hId%lS
zMO>%*Ghmwj4wx|RdxOXD{zWg?(G`Ghz*NWo$M~@xyT8iq@bp{3<!NOZ(dr=1)L)d{
zpHV#eMuF&YUfR!G&EFQgROZY{`U-5eNUnf3&=4*sbHjl39xjB$+Zs*i5?4mXR)_kS
zJqc=)1)_e7)Bw>-3+fdge-2(lX)ggC`w1eGSDXj>j>!=?IE=O!F#Zh$xmhDD!3a;`
zEja{qj4%=OAkFpczHb$arFP$jBUgmgdNXr3N_aJEbU+yL&gjSf*B=BFv`J79bH~@m
zIwq%ewmp;tB!Mv4Yy<*97!yzM0WaQz5*Xvbc+S?2=NmsZrPu_brx=Gmiw?-U){bC2
zH}t1XznpBp7$l%PY)qFEQVE=D$+jSV2!xN-vLtMr5wYk)5G0}n5ROoJ8C<pt^r3I?
z^_N3)fX2wPY#!E!N-$mkC_ZVAi+f=CVfZCjy|++3WQ_VHR$Foi;F&}KT7?8>HZW>~
zB|ZCjxA2*@6qr)Ok1b#BYLD1Cj>H(I1UvahJ6XU^Bk$YNIk$}Kk0c}khk-#7JCooh
z?h+ydzD;@$U7)#U-ujVUctY+Bz^J9>4N_M$+amkDPK_}*6GUM3KAD(u#9I->&~wnB
zev{x{T6`wZ>9C}f+Z(X@uz59Fz|ZqncgMNT0w7U3_{ydjVT(ZVV=(W+>0g>urQc<|
zX^b-?@{mJ}qB_M$8jMg*z9RIqhF(^MgED&gFDswjJoIdwlkQ^$k=N9BKOPYsv1nFt
z(Q~6K&E~g#Mx&KVB<l18t5Y|VDerq7bFr{FfO#>~+;#8WRz%Xf>k2e)7}xSLyhJcE
z+j=!M+I~byojlv}JYqyfe9<hTq{oK0)pw&#RU2q&7QgUQj5HxDSr^&}xPz0R^)Kf)
zH$J@kwhssnxP)3(SMG9=*_PLi(k%&d5T3NK#TiKFrMXnGOiNKd@#*+;xH}iHV6tq|
zBp>l%pJLTXo1mcg##zzpec5lbJH7aTCaj2<&4)kw#S$elOk1)ioF5~U?px_!=krCb
z&_dUN*3+$l$WlvA?>zAdatSG|_KS8$mWvqsqIp;X&0`Bd5D{q(#jxdBzU_c5xX|$8
z7KrfY{+TlJTjk_W*Ue{DQ&|LwT0XdF_it)NuE>jez3QMO)j1SyM8FEQTaBSkfr7i>
zyA*Ed2Jir&0Uj@s1Yfx)!!&0yg$?2002B_sn-JhgdWS{h*DO;35EqS+x#bDY2lc&<
z8qa|5wmmm82=cMjH|N|UY>7o3xm%aM_KtS{xf{Kja%K$^QjG7G9DSzC5wAk{zF&Xp
zRReIeeFWGF^5^S_?I|EG$gIM$!FMHBs>DeW|JR-g6#4?slv)R|YaY%%Bi2Y?@(E(r
z)lhvz-(!W+=wYvXae5&gD16s~s6KuZzXjWA;fW(gLs6jh9e_Q5=-V1-%hv-8*r<uX
z{PS(~&yKHM^2>oow7lTwv?F3Kb>k#TzUs-<W&A}+BcfF0tQTEWRxA!S@jkP-=B}c2
z!TsST4IN{*{YVHm!3DZKQ)H_c1Ze=xG*)WG`hqUk1UKbR1MoP?o+8fV0|<<qAbM+L
zr@|FkJ(zyQVY=_0c=Lk}qw4^C7y+~LI2HyY+!EgMdJv=@T*p)yAmX4XejIOVvCdJ@
zz~Uf%^*v|7QE=Q6Y=@*K*xYCp%(Fw6^Mm-M=!U+pUqXNzBU(woLuj{f)<KMatZVGt
zJsRAd62Gn|0#xykpEf9Xd_S#+YoD(a9csjYt#kmnJ(EyL+wtJ46k;*!T^%pP_(#ja
zzP75Tj+!X!N6TQ}8m0F+cK@YeJFpewFO9mTAw}0vBc=nLf$3Vh7%7S3t6I0ai_C?W
zr4H#;Kf4fdtUBXWP8c2dK);2*-)cjDxcdJ-D8J+CZ~YK$aEWEwFnToJKD3k!HueDo
z={+Wl#uVyr6liJ$9mwUSewebyyQDz#dayd}ksy%lP7E>_LC@;za`DTN6WN-j*3l)O
z;$=I<nW7AN4eKs$>*YvBd@Too#ui~2#tVQyz1oU4J?V3@7U^fQ1;O8tEp&b+TVQbh
zLbh-e2yIr$ErR1yZcJU5lU#$nqP&}KfN`S4uCx^Dhk|B%@5{1tR)PD1$D`g|_aq9G
zZT$R@4BsCQc2Dzq=!4yL-<U6z=1Fx&3xPUC1wNlvx4<<)|4FT7Qi812Q5<+jS%&oB
zrWX()h8QqTPZWjCe}dEoJsyclWQWxk<l!zDXn|_w;dYV_G&??$?KGZq{~tfZ)%IWd
zh_me!?@z3hk3>M6cxZ+8K7MFcL&)jA&m1W7=92@IK%jh`Z2MfAp$M`58WC;g25;}g
z9BSL~WDo(r#s64QQI%$~AczuxNdJi*`N!MiTtp<MyB@acLaaZCeoPS42<88^HZaX1
z%DB8B=EG(3qnW!7^;E)^jqX?%pqV5i82G6!ikDL)Cn0!x-;J9*&-37WIy74pSH6_3
zug87Tc2<g}oPMOSoNpvsMNDY_iDQS0H{*Lsq1IhxE|YQRD>2EtNl(Ot16scCL5tt&
zpZ{qx?Kg(`pUS>}%5j446WrTKvVUR{$TmAGSr|BWSk2D{jMPVfbZ`awyK2rDZs=0N
zJJa-jpii8q*(g#=gSfQT`uB~oTYu2C#auEUZHyFBV~yOy-Q@_~Kdp-zDJu(%(<B}j
z7P~AnEJ2wU4paoMa*L9EFEYmOjy{@1FU0~2Nt`(hqx=L+`vUOCU?L%X3^MLui>0s;
zk~Z`t_*RD;p?&Lt8)mDmUk?M*`CbR3)q15h7)EN1Z)+Gx??LF2&y>+Bu(H6J`Lm??
z@=1tl16tg2<nJy{3Uq-fFe_7@2lu1|;-Vdo)RBl2UnLx#LQe)i_<CLiCE=jNeu4`O
zzbTJ9=0=NKLToRD&0(wN+9#1;9{dKVaJF+w^c3Q!yMKRf2ZU)4rAe4LxK}CP))*TA
z@9i}AMxM+scL$Rbvme+FC2Xf`OFnZKbe+VpwIf>TIlrCg2L15>Kef1T-M25L6`&9A
z6I@<{a%?;2aJK>3`mN&}5TAQ<r@_<WmCx*0TH@=T3q*{gPh`26XxNU<noAv{_sLWL
z`Ej~7yeK+&tTkPZ+n!+bEzPCdmt}F$LRb_Lv?a{oLUK%LsOcs7nOY4Uom6%Kr`{J9
z{Y)_h5ox1mcy2`3Tz>)XPW<h)J!RRgnWkzMswn9CZrQ;VD3A@)Koah}yXrrCcXbo%
zftS8_Fzf%G4xS>k<}f!igI0bSn_pjxVZhI?_s59Z@Vxq89??-?)P>=mM^;e%xZaNe
z@@0gY*0r1Bm3!FcF<p)#<Ckti#^Tl&F;WFQlZ{b??Q}jL2cfIgq`+3S_KWQ)Ww;~H
zy-bSSZ-$Y8VIuU4Vn?Z;<ts37u(=0qsL0f8FeK&(Z}R8MQ@$s9K0pK1+V3M4WqH*?
zRq^p_{nb2-ataAvrX!427F2+NKlw5Ce)-sXjQZAd)lU3pe{KI0gQ0HrPd??Z7k36D
z&EpERR46cWW`CxU{E6dqc}C16Z2`D4G=5WRiP=B(I_VgGXErnwI?C`_3t53p0Ne0n
zC0BTL%u=dG@CiuDw3@iR;oB2knw+{^k6=pvquBmlyu)kyHIq7>-G3fJ>FtMO)9!Vi
zvUjHB7nZc0vK$>?7T2>@J<UfG*lM*#w1G$BT<Zu^*)-9n**cz~R2vz$FCpl%!wsu$
zt3`<^hL)+?N*ytKdedhz9VPNB9{Csi&o__p|J3hOWkP1<18k_wcF~S)3<I+4H?}eO
zgkzcwZ~mIm>lRzpy0t$HJH`FRva1p>5a=L!rKO;kWeJ&*caRtF<25~Zi-DM>5~$D)
z%*&kx;&VvMdMv&MmmRm{jH^WS8ciFpz5WD|{k$!HXB&Vc@*>h8j+cJI68;8v`b%v2
z-)-OVX~ix#%>?5(^OoD^LJNo{31={wX_zxQ24X85re-x0my*y*V?slrai=m<-s{R7
z@JT(N3<w>)*gQD9#H~gzccF4m1oLn+(~YIsqL*6w8*qdHAn`8|O?W}OMms>ox(ubg
zp<FT%n2(irK0*BNw25sA_#(GHc7v&_=A0#TbsH!wJH(_1=5r9O^Jx6K6m$D<9z!3d
zRn5KZ!p#t!;Dhoq1`488xl|*_JJudlsfy-~CmZK#Cn)4Oga)zuAdbHc%KxcP@@N0#
ze|K5IO|wnTj3@!GkVk@9x5;eH=oh+s){ax1GBQ|x8n6ijT_gz=Qzxx~^?f+bK@eY8
zs|VFS9}}v3WK6eD;-E(PXbgPN3)l?~n)60V5RB>e*;*0czvR^l!`|e;z)J|N8~qOs
z&zNA3rZQ{JueLw%T<FVl?5})a1u<q+Cvn4bjiu53H*zTd(H_ufLOAuUWpag{J-~R~
zTT%;C>Q~6tpGw%ue(UiPRx%Xr>6(EPDeks5)JqMO(toiqAD0et45KcB#4SrileeVW
z$~a-n>yoP-!WMlJTSK5>e+05DdOks-p-Y*9ty>$#pfc?EC&($ag|id#u^gL6SMqXT
zBbw&O)p?sOFh>5-YfTVQBj4LJRmcouU(D3pKIZC+asyN1NtH7MPZXF(3vVv<lZ$Tl
z-5a?z$yEn&epc$Lyqc$`8|8-ZM2Jn01_()=7UBYgy08((ZrBtX2N<19hHC^Y!NEpt
zF>g{o9mf)vj^73ReU%wN3A4WhT)YpEo81sc_s;Fvt@a97B|6a#xfE)FTssWhJt>4k
z&02&znh5ZPbT95)Lc!qkA?QCmq~pB;@@DKu(s2oVcEXZ1tdk6Ayyy<lYh)iY<X{D<
z$AY181vrV6$_VO=#qu&!L89V+^sWAz91jY~w<(gud4fz(&aHb@4JgTPPAq+=<YmCl
z2f6wONQ+;Jp8lup*RoCOn&Bi$iPQg1QTQ`+p~fFG8B!_%{=<?n>XacAAUXU`>y!U$
z&;PyC|38lbIEU*f;-KCK6>7<YB}ts`vy@JGQxFZ0+0f^{h^Pcnd(z$MIO!fCo$<(q
zYAw}>$_6ec5gWCa23}$A&Kc&jw(jW_cPH+hKDT&`B0z-6G6Hi2Ag~hE2xz^neP)%t
z;>Ni~dggI~or2jMD{*F>eB2=PItyZc2%X!Q`_0RK^*$T=uBZ2w1GHnVZT)+9Y%k0z
zW7d#nnKvmqdkA4Ry*YV{_Eebxw2ffgi-IFH3pymZEMkja+)EBq(^OpCbYXt#Epa$#
zTwK&K7vqmFy#L7XjUsG$-h|rv0m3!(OxWsrrhSH`B-b+2LTu^`w6E0Dr%$N*)MNyn
zbR5*tTFA&H=PN|+wd^_Kmh{w7LKu%rjgzg7fT4?7D$eS4J8mv7wF_p~`HP~Y-y~n7
z)zqh$B!PxNoI$0{EQ5Ya;UntP_WIKHNa2aS1A8P~U~l0}8R&cB^qJ<pRF;u5PH?Sz
zCZRW~=-0-_&}vG3%X?6s=3_RL@2YOUwz4y72__0?P=d^w<-#@E%9U*q;u}d^!bNj^
z3SLd9XKtoKJ|ppYhh`*Cx}@|bZ7b#9QWN#lV1*4D8KEF<Dl`p711{-$y}4FT%A@2v
zh9UAiX7rPi$&*1XcV_jLT7wJbPcG_MskQ)w!Dbf8W4v0r8)Vknaof`7VBb_4t7ZHH
zb0U(7%aC=LAFXcMdj@<Gk~vner}MEnA9Z5Hp(IMW`5CcZ64Z2DIg-li+I?OARzcMz
zm2uzk^yU>~w3p{>3c73ks2bChm`=G#am>3%y=KI6L@zg{rI`F^sz1!Q^#*!qI6j%$
zME7lIi_o4`Doc!SLqxQ7oiUuP+}Ax9rP(!bsl$f#5Ix&P@rwZTiUqs^Q`B(MQ3)dh
zHO783tV&0HvG7oRau#C(T2+B0?NSfry>eRKq$k+5(&*Iu9IYC`tByOJdr_S<rCotS
zilyR5-QmAtAknnA<k#_yJb1A(M?M~_N!Pur?6gaRaZ+J>ZxT-Z5ie3Y>HK+l=Za@%
zUI7XQ1mSS&VGw<e0=Alu@h8YVR0yd~w~!*cfz0{Xi)2J{uD*--J=`pWBLV)1$--7V
zM(E{Zm-}kVH0Al`i!7`vg~g8zZQ~$4Ps&?s@-ZoO5r%S(#rZ|Wi4WdJ__8Fu8Guku
zDyJE`<gRL0F1_r&tlPaQnQTmcO!XC|R>bS+W{8`?wdo`lLi;jvW~yiGo9#VAAGRJ1
zA#d4k#l7k{wVp^>Kb>sB5I-Z_dz$`wq-+fr{U->?hv&n^J$zm)E_XVW%8pnb*OF*y
zej5ZCk<VoJmQW2E*4)%v3cHuXQz)TW$SZ&ce*MceApSNUx^Ai8U1*?HJ67Yy*3`FU
zyHyOo=}b-fBCOWSGlQhyNja8a<z97o!0^2#WwyDU5=$ccMRC^!3KcUjFuPK_0eFvc
z$}Z<D{QgIYD*BbNb!bE~c^;J|P-3SdXN*j@<zt#E4e^g&H|R5T6vfXU32!a7c^I^9
zpK!yZysW-o8=Zo&mM!Tqy7WA{OL<a0AS6Fr`t?{aTz-_vZB@Bl(4C2gZzD80lbWaI
z_?|s#Gn^z(yVoh_P$w2XL7G;*TIr)q=F6TBh>yN#4Lo&YDY~-QJoSwuPg4%>2|K;0
z(8sEP%Fn1)j4!YNN&Z1!vJxAta!4<OEeygnqdr+YqN$c?XbvO0b!yJ^bW0{31w>@`
z%ULOAzx@T_@+`;YZti+KlN$N}J1TCPJL9Gr_C)_((}hkYpI(y9NBYBfwY1AUg6JdW
zrI-49ajY$yr}N_3UexZ=Ss?A4mSXmmwe1fJzFD}$mh_xa$;O68lXKfOAQO9lArl`s
zcJv%c7Udzq&8AA@zH*r+>j`;u+djx5XD)nXBilX4#ca^%tx5bmMcF+Ph%rgfOvXRM
zPeKw^z6`s^yT~2{CDT`<w!X|pD@6)fvMmnou|_U~k#8KS4Be|DCb!L)_HLv?a>5z4
zsn$^f^Fyxe?E;~Lb#!<#MVWj>S(o5?Nk!*}YP(uGrp<6tnFNYLuM#AqB|{}L+pMTm
z<yFYS;MmEgeUZ0`U>85;%A{igq&o}u)~5*<-fj;&L4WX6?}FRfMl*1Z!1qG^ad7AB
z#j#%8Nj>wuu0AZpBCVUMWCWu`l@Y|j8HRM<Lav1g?TQzx#;XsAO0veGN|1T8yt7Ml
zhFr@|fi&++aWMyTH4g9-uY|jrh}#Y@cc+c0xNAWN+?-IyN?&#ap14dWaEcO|J}bpk
zc>K6DNAkz=AsH3t`Xg$Yc|rXh*PDwvcG2A<d37xuA=dv~joLzzuA~r++=gicX=XdH
zXs@a}4=iHTNdytJ7Fa?`B20!<=?X5r)b-U>Qmta_f!>>j#!I6g2m=aHmpm`!KH3%e
z$V&Y2>cR4&1vDY6I4$h3OOL3KY|o93Tl=Gn{CB-MO`0hRo$T<Ipa>ch7tNU|@?t^O
zh|RsR7i;)9V6eL?!n0v(%92GTzBY-yr!byu{Us0T)`H$))~jeu8d6me@R^?sTCLDh
zU*=5@av0pxs(DyN=;2{yR%4<U&Wgc~5QhvQSDec5pi*6|j;HRqkNmFiy#=IWOf6!e
z4~V86;0Z2wpwuoVbwa(%RD%Kvm7dS<@wjj#Gbfgk82VYAE-4JUeVSDYgAH!mRq(&j
zebq6{=$x+Ym6p|Ke&p#WR)bo~rzChic`sZm-?FHX_Ryo=EYk>W=ip%bxUCw6Wr-XF
z<GTAxn|J2(EYz%#6=m=WbIIc!g$=gp27BWqbs%yuF-XsQ&cWBCFPru1OPM1?i(i&&
z*@D1M*I^5Cjs^mA_X6Op@IqQJx?Us`B<i-Ndo7aso<FHuUcGBxuuQJB;(-ig=It4s
z7}&vb?u_?zC?S`dw?#D~f*>=+ZuWAXqPeP_qi6l{gfyO3Wy$s47?$@X(4cZK0T)5h
zm3gI!tC}vPnaSi<T_z<3n8zdXw<Bk`shFj%$|01xJIjreXEyI!Uh~SoD1BTCHX?O&
z+mAk{LQlVQjoVf-%^^HpssYDM%omtMA2}luf;rkk(-ck##Cp=mWi722k@Kj-qrxSI
z&wU%SHcRV~*V6GX-2L?I1fVDviu<G4B9-DsL(Lfx=>iHgl~xsdM3N~}&nPEZawsn!
ziACMeG2p3ne08FbR2R70ej-a`@$6hnO99!O`$tT1cN}3@yv;Zlk}{X2vyjR1La8m&
z=wLxm&TRuV+u3&np?A}|r;tx%cyv9{k&!PW>Njo`=dpH6*i`GDy~lJDT`(vRyjLTr
zNJ2miz{r|innroybp+-PD@JA8-3^JSWsp2Km_0>yb@M7q<u6m#>Ag{&|HzgPuV%b4
z4?&3cT0X%TDJ&7j(sjwkZT+JIO<6iQu$NQY=U94JyJHR*DMDj97Oml-{0UA>86;6l
zhAFmb7PQQVyP;<WZlYLWD;<(0(AL$pTxaE_h5Mdk5|%2xmwTpKZWQB3RAv;#-4YI3
zb}TwDoz>{#&09bf8|X3CoosA`1L)FTdYnaN@rV_)_MD!20p*DUJXv-6lovx&K(*b(
zR(~ATli8vpCg)<%F;dq<MU|tE1s|awzFhMO!WMy;gX+cc`4*@U8%so|FE%#Bv(R3Z
z$nRXr21HdG&;eLKK_2TIJK<V3uz)od0p)QYU_b=t7@mWG?%ZM!2YxX&s_G$lZk|^A
zoY2FOPy(gswQwb0_fvEZ;)i5=Law=I^v}>9v?(oUjbh(8YTxU98^Hh>_t40FlQV+=
z_#0X-GI1k=7>Ha&7ZfDx!ch)baR$|h^s00nHAu)F$YJ6ZPqj=Tr0p=}0fYB%Y$YF6
zUePZrMsmL9U|s4e`arbQoY)0FZ641aSd-$q!g#1rgjb5OE)_0$c3Bu@gUBA#)w`lR
z(O_!DUj6E@fTx?Ab57sdJe52q;PI7d0l^nMFJC&vy1sWKb~D9UmUiRFlV{;iS7y3n
zMk=>!C(hz+aWiHfM@P0D3lEt$`uC^_u*0ubm5hhmxj8pOu34n=)m6|%1^0^p#mPr=
z7P)fS1NI4GxClyzYZJ;w3^-~{*t?FIM4mc)!7hh1ohi$91TScK#US3US6GAWYItMc
z<$5tw(q(F**DkuF5*!U)$2)BpWrez`&CVvc`mzptk#2S1<X;A1Rk&q}uCdJ(TYMA}
z<xB}is-n{z8HW5FkOxnO$aN`9S1Y7u=Z(UmWuIVVWZT%z==2kb(yiXOJ|A}7&5N4I
z*NuPK{UUP=FL*L70w=%;6<UFmmI$Ej8(fT&xLaDQn_m?_6<!~?Xib~MpWrN!(Jkms
zZqaA8P9{DTUF+lgVkAJOikip{wr;*gJtGByP~3_6U6#P#1S1T4u^lWnWMcK+J;jR5
z>h-)5*ATE);U$vNHSe*0FGl*Kz%X)CA$h-1{}H3rE#RC-z;Wiw26`<@HR75F1<s4W
znqIbI;LKFO)d?qD1o7ZHZU2Z716t`4*R=t@6L5pz50*u8_P7geq_CwLf;2-c9)Vt=
zcCjZYnFgZYhhgFHw5bgSL4msTs`1np^o%wpZ<x~~&5GLRc!ka-%8>~h3_{qW+?n1@
zSBXHqL6K&yPmsu$sfb=M>gU$?_+$*|;#8K&Q&&zZ-qvb*Z(HKiIos@{IkiD$u{85S
zI{uw{17q2MpXeBUgMEMgV)@bJ836-j`>PCkPsv%6j7?d*<;B6vXvKUqTZbK-Vi3yS
zdn#s1<(O6!L$Kr87{^jhh?-o-f+WY_fMr$8{>JWk<Xg`DR}YvjohYlIs*ZyNJQ`9f
z9N-QX%&mJEb}<R*r_<v=e#WR+$C3N;Lq5*F<FQlnf<(2mhSW>Kpd!&NXLiK|9$R^S
zQ%Ov#67rH+0W8o>cD-sPC%s@>OaV{h&9aNYvWgnyew74mU+9_n@V0!)F6>O~z#3^-
zec`$adxLJiaGYOh>t4~SVc!|DaR$hQ7l(!RGZ$55x#$C%r|t-nMiT8prqjsOk#0+_
zRx{MT!bc8SD7_o8qeV_`Y0nqev>q6c5j46g5GZxvMsy&F=&NJF4)c1O433E(l5U;i
z?a<To5icIU>Ht#a+V=1T7g}-~ks3C2)>n^`Fp6CDsIDPlt}JY_gs#ZmLJ!^t_>tVW
z-jN}H6k9}3UFwH4Th^TOzEut4o^CxkADB9F1uwKu6b@eX-hKb=wP40jdt{HdD3lS=
z$XyL?ut`a{!=1HkiVM=s!@HqZG8YRZ&S?hqaF^Ne^XiMUxRa+kh%+M?ik&UV*Hep%
zxhm-|rQ|9!O2~n3o#;<2M=h1r^tL~Cd=Y&!oN{427`XBmay{TF?02!@XrCwiM=n#G
zr3xzxeYufQn9fYQ^vvL_vR<~H2g|?_-g|(!k#&7h-=j33Cf*&6evu!l{87`mxbOJ!
z#$hWM=OoB1kUEOqujhQ1zQQ^c)>NkZQJg64y}9Ax;-Hx`j2&k#HoE1Gy@L63r~fe!
z>sz|ifAM#hO{rIO6^;j>-BdyR#0Z7+bFPq8?<g>UUGUc_*ha9i*|UVq_1PFICR4!c
zjaEc4YJ|$8TPRDHNqA|yIIpeq&6Sob#_)Ql8|x^&L53Rjih}Y|-?vHa#ZuevZizdQ
zk|xh;pPJ`goWD_68hG=LbYXkIE_G5OTHiHuL9=yFcm47TxnQM5wiXs~QxbHsE^7El
zNIBIgALn(6j%a4zH>0J>Mgfxag{4%e`wEvPG_PEF08K|U2<4fN;7`?`dpD1|VD6@v
zC{uJ)lr(s`YYl)oaUir6!Q23Vx>))gG^J|M2f^jLb73bM3Y(6-IZZD@(o?2#R;8eW
z$N0tbfTrTGb6U2yZj7%e3cgWcsBTa%t1K?=vv-nC+<ZP1cKtSNA7ljO!8H<gL^sh`
zK5k6q;d36A+u}v7j+4yghu|K2Gc9Nj&5C&rPNV&sRKf?DokQI>r;+sqd|pf#YwYv_
zbMvUPs4cbMC1koyb+N-ddxPThBTmAv50Jo4Zf<g9g3s55xo=VO=!|wdA}4xM78^~6
z;`8qhDgSUJsKE`@og$!oNaW^LV2gxkZme<#kAt3!C792u^<Nsyy-!MKjk+S1=i>p(
zF(~YAestyC#0L&8^b9HRLtT@%WiDK{7R`C6yxT8R@rF$FU@JYgc*+6+0rJ4K4z`ZR
z>y{>RT<9z~r)86_n@XmtN6!|P$q}X6xn@az$}%%&cqO$o>g~ftllSjeUyIDRsgrU6
zM+}=U2(;w^9@D<59fag@z5^h~0z<Gg(Enq}(j{m~uB~^4@9L@{kf>A@v6gO2a&FGa
z6o^s4X+w)xY}jF$m|8<`?Ye^K-344Ivh3+;eX~dSZXzfXt;dh3)Y<z+G#=}I_(b8j
zLdsDM>XX5f5Qk*a_Mhq${crKrUUtt`;5&Z0l`ewPSevWz!vmsKuZZ-1^gKyUfBEsp
ziuxyweL5=d1gI1jz>h@m@Vp6W;;t&t9@v(f4LD|E3V7leHa(3sR5%n~qN5%Zt4vZ8
zeN5WDq>35=cvg$j*n6yZ2i|Ulq(<nmaP+3xA!$zuV#IBe2h9cQ*$#*UB18TU65Q~r
zvkZB)6&BdZOI;=mH_Jw>q?=B^X7s&cM7zezcYc{P;BhC<)k5v73c<!OprAXw*qb@k
zhJSK;n#cI|H6sy>eN9a45bY_4p7%vhHLp;QiN|4K7ew1pklBgg-n$s_FpMFs__{r=
z-}{_p-d*iTmkuWDqfh-g8zq(UY=iAFaHed1<s6UOL7kc$a~mu3fk#uWV&Ujw@$2RG
zqZh?4Rq}TpFL<D9dDHiPC}cm<NWX3OVu+h+QssV2<Vlf_ccTueQ%5z>WG`j0M!kv=
zi*7DOy@J0nPS}^`IXoLieP6+`+2OU--q(SQr=vpGKh&km+)Rx>%2|EkIrU`{V6}qI
z8Yrsd!&C|C=4?AO!<-}OpY5e%IZ=jys*E(NRq6Vb^ID%ea`+nm@WCNJSA?I#yzs!7
zT-vo<UDjv(4zdq!>x|JX3@!O!v`7f7P7fvTOEL0Q-T&BA&TX4+l&!pBBHk!=$0Zk5
zgLTX%w3UXWKX?jxaqupn?0#QxUu93#g4LSY{AdK}q9$`nr_g96^VmjMm$UKi8&wiw
zyb$-nr}388bq1;<qNYyvw>PBmc>%P@A0=Y{KiYQkg?SHu>ttGDX>-EX9X9f<(VX^Q
zVK6`2ZvXMiaMH~8Gm>n}IRxh7E|X5+Vx&AH<@B0MWEiSyMpFKygj}s!H^#@9Jtf&P
zE;aTb`MixSN8AgauB$|?!<Nt5^TxXhEcIRwTe{u|rf0b=t-V;4ynjubF^PX^4ldWX
zeqZC52uxB6w&;MjKpfN;a52(&S@bY_Kip*^<Rz4E*CCMA2<ICyFri*b3dJU3wq-k_
zwUaIugp>r|SeM{Vch+f7e0MVAHAgZ?3%_h>AlI_dHaK7)%loY5ruJ@^*=CcvF(^f|
z18++A{KeE^a?CEgn^(bK3-N2jylOcU7x~adRDzSFQT*~!9voS(iHVX%2kj5kZ>;JL
zg9UVy;-ON#)(&sV_zn*Z=%>}{ISoA4EZ=N)+?Ep%uveWs%}G-0fDDl2U$QP1OoDb<
z>Gn?qo>1tEmai~#X&CX(AJtPfIBy^)+;jY@8u>)1{Ysv7_iRe&ZuZmmQ=BAWOB=|s
z{VJq$y|MkSFJ%X)$aILN%X&(zU?XSmueH*gy~n#g$Txp+;+~m)p6EQLw~#{iIB?PT
zB=3tkvA`rsktVJtmU|<T?Ib$dB`joqp1|r-ZjRk$hr*{fZe|UYsZ%C@tmq$wiIE1c
zIi8f-%%d$_TD(_IGNw1Er`kyvN*|<(DCfG^wtE+bd+ZWXY(4)SQV9LY-kPw37+<;N
z@g#~KYu)*#n8VLG=;#*>N|vAIJ09Go3`hb&u|Niu5}b<qQotP{nq{kop!JSy1ZTAz
z|H^?K@Qv3ooB#lP_^%6vu-jT@$*k^~q_9sKoFPBaFnXhnH>4YX_w?@mmL=g8iBPxR
zOjFUxv|}8zQglg-OM}G$^H+@Rc{&)IxfAlCd1<agfdrbFRhJ$$Dl>*);gu$3nh2fY
z<p!wIIzj3+F4N7&rw(GzeB{|OTO4ig;(R(svfsY3)!an2<}SweUThoMT@Zr(rvS}=
zpMm~2ZOi|A2Je02<+8)wJwk`FrsIO+yfS>vW6snV_mZ-7V&QuFy9bL<0PRj~I8!9%
zQR*M-<=o0BUT!rTR!i{AAg0eN_Z)c`=iXJ=o%4j=S*@J5*PC+8R})iKTcd$N?EaY0
zd=MRd)!J3HEOxC<*?r7CM6*SY_h=0^HP-(4#a6Nl7lUskAbY8!To@1-xb4*I6Y-e%
z`F-{)TaQ}Ktcf&3tomKfNC(I%@9DG}*P^3jk=y^gfx}t9m*ugFAT!mnNeF8Qs~aLN
z;)n#b|JWMdQk9ZvXy6?xvDbfHxI4n>mV*7!;)|2HFcOuH@^cwFE`0hiE9_PvuFK}4
zZhb8Lb_tUj$7=FEwX~v?r91Ts(%Z6eo=;AQP3TOnHJf34YoAVzyrmVMJS!H-Tgo|G
zzBJU>)9Y(>)3++l6ZM{w`p$_w>a0t_QB`|N<|%8$9(bL;uU1<8(467M%6q-W#`B`L
ztU#tWS{LFRoFYc)=fF!OKEw_u9zQRzLUiYqTcnD>;-#g!`f#k93rs8c*2zfTpa88<
ziut}~2ZC5zo{)iL&!P%Z-W)sC1?12=)Nr>cx_19-o{(~8#_l~iaI=tPe1CDS+t^Yv
zIbT5U*<xlYAHK-TainGeajE<ooq5k2MhsL;rdTd9h?8D%>EH6dL6*FGjnNr(@=x<#
zzURTz0i<5g#T_J%kKAs6%!!w?|NQ%q+K>7U*)9f0YDhanXb|a$5`=_!r)=qgj}L-@
m3AyW48qg*#{(s{#Aay?wncYv4_8g7cL6ac>SRC;GzX<?9*$rv{

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-32-BERT Architecture Diagram.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-32-BERT Architecture Diagram.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..cad7349e71c194c087f588edeb66da318ecac2c7
GIT binary patch
literal 75148
zcmeFa2UwHo);1c9bP(xMqXN<dq*)LMigf9{tDrOykzOOccL7BqRA~YtRa)pEN=HDD
z5_*+{8XzR+b!ME=`S#47y}#N2IoE$SbG?S}wx_IeuY0ZM8T=@I8gx=wUP&HAKmY;}
z0RMsT;~-fO2@w%75g`dNF)=AA2^j?)B?UP-1rrS|6&)Khgq@9<mGv~IAouCB=Q&te
zc`osuzaT6oCI;cYB6V3rQczS(<m*ESNJ&X4$SF=yQl1hy!+J*KU;e>2f~ZNrw~vp5
z3C@C!Q4@fv3Gl5T2+&SKf}egszx)s!10N?OA|@dvBL^<1I0-sN00tjB4kjc#ejK>k
z2RIKpPEAO2M)(>Lt>$gwvyOBkesLKj9M?;m=(YM$oT7Ig`IC|{FrH#!<~qmC!^<Zo
ze(}=fD-yCd<m43;m6Wx0boKNN42>)-@7}Yrwy||`c5!uc_wWn|3<?ej4GWJ?c#@cu
z{PbB$W>$92%iO&Df;VO56_r)hZ)=)cTHD$?I^T5-3=Vx99vS^KhMbw5n_pO5T3$hK
zZf)=E?qT*1zV?d%1pc{Oz`s9t?05a52KsgE_;K)Y;;;Q8IOYZ%VCv(9XM~Apu4xkA
zcBDNk;zvSvJuaiPiIhWB3q^nDQ9l_2rx=n8{k3a9_3W>8%>Uo&*{>b@tzTmx3NQgM
zd0=V~6ts81llhqJZ#%LD!a+v-jQVJ^h>Xv2_CD?m3+8W+@w!1DcQap#5Ht1lSl>Qu
zi=UZdzkfc*RCI+BWUr}6B32I4l%xCi4^0!378`J{<Jk@xin7wiWBCS{0HvXY3!^J1
zO%#cg+oxlBz{=r0s%|Rr*io)+O4kz<XWBQq$_ctb0(6=(gnxVtJSOA4L?$XjE_V(o
zZ%tsG84lw4qa(YU>DXh2@SFW{z~yur1b=wY8-2kIH%}A`E-2nMulw?l5M-E{XLB(5
zydar@@%87m!%1y$Oc7UcZO)XbR7KIYsM@m$=8K9QCVfOfbkBoWf`C^0`CZOQKNimO
zfA&ZjT9K7u=a|-yH;+!^mS~V3D~zzmgFfRyR?_31`Z=RZY3zfNhHhT=td6Uf&>P7M
zoNt7fIvz|VDiva`$`6-hHoUFm^*Po2xw(y%DsNSLS(;_A+$KA1lH2Q<42`;IvMV_K
z-IDYZg5r9cp^vL-|Euni<c43FwVs!AAHAKJd>TiOMD0V!eT7X)<IeVrKaGrg7qfF;
zM3HzkO{&d{y|#doQNDI4h180nKUug{q<f9O$0baxH+<NaEqL<d`>=+O57kI3BWcJ=
zmy=FAF7be~P<jcJ?<X;t3j^YHL-SMAqXg0PNZ}>*^XiBS^^5rhW7unh&Tj=zd+`?<
zhq-cc87iM@Ty*T6lujH{pt(jS%N%rrKv!m(V4%8NO-flk)Kf2uA;O0%HK!c)jz@Sp
zSvXc^>V<dk<ExS3Mt4%XNRQKw?&kLWp<F3?YW2&o%IEsbD&jZ{j0~3h5y5E}9z0Ma
zOnm(bcYfDwVnv<J4Aa~uwuMw7`SNMLtp{~tXg1BjYs5+p<dnu;jV3G!<gV_s*Yde*
zp)SY(@^6ir=(xXED9xB`@D?@yWNeL`=;iYB(4kxWo-WXy%Di-tb7nXX=noDs)W~be
z+4!B<XkgWQ>I)gTb8Gw@jU#4U^{A!iZ5Nen@;yFKSc6zDTyW=}s(0SjAf}yuzri$V
zTT|ektR6kwa|sWUy{kbUnO1EvPRFvr3~PR;0$p3egOI0qR7|EHP?pc8PFAm*R?vYW
zUO1`zi3!m)uD$BD>Q+_be<i~)Sc&m;c!hzP0GiodyJdvAE~(6v^YRDB6CRhlK_1*e
zE<C;r?jx<z>_hSb=c0<&%t4GCoaY>;;&zVJi#9Qn+0<wvsw;!U`S&i-zG)}WnqZXn
ze_METNd*%za|G7#rxKY`m34BubVreeqjNfSlzY&j-qYASj;6pMuTytpjRzcrPRl5^
zNqIW7{XE~Yd@##!;}t5$Qnm2{t0h~|^Ab&?y%8EaeP(`}l%m#?CST&lrX0H22d>Sr
zV<1uLndA}gQ}yhQL}o^M6ReG+0wr(V@)?#2n<?{VK|VhM>kgew-Lpa6le(M`f7YTp
z|A0Ciw5H)amnM<obNc@Uqw$lG>K<{4@F7=;$Iao^$zt+3saB0hnua7^6jB7N%AEKE
z0s14s`u*PtqBENGK>4ixqAB5H17m{^tE$3JPTa6&geDsNo!;#)JS$u=UWb>DKZ}C?
zcC12mzI8eo%DBn)xd1YnuE#Yq2ojq=k|XfHaCLto<A244YO7t#)jl<y#shAHSv$~>
zOEI^|`m0ZUR$A;NnBzksp7qX~`Jo0|NoUjvma8&al;iekslL>p12DI6;?q;7yoG1-
z#l3oIS9Z}Iw+4#pKsR6MdW<(pq10!A`?Ook&ZFLZs0pNoSxntXXl=gBWfFb4$K$xK
z4#C=x7C1rW&wTAaKX)eQWoK8YX((A1XIk^)EB5Mbeakq>eyn6qZON^~QMcptpZ1Y>
z5Z{Wt-5iw3ebTr$La0P$@%@`>10?t`^dU^LYSG-lMk3OvGSMbarmNrN2Iq0sopkac
zO*s(V|Dl6EaYj|wS^b2qQNjiDGGobzv^BbQNLXW$h@$u`tQ-<17ZYs1efb4x$qTW^
zF4XzGTWuiEnBbkz9X#m7=t}9)_*1=`p7$#3+M!lcwB#F<CQFYH8?TH#k9i1JVOXi!
z>z^q}{S&D2M-b*;{(EE}!L`c(=$n>wKpQKeqWT6i!&Q!SYm8dnnQTws*sQ^bZb7@&
zj@GHr!59&$<M$)CPq0Ed&c<L2AvAc<(oJ)$7naXs_H(h4t5liTy*hOqgF-9ffR+{y
zV#kBXph!z^6+9?I7>eFNWu-~A#GA(4@4m#kn1VL{_6T+05j=QMP#jta7ubdebs(CP
z%VQqSC0p3dPIt8ULKk<1<~~khoWaOce)zsq$Yng}p?;uyhcU))R*LG7Z?9Q^PTKZ;
zjnt>kUd(V?OpGt*=&11+cYrJ>^?7Brwb*njbz7-yuMo~!_BkTTtKu^-)Ej9oJgDy}
z0<(wF#DmB=X3URB!|<ROSP=WbFRf%M0Xp$>t6G0*)vulYsl|&wHE~>2DFv<meOGv?
z+De#hV2ELF#?xhHmhmS)UBiaVs{h<~dtx#DOGqjfYn<p{)Nt}e!^=qw$XV&xgAw@?
zUU%~1{uH2oo84?~07Zf%!fy`z3?>W@7E%R^GAC?M6BSvX&!}Hv<hr)%XG9m+N8FV%
z()`><bjCFXDO{k+=^5y2VIpSn2o6v0g}UvOWJ=N^tx#?ugNnHRq+OoRPseVM=|GUP
zRhW@f_v*#n7!>@-3x*!sef*t3X7@<+*QNynP+8{F^8eBz{14==MH}!HtgnENIeykS
z*8hvSeA;8zDt*EGBIEE_Zo~tZuutnVL{}Zo+iS)Ozc?JJ)@MTN<CI>$#e+<sySHUn
zshT!|o4clz(Jl?867L*IMT|Wx?2ZXXF4Q-=6pJFE*aQKpn0+_;vF||sIh#vlAQ!sF
z3rT-tIQ5;wkyTNWIb|k1+#4dvm2cZc5I;ub-n3*65n2u3L<BXksjs!nn95#aPD^iB
zzp~Gly(|5)Ry{HVC*WIzTLCofdY(H8tc^GmHu3`2sV^v~Dm%2&oIU4kFz2+L1vlbZ
zs4MF`;bXlJsRs?k%Gx7S#T_1GxydKqX?A(fN@jC$E%v#JlSPW?hGMQK(GJtAZa1^n
zs4r;_;-tzQsd?#lpVfmh&P~LVXBXQ#DM;@$!^4gpH{9^PQfOod+4qcxB(T@>XADWo
zS=>d2iSJ1Jq_lDoiSGGbE^wZ!p(&7iE_u-3ZGo|C)$`@)AJi(NC@p)!H*xJ09z?C-
zUe=bxPCaN**P!pnnJIo_MUAv~`Fg~IVV3xcZk+YvaDmN8>58XI{hG2ax9SQ@UZH!Q
z-CN}kS9Y>F+$g|8898lq1oILf_)%LkdND=IS?@}R?wvHfQ781_p_=qFXpq;oCEamn
z4sj%e89K+30Y3;8!ui`x*du1gg!YIxODw3k`E1JGm$0bD_sh|jhW?qS)v(Tf@Pt6t
zX!v}&z}Z<X#1lFD2SF1tu-hAEg5I}hdqZhEacu1|S;5U}SWzmI9c-cc?29ckXb4s^
zo-P`<<ni>2sNccJT`L=+R4dBVS9dO-)yONj0AeLuXw}=blg$hgbjx2vpu)TrB;oAc
z@Pp-Zyf7pUCJMmHYk1J!rt)?Hf5fV`1g;3&{o@JfkC&zJ9@(b*m=QmRHFKd^a3P=Y
zppCgFa8xK(Udr1GdW4Oy=L<JC%7f_n&6Q!r(NV)iM1_tsZAmzSO8yW*Q(`Hq2f15C
z5X=qVvw$r;{OJyE4!AAP!AF^ca;l4XP@u}pr6Z~`JZS12V4=VJ#y{XB2QAW}DwNrB
zz}#ryfc<=X0*)FII<*Z|$Ae&;CCXWJ4HX*FKlOw9=ML`ULB;Vp+O|+y?~}m?cAY!p
zB>T?{80;JBHu(q9iY=!jkC7A@yq(fip=7Z(L|H{_<3UW;g?Xc;#9!W%`z$^08&NQ0
znFefkpxvxmNrn-&(k=E`(wRM-*@uk>j%L#mBRPy85+s)e4GmoAG<8n@fJ`I5#yXMV
zqW=V`+=~QQg6z(noX-Cdz8=qhP+lQxSbLFKe17z@@bw<5YE}*6RQK5#pNX_eNl~P+
zrq3(LPE6!0?!i?P6l$Y&6}=k)XJXNRa8vUts9{Qo&YQi|u)J{NqzPzmWKYmcc7z@N
zOney@Qt?o~^_@x*xBYoZqgu(4pGQ)<_v=XJ{BG>6UrASJjIZ=bj^n6>fbstMs;uw7
zlqhAwhYN^5PJ2{g&ze&smVDqioRaQ_H|cD*a*wgf6pK__T^1Ex^t^#5wON*&&`*=O
zxe6h`Y^at+_jI(EIM|<TmZOy@h`FuzKPB(p|CGG%#V~PMOzW!@)%_DGvd&u71p^%c
zx;qs%3`JC;<7(nOsFl}by`0(}U^r%6j@qm6Ad=pQBEqC1Jm~y9*!KOA=yq`#Bxbm7
zc9zipT#!w1^F=d*&*wfd7L)E2E#0}x`>3<Mn4Q<@#vXmom0Ug70MD`HknPpQ!@Y~8
zH>dP8)VGS5H!l1CC&-roIikmxA(4npl?vFNJ|1+PUZK%^^UM-_XAy$)=i6&H-{%@b
z92NqQh%9SbX#eE4`oUHV9(0YqBN9XXF%a{tUsH~LAuUuNjCR7wor13JLXOC4SGMq=
zh*ykFeQyslch9P)ciYKgLc2<udp3o3cyUWO-Bxe;feQYnY+ECj{CbJ|>*tditv(R5
z)ovG}vDZ=QK?K7BO=BYDx<b_M4YN0s6^75xF|xC#hJSv?Ow=LCx&y{i>d?(<?Vi($
z@S}jyY?CipmJXk-9?VX>`AFeW2w2i(`6gO0^>z*xGF0UJ_GYED{L*t*r2jO^hhNqJ
zt?$3F?V&oq3wI-xt-RPG%;^l;E0*r*Ss0mit>#jqVY2iPu<$LUwro72v^iC@I~082
zkdcepPNgzSmUBp&#C5T(I*zj1KZME}0v-bont>IrP#>+DGBkFME-zjM5nu_5s7@9x
zo3Wv)!jO7agNY0pSqUt8#L$~$MU>_7SRwSes>{;8uiEd=#``@s!ByDJXyXutG{Y})
zy^xT7I%mYep3(R#b5cj7)Ok;tiVBlQ6R8(48k%F_e9BhI-qv_f?7bj7=r$ovzJ6>9
zCp80rOc);u9tGK?=tHcXMs$wU8Urw}&io72yjdk9#(GN_+G<&@Dd&9ZPYB4LObxpb
zIs~VHAi{%2ngLhtGUZlGJWGX*@ukFrN`RO4tu}0!`Cf8%LtX@^+-kKZ%13+BXKN#7
z#9uznkbWl+SIrH%xZdixudita^TC6-5P*SwtqohcSCK=vv1FxL9yb+T=T<DFkCra=
znDMBSLUx`O9Z&aq{tUO~!3vU29AloYh#|L2O5=TtW(?Z6&B(}?xiIWa|0oN*+?W|2
zqp4G0PUCPAliR}R8qz9kG_kzZb@uQE*iOD9m(E)b{W1%wwC$MN!J6;3Am*3MS+FkY
zd;Ft^w|$<?rkvfZ5albqFG#sAN;J{VV!ddG<F!2Zj;7d1G1{YS$D`pW1xV2StPR1t
zFJG#etyaY?F}uup2B+G)(NZRyc8qbvgI0^lb<juK5bE`9^2;+9&F-{`CN6p$kAtTd
znvs8mz3~<=G%&kBWBo`X5xUh&7z>k_wO^ZyK5X`kYCJcqHN^Gy(ZoZAE+_$Z`Fcw2
z{e0C=>_|B-fk(9_6NGGeSrs6Uo<ux|8}J(spofYhRnZkQ%=*|D$w$?A&^m|Nq{K*>
z!gSc&N6aWNp|<yajU}0RS#m&+s&H2a#qb~&LyVrz)5(d`&bJUe#BSPn5CQO4M)xT-
zl<lX=^n?qw3GdYfoO;<{5@QJ}gYyWL{rg3eXd(vJu$$pmmPR{QU=qd?A}yLELidZl
z+^~8?nnhWDXq5xf9H~>XL2gj06i>X0vZpDG4OnP7NeqcnO}Ep-o$Xt9vC~*3>~fHq
zjpdtYOD&qnuc)pHw<ci<zd@19-k$1UPnb<gSk6nqbD^|7Lx#OkgV1jv{Mx`DAX(Xg
zq;ODHfvvEOglSL4WefVcd-7yg8eeUYVhY~3GYjn&`FFl%qHvGBHD`gfv$eic9hCWu
zL2>kUT>CXFAInv8RcWfSPsXwiBv&?PWU{2I=?Ho;<{d^3;X7>dUF}!mRfxv9pH?4V
zWcAg7u-RmF@FIl-9ja=QDXZqE8CEfRJ1>)OTX4o385)nj6A}^A<V!w?y^@W4KZu*y
z#e+(XeO^=eWOcEi2U%+R2>S<;;ykr}U`@exkT&=xuPtH+08Cw#{NI1`W511Z!`&c<
z9RQ%Yr}ki4`UD>I4hr~?;u7pCqJ*Ie&9vH&IjN;J;Pz^GAs7;|V;n`^Ty>E8T2{Q~
zSVsG`_XJ0_yAd9O8JV9<-^Ykp2gFLX-Nq{8LGf;{U?YG8^$k}@3gAI!E1%&(W~<mj
zHQlwrt+N|xt<wBxI<r&#>_?fRO4SM!=2K3M^t~M3H{w4zBpeDqsvYjNlCGW@tMax$
zcGhWTvJh1tN;VBEazR>7FCW=GkI};TAu+l_&V@c^W5O{PKhInzemzt1GFj*ujl*-(
zs3J&P)GLhIp4LeZ#w5pg3(YNOOs_!)%6wVf$5z`kCgt+79VcW%WCB>Sq*mJDGi*Yw
z(p1C6=LPhJovWUhG-~kkuSq$MteQ9kIcBILO>cR>HqR)nmd-wE_6?yMqSewHO0#k=
z-@b|mvAM^aQ(zp6*AvawCoKF<S&Gu)=!N{nYvI)HMuXaQBxPL&7q0m=wK+BLf=$qw
zhCZu4=lZ|Qn@!%<E<-Pr`_kh<odLJk%=d@7NVT{4L>}bEjRB6W=K*~a)*Kj0m=hjk
zs(moxVFGExgZ8=ipgSL-MRp39(4La!US*UOHjJ6-C}0{7>bEma44LlTrxAl35;x&N
znZs55pCki+)zH6_^$7+PV;UzcKj1C&vDyEj9|9zI&l?(NiDC%XEsN062KZyJ;h?}y
zD*MLGn&V9_v~uSp9?O%m?@Z%ZMg)DCZE4;0TbIyd=L5$k?e~=vu!YZQi7#6_-+q}T
zpl+J^<`!Bo%;{7-o7Shk?K6$}(5iCy0m(RQs>#d>pe8~jy;5{3yK^e$%yd82X?MI>
zO9WFKQEKBR2VhGa_5cthgp7}=A04+xY)oe*nFgdtwcx1NX>pGaU^p;0Mz_@JekI~A
z11iGXezTJD>2`;5{!x84Ah7b|I2_q;Z&Mpw<L`KD1|@a(WWvt%i=ods!OL<XYW#Y}
z?pA*3DW~Rwf+-%P=VK|ga1-CXyXKd7XXMxSanldI<;p3qoVpi3$sKTN^BIAOr$r9Y
z!05Qo)A3e&bXC{r#o0kNKKSl#0swDV91bx&-*tometS#dZ3e3nogJ%nUigKAED+Ug
zwYGbBkb@0$o4OJYLioq5uXE%4FHY^DwC0m<Etqzn*V1$Q?Qwi*8M8uEHnCz=5=GS@
zE3)yh1I>5bIetC-u8wdf#rSa<KaaSQp&&N(<NCG6k;d)NPmr!Uj+Ufk1f3+zu0-8|
zlbPrVa{7eu!sROvGa2r&`eje%ouzB-q@o{+1Z^rq0D;Yq{U@=a6c4yv`T`*Bd(%?~
z7;^xtec5UB1|~~(1j}2f)K<qRbJfBxAZ0^0An)!K?anJDQ0BA{SL!8+aGqk?a^)>J
z?aPu}Z>6%4^W|6Tl_&YZ<Q}ZIlDJFuSIr`=3v;EFOu{;zvED^Q?z}6$6NaVDZ;oub
z895z9{C1}7!HL@GDLUIr{RX`S)_ZHkdgtCZHad0eubV}L3xBaa$~3o3Q~12a2GjZI
z?ea2;R=w{*5i)hC+vQQUj)q4^z0K+Y{UVl&o%~|urm92kexX=_2<@B(>A_5Gol}ai
zLS<zbaaqIK<`gr=$ta<X>L|{RW7Lj1TmM5q=x+7ZupN%@QM7cJ+qt($=<Bh%%3-ZI
zj`YrJRZQX&uowLbRc_aH;>nEEwkyK&G(0sGJ*HjOW!PPE0E7Gva)8Ez#^mek^g}Rr
zgYyrsPnjBH`;CmA#D!Q?Ic$lq&(s&dj!A|iSlHy~^a8&}SVY7*UumOL-{`PE`fS_=
z&Itd5EbcMAOA*jHt&gx(AY@LwKWr5`?NxHZ_5$~$mm7F9oqFD!7&a&KtIN285p|B4
z?kHcDs(7Cr>KV{fB1fEp1|U3jS_Q<9TuDXAkVE@9dOo!$W7<b+pocMSL2-!FTEuwK
zXt5klj|os65V-%m@gS>QI8cxk<cQJF3>P+P&eWW@UC;_xsIek0ZYlzhSJGHePEdPt
z{^$g0Rz>Rm6CsP}4rmUw_jQCppgudpP|(sT;q>XM(l)oJnJM|~d8`npUI6K>s|m2Q
z)+FvA5@Che(Uqk!Zxc^bm57^43j4UA!o(J;;@OlZB$qTIFSuNN%)WREYd2t>HLkS6
z{?1@pk|TR%YSeQ$r(mqkC@s@u|9oA+V;N1OsT13W^+HWauE~9pwE1^5+ew(Vi?f}&
z!TBBZA_em>;dZ!Crx8zPnHWvAdITP{sa}j&Er1z)S?z5QHtB%)N9EsM_^cKl@p-G;
z?)sNZk)mv-6?O_dD30SAfLy&H2Lg7F-be~O*iEDDU(Y@+si%<z9t{Ky*L!it|3^$a
z;3m!hq?biYje4knYGvVV${~gHI1kA6E07>tO&NBZOO5d3N@wntRYyXQhU4I^Zc!ZF
zC4a<X(8v)UB)&YPaW%~XAhcPUpj#U*fGzHZpfc)c@gV6v^F8cHuBJ?kFu)d5PQ&;2
zY5?oC5QEW}B*lZ^UL}V(yTN?YrgSPsw0<+}n7hTbWUZvh=|E?hqAN{Yk8y_3AiE}%
zP~+Z71+j+{B8nML!g^0fhR?&SOK5pw)KGI&TeQ2+8l`H4aNP&`=~xc*Sxf}-C?c8C
z(FPZFVVi$&`|M*;C{os)8|U){v9X`^wdJtI$yFR4l(OCT$i^D{0rp3yS9pFnS?CHm
zj-|Gc=yD#Z=6iH}P#6-+A-?3S!N@;uX#8nBryhWryv^CR^a|5_4~13!LfYl4Q(eH?
zA^FXj+#mP|BEv-~`?`pQtC#FL0rX7o9)VmkrET-nZR@Usp1<_^*r#iQs|WghH!N=r
zX^qQC(4~kaQt8IYf-%ftO{#{;WYH|_LI7hAZ^q1vpY)0;b3U?xA)PS#hbb{QFl=Xa
zSUtp9>ydL5R0;qO+E{>GW9x@5QRU)6(;~2-+dIm>_Yg+;a~|ASK^Pex<fMrQH9Fwx
zA*i=l{-bUM0MsK6c2;4i=q30z@gN?AVuCiuU=*Cy55UWK5QYMdRQSldA2M9v!LIaE
zI}o3TU?>(Kl2gD6I*`M@J<xLs%TdF9L;x^YSR!>)wlw>9&4B3SE<lWdRtN#D`0bvr
zjS%>?5s2cI6r$&7+3Tpi-Fs<-ZFMg->=T&oTyzD(R6I!H3j)dBFNz19_JIP8PQdaU
z<UlVRd{pOnhxl$hmVX=^#1EqZ`LUM;+FMjbI-8OSIL1psu(x@@kX-^WZZeJ$`rX%h
zI~?`Iuc!kUK9Vm$=0xU)R!jh`plXl#t!Ekt%=0|E73U3N>k%i@?#)-59e$7o2`e;q
zb?nC(GOjGGC^N0B>}za@lc)22G8^<Vb&dCqt&+hEj>(;}4w9oHzU^;sw!NP$vUnLf
zL0s?l_*NeyUB$rd>OXVV|LQqygJT!uuT2l;lXQdJ-NLZE#TfFoOJ?U#ZEtG_1;>3R
zVsW&eBVAYb2b$2y*QkZY?^m$c)OO5$>6mTv@-X?xRIbW5Bg=VU|DxEltT7PY8s45m
zqB>EedfV(_Kl=?|QH=2~BD)OzZoXEBf%1qSMCFG$Dg!221Xm&Y?)!U|0L#;jH2<<<
zjsX~jkrIHX2z0xF2c=8H@u0`=aCETdtC_Gq2*4UNS^`E)I$!;Rbd`4JraHz1M~_>`
z0<M}m^8EV9Z*BUi8Q&|;Elk(=^*+fn1uLpKHcPiFVdsyYN$;OBo6Ob(RO<FlL7D>L
z|4@hT70fM-B0?4o33Oi9u#xca$ONwLPYC`Zp|^+S82e36vR0m8TUK=?W4M0llr8k9
zPNjR_L*?Np|0VqdGLL|r_+CH1Z;<E64+;v<r{78SPkpLMQ;6*bCRZ3zYG`|j7DnN#
z_8BKR<jaa`N1(}DD<{vQ#Y;xZBlIZkEGNuA2aFGmyphYa(c2^rQ7sD#ITKGvyiM<A
zZ$ox6pysSguGFdgs5<9dEuJ=k`<DMHFZaW92XgaP)iNJT-^Dbc_Vh}<rWjTvUg<-v
z-x>_lM@EHT8xu`y)Q6!GkY7rX;N9Jix8dqT_VMyn)UmpuU9nDIY<oMV_Rr1Y5Scht
zGe6|iK7$ziU@HXBb~=J|0;1G^qnhDKxuy)M98f~>1gLf*)ihCMtElZ2C5#pq{Gcww
zXPfoP=HaT5ZhPv(f%Brp9m16??Cp=GCDG;)iywW@es=fghSt0#qF@gV@x#pSloZ#A
z7hRiyP#LTwtuZ|~OX2vbHl|m6n*B7!0eN(F_Jkj@)_oDzTOZ<GFmShQYa2)%Tk6-l
zn>X*W(+uE2WzH?oPgTjs^gmyde&MA-G(lIcaZD5NYFxlCe^{vX4<O}Vz4jRMSD$%~
zCnxhUO}G&c0qL<iq1{llOvueL)O;OWs)e)|gqvQXnhn6{zm0ul_fGn}_tkzuF)6Fo
zEuWkn&Ir#0p{^_K!qHC%A`T@nFO;l2kZ<SqXQaK!)GtHbecel3=;xp$IEXbsvI&LF
z7(W>rllsuC{$%bJIy!N+i)4j|!1~+Efu_(I9Q#UxCx|gqo@Nx&c2di@05FhGzlYm@
z%kNBd!<@X0y%i4|#4s5dnCqJNnpGwgw=1gVV)EAyQV8ryC+~%$%FtzPBB>}0SF06J
zrp68M5Lq}z^$5h05_AuP2cgB@#^t`r$G+NA<_CCGq%)=#7nlHGv0glg7I40BMp$1w
zYy-$K%~&s7TeF4nO9;gvHdQ;0U~<@$TA=&_h|@}efOzBu^Z-<n=IuBOr*j`~!Gk`D
zV)RsWw~`!$Sxfhw+Aqc!eICRKV#?G9?eC8?<+Ps6z82YPWetY9jYV6sx94t_O<9+a
z0|shvX5)ZH9YBastSSUm<82C1{s1aKEaE|7S<i?||CPo{4TPf*7*lCMAUVJZq};af
zpw@oCg5|bNZF9m8aWG8El~^xkcvr7;W}VQl1B3lKFtFxjwA&FWH-PxyxO2a>af0W+
zZT$buIP#K~0P)oi0!cip5D|lYrvL~A<eN~u*#N?|xmj<(yP5&O^ih3UgXu?a!x?-1
z8KUHwN>ppy`&-W$Kyx976X=e~?R8TJ0H88b?Z?ObEaa@6Qc>#jRyF-*j6aGd^mpng
zLS>=7Z}{bjeh?n?gK)<DUc^5Hj1J-SymIJ~u-|LYk3#NrdRH8pn6@nEZvLaP|E}NP
z+Nk;8HvVFX{yUBe|CPu8&+Ci{tW9YDT+QN<7apW(=Jum~d50EioubFYw2Y+OOgm|<
zwS1A0CW!;CTK<bwC`2XWl#+lz)P&HrVhbMBz~x@p!p>UOKZA<sNqYBMae$s1HD+h=
z7gYhu>}?vePZM*513ddTg91R5R?NhV;)%mvLZx{(UQtV57Q4PW7BsmW`jx;g6ElA~
zq`u-g!N_ONaN4&bfmvvNwkW!Q^qiN9U!%|9JUbC{*{lhrmp9%_zOrnNd`Pb6_cG<|
zI{(<TM{fX*GgThD<jYZs>mJsawR;$UL}g(X6Srz|sTFcucE(<~*#3!J!8n!3q|0>t
zl`%(6tO(jN?QGv90Ax9I2FJUq^`_IR9r{LcLbKG0gkEXrRkhZ7l$@ot`INdtH>NpI
z*ZRevTvP5V!uxw_+$iZZh=?P1rZDnYj(pp6Fz3nAD0SBk@K(tQ)WvYFGThWq@0bhA
zg2*$@MbHbJRgtG#d!|D3kqTr|{fO)>6*&Pw9=rq+vu340TKsHj$+@JE+{A&%mC6I=
zZLNM2s{zBWp#ouGW>WaEPGw%}^z;AywbO=)byJEz0BxV;ZlzU@z88m!krd^5%1t&a
z)#g^wg_Q$g1UFU?J;l#$t<H(Ou#(p|W=H3kD-_r;cm_gOzT8rJ;w9n_O*JWYXyk;4
zOtN$1{7|r^V>QYf(l@`Zj-uoeIF(K`61@T-ToSkT)vHf?lPz9lC=ml`4O~4U)r-pm
z+FpI*f;&tHyikeIC0^ZvttBqs)vC8rS{EBZ=FZ&MeY^5$<^^AUcACozpibCV+~I?+
z-$32)t2Kikco<z5Hu*uN!3W~x%Yhdwmn@U6la6KOH_qYcRazRj`?31D;<zwR!Sy6r
zmdjBI6rjs3Ag|~lf)Y7PTWRk8?NlrE0U-y;+9R1bJCd-`cQG!<sXFLOfT9aM)tE5n
zC>0Y#e~}=z`+5t}0z{xAIqgMU0ESkEdFbEF8hR|YBlfutk`Lbj7+s$W>99{PR&uZt
z^R<9y7;6V4HqG;4b?^iFM`jEF*{uy^jY|yhplxasOjL|HH;%KO(vv6iEmg+frh>m$
zWnNzE-><ItkA5%Ko)N-^xxsXCE+0pD(TunowTJ?MoUHa%Tx`XIh|EGtFkqb0MhIdJ
zLWO(GpHpnt2-#Hk2FTf47}z#}semVON6@!2U=LUakRPCvD|0i(bmBn`X7$(WT4r;x
zp?$ECZP)?%h_60wU;QIBG$<_~n{{cJbFb>BvG>edhHMhP21eWc>uBo-IjYaz1)i$)
zEiNZc!P?Zv)t#})7^^x^tMH=FB$#+aij&=XH5EMk9tjDP=0<s9D|_N5$9QpHK$o!{
z^M)zx`FIfNMyon8>qda$0O1-g%?X4^a~&ROrEqtfNe-0MOpR6R&7HV(A5sfHT*B!P
zu)TpbD;(aKQ1i8eQH_#}^eF<t<r{~t;wf*15f^*kEhW^YkgSh#0rzX_-#%3!L+t6t
z!Fy31;^s(JTC*izPV^Pxb&2lnfg9?k5wVDT@m4HPf1ORf`=d>DD))vdl_&=jb$hOO
z<;i=*9}N8@W9DVp;Ydg*qfv1^G`LP7`(jMVjWpXfgtt>}0YKfBtPZClOHPj2LTDt_
zv*j|4jC${IYzbw8KfLYT!w|>h7rS;eHgG^rZrj_nnu)z`s4F9W|JXQNMAGu440&W^
zLJuXhaca{<(hIi+9e6Bt=ijWEqmsmo;6a=SEj-8ry3IFNCjit>{AT!TrlMe*Dmy}Z
zKrny3SfzPtlh4L{XBDWJ<A+n1uFe60aB@b89G(7|?KA%i^5vT_{QN2Y;%t&dBa^tk
z>d?B2v4x}ceAWr=#M5&w(}T3}Y7;6?wC+Xjq~GaRN)a8Lj3rl+ckgDk8hBbxF%aI0
zCaM#&th`a>6%q05xTAb7lk`r}{mpmwEZvNW9D;_>8Xul2EnUURnHrjYxzks&P1`cV
zZw?YzXLok)Wr_LE^vgklj#URoPw)Umxbz7xS1mM##ib-~=#0Lh{B$@T49mGn%bUGs
zr!}CNa^A=$LhhX7aAf#3N9*ifPB*Za6}0QA36Oq^{ad)1ugdobP7Rw=sXZv!DlUGj
z9*WrHnmE$m|JX94AkB>t*_ML+PHCOYK!CCHLT(%q0}`H2wrtlYE%|L_E&m5;30P+o
z@exb`I9KoK;}O!KzE7PF$Rog1Z!;ESOO7_-1!rO8QpAct-JL+lkyi(BWq6H*t^fy4
zrV_HV@wHlVY1za@`qGLKLpV>~HzNl2$GD){sY13^v;{LAvg`Qho=PHk8Mz%MudJ>Q
zRCxPLch<QeUk;e9ed^>=%BrT`4`T9pBjK-Lw8E240jIDQcDHDe@Qt8Ivo*TGv2}5M
z(le=DO+-n`E_BHElx+$uw0H+`91~Zr<e;|t+~zb*^ZHOM6&PVLG#$P@#sluf@}tIl
zL|bEKU^I4*>^zaGah?5v(bR+U<}ZDSxx<J0>gbOmW~01X;bZJ>yRWb9!nhq0tB#5~
z+~)XS{rk8}a%<Kc8-Jv71SmsaVLYk|8=j(n<oVOEt@?@sDRrSC#80S7h#c0Lp933t
z1v?-q_LlD`0hEfyEV!Od(<G$tS4;cN;{KbTbUTWiZwDWo4R`bVbb?bYv$~h)nv)&!
z`C+LKKj_{#E!C3?IH4jpZU0-b1PQNaH;Xx%M`9rqE3PaZW3fF(B3Ih%h`+qJ9L4wY
zP{f>!&B?H$>|==wu>r?%PBPet%RB-yuXQoCXmWqgD5+NPd5E-*#$__bO52T~<L{>V
zg-@Q<_3NT=zF*1zq<_36#&%EQpuVT1KCrZhoW==QKW;lNoLqbA<&N(?oL|wT8Ae?@
z$<9xpEjJ}h0uN#!CMsBF@Z1Y^CUGHkDU8s!{GdeI=<Q}PnUA?Mb0*zAyi@)boTjsK
z{-Lfbx?_LUR3RWSp((}swEvkoNPec-m#kdRy8H%s)CYq)^}LeDg5u}SY@CU0v}~7`
zC8)+ZC+&KU8#U!EOP}?*en&TriId&<#Iz2xz}$hGpMxMnt0~{4GFRBh=?o5TwpDI@
z2g-MrRc7p4MLYNS=M^3>sjWr&U)43}(RS5xxVv;8)7-w|aB?X+d7%03Q@(;(YSu?`
z#%cEYIwNX9R(VRt8RCelYruQa>a3p3sy+``v{6kjXn9g^rghMLDjsQJ7pr+&FK<k~
zO?Xe2lmCD@^`gM?C2r^EH-?iXk^*K_?D=pzCH6ve``XGPD=nqs+Pxz#aGI4A)B3}4
zqZYxN0ULbVW93`!X}suQIG6v`Pd5AUO5w3NwFLT-mruEuv=Sc&UufbeqUy_=w7(`L
zDErF94%{Z;nqcAGA666=H)@Ig*ic<?iN9pom#ebBXeaCeM}6e$B-pd8rnwl;;W|Bl
zy-9p|@dV+E7qhE3KkCM`nle4U%+Q+<<D?{2Psmf{`WzGg*`Hx(TZr+~Xm^2$xsll!
z?%peR9c%?FSh}5B89jX}vz-t5CHXr8iQP5=*7d~OEM}u99xIZ45)W{>ooyq{Hw3F%
zYZ;%s^xWZLm-5^WBvorfQ?-kI#nT)SSC(yiY0M#vD9poGXgWodlQtpglw^R8SXc!f
zbkf!+@y&{mgPo1%tS9_gu>46c5Y(s?IX@s+ccVMYMwly`bjx(@bn-U)N2|t__vh*p
z`2jMT_ezJRpVAJS__<kz?OKU>))S8uU`Df8sXF(nw!4f@!J&COSJn7S*$RUPaf9r&
zv&5AY=UVTHM(5frYf?r>%9cg2AGlVCmnV<KgmMioycfAf`#4;RQWr?<1!z~JZhF?J
z-K<Q$ZDqN9{uWRqCv142jk&dKC!N7EX}b}}`N;oEZx0crt^1kN4XB2!9Etr$Vgp1$
z)jX#hu?XdXcLHjPRlJ5$gDbY~&y7<An7f^qFHYFfa5{?Ym~5)*4pp#S-!h4~R*pD4
z+d>k*vIrGk_e<M<Wlr4UQecN_bIoqaXz$OEnusP|PN^s{Sl(q9wp+jVzIU)VlkCm9
zz<f0T@5pFWuGJ*+$-*ty5Fe@>U_MA-I1LRx+rq{!UW(K-(@u^$)Nybuw#D%bZ5J9Z
zR8>X>i^SAr9TqOBD!lASH^sz{vC%38E6yIxjoekFwup=I9!?9)cJDQ}&jwc!)1`(S
zpSMhlN|md#r>}FY3zpXfmAOdoaGhRO<_8a&UGJBpqxj~M{x_fePcQ&yde(I6BP`X$
zrOR6mK=wZeSP+^kXlPS%#wzaj-Y^A4j7^xLf{jW;jzIb<W`1boH{fD+8$F1-VGUh9
zfF2R94zB*_EZyc|8&8fjX)%UN5(-$q`_R=%=+SZA{(*d(9}upB@@zgDq16Y(^S`cU
zq1zDm5mkGbJQkHxc<HpdL<aO(;mKb5R{rxe*`*h{YA)RJ4b%^jMIwTwA;uZAsh+)t
zBbJFN3$AJMw|l|1G}jKcw7hBRUz;;ya#i~TtrA+0T6Q;*-QM?zfSsmTHy`qV$L=A@
zs{9sHzK|egL*nKLbPj0T=~j(v?Un$0LTz%xQ&NpheTKiOfyJFe742F!<5AHs@G<IT
zK2Pw6uJ@3qtzRC|MZO@UFGY5rooa%xXZMwBb4uuC<T8zozP+o*v<%-<U$6#`3T_mg
zKeJULm|huic}mQW$oFNn5Iv?$>kTGsy8G%)g!)>y>eM<}Xfzl2RLe<4EJ?BX^}cm!
zUhH)=d+v;o$g1kV1L=;tRtqBOO{Ww5r9?O2wpoQ3!NDeAJy9KNjkXGVvddLT*P=5n
zL5=&BbBo0DVgwsH|F?vNw9A@Bb;4biikhZ1uT5xofOYJ8v}0L^l0@cL->F|ZJS2ii
ze5F*PZin3!d1cKhDH=34^h8sJGj?zZ#vCSKKNI_om6`)Sqr-$<@#GCq3L8s7XBTMQ
z(AWMHEGHfRxawMIYaEYazox?7Q*;MB*$hBH>lb!2o@YTTKC=dnyd9^dIrcQAVb&sw
zLnbu5K!WhpF(6y)-=w4>2R>tLt!Kd#EPQ4K=>d(>9va@998fBcP~@z21#Qf743~Rq
zMh>dAUOxBg1C)GebLqetZgZyii>1himNfPIhkAo&6`vc*3S}_Str)RXUr!12&}7wU
zBeM^qX6%>e-F}-Hr(^&qJQ3Z$Ii0`1kN!KIuc?`r23E^;CcEvJFX~f;v0~uU@B4P}
zAQ0@G6l(7%0I+g>gw7S+?mtAmB{CS)x20$$7ck3!JrRTK904eIXL)A<!Umm_55OUS
zI*dNE+D*h>mv3Ge_WU;64`5iQJZAscC~Tw-0Ct60IgUe^seEf73ix%A8dYioJ0<}M
z55WqtdVYbQLer@=BL(j>+obNX+H)zg1&drMf(O+^?!iw<s!FW~rrfWp3=?BW5F9qx
ztOWvRH=_FV(J_{i^5+JW9oU`Cc08!J$RM4H2gALGwE&8ao<WPa7O^iHQi0$-7|5Eg
z4)df_(GH3~^`*hejI6t07D8?eTOFF_Y_|4<e~!-urD0~%h%Izn%$bZa?`Mev1jVXf
zO32l>bWje(J)wOUS=r~&$YM8<TNS**LEkF;o@phX=N1gC7A+Pm9?hvEcS=|DG4bnk
z;vYDpzg~1eun1=cvR%n5<{R9&Ad}=E#GK9mVs#j>sQSj}5}cB64sH{+r2Ed@7$>L7
zkE;hd*(c{Tb5Y70j)~tEU&;)hlMejf_>Molx9z)4hQhxiawz`I?*7vanDoCRXjWFg
zb89BjoK7>a03o1gnE;5>_gbcQsX~A%5Bh--@oB1k?gsX+RhvN4yf~>IJlp(@1^AJh
z$sKv>?F{%vW~u|+S60SzqYKEs@*ZSzqssc6e~?|R0q7k0ZGiVhf8~9PqZ2!{XMJ-r
ztTV%ZC8jSZL`$CS0FdMv=>QGD|ArSm_j)Qgt+f6!+S=r<WmEva4@ogZ31cz+Je90n
zsqWI90VR8utM;ekbu3YK&oK56YN*=abQmZ3#3`9z@h1v(H7&g3oBm##Eh90upzZfS
zGQsU;t(Wl;Ou6Fi%?H6=o&6({k^YbP5Lj+AYJlG>l*NOZ0?o0y9?nK55@#S|+^rW=
z>LV{Dt=@?)?GgdoM_TQOFPWnXy@8^u>)jzoC|LVr3Buv>mjlsxHL1@AAHS=mElG@=
zy}A`$=kjU;qgKZO)P?H-0~<hsz!WUvIF?-{E;V&OXi=+-9vk3?#q+e&KbnRQ4Ldyc
zWy8p7p%_BEypV^yU+$GF#4D&7hOStH`^wjy6hFSF6xAuM9}}6nSFI$xGp2eCHUp=!
zaZ|O+TdgroZGL=HpV6^>n*9Y0C9n|=9z<!41AVN!T8z;<lWXhX$#D_&w)OqgJU8m{
z^p_IDkCK$gD9`Pwl^V93kK=iioP|k^tYjeA@5jM<xn?rq)vKr+TUY(}OvhyH9=-|W
ze(9PJjus-qh_(O;8^$_|oC)jQH=|>OhmsVC^WM>kOG0kQjgXXu=b6i9>`An*y6CgZ
zBJXRRAn=Co=7DRz8O6W$32a{F^PS#y{-C#>ms))oOks_lMS)~Su7P#R(6Erx`tj~y
z{ct>}CDtg3+{rqVI}!!#4>0h$xHv|iH$|7N=M7MYFT3QQ6rbc5M5p!JmIMF34s!jo
zP04-*Y=0Yl^HUW6q#OjSYSJJuDQQ*nX8P)%Of`!kGh9p6Z>sw2VP0MyB7V$|WV%ho
zKF7U}jE^EUO&kBJ+>;Q<4pqQU+CKciFBfL%?xs3emSAVc%6YJ^0nM?|_t^ZEcKgqv
zS9X<`SjK@8F=HioYXgtAc+C~v2GcCQ6QEB6W!O{6=9IqNLVn&$8)DsR98Sj<=nWHJ
zcPw&j_zYaxZI{q%tBga(4-d0gS2&Q7%*aLg8Y+P(sP?V&u^gx^%~JHu$@6Hv;*^(_
z=zUEOrAi*g-1mc3Y{c3lVgxOd?q*YM@Nx!(g%d2#@T_5WrV44`14V;&($nZ}mnl>>
zuuO+pQXf!TLZGyW?`6rfIqNkvzZP0Q*kM~y?lV7$@o?;G4aO@3Br6RS4r@?m=#l_Z
z=y1jycS(j3$1!>?8D*jOI@;!?iWg^;Wop$`P?t!@+v2Ou=9Cph+Knlu>oGAqhYV@`
zX8g{nb$M?tYk*JiR}EpMX5c5iMTVSJ@2%dnf3U1fdQ0#%K{YizS&BI40Y+A#8U@6I
zVnyfHXS^a*T*Bo;<FjL~%Us3+Yf>86tPdVyBBbH79xmi145O8+dJS(yTKJ-6&&exw
zaBv>%&~FoZ?6t;(R7vwEt9>lL`t-ibk+e+TXJzF=K_`D5+NL?jm8&C;xkpup5>tma
zWQ4p+7xyWQq>gsu2|9)}h!fq(aVqd=To|^^bLU|i6Ur<n6RU_83N5y(u#?gdijS*h
zVm$6MtwVsJH9FYIjo=>H4s({0@0n7L+RAGYnV&a_rk#^2`>a8%^er~}i=SWvOKLOq
zS)o8tGut<IX|(mGS2dk#6pcf(rR$urQJx>^q!gGg*JdrYq+<=Mj;3~fBIg_zh*l3`
z=9P}(&{nv|yXHV;>|OKgnwo2~qe})r#r}uhG=Qp?J`W%O_V+;P)mk2|6H^9gg_jUe
zUiPLWgD2}#$7`QQh%M1Yw(F3v1Kos)$>k(!nZRSM+nm!d#{5G59B+fWgw7E(Bt1?5
zI?~%)C!H~0J37{(;BQ*RsI}i6&{eRFeRss)fN?9y4U?pLX<m2?rxC81CR;)b&A?jk
zI<7%XO0XUAFiUS>9dx=>@*?mY&EGXyp)BUs!8~lisu%VN!T?*Mx(igi?dtq+kAB~i
zuRW7~Yrg+%Yid`a4SoRr<O@4WgnW04?lu>l*X3QRVtw2_@4fHeqVU}vKBRK&JyHRy
ziFnX6I1tzWw`u=Zk6HrSsv*YWt3(0f!QuRy&@&~>I5Q_Uzy(upRq2y#$}vIR1x2yu
z>tt0&iD(PxCh;4f67i6)aMl6h^L#c9E~&LJc$5D=Mv`sH9hZgMFUh<ecP{#h#jVa2
zCgUOYC%;IZMI-btY8_%NCIY(s%WHnPsc=b|=NH}iu)lH0G1GfQu!ex*x?;Y+<$xw!
z>V+5a2td$@N_+jF-C5t=(-4>$W5wRI1Ay0m#U}i>b-;N4ckKQvcRzT_|Daan72j{*
zGaOfOl1{u6cRg6)jyoBV(&1#{wyMWSdkJ-M0BU!W)2HeZrZV)z^w9>^&E=aLd%9I?
z3=MayEd4yb>?$J5_eGxAAG%SH{GAb~h5O;onA$a-G`<?(cxzJj#33x?U?ivi7oQsQ
zSFr*_x+EBPehRm^R>|Onn9sOxu|Hxz4Gj{;JUTqIGOCq`e)BnuWdH1eC)`&$arue1
zri#Ut;e2RV=w-TcO`Ts?iO~PZ5!Flo7<zwS76I#IXu;Lbeq}OD+4z#;fCXa4R0n%M
z)k!!z7fZldb_9U^jdlJhTk!8hK-w$~SHuo@!1F?p%=+OQ-g0gwD>XWmV|S`6E3M*A
z5i)hi_i{TfPu7E{T~lWeR7GuR`PuIo5?mvk9E9UY^f>x1dYoDxtHenI8O=)oL&msi
zyMdK}&O9A}t@Z$1x&~2rw3FH&E&2V6f9Dr%Wn`?Zq5oWCUubF;+8IoLi(Gj5-AwsX
zI#sxfIteD*y;$lZ9;6!Q5_K)IwAu2yIp>ST%WPD>A9pUbIINFi*=%fPSa<~-ikzr=
zRwnP92;oy7L=|(i0ZU;W8vyd41ctj}*83j{^#1XV*A(}+#v0r)^EsG8qoJ`i8<FCm
zmmRI`H=4K$EnH#B2Yl54i2~hJb?H6WgMQE;j`gM-l+?{yrM3ktCvFSKOO;%Ry8x{j
z?eRnp*84Emy8}Dr31Ji1XmQnK>;Jf@=s(6}9{a{H{Y{@#0+>U9*ZK@p5t+X$?326-
z@UQJaUfk><z&{<U!-HlwunCTMka<7sT!{>70~^7te&o^ewXy*;@YkpbU}v#E*-5!w
z64>>En*}L!um`*>acyVz>mt^KC{*&-Vpnw6uIC@`Oa2#y`cJ9G-#vpr29pDf$B4;S
zNnPQ8T@0N`#wM6L;p*|AymXQVpk(iza6feQaq)0<Ng!hLCb0T-n!n;#rum2Y`Oy^p
zJuDz~G~qdqVucy*&<aYhLRo~OK~GNJM2FS=0jfl{9ud1VG#jwO=H5`<)#-5oL;H%W
zp%hgksFDd?*4aTZg5~{%R1@yUF7}2ylol-qAN%TR2D!+RPv7bc$&lWe_+c}d--?11
z#L&jAchhvjg+HeH`(aWHUWU83#&*Wbdx~5*jXV1o@)x7i-=6q0ze}8i^#O`y9sn6X
zU?0;ZcA({P7D~X#Uk2*mOc*<!W<N*vDb89sRJK0Ml1izaI)O$O@lbb`g~De2AB*Mv
zZtnh-dH!}SI))LL(RPf=*9peVdr7%>0F>$v%Rqi5UjJjIiQh5YWV1M4*gNqN=<3u#
z_!=OMxqvhd{w$3=$Ao^9xMKc)-3Cpu+_v$B)Dpl2XD&hWa1~QYum<g&8|p|amuv_o
z{#yp6CFd^2)1?~qCH3r!fCn#trLl6hClWh!#V^7i#ePkz_K41?rX|CGqPeLR^G_o}
zZjezy8P4qKdE1Z>EPc^(RZVnlzAb9Xu5A32K+dRlb@g=IPP?7)3?yX3TLqc)`gQa~
zF-3USAk9T;tg?cvNq1s$+jAA2pdHGy_7RUag+9paNa4x}`rSF2FZr?^`g|$$uBs`{
zxb)nS@7PH%K`;H=CL2Net%dfN(W0Nq=Q|R1Z~IlTE~1OWA756zI<pbDbJbLNg|~!;
zQu>ToFIOQ*<F&^7=(n6+AAJ;N_5HV(wV)NBKl>N-><+K3G9crs(Y;bcj(Ru&SvnZm
z&P-h9%qNZ8jzK4?A<9+(Vs_*X0ZFc5_K-xUmrUna6gHR!IpJpIpmp<^#enSyJHzPo
zz2Jp2Vve6$EpNdmZ?{inG!+N5Nb?Rznr26-$k%L5Pn7y;y^30D+!k;2?H#i(LbNQ_
zDQcLQOek_DKtu@}!2lg)Xm-5Xo?&(-;ZvSmd3C&^ru?y3P7W}Nj$jNEFf$T}y_(<f
zTxtj?jKqVA!h2|il5yx|_<gi-0~6XcZ01OE(z>efVW?|oAiaBU7VjL44{aVa1{ecp
zb#l`3l8`~$A`kxeg4tCCQCB|8pU_E@aM_Vsg*8>0al<0stPZ-%+Y_rbR9b(T-AcM)
z1wMlT$IGm*uFA0K<)Q<c4vas`3CwMNHvTML7c2Lmtwm_^^5tpIkEzBp@E~V<A@zp0
zb%}`bv$V#>9bhI?Dxdn05vFyMm}V9hpj0TvVN6`KIJ2*ix>M_mBE*EMD;u2@F%xsb
zTP~(Ojjca(*uFcxGQQ6TBZHe}-CCpa<pCF?s#+10?hQL@&WFz|8Z->XCT>{7`VB>Q
zpu|T;qO8-zQ1A%p(>4jKDQvi~nTUrLRkZO1bBptww-SaxjVJ6rS%ViH!hD5Lh)`e7
zWeMLxk4FbYsS7z+<u^hbez*G`dGd7bmFQNYiT$zU({|)}+{SDSI$Hu9S10BswjQ1^
zNb}k*wrV>GU>8baB>m<f<z3#}<xZ`sw&ddmF2E)&BIE+s#ghh=2Lp#um%ALM7uh7L
zfd73$PG7?XcLlSd*}<%u>hiZw{m3S-ThP!B636v6h?)|I)|qFz>#ijm)*fD{b5(qr
z!5>R-g(H2j{t+I;Tpl4Mi)_g75VPBT4k|P5j(NuN@HqGjr6c<lS2RNys<eV?lI2qt
z?H8P6XjAX-V<~7eoLY>EY06~GM!@-Q)in-};WfY57evH^s{y8Wh0lbGkjX~`kzA;5
zjt*E>|HppnPp|}$1kp-*jHj-N_8Xq=zhNhFr8pUOyBQ&pRpyX(b1L`n$q5$KHzAe-
zOrX<PAQv%ogfvT5ic2eZOaU43boKx%aQ~!n$HH%hn*ctGiSFJ%G1A?@#`N-X=M;+m
zc?QBMO>&@kr}y|ujeX!9mBLWh_8fozM^{spwiJEK2|i$@286^Q;N_Hi8K<IGNc=l9
z0zkf*HJ;a0QvM-Op;Dg5!d|kOHy%`E#yoAQ_bqUPDX;Kdlv(O*;gcs3&tZ;ER2(wS
zbrg582*s!tM5#CG{XguzcUV*Dw)h`J#X=FKNec*q2#7T41Vp-2>0JRKARy8^i1ZEu
zN()k?gY*v4K|ng8L+G7^8X?5*);TldoI7V`?!D(ezk7er{E;U+$<D58uXnwxe3qP|
zNd*%gO%oVfv)v(w^0+#O5kS9nN}t9gC>G9`*1bX&rQoeg&$Eul`Y4Of*X&Ws@g~b)
zxJTUE$UX2>WTWKu&QU{JPYqRu%2-)N?$}v5<QhnuR5C;`yR>f}9>ZBP&|H%e=%CZM
z_)0sETDkbGYh5gCTBs^lTFXkbujM-fG_=6sWTd1rT9R0wY;s99DGzsSxysV!JbKwf
zhd@^e<)7$KGSx&nBvD^iy0PxDikpsha>*9Y+3=)lY;Z$m_K;l;BGh`f*)gn{3g?{L
zxhRd$Wr-~`scWc>>~?Tq`I2FG%KE<ZAeGQ~{!Wxf5fF?T;u#Y@=?;9^Mth*&@mxg9
zo1dmv331A`+krUskGCc4?krpKS(qZEX5x&rh0oMb0_`Ty(ul1`EwpDt6h_%SdmSsU
zR!8(`evzG9k_8t$LPB0SutQpD`C_z6b~no{)B3@jRK1})eV1gZ?`{O|TL9qz9w8-K
zcXmEOk%)js1Y>`KM)aVJ_1PEFDXmwO)<Ta8VNH$=0s!6FsR;f4QI>WWZMPMzfCP}p
zUpCeU$ziVGH1LrGx$Lw=5Lg@&*3O?KD-LxAC=Wk8ELdi635s92q$n6(m5XI5N45Jd
zJf2q~lDt#-UI7%mAm^5r#>Kfu$BfHQ?X6_MI+&eG1omKVgAuzMzgySo3(#yiHi+O$
z5gu=ic{q+|{_!ln&zRGOL6am2&dS7*f4SRiXbKg)V2f`p&ap&V82f}ERASDG*>+v<
zQo%ywMauznNlW|8Rhg_2cH>=Zwk4yqc~RG^VxKS4NZSA?W#HToR<U&M56eUDS0N|R
zcCs#{Mb^yKS4+L^{6M(Jt}j?E+p+k=HXQB*WI?9O<E!w%r=k`d@mDuNm{v1C5pILn
zzW}-Ur%V&lcIVQTnVTc-l9>ij%EgL%K$0VB&pMhb$YmR+X<@Wh@D^??YBZ$KGU1XA
z+DqMoYyV-PnY8ImF#&3Drhe^ExvV>_{i@A0FQk<1$&M{v59rMJ#)fX0GM>;}0khUX
zop4;ja>jAksw0!ri`MYF0)@f<diL>0Gn1cx!y!7KE0H~}H&tK9ry|Sa<;wdk_Bgm~
z+A_KygY$lsmStF2+>&R<!JX($q13=<=TyRQ1*uQ0t!2^cH>+)90~;u?B$b+nar6Wu
zJ<sv@^|wM#H2Jd8cnZT9JJb1Uvt*lsD>rULmEt;be+79^#<z>&4Pl_9(H7Sfz~eXf
zu6?32LBSz%ptTX-Y@-)MbSnZ`!*?IB&xO->hTVVZI)|?|{4X6As<f}m0y05rF)F3u
z2W&In4=5;c86qz4l&wAX>O{Tg`Odc^f(v9j<2@X9cQBjpdjF3D`ruPrbh;14aw6}+
z7Su}g??cncUbqA;UEy-xfMtU0?WT1nbrXY@We}ii4Ag`kYgXGgYJ8r)lyrV$s;?+c
z8Z{3l&~c7v;Wp=cArn`U#=v7n;71p+q#-Plri-=_FB@dno}n@s^Xub3N+o#w2UyNq
z86vlEqCZ7G7?eQ}OUYmRm|bAQUX;3L^<FmpGarM=)3g!$v2rV>6{Y02PpU%O+g#^H
z&0Yz!n9fb(L+@RcXFMYnW1n#?CKPC(0UD_oX4|2a+1h^cHl5!=s!In_W+gg#2q~95
zOfvg4y=T0pcjPC0?mb#sb-3u+)8xfQtHGcP9~V;~f)aD=eAsKPD6eG5WYnd=-Frqk
zhJblwz9uhI|Hs8eXEK-HL7$LJPj!Hd{kZN;CAc3c>rPSyz1Koe+#H*;+tFJIbHAMB
zJU=r^a38v$3w3YZ4ZP0Z0ZBGQ;rSN`OCo~osj{N1G9TRUI{J`7jLF7Ty_|iAy{(li
zBZ@e3{RQX2`|;U{*#Jx3z~u{$#bG5l`O`!#aWzE#>HS+7Q3dIt?brKyU*3kjtRv1s
z-<a5*Rf>aNT~^}l$)E<e04E{&d+F{>P-s=g$7OfRxf2M*YA=-k;tLpW9eNpX0A1SK
zx;9UnK9@Iu=%Z-eEROszg9D2%7EPb2B?=Vfqa`g4pXn9e(%Iasc!j^WF8Rb+9`RD?
z7TjH@LwSTr)F@n4PI^=NzGwM1LV(`SOLvqAp>MM^?!+DYrA&lXslIafSz2vbtm#Y1
zsqp#>dH2(TdBS-gC}*eRs2Sm?UP4Y6y?X~Mn1J#nJd4^;o|HEmY5VlD(ZI6BApn^Y
z;ts&6d@PPLbYj49lk!iauM?#cN+S&3q3$W1;lO80p)ZX-oO;-xUiM5vo}OQw;;0ZJ
zjXHtyDP*jH@pphk8hTdUkHor<S6gua8;j<>^U6G7K*r^7P%f*iV(}W;c`8%M?Vj{d
z%^YY#Y(+ul#QMFWhMDD?arX{XxmY8RhJia67sA5hl!S^26=UnT!561@n;Lbt*zybZ
zHz?S)=w%A##G=~M{gnAhaIAAJ5?%=^#yVwBv6kKYQ1+PtRIGlTzl$2B7a!_L-+|b{
z)3P|c*Jx2cB3%BV!e-v=`t^>-DKjG-&T%XAaj|n-QYU)Y&c+WZBZJGM<8s~43Nx(n
zD1_|#n2-DMoM*3;#Ujt3yEow-ibfO<7z~AWHrHxtJT@|hc8rJ1CUsZUM_B{o)HErK
zD9&*2^tvzw%u~%?!hR-mZBM$vr-8z}RA;N}5%28WwA5^$y>eiKkCtwpXe+y-a3>Ar
z@%~1@GJay9qO-snV2+9g?-JN)pv%+DchM=1{n(C6Uk2CALwl(`{ffJA3n^=?bmtY`
zCn7(?+nUE}r(0oW<<s4Avn?<&am+c86OU$enDqRXe>_lMM!M+A+g6g5d?$*MG}gFX
zh9II2?-{Hk(;jwNSUcOfuNhBcIF1yyrTXCPZ8a;34!b@coPKnS4lNDxU^(B4sg|sh
zqUFMu$w+?8p5EbG6y>ZcyiA1MJ`ZsBm2Wn{Nj9ZgsbnWSlxXTLvqyQ3M(jiKE^IHB
z@e#l2831XE&n*a>T_;V1BB+E!bRX7*Lmvw2!^WQ#gx`~l#1(aoqr>TIECAX6b57)c
z=Ch>mz+}5gY%|?@E0**I{H?nUiltweikegOj`cRFnptwL1Q>4Rh$S0Ihr4rTS*YAY
z*q$kdY#HMnocI2gg!j89=g+>4KYa%{kdggo=7alS8WoizTRdG<<m4({jK<@afatme
zsh0o`2$=5wsnt(G`}$ATqDTkS%lW^Q)I*V$H>=<A*x1&IrB(UCVD+I&3?}<b8>vD2
zHtWf)!c?mPxpz_Z;(5Q{X-e%{Poy~G;Jx86dCopDJe{QdLWz0BH2X%7Mdbxs20-{d
zT5*rB=?rA74~OxNWH4<O+8UfM^P)r_siGWq<15O%n7VW$iL#IJu@0L?`1XZ-2>&-V
zX5MA1sDM~^_%V<ip<LK$UzpThB;rJY;T&+Km(;!tlwlR(=biNjy;sgMGH!Zi3ws8?
zC{2!%c-T-kus<!KRBl;amWM9#{9JE(;bSD^QuFA+UMAXC43%HwF$k?B3$t+yp<M~A
zWR2Ri*t3`=J-Vxp*Ro{SZWhCjSu4oFXgu~u9tFs3;}6;$_v2!z^+k&cog;KB$`fYg
z>#H>Uo+`YT!aaxDF^B*hBX@-5ZLJ^}#)^AnF{}|cpG|#W4Yy1A0ysy6!ELSDK&9Cw
z2i+7l_7og$+F-eMamY*9r+UK<@`{R-Go#ygOvG`DUz?;*lthA#qgjqTuMF}MUFbk0
zj_Ir@g_HQXx9o+bUm6EJ_7@CZFhbva|5{gHx>aX8{eA0&%Hot2&Q@D*v34#Yp!wqq
zIC$3ra2~^Xzk&vXOHo&F=ZgI2LVcZ}0Ij&q^%_QK5RBMGvrQR#J@vc19H1l=FblU9
zJW)&N^R_RrlONzYNepQXk&YH%?@@gBCKY7!DQSNz7!*Gb#>5m|0XF=q@%Um973!=i
z$H$^G>r|H~#`QaHe#GV1@9n}GhPlm@W{MY@S0<=;cSh<r_je9lp*VBbHd4y#(xUK#
z8s?TAe_JR#!C^En?LOJ4iB&#=0`|5F_oehh$5g`iC)z{rki*BdQ?2%>XHWMk2{IiQ
zfsva0BNGu4F)oGE_{Qfe$Q{n%fKc+Iv<_m*6_)3n4t|$F!&!dQo+H$c*r!%tQ)#qj
z);EE=7;`gx@PN_J0hi|u^<C*N;@1zali;kq)*ydX#|qdf1onv+x3hdqpt#e5rAsxt
zAPNkt<DblF|Da?J`h;6CgMkNU*Qvens=_>&QkXO2WrvdC4epnuFvemG8o=7YQ?Y#w
z%y0L*VFc3|J_u2dQo+dUL^CS;{1D{rF*M55im0WLOUPMO!i`K@`HZvmd@bMy(bknl
zOyAbpLdX&%J*Y{=+a}z{DItVHLI2(EKvG-s+BKM?iV4!i8i!K7nG2o%H~DWyobeXE
z+&%*VEDq}ZlR(qnlsDba=D@GxPF4;KPnH{k{nZk9qA0io{Z)m0`{8X9S-u!WVNJ3`
zug5pmCw#aWA4&lMs)Iw`14xV4R#hDsYBqmafW4@|j{LLuO!~WpT_7c_=nvu(KhFaG
zZSO?_X!tz+J9p7qKd@CBmOcF#40xWyeGP(Yqd5nGFx6TnI$d{!5@kQG`C!O+UbW?H
zN`V;7Q4^S$!1Ck0!_Oy$Y(&uu4G{nOTUTA-pAB(&`mU`Ww`wjZ#_o$qaTVQq?CqLo
zywR~>D8&KTF2CoRH-MrVB*5O!iDqlUyrckiuwS!B6b{?H(ey3Q0|b6J^v9ok1wG4J
z4}>*;-V+a$M4XC%K9a3<V9shpuKiQG{R=gx!~>SgGExfcJSiUQ=V=5;Mq_a<_23wL
zU)<0Zgakf2Fo~6HWf6YFqd@+K?+l@!diUu)xT<egO=t;#GGQP!6@BM_A@#Cx-1RK@
z%{lae5WBSA5XZqqj>qLGkdiuYYprp<bBqoh1rBAuOm)=knh1J`&b7+2aj|HIOXBAf
zJt0z2RS~0p4Z#<_X5)Hi0XgFRhNguj7VmV>5gR)SA_4jwKL>676*B9e3}-Gj{|f#`
z3JjcJuf@cOV{FJ5URS&TuSKn2;<K^8XJh|ozM}{Dbi#(;L#Z=Y7qI$3#A3^hpL9X=
z|I3IO^ijeB_Ew=N<p%6v=Ty>By#oUjvqxJNdchkHNO16)jg(s00bM<WqyK^8Sd;u4
zjV3(kJB{YoyZK{8UGtxk<@b-j3+FdJ@;`+0i{Z%<MC}2V%#{%Eh5s1D&(--&X;{^|
zyUlPJJN<Q@GBuo)Bf|@IB5rJO)x>O$<){p|TG<IcMl7Q`?wk_k>Z{5C43zOh(R9V|
z<Ev(4jfR8uqLKTlgbW{5oq@Q7vvVA)%+9E}^f8lrg&~_!=$?L?R8(%QU@HEs^FmC7
zPV|3WTmKmT`C(bO@?XbZ_kf0czwrC&aa$U9*`Sbv6@Vl0tsnHCc}@TH_iya>{}`9O
z`#mlj@hvVZ%R0XLZ&QhXMg0P1+&|*5eS4&EI6X=pD_d9%#Hm-l1cQ7L%s+?Y^McSo
z0Fkld0npasOs&Q5+Q<KsRrsK^9H?tMtN@ymy#}|P8gFpy30UIihkU9YMQ6>KKFMmW
zp!4<J10z!j8-jZVge5Z2;RD-cZs;O9>D}>pW}M<A&$Qx$q96l8BsR_dR7t<me@&5+
zS2Ob6zE$cLL<h9Knmgf{Zk9XN=9V=rX=i!sll-;w8epBG?2QTQ7`Mk}Zgxvk7FXXC
z7+>fyG2)U2Evy6OiBjK%g7umX%F_=qxxp%8aI#ryP%-I&5|9>X=kvQQ7@qNs@~OcN
z3*k|aXywx(&D=@O(YdoWFOw9AEefk%d2c61rKX|bJFm~sI=VMye&huWz8HFyFK(^8
zLuC&qr9AJatPaw*PV+QO9l9k0g*L>zRQ>HU1R14%*O`61`9*AX?0?bVKR)xnF4L!;
zOWl7jboPF$Hy&dG5~$F3R|1;A<oBgJvl34<JIZI%zB;<?MzkVZR(bo%>sdCHZ4v0m
zUWl_z+a8Q-rJYao@nWPR3j{%ml0GFk@_L(nSiB7cYs}^$ua8B8zW|LP3`xBDXI;J|
z{JakAZTdt9Fexl827hvD1k`sD(eWvuzMW>Mehf$(iWs7=>5Z^s`#gZG@<6Ba<8+;!
zs}`-E#3(jSHd}PXmI_E+SrJ6yrgcQLxhcI1lNm7N_iARHk2t2<fpAM>ZZzBis%IMZ
z_IQ3-Mf&em{=P0h%Zv0N<(G~h<&)&Q4F4pbUS>}quh%fZpwCQ>xC2{<0NDz6g#n<@
zmjuIr<JRL)omUNvZ?_Rt#&06tN{bN9dkF&i5$F^TS+%Ld^wN%sw44YLW3mSJH9v!q
z!RU0X|4CmDVC`Kf`g@hXugl-U@W1vUIrzz<w)$>SlP>=H@DB4CTt*RWl}=8fbC<RB
z9!GsStFmQ01^G6RxdL!mr7ui69H+LVlbXF6DHl=a!b)@}fHf(UAFJ?#)MkHG0zd!B
z11#x|_(3E5ysO5ZfnQdkQY=c+6hmdgcAnKewp|YQ>B2pRtItIQQ)cKadQzf7pHO89
z8P(!mW=<8UKFEC(GS*y3S#Z-Oef(Ai4U0wSF9H4kiR`$aQ?vvWbQD-yAOyTrVPrzi
z&*)3ybZxDr`rcf<(2>Kt;7Ks-c@^qOGQ^INrAhu=aO3SA#(RBtntNpMKXHESz|FLF
z=c^sOiRR4JK^G$0eQ5S3^Iuhcxu^<a{mcg*t=E)9&iZd*xX;7huZ>1z%3rzt{%*56
z!wx6J8TLr*I)NQ<4GG-&MtCDGwn1qkE25W~%1=U1o)f|8Jk^7c@lD6_7)Zsi1C8j!
z;gLF#NDrLz;`J8Jk6kpJn2lg$ZxRd{ih0y;KR*bK>t!BSqxNI)6vL2ss;@&XS})Y1
z^;6595yj)Z9@|t8WB}$UhKPg+0-(ao$#;&8XZ5WOyD{^PyJMYTU!qUt5g0Wv^~aOZ
z8QP(}P3FYoEv$MJLR)oVp)rh?_wk{nyqdrCCdIivtoLl}GtAAfBAx={wrioX1r}F7
zXB-A84ujvNUV?iOV<hs?zRH8{#E8!Fn?tbf>iU`_X)^2^m8cXTaQ+CbInPw&v~V5?
z3oauaJkSX2y)1DDy`<7d<A(cLNn-E=(CmZMdA0*EGqD%S2lfk?X69Pq@#YU>_;<XC
zp3x>BkBY)f3jxPq*?B+m!1B%mE3t8z9#k`f*6Tb3h~ju3=(wIYD#~oBf?iNXh6f;8
z8;6Z97(InqTv6lZUZKFHb6DZc%SO8%&2zM@6r-fxlEvq8bA}nm^z53b-mel37-IGv
z{UCfN*vmYEoD=uOxTNn|tHY`RGm0j_kLPlMp^C?ck9D_%JEvc}#fZ^znxT~R2kJQZ
zd<)r`V%i<|E?>5Z7aB$~_PxMciS)1>7Ntes;W&qO7H7CvE)=t3s23B%7*OGXhfX<I
zC`B8$3#KFhr`%dVTT&X5&GvG?TqPW)I1Lx+b@TES);3*$;7_g}ny}bbIG6UQ66Shk
zRouc2M;?Vcq45B3Y6K#L%511`kqBztL}paQwwN1{cs3;<)5((po{Hk|f5w|F_MqmK
z%p-xZ+1Bbqy5PM&pAQ|j2%9TSxBbHvR81U2F5Jc;?ODSz#3PPg3ELpF8E<STB^4&8
z<i{X0JVcKc#DMT!1f~3fz`<MNVlDd()^sbI=ZtJ-?JsP@g<KB`U{|{fT2iO@0<7j>
zYC;;MRnO?UK*fvp*CBpSF+#{yWTTILJ#YNAz*nUwowMAY+8qdeNe~cvGeh(~5<{;b
zf*g9a%SAMfubWlHQ#=sTJEvrXSJ|)GPr5`4R2s#+MB1FXbYoKL4gPfM%-<KBkW{18
zl58-4o|QpziIp&~HWZ%VOr;p2gv<;Illro7O~^Iwdf{(aU{Swefwcg<JX2!D^y-3r
z0GhfW8u*QxdKOp&{r_}<?Tm5oJeG01eTG(FTxv2zmL#39s@F0069$+ZM{#YQ6zvtT
z)XGwimG??XSD+1*W7LrEW3uJ!ZuTarHlFl&1LgMhKjZ9x0=A!dc6DEVnfd>ZrMVLV
z&6docquJ03RuPBVf$g7^dSq8Tz3Nl!HuN5V350FlYbBG*qJ0?!nQsT(Oe-6Bhb6Uc
zi~{?)_LAUyMoTo+nEASk@+6W%)w^7l<Ky1;sm^wj0-m$xLKKs)gA>?S*l5Ba-f?MW
z(9)LUwUYj;6|g^%qJnEV2~LYSpuOMq*AeHeY6!l5`4#j?`a~m(&24(x|FTu*rs8?G
zgF=|tz`K57$m0w#r#9%BW-5wlpRSJTE{vsIFlhHp1G#g2%S7gW3IWP{h-YK`VTn$k
zMX8Gk01^=ZckXX!loh?Q%0#y)poE;G*Y{MstLxmdov5N)sNGwPKy!qaL$^{1mE@6{
zhi0wp#%*2`v}T8)7s<!nlU&>!_ZpobPW=wKDXeJs8BP>aqD!ttTbUafAy2vQ8O;N;
z={_68T8BH_MiN9Psdj<nEG~}N0&Q%IvmIgpnHB0lper*{mkhL0SdN#w_eFUo_oS++
z54q1@xE>5z62_Y=Lf_}v*ihOcsyNNv+IDggHJJWLP&H*YRAB0yj?j+?!q~k>N9zt<
zC?8*$2z0s}7Qh-e#ktlGPX(N>N1?)y9Onqx@F98lw!LihWBRH}RqfZfyU6aQz9Ng6
zAWD9f>)j>U=OR#G9S;(muJxHq*kQD9x^v!%#3yX8-~0(*Ol{9}ZSthQ=+V11ebXOE
zAiw9z2EM~faku=}d|7>)e+{PX3miMx^_rLOho=RzMjl`JD~_nYw$8);GXqlQ-;x*K
z1L=wBJV5rLc?OXF{uF2+^7LEOHuPJn{nH;YmA{`p_@^=4KZpVUpTTqerNHo?ILc{V
ze!yS+7F*-cNcpc=H=+#2@Gc-lnnS|iJMH5Bf8TfdJ!AE3T54TQ_~%jGpbV`6lIYLR
zS;<>OnF4f*<Fw6u%)-WAOAO#i-N=zF6;KN`{d8m|A!VzksXb(1PA@;EBkxl~M?teN
z3D1;vC|V=qrm%Ln>}-O2^ZG|fESb@|xC2kkK*CF*S}42da14X)T;&_0PoRxnwZv9R
zkq@EW*^{YJPIpWw7$!nEtJ@rSs?vF{>fJ|P98|lzAarCxe2{zBIY7EPN&I}e4P)!v
z?W(S{&u~2c%<8ORlvtrqyUvELz83U@g}nLDr?cA^rh+!M^zjbE;*zt(Z;qz<v!`BM
zvfab-OzFqaYlbAHj}7$F+%AaAG|g@|DXk7hXy$~K28VkXE0$k<yOSz@%_@eY|Cmz4
zbgvy=?RFzBrz>ZyrA*%G5?MqKRT6$t(crsExP4wm)LdhwL#VYo{})NJ$6NGM18Ldg
zmV(yl4AN$9_=6nkVNE<I({kO4Vn>xKVp;DTae4AvQrPVb@6VXe=V@C20B-}U<W@WB
zBr+iRDcfYUtW!OCCsmnoH)uAL9}6zx(Gpmw@7{OJp!SxQ=(Te_cRB(Ob{Dtd=|PDN
zT!^f^9BCJ9aU)rhEZ#1Y#6G_}g4ldC=8ZKkmH85ldd79IPRWE{5)?no?rKKsg*P8s
zV%B8e<+Ro6l}k$6+7jdw*b3)S%Xc~Q<D#-xhMyI%`?VgaNaNZ&8sWU7ufDUCAgC_H
zuF;~3KdPysNL~~-nZrD?zoDM^x!&*WgNwNQUu4&!6q{GV*W$CY=cAay0E`a<ejec~
zwb+}fe@*55VVTwU5&Pdvr2Z|swn*upjDcAIi|~)?lGNWasHNpHGk#Nx$r_&3eku=O
z2}%Dn*W^EwUGu+=NzOXcLfZBkr9df5MgOVlERbB%92Yl$7R8!W20dlxiobv}!R-T+
z+sf2O2_6|qujr-tWNwfNI=;))n{1``;!JxDVXPF_X&a|@n4cPwPrrd=3Nj`SV0REO
zmad7?#;k#!hMIVjq$FR&SR^Mk(E1dnl?|?pK6Rm}>jk;T44-GHEVrLvie-=RGaB5!
z{-FD^RGXq$7i2*zK>-%bqf4KutD{{e)6rf1bW=%HC?Vs>i8GdulwvFsp~28pv+t=L
zq_TX20Rt+Ms|VPcL~EtaqBFW7GFj2{T-r-wy=&fXI8s5W8)Re&?aB7VvNVIW8HnQQ
zG2^q2>t45Kkq578%mSX}Gf%Eakd5Ac!5#Bp_Kk8Tb9XOI{JQOge%Nvra%T5aSHzpj
zJAsMCvH1MiONlLeI!&gz(5tI(Vy>;^Czm8};f{hDBU%0qLSC2pj7i5U>-pGuY_3J#
zm7%)|p)AVQM&}s}DaN`$P4N}gO{)m1=B_w{{e<$~*1TBK5t{tqT=?m;zFSLAzvSIG
z2hFF-@`e0eJCX%{g+&W_!*wqO*!R(|o{M$f<7k+P&B<ORzcy{|Ka~^Su54(#6&&(t
zkXKj4qdfUqS5&6b9cLzfqVQLgdea0q73HkD4AoTYODp^9Y%>+Inm-h5KS{XNK4K#g
zT$H&wng9zssODhMPV-laV_tG{joL2|B4E%M=0%r>J(D0Ge;wlH9DYA$Dxp3D%6Ct2
zJI{riBi4b=q-i;Tl`f2#h1tgOs5qnmItmA1p=F7>fw8H&nl>C@mL^7gS9K3FiJ=VC
zVeFZS4ic`9eT;HdnoazjJNl&UF}56``Q^%*o5;yJg+2j+wwv2gwzl)rkVp3$%_{w(
zzN|1s$IbZ0p5NKtxp{P*($B9DwlGbzITt?FeO;6IPXDZTerA36UOQ!ZFE;jGYQ@gt
zgO?&}6twL%z49_ub*MXu*$>nto@MYerzoh@4wi>;=vNKz^ZJ`_Bh4ya&z<j3hUTzd
z%4A`-FRM;WZ(}szmJfr-)D)Mb+$e4DD(52%pvi^ctyU!X7ZglSx86Cc3B)p)Z)XXx
zM;O3jZPv(irY1_)U0XM<5Pz}NxxZpWo8csS!0caUnSAp=s_M36@51LqMbAf}$}8!Y
z>}eJpGRNyui5?QZDdf8kOfxSkh46JP6>XP%X&)%t(|>z>${O$6;=}}y)0Mb$+j4GS
z2u^WUCG-*u6kU;YV49yVd_3OZLlZiB>=`CnxL9oI?|rrPXgatcYrM+~IqInPm^XG(
z;Sy|)#Wy1L?C9r2tNBC%E)g2`XVLskk~Qp|k7jM`G%z<aEhyE)wqZHa*Y2A<)t2x;
zwj@RDjh5BOEGWN#mRo@(ICO@k1M}@^?o9`sxaF5b9A0t%h~?E)OAv5>-meeco7K^p
z^b0<#@QLdEyl5=5H&1d+L#Df47e1lYR@YkS;=)>+)%vki7Qi?j4Sd2!0FD*Dn#2||
zOntl@lCdc&JNz>HD=3eG-h`HQ$fhiraQ&mr?lvgIf-7awP3=&Sw<2fZRDXxzn#9F(
zkG*Pi-^=W@TN<<vwNm<*5*+4kK&{Svkhg>qGBSFR3y&0V%T$%32y;B{w2*dD-F2Cd
ziI%({&kK`Jv`uUGA-<oBB*8cGU>SBiOx3{4U<Yiq=6{DJ^($~4uBn&RYWU^qHZ~8l
zjzBTMu3@gb(l-7Rg0H&hpJ0=#VA`KYjQ{1Jfd5@Y#{1mz!2LV>F|&<C`OK5J;9EG~
zS|WnpkO0e|hblmW#(($#SiGOan70e54#?n=yut-?Yv`}%3O2;m)JK(DCWbgL3#ED#
z?C0&jS-?PJZoSWcG`Qbwb)$)GOD*3rCF^F;w#D+Tjum<7H&VB6cY>OFnFiM6CC^<1
zw*PImr2KDr{VF&cc|Vvy&(TqRL0J5HBE#PjiS^*#ki`_V8@34uJ_Eg9boPlNes(Kg
z`ln131K4k=Z;gP$asQq*)hGVXAV+zb-va$LX_Uf_<NVTsZ~tzR!hdz*x7YVCJ4O`z
zVXKL16cufQ5=PdQa$iOA1^E8Y&&~h!_x}>3_NUG)0PE~~YnF^Zgw!qpxru!k6^)$f
zodsO%mtWwXx82$H*}=ayZ9wJ<%1ow@MaVFK(W`mQRaq#ADxf8Ee(|RL_w9TFkjqhf
zEIYFC(Z|o1z@t?=mr7t4*Z3j38x&tb9g?mqLH6c#5{T~8+s5U09-AK-Z$}Hl`x>r~
zEFsH#Qb<vhiMokqtRxXfT4teOCD-;cT^-suZ5^KV2J0-Zgxlxp${o&GKQ?kX%b$6o
z-iSF0!Jd$IJoR7}c8gI_KFuZivO|7)c<V$Byf?#fvZ?Zv8nvw;DRGz$S*bHT8cW|&
z_UdzP+$olPW7kp5OG-2WG`>hddCfkFC<l_eMCO4BLmS!SKH9}$HHd{T)(!C2c?64&
z;C<f_iFUx>yZQT~{Vi#KKR5r2luhcic*Mas6&7-LCE|r1(CF*>OZ1%$=If^50{a(+
zI`{n+Yy8xlxN!8O-mx_jyGuY3^;dY}pmc6|k)mRFXpPrtQ{lo^&i7+9M^d)tZknP!
z5Xct16Hy|dJA$;b_C%Yp>A8%{6}K3)`dx2Pkcv2gZ~rtR%O+^z09~-Tl@9YF2v*nj
zM0$}g()+JK4vh^;v~ZG81_Dnz+8Zeowjqg%0}QvRU*xZZdI~^}dR<*~mU1`hQxm^T
zbfa#(pUNtl>{y(XBtN>sv3T3Ud`*#twby#{!+(D?`q@VO{*IH+#i_Rw<bEv`U4lcK
zXHs(aq@;+jQ9}PF3C^Mt5?6foBw6=Sm=MR?1RD%DHUz+A7bszmiwx63==ZogAqX+^
z*?r34ub`dWAD0h~EmcfJp-#eh?XZjc;ET?V3aScbDvUBwxupw?Fl677Zd~ITd)96l
zYva)a2I_1Y8P8S|O}>){=p+RfV??*pr)JRsQ6j2{OQNY~yynzb4bNd7HqawU>$qfV
zwm&AiNV$AmQX0Yo`;m$F-C5?t+#;aD`s%<=52SxxG^k@S2dW^Pgnh9j=fnPS=;=Q!
ze>)Aj<#@Y4IFDO@Z{Ya<>@{fohiD!gn}im>bE3N)S}gKiU{?APU@b(1Ycm3a!u%7X
zX$HsFsgp4;IV<-7km&6-pjW%tY8KWQkf$R9kp&Jac{h~)!G;r)5UZaI=V`0(!p5Gb
z!-0QTjzm86UP4&y`QT;x8<DOiFCe&W-vn~yjaRexK;tTJ4nUMw`(asqV_(IDdT`qX
z?^iMXQDPe<$;5l_tVI6sm%so1(`Eeo()}$qKP!3d20AqRJ9AI)Ft03cy)@Ye;Z$y<
z%vm3F5>b17d!5<gE7aW&$leCO%h==778#s1%A~I#;qOnLDsr}|;Bu=dP4S5Fr~_Rk
z=f%6=_ih?lzdn!Z5VOW>?AtzesXYsyOKrI5lx`9kcFxzo0|pZpC*hDE29R%qNhoCb
z`(yr#d@>q>>Vz4=(BX2Hg>8Q^Zp=nM57FgS?DZ0|1j%UKEEMVWr=l67(-i6bag)=5
zf~o^Q74x1?m?mJ!73>X7h>LPCBki6P9*EVB$p!0NRg@L+p7W$f?``G^3#5X}Ej7)$
zTipZI4!RDo`X^>?A4RVzT{OS^Y*A!$rMEh!mM;r|<t6vU(ypbDFwI?a$(HSjR}HO1
ztm&uVWjf7sl8kWVA+R))+W=(Eo}S&hHIs(LyztDw#X0zU4#qbhQvwn^C{l@%8aUnW
zg~*oFqV#IYjx;s-EZ*~lg5LQo2yB81PY?ku&UH5;*AFN1cMDGQt=MbnE=S|yCLMNR
z)?i>MQK|^TinhMFky*68R~u&rP-vP2wD?FRAQhfZmN`$r{@)5yk-`e0eR->J9d{=M
z3;2acpT(n758BLCDM4Qhb<yf(nHc4Px?44&gA&=&%ficdFTr4`eJ8y894|3!?lh_I
zBWqs8e`sGyhhAY(_6o>Zz*v69{K!x&-<<n*G;1LFlR}MOe;-s-;+=0K$5ORr>sX|)
zRgGjptq|vhyx6Qj)W!lwMV1o)$1Z~t`46Zf&?*v3<jx=dc}NarPgyq5%l4ql=EE~n
z1`1~0t&ROc4g{Akviqk39%W83fXMn=KcK9<)GeIUOAbtb%-r}FZk7Abxq(gcIrma!
z;|!}lO)ycmO)<yWS2g1SE}E<)z=wMM%R(7QMMhCbrN)~qSZrM6Lgx3-{uw~-{^zKf
zF+5L!y*(WKmLBrk)BdN=cp>OotRi2t;lU2z+5s+c+xOCdUqPDlz;^z$(Ce2o`gT@-
z{q=CrdLa{MQSjFTWrCXj6k~?W!!R)lKk+gPn}MpDV6R;TUVyBMP4m8imjAUjOK1KU
znC6tG<zENFG9kp*v>I4YXAQ`Zr|m_ymwQQY*#gCwyzf<B;$rQA&FAk<&?t5{*CdaI
zrZ3m2f24Dub2?MwQU^_IL7YQLPw+uMCq}(??{T&2D3s#d5~I0mq(J4pVPG!GqOT)K
zaF~bCmur!IldW5M{SwjrmVUVWyy5jRfR9wxz}e+^l);{H_r=gv?v7=E^mYgDk$Tz)
z8*@X#C)O&1brAlCyqBFs55va`Ih4>rFL)<KSPcLgMf6cd2-I|mB7A()LS97kVMK@M
zjqnbs*aJ7`8_-25a3h|OnyXVPA!12p0ZQ{S?WJ~v*ljBI`+cevx`|Y83XPs^MKj?8
z`h2mGpiVm5plzPtfq>~?E39=_mIr90a}Hc1itcsrq(YJTWnqM{6P1-#LUI8vyHkr1
ziQt@6!dV_N+?*mFo8b88I)zzI2oXgZ(hr_vQjR(NQ_^}GM?vmR@6nbLL*+rlg=|G;
zG8!_S&8%mfs1HH*sf3l!F{`~U<vVRu$()ar8<FkrtkQ&XPs@vUUp}V@Pkq7q4y6>v
zhT(>qF^^}}SJyv}tEgDuU=a>g##5;>qgl@xVbfI67oKkBxb76l7q;YK3ny(I$4J&H
zSa&>x*9o~~o;HY+mJMF%{Ormxnl}ZE70$)DSf4%sb2Er@-hb_W|MV@~&sauhtPTEU
zD`uI1Ey1OoD^lmTypyaMzFb;-j0Vt>SETM>H0MK_?C84unL3rMoiVxk1mwEtgL$g%
zsJgX{rDh`J!cr$DZ{#b8qxnP5z2vA~jXcH9-3YXbtJf*MAZ$&m1S3>gfqGy-sjrG`
zVe^D0Mb&}jj;=np)g#@(#CCIj1u4!B!`XGBhlck{f<8UUaXK_H_G%9K0F-qFJURuc
zyZp!>1LzFG%wx@b!q*xNgVIr3%u~BwXcb5B{@r!MOfWKS6SDevxKZvP_|{=Gd0EsV
zz^eKAI|xE@%&Wg8$1`?=T1C1n(oL3D2`JCL(}MM<k>3Yw0Q~^qK;zd8ilXHI!_UAl
z<wp+SLi?M({h#Me`h<)~ejgJAmu>hdgm_)<G=f@P)~3!BnXt~X!(lR7C#c7|BVg{c
z->0->&=uSVFI#o+xOCWzz?Bqc3rm@D$PJVBkoSWcJ~EaawsNq#H>+F{DQja(5k=uj
z9HnXbNfb0IZ#O5)o*bmB>;Itd-O4dM53VYB^iA(PmV$DLScK=~tsS!`POtMtPJFC4
z(6|KXe$jsbtWSOdSbO~fu+|L3XrW^fFj8le)d~IKlAcNy`j{@OH=uoyW4I{-64F2f
zQySVIcL0|v;S;wiG?S<{iLHCS###I5I~bQ1Z2msXG-zbuapb2L7jo==N1;5@ALSn(
zL#SO<07;7s-}@kZbTwavu3IPxB+~nW975)P&5|Xoe8Y^P&deFp=8~VKjP9OKY~$n7
zMe8cPPRlo=wWYyk6;%K%5A@@?4H*skcayRa^KT`JF$!k4gYUFI%A=?yYed*O10Dif
zU_Qo_1S7*-=bR+WWfYN->1vY(?&V6;DMkd45l=}wT0vyEPugmf-dc@%L4NP^Y=c|P
z(S*+VD}gFupF_|1GZRyC)xRC_YMw>jPr6s;eUg)oB`5M}T;&6w?phSYx6EGbHMU`^
zAqeS2<#AK^Fh)gNbYNIvcz_Hve%}SJzE*RlR<kv0>JC~@^gKXqp7J{C`e7^3Mr5Ho
z7--UU8gTlB#H+a)>2-Sf5PY=w=x{Y6pMDlu^{s`MIH1ONVx%#5z_?!h){v9MAuog;
z8iMsZAv)RpCiHedHpnsgCS<2GeUk2Q)#=wYf%>w`0Uu}gsUomncxKU>qC~)>;@N`5
z1Vet<#Nn#whXAi;1d{LcJiupfPyi#V>VDa=!f*DF0U`W;#0S6;8zO=I9k<GBG?EEl
zbGjAAyJ5n(z;&<bOTtEK^~-gVgo~<LNv8UQ;$WS<lRiHzVXa@9AWfMz#q`xp1{7)Q
zWJNmCrcL9+X`wFc@@(g|X91!rJNq|sc}ar(w7OD`s#J$9n!HT~&YDn0m+}4-1<YVn
z#tU`+aqJy$1E9f;05h1;Yi$-_IcSzH17k1Oe`Y}akL#Z0F;Sjo?P*|j{`?grBhNu(
z4p>Cb*3B$R4uS;DCPf>7j%w2YppOcPNzus4*J<K2yw%Bv)wd-7RYoimkvmPNgrBC(
zMi&HA(wTd?d)ne{H#)ou>>=Ood&HOT_bflzBvjx24L}q4&&i1DVW**%L?hxk`e%8M
z_+bn0fn@7n#7X75<O40vImWzZqogau4_*oVdYtCK4Q`pUIVR`;!l!`y??({^|0tkt
zCg8ugL)9N-S!FBI<1rzG!ks9b_q!yEp_}G>y?HYj_rECcxC<gZfrs_Nfj?v;Fxwhv
z6e%a9oy>EY)bzgim2A5C0DbM)O9QW88@?EF*F!#IWShtiir{x1qZCI4d|dQ7tppxM
z%P1t#t1=q9`_UV!gI3mA*GOj>jgpLP^;OVzbGunsmJN_n25Z|x&P#GD8lrbwo-oTk
z3x`Req=M#2*ny^Ta5qn6u$bJbv<19V*s16$3esF<-zvD{n-Q-xT;S!*5Ec%{&8CGZ
z#!h2+Q2`hxQF8feZ~0Y<Ci`Sj+gaK#SckHw8FuX!x-{{wI&wN`-zQkVF}`Z?;WQ{E
ztnB-5Me|=l!^&s9E;cT{S%n>Jvz7xeX+EHWo(Nmt=2-pL?Z7I-5HxV>pt;*?Wlw8!
z5e@8xUqSxI33Ex=3#e2ACBi-<Pw-mF{Z;n!FpAGopbK0C&VE%LEn!?{U=*M?Uipl_
z;NLyMH2T{a_!uK&6lw>o$k@%a%7?Q27~>WF7Xv9ioU0NEVybniV^8lzL?M<-B2Ml~
zF=$Cs(54<A_341p7rx|ov}|c_Uni*5rNvP1x7m7)9ZpnwyI;3-%S-0aRiAy|og!~!
z8~zn^XJRY>L6$^IvExwi<SR(Y$5-0e?!`ma@FY#i`H1sSPnIF}&BE5m#HR#SJb0GP
z(qI;Fz>*lX{&MYn-$e@@9p^%Jh{lJisw*8%B#%wP`V?;ir|Y#?hAzU^7XW>MEUL5I
zIZG=>tcng4j5S6x%7qGsl&kI(!;}S|*06FAXpNzxPxM22PV{$g$WfsDKHn8`NF@X#
z0IEKg2f&`6z)sIp3q{T%(|F<pP6RCi;i4%Tdr4USB84GQ+KDxt(R2^1oY@dJB-Sb%
zwYdHG<=8<1EBM0NJp*ztA{QnrkrCgFEP=BtU;1$!#y6$Ci<V;3Pw0oH@E6XK%z543
z6+$OtuQ*e(M#_m6Sf8mpy7&xNKN~InzB1lQv@(ARYCajS5WV_FicqX0(?O^2)qd}b
z4yDrM>vY9c;q&JL7c7~Tn!N?Sf<o5Q5qI*d5UOmzlcPYEW0`O|QorJFF9KF5tscFz
z)f1&;FRDeV$tHf#=GZ{r&n_&R3IGEpvAz5_ht#we7!F8d=Q(iJX6S;O8it&VU5xHc
z8t90QE88=O?&GY?aF?KNHU?rSj<MyIPPMwe-4&Iu=p<@)Tw!u+cOZ*(V?Y<NyKt=9
zN#841D~v4rOmS{sj`WQ#vUfL|pik%)t@?0x3loSgX-gJOY^cifz()^f&8`ZWy;z6_
zNVTanw?uByK*4^gM1;u9>H3JaS?Z~2xngl*w(SlOs6CM*%w2n-K+aO>Tr;~pS}Si>
zE`9l^3!4PL=8|rJuAE<P%!I<(;+)8>4y#F!#99ZZmaF<y(k1;oZ+Nyu&-u@gepG>r
zbR96)KUVFUTF&bx_sojZx0ofaJFl^)>3k4&i+H&Nry7!taV}uzGb~1Nw6gO(`VeD(
zbz%iCHz~>2AdyX_4_ERwYx`Ut3-uMt)*_=1XtRa36jI3e4qc4VS5TbAwAe9mo1MCa
zEVQ6ciP=Im?|oh9(e2x;x`BmTPpW)cqvYNVG<DML^RjcdxcS{A)l?m3FRK@H+o(SK
z{J!6G(0*2xO>z8uAL-f*@gVK->8?^YiNub~%*(p%!IgQZ(Ejy%PQ<ID1bbqBVr&rD
z7hWR&vRYUWmOZ9Tu$k{rB>i<s<>TFAz}tm2h~4}|s;&mgJ%3l|(vZw?LdCnRM_oY2
zQ!qN9S*KM;Gkj~fg>#ZD)%zSqW`T5rQ=Ym%znI^7%2Y-~(gYpfQX$Gbz&zw|A$CxF
zS5(w|vJ`g=Feqx_Fn3{ikuYab@0^wALmso!^BP$C)2UNIRj90<0t@Sbh;^`>PEY4;
zKqQA{v1?fMo089^qv-mOv@khhm8rdm@dfOIQweM%(Qc7Z5#=e&nm(Xeb6z`|%eo6^
z3?Ja7RlyGvm5$ZGM@UVV)wB`P`9lcpGj?~0Y^dv2WjqPFsw8O-`0nj|vCd<{^0i|~
zP?^3b&b_xe;?Fa@E{8?{Eg{@>=Pe-@(4Gq#b?syA#6q>S!K|O^MCQUY=S>IEu=Y}g
zLp-7U{evgD*D7&Su?|l2fi_p&<&lkk*CWRHtCMiyY|@aUPRzzwS{R+r4Y3@`Tk5#p
zsrDo|QCZGPEfbPe;oZ_DKA?6D(zB<ExBcspJIxJrmCi*xZbqB@3AdVMh)!A(;yYBg
zkPawq(6hEq$o_!kJ8Av&6@!#A97JSy0frpDwRNY^v;mnsm8b%P(ZQBZEvE`rf|q9m
z5YJIE?*;<y6G>=^3ihX>$bEU)MIG?&mPMr?hE0eujg-sSivW|(i)jAkTnziGoo9A%
z+_PTXUzG7Oex-K&<P6ea4teS<d^5NEI{oN)Cj*?cQp<n~s5Rrz1eBX57C`WP1)Y5?
zgQeE(Og$e5y<R*Vx#&f2;CHj<F3$3&AlS}bQUomtY6ZgpzFam9Q4H0y)O;aFABexz
z6N+=AVpEi83he_ab2rVKQSi7sy~KbbbLkKf^$lKrt;svy!OzSzDdMB8FTr}AHg&nG
zFKBj`T^xW0$(~vURDD2!n}ss!N^27zAt&!%6=!Cm-`_f*C`@lpXiKS|(`A=yS7E%S
zCnb*eZiVh7xVg;ge4hlfU-2;P?eyC0E<rf}lwra6>EzbfV0^8-HiEtAHL`VS9U0Ii
z2ahF5-hNzu8(EGwvDKPl2&1sW2>H1f1`8YKJ7*c%TtwfypXjx){l&}Mo?j$Dr22i)
z$7J5EhtV74y*c1FQ`XdcUoaNK<QnFwHKp+LES4SnM5G&@=TT=pucO=xY|S_?Lp?i0
z&|TYt9<1<m`be%wwa}L=a`%{2KCItL%ZMUy>1ZE|YM|-nR5oA@tf;izds0sgPjP<+
zltn=S_KD#YAd^iUXnL82N(RPjCbx(S=0kEXcD3*KD7{dooXCd&Q-jW!cV6&U;A2q1
zr%j>eU=|{S*PwBV8}Uysfw~w`2B!0n&|?jl=fu+>vwOv!gwr4JvmpitFce=aWnBF{
zt04&Osu6DKQ*&qvv4zy8Oug_-tBt@zQ%ND8Cd5s6)KI;|OMcP4*XhxhRSt3<P3LG8
zF>bGM3hDEuVJ=oEZYoE%EU$CJ=0!wUKMaZTN?W>C(6S9!^FX^g-h6WOq}#=-cTI|~
zK+Q^+?B1$+ODofVaJ$wC-0~c=o>GrE<!()|99xfzn!5jS;l*Ok!K1PMbCdG5ZW~(L
zR;IG4k!PYAOo%lsTZBcNJdo)f#m)v;N1#YAsy8XzYvi7*7oBHX{YP4^TR1@W+ke@;
z%V1x0b;P^oG<{2Wph|blmqH|57d8y9sFXu`U0HXmk?#1yv2&AnvMI~j(RkZACwl0<
z8FJN)m|kkx2v4uL4Nx}Mt}-O>(am{(goiz7U_{q@vB50j<&mw=)bCSYKdnD?nN#nc
z^<__QI|Oo@H^}2AUNgK1unppzjQ9#tw|j9Xe{nHF!}XNi1wi}>yWFYTT}_yJGO1rq
zVb5TbfTxOAG+2uoOp|?Yc56IDl0=n}<reQJ=au$~27*EN6&2piM)tbvONqlLm!NtU
ze1a}!!RLBPZV+kkXNJox;-otmx#jdaFDD`wv{0S;#_b8opDs2y=P&RRN7xQ{U3!|1
z00VtlZMGsV&+6%~6=UFJkEl_zKA7W?UG}1!tWsUWM-vv8`_L%BHZ8Qm<S{gR-Y!O2
zhtQ^*j4=n@U|tTZ%_(qeL?dC?>dM{x2}>zK+1wz})df#dKthW-PTl!-NvDnqsSt*k
zkgI@SzQv1Pzt>EDPC6Zs?8f1PGdL6sbV$oj*vr?5!s=`-vWVF~aTOWK%O+{&!eiY5
zpii{#LgVoc80&Y_p@023qSCC~DJ^_oQ+$|2MeiuIPTmH=fv>;57x_>=F!C#iDg^{&
zrulqR^9y0unkr_jbL`KCVGGYL&91U`^Ul(sOFL?4W)jn!1rcQ%8IvoW6iH^n#BETF
zF!CBYcm;dShP-H!!#e!L(xt&P%<U@Cs*ppGVS-ixJ1z8r%#-^)Zs%|lK*&BK^h#SJ
z(LSrbkT%ll<B*jyGmOH>_CQ!O7cJeP!yH=BlVIA(mD&>tA%ywaNV91=Zrr$n>g2kx
zD(OPhY6y~jCpW``bUvYdXLd4<cx9!1#bd#zLovN7mFQ_&b>CU%G$L~JlOc^)=gjm=
zQn7e6(kuEje@W0uNqg(a@A7C~>EJQTm3ilbA&`IgwnCg?K}ao0`P}7cUHO55tGl~1
zBhSy|eJ~I*QqQ(dt@2jD&tZIEjUT{3TRvw%JzB??Z@50u7i?c3tzK7E6ZPcGST{8%
zuAlnKnMzM^4?Az))iJ1JCDPeZ3xBkD`kf)mVKTyQk_Ts9Q<Q$tiZ0wTOlpEZqf-hB
zBKXXYvDhak)_+jibX%S(G%u%<chT^oJ8Am*%!Tk1&9d;*WfxU?{wexUA%a{%LMQ5Q
zms|tt5hi3uiw)Ij&@826rtrPsRv3$7KWHD9$y>w)Bc9Rbawxz{rCtr$?d;^%G^q-{
z6&fv=VPsNDjqkc#w<3wwMNIbLPG*i|$1B%WYA-f8G8uCEZ#9)hg&ywbdl5sOzJe@}
zn%)NlvfHU|Gu+09Nw{-g<hmR+r4p$Y!|e;?G{U=;D^nh<7k6IF)6{f4e9i;sX5=I+
z+$y`Y+ZUKZG$_oPDn74pX2gDDi_5&z`Jy4`WsrKkT^pZv2=-cI(6N+n4mZu6NqK!a
zU86P)%_ks&@Ty+WGxT2DuFhJ*&32!h*5(z>mlIDTESK+n7VqR=)2EgISbVQ0G&~f^
zh7=+vjmvDVT7yMh7pOJgU=)!Cv8jg6#;SvKWY9asHfKjsoWz|kWS-P>-Iem_wLgUI
zJ|~AAo-sV7D8reU+DOn(I`0;8;yh1KYR3;WtkEg8bhGjTRh6X(q%j19m9Tb+QaL|*
zIJ#3O?vgiIurBSnhR==ZqV+^w9%2rM@(942DuLRS`5}@HE8}Z=x=ka-9$6H473R3Z
zD{%W-%eK-)<qG*Y#1k%%Y+l9DUA-M*xoC<>ODlm157r(GDRM__q>jkaBX5Fz8z{Y7
z>2qKud*0hekQC~s>Q4MpUSG)YrFH_8VOU#7THq;zaLkOih-#F-+Dk4LD3Kga3e6nF
zjS6(f0{`PM<4}Q#+`D+6T`wJc+VwgMIGmxVtP{XGk>K5+$%`v$wbewAX~v^VrGVxz
ztvH#}g^yGEpob!XMaqTePq1>+Z@z-EY}PFk(#sRJUEi{ntv7CS<06(Doe=ttUS~FT
ziI*ClF?r2D`YZ~lCBcK4*fxwfQrLifXdz*`E=*%+xgzPgha=2lxekKTE;GS)pfbxw
zD@Osg)5JYfQ`)TA*?Rl3%;Kf8tXvVJlrM9d;pj&7T6Dntm@s|1j8~}@%mcGAP&~N`
zd3%^6ERMRd*OswLd$Bx4mYK@5&h(??PJ~i{BlaB9s>ruY#rl=J8|SRubLl%XFmc(N
zq>h(_gLmxg9u94lCEuG>Dhri9dx4Y$-;>vg<V_p9gcFxFLXW6*_IzdFe&#UGW=B4B
z<#VM2;thw8SIbQ8`ol*drIaz@+4EQ$=Pq~6w7~5P3aUek)qzO6AxG9y8rDz3mIwk(
zad<~)9bJYV2cKggf2>=Q(-Edau09K6fn2PRJfOEVb@V-oq}a9F+EBkWtEQLk@x<vk
zF5NN%D1Djfxl!pSUz_q#GXYJd3db1EE6BH&Oexr;`I%d7aql)hMxPvyN)AuJ+i46~
z&7UMHAzQCnNA(fhfxJD%(>d4>5gn2rBy0an8azW$k%sdT^r$5G!=Oq(vd9l`NbY;l
ztn!g3gtbkniVFliU;{A}+3L4=ex4x(!742vM?ljgKX7RWCYUnd)Dyg9@X>{IIDFXM
z&lm}m*v<wzP>FDjjJ8j#%V;dGES*yi1V8dIC`NdB3qFly)D(=%aT58oD_Q4H3claS
zw_)&!RO}-K?XZzDULZPnf`b5Khit9QJYhU+z8MYGxlg!EU3%3+2wps^C7z?hTiz7Y
zZQY<(a2+%3tEbr(f!8<hMc84NwP=xG_hod^!AAY`9GK9PK?j|sAkVs@Yh^v=;&er}
z=?VW7UOh;1f#baSXbMSv0;gNGd!0>Vasbz@RYRH$R|u|ouFA(@K78V2DZ9SYBVE@x
zm`(25uJ$yGxygi<84WNgKa<a?)gOI7dokuC366wLRfq!eV1M`C4gc}J9uE?D3g)a&
zhp&x|zFffwCfxhj$nF>$8;fFS+eJ4Ya-4D2`m#GEb8f5oMRB$W_c1KBNDVm?gcl$T
zG0vFu%Bu*a7tP9nB!esmfJ%}drw*E&s53j8p17l#V|^i-2q`7GwGF&>Bd=!iJYa+e
zUbjIgm`@5}<q00<Cb^g_E4Q=-5j}{Xc_Rs4Y2>Pz;!g4nIBNVAq<`}(XdukMUr_U=
zv<o$_{$i(f!Q=X}xY2pu=<8~E>G&@R+)oS46Cz$Z<b_?-he^~$>g#T=7~{U=-st;(
z&AoR(RN1mG+z3hrksKQVi2@=?ViP2bB*{qxi2@=yHbFp|&>|uVl9Nbi5s;iSNRE<|
z<kZ9ln)YqyoSD%%Gxy9p_ucz_e;D@ez1OO>cCA`fwSHA4-JsvUq)&{zdksp|<iQ0k
z<<4V`eGWaHjejWS8!b4{`S6ju@Ur_UaC~U%OQUl_P;O?p+urt~x<1ss>A^5Bba6Us
zt{bcgA;Rdci_Hz$x0A4o6!PnF0V#h|7dE1$2O*@kb9IP!v6sJeM$^|9Ll#YyBK>q8
z&hwHu%54Qb7HOsS27ds~zf;4CcAU2*9S~d&XH5aUfM$2S{}{VG7tooCxF<d`7v_t@
zFL=q#Hql)$emCvS$F!_7k~Ab8TvebIHK0BHd1-swwN7w1IW<ZMzw|7SN>fypPb~Tj
zoQo)X0wt2var>w-Pwe*5{uQmkm%f|K80%UIhUJ>>1^CmV>^({S^b3if-rkP>;L1W$
zdDy-#s7vkM)x$iTz#}Cp+3)aXS3hz~(jr62lbqWmZPJCrTX6@auNHSGEMgl@FL6Uk
zY|ZQ;(pR%|xQ@n5&Bm1hS@>DCO$6rxI9402j(j<)1;p-&+}seItv;V+zXs_T69a(%
zc+GP=!LEi&Qd0?+J6-vY-+llL?)WTLN5d?tyxQLU=2>bqI2+}BXK34b$#ARCGE9cG
zm-Zg^DJ&m&JF1SpW;Z3<InzEaCu27jn<f5gZM1s;<*sK~Q4MS6lt$Xxp!&6!e0x$K
zsjNBi*%s1~;my-b$4y4@pJLP224*|43>fd<<DS*LRg_t}2PMGt`;@`j9Ty1i)kk>k
zFVeHM*WH4=au{<Xh1F3Y34$D<UqAcE-;95BrcXEz{j%Ql#j*m)xHzpgJlW*Ie8iE5
z#zPnm*6^pVKF2Ga<{li!itfBT6;L>gal-=QMer=?5OBYTh`XLWN0~T}d_r;HOVoP^
z-C_40K@~T(jgG?4A>80Po=yyHAMo@}D?gQ&$L5yro4O(Alqme`P(^So;-RmXwb(0~
zCCJu0A*`l#rtAG#$kEWpRWC2mZ1FW$a1f};!}~5(CGlTbJ&o>~{IY(zM_?6p*MUR3
zv>b9-2<yo9QxebT=n&lH5b$V~*Oudg|3Kpv5rKFaAdCdwo<y0{P;9T#+8R2c#t`yu
z9g+g!J|HETPTC<}8{<9BDwor!<LQ-_SXcEEwU|HinD)*y&3I2zt>ovgI+nfaA%C}j
z^ZF^x{d=sl3_vZv%s=24{vE#I$KSDyv;9UE)j2Ta{BYvzfIS*rGHc65&YHKr3_<2<
zOz{hz^?OfL0KYc&NusvLoi`HfK2E8Yj@je#5ACkB;&4+^D$!6nP=Ey0Oe9i#ZC?9n
z>_#`&Nb~gv!S#kZUdW{Gjo_NM1Y`=2p!i#XDuDeg_0NLDqf1(+8Qduc;)${iE|B6d
z9WG3?P=g8lo(SjP`cfm6C*A!zA?uDWJXZ@9bC}`R)fTbO!!$^IDc@jba$Q7o#z^&}
z?9FgRvnSjhk70(-fEvskG?Y}<9-hS-dc#|8rhJQ<HE~v#)2)w>m=3=N;14?0_%3wT
z*cB<xT16a<PnJ*9NP?SBhNW3*D^R%$D709P@}k_w$H#HGDgt9nbu)*XR3dt(?k`0=
ziVGgg1(C_jVd<R@+wJmDNnnI-=I7~wf^W!fbGay3+qkw0JJ{7xcr8dhXr;%HZK)t#
z2+qe}r#zObf*r0@hV3gmBzfa}=*D+@C`N?0p}CRBoBK@2Az9>*a{i4#pXE4Qbq|5N
zkq|&IjPN5{z{iVR7NI8by6;1D3dWS#o}*5Zh5S$2>%vWU5g3IC$i{sA^P+_cXlUvl
zPiH&C7Sf@wRp=n%LlQ5N4rNw;V3Oi<MzE5R$|B*KU*oT^tj?Ed=j=_KHKui~rQ!9W
zb>n^Ug&O0A6u|*M#>IM?&Vt_l$fQuREt91%Ai<P?Q3~!L!p{|$EysdP-YkuBjdG_z
z65uRC5-?4xZx0@(f>B@GrKCrZmdON!&qB7kRo>dHnU==CX;<VDiRs2rdj^xDTdV++
zQTHnyqOHgL4ss^bGsDckMDfjVc5OpfAO&{J#%#9l+AdI%8mNi8oB-I<c^Jy2iTZ}l
zvK@wXYTvmbA?=N&>?+Xb8-hUtzNe$@vbFQG@H&Q(3kvU*_);HFF+_Ks92Gz#Ct7nO
zoNK_@h9-rr(ObKA1a7yu>pOcqQy5XY^I+l(8n=#ZC(yD(`m%s@g(PW%J}a`WV{Nfn
z`fBiX`5d!%?y`aJm7UMyz|kO|nfpTpipyk;IQOj%Km^NxcZbF+z?o#-rTzV6Np05q
zOpdq@NYiW4Q*<dw7pD~1U|!AG!<Q9oP_V9HFB@H!iR+PK#e1aNbfE45NsIZ_QXbA(
z-EuvHdzV$_7S~KApU6UOX$iWWxzFXX4Nosd=k;IrG?q`j1`YJl3;o(tmu$)Vd9zsd
z0=35~rA%iUDJzP%S`7(~^pnKDF)>Yb=cuvOm)C2jktS={*-vS~kmCL9G~=6X!MM}0
z;{OuR^xJ}0cPFOjT2&+#55CEX-L>hqLxsZD9Ckd2z9yW^wC+(6gp*?OT#zCDn6|Kw
zXl;fgUf5r$Md$sLdC~ZF)<^A5>5s*Lx|ZdWJ1U<7#rVVND0jlplny!T1o^J?U7s&6
z`SrF0Jk?_lpEJ%(^D0*zkz=tR+gB%3>>O|Oh(o~+0xL3YX!<CyzKWDX$lPi{UXDT%
zz7dP?&E0he0X*_FYsM$IdwGWtEC(%HX~wD#b)sg>1B_W$OvEezXhU7r;U);7@ntOW
z!XmggP%>Aq44DeYv}di03mJ(dFm&@SMe`jc*`4KYI;gd#P>*b)6>_}to7Nc0Up@AJ
z<)CsGXZHwn3Og_@P4Y@3WgI(zGk9&EDOFVs&JAvso{i^HApqER80`a>aT~DFCiCu5
zI=D3{_3}-Qaj=^4L&sT>-MIra&&Nr{AyhvuEfB=oJca>>=ox=i5EVrTSr|jO-g~5w
zCx7Q0lXVN$A$Nm27R^s6@`yBYFV$i@DqSb*BYNJIzWAK-A!{(HmJE~D{A4P_Djk~<
zaag=fp0Q$%1n(V<XCsiO6+3YIl3lqO10hG-ZqXEDO_vp{z$Ghk{r0BxM;|BF>exrG
zmv*YK4{}k2_C0)%6=WI{lxE=Npd5Z@$db$XGKTd<dnHGu5LT|TkM^LbDhLU=gjrd%
ziPF}HUy^vqwCDoqsx_-A2jbuJP&#d&Fj9lO6J7+*cIM5pu%a+>RkfrGxM7Dty^vY$
zFi~bFm>ymilx{hn+V^ez++>xwv+5k8eyQ*aphcD+3XegZ)*uJuCBUNJzz8?btm|<s
z#20o{2R3{<yOSYX3NCyy68Rn2<FKz=z9%>+aIcJ*{?5ofVtI{ERqgUZvd>P*dqmGX
zfsH0DIrSWHt0FVcTz|MK1a#1j(uhYwg%Gu8?G_K6ABDdQyHR<%Q25{-)XDC*zJ-3e
zkoZvgCSAei8|W{eC}{2KArLV92AWLNILFxpuo$P`K+)izuBa@!y3ZWAH=5}vx7t%(
zGsn9H#Q6HT*v^nW>gSaJG^qb>9|rKkqXvGu8ajT}tg7~4>V|?dK`W68h3XA53htoI
ziy~X2^eS0TD0T7Kjuzfa*Jrk6C*3OnJ%RewFPb?oBAy9sXhK5K*Q$VWIJM_P-Iq_a
zG;kALBAvC`Za(TiPl-)vEdQ)T>Y)q?^*MBv#@=o6l5f)UxjVPlR-NO5)@Cwh`cjlw
zO*ZvCRX|It_evCod@X>z8Z-1EQJqI$C)VAuZ4uKC{`{c!N}^9cZiHH{pZV@c^`o&z
z{MQ#7u1q=habQFEe2>{vFt~tro%z)(vIY6YpnN8#pD1?fF&28?XqK@?)lCD>_{(I+
z#h#@_?DMBfm}-ZL-LPWtGrwy&>n?RW;umKzyYuy$wigf~Xu=E>U;E~%W1Y3j+2k7%
zt2pGQR2WYV!9`AnKY?Q!m<cX6`m~?>)bABev?HZz5>lv#w-#x=d8hR^V4(e-U;y`c
z9lDWKe=3mQztJO&JEI`leDF!<Y|?H?h2jvW*m+68$6R$WwWXIJm7ZV$!vXCm!#(%U
zJuDimsQ>ls!tUIGAeB&xDCr!Nkf+o-1JWR0GYZJeRXdV$8l|`~#X-M&2^$)He-d@v
z?sJ{>?uZ{ZkX2J83%P_Z)hmvPU!U;mO|k>3EdcgP8EisuNat0}H;^yen4ULP<ea~6
z8y(v0DzbSKMxNw<%MGlxcA9E**cz=xdHJF)4Z$T4)60tN^v)7|l@0*~ihIu~2C+C;
zrH9w=XyV49;0=jm;qJ>w{-CMr(VvgN%^dHrXNUG$^%E9IV-9JcB?mkBQe|h+IX2zg
zU`^7)9$zfl4MhmSP--PY{8Mf!ig13zR#2_b!S%e{r1I-mr`z7^6sKoH(jq_wY=E;6
z&!7j~2ds?<VbrWAMF7qjz35JnlO-9Vh@SmfITsGw*YD~9usQ1iM!nf(=<0<}9X$`d
z>?hRtiR|=VM5z#GX?-}j3KA|fwR!xH)CGGxumHlkn#vNSdHBu5ndDAg;3&02tbN$^
zWMuY|pZ-9N0)dhJO}?c3+-}~Q72E6LTO4IRv?gQp3#nmDG)T)gh=Q6VK!os%v|D1N
z;0v7C@AeCp+$%`2Z*mc`%Q7?A;O+u-q64^5@cA7Aqmro^wqv${?FlNPZC`($UZ=V%
zhF=_x#92_)22rN1Y_aVtZg~3eyPiHCMMKT?xRP9HCWVuYeCZw}x5wc1xNCus8@AYQ
zb|K;JP+C+CYNus@#v;m6qtxP9$+~g#Qb6vS*=Gs@1(~#qAkYmE&4uJY!M$ny?R$6*
zEj!Sqr8rCt?!NF=c(&K8y5>9Q8KrC6(gsDF!HO$EZ_B~C8#=si1W|??7ZND?z1Qv*
zvGx&UzF*Vx8BLN3J>U_p=`I_F5BrdfBDBfm`pF$E+pZ4P*zGoL-y3x7ElaDs_TYi1
zA|&@@A@W?mz5eppnMk*qID0Y&dEZqD*fA|8kl@Hq%gFb(-IhcqZWEBD7tNZ<p8BBD
zx%PVdj_OQKdEj!CtD0fCtH}2DcbtnHnMnd%lGbvehwWsxs-~QNt^zy0{g!k_)%J+l
zE;L;O;Qq-IEsyATpWgF$Dn)oXw;3IWZ8FhokV<DhWPS01U6yo;yvJ649zls#9?7Uh
z8ZnA00pJj;w^V?jh3^$1=52t}hDA&ODRB7Uxwx0DsG`$<D43TWljpRg_o@HOq>_X4
zl~y8EGBQQbg_`!c`Mwq~Bk~)FHxm%NSqLppgG@Ub0C=d8wqs_#tD-&zleBx!+*5k2
z8e4z-%!cE@;$%#Lak@`}v|1{&kY0hJtlu3U);)HhW=>|SpQyX;6uf*hd_?1cRAXbI
z5wQ3|Q8ulB!<oRHYPUR+HMTUPebaO93Z*}3nJ;BdVb%s!u$pnV?=vft$8$?eEjne6
zr0QdjCWdrMVC$D?CRtXP<_>Y!%nT8J<oyTLYSS8bMh>M!Zn1c$+{!t5oc5MPa1yBH
zcXvmB@F3svTF=+A8cwn6b0F#X#Q<)kQ#w)`<)zW2yp~fE<Qvcs%98>mbvn#UM_=i8
zS2K20(;O{Rze{^hIg%~Y4tFdV%4(LKxhifQWc4Xg_odzk(s|jjb)VF>K$hK^5S#fz
zf+3ZU>K`U^`Ze^V#?KPRa^5f2ivQb`u)n3`_@QFTzuc3<XK)8<=CHh=d?ga2KoWIB
zH%yl4uxWi3SCTe=N@ypC-j3mGbZMw8nnVW8Qx8<vsm4%%gX=4y-$2mzZy<6V(x4d%
z1L6t?0Jr{jb007QA`ogBaWLNmg1FEV(;{yunp5K<^vO36u(`r9>~NH33IPVN@B#Gz
zj8^vvrRb2X$53$m&?FFq_v0J2a<B{SK)X#(clD3?fxR8DVivvw;_&AX+dx>yEWk!B
zWAC(N4E6wk-cPNAche;)&%1%ttQZI?@sNO%kO_E!fV|Ossvb~s03c-q02%(VZ?kj-
zEX&Wh4dxelu)ofdt=a%Ix?{k*W<m2_U2AlY^fr}xIA#EF%?06pEg510*`sV=`hJ;K
zy9PFl+qwl#Tr0>g37KFBRJ~o~S{6wVup2dB?H6q6Do|7rV`X@Y0qFyU#U{QUh$NUX
z)t6Sr@S{%3UMRoj!VRNkWqRtb?gn9M0F&SXWb+q8*^7>wBffzs+Tt33`MU)@z>=X$
z3%0X+k0%Lp|CiG#9IFS3-IdC$!D1BaoY>96vm_3)#Asdj1%9H5vZH9P*6o6qdr#lK
zwfy7???N;qyPKH|fD_W_g2kPyPZ<KNYeQ@}Vx+jE5=r6&ofFiGW8vCIs~UUnUQ(2^
z+*{=E@P?!LA-GVVGYpy(!(A+?ixh0e@C;@a52<&)VK>xxL!(vdzO!T21NdZ?0kUNr
zCBA{MbkN_SY@Ukd)mh_t-$2&WxCaGa<@iKI8Y|}W+sY7K-l64feRvZS%{bA%bwc+Z
z$q76cIA4#$P^X5}*ZKocU|b+kwApJ(u?(gv=~UDt2TJRE2jRbW!1Z20xhb2o_pWIl
zfD;Q{o7>qjht39l1GNHA5)L)a&eQ=P92*F>K&Sz<xXJ@6sz~xL7ApYi6-x)C5dGb6
zpoV(@djzzxo#8P7D#1_h0hr+2AE^O2@+S(u5AmmFeQCl!1TClT)=Dy-Z|t1yLQp_l
zwvU&@+1Tvy92BX$2HlOZg&tfQs^6uAG{I3yLXcBzyIB-L>bz3%Gv9wu(Dwu7fQ}lv
z^83K_bN)y;WS*fPz%dZ#egn;MLqnO`u5L1WKb>W$xuIE@{3+9241C=Ij}~H*`t_cl
z)ciDb0RnTZQCe`2f0#LO!`GN<eYy>rhtb_6vo*TI$HdFsCBjHxoCfJagf_m97G{J+
z-)fyEggbHBW)$>)&%VP|;BvR1?=s_UThS1eXsddGSc2k)DIhmESOPWHo&$*yDc@B~
zG8Gt|3~6N8fuN2t66UIt8jPRGG{~J|?vdmUlf|0Tucwlt)tndU9SM$Z-OYcuY<0dY
zZ&l3p)|c)yWPapTZH|}f<Xt3=ZMj}nTNJ$7$Ae?Ge2x>lDC56bwVK9C9~a5r0ADy~
zCyb=Up=%8}`Sj7}G!GJ3bQCfeC@FdeRpy$eD6~VnI`--KF*;{~^Z0rS>K4Yj6bMTG
z;X|&Mi~DD<URWQ*ABOfBG(!b+p}&3z==bkny{7O+T)-v~+H|n%d5oyv0ao(DyI(%$
z?5|v^pA87OpV{!YulY+O{FY<@OW6D?Q~tC>-uxY=j97;5)}Vi2N^jKfOqu#OnDWQv
z^dB#anwnoI*aMbDjB|7ySw*mNETUXIp7yCbP+su>5as_^5Ws(c6#*dJpL!~Q_i=~z
z0Zq0OLy=4~{!TmUVb3@citne=FL^CnDkjItZ~1wL<hy1faEl%iwKxZC7UpqlOMs}V
z<pF$pv@ymi#g>?nD)1U01n{<Dq;w*wfD8bdOP3SS6Bqax!$ZbBTGmH5f_5!J%Mz!f
z<W(wz@iB&oB5J40hwT<8iHFWOUfN@gGj!#Hg}ujGb#?-n;y#^o2*FhFD81VkXPn1r
z7z&xpJ<1z2!le%~i=$XF3PQ6pU=P2i@Wqccvqbi_L}q#sINZvbbba?BRA89zN&8x$
z(xO?Sg5NQ+x(UNQDvW=a5JoxRwu%JrNI$ZASR8}a#C6!^X>lm<BD<dDKSt;4eFrj*
zp*tknH<v_T-tB{x`m4?w$IzH7472bs?@K@Ocw|}J>Q97Q2!!kXeeL!?OEdgSIAG%U
zph0%q9-zNBKsM)6ZR;o?!?Ox-o5>V;j8OsLEQr<mIQ=v)PmDq|2c~8o5V;ot49@R`
z0!_bx!Zpx3bQ<U0&473&01ajQGuUq+5oE+AsA!92o7F>`b`iM!YXl-Nr^?>BS~7Tm
zQ2MtT(QlOj0a~0f5@x+T|ES@{IM06yfQ1&zHvi{B0xun8ZD?c!UI7xfVf{qwVjVZM
zQ*aEj5q?NH4j|BVFe)jPfI<#=mv+eyNW%ES64;!^D!!Y%PiOb;xIs>jDJTA(pYT6C
zP`Dt_6xTOzNVgLq1SdA6uQkK)7*sonS)Xz)VJ;xnMPuzI9D6p~$z;iuXJrJ<F3$I`
zm`5Z|kHKng8>vyeY`3x3=#n{PdJEs<<`Bl4PPj|*<fC|Jy)8d}J5QEKVs;Y(*?wgX
z^N5=tWeX*O_VWXdn|gt7Af)@SeAe11^17D6WCmx$1pxq=Ve{o1s4okAys6JIrhnV*
zT<cg2c+2_6x7?u3@?MshAfLYT6W|~)vZ#EM3cA0BdwxdYAKZuWX9ik-052+PK23eo
z`G;pSF?96J-~+-@=+0*-+SI-NK47_~DnoY0Gk<Ty-Gemm<ZS|4NHh$xN?ibGoB+51
zRRx((uK}o*skOnN+W|#m%=m~9a&i!YIfp??03X!KAnDl==jr+;SZDul5Pc^7Pg*U}
zT+)qzpqG9Qoh`;t_`7>h52JfEex?+>+do4CED|$--T+HrKiMe6^!+LA;9+zhGwKb}
zMiGe!y%c9*`L0=X;)>}Q**g=EKTQfIerU}cEGcG@`Ngn1$9{|LGTR+(wnpwW2EX%L
zMYF$A^#Hzk#{ZAenVXu19%=~20nq-i-S+bfhpA`#;BO#mr9aNl#_!`$8o&O}8R0tr
z$9$&#@#%k=Ps8)nhrdk&^fyk>{^yiJ{w*K;M!Y4O^Xy_O`cxK}tX9bX94i$5ZB_t;
zAJ1=W?|TP@oI5)UqS*4bND-ZCZpVnLJO4glT}F*&Bk5xM(c?t->h$f)7fMHk-Q~O>
zg5{;PpXxuUC8;c?;8Q>8q<7L|YAYm(pTk_PtU<XV=^#Yv5<MCAeiI2|d*cV-pbm)Y
zvCCjJ>$PicPgME%J{xgnybk^?tT}p$<&`x-+7*>s7iv;lz;qYvKiZj53|fymS+Ysy
z$I_kS;X=B?HVJjcIKNkxe!8(x;@3SNd7o6q6xs$y-3_=7?Jscv%tCUsy;PP&!sgfU
zqf?$1$owr-F%Uo3gE&WPATu%KsgdA=>l45#YWW7D10D=7Nwu6@{iVs3h4ynok@{mK
z<PQzn9zEY?>h*^^XVl1J$l*V>0GSv2vHc183SY4!sX7>v^e2)4gYoH)&D)X8Z?60~
zfj>3>4+0-RsR0O7yO$cKw*GrXSwvFVB~(P7SGxvM5<?H)I^z1s%q~-LQWXW1=W)mc
z`dVCQr`hfKBybLBGXEH5!k>>)`uA!3d6YlR)BnXNfu4Vx#2-ib(=`3R_zbDAbF`pi
z`?-(?GH)|L$i7N_(_`l5?&c_&7y)0#Ndg+eVwcyt*)o5vN-6_Z_|Vt+onf=L-OV27
zo8c;#mu?8(w_zB$@}KD^+M*YL2*M>l2PCe_u0mq%KCKgA9_ctx^I<T}Gc_o`JE+L_
z@KU<~GK0d&`28dtxQPgt*tJSk-c4VB$_4Q5TeJZXXK6i#!Em4k0HAPREButo5xTPg
zjn*g)cRBkj9{S&#-M_))6+5uhy*r0}r}O6uk0HBn{eB<Qs7EydeHTd*;ht^gWliS%
zq?#e?9m!47LZ(5+<}ZE4YpK5kw?Tp6wo*iDDY55*XSk4>BX@VRW|FVlc+!%b%VCcl
zw8<4|i3v?IKSQN1DwT#mK63qa{(k7|5A*lW9<~njpZ)wkngc=wSv4#JHslD5kgu{Q
zsf~1d`GDC~VE)^GpZ`C69H7*J)Y~(rSp~1~pBwnO@t=tM>yP^baiT4VXQ%h~55f4?
zKk(0xiQJV6Fd2i+r9Ly#h~Ba~V=blr0N{yAlfpGz*12ECeTn0&*p6ue;%OfIiyQ5~
za<To%Z({IgMV-6HCJ))bC1kOOl&yYz3g+Qe7FxkwD#v0)eG5wHxLP1X1bm;e4Gp-w
zUU+9iE1++R?%3@17Vx)uTzCcJ`D~N%OPV`9v-%<<FHfaZ?HZ2mXOA=UQyP2|mvWJa
zh=ViP_v_Ns0(J&dpW`mYlMf^8D~4Xi4_tYxQzCT<wuDw%^b%4hzdMo^xg}B_6QsH#
zVPM0$Ul6U-p12)2dh9b6{*=zK*-<~{{vMx?lUD!GJ*$@WR;KWK#(E!34c$s^ojE8i
zKP&DuH(GR-bV00<+Ii-Cc^TVz-sJX9d3=+7J1L>KV26Bze07#`i@mhOxBHD7fK{W>
zTy(wSlhRbE>969hFF$NsL^ae_RTft6kmHrAXew#O_(6lB={E1G@|u3xES2e`15f&D
zqUTXej;0C=H9;)DW6yZ1YPhO?v1-;M_m}Y<wgES4lT5{_>H#C##-1p}O2S0)38KVP
z_~LQ2utcHHhRSYlOjYE>eG_%Irdz`)4F^3;ZN|7|(M9eYdLQW;2Jb9xwSjLb#CX`y
zqSv<_x(?K>9rYJ+-*{UeiQceNr$CBz=#h}fZr|`3Z9>f&kMcXUhaFt3EiQWkcM)p3
z@mV~y&!}8srXyb0XmdlyXlQ18d&KEppLNoT3HZ6I_S!^zQNC4zhYtSz0LlhdNV0eR
zQ(^bv8uf)9IW?tck?uE*yT=2c<dkI~{p;d(_ZU59)noAd8dBu0TnHX#4_BRFK1w#6
zv3^x^bk;V*RyqXz6du-oB-1P?*`N;aC{@>&QM8?7wylSLzs#}V`bF)*>45zbH#E0Y
zR4LEI?R8s($Oz`DS4gu6yT501Bv!(OsrFm$92F158LVsRIQCie+eATjs&6xj+G+D7
zt^xrbvKD~xfcqM)em)DUxyHS_umQs8ZXW^`H3ekp;cn_V;FSyYZS_Gp&$D*7K*<0t
zLdzH^-2>Q~jPJ72NCi<}76=Pj8|^HuTAkb_Ld%FquijO`$OH)0k?fA7hLzI$da;^|
zy%hRrnP54V*n&c0N}4dIurXJ>^Uu(2_*au#okA~^tf{!B{CR0IYPMoFfX44!fZZ8L
z)mTwX1FTHxWTev2ex_!>5!X$B(ys<UZVx)tQ~QVa1qkWKO2x#c^Z``Wu+>P*gyI&(
zn-wqs7(M5*m%^ra5H%1tRz?^0%!r4uS(?S1Y{K;J^Vd(Q`JFpA${8?ah3+m#4r1GQ
z9WaqNrV5;eBy|ab^)Zf&N@YI_-m$RFGG9}^1!!q6i@<GB3Y@v(b_-M07jiG~I(jAg
z7q3;Yzh37OZ1aKJ3&xa|G4_{g`^z3@)^QFCeb4%UBlcdrD8a5^ZSRX&(~D*Rh8M2k
zQ?CNED;<)v6SjVAe#yD0G}_l}*KxRq%|rX-)nv@$+@VPtNHm~yknQS&!Dty=^ceyZ
zShlqYJDS^}=wq=TwB^hQxu>k9KD`lim^}>`;z9xqYl=JeAa@FqKR`);hn3=HgDA9Z
zU^l;8)zd0*YceDm&lzAwAg+&>i%XaSt&??kP($0K=Yq~(Wti~iBHfXFQNqqt>kcby
zI<L1_0^~@hd<hQy?%yZD#h$1cnoB^#5}=0%4nqzdEuB@-OxbwZK*Ady?E4w8y9a<n
zz($I*^OvtxDO6jZ>my8<Zd<@>(-M)nA%6F5KP|mx?DHECS8Ori%GBQE<RZ2qsyK=Z
z8nViFxf~p#Otgodxa=4t<~~bMM_x+ErlFlce;^^9YS>X{KO(ntavD&+smxRshGDsf
zd}1ptPwhoCW9`+j1-s&W-;vb=);S<-cW6*#<V#yfq$6a1O<OcDVE1$sAtcn#{<>5f
zDvsaEtCUu%O`>RLJAC2$hhioRzA44i<>w7pS9qSVQYg)uj11k9yjxy_-zhxJxkEoc
zC4L!D?%L6sfY){G0D4L|it-lLVx>dgB|4h)4s9*aK}^SD!&|Jg-_wbr0|8C&^a!v}
zWhwpii{RJ))BNSXzW23`4caLII1a`EyqAe{(>KrwN22~&_(|gCpZrp#`3-a*K-w?0
zL5bFz{A?^0DD+?Z;BjU=AGlxH;Aad|+#ShkoVazhTJcTOiv0>=MRWaBcq)LtqIy`;
zM$isUV&!t>(-P|^@#X4`d}aPZtFo$yYr(qQtBY5I4vVzGVN7&kZgHFYopd5!gH^sf
z2dB@Csf$M_er|f~DOMZMOUQr8>n@>PimmhzS&Ry~!_Bvr%m)jfFx((FLaFig$p;&U
zlq2g#*J278$fjFs9ha`OhD6<1wH<MD;I+pI#;~&4F~`c>YQ}EWC^e$&tnBhLT5OC2
zFeZQiT-DXlsrgijn#`q7xVQg^$fX$4qS8<_X)sVwHhI<No#Ml%;+^HUPJ%jwl?-<S
zA`vEKy_pWny_RI*M6w_T<f`}k(A)8;Z*GRvj>Yz(HQZ8osnwr`K!w+Zl*R62t-w0U
zhY%~MyoFmVBTGZMZ?3+$u89BU0#=(piGqhXe~^$A$=TMY-A>+7kqDdTm0GKUgM|(=
zR|fr*zDl8qtRuJ8=_%Zq-cTrJz`o*Mn*P!SwPf)+Q!!O)DFHw>>qAPQK>wL=7sgBW
z(6ADvi(}79zdSRQ6{cmka<0)TF2#gZNntmMYlJfyKC-ZM;S=rQNpRhY(>?6FV4HZj
zT3Z>kP~A3koka7)ak~-Y?J-VH;T?vTW0%*#wC;GDhDNss*dk!AXFaohvBu_vPRvj|
z|2GW&8Kd4*^AcfwI>zFV5FvGfb%}gJ4Ze9+0q>-U>-ab;V`=Y=5X}hEbs(GCpzL+Q
zE~wA_muYch%sQ@56L_vXjawFjlTJ^Xd6l;dPTVYIXK*%q8p=HC*cFBXgIGfzhwScO
z^wE1WF9lYnzR=b$$H%f~)y#Cy2CdHHrLW>h>}Kf{&{9CdzCE|(dYC?<e-@-;M^SSx
zJ%Di?J5ag_dO){;9xkaz`TM)cd^9j(cRjuxRbk#%tGJ_4UN>a*p+bFhkmJ?HTPuC8
zMIK*ANb{%%e@4>zRR*P7cS;&UP+?*VIWG$;edBL!xIz|%r%R;?MfSwcGwhx>RW3c3
z<=E@-AudPzDq!X?x(oV=`r(Hi>4P=Aj=r8Qt~c?W*!5XvZZxDA=c*o|60GdQQ8E;|
zsyDP`)yvt(PdPIxdy2lRU*6%Zq$jj~8~`6e=gp92q)2&;q6R)74}erIHTs2Nm@ASs
zN=TXv*hR|z2frw6!LMF~;YRy;eFGWJJD=h4dfxa3dIvurFcEEsAEr=!1APb{b0s}}
z_6;;m*%-a*F?VFSngN@W2!1{|$N;3k5^PPJNpqhBldOqyIY@QAv95X!&5!c&9aU(>
z6wmc&H>oANmqm+gTTs+_UtHv<IC@v(n=?KE*s7z4`JxpAGlE3h6scU*<XgIAlJx#X
z1_mfkrEtyoC1Rm8#t*s25t#Td6fgC{c^pd|bnC_tbu8*>cBesQWeyKL<D877#dx+I
zgh?ZLC9N=&a8vL3M1D!LJC!elw=X(OBG6_My<%qsRsj@6c&Hv~n%-oLP@I~Y8)Met
zKFffUa5VV>Xm@Knk1yN7#n#F4g~fgjKFv8#(r##2b-sNaTS@Woq<XQso{e_~t>^Q%
zj=23Gi1<1`CA_UixVT}^gu&ya$2ElzX_^r3jv$+~&o11`9bS3C_2us9qq!n~0M=w*
zH06|VTg~jKwl}=_bOw=$O5ADoIq#b|GN!LKF1TM~S>(Teuk_@wk4{NCtBzS*Jt48v
zf#_CupvLDfhgm~xfbl-oo{%{5()m2e;r^(=oi3U9@fXUc)|Fcqh8nA+N+<MTk47i8
zOJjq)WtpB>ZQb|%20DDFDqd|*9gmL5RYn$0zlvYL6Mm(F5Rws9O}?gg7QVl6n6ozF
z9Cawg<vunxLtjbJO$kG6e@c-{Z3rlnYrb7JR&#aXYUXOU#l?xIWdZUg7sYx>PnJuC
z;1P5RxnUXQHJ*|8%A#Z(2^haNG=MyNFLF3~Q>7uCy;m(zIxYHixXsbVS^}4b*@l;3
zw~&qTfX`*D(4m&TjcSIWV#ErGZ8G(mPUTTD)V(yX!(0xl$W?X7xy(F_F6zT%{lwN`
zSk0bGXB$2^_MGQkEh;Y4)JxC6(e&$ZZcw_h0PPGLPe|;l_)z>w?Z}uGf4B}yvwrPh
z9hI#<m8+1pnqO=s<497haozP%;SNdDv^AsK>tPst`7m0oK>SC(M2TOs^Z|uYWB#i<
zVC<D<bg<T~ub0I;qm1e<-&))pW0g*=PS5UvYG*<_3jI!xLu%wRN+*^k;!`p`J`J|s
z!nSkTSiNXGj5tia;`M1oZqRx1Zs|uECnrm=gurS>!om%9APyvT@&<;{9)1)hO^6D4
zul{~JtXUUpp_1EUXB&S@yDWNe*jXLy!n;$Wl<6lo=tj78d-{uN(V75_oeXXmkoH>>
z!4+p7(gLA6z%P)m&C*hhkRHSd$Gvr`pN|FW{Wx(B%XU=wuF^aP&K_mF$AasZ<|O5T
z^QdmX6U*!C?-l;XJHBq1i>qFT(jpY$v1+pU%nR;Pgsq}rvPZ&d>i1jIT4@Y7pFVYl
zh~8S8hH@vgi}Od6J^jGMFcOpUAi=$nME|qdt%WKy!{EaAoFe3Q6TRv4w3}{`iw^HU
zGOGnHIWkARg=><o=%CEnwTEiN9y;Vt)7Q!gwG6%DtvOv9?Iq2oNxR4h=;nV8aKg=|
z(7Y5-=IHI2G2Lh(8tciX@F3yV_;j?D7pv-+8=REToXnm>vwq(&>T9=OE)6Xt+HLrL
zKQ8s$7HO-vS^oPT#QO5-ghx+-HGpyLTuilxe5la@&L|m$HMT+ky$KZ+Vp%hnoP`~e
z3;-QHyfP_3`Gc>XYxiU6mXV&|PC>^+FuK<H_TW9zieKWL-;qly{h&#HuEU3R<aq+p
zmAzJ^=8+PTc0&twSxbR3_Jf{B_51b=+l0iI?+qOn`DAw1jD$lM8M#dzntY<8uy1x!
zcStF(=@Poy-#+SJax9e8%D3YwsE0{+df)UeHe{FlK*}sSujaC-F1Iru-CIa@d0nr>
zKgBeeFpn192u{AgRt_P}=ubFPZL}EP>Sr4rygD<86@@j+UM4JYJ7k`+yEQxKZ8`b%
zSsRms4p8b7P*Jzy8N(@jjJ(xIKQtV6x1K9SNX6<S;j>R~T@IJD*Vh*E%?Y4Q_a+V^
z#1%`D*h~~kW80S$98lA0er#1Bn{$%umg}W}g%un?)+_LK{5AyqqD0%n$ek<KbJcZ5
zvc9gea`)jhEO*k{S|E%T>y1p`{0sY;GF%uM{6KhT>x(d6`a_3mJN>T&%DA>@2hmpj
zn+CFT4)4;v6G5i2`fTrHtKk-LM$*@jpOO|Jq@N<vCCu#Uf(%{>$$1b3tDIu#7ryxP
zG`BKy0ZcwSGrK0v7kSgD+n+j>cL;u{wJ7O3LYTj0)0mi(%-dEm(e}pk@u$6l@mYFN
zMW&JDh3HFtN~5Lf@&+Xi$yXf}3Y$6EZZ|x>E48mm-dJ8Wll*YLhlyCu?wZ~!+2jw*
zD<1x~rB}*=_fC?GVloT8l3K^;*kc1G{NrC*01!rCS!2iy%Joir!dv=C4DCHrot_HT
zP~%v1G<G=q)CmKrsus`hs%shXO5D4kT;%a0z5RiG^6axMv=UOHd2p?9>0`N#yh~}Q
zC-Ylub=w0Y0}X@x9oM@&$)0UhM_Hff3KGrYEx7_ES(jtOq1iU8k@>Pnht0&AZpnVb
z4>6A`_Q`2+&W2~0MhpE&i|kJoE80f6iinO%J|-7soemrEeXKfeO)Z~PVE!l)^<242
z={2Yk$jnnVVys4)sWv<?h?dPW@semc{%BHSVx%VCw1Sdbp)^-6LFz{UI!1o?0)D|m
zk-1h1`S6CbUf=Bv)QCEzG77rLC*I?F?(kvPesO*|A@yYU4&W#k<{PM%DRO;PCshX~
zDm?VI)E{1cKFNt4=HDt0?uyg<fD8{Wr9Dhvz~?J^0C#UKL3Cu+&1Sn!1ibO~-i_&6
z9%O&zOaFyWGMknSpTz4_55PSIT(zA*glx|ZS=sG4-DmB<bEVxj?kDgVQyA9w7~Yfw
z`$}id^NQ@PeU9tFv#}gboGNl{ko2NfW_q<yCH^%JDVPB!0Q_KC9}u^`S50COf*hWM
zF~Ntchbv$@pqi{=IHn$Og!h}3Wuk9CG@i35ww>L>9{L8_n1Gz)=pye4IiFyy0Xydw
z@D?`;VYMgs+fl^7CVTsClKs0sB+d&sq%L#BPMnR`9S!DuUC()*qIAX8caJsjWCgYr
zj{q6EF;+Mwmq0bx%o3(Tk<YbFdZ`Xt0oO;#F3>+edNGZ%-qT)Ry=h^IhVP?!h!jM%
zsT7CV(<MqqZChPl%~I5`N?HK>*XT{9=~$20li~W^5=mCTqI>4hb0oM9SI`YtbRW;8
z>;S+VpLgNsm#$`FsBE4>R|SaqE%_R^Sf@6M6?tNTo$$>(_>@Rq34Of}5169|bW%~(
zxTSE{qE?zBrC(nG|Ju0i(alY!L8;zqiU*Zolwk@Pu-&u>L4WOHy!(T%^0D})7HkPR
zZ|$Xo3AsD~$Y8-H$N^0l{C~b*ZL-9r`akJd`j-LA1@&X0+_SO&IVs^kP6|_3<}_~U
zU(Oj*8?@_(ao3S;6)2<@Y7N)%q8{{KI^%7g=|Pj-&RRP6)wySl=}0yx%CTvIAEeTu
zRNJI&MCp%WDtaO52yY<!U~?al1JhNcn%82>W11TR7LS_gl`LbLPYw|_xUfSzr5E^2
zj)q)!7k~<@>94>0NVGk(0XG&c;Fl_InmxK~v~2;Y_^zaTwpXiA%MJ<~^nWy%%~Xl$
z4(VIQT`|4;#*-M6;OOo&zxYb{zJB^bg+MLI6w~KQz|6*)q6m8h!x4zJ(k@8Le=N%w
zP)1psT$Tp0{sg=1^Hhf0$A}_jjPiLuh^FBH&DnsPJ2sQ7K+X7k>d7sf7{Qo$ilcs$
z_OE>eYGCc6G<a7|53fX731uvU3mfMZA-s^l_qX1yeEd|!?ZmtAGOsJaWT8MybtjYX
zYLHw}E7m<X>>yZZL7~x{iEyc+``T5liU8sJ0~&7%UmN0q7;)z{uZ0$PUYh64Fzjf2
z94LUcZ?m&q_HXL2)x30rvt3H;Fjq@;^SV$}ioz4Rt=x#Kqh{-EGsHUTuWl4RlnCAH
z*sd&UgH`kZq2j^z?PM9Y;;pl=2V?H}z77I*gbEH0*iMrbPgE!;Not6+2W~Gflfj+=
z8~DXgcH6A$@3UVA=D*O$7ApIY^iguZ(IlXs>1y9U{ac6g02c#C+wMrqR=O$XB-^GY
z#FuCE&?6I!@YZ6s@4b;UI7@CzD^MV=<Nw+tU-%B%A-(uLhf2OMV@rTzO>F9dHUOEF
z{#D^n1Qd?)xy{-8>NYZ!C;Yrl5w?9MZjeHscrR4wS({I(c||acvp_vK(Qa6irDS|U
zO}zJLKq!CU%@d_Xo!Ho5!Mho$f)75@DJtDLw`FCe>0>w>92{f}i+yWFL^6V-r}sg1
zPr><$^2+tDG^*3Y5*4|)iG`1Js~@lG>pql{WuSx2^v(?5_!N9AgdsUHYWO5mX#1#Q
zQ$ea!RN(bW=r#F9eNEYH7+zYmWf)sD^>(Nx=#*rHm%?;njPlhIHPx$QTdD=TuUh@$
zA+T67Ex7{w_qPCWqn)69+{AoW*cQl=X}IDjJ0mitP5;@WGQw#(1GoGV2QNIUfObZB
zagq432GXP0LgeiPQ*v%u*NLZSYzO|soj@svfz|wIC5qd5IRIdNlU!|Z>k%tkc8wZc
z+$=Vw6O0Eyof`p(Y%_vFz3bZ$CuHg0p+7)oOKOBNLIBnJB*BC3ZV1`5ySGo&J1G#)
zH&6*|k_4ees~4~+m9GfY0HgvyS!RF;TV+A$no5&9=1erq`rOhYodf0TZZawV?!x>z
zO8)QOr-Ru(sEEi&6!sdoh;Nfca~pADzpO;L%x&ZmcFu1>T*OW+bUV=iJVh5n02~tf
zbYsrPEEGU4Kpx_JG$nABeV71%OQ21NUHx;yQF8#C^8eYd>Qc7YU1;xla~zaL^Obe;
zaS<Ml*ReU4j4CS!m#PRM;Y@fnC1J}D(l0d23b7im#Bi|9bkF2b=}!Eceqz{5#(61=
zxF|RQX+IHwe$DR>AV7VOd&6pUW=os4+geh_UvbujB!ELfjz5f73qZ-%H<};t8v+m&
zQ?Kka5(tJ88eG3>_VE|6%?}d?+vNNo|Fzod`zM0c=Ayt&r?>NkUxivw<ac#2Yd0g?
z95VhD7baMi%spf>$mdqQitcuJ$+>X~Z@El5Z^kYJW$?S1ymfFUGFr;g(nfJ*0N$Lt
zhw#s8ILLcxdCmHs^};s%60m(E-tiO96U#r|0F0bbV2=mz&gTSl@D<<+;hj-@TE^E_
zZ<sf=>x?oM1vsD69s;nm5&WmC+GUt@q1p$3>s;5y`uRt*fF6+k4g)>6hx~YPoX82Z
z)_9nh-1oiX5-7laVVNi2Jq|x#=Fiw>t`Aq^j@o-l(*H!!zt9KI*WLvGd-9$S9NL?P
zYzRxF5CekP{w&as^_|rLFvdbP;My8M^oJ5F?E^ZMzV3ns1A7uOQg-0!>t_vX5J~K-
z^sd{I^`o^yTK{N+6i{>iSBd|hoZDI;H7e@1JHt8jbcAATMjE+`=^JwM7V?)iyH@#<
zQo<KNfrR=Vakk#G)rqW<i}&s{S`nQ?;EkjBn~`>}EM3X#?39<4q*Q>!Sr^?R2Lri$
z^xCfeCulwO0DX#ec_09Fu`k@`W#TGQ|Ecw5`{p<4y;ROnM7hrjZVUX%TF2E<Nk$Jo
z>X5Hox{wrynR*~rviBtil2v)+t;oM)mJ)#dTF?J~%cOtto#m0%s0$iT-N}O9erH&-
zLzBK1VmnF5oTIU(^+dPRKpS)t8V}X}ZE;=y&Y!@crd(M1pDnK8049g#mH^x#=WeH$
zZC7+K;~S<5V7=^d=@OmFx!K)M&cJr1IShqh%D_Kf`1Vlv8ztO7?YX-W0&V(I4{Rs$
zT4>-PX!xhAk)2-`%0Cv{4~q+swLh)3ngOMeJP*=>;cYKbG;b2n6ooLj4;Z7;PgiF9
ze@z~MC;(`M0JQ!}UhCbJ;M52+mSL<A<z4?Tl}@;?39)usol(^DqwfH$7W&%EjfCD|
zBnIyIwt#i`8;Dt|$7kju4O4s;mmC<MJfF*nF;C$dudVejF7E$Eg22Cgf0VX^;(JtO
zFO(*Lc4Cdre-;*#>*?z4>h->pZ#qrH=e`GsV5g4OPx#aB^KgUG;q9d}_bh8$w#g4K
zut`DyZ?!wPy%8P`f(~t(cjnjc&fzxG>7RSI{sJ`~G%H<~x$(~u9T|TkvY-`k>4O9m
z0dNPA7GRqKr^>)f|G25^PCxE8E$urQj!%SV+9?I3#2h=Ks!D$O%JX@_=w6hh<3K3L
zPiFyg#neGsuzD;cmdC_97ObGNhY8dlt0O=XNptRIhvkun*|8FGZZi-u07YOAmzX$q
zb3z@Flg;9H#I5ixTrREM$NuVi)~m4u;XY>MkRNj6u`VCnVl4|za#3!lJxnA17s`Gk
z_urY)f9Llfhx}W^zud%nIv1OGa&{DkG>F}-5q3J6n6<40VF+^f`{vDMV-xqGuoQ~^
zq{gb54-=1YHTTN>(}In~D6kp>`lPwZOw7ET7EHV=Q^vts$AM@uG|#H6nayreQzF@}
zSwsQUx=9$!DLQdU-UirSh%_%OL;>tZlL<f%E^)R3C1GF!fcf^|x10YNru{D*raxin
zgM!x70Kcj=43ziI?v+tl{g<7s2bCd@o%wX9Zi>?tQ>frLFxXQ9wcmpRL91K`zk;@t
zf&d8n-(ayndnQY$^r<H93$I+&`qahQ&_le!Yre|&TjDrR?qT-x&<Z{?b|Qm;z>z+{
zoxdIw|4;wR^AZ*3D7Di(Z9Or;{>uAmQwGtCCp`ICtcjqd0O|=71GM<SR#Cc_b<Aa2
zhWjC={>(Hz|GffHe<>vXLhw-P=+sBv8RB!cb}VkDeG(9Fdr)NF%5kQqHF!Yz)#>4W
z5oF^9V73hg3cJxd=k{-L4D0Ic8MM4$iMgEOfuU`mH}YmG3tvbjlb`p$WU6Q|p@+k!
z#jo$$K>1n86DiCzy6($MJNHUq|M~*&^6l`EUM$wSiy*htmB><ak{$-}<Vkt9$Xc0*
z$*;YF@wkJfZnb*dMne|ELMNlXhCu=yX@Lz_NX;MH^BUnj9O8?LWsSw2`xqRsR%AI3
zz}F+qGg6NLDD(hAhOusbLvaq*XwFY5AJsHzmcm2prVhCiP0=o$h3;*CN5e{!kHJTV
zc%>@UyjtLVb<}1Z=3efPti-<h{1{gVYiygT)QPEV=?Ei;bgD?u_t6~-cYMX+2G^*H
zjc%N92^qp!j3G4w{BrZ`BSJf2%`J2}Zy}|bfi<6scd?xt4i{-SkZC0C%*e#Xu`;z}
zmVLEkk0g929O~OKI*+f?KpTz_Xo3o@1vq2pL*n!JzOX}@uWr*0wx0(xifPxqnVGyO
zSAB|7&r9YvBDn%oIKo5DJH_+RG}tK3OYbZ;)C^K+hLi5?p4SW#m%Q7{F;_AJG)L*O
zQgI;S<1e8se{Bao4I1ueRB5nCMEKhgZxy^c#xvuhc6bN)(X@KJ;LoCGn>1(`RlfjR
zoXT*9?I8ZPL0O5<A%vebbx%fW(&rn<ODonyKd6T5VeS|C{G?8PXTIUjHssZcqHnik
zG-QWHOTjIo&r!YYw-eih!`AV0RGwBkPrsz$i8(vB#m@P&CH(t6#Wk5r^BZch2A<N~
z1H6**mqMgY+4IE1U{m=IgL+9^;PX;vI*0Y-wipHjdi^>zt;c69d<CAObHt!WRz3q2
zKBFGl1#72@FHVcnpL{T6CK|e|40?_=XH$_U)N{AbU?{DAXqkNCb9Ls+3)rOXiJ)2q
z=3hkCpGh}OA5E-SmDmm49cSjD&9Bu}&y{dgjg**^({!b%O@|~E?(>%>WmlD5*ZHi=
zY~{`n=nDglbYyiDID%Wn`D)!=9kXZKU4`>n*55Z<to6zOaNMW43cz0xe$viEXZM1e
zCLOE-@i(H}fGm8D1IpsSA<$o`yvhb7Ij{2Usi;nqUw-mb?jw3lMA?->;>C(v1~Qqd
z%ZOh0xq-kQ-r)}*N9FAGJUk0XEl~J4qm~rT-v8o~dESKJxa)>l=G-j4!77!&RI97-
z*WrO>wS+gx=4{}X<bhJ0*!dlYnU4>PSX)!LhiioMCO<!Km420OcKlUhPHtXpMe=-e
zv7c^iWXB!1YH(pN=M%oylAsFhBTntfFua3SkQ)f7sPnq!GXBb%#=mt;U-%o&>%a31
zjucM<QXdGGEba04GB)(f4~DEn?y8)+7v;QP*AuWea%_FsMJJZY*}Ngca18f@xG#W7
zXs*-h9pURO05+U^@?E)9OM}HWY0i2zUqTK1>4|lP5hu1Pt|PB@<mJW)XD6Ny{r79i
z26%bPa1Hs=qm<Yp2fCu1&@PEXX(Yz2W-JLR5e16_!fN|2*bmfh4aDPjG)^^D!o!SO
zx0B}2d72aI7)O~?q}Gp#uXyt$STpSO$*%!1)gUiSZmx#KqNCn^i!@#RSm8E75<YKN
z)$NK#?a%~VsgpcE>~ln>ebv{p_AvhI)SAzyj48(l6ffMrbhSc^DSpH4L7=2GK3nA{
zccgjq*+#O;5|n+t^Rlza9F;`d&|y&qy*Z^F1fP#3hFs($WN~Ijj*UA^_NnDt1}-s#
zG7z>dax`?N-Rf9SgPXTD!zSV4NzV4T?R@-0fYK+a{E<V#6E_G!r|09_2{(*`+L2u{
z1Q06b0O4{2@$Gn*d^5XPCs|A4_S7f%UynkHmC%H^7;Kp<UY2*o&4L`AR@^>Ib{daN
zzHqR0%K}+u|7V-qy<w`Y!fRCgS4`qt967Ja9$%;=7Hrga?aQA+B`yr<RMg5cSlyOu
zd3~0~^mgBLgaRl7ad8*=tcHm=&VF=ETurt2!|O@6`$sw_I%U2n+*aZ%TFbA~ODbbj
zaIWhbCbD4NYM0RXYI-i(74`O|$vGz$We6whbMH&3|Ak!D7F7kjV+1QrKEf*z%t)Lg
z`_tsAP}rll?*Ow3CbZ?-Gy#bStr#h!nlr9LeN=8Ntm4Gxzc(OsZle^ZQeS@Mi}?H3
zoozDA@Fi|j9<|Z|w{f8jnx}gGd>#D^Ta*DX5U%Q<0Hl9$=aQ;&rV*6C(zK`2F)~$T
z!he}r<P&o5fEQbRcP9CWn0v~2(uwaf(+Xm*(4G^UP+>PEa(<(_y6|St{lv{>Yn<eE
zF-&RdZp3PCOZNh~b^Qd4AY#84kM)Gyc=$menM=%1ad>~EB0VqrY+SkO(eri>=t#}F
zYK(WscXH<n(D=f=v4!#rw2tod=L*W?FPWL!yDs^F9(w`)r)IOOyYVl^XV;I8s~*Y1
z;Jh_0jDb?Ep7$(;u)6GWx?2P{d`Gf^Estzsl;1o_qhxc!4oMySh$gmp|7BfYJRmE^
zVvu5TqIa5IQA`i4KqEYhqkHxqw_khCM-yAg$o;=AdH9zC^{)i&e|2AZ)@?umbaf3i
d^zIKXG#ezKXG#A*5^8@(@cnN;L;CH@{{eOZwwC|^

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-33-Book Cover_ Deep Learning.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-33-Book Cover_ Deep Learning.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..f2f79e6c7182dff6796e6121259f7fd96df8fced
GIT binary patch
literal 21866
zcmbSy1yEc~x9t!JF2P-bySq(*;1=8=!QBSekl-!>g1gHE8Qk3o?(XhxZ@&M3bzj~4
zs_v6BHB)tF_UY->=k)Hq*V_Fy|F#bJASWd&1%QD80AQdmz}pf)0)Pk)j{yH35di@K
z2?-Gy6$cF!1qGE53mXH6l!%;+l!%0cf|`|%f|8kvgoK`tftj6yo12@QPC$g8Q<#;D
zoAaMWV33fIP*G3`(9j4tKazap{C_^)Isll6Fdi@{urQQ>cbG7+m@scW0CH$Q-^2Xt
z0Q}Db<{d2Ddw2vyBxDq*0ptVV9Skh&J2=?)@8RH}*1pi+0dSb_u|9H$!DFj@L!flR
z;S7k&L8KC|>cmx@IH%?^cK(5cjE7G^NJK+RN6)~>&BM#bFCZxKSyD<`MpjNuT|-k#
zTSwQ#)Xdz%(#jg-;_Bw^;pz1=Feo@AG%P$m;a6f(^6!+?+`RmP!lL4m((0O8NL_tH
zV^ddmPj6rUz~Ip2)bz~k-2B4g#^%=c&hFm+!QsW_)%DHo-TlMkKe%83u>Xby{roqu
z|AGq>it8O594s8dKe%AtxkKNum~ihua=>GWsUUoF!lvX5K*SM`%c<%_qT*6L$2E4I
zK*poy-k`bo2im`o{oeum@&ASFKY;x&T#EoySQzNdgT({@0e6bZYLJQR2Zu9Lj-}qH
zW1Kq9PbBDGar*c7F&m)Cm+_ZB{^v!{l7#1E`M{&(*C@FQCL3oNx&Zx|Be}F{?npH)
zi-w};XCMW!1IZg;3I7d%Ox*8BF10uplch}a2Iy*u$ATf7(cSftnLj$x*Qi07($y|j
z-E|X*c*Q<L$6LCc9e;81KQEDvy2d+jdjs4Zw0E^I%i-xie9sco<E>^2NZrwa7?u#X
za8?~1ZN3nO2RJX-r$jZrFqmJs#k@O>_XONr{(b|<U18;yODeBW&)jF28Zmxr;@!%e
zS&=3`A!k#=ms-qtHe{XH<B#50dR^eVSKGOeN_>Y9?~d&KVBVl-!(lxF`qd|PTRL~P
zt3!W1O0HKzP)}1z>oNnz{*$&T9kl)i(DA2u1JrwBT$gTb*8dFazs<9FZQXtYY})j>
zs>4gc&NfE;b{mixQ?ydXWymzG!o{x3nj3kPe#Hw3Y<L5NMO^)T$y9!&4ZhFX;1ND#
z1)i)z&)S@8vn)<6#*_R*UDecvlJQPqdGD7J?Xzdw7Se0_<{~T1?z1HPyT;E`4vHHe
z^#<PnJyRh)<H+%V_5`}ujQoE(us2|AmCjg+0ddjPJYNX%1bQ+&m3kH@(RM`(VbWDU
z`;Xko`{NzpD}|w+j%+caDgb|%O<LDgN$xhYD_98GjJhBa0)5#y8#>4mr);<oYhN0V
zaWtz+m-SN)#Pgh*nOA%y&S%nB74F93y*$zVV~e-$<2F2Hk$gY)zX%P!;_eVdr?Y`0
z$J}!7ZgxwX#q4=M=f%ivdn{DMja+~XFf7SL&W}(d`uqR6*M;PvenhDFC!-CwAKLG=
zLKR(lzW#yztEwm1Ppi!8FK47*Vi!lQpJnR3Y{)iINGP8Syd4d>E<@U6;Tb?-!t(M7
zZi!L)mC^kdMvu21cu<^u&dy{_kfQEpo~4^uIrjAB!Z5CY!h3L$M+E4m_n^u3ta0vR
zfl<-`yg8wJ17Pd(#jwgo;fruG4YKA_iX(wlCN&#F=5}{C<NyA1zt(=d0rnZ+0QYGB
zSgT52sC8b|&EH6w9Nc;W?^7RsdYoFzq`;bDVH6h@7g|>(9LAJT-G^<I7+D($I4FPY
zzb=#C62Tlqao&Rk9;Q7r?L|>uD&~2z1Ou=HDvy*^C?sAk!qxI~qr-U$_{_by+eFWg
zsl(VvOu(n)&x|!bO6R$*)6~x_+rTFlPsL|@gG<qGvHr*d!Mz2)5{2F28`DJgzn1V{
z$<{0?_bMZzH$~>Xu9!ie1nZmnm=+;V`<hN~DyfCeC*hwt{Z1!_%uR6hB)J!dURrwj
zmUi&TsAhdqr&(u2Wn8J{>=z3)trzFxKOm@YfGOY$0c3Ndi&fEEIwsTz?hq~=V+A@G
zy<jx&TEq0zE2qjy!(i?_=R@Vor&*1mVU})o3bw|Qpb4jgQS(9P&m;MnkRA2Nlm#UQ
zyhK9(P``Jz$AuzHnC58D9*;9ed`yhb9Y1_+lFEs7GmuF2)gHWIU8q_OWvQJ0{NQt;
ztkyn@rUj762vnenB3NP0e-j(yO5F*vlG4RmFSpBM<~WXxPlwewbGftp`DrORp?)^s
zfdgQIoiQTYQL^!ior0<4+KeA;7){HAUy~+af$;arS9ekSG)0FvGhLH;woy3RX0Eb!
zNl~1WT9x>zySUQ&u5*--1=cg-U=<Ryk+Wq?KXfvGrIWWfzwj_KOeiZA>@wPT^NM|9
z!2C)Yr#y=Ns-bax#<X)Od)sSwGSSOlM5Y<eT&;bgt~lVgh5iQ6o%_q2X_F<mQO~ix
zTdqAna`Ag70@LjVx4uxDK&cllK|J0omq9h&?_$Do-!zT?K`k|{$C;c#Ewit1Di`k}
z*J2mc*p^X}`Ya`r^KCk2$H3v<_L}8X`)X84HbX|@J31onxYA{g00Hj2!P1ZNPmi<0
zw-J=-;a3mkH^L8ep!6$Q+Z&P6lj=W-puvJCgk(_WOp%o>J{S9jm#_5>^)0qdPKoK7
zMZKHJxPOKARHgh{rE>d`4qpPXx4Ke6n|VpCCyLR_2ck99@>4U$%*)VB_N=kEIT55@
z&))e#+Gaa1P47Omzq<`b1wHvhcj~`#qjfo7wo@`O{*++Old%JlL7!wFtb1Ea)3K0v
z@?C_s%q^`rYl9@P@1nfi!pKwLsQzxYJa+Y?mOD1=3(b{z7<Q(P3B)K^q;_M{nM`(d
zuPO|;PUf>P=bLho=B9kht`aqEr@tmWsulE4@69I=n`~^yJc_dl$PR(&IMHtz60BKt
zwcr^9WZLM#Ey@s_sA=1<%bG_v^eJEQY!j`8(WPo?fW{4Na?V$V+X8HR8-?Bg*Id$&
zwjO!-+{!zVtWEg`Kfv@7sWAA3C~;l<Kv@Hr=snjn6%&%0^9HB{KJqZ_-2lROdL;#D
z2fLqX23E8qHF!Un8fytZ&V=H_7kkb(nbG}F^n{qq9|rFfXpnv!-_oj(Va}I=$JkMq
zp(44^)pdc+P!4?!m#DG8=-^(TeN6A*%J|hevvPU_YKyCKQe-Ncv1Olzy{pPqVn<B<
zYn1>)Q>~W4lI;1!O#)c{b<^o~yJ$|I3FNJrj!Na8RaU(ZUu(ZLxLU818#QM{$kK9p
zg`eaomCe{{2&0y=T3N<e3yvj|uX$XpS>?a3{Y44%jFUY`J=Zxq!*h)tJI?+gu-Qc2
zsJFyE<TlVM>7|uU<zB2YY=YZ(Ot~cy>t8+~nm(mi7sN5<`KXmt@X{NV&k4Vb94~gu
zU-sx9ntE#XT`$?~^`J-|ub@Sltdg|IH0HCQ`S0#+YQJ}RimZqc+{*FZsUx!Q19fa6
z-O>0!x1>4shJct1N=`2x7pVf?Cz2>V7ps?4kDV*g^V^cjY(6|>ry-I!Nytsq`qQc&
z`k_Y!;<v8qhqQ@c0iL<{E;P7**I8LoSZShSzk3mNCLyWUec2LrGR$%+WFC-UVmP)D
zsFjual&I|;zFi`=yq8H@pR?zr=UJ)!gJX`e$n<@ZXlP67iIEtnTMFG5FUJ9;CH=u0
zG)IM-ZaJKj&^@qzYHX9y!wPyX^<{Y9I!G5x@vaEsrt0A+#ha{QBuU64dCg?`yE=H~
zWy>H=<;Tq7w;S0jkoK0VWly0*OjFO^{2YU)y-yc`R#{!pUWt}c3p~lIYn=NA{^5|0
zw0K_XYLH89W8j}eDpAvD<kj&U1ggne7F#}rPlk?)uDq|fDjiZ}$2Pjd-J$Vlfp`^3
z9~tbuaEe9sv`5eHf-`s3;jsEkM9OB5uLq7#sDh+0rT4yA3W{rYk%o*&*(iB(HjpY>
zXf}oK#vP~@*<q&nQs!e}b`{gMVD~hot*nj=Eo09uwifkbRa?6MpbFtgR67fQSUlVs
zp`%DxZP_uHE*YJ_b^K)qKN072H!eWe>YhnJ?cp}}itq-=fjGuLk9d=No%wJPl955)
z00GdY!My39xoVS&iEQD5!`(+@2IdV=X!Or~*-s4ULl?2xXA9%>Gz3hq0k(#qQPi9|
z7%^DS^L}Ng{z)SIFoWE((qjUAyb=`XGhfb>_|0YhkYG+d$+lS^BYE1H3H}l-SwU_a
zd$y(YZ=!&;7q@9C3kqJ;ZfEdLQWG17o@c?+M)JcPhfQb!oFfK&b31}KH6LAdB5<rF
zQgtHVy?Bw&{4V&Iy>i=m?9(H1<7TUZm7rA^IyJ*%>cYf{CV~2&j?c^fWHuwB9}idE
zim2s4^^wTqC=zK})9ll&5O0yVo<lxmCywQw^zAG4Ree@2rLUi;Uv^8Y;YFAhBe66^
zQX`UhWisein~6&*6gl@RKctg4zv2d0u|NDiflY11h9x^!Mo9Nd<e^9v*ukgg9y`2+
zPgAJ*OwP6K=TT81xVY4Pi^BDF<Ylqg>a1P5I#nr8#D=&>uuNaS6uygM9r?1v@HACe
z*z|#NlCM%&CLjzgNklhW(H`NeY3yzTB%>(VYC~GrL}^kV3j?sO<-`86a5Ym}ckE@B
zREFr&<LFyfJn0&GD)VK_`385p$?o9Cj>ZzjxlPrSIg+!Z=eI0ys~u94eZPoc^=^#_
z{Nc@dH~N=z-%@%A2LE#-P&a770`jGs@eqxhQCqt<W?4(U)CN?ex-l)surww(<H@tH
zc1Ek{teXVpK>G<1c@L@=ya;@r|8}t2$T;__HVnBnMm(!$mL7e-wCI_J$UB{<kzDs`
z5Tad)PqB5Rq5BeWEDiCzD$+DiJlITFAuGcxDH<L6oc%;p%U00}cuX)<#w*?;)`gt7
z>MV$tosOI6t0hsUO=JcdFfi46VWikGp-s?=h>aT5)&0Ptq0ei8Z3Qj5bRpu&7a|Ck
z#!ao(Q(UpK;v}JA62fVL0~6B1lY2mQ5U2V1aHAFOkoI?_El*-5OQ|m4S~$`mleLv&
z9RSe9JdeFcSJMDJT|_9+bs;cGPN?qiT*P>J$!I9sCvdklL8}R9{vBPe9+>F47j`WB
z&FRBXrV>*OLg>pG(?aGb;vx%)a71$h&#H$h=EjlHJ^5>}O=K)dR-E#N!CdegU>nBn
z66OxN5>Xk6NgkSng;yOLVGod_-x#a_L2rOO)i$pnZ5hBeS#aCW`+_$B^_IpPpbq#b
zz_i!wHs6xTv``3!-MUatvdS~>+t^G)-iFoO);5D1C084!yVnr<ijGM5%p^{~DC1O{
z5YH5XkAM@S%od*%S?Ka-n}AwN{{``xY5Eys<34|K&w;(n9?|3W=y49l#PmXeOo1<(
zWV6+~ll^yX7-0w-t-qL|UUyd^CC4w98WF)8)8Z8_1uMC_Gvpzu(~9s-9*jV@#i;Ia
zS}?o2vGQraE95|3tAK=t-~>B3iL;e<nZ_nl)emujtZ4+A<8Av#u|H!}i|~~6zx*NJ
zGOUp_stPf&NZDMydXAxV2;jAKc3p~jI&a@nl{gn4BVD@?%J_-;wWA$s8qQ9Ci?b#H
z1RJyYnfw5vQ3$%Y*^~^G29mC755Cy&`v25S#wH}zNhdKOlX(LWT|Y9>uNO<MeC{gH
znZC~$XEORxXI&0oBdXUP5A2H*MOw&%e_c%9di@=90oKTc+;TsWoc<!07?JKAmZWK~
zqZ<c9?dn+kNV{#ZUuiixR3d-(11sF7)mwPzny~WT|Lu+FJ|J-_%IyEzA!L>ON~*Vm
zY@dST0%PMAJ8|RX28j~TDEGvVs13-`?<G>2@~lewm`wVpm1T{Ym&MEJmYIEnd+3i%
zjDP#-4KR-Vd^F73CaZ0+!?UX%9;HQ)X{TWwMMXd4PC{m-FjCTht&l3rK~=$Qv&%}b
zZjqol2^kJEo*K_oP7YX!u|8zptDnll8gOqv|2Y$Luf<FEq4+bYkbe~8&?WByx^Baf
zM4DP@T3d)|Q)KdYnN!bWLFBV%mc|PCDjM;*M62fI-2O2oMDW-1llFycNrV!(RL<U~
zK?BkmtQ}3dhFD6j`U0n>nS*Fr!kuM|*`~7FWjQw#ecBq7QC9VISKQq#VpryIX~YCZ
z{X=iwB;=u<b3X{|OZ+Kk_VLP$UYvrr#v)vKHinu;+ObpCO%d=obte*Eaa<L-k2Y`P
z3MKiAf<=0?P4-{gF3Y;3gXTAYI1fQ{t&;G9U%Hl90i?`o0$1&4bA2P&1R=C|C0~k$
zRr1hn4ZH6wM7J1t-TwxVrtx`kAiE<}i}8BI-uyb=ee%VBjvN}+ZPeji?ooaB^#E4{
zPMegR&;ORwz-=bNQ{fD#<G7#csG&Dr2j}$aR@b?HnUuryRmRQEon3(|KpVzRT<Myl
zrOkC(zP^0qR8#7%jUXiH8!OidUB3mZPq4g>8dC{_(zTd2BCJmFPm<+|f4=Bjvon=X
zv8uW?s@wJPEzTc1G9{q?D)pAA$6Jh{+*h43YiOD)zb>vUfP}5bZ)%0WELmwFBO$=D
zBwXXhIBcdx3Al22I#6Hq(j3PQm=S)%7_A{#H_5pb){-u<diT1!ddO5#!CKMHsQ5uu
zu8xlZ6_H|{yckz}t4lMPT^@T``Dv~8l#1}>zT53&v6VP)#3~UXoHqO-FKK2{mL`}d
z+A7f`!ix*_k0DYAfxz~6`iNfq&PtO6Wm$84kOZ95Xw)Flsj(~xiOHeNf!3K1$NR(8
zkIkw4XSi6dUy7VdPdWzpAET`jJTwWZQ)SL7zqx1ZNhzj8Hk~+fV!(mM9G#RuO&7PZ
z>7|HwTT#@;=G(ZoI8J`1R!#;>#8d*2b&Vo3*Tkxc0s#hT-l|~cb>=o>?8Y>5wq;|l
znPxVmz!`gmczM!D)xO!k45}5?xRD%N!k|8HSk3-GJ5_!-EiELL7Tya9`b9a<k3Z@V
zJE?_Wmr}X$@~-`{{Ot@LzUT;wvutJTxRW#ZY&b2Sd)`(WuR(*L`GwE++ROgd9~1v@
z&W;=eT)!NGHw;=ce<vj;<4al5q<U=0q5!!5d_V_~I@@pvlYS$rq)GGYL?yoD3SH(G
z5sZiT`(??SqSwcFr>UyV(o!EvqM)ryZ(&@Lxc;+)hZG#PEgjB)ygba+NuILHDABlq
zE?39(bDm^7bEd*GyLE3t`_NsMr&&(Z45=YxfGV*cu<o>2Mvkack)PzKuZ&inOC3*x
z>>QW<rI8}8D_WY{63?BB*++{d+>quOYp9H8ON=5GYg6DBuHT_0+m~_rl|6~{0*z&L
z6H_3Q=l3@_F@p82-Jzzq$%@epV#0~I-7JI?gdZ^QR<QB>hlm6(Ae}oy%p^Oh_wvJW
zI92*D)!VihRI)pfCIo=et$@DwL?~+I!Rna=yOBH8Uxs``i&AY>@;Rtw*h6#Fy<n7h
zXfmxXxc!S3pwS%EU5%U>qa^}W3`;K1VOa~zy*=rG8J<UrC=p3pJ4)?A9v)%3Eit^+
zFIyHo%m_PZ)2OK-R#Bj5>FkQ5w6Ec^B$-ayXCzS{X_Wuua_!>i7=Y5rltG#mn~6Ic
z$~@LniZ<B<IbVcQ_sh96zkft|OdW!#*GfwYRF4Ii{3w^E4lt}R&os=apJ2+I;0Dt2
zBuSz~d+sw8M#j|0l{&w>skofyFJiDC7kftRYqxdq?`nAY#2pxL7qik)S@|mSle0PN
zPOAbm$0vO}HoH%WIB)Ab|2UTtnZMRH_ADYviZ1v#=0aR)hUtxcMc!4lJzo*T60kfc
zR<>wv_plv#wc7X~MUX=-Hx!tlOO|ggqmltb>eTBh$gJvbD%MTj3XPkIMkcSrOe5tT
zd5gZZwd)?&9<WUI@u<Xd!iyF*(QDK$tMIHfUI~tec4WaEenQP!@!y{YBSoKgc>u@_
zZ_fNgzqTPyBON@oL&=#9{JMUJ6nwbbW1D@Op+#B`4_!w46HEQ{+5^jtu&Ynwq8T;~
zlP)!$)X3d;mMwDvIaXlDx`833&X`JHrs?wXIYo#HEnJ{!jF>(vxIQ7$?eDcG9vM?x
zzHVC{UQlk!PvlM~qNiE^uBF{+?olOoyPj2NUq6jXlzy-2)PkkH>Ib)p^E?sXqsn_`
zvGdcs+HGGj_!-8gI<aw5sv(lCszYFSGeO$d-{;mYC{lEr#`ACimb^l>Y1+)xlLE$x
zB#0p42aKW9ed=uLsz4^M>tIwp+Z;hLu*R+>G2+{N@kBu8=-h*rwdKQXiY9T`<}|f5
z^1u}wHFoD^=hjlpY@T<R<WwJ?V!N$MyJH8jG$}}z$ppE<|Mwrq2f7lJ`UllCep%|D
zBR|x}FJNL0B>$EVF_p?3e9%tzDIwI)gfW)h=@sWedVT}c+Ug^oA2eKqAzz$nt|^4`
zrwvKFt<!U2*22d9Tq4X}Q;1>-1erGK^AfxPJnFBY6Vc4(fm-o%tSNFCAuDkpakMPy
zC4cssK)_aCuW2%BPkav^0mAvHrQ$c#D^GAsI^dHn?9aG3MM1k}K#`|PL(oc}o&c~U
zcb|DE)@a#IMz~?5r&v|C57~b2vPi6SkUQ>A*k@)H+3^t+R!LnuLHNBr%`Mc5AM70c
z8!BRj)b4g45sVWrr#U*h)=gEib)|xER8+OUSZ4o4z}*TYGi8f*`v4T&qOAR(T|0@<
zIzHQchO?B`JghA(UIbK_rCCj%8mOX-VL|ZMz2H!J+0J*K4&hE2lC~o4Hk-!sE&V&e
zyhPk}HIIB~=kghL`i=^s?QuQ)ek3w2#My>maz`uSPhN<Fsj;qQ-8N%Co-aI8Zq-C~
zofvg!BWaA74z@?>*nFIQcKuydYJcO!=X$IlwvTk#eeW^LB!#5a+LDkBlvXz{3Hs4m
zqBFifBBzcya3cMF1GqI3u%h=a_tRzR?w9W@S#Z1ojGHY-c?GMsCwJeUC)%5O!t=2&
z`j$rYl}@7nkQ7im()(k;e94V1*$C?Fm($@k5>+@a7MkS`B2=|PPn@nCV^gh7+FV>4
z6rbF(f3Ns$BlM)o$u~H;SgEV2Q8M#)+Lw1XW7b~PTsUi2{;oFNRuU5P1+>?aEV>t8
z2x4#68D|R<&7wF-drtR&DV1&{icY&9_<{6ym1)WiAQQ6j<^l4QqTn<QB7>;1W-+ST
zi<OpSL)7+Q8gsYHbA0e)FVC)*doT@+;_^?zP44Zi3a{OE?9p6(sVvWMlh;Swv_h*t
z^F1`l@4t`fLA-TBgnH;D4;*GP-LR^QB=6cEaBC|l*JSJYK-uUBL+wxs_GlI%;^u(4
z_P~wrY{xL8<CsZWYc4m*0;WF^gD&%Cr|si({xtPf%V_hZKl)68sJ2?IvNCK?hIQK{
z_-5O=z5)c|5-yje%K=;7Qx*vG6#sk!0JEMb=fX##WnXsB`dZ7@Lzy-zq}`ui{f{H`
zHeR{F!r|H$Me1I@I4Xt#7oCzgUts?0TP!ymFxviIq-#K$@i%$KHv|2p`7%NRyt7x_
zno0xT)Hy~!lMXOfOU8DqdEBt+Mdr-<u6DAL61#4iT5drZ^WiIHOKj-L8^9Hl#H0dL
zc`5f)n6jLC4AQMXNc)`PRSDA0-J!9|BjmZNs!#>D(t!#&ei>xTx5j?ck$c3HweItV
ztlJsM)!XFAySNX$>iZ6EHYxJS|EYnAr{a18cs6O7!7crrnZ32X;rm!ym+1=6zYt^3
zR9FXb`OZ9oO$BF>T5&st^|h(^TID;iucp#9)MRjMYq<)n$)c*;s?1nm#-P8isVC$t
z&U#mRWgvGpl*QKml_~iR5E%c#gYLY9<yitQ9&tyFlH;rs8lzZE*WX+Tezc<8nW>6a
zm1V=pc%0)XUmz&J3K}OEIFxjYs2>{nEQ_><P+Y3zrm~!)Sacx8gfP-tAQGL*vrL-r
zq&a+9w|veq-s<w`9QY^f(?Qm*b=VYIO+#ll=4?^*s-61!%kIhR1Xu_K|3ud}dNC0v
zx7;h^ic)9b^23L(@qW22Q$4HPpA;cEEB~bV4Hv!{y>EaZu$>)^_FgQ7mhmTY!Gx(L
zo~^ZWFi)YIds{8D6wI*GqZT-2lU}WdekO}Gs|-&~?x&Kg;mF7gq`J<Ih;RJk$>W@W
zr^_yX0I2KgVa|lD+rUr@)xq|D-Fa<8AH9IM)8)M8-2~T1sv`Id5<_xKkBP)%UmP1X
z6~Dn_woDAT_1V6-EfN3jSXsLQ!%)h&=RPu3UL}r9vFl3hA&IZyDI`r-OX1h&aW9*V
zTNeDu!c>NqC%_Hs`{CCg-ERPxEvUX>3B^&i#rBAT@r)1y)zm6^vrsvg75;P+4>F}Q
zQf?<4zxP_MI`(nrZqD$3W-%i4|Eul4F6{rTNPZ6Sf%30n-`)V<FWvwbJmbsv?s_$W
zqo8~vi4TNqG|d1YiKZQ^c1)^#$%22^%ti9c`;b>yXhzX9@diNA>NC2=BfrNW|3^Qv
z!+9{7*B@{EKifI?{{e~aLI3zaH6Z<;y5>}?GECMv%KCpWbFQ(vOS-KxP_z<uyYeqf
z-1=y=??nWbX7)yaqD}r!P5y6a`zHRe<2rTaGs5&y^Ny*t7Q2|b<A~XYq`uP6QrnHX
zCcFXk=bo7;!-ur3Io*G$`2{i7=+fF|;T}l=nOC0MGIgP2FM%J*!>?WI4x=|Wtp5gJ
z9LcTGCgEI6eTtp2j?kcWh#|5$1mNevW?!m3GrR%LGdx03Q7&R0x3f0%FUy4NB$-#g
zo5$Bi6GgiHcnWp?m9fNU)F*hI<#nG96`y#Z>T&ri)lB}_QTg`Q=ZII_WJwG($(O`C
z#P*l^V*l~}S3zJ`%t?iWz>_raH0Hb%NBu=L<dUtSK!7Es)nQBdgKoAqcnC^MDojHa
z;pA8BaV!hqBKgC6U{~W1;|#KujwEae-Sh!*e<szppMHpULBOu2QH&m<jIkKF>al_)
zH<>8u3v%nr$Fml`Hvk2S1C+H1v^EoupG)-Z?aRMyJZl0!|1^6B{;srdQq+1Ct9~UP
z(c&{ozp!{Z_U~#JAX`PbcbI0{Q#3uD0Xr>v0-@}VB+<jT`nMN|4+i-GmjAv~GP;ke
zs8Pw`#!6*#ianpB*L2bY^1@Bgp!G2y9d}h8<wgT-+Y;Oxz$=<$mgU>ZbBLDW`PHlR
z3-K#7A(qe|by>pzZf9Gr-CVq&d0j4Kagk2UctmXCwP*W?O&iPChy?NxE9QU4WeAAn
zA9$QK>UlvP>Q=3qxo+rj6D${X&W(I;kJNDz+X1DfFHoQjTfDYmT;k4pEYfCewEr*$
z9_4FjjOTm-cIDY{>&+gd(<X03fpi1*rd)>8e#fpi(G6#P^3M9ElOVy;GLAY?>zu>5
zzx7@@2ls@GZPLfU#J#|36}t}ViIoG~YSD3IX+4>_#>M8QXZ-Q*-AL6olSAOn;RFMj
zXr}!NIJL<;jDy%6g=fi;Jbr8`yiP>OG<z#H2mat1dJLG3@yaW*a(`?c);qY3Umhvd
z&zFzKaRnBG%@c(kMQQup(F!K_!yNx0b_d|c-O1aHKcf^{*9UXo*S1Hej#e}Ug?5~l
zBEY)!_3v8lp-X~>6S@|!Q<ZOXt@sqp>fO_^quSaU?hbTt4@L1W`YN0*c<c%rK}E}B
zvzv3k<|t1@92bI)7n|^l=rpo~Ei}y`TofF4R26ASwJVr=SoO5l6c#1}QvXOOpO@ev
z0d*~Z6+H{QEdDu<zyJ3+s2$zqw`&%Ow%#&@hY1T;$^Memr{@bf)`^B~FcabE2HOYL
z<d^(Kk@=dX_L0l+m79Kj?^(aBBE!Ra@x`uLo0Ne8nb@j+@MLR|f-(tTPf<%Vq{#r!
zDwB$spQBtjNC<Q-!Zhm2<SQ?Eaa!_iW49sNL^!smZei_D`U$~aA&?O#4S|?2wLaLj
z6`ealZOWb{4;18X^eamtnoA>l(iJ5Qi7mS(RbD%tYN#wxlfOgsIcBWYUvX0Sb30m#
ztkq^gT*voOyS))=NAZMdENKeY8=kE5wJ!!t8||U4@L@E(HJ-)MoP0qB?Uf9mW{f!f
ztNQc0X43s?JH~DO2Xf2HI-f4#Eho}otBHH%9;^ckRYl6<g`l<F2Or!U*b=gvRUful
z2*w8=@ys*zMm{cL1cg6<_p3z&q>bEXu=m|s)33CU*52hP3uiMiTjkTOFGyeVviksq
zJ0Ix_omOF|Z$y}Ser(B30c-6QnA@a~gp@d?1l`Kpk6+}q+S-#)2+3q3MjhkmFj3RD
z-QKk#bl^=aJeyCS<bJ8@x>Ly}{qBRDwqd2R<$!heWpH~)M_F9Bvlm^nnJDTw2I!A;
z|3ifBN%1-Y0=+|{9M?wruKlg1k~j%NagxNcRI#PuoU+&NT8%cq;Wxex{rH-TQQOIQ
zbB+Uj2m+t`IBMMp21>KgxsPnvKHMj0cyw3B;1uGDMC)Y@$~;@{THoO_x>fa!u8(8s
zjlyy6*GJIw`4n7UHN#Rnt&wb2nMG|RZYIjfL~8uHfpe7f8t+=eJ0fb2EUKFZQ#Xct
zWPYh830*cxyk3tBFf=JAIZ6$<X@vT7aqcPi8f>{aNk;nI;@HZkZvRU_-M>{EsRp9|
z<l!u;zAWFZ{D(g?pe=)XzXgAcU8XefD1Xh%EpWpqJ;wX}GvDDyFje#9Nx?L${9-T*
zll##i*nnqu&MSOjMPKM7<}T{{Pv+&v+e-ataLun*=@Rj#Jh!3QOw7925N{CjV-03j
zSK}I?)$O8vo&#?2gMv`nQG(`~uq?=lgQl){oigia^$(9toU5=y%zEeZ(edTNn0AnB
zLCT)FN3ZVB@JsrC`9eAPs5gKS`QJG%O_vk#J-KO$_L_v@hM;<>djy1in**Yzs;iQP
z<r87~jVQeya%@*28zzD9LC{Dq;%9x-D*NAM<k&pT+K>z?>8WLT_%NazigSIFm=5}9
zkaqGKmatB-UM<$)B_(_3rHTpN1uV}{dP2OjqFltGTKv8jxR-V&f125Kly>*}z&)v0
zqhkAOPU9hh!VjSC&hy7I1FKchiBpJYC403k?M@nFWdZ2Qg=DwXGE?9JKcvEMxX7A0
z={b%#w+TE&u~~iNYyJi>Y_~a)TOW7qV7<(C6huXqW1U4{v3G3~uD>8l+#=qVy<w|a
zmNTp87<kgrOGovxAh<1SN6g$*4h0d{C04%A58qXlH^n6o*n@o2ewMi~%rdQuJuEjC
zgZK>0EJzp1jM_g_Hl|)}vh>dM1k3K$C2oUeepkm^aZelcr8;X;o`ZvK_+OcsRTqcC
zEL^T+KdRMRQkRUk6FkoGY}tv6sP&~nmYIp@8W<x5*^PdYPuB8agp$$W-Ra8AP~+vS
zisCpd#d9<h9_UA@tF<n0TF*)s-&aoVo^1dFlNMKX7Mx|mP%tmE<a+O&sGBfiT=u3Z
zk`{%c&f!y#-)Vn!z3X_k4$iv3=p{1DdLNZpu(Q<BY@*D7jxZgbQ+W^8xuA=CDf8TW
zfct$O-VBPohE@!zxcym9Jhk;GUF&&N4tFSjohV7PTF7Rg4iv;r>=Qhfw14KoC!c?1
zp3Yult;cQqX#S877fc;_l^*b*CE{?w)jK<DW1CuotMYxEhzsWRf{-Vwz#~Fqf=7DV
zmUWdW1?h?y5HdJ8AWUYtW2Y^Uc<MzS@Nt^Fqm6T#&1V-MZ={U6Cw`mi^k}ZQ)DP<o
z5HGSh{<sf}pW|_bhO5|ytxL)!Tqwl~SaeCvZY0|<(Sn)MJjqtzLrp=E)dUBp>Y?LZ
z%UjsyB4<uPWc_lVf#X*c|A7;>7f;}8AVhwn{yC9Y`ED1wsOUCE;Tuf*i1;{g564hC
z2Xih-_!PlKOaCdfYHGcWE2S+k<4bf43UB-C6f3rVv0Bo5D3=&7!qjPWsqYGYJn@7I
zN@#T57!Rbv%Fu`H%74Gp(AR9!Ku>9oZr0Ae&S-3GQoc$_KD{2!q=GhiQ&CH*wW+15
z@v^8%wYsiXC_q3&nq<<+wt%|a6$llBx3i_80VB<;M%DSN<*AS4<_p>~b!xamRl;(x
zQ_Nt^y;i#A<LK+pVw4kJf7)$^FHaJVUgwro2^x*FqEkgEVLWIj?7WBadnFVYeIdll
za++29?MTl8Wmc~|4VkxnHXbKA9xM6c*;Nz(48On&LkFlw8nAx@ytbJ_ha<{s?mGmC
zV@)*j*dAulWWc8k0X2C%LzbPEVCeu?uRL3KYQBY+P}F<*(4{zK6tkTRNiXrkge0!%
zd-ql1H$d$B`e%%P<b{qo-;MSMfS!NHKT@2UNO<sG+hIFYcRqhLZfu&nFn9yp8U<IL
zq54@Q*X)dOC9BL`fH^`oKcqU)TSY=cGPmclt5cdzEpT|`LEnL-pY5$9<e<}8_Rwvw
zzylmw8E&|OJvaIlD0r>&to!E}ekAEzyzp37fhTQ^(CT4LbtHrHr|ZE=+l2S3xYUPC
zluo~YFVNQrbJ#<9*F*J6@9^s4*vNX81A~x2KQh@ZJ5leQ>7>6BYzcq5+l67%x4q^T
zzOfLMWGdGtDq?m_7`8*hXj-F3jH1_fS+9&S_bQyw0rLf(<3Q6MjiV=-I}8if{#cd&
z)=u5~|IJL}gid>!Td3Q;a2e9tDV{d{&e1Dc8sZi6OrPSvFPe3a?0;Vh-1s~UO~J0;
z03B*?fL@goO0qHOIHB5j?r7%`S-R;|JFhpue|rJdvPgO}nV97NryWK|$$xZ4B;Pxv
zCfQ_w9<11UFXV1hEN$OZI!OG{{a5Grmg}eGS#&5NQro5Vq+{kc^s&$X;*=@XGnfp^
z@fYOUOpr^Kw_X65N#)vyg!!pzI&d@Rb;QlLszzotys=b!5#z+qoF!i+x6b7JcpH{E
zm-&{8?y_Q3Xyd-!u6?mIQtHzsDC^lPrt)uVV><@}?Qt|?<$)LEHNvO9$#r;XnVv#$
zE9X$4^4N#g?Wt*q+{7W~B{hY-D`h)v_;ngK^LFnI5MK5;Lsu}oW4X%{L*x-*Q1`@}
zQ!39)y7dK9?+^#|mFK5n?ivEMj6zIBZZRQnADYRAS6aUTI%Q3o1ylc!KBxQZDq~9t
zRViJ}O4CW&7KUI)vk5?}o%~<CV(%Tl+O?`>-EzEG`?X3uv~vNiu#ub3(4ceh-O|5`
zL5OzKx=)K<Jl+6p{*O0{mV$bcxl2W<=zO4<+bD9~0v5{QAelO^m>zScbrIPR2c|cG
zRDs7>0&<GN=z#Dm?(rJtulny08q$$}szv&bL)jZi=n0;g21amqE=j#w67h3DU+7Tx
zO2Itc`f?I~RFX~NZQ9!v|AvseX?Iql@3O6uS2%r(51L|>U#vHdFvXHLD_izMNWV8x
z*#jQ@Lv4i#!vrHf+bp#qel|Yu%N22ueFOC4wF(O-WJEDcIk}6xdjn`grYgVI|5mzE
zB8>YOl+UkknvuQk(|uL86a-p?KzjQlxRZiCzarT<HOc%Xd7khoqKNhvWlEB6i?Hok
zHD~ykpi1Wn(>ode>6F+0pl{i&*Nd0O_Bx|0JN^+7oKtNs>N0Ri(GSP)1?r0ekgt;D
zhoPxs$dbEMf+7NIgF_vMT8u$!jEQo*EX$2mWj>^-q2+U{{P#`809{ke>sN9%gq=OW
z#1Kh;uClj-ZKc_-cU83o(ku|K*t~=o2i@QN6qtYKl030ql63NA7rzx9s^|`3eR3wI
z$ES|F+#@{Ebd@N!oqlew^KBk#TC4XHj-k5qIJv9aBH43qCCS|tVR990d9*b9)0(Ju
zf+Y!`9ZW3E$^M($>9pG`n5J<{s4efW6}PH8GJS4rS2%t4yV%LUmaqvIL8Bw`IPADz
z4&?<zZ+6}5W}Rwe-5p6|=s;in433KLb3oKy8G-VS6J_E(#iX8K+Gzl1yai3`QD=|N
zrs)p|gEJjS^GIdt!#XUhAb=erdDG=5gGp&5Nis|Q{SDxgm0kE5NjRPU(8h8qTsrlD
z%IKt;q!Dy8>PkjD?PnI1g(^t2;WI^Lk{kV9vog)K>hBLNs{(#Y2|1#?rIYkg<lzpx
zd@K<g-JvxvByH!eKf+85ty7?B3&P5(+ojHZKu6_}+{La?$<y%fJs-sqmKJy#egZJ<
zEURgA?0Uv`Xu09vXK8GO5p9y_-(b=9pC;JRXil>Ud;Awz_EN&A3Wp;5O~1p~(b<&+
z?utHhxN*(Tx^^dUIDnq_<&FoLswee_FgPQ<Q%_wOBrIpQ8|Ze=prjq|qVi-j7~==G
zki$LxYoLvnlNL`Asj~Kc#LsmR8SI#wf6ay*BRVDhbN$!E<5l5^v2(L$zd|;s__I~R
z&lNiL-h@~tkNCo9Al)7kfBB-5f04p%*WQb-T;R+`loqTR<2dHQ&$FtXJ8acYMXWpp
zaaPqa`QoT&r5}EID4)b9^e0Zq%{QFQ#J2lme&izw(areJ^KwzLb`9U|6VGv|mNWYE
z0B<x6S}YC>0G5C?@6EhPPs3dPE|p_e^v!6HABWGeln7{PwZ<q_pzHd~3NE!ujrDHo
zm4$9{@y_3++Y7*wr;ul88Gz*CbvEUXKr~G?a?Sk%I2&Qtoks^cqO4P{1`5&+<|s=9
zV>?)(7Zhd`_0H_XG5QuuoL60sk>`Sxp9#`-clwA&5=mihKRWs{?UzU6E!5zLvlLA6
zh=}3HzfXTvFsB_)mn#HZ)1<Q)hG@vZeK@SJv2qvaaSW?J-GhY-80SBjt!l4=ptKTe
zO9u<tq?OGy2M~4x)P~JarOTwp7@1!9G-p^>L0>7J)Ez%R6>743I-fCf%u!rKubXGY
z8f3ufo+bdZcGi~o7N%PoVtv8|6ZZMJ(cI<CCGr2-dyJGe2g{+x`&0N+>6hJ`sPfhw
z#!0pjY#SH!k+w}IycZoQmEKaGcJU6g=V6gL9dnHDvQW@R{d9z+!1;5Wu#@nqFM^_(
zZ|6cYg5=9UeU(i77|V2z1Yp}DtE<+I?ZhE4c-G~&)DB6`0IFd4=JgAmYAT9|{BdZS
z?r75cShINUuX-W^YaQ3R`z=CduEzCF^28FBW}~$j6d(esT|)Bi^jIOkU#Xwcc=vO|
zCEw$ye0mQbF7b&>`N9t4HYtmJKNiZnt!Zr6$Lx;HcY?p(=Xs(ELL#{$^FGPm5?7^O
zzDP(SE7ZlbU^ZI`Z%uoJpL4KCW73Xm{B`aYm+3OQ%{T7-M1uS$F4#Cfw)+Q~UU(0m
zu|M*JX87_Y<Cl1@JOoEvNP%w46@5QKrKB=^*zS5MJ5cVxMTE$-F^U&89#B|X(oB^$
z&mhD#DNOj4rPkxVPdl}_Y{l7FV(O<>MXmv#f`+iIz8}wMT^?MreY|u2Wsg(pnOmf~
zB8_F=K=~BQXxr2<__9)2d#aBx)+g$b=#*v>*4W#P|LF3PiS=~gmzn9&Vq=+F<G3ce
z%;g}Z$1WW~KknxxR#~=$69cmLB4Jhots)iudCpUQSki`a6HqEcNUV_QYvQ6MN5h0&
z-`W|Jvunh0Q@i4Peb?-Zr7kFpkhKYA;47@^M{MNoM1cKV%w%ZOX7-`Q{uejkEEez%
zc5TQm>H^OxGzozBBRl-b{|0~-Z{?}BAQR{yQkW90;U#z_MA$5Wm1i>E0Kt3M@UW+3
zh}WfLG?T<9^31jxNDm#Ni8fsnT!}Z8KQ(Lc@iyAqc(W=zxiodj3Ux$v3Li5ytSt7H
z9hMpi&P8nI+sLiG%+vDqyFvaout-g^j78_s-!l_C*7OQf?6EkmOsp{+boU%g7zoh)
z+_&cxQKpgwZXMo}Xt0^DRQi(m$mRqjlpm~nrTv1|Oex>X)?&`-PKC@K0Q=fBo3lpD
zqA-RSSn>B%_H&yxS#E_7prwb_Twb2!>d-wt%Gu~myJ^tn&FYmq>-?98H}H~l3aY*s
zIlTd*e2V_CccZG4TZn!o*qbdeZV642x6Ajn7M9P!jH|Gke*=J_dsv7t!nm=JGc1$@
zj_uW+ZFcsj?EZ|KC?E}*bNgD|3eKVT7M!&=JjQy&hyh^A4?57hc7S~`&~B1Hq8+T=
z<790aF~@6fc#uJeO^BtvL~EZ2hd=&UbT}0)g(@{^V!$insrGY*e_eC^zpkMZ!rjU)
z3?4jEKEkLPy9}kXcfTXo@rNRUhRhC%&_MN{z8T%ix-eTj*(g1}lt9NrS!J<e>x0To
z^88|^B;necztaujg>pzgg25EROKbltHwKP}&-EPl)OEA+1vuWGYIzHn8Y%Mc1+N~-
z5xtUrOMj`4{){cyN1~7?ai?{}-`vzK_|t~c={--+{NZ~Eon`DGAeFns$%%F|Z+d3!
zK|XbU_s6Q>$MDVaM9rl`ui9d7M#jwB=cp1hcv~3_>ep9(YY18H?e8l}g5wpj@`i1_
zV%~&c!`G}A>(mLOktcrR>>I=OWQY?#O}oT+nK*mmVw0edol`m>AA6tauMdh9&B>I(
z2xn}}vsX*M%%oY<%q*gMAix5l)jKh$#S8CyEErWv`)MvOI1p=(-zjq}-M6<<xu>ae
z>eg}%06Sh%DL%W$r}!Z*3?&mnTjRx7Tj>Xy5(%jQdD-0yPJbl{9-x~GkFnfS-5Z%J
zT@p+KVy)=NeM0RZabzm0p5tCo5!dhC8SxH?oJ-cXW-@~o$;#-+xjtLJB-LJhqS5}O
zkd7ysaU?V5<W?7`)<=_P;acuty!54>7D=OKil@Wy-gvi9oNPhISA4h5)<=!X6mfei
zGN9L{zp|gdn{)5)R3fg5A%Z%Mcx5vQx0j0fF1JxvQ!8s1_f)PS|F{E4bwz(MT0uxV
zGh1VcCCgOFX|CjsTcz+JwQ7b4^GEBbayaww`JM*DT?mv{%ZqQJQ)(fhzBu;|ziSVp
zH@){SrT?F0&t1pd2lg`bfiTP06&!Yk{phsGwdJkAk&|aaL_4)@0rC7f13~&aS1Qmu
z8FD2XuFh0}s<5J1pYid(nia=>U+Hr9!msuVRQaw%e9#GdD@{VDH)38zP1WLJ5h@&;
zvKy0h2!BOhT;m>cQoG|{zVml0fk+#R_{$AWw{S5Zw2@ZMKVs`Af)K^QHKL`_jO=$h
zJAO*D<6iMjVff$`@}VX@Fq&am`V!|;YLKvy-^o)$%`v=9DSxViUPfGokmZ;MdKXw{
ze$a{Wdts9|8<O?=pNcqg8N>9rle!*$1bsLkslSCDDQ<qN{(6D4F}sINn?NP~^lL2|
zQEk*z80(<`)lBACifP`ih2d+zJ4e-7!whsMl?3-wtngBxkIOQrO)h4{LW=Nex=Z}u
z^IJ$V!R0*i4|yxK*rFH}!}B$a+F1e}bze@#+AP$Qv=@U3-1=&o-Fay0Oon$6mP|@M
zS>~yLp(N?8xYs3>wi~_!>$O>(e=l3i<a3n+`&5+hFx><a_h_L}^qd)IkF+4mt>ldR
z00%PYc>|!IvUolTS7R;<&Y)BfolawM-=ZBwPC8nVx-h9iekJg4m>;{dfAl>V!Q<(`
z&GRSi@~I#$Ih84|8waiCq{>R6tb8^LTUP$W5SKAndv|bCK>hV<Hnp|S^N@jr)BcXS
zJ}&R;(ToSxw3p^iV7P-_H3}0yvb4&H_C%MV8N<Zmod5bbI%ITlWXRbmMv@E?WUtj2
z<cf<jZ0b&iHKDrXx*c)F<&&7R>8rt#yEuBMMO)h;ug%G?POR=dm*r9Fnt3Q0_o{!1
zpr$KV#4Mn4NpN_oSd%ovqt)V0krBdQDro64b5bPG5sPj$r$+6$_#I}7M+zm3y8Zj<
z!{=~EQHXlN@;Rg2K^{m?99nv8p)u$wkMUOxV$(BKfi+1BC|;C#@z<?#8^$Yg^`u(~
zjBUKBBvxs&X-+ckCp@&N|Fs^dzdgzN2C!D74p6AnT8Xl?YRVr@boxc!d!S!S0U+3h
zc}Q)%jSuVG`*U5n$Xy<l>Xf+Y9&6oBAwjEbdt3Qa(cK1dOqr(rn#xcGcdD<2Z*;X4
zTdalCGHG=DBlKG>)r>k35?01Xg&QE=lE_{#>&ceE$g4K&+@9`EZ5E2O4Uw#yI_3m|
z^(l`OQ<0p6oiOM=yi-Su&`K6IVX?)>S;@+iY=?;Ca*w$et5}8T#PGWYnudZGh@HT0
zo@~Z`b(f(smU_tPnL=H6BY*;PWCx!n47Xdg<(rfeDf<12B2`L#*q2jgcd`z2#*W6t
z4kpw`q6+3Z=6ssY{yOWlaX9%vlLxI4_4G#Y^r_13Od6UK;e)}itWR9xUD3|PpYHf^
z$1`NR5|E4c(xHNcsiC=Z{}hCJSGVwyRBn+vWH-fWKaV?JG|R4Ao;ng3q<pU>M0zrM
zfLVsCY+X@i9d{7>d$W7lBw+!XS<gr*4$U&CIJnvC--i>6f7Z0r`(u)z4Z0uJu;M+|
z^B8}=Qc2xLdp_M6hHeevvF`JS$V2)F$j4eoNRh@2Z~H}bYY+D08lB1x&4IQ3&R6tD
z<CIBLJ$D(3BZ2OOy(+<ks+t^i%Vf&7YD0aeZj5Ji!stjhy<QGTxK-mf^A$JJ68Pcv
z9YZS?FDVE&WwM)tUBPj%Y(Bh9zdwk*!~c~+at(L6_F`Rre8-A=DYjqMQEn!#;#Fg*
zk*8tEA%ZuoT{oRK;ttO>g%yc07BR{<uC~jpAmS9hM@CaUnTPN*GIgwa?zBSevVc>H
z7&X!vudym21F<m0Wxb$+^EPii&IPG1&4zp()a#@R4uqiK3!NYtoiXt2*DXGCtqWkb
z=N#yw`2@4AqD^FO#Ti=MMs77OplVoJ-bjb=rg7E@Cyh@AO`3bYD_4@e#ytUAOr7FX
z=i41RX)>4FC8_L4koh`EjI4bY{M|F#pXFh*akFzW;=F8*;wm5%LU&+TWo2fQuUpaD
z1aO*b%+-U`1(qZ2@*fMO_7Vk-GCmx3>FB|koQAtNp_k8Tdb$>=*7sJ`J8op7itfX`
zinoCD+O2Mo7K~t>NRV%d8wRQ!1t08U`gykak^<$nNVb14O_iKZt62Pu2$~u5+Eg8l
zNeR2*DJq=DO`>%QHYb);gij%DcryEYaECoT^Fl(Lw#A)})&X-c>L$LZ{V;Up>=RnH
zX?2Geh7MyqdTJBnLR?SwqY2GT`MU0USrT-W$zORdb%{szbobu)OV!q7z7$-tL(`8O
zLd>93D;is=s_5s`>u<zVetP@-O4<oo1zs`1=srT0%8qM~m|$7~IIVII+pX@~pA&lj
zXiEHdEY$hl<Y8tXJp2wNCfxk@jaw#_KZH@!hcF6Wg`c!hE6uLLOz)`u5C+ex<8BJN
z{xwDt04I*>|EfKCwOHQy6IoIREpZ~N-&iVa&hjosh%_$0k5h=;qA-c}ON`q<39?cV
zt5Ebgi{J2Nx9Lr&!v(Xa+v#5|4a=VBXO!nnyOdrGZ9kv-CE6bz+UOu^j#!kYejg;s
z=j|YP)S}j_D?ZkwmFgFH&+Nq0ljoppBp1)58T<8IC^cnACV4of2&5z6qL<pEbDGpO
zpHF^-LEOsptKEbvaqS9S_J*g#mmgU>Gkum&Es5EgV2@`hD1>nrSEsm)wZP0xig88y
zNcWMawtCEhnwnuIO3cn=Z@6&)Q4pfv(0IkG+j%J-QdHqfYnW!;Ke|g0+I7dWX5bmv
z`vLJgl(Va}E^Z56<m}ka%sTPEDWm$*Vu8vPM0ZubC0MmOGI|jH$o9=-x2=_-CbzEH
zyKIJaMbXZ~Z>G|Lq~T@R*3s7{Zt}F=Q0h}x__YX|U1p|H9v?8{n;LqBo0qn}O*^wr
z!se*jaMtnQg!G<%M#fP^C&i^#$-boZ(U3i@71DP4ZsWeYv=ijTgXhYlgfZU97o)tJ
zRXeXFS~7)Q==uidNl|li%pkfqAqT!x8?B$RFyozkyS;KztA}%>{pMH+DQ<Zfbs0DF
zK!538g|&Q%CniCztpGV!Ku4wXq6wT{*hr+{BeFIRCw2Gt;iF|Olp>~P!iJ*8GQ1)X
zNvB*eLe4mR6BEyq@~<<3WqlVBCiq!Ii=Mc2*u|z+GOAyyg6x&gbz{|vB=ZsUNtMzA
z;oiFqXv(sd7D?+8t=fA`qh9dYZVGvS;2RHAS{5|9Le&0805}rI?e~AYE8N8Y01)#X
z6;_ucc0AtxIj&|%SD`$gO3<@~A(atEHjq!|D}L(68QjSlg_pRjzp}gx<+&vF{cB1!
zE`0rb3#TjC;Wctz=3h}GRzo2@YoOF^oZLuupP9)VR!p%JI4jP23ij!DJlbu=Sfs<-
zukxu9-;XjujPxG0dMjm(1hXgu_*c2AcT<LA>0Qa$U79JmJ4CA^=1{Ba$*)cD{J7BV
zhJU^P0HGT5B*AUoS-|dV(7ZU?v>RjVyZ-<}H4b_mFsF8}*!8c9L=T5LsXae){{W+s
zzJ0Tp#=xUwdRNdN6?ph<tAE=c{T!9^ow4LsfsT#k@;=)xcBcJ*$n_5c-jk^!lg2Y$
zrm)+urXSu)^FIg7W4~z!_tbv1=~|kHxk)<|!LOXe#?+c!&1<#oQ}Q^SQV@~_>Q6Mb
zRwe#(_gA^A{{Y$YY8r#i=WGgk{{TTxy}N?dJgD*V^d6sD^4#Algm*THPV#kzEvdl$
zO=Yaxk(=I@dxVgZ$8q!(Tu2>w7#ZnX)2C!tHl$ZdB_T<`#Ufcnvo6Fa=AgTr#URIi
z^$Il3;nB`Vy>>=2vew5nWhpZ4-N3iC4HS7!n5qyNWRgi3;3{wjOq$eazSXCnFmyca
zrpa&RTFZgS`9*zZQx#;{^4YW+OyuvJpO7BaQXIy1o>%!*o7}AJ^{5gvD}+v_zJc#_
zco0^FnYp0B=3V5ElyhB-*MLG$bX7mfxr;I^ZMf^}?^XrLXin}j2>lICA#%p-(*skQ
zrI43$d6DGx6_Dd6Bk(nLNpOH;f;yV2GEY4#;xQUkZ2bog?@cpfM?1kJcB}KKBpha;
z(%|y#1CfHqBD9hX#Al%9ygJif(X-IAvbj*BZ0D)#RLZxR^5>5Ar#{h@&IfZ<h;|!b
z!jDtb(uBH@(V?czaSH+lM{qm-73dxwpU#zd;~B04Pqev+d6KyUvVqC2*TRytw|_9k
zGoCAK1HLXc?s4Lm?%OrBIEj${BDvd~i<0ZhF96q9s$oe!rxl9U5x67*GhX&F{`S#4
z*hcZa%nSQ-c8hUsCdonMc0c`kp!U<rmSc=@pIYl;($XX(E;HJz+-duV&UUZlD5FYE
z-rA9fvsOIz?#FWx7#ojP1Nl}{>7hwwi_VkNwRYNs+I5H^kmP;>xjjc-g@H)N%jmoc
z_UNY-so_?q320zmSV&|oaXPDib$K<NBzDk~v~F)!<o;EqCZQV>m_<^S<q7`)k5xY4
z*8K7@jVLE;l$`F)7bo7kpAK&Rz_#6-{QW=PHN}}=Zm3ZES9js>FZ&ML5^?i?=ti=0
zk?2yT7PLJ_;-JsNeOQ0jAN?Ga^PQ>^!ydKtpTv0l-vMfA>*asw)UOk<(gGdDOB2vn
zlaHS)t>k?U4r(--eg6Q+x8a0n<;x6Z)c&>U_hlqNS@x>+`d1~UT19P%9~mE&Z_6-c
zc**JpE5@k@DpGIACsj&n##X7R%2dGs@}dKbbv4esZrLQ0T6fR2vTC$x<}fSr`ubwL
zn0u)2g{)^vo=gSKa@-8nbdv)Wts+HpmBt9*R%G^%0VHIv@~)b5Pe-{{C|(lW)q6X?
zDs8RnSD6IS5!_ZK)NLI8{{YUr=_tu^F-a}X=S&H7t{0&hBC6^DkN_VpNk7t?;U<w{
zxp@viizD-^Y!*e&QQR8#@HKsm5@(B!!h2TiayN0a%)qE&p8ZGTS{iPN<shDQ!Ed;o
z&2B@bK@<I^P*@&O4}Y(<N&^!u%$%HULFr!YI;z(`X08ug9R2iU%&5Hs4C0npTX_SZ
zVh^=wJ-3!ax%rPg)J-BK<ce?sYReH@o-HG*1%dW*Qn8-)<*;`Vj+9#2yw^(-{{RzX
z@U3FeW1YG5HET<RyS%YSmp>u_+}Flp=Qv5+`y3=M8+0ZS?wKHnaK9)5uH53%9!T7H
z6{BgVEsRB^A*LhdJ(t?4n>jTrvcM9H!1NX2&*Il(vCT6bAd=zoLC2+PL1d6GnJ-b$
z8q!Ndfca=QH-Bom29_rvx|2}nDvr_E##2bc`*tMx5sx+5cwR=9Qsy$4>7MlzR#rBg
zxLp2qsis{+G}wd<s&Sh2^12OIi#V|p=7UJTcBV-HUcG7~9C0q`AE&)G?&EC7E%JfV
zxDOQgq@@1<W=TpfLP6<X^=U>mF861fC&^Ek-_`t8ZDv|H0CyG0P2zcPuVRWoM)v>>
z-u1}pm-EEi!|qeaKD8c?dT%w0MPPEWt5-!iOGC)1iROA5ekQwxZ%k4y?lYfGO>#Gv
z7V;7S+I{NRimuGMthnenu4(5CcC~tNI9hXTvnXN8xIaTsi<e#x=xVo^(VvyRS{e6p
zM?Gt0V&hKRmd(f~1ws64&^$LP9Rk?x{`Y_Ojd_SUJo0PN{4m7$cGTnh{{Z?Ktm;J_
zbQ?~`x%lOgd>wvY?*8vQXZ~6(c|20Yz-^KL00Jx1{v<z_;2ll!Mm(-Z{dG$4=r5dd
z7!m3#$;G7I+37;6jJa9V`J34eCINj2#cWS5)G~Tvxf@Bu(;y=U+PX<(&8m-D^XgJc
zl$twklZjH|CcBpiN6k{byCh{JT=x7b&YNyPd7VPwVR2I}nVrk;DHyK`r5Cx`8p`%C
z-o|BZ>5w~$a&mS~zli>|zvM)?`LH`=^HRre0X%{A6^|_Xoe`>;%gv*QZSXi&J&yp^
zea3@xCl40iLV2%4T{&e;MJ!<Ztu*O3snOzf^zB>Hbx}&JPCrkyYYQ8NY;GzPRCdZy
zi@4)ID*B)BuBPWhl2CGw8Sk@@YLj?+=XO=qy@(+GweC>FE>+La&T2AV>)g!~7JNC&
zcgJe6BKa^ZlBQVlkq-Xn+OI*P%Ly`hTcsa#FgVY?DMp>CmL_P!=c%s6ifL|O@RX-(
z=yEp?b0xzx(KZjDsARJ<vpUFfdl6miULU%+86+bA0JJK^eigBax7^(1p2LAzRK!ik
z-5RA%GS!>~uAg;y$rqM#PCp9m^xHMEiC}>|+l*m~jP3RntrfP5Vx@t|ABJd`#Flo+
zveqT%pi$Pm>d~oFT8!yaZE{kMf~Ju)%Zak8dXDC-HKb5RBMgwnJ7=2Yb>AIHXqy9k
z>^M~ITn+yKif^wRvq>foZ1G&H1?@f*YYZi6tI63O!q<9TsXxAro9mj2U3$|SW1cnk
zCcIDkT5sZZ$EIp%wVj6{@M*lhX=q>6msWbE_0O0v)0GT9R_$9p9GA(7Lm!*(H`Ldd
zX*%4uVWE*XLZCJeW7`$nX?G?lP?q_hlU><f8dMu{XEr8-r%9%1YTA+W9YMz@HRQVV
zkM{YCu{)TMYqr&IcdM{(y8Qhsht=I~8P`06#ch6St+VE_lhrQ96J9V=8EwnxYg@vA
zHmtG_x|lW1Oc`at>MN%3pxCm@>cCf}O=^!SRMMJ~F?Fdo-pX^;iL4npC$(y7&VJCx
z(amJabI)q+jL4$27+9VKKL;45D|=FsNXhM85tfGJk*_(;dS8Y}9v-zEe;@vaYt3Ty
zJ^ELs_-Y~l00{lAPd`8YhG|Pw5PtFNKNc9L!#!PxQRM#s=;W`RZLZ0{EJ5sR=#Pu1
z9}D$^{{UP+^mKLeO{iugpT@lE@ww4m+Gy+ai<W!Hl$@QweQUGGVu|fsE`*8p_^@(8
z$u-;B5Yse=qKf5IT%zOMom8r}wdiWRi39;yfS_fKa+=?c64;x2Md{UzLE@cxV1&f2
z&wN*(-nn-30m(e(xu=GVr>@7dgrJ;x=4?&ko7v?q^Ec2Ql`K9cyiy3AhvQtrzp$x8
zlZ>CrwEDF^$FEP79ksuWH5kYSMRoTa)|_54)Fi^eD=T&2WLE<Y6oTKcHLY)|`8W|E
z<GX)=q_D6~=<HM=^|9!>Z;7?(@tg%6S;uPAe;WOek#VTof<J{uYs>C+ONlMOl4jb&
zpg0wV^D~prInFC(6&0bB@Km0%NcKngqh}UCk>@^&n@8qqq@NZEKP{+1?zuJOTl2^`
zH7ZU(!8CKRLj{Dsu{~IPP<P{MkF0eJzY;T$RzLgopX**>=Xx5I2t1yYoY}lESXS*A
zo`C)`p5b?50*9yWvHfbS+SwNEJgXY|ZCqC&9L1#^@H$g<8`8umKO*ow{p&e%OR3W=
zJql6gNS^Cgn&LuE-cKJbP?BOvEP47>KeTQ*ZoQ2>zU9Vwts84YpX(Q1=sch8W}6Fd
zm=4toleClCuITpub;jl&B8|;Uq0P?cG>)%CfP$)c95ep_L0uYZYHv0n`BUYr2b^iv
zIX~;1ZX?|E6%LB8B+{9gytvfMGY+74$G>6qrOcyft<G#@l#^!TN*&rj!JwBQk=WNc
zsK8>lWj}*@*F?IMuc$)>?Txj(S8_B^tZEg|X9`#;$5Vrzcr?V)S6700QQvL4Zz43_
z_|6Z@k<+b0qT=*EPZver=L>fZST;GWtqFXq1McMhl=-x4&niiywVGRHB&^~ywUiug
z`c{pujd^Wm{{U#VxP_PIRcKr0%LV*8*JTUb^LZaJ!0MU%LyvscX&J7cR?xL1)D|bO
zxmJ*{P+~bde)r|y(zB-U?x_Px9>(N(Lv(<~K~aqJ_;d8F@2Q+3(lMN2ezdXjF<KYe
zP4=EpUs=y?WCW+0g>pX{f;)B`fJr?oq7r4d(0m93ZX<=SL-5;^pj#Y&fByhOHNl9;
zK)5yDcy1RO1+dTe{{ZweS~(h0rz_m`pNqfpOSO;tVgCT5<FA?EW*7_BzL@yC{{SSr
zSpNXFANoEz`I-g`$?aTKO{=ec9dC!@*&$=gS50|*mKu98I3#Ad-wuLdGB-kMpNOyi
z(&iw?V)4g%B9tj}GinKGa~D*eOUaAK$2rKV8{5m;dsWl5(*zd&VyUnS*ki%y)ySlo
z^i(TFu2xsxbBdle#xqdLjEzFLt7k+d%JnX*WaOSH>2MlNqoq)3eqJfC&9+Z!Ryr0d
zmPsR_xPSC$K8CYPcO7cP@@CdE=nYdR0*NE8wM|g+`8geFcX#bjgOkNd7c{J488%BE
zPbZ~K=6?w2DyzQU1rfGe+LtN3YI6Iix~;KE?^Q0`{J%<&$(}tb8=smWdx{b&y-sRv
zE`=iJH6(N7;;OO1^r1=I2&!oDl}4V1i;Tj)tZS>$Z4%nSW|Uwz&VGZStXmyDuP3&M
z4hYFUg1aGXvY_4aTdx3m;<CM!&bic7*87>e9`;tamxz;``kzXvZ>ZcRuM*fu=;gu^
zl6ia{ptnFhN#du~bvP3cAj+=+6yOi7W~JC83y7D|Mk|u-%b4=(;(4@3O1eD9TpFZ?
z)tzJxBRb4GR0EKpZRt?x+Njf}k)AmWf<RH?n`u%B=y8G#Vc<C8Q}m@oXvsVBr{AS_
zQ>o9n=GK=wwe>rFOI3}mZLZ=(Gu#V>V3G_*Bx8}cuR?K}t0uV|mp8ICtB<v+t~~F#
zw5k5@KXg|=1Cl^J&+Ajk#Grec>!z9KNxPf2I?Olvt-zMlqCA&Z45n~A&ou&=#y}m1
zdV^Ee)gzwG1k!IlV3j2ZRJ3ZX8*KzI0YKvwgh1THp7a(#GuF0H1$z$Ft|HZS2`;|O
zQ+QFepLQ^yb-?tj^KS}tj8ffStU!U+&{h@3qdPJF6{RN_=sh<zWf2cRYq9X~U+g=7
znZJww075n92JE*}UWehC$?)~5{{Vmg07EpCu4x&bwef+r{4CZ_{c!&P(ec;JmT|Ps
zqtx+56*U#vHGU(sX;)6uLW6^hel^M8+?ij4l0_6!#A&BvN=oj<C>rb>1uQf9RkE!z
z;n1sk<BBM*3B6BFIuZFt9$SnL;WbV~XxyU=QAKG6+1nP}bs}cK#VkjfD6KjPKX}#;
zn{{77Rh<6-2%?G^>s9zsG-<SC^`&<TI5bgGIeU@Ngf>t3)QT`Nv{6Gdr>^5elswa&
zw<i=)NtJi1DU{sY)th^L?iB{+Cj%5wM2=X+Zh8ijWR_OGZ2Vy{Sz5Nb@{=3~Y5~+y
zMRHGBDD*t+MBBS(GcCysPHBsD$N0ZWD6W{nSn{VQa@04Cz|C7rru3qUe5p%ACnnLS
zXvLieuQh$fWMk<?73k7R##@!#1J|JB)>ZxZj1Z=ZDb#H(1oS!CuOxOSHCd)7trS-}
cLr93qNv}!pvlHRFPJh4u0HL)MRicsq*_&FOGXMYp

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-34-BERT Masked Language Model.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-34-BERT Masked Language Model.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..c41e275ed1ca6fa19d0373be5fe074e83498fa2a
GIT binary patch
literal 61192
zcmc$`1zc3m_cy+@fPm=IEl3JTOD>3jfTVOPpfpIgOGvGBsep9Df+*b}jnq<#gmeo_
z#{&Pm_=#`+p6B_;>yNLy_wJpUGw*ZeoS8Fc&U*Rn@+atqlDwik2m=EI!T|n(E`NYz
zLDz6`@o;gj;o;%o<6k4V4ko%zNO+y<<}DI19W?_z9W^a2BMT23<L$f5w6yFZ9Cz>W
z2?`1_u!&0E=a=9S5adS_!NAAIzfO3al8A_spNW=<|Nr>!vIRtX4RZ=R5ewrs2$K{8
zixlIs9mD|O#KE}w1O4%bfr*8UgNt_!pMVgkP<aD{iGhWMiH(JWgN+T;_5;d6*rYf&
znfPRIZ)rTkyX^$#4~WgY#{8hXl}vMZheg25IS`+KoPv^y`VK1_I|rwrkg&*oQ8C$v
za`Fm~6qTN6Y3u0f=^L0^Jbz(nWo_f)>gMj@>E#{tIyfXWEF2aWpOBdJ_TBsBtn8fJ
zy!?W~qEDYIDyyn%YU|p*w0CrNb@%ilMn=cRC%%23oSR=*Tv}dPU0X-)?(H8O9vz>Y
zqWQuAVf|(c`25Y-zwkv0@P&zujfIVe<_iPU1GunAv2mFAaBs?J;5~D?b(=rn8u&qM
zW_c?<vw-FfnVIu20Xd7{+#MvEwJXm4_ZSQOzs1>KjQ!2mB<MO81~7P7q#y|B=#)Ln
zpWy$`i-SD_Gp3T+k1HA}Us<R((?Jv$-z-@uY{dL^;LFSGmt|rXBS<yWp5xh~#(DmH
z`pM$#QFr08@M*my#oxud|5Tj)PO4;3Zi;=1YoNIT_2d#H@#EqIoIaVxaS2MZzXbWh
zM1$79?%TITwl%DrsdYg1`kS|7m9NMz1LXg6d#Lqs{)Lyw`7Zl1NwL7N2Z0E|UfC7|
zd<hz4y#zJMF-*Qf(^vV6zA>8q#ufb@fWG2C)0e-(2d$L&6JPW1_J8C1hxTZE3Ww=1
z=t?|v_IA|M)6f4W+@}ECLv1_(^ws}@UJZ?2_&550kWTQy3vZq|`8gA}zcK$MCxv@{
z`e|=!G-`A|{1yqC=--3%74k2_`GfqGaQ+v}rThox{vP@N)zJJab5}$2|8ehEqWyoM
z80djjJTC<F`Y-N&D@F)f*RS6FZwUTM{l7BkSZ4hKJCLoI{(~k$ej5N9rwiWL`_=kj
znqaSqD^)^EJ9_JH6`*bXd)WU%^bfr^T^ZFhpcH?W=Gg0Yu$L?gPvX8>1&pS2c=aT=
z)Z+{Fhw<F}aEF8tp&^2bug__Sb8~XRx1MIf*g^l}m6CQphb1aM8RQ3U^E}E_V?63o
z0-k4FHm${<x@X`Gt1Kd}$KY>TVeCKgCgzgzGZ~m%HB=T0S7UtPFIZ3zdldOIFvkg|
zsg$Ri42pw2>t3}M`+5D`3R8(A<8WJ=<sbu3LuJs^2JYd9lU0~3opYKDs+QA8*Q^Yj
zQe!D%mfTbQ+!T07!apP3w~-90l@oY5=>6c)s=VYXKq9mGbTp+Zq7ozp8yt1BRbj>8
zp2`xG{5D_GD&cV>r(9~^K?c{KEi2pOTkd;*%!0`ca*t{voQB?Awi(b6ZX)<=vbbd<
z(7G?h;8V!?-LyG!FEI|G4E%-EWq+2ecl;E1smUTvtzgh8N7Hgl{5KfDd}~^XP3mc6
zWyQSca}8!!P46L`Q%)A=Zc2u?GpWShLs+YM77J+!^kBCRfO15V<TcE<kT23CS?{-!
z%iKKZa$eb$Vw*RD46_RL*2yQ3pACCyEzA4$2f%LqAVoO=Yz)}ra#imk>;xUR3%GTj
ze3=J-o+s7)Vm{UQmQV8Ebrz{X<#M`dbKKc`EcZb!T0h52N_FI;=7jT2yw!1Y$>Qm2
z%~?n|2l9m0zvoZd9M%Olr#p&C$QI)I3$7OFRDU#OzGiV9j|vwab$^f&JpgoK!*O_m
zpmh#BB?Az977V1sE~t)Wgw<L~(H=_A^tsci-$M;iV@i4n>h7{V9_?QJ!qwZ^rL8H+
zA$pLDwZx!g(7kEyb&#EI;07kxbQEkr48t&iyNhZEWrl~j7f|5No}v3^6`XG~R{df?
z4OMH=+?)ZipksCMkIPZko*4_0CmFi8(hUHzot|roaoQgt)OZCh8w!HUoig+Z?=>H_
z_G8u)1I?(I@glTD1mv(^*+o|nrw$QSDEHHjxj=0X9fd4t#8VLlvy;<FXMzET2P=a3
zk3RR)4iCJlc$sgF$NF9|RM161HmV|@<s}Cwb-14m`-Yfi3<+((hIA?Ia6fh$XiZ+r
z6+0PoQ#3o-q#@uS=fsa#(uxqkXw~VAC!@d&a!JN>2deT&*$ri+u2kn@I001!2FCCv
zSQDNuV#Tpj2;52*J;=};qA&yCOI1{;0}smmVDwEv@ao&2Z~v*7I#e(fF)VGvCPaq3
z-DY}3vRkMk<97+7zj+C&gC;V;U2nBAQ>#CTvn?j;J!ZR*fhM}SRj3lwDYdHRjTA*Z
zfU##hlLM<`{Fe)ha!a!d?sU{764<35(l*ZzXWr7(sizk$6FQF0@rs|c(ddf)+;qg~
zMwvnUMSsE!Avo3$6R78#J^q=ZvuZ8dugR%AyoGYZh&&UXPFDKC+`)q~ho-BblT(et
zkmaVHfl}7}0Hc5r(F~$&<O7Sh7cwL7^mZ;ZI=Qmxc`MQ%ywwN~-$m9cXe58eiHzO(
zC`<jx3p?;tNCWgy?EJ_<xAq(PJ4P7$86;*qM`5>2s`iG+uqF!`DBGHt#7su&qh=~&
zclrYmIaFtjE_$HO*;_eo;^oz#(>-bWme7}Yqc0kKx{luDd43{{8;~EmCsnygYT5VX
zqPvU*IbGpla<@v+%ZQk7TbexcIO`C3yD9zN>l^i774VRy>mw%BwZrl`5yE5xTv+W@
z!XG{9!16il8i;ZUJ}+y>IS#3@ubkOSxBYpHP)dmwx5wM`M;RK*<59)RU!=s}7}X0$
zGsN@n_AcNhFYQMf7#7<n->H5}0=d__TpLX&xH3PwGhL6_Dlp}dL86Mpi_%qWKI1MS
za$?0e(Mn&^u)2WQ%W5bqrzkSIU+j{iHqw!Jp>FI#$O3C!#svmOC+!lHBG_R6-iC0F
z(GFH3tH0#yCJGPJTrY+W_^SoA<nLxt5Af+Q4$AbZV=bx`ZzVFr_8i}^6Y8a6wnv{6
z_%o&J*j|Eg9zKUX>Q-yef_3dwM=c@t$D_DJOQp@@%9FOYj2%8@`V!u>r{w6D-RXNA
zNJnh>?OsPsS0l*o*s!zQ_G~!5*X@FwvcRpG?o0kuijS4S(%bE86YdbsxzWn>H%sJS
zFjB7LjZQ%3d>}V$=s8AnMjY<-F-Jzs`3&LZTc_U`pGPt^R{A{cB5WkM1d07h9Jl%s
zw3{a9nN&Tec5}u?*m?bJG5v%l_;G%t5Al0P7GXX)u3wxr11`y+y-QFek8WG;C;4j<
zel{VINP0seYQ(jQlO^d43cc_yvP@*Yt><IQ`*-owyjL6Oat&MO^uP~G;0(+=8Tb<7
z^FP!`t#|t<`&d1)i9Lnl=OmR?)7y1>ux02(DD2D|ogvph){R$$sSY!v8bb%HFKD^R
zGv_HHp0zuZM#DjF-h=JW@@;sn9qo=N2l+A`m$bH;I3HN*u~jB<7zfTRFvDec#u0=e
zN%MAsi>X1QI*!ry+zMe^i*lv{U#S>&n53y*@sC}!BH7gHK%YKzS&@w}z~J^`gppEO
z)%WS2MFbel)Z3CBwX58DPABUG+md3j9`D=P-MniPO)H&ASEr7rPyX4SH9`o-X^DS@
zwPqtdocJv-T~+$s;WA{2MZ|;v_tF%UC@YHm{?nGdO-=}*Rny(Ka{LCyL=kHAR%_Dq
ziF4cJUrLJazJsaf!sv;m5@SnzAE-znGXlpIdy%_Lj!Q<fA->#&lgG)*DH|P@p5ORS
z{1*h1^F!StA%;HZ{ELc|<_WqC-2jw~<CQa=mF~3fbMDx|7K|5_D^0ve<53gQDh)@T
zZ?pbj)L3n<XWWmAo1RRgTS~?;FFRCZ=aa%4Tyhhodl672&;cF!=ImOm>hLFWjYMX$
z*aZlM?40to(mRpw#J4D^N<(G|uRnv<KoY&WI)xMvc4R%EDQ_QjoUkSqMWG@iIdcJd
zdBxp9vSF(W_Np;Ei`vL2a|ZsjE~<hGE@dke4Sk1ZlLFBCD8#6%$fn%T(maWUIA|$@
zs6HCDah@p&Z%mDA;I7z;NS>`hw(CsZ^@x|(w8kTi4TKUbyrNnwZw?cB|3Y2w5hRf}
zJdvkC-~M_wDKjc#2)7z__e694-l=clEr$1BEw1a7g}c2`QEqc|a%B1us4D4XK>aJl
z?1KCqSY0BvdZWY3GL$tD#SFdvy24f>h;2j=!=+71BwnRD>Hg;8J4~;K+^FKFot4O^
z<I~x0yGBsL2<pyb+q_BEbcxs^)K{4j?icL)+w?8={@RT1F^?A2@k~pPcO_ZZ;P9Vu
z^V;{BZdC7<{9p*LFN>r3Aqq!*3Ff8JI32eis5P5mt$(9bZCOVW=uR3XY5NZOeJpuf
zEpGiW$17bokZU?6&zNAJEqoIk_l54bu%ax?<A!xoIrnQgW#lX9-BTTCd%I!!b?XiG
z!EV0vBROx}_<V!1VD6z#7#uTDVMrbG%RCp6>BG36&#DTE8#`R;US#G^uZd+%ww8x%
zzbl2jo?x28zhfBb&SGY!m;<7J2Zs_Yu6fsBL41O~*$aXO35?|^LRZezc>;VQR$%4!
z^U6MI82v8KtiHF-3yN;&PqG@ed02mZ%7(WiWZp7`l1hKMN&<-lY41=(@jM+_=C$PV
z|EkFDx!lP0g`TS#dDp=V$ADk<x_M@Y^DNP`s1^AJg@~K_p^_IiEBh(qJ5rVIai~JB
z&n{iq@zQkXE0NEt$0<|;S>3rqm|S4%^L|LKBj#MM{6M>?>{6q3{zzoEGOLenUI9T3
z7=)C&9dTWA2)(|7tT|NfT*Iwan)6k-1ToW<Ef|lu0zMOTmv8byh+phuI@Kqs)l&`W
zv+OlF3pX6FhV*~B0&BNiI<Ou#hEPO1_e41%>Zq4|UGfO0nR2Bc_Vj+F9r>8kUt6hX
zhPap#)fCt-v1Op>@Nn4MY-5vWhQI8a7Z$ry6*cg1AVYLJeb;8W+~O1xyg8?e#Xfy9
zY))_KVxSg&m-QLZ>o`V;mpO~hMfiMykQH4D>8FSU35MPxPo04tSEi+`Cgh%l?oIFy
zUs+pE8uCjJ$J0h)7rD@{?x$)InPWm6c1gE$DI?p>8}*TRFbdh)KsIUR1w68LPw6rg
z%MnH$)itWqvB9uUOk;Nwqwe)W3~=ACCVAXG#ZJjv8sLgL4lh>8w|=TX!zbA?=)G3q
zm#y?VS|-qzqH8_$5#1oeKw!@P{d4B_TQi<!dO5+P_DhG!@Hr@DRV-PXtnHoFm6+E@
zhwvYu{MJvwGLa3*@pE}81Yca3!mqLHysDroPNAnqeid6xd-(C)9lG~UsP&o3`EM23
z<?1SI&o$zWRNBo*sBSBCuHicA-I6Od^_<bO&-=pT9%AQ|jP?G*Cc};IrDQyJO~}ms
z`>DvX{T3+ga^5WUDx##Fj9ygE4c;`$F?Fcbjv$Tb<x;u?eTgT*Z_iCqyk+ZveXBJ?
z^!>Eadez~ivuSy|UQdxXMHp_KQP|;a*ZZBe13V4VlU3p8Z*INN2yQKVxYL<(NJNeE
zl3aBk_NKO>X3~#~SAQH@{&UY4-r}sv_2{|$wE>&7GMnl;i(&piC0ccT-1yRtV(VR#
zhxaIw7=kSgJ$q?B$ia0W(*>e-x`cVQ_H)fuYnxtgUlMq3!D=(V^$<t9xVN0dIg?~`
z3HH=BLl>4R>#X4R$$lT)3n9Jv!woLv`QBA~(nI2@M7;`oC4-<JhExuz{+sR2HgBVD
z!$#V@T@2=^7F)5_q>a|0b3EZfN#)-ZTUN+?3@2{Ml`B_i%BH<56A84G;-TrpkHobt
zJPur=549<oesrNl`n7MONieEQ`eM}T)9V0#Nn0+Z<LL8zr<<+MSbK1ly<U_HwWf#0
znkVwJ(N~Up(x`+$NWLpC6~&W#W>mQD^sUIVbP7!7f`|Bm{P8L|p3<aACA@j;1|Cw}
zP`&bQ@BOE3t0ZUT5z15fV(miPV!!BU7CFazmVcu8jIMo04Hb9^;@sd$_~U7PLob!A
z=^n5RF6LVYYsg{!Pa!v&UpUW>3%5c;%W%HJz@46~)ij`|`=!e5QUu1Yo_o|jm-aGB
zv%(5IHl6EK(OEzFyhJX}FS*fx3=Mv3@=51S_)uW8hM|E}EN-+#Rr%8ZgQrgYAg@OV
zlruMZy90TP{lFZeS`dPzV4gdrz&`CH!kuogEgWGMndL75<0U$-mv4G!UElO|CF6F^
z5Q+pYJFm87dng%Bs|z=aw;Hg*2#*PqEDl7ng*dwL-js2>adL|awJ~&$eNvJg>%(}(
z`?3bnL-v!muw`yvDz8h>wT_P5miGS0tVTAg4o2y0kUC!Unh8BJDctNXd|pavh2dVF
zl@#^_9A$C}-?+g-K%zRfnIcCc2lA>an}ffacygu_qijKZy!<(PCqK+h#f%1Se2<wq
zHOQnwTF{;{gW&Mv8z0vQSIk-ny{FBB>8FTES~V(4)ShvMIxc%l28o~wVY|z*&!&iI
zHzh4>Re~vddi7Ma`kn6y+d*lWRn9ljqYM(U=r)SJ`5@ngBbGp$;G@8UNH(3gOOQ<O
zdqWqH(|Ds+0ap+rh7pXhgg*x*-AGOqSl{Jmc}QQo>SB^<OBsR_=1$qKHz~;hh|>SQ
zW4H-jBa#?aRb}yB1S`6;jt;lY4<ZYjeDYo!#JmIlkWI%9!U9}O23${w=5VE?l2-`1
zhgtKRTROhtb3XmNI-{kIx4+)vGG{AQ@n%xDj+4LhAhZ$WId5R&?OrdKe77i|=Z**l
ztabGESeb+_ezV^%1{SQe1w<o*=CKpq!P#_&>u|kgrjVoT4pCL2)8YF&d(RI<1u+Jv
zJQXw>khvj6LFe?0F2)Lxf<AD^HV<#V253{PaFlI<mU_MP{D%s4JiI(lG1;HPxidU>
zKtIo&^ln(u^ABrpxlTATi>`Bx2L>P#3PcCJL3`Uoo=T@&;f@E^@AG4owj@7mIRf6V
zq=2@yYo0kxoKy1tlAKAxR>naF3D>8csLCSG5N-t>n#cP4g%aj-L<UFdl?}st%hE1u
zlZ~=g83lqEiJ9EH)}%aHd@r-pY+oNEBH2PWNySpqNajp3D|E%@%LsoQ$6dRf0;%&`
zNCy2Be8WI>2{M<(`OH@tcTZ|(%@`6Q!FVc}IHK79^@Qb=)~v3NMzH)-$S6ItI*t*D
zb_fseXY+MatI5Xm{vL5Q-{{^vWc2Htu?SrqQ||VMiCx}XhcL{54v?2hXZ(W71Eyy#
zwf5!J;-O04LR)eB+7Q;`Q~gYLyEcq3a4@7ZNNx|KB<H7ZiZWJCm#0X|*;&mHH`X>M
z?dh=fi?&KkWNpzWkm34E#I3ZM+(tCWy7*-0_b^+El6`<5i*$(XSB)5FezlKt=K3KF
z6Aqa4m+0!0A|9)pB{7)%v8a4=0TRMV<Hy?>W9_8JXBO~a<>eae;4#5HcC6P32};+k
z+e=!|+`%OCUp7_YbAAsxJ5M<<i0(awkizy=GBhf@)$!h~&5(?4Rp8t0%8D)Q7tavy
zz-LnC^j$Y%_debq9IrnQ63s>1Z(qZmxl7Q^Rk4QH-bW+vdj=F9*s{%kNHFLuwzmiS
z54Z<Zr;Tk)xX;>D#?k%oh`41G^?v7c=8OKtu-D@O8fGUph7TYcPX)z`-XZw>vvACa
z<W&V1B``)y2hXrHXiZrT4AKBDY9%6Y43R@(+i~=Tytrv+eg2veZ`d)CE=|p7w0o^>
zO+1D9S2Qpszmk#nD;9vSb^(FAN~*&QT{<}tHbhJlF~JZ8gPh3yE^xpnCm4>?{u3<P
z1#qn(4p6Ztn>Ap{4Lp@Bpn}t-ZHNe*{<@hZ;mTU#P~ztzLp>#az2ntu81^6^VxMKK
z!O=}@k5)6)Jm1{pE!--`Ci!JG+fDZU+?}J4j3Kk95rp(P<1HGnYfBQ7L~I?&>bABw
zRB9K*gRPG}+HQV%IWe(Sw-hZ}`qSb%RtJG_YLK*Znp3go6aC6Dsj=)umztmRpAQ%a
zj^7%N!t<NDcadpw-Zhll%7bu>-T@Kgw@(m)XYAYpD5j5o>xY^7MjPI^J-Dn~$rH6B
zh_!^8DT-Vpt=%zg&z21Lp*>@WEE4SPJC5@xY=>CR)r4r+LGZcfFZ`3}gVJm~$_xuk
z9IQuk4ibF6Gt3m-0@PJDl0L0RruHfds%AXisk*QD!37f3j}w7u5PRM$u`_(W-@GsC
z<oh!nyn;33RC0A|17<mah_LP+sj(Vma$0{JbK6PK__N&xg#Qut5YLl76h~H<-~2>f
z^lOqh+eW0&^!fW>dx3KAg*5{)icoGrb|rZkw!-3(Z@FK)w*qf066nxshgj|Pxmd)h
zd|7BTK5>2=0rnZuA*G(XUo>&Zdis5iNB3o?f(`B<E7Bz0vGBN8sM@#2!Tns$J25FK
zJm*e!Mz>1NxN7Xr6l2bvDaSpQ!6)&?^3E%CYq917Y&$Dqf+=e>4+oRF?&E>aNUqx?
zC&B4v>K^gYmU@-R^$fW5W0x~7TKK3-JqbWEympve<Ei-M+X7mc{8UMV)j>U7p+5cV
z+iMT9bv>zyjF@YbU5J3)RQlXG!!;B$ed_x?ve66e=4?F^>n57Ov4Izl4q;PNcyLPb
z&uLb45p+aC33cymSl&UG(o}S`CqilzdnyNMC!WN4vBpHCCd)jfniQCz9jSkUO92z{
zQCC0Zs4tk7HgW?`k2+-Vh`}7zRc1zUx`rQ5Z^>`lU@olYIb?fOVgULq;-gVN>0h&;
zZVK&s-TW(kN%I#O(L}$wh*JgNTo}uzYxv%}1TmKN*3~UZfT8pHEiLnP8Map0fmNSt
zDk>7P3fh6-DlXt|fd1PhcrKtAk@_>@NqIkxi!>2lsy)PjFQ_NqJVG5z05bSLI2Xip
zdc-%Xi7@l0*0OA*JQUp2ocF)QNbH%L)4~1E-6Qz@)<$2y@TbHpSWcBnsL2L{)H$5~
zJ4S)~wAT?hRD+BoNO^V)1*Lxgb*mAqIdt9pDbfh?=I#OB=+BzU*ENs#sY*A%oso}P
zsZK|GjOtvLEI+_6L1AF0r(63n%IDehB&WE2=tH{wJCV9sF!$C~PEjgExz4KB>|t~m
zWR->&eV#Rp#5>1&jy@UlW^G+%|0an;8zEJBJ~9ZYkdV0qNq>iK2S|_l$^?B7etZe4
z;TnQriV-|0PIFRVCV@j;_iBZVoo6N$^F|icvn2`&?0sd5O#|&Wjl(vA$w)c|$v;pi
z`uLbhbYW93ND&{8D@Upt8usAzk4P;?$uk&StgV_((lc(Hr?8#xa6l`BE<vYwifGW=
z30#cNK|!j!6NujxS1v)5)R&-hteoG+cz-{8lO#0-MsxeIFFrdc`<3Q*o>_JY8WK}G
zTh#PxHoXL8xHccPl*s^;BHyfDRbn1&nk|D4iJ6}LRChcW8BtAuw#a!CckF}H3{D9|
zDg7L~_eKhAzqgD$hwP9l@gAUIDFd(w_8GXHhBU)Qi4&afozBLt%uZ4tonz$!kZ>3r
zCz@C3c+YpZh8imO!Ctm&Xc3*z`y8J8Tm&F4L9@4GW;bT{iQitFkgdKlIMt*a8Pe$f
zvhhkG?Gj{VyKxD+w+7vgl^MN~0=hfcK7`v3hb<{B5Rif4uEf!q>>vDeXV_c`0Nt~k
zHw94RZJ#L+LI0ye=-(Y)g3vu4ldbwt3~7}6p@+A6(QCDNqI*RZKmsm?magEbCR~C5
z31CF3JyZUx&V~*3A#{;S1W*%-$!*ik6Pf)<t|8yb!`$7!fS)&;{1$L`&c)EgB?v8m
zU9O?mHsS;lfDnEQDO-JFFE&r*xFGlJRb!g#8XgLyn{fij2N<^~dEUQegg&UN{w*Q^
zFd(AeMEK5u@fiH0-~{aVSD$6FyAwkiOJy0^v7zIrXbFHkpt5KoD*QOu{yk*BWk~<m
zxXx}7{W%=bTSR{fs*w;azAHR`2pY|o9iTYbTc^MXqb&pnkn@$I{UO7hW?;YpE81cI
z-S2nEcC1OzQdur<Qd5F60QxLH?YDgF(t*SFD>@c`j8{{_ANp|#a@`w&0?H^1C?lY+
ze|B5;0MJ)Jse!&s(IfviiYq-scl)QFUFmc)^B`b8+rLeo!1RjAPk_#0HsbxwnZd5a
z*_rHB7wG_Je?0!Sj;@UCK6<pC0Y>?UT3<2EZ#ex*FAcJ}2ENDqi(p@t`t*r!?tXSs
zn`g?t=-{>QQ-;<7JlPhn?n~$@-Os&-!^5RrKFDDlVlBtY(H4jaoSXc=c=ZEwY_b3l
z?s);bI#ENPs{Ov=1xqo9<*oYf5wQ1D0bL5nTY<775HI}6VM+o@Ke@pgkN*c80A0-&
zFdocdz-3F&fEj?4IIJ?TvyxyuSb7%Pk`H#pxu_gielo7xEV$0sMpIkYMU`dsTbi9c
z4#EzC@dzyQhRv|V8%*T32WLGQk<b;%Sl3)Ls1V_+Ri|`dMl`;?0HX|`p}b{o!n`lv
z)L3Ap*^rR<a(qJK1*a{4FL!Ai#RRQd)zA<AJa?D$kgrZ-#l|L>HPTgp?Wu**la4p=
z-ZC`4zw2@H-p`3Vjh6&`%5oGprZmmc6=6Jlz|yj*0U&i!!r@`>pupgh=dj9}zXdh}
z;A5IaXb#J@JO+4Tufd1$sb;<LpVEN2fsJtI|FJ}#V^rhir~`Y4Slk=`ciG?yjhBBC
zcnieWaM?S6vo9EXHrNOg#wX8S1H9k{gZ`|jISd?bayS9&76<whl#{P%7J#q%dref7
z?#PNuN^Akf>FIx4p#ST8O$}*6IjU^IYwS5$0dM5)fI$_Sn#({cPd}>_hE+~K4|<e`
z|A_x-s$&i-Dkp>3vjtzEtNeo=sADKADg)KfRnV@vytM#8nANHull%`=8UDw1&j2z?
ze>es?Xr;Sax5){^zP#+Tez%#Ao0HQ)PMEqK>6}K|4DsA7VF(tdX<OX<;)Q^U%^(58
z>tHCbOrIVnX_Hn6R@_=qM6G@_+V*du${&FexRDdSLHB)ivj#Z0N*H)Nghu}lq0IN$
zf&jNKB8Hd%MyWE)hUL%<{b^51>=;&P?MD~k<Nzn27|8;1V1EM+_PpOLqS?G^A#epA
z^Pgfdd_ez{W=VgE?mvf6|2?d#i8iRm!)aC+_^sJO*N-$>@Xe$WQzs{bf`fmoa<Lh3
z6)Fmt3ce`61Xbgq&U#KXp$;S`M{jov+!m&MBfj@jl{jv-UV@}{FSPzB$=&+5lI9=g
z7k*2q!ZXh!3NB#*d0U3Fmn0`1Z+ElLUP1>OniJ_K>Au9KP~~)&ME^-G{YTJ+-y*8u
z5c!KXPMDv=MQ`@^n<863eKtEXj*9~=TiKdas{H!N4;swBs3<!WlgIfrzr|Vu$}|Ui
zN|oEMRnr8+3K5kWd$eJLf8HLtQ}SGgt6<bnSU@qk>tc#wZ<}{X@w^7IGGp4C{iCba
z=nsa5|70i{&1(ME+>|KQ=VSo@K{lF?f{W>^rV3S|FBe}7SoNDj9j<C-pSk`6JEGY_
zk$({Xiz^?iBVu{`7ZKz4CUha|cNl{8sz(<-9R4gDPli*B8kG#;CcUFIzx^TkyI^~l
zCOr;S-u8lEJI}Taevyb+g8K@C=P5yf+Yn^wHNecY9#1a&XY<<;u&ygaYydNL05fU;
zGYU25sgWha$sHFnrf4Rz&%B^$Hlyw7=QbD72zU>7fg~zG_zXV)w-P;o063Bt{r|1e
z_ewwl&41Q~I`Uqr!{P8R+K5R&4K&I)*p6<Jw3QjovaDbQMTNk%qn(^Tt%~O6h2-{I
zCHvgu1|zKFl*&t&83~?Nve-D11r&N_5egGh3+6Ws*a{vmFzhZs&iB+8Z3_DL#p&7S
zYi5sC6;Q`h&{;ufn=@pkbK&A7_bbF)s_S_NtuD<a2*3Lhlnw+?wv!=qVhnre)(ZE0
z@DBxj9WOz*Uu9l`j5e_5fb2FH;OkCULq6ytdEYQ-?3|C~=m>1bzT~e=`N{2WPbe*1
zO)fxjQ+!ExboeWMr(d)ICTsy9***A;2eO@PdaMdvYXdsZM;As7z!so$qL-k2!sxT*
z=wsE;-w<6G4+S>ewbmErke|B0+3G);4tCWs$ZgzwmhF`Octo?7Kle@@uZGI3YLNhe
zta36;QHL*y(a+}j9lDlR)&d*)@wWIhWLlPx%~58f?&V3f-p_8?Q>8j~i{8Vr8+w<Z
zKMVq`w_9vW8h}>%Mtti&$Yvh@%Q`i#^i8cdy&BNW*z#C;IrB>p+F;`W1psujB0Z6Q
z=E~H-7CMl_RX}{!5Kc(70_sfh1Wi$t3TWiV#qdXEJY%d2<6KmM_S_U;8`E3T4z`?<
z)(qS7eFyMs%ZgzBz2sr-H{V0K*s|gUEt7|0t@4($lICt}>W%g)5^=>@0DHe^){26c
zOzx)ymWMm&{-B&46VXn)0=CTK5zz*nXw3!KQTP*#$qZc=5MlxfVVxH<Kp8Jk_D924
z0QNZf0XZtN$nyrs$|Ru9TR_-H3UQ%zQBFVC-Jc5M=b}0D1Q<oD^_L4j0Q+gXPbf=d
zDolg`u!XC>l!RKKOMraye{|K<QdP!Iz7=|l3#TosjE&zgU|(P0bTMeldHylgfF&!2
zR5^J_+FD@iQ9lgs<U@;xy|<>mLRPb>&#f4{p-%)aSi2s&$^rR3IqEo6h$m$918nh2
zqUShZGDrt-Tuo$!K2{#YiZoR86&Bv(ki(yVD7?_3znWDwwlb$gS?nzSeWbV9mec@a
zc7B8&>D&J{&}ef8q;)%DT;xxZ8l}I-`^T3WX906J_C+1Hrb6%vHW;#{6IjC)izpRh
z=6*dtw9X+QEegj6*319CiT%fQ95+Q(FyS2&5#JA+r2YKlz?C<ar&?NxF$ylEJq`72
zY>rCJbPY}sIJgB?vtm-)+vzI?*+CsI#f4q<EE9sVU=q0(tNBqV#Bgt@52=^(`LIGl
z^E4TcRX=SQkNj=ZUocY+XbtD%VFk`x7V>uh-xO%@v(QB`SyY|18wEUP_nQ79h!=bj
zr9}Z$=$axkneXOzhz=q1V2!6@8ST;I>76wGZh5a+!{A_G?L@3SXhdiz$k@}`%AAE;
zr#`;7+H#-Fvhsy3_8a_bYcNDfvH?C<!c9m;_Z>5(<qB+$fM7C170`D^=Gx+Vzl|V|
z!n&bopwHjHlnnB(1=+npW4Holm6H{?iT--USRs^}V>hGz_U_xWtY{8s9j5{Nl8n3D
z67P{5=ADbxLTeJqRp7;gVWtZVZ65oEN)iTadRy7#sAp$yPqiio7N(4ap~5#w)NL+7
z-rd6=b=1_yO2sDZ*<8(8c;OnOJaP^6%cW_F(WN)Y#fm;HJqQO>FR@`lbkL@bN!?2Z
z#w5)>Qr@9Fdi}5rGXJ96GM?c`j{Y%pii{h)Nnv5~5IPO^A_X=lS``{k0hr8yIJ=|I
z0&}w7;0ZAQ<5!&T3_x3)tG0K*o8qy8e6f*1$(b&<43#Wo{c&ul3kyJYOKhc+%F^ZD
z2vac}yTf9k580QXu9(yDL~n4@Eqn)&)Rju-3${@hPIW{~zp?B~0VCe<QQ^iHjRL9T
zaW4|gy@*Hlmv$R^q%0*}47ePL`IdN>G&%i2Chx$%6qGtX9F<di2TUYQIX#!bGU&n!
zC^c{PHqaq9V|FA#?V7f09C|`m65N>95b@E!Mjoj?gj$9+Xk2K$!B)!gQo=Yae6$bF
zPt|y497~zmf=Pxd^nC|iiM!BdWBf_X;q>Sh)2<ns{E5cm1JB(AhFlfJ$f-1vN*p7&
zQ0gt7Hh%_nuG_+5bo=H`?ES`gO`@gH_67R}lIRq#3$3BFf^GZ7ThdYD5u*pP$`B-v
z|0U=nB+<0rAzE1J>jT?c>L2pz?qNmH>I|1csmAjTZ5G?B?Fj<wxxZM_O4B}XTsP(L
zDd<;hT|q?Xa_UZvk)9}`?IC@djFm&WXfaG!VTlbGKTW8s7T}XRXBx-;U4gwT7qFO4
zFYEJGg{1T;FpBz~wKHSQAUC9jeRt$6Fg-|~eNo04A8z(keu}!#lIzE`*IiFG%nBci
zC|lNzNX@Ag2B90nLEl!pWE8w@(qpa9ixF??M7yV}3LTZ&Vv`Ry3(PBYM!(-s+!qSX
zK@Bo{;MNu^XTk*@h<h&37O;L;%Dli(>&}Kd7bFv*dyM9W)NveVgHLXhqG1gKu%^K%
z4VdT+<A~h_K-2o7&$7~Cd}@gVo0f0UifII>Bf5e*P$BzbHD`AMP{j^5!CLiS+O?HB
zkISx0atQW?=szYIFZnd?_8Ho~>Mv$ilwxB*tb`O9jY?RzqFw%A5@BfjBzZDss%NQX
zYn2OknrQULR2-kdWT{I0&oN1E_emz^R9!N^{@bcCw@WdjIA$~f3wYA9h?xJVA^+Cu
z%D5$R0P_U4K!A1rlh6_W@_jRKGrCs|u=c;|JM(e?eEa5f5pX`%yj~nA=27S*Tl>Mo
zwmbHImy!0C@Jj!K#_`l%0>$LqEYc=Nqw$0fX|GkLY5c6fZ$^^cJn~)5z#2-N{(tX!
z|J?olhkH&|%r);(3Mlf|B}gePqy7>U4a~pVCabb86mpj!UAD88lkt4`^VNLPp7ibN
zJvbH1qnP?sUieGrsWtO1B_kb{S3E;Ao0Hu8FJ8WUGE;e{u{wm8Us3x>sS0gLoUaCK
z<wqAio#JErf=*he2<nN?qi~^X4L|gg9v*<5KXPm6?{0XzimaL6>4o<#*m#H*@9Rgf
z=kR0_#_vWQgu5-!5%jtcb)c*nH?2O>B<Pr=&vWx?-~U{%s8&fG8nzGT(T44A-F9Ck
z636LR!qNHMT-6-ySCJ)mKxUz(XeGd_b_t64+8pT!TiL$^om}rbo{;9szy6$QETsh6
zEo_==HSP{9e~jN>C05##@=cZH0W(hWxy_d52y|iiRi%54PRVy1u!Z)ml5d1dpUxhf
zX9h5dBjx-X<p^YN;yF}gr!G{A<Fsc5wp>r<7mzk$&xpZQQ<84+cNvc{GGOl>VDDyT
z&c%GD(RWeUlz2x$<TUS8gBvDif9t~F64YR8N%kfS+Gl#yZ%>~%5pw*P(*ZBnY@^v-
z?7JivjqzFGLB6puHlYTzNG(_DJ;iCxDS=lh`>Gu`xWa!W*SKv?j^n4re$Mr41D;uP
zFSGn*T{G^nf%eciJ_25a{7==HeH>tC4buf}YrByg@5Zm`6jfe=P+p1`TSV96fz+93
zrUN)<|L`Sfq1(?^slEWk-ewpHtv3=0hb)>^ploZeo;{It`3u?t1`MR7jd(*(3h`w2
zbNgSo-vjp5$=JAYz$Zu)cvf1dG5aG4ma!DtVTxSCJL@{pl`#UmWuOPd?D-z5FvE~8
zEfEm<59krzZt;PF5(ARE`V#aK%Gqeh9WCV(W}6QD4CGerC1|Gf^@K$8E=}qssM6@&
zTOi2N&o_iX5X%VGlD#$_whv}6I`XJG)Y)=!VtkZfQNAVjVXJW;)5i-tHa4a$l%j^5
zJ>!PFpOs_G%_$7Iccox$%7Zuf4pIa0g>TO)eU3fcvs#_3vhP!6Amu{9niiIHt66Qh
zYx*MTySD&D-j#;2`nte#74V$9+Pmr)T~l!}+ImEuKG{fZNIU2ZIP444m!N5(pzQM#
z055#)UtW|NskPgxnd>A)C2H9ShdjCQ-Xkh2JM(!Fdv~X`NU774r!^HCX#$h+FFSqA
z1@&~vVcCu)dd5?NH>S9{^Klex>T4{ivc7td!!U3oA{H8{gWHl~V#J27iFP?uI0umy
zb52~yMjz`GyOtE2o)9<B$%$AKZMt%ee^8;b9$U?Kbpg9Uj`zKb^Pyc?ew^d^KsK|Z
zw&3>hzFMx+_|zm$xw7`JGW$()UKd8W10kip_Bz#U(U9>imKb-kM3~)J)~9WhLeARj
zH}w^O2U=#kK!kfJL)VCM=*j@s%DFhhLTvjyxs&G=G2656MCU$bU^ss6y&n6jg8g1C
zV%TW@c<+l{t9&jMTR<yZ{DX^X#b*kasUm54*<{}c9xKfWVPCJgjQZw^`K|>Wz(m2T
zliBv48x>WZ0+hZICF3deG$MK8^B*zSH9Y#3`gH7v_=eA_#1Cui@O6&e0C8wBG*^8X
zGNE!%+!30DIxM1Q6HqzGSC!gH>s$pgOvqL{tSmY*H01dHJxcNK(F}Y!u*Q&?mWb)q
zbeNo32Uv&4sg9czF6q>l;cI-|;@gfZI+etBtVCUSxJ9ek=r@o7xD8~N<Q>DW<exzz
zmT|rigne0qaj}Zjis!OfjtI!C#4`}s6t_!p_|Xq&#<rd5kz7<l<}&cw>y{B7UcfO#
z#;6$WMjlFKbaHibk5ydR5696SUqPSY%Ln%FoZWGL8PN?!2SwDlp@mjbtQ;#rW{-Xb
znFP~tsC@4|v}sRoKP0ua&3|U1)3QKS*jRzp-yn}5i6Eyjdd(_@auwPfUIDpxc$S5A
z$1f14f4s*~zpx{;#ZlwW7XVY;B!+ezQIOY>wN|pd8bK8g`qJfl`WTEz^gAq`SNx1!
zzF~`SJ6D<<7|KQXMz*pcYH@bx6AN1$_xr-Jx;;Q;Em`c(^-;Wck_xJ&7~X}+tSZ_J
zA%DFgnh25l?#!^o$D{ZJwjxyP7L9e{aZ|Mn|0!l_oL6aehewzCv9E*P(;j+N2tld(
zonvo3YfiG7F7aBSNg(}`VbPi^;GncyN1H4pqEY-pmj6O%2)0tOeKm(a;PT~5X!~3l
zeS+J!52qd&hb+?YA}Y&vKAG2=0>3$n7CaprMig2%BbU<+8pL$5g~cd4S7()wlBRlM
zYVBihi7!E1b26v8RU-1Ix)H|u9bQNWQvM}vql>JHz*;s9iuRW3H`h;n%Q^1zJnC@s
z5ZkJ(dV9F?lr%&^s0;PDJW7(Rlric)EOCGW5AI@+JJL7T&&ldR`sk5)a+A7P;j23d
ziLbp?+CN4wXx6~>P+pd->4%vP>tBk<smP>a^YqI?HA%q^B@IpdJ|1O4<pB&G-jT1L
zCu86<S~gjIq|bgfZ)>ltmV825C7;hM^d8uc(i_-L#2d)n!VQZZb*CzmjDF%rp<MU*
zu2!E^OMWQ{nPv;LjeDNZ&|e8YO8ix=Ov&a$%fVZuD`c|IB9`yz%PH6z_!mZC%(ZP3
z!=EYUMV`^>jq!J|{WCW`%QTI)un?c)K6d1(0LxUusm1Ji%9;kZe=)E&IUe=fjSGig
zg1DP!g+AGSCfRwfHASM-KG8JqXKS}#V(jyaZ9I+nCzw$E5>%*`QAnZ`#c;r}PsZ)U
z9r;?KO2NprfXCtHBwn%!X2j`>ymi(4LT~2@-*H!1ThyMVcrmYO`7g5_!}<ictKwb6
zpk8`rWuDN^VO!l72xX5DwO{2_rD_VJ{T-RqD(^j`X%>ygqUV|`4Slt&RywElO+IkR
zk<ty+Bk6xAjCQ7Rr|E}xjxthL<{pnZ3a;_+*ezBPsP!{3AZo<xEmG$9ai3o&EbBX_
zo;l7Us*13O-;kr>y_-!rpBz?dRozY{lFp`*tQU$Y6T#p;GwiE~`$?FskNvFI8_4D-
zwrXO1`!M3cAsk<3kKbaxLV|3rehbn*Vl?POQ$GD}Gz~(aDO<aaa$l3Xof?4{f1FWt
zbO}N(v7J?#70&{mMMAm~%Ra^_1my)AF4<zZkm#_QaAOFj-J6nM0~XxoMGN$T>yY@x
zGvz{FS*@_>{cz|7)5pK_SfetsU>p(u>e_LoBTZ4>KcG#}L|3wa`R3yTV8QYQ&c*TQ
z1}1<b!WjGJa~Fo*Qf*1z3mKs3;474~)=<H`KW&p_y3`G_C;~Yf8>UYj0AgF=Q?mw3
z9d@uB8>|R|72uGO!eG_qE~D4y_zSq2(9lOFLT}w@qv$G>W~3#A{drsUtI9#LOuP6l
zDKUHHw!Mx+{H>`#5k3Y)9Td}s^xN_6ne}BEfB)2Un_{Gz>SubQIPGwAw<kZS=4%Un
z8B5?jztJrp>8yaLR-PsuS3xr3zcXALQ6stU%1rh-)3dbCsLJZQ0Y{?h;)|7B?VT6t
zHZ#=GM^5*i@_*&GjSjxqH?O^@lTt-=31XL^7uWn4xdqV~fmTo7oHXU<clJOS_^Jl3
z`-Cx7##x5NkX<_fGNh&E=KJ0<&V5D|kpv6JsFm6{a$<U<HE&akN^iLWXXEPqukLQ!
zo6IQ8VZ|CuZo|0uACb+jxHE7D^^{2-$KL#Lyr6I+Lj{o`E-(H>NZ;V7UB}6oAy!|S
zzF~A%k2w4lD|UEp-N>>WR^TJD;bX)0a?iN#DFrHZNfmXZ&U>>NYBTdF$->qax?<ir
zv7*(_B)?+tmL4YgdlNl327cwGIeWf7R#M!2LST3aYSdTTd^@yC@e2;A<a@O~a;BS0
z7xh98avBP3I>w1(kAMZ;=M=qit}~pE=!rpQ)6drz+fk3k(>l&-8;V6@<lBQK2$13=
z;A!5-yhwPi#r6CBJ`pv1_nDck=NsZ5ga|CGz3Ys~4Dmc2&CO>2B?O@`SaT2Cm7g(Z
zKj9ZZeEfNwG{~s$`rSNY-@TIy>j{G`vb(D8ewaO1S}5H8f_bDQI>h39)G2Jf_ao@0
zlLC9>t$A@U;?<NM8CGoCL0@_}7vDRD{Kw{#(!LR{Wx}viYY9og=ZmCo{4v-ny|+VL
ze~3!ZI5yo+am9Z7W58=$<smWKT>si=gL&bA2grynXMeu#+_I~Dty;y}(dOu8ROYo(
z@fK^GvWUv3IVD!J2zXD40mIG5Rl<4tE<H~vwVi__&mr@7bw$GMUCf2*`PMhN<j*>9
zSf3{7s1WjZW8rmo2`x2oTntfvC>in6z&s~)PfPrEoUJTyY|^<5dbkcwl6sfhEAV+#
z=$+t}_?gTlXzVQcMQ9n+{)b-{xE<K?el7ETAfzHS@=#}*b-0<na_tqx2ySB57YAG^
zjnq*r;jqQ==Vho+h8?)jS<^v^?Inn*3&nNc*W8C@0WKEb$nCB1ZRI(g+J(eqk@YNc
zJzc4~5SSoR{5bPIM1NvBEakiek(LPGlkkbpzK6ZP1vt<F74^1$^z#=&?&;VORkl7|
z`4@MHv?NHxWaetqjKCU$D-X4Y6>#Q;?MrMuxaJin`C05?1G>y?47qLw=|O^Bp@TaI
z-}XXfYAW?FL9abzkx%+0bAs<+M<<r|TdYr#!{<_-xY#>|WiM{CET^--AGR5q{<5>X
zF5bz_|G-%{YODn%fj}{NW#YTpHdfPG2<D@>N^8ec^o~6|2T0!Cw)?n-sD*|!VT`zy
zk#Kjk$A{jBa4l3CxjqnE-RBLBQ>}Llh@l6)J3tlXcX(!0?}&5fA<03SG*z}HvvUs7
z*ll`?HFt@<yuThd6MXsU#iUy9kGG;K9^82>(jq1_8v<WR;`s2*B3)oj@8a$-9K})m
zy(xL?h9#AbnTxuoiz+gwj;`$6uiJVw8H_8G@L~wIEycu6Km75XZzl^vDZ^2VCU-{|
z8;7>a7IpP&#H*c*q5cD|I8+0C{VzOs$Hnc**`J8(f(V9om^wq6@@dr%+1Dwb8LrwS
zh49^-HK<eE{jq8j6?#$S2)9(52Um#zXKVX9opf^Giom3I|1mH6_o>}qKlQ}`rf#w8
zvg4WPowmoR*7Q0}^YIZh*Ye5FXLMgxD9uDk&MZ&H;0h_C(id|Z+Ja9dYE`|aJW;j}
zJRj~<IPQi}c9#iXpH9=*neog->U^XdR{Y>kbyynRaX}>ZI_sjf+*NfUKFX#s{R{i1
z+ld={*|I6W$`XiDXf}&8AW%`V-)>P!A|{<do~VdLN`1k}Jb7}b>vbvP=o76my~<9P
zfPQZV(}cZ)47y%oF>0fqUU*Rr+-3a>ltPhrZXL;7>)8kI`5?hO*yKN)Qh$k-8Fv*k
z<TBkU_rE7;T^B|y#?7WVQGxSDm*BJA#jTl|MTD<y#(VDlVZt_I3Lol2<~YxVHHBW!
zp1WQ-d3Z5~$F}XS?tH)td*G#!I%fzOs7t5pApY<(>GO<#(KA`<Eyeo-Q`8G6{h#sk
z*5FFiFynd=E@wg~uYWX3F@7{2QBOP;onaN8`5j*2+yKMVp@c_`3DFIGMZ1hQ|8g0X
zk0%~*+3_U=mu#6{$b35IdN}S5_}%DjKin}mp04-Q1LajVUJA<vwn@oj!{aqf<wKn!
z)6Y!2eT954Aki8GSs?hptHf0x?Bg%yR;=2dS{CJM+h{BAX<wCOMq=unlXgQy>Q>0)
zoRiB9ai<OAYDP?4(1sH3{h85|mR+|hB)o+CnO)3@gnvhrlQGHb239-cZQhR#&*viD
z7njNd>c?Y(9YlNg6oguK9Z8RG?w)mgoRUlbgh@!^J9Y`8IcD9^9N`X*p|{fmonGHF
zNm9JOu(W-UWB=_$FHns^>D73fXfvKwbdJ@>E_O`kX3^63PB69kpQ$kI0ZyY*^@^V6
zF%d+%Mn5_Z!T*h5k`0A+62^N<fKY@Xw8_@uu=FdW?fH|JTY8g6Q)+O#!#`cSIk2(@
zv@m*2O_C$_>MjwXd-K~j6O4^f9fh#{yfMLWc+9Q>89ZS0Ft=x&bBJCt*P5PVm`PYT
zY3IZ;vOW1#=p3Cl3FQZ!&CDs6$eFQ?9AppUnMRZs=xmJR+MeUFTqQYjpSqa+TS-1d
zX+uJHZhxY}-G67%thx&;gaz@G*f3c%*u00^&i8rlLpyuy7dVtS@AgaM+tTQoKGoWu
zofr<pvlNKZPB^xTGM9m0lT+gPduuM!1-L{3c@AuBf&}4Ux*{O&2MB!Z7n1?WEf*3w
zr&@ha8PFl-cfb|`9RT^N6X`K@Ogbpp{<jNOx>To2IPZ8uxh0iX`r;TG@twidk3GY0
zct7it!c!o77oD>3M|uhR9x;TWN6!UVx1r<F;4b`h1*Hr4?p3qf=}XcJwLh$(yF@@_
zq160DyEh-m%jy;*IbDV%8o{&6mj~UM){J&t;DZ+juH1;)MZj^Jn%&lA<+ade*7iD4
zQv!a1N$#n%Y^*71_?Xd{<CoKrZU#vM-=pFQf3?PE6q$C&eyAccsy>%S6mhd5y1}+^
z#FtsX^8puOOqRCv{Zn0!OArRunhImo>oJ#A7O#go^n3_&TQ2OdA6WkSQBH>RR6FoV
zBjv(bhW%QM0ky}leXJVugNz075JSmm8*qqMe|m5wrO-)U@21@X+hqLQc5qpRq|%}7
zM@*&mQj#<MGKE%AO3>+0qx6>cSLQ)qr@0TZx=8sCJ`NZmcsdaOf(Fx^EO^Dod&)Vj
zJ@=Oz>71QKQg!gce1*>IZx#&<eM<dh^y2OPXo2xxC^_K>q;a3!vo0D2ZezzbTWfoi
z@XS+D@mEI%7N*w+)8IU1F1NAj%{k}mBc<Bt#HM61{ev2bR&nx5>YGpSe?S`zBK38l
zzoR#w(;uADY#foNS-%0IHzo=0qTgu&*Bl6Y{z`5|NTGn^UbGYSPcL*?x#r~)4h4TC
zFlTmheHCK3zM+%GdS;Tcv>CG(Z<2w>jnY5JrUa3J4sU<b98Nfr*f!b8JwV8L;h|nJ
zQtc0Lar*F5t%uV^wmqo&f)Qq(stb3fpb59ZqbuKd5JSti116dqEH}To(|#JOM_%Xg
z#!h2@<7N7DZO)wXHIt98b{OLiveV>r?+tS9=mu39O3I(kqYCy0oJlIR<G)BTAu3Nw
z?=prwbZIp=srP@hf3a=zk_B`PYfUXxA$;T2Eu>DFi@jja4bGFNB~B5#`4#tC=Q^qy
zU5P(pgh(O{8&3C(w!<3kO&()yIZG=T`@1N=BN5nf2smseGn#q&ZXuz7wXxo&fIy6(
zYe+&8H`scSnZmrsS(LR(ob<sc)&yA!@L!lPRin6+v&NrSqe5nPO6HJ}o34@tIa|tC
zGFAWrdC|hB+A0#zOnJ#*!%@J>hKur2`isuFV9o8eL{T1H#}_?|F_N~Bmf;`MRssfh
z3pzUa(rgRI_g{~1CQr(9mhi=hk_F7AV?-0poRrV>-L@3hyRNC)!Th#ir#egm;<{@U
zRZ2)cX&B|TrC#-6LB-;Yv6@-S^n>y;Q^J7V2+P7;=DYZd1fu>6mOBke7ewhQm7snW
z3m;3el^J>j%5SdznYAt1XU2sjp<g~PMKHa#l>PCrtPhJchjeNeku#`=ds-6YnJxpA
z<M|P;#+L0;H*KB6S8AwMW*SMXXv_Pt7nZRX5V?=7DVuJV*NsR(>}_A_dJ}uW8>do#
z_3Y<xVtl#2{B~LE=c3l0ac~s#JXyP}+BFN6@2hG;jxCn%Vfjrs+DHa}+(zGOqJqc8
z6Hl>#U)9!$tyXc^Mb;4W`;3{&BtM2acQtV)g`>R>V@X<XEUgOJ_j#v?d?bM(O+rON
z<*I@?aVC(!^gpGr{goPooiQxOR>Q|hn0|Z+%~gB+UZlNm<B7Hjb9hkJf<@5zXVk`%
zQWyOj%e`|6`)oqRG>$4Q6X{m){$CP@IoT2f0<sAY+7LkA(dZ1*v#S)V28E~SV6g8n
zSs?83aI$C?If3Y!f(a*n>CJmzBm!jPY`Wb!th=bcW^WkZD3Rm`O~@~dQcsahghs|j
z1Pi5<1f9RXN7rFZo$qraZ7jh9&bj$m$-oiiUC5Se+;5>bP%i#(CD#TQ`=w`@l+=cZ
zY#}>t1WYvXfDng=LqOhdZ3g3+6OfVhc-V8F5Xjn+qXJv;S&I+H%3F)$1lwsj$1XO1
z%umJW*KDZM{=e9J52z-)=3g`rib#8<Ne_xj6A%F@0s)cUQ9!8*f<UB+6lnngfk;&m
z1%ybK7EyZdV52uddM^s01_<%&;9GpZ`~BbZ|L$G)oU`t_YZ3C~$&+1X&z{+P<~Os$
zbGPJ-r0$WtI(QGP8YPhfmNE1RZ16Fe0?n1CyvvPx`tr-iEoK=?^&kTQuj!K@3Qw2s
z9An{qp3d8oBAv@(qLh9tB@GkYIcYAibSE@3qdom(o+1D}q0aMnk*7TY=otxsJOg*5
zAf}qy-Kjn)H;3pknI^S7Lm&Ke?M~gAN2U9^<_C1tsAn{rA6nn-igQz59(y<>kQcvT
zfHMf$VdE1*P5NnyO<j~rp+i*p*(6Tm4Xj(efzX<Nd3Ec;t8|gqtkB_?SI@femWSWK
z*Snjz$2H_f52Px6?baUtvaD57<AD0)0gIAy*h+WULZ1cUAPrlYcoh;mVW!k@fbob@
zvlE6K)s8V$e!r~x%1&T9^M-ehb4i)N7ofW;IC*9U$QNZ_esxu8r+5UdG=15c09H*y
z@_t45+_goc{PcCFlgj;9kG_>P?w0%VU2@MvE*T*XcC8kSoB15&+Q*~dJJE<FhWHYZ
zBnefeZ0lF3n}SE5avq)4<u5H1A;Qu?ZV<9i;Ghr*yXgQRc^2eh`aXuY^wnF~y_iEJ
z3;@_f^2VEc%<-OT+b`?(`!l|?od1&Fuk7y68Jt$?X#9?fDAiL@_LIh`mKmPsZiypb
zKl!3_(*d^32mglD9FKG7z~mJAz&AOvl<}(NSizNYanpnX$x}4qS}6!hVOlQ`LnBd<
z?F}iu;;xk_3Lzrb{(1v=xbTk_BqwC@KRSD~@eX73q(kLD8~3D-yPs+e&-*a-r0Xk}
zfJ55L;Trzr)w|J$_VvwNpX;NyvU{1+@57QvtV~-=lU90I<(Gqxv1GbmORS;VNlPp!
zhiWB0`dUS;3Yd4vlsvSBHDgqDN#grO3IR8b%E<0)*Ei)vM(Xx1s5f<(36QABnCPum
zWIdSjxzW#coS<-K^Rw*wf@&z`6+?$(cTC*J3LnQ@2>EDZ))W1dPK9}_RAwmcso_ym
z`+rJF@>i-7ipTMRv=Y6qkEHuU(!K27%|qw%fdksI)s17q7d2YnS;M6!8S)0}Jo}o}
z>P8=Y{w)9wOZW!^t6vI$dif131;Y0>OW;P~2kA09Z~EL~WRL*m^v02leq0o`GJxgm
z4S1ftWslwt6VB`ON*}73=@n^j)niVW>^!D31vH6myuy`5^X%4`<Nndz#qA?=u{Wl_
znozEVwK!!X@*H@%-X`BlHC4d;wjI_Dv+1jw&pm8GjKLo*=yQI1vujrUHUD0<@-Qph
zrVsghBV&MzHsw9Bkz2wr<3L|!=t^SvvS2DejLBY&-k;->EYs+T$;(^d?uuqLJ`DmZ
zo*Htpn~sWD(2SI?T+xiQVJdzq={oeOs;4>Q?V5jX>X2v~_4(;C=9;ZVtri=>(*nu6
zMSoTo_D72bl~e@-@>6Ds70Slox2^W)Vuu`0-R`v7pBYp_MXMfr=*deOliMuQ0c%eD
zL|`vPA@V{XMc<<PZ(pjZ8oWb3!}uyZRTCQ%Id)F=A^P6Tog>lSd)Afk2LYlCm+!s4
zc7rCed+S=5%+e3Yt-i36x7zlL>uma5;eK^HpPiwxbgI2Q$>gHB%H{6Q0X^#epohWg
zc|beK8sI)(Dl(&#d2rU_%w(1}vg*pnqV}oLvq1-WmXW?jf)|cU$EBr(GEJ(HCP=<D
z&mdVeXh$s>RkA-RIZf++;%j?(&)tz%7j+cxl+ZmAjL9AN?jYW&**0`W(y$daR3f^I
z(*tO>B1fx@wN%g`tQs@?YS`VH*TLJuYSJ4|0P^mFX^`_7K$kK~zkc7O(30ZEcD%D>
z-COEj^p36yC$KiSyL%kI5z}LBtS$G9^L*W1II-HHwvdByOT-*9yjC#bI#yYm{+I&g
zWQ%W1Bl37*Rayqav0Aa>08Rr?3amuUYFl27;46Btp|LHje0X72o|(QB`(4!W#zEL0
z{M)_F_46q+06G}p;@N(9q<1x<NmFby&$H59bwA@oOiyvdw_qhsH=~u`D(Y$6bTimi
zwaiqmUwg=F<ePM_B0N1%DNkZdT(`-vsAUvqI?3m7cJ7Ft{$0oNuIfv=3jM6G@9f{(
z**XN&$=q9%Bi>>}!l({HG0_Txu!A*wLgOG1?CbFTi9t^Yry<xT^An1AgTd`Ev!SpG
zWo3Iy9)r}<=C7X07GGLrNQ<hqUbkh~zZ<=HBNwanRH2CX)9t}6fCF%NY|isM8CqHy
z(k-Xh{rb4U<imhTOi~GqNzZ+1{F|uQ+FQ5J{(2KGzqMg-0aVJifx}1|gAcH4FP=)k
zev5CY)UDWm7z3j60h03ra-5>-`)0*<HuyeKn*Oi5PxdLB<qNM6aFPpb+v%7R&R1J6
zk~ss|2khW=Rls6Ka<Y<^_fm|WdD*A2lCrq1%&Ei(28@7xYoY8>*K}4+LsUA;cV<g(
z77sy{YguuN2GRn;sxKooBtAYLdVUKQo<*&rRh>tivsl)2wtTK5i2~29Zh<*=IO|jY
zxRR_xiK+FYxw{%z5+A|`!6<7#8_~aJsVs;OhI^L1&{#xG1)TQI^pl$W!lk!re#2%x
zed*12&RN=vt?=Q>wjtgZa{baLD}!xv7~{@QFIowDBU(gnP8HXl9ltnRfhpYdUDy)7
z!0|j<nTK%I-<Yc@xpSWa7|P`n)+M;$hckVbeF4Df{SCQVI^2IizU+m8nf~GFkRy-V
z;Vi3D*Ogy9Fy@!}B+)AZ_Iwt6vn>w8!>8Zgxa-(HpYpWC@quYX$Ao|bx$vC`MrPfm
z7H63Sf5*j)mdlf$Bvx){WR0CT`1)~|UGJ^qWn=-EER{4+4OH8Zd96Ei#q_6K0h0{A
z0phR{7sNKxDTib7F3WWIuK2{l&wgB8?|0HgjPmLDzR%WqJva-3BTMC%+X-UcMfa8|
zdW{|~s@m`6D<_YxjfbZ;7mnX9zjP&<{NAOHSI7vvz{71<>x$Ex%I?`}aN_lQTgHaT
z<$2QaK!zzemKJ6d?*9A-#2T#Y=ik!fXkmv}l}I33RKRx?pP;s{V|GDg%V*M$2J&{q
zc^)Oo<ZmGy)?uxd+3}rbouW<KxcIkxfk1LCl#qH)X-0*)xq-TPqUoTu>YMh(>x090
zKaIqGbL^1_OX+6_lkUsE>Hpw>j=^?hGkwLBNNG^!If4F|e(N29tLFk*a*&<GkQ4`n
zmK?yp#7jiL6PTve)iAexWy(LuRph6VuQyr6>)|0w5}VG;g(&BPJc&HI+cfR<NTJ{R
zUQSYov)hWpfgxAZFn0~w>MLT;+I-~e31hYi<Ak9t*zO7tu-@|xR;)}OJ+=YWG=p8r
zAdA_d+_Jynf2eSXTCwNgiDBCwFyPc8d|{gWdl^76QFId35s|ffIA||#J+=9Qc-6uK
zm0#E^R!(j&?MdSKG!o_5!q6Oa)m30<Gm|;PK4&T7ZaJ_e7Fafi@`L<=JYZe&{J-PU
zCO$(Iqy;b;P$q!PAfY$?JRm83@1=s)>uZ8JoswxjsQGHE$&D!;u9at(l7iTnNY=xm
zB$J|iEmQOouhMzOb-G{kJU{AC=HMCrL4RHvlQE04N?%}SdMjsr{f+LN>8G{v2NDH7
zty63#NZu-51mV?)wch3kjQ3sA?^(76aVd!M`a)O(H+f8>dwchXPt}3dCa(OD`pm;%
z5it;e@SOW8=o^H;9{f8eaE=&M(;`BQY@ES+6}F_|0_OC@j1BAf`4X3fP}uATy)BVN
z)t^vdacvSL>$(MQ9(j)L7VVLrKHYDtu~@6k^hiUT(|t8<I3d<5jqwKis^Tc9+M^Gl
z+PS*AW7SuOkxl-hmTP;`QHF-@<-!mj*h3Hd5`PA&?%?0h+`a=ndxPSWFd7)m;%7%&
z5$ap_3SarSfryJ@eUc!Mc!nfM6|{}UfJjo(ND%XJhMerEDL*w0+>6HpBZ8}%3Qo6=
za&h5je8UUbu*~jrZ@E8+s^w^#a<Vt?6k^?YSq^CY^rM@bOx(0zQHOfr{A57gh2Sam
zo5{~7?AS)zd^VAc-db8cB}WR3$=e_=Yx^tiuO(^s3!_s;b`0-aiA8&&>9vciqSr_5
zB7%izu*Q_y19o9qTzuN7K{spE@iWEPcqYgSi0Oe42OZKvOn!5Q9K_;SKLOo14EIr_
zbtQf5Lx*SxkigYmO4liNb&suQ--&2luu#L23Vr%cU@{$F*2}T{V4=~`LxQG%W;*8i
z1M<u%c|Ox;wV{sr<IP;;?NKrH5t6Ie4n$VvT5X)u)U9{F2}Ffc&KB$jFaRfmqZ0BK
z!Sd?`2($#^b5Ey6Ir6tAp1ywL9$uPbm#^Vb6#kC=hjBBkOu&@(GlJ&#2CD>$>F};+
zU%7T`D)40DRn&2>i$<#MR-$-I?8RmFzEaPXp3C`)&}5Td_Lr|}i=K^Y7=BPi9^H6E
zAL4mVPkwZ9!y@QrEWP7d%8$z~vgd50)~h!$=?X`^-;92Fsjy`AQk98uRo{M$sb{rX
z>2z`|e`GQgwXg{feKt%P&O+!g%;h-kN)GY4#`ijtQlje!Yp0TCb#fQ<4S#(margl%
zKtNN`hb(YN<unvORLZ#TWbeJ*LR+U-O0E8g89i=<m+4M~$mxq2QP)D-q%nDTgR~1Z
znUYxtRWSzUY&f&bh03!VnrRMi>8`6l{046gntIHbh_z0}Zt-UN-&|{IM&#oHPTvpK
zOpn!*Y{%VhNVKftYQEBlP6^`@DqIT-1o<;oFf^a^H_eYiR!Ke!pWMs@jXFvsCy|t(
zRgn7hU!*{fw6t9B>x$2iyMzmaSCqSM$G$JM$aYcaU+1py_bOOAZ>b*H5+OrcTZT;y
z{sEa32(@<5#JIJ%vCjueq|(_JoxF_UW3w(MnF!$Q6S=2jN}XY>eeOLkr(JE+TI)Ny
zl5}Oc^Da*5a)YUhNV<E-WA>2UOEPa{s4Ze1;Li}4-(Da%czo*#l&yA8?k&%Hl6+<1
zu#qjSf3u_hYE%91U0)(uR+Y}oK+}ja1G_5SO~U&^#AKUBn^SA074Z&()sBw46&-xG
zZof59o(v+c$^TDr-8LtSX09yKn?fdQPX<c#!>wjb1CGo$EpFv^hR+jDKiYzSD8|!+
zh>$&hduS$?xTdV3sIsQ)@1bLdaaBLFI{+Ioh_M1<?lXj>=NSsJJ`TecwnWb$1vlk|
z2uja@36g%+(hCbED8D&STgP1PsheSQAxsdil6V852)ONUL0P|qd;>I!L@N~GFEF1e
zSt->MD3=PBBXM8+pPS^?=kh8?dxCO}fEH|DfsZjSy+OX#1Asd;m0O~z(yt+8zW||#
zV*u!=Kg!SY)@DC!_v#k;INpbt*5@k8>=@fATtyJ!z^Ab5>MfIaZ!3c8_76xvjrlz^
zS$!s#gZ-b@B~s$V_~k`0RfN}BUvOuh82D_1OD8B^(Wm5HTeEYhEm?RzSG_SgzPCsy
zS$GggLQIK~h9dtv<%rZXykXd_NGnM7o^y~9%NQl5zQm@sY*FI|KL(#+saqA@KvSoX
z1B<!f0l9}X^GDoqf?~ubb6*$fjVrGO{)nFY(+_vZam1<dpS&_MLGC&FNAMXc(fzCn
zOc-o^{9xKb^j~f$a)$uEB8Pxr(qF>#ez`uuRLl;U4B(ByJrf1%Cc)k{HEvkU^7Xo7
zbu+AWS3p9`2Kc&Y+ZLMc>AmbLDzg9O@DtfW?%fn6KJ3+A%&cV?SX#DU7&&MFC@uva
zWV;V6hhVheV}%cPs{0E25Ge6?N5$VKm2%JX1Nxp6pDR|`6ZX&#k|e2Y!Gtc%)!+lo
z!xVs)V8zQD`vc-_lG{MYf*<mcfWto!R+7j#ABp*(WO796rU!`GRMGSzYjyajZ-9j=
zH!=KwU4wwlKg9pPc|UCfa*ZoqF>d+!u1|S-ZR6n1xap?p1|}?Z*=}zzZ3j*MkMcvz
zT&-DemmIVI5x-nk$UDV{e=vA3OSnhkUSGFPu7@rxtk5F`<YNwaP+189i<18`hwEPk
zlmEsuN@>B0tO{oVTb`=>o;X*_iTsG%iMm(&uXi9mzoGT{|A7kZ{1PNheyX4#>jS;@
z0#P#1);ie0y8vEfyI4T>u5rQx<cw9!vLYA%|1y@L6{}s`WA{J&4_SW%;MJUA`;9fm
z^jl&e2Lwp`XawAC(aHytmU)zWV3R=P!BYT}`8Ub%tCWEB9k;?RixS1o9GZx|ypH?|
z{}3ow)%XLlE>*U_wY1!2^7K!!W8w49SveSrh}rIW1oEtZzsP|;#@#2H&wWIFe&w8h
zk^z75ipR*{F)SlN2|-u~sZ${p6IQ#Vm@X3&^Xwqx%+Wd}3yVJ@fd8Mr8?qY!z7d|j
zoUnj+fpbOz!$3763+sgsoZVxe3*h(xA@UL6noOn#PycI;qi>JyqNK%g5R?wJRW&2f
zR(Pc8XIvDZOUqvBtf?gxP#6L50?56zmpV*KzxXl#E*^-YW4$vRw$2^41dsROCYpgq
zT!0k7$l-#34`?AEeb?mGB5-a3r!oL?L%RNns992@aAm#2|BBoO$bXeA7{NNws&-_x
zQ2&h|kSnnL;9Y$(;Nd7fRHJ{W(_i1&AFLAOPXk005U0t+aE3)<_BnmZXE>YRb<|BC
zlP7<Eu<+4`=KRBIL$eJWvJjY6fcp84rqi07-}?e|Rn2loEjO|tY1#787zlCxyOR5r
zl}XEE!h;E?wGMgZ+j0aBz_oaQe7=u-2{Bs}#Rr)z2;~-<5QUEwx-d78rl;p;TFd{5
zc;S8ud9jIRmu?Z~N!cU;(cx05nlhVcO1sG3`<v;hnh?+b>=yZ%$evq0bAjio0oII1
zCg5R3%tJ8Qh<XkFNcElua#ZpYUYc(QxJTI`n>-HgI`2C*&-?R}d`XvhAyI*bO4tFP
z4+P{<00HLz{=;NXWY6s<Ef6=@zv#F8y6}vbGOE(=2}aoy$uRo17*oh%sO)orFKFOF
z@!-e-4isP!hnNaT8B_vl>wp|V|K<yz0Z9OC5zoujMqE4nfc#uM8O_(qLH7d~Q>Fo9
zI#{jK1gB0Al^~_205R)71SA^*XF4d-r6qyG8vr|Gfx`lrKpOUc_hs&d{e1t|EkRt4
z7w)9fJ3`h0dgrIGGh__sg|7hRYmzhJ-K}=FvBr>u5Cz*$2ORq%+b&U-z*G#WNS6SU
zbS|<7q$x-g*HD3g@Wj(hzuZPasB)ZvXSBy^M{oUgk-o)a;oq4Vvc5_);a#)4@Vo50
zJ%_!QjO6lp(@q))0~x&l)rn*8u4+#lk*{DVhztM{8*u&GFHKv2GWG)mN6V=w3TuAo
zQ{4U33(gk@(*|GqU6grjt>?1|Cmu8KB9oZV;Aa*M0BIm*R{;4C?EiN2r%n|m>eNzs
zp$J?!<@TkSjS9fx=4*U^vN#%fGmHMFg$_iRe^CdND$E3u75w`Gf3L-%pcl_i;;tg$
zw3QYJQ};3K0`pZ@C~lzoy8Oe8vrgae?~im+CocO(x!wh;CS-<&RPJ3QIM~1ir|D6*
zN13`m(G9}5b<04SmknTLVPCFwRB(jMz$XO<>K3?>tHEmc)24$5(9VN3M8R$iKlp<_
z1_kATkR0@VV5^~pt;Hj(HtFFz4TWWMo9T0#Kn4&P3J`>#c>)f^jT;ppyX1fcouYC)
zsV63>Cs0Ndr&)sevu@*(KkE)~(Nu8Jgv`|aXSE}L)?PK2K8L2e?EP2MM1QtDhS+vC
zkmHS{e%X{z;+w5;q&Mm85!i`*B$XASQZeCEZ}hdt=N{IWoq5VBP>-gAgZ8_?)`@*e
z|FbKSLo_yH&jO`a|JHg-V(X`glv}Y!(_JJm)PRn+9d_IVbX=O)@hWzHXf&W1hDbBF
z-)XjNwMj>$St|-MT{kHNsLlD4+CG5V#1<E&9oDr4C<XgDO8@ujqHHl8g026oE4ms8
zdha}=K@Wr&gF_oHyxws>OmY;V*E0akDpi{2M|7i7ZFD~RSRankR_b4Mzx$(~%Xj;1
z!SaCEA7HjXy929t3?K=3REkLFj|R`sbb5elxBsAn5%7)uBt+$>5;nkGV5clNfc&Gs
zrky|goBzM-m-M{YvwMW>oDA&ZSLi6M2aDyYfgA6l#j|1YitrPK6LHZh;=(DiU>gQz
zigD2&bbwC^48RXNVc~2F4)?fgwf1xwb~vbjX<phKc3*N}Hs>Q)g%ju4|5?A}Ymx1c
z?gfnIK#%fxnL#UY$f-0Xf{$q--dkUX@x!=kb{Dqk8OZ^)sVD~nlYRMeh<}sCyK{Wm
z5@8Y~ZD3~S&%?ibBl5l%{<JI@#u4D*806}E0mirvPzSldJ$^WYUIJb?eC{va$tLoS
z?@!+G0K8N7C+`5^@#phI8viV%uuNFh^pGikf7%`};Gcz5em!KY|EN+huYOi)IGY0n
z+qIBv;`AgoDLtuqxVL$FU;d2}%yrQAS-P+yH$3Ar<~kzEbJ%T2*IU^l7T`&dbHwfy
zRx3!4D9SyyhsF`hxb{o8Vt&@}hNzi=h&bezKPUp&<B%dNM1>8c1Q5qRA3yBZAEi{$
z0!2;~M?`iyeEuib9ah`~^gcA^zgua>uMbvn5z7VAs=(^cas~TAwy~cD^X?blLV5;D
zPfitB)uw<>=E}B(OIFofP(Q9~ZFUfBvDU=>JbT`S%O3h(P8eC}pm!oc7cMq^1OXgQ
zA$ixK1SKH*B?p5y?zQj=-IhVqDH8=_Z3>WZT3{+z5{1c6b#vDjCH_s3GXa0v2QU!O
zGQ|EL3YJ6V;!#zEmjL?S?oWC2yT<yZ2ruM2)zxkLzeLg>YH1n%yIS(v|KC@JJ3+8-
zYt*n=HPL~O=b*_lsp=pRWXoBMQ{;A=tg!)^*e4kmn>mrL18sl?K=uP<U6aNAxU#$F
z1f-Df6ggx5x=p0rp}IU&ILn~pT2BriAZlnZm5H=F)P9Fb#^Z~lIS@-f^)pfa|E|k`
zc9I-C6iX-mR^CsYPt-yd0fz$Z|CL|z_?Z;Y?}h=D)+ePP-tTmh;j^{Td6Lt#o_BQI
z36gw-V?90utUc6StA^0kd!x!0`q`r18ufZI^Y+>(*gs`i4WJ++8FC>17D?^URJi~p
z-b4|Kr`#R%A1h~r&-lW&J`p#a-xk2GMHgA41|I_#GK4LFVe|o3toi*u_k$(ikVsuM
z=-kOk3#9ww88~M*FrEc41rRO3dj`FkzzG1Z{~<ZY^JOg+2oD)|arzi2`A@5gbUN7X
zKvB}5-hY32gyKouFfecOPl2CJMFZOu-9KE`r)U0dKT!iMqhxXet#tdZFNtofBLPo|
zo66~)XnA7c^8C|1|I?521JVBWX@R8vIl$XQibZLHEn5OMBQ21=HPW|R1;V<M&b<jT
zm&q@*)qwWI_=v57hS-e#`Xv?0vbGV_w7nz%GOB@}WB`*a!!vM)*qmQq=_O41P(5n%
zACO3}4FLe)mV2~46+a+sz*++kz$i%1S|M_hwf6^PIW{fkD7cFOc%i`)Dv&!}_UKJC
z#ZKW-<sT5{A+U!A!@XK{bmA1)2`>{MU`_4C22fJ}xIzCX``-VTzeC(BM7AQ=h0FG*
zDk&C!p+3aH+k~Lv4<}R{<zK_#QG3XPyG;5NpD8n$z()FIs4D}qed`AV0`I6IG?r7r
zXMBD@0%7xtTs45*h%ER2zy3}GkfXX2*GW(TMjk&C#ZeG<n2LYoM8KhGMStODZf3x=
zR(b&CehCHng5FFE?g?akQ%I_}%Uw4CWEyhFgoF<tW3>jwFF?zFoj`}zu~-zMvMtPk
z6uPWPpDy`ZB7^w+E4)LaneFn)d2lN&P4t*kn(chDUGh2KdE)tSHSbbrB|n7kJUc26
zj&VyA*MD(?HdV&Qr|13~Zn;hT0;ylO{{2`w;w3|)k8bKqh@OgSA*U^?&3@y9h2VL&
zEeVp-Y&n<Th@QEHUz8hh?@X>EKBF|(=%ZctQt%_a5|7<BnkpwN*}uE#%Jl)U{Wc>7
za7<mgBz-ESm5lgS`sd)+FOag3L{wNuFx$pcf&|sg)@i|gcSS}6gD_Q|vq1^NDKh_H
z;Qdu1Ut#N~V>hDg>Up@y%UuBui31|(?=OnLqXHSBv*FNz7n~^bZ}H}Ije)1rVs94$
z=Q$)TSV!bh>nvrj1TbfaN7pR613vx-<JsSf{@1GhgU?EfI(Lmoqz#sIfORGEe9>gn
z0j=~OmbO?MIgq+g+iv)-Yu=L1(dGBop+S8|fu$iZctey4B>(?4!7}?_tW_9PX#$^y
z@3M>>U=`Ude_<^-Az;p|O$F)LLYYY3DJ`l{W<vOGnv<oj%OmUQHwpoG@lT%XqICHe
zn?9-6T)7KM%6-_|?N(WAy5CpScSI*a1leAgY7CrR)5F)Xs`=R~WsK@xoKAdrgx)@N
zo1^Qv{Q<JI5*89Dk#z0$9K56E^($lP;ktN;-{K6eQ=Q`eusQuIlpr~PlbX6(aQ7^R
zunVFbOy{+WtHav_DW-dB{jsHql~$43&(d!&fD_a7DZ5$LBY3Z0oxOI;gb}N`gn(1a
ztyS?td^nBggXet<j#9+VmJZ5e-3cmGS2vH^L)-3E$m!%^_D(&i;BwWN-Y76$`vHlj
zJ8~S3!3`>{#R~Dd(#sP{R+i#IXGCWeVHeB7s_*LIs|j_}ifgMe%x}_Wu&V^gP2Ilw
zizF~j{oEss(Jx!TPLJM6lEdkkiP3ek3=f-YFveBP*>4}sKG|^hFXmP$LRmMNXH!|k
zW&%khNaibzFsQBO^Vj9pbGHQba03Y-JGiVo%RG>#>?;9u!P{&>-}N>yR|P3=D#C!F
zq)}?Ryh6yW4Qv<Lwe(mJ0UR}7a^5k}(IFO$jd<e{H;^b<uJnc071cc6-|kY@K<<ql
z$DXo0*=y_pSCB`<;G(i{50_TBPTP$TI)Pw$qrhUR#gZn>^zsGfu3$d;ZE%~LB1{I^
zC_kM>d0YmMY<;&yG8M%xzP)H?=&u1As7(^f-cg&iRL0)FG&}?0hd%82=4X<3=~nSG
zPb+J^t-R&QaW0!vU++x=DyHGjsJPGy2vSWymd^uunh6W|9B3zj{n~P==VOt#R$i=M
zg}Ps(a%CX`eZX^NB<ew}BQG`D5hpNx)=iORA@|(UGbxrV@9)RbC^>?1d%T}q){9?F
zBl8?pWZyK>($Q_*RVsU7wcy~45q3)OZ%#4YPu3^T6=L(#N)sjBqJn=L2$4Ex-crkE
zG?>$Xrk1#(%y8a&Dm_ts65!)dD0v--j>@g~Q#x!M^EHvj2>p_N8tLjywkx+%0wp1L
z3=CA{Opefqu);K-1l2Et6sA|I`kc=8N-^d_d=tTngG%9{ddI8ZruX|uic}0s`_DQ*
zTo5_7F~nZ+;5Zu_nw}MxnQLW=ICe_>?E@bH-V(0>%0!LL@L^AD^`$n+dE{~F!AW7F
zAAm2A;KU&QZ7fi>yB8(Mc1HcT_q=2VeTf}0&6O8*LFA-%Sm_dEFztC{{;T+4fdw_6
zXhe8HUrlq+@o^L+1=a4txDb~txv3c4lB?zKu3hVAHp&aLL(|F%%D1t}U%V0~2Nd-Z
zt+M=AmPaqX@^ih<Z^d4SszX>d(`PL~f?EwG6ga9LUl3eM{tfXdfO$!3FtMe_Liam*
zjS4=7QO0_VmW+ow50B|L-7Z9Ys{Jh$mu%tl9lpm5@qJUzL$jHE#g&S(R-iHP*v4$F
z>^I3tZh?NuBYuXwW(ibvXltR-)B|7`uSCp`9|x<oG59!|{?6J=)R{Pri{DTC4&>yg
z(gqzwQ1+BO5{z28lmm`bMG2jsx9AnN+8I=@soheP(|g4jlymvoo;<|Kz^Fh}xG>?I
zW}$qPt_BpSgC(K!I!H~_npw?PYv&{{qogR!)-Ous6_>g0>N!G6h<O$pb<$iKmwtOD
zXX9@_GTLw#sw`N}TZE=s$fzfK?06yea%PH(5qB|(Fmt?Ac=2=9(>39+om_Q~nhW!!
zW9w)54nX$LDCXyT+X>|L5#OJDk}orwO}P-$!62G2C;@);Tuv#I?Gv>ZTY~gRWwHLO
z(h|K7#Di(TR)yvhX>>(?yT^fu?<?m7bz4dfWqpbQrZM(&8mp~>GTG`+?nNK-KV(IC
z_`PtA>n=8w2TPZ+BB*9T%XG$}Lr!dxI3KuHZo4;^e1r@I@nB|pqU=l+*La{~*9jnJ
z9Jk8C^WnoS5JdOY69W?anV*gul*(=x6xL+Pe<?L9$B*mukz}h}W<6G+tCV)#8g;T)
z+GvN^>^Q!NVtdv1qP(EW$0O!Fg#p(@d99JdpCJz2I)*g9L1aECLsxY4CP<EZFRRQP
z91WYlA7!TZ?ul*x2i1e1J6BVOjUT{dzS|tzmO)cLH5S8O2<M<6oEYI)zBINyHY@HT
z*dEq37kIY&YGDbr*6A~I9+Ajm$Bcke-C5Gn+vmrUa-h~Il)%(Wx%Lbi`CM(cV4_P1
zBRN`v9+k*Nd%Vx3pK_v?mW>ot)3*$iT*ze^?nv@zsp(PoPm**`t<L5l9#@+ZPqs5K
zFfHB@PWc*5Esu!Cg}TcZMrt!KNiQc3gRO6ZDua_*`}@V6yqCBjIjIzwC>d(GVJc8Y
z?_p*9R?9NgcXp+eki>1~1)<gemKE8M$lAJ|n&ewpBDIa@2xFg+8JfAZ8B;khCi@%s
z;Sd?FGOz?bA$K(U_UmhwkqxeedfJj^EfCjnMv=^SU1y$A+`FO1GXQHixU{}EU{@ZW
z(Pk%8;DYk=zH8-YOyA&qwh(?4veiLK>is^O-bXARcsPDtLJa)60{_44fBsm78%$d5
zGH-&6`7``z+C+LyetCY9i@$7lybgX@od;g@0Xx25Q808{U`E1cO!V>qiiRCnT^^;b
z3-R>>MeGKnF43}(OD$H9*nn00FAo44)!FWbQ<hCXApWS``6f%|8Z4E|+YgL#{u4s!
zKOmv<Q_LMA4W0Q90_8#WzSd!t%qk78<~#d(BtaPNy5lM0SWP{$+wVsoD`tQ7;~)I?
zO7zr+Auh7Oem(l-G6kBx(3%<N<I){;{LnEx+*;y5_#_*-%3Z7D!LTEhJ3NDCua?%9
z_U`J@%W%$Bz#kQW97m6&T-gJqQ$vU2vr;no;`O(7qc08?U?MiH&ke@TA7HI6;#?Ys
z!@}PPpE{x@Gm2USebB>&%+?OTS0~W)w*XsYtFe-<!}b^S<#aMwhD1-C)rHUrwSwpL
zy~869a**Q<SFYnv4W?B_-xu*Vq}pwP_&zm^pji0uHYLR58Q%D`^|!=L3&9?Q&=K?#
zvY-d<mhM<HSEa_d@AjnGjZTIiIy!E8+>I;ZW4q&p(dFjtuAd`7e?Xwj8*LB$7{QT6
zQob_r5Wc7hx{?aMM&z+mcRF3Gk)De7&@UNS-RQv7(o2f-tElzy@G+^9zJkP#?lN%9
zh(gJH!kz^o&V6P~B9Nlh%`$4DlWftnTFjy<BPKF-Xjzd(fdv;Z>308od?(M~8<Kiv
z6TLU6#?g}zibutQj2B46EH7e_1bM{Ja$A5X2;D7!IOB<XWLqS_I)$M&>OxZ2&tfL=
zdEJyCH8+5gl2&(4Ei?64-)PZYZOZhyjuFQ-bvz7=3>*h|sa2)E5+~Kc{qtXjDCCt2
zR&hpqpSoXIF3fY(9@yh~d($8HjWUrvY()&>PSmrK>p=X*Z|6Iv&<{k4fB1GZ*`x5G
zh9rhlTcsGo$z5^sUBD@`p!}RRny&<prCO4=sPQJ_m7<(e9!w;2vZ+m6){URP8-G_F
zmg1BLDHEoA%S%#MMzXE*+Tf<!FBP483gas{WKBAU_1E!tMii{ZkfxA5u6eyvA9R^b
zB&RIJuu<EY1*P%X>H!34g{_r0%?a#2t-DQUXx*tN3h0`yI;j^U_~o7fUk}URWOPwZ
z%UtKZcC*wPRCX?2W<bK5{F8}x!})+MpZ>u|#Uqym<}Y8`J6Gs(4HutL68UUa>m4cO
z$2djKvZk2hmQe<GoWGWGxWG-fqHL~Mz_p$&tX+7LxcdXrkf6nf`jjK>a9(`miRJ8+
z5MRw&lj?abQ6+G0FxS2%W}3^<%-ilJ-E=g<O@VPK^1O3VYrw%>5V+$$ap0_XL4eG+
z^P-;S7T3k8+61qXQzH3#JND3y?<WWFT)7!er(%9{o=Myur$N9**zdS2D76?qmS=2U
zxOM-eXv%pNCx=Sg+853z%0}Lm4nwe=k1Du%Ldvv(3pRM-MS5u$gF})vc_DO~r8~co
zisyl>zYxW08$&6ol%?va;6#d=BV@_XW!j{VPuBVQ%;S-}f;&NYYC)#jI?vm36N!zu
zn;F-Z5<a`%{m>H~aK{7ViaH%FkAhJ5GLevvHp}`asSjOMs>d9|!XHTrBaJVx`<8y1
z4hCskTBvv4u3>FYy9dQt8ch`3*6Ecz=HX49JTvRA$VDF0L~FTDFN=6UO|$;BpG&KW
zeKpk0gQ=tY_4@|N1>UJ=vFTJV(+?6~75J%jd(euQd73{XgBS;%^`>sM8WDShNH|!+
ze)eLIUomDe{PZmlJym;uEejpz{Ys}|DF2{*)$%1)kf7y4o&V~M85CLraW(A>m$YI;
z2;aUf6hanMJdjz}SYV8BJDU)q5jl;NlxmC;7HO#UAdivTo~jAA)sypKhk((&9%j1s
zEqUOHTnuAW^<&5JhK(xY<Q;jW>}D#=!EMZ*QS$?}YQ|jk^yHC|{I5Ynso-d1`9At2
z39NSZQHa_Ph%qsudUvM<pa`Vtca|6U{`J-Zbi_|QX62grqB(uDD7*aAhmGA>A-9IY
zjizLKS7g<7)6Sqx#QtVoB}fKvDp{ZM#bN;Upq$E)^2FJCXVq){k5)rX3yM{5Rqj5$
z9fmO=4ENmgCe!caZf1p_%lB8FQjK%r5OCV%eu1VJ1zV$VNqK4u787wX{h^t`TGP>_
zkIXMF#eN*Fb?w`_=zpbo+&+YvhLAE<v)`n~%^6Nt#Sd-5-@dnPDdAwKI#~%djUDn1
zYbCjU>((QZyHuRU@W_6vwwp&ftP*!zs23M)GFsk{laovZ%7q!?Y;qU3$L*u%)NE%0
z`(Y2N4Sa11X%)U3Pkd{TTxASg`@j)bTI*gNWsO~l%%xn_+d$KU$Z2n~ifJ~CAa*Be
z_Bd@8F#hFtj0sgCf{%v`-<b$m#<62{=)NLqCGVfQ_~u~0iz52PguIJIq>kM8q>BC4
zj6S~;1-P35y=1E=qw6jpM!s2JI~gs(p$N@9zkOs?_*6vSIo=wG-<R9DqgDtkRq`s$
zd2uVn;b#h*?_1?+k%DWF3g9c;ARrP7jw|ym$i_dqEjKH^r%xHtauE}AA<U`PS-ujr
z#|Ay3f6Im|Z{EHFyT(;LmKu&p1MAbP!NY+k`i`(L(r|{#3(eQjnyZf=3qP+>_IW|C
z0`p3e6!|W@jnV;=;&&c7HR}Xy-CqfIfeNUN#}}1&U2`kus`XmNMC<yt+_SD}1l4h}
zZ>N)aT~N?|(L`gy?|1Cg;$Cd6UBs;p-6?X2>$7p%tw%T(hws;pv+eh58R0zg?YksD
zn7?D5=g1orsW!>{BKnLkGM5Iz%04HFi7+)YeSbtxtewYJ2jUK+!<+dGzg-->qX+in
zDH;s?egkj;=8c#Tk;{aO8c#xRPxzQr;1Xx^@qBJPaH#~~&9I$@vyM5+zUnQW<C$k;
zW=UEbH0ev**J&Afcr%u|9~S2MDBl}(J!AKU`IFQF-xaYV>DTJ(Ndx70^}9+|kMOFW
zcHousI8#(D;42RnDLvOSZd`k;8W6upS7pomJ?Xr9Q2iy>fcOb+&OoK<UEYOP?NES{
zd=>KAA#3+jfMUgG@9{@|HvYLwVS2sKr=_QA7+a6G_BO14yQteCW+^;TW7^tw1@T#V
z&L4m4HrO>kgVU7wtHNY`v&bI?Y+dd1gB9W&Xq&~~k%Pm729dB9VHWAe*F1D$rFo8U
z1_`qRg==5j<9Td-yU4gnu<7G(hsLB<nQqJv)SUJImY(U?k6topnCd;tH{;okNn1HB
zeyv4J=4&yDiwrs@Hc@HEJKM7b;*Dw1dKhM)W^6n1z-=>Mi^`*pp^dpD?`<=LY-XUX
z<pw)mV8IQamya{aZljBsW8!#wA5C{=WAb5<i}Mc5!H&ndb*a5u&Me3K?wpoc1XuV)
z#n1lCf~zR=<ig$-zmX|wl_zb5fwZ+Qdd>QjTHNs%T+fwr&(tU7&#UKucBwb*47(vE
zX8z9R$%aWO?(V2?agGs_=*QtS>{Y~>7=>BN*;PeO$|e^k9WT)#XO8o9aMR5Ko2xoP
zdcH4oNh1eC@fR=pd7X@=z~Vo9)iGm+X~obquJ3!-&~z}9!7V+erL3`r@eelrI`$)Y
z{(k3^4D#LN5AQp6;gqvft$kncl5Io|Vtj1SX!=x19eVS%TWQzk;=1+Z9t-vOQBR-h
zcN!S>{4^?4_@vqMm?OLP@+rqQhh<CVNdYS@Y<i*YDE=s9r{MOL7>%N5bH<a$J-nS?
z<t>e!?N6cRb2}#8ex?eEG7XM`zBd-UrOluae`S&-3HIeyq6*E|b$h4?JTx);OGxXw
z&U|W}`F6P^hW@gX$Y=_K+hYw(I%_h?(9sEnGY&%c(|1EvCxaC^vl}~HhJsoV{aXii
z!W_EyXKtJ;nT1osr+1%}BDAKqcC~CASvMCIIbUuU6?nH9c;~-tmT6UzEO1#%HF`$E
zJBn{hcF7&5uhz*}V0r7GiM$_q@O7tf!OyTeaN=!@Et+1crev`CxOcv-XE^MNWf{o1
z&3L9FtL@prf>qM8`Rzy5E@=o;hbR-#Xe!eN+?8BG+=FW@s$w&1Y9$aaIJ2(Y1+Xr+
z_5*wFn2RxuWeNhoO&sE5=yS`uNP!xx`r_Lr6}c;h47-Q^*W0Hta2$YtoqX$WwrhgE
zMPG1#r=>TBI!nzHSPeh;orK9;RN9T%z&ILxWKb2FN0NBwHZ`s2e59+u0Qhcb&8zS2
ztqR2?<002iHHoNR9DIzw)mt!8it?T^x~tT_H_$wOTq2!qor$H5b1=y}sW~wwO61wF
zgbk}RTo&@3z&zTqO)!W<O}HZTrY1W>Y|ZaoG4UfuM+s?0WLS-#o9VZD6e1du#dSUl
zc$Y(bQJm}Wy{&J8>e^12mw4#ZGCjS(@l)<ygBi%iuiY1d;&!_z(WI(kEz-}Rkh$tj
zyhT@itJ=KA4+ypICF;lZ0TLt&ir;Up2cy<gQ6R}&g@Hv`7~bS2Cd=sv&mOQ?+FO%E
zKZVp$Fw=(CEBt_T)M)2Mi?!T0Y48Nc#g?;efu-<#)<u2F6Vq^NGlZ;P6z2`u*D@{M
z17Z1N-fHG7J@3x?76n_W#~YUOqSmb<2){7|=M1+5zx={gfu`5#-r_G2mKU+U^H@mz
z9)=p{KFxL(Sa#nP+D`l?gK^bJPdx2C@<3dX!6X`Q1=z)On{y`8B-+o$)=byT3F6`h
zP%1w+2jQ|N$#~w2)gmG8?En`)oq34RKLV^m=TdQx`F9BMi&@oe(~RU@3A~Y80Dx9U
znZOR6E?ix-OxEQEj-kX2(crK4XFqP()@AzGJTR)Y9OZ{L)SgL3xK39gO}ApmIdP6d
zz9vubIzk6!EV?}$dxQBnK8Lm0GU@3JG;I<VoF%&a>IX!7d48Er?#}pD@7`dSR2$)R
z0^b2@_xtB<+yvOk3IjB*Z}ISh#l0itys;%yvRPI6xFoa3AG)8bTD>!QgD}=ZP9jAV
zbiZOZF~@pJsN{sE?Dntn*%36*biLZRo2PQw_q=Gnrihyk!e}-h$)DF4Eqg0+-*g~m
z$_}-_`St;&<_um7%QJ5J(Ixw`#?1#R5H|&;XbEhv8l+KZBEYT|^-z7PHysfMv4Ki%
zgoSby$X$AC&Q-XY%)aCA+~K6xI3?uCzkm10o<2F^2ZYu>h1cZ0>YZsGy9!{E59zwB
z^(95E<nHkC2oE^bGDCweZ?RIR>1Iv<zy0cOB3BvC-$&C6^xw1aYIK)uPf=pID}%X$
zbD46GED$rEc=m*AIRZNv`3fr`U~`juWzQc3KwU?F&UWa2FB|XPDM9kl?*`?*<9SFY
z?8D1R(Xj2ktf*6EN1<;{xg|cDX1juEdJ+wyXq4ADQdiVVH`c+*%v0QbV)a<4&imsp
zVzeU%Ywcx|eF|T4w(mMsNPh5BT8s24d17(tc^ri|*Yd+P7|L1VrPaRdV!P2rS9@qF
zu7a_1(j`88hBH8NK80kh^+lmnya!*0zlyJON%n|$n5s99r%=V)BtFMmv{}_ibseft
znUxxnc%uFMjnr*NnE-|b{;EW6@+D8hAwPqjtm4Sd!0AFA8}IBXKQCh^hs;v0R_VDw
z$>Q-a0()_-#*Iqjcr)Hvrp`ykLu*U-%|m!mjX2-5rJcb#r>eMZ=MGvQukhl_1NY|3
zZobR|mK)fS!Ylg%>3j?fbnv5FH~iYyyieBpmL%w}sfB0knzfJOtZTUGQKnkM5ATwd
z&)5Y@;jKTUuvXK#YPwk(tOb4>6xpARA%r+0S#iV57Vo_CpN2zr!*lB>AC6j23qMu`
zJJFrT?wSI!vGkezXfouM3t<tH>IWtqFF2$ip!NZ{)3%nlyU{X3&q|Z*w@LEN5*BCO
z1roC#Ph5B5^!`AwxVl(+C%`5s*z$GyC1<(war9HVC6i;P-c)qsuZf<HtahxQ-$2ua
zsp9VEIJy?JeEWprczllb-u4g3(al#Javf&&odU)Z$Ou_22W&>BQJmt*+~rgzr_em*
z?5stOKyW~IN=5eYV(l50?d+qNXt1DPZW4q~!hkEj$V%2q&qJX&VXz|d;_cJ|f7(e0
zxp5lB?ouV)Vv?x<Vf}y;U|!xasasSdoQ|adE@6Vv1h?=}1)i3TtpLP$aZnPq+X%1@
z2|~(5e|t}u^;^va_F%BPAkN`#hM2D(Q@;;(4A&lSqnw-hctEs*M1Guj{hNot0j>Ay
zgXh=1E7fPEFXAwFd#tZ-s)Y6mezcUD=Azh88th2F&2j(cJ7AzGcIIM?7E^ws&UGO4
zc~cZ+tlH08$D^Lk+3T?yQMztg%x>-cG#Wtq8S}noc1D&)r|B(Q_S%!Ijmh&8;x|en
zpM0M3NV${X)d6SUlhSzfsVknU!FExRo34;?>S)X!;y}fpgMqLlz6A6Vi$j?Y>`@dh
zs`|~$JQkzat#H<%^HzlS^k=Yp^r|d=Abi1w@E(&=eOB2|oqkyq_M&jQ+3L590UlqS
zGvbfWT{EGcXugO2N^1Nm<;JOidnB8uzwHezU|iMsD=<`j)k=BZ>86NlY}Exr6N4o<
zRQIZ!q#KRRoLI7THKS6U%Te#B+MzIK{7j4w<XiFhLvbC}$KO54D;9+8Tpm`+zkKxd
z;&%__e*Zibh12$LTk|bcDYXYhr;y>FbH04MopoZq98D+M_*)w+hRk7y8HaJeK6M^D
zmK^N{(_9;;QeX3~WIMBaJt=vx`>tu$>$K;vcn`2rt!tE0mrROxe`v=;k7M?&m+#az
z=`<~TiJa*CO|rk*Y1X*|9Pt^Cy`uBDg?y5lhjXTj((AQ)k;6t2VUl39@jc??dn|=2
zY#iQG1!KUgO07xAUOTNBtB!%M`Bve|wfM%ZH4gZpLw@eg8@TJ?lLq%Of;i-46>Y$G
z+Zvv8E>DjQChj2iNpf-i1>x<si<TT-w~-Sye&#A1NBZB2DRM{GQAsdHmH~}G*=Rw-
zOW_C3D9>6<Wh#DetygmM7UcGs99+UwRMoJYDZ);bbt+KA;RggHfkOna3xztUIi=N*
z4wIFYMYBd5s4-7-ll4man;7kTe5`GiX}}<&;irv&rFH&QW=5-Y=88SExmGX+_u|A3
z>_b&um@+#!>iM&4Ds!~tsZL#Zyq6W-`aLEdPc&UaU4J`#NOGgLR18aA52DwzcTsyM
zf{wwt^f#<zmz~O{1kBfO$>0GO&&9O9JicFI)?B>+v{{w$W-`*QX}L5P7dx$*I!j=O
zVBule-0&v{V6p9K#d6aw_!DPfT~B#k*a~ILnTCe1@E4d{SkI8kj>v_)%1br&&?h)G
zxx3fSLpSKgLw&rIP`lGweI+nb$Cb#aS;k<?1O!%3?eVDTC8_BYd+3|KWR<KA^9d*T
zhg$!xnBi(C9$mN79+twmIFU?7(?!Ktyqh6jW(^oo@5pAhpLqU#MxQ(;Vy$XXtcpeu
zO)zqqWNIH^K+8=GUY{BzksM{wx}o4yZdKqt7WH~bfqZ~_v_FKc0UibMr%Hx3R=~oK
zQ?sC2I?jt-y@AWjxKA?UYQ>3~sCJoJj$wF>`g9B;Gu;y?5y0l2!&O_t*Gg?O_b6)R
zcrWwu#%C~Rfz-sRaV~E+k8c89qN@;~t2XM#sCwj-tT#UGy4GA6GzZGVk6|1)d%rDA
zvPP?Z_{oSl#WBWcwL61ZDp;+{zOF0v=QuaU0)_O}@|v)12~U8OsxrolO+-<u)ro)6
z&d1L~OxUJ6!>=s!m@S?P)KxHDsO4TrSZms@YO}jNPZ21LH_{(tkDV{iw+e=`c)>#N
z;En6oil4K}z&hR#sL%OQzbxovB3YhCr^P1Y({uhFz(rA}Igh^$7Q`U^v=I6ie26|p
zLMU>^<llmwd<>Kp6{-G$fh^ap2n9YNs9|s<ASQ35`(FSL(BPgTKaI&DISp&!!c#|O
z3LcBAb|-gHCLkN1^?Zq0#qA|BPSido;U+=^qkJOtRr!xXz-jdvFiMFWbNI{N(rF8k
zxQUnI8cyw~wt-5gVrH_rK-Sl9oT6OGZM@T))^G_LzHCX(N(GG-=*Y+Z_Rx>?4gRMl
z{k|&_u-VAQ_@27?I)WUcPp$}cfkvM)0r=(Odm=iM_3%f!#>pkJ%-M9|W0FfGknavx
zoxUU4A#;9W6ICv>tt?;OQdUT;9>b}QH>2K5ymFOaP8Ud-@uwwG?5u&f*D|j~avu+!
z4h^R0gh$<b7)#@oiKd7%!rVbum-ybFK5g#x&A3QahHoHHZc%|@vB)Z^_-UTl=uVWE
zv1i`xJ4N%-ta-j_3GYfcR3Ll?ZKkt$y@@<41|GA7wkgDG-ZN3@Oe7JLoit68RmYs5
zv*b?LkxUXdt)D<LWq_56zzb1Ed<*E5X^in%aDX&?hPaQht<_*2-ifLvi%T^fBT=82
zUe+7tALfTfVd(?!lq_eKzgVlEe_a@(-qWj56g>uiarK7LI=UyC9HJ&cF*Q2n45cw)
zKHl_5y5vd#=kX4=&tCATbFEZM_N3A`uT5Rk6C`&xoewHLaO&7J67E=9LIvwWA@rJ%
z4VyKj?uVk}7~HXf0?~SQyJs^Y4F2~Et2nI_*jUkYbUTxUFFjrhPsFM&-DP65D5$1(
zx$`Et!st?8rjqMui-<Iu&c<}j_(j2MTGs3IGKKbd?%wNxQmnkC)0WRwbsg-Xs9psw
zheVymb|x9_>cN{d8f2Q`uM{_5LmD#M0HpU~^B7qPR(PsY2ppbRTI|m)%-!!abth2F
z^pg~FD+h%2Dxb2pPn0=#HIjW|i#~MNY5Vnd-`S|-wPq7^JlWjS$S!hPAzdAj&%!$_
zMyzZyIg&aQZC4^5Uwis&6*U0m{sA#PC$7ltAk}bi-hmB&5VBF`mN)Fu_>E7`?TlY5
zWyP7Q(R7*2Hdge}fzsG7jYW+?5Ux<&Y#Asv-9EDgVvXQtFB;$#66ANDt59AG)^><|
za0fc#hEd_C`b@3_aR*3_XSLAYg5ob{A3V6lDr|uBsy7bctbXi$i#&CCIdR3|m7)Zs
zzh3^XqY{{Akx~NO>C7#TMD&Ne_GtUWIhj?9k`w01UF1%(?<Mvng3L~M=O5f|@|111
zy{$;KYIaeH^Z`0jpE5~n4XGXXF|(Cw0m|Of8^E?$>HGRFSJ-RGkx+=6=KWS*ead5n
zc-c1tnh#H&3yXBKV2Mf3ipy%TWt_b<Rs111)kleyQVy(UUgIyksT+7=;Gl5h%M#*E
zNuXJMcy<UYvqD2LMgo1qI*`})Yred9p~&)N%hSrT?MHPTW}fE}<t?0?bAf`5MMKwV
zQsY$I2Yt4~ay17So{IK9v5@~{=~48ElO0Qc9EZHxTk=J8#o&W;r*;>mmB(7DW*t&N
z=E8gmRh}`7zPNxv#+fthgwK=2nS2GovBkCg<1F(&*vDykjvxuQhlMjmadBW&6C1T6
z>#^{8Y`2!}hp;x7>CS-&BUhv&{sIZe`hlEy-?FnEx|Dh@d1DK6<0vUPG*C>D&9pSg
zAz$^qoTK|VbF0>xuckxUiwk>@)*3!e>!@Oq5B6iwUWwQSh_&kZ`?=3j>CWCM>3&T`
z`P@wUec@1!AUQ{X)93<85aly{zYi2biGy;CnFy^HCy&hI@^acv?R6J}aX>aE_wG<0
zC!^PCE!|9oIGA4NwU3L@-mpMUt1I#lM*-d>EUTmA@=P&Q*OjWUfXv4@c_c|pwK}n4
z2f4R(MZa|4Bl!)tRHU0C=eO2OG%hZ&JJNQ~BVQxnn8Tp>3%}8v`}Jqa{jJmo<fIB~
z`rp1&N#6YIG~#Dk_3*2*aK+d3{j@;Y_%((2$%6}X+IfCqWE;cPbqz&Sex56N&v!Tj
z;xPr@BgWXXq{9O&B<0ekiv(_O$raMEu@l$T!H#ZG48ltyU7stP6?QvMEn>>h-_6ua
zg%wRNmpUnuaPi%4(p~okN#U@@nlm4)q&)FHj}dhSL0UL{a$&e$*_#kG=b(TG1?v>_
zruygHHKk8=k#Zl&T#nN~88iTtezO9_J1ke%Gq0w5O9&g~?h{=F3Y{$1NR~~TNy%BK
znIMfxLB?bhtjp#W<4s!BFJ1O^p09TJBz_kV1J2NrlDDRcyxOtS%Q|&$EiR3s<4Pa0
z=H0S;sNc*u94H;dG1>AgE?*<3iT}29I^RH*Er;q@Ig=C9ihJrEeF{3vB!brNyls>+
zcQ*3}4KQEh9-SJZ%=wDwxzNKzwgc9%8aTIXhkW*PFd&bt$c~w|%wB%wws^&6Ewc?Y
zt;)uHZ-5&!`H0Kz0z>nw7(e4RRwm}pko&;)nE8Etj=M&ReIRC%5KsOhI4CYMaTzsZ
zb0!L%LzxJft(Kq2(;>AHe)rIQtMEmuE=Qs-k4;Ldrv5oG`~oz2p!#(7((?Y$Q?XU^
zcYfTx5iVnKDQ@M1S=Le2^JfC33pggnUS!4^DW8+yEo?l(Ff7i_5AnI0q?pNjCh#0y
zWpc#jw=a_U>*TbnMt(vQ`&QJ7*pbo+-<d(J;@i@hKvwd|VaJ{t?tJE91%aD?VWmk5
zeg#D@aAdj@#DSH@scxK!B=av^Kzd`{x)5-EZ?zjJa!7DL)%VdS^<=IGrYYV*JcNjk
z-v0$K0P)=X6+`)d+I3*$hL$=wZCviE_^`4&$0<}nN^5pHR0gCl>ijryz^#-}e5vgq
z&d?O6r%@a$=a~bakSssXA@i9JKw8gB+k`kpT#9jg9Qk*9=OHZK0i4$zC}^>`y%SM-
zExuukIg)U+`<Bz^J1;;$w24X?rHll~IP}Qje^mG0aZN7k{%8OdMT&(cRYa)*(mMf_
zE*%LVO;}135a~4_0vei#fYK%Oj?$$lND-ukDj+5FPUtOJcY?C^T6?d(&pG#=dq2PX
z2O)XOl&8(iGtcv#iG1Gf4`fxG0E_WGS%8&R3E-vNVmsT2vk(YklmGXC75_H^q5qcx
zg^fr9aNO^}$_q>i{~TlT|L5=Kc+4ou|HVJye+0-H6a6C;-cP9dPXV(32!tnk2ogC?
ztQwJmIN6B(8F-=_vQT9_VYV6mGafq)K<E&HNB;fae|fa4GKl8o6p*&Y2Oj^c!2S=f
z?E@%|U)jh1p-uSq0vKDv{~|#GpLxtC&wI=OppbaX;=efy9)I!Z&~!WmD+pZvr_|@;
z7X2e1I!Xu<_E)pEGE)gsKb$7YK(PE@7DG|>nK(`#XaFt?7&hJDbRH16EHsN4H?qf!
znT~^Ggc0x323ra0oT2fW_h-T?zCO|<w%mZbM$O=s9cL)0;U3V{Y4-1j2H2_JA$6|_
z1`o%6Ao2IcEHRclQ8=8|HvH#95Lc+^j@4e>M<cgC9`{LZOdi!Z*pp?9XvYr8IIIjX
z9zV|f>wQgP3s7A|{6T5+@zaWby#N2GI*5bHWNjz<o8=SuSnDm~5XYBae}}+1h(3rj
zW?l9N$7){p<qo`*=Ke`5VJ|u&-FAPb(1WM6w4NsPrCbyv2T>1bZ#QUL#iRqedJ<oV
z=?C`@2R{ob0v%NZeVW9zqdQmGv4_Z|(d)Q%@DOC__&u<7aQyrMK<=qw#vZ1SHvr->
zi|*J)9A82%)n3PK!gtpFBq`z#O1#H@6hMzJMZDkraL^4BOaD^p9~WiXK;0k?0(9yh
z?fK){aRoo?yyUQgF@k^hHo(pSfQ4z6GK}TTpIrfQ(tdFQ;N-<qnQmw`w(bJUSHg0O
z*A$TpzO4QE-}=`TbQ$1zDHOM74@#Usk9|9jYdwI5K&zASE$4-QRD}L05M9FkB!Uc{
zDnDEH{?}`@?dY+iOI8P>A#gwpYzldE@=AB-j&1ny6+lEDJT12UB$<AeD0zG(;)8qn
z5h;csOCGpohTkEs6{~+-1NHqXoT&J}S0Dclh{vldNw&n8iH-d1gQvf8j1*O&NWV+I
z*KK*Px09O9v>W32lBT;Vd^{FOoaPT4BVPa~J*c1>Uws2{2+h+Y8m>zn>&N#E?2tH6
zkGfytt?j{dEEapeTHVR|Qz;Z9e@adYdFM|ug#J;?|9daZEOE$8#!X5^{8ZYrw&?dB
z0LcVs_IE$W9jhTln+-D6FP<xJy{Jky6zFdGorr!Pg05sGFTAAv?!!zMv0dkm)$BoO
z6KLY(3^-Ljo$nvo`W=YJpF962+W=PouHit&9R7IvSleY8W1&Bgz@<(9ucqO_ugb8$
z?8u)i!+%wm4|mwHc*dDw^l>0?4|H<KX<j*C5JqQrs1JPsEE|~}x+t(Mr5P&(_Ol$A
zU0<H+R9WxEC{(f)W8bhvbaseGAx5c3xj7h=5`KsDs6duolT}2LRnXoM)RU4uIGi?U
zT15v4F2xtVEc4n<Cb|*ytZocgJ<!^F*#EO`Ejg&%Ie#eJ2wGivFb^yTmpF*y<SzBk
zh@3oK1NV|;EN;Ouao&6-!2NAA5pL37c(uGNMnH3X=8j%>DaPy(@sTx8A@xK6Doma%
z4}sSL<%wOY<-zSA89$YTO{Dc^fzZ%y`2pC39BY;N3RE)_Z~EG-k8X)BCH;K(|BE|^
zz_3Q)TZjMRCn=qYdihk0u%gErG^!cj|Macq7bT0XF&-9owK^W8kZ*FkQGV1&_ZWSV
zy&G&)X1zRfGoWAHW-p*IU^f<r1Bjy~`&uRYFq(grR_p)c?huY0kH2sAhC^Y}lfn+W
zinPvqjSuPJ)U)_uD`#L|6d|nY=)kG~d(1ANNqlcYCxX;^d}}?BiZ{xVCp^;DX38N<
zq>RFogGdiQo7>k>VlS0=%0W=wy`fXA9AN_yN5+9%;{W`aM(4onwV9ceni`D~3rPxT
z2f@=9s@1C~g4wm$crU4U$E`6F>{iV*G-eBJBy(8{e3!|{_cp+&+EyJ#%1$Fgmp^SW
zz!Gl%rZAfGUFS1n7SYNucUIvt3VrIN{$raC`u^$<<70?e-EQqBMeGtQF?$y*$5Hl7
zXFjcip~+?mWJENdmm;5sHs!?UEhKS&ETy^MMdJQYW<w(_1mq60;SC>aM+FXo8$MRx
z)PlyN$I_%2dWsF0SbGPQx@W7d66PkA5KNiU9U5wn%=e>~eRpO0BG)XNw9k$$EoRrM
zBiU;_;2|zAO4~hck(IASpov;tt1~?=O7<6@1U^<yp{P9HP_WXRE@fX}``L3-;&({!
zc$~l)c@hxM60LAXrUc^M>pl9qE)WoT78UNp*{ex(1hnKr2^sa_m_;SZLyjPrGPPvM
zem?LTGM1I0%+~U~g_cN|MGAHabM{N_1eRQZoG4m|01c&)GTa$uSvPz6EOZhwka9?e
zak4SA{LY*94WXo|QR6+IW323xrRI7N?{$Hk+iL<>#~yqrf1+clnEC`rq?Gx_KyIxe
z)$bdT&6|CnvDGX$OT69mPz<cFUlSm1a1d~$e?k)aT|gL-{QZw}8@gMPUy4Aa(VdfW
zFr`n0?7I!<CX{nsF^EqQ`m_d+GCIS&O{K>|OlHogw~S4HE_^3Lw;S!UO40OQi8M!i
zcHWeweMXg4Y2o|TBzaHEdg#Tn=zO0z^eu)b_jQ?Og$TC9PLOI(<ZxTZSZOs&zNSm^
zqYpxofmP~%{+G7rFY_i7#f0{wJxdTZT2yUNpqOg)L5&5nEH+afLeQL2n1mB?&z`EV
z6QGe|Fw-PXmPaqXL;nsb_Xu`)yJ!k?chU`kp)Mz}5l>xeM%A)t@x3|K|6?HCYwR<W
z`a)ZV246=rN#>#~)Ao%KPp!}%Ir?43>{k9EKN>swBT*CSE<2LK|M>F~z_0<atN5U%
zu#~T-qb`VT70fK$w>$gIlPk)U%NvHd9XDFTQ*!&g!WRb36Q&f^mM-_v4=#N3u1tQV
z=5x>TNx4XI^`lD$a_!!n_NZHr!{7Pq3{Y+H)tgc_=gh1Aw!RW~Log1qiET!O0(Xs|
zYQUoGnW%XMjdWg)MhKfm`X!my6-Y|RTbb9t?Q5e$H3@&)*NU1~MezUWF&1`4PJzLB
za83>bc?smL*t`iVCbu!))_R-Ua+u??2t|$O%*SlDw;8I=9h6t73nLEg3fj<&o?g+{
zTlC`~t2pvql$DE|g$v)x;AE7kGV7{l!-?~8yQYejF%4Ql^9C=u3DvomC<xtyc)VnT
zltv`E4oA9(b)o{)i4j)f?5IT9Q$AUpASIq4*+y^~_?j(;LJz>Y7of$<^n#rGKW^f4
zI~0yuPezFF`D?=I8{{8=#b*%s^m{grMgU>(r^{s0p8c-*mOR)fIm-C6qz_9X46QoU
zARY?QYYrM8dfBUM9mSvAW7r4D7X-Vis{O)Pn<0H!rRhi==_1>?GnIiK=1rh$nM934
zE8^J01Q77_VIm@kc`eLVz~r7$1n-^10O>^(t8wHr_N&?jOB<ouTg$R%dkAA*0>n0O
z+|IwQai1g!t$nFwD-tOl@sO*Kw$06mY!M=ugfWvkV~Oi`Ua6H%-{z@^@GP7#4K_4=
z?#<0v|Kd(45iETd#QrvNXZaEDN9m89eJ(@8nz<V1cXbUKaBVHI`sH5Z%QD%SkB+@P
z>h6RI5@3;i^6vm_K{8FsDbIvZ7{O!&L>1l8-lE&7ZrgRkX_)ef%xeNP6Ym;z`~(QA
zAiSb;gE+3vX)RuDz+2jmr-1cMQzq*GVL6W5yOwdpW6@Y6$bD@qWh)H+GKFOHV%N1U
z=d9(lSl`C8qg50Wv?+wr^Suyqc^<;Q$0hhJ<xLCGRgB34G&FD-P4-ao>xx|18A)~9
zo|cx3b2k&1JN%^B8*$`4LirkZ%9Z3Ui0iS=->ZuFyeRqg(aKW7%~q;#!Fg?PT#XC%
z`Z?tdiuFQ`4@66@vvo0bt$y6r)MS~1@<cM*@@L~v8Q~H-S$_dzICeN@B$X`OlBFs@
z3JeQyKQrf#GO-Y?=UCm^E2Upde`_2<5MYucH{Zy1npkXp$WQ8mDakw%&ERQud;LRr
zQeUs3H*1JGhJh|RVS<X5pGa8U96sToP;CLvEcIL`im3OaKk-oPX4I=wf;xOE4y=Bh
ziiRM4?(e-Gm*Uz(7DTk~r6n1dDcH7Om!TLk)bR515K#Z7>MRqz_~vsKZ}UDw12zEU
zn>JMQk7EUO2TJJ;ST(Z-jlvUP20$>`8w`5~%63@WyzhJDBvXV-8RQTJY=rvWU1&>i
zPB|HR&hKIr!sW^=0}8l0enD*f=|99%hxk^U<Ghj_0I2B<ITYu6?z~-waJYVB$aCNf
zO}#A{MZ*ryllklK&JZ&-)dW}*=UccZ<78=!7@k2}x`?CQZ%u4R74F)ot>HHP1LBsd
z&yHJHvt>X_?C)&O#IF@H4_+U^AXYJ8f471t6yYO8p$U>?|2G_Vcr?osPVgLubobeM
z_#T7H*#0W}MxjMKR>z0CS>_@L$e9G8fdd}UM2Hs;9wq<Ct@*dEw$~+zzyppcKSWeT
zU>${DtbM@A$AG-z_IpVpz!j~d1-`Qt)q-sEmZGt(?^#5(CM6SU;O}3x{ZG7R^1xW&
z<dM4rIunI^G<g8#BMx9=8kILj>`_x3l2j#=g7PY@LB{&P9tq?-I5&v+-vKd$QVBAc
zHfQG5>|Ya1C!Ys+B4z;FaPb}P?tFhTX4>JX5ZIeTWq=8biw1{E0PRpO0TGbg@ckK}
z9@j}YPxAbGKV#UA1}Y{J0Jv%rhu?vtF^ag~A)AHwBQhsU#6=Hd#K0;67ro?&?FQhI
z|GXXlXJ!Vaf?(JP<+{aqIM?f5QGmQDigj|BmSr+n+rcR;Yk(+^+<x1ywP543Wh@6?
z3zCLAtbkxXjrmJH-=A~)NSZLvL%#xik*xQG!_e?O$Pf5{2u{II+#wJkBiHr9QU;Q}
zIYGyXu=1W{5O6lnUsDkO+`#|I_y0`^3yOK!MJzpOx<|RiypOgep3sn?b=Y6&>vA8!
z$%B(-D&l5q@gfT(cI!tLQP)YH%YO~5_-Fqsh4gMQ2(th_MSqyaM8qDA9rUMoH3RXY
z>IC8iCxy3Ef>4Yj=^A1LCC>c^fM#jV;FQemjPR#^QiW(3-FDP38TtVDNq;0m)eUIN
z!%#X!tTVK=MxqlZ1+q8rRdPX!|90Fv)&ybPe5TGlAX#A}j+k)1o!=qpUJO3OsA|{M
zh|n&uEXQ&W_N43|BSZZC;Gu#5kgjaMLmca(m9>7ro72WtL_ul<*RBWH{|U+kjRoMd
z`pmA?$rG!G;S%LoXXe%#GoK;I<8%N~^zYzqxLLo{twVsw7T6tz+4d{GfKL&)0g4Up
z(Ltt;_)*8+3wt+^<joGufUibY;jI+Hm{<QnSpO+8^)G__&-chE=^)__TWXty47(bj
z8{wcK##1<#rGK$%DHIRVDPO1ldyLsvF|Yi9n}FVFd|3lmkvzklgfH>R2l#+%K}eI)
zuBa~PBl{j=*7qX31z4gZ8I%8yG8W#e1;)P}^uQrP+lQ{o;Vh8O@&|x8v3n#lzC7@j
zboTDt3;^04;%d6}6-)`pio3K?<o`*NRSeZP38tYy&Zne-Yi|I6oA>0^O*W0;Dht;O
zZ|s7gOO|C;TvhV4NixVKVxk5OZHGrg^ck)H6SjDow6!$==Et;k?(t~;l&7eaeOQDE
z{Hskc_IJp<Nqr(Q$`72&4E7HG{*O=>2E{Ck9)um{7$PQd(iumR2Jz5nSlwfEf$z@&
zLxtKbyteBD_*7Q-Q``(q02skPGxg8Ezhamr$Y!xm9Hwjy-&f0Z1Oj0-iU+baiMs%(
zS@k<a%j7wCM=kzG-Q^vsxsrcBMEy^9i0}~M3}XxN^CseJ$v8zuH{8dshl_(VAVq6T
z1=INqpOCj$w>7FUE6dcT!pZq}8-CgVOB&$Q@~|w*GtLnaH<_-pFC=e)l@7nrSiQp@
zRWh!YuFCWhXnk@He1Pb%(FqDrll0*GyEc%`Ym4fXeT%99ZsHmkd9?x9?Z43e8YRK(
z7+~_0Mm)C1STqoik_GHd0rz2`6BK`4Js#U%5MQ6L`=k?BQMgV?P*&#*WDJjSjc?bn
zg*p0v+}LZBVX{m*7{xFr;M^|A+=FEqz?;MBuun{<O^h)bxLcm0SQlWyWSW5mt6Kyh
zpTL0Ogci)^cYE*{!+0%I`SZrnEBpmP*|TakMkwZL4x*;ja2cV`M+4*o(<+(hNr_ly
z`pe89Cq-rZ_5pGpKoS9Du0P|~99aQQ4zMN%H@LVXcDLiPO}M)}@{T~rd*Bsg0M#5h
zf%zSR7>0p12kgP}3x5<|+4Y2@EBlGDLco+cJEstn92fB~W#fgebpR0Tq!*AdfPo_?
zoNHim84QV3JJ=_1?1?U7`nBLhLSVoY3dMKjfN3~P)-nk@=E-Zopojl6t45>@R$l-|
z=(V4QcXwP6dit_aao)UeN}a1zzji@XvC8!UVxfn{3YE?0q7=8m`XcF6=HhAbOQj07
zGzX8tQA|X8-Pj8FtUq!%W%^-t^_PaBYOe`p=C#<xip5zVs;H~|gH40a0uUR?1owVe
z%dqzGru#o_=Po)_gW3l~CVi36p3-CKUxWA2LCc}@k?G4_PXukjNt=zh5s+4>5PRT+
zdrK!>MXvB@CbXY#d(`u`lO9W-h4(31VU;S2sfUS_y^mW@&#ULV^@iwka#~ZQlMP;H
zQx;mtmR`8&Ivbbb@}4&0YJyw)?VL320FkUbjpc^lAyQ<_!@)Rr<_^&AsfVN1Y5k%{
zy(8X09=Mgivi7-8%*~2<NA!8<o%9LfJ;Y4yd8Y|Q=;qp1Hd=L0n3>E*r1*=Q@)@Fy
zJcr;gnUIN@vN)pZ*7kO2-sLIjD~Lvk@679;{zRHSM($q(`$@*DTA-sJY{lmly!1E*
z$U*nZ?XuF^13qUiNBcL%9%yn>&PJ+^mIPFtE74N&)UmHGdKik%8nNO3<k;IMGH~PZ
z6}I==EjFaX?Uz88$^d8ZZMUnN_0QU`XJ#pvH;3Da9<B-f{KORnyquBYIaf<w(Yd4M
zJW46)EpD+2EEbDV@)zoOgSFlm%uUrBtcc+*;Y&P1s#Yefm8?XYls@+<A`|Vc1@)8h
z<N_?B07d%TKN}hE{IK}vFStGP-Z)%BrpR9|-eV?K__=Vs`}*_T{vFIWaWP@XtT$pM
zCaIB1tO&zy$yY3saW@|es@RA=4w#u&{(6~-!c)-T!-6fn8Slj1jta%YBH^flNR{hD
zbDpS~qNZ|?S3_<MFY5%g))oas#~Y*xBV3w}NL!}vcm~fsOJWQx%;L61_ydP&lSDAI
zF;VYA*TGO$D1ce6X)4T`f2C-z(!j#LUNAHavsxb4A()_otJnaMatKe*?!P=hf|;T-
zJ(3EFS;ca>miC-G=;AtjrO-s?;osnGM2h|Ap2V9Pif`pT=nqH`($D9xN4_S@h|7CZ
zsY<DBDO8%{cCMsHJuA&6l-j~y`Ri>S$Gv6w2Woj~cBMKl@^}q-Asm&5(0bT!mG`r%
zV*!i+S^&BwEtlu;s|hMqqxYDUk4T^NAe(HA9#{bQKI}cq{AM9@b#V>+MYl~o+j@W{
zG|*G5e+{{FHO^EYwE7$BFD$XzuczS_*-)^(_)}3;kM(p4G~#RCo2_VzAhl8?Wt%{d
z4va4Q75b}x3hH4@iTe06Bqlv)!zc~vj(UxvgRyl;qGp9(?YBl$z0LX^QZ|h9plchx
zQhBK~PEdbrm<MQ+74Eyk-ng}wGehWiw$w^6*|e@3ahNu+FfezV(z(`uX(I9j@iiqZ
z$M&32=*C#^caTxE2m>MKF#%vm-trKAmcQaWMr8wYu)nD?9?|-7b-A8gDgaM*dJiNJ
zsUwx;J62I(fz&`4=yA{Xx`gZD)BcC^KKBU&L^j$lea)*7)_r-{R#tN1Zse1U(r3NT
z&|irS4Q1WabFFS(R8<=3yBGhZe8D5z<-&;q!ygK^m$vdmP8d)o4_o4m!h4r)@6e%k
zHZ=>lT{2#{p+^!3i~_636I)4B$ed{1RwGzjUAznE0pvtjL${A<QnfPBTrx>SYd1i#
z{N}Vc=;Kvpib|%`8oKJ9iMeEXR9cX}(iH4Iwh9=`!@2D_akXk7<-pT<?+@JqB+Qtx
zhSCA^2i*V$q&#`=H><nACfdY&SS}Sxm|Tgg&ScHErbFDcX~>qp#$$CE_(aZu1rh1L
zn;suu2OcDpSHMM~0Xu~LcBU?k(J&O1fh@5XvJgM;X}h2-*G%<<_JZ&yt=&E{+Uegq
zjc51zvsO)P-P}ZP-L}Sd?`iMhKXsZ__!T)?4omO=TI&M`$n|Va&NQN<Cp1~YoSyeu
z4kfC}``v#bwx>9)Jk1Uey0qz3AeOI_e=tY$9eql~_+2`>ahI2e)yzO{RGMpkUP)Km
zdPSf%*4gNd(R55{Zer1%OKh{cZ7S7|;Kc4{<<z+&9hYAu#1$KOc0s?tKR<X^*Y)NL
zg{ucf9jmV-?{0<N^e^$fdn$o=u<v7BIb!2=!rLnPX*@uf;!&kgN}Xx9v!UxzpvlNK
zjg`V_ZSzo_qVs#oovqbd=xB3!+SAB6&fOF(Gg=GNm5A1;HvDH=TKav`qkg8Z_kdS3
zwY$2`)AmMGLAi1r?Tf?aPG2e1b@HErqB3>)haP-Qx){|WmOH-R&-R>R6*`(<=egSO
z5qTznNi4@O>~jzkg<-`HZh9m03s9AuLRrM+vht0u9t1o?B_~vJPId2Tou=2ZTH?B6
z88_Y+PX_AE-P0<DgUWn4((i{3)&UyQ)8L!Yeb?*?Ka!METe^`WOp*(yd#HsFR}cgp
zi)fAD`S}L&^)0D?@F^1=s$JA`#VWE%Boxan<8Ih*yttz%oEsi(xcd+Vla2}gR(35m
zZ|0(G9#>1=^5vOt=MArXoGU{Y+~@g(Xz8<bVKPj(h$?M2vk8_6t61)^v7JLat-O|B
z^!@EA<=mUXjFi5*IUdcWP^vGbB1)Dq_{K6B!kv9}_c;eoc^t{m(WmZf^F+Vr4VM-W
zzNrc3w<2CUE~}@f5s~oiz}C}#QaMtd8`8-Gt*VRW1Lc^uCdzZ4elZ@_%*8Dk&mH)g
zMS0b*FBYsAbD!`0P?O{znpsk-q})eDvE>dk3^#64nb**H(JC2X^d-W&U(J1@fS}9o
z`5R3__P-&!b4l;yAu<ZuiVV|i#E2JlP9O2rY>GsaJK8wTq(Oua2#pFWo|1_Ojt`7Y
zM}n_4T?j5~q$WO{^1buGf3T7fqxdRd7fAQR@RBF~%tu1Tqz$@z7x=RoQWTFQTy;8Y
z4sZ+o5_9u8)l9iEtGH?WP|i?`-HNsd)O}p<1y!uO$b#z^xaTW7m3qsY6ofHvk{#8Q
zO%hyhSTHPWYshjFnmgF*6RHFZm9s-DqULNVlo(nyj0Tw4^jvvQS29*xhw{y8FX<ez
zu4kJ2>l+Nsd_HQa@{!p1P%g0~8O};7PRqU^Xwll!nM*nSh5zYe1eD~2a>DYZeO=&o
z*T3zHZ?~=oCs6RC3#Sj$fPQC7;XiYXw9Nz0k7T-76*5iJ-k(?Nv1c^;(wuHA&2JDh
zwodE9D3*Rk#*0O1j1f-a!*9K{z*8zdIz=Pkp&65>uT?P1$HzHTDh%D-fTwHrKqvd0
zdJz)^Ly>7`&wufEEYUeKCE1?{5H1fa^qM@BK^wG=^j0G^<mAuanyhk%+@S5L^|Y+A
zr%xkgo<;!KfO7dz>R%T;Qq!Lz??ai#pL8T~K|-HT0@j$nB<<5DJ&2dr-MDf>)bnG;
z$X-!2`!(w?-USqQ=#Z%tV|OU-^uIQ(zFj8rxh0dt4E-AB?0Vyon~k9gXV||kcK&tY
zNr-nwy_re*NLvn1SGS?B+ueqzTf)XI!e_|C{NBTB;fb~sz9)a1YnX~1aKyP}EK!|#
zIZkfd@uEvffLwr#*Q3#b4<Quv@qo*S=*Fbgm68Y5L8E*U)>N=UwvuVK>CkOPD`IxW
zMaXX3t&4V|`uB&glq|V$+sUgAtK|8XO65Hm%V!z)>i4et@r-8C;(9~pqx(*<b#;=>
zc4`7AKf(T}6X6m)Oj=CFADOnIT+lUiC@0c#cepv%Yk4nv<9#~8WrH$0Tw->ys%o^Q
z$(L|zzEZ5D>f>@Z0@?$FI*Sw7v{eTw4u!T}4qoSC&JbnK$>mBn@&*Vv<Ak#n`>R-t
zwt^3XrVnl3QS}4~yev)3hqs8Brdw_2E!*PcP*`r2v9oNF(axVkg!lWF?(&G@r1}dA
zZyB94G@A1wrZk%}3w1;K3D~^o%WGU6{1VV<rY;lh^(tiWE7;jk@>@EY-9U>DA?26n
z<>Y{Xts~tsLi3jh9c8r}7m)F9jJ$M%kg>pB%&BT7Z%2VMjMxr)6xnED1z#V)Zrn4@
zEu>g`t2?4FZA))-P~6|<oM-2>(!7=P#hZn&mq8(OP}k4(&_=ATudqw^X+?iio*_rd
zW*UKVJG)S+GQ=D}Lf<*jNSmG-Wp<6SCYzJrpK+mdt??PM&!*F+5DuoB0zRBIe!h|5
z+s%@|hal(+GbK}+#$6Wt=|0aFX>MX|W{lu7A6t(qJ@Rxg;Z}mvg(`l!E8R8@)~v2R
zHkYpH2kDQSzujK6i?42-QaH@}kZg0N@fKNY2YLSqEg?*OvUmosqSr;yN6u-T`SJ{l
z90VFQS7VEshG|2)*lCKPHDU?mGe~kqH%|0B+d+$~LVnEom!}<W8?a^yp&t9>RKs3=
z8>EODN{c}YaixXExiWLBf2mOfQWfsm!*pBj)hE)2?`Vo7Rwx<?+McwCQ@zbCT$$YO
zYq7tew`X)$%@nH(*U{l2$aq_5-B<#b(>n<(1yejL+|xW*CPg3vYD8h)XqOoy9*<oB
zf!}6)he5#e;#tXWOvXuf&#}W=gYooE`jWL6ai%b0u#D&$I8M2dNAF`TqW)CO#8ZXp
zC{;_3lbeLLZll39GEc8-jZtb}NI4vF?2mp1Sy$kc*H+W(Pz`wWenvg|F*P$Ul<xW`
z7s>#kB^?eGPDdpxS<#fd_!SpP_)cBAEz{HYh43kMJKWA@9<Iw-;so;*ENAbF9oW1I
zcTae;<dsV1xmDbJ9?#{eZ$5P81@OsHjU6>JYewLfbcZpqqZNAF?Mo_lW}-3#@5XAD
zdIddG5)J>Jbx+`}J%U(;%bw7Z@?zi)a%?otl-#L{1mfnK8ZI}Ru2tUmsF2rWR9x;Y
zIY}Q{edzjSVxbbpA;k42uvtMqcgK3(z_o6j9$sInq0$D{YcGd!lrd4ayyzEhaP~fp
zskv>|YM6ZJDXi54pZwti$sNi(^r%C9*sPaNJwS{XV(8?oOh68>(PUN@?@G%1=gN;i
z>oCNnTcUYH_ARKYCt8*xRR*|b3YJ`jETxOL@_-xi+`OmbcgH7L8t)i%MUuF?SEtU9
zbv<NC)1E$yw3T^XxkF{*)nYepJ#AJ@@M^R#NXjL}lG#RET8{EbU`LeLC83d55TdwG
zru0_VKg$o!`nTkBhdu1*=w6wAOFedJL@6iq<dc<^A9G)2#tdg^noXEHx?Rb=rtS_y
zFItPPu$EVlV=E~Wgc;i(tCL$xggO()eXGTgzs*!BHX1qUIw!!joIfJkb?LrYTM`+W
zKCjA{3)Vl!kWZj}D>w7?{Uw{27q~KbJ|&Jt)xt6>lR!yACs<{ZwK#+t?9y`j{dYD2
zUTeuSo?<yVhv_>mn*aDqqN)Egw;Lr66(B-0c~-BKKmN=Hw&AYx@r5nE-L+(J1cHm8
zs|Rtz@|AwDg<F-j!|EM*XZVQ(>BB<Xot>o1m^*RuuS1LL4-8=Gd=2tEXdWx__44(s
zO=>#RMn=sMk;WKv-DGeK;WK1L#6(7n9l<Nw_9ht&!_0?j>30i;6fdZSqT4ejKF=dI
zA3TT@9e3>hpg+KLt=QOX{=44maYut6Mil%Q`l8*hX75@~G)E4<E40z5fQS`RW9W%@
zKWE;c{T%{34D-@ITdFXsw5XO+*|A%-;N^2+{L^V~CPh^BYQ3jPVD3EH&bYgfT(FuH
zvH8PuyA{>j=u7|`pQ+ed6N%1J+^&%hnwf=kGrq7&cblN;DZN(NWlxylaauN?g4ycE
z$gZ({!8xB);ji{n1Cn_o3$-NC*B-JlemWnwSgqsk;7v4JJfpO6m_29}JFy<v-7Pnd
z`e=f#C=8xr<bn0XEqft49w50IaJQb|gu4*4dC)0QzDeWL`D-)UG^Lidrt9Rf^M=y7
zl7>Jhoa<Cj<@H~~r|pggiR~OiheMBi<0YBW2D0$rqVK0H?kDx3<7!Ks;V-mW-IUks
z+9J}uEU-=cun=QIp3X-1@^A=zhHG58uNiZlzWYSKiP3M9jwfI+nHt+uvD>KDbD{om
zlQLHaKRcwpeFqWa?(!Ot&NY(Q^-}cr|IW!0ZnH$J>C5)GBjzMhTVXuk&~~!TK&adK
z`Ptc-TS;6#^vcB=6xYv|<dQ~37;c1coJivCU7~z=o`8$^&P?2MCS<02($Mb^)tD{W
zv$R(uJlg>}vz_q4_vL6psoUX)n7EBB7i%FOrbTsoCgnBaQr#ZST}z{~%BH@mz&FWG
zjiM)r^Pr(DbamUF3YR`SRj|!q$YQN1<XJNU_UVgZ;M9wXGp8DMVcFvmZRx+EWS<FB
z)&cjhc3ikA*n-H8X^=MtLm>WSa@$h#x#J-)_va8euRk>VBVzF$d%A^f@)Kyjlw$ok
z9(i20@6$9Y2GfPuIWG0SmNMb{QOPzz3)4J2CLUrWf;tx)A1n@tZ13N0ci9n1p1w&G
zTd^DQUQho~C_>@}sqL+XQPBXyDv|f{(;C<jy2;H%<;-%c%?govPZ2=_83s{T0FId?
z8NA?rn5*lzBHa0cdPoMj&CLESUJODAk2XR{IWl4s%4tMqM%X-`3hoUMI9f3L4x!0!
z!`3fG?$V9zrlE$c?d+_iN`9M)NEfDLRd9HoS8!WI#ynuB=m$6aCPu!j<Rk1X$3pZh
z69cMRO(u-K9svCE`zLYj1V~9|4erL+hP>UebY#5}g&^wt+>-i|Ar#dwz`<1mPP26X
zid)vt*#YDBB>O?hXgxC$fDygi?|+&1gBd3k++Pyt+O<pipdt)aB+R#Wrrx)-)>H2k
zekiB)%|M=CqtbXHZHiT5>U-;AlltWmL(*1uZs-@l+BZvOa*IaKH?z|wFYu5ngnfJD
z6z-AMKVyAOm)L5Hiayf%Oo9t5Wk2D{H<cgO@rE)zZ+d%@TT4%D`1ijr5FIg+${FFz
zC4}>-e>xa!l(V&TwQD0i?7e`b9DZ06{q<Fg*#wsR`jS@$&G~Gmj1bPN#gQnjWSjDM
zulm~v8tFOKXayKORSDtU8!a?RPg8rZTG<acJr>WJdMYXY`jgvlJ;En8R#Hbi{Tol#
zbH^>k+-s_HL9ns*7nUV6=mkEOaLJ*t+-6s{prxHDy)a>ay;BMu!1-OcRS$(EnXSk*
zEZ@(<m7a=iD9YY)*wVt<uos6pJRkfuHOS1_9>Xj$cily7POKq=?mhqEXtWE(NC3>k
zIr>$YOeWp8u~irw-@9}{SS3}vEsi%p-Zg|^nl*6M_`H~c{VsrM{qBO1;aDNpjHZQ#
z-PQ{%_I8?l%U8`VrEN(2_A^0|ZO+=YLlK!%<rUF>U(B%XImwhlZ7kz^zYXOUpJDKV
z36i4N{jaCWtxNEFZ0CD8pYKz}Tz%2nX#QI$oR-wqNda>=qw>+hsjoK^zlKM{K6~1|
zU0Z)j8KadXog3~StG@ff&CX^pVs_jO{h=uAhonvq?8}A1@4YRVl0{DHrMu}4ZjMst
zhwa_fZxC!XIvI*T#2A0KXz74*MNB+MqcL1Q3_rDcV~f$(!tlu)v1R7r?Vv@?d*aK7
zZy6@!PFQZ_CptA!@ADM7HK_c!*k8ShzRKw^naJK+?~9ReLr3XZ)?mn9yRq_f^9p!w
z=-iKA#6ZuNMCnuBUAYUk?3!PUV}xH+1iJc%_uXowdl0f~uhv?O7W5CVrfc3+@E5w&
zOA2X=XbmBl3r_!S6m0LP4`Wy74Kvdpm>mBw0swM8<bg5^SWfvXK7ISz+lA_q3`^l)
z?`#U>ne~%Lpx`@!4o2|i>g1KU&)s$4nC<!s4D^C<da>ua16$t|q?p9L(Y-bi9Um~6
z&AP5%Fn&X>(9T??sI#qP;MH6t*k(G%OPRv{xOq{9TS2rE3?DoJ%J0LbWgpr<mx+Es
z^Cj_Ht=)?-RSQQw!b+?LR<J3AbaqNDU9MpGOWcFVwKk9EmHO}NjP7Q=8>t;-DWx;0
z;jPtQY<CjyR=Obc6%1Og2}(qsumrYuE_^|=&sNs8r*)l%YAhQ(AG}UF8;B@uCs%In
z57%XVzU!2Qt!s)4T~hCVEGu16(4&tTvL48{Wvq*vEII*Z<LGMQ6V$#p`aU^Cn?|%2
zw&xl|oYSC+E_yW^5f`o%?+O3nTvdC|HbjG+9r99fBVYPflji*XGrd*X;mapPr5D@0
zb=cl9W!qkFFL3~&iXWj=)~Zeux%9iNKe)JF!AZnrmxak}c%Vvj0h4X4h~QfTP34d{
zj-uc?;hFLz7P{KEcBy<6{uK{vxa+GPqc-*Jo-UiETr~J<L;C&d1;zA-_b7G~>n02>
z1Did6O(Cf$(6{ECS<`uh@N=W?08Se?1}s5TkeTr293QUjOt36**vye|IP}a!Rd63F
zyd3<D!KsHfTqT7;$E7cfl3khE)4YV35)m&5ZmwG=wn2{Hd$W8fezibGlN>IQwM0ym
z(r8y`>t<o<&GCfFG*icz2{|5eBDj6+u#LVD%67`8Yi&CK{dPL;N8eTLC&W&1oqZ*C
zum-(CCriQ8$V-`zB^ZtEk-KhAR6R7&W|A-VVM&J)C~qF0)ZpGBz8e;+{_|S}C_Be3
zhhUh4z>LPV_i&P_TKZig)q!g0cKo|wu}OARw&5oiM|Y=B3J>%TpN@w<mcY5tG(P89
zmLj(()A;d{n5fKFeRx7I%<giu)8`XUY?2#$sd1;=UvAPeC!V)KbGxffj0X5j412xE
zN18WWLu?Ga_l6;d-4*Ya+FjrC8YJbpH4$RU(Ejez^#Vq-W=8IZ!=J0RvwbLsMnXT+
zOQC9!ESQIH9lTQSnRcXf$nF)lyVOGT=m-xRgK66>cNc!}2#J|LfBc3jb6gZUNED&+
zmW)wGz20%KkLR4Z0j|`^alNyvPx{=9HLf%f`doW(h>^1)UC23;JbEra^i53`rE7}L
z--fy!hrIpzPrxtFbIOli(-;g=AF*7%TV!L0UQpEg{Ix-r%0Q&gcjy?jBY%NeICLET
zxKEAtrw78MDq#6s^&QvT(1#VQNC|`KI?^PuLyf!#L6efCzEpJ}-1b!IR`YPaGR@^#
z)*4t(?Ip!b+x3OVqhc5M%~KVo2H+$f)+O1G+=M@RUhpu0GdG+rQyTnqO0Y<;@R>J@
zi$gZt+9uDps~IZnNzd@^04XiNNsdi<NiKcTGWGmalE_*?4K&28Z!@cnwrq_?`lJe9
z?bY!|{>435%|boNc;ZkubZF?b<K1tP49<oonFVt^<V9&lli~dBPqgNlguBY+GlJYd
zPfoRa?(GGiRU@(nTTQ_hEx|#D@@UCt66i?U%LxVCS(t=#2JWIuL9*#O5W3~z48l;5
zpMr6FO8;dg#rRE61*zhCMjAKSu1~~LiW3N4DCiNtQd|vvC;v`AJ%|4ZvcTycYgSg)
z=7|S`K-b!K2V}XEi}1r1roc~cP|>I5<w8e4e2ShARbne@0A{R@>Qsi_R{{6N=Gg9r
z;YZ!g&fN{ueB)K4vub2P&>yV*)tkG9yY5@U(wQv{P7y}1)W|sNjvE#2+OhW;lEa<j
z6HOIw+~a(B)tPBazWU0J3Dwgf$1?Oel__W8k<fq^+SNurP1#16<XI*i#>~*XWhNA9
ziQ;9Ej=ql*e5czU2#%UkY`!3FkL>^GSOc@CVOG(*y!`nvOXn<;Dq4eJL3H#w!d-CN
zd*w2PXU(L;$<YNvwKpGhW^WR{A_hU5O5$YA3{N;D-CTg%+$k{J^3y&;l}PA|CvOt{
zMl_s^WgzTHUMLswPW9fD*#svoHfkcRR;crs%Bv%v3zucFyz#}nu~oXEW&J94gSt`S
z(xEDV)%5I(a7ckq3$C=}M=lK*W?;<yIpq!6nmqMR7qBOl5eSMc<xMIcM^-%sCJ?`4
zXx%6Do#*pZcBAcND2mkWol?|S=Ni^VLn)pI4yW!fjp}F2$xseVfUx=j*{KBV&{nOg
z1uavF8RwMml@gt^Nnj8DbQ74kotZLxt8K2Q?Ou@FSj((&-kOj2uw>Xz(PoZ<>5cT<
zp6-3Goz!uUYh}r3EZ3mEVbD6wG_ixtywtUc++o!wfEdmDY3+%`fc*`LWoRI;{^loU
z6$s>0Bc+ysbW`BZSt8#-sd?@g(7({+mA=-IlxC}6J|D6p@6QbI{*->dwfj)u)Vw}j
z?BTNsX2UW2X#Z?@i#Br;@*KAQT}8X;bGhxTd@9}v`if!0R|@YTd6nqr%l#~YMkLdE
z#r>I9gW0@^j9=s^WUU+2!tS5<_lNmOb2{F#O15SdE~ywMDq4nFJX7#jl+z(lRhg<R
zue@m|!TH;$qVS2Kn<^E=cDCADjt2&pZdjkM|FrJ7VDlx;Tj0)nswt8h1<nley!esa
zYekVF<*Zb4<Epe2(7;ELTFU35A1}ty(`9`N<5gRyzKhPYY2E?zx=pR?w@#<{Qr*(~
z9dehsKlP4ItVl+C;h~q}CY1%1Ne@mMxldAT5)BPxcx4!7vEfVAStx;@-O2jyOc?FM
zTWlP5a^tDXgwm`xze;oaV_?q;+4`bjJ(SpYN>Zeo1-qL<<2Mt=<63EoA7NH6Sjz}t
zPQ9{wsCRzy#G`^()iv+TdVcF2lG|TtiPj62o~lD=WqK>_&QWAid9U7Q(mEL%>TEUI
z+9a~><TotXXzOlS?-n_#mTjYAIKR<rkyWs#drEp^QRQ<4BR?wkhW^G!D2dIv-5{^1
z9d-BN0fa_yEp4we&&~aNg_W!qGVK8h_}r)1hEPI@o(8j7A_rg2jbei&r^&jr3v|s0
zq2V@N8C~_f_HYSZrW>fP5WVMAl@Zq9Xo}7JiVh`K;Q%xr8E-Y>L?Hjj1!y!wL-9=2
z*4T@y-SsBLH<s%s9F0xuL)-!y3TK`uo7kMLy;S`q_|?9mY{Rq%En=l)@pQ@XgQryV
zvJ0FWB#j@s^wd@*63Y+z@@%;_a5r56RV8;r=A2La-rd(JR@129+?sE&c)M~Ggt88=
zvL#lS>;RrDy{*neudl$*MaG&2-T{6sk@VuMhHs=2Q?7-4HET2F5718V%y*y7d{=CH
zizDadJ~4jKP71KvsBx<w*lFT!Gm{_k)A#R1e_(%)NlL%)-B_WGa811<wMIXODFty#
zQ7*2)thgRtf99gQW4=_~Xfe5OX_Ui#G*+g&<lwi5Wh8ffRkjFTjwEQuNXuvfZ`0G}
z=w0T|`=v?gJ|bzEf(!wnu2~P(I-fh|dwS)bR;C!qu<d`Y6*0rvOiIuw^SBrt*BL0K
zmG|SGk?KX>fxTK2e#GXa{Y&@9a_+4nHz~8X8ttMwTo24E3(xNwY<)Xf>0TrIL~u`Q
znXozDUGUa{TL^E#C&?>s0{3C%97Inh88G^_Ol#A%{&v$%0?jezPEq%aLZe1s8;_<i
z*yXi3?2&<~m7jO%TM!Y+QhvyNEnn7)eq1LzSG`b+Rv-pHlZpT{DSO}6H@Q{Wze8@>
zATuA>=`clqHbsjBHBm$il3fn%qaadb#Q6(<bZ+7|W~)Ie=6|QXYEDF+f(E<dWbPCP
zgv;rwm6wz|eoUd%8;aZ8Crr=J(U9>X3<4^lZqgfCZJE10_n05_M#oT(C%!?~z{T&J
z4|Nk_5CDL1)9Q2A9Z|dHsv0LdGwy|c!<<iWYxLL&+DvBNwdq{yk1UU!pAImYOdxeh
zZ!S8_-f%w4q+1pI#p3dhi*}vRk5tG>GG+q|&9mCJE6Gy+k>#T`=di@nO5{pc$$hdp
z^{<=n-cwIj>zXJ{uyfXmyl115oV=bfH8}(27el{xOghxv7`*OidTu(@x;3zVBgtmf
zU*va)8Cf2MN;(=!$mqLlX<K%h;>W0MYL~P7rm@t$+~0Ulf#c<c1aCh*hZ*csyNG?X
z<r2>^rjnToLZp(Sq0iqwdQ`}*&d8a)W8F8`Y(dRubCTUg>&`z1%Kq)|D4~+z{L2^K
zRRM3b<-TqoL+*@1+X5Gt!W?U*KN6lBg`W$RQV=KE@}4{(Yv4}c6wen1QA+}5h>g+E
z`HHmP9K%a+XJ*ARa71hAnH}6`LLGa(P~n38q1`I;fqq)c{_;EwEru_`Z=6XX7f(+O
zN%=^3N-|E%@03KhJdIq|TP_Lhq#J5fq^MNZ3k}kNJWZNCd;MuLl?Bg<^gVS+?c-b-
z=til&2S;%6zYO{yj0_X72=B|VN!(=fGB9UsG`=@@MXRUw-fiL<;~xfP@1I9Ru{3eZ
zf;gOw{e?%t+Gew?l+|>CcT@7{9eXlsSSXiJ4->m=L|?kkuc}DQ62=OV@CIlSNyAm{
zxIrE!Hc}d&O0}r-gv`VW1v6Eo4Uyei%bF4M?<|!{a1+*EnZA7w_G(1CW|Ox4VqWc%
znjOhElo@}vxkUdP^vA4R)=M?A`~4ynGD^)gkG9$$E?_RPkV<M98=ufGN|4Q;<FaoU
z&H6q<7($=q=>#Ka87GC28iy4?h2Er%aEx$tUFQ|Jp+<YzqLghyVFHLM2ZI^viNa}G
z<YS~e^38RSj1{R|tyQ7*jhcowHOhrP+hqJD)99ATVMNi_O<{}2lUL0@6x!d;xv!Og
zQeXMh7AFgoj4F*QDe-)GFCjn7wmU8VEbZ3?;STB|7r`(U>Sn51&wk!aqPNd#0v|j#
z8K0<p%=_3U`-@|LN_nCQf2Xk6=K?kApsMF5dC4eAJWmGDrnjW@SkDo?=g8<r2r&k0
zwTn_#q&pL$<DYU`OY~Gx1r>pAk1Zhg`y*XUN@JhM|EN!OK9!!kB(z*v3S#`3y0Iq>
z7BxS8G`lMuc&Bu($7JC~RIjZ|yHl%UzDDvYOu-}XY|GHu*;oetJbsmV8Vv<2rq|WW
z!VFH=pHp1QwoMXLy`^`V_VbCESjOgjUQSu25+~!x`<buA(pZUE#dk8tJyGYRtv4=T
zTtmk)b5fdlqA-i{T{gsG45WygP!bbqE3qxmVgmmWtkqYDC1tfIiYdViYc(TF9M@9q
zup2i_v7M`}tS5A>i0q-_rOFy*FV6Nmcc)~6W$PTRHyeqqGGQ6fk)6E=r>Zmj-_`D0
zGkB!z*o?h?$VQY+<$wA>c=(K%wrxzcLw2d4-s{bAr#spV5A=IJ3`Q9(7?TwFSWT_D
zGxb)cx8Ln5rT1Tzoqu|g=TdeR+3iN!PHk%^1*<BuTPJIGCJ;B2W&jKakk9!~>8wI;
z)7U9F^<7EF>AsbL`Lu)g-95|Op(|q2IT^`kmAx&O)#IuQ?z}B4S+Ls5gr#4k*6dSw
z)UMMLv44ZH*btUo`y)uO(ZW!58~&s2QUQa)Ov$zoCX@&j?$oJ588AZUMitg=_`-iH
zy+iC162X}fpamu2w93(z%Np^qx*YXX#?Xb*>2k0AX<DKUWa1C8Mu{k)LTVv)v8GcT
zmz^0oos=uGq{ywR=E#W7vB1-{yERrV(TN_9iyKOq-|XvF=_-h+CgrQYvcD~;tWKSL
z$K+`Ocb7`b*ARTvt>%9V{^S}DWgd~Eg1FEEXAy^qJ`XA(BEJ89M{>6Odi@yRL0>l=
zcapC8ca=M{C&LRQRN$*Qro{lPY@-Y0ZQSkF(%Q0$UcS_UjR4W5Nx``Nv;!s(!YoaJ
z-7;pR^f6@J&YSgZ1`!dRx4@xDTHDg5I8Ww-g(@yiAH6Hvp?`mmW549qkYM5;B`FS;
z!uRGt&2w4Eg<=Yu4!0%4%7s0Uo}gQ7E%=d09Bb<u03(&sln9HIqj}{I8P^4SS5=gc
z9&TNTFX@?kw{S{rCU#b26Dq8Ia4JX4fLzkMuN$RDK|yU8uPDCFV}bKbK3Iq-wq@Sv
z0qRr`jtCBXjzx-h9$!g2ATI{Jf?^itIgkt8pa~9363vGoyT3V$+VJO>+_cn)+}qN*
z;H_i&==y}{|0D}2QYQZ#Acjn19{d+A7>%}~e%3}!#{y^=!lR!ch{0_cmZ7FD*eAAm
z(G8|%-%m+wT&De^h9C^*R1(ibaJ$f-+oB_wd4mbQnJ1{-W#w2^L|ZPQ6T?IBdHJqd
zP)_DqmS(`UZvAQ@0~<Sr*+F54y#+u!na{cKP94Amn4-L5Un<n9!)b}G{BR4p)5mPq
zS2qjh4z;<+qb`7s7uk$$^a2j+`UHUaby6m7AK!z*bAV-k6r{CHcJGLART3Qg)qrCO
z2dDA@l{BzhipRCi&E@D@1(#TgW0P~3F1?42=5EJX#(bU<x9Lp{3`V$JYcHlWb52jE
zgx%D;dPi5FVJ2H|UZ-0{OIy!Ey@_(jxK&)FLzmg}*>{`Cl~%k6gi&=~7rMtiBp6Ta
z+3W#0V*37=+;_XXRTsLML2cV=fTcjrqLw@Xb3hlJUjsn}?GW9T{&^>&c#-+145PFF
zIheW=#s;?{j-<@AcoF(byg_-z6nIK`b{;W1Tc-IJ`(VoQ%zDqg6r36~dgE7H;S${+
zdIBp(M(RAfQcD6)zY{MLC8it~ON}X4Y5j5rk?&~5OF*iWtE<~VaxYAhR>0a#X{_>5
zME>nZE{`xQL_IFf&gPY))TDJ*c+vXBm;1+jNo%|Y%~kk}SG15{{74h|^^~)-F4mA`
z*`UKG_}8tJ!G*Dn!6W_b);N+@rzMHH!)-jP|0wb&tAVr@;mP-t*TFF6b^JF#$eRtf
zrIF%un{D&-JL?x@O7ra=g7Xy_`l`5<CeVprW(MB~ImNk9RT7aTm8$Q5GG=EGHcd^{
z)E==OoQ-SHj(DDS)ho_naLb|(EJGLOFbdqvxw7e6$oM~L_0}(~p3B}ZQN(xPSX<H$
zn0~1nUgPoV=C$Nmcf?3$3qTW)%u$>B?w7ia6)*fUN4h@8R;U2+OWpoqdo-_ad2g`e
zq>ZU4`|;`)$Q0{z9bs?uQhLL1O}2=wFFPxrMS*`XmhB4>WeJJlU}T;Ex5%p6#<1t(
z`ckrM4<z`LCbg|*)q*n8%NWR;UDyX*;76J@H<xEZckMvIDfvF=?2#g69gyR#AkYM0
z1#5GU6u$v)1@Q`~wao~uATT&p5}e1J!&^_FWJo-p@G9x-tc^E<9}<2Vo+Fj|qq?-U
z$ooh9{`FQmwM2oh^%>?>n7q7jAcDf`o4(N7OFJVBk%p1-?{B1-XQb!9Q<k4ojk0iT
XNhd-Wa+}{y|4V|y&m>aj-@pG~{LE3c

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-35-BERT Architecture Diagram.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-35-BERT Architecture Diagram.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..3c6f411217f0ea47e08422515668a949eea3febc
GIT binary patch
literal 49131
zcmdSB2UJttx+oezL_tI)C_N%59ScorM5GG{NbjIPK&5vuAc7j2NDl(iLAro+kd7sk
zP$Er=NbkLb@Mh3|?|<)m?ilx-d)^yk<5-Z)x#nD7pI=)Zem@+8oKconl82CxKp-UG
zALMWdA`3Zj{5ZvN@)Hyk6emxfpgaYoK1D@!is2kB4U~lu#>&FT%zTkUfb-%dK6Yki
zE>Uj2YuAN@gkYRvQa5i%3J40_AZ|i(^5n@=RHx{vsp)U9F|*zHfBkd#33B!XnF?7n
z8ObFG=~)u8vm}Sj5Ey`yoaE>S^5=(yl<XM!af%ZsDXG8>WoICyBxGcy$H>UZj~xSd
z`+|AMv9sjo*sjYQr`0g0xa0`E;UAH5g8g=J1D$5~3WuPD)3cM5=P%GRFkZgG$;Hhh
zBrGC&Q%qd;j-0%LqLQ-KeQh0GJ$(bq2M?{RZ4kE3F0O9w9-dwS&jW*AynKav6B!j9
z6B`$gPEAYC$jr*ldH<oLwCrPfMP*fEQ*%peTl?oP*q+|Le%$wg!SRWolfR~>XJ+SC
z*VZ>Sx3+h7_lS6rK*)Zh1%CfV?BDP@3-BU6c8u&81raY2Qg?8Xojpd*cK!G{84U_^
zN7_p_{7*n{N2C-toMac&T%ogY>ZUx;AvAt@m5ACAX8&i1J^OEA_7BAViPs?H6d4I%
z9@$w49J2k<LSlVZY3kJ4CtuYEbAyEgG|?x%eG}ZE^IPWVFwq|_o|DOAF+9ti?)Kvm
za=jZVF8TcsGM!3rZ8jqbzae`FAx&@FcS4TdudS5sU6SlQgd_#;c28yDH%vP!e30dw
z2b=Qnp;*FR+R%%S5=dcqU40^}Ez%b$J|Pmm{P_^#tNHj4@<e@qF8s;WNA9eD9@2cY
z4~{x~Yw{3Mm-8JqdbCCOU}9T5jJS8W2z+;@KG9(ZHW~>wC)-~GFnBv`WjRi@9YUlo
ztfyhr|93YW0T=mu-jV+I)_*oI+iJ6)%G$=Qr+o`2cwL<~lBd`vLXiE5fUn=~gFj;J
zUBtH^QNYFX)zO0r*zNb74k4rW|KJf@PGd{NW7M=GvO|5jaN0-&K175Own#)*W3fS7
zBIQz22wYs#TlXw;$xz~oT0<@KRFxE`*1ppXrRL8e;RY4GQ&-~!?`!1*<imwi6uDAS
zW>5_|$bZu1=#@bGzB9?qk79zSQnD8}O}K)CYZJ6hg`40nr(%AV$RkSc4@Z3JR_!2X
zv!J+VgV><G6ZO2uX@EUsHOz*Sg5mRW%Sj2_ldh+*Qwb_)%ZhjFDrg%??3BNeE3`{}
zNAoyGvaR~9il0iiq(n6^*D6XiPs>YS$=(PmFSuV2s?22et65X!mLlC;zANxTLlwi2
zb4xsbW<gi?CHE(n$D=_!F}6QmBPX0Gs^A;>Y?Y3~3y>^L5^PL0L)CW!uGF|j6xTb_
z|DfwM=e<M7>-^3>Wc2;xdA6#dI+NaoYwrgNrR{%+WmHtA3B{)gi(VNsd|g+T;F}k$
z68=HvY|@jA`_?c6EXH~7iduEfd6GD0ntM0wQbV3t>ZsZT+vR=fGAiB5hjz7g&;^lv
z!kG3Hux_gd{R(1~`%G3Qc>kwjwS~;V*HaN4*X%B;JgQ^<Ks)l8ae-N3JHfx@@xpGz
z=_j1>GAyC=Vy)Cp=*R6ZnyJX^2V+iJa6W3{ESE%wGAkfCxAL~ns83mO!W_aoBAbL*
zhvzF7<sBTnaDwk2y57Qt-z<B$%PJ7RDO_pRec&${?=$n=VLD&VK=PGJr9*aldyf`%
zo|L~PrNBbp>a%9+k9KeUkS*2@7x?!h@ED_h)&aJcBkCN6VWbM%=(pJ>wp_`!1$MmG
zjD8l+>krDO?x8yLEWbuXhFi!zn5E^h`(W6#75yreulQ^4TW@rJIzrR5Y*tX^^Z@<)
zEau7nLx}c=%Y6!Fi!YdeqUg_-vtXP~zBg(b-wkNT+))2TLB`2^2noFMu>8%)qV7FJ
zyuWMwwRCT1jZHh-)5TqK*^=nteh#xsPd?{<xiuCU`J?DDGaR+#7{<nIoptHs0Wan1
zq?-Wk)MX4qrd3G)aU2X?o(|i2J9G%CID}xcrwV2cA#3#IhY-g@NXC8Ej5g;|XlXzh
zzdH*Hc`AxK1Xv5mf6_HBtiF57=s<T@+qU>UK=kON5iSA#ax&>>Hs*>=&ZRMR;YiOk
z6@hp5d{0gZUL*0FvD1YoiiT}wh*g|yi|bSsUw-(hs+Mo9RqM&|?ud|H!I@6}z&txH
z{YA$jf86}8PPX&_OHPB|lBkz<)tcJO3#yrivRTFgxhw}QpRBb9?~{Z$5}>gL+M9DH
zIIHB#MylTp!<GBnIhVq{PD{ZVb0(~oC{cn-`BynCnMKVEqX#vj9Hc68&!4x;($A>6
z=1{AiuXl=MhFU=3iF7m_?-z{{#>|Ka=gc388q4{ddIPv8J#rlp-kvPgwO^>>n0T6A
z`+DoNx}TQ0^!n!$G1B)pgU}DYpl|RC<;J<X*H$JP4^WbHo#vr;G2E9G9Q?6x?v0+W
zox>JA9-;Jkj$AZ2E}G*(+q;&7u&q!5;{?yhI?qE0;~OSbrDNRuW7k?e#vZ<?r%Tr>
zY8YCOLO|%J*HZQ3zZX7;(2;^$6<?k!I+%FO`(3-EZSeIqicA}dUl(;;d7OovCf=M!
zabX@h1?CQ3#pK_TVn@#27u4NQ-=%IkgcuF&Y4_{|2Tj{>Bgpx^D0F3P{sRvt2ZJKs
zJfqW-1#q4$<MZ{IDty7Nq)QJqnNMd{e!#yCfytV<DoPCh$~g}gs+>q!hi+$iq9po#
z@)-ug(ld8o%`3#!l^V#Fz~ltKsT)YP5H@+Qb1X@R^ggvXgm}e%GhNoO5{cX6fnWDU
z$OdszWKa*eoD@+)3u^2J&+m0laW8S{&IDSQaA2UF*L~$!E%s18c|Li*4B7aWO{iz^
zyaF%Pjl138?m4))WXmQjkvWg=v!J{!*wE$&&26~2Q6690RH=&`r_oEK>q&xk%*iKb
z^}~w_vYPgshjNG2zl9zDAx`-t%JjO+#F7hHAvRH!<!R~Ml6W964}KbQP{@DKMM8C{
zcv|d$rv%}qdEKh))vKlZ+6&(I$W>4l2ti4kErvr#_)X+;gvvpL<sn462)JUGO0O%S
zj9waLryN9>|G-||pNQONS3iU#E7mWgx?1>|BVas&^&f-|A-fyFgq^hgOHBk{HsI#j
z$)jy1U%u5)_{WGGY(N}|-;+Cp_-Oas`+6z$Jb#F5#%224;?@ffm0U)|Z+>O6k(Y>~
zYo8Yn{7`|y{y3wcRi3Y&Kfkchzw)-w*{HiyXA-@(>Je4?YJO~myZSSWPO!73TdG8`
z-m$dsDzSo4p<1aZiw@ZSq%N8-l<7rCVq-Nmneo1&UdAIuDLW$pHdUt*NfU~Qb$0iC
z)<2K}xX#1YXK4=Bc(6CkUwdYSdu@oZcdZRS(j>G28YC+Mk|=CRy}<7QC*22C!~Ka;
z>=Gqc%0YP6A*3@MzTKX-4?Cg>xY2+fY7usaIlJTcS|T}Rx=Yvli9qRuakVhN^vTXT
zpKM37m#rcFERU<rB>FNvv{#dgEj1<<s(tD|>9qN;VCBw285ByUkZ}BjrtfOEMsJ)~
ziaxG4=7pmzoX4;ycss9c3)QjV2F?2Wr^6<7`KviO-q^LbSn4*0Ta)<5w%m)Ww2V|r
z>TQv<h!vjvqU&y5e!^)+LOP25#!Xj?Jh6!cGz~jxpjPzE{hS<L#YG_&<Rayz1X7u{
z{;H@5qX)VX3hZ*1s?O0fE^M%P+`Xguky*Fwd8=H3jtBh$dF@Q1Sq`}@(=udQEGM@o
ztSU*m`r3b>CjYC|k+*qAnh=S0l^>CgiaYb!omur2Gk4}8#AXQD`7rNm5$kR__n4!`
zg8C9JLDDj0SoNp!435zK5k!Vx6}AG)@!JON-;+nO9^LgF3=EAh`GoaV`_6so;RJA!
z&UgfOSUnrrVLr!eq9@A+u_&@HH5GfMeKBcM`1*~vo@ywewBzX=NXaEWQPz$4u|>A`
zlXWZ+x*TOza%6*o@=k5S)7oiU@r&cD%9_78wOS;E>4mBT9m{h@%y-l0RY#VU-fpLy
z@|;||B~<)nRgp!lpXEfh^r!7@2rnHOw(Qc%M$N+n*3CY(NRu_mVR>$ak>Va3@tx>9
z&eHuRdEU6Y=;$2Sd=&0N)@-u1d3CbaK-guIzBySsu3Yx!Tvat)`RT3DLj0D2=^~Tq
z?p#@Tu`k#6x@c3QobR3AnP7wGN7n~z2wg|S(A(F=hUU&H;B2YprrL;<*)mXHq_W>#
zD2pf~E{pPYdq*g+1Ee(sq)pquJw)*4f3RSxEK-;OGs=eP3fGrDuAlzUeUJiTSgDu~
zB3Cm6S~k+=qa`Scz#KoA!~R*F7aBY(|9g(=JL4hbUm($E`U8m->nFgfG9s&#4${Dr
z!KQ9kGni=iOMRVuUo24D6VX~IMcNDkWArdD@zueg2qyq0*=(<}@b?Ox@ZYFM{L0E;
zx_}KYP%rW|`fJxC0oXF__yABin!LXN&^Uw~!AfvJ9%1@7SSk82_KQ@%A8GLWkpPe8
zjjYWtiGiEWru(;XfF`g(k^1!kJ9Y~%jbdMN&XAn%QvQX1h!TFZye#5~5m9^(n*M=3
zQXKyKv95n6eVww*4*;mY*|Q7C`kMlPtp9`+kQI4E@;}t!1k}MM<9OUI^kI-k+ym4h
z@+%MUR=#f|V{_m|(O(#LAEf=^RAI)IUcjl6g(HgpQ#rN_+6R-OsxN>oIlm)yg@b-`
zA$DILAbNFLpXtn2+E;aD=}N64Z!*(AqkyVJnQI3k^T<@$6mVnfc>V7&fFc05pU8TP
zJq<v$fVn9!^+(nKVap-`Wd`e>y#Q2`{+qB7pU3~;vAVKI*1IE#BBDo>>C)ui)aC?W
z{Db%Tf21Y$w~$&cs4JWDOL6V}QfpYC{x`C`B9aB5e&L8Lj{$f@#vch3exBXdO9Kf1
z-sC>b5u=EVB{J&hwtq6pH{kzp*5;2m>jMq~6;PRvT)1jRRH-9r0y=esCZHN%G8~BN
zfq(u#1&64LMDh?-(J2dvI6(7=fB$3$5b(d@NmP#dM4;wJQ2*fvkyo{U$z$yLZ#^cm
z@(3aYAUd$WM5jKH^EcZ*|7Im|X<dOG@;9^@gsvmi)CUq5Y2l?sr0%A(<!_Szwk>w-
zwtIkn-2ZMlelzn3OBk?4rbN^6uX21O<3u^8$wd>*1Hj-f+U@=kA5Fj&U|4{*{tMIo
zsB6kk&Lg$^EwKN!+7Y?=@4IUK+pf9Z$3o~XYx?HGEcP@Z$5zddbT=oaM&c5gcoX)s
z)9+o!qBf$U!>nFWU$0{H%w%M&_~u=>vkzbD<+xw2a3EYil0Dy)^H8JI3raZ4m67_P
zx0<>wpN$NgjFMG5Xw|LM__a~MsYNQ$*5ZDFZ2L-uu_*zLF3v5+JyRKs+SZ&(gH{$w
z&3LD+E2&}xY}7RbO=XR7oYH**3XIXrx-8>|kj+UP0=8Fd5`AS?J-KE6o(RdHe~WmC
z_8#*Vtx&0kT%6u@IjCmIk_0(@YD}08?{Tj5G@-`EZn@*(aeCa;3>huF(&OfW@-{8d
zyv9$&m`w97A2bLh-gW*|H~P9f7Zv$s0j?IZqA1M?6lnvR3&Vfjx5b>>CN(HdPgV|k
z@BBHGkp_wajI{8Rg1fNy&Ql7?(TSLwVJ`DSvF2uJLYh-awT+D$Xz}h_dV)%7Eo@No
z=czFv_aw;quW;KS{NmCxQbTVyTEz-!pvcVyRpg*(u$mzaY7rf$$CVoMzOzE_Za3Np
zYz<)IYB_Ii1}%*$&1-D53h73XUn{Z-!A{T0+fbcE3(7&s1B9X$G|%4BQ|5M*=VE!D
zfw?Sz_^w0A?bVIaF*m2a%uk<F0*2F|rC4)wfDc0^@6kg2zyKl2>vFv0f$12iRteQ{
z8w^y#tjOv$vM~5y&Pek#C-{@?qxdSH`q!-7rH$0u?`^XFZy3$9(B`xEn=OrzZS#ka
zYK`7<<mw)Bm{3OTAq=Z$@5)*Umb;jdw`2ol6jZv)K-abxX~bH12!Z7r{~~@qUF7J~
z_#wA=;2D8i0puL5p4oLuHSDGdeX{8kikYyQesKuFF)p&hFBS+kwFxpV(mtn~#qOvl
zfeiN<k69H(8mKmXAXMW%i5x#eIw^?DmPi24No>+n<H$)-+>p{Jja%eUN-jt$iVK2a
z_$#%O0li16A#aoAKxuF@O~_AHjvoq%(m)yABayod{j<m-<Q~K(Bh`;qh?qLIBCdxL
zH`7ExlnuDv9V71e`_j5~QVvQf0AM)ocaE6xjEO9RUL=#ZN%bQGVnTwJ`1c*mE<;N-
zD^38t2=<H8L@PtM5!^Nqp{P;-7Kksw!!k+GT&aGPTp3V5ZuqZK(`8L8@~ch#kN07d
z>f=@u8>xY_a^9=o*W=kTiRwpBkF&lox<WIrVUbY_Lb^l94#j5nd_(SP`vy1uBKh&y
zGNFFoM>cF@U8fOY6F1Sa?T~))ous~}TD0e+cvHg|Gvs&ga++Mj%9k}9bTi|~@{>2#
zjrr;>e|!M1M1HBHw%WB$_!f3PHz(GDaYyyq_q}_GOEPcwHNw3*!~?PqA@@c@VT1OE
z5J_rB<iiOG)<#Ux)^Imoj_oJ5q`q{N;EUnv)qi>XI28F1x4@ZTzMts+f@V3??fp{?
z6W>%@N5fy};|0-@>W_<_j?Y)c7@G{HwdIGU@x)fvPz$J<!DxrJ0zr-jS5~pFUE}nA
zOjz!b&@As~hMs15r&1M8lnh3Q`JHrWT87#72NC;`iY!0pK|g2x3*vZ@o*Eja^9BKg
za~|sWB6DLqG6N-H+Qf<3tX$ECG~s|l$VnmidJDkeIU2S*(Wid35TEMt#TYZ(jc)ui
z*o$mbr@^n<n%*nKr)>T&bE?ES=@io<LZwP&HCj;5bS1J0(83_1Mx6py`J~kMcF7E9
zNLF{kz}7qFx7sYCn#OVuzdwI`sql0eMl&HxTE|{F6<slR_a3($y9`%`5G4?i1<iY;
z7O_O3W1CfxNhfnwLK|rt?gy2WA{v9*a`M?&5nK^s*)1PB5Y9`yXlbsfV%S3yiu|j1
z4lJ_s!&BFhg9Po`v+c!2AM<9Nm$*7B3hW5y5b)^%xHx?LN+iKI5}bn~_2vg|vCiq8
z6=~8Fm4!P>=^*}nfS*PF?GCfOMS*FhWJh_=MI+pw-CY1lIPv?O)3?9!j+%MQxpgNB
zJdG;DARARdG9cCk7JA7eRfj6Uwc%!mt%<R*$;^2XYW8#tmt?Ok!Gd>@%z*+r=4d3S
zcCJLcw=&J;W^t>WfLD*iG(&-B&E1)W)M4gxV#2k|Li0XXgzZ|RE5qKPrs~JJkh{Qh
z4c}3Q5qx9U3!-EC7c4jDd^=*^RMsC2zL-`590g%}XAyo@@?-fCb{QCk0(-)_R{(e5
z$Bc6U++)|X4iXHDe7%yL(}|da)f@oxhxpmw^F-Q+mzxvkGl!+*7&ZzJJ{oNB)wz2A
zd|#2x!iDB3shWP_6<2Qgh5nc;bSx1bSgVjJ)US~NrmTnAPg09E`Q22QdMH2Tkxu99
z071%FJ%q4+k<P5vAuYu^D)1HG3qe1cMe-Qo1Odc%lGm4#xBIT*FVlcTOxn7zJzu`>
zE4@LtzQijw7-!^46db=7{;m5Da@lyy)rBu3FE$5_J0gXw{vfX~Wg`tJv}xKB3J0?R
z^S#wzb>~IaO~4loPW&Dy@A;xl0jl(HD-)W0&KRAAs|7vYf@z~2<N|hrcR>lV)CX%p
zc|R<u^o8<dj%rUVuXv8Cs*yuR%O!08<##RgsVK`+8o<nvK`np@Yyn3dBq}u)8U+GW
zmRZR2iI6S?jj|i$N(lOMZ<%wJa>UENfmkU!DM<}BlgIK;Gpi9}w!J7K{`Y@gNf5U+
z!U1RIq-65?99&QV&#{K=tRlFkedXmWMz?7#xm2e9C6umk9ibzk+siuGLLjYh3-AK$
zl1r4XC~<xL`aJAl%LdRn$#i!!oUkW^wCewTN9haH)FEV?6L4J%jK63(R|tP-+7K!n
z(?1uuIq2IF>E@-`FOXPJyE)@G6!>L2|1srMz6>@x-R1WCoFc1ONlmx3GG}x!`j)dK
zFvVM$;hU?-+B+uM9o|e|v8W3fbQ{;duMhmg7S{t#A3`96GCC!1aM~S0h?aS(hOxdm
zVg|b-cN{&8?IO1>;jTWT4n(2^i4!4cf4YjyDZEuV(U07l8vRnU4gZG2KKL3h(n%xe
z7Twlsf399b1%1PAbW$NI{q|#asT}Fnq-R+j)C^heRWymwgf>_P>_LcI&Kg408Km!?
zcAcf8pu0GGcPgaMpwVgW=0?G&JbaZC1UW8;5b<%PiR#1)iL65hJ^1;?4&9|CFMYe(
z+Xpwb5RG+Krx#f#>&`pufs*U1+RpvHJFdCt?$%-__~84CYj#UT5o#fZ(iSyu5@btM
z&>?71FPs9;wJHt_NWwPE-!ikAyp{fnD^mmQlR7Os)2SRT<cwD1602rW2&BRL5McdP
zj8k|nhjNNpW0=9tw=Z9+rDMtP5-8w<3D{vIZu`sIV6L4<0msLT9~uu1Xai+IMX!6L
zQzgR7yT?=s-u<E0c5RG8qtmsnW}Er631{lvI{4Kt<nt>eku&8knUzXgs8<55QApZI
z!7-N^zv_Bw(^;!f=`DhAR&K0<wdFHpugfEbvPHi~O2RTA>#+T=_}PRCxU!s>P20W-
zex9+|1QV-T_rQxovI(}Inv8lNDMJq*q2n~zQQqrymo7k;-s|#!E3Z$BMIS<bz&mQm
z$~-4u&?>?Qg_kC4)vpSV(4+~|dx@@N>s}eHK6wTFpV39s4Vw~{u08JfbdJ3~{g*&*
z(>|wh_GdPvu-&A?c>u;VXCQwRTub&^kQ6(FTm)Nt)r5>Hb7sWU|46uqO^O;c*cD!7
zA03f+>;BTCFX5m8pL<m}X9B)U1>X<Y)lsusx~98zV)yOcH+fxSHW)#n%7U*_17BU>
zLRRs~UZQTxw~T2<<ZUIpsLz|f!(*pWRtOo)`K1dV+f>Fa*Nl-h@Mss|4v+i41du;q
zU#i4+^4gRa_8whWSrS7a(ojaYBsVHKKv~EUV<4rPRv}%a-5@=G>uC7e`LK<IY|KS6
zB^jak_qUt~+`t+64j(3D7M1kO8Yc08ukG;p<V|5eb@dG2Ok<>3cwB2~t_02JG@)-@
zs_p|Np?a?wje7N4m@3lCSOeBE0=A%Nofv0KgMsu2%Fpo+yUW+V2*<0@0?ExSzEV+t
zI&lyj(^bf5H`g`&w$)N8e6^n6tQre<>6im=yPMP*p}s?i>4p8?IhzTO`X8whsaHy^
z){Z<V-&1Zk8UAQ(h~elCQENXU`%`nSB7Yu22qXuH=&^nRNBHgJMwaZ<$g&69{0j=M
zKxLhQUwVb0Jxx+|VAuTw{<Hrlp;C0MP=xc;)3QwlSYs!R@W{EP^kG}c?utEJ*Z0)|
zMLm>YWLM-2&ow1;LvdRf%XF3OZ>jn!k3#hxSbfNqmUC7VuoUEkiQhOth-(ieY8S9Q
zsQ4IieLpWC!}>wURRfo$zJaUW=d40{#8OLbbeUD%y*TmD`0GdD9Tn#}5e0{kJD`3o
zT;H>Ydy$BwX3f-HjorthWc#CZzi5rHZp%BMr}066t$B-m-X``tNk%kY9arl1De&~k
zysroxFQ$UbAk33JqMAWm4UsVvwJ!PboxU&d<9<9l?AU-x&xi1r`3IaDF_UT^+D@Kr
z)>r%C#Cv}F9(rTqaR5bV0NuCu(sqJM{6cIUp0o0*qC!?x0+x<LISub6vDRolO>2#D
z_Na<I)NG)$^ci?{1)evPZj~W<b<$Uwgz$@;|1!Vl!ZIaS>g#7j7y8d-p=19NK1p+R
zciF%-c7jz1QQzsc&~SA$ErAw)#o<?#=9BCuM-}vbMLx}&$X*X8nlgbY9({LaFUk<+
zv%37kD#0=zt}{IV(E{e~5-Na=q!TV8)xs{~-M>_wjd|=0)!>j|y{Npf>~FMd@nCpV
zlZUG_-c~%~W8+eqt33Uqk-@~bI`j9f;tob^WY^mWYru3`A@1Wp6ZXKTjt|=m8KUo{
zu3X)`4$8~$Xk{KQWUm}yjG%ql=QR6IYn<$uEHbEO%6?}j^5CaQ_|QtBa2$c4z8&ga
z$yj9_iQYKPMd{plp7m3&cdoTu@6`Uo+G53!yUn!akuBcqRSKajcT-RNvV7#;{to`j
zz@RQe(8Or)ed{INn~$7$+0>kFjctl$ss0ePe6yfZ6)TqAdQIev49l#$SwO>9zL20h
z3?r0;$cVc*eEapNQIC??<WwmACdY_zR#1@3b6{L5d~o*T$-AT}hY-6x-O#tl6B}!t
z6A40Ysi<8pyyD*Jkck>a^{uAxEsC|g*L}GYK=5f}4<Qano|ev9-wqNJl(a4_-b$$|
zTFJhOiZNKYeB9$_<bCc-$Bp9~3aUQ*3cmJi%1VX#%!!8O+r=E?C&_jKA9;lJbG+eg
zhn}!zCZB!VpAi@(f)?slVJvOEdTr84u*JFNHiGd>aOLNvPA@@?9H!%5-4)YxeM~|Y
z8?Z=aCg`_rG=pTD_Beao68r}p7I%FNWCPq`%apSiA2r|sJnhW>bO<3Qhdzs`>8SxF
zi(`Ll{UHM~7ECPTb)B$z*RAv1=_wC<)&Yrw&)FsO<8zTMHO528N`i2Qbr!a+hu^e9
z;j5+Ta@;{{)Hwwny?rf`{6h#Ohq|vL$4o&mtAnq9!IzTB@atdIB)>IJhUB!02PjCm
zAA980AN!I|b4Wwyxs@2siKK_KeBMyYu)%J8;NADkhry1IoK7<2jkrF*X=y9XImv`^
z4I^GY)xZe&&ZoAXo^eypXUd7+eus9W!xU13s{YmetX*9@BZVL}SHL%LQ1C3yPYNP`
z!W3fa9YFMG*CHjvFG?_MB5d+s1m=!rzfWU09)IPJojc|xIi-jQN<suBoPFhm?CIRE
z?@z-VIVWuggJCs{qrfxK+>uKS>(!A@JRyMm%c2SLQ89brGK~%)Z5eF`&hRfaH6L;I
z+o8Vlaw{c`nDRTIDFzm=5N|5)5wOb#WwxqfqK~}a#Ze@$E=@6v(xdLf#AfI|VC()O
zy8XJJE~he|n)_=s+CJSx<_Y%8`HS^G%p>)Os+iYo-b{IhFK5N5-<q6=JHb3ji_cYd
ze53O^y>CgSrn{!s<RR-rEsocfEnciIkrS%+8=dne4yNpMGlQIX|Hb-Yct;K2{Ep4$
zhx(8%DTEx`yqr%4{1q$yqjj>~G=Vb~X3&8#T|L=a>A0EqX>)rAKGwX;r@qRegn>kK
zAQE!w%rP$P$1o$uo;?YZKgF-_HcvZ@Ojr8AKRoXFeig%~zc%{BLzsh{Rc_tTHlV+9
zP9|T&RxV%p*oXR<6Q94QKjxg(c6UZq<|~~l50%thrVfKsc2EZ-#pmbbW;n4<4y2E0
zETu^@eq=9LLGD$DXBWI<{8hu~F6SiGwpoxxx3ZhOI<QGkGxjbc6}29I3rOv)zez2G
zE_UMTE@|fmp)5!L>7|?9oO?)v#ReoJrwHfH-SuBW3%zU=(B&I-YfS8u4=b;XqoJXn
z#vE*K?52+_tLDCvV0y|CDf+s??Eam!@OL>&8~4Mg5SDIi?dM3HL$(XNlvp3~U?L(u
z7d*Fnotbe`a>&!11J+;h_A*P@^S+SkeV5W&^f9qJ@2hKVI|`ktTXURNSec^t9PbC?
zjCt4Q%y~Iet}G#DM#X8iaJ#*bo}XgT@KMug4a2dAT3%^AKtVMw00-rMYU&GuRO*od
zi7oRv4s7K2o}Dv2?ZA`bPB^$^x*h6eUx=-#8=IIi-NtzDUeId8c%4Mor=Af`a1;Av
z;VIphP!;{qX7~p4HA&s>-q7yxtekv4$KjofpAH5h(H|(pa@3N^5<YKT*E6*VJgvmA
zK_{#9I?;-Oin-*R@7&b5eeSSgxvD)|RLn64dAo>~{IgZIgMlBD5h96>E*A06uAT53
z3%69Vx3m*T5bkNYezwB&s^of-m$!CS?_y?oRhXD+$$1L+=%%nH%N+xR=smvu>4+v?
z*2G!wpW8~w>K{?w*|)C`P{d_aGt;c*$w@jnFQfW;INn$yg$l5+i$R=Ow(S(yj~U(r
z5xg!i^is_=<b(oje-vB6hw~f{-z8BXY;P1wh!f6^0RIm<2xTPa^x8cEtg%4II9?4o
z0s1AEXnyIH6;7muA`T(LurI}Ax<AZ>QfPl&H*I}Tncqp-o~C2b47qd@<Gi1vqtEWJ
zdR_A-#^rv%+egmwMg`NlX)j$Rl=upakZJ7?jP~xwluxWJ>%LANd07;{fpI#E;gCZ~
za7(!*m2!NzG8Q&=t;xx=z&=;VesReb@$rm_f%25jdYbW&+gr<d{e&Q2jO{G#kbxXL
zQTkNz7-gINNL`n^fEr_Y#<z081dh)c7<tCf;eL$K=O?a&(^E_VLk<ORfz@sz1UnK|
z3R3Hs1PKz-xg>b##f<cfLNS(cV%iK`7k?+%xJU%$5jO8EG`r=5NEx|=v@eRmF2FW&
z?YH5rmC=vZ7mZ;drv)C@4}%2J)Y+nEb)y2nY=5ythJ026*80>nYBws9I6WuF?>Mol
zw^!cW(5KH~XV!hF=-k@Iclpbb8>5Qh=<FPhPx31#pWp~M<NDv{y5YP`3a_(I?fdOP
z9E~c__jSH6R35uVkxw!#KW=g>M2s0H-c(VY@V;DFSE1TPURyoU>0QNVJWp*))K>RN
z4yw|(4@5lk<$4!`QZm~0p8Jcm`-;6+_deNea!DzAnol}fIej;;`)%dj#om<nl3k2d
zAqJv8{2irrUy#x6dIhwNSp-h_3gfcfq+lp7u=B{%KM~F{>4nfuIm~Yp->XSOj6>BV
zBH@7v^S|TJv)|WECWGP-Q*nrw&2_-t{<)F;-f($`09Qu+HuE3=U6e;~<ps~k!9`+W
zn;^)G_SA<<_^NuPPam8|?oA#-zSLxdcZ_P8YP`nttvLI3Ep(%;5TY~&dx9;nB!n|Y
zp~4Hh#9I1@tYl7o!e&g%ol^APF9#S}@a~9Gg{CE|I^C=n4DX+h1m0;)b5WbY#v%>j
z*2ns#Lx{mjNwPm{9q>-qu_4&g&tmE{lbgf6OsOR2n;(Qa{hZgo)t~iBkuXxR*Dt-G
zJ8D)RKs)IOZ;lW^$V{XTOCg4W#Bmy(j>DSF%v$a=2BO~GcENG(OeHEBOH;A#wdady
zFiiCZ=C+6ql0{jn#H?rGO9ko`gtC5J_OY1bRBu_IBMs&SO=;o}AuP$degsNpuJlyk
zCm3*Zy(3S3gMu7=c(;+B>PG@hEpVzYxApAxzsoB;o4oVJ$QPdPYBsu@>TFT}yz?eY
z&OqkrUaR_BFB-$c=h~*;Bmf$aFHmG~Jt-aJF^*f3JV(+hmVPAxv?D&h$>{TV|9kyB
zuz%t&8C^UD<-$Rib;pPN6+vaY`(CA{bKq$XTI(83gw(6s<VvQ=6VhTZbEW;4<em=!
zn^Y1G)=e^NUQ^_IYJ)tGN*st*>_*$GlH~2WtPr&)wlX7C(0g`CG@5b|X%|y2?xEz}
zUjO=D+~K5#sD6=uWn8)49oF|sa?%nl=<gpEm%Y9$@0po*;lWqFml@jMkI#{S;{4tA
z%{2D@Hy<o|J)YRrtrT<0hQoglqNfMQYP~K5%DbFspRKAf8Yj$bI@M1wUBqIoqFf6j
z!kfcWXF6zFvKX6?z!5f^_BS-S_PA<@tgRg$ZI1gf2KNWnDY@0MMA;B!E)-wTym9kD
zVM$6*`Q#?(4xp85OS#y%j+<Bd5nmO8z56&EBe29BPoMs|MYJelaOc_~B+Up}!<$`T
z*nnJ}2Udfi-HU6oGHtW&GlM?^omspc5{-Wg9R3O*z~4+i>dVJb=@bk<1%s=RM3WJQ
zN*k;)WrS^fMQ$U(*A&ND)5kIO!*_Q1+*i{j8BhL%g$gDs^LDGthNcW~qHg%AUQ83R
zCEfm<#-X9;rRms94uVm!cS*KMKP$U-?oR6;Li~`S?(xE(cJ6=}ex79ueCt~sz^#U-
zeZ8<m1g}NvUOH@k0{Gl9zpE<QORtg}F`Kh;R9Ms={eow>lk8og^}9kOuY5tusBKo`
ze);Gs{%JIwhj9HX_U??8K#B~gj+>j%rFcda1iNg|19Onj<t3a+*t-1fRS-uA&PDDD
zZy|M9j*J1P06P_9$HI91_(@;_k|GE$^()Uuk)1a46@%P%Io5O?t}&W7&Bqcz8I3<J
z1LVvE_6c5X#;x3r>iZU;1*8PQEQ)8-9bNAS*-}d49^E)ce|d7)5WPRr3VRc|bGxv9
zy42-GgKp&^#F)kXW@dyeW|dU`A?*uk%DOgM1@!#JkZwtF&`BnNv`8HX8WTBz>qdR6
zo4oQp;@swJD&yp{C^tk}z5s97mV%1Wmv570;Z#57#NU>m<S?VXuiKzIG8LlhCT;Yy
zmc_0+1KpQ(`o5z&iJAiSA>@SiG9Ir$KvJ6S+_pzfm%0vXwAhq*^>=md--rNt_eNTf
zb(2a<2YB%u;e~;P!WX@o^dGVZfw3#ZF$FxEC_oS1QJv(g%Djg*9inUa6{W@m=()T*
z&my#Q<q*P2D^Ei=LJ+cKr-;xxC^m|Y?yd|R$6WfUsMJ5+y&Vx+R*fPh=|LHc<!bc#
zU?pZ7w2X>Dcu_1Y^XC8~9%A6qg1l#}eH**y6SMl^SyQbk^f~pXJ?-0S=cewca_2H%
zTzR;3eJV@c06tDdq;<|N&b2dNKx)26zt$#~`6_?r$Uq~qkq!ukl-7D0;Y{`N?p$)B
zyT^7K>jv_XF3rNA0u_-ghY<W$IPr$u<=sUV_xoCe@6EIa@pphA9BteUti}oBZTwbP
z_1kWRty%~D$GkHRqbq@?KsIJASB&TGzF~MBC^m20LMD{-*ue4EL!@<s@}whM7{_fH
zo_CJwQd})8xnC2UYde0i8tTchz?CO{t+;M{DA|4WOo?F;<5sgC5Q6oicv99A*s6Xy
zpEjwEQ8;m+i3t4x$ghagJOhH0=Q?8jUDHw+cTi~5v@agf7*1|#ec*yjym};bgMcf~
zN-fZs`4?NR?4SlnWTUsjE)jZd0Dbs+!B40~_@dYNL82lM;Xe`z8W?`lC=EYf(L$fL
zZ&HD@)+EZReYjFuL9%Rdq<Rl|X?_evnaxCqWfol!J50R06q7wRu4dG3q|t*GRInX0
zV1JLZzFOenG=IN-|BjP<ZaH(mJ)SN0-6{{`l4C11r}9S5lq<JvG_&h9=$v}|TOdiX
zqwC$=KvC)e^NMj!CpS~e^lKlK3VJ>k>0tH%NiQI9iavBmz(31^1xDG;^!1QiL_Gom
zyiC+1Wa9-QbJGf@SJGC}_ASp`UHHxn2gEpp02P!OtL}Rg9~oiXuPU_WITgN$I*|V`
z=-%79LWq=(JoQ;H&E8C&_mS4EEZsz%wCvq<x1P**`Dbm?p=GbKi3P>~;`&7F<eT=9
zc{e<Nu7yJ_xYVLptHHp}$g_K@IxhknD?Fp|?Y%}g&rRDga~+>=<H&I;B6gp5v4F_g
z$j%1^%U5EB%eMfUY`;o}Zo+qNm(lDlMEy0pE@TDZoFIHlcR;QL+QQZcxBwq{?-BPf
z{sje63)_0k9w1HG3!na=2_v6lPcNRR9z^62z874M!HOkPG~vWe(xx$&&X&{lV1Wvv
z4JMj#(bgFDg6PZYiotSFU8$uf(5rYKS;8hX7}(4+hmcxrmTtiv{kmiq4aKZqP~EOJ
zON{p$G^kS}QeHOwi#xQ`d#Q%9bNh`HrRj-Mtg1Nb^T$WeI}o5~3p6;69Mp=5HUHFL
z%7z`RX7{b;)EE?mn^+!ZB!}MPB?n~>@@H>iP{J(F)6fRoesA}%D6VvpqcVIT@FGCw
zI_jtp?ROrf%tfq7`xR+|ee_R)V)J!9Wl-xUF&6_%xr#QKF#P<`6Uth0P>E-^HB{ut
ziU7k}%-(6pU7#WXt%`bX#GD0X11N15EkNTkQWO0E_s--U2hXQ4r{;&=gK&W=b)Y%d
zL=1}W`b|*Z*DwQ1{EA97H9%q(0R3NlumV5|AVAvyBucYeY3>N61~yQWj!6S;1>JI_
zL?|e@z~rq3t|Pw)^znwjME*zxg;<bJ?b8@J3;fQn+j7v{e;i?|aO_(|X3%k#Z9EdT
zZF^SB6xp_V2ysiHTi*o7SXUb82!QHX0aUd9RL}paqW|arO*h?K0V1fP2*-gm%zgJe
zo#WQGYPnLpG)!e#!ugjJ5v4!>alRi6KEICx2Rw2lTh8aeenN2r;d7~5jxPRxr?CH(
z6931HX#zEs1F0!0LfzHv_bIEFtXE2Wy)<rbq}HJ%SPh3?_fSity}CaAR#C#@ZJwi$
zWvSQoNNkAS4^%^6@ZO(z@PAlzj=K7ZDg^<N08w8JAV*(P-~2CMfF}QLA~{12)wm11
z%k)1-{87C6-~N325JK#<;l6O-W4f#@J8?&ST%7!<)21#=g4J?32JO|8la+t!6z?)P
zL_wF8RXWj_trHgI?WS{)=M>UZ#?QqHMd?_jPK98B&Z7mD<RAhz7@+##&9x{{JNy4;
zIQ30Pw;8cix1(8PWYmpT=J6x`<|1(hA?Bxdx?pMo+yUM$)IjrHw@Jq^K=sH|Bc-F9
zXXX41xCK?vd>1IW(k=m`+rF9J4g#<c)Lj%GZ?N2zae14f7Vy?x>gywHu3ZoU7VFmk
z4>+ZpJYj<^YTQP)^}?3>nuyF0?a6?0jvNWA9bg8cHO|K3+H(C*z>MnOjylle+`l*h
zOmB%W(f<CATxuJoL4Ic*M6{DtZWPELLMD)brPTwEmafE4zFf2lr8-3*tpe|2Sc)hp
zChRiq>S`NT_04lZ7~(4#mQ7;LKesCAP%c5tc*o-TM^8jXT<(T#w!GNLq6vO_R_b9D
zZ0mD<V~ypVmAc#sx~SQ1-aI{lZ{Nv;i$LB4uN)vPSG|8yrl2!NCXQ#>E~)<E>V?Mg
z$rEK{tRAFy*f)i{6`aYxu|Cdkc4lLy|1JXO*>%6)T}I8S!EzAU=<KJA&&>C5ZV^v@
zAxyvYsKDqQT!{0s;SgQuUFd^6l=jHB^xH|2B$~ULPj+Qm#aekq6><Eop*(|I#~Z3t
zo1_vlM++J9Z&S!5o7iCz#bnk>U0Z$Hzu|mjGj=Q*CGrid?nD&5N9iShBDOD6**CKM
zSSH}hcXT*g-^nMZg(?1MgZmY-N=&-Qkte>?W>^A|L{P}P#4tpM(vtW1PWd=&*%-X?
zk_l4!@bSkxvem}nNNzxn7&ysJe76yzIf#Mb5mMQ62RZSqX7&ZeK|P_&Me?$6*Jqq>
zrw;srBzxIQ@50#rE7KbVg{pmz%6!Ft>~+|W7=^UenC&5zcQ*+zk92v(p3{o0RMvaC
z*)uU(HhZW2%|&#kuBl{;4Xwjg^L{-G4*o#?3XwP$WX<Jp{YRy$?u2NNi{UQcldSlu
zkns>3#m;f#M-L<%9R1XBs9o=7Pt$XAW)YEMpjXC7nn7)9)Aq|AEAWm11=x3%c9wsM
z?r0(#hgM<{0*8?09%P_LL1c=pIDYYbvi(%lz0P$@(lX#S8+*hjz|1w%QuOW0%+2=b
zy*=Hfo(@g8KQFjX^YJq+Y`N7g^FuFR8GVc$RrV80b~s0X`>*~w^FASJEyc_Bc`Ov$
z@i)PXKkuakwQI3Y-gr~Jx)^cVA<qFx8E=->m0?^m7c*QT;m<H>`7UqK*{BCEk$F(B
z>2@||kTm3N|J49VOBl*UMkvLi+Q0E`<^1x-`%&7B+!4D*N7*dHQf%Hh%0DuMaUzH*
zCbODJxv)Cr%ue+<?Pt3Tdf-MrLT12L%6-`8-9g1C0ngh`5g;k&pLhk?K(nK%G!8q{
z!r+cA5b=*(V}&a(?d6FUcW%C71>qr}5{CoMG~_V>dPJn{CFJrDpb-`KDH-F6pDeb7
z#I!ksx>a-A^+)?dXWnXT+S<Q6C|UCM0|LWr{S9baJwJiYU1=wJJkjocfNJTRF(Wm%
z6q~qH1nmjamB5{sG`r+R$Wcx_uYDuyIoxAO-K=3FJ(Xkkz7%wf`9XvTS*lCVS5FTL
z{)i4BE9<Ldzc`hw$9OEhvJU1c%Y4Sp$EA?{tdeG8#E`tt>J+ddMI!$rri5scXbIA6
z@FVNi{P&}Vn1#4`l!Z_g0$$3se_FTLwgX9`nIkh5Gu?S3#R%MG4Y}J^DgRS0T)LDT
zKj$i?>Ky4I<STdmd?b?HlxJ>q?Ly5Vq+k(0Klhd}XHQH@w&T83<-iBGYmi^v2(Alb
zi<Uv<&0er3$?((j91`585>HFnb@L0+XO*FJDk@GjsGk$f>aW=!x0S48>DRnDFnRf@
zHp6D2anIvSMi-Kl2vf6mbJSdO$Gy-Arv^^Jq*Zv(ySkP9#hSvYQjK_a{;#A`d$^8=
z(oavHu()n2=K(T1Zs-d^g=W_BHC3|Aj=4@Z=S?N}9`k*Ln$;A1*Cu<TZmy+(Hu&l^
zmmaRS<LP?C<9gz&<_k#9gLTj^P^kCn+w0uq35G&3tWZ<Rj#HC-EZjDt85`ns`g-_R
zx|yPsuw$~lluaxvxl4$k=po6TpCGaH$|{_&k7P5EwQ|hSkHB?;-p<=}^GL?egm2xe
z2U~>OHDOJN-p4mQ*MH7}WIF2V@SWb_J?4fhDS0PUzZLtFI^^A&)d}<SG+m@h-d{L`
zgu>N}s|W+MyLT<@JXV@!4Xu9M8)jqPyKj-JqdvmIqY;zWAWmj)WGgC({D^E#rg$+C
zv}lD$k0|MTC0x<J_I|QZiV#gdO}|;d824qLNr8rH<a7x2*lCcr_Nkq)-(}c@?Jf0f
zo})=l@_>J-GhP+NhwOzPxZ4hqj`DwQM)04mA6FWZ{vc!aw4;K@aTu40@H$&j6l7gf
zsoC_-nIJr6O1U~U&+*n`1Q}mw-lh1Mao~gW@?G3RuQ$)7dXi3x=|}%sSrCnJ(lb_k
zaxq$YLQP*iTgq<gz@T{+-8T~B@k~b}`R=NzmXWc7xy^R$F*)eP5=A`OB6`=^sE#qF
z8tGbj8^b;5ZOKU&#;VPk7s?~gYgw?PEm-(cAa8w5{mJNdzdY~2#@C=~Y|o7<5y}{{
zA2sgdkJF#cYxI4b;I+AHi|MLtfPJZTZ&Fl?p_)EL%zYqGMz5#Brd-ORUmD6)a`@+9
z!azl0bM6k7Gf;r@&7RVk+oNn!9>Rrw;-|D8O!QB)!>f>!cBmMU^o%dAUr)cOTzfm|
zTi^rUIDE~EB`^rKj4xW~8Kq~W9Sh$M^-SzKgxpQWc@`?|fIizxQ^oUD@F~0A(81v`
z^vCQCL*FZFQ~hFUX<U3H`)zo{^7#HoPVtbubSEm<YQ7!KE`_0)<s|G&-kKMBo!8Qq
zTi7?O%EPAO%3hR9?F}iB^KzGiU9XgKA4k}A<Y-{l6&C`9$sd3cq>TB$CbRzgo-Xim
z+kny0`16<O=XQ=;?QNt+OE1!GI1T_u7X$*5J=CY<>3+wLJTdzOcqcZMZoLn;%;9za
z=~>`@w|D*a&j0V<)90qqP*L<ksXNdT(|rZ%_)wqR_mKxBUdY+;`b1xlPve^c<Emi1
z@ckL#V8G5!aDa$!75UUuy`_t-kx=X3WPy1U*LeF*PYs3H$>0$aVh{@5w@H3}@Wv|S
z3r4F1>4cn-AG50_LWXW91zVk$jnlnE5^wM#8#!&Y{ic%%Jhe2|9&=7rp(=Mgj4>m9
z3k2WhHKmIbv2d^IWs><MDE1xf@$<Iqa+Ubw+BCac1u^@d3|QZb$YqKoI;pWoJROt9
zN17<SpDh;`$Z|G!%Xr|wV)#*fQZtyKQFf(F`enCJG{R6rl-nW9U4iHAQvS+NkYmVJ
z;prXYiJVf5>HZacrLyXA61Zdi!R^}j{r07|^;TxwDmDs587M<X67}4np5?8@iGm8C
zceMU>A@k(fph1#jXM1%&_}JYO8eyK!ErPu+yi_W4dE;#P_0skXb)O<SoPvQ(t0@zI
z_*vUAzpDK9d)JQJNVE5sBrh7i^|c!`Rl-_SsN9qkdo0MOtin7w>5FK(QzmeMa8|{<
z(*(KmexNNcKFT^jVtSNDQZ`rh=ZN?Z<J+DoZ*CP7_Au*~%wE8nG*8`qc$v4w`QsMM
zJa+MX5`EA~TwpY?AJyagVvCOx3obl*^SL5id9w93E2b1P^LbxYM1*!ZJcXdWw*0Do
z(z+KpUs;&lb6~ay`(-NN5lfKwRUlNCJ@nt9YJQ@>QjdBfdDYR8?@Sw4BI%9#cLg7>
zh76WE@;M^5y8UXL>=IUV1M~6fu5PiqkL{^T%?Dz0I(&08lE;(c9WUTjgxe4w2}@!x
zPWcw`VoU6d!|di$zU;hc-P?Y72yyjx@(E~12}D&<JabL-tm(WsIEbWc4xp6cW!LH{
zC=CV<end(|h<`xWJ}%8ew2e$RjD}`jFI4S3Q%bAEV>qFp_p0lRsGCcS+xacDZ{4f(
zQ>}Uou>A$`<P3L_*Hnf!<0h!<+I)Qck1Vark1IianzuLd&o~Lb#YKm=h$l^mI~3_w
zup&MXJ3BfLoRE`<pZPaTcQ%1{LsSGu^FzqXu*!wbsHOU!Yxdh1FNG#B1pQG=*g$^6
zp@)%e;7DFZZxjZB|4&1}4z{d-$M{kUeo1chTJ!_QmTNhv_iMk;2a7K5+iz2><qEIw
zgoi0)sqENDV6mr5%L0fo(rXY$gSRUF2QH8Shn+>%%KiDPP4kKt9+*h#JIJM8#Z{Od
z))u$Tk;&*Qw3+g<;V2VGSiD26dQ@yV7<^Xuw0`x-zzl$JS?9`87_CT-VMtGn{{FZ4
z6Y|gK_TAB}-%(il-y2p!b5nyLT`D_W=!90Y(|+?P(ZzWOh}W_zB@N7dM_rEPekFW9
z@({vq$~#vxhfC{sC%7(}6@D#lFr1L07|*6?GHCeJF|(T7TI;PY!FTZ(4Jf~PbT;{F
zsg`3mB~<1o%Wgoq^p!dUP2wqn@nYm3*ypdGLmhWxwezufJ8l!N`5`7tHioV8Gd$4)
z*~&G+${+rf!JczFt#{RUD}NQ<v}auTreDh&zQS_~;=69bl5dNv>d%o*@#c1mTWS#F
zk>X_*W@!3pRhFLgGP0=}#1-s4H7SwP{%x7OGl?Qbc8pPGZ~V)By>vtHH@j7Te00s}
z%?L#=cWx(SQcRoFj`w-~n45jE*JP}Xz4!QSm#V7XPiYX&wM!^)`d1bwZ`-vmydrd!
zu)|kZVW!)GUfZopLW}gsQqU#+tY0o{jUqBo|EEP$(W#T!srkq3L<&07g(gQP<RAGH
z!eL~yh8Vv#{#MU|8$&J93@V#-jMyBTXk{qJGjc>Si-&f&c;h}{F*kwf<mdf>#xG~p
z<7V7Xr?Gcw@(MB+cZ%ha{j8^wrnfs8Vo6T@SbxM|bV$L~+UZTh#V@a~8{Npz;8)AO
zpH++ya}1Zo=l<%XMYeZl18>i*Fgp!?vn_=nUuX1}10+1+Z!#YE(DVC(H1t$w-ZKx8
z`G_6#W<G2G58q3pK4&A#mo3q2rhydOdz}Z~h3mregBS46F7D~7@u)$UoV&9yT3W$7
zCFAMU-CDZO*rpA~IX=xLADHnrM<={^`QgI>R?63IZom3L?<4EtIMPV@&jCx<O$Fu|
zeX7**ovklLUu*wF^JsNXhu+}r>bf|O)-UUt9SIWxu4`fW+uJc2hm$i+en>WB+p()(
zu{G@DZkcR-1w#59L-tQA?`}oD16|HlUw(F!8y#$pzrcQIyN8|eKzI+vykPFRa<lA@
z;ke1X{=LT<B&Sr8_a=crABQQUrtc3SlDYq3GQxuvfhCzLf)5g%S>dT|`0BRk{!}f~
zcs)M2s%;-cvNQ5^D5@XDztqR2UVt9?*RJ(MYm!u^OZ?&j1N|>LFO+xj$_JC-n&F@P
zG|*fH-ssIEU6lQIjZ7W;_oR{Brz174I8y8jN4cuMYqP*nw(QSMf13^VBj(aH9F86!
zKmuON)3|$kDnfnl4*a)M^9_EKyaRdP+b?+KIDG$@oy(a?rE{PF(FiIi;lQDAdzS-p
zN4wx1N#1EkSaZaz2I#zt6spXN$kt>u;DSIkHK&3h-~}}d_&>`)Yc)9(bXk+gF{BCo
zUk!rbPc0Kg4GE;G{-)9Q+JEy>ogL1HKi_aZwz_ma=38fJYoI@C4dtGCh1jHyTZ*Nt
z>$NvbZQ*3}bTi|;t&ED3g{rk0>-Ko|s)jba@{@4psq-LlqP?>90Xanrx@Mjl;(2Fe
zGHg8>dJO~Gb}>A&;;#=OaiBH>tkc!J?j^^Y>cwMQbrh@Q-3LG7=9sGS0h<L0YC9%o
zLym<%S|h@D%}L0^Kgvwh%5A93Qgr4h`}$u*iu*`2m525#J@7PgUT5X@wWc9omI!Tp
z{K#y;fFCQDiHMoEv%Ik4zg_!z$*!ol+)%~wnB6A^{vKhDdkUnUj<-=+1;?o+NqUYw
z6`r=Z{ywXkB@9h(4f9O$U3FKi?<)-zvEy}*yVK^CJ*+@hRCtk<xgP>w<*VL4_=*hl
zm7Hs3XLh<_U7uko5}keCqAI`-*_rQR?s)cBX}qvaofTHvgO#ywAE7Ht_+GxFRX@(y
zF9;63+_cTW`o_BFjA|L-yC>>*@d)IHGPcgG0GR!nUCB`QJUcmM@B<$Z8lL#^z6JC&
zIw{ERX99w5(NN2}rthf8md8mtFNuXbJHeC?U@V3$yG&t~Ixq(^F7rK>UDKk)Mn=P>
z8B*%X@wl`vBdsZ#^Rm87+X0YMh3buUk5=Vhyf1uJMmqR#i1&-W{v`{zjH%+!H{M%$
z`}-=Nf9Za#yuP~5dkRN=>W;m2N}mCZOE}k#U8c$Gv`$6!$CzW@uG;I+0yXt~ue#@?
zGh4&1^m((TD*G9{!s9&ZGKOw3jo7}6I(!!@^Bw!fxwu+}n`lnvjHEu1?<ZVyY|HSx
z+EPzt^fgB=57FN#uAJ~tuQxKne`vMPkb>go=j<hR&-@=ZC$Gn_DC9eg=dLM_oUST*
zYz(_Gpl7F}+ht-n8=I;arzl9~21M$y`1IGBm*Qt|*H4OEYtZt$j(W8*qF-g=M*$&G
z`_OIuZ1>4@C4xh}8Z=bD$7S8rF9|z?j%oca6-41>=lB1x_MKr(ZQZ&k3JL-n1*M~c
zR6!AtPE@25klqF95C!R-s0c~~LKi~sJ&4jf(otII5I}nGy=C7SbbsHu=bq=5=bj(9
z;#$dCvy3^`oMXK2JNLrRg{_hj5OgY&U9eqN45PRZ=){7lvTE-wUuct5pQG;})<SHV
zzY<+v4-F;!3$Cz3an5?b!qtCQwyMO<YY_UjJ8*mPd88)*@HHh>jifnoqtZqgck5N{
zJ$|O<1p8MnOmPm2B^WF!kJ264LxwjzUNX1mBNY%FS~O~cA|z#*f%^qSRfn0}Oo7)_
z<=oOb&Ldh!vwp|rdt`0?;{XR)h`?Tgl)xVRoJbDj7w|3sFI^~O{RTLMB>b71Bpe;I
z;1j>}{Xd`n$wJWLL(Zv!kEqyBydUFEX_Fz-OBDM{Am75i@hwSt=UF@%^-kf?Hq%T7
zh+(6w`Dk203Tk4l-)GkZEVN=zM+(MkTq#fFnIb9PgGJVl<Qythd1>x9AQOmZ)~db+
zGqyAEw833atQ(}Dkka4l@fYyP!vBYppdKl|@V5Y|9L|jMYCX^lhAeNYpBP{HFSAnF
zmr@W>=S>2^^)EU=OfZoj|0G%bza|K(cXb?qMwl{boPyveBbAp&alE`rqQ_~kFm0kL
zeMi!Q8)Q6r&f%}(^F(FDHvg3Q-w#a!cRtI>;t9HdeS6k`>Sch1@DKf0Rl1I26;$c$
zH^0-L3V@dop$0Cf%Rf#_CMaS*@d9~1(AM~afh6lw+;t~T4B}dHN=+0#X%o>46-9Yq
zOzsz)Is2T`r6vH-fD0WL8&!L)!l#NnG$irs*~UK5)OYXyDKEav|G$5a@JZt6%ZQ7B
zn+N(O?>tB<16w(pY~zh8<2>D;O9cK1ki1sIsLB!Gv)q>zrK##bY4DjXysiE3{!;3G
zTju|Tux24xWPo?0ni`-V;^*kv6agT09Dg3H{6TV5@ka8jL>niCo}SczKM}z9{AnYd
ze_ofl`vvg@Ct81+tBD@i!hg?_;rD(1tIGaYX+3<#niJoi_&<Cr;j@H~{;wP1f3HA#
zpG4<xg6XMy``MhP_%u79dVgsAnE1WZ?{}Is^rgFsgA_EA?v>D&vr!8l%bCmjlU>h6
z9b#oSb-_I1k?NyGY2%WIkN>-(v;Pg&`2TCoe}2zN@Q?Y(D>9#@lMNvOw0#G<-31Dq
zcnap`(AM}&MyxWJZ6(ybnD`Am$VDXp_zgrKxHcn^kML^CblFMZSvg@BI^F^Q!e>YX
z2KQU69w#Souz<!t2|yO4exOsE@!pC0I{<Gene@nmk4>N{%GUmz<>V+c0Kc)40;9?w
zZwr9_|8Mtr=f*jEX)2RwG;mi6=NIsRQr9OvG8|2}3^-E3*UEq^Pg#)nqoPybRRfZN
znOSHmfYbm$!LX>e2B1K1%8FFwAFc6FU9s>5rfw+^fd(njJ5*!&_Ta$7y$1^RPZ1cu
zBRIOK8iAu$m<IRyms{m11LFjEvH!VjkJ3|q-Jw!NTzmXF1);!uc2@&l9x4*D`(>)~
zh-Vx$z=yJ}obQq2v^sZYiqQb^0U{RDOU(N@izil{ncq9#t3GiO(C%$9{plG7oLsaA
z#`97GezZ>GR<&{g9T(slfC_|OjcqNk%ANz@WI6eDQf0Hs>t<BTm?BlwDm=y5BF`6I
zxo865db0N8G_?$aw)BKr6%`^mCf2<@@ecv#8L|;-0Pmuy)iXMfTZ7LB!t(*~#dMJG
z=#(E%=munVvBbkE06CHclTY!~Q!896n%OABsXSE>(4D36C&PDBaaXyKhqKJnDEKgS
z)9#U_B8neRV%KKgZoW5w1b2qaN5K89+@&3&UdSyv%1j!J9QaR06J8~NC1Z8YKVs&E
zg;V;*ld-;1yhfLJX~R(wnjCAx?{Q_2m3k~_ZUrqy6dF990&tKAa#;9}V#3D!gjcye
zy0$EZExSt=8}^HeiKajiAdK*D0^Xg819{?;V+^jN5zc|DR+<3yfa9)0j$E4nZQm5<
zrVg&S+!)M`JxmpR3wX`!r+n!EIQ5x%>pOA<D{FkT%kSyTwu$*tJIVGpL8d)mOq+ka
z-7EPw!A#F-j8P6<i<-sWFKe6p$kxhI-NI6doYn%#v^&ZMUqzGpBBw+V9NBmOxGuc=
zA^<j=@%E!K#}%?$%eoaA$#>qh6jH58Eb9rx>uxo6rb{a`U<CGo_{bc5@>W@$q?+^Z
z2A#gK{QScn)WZJMC$!fh@QlJv-Ey+|=}&`$>#}>&uR&L3jL87CqsiN#ffD#|MSnU*
zeK+-(?F-yWP1LZ@1>cq2iH9?Z`OF)kSkqGtqkO>#Es9kVZ}M=Wz+ZTFyWARoqpD9a
zPf4Y~zWtLP_Kxusw5DF1NQ@%=<sXrZM4(p~Jbb9qHlG`!CLF)HCi!I%<v#D+D^csB
zY13pYr1*%2BRKvhU>I}(W>#ez>@gILiHyPcDk5fE0@y*>RDFup59INm_<V|cPD2e^
zmUlWMdO{7lH(BR#y3z+0pZ}N=zGn8`J~4prf5u%0_1;4MsrO6-+)SH!a50|O`T=(=
z=sCnR&ixLk7O-UScs<BhZshTkP>dx*cOyBTm5=9>imPv+{W<AiPN8ouAm$p4=N~_p
zDJta4I>kIz?zm5<_L@7C*EzX|{gw32eyRxC!{{#qY5wNhPpChxtAg<(ZI9el#fcPX
zC1~r}3(p2+UQ5T5=JA#tXmr-3XQK!_I{Y+QKAwjf|5$tQSd&vLP{QD8oLkdT&neQt
zXoM;_>R)vNeTj$Af(n4k7%;Ys_WW2fI@sLKx(j)T@8T0yS8*hpxTl3*#K6+MRT4`m
zipxLJ`_5@$*i%*Ck%GZ^t+?zTk?|p6sInBqV@2KTz$by}?Em^l+eDvDcIQ69umqVf
z!%iNftS+j3r7<*_TE{JTJ~JGQ-<?Hs=NzdR24^75>9iC1?@CxhCRxgU_ghLk_ox)4
zpjXs}J4W))$)ZGHRDW84?;P*|Kx8ADiS_p{fIZ6pZVGF-nF%52^4RTE!JlVd>EA6h
zPj(!=!PhGQzH;$2S!vOggquaNZ>F{^l=Uh7Bf)&s_9m6N{D`bMS7BDs^{B9j0ixum
z@Xc+C<317=;1{E7$MZRV`%XV$s%O<41)2DG<eiMr4$+X^v^`4StUs?S&3LJ^iFmG&
zkkLWj&Vm<<A59V+e}{320KfPn0*nE`{MUAt--P9DQZ@&J2yDSNTAX30;A<=BDz7#3
zlP4gwfpq4u*?;LCgaoVu+nM8M<kmXc%&5y5KrN{FEqMo^7E;+#b+18biKL0k(UUTo
z@G<80G67)}B;Pf=y`US;b?CM4<f*H*;{3p9R|U728643jyOwy`Ya}K+{XDZ!`<EpN
zl+7M$>MIBJ33}|aa&UwkXGAI3F1;4l3b^*ODJ8bdX?`pH%6+SuFNU8Kn}h@`K3#0F
zSIE3zI-c6WVSEWF@mjUq$R4u#K&Rn`+svobMX|xZrv6RfHV|FVwFxSA<>=?Vjb|xQ
zA!>t^nEzxkS1#0{;f=K}6#KR5PSl+TNxvTN7N~QBU(1q<9o((&bj!3z?$R^t-{)lJ
zxsi;Q0;mX@iua8Ml>3+}Pn-r($MtiEsRCGxMWlc9Nq_a-d3E2-9NIawH9L+i#2e}`
zt-Z!-=MS%zg#}*QP0wU1ieKKI-{fD`YWDdC7Wc8peKPx*d1i$b!2*!$_q>G`VB%hO
z;IaNz-{B*`(Znk)BoMQT+Fx-OZ>R@)M%by(0y?~6;OPJ%`feJC55%Mj=szmkY9y!d
zSY0_R`UJrel^IM`#)_Xt0q%#_xaUUdP`h(DJ5|9x{o<o^yRr#|!yNs_z4?tep8BSr
z4X3H9L{srj@Lmg0>%N<V3pyIr5h|g1r-xUsDVAwG?I{DQ47?~>gQ&pcKF?Y%eubaJ
zbAf<DZ}r8%XXzPW)%&X7NjeP9Y^dELXFshNX5^-C@LCMQoxV(n+|Uh<_V<2%<A6ht
z^CHh{>=Kyf;L%L~OSJxyH7E3r9yZEBZ~nxO{&b{+INxfyg)S9dscXDjQ1wH5&BP1M
zgWGx<lhz?55bJM0UQPbI<+drl0nWd9oc;of7eVNtO*bxQv*thQwdzuEp|hCyATRWF
z`{Z_oG56<<;f|HsHN?_IFG>3o$HfP$)+BhXE_e16Dp|0a-~$nV%HPWitq2^ev<g^O
z^gQV?g5nXEP&p4wFZ3Y`>9aq9x19diZCo6fI?rf#XoJaMrj*<}%zhe!+J2sDb|jEd
zAgn!JK3NVXK3~a9$*_Q7-utkPzUO+rrkBO2Leh>OUd0@Tx%_~lnBP8){ZdB=_ZUnu
zwLLiR>+P5j(Z(5}qz;+(rPoUuKt-jvPwrl7kHFp+>AMX)Tb2Xmxx?tRxKDWj=T^$l
zHqIh3dDCXHVZs8o8R2bhZ4!&+k|`B0jbm=vC~Ycr&?etTD}UGzJ%x3H)qqy*8gllz
zEA7us<X&zM%kd}N0!U#EuPy95#19>r)h-#G_Nrtk;<EoH7!%ws@)15ts5W|=;CZV-
z&2}o5#cOppt-~is>cFx^^WejbMNnf2BvQ6aeTx03lIgl;HH(85x&gyERyd=Wn7pXO
z>TiDYodhgr;7;GGxsSS1$F;1Ev-4lj&t<~oKgr2VJ@E924B{+bGB_Q(0Hh>t9?~{T
zWDir9$G7n}36ya1HwhxC(u&Nbmt01ePu`gvp?Vp)?@58Mtr81%Ak*e#p9v`2v3k4Q
zIFKhu@1RL3Lp%B7^~PR<Nd}m`f+#1LwE|eO+RO9hT~x>@!gWI??zl~D%6dF6Qk!d#
zlIpbu#s1y72IsUf=wd~<;C{Bwp<oJY8w0{24Y@7L5Gb}v{g-Lnu}OslX(t`y@+f-I
zm!Ot+#W@eA5@|3HVQUPDp*fri^+^fB_IEt-+$Z^*^DH#<xJr|3xNU`Nv1lMA>V0e$
zAnZ<ukB1cNKi#&HuRt#n<Ji7<LoJDNk7PyDnAHuU`;P-a$okW@sx$%D)M6iZ9=5Im
zqsxi;n`yvHSDtczBr~i5v!0uuKn}x?5$bI#b@I?nBzM1uZOMpdSn4isy9Z-NYKOBB
z)RQS7la!{^&Y+NTt-vB*S=RK&d-q`LQkGZFT;7+OXfr1a4CG%=*bpcXKPt;2bYf4Y
zPGdra?6Y>T+1zi8do5WM+m$t4o=Yb0D6@pLUkuUzl1|JL`eg92(2JS*ZR!a<cuShm
z+F+t(W}kKvK$V>RufuYJM4~FyMP)p)X7NbPH67wK_!D!G;^{1Tt!r(jX=h@c?!BPo
zJ`OU!=XkQj*nh-J?X$$*q7APKIqggOCP)3OkR>Hwx}x-iL&zpi_c4<y7hi&-o@V%a
zk-+I(zLRp*b9}8t4;<3eBAkO*osE&*1Ae=mIaKKwuBR<P5S)J`*XHxG<0}}<mhTEn
zfdh;~8EQx;ual)Ba1F{6B|ML~d?*8<8@4eU`qh`z=blN}y9mv{kdSFOS#U@sbi7*}
zhiKgB5(O3VDaqYF`Efe=ZFvJ;|D*>6JVc8Qh+PrTrl+OE*Xb$s{Eqm1dSek4hTsL7
zB_Q@B;2(jZ%UWX#7Hb4<KOeVhZkw+{$$Wq+JuVJKos#n4E~tbyL&jUfow<lYOS10D
z3X`f@lvdpfcXWJ1r*b#)&~a!Gs=LJ<w-NNyU;atqmI23_##<?AuDdT6-<)#GY)z|E
zQdJs;eEXGnk3sX5zUmE0rPue?lAjCDpxXJvJ#KJQJBal}W_=3{@c<&R1mc$BgVKR$
z`A|6>!X{bN6YC*YQRXX--a^NzM}z8!nG-Jg8X)>|3d<*|p%=l4><n9OJOa_1=Mr6V
zdH~r4lC2&H;C+x_(UzOJnZo6DcS3nbEuVUqQV+naBYNo)tTWTE7%Gwe!4b1%{8_d=
z8sna`XKo4wtF<TKl{;Y7*Rn|qGLd%^*GZ-xA4<E_utGNPgr80taM(p?kC?%~OIixx
zZr#5fJ@e}3eujT4%M$mfCzG0srK!{B@B_Gt{tdAZuTg!P<$*6|y#+y|0i6Sy*p=00
zZs9JjH(3}0PurWCW0FU#@1{rt%s3yc-s|&?8@!##v0~?ZC))wjVfLkh&@A}jDwktl
zKX)bDS24!!8o8TH(u!oW#p%V3r2Ibn^hPxG#Nz4&>#J*b!*0c}X|;vCA%~D;m2Y3O
z8tUwz|Bx?>;y1MF$~Gayg)+gbpNBFZ0o<b#oNHTH+1B(3vD0@P3Z!GWXZcrq)@CK7
z|M*aW&3$QEp`#cG-kU-KnAL{>L$hPXF1~g=V_u+5e;>J<rZrV7mwduMopbUuCi7`S
zhg5jb7}wREx0Sm`T2-ZffxX|#2bce{xxwGK$EzgyjQA>LCo%Qs4Bfh;kEJ!^=HdiZ
z15(N}W>Bs-!t@{K3aqtV_DVwy4CLyvXLixj(C-grIu-OH(+E3W6BC3YkOImkx^XSH
zjOA~lEO6Wz+)qu$(_;41*bx>>Pq56%nLKZ8T`MjV%YRscseP@2bbfkuFp%!!3MPnd
zp?ktAla0<iH`CGAl0it|5r`N36W2>SXVCRYnWgk^0?#9Ds6h)z)%5HCO;81o^cYq-
zZWlj+Z|MG5JI3~)KDZhsWzN;?CUSO%%5}n0x~CHiiH^7}8&?|aI!Xu11GhNaF)~A1
z&g!QaX>+aE2q<TJb0Z2YZbn`;Cr8N|SBbEpu?yW91$GRqvDR+lJCc!p)(*zi{<?Zv
zax+(?_{6oEqAFjJopgy^_Z#(+>YiqvHoyc9G#A>JWROOTw`Yc^P^J6vMccg$Br<VS
zVjx+4=T#B6UA)7F<(85X>3?wo<94>Tf&zsSHwfKaGuT~8X2|k*DB&%(XC(X}h#0g7
zBq-6O<{AWGenX_Yjw9>W(EDefCyo;_Rr{{gyTimA!`s89%>j;v(pXWy&VUT>x0}VU
z>qHEEG~4Vl-7!vA<==J_vrw<}r+2QoN6fd|>FKuL%RKfVj%2y>SYiV%>bt@hBxs9a
zE3+J{N`_RNaMmz~&Y<QUqZ}y-!V~rG+ODq9$XUF8^0keU;Toc?*^rDk!2Fv(BiqR2
zO=~@+*{^Qd`8&(jSG!|fO&|U;uq5sB$d^pEhMQk8u?z?)<RT^(BpXPLCDpkZ*`LCb
zFx-}{;L6w|Ua|pVBiM?p35H3+`BK3Maw2Y-+p_+d<TB5VA9WSx#UIYo<S%d<Vw;oi
zzX<KJe;!~7gp5MrmCtP`z}UsCLZ;i9_hI#2d$Qjm*4jKVi51pjm{KqVsA@P8W@XnB
zoW0<^Ymf;@XYN|I9rDP#<#_(E{}p&C+&EB`d;s7R@)f03Y?IEeyeICgoQs{X_zsR(
ztM=F9KVf<yj!4cp!<a(%7r9gqu<@<$Lr7in(#^H8@*_TbV(LnPEivYjqXB6KPFQLc
zgT1UwQkf<N57bC{e${msb^Yt73vG8rH+5rJ7&c%sM@yJ#=r;tXL-+YK9Cd`gAN{vr
zt}JWM_bAp54qI7F%9yg&qE@SZe1Ts%26^0H1iSV<8V43gZ?$H9Jfne1fb5X*-vsa8
z>p9;{FA!h;Gr9d|f_oM-GX~-@;pqfKA(%Nt+1iyUaRvJv@K!)pA_g`^nse~st$@n6
zM#<*2bpe}0T~n>G&Q46%y%ZhJotL5|aSVP9i|wMCG0Ai}O<XJC&dHZ_8~T2=umEnF
zlg7i-d+qv~Ut7*Ym#>CnvUZf`64&N(Y0aIv%tAj)453OhjHE5I(zfPjXlU{#Z(P#P
z!lHF>ZHXr3QTKR;l3rmgG1)5gBT55XytGg~(Lm-G{w$SzSoaURpk^P`%N47i=!UPw
zQ68!)tE)T<*WzAF6{NKxG#-?C6_eqVKm}e8i?vvw!q#K(;l1+mV(oG?u6T&Nc%!`Q
zxPDi}a^p!<@Q!w%$76-W%}ua^jR5n?Gjg4_%JfqW5O3w7dWSgrSWN*Y*wEYYPzmco
znj6!nA|RhlAqe7mVEwwNxjYB^o8Y=^rqtxMYM||87Q`HioO=8>!Bu(qICVW?9eTg9
zcI(1t@IE0B*B+UH?aOvp)HX7s9*7|<tmdj$RoEZ5TrkGWTv;Ws%m-YOTKffI0wTyg
z8<#c52@&>z7-{ZgYX@kbUydkeY0^%)#TeM#2h5c{s>K;@dvf43XI*AaGa&o9eIKw!
z`?6aF5nWL~_rGSskm}8xUy;~0u&5<@If0)#pXAPS=#Q`r=I0qA@5KffEh}~M@20q%
zE}vS*mP7PTnaNKZrk6&ez3HokGYI8T<10<WVT6IxzROaKEpr6;>3Wg}g<)zjuZ<}G
z`Xims0w0o(=#Y{-W-}C~>Ox7Fex?tT>xbv{ae~>p2@Lf;NhdJnTCo=3XXTC=Zl8`Y
z0_q_8S`tWf;Z5+ZA3iNX1QPX)XrpH0eIOmV&OB=<?SOj#R8(x?BarrLrOeY=e&73;
zfL6<!rx!VFJ_?N=k+{ItW3{^vB}Buncd)&_)H02-wdPle@%L?O6?gFLzP#qRxC%6A
zoVkN%(!%?CDpJN|);(;LKAR|Q>*-wv@A^jOATwXR1ZI(en<ubvdiV<#FTr@71cc9K
z(iVq=RY7N_Gn;pW=5(@@fk+P;c}zVoQt)(8xCaeHNCf9;r)p|HfFMLyLdRguhq-Wj
zmZM(4?>VCX*3unnW(MJ=mhAJ}5}6+ykA~jik#&Hc%o7T{NqFF)&iOcH{IP?K#fzfC
z(M5TbtyPCsed-ueefwUYcE$+2B@VJS7|nV3d5OChcqz=iec0@Q@1$&T#EBBh|2T6|
zHl1u=1yl1pwrbiGo4t_$^BL;nB|f%1>^HVCd<0<I&C{pbCrgEbM>2Fv5vrR9v7RzO
zvaZu!wFk8TO(o+MzskWbkquVlzK<urR6ZiG1gkOtxhNtNLykSN#V^&<b}p8W9jM?Q
zGjDK>qv78zad!w$mnJ&S+({Mx%6+5yC%%eu9Mtpi?|Ob`i11mWH-AE{#vp!i^DiKk
z(4&!%;>o~{2o|)<f$KGNQ5R2vaKbfv-1=_beb|mt^#mC`k4kW}?tlw(1%9;-t67`p
zIGrzSx>&ZTgyq0;RGu3R<{OEqQN|aGykT3KUvkGH{G~o4#JB6nZ2t5OB;G{?&0jx%
z$_w9@c8M<V>(o2?A(_i#R8HWiD0h*^ttE}>pAjwpdx-ZtovoZ>rx2PcH3?!YKR{St
zMbBBFpN~fL!&x>?$2pe{grk-1_HD`pw`q`5tvgv>ELmwCys+yXp|YA^U&%DB_Uz3d
z=33ras5XJQY~5SIp}#!U5Igq|gY+nilof{LG+jem06!RVatacmUMN7Aj>W-Q0D%PR
zqM@y_*Y7h28SblOu-ed=*gj-F-LeLx<9~gFEhLT(Qc}nW_~M^U0dD9$uhHQN5_c%T
zeDMeJ0RKsFu$u!n(&);(=gic?3}6)oe{MtZZm#RZ2Sf|JP%GbL_|>*^PV3G4JQ=*6
zQ=n+Iq@3wriPRCJmNzst<rk9F-gew#&}L(&SF6|$M(9|n`z)l*U_{qtjGjqT6?b&B
z_sXmZ3GZzfbltKmYB{8P{44uS%ZU1x;LtA*wO<}2ySHKo5XGIBjX6c0x6p%9fXZw$
z&sZ^$e#ZHjo&>q*F!hZO*Db3YTT)^n-?H{Z2!EBs=jR};fLVP*=;Q?4b49jWwIwO_
zpKl1SA3Om`fW#~S0|abyHGo3ygNLFUnEJ~0QjcwF?ctWsR_p<d{|Dd(^5JBV2Tx`%
zTyv^E(l&j&z<D21!GRk_?^CQS8B!`ji(sTQtDpQwwf%&wI$v`R6+B4SR<l)FfA3Bm
zk^)|Nw0WUV{w?T8@JHwILpoTO6TB<j9b+tZ^1J>lmR=lbGn6)0nyQOIg+0iY*U++L
z@S^7&#zkea?g^yUhr_#mf-+Wd5T=V+?NBdNO%?B0f}Y{cng(J75xW)0EdgK)>?fz}
zr(3YX<C+NtAx{*f1cvWE-WEpCaO(Ja8UfJ_++Uga+Sjg!8~Q+bt^X!?sl9e@Wl16!
z^6x94T>vx;q6(j2tGv<^h|%qUtwC0n9u7?dK;mUDz~zI#5rjcEz70KZfh6SJC?Rti
zRWW`1+$}r7PS4){rG1^6FZ5Pp!N&APhT1gZ3IB8b$gyE;WR%}4g^5*^cheU!#SDIf
z`VF(uVB2Ofi%PO;$MH9BoX|gcU#OF#0y^|bN%BP)KAhYN1H~S}$wV9g13fls9W+9a
zIm2HLu9=?3%NDjEFaAh80H=HK_F22VR~w4{9ug*|diu?%>~00p6ac31mVIQ@+U<4Y
z-pOgf46IN+^zqzhFg&JlovB09@X0H{l0M^`5C4UGGqA5sG?}NxM&*#<B4rUTS`K4q
zdmK|V`s<~i&(f3}znG*o-Mqjj5#%t%*W2i2v2*`Rs*fu4g1KDh1H77ppAfx(lf!X|
zCA<CPWw!DtRj1USFLwkfH_YBluPU|_q8kWylgJ4Q^hBE6(!zz)-=uSnw=jv*g08za
zgCC-2r4bxDr`)05S;$yFyJJ@fCg0z0oP7bGVBl53*JscKDiBBB2Y)#w_UTv@X$n?e
zf3BRhMdJ1jzAX?&qr$<Hr?H@^K>dE-f{7&JOViZOqOYMJjYtP%6}2vNZ)HT$R7|ed
zNa@=aV<hh73<+lSQ70dY@A)e|bQ(5hR5_7V<JmnAX8|A&+1Lk|rZQH4{b#k(e~cS1
zVoG2IsHT~(3p<yY7-H3Hj-PbqhA!$(*E=LuyJRAz41+~Pc9PB$3oc?hU}^}2<&`f2
zvuq<G=YHW$GyNopdBd;v<n*_XA;yHe3Z``CjyeiP^}sY7eqWRR?ej?Chex0A&T1{a
zP2wV`%xS|hKLu=PhWK3~&Zl>S2#j9vVQ@=u@E22D4+2tR&)EF+C*;iM-2t1YuEJS>
zmIS+Sm1?4?p+6_dJX2q732fJRtNmdQO$F1tBWNRfo7<meQ9mUX@wz}V-&J#4(GeYV
z&yrjfNJ5n7k-dwAOiwZIXY)U`JY~aYb-k<*iKL>`DWO&c*}*MQ`)mTe$^yMgvJjA!
z*oIeXHtF<1@OZ_X>3pvm_JgkyqRf}@f%yTp`bQ~mADt7h@Rd{U$BuE@G>*MRwnL>P
z8lOGQXLGRT<-Iy41Q9vT#SXYA1<gS_JqWwCb{5L{qtLgc=?dk-Z<>MF;SVh}xq%f!
z{@L(t3WeUF0S)r^#ywiG!3_<A>Q5t5LOfJab&J=-5PHTp!Be~M12ujnz-SI}e2WPe
z)S6qiTT8hWx4*(IS6>~Nsd~qu1(osSZ9Pk|m|!rAnRmNNeB8V^vrVu6tgX5@kx^B#
zS}JRxwMnGBLwImRQJwc9>{^z6S_*;)Y^?w^|9|5;&XS}5F;U8|2!csOVJMY?#~Qr0
zN-Hk{zEoqiLNaDvsC^A^5t;sci=Ne9g&J8LGRGYG8SOdXSKM0uTvDypT}3aa$gG4v
z{iB*klyyV8Y?#Q3r}_tl<^fSV`#w4ae8!#X&n95eax`OcYENt%fF_rASv*f)`41uU
zl)1%Mz3gFbnt8KVep*D<IQDjHL%DeM<D3gg#OUrDeDb?+g~36B>*avr)u6eikg*n1
z?N#)3r}of<>9TY!BzJcXbzkXSLgkDr`<W!oAS|XRee){fA{Bu#(D6=tPZUiPj!@G`
zILzYZy;w2pZ^m*?b~{Ja!KP6;<y|FdY+7j`n4%=SQO}=~Pa%&hU#f|Wq6|zh`|u#N
zw^%N(TYm28Yj}V+46Wn(Bl&yb=g6QJb@l04H_P=S$K&8`9vW4qzM%$TpJct*(!fr#
zRFiUFKuiul)%`#IQK?%A42sD(BH;=!2eZ|(G`|bsZ@A(_-#h#?6;U0owyD}@wsuGg
zrCEYkS(nK|(=M`PQui~6g$di3M3|cwqJ^m}vPQ6RA1#Dg)`|`D*ohg*E1XRQla@G$
zqP_`S1))G9fPLWj>kL|QAE-B+VM_p>%kW+hr8-`}VIhr5yRXIchiCX1oU7O477ZQX
zH{fSNUx+2Rnp37%8{ywH-|iK}G+C=wGR5Dp3O?b46GFQRQze_fbPp`JPRe)(@w0bh
zfY#yHwHs1DJn0ayhyZeTmK4nVP`}8_1l^w*)5Kqz46fGXwU;&|YlwB+iZZG`;a*fB
zSJ9-|NlUm<8pkbP$$|-q)6SMg8&X^?;CC@?V@OmUFAA;HFFDxK*lNJUR$8^uwq-tk
zbq7OBxJoch9dAh%lR?`iK_)k=t7@(Vwzq7XAw;CVvb>X*H~zw^>uHnz%x+u3LsiA>
z74>k>;Q4M0jwl9ck!rnTqa}x#t|gQ|P%}QFyKiHALn@oUlav417;T`m@v}~E6@_$0
zXS24&<cq5V&0DD=aN9^tD%tMcnM4n}VcV1|bAPok3$eX-&`$RdFr_Y>p1Sj}jdshv
z+oRW&`nJa8VDCY8IeRg=&dW<8JctDpl;(++2c1^w`56~&#>ctmzmgSin!BYg_8kqN
z++%P2G!XLGvXSYM8cuyUkXEG5AKYgtSsWkJV}F<`(AA0T{B*H<<(Q6t#k#00?fm>u
zPok+jf^RqJ;#nVrGwbo~W*Xm+Yz{o8Q&L3`7@U2TPll7Ad{4k~2xAhc{)IHrR8F5o
zSU8OZk?U5<-*~&!_|kDRYC?@|rRZiw`Ge9(+FP>YHXpfCCOy=u^MBsI_T~{ouh7Fz
z8HyjzBQMfhx$R<O`$7`9ZtK#>(>C~amF=YSyp^jl`*vx16iC_iUoFWHI1KOZE2-3v
z-hRW%D6O2yb*XDw_jc!kTmfa^gTz==Up?+t7vTP~Wj1<h=$E7}bO<r^nWQuiJ^_h4
zIVxk-q&2Xv5{Of6k~qI$&?h8BYIj}v@=Ep6bFRpyH)Unpda|^uh%CLM7|rS;F5{m#
zSYl!?CcaXnYgW4d>xh6fV{~DC2OqMd$-@a%@&T#0-)ArW+C$B&M~?NAe+$b%Y~?#H
zfS$Im{uEj?jo=pEs`MkBka|M;KH;Xu$yoieIwF}o;Y-)tU1Vi1wWABMQD;@QJP#6V
z+gHq**1_*g3-n#Pmkf^8IZhV+x^doQ48C!6cFbb}*MbQ|Qht=h-YhTsi?i-W!n<!Z
zE_WtkyuB~#ht)ILb1S%dXu_iXidrwkV7bx0?<|SfW0J0T7#r`eanyD4Cwkbf1V_Z?
zVxT%(rx(R0?FGCj`@Lamm!qa`{<>(ptXncrYoi^SW-MiVMYHTKW*pkaat+HAIXhr)
zC)NMG+?nUCGF3;*NHElKXuX2@Kn<9A2Sd*bLvr>6|G-}RgrZmb=`Y5}J81VZOqUf1
zQtF+=fDlt!UF!Kyq|p!(qwnG8!;yMgFMfWo90}}wEnzjn6~@@T#Q6{bEz$woV;`v7
z%Mj<Yy;}ea<m~$rR(0SGyxv(ILflJMzjlb?-$#qRqP4wfq2e(3fF^>HX35)TW#e)$
zj8Ap-8KcNmV)K}-92JFu$nd_|f(}8m$6q)I8OS3(ETV$hBz4+MyqkoJJwmMWDHxlY
zhTngh3v{Kn=v*mXvlM=@uad7>=WZf>mv;2RRQ|)L*t!QLo^&&f4m)D^tHwyN(-PV3
zZdobFABJ&p9=%(#FSRcs_3lAsaYV?vUROFHy1Qb@6K~T`$oTD3?Nfj@{_i<Kc8r~k
zPQbB}NDBZiuy=mU8srweCCvr$s>Exl9WHDcD6l&Gs^F+o&;Qx2-cIk+G4CMG9hXsL
z-@(gG`(p8j)~9)^PF#BlZXTdzG)wm(dfjt~#GIZLCX5XH_X)_?SDu+mHitJ!&Jm|G
zYo=mut=_?Q;o6FE^GjC053olVTLQJCbl&fK1?6qadp)Bn=K@U~wspk<*ij>!QWTO{
z*YjWe9bhCy{X)q<w6r5zqJ*hylZG4YGuNGe+%Q&##or~E8PuG7M;-w}mzYRlnbdyr
zz!CG>mDrcY_m-?1<VtbtOE$X<;fD7v%kPL*7a<_STD90yC_BECaCPm)$H_0O3%)W9
z7`7A2<G&2bRss&NCkVJ!=8!}hcss7d+N}X-li4WTbypCMcp#>_t6=E2%4&|acKHG0
zB=s%Y7i^XNPPrh5-de^<fN7l5;Q6#ycKgWfJR7w@Nh(t<ZB}9ws^j`AnK1@)C0|62
zGS>hKJ_Q3&G{cMLG~4`_xE1DgPa|I{KQWb@3qQU+#ISk_HDct1CBOK!FY6GiPel|C
z8-u6=Y*N8KL|uEKb<HN~I-~E%k8-JFw!!1XYyh~zAM(jLnjpFApd$<c%;l`)8OXCk
zaWVqfx+cC(l`(%43_q+L1DHC{AM49{G<&I3-dbQ!yYMy3zX{CrK}EsNucODc`BuPv
z9u<iZ7bQAEj&Bbh*ZzJ`ZFWA`CggVu9pmqI9o!8HHeSUaz;D!!iXpQ%&VGb1RzCCD
z<6u%$KySgyg}Lan1Av#|J3w|1T40!%ojV$_pMuQoUGiHs$2RvBEn5{W4y(^ydhOuN
z9eH8pxhKi0pabL^F9Zu|FH3H;@w`agr4?tr;xHH<vgNam$y-!SJ1Vli*}l@Xtg#(m
zt5BT+Z?%C~b!}()qkkflTa*MUpZDzU3#2NRLh6rDRYhz4eP6m^ro|eevd6rmXAQ`O
zuU>B2R3Jh!m%JVnB*iJ#Xw4@h{7=*V#V^BgR4m!B7Y267eFZ5$LIER(gF|;~66Hu@
zKZv_<c*?u-|4s0f2Y(t|bp)NIN7bvi^ks$o+nS@~ts=w-w<Aq6fCF<ib~rI{LdwCO
z9d6)%^Mu;szp|?-+w`<q*YzctiV<_;a6ZRv=ac2X7y<{SCZCWMfmk6th@)P^0}+_l
z!ICzzZ`9W<0E&n!PJSyN3`<=C--uY=`?{uzYbyfWK7ezBolf-iZ*WR+3a@K?=>wOk
ze;4qq+(s*B^()x$Q0v+CfVV@edFNdBpqXd=B3-xuy5BkV_UC@9S};Hqv*S;L@V6Vd
z@$uE|(uC0;2HJ+92Bir4{XJ}-3WYM)B5hyRq0-Bf)C9nH!v4Clm->1a?VMX!7ml6i
z=DC^BEE8g0HGqrE6R1@4nP1irzvr7N=hhN8fhm1VoI&O!MRub?;u17X71v$_tWxnb
z(i&g-6>m-(Tt0b|r>-jp++6Q(0@q!Ev!f#zjZ|e+-g=B5R$1|OJCgY8w-JH?{x8G*
z3=EeEKQz)rrIT<JeFI?AUS_Qi#(QCF09<1>0(aaMs2#qZi2u#>$Y-jWe9-r-7D2ar
z!Ee%WEk(d#0mC&(>`xwgj(2a;nV?hUPeW}WzPp0y2&LZ^9U6Zc4m<7Y>-l{c2p)kJ
zfm?kC#`2Fn7_E4!0COr>P5)B>aHVh+Z$~P>uN2u!<Hs(<nnl?9Vd?=y9W(*{p8cy0
z1A*ONx>v~aDkEyY=Hrdae;Hb$sQXdbg$dW6`OI+JTA0y=c~(KkP2a?Qrt=&*0mEjf
znnfxxi*I)v#@7H7R3v+47M-@2_02}Bu$Ie=mU<9wHZsF}Z&$E&i1IYwO66pSdOWy4
zjZ;QHH75|O<#%r-SN((;jCU|Dzz7{mz3H6qlTY59llPAk1*3Xmy9@NfZG>b2IT#n9
zf55(+kUq?x;{ezkW>ICS8($^JG21BqC6dS#V@K~#xh3jgvo9H;epGcm`*Nq$!ye^%
z3?g4uh!H5rrQlZ&*Qh9^i9%>_H)~>{y>xC5KVKp4Fo@pt&kXc?13)I6ARV$GZk@Pt
zV+I-T;SKAe`lao19f9hbY}B;(U}QdF6U|J6fG`A|%7Nl8FTBqY*M|0VzG*Q%Cpf&T
z!_Y;^0zz$u)wSjiF4Y)G3u;VYkJx85KZTEn3&w2-q?b#MNY|Dqyp~g%#uVtf1s{DM
zlKw03jr<H<GjT$ZZ3+#SD#a_7R1oH9QOB*EJqR+%*LQjgAMtcd4&t3-B(vVNG0%G%
z93=k2$NVXr`^xLrnSx^tx2#M}M6=kcf@oq=frwM7T}PGa>D!asPt?lyVG+y8s$CAo
z*54#s<3aK|t#^qV&0`LPgMo{fM)WO3eVpnF$^cObRe69PE*b{up2wK-`^tN?i^^D7
zzyEa}Ceuc_#k9?cty@N4uRI9VCCx&Un;HX(u*L(o`E+)#zOHkZLsw@yShCQ<GK<TK
zOnE$OFJfNYRsGgR9p5A{P19t_P;z;Vqc5}{#Cc%Ckj(`SP|E?Z@f3Bttz?m{WO4VG
z*V3mZvOvG`avspITmb5r596-HK1R%b^@g%Ake4S<-g-q;c(o=o$7<wl-^$frXzX4-
z*Zc`9Uvkr~V7GRp;16ylKM}{9R7E6Qlu2NTj7PHnhAflu+@d0gK|3}cH8n?kiGFC_
zDQOH#WkF1fJB_M!1Artv(ps9GN6F?#6r1Y_8(m22ZQjH&0SX$M#GM8Zdg-#|X=8iS
z0e0j_Y3Q{~-1YDHkw|T${a2A?+en?SpWtI>PU_dUf0!2Lm^#Lh{q**?8o`Dk-#qY<
z(&?+mgx~3p<ta&Ok{>#koxdBf%6r{PRcM-7&?1bYbW$OCrnB#^hS~I&bcTx@m7hlB
z>8G1TKeL-bLNl3ZmV5)H@KK<7Wf$K*wZlNqP(xBu=;z&-mv%^+C9~}r5WPe%KIg2h
z?7#g^8fj{o)a2j^v_Gt@?!rs*Kd6T5YBe-dmOJGts7a{0Q{`hq9}%99tk90~u=?4*
zHdBbnDEnkPqvnnl^m>uKO7j<xwqmPDycX!@v(DhNvQr?SX5WU!3Q|jS-i2D;NCt7Y
z?=NyZqz;)kfxUb;1#hQbisP99B5TspY;;#n-OS#W;Jw}BRcT5yGy2OcR=2ZGa~6O~
zkKTJe2`JmN+D1gef^t!SU;n^QT3Nm7%;o)xmoIORxH6nH-2VCvM3<!~yQkt_M?|$M
z<b{{_z`vVkpKYiPLjU~#jDzFR<K}Qj%XK=q##^{<Xb%Nwh&NAl*uTaNI$Cn8SW<<V
zI$jwJTQ_|h-lv^wEh`Gxza*1Qm}ef0Iv$-WY8y0E!<Q)w86QnWT$5)%Dml`=Ejr=&
zu6)xrm8`FaJ<`ual<uQjiy8}(12922^YrH+BiFWp?y>%1->q7b-Ru{W90@O%+vh>g
zT=vggyfI_rpPWCw#7+CTU9EPE=$m*m;{vvE236{x5ta2>4|>fTJv09xp=hEQpuD>D
z0^`&yz6D>6#9b3qlc`CZq8}3_q<Te(Z7Nqs0kFwspA5+S2ctFA{FY-JN^M1DT(Gp?
z`txo8BQfwliKl#cXK-sXICHcOA}#o~47}<wW^3&1m=ql={l__5HJRxLuIh>EU$-p@
z7^V>;O%CHE^NOr*8?-gZ+%-*7xtSt44GGdy5bqj6_{stZ7IGxLzzep>j|0Kde+`+8
zc&Na+=H-Oj)xFNwOWz5%UtEF-95kq}6jEdf5`U6CQK2z=TY5CW3&S+@yid)Z(=52d
zk_-lQgGP%SoCPNk=2og2_E1JgW-|C(9$8<K88Wg};yY@1axqotdFoK)8d^^H^M$xL
zb)Q~<`H;xrtHY`mCZx-yVJXH=rDglFs^uI%tMwP3_7^R3MDS@{AOx@Jjc6Ohxklop
z%o7-)?O$S?BP|5e`S*<(uI*4OUY35TmM`E0--ua)W5EolM&+PazgaIC;=+7z2{LVf
z<G78?>Gh-rEjjo>@JF@6lFt0)@4j{DEN3)vJ-cXRJp@a5IOxUgOG!-^CF@OF&K(R|
zsQ70Pz`tYwwvHN}&h-X37NCEMQS*4)aWIH`bPqWE8;65&zK9(oI-o&t4h$iq`RDd!
zPJ&Cne2CoLO4rH9WULWag3rH`7p69u>Vz4lXmIIAwxL^CLJdPL2Lj`I{qnZhX8mQJ
zr@gTbU<fA75h30G!jH_q+>*7@L=?CUWwEb23=n^{t|n2`c75MpnvvgE1AD&nJK<x=
zUB0g|JWch1hhmR-$uv8y<mJB__6W$HvfbPF^CT-h`Un#D?NzqdaFI8TzgLHi;v}Ze
zHq+SV%fS>b{Mx%iO+9$xDUX}PY2M62*G`Y9>{D!^FRi(BnYJLWLIy(U<jGm>^4UmB
z`n4=12&i}N_pmfZ?E&R}HE;g~G_)#}c?I>hXIeN^fmz{pUx0P;;ap(gZbl=W?sY+8
zM+Or1fc#mjxEBisrC(sM;8qE8E4GxI-aU1UP=!J<>AAbM+LfjV_B%I>gR`K01LA77
zsUlQj`i~uLJS^V>jtcROzJY^0=F1cZAx!}Fy|iKD^>S|^_Yu(H;j|%p@^55P(s^I7
zc@^f(wPO3{;(rrpTjLIKnj_lO)4d;8A>)wtl7`$qx$m`g_HQ;g9hJ!HQk^}q0ZjZJ
zQLA<t->w)Bmlwu22v+7T-T3PhYpKq*fV=&-?5T2#1^2lM356-)f+A~L|3+yZ<oB{%
zw)mdnhcN^jCj~dPD+0_}TqDaY6Px2x>+h8JnM9jNe+(+yr#9J#mM1n+j?1*(a?yHV
zyTGSDI>EkIlP&(joRsMXqzO~#@R>75G5hVqm^<mw36>)Uv!?5ZnvYr-cJn*TuOG4Y
z-wG*mYy7Cf1tUoCFdeD9f7GH*QbEySZAFY@kE&JIHQv<oVG<d9Rg;mxe(*wi#A^2~
zCIUmEw?Vtcb47*9e)72MXb$%CT*0$V?UPS~wY#l@QGs?ZR#Ch6xut$K-*fY^Vjquw
z&?KvdB}tfThZzQNJ-GhsiWzFHLT%QPP9<tackVOGKxA_KIqRFD8kTch(w8r6Jz)*L
z%&1T3kl~@`Apd+?^;JNkf)b{R|L%`#4Yw<u&Us+kUWv;`l}2h;QVWQr?URaKMhR(z
z>M8HdnSG4bFe|YsS=ojbcPsN;oe$lmUKUk3@dXMdueC$3|MHgIE-=K@&M?~jO<>UE
zey|H;EaUmn7Y5I<OXpbr?W_}!GRm7Tw@7<Ih?x|5v^3F~)FGe6d=QO=4{G6@Nv@kv
zQ+>PkhM>R&QKWJ;bw7{S+D6LS<s8qeTU{xrcaJt7GSaFf=d-Z30aKM&Aif<PoBld?
zKcJ54Fcs#mq;!9|Ppx9EkcSWKUU7LUwe>=YtVA^zAi_Vz78WwZO(U|4BI^w+iLB+P
zH?ty3|Edb!Nv>HR_{_oP!Tb(Ba}{jIm!{463%nezg0+AbVDK#E*5}o_b=e^6q9=jX
z!uVmA0jci44rN=X3p^u^IVi<R<>NE_3<K+d<brcxeR4EFv<AaA+*#=r2Y#^e%W8jV
z^3pZIm4}ToCL+HI1mEcu6`hBaB$+&UL&26)<lQUW7Bv&K{j4Uc>B5T(fsUm#1iich
zx+Z=z{%)C^ecb1zb$ZQZ`gTc8>divRWRJpS!p(W32Zi_}1E^^qna0lyUX4rX55lZH
zbW50i^aXKeo7J5!MAQMsyZ3Xr)0F>i!31M&$~OS&?ODB&bHSmK^F_adieTqb6w=b8
zDb}Nwqi&bFnC-BbB<N1EKKnpmudCYiMZ>5iM}wu4EAS~(dw@wVUZ9@GU7S}1FEJ;$
z-VVuTA-qY#3sP_Y9Z%xm{Ldr~0;>3IYtC~&@qU*AcLa2`w$<E;$E(?!fuaxre1Gt8
zFvb$Kcb^n%86I@->EYA(Cld)*-k6lyCf}&JtEg=;8YxU%a?yAQ-uh$|SAiI=tWvy3
zBhYms<`~>?K3;#@%3OJX);%A~mZCO1Ef+GWem>9IQLrf?_wL7>m6)5aiEpRW^!W5R
z*z)k+did3=DPYzHdYj|DUSyFrWuf!;LR<P!-P5oUrS@*KcRWwV)-GM{zSb+4n^Ti-
zJ9zP(yxBZgYtkFZ;yBcub}C&aj^VO%vB>YmD{9b(?TdD3%4sf5lTP<co^Cco)QZ_g
z`hZSomFae#;7bDH7y8$2A(L0DBu=`C=XGLcyf50xPFXm=R5{myg{+h8!R!w9k@(FW
zoALpu1Apd|(Jm#J?L#6REJ!D0EhtP>Rl%;?MYU_pvub_XMw_emjz1h~$1`>=#WL}8
z`|Q?^Cn;?TyLHmg1*;zq9QDfoc-6^oBu(uGQu9T@$#!e84Odm>eKzFoyCC&4N|>C(
zjBH%r@w8le80@{6`{15$8gzm$mN{Rq>>~{IDyAgr{=jnKwCN5II%P}0k=%_kGa8=j
z(kyhFyE>|Pdo`SzH$CHXO=U%Sh|~o)64^V!5}X)plQr+>%)42uSCZ3=JsjgSgOuF_
z!zE%~hkciN@@oU@1c_HN7YiC`;jVTJ6JFj$qXsq%-F!C1v!-?WjDzK8w7IwKxa7uq
zM=Ij^p=C(9s(_h5fx4F$juDIKA{mXNxYk+uE_KB?!qumniZF+b)^__vRa;geOfkaX
z^8?R>>`CIzx0hQS4KF&5Q~XU3>Oql>_OGI=rI#2nI!~gfpy&H2<v+0PlXg;kF>h!M
zWRW$qna3@M+P1I{2k+z%ASeQs6n6f&+xHv2h_8y081y|3?zY0hCOi|ad4%z+eXE@I
zyxyXe5P5xz)0BMcW4EnEc7&?NDBF!|w^z5*M@O&N%YAJP)YbJ@5uO%+UKt1~nPLmv
zBd&gEW$`9El;i`wzl~{Iq2pZH<XuD_VupnwvWqA-uFqY-Hust8P)A2KEyto>0=@8H
zeoaQ<zP(-zJ!Dg|<OucSYORa4{Bi4U|BPC%`dV-9{O~$W4OsYwdhFxMQCsm754~l$
z`@J;aQ}NY6*vq0Sk{(QC9*SdaXLDI9a9F0doBF*SSKW$hx+f}RZrX|vOqDNR1HSkY
zWI5etspR{5qwD=c#QV~VodkmUc2i!#ZeADjU+n6<pNR|`kP2CP^M<RD+XF{k@{k~k
z*VWjYON`Z<>-+Mt%+j?h2rc0s^Xwz3lq&9%pLAAPhn8=(VrA1EYG69!JO&owd#O`2
zT8Hw^T^D>bGwpbGDyn~K^HF?xGx`aAK6ofE=)sNN-2<P|+fi$?ZAY4h+NzbPr73;~
zCG+4XJ1sUny%8vWb@>N#k?cpj=%nzgsniCWI=XYkJ6g;p{UY;i;+`gju7s_NhE&vP
zz5LmCObm985PM|zf*wws)<1tpKWCIxVAcznp|`{RLL2-@?tka;Syu05;!-TwJ=FRu
zJl8JWec7=aPAU#lwL6GWhAid+AN5YiDo&K)z6dp227JoW9?Tbw4*Op>Qa(QwbW3fB
zE$T#f;wDc7-T5NiL%-CsjAS)g?#1$D*$BO(iCqgxWs9|DHT^#F-m}J};ZUQQV%7U<
zJGXmyXDN*tdjTtWy-a(xRnliNrP*cVN6rTQR688#g|xBV_uR|%NQk!Rw_Rhmry>ob
zFPHotHszN03sbZkY8E9TB)?EaSDZE8kgMXH@hzvy(&+*DhoL@p$ro+SEvyftI^Dz_
zxU+i-B>OYRAI~;_x*}1LK<41!%kTm6{WUCm<1}tV?|EgFu|b1h+a6@vP*DAui~z>L
z@;)=MI1|U%zE4r<^({S>J$G8gw+USL9d0b^H?5fVr((n}L8g=@))SWvH63aQ0j?S>
zXwKe}L2jA=QphrzdLkeU=GOx<fLZ@vN=M>%^kRxQH;dy3HVwA)%6A;jU#CqxNEA9w
z94N<lXjl8=u8NDU@8^XJtgeuJ4I|mPozg+yYG<>k3LTDSJG$D&!p-e(>=-6%&^t1x
zOLdtww6OQCTv|~{MfKemAIk`nGNkS9G)~d<e+qxc&6<?faqpJW*T1OS>K4kUBIn$x
zr3%G7fMymgP42rq@=F38*nW=u9<mZZ6jzN(Bh%<cyGRm>^w~njm<Os!1?PPT=2gpo
zzv2`&Ho+?{P-vqYOa(+SgPa5ZiKs|$2khFz6!B)x>m__DA^da~=R6x*-n#lcecBgj
zV67wq{$>HE*7Eb_bH{;Oe6^GUjx=fV#N#q!+Qp2j#ZMTgbfT}AISYP%r!R@^{Z^Vp
zyliNDxiT(C>uG}N#X5_VgEVsOwJ=Hl)UogcpZKf}quWonA1YX|XPY8D#4#;lElYsu
zXUmeD{ra(^&N8pldZDasAv>*|UT5oWhg5<)?NP6<y+(GL81|bjyceLNy|jx*;Vo5g
zJmrk#<;3C_cn$YxKJrKu4qiU)APybC6h&cTgILE&{0TZmr2x@4q%Ir;-m4DQTvaB;
zWwcJ0K`vc&Uf>(!w^qnV*1jo3?}!V2`IiPZ+`btb=b@I%^izAmhUa@wzt)`xPq4eJ
zN0{}SGkjfW8=gMfOf#`CGmqY?X=KeIp4}+sNB<%H`uQg(Gx+>+wDNkokTbzX%Sc3t
z$r4g`!=1fh!yD?P*?Ay_lU|@GM<Z$+3YxoofH0UEm_UdBPfi{<{Bs#)b{`X$?t--)
zq`flS;9jHYCr_3AuC4qp6OFQxEC(-t`Fa&q=KR&SGT6<;{CGBJF0!)_pNY{v9B^+F
zX4WgsP!3trD!4ULW6YX>9dLFIc-_4$xX`OzQl&v)sQcEBxv{Ln!VNk50oq!BpLt#>
zR#VZAS`ceXM^yLHi3Q<`Sm&|LD1P`gHwzgD;F_17C|E7T^#=G>ggeXVeRic@Y^vsU
zxJsOFcO`ClZ$e$?{XmOfu-D_4lEsnmx2SI1ZHWL6weD(86@|mzaT(@MkQsyD{yjjY
zm3vTJ3qBQB1N{Bd!H{_p?twZR<URWGyXrI++Jwm+`hCu_ed*iJFUss*7_hc^4yibY
zo>yL*za8~H@VJ>Kd<Du8l2vCx*iH9|?ek{N%u^AdpsXx!;w_)_;KPOa0)d}BvK)?d
zE=NUC16N07&#%6IY<tpA@Q8+3@G=dHo$^j)VbdK_@|n7mAG^$*)v1cWE4->bepdxm
z>8w?KKAaBL)n_i)#q_J#hS=A658!i07nRq4uLz<`WmE6@C2;02AH;wN%b*3$SzAyt
zXJV7ToO!3eHeLhBOx}CTM5gjFq>wZ)jwvP5s3*qf12wIHZGJi|Z1`5le3<-h2YZZf
zg5xsELYmiFmt?y1yh!F@r7Ss+&_%ri8xoXrdbfzM9-)NnRV_dS#~Ar+gSPWMWE=#8
zmvX~5E_c4CIMy7{?i$2#OSD58r2GJVCNH!MA1(N={``G0zK<6lF=<cR3U1@(chN6}
z2p0`+1k*F!WWmJ%uRiBty7(MNe;~I31_ou=8kHZ|@{inozsZh!M`X$gceU*J!4m(p
zq#hCBhM+yqUvB=*xFM5~`KT5Pu)r_S!7)|((;LcLy!MxCN3YEjp$}Aa{I85WFQeqP
z3yLi)c$jAH(lbg-Pcsq<MreK)&0&W|2Q*8rAX|B1G%`9wTB}QN0_vGH8{Q8f%{CTR
z?9?yAiw->CQ|2ICV=#C$n5rG;B@Wr-tAMO<;G7qBC#U`<KzIrpO`g$h9pWGVXZJlG
zvXh=B0p{;+(>Uoi2tG`rOb!v<^M)&mcA^Gg>`{t@l}wRs_ZnPUPJEE9gUNmcbT%0A
z6(}uq;q_>?kTwu*CmF7t-|+#6Rjqu0-keBAccInR9P)USTP{(6y~~$z)ZgG;`wIX?
z=w~~zeR@PES*}=y%YHWbO%7H8PQE-l37OP~oB$4>KN9?!StILp#QVXsn*+Gq@eTk=
z7TX=-PRW=JGO^dMCO7FZ?;OMToBl^{R{{=o+x17bvMaJ1rEDWoL$a4-%PtB-McE?z
z&Wt@H385q=j4eyDQz%<1*~VISvSnXljOn{a^*nv=)B9f6cfHT^T^HB<-R6IvbN|k{
z|M&er=iKM`#+MU(v$oT>jA<F`6T;jQ=O2}EkFyRbGo#^WT|-|<zKYD}i~>h&?ev3i
z32A`b_lF$T{C>;57Fx{gTcrZYbQx@}+~LXEPLL|W3+MeIptQGT=^Mn*`(aH7qufp#
z@#S$p`EKOY7<8K?Nb^q;aGZndn-t!3U+%{o1;s?xg{NTTBvUPP$46(=7#yY~D1*l^
za(%X@RHqVZlwHN0Y18VCTq<<GwY3>e+ywdGIskHC!TOqd8@U)we5sfZhHaeFHwog!
zfw?`@Hy2nY8x+4be}kAugDwkyb~%mj78_mnd3;v~J`!MrHwIn&+7J2YM%F$0_ZC5<
zwAI(qSq@Fly2W#4p;X8>mA4SAmeU}Uq<K7R-W`s_&eBG&Qcf2K-o~RgeI{Tl9Sh8A
zKaZ7>KIMhTV8NR}8+kX7i>Z@{LDw3=rPaCRM)n7)&!(jFZCcLT7ISvE1V>C<euW)G
zv}`)|^O+OFfKP+w6JURF+P()rFE*9%tXNv9S<XE@s6uWPF|z4YH(@@qLl1K6y8_&5
zp8!8bQfd8csVuj^MQz9t^l9^Ys_NQJBamWJF?|Kj7}kJ%Hv-}_P1F7BXS*GWUf)1@
z7c3H4!3v%_+zw){%WrM%?9iWz!ur3uYUd$s*S}OqxFZGfq`N_v3b=^KqIIeQTXQOh
zle*}Mp<Deph`mh3TgPLZ`t@4cQ%)}_#qF$+o&~neSg-f%dJ$v5Xv#AAb;m_=JYxy=
zQ8Mx%&h1^Kiht%gSe%&!0TyoAxC9L>RHik7_r7qtW~*^aISkwCskoG%N<=pAtdKPQ
zCh(XL6hX9eEdu*#0-vwlOsB>56fhj>0DMP@qd+@=1>K|tj1agp;QlU&&O7=~>OnRV
z013^24p=iSwkJqB^2hc1TSUW>I|CP}yhxf;0AKLFJuCp`UE$AOJQAHQX*|Bm!??%>
zj&iQmZc%*%Ma^LmQ2IeNMTZXzPGqcu17|kuZJxBqQk^uDe!Kki`hjv<4c(q|Yq7|u
ziW+)7;fOc&@=qfiJ>>JeJo21#fgDMXZym{Lwp2!w*;!j+f3!rTB{e$y$Go=h4HHX3
zt0o%I3oJNgbW~Lreiz*E6R=2x+6}L6<2k$L?iW_3cHeM%ls$~-*aVFPMSkGgqUi>+
zn*cl}slCFUY~3Q<3bQ8>Z3GxF)1;1Wae`;UsoiHnVy~?yV=nHCQza<ByiohIIVpgv
zr8;u5c{}rd(fxT$&q05!=x~zZ0UQ%UM!DBxuWh=Xci3P5C7&<AHQA`!o7D<?ioXZT
zaOp@ROG!||6Ho{2_i4!X+Q<vrGHO6pkUYpY^&ndP8zkTLNN?s`4TDVgR@EtU3-%^@
zuy=Z02A)dLm_m~<vE(ah{gd7GZ}o4Ex~dMHm2pM%ejmv44_Oxhx$j<ooGYn*kauL>
zGML{(UiFrVSr{V2ebyfawqPW@NNRIt)2?A+IC^^mx8oA+ykqp_wK#2{cB`kwQoh9>
zI%WrSj0nE01Nw`cjb~tkTca0{qbB75GjMAsH0%o|x}3qsFEg=Mc+C=@_lC%my7>S>
zvOzp7R4*{DPhoYSS-2d~@p&JFz0qCr^EDCSwuij&dn=UVfuTJp;n}IbM0jfBN^~i_
z@SP(xx<YUmdLRNV0XEr6>-*6r8hhRgrNt%fX#<(BTDjW~uF{z4yJ}-Z`7mfbwTZ(g
zc~Lj+?Mv3(D^GvTCPkpAcj^VYy=?9>-L05UMsI!YrfP@<y+@9#gHmi}CJ}L(tt`5n
z;c!<KmU_L@86xU!99eqmcCwyKbOt#>aFbWlLhzCf?c87M!b4cXvB#)TTxzQDinKVK
z7+kze*cNv`_SwGk!ZxkCc1KxCbU7n52hbW9MC-b|2*S<MGnaifG6v2^xCi7^)N?5)
z1j7*usJI0?ac$x5&{28^g39PS2W>S%*#m0_$BwJ?B3gWAJ_gyD1+t_faI|_ttyE|*
z;2UUR8(M|2E2OYooW^lq8WR&62n{`pu0%z8V57`~DGJNN&IA<KeY9B*!{agEW2%T3
zofyU`lktGbbq-?b3rcy)E1*0b=<2>Rs2+#Y7HZN0QLVk7F1UjFa#*X~Br07@zuUNw
z+DJKP$sVM$%xV}Z2@D9^o_=!Z5~xfEey-l&$QTS()oCj7Gbn5xeazsXVK@{+7r*{F
zaHZyRkN@=CjN#h5jvU)(h>*Twu@RAx);-Ud=kZ-d>KekA8TC}au8HJo`RjWhde?n_
z4Y;T-=#_xPgO@JQ92d61h>}p=qdx|WGTBq$w3{F(dv6%e4HAkik}iQQ)ekmhxO^OB
zzM4|ZF4TcoC9N`sTCA`xpV|qiU1go!gQ5d4LXL`ob99$Ltfz?(PcSJNB8U|LRQ7_b
zhkxbeJSh<Q0w^wx+P#4c1cusRC<cTYL5aVxm_}D#g`;u@a+#dB!-(gr;yNp#x95xN
zl48C=GS3CvCu4g(`4KGmTI7nZayyhB7h4EYS}Ek6&3PioGl(k~%0_nJww55#IKXmc
zccdh)SVJ1wv1x%3Xfu!si5=vGQ=$?skj^r&SZJq?_Y#U*wrm(lT>yEI55F{JomANO
z4H8>4hTLQ%2En?gzjG+co&h){74HN0N@%LUNITO%oa8?}f4_c8r~}GBhDRcg;zExo
z9Csd}tzV#?g|)*z5KnS@?Z29Qy{>s&iN_)|oM0dWUidN(mpNZH=VfotGwx(INyh?o
z0YG4h|G)jFrxN8Sz-u!IQ;7ZL8nP<>ivVZF^SuPa<h*T1={*~m5q*QLpNCEgM@Y{j
zEC^zQf^xQ;0CyA(WL*UI4jk<9n6X%+!qqMYg7tv5T;m%ABLx-?Kk$D}*t^<4|E&sc
zh7nN%i91U|<T#r`G4Qnfh()$@fdG#hO6XFxTOpp@&f;qwhEXr=MKzJlG5#Aw$w8C2
z$%1@6-&s3NpMxCUgOWdwURm5kR2lD(m5OhV=>20vQ<tjOl2Py|we6c2M*XxGPl;?P
zcLk1@#UnolK1R`vfz4*<Ac=ni68{jNDAvj0rRoyWAdp}X1jk*L!3zJK=iyBRp2V}_
zcb;o^fy(+06aW%A>bZ*}2p$UrNbQi2O5H^&yYLvGH2eo8fYjPgA|$@biEIJ8Na^e%
zwfGBJ4fM)?BFk^)+3=aXP9}9bz76?$p|g4#e~%>Dy5+=1TE+cdj&mB%JKf2grC2=$
zS;%Ifj4XwLZpmQZQUxWr8SBERUwN#UY$|Gm844dZ<-0C_W&jrOdmjvGc9VYXcLv-~
zoIN{o1?mG?sii=+TwYcrP=AA*VVzwcDXS4HUy5${24T{1zwR#cuAGV$M1C2QBwSBI
zOYB#)ylgGjD1lL!gqAoxK&$G1p#_BVLog(`Qh&(gCtPtP#rh7{5`c>~=ev}4;WFn0
zQgZ(xrT<J<Y)9~4rSvP^7w|&-o>`JE{Gb~~5)<ODbkB8K54^B%fO3yUUa;<Ri!7<2
z4tA=r=qxlLICK$PIUcFwPQ_E+);(`S-t&Fl3})P=iq3&L1;za;e6m?X<3!}^#ZDxc
zE2JSs1D(_Pu5-H7*&XI!=RjKvrYS~h7fMB-bBbW@l2BCQO;_>u1d8`_NF<&6b2LBI
z`zMs?fbJhClFh>Z3%VGe-ba46H@yyp=e-pvCy339roa(8g<mOM%oR7I?8g=v^FtHj
z0-k$gVrM#0^5ti_+%y&O6EHO+qrl^dXP@))Z7EOk$C#i!>Bd<gvp-es|MIEa-r1qV
zF_ZPN83y-QzW&i!)~>ERQcxmCQKLu&qP$^)oQfqHrdo#+y~QUDI+U3FQ=nTDweisZ
z#}?jmm-rea)>!2a%_;F}Q7|`dE2%v)u<V-<Q|vD^*p^dVZ2=Xk5XcojWU(c|!;0~h
zeYbN9hRQ!h{5z|WyUf!F?O`ki8)CV{mGm!Q&1^eL$o2WV+S>o<ui8{4dR=*irKvpP
z_D-jD_Lkis3mGS!*y*g!&TG2?GXHk%dMG%U)uF_q67~E;mnhAVfIO8;+j16QbRtP;
zNcfj!Bw#uF*Ou?208JzazJKYDroaEb)mu?aO(~GaA!-WFEj-eay<P!B<WKsK2T2a@
zU$d~A43I*$$N)Qq7m^=wHxOi=qGiO7)xJfEMSj;J|AbxDxgew8P655Kt5K@`;Dt3s
zbIWi|_aAPebfr+9T<Pt_9x4mB-Fdr;v&_GghB{1RcpQpaV?DgqmM`;Xz|ybVmcQd#
zIInMBJM&o!oNUr(dEauqs^g>l3@D~hUtg_dz0unulBRJvvVH~Wa|)W)n=9r`U4+?3
z2@Zz+$UXdze3E~t`9)p{f6A+3I10I<T~Ip&ebaj#gM726o>)=1f}xk_L{n@0Bdq*(
znCbAaB0u#pQ*m0`*Be{cZQh0KITWid4gG+UT2*l|QH>T|k6gCpeVnc2!L}-JTV#Z8
zz4hh{=T1U7-Shrpmb>SpBA^ZXsJC>fuq=ZkG*@H%14_t_@#Q8|#bZ}0OCJj`m-Py{
zmTcpEQVMO;XI3rD-y9A)v?_t2r-_J|N)B#xsZwn?cJfk<=B4>thxQ|%CfL-e;<<Yb
zKGQc-A4bV-H>PmoZV@~&vr^7CXdQ+up?=6vAEue)<-4}Zdrs_4=X3F5fsA%OzQ{}L
zk*%0NQW52NghQ=mGF1BrM-zj;&>juplq(c>cxBtI$XtW`Lm>)i$I+xyXox#Y+i@Rm
zpN`LBW5A5H_M2>_|LW%X_kWvxy)9>r_44@4WttFcS{Y_p9^&Z1TR~8PxWSFY!wH(U
zV=#5WQnVMLY@p@DXdvFGY5C5^I)+;B!u}lH`g^vTC?8IUJ1aD)vhIWLw*FQyd2kmT
zg15zYdgt!tdGkRetT4MEF=KF+j#iZU;a(mmN{B1+K#Are)256s{b};|?-{zl(P`c|
zy0U?b83*XpibTp}nM7&=^O_57fDf6U@BaSWPrM8;S+nJ)c+B8V?8T(9DXtWl`=@v7
zpHVVT+6|rxs`NTYww}J_;CZ`^Li&}#qRCkmKJMi?rTuyrP6$c2Y1<Z_IDE30@*>xR
zl=>dj(N<QY0b<Vzv*e4GBj@h%XrDQpwf_l68*d2&FPvgGvifFTv$n6DJUi1HP2H6b
zvXD{-D>0@$u+mFTxxeH>Dv0oV)5?F-zSq9BMnX0#+`)wX&hz{UQ6?nYhZn{fDe=vl
zU(Z(euFa_(I~&J?bCL2VC*KhwOJXR^wU9usDkZ!!;?B!Ur;g5dF-kewZMo^5H>-a9
z?krb-dQ=b!!cgb2QE14l*w>)!IP%CFZ~WMFQ~Y9NT~cPOAGV^RI>CxuS_E;M=td@r
zTuQJdGFSIvYhpJRH075~9M}y4gQQz!U-z=f<hhD?JzhK#`)RA_1gc%JoE+;Or<`ND
z>9SYUFS=ZrhCY_O^tRcx%434B@r}LcE(Gpy*)!%t=h2^-KTlQ8DY1iCQ@5v`15xkn
z%BiFs(ItGs#?ts3)x#V%`d-2Ho<>ZqldXs7QYM(3@kY=PKgB{XYtx!?n7zP5=Tk{X
zAPdv5tX^bkZE;J-9jNUrMcv4@vl4e$=-6D80=`RSSs`u%mR5Z=nQvv1&qLmx^J~+A
zS^UP+1NKvDVJ+|V(u5SQQmnYp-{c{07!v9hz0un<&^h!$M?xRs(!AWp@_f_UY>8No
zbj|qKKWs9rcHJh^ph`+mu>Bh9L|4;5X>+}A^_vV~-&;<H?)o_keIO&)X>O+;w2_iA
zuXWAMTfVTAQC2a|AhVV~503Pe7E+d_!aZ_)I`aar>9asw(WwnX(3);J;jF&1OrKsI
zq3fRs;cllsFlNd%R~yO67im-xGHA+n7IQ<)IE!~@&Y~d&mekuIMda1GrfGP0&sVlb
zXKtKcYm)6rjPN^|_t;alx5U-)tB2DTBTL=L6g59o!?9>I>SF0rB=cpJn_n}bB4a~J
z8p+8M0fuCzuZY4gs;YY6_5M3)2^}0yUNq4%P%%P`1Y%sr5yr1-m+nawPn2A#YJ%*H
z1rJA0B0fhk6gyvck(4!s=}4U@%Ah&Z_VQwf+-dJDf}#VjB}c^yI_TtG8}fs5O+KZI
zp?-3rEGpS^wC}TsmzVbOFSXi<%mo~L{;~$=9)@$cS}t}_iJTgeQs?BAmm{|?7fLm)
zXY#4}U_MsJN>En4j?&-9=w;c%F)g2=&*DsyB?miScWg0{qty5X;bgC)In9w)nH6#x
z=JO9UcM@_|;%BKmrm|l89*p-sy7AE7`|!N)?O0_FA~y<|@06q+GnUUe#3KWvm-)Q+
zZr_5HLACWwBI~r#9A7BKBe}YCC%rnnF6FCE^qF@3_TL(RerFK+*EVy{aUR;srOR@>
z!X1|AdCcu*$&BEmubN?7#!q^WjtLVk+h>P$j2ET!H|@E=#YbczLo4u`3Wk(wX~Uq!
zLzl#?OPs^#qwOXwnoi*z9@pg79JQ~0$SzmqeWoP1&#!WA5h0(25|^asH<#&tO*?1>
zA?l9F(Rtzx*5+j!6ErD<X9lcd8k9~Q)xNAc-h*N@?sm`jY`ABWq|)*%`pejuZ5>yb
z_Hi-_AANh7l*-X#WDW)50mJ_8&XcA(e30z%ggWkVNlV1iLg}qBX+PD`nM3xeu$GGQ
zL|KGu%Ft$}odRpGpXTU>gZ`{gDg4p=!CcII$npv?d=*32dYN!>r0>f*EZ=q=X8iDQ
z(mvMnr<kPccuNJ+bG*V0KrmcH=Bz*uZs5rKOY|KR2by`7_06VJ#FjM&2IkV52Hp;-
z#1k<6_k$Q1Tt68NW`&E5ZN|73Tvce=h<Tk-35f>Jivj3ucYlFZM3;MHoDbgb@Yv~R
zC*B1)`S=(enHlr9e^r%GE%xl(Nfm*Qa`ca=e8=S_hN`ej*w$urX>|)4`*^(~#3%ZG
zFky~LoX)Fr_{@tX+<|^BHe=>b_deFi*IH=f$hrtp^dQd(Z!!a!ZolFZ|D~kQF?rMG
zqK_JUuE*LjnTaosTusnx)_Gf1NNw{~Mlej&Z7z&n^iXh2`$XJj{EHfRxL!PbT2!Fq
z9wDF4;f=%>8*)Lt&8QnGd#k!j`Wj9?z0G;h%v;|%dAzTO)2m?h0?uvb>N1x-<H?YU
zQXz=hS9U$q;{>^iilt1fy{|hnu277!OARxxI%1iH$)`WT$np}WJ2;c%rrUIWCMY@8
zxfNn%Vd0f{aWl$4ZDt_4KX0r|)e~~v#Waf-SLIJEceNhVp&uSjOnFOw#8ZQ6>MU1q
zlMKx?FlsRjek3U4))Pe>rpnLh4f7QdOWuhy3}&HA=UULTzH?Tgj80DVc#u1AsU2Zc
zLtWXM)qNwS=hKIPw<8Wm)u%Fjjck_l=Rd@VRn-UzyC-;+bSvqiyeQ^B_;?nS*Yk4p
zio$_IhS36BzG0T>P@FBhG(m)7jXK@LS!|?~wSt<pUk37o7`(}nRbK>AYz3Qf4Q#Gn
z*Ws11oet+HW6V6;%;Rso)9oRg8kdz9H^iChmgD$Eu_!7jYD^uslf8jqyCe)4KsEz*
z&Pf-aeso2edn2c`jq%g00=%PCt?ZHSIhbIf0TE6XZ0$QH&OV!Tr$;7zrp%}d#7OI2
z2!VLNQ7C0Y`{^Mwhiw&j9vN=);5rtoYRCoI<)!5&d@kPhlO03S*?paRqHZsiiWGc6
zF<N}UNxJ#jQ_k`bN#n{c_m8$CmE8{f{UR6ksT;@aXh95?JR=q|maVG9HzMtN#1C#R
zJakfaz2^n0bm^M27$3zHly4LZWLaBUGmRRt%02)ETa8W9X(&Nvm%o1lv9DDEhra<b
zSMc}g=$@R@+Ka4i#%ifR&g$Kkqua>n`&hxgE-BAK#@oX&qsA2T!TXDyiO?Rt{NxeK
z_H}HZ(t>{|NFk!~Y)UR>W=6AQ3Ip=pLr&Vek1t_h?sYkoEM$A{1SY%Q)$u`u-?3t}
z1IF=iONm!Jj20$3!hzE4ZO%hkX{bYegNi$b*h}N5+e(3@n;iRJjC7wCaE;v3@MnR%
zhiaTnUds`}><#gnmgx#gcI_QVRe_v09LFe{XoV|!-hE*Rd^f)8kocCh3?UtM_W5~W
zcxKLxX}838vfNlu+L$B#J?{w48CyRib+loL6*gGZ0k3#M^<2)IU1z1*rN#;VcHoVl
wFNDqwuOB+sY~r1U;wToxd`-W)cxT)2zAnX89guzgp4-1k!t(P~@LT`?0D+S&IsgCw

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-36-Transformer Architecture Diagram.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-36-Transformer Architecture Diagram.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..08ee3e236ad88cd4cd505d2ff002122ba739ef14
GIT binary patch
literal 47918
zcmeFZ2V4}{wlCZWN(RZ2B?*Wm0m&dDSwM0IB?rklHll#!42lvYXC&tw70Eg0oEjuH
zP4_G3oH?U2-Z?XK&wJl}?;H3PO;y*f+I#J_SNN~BHev#?0J<(KDI*C&LIQ!1fL{<|
z8YB)vyLJur+Ep}ER8(|yGz=_4Y%EMnEK+;|TtZ4RYAQ-H3W}TbY>YQ)@6b_DF!3_q
z;o#)v=B8%k7v{Sw#Ky&a_v=HD(9zMcFtKi6W8b(-LqT)*PyZmAL3n6a0+8d8k!V3z
z@Q{%4kPz)4YM`H2k$(CC{qqOu3Np&oYp7`G7?{8f71u#mkdTqDpdeqpih=^%?G1bn
zLczO=Ps1s8jX>!sDy==?-RDv7(dZtOv=Au|Lg={+9sJNSh)Hgck}=$3WMaO}&2x{J
zk6%Fip@gKAw2Z8Zs+zinrk1vmv5BdfxrL>ple3Gfo4d!0m;M2PuY!W3V`Agt6JEbb
zOiRzm%*xKm%_}V{uc)l5uBmNpYwzgn>i+m?Xn16FY<yyJYH?|KWp!<RV{_}^@XOKh
z$?4fS^y|2gK*;|X7V!5U1N+su@PKh$K|w)ALH#-|q${q#fsBW8m4@>gzL*l~Q+op1
zyU)=GA4I(`X+fvsQic#2It*eE({nE}9DE(xPb2$d1M~Y!Bm39Dei_#k2n!hrm^@@W
zkSORB%9Q4d@t2MQ1AMpSwpOTv-n@ILN!-(b8v*O_;)AM>uZ<G*Z8oy-Cg1cX-j;4G
zsUu!mA-z&>g5Jr?Oy^3;@*b5NRIVfeBK*UL?rK%&(RK>a$Hfxt8INE|6I$uuTrt@F
zQ$nP{K`jA;SFFdL`4g<Wdm1|quZ`X5ru@4e<9dupY3O|tqe@-#rIa9ijP%>1jn)t8
zCcyx~m@l;i*XPI64qTgwLLH2xq({9Vkzk}=LXeWguMTMiW|UwVke}3JTv?Da;UH~P
zq!=Z{Tm$=4q*M+!XzNFmWG<MNv`<_=N+I2x>TL2%Yr&q;sFWphN~V1)w&DHdJ|z)R
zOxl^>v|eT6(j4aN_ra2(^#?mxs*(1|sn^}}b91z1EXQRWF?EU@nIeg9Z1>B8$|R%+
z2m3<k6^hBR@>z`Wj)@rl1UdgW>4`eL9zZhJgIJw<l6aO$ru3#}B`C7dZwcfI*Wy@J
zWHhH@>0mY(?j4h@%ZGoOe7rx;<Z8NGMS(P4XpNzZ!5Iu<O8eu7<V99}|B`U*u6u@C
zLR-vzXkUt3rN8)#wL2-y4^ZtC>^BpS+J-(92+^fmOqD~!8cMXX-ef<~jm76^vCH;t
zcRfu-FYmpD&DC~bF|-?}hW;i6uFcPH%71Jq{}@949#SAjs!Z(O3|dF-eWoEpuk<N2
znzojsMV%BClCxW2eJ8fCuz-Vk<yATc?&^Jl@Yo+PC{a*>n|7DZ=uwiwnojK7M^PF6
zhB1~Ud>3sL;Vd@6ptfpAVOW3gu9xKDOh}KpHlaieUZmrw{m1pO5L=81?X%MTb_>>z
z^|db_Yz!gaPzryr{NgbDxJCj*`6E(2Qoj|ls6&aVJZigZQtR%_udelS$VQEhZ;G?|
zJfhG>=|06?$U-l#*r2UbzE;s3W|eDHRxFoa8!9R?k!xEcbvdLn=vtf!{h>}vot47H
z%u2L_ov@Yqk0-^-X+6{3HSB1+ZE2UJor<XTrM`arFq_tm>)m34XIm;M-5we_)!ki2
zV;{<G(aoV)yR80oG<SCL`m~JL9HzxKV>a&-W4Sa^K_CIwOLV4MDtJ@GI%W1e$0<(O
z7pF@yr3mgNEuoDGry5H*+}FabT<P&vnQOrC)bXtL%70CpeAhu)6$>3o29CLoCRE<)
z-BRw=q$mrLPM3~TB2puKayu01Of^>N{#C;N4Tprikju$XKOHD4*G0q^D>1%)d6_pz
zM+`#QQBk?<o`V3TcM=-sfysSzy`@ueid#i!UUZ0%m5(maJzFeAHN4>`Dmzn*e3?`)
zyNSIY$R_^Ml=ohNSj)}=bu)Ee!{MKlvl-kVTfGiftZ?amS?xnntTVW<;<8Ik#(C<L
zklfWOA(9ZmlH)ta+eVon*8eCul<}{EuEt5D_{uc*JId+HA6RvPA)(uFlJa1&!#T{l
zNL*MMC=0g)Yd+4SKt+mM=FT%xN^xe&mQ?f~vG8BN76a&sH@)tsq4lmgQ&vi6X00bt
zdfN)g#zS)Oyiw8mi7gL%O@m1Uh=AdI<)ES7#+{im)KluixfTEDOOac;77E%K9&qzs
zcia<$_7o`9G6K|m0|7cqRNQF_5<L>`LV$cZ5ugJeYR$}<ru>l|k7MQ0$CR|EbfVQU
zRTsDFn=aUw6fbe@5ugPuFiifg9{CdYppdfL+C3@d0+IH2FUHTzp}lO2#~w*x2$0_=
z+}1)m3d&*d#(1$9g+|Z@9RHy2MV3UiMKV|L+z@LAtq%81<7kfvWy{lF^+=>luG$kL
zDZ-$aw3r6oa~6XDiO+z~kg0*e$y_EJFv0@?{)1c-h2M%O7}}%O$elRe8NjjX2A9I=
z!@-LJ5eFp^2vAVIfJV5N)MBCKu<SwFw669XU--OQm0n2wk%s;Yk$SZU75sI#9_94i
z-lZy(;8Cy`&3*kF9rv@&lkU1w<1Mws`_k!cR%OHZPWl@+V|6xFC}rxx0IG_FJs471
zj}G*cvg#6o0Kw#`e|1iR$yJ`0m_eeUtv5ofQrPf0s#J=FZ6Q=j*R@CoPCWixbi=3;
z0cr%s7?l3?9Q@09+M=mjS3o0)W#v3k@iSKEjpfF{`nUb%uhH=n+KkAXrdrk$p%#wi
zW~BSU2b3gTjU<(4Elbv>)`lp<d%LX5eh%a~pYqT;xjJzz_qsZYubdwI+)X4?mskxF
z1PIfrIpv6R8a$7S0JRVP`rNKeP?jY`l(-)An-N-Uz<D9_uWlVW6`J;~J+r^z#Sdj}
z;YJ!5l*W;?FbAatGySzAQ32c7N}pw*ULeoeTYYSxX;zDRO;lnFd>b^GR^4=_qmP0B
zy$_#;pMe1e`2IA+|IL&#UgEOoqO}_VJV4O)V(}}F|LT;D*eupd`wW~j=Qgg`R5wNo
z-hDf0b_GqEcspD)BxR_fu2n$z<oV)TR+h(&I-7+mJp_3~GwFLP#)sEX7xncHFaa8m
z@z|pGJ}qbwa?wufw^QXf9Hvx|a5aEbdVR|We}=#akblL3BJ{>?(|#ZVv}9>z5Cq3)
zsMfrBKpEx2M?R4Xn?Slx=}bf>TS{AdxAa5z%@sW5AK7w$?wYiP1vbcS->+#%NN-tZ
zQpBP!>*?&gW%yNBqINf2xHy~(0s7D$H=_|11g8_0rEYuRLv(d^wjr!eS5G#wwfgGJ
z0#+pImSu+nH34|#K@$R06bar~DM+o!h{{Nc>#O1?rDWlHd_WbF@%h6RSyEwn;UIk^
z^0|5_cx!xvrEeELxEN-om7odP?R#(Q?)2r>dt0=3=Voc8#~_^B?@^|!GjBx;c8%<)
zC<wgJdvK?Dc72Z=wE1oXqDb@^uOGP}O1ds;WQF6T`0i*x@H|Gn)U6jTLzBIXub<M{
zPR^8?Tsc<S)uEyo8E=D=kM0!dP)`(GAiKT_1NdCXhe#nl;o*g(^9eLAZngd7WSpai
zr_MSKuk<mLtn5tVtrt&8bX&W?jO*2~_7Btj{5Ewfdb{VuU5ok&O3Ff|rEK_X8U&Cc
z!KJWzN0`tkX3-<rQktVDZHYVi(PwWEAo^`BfFN`T&;!CvFLO1L>VC-qv*_)%DeLxZ
zr|7BnJ#U%&^5$b20pJxiphMfAs4qe4g`QH8KlBI!Gg%3d)|v>9t;JRbVa%C*C#Phe
z3vMOha<-<gb=CB5Sa27koVm)B$+>aoYhi?P$2_EW5y^;B^Rh*N7(!YNj<@Y$Va^Zg
zVa6*N(Pl2h=$$*g2+&JU2?QurBn8j`xo|>ot8f|uG(fEgs0d>O2xB-a`Aw0CyQ{#t
z(L~?Zn;-ss^T*%boWH1NV-0?I;dGE;dlF<c^`;Z=Q^bIpx2s-b)!4HmVcI!T+dV^z
zp1yV|3QPNBenug~qTx0B8j;mvBRM$UE&<#Z3Wg&yo+%+fXeS{E(0y-F1PCbx#=<T?
zdYr@4eUxM~gw;zRgFRa0LfN49e8c@XFB$hBc8+F@$6I7?j*qHO{W>AzX-S|lW6A^6
zHKy`o*9nb);7&j+(@im6A{_z$TvLRk11}@_`DN-jCCj7*Le80PK67*YwAD9tW!qOV
z%|I@FNJX8oHA``wHTvD3za!K~I8oRVF37yL;r#_`hPF4<YwT1#ceUI`fI5M6t@abM
zWJXM_kzI&-iOOPNkPS>~k-=IjNwQC)qDFMiiLZZIFK1K#DZ~mc?4^PLJ*`22l04it
z^@m)gB1gaKq4s|;fTloyP~nlDne?zpMNPcCf@C;9?V|!?qj=#!Zlnf@C%R|Jn6|`I
zXYPeIk4`ztd-xP*b4V9b^qH;e<*)XK6blJdj<X1t)0!s5;C<j*pw>4>_6QamivO(v
z#*C}oG5}MwE!y&^2)$Ru(fIau`~F>PE%g4|p5da}p!u|#Lfnp%sl5=-JaIEuESK<&
z!CorL%FuT>$DVE4M<NUZyT_V0lhM{@U#;sEaY(QD5F!=->}iUnMGjme39UF-j6mPg
zZoa>7jn0|7x9)!_UCa+j@hhb2<te@{nV4MSm1dDyqqoS5<&WXERI3<@03FIX8(f$H
zGC#N`3jyk88-`bB!~IwyNckn1>GCm&Ztbc6YG!_7VemH`oKY++tJeqDJmCT_QVoi3
z;AR76%w4cQH6+43<p^~cFegYwTl2&VKf~`;4}6wc=`c+|I-ij-<b<luF^m(m)zVMB
zXg4*!oqL0CZpZGLPlf*FP>slLv7y14RJkG)c@t1GSSgEA0E@Bzi^Yn3mNgDcBWw}_
zGL4=JC$ADnnD?0k$#hEkoG|l5kjZ7b&C3q<){>KVk0v`Nb$^yEu6m5RtnpEBYUPU<
z%f!a-^|j2)dPz%&eetBxk0^0-1+R^OAV64A@jiN?H`(zqE7>Qg1jgxg`hxrcV$g!B
zC#=51v#R1%(|4oSsD~s3?ibFXAL-zSa=0|-New)Y(s5G#(o>^=x8p#KTg2wYx-8d(
zA}^Fc=Gk&G%b)SA-0Iz3vw`d2kHuQW^bv5mIl$6-5(GZFRjgBN82T>ttx#Tx(pzc3
z&>i^v*R9=P5Hqs{=Y1;S1wi=_AV8!D(1fAv9?SFaRUy0scCFG;^6n2~nItZ*?5!k1
zcL^pCpycD(JA>7qx?fVg<lrx6BqGkc=i%ngZW_hl*vLC%%hQiOJE2L-^Er&1w$2*$
zS#VcMDo@iI`)R_L%r7JtJ?CSbHf$S{llc_AS?Nn_$v5_d_{}H;{pv$<uHA0vyZ7ZN
z&t<v8hqAi1GEiR6=95gKj(gZdxO5xEj&<`2u99BF>!vw_zOc>9RoGSy?A7WQAt)Hl
z^0blcfJ>gTUOTJ&plLGQD??1WnYB}aD@H>|e39i+s{LNf)LquF&-NX;%+K)Y>^?~q
z+aDE;e>T`>Uzhu-ciFqf>}CYWj|TS&g`O5#D&(=+EI&7FSzpzq2;Q)0G(>>h!2&`Z
z@I$yWzKz08g|R>ldr;G%LPZL6N%V+DPbo^YzA4F0^m>KFm~}eDCw$vE&r<oefTSy$
zQJ)+qrGVOCh@<+gg6J2*I&Gqdw>PPeS8?IKEb93a+L>|w4H@o}D02AggZGio)q+nH
z>3=+_FNS=D@&OThs9Dc|0O?mzcaN*H#2!o@HnO>iXq+phCLsw=Q;I6-Juc=YJxCvD
z^|~^wD1MZ!Otvf#F1}a=3uc5jv4M}Ql($a=MCz7wtnaxO6&$-+e;ylG-!G{&LqUe=
zp5*E*_WM&wMQ$2%m6&#XPN#nt)27zbkGkPH<y;XuW>8ykqsk=eWt2CyV3YQ2pU}+5
zGBz!T!-=-4nlTvvQX!Xg-Kb=tNsg`R-A-b2*&+w&i?&dgZQYZ|HW}hM8pdaK+q^Cb
zj})m?qp1`JePP=J+z}WSWUM`UI`{XTdaC-9)#DB}FbN`BGi|Xqu`_iy!%VaK)+D3N
zL++8jUU|1pmm=#kMk%qgI`Cyft(eCfQ$O}PG^_luD|sM~Fw{pbrL#f5EIcqPc6fLv
zk3`|-6sX-@lU$O+eR-TGl|>+Cy&~kLyF^;BxK_NQ!L_F4=?>8o@|5%O9Gti{>T4q2
zg6)pQoN@(y-LtRF3csq09Ty=B8$eTV{)7T>S!561$DWocAKpksLB10ITN4}!`_`Pr
z$YW&t`!~3^elgH9xXZ~vUl5?5q-}*k0T_BCzt$D@f>m@o7`#E72Q!fb`%hJlGMY<@
z$}eRPWy&~tGUL6VyZ;hzhKQ&wY?88Cc+w#zla;1eXqRu>_M9bQ{sa>c4dOi6OPfw{
z15=bXx1w8@RQ*38K<Gxk?I$h!a(QRGV&m+M(>W9F<ANxj?R|mf8zSn2mHO8Q$}a@#
z1ikr1`dvWD{Pga~%X}B@%ek96{NhrMJfxQ4RvN?35!W_`EvF1#tyNc4++XX1p%aZ?
z<Xwsh*N)12e5{vQvY=Jv>=*GZZO2uO<TtszUlczNI0J!&YhmzS?p%Uv;iN^B%MS#e
z%5>O(O#vg#5?k&g^|R~eS9DWq-YruKjC!i3xG0uA`=T?e=4E1e`ucM0O?rK4gxnj|
zTxwr+*me^HU|SE-OZTtFQ?QN!w)u%m)!5h=GX-y7zr*{tr~b94%aB4$9rI_qhLu(K
zBio<ji7{ea1FfZHN-!9!-W;yGl@=`9J+cfq<I$(-fQ+LxxJ1t%+x~b{#H_2A%S=Q)
zf(Crzup4|_dtwg8rjoZ^;z$c-QMvh-ohyJN(gA>kG;uz#yckcDC%({(as*}FDm-w6
zDs`OD2i;ARLR_Q}!zEmB3_~PtlkhQ#&^(+lC7@~jR2#4d*V4Z|DV9!)i`?ty1w0qV
z#p3hJu_g$A9zPuGOn+`pCZlQWfn?_E%bIGCX#>YmvA|i+5<j;nlJ4|0I@#%C1V}2B
zHd+lFR=wFpt;|%4S%%pP#uj2;O2MAmg6MA}F=C<VoHWzCqWeNr0a&4mZ3bU13c(AG
z8YCBjXVDKU8z8&gcK%_#`9yreNn$W0*!JAWTFA{hq2+J8`0M_Dz2T<;dCpnUdyuac
zy>0VB1zh%*gPk#kC31|oT+xTTqY*rVN(wD5H*aL71*81X5~l)?H;TXr7=@QsMzb}W
zNKf8G&-$d|q(QYvS46i4elo|wy~wn2J&0*G!)Gw_TScWi4&ZWOmPtPD*Hm#yvP!uJ
zw2SJG&lD*E;srSa{((l2D1;CkMhz)pYub=KV259cI4CyiAW9guaN&lIDy)ZtTia^^
zGl-?V=?p`(GvZ7$!QhC&Ee0@;rOw7nhNxn_)f1jTd&Rp%7Y%3jZVQntJqnk;U|K%T
z{N)|sukX-;%ttJb!0&A*-hWLl<!`-Pvrw<adi>E0cGaVMQwn$?Zo$Z&+dk}$Trm{C
zUJmdJ(qZPmdWa__p|^U<lYjQCqwc4krF`vK`djUTh!9!<pBIaD4a}zG^o=7@39HOo
zs?NQh!Z)a5mjkkrb{Jpfj20QXDYo59CV;FKMVWRC;Uz>KNA=(7+Oo29N(<iL{A;n8
zG+*YeMCZ!FEZxm<i^jRNd%+UND2DX`Q=-H$VS}BzFsfy}!KJ0Kt>HIHf-LM_8Wl#|
zL#UY#7fJJFh|oXb90+;Bi5bQ((S7IvhF5}fr+hafhA?I;>b&6{tK+=DAIu0Cn305k
z&d4A@$rG6Pwwhq_Js&z<KO~4j&^0&ejr5eUgnzt3A5fOSD|j52#=`>xoaeE$C2nEN
zVdnn?D;D9F%mA?BySo{XjFJ!Lv*Ii`3#aK@<rk=9maalC;KY<bC;#~bZroQ1;&9_)
ze88?{LV(Cl1el<OY%RxmN&P=DnCmYLMsqM$;g-e9)eIfh<3(dL!prjR^`yMTzxkkb
zNDq0NNAMlBuMjmjV|LE%MLT}iy}Fzyd=YzMH#R~ptr{~rSe+P5j16aJCw}o!{&)=K
zw@XP{feFbx0}Gop^=h6#yE#;N?MS^H--wRyTwcFdWi$dNvk%^WnF2*m#bI11ut$Je
z3x=o-_W@t*9zO!4eY~NzjsRU%glQ+yZS%szJ&v#jkR(Xcxj{;j=Dk21D3J>Q$W254
z;6;_ur?u5XMNdoOXlkSHX=d0*hDu#4GL1|Gokz48U^#ml1dqqxtDRv6r=Rl%ET$Wl
zlC;oK2VHA?r@Ko^aazm`IiQ9#!VCZth`0%gF`l{ROB~E437}!2gNY!fbZ%3?@9HH@
zz49NvXl2H|1H9n8e`(&gLT;XP!jd;J<4$eE(&Tj7`^#3NP$&Wv=IQ#<DdZBh?Vh%J
zx?5F@c5ytT8lA(7!*${2Wk`|SQZ9f!Hu-^f?xuWdVEG!BOnkHibYH%0EY|U-C<B^>
z;85a<mr3qf!o%okl_6`I#^I+bCp}M7_(CsNcbj|lZYva=6Ua0|kzE81hJrr=a`hEA
z0))2#*%I)|T#U(~!wQ?#bfK+ql(mngUuH0UF1Q8Y^~yhpNB%JkOH+jXfVKE#J+EW_
z?3GrUS4*gGC?I(vSylNxB0SM!`ee^*!u9lTZcl^`dEl_T$#CeK<38Yp+T<_E6|x$i
zr<Z=XoCs6A-|nC|&OLu7#ZwHWbl!)di7xBiBs8o}(wcYNdYbTbDcZgUKuKEp3jkPT
zvlzS}2COivGc!#mV=(D<K>>$YH9g+>xS|BrnD-}W0QI?oY*$Owly#c6=2@|3W!0nI
zVA9~6j~|;+M-oc_SYxdWFpRPq5TNI%Fssb82rH4rV=U3bcjGX+#Qsa1#8Ws5^#OoS
z^qRo~<vkIgE4XLla$g_bwsix%%3ln0GzCh@^HWCwkMox{Me)JH1s8!M90<@SM*~Q>
zmFSUx)%@9YFrX~HX`{zV=&5yzoAVR_id}13q!<HlIE^<!ZUQ_){cWRKZKjj5J?h78
z2oQ5G`1|3De%H*YTxr*AM&x}UTqP0ErH+6(^?q0%kZmvE+`nqLX`VjSU+pc93(MyD
z6)gY_^IcP(p+TvN6uX}&YV{pC0Ho~yN-B0sE!1^apcgM6C=^x2<Y<}UFV5ijzFS!)
z`hI+WPxt>5)BX3N`9CUpBI_V}s~63uKDS5Ltz5s*-j%CP_XthK1{{|^C|8E4aek7S
zO<!eZt)=WQ()3^(&I;iwJW4Ep?uBP~XJHnZgn{b|$0I&9w8=MCjT}u|ZOfp<pW+pi
zeAvq{)`;3FDM*yq`ta#B1s-4y@{D;=MP;06q}dqSMKkrMMwRFhnyyp`>Goh_a4C>;
z)dFsvQ7`f%lNk;Vl}!NoGNu7KO}^yCjJkIOz8;NbwAbYzEX;LjHO%6B)^tsXnkwy`
zeD<8U0LPZdlco_3XDg2C@_?s94>hP?^|~6SlxHfG&8x!Is}=@12g?;D2sO~fe#T<|
z_32LXs$MKl{vbkeFl@Rg<?3jSCV{`9nr3|0+{)>uew|ip+FJ`Jfdf97r^^b;V6ti@
z38MGi-x_g5%BQNsNAv8vrze$-rY`PZZrgNng(llaosZTY?1wjf0U<zD5to@-qbc+h
zQPT;F>MR6gtW&2j0<+@ujHrUB(o&AAS_)#Q)!Ay;xbXXAwwE3qfIE%Rq@FbRk?-(h
zYFaRJ^v`c3S_P9ejk;;T+W?w!>gVcf9OPeW_=9&islN~=cMPA6=MoVr>D!;=04UY{
zpIiN<Pi1AmWc*>K)E~1<e%n^%N)h0P-OTTYE+9Zq^rDo7d02D<$tF8I)N+l7{rsvv
zcpMclFyx&Oplb-wO58@14EV@MLxI}VjlUCep0rA+q{kTibu{*(#J-|f#{gR60z{Ug
zlxwZA*2RW{wyceS_7aW;#Nd@TR-$`dK$eDbt^7A+4c<+-cn5ArfS6)V!pNA?s)K*_
zv4pnU66R<i2``+z<vL1d9*y;(T<^K*A`Ck3bRd0=Bh$%}Fif(9+fE;&^g;vPS2Cw|
zMRuT=^1(~eXC5(U<2i0U55Rb5$`_A<{CaN(ysDDl5(oKIcP;Dlrk+i=i{cWMdtS0T
zVXVI7dO^<Sv1{{^`hC&u#$}}#uk7Iko%Z2e?NFoLw^Kb5HbIHnrLYHQUL^*-1w5DW
zkOF=6H%P*-`MUdaVB14?ctTQ0&ajKi6LfU8Uuj*BUt*R*eMiN$J51C!2~&q;HK0yZ
zyp^hw;cQ?t#BY`6C#4f^-ePGQPX8cxqwjTmkNL6}*i;QoZ13KIwzBMgyoMB&NTvkZ
zg@;fD!Q7a<%T9k154K>ty_aNo=lbKY<6&+wn-|gVgNugWnLQ65-G$?RIKYX^*25*R
z<edFvJQvLpkLK$begCwWXB@oJG>rg_k5<7$WKSmFhcBVi#36Ul#ySh5(V?h5U5L%N
z;7aFfuTe@Tj>{xG8TD|{mkQH8>+jGPI6$d2^EcRWv0pj&-8J-G_T*JcZuU6MEfPXM
zAe*AIM-8U0e(hkSvneLhW{3Qx!)eHB4jF<yIzrs2%c~r<-eyTA+1-b<jv1PKS71zU
zzH^qrM~Ctjbg>^Kt<C|a?K;XBAvs{oEiemm(Yz!4el2c3AG{_3neIv~dS58BIP3O?
zO_eu}g>4)w#hske4K=ymwQxT;u>u~l$h22Joy(fdEA2mAG*lP`#rR@ybzUyl%e1O7
zabjA|p8JrSQIv+0zl&!MW(M#hEj#oQ!2ZNMX!r&2$DbP7jVvZA$ucw3Pi=bJo>TNC
zEwPiIjdji|4(JswR|YBX!6h;DA34T%N)5X2c`W5w34q%bQCfLqoNM+9M}1x865bFd
zzm4k>ALc85aHeKW+0-^G9A!7m9nF6%I03$ix~QGZD-qKSo%(=+$&V|NY7D+@851Ys
zGQ0Dz<RCND%}phOktaE^;n^$#M9YrsmJY}7$L{jkD49uroh`9J@npsGx>%9tl4v_R
zOqkw7G91}5hRM{Su0GWRBnVjS!j=)uhu{wtV$-`UU$MS*Clj*yF87sc@_6!(uaWzq
zsSkW~RN;gIrB3PA6DrLE0Rm;w^~_njXBp<xZh}jCJIId{+V4*5a?Dg7>hp;{Ahf2I
zU542fStSNe063h^xkq^7(6ty4DbdN3cXmGeN-e$K%=-KXot-=}(j$aOEa)_j;i*rG
zSL0z@R)ecqQ_se4e{N{J%aMzATqZj<2qzX+5l4U`ue}94&l2#)mEzIwrKw)YBsG`D
zazYN^wRiu#<}nVN!VI?RfgwG8g#f)SRxM^Z8-?e$Hl5svI1g4d+=N+;1P3z}^IfO{
zQs?Hsn*AuT^GDYTu`eq+W==|EYOTE7L(0QyNGXm){WXPIg3C(6r}YlF4?gm~p?H#e
zH|FC54=}rIbq5z&1qE5@%&w!P)vMCyh4o~KadTykM7^{1PqXMNNBLUQpv$4hIXm<^
zq6C{3PpPu88wR3GE{r&}>}pW1@uT<<p7U}+`|`FO>v~Cx$lBzs4d-=|_n`Y6b2ALp
zGQqD--mQl>h27P1rj&X(U{i#Dxb`uX)ul3`^1%eTOc%ZLrWE7r#?oCMmC_O0_ru)h
z`;7f@7{pJ~=`U0YY_#`2u>|@_W4#d3ecer2tAXoL>FR?%s*HJ&yX+_bk#IU*TEHtT
zS$e%e->=<L;L|3qqeDEgOVr2Jg3n}9J`OrXS4HHn9tZJHvi9|GS2XME%}ts^_mU`A
zipEqVRvzufW2{_9-wy|4)Z|adWm^b1aafZ0c+b7R(qlJdQrd+|>3fp-aZO{)sa6M^
z6yDGMrii)RB%)(GQ_9opj%nGK)mJl|cUmeh_tJ~pc$AJ=dKvGJT0cp4<+L;~_Iu#k
z{i>@f7nv_T`hrtPt@v|<STAXZU1f-He6iuwGqP$a?*zkr1}*7}nWLLfwI*zBIrkic
z`B{Bk(aHU6Y1;XhO40n3&>_3hhAs;67}+lITuXb4kY_{byeW2(Y;zsqNFt*yHT%Q}
zQ0@?ThtU@B0oC<$Pvm;l&-J|(pqky9OQkbGHueLNb_(7WIWvq}t@4yb7LK~N-sH|P
zWCt9}y;(6|XScAUIHiBdIDh+^_m*IT`q^d`H1=-a)#Jmd>2o6nT9xwB2$lX#sWMlR
zv1O}?{W5@6K4|S!OcP{HZ?&S6n@r8F#`^JjMcX-Us@Jnvu&z{*g^jMZhY^howow7n
zNkh2H@sd;AKRAHqW6rcnQCf6-nZSc!CIFQAQ%BZSJvq3TM#^yu0(3;6C)(0<&fvj5
zWN>+7^s}YGAx1rr_kjyYi^NShHUjjKWzZ)Y0ov#+dMEN3;uyC0Meq|-TCF1C*Ld1e
z;~n6RyJO(l2n0wn(<zY}=F2?~JqFSr#E5!ffHxg&0$>ky)bKFbO>WV1kVVt+HVF^|
zuQb?G0s^G4G{q@y^R(b4rk|s8Z3kwr##?L2Ep5$MhwcQ2mV6+09EkQbLq5o<7cAJE
z<AbcYmTI+jfBwi?o+?ZC#DgN@5mnN*(c=%5quduE<kju*U*1a@JO&rKbHUgT6a$Mh
zQd*}L@c1tZX~Md9Zam31f(5sxzcX<vicmpU#8eM?nfXykFl*nm&YcV{c;>m7Q_q`Y
z89&yOJu}^ItRD1Ak}fT7^W$=;gM<V`a&1i!ck8;e=5&XhP{9#OktXf{oaZfj+dQRP
z*bw{m?e5CpN#->Y*aHw@N^Y?t1pdNkv4NKLUJF{#U9GqAF2b5A+I{cHbNkYbT?|V&
zv;EvG)J~#pE{F6B4k^9-&n|6rd~FIn5TI(m29-_^|IWCDUG<ZZxMV(@PD<5et}`=H
ze+M6tGb`66c|9KQ+j~qlmA5}qwC6B*a6G}m6+2T;c_GAEq-mj@6cNm>4rlp5q}q2F
znQ^^2o&q^)=p7y3C#A~M5zXLgk8*SMb@>(vzGD}Ucf75(80JuzD>OVGe@-4NF9hpl
z<Xx_sK(C|qf$`#&Yzs1OT%LxwxLBoJGq)wp)|@SwEA=Jt8*b@siSH8hiN>x=c7eEd
zyc=F%5!rs}&^JIj>u-Nla+ck$^UMLW#b%QA3`BCk4^<snd+F}Z!_#$fM@>U#8#C%?
zZ2MCe%OdLoVU=Y=gLbg9@Muq`BB=_+>q}0+766~)(;`5{K$QH5B+t%^t!@xzZ&6@g
zHYJtayz!7raKCe)xDQ8W1<o^kh5)tk`rLtRS&XTO5$4;K?!AtzMhbl5zV=EbF_Wnx
z=io*?cgcjuKtgS_ethE!7^`U|$%1<CBVcQil?zz_3RbcTP(sQ8uir{q#3lpdx~X@`
z)<*N+s=^{oqtERrvya5}C|kl7(bH+03QxkMm2<Q?pc8TNljQHRoMqf8TyZD5Ew-HW
z@Mx_8R^-0li~yY@ZKWI^HbJo+V?H(FoXwo_g6k?07c<yAp1r1iyMal4u`-_KB>?e1
zeaXGu<GH!JYO#uwb)_A2jlY}7vC{{=<RC1VzQ}r?ra#6mKU#E>u69i1lR~U@t*}(Y
zdkSw2Mh|DAxB4L}S?XBtWBoFW@#gAPmQ72pcBW@rJgzN|&pYgWk(60dPVIFCjHhm0
zPjEmd7jhxcrW^JQ%EH<MN}pz_0b{T?V(EX(YFV*-ET3B+da5$R<<F0dWQQ)aPJf)K
zu6A2IPO{?((*ndTPTM)QPG{J4;`m$R9HU9CeA}gLn3eUNAEY&^ME|8fa>S>CaqWro
ztuX$|I)6f?N4`Ht{=QSy$FkpR@{AKUAkr+IlNS6Xq5^RHl>c-lW`W9k>Rp}b@;Z}%
z6XEEN4^;NPVug9kS!3-Ac*$$5U4c(i+D@h(CqE=^<sxh&kBix>6i_pR%+8FTxSo>L
zm+EQPuv~l~u(&}-l|5E_n>m+TJRLPR$tb<!skJAD^iGw^M?r#c%;PI%Z(Dn@8<Q)^
zLQjS#+MjB<1mI+s;lvFN8HStkN@6n@r6^)bPWimQ+A&k6=p&Zs01`3+;rQAs&%1eN
z)die<I*}8sUc6qG7l40r;|AGG2Lr`t{Z`_NP$EbH^(5~-2i;!!D&-)v>Ss1CDAZYe
z`Ottks?_-4!@HM>OM?E>Gw-`mr^=bq-^AvMv1q1F=~@?M<*)I+u3W=T`k>?DQ=y=U
zt=(gl(?TD8cdmCmnvb*U#%=FcL{$<P^2nK}11;r{%hq`@M{u6J`^mG{k5ljCa8@tp
z=0i;rsNxe?C_>@hZGEmTcN`=P(gJU_a;H-&iK`6LjSNj1M@8z)FtqOOsjlE=npOoe
z%GFg?jNYoMtaGF<xqZb!5{JCf>V3xMgBTqQ)u)Uu;nbSL1ago!kS!UWkuQyRnnPE8
z>>M=hJ7s#Euoo}1goJS-JK|_1FgENyZ4W*_?tNw$?6vcHap|p(I>*it`OA@;^-Uvd
z4OUMcGIbNFM)|elWD|MH4lNJut_1Uww#NvyR~dHk<&TuVdplD-6zcN8C{dd!m-|nf
zeN1VuiJbpyf0i>B+<p5Cyjm3QXO(>h#E$8UC7^O&#Ye5(1y@TSZ{X*BK#gq*JqCCk
zIrt0!%jtUn73d;*NftL`4n718gSW@nFHtmj56s{)@n!HGFqDTSV*v1(k$?oT@d5)V
zTG1r9Mhd2Q7$j;w2tX^Z02twyY==Md{}0z0>pv~#pVwJNW-)(?xnD3-1`wYAYw!8r
z(@yq@`bg6XkvjsUOAXi(Ji{<@z?RTRy9DBngJHUzUjd1_?*NJ3e*hAjZ9Dy_d~?)X
z^#JuU4jure5e~~zKP-mT?DDG`vDA=x59Hz@%L8gfv*`#=cfKR#{FZkA1>h}hj1<Lu
z>x|IWnZQ@64@5uFU#3e2GZoPSg!;3_)<5nCicr`RoLv{?tQCfC#mnE?Wt-yQXUbj^
z_4g3wiPDq(fI@{Pyg}yTD&#0XQs}I6W1p1)|KTz}YNR)AgHEBm%0hqO-hM{?u#IiG
zyD`6WNrEB4PD2w$I*?zW%nl_#Mu0Bh;Le&PRBzJVHa-~!rpQ4RaBFM`Jm3-xM}Sfe
za%|u@(^`|gj_jd4ixkp&LDd_e{zCTr##IF9nfUpG;4X++TfPB_oBp_FV8_%}P}Mah
zJ0ErRo8gV~g|^>4Dt&9e8Vt0NHqUKZl$8KNLOx9h5V-$r@cZ6G<Tox}mf)_^qyfzB
z&rEWO4FvNp5g^fJDHyYK(}wLh0<?b)M5IKDE&@;5MPmbk-@*wq432oW5uj7pPeGkb
zK>fdO0>Y9_>o9X@-5&Myb+|IwZQC>DDDc31F#<II<!hkkn}Pn_yFW!cYQGYslruRX
zQROQG{XAu~83mZQNE7pJ>uQi8w<g^$&z=M;w=S&2uLkNj7q9Cvov~1fuGo$@{XKtw
z^Zwr}^WR9dmIDpn9WQq0v=-5j<Ih_f`PRKH<Qk}~<0Vs~WSgSj%g|%j8PQ4_SO&N1
zJmg#HX8~T6?Eqx03lM()Dr^6FUpDVjgFZHk#5>MeN4o$f8j7+qEG*p42Jywc5Z*x8
z)%49OIubmwS~bzu&vJNYKn7@;7e6GuZH{_`M9H??Qo!#pX0GY=V`$C>ZiDMhK<zGe
zM{tpbxCJp<(F5R_xjkUL->1;{9W7bY6e4=~s3PSQ0PzQN^=<_Mx*3}n-T-9y4oJB4
zTz(Q=0>{c+NQMzA=}KJv?^ZdwcXe7D!n>NQhy|>ZMmu`X59P!NL=&hr7?H#IVBYzI
zTge5eC&K&Ghx?3hKXc@^CbKYo=oCvY)zZ+0W}kdVMT>uZ!}6*f`HdaHlVUGr>9uNH
zzf^E*&JZ7^DKLV5{pWwKG*xBPHsEdM%v`y$+=`?@PnaCnbv_V|43EQ$`_v3>at7l&
zK5X}D?6bCTxy#}k{jFzeC1|!ZNI_T7pcv3z9962(wK*zeILUkn;KL?h8eCqr8rt~N
zj?eGeVOb@#NfIEhx`Qh9(F!m{3&lO&Tx;Wp#6?e@FeLCZ@U5&54>dlAsF&FnoyjRS
z)K?}>?R4V1Wre1rQc&UY?VpXa9H`>%MxX$ho))5U9{Q-6zo}HW|DE8?8vJ))qG|S1
zAn_{*uEe-Y#;qh_Pxv)Z^xrv%6oImeNa6iUPr$cNO{`HpwmnCl1MKVipR%#I7K&lf
zVRV<9fHmki4%S6&F*s)+le!oN48Zjw_;2e=euNNzb4_TtZT?XIo7AcCL^n^k+&qAR
zZMOm@j+pjQ?VqZk{}~GVz0WTO!A*xZAX1kBG3OeY8i_D9V8~s5qC4C`4%F@6jDfHC
zcb2Fl_-oj0`;Ud)xOgaC6^8bA?iB6C3%)%Us&o4w$4}|uggjPS;N_mWC2+A(d5V9T
zA=n;1h({RS<gV0@C6#I7Ry(a8(y6YU5IEMkuLAFjpO~CcTrEu(h`N1w<H@CEa>~M`
zexD-xCJV}yE@>loSI;%aJL@hhYTIF-6%;K&M^Qt6)%O0{F5i-~e#&}8DYUM2D}5yL
zem=KzDvs!)PZ)S{KM?AYklV5{+iEiR_Jz@1E*vRJw4&BXtUn(|Mg8r>cUM5>lFXKL
z_OCw(XWvhk&N5u_%LCn@L<P9ww;NOZT(tYwK7sl=BJc|5Lc|3&<6*IEL6}urqEC~3
zw!Ala+2-k$wVC|5wg_G4LXY2Y<BHF%>5B2TBnKW++WF5g!T`}v6<#b3RX&76X5w*H
znh@~9O|@OgULI_bwZ6w#j_re$-e@gFbc<>i9T|FVmOD!ql1Zs1jParG^1THjTI<sH
z7p8PNHO_f#dud&wHdK`)>|z05uHA||U|oJ3H>eOM%9^zz7x+^8&}Pe*x}HO154Vsp
zfZZ9u+&g829L;j4dvK?&rcGoha+}@cfZycWol08PoK`rnNm#;c5bze4_ZzZu_|R@*
zWufWEFu^Z$rG}Cv0rD<T*A`XGC`(U5B(j%bb!Tk%#=|z;JH*H?4tx}kQOka~8^j-#
zHAH>pwo6&V&d7zC(R1k3J1J&;Ln&=_^JBFFOvtaxVmj7a6vpi*aPfD&gI}JLS5emN
z4-=K8Q%aPFsN|z*Jm!oL5<f+D?W)lK(WWH7Gv`!sx^p_1B^D>I8;3OPLfq!0iUda1
zGmS+9%DWD3yZIM>92ug+=&6PTRth}6dQ@K-y(MQ{6I4V8suyc9>3<YHBIa)Ga7a&r
zCp&m=l86F7Z~&@?X@G4J??clt{-lZ}XD%<}aF5aLF=#n;0fRdN+ai&2^>Qr5#xNdk
zaBpFc(bKVCSYY5<^QHuH=C3wW0s5`xUd&p!7R+2k8!i)0CuN73^2B2_xO)V~n`K3o
z{5EH9nv~6H{jPT7(ml>j1yp@MUv{3|(%H;>-F7w#6GJv$yzTIE*4?t%hP)ZcakRR`
zn+v58$^xf(1ZP%{st+g|n;2@WW#_mE9rlEn`y>Ti)8^YeOsZb(IiD4Fj}#eR?_pd1
z!qj<9z=aU0NI-cAC${`IYbzi%;ACn|#>j7ppNcN%A2d*1anvHy2sr8mB0owEAF4PN
zbEN5OtlRgWzN7MR=0@@$zmR*SZ_f5Unx0-T-H$N5hWkS2waubd;aa%)+w{)qSU7E|
zQ!%iI23wqK)`a%!Lbf-Fs&fiUZKyHoN31wqZMCWbrf+a#%y3+8Elqr+KlJVeSpb2|
z-}Fw+v#!UAsXajhuleNycQ~QhaAJv;2n}TJ&64NUlF`D?CtFMR>w;lz@0Wbp`rWOc
z4c<A$dpML-5@-i(&ao}Wuv)IcIW637CG;-i*#ei*fNQ~}L7TQ|jbrwVCGncp9fmK3
zeTVmWDGtU{)Arl6O-`Cj3TJc@M()JLqq|0xQ`I}|-zWd|LZI2!MGf^5&egWUbE|8+
zNvVJ`>HJKAc#8%AQp!c!hU%8}ZI`^oA0M~|O}9+3woOkxcz-O{-G3X{Tf)E*?xA6d
zoHA9JC}ZngIEDa?t@Idqwo(ZXdFclTYLSs|jB{zra%^~BN_qk%S9D^KvAD&2o{FJe
ze4<X$<{tiIqmjgMqHvl)XPvaf2)Qu*sdousg#~dmBW4GW;MB=iSt#-a@<hGv^5W{o
z2OXfc_c}pZ(&d-r?{UWDOiooaF76cjc5RMVSf5Sq*}yciH>VWBGUhC!Cgoh$x6D6B
zbrz6V`on44)zu@GL~qQ`x@mh$dee@}j2JUsUSsCn!%&Q!4nn4<lCswf-9Msq8E*G@
z<PjDW`S5f1M_M8$6F!rt6MjtjW0jFworBX4qUbmsayT#vqJ1(3?-T!?^8UT=ZnL~u
zuB?b(QmNz{s3Vv_N{l@!=0EE%p4k*ZsV*-G&|*8ronepluVmCP3V&yRcJUZhX<;8v
zVyPHQ+Y%BL^x_(F36>aKtwI0lh2ZunN1JErj5zP)ijkugjd+zXrP$^Kb@O;5aw16k
z8yn`|L!}uuu^_*PY>zo+Qt`REQL_)Zw+{BPU}Exe%i%Ry?x~Z#*Q+Ym{RWLwJ}2<(
zApfVgGf}#aZ9#+)aFdviR9If1K4b|23U68@AFt=Mz+C8ZV`l@2Hs4L9&M}4MkKL@6
zdqtN>OU6%lH)@6|7U|a;tB^uRp_?8&#~1Gy%5j;25|PkxMo7NA6&O8CVZroNEv{(I
zabyLSzJdBBA53UsE<(O-la10!05Mg%w6bk`%-R&dT^;*WeN04jfwoSg?uE5?uFjsu
zCE(&z+_i{C)7L^r3)Xr?+KkK%71x!ZGRt!tZmvx(%eHLOYOJa+p=W6`u@ma<<06k>
zkE2Hp?t`quXsdi!KKOODPsR0?Yuwe<+;q_Dj*_6kYTq}ez$yVH9v9|_`ueE0o10us
zW13))d4Pkq5H2`?vYh$f@u!qWRl!C-TgLen-`mZgB{+t!58)>DK7f^`CpUnwG>{+~
za2d%cI8ccW<=<}lb69AeW&A0LhhA?*W^+}t<|MvhT_wK2QsIC(@){V&i>2<xQpL$z
z>*CjY<xj6J&60bahfeE|yLv7cdf$07#p}Eu{KXa*{L%9OeCY<{MQ$+bC;T}#?cWiK
zC+J#|BvLAFQX{LENL}4Qcv7yO6|H!|JZpx<%7RW7-+uq5{`ev#@pfAyS=kWVe&ftZ
zehK4bd2IhDw2vEnFqY`Ed<2Ll0tNh&lcWwfNxx>j|BN5a6Mj_y2$?V3X}o1|a)5R`
zEv(SecK0$(=N?Bl@^w-z$4+5;6#&r-JWjc8UYiw?J1t{pqs`yg%R%LEBV(~y^d1_D
zS*A-C)0F6)&P>r-DWX8$m)zoola`Rpu@45?-NssJuUI&kK8ev)^+F$CyClSk{fo(i
zq`<~>+4<mZs#AEw3V;X5>*je>!JhxCH0FoSn81CYs1bZgaXkNLQyBv@LGHzYO)Cv&
zP4IeF@DWk598lT<V9X(>fW&}80HO@2H?aN2Kl=Cb@Ao&@6B=Ktg89SnfbdENTy0Zr
zErlooCJ!U{=eg5A6uzY6FOKd1_wF*V7s|}Nd(pGH-6dl93DJ^#80on@{KXt+la9=g
zwKth`r4qT8oMN1)d1l$`5uZXPEc7x|YR<aAISRn810iRII@_uY60@J@l$$QnNxPOG
z1BE7i2S8=liNV<oaBB(*r_TMz2Y!6ZkMq)fLAjhqMN+T4@%G!8GEF|uc8e~WxoyK=
zUa-TkL>C{=dPyDhj%JLlx89RwkbEF9xlBhD=Mrq7nE-%DrA()0yg=$H;n{dA6=}sF
z4Wy&6-DR~qZm%+?Cd7$a8%U1xPg*X966`cVfC>_SMG0!ngeUOs^w~)8w_S=j)0z_i
z;t3)>2oN&vnd*_!agYn{PO$JKD(ucaC3qmk1So9@gaL5G-_QFWL_g;5m_?l_eH(v=
zdXmtyEWYG`B<zltb>7(<FD}cWt?N>l4{Ypmt|LWyt`h-aRbcXgzi<9I-)g~3(Dpji
z6A7vvpa#)3ylF$R6sYuR`??p*H;kK|7EvJg0c@<a_dSzJea9oWJ^p^!FN^(entdZa
z{;yz-)q43Qb~3lbZK-4ftf^+Fo)V|$Hf8nUT|>3h-;2rrdfB8v%IY0~`dse>_%&)s
zKH<N_sg>keqiFg2VVF{yOuCGqb?|cU7aG$eMr7M<{bZc`JWC>U!wVzjm=lbT+di2p
zgZ+KGY3l%?3yp;qw^`$Ct@iY;xIgNOcHz9Q*hr`$!T%-wW7kt+Dho!ZzSdx-LY$ib
z+WkK>!-D1e3=0eMwEE@U$AHi8`+HvBkH7m`{QGky$5%t@HxAp^YT+NC34ib!k_M3L
z7OA#=X$QVU8CQhZ!e#VBjuL=GP98_H1ejm3==O`R$#Avc7vMwLBZG`4C}(~?ZkZ6p
zvYS`mA&?Le)A6-We*j$mFKaqte^}G;+mZfg^xs_jK8x%>oez#Y6w|<5B&t|9`t$&&
z@r(DHRDW@6oGxl+me7OaJf)gA*<fsg-0{K0HK$8Qt%kw3YVe-0^k{~A5ISnkiFf#(
zSGT<F6{^OL<-8sG6-Mz}8pn!D3h51%V$If2x2IC*Xbfqx-wc_Cj<ZlT6d7Pk>^v)I
zcj3ivf7I99^8o?E5uosZ4)rd*Sr3#U=G4i6hDts@RmLMj3JndHSqqn>*77fM#%fWG
zr@6lp)5%;SPcaxo8$~ZZ829{I4eoWlZGtmFWs-Z5Vgi)W91hCT{RcGLGtRlY71#;{
zR_PXFE?2e$pK^cJioY?E5{rcu?J>OK!nn<nI5yO!5hZCApU|N}JjM22xFeDE_+<#i
zhkX3PXpT=F3ojJw#(6xk@6K&`Vmb<sj@WhBL{s?tJdZdnJ5ydU@irwEcs8h;JLV-$
zRmvS$_QC4S(=W?!jKQoVe1g><g#}d74^%&xkB^g_<gl}{iF`H+YSg0UyTMqJ9u+u7
zGqS}s6&k$ubljOmPj+ZtHK4o0Wtz@YM()NuX&dtP)@^w@oskM_*){HRKS4pAH#G5*
zjy09h*9OncxcRtwUcInj7x!KbXKgeNe*2nf#y;8uw@?Jg^0vo`iGZR5<t`hlwE>xh
zg}vQn6{P`FxaU@$bnJ=tF;$d}<qjzMOqD6(slAljZ--%zPD?kj#x^O)LKOr0WV;(Q
zX0Bs1bOk3;?=nl&*54b>ENtSt`^m%419VqZoBxKlVNx-8+c6VJ<hPmE8?iptk&{<v
zVNG~hpsX#cWAr?!0JpeMP-5&@*mTd3^=5G2oLPVjY54jRw<(d=A4SUf%JGWP1zG#T
zgJrc}*!^By@5kRUKmRKWJNy5S3tP9kqA@~uY(%S0+!KxS5!!U*%O_tFx0pFqlR~#t
z)@N32j(X+b*F9O#@ZiJv4;lUGG5YeuHppkx(2k~Gj+N(ci{kKPHq?if!nW7$Eruq0
z;1+xA*)iLzW*ad-jd5+VZC*dp6IdH+Qx7&jY3SH(FA057qqCRH!g3)1ofaEnWjoTW
zAa_fh6yi6y%e$i*6Y;4|n^Q(UY;kEwX2%Y)kr?CVs#Pgx@g#gTaPrwof_o^I*}HdU
zq@9+qv8nKwLIlV{d!k}RWtyH#iaf{3WJA&;c#DJCUWzZClr=e<=w3+foP|e4du0nd
z`&wB13?Bm?TBqWpW1h0230?iR%sY5{90p?C?;_$<53Oto%N<J!gp{pnUY+owc5=?Y
z1e5{sE&Ow8Pape;OrtqBhr`1*&9L|Khn82iW{v5d`Qo*l(9zZjFsYb3v~|jUUM}EX
zd#h6J1nFo@p<r#)GM(y;8n^`zWel?G-|<po+wLt^RhjI&_1nFX;M>y~&F?=}Jn_Fu
zoT5VBevg;rU~_4f_ndd&GwgYVTB+iyriw)Zcxvi}{zhT04ELMLWEs@hpl~E*x2~Z&
zFXbnO{(=~8&b*$<V4kG86vzo3H?>LAQ1+LnGm@nBt!`b9#SP1EL1u>C?oLfeM(fju
zIBhaw(#6!oLe2P!0uUhSvXLx5oebAQa)(=A%2VutTz+sd_hmX)IFVj<MS+8W%{$Z4
zU1LS8mTU<mcKT9(GuH4cPoSqf`HMZ6A()u2ii{@qo$vS>Q{?ia22XX|Ld|5n)%#RT
zVs3FRK2%Bh>jqah|D-bee>?@%>(?o$e?8Uv$I|aVmBsphNQxQ|zqM@>Hkf$`>|m!M
zpLV5|I5|6~G8DX=_D%BXga2OgY1y(vxrf4YueMX-+5$xuu#;Kwrhc|o;z@|v5+&KX
zY*WbR%IXJ2Tz<l6!mosaZ!GN$3(abBbl>#5i(ANM#S9}@-p7uy$RcO8QdFREpXs{I
z{=}2a_QVy~kDK@z7;?LM7JUXPZ5m6aG5D5HUG$ePB7r0ed_sIL9z)RnNuGWyfUj6A
zUcBYj5Ps5hokx(Vm{mylDLsB@en?S;*@YmmPdDa0(K8~c53j*r@B8jq5j*?9e&2V1
z*wca<RqNBs?7+QeN}34J<UBrjLkmdXZO#)dYorGdzA_*Y>A9*Wdf-Vibxnx`aAxKu
z1K>WUKwa^b9C+W?jkzE6M!>Hs?cAcCa`Rd1Ad0w50=DP&e@hL+NdLPZ|CSyaf;SFe
zwV@~Ii<d$(Eo3tEV9OO2GgJhKlE><A^8H)#eY-^dX6yes%UnayO$hwtq{ngb0<HIR
zD_WWJ={vvsu-MV!AIKhM0xjxa$sX{}qKEV+(PO4v9X|cAF;N{O1bHPT)5QR7H?#6g
z=Y2+=TH>up<c+@1q7Sg`<H0yWN=qR*O^Yn?Q(dxQFDl~F<K0Up-+m}IsR|JEG+*?;
zB0=`@p^|SZ7KkM+mV!7t;<aJ=tHhN_d|+FP+;#t3<~)Q$8F=N<0vYC*T%66wBZGy_
z3yrLO!yCk8^g=V1u8`J{E#xa;T@7y(D=fVBCTBt>D3ZR_`#QJ%B}}&vE3n}v()$v6
zd+zK2`yJ8NhI@4-R+B3JsI{Ze#uNray8LI(K=LNT*HqBIl)!lds1@b-3UaVSoFyzh
zgf#gcv+PbJKRjgZa@cQ%1t>1+`8$f-g;Yi?=~0R0PhMu|NYQ_IL6@UG<=z^V(&@{G
zJNc!(C&x{D`9bodnF(2a4n<aickr;fFGM?j^=}s<{L9_E$g|x7ScGc}T8*Ra>0qDe
zpCIY(ZlGEo|F7EKIxfm>eIFh~L_sB_qy_;61Vp48L|Q<)K?wzh?j8{V=@L*-!l6@?
z?hfg2kY<MN8FGMOd>`HWoa5eSpZK2l^ZN&;o|X4n>t1(US7HXi|3z2GTaLRCycGAM
z^Z94qRnUf}4&;>6U%3^+S<d4qN)abZ`6Ug;0$`Rcw9JtOk9Qeu^ki{b6#}_=JqYRM
zh~t2#jWG<IZEjMbX_N^I)UV2uMv^xL1uI959^8uccDNre>oBObVY&#j4IE_50dUIx
z$DESCe2$|S{#?=@v$F8)Gdd*ViN%eXY{e=Ud#T-_eQ@$#sq3)2zCZ(QuU6&bp_vDt
zI2aeQz1cc=&SSjA<q*A@xdGon+FxIKMq9a9X^PONNnO?}TJ>Q}N6g%l5K^fUJamrN
z<lby?adFa5fIsJ7?Vxyc&Ytmg`EOEj5t4xRe7WtX;|y`UQ^?&IpOKoXA98tx<+`I<
zy`G`X6_eYavL(G7t{4~Q+Q3turV}K-Bfe69n@V`>F`jOjvZ#jUl*5h_pfAV%XCc$_
zT&MtvhIiMa)dF+-o;1MsH*5&CQ`RVO56192XQ`gHdc`PNtX9P(U{@X5l&UNpHT1!#
zcV1deVf=vy4KY7ZAzv=ErtjZd1rV_5z?dPHfN&sV^ADc^2`!hpf~8iifEOr1DRjn_
z6Ha{GwHPAkP%jM7L+qeHDhnGU1)y6bD*y@zpqq3)7g{YM!KjG?fd#U6fUM|1Kr;c*
z$$*-1AtpdB6F#7h&;pp`c{V5T<br&Au}2kk`1voa`~u`lFZBQBG1mIpv`FF$B%|&^
zS8tW*NEqRykD3mCi)W6+047FOnBsSk&rcWW_<wfF^C`W1bZ%HF#rPL{;@|9wz<-$!
zLDGyih@E4e03IMK>bC&ojec<n0C|6>6MTSx0AaMnJ|_P|P;SbfwDAPVv8TUF{KJu-
zts(qV=xY5qvJ@NQNAkPpRQo>~IA0>)>=xM?Oz0?Rs`08b*VkYra=l`ZxCY09AZL4m
z#JXab;(b0+c_iKn82(&BTq$iV>|V8)fe}E$CoF(W<}<eO@EH#-+Htt1qG~%iBJv=s
zob<~*bjX180vL6Bb!VSjtR;;XRbG2ue#p#NAp2{r80CAxYc+x5i7X-+B#M0OPQgPW
zt695HqCtP<ZEodt4m+Z6Z4Nh$%5Hg9iI`Mx5*m-k+4|hpzhZdQF3LTdd2L2~4at3P
zRq19ee)B{fXBCYwvQ{X1&=4J68&BqG<&3~snoOLNRw4a%1hBN2L69N>s#1z${Dp)y
z<xNi-W?E@jn6T}xY417hzJyCZeWcWU{y<>CkRiAv9RUqhwYm6mdYzbcO6hpY;&OVo
zZf7u}fv>ZQk!j3NhR%4p7+YE95EnXOp+^0b<O?){A8&0c+E<gcmpMsZ7e6v61#RR}
zji!p3Cx&d)EMCc*F%n1KXY`6Q@qRMcSNI~JVyNXw4n_qjchHy)sP|j<RL{?-#l>rw
zShDm@trLKJ6w=b3B{2vsh`A0(CdSz#uQ@LeZ{csY1oT1}y52X5RmJmG(OWRMnu-({
zv_KG?_Ku3E<;-i`9rZn>voi!~CcAkvA9>Ab1Vx%#`h6td0&*B+Ja~4lxM^Q7<LbOy
zsSqZnaNSchCwcyiYJPIYwk`#^7O;PpXSS=RRB_AHp!i;HSCq*67X_;$<m%Ewj5bOW
z*VwGwj7D)(nERa*=Ki-hYox*<@g~zptZ=i)`s;{(wl<fUZ`OxNN5rhQtWkHJ^v_A%
zPJ)IB2_1bl!f3UP`%LSu*i|XtmrIvpD}DxH6fQ&a1ee;GUfMr1oYk*CrAwUL*o#)k
zE4f{djjS(IUEmO!VR!&0@nc5G_ajcpJ7ie9#*kTnlfxZBazb4M-I;OIokMR>p9URk
zmve~GQ?ee<HmF(PD92w)t(pRxMw1(~wH6h6Mhura+OD<j8+ShwYx6Nq3CVZ55h%<s
zF=(YRo#HogQ$#Z78J4s3B6O$$*jfUB?d%^_xHh3a9b^(7CSW)<X@$(n9q3x2zR!#;
z(l<;R!%A#$H-Lm*x8B6GNwtL+xz#LXImfYcqW78*CSJ0*;0^HU5pZoH+WCPKaR=Dj
z=4#j3^Or66RBBcLgn~8|Vk3{Qe(ZFLaBi7+wkmU~hprXLnHTER@i4KN(pD<N!i;D{
zOSBufjXA#fB=YQv*^@+(5}x@OY?u)AkfIuAUd!IoFpxs-=sJ@3A^h7aQFcK(CgDds
z(j}?=Yx<3R=)}^X{facj+2vgXwopZ}tDisg<Ka<>G6?~utK-!jtQOL@K~O|qJ~c-w
zsVr#X4fqYt4KEj^{T<YiKSFq_1sHi(N~H+}mgZ0e2PQ<MI7)PMz73aOcEebj-DRKo
zQknE@J1?Hjs+6Q`XT%`cWO3*#dumttTn?x7IoY)>X@;+Vh<$mO^dOuqUY_XH4>b$q
znLCb;4#)X|L&i7oKM9O>+4bd~=lpo(I5MX5Io~oSvj9S!ATvLBrLpilm&Q(R@|TxY
zAJBu#9O<Y;zem8KA*=k;|19uz)yJwb=EKC=VHuZG8+jg)*g^s(4I)kI&A|B{?m4vR
zKC`dzzIUPY71hy417k19!|3h#Yv=E~$S#!jr`;aM-ZZ0-T75JEoKirdMU?S)(;^hL
za+(0WVd8H^yIUt#X0MekuVMH_2<oeF2{_c$J4j9__)D?GKXNf|O8tDe>F2YaZixYt
z3M5r=t$_Pn3k`_D72v!%_cOWk*T+nTncP3b*fSmO3Y%e+1K6QMnc2{J1K@0vLfpmx
zDYo}R5`n|-85U9pqwuvM-XIrdL(j#Ocbv-S&%d&&Fg4rMGkUL3BGT`HyN;GmMfNiY
zaNjc-PN*0TVH9N03ANBnnHLwMU2USP@E0BO_Na|cOD-ixeUSdfN)pf%R%|o2?D4d`
zphk@ED<N}ItXp=mYHPUcNX;C%*8<?um&3uw$T`xtrNd1XPS~$weI60={5<0B{(i)9
zj%>7)m%cKzk7=KAZ66o)D5H9tHzj*nQy}ixgW&u}!d$`}$Tv5hYu31%<)^wad2*hl
zr&IT?tHU@J1DKx+vS+yc;(+=m*W91JyYH-`p@!4uVKXT(+ReDi(;-EcIV_+v%wH^M
z|IEm0+WxWq2j2Cqpzv-$1^JA0#rDo`-Q`%NMXelvb$nUb>-u4xc7I+e&sJ}g|Fh6+
zvmL=;whxtem$SZFp}K5}dy0p`m4834+7*nG4}87p+5R}+VAN~u-$n5=PGDwOeM(WX
zj0Ld#zRX32o)OXN;Rw<JP*?KOaPU66jTwdt+F4g1GsqIBP#JqxA5D!TPY+uJQmSFU
z&wo*)80N)fkj)07`0m^X?-;_#tLJ>S`+aV@2)5zwyx%zs`eA;dyw<K{*yTZ_T#(;a
z83BQ><^s)kZ2yMyL^-6aiWZo<1SHlVz^^=JSsPQ8>&w!W;h83bR!%O;Cxy<{x`zbb
z<L#Jn)mnhbtN6LfhP@`cc*lIX<GcI=dZ;K|z{uknJ*N;SA3WcNP)5b*{S7%vSzS2)
z8F|l+yI8lqeXQSz@;C6At28}ZhuQIE3>ep@ge@E?Y!!Dz6Dy(b<RaGgBUClF=Tye1
z)@@*)?Tdm=Yg(|)rOK$4cIXwa56<=$e&!83HtyHM&AL(0bJqC9|KW~-cg4G+D`?ID
zlUh8dBAJ_OK1op3@HwHEEvQC@DQGGZNaGPhI+8U;a3>}vCYafJ?$T@(x4opl{F#q2
zoB$+4_<Ud3Pslm5{9eDK%d){z(tWG=hb!LD9cOrI7KXO#;aBsql`#Pcwe9m94o7=o
z;=$q!86ZM>%f+t{@O3i<&%Cvi+1HhZ@3T`)JIhp;<(x?eZ+|;aDu0os!7}DmN*9&|
z9>4~@TCl2ld|yw9Wzb}i<MEr8M_u^u;s!2Q<10f$e2k0T=?&A$9CK$BN7Qp=-KYq;
zd!4J87%|LMPf!D?j(Pq56b|vK)|GPjPtL2n1Btm8HE4B+#-Y!ru!WZA?QCx$3`(-n
zptsp&pV_XQPhxsTvtQtdKKFE#i)v1;T6AWsFR5&8q*}F<=J;EaYEX%S@esk8P_v;!
zDkOKxzw}W}gnG@XYF?U-q(%#!JcS>OEd~zzDo&6yXEtNnk++`WIQbp4uq{RxN2}g>
zuQ_NyxVz)l+XVna!qIJzT>sWvUx=-vP#4czijOh%U%nBt5VBBqd3AN1EEl5YbjHAK
z_EZtxcD<LsgRC!DX&sr2eo7NteEM91NQ!6`9YrN<&U+`aV~a(;**IS--SiUH*0<@(
z+W2I9ZDPAU>xh9sP`+d02kv;@jRbhj8v%%fnAzA(6DgsjG;j!FWshWs)Zqs2RIK+=
z!3LU8pH?TNNhlO9L9_;otf@IW*<m7_h_vrH7+^m)-9+qG7sX{$MO#@V@$NCPwPhWF
zJ^IMwiLV8|hqDQAC7Uw3VyLQNRh@EZWWAM@^z3|Xjv^b#wWp^DP}eEfKSRcS^g`V%
zn;-<bbxDvI4xKla%qW*{E2Ak5^QFLzrPU~FdiE@Avya-vh$ic?5offTWI5i5M=2pD
zCVK{xyuck2W#xMFV}jZxPj;HK9&>#X<47Q}6j@)T2S!8P=1%dYa3MA-4<62Zm>6FZ
z)kzD>k;z>{aS5XGbTqJo`6Zl4XlPN+sFtaI<vLYlK}pl@uu>=d-~g<=e|xF%1_>sM
z4M3U#K;O*kPoj1|en~&I=Rq?MzQC&3BV(?%c@y?<L2J@j;3Cv{B_Z`yM&-3A#wKut
zTQ{Q#Gn!HWqTe+mk&Tc34iYJqA3fld&{7XS`LZlhoMqC>{4NrzJlv%Mi!b*-9Cz_v
z37?!*37fG9zj<f73s3qw>-gJM4;QQgn$IgiE2`;Zk#Sd!VRdt2r~wT$eI&U(C322b
zU=H)3TuJ@Vn2S!QArf0ncxITkf;}u%{Pa0U{d33w{ATzp#U)xEX+q`F;A^PTdzu*~
zBNuohEyDM%m`>oXW8S-OoM&mPjSLi^bH7e1vc??U+MrypE=V<*{qj&Kj;nGnQ;GEG
zLe9N0jl`;3;nvF`BIfR1i;udS7w<}3%;)SA=Ppp4H-X?tXMD`L-X&zsHq8L32}X?V
z(6q0shDn7MSvDhPbJJY}<&c^zi!Q{vwX^3Cy~+Nql=X|2;T%t+Sl=W@89cuu-GdLW
zuR}OSWBCwGmre9HXzK-&*&e0I(1oz(GvPN&hVB*yP=BgJH-$kFd|w}Xm7h9kDV8UE
z1jvc908KBgwFt`q990Uf)ULB@NqYC9lo1aSq)WbaFR(tX$|`pK5MD7fcpd9BTpnS>
zffe(#Dd--jb9mgAPqrl<6d3f*2c8}pAn2uFqOG(&rCQ@~*;5u@vQM}$fDdB;^ZGQ|
z38&$9`!-*_XXR@IAkccmRWUh_fm_S5VyKl?9L)pKfCRkv&?Tf5xl+1uT6(aZ8+}7q
zPzRL$PDxfA+vlOpM~3!~dm7bLe4Zr?ek?iJYxfaMcd_3-P*J=^|7P*^IVqy~l4oWY
zu@0v?6T3k4I_V@A2M0pet$9-2?zz-X!Tv5@##M#ZS*~HTwi7?s4c(BXg!BAu&LRRq
zXmh;mX^d-!2h4sc8b*J$Eefp^D|4`NoU&Cf^o%<>w5WL7VuIfpF<x>N5`uZ_Brb~t
zU&Y+(K29b#y}30z>z4=XIc}^uW5*vO3u6AbDsM9u4thi=)4~1s3pM5P96b$NTj*2a
zbKB?Cu|y5G>f08wNQByk&Zk<O+KG){pT5MxIEEMIc&7|~f2pH*t1}S+aa{^~EM`^z
zq@`uEX=Uvup!Zjl;$_19c=F9`sXk)I4edA6p1pbhh29A|SmARg*}^erEeY-s$Mr~#
zynu<O`CM^a+C+(hgc`MkUyOK+=_fQ#m^ep)e&ecDv|Z3w8oWeFWCN*NDbv^TEvaTO
z>6W_%TVnQXx0Q95B0aXK*@r&=JLrJupxxa~SNC$!y^A8}eRVl}`_n?6VCf~A0QGO}
zp?47vl~>wmYYNNUbP(&y%@+ixBi%mi#l8`*?CrCw)8wLQV(aSY2|$(!rp}07Z*eFR
zhU{H@lBNGyE?b5PG2s0=rWYGN!dWQ(t*emEV&258BQDCQW3n^TQGCHqSMc7kl0$BW
zgbTE%|7K%$Ayyd9H0s_vAppK=QrQbRZh{+09T}fM(=|-f#NZxPFoTT~xq-L-G``-W
zHVcUouZ}2=cVORaJ%=}~^9f|mllqQ~r+E?U*N^P1pw#MaId19+x|SiAuYNniufphM
zKFux^yT)F=d7)ZN{aBa}pb)zOBu8Aa_v-D?#a$a#onlLO=e$^KpS+`bW0kO~*vT{A
z>%$6islJw8P;jz7h2D`%FZ!W1@%uI=7uUd1ctuu4O$EV@@zHhGXqpry22Fl~w{Paz
z8I<_*)|feAg)El~Il5WK^x`3FXk#x=%~J@*b+gGTVPJPsbxQF4w__h<eHWs@PyGrF
zYJ8F)P-^$k*^aPs=PWs8O>{5=>y1puJn-Xi&g*=kQprqbUAvuFZ7OyGSAWq6Hd-V5
z4uWjF8S|5K6YouZi<&hM-%^(r)e~FDEG}vU?g=mBij;5@5q+mL_HVnc&+KfO!t$Wj
zZ$?jrC&T#m{4;oseeHLouNu{P?`-oUYrM>r7?e>uy?B7Vh;}cX4x@w>VDTDn)rc@U
zRZrW6^S;{tfMe43WPo@Kc_rY;x3nN@^6H<A9KQ5KIwaGqlp3zy!44y)nzp3aJSP_S
z{4zW&YzFwYq{*#)8X6li4Qwkz@0zrJDy>vtSr-kU%r^B$S@Z#NZ<ez|`1H6Q050_G
zvx6G$)BaP2>t6@hg@bN4>|nhI0hFOBfFvwGKPx83giF1w?+zvUeJ<g<M}&g`m(f&Z
zo`@;Oix>;Cb#it7WWC6Hm1W7|-$C_|j|m9l!%84oVN_hJ=+39~yVWW7!`-vNyv<nk
z1%(z9QDU?66_fH;`uoQk?W&h5D+v)@8>R`9HP1MezAd~vw%l}{y@Yl<>78Dk?Bj%#
zuC3U&%LXz5J8r}#wAe$Z1uKm@nDB*CuBt>mQ#lTgIrfUc#Gas2R<Qy|I;m^cx+mGG
ze({$@8Oy5IbEma?+#e|2s)_roVXRJBQJ;KGv8;`p+S3AX9K_o`3^IivPkZWZko+jM
zWKQlZIm@plS|4&;msZAr3im&hJhbr83qD8>*NgADvNe!^(AUqhckt-<QqW3k!|ti%
zc|nXY0Zmhqv|~K(bQc344T8JscRzWuJKY8HH6#j0?23x_PucCZnDvVh(s3W6L6lEI
zw1c{t)1}mcT@SzY4GHw}kgdW`vR|gozjfWtt(HWVaW^gI0~h{pBGCOC#)~bD*S-3t
zOB6x`-a@?^irEeh39<W>!-k}D6pq&wnbx{xz&k`=itL}psNm7v?uW8qhsVd$ux3(d
zb?fh-!|T9QOcd7D*1Q;i8>POb5@y!i-gKf=&@vTSP$!?o6gF3;L{goDvy|Mg<lzL*
zvCo9CeC)SZ^&J;qSK7Pfi#h%9ma?6XKZ0Vo+rqwtGH}wLB(qd#7k78z>{$peZa*EX
z>eVm}C50lMu7^I{i>_F~b8#D)RdW(u!3P^|h{Y7Hyk!bpj(hQe<Ei9xS5tLF0~1yQ
z{uKSRvG`Wh`F^Uz$6ZHu1x}VvrW3FQqowUq7`>D^ENfJbclyMhJ*j1XI@bcLU(LzW
zT5u?h6mhxK$7A2d&N@&3nVG#9AJFPj+PJcjFxAa4w%0P`oz<W%wv4sblx8&ad3idO
z;b(EE)fnu!cqfz2GO9~9ZtPiw-Z&J&da4_-ESQ+SMKD!ic{*$S-g_+)mpGz-#SAbp
z+t4w;ISv@0p+8+r0WC|?Vv@dt3`R@&8=iru48`Z3)=JHR0aL&$aJHwwasW*imWPL$
z4tfAK59;qy=d1Kb*EZbyi^$YpuD^RbuhJO(WwnPZTyy&Krwpi7QuSFmZzzDho#Yi+
zav(!Cy!{|=hp0?hXUQ_}TrblV)t74{MpM1Mtm)P%@`OyBysi5ivn95)jJZ55#1hxJ
z7VYJ@HiwHlg)S&We#C+RKnlT0!ASGx;)n80sF)~sd-YT1qer6^UXSe$HI8F0m*tye
z`^-nX>fGrHzg08jXW|LlN&Dg(oS^pnsZM3=6Ln*1nne=B{r>tD{!Hl%68?mTW8$u*
zX6xi@M}}6<N1l#m2-$p6V$|3ZoXxl@3Rf%iMXKzCj9~6d5d+Xvw%i%z@tPUZ8uCJ%
zD}+o=qI;%o<(l>scq@9Mj5#N>Rre;kEz;YZC*`O8Mxu^ocDi%dYZ<epTK$Do!uux=
z1u94`cIrVm9D6S`kl52%;}1Np1^N-;zDz5(oDIqEWoTEo%<OYHPo&Z5(ty{qkWz+<
zD`7=#7YmG;i&(+$n8c|`OWlzV$bb*z&PQBP&`#Ef-ahGEcE2QMsAfSPIO=q8v|)H6
z7-N;O=Cn5HXKGS!(9Fgf@1n$(&l;}^GAreV2bjh97>HjOUc{f?Db*~&M}k8H#E#2%
z$gJtEe$Fbh42wRGPHzAsIh0KF-*V<e=hT?JGTUWW{|++w0EAq0SjwPX<-?_T49dp#
z>pGB%RuvvCJ1<~y$GT?W0W26-v!SeyAJY)q*N30`+K@iczt+R}wM~<J$;!&<wR8ED
ziN@M+dxCzJ%k6r5njgAEhtrYN#d3~2tPqtME%nMb%SI|jQDxu^CgiJtI~aLk4cg@$
zmpsBVBGc*<?Q~SNIB*V238iBQ02jtJJ(_-QvL4}n)d>dOu#B}vhSB&ol?oLv>UURF
zz?#14u7)}-zzt{~6^g~qLgy)(e(;|Eu?X47bXlQGjiKIhPS8JnrGULdauGV%zk<V4
z0Wb|l7L%X&ig<|nd$vtJ3*$d5`^v5BrSxSbM0P#P<%&yX)5U%E67%@OBdxK=FPAwX
zby35mV<0|Y<bqoeB*(|VsnyH@{lWF^<Ryg*D3wAHnc;5bb8KoxJt*?TBd7V8ahrJ_
zbQe@2HvdWr6*R-xpFd6NFE3|lYbsHXwj_ah@u)PUAr~op*ATq2=hBERcU67BL0B=8
zU_Tx!*nQlyiJ_f@(`~h7$Mysx%?P8^;RvNlM-3$v!_+rv?5N6A<P5E<kY?m-HaC|W
zZS4y%j!iiylnR=sWt|Jx=7@}vluEjuq(Rwi+VZ)jRI3O~y%Fc-*lL(m%xSTSB2U}&
z(!j*C<3~ucVd9V%UmB_hZ<Qy;T5MG%6Em5)YmA+_notLc6B7pGhJBsgZ)Fyny1M)G
z%sL+G4MT|ML&MZxiC^SiNpN3!*-w#{tu&o`z=Fd!eZ!8YaPC(pXZ_rQCpH1t<4e1x
z_HXZp&j;}8tNWv7&ob_B*`cQs8I)n?=5o{#(hOWu>wqcTO>0B!{#WjbV)DU9<#DFh
zKj@yPpI?Z>=tenJSoA}*g3(FIHbt1y2cxAQ_P9%Kyk|9Dh`gG15cQ;RW9~}NNJRu)
zgPxphgxIO|Q9WeB*jG=r6bjhq5KTw7aQAD6ZgYI;hmCc98DnR|mVO5*KT9&{E%AF)
z9sNa&vzV=Qy`|*ldu0_jLR6jvfsfVuceMWR1e40RbWwSV!wMjxbczaC;=cHV@(JMW
z)RgJ*nrdZh*Bvs|S3Oj9=&0`%OI#p4EnX)%-q9z;s*dr0lk6zPJkvHY<*l+RCs=sj
zpwqB1%BvKq!(sE(Fe&L-nwM)^N@W9*0BsiWgiMvRGd=eir(M&mqi+6|)Z+XUu2~j{
z=A_;3?r<`tOLT9Fs_o3S_MBXs1lBz)(T3Q83GASNFdVV(o{VsLKlmt~HRV>coUX$8
zdjMhk;Rj(&R_&<!w<8HOo)d_>WtRlyEsOgiG>|()#%sMy;cJRXlg0~{g<sOw^l^lk
zpsNKza^vA^IM#}@>BGI)GzbauA<A|9T-{#3YvWCnLMYaNyreWYYoMOBcelGqo_^>;
zmPh4~Ej8_P7uGcXs2<1H=eZPcA&>!pFL)gNAh*So?6t|PiC=P+v)}M!M|vuk@SyF$
zXN)VtXoqTDlFna6?=65*r(5N_%n>@+8}p=Uuk_JSy-=2yL+@saT%>LsqtWA~n0yIU
zkW%Iv)d^LoRkq<}85^SZGz^1!%?1V@^@~sR?|B#h;<HDl(5~0O?WeyfQC(vo&5noB
zi9vZ~Lz?jk$`_}El{z>8j3banfICvvsWL?{6LE}Y%*>g47~k$QUnz6qUMg3@QR@AU
zk}|8Eg@tlCB`u=Ji`p#R1l0kXv+;c9ewYlN)x}{gPV{m#&0m{@MHYD{uCy~4wLf|<
z)apZ($*>8tOV*1$cAoNySJxEN)0^M9G=<SpI29F1+kJY^WV&iLMRx2=g7ZTM#dP^6
zx}>E0(XVOQ^H~SsZoU$p%GINeNOGfrI(<*Zg`x0W`#ZZEi1DzTAiY!5{L8wyhgwFR
zCQ0;5LL_aJTNi5R93(mZrln~KeexgF;!dtJkXnSMh|~oYV;|Lqk4>1^NK(sR5mOUX
z^^8H_fBM=Ko-}0OrFFluGR*u1x8YY7IU1r1n?(B#2P@EP*(S<+ZKm{<Vml@7!X<)N
zmF3^|g4JNV0`(?~MNTq%O8N(JM+zgb@JV))S>a(?*_tmU#9*xr&2YnYF~ywVTfxZK
z3rZA)_|vqzjwH5#-=om|Z9RACXSvKlK9y|St5P0;(GTr>AAbjl9w7O&D<p2U8GQ1U
zkcV@odY%q{sR83^L6$>?w&@nt*DjG?l51C`dvR&97Zb@_#6yDt7BlL7rb4WVZG2QE
z{O<b^#g$zASiafn7&5E~Kt1i~mS^7Zm5b#okKD(QS#+YjPPFq{EDT+;(gvim3m|M7
zM{~bz*GV`$vtUhsyCzN1NQ<#Ol^ZQNkg!}a{JMOqI(G`5k=Z{#?yN|C;V&r7|C2l6
z$M>qRk)&`?*j7gD5>i33C}UJLF@M9J<O~JmpPeHqn~XX3jKE<ink;}FGu^9cCs0d6
zn)EDs3g?gf4r(L-|Nr^?vLY<X<HPM3Ihx$ZM25dP`6W1CVG<F9=;Tnz&dGO49*3tT
ztcpWIDcTGfdqaATe?;LTVZxBjAC2yN`Ke#czty`KFH(dpt6Fl&*d8>M5F0Pg?=B(!
zBTm;J1CQ?MkLaffJ^Io{U=*v+AQ=wYBaR6XO-k_Q?s`$La3|(+pULJ@r0PY<f~(FC
zfs3p<GSrc74T$vM0nXM2<=C<6lJ@G3?HKli<^aj++K}Cqj--30Q;SA@T+J6rOnHOS
zebRAcJmFINVt;>1^1YH4z+5fj+R2+VtZViba4LrRX#j4#Ip8dBarq8H^Fv#2q7`tV
zQBnZ4;|8D`jOPuj$4f*WvwYj#!8~YW2Q(!#;OLld_<7!wV_-m#NGIS#e{t{~goKP)
z!{Q}^;w57404-KQ#+;GRLUF_Zgjg8BsrO4;P^B6lqV*52DjtfL)n8iJl2ffLT*#(!
zY=7}(*usM`_4#={S48?{n>32yQMJ(<6QpAAzb!3Ve0_5yP$9=3|IOy+M<7M4lTuHs
zG3eo_15b&WB^A0n+W&c>_V|N1BGE#Qbs9@r(6Lx6qhxgzruF1(;a*GLG|jdPNe>-8
zhh*<A?p)(1twh2KZ)oTicT86dwY)u&y;3k+JEQqnE2H!g2=6(sH1U7hM1TEWQCh;r
zI^!z11A28H4lsW27vJ{>8_9J|Zk;F+N^cCo@1l}BKzGHRA4{(qsRL8GDzMJ4>8$Q7
zoLehi_uKIN0CE30!7+ax>jPR27ln^Czf8l<pQqtREW_WYA?e>v!{6&^kPjM(R{S{;
z<rsD3b0F9Frz`+AQ?$TE6gWorpyE8*>eZNuUsd|11%cR=AH+gMsvu1_<O!{2YIcBH
z!Qjv?(CP<`x2nG2M9Op|l-JhM+m?#wF8N88qh>ZIi)S`ZN-9LR;tv-WgK_K8t#uDI
z!?P(W`7~4>0~AxQDPE?Hl|Lfvoud~w5zJhugQ#%OeHpoUvDxWqH<!XFD1dUG?WMR3
zI1I~~yFSeL?3H)KjImQQj%l0@tu{I1-b6rlUb^v9UAN4h^Blb4o-iy}u!ENQpf&H@
zbMUV-^uNAVP`=%803Z$UnM`-Hyr8(V?TgowacP&mlup&N6H3ak!~b5!Pa-3U(~-HO
z(YslA+BNd3m<2jt3PA>7eNfnI;jl5d+hs}2?@Uq!v~PVKkqF{{S`WpMfvEwsMuo3Z
zJAh7x%mbE;0)USR<n*hb?n+?_(u+p7^}eoq{NdN~|McsM-+nFmS-sldG}q!ApFE@s
zQ1O1P8jvPG;F>1~)&_zySiXb8VH^CXp+AcjP}h+{vjK>lrQSfqf~g+B?idpR$R^A-
z{b&)2)}9cjL-tr$FJdAJ?%lop<p~WFpzP<J^aH$^KJTMr=JNq$3au>vpRkiAI7kQo
zTxjEs;Z2sZ(R$xJBg3xuadHmlO4QWp8k7pnP_F<~i*U(8Ajm@jaPcU>ZH`C^$2NVh
zTK9W>2Vt2dfveAlm;&fr91#8h>`Q-ZO4HA#_&-f{I%!br`Us>M#sHTe7T^>(VV^8L
zI|gHQz`vIbwC9gyU-<WBum9Ff|EB=i<&Uy8;!J_9?~fJt*yC<^J-Kog6DCy!i&#z?
z*d;Ayj?PqMOM#H79$af1Ga<3;rwl@XuNit(wH=;RytxhLWVMG2F=)dN9L#?MrTWRX
zTR>Y<k+bT-?VCR<Yva&hs@r@*qP1TlfD`bdq%S@EEGSmQB?H*mhpbD1*tOuPd9xED
zsWXft3WlS041}%%+wT#gsTJ_%h40N_Od1IQJ0-9K&jFc0L{bP33_wf*j7$I>7APX`
z|6YVT#w6|6B0;4;0uIuC4>-X45pb{%4Kt-K$CM$t1MH<Eh^G{pgWK(ttaJ!js$@+{
zv3KUq0Vf17bvtd)U_6VV)&F}V{)c`H{%I(Z<`#qkOK$0Req`Ztu2p=iuo4d1$;;#B
z;VvzP)s&}*%*R@>Mg?(_nBRWv0+1jBVZHy#y!waFbChmBh}^xa^GN9_fRB36KIdnK
zk_+yYxm7_QolDqre;%AilW}$V|H<6^ABTnWC!Xeb;CIkZQsLY6EM4j3_1q=v0n{mN
zkM1PV#!ssm3er8g3WL`H)BXoZI@gssYzkP`h^v~L_9>vJs5t~+G5B?6K|Yj}D@~|6
zKVkqK6j;hlSAIZHY@vA02*5b35atnKrpEuh1d^yU0ygkuDW-J}A<Y;pXK5Y4K3uP4
zH%=>=d1aDkmaM9;Nn=d6(fa=kEn5Oc?w69ZZdt=f4ViLR_3=$QoYH9k)`BDeG?WMT
zk{vXZsp5~X79v0tW>1^P5Hf5iprZH#gEi*NN&W1+&LnE3@Y!dESPi+GiX9*7i|ZZT
z^A)`Fj4-+Cqc86XSB}n7LV2~(4KXa96%eVg3jZhd_iByNKr|6VhNZ8cCZU(<aw1_q
z{X&J^YR~mkZO^Zo3mO%b4HchL9#v7xz2pem+qy25?QH0m#yuwBZzhkM3+K(H;PBuY
z>bZkb&Nr(CwJcuV<z!aXGZ=3|Tx_U{zgQtMyDs=9N5dmT-oHtXje$>9WA9qwqE7>5
zTS--+mxW=n`Z!O5MrHgLqdMO}qW1aDd)?9tIlRVum~|ZYZ3#CFOf_DUN^iKG^LZ#n
z_H3&;phB`!{mH3zjJ|;3ltx8;b?uAUN4thSOMMyO#E(~{m^l*@wBUYnNX{rJg|Ta@
z<)2<$zxAg1Q(b*TjrN84%jPvRVg_ILy|8lCMvY~zMGDX8?Av`O1&$BTE;w(fYRpx?
zH}Q*6sU5So%c%@OK8iO{TDpHxiqAqgyKKzfoo3P3;6VgM2pbbw2;q5G<Ew>`QUkB_
z*5P%ZEW=20(|GV^>n(+EE|R81xbiiudXX$*t%REv&&?fX{q_~XZ8Q4$fCigWZhjJ*
z>3v(y2$d~YS+q`6Qg%U3rj7sk0fh-T-!<m#W5snbSA*gLuTMLzN0PTI#xkOLIF^Id
z1zVE8TyNnys<KE|PPaUbnY_~l(=a%p9IKiIk2<V89#w}>lr%r4vOJH=Dd!X{+O&TE
zwKX=H!&-s^uMf+72G3m((?-%9sCL6LxB#2j4bwEvUfeZkH?$Kl?O!tkAPVw`j&7h}
zUFq!|AHr{k5y`KqD0)-iA(JZ0u+r$+vV!%tE!wAvZg3C5m_Bc<5Erq<J<K>jWagal
zpgfSmiP8c@v=DF|+Ev*EL>K$UoDtR4?mF{1z|=F>hF&bHwf}Y{vWD&iDty~&TA2i&
z&TH@MNlY}v5&rGH#-W(w@nI+qLusZ3ciW<xHn!D^oqC{#uQ;Qg!Jv+K7-}-I?Upl!
zXbRlaOL`;prO8aWP<fnfhWqEuEAt;WuOHPIa4e8qZD@xt7<}G)qB%gk0CHbML5Yf?
z$X?DEqV<!sFn@x+B#&L;E-`%$7M2o@Jk^Ml3xK=i_tyQRH4!;pO>zysMl1!B@8uPT
z%4GnP{c}Zz&s!;Vg<cVgL)fx>ThgiPlE^w2C=vbB_aW~LYdkkS=Js}|&rs~A3{}`u
zz&hkd6nJ1SDZzKDwDXwC$n*HLv(IN`zXXcAMrSYEp2Cn8<L~GWaX$=n(n=zrpgeJx
zGNgFgKCLnOSDn+R9gN(MU@zUu_-cPO_x!zk_l=~4HKirO2JM#9Ve8|1qiazDOL<07
z;%bMdim^3PejZbk(FT*7BALE)=|69$f0zngS+Cx<FfKB|&$f(Cm!VR|Cno{Ig+3(>
z+1Admbx)KLSLmgN8pjO!;a=X^n}cOj(7|%4qh{ETUT*!k7IQLac4_HB=&DO7d8<38
zo_BYj-Cj~zHi~j-cqQ3o{~aVb1SkXNGHXW4Ppb{-Qt52WpM>bWBDLM3FbTaa97Dv3
zVL@toc}&XV+Tk~B<^xliuP5)|ZOTjWnl_8-#X-Qk`r_2Mt-)Q&jn;;6a+jP`@!DaH
zR7Lg=pAN1-9|EY!c8-qZbg4%ikn4o^?siHyA5rGV<;y))DP4=*h_(J?%Dm2(883X-
z^Imjrj+mxg>DuRw&#Q5!EVhs2ZzfH1e97;;w7}4{B2D{R^Xj|b0_gt%5%R-SbweEf
zG!=P;Pp`hQ{A0b+N|`gm7j}`TXs4?RW!OA?&G7EgdUe?Pq<hC%@V@Kh)Mu_wdBXQ$
zY<XL{{88p@CZotP{@%oz@?^1_(oRl_68;?^Ga#-F|4SpA@$^O-aG+c}zbgari1G~R
zb~3%mb}8KtJW}a)MyNDWtO@T`s|;bK!Lzt7xp=@f`w<I>)XfC|E$pKhbXC>F-MhM{
zF~I0OM!&=;*8hhg;!n##YuMP+f1vKpUoAwf<s>n$G=nVt1v##PE)d>yO5X@p^}~i%
zJ*`8wqbt7!*Q@D;afYsud{+S%|1s;oD&Ihe@h<8htC!-Wqd-hVn)ry2Q1V^$0T(0t
z&~}CTX19Qf4Ufp#NTrfwS7vVS-Fj8<KM4`%>yPOEm(-$JqO&lF-OxJuRC8`nnR6r%
zb?f$dJ&9@(diZiY_Ga2ptNDTr;m}cLC&ZbJszmkoZR0Hb7eUKkGdxT#Zr`;@9-96@
zFWI>i0Lv@lA;oN{l#jUc=GZ31uj>vcDIPg2G6pmS6Y)88(}n9j)B4*EMDdR<J~Q=7
zP#)plGSeAjs`MVZ7b>2fv0o$xy=F3Z=OfCNidWViN+GycyF@EUq}aW#=5$5iQqXHM
z_+KqsZ2=N;>q)JLRg;PJBv)tFx4LKI>)lrfck_{Ow+Xk>tp^P+zimxFn-vT^$S)7w
zPWq)sF@GDcqAjToTE>FaB+>Wv+nYK%M$4?1(>TpT`>JS{d`bV&@C#qYBI&FZ_j$w9
z!i@*3k2O|Ic}HNVmng4M=_syk?pre66tcGJ*Y0W(MT^C(n2y?uni$GDgQt@O+)v2j
z02*Z#oKoZOL`oz4B*)ZlgD3mI4NRJH4Z*r}MO}=NA~!P|Ad%MS`!l-jzk5&F>SqD)
z4H*>yM0`yrq$S(c=@Ci0#@M^?k(*q-q<$pQ%_$&N7M%2<*+GlcKA9ebPr4?2r)|=`
z{SK`NH|#O6|61xMFPKs^-ty(0AO@~4SZl0}EnjG8+w84jM9pZqH-FB@Bn7WqHM2LX
zF1yH|i~Y7je+JR1mvD3UCqkDbY2?bXy7Iph&whTrnFgmbjN=awfEC`l|3d!OTbQ~9
zk^!O-uQ)089mLtIGqCh6iyr6Rr!XI7JE)4<{Wd#MydB57Yjs4C;LA%qD%?h@ZoALZ
z8Pgf8sYriK<f6Dx{`yJQWK0<Cu=)h!2r)$PskYwfror>$D80%dtbx6SBa9oK%<!7d
zg1Vb-ke5g1W68`nngK}Fk8YeAcu;><VDtR|@nB@GhVv7CPTq=R_0&Cz>`jshcG712
zMpM-7M_kaDntxWRQ6>7mf7g~&mG*sHcgAH>1vS{32@s>HuyDVS^=is9@)PQC0e@G;
zrmxGROc847eY^H=r}~7MDix3B{cYw@p{CzKPyJK3NF8zGrvWa`p941CHcWDX=M^eq
zefgi*rm$Awm`4tn&=J0h%Lb2DTpd+m^m^$tCZ-b@>PMq?2lgEMFO|&0b)Ql*Sq4%k
zDHx;El@I1RKc`BMFrID|=NP0Gtqj~P**vppExi+YQ|**6bUuE(Eybk1Kvxl9jcnPx
z4}vHspke5u)Vdmo+!H`$k)oAt?h$4L7TLS;R>xx!%p9&2@`G*Q0MFD61wCUv?W9KU
zIZEbN3T;m5y$djJkZ<VrV@I!`0irEHcTqN!m1Yz|_2MKd0OlRyY3QoX%=o20y^nc?
zW09~0x5+5_Xb$=4-pWmf%sEP3v-is{V&=@fX6yL+^-R6PR1C6Hil}pp+f?FO=Samt
zWIva47~)e@5`RLpix+Ejb*akOzP*@1;FGZ;WX%Jy*NP%q>m(W&t;a*<h4#GV-`q~!
zKS7%=H0#vuk{HekXezdh+AUVhi1y84n6KHBMT<oh)Lj6PtsIAEB3ZS+V%;dEXENni
z@blZ>jeqE|g78h%SE9v?Dpyt5B@H_7HNMk!Sxe$;XzR7Xujn)9cpH0-`7*Y6T}1p*
zp%HXLqt-u06#gAlW`v;pV1rXi?+x9&FYdUvE9yD(ZtQRYFtWVdYv*R@Ol0U}CO#Z9
z?__{&?@Agk*U^Y`W*V6l@6)OldERy@DO<2Pz|W9GW{+VdvLJV2^43t(qL(>EvCTe~
zt}(U&lkDl1gM1-yVu&h}@ywL*>P~6*?lF7sIr664&*xgfsO3tmyj?0%KE!R5Y%HL|
zv%Uk^#tYA8op);MJV*GC`3E=QpPqjUo;dUmdMcS{q>h3|WOv6K*d(F4Una(BEuW8M
zRF@EjP2JkY0wINmYH(pO$4wrLW)+7>)vUcG-vvN(E#Dh&+?u(K3;YgZkq7>mAL05q
z3ldrl&yR2U--@#xzoYcba$Vg;^x14_SI&eimrI8YkrIWevS<c@1#VR$w1Q1n5K{eB
z$hCieiqjH9?9xgxb2DqCrt4;#APFMyST`pe#S>#?FP#x<BRFSq&tm)WPN(m7Nxxei
z#i-i5N+)9G>?_qWpKaE8M{7!4+iNM84)(7wCg$4elC_g@uSja$Z$8k)kCne5QSf>!
zRXtCbznlYuziDBB)*n6ePd$BLw~O1E1^_-&wl`8y(Sec?_TD!~WEeUYaS&NYTnQ6M
zM`Qn7t@4*bHA8Au0fzhG>_z=odGvw(vt_>N$N?H#YFc^&F17g4i|1@AeUWoK*azc?
zVENJxB@5Q99p!R#C@yg*LZtXU<vt(J#C=^tIbk%Tuv~ZfCfmrS<(S2o=?GOrlrrnm
zg#$BbALOh3I+_CxcbcsmMibhs$#@qIHNK@~Io;l(00m`p|FggD9GUi(TOINB?Pukm
zLoPY!^Y73S+#?$*WAI5IC>fTf;O6%i?1UQ`sStZ{FR}JeI0x&p<ukeG+u3pRPia?_
zRff;b@Kp-Gz8$&iL}2(^V2gNqyVS0!+s-L|74GHNaXl6!_?U+ldKNeZq&C=Y6!rp!
z&3&gPAbFAUi#xqzdl?6+-L@#=QvGw|>v-%eGXtAYl811+!zxz{tnHJ@x~S+NMRukU
zyP03ymRPa~(;W$~5}X%vP4Il0Ks+0r3BBdreI~d^Dx!f-;eGDt{wnv<lk!>~;eEo7
zhsBvX?B6;c)d~BGskow6I!9<8)hC#J<~3D%<bl&K^a(Dangj<v;AOU}tC}jepo5u1
zMYqNueo`^m(j6glbkgr9m8n#n^L5%u+g};oVvU{^;WoFdypgFHL>7CO=;ZOE^<r$>
z#5<vvSEFmkBPB=dJ6gu9$d9X+C1-ryOKfNEKtGEMGW)uX4&=Jnr=XQyT~6m=@;Lp5
z<s2;)XUj1AVpTh0ZyEQlyMO7qL5!yJIJ&TkRwo#qen=c4%vuh@BW9Wet##R!+EZ++
zfA%O_sSU2oa-UIKa=#*Rz?-E^OGopL3f$V~eVs5jz?Q)mM+O+owaBvM=gwX1W3qsz
z#-;nuxMIdX*rYJNg~@N^0?C*3*d;>l0|`|i1MH<#Ta!)F!YOTE&mGwWMwvlVQCIb;
zoP$-yo_7F7a{mX+ih*cgq=|q0+-9d8G=FMf`t$(HnFO|=1&3WoqcDUzwk&O)R?pUS
zRr=`V+nO?r2n143?PJ(@FW<0QQpjMbs*vF4z9r^Sr7HOK$x}V+c3FaCIweLJK3Lfl
zE*3M<5bdj65uzR*aHGcSYj!yNtH!H=q2?8EY>8?-dvSeXu+B(wM|?zZS2wlu<i)ir
z4=LpX>n(0%ZPL0hi&5B%u$x5q!lrK}&?!CR{5Cg-SE@#Ue3X8nRPk#M#Ot1`_t8aP
z!W~tR<&|7btr&pn+e<WZc-a?6-rDGSqiE4J-PQXpKo|>YETNM@y+dsrPDa+6Bqcjq
z$1Jtj--yfdXy)oukS07=ml9rV9j84CN61m=%IAWA>Q-gAMd%4H=O1;eWdMv9x|j-B
ze*o(hjJ$zO8lb0keF&Jr6`S_)Op{3FpS_R348s7u>&cgYr)T~7J4(v_dOeR3qrO07
zqOxdQ3t?Wqbp{Do@+vy{g~QE=R^*iKut{&1mFuk@?!6wOnTvzpK?U#6iqUkqmtIXM
ze!UW8q^>4RO>K)-z8qQfcF}CIiL7Z=0niBX<-otZ_Bmwl;3*v0)Pvvl6c0VsLkgW;
zL__DTVgGnpYT7{qTi>rE{9k@z^tS>_O*&j>1;-aq<3Sawy7H4xUcNe;M#1)&V}RPh
z`uWp)7=gi8LU)UXFt;zUJV~@_JWr+xwZ+N<enmze>=jDKdA+dcn)x6r@zfpu;}oHu
zMHu-PsHPOr!Hs^fUiLT1GOe0_+s(iKNa~mV|27u#KgZ>_vC#b4nqBag*{ivI7QmAd
z_#x((*A2cD=ILM8JV=VPx4lUYOWPe!$N&#Q^YFt2RZIf%rQkjN39o<wGa%JOtS{No
zDZ>-nSg}b1qu`PdD7f#wE}5ec;wNH-Fu6LX^ilK1OPBtm_c6MX%a!aOD)0S-$dVmN
zdch~n$dO~*H4kNg_%If<&W>u<L8ge45%eNG4^N`ggFW;4)iRSFJoX`NyHM#qc-2Od
zrA*MUAyUtYQ99No_p9O}*xA^^j}+x>t|M@sA<<##T+MBS_LAE`fmiay37BJ_`cCPJ
z!khFtvw@FI2n8>xQB9x|oiH4QXV94d07h*)xNbJfvymph^YceByi$!#@1H<hqfyYD
zY+z8L6tL_&geSHD#`T!L%4y3%$G4fiYo{B>!^><(<9kIs7>!wy{jnw#FW`|1W|;pD
zQdI$jk2WSB>LppT=x`i%c7R>|`2?K$A4P!!alb!xl6(~Or|O+_&8}dtcrU1GwH3JI
z3q;jxzB3hcnP3e70aT2HKj5nW*9KMB(aoAe{h^}j|FNHgES~>)@FcU(=1*4Q>VA$z
z-b!6%RakbK*Fu!{Q%?{Ppbh;pAX%aF$w4f!{7FZj^ET+K9JJ4z!zHtq!N$9Hu|jOv
zTXPg2;C8PoqdrKZxm&<opM^{st7))>-xQPq^oS%w)z=<A{^h#x;Yd~ub{$IV%S2l*
zwJj`Nl-1NW0cMN5*#D4?_rnN||3&haoM7Mr!?jLx>ZDGZ$$`_yJyA4^k`f|Pu_fWX
z+GS(K@yi3-*AdRK-SgvS67_m_>-joAwJ%(b&In<AsYmFIGHdbFBe`c_Y`7!BVeiyk
zbI3r5Fh2OW4r|zSRIbY@w$S^}qt*t9oZ#Pw4fgW^eKQoS9=w(howoq|K}2FLxD)_o
zR{*SuL;1UQ|MwyX%y8q+85VEHo#5Pqe=X}DH5~Bl5ROw@{5r$cJmgp*lu#%DP{<}U
zzb;g0hga`_r`sDq==c{x_uoqga`RuUfnOKdSW`V92||898twL52U`9hJ~97TXMbEV
zg1le<unhB|2nCFkga8;zZ2P--4tQ;7$Fzr#5UdVV=^gDcz3cSkBICTk)$X>+IbqKY
z9~mIF6w$ZPZ#l%Lj6>{PSe2v<h7Iqp7WbYVi#&rCGD18l$CXoZ=~z;-6*TqChvg_U
z-~5-LyZ;i;f-$kvPab8*cyCCu-yQ01f2DFGD%QR|l48L_X5RI9{FzQE0um*;OoMJz
zd`m5vMJCNCgW_q4)nE0P<p_OLyH`rCxLkSc_lfF0-r75C&4%ef17{+}8F9KpjG=8)
z81rkYkhbJms$4qGdP;wGv83eRhi&r$z{2K{02Lpwhigb*VDA7l>+swHGr8<FPodEZ
zyi=VccQxXjMDg@EE}nlJ84fz;X_dS?wu!q_+2HBuBsaZi(#ayCI6Y4;K}d)yEgA}W
zB-1Uy*)J|02KdG{Iu>jfHmMq#CY1MQ-?M`{ejo(#$^&stmo<QxPy9bC2LH|bUmN<f
z^(kKb>+JYTb5XOb4PV9G2^zArUh%grwYFTPwOe|1uu6z9lkws+kz_@srRUd*yDHHb
zz}#C52rr8qQTAYUbZ7@(+=acj;_IsL(SOtc0xN@ze`}mMz?J=Li~n~F=HJEPdI#tR
zlO|lIF=e5>^~*VehKi=QF3w-45flML?Pt0bGR+x;8pg9#$g!b{i%c~m0&JB@)|u3C
zMNheRNkL0(?&4?@Mnv>Js9Z}0Z$qUnE#x^>0&}deM3m+F(WuQht$*vsQx^5b>2snN
zXmkfZTcG&y%H){r{>p^>&o?MM!2XaBm|$=hlP;I8XMc-Z{=yh3FT`n1n0O5N9DE@-
zcM6hh*eCd<>d3mR|1R5|0ucV_$Ko3!pZEKHRp2i}RU5)rA9&QfTEt&F(S0uRui%(e
z+hzf97}eIOpa1dxiX~0nMu-Sx$RR|;m+&v*i*5)PMVL{ndRC2oo3i!THIdF<3N~7n
zV^E^N6U@)FnQVu<%uQWN`|?DhhBYc$3~i{Bo()NPTIDcKYqhBND8I!kT46=+$ln^z
zI_oltvf+Q{+x{<o;2c-D0T;J#Th@x6_XWp*DYkbcAL*p7)Iq|B?e-;%0IT84n0C?P
zcArl(;PT$Xs>mtDPYCl%@7U)rTd+wU%=w2y%&w(YYYA3)oZb;R{dD7)j$yZ``8%k#
zd`+A$v%la@{+&eYqjeeT3pbirG6zc=K##EsaTh`#6N8`?c0Jd>gK|D3BMJHoR}XbH
zJNUPJed6Tk^(61tJy&Bm<sp<9w4E5Mzk%2?-JDq$mB{XI1LY`L5WHd#$)|1;rL`ec
zqSYxq^cIV1N)miF&RCAu<|Vnj@(^CHlBMo^rJ|vs$n(-=Ayt>kK3Ru0A&J1L(Y+!D
z=2>Emj13@HF6+UOvxU~@u`JITAk$It-4Pq>)i?X4T9v5KP`j*X6?>}A>nxh#Jr~b&
ztn*<~RHO*KT-6&@rX<KaiC@zgkdqRfNdP&@&6x1sQy>Kp$tjzksvSx9tSKI@!envf
zHU5&_iif`%XHI!q=LW)Dr4dma&=%~iX2p6LKkjQ4-V4rWkASM&jVf!KhKow>Fa+^`
zdO*wz!b_NYPKZz{SSxj#w0}ujpr6&MR5?$eeO(8CrtFv&G&EYjmur|>M4Wz8d`Q%>
zd2mB_4Rr3m3)>`%rbyXsqML-a>J?>4(%+kc_*l9q9xa*PocQv_HL%Wke=WLVy*yP8
z<UD%;Zs*=a+-6VkdeRcr^$B9e9os3>a=YDy#Q0#j+>hFsA4eOulB8sL?P1-bd7pIL
z^BxH=$~rC%epNaLqBa1~Xs@95Y0NX&)Eh3CHImE7#-*9u#pg5y)bLlqTl%zpjm$9y
zBh-p7MpQ)>pX7;8%!YLeK0Y{|t!PpTl%^5l^Lph~31{cty88UdEpPpFex(7>3eDPN
zgiZZ}**o<i%fxa+4?t7OS;zfs*RKq!H%wMlh6{#+sQ=0igRlC;Ivx{lqON0NORTs#
zqH~Hbt+t}(V#c~RQiWCmV%UT}s3Y^;RL0@OcIIP=?~GW_Z(4Qr)+Njpo1n&OrzcrS
zkTmw0V*@)P++n=YYP|8j<`swGpmTqTp?0C^TzyPuWp4XPL&s4FC8B9$OMhniZaigO
z%)6FYJcrO&uR#XL_^bX~1R$42S~S)B0*sCWH&@mtQfcvCksG|n`e4skJbHJ^K(cgM
zYDREviUIe5m(C_bPoI_`<q%j}(Mf`D%`_02JGHJG1#u}FYMLcla>axzxlM^oPUHky
zLi7OEgGHFdb;9xUL+6v=Xu~#o(voirG#c<+*k5e3e>F+}>u2%=|Boy9UmNzP=Lo+~
F{C_-k+t2_2

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-37-Architecture of Vision Transformer.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-37-Architecture of Vision Transformer.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..fca09e4e4d6018ab3053b6313d0ea8ca47cc53b7
GIT binary patch
literal 70520
zcmeFZcUV*1wl^AjCn809Kzf%ZQbUn0A|SmfMVf$ALk)<4)F6l`N|D|X={0mvqzDK~
z4<H>0JwOQG!grsu-~B!JyZ4^+Ja?aeE<THuN#>e!j4?-<bNt5g;>X1T=!%Ypwgw0f
z4+O#k{(&y0L24jUVqy|vB2p3(5;8JUa!NWXN(u@}rmM7IIyPnqI~y}AD+jkIAIEiJ
zE>>2483ExN;!;vl5I$MOTM`PQl2Q_vgW!>okx^1mGEz}7N^r7rO8l39F4{pfr1)V(
z0R(v0LHIOy1T=UT-5>}+ClTJCAJ9L3@bC!;iHJ!^$;c^y4z*W6_;>^a_=E&RM1+Ju
z?-1a75FriGRZejgVp@ZTB-g#@B*I^QAmvi6>Yz9LhUS*E^L|D~&Tx&9iJ6C&k6%Dg
zO8TbEEm=9W+v*ycTG~2B_l-?V&CD(A9ULDyIlH*}`1<)jg#`pgJdccuei0L!oboF5
zb=sS^={dQ1`2~eV#U-DrYijH28ycHBySjUN`}#kB866w{J~8>@=M-vjY5CX6>e~9o
z?%w{v;n6YX<n)p+JP^TOYyrRjV(fq8iw58epOBD%kmQmtJp8A?ML<JH#3@dERmFhh
zp%?9SiEvUn)t4WtI>@*r4bk*=-rvX>xTR1$yO*r};q3n%W6%Cuoc$+b|Kw{5L`i@L
zEFJ+32nsqr<<AKt|NpQ52N`6K;Hk?z;VYN>tDg(EQ|r~6-NJ!*>AfRZ72;aygD20Z
zYI?c)@<HwdFLkv9oIyFU{QqNDUVdJFe!D{=SHhbE0^UaR7CVPV=bC9U(PtTL58QJP
zD-Z^t^-0jux%uWng-qu_eOFz>+1cHt4R5!up?$$O%sTfh>h9ZnuVT4RJ1eo_Katxx
zv7T5Si;pMBDy#7EfKt=u!<96q^^VFkD}z|6`+d%#JP~HEbwd(7{UCEOLvHX)sKrA0
zVj_fX`b%6CEX#lHT&VSQa(Y2rqWj@@&Bm03H>dn`rca*5@@L~W&R@k8Om>wr%Slbr
zvT9ys*Yh>*a5ahX+GUt?QMRXV-a1+~(%I7c@v)6}k|)MNk7>MK*?~<^eV3tu6r5Le
z&=qc}V6Sk-e!xmo^DFJ6bV+!c?DIK!H=(@f`(uuErW^sy^&tJbsgoUogIB*Kvavdv
zJ*EE&OJ>YRA1=J+{~>(m3s_nCRymlQ4R>|)^XI`&aKRy+-k6ygn_Gh-*N^jy`T28V
zK>{gSRkufFJBvO`oqpNn6haNEgm+vKCmD++sv5iib-IQ41#w$EO65l9((hA%$RHMP
zU}@IMx@%jS*?y($?4(jch8fH^^e0)<M>%{U8IQ9ctro{Cn3wd*%s6`shvq1|`KV8p
z`!)Pr;IY01`|+T-Abd@K;$uxM4Qyrg!95G28BL@8`#LuTB^rOM3QNGrlXIt=Ne-lW
z9+?@a)3smH*gk<Zvd_8mdaqjBOKc{RSi39$>r}!qlga+JV?8FU<n@uZSU1IHz1>h1
zM|>7)dD1vcW#K`lX5i=z$yZxGA2DNQFVVsBGGl`lnZt|p@0&_o>L*6cXJp%{y(JIJ
zKZ0c0+!8U7c`5-pEUh0z-QRuHzE%-<5B0#PaqWw@jKEMpA$6)nH{|2A_ys6aH!GCL
z+$QyHc8!5Lhz_{a{NyYxTSjk=t0cQc#w`k`KOd!%(aKz59G;)8hrTICvVR%DC>^H8
zzUS}10KtrErnMe#aYRXX3R2=3GtR{5^m6RB)i;xL`QT-pY}E2hCe~8iQdqAc>kirF
z;5#wBeM^>=9g`hC1`-QwQ@!7f#v$DnDTtbC?MO5=HVSGxWGf^)(dC6P(y)i>w;ySc
z%lWP}b52wzSLOLZ)aeWv0Xc$9WlJ%i#_qIOawq&2oz4=V7ROB9#&VvT;(gGho8$Vv
z`hZ=9-zu}A=T>R*Y|L*3+X}JMO0bUE1!&AMXSyeS-{)pH=h4-oif9n%2538R9IQ4u
zQM)W@#J@f#THo5tkak6}Y&EBGBeZrD<drhfaslc&`r<gY%6cb_lmM*SB|R^|6SB!$
z=9<x$_^Ku%UxYJ~&On*y{<v7qSXq8^gL~EO{5NOh^;VwUZy`9EGc)7Zn4J$XyR&9V
z>SR`8cBxt2=6;6T1#4r&S2MZAYG^RACc6bqEI9RbuM3d1N&VIqs=7LHj*jdq|2^?_
zqdkdhAm;Bz5<cTAzZHUl97$jAt7gzPn&Y)&iF{9a>)k5Wi-Vka*WUOlsvH;PB{;_9
zaN&iMux*l{&Ocee-7ULIuInD-X)51ZH{$=%@MZNe_^XD%__v9Sd-pB{dN0txU^t5t
z{lq_=(EGG9VXI7<t6-XIcK!iGL=Nw8-FP@oIvM^Hb>fdOfBgx|RjAHhTw)_G_GJGC
z_YqS?SE4v3$fShW!(SW`=Xd)>H7wLllaE$JABAL|hCSP`G<l}$_U5$rd{dVd+nr)H
zdsyS&COY;Tb?=i_=gq!C-jv8_rkUT(W6?Tx%SB4#yQ9@oe`21Fk+w43q0m{#%~9Rb
zV%6Ib+>;V>(hV7EKU|FTY0fH}Jx~YNvv-fCGmN^Lf+KFsSbyq|&ZT;O0n%ABlujUY
z3yX`#GyS8MT(AK{Wjr+Y=LM*u^BpwNqbz5?vc^0o%zI~rpeAs^<cM0lZ+u+Fe`I#*
zv*(lWC9f!w(c;eT{dE7QFXt`#d<dcwmC0Y4(Cq~*He7(Bp4UH5BTTBN<sW{)y4Xy=
zX<lvoaf3f6iHOed9zJ_iW6%zxI(5#(O_S{)@2n7mk0eW@O+pjmKksxE8Cl6Zd;Bo=
z%gQp5i(}Gjd(3wY8D7IGZ+%vqPMx;!TdOr;00X{CQf+S-^oT<uN|`hvQ9_URheBO%
z$b;Xt+E#PDkJj9kF8H`j8I;pt+sblS{vj({x<`-l31(=>Irsik4eBl={j?8e!rMeD
zu3=ZpCs9CCM{P9eYvmPJiFFH}?^^~tu%wT+7W=J&JH5CYwK4`XYL3p`MMQWCK@rv$
zpx95r((v|<$fn6xFkUc=t@Aeh`&|{Ml?HQ(r_{~_cBjMLHdIYj<8yn~stjrF-EJv+
zOGQl5>qn+>0Z#Ot#Rk`x1sJb43^Yn3NH8`#25rco;~1Z_t|Sur{!Qc+>HJ;2x{Q2}
zq}l0=qO8ttYB=QxNljG$S^Mc?iej~mBI*Lf;HJc+_Xu*u>RpUTj=6@u>R@bf878{>
zwZ&CfRLK2KC;9TNZ*Az)P&&MA+GLS@?)@rc>JubonuOb@BbhCziV2ow@nBc~xnr|;
z&iZvP!NhI?<50SfY1-rY!(y<np$&9+Yxu9z3x(4C{`kI2|Mx#~P5JQ%xjhlwxJ@Ou
zq^MAhElouCu`_=<QX8)1ZD!NOsnkOc2a%~>nRIwq5&O(c^S%|g<%SZmpB?kXPiBU`
zw*=+6JiXUDN!qVVc0)x_v({~`=`a!bc#`3&Wba)($DRPw*f!df5>3UtWUczEuTwIw
z@j)kAX*=1O(>jl+9*uDqzpog9Rc7@*L|^F=Fw9sUxU0Qk^Bmse;tF3+0hIB#TTC1j
zoi<ek#0>Xyp}JGkpUXGRZq+#P6`|DWOzX7%xMf;@_##r}0(5r=+vESe%Nnqg$mh8Y
z_3#zJ+(rpG_Rd(jSfLM!lp@7%7dbQV58z`AIE_loZTn7(dl#TW2b^)nqUlf6=GX=3
z&YRGvnijq+%<Y=83(znS?|UCr-CWByFi$7CbhQqcES!3RF0OU{#H7xRtA~%BaU8ih
zdjU$7;<d+ErJ&BBrz_B;@`#B~Sh;r!iVh^$J)=|du??XdF||x>D~r{GkNSw;h=-4n
zr}Vz`!|PWGmNt9(uK$D|2*!L`@bAhOkr^>6rG4;^Z6ZN*71OTc1?VjIBz;YOf;dwX
z%Oe*(0++NV@+A52e8g0C$$uIZSLuh#X_8w}czOZ4KE5;&Bd*R?j=;h!FF=z#IMuSm
zREsX0f(UXm`2r;PNr=D~P&Wc{{#+@%FWB3+(2juC`&@uj=|idAm!MnVU*=g?V{8d+
z>I;U?Nlg+eu>n1}1)Ood{M$R}u`0S2b&p=gpjKuVx6R;Bop2G>30^jgpLY`*4-pq2
zm5RyMha!VZA8QQMwN=#V?h!a#fK2AqY<y6PgO!`+(7hS>n)KQzywvkUr2;z7QF_)P
zbD!YUxXYW{ucqeN>$=9sTG?T`gh4yx!7Lc3AXIPLBow>LhYdDkpL4wct*JKOKg+3l
z*`i7PCj_cI1SY|=((leXAzF{X<(OQ6PH8Hp8irpq$a%cI06pY~9&qV-@VZ}ssQL31
z#OX{`J^JKz7EK`G`lol1KnF5tzQ+V4Jo;3l6=;#*Qs4i~qaJ7#p)=9=a5=WYFz&+z
zXjYm>Q?~mm<VX+S35@c)zGMJB_=(K$O&x++sBou8L06l>6HPj6aU-3&_bTA`FF-F-
z?m)H?o7O}=P0f#Y8D4u$C_^&@#CzD94j?*y(xGdoMx}q20z{nrYV;ln-crHz;yf9A
zatYwF+FAovVc8eg+!IQxlva5G${F-idRABP)#;&2`LUi@AWN#Ww?p1TEU=w=sfn8_
zya0_1`r9=ON7;%+l4s^@c%D;EJ`&1!S00%YD?lkA;KGkzQQ%cz1-UKV6%2hfm|g9J
zvw*C))qigo^+0aEtyIK3=*GD31>S+bEe)rY545;r54EuPS<S+FzUjXEC{xiGnd)EL
z>FR)Bbb)K)QfCi{KfbLYF=T&L!=B3Xs+NUr{4sBhx2jIQc1bAf$RZl|N;t>v3)?%s
znU&gVOsoy2j}9-RV*Scyx?*pJc(;$}n7N$iGpSY?L&Uw?^WHI4=8f%u{x$_uuB3QC
znL)n}5ri&NJ?Depd-bO{&GHO-m6w@&MsRd4=_Vi8z8*{3kS0D%G~qEq^U=@iD%>NI
zXezi%95f!rN)0>8rdFD7zxmqc`a7dfZ?hA9g}5n>?`jq<nPMeT&(Ww>Gag>~m^)$Y
zKP#f^6_~+ywdp`b-ja6<nD8si(8R73iW;Nm*5yvxs^S{cKN54oL=5iDSgW}a=t+fh
z*^~ttP>q|?l)b#=_b^Evq^Hh{nus64|E8TT<CPAw5Rjo9J<P_xJi`3DuH@IrN%YbR
z7obNoco!gr=@U~HlnR2%tkO>vyyDi-fEcPvhVBT^ubP-%fPP2}7TWY~&{xrr>(lRB
zX-1aXyb4KgeQV(Fq?<4h)n{R&O;R7&qs04Z2>*-zxepX|yN#zhfi?BjHXA-WTn7{R
zdU2*~z1oS#4mQtzqgq*0Toz|MO};lwp;@wtyWwtU`Lym+jLvOH8~ogOgKIwaoR7b2
zD2iUy@{M+~fja#L>E)3`D7wWeST%lku=)ZdZr$_5M&J{2tVPqaVj8g5B0~o@WxmSw
zyW9iz`AP?-N(#1icGREwmEP%N?sN4q+iW9Shn|G0;po48EqmzXqt^X-1r~^Qf;8Ko
zGLNIPu(5$QL6(Jk74kOU=gq5dLt}O?^D<I(w>gLu;TcZ@rQeR#xXDXQ$J3C0J|*wH
zGsWK~;6fzwmp3t+6ZwpOU7Cn=g#WUX&MKc$#Ki=-K<3kVRWPwvB(HV#;RLp!B+#|>
ztg~g4w1-wE5sL)5(^O(cF%vL}?8sY!a&SQ;U&6tU&nLW(sl&k-)7uVZ5BW0`edOdM
zu<9+c3)5n_NNt&f$Jgs6P7JGhRksvyuXc#?dy9)_H;-wggal6vG-g-{-j8eN<di+N
z)+#h2hBJpaxc+0Kz;P?+x@No|Az&~jg@@83zS4ag*UwaTTP8nskD6I)l(1>ea&fQj
zmy==b3sg(AlXlO$aP%!q@!v)!WtTipuJJ7?7+i}#_*{h$*KC5I%Lcu%n0H@BeV2V!
zl(@a~KsC!FId9kMY<E$f7a*&&6XS5>?W8U@x`3f>ayXt*#LM*dS&B>V2wWrryYx>n
zf`=jg@HN$nsS8kFo*8ZpXYAA+2>b3U^iBdi)VMUx3dHk8DJWBSl5{~KVUktHUi}xX
z$AJ$_lKds#d-&IwDnjC=K3lq0r{GXa2gQ({K-b&Djr}&$U}(Pca@nJl2G~RRV)-P?
zdC>*vfO%{4CE7}IXmYA$mk~Fy<jUS)BUH|s<=ScauG^2!K<lBlt~y8>hdMO{XY*UT
z-M<&GuK^eQ&63JB)zUQgd$Vg!a{MZe_hvm`us8n#2vicmtM&T=^x~V<7EWRmWfhfl
z_85w~6VVHVrr<VLgfA3jxi7@%-JA@|+h)+a0O^xLZ_-a!f=ts~r=H_@z6+Q6{;;*v
z`J~N74I*SdIOxA8Iab;Fkk_3~i$9M|z*U!=itZl1Dbp@Xg8UstWKA~Uu}iBf?E3<(
zhe}b0mMU+zS9K%Vn<czdX*Ci<A06baTYayLD<2&Uoo0P`_Zsy(eG;TA5D6%*sqH^^
z%>R7rGO(ho$#r_E<TL#2VH{wnb>BH5<kZ+a_@Ui|yU536%?|QrFkiiE^MV`8fVD(W
zX+O4c=aFP8v@3n+&M5yTkqB=<kH{nEOReJ3d?M+|cUF*B@TGat;gB(#nzobQcxMm#
z3)miH__j}8%b&4=JvAE_@gtodNLJ%E#Ooz1cTup;zfHXUh8EXx0V1EHV$_xlZJd1!
z@7~ve9{hlFX@lbrir<tdJVzXXG57E3%DnK~G<`NZF)<q<mCz?uFtYe|j*k?n6QUs*
zhIe{DBH!-uf2z1AD~A#n`U7<T6o~1<lWOzyL&3WBZMu5$CRK>9DSB_d8Zq^AK_*In
z!1nc;K3(lk?(W*b&s&<#cPFtI=v_6{^k}Hi#4(7*tOi*Ant`srgGZW9w0I{JzNvxn
zq#qf)=pBnx!Ww_hv3uKyM)|`Y#_agW;G*2BcC0Qy&!yf<d4g5kggjoxqz-?uPlj5o
zkw{0}RQ;w-7e)7~<`tf)q4lX>=jn$E7Sv%?{fISih8EF2*L#}wvSz|ZBbxGya-{%z
zqTVOlde%j*wk0l_R~8?wc_RJ9L604g>0IGq%i<y~^K~@v0Vg24WGJJHVS%9u-`GQ-
z_5HKiXFjjAFSfmM@H4^rep9b)E75pSKjhU5kTYqzyq3n5kG*$=8u_yBm`FVO2GI)i
z%g^&j<ssGT4PuVceItVAPQ8*D{*K<#bliTl=3U%Rr7coR`u**R55=3uPoGY`K+bIA
zUcBC;Gl=N*>eyC>Xc1H5EkumO0_meYis5T+p=4;$xTk@V!eas6Wf4B~)0v9<R<mh6
zp0pdqMdnkMJFWi2L_d#dSyvCTsm~V6J`sL%&wlxBwTVk;3$Ic&4xf<ZQ|!rPcP95l
zrIb5)0QtK$(OELCupjtMNX#AVL)7%PY;EIKMY-tg{rnbX2?9(y=!lF*E6q2tsIAQ9
zdZs{>{e!M?(`eX0k4z@V<irHHMl|JWgg{uTo!0ux(LD5AWf8_nXTneVn&w?~-tQh(
z&9pBQ^*}-F_2SWLZLj>a*pM7<gG!|OiWBdOt+a8)zpaY-6jmBHKeuQ)<!BdgFmD+S
zgs=$y$Vq-OLyalI$}F1uRz_E?pPHFTGyPtUi9<BNK1<=PL+Cx3$J!@*sF_BJI*!V+
z$Y9CG`lB^Lvc4zWQTJI2?%lmb-wCU#wPv|{M)dn*dU3-^UL;*|=E>)Z4LEHE-yQU#
zc^~BGN_<}UtE;32BS$M?iu?_rDh|9&okGPXobkd_=HXbZUdhH3ahhcBGgM5&>azab
zRyQ5Ui@>z#7AC5)#;p4R!Kp7B308XVIulF{(S^8XtQ0@APkHJ`c?;6LV4C^^Gi`<*
zEY7lRs~cxtBYMW-H`U))aaZ59bE1art{7cgaY>I)k;^CSB4c5PN}q=_!K`rQb}cDk
zT}s~P_Z~*+4RWTCg+Wi%rWytdvl~r*kvR0Z&_}j^Z@M}!KPLqbtW(ZYCK=`sV;=1-
zTdMI!%UF1pM9K^-ig~%@qQF+<GI3PZ&6TXoO;Rzc;Wi>{(`7t{Y6+)7y;Upjb3Jid
zoNMMqF3B3Q*4(@DLbFom@B;MA;vh|qE?x24^&tH;H+E&l#i%6Lz#?N1zm3wX-N_T9
zu%&b>0|y|S8G-VoYVP6R_aMNh7B?KzBH-K4rW_b6SU*|`s)@a&X{t!<Tvs!?!)f^r
z#+fWjys*?7z}GiS8<M6Up<SO8mGnELFtfKll+10g1g7Zj7&1Ej(3J1JU4ok0=u&+Y
z>xn^$(}+=fAAy3;VPRscz>jP~3yZ(DiiCL{uQt?TL8T%YEyHbE^oR=C3ckKJ=`k#w
zh>WGiHdk1CVx09dqKXZn&QzJAB)IvMop<;B$h0FWN{tS-rf(rl0Wq9XcMNg#^!~_c
zZs0(|CLw7WM&7I%p7^GM4|VsWv@PLOwB4g<@dm|@Ugtth1c}agxfPNaqqQD7(B*0R
zRgHo23&%(v!%zGVf|!eZr|F5N=A;k%OILS-OxbqDY;o;q>%-2vpVpLKS>F6i<pug5
zHagWDIMW8~;;+5G;$@LEHQn)5{5ow%du4_aF|2%Xm#8<(cR4P{+B=Y48|QbBd?@A0
zOa<a^UkEhn5&h>bnOG*@I7P4OwZ3$Dt|<IPY=c*inwOvo!60WR{{TcqnUy5A#TqqF
zzHyWuJfSmYb<0qB{k=W1)xWgxhg@!cixbp$u}y6k2;z?>gWbFWBj0kQxZ0nmAl7Z~
zVr3@aby)hsAxq!5E2f8o%u&%MC0B^r3D}y*y)&W1Qdomn(4S<!fO9rs$=H;NPh>j1
zADe{WcbQFPrkw&aZpZYg8>PwKa^#iv3~_K4#k_l3B~ScMC&apkX~m*~+5Dd51q?M`
z30y^N+E}7#yT4A>Gdq4Q8|IwJPYfXfCPb>cQ4(C~EzVLgWS9LdZ<IC$07qAR^MSoE
zzm$P8*`3hb_}Ju^(S;VE!kZZ`qN}fG88Zvn+)}G16+}W7<rAn`oO`xN2yZN$L*+I-
z9W8?>VzhgI{J^E|(Ies<#+10*T6F1TSl$O#p3u26L#)*bes+BI|5h4A{?YX5K>u;c
zsUOzjb%tjE1p#Xjqy3EW6v*|k@E_?X9+G?!I?{5H78$a-`{vi?YmFL44~lYJoa&wn
zQfqHpz&a|0G1H4t->@P_{M<hkC%-%ipy-!!l|)uojXsLkbMvGS_+6V_rOCXd4hkgS
z^9)zw2+{1SbX17Ui%g_oO-Zq7L6$Rz&G-zX?y><={&P4=ejN)+ylqZAdGAXQbM85!
zkRQ6{<?XG^ws|{De>5jk{n@p24e~1vDeKCNs!*zd;=1=$7Of+A>Eh!iHFEB$%{#GE
zQXEf|E8mbL+DtF*yV|Kf*l$V3TZn&YYosoCC+_+UhljoL--?`XQBnsQjgNj){*%bz
z0eE#;?=eXqn)06&ChZ$fbp5$(q*=kwlu)FS>vELf^ORD&J3}{Uye>U7MS;T0-JO;@
z!aGTBG8G%NOI9<=G5XNEQph8ieTK%Gq$2@-X4~<ki)+R5!IkCxO^pv9)?#0j(BF4w
zi*|(#TO|e>MeA7I!_x{h{HDy5K9R~^oj>zKxARV<cBR<IxLzC`RbgLVSMhWygja)7
zCw_OdH8B>nAEXc7WETZe3D4UmNV6lc{hV=pRAb0mKjx>;YeEE9EZ<pbjhbI`Q<Ci!
zk6q*M0eN3Tf_*Kwm4eJ4o;dpOF36hjB@0HSqARt>D(#xnSAzQDSD?4RY3s2&McH7!
z@4@nm5Gq(~h>>!=?to<&!L$;LYyGg00)7qFzy`fPTK-t7nE0pZ3Kimk+xMb&Akb5&
zVQlkVWCVPK_ib9>UQPrQ2R)*NXr%hMQ)33Zu4Y!sFTA}vZ!@RHiha5Vf%i!0bFi}C
zYMcuwEjC>4=jz{J`52n&*g}#2+1}laSI4q{l#jjeRz)Sjh~dILVvV<`a~ZAI0gtzH
z6MnP!KBq3I62sD<R%#k_f20khEC2L5ww!8a^)a&%L8Es?qeY@K(a9a(zrEl{%-|;&
z@MxjQx5R3HD|f%IO`f#p)U>d4SW(|SM>-+u2i~S4F-smbY`)_V)_^Uk4-cj&b#7Xo
zimLV%WxA({Hv}VzJ*XN41!O%}Vt2LBd;zWV)6-kYV%!^fRydy@_+VW({NJCaC2kyM
z*;G?OXPp1ulI!*doAl|dA#}b>_*&}u_id$B{f?0BD+dL)G)cwexulnWb^6*iP7vHx
zBmv&7II+ZCsf?cvuvFB!v-*+y0(4layLk9s&X=9FwpKlnyE$GEas0Yf$N=5;wq$;K
zZdR4qnfm@>*v)SdIUm<FT*iNVH@s1D1Jqvl=ahGO(!(>*6YPxNdQ#FTEn<&J|FUl|
z;;}8vz4x0(wWO~W6g<52QYPjwXxlvI=C`4boZDUQ(m#SFV{OS{Kh}r5JVV&ms>iqw
z&ILW0VAd@{=%a}V&8v5hIe&Q?nlZ2Yi4o3jo<5B}q`J9aIb&H;<ss*z%wCXpHDD#<
zo<(k-`&AvE>)DhccLf9gc<Mjino5MrH=Ek2FMVVrm@_0G3G%213&Yi-0!^dU%aj<K
zGoF49@l8&K#}(mHcWn64J(aPKb8DI(nRO9!JneacldF!_pTzPw;y;gNd3B#)EFCn2
z4*dX$PzVUfp1IjC+Mj$q&|yCulYUgPT!{r2xHfH9R6i-)zEU)e=)ww>**5XxIbS;P
ze_S3yy`f_An>fyIE#hQ6PDxDS)5$_VwK^6X;21SgZp^b_H7|bW*Ag_h7M7VoXm=L%
zcN))@%&WhAF0>(C=4y)WI425G%ib8-Y*MVqC%{kXWg)0@`x45$UbXQOmZhJeV(#?H
zXT$uXTRjGjvYaPdA2pkq4fsZUKB-6q^1uH#EP>0EWY^8cowh?pNjLO#=~yVSCBk~z
zcd63#SBvoiM#0F>?pQRq)STee)(_ciaOPy^vtC6e(Iq9neR21$tT*`JO`Cjl<<}AE
zLCY>9@oCD!FT-B#gZD9U_#I2u_>A{K@g>)O;8|nYuRNRYmDpV8ysGt1=V-`BnN9C9
zSN<QDB*DsRtI~(JOpAU-&)WBu*}=PV+gRHrEd_axlUULz&Az*IS?gAw(H}girhmW^
zS##8Vui9_NPnNA^QU9*7cC(z=sURGbG7K>1;)=QeF?XVEBXf73cInREs{71r`?8gq
zpJ1xytfuwjv&EZ44hfbBFO$+YXi-Gbnhjf={<zbA-ixI2_q&-wh5yXRB^~DHc}|4g
zg2&1oAMr(aP`aP3Ux1!6{?_JztlH2#T<B?@aF=Q{qMiBqx`Q=p)@FJML12Taw)&W|
z&GOiNMxHk?eZ_;G1A}rTe<0WsNig;#n`$^>>eVOblyy_8w`GnFpu^rpXnvsklQveg
z`$Y8O=DF4#r2(IQ<)D3>^z1*4N@c-7WnG!lpS+Q;&TUoy#oJw*+OnCOHuHC4zG<yD
zgC<8N4O;3xl{r0*e@?LGWusmS(}7b5%TDGsCu#fmmTkc)0Y8hLT5sW8WK*(?nszD@
z9nn|z!tu7fHDq)!jhn*oV9n8EIt)YCo5Jf$akeO%O4OO<I}!4sxjlV}#ao@tf$5;p
ze_#%m<tcb%D-B|?a~yJF&v|06>J5I|yGLE<um05ixUF^-CycJkU4$~Z7~W7Tm`d2n
zZ~FK+7KFA$5D(CO>ZD0WtFR3>^v}4hK_Z!Vj^>}0{hW~+;Yb(`Tp68`RT7^0S>yKW
z-GeY{n4r2lRtcS$i?X)AAFCH}H(AxavktZxrpWNOyea6QK)yu4?g@#7*SeXKaOTl`
zmubR7y!7P{_YE@h02{J>(I2c`v>6y~H}a#*HD1oie^kg5l_C=rtX61|Qa5iH;l297
z9oQw=o1uU8Mx#A&Zm76{w+!YaUX2}vHft97M~H>eb5XXv_9ERx@qP9hyx;cuBI<6)
zt*U^m&6`y7Rz8M6q0e8*uK&xs-ouyik22IjQeanOU`sj$Y-;|)A^bb<0`D|@PL0+{
zu7@c^EP2wx;FH@i!&oY}N#$Eiib8$3n^^~0V8m&#{yCM~4`fsr=!Ssv_TPfq1c~gR
zTymHKa>)aVVyY!+S$_|25o$z_0KlxLK7e3fZ-6G8u(Q-$fGQ(_^i|~3HYNamaJ&3U
zHB36JM+E<p@#HXuSRH;m7t;P75jxOp3&JCH1#%U-?1e_2hZG)G8UP!~l$0en1^6^j
ze^Z$~gYo<e_@Uw0bx4zbcHzHB8sEL(qr9Hd%eM7wFgHe{dt++v_{<2vN8D}da$4e0
z5Ny;Tke<>Py8wNV4n+Ucya5Fw<dS*^D>P7Mm)Ygs#>9LGf*#Os-CA0=Q32AGSnZLt
z^U5`$AI|^cz6F{C_a}gbG#a0jGoFL5MgUXswj3{f1SDXy?7xq}mVT3lo)Fo<CrJPS
z=mo5Hc%CqbLO1IVvcY%oUnd^?)2y{rcmX}|m?7T{IwDy5UO|GUxd0)^k8(#_bd8pl
zX0w_uKwIN@+d&%Yaw&8*e@<VQC$P)wjZ$q-uyH?{I3LKq4(|bY79x(SzMVO`3Gz#s
z7AwUPOz{8;)D)0!_ISgoq05>8fxd7~Yxln)$=b?zOtN`GS?fR|G(fQu`?^@pp%d9Z
zSsK|Bpg;m)f#4d&_M|se|E0zaUqW1O`fg6xEpWV5uzVZecgYJ-2>DO+bq_QzVtp9^
z6Cg{B!(F92B|xsXu7v;qY<LkDAe*I=bkJI_^2+P~!Sc4h`LBN|u`5_5+`n5UcGYbl
zr-L~sM)Z-q9imYRuUvZk<{G<;q12&2{-=Unn-si`#yR-<n^|n>RS1=p8)M^Sg+tm?
z-Z5yi!9jVDKGoWh+Bu7Uq+;iosy$2Zsl<DxM;9QZ$Q>p5k@1B=vGY^cHs5B3vx%zu
z@%v7<$IO<0bix;av;_yIdXa_7Zd3iHh6|w#|IS%%J0<v_@-6^V$DkH+L%Oq112ifj
z;B~^~bu`WInt6;yja_KS&3TSPA!RxM*`yM)EQarl8G*a!DdEFgS;uSNC(sqo=Yw=>
zp=feXEGLeAC(i;tPiICRz33T5V%Z1KrST3(6>E0pmhU6Z9=ZNRdqz!H#5rAng6})E
z<F0wOe)#zk(5<y!6sf~K`ecX`xaZlC3ld!$%o}K%b+$0R+Rjb~-3NUFhVsoqS7NUR
zVnTu1t7$pmYg_>3#VDgu%mrwkI0eU$7Fiu02;Ye?gm<=~)7<g<;nQ+z=;O}9mpMO+
z*kjbg_K|VyH^2D}lFzX)eT}acg1kb@kZ(yrVw70xMz&DN>-F3ZAW0K1F##ygQ+$ge
z#UrChz^tQG7)RZ`MuK0N5yLx&(15<D)m?zvsKl_sJ5&HXKLE^Mt$P6?y%r6g9TS;k
z>ofow;OH~6PViZccVrii!6_QP3XHV#vk)Ak1X1Km!JVf&VL9ZkVNZbsyze~)lANPx
zNLWsXw?4+~6c4(Y2k`qS4M-XT4o>k;BbS}%TL%ift`iK-%UbXpjU(#IdeOw^0_>=f
zj{xp@6S7(bE<kmUa)E;yi|&>qBo%^=aOp~Y?Wojk@POxXnR5eyLcq}Umg7El!B6AC
zwy4c_es6Q?Gt7ry%^l7GHG(wu7a-_0$eV)t@W*5`9v<Fu4`PK0KkpLg>`lfr5a7(y
zZ82udHZXI<d9^ec%X#yC<+KOD*9RR1T37J3N%-+dHW?BH9cxyXIX{D<G_icAp4k0&
zxbrMDfR~^sBOrTMngQWO@?kk&0|3gEmdgeMzAZ+-X6ynayaI6JgcX3J6vyC=z!0t#
z!L(%1y{jz{4LW!yE%=;B47pQ<qcbA|MpGO+(-a3-cEa)lJnwZMM0uVq0DJ=A;&Wce
zDY-3t-u`kdas=+#<Pwe;+8KvukE1OWJ3&Fu&pgrDn3b=I99fs;C7q=J_e|^M8)~>I
zFgh1^W%x8<!}b^rj|2tmbcKW}ikVIDq)$EhG_(cvpPy6uz79ucn8SwwGIplnkp}ws
zeN0L=RYmxB^@pIHfV+GyiOUT{pf~{M2&%dOk$q3YqO)-4^%y`m{@E}Fw&TzZnPNbL
zI&c7kKpZn@)yLt$=xlWa=585s_4x(pcpKUIFO5I6{%6mB5DWi9tQj!##sCfm#KO?&
zKVtc3OAv|W%sONl2S^5_L=Ht!UVw^L09xTBn0pd^SUwZm{Z9DV(L4%J=D*SSaAE#G
zgdv9IL;@oq{|w+yFcj=o*%!1l$h#*WaCAH1{O1At_w~X)6E#S~A6|`_f{6%6%aUCu
zw>C%8m~h6x^Up!V^~KadTF}lU1~^I%FzifPfPKKC0E+&lSqWH?%LOR=vZ??e@zSXN
zH2<R52><UC1B&L)RYr>_bH~x!;;sOyq|&N;DMvs$wa_55am$S*tbiE>1f6LHA7(=C
zL|lqH0KhmD0Poob#sDj!3Rq5d`330w2nxvi@2xn}%O(63jop2R!$48mmyMVU&}&Kf
zJPB41{4af9!9?jdi|4X1R{)NL#p~x}t5Wov;?+eht`RINMKxqa+VIzpVigsP)cEa1
zHTy$^8a;`oZ*f-s{=rUdW|tGu?r&0J!ZMHw+4`7G0Yzv2fDa4&gWeE862k(3ivwiQ
z$>b5>u8KZ41Kb_0EBqI32X_jX#ij8D^@*LMU7)B3F7Vkj97g&YV5sx^=YE$l6pA9N
z*?H;<Ur>$1<HHKGiH+KxEqnufG>Ps3&{t|0qxu-Wy12A|X>OO^fHtd`jueg+R^;}(
z3ZExNV9WybJthC@>HB+62Tr4m)<}oP>i5x^*(193IQ;gZI}tXz#jwmT`tfyvNsq2j
zBL#*n4nHg;h_&sX7@K0eP)Ci|+?@*^Vqq*r_#GHT4gv1d9e9JwJo=Lq^kfZC`HljB
zLyA1wEMc6YGoaJ78i1bI<}={wcPEg74*}H(W+v&*Ai)Je|FBB<P2bF0krY^MMKCTT
zZ7-)C@XnQBM5{akgO`hAumv3OFF=aQX!Z!KiSxWM&{GTyNHgB{c#z==ymJ7(ianS4
zGu9)R4=(f_?nDZ;AV&Rkbo=w6kS3PHh6T_L<NEVm^(c){ewa((ED)Y1xppCaQw)_0
z(*wGe$)ip0sR~D%3D9R<d=)R<0U8Y<(QOP5qrR2D4SM#<jM}pUdIhUkfVn#~vA9<D
zBAce>lza`2a)DXF2Q~rWW-75`?mKzJIbW;)d=~=73I?v#IpOe>X#io2p^;cz{T~8d
zVU{>J;vDU2i!sH~17z`Jou6I$9D+{x0q7I-Xef@TU%yA60`CF@=>wK(9%F%{y8vZf
zde=u~@J>9G*y*(`<jyQfJ3C-}*;HxgXSuILRRA@x?9AH7&L3}$B4X$0pnF(gEw;v&
z+HGhd`*@!qM?>!w$WRYpBW3WNS=JBUNUVrH1$=n(G6L$`#^4wq_AFg~HUbEyL51BK
z+3FjW^TtSaJ@CpkM_`CpKlltR?uI5R2`d#iC0U&4;O!x-m=6#b^EpO>ca89!0ppho
z^VF+cnzgf=pWX-apm5+Ly#l$AFT&RZ5iyxe9%<gd_^<OJSFsYXv-`;7UnM`#na|{0
z{O6B*_|bLGTM|TPLKx!kjBpJ4Q5T@q70<K1@k2};YJ%w+tv#-x)&h`|n>w3RKXfPk
z3Hm6Bm^cG;0Sf!}KoIf5h8+-6402}xu&EC81qh4P1N^8(1-uiQ4<CLGIUW={qE5X4
zDPw?#g^3K7W=Z2?3i{5yT%YXDMFr~0oS(SXNa;yY3x9y1nFH6E0}pEA09||np;Iu;
z->@NSt*duQ*ANP`<AUDUv6v&@^?2*HkRd3L?)Z`eFD&K-Yx=sVFPrFZTB@E`5*o7x
zX%U8Md1jW=Wi%F=tb#Yo9>4`bm7Ys_)GI2?b0y+{P2@W5mv_H)jMt_uEnd67%>3&R
zN(6%&$CppM#q$`twqhID6C;Wx;+XZ59!kDT^2X;^tT0Kgf3Cv#&HenZWC~7#?KDPD
z8F#eo06_U)Hvj)|2>5s34Vf+Y@p7{(sP1pfU;X`c>Bf2$-)nit$*f=2tGlK&sAKRF
z;!2(5o+?yLk1WHP?Oe`q)Sij$MScMXP-FJuzje~hRd|#*4l>YC=WvwmqE=kPbIxtM
zM1<rQ<AH-9;bQzEa6Gv@qmF2J>7_e7V@Snq#Ha7YD2ab^lW1?UDtDyacImyrPcTvJ
z2GyJpJ}f0{u1S)+wH0U*4IpX!xwT9S5DO50UVpEPrXql4hIvaWuY{2cNcOt;3<2%<
z!=v1~pvzMmwT3e&C#k7u;0j6W4Sm|H47a)cDXBo(>YN;uqsKiUIzxxcGyt!L<kYKO
zWg@A)0H*D`LoTFSU>j%9=U&Tty4v23r3Md$r!vumB>ds^%Yl!Yh5vAINl0<ee{Yqe
zQxFy(%GY-{($xoFh1qHK6IW(N(8Y_hL=0QqBjG~V9W5?(>AT7D>T2I{QuIo(o(x>X
zl2+yS*8ZXt$an%Ju+CN#r1*PA<qz=kw+zd_w=F;gqVIs2*TcrTHK)Wjt#`@;j-THR
zwqF!Gb2@kVAX)zpU9$VHzJ5k9ntqpB{}!uJv3Redz7$?RY`TvIbNe>ZKImOc+rmAq
z3g)HW3(yrmSpMriRfdm|Gu$lIh~C!F9lh!{$DntxUk+!H<E){+gQ`+-T8(>2qMRO}
z_BCgMj$p;7yD~kC8@kqyyFWH+P`5ug^{q(LN5i|D-Bp>KCQY<bJG@%F<&Vmt5%Dbg
z-#a>hO5)(e^U^UMdsfPm&j#tr23f|{WA01L3F8Kz5$}BLr4=i3T|(b&i(Y>l^!V{&
zi)z>Hltr1uL&;+6udhuCUHe!geV%E$u1AOGqt!>gA8cEg)eOKh7n$C^Pi1?eoeefr
z)Z~V^63f|h9PikO5N7gYVtk}$E3$nDZ%U|sgutjz2m=jaLVdI@>^I(Z$uxzv#MlmK
zPdA6?5hzv`+|~HDxp_yT%xU#O-T^U?>Pz45jm%c_a}(`!)Zq4cnZCEJYqRSa4}{XX
z$H4<Z6x>$(3CmCPKp`x`p9vpnJN#(<+0gS~1~ac*^Xm5LEBrg*1BpI10gKL9wZ-A6
zDU<yCp}B`~64!5%El<iX^kaER>n6877RKqrXQkqe6GPT$woeBSn_+>A4~2uc<6rSK
zxGuIaxYVUbKYz5pkZ2%W!FmIzbeTv?P>{VA8+<*<WhyM(9p~#j{Y-o;!p2}BgtoWf
z%hK7^6IIK8Q+uC=<+Bl~r&D+1N?>Y>%oZ-V$4$~d2LvF(A^MQ~K;N``-B0$5JlfOu
zOefno)|lBp1e94=Hgzxx2uAjEFMd?uLcwWZhYsIsMJy~~Z+_7;R_;kf1ue>@&b?o4
zHE#P}CbfdU@teOH3*@DfEnS)CyO6Xhg|0I59%H}n(j$xyHnex{FMi9z#OzX-#Nt+r
zt3JKzjbV)pgcuwa2(gd36#bm9ICFdTianCrb<zlNcd58ipaD&F9P!%PQsq0h+4ho?
zGp{}G6Umt~Q|U6STPv=o`X&#<Vb<}9vN9bJB1o3Q?^bq7^9K^P(sr!+u8&dk8Rxf=
zlPBRv#rR&C$S=+FS7A$Mkaqv6q?MHw&R^l5xx=$omCd&E$AuT*qLwed?|*xj{$B2r
z6U<Q|!d9GnVk$B9W^t)oy-QL3AS*xXgVP7hJHCi38+8y;Q87{TuV?XI&CjUGIN0Ij
zpo0?ywY(na&pF(zgAI9FIb#No3isn?eL*1d?dp?aMQeA7qtYwN1N=Qjm7aW-1W9gD
zJ;hO>CyG(SaucftGX8nE%_p)dhrDkRn<MrgETh$*%+t1*7r~5f>y|Q_s39rMUQRV<
z#)rNEvV*_Gum-!996XseBt9K^#KsxX-TKUyeO_L`QTEZ4R(7PuGNRjfo2%X8cVy+X
z9s`o6o2QyTH4LZvQA!KPz1b9evlk{@ZcMMX4T|hzI~V#8jfyIbbWt$nx<kqx^*Gc#
zkEFCxeMr}S^xX>YcIJcG&AAqzMM&Hsm;{!h6~pJE`SU$J)5$a!{nx&yi<=@Qech9z
z{jbw}XnrxEG=b`5d!^U_1|H$9E7aSgAEIy*zv|R{Xg_Y0{H%oR7RLD5Ud1F%cQz@s
zDJ$r4D8wd0qH$d4isnLVm#OFV2F+jvdD{AynT4CmW=EZ>j-MG16^T^SZthi?Eyp9h
z%hPv<V{LeM!C3CPP}b398kSUo#Ju;%SV0wZb2o#9;hZHV${>jOB+~p%#5|ib1^Yl(
zaN%!+#hqWepjNpE8(}4(d2^VFSp}Er_uQoRJiI85@bu6$_aza|>$?oqCB1cxR|oMJ
zmqvV)%|4?o2jII=I1{@wrf}$;$<~4Ew<GgYTobq3E2%MxaJPWP1e;%B+72(@YO|RF
zIS;|;zRa8N%y%`9gs&xAtdA&tE>P!#rgCQfB04M|X4uzQ_M7ripWSYaxBR`LHTgY}
zDEK&M;5=jL9isxYXx8TT1!%MDHHWvN8@xB!23Eg#o1O6*m@54?f_GF!mV^tDFU2+K
zE}bBMPhO<rLDH$va(Y_;#}RHjz$ciS*;36fdn4`U*axDPpUlc|%E^3l?%ki=^_1+!
z_n5+ZU0zgS>|&K_F5~%s?b3rc%&Xna^K6*c0sX=f-te=ZABOZ#I$6QPe*{c5g^&8-
zG@9}5nbrIaVf#m=;@@(ve@mwSf88(Yb<){AP@riROxeCy={n%3;S;R{txrO)S!YV`
zl5*A9PNdVy%ki&Cs!OQG@)!J<C2}dj_?N~zxd8`fFZzVPeTqC>_zonvNiu@PMr!qF
zYSmlno$b?sqAN-VFPm@)&u90I1_bc)+Vi)8+68d54a@f$Pnu0nI87qi`<6SJR#noo
zm}nj5-{Ap;9)hBF;=kFdEyD1o5?|ph94RqkVhX3)BHTFR^yie{`XuB{^c;5-l^@Ut
z$yQfrp7p#xbULVfupKLJmoyAGBus9v5)(piBFVDlDnDgAb^|QE#(-n2two2AEZqM2
z%l#HBL!ZT(SAR~JLf@THtN|*EK;PYoxpkcCEK)gihYynBl^&hod#>@lJXjOul6j&*
z(H&7)$=epj!Jbp9^v;oUU`kcr>P-*60vvUHV}EvoVbpS_Aod&XmlMQy*%vGH5fg$s
zSL@o}_zY`)nEYU5sbQrVhKi+mk$amx7F38AOYG!!s^b>OGm*u~are#VbsM7sm-#DL
zE(#a_o4a$C5qq+fs<B7mJ%kQ4019HB52LV{kQOh&l%O0_@1NWd_5aX^L>Xd8x&qr0
z7H2(z2E1R7-O&+;zzcN_w!C7+hk{0kL+c+Mr;Ge*aU~d_xPGp6y~Rlv!{d!(YffD2
zPJdpZ{D>s7zwfZppMdE&n-YKtGdj?tllo}3A;e>v3TyCNUb#A<q}|Mz5|=r~5f8rT
zK|LiyUUgRY1xlRp?~sln5BCpEksmUpfwzvINos*_jCm@tZr<xF))BUU<=sE4Qi2nk
zJb*L60`(~|9>xvLGoP+^dxLEB{A3`M!SV{YCv`$8$@DMitMgz+n%}g7gl=m>`Vw8j
zE!*o%1L4oNMRsThGOh>}Z}<4Zw^q_v?PBe&9IUbiPQJ&Qpy#R<DJZ=1N~Nmme#<4+
zt{vDVvC|h|EEhv_ua=#rSd^fYUnM=cwb*10MF9W}XNF_rF89{`<s2l*LFGMQ<u|*b
z)DW9p|BMoSxz9wO9(EnelAN0KCA3JKPDV|9`N}VzDjq&f2#@q@$fcv)O?ZkrLb^P4
zTNI({+@KNLv11y5xLVrAWZoF#Hmj|q8hDR-OPg|%e&ianot?7N#S(I#8MIePhp{)@
zwVHB@tx<O0`Op<`)vp&^80r#@V|es2=ksDz59trbdtI@Iwd%L0O6WsCJ@RyTi*4K(
z;{Z=oseM7XUx}J{x`{#Z^3v&;2v%_k&it9G@<nbCl`JtEDOX64hk&>;yS>i>(*gX7
z<?I?w&h!gP!<@ulUg=9M(3`2*ur%XQ1!Fhnlf8`OFSk4baj6GHc5XHdqtf4SZy#4&
zfaZF^t6J11)8>H28t-pAeM*>dcznx#$Lc7hV1DBQM7Ojn@=8Lx;4^c$(yb-vl68Jz
z7ldl6pLOaj=^9f^#ixl;3L(E|bJB^@YuQHl2E&6dQzq&BHe8;N4bpZ0w~h}0qIYUI
zDl-cOylpV?bS+f?y!lDiDcL2`h0m#H)D1+M;V<wt-e!aJXMO+flkop(zCR~qc~knF
zZA4!v2coTCf6c9~g4Wn48}nQK<QhZMGs4#@SRRdQ`@HG2a=0J)d6Z!J7&b&XL6)oY
zOXobOA)H+N4pB}DogILY-T_JuEd<0hfC`el9>(nd`kz|@FAtUo15NhJ|Eyza+@P-r
zI6B`tr1RPa$}e6$0_KoVbnd@=7wP|Wzk>)=dJeq0q{&|6wW&<Rd22_vuLu}Yne3n=
zKNsN&3<kO!KT#0~ZH5j8V~Ic_#6m#!5WBWIeh+x%2@`AE4MbXA#U4hb9ALt`A?lD9
z056DcLwkjk(J%%?_oI}QemeVgWs=}@o0>PL28eu+2;JZAC%`zs6iJJhGGSe<Wn2Xw
zi@g)V-}ire_vu)Shjb=UsPihl3emb0pHwIvsKzjq?jN@rkb#zShXVC0N(;C5To4uA
z<S+i%w!<M<mkmPwn*+a(7ynOkaEtzE7#Er~XL%#d?fB9A(6HDoO+&Z$Xp`hAXq0=o
z!v)Bqy>Ym4_^=}0znC9*wd9|bE&tP>o!pr9+NvBTCdsw>1ywo-eWi1?TzE;C*pM%L
z)%TJ_4#>T8!{Cwt(D=M$ktVK{*BMdmfm3b9myl)3E>es%?y*l~mkjedl1Kc3Zy@Nm
z(}3A!^qr&Ooz0Y#NBNyEM+}}+wa;U<M{5SN9w$22zZd<bkoBdkGO=vN(cMGq@W(vL
z3f`xJ*it3Iwp4P}f34j(Ro35n_t@U^HGhNIuXlZQIz4*%6Yx#o?F%Waauu7qC~{{E
z9{H35Bu9QTVk#~&krn{avMxYMY4GE9WalNMmI?hex`R8H!I%a_;?{CqGdqE9U;vc^
zzL@y)g%KR(;L->H>XyT2d%$ZjN8fR4*y5XF$C|&?JNxiMd0gTqCiZdIdW;bi<>X?!
zza0Q%6m79WBRZTL5qkwE1`!!?nKJ-)t43Ihk@D0#>pqP3;cYjW&IL>t>tZ*U9<*>q
zsa#QlrrKluZ(DQeJ;;{Hl(j9Yyp1l?nxh|UAo1l$R=-BUT8t^qjX+e}0O`@_KUj(@
zkT>7o4g#iw0Mp%e_BpHSs}+d4E}H-s6lGA@$1zkS0NfsD9sdHdwFrzw6L8dheeJJi
zE6LVJ$cY0om9x4Y$TA9?Tv9lXu060lS$g`11AYK#tIUB9vmnp*04xr8YyK$Y!}4@r
zRzBxgS^vru^a~&>0vy8-K#f8LkW+<6LeO=-(34*P4iRdJ6>7ot12E0%sMwd3GcJ7~
z@v4Oc=(?qkv6O>g_kgMdqzI0#7lTACCuwvp$lfBif1EYiyt9=cj|;huE&YPEws*~<
z4_3U|8BQ73sJsxLF3NBd+*3{pACRv+JD3N+N0C+vT)-@Rz5o!&Z+Ml|*ym5t5FOhs
z5iwlwLu^rl8A`LKl|&)GAK13);pq9WA_#Ec@L%NB%2B`4po)j4O5$h+xp3hl@OddK
zVJ{@QPC;=KdVb=G21f0iM(-R0pbS7N{S>@YHV-}`2R>VQ6D*#?-sB79i-CoCiWNap
z!vldl^dFM`^Rsm{_WIPda{>_nk4uN5=tq!iOr8K{@a;)e-=C3JkAWF3g#d{QWh2<R
zOhp4?`v{nksVb1PcSN4=tDq|)BQ8K!2jFKbfVjm&#W3#gi(adC717jV?sqLBqY=9R
zm>2pEE0l@}$#to>xiztvJ|w`EfG*Lzs~1>|ejV0FqFoO~GmA3F+F~r`*m2mb<1Juq
zA?Vr`#q$&B4uE%)Zy-@%^zk{qJMxm$|NQvBKLf=vB!+380^|dTnklfRr0{6u8ZD5%
z2_6IBM)c%4-Zp#(SSMK|#zKw+d+--t3qjXNflt=vkAZ|0`5K^16legEdZSo*zORYp
zRJsISq=C<XLCFFLg_<&;kbvd}LjZ7(Au1dI$XPB?Icvz@`T`Igsc95YHbdq1mq-U7
zaZ2phu7joP*|P*nZPA|&gdKF?7K<%vsB?C)cxJtL|10Iyy}I2bB)=*F%AeDA&SY)L
z>z^$H>jBJ0AqL1i6PXVIo)kOTJT;lba)dGfl(7|_?*lKmU&1fo&iMlZpem^ietKXf
zYzKf!Bgoatbxo`=pohSI2(TnlNF;KN1b{JvfkIe-)&HSq9@cjclHIR=17lh@F2f09
zLU+l`Et%RECRRQycv2L+^WDs`AU3m#s4paL*++q+d=*V~o0IqT>KX)Y(!I=R0ldKv
zL`*sjWD~sX3@A(52l%kj3G*~N5l~!(=N{VZ0!RJz@y~MKKmgNe+$r1x;6)212q4IE
zKmu84;5SAkSQNfOcDYKUfYy_tyvA-{iqN^iY!%Q17Z@BDSbx3;?@SLB#Q4Go0BrwK
zw^RU8ibW!zKk9OE1p2mwFh_l6k-v0A23RcHF692G{@D@y(v2el>@V*xrS^lMqhOx6
zu!;HOK~A*o9|dv$OF_QEJ15b<y;cCt2_425Yb!~>+&xU#_8i`aj18|_r@+Lz?D@{v
zr*S8hgp<A*N@9s}?(zOF%S){yo!ghnuTik)g^Iu))0}<oJFoUc=K)e_L?KVsfr1=Q
zbVbqsV(qQNqWrqH;Xy=HN~I+wr9`^JpgV^~nqj0nhmde2q@}w{V(5?@P(o@(=|(`h
zh8o|?-~HUrbHDHRegC}2_YcP~GkahA+Si_Qt-aQ{&g~=7`z;QWG@BC$+#Tk%q!f@v
z%5eVYSF3`h*aSwhS=ja0?!;k?vw;<#o%k=<+JP-UI5-bv1FoCvqtLs$w<QdW9e|ab
zYn~cnSdjC7AsqlK!0W#z$Opg#pz}5W65=p&9=w-$fHnP#U2XvWUW?sa{2Pn^`!xW_
z2k>9!Cj`I(?F1g@zwpHrz!%^r_XL<u=iaV`jK4-q7tBB<DdkN0DPTongN<RLO=~%j
z$PbdTip4b{8IWREuRGvQFgB8-&3*$aJp-<3{9$D=(k4pgQg%#L9(k!-u+kKHh@64_
zH3tqpKrK?yL1Xs54XIf8Jr++1IS+z7$eT9?y?@P3Kd>B7Koago61E6T&wT)$TJej<
zZZN=fPF|6y0v6+G7pKek$#=f9f0>RP;2R|W`UZdu)nQxiz_SF5UlU+yy8arPxZg1{
ze~kx#{3|lc4)*N%bN^*7fzHz@&!2T2&;eI%^PKptx$bC%zomg410Gk74-jtxOp`Ol
z$cW+k7%)v=ynzAX_wzhBiQWGL!dblLYNPPl>FLS!zwgrY-cP<O8CVZaU6c)^K8~-w
zX<Fmg8)4jfT^PeldY{;1s==FHV0pNulz%u}kkx%)$-wIr(UCJ0{UDE$K^eG^4JNHX
zL=o6B{WF|QX_l?qheT*BZWjjZxjrBh9Hi?Dxf%aENqr1at@@&&JJ@Rx43M<!1@3cZ
z|L>CmyVt^6WjIZEbMu$2fb|d_SppkFEdE`LCA@JbXSBwE#r~IJbm^KWo5L9Z+@uvW
z(u;Qjwey#!qJxZaBvCQWxmxb(X`{<ey)SVe7@4Wc3SMl61?v=QvJx7dP!cy$Sa-Ny
zbW<qud`A82PK%;Ws0^obf7b=OQS4;Hb!OaoI3z$C7yE#Yruj;ANJdAlXFwOrirR~v
z7m-VJ-C}M=u0dKg!gy;Cg3|%7L{qFK3f}wZ%BUwVMB~f~;w%C`th;51m#ew`qW6tB
z2>-9Ld;d+0PXHWxWe$*S^mzJHS?U5oEmiKne`O5><n8l=KLhW}apiutO-X=13pN=~
zSAN=x<1P<*n*R%Lgt{>QLoTJD?f=V1WJy{cIOzg%WTtpwg0}Fdtps=MN655X{^^f$
z4~Tf(2O04J3TVJi3rKD9$#dB6%hC%RF5c*W_yaP>{i}Jhoz5-}Wbxg|*J1Sdm%_1u
z&nW+SJBVRZwpIqH;=c27R4gALasvCb{9r<DOW-935zmucfYx_B5LbM8v3dbNF~1L3
z!@Je#fltUc&FK}f$Vr785r$!KfsdZ+a-b+|5=WK><T3K>Y0-aERB!j+wgvi9KGLAv
z1aK&_qtJW<in@XyIa3@Tx&zDfbR3qJOJaajHk<Ow^~l8~YX+thxEsw|mZ`wb;|>Q^
zKyk{)6G5Cc2BJTpwIFoI;$`~j(sMOml3v&a17h*~52&o>&A+ma|BPEzdt46mWF^{v
zB3&7D_y+{A8-|<#gAcgozsPqmHS~wne?T8r3jnJs46s|FKRTX*`l*WYgGtH$-uC~@
zV($I)Pk%t~^)_!@U^lnXX#qe_AB6y`TD&;XA)yWY^S^&2b$;W8O~Tn;fxnnY`On@!
z{ZGgmB7z^B2pyM1xk$@wnV+6@jdn&mMRYnJ3M=g56kg5O9Osf0G#;X|;P@|2igIrQ
zC4+xQ1XNPpgYyC0RyM8?tOyAvm*w<W;YespXyXrv2DT=fh;5Bqv&Stx0B{wq0)STa
zJ-}&zFZRE|2w>%S1hCEQ*if#Ze~;$x)clR-vT?Y|0pS_p0tN<JVu1%(`Hs)T$tx*c
zN9M-Z7LqmSEWQJ<6#f<o{+~008-Zz-S($f`?qZYK&ohFNv>Xt}<XoIH45OU;YjYxv
z;;#Q$aYYB`aiCv|r+YGKxx}fo;~~obQv&&a6-)V>%1uZ~l$?0ON~;I0h`(F8>i^6S
z{XS;&mxbLo9%Zc-M7jw|+kv}agBoy|0UxOLaw78K8|&(Iiz5LQLECy5fVDqv?6JVM
z!0NR856Iv-!{{@4h;1~=`7Gy(4EDE)!ewvjACRcqe>d35Vwi!Q3}ZcDl~g2~#DBkj
z0~NW_z^3Jl#_h^n+QP(Pvlx<124=zf)4~zEzr9QfT#VlUV^AI2RJiQ^+h0e9pu0R&
z;!5Q|o9)~&zh3_Rvmjl-aB;@!D)PACN)_e;T*-M!CQ}M%p^`p=on)Ak$>Kfxh+V$^
zg<bsi2lUS;fBX8^cOfKu48TCHyDoZv)++#a+0_tvPO_<R_UZq#McjY2zy{&h+s4|D
zp@23>ppDW^vCL-L^%l%|{SRoAHhN+V^>=E3-#|7{T!Nhf7QP)YMi|cZ^56*fI54<>
zzoqlfZJmbkVqMm3Q|w1<|9~7||I9+!KeM3mUyV4qM6NVpV*(d|FXlk9_fX}^9|x7|
zR<9hQ=UCnMvqBbK64|FyL+_yeD+AEo&|mr|_n>W?5-jPx3fRS52+x*_%*hk8jOF?q
z;vcksK;IskK@XR#6el$bcK~+${Sz3$#{k|EhD*x^oLV`?EtUU?V>~G;6vSCwq=&6h
z7WvPSY;a9n3joA!6tE{Zk@GD<)&SB<GN%VJpK4SN#;!jY!EW5haH^l?{zoX}$zPOc
zu3<a0yH1|Ry*a!d@f+GPQ&|CUjM5v}Hw6C0GNU3u2m>Hl{0B$8P>KUWq6|7>h{UCr
zL3b@;i#z-~007ImU^w0X2f)nsW&bTS@;8NXi$2La_oSc$<g@r57$gBw5qW(qb4ldS
z3it|9cY;JAGN;49_Cx455DWT0axi+pQ&}Si;s7S*08LS7L*}*t%-SsO5|9>~MDYFx
ztKYjD0JKLHi<kR1cp$$Y`5*tI{zDN0Ap#M7M~`6H{(usLCuDXGVOfEU^F#rQE6x|9
zM9kPO%8T##<2$ok>V@Y2In95=MZR4Fix&@o;AVBf#p4tBv3V>}97yKIlVR{XK6q*D
zf~;Zeaw+HXZq?<N1LteFk=>1p#?5X0oBv0S$tStyIu!-<^XlU9S@%r4IvT6814BQ#
zj`4r9`@hZD-&w<_JT$Od-YCjB1J($*lm2*#juP8}JQh+|sku%ZQTf$%`JiHv1c1$P
z*v=eGK$cGE|Bv97;N@gFP2|xETV0iwPVvSi5m%b`eyb@$XR`ShWVHWB?T%8k-9i^D
z(vr^aC_}`EIrEU@gW%1hnPsze>8U8?0c07HJbpRu{bQ%k+;4yWtSO524e{gh)6<~8
zmi}O39HTB~4fuOrw|u`;@<zf)oGR5)5NC;`*3?gYE(WA_X7VDwVGDLydHqjovljV&
zbH&c%F@#8;5YNUc?s1J=Yt{IqVo9yPpOjg~axm%7ExBfH)=adUust$JYkpDW=qZ#`
z8K>~9Tz-RWe^O}U*hhKaF2j2zxIRA9`YHZ#^{gU+b8$b-e9@4m`*REUBxz{)Q;wG=
zeFNTt?~xOs08=Q9tadnfV0&k~gsFv>40EM&aJ@46@<@H#E1yHAwDPHi13HI=X_h8X
zy^dow!#ia;G?Ug#h;emmrd^^Zn-3i{?@ymqEH&|s>-j>T<Ip+zj-Oeck4Fsx`hc}C
z*e3GRU4|GhtGbqDvpS7$HFHmgQTeqz?S}dDCcb=T$S%>fU@p^=_oV)c@XkW`@%qa`
zmZX9flfI5$r3Kj>zOk=i=ZZp%l^21#n)@!*I{ijf3po{#2eX4OO(gIcRKeiPU_TPS
z<!jrJYlU3)%2?P7(=-n&&a(u-)-zdq<5rQA)%QEoNY-&OMW<K+8bJss!H}xgxyv9H
zzJ#J5aQgtU58>bCkw2EB<X4Q6GFZ}<lhh&XXKMZfvfik3O#rLBm`i|%?wu_R+{xb1
zixt{7SgC(2sZ+469kpBYpyk)Se#m`tc6uMA?1r#?snOm%6U4~AhgYAQPaW=45-q7-
zU6Q90uemiOzl%4{`b5&rmv&12=!fv6>w~wecmoi-z{Vp{#_PxnJ^73cEvQRtV>k_w
z)0lQgE21f2=<StR&D<lNb;jjnC7pfvvNY{(%DGwV7~4TLY>BBYV>mGOZO(-)@}#<5
z4^QFY@720mPOv<F7(yjWd**b{+`ZprJTAB21A)AjF@c<q#C3RVUVxQ6D+~;u8-HlF
zvig~ct3f9hXfco}ho9#KkELE|j<JrAi>E2z7%Yh`Za*vRKmj7XJiJfxjUnx2FHWl(
zo+LdqIovs^%Al4UyyJ(SacSf$la%03=h6PoQNtuJB7sL=xCEY~CN3;5(XIpKAOMVo
z;R!l4-d-~8&AI%=A>=6MVUnL4dp4s#OM6&*LP(?_Tw-%OLhP9(m`=BOu!t?8jc$w=
z^IIU_K%@|8{gV8b^h2?OloZ%jC^|C$+SSm0aQZpaXU!(fjXXrg2kf~_q&zOkTEt}{
zPcx(y+ACJL{Sw_wCq>quOna-6ihgNLr(UnFm1>*gDZmBHPuN>ve$N)80p!bJPy?sg
zvq1o<P4O|~wp{t^cPe6Djz`E1EBsn1^j$Hy9*DmM^NEKG(T%T}(|4^=0{eIL7p!Fm
zZ?DV|58yJK4uVqyJX%8oMU)<VjSU*V<|c79OI&W-(LGp?f<|>e1j!%D=eY-H>E(4H
zGLzve?96q|Y?V$_^e4eaPYZ#(x6qp6fN5x)wyWk%>m)YF0@!Q!QxK%smv_ww`yyxZ
z#;#V1V||LKV_&;&R}xWJw$eg}0(Aa>Sp5OR6#x@3%e_oaP_}}WzKZSd_f>db!?T7#
z<P9c1k#jK&BP6z`8?yxToihE3q9YyVUupnaIF+S;K(1jVT7!kSBdjzL9FX87ExnP`
z{FYa)4=jE(=Ms?VG9ArQAFuo!is0hREu5ApQtXfXVXz$h?n;4wRDs$)=WXnv1v~^H
z!6?=miM=92(2a3pT>pTWu^m`oR)luucLuO@rn4n+o&%7NTr#&mgN~qRi;l*uul<rv
z3RHymfXgJ=rV4%m9*Sh`0RLXOl)*|cgPdln@#K@YO8!nI3oo#OwL9V-k!u~nH!KXR
z>cI6^<zCUvw{NTJFt1)!5((8*X@w&CWG^YnBHf2h|9~!dF2R5z9AIzpd{AwkxYv#o
z^ENN@1yTt4&Y|d-)9NMZN#Z~exX`VBvT>%SSMfV4+4eY)r-dv}hjQ_9b$NW>zKh6a
zRIpr0+(m^|4a=M#XaTFDpWJx&EWGyYQ#}?_#?l<hI?qyCF#U;e+?JB*AEWL4Z=(%3
zV7Fmw)PcZ)>dLK=n?i8${%*@VD|NF72w1%;ZXa8!T5k}y`2$LmguJhhcq4J2d%z#G
zrK0)D*IDMl2<<zVXGmH72qOhtKuPr$+-ii@>e+VJKCPbq^vTI`4I}>dL79OM!d!)>
zxzn$w-<t2u14UexmA<ugPQ*olFG_4FUuERgWJ;?20kPv0!qC7Y6u%_f_A=x;D|L_C
z|EqZ9{ZQ#}M=6a(hpJ86fF55kB9OCdBBlIUp1lcU%Lf)%fL_*WoS&@dgyvmA9Z*rR
zM5Tk_4^DvLbH8*35gMJ*?6-RJCLc{|Gs9W8Ev(Alq#3`<Si*B!(Ja>-Rr{M(Gm#+Q
z?^q*N=IDvYjhFcvblkc%l;JcX->UvO`9=<nGtc?~hvG)er(t69kl&CeSvg@cYg&`A
zolw{>rlx*(dZJDQJ?Z4soc!Goegcv`_^;J;F-kXaAi!<C5zGSQ(Hg!eKi$<-3xwi2
zrmV0y%exSPG~{#wjk={z=a{iG_YDxn_qwL%dlnVQe)j`dleU3u@;YonOX|v>O}RK(
z;@=!9_qMF+FaF1_>EPEh3ynBlX5|dYToG%lyc(!Vo3~?`<l6=KQo5`LprM$ll{xu$
zso3dKTY^pnK@ECdQ`}Qa^RIF=o@;-&dNr}ZaP|A|YVqT2b)bm7qS#<s2<aDB`DP#W
zNaGPH0JZW3Ekgl%e?SS|Wr3uBam{^sd93&5U#?EZq5AecK-)n%QGWR40Ts+guO`wv
zWowC!O7O6ZV(CpYAWMU9uA*xAFqpGDWKXQbTKjKp=o>OLixpiU$5f0g(Q2dkvAP+)
z2^yy=KzpKHV&zrgwwBuC)%WBC)*G#A?ES6JK9@W4T5<a^f2_KA44TW&=ujNoQfYRV
zy$_LjJc>Haa3oPpxZH|@^YhD&8JP-z>!%y8{J%kTk>dEOnY0WJpzmZ2-+Rf1sx6w-
zjs{CR3s-_!^V8`JU*Ud)xc?QG<i{ys3a0qD5z`Z2KPvtm*MF5UUW1P7!=ZN{7X$v{
z><ifKVh$gEPSWcN1;s;j<mtyQoAwzExlg`!M}jyLT580VINEom_*CKnFOf}-->@K@
zdd;Q0LrIhjbeug9i_k+5xLc!Lzt+9J<Nahrd%Rt)WXCIFW5(tORn18Epr|0Qeb9d#
zUNR#+b{2I#XJ@;dsI!mPc$^OMB(qIqMggIom$E>dqa3JfD;096FoTsk7rEMUVjwk7
zknVsCFd2AFr%6DZqUT|JsLN9jvA7q=t0>p~#$8E@TkzeNr4V$7&*q1v3~fyIkYkyG
zWvwx?Ri4G~5?p(Nf7=S-I<weY#br7jTO=@;Kz`rr9Jy-Nr~@yGsNm3>*q$Fu?;N1(
zOk7UVx+z+D=*hUYXQ{B<@7ZdbRrD%vgf4t^M+`UUSdzC&zX9W)JF_Z0ph{d6hnZ^a
z3NL8;{s&a=abY&We<2~ZDtTI+sm@DcSjy2*Gpo@&@}l7DWWP~%c)5vvib%dOIO$zh
zoflT<*JGKGlcS2#MVYhkZ`HfIgA7>?a!WBxQbZm@jKs|wug>dt(x=8xq6DGj4dH18
zX5p=<Ps5{$aeH(*rXt52a+!7^MqFx8lj!6aCd(hRZ=8g5kP9qvItQ&t%e_#Q@R(7*
zGJK(;vH+=sRpazCv{uRjkd8sg!=FQyH@_I!jK05<-k<b(`TC0(3+!?m#f!gNV5Z$R
zS={5A(yzi0c}epN)$jP_<3P<uu!s{QJtFMBQss`fkqxSdg~A9*b@5hUwQI*L&-vEu
ztlX`eAK#x|-{DG`#xg+sI`h$Wg7Jf!&mP3LomRgUwxSgC_l1n_zj5{Ye!MHw5Bm`$
zU|+eBU`qQrZrJ^!(yGj8M=^DNOSpARFEe3;(SY+^2)m-VOOqD8^qE+N5q)$zT~q_y
zHXdhiaf(Fw8-Kq=t(JCi6)WZ<`8H}J!y-a)#Fd`IWkK-!iW^9K9VlsT-ejv2GAA*1
zXlhJ#lVEA=OJ?*OaeD*piE)DL+Fg*dx{pfwR&38KM%j!v46>%v@U^apUN(uA2T^=K
z6>HaV_H`~ADgN10GQ4ny7E3<u6V@x<nYBV4@G6(g*M=&cQj};E@^QzEe~MPlvEap9
znV77>>pHHjyr{6=r^~yxh_<G(n5<LI5taqcL-I9nYcOK+_xnBv#X0wAv{VtM_JsE_
zRn>x_pxsA#Ypdkjt2vvd?TaMbr_^%OtL@&;a6ZZVuy;5PEz_~7(QeuP3>u3SU1Kmo
zv!BHhXNs{@XQwnS1X(F7FdWiv2}#7TYs6YQR<q#2>F+L~Wfw_KbajPm34EEim|Wbo
zfDm~{EgRaiFXqf{E{&nY=r><{*hF(J73O6U$MSmPy4$%VO>d*oCVbzyA>NlCGCnw4
zG^Ty;OI4tRdHcaaSn1YFTi@lZf>?PO4{Jhn*;cDib`r}K_Y1<9mZ&|b_<47$-btzk
zcfed+4t>igw9c^q{)B6$BN5)<m=v1ZV*CWJUA!<=y#2=$TsxM_pyY83O~0M-!Fqqz
z7FTIE4Zi%g{BtfHB@C<x;%&LgD-qYW;fBAX|4fp)<XdHR39;h_t?+2H)HZa3O1yS0
zRZXX9`4{Uw=3z+^tFlEi2iNY(s)Tz(_U{=JLq<G;7!HXGI~k`uXxfrH@8Q;s^1Ft!
z)1t5?2RkZL&NF))^a~1C3x)$QqlxhV_Tpdq6G*3)1X;axC#4Zc)bQtI(!}Y8hQ>v{
zfkz55%QtEsHFyqwv2GUe8QVS#sP>cIN;5%pYs!09zjN6O!sjo;78A`{fH-c_!(V<8
zpAtyvezJtkvcQ0RL7h)cPkE!v&+)}sw%6KDEFqZt=zAaXFN%~$HQE}pU;nJ49>12J
z6e1Gn9ZZi{v+NILSjI2%?2wnBKOMsOIg^>rr=5yE3H@<1WylZX1{+Q>s81hXggUhs
z&!A0-3O)l{02lMJmsVAft;ltzdWW-5F2AKJW|y~S>B#5azjZ(-U8|#oSW#~q{6&27
z;th*j0zph2Izp>JL4z?YCQqBcf_iM-ylfKeC1(3O*6Oz^DUs*%RhGRSbz{~qT&_<p
zg)A`TN2|h@p7DP`ipjM(FW?nYja3E4NH3@1!9x63At9!z@H)hvo4bm8e$w`1D9tRv
zMK5wt--+w<!Dy7HzZ}Zbj(^THraus0W6LDdoo6APjT#3nv?WbuiKU!0$ELl(+IFgZ
zs2C$rmmZnf)TcY<Z|@`+x1lLU$ZrPA8PY%gtoRy2Z9>RlHeG()Pn$<QCE=m%E4Vy_
z-?DFxb2_KLr~2E04IEzWRO$Ki1X2ib99(>8l>h>wS>k&V!Qx=N{6T9>n5Yy5Kh8Ct
z_ZRS1i>cC7PmgvWAr(Re+%7C`+W+NtUEY9{D;S!6*bpH@VEUYeo@@MdM;u*(qk?W$
zbq%kr_S}U<>;3W>Y4c%~vdcdpzv>wYB|Cyle2xpWRE<y4*7;|nFYi*{(8hn?Xq#dx
z@N!jlbE^~QGBBHaex*CxW>aDHqHP*+qu1~uElUt1ud<nlbvJy_;`2yhJ*qlv`MOxm
zSrb3^ZBS^j$4c_o==t9ssnU1H_nCB?!-nN#I7D}J`j^$DSq;8_zAybtQhx&^>3LeT
z=CP!&{B(RMlOakFA}K{?R2;ikUC-2NSIVA#5+m)^@;TJ@YJ$<qBre7<wfDlTGXOT)
zn#CaV1C<q*gh-l>c{9s9E=P`+t+P7saHc_~P~6RhgwRT?F`m9%CI2Srri7faqr;v$
zU~=~llQB*%YlLWqDom(9SLyFvMgfzi(l6vcmHF1&#5li#>x6=kY;H~NnWx`$%c`OD
z^sji5j!fixt>lps?u!T2e!YE^A1W0r%4C@n%v-;@k)Rq8_f)lB%Yz`~8qF0+Ow;4{
z-PDIqh-iAej(;G1{aF$<+-`@zziQbecMTxQzsXg%<X6s&kb*j^v0w3{@v(-yM-|Mu
z^jU#BImsroX`k$R(w+5)Na<Hnd&Z=yYyFEPce%AnKE2Bh&eUI8X_>#XDlIitFm~Mr
z=qT$5#=9iiy}c*JaWbd9NgiJozH*~>QbRm%g3MZ0)RuUB=wsEIbdwJqnz57UJb!`e
zFkX3`A<6C{5c4H&q8+A{g5?o@^5*>pIW@Nns2a|vp>LtBVeLRFu@+eFxt}#{w6d^b
z-)X$nSCBVv5{AjqnXFz7-F=heJMg1$PGQ}&Qh?eq;pKC6;zi~80TL^k5hr_$+G!1`
z8f!|KCzGL(%Y9mkT~p*WlaWs}v$In#djeM$1}dO(c03>w4^$xGmZ*1(SUlxQFO#6{
zlg1gZ+JNN7tlC|zSqa6JZSiBEMw6aI;=V@IwzHh11JBjGm#jqhO%|hPzfHcexaL*X
zQX=N}mhj2&P()UM9F!wwGYm8;q1WYF6Q4z1qGK?<22-9g4@``DUB3V90hvbP#rd5n
zAH--|Vi~($O`ESvXQodiv<Z~{j&3>eae8hOKNq)8JDESp6cw}$#=S|@V@1=e*>JyI
zIld1B9D}}{6c|kx)wMS?gt)U5+R>+Nv^f&cW=_z1()stI?Jphsj*${?ZEQ!o0RbtS
zW!98YF<vLugk|(I_lfrHJ^dI97B@rp3p7G5>^`hj-~ud}Ut?uIG_(0!61RY$uf>8{
zouA^RyqtvgfeEF4<;Quo+p8gr4%>j!bN@O1i`jIO(js<u{N?$xJn2NKl+yk^9+nw{
zQ)YICBCo8Sj|Y*D7n&t}0hnVp4dOFUaku%57z~g{RX1o5NuvDU?RD!#zRd)io3Qum
z#1WF1^T9rq&>0k-NTSF)(uESXv35yunS1-njy6^!^W7&G<#gKTzr{^bWjKDMfikVp
z5)?%%N{pne?W$Gh>R5#>({euL;nj^qZv`b!i2J%z?4{>NH))5d14LuXDo4OPSTjWe
zs`Huik%)I?AZyLqXS*qKeKQxF>Ye3+l+W$2&I7uy%k6H%-^~I^x8(<uglqyGAykan
zYI=agSN_iw;lrUvL+7DOU|rvSkX4c0*BG(1O|MIv{des)kTYl+YhBBrja4Rn4ywa0
z(S#wYP#5h{^rhSCy5AcvTFFv5lD`+J!wP#w&2Uw&CS8z|;j3`PexaM6w){9Q$}`K~
zu!G-3Qn*&7QSenXyz)%>$SFbI_S9;yBra8ds#}U(6zPO#fr&JODrpZ4JGZ5V{pM<X
z2#@)R6jS;-I79Jina$#t?n!Y?)alK$4WQI8jZI~B{T|gCGF$X|J0;S}7xK`*Y&iCM
z>8v6f64z&B?qaLyCNo2}jt7Mcc-Q_iG7s6!ZMf&@$~|f25xXfSwY7V2C7ZDIOzrdW
zbR7%GPG~yun8ZQd?cPSMmVEp025$hJBa5ozX118Fje!U?dDGI))rS#|l~%`NV?_&Z
z>>=IuWUhUh@y8dHIk)2Gwku*EU3|F?w-d5bl*n?~NmMV6B?3gRU2;fkoC+p#>k;w!
z(D%3M%LZ^peBT*CqR4$Wyia*h9r!Crm33RSB(2uB<NDBe<;F_B4u`MA!t02aXIe{N
z2)U;;%y^OWq(6JKp~tYVY0>r`<qv?wpf^riH5a@~rA^9g;-@EDa-l``r(11(?sToS
zVw~;ilPSEGVuelOV}wTYnDn1Dr;sATN-Kiw<|_X#+%1s<s_KV@F|mq4@(wk<vx%;G
z5)2o=F*jUQUw(1X>$&TRSlyFkEk-^<-i;@xw7)OArFYWpnup1zAy1KS%zAM#>O11`
z#q*>Ztk-;W?OZS*E)ch)BU-3SW0&he{Wk#v#kHhq=^V4;?wZqvet9;sQCmLd@9WLi
zS6Mqi6OC(j3?u*tId`xv=?C^UN6XC#I!Bc?laoT@@|+qvkL&6vjGr(+WQjXrhrh1p
zBb1Yje~x7ptqw$7?J6sLP;4@N-<_b(m2M1sq~Z|tEg;)w{1@W|a@CaQm9=|`0AhUq
zG-E`c=m~;@s3Kc^wd)vQi8$Y#X^sBo`q9^N4*dz^tQ+6%U-Y`y_UN9rRE)nba>=*S
zhTPqLXjUhM9yH$h!)cm!Zi(c1e5Q^NFCik6B(P{fg?yN+nZxN`_2=j%uX3aA*+SC?
z;_@z>w3<_C&b{Ip+n2N=+SM##`sd8>ALOGxv?Lh$H&W+a$JNpLg!2Su&WFZ^U3HNf
zpFhX1LYv-<mgItf?99;^+%X3F8aJ%t2(~2TF}-fd_B-~uq4IcM!japOUC>@b1%zpk
z%G~4*5P=QTbeL%uSLIxz_;}MtyU|k7^$<#7EAipo`zP_i5BD!VYZP-er4Y!wv5S<8
zx0O~i=|~~w#z!;5+RCa+dO8`}&~GR8QTuEO3V^PANE@+Ckz18mjtVKss;rz}%{#Dj
zMCIX6jpNGAyXi00l4~R>OBRhKNgLwGK7A!cr7U*)c~;)Ko2?tmhajV;Xq73U-jV0~
zQhA{jFuF;(tWssHbQpapG_~()`>mDDDnWFVYr_8uOycwt6V<Z&5P5TKI?8p=3D7GA
zxbG2UC{gBWAmo9f&LzRagjE>6I#i!Aj^R0_+AW~Tiy}-+L<?zS7d6rBvF1b={&V$D
zK<r5I$(?aPe<CE$9$a>)V9?c$kgreRemyKOx_u(_TB8}>d;*BdGwt*j^gPB(5-+}*
z*ZTOh>D~37>%KMyx<X#uRZ1tm@-<NWQ2w<Di<5IPSH_`q;tG+(fStkT&+to*2TVW$
z!pnEfB@oI62qUnIF!xJ4z@W^|SK>|I;#5~JHSxOMr}KVr`i&q6DU(e%0=@Qmo2fSz
zfqf9)E>_?$;efU=BlirqzQA8LrCZrHV>-Z_1E+-2prY1sSRUcI1QDSmmAs4XJL$qS
zni0l4wPON#xb}4K$#76U^()-1X2pVzj|SA_FDN}K=!w5bxyMc?mthd?N=qCyEQo}O
zZR++WxT^I7c|SdsSvpv^G*>Ii@nn6f$|-mb%)J`zaVu35W!{ga>j2o)k2bzubh@#I
z$1AaT3*w*{qQof@>2vHnJqV8(M@e4on`ZJ?9u(Go=3L^>(S&|=l%_;FF1>F*6@U_l
zM@PFOIx0F33c;EfCln20mY=B5ZW0cfbt1b2f4qK)siIFA{|VXRoMYMQsP8s8lHoi(
z;7UF;59JO}u#d+xur^H4-VRP|*d)VY4{JBZhYKEa3s3Y6O25Huw7$shh<RaULmpG;
zG7wcn_DoN9#1J^UWi^ND^e)r1;3u|*lr3hr4bj8I@8{Jp{T6AK;BUDYdhER)0f`pU
zIy<Ni0;BKy&eCiUbdH@Nx7Dkb478(nZ8xpedW^0&j%+Roch~@B5bgn@@G<r(OWTY&
zBnXfY!<Pv+n#4XeMY`YLNyl4%N4okgU9C-H&0(yMf!G1unjBkGY%J%_S~diK72L}_
zJ5%qRdkBsxfPW2SBa$9cJZ4$&j>}~V=G^HbLr@+{*c(Ze_g&zQW?GA=%S$8Xwlo*#
zeQXV`6}Y)an(O6>h0k_Ocw@pl(>$Fau)J?V<^3VvPSK+zom|X4;u~ec?U%NnnkKij
z`}8`|_tYZscVuZqg6L6elW-p$qZp3@dV|K*u@dr(gVk;@<t5Z)4k~i5&g+h-NjSUf
zn8V&RY5w9?E8cGMulq)-uLWkwyCIKJ9eF&Pk(DPOB3cucl5?!yf@(KKk$#|kr<1Jv
z-}+McM}n-TG>P7~?FW;XNh96|9-2Ws4LxpfU$srC;y;p<b45<Ug>ndYQXij(?}gzf
zP|mtt`~kiB1JcnIoaKGw!=>G2Y)V1!qa@L7&}6gZb1pG_a>esqy43XabWtCraPx81
zr<k3@=u3T%9BRSD@*l>tUyfe6$@=0@MPEK1>N>!Wl6+xRx@g8tflh_P<5@C6#J-{@
zLSD`hw!O=9jTGYr4pD8r=e)54!BX0kk9rcy20iCUP&pB&<>LGr^l^4{J-5@C^lb1Y
zgYoR$WeN25Wu`<XD)s!wPKi#cRbf{RH~4hJuaxA-F*h3Tv*>OmN=aR5k6&uXWYjaf
z#BW2qhYKEZ#pX6smGpDF6OD_vdVI}1HhbZ}3=LFRd3)A0DHf~uEKJe`&o3n=f5zTR
z1!CJA{Rlceu=Go_fchmkQR!omyFv*nueBu>HDB^^S@)5H$&#J)oIW^eRFI(E>c$YO
zw>eQVCRnIrGcSEfCqF8Y;hyx-S}%Sw8!_VZz^ccK_K2Altmqo|BKy=QT{+oM=fn8(
z58q8f&{e#sj6unhJ^N9`ZYtm;fhi}xsid?`v7L!j(VdVT1ulZ{=Yt=nrx>&$P4|zC
zzsB={IbSyA)$mOR(5<94wzlN-xxdvkU}P>?H~k^W!uM!BX(~`Dv3C3E_I1G>`l-t$
zEcrKY-bfY^_l9AXFSgZ3bpsaI8p8?ov%75-QEuXd;}<zwii;+8(G#1Ueqc$HsyuyS
z`@*4>=uP_0qy!xMYLS&Ywf=?OB_F8M*|S{=Yl`KewPs}W?OxUCpA07p9@jt~WjE5v
zbF_dqWx}bMtD)&*c`qjorzzb(7G@GoY@XIgV=^i=iiHzt`Rf{vlP~;%+$Y6jgY@!r
zKuRD~>h5(J-GsDBxXCIzDzDyF_+!d?<Ehk62&SNN4pLEUJgfZe?0r%~$3agvDZZqd
zjXL96f)pj)WsU=hI#<qkyH?49db)GA^h|B2X0`!ZHt=p`g=X2yfO>sATTtTuzRG}q
z;+7Jcj_CIB5VFYf9LOokJjN--aoEUq6$s?aGOQEL?odrPY5u`)Q(L>x?vJ#i7j?Rb
zf^nWboM?APS|DSyT5D1YPHNDl0g9_-2LfX(p60X)XJHL*Y3`klm>jBILmV1iuaAbm
zJSDd>`L3hqkuF9Ee(1tN=fES-``%Hsr7dYrwS)Q+zH7uq`+lD3w<3?AhXT7#^erjT
z8ij*z%ANOW?FY8r-7Y;Js=jl@WA{voYdnA@*T-0c;pAJ%3UtM%zyBpkpn4{I-x$Rq
zaog&XD)tNlman5sGvaY$6CL2?-QC^I$gpjqCoSM!{IMdZ`Cq8i)bFMvkJBthQT_Iy
z+^llYSxr*^h6i*x`RSxmK^@=J*YRY9ST@mKs<9*TIq<#0^?*P&KdOw2`+Kb`ojYvx
z-QCXy+~z#pvqfpzIlQF8Jv>8JX<<El-fhKPDAT(s$mp#($oIADS-CepouXe5OhS(Y
zhf<Io9uzEr5l^NZSIVG|m8P(x-pPETZ~c}wI@oG%yO>P~zUk=+KBKByjHKOZ&HgK*
z2`|@|3QPZqaX*6202C<a%lqlAuU+O&_D-}WxfW6Iej3{I=z-mPy64SNu+?c4q?}Z>
z$^7-L7T(8)xn%>c?hk<@f+{K})pz-S`~msmR6000YFMt5Y5M8gWDBeeo?#kKh`kf0
zkq)h+$;I<!%_ehCcTsK5RC&%6b1p&4-Ph32=>Q&zJlNS(T7egh0bw9lV?u{OLIFZe
zRmIe3*6=U@9K+W4jtIWk=UbiAr+xPXlco*}D6~T810-t&HQ|@!QN93Uj7MU^;VkA(
zBpKe%!DL?{eFyGTI~M=ZSZ{k2JL<MfZbcSnY|KC;kTEv<C383qZquiW(f@6<CWs5r
znz*zXPWFIf{5(&G>>s9J;>$#-Z_T>{R43gj&g{*+v;2%X!kjAUT3aO1q1+ip`^C)$
za?9*3nTlmC>CvYzW6Ngohe|3wdN(<j;1n|>75_pcA!&nSu=oA#{OVYT8G-Da?w1ld
zh*{;=<=#Y_VpUb7S_#Xxjm?_%uU!=Pb-~K0l{m{qiJCIWxQUuyt*^FrxhKEcq?@-R
ztDFj~D7mt_de*t<^KyU!kI@cNNi^=kcT0)YDN5$kY7A~jHsZtFj0AznSd6^KAQ+{w
zWh&&}$&FLBOBNj_a#EJvYyR-3(V^YllNeaCs<`fR*V|S%A=l*=CP-QE*!iY34~o=v
z6L$;M8C-LBI``*Fhf-UD3_YTXXt?67YnTGcW9QrZxATV9Zm%9D#*LOilu8#crQcj5
zD3;2up>3ij*$dgp@?$D0T;D!~zfHR<T8$)4%y5Gq5v2uq*dRB!W`J3b^Fam%W0P0T
zFNEWeEF}yFPs}DsE<b(BE*HJ#;;2wXF@O$LW<F}4l^Ii5VqR~WpkX_OutBtiN#r{a
z_9tpod@yGaZEjLGw;+M%vPc#Yz?<n25BpTT(d-Pjqo+JSro4ccI)(G3tt~KqPSl=I
zYtSzAUFGJYP$6<wn`|HVrhaI}$V+v-lRx!)y{q<UIjNuVmz*UXrGATEg#W-1{=#NT
z^@aQ{tyW6({N%HlE7jQbsC8eeebbs=Ii}HLY%9sSNqAMeR|<si&AS)f)#&9f3_rcK
zVSZZI<qr0d8tzRe`Ed?hEDoc*{i8Z2<52*m5co|Y!~JBp;Ky;)1IFO-uV+bs*lGuz
zFZEfq@18SJq%N?^knK5p4C~su-n7QbupcsCiwF-`yQfcecErZkxJFkIZJmcEI~#ZB
ztZ&VS`#r}&&>S^i6pw8gT$V&KPCb*Jrj5D1xo&HAx=`T59Mh(jbVATpihx!LuQ*G}
zw-8IY!)KG?cIR1Ev1Wf0spXf_k#|1QKzO)L-KVD0aIo_eZGS+8Y_R=uXT=0W{2uj~
zU`H8=ve`zh{GfHoTYd&P_LEBI$eIl!hnma{z(@I5Wt=aU2@n^66Gbfo_-;c)*4Fmg
zt#ZET>#1?jq5U}UbyN%=3k+kqL%V*u!6t3YH%&~Zn4rGQbGqb`@Vy}JkTV{^_^}!A
zC7NuTURdo1i)EY39}un>AH!o&B2w8n&FN>X>5#`y%^ez7GtsWxmIU{-yy;3^l+Mc2
z)e}4x8<y)gS}eeOvOX-@qBHJBPk&N3d3nnaeP<8Xs{N*jyZ~Fop<0|lw<LL~kT|oK
zU`=sc1F4aZh+b&4LLbiqSffmpH(doBwJLLv^Q-E|b1Xtg_!&+1r!EgIH8V28vl1|0
z8;3*Rvv@D10VbhkitYMdAYUG#K<m2DF=?{;vIBX2=)7)5Y7urjP4XfJ*b^H#M{U*|
zWSZ4NTuU7C#}vHoShOTHDgQhuH*Vm^y?dpr@JPVT_q^h9Q{*2|1F!ZGO+<ujGplQQ
zOCf|0qS-lNx+Z3OD%2X+Zn>V%1px|bDBa~W-TunY#UcW6wxzhb8!{~afXGjL!5`m|
zUOYaJbs<qbf^r0?PCJB``{j<Nx{#a`nUtre$kf}7sYT@dmM&x<SvwA3CxA^F;$tPD
zrPUJ4dCr(umZLEAx3OzN^c!N|YG1m$Mn`e*O)Pus-BVwglgFoiM>QXC#XG}e+tvW)
zxWm@9{rhX~<HZN|+S~4OlG^W5cv~g(pVj9Pn6mGJ-35;$wK5O*1BtwPYw5(N)zpWC
z2y_VOaqlpMdpDbAYGviWa+2)0!~2S=#_Rx~ioxB+80N8vweyD;k1b@~z6L)&)wm}H
zBQ#_<19rsQzf1+(JD=_=isjeKM-cLbtTw<50MTSL!j-enXN8vG!q!dZ{;pE@05sb;
zqYBvJlC$DHDJt&t!L0(Zs{&pRz!>0S*F0p4DH0%<mtVNm@j5Qd<OD_@z{_)FRJ3Hd
z_t4;Bs2a%Y2bByeWOB-Hf*by;`Yz{On6l4FHy|`EiPJB{94nbD+j3IvtaV6+>U>^5
zJ|T(ZOkoKWFqP)ZZvT$!Iv_l$O_e-kfOg&fQO1uS1mSld+>yPnK%1RqZ<fVp@&^<n
z^j=Vg(9Hbx7bRNjvTKe7;^|^ky8txM6<haW^eJxc=+jm5?rW7p$FcC=9%uD7$9By}
zKkRb5g{C0l)7d5WD@C+a#Pie0jYU~(g9VT9m5E`>s;ikmcERo>_s&w{4P+`yhJNbz
zt*1ErevXA>jK>=NZ1_c>SKJTPi`b&Yvxfy#Bfc*Dz-}yv-b~9@7!;7<P!B9;2J)#r
zWU75r;JOb_y%i1cb)ER7%I=AtTuu(&NhQOf7u`xX*O`h<y1uV^A7noexaF!60`QB$
z07hs6$Ntr7jtbCNw$#4=`Yz$OP)nGcSW=nTYPvJ|1(CgwR(}?OF4?<H#)%2P?D_7}
zXixAR-`xwML-i?n*!qXP8?JW1l^>l^T6^<|FVRe^W(&*Ra5y(pony-$S7=3Rg)5Zn
zENM~Q|12x8nES!-r{i0zIisC%4?|-NCLA1wpw-1ni0?`PzBSw0a~cJZt4fPe!$@wa
zI<ac_re2`&m!pMm1TPJh>*B-W``s=n5EU5dA&<5jdWhpPjlKsi)%iv%!)^tP%*XGN
zN1BrO!&krbN>eJi{>jjFHUA;3Wt;USMUiuX55?%-Qg9id7-oPn$(HVjSlm6@3g;Ga
zJf^Nimr#`(6~~mDV@Oos61K-xcWvLr8b@1J%x!f(IV@@yH=Qq=Y`}b3Y_@Wx<1(+X
zuo2VEP~TlN?T`q4dtz*=EwTH=c^BqWEY%%&IMI%fbX+0wHcC~8+c*3c2Bm?<R$Ps-
zq)n)6-cmXWD8%V4zp6WN*!4<XfSP~ayaOd4)K4{KA}nf87o@SO6WXg)Vx(1<;4ig%
zgwN)Usx#lpriD1sIX`=77}1StU+C?}G95}?Hx7AIq-)*`=~`obDuQmKJxQySihH>M
zMq+eQ%B!qqeBjt#$Ds2Ut?gMtru>f5hX%VXvbZ9h(6`bQf;;Mu;Evll&L1=E%D0r<
zDY6K?-6|8UQq3aDG3iUjK2DeJ*L>;6&ICU7#vx8sEAT*hDuunQmbaE!RSrS?hr&r`
zT3aMe2?t8%*bWy3?j*i|$%Hy+RoAVl>e#mBe7pnC!rZupP-L9DX}G)e?TKe68U#i^
z%~nTaTohKI#XBRuhG80{V(bNPn=6>J4xQmu?R;<80wnkQ>^1z>n1HC3v4fW-mWq(_
zHQvM4T53i&d{nv5C2GN()}XPD=1Q#KK0{rjn%QK4z)}a(o|GEm#k20@M~$+Vu4ZR6
z1n)}1qs!&KYMVaHEFA6G?@xD3oGY9Nw`Y3v*@^!iAdMEFF~L0X=)%~&_R9-2gYt&w
zKEa&NSij}=&<}|70}{qxet<D7hY<yE85<jKPH9=kCl!KXLCmE^v=qkbw9~BB>3C~r
zBy^aRi6fr-7jBlvA`dUXY9xIz9Bby{982M`lE|3g8#y<lxKK}}02v47Mk1cf-z#hk
zfo^<pUkj(vW`{vp6tS(iGlZ+dHdI=>BVLli6dj`4YJxRr=VSJTx!rb+RT{NhJshvN
z6Grh91kggmhL~f$Nd3AGns8FOS&Q51l?v3m2CW-0P@C!>Mn2)6epX6Q=!_eKVB+(W
z0b)z@#2Zpdr$T8TgSN8jD7X5pXxSdc(1^B(1chzbqFPpyCr=-i7|ckGpz%VF8v!Jz
z*ydQF^OlX(JF-zyvd?I`l`skfFDBbHO1F)?GI);6GJ7Shn5l3tb&q{$4BGL{JH5mU
zMEUx}^TQ^OD)JPF!d(*~kVRv}Y|*<}JFO}VN{Z=5uu2-gwMFZ=Jg&{eIYx-=@J`qA
zU{Un!V6|!#vSgUkSOI-P^2pr0F@~qF>GkeM-pR$8;*2ksjRj7Zr^kvjWy$n{d*vh=
zU(3UR88RCetZwQ8udxr0|LAB8r;J(-?r+kBKi}R4WY)4Q9n8sis`9dFRJ>CzSnk#m
zW?oI0ZHadvKX^FGS-gpOLc11crEw4!3^0jK{YNx3ql9{EkA~=Qs=<V`Fn=?X8T<Bu
zmTD*lHsE!c9rCQePkPvb)%x}cGdxoD@TR(~OaV$%xI!sv_?50;QMB4!_dvhM*SXyA
z3n7I0o~D<ZF^j%_O$8>WxATE8zM6{9xMX8Im;n{_=6Q0)nU|A>TwpvnK`LQpo1l;9
zcGME>qpI|bDz`3@lgNo{KAgmxw~OsCWX_H$_yw{mV2?8zqURFUDqlP8z@q`lk+iHh
zS#7COp$QCg-8YL+c$f87*XZYc=a&ap2*9vE)HL!*S@2qRBBhCY5n@(vAkA?wQuDrH
z73%W5Hz~0-{YF1=9dagSTV3h<K#ZYGFo=9g;h=n(>3(Z_Ax^9@aGr16vTpY=Tdn&E
z5%Q>d44{PY*4okeyVF%wjIarpu7UG?<hQwMhzuHD(<%(owFu#*_RMOCN*8#uPRSmV
z(pCieRDln8+W7?_si}|svI9zK9MTU2=57s_m6ky11et%&e`_AvQZPA;))zgn{mlAI
z@`ZcT=LJ|#Nn+3AL^fiCi@+4%OznV&I?2l>6cie$i^x+4hIQg;RjJ}!xEiT;4ASu<
zm%r~WzKxOUi{w|muGjzG&DQx1H~bQTr%{_R<!Ry5PP+VIq}*V46jb$F*S)X)<zZ`t
zJ{997*pl^kz<IIC#@6?Q=P#G0hr`_hE1Ehm76hh4JTbG~G{@_9>v!sry>x2o>(k7(
zV~4hF<et{CU<IAjK}|OwTp_D3=|z>&{4EFw=ven--+=}#Sc|t;<=ZF8GH1&;8Q=Ut
zwn~MA3Z)N<D%L4-ZLd0<rmmMGJJgiFDwb;3qAsm6&x>j}4iC}olqH6OkEi=OtwZj4
zkNVzf?O^WptIjK)F;l8B4dcASD5Eh^r$;1}1|4|BIF90%-^hMWDS3KQU9YaerP}mr
zijjQyr_V#Mw(*F9c3X%2sFuy!((10g5_Np#_Y$e(*5V&eipUVG^e<K}9`RDBkv9IM
zBdGR2HZa&3(=p3g*~gpl$;wYFg!(r($67DlaD8%)pqvdh)gic+O*9oOFC9Qi83jzV
zd`mpabTu?uAJ&}dBN<hN3x|xYn_@7g9!fmrU7v3sUh2nwIOzG>^9Qu+J%RWgqIk<p
z_PmPKRB$}gzF|^WQpS@U6>dNN(Ul6Hu9>`G4n-S;@2|8j9#rD#Opvf()JR4O_<`x|
zm%DMX+#XL6zSPfL?r{g1xtd&WDm>Zx{S|H)r751^YJz@OV!TMXjn*WYFZX3_dqh)P
zW&@mbIB~lj?evwNS`TBfHPLFytk5uCsgD|c_?Wmb)_88}EBNlfK<EkCw(6mZroC$y
zsrn+mN$14u3wB)KoZ$hF>`^hwy<Ix4g__@aQ`~Ea=4d6dFv61N8u8R+{uhEZ7Nu%r
zZ{2DWk7~AzC(6EBXwxED#Mgkh0ZnL)BoGL|*aR?JuoV+9tlXaZe$AKsk#!(n*{;$q
z{pZTV)X%oOy+qnG#y83%w9c<GNzv&izYk5&*IabM(<y=ckhe9U4WC$o8;9<Lg)W*E
zDMM3yJC^kBDX_4nmxv!&Vg;hF)Ue|szu7z>aZ;_&D`LikZdWOV96N;Lm3{ev1gfh$
zCaxJ9FX4-eW@_Hzf#XjG@lo&9e>sTHZCTK~iP6x^FCtrj^Gi&ITiTPa7@?*PiB5Qq
zh9kWtt!dFs;3q3E+!+kq!hNHo<HzbqT&O}`MaeULHN|5tdTW^*j}9blyr~$*Jcy-d
zI~e(^Z=)Efmo}H4Uz|z6XV`VUuBh3$yRK{a#bGAA<DKihF@901Yv}CTYNnR@Q2S5(
zWK`WFZZqCJfs$r7CHl!V2hy*D^fao>rSV%DUfoHnGJSFHR|a--5<cLm<1HK`oE#g6
zivPr!(1)`J9b#`hyv^{y(c{h``SB~jQCIpUU|O^oDg<ptQA@t?Vz!Fl`~wn};SATT
zR#RCZO17Osq%lAFIQYq8P?G)>eW?#*x{NR|4HYiE3kBA;#2uqxze|+rxIK?61KATu
z`*W|bJ~&Lvv_ofF@Rz5`J)UQGtXxM#JDiB@eSEr2=aH@pskA`E1X}lDxv+6`hv>q7
z=z>BgD?cx1*>QNnNlkARzr1Yq0&LXBochCHjV+!zx_<E1Y8Uy`HD6c6s(MQ}wbCQp
z;J|W;oUmil;6#TbDh0iHfEZde81(ojWc<ZVvaeK9skB|xDh!qHnFJ4Ki~Zy|R>kAi
zv_OW|o&jnrmKn2N+YgslyM7rfa+d~W^hrPc+zRouyCX8g;5w!puG#sj<d7x45mD6N
zD}24=<_F)`jV1&$=V4eqc3*FcG}SMd!0sj2H*J~vkSAsREY$mmp!+h?kn8yrmaO<x
zii7ZCm%*v5wC}67;^qL!M3vh;eDYsGOb0~SwWS|+eA7`|EgyMrY5Y}L>iL|*{y4+x
zGt1#6*o3QyhIXQGuG-BcJ`7c7H}wW_NSxZmefz6HNY8a|O_AUIYwl)dsKX?X`gq_3
zOLqJjAUa;<aZ$w@H|85T!kzh9beo8@I{ov@52~}V2J11b(d*_PA#*4D1`jaO*nY_h
zQwLamZcn5Wcowj(QJy)E3<DHv54NE?h3;P;rkR`z#We`8N#$s_#!hNvD=FS*b}Ff%
z<IL&(CD}!S7@a8d*s#%lF3VI3>ml;>=Qf`)LiC{qU-`;4TZ&cBP+2vFGsnD?55rM#
zc(3xwHIC!y36OdZYS>N~6UEdi|JWL9NT%e<aYFQSP|YKyxMmPBOlYHes7k|E5!Wd&
z#UBvS^CHGhXI>c&tHElxo-cW<U(!X^D2uh{j^_N}=bvBAuL{v`r74wzuw}emBfwKH
znGN8HGGSg=91(o_CF+|?V5@$0D<XQD(m%2n`pc<ZxHOWGHmjt@;rEMGx*cK|PCs6+
zMxp69%Qd&!OdeO*qg4PnmJw4`r{BV!B(W3wZ?xRxb=6DBf<-*y=P{$*3d7^ev0_N0
zlI498C}pcq)#lmhq~ti)XYWydoRjK`R|jj4UrFvV&zUNn7kyltNZJz}7@ni!@Yj)D
zrQXOgOeZ_FUM!qv6ZkY(b7yie-tI23wjKU)O&*nvBG$8K;aVyLanI>DoBit&Ui<^Q
zmVT&mK<tLzlhH~Ss?}m5T+X}r@Lg7n?Q!XRnF@{HfD7ksjH%%3^6d%fy<+(xtX>yN
z=m+wLZ>IEzQp4WW8ySDXwL4C|VN>X)TX(;H1k-|fAO|(_O_NSMg~u$-IaS>QYx~`0
zj0a}*&i8w=8Jqb^UYhJ7OO%JE+FHuPlVelrC13cHM}&L3a!@G_A-yia=|!7Sg&25%
zcx!vUR9;g(y^my2@~?YKX--beiMmtlEwKXe#J|ff;i-H_l-ES|s33}_m=Kz@LeM22
zARv~KA1eeGdQGKArM0C^c)nvO0Mx^n_lK-I7||m4-m~03V|ZGlTggD?V>{V*#$eq#
z*Sv1(S62R^p;|S0I*#e~a}$q&r)NS_B|T*YQF8QEe0o=v#yRV%4EK2n))D`Uxwnps
z>U-NpK}tzMLUL44N=iVQ5tJ4XkWNKO0dYXuAw+P9p;218L%Nj~q*FjzQewyfhVfm)
z_t(#P-p_f@bI#{;{!sSpSbME|-D~X?*L__d0XnMz5O>LzhHF~%-G3Cz{y8?u7jMgc
zsDT1T*BR*W`mQnyQbXN(!ke>-;r-nlFPUi@*e{9h>XD}<@D>8+C$FCk9;i5^ao%E`
zFz?b6&i`1*ZOF>UIGK5(Pqyeq0lUA`IFmtN#%1FlL5GBCqs^7aD!0iDW~c3=OD1nj
ze-C$a6=fS}l0OK<=$l^-rJhd^KYr51qVKhqQW^Nk-K<q!faBtjiOSLP8^dO%pRDgZ
z=n~zm-rGnbxH1K^tHpD4jI#kdyX+g3$capIyIO0391M2xVWw8xlV-QH!{P+qMIROi
z%lV6MsY`jj`(5>PH5uizzmHPS2`>@l6MN{t_MFqQ>+R;shAB~u`Q=Ra@4JTWjO+Er
zH+;pGP;trG#&1Wi8mq9#{ba84(z^|o%Nn2*v5j4?TCBd9tG1)yt-U(!X1A)M=1~qy
zfk`=v*B~2)b?~oG9Ojd?r2-90eqOAamR(^bS-i*K+Dtz&fl;Vvs@Y?@TdgO@6enGh
zR=lEsT8=E5K1;Y2#jPZDQ~oX1^~(%e%Cxj@STy+d(1Mq{9`}vseS&GEaRL<RAk#5p
zqnb*3J{E&8`S}maz9I+xh}#KChejfTeGYzi>bq#2`x!TkjLh2#q)JGV9oKIu8Zrs+
zc}%ymLM3<msaD_6+HibEaYV08#=I(v{Y>(K>`MQ<DP{Jg?q+P<$9Z0tS~YI+Kz4}x
zA|o^wPkj;22zNruFHG92-2UF6ICO!49AdQU;H_gj*H60k+Ujm?UEEDxT1(C?q-uNp
zPJFPmJJ|;JA+Pe4%lC-I#Gb;9GABvi@B3JFJ~oC_O7lF?s+PLPESE-#l^7jvPsj=S
z{VRA%c^t1o^J@oHksCd|5phVd$;^}rS7UY6_eduxgBSa2Chg;`XVyk4-uH8Bv16JE
z7lU?A^~%xu2DPZ0?LU}rq<md)gd(lLhWq7p2&0464SQatBwl>kQI2aT3w6o*ohKU6
z*;A(V6=5$EqeO^4U@w$nq;@7*dB0XCcn4=6uE9NS$$Z7e_Q6{&E%2&^2|un3=U%Cl
z_vd~bA^QSouM5bdT*E6bKzkjxUgq72;oK1&1RM{Nw30K;C~iQaqgh(K&5b|#>LNCF
zv*$<wuoeDGr2D@fiy&M%Js*-*)7uKJ1sD$fsC$hmu#3h6&`(I@JW6u%dnNBxW=QrJ
zB=EZ8*JCO`dHnQ5>sQW^g8TN{q0xsWHWnUA*{uidY+86vD3vN*m>CANJ#1IG|KR0^
zWVTMSY)oAecMqV_u28azq_GUtk$IiQSRB%$DW~$QBnx`*q*Fl%_JNol&o_wm9oOa3
zx$B*8c++-=2ef{bq~)1#pY5zj>|K(vgvKiHg$h5(s#1a<Mlh{Cv_BhEzM;8=U~i=f
zExHtRN1~?iNx%)>XZPTBAM*G`PCW*V)C_)>{lqU0>M`F!+!e@jVq-}X@Qkm4u_vf;
z&6}1P=TjX%A|FX7xA5?$vRfs$U**~zA1X^Ft5w}{ql6JEwu<W<KeBWr9zNDPic9fF
z^2rcsp5%bw(iP6U)x)~V+Umwinhy7+SG-9f^KpK(Gfyfbci!moPe6)1-C}|&1>#bF
z(hX}~Z_`2E=J`Q0X)SF3gf)hYkotF+A~BKrud3}D=dn5}ZfLzy47jroZP=|3gGls$
zn9Zh?jpeJ5dd6ubqsZ&j4T?!<Cy8&QHIKB`N$!&9Q_~&T6m<_38(Vm=-+55%N%igx
z+dG}>pCjvY?+6hbl&A|`mzV^lfx76$?2<pw3FWB>bb;MHq&70nyev;Ia+ScrV0Y^3
zq)$!JHaE16+dBrkT5R1??zo%hyf?AZ5Ix?*xPK$Q=f%#&{z|70I;ZJKa2pQ;Y4;%v
zQXweMvSJNYy?giKSBb--KX|wlq(QW39e2}}*ureKfu#fcj-mY@#oq<4h5C$|B<!(z
zwO6qTeIBl;p$lxQ<|$z`VSCs3b92F!tE({c)x`~yCD{u*7^agAYQwj6W{N_-KF)~k
zuRFg5*HkrU9&|f|S616NTu0h6Tk3Ym5c71)v9mFRk5>P>j-}SPn2|=;!$u#P{YzqI
zapg|h=ZG#cKg5{sWE!cEnz>y3^NLa}XaDQ<A?lqHIokS}*Xv>76B&(?2>mT4iVm-*
zp==}@KrHZzBgNJItgKJjC%ywhBg>)BfXubR*cZO*jI<Rx_-_HRs7}AMPHraCMWSnj
zSNe&Q73c}N-bj(#GFd}*akLUjJ7b#fTz23q!OIORi_I8+k^U1j1kmT8t+5J4P;4!!
zg`F>))PzY(fdQY0kM<D(>0A`aE&tlD+vo2m_7~4e+fUQK!dSwAf<UhBdnbj4L+5li
zd<wovD+;5KiYLf3(l9^Ml+U!5R~K`09KQ8lNLJ_&BViv(2I?yS=XODyQ=|e=>qOh!
zN(Ll3M)I|^>-PtSN=<eJg4nUVXKn-#C<wYuV}Xq|Am_Wlp2U$UbQ7#ynbmPm6Sm{%
zk&G-%;DNGHfKkRW0niO)vQ-3XP<eW+soXP7(aaA3WEIU1zjf_uV*Sj@!iCJV0M7E8
zBM8d`NaX?EF)p%80czoZ4T(NtXgSLFG6D}!YLGM8nCRqYS=4H3o1<gF;C`IpTy_%q
zl{)#>sf_pbn%Sp3co+XRwx${DZ~tBPBEW9mImOn)<sMS$6Etx<_t`1|;w4fYz=C8o
z15*@V>y<>@yEOxw@vjwGSG~=^q>ni6X`h3)oDRus#UGCkc4m41S_B(N4BG&RSdxWx
z`EtTX{0KIg>@Tx+WlLZv`5qo^MN9?W7~!e*W%$X+i7Frl^7k6fqri6-@+I=H?u>xX
z6FhwRW~jMqJa0S>;{hZ>DWDs_;E`#fQcz;Bb$&4}5qUh9itOg~CP1pT>{tV$3#Y#m
zU0i32p(NtFiAS60(F^252XbVb)dEst*17N#m8GeQm^G;EeEvqz!wB0A_B*5SvYI*D
zXy;RWBMUuy1?d{E0(@DQx!JJ$Y1CtJ2twKp!W2p(*(krTjyDySNF!I;0J)k)grMz+
zmW6l;q7}<GlL-rW`|S^&A8GB*2KE63^CY0a(3Rx{^&>gbJO=^X7;wsFz>NXcjeN0I
z9}LznM1sj1U?3vGeGRTN-T>@K78)N}rH1ChlZJECh+jxxJhFJyB@uYQ=zjf17Z%a?
zat7~RJ;E{$xr$M_J!h`j4rMBTo-wh83f^?c2y_0S2$yUI3bNPm=CnO52cD)X;0cyI
z)GAN%I{*)o^So3l0lF^E3o@3iuck~4C(g3JllNA0gnQxfR_89ilNia&Ee^^B%CC#_
z--qozvp*I0IB{Hf!Bdb&f|qKv|7qxx|0J``p&V0(FaYxYQ$hPbdA+!CluB1KamuY9
zGH5HbtE%yZ)Bt__g{S^F(xXn1e_?{^{daCCZqb*dfMV+5e=;M1^H*pqwElLUT$>ua
zK_rdi%7{zaEh%8Fzu%7!NV@PcfJM)Fo$xK%&ksQif2=Pzw+#s72ZZzpRnW4y(!=))
z8KgrNo8V>p!$AI(08ntj$${%v=71)0-OLR&g}qnjbmk4XYzC!;0awM$IhPGRS;9y~
zjMftqZd<M#i<+l^Z|pX{+?oPO7CmcQyN6h?62?phvJTznIrucx5Z?ybHQ0xP-gzL;
zfZwx=MLV1b@a8B4I@@HXC;KlfglcQuGr{qKg%Gs_3?c3VX~_OtXcytdBDb?Yc<c6K
zfgS>Y$%f6f|D4Ijkk)`-3UHPw_%94S1scnM-z<da%YJ%*0zGR#=V<d%wQcGF=vh|j
z)(?I$Rb%4L#IUuHvkQ%8Kyp$WJW*N<SbykQTM%67Ej8eGdTXsdj%>?x_RJZ_!}Z~u
zhwC|xY|Fn9`d_b@o?i(eT`BZy=jSF-<tjBX;^s>K>g=p?E<we*TDo<eMZYga_$vA!
z9ayp(7u+tmUy>{h77K1}D1Z(j7VBcb??aR7{3d4I&ZqrECzmV`<jQ|x5NQ5h2H;@>
ze!5@HY{cG#P2;5S`({~YPf+972eR-Lz*5An5CkjRF~=Yz|JK}hZk2j7g6fG&1o8a<
zXdp+|2+VtK7*NVIe$dlsS=3Z$gBPqIet`Dq8GX*eH5uq$l!}SZgKk6shOYb&%7r0d
z8M^iiU|x%wn#^>>Z3a@V^jQBD29!BgWi0Ct9v-O1Kw~tZT)aUX_LpL9-oITl`Rf`I
z<b-5T#J~+qN<jUz134mJP^|x6p$p^_^#61J!8HVI@?SW6{y#kzlw)Kh@191;xE(t5
zY=tqmnEysab(BZaZRI;En<n?sow{SiGqZAK#DwBr?+tQ(MfQpm-}>#AA>uVocj$CQ
zoVn5>Xy8VIj_rcB`xtzeX?W@BijokhyL$<?&^_E&TH&1h={0mExcExj4B04%ttA(m
z?0I^ZT!;oxL)@q=5=p)M<430h+vnF01feb!uLM_=JQ9RWpcB$6Q%2H&{_AFTRq}$)
zA3UK9KoA)huE_7=W|&?B{oPN)RtKuLSxw!6vn?pQX7*^!X6Z>^_^F6h4SohX8XEwX
zINrn|f5U0u10K!WLxWwd$*fqL-j|RGEIXjT+5?=5S(%bz?<q+RPjSZ?kwKDDnDJ<I
zG{GWqsN7N{@^rlt(3pYYKr$eY*d7`ao%I#9?=_>)P<KdJpwwz8Q(~ud@$BD0u4xcA
zEMlp*sh0>!#22w12$G-%MG{Qt9r$0#%0OiIts3Ugu(oG=3yje1A%Guf5i0@y^_BDN
zlonU&46D#_0CxG8v+#d8KE4Xe7%W$`?}N`Xp-9fifxKgx5{BLE8sO>j2jr<-py)`2
zv_)3?KB{-FplHJ6%}2ih<23{B?mM7(=XtgEmSD$TNp^X4DH;&}eOgP{<)sQ@3QzRm
z``OgU6=xYQYw!n;X@rddMXVuxABa?cz!^n`7nOmcTXvW?^=V#y8jn3gIDx=4!1hTF
z!({_!16R6b^PTsAHEdr9XZCi;zy4qel^9&Bcq59t#r_|+khI8NgYNxx`}rLo+0sM9
zJ?MU|e8u956$R9Vp&dx{{YnhH>l@IQg)HJ;r9X<qn4O75`cbc7@y&{rWhmS+spOU1
zt_BBU<G;j&$ccA5osmZ1!~0gMjm5I9oa)pH+7YhEvU)&%I+*Hg_5_S3+=8L2&w$b`
z5(Ts+w=cs7{+Yh#8=rQ@Bf4eCPLO*5_MJ-e_5?5qbe<AtNI>*jh84k8SI)|`*8gjX
zrLRALKR4Zlj{I#zR*L=JL=vhtyUNpw7BGvu8`hvAq(=z(i9{8i@y@4YWjt83T)6Z|
zsOQaZ*a^<B*;*qf5W-u$-$6ddduXIp?t-fOpJf{oTq1C8L&*Lebx@_9=;8PlNi=l#
zyv91w=dVpw@JIzR&wqCXWp7TLPj`aKI``>pw%EO#FiKhJ)walX+?Qb+EFfPQM}cmg
zW%lT|9^Gt<TH>Y^tC@r2eOEF^z1>dpzHmiZ7cWV{iH1X34AN+idY;ew8H8GG7zs+B
z#YT$)o$^P7`QJQVeQ_*Y#=aLmPe0y?`3^o`xK?rF+<o4i-vc_NEawd+w#wz^oe(sr
zPe%CmL<W``4(hyB;BVQ?!ZkfA3U^;}c#9maJvQ%z;qJWz1^43opFwmP!s@Yebp^6U
zh6w{v$tYs@k_8ZkMtmQah1jKBD?4S~s%LMnf5~RBfpb!~H(+QHsieMwHNa6udN%a+
zw@CgB%X~dx|M|8vm)2?7nhufz*IWeEaLonh|Em?XbSuz*zBz}A3jMbnot#@U{h8;`
zGtco9fZoS>Cdl0YC<$22{;L}~F_HkC!~pmVH=MaZFH;>Oo6k;++zvT|;j6Mh8uYL3
z@u=CzXbxWHEl-6B0^QBj%`9ve3QPe$EW&3iafOv&md{um`6%=BD&U3Fx7&5cvdwlb
zKsHl1b56Cc_Q&wPSYu<~EWQihh&u04H|f5@pSdHk0Y!gxw@8}T<Hp!CK7P>RwwsxR
zO(2Kn?@2Hn{b#2}&~j;2NqcMTSrM+lGgi^E2d!bywg9Z95_m#jLK+xDt{j&RuDxz?
z^*1_`JzsbPU%Ct59va4eThKhAfSm4DfCeb<tq(;x9`M5fVCWNW5RSyNIVZ?0l!3J-
zEH`HM=9t=ZcE>X}yEKN|p6CUX*fKq1@~Qgl9el+unr0d2W}cMlj9>cg7O*`F<|pKf
zv)x9v^(c)5@0J@)!LH<Asn&2+`FaL3a7W1C1QJ{%+9gcCnq$VsNIXWe>QR)sa4Yi@
zpnJjl&jIoOpMI;}ABwNMzNU0f=@N=~%Rcq@8O@JiueF9+nTUY?WnL%s(g5|(;gduy
zX#}W3nMawkSBmCg-G-MKCbrsLW=4x-LbJhmhF3>0{qGcv0qrE9$eGhJ3VcA{1B4YU
zy_S%TF}Z*cj{KUDQiD_9<OF&e2DfRo5`bD}w6t{*;hZ(C2~m2&E{C1r2O?ILO)X=y
zDbr709zzPOs!0Qc`;R0t`x${AM|ciFv`UJ^+=*KnKOgNgPsGF2`+#$Xk=DyC9q?Cf
z&V(*4HsaChn2yqxv*3@#2tJ>d0FOmbE83I-Y8sEV1mP54oHmK7lq;akeR%pbz6g(Y
z$YW_P!2~tj#2bX-Z0i+ht*f&g>ev-zd>SC7aO<~-8!M`v&)R0PH?G>MI_}PUcISy*
zUZpY_XN9d>v|3s{B9A)E4C!cHZ#yIS=^+O!R-qPq0c)Fv6bs3O56kYB*s!3gdl`EH
zOA_klSi!=XW1kWgA^yV$ECF#ML6*(wp>weITkd`0`IjrSuY@;vCOmMB6k{hg*HZMA
zL_9n=%v7P?D+{m;0J5g*T-%6;;XZi=K%3-RIJYO&n#LC(qGBnr5WkcD^$FM?Q^9*>
z8?Ai(ebPRG2;LUnM$&-z)j|O(boy}H71NtFFQ#ghy0$2J-EutfjChz6Yxu4Un>>tE
zlq^pobrEid(e#ibR$H&-b=~l-{Kl2p-zebC25KoBozZxWlsn{x6rDa{fIt44W-lJ?
zBTAUkIGFAL!?p`}Thji<S76NS>bvxHKkYUj?c2TZeV~`}@8ewjZyQ3%oNaeKv#NWR
z1;d>VKi>nJ^ZQPXbe)QHo$h7$rGEWHj_jSyqT_~p)|U?C3?5HU67E;TR1$$X!9V#$
z|BsG!ZMQ9|oMu(ur|Rf%EAs5VW>Q}b5z&Jm_9DH&R7?_D<pMrA0$Nzt_%U1f9o`>3
zWuFutVSfzwV;YqJyKEU45<s=EE<RSsz3Z>k%HAL{&dMyoIU&FwYY#sE{omoq5W@^i
zm&DD9Mg?u`SlJ)ERPcS3gjNFC_ho1wvTzXlj3w%~X?h;q?gt!qzl1BVlDP3(&JFda
zwqnmYz(wQqJV2#u6uRuPID_1j(mdWuO@<g`VY=S*nTEvZYHsps9{+AmCeW$^i0*>p
z!2^W(_W+PrM?}HdCkG&%pud-~c?g6;M&XjOWopL}UJ|eQv~-(h|LvOXsi*n(z;FER
z2|U$Pn}Di59Tco?7VBBEqEwx8UW9T5eX*B*sX{M()+qJ~utt28jUt=h{p2-2Ss{uJ
zH{i$X&B+kQYLJVNe?Fpj>e`GsFp`~h0y)t`I)V3}CDqddN<1groglye$mG-z_8A)}
z(_>xpO){tR)F$sX<FajzE3OQ9EI0p~7hxeC2jS`CWAP$(@g9TEM)uAlS}F;j{*}7*
zd;*V~#Q*Kzh1cofBU%GgVx!|u?NhJ6eJurRLlDs)ZpG&Mx&R1}XxF*z6AE8dtaCQj
znP~9}0lc?w|L#~9-B&7EOQB3u;&e&|O{P++b+xdt$Y=m(rMR2nT!1k_^i3`(RF@%-
zax*urC}#Ic6eF5C*qO`PJ+=X&s6xSKf&1O_rubLYryNu}CGvCRmhUz<R2R#-Y$p5a
zyfs~)<o%$lbUL_0Zdv5I6iR<PzhGp)_zr|#lM^9o%69L{?*Wg9(shXr-rj2{O+<s<
z5fgo)^w%-@Ugs3w*Jrjc%Fbru?sp~*GGBX@_}VT*W>kY`H)|k$4Lx5|xNC+m5_#|!
zeM2(uEuO(<#pzb!Q*N?duS?iyV>r57c2~Xb`qd|!2@?LDLpEzX+lqvq0g)OT5guTl
z-b2h+^z<j^*Q2_)>>-)V2f>8N$}5nejBrgl_W+I5HX3{3wY%5FI`SvF4>y$r4Gsq6
zI;aTU=;+$N(+`p)Ja`W~O7^8&hLSa1>n&E}kI(&Xm2yX3S@Sm0W7JXVf)m6T{kRWh
z^wtn!djL7J<ENL=n|f5<z+pVy%1<d6b-}KCk&}_|wde}HIT^8E?tRx!v%O^g(qEME
z13fvOwApd^4B_G5_<)$KAal;rWC_(`rBvOqZ;`$^@8G3XJ7P6l>5&$GsVcp^j3ViD
zyv7}|YGlI@l{z1MP{O=p9@wDkV|{Zpyiqi(V(3a4GeO>A=9Z`>3`^5YgTDJ1JG)za
z`~6hoMRMrJ67|Zl+glYiqSPX`gatJW79<-c7ttC=yX+g1jlFXux3BtBtr;|N4=a`}
zG)lDyDq9R&XeNm4lYmtWRWY`p;wd}&_<V)NkvpZo!-aLEOWR-^i019Pyx%#{FJ>6t
zsjJD2-1JwrwB}mDFBP7w?WZtAM=yv(*@@L<jveN{By{M2GZjqeDb>ai^L2NB@qdh1
zl$Kd2QiRi(*%}okMH0b&DU%SrayHp)+^U>|Q%|l{Cj`v?nBJ-HQ{5#wC@yK2z2QT%
zq2U_HBo#FI-OE{Z-m;)?^m_1@)rs7=^`Fx`npaZhpD~t*pc5BE!esdNdqt<!rM-TR
z?1m)iC;u?z*^u-Y*xp(mVciqwu&jau%6^EdFrjvvZ$_~O)F^1Ps+}=vnUPM8ugvd8
zLwWnja%G|YSPETfY+8Z>#3oWxrk%+gY{j)UU90vo9#0s0e&d(PK_3)|sJv!IF)!SW
zl=XAXSsRaH9+-Od(ZnKrf1BL<VNLwQ&lMrcb;&Ib9+Vy{#mWUK&>d*dem}{2eAUSd
zURdk#r#BXAq^lT+hy9Z|*1HSK4-nTG`ZVu<OaCpxYv;KVeEVR7o%P-6B|0~Y3y&jb
z>Thf?(MRM*NpQ@OE>-r^Ckq%4KMCeFGIez_@k6edXf(qX0D11R5Ao2Unwt2BcU;aj
z)+~e024JQf{v>!wpP;T%D)ikXY#0R1-5A|Z_WE*JDQ{|h&&22gVWjdj#Kb}m9{h%V
z{SbTovoYh%DGzIAj%)jzA}}K43w_0>)UDKC8FO5gkXi1X?^aN^0v5@*4!mkPjQ0h~
zkfg9s{qmIvFQ%-#8!OTWqAbx0Y=lEMsE2P8>5UdM^{CdR2#V#?@OF61WVs_dkA&A5
z5(=vhZP__&!aC&Gk=@aj%7=%M-k;s_OrDiWQ*|^nx89{U>I^>^cB2(e7cvo~=olOr
zb6q-_eS4tnLbj=@R={`f*zWi29p}_FldZscFexxVkDatCk1U02n3O`jEnG3{j=JGn
zGL%OxY<$%YH%%+1I-~%vup72=&F3Dwe`}<PK+tf<BfH>)0)?A7ZY$2k8-zJBnx0u@
z0<dIM`{q{iynR6;!zB?*so-9Z@jwh`KDtvKsWU3-h2(eokooEkRTtB~CL6pf75>%f
zXX=uDw>N2%SmVIc0FBripP{bbBp|8}ZMJph!R`oYAE&JxiCdDUXvj{-fDyW<O)HO&
zDewX3k1!Wm$j*51Z^!oKoRXgp5wbQR-kDh4e)kJoQZj07M|)zIgbxm3_xkk~v*D7L
z2(6{{qvgC7kc`qNfmM0@(b-C=d>Jno%*_r+d}Xg`-fiah%lnxaK}MKzKMG6)1z#l#
zguJ=FYV^G5XY^0O2E1Zgw#qhl&IR4};<y)qfuq0cdu}I1hNhrP<j1^8=6^)(X(vAP
zw~y1F`si^orr%;o&PJEq^;mgH>chzen-LNIS#Oo0!hMV#<=D8kQYx=4XO_px+c!5=
zEM0T)9bDZ%_k2Lbed!!(l;3V?x{BgJ<~3$DPWj&Renze@u+ub2CgWvR?SC`uY0YFB
zWq{3^N)^3SGv$V`y&lviWpJ~R;Gjr_|N7g=+bGV{?<9MLrsnNNKJUW3yl8s_BJS?M
zLx%TC2pdog7!FODm0%~wq7E_RmQ07k4%=*Ah+1LDje_gsQgmyordpqe@L+xGsD4U&
z$+P%YveR!{oZ6wXz3goAa{yLeK#mS-ZxSAgTJNw;t1b^^<RCe-q^!;OAfcIt$MM`b
zHHVJu=M;yZnfqw}&PTj6-oB|$;R)|M<s*in@p}rTux~&ksDvj~C;aeMZSzR+lp)`T
z`L5$v?zj|kzMfDciyn<-39iOR3CtK6?Cpy#52MQs2OB7|9^9`ga3{1g&K2*o%g%CM
z5TLMu&1}^5m?*iD-I%I>MFvDjCx*(b=Q=-fjcgf<M_Fwglo)j_9TGQ;&rJ{X&c7$O
zuaaYTVm;N*qW<<}qxZ2&T+U4tTenm{$<O1c3S;8AZs&fZT@d(%c5088g&=i?4}wCe
zYiYC%EQbll(=bL2Hr@;(q-fh@eMs1=CdM7H5aS1x3Mkh0#!qseIbIN%YsAvjYS}W?
znTH>kGCu~WYYyjkF`Fuv1EPm3Jw5B{NT!WnE>?PMrS5zl6uo*tp?#wEBV9u07A1xD
zi0h_x+X?1GENIJYX!84J+`NXM+}G^nx1)zL50=PTp1}|+-fD}ikk<QM%{4#Riy!0p
z@b+4uvW^11ohYMy3cuw(nB^$pwYGO2Y824ji3?oNd-n%V>oell;d3(bP)me*82dMA
zF%-X=CXJmohZsYd=5?Wb|JVB^<~tp=&I@FUDfWzfRViW#b4?IKqqSM;%2O$K8WHt&
zYNelybdzXg`|CP0KOdMaPtWbEin>tOaOZ?8#9_z$MN#)Yo3w<D6MZR$bsAx?Y=fKI
zd|!CRxr#NVS;mtM+}RCKuRq?Zb<I=df6hF2&z&Hbl~=Q4>?ACwrHg&k+-0Zlqt#)r
z6rwZVP=mkFqGoEhhp9=ardK`b0_97o@sMwejc!^)4(U6i^;h|>-M^iZN$Kgs`vRk3
zIY&6E3wzVrb5W{E7&O|H=$j+dD!&@r<j^g`cpf<wk?C=FxJ+L4Vnz2T#&X9?zj@@Y
zyTPYk{CH15j=Tp|-A@b?Yfo5dReNB#628N40BP6&8yHV^lMgx(`^LtB)n2O)LSG7g
zEjOmF`^Hq4R6riEVJ_ot*3()i)AkZwpb^CkTE&L-BVr%>S(oF@;@j*|-4CLs@u(wE
zh|IP@JA@<+l^xG}uwww`yMO(Y*uF|r_mC5tVu^JfpMZD1CBc3~{xWe2{l@f=U~B=p
zVj32N2>?U#jSpDeK=t0dI9pq8JF>q&{(t;;$=k5L?=69^9C)2R=Rz8JnGbJwAH%7z
z<jdwZrCUGvzKPQgQ5}UD@CZMAUgCckwdIB2>k76$?MNbnyALfUJmRkHsWEExbJ}Kd
z?>`C?A@xKANx1Q}_|9Y}iGe%9V`}nN;$N0NJ4vX{xpG*Xvz3rfU%a-+0NuG_devG?
z%T7UIt1OC!!|B68rbPdYD0?3NtdR-Kl=8?kn)bH{cvFgO&R$kKKTn491l|eOWxIbb
zlXi#q@x+JJ)D=~d@x81INj!t(52>fIE-<XR6m3nu{H<uHwI(Vbv)8|&_Z+f{8uiv2
z^@xeQe1+`~UJ)l)$x7y?jSc+u+DM+|6zekEzn8;go9hr0F`NqTOMq=34~N}Ui{@#)
zgu9c~2QI0j%nhT8O^^hO;MoEFYzHIbLK*PR)#8+<axQp{5;DxZfgZtCqM!F|!02CU
z^FOQON+s><v;mS7dmQj|q}==j205WFu5RM}FltGGQv8Y3{Y(g-)g7kvC|djdL<TIH
z@O=Aw8dpkK^WRlwhZ(CSw6Qily{vA-#BD&uHr#M!v4l#|!6jK+q>|)fAzcl|ZrY3$
z{hsc(KFxYrSAOeDW>2d|qwr*IgMuXP9rf=`+}P1L3wnbKU9?9lq8alLVk38>OGCm<
zhUPF?$#ET}7h2uCDbE)mLDlhs8+;CeWUupku7df5CEBY!!7)BtA=^Djkql;6FLqUo
z_^6Nfhx21c7l*qCM<zeycs=Wu!ynbI?4hGtJDgSKPt|2@iZXTH6B0eXEWU~8uLhJm
z5_3VS&7=K?52bl-;djp2j}{d=@X_)$HaO$|P~_?KKFWGBz31aJpRV|#7$f}$&#JNN
z>fD@|ghVFtt7ifFaM-jqR{8P`6@Q6qEMWe;AI|L#c2xsnSE@B^7^UY(1-aTq)b3yu
za=sPVFvJNqjmHXJ%4Z`R<Qx#8Ew8osp1FULu)4!-J3(Cb<+i)*XzR4Q{GoYpnSEpz
zJ>FYE&YAiYZcQ0m1GgI~BDMYo=C?mzSM2J*zgi+(y`%KLLBjP_6U&IUl&wjulCC&r
zW5lLU0zf6c*vt?mi@J_B$i3m;>YOI@&4)|tG;zx-1+k|<8_9iF*cP%;*svmVBRSV}
zQ|VVzg0PF6Q~?PKuKmpGp7BA6DkCBvqju(=;fJS3->=!UB5S;2R*HJ?dU<!q-I?e2
zY=!l3s_M^>1*&&^i+e>P)u(bxft6C_$NHA@UV5^0pZ&K4KD2k&Y>XA<1nmcB?dfP#
z8$uf{TfGf}^|?YQOx%B@q3%XKFCDQwZL;7^&4n7p&FZ3qvil<Xt?8yM0{LnPkll?6
zT3WC3ePxIwlLKJ{CZ#pw7>Kj&jo>ZL;OD|$WIV?|8o1lHpEM=fr<vsjX#_SsWhM+w
zMU}ir2m8BM7NCSxd2CT}yNkc2<i4#FLtFCgXD*EbC3DF!Klf6N))jpMl2p%qCMp?^
z^slg9=seN5w;YVwJyB=Y=?XEmA~B`JrZM~cSv=<EqYV}Z#LaN=t}Z-ljQ!`dy|EAy
zq3`a|trUfJdJJ(})SDk*n@QuUzQM7~+j#gQ4VJ8VUOIBM6uot(lRX4y<EFJGqSZU*
z2ydvfv?u*1me=J%79|yPsU>5L&?+e{Uj=%yB+8(<OYufX!||=&&EM8b=JWSAI$1Xq
zXIr9;(5T9q2{O0$vGFo}(3ZO20K^drHhDkDe3_c`OUaHycwOv9(I=cV1;MPDpDf9f
z{4&H|9N^qpc{g8LV==`2+ovEaBXl|X{zLUz_5;QenSlmsw<iVmd9UV+M9Du}>~ln)
z*$=F4hL8N_O}P(gh10Z!WhoSRc&gofiT4w^VpLb%lBhJq7yZzQ{ZW-voW*q6I?OCu
z8IP4nliQ@@7Sb|LAgDb%cYU1AY-lbZVUL-Qs>8@@)}~4*-C$a%Ez9={6kB&#sP*-#
z$i=puzQD7<G==Bv3=tQey*Rqju)e5(vI<(*R8^-JaW9!}I=n`-3eEDOxV|F0Z{Q~V
z86I>rh^F5f?&X7vq<H=MESx-1_y>;)-K<tN?640atWWtjA78h0ikLWR_hQwm8+7UE
zoOQM&EL#7TpvT%TQ;VXA58GTCxLwG9&0izR<2FJFZQ1zRQ}dmJ2$G^WlGHbgwB9nW
z-EQiKu~As*y-1|O)dG@~iem*>r|UL>U7dcAr67p)CsXsg?HrIAV_j)lidqTM`^oeN
zPeo`ZJ@Cn)NfNT9@sY0_q3c!A)LQ|WJpzfhQXTux76L?GAy(q;`khhq28l{laec-F
z%bgr$F*-n(Vy42SB&aSWFAuE5)c03<uphlFA=vQSFM0TGhS}u@xn0O=2Au%PaeG6x
zby-4&przy!8gb%&l`m$Mv_py|%D#a0(q<CEh^LCW%lqC=Z~yy>;G&`rm-G~#s&wK7
zn9?JyZ>45VPAbc}XOMQvtZ&{TqQ{d>Zi@Yt5Z~JSYPgM|I)MW1Pc~eqD=r-!ZI*X$
zF^iro#ol2jQPY%if%m<UgS=(Uw9wLBUazl`inZxK)U5M0%I^hHvwlgks{8&lJO+nB
zF&Mz8rK5NEbO+K6Y4$IxLF%J%AsD?^zC=NTw&zDP_xJ@g);#9eoRNKvBu%zL0Lc(J
zW%K6l4kFQk|Ci$nzixK?&MLd*Pub|`&NuYY8Y7!DL%OjBg5E2PC0d)|EeJi<K3J<6
zUFCqZWZetZOD??ZbW2eZC8A>(`~sUen7Rew;MBCopwjp?D%HbDL80&wP<P!gq~Y_+
zRZ1fwFxDjtZsKuJM-}NP^&>>#mc=07&B~7qN3T=^@mB^y^{x2>GJ82c@~1j(Cv9;F
z>tC;WH;qrO>ihBnLP81FQ7N^3#blx>H6Q(oISwL_kQ3$eipT{@Dk9^gSk;If)?qCS
z5|lT0)=9A+x{Fjbq9JZ$XWi9YQv=AeD1dno{QH+vVwQn_QxYElb}nHyN<Uxy><cf2
z#=d&P{p0YW8|2vW17@QTY#1Sx;nQ@uA=Pig?Ry!G7t$*Jp8_Z7y4^Fa44Ps`$AuQ2
zoK9e4e_4~F^<3uRh;WN=+jrUQ384tgfuq-9Is3LM5kL36^rg(e3n@g`Xm@y+dAjg&
z{8SK;3gQKU5kv*A*%=@^R~~T{=ve|Zk6-b$h<0vpo}=D_l_TUq7OO27Nf-dF@JHfB
zllsq;=4nY^bA#vg;$5!e<>0FliIWa;s9h#C(e_hAR7BnY5`HyV?b^x@qqI(gv6aN)
z1z<#zi`;nhy2!4?hh3aHQUwuB`=RiK%|}MsA)fo{q7*lV*>5D+$#cKebGQ-7m__?r
z3z1AJA_7OB(GBYhXCU{x*Xl`6zJGf2i%nJx?GMO+H<G~r|2=XgIX5fQ((fJ%XDGX*
zTd+%!h0m;@9QSXA=x9?GM^?I+CF&$ZqW;jQF_B{jP8Pwr6Nu5m_4@G!p+vQfTa8sD
zN3hNghG|#P%$pA6zu0oD6<`tQrZL_AA1gYuT<&K)nrKz9pdPd2d2Eg0)p%yz-HRDC
zX*@!T6kKepmVKtILHy_dlm8eM7Lu+U(bu(j?KgB@=?<B2MtW`QBH6u(T~3K}ZnHoE
z%uSru8qx#cHUhA;uxsU#JiLjrLX{*~836cdw#INPg%lw%_5DDv1&9-WB>Ffwq%ZRa
z?~+3mba4iLE^aRF{uwO(_cVab)31O?mRZiqX-Rur+FSSHnl1DU=-ftQX=;F2Dg1N^
ztUa@I-R?smmit34yL?UpvZI<nn6?3K>*UNrGui#Q`(?1)%0BKr<5q}euno>jE_{~k
z+<Cm8$#z>DAhKTk!HWmZkP1qZl~ruxUiQB8(B*IEK(?gd19#zjXsz%5-&b>cVa+?y
z)n^3OV2>h@6T`9ldYBV;$p4JqT1f#G&^Ek+mD9n(&+M4nhLOjCn#W*<pIdisrxLU(
zfAcC8^bFu{#xlVUfBFX27XU_P&B4m8|M#`rll^TI7dA;TZD~Q<S6!$iK}zugwS|!3
z;RiL)9U)Cnf?-Scw8h%|T|=X9*KGL~UukMf6hhG|+s&&a(6d7>kY>se))xlSd>T7o
zn9L^BK}<qQV&@98Ur+-@|G)tZI*|i!QGox!yQczbs7&7GFWbEr#UH+pGhX{O)U8bT
zGCuSSLwg)yn9N59p!xT~{>cC_{1nY4du`+kuo?L*(1O8P<aDu-Rna~oy2I_|%*}$;
z&+liq1QKdREwMB*`jB1zY3K1Pr22AJF8lhzz?Qd)06)!dkck5uS&q@>Rnt@~wuk{-
zuBhyRT(JWazpiTN8P<s8y(pMzf3$<2Vk&SRgy8+ic4G{_YE%O}Xanq3U!nwkkNgNo
z>DXo&JU?=t{Q1f0^OL|7L55(1+VSs6*ztaVQ*V%l_RfFvCEz&j(JhpI;*;0G)_*TS
zm*p-$14056Hju850%o{5{}G7FUblr;i<X?w<D7Ow^CJoOpq9z@;TFIp$xqK70RhIJ
zW6i6^iCDl)1!^BSdGf!UflSqnpOFEO&H-?|a0FrnUhN9f0(H>5q4bYLaCx^(?`14@
zJ9Pu7o==WWr<h7rb4Igv&$w4Mj+}4kqz}HGd+wmg%HdX3Cuge;sM~{#f8Jh!t0Pv%
zV%Wc&f;(=Q@ALHnp3}H+oL?&1C;dy-M9@J-kUc(i+~s(j&!^X>qLnLC|5j2Z42NX@
z8QJ-Ja=r(|CX3R6sDG#R*?j>`@Q7Z)jC($|`)78|Kvwwmk&iLj!2GU;E3{U%Hs1QV
zCW@c$r*#jO9vi4;XR}=&Ie}aBM*hK5CzAcEfi&+#ti$*56R}uQl3-W169CpY+QB8^
z@>m~w)`)XU3E-A<nX=cKA$vrLKugJ#=;Ht=K8C{$fHnwH!5MgqlF#e|+!4+<Bvn`7
z^BfJ3J>tKvsljHIQn4psvaf~9KE#eU%A7@UJbU=Jw#S^c)t21?I?7tYf!`U8Ynr%M
zi|EUGD_sN41GIVoJvI8^t%>{fVi9x3g}d&e5At+LWjm)I3nzun^FsC(p-b?VbK5Gw
zQg`AMX1f3CiKN~0f&2ATfKq(}{T67|t6atI==^Eds#Ki%I%sm297-@d=RcJ0Q0jqV
z3%D*OOSTZ#)T&qpzCk^M&TCeq;!<5n)o31~y2RKCas4cWS5n(~3~9GA+a70=c`Up#
z+~c%U*n^~Bce9vUlf1p#?M@?X@dmV&UzQE}u7^dI>O%{^CUqlYT=A%Z>dDKTc$%EF
zcIOo8o#fHjk%Zz}$!R+nOY!KJP)|6|=Hn=jh0^HyyNJ(_8C-PNKM)6hM;`p&{9A0@
zmb$@yqOWdJ{l0mubH9XB;&n@T&Lzxa*l(UYJQ@`pEaNNh*L?`4t+>BvAzspww)kn#
z;%i*^^f`)_G!hIxB1r4J-iOoKeSZU5pr`?9r4`f%&9pDLaTMH<ab(CG3Lv*ecv<kK
zStEJ*rD#8+is|I{;jMK#?f0sw9j6*$2L)u|ouc_~qv|iGClOuS(7aG|xfS>M<|=qF
z{ZM-$86oue{R{8rb(*wx!<aYoJS=*ZZ|+!hp;QnN2uEJxkcUseCtRL8^RbB04UrZe
zZSG7x2m0XEtQ(<v&l&dNXiRZ@X|cT$_`-FsdFhXV@6Q*d$S~}+3M~cC72N;-J(4u^
z4nSoS({_E8V2i1LCFrS>n|2YC$x039G3RqWQu?KtDMP{Jw+vyT)^8mPd}F@<b_w3V
z+c0=TchG?tpUq&M_bqzFdA?rr1g&{?QQzy+-A&5x0H`UX`010oV(L#8FYVvvTgdJt
z$pj-&3gQ=<;5aM<NMP%%W;`0OYTt*%f}o{0k59NpM3^gmNPelDt6%%j+7Vn30Pi=`
zU2M@=a0<MzZ#!z>8JYlyqL7e?W*W>b_}V=5BS_;wFr$=UC+CH^+%X{B(gbH5N3pA!
zlOQl=Un|!}*ao|rH3_D{2=Mw%Hvh1KRqhdRUhL@~JQwXd+&a4mA9kN%kX>Ll@`+|d
z<<Cy>7+)C)(e+Pw{hqt2fdH6Ar`P~rD~GSDn|&sswPT{dCH}f3Ek{f7Q`*lo7eHww
zr;#29jtf?~&fn$vF2MOW*O&bqEwx7jyUn!Eyv+uQ-)M(*Vu%}+*jgIu+wWufv4Pk{
z_^Rl-%K-%;c#2sm>pYWlT7DYoVfW<(Ww^m;*p;>tm+u${HveP=nfvnZitz?ZG)OLk
z=HIFAf&3D52mSijMAXAZZ0tHyC&tgId1D4BevZd^UjU#pEBMLU8P~{d&(%jn{DW(1
z3Bro$r61U0YS?0cW_GTDpbW@lhKN;|{8zs<MUpHas%=M4PNlljPa6&5O@<ZjDeGLD
zmU&}$Bt8DlJy`|4nE^Sm0r+-N*2t~vK0&m<sZ@#hnBMtYcxw3pXgl9MN2052G3(sx
zOcY--XxDMIinN<+5=d^sYhVwU+7+E0Cqa3*c|#jd;P-*iGj@*UcJxv^4LYH|#c2X`
z-*M|ik({7gFSa};T?czA%zla_f3q~OF3zMlqh}0gRr>r@si5W++p()TgCM!ZIQXu~
zt@}rWs`7`c_Tw$#bNW$+IT*9!{xcyUbT$ssqX3Uqc#;CU;@9h+X6$Cz0Y}iu%>k~0
zbBQ;P>lwgV@Rqc57XgaxAl&U(CpY7fxIoApXKTUXBmC}HB$^-ea$5Iw=J>8gkohFR
z&<WqrUCuk;W4fMta=8c@)VzCbwHc?;3><Pzx)Qqz4a66G#Xa)q!ez~&KoFDz5J~?7
z-R4^O6?jp|nyJDo?5#g|#tcIZ-rHxR$p+9x_S99|Q0}v}tNJSiuvO2{c5!VT-^?~~
zoxp3fb3BS%c|^D_Z75|)=!<TF=E1CA{+w=s&?#zPbafsp@<eC;nYJ^#r&Vq0<&9ex
zEZ&A56`jeO-?+52UvjrTIlIP#Ik^*YQ2JP6>P5(Eu(4jPiXTlCY{Rtk-9eexWrVi$
z*DpsUvMH?jCW!KM^TtNZLrMm5(OI)l69-GBE8|LhhzL^uNjVO#xs@9^toB`6<>i8L
z{(c%4B6I?^Z_Uf42RweO#wnPk5U#GyNxz}{JodW$)&yH+rRng4d(J0V+Ts0TYi*Q?
zv#`>O`qb0WaA|d~k!smkt(I=P<+2c|zNV3&EDM{HlUWGQQ-U$nDsM`WnEJX9g~%{c
z^+~Z+&wcfq#EA*t%I_;FpLdwN34?#|7I*a3%#EYrgeX*M8*TyE_)|BC+5`fB|NA;3
zpiN%0r82tE`2l0U*m^eyn{ow=#pr&b-B(%<Ik6u}=dgFd0J6*h$PEtTu1urtu?mgA
z$A_=qW6CI!jG(mrcR}Nln`q=N=KfBG+o>v$j;u6OLy1^+rqDw7cT>L)kQC&cRGyIf
zC{dqvL!M~=0}68viBX<)85$D%DT4nCLe}T4RGfO^ID0}}qR+yjAMMR6fue5&xtIdE
zusev{_^%SbvFO?=Z^MD9vp6uYwjViR+C?%YH`4)1oY|9$CHlX)aB6n{25-zNgm=-O
zVjDrvIiT+0^hFRL%#%RTG}p{B3PG`H{&5ZY#Y~!0?92s-xNo?e>(GO!7hiHMU|s^+
zr{GiG?jHYM2g*_bw<7t2$5!G{LXW!G-$}tc0pjj_Wip21qT>FswQ{~3upoPze;d#I
z^g1-_^+AWXHscN@2+}Y~Jbpx!8We=(N(NDX$R*x<x^8dDm9I?j(*V$&1pb#$Ts9SJ
z5Sj8BezF9j&5HD+et;N}7pd5ql3me_$9Vtvbe?DNYC7UVCq60~tI~Tk3UrW-Aymyv
za(@XP8~njzgfAt{`hY>IJYD(DDfYo%3duk+Zy_E4*bM%sI8fd=l-LQnDRyLBU_tA2
zwdq}h_og{%Um*mg)qe;zx~~?2e=>B%Je8~dw-3>1TMns{r+Y?}X`qX^PF{L)q|P_~
z*5&(w$~=M!(oADXH+_N~Xh<tT;UN&e{It<TVQhqK?CPVC6{D+<?PEWraK?06ePMYX
z_VNp_x@j|l!KVs3CEEHR)6C&kQ#4)?jpy|v6oHe$*xN$vmvJpG(zBSP!$K~LNixrI
z1)KW2E_abS1DSW$BH8Bj(vAw9D81{RUhrr)PdOBKC%M%iF&v!|bi4BT_k{o+0lh*M
zr)BTCIbDW^576%#yxA#qW#Sn*4AjwMDI9t%Oe+rCG1a1??P&iS^R@d$W|!ZEg{fkh
znU$9!_EJcSUY^7iIOo!ns%CqV*5|A69V9nIv5C20cm>mDUJ44CYPIGXEmzp4`-O6H
z7U{(^hx2THxlnH9$`?9*|MkSow=0IziC$R|ub(9B_ZSAY7rvrecx2xrRAB*2IaocR
zhkw4-Z<^ll+gpJ7Lp{^21O@KwXfwVn2R{)(gpi!bkh5V;PnnxyTm*EO$R)Yp<6yWG
zZ}vKokE0rfpsU0C>7W8@!MHI?I#@~h^56PEhR9n#oSfpkA`m;JGBVQGFDCim4SJ2p
zr&HMa9PC@(x}9-Mh$m1^r)$ADKv8POsVe6k$`snL+TBtUy5FW#!z`kGfg7d@u(1gb
z2VE`<szj>cdazzRx+QZuX6sOl;7mLzT*s{542tqX(x6?>IL+Xacn9^cME5^<(~$10
z{6p)zFH=vfn!5}C*0<cU=}MmiT_H#{>`0vt43!kV?3xEccLg_Q4|ZlxuILw$g5MmF
z%Q$RgDwrY<BsALS)Bxa~RV*lQ^o<VyvisMbsC0bi1LXS?Mlcb&ZdN|okkOd~p>eqq
zzH&@@U}1wlq7Bq$0d)A`;JHpE$TuJD#|#nt`zGQ8CCD>DT!`97Z$e-cZKsnBpt&x(
z<-+_2?*vTIPcD^+p~=(S<#jd$_S2{gSh;QU-E*u$e6>`7f-FFiex!8-dhXg*p#vAj
zL+z(A&O>L-=={SMelra)V-w8FVa+NyYMq~?EL?$4>>BB71zy~viVA}Ch=&N1f%E>=
z#Hn52nDZp(%-QLeX{>WIEs#40)BTMQI1gU*e1_wWsNWwvYe-sgjXuLp+4~(jKiPvH
z??@WYivct@K}y0n{Bni}o|dAsq5__WLM~*d&XE%O3ju;4%!(%TV{!eDO$`|R@M6L|
z)2`wFizR5EJvy&a94=Pj%ie5gCzfw>;@~;3c%UPi(DI8XSZ2?0#`MBKtcL*-ZyNvS
zIIc4qK$Bq~n6ki!Yp_<nlB(Q9d<+1H{W47uD5Ppz{YSU@zuEKr`zq`|{;s$lztvGx
zCbVpH(d}`MKXb917>`U==_H?&EJYmXesA>@#^yQiXNviP`R7ec{wIlz$%q8BfD>=Z
zdKPm$(JDZSsvT>G0DzKo{BFL4L=Hl>j6>i#%}yg^?;DtbRFz<M&AW30G-#X3t{rL#
zkhPybp%b_cP`IL){NVJ2b`_e{wgH9!tOuZ<bFF(xXeYj3nASN~WKedhyi!)2Bzs3A
zUD1_WK_SxK&8}+m!@wLW(qv@PUvYh5Ox81rG_}22`%7M#3jVhjo_bba;TGlBdG4*5
z>&L5VFj(ZB=9aq_cSPbJy7$lV%D867`YTy8vUT%BPpY|IL#DBAz}1Iul!x%`$?~Qb
zX*f`8BOXo+SALZ3Ao<Y}*?A%5q?B_x*m_NOA%;>OPln=Q_N2BOe!^F|P93QSp&LRa
z6impLRLTOD?Mn7A<bV!Dy)ub~(q6^|Wi1iMiQ(?Z3hD}b-6SM5>vUD7hE8MAU}pZ|
zC1hG*eWSb{$F~Si(h|ZM?;4UwolWNFJkFBF1!q-)PiZ@RNU|P9>lqAVWd^Vp3a91a
z<rW-l%|oSIEad*YmHVvX#d-`0C;6xssS$;P3qtjY;$VRz((ouMKC<i!-D9OFDp8tv
zxo*-<CE}X$hmk&UvdUO$vjF>7^kYK5xQ;!aHte-dT57s~t~u5pt8bjR%7Slp>v@>-
zYhjmY0cL=QmTniB5y0%xDK|F?)|RjtU~}#K`4dM$^*xQ4DFGMmm1W0^CU&aC<vy4h
zDt-|EL>}Mt>YB+r|F+qMI;^@+oPt(A)%SjOW;UZZxycx<Nk6mk`=MY<{sZv-|4U>z
z#kQ7-kg}=Y*9%#>j$lOh0~;Hwcg(DyU|Nu5f@N<~Ng}yQa#~5|o}mrtXg=!7*H=~V
zIk8IPHYd^-Y*TdLPMLl=GO5v#hSJEuEr&MQDj`HEvw(n?J;Z^F4l-$wy7Jt|D0Mg5
z9tKt`ZQ>>qg5De4*%V)584E0~ceQ;H@!($g^$PFGIFi$AKHM8A9~ZKg!9$iOmC#>z
zN!|-IH$b-&UZPl!j(}W_;Wg*6csl5$d&$a^13P%PJ(Ak&51u=GR-}0+(v12j2zQIu
zaH)?vWYRr8M~bRIr|w9@-_&Z&;gfUd=OxsmuvdFd9J(I*cVEwLjWEMZ4}@wGF`AY<
zF5DYi2?WLs2ejLp1x-tDbW<+t__nKdEWke|c#*=pZ7A$EPG_?$Hza+s8(~h)KFrcp
zD=yDi@bv=ug{Mag9j~8dYnJ9<vPMQ7wWw(Wb@3>LzvK~@yz)YJmw$nVK?#P6EQKK7
zza5JF!Ha1;D}k+Z!z+tr6twYhlRzUSMzfP|Arr$`9Yt1+`B_4Q<$64ia@U6LX2(sI
z$FKaB*`&r&jf=jagrUzh6X*H<;Mtp;AT&4aQ?(wWR}dO9yaL5zSS$PAwt(IOc51XT
zqRnbF7wSl-iE!lhd0o9Hbjk$pe(G+o65s0P7O&M)Gu>qp>KO$ua+#eHgU>)>byih+
z#ZY<fC$ryMCv>pdYh%TK@ET7Zi6%Dq%pdC#q#9{>jWoErReU%Lg#Hqttn^st-raB$
zDqZU;93Z;0gWdPyDqOcj31y!x-wev0ZLt9r{z{5e6Ro`ELu7d+RaJE!JK7GH5<AHf
z_yq>|^X#?Q)eJ0+6mkpE*2^UVw_9jV4jSc#bE_GbCmNtA!gCD>UT6T>AkD+GerZY~
z5DYKJNqF#Sd7|E1{-g*b($W0Vi`0B`?TqMYfLdKtZ<+n(rFmO8ca`Y3Mjm%p+h<|@
z1a$rWK6bzIzH6WHmXjqeaB3-Zb!0Oo7?Y1mtGhYya9F$&HgsAvmAg41zlq@`F==*p
zjnUH{^s89h&@!8h@^_ISbScUGs+*K&`Z?oWmP1%UDrEM-)FW<8zLXQ&dU==7)v5hr
zD?W*BPI8S=w#uQY$yQt9(MLu}>m!ZPHwQB7n8oVOda)n*>M5G+=s4NZYqyEtd$VTA
z#5gq2_u3T(KV^>58RNCJlrU?wlgWBMq8i3IP&Fg?(fxL9-cyv!(ncL?QFvt-EW=ne
zD`HdjK>H`huvVM(Yg?W@<FYfeRLcw}I@7>kkHxa?lZ2E!OSL5n9p{wUbG*Gm?ujVR
zwla(jk`U2pR|gXHGR!Yr##4A2-mNQ-kaO?nzXA|f>Ew*v{DeYzsrQMsqJAD+)Goy(
zwnCj$ic?JEP-@q!iKGR`r0-=p)*qaWVgj9qqIR!L2G8>y!Fd9;eGIaKvL^PE$vWIl
zVh2@d9oR-$`$CUoMFPzD#U3<5Sw_vt*Z$x=uiP{7?x+rN?ld~aSlMeQD_#BkrbK;T
zw7Dv)Lm8rKJGQ)E80VdIl+92gvm&~UqAjgBWm+*wBthISc_`GW+QFyJ=WEC26zpK6
zAkD}7!eQFJyrV3ZVA*5@vJ+`?s^{?SY_$0_b*x~xDB-EcY(poxC<AL)30k?hkqELA
z@zayEBdf5v(%HPP=iGCYf*l))tnK49i*1gWd^)6SBl0>M<rD-qP4xH5&h(JGQ8sRT
zX=|6)4l(Tz&xRR}I<2q_f~@DML!Y8^inM!$G&jq9w2_vo=Jcj%tGr~osKWxgPwBes
z;;TGTu^jr)+zbbH#;?6@^W`k};~Q^04@{5iRLaEM8x`p7-ZUNTFd(O_jQ2pXoByx&
zzB8(+u3MKPpeUdeL8^k35b2;u3y5^-y@VoC0#ZX)nn;TjsX|10=mZduCPg5i0s;X-
zM|zPi9YVaD_dVY|XMAUT=Z<s!-Er@q?6vn^S!M4v_FVIs&z!UFZrUh^f~g!^L)_K(
zT?vok1wJ};etPS4gHeqXRN?(}<@<Yk-5ixFaSn#s$mgPHxmReVT`@!7MM1e&4gNAx
zI$}H?23R_}=lz@+BC!XcIUAQ7GeVu3hTkR_e=|r_bPDJ$c82;LGITwDUunE;IH~%f
zfcVt{u93m#Gy~g#@e&MdJp9?^Qbr=WO0fogEho~NOifNx>xm*&CAFO>SA2Z}lNv%a
z1yGA;pR!p5@izOC#sq@pokykpNgCEoQr?O%cwLt^?q3j7|NgROCi1cSa1-<HdL4C}
zhju*<&GpW)Ti%(IQwB5Z>7>yv2LK1e41MQ$(T4(iqDJgl5)FVEXtM6%rpn<#e|Fj1
z4)F%|lpobH8dfagr?o;$64cG`xZ$6hXBAF;lCs713_@bSM})aUkDw3fO0YQ2QwWr)
zgm!Wa8^uNXd*?f*1~|Qa`FaxRD$7U8U^P)+YMv%nu5qHNy}4fD1gS$emx>YTdFY>`
z5CnTjDbR|}`a8>!x_qeY$fu+AB#R($@y^kG04a1FtxB>5<2ubeTOx0YzP_WiIwmf_
zw#w$bLBq39l#3t-c9j1bBmNin7``3ne40`stf4<P&@cdSWG`eZYsFH|pYZE1tu(T!
z{8j-8%)c)v(00|uURrz>mW|!hYwy_8B2SYV3PD+aWJ6jE0r6#w7$QlH%Ct|lXPt@|
zp7wAq5J;RY<WinG=)Ndx8{K+}SS$;3|2AKp`&rTL)7>`Nl3-dZlgO7JYf7}-omsR$
z$LUZmkm7(4yAP#YZo$urnFqY5l=)Q}tmllACQ7EJ<M~{==ZwTn<c2)&1{oMXGkPbI
zJZWF1d!G5Npk5}Stt@S;M<c=5`z$2XhN?@-i2jKp$z_s){P$z^dD)1ycMn&U<S`RZ
zw&vecvr#;hu%VMI%Umwz5;6&&7;cPDqb$tH6Bd2A+?eiyQ}xO46n4&hB~)!CBRKa|
zR<g8^er&w940;ma-5Ajg!B+BkIUc!v%j+8T7+*_OFi(9dc5KA{!IPU(47r}92BhN^
znx6Xjyf;p5+t_Q98+~_zf<e@}FpqMzMp9RxZt<o>cT8EazNa$W$VXs&g8M^#tcrv+
zQV%3zMHf{rmFTLdsL2D<f`Q-VIKsr+VV(M_C5oy;12p(2N<Lr<pAeBE$_=H!BbwmG
zypC=F+I}+;s^UcUVw(DfV=lt_KP?1((@Lc~_H5Nz*bok-2fXyI*(AA*0C47e%AERd
z1tSULt*ji~<AfDo(xcyjPPF_Z?Szy5W(5TP$EOtTpq0Tdf(G(Rd}jXiDIa=<NrqBj
z@`c1|mBTtUvo*xp08foM>SorbWJ*6)qss6Ns^+VSF=pm}h?;bWjqEvAEB`9>1$evl
zHd6=q0{;&|6;dYaKX(Ovfwk#{n(>_^j=hInl;_J;dQ-bLQIlF2L9ptysH@ae(2jv;
z{0v9AHqrTP(IUrZh}n4EM(@^1l+SNR41^UaV&dfD$qBk#e7PV&Z<6`hGkp)e8=9Os
zACs7r9?<V;mQ4=i$d`=veOlqzh+i@a*Bw?nv%+68FvKO%wu;<z>{FIPx>tyHYvomI
zk*5PNrfEER1}IxUq}av=u0*64s&`wz&-@dl;XQAy;hKI2C#q~?k%;J<#P}<MsJ&s(
z%^xbdP2sL=&ouiosX>-2ebKs%OBg-e0m}_f_WMTtmN1;L>RSENmR8E2)t|b8h7=!>
z-zelF|G@fDTX1-}dTVP(-twR!$J{06$GN6A-=sdTblfnTfB*yhti!-%tB1PQ%D7=q
zh{@r$SCLEBwTC3t@00iizfPPP+48IPJ5?}wc6)p+ynT(h%c)nyuG*yj=)Q_j`J>(5
zTM8XUKcZyvqvQ3BYBfYW$o;NSuo}v8*v}@Zk`~WWg9AXkHX;+4S*eVw>IGz16Umbj
zR-9XO?e$Ea`Zo~olD^k1P7!@xS^;Cz`Za<gUWZ+pZZKvZQ#+5}h!FnjF4Ajs(7=!P
ze7=^hSz6jzjq4A5L)6Fm@U_vW^JMls=>jh}fYdE|^Y8SDCuuDwF{G=-+#NDU$slaw
z`12aCJXiA!_N4#>Wp*(-cw{pE5K^vSjyoRHKUUF2x-cZzRx875bV%z9D!=9;?%%rf
z_7(X4)>mN}qc0Lyvt^x~yjh{08~efnHHLOg-7L8_7RA`wtH6fs>ljB$Ky0$QUJxV%
z(f{HxZ+3-|<k}Eop#7>*oZzHMOWlcUwxAR(ndqKwtw%E#--}&n*jkmG^5A}nzF)u<
z1r`d4d@-g6KC!H>aX#&YnI)gn*tY$0KlQML-!uV^JAw7dQi-pFz2<9%6rxguz!^S$
z-WuZhsS(s~0@btASr#v4nGJrd@v+7d7+hz5@F~*=dBd*rs{h_KjVXaK=9Iz4GH)}u
zgZA4T?~Wo%Oq%E(i`@%0OFep%)n;%#Yo>76;AqN%K+;He-f<vOy;5b>EX|po2@|u(
zz)4i%vG$3t_?m##seyC_!AcLv!~4XshXu^6X?G==f4!6j@K=r<E{kj#W5c=r;~mI0
z^O2-KkUj<<#~NVSJ1(9ZqXXW)=XXI3`qzNgKOx0@|KS{*uxo`6R3xljFx9!|69`F+
zXN4!Dv6;b*)uj}GU3S(BwJp!8UuBgwb;?*D0@ub6!8H)6M3RN1ni&3r{PJN6`w&Oc
zxSH2z*pI8Eb$TZ)7M=}~ozLON2BNA}=w%sWNQqO-(auEMm<ol*AsSE4u2;e6B4}qm
z>m!5M({D`b^tFY5ma~0!X5UD~=@Tt?BH?T}<nqD(Qza$#b0OSzrl4jZ9LeX?<9kxN
z#mhA9ndv21CvaYr*7ai4E{7rVi7Abqn1%1y^pb%t#;Y(89cL?Zy}r11y3Y*`HfnzG
zpcmf0Yr1E35A<qG;)6sNTOD1-=^*F5GwOhY;-&g+Tgwg;Z;!A9sCU`!lyW}1b1zRl
zl>f;J=cj!LgSob7XJ1u6Q^6X{J=WZ@|B<DqWLf#sQLje^x+&{s_xJ8qEwT>h+<eS8
z4gS!R@BwV#P7tVi(5RF|cVv=<{U{E;^|V<jxN&OKcHydh<deD^!7omY$Pm*Z;RYT*
z8S;O%iw@&rt)|C@n``cWS9NQ~HnNeBztILFX84V$x?nmT?H3W_QLlBvfN*U75uCK)
z31Ys_06|j7o=kai@;F(H9I2!V<A;iOrQZa;oK)gK>VcX*s>@IDK;-450YLf22ZBpi
zY6H7zN^KJ67Jy)P(zPU?_qqbyV$l+Jcq7ras=}gW6qe_j)&&W>TB53->mIJBSnXE$
zKlkvGMId(9#9I+#C$5|EcrulPlK28Vlp?YY0-$8EL@(?Z=Cli6S^+p<5&l+iSBY#S
z=Da&99#0kA6(Sds+Y<1C=1oUQ;T*u1U=A%O2!Otj%Jota1>RD6xv+#c<LEd=XlC6E
zZaPH}oys9jS{*R)TZG)$tecR(F3CnXzu$Fj3Z6Tcgqn`A^m3%j-woYF>}s~&6#Lpe
z4`Qc5V3mzjN4j%3Lu55Hj;pd~Hsf}hle=S+V(TFvd~ODy;&Par&5M4@-oNj>1fg?m
z0jG)y7NjPmY{ejcqTmw%u`F5uO#<74zN28$>(rr`G-MdXzi7pN{yAsZ|7Pn>@^Sd1
z$@l|P4w3n0_SvlJmOv^y^W!H)TXEF0K?j6d6GS!SbmerI$|`N1W7~B9t>rIH&Ja*n
zh-BFtdP;Zt3+eNm2yoz#=U1Z7tEaq~6$c`duJzXEZq`Vm*;fsoE+Q(W3+~Q`sE0AE
z8XmW($Udmg&5#;Wp^#N8qzTYzG6q%6>Q|{sq8ReM?^G#CQi`aPnLQRpVStjEiigEZ
zj&(8>-k%UNB=Ol7-ET*I&TiA`KW8|*&7SD*_VIvk#<~h4VD!HM&Vnc)NQH-A>#LSc
z2;4xr0z8Jua{Hb~p$6VJ2mr^8n8D9bdY6y{lsLYBEcrv^)7iqA{VS+umQPm;<6r*a
zHaV<KM-o-cq#rImi?oDeh$Qv)3&J!KrUt)%W1FbLYkD8LU9*z(EOhMR$Jc=<sWvS#
zbNnP&VjoS|Pd?{TwEUzWkz7ToH_r5wp}6|H*JRV1kf6a<n2ZRzU#rPGT6saoVhvOT
zHAkfxeu@=VU63dyPiOmNOO<p`QIVnV8;!Yoz+)Pdlnvy7RdY`bFt<fdEIju*N<1(D
zwd1m)91`y7iiOVPW4rXH01vZ<ehDKNP2EZs@@mXiT6e9P{RKDHvY$_ei>AYWyi*$)
zfA8#BJN)Py&n+r{Vca{7BwN9)K<AG;D^b}k?RlP32srAQly~4dn?FnP3M-;Lb86B_
z_tOj$Zr1wi<!$YoYcg-%USY3&_3qx_AS7aSkA`l|b>>b(g1?}%aR<`>KKkSNoYwAL
z{fek(SC4!>jJ&>hC5D{IOL(G_(OyF-YvYmQ7EagO)8|U-Vtu;u>KW3VotgWV7vKRn
z<ozv8zw{3d_nVl$dOx6FP_ulT`~G@6=>Bjr7W_byKCK-T^VuL0B_3BRgUohQc=uW0
zLQySQF8js$cgX?Kxc<`?wG-cWtH3@6XC&Uh<H(cOC+Jvd5#-n>CT<TzqNCGvO@2M3
zR`6D!C)LU`_()TK+h`*Qupw?S7iVgE860!kY0tmiM%|%D01$q|DFA`L6{;-4$S`Zo
zvyy|_)3q45*pR-uPf(kB*HY;&=$3wl@Ba`TpWw+1BF{a8Kl5WwfUHq}h(ZwSR&7BA
z+Q+2>6-qpg==)BRnIJgkJ^~gV8J3``$;~YtWr1ZjQ<T5b&4BZRbJzgFZV6nn^AjKT
zhiF#0B`mW1pd#T*Jb|Nk0!5#k+p?B<Tlaq|_L6ty0mgge`4AN9*#a2ttr*V=K0n{P
zu-XePa1l}SVfff!BPW~vIloBD0qyK7N&aO)UK6^zaKngfO4o6WLb=G9q@BzwvHcP;
zDF0+>F^k9PXj5qWP%+ClIylVDmj8;R#I=cJN7+)62~#FFTO7)Fst`zX*Md@V{tkZg
zqBJB<;Y4-5^7)qKwn+@NGFHU!;A;E~gGE)pg7IfY2l0uO58@6zlz!+8alOQ<4=$WN
zK2mhG8};Wi7KtMzUd?h3&d+h?>!vM&yO)@4geOV3?H^)1*8=Kvqs^43r|g>zGQ00R
zbSYk&@XpNoEGqm|%FvCzpohotm}%1jirT=HRV#_y_P&M2_85G^-IIylZ5XXU*>8P_
zwcv8j>wTM^?=m$z(xjRXQ@7qV60E@uc}GM6SzE%4(F+>df{WfV%pO1Wxr_UbbAK3w
z`hbP0FTD>4HQ3mX7(aY}M{s1qa~eL=lq6fbahA1s*I{dsxr%F2@$&V02S`T^<@7hc
zj4hhXr9Rq|@G{lK)b4=Q+_#eC4bA+Rv6FmTUP*K&Ullu11^?%yv3=NcrFrq_eLqxM
zNL5B+P|EU=*?PA-XUL|ul`ga*o_5~t8mhKM@!{=+{R*~N^t}uvpZvG(Ov7iA2EOKp
zl%g=t%vhAOKFJlAHe)MTFvCR5oQZMjn1u^z&%-{q4sY>GYMJ1;e0__u)g^8HfzdJS
zC>KQ(z4f~lY<bp=@Y^X1xcZX0L}TTbkxEJq<G*l6)?{zVPe*q9ANF}_W#rYD+t2_;
z-#ECc^Gz|u$ACsQ2X#PsB6;z_h+k*M6N`|o)m@LDopfyO4^gBD%VEmHQ&uQR66;|h
zKx;^1#SY3}_RqdX353kd{hLZhTqZWj*|5#Hb~=-jpXMd~#o4Qy-G(>x*jNQHRoQ3l
zL`cUb9mngW5`xO|m&A?{n>GEHS0|*19c(FuSAB4s^u$aS*Qmp?i?&owrO){TBGw7A
zKi5o+2rT^4d7)Y7@N*|FeN93Gq4vtU)jK0xezSH#WLv}ybr4L+!2<!Bf3L-G&xaMX
zuE_>l*J6o|BLU=AZYBl8q~`S=KyH}?rI@B0YKXM4IraYBUB3<(+Yrkym5KvXrydn9
z2i2~XxS}36Q#(SuKept}$8+kl5?z-bZd8fRYf4rWp<Kz4=(HeN{50>>{JHCvBKhqw
z<U!`mE1sz-{SKEHC~%n+wNL%vI*gwnB0a?BPI9`IPjY&AVwUnaG!P0}C93Zu_)xj%
z`wb87MxI+2sLH{$BexN@J1gsE&KqCP6h&}}k=E(=<WF%>T(h0iq}h|!TJ=KEOP-Pq
zY(WCDuWqyqZNcAy4Rltmw7$GH$shr$f2l;piG;17gpn(DcOueM#DBvI%by(z5S0Lu
zad+=RI=V@i?FZ*yF#3L%@wZNkbk8g4Na+Fgq~s0b_wamqK8(Pn5YV+^xKHK%=>~}#
z!$d?WT~2WocQlIf`+H`JXJ%aVbYdP%S7f)_I1ayZaZ+?pI9&a{Ts-9zm5u0*P%$Aq
zUmS9<`<<S4h^`CEV}HdpT&rIlHi_sR(mkN5YdDF(FqN%0*uD2nzIp>{_3C+0f5G$=
zly`<SzN>L3LEWi~fxvQOEr5E`ZANYB_Amb5W~;lZIfZ1A#c1QsOg;{m`vc^L`VpMP
z_jYTd=51d+{I+J9kvlZd&RXsi@aY3t)T4pe@qM&n*ZX-U3d#V=9GjB90&SLPjn3{&
z=YrOoL7doW;?DXLP5bRY%?!gDnPsM!;*?*~M&Ze{+OEBFhcn5Wg43H@Gcz{dX&-JI
z;|zwpNnYErWV|r!`Zk4m?tyH6^WizgE90n&?>$43<+8jQ4MRfK_3}o%5aE4v?u-WL
zH?~SKQ_f=e9c{OCzA(wcC{sDVx**T>u$86<`)At{B)Gn6!ih88lS<(t0gP+=YpJ*3
zZ$;<pd4uuoKWs7BNz<8{-wDm}-({WO){Pdt$h~^KIUIT%?-1x;7H!@Cj**GIw%c^7
zGDA@+*<)%bg-?A;aPE=jYCv2{xoT^00#u@AS1U9jLR;6;)=pZQj3VA_G)ynCH?~)P
z(}IECVM}#FN0#V%09--hyW+g;G!3@!O(&w_)2s_xD$VDU*rJ2Vq<9Kh?ZyL-FuE}P
z`T8aD%-qT$RgW-rCGj{a6@v#=H}m~I{UL&%j<D_;9VmtZ)B+2@gI0GMBlGA8P?^=l
zl%0f!n@X=T)9@sTr|0+GBp%NbpTg29h4{e4G<n{#!}1wFq0YE~@Y8c8rpx8y9EpJF
zHURYKH`CGArx8;6p#{tDBtm`JL2X0Cg(M)N9a!72e<7*fKsR;>u93<A_!}qCY1TGn
zmJaZ>syMz}bO+L+eH5-;#Ic_T#6VBMGyYN}@PqXbF47X;9VLPAKVqt6`F(dD=J$z+
zjOPR6O1`Y8>7B{^aHw@wx#8X})GZ=-k?ju=iNyBK(b?$NIRMY1S$4r9)OD@=`mX~@
z=YPht{sox%A8{{+9=|jKK_~}Z(BMW#^AodQ!2%Gryd5mB9)JBpQ7&+MTf-{TTQ01q
zdDS&J;_Yv~TOR^l9iocRPuJC3DfPrs`qejYc}f{rLVX4>TA5Ks51m<FjOemfW>6pG
zoM&KyY)5OIlS#{!+pK4qXH0%28PO@<zzWRqJj#>xFBhP~v7}lPG0F007Q<O}!Ug(t
zKDPWJdSa6BkrH|M5d}KKJ}hmCWSpM_Ow&_L+NYnmC|V`7CU|bxr7h`H5n+G1fBZG7
zM-9Kzzha0PjBq(uSYRL727xnL`f9ykum^*pQjGVyZ-X|WG?6n3-b?lTVn<DY1CV*1
zg-na(19mXF7EHHk`$~m8*TrJufqE})WV17|z}-`rrrF*}SmQi-@WH)|Ff+=R-AcY+
z*+6?_4O6dwOB;##JZk<BLj`_t!=}5JS`5k-kwmA8p2FE>rXB8Cv$G^YWlNaopDi~u
zEKWBv*XKJal62)5%CnEy2xlWI=sOT;%k@<wDH2;LfTbqYTvhQ}OxBWxYu#L$;Jmbs
zD=Auf6z<u&`u5x@K_1?O@*CM@xMPmIR|3^$MuNQF)J6|hW!5&s{PKm6p7m?%(7589
z$zObr6Jme1k9^h6u^iL*-HE*|V{IHL1C?5{Qg)4r)w8c|RkM}Ob?vBin$+g*y(LSd
zprcu!CQwPM$n$&rtmWW^c6EA`0^M!PhYYo5$tMrSE>$9wh7AoqCQUTcPP&IHvSt`5
z#eJanEW--@Aag0c<Y5U782nK7Bs@1syty=Uk(pWOZ;1@b4emZhSJVa;C=s^&>bK{w
z{tdiBsqZ-c7YmhJ(Hj6{w)cxmSSpT>f>D4X=r#aof|PCt6$eEnfQ=N_ip#C&0W>FC
z%fcbWSw#<ZGV)MUdZ`Q$h4>r}6*3F@4oJ~jovBnA{cd&Z!nl-43RIL`!%0o#D8mX8
zKNGk|H{cE)*dl*EcWRureyzv*4#!MI?iVHa`q*-O+xM!D1~rMK7iSGs1ICKaP;)=P
z90p-W$Cv<kY|4+Q=iYLZjht3s8RqRT6%sp9BER@$OR=QPyHy&gX15H?5-EK=44*Z`
z-Pw~cOfptl<%eODV;VH&VV)Fb80M_>!78J~)fA?aQop&(jnr6G_%bzr>^c5^Xr>C$
zA^n$<ZkF)=Z5k%DC_xRqmGQOP(Kgf!o4a&X71X`~)rK}UC*;K>$4mCvszyqurOFjl
zh+9*qm53#MXqazW(4xmhniW3f5J`@pxWs-Lz0wg71~ofz^)&EBUx~gQuf8e+0s|K4
zluQw12OXK@bi!TVyF*tBkv0{XN!-`OC;TyDGB}r2Gs=n=096jMbHhkXXBx0|bmK1>
zNmy;AE$lKxI(gsD{XCR!X1k98i4SQKCls5qq_oM5N_*rvk-c-aGe-Hug~X*WrffMk
zM(`Vqye+dfo0t}LNwa0JsTuKzc*sy`;45({O(zhn5>qT(74=+T(?E)s7guA`qyeSe
zsk8e^^6>y%gnOnrWk~*+k=X@rok7M_k=t{7%6}YVWo+BOW$8SLOEDqlf+K5r?o=jP
zYbo+c7;?S{(td(1@3_1eX@3ypJh7r|*_UUJ-E_V8>ap*2FnVWF`cb=8LgbTCft-og
zbrw8We+jHvAJd7VO|?m1ffG74|HvrQZjN6*8J=bKee|Z1qXX$B_wn-8H2;{+#ZX*!
z<0q&xHH}%j=SLpquf=w*@2;b_sJt32)9D|}Q7o8Bxn}NW&|w?-SbEyZ{HGGCYx~Gz
zh&+rqCGAK`yUrpR#BGmyEbT>Gx$|g|A3?u-Jo;p^i?|!`&Jm-Z?^UGF##75unC&~~
zG%k)fL`l6>^4G%{<e1h#xu5wRq;yt7YiNs&Sc#myG+7U~=|8g-QUFkvRfn!+yy)F4
z!du{scgih5L=?IkzsLgIF?!`N*;^m&***+cLS?II+gMAD_7gt;%8B#)C2gR$Ci>>>
z`ty^vTa)Gi_E{oCUtg0BGkcc~9Ve*eT3ziT*t!VRupf*)8v(QUl|LP)4GBmx_5^<~
zH&k1-6=;7YH4vZ^fW){)rD8NK7B+q!^q=B<w)hV}y1TTlXC0JHkD$D_tFXsv#HeXq
zR}_`W*uXn+`}D@xVUsIjYDjy>Y4tWqr1TJ6UM34AO*+>6G{_X-<VomcA<M?HQr(WI
z40w^a+@q(DeQo#Dsl>#yab)p@l=d*VdYdYhBy$wAyM(~CWM<3ZHW>U%F&$52deZrv
zkp#^#z_trPlwJW`6hHI#0gAC2p3F;VwpEWCZ@6kys1Jf$6ogePh))e@5(zr?i4P+0
zscvBHflWZ6HGKx<I$q=lpj?wkbkkvc*ckyoJ2(90(dLey+g4nW9C%22gE|PL6gVj(
z|9=d0{x4iffjoj&gQZM<%nC~*S4&fNAD#o@!vHs(WZMW=^%bof5T`QxH-ZqHU{K9f
zp;O1!4|)qS-l+K&#tGfl_7|V4Tb4Qi4xA?AUfzZZAwX!wP%@7}4j2DB^4?i$Y&1YQ
zdUG<Q2{7}3<H$?ON1!t^tM9DUTUyT{Yb6A4OQ>XK5=!azVTo8GSampToazzuyV+J;
zAN68=lr37d?3_!<t&S_OfU}c*KE32NlIIb<eYF=$VB-d#>f|f%s^_m_Fc;<UG+L$T
z*zH_&@f>}pQF%6D{h-7sla8f3-S<krmdY^>U7h#Xb(!Q|75oP{{fvI#iGn4C`hK1%
zG*;<%DVt_p1n%aEYc3uG4P^AW3hko7HK?jlWKgzVo{r$+=U<TElB#l0aVfA1VN_K;
zDy2fDxzQ>&C>fzWnFe|qSZvBobLq@^e&32zH{=ea6{&6*6wG){cli2l=H*hbO$@1f
zZKzX(grQrxlhUo^7zf1n{5&nz-VtcE)1($@k}zkv#79;dVMC_m5+b;sbpZ0@vzDM(
zYF7#E7EIHr+>L3Eg1qFt!i-_zkKn<l7z4J4Jb5>ar~}ZihxE2g?mMc82`xRj&*vvv
zv81#7t`@G2k`)(Mhhn6j@s<Iv;N?(oHK*mJA_yg{k0@YpGy9aGM{qG0LxHce`krrY
z!0~%Jn7>4RA4NJ5ZiF1anh5QAH4a&+#}^0nX6;P@Nf~$Y@t`w5AI9o;aJXtX?aqzc
zwwq9HPcue*a1aA7F6GdaHM#N#@OsiT7`7bN^FeJ|_W##>u`9a0s0BNUqGABS&Y(|8
z8>;GsL@xT@s*9m}0(fe=+Tv}0qYLBJi7Plwd1&<-uvN7;qciI8T>8N;bz~kqIKp@v
z=n>l6Y1V7wEc`rm@lQVhvBWo8XVAzP-ShD94GzmPxMBx(Wm_+nL>F&})zy6FXE-3&
zWU`_he*4$(_QnIkffv1D+52maw7cG>(L9OUu0<><Y|g1IJM>4QV)w$5ko)QY8=5-i
z{v(t0avGW19f{5xn=oQLe{FxqWcu>VGr&@14-zqNyzYd#XZP5h+4z-1RTFJ>960Bl
zYWmyP*5IH}M7s&Ip6^q?#+b$Uh%MH{ex$9RnK9Ena8(|nes-<fCeX<Nu-;!z{_c6V
zcz$QI*Lq&d8J%C^=jTOJ{$zn`r@4Fb<q3zxwU+BhH4dsT%S{Li{X<F|Gp6skyTEKQ
zg1EI-?_JviZLEUjJ0+pg&I<I1Omh(XbXac~d5u>*S-*|{N>j`}`fL}40omkn+iP?g
z*mE2{&a8=42{xO~Z3zBY<im(7VS<eHuWL$it(1Gw>k+<ow1k~bKZgGtt60~yaMahh
zZ6~?FFr<r2e>Ub*CJ|HOY1=Wh5&=Z#j<*Q*3o;z>K>9dyY+MsEuo^AN$ij0~1F)d(
z#T)rUG{b<ij~OC-X@9dmqNPE&(G!M$^!C^Zj(^m+F^Ggzy5}7H>Sli_CMRigVnFMs
zwRBpKo=HT0-RZGDJ<$Jt0ErwudO$p%Ab+ZFeeB`ShU(SiT$UHX1k^Gep-&}M^^6|N
zSj-eg0<r&f5@mCBwLTpyy|{jouNRcE`7@TtsHI(&;^2E^!X#dzIWqKimxz9FdqXo#
zy{g!Lg;8$24Xq{r^F2u!ihvjmb!ufQsiC&IN>{4e6Ix0EMtpcDOJ*96drt=2gWEaa
zZ@*N&819+VNEpHR<ffu*Kso15IXwz<<2T&Rk?G<O8ID}npbSiC|0RRFTirmX()Xk9
zCZ>|-5!#Z@Muv1vdw4s(P3M%^8NeYs@!t}C_02otI&Lux>*}AsiP(Tt7(Kkd)4?vv
z$Ig_Ll?I2}aZ4o5eX1lhn=DgAa&vU?E6klx?2f7^ag5cwcAk4y0gkxVYUjHOJNOS7
z#>#x#n$M11+x;3V;HjT?I-qIs>9KDR<-luj4(@luHu3Xk>PEcCHfby^?usX`!yf`Z
z8?PU>uGIR78~h=%ook|5PkE8yi@&o8#Fd2w&(XM@tV6@;gMm8~qx?qzP4!rDk`Mq8
zZ!W(G?l;@u%RA$s8k1`<ZU9ujcJ`lpxX{_X{%z;VT;#W%>9C8&%Ghs;fJ1rjiRcEm
zvj?w~d+)c#K1jC7T(vSU@g!}(<emDCaDxlz4vfx6oyUf6K+uL;p20iO94Bi)_;^61
z7@H~yZ9EsUK3%e0;RSk52V_Zd>ka~_0EN;6IUy>W|LUm@&)H1~xL9)yK#i0U+Zlw_
zSiRK}4bUL`%3NX`OYbUNJFBBl{5}517&<Ps6d1g-iIsWji>W1mM92i$!^R&gYvTb>
z0+F?0!TUS@VgjvrF5bVJ{dUppu<r5T`I~Tp&c$$qfX@2Q#evB0S*I|l93KXFEmlj6
zz@vHyv_ym72au!J)&N^t{TGanfNB3j#24sU0SC~f*A@%sZW7fflk-<UzyDB%8%H+t
zt((vNJ~iO(BeQ?JuH}S%ip5fzZHxSGzW0BJ8-7uDNk*5@B6Otb?fvaIe}10hNPDk>
z5ioxJn<mY+25VSXcHTSVP#E@>7VjNIDsmtdHT!Pm=`i;oi)Bnp3z5!zoM_R?IM368
zdP#;@8<@D%_pijW%o|J5s%uZGsuW+A8B6@KuCho{{gHcQ+Ld*kX`2V}i!1cbEeteb
zxqUwbrNGq;9rlt$HKnCc2s-m<Q@L>GP8EIvV^24@dCOnFYmBP!s%AwEfQ70G%rFsL
zg|+vg5dCOXQxilEol|O3mZ%tK(i)T=+<g*V%JP2DJY+V70y*eOJs^p3X#1T^%^BET
z3sZ0rU!=`9`q-`is=3$j=EJ))9d4E>%{DhXr<^{NBRZ$zob}`wNj}S1K3&&HdG1E(
z!*gLFc_*>7S2{LW$|wj~zzUTcu$A<6;{%io71s94t2E*GnBwOUR((z4;wydd`(-ej
z7djxmK6P9A0gx1Sxm>uCPAwC5WjU#t_bxd)63|cP8z&aMI8H88u9t4r2mYjtr{Tcs
zI&K0UDATJRfJcV@Kd|0^J`(ex@-eq*Lp7B7s4k)M=$~eW(CZ>Z0HXEN7#$L3kcSd+
zQ8JLP%83WS8|iDVR*5JHFco?+M=J>e7s!hAfUHhIVZ%>!ffP(sk1-c{oq!XKfBcJ^
zzD9>R8VNKbAg=)QfdN9gV3_jc|NS?g<Y|oFpbEcDQCe;)LY(SxAHCiX)nlMcstdrb
zsjvQO8x*(kR~J_+`~GHu1O8~hU_)pT7P|6IfA^v!Ku@0g&t3mdE&_(0vi2_;|3h=n
z1>*snxND4m`4`gxH_A2NdVCC6fAH&F{g7$XQGos<EcOl6CnhtX`I0O?`$c@8ppy)C
zIVA#efxq3#ZIc$ae~;80Ho0Vzpl=etk2*EDHD6fyu*nMLW%Gw9Dyn$r<JAzkK^~P|
z=J=<XBNE;CmuiIF0!m~Y*4B!W%kf6*YkjIRm0Jq>^B*wU(u%2z&eyDoO8D(!gyhLc
zl97=-ZSM3tegy(jIj>kjaLqn}tL{P;S^JVsX)=gf&)|W%(-C2RbcR*;Z)F3*O%Un_
zh>E0viv6p*_|wE>Rzn_QYz&qTss6GJRIvO3DWV3BMh4K}Uz2&yH?UC<9+5Q8Sp~iY
z0}KFLfB|rkIAChk0|>(XFIV9|ugd?Y&e4jP$a9{Hk0iRKew&fiqT_-gv#=7pRrc#k
z@GaKE0KMhBe)TIAud4QieAJK@!`4I9`qpg7Cqr;05=L=*Bn&j>%Z985)&_^heu;nS
zecp3!XD5!%$J%qYypT28;LorS?39NG?^#z~QC4R++tX-bQ~|;)LO&p$zGeW{p09|J
z7XPB5*Cj18RQ&{%Pd1r#ycf29&YxZC3)x+v7(F!<fihLZFUG9Byr<`1NS!=kF)Akh
z;tt@s^%hI4NuQidL=e&J<K}Tn;zmvo|HuYcGIXtS{JzdGPI)%N0et#ZBI60*n+R!L
z%WcJ||H_@?U%7ewKXKh76A<k2MUZL8k0z=4&(A!3-3W68??nfzt=?Z>09RAi<p8}T
z-L3hU(RPzl@`GpTs6Lg(cM|uBPx8duhh1~qWRR|~2f9cfA|3!e*hiH#T&xC=vl;j(
zDt$wAg&@aqzMx58M{&+$brdVi&d*b88`&<GL8XG!ah3*P1RW<S9jE7)vWKd5!_=w3
z#M}a60Dsry>L~9yB~8VCiMJDAcF*~8KuFP+XyIKrxixfba%wRorh!~`9NdTmw%c%3
zP4KlK7^uen!)wVQxEk_Gp$+p4J7iacVH`1!2lfGXZtSB6jAz{c5S@LLk@4MC+LX_$
zC25|Cyk7Gkf`0vvw;%uA?aKcR_2*yOUumjq<6Yu9Ku?rv!`!4v#nn5#c<Oh@jH6Ls
z)61DlGEUN$%&ih?b~n`-S{sA;_x})W^a$eC`fEAHeXRDjvQl22&8-0`)K-IGg57DG
zZd+O3-#G_+5e(N_|E&VYcxv$8R&sD@H39gTz*MT1&CSmWf9L(9*57yS0eq^zQI~-3
zKM6ZimyH*l_&E(pVY#STp-Jck^sg+hyfe{$LLfH&z$dtuV?uYsKNCk-!<S&*+ISYi
z7ABe*&jc^-hZanLzJ?N)MAG~a)lSnEd1F+yJWBZ!mb4_3s6yXX5q~j{jsnxnCs&Y=
zY5~Z~s~|(sxwX0=Yg2?ePG-~@2;4w0$T8=*n1$8&r>wm%!Tj1AJ&=>x6v!_?1569P
z=)8pm7+ays#f+O-E=K0ZEp+Hoh~F`Ti~xIU;b35@D|gHxKwGor=R+sPxxo%*!Tn@;
zXL6$izjEFVIKi5LjkoQ8R7IdW(f?F;q`hPrdY<J3IB;UmUtQD@I&l4arXId`TDmWP
z`MQGAC;sa-(Ahk9zotl^WnByG;=yJHbK`x}U(=Rv0OJQdp#GXb)5Ws`T$MI%w(emZ
z&&Vq9yJr38=2?3T=lM;n<QI>w=&y(D`-jNpuVz%n1cFx(*gr%@h4?S$DE4mR+KbNa
zUyKa;hv=`ngNIkGPUdTZOZ6{C4~>WX)x;emptaJ0pf5nzGB@KZ&48E5P)I1(J_$e1
zZDP%eRHRb5dtGD=T2y3P^NMFGAzW?*q5$OdwVt7USM9n&70`mS_%eY2Ld=l=BO%BC
QKmL1il8a|S@n`&h0Tzw-MF0Q*

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-38-__details_.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-38-__details_.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..cddc92f381efadb00a5781d7c019934b0163af47
GIT binary patch
literal 2871
zcmbW3cT`i^7Kd*LNvHynATktb(gdYRQR##t0zsu3kX{@?ARr)vz(_HJK!ValO6WBc
zItZdPBLhg2Do8gp=~4tUVdlwuYyNug?Yn;WtaZ;`_ndFvefGZ8Vd^BnZiqBM0w53o
zfM^#$9Rsuh1}GE;g)qQiFh)iOCKfm=3o|pz>64sna6TRZem)*v-ZLUHVrPWT3G?!b
zD@mNYAgiFDARwl4MOp5$jJ$%}(Mv##jEpSIEZnTD+;W1vf^z?}QC|Zb3_u2u1_lWM
zbQ~Zs2Z-7V2+;Nk0sUpbzYIhNriVab42(?7G>0m7fDQx()6s(=5PEu=_b;@0fSv<#
zQczYC%89av33<ci!f;s(!dj#^2(#Wb5qSrna7HGsQ{1O{M9+$eOGqjxUQ|+6QPtMb
zMe6Ar7+$||)7-++%G%M%*~Qh(-NP5-=YKySFzDAu5s^{RkFofKr_U0Tl2cL%**Up+
z`2~eV<rS4x)it$s_027<ZS8N#?>hSW2R;lA4UddYP0!5E&3~pWEUs^CZf$?v+1=Ye
z;sOESzp-fdzrp^&#X;kuqo)Vc!;ZK>boXfjbI?NsWuYfEQ80UNP9eE42Dlb3i}Z$3
zSl(<6;o#HD#3iCICAxlu_7~ZI2NwQ+ksX8mn`;zc0fT5C56l6m13RPQg!pi*cqScI
zqFf&*7|3^1PlWUu4lGKg4g|Z~yIDy;D|6x-ia1zGeYqZ6>|=>spiA#1s;87$CwG|k
z?Z`i~%<l7zt!%H22-zaV6*Fx}R56dm><#&<1x5N|iMLi|(LyduWzk=CYa?DQlQOcI
z;(51-r}l3~d#y^Z&yE`<QxN1V7v>U8i!X8ZgoeTXcAlzgdi=S?OZp8NtriCPyM4`+
zM|I}azT<Uv-SrYP5++xN`xG6zQ?X7yIR*Sm7TRQI6=((;8Kw(21sw~~xtrAbM?Toy
zO&iUzspLil_O}s|$h5#52?Jepk{^-7dV%3a#>L6FL{atkeGOFL`XJHIUFp`<=*^Ax
z2Jxbk`Wxgv{kHMgtDN|2q5&V)<%{#kGcWYcYsy~LMRdBrQM$kn+4cK9AD7e^?0b>2
zm+g7uJA%R^7QN!<$B09ad0S2F@=F6FBroYKQrghQ+Td_jOiycfLN#R&!E541sC&p7
zkmdpUd6mH?Q_Xxuj0)J+W52o&Jkj6OS&Di3tOuowaAXoMD07V+oG_TXOKQ(e?imk#
zyDn3!@LU?l?wQN2dDy#T>-L4V;Y(aDDkA9y#X)&lXY&iL`U!q}%cNf47;&A*%!&Sx
zfon4h?i43rKg%<T6GHzfgjKd5#-Swt%&%m{1>4g@&{EgAPQ6hAxA)=HlC8V>*4Q4V
zOG~OCPCUf^aO$H4lILZvy0D?|oGTG!I{NYL{kwdvda~rKu)^YT<NfSPsrdEo9EU1w
zvwUZhJQb){4QcAA-`^l|*#0!`Kezb|xiLghE;G7oZ0L_RDmLtuYlEX~CE9;P^>_r;
zhC&S}5P(ZiLnIyGTWVMvicD;S9B#y2I<4c0i@UyR-J300UM|D#<FBk1i5*<$Ym4Y6
z3J;&<+#SZaY}1u{i1Aw~K1dLCy-mPM>fBd@4g`}$f5+9ueU4L$Dmb75FZ>a6Y634W
zTF;fFG*>+G%9?JpZcIZMd-(ryqC>7h-*cYbs!Kw7IObD4k@uX{ADnpOYeB^5wEU>m
z<cIHt)YYUqbbVdeCb05l+xphxgoe#DT9|=j0VI&7$QqDIrw^Po(U59bdmowj4sy7E
zMBugOa>b<a4l<^wgIufmZUh$Dpir%Uesv&lw<8-96O{3A&MN)vx@?0>dAX1D+Y>Xp
zhf!7MA0HTbjx7J2!8H@*eGu}=aPAJF%B@+gBXQg+XP!{!K#QI?Hw2E-fEvbYzJaL_
z9m=1ta9uEB`}D+S6ETz5c)caoX>A*~6(^8{pg6Bi;8icIn*Z8*yC#aLK?TwS5ASqD
zJb>mh)b`5|gjZWzwul0JZk?wZk}a&W+z8ms?t7(toQ8KDO>Mk|2%x%mmuE&RiuA=2
zM=`0VB!qY)`HC|8@IJ#HLj!~Bu&BA-`H7SV7V1(|;QsKSbP)2l5}Sa?H>G8`%PX~b
z`QE64GVNA=fh4`!iO|O44BX+BCzzqk(iMq=^J|J}3iGk;ioi(?u*eo&82%pAU<Lgt
zGFYKHx@Kqb^0KFn*Cc=b1SuPN)7eSq%xp`G?P(hYn{V6v{&Lad!nCQ129s$=f9v+P
zbzs^6w*HOH<MK7ygZIu(vl=J(H4j2sM(eC8rPdeX%5!VX-Bk+8EF<8kTgV^v1h_MB
zAa`-spDggjb(?rjajE{6x@%vl!`t!4dJDFZwvAuAV^lvRF_48CelxH7#$W2^6+<6C
z`M?jcRMi|X|2lU-iK1o&OQZs*{;lsfdt>vvOj0m1m0mxkJ)z~i3i&A44ZJQ_SLF1l
z7_iS-S`aAvjl}2@{?WNp-D8i1uW$!pH$CtZ(>4Zu0lYcUKHTP8QuQYFF7X-XvnZ-|
zk5({a3o^M0T};00_B*h`of13F-L&yjBvP=JGX5{XqQzIz^#ebfjc~r}_`dh_aAt)f
zm0nuxAe8-1Pv_R6NZsw@lsQV9BXMp0VOQ;uIJip=1cb+$7HsPQFgW*KI<&tt3IFNB
zp2JV<`w2r^-~A>mh@nx^YM!6b45La+xy9}ag$otd)gb$g4CJ!M3Svwor=%<ORa8tD
z^H}FvN3Ii6vSlI#-4s(PEcC*7B*a<Z73yQq5Qi<q!}#f*Rf}@%OWOKY?8hbGKZ-4U
zmk>Cw?`YOND;f5&U#fb|Khl)dcq+s}-6#L|@7s5f3B`)=Tf&{om{hg&dfVr$MU&+*
zb$r9y#ak%b0|!D$>}+W!N*DebY5F=`j?MJW`-W>%c_bY1T+eeC6=#8sPAU))gb)^Y
z77RVJrnzc4n9W0~ID5~`-1WC!bYA1+a$;RS?4>3ZXr(!N$Hs9!#TlxmA?(AY+KQ2w
z7dhS?C(fg2C!ZWjz={LMdd4w(4_D~o7@Fynx?Cv$<1OvZlO4ZJ1*V&tD|3;4Xu^%#
zvs)4Yt}P}Hg(lEhTtz-b59hL|0MnMJX%QR%CP7*Sx=fi6Uf`11P>oiMJCeNe2!1o3
z)*nckKN_D^YI>Ao5piF~G9H5qu>Y=@uWLleDd|Zy@qMqz2C=ij560AR>|?w->K0b=
zt9=q$M2s$}PB-GS@!a!f<;b%93YH;+5xqe3vJ*v&G;_nEuxqMRDEJF0hI3r5siUwd
zyfRXSS?(L7dVAdj9bqI}Nej)UOlaf_M&wA$xp<XiOj!u7b>pBHN09noW@|RHZcAPn
zg=py|Yu~-n8FnUO*0D!&zMfD0&HWt_#W7~LLpJF>i%dP1dj*y=I;at(q#-3gG<?u_
u9+#Oo?~;^dxp4JcbcI-;K%)ATH3o(5#bV2mg`xyn_eyT2{kyPHNB#tv5+%I=

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-39-_details_ .jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-39-_details_ .jpg
new file mode 100644
index 0000000000000000000000000000000000000000..33a42b1d4ce4a5e6c75e39f4a24aa8a266cb2709
GIT binary patch
literal 9758
zcmbVxbySq$+vZC*hzuQrbg9IU0s|r~Ig~@FfWQzU(m8~L2n;DmOM`TS3X%gzNC*NV
z-65R=v*YjkcK4k9Yj@u{Gv~~CpSqssy6)!=>@VyBa7#-~Qw_kw0{}eS2f)q(DgY@l
zF$pmdDG3P)85t=#C5VcWf`XFyHXRL!odwLn&cepV$#ajNlS_n~jZHvWP()M=0)c?}
zWff$^<?l&A#QzO~M@B|QNkPd(Ma3k3hwYB||MP?W2GEiM-|_4T@VEecT08<;JZv`r
z#;ubG?>`Ul-wz%>0U;4F2`L#l1+GEEEdU>nfB>J6fQX2Y5Z5{o_Z}dmCAxh_OqrO@
z;5iAG8%R7P;Ug*c!<r6y!_j>n3G3IPWaJEtOw262eEb4}LJ&zQX&G5Ll}D;->Kd9_
zFe76VQ?n;<8`~Fl_6`U~cMnf5Zy#U3us7imkx_4>6O)ot-lwL0NYBeJC@d;2DJ`q5
zt8Zv*YHn%m?CS36Mfdd&jEztHoSgbKJ+rv9yt2BszOlJ=aCmfla(Z@tarqAy9zgJ4
zuyDWs1?>O8MT^6QPe@2WNb(OC9=<p3OF&CVbVrQ%wz2`qb2mCJ@eoqb!-S7D9c0`R
zhWqr^uSdxlcp!_s2mhe`2igA}u+aZ6Wd94;|Hd@~P!izb4v&BqfC8r#$fphayP;NA
z>Jq(&QNeGOWjV7~+&U_~Zy4T3VgbdO$m=V;n|t}^H9}pB=5{uy;|cKj@>E=40~uHp
zQfbdO{^Qi<K<^>=aJK|GUylWrHj#@62jtQJ{JY&VG+@8>T-Ur$-S6H#JAaw;k9pt=
z&k5+?8RUTnIGTkM3#7WJ+*}u90eUNOPbSk+zVyp-M;T`RxCaKW))IEPmx7{@t5f<|
zpdEn)dPcDT1@zJXo^QJ+qWBh?K(RNZ?4dG&C!_KZ_w-1Q0)@<#RIc8&J8tnAxE`j;
z%hzE2{@qpFG>le|rfLpd6&O#eI9nI1)SqIIh3xdM%~D*19>Yus7HIr853GIB-XZ5`
z7l{Re#<4(j6-Y<fK>XYKc%i^g<JLPM3yYo8s`DqU_c2#bvA}<zmm(MKHkwDKtFXX7
zbjC}uW#KCyPYdLl!H3^b6^!5q3grR1qcqx1Sm5e32V)Gu82soU*qI4|o(w_HTMx)Q
zUoTtZ)8x_vUwl$onclBt+P#aEP#9_xb`Wwq{qJ33d<<pyq6l4`HNfqNCT^uu;p`8M
z`);)>h&Rw#Sv8S4qM<uuEf#}k-sfKz&wtdxx6HuD{kZXMFxLA!4&^SA^3vS2{QowB
z^2e5`E`bVX|CT9WXfd-T)*Nnwz|Us#$lH-cy=p#RU3?edTKh9D@D2(K#F;dO-w133
z-Tjh1+4<*2_6};uRS}}E=GMzJHOLax8mCkzz-AwozSBl!<*O(o3jXZoydkkg3jHza
z1sQpsvkZ=`*y9P`Inf!dfkowSK^Hv1n0q-?xE<&4E55$OP4TXZ?SO|vJ?ih$$XwQ^
z`<bS!RS&WgyI_v%Ez)Qj%3|}oX4n6<l%lsd)=ixSCeG?VmYV<58`e~pe$i>XfC@0x
z-am8|*3TA4zGXrRHNYPacvv?othuspzIr)Fw202Tk7L@C#(DZ<icj009yLucnES*O
zKoCbE*T11hJ+I+;yICE*)K1ZLX-_apb-bOt-7W<2EyK#+D!2`rY?zgK-Nzw+Q5^IW
z4G;WD%TF9uvpR(}DW5AV7HBvX{A{~}kb{h>y14}Os{Ss5JcOFi9~xh_#V*+kX*fA0
zDsT9_6rRQCn(FVL=9Kaeez_f(W@P$FhG(>mJVh?WNXXd>y)+q09MoTmoG-xXX^ZuK
zj1_xZd))8?9UUI`U@L)dBMT=hfUV7B4T0qQI=1}SM3SLrHImHROSP?#MIVbxb=bj8
zN}*Dco~vKqI>C2U=ur3za0~|+e7IhUqiP8jIB#7&>0$iCf&lm(Zr{JaIE`2$S<-#V
z5`SNmN`2U=#n|t!Xgw)E(YrbU<9MPkjlNHj+h6z74GUQ0V}a$ArKWR+?)3GSJiLtu
z(Z>#LK67aU1xbn#P!5a`boIL#x+)3RkqrkR{9;k>;_xR<5`#$0>$cY;U-{fN&0l}?
ze*)H2KbY+t3!GIjKZt<d$m-!5FE7R*(eEp8nzQ*g&5?z!amWyY+f_dhQNr~C?r`?0
z3iSt6FT_(bNxhiR$b^Hks*VMyNEYP@u5&8fvA|>Ne;pU<rn@|p6EwMts0H(S0if%d
z|JbQt%I>kk{>_gdIuh{o<;eBLI~=JEyRMXdbbayfM%2=Lp+z1H>@!q{M3A};N0r}Q
zjF)#*q485l^ADsc!axt6Dj#rsb}D!>>qzG2-fpAKLd0rR(@(9Zs!&qJdTxsDVW;#T
z!2)?ac|}@-lbM<MUjB?d83x{qPG;YU@Gn?-ut4?6^8EDsC`AO%ND&e4Z44IZ6m~&f
zT<cxqZKLJCqBGMY1owmyr~J&m4mSh!>uafprEhFKHg^qqlsx|`GYS;N)aufU+sN;|
z{3*0?imztkE5i|5@%Qi-<=KWHkL9piaL||0T>6NV;%Dr`fn}=I<D<#RcX!}v#_v3P
z6%c*RD<_4oYM#3sAB;_Fo=Lv`v&IA}@H!C6{$}E4Gb>vxoc#v&Si}+`a>igT^Uj;c
zNNtHzlVLyRq%%4yCdMvfHB@#5)@+urSBC{eK4O73BDE>)kX9yCV@Ho<9zlrC;e;o%
zq_j;f=uy(|{1k(bACz|GLw=wgW1PXlqbC#~toVgDB?<bT)%}|4L3F3K&+cfuR^|Ax
z`oQ{8alNuwy!vE(30h0l!6*@-G_yCo6=d_IZg`!u23_Q&^@^nM#p7IAdTBv!z8ke?
z65DV^qIMSV*!t4%&wRIH0y9wCPg1|OHRv+KDWZyCN8H4Oeqrfu!XLN5x9+wLEnR&h
zp=m%b3BMn9YC4bPnzKTrN87mkOmF*pbW(Ze1JLmd%CeB|`1qt$Q-(|W_|wg;)V>2U
ztKm067L)EH)S@p8&c`;+5>%FirEZtbb6U|<(d$1>uP{5gHc*b2-S|dp<+LO_lwD`<
z&FXS!Z~9v<&S|s($I!RVdZS<3SFP-qs#)fO<u4}_f(~WVf1uA%4%I$oOR7}0o|?%`
zummhHS*5WbICVPTd4$JX7%HXLqpQAY0gfY?tyiEh?zmoUN*+YZa$|uBC-;T50;LI$
z@laOhXfh0y372$nQ0GTQc(f`O*lC&4wp6OUP-mlV7;>WBO|fMs?eRF1_Gb7Kl-2C(
z*7qHy>qKGlE-=?^=F9n4PsKJZSfQ66O~eb9oNybHm9#;ZlT8cNPNr3l=L4B6bLZZE
zI)y!@P`5L@9mnFRyMrt}o#Ef^HV4U1sB6{-nD9~4v*|j)z#Hg4E#AY+J)ZDfETD$|
z>Q1L-+*jpFfsu$n(t^P-b%PPOF*Bs9KC{RzE~PnQ!AADeY5P{Vfw73vNd*(k_L=dc
zw}}SP0-rbq1rY)S<>ybZ0I&H&@W}yASRB!=on1JCWdD#ObQudg`bs~dFuVoD+Xd6B
z1>AMP0#Dy!fm{XO+i}8EZ9;55@Ojilz&~a6B^7ghjP_6Dvd>nPi9_}#(*_G-0YPrr
zB4rc(j=K6xqXOa%uFS!YwH<K}s83k>o6pc+IjOSOg7euC7fZQ_N4EBpNrKd_$tR%F
z@di;T%q^c%Vz&vJ-e9`o#}iR%e;g%3`d?tSBwl^`6I>&a`AT5MJ;`{e)9uLcx=2*q
z7GxpvnA#3a&no;Sl8w)?YUW3ssDeU?i<TtQh}DFJmxy>E{G;1cQ-e{G;fx<k$O-Yw
zX!S*{MQcPPoBNZb(h*6XR+PR`PG^aZH&5}Z2~^n-uKHj>Tx`fLA<SeiU0>N&I0s(j
z{->1Qg}PG*9}5`n2W6C7Y$f&+pEgF*;<Or?or0qm>CTgjqU4;jPkH-spG9Vf(2+$U
z9KSW!c|JTy&Tc5>%W|%Mu-HVMImPZ*Nmr{tslY2^ng3RfsO;n(k|k!d@ibLb@Aj?H
z=I2Qp?$^R)6T9zOxp}lhX(Wlm5bV3lJj;HB@*FAY6~dNv_G%Bzc0E}a-HPA^zQYvY
zk891Affkh-L*5j&pN%C_0KDwZj~VKXnM)c!(I3kvd99XCS>Wq5auih&c-0?w{*v~)
zW{}Jtl($EkVu9xeDY<st?n!h(k{h+>>KZApPIC$R@!}*5W_=_y8k*ylSYOqubtLb}
z)0)fMvcVmC7J0J9MSN<1z_*?Inl<BPE{`R{JZsA5{fU_NoXUPeHa$@yBc5C!A{9Py
zBKISVLc?dmwtSEIzid-H_SBW=#+ph{^6k$O7@87wny5rtp(Ih^*f~A;j{MV?rSgpI
z(v@VFrqE){gQjs$QdgJ1FOELC3~2l{Z9q~!-4-Wl{ke9>y}`%@2m-Baw#-R%bsLtN
z1Wd{*7=*+sDO}psti))DBIUMWi<krkL9a2fz21_MMJj|X7wLk>ZfZvrj3zpt>F|gn
z(1P7*j{CinJq!&Aof|PmFI)0sxPrLQ7$0FUg6Po=%K`bx*bC@hwd9W)5Hjui*3b6j
zzGxuxtn|vban!SW_?l}SrJNpKe{G<6lj22k?JlYHRWT+q;uEGoY3#?S75|^=&*0O(
zaW^sMtGj)Q*#=mEyupN~lsZ=RhbKtJL#bErRiMrDYoX5;-Ea2z4<#)Q_Vns<Y^u(2
z2gB>Gf(5*g*L1w};7)ZqjQQvso>1O1z3b}4=#I~Iwdsyh_Kg8%@#_Bqh>+6>EbxQl
zi?da4ONZo64#RC(d0}VX;rYg5y)%w44sf_VRF>mIsde_s)0xF0u`($VlN}*gN#Gwc
zGz_Nl!k+y0w6(4he<7Us7pH-9j-jBVZiH)=l*+C%hx%8c5%J@<hk>6A{;~#_<+Bs<
z&+>9Nt*VBuQk@mp_c?Q9!gMNj<|XdUKTiM3J5lhghI`w%DRZR;v+=`m#cuN0FNmL>
z@P}o0iyaexiGtAdu-sbeE8|{?9S3F`&HcIF!mKj{Gt*-0<PMUCJtF8&j6!mHaW3YM
zFJWBD#1kuRg6l(N1>v}&JH0RYE#>8s>BL65GAk8lN3I$~kTjeIM;3doXHHeor-G(#
zt`#Ku_1o(~5$WBW9`bPxK0-t>MH|&>H2wNHz;t#cRA_U!7=Z;8^sWyP?KAIvv49!!
zZ<0#)y`@tQby=K}?^c7i)vphf_Z1q6`Ph)-VwTK5MbMaf*Q<qbXhX#V3Gg{tsV4@#
zBOhnAym*o|_=3ZWV=I_e9~E&*b}RN}5l1=5cFMxjUwH}%-C=p#;Qx3Z=c2SZ2DX3D
zdS^*3_cT1+qky5c1seR%ky9_=Xp(+f=*4Z;z+QxFhM;bE2@Q1}NNuu2?-c%8s~?Gk
zTcrqp5w{R~g(srw&=g*tc56hCB+PW)>`gXz#&OAT4TJm2_e&G;OxwMog)-GApw<1j
zEO|ab`Oer`Pu|Edj|?)3PM+Ut)bL8AvnuMu5IO%a>B<g#v9f+cDCn;8eCCtLJ(NR!
zevk+5iu<Iyg_JA4ZVbCIlfFI`Y@aQWQ$jKm>FssBFAdmiY~Gm9GELP8x!H*;J}Sck
zvt13%xR5C{^(w&TMj`d)hWzeh#)gONTrZe3QzFOd@oHL7iJAWHFr@1;bmKb~Knl`C
zp`09Wu4`)~sbXQN@s7%B>xrS@^7V|{0r6hrLC8so?POk%;t=DSBfHG;3qkEN9)Nnj
z0#dTuQU1B=_VldY>R=4DxD;iy<9U@P{~CgEt0+HFEmev;q5rfrB~IMwj=Xk$%hHD6
z8O$Va@;J}uYs~t@QaCgD>fFK!=){;ie8}|5F6aL5);BqJ^dk4^Z0PP_fe=`ol5RZN
zQwJr@1(S-#_=F-Qikz=K>V>`1^^sI@X%!l4!wdc%RVq|E<{$RlOfy_lm`92_C|$Xm
z`bdPn(Hemtj<1AJPR2JbCLPjLI63l<)FfyuP*yAcUMjWx!|4#vmLW~M=VNd=We}17
zMdIV;BnNlHdsYw4i0g8I=|TfK9G#()rT5OGewpVn&gljqCdrL_{;2b+oO9KR8Y}?C
z1sb^uKFcm6@;50v?ev`4%blnFFEi$MqujD*Ilg@G(9yiiyFc+$mght)+1w9A2CTeN
zY~cUE$@XkA)W>=o^(POdME2>`Ib2oNKPl%$$!UV6`i|Wt)2tU}kJZ~|CPXOMZwlw=
zkk(VGXUL<@mx}Z#H@AN>w^bN!D-}Le7aFJTHd1@B#YAh_>EP!_N#UWmo}LA{dURD?
ze0`)noA(|(xDb+n>WiCKm4r^a@<hHi*V6T2>hb<WX_FU%atvamSDZT){&jC%HqTto
zl`X<2##y6R&%hk<GpIpK2~B87+F31s?KDy$JXF`3?E5TUV~9=HxE0^0TtgDiJ*!AL
zu3fC6CBiy2B*u11fwH=9WR>%w9HzNELpu7dZ)DB~9I^6sj?5?nF0g>lco1v?HJN6k
z{2M%6v})$A)$RWI2r{?MCTxF@PZ5Ju(Z&rEq!zy;&EL$I#4rD`*yX7s!XOh1XyJG6
z$u8<DASi6k9R%FAab9)-cTTH1hB(d4a$5fWnqc^^gX$oo-47cy*GEQ`RlDW3s#&M5
zGR#)>yn!L_-{tI~29l70`G-Xv5NXX;eoBRKoz+l@k?SLsAG8cRnLFSVLGG*I8_+U`
z0`hOVPQC(e<w;7tFFE(az*>)SL5<jPseHBj$OfVi<PA>2ukKX0z43VY?J8$DQ{O&s
z+za&=?|hts>W|uMD3_z`2TcB|Ez~u=SU^0;7H3Gx$ht1<2e^GV!*qyZX5R_F>%HBF
z2?;q&LN6Mvj`LU%zDwFpu<VTmRTW31;=SW&@R(hfRdRYXosllzQGb=P5)M_PXMJKx
zbMXwlIph~+){6!FKu~=lx&nAo(#xFSGMM$ce4qJmoXZE}#0Y+0|Hv(Vf88qH!`xs@
z3cOcCPqER64j!w*kmrcHvp}i&#2r$}hX=Q%c`{Ec8#=7i_1!I|B9?W;HS?d4X^I9p
zzw$%EH+Y&K(>B}snLg%eG3YT+v@>aIF{<~ro2irv;;XeySxKCsP2q6O5T^dcYz&P&
zDn0qIq-~VY$0bc^dSU#)?$BkZySp~_u+cy12W*Ynl8T*rL2vn55yWinv+`Tr+6KC;
zYO+tM9H7>8ThTUKla>EG<2esaZeFXy=kDIhb(dx61wjuMu$;mI%8rXQmQyim9#QSv
zI2-o^-W=O75_LX=2;g?$%LJ_@7dKd&%?QpaluG@$L&XolP_M<;hV<jV6J;G@F3QO8
zyc#Px8&bN=%0qtF4@$l;V-Pnw8Y>`N56giUv#&_Yie;8;o6vqGt<=h)9jA&M$enH3
zA>p2>UJQ{23o!#HLoSdIYcKf{63HB@&i<@u#*Ky#^%`x%zc!Ezg`ymbZJ*0tA5upn
z?>rXQoQHgP^wfS`mU|WwF+bP-x6Cae(&TAR8DEO>nkq&%m&BK#X!*S1{`8dW@1QWq
zh$tITLi>WCvi<DYi{}^m4`^ubLEjxg##tgx&mht4k+k4XlG2pLNw;t6NxhS^^N%El
zeL`-}Y>n+V56J2>*}fLDq>ZP!aMV0Du0(cAc{37O$;_AyxZt&i*G(OMD!N`&c-Ly2
zX@E-dOX_D@m~4uF<KZ_vHU_DU<I|Mx1#Ge%PbZj{EKd6i@0v|^W_a{5IU+*bF&>#T
z3rR=0)!@TnmGg<<<(F+$8qdJTV+C&m)=9ZN`?hrSPD#FXK+k>>_1<>eD0s%S9>_o4
z>nFV=v}~prbWSo?A|)P@BNOC7zf%BX*qozTRe6}7ca!pLMmP87=%g%_`k<8fS-FA^
z;h`pLy5mx>e2nKOpR#lWUnkdYqMCc=&o9w)&TiUnV(B`OlUWJck4>3Zu|R{4Xqe$>
z*rsae^4(o8EnBsYUOCTC2|Y}Na$)D=AD<?BNeb#KHk7|ixIM9clHqj0Ejpu4r`9bY
zU-cbaBovp=&~mrjO`VXV{BdN}s-^sZRt)tCYo%%S#P76mu>hLqmHe^w)Aw$M-zWIC
zbBXb%{X$BpdRnnQJ<l;`^O(aK{&e9cs(rSfb1RNMm-|l~^tE7KFOA)BcFFPR=TvS7
zFB^FH^L*6l*qo0S;ahFdRv7A>V(P=aNFTpkaIC%gvQSQ^m5Z<5WixXuWSi0D>~76T
zLFB`<z%_ym9kZJbyOs7WC*gc;@uaQP>x5eqIwe-%ucBbBpHFGRWsgW!(?39Ta4OK?
z-pET8r(nC9dpu{Cmd+q+=S-N=&axSig1YcY%!d3%en-$OtK(YCY)*;zG(g`OzZt7+
zy|{&{lKgxM$kj*Q5IS6u#|;NnXs3zTn?L!EAAcpgamzTqz>D)|6{q?zDamA}&4thA
zmT+Qm_i&Um%!`8J1I_pPb#}KWulirkeyNf`bvC@rHy{kJYjTx0(J5)L4Xpf*>XQ6W
zuc-*b#bm1(9Y`f|^)31{43&`S>e@Xf*3e7F7aDPkWG+JVLE;4QGHV`O{(Hdl=QcVB
z*#YyMZbRU9EeFrj63|ZH?=`h+LBb?z{Jdzg_+^hwe|<4F=owV1$QjL3a*cSRf4y#V
zJ|?1_O^ccgX7mdgY>zMb{-}H9GkH$`%d%)F3!yl*cS+uY$uxfdS3@QL<*yo+G8Y_$
zhjo({Eb^7Tu4C__qQ2AKFcK%rQ}ua+W1$1i0kstnl{@RN!4(8Q0(g}N`pi)Sh0>Jy
zKzca0!=ahLNFih(I5Rt$y`HgE=WAS$je45;L69f8jC+?+bAjvgTCG*;@&4mVbCZO9
zWt)pBJ^q0=F;f!d&j3C5vHFOWeh1HV>U_smg>pUdxA?EAoJ&oa4M|U{<b$z5zWU8B
zJmS#*HKn2W@_h8BzC4+>iFYt8xYBB>JFx_RkpN`?Kb`rR)e8hhj-KZy<oQ-Qj893j
zv{nzqt2aPB8JHdK%oL;9%f8sJ((~=W9#y-IKst%#^x^44o2om)EF2twlNT1)zkf|Q
zs<VHFiFCP%{STo(Q|(KT&(pRqg=C3CFL$5`l^UFtUEN<cagL6q`k~}^BDC`)6Dp?l
zDH-E?fkP}XJ)|A|s>l7;<jO;l@otOp=3TWdFZ%Ao$ifHxaB+mUz8IyF*N~bG=k-hm
zax%6vi9HHa=rgVH*BCDKw%X5&s|sHZKnzB2hC*513a2pIFr2wg+lt_^`j%6;vE`;&
zGmU6%-M?$p#nl9qj*QiC*ToTW$r>xKRVN~{L=$Vw2jXiu45MM7TwAUn&u8YP+lsQg
zhQ7D(1_ysiy>REsjWc1gGrBZ{P|6MEbXJm91Yf)Ze;W^-DOuFS2voas1;2&9?Z+Ty
z>2hP57EQZmZT6a0mD6dznP5ulsIB88U}rW2`}sRZvK`Na7E&}i|Ke_P!8Z>$Se{-j
zy%Swieg1;q7paxtJawLfs?c1~@E=4jKq4m9z*~EIi|WGkQ*IS5&cxp2_DN2^V3YkL
z_%rSo6Yq*~`BO!AaA%weqh%jeMa%H~x`wkfO-dieabdht>~LB${q^SAT=@z(mMxLm
z!|uD|!5!XO;oFEwDW3H07vm?yZ>M%D`nEJG>GZ8@#YH*8q8k_|b~}e4qmHZ_Vff|%
zhi^p*ucq26XX&2s$a?ePTlp!s#RJ~SFxS_{Uc_Q69Gak23gHZ`Jl&oax=J~gRmpEE
zC5lC#)s0DgDplZm;)gtJ3;_h2W69ENIjy~1OOhO&?^~1iJu=j`KgM{$v*dZnuP>(C
zLO+8N75(6iZs)~#mbE^1J+eZBfkS3G4E=KE{1c;tJaPB_9Ig?hWuco4%%##-*YVB0
z+_pXqc?doyv|o)7`<E;g@BZ|IW+0_k1>waP!yXqono9pl^rR>R4SDrIA3tg65xPP%
z-XF%gY1kVJrp5w&Uh_9Z|M)7f{};zyEU@tOk}U6Ybvw!6TEzi7V-yxxVaqw0Kyq6&
zcv^7*oBcT#TR1K|SznsSpkl^SJ5`lRs}%&*h@Ls9WKVdOHW#4T!||-|R$S^U?;5&*
zhzi7^X-B$1di?#dWc@oJn+h4qu@G(5&?PyMw+$1b3bBtwcEtwCE{uNl70mdL)tGWI
zOokQE;>r$OnRl89qHMtXw0dO2f{S9f>q)*jYDoa+ONMCG6l0F`u2x_NAw76?Gg;wo
z^7S`MxK5B<fg5^E33DM@LGTygHV$ezzA-ZR6HGnfv4@m<yp-{o`8bzk4JE<8#f1=P
zzMZOAKhCS>1ImG$QqYLM@}D9rbNFE~BCsO09A??lOD&w^NdqbOZ|Siy$U48vD!=?>
z|EP;XZlHi){-iR$vy85jA@b@-wk(LdujzRvzR+3t6bGn|J;)cD#WvIht1Yt_wTnU1
zrmwitd?<$#4BLSRO`mwUvA?!mx2nYgm0cInQ7<j9K*Wgth^y8^jY9lX7Y`1)-%&MO
zNl8Q6wMj1#QTC9mEuDIoA_9=@_(rdw109R1Xlz$>63AvIjq!_O^W^Rb5?8ZSh8U$Y
zVj}+6A-<Z&8!=sy{-TU4my!LK(HWZ3uA=<Kf9(P8o04s;?hdd^Zlg^r1TL)$W|Z<>
zY;3d>&I-wipe_#_@>3$kI0QN*`9?RjqXP<lqg)#VbT3L}hsCsGVAU3mxssd~<i-XQ
z<JE#@_eA65U|vUtxT1@hH*=hz*tV9QqZTp0pB7yA7$Aph!HM}C`U`tlbpQ#(wuY)^
z{aSogO97#Wbxu>vN#Qs4l4@FTp=cOvRsHEeTDKSdT|6s`a^2~TqLyEK&&`I{ndwI@
z+$n-(g;ae_KKhOR?q`1eWuemTiOy4%(GIn<I|quz>x|LRRw#TU;67J-cm=(l&>l^b
zWVhuPZ*nEik;zst(R*#}sP8XK9>)ciB-ZP;d>WA2@Gy;S<VMR>TKA}qyxqwsDadPO
zf0V;{Eu2u>F6UL7YOVsZ=_o0pZ;u#xHruQ2r<*dMytMv7nn$DSuvj{JZR74Z6uzlh
z*X1}oxP>GaPEr*3!hH>gjd!0Bybq@t%MpkxiZNBp7GUR?KXj~Pd@C{=p$^-gOi5$8
za^R*np)wp^S>$6@K+$_DJx>@C6PGu1Db*-i_`!Ah2D;=%f}!|#s<3*TwCQ}H|1HgV
zyl~5*U1z&~=yvXnS_{TKdc!jz1A^mH*ab`XjIi81v&ZS3o_pgkn`mLWhj+8<|K8u$
zE9?>Fnx4t3&C=F*<gX*Zw5zw27>qY`7i1St#SL*Dao6nt)rZjT;-~wt8D*%lsxk<z
zm}}-E{=%MFr>j>86ZM^=;nZS1RQ*daw|zh$X0(>RZ~pVYy0g)M&cyt>ioZda64~s2
z0q1yUlGg2D&R>7(v!7i4tO!kY*ws$HXDGH_DQ2-&vyjDanl>a)$@{W`m43)`mKae;
zqKkN)!rV}^dIlz|M?3fUdV?Dm9D8#Xn=#@j=TvcBo(JD$R=jRfHp2alS$A(gI0O$m
z{C-7RD9Kmus#X?L#U0(A5|G!{&^@=jYe+jTxtZEVGr>!!;{7skjvA?j#-*a1d__Lw
z7`!#g%n_tU!iR4;xwo2?nfzW4kSsyll!m_-gS-|rj6AMP+&W~QcvBY*eI;8FDE&>&
zBy+Ye@rnOumg#pY)scI%f@d$CJbaDq3Wf7SNX-@m`F|NV*MIKsn|_Ho<EEcSyHKi-
zk>4M6GhFcKVfm10q{!5k#CocxFzk4&NM|hjej(=t{rFAtm~1X(6ogfV)vI&xK@wam
zgpuMKJ^!MH?@~M^=ShLQQHCZz$Qk0uaCf8lhHoGFt^JrzRWrX*(oFAa{yzr#pSInd
z%&-9J5f%tQ;!<o4<w$fMa!MH!Ydz`NCccTeqp3v%j<t4R`m4(3H>yMgGEfSQ8C3@X
zEcyj;g2vLGrD7o=njsvWa^vO%xuxFZ&*hJEMWi8yAxYYe!Q2<Id|lhH9j1I2Vahk0
zg)=0Qd;<@g|0+p|#*7gSX*OnpSb%qS4-9vE<YQ?3Tp^@df?i45)gek$h1+Vfo4WXE
zX7+v-<X(ReUSk3w$w_0`Vfe|VBajm|gJ;d1f-wyeZZr81qP~IULP&ICY|CGzN+tCQ
zdO<Bht7AMGIQaxFHBi(jfrfmu8$B*07Z`yU<dS^@jVVKR3_><FDEy$9@PDZ-<OW}~
zS0Z%Do(5Oo!9@~vRQpWEzklHh$jhV1d2rt(pOcfROugRa1~j1@xmdm(@M8R2ZQ&I3
znXEXDm`EnNbM1{eQVu_9rjUKpp*hOyXymYvG(Smu^08N`D6sjMw9$6Oqwp7z%xFDr
zUx63}$HZ&@vAE<#r3fNmJQ!53&xo^df`EZ42r#5gw>pO50chlKFp)rBFx@kS2nYNu
zO(jxQP<?W+)TJR&VO|<Vw3xQKBY+}-EQqQ5!HK!a!^8CqzT$J^N5eFK>Er4A5&Tm>
zNUrjbF5Q(cCnQ>*h=6MbA@n+5l8nGxi?BNnrB_Js6?m7fi7OKp$Rqv#SqXyz)cJ=l
TEP#Kb7QNGjA*T0+VyFKHp`Ei5

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-4-Composite_.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-4-Composite_.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..c35b6210a25c16692d3af807776d14739f61796f
GIT binary patch
literal 8545
zcmcI}2|QG9`}eUYN<xb;l|3P4$vTw~DkLTpWyzjwk?l}FiDZ(kY-35uHrYeW&yuz5
zTb5+sjlnR+IP)I*^?UUHKhOVt-{*awGoO1tpYyrTx$o<HUDtgr-$U)C{s8uAscWhO
zG&BG}1OEVOKcEWiVq|1uWZ1>T#Kg?JYd0(B9#$3>*2DWb*f@E)5q!MdJUmAQB!rJ1
zKgrL-BO)hy@|2Xcv@}9kUis{4C5bcAr?(cNVP<A#Wnn$EXV0P2$9RsN{=dGce*)~g
zfI=D$I-27EEjtYzI}No4K)`Y`&}?78Ul$E69X$gh(=O)SEbs$``v6)RIyzc<ItB)M
zdiZHycpji<XV`yC>O3Qd-W{gn&YY(M!jpILU&yWGy4JQRaK_x_5%cZ?2M-<Q78DW|
z5j`O-BP(}SUP1Mun!3g%O)dTF28O5`M#dJFR(Gv!Z0%g#+#h&&KJ<G0N8pp7r@<jF
zBO;@sV_v<EO-X%|_V!)+`;5H&g2JNWk0qs5)is}M>*^aC+dDeDx_f%R^$m}Vj*U-D
zPEF4cmX=qDt81in@)j-{fbJ(O`2Q!c|ALDh#zjj{Pe;$Rg^PyP10Hnj^bE(O826vo
zW4hzaar|_^F3t<#$+?xx{AaE$a+$ld?LHtNJuFDrg0_w9{|wlpe+${)!2W@&4`8LE
zfsIGU4j_Rw@22`J$1lrH{Uy5e7iyx90>I>Zt{e9I!l?k?8ji#)Oa(Z!v%tDHNFtF5
zdTv}HLL0PNgIvb@QUU*$AVC^*P^AJYYePRDHRjZ11pmYHmZjsL^a{`nQwH=e9R+@{
zk@nc62J@p#4g8O1&VWlSWmF(Xk_sfnzU+XMe!w^OlyusH(t>@1noi>bignMwU*G$~
z($a-d6j^kP3ShkP6#57%5S-EkUFeJ1XrlsCv;`t`$PIJE`dS4Q_)`-}iv9i3?A`zI
zdD>8gERKQfkJ^8PN0tWPcB5ytehDm`__CZ<Ue<D~>Ugw8=nt9*0}14qq6HPWDFiup
z#uifou;A=>olW{ydhM(~8xNU$f1$2H7Qj%hNbWR>j0+oS?b&7}B|{5nfqH`=Up#Jc
zzYZjXo_`8Xe&3)1Gy+s$#Qs9ae|Gv&`+``%RU&Ucv(<X!d;0ymjxNbFhGeILb&tWG
z8Y)1RnM$I&K?Ts4z}XqLP42=Z1w+4F*fU>Hfu2qTS;qdHTM})E$ZunJDTeZBfeOq%
zgAFP4rT~8ZEOIuM3Y<XeQ-K$^hBlqSP5RDg3}KRK)75PJ9G3%bO#D4qj)45dF67Tq
zfnRqgZmH_!cZl=NkS7#9_xZG6>ZL`W6Q2m}iI_Dz;vk-o(l%%Li9bO4U6bkxug>(%
ztRZe69sUWCtm9@2PlF-HTT+$XFUx~nG+M8t0*rke2=rG~x~#1fJZOyACL<`BC5!ma
zgDj}<+ZBWFZpzU$%ZFmt%KXlzDT&{(YZVpp66EX*=RI%8ddQN!{`dzalaYQlX4@wV
z^Tmx6Ra#7}I`p`+oBdftp2(230eytOLTp0`!7ONQOln}(kp1kB%$p*}<_cGWWSDyk
z#}_JKUuKgXyzZE6p3d|UlB_K$T{#w0RKBYEnrKjw|JJT_@O1}%KBuTs7B8erno#+e
z%?qo(CUyfVAEN@TS3IpNk?TA;xY-6Oup*6h?gq!0Kq_F`4o(SuoNZrqm*)^w%#0Qn
z)D*vCdHc_#N+$V{ci2d29nM*mBc;o3P2Y~|4oP2}kR@Za)>`O1$sM0pYh`JN^nzVa
z9{z#GOQu5xX$~i+B^+BLa~`<q?zPD=f3(B4teZz5r6W*<H5F*Xs&UIvJmofhTBty(
zX$T;LCanZP6-n?^rZHWb^(=xg&9>=#9-cMChD8Deda<WPfRxa-SU@CIT9-zRQ<veE
z4s_lFBz}g`a9lG6>*5i_uV9qgdkiV+7VKUJw=iql!p?Rd?2&=4(*%QA#y0%Momex6
zQ?DB83>6uHHQ|u;q0fGjojxY%g`dX)Z|iTwxg$?nkTG6!DyL`iK_@C;DSDhousVRE
zaj$LtHsn45aQxXIGkZH-5Mi@+*Cpm$O4jE)&XS9ceA%B((3-rKkr*qkDWg}7S^S+%
zDaHCaMLO%&5i?h=hO1-TIei&a^o4`b7u}G1D~{fplGB?meWoc9JxTLapg&>&%%2g%
z5E6^MN3i>Enn}C(#_x}w(ijZoLvnO(+S;mF^C)p$^?R%Txk2Ni>qzq?<cS-<<gma*
z$psrrPl)+lyhB`HRX{#!(?o<Wc%({_If#h)H17xbRN$zxDpdYvOC=8_tFY@w(x?Dd
z4!(U^Zfy)7ssqV?Il?DayTS)vo?aF0vEfVFk9fw|TbvD7o*PbH?8+vJ$$gXFd&sqt
zw{n#~q_;0C)#Y)Wvu=ZhqwtMCRWd(&CpHuE&qgboeb?wPmQCB6o7y)cJGq8p4+d6R
z^hj=*#8H)9gfYG&ZNu%7;^QxOy$-n?$_&K+K-ZQdH3@uC*%A(t=Ha;!htE305lpEk
zz=Z8ugoiP2XD;WA&&i&YP_(gF{D4SG2(UF;+Hj+lxY-GClY2$)XUKsM$$twuJ}VjA
zbrdf+$(iYbQ(c*(X~08tjSjbc1y7fGUhX~()(^o4?q2yC|3X9Q!3y5g*?rV(|6q}2
zH}+tkC@V<bE7n;dVN<(N-Dbz0W0~hu#H4uSF?p1TWy6{=bGy7vC{!XZXgw%#FZ8|A
zY@%0YF=K79X?H{Ed{#eCWu}=1G+&LLHR?oJpY%R-YfUj*Y{cxTqyO@~{qs!M6KIgH
zDzO(9;bWR0X=qhkhA=Nt0_Gzv<_2-xi=GI}$E^fZ=HVaH*G-IKxR)OfkbO<=*H2%?
zaxZFxjduv4uXYKXHj?V+$#S_v1?IpgJI~?~!^3lKLSsHyH*od*ru`RBg^YK{HOy<O
zV_qldg!*W_omSwTJ9tp5_>4(?c+IB@trvS0*<5dNVJHvb<94%W9rY!~Roi)@N&2}!
z7_+tOOP%hDxUC>8@-qlaopo1lT>Ge-HFI+j6Vh$(KKku&Z=i{1Et6ki<7X#MI`$+p
zAJ<#h8vHu%1f0CtsQ~{?U$0)BA2p*jn#%=nxX+1*|7ApDQ6^*Kf(7RWquzOl3#=cM
z+<XYfr({8|=0ezO#sBtNxnEu@k6aPJ8g=8w7}CL>0t}fMOUFy`SW^CUaFKo4WwUK1
z?TuNfN@O8E8@*?N%e>)8%YIR@4`ci8yBchCzhPf@KCy-;W`^D)$~zm}I%`{|Fo>x0
zN=ztHjNY)M3%%rbUpbCq-zM$EVO!c4U@t33C(g21y@)5Fg7s6wN5U<izvjKFDq6`{
z;(XZgL}{J+Ng-#`ClPDmD<Wyw(~E00hi{8HWj;RXOFyG>hsX=zn#&J#FR;{KvwvuK
zW5CMj>Uk_<1$P>=u?;z1LN;1R?k%JiB9ih!;mf}n9t)VX0PI71uKBE@jwDa33t{g*
z@-tRg6BwV#1reLF6&x_473#>^pao20MbhW{RDj(FK?RuizLLml1#S98MZ@wWui=LA
z#GEWaCu>FJ*Da<P>3hW*kMy(}>*vDKjIQqDr{~sMMJp+|8t>|VfzUG|y7WS`Q+6p0
z;WC_hhMGLM8MDm}O6K&24r%EzRDxZ?z7nJY*Qme(X537t53Gya4$TkcqY3K?B<0s5
z7!KT+M;!D~gYw*&*z0qZ3WR@mA`c^$Wa@hEage0sGhs0UIrVM{9fKqNR<x(xTQH+#
zoE}e%E>;8s&6eb};eh1=PHCFvXM^=Dx^OtNMXqp|URlh9)ThDOuiH7!7|wCbTRCnC
z&T*f3JP1Se#6`0|HNIx9sflx<DvFfkN(5Lc+<8m8({%F=zeXoz63b<h$40HZqUX3w
z7gkwB)|z`;&dCd9p~Od&sesd!Z{PCADeEb3N(@>T57~@}iD*ta7|$BUxIFF5lbYhO
zkm;~VJXX<~BiFAo72H%+H}15kLL9d(^O|d(BcP4(`iciVzSqe_IvPuyL22AWvVM@^
zSJ>O5Tz7%M6<y{aQ0$wR&SxpU7DENH@g_3M#Dwu$j9ZLsUct5GdMo5)2ocRfs@UTq
z<s^Rt8|m_Tc(aEhR$Xhgl!~vu0cqsM+|8}=TX_4D@-^X~q+6Zsbi1r$dBwKtWQz6e
z42h%$VZe`Q*IHg!NAanq0w9CtNxiR!!>*%LyKY!=``dQ&L$}1K0KSh31OmwUXx#EL
z+a`tc$x<g3X!?R&>wN>Yz$G0<8{AmM4Qp;Dz}2iuG!<Bz2dn&*mg`jL^SWOX#f3(`
zi$QtnmNa*%0OK0oRMDNj2qo#{@<dd3II1*+9J8TN2l>py8@0n539mYaxvna1FL}$&
zIpS@JY5HU$-)RqH#0k6^o~=3CxW0_-ivk(0BENN;El<LU+OLNq0yS@m0>8I{8#c-M
zjLo~dm}vdwyE*6!Dk#-JWXOG`Wz`)`SvR2qLvVoEjm*yiCmV;LO)SX(w8f1d?4-23
z8h2YVn=mW&?&*{T3FF&Erf!044Kcr%3gEOME(ZXhOUk*dF5F+3mgT69&aZg)grZ}`
zCl@EcHlWeD!9Duv=U!t)hWVNmCY}kURxda%|1BJ>CzES+rT2Bmdz(E?AIjfckNcv7
z$4+Xz!VH-;SG@lDpx8Egjo-xW+0di{qDcK^mAlIv8?)<e6T)jf%h<QzKVaznw1DAH
z3!vxaD9J?RnF%K;WCbpPZ(9>&>uqIc|7BHJgUIFaUm9!&8xipO)_<=b1FyfWrsi!m
z{k8sspX&#{E?m7l=|8cdfu@LBsYt}IvXPIhAm;_WCi1`$4X}k$21}e2o2aOG<A|HC
z+7XMx7lF>KkfuWaqpLF2rp1NtTkLt=Y&Jw(Zm#>+zuv|qxd!i<R-0gs9N*eglJxtY
zWzjZNAaWS`sxyy}?`=S|#F!4wOvWL$G?DbrC7lMV3XICM1~9>OsN)6#<1HkxQUzSL
z*zyR|85WcJRh`@*i$pbFj-T4wLN^BnZfj=Sw_+%wpN7kMko)hvSW>a+%wM4bk9-F0
z-`+58nm9I4o&11_D|w=BlSrAJLd?w~)|Y>}3MXg{*WfJ)xXlg3u;$&>K18s=X-xx<
z1jC_s6pl%}ED|>Rwey~i?=+KN350*Jx;^knY-rn>TgcIislOcyxwxXNVbY6_zQXSM
zaMAF{nxuuF|IS@hHhM-W$9cxm+$P&I^-?N(ZAQAniBK9f&-uYYgc@hNW|WNW-H-;q
zmZM=Bu_Dz`gZ|A)gca#ZD?cVm;1P%-C;=avolV)BGsrm)ID~RKZ7fC}Q6x|SDRtQQ
znNiC(5=98S#ZTNGO6I6oZ{(^aTKZK}Y~PH{{n4j2_mv?0^kB8DpZi44SAH-f;MkQV
zgp-rkvb@Sk(yPW=*@EjWjodshl$+IDyo$0PX3v}+GSf1(W&4rZy0_{*3aibqt8S<(
zo})$+=W)>ku~_7zzqui~0dL>)KADs@@{lt^5M$a35@!Q4A5^b_`X(m@5#wjvXG~mS
zeFr9tIIYjZ6~7;nyaHA=6XYmFxNyNCHoZotGRSF&apC^X1^0Fz9m1*SabF95a6qYW
z-Y^}yH=%8lP?|^Uyn>B^3*-NuxO!)F-}W5O?FoD@I`lfxan$LEz45`|H@Ugq?g8c+
zM@9x*ToYYy;wdNb9AJxy&bGj*BOa8nWw2)#oZNC$N<Z}4U3-%z_&(6CBed`G9CFy&
zGY<0V1BcL1Ibt#Y(-kV9?1;qI!O7|)Sq#k3gY=P3`X#-;<M{10=M_Do7P67=`#aYU
z{~PqFGm&7Va{1LsxJ+bGtQlJF?tmyDaSDDd?jK4c*0pz?<VB31&J51TzUx&Spk$Th
z`Pl4blddN>SFx=|%z=&<jS7<kJz)BmRkBqlVbn*rEJx!o5N@ivBku}eO}ddkd&}*-
z>vQXDReq>pP-<ZOJB?T!{W@^?E@>xtpWngv-cUF|(h(e)H5*a%2A@I#aS!em9;&;9
zBomR8lL&UO#oK9H#W@l+lm%rq)9lfJ>cYiDQ+}z>7gDvX;UvexRAaXMz5f@+$0L&K
zc*kwWAb!y^AhIHtUV(PzR3Ltu3Jl*SJ%haa|FXmfA2rw#^SEtGl!S<opCHy%H}nru
zCVyXc8oBd5SD8VQYNeB6UHXiT;ZapJmc1se7$>{Q8r>@0AnBB_cnL8?Fh)SAd9)hk
zf%=Xp`dHDw8vR|MuS{JvykjvXtxa8e6|q7<LeIU#CQZspR;3IzPjw?l+Yw~)V=ADY
zZL>EDvy;XXWmUh;q!P7^L;GC*&QG9E)Q_-oxO|^=(bt54d@I&n!9R=Xt>DBoITjx@
z`-tXM_rf&EEDw6!*lp5j&36K{Vo~Eny>SkhMvdIc6<N*Dd%I5C1$F5OK2vibIaPZk
z3UprFCwk-hW9i;uCZbB0{b#;Col0`@4-6CQF)!VDmE&4FOI!8Fob)nWoF|Hcq$J5P
zRKN{pX~=#sZ3lPqFm0DP!3=gbK-1WF^T^RgHu40n@zY$BXTqz0s|Gxk_J-HiF2$wG
zkI+v!0UxVUGx9P_{9Vu@W?PP`;*cxz!q6l82EYHIkMKN;AH{{w-NyN&;{xixiXY!<
z7_hz$o=z_IhW+;|D27oMk5p+D!t9L>DKPTZ+S@rLPgo>pyqFP5DL6}uVLd%?Ial?F
zCV%{i^ai1V6`egZ+;jboDgC>U(k)eJf=bs+EL-4Q!J)dyM5{`K625a&nc=>9?#h&y
zxK%%;MV~IJtER&GjW;ZQ(6AGoc)0f96+`WSWdUUa<(Bt3KO{uxIA_-Ty51Sz?6B?`
zUhG_49D5u3uX}^~sXZ2u@-aA$r6X7DU<<15<lDgXB(}q(YMB9Yc|0w1MFYL!r>{Y_
z50sWW{23l5_}*?4dvu7A{`TY6ZiAt~0<rchwc&T?u4+F#!Av=qGjq1<>In&9!OMz~
zB@rr?DHS0R!$W}rj$c#jA~wJAg6HfmDKQLt`#7{^H_NXtQGqY9gA@DazCf80lm51=
z`U7Wg9D8Ym@Xvj3K}Pu|`ABtQUkh~|nR~F_5-lH&gIz=kmDAsAZ1lFt-X_`XQme@3
zi9Zi<J-=M#XuP}jMb&4;hJn<yX+tlym&Qitaxaz#UGvpku<QI#r{u_!o0-bWb?1ee
zw%UE!{xXHEm$~E6DUzejNhcXziSv%*7nhXS8u!r%+s+`(s>)Ba{Bp^RJ*F}-8s*PR
z42xf|&lhyA{-P043VE?wS679kM-TKVsgC^7_AYGvc|4;m;RT!D9vAaszcc5LlX~VE
zK)2T8jB9iPekmVCoP>h{T~KW$Tnl#uH(td@rMqetxN#a<8t1J<pH}XPE#@8D@B0m<
z5)?9BDsOewdGLV9n|kSjFI6ET_zRo~QGZ@*Q?qd{_HZpG8Nh9_8;&?B4E+%`tI$L7
zFJvRH!p?nOW^8CTZtPwR^l50@)f4QYbH+iN-rHr>I%TV;Sv$4W(=@GVv`2^gO_6o4
zGI-BgRC@>B%!@;mAp^}?KZ#~~1}pXNy59ffgtZ6Fd0vh86tPw}r@(00th|{RHus~G
zP3SQl0y53Dv-VmF(JNMo;qt|Y4)==`+`p%tebPKQ;rdO3ZpIr0CQ}r{_UF$u3p&?7
zL6)k#D}PWFeW2*n)9l-qED%-CLh_hoCPvPjh?0KtbhgT}Aid8(d6L9lN&kS5b-y;Z
zHg$K#DTXU*ToZ}yhHVU-dgl(4cM^fpPNYRA@;U~Nc;%dc{SFooZgX3HkB5<fo*L)Q
zL4*3I{IK4?`ldh^N(c(%_#Ew(oiT4xZz?Z7u<H2u@thZ`xyLY~cTn5jouyjovcahH
zqqh}#c`!>>lm@MUWFQN1h=OeYbTiQ*b*`uJRE$)ZUnue^>h3|Vx$<ugms4FQjK%W1
zD-L?bU3wtZ=UYnCZlYg?cAq7q#AFkE9X5pXKL(fc3F(tVh^dAgsAp&Lj~ekIKhEJ)
z^~E<E;jZeMU#g7E+u)3$k0w`S7tFmJ0?{iulhs2^?%7&u5r*y^*`-keO79kV*lHlo
zccz?OV-2geEAn`jX)-pL=s73OzDub|RKG}OL5Jj#f$EX-x|{55;eIbuY5$=C%dqp<
zv=zjj>53yA-7Q!A)f0@+CnvkmUOylaAC-t3gW0xH3*~CGo~W!01$L-))Ba^5GB!K$
z>9uNo`|F<g)oQSXoeKEsx<8=;iTn^bYf|I+H(ssMc&<B-_6T|@eW{y?^yW)ld_Y|I
zWO4tn!MQv?3_i_UJr6me@r$xyBf;OL_!D|IJ#o;Js0Hp8ia+s}zYmWh@ZWl_vWGsj
z$X$w<K?y{$W-#&W&T9X9254T;0j#CFHzsFIv5R%X1IvSzSi8l@;?SU?fV$Iicllf0
z`EV^=nMV3S(xIbTq8sTec-pD#Bu_=1+!yAz<Hq^I>ID1_*A3s|Iv&b;ttUWKUNJuj
zCZo=A>Zt)+!+L6n@MDO$yp@SXb})>(G&{0yE3X)GXP8Y=*d{5qh>Bn1U(nMU@2Nn&
z1RnZ`gC5yw>yVbW`I4mFMP^F}I&t68RNx#}veD|!yK~F|)9Oq~X(|33bgg;;)7r40
zf3Rs8i_k?8g#D%2IOL-jIvPv)A(f+wJe%H#8t&m775ew!$}RUOWx?VB@KjZKSV;Gw
zkPn8>xWXqORuY_ic3B7Sw@BZ7zaVaPf!+kDK1P%ow3|&hK;m27s@dY4slc&*1bJ9)
zIqXdrZfp<ywQ!q6NpX!Fl1@yD3e&CzS(TJiUM+krGre{D)XTAj-M%sJmU9NL)3oZ}
zhUr32+yJ8SO^SYG!dNY=*h^c7{nz*(4m}O(GYa#KEZn#1w3Ktyv7{FCDxYQbq>Mu6
zG3zjKl?yY!W+a`KO*-Tfk_uR8P=qI;fWN1Z!${-`E39KGu=yOZh{2E<!7&i34G{sT
zz#kNt@je4P9u-)X2CMwQsl#v@rUDz>B1v=*$1<$^77A>F-Zq#ZTZh|LYe)m8Rc%uI
z#mq>H4R`KizV!}ru&zTx3q8(opTVcQ{bfP#98XT#h((I$BQjgw!~Pm4%$a*CH!YG^
z(s4VbfqmomW&evndgqvSU`hQ=9yMSG7W5AIa0L7f$Zz;Lb?M1EPn(NJ#5|#<vGoT_
z@#}H<(db^(`7GJN{Uj>T@d@TnVTF$0ArSVdBlEpPr~pjeY(7W+f7$*21@AqQ>Fj(d
XJ<3G(VcwSw*Z8|AJbb#CsNen<>tJ>y

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-40-BERT Architecture Diagram.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-40-BERT Architecture Diagram.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..a80b3ec670ea214e9c24af3a28214dbe012943b6
GIT binary patch
literal 47145
zcmeFZ2|Sc-+dqEEGTF<%Pmv`;wnP{bLb8-4+azTT$-a&j6e0;BMwSpm%Dzo@+N@c#
zjC~0+*1;J6tM0q|*8MzBz3=_L@Bj1ue!pk>T)D2f=3I{RJdg9(zQ?)Sw>t_P&{Ee_
z2S`W&fCT&p><$8|z<vq}2nG3m2n0e&xu1%LiI#?%nueW$k)Da01IokA!Nqmxh?w9Z
z-eY`RTtc!(j~$ngmX?MJ$|;_dR1lMrmi$@?2_+>Z4K)oLEiIemVXniH|LM=}8{pu6
zQlEWKNlAEteFsTM50dOQ08p@><Rsrd!0#WDeWYaM6p;OtRMg-PiVpz$NJvTdk&%*<
zlaYbH4glW+WCzI^4oj#|FzQ=DcwLz!Z$&@b&v&}8mf4^KdqnEW&D)ezEUawo9Q*=;
zLPv$AWlqSRl#^FIqo%HLR#WT3MMEQFlS`)7SFhRF+Sxm}xqEnedHeX@xf>i3dhdSN
zqnO9Baq&+Q64TN%GM{H<=e&6Jx~RCMw5+_MuD+qMskx=~ZD&{ar=H%v{sGL`_{8MY
z^vvuWZh2*OZG8j3x%HJU5`gqKvcUg;BkV799R%sxM@B|U2Kh=C$v!XeB0We(eprHn
zK}8>8<;ut_d22t@>F8&LwUm5P23Y1RH#?|Uj!0wpabHRMM%jOiu-ku&vOfs>ldb`P
zhLi-HJko;z4A|HbN(-X;*>&~R5&fb^$1mzX(pAyTgRwCv@Vz*27G~>=)B=)-3>HjW
z+~)^jOJQ)lraOF#au6|cr7HXloX%a*ug+-e0j|P+!t?W)2KW3VA~SvPE-<@7+yyv*
zg<Sx{-+`DBblL?1!eD#u$6y#eJe-JxE#cDtUF6>*_U{GrZ+`jrcJcqhZixY9f*#(w
z^P7aYy^RqMdDgXfO}9AoY{KJ&C_N$4&IK2zrL+|%8%^tvvWHu8Wu_2hw|J;yy(FkT
zN1f$PvK5?5-4`bG^XnzSY8T**%-IDj7YMmG3l+XThU9{eON4CFIQ)fO;K=&Boeg5_
zfH5mJi>SE}wY{_>QUunjwSwj$=<AZswf9vAl}T!#J#_$IQRXoyw%suznPy?FHUD)j
zlEod#Ivh^Vk8*B#o68ll&O|cflU6m-j9`wbHSM%t$l9DtXK+5|-MS0R8;kD(w6v@{
zBnaHNG7m=G@qHCD&Pl;KpH{|wgioY0P%{r@JzivLROpel3tXk-pk$Z5x^hREr%_$a
zJDwoT<)9Kk6TH?sRw)V{3yjV8cHX$~I^up_mw((BpH#XfY2(n+1!{)Ek6|YjZ`$nw
zA@}aBcA&qtrFJur6qkk{)Jnvg?jYYiY>o^dAr|-Ok*G2K&s~Nd;+tf{yFf35sE#tU
z&?c(LqStD7fmpzGgbY2QgCwGl6lfPn<N3i!acbTP)U=FOCTG(B`E|v+o~TA^OspQ+
zG#c9Tpa&7%GlBWy7+pflAarA7%h+C-+<$yq`GA7e6<u9E<a4zEZurT-b^yxOcc-g`
zm=+{&!PkVK6D5eckWU=cy!r4J@4Y}9m?<WZYj$K1!5Fus4HxJ<8j&hNN}Uorr^JnS
z8yy^>G5Ktv0!=!iT<P;<sw!ku4dW6f0tsDANY#G$LjQGiO3ErpIqu7?@o@juZTVe5
z%0m6YSX;<}nVv#R(=*O2$GJ9DQ8$s?Y^~$e0)f<~>Slv679T^gU2jSg`I8&#3zCmm
zC2jOgGm&(8%Nk;h3IZgslSTHf47b1V4Ja2t)QfZ@&h<`7IEcgFuP80b&BImj7wS^j
zv7g?5NULDCF+aZI#bx|4-t?mHNTZK?|5Xw0#_=4h?wh)+sq`*5wch%A%wSbbO50>|
zI0K=-*<l5CEAi?^ia@33eWdPjNzLfxlCxtKumk>-uZudIov+JKCVD?CGn#QIc*7lN
zSX0qHK|RSVDb97L$&M6-Pscb>HNWxNIFWc=;#~USSamhmU0`34sJL-acaq+#u+iry
z;?2hsR}taJ<@3eR)O^8p?_D5D^uio08SrC4X7<e<f08HqX!yjbuvEY%-=O2?%iveb
z<X7(vyU`Pje!GA<bkp!fZVsYFV1rl&TTZ1rH5yO2UkY8@<oC7k$*L9KWORnjFKew<
z077YDKfOd4o1n`=4(PSTUEpoW{NAS^IhSDAvhH=n2x8VE(-lF5m`Lf{1!{JI&Ppvn
z<Xs@Yzj!sSrkH%KctS7F^^0&_wN@B_CC48eJ8%nDdO$E$puz>>&-A+8LugIZU}+)#
zU~<bXZ%9wIO&G9@yf;F%RApbFk!@z#Ok;l_%2E6oY~1`I9+IC8I7$S`13Cc^bs^Fg
ze_AZk5L<e0tUJG0I`Ie@6IqvN&4IZC{>t!!0Tp})%I!<6pK|R25BzAENNBrxr+Q3u
zd9E<GZWM@MHR@0rbxNX6CYJU5l@ta~rYWi&BJ?1N;}-kijQA__+PBs2PjX4Q=h25)
zl2l@)S))IH&KM4qC~|M~C1(Qk)&6I%z59#li;8%{Z5PD+on1f}7_Xs3v?PJ65&p<H
zvp3P7VHb!#G5&4u`ML1;DqLO?tijDG@HdH(d-I3KY|?nVJ}5wzo4*T?bfV_u9|GhT
zqUl$n>+imQF$Z6!tlkCk=?O1B?OEk|5N@nC@yuY<7U5B~SXI}aWezautNrw14jqSX
zGOoe5HV~6$v3nkrxzKe{n}Tt$CG={3XBj#ex~zNbw?+Qb3V+q$f8{;1vB56zP-ki9
z24d3aMSkWka42bHYZT<kpp#3t;mZP_5xo<!vmR5(uR^G77bs{I>6`)5!i0W$f#&co
z(1Lsc%CkyvS$+P?GcZYHLbNIrf)?&Bkm(uQND$fu9{E@kw|4=p1+eO<x}WbJzuH~?
z?t9_ABk<3}@b4oq|3PUFpS1r{GcXC102v8p2#%i@(Xjl7$BQKIejr~Yd@rNuL1=NT
zjTOk?^sadA(lDRJ35no`UU_i*S*4@9Ks!Y<aZ5(Lv0!sQ-kOMptQMSaZM(494v9n5
zso->pK__4v9qB{{`Y^;Q2{_y}4}4Q}a|ko7YoH+Uu_YXVGVKC0q#)Y{aKJE!@SrNC
z%n99|>CKtgLVk=u{=2GwkJY~y!~da-a~Kb9=X==s_E*j)Z7zm$64csPH_+YEW^4=N
z+wbXIEz{F1Ycikp!OsGI_ZZXx_aiptQQ@{QI+tC5Y8V?&2;+e5_%!YUsbN6>UVWi>
zkJ)mOq<OEp@SinRtnkgmGdsVTDwBI2^dREcKUD?LRM8;By!+i$;jzX!5>G3EvZkPR
zN2JTIH^JW&6lYN(uz4&(Ye}X)msT+{j8`^+jUggmh*UkU>bWj6o+!?whFK3kFMCs?
ziu;bUh}LvtAb*F9BJVp>Gi4Wk;l&_;bxRMDrhgG7<D^8?&^Bwa@z{PFNy)6C(JgNK
zXs1}9^z5^neAle%w%aK>QVlsRY;~$1H#!B7y^74vr_8<i`k17owQr6{Op|LPps9An
zt|Iw;qN;@>gV`BOpR*AsKv8hXp&~HV<kGO31o!FV0zqOOn$aUsvzJB&D|82fOV@+T
zo;<z2LgA*&anaDe03|wjed9pGpqEu2O+mqoeTi>uWGY+#klKmiN-nOzizLor=f>Op
zkXjjuO-cN{{RYIL=g{T0_w1?E-G;6{*Lx|3Y*kNAG)F%TIBK*wl;v$?_r5SHfrK3j
z*8)<)K5{HRbgp?{@t{2E<lq#|RGtpP{`#bCMVM3s<}+y+@LEkz$5GqQsN8JZjVcBH
zp7|I@aPp_u=Jg&-55+Grhp^5ovt;M3_ewt#KI1`sc~LTViq4T09Mp>TVp<mJYY%$1
z5TdQqljE6y$3;W!YOQ8n>h*VJR&B~(C>*>q!@Tc4Y{`Gn@pwXy?D0i|4@?KyZKAE!
z=H4rl;$EyLqJp;%I{MHwo<FNj76w$R-C(tpMpxn5+l%gh=^5r?&xj6zcZ*lM69qpB
zbSTL9WWRaQIrw~%>?)%&CzJ81H1FrldYxY~DyvH(7cr!4^+75!<%;iF+7t2xB88f9
z5`Z3AcgPD<2P4@+>9|r?9gdrgTwE7(eVo^)CdK%U)8(^W4wNR55jEbv_OgVP*PC$r
zWDFlPSu2lQRfOU~ixOH32w+xUGVZ#5?cfkxg)t>;k%aJ~4apiaoe=Z3$!l@bbuE?B
z?uAiBNpgUQhNB-@r?{a88S&!lxwsQeDvA>lkDEppNtj4(h7~yaIR@-c?DU?B*aa9)
zC}-1^W`;j=+<E3Q9rGaNGDVQM&0{0}PwSb``zRFea^M?W+|9EiNEe4vvC>Qxuk}kZ
z)b2?q`>ryPJX2E>eb0hTm`Y$c{Biv<WLn?UfyHaa^yA#oH{%nRUB6D)knfg`xN;5p
zF6ohjtjfd1W_7*|0~;X=G9tl-aaNC5GXbX#!^Hy8ytEbP=}3^ts=fdjMd%`Q`1_*r
z$g6AW5U44*Hf)tDGn(DjJ-eM68pf?$6JN_rqRRDU8ua5V>fK19=T}pynG8?qoNpq$
z>K|&964&R9gbAa@MAa<>>o-cV!bK0&EmXL;sDMuy`EK>YBCorPPEm&szO&0;w5ID=
zB7NGca-^gAV8X<i2%327TTv)L!Qhj&B3R$cqRNmf)gb$zeA^+6I2WSk$7gt>UEnTy
zLbn6-A$=6zAv1zBqBjNQLosH=ueJ<K1KcZ4qE`<pbN;VXeM#R3iXvJx>Y;0RSf;Q2
zyydkYcDTxRNRs6)(CPw;q=E~CMq~UlE1sM&Bu&3oqjlVMIqpV}WxT1Jzb)k6xd}}!
z8wsejHVSVk>S)@zCit|ehrZl+yPKrZVT(B`n0Od}V|IVf*tD-!>JFwE-*erF)wd>m
zELU5*@wQFXrdJKARn20+e5VYOra8~C!ZLe>ZQ#wL7qIY?pj3E=2#t#|afo|m-V!({
zn_TTJQF2p4nTs~6uPFI~wvP3g$`0rB8{uw@E}Bv3^Ym*4_BE%9-o<e%#2?xP-ss%u
zAjs8Jlot{Ed!N@77vJcp3#hQE?6+btZ3Qrvk_p@)63RUME}8IoINjy2w-<f*YN8)h
zJz`!7a!$x4@|1NQ^S^dAKGAUMPT-uL+D7`59mLkBZgjn$8)jy;Z)q~p?zw$hnd<Gl
z^Y+J-pr30>9dqUr8!947kaLD*)Jw|TviAjUkJOhgfBsxtq@+J2NfXPqV9B04sI0)h
zjuNlmFk_Al$#Okp<m@{>Ts>mmdAYa9F<EjVnz@eoh-dymBFnIaJ-k1@hPV7tE9=2C
zbU^dDb_&bPECKX5oYKrv^KkHLh7Z#T+2v1x@6MHAr<*t(xg|_F&5~^FdE3asX55#^
zl5{R;b_=5IC%aHJ?_mS%f?GXziENPwb~F6lk7pj9v0kp^+DN5>GkA!gL~2=kS+3r9
zE#)h~Sn93IwqaWMi?PKGte21FW=oGxxm;K)@akS2bb_BxX<Cr2Juck8U@nBW^|gx9
zjcM@G%}Bpp(io+CZcC2>8ZlYXvHF0%p{MIQj-t`%F4yL8F{18%7BaMSYjP@W7jUdL
zaL&??k4SlAOAyHkuRSq>jUJpUWh}xCH1U;|x>WK&;3xw`=!s#^yobXIp7K%ed*(Yh
z6*V#eAJ1wR8YKp^YT5b?ecp<f-O~YiBeLek+OAm|WAyhbn2WbttQ>*G7kxu-=FJ!h
zqSfe5^lNc~hO115^??SueOopqt4Pvaz;@n~Bcr!Xy62(Kp@SR2z)cp*gPq8+#>Lpl
zvaUzukIg7HWv}F_IVWo2m(CX-iz|GC;;>zOx?&j%33)`%Zti{W+_{)Dyb`|F=vfmU
zKI~ij3f(XnyD3S{0B4eO0iU77YTydq?Tsn(QvH(x!DGD!W(l+(iTZ^DFEQO>9<<c8
z%NA0aM~n;DJc)-S!g{d1^*ib-b)NRD_ry?NoUhRG*XRbO4^&b|k@PF(hdVhPy)7z1
zXn>9=ef8P;ln%IfpjjOyhrE3QE~^U0a@;@82UWE|)L~wjY3E!TGE=NhE19|CBP;1=
z6o(qseBSf?leCVdg``jO(rq3nb`1rm!kdcI47^9%Kbo8J9FqQc)1)0Dfn%z9Hin?L
zyKt_<#G=r?<f%)of-N?0iGAjT5*@ljhWmhGRj2te$<rvLgs!DX8O}IZ)L-9`>YYff
zo3mHFJeMR#V^<B&TN%FqRr4N!?!>_-2CB<BYpFDfjP;4e1koX#z;{ss{IL|i66_y5
zVF%Rx$#Y3|0fl?aidiA!#kgxzRj(N~_8(~Ob2auDI_mL(WnRZi=yiVQ@MDrmMsIPg
zQv4YinFqw-hm?0~%gNjf%3~UcN3rV<a?XudZBxB{_tXc~wPpOQ4Rh}~)|S9m<Fnst
z`Alrm3j(aP`<VOc?L}?JZ8A#cZd=-0%3M9=nWlK%=0st;?PsBSL$n{t<j6gv6W^3q
zmv^l`@T%LVZkFJD`wgt$MQc@&@r{#h{`2BI2ZK4|jvSN3^Y>So#nMMliE1>()$rPT
zwn79HZZzmY5*t0-!42?s#Czwo?g#_xg19_HU3FDKpZlvqG5;qw(mzv8Ef6TLK_ato
zCm(M<y0e{jl58XY<%52*8-99_7(8peuUGhL?hf2sU~JhwS<|NZv6P{|igRLMY&t&h
z-6h9d>ZGa2ODdBPsDNWe8Q#T}e5h-t;`3HOale4c0jyLnvj>rDRtICZs@y4}K76?x
zGQFbcrp(nAStaq@TU)oQ*oid&H6bgJI?%sz@!@`0uyJRR8JvM|;nVr&JZIzfC$)Yg
z;a78K0b?Z7Da1}EH?y+t%SD&l>!u?j?{4)FlQDKhOU&^3`*JpwYH*S5GPYED*-J;T
zsI~{!i<;eUvwccC{aN7bN0|KJODuipB7vTKt$Ts?eW6dAKm4&^PJXgKyWK!jfuD4U
z$=aENtp}lA!{y`HikZP(zy^9?h?}cKr$l#%xELU`FSzatju=d4JmtPkDpdAS*1w8l
z%BEwgV_}U1Wp~qoW%>Owtx=E8`#Zf5Zl&Tmmr+01LN4dbghaEw^JSCJ(-~I^p_pQV
z{^v{m-eFVRCooT{%a4r8f>EtV9No)-*tU?O1vxPfMY-`~heZpYA99y@mZtXNlJ~rB
zVw+05X7OXEl%xD)C)f5>Qlmq*{3~RFW1lXY4w<--*Kr+JTHT?4v%%s!;ILJLQp$AW
z7~^i9)L%`dMS}WFOH!T})CTt62vP5{d0@4+YZ5hNTI*rKyQFI?R4Vc1*r|&=JRM!i
z9ipq<F(1yV%kr#})H%czdMAy&vzJdQd|6yd_mDJbVcrymjj{`5?e<__D7Ja^V8OiA
zfnqEjG6g+foId74CRUzfHdo^H%EUo0zeB-xiC)!EdMWgHQ^nniVnXRgd<R>Kt>C1A
zL?htyJjca>$dodFu3hZ8{tCk3{5IuuHdoKW4sxA{8ufE5zuGVJDB-xzbz77(eQ@bb
zd#6lu?~uu&Nw&xXHz0*5C-FBnZ|Bv^koxu$o#S?0u!fAMfgwT1p<2b*w#E-UwEU)Q
zVyOrjl9rQ=o++}Y{8?Wh&vI^F@Svw|MvM)?;P!7@Z6b1^HXmViMQbQIj|aT-x?V!1
z`}JNfDDyaC5F|6k2wLl^C#>b(rn*I-eP~qwGGA-DfdjP>BF!x`o;bx?X_vrUQuH?K
zR^s9Ukrm$GM=ROe5Pvl5_|Al!!q!-+I1y?eAIMeQdD*tq(SU>V?#XK|=IxM_TBjE#
zc%)W&m%rSJ$jWsso*PDLTh=JQC^vJlgi+3n9?>;gYtyoB+S08jpGWC^7ky(k_5SbB
z`{=cR6=*no`5+dI?9tC!CJ$GYjuAR)eK0xKJkIv49D9EQ$nPaG!l^-@pKm=8)c)}8
z6bsCt&z`b01U91xhH4SL1Tc<ycd#D1%JXs;K+hAUNvhSQdR`(hC%|eUd9bA|Fj@h{
zCV5*E@AN=7b`VWLvS>z46Zqb*qVPIZ61#xPJpDEiJ+938JhECO=2IZQ_XW*jsTvg7
za5#0SAeMPDkPpA(A@_)zs{M56tz*fqV4y5OQa%4b#iCr@H1chVq+;&$QZUa^St5Vs
zrz&k!+Vyklf=`5wY%^Md@m;Xja=XC&wa^_f)PPH+os%$u{j3*#AAU(|Wt1<FC;mh4
zH3$O3AfKoH(aab9$X_(n-K!Q&B_Comx4%Uu^cSOBmYw}f|8zDR;2LI5Rri;%N7OlC
zqPFNw5F=|}VJgGvza*eK>{ore^7FaOZoIq;{Ln1yhp7jgM|};(eqKkR+Ar#GvF;25
z<I+E@v%k<f^d>V8`tymHllWyNjbb7YBBKip;`@RJO}ZZzJE<R&5&e%doc=?Bc8axM
z4|=3sGq>*a&sSgfFWX`JHNih`qKwIi^&e<~gT#A&=XTkzhOF!^pl?QG1T9(B@0P5&
zZo@9XG-DbXwB(ex=BPP+-RaC@288f}|5vC$NEC?Qa7E1U2Ay#DUl81&1;e?pi4>DR
z!nrNI{xTW(M?zztoQyDha(aFoAT`0pqf1+4f;+2@uhN1}j^GUgX+bX53bcv(^R`l0
zi1fj?pN?#iWle!wA6V+!?e{_{bYP*=h!OR#rRdrSw;91$NgvX*Ai&2Z>ynO-2X8Zt
zutk3qs2j=QylyE#p5Z;`78hHcuy+p|ZN6TBpERFkjW!j<7bjfLI2oyKxxe7bP`3XS
zT*&7tOXzEVUkZR&{H2tKqtn^_a9Z_K^;SLM=ff$xfGMyd9s;9v7uf|MDgn8D$GSc?
z#@;9LeCkKk<ziiS_FVuw(rw>!z~0xN#pqqheq#rEhhk+e7lJUF0^H#FVNx1@-de;m
zku-sP{aeWu>F;%{$n@*~uP@UEL9`!+Ev19>e807b@?9yok2ug<$I9V>s-#G{BzsOC
zb261y7jL+C%Ko^o2#_bz>Yl&7K2)zJNkL{<0gNLshIm=xt)rWXus`m;WT(=}5}Dz5
z5Hk$O1P~$n`(6Iqu>WTZ7<r!}-lF_1x@U<0e*bl(r2R#(H+F$1XAlYbuLcH0PMM%k
zy;miK&cKz09fW}YMNa;`AgBHBUt~TB0*=JYT5^uV55Ng3xO0|_*lpRqbi``Hg=eJs
z0lA2=f(JGw{g`Cth{V`o=5-HcKVuc_bghK9>KUFZA>CrE?#nz?D`CKA>_})HK`LD}
z>(U{;JJZ*1HkZp34nL$a{V8zeduZ9Q@Qf{$Ch!pAyLn;kM9i4k62rTkxf7Dj+zmB`
zHA^a;HF*WH_-f>9JLuXrkqPiW9BR>3#M&j3t9jU@{MJa>YJui+4WxkhRp{HNLL_#-
zz{`AZ_OE~c7e=iAh=wOlD)^0aA|NvipBXq7)dpRl+ZGSp<%4%>60+I?JPw`ZHF)2!
z&O9bBn%UbJ#a&bAohNN3``%%QlbalHA{@m!z3+NAw&2Y!o}c6{a%elfr`l_4Ik2du
z<H`f;2dC437Z5Amy|9!IAdVtY3dBNP{TH}6A9Ujqe!U$wzd;b`6!}mij$CyjC87~^
zL5e)EHBjv>L%&VdiP|}bSQKB*`uk|VJz+6Jhdm&ZY|_ZR06t6mJt&i(XB&LYM5xC_
z5$<ml?D(OVQE&G=q|(9nM8(YEdr&67RjLc0p4D;;!^ey>VY5Qb8{7hJDwG}YXgk*q
zIfxT%Ft!xMF{5u6o#2<XnNpLPOX0w-Wret(lpZ`oVy$1bVQp?)2d5~B$!aZdQ1#3T
z^t#rh1;R7oTgK1n9s@MvF&{*~BO@sat5n9E#Oql^-Ez!@5uOt7<Up9`>r16u>oJ)*
z+fJ(zeo}6hmx+A1tjL6TjZ$JuXWKp>b?(sYC8Indi@o37t;SDHnK#aB#(tDq_yD*Y
z!<iNMuWKbOe>uhbNdVu9xwXMEOT2F^O5nq6U!!J;acbUp2%R>LQSaho(~<8(4DzSa
zNa14YcTg_61kjO)(jbT_LWuq@=p`hv*qu+ekoy=4z0?Wn3#YyqAy%frJd411f)MFb
z@SEmmh_(kCJ1e_DPdbs6CwLc7k{#J-14ViTtk4wEmWkfkf@3qcnX?F6X1l-$7+|FW
zra*MA>kNEl90arY?*ePtKUS0<^TiXnG7Fl@U^7RRn(e_#<930KS#Z_Kwc*WuSqb<N
z#0YH10ro>Rx#_<(gZS2pQlleS&htM}?)UD&|Lk`voy(6zMeS{U_J<~-ep0Ng;2z>&
zQMIQizvzPVg)bXQR>Km}&BeZLeG9PZ&OzdiINq29r!_o$DuD4?l}OS@&s26UUn-z4
zYMdp6SGh;FoQkAwI{?J5V9Qp;H*qzfHVC@!J4BPS;-Opo=+DsQ)&Ql)XzQX~0I7}G
zUPWV+xu(Hsr2amQ&>sqR21Ird14MU$Z?h`+trsI-d!YvbjZEsO(_l56OWV`GFNQyA
zaYtPF)`H8|7PQwzbT?N^LBm;_$VBo1RJg|5(bG-a#7!`gr2m&{ECl;dAgSLP(f>~s
zgnlddZHx?d!uE6<a6^DZLBEeiHv(+`RKH~up8n6(SNe7JWt=#nflB_i5L4;A{jXxD
zaVp;Ei#gW#dW;+$hfn%0;G=WBBq6JG_+<%fy%p3K-(eOw;A@E%xro8TAaPfkn}^xD
zP4>%}yz+&d%nxBtOD1jPl~0*-vkX9Br|Y(EKiaz4u#?DF6jtX#fse1JUq@2U8|ZMX
zteeHPD1B~+6zW^LV$fj+&Ed3y4JD}O4!{D<_=MY9fw}>^>QQptLwBBr0jB>dd+JXF
zX|CZO{FySBSM8q&(iPo5;b-o@L_``vBM=k1pAhpyp!?nVhbQ1B$fSF1j<FxWXOF?U
z1>{oqJ1?faDvq1;qGZy#bbm&|k~>XBwh?~s)m$&I3t0D|7ay;loDp#xhupU<J3(aV
zd{X?We`oRITR&sJ(KhN@j5zJ!Y$3^%@RUvSu=7-qY&47XMdf|j07>74#zV8(zX5ci
zA$Hl$`Bz>Q#m(7Jb7@)JPo;sf;VZi8<h9M;`@f6dynNTgbD{A@3KWZ)zUQKG&;R0w
zBOkp~ose-7dUkp`<0GtXV~T3p_UkT_{S8Bu+&Ihl?rmSaed_m_9Jw40GF=v4&-z#R
z#G=Q)2{cOt?gCM<2)0E42WFKD-0Z@TxP@mRR&N^Qm_XzlxPopVgiX)v0*27-JDUdo
z8sDa=tp;52zEdynaxX8Dv*od7)FVU8<Mn)az0#5HDn^uGsDdV+rnQJuaiw)vJELWA
zSOZQsWT8qwt<_qdxWXRXX6OtqCkHmkMFXl774D;sABn8^M^lTP<Mms)&;{<3n?Ba>
z1g$Oa|8s!z9?0f@8!(x^3AQXa_Zu*|RAlc{kQ`zUX7jI>tcZ96M>h{odw%h$5UOZ(
zt?BX^$h4_{?|py0?rEHD`06e|VV`Fz^H8Ssd`cE97|_9Hsh0Jw4Ysk*y*R%Cv!(s0
zI6t6N?FiH8I@D2=6rePu9Le@(yc|XKheE1q>4kGMi5pZc=|Gw72pT-r2=eJ4u4br;
zX_(%IkDpJrsTa8hNs6pLnM#LN?i}wZI;G9lq)^th<YwxgOnhAQFBz%m@$V{=&o0oY
z3+hPVuD3!EX%}fD3hx5VC7>vTBQeU{TZk9B8<1r%b94)obDyDalYg8UQT`vH%LY*A
zq9Q#=621^#4?Q4_JUDp!<>$hXX)qKpKg-*4pO-5)=*>0<Xc3;cvQ%rV6O~ADNoBRs
z!;+?2KI)EpZr(%@5NM9j0*3z?=JfwBGv!+j#USWy{sD_5@=fa!|CToK0px>9%kcU@
z&dTm1m#K0n+l&en@KUMTut9&boTHAp%}V-K?Y1!&0|gu;@voZ(5O=<4+NEE%8SH`)
zU#yFssN)vVDJ?A3D>O@uAX!jmDb(Hr0{1H5dkwY259Pk~kx*uw?W}gI_7S@+OR&I+
z@T5oe1fALiaGC!B3qm9ke=BXoQEyh;n)S)$@?pX_Y1kLLR5F!&?Os$QgdDqH<h+7A
zx`h8F)?|#RrlOVfNH7Dt5>H<aZ0?=-oI_7dWfd$Cy;_@l3PaKsG!DVrx^A^Yd=gD1
z{t+<!KMKBh_6>K8_$RRA8W8T<dg|40xMO#v!#!5*($qs*o`CAXYprvA<7@c{3=G7V
zeVbEmT-L=T{mL!{ej9CVH_3$4YfXquK)kk^#p3ja9?oMqE^g}dVbR%?;xFELBlNQp
zc8Rnp$@>9SHZqctYWp8{O+Y?u*@bomXVxg#(X!*%6RK~ijX`b-r+_}9{7?|Ei%{bi
z{SgHYCUsD%i829?|Km6OKh&V#<I}zrx^vv28LtR>0zp-%AfD*)Iu{Ilv1}8|WUdgv
z?1kvV==sTAAQ|wb{byMq|5F?6_sow{5$Yy$Jj@Wf`sFL;Tn-k(N@<UMJ3OU&_g>3;
z-Aq?F{b3h&f9>unotv4cg@n6uYcs;^Yb$94s?yshc6PoLFp%_e*>3hCu%-2&J{g4<
z{>1Isc5>zFILH-Rra$HtkaMf~$cDfsUU(M}E1*-3JsSF!I+&<U;hNv3ArV-zx64c=
z+q2bx#w?W(39YTe)_T&jGmjjMHTTKY#VP98B`(7v$2pXecL57sFcYSW$RZvLn-PcX
ztO`52@OaxSPl_(AnONGMG^FkBjrJDDJdYWJ(Q9N|I9Q&EID52`xz`@LzsLz@SXvos
zDA~$LLB)vze4|Xwdzo|n&vi&Uxz8F0UTMh?k>jFji66JT#l7_CP(u1gg`pynS)a_c
z^%q7QsFcji=jl%J#YN$jfxgx#R}OR&EvZhGpPhmBbJg1|Re|m#GmmXM%XO)}x7BbL
z*ics`K1Xd{J5(!U-9VJ?Ac!2;_V0hP%&Q;Q2)Mi3R1GwbtKaf)fBAu_XReu~-<#mr
z&an0Ai`v}BkiPs~;5d&22=!A`oafkROcY4YrlzjMkCmTnxb8Dm&bbs(LHj(lr=#&$
z3o0a*+y@c17Ov<uCe6C8Tft5fP|ifMTBdN-J@bRLW6hB+1=%dr$Mlm?lbaWETvGET
zN5+kUMaP=fSJXJUDEE&ADN0FSHBx#url?e}>|}SAzX&*fby_Z8zvejphP@4zo!aG1
zD7bu6>`2>J)UJ8^nTIx*9+Q76WFV&jtg*@DDwFez?qvrJS7oMR#O6LYqL(5Meh0aH
zM0Up?y@Eo)iOTUKYqhzoqtk@@w4js|2SKv!|I8ipKjvz&l$fsL0L}W+Wz;||E}FD<
zE9VIPsx63|qfb<TN!N(=RKZdY!E9gK_&}Viz!ZtCFlm$Yv+cmWXUaUEje`lK?NT1u
z^EbsV%Eq#9w81*72de?mzpyja*Byuk(Q1f;@3_O>_vS^WRVCF!mkkw+!6i(;l1jG~
zc4}`PnL+zEwL_$(Mgh?RJrC|vS)0cBDW4|M9MY8w7c^g*acbILdl+{x=ZGGJ90L#8
zTDs>hjV}D;f6wHpMhsErGhP+*ygC&h#<@LY+;)rP?bVg8;W7)xi#Xz~EYyPs!2_qO
zf~;T|vn`FVn!_J*2bw+XZyvG-9zMCpmP&_cHoA|%!M_x22qYiap#*vzak_P;Vo9S<
z@~?kMzisz~cK%Z?b%QS*$`xly-I6Ehh$uSKq<1%)oqejBbSyLY<FirE+nta^r#D~J
zj*JB<Y-oOR&Z~h~uwA|8CJ_Nu*17J_jV*~qq?tPy_vE-q)znV8mG<P}1?!AC;_InD
z@DN!`;xySGo-LF6;uzPFPq>Di@=IbXDz`25Y}<dyt?#xFY55&YNm7<~nL~+b+8}d`
zcL`({;4U~-9!_LHMu<CQ7kZ!B_Czj5j-cFmsIk5Gz)&EF*>IV^;^=Ki_>kus)616L
z97x&Yj%221u+x`*VSY-O&amb&m<*{~yLF6*?$LVZ$5ZwTVGCCmB_T4+_5*7(cnPol
zu|!Qmu~PW0Ci{V@;&C|FKx0Np^fCQ7l9q`4@sy0-fNR(Z73`D_g*v=gOQFfR7N^Vx
zgZPVNz`X+l)Yp4XB_yx=6Gn|0$A&n1)$oZWB@PUX!pHRo1q$$f`Z#3$cK8E%ZsAMO
zgTX?V+~)SbU^NvFD~7VD<jiqc)cRbdyKy%d1Q#Qji{+fFd`njN-jR_oou-rZ?J6ER
zPiv;k5m0bDvp5#$m%oE-4x0}Y^oHtJb*JJeqM%6%4mDTk%1QG@s1WS<af4Sn!raW5
zBu<(%2Kwbx3cH2uW^9Z}QBByzg9j%!!v__G>F-)nb@{71FL_8yHc~sCUAdLGATCYo
zFoN+Is$Nn2`0ON&wf-Z;V8L1^v2E>+g7KQ-xS@gT!O=H#_XR1k>UN>rE2WEG-Boo)
zdXSra(~=(j>1;a%=8jRBq6xRe(ernV#B19&890eG@Xel{0x%g$dueO*Q#jU*cqZhV
z_yqS;>3?Eh{Y`Zy<AbQ0Ld`kxqhxmtZV2r=*O7=@!dvRqq{}3i1P7c_J^Ub1nvBjh
zh1Nq8M{WiW*Os>!TM9aN?P#!h#5fA@+)S65(kEEFim8_coiDb_3yW&y=Os1U6n$MS
zh%wn>xfz3S-p7~5>6q3(0G0v~UAkHmUlbflhovj9*slDCgV_R@t_kN;dJv05Q#<J*
zpge;)#lugath_YR!)Mf@lXv+d7!D4;jF)OY;9aA=dVBb6VC!L3G#9amq_;!ogOGyW
zz79}N4XNrHx2fKV8ufXm-cYLXmb7oJKwF^33%}%bqG0Tl1w-HB3EXBRq%-K$$enf#
z`uZe+GgMbSZIrUYmPGF3wK4;_OpX#+tSpLu&|to1wh7INw0;F7@Ly;|tbtaE{MxN<
z;}~z-sIWhEr{S>ktG}BzD!*y4O!}JIiGWbLv`r90T*TLH%_gFqMCUS_RS@5Ba-t9k
z@TLji=|+hAns+GE8d7g4lWpuvR%1`4h&50-#2|n5LiPvtRMJdo;gA-?)}=5H_TT-?
zQksc?scKKWwBEk&S(<vF)+{u)3oMg^j;wrIlMx7P;;hToCSux5zL|r6W9NoL6CTvi
zc~ud;??3{8RgQn=8TlJt5kto%JQlfAPk7OqEygEh*2;GBScdJqGE~Z&PM5KH%*hV#
z+rwV_^uB-NM~b-x=QWg`{{;(qA7;G)(j!)W3sV&ZfH%c>?N)w{hiH3(3)`z8dACII
zDpFSu9C_85QisAPCHrv;VF1n#zR7RetblL;qt365RmY+ZI{IE!;wg^Ya)N0(N(+q1
zw9qdtSe$|H&mYGIFGjd@1vCzPh77jT;I=-Y8T?Q6t|>~6=oIxZ9}9j}dyGc1oZE!n
z6!_xL?k3tBydV&_<B|}g<hu(n`^4bGFY4YKK3ZxPq2^-K#=`onKM}N@A>Q^1BA9mp
zqWmlV#giZ=D3@@e%!So4v8BqQBDnHQPU+&Lt1^!<^d7;XhAF(kC9m+77+Ii^9L#i!
zPp2Zu0Q;%9XCX%Sdj5HNhVlXh7-c>hL&C$oeRK1+t9U|bgs*YNEDPj(hv+fx(kE6X
z_qnkk1etQwN!+BHU^{m7{A*sBT%<IjO+RF;eBls2q*oUwkd-k<F)-X|<fSKflh*e!
zj9Mm~o^{y4)VZi<-8j<HB>usWH!NAx3j1QNtG;4A(ZvvHa3t4hJ0X=$)e@hO`x)<6
zU-ELOxM(AKF~yzT<+`yGHl~52CyRS0F2D0_$+UznFS8h}ehpqxdYGs4aA`N0Y06Wj
zOK-M^V+Xud)q9J|Cgq27*LyGT6Tj97cxY>%tv+hEPmW82Q*I_Taq}%`y~DV?OHB}o
zB6j>|1XDg6SKur4Idp?PI6GY@>l%!s{H3}Qlvweh7a#j?XdWg56JK1v=G!d9e?8lw
zIR7^r_glV=<Byg;s9ykcO2rey+@}JMc|X(jBo@yrHu?xW^hZYo9y+bGwU|n;oSCuo
zyX)&O>d4-x9yybt<Mxd7AbWwB`7sHaLTM74u-vQ>m7KmtA4dWFHTDZe**{G;P3_Qd
z0G^?eD`-Jy?Q_~oFi4034LzzJ*;Ax&c3VL<yEH=}hrny@O+mUddkJj{EauoP{kIvV
z8I7QoHdN%4W#HThaH>n3CFiV(jTuw)gwf5!b3A=m)k-yyMiZmV(U;B~i&=1$*<l&c
zKWoXHpwfS+mN};)h?VKe%PPY$6M}fUQaXQCDHWU0*(S{ocJ{tubH3NA=bAe5Izp-H
z$*$Tmk@&G^3@SSd4NECg9Cg*AWdcaTRJG6g>Om3+H@a&YM~@ydsvpuSq;Hnq;XFrt
zix<B9hUPl8Y&Qz@f^yl)hg4#AnCZ^FS`@)Y;R<wc%oPK8sx2}$lLe|<pz{y*XR6gN
zrXGUM^x-Ohg<o<<)tQ^_qc6}}du^$YlN9VA*r(!yDGrNHybY`tBCTH1J{P7ICml^^
z*nPl$^<Vm*zHg?;>3K_4TyEp(;T}<n0o`F(n-aZBA3}a@3-nXo3q05{)$XBqMcb)2
z7s|lXmr6r_J4J9?=V=9V1F|ZDHB>O0Ypfc<CQ!AF>Akz^tpI!OfEx_1wtIDzd%oQb
zln6gKNg{rX@SXJqO>M4?2U9FWn(og}8F@O^WV|r3g~j-QOc5F>brYgZIXsNDVb;j>
zm}pY?W;Z$a4e+oE`BfB8i~WF1?33}<;EPfIdgOEeP5b-TK?$kq9T!8tz$5B=UeC&^
z4|_co8zpI*66u@|!$*z2Lvq-A_QdrbJl%2bh`_ngTdNd73SSd`?|EAC7k9!hMQVBo
zk>*Nk-@|{@sMfqTE`AV<Y#beX$E}Vxx0s#teBY8)+F8AC9`j*>c)Zgi+Gl^{TN1{@
zA5CsWp3E!2U#tj?A2VcK2mMPY+TxU4V&)rxn-$Fw1Z@`#lwOm0BCh9k6U~O}=`6_d
z8<e77qb2_<ypNTK^^2sAV+}e1OqX8?mNiM4$)aifLD8|lIwZ>a#Q<4|xY)H=O`{F2
z3#oW3)T|Qy9qmpJM~|}Mwv(}%4^{?2{oi?`k>i#Bu`0BMhYTfIHiP<o*+Yt|H2Qh?
zq{bLW9*!>efOBTm3lZn~)ta;-Qeq38u+CfJ<Ri0!dZpVI6KU#~_p9xQSOs!g7ThbM
zJv*%O`rIvEk7@B@*JzLgQ%EF1C)0jdu(&&)d}rz@%<Hg9v-78f=iV_*vP9nYF$AMa
zl!5R9lTbzz<%~CKgxT8&vEP1Js8>vE%)NUT@M1_kk|U@v;b+W0TCGOl%(j;rw)c#O
zUcYuRQSMGl(8iltW$3vks;1PZ59O4K`87Bx`HZ<J*mHz{4C$hX8yVn6d&m3U1DExn
zE~mg%&s2#5bDVecoi&v{Guh<=e(XiWzzBD7c-Py(rnmGpYQDV@unE1d0S<I5;0F6e
zK;uUrtg+m9GKs$iM!Qlp^?myLyBjp}#u{pXPgea0@3}<5KIik|UnoN^D&COi_~O_`
za7nZD*06xH&O}Q;l-svOwy5Z85qKZf@3?i{t4A_7J>ns~Z~!e}*P(8=H~9XK_vLLo
zps(q{S8tr~%=}Z_65-xJ!OqQ83IYstJh5tl+7fSt=~N9A{8e}+qW7T1UtC}|KOQqc
zLdz$a_F7^fJx2jJiV*i-FHpcm-4iR$odBcSnu&9WxUq{0XR`8j0NMJ7rIAWUKIA<u
ziGOZ$(yb$@ceMcCXzdNJj~ixff7azxE+oY_9_Kt&^3Ns9f5EYQIP(KL6A+|-M_mp4
z`y@SDyX>N|6soxB_3^h&nNg!c`_8XghfNXq$EjhgDsG|~2I`^{%Y7&395Y)|seI!S
z>~k+ECa+RU({DtFn!f1@<igu(S8C@5DEfEHSxn!!@P%G$R%{7O%ai>4K3aW0=abQ^
z-7n_m*w3r5Qv@;5T*wAh;M;42%A+IOg@rr9zHf0y#s=#X?>6I|MnD(#BY(z-&)!K5
ziMQC_52|cURqKK$v3w7BR4t7%otfcCZk-oxa@*`p^KSlrevlqS;!ojF^kW|GkHQ=b
zBv6D2?UUoxO!v-wV8LbeIFi;!y?FG4b?sJ0;z+Qprp>hbx<*zFxo<yv2A4bNZ~5r2
zIKCrjz6)r?5}W<26d15>3l^6T1*x<s?q9k@<iq=6b^*q~<*9a6w*l`EPMH?%Q3NO6
z3&h>e=Xycx@+(0E^(sw=<xP*adp*?QQFQgLktj}&=ip}NHP(kus_lYqm<B2GhOI>7
z=o?6vyiY6<x3Um*4L#_Y^HpFEI)n-oKuaeag=kOq+3W!0y{wmZfoJk7E2;FVX;n)^
z7O~g6z-f=^X$`_L3tQsd`L>TiiVR^ZZFrN4wjIh|WHJ<6=z-i~EP#O;zPv~q40FX1
zzA9)L=#Hps>_Pn2O#7_kM-VRX+Z)8l#l5fQlfH9^%q_5eMlhB6Yx{XF%-++6XzYiz
zyc(8@5=}-5BWKp(pi?fP(?lT)5n@@`Y;H@H;CQl8eck$rmw3y$sgvV%Z&CGrJ#B<z
zI(CTnAVKY5I<qAh+WCX3bRvsD@oxkv^MtDTOoKml{6<w2-XyX28$p0CH}f<STPRcT
zjVj&WDBVDBd;)y=_rCd)RFWBY<CL#NeH~UXte->QpyP)3=LVY&_?l8}c_Z+UcXU+i
z=-{J(fnZ!zq%++i?0xvgK#(Gr+r?sTqh_sJS=Hr{O!~-#+<VJ`g7fq*)oioQ3~9>o
zt)fIvVVI=ems;|F5|fduZHqg9AdrdVfzKGqx+$JE)BF5T&roE)%aa=re~u*u&e2>b
z<)wqrrGku8&&vWYJ#c4{4|ty7P|{;GOGYJ8NI`A_T6j!FzsJ4)s-ON%&vygPb`XtW
zM?0O+6~kQ-W%P?gJd_!Y@wfYA(54l94Q3zQQoZRLgs7`|6iarm<#X=7EL;J!7=I!s
zV2sj6;&C;NC>}HqXs+UsdFCaR`GZ<!=R>cbXn9xb`H_Cc{<^=}*e*afCr|e*&r-v~
zI=Ae-a=@GOC-Za9;xB@z651*3!uud|ttnOE$OnU4Jx1}^N_ctq>azj|P0^6YZ{CE-
z9pY-I;KSE9B{n}OR)nZ0m{3aQe<ssEUxR~%6I8~`s!4ULBB5XAT~<T*cC5g2wt9p8
zAzsh$<3>Htqd7R!mxb5%6@p7A#B=~(GjE2SN{yRZJ8_P)6cpOfx~<_tkX1uDKJ}!O
zm$O=3eJJMt(k;d^8k=s0?s4LOG;S8EAI1KL&E4g+2uv04HKs#dw-M(#aQF10&)oz*
z;rgd{OcAt1DBRnWxUJtUsGc%2{Vu}FC`fK8a(OOiCz`f;I@VFTPe^{TrIzSE<Oj#;
zhK_a+r07y(9Ap>Kv;3}wx+)f-4NGL^_;=dHW=9*0jXIZ355d~Brq<{~0(raL2dVql
z44s@CH#7vV)7=gdzzT+~4I(&(@Y?WX=gbFQN8UC1j?P*-jv_<1LK4O}kp~@n9bL2E
zAK$mCZ~0hWZ(pxCjt=n}&uH}6<3Qr<2UjRd*0K`UT<CUdRJR_5?wd-4$Quzcxi}k{
zKJZk7-w$9jR>a;E7r}hG2W_~7j&-*LeH!0Sg!#o0Fn<8*{(1nNW>+R?dR*P=yy1Im
z^J|#s*3KtF_8TJTj2MwF(%a_*9fEI9JxJdMV?O?!;QJzk2VyDlMATxz&I%a17wFje
z1Tv}J0IUKX3)YmRv0=QNZbzIWUi`iE+pmTHs5&<u9|j>D;wT?L&sCFq$h;${f#>!h
zz}kC-fhbHF6kAXf0Y-`qP8k~)BP!4vA8w*Sm-+<K9=g_GZ2Z0b<6v_eEtzRSjHKUs
z7WVB65JdK82Yx5u^4I=Gt3x)7iJMH{yA(mcSTOmu_mDK=MS2HQA%I}_SML4m^WWrV
zEs3w~2=T^+0WQ*R=hK2XKZqR#<E3d&7PB*xZ)eXnj5AGMe!E`|^lY(mb#|x$%+qj=
z5!?FkrS+FEeamo5CtSlg=0opxU64#5vp`#Dh25HYPxBtIijBVn8<rv-JY22O{?8*Y
z{t{{a;na(NkhXs%_Fp}NCg4HD1QJ{wYi}#UCW*XYFcbzZfcaQJ7K0|lEI>hFGM5{R
z2eE2Lwn23rRL@@g#bo-ApUd=L2$zs^o9?(*i%qT7ijZAvS!?vp*acXtE=YUE_pGzv
zOf1h`xm#*kHdTG6QL51ildN?qjErRoDYdxT=--7o6;91sT!SOe-0nLv`E0pG;;3Lg
zWh%WoPOvfg%DYPeBDx_XA76*QukcckqPa?CVLMLojOBjXh<)7sBc)N3t&9l2fmi;j
zqsdkZcEkJ~MehPEn>J<dT|3$2vx=g1tE~W!UkK$7*DNh|^h2JoyL?@kCdvUor}`W8
zur|n6!0+Xy-x|C7_Sq>w>Jkf@!{d^SiP+WBQsTRm=@vuCF}Ws35Rdl8x8@m6U=D|&
zwo-hpHnq5@!F&sYCc`7^2kv)eU?(4}QcT|*dOPB7`?3+ZJ`ZJC>r=So^=#JH_w(C}
z0Z&L;+uZO*q4%oX#zELXq_vfcvvshg?c?zy5f90Epjew6N1XGDS$UD+Yr8_u>2yCM
z@hJbpV++<zUIz8H%nNs;$?j?juqerobKC7J4JRI&ujsAUf$10NJD18Toq3-H;mg99
z$s!KOEK%Zhbt8%UIf(O=E^Q<MI+ry@>6zQGWi!jBP4O(f?-YbMPc?DE@`auJYI!7Z
zu#oHdE>4HExA(D}3ivD^RTp#$9*Q_nprDyEJS+cHA2pP}-@EPYo8FAb*eNu<^nxXI
z>+^2^Q`a(sZmBlh{1~9iJgb@si24*X^8|8(8ex@4r{l-K6FDxStam*Rfqv)L*p}%x
z9Ppi+%$a{4v~~$bZRS<KaC{msVLJTZu(SSkr~T`*Il2M9DY%8+xtX6<j<|<j)?Gtv
zO)As=z&ewGoFIoOfy(6kz5Ew{h8+Hxci?B={SD8se&T8SDBjd}$GOW>sVZvXUGiqV
zI06P1Z+i@kRV~ur-f~d5@gaNYoi(GgnGNExv5VK(1L0<q($0LbeZ!v-xlvq+{bXEv
zWS;A|K@~0uvA%J=7m&-sr>pd6#q3BV)P=r!$C<9Y;%wM5n9og1ie8^$KR8yrqD&cP
z?rQR3>;b<AE{!vKeYvv1d%^5bJHT`ySXKs^Hy<ZYeyh6M=D?f%<WV`&B<bdYP5Y}x
zLgnMRnV{Xqw$?s$&uqCrRfdMC#9Dnemc>azPhp68PudpID8K-(Dwu$sd$V=bXk*U~
zdJ|42xDv?yrhJnB210Az-}=u(2>+|64uXJk1Dm*ioVf;^bG$1G4{GQ-#m&j`PUljj
z%-lnQBov^T=5{GeFT0!zr)zn7n$Pu2@{8I1)OWcDYw!=h`+HXCe#gcdG4DGKMuCDI
z?hA^BygsB^AEIPRZ_t-AF9=knkBx+^4QUv3tU1vQE->_$N=&y;1)W52!X01wYhc$t
zHAd*<3ZD=ihaJ6cYz-=N;iU#<^L&;sBL~LMlRb`7*f#PX=Em6+k1x?V#&6w-IL+B6
zTu<4k0-_10O}mTRnDW+%I@NQf(TDk_6tnk@gc2p^SQ8h5Ycg%G$0go5NE!U<9T8h#
zfa5_!Lj7SLx#y`h$gb5z65I<ovAV$omCWG*6HB})#R2UY?}bOK-Nt$NuKKny7s}yT
zyV@ghlG(cF#>0RWN8JdX!;#vYJKAbtq8wW~FIzGeNxN5cduoo)^`wYYbrdZe75hxS
zeWLwlzn;(Z@Jms`;c*Mo-m}=D#l(juv&+}=r8a`{)9X{Hy7QF8EaqPKkL#X|JNf(w
z7e<-*m_)0s@rb`#X^c^aD5jdFN%I=8XikIsU{sCo7~`XwW06-Z>*6n4=8ZFI6+F3y
zazfNsJVr21_huAB`|mqoGHo_}y$X(E*BWo@PS1O8pfXT{XKzbvr+Vo@GPCZj6AaES
z7KN*1)1G|amG72PHh-ypTsQ1USH8@CcQc!!lE-<k+`7Pek1ELJ%psXzn8Ss|BN-pE
zu7{aNFld}JvP6!;4yt0iE_EGwY2~9>>plKi$tn@}Qd|I?uRmSbEo~vp8tI3S*K~$D
z2$pDa_0o?aIL*CBM%Oc4z4ocPy4;L@89~UJ;tI2HsZ)~lbE4`wMe1r#o2^kg5>znf
zc%to%rFc{=$8h9;9$d*IPUf@Z`B881B<Rmo<RFI`C4ef6+9g~7dZ6lPj%vgd1@U6a
zfmg`$*y3Q++v|xZgFIGc(sP;wIv2-bjnq-??T~oFz9g@^i<mZv^XiHs=s&X=3MBB%
zvN5h>)O0E4qqjDDpMTeyk)XfgKjC)RtM~}m+e?kKyD75~d2vedm;i-g2d{lH&2R6-
zS$`1$gSo+lFDxXSr0Q5V4j^cP&wdtu9(z6I6dsxV+2K&@wagPO80U-8man<=>u&L?
zogoECB85mlz%bYFPgk*u8#~K(U=^`rh%E+j^iqr^QWNP5tU&RXECoTUofkxngL!&y
zaj+dq){%`?@KnZhX_6@z_EnWGXmhLmV{v?^9^?t=toWk{XrCM32hV0a`xP9o<Lf2;
z^Y@;19{`^y!m$EIFn=)mYa&7-{P)iAY!EkPX3NtP!K}pZUw!Q#a!+p@yI!jYKK@w`
zlVd=K;g1b~gW-)N-VI;cp6Jc`RsUfV`v1_wA1ZKD511i+j{pbw_d2`aV{vF;#BDTp
zHNxYtj_-rRdPB;5!$ERLD*XIe+-183^LkI@yl5t;xv?%7dXQ3&s^2iOJk}ZiWu;Lv
zZ%iU+G;wvCGukg}(1I@JOu=RtQ219d{@3TfmA7-C^MH<g7+}wIC0R3CnKH^$LOWVr
z4UnaHOxj4+o}VYVpRZewTu1wS=*6z-S7qjnlFU|X1v25I$&b`aoN|Xto)lD>x@`JR
zRh#ifgaIgPYdYjL+RTdJup@ox19?~CzkYkpP4f<zm6CPUU@eu5l&L@7|9nkqSis>~
zWgb>+c}*?OtijZE+((jR6}IEM7R82W`3(gLp1!)wX+E<H6lrIvRfI!9jcO~mx5{d-
zjC`{9z)|pM_dk!@`$wPd-jj9{1LqMHh*<gG{{lXUx@X7(-gz6_@U;ScW)M~g9^I@s
zhThsH7SHhpk(!I43%n!nJ=~;faRZ0i6WFKD^}0L0t5VHSD#Y0glU0=!HRdQ?<x43d
z$<6XEFzTw(7PvoVef@0shf8B@fM2f)Yk1L7Bbz9_2alMB7y78Cign5RXDV1wfzFFA
zE|&XJ+=rA`ncvQv3ic65Fq?VSCTUW+L)tG3XMC(aQvqw-utrm{ESk=N;oM_<ZW9NT
z*J@vMc+c0nS!lTMWU@ax&w3~7V^#NQ{_e%B&<kOcJ*^wzCR)!=tP1x0f9-vDTvN;1
zZV)6O0-|&Tq$nMvD_sx}5ouDSsvs=_(xej<0qKGW3KBxEp@&{nN+=>7q(kT+kkAY*
z-i5pAK6{_Dzx}m)@9+G<k2P6qX3d&4vu5UbpZ9r_?t4!M<8ITWa|i2joOn$6%CgI(
z8=N!gk*3^NKwj6m!P)58*8gTJ_X~?S<`97%>Bxr1?hu~y)wDy)NT-oaGK`BKup3v3
z4SYIl32p(;+$u{<I@a}W4*@HrH#Pq7uys+rcr_ptv`wztB&8o=&)mE{qIx!fXRM<8
zgt|GEEnT%qLbzlxG9T*O*232zrpNfGDpegF$o}EeJ>r+@yb>N=Da|b0F(~csLQc$T
ze)ovL2vbhE-|7&UlLFw=$=|@Lgyofm-S>*@2``d4CF_}O?_&!$GY{hy>dEBHrayOD
zn$XOe`jpAa;97OA>G8+4O~w9EFIbyAa-%hfW2<e86GnBBl9!CF!ZVt#!n|DoP%&>D
z*VVY=^|%CfNPB0L1T@9!a>LiVZK&X0!p4}PszZst9Hz_Jm#+hP_x?R`^*pjlbJxVo
zzIAqX6}iwx@q0V^HT~k36UI{}(^31i)@Nbdgna_Fkm>!J#n03I7M>aV0rccs;ukW|
z<CJPOv=#AfXUDH^qlS7b$<42qm0`F77s`=_3;S2OK4=HEeaYTR?4$$qu7o`zFA7=S
z>v^r~<c4AbLJ`1{b8aukrOvmzC7ix?vW`!1zr~0++2_Gp;egfIi|^Ppt5yxoNp_Nt
zDQe%=s(DUH<m^!(ZKBSnp=453T=(?4vFNb5qWk5qp!-2Kgf$IVe6j_4RD-@+<Ytwv
z0v8wwF~ij;_N@mdb?$L4unL)2_wN+SKAHchN#$XO-)Ivc+R2)8<DxKloUkzSxW{eL
zP2l>(h<l}TPbY!(ef;UH25N%O3BjRd8UoP{>oXBalG)3K-nZgl7kbvqmW1H-5eW4D
zXOGcsn%M;Jr3Ck|GRjqy$lG%J61DipOVJ~lb*6k;gECjd;jdjKLiE)HW@h}P9#8no
zDqY7qgdt3ryqN}Kv?PhnJy9)(IMg~eeo4NIeH0BjGh+9=jp1tL;}bIKQE2*|LQ6Qs
z88im`mX2sALB`Lm-@^s39KoNwyJIwm7lO9QR{@wnF<|jrmI2y=y&ga<%-R$fUH^a)
zbwu6y<?nB@qkxt1vA7%`v2l@kY-~v*gL7K_anGy({P`8R3-y~6$&@>u_ZVK*+q_*<
z_R>czFbggkH<fhENqibjJL@VwwFiDGqvSG^z0TIlq*{KNj=-FIrizf7pu!uQyXtm%
zuB=G47qLb}F?-M%qoO)zu-y<^ozW1oDwf2mPM2)=_<lG=?GVHLDTH;S*Y<Wko<7Q;
z9A@8heeD)^mu|CLc|HArF8X79F1d`71x;?6{hZe3TlfiQpId|Cj)W^`RPV9%3*2l2
z;Xxjq@{Mw`gEG>XX>kp^PqLLtJGP>6FT+@n>gpJkO4lwr<2D-$@A7eC&53v7*X7A@
zjZN~DOpO&@&c;ydf|W;{^GY$-;1p?%4YY+qZc2A^Z=<MV-u5YIEnH%Fm#>L4^*iS)
z=e@Y4ED_g79cR{<;2uyWpmuE31SiL2n;ICunt`{vgd(I->3e5(PBTdA<D0>gf|-@p
z*A7*HXarbrbDIFXS76JVwQN}`+<Q=dt#4a1q`EwCx|OqktB^~-@;Qo{{H@$}s~rm%
zD-kCnUbqwoa~p_dJ6~bZdI><22D%tMpv``gn8VB*r;K#T@{;5&)8Vl)fI$pKb5307
zFBC&44&SLSC#ctLBs6;_We|TLSyUalce_AFfFf4!*lVS^borNF{!0pEfDyiz5g>Ah
z*tsT$!I%fY?IjZQhw_JRD{_L;wM;q5##Ztfo(-tc3yhCm<ih7C=59r=cWo6+YSl4D
zH8K>u>q@+1ylDjL_+e6``E61|{_{!g`I9RwaA4Lnx_RZJ=L$e5!c-k3(|P1}ww#xg
zek<!_mQ6`B?{^WiQ=IA%En__W^mIqK$;ekw*OiH6aEpfEr2#hqLHyv<NfCZye=&lk
z3#k&_3{Cj!o^LJuE~5r339xC6teYq;00V;J>x2#jqsV~F%u4tJ=r%w+wv6CZjNx|W
zc*$`&lgWm0Y_v@H)iqRn#T=@)k`-slLI-f3rGgJ}0Hy%o3S?>Tzk<FM*1&q`1zIU6
zBfHS+$e)k6gOsF-6=Eb9%(IcBE$S7kk@gf2n5(ML$h4qulS6hw-!Ebs4zT_5>nLCh
zNBvlEH`uS}YD`(%=@7#^mGqpHUWI}$GP@pf#l0V&2TP9#CjgPiTs_S39?Ps>W&m0w
z;9>j2L)2CmmDPo-x<RNHrTCwbP^(%%$crmNM>wBi=W-9SFa?x&I#mEBUWiNqoMPqo
zwtlRQzjUIh;QOXxWXY4$lO8RvI)%kd1({yB&?Y@7-Jak8;oSg<kbho(dx?ll6BFN5
zd$|d<VCj*IYB{j>p5fPsRQ`^#n6&666V@NA46NmQrlGqt+0e--Kp4;+Vfz4^Zck)&
zsg*m>!^F#gDbGX6u(}_>@oLLG9He|xFLs^+qRu4b{QeaHgYo-U)D1SBMo<V**y!&)
zxM{h8`mm74GN0d>W*e^?vL?3gd7rff`vfY52Dg0IfJ@LHT33O2ww%_T#XJde@`()f
znE&dY*DYOJM*9zW{5!N8*Xx+mh=!<sUymPOkOK4Zp+L4;tch0{nnxgpkZyQbh0lSH
zOxoMUkvw1c{kX*~Ce6Xh-&Ot}``7BKYm!vE()o<=Q<u+{s1S&|h%Z1f)iOeWK%g7t
z0T}3%eXKKb{%;Rq9onzElsAeMXyt@W`2D~(YE1J<$0!yOR<?+QaV{DW^&6vb4osnF
zS>N_#2n%O<KN6x})FZ&;qyO3SdF1Ot6FriYTXz-S5*ERa|1*f>=-l6fNseIjZw@v=
zF-giGiBPxiTy28lfMVeQod3|AZmTc*K)U}}f!V3^=J$Z_P~bGV`o8Lv>#%(%dEQkh
zLFiV*qc%5kik+TnH8P<kGdj%RD&l|!jiA+U9OZvy4w#9_ese0a{n<U={96!+e?*pk
zhXbCG8E`Kujg5=x1#{J?@ODxYXzud?T>NA*z-gJAQ6F$Wk)xgbvZ&Y2eJpF|*QEC0
z%PeSDAmA@d;}8nU`87oiy>C0YIc*ONyFlYqf8Otstiwj`2RLKsWQzVG{6zAvDb?Rf
z)vNyDCOSawhMx;FDX>7*b4E3?oT;hfC;D*mVfbccWIsW<7(x<xRE_U%?1_4p%plj0
zp^-JAUcW}npAIv$s=J|eT=O$R8t)^}u-={a+cWZxQxoX^mgL5__cbiM2mGf`R49XP
z{g#q1DO=yglmqVDiijQsn(vZPzZRS4`u$B(Tt|r>WJFYQ^a=w{OzaPOOHYX8z6_Y9
z{%P39qZjmd0NL-n`F`QLegA)mAoj^6_Ijr`l;j7hSUK1vzhwDF$wGLH2;btSxr~or
zY5dKh2gp~%ePVvbtXb3qi_jA)a;&$ZL#jYLt|2N+bePYjB8&b~);ZI<Usqngtib;2
zf0{XY+5_eST&{S+#60)b{-y9lN___)@J^jksSg0~v9F~8s1KvR4A(U46Xc>0qE^+y
z?eu6c55MK%+#+Q0p-b123HaUmF4Y-)jpU~I;<10-n7`}szc&7VLn8;(HqHcv9Og{f
zS}T8uL(Kazuk@32-tp)afAMZ4w<L&oyi)!;Xin~w6rdywN@vc0yU)T`T}X>NjtCKO
zlV$$&;w;RL(gL+rXw$W#K=ym|;IF1{*PjDyzb@LqVw&7YFA+_-OD8V0H`PzjdcX{v
zI4!^TdGf;$+<*Y%j=y>h_^6gbMNJR?{!9JN$Ns-O#>=lL!&tr$1N66$FQDD5X=Kv`
z1GXi}NtC9dpFqo-#iKC0W??A9XD)xKpn=Sl{L%5l?WB%5|JCTIS;+W-Xf6tYb7<63
z8RHCbRxP{^8v0is{y#gPKY0q;T9pI1dLei_vEYNSgm{3251Or~0GMVWtcQ;r=OGOR
zgi`<^EgG<0Tj8y0_Wn2QoPTQAKk7+_-xvZ)dcXn;h#6C3=qK_$VPFA9-D_Zs;~eA{
zu{=$)!;ztfW6mvI{8D`u^`%@VDHmGv#y|}Nx1Jt<E=yJqy*~90(ClNH@gSTn?T?hL
zcK`!RTlD4B=V$#@o&E|#`wv($R=5DXa;GZm=DWP>Id+4+X0~*3JuaNZ)Fy!2FT;0z
z*X*%La%1PQ%|;l#G1*k=T|Now**in}|IdjY`EUbl2lxBmq7=>JFD({I1Vajp0(Qbk
z^-82>#CyL#zqB18B4Djj)0Y84G~Ec`NZ|-jV8Bxh>Y8H^5qlT;djfsDLMI9taH6?t
znaf^TfexR7f)slQm&`i<foA`Y27d#|86i3&oci_stIw>ep07SRzPzfye4b`@uv)Vz
z>I}TTdVsz6Zv6Z;ZRd7rD?r}39-Ff=qb54}1qy5vwi)?48m7%X`tZTG<<}>_Z2$}=
z!~o!WP;>taFd*QR+NrfQc$zN}@{4XS@Q1(_4?qwDy=OG{m@R=R_OBL_jsjF|Hok&z
zKa>tgvwdGMVgEy$V}Ecr-+#QD8SY<JdHp|G<#$`DwGBU2(DkP$UnV^e$1*8J6yzfp
zx0&C(vNW%i<t7{`As29FA;IS2QYRpgO7hG+yGLUR<HabNp&uN-|8$7|EvWg|$??x7
z&F@s9{)t3X>(bzl;m16nQHbPslV@DlPmdOKcxRHaF^ifF6Jf`Vo1LgWIA^=vT~vWY
z;}WN*(L%%~O<{@8<h>cb<aY(sv)fz0Te<&mxTffWB)Fib*I$<Qdx-cCj)~UI^a>Tl
zqawUaV;6kuYE`Z<EG2B)ZIVJ~>y&`L*aBdcm$?qmzhr&IOm>Pv-JKz8=r!~~Te`<W
zQ$<9*WyNDdWth|sobpC$B^mS?<12fK`TeW3d-nUh%0jQ>h`z|^0GmX&{E20wz|80r
z#M|NrG7%RDSmVvO2^-Q2c!$u`l4<H2`NKvVE=1X#A8t^PWO>9lyFW^Z*a@?+VR0?l
z98~;-(mv!SEK4sCosLV(T{fc*(zq!@l@vqU<^<c0+}o+4YgR+RP8w!Zp1<+tc-wA0
z;F|4fkfe^4y3qk>OkUl)A>!%CmU#LU1u5Z*!5W_3cqtyTvwts6_dO@FQWswY@W@vb
zn9FS#0GI`<8Y-hM#==@1peYgNBJ~_*MMl^yNwfT@5Ky<5!9I=67KAU@Zox^j0Urh)
zDVGU=l(c~`I^R=&$+pj!JbC2Q%UB_X7HNarp*UP4UR@H{VUIb^nWcOE-`^pB)GT9c
zWoDp1Mt>(1(?JUjHfK1Gbd0|_z%;kTu&_H+4FvhI#>_06F^3r-&9^#bn_d&f0Dw&d
z$m<SU75Ll+FfJP?Yp=pMF%cPqQ&!3wb1dk8L1W_ka31)wZ-WoL8Ml@<l4(Bp$YLGU
z1|5h;rJr6bOL`2aG)PUzFG%SQQehx+r*4P<ysH5%71wh^Z|uxy2OPw^PK~KLF!EI@
zD!Nm?0z6nEltE66UBO7Eu9F^q?ete*z1PA!Dt+Jt3G)Zi*()P{6=>m%rF%QzH*CDi
zCnP9DUzk<s@t1XI$f*aHJyqE(-zAYL-iA|($(<Z38y9KR4kb#~3B?x7Rp_%eHBFtJ
zsWUC>sa4MNDEVU0&^Or2ldoJ0nddv@ta*uRu#PK(nxGv=+@aSeM)`U5W=E?HDapG=
zQerRcEpcBuJx69{#gU<pB~{1`&WCU5cV(uMz1D2tlnhaCN8*yHN3<{-rqUmMYWgmb
zmX&)l)yd{r-@@F?K^p|UUp?KYS@ev_`6;W2rukj7#9qJ*Z?AqGtDiA_$X39wx6Ldy
zC7K=W#2y~;c44dVD$>&u8L|-7@iLzO^~b&?ot{ZCP}vbOtfSo*<FPG9Fjs$ZVMZuO
zHoD=ZSCXd;AOqtkKFTD*8KC|wgwsrAjhJr`2nYD18^9l?|2_urkF)D{Yn|@`QR)BH
zs8q+5-0Yd>(g*uM7B5do_%>^(DX=h4@#V-+VFmXa4X$P&My*bdi;mK)8KP)r8yL1o
zk0Y`|K2wL~aUE~p9$hh=45(G63po(B&fy?m^S>s`R0neG`6v5FeaR3R$-C$Xp3g!r
zcs*5_we|vx#hzOE%j8Zr0+hd65xLIv<%j0OTvQ<~hLkt$P@{5u3wYTFlmG+YjT*4}
zKEMIK&T{3fxK&pBpAR#<+*l(3i!X2~08b)<msCgnem*iw!u8;~!LJTW(G3TCpZsEd
zOVJfa2QQZ<BYw#Q{VC5cxqr=5@mrp6nSaakOY#5YMh(B!&T&Q+hzosxXEGE3Kv(YW
z>G=L!@^1zHa&N6M+vGFb&HLix+lau@gMuD{8kT|OSRiJQ<TNGN5T|t0MxaB(iEUiA
z@l9zm!Zr50_y0Yk;P=OWlT-Sm3)+u-${*yW{<`>-Qm_B%P(aq0HtD|j*zB_uozAH1
zQ^75hq#|qDUXA_0tU3gz*wii#*6qtGsnqKJ5J=C6O%D1J<H3bu41Ox~CjYdw=ke+@
zFyZZjLOh*$pnMfTA@GClZO=EHKDe8*k`Ne#Od-qOCbK@?f$~@Q0;fz{5;Zf=IB>v>
zC74!K(?M-Wh!WXbTl11J)wMi_qwD*d3M^sDo<j$M4WwT|kM{8gKQAJOrsdZFxx-`t
zW(6XIFPLMh54gTv4^$G+Tr_|B6;$)n&9?{^%M6mB?^iI%UjX&SuAhKvzccvNFNeFp
zt{CuX=rMBxkk7*R&~bn!(EwP!<)__nn)?-#UlxFE)4yx*?>6}VvmbQ2*3)4lU!rl=
z@#-QkpRPiMA6|h|Jo!#(_J22=@jYA_w3#Cp0ATQX?FSrvpEGezS!x356tnfWpP%-#
zFf|B+&T0?HA9*vn0KWYVvkA771^{&_n-GC-0}$R8Kw2|2Xj7qg{lPrao9SUm%8h3z
zhIOM`cjo<NSl`;gsBmGv)21o|oKI%g9>Xp|Mpa&9S%fh`_jkDMd7HNh{057ekfy0R
zRS)#qL0R7b@Q8}T{hx5?nIiza*(AO5X9T$gz>`D2LB`l41o>Wpj@8fD_)k~<gpH3v
zCyNb4RcwwW{{)FkOn&+N6VQHCGL7>Kv0spCCP$ze->~U#C0G4<p3pz5TdF?~z%~HD
z`hTbaAXftYhRz?==Vx^Os47P$fIq2Oc=vJnZz#BZ!}_P6!S$m$^3L0e{*0CX^x!{X
z<wsZLz5Xw)!QXgJQDu<sZ*BPf+X2G3|H&KupQ$szeg2bI@S#V6`YY(j6!8!38LRat
z?_iFaK&>oE+5!q6b(P;}HAwQ|P}b0G<_)D$-uDM*YIue0BeulnfZ!L<Spjt69uVo}
zkfa-&9r_(WuK3-^|DV^G7WOd)OaqaCG1P4JATRkyZH}|==3WCn&=mZq<Gh+$>nCwG
zBKZs#zw=nyv{d!ehKue}F(ombRN7^DP6PF8@_YRR^R)6bNapKkG@1MfvySsM_OZm8
zv3tJD%VP3?F&qM^V7xUbV$?;%$G3jBMfIjEUjoho6>^{#wY#6+fgqk~Vx<>{Sk}k&
zjwxiCb5B(;1K<sksnj}i%(R&*DOC|Ic9~yck(ZoF%U4(J$)2$_(w6Q54@vtWq+_ci
zLj7uTbM+bX4ksE!N*wt4K?i`No=AiGBD$s;$UpX(*1uUwtP;TQ!YLhysGeV8Ni9Wo
z-qc`KOW5GMEtn+yEUm?uiy4o6>myrJVef~Ql{Sr8{*bAGcz1|q-3(pw;~Y1+jbqvK
zwq?A0E0ftP>XjB)9da4=kttY-Dw>eSB?9o1xHx-^gkz-ErP;tJYQ)u6oYc`k86sxw
zZL;8`9Ro?j**eEC;id*7Q>;jYIfK7MyG?b2;e-nJE&SUxi)mU9l;Y4r6ptw~6CS!B
zQ+qYFx<)rqJJ_YKA=JXiZzPccb)soX<Pv>>1US#@M2}+(K~l5bB->!Qm$Op((b<4l
zC5!`EIVgCixZ=(6NC}j*>XIqAQ9W@$s{Vzi>leQJa-YUO8dDQY_FUsR;<{f#8G#fP
z7&r;mHDZ)QFT9Lu%{5H6+oS_l>L@?S{?DBK7s~ovyXiWfPE~E^KD>}(oo_cmUelkI
zFo5{bt(lyp0AQKHfwlLALLJv)$VCkE*&ZoZThTjb(XS-b6yg$O!CHL+EX2<zJLdQZ
zzd#~!!f9a|#E^C5js1l<dH&?syR9E(Ju+~m_Tuv?)1%&=A4Fw8(q1{>8U&!Fb1{U+
zRLyMosePI#bDBM6*AhLap!7DG<of7kvY}zA8^c|7@;8e5{m!izAqNKYoFEnuo+l)C
zA2<`M$!CDPiqE;7)ACp`6WoM!WOzh1qO{_S5!{|Tn*p050dH8}r(#vZkOGQ*3ig82
z??P!Rt9ZS_rxrHgl=iLL)RqQsM(hCpRa{^e86?P<Nu5osJvhjUkl|njj@_wng5z#3
zZwwuquD>exv>U8m<r2{-_ZnVA$muV;(lLXfEvwec%z^+OiL3gf{4j`5@FmV$?mEl$
z!q^%QFO4g!0{nLj-n{pW{^-32XyN3NaGVSGwI$<b;IB`Dw6D(f13o~bQIvHDLyrvf
zOVmi8&!w@s43-?oPp|4W$x+k{tc#B#<GA8mZ#_6ZqG@gf+6h&-0wy}^b#@2{Nc&zF
z0YG4wwU;zKk?UGXDRDEE${(H9n_YM6PYjfiTlKDM49+J|#0#59xchPw=JdFQAdSOt
z8O3p*j5_D?)V_iQRI?Ee+ns4*XR^VU3faQ6h6==@=pv+SEn!Tn*>vmto|i{&Pq5Th
z;79w&Gwa;#y=%$By!)D9a4m2}3|$W4vMr<$8Fi)+fh*Jv*6kOvN7$c55$UHDRuyDT
zJ3bRap2@MT(9v)@UOGR4)@u}DnFIs^Gq9SWXiTFm{(ep8PTL?s*^GmC!eTsJu68KF
z$7Fwk`75aCi9tr;IO}ylv$~TS1nj4``!R!$opRgAZWPUMXEAg>7^1@(CgTi@U{cdg
z0P#`xu1CerDU)ong>!e(Hwf~~s%BV_v%(&tx@DMKUSmevp8$32i%j)5D4asm3Ox3F
z^-+yGF=L&!H2p01`-@JNp1L*z^oa-Gz8NSnB%n!+JsD>vfh_7PC@d7~$Y8(XOu6>S
z0xX~8{Tq>v?GI*xp={RbNhLFLOgvt3f*08J004eB0ERvL9uX<~!5Pp0()w@O+HUj7
zL=CeVl|armzTU+@1XsQXVDjbZ0V7&+F0fsz0ccWVze|JWeo)tb*?e$hH1V|fW;9vl
zCZua_*x+7H-d>w*2grm0lN%ah>v;grU9a1t0<X-hi?18qHIT=6<JB^gwxNe7{H0<2
zWqRHnH4rlEs+!kqfyC;U-vScmp?P<G?Q@1v?zZP*NH6I#lN&Ju${LHdHtT?lctEXy
zCmg~!Fy7J9<}Lr4rLo(4AW6D0ULPjgk3_jj3<>kH2Ygg^qt*h0<pYG~1`m|HN>teU
z5k9YiJjuJvKjxyQ<*99@Se{qkObv0jOg#Vi)vmKanzjOqI~=EKnApOH*02>2NDq}4
zxQ7HethBvdK)Aw0dmLnxro#{t0|WPCb97LILEt_8Lu!KelQw3&MKK>2lxsru)ZIcM
zYNKB)A3srMA;$!zWI~4ac5?58&MzrG6L?D^i(`h=ECKN0gdC=B{n;vidf$YwlQs8C
zi}*D;iieOl{XRT1vUdCG{etr)5&4`a<9ZIq+*i$VltIpZXE1Z~5r`FoFZK*{8~LGh
zZ+zg;>(IahX}46ngwD>!wDX^9W=6ayy_Rjc359gA6p86K*=t{=6}1wm<(gyO*vM~g
zOn!NX7`BJMu24Ve%&KqF54{8E9wZyeuLEK`j<}m*th;-6zk(igLYDR->N6Y!1<saP
z&Tz3O?U2duZU+GC=!8o%A;(%mL#4T!K@Yv60+HifO<$ze1Lp%I0}k0o{Ai*IufI^h
zJW7w>3#uqEQ5DQ_ql(az`)n~%lWPQ;mm!~CNhbI3&371Pv5<+mPvK$3wbv(OFkORi
z(eH6UjO$A?9H35m0<NjtgfFq?L2Jl5N9EcIk0yOx&luuMt@-+xhLBom#H1<C3O&9m
zl<56Vo`9*}AQgy~1bte|;gkWjnSh)D)JL<QaPf5$e$r<Rs%O;9P)GQdSjI`G+aQ9}
zKBdRVCwbkcCTKd4!QAh9ig1)0<pwm{-&bCKPZ6-IzaFwhf1sXXVjCmZIWy-pU|fty
z;3oW#*f=3uS5(m>B($1V@+=qmK_i4yZ`D9t==k!8Lk(@sbmFV#)~8A`x-d?{6#3VM
zfLNW(SI`ZNU#Vx_I0VL48CVD-4kbyI=k%mUXp(!_t*c^8Mr2kQDqXmEJ$6IbtJ{IQ
zs5U~Tr+ww<3ub~1`qoZj+Oy``xB_+uR_wveBOi-xoeIa_0f-{IwEny2`$O;}zl-gL
zC&(~wd+6uA;9&<L2YinMwu+uXhV^4<p$r?k@XYupQ~?=DO4&=3F(rI)k*||k2H@^7
zHyK!~oU-B`k7tY-p01s@5tNq9Ms$%ZCX^?{8yF4jR@GGdj#3{)hXc_G-yAh>q>qp%
zS}8qIjl;ael)r191#V!#pW{fV&S8Jc{8fKhcuEkxB@4V8EaT${59sW$K5PW01=5y)
zuON8=z-fhXbpLqr!5)BG`Zco^9d*2G(Dla(43Fvsd)6IJPml$PNP?(k609T2)T5|y
zI-Ba{_itym4EiNO?mk%6t~g(N-B*!7_ef-KV;i#&m3UQ?Qq9wPN8mBb6l=2e!%GNe
z)wgFxuB4lI_<2nCi+wsMvSj5C$m!~TVfqzxDFaY2xZ2~R=Yl3d%6hGFr}*C$u#cpP
z$}@2K4t@<@tLPqzKLAVy&nrS3Rt~>{wm8h-ek;D@fCGg2E}2Ijz5y_*DvA*-vwycP
z|KHw`|Mq#6#dugx7bG5iUaQB=8uxXtRToc|c7<oIU*BY+43y*S{oLEz(Y$%ZA^DN`
zmB$J!FAL4bmW*V+JSvZJ6SKSCRHxyCn2|pV0hqlB%*yE%A*{zfJ*0!7>*Sm8Ojx17
zt;<NJWX7?JR|2E%bW~(rZ|cF5*}*RKp$Cz&w;J8t_TT5f+5D&h@|Jv@vf*<kJyYr}
z=|QLKCGok7J|b9UWbMN%Gd#VVOnQ36po3gZoB@j<V4NPA!Q)t`6<9I?mQ*M+JRJ}C
zqUfOAt4=__i2~@oG^ntK#YezAR<8;undRKs(+*fN12!fnW|}9rq)nic97j`8pc8t1
zkGVj8JsJpvv1}+8duPu8(9L*XiFH4u7-Id>3S^L<Hu0#z2ScLvXQ6>0uQ<vKdbyW#
z4VVHMppz&eQHLAy@1uUJ)b774_3xJYcc1!?k3NAU1PmDS-;fO<bb<Wbw@;}CFi2g#
z4N|$p<F0bYFgNNcBDXZ5J8cf>n+&ZeF@oX$4g#h=9pF;_O<?UPg3O@7v(Fj*GSX06
z5b^C4OOw55V0QZ@uGVHjZ*7=juiOO>Z*>ick4)wlB+k1FYKmvf`{)Doe2L^Qoggn$
zE|9ar*;&}Ye7$wE<L-<#@R=Ht1m@a<tGyP%nzgj=?G;{G81_3X)Pd|Kqz_baL2;xn
zQkOL9^}E{Fm&{6Xb5peJwJw6;g^U<fFrb0ua&v<pfly5t9Upi8poy^GO{QsBh{!qw
zEG_ZMo>{N4#(0kr=%kouG7Z43|NaC()&KX2e>cfbz2yJ8&Y*`B+9fgr_LE?|-oj6V
z#TFPWeO#<Gf&#OF(`BRVFXe?S6d03<a2Qv>jJSK=%k&{&_XDUDI7lO<bxtm#@kZ~d
z`t7kF^*sNGk9&myV9(sp0-TIkVhQy3c9_U6J7hg9R>^pkuu*t?M17`^(bVJpA!$ju
z1<jL-Gm(-fkXSB*Wa9yZ3|&UC=-8<t{)V@(?Zt!((e^2eJ0otnPa}!QP%dNL#QrEd
z6RqRFlQ8_w4eqa!u>a0=7kF%rc<bq0)S#-=k_%Y55XXnz8aX2<-ZwP1AoenNWhk1B
zUxYupLPhtv%`qb$$&)>mfOdDnjnK>yM5uWfZS^x#s%Waal~EZW)6^I25%2wJLjgf@
zkf{2tM7?5T?7bmvvQ!cFF-fYeyu?6&0P~vK5-30|T4h>+OuK8|7pBR_V%1k6D>?$B
zXCy`YUt%T139el0-)4pw-jCO<ex5Y^ao{sw9d&FJuQHQ#(Jk#5O$F{_*Le|fY1Y|I
zmZg=EuHfU*CA=Sj0+lZ;ivax4^wu=?qk4pj9{qHrr)U+IH*PvQtT03;lCCXeVBya*
zSn<$Ip>(vpq-iYZ=-KReB>!Rv&wpl#|5xXD$OYH{GkA=Tl3WyP<bk4i(5r%>Q=Y!*
zT{Mg4l(pJUQ(ZypIS{!A(H(62oR+f{@cdZJ{g1^n<}`>2Sj%OBad>oJ#Jk7z@_|;&
zgiTVYM)5vaJ5>Hg6{kwObH^L30!!X>ROp~r)0aop5$OrOO{aGEEzhl)oAH(hVjryR
zZH$cARM_9?-8HvEwO?K_aSs+F(|9zp#^-xtZ%79s65%FYPIl6#cAzWRE3+7G41Lez
z2LHh6*(%BQkowG^zhq&(*zoA`Ml<=-K3h!3oZ2Ij5elc<BOe>m-(f|_R($2q^ZTF8
zTp#31yd2RiG(rRXQ1be~yve16oj_l&7>!r8ad(1YS!WF_C_-G5>BT}~-rp)VKG$%O
z^W3|sWFWLWxJ6w8GiLOx^u?;q7|HPhl_}fmg_cXMH8b{(nHtXBR|}oB!d0J(Q1(`i
zQU)8SVM9`5=<pqp=4Am<u?cAi533nvEIv;#FT>2-cBr7)@8bs%(vK9}guQN)Vda39
zU+f@ljG2kuiQ61H#NEPg7FJB5fygDFE9qoy`S(j-IO$T?IrFs~m}lM=3fig^IJoT1
z#4Bpt!Eg^#ahA1kt56B2!BRyRFk|ZSVN)qt=)?Y~x0V0pRRf(~fqIeS-j_!X1=K?%
z$t!8J@v_`O=v&<m34ETlRh;xA#7=G5$U_dT_!;$y^Z9^?>jmv|y5WZqSf3cVh98Yb
z=5YS`{i{PY(I?IpO^}1Uz|Z`Ij2BlkeG@fcE2~(~XJ;5#`fVEM;QbG_HOrPZjm-^H
zq7k!iISpPxV#aMM@RaVz=!GZ8Zd{t(G?uy<fbb}6VmUuFsu|OJdCD?Uf}URiPO-d#
zZqlD1DaA4r#UeVphMR6PuxxjF1fb0-fF;#Lvi0386EWUUyh4j*mls+v-n<GU8y_rR
zQ~(}!^g+ej78Eu;UmjtNDl>h=ENGk^GsroTtI4JyM$o@3PdkeoG*CzOWK~sPC70p>
zrN|b;Al<8Obk#ljhxX$pO(s{zB%FF{$xzYb%U&N02921vVI`y25>AgAdJolj+%b<L
z{}gcpP~-Mg`Y=-m_)%f1@-4cB92ZJmVIxy-?c10lrF&PB&%kT0xz@?`EI{_bFO#k{
zDWu2%Iwe9u22%0O(uwy&mHQm7yec|N7=_J)lGoDsW>tg~tlx?Exu|aMz*>o-ho4La
z`KZgC>P~;6Au*5Uc&PNT!OdmeEDfz0TArZzsoBE%{M^8pqFxBe@mt|fTvpBOA=8Ii
zJ}mV}2&r<TsRL<6%;j7>8>T+T!aD^bYG|ryW6vIG`Sf|aqQ5FN!4e%S{e!z0ORs}R
z&cd4qA#AND5zWdL*o61<WGij_)}bvEvTdRioU;A}TunwNOb#SDl)KjuSL1U#sb5<;
z`gs;qw6Ks?*5foGcQcJwVbm(Zxl`pAuffUXNqzK#n;1uI<Ks?$>Xh<)?)lVb27~Bg
z_GqqUx(o4m07LUwQAxA0o|9eqfIs``wi?2=1xmS0nmt-DRQ+<)X3wh50A)mv1qUGc
z$ZOJVDlSOP-CUFB1uYn$2V?PEj0)zl@6T_R2)BNeLngDfBwpw~-=FaQLD@W$O%Q23
z7~#o{v(JknhCU$4qMM)T7!9bgzW(_@bxK1?4O1Anmj7VHz3*+z{Q0vno?HOreSdl~
z6tmnnaeHE^Z`k|_)$6-2^0FDwC0pwe7&`+A%$4-9nzBSIzSeNB7bZK2ck^(0Et2&d
zQYM3sdJN01m|o-mgszaI!Wr4foX-o(Qz9R4tj?3VTRh@_@xT*%+wG7}zc*hjFCM9~
z(b>()8*P*z)N~b-{KS=vewDMfzFJ3{`Z20M0i9MpxW!885!`s%1_(Sm(Du?w?^3hf
zij<WMX`0c5jeC^)*{h9CBy6dUN(wBK)AnBGr)>G$Wy1%Z7l?UO#T!h(?{5vUV|>&R
zyD%Gz(hsZ>W7vfC{eQi5_@m{-f8@7oUVsGS$<ct`aEpp1%~XGeic!|<5(FQK{bKjH
zkIAOVO6ja_pY2<Olk9BvB^#MmEsNrGfmHhwDQ}&}eT1Pp3bR|xc1Yx5##rR@n=xY6
zC#g5cL5Am8`V)O~uX7VV!Kyyy8mhgYvEnqA?lf{z>;Z-5<$~FBgptQD=N9)1&~6zq
z^sN$EcXWvnSP<?v1aXhT(l)bz*)qx+$xZa_Ub9<pZnJ^&Y;fW`Ue*|RfeH!z7aFs9
z{9x}@^^jf(m%x(`HH^04#H--kUUagyrr1N3-u8D?D(Wmx{LfOmfhaS;OWH=JS3F4)
zMwDYD7TcY9_0Ks25h{-pS)66H(-9GVysPJJyl*_{<S2DbYq}iv(ngE$(M&lvM_<(Y
zH(q*rz{o7MD@}QG^3`T5oQz4;<m4fb#1rArm{8CiYHaUc;DUZ{uJ}90nH5HEsuvVv
z(zuvqZ3sUcC}X_@z*;eEX(k<zGoNE-*8F{Q2OF@~H@Y+WWLDfg98*r`<?O?Up5wZ4
zQD!xR=W6@hXl*j&u0Cwuhga>R2rra5xP~3NYhfO^ODXq1RAxkRdwe9O)Ky@4I!XUI
ztvhbdRKm3~LH8^zDsO-AE9i-jxAhEXWyCoMq{b!WoJ(r~ct$9&Ful5GTSKZ{&EDSm
zeB`jF`9t{=BRB)=EP>UzxwseEBW>)IBF4oL3!{$}n86Wvwh<3rbc=MJ`%4Ekrr51!
zixD5=(9Ii_by2D{(&vXy9G^D>%Z)?mW>g~F^B{gK*B;Els3g}V*w|F-%yCJAd1)Tj
z*UP&<C*8Z3Cq3Fk27kM>uE5B`iYv57T*(O$+qEyqzb8`5Kio<aLWc_D;iyR7XPLI2
zd(Lsqi|3=%(DCUoS)H!igV;1XX~ECKdh<#(LtLR{V$2FYbR`w|56P>Fm>8J$WW>ZP
zIOR>OK{JGzac%NuSy|lP{Jg+E$8xSJaV0cx0?@Ia$EsBL7;)2dymUw#rBTGA^e_z(
zTjO3D?DIQ=##FTZ;W1g=0|KIrQiFAH4>&4w%vhZt=K8QTQ2pcrAz=39Q^B>}hvpiO
zOxTtVHv*(Vmdys$Y@~dI#13P|;ZrZ=rVXRBF~R2|)AyZB7y)8+fhM`_#YF@C!pyUp
zqD=}1D-h+LLW?0E=ia3aw7SH#*J<*XM<Xu*fnHTn0+*Z9qnF|@Ojwa@z>W#88jeh4
z+t-U1q!HPRAQEn5*E%o};PrxBfd}U(_P2d;m~IxtGspba3&xj@>@74$PrMc@ckxZ!
zm*b3447QQeBC_(AOrE*$N=A}4Ti|s8XXS=mN6kEVu%=?*h8e3=dJ)YiWkS!3)|pF%
zFfmP%=IjGoSo?U`C!-J659Jo$EtxCgf-XSGCsC(qEeJumBANin*Bn#NAAZaw-Nf^l
zrl6YYxH-P=fej$5xpipJ6t|~VT=_&g`qhQ_h{-_DCL`KZIWm(`sFmhUT5cTGuBzX}
z<)vOEGJ<8-$9QT9-Z#fipEjW{ax5C~UNEb`1~GGJ*+fP-584XF4e>t;->2AiX@b%S
zh#4o68LN{zItZfA@ba`!`$G{PL!nX6ki+8Cb$#L&5_rCX+^Dtho!2x2b72ut)Est<
z6w#asv^kDB@9gr(o4CEgPfAh~AhE2s@k4c(%+ww=I~K*;oKuDDH3)gMeIPz9SCzTO
zH~6N$$oRtCrL97KtY8RQz@@RCHbASQO7i?G>3nP6^l)n$xnRH|_$UG`Puz7^^38O@
z#3I`$4|u<yV0<x|{<FBL9TQL4u03MS5K-62!g)C#de%n|SyevhD$OkC9ed48vN9Z#
zMPH!$E<v``#L#vxGbArbW#S%9E4$d2r5lj~2Ja<VxO%O-3)We+RIX)4$~M9PQiukQ
zMcqfbyp3zYp~2`yi}{&VS8~I}xE-BIQ!)E_e&~DQn>bNx7mFz-55cJzQl)Yo<#%U?
z$kE2W>hF_j){y1Bg5qSxm7#1Al6O`C))9q|F>A1E*J+50ac#)Xo87BZ;X8%u4Y)+e
z{lkDnF2_~3lMRw%t%dBpTeA1Qg5LS@@MVlOa`x@!oN2kjF&aw#v9w?Ur%3skX_39}
zNz+D|>PZE_6EGtC08&)czg~vT1g6v)qN_^yl2TWMyNdj&LO1RE&haY`dP_<V(!!%d
z3#ZH}+PIoKt@idcp*+w5nc}3{$l*+LTLTo@uR+SNa|c+uYQOi%ihSZPriuy^W$ZkR
za+)Q*;oNb+*9F8uW5eZTEw0*=Bl3qTM4RWI&3vxx^t4!%3O?Wo%X7*Ex|~mEX}feW
zN|rY{)R9SPs7&{4vSp=&oJsHXME~}gXh18x;w?;?MIs1ov$ZRb7EvB#@dma%vQsFH
zQ*%rk@vv;pv{U!_JU4&;GwRK~x>K(IT=C-<N2CAD{}+HdF_GET+gu$cuv)i_Q!T<z
z&7_=q(^LKFTMI6>lWeg^vtMhWQjEH*qpfh#W}uZH*#5Ccry7_@@lh)BUKduNBH;kD
z(E)3KUE$Ty;zxV;fV><w77q#8pG#S46|-C0Jx;y?WTwg&PNTi0$CY#J@#$mNv|kKG
zB9CTkPo4^gcTqQPNj?{gE6Hcm*LliE)jbnhM$X0nX!=Zl1wB5GDI1BH``jkGI-3|C
zP_$LB0t%;6?}KNO68P2x`AT;a%&As5G^0%J1)M%j@h-YA^pS1-y<pNx2icnLW4<u{
z7jp%gW>VdELW--!FD*s)rf0xOK3sEp31+^O)~+#H9x+jw!wn~SO2rpXm2ELeEk;#J
zY^kH_%xlC=5E>eA0>t94Bg1n+68^whMCw+o7STOUEd>RFmF9C5Ax_WwEnr6y)bAL1
zTD3^mj<e`kORM-g0m~$g4U6H5d#fwq2Js#*reRs`=r*@i-W||JK}+PcJ4kq>PX7fp
zL8Fg6h5_@yKu5#*LRF3L1`WOT7R@-tlkmSt=Knpp|Gy$_1sQ2#q>XaPF?lifHt-oC
zC+vOM3RCkb-?T=?H+LoD%6(2+CjqYfZ#^W@+nES!Pr=j|Dm}#yuUgw^A{=k~7+{*W
zJM&MC3wsCh%b8b#P4IfNX0$^O?&7@j79AaCw00wJ_|_wP4g`8!4~3><_YU^FOw6cw
zcH_C8r~n&*wR1S+bY7B`toVgknZjaDn^t|fra|Snw5(wt)q%D2L5K4fo7T_g=pq%)
zqHB$HhM-6{<_m{!quQ(HN4Ot7i=`T3)_CM}UC_r94SA|mVob{5Tvraz?zvi^q}Q<L
zs^SIrMRWt@=5x))4I7%(d7$NMguY1`#>(c=@wVb~F}86l7;Qn?ezMH|sIJm^6iwaf
z8lPJ|>AWcX`G`%bzAsk((z|}5IGxkWL#N{+HNuZsvus!89$dlTqqB_7#>}jwGssV*
z#(a=_IW47<NCfzG89NE2z8?Ji^j`8smH~6!N=CPafWo5En?)tBtoC2cx+t)GnT9@-
zQVlCeujo6O-xFSJdCt#maOjl}dk=B)eW)+z&bq+o#CF9iR8iNru)Tj@pWx42F#of^
zL%8o;c?U)Uih`X{S9;TI8TbVT()VZ2?dCQ~&<^fQS_P5xo}`+~o`E6lLO~rY%)Q4}
z8Qto~M~jQxwsTru-sAK<p3gS^sPy=<ED*qkKxv=-?Z{#5h|;XX_}uD@TxAxyVC&7&
zFq_%|)0CYJaE2)mzD_VID_umfJep+ovKv_=tJg-uGZw;uLLYVO9NQg<p*<hcqTAO-
zZ}|n)MJD0_x2?&OGE_iJBAxnvBvIs`boA4*kPcqF+p<N5#7n=$y`Q22ey?xwKXgp+
Hb@=}PLeGCL

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-41-GPT Decoder Architecture.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-41-GPT Decoder Architecture.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..165d86c6e7ff0eea366b925183944b4cdb270bfe
GIT binary patch
literal 43934
zcmeFZ1z40@*EfCx5|W~nw1kv^NJ$QgfPl1wq=HI}h)CxM2uLfbcxXmIq$H$AX;C@`
zK^p0pL1KVm_}^n3IZvMRyx;SE*Z;a+yl$DB*|pZ%d+im!y$^;CCV*oas_Lo$0RaFI
zfd7Dl5kMIrBOxIrAtoawB|UnSjGU5=ijsnY^5pRoG<0mt9PDh&tgM_oB7B@&XSi8e
z`K1NUoE4Lhkl^5xQ8<52UPN5t9KI2PqeqWYQcyBcQ8Ar6#d_-8U;a6G3(%4g$rBC|
z5pV&7v;;)71P4t32RKe*f^R>-j~@a;q9ep4q-00QDZm2d#{fbCA|k>gM8w2Lj)0~8
z!0&-0w8Y0xiCrK$p?8Cn%bD(6z>^Fz?u#Yw==FP0JmS{(1CNq3FfyHF<~_~FFCZu(
zDJ6YgMppTfimKXWbq#~7hDOFF*Gz40-nwmTXYb(R>gMj@>E#{tFgPUiQCN6vTzo=e
z($i<jnOWKJ7dg3kFJG6Il~=r}tg3EkY-(<4ZF}F|+t)uZh#dMfJUKNz^JR8!eqj;4
z{&iz>Ya6q(i>HeKAo@-g`2Tmp{)R4EkS@X_M~IG);^`tF^Z*|s+9SlL#7K@`&?CL!
ze1hv-02$rICmAL0j&h6Zqv);g_mDI2NKEpg@uYpD?9UMv_#aXBJ7K@*8U`qd2teTx
z(E<=)d)n|z?VEs#4}uvRr(a2HOl|t`uhm*m)i&3b(#lH-Y3S-FWPg0w@y;$fXHUBe
z=g*B@fR!yD0CTgDy~Se4Bwe2$?*UNXA&TWnw#`Otk3yFhJZ@{iEnBv?Qqr*4)&sy#
zZ$HQO0Dy?$+=31OvKP-5MEAGVew6=|6`SM^u{SQM`%&ls7{3a$|8xL!eS~cfTt5IB
z1YUS+f~_RuJ5%`98Ebq^iH}BI)Y^(1WM?M^x105CY&PIP@=0;DTH?J{d&@mP``WUb
zfsclk<qwVF`brOgw5JEa+DphUB4EF_%Yh2FPmKjfa64MVV(9;`J%la%DH;_1Q!eox
z79D$Ukqzv3?&luj@Y@66p~01nB;1|^>~|T;2zcCB5!{kK0Dk9x%ugY{qQR(0bg9GE
zO8+o9{<jDGQu|*n{qJ1b{-!MdkE{pL9So>8|HX>)`Kj%D#z!<JkKeql5Ksui(OO9F
zy~gXuQtcFyXHx}=a`z|Ak6*a6B{3j)zwT*@Lxih`4P2OOgRZ>YEtpPEiTE!(WZuRC
zZU+GOE68RW(rA?G{u{`;?7IWNJjzMgW8P&-N_EX!z^6w)ilj$(bX3{KUU>9l1gluy
zZJQzE7-$+tfv^)h6}L8{Mh^SUhhH}cLzWq;mN$%JJYmxv3H$4&4ugb!Uclw-2@YQ*
ze5rcFR4t@X^67(A{>*bCG?Ze==I`2}dY0^nvU4(W5?A(*7Ep;!ZzZ{SK3-(@O?=nJ
z@@~>@mfB!QOjW1@dkgI_-q82ym6Y|m(9_!H$Ls?iIEGJi-g9-rdiH!|P-qE9M?t0+
ztrm}&MsYa(HYr|-PTq36-cEg%tW)3x10$VvVz~7Q{Qtley>L^00x?wqyYwSmk@`JK
zN5jQ5Re;m{&BAoR(=56&T|(>s=AYx}7WoOvyBr|v()NheH|vr;NV(htpl$rc0Z={O
zHW**eH*aHhYtijPw|=ka1x@oD6Fn6=;IBMU-AEx9ykt2*$zJs~7WyV;@MUmA+CNm0
z`{v#4%;*h|Je5>s^paJY4r;&R84=x{fj=r}K;;6;<*m0dmRqR6LF&Ey*I46^C&|mw
z%19y<2BU7}T?)<$Xjddv^1&s*CdR|hNQ#maMoBiPxRD8zJw8fWr~LVKOpGu6BnNE=
zUG?39oP}+@SRR&Q78Fqd)N+J^BM`Y|qZf|7aQFS(C3QB1r4KkhjQC|#wb#~eqq*g0
z4YT*8=S}CateU<gNQ&dyJd1vLl+76SWN`=6(5=eyk>WdF(U{GA4we%Qxn~e1id|cE
ztsmFLqAJ(IzxcCx(qkPx+{i7TJMk(Xmz%BA)W8tkApY#)U>fmRu-G~XQ7&h0EUm~q
zFXi3(plrwOInyey?xou*??)`v(Jq=LeTt`e3lgf8324920dmHDgYJ(_hFhU`1J7Gq
z<fhvY*5AP(4*=eCkUiUdf%5BDwy7u@*g2RDgIl)@E0fxdMvH9~%liYmsXrSE)8Leh
zI5ywG60BZcD$WcScyLI9Wc-=o!2jXr2z}=wIHwlA&ne?S&Z#&4A%+!}Ip%f5|GBdG
zHjBy*PbvJ%uPFu3UenZ%B2P|Cam=^>YBHw!`og)DTauHzYj2@LqGK?c@!;TSL!R?O
zE6Ll{{B|@%B^Y8K7bl78iu~t+X*GJW1ly9sc2?APHxQwwp&_ZO(#cEipMZ&*#@TwB
z@gDMBlSz%xE~2r~E*IChGxK!BOwHaV3z{l&Wap1KTWU^s1sjhEqfHl4mMV1D`Pv&(
z#VpI!V;q<(xhhib4tl$lmr9xPHyoFnD$r9oOU|G9;LsEBR}|-;EgM)hs)keDm);-5
zsa6ZlxpC~UY>aQ4?J)Nyu64IpeCS_FN{44#1}0W%gA;@w_$!ZsP+T<xZH8CZT5h56
z`^Hx5a^GGYf9UQ5z}r-Nql~K|oIjoL|G{&?d^HPHLH^HiOE7K=dY9@LY}BsPUI8}B
zUeja#*8fbwu_wGY2UX@8>Ath%VCtcla;ou+u1B9(4uED&b?nu$CpT2+4E_>h|B4X)
zMcHG2Sb#{C!`v{{AKg7^^vOHr{svuHM7KUtV31Bv1^6ouDJXHs4~e_w9D4aBezbnC
z2Ru81T;Lpyv+5Td3cK)`I5Y14ZcJxXW52(vIrwsKlOu&CG#5KhV3++_L2XWTauFg6
zm<mYK=<W1WddGA=U<lX37rx7$^)>x}EBpg4J^8^g(e2PVO_jGoDgCe+r#{%I(+o7T
z&_nM4c!JP60NfBy3Iy)%Q$p|5X;*oZo2twUK;xGV>7T>8=%0Qj>a7w=+hLnH018i6
z_Z@nv$f((nL9=kfs^HnH_Vx^3G|fWS+;rGHT{QR1yH(t(%v**eVK}<Fq<vC1$ljhV
z<||I)%|pnT)2z^dj)6v_JmSZfqI-L4SOFi=UFt=v?X5aU9o;gceB(d<QZZacx6mu}
zSMeB({+87STR&oL#oLeWetOj`2MWH7n3v0gjSoX6H9x_+J@gL%MESyo-pzm6toc`(
zUu_*~WMh~A%LSK@huSKGH6(!+a{4O#0DwXJ=CcxryUrc}!J@YgfD5CVI2;(3Ah-O0
z3#v}q-!Ib1jK2E69se#~yafN3)jwzGe=xav!Eo8(=@%@ppz@fVX1WW=2`W1;DW_nK
zyXKE%y=AE!$(pucIr<`Y*dmW7*4iMgp;9yow$5vI03fkedy*d2w%EW|2f$MJ0U)U9
zTo+;Z&yBf$(3qqD9~pB53+4%3*k}|CdBVc}*Jm@`(Op(d)Dr}_ai)R$Cxe$&3}ogd
zMtOf0m#~<VS0sp@!zNgf!D`2Q>#lA}R7b^&y7|dz-%Cn*+|bcRJ=9^u&fnd|F<dbo
z6dq%Ws)#78e6C*{K6U9L{Zm)^*)(c-mdSnXX;ZTfDS=CjDmI^GDSPgfEG6y+!#_tp
zHdhnM{UDec_#)A6BKSo@gK8FUjFM2xt4%6pWlT!ZwRuyM>VzkTy1xk$^j4p*wR1yI
zLc1MyuZJ%-oD&h=W<9&vHLcRnnxP`$()9Y$BD%Q!^@ap)bGFxWW`X&3#ES*y`w9ay
zW|`4yJBI${b(1kC7EM#(&MzExZHHDTE#Ae&yKO0!tun|$Bc3{PeZ9+T(#=sjz*T&U
z__Cnt1-7MlOoW@g{iFbIUHRS>cIy~XXSV%(@vG>%&B7v*&`kRto%^SbOD7KjHtCz0
z6A7IM04lSp=qM&}$wKp~)5dmbZG~g30IB^pX`SX&*KtJXnH!#G##U!NXq%aX0(A;y
z$wh?Ni0S8cJ)+AW)vDQMFAbX;b$E)OXxVwU!Icgwwcvt9=EA%jyW!)XHFMhARzF^x
zIDw-xm(fwntU{1r@^Qygq^?<xFK-*IGtEZy<f3gOxKaJ?XqBT?_0^7#FH)cLo3Auk
z;4eI(jqc1${wQly^Mdy`B=<gB&-yDr8c7c9nYJ@Y20<njd%~MJpC8(8SDk0doU}n?
zR^}s^9i;qOUL)cz+al`DhkUw!PmW>ZWwKL@q+P8#G;?Y9rctj&zJxG~ZF(n-1UM!o
z3FG8eG^2TcktBr$_r+_;E&4Is>}2%xMNI`xM!hrr5(PxQ4CCl^^9}A?JP|tZBDsP3
z(-9n03$kU*UQfr{Y|ch!ltz-1#%$I}t@hMj$cWGs${~-<;Imf{S80r2V^|+uP5yLR
zHAVHBcpJTfS3>YI1B^jl*+*!KY`OQMUqz5U$D`{0#IBbkc9(Z$<DOAq_x!wjXW3%Z
zGxO|aQ|e3MBjdvr^R`NjSfPYLUnk#GPCpu@KH~iuq59i4!8#5e^wHyW20@0!RW&{)
zBAKz1it7S1#w_;Jb*ea|ezB}^T%qYHr_#jpHx`9xCi)qVE4%r*z*}N?9zJil|Iwv4
zBDyuN!^7zgI{Pb+qd)@*#B=W|Zu83lz$j{^Q;!<xcb4c(x@LmRmpV_MVKZH4O>@j-
zp?WK_;)&$}koSZ}dETz_l{c~QJ?VPc{?*NzI`KyD%k@%sjJzz0YeIDec`%7<lOs!A
z%lk>YzTt1AKKjqg%=kFtmw}!+Uzk77$h_3<rINR&EtKu$_nQ^894tJ`_`)~#sfP&!
zs)9N_a8s%A=4V_tjNEHpnPOmSmHn&lX)jiBy73ibwTbVIql$gisA^^5U7_R)`o)bR
zn!yTfnG;VIt{T(6!mQhs%Q*^N=<C?W_MCy61u#E(lJ-$A1GDN=pfRU5D6v-JaIfjs
zRoqE{b)x5^99tb>?d#Sl+eeZq>{>ckP$*AMp7v!w*{L@o{@kXGlX6s+LaMQ|J0I^2
zN7u9-(YyCW&Sj(H0`ZsfzP92ku}mY-U<E2?2F3G8;qvEl!Z2m2k};_vc*GgHEt1kZ
z@@6mQrEom`oPE9(f%91pns%ZBy7<CH7!)oh)-LIw$7;6nX;u_yi4(p$M%%Hte~gSA
zNYQNdcnvjJ@MrHcS~t5+xqf-%Vw#4Ch(YbkZN|i{8pR$#m07mD%1z1ONm2Tuup5=p
zP*|yzY5n_&u2IQOUz77zG_auyu&3Z6>Ddhk+JNUypSpfg8_-pUXnbAp=Uie=%<y3h
z+0gTHy#0muStrriCH#nvCsyjAX*_}vWl5U9jXeuSd~#1ibS*R+mZN9Op@l<3(BUiY
zJ>zFhhNa#ctm5bThAgqy=ka515h*?fJsVNS%)4%4M6?;{t0oW(h;ZT6-YMiVvLe>Y
zMQua^l&3MH`&I{2>dnZihLH2`^MbvSn)h;ETabU@wr3Yg|G>P-*ZV4s1L}Qq>os(k
zsjP4HDc6<k*k=oAoe8ZrJ$4F0j|P36UD!+apQM|>SEgEL<>YSYy000_3r&+CSMQeX
zjp&ptO66=np5tcEOlh{EnKs6T865zd;LOH#Sgbxf066m@yHkjEaG$eU=Nb7&`<!gh
zQ2AlM=nq~Z6!a4RhheZk?<LwM;4R`JyhXfV`O-UiJ&hgq-Ut=C*MV*JE?K(x`A*aU
zFi=mT-G|NZQe<f6@nFVn-0YaXp3v&OVQye_zE6(Un2(R>WaeA1wcrdlOwp7Vvy|>d
zV(VJ=I;tBMBOUws(|unQ**_ES_-_;C6nJBz=p$b8-(FOj>GcxBj@MW{y-~TO@y?}H
zbX?1VQRxj*;zNMrjI$r<SXdpEIf{Ou4PD+`nB?b@YiE7t+1(SwX5Fk`Eem*S&#8TR
zPks*On%jJA<lWtx>%rVsD&~6EtD3RKYDsUup0Ts2ojI=;>s9E~)Rj?R>O@^-?{@nG
z;f`!n)m|$bmG?-d?1~$u0$GQeWO-dfa5C8pQTi=Xy5*y(P*nYz-gBdY4E4F1o-Cm)
z=(9fPo1(!2UxR+9Wt-k!#zcyfwuFnGaV}iDn?=geOc`2FRCBXlN0O`G2)`+C2FkU2
zwhey0YNAUqh9+u*WmI94CBilC_^5Vv;q;KP8){a{!lpTv>67mV<gmsxck*g;O0miX
zM}`3zqU%#Hu3qAK$uIo=?UG7BX_x=WOXx97WVI}j=jHZku2P(k-D{nf3(RF<_Xefb
z!aAyUy4g1uHJMNG(i$t=lkKg}&okC-_YM?S37iWvF~j(OZ8nA4TMc`R+bX)oeU@SX
zAkT8k_k|45oh3d~P>LI@vNklOS%p+BeQ{~+brnKpp2}ne(@LZ6xhHe7?SdS*UhWbE
zfQ>!D#5E(CD?&5P)#g5#ULJ9>;O5P|@ec5IHvig@{SHlZp|0<_Ze_WuYvSU)%V#bC
zG+&4777Bzvku!1gYilGhNd$KGbLD)>B+ub=WCi6khoG8v1ygswmEFl$O*;~KmpwBR
zMR`sQHD{_8_9U_obv4jWsJB<*qB~ci_k@ka8NE#UtGYS4gb~DD1pRY<;_v+Ft9(43
zWb|w9nCv_y=@hdNjlde)Pix7xs`RX^o~}v0X)mo-rV{l2bPa^g^V;T80lNtsS9HV7
zl@Bqs=ct7;!+VEG$60B!JZ|Yy2~p3*X=RR%c_NzJY4g3J;LXex)F%U}33ic^w-`g0
zvF8W9A11diKFN#xbn3jzN{g7)g-6rW=3Jo)W~|9!uU3++Bnzg_!8~(26!pxTQHBrt
zY6Wa)K8=m@v%GhIZ~iq98uq3?>FqdedETavSAA=4aI8?g*4tw`?a%?VUdIt>iVC|}
z6}D$C+6`B}QjuSi*PI?zYjPj#ZO&<R=+0`Z@$Cz0qc26JO2@qWVsTPum?MOVFL`A;
z{CuA^C?x*3@XNho4|TJ;DfNq2z1EsMEggLt;5N1tUU31xIqRS|MESzxCCixtoWC9u
zj~1%8o4!wxSz`H&jbAM5*fqK*Z9J}-?_Azv<z6XIa2$hHn9hi+CK>BE6E|dBUu@-c
z-punAg=<bh4}cSky(47|%nz;k4Uxp?RA<X9a0Ru<&)dYYN%Ko=8mf?o)2m$<11C+O
zr_Ut>a;ksXjl!MdlTpkO%D3x7oYvJ=!BX4Fg&AH&4rj~mt47!#ujG7CHMd!0Xfl0K
zBQx)AC7a#ltVnAKL(<>)n;9s6OKPg)TDykQ`plqlGg(Ug5^QYv?UNnyxz?uVRv6Wl
zGi7^6a|Z4eKUe4G6kt<d6tm3G6^6goxMk+~FccF=+1-8G3p%C+#t$AjzFK0qTag@`
zDG*C9!gVi8NXzU6Iy5HDxUT?iA=}c^-#M@Lw8@nt!MpZ}itI|Fq}#@gWbP1tgPVGp
zqM4E8XBg$@CYyvg8uEIwZd%9Qq~}bn%a4!lUF~Z~Wf@d?6|0;xuF==R_&7US2`ltD
zR^rl7?#ucI&Prhn;!IH&IVM}_OhoR{Om7Tsj-G2(Dux!XlT;>N9X@559pgPKfgK*g
zl&`wxiC&jR)IOv<Udb9QG&EWMrh=#Oh;v;3%K&ZKOI1w{(r(iQ3>2x9NU4f9!+I#k
ztqh)Z?R??*_wkn$ytZ;G;%;SmA`HRB6>Fi|BXT)WpunZPa)x=Ef4Sg>3y)C`ciNO8
z&^KEVc<%_Rl@l*D6A`buMj@69E-xJzq>#=d?HKjd=g;cU+L(O0SkchhvfItOab>nd
zTy?ax+)7V!RoDO~x+uE)Hr_&xGdFEPqAsDI-MQl6k2N7h74f4&!yIcV*bB0uiC>$~
zSI3$>J8}PGLEF0`t7c{4g4$(fJ8pM2if`T0Jo42lvh*|>+*_u~88){J_K1>}Z4UZs
zQ?jr#NS&n^#qnrEXyj<QP+7<=@y{Q#a}^&L*IgN`HM?TXf?IZsWL9jp<6g&g9J5S!
zWP;!LJSl%9()Y&Hr;4-JL<m%cBBSjQG+eQu0?4hsrEHG6%qgv%Ft5pKr+(FtuaMM~
zLE@qYSKeK9q5}O(r5*mF>b$kyyzLiwa9Z8>A61<PT~j7ZVONW{WMV|t1!v)z-mJ^a
z@?`f^??VSu`DXxGA%ebpor33Agfkw$XREzDmoNB0>vYJoDcR^?Xa=U&770g$^!m8b
znw#C1rf#M0^_6+u_XRDIk!xRUSzc*%#==7S+&;1Q&0^(yHMhff*dwdp(LBLYYRs9@
z?P3>|KFz_H4}cksHwQow2C?O^R@Svcd<`@z=y8Vce8I)|<n%ZWF?j%d%CGB#%+T9|
zadG1v1GCVJ1BW8du7|zq0^#wDV8^69B$#8n4CY1dr+~3yU4p;x0N%#D_%vHB$7U1K
z^w7&-|MxVT({^Ue6c~e*&u>Mn8`hq}eT8Xk8f-^-i8gKYulU+d?pro$R@G~s{kTNP
zfHM@s6cpK}5iO=|&x6jMNS1eMPO?z@0Wb-LA~tv&z(0e*EDAG=10aL@Di}vo1r4tO
znatWE979FT0dP?@?*Q<R;y{(VjqlQK>g;XURhn#Sh+7(iwT$t#IKI`2!I)OB?UU^m
z?eBu7qW25Cxn6t|h4>~E^YKlHVuc-ja1Z^Aar?}mwW^aWW(o3|!VL6DGC08Xgiww9
zLwQCD_B^%8f6&kH+Wt}IobUa>PZkM*WEB)10Nqbs!p5`Iz+OCX52Fme_o5%ZjyN<j
zSi=AkHm^1STk8Rh>j7~!#e^@gAEa6BZP>#=u8ePRFCsv$+$&l1?fEuD<9{{8@Ndj?
zSi&<CtOgDS&#SfF<C0*5u!e}>n5*BId59A~nF$uaGxJK%AtJvq;%}G<r$0PMJFts<
zJiRe^dO@e`rQWytheY_j{_jl6p>zMnrC+r`E?IzF^83LhgI`2&<0lG!MjVpupP)hG
zcP@Nq-oI?%AI_*l4g6sQ-xz`)0hYh$44(8N7)Ut?U&vDby_4U|{4-Afn703t(~wD(
zh6dmJZ>nP&E4&NhdzB@#r$wTI0%<mzy|y3XWT4D?ntm3<E0u3Ye>;zbW}}m$-C(qy
zMqjm`zZ;Gh;F{~Oi)JL1DWVM0s;>;ZHc^&(+4=x5nSU6(n>s-KB|D}FD>mIh(OeRc
z^O;uhTsLBjzR$RmgIeB@Iw*&+SDx3$&!rdo6zL&38Wa9)ErD}fQsYvYH=HBb%j)~Q
z{w6WVueI9;I`VL~eEfR;J_Y~4JN(K#9T6Nc&W!k><zS$ebN!{|rYyzL#*gH0WnX|7
zJ#-VY7O{zM>#jH}zOrUHnv<{gVmK@Cq_yq^Chl<cMX9ngf4~&{G5ur)rk|MpZ=|1K
z^uk<Ctp!Z%LF@3$lm}P*AcE##p6fJeIyQG$f%FR=b<r~q5tNF#u!F~8lzG#%M`d;U
zUj-o;j$oxMyA6&6JSYSI8N_7}gkPcg*Cn5;9cubdcSD5l^4aVIO0adk0B}HhDx4?q
zf5Z<0p852j4(wZZZ@&-n4_*Hmst#2qpl`1AFzOv?Pj3~BzY(22cq=r-HA-C5PinZG
zr{bQn$XL}<@=*2~Xi5f{t9YS8TLVqrR0R2AqciS9M_;W@AWFkmKP5~hC<{?<CQTJl
zn|kIbrD;_wsh^B0X@6s5X@%-)@<?SsAHk6$pXO4lyo%`?vhB^fZCIx8iU1_|EGP{%
zZ2^a{zau*m51ILYoYlhQ*+aq;W6ywqiR*tQN&2(w$s!1*Xj%%D7TRrgnRt2S(Y_KJ
z6fup^*y)?*2*s-BIwUa<eB`t*re!tXk`#`XOYNJ8p>3Xmkq<kNeTut&%}<${%GGTe
zM!dm6>k0F$3&rs!IfosaJI@FA;qX2|B21@umGfUDgMTKV3B)Yz(a?7~uNG{s_0bjP
z+?3AKE+qE8b!slRZB@Zuf^5>C3De<gkWN;3+2UgVooDJZ({&!oa8I>}jgg{|F`1yI
zWb3nig=r@;H`uF+?(}X7`B`0g(=Ti;FP?r~g-6OfGjcXO1CLMm?_v*Pt3ZoujAnNV
zTA(2G>&1Zup`1qh8bq6hC&qzN!-EfA{1c1nHkjtjlK7{vri2D8xRu9xc_7)XJ+=#1
zD|I3cfOQ=aFh!CHlf7cM;42<CX(0spy2ODC6uN3;6#|(t>P0LKLiUds6_8!|`?;cO
z2V_R}{6mD?NlUICVXShd`2zCt$(tAHb~#MftwLl+kq>>fJSOUHJc{{v`qL14gMQ`n
zR*?wi-K2o%D{C~v(}xZWOxC*BUq?HbAZ_|xx=c-HKn&7rQ3lW30v~9~FA`p<dskSU
zd<;bXH2qi6Ie#{x1Fnd_MZP>B7Z8#*MV58Z4Al+7T_3lQ0;y*6{FTgx#LX)O>7&lh
ztTy{En!O~EO*C|#FO7m4cD>5V7PhKdj<Q!unnFT7WaD;loXESYU+(5cUyMng3T9|n
zU{7$KcA^@w{W!4lj!nrS^8h$r%g141NYj10N)8q>#`wT?58~rpb7J3N-BYwNmqelx
zLTkMIOtFWBZz}B}DYoeVKo8qv3P5Ld_visI{h~B9Sb}%~ZU!5tI{+{$8=||!;O7#x
z*VbE)K+BcF>fJQX8irZO!Z9F%5c8*DYjIZ*lZ@Snd3w-2@NdO{xp=br-~&J@-)e6Q
z(hzgAahPijD-0urbzcE(l+&OkhNA{E$!R!QhcqlVGtE9>0c>puOdmrgnYv-WH?#cI
z=Mo4$2`-vg`#!S66_fr@5p>EWIChCm!RAYFbUvrqdl*5303(MBw8ia6z#5P!kNqQE
z`|A#Wtfuq#)ezsS{SAGfDRFpYcmhGh|6u~>@C1Se=r;<hM8m9()k+q43eL8-?0rlb
zy=+kzP#B7%jUvSb7$LToVZry)XkFP(_q{`ko7tmOxT+_600nzlty3?<=XBD2bx<ie
zp=Epao2;62WUr)LIRU8JcXsn00MSMap_6sTEl3*FB|hAC4>-z8qTcF_00-6bYf!;j
zLAgcN+uzx)a{#bOq@l{OY+$Y)f^{8${DE*-gBY0f>J~)e_G3^v%TMbvMSidhoEv?h
zU5pnUz70v8!z6H^BJCg><mI42WrOA4x}xx}s`>p+IcdZ0FNrI}(bz>C8X4Zowt6?d
zapC}I)iMAB3N{zOnPOP9zsE5Ng6DS`f1fMgY9c_IIKI(z|2IWJjM4${5kF4Qi3TU`
zuL;pNX>kPn3Qu4-zFw3eCT)^I-XUu}Ul(%#G@jV+Fs0o*U+7%RHaW|>0EXAMJFcdI
zPHu>8=ZYAK-%*bCn47IDwDXC{gU@`$9sQ0};g-m|nYd-9hih*;1@G!d4LgpGMn0Qp
z<-TrUQ;*&bs=t-s_Wa0V4$Ir!{>m~*o-Vu0DjITM<sPhly?&{w6%E4i{P5d7Z={9B
zG{Yg(*pU|>j_aII5e$iXXJqi%V1bH(b|PaIa}BLT^d!qcIOay2C7Lztj6IL7U?b;l
zkU6ZW=&0IM5qZaP{ymGzubkIqJ_|8UtVQq)Y^e6Eg)#1Wi9K$O%?jALT5!_Irq3=j
zJd^OhikADeN&VFwixh5LTN~cc?o%~%MmOWOwR3MoK*ZD<!!?YKIy66IR1Qt4ye94^
z)FFYOabOp&XWkCC2<J$qP;93uP|I$H#MBx}KicGM)v54H)O|BLT`$xlW=v*fbm@yD
zE$i84r{k@ZP-anrt5?hP%vMSgr<gT7Ot0uN5@@Q>nH<TC@723bZpxqe7F68~csru_
zsEY7u{^GzYnlQvV&u8!m4x+OfYs`U`#$9@zwvF8B|6rX}g-D0B)#SjC)iA*x`V?@=
z>@d2n?QZLQF}*rntiDJW?~$4EkS;zmQtvuLY`ng81fbt*ofrXxgi{eleA|?D{hz_J
zCCI+`s!x1yyt-fUF6srG<6~@V%QTn;IyznROjIWXt14fh!Ok6z;$_SC$<g>C?>JeS
z|4Dd1Y<*LcdsbNxr7hC}6==+R#oLowC;)wo@tG>ZXvixTNq_Kh+N(lVa@V<S#!4K<
zK^@z*k(sI$ZIOD7mBU0iPRa2K-SC|5)IEP>b00cN<zgv|>h~8wl@A1ouDK_HxslT$
zQG0T^MX#o+1A@T$sjsl;uwE3T$P??QIM?VMWc^jgI`@?q7<m}Pl`qz{E?qLo7XDWu
zp{W0INaz5d7v=-8c`CtldRGV!Eiqt2a@LA*(>_V(HEKU=YFaOz+Yz_wRiw3MsqoU)
z7}LEtE@4D_j9{LMO&Q*qrrtN*TlO5vAAckan6Aptg42;NXtc_CfUEYG$)yguSU;^`
zI(_|a0`+85exMLC<%A8BhO8BREo`Vf0DeuR_zG4J=~~DEz_prk09Y<y^DhrNg@S=M
z%RboBC?vsNKl+_;Q)al}L%K3OrJrUkkPTl`0eFRfM9;Kx^mW;^k2k<D%JqVm^4INm
zbB9&$5gC{MHdo-;)wFc4TH!@*)^?%?`9yS9@@B#58O!-CW6rsb0G5qHdm(Yx)rc}Z
zl~W*pz8h<NZzeS_EGV(lPv^_{9z}~ZHVuXwb*@x&k`gI^$JWYy+~EDj6^}<Rj$|b$
z3v9L(`b?3A#x;!{t0^6Mmf$<2b59L^f1E^Kg%=kp66HR=U_@yEbsI4#6<CbX?Qj`R
z!bT0_fvNc!g?M-x2-w?|UN6YIyHD+1BWh4&8DAFB`=3E{|5K#{$RZ;#ZXI1s<HtL_
znu1k)1SUA(o`}GfH73tgW#kI!PG4w~fG?kqng+jQ@AYqz#m6nxHPw|UR5&w1*rotK
z0jN{~4O2Y&SHlz#iorYw#j1teTf#0C7s6V+6*_As-!BUT;&K8f&$BY?+$i`k25wqU
ze6+zBt1HeBK9;v&)McAJY^EM_jz58gJ>9Tf^M*oGW@4lvs3A_<ed|C#z#i-=o30FS
z&F&xx2S8Qz;Dm%;xR?@aR}<N#F$x5GIL(qpQo!v!wSclP@dH3)!r$<NXNR(<nm#Gc
zi+L1tyBWu3Hv>xYG`QPG-7uJv%qbb{QK2Ws`!S#g@eRIwgqt&{ueVmzNE!8Y`UrEN
zZ?b#lgnD$4hv~L*Z|&D<no#PhiBE+$^zYsYP0n_EJJV}tpBfnbnyW2Gu#tPg9QPfJ
zyaD1e#V4H}Atq0u3`^T~sw(zBrf;?tD1boi73ul$_Oh&+4Y8uW{v{;-SPi_;CKvQ1
z{t{H5Mq{QBHscY5t4v<f`Sp1?WUYIy37<y>Bf>aA)60K*CIARsO@n)O1?-^t!pv}~
zI$w)!LtOW%Jdpv2nd@lLec!Y>ZH{AbR7!VdfQswWqbeZJza1$E=kEaM;?r+O>JsW{
zf{Z7ovyKA4(hS!s1DsWuvK#?k*4`EH7biT636FYjW=bcFO`@|7039M`F{OssBu5rI
z0s)n8U*ZdV_sa+(rY6&lF2XjO^NlBObTvA%9sqq(po}_hVM=i-3Yxe|Nqejy=%v|%
z%&i>XWig_cmI`UTr9yX=?su&N27KsQyVabD8U;ht^k323bI_pC08m{7A8{0ztUS;A
z?m~{P&6!==<%_aO>>_>jp*zf9iz2I`3(56yQ~9?Vn>nv(>=`?fWU%Mw+Zp#9GqRID
zuHf8Z$Pu=C5($E+7k_}LWqJb-Y16}+^`CtPHVQT7aB7~ArLe-XU!Mzd!KLr3+BObK
zNe3Uk2luC^___G=AshcL7uZj^ShoM|U%pFffFzs>loYs=f0I;5xTyx9*PHklRKzOu
za|i}E=nD6x^2C<O3HQf=x>NBf39a-VHr)^S%IUv$CP~MXN6=JUGavoH;QV+_5~_^}
zn}Sg-+B?2_b~BPA<#ea>%C(p9J?^ounue|;^KJ^VV_T!8bZt!j3c1hqN&>dDya*vz
z#2-L4v*Z|ZU$k;v4(J((-w?bn@VbMJqTc?v<fctH;BW6xCL5gce#FUxGPK8px!9AA
z?_POu2fbdo+>y8sK11~2u_W``1w#3`w@$@xaL%SQH1vdr_~iQ-QaQ^z3#_h$Px|vM
z#a;6>k}D9zkctDAr&odu1WfELQgHUr7>r}Cg@gZz@Tqm%#EV|;@<=VI44b=qr)xr_
zHf-tm-0nGiELXLE@}4!9S=v~+Cw|6&VewP;dJ~$Fqp>F0gI2`efviaQE|1-0Ww@GE
z?aNPGIWIs(ci9fel8DErYw)Xpmrx7~W;wW0;b7i}xeP}SdoKan?4O<Xsq)2}Ve0~m
zR-5ng4JLK4aatU>syDchfncqU$&#U;YUZbCi9v}0F8(q-N#-cO{bv>(rQUujUNH^A
zH`aK{dS`h$uCM;K>#`61Odg{D>Kxg-B9dNVwTC!)g{&LGg&)qjlX62kf8)s<&k&DD
zRt&YO7O<zoW+oO(U-%1YC49i--=~)TsU2~|soFoJ7Wx*ke%3PyR}bouTR-&3@ALJ?
z?4*k?2R9Er{GP!p462Z_cpx+Ju`4{Cu(om93LCKn+w4c?AfNi)IRG9Lr|r8*(kmX%
zKr_S0y0Cg+IL1Qjy6>Hm2cJyFi1id#;160<h4|irp1#C56~<?o@vKHKsc^z8D|*k&
z?J4RaC#WryGfbO1<|M@Q{rmGK11fnHuHGKuB4soWb!)X%nqnpHl`Nn0_IK;DXBJMZ
zdhtHjp`P!UMZJb<N2lLT;hPpq>g2A;!ZasB#@Md8$D;C}jx4lln0_0TnYQwd$D?PC
z+kU4$L1gJ-mSaa+@EBip1#+gl@UB*K-WhIdm$p?Q$hH1*D>l!Cjpsf|Awx2{FFgT|
z0xJTwj75Jwr{%iSc2g1OQ);}8h~XbRS*FZOt(umoXHT{o^0@3847N|bt|`fXg_TEQ
zC0(4{GAwmm$D1RuISXd>vS{}_IObvli2+HLYt1bM@~JGeRdal_rl+qoUmExR`qk*V
zm!VB5a)$l2VsI#<o>+?U_5@8$YWxN=A;S2sbzu~$QEyO!;HAz>O}74*H>1w!%x&gF
zC~I|cuYsU;=ExT&kEMEB6S&H2CDF>4%24rVN85TvN16=UhqaeoXRBbL?kART(p3Xj
zu2f9BBq_+u^Y>|zRDUkY9d$q)llKrwq5q&vsL>WAFBlZr>$&z$8b{a1b*ukoRmqdL
zx9)b}T=W*UizcideSHt3IAaMVnZ~FufpLoySP%Hp?p0?0XWUn6nxgkEx0Y)s_7^y1
z*lM78QduxpN=MMnLSA-$;$u~H9BO6A<y-xduoDqJNj$IaVCTLTNcD<HLLMG_e<yf&
zOsm<rPg1!7feKQL{!n!0$ykO=LtLf4#}NG+DMiq-S!`_@A2Jwad9F@z#__j_$aSH_
z`sYSzt<vt*ZcUk9w{Mz@EhI0?lP9z1Oo9IKYu9H_IC+EL$@2q)Qi1gKqO4zWkB4#`
zk5^VW4sAdPFdVw5j+t%a?M#n^v&K9VNFNP<^lq>5CBuYBp4C;l&;nsz-G}L5=7E?_
zUze~)UF8p2q+AgUG<{PeOV45Rj@SIpfX0yy==>K_nZn3nGs$3fZ&muICi$fI!(jPc
zlYkq>QOi^4Di&=tb!g#5saooqr`{wTJ^@8ynDXqD+f5^aUwRpyz$Rq)b_`WnJDb{l
zD{SF*Z<g}x29qA$=Z!KggLc$YKuPsc68AJd#SUO!bS+pu7D{;@@&8_#bb&_64K(Kg
zkQ0YpXq=*}KT)0D+YQZrE2cvCG@UpLzgwPyr*{Lg`n}ZgRq2GKZjLls$Qzg4gxpdk
zWpvdi2BSpm9479kp$g>%z?c=Nxa*%|p~jl1v6w8@Arln}m?t&Nbf7IOJb^Cs;}-LL
zVKAGr02Aj1SCvm!s3lW<rTF`t-23<4V+jiLC2ohr9e1RYC}7d<acp8>cu(jtEF;NK
zGTFgrp;R55tQ8%p##PRrbL)DIOo8}YOV-}PBU{7XC$G*h%9ZROl_hA+m3p+8Yww&j
z45dGn`7oB{&de;vY0`exceXFVWL?Q7$bup5#kB>ahOzch&PaDXqlNR?nU7thY@q%O
zJ=lwkdlx%yxy?@p3dTcdYQ^X?DsUaDsxmxrvCtP&(cqz#kL{-JPi){O`{A9VHXw>2
z)$am!iF|u<JVdmRvUg#T^|umzRcL-@%Hz{LDcSSMcf*`!76$VO(^jK(rVTk!(V>nn
zVfM;5^F6iK#GUyht1jakZO)7fH}5;9uRk06;8+jd*$ah((E)(2GP_xrP^=cr+H<Am
zeBTp)&gLJRV%m>QQD@Smwb6oOzXdexhKuv6YNg}^`7_hgGyixXk$}p@v{uu3%7^JU
z!q=*cZ+DNWxDI?fqhOCv#i<s8CmLJ86OCVE9&QU~`d&oJD+mY{wp=1bO0H(sGB$JL
zXw#xi-P1|hiU3L<Z{ynVS=rV@2V%clvj66o^Pk6a-uRnSf5$>IcA3#JM_4_xn%<AE
z@a-T=!3eG=;vvLi8gZiW0ML5BZ{Ij|0;9bJI!g;;#}i|d$^p8NaPuF4kW+Y{N`s%k
zUQSO_>8Pf<Ca5#w@jBy5;?)pwo@iP%7bO}AeG*C{LNad77!5t8;B0tiK=8@TSbRm(
zZyp2{7;yP<xGNhxO&6{KG@*SQQHj~Gg|LE{;6|rLKUR*NSrEMON|XhWG_i6CG`P<R
zWn)}85>R_;I=eP$ALC36KM%98Y0>HF>i!M?$bO~izWf17`}4r%y#s*#45hoQQCZMz
zMI}K@`jTZ%x@DA_QgIDcO~;$4_uGQv=3UJx=N+tQoVqE?>}&n$jVD@ON<u>2W$u*8
zWpeNLD&Y*<-BKU@UvrAUa4}o4VF{+L@U15!P#vRZ*=%_MO(LG|tJ>=}Ax1UGnNUNC
z?x0X*=xw!4KAK^2E}vQ%P+?ojo@032lPvIn+;Sr@@f+8_Es)=%6nK+|7hEUlN}ffc
zn3^e<8@CwZ98aBS^H8J_6zZ2lKE`UGE=Kquj%oV#UN#3(AM|T)b@wvV=a`|!n{2F5
zAJw^U&yH;0m3uOTv=$0Lkp_l_P6g?QZxmNO6mRlt_86a|oAkF(QD_EdLhfU{O8ngu
z(AV$z<y3+$^wDNQ8ICYxcC{dpq?F#*x!9%dTE4rEzP#{@s$><~5c2gdR=Fj1-X32$
zg3rC$Jn=NE(a_;jk1ia!S9H0bf0rP9?s<)L_-h_8G@}Z-UPOmNY5~OmEZhYL5l{(W
zxT~trv|u&Z=WgSv$s4=IalSy+Su?1tCP(t{mj|RHMN5{Qi|kxE86>sRlReCk7M)}E
zIbW`&jH(ryNrH1>nMzo~AQ#A%DAzHpkzzI+ohqCSWPD6xPH0CsW)FRY@tF3KhuXL~
z^S*g}Bk4nHfqQVn{uD8w7=Gh1L97z{i<q;HovMmuz^*_lh{EuK$;vl_=TgD%?eB@j
z5)-`UCvefcCNM=Mt7TsnUujf(b*xQ}yl;$DpI{@Mv<Hl6{hfRMAG_coRZfrCnXOJ>
zjHW)R?Osyuco<z1%2oXm#2qLTwbxP<!JzY*gZ`qg!a{D|Wr+@{PM*fPO@0`sSV}`B
z**TXs%`sLijgP%4)4Kn`vM;N)B>wE3yI0n8>Y)zzwM^QbORL~2Z1V+V_|W<hI6knD
z4O-i=psEEgp8)TjNW>>7Pr<XB0saLrhCU{L!UeZ`0LU&aJ^mHGS-e#|T~(LvJUJ?d
ztLxh_dh}|A2&eM%C5J6oxcTRG1JAM~XjSp?893XI<K?knpKGf2G_2i3FY8v8W&Prj
z9@Gr{NiNKZ>c{zq)mgdt-`jMPe;uj1i{tTpVCQ{%vuDB&>B0Q~*YHCBHLKyL64VFn
zBnzZdt(AA^ormz;yB`)I<eQPq`8oE3yGChL37JPic!$#stLMfI?)}X!f{z&fsgu!m
z3zjS|gFzS0?zxx$q6L>fgtKeOaz=5*)2TUOkF=?a+ChQfmOhNtSYXiS@r><Yir&SM
z3Dr$q2Qbtn)Pz_+vzWHIAc_lw8ohKd3OoR`tIEz?)j6SR;@;K_cyYYtyVPBNraE9N
zuEj4u7H#{;t&7(4t6@obO?~9GK;ewCJHBtH`Jz*x#ibYyku+`=$nnvJ$dT~$x03K&
zU(VwWPZqszmn$U9B_6*<2YdCl#f~UtaFb1A`d#uB@3A6}9E)RZgIg0vZCkYmx;$N)
znBSrp!zN>Q=j(E4C8GA4vCy7P#KZ9siWhCeqYb0i=ERHN-<e)tFua4KP=-?HFm8QZ
zebcVYVEJ%czMGUjV_}RRfii3jUy~e32p2NGoM|K<(B?1~3!^o~7-*rzq1$&%zg)d&
z6<xkTUlf>Gj-o|Xe@;8oWc^iXF3n*Mj!}0K4O(#}%B?i>x|Di%Os5>UrzqDi*^DNJ
z&%%9RB+;l-(PpZ{$DX{uLt|ySwMKdQjU_{=-J0dRywcGTmKZiI=P^!<o=C+MWaY!7
z0&*^SrZzd%^Mz~5JrmuoP(P`mI68r{6aC$!0e0*he#%pwuVWYA*bUCKu~`wLJ88;K
zrCFd8TEip}D<jXv;4)_~oN#37x+v5mDf;k<1*Tf-KGG-^*~$5VnWk1Qa=_6TJWOSp
z(7)?nppZ~E+0jIH-T|2RXIy$?$%(QkA6RlqQIAU78(Om{xQX$(P>!07A$fjVj7~Xk
zQKta<cPP&Pfjf;49+Az2@rHrH<(5X`%M;=2MYNto2HkEaB@tvY0JiTMjKX`u_*Jj#
ziW0j@7FMaaI{w<?qdTI=kZ8RJI^}NY53D7jVFSnkZK$#p>Tc+iN&BLaSWRkdKqyDl
zy*@18fa@F4$u8Q@7nl|(v!58fl&qpo_F=n4-&h}k*7!JSTU>SF^Cko?{Sotwajdt1
zg9G&G9KyEltd^=jSu%%gg*G`K0OzoL^BXXGtO}d2G$VN5Tlt0MPoHmk_k1gn)1<S@
zFa?^}^SFLY7>M)yY_&bgK6vV%6#<?5Lq%r1dvAIpY4-EbjJV)j#9B3^T#*ab{pMRY
zk9?#&PO_K%C~yK7T=};J_Mgi|?)`~zAWxws=H5x0eA9RZU~fMfoAY&oO{>?6$vRZ?
zxNkjAat$aA8jgRd`Zj&lTQ%TNu0o@BO}!uMTdfc~g7FqOWpb7K?xNVc{IuaTTFAU<
zC~i07su8Ky=T&i4wF1x<`u^t#{B3pyQ+)dr&M+{F_mbvz=QQ_VWQ-}8H2X#7)-Mij
zl`xjtIzL%D)QDLGZtqYdJ|?06wnWUQ(#ke?A<Or!!O`Gv;qz6w3z=kl2z#5mm8<Yv
zE*wHWiR(k3)+PzN6FQow*o@YmpS)50rpq0&@1TGm>D+^Jmz!@u6-9bBE}dRnFxBqK
z_`v)jW^yg6T$iM1O6-X38gD)HMYke7#^cgsb9I8cn#Eg{J5{^PNyf$f!c|T0ZcTwc
z{|oN8E8Xuu96#GjzF9z_RE%1E#uoKZ@KIJQ=@~yQd%>5$%Z#h8fc~Iq-8FAlygdts
zjSgj&zJDepKXk>(eEy-E5H!pX%7P=J1_f+F&5DXm27A;fYMV;Ev{uQLAh?%wYnyx*
z>4;Xeb(KN#7uhb&o)>$nQMS_CQwF<+yKhl94*+|VdlIL@b<?p9K={<j?61dI8O`_Y
z&T(=woKzsOBT#}jOH>C1zU3$&7zj}&+K>P$v*-dZ@ev>upJjc#fQ9aK6HdiRoIK{{
zHaAvUZgIC&HJG=)(j?(C*Uj~&-w2eLxh1Th#&Nf>o*nj?&8E!0dCU%IW|GMkd3o+K
z(O3W%?c+xFs&rz)#OJf8mBy+RWYVjPjEI($s52iQ^Je~|0rDRkA3x3c_}hu$#5ZK%
z?>8m%R36A=CG%%CQrpc9h6|X8u<rJB70~HjuXIsUEYnkYY%a5zl?LWq-rbuUjP|q3
zj391IGoADowZ+kYnS->Xb=JI`R1^i{81f)SrZ5aUZ)cw(3PPm}e?q0oZ+Y6{R4jyW
zbvB>_sN%4daffp@+75(kes39mlabmF-#PzlicrNemnASOEyCLC0$#gA+;}>sC7ho?
z!0xA4^ACUjd;1ea;9EMO>qW&UNBeA6j}0tPbQ@Eky*cD2JF~@pI}Ot_&$$MjjI8%)
zTsbp$K9am@x<F%39Tk${m6HK|G{t*QJjS~XbAj&}YO!f<HIbtoj>+@CBTt;0aE+-w
zM69&Jj;Pr+Ma>X_+>q2cVQ%r>o$}4umhr_$3RDmSv~-xS@)Voy0#Y{gx%FGKcXu8J
zl|PU}Q1(o+8Lc(AEa==lQ&d0XE~{D<E4F4C<A%y~Db##5@7<JaV*&KGWFceuiK5Y`
z^QZiDniScJ&Gw>XXJ^Nc=S>8qW*fNb&@ZJjDxN8+?B}VIvh&SjU1zy>av$2Ws>mXV
zd{kCoX`w!*Nw$^pHg-;?Ly9A~0x=@{Wo4l2Im63fQw4+z4=XO7VAhg)P~P}-`HRJS
z>UkC;<}!Phn6AXEp{cYS4hBq7D|2Uz&8rS4C#nxJ_q_pc@-?g+3ZakMU)E%N^g`Cv
zsnQJaVoxZYbRrN9!CuIB2weIoy=s!qG?EOg!#Kvr7m$ocIl@+7)Rr5vs}#4lD40iw
zE?t$kan6M%LxS$EuEEDW=U)*_a99<1?B=|?jTn@at1N$ZDg^swirjnOK@$-~xYQ`c
zd~M*f&aKm!*^#~>T~eWGM`MF-k+K-_5eJVb7PWfyxY;LR@&w_lipNJigI7eCH!BO9
z?!Cvw2)EPUwra_DfRGX6Qfz9B;~f&y+?QwK#;VuIFz#S*DA2Iq&ED<gO>XL)9Xp~B
zOx&wQWW9K=uW*iKUAzb1c5II6YynoeVBV(LlBKdAUbV+_<$5LGtU2>W7YkM)qB%(l
z*=;EqoplH1A-naeLwZu)J=v&$zB7HBaW^(0_DjID1i=>$N3`~{$rZ*XrzwiCOGp;^
zKu>_yG*u97Sykj&?<m_lyT$wF(bK6ieN8F3sX8!tBRh)G)b0lF);xO#{`JUn|84Ga
zX>*LWlVq-2l#rpLBKoROrB&VV16i67<Zko!L&wglBPEti8q!Z|GyzXYg4<LHRwnzi
z-LQt~=dt%*XL)Li`hOdIi;oTbx((_u!1AwRSAJyV|6RP$oUa)~i0~!BHhUl`9&Qc3
zR^OnPV1)m~PWRRk*Rhje=+jsO%nO?w02{QXb@@V#kafWYtIcodOXG6hVleFa2Q&lT
zZ2B|LpSmW>m=`U1B#mbC#sP2zT3{Ji1$&gGNHoy8F9tfGPpybKV2w4-3qmwsEH*n{
zF+P@%K9*e~O>A-#Oe6+GrG-A(Gly&xX{A#NiIRE3w5#@1UL-iurSDHv6%>p0rd-wn
zn6l{NZ$Dt9)7N{l)C@3XzQ(HLN0DBr?f-aNr?ka9eJwm|0&$`!!dHReWiivkv<5q(
ztnBQS$N?>7{j%Ny)7dSz5Kg5tW7!kB#KU5G7tZOBYo2UB-zLeY0hsHBgZtxYenJpP
zeK>6LKi(&P?ic^;xA9Rl45$8OeBV`P&SLal8Y5yRbrd`@bqVL1`ZoIcA0_xV+dy|f
z@PAdHVrUxNB`q^BN4|heFSMEx8<`LWL6v<cKvm!2OAbyy&$P|;1E9A~wzg}+VFlyG
zQM(FD@V*7`g0>R9%>Zd2cnbabv+GqAO;wQ-k7*!q4@uMA0ns}-6^{vHTY7#21C)U8
z0EpXz89Cl>)uoXha-5{?3|g(3E-+D)K%Ze}a=aiqOZ95p%YAunU;k#bP;JCS$1DF6
zh+f6+ddDW5L&uxd7>(fpe<l-$RPy5P+G)y)3#I}C-sjnzl~_e$@-aaTmeLhHMVr^0
zR@QEO_HB%PrRLCrQb9)fnn~<QhQ$uH=$uo%Epr2T7ut=LM!mFvnBoQpC2bK^m$8*^
zL<nO#%dwzR#VDUC;`Bk3?Ze+le~7&OK;B_?t;zq~YqVne?#G@_L#Mk+gVrlgc5w{W
znN1{N<ML&j`u!<J72&xRNrmriZ^1qmKU$}GW4b0!I~g>|L9GmDiGh5;DO9G@fG5iG
zt%e<v6pbIv22AVrn3`@9?Y}Y>n5xq>MAox<-ril)jem9*8>;IZ*U7R`q=F`Gpop?+
z+6~EbDp08P$lq%^8rPR&nLvv<+clB9AtUKwf8#eD%ID`Vo)bfkJ&=nzvLHT>V-FPA
zJX%D-f4!IW$%>^7+Q6`1SW>f;=Fwcp<p*|mR(yO)=oiK)QD5dlHUjK@^3-9c{r9MY
zx{cY2uv}FGSj}7qU8ufUqc_=;BVO`bOT7<dokC=rXUivi<nljJ#;wD<3^ohfjJZ+Z
zeLE*S#V<K3n$1?Td=L<Nkkv<zB>#pwITZ4G@b7QR`qO6$^qIvMzy#?((4^*~%>%bF
zKJIkKeVZm|yjSyzj<>@thy<2ZC@H%r!RzS?;B!TvY^HI9LPn28dLEpWBe!aJOibrb
z64UV1<eMtUN|ph&q|8PZN`g2rTqb)K3>IHG0DjXC`W<X=IG=R*^Pd6u7b;Krrdl<w
znCv!(gMgNMX-ucr>sc4o2E=y5zsR<a6We@3Esl&CLE7sWDs>*}?ZBuv(2MFg!%^yZ
zpzI-NhXQwp&A|j2RWlRar(2h8?0Ifo(u@7*N#BJDZSl4ZmH6PZ7rU-3M;zHC{@aEG
zL63FRi;VJW%^H(JZql3KOgC)`v{Lzj5!Ep<RlhtJrK1%|`1@7y*v7w$`2Xk8{oiqD
zKekOmiVwMG9C@p&9;;DmR(;+gtgWkcn(AU4ea{iJu@T+O!f~f^Lb|uCUhMP7dZvov
zuy((SiAzo1&N#_WcFZ@KRYUD<?*!0tTc&ghdf1%jSdIz5qmCOaGv9hE0kgq^DZupR
zwEcCVe*Ua@5ii&lq#3eHc@1|lW*HU^+c;T@4fYOE1Mh=V5z(#sasUh+0ATKAUfgzv
z98!V<lU?1`UF-CVbhp#^%|R9Str8PhiQ`8>F|gn!Wlyrq#kr&d;Cp`^X)^+l*NOtL
z?%Q3s9r{I?j+0CstQjsJ4uJ1X-tJnb`!P1K>>r2r>F3b!y?6)HnRv(}_Bf`}_DR5$
z<|(z`$6u!y^K~#<7reIZ&`5p`xewp%$?dEiy>_8gtNj?XCN78}ZM!WCY$@q`OO_cc
z;o@rlm?%8;8@pC5(R!c1(`>cDR0aklR8I9O3efCCd`ff7tWyn_QE_>{DzAnnYGA4w
zTt3w=u?ea5aZc1*YW9{2F8t&fsve<N@>pJ<TGh*79(vKvrZQ|Ifv9C7&)~Ch0#>p!
zZaR&2UaVwKLf<PlCv!%x_^x-cL|I^B?!N+HaQ@+<zQXWBK;$xb&BnQc*PF7F-Nw&-
z?<IY}_}tII3=vqy%95{J#gs0ig0nfl3b#jsaY(l`$|*5VA`ShsSG)>qjc9^ytow4n
zTSy>1gKvU?Zw@n<og;Z5-#YC$mSaCr0X^BICl?$aT`AdUwFoBLL+hF6w;5wiN1Mej
zaT;G)R^BYShKZW=!d{ycijo=_;DemIyO8|V2NCLjZov1HJ$$^2g5{b)yVdH;Zo<Ve
zDYOfw7pc@e2K;~ReRn`p$<{cEf)vF<QCe70L8?*}fhY<HNRuXAMWuwY^iEU+lopDB
zQkC99@5LY>sDQN4djRQ@Py>Yco8a2s+kLzHe(x)PeE-0`bLZYU=ggVOnN#l;=*m=J
zB__JBKo5DiJH9j?l(RychuwBP+hiZ812Z4puMK%37Cm>A*u)U>z}I!C72m}I@vUe<
z`AN#(UN{s+lxcUfv%g3Woah6XL)wbC=ZAS=P59Dx!Yf8si4kZ5A1?JJ=7tSYl)pgL
ztoI0aO^931*$j_UT@%<f-?gyI+Zk!68nw5O%SX0h)mX9Txw>y`PnEJ|TjQzo1VE0-
z`9{Ull)st9eiVvG*Z(QOXxB&7QRsLN@V?Ilx}1WZ!~x*FpAG#)H)-UE^Cn6;KsJex
zEq*tC6v3^II7-ywwXJ>vV|f$SMER)r{4Kk%<P%w^Cs_S^vk?rhMO%Fwxj6#g@z%<u
z&$=>PlMmaD?ihIuL&{<Xy3kd*XRcTW>>iG>H@u6e_bn~x<Xg-(P0%PS(G`2KHR!mO
zHOzpO3t;lgHd?>>*zgfcU0`fy!qw-mxL8^XB1#yIfMZzy0ZN9whg5Mqd(5Lpl;SZo
zw*sE;`b?(nj_}X~`@mto7uAKu1qJb&N^d=SuXsh&wv5fJxCh<q07|b<6Xg-{lqDhi
z2F349`A3RXVsitFtSSt`i=2$BA99w5&%_r|_}M_}-A{I|Qhl2LSW=$H*;)#(_HIKM
z6;l(g6~pK&h#$%*?oq)Yu1{7N-p^JT<zjSt9P?9DZCKy2o~api4I{HtAom~YS@D#4
zCn=iU*BgVF@7k@eRb$EUn!^DT;Ojg5d^`pg6BD4U*kLI4@o01Ec~z}d1{Jy|G<+e~
z`b9g;I~67yor9@X-`pCRsYpPGX2qa8KXxu86`yS|t#P(=H}#KF>0a$!vAR%~hqtqJ
zrr9?cdGnQ;I^p8fc>;G?w)HIZ;LVb%vWHEoksJKJGZTTMCxsR<QvLxaI+1s(;upk|
zEqZG<H+zoQkIe-!X?OX2dY)kzlPV;$X1)8c{E%hn1MQP-DV;?_Vi!i}29NGOe6q-+
ziH5!LT#{OTPYaH@V?<7A#?n;DFJ>OoS9UU!CiiGg(#u)(p}wJ+rJ4sZF#Et&igJC}
zelxtC&BA{6kHE69b?<ht4C9zauzMg;l$H5jsXav@TSN-BV|Z}icoliGU}(*2$=d-B
zdLe9$H@n>oOA;JC9lAr`SE}++d$;KNVc27d>`|JLRJX%US9x1{tv~P8f*df{i6jb?
zmdAH>h;|--T;4#whYZnC-f~$6o#dzfYU`Y~pQirfq!6DY0xTTvZIp&4<Dle+eo05J
zNI<}afOwOUHvfK{;A12~IE{Z0_go1T#Voj|*p<*f*<FpJyC`IC*VoAI5@U_AomXY(
zby+)R+Sa9^Eb&O@+PlLgtb&<a?Z29}Mm6eanCpe*Anf<fGk&~cFu@x9Vg-|B#x4~m
zNbx$|Vy$31QNE9P>Um6mfrpeyMpK3b)h#PH<I^>vQ%&>M!<wVCM}{*DrlTWM#`d2-
z@Z70j#(8gwABRZ5Y!!&w@7Kc<DPd(c*>?*oO8h=7-IyrY^wvzo$FU5^dI|(NGDa_y
zF7UUx_wb3NlvydMc`KnxAJT{!ORO%vLENOYa4gBnwD?R$H-?>j^}s=Z%P`<9`Fom#
z>e#6jkTakVT?OBtlfm!fo4~(S8#8$}k41hpCq@CC)U{G3m?$4~_gL@vUey%Wdxc5G
zL35YvlZ}g>kSVzj9Hz3P#O;=K9;OV?@T)C(m$h5K?kZ)@aNm0BGvP#ti_TNLJW)yY
zN#nM#>ZDP&G&c7%7D0$ipoeVUOL*_QZ&kfJGVDL_lhaY9IzA5^WAYX#af7ED2{a5q
zT?!0fb!)(9pPjYS?f&~-f;~7f%}4V=P200E#0f>HB1-*Y<;@^Zdg?D$Z<1JiFtFox
zoGh7m^ci!s8u_ngZzO&`ivG9*|HpRUDaf%~Aubm0w+|NR4)Fz3ra{IG8-m;qq$Kql
z){KpZiE?<ycL^k=4a}At=^bidr;37|&gE03!w=Lr(?R@<q~sO(Lv7Ap2yvqhjW0W3
z4r_vriQ(^`v!VJ$I`J}MQl4;%2qG0;%EA{>#A4Rh@7<zA99Kw*2Of<yj;wGCZWBPT
z=yh;nuo++6q-P>-fm`)v@29JR=x*4wlO1d(yP&kc1IovW^Iry`S;_=YVD<pE!V&nk
z1$0atx4umc;zmH@YI+3?drB)S_4(CY{;%Js+u8s@B}v31a0tBZ1!{fdGnpPpesFzl
zd`4cnYZ8Tx!EX_L_5v9PgfODvKSA;9q?G)ezcEl)yV?LWqyZY2cF=(Q{FcFa-C5%)
zw)B}9yiVjlVDg!a3WY#Ts~K-CekMc8w%HY;%NO35&Phn6R;GzYU=sL3G&6pAy6J7?
zzS9+mplXmEC=oxSD&YNeZpDUTW)nnH4Ahr0iC=Q!3oo}z8W3$?PFQaF5yB~e<JY(E
z|ArYzArd7;2~m`C{|+MM_WBRBfs!T&<OqrIyvz8~L^O8RBSQzaYepfhw=VUDtf}=`
zR;6P5ce|?wzR)u93oU<VoM7lX`bDIx>2D<aGV_3BE(9D1GxYbKLjg+2pSiKh=ooY@
zSSE3)*`0bR*H0c8S?Hb=r^{LO)hiA?VPI&6AF47XdfU@W$UcfyoVA<u-0Q~WTXn&7
zEQp<7y2V93%D!s=-B!9kD0oGE_)9?bk7utRumAiUb_r7@Zq$&qby-(`RbNvEz8C@<
zq}rt*MV3p8Rg-9Jl(JrlYqBZ7w7Fx<&J3j0NN4+N%CoNuwtv@={YN}@u8#rnOUTpg
zU7|l9v#;_o5p~74dOQDRLoAMo+-a9(yp(>YJ)8*KkM2la<|0G~n}_X-)-^a`Ce*A#
zM!!6g;I_0F<i*bn@q-ugPrT`xqNEHd5_@2<G5~v)v(Vvk;;`H}&wH2Sz_^jij%UJ*
zEbuccANY8!6}BuJz8=+4eSfz^hqj3`6IXX&G<Vt^m6zdiq`|&G^CJ|W$-X=}1B@j9
z9McRoy&v=ee{O<kw-BcB6!>`i*TbhQi45cL-8aSE(jJT2zm1+;E6qQjE06c_5*Z=4
zaAwK7a)qv;T=jmxy`IZn0oGeNC!Gk-9)L}FHqoC_@w?jgx3lO!o=tzc|F2i=?q&z;
zu&NLPuWMp6>iA4n&%|UO^Z0hNdBRhjOq~nk`QU6SmjxUIl}}rWmV@O@EzQ<DFcWS3
zWUMmII$4|VJ|QiPw^!B<LW7!!HHWOWpjJ2y@4uw-`8U;re-!1Z{S;(176n<2MR6Tl
z^Td7nvX)Zl+B3r46^pyfNBWGYI;=`Y0~}0NIgSwKnx)Tva8y0!0+$J#curnG6#c~5
zhO919dr{l)K)#K7QsNy5jQWWKe&mMVz5WksjQ-g&x^wtr_<&y|UJ23xI!|C6#f=c2
zFz0UDiaa}xs9oIPVwT^wx7ps;bISk@ZclA~y;UY3{PEZM?_Bf7e$7QcX~<?*vHiYp
zuDeI&*ZfPI39l8trlVKAP|8`KP(&jwE_=I5r<xik_|VD96FFD06@2$;L$;@I^jbTp
zKm%-zUrw-p@&8||PXH3coFEmqsrfr-eeKKpjfSG_fRj-hAdS-|#{4YuJ(LDM5i|1}
zulfMrh@b97xXS)WWBzCDIuRas&@tCK2=$hdq0bt}UlSc?i^18Fr7w4Nn@0ZeWLl^*
z_X@v%dQ-&U^UKkVu2^RU3FG@nrJNIGr{vaiFTF9HE`g;@ua#t$9co}&K~hhN|FBK{
zE@S@V^ZzbJjr+o=Q2mY`-S!-Zb$jLyJ~X@DCcg$zV6`JZFs!aLbNi9Hct~-FNyz)i
z*^Bn*<>>C0BoD+NgQlW?vVDA=!+-wo-Ese5ENwh*ZRDs+!rB7_hg5YakJLF}8<1F&
za@%&OrdY#0+eLrvQZ79n3gaUl57&Ek*gDlSd7U-d7IDGsdIC@RiX!6a?Ko0Sx0{wb
zYL~yrw4}cOVa7cz{BG^VHtz=_2fk3P^i>hI)vw1X!@XN|W1_m{RL!R;bhcHD<$8#m
zC-X%f!G#ts;zN*#VMS-}U94NJOQfN_dR0}$t@5|wW|XU03D{Hu*Jm=xMY?U^K|XgK
z?IdrqU7idSii$l%qCd1$Bw>?^lx(8iz?pCw1=41;UTEDS!fO$D4X-1_$*JwnWF#3l
zoei<}F&yM4;5FXb<R%Vwz^6~bK=}k&+Y!<T+fA)NRNj%_=tmxXCM$OZ&qy+?1!w*b
zogo9!s@r=&ij3);3&fv0!fRu&3G0GTAeaJyG3es_chFwTe;=9`0i3YK$Dp5#;6QjL
z7DK@3C%=!b9_RPH?`in&WA`0U1opSjFy49z^q1D=(3QiaBoK*+?_^~IKX5j+#)DO$
z{WBR!%2&p#Zbc;kX%$G0a)}op-}<WmK-qCP=%@6ppVH1(;NQL?O8&3uG8IRnJQQS#
z*qIc&Wg=;~)pWGmj}yUj)lpe`tfbD}hSQDjeh&z{1E9Km8&u1hxPM0Bm?t}N?fo=e
zD50fJ#DY=kRMh!gaV*ypQ6(!2I2Ar<8BW%G1m3E}HrL*$XZ{34iu~*9H!s@d4b&)~
z6JXuUjkW4C*wV$^<X*DbivT=y{Gs-q%ieX7?!OKzgjP50h9m7>35Qnc;t(qBNgFQ;
zUfZJYu){iYLrri-QOtonFUhBOWr6Tnp<HaPMjk0_dR>;^p6%*CFY-S=eUkeAr%s?d
z76xaANj)LYwDIojC69*T)^%4RYp78sII{C&rwCDoaAH*>@li3K*(&==kuz}9CW&op
znP)9ZG%Ui*+nbTjhizOM)p*uZT(wpw`kjLbO3s!8rU9yhL4nI<*DXy!M!#znxdBB(
zf>&{SKW4GE4M|Y(%iOe*-pJDKk><k*J`rt#@!#S@^2P4^Oy(T<t`(wk+WtUeIyEd$
z_TD|}7k9#3c2|MSnib8Bibe5P^q-<5KTJNg<rt)ZbLzd~N3SYKs)_}`oH!oL)5Zy1
z`WSpOe`sLvvh%*^VXZL95Vixdzf_ho$)KAP%s78VIG<a60}P~8R)RONVecH>tU1GU
zdVOs3e9v#gSkwy9otWw8j$->tkf&Nuwfi<mISt{hxWp<&RrWcZkINb*X!awtpYnD2
zSRx|ySxY?kTEdLZbxTS|N}yjTrH#BU(mzutE125>pqN=68t9*2p1N8Wl2x8xwn-f$
z)i?@k@X)=B;YG4sDzEA$i*`@{fHpc<Nb99F*L_xLf8e23!5E(OL1NJ<Mm`XFdBukd
zKBsimy-m1D^7h``H?0R+kM=JS0_AOu(%pI@fxM)M@IlSJ$h|IQp>_uNwgc<g_b}Xl
zy4FGqnsgS;1@x()ABx#|d5c<9b&hLSIJ8no#VS8pyc)P`+C?O0Z$>MDwIEy<$6kmD
z2u%=@2@PM(RY1GqoMKjNCbgtlrY~Q_%KBu{D$aaVXuJ@l_f3k@Q`bYu-8BZK`Q|_n
zufu<9aQN?uCV;o&**H8LdmfC7nLyS%dNQ^)bwcrp3X)7Xxt{tkxki;&h_~^V+9eJV
zGR`J-Z*_F(OUZPql`1S)AHFeoSFzNhFm!ISQzozI`W;a1DG;H4ky@hX7x&R5=j>VV
z69c0bT&TKV1{LI(TFI&81cjh%LAj%gc0EKo@!_MLEAZmIVm`vBq}O;u+KZH(rrr#n
zO1Oqr_J6J|wtR5Gw)J?m3Fp9aYUXjqJJcz`3T!iWFNb1TQTuDnY%f`*)1wp1ndByd
z3+}L6z#!za(1F%0i;B!46|CzXZjN0GZ=6{HP>3intnS_q&b3DDmDr)!5)EVi7Syv=
z>IV<+$Bq(3DYC{c1dK4~&uN!7QQc_1-cYxgk&}i11*{s=2{V1WrjXcWwPJC`ihCIh
zuM#AYzXT;UrK((|WN=dTYd1Ddj*jc;x4KnwW}wz?cX$^9wYw5%o~GnM!7JeUW=bV^
zUoaU<U^ZQQb*Cs+2`0Q-@xI-zoQ@CY6N`K=JlPY@LpFaQI$;t7EI<TF<L%QsEkvrM
zB@b@y7d^e>Ml9ajvQV7N&tE@7Zy}@`9l~xto)Cjc@Tr+6^kl4_=n0$YOkgEwGN)vQ
zr<!MKooJ-3>!`MPDp%{zok_|Z_D_b=uWdTM_zcvTD84Rjx}C6AqC$J$?%a9NdFHhY
zcEpR}*~1}>N8e5L6uX+fRu<A9Kx)*lUluY@tQCXi&Rkz@gO$%;eR!^m{w8<LCiT?n
z*V=SCm%Gcizg4X(0o(aKhBZ()5XA8bD(X#20I2?wU(fE}`u)dL6QqT&fnI6izuln3
zi$833;wVoYG{PY9zGQ`scNT54gUuleW{)d4dOKFS?ildnnWhi4Y9pFJOV#2QdD_DA
zLOh6u`_ekT(+a_6I-)k&MWI{sJsIsPwdIouzqP3DRI~oEuUi~&djyIno;Vw#AIR*v
z1+sT#bOV)|Ga6L4E;LG$Wn^mwsz)CUBoN0ILAuv_2)vfW$Tl5w+V&a@Jq>b-1O27u
z9DGF*B=YS`A~L9e1$Mb1gH&mIRf0RuV5#-{3#7!c>ZC8>z?bSsUuW3)`u8?@0#6VC
z1tiZUGJkuW`OA0&09-l=IF~Ny7uaZaa8KHy2rys2YT+}cG{UHFBQaKTo2(P{O9$!Z
zj8YW*4U)<)%eOmhQ>rSliS=<jpg5BhzAE}smO=Z-Kb}K=x>s$841Fxi*SJegnama1
zFl5`Ql#gA=XkK4>sOi{$u5r$A@sY@l6*`*Und!3AM+HCGwz!@OL5#Ns9T_QYy_Gs~
zdLb6KvAm&EdDCg8KgC*%VW&Ro@7A*XZz+EiH(R|rq38H?J$&lD4^25McJJ{fkZF0;
z!wMVvVebri;A49r1=1AOCJX`fE{c>#S(IT4f~}O~+8$Wk0_x<RBqEb3ke(|&LH0TL
z<_hQ`^?yD74m}L_BIFaR#(yRwymlTOEo@MWtsp;9z>ECp6`k0h+7Nid_#?!H^=+V?
zpKEtulw$W^{<&>u-rzg)2HkcOc-WZKZbVWN6xM!ggpN76sBV>xtOJc$u58<l6*t}w
zKefpd1X{uQ%4v%Tj0~&Oz&wDEb#45)5v<`paJU(Pk0cPQnJ$^MPv@TdsqH6rNu2&u
z1|bn7N%a4??044G>FuU3s}7jU0M%7L8GoTV4SP_F?Z{z*Jg^T;d0S5ft+nzz!>qo;
z6rjc&@fuLl1ok{5T*j@%j6)92wCTq@NEryZ^WLMe920JGb!E}pi=Ehr^&7ZnyppxP
z%o<<m4i`2GFc|TcR84Y;QsR_d-Xr$F<d+_62{5q3)3*QF<YMdD#!PhhWS|IJhfly@
z)g~^LMA`j1#Ojd^=19H4k6w)C-NG&u4GLBq&U}6M0uRHAi0?X4Qw<}e9E&*`V^Bi)
z03=JtMw!DhZ96;--s)4jy+sedGlN<lvjQ8Lk3nL<F4ZkA<<DdZG&Wl++~9TiRP6w9
zo4Um8gGAe2)%iGaq6a@}u`T)ABmeT)_G{D$eG<+D{7%l!HI=x}WYUZy>+@O_r*Hhx
z6Ye|)Xo17X2DSw3urlG_23_M>IC<d*Al6R9zjs5nUo`j`@{uo)H{!LL+hreV?BGiR
z*#G;-Z|A7X`q?F{sQ|fQ2Q2mN@Km5ZAtBFT=f8XMJ61_sTp&Ld3HLRgVRL)ghm+9x
zxC=WN_x^~nEF;ZRQi_V-z`u?7N|)ZOr|LI(07ZX;>kZ@^U9_hYYczj?Z}AKAw~_6N
zfA~b@wO!hGf&$2Yn>7aOD3NTY)8FUrjo>!~r?o1C|M)$BzP$jcFVoly5dLkl*LWs@
z5JUp-w;BIVKpCX}{$2lyfPeJ8z3<_D5;ou1;w$~N-b-9>6Clmim!W>1E0sT_h3x%|
zZ}`*uDUjX<oK0OWucu8D3(B4hTy67!x@RbxT4vGS32dl#*NOIE#?D$?*1(Bw7g?=E
z!B6X+Bag*YB=~PKR$`=1^{95BS)87-APjVjU(6gbGh#34e5uBG)G5~4(*An8Laboz
z3C&8JV&?t5v!e$_+(_=qV_XC;P>T<x^O@{k?zPk>xBjrkmDPVkjjQdJolSrZYyt@z
z%zdALgVV?o_bh649(bsBxHFcXAs!*c2jy=TJ9X8Q^owDxCaV?;>H6f<bvO|4Ai(k1
z3{(?a@?L)4a0wEMe1D<SL>|!#gB-LW=)lKT(3XtuqO=`CY{-P#5)4i*Hxb{^B;T`$
z+{16t(ZoGwC*0|e9BbX+H{t{#NDA8)f``r4qI()V1!&MC)cu7|=dXScR?lPGPAyNJ
z?Oqmp4yT=evE99e(raxKeWGy@)?%+#$X9Sis9}VIES3&wE0{K52B%Le?o2v(i9diT
z$ZJNlbtYPJv!|}<Dt}Ir{^QkSy1zu^ovbTul5I5UTUk74&Rkh=!{VUIT$ffkA=6M#
z_hpAbN@>`+k2l`QhY((D^+ZgsGe+A4iS({o?O$=<*cHt9i1^7yZ^h=A?dY~KiE>(}
zPMr)cW=Qa}5_Ck$^xbj1FsZ$9W2)G=(-A4GBeUr_FTTrd!zv7f>Yo?UuhytDqK|KR
zSsuUddC=3AdT(1KoWkhF0Df3WKj@SpmuBRVt^07NQD+8mHiTN(jj^EQh^|9&N@r^r
zBCIeiyO-wm24=fER9yD4gzKUXT3cFG@t#AUh`43PWGPSExK%vKezK&jxS%b~yAC(=
zD?i$uYiO&HvODIse3{`~zihzUD80agRW})RJPt*Nt9BJ_>(O0Mt@QtRwku>M_iTPU
zUvX|AQ-TfRLon~TUb)6eF7}9|F&1uzgeMiNKF^jG#3&9OxW9G%niV_ZL}+c$iJT1P
zz(N3BoH<5{Nv&M0J36kakZx4xV>w;Gy0g<TQ;9#Ct(1wE^**aL`|}*Z>m9|8rJbgw
z*m(*4*T)$ubc6K?_9~eCg~-i_psxB7tfAbpjO}rXNw1<_M=J@3I82pKH~Etr;#8}m
z<0FTSl<9PeQ0@2bbO|gp4jd1N&5>TUw89dfV^f*Lh2Aj?2tI31h}TuUpv)WG=xL5Y
zQf~r^Swt>fQ`t>1x3Zd%v$}o!-GmZSZkP$N$Sb`smmWvUBnC@VrSlu_z%Wsjs5Lfw
zx%a4=yu1N}GZuTN%TAp*lc8y{6uVBUcNzXhVvjb=X|p)*K`^<^9NsaDQ@4}3#yFtY
z>pgrjXEACyR{$&MD-x4?%q5y8MqPw)$;X##EB$~3bxqh=raHtSJ&L;zr7o#ccufz1
zx*vs&m^cbpK8!ufqLbYpvbmD2tWodWjXLBI$9O!!q~b}xs?pg%9cYe=eBBzHHgakB
zgulx|q-MGHM!>j~S8))`-QE_HOEuK2kgz4K5sr>aq6Y_x>cz)JRuZH7!xq}uX841I
z=r;cwAA{~Z>1y}AeEO~EXgo7QqYJspTP`Wip1IV@;W`;Ic}A7IlVKV~!-?jv5*IDr
z*du@b#(k>+ola?V=Mi~h&-6a?JlFLeb^XRphamrltwtS=G|urIM5?5~yYEYf7+%9l
zaIgd>%Od2p$o$}e=Bo;|m7_#Q9ixtH2f@evniALdh2f3~ScMQ$Jg+8>-6lR5=f7MZ
zFHuoag0|x9<iFFK2SEw4$vQ|&_2g7t7;7!njX1oKS#JG|D|(X1YPRVieHzD?Vd0N8
z#E5-LB7dL<XHrudb$U`EGEFz7IO?Fy&f9K1%yJjK5WVp9@B>r;YuEN=oz9i?M^Wn`
z0~ynX`O!<QEO=w3wyI+(M&@f6ma=5O^{n-0xL9<BRUGPx7uS$15+cfPb#P#ye01vk
zIRfPr*eE&{R;zhFy<6l!JydcyW~%*Geet?NraA5gaz4tIKg;21>3djna{B_G*U3RM
zw_p42dfp>?P<v^fRJJQ<vd_fd9(b+9$v;^=m^l~kB(RU@V80jPl5jo0*!Of=Mew<g
z9CFQGIH|MRc4uR8Mkf=8Pyvn*+UcA(s6xZ!a`qS@3ivNZ`565tmIPr>(O1sNT;^<U
z8fDoh8~sIi^--YO-N1>BhT84@#$~9&!s0FEH)!?Ofg6D}<VNPBK;w&d*T6eP_4_A>
z8~hUKUIG;=)o9Jn-j*4Dzg7S0SX=)_j)SG}?w0!OeKjIEpr(&XPf^^BygZceXs%jN
z>!i8?KIU@afga|RB6k)O3a?8mZ(J7xiw2;yE~Rzr%*ScW)1Jxl*{(ROGe90nil)NY
zkK?4elgMI`?__n((<}vFT>VHYb~<3e=p30iJN)r9|J&AQ$i^v6D}wq<!{P0){nz`Z
zX7Z$5vIbRCU4->J7w)<&1Sf~YLdtv^V5n*={Lw;{)Gb@il&Hu<ku$2zEsbuV9xelN
z0f)OgS=FQ6P<zgq?;>H=WnxQn22;ITzqQ~L(z4T(<?{OGN-p%OPb)%Fc3)*LB8B@%
z_=9%_%v1L|M`YU6MUhl@^W_FbFWkG3AD;?fEFGDRWHyj?+#b}%tqF+<ucYLmvmLK`
z%(0Z^aDFne#8jDTy{hc4g74OwsnaS_5^;AqY4_qGWy_*IJ8eN%wlqhxzA8ewC>}Db
z$M>8paP)!l*&7Rzu1G^XyjEN<B66fi?k$tEiVCl>e0kWqY<^`7`<=F|5{WzhlSDrF
zJ4saIdJ@p>_&9j6fVeuC5@clo6fxjt@SBwwj!NDu;j<#PRY7SD=ZWmm$bVJ5rG*^4
zUUOcEmzH`ti1Jz?PP|^qbM-0He%K@5V|2SbZRL_o#^48LqF2sXTu)XdR&+Cd6mq8)
zxWLvd&5tFl-|pbo>zm@*MeZnSv8dmXeaGcf?x;_fGlTQ%Mx=}L<Au8=*iUg%rG6T!
zrMly1hlGi^M$wKO1Pn>IQL41Ed<&r>&+T^h^_=2({!E2aewqdDxyanx95qL7d;iMe
zs@97I-g5ZT^xodwa7!%3S-~MnsjN;)+ZoO0V!J|Xl5JLPh%*ZdD#>ut1yS>ie6+`j
z&t!-Z26)dbh=1ssiTDVof{w4hF<#w7ZHc<wJwf|DmC*z&@hA6uQes|Om}Rv}xf`{f
z?DT2a)488iQGdbj<Ihd#<=Hk&@V7~sK#fxf3Vi89-`p4$0CRO&3+Mx!iE`n+#pQn3
z1fs$MqARN;hwJOP$x5czl6z71<k_Q)()7joI71+F9@Y_O@@GJ=9L+d|9V!~;_payX
z40!zV?4AX0eeV?dY)UETF(rM};m>4NMZsKWo;f+a&VGPx1?r_oZc^N;LeJ97F>wk9
z0_)??uI6C;`B)o|q!J{riUwGzYIZF;o=3VoFbxSwc%GA`nTOEo_+)wNc7_D~?dpr7
zc43bmuAi%H^%G-aHj1&?i(Ug&${2iSIg7ChlH+q4)6$dy3f(L^)o1}n-t8DheLpU<
zwH8OT`pwF-RSIJRsz+w{(}skPPw~wDs=4Vukt0q2#?yw?Ex0`0@ZByAa)n={jU-H>
zS1dqmc<jgUF<wtz!zdjlp(fiCG&D?77Z<hpCB<z_F|Zb^6DCq^)N{SsUEGOp1@6Hr
z*rFagWH@Y14AI6l?o~|}eK+87#&1D8H+_z&XRRcgnZ|X3FH>Hnc;vc2-@_^4RJ=fK
zqu#47Q>Tiu3KppQ@}6rZW~~-YP+F1J`N|;?gJyoyXR3!Opygh!#wx`_q{#T?tXv-j
zIIW3V&ninsB1awP+s1oRLa<~IHcSzL9JD~0hnaukyfIkn;hggbWLYowNp!hAaHXqQ
zO6Hhh{C3?{mc;RnvQ}oiB0pEnW-OzZWy9Lc3CCGE)pNP(sX|$SLRoY&r23*UeIES5
zo?;(pkQPMcbH|~*Mwjzg$sY>O8D5D$kY@!~=~8<tcIar*6R%JE9XKDf+18NfrK#T<
z99{HcmRau+XEs8*r#3n$#Iv|kXNC7XFckFjfZiQLo)p<)IDSUq9@j}khG?#W%q9C6
z9Ms#Apmc(XU$UgM4W3!<lh=grGNh~#t5C`8M-I(z2EWiTiymuYVDHPR@aN-w77g)5
zu3T7<`$TnYc+>c7ozuD9$v7^*QQWDhH5$J=2p5msbfm4KS)M^Hj?&kv>Qd6>)Ir4=
z`fGv5+~TUC5%=ce$qKr1tyXE=%jZRp9%*6{o7XJZ!c@$1Ptp`V!}dH}kd$&3-7;u#
zPgkxRR2hhY1c?pQR9K}2T1#H_dDVWdj_am-^sL#(0FLrzy!&fr8$VIxWzC|&dsQd$
zq?k|)?aK7d2PK7aCPJ^?m3p0F1{CEVM#i)%sE}5oF<YKOIs$77r}x>}$qDOA<lc9P
zQ@UE1r`(;|6yu7yU`U77(NY3)JuZUqD_N7sw1^IV>6mF)UwPX-iob9sx~Hv5+~&pL
ztnk45`JO`89G3hVNJq&u;K2{q1$WITrOlQIe~RBPqbhW9q_%Gs%G^|nHzo@k5_Alh
z8{oaytX=R{G0<ULbfk^M;+=RwmGB#AQ7W1<)g_FrOgEF*pgc7;J{H|0H$CBMR$P*O
z8^}`jI9R(fM+@U6`_OJL$joMdUX!V0g=1IZK1_7)!p)=?=jN{CVXw7^A*clP$XWLV
znOnu5Om8=m=e0O$0yYfAC{xfKp0+pF5fYL;eO=cx*kaWu^M?7_T4>nyechs5Wvp7!
zz+Nz3+)AcD8{N8A?fcR`)wp2Z)v7lKx9IOXG8P%i?&F%)bfQzq#aY>I{+ds<eRriB
zcxU;!7k$cVwEnEbr<V?S<8SGHIWFl?)8Zgu{D^<0#hPDdL8!$pvUY^e3wvyW=-AN?
zDiTu*(hkUC%8OS+o0l3VBNqGz*HaRsFVY7Qfq`NO`aUug)rHzh+fZ90Z;?I>Z(Q_8
z&8>psWh?KOp^s3wEllp_HiWdRb9?_`f)ERkAcPqt2+1*e7#Rxo^?%RKH1}IB=llvC
zE_<+T*F#s|cCScmvf_h6QG?y$0jLSJF8Ev@Dij&sonf&C?T?ln3f_+Quwq}l7N}Vr
zaNfp;l^~fv1NQXKWKytqe6JW>qEt%sVNfRJJv3pQnnxiiHy{T*j1e1bInc!iM26D^
z*$9o+jh17d$<FW8yt4;cb~e8}q=(m*<KWu|dLZjH!1CmLyFf~nu$ov^NMvXY0M;3&
zGGK|JB-N#%o_Yh~>Mt0;N5~1>l|VF~CJhhlMFw~j(GP~$8ij*Wg*l|K{L96S+gNCA
zK;GZ@*q;C<Q2TaOg7?oxQ}G7|DjiZTk(d4BL_DeP32y=u5MvgA?%ab8n>f#h(AYt)
zk%XM%cjU%N$Vm)-L5?kS)<Gu{URy?@Oz9WO{DdddtvhaUkSUUv_fOvk7PFtI=ETbh
zOmD4v&{n;_02rXB+5bNo^847+Wd9T}=HKu16In>mPwxO^yTdTnByIu>^CMXV8UZC3
zfKl?tiAVf22eKeG?F-R=qRsDd)L$M<@;jIP<6vfP2^({NPJnN?{qbV>_jwLM;<>r6
zJm(~z(M|-eB0p0OFq8{eIQlyahs00`lN*2B?aTW57ku}RGuKhfQfQK<>XiSSmfQGt
zyb5n<n>07x##k=UFaQ>NuwA(ks`nZcx#AB!#?lZTaqA&9c|u1OlOFa%N(w%5UHM9+
zIdU-4!N_**jgqA~=d|FXYq`#tNNw8G)nDZ~wr5vnmmv@P`CrA1W#o*a_jVdam{Ss#
zIVB+<s>L#o-!fPOrw2~27~&k9XBrm2<DTLbM93m-qST~Kl<l-Rh^_qld*~kPh<AqY
zx4^y7PPDsJaZ)r+T*Jy%Fk9;YdSF=_&EMR49!FIaG;9v%nX<>gH>T)75DqY<FMoi%
zFJ3b;Ls(6G2#7X<0Zpra0@1bZ+e5_NkKX+o!bu;4zdhRk+a3dyu<W;#)aUwQ?bWsE
zjil%)C?*Z0#{HG334fys93969>EN?cx#1GhW*^I2@xWL<6$_1k;55L>KL_WLii)O#
zO?*H^pU<%;^85_Yf7O^qO)ZqgOQ!NItUc$yq43+_s{h+i$#54GVefet2NAJ1nEE<Z
zh_7^n{@=9x&v4k+X*ra=((W)(T~@^y`h4nW=-WM^9ffdAI&=vvsHm?DU9fy<q3ZeT
zISF8Ys}nrP=ByweB~xK(IFLptlrCGzRqI&2U}&P^yZK%#l1k@S9(#nzjVSH-U#g44
z`Z4=X_{;XcuY1Vb0_u*u#OtJo)p-RtbERIng5J6y#VjCtzCw6lBgY-A#?VUT@j^I{
zZ^vRiQ+NB|z;^uAWHqg**v^Hbq1)pI#Z}c;Yu_YPt{_eJ(v);J2!}^R#82G;PS&I{
zDV*j1<c;^QJoUh{eR5_X=P6mt&fjOG@~*pY2a>A5`ky7$h2<ta{9o6cKF2H@Uz)0X
z%kyy4o=mN${-~=%+~f@_%8FZKh{wJUvV@yn4vJX`s2-PGJ5}v<{;*m1)n1`<@AIT&
z@47_QMH-#zIGJA+c(88L(k>0H6OX@KFFw2<xay1@!kzGI;@SpLcoJ&{ZIn3&o)&f8
zyvX@7&FOEsTYYuA`k(nPaow7ptjIUe-=J;x?Q#?oUa09!|ILyzX#-rzv?;`uuGpbG
zxrI!<ef~tJNIKs{nfdU^{yWyGxg8WcWju}nT!l^xgLEs$zDDotl%hE$OU6%s!0b0l
z2>-oMl)oDR@K^hr&bh_9i6QLM6;qNPI5V&*yGA55R#Ril>brH+WEP4Po0bsoD-n?8
zQBR$;&G7D58ii%m71*`7<Uv_h35QZ${jjPjXOP{sPptIJ(15%>xu3r*ZMMWAjXOH`
zT?!lYQiC#Qh7Y%|QWQVz?=no&9K6HzV*9kUG_T9Uff}lhoToCEj~>=hE<e^_dy#!R
zRK1DApDV=s(e++7oRQ3CTA(D;=v<4wE;<bR-v1WM#iibEx`za35Y&%Ms;mmz{IJC2
ze2Q<MKIKskPj2$=Dqaj;^7?ufLo$}doYu72z<Qmbll+axBn*>qq}0z5sq$g#R$lc+
z7pHnTl&8A@|2z|>hmPvDKhtT+r>!vFe`d+**tQw@&^omc@6>)84AlQ#*L*Q!b=WLT
zfUkm;w!k5mMh<OX<T&)OI6{D5K-50DzF?PS(9zy;sdx0d7VY2v;xow+;;%xfVX*j!
zaEs3WRnMfJDp_gBOQ9U$U`%npF4GmE!mM`_pZFw>1Q(AUav3o!!Ja~SGW4g^Grc_2
zee&pD+{{IY+{Y-<<;jEq5A!5g1^s48YAIv?LyDz`WMqUa8OT9=W23YPn%_Z6fzL{0
zooAPt^Ud*SvURD!dqG`eo25@YbaU|aF2;&z?G7a+xRCin?`l82cTpfuW-=b`STT1m
z!_*<KXiUCY*q>~ZMdXgo2fupMK}*LLo^EBm^C!A)QJhi#_4&D0#g6u>yBK$UV+Qkz
z;FnW|y;qFRKMX!#Mm}uE8)nSbCmtMATT3O~mVts>KhI_Le&cn%vkIE*k~*bxMAtx3
ztu9}lY`rFHCMzA^Xq)X*!|a?8=-k(FU;06dwx>+T1$3c#o59tTNXey(xp922PPt@`
zUsu-VeRnD-M@%$YHY6j~aW}H*Ky{V}EdHpYsjt@K3NhglX=wvU?S1JdZ&#B<mlGbp
zI*t#Xsuy32lnAI1nWWB7z7^Okv9@T`Ioe_|XN*lrSshen=uG>NY(h!DtDrw9afClK
zPP(J1Og15gy(~*NH_mclbwO#|I>S1;@(q9abz?HZGfEq%9>M@0gwaPj5pGz}9iG8!
zJ~&R<!ZA7pNOs}Z)pTp?(ZW*mPbY3*jIsxJ86CnTu(@Q(lynd-vx2i@PsoFlg)dl)
zk8*VvcqrRqnsR+3qf=9|h2`DtP!(zvyFN(3<GIOa_TBS$3A+(1bmo2Npk|DZi*$K9
zzOvScyfa!#MK`I8N6#_v2({-~!^OJ&*B7<gPehO3FjNrtTELQXubg{vVCiqVvi>Lc
zRN92YGj=c|_Nq?IU7dKL7p0esG`(nN_m6Um$W@hYSu#;*MsZnFeUP|Uo#Ri2t2Q2!
zE|&W6JZomtr^v0k==kYt&$(+Hq=e`6m~-otb?UtiZ!zYlUvv}+Zw|f@;-fKRlp#yz
zDw|uEduUc~?{EZ0`8Mxk-Q6{uloOn3ddB<kN8VJhhV~m-MB1dv<fLaD8}8df8zwc^
zmHvWG6q{COzG5YASb&N?9j<QIlou~N7pm^UJ9ftlg8i70YJ4?JYUWn8aP3;IYVr#@
z2zIf~hS9|utJiO_W}>jH6r%S0?1sr|s!P(C%@Ysh>~Q-`J+b&x2P#8=oo^-<uD7PB
zNY)yldS*K7CL%1~^;Qh(XfAL(@R0%v_u7+LGZ3rNWgF`&Z~M-X|9VbRr^uh1yh+r?
z*Uk4O)GyBZCQa%K-CbNCUr(`WT|oH|IXVbh&Y5^)9sdrNh9RD-RGeH~WYnvhieyVt
zrenU9+r^BfFD>#fXGltGHC^4ee^!o%0x#|qPZO@B)SI9dKV}+l`k~W1_5g41j2U^e
zjWo;1Al|#K;(o;=`Bb?Kj`K}7r-FHp)Js!UwT<Dd%SCXK;%#DRgHMnYcV+c1ku57#
zmFN#M;&nVBO|#tOQzH}}(me$IF)Oyzu0-bJ=WQttj4eB?<jMdHP0r)$`*RbR*4+EI
zW92_!#l~k0yZw^;rlSqC#SXb@<EAV&?e(7S8kdl-1*Z!aXZ1)nUhP6<AqD5q6L((m
ztUo3mn~O3!&;Coh<2hu&3kBy1R_6xZZtfR!%vE@e+!^8tPm{WelmdlcU#JKij4e5T
zy!!H`f~vd@j#5;dX}Q+M5R(~Kf3f*~GFO3oY@<H>v9L>kEE-dyl$d(6Z>Z)qIYbdD
zUW+<7WAsbHb?jOOjCnBdTIoJjqcTi&pqd%^TM$#_(?8<B$k(ZZ9uw1UAGf^tP@fft
z&<ph7?Ky=#G0a+lz6s}XjO<YHQWHAkvd%Cs<4?9EiscIGtZVO!v+K~+nLPV8xk0Bh
j#fBh^J=yrMXzo#Exk8Qr#NHKd>lHD4{Y!w*=f3|3jOf?S

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-42-Book Cover_ Build a Large Language Model.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-42-Book Cover_ Build a Large Language Model.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..619404d8fc342991c94bd84852e512020a993be6
GIT binary patch
literal 17136
zcmd73by!>7nl>KXwa{V(iWG{wL!d2I3KVxK4k_+dpcHo~w79#wJH_4I0t9y_gkRn{
zXXZQadw%oHnVEmSo$E=iwX%1vJbUfO?)zC!^H1vl{0~yHQUC-5000600z54N-T}~2
zQPEIQ(9zJ)Ffh<Dv59c7v9Pd737_E+y(FWed`U(@K~2ZTKuyC!OF_ZN|AvKwlZS_g
zia}6RfJ=mpn}_R<A3?ytz`(}BCc(iW;d({!itE39JaqsF&=FJ+h>#Fy0Eh$#NCXH^
zJpd~B|3pFfw*&C^0|5~U83h#$9Rm{!enKri01*KR2@x3y1qB%yezrIKdjK*43gIhG
z3DjpwpV4USiMae?GSO+@R(29APn^<m8##Q#z<mCKgp`c_H3Q=tCLUfsegQ$Dckd;o
zq-A73sHm!`YiMd|8=IJ#nOj&|IXXGJxVpJ}_<s)w3<?ejjg9*epYZcnVp3LiPHtX)
zL19r<bxmzueM4hYS9j0v-oE~U!O5xVnc2Ddg~g3c@YePYWOr}>?EK>L>iXvP?*0$G
z5CBMjQw#q7H^u&<7Xe%^L}X+nWVAo@LO^td3lae`$}3J(LJ1|b&-Tw~xctzG-o|8B
zc4E+SE1wb@IZR+ar{me6Kl?+qf79$=Q|#OSNVES??EmPs2*5@{fG-{r0RRZNS|fEE
zQaBZhd7fX`?aab8$~t2muT@WMHn7}bjOlr=f%gQ!!P;QIM+5oX?6AWGrH`<l05mv3
zj{&q#fC=Tf5moZHm>&-BHDF{fx(qIHXP*Ek!v;`?s9OsI44-jfohLv$r_b5oT~R33
zwUSu;6Cg0)^yec|ZTrK;izfg@_Ft}Rv&!=Qf9brk<W8SwP6jUxbQdiX>Q4u3Nn%EZ
zEi%5@_s;R2(|fWX9z6kQ*(#p^`k*I3W++CgK*0)?q>>~N2?~*t_+N$MCK&qJaw90}
zs7_;yDBZ<EiIjU+_Orhx@U*@L@9tt6e)pz*pn5Jzk*S~}%^`Dl^aKnkQpLOVhdKY-
z=B^j|FIr)5zR&|3lc{bGJg6Yh#)A(zypes?2}+%tKvy+hcD=FpPk?~t44<*I{3pQI
z>?gqH?q4Ske(#pqmQ0I|9f~lR-=s}E0kB-fp8)Biim*rNC&2H2nwX2!)z)1kdVw$d
z{A#&*Iy_2yrhYPEc9J=H$h9E}vRzm6_8rBgSs(3V%v!m`2-6j5z{g@F^g^qXy8L{f
zu9a~hWK0GABq%)r&Yb=-cHZ(xNV#{~58vHik7rz}{3d~XNk`xxDaw?}5L}R&n8Wpj
zXfv05;VxZqepR}_@_MckRr8oe>ytnyf-kKYbV9X-6aGl1MZnj9!)F&U^h9AF(yta8
zzN{hTKKIwhRqe9;uT!ccg<h{Di9T5nDM<qUQHT%QtLvfRO?{8<<*-2J-r@xxbK5&o
z=cxM&gGcO7l8OQ8f2=e`Cj4TAzls{~OQ9vzs)W&F;sgv-QXS~2)d~>~U+TmKBn(RB
zyy1DwFZY@D>yDQXxby`21W4dZ2cZlfT!%GeL}-$VbbN(4a0rU6ZF$qfRc=ZRulpHY
zQt^Rfa1B!G1`LC~g8#xww^JP<)$&MW`eA)0%(+`TigrhbO6#YYk5*7c!I4;0I~2dI
z?i)lSiIk?Hahfg9U7K+Wy{<FTP8N*?m3ti9xE`mn$(!L*W8|lwFD|6($YWiDRvUC}
zc5&BbMFWMWYD%>Q4O^x8D)d(H%^Di?Iy(&&N%s0yNC&=LQYaQKc00OWTOts?f4>-i
znPU@GmC=Xg2W4JEs<X5_qgk?S;(ea*1YqyZZMsjOT$S57CtP@q%2)4O!&Gi}OUoH<
zBoH0zz&RBw3yy8B<*O&`B_D|t#Qy4lR2h8WucJ;@Quo5jtid$6GNx>i&z(VyiV0`g
z7#QdQL9DLz*7w%m))%J@<XynV=<03r^|(*FBBs!8SII`htSB^TUGg!QgCcvQY((7=
zUE1EC`9A@~iIn~{(#WI=pdvN6t-3N#{W{)$PCf54uMB)7X7!pe_yGI!gsP?71}0;c
zzj#(CBj6vU-1ITEeamzfcrfB~$*Iq)KlC8%(?3+=Gne!P*fsjb<i&E&6v~*f4Zqs=
z|43dn%7Hj;R&njJmB)C!edU4pbH=>lVke$`08?3J{*qOKversZRVQ^fvrk&BRVZq*
z!tUL}?^S~4)4UA2h}6T>YLt%s{4%_3yxAg6D^#}y`VjgDAyS(9PM}5VFPyQ*b1ntZ
z$|>GUVpuw;a6!(}6>|tV8@m+dG4~zrN%+%<+X<ycuN4-)t=p+S0i5m$4ptkACY{!J
zT*UGbq9WOtB5WhRJUjt9>6<H}H3#o&mp%-?lNWS2!15Vm?6oriqg6$XHVRcbdW$aG
z{ia1AdQ-=v6hN6znRBk_QLcLtYx{1YYa*4g&9!~moBmHX{x8dr4_^kP|L!t0HAmrS
z^=-&FOI-ij;w$7&I>c5M{xGoZ7Y?ylnZ6WJyE=9G<(yZ&=C~bUaHzG)y?tj|Jyj-&
ze32cH)dXV4TUfRdBdK>uHY+5tJng2wD@$jmu*;sU=1mnMr>knJHRr3ZNK`VRuEPJV
zB?~Y|@mRN$MB0%uC9d4md+~s!5;@Jy0dmWsZ*S3nQ2C=$1sIR>9RJ}y{wHn&N$*?X
z>k3|L1t(Ny8LtEX8`ZiQ%0o}Q;d><Qxydizlg=M-%(U95S9R!q{yLu@Aj-dy6u&dk
zHK*zlRX7AsnjO|KF&z${nZ=wD9MQK`oDoUAM~R59Ax9M@j+CP+*S>hk0DckX)a=W4
zOxqr!Kqi<CfMI7)jqx4{*@n?IrLF6B+swwC&>Sz!7hui33Icvo9LELiyqG4ja#+bK
zAK{FCL*bxERVpvY->580rF#2pQz~`y!EuZGoihogbxY8Wft_cR$EA!ZA)BNZFz=u|
z>o#FYeai29&wekj2mw^?l9u<HKd4rq77NR>AemF1tUqWzJajzJR!Mv(6q#7#Q$^kM
zVNP{(i0L<_K&cb;f(*-=<EZo&<Mo4dZ2e=s$-Q&_<Gen_Yn`>bIc@_*gLxe*b>&4p
zxREez#5BX>V|VAA7)i@&bMDl(?TUP4&;#7D9(-%XHSiFo(u+4MYEmr*dgiA?pDl^}
zIb!@}cofwY6<-e3@~9qdw=lTF{{lRGLj?;>XtOHM_4)He5l`-E0Fj2oIy_Bc4|R5D
z(cfJ{{yx+q-7Y|FOiEcx%p{efyIsZ0ORiKI)?M+lIpD?;b?R_%>DQpS8FJ*3^hn&T
zdgrXu^cgZgDs1_;eaT~`rVQ?UONnWFlY_ng7;1yO=SMQOX4ia{yw5fd?*m+p!J>j!
zCHwZVvC2B!V(;pw*sRrWI&UJ}t)dsC2*FPKWZaN`cU?#}(quJTZdKAn_q|qQNa+zk
zF7e_V@%*P3<vJp&cZ8#p8s3k+7OldC0}jpAr9o}$8w?sTeqR%=HyuY0y-0hyBSfEg
zN=k^7^di&Oomx*tR%wL%X{9Nmw%oPQKGTv{uTjRwYmeu|CD*RBnbJE({uiFGmb>t@
zdbbGfLw_)4g#!Lv`e$?A*lbbY=QTD<vGYXBn{(kba8>9<iXtGVc#D_))Cg~p_e*1r
zpPG^mJ$L)^OVZ(RgifcQE-k0Lyj{DivX%UcV;b`~%VjzC0e{nbh5Fb<l3;0J86>3b
zT@G%413s<28;^kbx*EToUrzu;?4$>ZMcOyg2tOhvNKspcdccYk&YgJ{LWcZPOD(a#
zL4??8m_LPGojVUcq^x$Q(0X5rkiojV`Oc1PR9OZh2664|rw;TVPhEST0E_s2nF@#_
zAjIG(7p1;ijqm#|^|SXq6$e-%8j{uQzqppeA#r2KuI1{t7?!s5uyQ*hQt<f%21QZo
z0`wHfw9B#Y&46SZP8OS4NAg{D8vT!(!c_YhP?v8?pSvu_LKx1)?@=v@B%kl3QBf16
zI8|Db#bR6^Vx-&`O9bG)Q&MNlAh%vglY4mk1nBqw`~>(c^8~n5t-Vn5X8z|nG)eaF
z%x$;u6pvPK?9sg*78u_#=Y1LllWI=Czp#D8VGe^EhI8Sr^~+(Zmp=U`#XfVkyUZ$b
zx7G#w_o^@IZmy|EsD4#6^BsDgX|3`_?40f76Ip4kt~2>9M|0}`+*rfiT_u>VX_h6<
zpFMg04r2Zt^LrhdxG?Tc<H4q>G!CxxiB9dcc>DrHo8Q;j+UQ298V{xB8n=+?V_&Re
zxFN;mqol0!DMYunZR)Vnmj3r<Gm13b`xm5a_TgULd7v2{4&a8!*{42(N_ce5)~)Yq
zOnU<8%$2j{a4lC#v_>jmaRP&o&dXeXY1HgnS`;+9*NCZ*!U#d=Rs2gO=#m4%>E-q}
zU(-{K-5fja(?eKInnPt+OYx5`%;`|Y=84y!A_<nIULP*1NwxRFAP@6`g_+~|Gi@&{
zwe`YSzIybWR|<5+wMMmz79@z(@-sQcwobOzH8o@Dp0^XY**pQd`G-JW1+HbgTjATf
zo<0E{Qt-@!PWc4ZdhC;|PW9W{X!Pb&<<yahmi~yrh_fI<G8LP*)auvT#*8Px08#T3
zpxiTkXGSwAt}rlHD0E~1aV1SHPgAzY%4L>Qh%T-{(h`^G+45W~l=?IWMmT57(9~L+
zCftB5^O+9XS?wRA&%Zu~L-p+7+e~V9U5Lm)s>e}33FTJO4IXj?4TGoXb0p&0+?!|!
z-AT0dvV+G}--ZsjGB%r+MEJ<r=A;o<WWq8n3>aLRnI@zCMo#Lt0sul4p;I+|bdu>#
zYt$@uYJ*-PFZ#|c3rs6u4lGsi{ncCW%&#IGPkz2k#*7%uX1UONu71hwlnr91wS>x9
zly%URWZ(Ld083@rT5YlMKTZs)8-DObmBJO=sUjwFQ<ehQa9!MmmU}({s8{$O=bixL
z#e!xezj}{KjnY<D0t+RY-BVd-OL20y)JG%rKN=R0kO~x>I2V+dbBb`)0qB2VtDDt6
z0bU&dvwU`?!X6${-|GBg4VH6L3QIph&?B~=q1l%dRjHbMWP5L!Z)RPV|K%F><SWff
z2SK!{1Fa{(Y22b;`fHmOJHbZ~b~O%)_^yqD&q-2!Nfujj-VqX|*4`!Y_Y0=;Af7L!
zL~E%FRzFm#`D$4|EY2vIV4n;0OOgtd0X6i*?lKz*Vh6YiRnF@LN$6a5YHV$@YtIOh
zynX~@BaEHe-zRO<;yq&_YeKH)M}VluJQE!K`bprbZ+l<7EJ?Gewpf6*Y^GVK^znTr
zNzTG<%sUF1Lb3p*d29`W=ZVHtk!8Gi0*dxD9F_!uGbpeP2%YbX{127Rg<~`cGYsc6
z(fAczcAUo^={_H9Qp<KHbi&+9b3$30?P3sx(~4v-50(*TTN%srKCZP^`t(rYIssqM
zIT+|PB%(gI&;j}F?fMXCuM(V!{oG*IsGqVP#2|Nygg7=H#T}`*8LP`Z=yiW9o2W|p
zhMD3daxu3n=^XYA0kKZ%3xP`k(LQ4y^*`jrNCSU~l>ZbuGxp%2(*<67va^=7DB9D{
z40F7yF(lJK$5?JLnIn)i)ekLIP+h7WQK@d+UmOdp34u!3Z<0V&KJTz(ZCiKKnv|jI
zo}5H|SbMPXF9t0th8WKtW#PX+b0-ukChRzM_^Qn1^Wn5aDRd)27ebV)v|C!WP^{_I
z*R;FX`;#i7MUH!49YoY_a=w!PsXVw}KoEl3(%lJTcmjMk?oo84sa}--1yMT)-{QET
z0_%>xQL%7di)|$B%e7QQP$2lBUnI-ks419ui5q|$X*hF*Lw3dxc-OK=tax9)=-8)}
z*1+3;YpgwW^#nlT4`REL$k%`0OdFqWvyH|i(La_+x~E3o+eSX_MBYq=t+j$t<~KAl
zAxknUOSkSs3;|g>%tpD?ohO@EmomOpQp^<P)^*}w^E$RJRgqu3e^sYB%X2k(1%l^p
zk$Xml$P<rq>y$$GbA@hF-h2le>DTh3#g>*VdpzdD@$X*m*to=sg8G?s!sL<-*pK+m
zyLYIaF7V5?MbXEUPV@sAaE>-eKB!yf`|!{mdb9@~)hHraNi6lK*T<~k(N$R^(g>nd
z^a0MfFU$HmJiOxrwns_>vxy%>&zkKCu#MH3eeD$UweJR7e_q2^G$u|H?!_eGX8hZ6
zddNGcF_+&Jv|C%(Gw4+*n$(36*Av%2A@J4!TNPYh%Kf1_=A=B<!bEdRT{oUqWbWN{
zu-6Imh$8nxa-a{>PofRqyri3Qv$eHxh_hDj%F?RkY@D_%<$<eVm&7>5bhVbeW2TlI
z<_pf_LBCOqC%}Q)qdwM9$VWv-TjFdETKCRUPXWT!Nr7zPcvXP6_d#d^f<nzkIcrJz
zfwxG+OC3qEe4#?;Vyp3wvtyW&_4bCI6w_v_CyHs;D0S}Y&P*lQ;f`YmdNwE|W$lMO
zGs|ndCqD7*G@{i<nIo3>pcRWa2^t;;_vSb^+7!&e>7-*U3)ZqM=B;D&)$GvY;LS!>
z?a^x&LW42F&gY6ldoW2yqbiuTeSmO1$X)yKL%#Y^o%<7@$A@TXe$4e{cA^a-^=ovy
zPtoF}hj!fXRJ7$ns%iGv928b>YMuE$$29BZ^%Z&4Tl+p9?d4Pj*gnKvy|pn`$^lnl
z)2>~d<f~cXfj*6%*dEPyKLW=#`rfyZz8<)1;>=S4yjTUSSFH4){sXW0#zwa20f+hR
zdK1V>gh35%qib;H7ii)DRTRl);}ZZ^VKFUr=M8y|U?&5ngX35R2~|+JLK!+AaX7)W
z3EnAG8gis1Cv9d^GBZ&N4<M-3tknW5G=Y5|W7f_{z>BTQ6E{6LZu)_vZ32P3hDOq+
z3U&%a{`YeYmVGx!dwNc7&qAwi!hR@8TA2JJ<l@f$S9Iq853qU3(}oZCH9Y@OPG1=W
z37L3|`PQZi=~}0`d{R8E``rn}#c@~jMC)>YPx)**?{mz{Ax@-4Uf!LZsvmYEeV*mR
z1;y2)EutCnMQ&wlGKr)gh9x^-`-OMy@W4I=)mKx*x7^P_d2R?0LTD`>XXPms{y1mT
zB28Y5qu3wG;?W3*ft@Y-AZfPIPh`%CG3-5`W1?IYrsWCt31;R)o1)Vovft06mxpqO
zJ>0{MLbpyjY#l5hAbRjO7>W09Fp_!>S!qJ!ro2v<E14JS;3D9Y^}#s*%L+~7mz=6F
z;$8kEw*1l-<(RhhdFe<j6dN5e=-1i>ia{pUQ9i5DrPT-0(HH8{rB8ri@a+@eFn;nF
zsno$m{Rv=l#`IRVQFlAaCyu9&K{f4u(^5;B=rso(($t*>CHeE+-mfPuTbJ$D`gx8)
z+}e947H;{;o<28G=cUbxw--T=zhP>9%VR9}^p!snn3)+F8am3lreGrQQl|_AEzU+#
zQ|lSc+Ru`gIqzgwwqnd{{=N^I;~<JgmA6YLv_+=Gn;{=&#HQDbY@kEBCuGi?b#Aui
z8w4eXyp<$OFcS^%ngf>yJGiBJhS`lad2G?i2#7rHFcj`Zc8iXn&^eO12DgpQ5%SH?
zw{7_K-+PdCKf(&Vv_|*njJ$&!)nsuPUUKWT2VLHHt0=mu4EZ}sh0{?t<LZ$1;tGtF
zuQTZ-WH%=S*=AbCT3$!@iO}$%llIg4r)fkTUqY>}i;Hyjnw%WbB%Fn<gDG(x9AvIx
z=>d{HUyai^VuIB~>Nur@8USF*6!sla9QW&XmLae}seetI{<OYF1)bAT!eyB$uDOeg
z;CYS*zaKTIogg{O)g4s9UjRV5-)x=jbm<a{-}b?&SzA$b?k==trNi=_f9UbF8QTKQ
zuIt74>EWwO(@VQs$Vw8aB?kNhR!sS?CiC*_-{JKF4k8>}`ZsB{-H3vQkc~Y$$2|cg
zL(e}fPe8SbcD0><M}+lMDEv+l`5Y<J3E5?iBY&&5doJx+-WmVG475whIPHvef@2Z)
z3pQlwNuUlm{=x?k0sGnsl)rCpid@=kONzx8dF0*Hy+1K~0xW>K4{cvhl^>n3_CJ%L
zj=>-$MWYR!n1L!5fjlDGGF`b!N16gcHuVDFFk|E$?^tk$=ZBw>p(9@NZ?q^2GxlD<
zLj=*)(%viQItwvbOlXO2CW$C)4_cgaidqWt<{dth$$h5!ixaKV%m0o*pV#$_yr(|N
zQ)|F2w4_;I28?+qmYu&5dI&?%{_R<Mz@gaCcdhE3Svh)We#JX_zCWcq2}*QWs&8JK
zrss({Lf?n6Etilyo2GaIpr}+=$vTskvN2eQGf>+%qt=e(rREK?;S*c*t(vdfYc3{~
zXDxsHI4aWFX}U7D-C5{vtp!hL+suw!L1KYSMGG$Mx1j>oC9FolD3V41D6`9?8*Bi5
zS#0wOz_j@s#{NuxOQ&Blx9Z!Z-#5)mwXqC}SUjtxNd6GSoJk67oOxhB=25od!d%Kd
z&(CGEmCcxT-oY#gZ-7|ob>dbaDw^Tl^5e|)Sb04pl9}xZp!RB{CKiDj4i8(+TMCSh
zdwRspBTbP~Y~9Nrt(3OBQ+rOs!=-S&Z9*TV@sguK0PUe+l(|af@U7l3kk~C?O+84_
z%{o`T_jQcdZ{sv6&Uh#ug>yOeS!!!-TSkP{hwMDB*5tPoV61^VxBmM%?*faM6%gL@
zM4oEiN=_=^tHfW3!?GP%-#8DJ%0R<cFOnW~2y{P~7&E?gOu1Mh0yiqp=bBo#R?~0}
z#%5Faw0H-2^akYT2z^cFkM=uz6Z=-sXn#pV1pKPXXI&H&Iqsw}T`OD?7>PvShLmC(
z&WBhi>Od6!pi!jTTe;k4l<heL9GcpeM2ov*0s<wJlwBssl!H`K(|!||s-sV^(Wk1>
zsUn}d^6#MHe46lLWe908xl!0=DV<T4C1^Byfg*9JD0m;YY@XK;60r4*WWI!;e^<Eu
zUEFbxuc+@{iaKv%YrV{2&jzyRK!gbgDk)w2TM~#Ma4;{9rz9=-CV~u0N7!N`fS6Vi
zvnU&Yu-Js`{JFCn!M{hlERjnf_6Tp4nI{<>?Gb)`(_aQJ_Vk5oX6T-eYGY+S0a$WK
zR$zN4m;20WJfrR^mb#ZrOf4^%nNF>KYyE=r1c1K_!d80?J2aS&>Y6ADZm4nwyc&~#
zo%!T6dHWV_*yH~Wll=Q9^W0a2!B=y<`3zLMe=tsSF&YJ4Bu{{-BWF+EXq8LWQ27Pj
zL?}byZR{otB9pec%4dg%*=i5-fayhgg~?4jGcUo}5(%OYlZR61VoGrX{nsaZ`Zq@W
zTJiQN1Ft1cE|NB(pEoYC=Mp%%1}mSR$B~<uLP+`yY`~FjWty{7Dnubp_)Z`TvdQT~
zL7nd_2{>u8#~ygf%%wp}vOjO^Wpt?Qi2Ls^e!J_3faQS-b&WcCpSgg1xiaRW*A!lT
zDeLEg6muZlMyGM9B4s>Lx%U)a`>4W%4$GHEyDLnu7pE;rJXTwg)A-Zn8|q`S<#?Ar
zd*_JlP(MeacEF%sH*Wu$-`z%5JMr1<#S4Dr!JW4^T-8T(5KNL3$1AbC1~;cdo;8BC
zh_^E_<vK?kL(TSXb0@SOgtGll0Ncg<84(Fbz8LHTj~b~?0_2Gj1Mb+2=wStkEoiel
z)@l>sjgqK>it3qsnm;(gOs8t9+u6ZX{yTwRG<UT9w~TNPjbCH-uw-jTQYyBo25hfx
zs6bg*FB$K!Q2S4oFZ=r=SZ|Ok=!~xfZg~3#>R!0{(cxm?L@Sn0)`V6ho9DVwsnzHN
zm)Pd0MhD`zq&sJQ;pjY6^Si!Fo@~Xu8#q6mz$c0l;gcDaLf92J83k(J9qQ}$ChS(7
zXv$h7dK3!KnI9}RCsR>b@f$JXeCywOTo2v4m?HOh0;H&`y{S8n*qf2nJg#M40_nV}
zvsh5*5igAifWY~s;5>_u^-W&d-bYQcJc3w_jjVIDnHu|W{zc?^`<V5Lc{T~66lbh0
zYuog^lWDZyy%!DX&J%OaEork?F4vs!_+0}9zN7D&ADqYYR`)7oCR-U;-laCETz&ku
zUXl=7X2^vQz19;{cYJru6j+*>^~~N}cxfQI<5h>Q9Xi+-mrDq@#Q`U%HOgReL1xJn
z3)ulporI~oo!b9kpn!)}&GySGR>pIgg>1XqI~jqosi>j7VZBnRSdW(meozC^p(lXZ
z{&#w)`{D}npm3D^vPQnnFuk~=0iV_QP~JY@)Z4LM{Y5)LWlmpD6LU(izy82_6d_w{
zwuGy1ELFmLwBv?@TUW{+4K=|F+Jss$4aeH77zHUy(7QiU$v-Haf3ajGQj*B{2W$Q}
ztJWxj;s%Y*@b-*yn`Hw}na+!@@fPkxMtrml?i~#tap5cwL*bHs75lI_3qN@L^7Ad9
z52vb^Qt3PMtOQN3heS<j?03~^2u}b}D_FVFseFq)<xyvQgJ;~K=e_d{MM5KpceWHI
zxY<)UP>D;HM4ep21^i8L{qjK9KHq$B_(xNU-qH7Zq29fC(+ESeRR7PvBAQop#;q68
z6u2X^nhmh#2fj=!v)=vEd80W4reH?6sl0GN(~Z&c2n_Si1mTNt>K;7*`AM{-;Y)+m
zf`25KWkvLBZT^PIbVl5R(ETV$0=^-rB+xnose+QTmvh-ZCfZV7Q4WX4>1KA^z&dTc
z#t32OSl3h>5YvAJhu`$EG|NPUT{Fk1V~(;fvZZVjRSAs;u6vj75$1TO^_Fv1O=P5o
zVP_Y;Xtrn2wiKyqk|~}D12x)5zO66IKHDkg<ez-FZ#`zt>!RbPFKkIcJ~r69qekI(
zpRNF4im2)I?r{w)B6g7>3S*W-B0P_kY4n7vm4418YRvB@HX=;m(=kXI$g%rgNZVjR
zktU+<jCZ6{)FplytxlETig&`3+J48Jmok7ynW{F1L?^vECcQ-h;q0;>deB-iwO(6k
zocE4w<bsq=RPAjc$(X3Cy7Np<`l8U6XE?o#+MCLPJ!S9s!9S5siLI{hGC~(NUJIHp
zARskvQI+3L%Pvo*D6@lZl+jxhiog&#Esbf|kt4JZB4_M1NBJz)S!5f?G3b-XGe+!g
z{=PX0O~Z1<kM`EM>j%}%AUi}=grC-@i=e2PDt3kF>R9t)YB95v4Mf?yl8~LaIr}PH
z0%cj#WF@tXr1&ev>DPEy<rtPLqE<<)my;Oe7W;Pm-nh$Dw@4nda%^KrTEl3ZtFq*X
zo`gO{m@fG|vAaUfJtjZv+tfzUURB?l21BhVw~KQf^+~d(S&qNZ37+5SKLL)@`(rL`
zt?EywR1>;&ljRy56S)MB5BmFNTz%GPDy(ha>&tJkX*2dq2|P?ts;1}Dp7OGlGg}Ik
z=9PnLvil=R(qzYw&IVB9`G=^B8Z*49EEy8<d5tPWfQ6Di#yCCfO@g0<(v5Yl=G{C0
zPMxF0{)Kb>ClXd->JJjO)CVtz|Aoo|SKoE=FKDwCz4&0&mLa~|U8C+b-6xAnF2=Gx
z#nYU(3*d&vs3U$CtBK-1SZ<OGU%l@7U9xOPFS&ncmdNYPF4C<=W_uRprX}=Fhkk-@
zQORhG8?AOil#C3i6x+np{DGw_!|La4<JKQzg}nMH(c=5>e3=j-X>Q<r-r92PCxG!h
z&(6t+Q}Uqm`L*B0u&;lb&vfP9@+XS^j;!WZ&u;Y_p_Xy+m_;7^5pI%fa?EeNy!(Q$
zbYjv{&T&kaZe7T&6)@;iMnKoeCgFGDrG39-`|sM02^tU5I0QQ=`ga)1x^B9aq;vFT
z5mqIK6$uDF&&!|_fJGd<?K_So4M8576Iaiy7@py=QV5Vd4B`sK^xAi3Sji^N{H=2#
z=|AaQkXH;ydvvv^%G_+J?)~IrvbLZvNf%Q0Htgavej4<&RV>9DGz+n=jMG;E4;aoQ
z=@HXfnmXgX?n0dy<xo6xhCb}%rt}X-{YJb|iX2`n8O}yP*edw!%h@m5-p4z!Lg&iI
z%tWKpK;lFtjF7fP>2X=kTYsuwn5Fy1^D<FgesDX`8=dad^Q-x^hNGpcNCBIfk-i|&
z%Xw1d82?Ct^)34gJgYDlHn6Rk4$gCT43?tcf|i%RL-ex?NPxLUUZ0xeWMYY()yQ)V
zJvZ#52BNmLT^Z}~tE>$psP6z2{J&&Lj>a}d;IPVXP*_;20=W(8HhMT<U|GQqh*%T9
z{A(tXZ+4|DpawfRrzLv10f{7n3vDX<t5I_@`ovBG1JnD-&MyiaoI56G$GPo7JC`?_
zi|1$JolEBEv{?nDkATurzV*VXyk)+zf?`4`hYUj)5O|*1oJ?;bo3Hnn-^;IUI&C82
znTRg2W@!ox22fcg>ra`&7OOZqVNo_8x4)e=r)Ebk!2HW~2rUhv@A#KUDbhLMu#2qz
zcgJ4)tI|EE`sfuod&eeey+SHUB(c<cbv74QzHs)&zWr$TuQ=yjXGH9&-LXp{bPt<_
zd(lI-r#G53BERXg_@F-cUh6PiAEw1Ky0=T+^>5Oij|@;A?xO-}?`CumrTxpD&K)9f
z+HieZz_gdeiYtxJXZs_^y|X(#!l~o7hA7(aS=+CTHF%0$rk%(i#JK60CLXv_@aBjq
zf2GN%ZZg64CW)T_z9HXCV3<Ir^sWVggS32+b!P$S9WfVA#5LDpz3xvx;%K=W1QFD+
zU)j6l%uyZ_&B6O$pEm|_{;Wr|_>?BC;(rS{FOrlm4=&5tDmx!IlqK}pm8J@?vFwO2
zSFY+1MEP+agiv{FLwlCX`m(oHTH~}_lhtsRZDHPPKB`D?02=ZLn#;7?#qnBLFHHV8
zTe|QoqGbFD&>?4HzFPuhx4NhL_|xlclVx*uV2w2`Jee-$`U5W#`FR}xM`KXCVO=qB
z3aJpZQ*^KKPgA%_2Iy*G!V8BC&z87YvX3hxGz+gt(a@G1)pj$+C;auNOLMen8W1JJ
z-;?x~xCCM&&^dm~Ml0y}E#T&_iiP-?Lsk8a#+dN=#{g2~a0q$^Wd=g%aF(AInQXb0
zQoxcODkA%R?cKL*nn3W*9qG@szIhdP=hAnd;JpbA7X&GS<U}UNE@Mcu8o;QEBBD>v
zr7F+(D#mEZhZB(khb_LI(OrX2_@@|NTG7ur6Thi*#!Tj;4nZuNWyxXVKxgTrP5*VD
zG@9jG#S7e^o%t?L((+1^k(wr|`CDr<KHi4viESA#c~p&_fIDA6zjy|K0~LT+JRyGg
z?e7Tg&p!}c-aimrx0!!xazp=v$Q3TXl4{ZEt>E)7_pzbdh&5QL!M-(eOeynuH283>
zb4~M1A8S))d)oPDOKWtMRDl}CrsyDfnJ`5ZWHL_*pUq9DcS2V?H+3Y<Gyw6r*E3(u
zLQHsb>sm&s??_SqD@hC0jp$eF7b!3;$Q*IvhA8sd2YLdM(zr~D6GOLyIf`%IL3yCb
z%Q3ue^Tru5b3s>8#py{U)KQn0G{P2$#CKpOjkvMGn{wPUz9L>KLcQfeql6J!>Ae++
zv2o0sbSe;YhTB*7jlM+#{LZxGrA)Ez@(lwXJ$;Otp~NQP=uplj+Wfj{gV{(OT=v3D
zkexwy3{JOW|8b9x`!Bq$+RD=3VyPLHmEwFOSbZFQpLATWl<w7l$h#{0o6}836BseS
zE^X{#z<6i=f_m-kS#eIOd8IVe<zApF?~k0g${F-VRyi1XtGCC3vuI2&6eC_5rSh9}
z<s(pgH!n%r*$*A1G7av)4m1#Qa%aPAMr^{3WK(2PjzmTK1dx&r%4$I%on*OmL3M^8
zHyj4a{7YnY!id$t!X+t3F+O)TnxsK`texd<E53^cMwWTX1;x>l{Zr|D9j(Q#%$$Z8
z)U^{PM6~@osAv(8an&jbX>ed?m~ty{t8Am0&Zi^zo-uEqMqZ~c1ASOYtH&jJxsd|t
za$pa}`}KY9beMcSXn}1bR9Z6@?URB_OQUuB%^>*f%k(||xie?)s9>K>dO@!bB9k5?
z)e*8d){?b-eM+^t{r%aaRi|XltjK)&R<wU?BXy*Z#|5-?pS-y;w<MhPi)d6Z8{N_M
zFHPJ`30W>QDEim<aY;h@2dm@`92-F24Qv;(Y<x~Uc3Y>eNVL!cKy=#>@is-eo7o)p
zGs4CGz*YP>9EmqY3Wh(tKUt%*jZ*A~a4wE)>@-{}tQ(>2@!m)q#WT$n^{F0mWDQU$
z5M(bE+`x1cw`~KI0(=ePJ@COkp|r*8DO=!_IfKk|(q7WkXN`XO=whBTA(PMa2ILt1
zM<IT0u=oP@o*eH16HcXP<(4NE@BMYAK*;ic+*ByB+_xhoX?G6^#2Hyzq)}@Btm{O2
z=yu7wHf@c`uOwTXQeQb{p{+501P*Cr0*uPSoSW^s1QeLmA~Z6JlH!iOhZ?#8e;?_4
zh6H?P;b@)@+zZf+JCyQ?cWVWwSBhiMwHc%<HUTfm4q9xBu~rn78n#YwNT|;mbI=%I
zh#AI<jh?q}7j)RTAXa!8q`=z?s=-{cp~}5B!kIb6)0GmLuW~xFZ1iaDD$r3NX7<L<
zbmhvFSTgaE*uJ<}9bhuq?>DSvLB;4xkE-|!TTU#a7>`7=YXJs_F0)+GA02@|8K|82
z+{L;}Kl5e_Wn9VZUpmViQLgS8pu6ULcYetUr}Q5^Hfz@lH?i~>xk+Z{U)`*|IXLJn
zyEm*{K6D{(B>^+6&D|w|*)ny~N%x--k;qc}8N5W-jTIGC(o%8x(pY?Gt0POXO3m3#
zQ&VR@@T=mT_2AJ`On)DRYpL^8SItl6@c#BUy<+<9W5mC$nB7gwYEEsVK1p$P+zk$g
z^Am}R+KC079(>_tKN>+Wt;NEwiX)fm3m({lw@%zC(a#`z5<Bs*oPPud-_SrBMPj)>
z$#cE4(^g*}4As0wF28#Myso2Nur;J);X>?eyu8`FeVBW*$?R+7F1{$He&DMh4TP+f
z;e60AjfZL`LmjP1(w8M|dLn;az#FcKwfU{QHnp(AjY%)T_jpsM1Jhb3S251CRLLKM
zq1m_f=5Tc1YDO+7L5no;2URiv+dSNSDICVDyzq=N7e|$V4!0OqH60F)q#HXY-t)oO
zvaF#J@kOrYUUwOBPiu@LE)G0E4v9NP2gdO3r(+mmtREnfyF4DH8>B>SF<UYA;Xh7I
z(>{DlmC43@1IpO^@5N1caZL8t#%Gj&3L<Ak*9HqqFeyD_SPPu-e@8^1vSB`<sw9cV
zsLl{<cJ6c#!hJ()1`V)IL$O=Kzj|f7QM`bPMLb{pxT(N-XBJ1MVLk+-aTfb%g>I>s
zB=J&8$HoT{C~}h<`pnhU8ebri{t@iICJ0`R3yo4Ezd|2p#H(Q1u98vmy8~a9Mo_c}
zz5hv0COrf|Q_e94`a#YLZQr>S_fJf3C~eGt*|c3%{2H*}=|>67EWNCj;Q?7pNZ;2A
zD+)JXz<jzIE!ZZnMMbCE=9-z%3|%NW?+hQ3c0Ug;$pme`nUGe%6M%U)dy+v4A`3Kk
zc?w5!t;uCdFjLDs5HoyUH~{Y#%Dh(@7eQU`GF_W61=vWU{ip3X@Cu2`wCPV<hdDT&
zeMk;QB7rbmK%g9;Uo(X7ymJ=C6MyNHlr@YZJQP1#(bTf;zdt_^%1s^GCw+Kp=4mFM
zQH(U@KlPG(SFocPMl^%JB2BaXxheVuX@>?_;Q9$bRVuf|^ZY#VoqIBdaFBwisE6}j
z-(({d-m&N1B%1Ko$pBno8^|T(v{*gXq;|-75@%fNnDreJS*0x}-X~dz$VLB6nelJJ
zJ2K?x%DbM7H)4rT0AQ)@>Pn%RN!Q?a==PnBWB8T8E+}#Cv$q1Hb*4q97JpN<AqpTa
z9L|DY&Dt;LB}wj5$9suYq2G)J$G;%$S6zvMx=lZHG@xhrxTc?=AOU|N7W!C;&K%G*
z)o`ZdO+_WoiTO#bjiy=!3N|_~=ESTCq5;QvfSmJTz0XS27rox&U19f_XBq+FBwIWj
z2kWxa=uEN`SO+TJEVj`0YAA~3lA5bq7vKsTi+pwGJzm3NqqRlf>o380zqqE~KHFqb
zO#74YvU0EZMv|2#r69L7lH-4g235gE*Uq^PsIGR}?@7wZ{@fTRK`i#%n;2g6I>aba
zN8nAipn=&#d$em4Vn|oMTdt)cQR1iPk-%tL-)*7=11m&0y*;YF#~U*f&;kWF-0m-K
zH3l6d+>7@K4RjOrNb5zafOIKv1lG>&I%gq=<_3dQ`|h=_R0fYP<hY<;>0q%Yb9&3a
zn^WZT$KXRPO&`xS*d0)NFlq1{W;C8*;y`3Pb$?k(T2f|Gt7E}>{ykxl#N=7uT)mG^
zuU=wN)0c_yt+2yF<|0xPcBXRiMr!+$j#3@DzCc-}^bv7nzcCb<hYlDiRJ_C!i&aiW
zGV*#-xs@Q6%Ntk7FsiS;)^cIU)|UAVNvKMf{CUbfHW&z5tVnWgoKjHQuB^=O$4DC&
ze3gUX7>R}qqhh?-D3+1~zCN~=;(YeuB&FHfuD}f=U7}C)Le+Y96>BzTTPDUBjjLYj
zC7kFNZ53K=Y^iOm;0Ux#cnj|i54%*JAEQh>(BfMtjpeMJVx5$;CH&!j%Rqs0NhNU)
z;~lzHzzVb6VSOgE55W|IHjIk8S?!OsWg<im(P!yY;fKe*aPC-lf}CEBu%^Y(YGEZ3
zex~l^%<^kVNf@{kq`(^sZLl_a4R)qUdG7i%j=+RIF=Z<U)b%J%L1k0x1H<?BkaZ8_
zHG|luCa6(|ANAVLwmzSoQ;2$B6T^-2T{9*|M$B@TpI|O+Wt2H1mH~@)DaXjQgROgN
zZmyNhm_aGc=kw_z<EXwR(W#6<ykk_EkIJoD@>tM2EFQ8#Y2?qZl?VH#gsbo8yn2oV
zDDKt0>c;4EE1G|_R8%;qY~yxNuBJdJyOO*I9K6TUylis}EVXm2U1-G&5wK0-5!}GQ
z2oKvX<{h(!x&c}&hKhbPIH+1;OKQn4RNK|@eV|RlX%+JvAaD&p1QHx*KLIdU^1ofE
zfC`e{5YHf{D=1RsTEG1AKG&@|4PxVn|2nszw3mjM^^3zF{N?|cxBL(O@^8%}|8?n6
z6zYy_A^$-E6%>0`9+Gjo6J+l#h-SD%W=_6*Nd>915VUq27GpWEKhUnt5B%)7o%0RU
zN7cpYo4vLJ%!ea9(V+q~<3~&EENg8`sg>Wy2Jsxn7~qRu%CbB>_hJs%)|_A#D-GB{
zb?8Zh2!cg5URv^`z6R^f%}RYQ7AcVkw}F%3PENfTkbJ}{+rlYgYaCJ9?g^3WUTH<v
zQI`b0Nw3C5Tu%UZ2i0h^z?YVgw|ypU+7Xj_a`p}BpCj|{)Fbjjth16$6Esa*y}mp6
zR-4CiMj20KQ28}{A(OtCUC1?~W|Qs9b3f#sL)sND(P16j0n}UCe6+;;AwnH86Xp@i
z7w+xxFg@iaY9{$0+0>#S81e$(8I6v7`2-Ls>tz*X$wVAQ_nQ6Okp9Cn1si5is@+f<
zxq}*TgKUF4+X>y>@y4jycOUubt4_=%k8M>XtE$_K_t7!n9{W0fY-7^!qa=3)kkP17
z;2_{@s)xVcQEtsRPnXuaUQKt#B0vNHi82Smi=^4bZo?1}(ilU;x3f~=7>?VK@@Tot
zHp=T1tP8tem5S$k0+f6ylm3X)hlcC|l_qB1{fS+v%Trouu=9Q~+hSKV&?Bm#ER>u#
zmYs`K<W%*@MG*O1@Cs6~87mp~aq9aE{@2n>Tju1+v9cY92uS0~@|CTZ%)4Tik?$M*
zWMYO)a5;oboW>g9;l+As^gIzc<_psnLdv!$Rd0n;Avlzw!Cf(#lYr5z|IRTY`)u!M
zscuu6PWjC$pEZ52pqW4?R1mt4Dihj&AuQ<KgAZ&1>;fs$d#iKfM`PJ+Ri*98n=`h)
zZ^t`Ew!bM3vD>tKA5uk+1fqO&d}QWUYh}fBx9A}Scz63|HZm+BUFCfreWy+C+^pkA
z>dZ{{P2{r60r)Ixu)YO<#JNECBRVsgGzRG?2{ys~*V@r#{gS31)lYz886$LwFOQoG
zNcFap&Fuh9I&J!zq5%1hi^$`4{*N#cssNCjqfirVi~r-N!Z$>p#dFL2|F?|Ae;uQ+
zgssDq?uNj)^=#RjOY)R7WLO`0LVJ!Z$<d;Pd>f!6-lPuASu|~qw?P|v%6+{zWHm~|
zvoCy~u_*DR=~x4fkz%H(FQJ8^;je70KPsb7eI^*AV52wZhy_ryiBmguJD@2@x~8F=
zj?^R>4Y_n5z4D9YrDe*jDq2y%<&NBJh!D(fZjzZ?Nf1Og>@Ggn5gfaz0zSs1OIA+P
z)Nv-8Qh(IsE?P${41eTqhTRblDeK`jbQjKPhk5quTvsn}q7dYMlzAa4xP>%Fm8xiS
zA=H?JfJ+j9&~56iAmq(V=Ka1!u5P{i0^fyA7D)teFxk8CBqS?TmeysxDH`*^<T9sL
z%J!WlxPia2p8?CJ$Pr&(E9$Lc1|&*bIryiTr{J=NA@W)12q@8+BwpQ}waWdxAA*+W
z`IV&DW?c7+gVN&j{*&6us4?Ujhd77Nq%RZ&qoY4DDs+<yKKjHfC3y;4l(EI~Ma$eq
zXC-jqyTJ5X1upZ-@{uE0B&wbvv<i~;ZA16t^!u<;(T$#;_42*v62g<%lPn=m`YBJ8
z(2FxdLW}&~&i+vPL(ep?%#diaR2SoEqsW_U%JxSuHB#P&<eTVp-i}3`ulSAwH@tq%
z1>E}2>^i|%DFuR$LU?^CleL4=@A8<J4f>oak7OhWLNG)tm;9iQ2U(UTo<B@~pvUNV
z;L3^^-_HqW^Tu}3hpJuB->HR}pAS)KSJ;+11uv538?7CX$&we+osB&K3Y0y5Xik?C
z-pF`W_f!|^E0EwyTR~20QClxqjiOPNn!ZHyfn(Akk&m}Ub3!$XD`#N}aZUtPC6nyb
z=JgLNK4ZKh74OV$-e4oD@T5CG69LmXL1L!%-c3oc?dToHu`cahPmCppbf9QtjH!#Y
zJoCFMx0+ymzPc(fV^@?Zeu>z~j%DH4;{T~VJS>mo)BGU&ZHoDlz*V_KeXx|ThNQrP
z)n{c5k7r7f#F>9^^8Y(7{!jY>H6k?rWK$WT=~!YRw6w%;kAKrE+iMdMB;l&`I6nb`
zUbuK98(4hfmyYhAJqa*n5L{g0aHYiMOnYQbZm&Pv4mWt6Dj+fb_TBpZ2E|v+-`*tG
zyN{CMi%!<_szUZQJ4H3I+hU;FIT3qnuH=!|IvE^GCgPDmfMfdDo{oB(p#8-G*_T;l
zY{qyk*?Yp4G!GNkawnmW<`o5I6ErcHB36S^=(N=1dl}ay=O6>(d9nW3dyzESuxR_J
zGC5DRFl#FkeZ|zlN;bP@P3%i>eP!9PBC^GKdb(V-tubcIoe@0mM}HmB3|vt6c7)~n
zbX7a0ODPvq7F;ye>ZmuU*wRnuTw##@D4%At!cggX(Fv}pcF;La2mm7;G>S8vl^fQL
z8`g`*yp74&Ey}<fEXzwIyC#|;o))b)af`k+D6^Uf;bq4c;i7!2BiRKLM4lqwpe)An
zqs#@_laQclV%q?TU$<_v8cT$$M6{USf)rHEkLW$qi1E5@3AC7b%gSwn1POkn_<FnA
z^z*)b=x%B)iNY<;RV>VuA7CvRsm1#kEhXn^*5=PQ0nUAU?`7kGselo+D08|()qTGe
zI{w?3KDT+G)oTYp0}<$zz1$ay`YMVgep)|2IKUFYlI#+GX`qWYbY9lUb31-n{Dv@J
z;_WwuO=oiTSM{};KMd897>lX@y<_8F28)QNp`vwx;NP=5n{)|`cW-C{)tBEo;5{rr
z8F_35A*_<#w2s-9vW4^MheNF8JJM0rc^FF#E|)6$re_YLvt#O03A2kN#2H5Kl>(5D
zuQNt@1yiGhvugT+uHHF=tgn^no8tz3xe;0`O6Np5_8q5^0-VAiQ~B-qRMq0Y>Aa%i
z{XR+W9NaySVKu!`(sre!nm#f=H?Lb@h`u40i@LJV<UD{4+)uz4A67s%AYX_I&o#2Q
zgT~H_&C8K+^BLC0$6rX95<%Wkgn$308vP+!dR<!E8VU2yg+4J@?N9q^8ENvn#<B{s
zLUBL+orwP<wEf@YUnJ@+caxSEUvBDl64@Nk$X-BF8^Mu%wCBW$lBf~7C;7MK#ft7A
zyDwil>sdObpqxw^X`Uu?z|C~xmD{rYRnKO(&ldPu!PVa|#sptiSY*T_*GfyXNAQxC
zIW263t|TjHXd<Zik`fC-Qmn_O@9ou0&RD^F8jBW@boH&NkZ48`ZZ1l}qw1)_5-Ub3
zCVu#aGM|Fg<U;WG#+ul104}1~$=7WAzVS~m)@jnqJm%*-GfSB3>t(;+;)$Z`&+mg!
zLy_X2vmdX0nr36CdoP_P6%&t2MCj;uq_&&o7x3Q!RQ}qo@SlwT*%`von7?)z{-@bG
S(SNZa`mY<L;bXL?h5rwQo>CqF

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-43-Neural Network Architecture.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-43-Neural Network Architecture.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..55923ce688de5e606c783223854fec918248eb48
GIT binary patch
literal 60639
zcmeFa2Ut_v(mx!ei8Seo6cwZjNE4~SLYFSRsem*A=|~HL^b!F90Vz^Nnn>@xOK;M9
zZwWO(NWP7y>AjwF?>YCq@Av+n=fJZ`cCz={Yu3z~nf05Q1^Nqm8gyP(QbrPlfdK+x
z0KXvg80aqOEDjDX4)$4GTwFZ7v*!rN2?_A=2`-Y75tGwW)6>yX)6iUI<Yc~l^*RF$
z4T}Kl^&8xLe0=oGf}*#0L^yf*cupI^z{A5Mz$dssNO*zg3e6RsKmCKQ1(BRRgT~^)
z#JCDNLxO=xf`M)X(F6U&#`yXJ`uPXr3?>#f4(?gJbNIjoMdv|hFfcLCU}0ioV_^YT
zy93{Yut=~;uW;YSAya;Yd)0=V=SA4NvkZ6g>nK!uVT`<wZN2c$QBqyFNPUfonT3^&
zkN>8?EkU8X_ar2xq-A7PAE>EoXliL28W}$^F*P%{vv+WGa(?dO{nE$R&p#kAJmPg^
zRP>ve*yNPdwDgSknIAqC6c!bil$Mp(H#9aix3spk_w^494h?@98J(G(n_pO5T3%U&
zZ}05x?H?cxk51{r0Ac<_7V!5c!v29S5`eBVSXh`?xTkbsoN)pUOcE^YE8IAwx0P`p
z*^pi3d2yEfPT0HrIy?qm6&S^1+un1OjC?cK;HRX0rR?7$%<C^v_A6n((KQMpz{CKU
zhe-kggAR^Zl0DD;=_6b5JR;*htm#$dpiu(5+jJXkW%vh3<pUZIK8zBHhi$W+Y+%AX
ze`>iG=^qIgkNJFxBkD#<9Kq*$Kh^}Pd<xve;AvtRPd1Ic*;4)yO9^|FwJbvkLxTM8
zLu<4-(mH4Pz{Ro;$9It@n7A~DZtycAp`|gJccmZUadZKT%&N@Guu$R6N`+a=f;gSU
zw8Y?+i8Y2fw_s5(C$cTwD*PUip<?44Ebl(No(CbN6f3yoEB%Nwgdm+a@qHFGPVkXw
zd3i;c@c@_64kx2xxiGdq;!OH*Vd6$7o26*(LP?<U*p*<`>!N}*O4vCp(S6rr0<J&2
zBeSZ|tHBl(XF7C~Tf3;CivdGz9P|taG@IM=S6GK>;1o5+U4eUXC3a_mths!=hSaL^
zT27sz)nm_2f-tKS#N6gm=!qya&E*meEAz)ZW<*>@ydjEYiWKqq2s5j}rMP%UvMx&L
z5X;B`-?uy89JE%b=cG1Jl%uzJd~P|4w~|#TifBQ6VmO$!m3dI!?Cz}mO`S0d#ha!J
zW!+&*;_!fvJa?i%bb@mweC1XlCaDNpj%%K-n$xVTuh5`uEVqT~GR6}NsGdQ?<mKT)
zIahgwR!y^L%yq|C?K#)CeOS&a*}ngvGd?E@YQ;@emLLcH=umP|mH^q7Qw8!9>NHUo
zN7}v9)f&^Hk#L@mEM1~87C%@u?XOgPua8($>0#>Gy!@%iUxqHZsrdf0O5$kxMprb5
z&_R>@v8SMErSkh4XktU>JB8~}^f%14gz=gk=d8fmtERs*hwt`91%ehtq-Nu#?hW&W
zi1ptot?@l<@3gu2RA(DUf&A!L1yRvN4fT7{AKq{$@d1_UbK46+#EcN<8O7b)tTVw%
zxLkAeWaf0#1%(L>_Y&2fFOi5m3n#FERz6EFzonNNK>Iq=7%OulOl8_dSsa`EpAU=`
z-R=;sy$vq$MCBfpAv4QYt+1}(u>pv^*A0s_QMQoHcNrs<H>UJ->WA+e23&hakkNxV
zydqAcml(=bMC=<?ev%qxYwpCE&#15SlqahBvsIVWaFHYB0o8siYoaQNyc3P_g3hBN
z7o!(tH8FWNVFKO>4K1-<9o|d<kL-;L{SfL-G-%Ki!{Km}bDXkQhm5Il!mZRYW8WJa
zA!GiyyPY6j8Ms73QL5tmkrqM9g(ztn>@Y1CFT9pDZEEAgfv1M$$0GZy$d_+HU-oK6
zG|2L_#u2Xiav?&L;Vn861*P|B7~?Tf?5{i`$8@jFQ`)p-FcMz{B`K_D6%s2E^I-_-
zHC!7gZa<8=jGvbz%9fj#J!%@oqd!>~L}0EJY{NTEY>ZRZAtNG%2I1XI3$nc4w$M`Q
zo(2zgS<e!?S!!BMznW-iYM3A=rSkqz<;!yFbYi=wkSUYaOy~o~)WC}h!gS{5UA@e{
zb5aG)Mp{&Dw<86YOmnC~EXjfYy`y#)X#IvLOS(K;13`FMeR34@7lJ|en<zpJ1+SyQ
zgWEitl6&MBR)H)@Xa2&0(;CG1H1u8A3j$&r-C;i@VKTx>da_w?zfrf2<`bo+z}w=w
z(2Rlkx!~Dy7Z!{hY9SsTc6I^^hRcCDl+hV=EK!#(na<PFUQv>o#n$<q`SGXi-aof<
zem7eW(ja8wKQwlHhti}tqSNc%<D5$_UhG!E#Im5Y^p&Aey;yCnriI3sTWyRH1L4mZ
zk75g9EldK<A)#@vX;k47AST>2ECTzqWKVV}69T932{w}JNjQS5xUw;`q4%GMWf`W=
z#JZD%20|G0@{^Nxl>;6A`<4=y5N_CL*x&)GiD4YGdsbuOha2D73}IXHz(53>C*WIh
z%JAA`$P{9tK_cB(6XAZfqke(e)#Lp4N<Q@`nMsu0kt?x_U8+9oOowU~R;0N7;c`jE
zod|7m@Qv=gB9Lq650u4^6v#h+_CSD&M0>2mM#SsZ<2#%4uq1*AahibyPG4|<65>Jm
z!tRdUaQtzp!SNDPc{yTor)8MOO<j!Z&KJ4b<#=S+_68bMeJd~TDc8e+>q(WxuVk>6
zKS@r*ZeOHN1L-6OvVi`J$C=`H&*>5~bSGuSL(j%aGWQS+ae0YIR<pr!5<Xm@e0_e}
zo&XO^gBIT3grDrpTDY8gW=&a4Q|b9xK|`dEEx4d0kb>@@!HE>4dAMJDfP&F?d5U@c
z_d1MM%eb3#CYiU9h~PbO#W{G6Qxn}4_)-ApE*F7bJXrdZHRqa=LFL9cD;jj}r5j^`
zO&s*R1+N@Zao>ygaOrS}H}9;lOl*DdVs6+*f*W{e6nwm_ywrdOiKYN-@NrH=ve62l
zyj{9cSjs>Xe)4Eg(qsV|^n!w3C*5GsoNnZ|i<uLNk^4~85yfmG?7jWe5#bsbK_c}{
z1AFCq4XZ`Oig34HftUQx81Kku!7h;Xm2G){YEA?um>Gp8PAfBRjxF;HPOKzRQTBP)
zOMwyy(X?bAJrfNzT2SH{XincIz507s>z|)R{v3t|b(^9=TkrHwY4rZu!F-^D<dFJz
z{g7pWY{;|(y-wP=SdP+ujTrsm2K~t{s|W(JR0uif$s<RDeD0>BK|R)5Xi#k+ct&ZZ
zX7|z%7<Lt!(@*?iKs2x059P`X+%mmbdC%?YN1B%0wQ~*cj-_M+ISd-7@E!0C->;Ic
z(NV`VS~6C);keH491Yf2GOfpuzPpuG=$b=;UDW8L4%fX`mlAfDooITS&E-q$AFBS;
z)W;MuA|T#QkWk<ZKQzdLsMjiC$X&H7-X*Qjl2bGQlOhfc!XK`y+37n*gD?z`EVMBz
zg&J?rp!z+SHFCEaAVmWh4DgH#LICAr0GVb7$Yl3{Dtw48zIhb#y4cAkz;aP9{0buu
zZ41RxBCN{o62Nk<8W;u81{9%RO^601M310Bd8h4gQVQxMVmsS-h-fc&q}K8+_TNvR
zicdRS%C#8X-4N@S&G&6@#vm-bi$@)P2Pz8_L@}C@x;-v|->K@}w|B%DM}ty|H^%o{
zs+=I-KPm|5Q*vbsiYm_=vXpj!I#YuH#OyoLN;P*^**`<RBZdC^R^sbhGL&^GBjDb3
zu~nnmEtzka?R<3Jj9ylJh<BmWNqTklq9)JB*2^%7GxYy6i<ppFK2V|hll<J3SnQa}
zL9WL|o)Geo;A3L#nFYksbgFIsgkF0JB76{ze2>|;oW~7}|JwA_;fgyN<e7&8Wb->l
zY0yFyQbpN6*ZdKcK|Z10Ep(K<{2`PmG)TFBwyeCQAi6!Qt^JYAg{7e~Vy^_MUPjoH
zxSZldl7U8O(A)S4o3+r_8zyrGFRcsZj-`z%cT7sc`8o?;M5*9fyDXtDxv9XWeB3C^
zQddd!+|!wC$2h)(DoEW*o-v%vwD{ve|F>D^*P@6MjuE>jWou~w?JGxvh!8b*;P)lv
z>6HWLtS7~vt?j9{rZc$w1ux`xJ(q&LGHpU4l-hBJ)jVX1sgRwwk$#)g++c5m8Rcb)
z+3rDHA22PQj>)4aTp2PE;xxhTgSd+ZG46Mx%E3FitCiZL15fudxomJuJ2@y~()=6!
zyOj0hxRi*bGlubI00l@T(1a=SG_-u;iH^U$McdOli<dsZ4_#(+n!6fVnQ|4cEflIe
zx7ED|JsEmNC|7DZQEE6WqVd}Kt^!QIBBkl%16+4a#c2HGgSyt;rH`$(xt?ZJqx3KK
z#)O0F?953<JA<N(p|p7WIoISlIA!C^_l1qZ81;HTeLBi)eU~N;ua?k-@z_M@TfjnR
zb=X-8wZ;=C(iY0V;~q6RhDe#x=m&7U{1E6!VMUPh7%f5Q9K$L$UCY7S5~`vD!E9Gf
z)3oG|H^~AQk<YDZyI&MJ&nt<0e(ZiMq#>tC$BzbuaRC!Q&oL_le$@n4U^rvhFplK!
zNszog_2it)R^YltAOg^|j170tpj`T)3hn)Fnm^KM3WEy}%Dv7zI`PbP<@YuShjJUc
z*-jQ-Iv`<FkuGV@OTmJOlO)VmY74`$==X7jIufcH;gZch(>eI!pQJeo5sc4n?8v^D
z=(d$XMdqDEX8=k+q~zq#0G4I15xm5-IkLtgVb2CJUO|I)<}A@54-F&>s-qtbT529c
zA@dMwxr33jgf3$Zv8L4(8m6DK&f^VVcYY@*U{seH1Q~IGAQ5AbsmN2M`DqsoI)oRa
zK{f0s3S)%@+_xlQn%W0}>-LxYIjC7Tw=%F(ii+ho+i!J$OfO4af3cnBXbyRz2|4Z2
zkpV2_m`f22O1xx!yj?S+DP$0m!{s2o+tG1pgJ=KIo8(HUb<7lKH`B_^I78dHeyTwg
zPkq~g01AzGrNFz^%(~sRPsL|xXYy?;Qv3ReXpq>=se=VbeQHHnV0*i3=Gapu2I-Au
zP#a1uY{r0m#JNH~3e|K?I^|9My_EP`!0{_MCl`~oOJCti{T+ph>s4Tsn`O;bJD`<x
zlQUut=-JjET8I($ICL-<SN1==^rA8BvXtuT+3c;Cqt)-y*J5j4@ay=Ny7S?!FB(Rf
z%FxgsuP7EvZ|M0vbD^RyH0}~!MjmfRj(NW=E7R%-^jcUHjSXbU6QBMKx=I54l)x0r
zEVF~?2(2;wyBwW0N6TS#Mn{3t4i@+!l9poZt@`^UF_$&4du#?g7<Q8Ichx8cpI&-^
z>ZJO3Qph=HU1{Bt%eDt12iEKVeB53U$ELWmrry79b-B2_()VJ<tpM6u6S2v{lF=gH
zH@zHt>o*slj9rMV-xTxm<WhcMy{ALV$rygL$!-)@%pf~+Tg)pb3m4-B7TrrF%;j&E
zW~||@`FFMjPghVq=iF6>AoIBIApjb4gqK8ozHc4cxJ7Q@?5#b)8EMAt)!vi%YI<AV
zg+^N}=G@uY{_I{*^Pmr;z7!4eu0-GwpNPsM*QzPzXW3*rv({bgFTW;ZLxX-_Y|Dvd
z8)6P_F6ad&ekY^_eBTJELbpM26&!m%gj$;OdZhjxsrI|}P3F>TG*36{)Fd?%YE`Y|
z9Iv$l>>i1t|7m(ee?L7mI6bb6$@YoGr<j-fWE=UGm3VW*ha-lHuOk)HSA_^hJF^O-
zU|D<t!9tNVUc%HF)B(DYEY$Sh_368b6F&nb`+~@m6WGV7$7N}qBS>`_pksiC#?Qo6
zT(YQR?{GdoFDYb;qd03?cvvRoJi6HOt&l^%l~FC#SHy-2?-$+MKdq};vMXHn{aAE)
z4+rp7&P|J0%&7H{JC`)z@6+CCdKunAjK^m3_Jw}5=Hzt{LQ10*4T_cl?~-XNzfIxK
zq+o4oT6RddIFte>_TxLzzT#8vW7P7FAxwL(4oS<1ywSVu!T{mb`;uq0E%86)wr6*r
zhqRVu{v<OwLY>1(ZAs>5Yn;bgL4Y?93)=2}3EozGiUzF#KDW?jmN!Ct6%8WZ7@$+p
zP^a_bpVSD_K?Lt*f^G06nEC9qViTNF%x`K#8oNp3D&9XF51VfN(&-?8x>BOYv^^&i
zj(?ox92|sYi&;TinlXvcxiesuu(%~x66<u_wH9u!2W~i$jNp}dlu>8RK$xxkOgiUn
z(!@q)cyMp$ZR_c7YBTPs3GFY>bIV?Do`sh@ldfwOE9zdhm5#*?zMhl2Skap^7}ckB
z$??|0?M?RLN*J@xR&K~(SHRO9vhZ4pwj<2IA;0_iCH<W*)x)IBN~~XJ`CQ(c%^Z+1
zvvrTNR_&ymaT85;mTR1Ud|?CCY47^<q4bG)ddkzeTF2Pb>7Wor&A^p5nhmaP?_G-3
zPb<`JN2dJ?1p(`|pgS51AXk;{v=QCWCJWJQYXS-FTdgzF%Tj$lIypY;F^+)>rnz=W
z+O_aJWPnS}iEELyhUi=jB^T!E`aH(I<3+KeXNWLTgjOCb4khF3g9hoNL4fs|MNu@u
zkvu(jy@*HZ>W+rZ^hf4={$K%&r!P21e8@FQeB!NhSmjFVycC26&DWTM_X({R_u>^_
zM9a-dIY^Le1iE7A3N%?ClFb3u^b2H{L9fY{o|JEGLbW~_AK#=b-s*8gheD}pr<t5g
ziclinP{vWwkp^Mjipys796wwPYD|}MN&6($!gfp#B-oCM<Z*7$eE_(~XP;!%Hhbto
zgq~#FtVu$|>X}d0uc`EHJ-W@2Dj&lUFL_IKZL;vCuCXm+e@Gx21be+4yP21vWpQM=
z81ugF8Do)7+Nemkc*AfgvGx+u>=DOsXi-p>GAcU5tj9ncG8$3`Mr^Kr88T3X&yQLL
z3sEeD<W%+Pb~rh{ll57T-?n%%B~wmM#*e?k(e^P~Ui#ikw`^dE9;qGfTk-sSf0U0k
z)vC7^EGowM;XK&?S|Iu5?R<gHOE6vUz4s`p2HK)T|D=FBEp%ni0!2Y*K__f}FGYB>
zv=M2K2j1DFn`ZL4xP_oW93m}@H;%aIBdrma<SY9PhpR_0>#g_$mVyN?g%!{EmEgSI
zxNs}|7Sm#CS8*Uqu4*c~cMrgd*-h{|@rimx`}8jO@Ky!%7_f$Fxs~*AB3+GISAKG3
z{g|a+kqg{3awQz1=ot=X$zguN$6Yvb9XoM;T(8EL(kMO1`mT$pKA&Z|Vmy#XX4FU3
z%CN8jthp$vBtQ={Uhckz8#+fmvfj7}ZRfF?v*PY6dH>HK)K@D=EX$HaKx<O(qEM5$
zauk9jIJikzjzb{X{}v6B6}del%G}te)s|V?$Nx6LNLVwN-}-SNr~yvzW1mN%qcgVp
zu`nM%&2Hob3*<a)4x(mbIeY*TdyV`DNLLv!PuM@3r>sFKU{U*u@*N=NeUN1)Pmze}
zEu=rN78(9L)m1U0OI5dZc-|0@%os?#)8L#sib2%e;LJIeq#?-++?lOIwrXa;y*rNv
zX|Fp7-+gbUp&ocl0OxyD#lx+8skk5sfd**}yzAkz-q^YtqMXz$W{~r=CDVNJT7Ff3
zYVX#rUpVH%c)NImV>5fQvRhjo!`Uk88-<oSjbeCxGktqtB1H!i^9s_{R=@VpdB?1w
zl5(PVGh8J4%dU~Rq%xc-Ru>t^CKP3@5@&Plq(4Cw2P^qA$0zD5M2^*n!sk*jx0KDa
zi846+0*Wl+7%XhE?$uwqGAK#Ji|Wn#gh)ut#Q(%wO#^9+Le&o-i;t?~X&XJf)Gk;z
z4w(c)X6>>jEN~ZnyH$$vOTdyHVSD^FuJ6qEQD<O#O+H!i7BXt=cr@EL>Vu~6r<!2L
zviX4{3)NI`-SH2>ujD8nLxhT0cI<R@bH_7MPABa-2W}h^sb_*2!(`(tI@pGYJd^~7
z0ji1-z!v16s)K{T^D2WiYki6*Sp9yDK46~+H(E3(+yGGdrBk1W9ob(ZgaL=T20)o@
zYGQIXs~TD!_x?`E;zwbOKl)5nPpvo7lTGsMUWT$b9f`Zy2P6xeVjiv~?>-ZBNKp3D
zIOogWY>^?NU<OxQA!*q)>t1c(KJLA+b3$3H7cK{TYjMq36Sp@d-s_Kns#r!O_I=Fs
zdpR*uB(&}INn{E|+2UQZ42a6BQ7A%(jtGE=5>a=}cdZfkDgm0rIe<SH5l9v^=%rjk
z&F-208rVf}eZkRN;aGPocc>8Hh2~Fh9pM4<_GZdAja5;hNVtI3dhithK*Q)Opg{`T
zIsp}KA#oI8DXaDkYpUzdyOA7FTu2Y#b6+W<hZTze!+INx^c@^s8|Ct~cgI14l%gg2
zBROWwc=wG~acQe8*lQ`PY2k|A*ZC!T`TBV?wWLNOd~w72pqUM&?&j{HkZ(Hi9Yqkt
zJ>)-7r1%>}UvCEpy7jvRUHTUUJ=>($Ni^&tZi3>nMVzF!e7QFm;PCu|n?_ZTRBsM*
zagVzAu+yhZy;b3J``j~%L|JF}M1>hp@exRN^$S-@{3Qrv$Sr!6#W7(N&l>I!EeFgp
zUwd*pW8`jz=4}(JibpTbT&DHRvRBr_`J;&78I2I6l=V6!D1mAyS4@ZXp@rnDUG)w_
z@Il}3r-aCE=YsljNHCuuU)607^~01%k6pzPA6E7(BCg2v2e=HE=OIE4&&OT38Uc>w
zec50r99lO#d>l4Kim~iEkT?n<hb*gjqfo<dV3A}!yXtI&=1#jB!1~4vse%T*lbu4L
zdQURoaws1b@YV*`2Q}jCeo@Ro?!X;1XoD*dyvs5M#EVA3g(yIxdQz;>Ac*Nvntt70
zta}%7DbT=tryv_Cztf0YUp#51H{-Tx(-RwUtT+ojIj4>W9qdCtJUDIf%-8n7fd;#*
zw@;fu^&`^IpgXVWPp|m;Oq{@-t&Q(404D1%7tjx7CV1;od1+ceX!$2phKbD{J?0?D
z>S>Ey_V|DXMc!qKfh#t4><e11?+Qy@h<bMTOtb<OxgtgY^N63$A><nab$uRNibw6{
zoy?tJJ3Lwzvf38R8dg;g=u?)U7_$8%|KnHF^#?u*w)(&o0U^r){DZWBS00xG3#46?
zaQ%^tWzu{)8>9x|o6Vcz%g(o$y#sf(7m<dr$^A7QF-BO<>X+4dkE5GtkOp{o@?-S~
zTz%@m7V)IdNnfCar7ri}7cE%@W#P=nh8ISqlKSW(m(U=9r8Qq!`VHR<_hfx*w9{R1
z&Dp!rph6TYq$dsc<Rk@PMD)oyCCJpMSf<9u>Vo^bm<a>tPFV{ESj(z&%333#?#40y
zC`~u^r|^%h#&O<KgKU07W(j_i{~6Ct*$&#xHJQc9#EG8HQIL6qd7X)6AVDiG*rO=q
zBn2*0tvn;=z+4vnLcI{`i@FS_%(wo4SlwhGtgs4F@Lb>>b29IXqBPeqdeGQBO6%7^
zC}hbsGZbPe6dB!0)b0{8K3jfd{$Bh;5;i7?Sk~Qz`G+CrKho9z=64vgz@Xv=Mk~P9
zg|J8;&muNoWA<^Qn96`P-dvL$_TZH7rcr(8@$o}NIB_NJPTpg9bxg)MLPNbYp?Oqm
zXmGzB&VFMqpMk&2jk^CjaYGdo?8}&Y7J=IqtJ5B8pI4kN;?F>(l0dAEjBemD5YWD_
z9H`BL!7a&Z9-70yP#x*O@siGcwz2s_foFH9AP~=ePB;af3)=VfYU!kZBn>XOumrsk
ze|WT2KU_p)F&78LM3hxJoWwEG!$so+QVvoQ>?*{{@^bj_itq~AnFk-9H#n4K4p9(y
zv-4h=^yGs}vYIAgHC+JWbELqN|EI!37%V`8WaM8dQh6MII(tOtEUmyq&cdn#@x^au
zjG+m+k~r+I5e&27jV(+@(zf!&=DTE}2xj&p>TbkTs&j-v-<5(sOH8w&)nNgZi=eI^
z=a!Fcxp$|<!e-@#mG#uw#gAx@-Yh_F7*Q;LIf9GROUwo<%ZcL!a?448u8|iiKl}|q
z0o+Pfmb7P-fwHWgg+GKqegupB;4^h%e>bfZXZ8LKp{iB!jLi&nNYa+Bu$vQXe{R9-
z=xydmBW|pyWP~eSj>K~*Bv%MN>V;6=$zckLsu@@@iN|Z8kbUL!*DL7qe)xS3@O`g6
z&8KxI55Uz76VL=4Of7JvT_O%-K6(YbS+bL>qmSrMS&hX$2^P{%XH38ek-J;VsIKTK
z#=eq31#^fBd!BC2!3Wypu7750T23V6D0&pQ4MiAGQ=Ob~FgV`%rdP?!g2rF=T-e*e
zGj65^yLf|;txkGaH6Paz)@secVo=gTwBg`#9$+eb;O`(k%xVCx#|NoL^wcbq0eX5W
zmeV^*52}$|`7L?9Kn!9IfHsp9vH&O%=z*4_sQ%wQ_^*rs#jjlOoj`-y+D9N?E~7!b
z`UQc9&5(ebJZ^d=aHW0+;(V#cmhI1_JT@WC6_DRVL88Z2E`N1b<Mp>Z{YDn3Zg+6D
zWcBI;YvylR`kgrF;r^~Lp9=d|VRosaSolV+z7a;C2OWR+;O{Z`KOzUq9@hY^t8*H@
zVXfK4)OD%_km76QPRHAjWi{_Cq*br=uFl%6!kqguqLpE+H{d`la3`DC&wzY)3eWlG
zuyj?w162Z(?R^_kK|w&fUi)%%?$4_}Z1b<mcm6l!o3s?q^#F6YZAH)8rxG#)M9@fM
zjhA`zCcSQdx{aW=Q05z2Qj@sG0pJgSsr#B57b-ug^R#*0CQ*AwUbv;a*e8#WsyV6+
zBL;5idj4c=9!889&Y+9*nN1`Zan86Kr&uZO#Az5o(|qEe`}X<@(~P!&VxHQf5Bu)T
zFmKP=d6K$};kQW6VJ<rMDFXA)3Tde|(PdCBdU5w756wJDiVJ~6J{mw+OPZ{lGLR)(
z@}Hv&KQO2NV2UXS8#^p5uWuX}-dS44F*pA_3@mH)1|Vyrz{<Y|*K>J!QgE2dO*Q+;
zESF$Pflu`+i-?V0Y#k|!S^$OA!z2w3*c9qs1>|6~ykD1}aU7aer~J~ixx=Pf7cy?p
z4&?-IaxEw}UC7?->UzN20X+^nRC#U#fCdn@2=d249~bV50I`PBnn=2@*Cz&YOMJ0?
zm+<|~$?Jkj-CtXhil#rH+Rgyn4o8~zCSOldzBZ}~mt?6R`uPdU3oR#2$V@~Ext<@}
z#jhvtx93o^s0T>pK+c9pf}c))?uQ3U6V;=3-=EKZ?hg3x&iy@d|JP(L;;X1Xc=Iph
z`ls2G+H@g#rrrOua@YYmilWuI;2tG6F^OrzdTe9_o`6I%OvsD90EqQK5g88jM+cAv
zH9Wp9H+dF?2zk1c84gP~i5YhRbxfQ^3P-w-P^l#yhdLzPDFm1bDV;hZ0U$rj`3t{#
z_I_y`IIrl`W`P8ym#%XPejlV>2B`()0I5o5euuJq-1?8;4sI3QczU7K9P;8|bpu$Q
z!re&K4gFBA$#;_0uKWiA*0uhdJwO3L<#zpF$*m|50dSG4ivTF{6+JFo`#y)F9(4%~
zYK^f(9c$=XgdqSJ=BjbY@rIsFo>)e6cV0ajgd^q;<OF!9{!wDUpZhM{6VS_lDPQ$>
zGev%{y#lwp07aVs;-kNX3^7x;_J@2`<A9GE_91k+s|2>N?0^R0{=B9^y|k#vB?I8~
z@Dt{fApn;OadKErq~!Popuq`b!R$bBL*B!dPJ9?pkE?Ei_bhfP77Z?-L32|LiTmWx
z!@%7yXwYCrkA?@sNgwp2>hM)HlNb=xIP?D?`%*VF%cuOwB+5Q{j&|5w8!--+lym~!
zLfXkQ?O(MErkJ<v)s03nQIVMADwOwfk{%B5aWi-^((8Yz%Q}+s*G3&}H*a^YZ|1xf
zX1IA<b(}g^@<~45*rz9Z6m9fW`Z8G2#j&)FLnNC_k84SBRj>^z;rvC_P!k9ik1qd;
zvh_Jwm!=8bfb9*<K$lgkgx9SLp}KG8HAWrdGcJ>8x>);jnhXpp4)C=-U9{(sY${>L
z*kosD7_BOXCYx&rT!+jv+>ma$z7ghgCRCCuTS}qDTH=u&;^oSbTGhnh+blcVI}J}#
zc?;;K=9EUAqpUY>UFQdi7cO%0&I{i#wp$77>1}OySjl+O6`G=D=wzft5zk$U*}jx6
z^>i5QF#B8~Q#3R>UEX6KL00}zP4#3dM+xS0wCZsUPTMZUcsmxPa@$vh;syN+oKPu?
za5%}5vXqI0?W9<BMLw)>%i@yPnA80bDEp$WhdZ0a7C9l)P`%C?UW#k6{kAub@nxGm
z<`;;bq|wp^|CdH{oPJUgb`j1|v!nH+av^LE)#YK~m&9u$Lg#nMH^7am9a-ry?^ix)
z>B?PnmU&oLzeleu#qiPnas0YHpT><zwkXRx`}GZSQL~GEhL=KWS(L{U?Rs1v6enCS
zj+3YwuzD0ek*(WegKyj3fQh*(PZLaeHO{fDCpJ`O#y`1@jX|*9_bH{=WKn0sY+O-7
zZ(gBJkcCCb+3-!m!h|@_mDrBzD4o23k5Xb$J5t#1xmj&q9Cz>4oS2&vXOcBGx3yG-
zZby|l!gY5PpYc^)bse)XVcB8FCXiApTT^F(8^86qAT%$%Eq+lcW5QV2>y<}LT5HEq
zli1R22|KAKQl>EX51r|q6sZ{6w2hcN;gaGTV>=&)>3GBYShzUt<NS9=zOapx@^;_R
z=<~tj7Ln&4SbLxQNJRBntj}wK(fdOm^{ZQrO>h@QF=#(@rOh&z4Ad0ZA7A9kJF^w0
z<e48j!hERQb|qWlW}cl(U|qkP6z#4+vV|GP=6dr=&iGDfBfV_UUARc>Zto?_n?{AK
z(WSOGE*+-~g-Y`46Q(9CBEwtGQH2ejH(WG)u`-mXI}BA2xneIxUkSvN?`ju)u<(-)
z?;9HJ)2XQNX_xc^vCxFOswkJ2rfEsai}@~4bZH@C&6vvyD*CULRC|#LHENPvh2B+9
zhGQ32Q=`V}G_fS_yxcy!vG=Yilz*kl>S?d;I*OS@`^%vtPlvm6++2|g57j`z_=8vj
zf9)M*OQHRCIrg5oL7I7?BX7m<J4a2zql<eKpEaHH_eAfFj;s{i3Uv&8E_2BcH0Lze
zX+IE~pUNg_4hK|o=Jh|P&wr|aU>9fvZ*#7K_cj58G8Fj);fIo#kU~{W9a6vF3|@l}
z>H8VLoKP|z5vVoDvSda1j2I9VYUApIOjw_s9d^<WfPWh*!&pFrexy}n+zinmD1->|
zMFqUb-VdCpC*IaWKo4ZW`v;465N`leS&IK1;P&qpAbf`7B7<V1Ph4dH%qX`1yM&J<
zV*GE6W3JRp4Kg5VYOBbhx$-FSl2{Es^1{*O<Ulr}SAQYj1cUv}uqWUlG&BeT3A+(!
z&@#n<<9nkLU#;YrIrZ?XvfMPe&bK}U74T#cId7-LRnWt2vu~k6Z|s0e9k3$!^FsCl
z21Obu-_kH2_+!nM7g*x!;(JraMBc=0`HVaC!uo8f#S7BspKlh-g|n4?j>p;TA36{@
z$u%AjVds43K8tZSit=jLn0atmJ;^X1LPsXCE*48*yNyydTZ5Z^j|XFXAINLbctr2F
z>u*Ka=;Bb`ZtL_kgEJugTHHuZ@YRtqJBgA7=HWH9uHfn%;fekHPAvod6%_Nw{+c4g
zLCa0G?M6&S&5LaeMGr?19<!_6%0nE+VR=uB@EE<w+TAj)bB`yk=m#05n3WqAXpY>)
z6i^BBR)1LHJ1AR6-Fz{KHYIZ}t=rOjHB@fO1UqM{DZ9px|7AsZ-<Vri2M@s;#z&!$
z^Ad_SCKfk~QtJf#Irs3QZ1`-_hww|@=F?(3f=7zMPr|3x^Pls)Ew{YDJWN3w8j@ia
z+-Yn~KrkW8#dp|)%3_*0db{Ma#ZlNXVOxJ>I$d^bAK?M_+LCPU!&{q-n?7#kLdwrt
z#92Lh{%F)DWc)_=Tw8AVfn>h}vqse?FDHFWq4|OReaE4+kV@`GO_s+g7eNmnlribD
z$jb`2FyOZ=p;$tsR_IZ|+Ih1AfonRjij-`Bt1rH)ucR-oAvBb2tO*w?U+LcabZ?Fz
zn1}E-QM92YImulMYDTO=apF=%6)^9eNI#X}G^Sx44;=achfD8^a(LxSN&`Es+?rj>
z$Z3-ZX6$-mn^dvr&+i&rK9)Pgvcr9T!Sa6IxwCWN6Z1_j`!!M7D-;Wbc1eP2HgBmt
zO@*YTmF*D}k03lZs5a@9<>jwEW>b2b;kwUV$&$3@!Ti+L`Usl#<la8_sB=}(1$`ZG
z@vH<imq?JlTWoM#!kU1Xp@}p_cI@r@I>Rk_O2>{R41$OEWnNp(w9Uop9!2gswWo}t
zK>>9Wdb-XYLqqPudh)UpsrPgQKW^5B)z76pZN)>x*DW2>pgb%s#++TH3QDOcj~puP
zi0-o4vK@@f94n5Br0o<xcZGLN-S4-%|7IqwV9PEXrk-Y;fp|8euPcS!`8xdi3WMd-
zP3Bvo&ipTgC=pKC;~VVQlj$a&B*E{(o<U@H@vHD<Yf5)EvoA+kZ+)^;Pb(~m{i0KO
zwkOzQJ&(qIHq@S&koDR{(a2zfODqPs<`|M7aRB)~LvgpM7E(`P%H4bnS!B;nxR86r
zG+iA2u}=LWP8@$W)p`FX0s7ot<iRgOBiS7JBB|Kd`dWnNh!KadP4F@YF{)D&4SK?j
znA4Og3Md>ZC21ogOp<-~?75h4MOn^FDR<0c4enC=aj`YWtM97&)*blOstN<$s|0dw
z<P{nf3C7DprR0l?gnSF^h*Inze2%^snO+ellwvtBP!vt4;ZL9NvD9w2f%Te;a<Vy|
zZd7+$Thk~3P{IR{x#q*bv+69$D*PADrCcCSV^7XhS}?!A<mL`I#UaBd_FrvNUe>Ar
z*Q~G}8+&UZqO&A+_<D++UC0N;CB6Imu<^#n3H;$awrai-x7|}$j$%Jdj!N88&~RC@
z?(=WEoF%DZ*|dMF^GePf;w6B$n~TD48WViFA^7y9H&h5Bl(ceVkO^j+Nh0UQi9w5n
zyLj3CY?G6pME~RMv>-*l&m|XMewfbO&#od<tSTMOE$UPmv0OBLdA^ZI_WgW>wq3ei
zIjKAsxVC+mqcV|ZOpfUtQ#@92!UJ9=5CJiJw*sNOvBgsqXE7jPokJ;h)?~%A<jH4*
zNJTAjD)Wm5u54RPhnnuh=kl;dX&Z;e21lvqi{}hno#Pid(i~guPB`JR!>wJ#NzA-K
z6EEwQ*r=hZeA|++{8IyUask!Dl#9%nnI9N8H|<q2+9>GiB*-7c{#!xYU)Br1ynbs8
z`?9BiT%6X5_do(q1scSlM%x>2J=4*%hWgGN>N3|&9bP+9Jk9~4>C~HRy<*q3zcFMY
zHFNYxSA-p^J`4@w){mn<Dm*&3!xapHZ_RWcpOZp1xjcoe_Aj&7kf2tiP?N}312Uj$
zLIdN`pNR+la;;VZ0Op6;0fGHIv(qe0hnQL7Ln?l*qkX_w-R8rXfe-@t*nNNv?pe9~
ztw;gjYM!x^{oK;wMAbQy;TecG{XGDOyWRI!z_?%Ud0nV_8qa%`4FuIx@$s5yRC=W!
zEB_Q^Qw1W1tY71_Z%;q@<(_LCKoOtJ&zDem1+t{x_zMR5*J$KF@J?GTZkGO#>MKw%
zZ=O=ln}ZZ|p@n?Uxt~*l0H?yC21p&8aA9r=`ek5&SKMgi4?G%uV>lEgiUj<DN78_y
z&y$CqXuD%O&4MR@7}(fU4F0U)a&qAGU-Q(yg#auR3W{1k#}Xw49fVYR0#z2CBFw)!
zH-jxm{)dyqK9GQGKx%_UUhcV5Uk5Me>=C}iH40qmLKS6k;2k;W|M53U?(Z=yzVly0
zjGd$I1vLmoR6LTXAUKg^ZLv4jLTxIxuK&X{1=nAg<nk4|;n2L?5qv~yqu1oZf@mo%
z{02~d4rvA>4!(g5%>Jv8LD*{^ip%FE&x)>?CJ}?+xPC<tKe5Y|HTj>SjvGpHjU4<*
zd$>hl!fFo?5i`vOv9qRQ<(1A?tNo4DRkAT~^C=RU{L*BPrxc2w>~Wv#dXU0U>?>Au
zVLL~8#sKz7gdYt812B;X5TE_##5EDga0EU%vkuhowF6-}dKh#W4cf&o_^ALxtey!-
zFc~~%XaLU`Ia{DSrcfub-@H8lBcygAN7y4kEI0CNiWog$O_r%leyRc4Cn4T2KM9*j
z{PvOGJ>R7y_(~5FJj0==>VEU{^Bdd-6I|CNajmr*5z0&vvj!L=<DHMpt_|F45aedP
z_F~oa=O*hR^{udB<VnrRF%VDw<t_gv<h%X@m0n-~L+at|KCMDgUcXBJ-=yV_$CBLj
ztlxf-M=Puwp+!dxl&F*dL;M8#?MYQPisXbI^}-QyT4@6PerQEs-aXc?F>*FRUWXDw
zx=*vP3Z%YyuMeaGokc-`6oCrxY3+;D_l%{hzjBge@JWOhMJeT5vjk+(ZjAuxe!srY
z1J)!jAyU8!N-y!WvM1%ct~@%A8p<1?y9k7F85#_BfK|o8I>6}PPKL{X(#3Db`X4&;
z(H~-=u?{5wL@aD3@9-FMyl?u=dkdgQappVG`G?+oxd$%F+L!YEjn{v({i_K4A7y)o
z;#V2`S8Puz8@4yC78x_8e_VJ>|D`jFnAP!cW5;{179TO3`41xX_w@aH`u@*bpue^D
zHx}}5t^JeZ^S817ziF)ZrpU&YU2uIJXcgpdc1lzd)E>$m<i8jjrugi3HBJUD@FFS7
zQmi*OXCgV8`;6UNFOOvCPreI{;y1q1f9N-*{_MFR0WZd40{rhdE<W@DbeGO4j;1m?
zlEix5a)1ULD6f?3z21*ynzpijqE|8CNLO=P|A>$9iu9v&?K8su8c4QXn-<cSAr$2H
z=Wehz2dkDvK5Z`2+^#xzWciX>Ki=}u(|4CkLJTEnJt?fB0ta?Z1C_tP1poW1)9+#r
zq5$L}qByrOneUXYvwY;3=){o(WcF0V-f9!a6<1u-J*dUcF_a&?RvfKZE+l`nDF?lN
zXudWjD!8IQH%EU+<^Vm~i#XH}gqi#tc@P3^0So89v||&o?7J-e;`r1FeMVAU5pLdW
z?%=|gMC8OCksg5{MDpTrlL}%aH&L;QdOYH!P-=npaH7Idl-J<VGIcPJ_GIiXT3FmK
zPg?k@Jx%LUso+89^T8?P+nneVFXA2kHNO8=lKIzmRp?$9D&dA8pO+6=+27)G=TfLh
zz-4mHObPz<A@6h`A+_vPhWCdiDf@G$WCp0{O-T|t81)ZVHVnj_qfru;2B=CPYoUkG
zW(pI4dZJbUzrPJYrj&4#ReFDeTYiCEetG?0Ui$t+8UO(ph#<AbWkZIu6WhzWy}{dZ
zyNL%nhr?3;)1q-IwA&Unhk`m>$5`}>7DE<oxxg?jJgr$j4~fas`mbj@5Y&(Yq~-vL
z&cm;#jxchCry<Dj3Gm4wc$aP6O%A|&i}Qda2vx{3PU+SQG-zASe(PW!VCZ|yUeiCA
z58G(aKVyoYtGUsjmKs0sIxGDS#Y#RJl%<%Ii<CM}qd#`tx#D);om^QL+vm#4?PZIW
zbU1_AC^U5M_(ZD@4N~CI{GusRs&?mt;WNL?CoS`)m|rl@NMn%-&Bp7qrY#3ePq^0E
z-F|L6I+WeSFHL7V`HVa2@q>h$C4E(?4oSHGW?{vT<`RbAkGa0?V1YeoAD4w|8)QQg
z{Bf0sI~J&4B$Ai`6X}@tbnUc&ZiO}DwIvabeuKaM*#M(R>=sHvy#rN;dl<VH`<<wm
z{)#UCC&=U<+>6Q8ShLM;jt1>52%tPILJ{;piDHQY0IevVoU5S!k>Ch_6&%p+w~+I9
zBooWB0voUG5C?l(X80w3S`Ay;$-5r}V3fGqc|wT(r(4r6EB)Q}HEcdBCe1^5*em;T
zQ>ywlIFkiKH6sU(yx6OYONA5*!jS-yX$%Z(DLzR#^>#@GEaBbUhAc6a*7E*Q$lLZI
z4bod@Od&7xnJ@XhYx$V>z`ER`rP3_Z*^0wZ?U?xmN6~Qw*3KS##=U!f!P}pS=3ewD
z;o2C}ds`tjPIAng(t+(+GNN*$<rt>9Bre{Xc09=aP&s^0jI>|mQN}2j565oB*c+@N
zs?0OkuU~h3_;`^3gJE1FH4yZ>g#Sw!$WA=p{b9^hAYwVH%`TJCXsqE1hF%3`IQUHx
zp*eeOK_&cp0v?r<`uUbw`pfx+SWkC^2{sw%LpZ&k&&omZE`>a<zvOOh820of#RQV!
zivQA@IPEoxPK3}-qtod5xF*W;Usm-EG07Q8O7dskcog;hwe4JQuSk$%$Q|EoU1fiN
zNm_nd-fKE(lB!?SM#J=XN}vBF<^TSD7q6S~anS_Q(oh&bdUbo<yecFlH{PmvNFA;t
zUg<w8{sD}kzWn<-^VM!zQV))Xf1&^07SYs-?Ro6a*F6(wM4{8qEJ6@cIh9A`<=C65
z%6&Ao@DjZkVa1t#Se^v`qQ^~GS7y3JKBBw6tsKQ2)S=urBYdKWz#Oof@_ucu8bxh2
zJSf(UI(Ka)b7er|$_$r3wLsw9J>N&x?=g-$1Qlo%-5}2HU>Xg*$uhRyOi8y$iZ}g=
z4<CgE!U2cU!h<@fnev9IlXgPlEG8pNS1V+TAU967d~dAwa^OBgUnwz(^OGfoDgdmg
zxzL>~l2fg@Ibl>}h+2C_T+09Ea|rvfVY5)TZ_KW6Czot5Zam{~+b69wyh64-CBZI>
zK}lYH(G)ksYN{R0sTF1|Y1}QY-3#+k+?#5zJ#O8~yAM0?x9=u13jk`oug;F=-+6YI
zf#^f+_E}URM&36Ohd-(s{qcAF6NZwGx74sAmf6^K-dJsfJJX1$5M&X(RKnW*2I&69
z>i;{h6z!wVoTL3M2MHWHV^O8$p5m5opd6CtjckVJPvjjQDB-eAo-2XSa|L;f*>Y0S
zGp|oWxh^!jnD7}O*nog?ORQ61!u|s1^~c;C<zWk@SDF<sc6ULp=&Aj9gV<BU@yjN$
zUO9za<mRL68YR4PnKYFuB>95f9Zl3uUK@p5wC4J(a%0g6M_0&n^69iOO2S$UBKG(P
zmBneY_0N?+Te@evi^t>q{Mv3F(rE%6dQ$%3caj-j?eYOW7waq-TL%%L+vgyYm;2D2
z{~*<dr05WLv2{NU?&OtIsmB?At!bk(KR>S1;PQ*gBN}gj1dI+uM_n<Br=Xyuw6d(2
zvOnO3XK+5|yKeL48EAXptvbf5K5hFH9KTPi8lknEyoE$Xzj5TO+?&tFbH^PCvw6MZ
zG?O7SEPU3u0)7k?rBP&LO-s^}$Quk`eY0vRm`{zb2<IpbRWua|J@3J%u$sjqo5^x>
z7R*?f$;-<yt2q9Us)?rd4(`{L^G0N2FZ52MYd?~#+sWSIg#1e$!f<z_%WE+TSo>l5
zM9<;;D#t4{h-CNHQbJ;gWBE`TWk|BVxhmj46bGa-3}e1PBmfokaw#1gA;W=tBsI!|
zsXRDVS#-{rYs1^QNE(K-awN)nQuiuKP&yGD_7YoX-FW&cMb_Tyn<x!k*mBLRe#$++
zL0esAQGtn*C}BICr&4*iDx9AhRZr(zso3OHjb8{?$Z>za?9%PeRPf9y^>Uk~xgzZ0
zM;aHBCRZTD)yV)`%%giZ$AKdUI(kyEG%>b%shLzt!hj<>5BHUejTV7CdrN_0-ijDq
zzsNPG^z6pU#HarEvOu`kKq7DFc5>&Wd$RdttP`3UE>@RWWNtTZhIzIvWhg{0jv7za
z%o3W^JE|h=l=?UAWiD>z<*Gh?ie-E@q{g2cjH)hL^9<hoPkbEQG>|Qr)J?ql5{xOs
zMdxYG#Xv46D{Q+d%*uQGc^DEF44b9><Mq>fV}tT0NDEj=fQbB~OPU=fbP<m(DYCV(
z<2tq^sobJVFWY*dPYLIY6VXPhj1-4JF3LRSDS30l`PNwQ(xj)D=O1_*|H7NG_>|1c
zjq!j~W*HmwsBKoq6lqE98!B>mJ$6fQo!$x@le2orbUe#0(42>m?R_&UVS811%{s&n
zs!|5lKB~tHcQ%Z@NlX)XQPci%=-DK^_kZBLo_gi~+2LKAbT-#S&O*!Tny_I2e*P}V
zXvn~)Xt`2mW=&q5_MM4}wCbx2QTA{|_w1vYEezepP|8&_=!EV{!ZQyz5_cyTyzc<#
z=>RtHu{F6gV=V?!R0BJExS{wkHV1xBbJD#A_II#>C%~s+m$Vx_T*ux_x4iFy>?`Y4
z2N~1Fr;KRbyV-)p5-94~^c)RpR*davfbUx>hzzIS;iiU^gCkui3hPw##uMiQ49FN$
zMOjVrL{f+wUBoi7wVNp8a>va`88*!xh3J;H+^1dy0wy?c>l1Q4V3B}fm?xfUMc#u;
zpNvp!)OO6no;V1xF1lpeVO<n8L1EPXibqO>lz2uj<nfquv|_ZHJey;9x5_gu4l4}{
zX<QY*NDpwig79qd`+p$?e^}p(N!$$HW?G})TVvkNwVUq#DH|K*(2Hn6-J38(RT-hw
zy4-*m5|DI{29-~Bc?uu>Rp%t_gBfgf)VR~9LHgskWUsWLWlkYX(j(F_5Oml+Hv{oa
zL3CQqyr5|7H|p<fV12VS)eZNc*ox(h#0f|lU5UzJ*BQGU3g+*)q1<D%*CM;)`pqKn
zzw6nbGB$~bc$Vu0pEcP^iBMG9espYmpX5u%G&N}zyHMmXJxsB-oOhYpI?%IJUeVR7
zgZr$cjaL=>kjNh|2wDHY1^mm2Cnf@OT1CR{M1uCN4y83Z?}L>JHZ%^)u=eNpyCL<T
zEBjCeWC&jEen^dIIsSX8!G0jwL_bKnfz1@NdkzkHiPXz;HkW6A0Bj5AbvSa~EBr&;
z^Sf@@7%lhVp^?k{L3T5pJZst?2dmq#oQ5L!f`l5ArLZrai)yynSz5)m{IQ+-k?s1y
zXE^l1ka_tb@Y;~#g6>jX;!lY=$h8zW6d6$7a^lj4%zBI9J>B``Ynn$q$my^8MW?>g
zbN+8|A^!Pc$hK{<!TwqB=i%(X^iKeOXrg~W=IM1f1_6+H^+6!rv)%dxG)xNvqhze&
zQOLw23P-UY)+9nsYZ4z|EEoQsK0Br8e>VjpkQEO^sz?qhOW(SUyt|V}1eXflo4Sbb
z+PViDTw58Hk2`b{$bTymGR{i#Vz=p0qVK3%hI?05mOSfmmkCW`BiYfAZPtZNhu+$u
z4`s=PVj+`>lLlQOD<=!cwIwcux{wqS4FW3DPap^&jX`sTeg_RYt$^M`gJ#X$D+y~p
z!D*o>P8kQ$J1H)Z=MbU84irUb7?3(~ly`y#8K9V;-!~#!iFwRL^5uZ*LOBqvyp-+M
zfD$#@+5m(tT^ZIOi|u)+Q&aW)1>#Z4tJ~FsXTiG@z>_5q1}Rr(tQ{oiyc_^j?sm#p
zE%@t$OaAnOj|9GUQ{eQ*ytlxPm*0_e8e%t0g><6;d<g=SLI(W$q(4vM-%t8`^nRW>
zKMVc;o<wX|jX-A7u7}P**S)*kJ6)Q0QQIho9X}-7#QB;x*8HMq(B#fA_=r&WA7`sI
z2-VT(_^0%M={}5jy;90>dE!)UEPvG?)wcgMlm33v54GsuqxY+&_*?eA+SR`$;{P{^
z5M65wt$_srA%q)1@f9nOw*C<aBV2A5qcWTRNG}o(<aXxW1QYPto)s8<N4q102Eq9P
zU^NmFqtUUkp<m*~fk2b#KKv(jxbeTM4p&Af00qy^!TMZYN=<#;4c>whR?n`yJ!{}w
z@~XowQ!xwSFwU4I$iWCYP_cDBn){+AnXQu_uZwN2ycjO#lboeBao5$1aInJ9*N7-s
z*o#*k+Z5Qt_c!G0e?LafF02#zt|xC^v9fqm>SWtO@*k?aJw+I1K48pTm>1-c<E_Zw
zbnkSeXmk4}D<4}iB+=ldj8aGio&>NnejkufuXN_;O#1(a-{6j(?p!vlE)_5%2PH6<
zx!nHd!rU?sIP&TDmES>w7u5|aqTh`m84~26zS`{4wkjOnVxH3)*8fy@A=S+NZGiMY
z35fnu4)SMSpE!G?Bs%3#RRGk{BX2fj;t!tJ9jN(vBNCr)ODz~q_Z;c42KF48(|12*
zun&sB{XDP@A+Gd)5H|fOlqw@}1E>s5#gJfj5$?w@O-(+n;RjAnXTfRy|95LYnXg3w
zwc4z#W<LtV{;AKtV_XhfC!81=R1Q6Ht=Z;Rp13%KqNyUP`MzMk{--Tjzd}P_H)J52
zZTbeUJT2h==je4F526JPqC?RDsx1}rStGp#l_Ta=0jJ-54cXZG>;vZp7WB_3Pgm!E
z_MrH#ScX4C>-%CFaXPBs_@)bOfE<!>)J&PLg*@LAyXo#hh2Y-34HO>HUin7j{50;r
zX`tUdSFY@BejpN9@q&T*V#a>%-6lsH1Lx?5r~)f)8OFNWr$*Sg^a^arx$DN-8H`q8
z{Vfm^9^n={{15K4xi@N56-vs1e<!uSBgN(&oMPk=*`x=6NyzK?a;6(Y!e-Y$f2xgn
z5El87M;M4Lf9Q(0v`ljz)A0SmQIuaOqov`aIv$uoVTkP?zdo!(dp|bhwW>d3h0it7
z^QBk=Ti0!xjhxPT8s*<QQ#nwV()MnWBh>GCCZ!Dh@g3=XUlHV3Ko_=NY!|SFB}~k#
zx7lil11g#yVHP94lCXOcd+o8&ma#k6yKx=;G5s@^xeU?PdLeH;)S_oP)q(B(w{^n3
z+sebQvE8_tImhpp+?EV1tL5+|j2%+Vajqsl2^S4w+v^gdUToSxItoNBUNr2jDV(sj
zG6Zw0TZ!+lL~MeoT4Q(`i_GY93+j6>z6>;^Z%V-CncN=TavIsZ8f}ehXw_un!M1(b
z5?89ID9ZAtx|4;gRRJ5zWyjX}2&JORu(fivA?VEUhG6(3+B&0iP?G8SGj^d>tgigy
zWshScWb}uGGq*T$98Z#GZw1*;);{^PTczzfb$(5q)9{A&h05fV#26Vt!EAX<xdJ%O
zyX;l%RCc?olcI%YOwxh;%OIrLB;hBhJe)az<Eo=+it`<#d7sfQ7xz~X%I)FAmVydg
z=^3|YX^r`4sa=;O!Xm7`bXamkVM5c*x5sOjLq9d&J(+s*@YsW*)9r4N7X(*d?z(wj
z!^h@%+thL|sR1=G`HK4DT7!$_C-;PjO+DGBmUgMnxC16Tso`csY38rqR+u5;y(V=;
za2!g5>+x{J8$eJOjxCNnjGMzGa-qagwX<cG9u0T;XZx=k1samJcTy%=;k&=fA9tul
z6~!AbG|Ww~ZrDG!f1lxHZ2yeB{mjy)myNgg9iPE^%>YT=V&NET%gd6_bFYRxm<hTC
zqL+;ld>nP<x>c@U3TrFaKbKj&cYTkZ)H%@gi~5XVB|D9+?FZ?@P$8pf4>g>`jBd`5
z*&K%Z5p83R9cQ9ym7d9Zk1_mz?7e4LR86)9ilPFNBuWmFK|qpZT0pXZfC3UlK$3t+
zj*TFxNdf{Ao79p)BxlJv=PWcCfo@_0O?$WVotgQZbY{+(d(V09bAI^PbXV=Fz4uyG
zwbpvqyP`Xz6y_=KI1J7$AtXIYzwfc%>u@EAEq$VQExNUgzp_4iWzL>q&`uwID=gQ>
zlhtAF^YhC+o|Nzlno;%pyh=*-BYYV#_l*kBQEd^o>1B_LpSjGjASIm*9%`Pr&&mK<
zFZ!$(O9rrONvS)7DlQZBMpKgs2X~!~I%umEtgw>f*P_Hu>kCR51;i*iP<ry8r(D=4
zT-97_>zh2O7v)qQQ~Be35_op|O}`)g_K7`@SlPIGg|<Ks=NCS4X|Eqx+$IB*NI|uv
z;)#*XmA(0-2kC+@x{?lw<7ApX1e_1g`=%PTZMYt^MPQ!xq5>aQj5HADE7%5^C{F=d
zvIdGc`5eux7?HFU`x~7@t@rgPM?CeyS$R)_IQrSjVl_>UKIm+V>*X_+k8Zfr@8*<O
zkj%Fqls+NCBi{)x^wvL}e-y)UnpS4y)|jnteTtz=Ze6fnrHOcaTLYg9M_l?as@b5>
zRnXL9NJq3zVKJBfqjCm>?K(?$4=dUDaHf;gqquT|P4|3Z?T&S&JHo#1`Q7NPLibk(
zMQTznm1yJT31YT+!bUP`sv0H}2qpHq)RM=$V>CxB_M<cex%b}+8!Ef-NUOZ>@#LoK
zU5zb_y&5eGq0=^uqFB2hA8AUy9k)euZK`U{XWT-o7T^uRM(=3t-3cJMd%$WJ5j*hq
zd<q2LlVWlGfn|IL*ia`6Q4w33`CEP7^aDp*)Yjjb)h}u;+I6(*=(cM#OhUJo8>?!<
zJ_WCEv6wuI|8iZG{-z@VOdxG$rG}6l7uu<(n-7yovvYp#KG$>u<5c7SnwxDrw;Ewl
zcZ+qYcw}tYohhC8@(|h^qFE-;VdGYx9x!z;hr#(#ID^dDtD8)90b8Oif~x6xGmNm;
z5;-=+p%s@DM;9p<v^)Y#)&9OGgQEA~W5<OOPa8gaRN)<6G8}4rNxpBG6EBx3cBYJ#
zs`VY+@&Yzs=SiR0P^GINO0wrRo$ayKh|{QPBpN7es1{aw%=1ogfFV<`ttM3|cpFE<
z`CQLQi*sgrF;YqFP{a&4+{8Wq-TwGbM{fRqnG5+VTav#N|DSRpJ8Kz(0o)wBA-HK`
ziso?J=hZoyA7Q>30O8D&koybd;njcQ?`tAS;2hs-{V{&@Lh}nNNrAMvM1}@k82MP4
zASAY2&~j92h_t29bDG4kg26;$bwfN4hB((OS~BSoIN00u>mSK$!KT_VbkSM2khtfa
z9aD{1tYk>Kd_UX3^QnNUC5mzJ!_kl`3!*BMA<WWNgaWeN`e;s#CJp8kA+~SqN?|gR
zbg7%R=d3$Rne9|KyDc&BT}Z{6wmS;9*I)m6tfqLOfn!Kk`B-U@1C=Jl{1@fEi07iV
zb6Ih5mR-cSJL79O?_Sa<z%s^DcJB+`F0aMw<-(9kMmXurZYCF<r#0@C=PL=$k&ehZ
z1U)Ikupgi6sVLBWS0lbQro;~lsg#t~-aeEczf)~kwIoc&zP7XwQd`JCkAQEwCkM4B
z7Q3=-DY{v<%nQXGv8H;tlmtM;r<I6t`;w?lm`9^(GZt+6n8H5c2eXJV2ZB`#W_j1X
zCo6Pjy5iNA#pi&zaP@|;2#(+s%?f;0FJOv-i9+)&lSgVP19E*jV|&{8a}Ro(Y!ei9
zshHr&Ss1!Ww#gz9Pgi}5y6Ts@nw+8S7SDtB(;L!JM<rh%w)Q+^ccob8UTVYxNe(X;
zZQU8%eqdD%ZP?F6HkebWpznS$*tthrZMsX{FuZy11q;>w5DU~`a}(CT|0az}#5^Xk
zEqO7Y;J!gqp(AgsM0scy^V(c@k2L7!3=m3q0;KdZIHGGWQ+m5D49k-zvQkpWUn9bL
zazjLXMfUEDxQdy5N$U$;izo|C*JzdWwY6zrCP5Thzn`bzXG&06cw=0BgY^Ol*~-gK
z3o~2JPbsl!o;{cD2uWI_{y;cAD9*V2*!G<9<Wo3h+Qylmp`trnd{)VJCMz~hp-$_i
zMp+KnPVG~5%GzbrE?-%6V+CX4T(Qo$FwfdV&V;bx=5C4Q<G7seXRKXvPTkUlSy{;`
z4}0ISc^}^s-o3GcyANw>6uq4oUN+B1DiC3&TWVeBc%l($mwT3O_SS8`Q)s|?M5X6T
zwknBDj^)m|=E-6-Z*=mV#cp?VX)4C8C$79Vk1Io6?fLdNOA;8FCtcX+ozpw(xH+}0
zb+V~#2X%>wZQU?TA<t5DAU3L0d)S>%<*dXsH7@NWI(x^SqGFu#X2oJ>7ul?yzX^VI
zOJEP@pk(=jMEvucF#*J0!K0m%t^C}hi(-#c;}tqJi}fT06R3^Zwk>xg=uQ(q+e-K@
z%{VS!myhqQOYfKFs&feUt4kWMv^%b;!8MO$)-KD~bDF=j^Mj;Y+0l68Iy+NKP{v$F
z+B@MT4jh(PK*c&m8R84o6xjFnY^d@|o&W~I9bi@X`}noL_uIdjtqd?T8BG6H8o6iU
zUne9lh5o>D0fgJp&w@WJIt#+%|2gZIDy?1PQYu+nLOqn3`E!P9bTZyuto|enyY*#T
z^$@J-tg<6V(oGC=Bmf>~sy{%`DbDafwPp*p0nFWGwD*a${IiPc8ma|aWx=H5qYNSl
z1jd(Zc_Z1C+96ZzUJCjE{&LA^@?{(xM6@%dIHo>PT*A?EM;QF^?L5(nzr;-*2-L)w
zq(RHqyL8T|<CVF9K`hP;RW9z*K7*p|I|e=mc9gqg!JOTs*V7s6rjh&K`p77$<<mEE
z;SU(X6fEr+m_}W2DeZMJ_{#Ikk4kR9cX!lacC)(mwo?+8=-ZET2}Z;uHJf2rwpvC5
zOVLvNmUP;h#WU~Tr@d1qdi~nVd$M)gjrUXJL*v$0y`BNSKc{>C`1&?a${5;pIa2rR
zRZ(T3N(tREiRnJ{#Me$n`o(1v-#|8P;AMK9>OAgifpyQ1gI>U$kN*Dc|ApV?e*-(;
zKL?rN0<Z`F%qI5_+x)xb{jv4mHSRn9(zy5g$HqOynn6`k?l!c70%A*&Q%Drd2I0E#
zbYAtF1w+j>XltWxLrS|0BW4NpEe5tb5OH#Tb;!}#LD3v6RVv>?^+I6(0cB;OnmrjD
zC-~E7W)xl}zFp1!op;ws@36125{XG)=F5;<pT8{r#++|U`P$gjR!5!fdz>P5xM##Y
z=S?j5VjVHD2enJ2t+Au_goA73)0G3=m1VimF=+~=tK}Og`@5ogrJ1M%AQ`5-@qLez
z%}pL=^HWG%uhp!-*e=h*6cdzvk+p7Oj1on3C|mGXqvpM}hp+pnrCY>{J&vjDeY7%i
zAwEpP;Ulk^zciLxT0eUCoS7%8DSmvxM{?v7!bOHQd@ul)PMv&nso|OIAo`Sb<FKF#
zN?c+wao15~pVVZB$BZ+1mfBo@#K^_GdY|M0m9Bu2OeIpmGSXP~-SP*9hdAkWEIPqd
z%~p|Y*<rWp4HCIC9Aw@ccX(M=zx%#h>LdGxEk3HcdPrx)?b9F#Tfb_Fu+>8t_43r9
zw!U1&+=Hq;Z-o2a^9EOH@+)$*YWC)Eha3^k*l+qaBPq(3SK{48`@b;=&3@#4K7tXZ
za+#i_Dy>NLu6aSL_XZl@O@E=Mu)=>`sdzi#yfG@<IcNJbbEL!WSNm>o&<BJ9e~8a*
zqA*YQyam&FTd(5T(6xqCEIH!k$6^4|v$?eqUp?{bX`;|foA8vV-j&5C1a84h{L*z8
z*O(lm&6B0;ELD?cwKbLA8v(S|w8Si)xwgc%M?b5gzL{(D;u_tB#VSX{s??sZ^>Ca`
z-fbpw+48v~e8pAbuKSI3{Gd)$&Ru;H)G!V{oPSrxF>^>X=v9TCwJWYvzU~ttA}_3L
z$PPfR9DC^W1M4|}x)`ZsfFXK!3@e^YH0b3S8_R8<jCraS;$J1&4Gi%6R42(#pyasn
zWNNKG!F%a*aa?Q$4%TXuB&jua*6&yGUntFrB?9*5jh_uUEV=2=5U&V4U<Ccyn^;u?
z#qR^MIGbSJ%hHd|$XX;t>Oof@O5d}q!VziHl5yU-_mqX3q<q?di?e93K3su~G4hI&
zbxt-igO8W|!{ggPg#%7};A`^h9a*uEt1BZa3O|3(@~`>H6=DQ*`)3-WhW||$`lm<y
z8x1+&zfS%4KFBODJr20BCCivbw1v;5>cy=t0-tJ*#wQdr!FO`ZHS~OmRe!4prTj<w
zm**b*@-lRY;3Qb>4P~aM@1u63zy?dD4^St6q8Vl0Qu|q`A`xvWxq&Ed@=SaphcjFX
zuw*OVgGd+l`RFdqHB<SB=422uq({2*f!+aSceMRnx9vIshM3EFX)5XOON-sWh5u?B
zFL17e0d>M&Gl%AQc+O)z#S!D(O0G4rK|<6LMull{Uyv#I7ReF}SENu{o`uRSyk+ux
za%FtWL=-SBd{1~mdR6J)A_{m8;NxBsk@D^5?D2PzrnYVfwX22QQK;us-<<Y5DAxV%
zj!LQI=}%Yq-5zxbPm%n%T2&u)BEl)l$WPVH!a`9>lw_0V<1uboAH;qk6Gzq=C5Y|V
z=`<$BahO2_S3pw6t#GoYs5C*=%q1<RJ#{vfY_ma84FY!gX%fD+BYg7LxGgr97C17b
zrii^X!r?=-eX#b=-NIL1=imA&NH{G<k17V^p-kJV!Fb=Z>Z_~myzBYzZ!h~V)doMS
zW_Uy7xeLMC6_K`6A1Ufsgn1KI)_x^b{)(Oc@i-5_(pfJu>)CTW4&LmF+@XEbtTowi
zeAfjaNeGjn8lwSM+fW+Ft6RL3oYcc{(0s}Kps<O#GEfOsx*Q(K#~QG5!t=32`xdz}
zB<b4QO>69;akTw%;~ljA(hlWkBjm@KGo$l!J+7Rc)AN#$l{1T}*b#fjMIO5;tRfPB
z+}-Z=6hyi5SS9GDiLFFXk*MhDRC!8Q682~2(7B-pH^fd$<TWa*zo5*KH%I${g4}I+
z{V|8BoJ?0PIkBggOvi-#?39n`br&oXmIn0Pu?L<$e%4hjj<%^24R_(crO7H`0wZi6
ziKwvkdoJy?Wptx3cg{9l2IXq+P8Cc1{VX;64ONk~qS7Y?>m9ex`ab4}{)E>`_<d#`
ztOw(KmwER$=$#(W>%!ogL^iiqIsxBoRlr6>=TPs))M!PKh#~z`HgEiz5?wB-YU>nc
z!@%gt8scCY-LwLf_Qm7o%HWlg^8;{YLpODKJ?$GWEUu*+8NpLZQ^m!D&%>Xkv21`i
zztRDBGWH8<_h%BQxF)3su{`p_O%a|q9MPA?{YtOGQRjL@OW0OAp;A`)U5u7oseY1$
z)0;56J?+%&@-jFWk?jcH^cZj62M|k^0OIlH{ZmXxq#EWDeDd_Wi&ih>q<n7(aQFw&
zdIKDtoiHFFs`-Lj6Qxz%d?aOSdb;xi>r1Ic#!+@WP9@aM1K_1;Nl61~)-)t`(S$0S
zTZu>0U4iaDWh6k~O=)jpD4*Cx+vOFxbJg(m?{4HSmSn>d!=~gB@>@u;+Xi6={zJ^5
z&?)H)DUUR(F+Q}oaA5!2hRrL|PcE0wMtTEhhw6pF%ZiJDR|=UAUMj`(M*lh!^Q@>R
z43psgzn(Jamu`(w5b?*}&w%P1QqCB1`~6E|n#9ZVA6Vb>{_<8&BskY(cdgL<$e~|`
z%KoJr@J#>k1P+C|ejVul=J&tr`Q`umdKzPs?uHR)vPKky!jhsN;OHoE6WhsrKfA=x
zR``j9wBdBlM$fW+5jCswx_=+;Zj!sn1OD~J_mnm<1N#<L^D=KlSpZK)LG#g9!jI?i
zJ?B%Clhq^(hVst%A&@6TQ4+TlWy#-U{M09wzZ9~+nAHCX=l?19AJ*CbTYP@oZ~lk$
zBkosKp8?W&|F~<I?0l;nNXwZL^4QQOX^muI<o`?!>Uicyfif0__(<Co8ltAOo_wUs
zd$h|0XY{J)kM!f9!Fl_#GU@?eCHAVK(BRSvDDh|NiyKm+vT;9z!>N`S>VUURyoin5
zK>oI!z5=&KHUb0!aBYCT%=9vz@t57&q)UM=PrB#_R#Lk7FB|t0=&$X1{?raYx7@t{
z9ROF;+FE+Q1yY<XjZNP*-QJWTuf2F>$GevSUfW*XGdnseS%;7+CuwNwzOv`#CGYty
ztvO@(Dnoo?>5iKp!$^q;?aWmL(zu9&uFnkX6&6DYbBcy^*gGcAaNeQi;r8|-#8kvz
zwkC(_2=5EE-SVn*HM7x4c~i)v;Je>L#y;Y>>=y6t?VN||d!k<LRrr!ZTAO+75RSOo
z$d?5X4k8sB=H~p0_56x9B;u*NNnzg6_j<lS$QJ-mQFP<?-~x)s6@KDr6jUiry;=7l
zHCRtRII^YNQaV(mTmkE~8<fbx`-1Cuh{SXoq2J9`U6uA!%gE(r*CNYe9hH=*z2iz>
z>8+wz+LRQ_DhrScchwu|9R~<jt0uuLN7%mWsPTGzrQtIcv-nv&&}8jPls@UA@%^#(
z<g}_F9@1Ic>pT^y@r2{p170HJSGsrnu6-Wg74E1=w!golW?ZFrf60sO>ow=`=Pts@
zIB%y^Cm9XKE7gikp9p-6UHNvMBy*cW346!bm;B1td9<j-xFesi<}K5$TPEEWwN-DQ
z#!MfxfZSy!Ui2-O#F;Ip>Bv?me>2$TZBl&M$MyBvM)M<#$Q)paAELBJDhJ4(3ifQ+
z+~0S+dGfrMJPvg;`LwO-w25QPb;I*|CzP(NGjQ+o`{x@6#dVz6?QDq;t0s=$H!+Q)
z?-{H$O?)E1X2iJP>FvM}KZ#}@HGPDD^#?ENGdDCPtSpK<H#~fOTYUemaetNDSnn5g
zd-AA8YWTJ2_KCNh*RlR&ll=|M4jplO^!3fUy%_I8TgrXjiQ>XD4$mvEg}#=!f9nc3
zdV&~CTzOdSI^JzR8p6cj6yc?p<?(ONU?Q5()czd!bgbmALm(B0Jl$IjJe?Nm^QXO>
z*c*k>Au=@4aQo^I-Ja%hi?N6S%EPoXsSQM_+o*88J*`^xSkXkn?1GzOQG2{eo5*_g
z|7V#d%3d@EoY<krA6NlLrX)6c$x$$egL#8zy=Ic#H|1i*&VME^wRqi4ryBE7IdM0B
zBpEF%jujCTp_h;PTXZB#|B#J@hBM<@POg^fS2nECkp}>U@1uX{mxQRUNm;@hd0O0J
z8n<j5UasKl2V1<qAlCH4+Tk4V==0G)z8jOf-MV8vg>y;DmAdy4tdRvQR;^Y@DHnum
z=_N+wW{#oldOTO%>xi|ADs;4QRzoy~OcTO*#9;uWiNKZ6>`-#hrbZ>O_;o@B_sj<v
zHcGTi0NO;n+z#S%vSRQ)GW(Yff_ro$dtPf4t6)U34?ypnDKUllfkgva7Di<P^=y9*
zDtwmsdL!C-inA0rguNSE3Ax0ZY(7Pe{Qjb_{=j7EA)~)B9kMQTPu0)n{q-Tj-s!c;
zJbl98a81g5%A}QDN_)~3ozS%xj~@9|ZgaPc3%-}7zQ#~7Rx|d<6?mFvKNE-kT{%(!
zdMugyKC>r#Do7Q}74Rip1$;+<BL4azSpWc;{f2<Ti8KDC<e-VV`wuJ*9!tP=7Kk43
z8u*tHTfbj~$^SORt)h*P`b+%r6@NwrVeKgED}RIt_96Mvkh<nePoMx<1`WIk2bdY}
zSo2aG@QzBl03Hr*AU*VN@o@M{1MB~P%cXuJJ$_~JR+T0t`Vo>Nw331hY-QvdJ3t$+
zo)Zy$u>m;1OKlwM{NfLTgI10apP(!2)uy7_b(5@+QIejQcjqs!Kis#+&3C6|sYO=7
zEG<`lU=eG&I+JV7l}q&-Uh4NA_)6$GS%Piy4T=XM+ud(fGs9m&kSXBnJ?2H5P{e!H
zsp{E=pnYAPm~k@@VQ1-fo&8X&u^X?IilEwZVg6O)SyJV9>F>Z$TlhOY;Y6K6dWvHs
ziRKybxsG%QG8<<yqoOYOe3Z7{=Gy!IOt|Z&EH%Z8a0a2_M~nvI$FQuoc&N$yg)5CX
z50lJ*@SLHIVV30KnXYI%Kb2^(@W<sZrlNX{j@+ZnJw2GaUN?IYU9AHWlI)F0VR@a2
zz2LLOH_CF}#4rO$<xEyU<;>E|qM<EikCT;@b88znvP!m)0zOrhXo@GLK$Q7nv~Ssa
z=Bm+yE|8V^JTT?sKF^if0Lf4zDQ!*{r{TbE7$+<bMr#}9d7PbWz^yF4Pvzk?*4{*0
z|D`U1@?a(_jxPJkd)Wdgj%!Mq=~v1XWcZL3&m1KOYtR;S=%^%NA0w6f1FOUyT^NcY
z1NeD@0W~(Gw#y2a_`J7~KcYZU3y@`-Xs!%V?wGJ3c~GJ)rE7hRXt3$YJ9n(}VH`bp
znzLFtqAAzjDbG+zDq%05R#}uR>SKxbxAjU`u7AaX`2KFf!997oQLHwos$UGku<d>U
z`$U4h$#HG0T`sG@`IFh)7ATIX0w(<VtPgxo&3a80YJhcQG-4tO+X1#%UcWgxr1Y5S
zru!q(vBwT&>AjteVfqrm+PExC5I{AxelDfI{lkHgGkmxbw9-ua45it2O4GP?c8BT-
zy>YYx#oA;tD6)yEQ$*U(5UMb?ewI;Qxg3!GZZfg6Xx<p5rs1689jSC$IOE@mb6C7j
zff`do*nf~)Hn2;&G3Tx92`KZGXX9}OEHtsUJ#;skzX8x*!xksTuw%PysVvejy^8av
zbjQUOC|Q;aN7N(NvY1pnV#eYZI~d`K<IrNJ3ACh4B5u;lC>!GIvil}IHp1?duLtl8
zJ2$DHX~<IT7(twMtQ^=i#ApO}JpDpafOR}Q4ih5nh`}%di!k{S^hkUMe2Vyi73md3
z;WuhL#4$TmyY>SMkqcl<GlvX;H9Q1u4cNWX9G661OP6R6+$2+hVbr+oKW%3$8s6ZX
z>!HdyYU!P_RTDhQ04!x+^+auu2J3?-R1KQTJ8A6r0oU{hdn3*#4mCRRpV)3XqPey}
zo6eH}1s4z_0JZ>4An8;-y&A~P14=2vI#`|CW80TUI@c`4ues&hO6T+dhPfvg=mq|B
zFFPNBsiO{23C2iQW|xM7`PBTAZM*S2Y0i@`w=1E}(I{Vd%I=Gkowjrqe?z+y7T&i(
zNuUPMkk^qaa)>Oi47I$B->o>qN3xvA*je++>hSWqH=C=%g3)eZg9EUDYRM`vv(Vdx
zAT>MqiBT`$-`Q38D;c1c6~^C*Gl4Lu-|zU4Qm2NrQQ3yjmAf*+K;?zShi*`-1Gk8n
zAyBcGQm`Kn%DY|9&Wt%xeO#q$ru4QM$1uaumBkT&(c`~@YYu^VCPp<l6_nK9e&@qR
z(^J@A|0%83(Dhj6cq<p?G1O*U?I(b&%6AHsSUi)Q`w{_UGu-*4{iRkYk-LV!wfMym
z-mxRCZM4f0xckLz#Hvp7vL--<_Qw}6eh%&6VjW)_LknaL6{}onA607QllXR8494|&
zP==IlPY{&l4bH!P-ltL{<>fU=q@%jQ6R&2}@{0f|{rZlN&JCb8e5>BiPNkZEkx0g0
zgwSrB6Sm7XFI{wzZVH$~UYh50$ITZgaA!11XB0fV0n`#$YQu<ZmF&>H+G}~LsKVjT
zGf;}*R&&Z5uvzxK3D?&r-hZia%a_;-CjKQ`B08V(*LnPftSKxLGi+gaY<PY0?;dl4
zCubksYunl}wkL8n3>#1ODhDD+zX@l;Z^AjL@l$*8XO-M<hgBNJ-Ob|t()(Iysn}c8
z3+~4X5SUR;VVd9=*Lc<PwfUnrNwsh$7?4)$|7HpwZW=<;RUluWQeqt*=yVORokgTO
zy!L{M4D4p5OL8sQFTCFoG-Z#|z=TN_toN@K(1<f}e?7ep5CT!~fLpo1HqeFHrQVom
z+2pNkQMP<YqVOtI(JPHy%Md_yKXoOP8&WHaJvd*H^!Dg9P@%<oeBG23m{DQjuas)P
zF=KU1$?(nEQC8QPhPVJ}C5KrakC5!QEJ$K@Cd;JA;4=+ZmVxuN5n{6N8i|lV-N6AC
zhZF?sw19`U4Z}L>qi(_Pk}|z_NBRLs5Gp6B``<gF2<kown~B1@7H2B%!-F_tU_!2!
zuTVR&rKPP#JLG1%zmfODvN|ZuW_{fK)nAsXW#2>^5hQ1Xs(pO@=|n0gw!f%|mDVh~
zt8vD6J5)7B349Z{WhIQAu}R^lxg8qgPN+MT2j8vi07;rPDPVnKX$}JK08kN;5_sin
z*^5yt4bUS#fQ|tGRc<{3@*{%1;s?VDwi#|r(49>_vM2|jQVB5(9vE<%mw%}c3YKFu
zQyCp`1iN#g`q~oz2Nv(0A@OtY9lQGB%5Zych05_=Dq&GvTE+$Gu5WL6JPR+n5=C75
zBe|n&va17BV9(1s0e|LmuH*G)^2)-Lx0c^7*}}#}^zhlodKJ>0k1@~kA@%IsdmW6|
zTR5Vm9DU)m?d+W+kxi+QW6>*&L&#G7qFsFDK)Dfn;XbpA8W#Nb0yU=`+jfen3)Aa+
z{g;j^RZ}kEX@a}h@~?x4yuE0?VQvF35uZ~G{=~=2a`iX%GtFx`#?4*G(nqBNsI*T;
z*5|=cxG%5f>?=Cn(Nc6pxHRU&xBYB7`Y9f18AxW%w%hDrynWtmjfcZ6i5PTKR_POI
zYC`>h<ACXTN+x37T9E2tbRf-M{3j3HbDmwr*;)BKRk=PUorp0%ZaY1_FS8yXrT5`;
zV@+=I{Z3JyU8>zEb;M~~IxC`aptIESBx$8FmT4{Y+lxBuLiWJ|k}t20_HTLYD2<^(
zzV4QV`UB1ckC001fwdvB5V#L7a$k0WQp`2S{{BWLxRDxUG68O9ywSid1@gU2%#N-;
zQ(yJj*gq)&wJw$SNx-_o9NjkJ>>Q_%j)>x@z$sTp3Y)%VY5AvP`^9^@v{o^Xw6O=p
zO6<N>MO8K7MeBZWXqd3D3$v6~=6H+VUN~*D$5BJL6#~_rb_hmi>+tZ{KEiABFa+B%
zOK9=3$}N$%b~cZXwefb&hH>mXeQm4Uv3DN_lT@QCsBtI~mwn}KASMFUJW1Z?vgJ^7
za4bT7mm?{5_t@+uNY|*tpKpkXBrSspHp@L;wych2SXrO3GU_}a^?5j)fxP|pn8)f$
z8nckx!o&v)lE-MCNsB2N`Yk;n0UIr;MDy|Zl~RwnC)L32{`OchANQf!%SfDj7Oa~+
zDA`YHFdvaImL%1NuY<C?HN!ZbzfZvc2-E<&9gm?d!__fIDGqNYHr~BOZ5$ncA}%Pg
zi)1v(wl-?RG}`Bsz^@HI>P~bS_Sq9tI$qc~peA_wnzt?prr6Z>R$~<vW#YGWCy@q*
z3XV6gLD+C1I1eOrMPT+3JiT4CND1<qk-N)I2aThdU70JN8?NUYqjcKiJXrKTR4AR+
zxeTCHJ?D&x+rekow*bom1s%*ot0TV82EVm0-fDBm&sp)9@%j>_jA>4LGv=NeCs_zW
zX=XuzgHGm%z6=SHoPiUu@F^dUHqD6}C>qrD7)-NJU_00qF_HGMGI52_VXm!?VzSWX
zLDV%?;(bv|w7ShnDF@Oe8s5w>gVLBe%+<dKeQYU33JN**V^4iLqorpF4Uu7}nQ&M~
zRy8$QUT!VeMhP-USK$=9*G-07t`KtjN<Mz4a;-qNdrdR%l){TD7B`l2oSW%p2Ep?u
zxiBJ)Wv;3rUX*9SqKC6d9fGf%*(y*_|54Yah3{(+5g4R;OmkQYsk`1jN!i3c+9{$=
z-=2}T1|MR&1jUF<d6)yG=J`X4j@4e=@Av<5s<=lC*Rb7&C)cejb^yoJkmNw2ezeUG
zEH?00-~^?Dj`Sw<IfIwpo{omp(Ip6|dEbA(S1x~RZSLBxsSbu>0^GV?1Dx|{jnE+|
zJxh_jw4=oO{2lRYF)>{RCRt6|NN@+CA3wcJDXhykyIc-p&!-{#bzAQfp*sc-HBo36
zNng1iTvC#=wK1K^bSb-1G`#J{<xy~<T=8YtMaH%9g(mw|iOxoRzviLQ3MmrAz8WGZ
zRy@+7@|lcXc#q<`)qcbgy<J>@=`M7ZmtlpP<$^M1U6!seSlewQ8bzy@YwPtP`E^8B
z?!rRi5al+}ym^UV#TD`9x2|ksec&9bh!!U_795o3>?ec*=Xi9sOnT@N%6bMIu(f5o
zt-4Ydog%MoblvN_49s7(>2ESk5Cs>}9d8-GOw8}g6V6hX*c*B&Uh|;7JUw+7hXhgH
zejeGk%|M34CM&kyElWL4=6l<C;k>EfW$ek2m#ujT6Sk^8)5!iLR)dZD%n0lY&30#c
zCI34AiY&n1q<Z#ZPH!A)jN}ihc-`k+xD7LSiotEMUm9$Jz5g86%eUV0bx_c*wTXBu
z3<PP=D_DF;iQ(xCC0J!&f8lgyE<)xO*`2pbn;yL!P58{iP$5L)%Y*w7J?t_zjP+zj
z)$P$Y)ujYbDGyC~491#0KYZ&A%#&%*%No5$kVEob5m%%)XWuzYCD$3J1;ZNH;YU|B
zzRV;^Sgy1{=StCNqLv$n*k5^7MWkw-yu5@5aufFj4HbJ0uY~bPW+a!_O&iFMemE*x
zaM!CI7B(!_*b3;lO1XiGHq(xu;WAp5VcF43PS3XamPXOt(6qj-0NT#lH?9t80GTgG
zG7w6%-Ye^D7P`_`?Z#d+6f`T{(bI?wE)X@fje7J9gInGS8nQh~u9dWoWZm7%9>B1m
zURXz%@C|?HD74w|d3!@@b&t4|VhUy0PKn__T$bcJDDB@SN*f8$GT1BF?B1r<e;zom
z_rY3Qv~533Xj6x@PUf@Ej-21N%GM=Usi!{Kx~{YpsxT52^8<^?(DeK~`fSQ_v1TX?
zbZ{MTT$ScvT!S><?e{b<*_=0b?~q}nZewb}s>^=Y!QJ?Po9pujX#dpHBD?zrI3cEw
zo8$Td#DbNnS!2FlZSY=hZU@L1<Ne-ycx#Q1t{<p8OlS+bh9IW5D+n0wWTb;89oaAu
z#JyFEG2tyio7FWAJMJd7)J@bT+%Ofd!HXG3npiD^A{Mz3D9EJB4VbOitwB5=uNynY
zH*zN(S{}zfz_Lh2>hEr#THrj{POM?e#@wd7FLa_Sl%?%FWtbLr7V#$dG(%i@a42J6
zsF1A=jtzQ2Y7s9-c}#=7?79NR_7ddh%cO>Jtju%uw<y&dE$t~9NJ{Z&{O@tu=T=M#
zcW*p-R-9|(zw^Fr(~f<=T@<%mQJ7xK|C)n-CvnYsSp(M!ZKw}#Zq}wj>f0BcM-k5t
zd^fQ_AQOXMqFnR&Bc-^DDGF+6A|aQZa-Pp6^@?q1(wfR(2HW?GXlO$xAF>QX3QO83
zVaxV%Tr13M6>;3~n1l4nE;MmXtYh%WNO#9Op+3^M%i%8aD_g&Ktp3FuMUkehbG;}u
zkPZ{weESF1w1MU&Ug30i_nijw<?+5O)L{pPzCp&gzdCsPI;itq8607DKItkF7H{bx
zWY@8DAc-=>)PW8S_IN^&j_4>1CE(R4MNig89k*QH7s_SC?1TUnUVdPWCXpi)oUgrq
z^cEhYS{IWVXrh#}*oVmN(B7;I1EUo8R|O4>7#`mBW?Va?IbpC3F3z5|bK|$nn}xL#
zPZ+t#WRF%w)Cu)P6lV)c$-^Vb+GZt9d%OwSOUxi#*uo*7sY;xeheAqAN=q87N;7F9
zPZSy+fyO&7#V&c&R8d;X>US<3?|g~1xwS^QBDW2FU{{5Wg>~<`PONITg9;DxI1OjV
z%Lh-r3#}dPEh}ptAbNx7mAjcHAe`4T;parzqOCu$NY$1X%u+6H?#Z2qD(!Vamu2E-
zQP3_g(cq)t22m}eNAODqs#GE6g*vz5G}DJ;l{+`SjPH`J-1y#>d5lx(>;-CVzPVYw
z<4Kq@AV}AB5=QV=#(y#~d?ML|U)KVK-{zi0sML|X9am_}*&ljo7EMQN+lb)6C=kkH
zS_P+cR(Lh$6cER|$K!ABKq$qf2gR;_mcg?*oI!)s!as1HR+AcWf)+TUcML}Dw;dI#
z-G)>E44C<AX`ar?0e(G{<w_xx%v!h9J=3IW=R&OWkyZT_lfFlmL@@oUInM(mhH<zu
z(29uW(Bk;rN<)wN=w#|?7Oo?v@$=ls2L6m^Nqm*w!U}Y(8dT8d*DXA<m#YKzdHE`N
zcG)?T#b%Xa$=2fDrccCt1BImD7#EhLe>11@EMlj@bI)Sd8304kr#waVl>ktxtO4_7
zTJeYPy6;UrlF+M=CwD`15!g}+KQ745z^=U2M&F=DE>Pr@*IE#PB@@s4R~}qXj!w`S
zl@#DNGs6Z@I#XFwsXwczy$8YxnwJkXF?}YHM#txLHIXA7XeHo#696G+8iwBa9Qm|(
zLjNiZi|LfA1hk@r4ygEnb&dvV9Y&aL>s*c)#h_*u!hq^^zQoV`LgH+Q{OEj?Qj|Z&
z4<9ES^6DQ&X=-kr=@kc_Pf5c0ZyI{k%f@z^ug!A|Io_k|glCq}s-r>*QL6Ks7@m>R
zmvz;&X0_GoePVRPU5j-z>&H@)wG)#YPH;zZ`DGBHk*UCq<&Z>2M)&te@Z%zAFaves
z!(r&-@hkQ^I*u~SDS0^WD}%B&>zbp{D#T$@Dz=l!#`y!0fv3_*L0(ljR8%LKn?<Cj
zPZQvIS&;s2^Q`Vj+B}Qr@?3Pcy!GNx4!S5$<jtKny}NqK6SRY$-K2P+%NS@#qt}Ep
zgD4_`fq!_Q%#3iAqrWoMRfz!;T)>|#99R{xb!b!_?eip^3^6{XDsM7yQK)~O@cy)`
z(&-%B-l*56o2!b{4e@5XteKAc8kF!_f^NKt0f8xoYm#=YG?UGVRHijc_@)2AYTN7w
z82~=g&P@Afz1A4&#I`0egpdj8Y|zmcqxraTA?&ViJX`Xo>K^+MwWyYFuO;^40M+N-
z46Li2QePAmD>ht?dRvOBJiavGsE_M=qEELXP~pnb=<23RS?62VVr56spn8u~_$K!P
z4(yp#G+Ndj0dC*L>4X_x$XHwuZfTv$4&tE!*NXpCv8<HdJ=Wp69@;!hS8)PjIqrnY
ztQn6$m6|aT+=o?TB~v<6)6sGg>kS37eO+Muq~h<qbL}$py6j?y7n^#+;MB)Bxgzg2
zI*_)sN;4hdavI>!8ZmUxE0sG+WXj(QAoxOL{#g4an!sXLcQ3`TRbskkYt2)sbc#ZC
z%f}Zf7OwJYt}UI>{9?50bc{duY{j1);nLN`NG0M(*^W1QH0{@B#Y`vZ4g_x)KnP}&
zwr30s!*`{GvJJPqUfq%OP?VlNec>HvaP(jDdIdK)FN4q_KK6jhfVPjnyTYM(sHukk
z_%qG)U2pYQFJIt%tjFB?26U@|AFxuCg4TnXtIn5BCrczk=$mPxmxmxBVGUy8uidtF
zt-9+Xn-FGSL6L4EYZz|CV(BuJl<_u7m+U?gllG#KjUnS{*Hd%-`Vw8Qx9bhiPIp0%
zoz5yhqOv!y?2R<@x*NqXG-^u_iG<ph!b^mkxBCh-?w6}m<KyHHxTar4yz$UcHJ3a)
zPaE@0bWV2{&5-#px~BI$@lL%&xW}EUDhTdlR;|3JkHxTFa~l}&2;FC<=tQd^>OG>{
zUY%sqM8+KM8oADkvmi?b14onH#+}@(I1m>dDl4Ug9a16o$IW{s+0yb+LZ}IF7zc(m
zq51d-I`~;iY5CH$1;ZBC;di@Ql=2W@3b=&)z`9*{MSqb4^_DT*Wm9-ZTJU7jcsX5V
zI8X7r&~a9U@8rmirN9p?`%hEHnU3v=#BcyK^$hi5pwGt3Hmo#9r|ll2`?>D^R~LOW
zkUd4fy)DSe;7>D!Fnwp=z_EN9sjuewnxI-Jy{H|`{LJ(!P&wdwF?d>4bKNd0PW>6(
z*2RHZ?Uq+%z;>PbLSXH~ny~Db*za*WoEfN4R?E<v?NIYEc=D=iO{$~w*-^<LWco`w
z%py5B(e(wI6;YuSl|%*b8;BRA35XD1x8>+<9^(M>8XdA)98>Jzz+N**pu85D>H-Z%
z_%za1@EwnxOI5Hilo><^W=+)OuG|lbh6rcWb3NQT2bbjr$i4NgGJ8rz16TAQ==;}m
zA!s&t;jpiDUufem5nKm8&nHA=PryVdQSIclrX3^ZCkz`9tj#7ak1P<8hs+v9ps6WW
zRaL0(I&X{EIZZuc=>eF~gI0YEMwQAOtF^h?gK-`3Fke0?&f6J5Wp|$9JLhrSKe6iv
zyhtI%UjB6dErMKftoT-so#j<OuJolRV|ytYQ@r5ug<SB<V~Rx}TZ+*&1O3QuPAz=;
zZYf_8-u=<e2gGChesZP0g)66*SB{!5_8K9O0d0u=^k}iB9j=^;cR}BNEquuq)d&>K
zv**WPv`$LHmyT|X0;c7fHzD~M%XHgJSJ^*qA)V^YApM7aIDhEJ_}k@tfy?QA9#M;x
z4xDNG(<Od>``aMDH3kNGqx9KZ%uULB*YtMtCLw@hUFwyYKzd{R&rL7UrDj=C$|uBD
z3|-N4Xi21AxGOH7lym;Ws(YWE%&h%%W!4*CF5(tHkHTfaBe$iXP{g8;rchxkQ(^lI
zc-K3Du#VQOzf}28EbBwW!vqrL>yueN8CO<0kTgI{(JGp(=-hHC<mG$M_o8XI90lpw
zhb3bxN&znF-pY*=mAI_2dy^9l35U4&Z`0!k(bNcy&?eeZwCZQ&x+KD+haotrE*ZpT
zzfV&5kI&eHO?)V?Lw&?TQ|2e;*b9|Z<A?rlzM3=n$$dgZM^-eGZ^fulv^y;X;Y&9}
zR*uvo7wcC9i78q<0+%_0MRq!y4%oibgBy9XKMai%9g_vbkbU~3jf&WwHTEYUK7ZjN
zb3CnZ$CK-@bb)^7UG%r$M3U~w%KNP5r?C#$OX){TC@n7)p!Diq84y<~Ofy>&vQn_Z
zTeca|)UQURzg<_lJVtLtuc}0149!1%r_;L*INUja4jCsuJ8S~pd@>+BH0%vje{Md`
z%67;lo>+2jJ|w%?IU79-13K>v0p9V4Tc9I`Nznc!KbkX*0~0vgbqS!lr_Vwr&_fRn
zSup1q7f-<a@&!u(OA$&-Lh}-*GWy~NmeTK<!@m2pZDXv!f0)wdA4ZtE^2=<tKz|;H
zp{-x0bltslRVCoJnLiP&ON&Z#n7W<#x`i|%!To9t0POwKKss|i1c;SKrQYs&OLtPw
zoHg8_#US%_;3{2+z8)mb$`@1uZjy^SjSyi)gur_3HB!)i7MS}4lACJ-99L3x6Yh`9
z&2<8nY|Yh@$)0EWn~*QR3D(QN(LCGPfGr92iHi=_tVQ-X3)^QY*#20@8AMm%ok#`b
z>|EPiSIh|+zBAw?9%N-iZFa#;(o9L`mplSYY43l2wKt_}2d%pMl5$bzRg^%gTWMJZ
z;UhZ(ii9lYSTZTqU2@3N_we_!N5WU~fA6~c7d~TaGEIdIxcJeaHOJYS71fE2?mVo)
zUW?KMcY)HpZ8q&Bbw^w--8#NkN-FR1E)__u$LZ;^Yia9p&6ye)x0V~ux81exws@_e
zx!(2jod=|R(+lZ~v&pk{bBe>1i1%F0{#8;!$`0?HHz#c}Sb&#I2crc+`=uL3IKO+_
zKtxg_4j}v7H3#q?Bfq_RkF0Ai`quKLmA?*v`lA5}`-}Jgt27>Y(;gESp8bamZ~j5b
zTmfB1WVt}kiR~CqF~1i8rLx06H{K!$RRX3}L;O1l0c8Fr&z}YVgu(3CQ3w!pMnGs+
zFn5Z0vgTfq1UL+*WjGH2na)8JFmsGNAm^A|C4{_M=&GGT%1L{y17q<c#O|j!NkNQ}
z%pDQ-BZX*c)P^SF#NYl~5}&JDXhWg5b=3O2qTquq2;kFLu0;!d>+|5hayya0fdi*p
zR4fOv)VfcIa@aJHe|0LF=5vv-*tV4(KN}@rI2OV!^hMj=6{vvyG=eiLaMWKAtyIvF
z1rV{1!=6(v-thBv>e_*<%aD0QV@Nfx&dy6>JK+m!pRY0qq4c<rhtHa52x#boVEtLn
z8%90kk9zYO!>}p3{f5p5PEtzLbJc9#xLiK4WG4|&i19^6DIH`G!>n^)|1CVn--ak@
zb|wO0PeslSz$StS0KxYc5rAurDx3W8mABdaX&Bvc02U>aFJSHs83F*2a&Hv8;JERC
z{_;<~|N4^TkFhmXaa3K&u|8;zJOF6Ie)r*HHozBl<&SEltf=&}&_V3N+aFkjTowXd
zC$gBAjaF2p9Q8l2;^Mymo}iy!y!8L2g3Q0j*i8yC;QU$q+yB=Owb|s`oLABac_sdw
zx7vfehtoRSq=c^h4TOWiB}P@wI_)?8EO*0C2L4@45A=sJNq?+%qxvt-=|8(4f+?s+
z?n-Cm^6rDJg!h^S+iGowvjn>`?+yoS(8^P5h$;VLUb*>|Z%k1voBeKpRmq09Xrr9v
z2q`W}yOtceg15(EmcUkv4T`ihD9EKv9)<1FhXT9CYrBnj1U*K2=?7LZpn3S<cF+;?
z5_k!GX}g<O0xD_h(wn&L90n*`^9tknt^MZxW=tg`q8cp^z>w%qFHe79O_t0;Wa=((
z{$FSZoR@z;E(e<T2i7fMD-7`kHZmYaQCJCs9ZyZm<khEp7NRwgHwv>CrWvu9I{EHc
zpY9I|3Z%!UecPu;1-7PBRgQ!N?C)KpzFdA~#W6;){Xyq^=R4yQ<3Wy}ex^|HrhM}c
ztR}#Q9|yNCA&D<>-Iq>*r(#fVU|?$O8@L@_+YaD4{`d>9hZZaS)pV+|pi`#L&$ITN
zK)*gBpsw+6V*msE9AjcmOX=U%@;~PN=W9AAGj^(TUuZ>ZOjhhPl5Q)`LTwpY7*9X*
zjA8R&JqaLY3N&$D0RwLA6y@Z>Z8kv)b}pww7B{9bKZ2b^gX(vz<&7~pwPSoV6KQqt
zCH&$i<h~R%4BC#TiLQDn0CDb*L4QE&Job8gMbT~u4Thf}`m1I&;_Xg$-4K53L?flA
z$+aYzKB^PsMvJI{B1^wVl-+Wrs|pXd6&cC+gx7eZ9R{dNNda)7QrFVa<9!hOAK)h>
z$kR)5$)TR+&hqmCnY9bN6X|N<mknwd5=KVwh<pP&<tIAk_kCo_HEX>8hnk7-gZ^BX
zZNP)p=RVSK2d{{crr(t!y3a6<`tYikl{63wL*J2+0X$V9o@b({k>h0FwrS0>-P&xC
z6;nhg>H-6y-&p+#<osXI>dAL+dx{m%FVkWHoRu!fjTzL!-kQlnJzUl5b#+jY&K^T+
zuK8TKg6BpXAlgDZr{$Y8$9ZK_yNc`4S^e3l#Iuz~qDqZ*UXg5Ib^G`yeAgdwUjOKS
z3c4{R$7^w_%Pb0a`@OIvl94IRbROkh67e0?f#^n%%G(J0Jk?qo;tSBFt#&M=p6<o!
z_h{R!pOV7Q$e`KI^Vv7P3=JGselIIsJHi*q7dO+Q?f<dtMHh_$H|P65(@Y;J@B<5?
zrw2quxSEf!jleC~Kd>nOSYxeLynz~?63QCv$hgp;&7~w)9DMD0RHdmp${S9|&~x`_
zpH9>MRni=}R{Ueli~+`Hx%1NRE*K7zg-qCh9PH@m=FQASKXnXHs+<MBf6nO+jRQyi
zvDMuFf>zK!ir(b`pc0cdr^JOrWxL~gAu7c_atKO(5!wnQ(fg3oGb7dT`SYogO^J!b
zP?vCf9nHl4>a;hxW8;iYqm>ckm5Og7vW`W7?9VK@{{kA8_&y4N<*~NzW15(NvvEL$
zi|N^wEnvslWyA#VNW!7$INIiORNxOR#hW7|&8s-M0MMlZe2!Z}=g_^|a?B5KWp1Rk
zC{Tp045%8jv?j-2HlJ@ke<{D|tpl;oVgDX!?u?bvBc!wr{WdS^_vB!^X8x<yCrtz7
zyNXc`#B5A9D(E;QRF%IS$LT}FD*ckXNNF+cuBj?Q$}3#c(b?IJr3UK*xK4Ixim}*X
z)AQqnBg>e1ZGiEj(MZ!!W98ef$?Vtz7AvV?HM%APvV+eoOfD-8bNYx+DR%H(%GPcb
zdmC>8s7){zE@@B;)<mB0oIU=^_2Y!pU|O|EfgEdDHg}?L+9yt%UAv4=Tp4a7aZb8I
ziuw0Va9^f=#-+vj29HQyy3tVhwF!6h7>dU`nNun?CKNj7$)FwZn%u4E%=J=n4v31+
zs7v=p)FqW2W?jz_z#ew)>7vkvQL8Oj6qE>@Mw>;g<E6!NWxJU+6nu?2&Q%kBoat$y
zJnsGitCX=hxO4c~yob5`l)VTiyJp%qW{XGYmL~Ib9*^lRI5C6C+;;tJpT=7PxB5`+
z-EpWvq5>bxTXFFH&KM(2NA{ie$st>-MVS-lvlmsXwL!FfLW*oG%=iS*)`nUa6q*M~
zbTm`{k!5r>fhsB7(~ACv_sbFw=awposdr;~;|w;HhMNN|wTH^q(;Kv&-)_FirKdk4
zO|2@c%t3`eo0O7BJgGWqw!UzFu)SJvX7*Y6w8M4at~ISsXuYB#2NeaJ(!_$1z~xv_
zz^UZA)gZp#Ve%GV#mD33@Y_|@jx5h$5gLda%tj|eC0v8aHHz6~n@#{l1_L$eLr{AJ
z?j_f!l`Hq&4N!fEcn1i`)Aiw32q>gM{YEm4r1H^ft+JqM;bAv@{<&4)D-p))ga+Fx
zP~G$!wW5AD^Q8fb;#<2q-(we|XJxuzJUkKk*SrGNj6&M<+z}#y%4_p`^X(fPB2&8B
zM#b66^*J3`5N=gcpqeLiyFmx=>dFJY2grATmzfq**a12rcf7o&=Z5d*^x{OR1Q6^^
zI_94Tb^x|QpNHKpC6)aI)v<DM5z}NSe!YVAuu_)gjI&gsR0?5={s4HO0nGq3XE?c$
zs3BFSQGTqgP!<m&pr+uQc2!Hswqr_4E7zJ-p5kk|UD8{Dxj97>MTQ#s{Jh#%?7Ov<
z3NJSOILBO(5{A@SH30O_(9wx8@s6(&%v`j+k@!2*HkeS(+ZAUZmiA5SUB(shug3)^
zZ@z0v?76x4iFD2Ts0=@s6)gTf`RwLYjA7i(jftiPn#>hnKSGu+3Htd{QvCZBNsz9D
zLp&Din-X!e$uM@cyjV#Lj+cPZVkF#{|JgXGe1dP6-_23qky$_}`my9lp~u{#(Mr6#
z5A~`O1qcS{Kitr{ebMd$`@ZI_U*cLjs`c!?4BMzHA*s3vZ6&4CRZDlOgYIoA*BdoU
zq-eP@{sx|WC3}X<S7U}>=8XCrv{=QuZyv!_wO_cBD&;usD7@+FpaF-VMYAg}26#IL
z8eVXk$sP2%1t`<+;5FztmiWjc+I551uNJ!S@#aQ!_WFF*dvosEA)>1BZJX6ggfa4s
zghpx3mIPmYKJUcp$z=5*Z5($%_t}+rrBfxU^AS+HJ?TtagZroc8hIby9)AX?_n7py
zZ)(c0bk?@(xbFSh6?@4xq+#Wl8f!ISDAQZf9(J7P5(wM$M0h02)A8M->4a^btw87<
z4>t*WthBF3*BCfg<4a^*T&8n6cqy)jK>$i0VsT^!rXLmeEzM+ZwI<=nptr3s(~=4l
zD7s;?kZ#xB!~#GfC%!pe;B#Pt<9D-*y--$O)(2%YPt5ZGv$|T~CQs6ckK?DECe{gI
z9{s)RlgUm3u2(e0zO9E7)7aF7M7k2+Y@=H_?-XDy>b*~LkWK`iBfm2C60&ZNEJ@*y
zGHrb!j#-TH?0`gm?DSf%v;8{-yZ{rPAlg94XeiXj?vsb3!RS$ads^-|)Ph~)8uokf
zjm5YQllx;nENt(*0yH{LOu6~FWLr*GALD2y^CTl3BV6`x%o@yZs|d06w~`-xAgeiF
zufxqDZI2~b_BTTfU#s|8go}=&V`uA?42|s&K84LKg_vnFNba{CT$dr-t%PCDrw0^+
zINFLTmo`AoA!s#m8?>K$SjfN#L=W8o!?P4P^B$2H=}(?%O}#TY6t;$CHNb}nv|l8|
zOmkD32Vt|Ox4ykj(XEc8eF)LJ%5%o6by7L+){&`$IfdEUrgM+Fczg4t6b3wRwEtYk
z_swI#l(n90us+2_j|ob0q>z?b3&Bj<*Jnq0zbL*3<hr<vxT_-lpv4Qu`fU^om8$~#
z)(%+*)1`Uq(N?ULawp-nBYwhuK&*xoIgyZ(LF=6}&hNmIuESORu5Yab9@$k*vCy(2
z&AlNfG45`2f|XN|8)2R&gBf4b&@!V5%hrXg?#eK4PU*e=idZtp*{!19v+q@6{*L{0
z*SRCvF=Rb>@tcvRD`&skNm&vr%M`;0Z*h}JMv2OSZ4k}jf@u3|J17~idQMysPp()3
z-iK_KU<})LJAmLhnbkeEHOyP;an+1NW;H*7Rg*yqjF~%h$GVhnxOCT{i7q@%6|-e#
zuU^%6r4PDDpPfE2ZR>Y$)WxpF{Ed|zlv6pTgW=>o!`lbj*759V@3|pUR`RG3)Fe^J
z$^giuHhq-5wz}T`h6i8P^fzE>Q_U7_=cVN7VSdt>OtoZD?exHaT>4-_X3#fyy;`DI
z;MpvDrPT_dh%5e$m(}i;*AwZ9h_`uEVV}~HROSU#AO>6nQP$?^w}YP&(*_jfyq4WD
zivBv~Z3iZ?kqno&%KIEjb}G9I)DNVA%ix2%O*=s+B%sOq&zibXcMV2_rhstm5z(!`
z;q?B`$TzVEnt*)R9s$6yQW^?6dR|OVi+SJ$zVrry+!>G|)GDlr%7kRZ${%`x;ywxO
zJts=-eM4CEkP-EVGtT#xV`0v$*oMOz?oTi?qQXz}(?*fQ^8jsCW}%CY#^7>oOV{!b
zEb5L=kt8B^0?%*v88+Vyn*?b-f;ZZ2%iQ)(@{uyDWfm?BijN3%R=x@^@k-vZE<7oU
zdiZ>shP*nRXS6aX>FM3<7#cx<nm(R>D8#Y`X_Wjm?V7#C<f6&q8}BIv1-APk-ANl>
zdO<#>%Z<WYbsD+mybU>JHgNHvXzixvNI-E~ualxwTt3vBdBtAl8Sick4!Zja8K+U0
z%s#vjOI056F)kRezfqoVpkV2Er#|K0|5M#{hc%ULdk{2qEOd~dfPxeSL8O={NEd?i
zBF&%(7!VOdlOT#njevqfm)=9~5T#{M=@O9Mdmw=TF_d{n=iRw8cgDGM-+b?V-}@)!
zBxl#P_St*=erv6F^SH|%eZ+h|Y_Pm}y{hLL`;B*;AEOwGgsKhUFW7=3pVcmj`<g;;
zM+)l@{ef*Cqe$&o1&XyL?m`EBaocNSP^#@+W3EOX((M?>Q(;+4v8d0IT9Fp;Q+Euu
zjz=Ir83Aq)Wg+jZC<o@oo4De|8Y7aKNuG11g2orzHw!6py!NEbvD({499!))Xg48@
z&sbVa?&(j?M>Nm7Pj;)Q=Ph#^J}av!;aWRvR87OC=Z^2lwenJRaRDD*oWEk8sHq&T
zAJVl-^xc||-@NN!hv!IUBF@A;TO^0UPatqJ6Dc<y<VRTfU45T&Go?Afv4VK&b+m-I
z!w8+{I~6k%t<aJjV*?HrnnN<W7TOyZI!+c803LJ3;S#@W2cW<<x8=nlJ$EdfEW%Gu
zXeT1?Lf`Uw=;}MyP8F*j!8&ygv($S(n+O0XOmqVKMSTAfAZL95`BC2Ixc7J<fJ<h3
zZSP}Y`%n89Zq_H7k$9Kv0ls$-z%fZ2k@&cJvp<7Uk-HbVjvw=I<bL6rHfABSftW!q
z+r+v6Z1}dgDR%L-3Ah||X)fZu(jLRSV1K4~PQ$f%{z5iKoxat9DS;{lYHQ-aq8&VT
zXy`z&lbxDO=lRXKe2T2tz{D(oYk9dbyKhI{0D{=szM(kk64$Ru3fXOd$KJ16k1yfk
zlRu~y_mOY+B2qs)ykCNkc(W&sf5b-@6gsG8Q4__V$x)aq;I#UQMH)&~^eM{*qZO&7
zl*g=dqbWD-g1+!?kpRoscG2#FC2EU(>okD80M-sM^;uUavQOUVI`LUZzUBd&&mr`O
zzsMYK;jm#B*qrdV>YTqk$Chxe-endWR)6w^-FR4~TihCh`-bCCN&N}X^IMH1(4ag&
z!)d-m?43y8`|FM>f>`8nDBlVhc4&dhI&EXwEIcYp*vNjBVb>Ut9QZ@Nm#{kCZD`Bu
zR_JWoKs2MJ?DRM&MaQ|ousG?$rpmH$-_UTAjcCe_KJ!B6r#A|@E=R70KjVM9;)Bsy
z**~G31*lMIqh$AML5>~Bh+U<|D0V)}C9Skut^=y6WYUm$v;8qUFYjn_&1T0<O=4fO
zSVt}1;^dk4#qG+nr!+6plL(8N6=6QbTL>u@DV{d$5ji#QaA<HkS5PhYhyv|C{yfE`
z0a3`_=ElMh`l!IFYaU)S8c_wMY(A*P1j#*egjJT+Rf<YoJ}fI^hNcrZH{YAuyL;@-
zB6sX|<yNPgkaWAdNO-5NG@JG^ZWgEt$?hm&J_*~6aRb)pK~n&ZP}NzeH*@0vgQSHb
z<;{DW&gDnG9)4mC-WBFE+d}LoZMl)H7L#3`j`$;QGAiz#>6nXgL}ftY+_`oX!Zq5f
z!ykuxP>gHys7P>G_taer%~q+?1TWfpNZJ5W4X|7#fC+H9z3YXrHUh&{<B>4NdP0Ny
zv*DCop8~I;&Qme^p=+w~JK7-($3D*!xYoMi^v5&c+1c_*lh#a%_3%Tv@GKh(r^<(&
zX;vd4MYr$MiU=gqDDRktWYu806O;$ZwPI;CY%hRS9)L3cb>HL_*W&htubvgyw>tpa
z?B0fIv%+Wld@2Q+B%ZH(59>oB67*Uti$^7@Oqpn*mRDGG&+DALF6?;^U{YkK1)Mm1
z_0)!6#)gvH(0O#B-gjJ~3<aM72{9fMrlMYDgz(0#mKbPdMl)myeK@LU6jkGa&eT(<
zxgv7pW2!D6giT}fPzD_j53V=mYmS2}i<bqFq_TZ&|MYz-N~r{REPUa9Fizb<1K1O%
z)wCm!l~Z$XX5Z7X8HkE3y@>t!kR8TPY*}e??KmR_>~`uU_*>IFCZ!Cl96NWE5jdMy
zWm@lfb)o=b?PgX|QcHh7TBZjf->w3p4L0wE_wIjGbFDn>Je|0K&+D+~Y>b)EwXKj^
zIY55-Qp3dB9S4eEnx%M5w!0?7UCyL8ZaqF_e+0TZ&spP<=Cpmg<%27<+xAg4eLyhJ
zf<z`hBrvNJ-f|Cjx&_S=8)2TOb455y$<UexBH46VV9_mRxx+J#&m;+-iOA98T28RL
z3aj3&S=K%kb?a0?ZMu3w>+>d&5&y*{3Hj?*Ge%Dq+yR^``NRH^uo7N$CwGkZo-70&
zzH_r0$O}eH#)!t8aVo@|h<Gk~z%d&2xyzEQz0Xf^g}<zfJ?epNPm1yPS$#KGb+ViM
z;{(*n)3UIYgBN%n5;d`fPK2}+h5MHhDkAw?`CQ99C;P*U2gtAQTE9>~IaI0UI6EAO
z(y2<#QzJo*blX_nw|EYgookz=n;TBSR}?gYz5JWjC0-L|Uo;J;X=gcJg}l*jwHfe}
z$e@IzMN>f=X;X^n_aoDn6nDiu(^iY*^;X^Ea|2<amVtwa9kVUTG`%F`bYv3MbRb|{
zAIv7@*L*m{-X2*e09D>tvmAmwAzQO8N*5IBj1(Zi@tqd0kHtj$#AkaDH=3&yx*i}h
zVKP<iN3VV0Pw@nCG-U7<`zlJope3Jy;R*$x-Lu_lG+UfYG_xtjoo*dQda}TKOMf`d
z=8|g5bf-OoRa~;^Gh_YaVR*ooPLxu0t$OqlkWDD?EV+a`8W{fhEODjxt8a6ag~R(}
zVHERt^k>{!f?AA|O=eB&4dS(UFUl=i51tUjIKcup{%$nIZ>|>ETZpRQH_-|n{s_@}
z5fkp&Ch_rhd9n7Y;C7Qw+ET&FxMMjB;?~{W!U0!y`nfz-Z4vQP2}-CSe$?cFO7U%#
zFI&@nALWM!6ek|>AwW$JV->`Xy4Px6>9GhA@#ifHH|4aRTS2gX4f0#?;b?VN;P^T>
z3BC6ewprBqn{T^Z>laIWh5yEWPq-ysKv0CZxf<i%f|TJHMc4X*JL_H4NVjkSgI@49
z16`UbWdtUWEAr~MxM04shK+ra6=E#h_<JKQJ{dVY{uKc4q2R;Qk>fq{bW;jX89+M^
z$3c6s!1UNs%o_n<CY6Al8K1PiPH~?oz3(TJIr9@u9{}0~fr*9n03lel?G?bE1M*jP
zY+ghvL8_#25&-1H-2^5JQ~{=aG2owJlk8MBt9`w1-V&8W+dXDJvwga=l<Pnx!|zaJ
zNhezh3wBcT)0>h1r}v|N-+t(?`w#x_{#O)Ggx^y2!+djeCkw?5$GBd^+^x5BAI6ud
zuui5N^h$5Kz=zotR=OT-0<q)zuwJYZ`SOv@@#f|GD_8zkMs@f<oE0ef_-|(Q|K@&M
zt2j6yW&ac;4pdVsF?bJz_=yI1R5LAMC#}5B?gvExqDLF|P3GJtuv9KN%<dsuV)~N7
zDzxxJ$z1Jxi+RNZrL#|NCK!Gy3XT<tV9<Izkr+=#2aj<GvIDU+6FVAbLt>|3Yg*p&
z6<G`MHfV5M)*>DsvNw2>c{g99R=hWyGb%_YI^h#wh3@_cywHddzIl3~gP-^A%TTbe
znlGaDFK#rklX69X)^RR)#!asUcTIUqZ6eMruPAM%P(!F7@Ti-c&x}S1NkJFv*g$-W
zEJ_ip4!jb)y}Wnu-qgAE#G15+-54I+tK?vH@3mb~+r!WW)wunAG~jZ66!RQRKA{WH
zh%_m9uyGDzGv4uyp;-#5$%I6=|5O~c24EzB-}f2HV?aGQu-jx*#MwM!b^rnK;S}}W
z{(fnF)ItMl>-p|G7y#OOnm+~FV=x5hVnF=d-<A!@H-?m4BcGAzLj9%|F!7Zikj(83
zlkE-_+J?^i#9m-@i79jgL(#4Gonru?>4P!eyv*|~(*wM~DeE`wh2$Ij)iV1o9SYr8
zqv$jWp}K?4?(KmAob6X5l(}j71{jjm9vc8oW;APIryd4KZ`ky2FypT~wf`5p@pb6F
zc4Pe4Rcd*5g~SJ}OYZW-mO=&ZuCwN@4eZ{bW?rUt$Rx`_hf<FE9m}xt+i3NY&b+?M
zz^f0NDEwkp#RP!NG=7&7ng^=*R_h*~-P|b&j-%MyEMcb?4*IbA$h~Plc&sZQ;&j7O
zEUjGVn}Ge5JoR6rU|xiU;g30kS>^9c8g}t9-n+yx(+>qXA71i5+9xe^@4cM~q*a4q
zPog_JRB<Aj*FeQJ(*mZ-?o6t~9-x%HrG{_Yu&l3<YX<9_$}TX0xAZkPIJ=%_EUAlj
zj|G`9IwQ$u$-t}`kq&yf(dwA{=*WCS<9;=y@~xXX!H#&R<e)#5+TL%&^zY>iWs(Cn
z&+=iF`ZE>i`FXnkod$qS^1hbE$vKZDzViBs<`+e|=~ag-P4(Jk7S3HTHMp{Ohgx`<
z+6tLZ>-}?;0t1b+$ns(PE6P#^D9g2hKh;oXW)l!zJoyQLy<`7WsrtW3;}aX-KN0SC
z`*MxB29UCAYgw@uPk8_A6rGSt7wr;7InF;~<rQo;WXe3M9&WKOq>SzY2i<B<^;09Q
z4oevhon>EG)lB4kqJ5Hj54MbMYe1^?NbW*2hMgWBVIUNCpFz*Ta^*iiOIsW*i*C53
zEaC)2Bl+a<57WSZgbDu<UJQ`T4M1o=Ka$R(Kc^lWql`z6LMQFw;bnlk?7QVfGE5(%
zI8R-3g*+-gox3jtP4WTaH9#|Ly*!K?>-wY|Ya{!&^hB;C-BUhxW9?l7ofhO^uP1D!
z4n|;q9hM^IorG$@2VBzm3jiX08gM-Nod%|o^Y|)S`?F#^FD2z$-@x(98A#J2adgQb
zIoesI4MYojM;Rfeb1-xm<yfWSUAQs7TuqOGPc@#aAy$PukZ_+f`mzOueu!9r$tVcw
zx^=qa8|%8I&$`J;NJQv#6rN2MJ>R6I4Cc9XzU>a3;UBc~kK6TcRtcRy49O3~^`mJf
zMOJ`=cZGA8T;KB8-Aq{%1TDF|qDW1hpJG3tTH3gruW-kKmyn3=#zS$+u%k;<Ii-hD
zS-SF1?M6mBi&9zBAGdc2#Lqwue5S<c_4^OS-z~kP6!_A+xv2lv!eHkkO&uDlQm8(;
z{CBPih5&c$Zwt&XLge7{b7{Qsdrxaqg4b5;&xlqBr5ldY3O6|HLW!I6LG}Fb3|keL
zJI#r3Nu70H2d1UJm8gJlS@2(?N!hngT1&&YG^b2MexfN)5B||?gKacrmAq#4@^`)e
zpM)p*lY406rfk1(R-mZs2>{z%9_PmngowAwMqy9y2U+jUmYY=?4P9dl^%_#3nRubW
zzEQBoM)8Fa+hVxlvNT9TE!qa1<}-=OFgaSxKe&7UOYetVF?pI9gL|3NPK=%r!bX8B
zI2xuNP^3$I9du~yTzMJYIj8om9~xBJCP5o+O?k_WQuU=I79XydOq{Qu{YC<TTlc`h
z&O@?{a54w&;O%g<<qQxfZaF?PGRM{L0zPib(A&v%8!9r-`@X%L#W%numY5w<@92@g
zT+$dArxQ19;qZwl^$hgBMlEVQ+yIm}7d`-;Vzo8zGwqQ};#fMbKWqD7>f$6%r$w<o
zlqqv^jr&8v=n@~IEwM7bA{yl4Sz`f@f@!dUJaEFHG|Trd-T847qkx`*ln(9Tg3(V!
z5I5z_j;Q+;ay9Sjow#1L_#{526(UT!>Q7tS5ZpZ1Hvj&Gj{gXq)pWWz^M)famHlb~
z0XV?#BrLm0rN?%<N%f<zhvz?HC;)?&#)LmfNw(#uX(C+l@0->LV=h|v6eY?%sr?D#
zlviF&o!hI!OUzpqXt#6sgGm621sHt($-n$7pEWcKg;~;BqM|-M#E6jC8j5x=kmUFx
z3v+Fj#&~NrLOAP7M2z4<7ij1O1n(<t^u1uek$$oU#^5y6!ljKWa6xjH-8f-S<8TK~
zKSQG$*utjZ7>~_#!5QK!q~r!W5TehYm%Mrz%f<+P5H*YsQ25=V`pe=4Aa_g>vRyX4
zo2(kkurlm3-#Xh(V*0Ig!jA;)Lk*duE(&~Cxx3qQtcn&9{iO>RXV9?M{to~K_igEh
zOi1OB(zvQ8Z~z}hc5)ZFTR!-X(w$hm%&g&Z-e91-P<nl+cZ<p+Egd;1998T935+oY
zu5zYY>rnYks}WI*{QSe+28S{^f5=<*xgE@5xP&Yo62Z)->kN*J1(tKZYARMVlx3xX
z{J~0n;On*UP_^EATw7K038HDP)0BL_+u3?Z^wieJFZSu6H%8?SzMk8u?64m<)2h*+
z2qP=_lyZdg{0g_LLwR3+x`WovA-kH>jkMEaMHF<aAwWtl*OsKmAC=w9n!F`6oPYdH
z=yX&v;G1a@FCq9ygXCG~qHJY;DiBC8aqae*>%M+<`W~AE%fT4~x}0Bz`466Jf9p43
z+7xrI^wv9Z47TtU*y!%)B<AjFsC(GRmVLsgT(8`C*N$0`aJ^9Kt$HV;OH}tTtS^+{
znIyJ^mpH07(;<*6DN7hF`7|Top3+$Xx^h`SGvGm?uKs?H)7_#61X(lNlEE7z-o008
zzC_-C_+)P+{{1-$rg;eW+^+Y5LM_5@0p{d8m;H+CGUy}ylU5%D2kpGSLXW4*PK2P-
z%4xtI8-8-X32%QS`Wg#_kv2f_i-!e-yRSm;SlfWlE6n5hzVf<Z<G_ol(Z_!@p7#hC
z1rAV~d17=Q9^`jC9LEhMmz{m$dF3Ga`sHjtMZN6kaVRVk2|3+&3hyVC>(p(3yXJA!
z`M2!?rX3u#O<uRRTVrlG#U5KgWSLtGuhd3Q_I&K5q0uali98=;S(~z}r(%}v^!_|+
z3iU4F2*h^S-&?-V)HER@L4u&VrR}$f5oNP-y^zXdvOI{Q=FpjbPqMyq{ZQjH|6L&n
zTd#(OOGMbaf%xQHU*uGN*l|Ne#D16C0V`S2+LVR>>lzh@&FP|xMZKXkQ+~{o2vpO<
zCwg^w1cuxqX|Lwmr1f~=O<2lH4<KNu5m|hYvTd6<G?u~bbhlVnG$RL7!jBZa%(IP~
zwoU>#=ijk08~6bJ=5VJmo*r_N&9+HNsX4|?-&K^Q1*^EAe-MDwdRFSykQl4aXPl8v
zvmKBrU5tQTB6}_L%;&TKnV4oiRj;V}%aSjh!;>wlM_LGNGU3zN6?c2SlV~?MQ;LH&
zBF_u1g|A?i*wbittSLp{S1q13lR+Hu<3VK9kxTi`m8ug%*dN#|p5ZqqLWh8QHoI7z
zAfkahp1$(6k&N^u`7-=g15YfYQX@Dy?8M#*HUXJQzDMUi(zw`qUzP$l>GxCT9INw%
zBQxI?&YFvsiLrRGwA8S;FUc&1E-$3Aftr$;@P5L1)`hY8cZWn<=C0e}SFQ<dX^i7$
z)LqnAvCq%S=SUNzuO8KqitDWMYSxT=xJpL}DFQTe#_w3R^Om-UV5x$xvwCKE4ZxaV
STIbo>u=f1VmU_@npZ^QG>sR9d

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-44-Book Cover_ Deep Learning.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-44-Book Cover_ Deep Learning.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..d12db3622d9f9bb1d167262bccdc8b0761566bbe
GIT binary patch
literal 20816
zcmd3NbyQr>v*!>zSa63Rf#B{IlHe8`1`95OyAOdNK?4K`9$aT|x8UyX&fxAcEZ^UI
zZ}+`Dd-m+^Uwh}=(W>hD)a~0-UH$3jx#u;&8+mCtX#fHO0D$oF06Z@OJ^|2BP*72j
z(NIxQ(b3UfV-jFtVqjpB;^E^EP?AwoQIb(myrpMnd`rtpM?vvkfQglpi<g&|no&qh
zkXw|UhnM>wBM9i|=$IIoBv@D^+%yz4-2d0d^Irfi8iE@FIwArs;1w<cA}+#n7l8W3
zPh^CD9e{s75MCi7A)}z8p})p>5vX|sc!hw7_zDRT85s%bMcVJ>cK{MDG9C?=BnrN&
zF)FPS0r$7qEHt{0743v-<EQjICeDHAuZf6BNXgzYFurGE=H=rT5EK&r^jS(;MpjN<
zT|-k#TSpgYYG!U>X=QEW;_Bw^;pyca^gTEvH0(!sT>P(u#H8QJDcL!>dHDr}Ma7j>
z)it$s^$m?3on75My?y-y6O&WZGqZE^3+o%3TiZLZ-M#&@^NY)?>zmuV`+smD01*ET
z*30w10sEhD;lAK{g@lBNg!&IIgjXIfCn7EqG7T3Bo}?<Ou@gQm_ct_xkFi-5?dWto
zYNv!I&f~9%=y})Qo&5vtU&#K?fCc_PA^Y#Z{s*oF045^B%f&;)1xNrc%cyUwR8QL{
zg9G*I7JQfC&iGMHPLa4zoBC<g_>Yn-2-`YvT!Ci*A+U{TgPT8USM>22uqC`^EEVab
zPq;t8W6h(JXWAIEfnE7GF?#ab0uP+epq2gr6lYr1>#$t+qN!gWZ>#9CP?6iLWg=ut
z{ijU4mAlwIf-g@_Yy^(;BW0>oGJ435PU2D1Fs65*)07Dmv?LAgX&%9dS-~chsc~3P
zM$^B68kNmP+~hhi<JN{9ZJxDeTUsrD1pu7iJOiTGW+V9uYnv5p&Zr6oMg41rnM2}-
zR7d5TkTUd;V&!Bu33pX{8h>;*@u14F*}4*~uuW};`UWof{iCco?Q2&&Z`rS4;*^<;
z4zE$u>2hytL@E+%(qe~pNSS7QC{FM$4=Gb;E^pTRfeh<z!~39TChXN~iUB^;%xEL`
zmB~z5R7PANeg<rmq_%!J^gF-?S+II;)aDtg0jqj{!Im?A`*Yp~YY0WCaMek_`6noH
z&j5_juFsFL)=;r*2RL){#*B2p?=6GVx)mc8C-r{wtytF2%^c&Q=X_-~NiNZDpzcT8
zOPaHwuFq?o1!YeaFFG~6&ww9P@0$HasWQr=74F!c0o~f^x{JNUCyd75`mZ5RY|%N~
z%uEVyFshpPGXBHxJhi5{om4Ru=`;46!tJ~_#Y71FSxE32OWiZ%l}xJLNVB!4?NSKt
z$4cgy1XKrL&W811A1&&wk^^%z?}?v^dU~-(Yd&Tsp{P82Zit8v(SoCd^Xj9fe#C}M
z*mVrQ2w)|U;h!+1H28qH7e83*#etYX%~!TKlKLFDnujBdh6OH7NgE+$ZyplOTXJ5m
zIZ-A)-(tw1lvz=Rg!{b2?Uh%5x^9d)HN>FucXhHT!a^vpSTFu)|3*w}wWsk{F$OCs
zBL&SffNZkrjBUBA6tW%A;#dQ_R`YW2JM>es*`1{pEf6C}Ip~=BwSB^4RH~$>3V(MS
zTe5rOKv)UnW;&oZ%Nz^e+PYobFk^gUof*mT61Ex3Nb?JhEm)8~eQqdii}lC%TLlp%
z{7;(`qrEuzF?a5hI8PN|I6DOBYddSvF^v4()|;BC;u(;o{p%Gxu=Jyz1kZb_E2jeD
zvEBP_rBt!T-VMV#mz#;+*ml{)XFxbaax-23?`ZAp+s!B47w^xb$P6k!7taF_4E~1t
zrS0t}qg0lVbX$3>zhfF^!q<OPnO#@YV!@AY_|bM-{70PCGx=h>yTG5b?WObR%(|DZ
zRo=s0Yk^;XuF<giv7~B^W+yPe3FQgrqu!W}AaFuS%Jigu21G#X;P`e94~gKLqZd0n
zbf;JKowBJhS$hWBb6N1+l5Nq2gu=Sxu9%Iw#}0|3I(WaKqXHEw;z|qZ#$i5J&KhQ>
z$TPrtHc2#I06fs_Ygj`jDKDVS(a%o%w$6S!IShdwGt))ILtGv9P?J)|;EgAq08>tF
zg&FW=Ws{;R;^f&{S2~!(@?6fUzh4l7tPj=H&l5<X!11wVx-2=MkZk)~t@Q8t*0PMw
z??=U?%!D0&*Wxe>YhC3PM%?%Y{(bdf*jc^sBnvOR!dZxd^DnaO-M2yq*IoOuN-U_K
z$dk?7WWL8L!I~rI>&p@*V^;!uGYiVUJ)qevqYTk_AVtF4jG+rGmCq?7+82bimUOQw
z@@iPI5vYTGjLQ=>7U|{xULk2I!M^AGPK>4_y+ovKq|Kv@p{=D{**#0F_|>ov`q)EU
z`-(en)1ej18)*fzp7cG!Gaz6Z<uv#ikQ|uHQDc3?IJcF~)bCvFJh7)pLAm|MG}gdB
z!k+C&nwS)>X@Z4tWWuZwJGE0&{Uq_4Ofq=%RWY|+Ff%)cx`S-QV4dO<j6BL^<t^qc
zJGRTPYhq=HJKeXRfJ?%pvPFv>8N}j1mi+v3VT&>hDlZ@F=0NXFlnQpc+^{%qDR+;b
zI}$t;S{h>|MM&D2qXQ!-r6V>gJS^vez}fO3q$<DZt%u31s=F}FeUKcD&cH`uZ2f6@
z{jNG^xnt4#oR};+hO*s@gh2OE3&IgY`6GAg^xRFvi5k~RaOIBaQU!ELps6Ud+TL9V
z;`g|xA2b4rPv>?qP|l64>?>%aZRkhPMeC9BVYZRqA+eYq5EGsn|9o<z5u~LyIYb@+
z!2tOq*b}!AI>m{RfQquRwiLrUW4{>|<S&vQEk+lGuU&$OQmhi+tFQ{uL41(&Q)udR
zI@ZIs?zP!GJj}f3bj}}oS;QkKDp{S17DU1`WFfAF=yoMBL$gxuwB<D(m!u5M4qYoW
zak}*HPPrWspdOl%i$!}qJY~B!AS#aNHy!-cl6tF)Do^{TO{ql;KdZRPG?zaX&bz(;
zNF=*2&d0+vcAW<9?E#-tdYKHqg)?7KM}=bjxd-QhkA%-Jx3t-5e2$V;{Wloc6|q(F
zw4{+7drD>b7i7WnrA@kLOwxOXemX`PuI(v+XTYQkMB#%h);<eo{>-S&a%DiO!7ZEu
zp51(Z^gbO|MkZgHou9&W^9q{6;y0PttDF$OzNl8a-Z!$Lqt#kfD3zmA9Vz|jC^qak
z88Or2tgOEM(a-?6H-4OAP)`By;)`I6vOW5?*u2>!XXpeyh_@kDYFOM6Zz*BbKSGe}
zqigXdaCBBkuBs*V74j;kD!}P-s8-q5JF=i`D8YS{Yzp5TOd+Yw2u+*)N#{i@$IR8^
zJ*yla(HHNCBH7~yg8EKv9#@G<zfRL`j8O~i;T{lIrJf|T^OfK7J>!@{FjOg#y{?07
z$Dtcf?y}^ZE<+Y&u1oIbzf!)*s8;PB?m0YTUeATjgq<X5%Kf>}B~+hIBBU+VmiwjQ
z2yT>ep4HAaLFAOx4wh8a+Xq|P>J_0L7;tuVw<wc7l&Kf-pLN}lkHP2(3-*ah+-#vD
zfw|KL68bznM6O8pWV7M279S&GGeETzl|Zg{MAd?z7Pif(?AQ>Tk01smY=a!LFwo??
zx<IK;LMQlGae+d$=?(Ed&h0Gk>HV%btFUDTLn<#bce4GKrbkU0iV^FHzr^dywnJI8
z^(h?lVVZHfq)gU|M`lfO`@>Hia)(~73m}f6`M%2obzo@(V$V1?3X*HD_azhWpSJxq
zsYf1-{PAt@oq6n$*1>pq&CrYy{jpbKjwy|53r-f_$e=N+i}Ux$Yf8{UTX`o#Kdp0X
zWJ7V~t&-f3i1r-BPKFc%xFa!N6?qrC{Zl87XPfhp#Z-9$GY7lb9yQirz|&*k0Nq(+
zrZy>?ZisaAH8I4FLSL_P>7*dU+D4?Km0I@WDDBs8=RpgNKb-K^Wf(H4`XGNLgNx4x
z(Anm+1S7Sp3@!bHJtnjIJog`UcI{m*`r45_wX!&VcV(zRyidAntS=)uIMA_Kx(l4w
z;-<SlmWeovH4;FSc!cc>#8{?F21zg<mmb2ez==(JX}4iEHNvBjW7RoQy$%xp{3RsH
z;Hn=S8K$09YKQGAevi4meFiMJ?ab6I_TfuYKV`K;`&HGW<~LYn=<j5NEhbcVSrAO0
z)&&`ws2Rw^D7x0-gauH_^Cx!#Kgy>U%ru8jnJcSQ9DGT$p#@o7d?kGtY==(DRbRNe
zeHAjJdj?PucI&aQHaQJC85XTK(Kd<|*KcKjxxsm!zY8x#wi?s~E>quy5F#0yst$X_
zMArm~ZT2>8t9h2GPuZiSXZ16^#lxV^^F%4*Szc*sSWBB#CdL6V*d>l%$0bNx@ZhzN
zx@d02^I3dmTij)C`ZUVWqChtRAqDp7Y_FbE|D8FGaYmlv>hF;~*k{RHD(P^$;wv#B
z(}gT!bFbkavyhD|GxBcaVQY_FB7RLGn@xU;tidk9Y*AHKsx4s|blk($t2nW*Z8GzP
zV0}e+9coV|mn$Tu<n`NAIOAZRS|mCZ=+2)C%#f>SlbFb@J0tjZy=6MnFy%s6VS1C9
zM-<@Df7D+l&r2J-rkUzt`De~1ZW!0hxZWMwD>+T(Ci%9Lie-Q|qLW}<@3@U{*(#n}
z|NW>8b%NmNd|x<sTtf2HsscS;XpEqL8!$!Sm*fstzZfz(X62p#RVsAV>#HQb@dp@T
zb8%kL%yf<EagA$ei~!rwL{;7y(wg}@L8!_7dH{QY;66)As%E<7(;^}DNIh&=^LO#N
z9%XlLc$vqME{V@hc1*W+!1@j=OPHN%9<>BR&cjz!=DBOWK~{20C032e>5Np=Z~;@F
z*prmjl$BF)$IdB!mch5JgE*<E6ODEZ{Pj-sp(Y&k87zUG-m!_W9E#6g_M;!F5@2sb
zhAiW{W&)L(a6gM10k_s?*26VI_=Y~!m9@A5ZJq9LSix@5prv*>r8~OxmG1ei4kXk9
z!ekG(idR8X(?7NspgRqz2V+#6dT|Q=nmd~nSi@CgofABd8XdbT#Omd5BwnBSENX@C
zNRb?j%|dOk=x<QW$OFEh5q91NDX<<ny;*x&k4_N8l*->&fkEW?qoVoNOdkpN{q?-H
zQ(BsEPW%b?7FAmO2ubaoH?#_uZ`U5MgJOUBk7quH8XDOC!PD5HO4xe_P=x4xpuReL
z22_^}9t9C25Yx5zaLTna_*&2`Ktmvf=F*sgd``J>?<h%eG>v0bJ8h0|g<f;5K<~JO
zztK589*lIg7ct^5{8bXHc{>UDld*20bA5C$BC~F|o~762Dne_l_*>&?e9urRPbW0?
zGbrrdQFyj;ua9mLGUlrD_lYGQ2kDI4p<+4$+!S_a_chsl5YxVea{#Tl_wz(*e7<h{
z$*X5TFxyO3fv!HePelEMG3n2I=Z^t$^w>c`cbfHEa;Ca(j-?TP-3J*aF&p5BDJxj0
z!8<3wyTs<t0Ds~~CW&&_pjr8s1o^M)GvIXt){p=$x^V)1<fW?+Y8~(=CmmfL(I;4v
zi^v0_%roGRQVbli;8s29^Tf}nM)Q=-31sRCh`vF)RoF!zuAx+v-0{%I!biDRdBa4K
z!|dDA6V*3wTY{@_dlcotc{~sJFVm?%=1EVtMyDkL+K#%weis+!ZX|_<<>*&2>Pp15
z!|t_#t^!!pDRiUnc%oJnCsf0C6+Bqdapc5Y2RR;2+t%fImEOBfvi3fe8=V%2R}{z;
zVxTttupi;VwZ)J9DPE5nV-tIY@wwdRLYVyXCp!58mTJuS*vkTAU0krKbwD8RqO!zZ
z;7iox8~su!Ai01CX=XRa0TPNpZl?L11a}NtE~F1zpM&79m<1|p{DBKZ;=5QnxxCKM
zPEm>O&A!>PE_r;j0xQ*TG4dNH?yY8$f!^UqzQ&oia&FWrf@k`g1BcE9$93Lk65E?s
zqD8*8L)db#Kqh@2;ouVmR!eu0@Dv8LrWpHYz&fzj4(}<FOYhD38>1q|>}SB${)5fA
zT<!bH@}SWYEu!mqQb8m63R@4{@C}IaeHAqE#?ruC(Cf|BmYKJ9iSB2UNjk%q!G`_x
z=ts(i5CzqeHl!Tgf#h=Y5>mM}&6J)%X2(OUk!nLoDKd*(w368JGC1?Y-4<3WI2&$G
z^ffOXb0bG&5z}UW7)V$hd(Y|V45jS2HgZro9ondSR~6}nU7SRc1=^{t;AxuB#{f&7
z%4mF<gCCisf92MSq0QqO?0xA|SWJ*Oj14jX&yzpY42YLG7GQpOWT|`rdBYR-jVU!!
zEJ*Uxe~9x(renNhaJ}%!GJ*2CepK(-0$=l(AwNtr)0=0&gL1tH35{A-jC#-J6U)A)
zCZXxZzVWs&RJH}VnAeiqy`*+QqYkr##DSF}iH?x6HODp{()=aSrANo<POD>aX<r*;
zQ@V%%2wwA<MPV)mY4~{gQ>psQ?TSj|(+$^iT8({;ooHJ0^+K=97lhiSEPfapq(F)S
zpXBI~QTDft9YR%fO|&0(J35BznuwUs^#?(7JN8h!quvMzyLq(8d}lwN2w<Xn3y|mc
zfhLp^jZc30L~DOkQAzsjD`?SCZ|JVJrlg78=hXnVh<n)wt4(+0SUE~`LaJMj&DSIp
z&Rp@4X9wLL`fC-iA|DsA6d5Nk)}7;l4c>63KF?*}$%db9Y5>6XTkOjRF=?yZ$?V#x
zcXlNfwWmKk&~tq6An+NKlN)#Jgw>8yIlLw502T(x#h~cwzOC9{**(P=GA*3-cS^*B
zF}$_SnQG-#5f926d*&c?Mi=%?%$_Yw#79QNf^xC_rxrMb?<()llokzneYiqIV1~6q
zqFO=F4rO=_>cjkj!AN?6-d>6?za!K%_+ybRp3_*ScM5;tSNZHrw!Up|&I1`v=QRI$
z`(||K8xMSazU9%x6_Dj?d(rYg?j*%PtoFKD$jKEck^*wtH3xkt;+x;!OjI894(jy|
zv^Ypc2jincQBl*JMz9oEI;q-eanftCdHS<A>(qm%%@#L>LKo;9E}Ljs&n^b1>`|fk
zA~7T#7aELH?9?BU?H$P0maQ&=qb%;S&1K%Div)6oh@m02cw2p5Z8JIU5im_bQr&_d
z36V%}ILNb86l4thxLC4YtM4aq&h?7mRP)xGOIT=YF7MS>^wtVHDNpkG+|>*ki(RhT
zgMQ;F;5`H0M?r#w<`=QzGrCM$yb+>ED6-Si(xR_`vr2&z$H#jJ+{?1`&U0(QnwyKS
z-`6`QG2sA#pVU-0GFU&t8KyWTwkx3WR*KPI$_9i+^E_Ia0vIX^6{3Nk!v89XJ|($e
z67Tz!zzP_O6{gN%)LvD;66ez5xa#2vnn^y!{=0hylr!m~^Jw2+=cW*jf6YRJ6_!MO
zp2>;eo*=ed(74#s6ZTJRpA}-9oT#<EL|2vRQviF0@AJlBi$*skp$S>=Mae09OHuNs
z+NO3UzB3?!63PIN*gb32k8P?syFnzl?*-v>lcz;c>L&#KjPJAVc$t;iYu<Ps6(jqf
z%hAGhF8`839ln&Sm9m?mFEO7#1Cng!n_3dB(xlGKDD2iUdny^aA{>~m=B_q3-#Y_+
zs@iaL4g0n@%zx0E2V&Jrc#Y`H7+c_BEx}ssZGJK<(Q<aavdPHIS=#3@)(Df_-e*#B
zUe5SsCPSFjNMov>X(WHrRz>}=nrA93nY;Ks?A4kd7~cSAVfz^XI)|Lr(4W|ab=ihK
z8hsyV6k*!-J(f6G_EL0iR;L-I2_?NL1Kw7>l^OrG>-!9NDll|Tv2JaS>}jeP_VG-q
zh_Jg9J)}f^pFa~hQC`h`5Jg)y7#jmKOwP6*v?EUG-0_zy&BU}q+VSe4GivT_t1&ub
zXdp_?m)&2-z^Zt_0m5>ZwP0*eS9t-OD6wlx>NDbQ4EnbDQ$ZHeEyNzsq$r7kCx;AU
zQFY9n_V9gT0p>(SlmZuhqW#q+I8fOaH#<{L@EMTcK9<Cr+-fIJ;5fC{TYu2*M!3{N
zL!%-76;bpU!RgkwC-vGdDfTY>uwt~DtN$60_yK38uCUu}>8@3sSn)@;v;mY5^5v(?
zO{?uQKpt8?jLF$xtw(egAA9q`jUE$6ez&k-h@ybc`S@$1%tb9OQ&>Rf&MKUG2C66B
zUx<p(b7zh<i{uUwIx?+a+_8TPMl(UUkG^7mU*Di?FZBx}h&pBX$2or*gB~5~O9n>A
ztzRt#{4DUg`;L0$PG$0rY`L4j1(j)31_s{}NZr9<l}fu@@vwv=9;okjRfVY27_r<0
zS4GWlmepNC;&>E82m;?lp%6*~vhT5E)a2i1=l;p%tqutgUF@pef$1d@k`7+z0)v}S
zbZ89;e0!QiQWf_-k}xGAFf{2V#wucyT)0O0)-`jN(i^LiCz~w!>`c}rxq>o+C_!qg
zO7$ja-!%PXAuLfcN)wYj@~JJz#>=;pUbHjpBKX}VFzLkOovCt{jJ{pA%Pq;)^=Sfs
z(xSW>);|WZZyvmz{z9=gbz1BDxr<QCi?6kLhCP1J_fZC9ljJd4l~7)u%CYc!uod!k
zg$sP8n$B}<zf6!8L=NK{TvSvX5U~tjs%K*h|D5T=7=E0mwzsrX7?+T3rc|JS!6ezp
zH5NUcD$4F5{pOe+_nU!orm1@cE)ODg*3s?cR`kpS|4*zfH!)Bq{zIQG+4zll(SSrK
z(e<u@f%zLSVBh-2MQ{GoR>!xGk;uS0KOfP-22MKBuig){G#);pkq2+*5PDF(&n&GT
z3a|FW?K)vC&3Ausi}v<G)r-_OiS>Oh6eNZ%68Hv2zx<R832V1aDsW6Kdly`Z&#g0j
z_@^!$OIAfBI!bn1sUp8s;$k8~h3hsAq#<TW+WgU*v|`Tys6<B<Uz80c`&h0eM<jq{
zs#{W2Baf~6F}C|->GJ!Dg0@FoH}bwL&FZl4KT!0eJDR~g-sMwJ_hf$Qg5c{TJ>lcl
ze)IBrJVh^99rzSVu2vtdkc{xUSL^_)R;?!XSciPLDjJ#eCTMAPas{pT@$EgkuwS&q
zwh>ofp&zmz?m7;hl~xAM1RHF|^)@ehhR@aK7iKQ@cl>TwV}Ax`r&l$Cb`A66I?sU9
zL{ATR(1Il#nele~8GvpX3f>jV2d}Atqdaso*<5W^|Mx;f#{d6_uy8i=Ghvy5J9O7q
z?{Ta%ZwWFtWqtqC2dUo%D0%c+{q%9Mk%_$!r=-TiBt_FY5skCPf-~wLml4Uyw9~ff
z+L5LEl24$R812akQ+TRFpbNZQdvJ%lOyK>ba^HRd34JQ12Zmqq$3q26(F~gklb}De
zxifqssG5lw2PSKn-<YRGL`vl5yl!R+B^DA~9uN8pq)VcfjFvzIdDV~$lvw?QC~?!d
z*DK?^poTB?QAr+W0<UtbTgD)O^AlU$hbqN->JX6PZK&Mh4?Yk-^)fzGBHdfZmrv#z
z_^~J=lCCd(zQ8U|5_>jfQ^czS9A$-3Z(_9E<qy%%g|kh*@jt$wx;N3>sDL&bAo})u
zVNh&7ecfov8&(41TBaVwC(Q5S_@4*0ejpyxKz?jn!8)hA5-S;b$)s7;p8*^{p8=~M
zq1LUufuv__OFra*7?@-|QNWeS)rc$M_4oa{RgjcnNsBQ1AE7Ku+AJkHqUy=`f?_Xo
zt`DuW<Mak+`-wj?*Llirr_^lj>Gwa`)C#@a69;fU&otC({mYsBODECjA=uZ*yZ48}
z<|X+TGA*VCDtUM8u{O1+Z@)zZpWMzs`y^n;t8n=1&5rfr?tXcWW8q>G8W!G>)LtsO
zn9dpZ!_@<Z75vj4@b5CR<}-?g;6Ww&QfbGAz086<AC*X60|^}>6Zo7W-D(x9G*6uv
zPC3*R{-zBFA?9$p_sJD}mcu#hcx!9Bsmedy<ZftbuMLc1W*QJ~yATb$e}W!=qd!z8
zs<O9Sc7%y;%|bmRI)Ic(p=HN*hlC8#czx}2YjB2U3vhD(6||X3JcA$GQAzhoOgmhY
zX@yKD!JgZ3nJM&ytRPW6&_BT%TUDjT=QrUA53H(j#5Ft9X-d^VBJlBL!2;cFc+1Ye
z)(P14&co{F>@NH=wX)$t&S0LRn{Z|LblQQ{qTzI<#j^Cbv>{qgKiA<){l`)9b%hoZ
zr{LS@U-2r&)idi-1nO^8r3e73Qc9K%*G-E)c8k9AL}GIz+)gQgknokW(2$t#S348K
zV-2)?@k8i!WwvHBSm>)?Y!;A7vcm!I|2ew}z92}m_$Z#HUze<>%NT^{5Uu=OAD;`c
zM-bc`yD24OC$f4GQU_#*GrhD#0MITnU1_duQO=k8do}C<H+TlD8BJ6in7+J80^br}
zmU=&ChJm-t)n8JO+?-v<whp6Nb>i+`D!gf&Cy^RYq)hIe)_^k;-d4h?aTMJ@Uy(h5
zdr5;c^K(A0uRPu08~$xs`^FpFC~@4;=<Ow3XJj!p&Aiq-#t~khyb1Y$Iw|Oej0UBl
z)~Gdp(MI$;v$0z+jcqcgon!76j&<VYGma-u>H|Y-!=%%Q<J%;7GtO0+JQ)4r^fp@W
zZ%S#SOcZa!hI0x10cMUUx6p#*<HfC3X3QlzYS$n{xPxuNP&NjSgPJEm<sjwnX-m_x
zXO-+X1lF5aoKDAK?~z>xuoYLDz&xZ}V&%N;fmzMn<D8lKtS)(&vD1zS)Xyu}EKl8~
z+N0CHmC52r%93ex5x&LCfw6kfN(b+b`piQokTE*(wg6LQvS5~QsoQ1EkFh5X!~wOj
z^C4X9+qHumbfraZ3T}l@ocgUK7lFh@r#BL1kLV*D6Vzd!zix+7HCvwM4NXup+wQP8
zqvova5#Jb+&8Dh0OeVQ?aS$yJ2>*JFf%@4L1p6Y1s;s9jtGXfA#x1N#57I_`6IUBi
z_IahUZh#tG<A89hcE7W~s6Azmd3}T^!&WyS`4;x==zdC^z&R7;QD;0(!YAhMcht-5
z<92fw5%p7|WR4JazA`M3rMiN|?OjyP!Usy(M<H09_vR(|4(p}nb9F%t|IX5OEABfl
z`pN3Co$cESj`HRmzCKFKGk~TE=l<^H^&_ENi~75~91)I4qjQOunug&x7zh((Sx=22
z*w3F~(n6#C#Ma#zlSoggGSevWpM)lFL0CUe1;X=NQe<h|bn+A5Egeuzrr~r=t&Cw9
zT8I~{MKL&FFYm)iXEIe4@Zkvrv9@0&n#G!)5Mbebr^gBFO-*w4Zp+>Zc$K!Yv;j@!
zJsy^6I30~g_}ZreA*Fntr8Nd0w^kRb8H6CGJb|c^C;Hdl)*hH#QO>Bt9JVSa>h7Fa
zSsHa0$6fyJg6Wh5rra00{JBnTJl$7%Rm)q6?={bNNNbPYZVF0-UO}2TLWm}J?+q(l
zN+S$}eZb=Tx*7<?ip&@NLJ|p9o@0Aur{GV*vJDTfR|q4H1TVNAhF}zK!;+iUTPojI
z@V@DUZG9OMb8H6lC?r>hnx*paf<qG<kCTdx7Hsx^>aH}?>Jr#;LUDepJTz}4shv_K
za0J`CwPAzo3L(kQ09ly`<6dWx7(*YA5;&=aN}xX@v#hu$g*P=TnM%l=INDibhRmGK
z=IUTvM9VRKVtB7amZy1*1QIBveu^R3Hf*>tCeaXqyy2!KgZdN+2>bpFsH4`@lijR0
ztLH8lq_E-EgUW3=od7eio&j+(8z+VEk4Y*PMghQ#32BD_@l97({%61&Ie!%Ux-|oC
ziPsWgz9OakIUvNtdhHl%!w-Fry{Hw%RJf-$pzFGnj2vIyC)&{`yLSCJKh(Xu7~rlb
z@r5tLnRiBjCG{yToFFN=_7?ps&6>VZrT`_}^57ZZTedB=(r(^h2wPwIy+Sc{^(0^*
z;7)Yr5D<1c)G3nCYwNVw;<fGV5R@F#!9fJ||Kf~VFu*cYoa1M&2r>Vf9nSpY^_B4X
zz?JZiB*a<1)jN-8z&EgbFC^-J3~uMqFH7;U2`WkOxR|Vtm*E?1p!j5mnZmXZxz!^>
z*s-veTaTwqH)`U%n&9C*E6le_@4tJ_(qBWVv=N;BqgH0AOzS>nuiuhSSvAH5Vk-8X
z%s{z_4~xC;m(ry0sb1ML0N6aK`%494IDmk#V*$9{$$c>0dea-8!;_RDBc_0FWc{nd
zCO0kfQ_ql-;R=&i>}-zjyQa#z`dOOhmb&T(se;5P(QlIUnMM$=VZviM1D*5i!((s%
z7|?oVXq9-G8$=I8mTM&isVQJCmFCvV9J+)RK^3IV%)3LQP0rrUn7OBCIJQhzlHmM3
zyCfVLS4gVAYobbmdWw9Wb(6bF=jis<AktR0@I0npIIGx-^mCadj9sICqwDF=B~a@f
znRVGTx3FNXVP?vRb9rz#ODsjvs2j>(C*x3ji=$jw*Vs~bW)aU<Oec!=Zm9CB89S=W
zUuewwl$QD<#~FceBwQ-D>d>nqlY{w>z?!T?uos&LoMO8A!6Dd?ZW7iUA~N_xGMvbk
zCz4U}mP}2#GeVosE=m5@W8FYMzsj<3f8m$^XBMl6KnAoWKjHXW1Vg(#;oef6rg9Cv
zut6?CfIY>uJab$H+tM`$xu=WlnNe7(dT958R3k~8Sj>CV-mw|R;FIbyj00d>h?|%+
zIfPL);PdQHitGx*mfO3qQ4?gZZh{8hngQ6%wFsN(-&${j;NcC=0=b4LVplFH2D79w
z(~8Ff_b%%d&RcWiY%If3l_}o&h=itilg79u*zW4@n=;PqP@?-Ea_pf6o{b06G3ypd
zxz;IZ0uI(*HP_{sy*LelSBvrO_nHzU`~2EQ*rJRe<R$K<58oB=1X(lR?~7<>jDHLe
zq6%Jrk{+NAg40$e9uqVsI+_Njp&CE5e%SXW6Q|zS((=bW`z|2h*vZx%&nib3%uUTM
z8GvJ$-FzJ`^eNSJteL4uSMMe2Qn|B^y)Il-8p>-tr^49zaieOLMuFPbSRQE2ps_&&
zr{>545%0|)Lq92stRZjW?{4HQ4j~!L)fxLF$Bc*rKbBCyN#!TXr_m+3AS#UJ(~uh9
zMEZUhP{031<Es79<qByweO79{4cmI*sCnn0i{IPqtRA=5nUkJm3q~7Cz{gmz>&{PR
z7=K#Ub?xn+of7nC=mr=1rULPG>mN*)6GJ}3D2NS^BSaKkAowy}j*n$<{&SKxE>7$R
zx&ZLnTYs?pMambw^3-``0#&UK+C{U8+C@`}^;8YeXTV_FBgVa!nCYWVYhzW6Jkc!o
zU!##FQ|E@B(K9Hy)Rdd`78ZY&^8k()4sDy*NM+GX_ef=&+~T?HRiP;j;o-tGCA`(?
z&r0UK$@Drf5^mN_@K|EdQ&zlEQ`6^DB+q>`U%ye$g_p%G>wRHB%8xY`wByk*7}?Dv
zCX7yC3uFAIx$`&qY?9CTSOAj)<MCkE0o_x*b2j761iL-29=b*148Io@GHX|~oM2gD
z`(UC{nyPX>Y<Nn0+UPX+))F2d>;XsQxK(`ypc#dLcM%G}Yuqn|cW<hBcaFJM*g*Av
z7bN?yg845gnedC`iy)54LniaMktVo<cs=tTVBL0$-L@|CNaIiXvXX$3{zC8=gcJCf
z&xu7G`<6)gY5sd#i2q@N`rkbH_XduVzFu=QoI?n&wErg)|6zai7W2h^twGTL*1>;A
z^1tx!U;47Xr2ja(_g{=nX}8$4Qk<?tuq{pO&Dfs{F_8v4M$94TBR{o3mbw=99O+FT
zDuSthlnL#Ot2u3XW9JcK&3C98e6ki<M7NCu&+D@ZJdmM{93-2lT)%k*l1i4m6f%&_
zNzQIu^sKJmGP?AfcNw|r=UduMv50UE6yhx*a#*(rR`zRD*Zsv|uO+CYG<TN5vf3NM
zOG*%P7(s7)`k4hz$QKjj`YG;SDc%*4Gkn?<e;3qu?0Y5UhXA!Qq^zi0q>B1VFQ)Rd
z**{??rS96*h2&3VEv9fR$ws!$t<*w~8~vX{Ck<^)yoEk&ySII$y@~ICS~txDXWres
zW|pYVc`O}WWbb7$EYSZ`H@TP)PAjoYxO&G49_4#1PUPp=wN{3lWch5Ov9W(InM&@3
zM?h5+rKDu1+ytpZUoxx4lL(k?3JtZ-%^G-1coUL)E<V)z(0N|QLP<VlQly<&Wf&}G
zOI?X43`42E;~r7C*kx&+U4I={U~w1hjHf5=VJmpAMewe#6hu;-<fqu6U#3}B<csaH
zW`KD=FZI%k!tatdDACIDABkSwGD;!-sd~xqBnkJ{E%F$m!_>E!p8*{ojc55Zn%b(v
zXSxH3;JQ4*zo+XEo2DxQT8dX6-vO<{wJj1bzYOz+jsNVUWv0MAxWE?K$!R>@)bA~g
z;UhfBm&^8RI3LJH$W;9`x~c2Y`euq9Z%4DaRw1?T*ra~Q_6uv1_=!*-?zd6>c!PT!
zb$!n=MPi<g6IK&k_B$$Ce6GlP)CRy#G4QrRmrtSOH@nu%jN2E{Kq}tzgh9cBXr)hX
z>!?lPIvIPKW{KPV7=3v8<9BYwv#mJOd?d%i-A6fMlRUB+dR||DYjMtvzH{HQeCUZn
zR96*Mi(6@CpmU(`XtUs!&;5b=Yr<T1Z&DN%Q-<>l_}-?(MOVC3CHFRp_6`3vYvlfi
zOXl35BaPJ#mtmIPcU>0q(BSsJG!1oDx_%;oI5QC{uUBMzEInL2Fa{myP0_xid=8QA
zRi8>mmq;K($?r*r&hN*Ux@VXLbX6w5dQ(hdF3H$Hu~Ea4GX5y!l)s`QKly=ZX7ccO
zoC!++k-VV?p`Y^Z@gArM8hV-ReR};qJK*&v1z9V^{zu&+>(c{|Knrf!n7|e%eW{!9
zFLC7`P=sF=)?QDZ`F6tbmJKkiyL!`{L17JP#B>9OEy2F$H^u$po888T@vQm>vo3g;
zzo{a+H58I!%awJeEod4s{Ry(Z%WL2^Ux_EoWGD8f?d6R%GjxUjiQfm+p3dZj>gb;f
zlU?jazwo<f>Mp&^b#s`xy&Y{Vsq)o)%RVg{M~vw7?Qc=cjAJ;UiwA}0WOXP-H3`DL
zO8hS3WBH}{Sp_xd$e<r6AcnRJbrff8Ns-&u9Hn@@#y%+|3R`KR)~m3<lo8yiH;~5q
z{!@@|XJp?y!%gqP#zHT>VrV7ICbH_)Nm?3}lpdp9^~xq;ibfS4iw;DOKrU|kO-x)1
z&k^<EY!a*6UMh>XwT+z;n{v=bmlE$i#aBxP@Kb@l9K!K5>atPNo?+0LSR(zTJvm&r
zwD%eCp^Ufcw+On%Rz`M3k2U`g3+RXSoxgNz1$w-)9L|bLLdmbXfy9NOdO_Nz*)T(E
zRt-z%wI?5K((6Jt%IWOYw=jFIyOax%fF17P8q<J>oW863jlk%3H)tnQExYBW^G!`#
z@MWJqpx-w9gAm}Gkpx3Sp#gk<3C&dOqf<;#*&k7kgwxvJl$9Ox+<u<Wp<*8OB>oi2
zxngXBsZ4bdoin{X@2KI%Zp;J9=E|t(#e{KzBYRG6o>ehyq2lw~%rCzbOlrSiJOjAm
zU%8Ys#=To^vUdqVBsmziHt<weX=<#`kg0!qAp$la{r+OW&xJ@Si+En3?`hJrA(P~K
zHgJxP(aSJH5-I)Rnwb+Ud;^UUQD<0?J2`x0E9iF-mT@z&OrQ8zM)Nraqu!<8Hx2Bb
zc+h>J(=7stYiUHESW1qDS?RE#^lgf+T})=w)ChzgnN?KO$}xVQ3#h&Ld>aceXz|%{
zlq3YIpj%HQH}}*#F*hD@JLdJV5B4I52ZE`Rc@2=0k=w#f3R=h<s{@Q!CraB|#DTpe
zA9W}j7;nP3VvOYTP@~vSUiqb}e1Z+)eHa-k31t;G(Jov-M-&wRE`qTa_~x7B7{k|w
zCcR=?v2`_dy-lsrnte3MPcY&^c6R1&jz4?7DB2Z+ZkV}Ml6s4FUG^rT5Y+-b%QWMx
zEu$wG0$K1`{+24B6KO@2f7}YtfKyg=yVVj?gUSOpeN}ee+Ktt22_56)S@f=#=(*t5
zWb7<&e(!7*ApNT6t}NNVBsbasVZnIsdO!kUYsdXuub-A##GBrTrC%jQn!_7Hpk@&{
z_G*HRN7n1l3$@{>iSY*?`FH&wrseQ8-5@;KcIaj|uoHMYsx7nguF=ftXrBe=OI2-s
zR|TQ8(=X#2>PIZ!Bbmeffu~Uy++gQCQuaRBS;ntyBGaGwWu5km*Rq5<J~J)Q-};CR
zfSZ#00U*^oMV?)kQ@z$Tw6~cyN4`9HC+VJBY3hF_?9P(uKV1?o-tx%)fDR3yN7JNb
z0vCRz>%KE3lq?vgcRxd}u0;K#`KqDh86fOtO<?v6V4gg~E}+a6{~{Wlv(j)tsgYx$
zt^Lt!6v>}&Q3z_U#w^D;z_r7ZrG+G$lXc9JJmb2inv6QI^n~S2wgB8`YDC8e-^lG$
zUSW}a2{u5ZsxM`pwA1g&V|<sjSye1O6f6h(X+!<<^i}w-sAP^D!JUSX1jIN$fjj2P
z49*t_DjG;~%6{``|EdM2kFeui!T@!`8|^=L>i0MUHF;Ajao&mkyi30!ykXjKVD<bx
zR_3Omo+({Uku=>*i^!((#66lI?1<zU(B}r@T&Vnc&{xv!s|YKjufQ{KeT?1pr$*5u
z#CrUMdZ54hgLjoJFY!gziw>D?43@Ij%qcp|HwVUM-YKytT`@L98}Y;Pnut0wT^-1u
znmG2_ZmG0>326_i<h~!Mvf{R~(IVB_VnIZHTpHgo)81*79F#OgV|^^!u0wkTHTu%{
z;c)Pv23!O!R+^X*Q>nbqdwps+Z$LM-b-Vgnu>uQgE`Ijtg--UPaB(wNej8j)zuC6%
zk`dq=3OOV-X*mF;N!`V-+GdyyX9e3TPbZpGA9W8o&Q|CT*7qb%S;1!nQ@2<6t*f^(
zW~lJimoX04@KZJCg7p|Mo)M9u<N#k*qGGp!g-uNNuy@nUlyodJAH2B*KI0ufYklFy
z|9%-u*1o)O<Us=rk&!rmr&ygj!o@2@c1LF8zRonaMTohz3Ustxyz;&GD}2$Kx!uMK
z0GGd%MqmBQ$q&-)@q-#*-`LEKm{OI7@8^-slSyZm<(bjtF?Rv2;Dg;4rOeZotd|S~
z@jsgC-a;lviB(p{(yq;PN!XqPExxGK;6%q#-vvm(k#XP*x$&FdRiP(`#1hw+61OR5
zVZB4hDo!0Sc^nSnFh%Z2mLPkH2r-RE|L^=S$mw5rJulpzE{&421qS_>L`LH6O9AAc
zZ?wbj^m6-1`OHn2>qWnu;qN+64ixq`^`2SeLrS82x`czD0l&WL^<#t$+AsLH^w^MN
zOyEMyh4e4QVrne87W>4o@VG8M|5>YJJkYO-5j%FTf8Q?U`WR*LyJy`({Vklxs3rWj
z5;L-u`GrOX!ozBUMu=v8Sm?vxEM-f#^<LukiWD<9z&2)ss-~aA@nZke{GgPp;RG!1
z+&m`E<wnZKKgza|I&^b2MyTg{v<Qmvmx_!WJ}(SQUz#=FAU`cO#R@<bpWbUPc5K+%
z;ZyT1+`h8=FvvS0@nH#nX~rOLJW08Me*Nc+MO6v=d7%s{z+2Pq)yWaAQ4hLA(<oms
z!!}DM7cjq0!1nl<uv10^lj^&+X})LN*4yY^)`$Z`8L{n!QB2Mzdo%qfC6IvuImr}X
zJGLXYvVVR}s3<AH*}(hD#a&(qke2?3MyC8W^pQ4vXy%-S<3<GtV{2BVd7ZzPE8hQ2
zuXg3_D#_9u>TP0;C)lPTu1ciHq;P6NHrN$h<#+p6{A%*f^daZGl&J=l(JRSSr@vQS
z4{WERGE*EyDt$9{B>&4FAAd8_(A0`*)#@MWCM?Bv^7BXh20twCg6>5o4vC8IU@yg0
z=)m@+5k~c4gBlz%r!CH(mnyi712Qz4{Zw=s)#|Eiw(#NS7NV9L>oCc8OAml)9%vC5
zp-0WYhX}y*(X!9?9|{iGDjU4w8&v|P{EG2GmQwe(BraKybB<$Geuc7dw3M>JQC;_A
zL~==Rr$uYzos~SNmRfI_5b25Pil_a^tr=HTi<B1*S5l2N1jjjpCuupcH@X*BZYp8d
z+k5ge_K@S?Xi>MfA{<%MuAluG&`U7ajAN^ELIQu`WCIU%?qy86C#=@KPO`rfWtS-w
zf;>>-$(nFCD-S<1qcSwH7-3sqGjho^RP~!6gBEoe4s$<eUQ6<U$kCfzX+5_IkEwjv
ze_ZDZ>VA!<?)na~eCh8z-f_6wNtDS#WuQPp&AX!{D(DAz4c)%5RN>S8Leb@jl6yxU
z@l3D8b&c6&)F@Vb=Pc7rPW;&?jl6LSiZa!GF2iF{$@Lw2Uh7`J>NBtP)Y!P#%~?B}
zJb67ioChtieZ06w%KSy8)j*x;f#z@nD#cD~WW3BNWd8+Uv%}>}MR{85v@BGEniel(
zlX@mv=Q0j8c|5ZlC3$UTrc#a;+A}%<=`T?1WJdzQXN?A0>@PZqlyMT=-d``VBu)D=
zkKuL5>B`V;A%TUJnS0GC+(@Asj?SMb>i`#;xhBg8Y7Z)|E`cL1PYZ)_0_uU^{iHrM
zjH}jBdzhe7Hv%YJQUFW!)T+www=lz{Fu8i)p2?-L=`JNsr+RZcb_R--RG<21id~((
zmvG$tisZpJvU~4hWEi#~ZDAt#s->w@81-5yr8$gnU|oBnp@0`=8bb=?UH53Hv7~V4
z&*lZNnr6BfdTgYdcv)Dj_ggTY5-#t%cxfFH2W!%2svD{l?V}l-{&krx;>+Dx&i1wE
z&e=B|Ca(~Q@r|>&3C*CNVu&KA|2to*Py&H%_fzFpi}IH8q56I$(f3anm*=;EMX3R8
z3@blyz?y!-j}d}L%Ov&TWyRGutdgU~K;ZOzRh6FX=n09v%P}b4U<fAW2ZDUOr>JJS
zVCiddpyPR?!k98&-AYuk)`Yv7A@RChj(-iYw+te;lT03eURd@qU4(^9u!be4yly(t
zxFQ;14M+aCj`60XC#PX3Tw^UdVgC*c)MPryS`F#ymnx$AwqeJ;`X!|ws)s@J$N_bK
zsZ+?j?tUExiPe+>o*@ll022W)uu(^ao`xn3zP0JW-!fFv_dPkzyMF9c!L!_a0dhoN
zgqR!nLd&4`#>&c5TPC%<$w0^L94RE~rV$XT(X?4j!aSWeU^An>OoTXWr!&7Xoj3kE
z@qNwTA5PUzuO_uN(<=Q*OMA{<_us^7JTX@{CMSKT6YpsCS53bZ$w6|ZJuDool&+!o
zs6861&ba#v)u>AjG3`4T7C7RrSO|R;OzOd_0d;39URYdXrg0g23$IbWF{qa%)1`m&
zSr}nzMnhVJ#l^|d>rf<R>#9XrZ!spl9CcZBOxuDy#X%`tBa3io7}R2ZqM3BWUC8*b
zl#+!nsytL`;B$PU)12@yU6s4znND*2HP;Wcd;Tb}V2SK&$x`=GmqssA!D{i{{&?M)
zAJgfQen(S;Z7(oRDtZ#3d=k7X@#O9MS#Xsd1;y*gFsPG>0=yuaqMyjpV9|bFn~~RO
zx{^yaJ%rD^s6^wRjLM>6(X2b3C{8OGf1-8i^U2Bm_cn3LP9hPrmWcJnwCqJ&{r;rB
ztchyj2l8k`u73!zJCny_a<=<x7Xe<6B{64&=O2&AViQVJMXnv+g?}s+KM$IG20&gG
zVlG$f?c`rO?dYX1?}X;ry#4V9Vf3sFxOK%5x`sECME>*IRQu~0e&;u50VX&X@JESP
z>|NprJ>}F@8QaGGCv{I{h(L~@`Wk4<_6ViSdKJgs;wSG&VWu*us&;C#kpv@@QsWHh
zWFTctl42r2-B`ojJLS#KT%S_;(aMl?vRMKlmd=Pbvbt2LWY`DBza<LBvM^A1Dxew{
zc|YP<-<~&_m1aZTEYXDaF-HFI@9=bCwpWeGf=lX@WjGAvN3=bA;+Wm+zSTP6h;Xl6
z?U_Bbw5KjD40C(gnUwFZW2-(jo4suVp(5fY3eR*&tFB5sUyF|=bJn?p#>;EO3@7s4
z(S3^XhIngnCc1apWYq72q^HG4^AvNx-hIv-(#}%Rib*SCQZ@`_ERi*Da2HLR;mv)&
zAVD_P;&2&qvs1O~A<NSG%Z>LBgg_{IT3=0mn^psL$6kq2Sw%huizV^uiDgW7o_#BE
zIC<0Px@7*KhmDx{$5ol>l9)AbxDtb#1YQkSes=-CzvaaTYNgCgeaieiwod26m(5j>
z)u_s9l|QkQPjnJ@*!5!Ux8};AO&3|YDLXKb`p;K2SK`qNv64=G-PnwP8KS1G*kp|a
zy5cKBaQlskk3jowO=`*GDgM(8-BlSQKF75uhtXIESB*7AUU!^aQeCpXHx<^0Z$FP%
zs=>mx`{PUI*gP|(dO1Un=g2P0h5I929K#)jgJcbua<&5X$PYO3K4?eyjL5@kiO!os
z2Ra90wR}LrE0J1v_Cxu?5tfW!rGrTn8CU*rwb63SK(FE=boRnxS-!oo@b9WoHYMxK
zi;IISrLqn5YuZxwZzq0AlG`_YRj7wk8-I~5F~uN29Hu+*)<opw8hrnCIK2V2#ZO#M
zB{|nO!#rYJxvOd=S1oF(e^HFUds?nWI`hU#c?EtI@8d}4pgxfdlkI!Wk6Pmc4WFmN
zbi#L!pWAc2S#@v}POpc~%6#KJV)XGlG)r0c<&UCYIwy&oH3z#@E=l8%v_rk8ewn(=
zv~L*5>8#g8B%3$>Y;qGC{$$KjVkyCSED~N*)CE0C*eC=Rg&Q>V9T_nK^=}j(nAzB(
zLwI0+2cwtNboxc{AIoZF)KugX`+110TeVMmlnI<ceRd#xYf4JU#Novjz-2an-?dV~
zEzwp`bd5@8Y=-_KlNDjIJh!sd(;UDrrjfxCKi2}JnJ0JW>SNrISzKIbvJ=NsK6a`q
z*wmlNWYuOSLCDygXrg38{n-m8CfwgTzA7D|&~KRt$*D<nGyVx!)20UJmS#m&T}<^%
z&n~~*;=iaOWuI8cEi>}G<<rR@rgx{|bQPV<8vE_iGH59t@ow~!LG|8K@s<z#TN!2K
zINJtT?SURv`Clrd(ZmjzuaO@_V`+{eJ$4#7r#arababz!^DfL?H2ogrcUmYWIWxeT
zNsX)!L~=yiDZ~=jwtedBeHWAG^Q-hqCc#==D>j|7YM{5AQtpt+Vv+1nviG7yeU!p_
z`-8aZ{WMC52YI=wiu;Ly?~Im|WP?ac*ijHh4A-~4soB!If{Esw0at3zOqai9>W@+u
zFf$MJ0{2Bee_^3de{i1xD%211&5Z*_E9@vjJ1?`o-p9db!1dWbyBG%Su(4m*rxibh
zs*cLlYDiwTi1W;~QY{^SYnSjPYjPDx&avm*N`XD1)5ruMPQOh4nD^X}EE3HkE#z=s
zwYrd!Pih@ANv!h3aHTfQ;6j}}35(zA2{zeNsu*ig=<fdfsl$6T72PJO|Fly$Ss}RQ
zO4x3#;jTxCYwBR(rT=~J3(sS*81g69b8br!$;<qcHJ63P91QyKCfmqLRMt6)o1NU~
zeE|`gw-OHq@Pv3L_W6Fs$mtR*B3tgv-`Yl1^22EfOc(lm?{fvXu!cjnqNfRddXYK9
zO87yp?K?8~*uRAcGmHLkm3s9|kHU=16ZuFOMq`JIY8Pav1xB_qtZ78_tWFm4GSG1^
zBBQ&UnRk*+&ii*NEgj^qHm${QsMJ)W3qIu_SJo`8dR}Nbun&If-ztaK#M4Kby(tpK
zOmU6J<A;sC)B|8WH6%PGEY826{D*OfWO>!`vCn}0B6E|WPN4!|hea}-vIm8B*Yu6q
z{LN*&lk`&ni%o8{3Ln$==7vLNjYt&SGRbb>d)lyy6GMt(pV?#ge%<6r1{ALNg+FiT
z?UG4c=B`SxnAqK&RlxFzi^_UQgY2m8C2HHi<Z7ddjuWkLTim(XoLk?!L}#;EWaJc9
zllPpNs{PQ5PF!AhMT$Vbk|u_m3T;D66oFfFpUXLeiugI7Sqa*{OyMGS;n({PbQbk%
z0bDED57fzX{+fF;YU$boPBIDf^F#VNkmLDCou8OySN|<(4wms1LgvL|O{#_8jQ6hA
zYj~qiot0F2n!>xjw2ykkzGEtr&jPzB;pMwIYt9bmA1;#eWsF;!-};)#zOaZ4O69=+
z0G4s|{7qigwfnC%qf|RVBaQ`f7rM0U<U2RvUbQ&5tq&HXrrA93lqboyRrEN?{OdAk
zu9%WzBj2g0+fvR!b~PJLPa<dfb6PbfOnsVr40uWV;Dhg8pS1q~dc4S7$_@(d9^$<}
z%|G+ZepQ3!N2N|MlDVbv&Lbeuaog=5`%b*Z!oo>$fnLk;TG#C_qh}ajJ30RVwspnY
z+QS<tEHFQWcdr*5=j|F_)`z=7ykkW!-{xv~PTlRKjFIxFBR^W`udYf*xiA@q3wNx0
z8`#Clz?jJEim^1i;V64@E6cA=^ge7+pEXOf2IWi0cOAz)`KqD;Ckk+V4Nq{y&J}Z#
zaZ)%jLR+hz0rsygHj+o8nUj2st}qBi{c5iBwzg75opwGm?^Ld|_gu6?@UDt=7sDd0
z)Wy6)4>{(m*<Y9?!8pOiYCL{yMI2#=YR7vvTc4P4d)J{!#%q>BYfGKwn=INnm>#5o
z`c_T!1&g@nJ$;2=wEqA`@bpMK$W1yBCv1Wg54=xdUgjFKsVK!BE-wbEUPm)!qrK$Z
ze26)A>;-NJVT##=D~My@9_)Q<MnppxiWLhVr?0uDNo*P=h+syaGqLGj#A~FlbLXdl
zZdS3+!){*Tq$84z{Hapg%mJ6F9E!TrMkPB3%YrlbRSSE)t`PJ+52bQqYWql7^styG
zN!=mOWZQn=KH{$FHi89~>A=d3sr9Iuc6Sk~{KwL|tv5+iZyVh467m<jpYX4c#l~@N
zEc%>0d19o>`hAN!{h~pIKX=}$-LqUyVu*Z;#zk~jA>Bk!rdhZFdkS<KN?IT?0Meh~
z9jnK8QgSqP7gG}3O$wmD0<JuAmDz6@1J<?T)8&-zWx(t!K_G_NGUO5|MiZO7j3-qb
z?VgRO%OGOgMR%Gk4Q*-Vxyufx*15Zld0;zZ+n&|Eq}&&?^BnxeLmK)VnvzvH(Z!19
zaJ$&FOlDSQIU=$3j}qGHv9g8+PeD-Xnxa};O8c>ZO?f5$zVh9?l8wmStI(B8PnJJ6
zdAOOXano~mQ}HzSk~VG%`UN#tN4}D4%axJKD#BP2eMqi0{z1RYg~?ykR?mkfVP$_i
z9F>az{vx|+Ug+_CyOfNrPgQYuFb~G_k8W!gd*a73AYtk%JJ%*wZ1Q=m{{T3HwDVq^
z8O;cDElY0EN-~F^N`N_1MouaM!CQ(MxWP55H&C%*XKmaPE7rHat$6ZfhZXDoS@o={
zEl!#)*GFyfPUzb{kAep8JFol#xOlJ2uiqg1V!BU_mjVaSLC4MZj=%QKywVHB$Q!o(
zdRLE%Uh_NQSw?)XW3;ilEp)#-p1cq}D)r;Cl-e?J&MN~(n8_&xvPKPUPQHA*Imb>b
zhZ9YE9S-$0rY*IyzUj7{js|^AG{qc_0A?&Wz^yfiMQ)Iw=8|cxEF#OgD`S#Pc(riN
zI~_2sccGU0S~C)(<~?cfSX?K{R2B3+slV`)X@T~K$Q{6|cHSh@S+VCRAMJ|E>h&$D
z*&k_Z*n({yDZkdBQ`wZ@)pOz7f4rngkIuSO)O3r521JdAs`E-8Lw5l#5;i@z;<lwi
zr$PHkbxh?hQA82j50_y)8i@j`d1E_AC)JI1{{Y$cHyFj#4nNx&{b>h>EL)YD1wPJe
z+@n^aUkQxmPFv`5c96+1W{~-D54^{)r`}t&%6W0V$VWgrlj>`&Zw$daYa3id$__wQ
zBAC7ww}jwaARdK<Z_QCFBt_^+-dmgi(qxAvC08DXk#wfJTr4Mds;zorX&Q7RBt<I@
z<cfRFw&M`RZU_6qvZ)%=T4*>*ntCgohK=EOSwylx@-X|TM<0!KaOl#p4|g)BqAxhA
zms;i2ONhi@gNnes*KS<1O)eC64c54)g=^wXohlWo?PQL+S+w0bNoiCb_~h3=cjJ8`
z*_cFzM)m&y>(`uXTD9%etOV$>c2L#M$t#nVlRu40%iGpk9dOI6uP1ZWr1*f2en|NC
zrbpt{xpBTA2Y;I;yr=C>pLOb3ujY}qgO7hondQ-Fe^jTj>hE-uNQdQ;6Y~dN*zNVM
zrqc6mgPh=%uP@LHhB%{UB)Qyk*mnN_8tcvY5Ka{R)xZ_#U}#4TPRR4|w3H*th;@6d
z>nv=*?jNOjj;EMqWzJOeuFFxmGQuWbO|4vg=`*QU7&R1kyFOPHH!0ni-g{*Fit4np
z<oIIdPVR*MqPYf)q=vfX{nv)}dc;4SdX%@h!8pZ9wb<jX+cLWTBD0*}`})<Zrao>(
zRD6@gbjD(&tdJ_4<kI}P$697^27A+pBn($nUWTl(7CP6iWcpW=TdrIEmFr%;xO!5M
zQ{9(-KQ`9z>Hh$)pZ%p?Pir|N2a#T@`$2v04u9Lv{?e}|wPcS3@@vhkuFa~uRA*`7
zi5aDGdnfg-uFUV1ob(2{FAq8LUPHld1$1&<EscR@I5^3yV?{Wt?6o^-Nwr|swb7?W
z#R&5V<J!E-Qr52TXLgoWB%Yb4>pIijY8`$+d8~_)3+@KF)fLTlkD<fTjW{OvCR>R;
ze=}AR@t2L+_N>6-tVVKut5*bi6sERDy{**S@`R76z^&V8rJX}haH=~ur{i3#Q<Og^
zUs|;l%QKDaSd-k+RG_u7-4ve3Xu77IrN_9mw=!cK91qT^%j3D1<+iki2fj^nH`0*K
zorO>@yZzz%)k#}oB~A(Jt2&u{ajZ->eXPR2-HdG&2mB;@pI@~W`tw}g@Ot$W@hJkP
z>~NJerz$#6_(^Z^^GXllOd9?4tQ4{kdgW^cT(PP5>|74L>Rrx=a!XriZ%3#ZUt*uB
z0~x3_T}+hwG;A<9V_C4yVp84veQP%AVqA>WsB3bu6(LSM$re1%n+;5n$n-T$C+to|
zN?&sFYe##Yf7UscjBCmCtJ+jvY`Jf`Id7n>=>f`*TIzH=5U?XZ0seL;`=XOqRx^aX
z?q{+$ZDtyEi(E;=kXs&}f~;w`Hy2~efGf)Ufb0}{oRh%fuy3Y&>HM_^%U(zypsV_0
zTOBUq+}^A+w&5rvlL%5y(}Fv4Pe3@$Pdb#j4jg3DTAK6PJPO6*A}KNtIRN_+!LC;F
z4=QGi@;iMh=98<y-`YuJU+ifTvWX8Rm63OSPEY4u6jt`yj)LAwMwcQfWj<^{yu<^N
zt<)94<GnRT&qL-hR5@j1&t|qI^NQQJ{{WC#LE1H~w(y;^UK??LFUc{9%RmNyc3c(t
zx#@%T6)*Nxt>&E=ONUrW+%R))1CbglVEo+Vd+}YAV%F!M?4GBS+>ARPLTU_duS1W)
zHuGG{@2Hfu#4otSGK(Z;P0TlA1E&Y6s1v|YH1<$Fq+^=oBb5-A!a5fO9OH}tdG2x2
zv|EZar(@6E32fA{DI=QIy3$HqIJPoL27XqN0<j+86OYb>)1(+BNCVcoAt2?O(#2Ez
zxN+;&y-#<&dAnN>4*X)hJIhLLXGJ;<7XJWfFTLT<`+5HW+EwIMiVK3>1$yW025@{h
zf9vP}0BKi{TNaW<Mecd7I;!j{uYH~7h(FQL_UlwUO{?yaZIzDP;E`6+VPU3@Kx||2
zt~U1X_r;yN@@lI4kWo7D@0HxIaG%~BXRTL|9lZ7ab#OY&zbgZt-Kw(>Ew-@AAIw)A
zWzhF%*G+QBtcRXz!o5Q*Wg8=qdKzb#K=-X4r$lGS>|OK3YsXrW&SF>+d)8yQsjVEW
zgWS=|ZBG*YqU>yH5@u)j#ZqQ9HQC)JYOA+2HL25DUhw_IocE^!NdQw3N#>*&L6b_v
z!8fZVR}qhTaz5s&g~{Ypk-pW*>r-P`)z;k$Z2bqNXI<n-)nGnHT7vK9=9)sp&z=`4
z@Au}Wf<n!<s}Ofpt2kKP$LY9JmdBR{`HeeUM!VEwg-2dKp0(FXkF;A`E=yn>b_1ZO
zG)*+2mf#Pa{!}Nh?rP=r{kEG6Dz;pXNa|||&z2^&@eziIrE;Rq69gd1Gkx|RzgnrL
zG<J7#O?xEmxi;*yxG^y2y8w9hth<dyTZsuTwR87DqC3R|0#w!!jMKV2inxw#+0k9<
zx@%cY3@NHBy5llxEh7Fax0;I6RJluag>EJCPgwUIr#*PA(L8KE==>?_P<`G3>s_?u
z<)oR#R!U0UPLoj8=fBk2`Uz);EAlUzNlq|8BN(cN{_!Gs((ZLY2nr-1432+3^;*#7
zi1y7X{v+#MwBqb=wW*_}>+{)KvPmt(&SXd2WXNSuKt>D?%g<`h7rKBc<=)&P#z~D*
zLIip1x1K5-l{f<@`BWDdLM8c{v{6ZFG0*bloy#7ksLOj29B;|=6`gs0WylYK?O9Iv
zJTd%gB~zqEnY8!H#{#`K&G!}J-f<mGdglKCdP(1M<0fc+(I0!mU-tF?0JN*jbSPD>
zS3KZmiYT?}B4_cM8r{=|SjRv!T*Sl9X546^vaa7T(TCiY8x>XFBw_3-$%iNdw(Rsc
z=|vU8Cfhv-vJ(j0(6PwILG-NVToxXbQCmUX9jjQ7vHo>p*x}ZSD^R8Jqe4a`WYh>Z
z$;}i}d!DULX0BO3DCyFx$mE(Rq!pdCK!=)?s3V#vq{*eK)Q=@w6q5YOnkb=(?9mbd
zTY43uT;4A8!t;tKsFBZmMcC{0JBF~b5yAlNn&NJ!l1FEDB$L$9MRRXcQ^>B}jM*h%
zezYuy6j5ENBh8a7!7Cmr^elYE<k3YarOah5jmr^&=g{J&Bjo*PqP-|B2}N6nF~V4N
nHOy)k4$MYqqOz>@u`J1UH4`zSip>;;f=RDq&$Sd)6p#PefP!rh

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-45-Ambiguous Pronoun Resolution.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-45-Ambiguous Pronoun Resolution.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..1c48a64312a1a8557b9ccd861699cf4ecf27b162
GIT binary patch
literal 61841
zcmdSB1yGz_w<h}HZVB!hJOpW6L-6440fGm2Cy?N-2_D?tHMj+9+@T>5oDSAV;P&_Z
zNB%o=rs~W&b*Jt$wRv|HZ&9qh)?V_gXYsW3v<2WR$|}eL2nYax0RIA>Rsm@M9TgP~
z6$Kp)4GjYW9TS@n2OA3uo9x+hJVGjR8fq$XN=jPBm&~;E91N6{ECQ??ueka6_-L4g
z!~}UnU-I(t{Pjx^FfcH%v9L*Ta7cORDCv0qw?9wc0RnVH6;x~_1bP6G00D^r;b{P%
zf&ZN-2!DTofB7IFA|a!oqM>78V!>Z%!Uqr$kdP3Okx)>Ok>PI#z<&-P6QDe!<Ca2w
zu5N}#??TA)G4UHZ!|S?UB8{1IMqYE*5DZLW5>hg9rWedCtZaNBegQ!tVd*zAvU2hY
zike#5I=XuL1{Uuvt*mWq?cCfwJiWYqd_zBd4hxTnj7myQNli=t@--vBps=X8q_nKO
zzM-+HxuvzOy{~^@aA<gBbPPN@H@~pBw7jwn+1dTMxBu(l5c>P#^6L5qc6;}iTnGTt
zKg5E6|A%1zgIok~xe$?&k&w~;k_!RR3%-yDkWuKkQJ+bvqnWupr|0>IPWU?UTU{>(
z1Fyz8k-6&(CNU%5HWTzO(f*d~KPOnoe@U``6YSsRS^?nNgDVe-0FVG~?pX4JG5^0>
zyfS=Od1zM2e6tHt3TtS4$$Tq{<|;cEO6t4GDib0&9dvVF3#SN!f7_x-U23AD`jjAL
zAYjQ5sv-Q}zrun^_%z)n$o7JLaSQln7NXt>$AGOelWbAbsWOb_+z;_<s=}>eW<|gm
z3hS}B`3V}cKz<a<|4)`pU}21TFqOjF3ptg?6u$CY?_jZC2m=~kd9TET2tVy^QQN+;
z!RST&%6_ZPOWhB8A?7=8Kgqc%9#+kE+*g@pzC1p<L%NfgY)|=2usEpCn&jcacb6II
z<k?mb*`xap7n47tC_+;F{^IO{RpfE3*<YZArWX^x#QCBheY#xSOHSvX0Ba5I$CVm~
z$!YH~-j8*+)tPU*NfscI=y!`rF=5p62OAVmKs-@3r6V!nH}9Mc)i2sLnrUxW^P|{D
z#S2;Tqk#WAR|c3ZrVcTfN{0Kr4jD4Ouja=*lw!qI2CGZ5k~skh=;;$6t!y`%*=Q(a
z7*8^c{Uc0Z3-V2zH(J8wD19F7&f?>d*7v>cFtPw<!l};#R#!Xx)t=!)E_k<AmqC5D
zG;mEo?q_uWWXtdCuLthiJ^>hio&8ae?A%a^!(O#7q_cr&!<!39S@7}p@6#>t&goYF
zs#T){w$|`2A?F_E!*?@LxN=$JRw<-nwIlxd0e;eK!T*0bZnjqfh<J)g1*2#`chyj7
zqMBf$B1M^_!1$|J1+gi_&XxgnSkCOdfPR48wpm;In|m(O75V*=F0Y_xm$p|^*yx-o
z$%Lc47Bec!&VlUE;?#0)H~BCjJtZg4s2wNeLZpY%=fY3GGb8(U@ghqfEAX1Zk1YlK
z1JYrGQ;url!v&!^=N-^q`%NrlZoeMv4!YMG?3-$}Fi%|QdM@AK$0^KWls)!J>Kjf6
zIcoW4&~U>O&~7(nSL5>pP)}X*9rSqj<M+5vF=jrBGd%(RPk^wa?d%gUJkWENyZ^SP
zy0B{?&@4)6rIxSrod&s)GrJPy?^-V!gUd}E_*)^1UvA+0v%mL`L_e)e`^9s^9Zr<n
zS@JudpY%ns<RSiFxX@3T^f-Th?LM~A`vXk)yr}Z2f{lrEbiH^qWJf2gAE%)kIb@$d
z+ZG@X_`y(_$P@T3>bDq|ZvDCA=b-KJTQXy!T{I`-^&UlFetM|M>-_h^9{a)j&N!ao
z`3Vmb+y%?I%Wa|snKfDrtt-@4Rb1E;APasVam=w5(D<g8zuN1hc+`nuDLm*>HrYXb
zgVzEM7GaCpe-zvNWoPh@r|qySn?LsN0M$o{+#{{w4Un5A+(Yf(%}d?H1~^E3rb#zH
zne2~J)L><|r;O?~-VAvHb}554L4CSDTRpdEG&iw6U(?U0@<vF`CM(_HF(K-9?n?aj
z7bg>!onnC0u`pb3X8+yTC~s?v128+X>{DN<+-TL;yORj04JbScAeKJ?eM*Inw1@ny
zG?()>NQOy5#dS!b8ROziGsDWVi;s^{bq?iA8{^F@hh!?k455-FDM<lka|8Q1mv{eV
zXUqC20iz@%J_!eq^6_x8wP$QWd1I#V;ij5i0w&|}hb=&d{au3WM1nci*cGjYzj4wY
z9=hzpeZ8XvPD?fKgxdzkyu*hF?!to=%DT>EWzw%|VS<8_F0g5ocs%dbzFJdhO3$RT
z?1#pL)tkG;N(NMllwI;IkO&U1-1LVk{da~5u30#%5!DU-L(&DSU!^YiAC?PBJwU38
zRepcn$H#*TxgzZ@xFW5e0QY%m$g6=MoE#;A2Y;o<+eZ&7g@4((PhMTkbt4CwML%+U
z;_FTcORrxD7hV#Hukv*YdjfWP?SFLq`+oFCPgsBeZV=&L;i^}B>;I(hWG%e&DA80k
zu|a5i=RMp-<}}<S<KcqRh{rS#O^z^X5jFJ$d`g#7%d_Ke9e%hXL?~AZ9pc`|P6|v-
zga-@agrf^Poz^FyIzPq!PP#t-kbjsNz>rnQ!*R)SQ&N7786r&X0T8Oo{FfI4K4J1S
zu6<1VoWDS|eG55nZ~G}D?r$G`WSZ+9%)=)B_h2V7@$-)(cPF6T4ZQiv6H&T=QoCnE
z8JRv&()g4gXX6?Xm`+=^IgxbIMjfbi8-)C&+T_4pyi#)~Acq%N9o)@iBy6p{NCzvO
zPeAW0{WX}CgX<p##8c6_6zs>QmMxM^m(pAPd;aa8z7}yQ2y0rp|A@RAbN{kY5lPhC
zvQ9n>f<8O}24!pW6Yy)ld8Bopad#+zD8V@tMD!Uk3dL^Himv*iH|RHx#978Rj#nVo
z6OaIpx&DipU!MT%JIYX4iSEirIXf}-ef66NR$CG9G#@9Sx+KbfcYzv)a9QUTPb4W9
zBm4;pywkJ-WJv-_M8(;^biu5*#JDo&Uop61O+;OG1HCmI^L#qcnkaItWr^t%%5Rb3
z*b<|8m`}iY*aMeIOQOYNx5VB2G)(FBd0cL(<Ma!C8r%E&)9Tm5+hO6L%j@LT0lnm(
zAtE}t!S3vMXs|ft=PZlW<k~L1=zeNw6|}=9jdwOjDtU;>^l4w#F_2yalX#y@yp)ku
z861nbi}G|?38qSn0XrVV*;d5hqY{5cag`c5W<gYBMHrdj1du;2WcF~z1oBlPP|o_j
zBL_TBU1V)zlVdy!N1d*15C*^B-D!p*sn_=6#3ZWF_=(scT>i8DeJv{HcNH20UT#Y|
ztKbnXte|t=&Qtu+Ss3FvJ(NF@B&TRALSrb>iP~eeP!Pa=HBwGq6Y;^_&pqeR{f!T@
zo!%AW7ACNqpWl+Aia8?uYNX5t0Z&mSKg(BB`~<MJPq4iqw;wFy;cVMV6C~Pimkaa9
zDL8y_&3+$nJMyD#AN0$hI}x|;-9ihkF!v;mtK7C+_~`Jm`B4@;%MP&K4zSh_`+cSs
zA{*QPI$sr1z4xs6m0Czwory98FPzxdWB&8c;t?>b7thC)E(xVXrrA92Ny0c3D(N!+
z%kq{U=<yS9n$hU1ZMX@$4!Tj+5@*1cJ73;y2>O?t;Y{`4a|vtTyF*h%iC2S90P$;b
zlW}=lKTaFBs?gTE#bTJ#qbPCb_`h$n#$nd8&il}RBoC+mM-zuH{mguKDwhbEmA|et
zeuge@(An&g(o*UYN%X0ruD-F%*mxs#6Rl(t8#~nM6oGi8)@=M@Woxx@=Z|#};8wLY
z6~>0^Xu(KHa~YRgq-49z6;|ejowmr`dAODLd_N1iQeX2({_D;?ZSQ?dWrS#-+=j)*
zx1MwA=&df-S$&Vlsu%BL>4shnQ$98#oDu-^YFz+n$(%Eh4SvZw8@GlUf<mjBuO<bi
zAPoo*Y-aVsGq5>IUL*`hN@$xR1h$sRN;J`TkUqZ7;XaVWgV%Nl7=v{F7Dz&c5`HB+
z3ONO&H+g9LRTS--guBkm3{^<Ui|2W0X@e}q&v?&N2!Y0bHsH)K7e!x9RE$X$gyq6@
zg_f+nZ)u0<DGh?RHi!XF06#Yjd`jJvS#sFCcs|O=!=B%!A!nhvX0mFysvyF1EW@!W
zB}p8LG;$z&yr2_aWnk~g?qW4IowZd4X<WqGtO7(SuZxPy7_(+e5$aL61%ui`I}S_?
zE4@{FNmfSNa;{O{NwMxhx)imZ4M1~Z3TcK~{d&TLiGG~$t`6=AXu|z1)q@FPJ2(%V
zKUbABD#*I$S)JS8oM9RFm8d!G*R*V_Mv15{LB#_LSmmq0vU!|P^Ft+?w4o^;L)etE
zgP6Q+Rj>l77azjP|H9Lz*abl!;hwhSf8}XyCT$U_&;BD%oBdCoHeOLg{lHW>zEf%=
zExC&m>Gg~ZA)x+WT1)^Z;Q}M}^_fEUl29Jn%v)wr&yu(lK+_;wzMnprVz%^7_j%>7
zyVSG}+=8MZaEOuu{ucL5^+ZE#Xs)IaNtC~3g~3Kqc=(BVdzPi1yi4dUIZy<#$HPBZ
zImwM^9Jg+>*=D=;=}U5XB=lBNSnx0<fv0GimHHH{Z)6G3)Z+~%;gLEX;vQUcjS@Lk
zS@Hx#R+seN<wiSJzcqNwbh4+$_@SEniv_7!<%^i@JURc~$N}7L^?esg+hvkB1gQ-?
zChT+tAQA+&zOt+KSJuyBPL^BAfi1^CHuMK4C&YKljf^d#)=>u%+m?DQ4Awm$Yn541
zk;+5$L$#HXFJ+B%(TMG!>B~V=7&P<|mWNBD097ff@h;Xo-hMGCDUt#`Gl@Y(LjxJC
z^i9r0udWUgIO5I^8Xibu3cD%6PkoUQ7u7xq>J@eBF3})UvRpOydyF6<%K@#+qbA1H
ze$wAE2rt|t;!0VHbh%DjqoOtRG7k;bKhz!;ZC|`9V}<kcILGj%j|v+O#bA4JZdGsL
zQQF>%j)1h&{j^FkX8rJCapATc^skNgob^MepJ>La?7f%=C7$tV77rPSy>z<{vm6qB
z46s337!h$6p3d@`0Cscj)I(fZ5a#~r{t;2&W!Aurudq1h5&>lmPpsi}wN~vAbWS%3
z7QY?X;o*8=2#dR#pM2v@O1;j$BsntZCeAnSczJ^BbiAw2g?>vEhXOd4oevvE(kqDC
z1_sx#f8JRw(huL}oJ%L*FMudjELphFMyYWpxZ)|6*l+v&5kAE+IMV9yDME<BzLm=8
z+EL0p!`NJcg<wT8#d$`pfAhSRg&;_n*dWbS<>N~xmW`;PD5>fHU~Y_3e^A6b(40o3
zPRaJu$VmY!R{Kq(N<<XRom@6M@T{#FS${(9`~!LdBBBh%Ni61&Iv2eln*{yaRX8=p
zVtVv39v0xv8ZGEeJl}{}M;q8dX9Xff$tWLa?rR<IB1s-^v7<^jWlLRT{qid|kE3~s
z$ndub-{M@GW*wJRc1MC3tIp4z`cTAK^}2Wsu!DKno@8dy>!2b(l=QE=Tp57BTa<9f
zTK&JpD+4jMs<Q__iTmPm8iFte*oWWxJv$K7o2iRpuab!;faci~&>fV`+ZEu!^^xX_
z`4bRLhr?xA$k&zDD74VK7GOW?F91*0u}m!gX|H1Wz<bc@1}k1C)SwRQe13|O|K*jI
zs|{1#3EUrNCdUbbu@f(x;i-bA)^*AM06Nk!lvFYMTft!%y5dvjzZ`hxgQ!|bobNPJ
z>3<hmDkknNsPP2?h{*T7CSY1{kD-e8B3qe(IRoGw8TQ@lG|Qi=u&w^^HSHkqz@!Q6
zDnz*`0@n`>o~;uH8}-)jQeSdlAH>OQ2*nGH?OZss4{)MCW*>F#*@@aedk2+>-56Jx
zYqYSy$tt7$LYcNAcQL4EO60HD`tJG;Cowim>#O_-{6y_GzE(ZF@q?}Gysnei5B7XU
z`Ej!e@crBwsN631XCASrct{~u37cOCemH7ldxFcs;|N(=g<J3EsWjEYm23UlT-Ch=
z$@1`cp*;gLX67MN)UIo6uh5#E?X6ZJ4#|dc*_q8DKG%gLCd5!XbeZloh1Qnj5P8s|
zOx}S#dHIs0E?{j5IA@f^GtK2JY%1Osdi6ViehKTYpk@QDXp^fK`wL&G<BMfzZH^&w
zDz3ye1&Asvf2VfbnP@qwxfO>>MF+FSg4pT`+F}zn^3JHJ_PJ2^w|CNtsN47)<A*Fr
z)SE-;vD*|~u8`h$^4k{-WZSny6RX~f#?h+r1G@Z7eBf@2XPYnCdCrEKh1YY^w^vzq
zFN&RB+C0<~x)|nwT0{DK)nPj5<0ezMBePCq`(1#qc&0B%j0bA~z)*WN+-0JfsP{+_
zqGXD*B+Ya3{<Ac~(!zHDmj%J*p9}?0@f~w9w`u_)&?m?sIN>b*>Rh~}`p1j<h0_o7
zTA`Hh%z6|rDYgAZAEz9D)3hTz{6ZSytNEPqrz@q~E6S<zg6@_OFLSfVCjPVUkC_uE
z(#=r{=dssY@nhvU&vl^jD@}fXWcLOP$3`i2&VJX2_DZDM!y(j-!)_#fv##tH4XK4F
zhA7w9;%jPXw%bm)Qrp?&V!~tspB_0ZK#jn#SjCs~mknN3F!PN=DA7w5X%rz!UDeR|
z8Uw&L>kq3fAv9jm0C+$6>7|-wNEV)^iCIt;?3zkeyXkyK+3A6+b+N=qvDR>$H(+VH
z?hYXXdSW{K$lj5$chrC9(KVEg&OG5so8_@Xh``tK1mHKZSTzLTD!or}xR{UA+~^2G
z@%B_kQ+@*Evy0nPkk}<O0*=N{{Jo&KH!|b{!eZYVJl62OxWyN<&-oLS+6fm&6YUj{
z%Q2Qy*kwV2g?;}+ASU)-E3&pSI4*Yo$1c~+)L3py?q};1q&81ovWjei7PJoIdXy^p
zb74gHZ^^?&gT!{ObV3l};l28SoSk&vUbhF0_vbUEx0JziZVAd%sF5tCW4jj23&Ai_
zM|h=47!02NpL-Ul<;EL>7G!B&+EQnd#J{TTm7znC6(&Y2D-#S#PLH*OL+s{LnoZps
zweqCj`f(w_FK3jGE{mva{$GakugHL+f#i2EubG=9`oQ&&2$-rc1W$2GR2t%-@&ssP
z%AFraQ~m6@TXbpFaS8{S64{Xlc9?Olah4mJStKxzQN%6h;i=PdO-#rO5e>p91{Q^X
zkPxRI%B)vJWJi3rIAm|kL(Et{Q7Nv?Lj^iIc6BqnLpAHqy&}y!vV0QPxV^L~GS7()
zzF_;*aCL(@UOu=zKhnS%r@I&A{1{*23v5P1sAKuqj*zzqa?EL;0JgcA2X%`o)!h|2
z`fj|JUy5UqUR%<*QPuWUAKY1G+wvbt3Ru+T;mDL|s=adoXG@}JwKlc1CHPFs!cNC<
z+16!MTv?FPp?Hy(L1@E!YqEnKa+sF!TkKzH$lc?v$<u<4mfHihrk*c-59H7@IpoP-
zs;bkV+;ZF@+K@wyg0gBiv&V#flq40Wge4Yx$6Zx%I&fK70(&-Oa)<2oL#jXQvg>Uj
zuNRKc9q%P8HcA$PDN#{4X}2_{5d{>#LthjXEv*i<r?B%hnCZTA3{36r2kqyu*n4*>
zQD&r+r?nYp#-SbpnR-x@&~0V51s5v|fe#v>C`xYeEllfA{uV`c?VqNL%39hP5#NWK
zS)3$JnAvG8dshtA8W;*I<7U&Qv$-~QbG}lBGW07I2M@7Mt%z1fFIKZ4EvQZw;^MH)
z<VY4hvH>1{;{cz73%NoBk0jxZB1$l?1KE%b!dzGk*j3>&56E&eDv7H+vz*?`Ro1pI
zq@fK=o!^Ne|5kCR)2@=uw7!hUNVz+Wma^vk2!>3uST%MSM!ZT2{24rQ6vx_r-Sh-t
z5mmZ#@~pVqFvfZM6tJ{vVC=@*^^inyg4X41!B%0Lo=BbVP;bzPrh6jY*GUHO50aMo
z<e?Ruy=sKXtAcsBW0TKO3e~C0^JvCO3T3fBhQH=vwLzdby-;s?8`s2I{LcL<5BE8w
zJJ+quTSc&Hj+g0&E5R|YvgU$lY*3%Ce?rN)J$(aWXGrVR@9HD9j1?>)rjFq>1Z48w
z^SO4F0t-=39q=#~F*fDCcxxVZwx%ig?9z`_pu)&$z>Yg1V9-<e`NYd)q^ZZ+8qgkr
zZQ%3S2N$NwX5ECb7;M*3=F_En7n3%8Z5fQ%uF^v)1y#k0{{*<_K6!cjZ+S>fb<sJ)
z1-2>lJzddp<9`<2D-^{vz*9U|ZDmlO)a|je8zti)noFER0ykW(E`S>iJ9Z`bSX&o~
z3QRT++L>-5uCPAY`_!=^JTN>&0cW@+X4u`D#(k7<*e$`T3ROB>XGA=#(^}zN)1E)Q
zeeat{(`aTun=ajJYL}=>Ra85iQd{g{!OuVZ?_K_|AQg_{B!hF`qH!j;vR=ZA96DMx
z#2ICr45KK(fE5d2BL*so?v`OqSvx5s@3s;m2niO<HZ_8xbggn0s(%^wG}u!e2yi~a
zDQ2p*)k4%aAA9t!(d>%$h#eX<<sEY<p*nXlaoe)LSHgJFvalN>rsVhREEseD;{+g}
z2Ca$U>#z__>rKFJUK*7cYo9{3zoDj^mDwF5GIlK>WjJIDFw~od%og#kt@04vw~;v&
zxjg~63(&JBkuWyC19bjUG&Z<tJ^nX)6{z@myI|C#B(aKYsA@#Ito%v7U`N|nf3Cr{
z`yY!T9TQP-<(2&i_2gv|fhICupbgR@1BY7&^->x8#AVI1BLnLgL%9XHY^r{~gi&%c
zZ8S;M8qlw??UYxd<bVh09@A)6FGQ{h;F5~k>GW}|vyCk!Rz8nIN{nCVKy_(-2i<^!
z6AP>X@5|f=^b+sC<4PC+p>JTR1#3&?nLhmk{LkoVpNR=pi8xW&>Iz_CJ5Q3u3B`O=
z0rTPER%avj*2ady!i#LA^KGE=<gYq<M|uenS_n{I$vOwvUPb|GXz;KsdoU=?Vaw*@
z81?<yEK&0nvfEoy2C7mdHkfS&XY!g7A-8Os`RmW4)pXq;o6M*|i_+%Vm}o27$J8Lm
zWG;WfwhjH~>y!4_tk4JAn1!Km+~5^a3`d8rTG%;wf_uS2N2)QxV(V)<2WF*_j1Fz~
zR!FzH-&Tz{2Qb*m5Qcn6%jt0#iB>p2K0X7gNUuMswGMw!Lr#I$Pu%B1Vuww;wFb*d
zpdoC#!dkIG13@&gqfBT7R}qo_t?2D1Uo{j?5$*GP1Ea(9<u`S&JI23A3SJ9VThT-c
zbDnmPwbp+b?znN|qhX;rGq12SsD@+E=&?EB#YVD2S8olqd(Ad;$11(^XH{pq37-I~
zRB4~<fbxpiW1oYKU@^r7y;BDby`K5ju^n)+=Ab$3ZS8q;7MUIa;`zFa1N<Ve<Yi&Q
zgSSACiZFQBJeW92`MY}S^S^G$x8F;{J8;Od{E+_%u&Ynv*kOojQXh{ktn2%jEJ-b8
z3HkZ}zlHn__N-smH~7Qob)5u9k*aiRp?^BX$<tNhCXd&RI)++5)(SX_=sb4qh>4%6
z@e|*<ry~Sj{t7N-Xm-({a_pCz=4^UDn`6efVTdg0d7s0A<g|Sq?@{2bv9WPMW3$_g
zN4cn-)FHR8by=mjsx!OO+5FBt@C(SPhe~7`Ih3l*mZYSK6VRS3uywC!ojntMS#YSe
z_yvakCt0fF{O6orr}6PX4KnvmZeN#i1g63-G|*7=39%~SNS)-F*T=T$2e?P=!cv=U
zTo=BO?O>%@F6hMz#+wBdZ7D@Er#%5=_bg_+e*`NfA~NK{cX}Gz=lJfIfBg18bA(}?
zdLI}Mhndgj&r}U%aHCG8JWr1I1(r*zgLc**!;1dpndL=a@_mYB4&Da&^Vp=?R*{kW
z5Y)3!b_2Sa3q%eyjCo|oL?OhS$pRz&qbWxIS5u7q^Z|}{(9S;I)`;*vl3fa+K~-v+
zs7g=dRT1F{nI8d~fzucKgyX!NP|?|F?5K-~Q;%4`p?oF3PfA$)?^8)#hgUw=GW4`|
zH8&bB3J}QUWM*Nylf0V3_x>5DEw=Nn|FVW@j&BjV8T0Ac8u2WBY~sKNsSU9~2XByW
ze-2Z6KYqH62Jb5lFOQo%Jh``y6XIX0l7|%o;C&5+_P;D;4H6S?@Ru(&PllThyfQ4D
zAcF)G#E)Oq2tbKS9vH=0mDy~I;wa>v#m4D+`q7xA9x(3e5<t%I>@<y}OMih2b<yvO
zU-GuenMo45ck!%@50TUv($c)bNnB`P3RA`MSFLTTOH!bn|H<V{6^+agCnl`Tv;Zmv
zEjyA=dM3%<_wh#k>g4)nx9B^UG1SKBsC{ElYD7pK7A*1vbbbHDI)<kyAE+Xys_6P2
z*Y7{BU2VS$mHr&31Gda_e4Tlf9b0Kq0UysqKkIM)GK)+->NYL39B%T?j6x^sFo^+j
z<M7A_WjB}7zC<!9<eViUu=o4}1Nnfz6lbRf(tUAqT{STcOec~rNuhjsq&}-X@un21
z@|<dV9>l3~Dq<DIEpfVbncy3BDFtq;!L;k9>aJ(aQ^ih@{!A|(ZOjP}E=-XMmS`H1
z?w{wOlS4?0mwpf}Z6R&6N|1O<+}rE5bUP@rFolYnY<X9$+xMqu6xWq(N|$zG*uS`m
zz`F`Xi(e@7j_=bI?)u^OqVhV=Lrr)Zl^$lT@#Z^}kS4JT-gP<9O%o6)p0{Wx6=eZ^
zhWit$X``S%*(cxz-ug0V>EzvBc8^Y)Dr?$A3t>U3B3sXb9;g<-bW2vvL#!C3mtFQm
z+Njj!glyv4ksm8I3pb{bk}{#XNs?{6JTGdAawI5fiyu=Hmp&Akmw%vh!$gP7o9oTJ
z!zSMbN#J-Vt3Wx(Im9_ybN1eE5F%u`oSYex!ptB+9M5;yvl6pA<V?qcg}bmM;g>l>
z-wCW2@g2}L?#GuCtYJ702#?^CAT`#vCr?@AH$zJSyK_$XZteWk{+@>xny4f%NZ1I3
z7rBYE!@Ee<szdD&7MgAPlK^OzAK2?W8uDBuzplbfdYOS<;NgW-5U&VKo?kwqo_DMT
zSt~m-C3=qX^dRfXZO01qyKNfVWoXq-xNzez&`p8N@xpV6qo{J17GMlG!v?!t4)4w-
z;@tf>S>Ncaq;#0@Z2`QGgb0VXn37@#J5=SbysTZfa8pVZ4!I?t!2wnTgHs3=i^-l(
z8cTxZayx<^@uT2OjR#Am!zm<nPf)pPp=~pAB_^`mMp%-uw^YUas~<s#&qD>0>G@;!
zHXN$jzz<bvk;h>6ky?a%-xB*8+Z%ycs}}C)U}uJ@7fpEkCLRzR`b{M$Rdty|#7|5w
zgoigdO}~ii$v7=M565r-r89XIN&2+7Ttz^PJqi{{)wv>41fww@KH~*<7=7%m<RZ-G
zQRYz!P*<;7^Y6V=Lz5`=d1lLxWphZUCCPoDZ%X|3xed7%!7IN+4}_I2m(;xm$8NHt
z`rvDE<}8Dr2}-*H%&u_7U!5Z7*AVcDqeqo;6Hmd<XK|n0^Kg%pH~3%ze@>zw%IEpH
zKOvDK1+&h<RmDAo{^5O8!mNNrvLq$VU|N?d=FqiNOJ+nr%HydI+*)y7<WeUh)Ut;Z
zxM)7;?KL@7(RMf4IO6lXIx|tNfa&b0baO9z4=JIqcN=<`@Th`=h2yDv3*R;?d(K1`
zrN4USvu-T@iRp2q<zCv#xHDtxk_%BD1j;p9Sk<u^vDrxpsu1sD2hR`z+N4NDR8o%e
z|GT)HoT;(WmfRj`4`k$TRIX>e3fJSG2`OLyiJX%BH3<98k@AtXMP3Ef*7on@nD@#-
z%tMTAZ>IHP)^@^2r(t^&e{-qlbCR4PnQZUN%~ToR`Ja$w{RtP=0T=8v&~8S{KrVsg
zjeyPycG3Y<;5q7cI2@=rXv*f&t3N*}jxLm+8DUVn_?S3saPS~d_%gnTvxj1JFCp&O
zcQI8NN-~7M%(S*anZa(&@GNa7cc{xyG6Qm?7-b*g)rvFqAqEo6w}|P<^8Ko;?CaJ$
zt6WJGo;T|wf=&hjT65LpD?<v}Uau%IfwB2c<NROs5j9-fapvMX{21jf-cLaPtbAhg
zH^dHnA|+S*ujefxmnS}_XIJyevSuR4JaKB)MfOKQxDSFKtaEU9NUg$n4rnPu&<GJ$
z7>3z6qDRDV<Q34wWL!*f9334+xe40a?9;LP-F$WJI+J)|YKWzxN!}$Im<9lz;zc~U
zEj7-)o5>+qGTobWZApCo7fC(o2S+9o#Wz1B5KL6_5BN<$U?-0%^JPnyJ^G=C9VcnY
zXNKOU{ldlBs6}2JT<^nOf3^}GkUz5>E$aW1GUCAhc>HZ-&?S&?=D7NS`h&?jO6zOH
zYa*`x%uy2cdH2uJmPL^mc;6`9^YC87yITJp#v;;qH&Z{O3CsD$H+tfx=B&>674Fc{
z@(tRB%hk<@N8;9&?#OSLO8DMKCgBi*qHG@Z3gmlM)7+r9x+zAv;V*s*nJ+ldzB&)a
z>yV^EErF1NYRFgg4$7`0`lxOQvdZ!0P`juY1_)}LQJhVlEr?<fEj7(lR~h`4ZaqF6
zZmW5Xj89691K>=XXAD!-<FMQh#ku`L0c7Z+7&&&?ZvG;dfWx{9LFF5auWEN&qz$O)
z!Bz{6ktdvI<O^~}7+S7PxnA3unYnn<CDGRk7Lrx`LKa7ol&L+RoE-2uOCs`OC5NST
zKe*#)V72~q!k6YbB~!x#;h*D-S*k`*(kS=9F)7t^<B6&PSMkncqK~U_Jw<>ohkY}M
zdhYOpg&m;cEDZ0+QIvov%w!e%=E6z$N)P$#H}w^eHA$)31y3XiLHB$M?!ygn+w>eh
z%;45P65p|kCEqp9(Z}*A9L+6CKvXe~x~V_cRQp>B#wqaA(t0p|1Q&xJsbKYY6V{o7
zEo!H`FK1?d=i%n#VXSjNx#t<YXBrxjj0ej}x3wl;$8|SBZZ-&^*5Mu^7*i3Bj#bz_
z-6H_XL&ehNsE$2pHjOVqzwb243Y<ku8hArxSM{fpB+bpxD0q6L$cRR<Sx$(`J{#)a
zAXUg?*rxCTMYQ)p{1V}NEY|jBxJP3WQ_H;(UaHzd*+Yd#;dxLLXk6%hdy8MI3PZG)
zP?;$2`4jLafO=(Ly(#MMD(rom%Z1QYWeqh<N&b8z+zleeHYsA?A+u2#nq-4Cn~1EQ
zKg3NQgHpCwWDc|XZMcc6w>F;i`%R^rAsaen2H=5K!lyx<0t_-U&o;UF=Em`HitWap
zZCl4cWY))Wr8Qui8tHQ9sedl9HRLVUT5C9<65)KCFs()5+ZO2n&uDgqI9E4G>IQ+x
z%MNcdzsv|ooEl~WHLkBteS3RZe9Al0SEo2W4|h~?6<ZXjt&#d*(h){q%wG>wKA?>V
z(JeO$LZdre6u@2ZJ1Hbry#`Zgw2TEPCm*^f9%GQ;XZxeu>AmwY<2B+=QUD9m<O6BO
zyYt7wG)vKb(a+z7g!V!9ifJn}z$R8mN08rVu_NlU-qGr>rw>e(nWSE+skD?NXSoXn
z;6M_47oMX1h~l&*{=JXsVOJ-TaJDR_d=TpDt&K%E=V#FRF^aSJiB|1wRpU6zi36RU
znd-JlsuLA|4w@a{>M|rqcqplG$ZCUFU2J5l8z#|B8_;^S0x$T_+Z;B)O3@J1%E>+%
zr%n=4-IDq+jgoJqpuI<~^AL`cAj?WBs@1SWv<>PMgyo~K;d}aB6F4<O^=oD^dp6Af
z6&ErOT0OE4vis_ZQEGfBNLj(mZ<B1otE6p@U%grC0NkZ13qIk?7H2mUoTr!hzA8x$
zBAR;e>zSTw!uk6-8@H<kBl{`*uVsYOUqri`yLpwp?)Lca@#8MJgJzQX9}OD59;0^j
zpgaL1eDHpUeJBXdYyBJTHF30l;Qi%_2gx?IlifvFNpGSfqq2uHaO%jui}?ELW*zxj
z)#cmq7#$$22#wkjp=sF9e0BS{xzKqwupvBuaz$tH?SLy#mu{KjG*M3SHB6+Rq?>e_
z%PKLZ#Y>~H04a4n7h3U%JMC1^k*+h(xas{f*@aZZ4->Kli`>B)*|iY`@kT`Ah5eE<
zxmt!H4Um^a6xesHTDPbv`n=yqRzq_PW?exA&NMW2#eDrVOM%iGYld%SY&>Y3F^Q6d
z9?Ew8@}U#mZE=KGZc*Q9@H-`11y;B8Mu)!`hU$?wCv~&HLYiAH9P9L49Sl#CL>A@Y
z;EF%nb&oYX5%@hU6&Jn`EKup8B&N7-U7yVy*)B}YHu@opbutJZRj~D1!bMF>ZLb$m
zj)SqNY7eM<6@$@`kf#yjvVHQb2@#rOrqM(o`d4~Y;nyxMFHXxvbP+1OTL$i=;$Fo0
zeKl@Aks7IaCwjftxj#Ts_luhC-n01oisI`62^sN51cOa2=!a`WH^P~2-rAZM>AjC^
z3s*QE$5)0v`Ahe@KWO|8jFVs;uaj0!Fajv#Vos~+ITid>cm9a)%e1ZA+w2<M2H-6O
zi>VO}Vr9804+{<j9BdB$#h&;N8u<uhFG)V{^DWY%z6*TE8|7mbcQxRhCP5@#-Y*xo
zp7;I!EL4&*C%0%A5+C_U8>;)~XICo@q0?As&ipEK{}j&0R@;UBX`<>ErWml%Cax34
zF!WQ5@elrvcMD}ruun@*fLs&J#z5{LJK)sa6z|}U(v>r{(}g444Vkp+BN)z;Lz97M
zT|5EXv~i4dPk`6YW>@xFIM}|?m#u7;a|x{N-p4ilq^56}6E%Z;s&Ae<<uGqCk24bs
znzWy9Tc1SniI1i*ZGsY#w4)Sq)IGD@98&!`0mug8Z#axV9gA{R*bB~ULaIfDT=tYI
zjZLtrnJO=#5|Ix@7aZHTvMOlslBT&+tjexEc5-})fCMcs4>!+R3|?Z%G4mY)Y&^W#
zYnVxOAcxo2;61^uSbb7gWx(Z;dzS0+2_QA}t{%e^?8Qq_yX+lOJy3OuzC*S&zldzz
z;yL~mz-}=>-d*A3g3Z5>sPud|Z39lo4D&m=&y<?I@t8{CeJDj7ihfZAQ6*9e;;fBV
z#w2Hzx*t9;i9^^>wJ-__zcN-aEO6p1R9pQxG&tyqwoB=%st6>g%eSrYE~Et$w7XBZ
z1PYuVw->6fEg6aGCcbih9t-=0<LTHd2X{AO^M?H^v0V>ST+2B!MlVzkB*~&7xsk+)
z5j6d3brNiK2^V)dHQ}8?WrrDszQYmb+(xfgccO*R11c2pB64V2BN?e()@R*40*8l$
zWefbMDsi~JsGw>B(`a%Dhms|@d73VB)U4W`Hxqz39EZfU9^9Zbwj*_9AZu@8f)^#e
zow+8eRBNz!r5<5QNB8>I&-QO}O~j67MLi&k=WCt|*X7iAS251)xL6+hzpLLG`)g)!
zGhdrzhE8!k0SkFpzPPb)_Jw_|JvHs8We%WxwZPJddap|e^*cT;@V!Q8<^}ZL&gEr^
zwJjAK_tLWnl)8p=QS)pV?D{X|p*@d!o8T-*RVJt63x)?Z>H^U4gLFe{=lSuGV`lO2
z7<+kJo1vj+b}x6{==aeYfyHhvo8}?C?I<trI8sq&vOLUonwSS|s(eG`{5SbTOI5AE
zQS1$1Qv=V9@`K(F;MXFbin^&wK_&V*v0cSFw^C8+9DNs5BOcjpN78C-_%%ko7=Kk#
zBLW(-aJ5}6ea&IACN<}g5wBQQv}%l!CFRIVglR_svSfslodmGi)gn-4obWUn4U}X+
z)7z~-$hKMXw*p)L=#T)V6`Y7U&`p}IG=1sU=0UcXVL#wHwTK)VztF`nOid~N;{3Kz
zI$VKRd!Mp~zB6~wgtN<7d{}<|gptHE9Zpnii>W_Gw#b6B4f9|na&0_IhxjH+2$7-f
z%yOi^?CZf!C?}tEsn)EC_Rt3I;$wCjn!ub((iBKSshCvV^M?ij<;%-*h?nY7!r>a*
z2ii`516WnmsX8~0V!3~2weceQ2_E=;IQsv*_=}iOIw9^B9T~JKG5Ix1cLCfUBEd5-
zcyEg;SV+0gx8)|^|5LDvFmZzF82gnj(LY92Q0_1<@JoOUI5j_OiPJ|vDR6Rs*7-1S
zX|+&{)kX|X177Qc8h56f5Y5qrGi`9ZWRIOWt!#2aoycDezDb~svt)o(OxNrYFKDV9
zwW+%W^JZ-GaS_0*0?f@E8~R;MZ!+^&3jf$3ta$bm98#0FH|5AU)wf2bhRc#w#Urdu
zx#W*6l98sS^8Q)N(lOrbKf%(RCs9|H+S%tMe92#TMN58i;_$7mS>9ZY0l-Bw0J6np
zddt|jJG>m4m;fR|Xr#H#$Or=wr;KO?_J?C<U;^+lT5*aNCG!)Ub_i-bDRE;b%XI|%
zVTRx94zC<r4IRnGEszNMJbNvVR%4e9IwSDz(a8{dNoXugVza(<;?P&r)d&szh_>=!
zCrVqo-IV*{^O+=7&F4mz2a#{m78GCklay-rGghW_sPKFT&WpQq=w|4<)nf<BNQdd0
zp^f)yNOK{AMa88hYDi4l-q{qV^$CHgKie0QYiztocwu&PCWezm*i5w*ImKP#2TIG6
zd0StW-UqOcUg8n2cspt5D$W(PB_r3G7q#aa0At`{=+VKxJUN>*VS&YuYA;%`VYu>e
z&wowx&BrN_E2SAJF?d*<X~Dg@$aEN~PsL?i%VoCtqHe^vLx&^p1-2S$>VK8Di&jJ!
z3l1j7V8~&yh`S8uoGmi*&IVaGsUCkLNTH5f%EM)V_!+IiGW!jJvSwD+CN<RXuwVHu
zD$(@!;C|A!$MSjtY-$X4JtS~pv&QILoF}OT_to)Ze{c+%zz;r_A80?*CBN%SPfnJk
z3d`K8dalxCSYa<{k&24Mc416w9Ew!ra~kcm<5Km;L(pMi+;&6#x0^{Q^=q7U8-#VA
zLS|=Lj}lxI+ABg}z0HUk$N32$cnKooYbeo^KObd*XbIAHR9cf&^Fk;|7Rj*-lw%E!
zEv#&izP7-WgTyK|M<MI-@`o6dF1nXzpVRr%6DK!V=U$+HKlXnIsrZ${08Jrg$NgsM
zNG6HZk`+JJR3)ka!6=Cna-dh!d;f72UZ7l|&S_6Nb7vUXz0YH=hNCC3-}k<@TF~eC
zYE#MjR8^7dsquz>&%^bC(1h<oX~K!uF`h~D{K)fSb45Eadd!6i<52gBI1vnRoEF^j
zvoL@B4w^GMyi4(AH@-!;-fVm!IOz6#(=MGkU^3c*!ME{U?oUYqQ&{=M;0<x}9Z_j(
zo!3BpR!GH>Nqn*XpO8L^cM1eC)(fo;5?XU7MX~Q@IlsvYIz-0cjdk2B7$~{hqLM}d
zb?|u&B+{+j1;@5`8F9&=hBjGuIz11xg+@y{S=DW$o9GAV_N|o;+f127<Ao$8PSI4n
zKP&!hrF-feC;hEOYnpUAO{z+BHzzbJWXfb#CN}x}o`N>2Y3nS~fFpyEKmEneYBSTU
zM(f)}MbUtK?04hwH!MisYU`E7`>^C6cUcH&iVQW-Ar-yO4Xca?*>OC)IwVB^C-T<&
z8TmCNNwT}_PX^7oVp)geLb{}&UFw%J4~Dqm9(hZ)6>etSx5k+iz%h#NMnjoQ{s9Sj
zN(n(<N32giEEGcBXmX)6du%coXU@Zq0S7I4PdFdkst=l1I48ewa57+GLnS7DFV-9w
z_#QM97?udCx87yBnOI}@5Wa~*%`N%N%#64CyXGypdv1ZnNmBn@07cX)m@~BP+8SB2
zmv*O$4s%HiM+B(~c;We5S*KGwV?j;)Lm4T^@(Wv<W9kqr8bX|$XM|<gl>5Vj@k2zS
zBqejWhs1MljqBfIi;4;-@3VhikVViYc~^h&-XG9g|C303raV;kYm=A{tHQ_RbVU*l
zdlw=@b-21&VRr0fg<&gh{Ifqp9i0uE0M9$3KN}@QaxOkVh}B{6W!2j)YogHy@kJ+5
z>FqBdtPx@|#!0o8+{XHXW^v(vF=%7Jv$~>pnx%+Xquo;$E&>l1vAMs=YUmpq(uau2
z(>m{B9+hN&)#9}m`9)pbm&yzlPUj>s&^^eq55KJTzyo>%N|YQr6jDhge-&l59c6hQ
zNK#Of&Sb#7O(p-R2fch9Ref9=91=v>c<aD4Yn@u`CrXzX&v{iNe7+c;`$*6T=DXML
z-Wab#PQ-7!gLFysX2?wDmi)=TeZ8>;%(7(#2b3a}lsf($+lt}MnK_B+f0R<YD{zji
zN>G*7@QZ4@LahDaDlHR*n(F+F;`niBqFsfw@=Fo$P8I!c7XyKBV@)?QLo)v~%77N<
z%-(r!`Vgvmzt_1o43q0gVArjizb<4DEIN^2N2tk>+k9i@pWKp0RWZ@1bfk<onC_{2
z(!6)AalY$Wqlo-WG0r}C!Cx*<u4WkZn-kkQ_NPR;NwkHy;7_%4$L=+R-I*d08}7ER
zEkeYC3{-J9$;9c5441KO^Ktr}lppqLj>vJtA@_Pvuidu*7X2&T;S!^To^VlK>+K^c
zoX%Kw>pvD*bq_X3{*-VoQ(g=N&Nq?E+9jA!cxx`~m4_z*bqezkyxN9P5#=Zq#mHUz
zZ_8g*>Oge|T*C;qE1Xp+I%ji#8U}JeWlKSY(|n{!hI{G^K3Oa#5A)VDqFRZWUl953
z-I@w__z>K_Ka$OHI=uu<*k(Ib&!Gipm0L_NdgAU)NwP<tn?`Zf)V$=2wPK1_Z&G`Y
zE^hjL(Iwa?5AdB9vkfR6CPaAs1n4x)UXyLwcw&kd*FDJjZQn8&2Iw*DB(}LlEp>vo
zy4d%A6NTbcxdw8~H#!KPGS20HNq?7DC{v0=DZR}zJl17K;@#&Gb<hd&*#5%wn=dui
zGT~uR7bU(+r*8H^q_ougz1CTHU$UV=V0elC8pg@F9wk(gLOQ`uGYp5%S+E4*qvZcI
zhb?sg2k}X%6pl=sP&<5>2gm=sQ~;Wy)~V!Fd}`zzg=jO*d!FeZuEY->-8(!x;B=H}
zCr%uaqMSx+i!4~pKDwQ*AClWN2{;-J+Qxw;5$3`aIA2K|!0nD)<~)2L4joEVI`xNF
zVn>p?xiW597CBy86BmBTx#Xb4sg&c@hup@z&AR40@sk~N;9yMIK~B0nRD7~}KV32i
zoFZ!bNYW9qp(IrO{>$?Si}m<w6i@4z1ec793Z_PCQ2PCwyp-|#V0exxR*J+F$a@e&
zVHNMMM;)>Tz0+0RdIBh=AY~X$jcG*4q1|Gg@qOh6)!8N9owndgztd3pHl&hU5N@n%
zhU!4tbfx4yWkTabOYzPG;QRWcN--DV9l)LnwT`Ae@2eQMba897zEMvbJ}}mn=HPCn
zo6++n$N+wqJ@VUfZz&a;!pFhvkRA!oU`7V|6g{<9&xarGY0e8w@yDSCLqn%b%Al(8
zSF{KnF>WStX$G#}5eKQicT(b}APmDaAtvc?%9j$BAL~|Ytn{lSvCcs4&CgUv6SR%s
z<40N}Biq9&H@5PTQeRv@-6H6%8q%;L>t7s!*StnO(YrGzC&=yPXGRaDLX7vAhwyi@
zz1!J^MCH(~d*O4%xW%+8;=Vvr$$>C@@-%#?f~at&7~IEiB=A$)pR4p2d36P&^Qx+Y
zo6VX}zvIQpk@1fgD4$=~`{>=efIDXgacCYmO!0y&6JS|?O64BJe5cXM<1>-LTSyr;
z_x*8=ZEJX_!6eR;Y-wfX{Y8=uZ!5=C#0^>!9`I$fdRiJXmZ~;HoA%-D9kU$=)3<Xq
zeCt|LBF))!={CswA;N*6*@I02zM~G(l6z3!sZlD6+$CI1-?qhGUJtE(N<MM@Fyiw0
zZlSg5yd7S5%LiNMZAv~j@E#kwKH-FfsTt1O7viL13zKg<deGq7`lhHEo+Lq3bnO@I
zks=)u=icG7AX-fEt@$t0#ImBnx!4l`XhxnkCUlPc=T#4uO;SJOjr!m-YW++sV-*$q
z7+5H|@xe0#qvmm2v`M!pAVJ^Tlap~>KH(Psp`*38asq8YoNNyCEMdv#Wnrlg1VKd%
zgXrT9g`pEn=0sGaSRwq&@XP6CM!YA$n1<lk!QB+oW@!3D+r4soGoF|(AHuQvXLSC{
zVZy_*V&3j-goK~XT)!*a;Z37gJ0bzLCs{7)BctSw<|y#ye@))(@djkOk3QzNORn8T
zF?7Ip?#D`C+>(ZrPgO&fU!s8oVfc0Y=OlKe&uc9N4ezeeGB(byi}JgZF;`U)R)YD_
zkK$~QvSvDcEQzcBWV#fOI<eAXAX5<LR<q9#Rs?_F^^Mx@wDrpu*6({CS&jWA-WCX}
zu8>w>0KZc(;{Ck)7o{8gZ$$3@xpHEBFj5>YzIZs|In!=xLGCO^Kk3MrZDnK53{swW
zILeyy2bGvQwlQ-Akay?*)>>q}J&a{FXFB0>Vt74kP@jSS=nD7|6A^!_(O)ra4ABnc
z{VW7ZblP?xloV)P-`p=t?k9iNymb`+`YOxPuwCF<knzm=hGKz4;zNiK37ye<t1jLC
zASi@=yoxSP#5wUD+ZLy9d|2EE;x;#|drp<L@Kkde);4)rSyr1G?0XF|ML7Z<B7(T0
zc3l*Ru~Ogfex6QQSrdxmFY9-@Zhp2@SB1^s3(8Pzgql}9FejHHRnS6Y08wR}mz8No
zun;@h%Qt86)^Z{Fr?;k@*V6-mWHnCbw>=IoB~G3d`(vLF?Wa@2oAjS_1h={~*pHHf
z-vEgAGkgJhc6aVxwpcQ)c&Y8vs2|_fB0m%)Mx{{C<1>_!iXBRYP5=~bLu}P0&s8nx
zxs0^)oK<{vJoXyQ%qwTtWWO8_R{_o@7*Oq^gzm=9Pb;mhA4H>T36j?qrE0v#m7<k$
zSeOhWEo1U4-*Asox>w%roCn2J{Un(n)%M3{Tv3J-dV4;K@>|Y1kok`!G-J0-!sq7f
z{6P(!E$4;wSFh!b<EFWdzZz}j%um7O2AVfmW|GyKK7NagRI55M1}4|w!+ACwK;e!9
z-)FQUz#7MK#qg$f>HeCSnbN%V=++-}J;ZD918kiHCwEjC8_#9v<hn2o4nT)#rTh6Y
zNGq|hrZ5kGE#g8892xe46oGNSc<j32<!V%67vu1-_jP`r_s@i5+}azg!uukTMrQl8
zQ580o&vhdj*Ub+fXO)}1Ax*SCg+JfJ8@QJLIxMY_C?yEV*rG1r1CGJ-6w0#T+d?J#
zh+UgidlaFS0Jigk|NOuugEgfFSU{x_n5T`otmcA~OeTWCkCXRrS}05pj5D!w;P`Ql
zzm~%L*-My1+-Qb5!IY#8QcG=;Kz(FPbe8XY7c>dOV``z(b-Yi4AZMPOi@@L$L$HO!
zj*i4O9xN5^hnY(L-2W8_+xEUaf|!p~PBJc>aAEdC*9HS_hj;T`6M1OvHlLma3151r
zl)r=jlNF@gq89<Ib6{>sfc8SKn;D9e8+Q5C>5RdaK;k2+!UMa_`FCBS9q(=1ZvsDv
z$7wn_;dPS5BZ>GIyoZlxZM%34IYEjoMgE$N^H+=w@o(EAM=3`UC<C><1{_Kbn)!WG
zlxR{AWhsy-A!V@B!%gXCaFY@Zr{l{PQT*R&+!G)95DvMsXUeV!55pEz`Bwync=8@o
zK>)H<!<FIXto!Xt6Xrxsn6|63jh15t8<EG(MzCmoP|S)$t9!caoTLuJi?y9wEn8@T
zLW*O&%p9d}w5#0js`#kS$DQ0*%aU*+Imn;(zA)x7wPX84LOxnPcx9OKV=#v#T9%t6
zrANyUC$X_CmOfv{h>6uo&U+>}b6~d0N<U9QTOOA;L|7MRr;7K@1&1ReLDiau<0nJ}
zPUFBxjs{zu-*36;OurCFlDotCYM^#)Ds9g9v%3P}1Z+ubJ5ilm3H({Q0z04!K3(0Z
z<j}pH`$mK*m?Iv}(c+Eg0>4IHGjLnvTyrV72WNJByD2XwE4MYaY4Tc3vVSry8-hc#
zYzLl?WR2v0w4qL8yver<a)YY15}{7tF&8Z*Jj(+uF7t2?e@I{JbtYj;1!^uu)w1LD
zS;l{M|LMW@2J_Xry)%FY9|jyP)XTSajN-Aq996fBOnf}TCI_}f)oTvgn-l$t6eyPx
zJ(Ex@y`_f@Jc??r^_yDN9U|sZ1SN``4)^<owYz@YFkwVkCI`JJm|g7C^{iWCkReTR
z{5c31!Clai3eIEk2WuM7b_&BUXIuJe_~BX9O=G4s7|VuaIo^t)(-NA7IaG5FR}^^s
z8!zO0X%T&+fW;wHl$X2<8K07qzh9QIAan$=jm>pRn3aYs;ulbQunAWAeydbq6#h^{
zvN6PhlrrOvhiiDd;EY}<GTw|XcvX4y$E|Ony|mVkIN6q_Q@&UIO0e<_??rrpO-4>>
zLs_d2<J+@GhX04T{|swt+uFzB&=nCu1Jb2KfFMX{(!tPcLJdtog@Axa2azVIp?3%!
zlF$((G!aFRrqV){ru1GE5Nz!KV(-WEJ8hrmTu*!759?Y<NW#jRbB=M3dya9BJje@r
z()IkdjKfLX4gD?~=8p?G#x$kq1ZRO*Pp74?G=z6f`xVa1lw4^YKg4eWKSySUw>ONr
z%h0Wn7399Qrb=%|B|c}sx&q6j-0uX*=ZGW+ktMqgNPoCwb=GP>6ZTd7mi{HF-r1b*
z^DR)_&*y4vuhkXxINrGu{BfLS_sfbAvB6DY<B?%e^}Egl1)cdY?of8E;%TifGptX$
z$>!_3R5&b((QL77_y_*RT>Lg$N^s{5|H&(Bb<)!{x2LAVt?rZC#56l5O5+}|sBQ{V
z5dV@N_eUu9M}C~pD7EK@$gw()%RE3%wiR!6h@q$vQq0pPf_$a0IuuE|U5_~Lp}W^%
zF)DQVR^>pS5X)PJpM(ym?|1oX!I*xNr9<ee3ik@DQxh?djsP;qLgC_r{YTY;7bLoO
z<3{CoUxdB6^YPN*29rpGLP-1>?D}sYFFf8&($!rk`ShtNgP?~ef)ppYcgtA2Y$yC{
z^KKfi-dBA=&JkaSfzYm|+dG))o$r!J{#bq;DiGK@J2z8Y&m(6u9+6P5?zA-Doa=8q
zSV*lfAdvHg<-@TwX<L!QxBATMm-JP>Zaa<Y$7XH4bbW0wA2vCt?t-?v^*fTgv{!Hh
zWBhNR%RfX1pHm4vT6~m?PApMSkLB>IWV!5ni3Zg)dSI=Piu_Dz!{Ns?d?eKM>8Q;5
zW^B#YK>rNAFhw0QDF-op!OKx+fdnLKNJa;6LJkn~Unbu%H)ZkKo68lPQyQtK2KJF(
z!<(DJv3&)v?qqT22d#(BNeqom^fV?W#cu9VyG9p3ISRHIiI4LYGh|a*I;3+V)i@o6
z?0yx$HrJ&#O_M(xCb--B?%Q~ruR_zD<oh&g8A!zRx5FpeqET&YHhwYlw)}3gY|Q!0
zbGK>wOSs3cU(o`p3b<$}z)rAYJQzeOz`P!N;*%Ya<$H-wWotnt+U?HxrTGt(?~gKW
zCok$gyxXt|asl>y^;916w?tJ{`QFNr-JU!<CAAYjN(x}}WYW3!(oGn)^?~>4kMAMt
z_^SA-IialW`WV@#YM-?l6P4>5=Tsgw%yPdB7OuQW#qOEgHFgLl`w%9~i7uv~r0A1#
zRtorIlPo(*a4t~^U9#+vD?ClM)&o=`=O9K|rS-ITm`AtytR`+;GkT|0Wz)mQeUjEV
z@D@v>3*^cch4H=Gp0;48iChG7sq=W<!W^+ov0Cw&14rX-;hIB$XcXUC*A?PN`7c|B
zZC#K%!sIfncP7>lCP1PH;UypIs}hsgK}t&n^~QH0Zh2!r_|O&WGL0WaY^_5p664`M
z6GdTio)?Zd4?G1wzge|jPZY}F?3bqin2clEZ1v39by>$RM~i_IuU>80R#QPi(t*Gh
z76ou~k(SPdz?X;T4AKDgtY@Y+VwUF+Tbkz)@=RT!?Gy{DehDlR35tRpZTo9>PvX6G
z!hyOW`O9<xSD^HBJKF+Q2d6D=rz}uK`QF$g<r0HT!c{?QCl#s>KAK;8^h3&NUIC8T
zmUh;7A>%pc(bb5S5T<yuaum97_B;2dK+L5%gOUW&Gb6eq2u$nZMJZ_Kp10W1EAI{4
zaL@r55G+7{@5pbD<={e3u=WGDg{*+Xx6iDlKK|Qjo;10eT?RItV6vsFJM97WXN~l+
zr;}lg8QyU(1FnxP+>@_SObm;E$Ta;i2$7UWB<r-gr$BN)(Dq!y$O}GlFchu1cB+u+
zPBC65Tu+s5XB<P;Q*s@+{?mD)qV_{P<HTOEWeR%96x0#$KURXyb!6>txl2Q}jIGC_
zbk%7W9KV^hBHIS40^${B)K~RNy2$j*IXQf!r{@#HfO1C%H4fd#qFCAxurWDTn&I*2
z6DSwIdwh^A-nJ-A@tZx!-X<`-UX`);&DNIL?c<BNlC)N{mDiKC&rFZw=d(LOfyF<d
z7uJ~%8!tZQYyZA$Q56Iwstc#7c8S<YsjaDs+91uI0F2acpc!f9fbwzf=Y~LzWqJN<
zhet+9xIpOS!(`usTbHVw1#=vUpP3pZg~Svrke8zmn6a9l*{L31%C*Rcw=~2)uYF23
z`y%-QUKk%@H1G-L1umBtUiI3V%b?)hl-!my;9_&fKlpe_-$KvRU3$vBA@+p=W(aT>
zo(SPe?%SjFn(R*<4&HAt`K~&?I+sF+Zc$LBZq@4u_)h-Ou_=9b45vFk)4I_zSVd^4
zJAH-8Ve<KAi0<7Im%7QG-Gf4FEbg|OagZ@uv|IUkS?CHhc6mBq*7I!wYLB@4Fh=^!
za^Bu+L+Jab+&5R1M29;CfqYR8+r|z9ntto-x7sVs_FrAJq{pVF;BMzT>4F(GK}=3y
zA{h&}jP|Poydu^MbWltl#&-X@DQ2mDhk9y5%R8-K0ka_t+~B;J-Di{StjUhaQq9*V
zRz=}2*wG}2j?9(3Vx}3=bz^G7n8Np~S8w|<ONtp6@>8v$u6+!X=d02QUsE+c&3zY8
zg6ZuNUZoF0?ozQ7(A(SZrd2nK_Hx^#id<2cZ;rb#XWN=1CeE*O<@IL;i<0X>2%uC%
z>&UZ22b{zZEyN;<S-mGeSEbV7=Xi#NSu$2;_Mk3&P46#|`V_kIbQk?u<yczKtD$?c
zH;bli^;|JkUP75i+ipRL!koZL1_SWx-#X%k322uBYPMxX+XAB}q0V0~0PLpwrsRl)
z8AcxnWJTY1d<iy<sUAWO*8-vo!hKLMD2ua<h6d{gDrPO9>~a&e9jsDRBlJ22vpx5G
zUxA7>rs269QP{k@uzHv*Hbi}vS?hFsewsJdzXPi2wx3}$+W8YF#>T>G^hRyrn?;#p
ztT6?zags=Q7`3DkP~)jd8A}nV-><#G*Q%pK1PU5Ne_s87Y;X|=E8g%?u3yPeIrm%#
ztq|%Ikog{!^0~b{KqW0G4CDi5qA4vnCr?u5oR!}6zt2CaS-RVB<S#BGTNMPpE_~`D
z$fry~xUGQdL_7k=;GHK@zm)3V;B9SKIG?8bG;hA@pcqWHENf3M9UM~Yf?6GRNB*=C
zDOtLdW>oY;X~cYQVEn+LbW26}W*1eEB<KL&2~y)gQ|g=-XVj#r*Ug3KMo7ScTOTV6
z;UW@^X(;A*9wxedv51hhT*<sMv17LXGFoOV$e{Ikb+Yy&GPw=AxNx0tRSxh6I$}kd
zX`b+;gqnz!mu+;ugJ;PkKl9L|Bw*SGgar+St1{AUzxuI`k^t1kigTGQu`;Z5l9*&*
z27KN~ctEgKi$z5U=8yuPxHU$6?RP8qL=)xV%gH<2-oCe)RD4c?>~K65vw8CC>8j4a
z8wZJ{#P9IabRnQMl&ukGi)kjVjRppKH7@@{m~T;Du202fzaUKWQ~~{E#IF0y)`C9v
zQJm3jbBQBUs=e8&&(L8ySau+9t1Ja4L~=`~Msap$4mTOq9I<0!WxRX0e(cDpV`FYc
zUTon`PfYzCQEwKOPR_Eh|426)spnWnF;kRLW2YZ)Fb8UuBs9qJ@kz&uooY$;&2)D-
zbgO(Z=zH2@(ShRnsM_4d(NIiVo8yc4Tvw=Y!+n4IvyUDuE->Gf<>GRSiIkmGrSop&
z6uB^$Y)^h&i}dV9-7|D7<g}xlbcmu-8Do?BXyvHz>iZn7D=4`AqBqtr@3u+wkDPJb
zuS(US-DScIbn@BGnTbA!lFVfUyO-iP_0=j_dds@^y{i^xHtQ9fOf+~|B`Lkx=WdqY
zS=M1of&C#B13%OX1D=?VJe-hjtc}beNMZLC$z9s|y|jZlz$#~}JPJ*!bu$*PCwG)p
zKhYby4RfJ1XMRgd-%i|>BxQg>L*sZrf(%p{=MQff6Ppx$)Uh&FzglokG-mD^WZvuk
zEsb+&jc+>L0hNm8+LhEF6-|>;fFu+KwB&P+dTo+wB;$^1K04E3n%<2dRIssQ)K&}(
z8^{L_EF!lEEgGh-fEN8v%!D<rxN@aOGkX%OJ=J5tl-Zk7d3bl=Hs83Xg-K7x_NAa_
z?(FT8%FzYrFFMppqIWT%>pi{wXf4Ggj34L^K~okqZDiyRyLv$g;HYUgI?Vm^xF1@H
z5SIBRqjxZqaM~91occZsU{V>p42%DlB}WZl>kf)TZc)`N_$`AOJ?!Oan=)6PkGB$;
zx(unLmrN;ZK^CG_N3l01Czo(aBe&{H4Eo-4jDC_NRQI`CqZ)=C6(&44X{38qzC<@m
zCc{5(4Hyur*Jdwazo>cNe-|8%owZCI_~L8KsKvrGmLt4Xq1aoVnc-K7nN&_Xn-eOe
z=*!#4>u{)xxj_s58ZhUo!>1DHmX0@aIZ)zIVj;ypXwkyUYl^Teah^kEOUG>bR?y>$
z(!(DE^a(c}sFZI1Zx-Q^|6hMTIhABA2sXi<E|8%x5F$^?5$=`F^$zJD>6JE#dbfml
zeR$F2wS3ol$Ef(C%-wXd`*xBjNvr35%ldA4pEw7zjib91fBukB60LsVxa8E|IdcEa
zj-PD%vwO*&%^5<We9{wzrtR0w+?7XfZ!J8ar(yEYZtB^vaunIqsk=?h23vc-trH#(
z!k>wcWFnX6khUCPirR0U$dI6KDqyh0*v;;r8zU@jLcz3<*b`X&zox<aU-@na@_ggB
z-1goE7ldwl8LBC#8Ezkoy1bPNZ!GOI9`)_1EaH~C66(X{mK{C&-M;CZ;ObnzwgcdQ
z#gxWjUliAm#_wB-)*en)9Y68<63k$B`jw-or{?aaOqibVjO1dnHwtw><7_OClj^xD
zJCLs;qb`Bx9>Wk72YcxA(rpbXF@_vEzfv(ru`W#xZ2YGm?;kjgunj#{?*diYlCBmE
zr&ZMqzI?9Sx{i=5O`SIvDlGFhX@2e=a>`cbGh|4o8@3l+dPBV`iIh9`T1Q8BDZCE~
zzp%|Dz&qTut}9$73}gu+|2t{x|3CRGY|^U~tNPr;?Qt*9`)yZN4`#{U<$|VXQ*GrH
z7pCQe@NR5Dwwbz5t|z0#FS+_u$c#D2-#0Ki`|PzG$H+{XuHO))Lx`36H{XV*Nxc-b
zUO@i*)|AQ1;IGjdA(OT96=O-oPaphPiuPKw4uU2=9bSkbHQKk7+^?J~`~K}m!_dXr
zJ=2cC5nKK;qpG{DMurk@2naF<!<!N-iwayWOjf=NDe=92xAum&rhMr_BA3EQJ@l+A
z*dJfqN&(F7@TmW4Ud(^@a{^F77XVpmx-h?j3%U?4GDqs@kZ@FjSRHcg=ctdq<+6=Q
zQzhAaTPBm$lAcailZ`EI*Bp}biy3NFd9zi&@Xr)W$c7xREtk!%TcAc};Su?l<-`aL
z`=RGLZx!O$m)7;@-Kr&`r2CWxWXzmxKMzm5CHb7LUb=WSTp&Tg(!!SNnR<(fdg&VG
zep>;ud4W@uwthPPoeV2-D86+0dTnwLvRl6Lr#eD4E_lq#;?{w{4H=S@RF;vDT$Kcf
zrPSSt@fyt&X_X-M5o5bG2G&GO2GjZc57Gu|+6G0@#+qlZCLWYtzFWtmk@nFvsfPnO
z;lWbAN#IK|g;!dw>FLKEVnPHFC%U1Ma4@Yf8N{V1{6t;w|1XVtBoJ}~mBVD$i&9`j
z5B5_!IB58qK_F<MRrPadz<iFQv&iFfferie<p@KYkG_SA{PQZ=(zn=+<sJImiZri0
z|03GyN|JC^G~16exl@!wJxg`9ZrM{q8)=M+>((%_dB+nqopb#Hl1o!G>yur<^)NNo
zuM^>By2_+`xOtIs)125UeolMa<WJ+038^7)f7&qNZr9G;pJBDN#um#?Eh?yK*53Up
z$qOw{C0`+lf%yo<`@7iG{nD55cqJ<DPAg8IsTKx|WT&_so;>Y<9hJ7IULxA51I~_C
z7@oM{Sa4G^C;q^(K880^UyBmCj)F+waYczIgK>iM0owuz`zLA4|3!_m|6JP)89ZDj
zd?tzqUoglXhwo!$qD!Ha<G`YAVAm?!yp3V6lc}`$qfA?B&g|ICmd$fkeQ{$zX>_Uf
zRF#qLIt$#>#ks6w-!Y%M`#z<HV~kQp_S->QvLk}-i?pZi?&A1`s+sQ|ckhA}@0*Qv
zkgFD&s9w^YG%Hj?U9H1_UFQY*lrUpgZ^)QX#ew)<h^(4mkg97o@rH(*`*XUmu?RBE
z=~pF=SS@LeXIO*Be3Y^Ew^Rvkk$fS8UdVMRCL=LlS1jq0xa3Zs3sLj@;gUyZm_$(q
zP$XO`!(((%h0QCxw1FiMPN6jPbhHZySGGAYAz&NYs>~N@SLANuedr`yn+0XR5Hz3^
zSYJsNMkCxCH8?nx4h8wkaQwF_oc>o_1rCoB45Nie#n-dHq0x2l+I$r>a#`GvO4cj1
zl~j=I8?$6+v|^eTA81g!!)<8)#5GKGy5TDAJqE=}JHxaPM&s+W1k(A)8<N(Q8si(t
zc(m7sYGt;+Y%Jmem<^@LVZ6^i%Gfi<cS|VTMnAYdpJ8W%{07H2%=9PtZ=i|&$K;o0
zIj)=Dzc~COMn$^2f5m^r*2kiburjjeW&fhQ3>vpue42%26|x||oI4pNSFO1{pv!0+
z_o()JyQ|^orB5TR<yjI#VF0i+9wUTNNoOdbN090+<*$lwe<@2=?Z9{w=FEB|^F$hX
zR#8Qn)u&2GHN(spT@;)OoJu^=8NdE-F$MoFqwr_%L(+Te3Nv+^7|0hGOOE8Oot2Is
z?&CiIKOAP=g(L`Zc$@6yzLTpkq2W*KOjchwV_NO;@u>!XtkgmIv+5Ri2i8*>Z{L$G
z*SJ@D)_;Az5i!(}-!wWz8)S##dsk)KjAD!NE}h+wr53&Z)+3-_)Kh!+2U}3I=riPK
zg^|%PcWt=iWAf5Xks}+^{`w3tKk;~`#sTBU7d#P4<+`>-u@=e?i;_{N;o=Zn5W+oj
z#Aev421mkH1d2~!B74`&z&$ys=6GY}(E#?RY{L|>^rPnO(4=H7p(-0D#0^AThJ=Zh
ztK9)Lj_;?p=_tc*Ae&LBBo7+mf-_Dfn&`I4&SF<tke|AQ+sf5lDl47jDroOQk~P`$
z4$ik|-sy_#Z6%5gY17YPPsW87Mg4y=CVw_o|Lk=H0^~ggD7Xpm$g$!sa_ZkYGggd_
zz5~f-oe~SE(2jnU)7(}NrIt>33%hff16xVis3kA*B29<&jV*(Y!kZ~x8k$xE&s%(7
zv(qaW+H2{AJN2m{y0#D5LNw`HB@Nr~#pHD(??tJ2V8nMED~d=;1w|xB*cG&fw-xH(
zaAK3+_qMV!%4ayI@}{|~<n84htNMJ#&Qr_a9<LqSs^{v$W}uIB7E*J;yhVB$mtb)%
z(xddEB^UUy5$`!HPss+p^%}XAim;GeeR_GJti{y68$r4rfq}TNq$1{1z#ukYFW{TL
z@q;1LTQbWfn$yBQbn;9fDC6QMvu2rE*Hk2Un-#n{LPR*|>A-nn-~vzyT47v)1vB7k
zPS60^|I$H0@2!ar9@H+mvrIusG}i7^|Lh%(eDfZPFXPjuf;VTyYrP3VJP_J33!XX>
z<A(B)#Yfbeym-{tEAZ~USZrdMzZ`k9yZ!6CZ-pi*FWif3<NhpyJ3O2`7)bHJU+<Tt
zh{UWC<7m$?R4&|mIqT5pQ`&`je&C!TlIC@O5nr@@Yt4=WontebJn(ajX`~Z;r@+j(
z0Kiyp+gR`mOatbX1i&7}GlQL$<%7KR43J5NmGNOGt``R*4v&Q~0vZ{WWtIaznX6}Q
zpQmau_HGzkUb|!a&@K(<V<D0MeA6yYy_!nS7~&?=S6oz+TNXU%vZLDb@Y^yF)E_sO
zqi)2&!3g1B!d)6BIxP2Hkvf<gL<=k3TtX!UHd=eHXG4c0%8<S43UVYLFO2KqO*O^-
zL(1L%(g6J@1Aps}XcQvc1ITouiz2+n3X<>TR*dC77C@7ah;6Qb5S6#5>*ceY^mDun
zPPe#n#~FLLR!NT;0-}Of9}|KzM6x<jjrELWGrh|7)*g=2B{*%KdS`di`TO-DPNpC-
z%pDdE6YN7iOSNk@UU1=}q=FN~!<9O)WCUyX>J)5q%dN<<V5*$XMOsAnDzCa%Vb-OC
z3*88P+=}Ik7P51CvdwvJYZ*JaZ`__fFulI6{4g7nk_$IfGAw`d-hB%pp}g8@WtU1%
zb=h^vGi%+yT|`u^Jvlu&8Ilyrsb>Nl`r1I)odo#$-<JWovoyye4%5_pT?SyEU$SA?
z9FU#X;ty`_mS#zDa)<Ry)Qw?W6mK9O!Z7*}z(leD7kmmB;r}J0r|kj&2RAt|s00&-
zBQL%pB}1bd5bF!uEN+HOJHJ~2e~b{=$gkqx>-31iag$ABm!$I<`uKk48&PF7^{_Hk
zLUfA<SDrk^>s1rd>*h~Y8snUOawGOEWz1zK7k>kxp9?s8gmK(YD=ZH1S+uds{hSvx
zZp3k#ZOa(+r78r67S-~`z}y@K29z#3vMVW{kxSz<3ID+4LMIC@yrWbG_tv%WcdjtZ
zabSnjsurbV2CTm_-2oFL(o4w!>q3s5ru9|x=8oqz@-nypjs2b>W%H<;8;Id$gzehv
zHj4$`#f^+5uHbEmgI#%*A>dSV?bUT~>l!3@nEIN^xU`<hxr08$F#lhV5t)u!QTS<0
zwB=FH268#2N>VPdLx{yS$J-1ayCQ0YF_Z`z>_v>d9wGXIBa#Y;|I8!&pT4FYG)O)K
zm&~CBp`3J!H%y3?-DgN?jst>O0QZ4Y9u?s>iAC%d=ZT~qIxFx|=DSwdJmh^ne&+l^
zZ@Id>2ae8=85c2F`$53olvaXDVIt2$$m{X>t^zVdtYhLQbxd^MXnIGP!q6<n{EW>V
zpj*VC1YpI;&T48=m1~g7K1|01J12e$$9mcHzc$Smvz8A%Z^xe9bem6T+5L&Fc*-rY
z%Hl_K?kv^T*TU9=o{y6#>Y{bGOvlZ6ZOV{Z^vsGRUzS!N>DPj5GB1JyA`C`S!+-cf
zPYy{Qmm&<{_5YBmKaCN_gTr*AwZj*E%O2ypt`4iaJOMwD88(Nj@dqxNaO5nI%90-s
zpiB%lbgz!2p8y3YI3oRjjP*K?fuK*KMhRLEZRL@5G(mL2W;rp39$h)-dVX_-v()%S
z!FxWv_=m7I)_x=MG>55P`4U(-jgm;l4J{S%rxPZ%u6c#!))QSQEzlR%4XdEWNA6o1
zaMrW3ss(%4PM~_MK0BXi&&;qQ5;x356fUXkXFF>60HyL07vK4z=KCcejWm5AR9Ky$
zJy=kq>KE~|&z|@cLz0f?r<EKrt2wpqlE-JLz54LsE6rmPp^`~;%Wx7xgSu1gwjLy^
zN*+s#f>=^^vfzs{&jMsPSu|Rz4+`@wU}&DN^TdhIO9YR;x6xvi&Uc9pd{;%PzUt~E
z>wm*GLa7#$DNYXu`IXRST`6P-9EfSL3FO2d>0i?TP+k2WsO}0Jh$_Lq@EJ=nFm9(Y
zl6r8E;A9nlF#Fy89rLnEAd}}tFJrghT&K23U18kQRuPv)dO5{G{;g&KFk(5$zbTcN
zg)jJheV?rH|C<9xrlSX!U<*R3!S>n+2ZYEhC{@2p|J7lu2+U*L<@P}cx}0kd1Q3C+
zhk2>13-VvfZKybq0&Yz)EQYD?1x#55i?M4?9Ct%R%DV;LZu3X&6Ef}!h;E(}%YZ)U
zG0d!x`SSLX+%g^`0B>U{6ZWjpJiASXp1_sR#u-#OoazHPremlaB!Q$*7@e-63w7);
z70+q8Vj(ag(}+pb3$^LxA)5TjeebK6wdx0j7bF_IPviMV4$ey9(p_skzWEGq?<`1^
zQiWU*B|Nx2{eETP*77LJc7Kd&&3EQ34(MUna{c%)DG3BZcF9+k>t)U4rlP;g2}=~k
z@0&`&ON%g6V4f5F=L#I?<fy+H$dl!MiaJ8-WF)CYo+o`=l9RrLMHiuX<LzGWA<g^~
z(9@71y{3<Y{F?@FPBetMo)Zob`u|g7M*%}11_8TFPz;Al+IVrB8eMkKpC)lZHdwfp
z^Iq3tqT&to!DO+B<Fwqe^|5dFs21-7a@46aMfxjjdRghqP1+2^had~SvZL@FL76c=
zZ=as>I-}5e$n&OG+ERz%uc|Y2hM@barcATHfdHuIE8La*yisul5zy%JL(n5(?rGeY
zilG<Iixr_~eHmZZ3WB{Rkev|ezN^)q$Y=3f;ItxH>I_N~Eb5J37W?NZ6Kd_{9BKft
z7Yq^y{Qw|LIKe{XCU606wMndja`9azo$_nF@4=pnT^GlyQ1GSK)S}9C)3(VSOH7rK
zXDpzMsZ2{=UT`Q=R+9-_9I&>Wt1$n9Q-22jet|$pN!8WlFoxJzGe0Ebn>}-MWi#Pg
z;z*Ls9ar7TwytTPvZP2_a<LF7Hy&sCe@XwC=m54DphXoix#&lMyaj<EIZkwCAJ5ky
zB#Gg99<kFcj<#<MXL<_KL0z0~_UH!o^pQW8HH8ocFTK3*R9R=f7|q{uTj-4W^?J)T
z{u{#+k9FS8@kS3lo)NOweO3y-BWXyUo|5EM;y@jIVsq4C6KaNp;j+gHCya1=BnhJd
z7$b!tJuNl4M`+v)WCAMMnX!z27jk#c5|Pi_JaAP0<JE26*dN=kybdb3IEUl%@(MG~
zbEH@z%Eq1>k}tN!<iED?WP3D7Heqp7v(Ny}<;NwCcedJRQafYF;jK-NHn@AB#Q!z7
za~`8MmU@8e+UL|!EqWmM&%N0%uSO*ZK?B?FH|~nis6P}D=_RD~5HvLS61k-Mbj)&f
zW#ESKtXfqRF*Ton@QN2$nEwT$DEUNZ@Pujl{Q=|(T7nbcs0UhMWZLhjG>6IBN{{`O
zN6i7na=`#Q;;4GJU|ucNO6y6f*%^>=F~&{8*fNLyfMeW5jn)5pK@fJa{v5+V>ANrK
zpfVb&XOXC3Jfx0x;t|sBR&@Qm+~y!o=-$HuJ2$SkI!$9G7iFU!gwFJfYH01g>AXDY
z5&u=E->n2AkU*viGVk}oRZ&EPMdpPDkdExua_+p0T?I~)mElqI87}y?Y8{=o$kA9n
zCYLyx_#jdq<PO9OF=Rm3Q$nWs#>Tjs|APrV1WtJ?Oj2L^SHMZmri&70d5AY25fEjC
zue&bD$SaA$Jer=fH=9_1z56YoD2=6ddU?gsR|aNeswHHISwgM38XU@klLTxWIGU%p
zl{$WZknsc@j-2>6VlVLBIOBh|U{Vnz$1t`xr^-KEQK`2kTqTDP^fMexB56ZRDPPZy
zUTv7`WIpdVn2hmo!C9^YgK*Lbg6`LP{U15w@C87C@rz8%)^y=~XpB}sIAd-!I-t))
zl};MhU+m-gQq;c8wdV&6Z|qB`k!3{ANN#D92XCoKxZzfxL<6;VxM|6Afd;LdZ=(Wt
zZ;a?HKeOz*SY>uCdFfDPri{BzY-(|Fbjg^8JO&5HLwkxJJAI_hkn0qOsFvNHlr*7*
zxOD3N!5F-vM#BXmC!xjfu`ZC5HlI-s+tZs&tZ$0zsl3EEn{BI9bN{X?Q`1(xw~b~o
zWK8;KD|MM$*|W4dRxvPlwr9R;RF@;h&ouyPB=hB#70nLk<AK`h6b@7Knnw<BiZD<G
zOKF8T+GgskQF3w&105~IOH&l)bNfLjR2(Agc)$z<VGrnHj@D5phvUgT$Na<Ir!GoT
zH8V8}-^o(oWJxYx{u<_)H|hx<Q|+M6?Md~l;fn?@m}xqA1evZ+MZ45Me7GQJA~EKK
zA*2LA&dGMuzXdJN{|;eL`X`+tBhV7Gx~EHTWNCr+Op~C=Qc<N?^$&hwQD2or;Hs@6
z#B1-9DxJzUkm58z4<l?J@mA4}Lw!%RQoN{?$!J0C<E&{9&I(zpPi&}jA{>g{am|%e
zXW2H)03IU!RNzFAh3!>ZQ7oZ5-vYd@tZSVZczDd0^I(SQ<x34)!HmKwOWrNDW%^2m
zvAEV$ncApm35=3R8|#*d`HS@UN6+Ngl>=L9$(>pi5!XrKn3Wdif@Dk$8%h@?Bj7=v
zo}3;L@po{H5;m-thdwK*vuf6w;@(0w4xVDE$xc8$;bVP5ewmwtjbt`aK-==(veR{2
z5rNSlrJ5Ug-vAm<={uZwL^cHgL#mViPG>v{t#(b%;{B&X^&fYd0?rL&B5~C2FwxdN
zu5s;^=17WW-7z@7Fp|iiiFSReZ9I2W0a^}20Aw5(b7Bwvry$6$?@`my(-dY&C8ipa
zX}bs(2a^9pCoU@H7N-~!v*b`ld3MF*ILlFCt_5ajw;+KQd>s*=n)Rya@GNt<e)7%O
z^9CA9ldq@L-hMOl!B}TZe=OZEug$^#DAM6?1Yn}wf#aE*vE+fCD6HHACy;3i+S}43
zGN=~RDJ)+QJ1FAekrssqmiw=(`O7(xG^BbKhZm}s&OW0fS^<zHH{B*54ex&y6iQ=C
znG1o%9X?ISn!1~^>iXo-&Ew$_hnm<W`)H=Ii8kn#V+_k=fyIrN{yO57dyxCbb)Gi>
zDaTIb;#IFn9MhWt9l%v-7ZjbWW<0L&^gpLIP5{o|ACw;952Zo39`D}YvLfiPctz?*
zSIS#5CZb2pSYCg(-u^b4#vO|xlYC#49IjpK@>gvP{xiF%3rq;+>`n;mAqAGQlOR<d
zk50IJh%S%%>guA-?5uKGH>eBL%L>~q3_>R8vV)n6B_qdj42KMy&y3aiLJ{o3Sy`{R
zeQ2;=gvH(}D>deo=kb){iy+aYk%Ns~UC*cJjV7)$KAjfG(g4g{1{E~CD~Q7aNmw16
zxJE7vozANtNrku`IA?E(j{BkbRCIPHJ0EX9PSzOc>+>-wDxw0cs*PjrWb?Xdn$`~I
ze$6hSb>{V|q#-Ay71EJpmCb*65oQ8sqb>w)+vuAKz_a|r-J>w7w|JHcKf`r2UwI+S
zP5e{rFuzmna=FN|nQfB5gFtGh(dH_;5s3orcKT5n;S^dIl!=aN8EpNety?=V_bCCy
zI5hi!@=qhQUy<5hp9O#qGwQK8VB_Ua$+^}UzvT)9cw_-eMl9+H`_{+NFc&BNzoAS1
z$(8^8JorzZvw?meP7I)L8%_ozsj>=Y4uj~gj#zVPq>!-cw~;(f;f9v+@?}iwv5vV|
z$E79=c`V`+Ml!`j@9OIk!Nl1|-V$m}Ikd&ny_uVs%mL`|76;TO;=LoMd_^N9=J`H6
z0BSUwl73jx=57P%EtYvKCzkYZ!`3~6eDyRl)J}eao{pY2u$+De>VLUjpca{@fO5^$
zR{>vNm+W|l;a2s9&p<A{+pyAW)IF`N__3-|4XhT|l_&gx!H?&%H3CDF_KV}b8sYsk
zm^5_in9UjCu?$Vpp<wfT#hC^!=KMNB%OiOv0jbG6QTmb-1m1Qs)gb@`RKEcb?<2r5
zeEv_t2JrshH)vB$;F2DipQ1TNbeGsU%lqJBfvn*33y!LH<?x&$L=V%CqiOQ2h4JF^
z|H_*F?!WX&CmBrMdOE6YCUELR8xQmq7dcJ?^?sf9Q2{T3zGi?+*VOCrnoQ#xfFia)
zUIy=J`_5`d?9FEI10uzD1XKK#L;@4PKA1MDm(fwDOG&6w^ABVy&q!+zQy3R2b-ReF
zeCb?kP9X;!F&`<_Ep8d&2*@#Y!1-U^;NrDB9Wi||@e`nMx<5m`eC$d5P|MRiNiT}j
z0#uDAu=f;8%Bmj;8&bJnt&LcEIP0Ky4pFgEuH}YiBI+iU0@9SV@h;%{o|yq%NfUE*
zch)|D+DOt+2cf<6;AD3I0z$V<P`DHN$6fwqRCI-5#$=l4bL8Qq%q#4VWi)kuh@@dz
zZ=$Ws@Gmp&#hgDFkiI+1!*ShgGgkU`Dm{8+bR9jKB7><x0IuKZm)mC;nvK*7V)(aE
z;$ICM2%KAnzB(wV!G8~+tR8Sk>%-N=LSHK&uca)0DVC<Yvi;S-0K=*Sa7_?bO<-vP
zyD9%3&iMQHQ2>+%Ifc&ea5HgGG)4{fAWXg#Ws^h8kj;+<QXQ^YO?*c@ddt~`r=>Ek
z=d%n`NI(HoOXH<_GOb3Z^dhaiT)EUVF>a~z>nKjYT%b_8^JBu2o%LizH(drjn?|RO
z=PjCn%TNnbvbK_<iFga4JMm1h*J<xVT*{iub#DKD>!Sr{(Lg4MC2;rumc<5~DCibo
zrl@c*#H|$as_FUJSslxd!hK$o(oG`=y`DDb%cqiw_bl$2@zuxvAjy!Z&@M7(&?VPe
z?i?+*Kwdf<yr}#Pbdx1oEZUyExrVVpcpECxE?6upU3*gClrvn`Tte%x2;9LxkeV(^
zmm%xor;&Q#Aif3yssBe+0q^;Tq;M7-z9{Sh*fBjhj3-?z9#Y$5v7}V~s{C_jN|FI<
zub&VN>{bEB&JUYoY-33Tx*q(g13OvWpaLwUvdy>fbnOh)wa;XOBkp`s4(N@G-ljU2
z`gm5t5xi7Pf*=+g_{j~9>iI7P9Q(z1Nt~H_5E;^05b4LI&6HBUAv1aJ8ZqW&O=X|;
z>qk*lTk&6?In9=#pE31qzI1sx{id788t>a4p@((Owq{<r?5tnSGoq+*m$ec9B9y|`
zBNz9oq)U;=Ufav$I(ceq0SL6n){q!8w`Ot6)wnxHmaq1dEUDUXB3|*w#BZW$F8<`P
z^k^6Gze-|L800xi9SNskm@iKI!UF@O%8EmIXqkdi%$U68TNtf*@|N&?OPg-`X2II}
z##AaOqVR1Kbz~XDm9_kQI_Cf7phU;-17I-hcMw<vBvarC+Q3cajrbQBj`9SOfPGHv
zXUX7jDQ^Tyq$i4giAl_;$$JdP$6N6%RUX_~dm{-Bzwpp52-sN%XA+5#RnUJMx&Qr&
zVj$g0C3&4_R*YRQPSH>AB*4Oh_e_XU@yuy_{7a<_B&&YOPVK~~WgIOPl%mEY2Wf=T
z|LCpzDwtjf6Kx$8dpEGu!=wFdS#PORBf7`G&&FxGAL;*;{rgl#7yV>2Rr%|yH@=OO
zmPdk+QD;-jKA5wkz51X6I>Ge7eErj~@%I^4l+wz%>ZrbGDtrD>p|emFYuP#S<_{NK
zc_#<2m8^I-UP3)HUPiNwRlH?(dS5oKs3Dg1&SWli+#`&P=*tv27pI7_I(_Qvgtsk-
zV`Yr^dSLeH#L6p#E60wXINA%Vj~F}WG)M;wor}=Bzbs~85%XO6MH@Z_Zp{DNko;wC
z|Ng822P!2}a}5BZO0<`2xLFIfx=0f_h6e_$C!7A$SXQ>!5H?y~>Q$MGxR{BaHU#~*
zzZ=&F)Tsg%15jCo<shWOjq9Yit|E2kov?=OSf-pkQce;*AunJ}!}ZHW(d(sP<XRZk
zX3(q>vdHGbT2KSZ88fV?wq9#k%G~w{yDW%}OnEAm>oRP&ciGmq)BS=}6Nqk{Gq}oT
z<3hF@$Zv&mp8!95_?SbnCHaFqMVj>J+BdTo`RB{I2g*3c?Zt$ve4R6wteM2kaQZWs
zI=rSF-D01Yq~y63UYnE*qj3#jSu^Z%OZVlN8Bhm^!s0j46n#(ycaURUi>zPGkRH~?
z1mlPT;c*mT;@|$xzk<UM1=6s$swGmpBVM?V6&B@H{R%1gv{-O{H{}p+^*mJ*ueLZ`
zS@3zGcRjGm{85+P-cx7^Kz})NAj9YDZok*;xl@#lJ!v5zjFWW173>qphqQ(JKmf~;
zN+kP(yjPc6kv72kGerRzaRtjbhkud0N+yg48jJzi0kJ2XCQuZoO;e=+W>m$BJk6Zq
z!yCr4Af86sxi<E(e<D@f^@Czi@v?M~uVuA*rcm%SX%M&s0KWf=l??!~|A=uQXMru8
zRBvF(2?)VJgv9v$@jJ!RXS4^}_X$bj*Aj#|=<6BI@~q&MctDE>WdWV!I<*xnYMqJ*
z3O$XRsP-X)naLvTk|W1KQM)^@=5?t&QRU!_q<1EV3ozMizuBZ?&8k<oYsDo~)?FK>
z`(`%PJY6p=-%HuCP-U49D~7e8W$(_NfojAKh3jD?5q5=emZETAnj4?&f&I>K{QVhM
z_zX#LA%|3Bt=5$S%YtRim+Dm5=w$LT@3U63`MNv3mP2Ny(0r~=c#R6H8P2NPlblMZ
zaz3(qjc?5R_%&8%h4idUTwA{G?d#tDr-b-qFk`7P2xQt?XRty6-X87wxn*Ps5ncr?
zB8JU#RfP(Q(z6Z0Pwqzi0bbbvFe#7UQiYwcjv7CFWnKNxs}C6zC3XYB0l)zM$yNV)
z{r5eaS)d?~GzceitShttI(Zf^I_7B3MH*kpoLVZMj<y2Vvngw}DktfgxDb{za!4#h
zgf}p`go_gQ3n=>p4J`cc1Pv?ps<fKDxv^|LP<8DyS45%sN(JIZylbk?iU4CuuQcyR
zvry@B?R@X+q#*L_+qGCUw=Zk~kd8SJ%|7E|@I2~_GQDt#&PZu8ok74LVTBJTcFxP-
zmMN>4=sQ5Cif?3Bg~XO6{<2KBNmfjB(8^YGfa0e^$LyH1QDs2FTPL?0XLN((U0>uD
z^o0mFk8sGZ)95Z1G^NivU9H{oKCDm;c!)^Azhzs?qxLcn@Az4zi#K%b#%r8paZEPN
zm#mAvEBZuTG|nh$BSqdJz1o0)rN6OU#D4x1;F?<RJb3fyn`P8nD#y@gB5-*y3DSZ0
zu1YYFetI&ifu-{g!Q5X$ij%*Y<hLSBFVdTwrePsGSS+gUJq=`^TE+!S-e;LlsP9X7
z;bx{&m$2d0tdQjE8$nNn2GK_CSAwyY6Nx`v)qL-$EEQIy310K^T9%cH982XGV|>;G
z{Q8P7QaVDjj&AZuG<*BA?5CGW!$z(qeYbpYQ1FA;1;wGnt0bmQFfj`#!lKg^CN#GX
zM$B)6v&uUMs>r64T)*n)9Pry8RC*(Cl~cQKdh0E#9F{I!ly`>BnJIQ3lznu3+uJ8t
zX?oL757+?2{)NB>BE~;`%!9|_$h{35lJv8(EVxHKWsG*raLzK?XRgfzjV8Wl(yo&=
zU(?E5i0i8AT6V?9G~@dad-mT)UbqE~G^Li?w2WcmWds7tsPtqESAn=Q@lXHLudCnz
z6Qjc};00ZuKb5#mp}%L%q$_wOHztrgljKKTvEz7^<UKB}%d-U&ptXA8)Tv)uj5pt-
zm()#e@X}CY6}0Z;`8G%oH+`OzbfpTDTHVKyYU0LM4{PLf<MbeOe}IJ$oVxZ<BKpgD
zJQr7<O-MYiSL3)0`2Z;op0W0lmlm27=+a=^ve?|Jec0F{Z7c$!(arR>jQDI5Uti(6
zG*3B(jEl!2mxb_z6|C<qpQvBg{V&d^f{;eKUZuChYHN`ZRO05d4|;L+oXtVEl5*8k
zuzPVDuh~*jIYZrdUYXUJ4Lp+8$eF3-N?Q|qQLJ;QNZWjHN|vjuze0YrK9#7E$|AH|
z-9BS3%qYh~{+uxRWqo$Dzm9W7adhWMyIz?vS3#(@mr2&2Z(m8}ohH;P$zA<Sgm8RZ
ze%=-kV@jjq>biPQsC>rW=#Dr)G}cMF*Mj1z$+B}rR6p7xLqvhw8!l}G-W<;(`YFYH
zxL!hgQxVy8KnuB|ggzmJHCJ88q|~G>b*J~VGDmF)hBq?5)*&Lz{2PKuS?skXZ^ZBR
zqt*J%_N+NwwKK5>7g?vV=~%R@-oNE7BH=tZavwqsbuvPI)Ly>Tm2@SwQYRuV=M$1|
zo71&e-eD}t&+fp6U{VGoe*rU1N+xLVrYFjVkVjhDCKeSvN^Ta!m)$Cxq2gK7(+)zg
zi|CCNZz1%?vL+j}_@)(1FuFFw{1BkVzY6@u$9@A2xos*7^{<xg4*j&@dHmB)ei;yi
z;sm-tR=xawKsbB+O-SbU&V!^*W36|>LU>N?C#5Ya((k8*c{5mWu&>e8vk!pAN1qNZ
zes6EJH@LL=c>jrTBOoze`f`?O{TsTk=$z{(Z_Rz>mk;f#WNiB6km%9*>XmU|4d|2q
z#YO&dm4A1xm^nB7l2mCbtFnG+%}^mpIv@woVbBUv65g?U!2B?ZzquXo7<!l{^YrXP
zY@M5)!S_BZ^CQDbp)QwXg<);Jv>#<Z(YV|WPEpKCZ3u{NZ#MBVD>PA*y;GSdvIC`I
z*MH{>rIDW!&5E7H6T735%}Kv9AJqGj=cb>Nju8)HFZB#ElU5oaXVYnxwv3QT>q>4B
z<2&`OmyGM0i4P3WqGU45-(%v7THF+HK!tihvlc5joH-cD|DAX|(*3<&JBtYj9P8!n
z<^U+dz?G)-az+}6SEharBcXASZ38&iTub{`VEwPp)QL>n_m|9$8O^JIKUu3Tmv*#*
zO;9XU5FCC>C!Rfn_cxFQf<BGIetlidQmR4W--5D`vw%39eu?b2g?)lwN#F7FpOD-N
z%ba>yTHzf%b5&Z)7eBf2F*_rz5f_)CU&<|h1Kly(9t9czZPR9Ycv>kVWsl&OT@BkY
zn_7uGcL0R{2x!%LtVF8aup9WPZXu0)N%vN1Z6vk6Kj?29$e%bEa<*vCgLC_3eQI9E
z_~X=tW~NI`141JMKMXuVKa_W1>dHcU%r}01tFX5^H`lH4dGj`+iofL%JzI_;x^>O%
zmiOn9QpacclzZM@M;1_9i*TTk*7C}3HAnFM-n<5bOJ7o}{lmQUNQovR<9)s=@TcZ<
z%ZZXE;d^YiNn#8-qCRl3P%=BSayPb>$8r1Ve7&Uk*vx9a+fowilA4i9PI-p%c+?)0
zslM?j(AmqAZ`$s4)C<4wE3?lAPPrwoe{<0zo(^Up_u&Ks!r0m$d`KkO8QAGf#5Ot@
z5z2_)vgXLu05Y?UWdsb)>0<B?@%or>xuS5m+F+Q8YEh!3%imKBe;wAJ&<(^?6LoUP
z@fLE&eEEAlveoTEdNB~=Rd#Y0wwP%66~-y)C5BcoNt9j(#1TatfO)|FAC>@;Ca|Hu
zWt34RRe!rdo*y6#u84zIUyflsgYKzpz=dkPrk~PCcL(epD?xt)eW-rh>h(eqSjpC*
zhZ{B*Kh1kDmruy&7~wgVGhnzqd&EpaU-bvI(=fzxEa^oUZsF-APe5GIB=ouH=>Dr?
zOv&W)qUqm2c=++|6N}-{g(2m%g<HAjD(9LAQ{rqUI=Z5r${nRZfcy`%1#o45^BNP?
z__v4OOb@6AfD_U>NhK<ivy*dm8?XWq6T3OS09Zk;>Z+ko&gS3D-O+3LffXVjPLDn~
z>SJ@Ek$3g4g5~5`Fm7^abwar|tai&gTnh8#Nr-cYri<g8^G`0kcjICjdY=1<c+n-k
zS|&d=EMR}WHF{p#A$+mv<|(rNh0Z(vFPL}pA61o%3Ro!;XY$4M=@N{B$Q2j^0J&06
z&gfj%C$N;J*fiTVuXWMpp(=y)G*6HBZ|E$tjub3+s~YfM^b|z#Hgf_^ix)PvpP)2a
za@)$*Frehj-#~u(2B9qmwAM@tBobn*bm`>R{E4Yh{nsYq4`S8WrGP}<Ixt=SvR!0!
zVETva6NeL90Vd|IxxQmaEx~iHZfQU~tRMcg)xL`4{hs=XR1=(=IN|$ihvXNI{%2<(
z?>9R9O3sIk0aDfka``uq-Tl<r_J;UwsKIM|5#|P!nEn0abd{GH6Q$cWoFeIk$CYM7
zq%v2UL&v)4<x%^lTjyHzw9mZ}?(^g8c~L1`3^SwEQ>}`TJdRIGu$Bq^w4JZJQt9{c
zKny`bj7zTmJJ5ox)cH4%@oymA%>9!`2;foaHe74FuD71&H_!#^{KNGs)X2+4QSalQ
zW>2b$fLji<y}*uVlscyR;EL+Cl!)|cBS%8V${wM#O9`&)_bveQSXL$K&cbh?hyi<`
zW2eb%d}=X9H30u4tM;4dd#0Uv^!`Sv#g5Je;ctoXK&^-M3ZC?<&k~|9Q$~D-1<F4C
zfs@t0)ZQBM2$V8tajD{cK=5mS(t8^QXOr~L6BG$S)ZQ;RKAA-)eDvMp=oRU@f9-3+
zk}XXbcOZAusO}YkFZ^Z>5h}EE*h^GLMz1x;&ggAqN8OXR5P!U_dDY^{nuYnHAES;t
zk;f*=ZiFl->BSlz=lRU#0>mG-Ju(ZFk~GNM&7Vvb)0+L#a?2poo>C7ZIM}c9Jt+ck
zx(p|&QopnC|7=1b5Tq0AkNDlnRHXczECJ?EWdyKwT9sKS?0WXB237Oja|ezDCb~=O
zo%*6Q%~PBaiTij!njQQm`2g@DZ%@F6HAnI^z?<Blx_arLJ$p9y;<q84O&eM0VYNcH
zlT5>Jpq=sSq6wd7?{`zvD+dkJ{BX(nT9tQR>x{r_Mh5;gi*;A2Q0M%kBcuL`4{M_L
z7!N@-P%F|=5J^D%P~=5eeEq%||3D;QK?N#v`|`KWsC+$2*em00Zp>=v7OCB*ZXVc-
z0jVr3Q3uaIS@TP8Xbi-dB`(zKyDD5no;DCIlkx*mjo9zd9=OXMD_vN#LsBb`Ui{vH
zJqY>Zx!<iXO2-@+gY-3TZI^DQg-cc;S|(UsN!89`*z8HAJ^<yzXr<I}oj`b>1@w~p
z`+Et%mQUNjWW-hgX0YsDo}__?{xS3QZzgK|em%wf@yxCC4<lwP&*=}T*=OGSa5+f*
zj@;LbvD|$DnX5$N!1K{esp;$A%=5Aiu}`aZb1jYL`LvOsNuyS|eZ~0{5J#SY7gz7A
zdsf)xsdiy^9lArw3a9V5J)7S^kGJ=MW@txx`Zc5ps%Kfu*UqM-cZKE#DYxEq4kZv}
zJFi_^WL`bzIuE_ai9ZV$m*!MgC}oV)jFmIz6bAe8kHXw9Y7L5UXFD3QODuj&=WX#k
zx8u${(Fg3SO21nVqRy?{sI{H>&<$g#aVg;2X4`^}Nrb`UA`8G0LWGwyB}n`2VfFM*
zfUZW3a#RAdz>$Jf()gWFpd=C;`poraEnca&v<TC)`uFVQKYe}{%%*D5{5?O;Z1b-z
z8s{2XfixC<N?~X+e%}xG#yaD7W0rMsx+Fd=a(Xkm1Nawz$-Mp3pbH4^V5d`mnX+8j
zZ+rWMFHA%~c~_4U7fB9SGabE49}3gXe_S)I2j+cse43Vt9Q?3yp}F2ZtT)}oz3_?=
zZxLDYyC5@U)tcqNR3Xqor_9$t+E*0m#`Be*MZOySgXZS>41a@|En7FIp7_l*l?LKd
zuP>{iJLRThuwE9*)<?;AB-|1_=~iF93S{6b>(=$T%KXsX>q2)h<JV{q=PCl08Zz9n
zP=EV90L`C;h_Y&qf_yrEJ!2~|Jj)D0E0|0+52&J~v;nCbD0ucH>(1pb99#<TKN402
z`9Jl3iZ~fhhnC$7GSj*%a@jY}2xtM{W4;1lEOTFFU+Wxz5U+^1O8aeH^w8x;9m~tm
z%O(&nwQl{P5oc*<<py%m(p{q;_iXa<cNbVxl-){pmG6B|)WUl?&8*f<^g106#_uEJ
zU_Rgld)UB`9Z(D@MMw)6`uT|>?c0{z6M<b9Vgu0CY#w?IkR6*zhdXvtmacU#*mdw$
zT$?*yqr8L<d{H;Yer9Uxlk3pbWct^S-E<0=)KkSDgU>1$4|@F2@(ZUfyx4E^rKdWk
z?fflwb>VE^A_<11VGg7x%pJNf=M%%ex>Y&IBwQRJTDUu#>x5scowC~Exk#1KDwz%B
z6&OJILWWhd^qNcj2#2uk(b_kMCkZcVhz?RwnZp{Acdl89v$VMWR(~Sk6e)!Py!JN$
z<!=DX2}lD>K^P{q#dIAgAn+?28<el0f(k&bC9O}n0QOTA`u1-ino|G7Cio#9%Cn|T
zFg<~1${xi2(WeuOdEsz!%#G6s_;FJRB=snCoYu%m8?{uvpct6{bSix2YxO{@S012@
znh@-DJmVI53^TNu(&vwtin!)bLxWn{t`Z!r4;2T>PaZeq_*WN)ttctE(SM%(JcWo4
z2Ajvl-<bBYSF?4wCqrMn{B*jre$Z<BW`y+`S#PKP?hgv1k-YwS$Gt=={~(i6frIo4
zszt8~c+JkYVd8|x<%9e!`9a>O2}zqo!*5)<=thG*X}9}ACbwB^;Asm1%dJiZz=d7=
zW|8tLzX3kL9u@Q=`!^8R<NfM;Z*TbRZnWI&(1lzzH*c+;3J5hw{<agEn(HUNU?+dj
zAbnR#7alP3fxYr#r}0!bM~S}V`E5sqj^J~;Gnd#Dr5h<{R*sw4K>K&wys+{>2ic()
zyjt@r46TH0j_4Ux1zc>|6HOXG`#tOg<$}OjeUu+9B<B;Dr;dVq)Xx~eBBYI*fj;jB
zZ5xIh@uK0MJY#o!46b(aMzI^Wggj<l%Ny0}$des+7%d!DM53uG$Ds`$-pEgf9D&K!
ze31U$7&H05<sr)t`3|pKa;-Jn{u<t0FWoG4WEF<n=UX}`6$iRYXs!v8X`w=18+o}p
z(RgTHxjLQ`5c%p`PUj?h875^o#J@G+{F@cL=7!*hOe%-O5ZCyMN=uh7y-J(&!g*?J
z`Q}38O{<E~((HiZ<H1CIu*1FCk>2A=2IV%dFMARo7sRq<R}#I4cgtGGqPirl^P<2J
zmL1X4r+TC-2qDXrF#%)32pE49$Qw23JnM>mNfzKakF_HXb=#$WG6|y&?DNWN*035@
zsjocSnCaBpKW9^O6wsD`lx?U*06N(prSF+NC1Gv3PAxy12I<gKivm&AgUI=GZ8q`z
z-$0=%-$p3?L^kq3FNO}RZ8f2O>)NrA_q13*7G-PRV(Ah@t-DEM&#Uc^EMIWHY-oHr
z?9S7uLzYyWl5^i|{hM#m`}f@*xZ_R7XsSuKpOe1Q$6GLflmL>1s!ZOr0|7qwA70}R
z7ecURLr!Bc!v9f-2CT<_q_7jQQYZG0)LpQlcH3(fsB45>h)1glhA~G1`2j#2y|Q2y
zOk3}LsKQn;VLm8dP7{PO+^;W;px^f^ZsjbylD^dQVoA}506&B*;IAJl@YJmTRSDFe
z#<ALH^jY$o@-N5p@lrLvVriGnyQb3sR><N3ya*1Turv5YMBo*v%>L{fsY$?>=owQM
zbi4K|WSbq)y^H3*5bIN|*HyH<%{1%|D8Xhr2l+CM#WF4I_*Z*(F<<n*>SRPHaGTg=
zxDak@drl<(wU_@3y7V_+Cbh=IDfPot^gW~n#vcy1f2(T!xm?Jf{xt2H1&7D~N7+{f
z#j%EK4uL>|li(g8!6CR?2<{NvlHl$zI3c(VPJrO<?(V@|!eE0t4DQ*^IrrYWyIWhk
z`-7ru{?Ii=fBio8J|a)ev$KbnWp3Rsbnv3ih+YTs{vxwtROPP-8%<1OZj?UCm15%G
za(KeS;is7!xg`9>Mvp@I?Ypk4FZ?h=wkOc_LzpKWUV{bj1P@*m6<Y*&B%0^aB61GC
z#rZh43>wE9bBlfToM>G3j1}L@9H`2xw<uy<E?wu*rh4PLgMwUZ)6N05{}3eZ)>uf3
zO<s$z=Z;v$YT#s`=?-^OXltympNfTTCtSf`l)!>eCBb^OLHlRFdZOu`J^sTgCKnU8
zmtn>f$hq+GO3;2w0Zrr^n>HS>64%WKmDkma)>rjyOG<Z%1UkNd_yCvxY(?OTe~|h3
z2gIjnXjaZ9O5W|EI!l7_LEuq%Wt&CA7_&pRv6N655f~8w*8krhELndaN?(9PCxHMI
zMDgF^JnhZqkg*b%^wj;LM9#tWvi)G!0%ws$z%oBgoAHC@v%^8yT_GQX<-m4b4$;@Q
zL;{wU(6P9j_tf9RVkNb*%uHdD3Xb^1T<aeX-u4tNDY1stI}0Q$A2<0jH;M?E9GTQb
zu8>DK+lkwbU9H?9(4b>YwJ0Gyqiv*JZ1kp9g2>fk(=!PvxURhT)zrL09ihS7(oCGX
zRgOk5j1hHfFG04anVH@0o#ELmZlc6a3*lYLHEnEqcxDoldM|7J`sZf{{oKAp0%Ick
z+(O~HZJopx_&b3Ce13^===ZZ48Gm0{>CE|dB7KDd4yaXw${^t{RFqMDl%5B%d=lCw
zi({KkZ8?`wM*{x&K7nD2&-`5e!Gtt2zaAOuPlZFB@+{I_PWv|3h~i28%n^$L2x4JD
za-4!Rq(3T9#{;}g%c3+J<5eV{p(c_i;K^ahCKF%`?jA{ym2m$<8o&9wWaEE-eE&Yu
z-=}_PS7Hj+g6?F^zxt#V@tlidWycB8jZ#u)9MAGMI1a_&f5j6Wq*+7I<|fXIDk6>5
zS{mS&+#<{x!>~b2ud@9IuP_I2a%psQ)J-!J@1MB@;dQdCTym;OI6YH93a3$IFAt`K
z7y+;2)Bnzx{I}O}cJ8u8TG83#eiQ&_;+6zdr!dX)Y5a48AI<aCU_e_Oy^ue}D}X)a
z7)Wg&MP|Fc9d-3Sh=gwo4<q|_=&W@>UT5(B0lCEVfe1HJdS<!$8k*(IRTk9-&|-8m
z6F?r9<+fMr7_?eZGRd;ijuPI;Z+5-jq0*15J789LXd;shuF|J;<QwSebtKS;QTO{C
zGklz9!bBDPqQpz19`5~tq)Ei}m!yD(^HlrxY<`o@77O&J{>P3Z)XT_!QH+WmMEK1r
zu*nQyU`B-#dQzAnc0qSZ3ZKE@x|LHK*elT5Zn3m%q3(v3S-CR)xho0xjiuqv3OtU3
za)&E&lGEd+a*6T*Q=`U6^sn3z4AGuPeJ+S%Q{SLhB-VdG^Fa3jYEJR~ol<a`0c_S3
zaVvuRC57zhA5h>oQ%QxNo34HD`K@fY`=?Yt*M)Hpyfu1O=7@=<I6J;4%vwKNE{_A1
zjX=>T4?v8|Xj$|l=U1HqfjaXtk-o$j*sb5sPP+U$sW@8nbSF~zAk|@Uc~v1z`>e86
z$}LY9Dwz`1T@L;93gMj}FNx=m2g3~>^&m0i^pAyOxri5>C)n~{VsH|1{1{$h=bcfT
zMzVWg&F-q@B5R<tOEPonD}NjWk_>2`%Bf+vbEM9li30n2_ZE=Lg`}5zH)dk~0f8J+
zz|?sh=AiE@31Cjp-9H|tU%1BqDr3s}z5^|f3|=z?h5$SL54Ll<p+QLLh8yHL6_`(x
zU<Vygyo1N+j(tej;2H&w5kRD4k5{;3Kanz=DYy;81eIzXr!5GoR&@3ooPMzop$tX2
zo*(H5zipZE;&Znsx%Gp}ZS^$pZLT>#Sk_&KW~TSAj!A}OD*sv{ogt^40W?I$dwfWN
z813;2pN`tl8n*N!1Ac#*eo1<q9Z$wHxyLmOD~k;G_JkN4?4U*7&VF31sk)2t)>T<`
z9~@Xmn1$<l%2G6zhbudqOw5EP(IH_v&AiQnP#)LjTEf_5zq=6Q=t(>EK_Xk9<JErs
z`7i2lHmA7hhBoI6{L*qeFM488G`!}>Ux<~0vxeAt86kr7`7-84CUps9R~wOy<7fGF
zhsL8DcKEvciHQ(&)OXSJM&!s?Z60+wa+{QmT}e#_2|ZTCW5GohuBvDuI`*s0>R-|p
z%7?|>4W+*o0408!De@Q$|DQ8~xeF~qkU7GPy2gz4lmnVx|63v41}<}KNhw(nT@KZM
z9`_Lw2ogj&e3?i>7B3J}NTYM3YNxN=$qGTYZgx9U@i7M86*p(s(zETu_%WWG;IRw&
zupZy=^8v@Xl5E34N}}!xpgvp(e3j*qa)xqK=Zn$gE+|qMh#0F@u&00Wy;V|BDxY~i
zhDKWtwu_jXISEvFD^ODYi((mr;TgRxx}Yn5fwz6XU<Laj-W{#JN@e!#c<{Wr<chk!
ziz$WYgMIz$GFNtmPkO3%eY~S$ZQ7HhB?P)yO!9Azr7CXS8q}6rrlzT4-bKER?CD=)
z2l}?KKG0vzfp-B!-1-N!E)p(MbEFt!_KwBGaFsn>1?%)t>FjQv5!igJ>A@x^cQnr}
z1ft!E@U2#|GrIZOv=dT5bkBV$Buk{oQctvA)D1VBU-PUrbWG=0C!<xZnJs;_-|w7)
zf7}MiB7@W!kkNVm==n19f3Y|{`>XOqPfZac4LSLii^!T;di_fuYD_L{7B$ua7+V$d
zqU!NZOpahR>+qA@_dK-@0cGMw;E#TM@IxJ=zyV<Ps50I)<|PDZfRunO^UH<eq}>Io
zFDb!v5rYiH^co^5BXme^)6}Wff==|6jD~`HO$OE<4Zs1zRw1d`x4cgYLirsfGR|Rh
zG1;%!Kk|wUm0P59O}?v%aF3yvKpVvKpupWDc>Q8dD?A<f1(3{5t}oRW$MKi2Ui2NP
z2GF+RCkmb4wZP$EeD_J6yUTWPuygd&49j{|t!J`&GC?6Cms4e-Ss=?B^DQD(4^6&Z
za&H%uAVC+xYR{Kne$&N`oVgl*Pj4)5r@-2yN0nsCd;{t_OUjr^bF$0d(~zGEjKX$%
zrO0<Thkf&{0HJ>6C5@;<lcEG7|J%vhrP3lJ+tOBlDiz37?Q2xfz?NQsk6?Wwj0!*Q
z%NR<Xi~Zn^WGv-kK~?6<U0{|mGJ==e_3igaTA&h0pN(Z2$6S=h`(bXVpU^Y}&1n~O
zMzH9*$t$Bo8GuuUH77Yo@yCEV(-RI7)_6_x>y4;{nhjP~xf_pk()xh5k!WiOT82U0
z<bne19B-`5?!_5Qe_KAXBN%VA0CFL>irve?nVJ{DGw8Z=E$VTxCrUOR#GL!R$HU7J
zoj1@8OI+6~!a;p4k)C-Yk&2jyNWZO5OBuBOA6$fdnBLz95!ciY5g;K7ee>jErm_J6
z@-Lt3uoU{hbY>&<^r1oIWR{Nz=cO&fcHSS*o4=H9VDASoG0S#)J;k#N5w>3O$9$bj
zK8vjOxtv4`Jt;eqXl^oq1`^b`X5Xcf&gBaoc3ch=w<=8KrLAiT4Ib$w_m73@hGCFp
zM$x((n<^93TZLVDr1!Sv#fD97ABX$gC8ozJf`ohUmci8I-V;ieYl0#+%=O8{dM+2F
zn!amZXsMZPyg9gkK)?I^RJ3-C+6|lOElQ@+3<bxVb<tDAa9>F;<H%8Tw>GHW1Qsee
zIC2&uirMBRkGLaYHu6@;&1_gWm;9PP5yZ^d|1_U`gDK#tgl1r_$&|5(IAV%Y{&M{r
zQO9ZJg93|xN?BR0DS=)@&-huz$5V|W-%|4`gVg{mh9J}&!Ux8*)2FPwg<YrJh8i&v
zU8x{VN*o;n#1_v`yBKM!PoLjV|81Z*v-&SJD!wJf&C<?E5fGy)9Dv~$36DvLfdLrN
z*jY&8CKtm5G_3bf>GG45?WIRS!C?%o*Y$HH$ve^mC8VFK6iD})X*Jb=?h@~R<^CAJ
zIbjN%syURC|6W<`AmTkAUBWMFcgMqZGYU)d6C^%g#mTt|?v?uJ#%T8veQAU8{s|Xh
zMi(5_eYGx~9W6Yz@1%om0M)b8%9o<=dHz}YZa#h2fV^h1Rn6VPr0p{kZjklQPfVdO
z){uHvZux~d8dgf?pGJ^9QSwYen^Be7%Qg|QDjtu3gIB(&muA9Y0x8W!we~)B=M|B<
z+J-oK5~U+kiovMMxD_@z)qg;7qb529HQ@<SOC8AY#*hhBl@85ETSK^SFVOvs)1uo0
z_~yW&O035N9n%H#Wy+_%p?Rmr<<(WD^+{;_9u<YxWK!z_^E?vnj6`aS^iL?ec0s3x
zYKcV5hKmP2e?X^L1)tLye^93rXj8?AQ?q`+5?6f%{6~NsWhxkMtk%chNldaDKh6X{
zlKps`6Y04SYI~~7gVXl;k1f~g@`-rU0i{ePA}&h6k?m_&=2_fICSu`@HN2C!{wDk`
z71H79Yam6xae`0grh3m+l2Hkbr5=DcxcvcP*#UPu9#MydIf6$rT4$8>ZG6akAnW?!
zTn|R`GrcweHcX;2dllnLeX&o<^*!q47fZ<#H<pGo-z;E-ajQ%LIBa;d`iFa%h&!77
z-X(eZBcr|Mh%mXgvX#bgu3$KL44;FjYw#%@*v@CQm#Us@^F}vG^Cwj(5i%k-AEk$B
zn+{i7sr!-98i!!p)=jW@vfSOl?^vL8w>CJ>(w;p&;I@&>+aj<YtEKUp^VXr`d(cH8
z)QOso(AvkPXpnh~wwIix>1m2zF%l_usl+B>Lu5a=s5k|`qg4O*0r!+(oS`;MIVu-E
zl`~oKX6lL3%JdGe{=D;3^dAt>C`Z>~WI|HtgPaRjCr)YR=Hv6{d0B019e4`sbjM$s
z>pVTf&CbTohbeRp0c}W!aoh{XwK=h@XbIYl^uf1PBz&a}mEy7^knAO-KV1JH0>1j-
z(FK?yy#KlM)II;+5e9t@NEJ;T_oY#6m=EYS)NPJQDc)_zjno}I?+#f`WcM4=_H#c&
z=9<c^#L}Nm<;V_thrpc`p0BIm+P-j}Dlphg>Nli@PAF2RX3F~T?P%-gpRVOjPdG=P
z-uc$&Z$y0d4Yb@Nc3BR9mb2!j0!_BW9P>sk1d^5*%}MuT{)nkRD&O<`qgx10?-{7r
zzGx2r8Tr?J@h{)TVo@ysb}Djedou=;Q?P5rJWea=lfK&+^wP{5DDu*)^i~7}3DdGF
z^rLGxhp-Ez31_9ZuAQm&Y<lyNttf@y0=2OHdEJyLPKA6<kiWNw22ePGh0B8HW#V4z
zd@Dtf_g;v6TzdNG?W!GWZW>%C86|A3m38gNPGZJ5{l3?YXa5rxizx3SW6Pq)4lcr5
z-0ykJAZk*~<O&{mfR6WkNLIKOU1G@oBxf4Wd@hgdPODnx-rd|!pCvrO*2ZW^OVkBI
zx8<q{oF{_Wd6z~LA|Ed+y=jyu(q~HVLk+fYUL%y^JHK*0n9G^uT77n7sr@i&i_+=>
zrOEXg)mI9-SbleRtYA6?V+k1WvIg214x3LcH1}k_`&l@Rf`GNmnaHo>e&w&l`Gb#S
z92mrjVkH;D2f0R}H`hIGDMJ>@mMTJfHrZ_RoCwoJd;{`ojim=Rmfgo&nf@;B*hilQ
zh$s6%Z%DVZn}ILf?e0@|7I5)jFRYymN_4m4yM)X7<j?awibcdxa_Xg9NkS!Y@L`E}
zDF@D?bpvBcvL{L1;F5Jdt4KAuIhS0Zr-1sS@74yjMS0M)+O#u<tq?Z}MU5mp`1R{9
z+By-HI)7&2zS4LmVVxa2ac$q%ULmy#+~&V@a~x1NUHT<V(}Rxmb3N$Z_)%vOl`(Ui
z@Jv;4o_6<>?a+SSIW24Z`$1U8i!XmbVHROuK;A30$1|h3q-Jq?X5|_)7?ss=M<yR7
zq`xk+g>AQTeSuv~)7DMS(bh*dItKeIseEc@l5@ifm_D=~8g(LWU)fjUngAOqPS-x-
zBNTLplxAhvU59M{$f@cq2x_IyyGdiVwfP#-zt+`wX=i!)!=LK89>QYdIPu<{+}paD
zJ;LVI`vU5;*-7(vrjtjb{W=P*aWdaZ03BQrP>=EhnZp1Qy{?$=Z@8!zB~QujT0zv~
z)72l4^USc3tY@4maF~!M#7vkR=mcLGM7nq=p1kGxtVxh-sS}l!ZFm!`KEtyp`>~SR
zVXFd|#_OvJ%1iR}v@(*$^mFetWA;7V!Y<`VGG5fjFzgjv%K@bT2VtNL`P1XFa%}@E
zj6&<Cb2r@~DWDk<C|V&YQ7AS)oaS?X<AfvJxN)a}T%FP%2@6-Cm7HGORv|8F{)w|N
zuLSd^zNe7UTKFm>0^XQ}&?qAh)x*xwKgEx|928XB1?BRMSy+@RIz$PXBfO+>?#kT6
zOfJ>8>hs_U?st*f1T0e?H5aQPD+IIU!sBMeeM|*65+E0YnKoWLV*Veq-<GgE-1#V@
z;z4T`7ND-Y%onWU-u@fI_fKjzcWdjdtDQWqlX@e~b=_n}PPQ1=^=4rg>+COt4#or>
z3cw!SnjMWD5c!s9n|o0TwoJ?(&5miKX;XsO{x>E)wio4Au){bR_aefD`qY>!J@4gK
z=W;{w)7i4+%#K#L)xHLYvnC=Ez}9+@rA4MEp?i1~Lj${Q00+ZV1^x|WgIWKQu?$b8
z^yur?2!z{wvQUv_>Sz(c`Pz9r`0H-OUVcL;v(Z?Vbpg<EtX5=L;c)9#x=+trM_}sm
zxmcwjB%ov<<>h`y#a=p+3@y#(lrvwR3tgY|rmE(+?A}4sJsz#1^K^l&Ms59^kQ}Ta
zoTEX!Ew19hQ-D0U*;nNTB75YevQFs5m(w;4E3hub$ym2LB~t?23GJRin*Qps+zdmG
zFL){E^4r!)PO$Z)xDK;M90HVcKt}CCN@@muOkE7j!|R5jx5okj`+|Lv{&n<LzFWr~
z!%w7Hp6*<aOAS1)h~CD8bCBnzR7l`$Dgt{t6AvFzus)=d$6KgsgiVr=Q^3jdU<WXv
zfGru=#96rzq1%(og+_3pT=8yV(lnH-HZK4CHR;CmsgN%*ydsz!>uG65c-5WUn)%18
z7wb~{1ba(Qh;5#kYnly#5wl!l<HP6sjXFODy>+<dT<h&ho*I?_i-taJ$Ul<C|6-B(
zpFRspjGlO>mip*^rzU{<FW6fA$D%Rj*5^Y9>6t6WLvK)p<I4J&3HvuGi1aS*-;_w#
zcWA4UoazqQtr6{78iqI!wkp65ep8ROawNuzPa<P+VTIVOHQfZmJX5V8?5h@hWc*W}
zk<1uYhIp%sH?`*1^|7^Tw#GjnXAv6?^oOtsZFVKC#xBcTdz9g6iD~A8Z@VJWdJ4Pn
zcI{afa>kW2)jSdGfxSEEe$TECG?QXJRn%;)J-J{nO;vQ7Hau6Cbefqb+kh%HXumMC
zuLt*jYbHME!H7IJdaRJ`gxd!4gm5O-hHYh`^SR*7TnQHY5+#2*J@1Y*do5*zvy_=c
zUgwJS4D2}eF`WeI6*4T)F&d20%O*)3-p3<D4EIC1Q6Hv22KzHMt|;N^%e<<5D@`bp
zCyyE0<K{H!x0q=}c%+N}5Bc3Me~6IkfJjtUB64%3lqaDd-o@%3w}U%n?{GJjo<^S=
zxOS#wxg#*y`JfwiWrrq?m%<rkYqUaepG@?~DAkircKV<rFJjsNu~626oEW9FZIC@X
z=;i16&CI$oq}rLR>;#cr`+TFhE+FmI;!CJs>OMA+^FT+m3*XiGAWb8U&F!P61E>3h
z%8z;mr3f~7>woq#7w)nd)Bl?-0k~-on^Gm*7g1ZuQcRu`&r<-Jig1YVe0r*Boaj7<
zz2+<aucT=kXEVM%bvv6kZ8foI0q9XL7|aoexJb&#=Q~~RSmHQkxn7LW6?<GiC5VL9
z9w<<+t^d}`^o*}xELo0HkP^;VTSd1DeOFZcAqZsz|Cl%AUSr1T#%+K<m)WZ1?Tj)h
zS0gEfC1~G^iVddESqTjx0G6Z8jxn@y!@F=DB%k$%*V652{4GYplBE-(L-0eGxy(;w
z06(-@^gfetN*Rx870S|M;t$Fq<)COTTk+#3jri6=K64lcMXnxe$y+Djd4XO`B-B+#
z>D7xwY8G>m`CM5^Xs>|+;NFz@C|&cFp0fVh1p(o0a}n|o_}486jW<qzaiYP+dW#AS
zJRRECfq_52NeS0oM&A%*-3C!H9<X2XjXG)8#tgkpZUL<|lgBUQS65YsU6DM~&amjZ
zZ@*-TBdfSlAB@CH9kFic;4&TK^@Win7j&2FBHhj7oiL^kI|T6I>PM#P{;)lo1OKvL
z?sI8>0n%H>S;gBC#zop=yOnY@J~xP2OY5*`T6EvwtYW!9ujE`}8>Mbl>nu>yBwSB3
zKomX`c;QgHQ{b^4OMy;7xFiP(toz_6Ep}TqCQ{~-k_gW;Abk1*ioJI@s9kT}fVrk2
z%~c!hvoTs89+FGmL!J5%Y2XDxf+BdQGptM#T+?6IHTEDLhYze)d5gRC2f2sbP+`@y
z7e!pdXadU&<|o-QRA_^?-Aw?=iHOtI5FXAOf{ieNWeGak0|<N_$@~0o>`4GZR5-R+
zE-^|tehXkdf52-a0Z8Kc5<QL{FMegmK!&WiokM?m&S!{w7F(?_S}>hFgfnupjbiEV
z%(a}!`bkl>4(NP0JngTbNx_f43*a$s%~Rw~LBQjB-U@e%(3lcv-J6tDpD$bym^%ru
zEx+i%mV-f4AwsbnlwTHH@eI3(fiv|8`D$NIGUaJqBmU#ECLeE!59(CK&dm0Fot0}{
zo6V#<^SqsrDA|(xz=(Un6sCI~P@{6+#9}EMab&#{BZ|BM;6xn*Z*Xza^;NU;JI|tC
z6}ruoZO!$h?>ct$E`@S&wXAI*SJF+Jjk%xRD99z+t76`kN!(*Jq0R4$dXQ<p|5Qc{
z9u}j;#gyVi?8-!<re0|jAv8~k*TmUh{8Vs+Q-7<1!e019JOg*lDbvy}P2o<zuCXPG
zROGD?o)M<L=}`p7o^+qQmWFCF&pbIJs0dnB<TnYOJW%n#(rRj`MaG&9QFr<C8!9S7
z>iV3)8Q!Jrm|w^f#GhV`lS(6HoCXgj?m|26E(>53L<b)2m2<>FiF0{|R>r`1y{Fxe
zqO;lR3B!fIi#BNxd(5(Z8U9$cEYh>OZ&kY6>S!_K?J;E`M5O#P>n&Xir&kV*4Q@o#
zi_i9Ag!%KuUaF_yFv<B+qh3dfi+Gi5Ex`LWaeaL^pD-U7nz^Smc<56SYg#q({@Rz+
z+3NB(DsqtrGuIze4EH`f)V9DqKPES3OgpVw=JH*3cJ)>4)@FNf?rFTfONhhuRNaGr
z{Igz!x!9JD;Plr|b8SzPtq^XFqwdOesYBuKMGwy{f-(=35^QE*V;s^Z3ufvMN*`M~
z&h!=MVMzg!317La078D6h2UDY=f}kLUB=eUd{$V{KjyO&y2AUyhZGkx9osx9*UK+}
z*Bt<vzf9<bO*ab4IJXoxrV>9P%U4m}p(^y|;6xzwTNwm1E^T`$<?j*u<2N<l3kK(g
zAn&goKA>gk8gebbF`&qN&XixCT4&}KRp5rbHU{%5P3eSX?<Zd@_ziIVh9Fq{CTvWl
zE?kzuE9Mjw<}5s1Vdk(yK^N^;uoZu*^=2fInqYPYjJIa7lIV_5h{x~0LeUkj4~_1L
zo>|lwbJ_U4%kOKzYi|fY0=)KC{#MZ5?J<ITCWuhu^veD*{hXVAWLi#EF>zGTT|nU6
zotEq+s)KHz7~ddbJ!9f*JG9i2-U7|tK5Ma0ams3!4QJX2R;gIPe_a|q3Dd?>F!1^V
zYGqWCnH-IWMjj@ikde-5KD?Pa-acFNg^E9M737+$S~wE8Z#q0pn^xy3E}o?|mVQX!
zZYz6|yrB3G7r*?!I5J)ra2k#Lb;x;hJOM~kFFAYR0&G|0+GIy?<9c8aXjDH#Tg%(O
ztHd><YK$1Q-KtnHPmWk_zPJr3?#bR;oIM)LVF<=)G1@xz)!F-U<5JF5-E#9?`BlQ8
z{u1Jz>dn~VACM&cu_7#ym3{05x;(BeAMeqP`qs^0CYmAJ(Mf|drEY`a&<`SV%<8!d
zUt)czWkb!NUDZbuC?6l!LCKO^1>5Q6<#o8A1WRru;YBGT8vBu>=cZ<UIk$r-78$(-
zilT)%0*3n^P{ewM!A#cFo2J<1uP!k|q_*V2XBA>XjG^%SU>CPndVA$1F0bu~tj)+G
zL0U?|i-;eJuasN94Ocr_MJLWFJ-a!PudPkqteZ83Zt<XDlV>DYXy4TI;Vg!n*iaE@
z4g6~LWw4FRv`X0t$)0@>BbBZnZ=aF$O#^u-3qYpgaek_4hpf32&;#{>0H{IOp?Kxu
z`GX7afPV`c@Z}4WM2UW{bW!eWFkyW`5h{$WYd-J!dRrz+Z}ZHm3EmN8JkJbku0uSk
zHy%V*M6mN6Yu(YY!yaA7!dhL17Nsg8$<-R0(Vk~wmKaWTRJW>ImFg<)KTA7}!V9I2
zGYGU{O|~J)SXZ_hsrAHq4NmHf-q&eWkubqjSI1-*FxD)T%)(Q~1a)SjeBV=E+U#C)
z>6813$-ww6<mbIw)TR>56mtss#dfvVhZL_ny~OLXI#Nf6pBhbTu?mg`BH9E!(+baO
zWOMwGt=b-FL$AiXZWupBkuI((akY>QHZ@~*YSbsM714CaE$ghysN+5lyj7MG*G@6(
zrC{l&Nnc!(BM$5g*tk`{d7_eHg7@1LER7I6$_$7E%IXj|38W4A;ey_SI?IIq!q^(>
z&%31p5p#eqGIdY3qFaOHCg?~0>z_ya^fLjN3B8`rF*KEeKUI5bcQW*J*m;~!!sN;@
zMl=>@dkaVGi3W&{^hKgBPi~}~DQdCWXu`2YPDnLVZXn$i`C@qoYL+}1=8ert%b_yz
zudw9rr*U2Rmjyb{#>>1LRAy-%1K6QWL*ES|iHkE)L5P(VB5=th-{;GTB}N=(_Uu_+
z7?~cLHu-vWTM?S1Kv&_r{|`$GJxKyr%!Ed3Q&j()ZjmAmvetYw&^wCTs$f3fz)dXp
zTB~#QKs$uSM}5zLvB499W+?H}?tNcixnjS7kX+}K#fpx1HgC5yi0GXkpYC{=0cUMh
z)YV4M)gXGHJ#0|$3Gcv%q^)&^6I^chRVz0dd9gqcCuQ5Z{Gy}+Q||d-!)VhBykBEd
zRb{Nt3}oDMWQ~!YCntapU-p4qz_|Nn0yhN{2<lu!DQNU$9^W+fNkTNtf9qxuW@2%i
zRs>|vMINnGaOnFy*5_utM|@Xz2^^O%3r3y3ywVv(CD4epmqFw$C6U8=b;F~PF7Q^S
zc5gY)G^XJ_%?0_amC9VJb_vuwRjHu?O8@(f?fZi7VW6cO7hg9|7}(&(=h}%?@1nei
z(unID3<D9M%1{~KeI3cIqS=YleN+JPn!QVmCe{H39UD>&xpy>?@N9Az$mQ%gfcu%n
zdo|BEt8l?{%eU%`=@K4?g*1Va?FaNIdj{IR1y(7~AJ_Ma5ck;oKRo9Xh;r)8L|Y-8
z{M>eGoGAJt$9yQKLj4+#wMTbHu1xNOMY_qfv>5fJ5M%0;3&ks`-1ZD3YkydL#n}7j
zZck_vCR5HQ!k3>cISP45JWT!g!~R-V!Q*{cD34*A2d-@EE2fWkboWu7k67n-^U0bs
ziwU(niK@DKk~Bf;4Evtn4F$k8qP|#Gj*IxKL?r9BTbK?RJ}({^zmo+wUsc^^7<D%d
z&^+a6?><o&tO}?5<m2J07|7g#G#Y|y1tNVlf`*p7H<BEAC5{Ik?lg2*uAa4>bomfM
zdYV7nep5JH;~e1|$cB7*IOsqOx{BRN{B<i#H|A3ywSSS(A=2fW%5OuVSU=_5Xl?V_
znvDgeNNDhyHl_7HVghZ!O}D+=WdAP#`F~PHsA`BiaZuc)hy*f=^FN^Se9|>?zOtOE
zVb-ud42{LH_0hRUwPETL9?P>)sm{B%v!{*ZZ(0Jf9v4J~RgOk2z2w}FFUtsIv`wSX
znq*~nr8~P$bO9C!>*ALURrrx6R+U3zz0=)HTept26s!dcb1zPkD)mV7$GQc<cKMXB
z9?rFbQ=$PzWlgJGVSaowI%u@dIp!habv;8fg0*w8<_3MNJ;VO2kT{8`5W}0MJSD#!
zE^od%eReD3w4>{C!C!Y_qcdJS%vYg!{`;EP)s%)@N+aF}*^5eud5-D4GZi*~&$@bV
z&Hb2{_S@~e+QM1p;|9tTUR@_(`UuFse!9nFF6i0&+8Cy?ZZ*FEt0y4j<x*u0iqnJU
zjWp+-CW;aznDQdsIcZu8lW?cGkqum>ZLEE-%cs4Y=_6zD@RG_bT+Afz!K(ps4di<l
zr6&3z1m(~FHT^y^Fj@;z^bVusDbL!FpAEufh^dyzJi<C6!fYpW9gg&NGQk<4UaX!l
zPwtK;I7?Q&40nI-saE=PnXDVe-n+7}rG1^Yqmrgu4W3`rb#5X!we*+3mrL`W?j2F0
zt?zHXr-Z<Q2eqlvFZfAU*I&V!DAp*X4tt_wPM=Qa!#FVv71=D^oEC{XJjVWjdJM)3
zu&>y#xB7+QCkFby8}5Q8E>>n)P`OHxlN4Y9m3KAcbZv>aNkI?dD{TVO6i^3{07KNh
z!27n|QV)@cdE*%Qo{rST&|~H6a#h&ieC^h(b7+~izW_a|Qv@++OOS1i@nx;n+nI4_
zfyuT^&_>EQyd$uzl`lu3e0Sh*dXeRXfvr~Bd!HHqyw3o?;b}OLF26d!CP@Co^e#nT
z2iohyV}7xhBVF5s{Ck0{3}Okopuk*~afjVACil~T;~VDcf@QPvf3u|KLA8qBz7h4i
z<}Epx^23k5-~^-#kkbm+?7K-XYF}^Lmb@ULA;zHxxh&oB)8ZZd#&=fG1Z^>g5%)t3
zPwt8WsggaXh2f`i^~KqZC)#N*6@nlx3{*LAWb$X`Ax9`m8OV9QnN+92kBMR&{8l=L
z>f=G@p1xE7t4Zr5?vM;y2Gi>$OvZ8MZMbknj*bPsvSej{Az8+jpk~qTqVJVUfc<C0
zTKs`>zDx|v))`HdYu1Y*f%RnG$6*RfAo}w0Rv+?i=4SRU1}-NUV)_GeYtx<?<gXjQ
zzm$ZDi*_E5324st+?YS~;89$Kdi)$|e&3j|Ic-Zr8B5I8If@N7y<FF#O_zw^UPm}k
z=PWbzW|7He<9j|hHf5#s^vW60Ns7fgdY)Z*-{Uf!ie553|1vFGTetMRUzRsx`Kf4M
z-<;&jK8F;WwVASjVj`t`alAz^<@)xPE;Ntnt3lVoFvC@b-u1OWS0`>$E*ZVm4$<{u
z7MVD`+C&8Ld74`nqg}~h@#6k8)DGlMCu+brVY_`V6n~x`(?5QTJ`Wi#5a}foKG#k>
z+eVX~ZLLB}xJ_F0kEDNiTXf)$oTSwhw2)r-@cz0&V$!*hGm@WCOV_8bEBex|%$}Tl
zG6gWsjJC2ZEA2=SE%c4aTysr=2~<)%`8W^!b*$dw{5X%h%*1T|@1dHuB7qcx*{WaH
z|Kt<?)67OJ?&$GBlu&5Tf}{X1l^+SQYR|xJy@T9RLnmy(oSSV$;d>(=HIil)!uME3
ztFc<@=fPpDHYeEL+1siUiDW2qep1X9aH#=;D*4kJpM_GIlC&Lv{;TpH*lIWz1g~@6
zt)8v(TQcVKlBz|GwuQ$-v-JV4kG%zZCjz8mL*>R}@AW|3f<>2aO|R}*8;?_ZJi=~g
z<id$!eudt2A*e6|_4kqL^s{g2YZEA`mRCvSZ*BtWRmUb5Ua+exsS1_2x09PAWBB)D
zF924X*BNC-HzhsIeGMT5z5JN-jW4Lpx2#!KcF1ez;Yy+C?^e*jkz*nu4jDs!Brq^b
zts#LWv61|gHsv#>j6H+!1|)JnO^mg13`=E89-Wo?PDA}dEMjgIhdupC>n}<kAbY;N
zHC3Z9UMfHAD923ARIBUCJp+!{mL<(&8tTE+lw5At9+7Q7R5-u!VCT@1&Pjz3NH^AU
zU!M^Ef-OWq98y4&`npPI4WV&nwi52G^TQQh3e#^VYObvKP*)NNk?!xVii10!@U6bF
z-vnI~4I0+M9}ZeiXNbxC%i7bJ9QoGT#Y}}S5T<`3$i-xML|%PwjT^A^AdN^7757AU
z!=DmoXY8X&aQV`OQdp7FDrIKzrF<Ext+XRX8mQ9NCIp`rf*bSz5^c`M>5iH*n!d}S
zvrp%*JRX(AZc<M3zmCY1lX`0vI=Tqg1e~hpg@SXBo)=Uk4f{6A(q*@Pzfc{^z~xvK
z!#xYhHd8*sNy|)ETH~w8sl8{k5m0QXtx>Lr7ry-d6QXxLt~Wmligsk2dm_21IZ|c`
zb*DWsqSzf7IH7yO>S<`0YV)cuW!k$G5!w*MaN}K%YvpdRyYW59+E@P9$9V6bkGCr{
z9u?K~FDMSWq92ZSSZSnqEwSM`tGDas>hK$zyEHs;+~;ytA?*eQx%HUL_3?>u)qL9;
zFk?p*MFniv?K-*e)t#>PO3cu->$czsob}Qg&eaJ*!U&O87L1*5MeZ*51+-X^(3P9|
zw{P3ygMJU+$co@fR{PqG+tD*8oF$QJY7^Y;heydqw%5^!97s(S9m?LsST?SbBV6fz
z^_0<1Qq!~h3yW_yybaK9;1fHe%azr<BZ)C2QEiOj^OtC8Ji1Z3R_=txiHl9;<B`Aj
zeS@m&Y#dkRO{Bud(w=q=W-oZdbv-FCz7@{O(Ve>!e(z`5yN8mL-UIS3>g<$D{!GS~
zh7`8_eF-xNQRnZmH0r|pg#n$3DM8Vc5vb9(Y_SKa0y3bk=jn0mL4oHGdc}R-)B&P8
zrUY`VbDXO;=Sq3*9}yoJsGlbOiLnAE%Hb62s3+2W-BJuQ18<hQ7Z|P8p~!BMP0t$s
zhOa^%J~WeeTjw^>n7y29H7J-T{R0YraONawWY(2!ZkG9qDf>YW%Qj&!BP7Kxxy_5s
zJLB$hLnOg@-thI|(fT<{ZIh8fvX^qkE9MBFue(l!<Mz+r)0_rJz1C^7(yC2O70uy`
zB@2HjnQ*;6(K8J8^88Y<ud1!PP^(Ibl+IW)h_sUe0t4Cq0;)tm;@bh_)|39bmR*m!
zwvm%mGZ+10ca)VjoIB@HM<2H8(~G(N#l@0m3(C4g!tn@#!i*F7p?agXm;x~=O;+p7
z-22<SHpgE~jUtP?o9KioZX`FPY$P}b?Qts=9#ZTAIh9_LeN-?rpS!O78R*XLbdiZA
z`I#Rx|0i!}K1gh7z=1p-wr`GboBcy^vU5~z#zjt_1wm-0<Q4g$gD7D-J6z9z#Gml0
zMo<4$42WaY@!83Mrp!)1^D_}Ta-3+P{a{F|Shi(zVq}q6A+&OOo4px%tC1S<yu5#W
zT_o77D$K|e$s|bt&9N3CIcI#s_sCr0A+f_~VC<D3@rBl~yOAqL*bcLoRhGe0UR~W1
zhwR21m8SAoZp{dsiHT>0-RH_n(UnzKMYj(Oe@)+eVgGoJcJgDsMhuBjI_cHdY{-$A
z^y5~;gFs>X%j(hn2MLy&br7W8I4S1Q?qYvO8Oy&)ZvFMJ12{u6cA4x;0G~=myoO}Q
z`n{EaG-k3D$=EqVJvBxbwNUY<57}w6)-4RThp^|p4~M$5+iCn=(6EU_f)bI}40EK;
z%wZW>Zhhp^mk^||g=yh)Z$?g*2@oIQ23{Tz<hWBUIfY<6s7b3KEJu5)o%>lNBT>k1
z2z^h1j|X?aXeNAy|9}KHwWS_VQqDT?Zo0}#IUi~ElJc$O;!S<&ju>*CHx}E5?#>uV
zG*Zl7d~d4YoPF>`PqI#2A#P~}3d<5FL7xD?OW6k32ZZ8s>x)t1F;ADs;6?IvjvzxL
zgRK0;R1(6nU?2rnj@Dy{&2((rSGOI*oigedDU5u+%QzX+@X)zQ9{=Oj-vnS$#kED2
z+}Av2t`JcAj}vWTNT~A>A5m^gNaOyurZNxG3MXTgl)g&1VvM_S5}GF}{(fE)o{|B)
zJT7aGV>NkdXIOtl&t@>sVPVfxJ>0iNn_n@L%Z6&@j#AxB6sDx2Q@_LbtB>AVT_hwO
z*p7}RJF?4QsQ0!kVtOcWlHlzp<COIaJ})6VUk9&<xpBr5m$Xxk3ohu0ijfl|7AtAo
zVj~u|&JDF%Om^BvV@8(rX4fc){R9>q%oX`@rN@PXvHl8YiS+da-m2C@Pl3+cRuBW#
zHv^)geUGOkPmH9%(&MiI8$11L&pl~_ZCP13f8=&(+)E-KMmU9megkwwr=rKE>i01^
zgx`hv4#WhsghWN4E-oeIz+<M(P)x!o43K-|T*vw!5Z?Z4EDS>CBTA#!kHx}rm>Y{F
zts*!VoVvr|;VAVQBjKdJ+$)a<x?Sn?)3xWGW<}Kt^0YSDMv*<VF}enn@ccmJI0xd@
zE(gx4>Rj`sSSehDDp;E(1-5zRs&0_Fmp@6ll+JuV0b-tmAv$F`D@ymd=xLLyu<m7_
zYig+IP3JKk!a;;ujr`Ej5*T+WK~-iv5A=4yv?fj2Z<`xPorRs9pn}tdXq7W$=JKT)
zRmVF-SYGlT=-<ve-`Xv9%0q;^Wf8{&=3f>sJP4;eiF-}b`~mef>rrfplKDQoB}T>g
z12V5iazoFqt38sOR|y}ji_ur&Q%gCE%kyIO$^!e}-L5`bo;<v<%YteXUa;pcp`&wy
zGcgmtOK{7)qDzq>q@rXR82};7q=*`WleB@Fb9cLPCA98$?yiT~?M}0Ga*;-=DOX$9
zGStR*SfWC~vb$cM>+|q;<r?@@-On`eE-#IaeG?g@D>%qPI*xPBh0g=4?M&NSv@M?~
z-mdOU56=KrxO1gC+*dEC%RI4qAov&`CY?P8MW((OE^$z_f4}j`x%FlQ8ZHwy=Lj71
zpuda~xzS7c{TVAzLa#V#erE{vYV(i0f0!_Ajau<B+}ie5_$P|`4TgmywyuD~5@$J<
zK?8@t>`sNG0P|79fb2C%)2*{wRK(xxJ&^nV*I534`u+D^&La!Tqcmb$64P@n_v{@m
zO{ID2OQhQx1O_+`ee{-(KUBuc99H;ePMo{)!ezMKYmOYEvg<>KSwlAJ$Pm}L%Qovq
zSJLIB7(O_P=rmy@^&Ws@Iom54auDe=4h&Mi8pzT8ZjKpMs=W(Kd~Jr1rF(OJuTG-f
zT<gh1HcY&>b6z1Dvgzls9!Iz@!KaD-f=lT$bA@a{Ay$HuCW@FkYyakW-bWtJqEn)e
zi7;@VBL#Lj`TR!<o1@J{m?*T$N#Fl0LP2?s%SwT`tGxUwUS;AhYW@NzclZMTaEzuk
zwIkEc&fxa~AOkfblX}0qyOY}G8J4sl#NmK^;yX@jncd=TUb*t!+M`g<h1-Qz>KP7v
zZRYIW`eFRp9?RoL8mnEv1=rVo!b@tde?apv0Ge%nkr4hGV>AWUk|gb^Xnw8qea&QA
zbE!KwT}lqa$v`<S94tdEC|vOl8j=eN8Em+b^4JkV{4w+J^@^O>MphRsSt+?@SbETI
z7_Vm(PBpeStN<%n?Vbl#=;(jSctr)V_a=7?Q<Ujvplg4(p#R3x=AFzZH)T4am^?43
zI?qPtwbRQ(rlSV;`c4Y9uuD&w$ljN4kX{MQXGp;X6nR{)D)I)=<Af(jh$_Sy;$=|T
zvy`QjWI<Jb0kRh293ax+*AC{$aVowZQXP$pfLQLn7<O5&xdbyEbKU~WcPLCz-HbQF
zK%0Wp8^DH(4-MyAk;Z7}?zv`{W#{W<7@8E8e%_?0o1BKoH?;bR#`Tq^QEy_X2G1I%
zO2%QVNIga2jA{JRjtiRZyqpO8%0sc;5FGS!b}R!16FxlEAv)&LO#d05Eo>y}bcQJ-
zQf0&<k_67$L1V3K3sM+x%7XHW_t`A?Kh0PFlt4YUJXc$%z&n7@+<oY-&wOZi*8X)>
zmO*fnBRX>-_eiDi0V($5g5x72M^^^6Gl@Q@MVy`lVcjz>Q(KZHWkh^C3jg8?<J_27
zssX&+Me*e}f0AzWh0Sl@v{2Tuf(iY&&>T4;Y|9g;j!Aa$wY1oA`stqiLLt2@JQkS|
znaV|}ld|`<|7Qn;{Bkz1IwnM4arY0XPOCwuRU>(Y?<nQ>3}Cp)xIQ31m#OansvP+c
zzZ<Gkz^Kn<V<B@UN8C*rUn;amNor%V1VZk!^HVje!sv;pRH2H(Dsv^;<|*<fFx4^^
zxzFUYxT9Hp_EdB{JNL7rBjXbNECxr17Um7r`#K(+A+Hx$7~4<ZL%F)67Ro=&evMl8
z84psrvMT$VmR`o`S}!1YKrpHK1F~_|5V*{o7I!AIkU@!<ALls1&vjD{59eDGqKS+<
zC#;}soXLP)rMhR=MUGrmGrF77FbCPG8T9HBF@X`ey1*3!+|4dsbr9K96^BLAS9C-J
z<_3bX)7>f-u8THn9SPi${nT~3GjIdQn$5f80r`9NTQxUFM7f42tFY;IDhVss42#pU
zqgr|Q6jAQXORoJC(=3~!-vdroRIRq`+$o@@|FRDMv&crxQSuYwWpR>6TAKgYZ5XxC
zHSx^WzJ7MovPi#<#N}*XV`C%|nN|aaW`A2AreYQdrC?M{gL7ZYLz5Ynfe!_z$W__B
ze%=t@FT=NdqAxE*&ju*UlDvd@`Solki#2AVsg-<WjG?myldN37(vOMO)0qO}1T<Q#
ze<DO#CBVrB0-^6Muay}yV65LosS=xD5X_q{oc0Cu!Yr{MYf`K{s~e+k9k;-vkFH-O
zX)=<b4i5(-b?UVfW$A{f77ZATq(PF)Kd;LhVD$y-x=``Qjt*Bv9+vk4$|zY7S)H$*
z=O;>;&yph$l?tH_Ls5^ri2iW5u#;&ma*9bcf<u2Lwt4!nE`Fun(;%0YY2HmNCbQeQ
zsH`Fh7%=`Hyvs~wUc|b&wZ(nC*gOYM3f5Q{eJle^@aGfAwElwX?nO)EIR`H!3(PZz
z_FGii6QJoNC_gVMcutp3=UT0b^cTCkS3zY1ryWymZ+*6%;toWy5T8XO%JQpDAd@%2
zQiZ%eB;||7NYfZHU!7rE#lxdwV2_eV%yl2zNZ5kIK4iDy-DwI{ESb}zJSe^kqg?s|
z#YO1Vd0;!0m_s5sPZUx+GW#nzV?78=3W~V09FlMTDxe;TuPo<KtDA6MyM7|CiFJoY
z!-ZifEvMI-aPRE`+N)~W`oR7^=l<s)kM@b)*E1TLA$7xcm=^5&1Sm{7)+#&5QbH)V
zM=7%d4t-v?8{@d6>p~{=Cvv>((UOw9$GsjIr+5jLVL$bfe<!UKMD|Js@IRpyeJina
z<L}QCx?Bp}PH12Q_{T33>I`%h&zzj%;vw^ujh0|bwj3F4N<`Xc@%{xUWiIK+rzPO;
zpI#~EYKw}?`nK)n96WTOcEHiP#bukHCac12;zxrdNIyQMcV0b6<+(DUFH=~|H^iLJ
z@}>uH;04^1@cDW^G>e?^@+U5C>&k`f1pcOxL@zCfmJ(M{(Nl>FSJlmsGKgTDb}nY@
z+a1sG!dusBmCG(|QgOq_cP4|Fk`FvcS?&dTO~aIM^lt2Q!p=x*eO<NAdkP#LrP{oy
zZS0d=E0_8*SUzbJ*mrdi5#e3nS}|0ricpW7-J0AaD|?hpABS3C$?Awt)d_B^M*Cd5
z3p)3KeM4=y7y+=TS$`)qt-Tb2T{}Dz1+K79kg>kMC}$8s*OP)1pXe#~^L_a=V9W8u
zRW$0!k?e~GzILEEjUV$}6M3{$KW%_~1A)`mu&%A<`1T(3cW<jArYfCCGrrf3di3-4
zR~5;C-QcaRKoaFLXHO;C4RLRNB`-LcL*Y=?=ZxvEIBkYsY3$J6!oT6=>N^Rj**>*h
zBCGGdq?W*p9W3ATU^+}S_14!n&KbyMRxorN&s=g%a=R9iY8YhYghLB$sgtw7cSk3N
zGCC}>S52o{ve5x)%Mru6o^sw=P=2~|$AyB0Qf^@?erHr9rl1cf^0SeeVxGxg)A@eW
ze1tZ-aGEz$|JF+l&9}(wB1tW0Ovf!)xS$Qm-RtnVv)Oj$-r-Sk_|~XdvX=qh&5%9w
zbO<jDayke6&|H3XVn=%J8RAp0BNqMQYi@hJ_ZCK&Qt~sKKc`|0=r0E#H(~u#_v>v@
z5Z5ry>jrjC=84LF43AG9$Vp_4fy~ho4J6(rjD1h&kY39MY{j{xLB9qZ$PX;p9Y~;{
z6sd^m(|ijx;W;l5Z9`-_a&BW>e?Fq4(Z#0z>SNj`z~+-WX!Jd7<KgWZ_~NB;YjdM#
z%Wq_23zQKFS4xKgP7rJ=G1@sV6S+gNv4R&K;L34u1wVM}Gq}wfZ<yt4dEt*hIxn&g
zL4$%5JH_5C?7GqTITp<Mab-66lb8fi;*;8Ew~qJPOBlfkKJY6ej{bZsG256+Pe+2|
zwY5N5L+p%ybvi{rrs};YPM;KzVJBP|vNj)JzbHqLmG6~N?0y=5lP(Ye8!hHS#q=f+
zr34Ye#%3=f1vKi;T<BEIlVXW$!!}*|G}~+LO>(1OqMOV__7rAfam}`}o$koDRM&g6
zOuIl24a+S5fVx{wQ7ib>tICZGZlv6uiucaSYn&KzlLry6y~w5T$~(~P#DT{-Ao~;|
zk0}C7GmqhG8JL!pLWvo6WRpZ6+N>rhO=6LZVbaKr`qZ%O1xu9`{rxzDYUfwq^!Iyl
z@HG99=@6FTi<ym-oogQI5$c`^&z2t@fHi<Z5lpe719-zXGcpbZbtxUO)tJT?<(a-E
z{qAH3jJ-OnSI04Lqm#4TQC?N3m+ur$z;$Ike)5FlYJn|RrKY0}l85*{?e{c2T2kPH
zeHAA-$=I)kXzJSCvoL##28qgq&|pV>={01RD`i5HfwBz0P-LguPUBPB8<R9ORfSqV
z+k6Wida-NiP8Jo+d(H1jz^>gp;wTH*(&aZ>vCA{b{Yvu*5kZnsO@VhXPZLH9L`mJ9
z<UfJY(v~qqxa2<7#6I=Qfp^S_nx)$$9MZdaPr@>+d{MK1CoW$FFgM&c?Oc>~pvvXe
zhokO2Y3b*H4FS{OhV9eq{UqykI|9R2YncVn&PRs2imp+~K5m_x>btjN_L;tcY*JMd
zH%HFw)`>eq_d3Hr5Dq#Pn@6$7IKzEw>0ce)emgL*6vkLqD1;gq+$5guWk&Odf(~vq
zi*-cjuJ&H@Ip&;@U-(u1<HMHr(J@zD$iKJm8W@t~&;zu70Sv8S2a@a>EZIZb?0bpY
z=o1EgX><W&mr@~-9<|@Qjut1y<4lm2*Y!N;K>pWaV$1XAaop*>Qp0q1l$pXt5mjk}
zAE(B;FM}536IG2;cNyTBAK57M5r3dBfGGlbPw}9vTddQf8iw5qD@HAA8>)r|6;kO&
zQ32ErtF!{<bSoakS}QVPGz(gbMH*CN+p-g##2aWIpEd3im8JMpV%W$Yg8|gLcudYG
z{d1Ra!dA&?x)6^}lDcj}a`N>dnn6~fjG!w=UA5g0)}i+NRzMt2e+x&eOn=&uS6ku8
z*b~Jq_o3_vwA-j{oYFnqDcw93(Yc7^P*+gw7ARDE)4Aq3FHqnmR3C;wUf{f#M7jM%
z-#hOozH+Gsywp4g#0(O|49*iE-Hz<w{<|ScepW6`c5#V<T>{CK%eq{WF$iwwSMDY5
zLV9YYiJyua8S^bD^M&mN>&u&dspiIpZ^zU&E#oT65JWKhG*7IqZfi6Ktc`8->#i><
z>zcpK)0>u%WGqp>M@G3PJcZ%+%j<IWAAC$GzXTTmA%|AJGF>ZTV>j;4oJ0($>AYoe
zamN^D=KOf=-}2u^R+8)7p=<ombIwGLMm?maip%UI!aZveGKY?tBW8HheyEx;p2cWY
zS#dX!Py01M)zs)Eux5unbWK3)T{9x{9HR3ZZuUJNj%^yOmNLE7PmP$e?ray}5%2<f
zdEXeNBr4MF$4`6XyG95zwPBwLBr0QluD5HdJ4}YZ!fRCDofcf?v;k9xa+CDV2YULW
zh~&8nlbnt=1XCIZZ^sObzvHtj1KDXNc&Wjo`fQ%{D=IyB^Jff-6g{Anc~n@Q`w~BJ
zLeyhz<fPxQk|xC>i!epF(~$Q*NiEhC=C0lH@K-7ZIADY0msra>Dms3_KR7y?7aboS
zGuaxfY}1Bmjm=5vVSD#|DAx8PQvhSWQr)sryW9sCzs@?!dOK)yr`43Zmqgs2gON~d
zm#EQ6)?TpSQXby#gC5rti8RqNYPpa5OX>~$mxw{mU)=Wx<R?hSsUT>ul+RjD5G}=4
zaP3n7+^gljivmAXV>-XOSz%JPQ8@F8dP%cM4iQhHTes$%)a}(=(T`FE0`vb-*m;FD
zwX6*|bfqdAlwJh_h>8RuNZZl^NRi&9NsDyihR~&HKq68^q?1SuMd?i>G*Li8lO|mV
zEp#wo_F3%npXa|i&$(GQ>uSx+H{YypX5JUC*;3hXNU2u^@StHD1v6_rwe^-X+u7yO
z_|mn`_Z`>fnX`7KOwyr^Dno>w;C01TrLIq>xbRuhT97K+E`-88?$Tse*K(HH!#4MD
zmmer7IJ7_i(EOA<C|&MJ`?9|PVCll~Kq6Q_c5rQJorOD%LIojt+vxRR@<ao%8Bw2J
zjCXMteC>Oo^G4vD#NoAx4{<MGBYN&X-yDXCJ$5aQn<P!PZ;)pi0I#j?;{PP^o#SR_
z!PIFVH(2RHNZn%Tn~(*LIPs8YIuznz)xAtNjhGnJO6$YIfeM}C$AeD5k?M1J<wMRv
zfoZ(z-B5(bnUN}fgz0b4cxmLq)!pOY%*TSq1IV0gZ@NNlJS}UwYWSMR8#CoqJee(V
z^Dy}5Xx(HbF6wTf)2Aw(Xj_k&5DZp*nmiK9qPGcL9+uJE(xPdz=R;vj0%BCkgqv{o
zLT(40=$<Av9=vbh^-FUun_7_}Em#D8f507{1wsDEK6=lOZN3BLoPZa7POMEf?Xp1n
zykW`Bf0hU`OH%XkH*a;}PmcSYQ}JE1@MnnV^BiP4u+z^orOI-u6OSeM__}6>L=S%t
zXk4RnwmMU8$@nF3YL>frA@jDD5EpGw=>xZQjK$^w%<eO_ELVRFY8v?cLq8&0DB73g
zKjFe98VWtwvL3U!8XIx=g#nce%g~g*`8A=YIN9?%t#i{5Y#)tcqEB3CbgPY$%vcc(
zP;2g@IopWDxAP3kKr&zCRD@b<@V8?EZFzdo-Z(22EJ0fMv`H}NNPhK*LOT)U9=wHU
zX<EEC&*vDCM&;Xs6i;NXw|u9#*rKZ-w7p7bF<`frAmCQg_2eq`a>u%e57|hM#^MXg
zy#i;XUVdhdax$tz^7&V|cqM_?RKV2d2t3}N?bZqTrF)SzTnd-&Xtuu%-@r%%k}jrG
zaMk8={TmI@QWF+n_nhtnVe3rcG1;adIyJ#CNm_6biz^J)-XpEpu8rJMLy*lCPC`pP
z8*T*6`mFPsQYt4wj4{)wM+ta?drRiF1D1Bp%?&K6-e6wX`6c73I0v1b%3MOt4JW(Q
z9}OIiX18p6eQEtP^F>$+wC>Z>fn;ub5Ud=a+7IHnc*2E2PucW9`&*%(D6|d9;rI3p
z>u;#Kxse`No&3?EP@gg*{^qe}Vk3|HiwJ(ZjhdMOR-8XiV_%$lFQEj0-Z0)=8gVi@
z(Y-0sx#U5ECPYDemH(LMWeS86yx+%0AjVI8;QB9asif&MOFfAb80#tSd>fCDJ3+0R
z(XuDevk@I)iaoy(>!15xqB3(_YC6nkf^I|qU9!OT{77fPM=X3Gn)45HM$iv|M<f4%
zRl3{PT)Hz7gChI~UJ0(m!Zy0Y%~aO)dVg{?fhSV;p)%s&t%~g`F~_~_N9<(8V&QOY
zIUFalcyuK1xp(5Wt|Da}CZ?9%-yB<bCH$xC2oCPWb64Mmvx2=={c>ZKzg>UqoW}Ru
z+li=^+~2UU>s!Aw--^v;Crb~9U5d2>y29ViEzdbCyzJAZ(~sR7_IXcr_qX)}3B^~h
z@?3HLG9!_Q5UrW5^i$``kDlO$+#HC>>r6wZMIlkYj>1Q6>f;Qw?-LvJxx3o+w|XmC
zr3WdzZ7<pJrC-rFdKZy~Ii_4SoWq2wfEN<CZ^ZVT<Zb>j8q~X2aiRU9y$15QCb;m>
z$Ib~0az*#QOl?}D2q~GaH87QiM7n+dD**_zGvya9@vECf6tP}Gx8B+5ExUoCPg{n2
z4DqYo4SPLH%oRZE+poqdL&9!idL3`%2EBMv>h!0M#{btejJ-Qn9*W8*RGuJ5?E3Y}
z_z>a^)ii%h6RJgbRyt4OH%yf<J(B0~GD@~ckV0n1zulP{95Qb8^fB#^h(e74%Um{n
zr`iF*Q)TmTmxaoL()B?5-o?b}pqI;<QBIM1m<SH9?8t7X$lhvTEHO3TRbvSbHTs5I
zN$$C3u+@Y*mj8w)H03b{`>f(K0{-+b8;Tg5j`;$V`iKRXPM-HjZ5nQsQct!v4JFz^
zzfjAp;Fbkf0kP5X!(wAgHAzmQ)hgMNrONgMZQ6FH{)<=zgXmz=zPczY=|R)Zove0?
ztYbJgQ@UbDWpSs2eEsfy(aoJWQ4$#XiDZp*$A^}<?cY3{e%m*lfijjoE3YE7sug<-
zZ`IT#vm?{E20)%Ap!uMKViPKq4M?hWLe@6vvyh-ojg^4p&gn^veyF0a>xYzQB35J+
z=*##V{)g~KO3#=G%F*;IZ~3(_=uSlU^DXbM>dVX)JYm;H8J?L>cU^s?X|)gICI{gn
zPs}a5F8>X>s6}cx4=n`<i-u<PsMroAox?*WYUUY|#@?@^GrBt<mviTuDsPs4LUU+&
zDZPNZpq!;`Lsc6{F{m)QqcG}nGM!%pFo_5z)%!M^U6`)chPU{n_nl<JQ(-a(->qF-
z(DFtiQBbR($yTa&?`<dLcU}aWFUdD82tLdBA)2}wPX+f&fNLA-<>?hU?U2mj1&HuP
z>0aglr^hZtLJNyrXS2m?;VdRt?D7hR=2f@{jjI4u1)jX?i$7(%%+T1t1TVRq2Vu+5
zpnRhg<>8)K2>^uIv4cnV0%Fq&H;4D>KNQTZS>oW4KEp65_ZogwVDU{6(Nbx!m?iza
z&nxZTYW~kh{P4A{zqD&6uCvsgF^M27*80NDj^tw&A{lIg-M84agmXO&X_N9f4Zlz%
z+5#%t1%`FKzmp|*eI(Wcio{L_(po<beI*PBC3-XIq58jv)g*nm{H5WEyfbBR&ZH)5
z@aL_auPs)QxrdIdT<$n9h{_=co%C~kD5upRe`w*ivn@2@5krt~GQW`qC3K95MQOvd
zSsxB_u(q3*N=l`K!>5(?=hJri``(ajM9S;52ReebY^JUzTvvv|SFF1fs(&vJeEB#^
z4z+xHy_vmyV5H{oK(XbrK5dCu2o9R(yDzKEy|Xx^2P4(V>%aZf-#e~2MEM#{j#N63
zddezF{f=L{R7=bHaWFd$5FM0k&shLuL_h;3rF(HBHOu|A5U={`IBs`5=F@<stiS-L
z#ccJ((^+CzM!D$3_-ja@Y$(Kh&mo87k%1M4q@x&M>!iEbgudcwiA=AR_9}Q|D<R(O
z45rReO3rRdkzdnpQ@Dsw##1iay9lnEQpf;cBG%HXmz)MbJj+KK4~jf0Nn18U8r=Y0
z{Z^Y#2>MK93fOPSko+4IZW7rkQ-S{FoOe8ij2PCBCTaqnBub^zl?mk@HYTqPf8Na3
zRMBekNd6=v{^p7(dTN|EhLLI@V4}Of{1~ml@Y)m~Mt!iMcN=+t$#>nIs=m9ut@JYK
zh{I1(Hd%}2YL$&#GTn_}OfPpn1EVB^o()K&TX@LJf~cNPyG1hO=%n{I<YW9diWbPl
zA}`|{*{&S`8AZiYcQxezv%Jg$3g)Q&hGay5IBD01c&TR04mzRla$*;;MY23S^D%LP
zIS{K^=CC3(a+cpy1+HaY^va4$cc$x(f>2nAniAcMezr!rLtOho<GT%*FC7!ty`ELR
zlC$;0H1<waKPd_wh?#)k)rjZUaH0>F^i=Pbah)8E#de>|!Uq5>uIV*9R5-_l(iPQU
zj*x)JAoDWCvY!%@?=1F~DQlSXN4ZrIb+XfWuVE-_rSm4`eZ{+aV4o#pm<<~>ibdB2
z#FuBIZpf<MffZFOqS8IiXJAdMP1FZ)6M(iuz6Z+hIT|0uQ<NOVcw4R(k-wbm!M6vd
zI{42W$*+Qjk_SHwK-~PLp(cJTG^GH$F?rOO;qD^(0+Ax#(A^bb-=C!87xVL>%eo4h
zXlEHm;hrH*?a!<`D?FY3KtJA>-op2U=G$?V1qPDsJe6uwIEJh)mNHI#kg-uD`Rj%f
zqjG6Dojr9D<48_+|Erqb;Gs^Pt}F{tt*g~51<w9?=BmBF#wFrZxpbV~ldLqemdd7A
z!Fi;};L{-T#5-qH0#{R@eCaUbn3L{sQdZ(vWsHacie46#3Nc}H#hx>Eg#I~t_78&U
zzo_&y^kE*<6)$Tt8;L0Q*W!j|d_m<Qs~p*@b>@A3_siHVxTU~*SfIHxi#UEgKY|sn
z=*}=A@69idy#iyF<#i?e8K}!<yY?zM%$qfI@7^xcUhh%(Ud+!C5fq-hDzqh-^LP<8
zX6~_S<+1IYcsE@cd`8s5^{pk^a$x~Gvg>b~>pfTGTwNpTN`1Lu9V%tUl4G~ux{a=t
zJd*^(WpK#A)3<{pF9am{pu;FL&kG?Q0CoUV0pA8vI4KbUBz4qsQ_(3?8L0sFt<_lW
z2MSojF<?0^r>HY8F#vFB*HDv`Bq~Bo4xSLj$*M!hF)(5K(-0syNnK3I70C}oWsmsZ
z^H#Z-W|sbDl_w#-&Khy?5lT#IAg|4QD6TGs0Ki&+kPbb-8p}B(1@hEb=%7u7@uNVY
z`L@87aajshj&dk+^3a-gJ5G&McF4?pkRMIdKQ*jDliT9GdS6F&-mKt5ivjP}!ej~^
zhy*<!4wfH>6W-i|lCYoe%ad}n+=3R~dqMaYMUoh8K*i2Yf2klm%7sCY+Dt4)`kaSN
zFC)CnV*{oxel=Ot?^UN|DVrxE9b%x9Hs(02b1M{Lv6qE?!8lqQgqiJsP~G^hf#ydJ
zOiLu5l|jW5I_M|a<({g2TMMMf3dUj}AonZ)u?&)o+J<gR9&`rx<<km=rtF)h9gz$i
zVYG;1)>_c||BV@*E~)_t&6?!0|9u(>@u;g@+$x^<6a%3@vV!x^HFVTa%Yb=v7n-pt
z&oYym?1F&Icw;5Thf)u>QB5dWqnyM^k=Ln`o8Vh&$QBfx#4WQ|qR;iJ<iQv$rvgN;
I_wUJn0R-CW`Tzg`

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-46-Attention Matrix Visualization.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-46-Attention Matrix Visualization.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..96466828659d156217b74502079765ceda4bc3e4
GIT binary patch
literal 53215
zcmd422UJt-nkXEkNeAg51gR<l(u+Vur3(m1k*Xrn1f+MOAiaqQC<u{WLy_KlQ|Tr2
z-fKb)5R!l6cfK=oX02KO%-nm|n!uZ^o&D^+pI+bK#&Po?YBeQQB@iAS2!sdxfpAlx
zhoGxOM8rgdSBZ&<Nl31elG9O;laY}#U!$d>V`Blcv$0&i&cQ9n$H94r>-zPZlDF>M
z6&4c{1M^ACNr}h`ii(L`-UN??goK=ooQZ;hN#w@$8zTSh7p@sZbM=bUl~?$9oS-W-
zc=$AUxONa2z>^T~&kOXA7v2?o0zx9<t0bgk06+yb=n5V_{uKgzLP7!p0NM{Y4<eu;
zymmuafrwW71u>@+oyhyxw5wbXN?Yi429eyNFP#HONEsNJm|1vu`EK62Eha7@DJ3oQ
z@R6dDvWlvj?o&N|1H)%V7OyN{TUp!Ky12Tzdw6<z2Yv_&4hanl{}lH*J|XeT*QE4}
z%&hF3+`RlBW#tu>Rn;}Mt!?ccon75MKZk}#M#m826O#*zOUo;(YwH`EsQrV(qvI3w
z>DeV+cp&`0$O7K~BJ4lVMFY@vg@6E`fcTOwyel5S!lxl1ydg|<O+lOZg%d5O$os2w
z4`S0wTS&M>b&&Kgod-!7xWyKDP?x0rq3pj#Sit{?vVRixZ*)z9$no(2;o;MOAfS`8
zo9XXJ|6i`Yv5J{{ZIiBvXYgtF%G~>cr<>m7l-cEWFcd6g5d{fyJp2mcweC;QLRPP6
zt=(tUuX<uOsp#g&*+ZVo#->G{la^P|(@5+YY+Ot=gLc07V!l3f>SJD<pxU*p0FL+W
z-ndUlr~SWgi3Mn>xzXV*_zUWzT~KjaD6!iHYGb1G<7V%p@o}K-BDt1gCsmq3Qzntv
zkIGIa9vxI<G4yEm;~qNJYGv3PKW^=B{#;zB!o9%MTR6~%m=@}`x9xK_Yum#_TklU)
zF_3tWx4{2K$^o1x_`j{z3sU>DV4Uy9typ6@&Z`&n#!)y>j1vxYrP#e#3_ZHwj;N>S
z+4({1lTGWyY?ehl2Tp_pfxPu?>|)VQi?NGygod_)&C?&Kr(;wZ15c4qmaSY+dic%%
zbt_v|ol~Tm(C~SH$km*|`|R}d296<3jN)2XA9uK3JUSiosrBGLvxJhK+;<7zheXSe
zuc?-zG*e0EY_5gesrUU5I5n_zRQv#$+CUXnFZ!aOxf$O6;*0m)g^;x*(A57nl5<z$
zZ$xFrwsKzi-Sr*6CXYV=9g*%Cqg|P_rHbMhzLQoFw?ob3aavD{kag++x$DbBW#_z3
zbe9yKHg1|u;3bD2icN?c->kS<z9G0^Jn^K5txk$^Q|9Bna1>QYDkCa8XFh@q&f59Q
z;?-2EafJPpiZhk;QLlR{3)&Apj;<7<_6%tc(NCQv3Z~z8w<j+42JKalk@;z9R{yBg
zKx(lnEsaMSMEio9V6C$PV_5Je1vXzlwKoPuwTQo2XXr--_p!1?nMc;TV!;SkE%uH4
zN0o7RBwzRx`Rn-A=ADIuj%#m6$LA>&Y$VhM73>8pipNsAw9tG1zx9>>!4HeNHTb9_
zcfx0F5v4}PWuarLRD_}2RNdg8)lrN~d?7*=6gp(*Tk2Bw*(CP2KE}!{?YS=2!Ht!N
zE9w+0Mz){Vzc-PJb|p`H$0a3q3Q6%i33LThC@(e9t=Fzb<Zv&}t6R|x6wUF2TVm1k
zPl$Dke9Z^oEUg09HmCHeYim_lxIYGj&lqQUiyRiY_qVdsm()hD_CFeakwU4x6!efP
zhkj51^q;yQ-4Tle*YjM=dwKL1uSfF`um@_x;C2Gs>jIWJYxZIGdC)T1);rCc_-($z
zeC@?VigGE5L2Vma!k<{ZR+&GP_K?ng-3dRWB1gw`o&{I2RaPw+9-i~+^DexeDUS}M
zU#{)QF39(^Qbskx3#Wg1<Zi}xQRK_t2;elFr!xQSZ86)x(&6aKgK}o$6;NB;dW_&q
zSlT|2(5Qd6cH2)%3~$q~0NkE*ot+c8avb+ol<hZ<=(-QMd9m^q)r=V45)Oo4kvAWx
zgLF^taCFT}ep%((M=2k2$k`BFFS>X~YhEjC5)uU;4T_)gl1x)}h(a&Ha*G`T9wl)n
zNRUUT#eZI=_NKXiZBUU8r2T(oG1K7%7Nfh`W|_z?$_k7p?~xb2QI}?~GZ2WDS%g2c
zn>5REx3?FXPgvo4W<)*yHWH7b{2-FX9MYd{bCwh6>jU5XnJCW_zOORXCvDB8Q|BHy
z;KqF1;l|Dts8xoNY)jse))t>wu8MZNxsVxX8$3<?=9=gRObvAW^A@p!`hOZ^ug>td
z%5!@{o4w6LxtkD2Gg{|L3-#?)RepO+@_}gO9L|QBT7!?C>~g&3VX1fgp5J#HbSJD%
zW~Q--`ihZxLM%7m%io;JJ-Qh27^PI3SSl4OP?UZ1)uc-oH+zbx88(H#+h0&IQ!r;?
zt(00Qw5gnvhUqTPtyB+-Z+><Ni@v#Jzz6vK9SoV%OJp?`8$?^r<oeRQZd$&}wa$2M
zzWTgDbniavp}t#Van7_+hsf-Gg52vwu?j8BM<@9*lHrAJ4IX+!a7nQwJI-HxgiIyf
zEp&KIigZu#E|<0ziw1262YGbXGp)Ct;sUR?hBX}1Y(<T&`lBb6V%Wai>HvB6H6i<r
zf+zh%AEJ0uC*@Km=g923Koix|UR+XU#zp*@XrGLZT+iUO_S%^6J4Z7n%FFMq=eyoy
z9^%i9)h{TefLnVZTEj({9hVNk52l5YsXQpVcC{aLjkr<6z0zASb|EIRmI1b~q7pH#
zlGwv)#X-p&?8*K9K6|gih9Vu_Z_kr9lEr?axeZ0-Z#}EVaTt+eek?f3d5%C<^Q=D*
z2PzZnVXW2lO9}MbfwjSMxRCT4I|GQI&1Q@gdX6ajU3P5o%IibQu2meUt7I<hJC$2@
zl`VCE2&KX@jhZ!nEXuK6fVfq=m+%7fc9WMV;VO%y{TlK0+-8C?;t;F^T66DV1?<`A
z_a7r{E@C9)h16>!w~G4PSp=hUHxN3ul?lJoXGYgP@w|?@>#V@B#Af%aT!<Pis*Z+w
z<vv^(bh60qt~@@NnNoUH|62C>QmQq6!2p(b91ZL0Nnh7d^vWTVNLBwBU08IL^=-3L
zf0j3Boxj%?e~C;(*(gz^8d+=2645Nkr5N>8gTZ?lZ<Bv0MBzT!-%|Xae402kElp`r
zdbVi|x-l(PRn!NqoV%9U>v3F6TQn6Zy6bg%{#a{eOj=F+?it*7ui)1YjeJ?fcSp;v
z->IbQv_i~jaz@1El%JTA9toOFr1CEl?a+~{C@^uX4Oi)!f&&g6L*&6@FOs!T1TqN)
zx2RiqdKc9>`thEU<H24eEtOATsnPzXYQLU7^n*-sKYvy3I3tAri%IsK0%q&`fH)2m
zc;FeL5urM45u@$%*;t=pTcX?0ei>%+gt+WqoX@kf&Z_Kn7T>>e@xdbx$agl?WBUFr
z9Ei4FXrWG>EMlvR-;XJYFkIxfg;X0&C$Zc*eo1=Sp}lRJ`Ov~h`9%A19C^k&<#~m5
zy9fUWhTl>50sHTi=bphx)+3@Si;ss3?|+xAwH1yfe%?+F?vg6jLip;Yd%jh;D9vrN
zT8mpbtzkt)E*;P>n^B-(AH*Qc=y-7orO}R~{z-x2)<pdW@(WVkobUM25Ph`W_brJN
z2KS_$vGi@O=+!eK=MSiDVso{VjtvuEFpVsg>|h5&T~2v)i?%@?Uykjz!MA}cf0J#H
z;QI(|kiO+ElbUzEz$WjfzEVwXja$%tE+?*!M0jlX5P67HUmMlrh2X3e$MIs4&qC%x
zzfDK*+7;7$S)y+a`Pquz&ZX3Sl1NzEC%uuh-N@WKpX)|pp@|GoYZduqVp7KVO!d0`
zOVy>MrPo8Uw04UzB%4o+H`X4Ez|F?=Uy^!#zan`ZITJHhs}<CfV`C<P@(;=QvOIhv
zK|1Y|2-7Xg(>M>`Ys!^3@kevh!$CKJb^F#=21y(D&}N<p*Dl|Yiid{fK0EBkLlRTm
zNLky7P7)nLkf&HG2ht&EiKY<k(UQn$E7(yplDd%bp2q?Qx`QAWjZB^4uR@y4vR0z7
zWv|8T;P=`o`_6a2HNhBmbF~!am@r$v#i7&_8?&GxS)N=4L0G|t%n!MC9i{u8Sl@0c
zr|z@0NW}LInR<2zy27&1df>M!oOeuR7L{@PN1dy7st@)v-qxYEB8a{jV~i}uaL*Fe
z?CVM<m~Y%=Kh^FAYnvWPDAZi#xQ+_Ee_gpXhMtNJ%|2vfE}77@j^If35PIOBL5wPz
zzm5n(dq61VC1%%kt|e(!6C|`BlB)s*PmF_BXTxvmoA^TQmDg-juaCTWVgIB54Jxfq
znk#0kUg$APRrn1g?0pvUV)UDlTyvs!!qZmjub{wP5{Qm`#qR746-(rCdf6{-ZNDUq
zedUyHiBu&Z!vy1DEQfvN(s3XQJ9R(z$|1>#y_XMGpK`}m3lq@5yg{4gb_FqvnCCJL
zjVUhn+1AHDjJytb=VTtt5LcOZdm{>>1F9X#e07j}5l67?USUW5wO=+6=vBSuPOqM$
zqGea6?}Yy+DSPfDw-u$fy3h=_^KG@odaET0$2O0Ifers_^<x?FWU?QnuZU1R3=+db
zuo_aT25@TWJTV|#YIu3_2xSle7u&ct%l1%b-$Bnpw?X8av(%=yzA{EYixCGJygLfr
z+k&EMJ4W1KwCLeZf9g+bEiws-L@9Z9eyE+NxF?vz?MLE;gHDY8PDMo(^&1nc?^q?w
zf@NHzlBCL_w(&Up<!<8tZWM`dOKv@3`DS@&T>)|=n$Bff@~C);_Rt-4gN4d-qM~}j
zeC4u?x?WguhlP$<5L+LfPeUvDb4Pq1E+#i!Z4txb8yDoQTCWW+C*OEN$@Hmy86kI3
zycnCAa?_Wqip5J>qV>f}TuYyXcQ|McEtrYc+;@%avXV~|OUP9MMW)`BlR;z|NY78r
zD4jphA1S|){xe$Jp1ul{k#?PQef>|Fn8_tp{)Fgt-ogc!(LN4T;X0*0CnRq^dBb2T
zwYvKl9Pd>-<9XYWag#-^Dd2FebohpskR!G`nd`P_Ik}5j`3!$^#V-isx}@1H<nh;q
z)4i7{!alU)(s?fY<oyy`_i`jDC_)jX8PA*XB5wvGGb|uR_N$n8@{~j4=Rzm}YV)4A
z!N5&t5lTf*L}<CGj$yqh^8E48s^^`ANuLH~aP5=KWh*vS9VmPJb}YvuQqlKY_o@EY
zo}Fh#*t8rQZ?=`$A`1qZPTxIY=PWIzF5klrTLdFY{b4<dxb5P>&sI@^0pZ`VRu`|k
z$PG}S0phPyc19AlH;{$$_?}`B)vFC<&v^K`qw_U&hq>_(*AXtrU`I-*#jMeKtx2ur
z^0lC*%5QNT{`a|4GXld8CK|b{MbIa$XYlUSPC5Bj6~XUz?!R?hCqdW4cd^WV8OA8d
zuzIsG=gDWbI+^Zy9Fu*y)w9a;5YdhM>?waoSQDynw<fl6J6+{;YY7i;=ky=_VpEz<
zeg5%tdK51Q_sV^?RK^SX@jEl!c~t1|7Tx`YQP8L*FUDqXr7Qx<!BfOlHhlbUoi<o&
zEfoQJuHC?2gq>;BSI#Ok^GSIY?aI9CqzuhrVgD6hl|f(ng(GBtI9K(s(BX+^kHq$t
z&~MH8r|f<%2IU%-{v5u~%Eu0qjXw;z7AS`mWoo4QNZ!ZW=?Cy_xx`mtHT)+2PplN$
zRztnD)Goo+e<q`6tw6~9PHf$NGvxhIQByOPE2cyKTFIzh%O{oApTsuA6lY@>(=;<i
zJ&q#8;fgmmeFE;<b;vVKtIxwiz5Czqjz@TX>$j}N%K90cvVitpjmbXp)h?L4pQLMZ
zJhrkR?|GoFQN!Bl$-K8=vMkfp5fPeTC<dka#Y$d~)j6+RN}LqaX@-xI_3o=F_Ovnz
zAQ-WCpEdeLx%xIQl8^WkacNIsF%jBhvD}PycvuTX3Co!b#eqERTx`i>BU33Y#PFs(
zjrO_@wr=>UX4@njvm3J=4>|ZvKX=<0tBXHR2b|c3IW=57mM_d#A;)|JYm86dP^~oA
zN$E~0a{~CW|FIjxBk9UwE|x;a7JG(hAr2{o6dHpEkBD475(Jjs$3A-i3HyQr#b&7E
zK+O-a^iDaq-dM?$hP3ya^zssV@%D!`9g5jN(O03ZQ7~HQy3H^INsa>r8I<IW!wPkG
zz1P@Bz8QS-g3?0%d5+z@z5k5GwI72ISx_#8JwNM^Un_d0owN@TTC}>Lkg>wz!H}8z
z{ycFw5SQjx9OxbN!d5QwoOtZkiJXTRQLzA0sb<ke)-7+{=s3gCyK>A%r2NST=9m1m
zY6y7_bWjCrGMjhj<Sf|+{FAi(k7j<S?p$sA2^Q%N!Ph<xHk1@zymS8nZ|fl(2uTef
zZe9wrfLtOz$CgXK>~C<1s#p_-00-LAUh#d51Eu|81q55c-su-~6mHsYlGW?Q7>^Rg
z21g0ufB^vLY$R3dZwfCj+qN2q8fHx&Z4Xu(MA%kAuZh8VH?dl@Hhq;SW>PpzAV!m4
zy&WrvBFt&)C$nYoo7T3K$@)$Gi@%-O-wi05?&p5yVSH_3tE9G(S{$pS=*6rR_B|E{
zB2h|2fKlszSPxnM_awZOFV(8qvLcGZAFEHa`h!f<CA(G2{&3j*lEWF}{Uv@c6J5rT
z<r(4oa<EGYU2@@4d_sw+yExGA;Vc|zo*4%s{fqk^axP-Y1>G1}80=8o26icQ*g~&k
zC&L`g;RUhDDBRJ0*PiEF=<|t4D{yYsZRhYhMWsUC9R}|)>t4@^F^n7B6V|SOrdefS
zW0PYpUdugp9(~XGc2^=w@-Ob;QK6sYsi|#{>ZLKhzEm;(ZcG#KG%*|V%csTgU!u=q
zj=cg#=4{)#GhS+h$kKx$hwOv3VSAp$;xEWs(r2*-gZkp6?+Echl<)rN9(3In(928l
z5($N6T41li0ZHLO&PIHgkEt$&y=%=|AJL6Y#DN~_18<iK_a+Z@`{t{U=$ywl=qd?e
zCgf*6I>)-(?6b)esSUM>ZeHZG5{SfkQ&<?oDrCndbA0GaCj=qlH=6=VBW~|fe6i?v
zmk4xV?SrKk{*YDb{LP|3&WH2kJkV>6`-M&ho}_vCq!7%_eJn2yG%%b6oxcIFy2(Pm
z{ZcH$MTb$6Po5(Z^sC6Fhz#RH!BK_*le1$t=<BsRnAT%+pFr@;v{x{fDw(4OSf?nK
zuJJF+`XlPUEKBe&%M#*WbiAN2`op-4pJ>3Q{z>P*85X{ov`vxcoGPj+q<qKRsI0zX
z<h841@Z1Z$r>WIv`oRs0b1aY;H#V}ioy<apkII4$OD{DS`fub*n{M0mvzs}D<i#eT
z`lHU|I={KXSZyrqcaud5BZ>9+R`{l5!6*51$4wntr+W)c=Z82DMo(uHwy0T=Ib&1R
zztB}#6P6MCNb4I|E4etQ0b(WC?&Iy(uRGx8<4A4o?hVg)O_rOWxR&i5lPe7lvU%BP
zi==E=iXz=TX{mKRGg7tSsxe-9>3vWhAhm}^*x4+ahsnJAGBJlXb0Rx+W*Y3)zrJ*%
zp@WA+K1e3ksM3dM*2b;}$T1pkL;Il=IM7@U4z!pD0giE?ekdjM&vAak=X2VfjT5=o
z;ros|j^RxQb8XO*4IBuazah`!3DZN#2fDZvk~vl=cyJSMuj~2iMlX+4SJY_dG5g-x
zu}%;F)Ea*C`<4I3qPl|yESra{#r$Z@{DP<!f2;-v3Ip#ysi((*OaXfwu=_4&S4V;@
z>+AHjzGZXEF29RCT?eJe0}`Us(K-IEuKN|)gh@z&Vp~d}YFWrNtU^-%MX(_B@OIsT
z<Eenm$weRsHeP+99}_4JJ0~~6f!6if)X~2W?VxyUAJg9}dZhZlSESP!QBb7QWf7Kr
zfdg^6m*PNXF_?l>loloq64G=`Qx0HaR4c?ph0dseo*hD0O!mT|%U>|^I8aGc4mM!4
zBNRP27ldUkon>ck%noP0u<+BMAFq^RdKsxRq)QeSZuVJQ<w}ib({i=7`7v4YX@wh8
z(M!Mr7~38K_b{33Er8J?*`&-DsnJhxppIut0J7j^J9w|N866Oj%DTYEOptDb(d}H{
ztKYOxhOZOFw2hfa6zR&F)q)SOvJTL#2!J-;oLmPSXsL4zTit{Wu(d2%s<le~?Q$++
z127gAb5Y}c_yw{wD|EtmYLKjf1M&7`<3NZm>~w?oV=!uu@jL=k5Jy&b&k07#ot_ZB
zBlW0*DJ%WmwMd;orL>xEI~-_VN0tT$G8X|JMwG27FNThoZDomQ2Ls;&ie)YeT_?%}
z?;F)C06e5Npu#lC5n^}U#0`LmH>Z_qDnBZ?JLsW||7#_LtMV;0+fVUX7MopZK>@qB
zyVcLs+X!)ct@cF8+DOhmbc~?N;zM@O5^)X2ZlaO2NS2E0#Akv8qNp~GDt_m>$7KBV
zs<EG<^6oC3+p(jza$5@JL0c*vwy!CYd&A?Flr*_i8~(bJN%_W4aq)Y$qmg;mZaLBb
zS=&+{@ME7rh(a*Blf@T7e1LQdOxy}%0?qe@Y@3ehU^vi&B3XlnRm632yy0p_i*o<J
zgB@UOWL{+J-C3}hdqg(ja1HT9xV6ZC@r?AacHcY@y3dTtxd>uC8z9cvv<!~()Nyi{
zeYj{bBpP_&&t~^qoQhd}0s7&k6-vA^3$A`0_PUPv!sg)W&j9I3O6kL5WfYY>^C)zy
z&-?;}2=2<Bn8yCj^N=ePnKmw*eO&ae-0RyKai!;Xst0Jxx4qvra%a#rM+vcdYa%6N
zwo}dqas}SMx*8cq#BbzGZdE$Z#Jy)};y%M4Kzv4HZ<a%YXPJjx>%hEnW-5e}M!+O2
z$UISMQ+4ktMx7uD7D5pWLl)}{J3I$X&a}Q0dwlN`kp{?*H1peV0c|TI<B9yWp_Nfi
z&*G#B*+ZuQ@bzW=8IYG_JM{FXJSh%T1ccdj-mi-|5S>u)o9EU$QKLK4jT#lzQnRzz
zHm-vlj4}@NDR92{Y)1$i01RIf#?bNeAE4Ddu_5PEiS(mN8Vci!MREDX;~p4Z@8gI(
zL*>ON&e@^9V})xbQ$G!ry1qY$8tsL0%tz8pR)Zt)wBF-E{2V!_j!p~eBg-B|&UxnY
zZG~@S&rDhgC^FJ>7dp@KqgG=Uz6iejwDM}i;&E1ffaaoz=#G&Yc+|lyhIC>xiX3WP
zT`3YevY`Ha-v4ERXKQCKMxaoOCzDEYf?M9=5!tI-T~hs7lFj(?ph3viDD-P)asO-H
zwC!P)pMEY~r5UoR*N64!EWgZr1RaS(n;UsXe08%;W@pEh?O1-TG!K??J`t^sJiAUl
zW)-vNAWjDKg!P^25_RJwuL<dWaE3xQOe^BQF)+L}GFB>WxpH+$j|uO77TsyN<;Z6*
zA^T_V7yRYL?dFcj15d+qkjv2as%LC{r7kh&n?;`HSaq{H9O!v9BufwNhy$^+bX^2H
z06wubHU8PK0s1Q3Wr@O02StcYT!`W&D=)E6WMsUyV~PXKfMbDpgI4d*SmbG_s4F{X
z&w05ZC~)$M{E*{JAKa>&0ycS#0~t*gCWmdE0D?2i9DFM;>=|Zp9%aQUc|Ku|ZLnk5
z&GP%ronb{+c`qX3i@iW*b@fMOa@%Lqhait45pd|3OitwC1+CJnnySx|FlhqvB`(LK
zqR|XhF6-qd-P80O)XD=068OZ_1m+3y)0A<?RqHiwrS~qwL*@CC<9(lB?xwDuM96B&
ziob9eG-j>as(B<)IltrsGj~v4GmKiifGUn`bD#uc93Aa^ZiewyerfEK!#6N@vwY#<
zV#70iSKSGpvC2lchPB4L+h1=rRm{(O&Tv?qimr{I5nNUGGb`|UUjI*XX}&pndRC+9
zp-+*CLb?s87);n%^I?TA;@%?clow3Zw9RFM1AVV>Wf#0r&sHe4{$_d&Sx7}kg|7U!
zla@easAQdwZCaeWrnun8vu8#t+s~Ise*3LyzrtaWGnCmg@u8i1F^#qRfK3%;?yCTu
zUJ|aT)|fD3&6))sm-DiGinh781#@%(u#nnRB&7uX@x2b~<rz$*1ycdPgZqv6*4mGH
z!3u1`lQnbK&<I6jy$;z_*12Jfulr9DE4e1}vFz~QlMJcmd#tbepfmIg6&5y5*=D`s
znb*1nvf6sCm4a_{@g<FEnj|U-YwMPWH&TwRqWFT|R6JW!S*aF^*Q%AMyV>dYu8?Ml
z0%|m}_Z`_8YcB_nY<wCwqh{c9LZ;uyDA6CnqWczf5Y~U;=Dl1m>#OdRXP4+tVrXCP
z<v=p!-x8=M#Ulkwu0|2`pR@S6qcWHdR8#go_yR$QMEt{!KxsvN`R6t#Jn6}{fe~S7
zkK;hoHlyT$Z9CdjM46%Vg$MbdU98Dz;;KG5_e)PM{P)H{octR~TpTRUxuKlU5X%?@
zS$=~8)SYTy+@hoLwj*U$N<~&$!$>jgS5=@C@$|VK6mUx2Q%f=DWUysBQL{<^yJ%|_
zPh%S(t!xO+AraRw{Mw;bR`ZgI$<AB9$}$HHQ>&^7Kdo$WalGY5F=12}*x?0)Xy>L0
zmV1ZsZYq`DhtfqC&dTC&iQUED`OmU$7F>r$U~g=&GgsCG-}_KKN^P(HB9#dT@;qLw
zl><MK#Ig?`@xLpr=*aZAW|6*ozYDoq;?FT|BpFaq04q~iyMTEluSCsx`7DVu#V(>B
zl69Q~hp|)T>?Y)V&AS)>i;>=8g$ZM^XliXT>*?~SD*5sIpLeQ6;%!P1*6<nPc9KPN
z(jNbkauF|Q?ovslly0mEBv7oManqmTM^c+vh+1V7>Eu*awWBBjrf+r!W}f9HPYHC7
zniit&o43cBPn1`lToK267641Wl1}UBqT0&u5ZRgtn}`FXRfGebJ0A_9Gdh&p5@cK%
z5`qtO8eh<tgO>R4xzC-6mrO=r`)`aq!25GJkb_yF9Za&LiKyWHN`x{8dveL#JU@#-
zLGqYtk4X(U(yf=zxTFLnALnRCf9~~m+E~q0?+gT0+ik39_BCimt|oJIeXET$dxilj
z&C$7%HkxSzQ;A`lZ+h39bX1mQjZsv}$X@tw^|x`Gp%Pgo#KBxqT_vlv6xYr)bQMb)
z;`Lrt2fcdUKxD_*<<1Z_KjW|fe=bU<EdL_R;}xZJC-g$krOn?7DVTEnmVE97yP?JV
zI!9)?U>iOj$+zVuv?^<2I1mH6%tX?FMJeosz-I%I`=3;upEeF7zz_IK2UkW`hhvX?
z4DE}4Q4hABkC3B!-^vKRt2fVHS9hd}VEO48A*Mf|{3VPJBKqnTEUm*e6(2>92t6cD
zxS)5mx3aSf$iVx0f7zel>2RF$NkjqDMD^4IA!=xk3R3dI4`BCqme0^0TNLqyr-Jrh
z>DOhNr3<84S^rG4^v(A%GtfE)*%yl+kd4XY1#b`r9y+HI1GhSlkIpFhNideh)*i<X
zJ6PlzvZ9tkJ38vK>a*n}p+;8GDiCT}(jtGY3e~R0<qlPppLQeoaqmgcZ$+rlkh6!s
z(p_ye;mS4dX<_0D=f>Npv6zKWL9V0~vkTf=ws_O3%*==ML(S?_4~+Mi5D*i6NO<9!
z736V&SVBqt+^dga<j+f5Q_=7ofAtKen+KDRW*J5;5x$Z+o4V=B0>6E_&1<ELjOIH1
zxe%-M$!*>O<!5f?!4QeXm+)I`?u(VO_?&IX6Xp2Or|R~<weI6_<3P9P>+huANt$|E
zjWl{_pRRRJ{D*moP+g5C1jZ&U)%!xahufaiX*G5oOM|-YnW23C{9TKfbGhgPO?Roa
z;vCK#G%%RrJci>yFH~`$!`mxZIxPn={wX|yfld9Y$8Lo2RSdCBp-#=GPSN9Xb~$KK
z032KVH~7!8dR@u34yDXba=Zzj5^AEG|89!@XP?Ea!x$<QS=(e~snhq(q{mNe88xJz
zWmw6k-gD~k;i1D@laMiJj|iy_G#(ZET9{p#AX4%`uS(>jbl2mg0C33UHz?s;%c>8w
z>f^j>+{(c%=;K5A_>J->#I(hpln@#;L;r)?Z*3kn*I%=K>GaLhzTdsk;o{*>i~d?<
zC>T{>cjoHt^5S)M)dM~^@Vn)+)dt&eP+s<ga*oaM@sr*C?@<;Hy13s7>#wK3ldW2W
zU_Mh3LJ>C5Ls~sq`-OrAZ&tDf!B-(qhpi6a6Mgh$k$G~pq*W*|R*fnEx>etFM&U|7
z5fc8H#fs>*rZ}zgx4CsQepLKwievG_#KxIvVY<y2b5;5Fy|<c>v(?(<ezYoUM?&_9
zG4#bY4y1BN>0<hDZ^O9U;6au{j%fZwa`D8kT(pn&k19~FTwNCvALx^u&r^B2VF$4o
zQkx{dalPuQcgh_4-NakQbb3--&eAi5&JwfiP0+AJqodzW5n>h8#?<qld{84EMYZ8K
zBj4Oo{pBAbx)5_J;JtSdFprJbS{Uq1DFkXyg=E+TX_2P|R$c!xW9o){$v3COftFd}
z(D9dRmvw*)wA0GZab74^O^&u5OOGPTaaq_h)_ABf^6DUxR(<75rW_Qu65g;NM6n6<
ztQ*S;)XBD3V!87rbnfC!)|@TY(Wsl6_3+hnZ>f#l#RvoOj`-LD+N#2F?)b(1lu&JF
zXDDw=hV5uC+82`F9BO|@M_ZH;6gA$(ww0Tn*SguBSH2sq+bPdB;->1_tNSQb>PSQ6
z0qRZ;35VQM94PfDEZ>G*81+dZ$Bx0>$l=S6g1(oDK0VQGN5x9%SwkArxnnkltti_M
zNVB4d!8g-X+59k+GA52HWbU7pEii-WPAP;UG63^h^VPzExSJMEE<V^p4jGExJUEFR
z4MKC<p_kfpJ(JZ83s<SljWqcxV{3`n%BHqVcJngO{T%~SHbxy;@j(G<#cpD{#5PXj
z<cGy7jz>{P>9uU)0-A=SPWsY2s<Mg<WtobZ0!_zigvR}M-?b=oF|X||WxbheKNvSv
zU}9Ykeq`no&jFPwRW#?U2y<hV?k8BUGU5x^c7-d_J8&KlgcmWrNC{o`VOewS<?58D
zw5wy|?E9rVZ29FENrGt<vqQT<`k>B+fNZ#)k^PA@m<SEj#A?+e7526&%cJ6q6r8Qj
zrMc^b8jRrUVqiZ(=<4W*fgo((L=1dRq=lLMQB2R`t~Bl?tygygm>)(pN&zK$4OS_x
zQ=Vl+TpccHFlZSjt|6l_SeQe`nVPS)b~;?o543L`qaoXZ(Ac8N{LfGGGP~iDEbxr}
z*8}zHi@h!yuy%&ZTK|-so;5FF^@c2`VdP@10kC^A4ogcnF3_~VzTfy#<v?-=gFSK>
z)X(D?3DIi|7K#v?N-=LuN=<p4k6@(UzW<w!wwk>u2xyzzGk(~1O&%ru)OydRS(=$9
z=#9TPT+x8Dp?l57@E}D<6V(;8y*%hTb&qw6=k>Y3NEv}}o^%`eLFCw6P`xByaJ{$>
z#qU<TsaWn4k(;L;@v>A|Zc6EZ6~yqzoGk<KmL&JsRwl{EK!8dr4ubq`<aptM15G8u
z`x!17YM=prI=B)oXYlwriiDCuk;76IBmXU_Jr1i8^UpM4gBqF}anXU*>kWw!AC@WA
zaVk^Bb4v5f=|~z&7HqP!d67M?#(TF-@c3(&Tnv8r2GH~Q@Dbf83ZCeDzv8<be;|2)
zKI(87G*$bw>nsC56!F!1;gpXy)*ar_GxCXWkG|Vm{whZI@$g|7V++!T@$t*VZU0A6
zw6D^*n2AU9d+B{^r=vaW*gbMuP_&PRn@Yb|4)5vQ?IFa(%?HVeP)UQe`f4FWXlu0j
zgY)ZgBt=>AIn^Ist=?F%w_T}ap;8MSE^GK1uRmJoECaOhKF8og5hHVFczMd0gkowa
z;sZTnC}cUqlNH+tbW#Q=)F8`c=n!oEjUp?IODVLDWC==PYByGC!188;GAE~hZA$cF
zO!gJ+)OSn)na%*_*^+t$tDJY=u+|WK<yzm3WS_^%&+i#zc<UgZ=4J0XD;0#7zRv}`
z#q7;ei3d~XjE-me+m8Km_s;Y#Y{!guuAPm6$jgj-SgyP!;eX$2t*sTOE+RcMy!{+)
zu9B>Qv=5HU<qYGh5`LWD5+Y4Z;5LsC$k<4gM7m`rX@0eQkvD!P2%eo_8u<=LPhS~i
z0CvOoa@5Lw;wPG`%^-=K5#gP=A()e=wPx}KySXHVkJyu3GcqS?TE;8DfyQ;97o?TM
zM%|Yom4m_@+X_rE*7bTrV{WT#w)XtgC>y$L+I`&p?``DHl(WYF)yM_p_X<dZ3lE@k
ztROz{eEzL%OuHXz>)E$S*G3Km^hef*(kiF7oC2xUywy!;Wh^@|NLH-Ifm+~>YE@<W
zrM<>fJ1ib@WW)o5f$Mht&;>Bs2M1DQ0NgrJIkXjmJi&(Z^kXUP9N|Ts5S;@6awrn4
zcF?~~6#_fdc7P&n)Gq>&d)ROR0P2>Xy*pK&S87n;x^>H;_*&CA1PB!C=|D?ye(2-+
zzdMM5pAwJM_s)@{Pz9z-*cTt6!cVd6_!lW~CmcxlGT>Cy<EMMdcbU}H4q#L!;fEgy
zKg$h#{y^{?>sjQy)&`-n7!e{tO;>(Wb>jL(?)~n5k>Rq%mZ8#*$kXUBowb~9kLK&H
zV%74&^(R=Gy^sbh*EE0y0tYHq#&FG1LDn-ak4K<Ujz>*guuU_owC86mcl{{5)-V89
zf%EB?=Z67!bsXp_4%F6kcC!kC26El4;j_7qeyS&OWUz;)+JD$qBF}coSfGK}k|lIZ
z+}3|~69K?xZ22o3K}54ro)Bb+-E}bf=ucY|vYhyDZBa8VN?+*&iD<1*56Z~9KPOWa
zz-rsF%4uk&gJvVSgtQ_uQ{GvX$swdBtq<YzYR5D_WZ`YSHJcQ=+;gdN+aECDYKZ3_
z;VFk;+1IdY;(#C^XNOJ57>pbalpf^*Y%$WtidT)n2iDFKzphKk2S<V*ngL?Iq-yRD
zrs5gr_zP<nbjC0Yi|!?L>c0<#nz2t^)}gommbG9L5-8;n|A164#;|A~HQl%XAm#li
zoO^&CbsNyoEO~_k^%gLm6EDnN&|L!Q?*$wR5lnghAe-Up5X!f;p)GXkap$?GvUa7c
zz&ur=H0zEecd;`SX&?~wFQda9AUaeL4<HzeJYAXv7UeV-*E&BLn)Sc!cOmdtlq;U5
zc?w-%M+5bxBFm+kW?*cF+nqbd=pPHoek<~3pi0XCu1>{)TIG-j*ziksD5HljH5+iv
ziVR!8CGk+BebKYHU2opMfKvcq$R8y}080EXpr8Hhy5+N0z1gYKa*N(e7%&lE0Q#`b
zTMY)R>5tHBFNMzK>9a6=OBZ!*IpD6s$k|A}-e{qCAmA4F0ShhNXgc~+=rwSXpVGYb
z2l{-se<$8Y`e1Gbs>uu$hs0vlhwrw?zkvAU%yJv>%E}>+Jb~F%gv<M3EN^`L?Z)0@
z{j?qWqDy=;|1vBv74$C+9f|==vFR^UG`_IwZrjwVSvNUj0a~Jf_&-4Z7OVEf`%88R
z02Bh+@eis1W_=Hg22A81;s@lV1AXo*3+PRR8=yB@*aooCJ{Yi6b806PYx4wn|3DJ^
z&h`m(@c<n-rxje_>2e=Q>Y4Mn_6I65DL9S%!_-5bldlOJk$8u2FdbS;u@2=nmd6(r
z9pxux{i!uk_{JnLGez%<9f((-<93r<w=35leKfJca3*P8(0er@WxyyPPPFo6o}h~*
zvBVFt;)6#O<Ev+%>r#pUdBGl<m}5A-As6&Ee_%7PG#X%Rc=;R}Oobjgo7@KLB)XKZ
z0S;}$!~nRdBmf9S%7amtannE%Agx#kOWcAL`{S(CYbGO?-`auaCxEF6<v%N!Rshym
zu^$uf1zbvnDw<k24$4|*;U1gREU7IQ(Hv@M?T$G}&EW5_Fe)xzcYF|-In&pe5YCUE
zdASMfzq9sX;SvL;=&6><le=AFB3c}t%TIo`IllEC9bCA~vj^~jiC#01#gZ1IxUkB5
zz~mXx4m+c8q>P^m3U?YgKsnp0{RZssgKit_5CqIM=^?E#Xhqq3IM96xpfJPJ#qgVj
zZ!X7J#7(N#015ro;t=RMUN&_8HZ%x~3`cul-?3O>ujHWh8|a*sOMFy4L?8?F$h`{?
zFq0?LLINCiq@p@~w*f<w!WN7UwR_lG`UTf`=Fj<!sUjyw7~BV@TE(hWqPefuaJ$og
zorlw^j=+y<_R8z{zd|bomA{IS?nGUP*x9u~_Kn?|&IuJTWBI;-dd5(=VA~|k&)A%F
z)F;b5M(v+yuyVDg0(SMC@+&Y5&BM|)A;UcZ1c6Nemk5?@shifvZohT;^-n_Z{~|;P
z!#Vrsy5v9C(Zdz5$8KNW-v#_ptH8qC8EB*F5_{#p!T!4aKf#>M_>i-K#6cCRF9%)G
z%j#B^u9Z)oz8|@+ZxFty>Q93vm8LOe!45uSdPS{`=B$ljgmz~XKoLNMzr9+o4O9cL
zX7Dj}IUp~yY81&Wezx&vl0*|DRYAV@s$;g<M2j(JIcObdEB_x{{&3Qm;-r6M$UrC3
z=enlz?yG+}2jJOwNe&SZ*#S1t7b`-n*jv{UUHAZD{EJpV78w3bRB+py%Q4UY9T@T7
z%F|vl{Kj=IO6IydgZ^>und|m1f){wQ`%YtZEGr1Cy8C;ev;%AaZV?*!R7?qNqdGGB
zwU#$F+ty4Jm0@mEnfN#<n?5JV<bCu+Q4E&GoC-QX40yukM}T7X00YKo`O6ZZ_^_xl
z<*H(fHB*@CQyWpP{{VQ2>j|J%!2Ss>B;1?dOy&6QKal<VewT{=H`pKTgWKNPS1thr
z4&+T&t3sOA{~>Tirv)fggiYu``R~wgC|lT!{AiW739#?E5C=K}%;At$XMt6YnEBUN
zTd%@q@I;^%!7DFd)<4T$r{c@Mu;fT1!|+8_u}30r<FH6X>r{dbf~|#J-10swfTE8h
zur<Z|^gY3<RW4NwlWLuSd-@l({1;&v9U54b#aM)-n*Ih1&-dRM-pxy&)7Er|_m^2#
ztY=KLUDEQm75;;ke^}u^l)Qn?N9vf;%R@@TKy|phKQxt8g2fM>_G$M?=T$wDR*x<t
z|Ge~#+PO|s2R6;0{Fxf^3<@0G#Nu}C(0%PcBgRiah@!u>wDh_Gkm@=##i_d3-l9SB
z$R`fkO1J=o>AS3u^JN?;>LwB#q>O2P)3g@{xLIve|30>8u#MmvK*CjU5M&+C5(n~y
z{c)YNt$=s=fde&ap%D)OZKQ13;hA1*S|C6cUx4mh-arh74Dd9-zGE;yX~BV5)^jh3
z1-yy$9$G<`AMi$GLg(|qL)DRHObbXXoKEGM*vP7$_5jH4ty>`!7y%NDLAUuO4~iZ?
z)~Se{_z-75eVBjiznmQRBOG^K8%U4O`g->qo`<F0dqq&5Nl9msYWJX~I8@Sr0YY^&
zRq!m8d9f@uBbJg`<vO)BzShGLL2<cjeaE}K+q=Ax_ok|EWXOlejs@?gNEef!B*Vq0
z%tKNs9C!HZ)Yaz;ayPZF>~k(tHdOau__f*+PD;>mnl;F(Xl{h-1}kG_)rrrvp!|OD
z8U*;=#eElb4c*uzH;|V{JM0wfOAE9muR+&&tAd_mRDqH82{6=0@nHjOWG#!Ef-%Bw
zxvk*`0ePfV54PVz1hp1St37@(^h4+wZ)HYZw2k<?zOL`XB0499g8M_YLT48jZ+5gF
zYg{|^k@+YO6elu!<@T!LQ4GIy6ep{M?<7NOwX{!HtAaGGERwS16`hZm*Uk)R78@)K
zYEb$q3-*-j&!$ZtIS2|?E_Z>Y@a2DME#A&FI6L`(vCOhDD$1WMO3sJfzGZnIem$ku
zC-!vcc=B^@Wz2(qF)O*N5ViTosXQoy&?6NA@n?sAqFQl1N-E9=C7aGZuk>I9c1G~d
z(jsf4h9R?Q8)s0JZM9(L67hAboUI21dxmVRN+)8zKt;q;Wem8Dr{Hser)a;9=o+Af
zm|T283HN*h%n$a)nzreQ4~+7VnALv3v`a=2*btKuXn0?KQ?v4O3g%)+O%uXbcS%EC
zdC2Wyw#}rWUaIwgXwMBc>688yeP7{%Es0dYMr37`*YR33xZK#3p43!Cgi^j@cqe|x
zB6iTmZ0)V)Em6HAvhngAnbk9w(C?Am6NmWXYsb{+whk6;1ayJRUbx6Z)xv^BaHy&6
zlh+#i;hJvz_>=7AVjuR{B+*^Mx3$G#M?16&r6Uz&3PeBH?58|gA2M`es9roXLST3r
zX$I^u4`%u7j(#%3Eu$VeFj<k>n!XBu>Nv7f|E&Lmo8#GKT`(68S&s9>$F@p9&&UuD
z7rkWX2yJ!ns{G<4hDR)2!q@6AdrrxhQKsxN%9OPGs%*4wkgy&29iJuLhnmIz0+Pmd
zNpH%p1V+!zclfv7J31J?y2V$#WpWJgmBcDw`}<fniaaTkgcH6~U-}LtYpLO|nYr!U
z8S$ykDr->tp~$oX-QYzJwamrU?jo?>NJRs*>l)faX#`pZf0KUA)FhqAS?j*&QNic!
zqQ^D|_t<6^A_J}-W%WB8wX7#qmZhU7>c!#al^F!btBXV1xdzR|982rA+3|c~^$w11
z{C;kSJ_KLWDuS5;9j9i>w0Ft}hR5%1_AB?gkO8_-*M<WfQ^3wfp;zoC6Y?B$$8EPi
zncGwm&8#ZC=QuhW{QyS!_(A}mHWjm_ZDcaCYZDS8U?(C3T-?0`jH^hY4^3Yy!=3#Z
z0qg4OVg>?e@u7Iw3y(!1R@=$UN|}))&3H@c02=Zak&*Yl4Ql$9JSfoU%aG#?Uy`LQ
zvQ3nnYz!<?`LQWu^4=FIyqdPIwGL$&M>*61{%|d5uR`(3{)6`xx&w981(*Z0{?GK4
zRbki3#9LKL-iR;#HcLL{04lA((3gb2VW?R!wY#;^?6(y-QQXBG1>ZtTK4=<>bU!g_
zk6`?Q31$5_j#21Pt{i@9UgAfkK)`;))`juz$AL_M-4zPrYclm%Zlw5eteabLPr;O#
zNrVl2Efl|B+WcU{EXG;b@vSrt1cb{olI(n!Z1tS(!POtoo|17WLKg?h5;BW(fDQts
zMv)yR$g3QfH?cr3+#qK<M>BJqsu^f+KQ+DSgt1v0a}y!0etcBX8_}{jnNr(hm7$q%
zqXRja;m*mukmx3G=<Mv`D;xN>&W)9LHo6NZQ}Y1K11vAHqB7%lzKLaeib3|#rZR#9
zD?ZAS=q_!g+F{B@WL?<nVUVm;svhe43$8eEeAPbWw-g`WRLoe75C|P&h^SXw1n)de
znClTfb&mml^?=t8{+XN`r_H15AZSXnE}hx?WX#RZo=gq)q@G*x8Zx7x6sXvfmay!0
zGGlPKXRKS|bCej76v-m>R3Gs&<Tl%*%yg+C2SKHn(0+^w1n5C6H=Pkap4&GT-#aI2
z!)#K~Kzkkn6C;0hKr5c^0qRz43b>RvkiHtrKYb`RC2L~wHqS)8F*hpaXK3RG4GetU
z=NdEPPku+N<6$7ePbM~5_JVzFEYfW!Gi(!BKG6{Da~MQ*S;QRly4L2e36;3d={9A^
zDMQsB=+S?Tz7n8SvS((WslEtfW8Kj~n8m4<s7{ipyo{9CX&8s)(yhtsywFNE9zQHx
z%VO^7f~p<Nh<33=<$MsIIC}N0LW3ET&GB4KwUu@!uGhdvh*fz3hE`#1FRU`tnv9AK
zd!!&-=ZK(ZpWJ$R5xD7XxMc{`wm@T^1jvBKbsX0;k&Q)@d%=en+8I|7G(?tc_~d~x
z?YjQJbgY~489;mHTwiH>U1l#be8~DR$w<v;>E3^7ds<CQXo<QDa?d=NX;Rhfr{YuX
zPnt4#rgCi7_+7zii(pDLacf*lMwGIe$`#v$*K9-iXYZhGRSnK3m9<u3^}6Z6E^E?F
z8NF?TTRfwPxMii%z)x3+fx;%$Zapev2>5?TBjYlbqIB~+l^`0(`?%Hunzk0TE(pdL
zJ5uJ5!5K>{(Ps=6JD(uMTgFY-pvyi;tqWfu>HD74RA8f@v>NY{J)39eg|KO9AueT~
zpGQ~{dfQ)@3UeOO_&Up%N{@yX^qKl*4|9|HTpL_~>fDBe49fcB4eGU!KcDGOvj}g6
zQ0(pAc`@YZtL-5lMSDfy!}Du+^9;SNEPFwHaH|}n@l8>iQp4JKLxr|nCQ>i<`25w?
zIwgwM>Aa)6+??R(*i+ceWYsHoa3C7cA&@m`@U`<E_-fBbylVNfX^fg<je`x0t%cQd
zF@|RUs1M(_V^izKE^glVgttcE!Hj*KzrjxWY06x~#c*_G)N$d#$3%?+2G4H%CiIBZ
zuZ3HhGOEWyy>hTf*Yi44A;bD|JD)(hVWSl`Lo5D1sUq{{*!~3=lbt;6=Pu_)!#d;M
zFY)_$Z9rGV^Jv{=%P6sts5-`|cI1%4*^gJftkyFgKclKhM0m@Hof#P^53a6jOxU-(
z(A;D9o1RfQ#4p)6C3TPcw9hE^l;yEia1DCyQpb3yE)ohba!eHnstcu}rbC&sh2m3z
z$^MIgG#qHcwyNy_8&m|q*=_;*OAGU$^eOb_yEMu3kQww;7qx18_R%ZQ5r5*^MmJ_t
z72Jnjx*8Kllra06>hy>{tq?7!-r&16DPJIwm|N@RBEoz0#o~HQYYwvigT;W5!x3x5
zgc}8bq5bcIz?j|lQ$X=zY-CUo?QzqN|Bwf@tkW|uXZf-lT4ohp-OYDcBncGtRARl3
zE$)evK{Lx$2x^DuSKsoRi5}z^KL!z-57h}#p)C(RE3OtDNmnoxn|zAH57PZ;@X2$v
zByM3f&5CY}#XQ_$M=VSoTz2(@sYUjkjjF_Hp_Ha@%xx=SzA(qR1*>rf0*@+M^AzFN
z)vTY3p8!2X>Lr51PM@cZH_(0_3;h(zc|{H4TN}xi5{cF<_yJOSd?P1Ci;j5K`#_Q`
z#h_UAfQ^TE?HUv+-(Yv!9N5m1LFaDN6}~4VHo|dwMJ}j$o$PhmaH6iFksNbr9?({@
z#fVprFw0if4EqkjW~SfG`@2Og`T|iX3rVsRr8EqL67ThTbpriHl9BI0R}|^vIB#yJ
zy(M&M<O4R9J)9RhzY6$*bs=4I)klS*^_DN>c_riEXw3!G3U4-k+<>!iQVmM&X~@Fv
zcQB~tk(Nun{#qDD&T7$K#9kg*o9Bn>hIui$a$)$t0X-|Iho5-*)+|@e$Q$@|S@+Jn
z??X4LPvDl!wu!n-Y7~l%A;uX>gX`|3bDqXsu=8aD#)a5rj3LTMwLRv#L(OhA8-My}
z{XO}tq7Cmzqi@HhhOndwys4YSQnFaK&FrT6xg9xM0msK9uZP7|hJT4F)dd!((L1kJ
zM!e))g3qqLu6#7d<SR|?Dbi-cr6L#h5~3FO6s4b*Yb$CkPg$;7lyT}H^yMY1qltIb
zX-h#ZUqD}SuGuD{HWM+~F#Q@*q4H(FQ+PjeOg|a9XE-?jiS1q|qduy8Rq1J^nc<O~
z9dCA}(l?}^yNnPC`Za`XBgVmjWpUF>b}KoU>EJprL@R>r8~@2sCIE#rA8>8ZQV)1F
zQju37;ZDe6*t*RgNUs1{u0#X-ajU>%DUJ(-#NJgkRKa-i!l?d>AV^wa|A%%8+NbYJ
zcq6nwO6?i>GXTj<e;4GK4jY_ShZJx3?w!r~ZWp(qW12GDSsJ1*pD`3KcB=cZfT#cF
z4_L_6<R#(=%gEiR8{xcM=PlYQXUi;QC`;x>uqm|&!y?fech*wa@9-fcP@4+W%Vn7v
zKXki;@Tf~#+`*m;6BDzQejD0IrBin#GqIM5I-HD@WUcxo`0)AC`<`VBaa)m!uar(}
zt6DELlvZ!dlhs9SEvMWn@o}Lf-gGj1PSJsAYr2YlEf!?1pP;+;yJr90$NA#4HMm>O
zLdU_zRz~k)LDk^XNMo;uJT4#W%7&`k`UyAA`l2jz+V`KaLBJMC;06W|I7Th(fsUfm
z+rWxGs`f_48l>{EdFUeG3VXk8&?@9|ShD^Q`SuMejHvMb^=oy!heHRyxi@f%KWPcF
z0BRT!geSL~0ZO=I|4qi2sol2Sl`qu?VJ9#D3&O;%I}dHvFyS0>Xdg+6Q#-Lr{?)bJ
z_5#>Vt%d#E;Mypz6t~cqPs@D~A;lg@fPIG$7s4b{0x8*_^WGf6{3-Xg4>&xtK5(V&
zlFo;>Q5OG>ZR9m6y7LQZ`CGZgNWAZeh9^J4p;^cTt5nkz7%PM3ROVRN<L2MJTTT_i
zICiXS;|&cL+&K(0+^rN2zM=Jm($4*$^)6tvT;PzyUp=nqrK!qSecOR?sozrVtn=pV
zBf00}RCoL0vfldBt}RMNiQ+(VoLHqgb=KEq!#nV#*I&~kZ^YJ?;^!5@`P(A0Jwpsf
zgL+~scpto+h)Py2vQt&8Vz6ZR^hv6T2K{N$ksV%HZ0GF?=cBmpbl*e^a*})zn=1c#
zj>xm96$(a2yfS!hn@H`&n#SdTzXm<=4nLBYBVIAA)e7m1FSawvnUrnIS7kl*5nkDu
znQNLo-q7A&`TaFNk6j5q@C(KG|55hdQB7{o{xFJyqJkhrX;JB21f&xYk=~^@5v2-9
z?*yeujevln6zRPqohV)D9q9q2mjo#RLVR~n&-dJW-+R~k{oy(%<jH>ao;@>rW<E2s
zp_j4v9GsIlgaGX8vr*VO9of$uA7B}?kbR!nJ>bK=(5k}5ce~@hyat{tIJ)Vlp_^?&
zRhxcdrlGek9vU3z<G9cCK(}HKw6HclGYlTQ!*l{XgYtLRs^BQ0(m4m>_F|Lot8SxZ
zD~Fk>H@V&hE10OB!>TQ5@0gwyO0IY9Hq?HvHT04)bm~rl%+*<)4>1^J(e#Y1zLjF_
z<Tj*k{=HdW#b_gkCS4trgyTzLSywTUO;TyxgDMwrP^g*DCCTX7X?mvBLRj+2;(3!q
z_jU?IeNMSr=9n0Hc$=mu1@BgM+vi-9-qal|d{|TLO#<)-;mJ%SSGWU4Ny0Hl86AFZ
zNpll3cKW3%jMJ`lvl2~xr+gsISGf6^Tc`J};~z~?9StFnId7d@jJF+40Iv_!(wF<e
zsx(XMAn)SqfaC|VGIq1Y<l}~|4#bfT=E2P8UVZ8eB1~P=uM|+V67EXQHqO#BToJST
zlww07ZU0j6%)+c!VmitJcei%*ILHF$>aP5$x?*r+W3y;_+hdeWyl7xa((xhg60C#9
z09b$pGd<Z?%DB#><#+Pf(`raj|6792|KHy;1S^95CF<rtC?jkQgff1DP=>9KYmxI@
zeXKqvwy8Eu-)Kt4S`dD{Dx&UG6_p&0nxzr8U^)szT>-e7v4?dVzq^Rz!yg>H58VWH
zLAdh*1=%6Z?hKX?plk!Mrj{yD%K`&d`e!Jv!R5%xT~wPSDXJ5q$ZzD1<u-)<^K3u<
zr!%;qWABqPo*i#Jce4DU^*@7>LJnzMw@ym7@DKj`<HpBHsbZ~Chi2He;cm*&S(#r1
zWy203Gw2`x*e&Uw-L-5XR6@pj)}x=|x2^lz5H^7yxibj${2=HXsCnBv?gqStTwn7h
zm5a}Q`oU>5pUf5ZAtq<4XT0Q1&UdB(6#M5QL7)3zEvZBx9tUcPyvSPQ#XVpqU||4Z
zaRUnznZhqDOaxddIBI&x4xjA|<~#`Wr~1eQ;DR>(F3ZZD2Gr55=ir}W{?AhY*$4_H
zKE5!%k2?+9U3UFADH){N)*B98&=>}k1pnfkrC3i+d&to_a4s$LDUV7#ON<KgeM<VG
z=)C2NXe9%5jQCG2Oy0;QG?4M)>2He)b`Ct5@mJ?rhB&1_U_sJ0rhaZA(bAsr!$;~w
z@hV8YLvBW^V>g<5>Ro7`P=9O+2AH`gyA}ZOgq2?eRbXwdoPC>)wN!ki-yeBvv^pYC
zC9}|<d~3fKho5!`nD*hxv{#Niey{F1dy)8WBK&zS{l9*ikg4_t)M~4F16DMF1i6+(
zy~j4$SZ<O3&{PJwp=f&9$8bRCTt&mZk?HAgR!K!>W4E2;eim>IMWjD*G0RmIsFOup
zK+i+z$qvIn;NYp}g24pFwk?_GNGCc^waOsm9o@vlre-SnDBJ)rPEe==NOr>Ew=m_{
zD^L4oS}bb=$2YqSH@$SKHlVxl?E23ZLy=~{BJD#I!)Ae<Wm37<xA}CP(@mUPoh$Os
zcKu%WGWZlk_LmCF;5j}s4Ht2-C>Ulp1y=(FG6ghbP{==ztdwD;Ly^%m&EuQ;SIKr%
z7s%JNI7`Zh96yRrw{astV(A}8e?=YEUSYb)w_Pk%J-8LJKK0acPaIy!9r*T)CD>7U
z=RwA}k2Eb;nL;U-X;*IC6{*-e9KFM6!!woSk>?bnBWFDwp-V4y(-5qq;m<nY7(F)-
zTmQR-MF<DdCAyDVrQbD-9I)I<zeN&wa%=w<Nqi0Dj<=ONnc3e5<zdUlqwoP>oB}wW
zTLb|<Ax@Nn+^3M|dsN~S9&q?86Jqf7SJ)28JH$feTFTzVkb@Dny{<+U^nTz%RsXJ%
z#|CdwruTcNyi-P`fy0q7!wS@X>xRK9P8@O5_FVddms1&M%af;vI~E%%H{ID4)PH=+
zc01uN%Me6eF2MJJq5%+CxrF5Llp3hjgkZUfCuC}x!A4n{E8$nvO9pe-0&)tb0$>RX
z5AUPe6dVB*qX9IBWTa}>x)q*T|L1Vs;70_^>3Ci}zi0VGYy|oRad3LgbdT!&!3aAh
z0f{|6d4#bNcOjN7WLH1JsjY1FcE`*6oQlcPUy7dHpJy&`MVhf!xp;xHF|OAe|8Myr
zAWad}uR+2pr--%tU5-h)6xfE02anmrr3ocv%|X^NR<oBH511j~I4USUIxRu<H##lr
zs-Au=zdV-Q<l#b$Xz@mGnCZ_A<jfJ~7Xeb~xCX6+^Q{;EMF0cT%1lq3SS=C7RS6{G
zCNV&urT&ab3A4j$f_f?#z^Z220r6Hm(<yy*7|nLSCCdpNSE1!_zS!S`aFAAkAw2-f
zhl65tRl@jXn(s>0XmzxsEW>?Nay)vD?xN4!A=%pte@@#MBlVd7>z)wYeBShx*wA5M
zqIOaEo}uk`yEi>u1#bKx*^bKL-zXzi5{l*<0Ui4UT)|nQ%gvE3rB#%vOKa3o;fi0^
z7FgFISeF8r5?I&CluWT)S*Ig(b%#?OkDWet0b=?5m!&|fq&Q%`h!EJ;JYXM}v2?~A
zUjxF!A8JgAxCuNFBqV;XjQziU#8XSE@RYApc67%oBO4|mYh{$Cd}5jL;khTiQ46zv
zRM~S7hBX6N^9<>l&aLrET&~2evTvlHjrI2SPbbZ79Z(8^(z@6KU7<PH0dpe|tCAp4
zTDRM+lNcByXG~J|!O-IC2#({lbR}vZvI9i03I5OS;a6!a@Qa|pVITf8qbMa`#yM_o
z$@zcm+kac^isJ+J!wSN+*zG@@fTtLq6Xf=mTKNw40rrT6p^D<eqzVZR7qC&bN6vEz
z*dqWcgWY^M&4`ADPqfF25x=@VNX2WH@j>Y0<L5P-zO4?Uw}GQnj}PX4{YCJuAYUVb
z$;D2FoHMqZ>3y4@=#Yd$(b)2*ap_Nk_T7zZ@lVYsU3zTPHb9vC=NfYBWD4q_j7JVa
z2O<o*zX+ZRjkski23pdU**>;BU!DFQH}#t#LCzCk^8dn+qj-koa5V7MAu=_}U2ry?
zfKeirW|~v>(I+%R{NW7zI*obRTOr#1_+9J%&D6<^zvYH<bkvVM!+w#B%<N%l3w+FS
zpw=sFDO>?)zxUvbWzEvFVt(l8Y~RM5a=G#;M#yfi|14rJu;^hHSv=J1E7m{fiYX>_
zx!_YWV>5x=77(Yz1e{86Gp-JD%<i=lj)x&ZV&J{fbX5VbB$2RzthgwbwG>KcP_Fb>
z%+ifc7Ku;n!b|et;|N{3;Z&z%drSV`lKMx;*nd+)LPGMl;AXX6O<(OJE9~u9M4YfQ
z8D3BwaFi(%DS#9q|1ft(>xByhhm$=fgKf!o%Fu2hnQQTfYTqk45+x=CsIO{z&okuB
zyz+6J^LC&!UKV2v&7KaoqOkB>-0q>9e9Z-IG5v!{IsuYU@k7yGyIV)ZGT60ugC>J-
z*0fDam*{=W(AQyI+37$b+x#Lxy9BgBD4@$)fPYa!Fih<#v{zAa`LMwI1Hvf5{2g#x
z5p#0KBnD6%Q86eFmG?0Pi4j4PfDZ_Pnx-*^{y5OUd1-<lgp9I+*P`C~fIa!BB?t64
z047_tLc(#(^Eg=*{4c;Csf;Bd2|v_UOE)iE6L<@TZw8@8l3Fl49LHG;3rXfgpe-U@
zopTJNZ5<t)P=e3-xwemDtd=IW|ASgWfnlNfaG<n5q-a&xc_1e(Y)S0p|54{lDEN-*
zo5w`kUgM>z$|-Bf-QD#@?ZOPg#c0G=LUaKaS?FlA$ID(hG+(g&j$DJd-C~T!O#!bb
zBm`S&!`v2##3rts<V~te%$%Rg2>YVP3!mr)R)wZC!{{Zn_KZ2#9yZp#yjr+nmk@uQ
zgE<9BK-leWLXCNKIQl9JwO5#C1nB8_kWbljRlcD^WPjr>!=kklS5Kuw*u};hHGNoN
z<WaZRX5U7Q)m3K4TdQ@iB$nWXRvvP53@KrZhdqW|k>WZfnxoV-Or$hN%|k8>;&6?-
z3|YuE6^f5eFJ71pS!R0P_IXAds6-l$^p(>blBtd#pWwZzK6bH-a`#XdicFzi3z^%j
zfnu4&VjBjU=|2T4zvthM+-T#U_Lp3z9~jhX5W{;HYFK#kd0+^Hf@FKchP4a-<qw*e
zbQ5^96l3i$GrWucksM@yDvHw2bt2eW`jaQ7y5^w*onYl+f)@h5lXT7_Y@=eOP+LcT
zo%$xDNUsm>W&@$}(2Zf2I^%m64|Mst!^qUntzdLeIhh~3#Z<-OSMXWj5rSJJ%n!E3
zL!Z9WYo#aOoT|!Ut1|eA+G=rcWb3ytb_lbldG;#omiF^oPy_ok)s`bsr=Koj*nXo^
zXyQ-_m0}wmKf1)8Z|y2?npwKP(cBhcyH4uSA(W1UT(J=g&ds%=UAWbrZ;i3A@>|bw
z?0~$2MzUxNKc2eAtdAPS#!ormzNo{5@>0m43k-!o*I9sQ>b-oEYry)Q!hhz3ELQ3w
zx3B@bh@*>Bux0H|HB8rfA@+>h=`f@#Xtx=li?&;Qfy}D>1XsIjzqxtEV-glf3hNLu
zZ<=Nr{(-)<6^y<28fG=|fHlhM0ksuo3G%8aQ(G91j~cD#+EgB|i@7B^dOvrhB!5T8
zph_%l;%l7`bfZ!K`<6RA*@ok{tgn~FNYuX)=y9AO3Vo>I#ws`&w`D$HZ5wX-ih3T2
zLJPiz2urDbfAK}Y^6H`cp^jbaev1m9DqO$Xkgj^WkT>ZfahJB_3&L21VI{M?+pDh0
zJRs^N1N3^a97v7!NWm%a`9ptK6E?U=u_W}Oq_RbHG+1J9>0D*v`ao_3^0xr?5re@a
zs3`zJm13Hg)1jG-o)JC->fQqc8I(uG=V4bAkcHeTb_B_Xi;ib2<m#@>jMOy97@~^<
zA6E_weHA>K5?y#$6LoH{;%o!jm^9CTKJQINk=GrotoEDT6ko4>6ARW_1?VW3?&$7@
zT&pw2yV+u#(E4i3>L$|tEL+-(hf7bLm`E+ntI|b^xSAVpj?ANta97b36AErOj$|9U
ztDC+h&;P{ceGsdPa6N|Uhuo_hM3$D+Y*Y50e>~~jK|I)?_DM$>Va_$al=@!|$wDhD
z^0nyk4xzPtg+;zMwof?k9HB%De&87)6*hJUwx&PFu#$+3%e#!hAB^;{F|9+|H36fP
zpaV1<q*ihqUwWF=FbAiyr45v#PweSbD|ypoS^cUeuH9q`nn{`6d4{vkIj8q-wl2%;
z48`>7wvCuc`I+Z7<4+omaHdm^gU=x$t6Uj~h7i@kO+I_2bB|=0;*36=ihVI%6%ng@
z>kYjr$K$Y{zQS|j9s%upv=;B_ORWp(lg*NE(cYu{0GDp{lK#9Z$FTCiMkYy^x_C%H
z!zg7(0rC61tQLpT8?Vk#tncKrTu3WZPP>=Bzy7M_weP8`SgwX@$Z{<3h=qYOqQdLS
zUU%usm;7W0HthRLA;)geL-pMi5GO@%;Op~$<DJxy-LYQ;D@vm<S6|Y1AHTw$J6>u)
z0R4WqrpQR3+%CzZWrkB0+h^O&y$ge^(Q;v4wpJ|L>0L7`^(X_aFRRyD-J~ed7yZ~!
zKZ<gq5A0_%N_WTCzzG6rt4-HX82gbV%%Jj7_6a7W#ZBs3iD4&NG%{oRjSS-+w=`1(
zda%&h<P17)Cfqg2s`hF@;hrb?ty6F4cctpJTq)v0)nnoOQ;T6gu)6b+&?ZDpb?~BX
zRk)8vJLAK>YmzlsD-5j2#3Q6h!$!EPP@wZ>Qho%%7^Syt_czk_8jH))b9@Kv$pG#v
zuEBdq)tK+afCV5+>X>kxBIE^PZPWDlbQbJ@CvodIzzpa5?H56mTl?|YsuO#WaLe?~
z;n9|OldGuJyF%yZ1iBqXCSSMrIy4_>+X=KtT_317v_o!DR94LG-5yDB`&vRF`UUc$
z2yRns9<AY4Gqs<VsK;5(Kb}g_-sd%%thbhY8~wZv(U(~=xU-yTRoL3)o#@oyxx`?T
zsrBaVpwrNff#RGXoUuOn@^Gb!>UYh31&c5bb0}Bi^XkJ`{g~C6%RE>K2^HpX)9*f|
zq9xmnX4e*crmLA6ZG6jk)V;ELm39vQxKK>Ev~rkOW!kEB!E(I88^<?>Z{zP~W1PqH
zd_eg9^__B%LZXjI0@aHONmuU=C0b@`4rq>Eo2CTq?*6xbo>eUy(B|>hy~ylUuQ!Jl
zS=;f0n{y^q+aheML|pGi9DK}Xjn(9(uGbIN%Vev$ls<U+;(kZVEY*AwXhMidXfl9?
zKRcUTYPa;Du;H3se%o|jbF>jI78TMou9|u2u-)BV;*22lS@mu1Cob1ru*-ymO*wG%
z&(?vm$flmlw?(g=$5GuWesLsir8h73>>V`8{f-IcAh(1HZ0;Pj2Fxd%zNJI)b#)s}
z>N0x`D(ju=T(|?dd>PQ$_sk*#UVl_GfzlHEM7-FRv9l{)NqE9q&X~6GJaT``rMJ2V
zCKk4+SIIX{*_l};W?+4r<*2=5s`B%hsCjlM$-0j$s;*gzWr*~nyMrK20fFbnQ+@&X
zUg;MpOd%hs2jm_q^TXb_N_N~He0QLnIz}y@(K}h}Vj{sD?(Db>SrFf*20^^-flLYg
z>+I99O+j+)Fj}JPR~(3li@(Lqcz8F{It1<Pl@3zef01b|AKjVM<>V<8n}-!bEtbwv
zj@my;ay|RRoLTEO5vS8_V&c?P(i&@Pf_5(hg6*wP=(dyx7p{>7FZ7SFhQy$m=6j6n
zj(9^z_ehl=GXSy=Kv#qVpctfu99qN}5U+N`3weLMqj-L64a-d`jU^Kry(gU2-~1{j
z((02gS{#^r=NL=69t>u7!gF7}IE>bAWPI63&>ujUay>dlrLE>WmSJ8}NgjT8NN59k
z#Nn3yl~QF%fp&*D%G<pNuG24MmbKz0ML(3F7TlNDL7$R*i@(a>6PvHy?LF3{C{bS}
z_NdE0=rM6>(FLR%taSI;0!Ydka9A?#>%F!xpSV;HK~BI)^`^f#3*N45T}U8#+<U5)
z@U>{Z&9-tJmzHBqx1l~J;7jt2;S{w2L+wGK^W(_-yo4<aOT<tkZRk0ejS3p3T|1mE
zU$js{#?0<?<IMH@Y@_yEPFqblra_^j4XtL{!Viw7Nk0uuK0ejmH6cSR>0+6X;gRQe
zFC44xI=I?NHybJE-OFL1@<kjrS3XJSefqH?n~HiXAA(Hwy90t07eWpSwJ|=>zRF%Z
zJa~IAUy2r-GAE!f-rO(*Q8%ooEn<(Z7VONLnAeC!9Lzsr=9D9drV-7lRR#1K*~d~b
zX9%|)*?o93@V={k7u%{g?88zpfypx^_b^wltg5b!U>R;0r;fS@4Tq<Kgu!wojKsvc
zwso(j&{Wnt--IBduZV(q_1=Q}XKcQqg0<bdaK{ndDe8Kcp!)L#fjxdbUcR!>F9j*6
z7t0a+6?$?hpXmn$ed+Y6y)v_3RWc9VtmQ5}!?y4E`hh4Raf;XCEXqA%r;rz9m5f$^
zkU$7`X?=fH5{0n3hzPb9sWR1>*c1lm<FY*OvQLhcsEQ{LMPI3SCU=bx-Yi-)(IQ1Z
z3R+L9%w2#{*<7)4%VSAmflbK^bW9A=kNm_Cs!5$Oy%750?7_$qeQ51g`wCp~TMa5Z
zQm8>l(AUy*u<iYJ=#!UBOUmg((Kz2VVU_%qn*6-?wQfTb!$O4lSi$O{S7Y`SGa|(w
z*#&w>g`(#`oQ68#Gtg>)Ur%6M329p@_zR&6B9z>h$0{6))ADA?25LY9*i*ovO#rE3
zCvA94vKqGN5<<!&60gje5Y-@AVbwy?9}YLEU~{qT7+CJs^(!S854WhY=lL$m&K2HR
zkNi@VEb7z2+U9l(`mN@D3Nfa<1!`W7W-Wg-ZdVt|tR(-+`=yxuEZNV2O6%3anm`un
zSO@cp{(at%>=20X_w?T5Z7zuEXa#@_-)VNK<WJ9XQ+G(LG~AYx))6x1GfFTV$Qr1W
z-w<5$x$s`=!?#n*Qd$#H@<m>2O(tAwS7&Sw?X%O<)wb{RrhC$|x8J=T0tpgTRA7$2
z6=78L-J$7_G+(O0ajuu#^Z86CO@f0>1JC^ae*130lmN2qE5pJdCVo}g@%c}-J)c%{
z9myUtHuyj-5A9&<il1s-uC?$TmUC7cW>0<gmaGbF9nNFQo69CAJRA&4#GY+egj4O@
zuQ;>){4R8<QYq>^P0vBnJ7Is&^LK-`=SA*R<wC8|gn6}}{_CY{LTMpTIv*+6Djjq;
zx1J4Yj;u3`uc@=`zPGJ*XB8PNEL>G73&F<EkO8|K*kg)$Hu0I7)+2oZAopNf1T&9o
z0$CppP0ub7Yd&ayTO0WP=ST&X4<xuG0P~FN_>#KAIgbF@k*(r-zFfUlJ0IMWPop_{
zOtD{$2xSEi9{1%LCTl!{-~EDVo@-OveSGd=^q^bE7p&7I_toc4Vn@0hNcg!aD{8S1
zgR2nhkxGhQp^<ay?IP_yPnJXqp%=f~Qq$fIF&@&yq2#-lIGF7uiLdKaY*tvcRVL@I
zJCFaQ!89O~T1t<Yr&N8d5#;rXiO+Nruh&vX=A_IRl|XAlMC_A#6~7NjNIH7XN3t0!
zeAMIq7$Y1R?(q0~n@Bs%U@~!Fd^SL`{&sX<$BWW~0rj{<S+VGPLx}_&g&N6s(BS&E
z^?rZk?WQ)XYfUL}?~E>@zcRyn8f@hBxieivb%Nfh<#5`5Xh6N3^cYnfNssF0;hv4*
zxW0|*>AFhjf6EWGX3YKBH&LB{uoHHCW+0n}a+B&w#xVR22$HwmvIe=|zl}bndH;4~
zTLDe+ScsZhf>1Yz0I;5byl?>WdR_eVe3e$lz=(I*vWj11SI3C9>1Az<oGQz9by-LN
zEh`E%@Qr*qd|vA9no;|gdia^n53@50@UJ!^J`D3b!iw+j4uZCezX+Z*E+|+;)-TW7
z=iMT6*yehUG1yl?-8Y~K5hAyBCnw&}eBvP5dBxug1PUD(pA3F#qo_<&b91$6Reku{
zacr&{N<uM1j<wKRIEZ#Vq+MTsTpiprEnX8i%5hcy3BxteCQ{`}a}}*+nCpgt{zs2W
zRvB7Wch-LRdnQPn(Yz<eHQDW4rqr6~*2vEn?`}`{`$mGkR3TXP5@0HW$mJn}oAZOG
zRWY~j@&-vu&6U*Cr5btIHh;~U?4~T^E|WLm-e|t#*g+|Bw34cMJfWP9w<`VcR^>_D
z9XM2#Ylyu|AqPWJH^BiAH0yAPO#l{jZc0ids1wH<mOa3*bS>U@X6%Z?tmWEoW%70%
zUlBRB#@(@-7Dj2_INlon-mr&0bS)&ig3&xuA6c(FroeGY8uUxl_hhEWi6ToRd+mMm
zF7Y*ighzHYa*ssZ$lT_%07GFz9#zzB>4gRF6m%hNeBP9@R#Xf^ru@mp%xltT9=!zJ
zS+C?`k{NEhp|%2De$)=VN$Moo2%b#Nge&hCT2;)D%N5y-@)g|QyVBD6)LzMghUulB
zsp&o2gueP4^C_g`N)BfER!rTmzcR-dme*ZbZM|*Xqv?G^D^REKy$NGqp#&3hB6yV7
zZrZS>e(kFTL0gX+;Tdf{2xv2zn{A|&z1n|?{|4#EsXGUG>1>OH9~ttsjtKQee1u^c
z9$AOqoSk1##%oY+qdP>dKUpBlDX>7zz)h8Ktqzy1)0!<~_g-AM*5%7TSOj8nwC`Bw
zZ7EY4x}DQeCYcWT9#ECq%1_k&o_>0P^nv4wuO-VkVF4-IL?9&^WXR|4Fwo94AMz9>
zSn0K%o_BUNk5PbXbxWh1ad*dmBfnR}xAPOt5}jk^GBsqWI^6$X@7ZBA1gYtAy`aqj
zs5UxZxOq?j36*0ML+Sq_$PR^qSj>0Ew7QbwDT(#RJ}Y4yjtbRY@Se!e`;a78V|q8U
zF#hgq;Q#UeXr#@&`@@uv;5{$#N$f>0vYbso=q(0`&msGt=EQ1ya4*(m<IyjIq2FH~
z00U&y6S7T<H#YKvQ_%00wMSlxVJ#vwqF13}w<YD4jQ8bIa>yUBPeSXVVk*r?%|A1r
zmt<H(Sj0Zxg(UGJ!DH@c-ofX34=5`^x-|%)^UpaPFel?f==kn*yMvgL`6h#^V-S|j
ze~X4<WB9;VWB0(Zd)I5O#g^F}DRrLFe|{g1L*rZ~wUR>KPJ+z7j7j{vL-Xl*Y_3v1
zj_d@l5hl}6T{Z}h;@}U%PwatQ4tBZr!UdxyG`gz!cY5=vO5LQNYi9t6RsQoQDYjX$
z=ZKd3epgR2mmzypxZv6@T_$7<aRk<(12{IRxCgcCaE*gub=&AGp*SY$sET)Z0yC!n
zEOfb5eo=Ga34Q~n=YM8DFQ=iRYNy`*>n?+>35#-m?+N=8m)0q#cX08n2T<W1$nMaI
zkDOr$DrbI!g~ACCRF}@*FVZJUjs!t)<uoXCT4=&5Z?-)Pm7}cA+GMP-CvI@Fdd_dv
zdTl>lYA&fy&w&5Ime=|DLYlk%9e6jC>;(vgZv#Ix1N0gEqb_J()nEc<ePF#O>ABKC
zFOC+SIIc!&n5B=9ednB2_EsJiw`7k~VMdykBazKR>ep{ZXrwqk@O$%FW26*E>YQ%-
z8%L|cjHm%vjnEc`ht)<I`JT8xs<O-&=$Cb5^gp?^L)&4OPV)B52F<AYgv{%@#pn64
z6RhQO5%ogAo;n7xgwtABD?+ERW~tk#(PQGB8SHsAbOs0kcQ%{uKn7tb7HFHluyv;Y
zs_bL<H4jT%z@Y=~Og3heA5GS3z|iaOnzLTn$yRgAZ{u-|=0V3wz=uBKk3_@`JU)f9
zKrtHNUNTh<!{)3lGA?$&ywbnd;e@tKC^6B<8Jf2I?CCsX^6rB6XYcj^qCi5hww$#o
z^)Ahy;cpw}fB#oONtWPw%4HuGvR9ifomuGf{n=#}R+;K`p-iRRT<;i38bN7esrN4e
zUwlwpM~ZuF!p4LP<(ss?B~)K^n=9SL?9)5&mbE4s+#{WtV$8@;uA=Rf=$dvQt>%4G
zRNxG(U#|gVs)A@)cslO#`<X*78pQrM2&%a90bKMvtdC@37icO|jIIeeK)R`_)^I}E
z!>jJM54(9=pr}BQ&(N<2X7P7~{9Z7^%sv{1`2ljS!HXd~r#~IT+Ti~hK+xAD`}tuv
z-;W!B=$xRAymkK=tA^u+WA51_mJ3W_Gpzu}Tx|yv0OiVkq$e{_`!fJT6;2Y=ahha1
z`dTDxC;FX7JrNTQwcoWs+pf7gPrNcxs3=jFCcY86SD=MDE_85+Olf(yPBFKtKYs2L
zyN(4j9HD_>k}v7^<6j*~bS*RdELc5ubLUK4_Y;g(lNjkI*R?`9<={ET0;5#-p6B#v
zy|xb@3Wt`H<nw&Gt?bFpOoJ8c|6Oq^hV=-{f9rS;fi+f?V(^f|`MUu+4**E176m^h
zC`5oFfW~62nvfA|7>6nDa(@5l+@I$ms34Pn(LW!8DynA!%17K`6l(>9#1#oSJT>8m
zn3n?tr}_K)-vl0qp<Q52S3E&^^W$FxI2;>(|Dj0ZzY_pB3Lw5@1(yTX8*6pgpgNBy
zIERr3k!`*w&!!Zoi2`MqcK_5lvt>W8<;txy`Zgv6{eoI^WM#71os_R<&YC7g>s|Eu
z?A~iK+~pDe*@UJNwV3YckZ#z{t+Tn@EP95N%piX*-=j$CJcjYSx}cM(0T;(6iO9{e
z-1D*--760x<|efxwPxQ>XP+!M1?v<GIBe^XOBiq%4E?R_7Xc~uIzz}FRn?h8P$DLb
zqZ$o_EuXc+f3PXp6@M$C!uR7ko<{(Uy8(^C5P(OD0gr%9m;rWQJ0}dI>xXB|OI3>}
zO!nu)+6jxCFd2RTR?yO*dmq0^P6=QRVE3r`5L<J2HW$WnA@E#Abi!qSD5x_7q=pt`
z2~{_iD;>x~k>|lNlveHwa5NeqDTRC&FsyWBR}Iz#Fas(!t5;1#<`S$$m_A%?83ufM
zG6yRBgvwo#h?V;M1g*%e-5e+6cp}zUlX{tiu4Ibjf3j696jkhhkeoStSwbdnl^S-L
zZD9Oxwp*y)kjB;v@_~_)40F!`wwyl$o3RB5)`)gUu%NMfyUA@|Ew!*8b3@OAer~@c
z_0pNaa;4x`Kr*upoxjiCqqq{5>E#%g@d|-F2V^^~7)<*_KLB(1oXXZQmG{=s1{Cu{
z?Sw_3JEyCFe8&DEz5|~4rX{(Py=#JqHvxcOzx*N)dW?Zh+y^qb{8wNB0BnlmEr9)I
z@(qwhfKLBA!T|)GKK5`EqMwP)beye2fDJ!U2(@x3mBCys^yA$ZXD&Z6kvrbkf&FG!
zyk;6?!FVEBUTO+*J-WwFoFb#pms43iax)HhMMv$_$`&e%>;lZ;Y(-=!ZSe5ILC~Rn
zyH->~K9vudM;@h*P6N2@aXJaQ_2ZFpDz1y#=5G7jX2>3DxZe;ffr>S}-~Dldn*F@Q
zZmXp#MM6_|{=*2(MO|QzoX{hD=7b)9#1Svrzyt`-MIenqy}$o&UI2{o`vcIS2;JPt
z_CMr#|BpC+16)#vSI2mA12=(23+RA4RLE}~0I0Kc!rTWb==9ZH@$kRD2js!)ODLxH
zU%!W4!A}4WMB`tIS15RS-ug$G<_~Q`3p8;WE-9xTG_nlrav>m-HUr-kO|G&$5oIQS
z@$-W=g2Dr$U5`#0smt^zn^BDSprDD|81Cucg$~qs&s<y{Cxc_J9-5?3<#&1^_beAr
zdE^`5f}YMnBE$+mrIpq5uk_1@#gsi-V#sGZ&oPl(`@vYs*2)^z#4vvm^f!>N1i&gg
z0_b&_dQ+f;SiuQG05lP82#zWx7`8ON1kPDgtQGVkRsdv(j6yIJpaHL;H*G@?%t7t|
zup*Ka4LhcMZ;Cw)$7{PlaiH{fH0=;55-2(k0JsJJ{-GQwyacc9t!&4gL0|^=guFwl
z(y^KUynO<^JsrFqiX=N3)d4@M4Fbyr{m-xPI=KSXjy(ic+$=bpBKgd9tG&IT-+&;T
zgGE4>GY!BOl(2bY-R7AKh#;5nd}|@ST@JPy>uIY#_DQdZ)3$J+mMxL+gWYPd`~>jA
z0SpiA#IixlIm6Cy&A2PhPyEH4^|b@%(E?sVH~3zF+Z9-N9^2z%&`vlBP%1mojQCDr
zB9!({N9JaGJ$m9A)glDd9q(JO<Op)i@`0S|*7b)Gpi(dvozTN;pxFu)43h^%Cawc0
z{b>z&tH#MQ8h05fpno5sgrT(~=ZgLJ8tGAO>G?$s5*xNOZ<+4Q5{WYG(;iBdR~E94
z8VwY=bPij5sxgi^3oZ#ut~iBejQ(hoxH~t#;-+P+JZTr{4A0##nVOyXemoyTw{^u-
z;#tP6iV7b{y28XVRBUgG?(RUv1(u3|b+gJq(&(b|hsnF?FIMi7PfWDi+0m2Rlec}O
zai$ibcT!_Rr-A;+|4Cm;XBzP*;S^a4)-j{c`QdRxk6tVJex#CkUe2oCtU6&%PP|oS
zM1^L0&St^6BJ&66M4M!hk$T}h*;m%NbQj>lQuec?cjhB3hx&;1fq_JvfCU>EJp&R@
zckv0R?m_`*KAfBba9oD)Z4z|dXpojkk(k#O5t_4yw2G@D>sQm_V_pzhb+ez@In(zr
zDm9FbA<Dct1jiQ)@YF|d5sAaF5O5x>6ayE)eht*F<TC>O5Hp_-8)M~LtRx0@JZ5JU
zu`Z0yDH^@RH<uh_d~10vC;d#+*{iMYjJ~x&l;B<JeA4(v5FMaLc9<99#I=Y=13M>N
zcozDn=)zbHG|7HAj942{`(acS3SEfAkl~uBVTTvvT0=4Y%VttUUW7k^Ay999mJ0?_
zcOtJc<p_bU*^C8X=tq>A8h3+=^bw$(0HDPCkdfNNAHCT4UQ*bY)coPdRk;636L3?=
zJ#16xJV5XX5Gpkh4+sXs7TnQ@<G_Ri+BL`IH_O&%RM{{Q$^#Z39*Bi;nV%APVEvqf
z|Lz{i6F`S8zGG()YZ-d4X5^^R1MSZOMTHLdku?3*=(TDk#!V0I&_NHEXAaeem-lAS
zYh?Hy**(m^2x1?BIBQWPC`TkSiM9i2E3Z=yEf5{Lj5KcU=2DajVI0rZ%oU8QL})LP
zDS}&TN*;M>D4vpp|B%)cr{#Uw&NOFw0I9zOj+6n|vXEdpj?cav>`*o6(;Lu&*oK0h
zQV3wJ_i=i{7Cx;(LEIX+ibZT#=RWvR&5*hkK{7#Vglo}6vR@i-2hNUZD9Kx0($j%{
z={-0D5(@FTc&+AG5MX_cZ*6C$pC3zACjQ*Jd>|LJWO}u8`v1t^IQgy~J`V})4qA*v
z?hR!Q^6*VIYz!%Ot(}{{P?hX?%r(l@E5(e_)gD?JkdXN(OFy0!&Efh|`SBA;-Q;7K
z7{PX=mLV!6IHO`jf~<IzC+7?2!QLQutNrDa_u_2=#_dsagO$+Bdd8USR&qTLkME&3
zOM)$~DBW09%=u~xvx#3*M<YT_W>ia1bsjzkdG-!Zx5sWqeSARbtX)}1XMzIS!8V1w
z7*vaMZx(8@hfz&kIIFHoMu5#mvHIVtr*lqkN9((!Tr{!a`)E4W5tI4l`33Vl`!86V
z_CV~}Ojy$l`s|Cu{ci&;6it486Yom07bV*zSGQ$ABjM0P;n3oG!T#?-chb)N(ClNP
zr-pSU4jV$QfLl#Ai}MYZ$#Sg6OM)aY3mQKNC@G{RORNZo<CEmmDJxF>m;ooif*a^u
z<qNcb>d-Xj2x$P)S4Q*h#n&y$k9H<KAVr*fp|EXnJo<y*VHI^u+=X7$k<P<woMB7L
z^j8i^)>3E6-9#MEi<JV*1jD7>h^pE{qKPt(Yf*GLdtE;Dvn9rrV;DB0*cK^@(jm()
z)vg>I4Bu4+Feq!6Le&xIDe2sbfc1Xsqokkh-#);LuNJ_9tn3;g`hu+*Ph#XW+vzPK
z1C^0);@-X4oZXBHXc12QkyK!LZ@_$r&7zq*mfMU-Z2N&{kuEZ6y3o~oPN0yVCf_AZ
zZ-4Wlh{Qz-DCZ8<_2_^^B$k8>+_1$D{K0k%PFvIDaOjoL`gm#5+}FZg2qY`Tx3DvF
z%wX&wrlaa6cR3@mPy>?Zib`doii|S)(nulQjfkyUinI?)RWj<W86HZ8=%P&S5~1nB
zXL;q#PQo`ME>fA`8+VNBjbq&B@4M07e#KMFt(@St?Dx>&ZIrl+7UpP(hs9ZL>p^E}
zKTs4(|50-UkR4+W*w7y(M~e^203~-5C^=IkfOx#u+6N7Rx!bqK32U_&)?Q|!(6h(7
z&qqFP-Q~(xfyi-Pjv7&k*k&YE8xjWf_B;Tn3&A>iA`SCbin*sJHguef=&Ki=I?v={
za~sdzoM>;nQ}*VC_*CeynvQa52QaS^e&$k*tj)h7XP9|BNb*hYuG&>8U}aj>N>$x<
z@YpFGU2`wDu4UN$QO|0P3{4ayQLxzfyw>e`TpZvkDc8(qJmh+;dFioU;?n7Rp)_ZL
zxOQ-^D_2Yn4aQYmnU`<8Q0hRISCH1UK34_GI+VQRg{cy%^UjQb_0OUZA1{u)T-)de
zE3_swXwvdLta#P%jZ(v7HCFyB@=O#P&#1p%C*``(OdIm52*+t8SKP$&<mmj9$|&{a
z@Mw6gJm?-dSTSM8rt-3BfRFc_?qfc1aE}(<z6?XU_X0ij5xb(u<5c%DCP65A&?6rw
zD`|*pc!JaJ^oYgDkNN`$>V_p?{{~kn4se30>4LDUJ~Ym08feZKfmxYf1R58h$3%*~
zSJ3It*iZ{5n8*Utl|AZsTBAmly=*t07?b7m3%JT&kMQRGMxsG8G|~IQRbdK4`4pR|
zIpeRKu`eAb5(hEKO%ocZ)}89h(s^V;aM^40prB84PQ>S|C!K4}ldv1d^VN)!9#onm
z>pfDdVaBSp<F2)p!AKE(b6vt!0V70&D}>t6a8f4Ks$b>2f4PZd69+ut1BY1${Z8TW
zb>9@Z!P)4zCzr2}>z!8Z*R%=2vCz!yf=>1Rww49L{A%&u^jpoMKdLdFncWg_=EB8I
z%V)7iqYT!`!XriVp)L$pm$Vxq-=&C9_nnG=eaHw-*I^AGq3AS>S+)|rpLv?<w}5<d
z?zdE3*0fpWW{jmdHd0hWMMC1cjx3))>&<@|&tE2n#NE$0pb(0nsfe|Fikh=#Ls7ru
z9uTkNdYV+G2C@;HVP9=gGshlAFoUlcwVYmOq`0ku;K6M06lrHd+t;%8?19SnI3?X+
zuqhD7V;fHK0nWrv*Tb7lx5Y6t;N-+cnt9UriKC;+9qweh+Geao+>kGPGG=@f10$IN
zd0J68VGv7<!RLLJHA3R5&<^1R^mDV*o?pb{M3;6mFPTxcYt6?RMxhE0gG1)QNqm0V
zRK?TkI?Wx;9w(%lx|$y-({PUw3?-~kXuO+|w?qfevJD89t;Zn6rGpJ6h0NbXJ)Z&$
z1}E9l=>NjLIySrU$kA|ctO?PQRLiKHyV}T?(#}Y$VyR|)yLHn)ioJ*m+dSi_11)sL
ziH+J<NS-|#+Pb^YX=mSJd2vc@RzM#oa^0i+OUf>GrbC-7;!gLS$P9ir`S|1eMP!p_
z$UltORb=MoRb(=d40sq9-dFqR(YooQa3x>iV%0Yt<zr-3mDf(%(>oU}we=&|y0n++
ztUIWdOoUOEAr&cv-7xcK@l`rua0i#bO}CEO4?hz(1#=hcP^}sJqCYdrE-vgcXA5c#
zENcsui|E4^MmL~q>97@<QHQ+Ml(9z2nxRjdcSe$J0{Th_34aPTcMxN5A7?|i`w=@I
z*Rs)X$e_&)s_boxcSH$m+Rh)JHJ4F(Kc_vZYN&v6%Pq#(3FRljG>jjw3P{`(Rcs5v
z=sF;Fi?Tn{VsST7k(ECt?CT=O&%ZzFs{VqNhD0jNPASgdF7xnWI?~SZICEJBegE*%
z_5$*v1=;C$7Ek3D>Z0G&v^^l`m74n$^d`0@NagY1rmNTPVzK3;GOI)*ugLyb>(E8L
zrXsTLcqWPYi2WjA<kVu7`&`PEOD>cRGK`orFXC@IfBwRhC8nE>_6OY_0%?&xY@i+v
z(gxcd;9Ia+Y}nb9751_dv|5uQF}8geb6nZ2Io3hxsk0p<{UYiu*7gl5I8taSGOKQI
zH|fE=>>ypIwLL4(UT9qoVPrbf&Tdiu9Cayc`0T{jN6bcQ;U3?1&(`7e3&}{9zoudy
zx2tJ{$T!Q&p+$d$VpVwcYQA4mXiNGYH>Uw-^q~6y!ut5L_~AC}s~u>=LqmoOQpY3!
z1OT*B*hx7&tHK7#^(=8;o&y%w4n#z_$Q@6%qq(c5Z=$EFf_NMj%S(eNHgqEi?c6qr
zU|T6Ysh?i%f5wRo>?{n~+gC*D37YYyI7Uei60gB~vR@Tuw;QHNY#dp{=M%wR`PY*j
z%?{Q-y<UR}nq8w@^jNYDW@tizkXECL;p*XJx2gP2=?pr>W*h#>3lR|%n{TaPmQnbP
zs5a`ywFSCH6T&BiD`C6RH)+@zlt}ZdpZHO=VS&>f&FFA=5CANAs!DB-DFII2!E!ls
zVyt(In#U-5R`(570exwA|GiyC*VpWo!L|hVb1e>_al>gzaR4OdSEFU8^DU9*P48EE
zZcPhDNd~aozNP1T)-&XlL(wxS#xLo`!Ig9(10D<Ut4>f)Rwsph*0Oxz&d1ANoShjb
z1K)tSxeJW*D@GKw{%ml^HG#yXlzWKxS_5gd)ur)Y$Kq~vMo!XO!VLmum#{B)XO2j^
zv8()~=+Gi611GtY#HAaP|69`1KYwR@qjC4rL^m&oRVvX&>P4*_aKR7<xa3ia71pr=
z(qoQdK_F46lAC{0mRXD4BSW(&JN>jMQK=Lw1XFm@l*kG6O0Q~lLu$|UFPRG_T9V9=
z>}W>X*9MowUp(p#n<8WX`N4NOrMSU<jgex|HHnCURz|4u1B>$G?=R!VMXp^(<6Bc_
zQ##j{+wU{IWT|>7qF$;u#LoQFpI?7mC%`tt)JE8COI#^Ok@c<ox4TS7^{1f*!)f_(
z<X!9iU2Dli1G^3KHjlkKFQDpFTHn-NYya4hi<O)`=4*E9b$n*e%f~Aczq+Y*`vK#-
z&jfxDgPF8UtuS|v;aHuTE)NHIlvvgA%bPe`ZR{!FWdMuiIC%4<A3^T{FKzMh%g5lW
zMhGy#vJk+|uLB*1YB*rmk}6^T;bQwQcBb65RMaO;^j1mUOZ7kHi|>*oqd)fL><z}U
zWO*2=j#zjW*`E_Inru9PFc3W#!E(8Ut?xND^gyk}4VJhZW-qbM$Pc@;)C^sueNXf*
zQJXtkv?-~cEJx@8U(oo|dX9@?`>$dI>9nbL2?+Zx#Z77`eU~XYt{Bw}hG%9)X0yD}
z6?SJ2jOH1tn_Sozfdt)cWUMf~f_QZ%_P8|lNUEvx$Ht+#DAv{>tmvU-*Zyq@z}h#H
zfwO8-2IKruFW3Gh1+07Q9xytjy;gm+@!#fyZ;P?{@n}A5H2gH|_m?r%Xeh0CNy?e1
zcEkPx*Q4`08xQzyPd^a-^5qQUImt+89mK_*SG*h9HI2hURF$GHFMMr&@OI@hVWwNr
ztqnZ(6*v6#noW<$&>I)!mSG=0^8#Bhw|r-w0VC^$tMP2=k-;64Br!0>kz}gm^N)PL
zusn#^XuEqoN??X4Gc7;*{MT~vd;NAk;^~GfI%)zFU+T=2KbKCnM#&S_NapSIpP!AP
z=BB>S{@nA+)h)HOAj-I)u8EqYG^>$uqG+ObRs;2yPm^a|uVRyUO>oRbpMq)d1D<*D
z1^Ak=ic>dGrsd7BU8Li&?ZtbQlB5v=4Tfd-s87chXbyC)7+m*c=kR&lzB2EUhP}fx
zp-XkN-W+Z;j0eO*WWgS21jxa-2?f2W!)|G2#ghDV%v(3ZxHoxO20yN*_H!wpq_C(?
z+E=&%cIaCIxW~N=HKeQYUCH_8WapA-((o&hHX?%0*fsmG@6t@fqT-X^h6OLE0MlH#
zp*qGjK{cT}@WJQPGaFCnqr}N|gj6_t^#`*Cw~!PQinqS0LDjt>igmJ5vc+#XBqgG5
z&LI6>!wKq!glyMr-7ZmOwtnWn=yH`1`mK)RAx}YG9@Twi0tVu5HU>|ChrS_v?CbzM
zbP@KfepP!Fqo1PxI#AP_!g(U(zg;u9ewF<71FoK@z%MubmtSs+_se0ULb!W1CAFVi
z=NV!w>DZbYC=W_yb8JAZ`kke+;DvMWPb9JMo=>}w^VVJ=!R9E8zFh$m$z{Wmi`Am5
z(miU-$u))JT)A4I9jm=HCf~Zbxp~&-EUjjxX%m<n3CureGeDb1679=#S4$)oeedVK
zGkzgmmDNZ5leID@&r!97L(-?q4%V#W#~e1m_1&JFC;JL#%QwPXxIO8P!idN5VK$um
z#H_<nGA+$Gu9@Fw5<zYzu#_hXU}L<HW0EwqFenwk=Ps;3cgQur;<-T&*kli(hg6Qx
zdB#B4RHxrfRQ&rna|fR9)xoP{v6s3l-ZQH@N6fwy_(d?XroF>QxROYn$(p$|ZE9M(
zE=*JA@YGax)_k`pF>H0u(SC^}m$~3ws5#P`i;Tk5wp7VwR5zW1N$kKp`z|Hpbfvj*
z--eHD=BFgDpUf9mSj`^MaXN_wOjj&tcNFy1ObuQQE!BP?uTG?9!X<3lXD1;C=5IM&
zzee`9?8*g#?^@AAw8I%&Dy>3h93pk88vZoNZ}Clih+zxYihz9U*nDS@HODf7c!fQP
z=9^jPCxCdxEyGV<Dm;|B<jen05I+mgjZ`vLOdZT26C|+Gj4F4Yp}8$ymiz2dW1Jz5
z8Wx0D+Js?=ZB`{<^A~1FO;@PJ{31bT{~Ym~%w_9e2qmA}Ucg-eN#=bo%zqKQ=mcqw
zBSYCD`Lgu8xlQ)lPt`E`IFON@0^*b?h8z$p{RnQGJ4yis+T%cRHJQ)D4=;1WP@*tQ
zA{2QGw7xiZ2ZEtTU{!24^7i=mD4}n2L9sTpY3AoX6h~OehvfzzVZFoc-~$NG1~#`t
zcdn1YW}N{43nEZ&F-y2WIx;M&DUKCxr(5Dp0__4?GAIQJJ2=EgXx%^=v3t-jf~Cdz
zzjH8~FFw3n00naZ4O5jR+(Gb&Dg;N&2dX>s_Q>-4H`P(BrPf7QlVPC?giI3*JeLJ-
zn8>h8+R`+e2=x0%9d0D2OO$qvH+1=P%LWfD5erRWgxhMfO6T&Y$aMPbDmufxpQiAu
zEI#4C%D_Kenu-aU^Hp2~70X;-+}w3WMx7=+3tcEnb=scmltg4?yVmrxOE<@@%l&)d
zpga}J^NRrL3<A>P+Qk@UA1COdbSYTTFhF6fVMu=T=n3s;5lF)$n}!I<Ajl#otf?1O
zg*^rbg8v4%K^g!iy&%+$Asu!Ad&U6k3orwFmXD)^fsIJ{ON5k9`C}$cAwT_C)G!8&
z_|40Q0}g;9tvn2Ienn6eDD}d!G6HMn;{`P^fgb>f__KEguz%=gCUbzeLI#{wWakXo
zDs{=E>eG0l`$R<7n6-R#Z%<&!QOW~E=czW*8;RskG51mxd(IbM)6-XRcb+vo8%)W&
zvDf#U7-<NC5pa9K-cwd$KN{g@hud-mHF)wBDj(LCUKQDEpVxc%W->NLI8&88{D%dT
zk2<Q<Np=z&3tEZM#{P?YD}2o7{ejbT?h+iba|pN#f_eucp@DP|Ea=6~`bpac&uiXs
zFr+00ta0fNqlEnB{z~AdfzpX(X^>ELLU24h(cTW(xdG(zq*_hzxYDHQ_Yfy!`a1+H
zsLt33a^!AP1%?O#L)^m;@tb7);QFO=I(T+R$^n{71_6-{)xuBvAO6g>YP>Osl|zT$
ztsXSczZu-);^y&f_O-9A`EQ{M!f#+Fj>@(<S#+cbYipUh#z<Q^Xs~#mRe`B``g!Uh
znS()3roy*7F@l+jZ=QNIsA`f?SxeEQmm;*Z;^n*ckJ2Z|pZNpOunO=82>?_UP8h^~
zYmWGpy@YJR%As5!4`13~kusUU)ERDXdaCq)$vZGFTKY*UDeWjZ-{dOl#sZG(!*iSw
zY*t(Y@UILI++9F;{|z00@7%^Om>PN_-}oKC%PM{cQ2Beq-sJ1-zX*iq9{$l0|48cz
zHCBI1E3D}$o=>0Qg%z(b@V#>WP*80`d!4Zf{*&s@9%keBFsl<S+<fU`7;pC12ZYBA
zbpfE_j2{iogm<LPpz1FH%MNZ8n=-d>IJI*0kQ%y@-{<75>1tD%NBi-?p}^ZW5R3(#
z?D#}|TSq(7@r^YLvd~7FsA*=~ngC7$*z@VQPav$$q81pB<D<QQiMdF3-5V9KUy$O>
z_<dzMr#J#@-%-$bs+6<&I=D{~HX{@#`VC4VT&Q|Q>0KNGh?6c3#`fP?4bLZdR=bOr
zZNMjUe_8GN7+^KLniDGiR5-Q-RO5T}UjYYV_>X{}s7AvR{)7VlJW-87Y*<z)yugy2
zEE}*{`X6%nv6%i}LM{e=L-yZ<+zo;ON=6P$LNbVK5v%I9)M{WFD&adjJjfg`b9Sxb
zeHxd)ZWKbXq1g7&Gz2GL6T6yVZAY2-L_Xs4hYw5iIz=h-TbJeL3L%Ok5*(I~5(5iq
z6%%fBG{wFq$o0{fm$9C|ki<CpB}BjaC1vyv&6;s9OHNxFQ4l}u`v|e@^d(6_mDK|~
zUb-5#1wu6>rWkz_GT^mNLid|tK{9}XQDFP;XTh*QUA_YR%Ake|RR(+wq>|j=$SWxd
zmOrqm0{D~d3xF8uLU0%d(BGO`Hvo9G!eqy&8KgQmoXh~|*w2yhQw?_$91KFHhb*^o
z)_~zPcEgeaR)^|9n5XF*3U*9{1P&@47O-zn90>0oUTOvHa)mJuO;K-G5j%>R*g-Ih
zOt2%Jz$8!8<vZR<0UAgzcTB2KsfG>9jUZma$vDDhF5#%$XA8S@4enG)kTr4$DH!Xy
z6Mrn&!YG4mH5QQQKmkKjjrmBR=}lPs?RnD&Xq5Pk1o;TAW1DkD2ot|$DyYo~rz>7Y
zaEa5hr<Do+2W<N{@b<s||L-!(Mw0z%pg^UC>d!vHSIkEL{L`P-HkAQaITeJ_Uow|s
z25zV82XGav`mGG6>G*)VQI^e20G9!Z@=*>naab*+e#|yy?;1Gv`|@T0&h%*wwnq|h
zsBIb&a7=6r>@m>9HOPqa7ePetgJKl<=qV+*mj<|F*82)2u<{6$HTz`=9%HI-vX_it
zgFwr0E@A;2p0wBgo!wrm22Li>d>e#XGg7|QAg%xinhiyKaup9v5xrVl6qXP5eFib(
zkc)E}cRt?xUHzxHZpiea;a(Vf9zp9>0Lv-s-VOlsegWqF9jJw(<eEUdF$s3`h-eaK
zu+)Mjen5kH6#@XXZ4r-2FB`-WM^P2kS8x=bl-B8j(mES()vO+T?p7-+hgD(3nUjlP
zuTW8S02ch+y2HjMYzZd`M7;>CAvN(GmfLZP(GKuSgc)FsH6ZB&3B?Nju=G|O$Ux!z
z32>}27r;pCu$|1c0dVZkkDpvb3ji~>c|QP{DQo2v&HF2Be2Nbvx(XWbs1x6q0|cNU
z``nC621=uk6R6vm!6Nu!Fz9*7cNx&;KK`0CV4kHu>;@+B-=>$<py_3w+VO`KwBlLz
zv^q5jWsNWc_EY={VXl;)t>{POz7!vvwuPQxWZmXIz{`5gTaL%b5J`@6hYZ!i`I5Z<
z_r0$<Y;{$YOuf}%+&e$%d0}Eo6VcX|lAWjTYm~nhpS3*H4fkMb(wVu!Q(Uhx_iodE
zeD24<IMuu88?qv^pcox_m!Y*P-1QocXA1M=0P?-xdd(^D#<bpiqhpjWS83w*^aP_1
zS~fY^Jg9fcgaygKP|t+U*01!gDJtBk_!Q3?S0w`fal^@1v`AMTO&ow#*y}cIcOQ>y
z`{>N&seUiU(`{vpR|Ld))QJaeuRpq`ciFRJ*@g;H>DhI`l~57tFMq*Ld)AL;R47TN
zsgVyg6TG>(C0oW_Ycz1W>_B<U_1coi%9h^9a}0$q1(#BOgI2R2C)|Fmvo(Ry!n21=
zW-9`W9DJ8(?lYOzcv|rG^g_wYIS$2RBwaAmS{T|P)P&`TAJrb>uv;S=xVOgp(bpoQ
zvdN!F*II)A>s*bBj4>)9q<Cja_p`g#8{vM{d`AaPg|az;QSmyEu|VL<ZO^3h^mgjg
zYmekX*QXz@zX%v)(`^$OQz)MsWo7ff>S801eeq$Q82YwYcxdN6;+oG>#30j<J@?M{
z^&83S_s1;no;pYNEcQ?vM&ok_wFlA$&aI4;PI=N)@z76XKbCLvSb{hCOCAdAUluEQ
zDtS(nDCwb#FYm;IfsLKDTXWNA&R=!scHC4mXt>L0{7<$p0%QwIf>@)%z-Hxz7@zkZ
zUGS)C#<+JU51au~+X9{_*a~fJZ=QPi@ymGXv2c-XSwQ8To{NgA8Cv|KZH#x`KY(3s
zPF-nN(7ydjf1;P4v~a&c5<zI(7+PSsHZD{IP#dZydlIkQWw}|KOU$ys!1GOg=4twU
z_KugiC3K`_D{undd}Q2$=6>P4k~l*DHNT<DA~wKnY{eCEc_o?glTxJWvNT<(_JIPo
z*R1(?36^~RnuIB9;jPe{l~qZalaGQqrH>|)J&MZYZ&aVM2o}97diwq)cuzI_beh~8
z^y*E{G@e8Myj#SK!<tT7#-U;1SyPp4BNEyL|6gZc9uMXF{jDThNS5q`vV~+{C&`wO
zC9)@#Eo9$K60&dMleO&IkdWP!UG{A-w#JY>WE+h6Jl9a)@8|n_p5O2FJkK9qFEjVK
z@42q)oO9jhI?MZX&l$-<P{rgX5d~bAOtn2ax+B?wUP;e;7B+~^rQh8*ZQR5)T2g>H
zF#IK6Ps8%YxwA{^d-S5hXtArE#0t%ls&>r71iOZ^ka;MSQC=P-v(g@UyxS7m8*A;n
zir9edPfp)H2+Jb;85kH-=X2;*G8vz=08-+Y%SS<ms)i#lBu@L<g6tzU<Bj8xQ)tcv
zuuaq(v+t6H0<estSt>Ys7#IsDnA%2qIFUin^fuIR%e=~Y4!}F2e92A1*6)jt_D)hW
zJ)t~LvP);xj1z#5xcg3%o0Nz58&oP@p%xM8O!I4z+h^@J?%6yujb>*_hCn7q0+=)D
zxX0O91pS&0O}uN4MGp<8dW{WN9-&z+9YbyXeJRr|K{<Jw<tvG}&efMPhQya6{2U6F
zL(PUOS><dW3bW{`&A7$I%rRIl`5O9qTRRmPb=$gLOky;&|FER&%+wKvrp_eulIUKq
zE@YpWK>tmkXIJyJ+p}X{q2YnPgM81@1guKjYKyI~)JwPDaI-h6a<~T*&s=@wK7pqT
zNf+_i+GG2+8My(NuJ1InvJTf9^qshg>6k}^^J5k$!E>NQA}Ph<FK(}|H*YMN{&HS7
zZI9r=UY)&IR%ILD08xQhS8Ahfx&eH(o4TLI3{3SMcLrI{*I(_KrP_GX7-m`TFIPEO
z`l9qcJz++Nc<>1vXCD3)B?#HMT$<dLhEX*HehPeLJ0=^aF8LC=b_LiM?;AlY+^ne0
zzRkqwpmv3;+T^yHUY3%VFKH~8e932?%7BplaP+g7+n`F-=)Yuh=wq8qS+HTZ-gMT-
zv71^Kd-p2>%gz3i^}e;dXwBm?KRr@lBJJx<$9$j6G@Gk*aa?y336IKx)s7XHgqKFW
z1$&<7IcL+^Fsy4f##oxGA+2gLxk<oXSA%V0?Y#f0h4OVbK}dk7e~R4V@t`Kc!QsbH
znYoGA6K4k@M)bLu*nRPm)E9Lk;o<2y_czU}-RB^r4_B(~FZDaaU0QQ^TO+eyX+M%3
zgP_^NnLL8eCDlC%b1w=z7hsb8JSOw6a&$EV>#8d11xSf;&4o@n9W(9f&B1a%VaWEL
zRtG=b{&3LxNb>OOEKJE|&o<ANp#?cnns4jCmoY?YLeO<dnlSHf(6N0+43K&JYaD=r
zn;_VKQR01D)WDuQ`%w?4;RK|8jTuDr?5Bqe1t_p)a-Dv{px_Fe$kqe^+FMF-A*R}-
zeoL?~6v({#LWSwHsre<Y+rAg5`_Y&OW#qutK%=2Y;DDrL1f@LKB8~v>(h}T2hrDwi
z-)(H1T2a#C+e{_H<{AFRQE`o98sksV{SQC2$lPx2;AD%e?OIZGT{XKGe_cc_USi~y
zQOtX~W)`Ywfrb4c#RRrmM|g-pqZHS<vs6|ldJcJ354eX_GpGEtE9$pY;<A?<Scj&1
zF3nl10LQVgmVMC{J=_V^%jBSfVr-5rZ*Mf~S1z?~m-vjp32xek%<zUaJ^yP!$crse
zZ*FHy#1_djF=*8HK9{a(*&&|*C!U&?mFsfAxj-9cy`>#hSu9oMuctKJ_t#pMn!`lo
zmH^AyfXAYp>j#D&ze*0DC#Yz31io{*@#22U_OwfPI~((mg@wWu$^P?WbroJOBTH4*
z8+I5=e<HWU1<7PbnGJmPI81lG(S&pH6j_Q@+I$DT$%KCxI;vp^Suqa|{&rGGuy<=V
zPUIBphR<hx*MAkI@#9_yy^xB$U&TYzbg4sx;es@?_GK@4tAML7s*zpWU*a+!WBs#j
zo{s%nmS)1Q8#FJ6S8~JEj7bxF^qN8E($yHd51U_zFwoq@4iz4@`eI2`(`EgwR~@(<
zyI;>c?l}fzh6vb5o7vaCMbqczbyyd!eD)C!nzf@TkyyHA{YZ;+d8k&K!t20KZ|-PX
zq3!aK1UW#r?Yt8`L6FfXy;C}*mYs4lzCHfRO6mKU&M}I7MOp}>_?>XEC`bj@fzIvd
z?2pBTy*(v6qIp?!N8>|V7U5-LzLOLJ>gCbf`f#3aMt{A&C6n~^9PV+UElyyIC^T%X
z5<+W>(5X7itT3Gr5vcLtNXQ&6DCuW!1V@R89WzO#u;f+|zIQ_8>uP8@znN@sP#NpJ
zpK#=)iV4oL@ak#tr+we@RJ{1H)Dx-s(lh;B1-J)q^Mzb(hGRIjaipV|h|D(u=R2^+
zCl(;=9~NNt)<v#4_Q0<Uz(bviujyj`-4lHrn*Iz}sJ3*tKGiuWoyGFuXmsF*hi%@)
zW>?-G%)gn_@|NP*lW!NfZ>w+}@qSCpoPA3n)85I|mC@H|{o!Bp9nUZMQ~4BHZ~M88
zfR_>F+j`NRd+6PKuSs$=^jspO@yLoWy50*Iz=&vFg!wamks*mC&#Z={HaM-@@fFRC
z1WwbH0I#UT!OtpZ4l0IuhUu2L!ck4U$Vr}{r-=?IBZ?7e_sH`{Xt*&V+t!RxXTfzp
zZe%5;fk`1q0p=Y?dn1fNSXb)?@klI$X)Y$h&qWNn4)y^G$)oG}sq@}3iwCON)}Hy*
zD6_`4;L_q8|M0`BDG0UUo~SyON81Nvb5;E`3bhxS=r`Tr$oVI~t~IbII;N9Q%tk|!
z?5@p3FAS?UMo+4Ypb$I0ns>*k>3SY38?4AH9zM_pZA^&%6lqah6%!=u)`)8O>c9}$
zBvP}>vn@{b4<NXQsS~EN<c_u`04n8wYy!xcBAy}<_Jw!lL1=;aJd<WjR1@>G#d3;4
zh<GELch6p5{A-(PcVfsQ%=aq8dn#5CgU1>Px3MZ&YzbwQD|tWGn}5;yGO;zFmVoJ5
z#8b3I$gJI<+d6@LonrbzWs>ymhDUqPaqKW(aF8MFDRFaRUtyz1{B&}+vMQeW)MfQN
z_%4z^ZM_c?@nJR65CYRimr;8?t)x)>Qm*N-b-?Zve}^|e|1a5~+3-CiFJZ?<6YHvv
zRuIZ}nqJM(z481_7;|Ql`(q7Wg^4eF#W(HPsT;K2pIWg+&#+XhD@{+odoU5}{(xny
zctDxJdoS^W-F-i+(cLhIG}~X}%Cw#rS}0o>*&2(e!jM9>?gbdA@jwavp@Y!(&VkEh
z52-iI<HC6fWtHk08;1l--I=w^r#l04tEcO`72d&^0EoOW1{gnFvv?4Bi{tZUt4yZG
zGclfd{jtf^l}`?>;V7fO2`<6s|BWI)wR<?`!DueX79fbU&2VCiLa#!p;Gvuj(y(v_
zqOG?Z4`Ya9Oqphrl@MaWL=(&Aj45Zl&z#B041VGA5cjOEWVrZ&I>X(HCmwUk)iM1X
z-)NmW?x8agwX+m9o+(-tWz$m!zQR9S2iBjb*K91CiPQOoA%FO7JeWc``N_`-vbRar
z&4%>mwi<qCj?hR#5}w%)EOdiVtQxWbH~8z+*7!+S&x-^4&xqE<C@pUuxZc5-Ju)^@
zpI`m%!jb1U*WdN}`@rFI57G;u*f%g+0EAZ@91=c^W>SFW@gT-eN40GX+dRU_Rm~nz
zm_e7^do?g6t1#@@(huMme9@LosD2D9;c!i3=j_VR!nd<6m_YW$gjEAMVN|aHJN2wr
z3`h(_Mtvj64kt_umx~s~kO4fzvL~f3zTU<NaI`A->O;5GO~a-T&wlykMr0F_z1~iU
zrWD}1HRR`t>SYs@>9{+PcsV(?XEMiWL!`ra$4^IhX?g}7^(?U@vim%Odyrw}KC+`A
z(T`i`o_9xg|ALXi+0BLi5IM2yWp|nL-sQ$-I}*!FmllOr5&6dcSQ}GfZiD{fT>;0s
zrN0Tj)n?K_yRQDWyogIvPp-}GuAp~Hty^b*sml?9BQ3f1G0|!&NV2LR#Y!^=NNf&c
zQq@6Q3Be7A{O$EzNb~nG=>i)C(JfPhI>#EZBTWTqx}Q&~U3w+tiw9GWt^BpO-y7h%
z<h33c>loZ{my%OrE6){*yZXsihsdNdf%$U~Ru1Y>wSlsaApeVoIVTuxx_MJSFr{3P
z?k=go#YK;I{TLqA`c1&t>u%k%!s{0gf*U?hDcCZGLT>YANDm5Ol~Ec|H@myH=i?>V
ztQ;5&&Ta3MMu+=FB)<(9+}@5wwhl~ur9r#gc{9FCM!Zw%{cnKrI=dg2aT?YqRuE*j
z#F=bl%^}zm=E4q;PlZpBPxZ^>q~|D@+dNZdLvY=4hARrg_AeG*wA6_Ewy^(_!6y!9
z4%L0*>qtpqwTq@R>cE(^80VH&7hpook}i*IT<%u;AgvbbMgYniv?=o6ScPohE|EIS
zC`mYA)12Aitga@NkE^1@BF$6<rhYW2e=xU0E`~ZeVBtL4bvOHKKfbuNBs(%AwE2BY
zDC9XphptEK+ACer&x!-b0zOHhns#K_2L3TJ@F73<Ie8H`v-`G)&yM=0Q*BqQ;}rV|
zKfe&DiAKl@avLkP-Zx<wTe=utuVV_JPiIftfa$G`=vle5z;a_G0K6Ws1^~Ps=<;O~
z_q1GXo>BFU0O68B!wU33f}HBq?=rX^dUzeO+Y5~?^}9KmUCj8&W_w*$ajPs?u+%M`
z>PX>d+jI)jXr6y_aS~ZoseQrDoN?1^G%wwiwr*tYneF^hh|=yFkq51n_yA~9yx=}L
z)cGO1G$%#5Xk~+W_Vw|$^1k|BiLXD|p70ybI<&XNlayW#Q_0>M>I{MWbqxgUtE~6M
zykQ4-sSO%0SA77oWzIctEzq6Zt4H_(mb)<CIkR>23JP3Iuo!moQ@Or=y>eM@X&shU
z8+WV@Q9K;;Q>J6<GXD`?f4Aex+-)ez62r2HGe7YU>Gik6TybAN0zj;oRzK{&TcU)5
z2H(JI_XxcHUE%0-jpK3H9F$^Z2ovAYn!y%N1P>ABw0U+__sQWgCFIO~+a}hrD(%ZA
zUO}zT5bWjc1_;D-H$g{KYbMN7tZHyA!Bbkk5@to#455y>G~2lLc~OPym|8#T`_@<t
zOcCu*ztPIZ>`N{z+-I8|>m5~TX>zSjQL*^`Q0tMZTOYK|$D^<Sqk`5PdUxrU4MGs0
zfLhEgPF)BP@3TQDNDsIHMWo<SjAnRCdF^@m&yHyIvfJ5omvY`Y!@j{Dm!^#M=6^xH
zbyoFJ-7vUx7aYStCDcD~vCEft>0<uzIfT!M%a6Gp6p!M;g8ttkskFLGc&r+0oIu%W
zwKRp(<M&$|LE;da6(;4MiG?keuKD#cmE{{<T&w~#xQkA2EOw+Opx=Raj%+F0NKca`
zap`WhCMz3nn=5=1wATTfbUU!u2tx541If3@aiIdj*t6^?6MskfNQHcbMO6*cSuDrw
zMfj5QClD>Tf)C`K&@rFTsUpzhcrtZ0dyv=l`tsc6V@e4N%sEIiD7$ldqlB|QeV!^J
z8_)@%PdahIjUd1`Z~!yJ{KId+kKBX?iZ{}<RoDHjfGI-7+dh3gs_~$HMY6XZ-W7zZ
z1`SAn@wiq-Ycz?Rn(lVtlBj<pG_hizAx>-O%KCs$T6aOFP9TNtJSGJ4!{zs2;hRBN
zB{0cvr;{|qkK@N-T3>uP2#%tNF<`e+N=(L`q1wy^!)KpkKc+M|8GZ~*^`pO*wX!l;
zry#$7JVFO}fFxUm4_Qj!n<SvErE!d<|6Q|gbMUr|Qw1(jd}6Ju!d2iKRs9Yyu#wOu
zVdLaXDmia|Tk+hE$m=PL`q^dUUpgVd_N#Cz;VSJjHUaEaBi~=GYNYTfx2W7Lzts|m
zLD1P1R`#WcnR3qcN*t~4Li)lNsa`2usfKL+H4cI_c!oky=P|)x{82IZ@xu`O^3hI(
z{k22S62t*iLNmn{F)kFuz5q9Yi=9LmKj!DqlQEmT0aH^|QH8l?{t<$X6CuD)?u797
z<V<279i|<n(*sH}Rjd%43giaJKv#879uI_t8G?VjfuH<$Vd{q%M8CzD_^R*U1Qkl$
zykX~CLf8|n4eHXK$5pY2eUPn?Y$3)82m`FRdr&U37o~O^sIl<JTlD3HHaPC8%21tJ
z(MoNHh8QhP!Y}`pH?0g#k??ydHMUxgYRkN(PPmH}|Bz|?65v@Fb;82p!x3NVU1?7l
zxxqNoMZDC4v$+fKC7+5d#TFG1?~@UqiX&Hcuc|ZfTn$6Vcz{D&^AQ!{sj&2)Y6K)O
zfTNC1;bz5^KwX7a8R~vJZ5n!*WeH1CzAyxvN^}ATrwicV{#2p};#kb!%_h+EQ7Y7~
zH1v|Pl*31efOOxv!u-IdD_Q(yk<V}4C%^~)gPDpbf9x)O%Ti~(rp!o(=NHu$6+H6y
zy8mxdi$0Os2+pM1evD$%6)@U`rywAwgys9Q1c{k=Dac;cS%VbzoURn~WTpNkEyO3%
zl9+!==e#Cd*i$&CrNDs!wJkti2l%b=n5nZTJ*-TqLKS$SG`38oRdcfTos|=jg_lg8
z%SEy&Ys|5O)(zUMW~+5XKhrNwP390e-Y;)Puno#IbQpdL=uRkXpkUlDwZ~Dz!)AAA
z2H+bl&?xrJXg@9Bcgg_V3Sh?CXRqFuR>;4<?7E?1p8_<`b<XpcNDP7{b^;}x)cxQ_
z+Ch*7080H}w@&CZkhPf@RRtdCfF4lBFCHglcPyB65JfVh0cjSKpx$_dcvm`I7;_p?
zI7Pq)FE4l)e24DzVRevD^UEWC0@>4(E3Pf#y=}vNy(CuxoM4v5CD!(=3_dsWru&A%
zc}raj@by&xw|{&Tg0yGmGcRAiGAgHyVkR%UF{$m$*;!tDTV-mO?!Mpk&3x?9EcClQ
zqO28uz>1{<Wk$OA?u^A{6eQn-mQZc_Z=b|lGXkA1YtG!>02&ks(8~GYWYGSq4cz%g
zkGF=}<)KyylOsQ!p_@fmK2Y4a563X=K%0y4&z=E1wjZ-qW@~2+`a>h|f2L7aEf0OP
zH!7Q^{Sq7~3FiR5$nq+`iO@Ud;CS7|>)*7ml{ZL!Z@k><VxL@>W+*JPvM=%~`T9#<
z*T6tC?NG>kjUB+2INiOWKzDrhPrSbT=zQ9hiS*rTqs*{QILg3F59eP7-4q9=aj+3e
z`(UpTFm0@~4`efn9kD1N^IaoPu2}rO0xDIlgCUDZaEu@{ub1K7yRpUwh@$@Ec0gnS
zh-OZS_>JWwWr?c_r?wk?QPm+Oa*zTuldm2XN`!SZUh`*(bA`jvm)VKrXf6crY5LkT
zuRkUw;_eq8#enh%O~cdj2#|LCkMf8v(?m2Kcid!XTJHHtq3UKh*?G%7Uv$^s1j%DL
ze@4=DGLcb`#U(j1Y+tAoWWr)Tle;g~k9iOPVvU*h8(0b-2z~_`tM*TL$All}=fWuv
zcS9Lq48g)cHpQ2rfaLf8tDmwm%R?=F?b7=|Ir_;uY~$CV$i|#yxIug?;&$~g{gY^W
zzG;Ly@?I=Szxd3yDIAOFrvTeAzWh#nx&20+stQw1uB?RX9*$<nPZOQVpk4&)iE@H|
zh6tfz2~>Oy%78=xKW%>_epuS5IDki727Hs;AQACXI@61{G&U)_JWNs7oHPGh5wq4X
zK4S2=xwk8uW^pQ?jd=Ow!SeV2TUKkb$3Zt%Fq!Lqf<QVC@zUu!{1jt`x)Y*8Klc9h
zW5}>Y!TEY)(0E`!`M4dw_44VwGC2#=-K+gElmw|@&A#l=u5wV(kM+B;YCPa4v{^CP
z-s|LB^Pc;->OiXG9b|sI1UPk0()e>spdBUn<^y!yp^;Cf`+D>jXlso+!H#;O8x}zC
z27zW(0L{X;w+JjVOBZzaW%7@PIOx^3{UI~QtI&U;%dqK%SW!0PXKM{+h+jLPj>Pip
zo5gZ}RB(4<zy=5_#6e*(RTE_<&;q$A$AUCARdEz%QRA+$J=45}s05jM)o&Dp>^x{z
zd=g;|GJd*6NK*#f^SFMy3Vh+AA7CWD@bGMY0#4&u6+Ws0-Qk~q5%alxD(^T{QnwJ}
zZku_)Ag2t*KYI-Fq)aC=nmEAwj2OCG{Hcv@Y|U~Uh1Y5)tU!eDAr=0mNC-U~fi~9w
zL+Cxo4S;S+g3>LsL|R`44=N|UTCnQ><r=7VPGvu&@&du>NuXiI^+Gl$jPyB?%HEh`
zV!RoI|9K=v>?y8!^h45|cPmq599Q4Mq|H7oyyGPM9EQ(6Hx%Nejsjf;?Cv^jiw-Si
zg)hj0csR%w|L_0KT_<t|G1|(A4O;aN6UH-B3}!?21#{OJCKS2pu_9({_4LIOaW7KD
zTO|$y+3Vunr(Q1B92!PqIYV0qP3^}t{H^v#%6N{R1Q_;h6G`zq56f5FVyj0v(HePG
z--&tfQQd&p<JMJE3B@*tpLBE1ezy_p0i-6FcjnVhO;emsLPQVv;OB^z(;id+MP*$!
zXB%m-Dp9nhPjOKEG)(8xxwb-`hW5PeB0Bs2J=LQb0ZD@`%H$8n$wznB1#zRiA*^50
zfBH}od22S6ZOLfTQ&Eqv8f$%urdJ(;t&e;(;Cgv$Ixf?quK;VLaIK+cb9B<w#AL$M
z{1)Q#kc!_p4+nc1I+n_gVE=_HGU*dmp1$mS)CHgQ(Z;?k(I4H8sTY4a2d>=^(8VKF
zTYw@U5GE)q#G@nC62{+R%lp^_Ug4eVAPN5vc%T%;P39<e>O2F*jZlwEAOC70d?k6q
zV#U6iLO`)1h_+0J({O7e*s4Jy3N}d^^qeal9LIbaO5a@kax?au_c@jzQ^!;k1*cOe
z0M)f3^xpGDngw~q<|&2j64P!3?|+*0BGk71tNxDp^@MRYh?0ql%a01_MJ-ZEwot3F
zz_Fo%i4}xQaPM?u$?Emb@g$3c80MiOuTbSW#5z}X6{1Y6K|~0V{q79I*LlOMoAp|_
zuEs5ijBDP(jdS@a=nGS9n$ntu4|Vc#={E|;S8&{el^5a2l-Ck%xRuWu>|b2N6Ye5*
zdR@k+Y(2}(?&M#vk}KRNjx&{rO)`YgyKfc0$ykvZFv|H(M;e%35AQb)8S+<XLB~vp
zS@3bxRdD{23Rp}blq7IYJI6DX5@RpqpvlTmbAVjbL*di-YyKuE!27b`FQqC#@%4!-
zOCQG!OnOui*m3cd*%n{qkoL2Cr$A9;7VXb=p)aG>O)Q2gdE?D=4+S2$+$NU$EKe{$
zm}7sa1!rzb_NVKN*?9fEY=q4|;uV6z7p+ntJg1HtDj6{8;OY7B#{7lX${Lj4>^6de
z9DP1W{;lm<yZah+J<bIWTnHbb^Y7<x!j4PI0zzeSS?k7kjK7Td*`r|myCoa$UYs?0
zA&N;ze^Nra!osPlj5u$%%m8L@Zua}&wRLwcfN{ykefAYsV|``F99l2luqIxgvPUwJ
zkZ0U_MN@x)d;QWCqHhbLb+3LQe+)W)uZh-pW;XZ0vf8QCo)W_5Wo$D0>00&kXM&Yy
z)pVgV?E;|#VyWxe%}u<UrI~J5F0OD&^+eu!*wrnhDu>>ML0N2ZECWq!P3c#2tJ63i
zu0Oa>%4Dwa$mcL&x4`|WeYUn0`9!*PIEe!7s53yaz-Qjbse{ZL>o3sLmcvhAJmD+C
z!2u6`1`MUB8F{+*^@Ywdl=NRB1RJ^ammpl$N#S~;r?+w{Dn9Z_+^qKX7hzB1MyYT1
z^t_;@oF9WYpyA}xGZAXysUGiA?Sf)S597cFRqZSma7kiIV%XCoww8UGI}OV38R;jO
zqqKRrH-l^^X=-u$ackwJ%%|=2X)RwwU-pEXbfT2Fx4UfgM9Hy*>9Clrd!}AvI8s7Z
zzjh(!BTGs?ihS9fir7|CuiTdV^X=Asc~O0FDCHzP47}}mM)RWWnVEGjP0R^Vhh8lo
zIObpAbD6&QflfdTF^E;qwg=wNPgNw2#v;ke+&7QDZ^!u5dwV<OPiXsk@`lfx6XweJ
zV)$;!5a|ftdMZwFR_ycV&y{>GMt&8tEFfDuAUn;YIP;R6fV*$j3bLf>3j9cn`k*U+
z{TNh9yW<kcN@^W#`9<_JtOj6?9~vt|eopUyy-6HZ9vL)KJB&|TZ-MSn)!?c=027U-
z(&=zJ=D@%k$oUuwez*y~7oT1>ExB1`59;~>&;dBQsYByn4pyy)*Iss}<Ym)U)O^c+
zQqHbuqyUW9xXBLoy-ODJ_RL=qAMMShwzLZUFPUmMy%7Act$!m*^}W1|ZvM6R@vLh3
zy1Gf7>pP9sT3`<z&NEkbrF>yTrSy}EvurHG)??5H!r)YLeL%^!;9*1%*#!=#`wB(c
zXftf*)4;(eHr;$@#)^)@XD&IIrER~8P=EeyECrU7>1ylbE){Lx@$37&OJ+qsRCQkv
zd0#6=`9@vt2%vAQA9He7FBO(>tYd#c>2(n0^Q<C&%Ff3MiCocJ9x6X)s<=Nk?jkeN
zoRj`DypW_#K)&Nz*`vdrl-pB$@Mv~<6k+1Mz=VUCKA1MJdVhh~m;~N#@rDLfstg1O
ztt2@?<+szXcMkU{cwFDg@D^X80ggfVZZCX?M(d_a#B&}ZMgcZ^(BO|E|JdCL-*&^-
z0<#ke+HO4fu?@N@BcWr!doUDQdiV=ff|ZpY^2azZDfbuL0~);0A}i6?U|bi@YsV(B
ziAeTAc&4;cPw};IbUP@7p8X8_X<1(#J%`j!VLU${FB;o2K1RMdc6->-kA|*yJxx;2
z?!v~4ZH~v^KZ_*v3OE1Si?v6Jcz9J#-&M<+?jq!-1^{A+twMp~wLaV7sPt-8cV{_?
zk8=B$a_+ZF%GQ3-S<!s_&}+6uCVgcBX;1&lRHXUCx1S0x<AO~0+q~J#c+`f162n0i
zvDyM5=IsUaHV2M&BTRvLSP)C(E|{BkLp^WJi#zP>C+t_B=tk&WmqPC8x^uSe-}XnA
zt1Rf2j9G^!?R?%E4BsRs`5K0F4f>)GQe@(_-8`18V`8#;LtU(d`l7(ouqBxXsU**<
z(#f?(b_F!l=ac&Q*wnKO+VyF=ST4+uaiL&0yW2AOQ(HOPNyO46lqfT4b@)k5{g+J$
zGlF(@=3UcA>t0)u%g!oUx3;iBK)M<f>^twtGPDl_>p(MEpp64XR5W0hA>9uIkkH3G
zxF9{?Il5YH1oBr*L3s!8SF(!yP2eF}C8*n?R$<?$vLb6ki}njG++oW{7A&&~3{)+r
zu!`!1%spj}w7OEh`s%#>+bw;aRVbaGWY&yusueAj+aO!?tb`<G=uav{>ekuzNtIDK
z@zQZcy2c*QW%5e3%RZNGlCVv%M>(#j%S%Y3@6u}&%QKa`JJH+7(0!>M+2wWk!KGl-
z^+<kG3f4e?`!ZKEP23!3v(MC5R^}i512hQ85$%+GGl$#gxgmplRq7Hy9_}3BlYW8e
zN3v^9Qz6ls?!zq6hHvU*#HRZtu3MLzxo}oVe-rG3xdyw=QhuneMabz0z7{wRbiSd+
z_4I&cJB<)oikVtId|FkSnrll>QM{t-ZGc|uI{N4X*BWITGOZTV&&uyEL@di7QcIEI
zGszywHw6Bg7@!UzU~!QrDS{J2=IKgLYD*GY0@y1z`ywb)pJkJIcJX*~OHFnB0$plw
zpjU*j8CdF)(daAHbgs|&!xI+9cZxv6=y};!|AX;}H!RP`-mvddpvlA}cy;5NJ=r_Q
zN=NPeW%>rMYS=%tG<sP1N~(E-r%;L|h2Ws~mea(i!G}*+b<VKw4K-%BRWIJ%q}{ht
z!;MDs()3pGY+Pwa5A3ku=o*j1a{b=`_CG`Vzm?b`j;$y3S#KBJF!T_bu3>hL^mtE|
z>fVld(ZuF&(R?^MlL#ZCqD!pkN)X;Bi+d^G0SxInVRo|>;x8HJN5$LRYNGc@%NRa<
zi>~ExlUiRjZ^&RCK-XL*&9+^=A^ZB(1R>#SnzgvcT;I%3LW&-dUh0*2-bYZvTXdCX
z*4kq`omH$t^QK1K>G8o_Qrv7L#04<25X8{TH=<VvlJCI*D=LBd{se^ugxx3h;Od{E
zOtF3zTbETf@{zUoy4zw;<5X_8sXc<+g|_w|ur}cR5hsP2p)e22#P5TPbF+eX`X$RT
zaaogI=e(1d-5)w=)_mfh?D^mkJ>H>|xoY4i>h1I$5>n@PIHXCxcfB*LHqbSeq!Yv<
z^6w6(tgdV3Bbi@%dgl>MXPTm6n$Gq_NN>*@$}-lnPj8_WYNTO_(oU|I4TLo)Up=V_
zkxuw26Qb)+((9~n{-8k}&Eh$7`M~f6!Gklm2rdxF>N`&=l6P(?(mGt3THqoxJxrs7
zGSw=7en*|6Ub>ip$=YZ!R1oxsv>BZ3wThH4&EdBELG?2}JJMC(?}}CK3j4*V{m}0M
z*|r9GSEPyew-sDmyyc-+%e3k~RW(JbdOA=v6UJ7kuu%1-6IIfelQ?{cW(d6#cD4XZ
z^sG?9{?l<)_7m3(=6<X&g(2>%2vod4?hHQR?YHZr0yX>3+Rw;|)!9?H@?tV*n~WWN
z>YC+@g%XM?!qX=@r=3;yVdVpp_?#jsvKuet^>(x5Rc65{l&-QnN-(NDJ^RbLc&F~g
zit}I29mPTj%_CgxoxG{TS4i^Tq^%_qmIj1G*vr~W0hn^HM=_<Hu^j!SL{4j&bFRJ*
zHyoZnRw`Ydxtd@+Ajo9t?!??8`HpS0i^xlQF*DbN?c7!fK!YUz98qfOAAWQ%>6T@j
z$<4EEAybrE>I{d5xvI7f7lt(GDn+`54?EPFD~{C|AyLZCxy$<rq@^W-)^DNR>W>Va
zdLl=qG<?JKgHvpNt<#uiwgeE5H5dvuP3&sSJx3=;O?<y3Pt3EKkMa4N;A^Z_N*{dg
zp}3&!7nffhd}``zL5@<pWqKKX$dxN}Z4IJ#YFb^|OR`y|IE$f=Z8@xt_*;NCj|&tf
z*vUu61t4XX?vItiHX3LO%#h!%R;P5$M}6VAnb;|}eJ~~s&dyxsV7LAloQVs%>W1SE
zyRsRO&!Seygp|_1PjH|3k&K}zo=D-`AEKugDp8wd(}@w8bYhcHO3gG~HYMA}TGh<7
zPhv^?7aroSVFI)5nut?owQ5A|j9+uoRornBVQkuT6zN!<6km?PmG>X19*j!4!DPr|
zDwXn)su1k18nwwbp?F2!WSwtXc~N|2Qir5d(S#Rsi#hx7uHMb=>yL?k4STShNjs$a
zOW&s~B4=|yDxd}SsU^$w7DeONP!2Vj5RPYc%j<%r;mi>>JiL={yP2AX*W=nQOC;^b
zd4tBW{fyFl*DX8d?P{OelV?cQtG+XvS#ILSq`&V%#eQnc`_Wh*NS4=sTa9t!0G+ZX
z2V5PTl(nEV7j`V*g7`MnF3Or)LcioKaKZA-AsVLe&?-YB`r(k;lx5t=4X!CR3hKNO
z(1Ira>eH;74cDM^F@x~cKFEU6Jizu@{S9cb94{6v9xbk~%<w?xCGmU0TvtJSn$Kw^
ztet>>Zh0Q#Od)$nDAte-xEnqKlYq+<7gc2JCE5|dQI5DupS1sryx2GF%=pC0P2$?p
zAkYr=1oZ+O0^X-AJ3bc_zArdka+yr}tj*}wPUl>rl(e2EWzLA5x@h3$0uqxw=a@T3
z{=h2F2uZGH&3`NQ@TF>f07GfD;+9bQoLVXOaL=T}!Y_+nO}K<;2ak9$MT5jZ$qi)|
z9pP!U0sfdT&YG`=kRvxfSBJ1J3NEM=Cak=WhFOuS7Dg^Ix=Ho3Ks!gj!w*3xKDeS8
z+|Fw9>-D%UZV}m5S7w>B_YYtB1kedd7eyL7#PON)c}THB0LD!r@YlS6Y%Q(UCFA55
zKuVwkHj3kOpri43#f$05wr@EusOI_1B{>0S7p}G%lm_d2KOWRg7FA8@>R)TI1?`?q
zfQ`r0cy?}bz3xI%P|02%<Y-yM914s@qOucX(QYTg(cubY2OlXmm8rKj7p%<c7vF?L
zR>n|bOqXTWJI0;d#@xKPRi-)m0!%5j?aIGvROEVDnQocGE__sidhDm(Uif^;n{Z_|
z*Rz_*Jl&HwX;r&2LuW|+k%3cBc!t{J6q*a=IdRmL?JHz)%R%h|AM}zkROO1=^79tc
zF?;AE->)g!Z*~e6Qpja1>-oDve;u4dj|XNt+EKB1q1CpiUR!7k3Mot$*hR6}J28Ep
zKL}!-AgnptD8$S8>I$t$jx+C<JNId+ZV@vS?Hy{R+e&9lYFCC>{Y@aq75D&tgHJ}+
zai7JmP4M&hf}fRG1{3BXVyo#|G(zCkmwkR(aIWkpT@K5}=xLTKBdr28j>;Eee%KrM
z+6ZO;`pFS)vz`8l!!py9Dd8;a_E2qVI@;-7CngoA`n!Ucq%aShYbJr$@T7$I1HOc}
z>HO~!UOkQe_J1Kxd;`X?N5}Da%T`Y4t*wnvKOH$o1SvCeN=C@9VeuS}QX8d@)q{<D
zb+;<84T?!OA>*cDy*=f8$TvCG@x)TZJ7t>jyg$OSlEmUA7@oLa$ngzAWK|BYm3WeC
z$ol%v`gVosd5#gLEV-pmXGAVMc#xEm6^i9PwA|9!+_Vh_-sT^f)7U`gjM|+t(act)
zYQ%0g9HUk>`f<?VsmSE=3io+5d;5a^mU-izhEru~f&&$jZ2jheeM5}qcprcHz|Jdm
z8LiBO*|l<D&hhD`4$bB3iY)1XHYlj++tVdjh`STF!8cJ_l5ZE;i^6}neQ_^~tgGtD
z6q8Y|31Pq0!H9LyUND<(3{KD3_%t!8SkK(>*8|ZQ(=%Gph#AHwNxYoV>RM0SA_b)P
zIb1QLE|T^U$g3V<D!!m`PX7TBz;UNb`Rp6s{%<r211VVCV9<0%vhx35^{_A|6>KGC
zAg$`B_AvosbJ=vPEuz~2(xyOF*YNI2b@-3lzaYxYzQb^o!e-|21$v8pyf1gXMT=i1
zjiKh7u7Rq$G6;5NdTHZA$c2yaVF?~A&kTqheR$Q4I|M+R3PbXJ+SUpkfDZbHt_P3_
z1F}meWZMvwYGureJ(o2%H$$+!k?y~SFFmTjPGWgM1Pl06Eq2%|AQ8}DVOuuTTK>3G
zC=^6X;CrMI_)zzsU<n>ABIc_PETnuZS-)<$G`sfYvU5Sa!n+H#C2&%&e8s_#diz4V
zq`ivt#|y7rXwsbIHU*+n@51_4;vB<Ovvoi`o(K1@5o!Dx2k`SY0lZ`D%23zPiT?7z
zK@b7`GjjX{RsZ9YHWKuUmEMz)5daH|A3Jo1{qzYs;DO*P_!7kWAagStsanJDx@L|?
z7ECz>Eq{B8^8gg-6a}Jcj-AEJe6_{r?M3^fPa0S2i#T|$t4Xo)Cx<_aW`AW)lB7z?
zWMM2S>PB$=op{HacozfNkAuz;_jXi|PJkZB7MVL{E(vwuE|GJR@@%k!GC7)AFouDz
zPXVYYz$ebtm6)1yTkwyL4qt?vFqn7^zLAYjMes)nA2M7&`EZ;g8}T0#e}9~O3?gJP
z7;WrT5F;ka{4t9<owtXK%mTn*vIqe&gl6>NNIv*&Jd69coi<Bgl4e7@@W>|iWR0fq
zb*@k8X4yOo+%!`L3}J1}UFi%qcR@R6eCP#WJwQ*e9_(RdkYTJ+woQiYR+>*<E>X5d
z!P!^30guk?z-BSpekZ?vGM04GHpOdQt+%zZKY^vkXG|OcskvbUomIv1!B504Xb*ZK
zyOT)O+L(%DtK6*GGK_Wu2v92?L4FJ5pV9snNY^#DM3&hV@H5WvxKbz%NHxIF{`&Nw
z8l#7AVcc``OxZ-d&P#%f8ii4z9ETe8T~A|{)&^XU1bi0{b5uO!06`B?9sU4_iK%L;
zSW%)6+*ZD>e-k)Sn90Lq<am=l7TY5py}qw#)xi$D5n`#elMxYbAH)rxNZD^`{4Hhw
z_+*wb#M;LWluGqP`7j!|KeL0NAe+g@#A|;O;Q8pQwoi3R1qB$S|CI`8^E;r-(&#Dq
zv?Dq>;D6y-1Z~F-wU5u~52gA2!4P_gOny`8@6<6vZYHb~vYyrGGIuk;w2ZOWVpLp!
zLK3Y~eD!#}F~=eAPSJ4ZMVgweUT0Tf2iGQ%faZ>8yd{=%vy{*Qs3r*S<(veU1veK@
zaN5bVw@PQc_T~0TJtS;OEHD}kK=)4}-4n1jfQ9ufKzU9P+%x5TL%Hjj^$movS7(@k
zNCn}amw56#VSxL7LB<+KBnbA0xrJma8-LWp*%QQtn8R><+YnM{$S26$hhfMjpDq0S
zvuJ-F(<C0ls9kj<BP~VZT$i~gDF(7H;_UY2Wk8HtwBi3YKK+L-*FV?xFykxK%E65$
zaT{eg2@I@4p!<BNjYERvObkgTN|}}b`p?g*Sk5L^V4G0_4!jJ*(dyiK2tm<pZX6T1
z^<&Rz168HApaiN)d=Jd?4&V}R9z7LC*-sXvc?*gHOP&VH2L(6$O`yFd57zCB9u}Z)
zmOtxP9@;rD))15#LaH!pD4qSlHO!$;g^D_>Zmce*DLviw>{-=qb-8#gnL%X^u#hBW
zq0lA5Jm`0B=t(xqKR%ueSpYSAG6hn04A{W_NewQ;HzT}!aW9Rnac5QWn}#6p^BkVB
zh5u{9f~a5K13M=ZD%M+Oa_CL-a2+@9vS%dX@Y2tU8zxgB)>EcEbKlFP1&w?3`#Jyl
zRGoX**-w84u=vl<oGvSVOv)ViRgnj)!irxNaJ~WQJM>^#jtMHk@5bO)<>S9bmWcuP
z=p*Xr<E*4IhVPbFzkNc=S*>h|2?V2H0nYWG`QAUp{1uGS7Utt882>tqR~2W+a%TJo
zr*4xI|Ne^pH}l||;eXa49}J0L;FQ&8Y%?)rncxM%*~A7|eL`J`XEnJ0^c(PwcnQ7%
z_hZ01`Z(dv;_tu4Iku;gdYrjOn2+?2bP>cR{yJRziDvaK3Tn>y*OTx<qx6XV^j2eV
zE6;BZ!Iy{tKl!1-w0c&57Ux7{fQSIC0&vJXXMrlvL7Kz)fKUnmA;t3yj1;H};PC1F
zoZ$WkXRfoc4hmjVU*GX1c^bLECi_G;f8?T6(P8LoKS=RR)y#(+<Eg0|WKR-rs<HBB
z#fHyrmiYl5+}_Is=_sHt`{}3M(Bs3CX$x$SKnEHve_zAH<KO;yLP@LR9Et^3fyCG6
z|4lF(2ZE;m_;ey`W!Qf`S=nycM<P9IvZ^WdDMik`$!~Y+6%{IVZe3os`R_}lA%9Q&
EFMoE+p8x;=

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-47-Attention Matrix Visualization.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-47-Attention Matrix Visualization.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..f80489304b0cbc5c10365da0b1383829b563beaa
GIT binary patch
literal 48360
zcmeFYcT`kM7cbaI5<w6pNNg393`&qpqX>uyNX{T4SwM0SXaot8S|lk^BxjJEB`3+D
zrO7!%H?e^ZbMW5#efQ0J@2#0xGyhGy4pvv~bIwlntG#zs<A3AlLD!xsC@Fvl2tXhL
z;2#J-1(E|@CLtjuA-+sXN=im{`3eQiRSI%)3Wn=9sAyOi!K^Hd%*?mg`8jUg;bmiH
z<`m`Pz5hU1SQyM9E-fY~#V;f*c<~SdGBPp>a*CT*uig~A&3s$%|Mmy}6GVOa68j|(
zA;BHcC29gfY65&a2n_H^Oz`Ie`ujt0iI9kxg!D4m6>@-}@*3z80U_ZfB0^$fA|im=
z7Z?W-Q4?Rk{ooPF4RtfpJ5Dr$@1xT%vpp_rq16~hvJ1U(4j{WiM}L!n@$NkiPA+a?
zk%yvU;u3OC<P{X3Dm~NG($>+{(>E}GZDDC;ZDZ@=>gMj@>E#{xAt*Q`^kdlPnAo`Z
zgfCwczh`7-W#{DP<^L$JsI024sjX{mYwzgn>h9?s866v+fd8IEEG#Z9udJ@EZ)~FW
z4-SuxPtd1l7jh8*a{lxAOR)cwT-1PEmxzc6iAXQxBDmxMT!hp_#J3-iTz{laYUXs~
zj^O*tG>@ax%Ua0Tgfx(}ubhXk(6I|I+(li8_D8b+Yk~#*Ka%V}g8f%61c-u=05BdQ
zH3$MaIph59f93zb{y)?~hA>E7LH?dRh>u2HmiYgZ>qeOMOYawixtYAA1}|Lx*DraA
z4(X`l2=*x}u)U9HXo*n14S6Urab#|XAW0~CY;dkp*^qeGj0(X<K@+_<n*4&4X`wly
ziD_Io+NEF)u>qGcFZpCtMZ-)oAQ@%*3rbUwqS$F56PVsZlFoASbxn;adU;2qEy5*P
zmkXIDkL=hD_sX%8P)&6U=jqX~-o0ZgWb>xP<mnnX$UExm!XTB6sEl7y)^9^qg&Aaf
z{_n%?Z&!OcX<iV>|G$5cfW!HZ`uNCJkw+1_b^dPT6eX3<)?$*Q#+MA}no(RnR*T>t
z>l1ML51kHtS+&?{W~b`aE}8K|Le~=Fv4-bOm(Y!cCWzlAbB3neMF@7jFVh48A?Y*(
zc?DEqsT{#qCAJjGM{kKz_uOr#*R#-msiwd|yZ!cd)Lji{Sy1A^QyJm)gB}{_Bx7%R
zsfj&|8J?}sGOTxrkYav_aQ%B2i1UAPadXiKmWqQ=pS<#H8yA)C7WUlOj*bqfK2a4D
zCOAk7a~%vZfP~%+I+Auc*F1P2G^Jdl(7r^mw!b7YiI#kXjLU(UOmrEH&*_YkncI6j
z;JU>VpeV+6)kv&qqyi86a8?y09yMhG(^9C9Qm<TT-;{G1BgR!u&236}gyIA|wS~E^
zui8t9em-8Mj(fr>tD#tnwI=+X`)^h=`NE#KMSE~jNI&ZSMymc?kn?S(znZL?Fsl38
zr7+I_{S_mYl{<AcPI{fN3!{t**N?CjWu+UMuNyg>d?LyiIcy)XykyJCt)@Qk?vQrm
zHyRIm5z<k`$X}aTRN0irSQ)gf5*uB0Nh@$@ITe@elDH4M(f@8fjd-hxe5_*XJ<Um)
zO<8lK5KXAD>dj**XlmuS^;sOe9eTr4eOtJ%z?WW*N2)p|U7h#6?3Jd5+`X;TF@l{~
zb$JlY|KehEE#XCper!-HL^rLqu~Jl(N7;$!G>q|ox*w7H*#8kup;4uVb_tQyS%%!|
zLKIiB!kqHf4XWUAJGw4E=U*;+JIPYS7@+q2_jc}~td8AFGK`*=Hue`jV!WhA8e}?V
zKCN5!Wbp}Q4!455XLjXcq}t+l#5yBups!<&bgPorJJ%#_Z9_5AY$!9lVyd&Wg<1JT
z{W0w43!;jDSf2TP*dfv2v8dZ#WUf@vR5n^6Z8GqbpPF9de%f7sv*ha!230EvwwY>#
zNqV|ySIT_!#u{P={iU9*S)X<kEYxhu7)+pD^3mZ2jqsAAB&I1Qaen%3x|8T_&r#C1
zEuga(q`v>mQ1#j?Waj=PDoWaWx6ZW-hhD=TT(KHuqaj#Aq&Cj)(NCcR4aYF|EJ{Z-
z-*|_oM7qvLmtGTFySaR{ql$J}46WFC)u&K{d~HDFU14d+wIJCrPx7`sVvVq5!)V!C
zE!;u)om%jSr}yejdUe6UJQ^A0R_2=1G8nv+c5-IQ*6%jDD8sNVW7@!mm4#nrIam9h
z<lA&gaTW=0M$nP>KkM36nir%DOJ5som~EvV*k|{@c?qpZ`q2`SJxx6&vIeCp_T!YF
zpVA)Tt+3&3=y4a>5=)Sr5<d-L7?3VAnaVW^=OItZHg3I{_*mLK0Gj3L?U~SC)l6|D
zKr_8LRa{y7c}}(J1*nQ?($Cac(6>yMMIro~=av@gIHd%gyiqlAe65GE!*biF^=H&0
z4tVi9-Q1|SC05q52@Ltt9@R!Q<IHTjW07Gq;!dr7CzrPJ>vykTHKusKxHK$J15*Fr
zT)K(qUaFfmsUkn%7-{RXtlVnrdu5`;G|bp-*TE*9k%HtgK8zYi*c;2zhEkQQkIs#*
za|zb2?WWYQ)DMxypy@kjWhA8GlMN#L70nI_t_QQsozs>NK6!#C>h0+}QY9KEws$H8
zh{Acq*~$5S*3PWJj9%qlC0}eTEawX@TFB)?D7dMUQ|2_WZK;(eEwUyo8sDL!_Ka!!
zj@Yzswu*e#BgXRBf>bJM(O+8Oe?Ws}zgy@!$II4E)B1?;g7dHOvlDb26gyi{<2_rm
zJgD}>sP_x@oO%d!@aE`_?!MRzGg~UDsod5S4Z)U{?hWKt2V+9$;nccF?h;IE)WKk4
zzN57k#PZX9z^>|V(BYzb24c$cl1VT2oNC93j=Mt1jVCuI4D_|)y_RN;y9XQH{REm&
z+Hpnoo`%X5V;nY@zw%rBrgdszjyhVUtAfz+`sjO<{6^cU1}KlKyEz_bKIm@Ca6Tp7
zkY!;vVL=z(l@kcBfXh48%2%^nr7e`GhTe}Ly;aH_Jq=IjS_FslIY%okNV6y?V2lGE
zuf@Ow8z0~46yd**W?&8W2mdpPjI7%Gl~qO>Zn!z+ZEWOrtSXct>aVfKyq)SkSwj{N
z)a-pUVXQ;x20HNaULpUz9JL5qBlt?`9<wXRNf;E~g$GeLS7wZ`A&VkBRP2vK(`}yK
zlS%gFNk?lg3Q&8-FPYTAUq?ait(Ym_1&P#yoTcCT9?X`xDL2zSL6AnwwOy~oCMsLK
z%gI<l2t`OFyK<z4oJ};hPWist(?@Z96p?<Y!Y^&$YHj~|E6B)U2UFYgjY{Qv7$@lB
z%H_|dJKi6d<Y7z@J0uj5)=jmhiH(0^1gmRz<|JHev^{9Yu_5E&kq&NCNs_m{KOt<Y
ziq)@prIR^d9`vil@YH@jF+jpQSoj&-lpKZAuF+pYn5dNJTdf=~9Ti)(L#Z0nEVAdU
zXBo!|1zdUR<7y2JKR)gu44DgJUm|)xm-c8b2iX<mHiZY#8K7f28B<~t+?~E`7rvQV
z4re1u^SRLlF#sLi{zu#LG#{2|2n^LdmqvF@tbavc{!&Nqxi2s}45dbdCh2Pr?$WM;
z7w<}mT6wWooxR=&WKOTu*@?n~U~k}+Y7%juZ?1-_zSyC7)WyuK8@ACzjGFkEYht{?
zDmb*=1i$@R&zz%|Z>uz$;Oq)$w@~V;``opAD4nwWq|Oh5HpiPade>lM^JxS1Sqt)B
zgF)LEC}p$5*<84AI9AHxfNy7sU}{CI^O~!ewB2yXBU$qQvi-k^i)h=>T|eplxX04#
z1KSbtv1MJQ9k%TxYvN*NvMf!+UM1~nr<|sgc+mE3QCvWr9FC?b0}qlXHN}IPBk`b)
z@kow&OdT}zu-{~_BQf>+#0{^q4p(xDlNMelJZRz@mBv4o{vH<f`he|q4^wPJ)EGgR
z&r@VS9`sSz&T_;eQbdwGwyx@ck~S<gxHgT-T1K$C8ATdV`Hsg+<UHJrI4<nzL;sp3
z@t*^vP=jeaD9G3z54zlS3_e~hTES)v3Z2e13_OT9(^124k%P||j`lEQ!UVNQc$-1$
z`>Z*mEft1w5y|+vn#<1DqWv$thJ_~y8S>#fGB`~-St4j<vrizYX;)>tfxzEatoZYP
z0(!=_u>HH^mE?F(s2|(-ZY9^N5zGT7FL&$T`i6Z2h7*l$o$_8K;eONzbc|t|Mxb8f
zXwbZNV=$%0yukAanCj^_DzT8~<9t5Uj;MR~4u`e}CLf6`A5(u9w4Z|csV$i*7(BD8
z2-CQ4Oj~xuPz=^Z+c*}?t`AkEOG&WCG2XE$!%i~DY?#kQ=z1~k$bNfC894H<sqfLA
zc74Xvuw`^kFIV*Q(|9Bu!<7N2m_r6EPgx;^*3*5e!;htYc=u~GhkBL#X2fL+v%_1A
zp#2m`TVhob>dNTzF^nA40|+wUSDkKudViyeo>S<3#L;na`9ge7epjyD?9K5#mBTuz
z-e}{r22^SH)m^b-9W@e+dKHQ|4kMaqJYA(zWOH@80nArly4wcBHF{I|V^}zX_#7>p
z8trxr)sqGrYo!@#e-aM8#<>!}|5=oDuP%W@yahfA%;}BgG${tpndxzGUMW^nGg0vn
z?t1YvfPm;F%m8$Hvar@V1*Wx$vGYI#VcdUAKaH<K4LIi(>hjLGbeL2lwVVBM0_e9L
zzHV+7J{EeP^__=n<ltk_)bSrp6sWa8fj!bd$L(F$g0BV^6-`8^&%2VHA!!Q+GK@&Y
z&|)8b`Y<VrTzTo8A3qQVQ%=m1!DN_^{{pB?huDfpSyuIe%~Zx8=t^%y4V`YZO<H|z
z;$EMUR=`7l&p{KrFUY+R-1V(GDes_}O`FlDyNrk>T>?0TtW-3d0c>!Dg|;B*Kk7<k
zCpfwYrt7V^ohG1|;UeFBn2@PSneukIHt}acz2$T@ZWes;>=cB*nf+)8)LQ*$(e~M%
zpAma)XN`@WneQ>VqZ-#^;%+y+@LCetB+PO#F!h(>`EL8bmeJv(qrC^K`?I7UwKt{J
z(u-qVzY+g;=KY1W|Nh>cai?bRqY2v>M&z5}jE#&MBD+3p#%HA$)5Q!I!WN*OGkZ0$
z;z7XjfKJTq=zC=$*0pF=_*y;ML=6~K!+E3M;Xz<LXwe2z>Bof!4VqFxm+&BritdlJ
zSJD-dspW}+JUz{oG8bdezsCfQb2=cWdkcF#7mt;WJtwUSahVY0>@MNJjiGb!AZd*B
zDFhF?p@hu=-ti9oZXb%f2eXiA*~vSRwql!z2-}am(P1JK-i1&NDrx$HG?nMUgTCi=
zUn%tdBpC+aY)6w=1FE<-bDcxk&|c!n^BFD*k6Y63k3^V@j|Ebt8sI}mzlIa{O?TA7
znh)S@cu));gc63@`e@-nsZC%^8URWK$C}%U7o7dz5;9T2=AkqJaiM=$*@1*X59ZqD
z{@nGB>zK-3t#(U1Lu7dl0j0r%)|x|_IRK?t<3|52j`E~h={sBBLH&LP*2-mAfsf`B
zD;tb-5D^kwjUg#~v@~PWL@|TT>L?q(?VLfj&;0y`*cqcLpM#bagAebKRG3lN{!O>E
zFrgOa9?_8F?)RM@YeZJ(Ko$mwk#@lkklX-jQ=3#PlR=QXd(X-<l-y;^=}<e}S=hrs
z0hzJ@jtT$;H$eU<7@#bD=lzEx+T~_M8ZBh4Bm@uoi}$gAQ!4&QdwG0#o?0HQu(0*F
zHvTqDdU!{w<Y<F(`s9|z2A^H-Oeoc4Ts5Vj_j`?nyEWr_qOS){yN|N^y>vqx^p{A`
zfxZiSR4HPLb~Y>n4zY)lkCq7s488-F&jT3q`HQh9W?XN?wIYnaZs}*-X-GKNT+G27
zAy1YsTnmh7zR+=XNHYo#!rd#lkajlBWx_M7<SuUfkHY^JPZ4l5Av}ohZ+H4fhRVd}
zVf&7MY>4{X2_Y3YF4k&R)<1^N+RphcT`99xxa>W$toy~&t`o6x5`a<8-2_{n`^8C>
zmc)K}{KDH~^@r==bsv>+*LuTqFIU>IMUiN^5DEf@wXkRWsy*~vo!mRAebMq>9LFX9
z^7jj$`<Jn_ftSG?0r$~*t@{~ji_v7ULZ09N?{6Q*76IPxCnXJp4Hw>d;b#|wu1P^&
z0>{-I0>BiS`;S$#@E`~)EBIs%aDYF8jseE1@g7b@*{gNTQ414TIOX<zZ>)ejO_jda
ztN!KtbH`XT(#Ni3J(Y9x(3o7ctUhs<Gy%)~_zS}KQLdBC<oB^rUB&d(2zVTf-sd^w
zfPdW-eG}RVLn}AkgAUcFL+8!#AjV=PcMe2b?dI1EkrgO19`hUzO80n-2mNfr2}4_r
zQM}M!|BxDe-e#R(8Pw`$C;_JHhx$cREO{M0js%R#z+K<_2tEA!4N*$&RCbhW`KvK^
z8cJ~2=l&j{gLYP8NS9a~+YOq^v$u5U+^ZR#BB<Z2yyr_@KG$%vbB<l&`#J~YI$?iR
zBQv`%(C_hY8c>A>Nk8A8gxqVe6LLx~49s|SLr3hDiosctuP7K!zEKp{S~YjZViVJI
z26woT*Ah7cgiX5otu*RNi7)wRG&Bg~(s0U<AjsCl8Xok>d%5A!cRPuaC@DMspuFkH
z*{Q)Bm%qn;i}kYWV!`qhC*hP8|E87owhR+OK|1lEqggPPjwe8UwZME>V<p|CN0`h<
zvv_9k)hu7*kEWo|hX?)lR=bQ`#&qR@z$PcMdEF%qhwCv`jKUCOf3)cjhgMC@GX>u6
zN{jNxgDTgdggbEy0`$-~j-!<{=MRe<_j{O}nwhT?>}_(X@>Bk*Q5B&b{`%)p=bi(O
z=jV69$T0L;b>uxDZu_C@I}s)~TJ{qUYUNu>J7f9NsR4WwT8hSlgfg2?_Mh!JB|g7G
zsM<v|dlS{iH5jqNM#}apCb7?y%=4S4f_2D8*s<lJ!KllQc@1ltiQO2}Zdy7{JF0n~
z-N;uB7tABh_B46ggb~#pd_VO;v=%2qw3(1u6AxNoLakvbKjT4jj>Zk9o91|s6EyBA
z_ph0fvQ}uT$kN~$3p*avGz&v3G`K@nU7+V1TMg1&T)`<(^f>A{R?1XiplcoQB9E@L
zLkS4>5O}8X_&v_6lFav!CossmljHfuX5>jQ=G6(p&d4*T|0_p-{pYzlAK!%zZ)vMd
z@cy+CJZNj_Osn^p+1@vb9qri3)_x)cZG8c$V4Qi9ApYjZYcp@}_ov!G*ed{r4$aS<
zj6#Flcp;1Vb$C$8Yuu}nD{Su^#1Us1A-Go536_!<GOvQ8xk|N2>UgsZ4|*?()^(P!
z3VUqZ^m^m>0v=R~yM+f0%|nH7G|*Q*kARudfU^R^(2Pcc9P?mY2RaZBlJmk0qBVn~
zQJ0~=W&ujtsbQsWqh+h^CakDf1J&aA**i~nvf|}DZsI}lzx+@evxOUV0<hboeBUcj
zPs3)+FNw84xQ|(QO3Lw|PcpzC<4l~koeJ>9q8jT$`#?BmXjvf+bpsc?2gieo6pwY=
z)y|kg0H>ZPo&!Gv<yU`AO^ISV7g)T%u{eB+2OSGTEisA!vlV_&Y@`RXdI#MBpk~Oi
zV>|SWNfEg5_eiAZqAVWtwG0Zub=LbybLN!11$ahGL@p&I>D_pNqVS;RYZc@H*Ue*!
zMl02FH)LcI+8=s|%CJQ#qZi$ReF!R*mftpRl}<pH5L9QoX#+W9iWn^&=n)Vjq*$H^
zN7kx7|Lvm$IS}F4xWL9^@JG`_;hc*$-0@W1z;3!vwR=&f4aI{C{(yy`6M?2sb=VES
zFBa{pGa4CBu1d0noYS`to-t}(bXuQ-+ndiA|01aAxc!qPylKH=lDVWU<z2gO(}VGf
z6c?>`Emq_&uRYwOAW<NlsE34D;rK-(p>u(!j0-Yg6w15<va5s#Wzf|(hnW9o$Ymmt
z=DK!DJ!=*KAmU>eWkA|B6H*j^L80eCN1fYF*H=3;!Mk<#gx2h9r@G(apM8Y!pwDSb
zb7yGSX(h<J;k;?^Ugwo5)tiT;6Aj0Z8=I`GXh+{XJI2nh@AA6VD(l<c7Jk0wr_Ca$
z_?D-+akX^`S1Y<-a%n`^SW**BkY{Xy$Q+$i^5Uy66OSw(Ge>>{Qnv*QTxC9xSJ>k2
zRF5@{GYTTwX_(AoT3U7=Y#4`m#yp8f|L!W-*z=^68K{2xdhooq-_tMqHZtdDq{QA6
z|H(N!87)!GR>OAzH<Mk)mcWr#wr@REFha+CqAiTrs*EcR)lGD}><6R@=10K9dO<qk
zzZzeg7IGGZ%bSnn-_r`yD=}b+;my~s=HmHGRV;*ttH`pt{0n?(C5<MEq#zm7n;uyW
zUr29zmq~%7d$KXF@u27n2QDqD#)TN=bmW*V%t$~Me4pKQbP9(2($yxlu8NX+qLsrG
z;TY;&6xrC6laJO|ge!iH_04?7@JaNsZuL^w-eTOnpnD(NIyV^@yzjH!nxKmO{t-h^
ztgu<H)6vcH;~VwadsU<sOdvp5$2{g(8|*)?tMYKq(pg0@<|_}qn=ka)&`ZHhkK^Mx
zE(;}Q(zlShMzsYkDe$7%Vk6Dw9fB)fdyK^{pClNE#wt{Jv@Lw)RIBPd$AWA!rezO{
zO&2tH{b*CDWz~J}gIozco-rjzf5@O$sjQVA{D{%Kx;@k~U-0$25`%`i7{O05QdADw
zuv0Yk)<ntSR0_j(Vh_}3)&U8=WzX)E+8mvS@mM5trJ|HHaDlqF&i<yXPl|wL86%4W
z!68x*$Cn?Z=KK~-_MiD3fS0BH^K{oL`%b*X3$3Q1Jyu8n-E-{Huml^zrl(vuQ9P&^
zi3hEhDMK*vP%<dIauDY~HUq{zvx<UlH9*dIb(nM{z~?nhw^6Z)?zNObnH!Gzwk6<1
z6i<*|LhiI$wR8>JM2)d+e}j2}YU##^b?SpMHL)kAD|L_7=VrUq3^p1BiPGpA%-QzW
zqraaE^g_O6PQc<&1#SFauJR=p+>?w@f+Gv!mW$87w&Y6Q9r}fYg*R8WZ6LyY({!p&
zUq^P%pf{a<pM@dnChXHci=|s6D*9$UI?oszmGYXGE4H5y4nCKu22m6?3nWGPr|o(B
zX?I&+__+oTQ{R*FiI+9x+(c8W=Hg=8E@L{H;eq86w>kTbS+M=R28InI$O8Q?-P$nW
z)FoBdYG;|ZlefI14e05Hrn^>ty^nb-#?feDr?B0+Zq|`1>!BHskU(k72FV-$o}6a9
z^K+TD8xr(d0P~R^3@mKvVIv<i-qBdAnm@qgOwlH0;5fr!Coo(vH@lGvo3Q)wV;f59
zYuBMy25`S?u7wAW&e*F-o;Z^hbGa2pUZyhk$7#D;k8Koxuy`Vd3DW1g)9%b$#vAHf
zD0o%SF4TTZc%;x4+TfI!_x*u{NG(Sd#Gq27L6rD8GBe5Bk)cD-JMM4`<yS88O<NJs
zfL(}K{pyz6U2QosGFg0&ytekI`iu2Ivu14&XU$9Ld@@!GIERF{7p#IT5LtURRwa4w
zP?*<^s-lnmdi&5IcvfzZwW1FXI=yTIJwjo*i@&lxEP3lllQktk2<D%&tp-wx+gAl}
zO^__6^ejstsOuhg!-GtEFdb?h9xQQXi6(*mq#Cvyzy!|U!ZpU6h7}aM9N&ew4hTJy
zq*R`zKR59VlO7M3BmYFWJ0P@W@GUSZL`2R2v_a1lLf~>Xp7dBHnFtShtH~i-(@<Uc
zyq}w^Q<ftJttq@!?rWJqe93{`o>ZC(PFHn6_t}~)x;0sdA~jB}?UYf<=)`gDxiM*f
z-ctt?a!H+9YuxF;rE{$+`YmsEVhZO@_qrR&ItsDygRcA45AK`>r7AM;zN2cbaGlD#
zo4QCII_zN1=EA-7cH71{s_jkf@KM^?4#$2@hX+f1h@<e=+vYb3^JHTCz^8;;rbh_1
z6|Ft55#daTYu(y@W;MSdU6M}C2li?mD%$d7ucUHVZjr+@b67?ZHy&g@6CiO<5q>A9
z?A06lL9CGJincT3_0?m<uu`IhT*MAX%puK;400AhcKn9u6N$@6ii?e-Q$ph9<(HY4
z`aW}~`a>5rLa^C5SG%_(t$lf_)h>@5Ut8T@av>$m9rUiW6KU`6d}mHT>aXgeKcsK_
zcym=N?$!Z2U+*r*=sNd6l9%ugHGAiLjt>z(4qv+T)05O+ooHT~pgKdVt?7t>Pj7Am
z0G@;gNdy|Kj({(EHEkjL5A^XMxG2s|`kCPkW23C1@<EO(fg;I>j&>*B(T&~sU(gAX
zfeT08S4|Bp`}(NBAXGhLI_myyj(rB&Cz;{T<hXxSX$L>b&8Z9c?U4E!)<m{EW}wdT
ztcrbY`BHZ3#H=&Lkm7AZQ0V~YMC+z}jtRDICY!8+l$*qROw(2{yt=BQ(q=~Hbf)4;
z_+zp1Pv$tohoG}@*@NP87i<bRk&M-0$^Y`9aMF;i#8)sSyO$p)I#r2ne<r%;`5Ngj
z6P_U%R%nj`s^lCAWixq)oSDXGpajzP2h3wjPY&os)*)1o<qS_ab{!I(pMZ>hfa5uo
zeip`ANcriaXi~x$(w24&Bf12+wpm9U6)nY>+!8W%R~+Q}lcHwJq)+9Jzto9x13JwK
z$}BOE@U1JSo5Av(hwuE$!@gA9xZ)F}Lb(MpP#ZZt{6vI2t-{OpF0txC+-jpD&C3_0
zsVc}b6{`h4SWqPy-R#*cI~R9KtGKS1%n}i-^T*w4bfa%p%60AG1<EGF&9YvPINY(&
z7#>uAs#|0a+)v^jn9Tx~uNXzF8pa3QRY=r~kFGD1S*^$e5oYm${-iy06?5lTrl9NE
za-BHVg!U$;#NNqq{<sNih8m`^WU8)c^f(?Ak+#og(|k-@1w^V_Ds_olZTzo?+rkrg
zzYni^7dDBaz#;IqA7~$arTcotC9`i|eA|@m@}XQiDo(`M)zL<U=XiRz@^s&sByQ`a
z)CLj0ZKG7XS7%_P`z(8+THM%h!;JD->F%Rq!=H>QyRdJAj=qF)JjQ*ubhaw0N$Tok
zA87X#b!(m&hz(v}PmC&CDxv&UHE?DeZDa8%x*F;r?MXZ7o<l899a-EmnAlg=tA+>N
zO=~qh+Ht{yzKMt`{E4JsXM0q*a2g<ZT`or};~I;hhosr-&HGwXjzByNMB>A*YVe>H
z6i`H-`PFau3@!|2R#~*a0hHz&x5;T|@@sU62o4DGAOh0#J+&d%6h}Q&ElRcawJ^G9
z{=PoKk+O}AC<a}<Xjk8911#=o7I}R;Gezcvat$crfvmiaLK~DJLjJa)5*rZ%Jx9y|
z>+i#2-9@W_T@jti@d_R;COswD=*8O}w}_U{1K+24A4a@HDf`>>rU{nc6EV8$>WK?q
z6mO8TMab`+@z>j)KB%2q-PwiY7M-q+?atddmR_FeocPoX4pLicCcuLn&2>g@8rsF9
zJ!e$sBw0Ql9YRuGp%pvk5cL&}8bbDkkK#P1?FG&A2;pP8%y~8SLPH;xM1Dm@-6XF3
zEKBKAF_mU8NXmM-<}3|Mp;M0s6*#6BIt>Q!`{e)`32kiT9h16B`Z}xVPvm#z&*ydC
zDdj7@=2eMjpDO)jy3+N0qMhyJ0UlHbiBk%zzu_V>ve~8<z$6y0e`DpPH$h;`m`><U
zYE$foD=)Zyt4t4$?5w`uqbQ4;lN4O5Im)H*@ODp^LQaK$v62i6ZqYQnN%K<uWo?3$
zql;5+()pKm$i4Om=Cr(=i==H70_1Eup@mpE++#*ltPk{=npv0Aum2`xksAFae6pd7
zukAO|)Su1m3(r8|KcEkEWfx=Jxz%Rx?^0&uJ&A`|EptH{K2<45=VNx<h^mIC9v9Io
z0XfxW%;qlfJrdiZSNv=d8B2K@q$^sk*6h_IOJT1$=c}}^wpf}gt5P;zS!#lEZyfAb
z>^HSbwNCogatsC%gl3KWfAqsXG0$Ha&dM^IOaJ=%LB?OpgL-4q?E1qzR-(}Sb+z0)
z-sWYhA}HJj5~n{3S!Mt>GK@N&O^>K{57bD+r#n=Y*esK<_5a~-d(X|`c-Ww|g#HRp
z|GEs0H0@y4p2|zR-`S(_AUQ&tg>_chSA;F@ip=6$zsmI4C{FS(sH$``_D|T9;zizP
zGB`!J$ipN%VHY(wr=UcaUIAoOYlV{nF%Rj3ltQ4mn+!QZfe-R30pJI|{ssJoVih5{
zCN`X#xyDkvJM^f3(>syx!&uSPqnOqls<zuFw2!UE`3rHKZyKs@@$>>tQ1oWBlzV3^
z{CCE!y7KC(;1TLuMm#aUy~p>8Znp?Gyx^H07<rjEi;#~OEPQQAC|&-7-NV~rrA^-c
z_=}bEsZI+?6{m0_d9pxTkc}TVI^N6tL3df-{*4o*XuF{%0Js$a;2wgq840w_`tf*{
zZ*bruXlF1|T^L>{qwh<cLUQwmAn+mvrv5#QhcNShb{6I!EdsjFxA8Z+6+Ax@5p8F=
z)Ya~N#lUp4>v<%HlFt0K%N83Ei3`mOR8`V`ytYs@O&UhqQ6WF4cF-g|&yFRHMwbDw
zf^RjJHWI*|OEDO0pb8-a$Axv~0VzL_4tD6^K?X4Mq)oM2g!(C*{(`y$pw<PbNB>Yi
z9{roz1}E%mD;;vgF}=gZ69GKu-y_i0+cv-^o4FQHOsfDYZ88=0q+@B$0O;@QWA1ig
z>H+jxr+PlDhB2mM0+wb^$f3b_2?bj8StZIhxX{PRt#H<mH=N?eFW9HvN1c@KV$fO=
zdjYPKQu_I}PUzjOr!@_3Hs1nXKfm^k;vhA!xya>Qen-5}^_*k7mfua-vZfg=x6`~{
zu-S~J1C#(phD<?+b;qGdJ_tI0ZcDkW|44LthqG7!ckSHqjQgwvM-0FPts>?QUGt%i
zh#KaK8Y<@~_n3Yx&87Sn<3fYi{Ov_z#_U+X!J?J}w)C!~sIIx8u{mU@0f5MQ;}9el
z1Sl`c?LgLnAQw&3yreFH`dk^F6O_y{7Uj~~#B2XtDRVRL*#6ZV*Bwz-ONnIfbDi9!
z7EwZM_Qi6=(+;JmnEalgRf?KyoOnSJF{Ap`$Cau4lP`C3ppT+Wk&O@<s+qK1_rZ(!
z<IPWmpB3MrMp4C<106RiLa@)FyRa1votGnvAc94*pDZ#!D9dQN{TtA-8L(P3!7;YA
zq05%>LJB;h=MN!gHyt2*l>iB(94KF<2QT5yO;I_&n1kavJ1p@aE1-lYceM+9+`OcC
z>}q;=e;PVxhZA-oy`2#@I0jk14HRtQU5A;tfpA<fIqZA~+L=O`@W$a=T;)eA>pAC)
zIB`e{2OsH8Jr`*A=-*MbF$;GQE`_Li$JtGsFYC27cP1rh@f&U+1Q&P!)Y5?GXYkyL
zb?E1QuH$k126!ppp}s}n$zkYF3j}*yY1Fzb?4-aWc`hMvc9S1qKjTjeh|dA(tXC=J
z9)}I!`T>T>@SwkCdj-fA0KH%@>gDqFKAh~?Al5zRR69j@={XQ16u-)>7~NSI-TfAY
z%8t@_{`q<iQIu`ihWmQh#}d{23=pXiR3fxqFtgZZHDbc!*cEbk-{_Afpq3qghKT=Y
zNcWf8?TkdB9U#J-90Dxa;so$rf*$#c21o!-5O`1|b4$1N2=I(I|9M8*Wa$MpAR3_M
z`_5!VutPC5tdt^VvlH+{HkLH3i?{!V&JRH{k=oZU76Qt-hysra>ar8z9??d3*Q;DL
zGPo&Sj&hr_I47^GYc-ei1I8AE>|MMKJedGJWCq}o9%Fmjv&_F3mWBQ50hE3RF;3RF
zU%(>yZ4D<@QQP*ZiR-F5(9wknfuK4vf!1CzbSYd>%$a$u?H9Cl4CMgb$iYPdU?q7I
z4O=oT1b4%~cuLAQk2SHQ6K6-;=OzW8jL_HYk4I$u>b(Dy^=RAg5;D-!Lu0%o8+Cn)
zUUW*Ti#nfnDz(OZOD<)>j8jC$yb(Y-p_l*O%=^1d*zYIY9)nix<pQFeyr}}NU2<n`
z7zRkr$e=?cqx+C015*abvhFBQ*5m@#o%D$>#f8F}jl&%g$r*M+iNL-(bV1+@gz!_m
z0IMM1f4<mdf3L$Pzhm~B@Ex$j(E@1IyiRCydQrWnJ^80y93Li~EJ=<Sto;R4lADof
z_9TPAD;58|AF$PxLEI^1$ynqr>wt71K-FqsEuj;Fg0<RZ>&w})2dpG3h?%d{<Ypj`
zql+<`sD$IJ54t8=L)!-gr_SMt6SY8m*FTR3ot@MHnBk~09D*?xxIjNW0R7<Cl@Y)9
zoc&r?U}#yXyLgZ+xmx#yDUl_Z|9*4*^1a>{kb@PF!|`u92rlFRX5?R@8vvr)WqeO7
zhrK*5-*rj*A8zNs++w{B82@U{GPJYqnSsdw%Y`7nl;*)?h5WjYD~Pym&7b+&^{*j~
zgWxS0i+0dMUuBirSdvG$GO3+!;A~Hs@g1P_ofm^0#S{$KLzbs1)6UQ_c+fL>=U1=d
z3f&htxJ*{*1Kk=Sz*6$jq`)%%tWb{F$o@cf57?A%-(Y-;2PHh+goXK#f<r4LuPUoR
zEGJ%8MP@{+&WT>RPj+-D61M=MYf5LcVQfwEeKj3x;Z*&LZ3>Pkf9o_osimo_sECcp
zfet2XK`nqa=3s+<MQ6jhw73^KsRKS(qhC=x)(*j(cARSWa+Vs$;z2(OA!`Eyz4=Cy
zhK8GrE^?O?p3k#nAS$;YFM!>t8Btsl>3-JTbajVCV}ll_MXw3Z33<9+SxAr)Hrfmi
zl8N@y0#-&gl|ihxzyYmaEbY+h%poTp^m^m3w<{hir2Qe&b|Hy6GRky$nuCq``$p(L
zM7nvLr7nUA$0{M1Gx^gOt|<_lFB>L*ha~)##+%;JVe=7@&>>I(yFW<s)#tY7W$~?~
z@AM|aE-A6tDuYi+?4TEEx{h%3DKRj=;Sbbl^D?U#06hR()0w7m;7JK6=1lQa8^OJ8
z<*ttF0Vc@W2&5Obees?<nEa!=bd)wUfG%8tipU{sKl48%CF=5lU%w=#1Z7n=sL|H3
zovw=#?CDhIn%7Pgevk9G9r;5jOvMo=wFuzl24>S<4X3~aK3m0u1~T%#JG4W8Cqk{E
zC}5qq8-hUrh!bgT8CHKs{A(KaBcKDR|8YoNKEcfRL<kQmdn1I)z=K$Yp|37%*akF3
ze2y|I8QsA`yIx%%d_=SCpwt)@yIe!Bp`Rndb~O>;`;@btjZ6!cNp_j&wT@#Q^)EZ$
z_b=U3`q`#?8@Yvh1`CHZq@6viF9~VhSI1Z#1)hprSDwt~?5Qhqy*PYVsOtX@<m9f!
z^aLn9jQ^cgD!G`MD`1>aR^uvW5g95ILPHR_00!nrt0usowQs;Xf!PK>Ej;Mmidetn
zvNt@a4MpCr10~LZORd(98NRSHlg!@Z67+i|T?Xqc)Q8dYRmK-BlrSqUek8x0+L9_l
ztY&oSk&!p6HQ|&?A~z@b&Dgq~R|GuC^JiKW1Zxlm=)d7C#nR`ZVr&YmeWh7I#aO43
ze7&Oo;pQ3iNC#CBAuY?oQ+{PTNzCbEJ-dGQpn(xQapS~K8t%%0x|*GCWp|@M$^Mnu
z^y^2ztMj^O$I*~>whmUN>am70=FBfEkA{uCm!{H-L&r4S#W|EZOjeH=XnWCf?For@
zQ&Otp7?tvEZ-nxVp9vJ0qi93&Y;k-@qX|*O47NBYtN(u3ydq`iht&C#z0(()lfRw5
zFBiiU22E{w!X}PV9L_uX7MiL0iSxp!rTdrjnysZlv~(fGc8SnP!`8E-cKRZ|W&~gH
zca;wju4ZU(FU+>&<*_Q<G7^r7cO-?v$xE<wN34-RO03)oY&T9&Vd*N)ftbE^4e0<~
z3xeaqy)7?B)h<R6z-VO;9wZP|joWpr&}CSRgzCuLD?>K<qvYNR%lMoKW-rkAED^#%
zX}tw{c7C^pFcucy&;grFTlVs5lMWd$GhLQY%mZ}T)^S~O^!I58k64d%uP(Da6R2H2
zI<3>=WFPH!b`=OnV_RrSsJ_4{8`VbB#x&#PsUIgL4INU9z*#aq!}ThV17$9YJY?7R
zlqqMe;??<OH6CfgOa!In%{qLS3ew2IH1`V3nf=sj48d%-Iw6RopCbG}7}Gh%4)fG@
z0b>JrXmC)VcKUF}3fIJr2aUWp4h}4ceAhbRoeS%;OLE>$jUdy6y$OWbE^Pxvfho7Y
z0hici(Rka<j9x%caz+RzI{`V`0pkLAqEU1H87Ovh^-(>;EuEzYy$xP9>qUF(wkM%d
z3O)k!hRW;TuTMAJ@3=(W;+(;7TzFOWq|1+CBm*vRL@wEVEw8Rz&;85T87sQTinG$v
zTvbqG^?3#W$x2WmYeXxPuL)sAL4;Qg0OuIHlEM;tw8UJefkjhgX7%Ke8Dk&Cx20b<
zyLDumf@>oQJL)2_-9sg@`kTnlpM^6Lx~fl_Q(St)cHJI7vt8elP}hGuZDMGvJ~=D#
z>@Gu;{7uY8xYN5_wfhxuw}KyXlNon}=G7WyHv)T}sPk+9`F>`N7O%yvRo7@Aq`#pv
ziB!t9+DUZ8`cSPrGo*x2vj^h1!(nHKrmNgL8ZkJ9@U*idpxxLpKGT^w;T}~M3KzI-
zG)($hoKMAoM{s0wRr*n3aj#_D><`XPdF$>)v9D9#BNB^Wy^#p(2vE^Dn<;)3FZL;B
zrL!*?R`j&4R)WXG%lwyISpqg+7tAB#@@PY^Tqz%c!2VELik2l_nv5XaGo-GGr};$T
zNKmGFaw9T~4zf=%0pz9?X}yIuY5U}VBF_RKH18HN1VD8J%AKYnHd6F)osIM`7uMd-
zQT7(~^m3u6<(LQ?dsVq25%-iP*XMDo=Z&8?xpXYZr3A`QL+9g01D!!Ewp`hIw`}zF
z<GepGK;kSAwx4IVWL_xU3G8F%DJElM9v$L+qk&4+RJuZD`IC@6bv)WCug{}!8&p&l
z`ISWGm{JI{KE&s2?}(FT19$-dTp~>a0HClgTy5i{qO?OXfbj<CK=#-mM(ZI2NTpd<
zio#RYyN?R7s=J0}6gmsf530szhTe_qI|v+ZEZEg%q>?e&*&ElZ7<ZRdSZ8AFxRsOo
z`c8`qm!F!45G-5tupfV4RIe>a<Pq#WcB`$aY~VJbooiGO<&&eROTpaRWLOF!lVsyb
z#;WjquYL2{M;r*7(iis%|BLN57ufD~(z?NF8k))(-N_OdPYC}-3)DcN%Ngj=Ez*5k
zXWaFBkWQ=IVR_p3BmexGf!6TFnrbchu%|h?K={M!SN>9Lt-6TfaHNUNc7^L$)#ml^
z0;LSTx=URieRI`odaPVAKkFKkUC@%sV?{ns2eNPOymCcMu1N<=mzgRRatGSx=buq>
zh1*<uxEw4ZlP>%1${F{}y-3UI{<`hQ0p^?NwWET=um{Q)dxbGLd0z;wH6A#qVTIm)
zfaI^Bj{y!KRLBTIyGwv|{I|vw9`v{XPB(0f=(m>$21+)Y?*i`Il~9(@MR$Y&Ma*AN
zA|(c-PWYYZQiE(Yv#81epWAD#9*zT@&7X2c!=eNTJ#$n?t%hBjZ#<%dalIrewX`0u
z%N090D(XTeBcK5>vO^+Vyp|CG{HHqR$z_sW3`MW9TzASoB)=Iyu@sG}L9M-?sZp!w
zCX*J5Er8HvY9lE&yC~o<f>?7n&a|-}tyGItSM~LcZFxnQ?!#EtiPD5A=-Bc|eoVC(
z99KeL&2qu{_ITecU+1f=AeNe7nV$E9V7=KhcZ+Hkmv-y7T?2NR)*XbCuFCTr=@kt<
z?R}qm<9&d$crjSHvJsinar4gjE=j?|GHN}?v^!5xoevKQzn!@jhZ`ZI(nUj|3%8KC
z!aBc9)Ts;a@LtpliPzpZni+7*SqO$*X_1QBwlCMTJ&AAR=CM4b_dN6{q=<vTn1@tY
z!~Gq0`NYS^66uJ2`zQ8(J{;x8g`UIJKLXC)b;#^-EQtpC`h){Z&|yClEX)LO`{GjQ
zdYK*`)OTQo+qIPSX^u+pv-I=j@@Y6}jab?jZj!pA#(-v|5s%r~ZujWa#9XySr?m=g
zF=j<oX4!%#&l(eBl?<fUH<EYE&}k;w1skkXW3Z3rDEiPNy-M;e&t5}$3PZMVafY1%
zvYoNjDyPqN2M;vDD@sPX3|;jQM)oTa0{+tO$+|F%1hTM+4LSD1#P$SfAm_sVVhYhy
zO0w{EY7Eo1U!qt#QfX&OGiR&0b@gG2;Ctd|-X~AYlUXGhTY*GJ)MVI=r^kn@sKvs<
z6Za+_e*ZK;bXPY})ydiBx7PCaWX%VKQc7;=)_(U#Due9}q`|fdmh7kDY+h!1SUo?6
z{D)11D0bW>bJix5VINtovG9$RAU5}z$)%`qgpCP7W#y2FG~`9?=d&f9(-H^0m+=D%
z!&9Wud-^u>dkk$^DU4t`0Ou@r_5&-c_u_>xx0Xg{%UxH-#<hbEA7ZHU<qObsy^B0r
zm0FSC?suJN<uLnt<3t7#(4Hzgpt{F_i@maaXwNv+Hp?2KT){hR*xBZC<Sx$JwdrDH
zk%mdKEXRXPuR}Lv^9l<yoRR(FO5Y)&Ux8CTW&=Kzwbi`u%&m*l7KuVri6;6=K~tqf
zC+sM-u?C3!B9wS)!$WnrFdilNG~*tSeK_H~;gXQ|4JrkQDI1Bkk1vyy-Y4)-Fj;&N
zknJKo;(#Z@<BjQ7uc*7%S0+ioNJG>}*0*k-cH~334<NK?OX$Usx|bC-_vhp+6CO^_
zKX@TF=vd^<Uzxt?p|QdCbUZ4>@%3EOM`bE;0wV!tRs!a;amO2Ig)NN<dyyF?bw<Ae
zhk8P(cO&wLK=8apvqs7u7mz$=^=|jA1brCCn2548ht9`u<3;Qbnouwy<hEUDU9%qh
z!>Si#4u<F#Z*#^bSj&-Jh7*~!69R7CS#Vn2?rU-@UHiuzptYe1$cLl8Q^&R8y)|WN
zeZ7zy9Wf7Bynw7sU*Uy!N_4Dc<7mxj;q2t=c+0C!LJrOnRJNAsz!BNM)>lmfMK2}@
zqFCdl-){R<SolTq)DI+2#2lrI*o6_G&;t}cObRd^I;CP0N3<NIZ2JWoK(EVRy@G41
zUuMJm#3vX++k%aPvsgkn_O4AcqZ7v{3&;jnZFkdSa*PPzeU2+HCT;ev_RY+w-m5W-
z2>PkM%{37}+6f0+*BpG7+s_;96<<2lzWzH=+;qF(4YhwIjOIHZH~LF^fML8mY0kZp
z?62?Mz^-O(@=|zGe6?U5ha5i#PX_e8GnZ@_IB&EOmi+1=VZZ$F%AVV5rtE{DI$ubf
zqd_l6MVPj6`q;IMZ-q-ao0<x@Qn3`$l)rJWcr-ZUFMnn~553QoW%lqz8E_cMvKrWl
zS;lGeg<#&#vtXhz`8=$y{dTze9!#WKHWfN<$|-H8WIr!zyLMY=h|)ESrL9V_$)?V1
zpeQf;#HZzSBvNo6VWSc`qR9N=bJSOaT9%4kPLd?o9VJ-Gt-D#BGL8n;!6uzNTriB*
zaPk@!DCI~rTG0$4^3?=VZVe7@sV6;@_%Z9iL?r)kDS7l|N|-?h!fRN+yHjj#HO_yK
zH7!!t@LU*v=kvom)DEw1YQm*?d^(GIUO=zpzG+^3Q|%=iz?by!Ao(bBDVNJyt_a$d
zEQd?V0Sf64fGX%!7*Kl(HvkMQHi#9y*g-YjzYhc~aM8>Yt~b4P!6dcWH%3>%Q8rSt
zipRE5tJ($LK_OEavOjLFMC>ZEMCveF%yf(i&P`|Lkxl1@S98qfw>}?VSFEOu$v}DJ
z=AE~`gr;&&e==f`zh{_Inm^w)$T9IPNwvmsqV7k^9UIa;TKMh8b!+vZ&`-1X+z4+O
zV#btx26k++I~fvgXM)|hm3<%T=`8B=6V5!(dY<%_ew3EBDJ6I6@txo^;zt7%;#eEK
zf(+6HpL=tQ9ARdb)0*BfTjwptcu?EkDVK>b9#joo9&hmx(x+ck3@0jNlr?oB@K^h4
zeDd#c4cv7h7;178h#y|M2K`Tdy8J&Z>$El#x}Cuf(9cGUqqgWWh$5(!nMryUOM&A{
zmY&d&i{s4%jCG}>5soh5^kmN_6wRLT0LQ(9k{0%MH^J!3W6j8NDF}8(4i5s&)-_g0
zCi`{fn3r}5U+njx^_#%BRUjqxcT~ji4pQMkF6uyST{HvHR`ZTAC8~|4aqF*#0SW$E
zE*><`1dNl5wgK7o;02{Z2BPJN%3QNdWDqzi1LRvwe=T;nXE{-jtwQh_pPlG)6md>y
zlK@)h-R0tj8n#+}Mm+}5J<%?MC{yZ5Psc@A_?&vwI$wL~sil~HODn&(E?DrmTCx^g
zy0Yoba<f<xM`smM_P3-7I6B9WMgcqsNnKElkgILmwsn`hB&7Ik=|UlB=y_cT?vluD
zbkYI_+YiW0zzDOUT-dhyy`A^K$P@i_0pr`R_@^7KpGb;17=t3I*N;E#Ld<2lj785r
zLS`Vn4V!&9m1>~!TJjNc_)RA>?fN0Tf;wx)=gWZaDiluLT!xhU6%z^Wd1bx~y8MQr
zh1r)U=Ehwfz3tXk^~T{Do92B|z&<6Oc+erW4$4R*p*@o1>ca^RLnNv_^mnC0x~#}c
z9~I;&4k*)Mh-^0^_4I9>dSiDFCHcp6SpWqK0ScZOgCMB^l?Q!Yz=Qsn^2lU@rQ?sh
zJYhgOwt$klbk-j3YfB-l0gF|JEtq3qwt#-DLV!*1T<AQT2KZwl>4^vx@QRPmlH-!N
zsSC)A*%FWm;dkq6?5T`29Sd4w+XEewU|X0oxO^_OYc&a2^axLN*_Qg{+Wfdam`oO7
ztI96_(hOHLMz7z54UMrfqQbZ6CHzwI3KVl&Brv}oo@TH--JX%D?2zQ6-jFjkko*W)
zwgG&rL>o8`dR&;amAj2m5{@DLJ+WD<&5;a40#T`h-WhO+#;>1KnwKkk#YG`P$MJY2
zp|JU6eHdG7u_b^#7twt(nWzPH&m<Jiooo+dt1Y%fv1h`@m%@c}3+HzF1oWHtCNs_*
z`X(ID53TDcb)9&{Mny_4PNaxfDFbk744mx*&XEYi4}?>Uf4))T`4Mp6i<Tv-#Ev+E
z8j{Fz?UGcvI(=SdOxX|X4lAhr<X<d-r{bZ9a2z(VK0{InV9euqCN1+12enokqS$j`
zW2(4BVQT%kDR=1M6hH^5=EdFvP7hl~z2?`sSKSc-J(_`}sO3Ss+suJI%-M1`mS^PM
zY{9g#&B-BOx^MOyPvnG68UBd3y7FDLM}&TCoWoqMk<SY1U^5B$SM=z4Hf*O~66dFg
z-M3TD;1N=Y$+7}eW;1uN57~=RJYG!!4z{!5PKA>mSz5E&NN7|2LvBM^3zRUsfxQbA
z`bU<)5=jYJ&PF$5*MP!s+zdtrNO|Ix)XqI{DkjGBd)L>`!0lifV_VUHn^w{7Z?san
zehoU>9;yW;W~G)aHPg@jetxey)-dkv<-w~@5|3?&USSKYih<nc<Iq33&%gh7hFoh<
zaavFzk=!!8>1g?RRg8|y(E4r^sYnlu9({uQU=Nh&2z4rOf<Tg5mIM8hn#dKItZf+%
zXXZP&=oW4mbOAG)%mY^M$po12=lI1b_)zd6+XfWPSUIL{4A%bGe>8b44n-?p9P@uH
zlK^Zm_9<SJvadnb6#<MuireM&Gh}R*Q5CEG5O)NQI^2Q|!GJpUyzTHsy}z9h4-))y
zTY<4W4Xyxmwtdc)GK6tk6qmBgvNjkD-sY7*>+Rze+IvZT^LVKW!f2VdG<O|Lzs0B!
zxe(5@JeoqA^?AvhrT6mIQLaM>#>A8qc4h`_M}3nPQUs%1eVl-0{2QQgJENxlcdD9s
z<F*OnqL{lEzhFqG|07lws{r~vz&`&4`vt}ihh=F;O3TFkYGt|r6_GjqVe;Xh!KXfk
zC_>2og$9@_M;9a1kMu&|9KTl~3w(bbq419e=B`24pZ=wQoDM#)cBrqjZ<Kz6+0v1Y
z`Fx512&f5V7nxR~gWLpK4V&qdvJCk;>VNpgK6Ss&P6kKy+x7pt4y}X6d5wP=+@36?
zQU<UuQ&-yd*;T!bwuw09>6!3OKgra~E3g(uGsPFZeu#`)5u?ou{3tvKd-=>1N6P1D
z1Kqz|_8;Ke@?3Z|KHw3N=w8+b6x@tagt!mBfPD$$FMcrbk6E1I>WZwfxB}`6eoX;;
zgMmGfKL&HYFqj7n*nj%lu(?YkVKN2R&X&)ayD)c~AdrK<)bbO3Hr39`F)sYxYaxk+
zN4qBZk-Zo3s`53mE5EU18zy~5uy9WlBmfJkY(9QAP|SKiayX0kd5#F3Gb3rFn@*!6
z)#fpEcA4XOmC(bsdyo>S_r^d*KEMY*)%m#|<eC&0N0=YaCemPV*~D<8%;@I~!6!iw
z+1ZUj2W~1dbg^Ah{7~h%o&BpzFUZ6Wp6=jI4vMYYH)HErM33VOfK8Vg$leYZVNhbv
zKZnDO|4P;vKNnW3un^c`F~q%(pF25*{ijv(Doi?&%DNYVkf_EI@-^@6aE`e-q)lE>
z6|2uC+@Z4W<`dDk8r|JxoniYt9mkmyAe)b}MI;Zimu<MOFguX;@2LMyL&pJW4nl3&
zw(~0<bgSO<Y?<5q`to)$$8mfSz)=D89IN=>rY>i}@)MUIY5(o{_aK+`@}mKOBZF$}
zCE(^ivH;B;pm}7HnGsDYDYP=-#`HGwVag>oF{6*pULr1<V=7t84>w*pWWLoi^Y2={
zsy<Ou5sC+mwqMkJ&?w>rAR0`vdv#jDgv|kFk1Rcap@G2WPR6<F7S12=6DZL0v7lx(
zf#&q`8rRi-_x?qr_J7dz=HXC(@Bg@7Dn%$+LQI8_knHPF*+ceyDU~h8k|o<DB<mER
zB%|!hkY(&l)(P3Svc}lQGGl8nrteX&<^B0x*YB^c(LB#Q&wcK5?&a~g@AJ=h-Y~l|
zdoreG9pwEpP&8n{_s1Ii??7+Tw=!NTW+<#T)=Xw(2PzX4TM^;i#aBy}_Tdtu@e0k|
zTB&=cC4P);hJFbKLytu2<Z2YVB9iAXypeVNzNH^?udZ{t63V1tOW6lH*|8Q3@gnlK
zJ=w0L=-kT7I(G3&?4ZYQM4;<g6qX2iu>}md<G^xFDvGOIhQ_h|o<EhMOH?$DFG|mO
zG%d7nslxX*t5Crk<(OH5E+g}i#V&7JE8$w5b8p*Bt~Yydr+eq&+Z4QK=%9>b7s4dU
zr(d$v$&*|nGVeJF=y9H!Ed7g9ERVbyPg^>UjOylOSxo?>q@@1Em5u-^m1Rfj-rOSb
zR@*b>#dOZ6mtt9lC^^?UEX>n=v3axiG6+2_DA5+V+Qkh^o28WeqG_kVcjnlA8HJgr
z^7j4jYSYjQ{+KplI`#U&NB1l0llHpd7c5&sQtV^m>$bSFtAK<f%XEnR8iN32`i6?{
zYyS4SSwqjgx{-SLsp6KwAZx-w_ONVSCBpytDDLR}$4c9ZR8O#Nuw9ld+@D$_26T{%
zC{C0dH3~lncg1X7seR(j5}W$dD^>L`iMXJrUEb5yMeaD3QT~s0GgGY%pw~b(x=Zxd
zfLc;*ia_>5@s7~Eb9VCFQ}4Yg93!h_?ewwbq#x-o@8bCR&U<rj4{_w{VtMnluFSWx
zyf4J3_(rURPv&^c-Y~l$ug&zW``VErSYxm(j14b0=y4<Rt|QOBtia8ennx>@CSOn7
zdLNe8-uh+Lu}IpAXj7=5(ZEHR2(Rx>FNw@aS$Yx0rzm%(2S?KXKq>}6PS_g~tfhi=
zcr>)-L1oHNd(;E6=0fOHrHbKdMgYso1DAvec>6;F{NGFw$hqf|aDP%o!<jW$vWP7W
zKyf<{0gJ6Jz%@qzSOQ;u=s_n?Y`I_u<M?C3o=W^gW6FD!xg!VHYiWOU|C6dzqzLaq
zQX@^t`e=GT*%W0-%4THrOKa*rxz>x$YJCe6{z5Y+%b&)mgdSdQl|LWcW>P)cr*X|)
z96Q3YK=i}3a$mw=l$Zx376w*k#ZIo9m&r5Kx_@TO8Ax-^lH_WobqnAQRrL%$Pt3Gv
z2!{vcHeGdl+}{~=diL@WSuTP*{ES&2sTj)<mw350doktSlAXk>W_j5(4Xk0aea<fE
zfuUt|e*$qM`QSEk4LN7y4V;<FV*r8~X+iGY5i0N7cHEv~RLR4hZ4$Z2+j5})T!n^s
zys7|L!gJsM{TlKt>g`aN$vj}W1MlGymQoLts8`jp$ibL+UWtuh#F1LU9@WUCep+U7
zPK~DjlSrK<PLZLB-qy0Od};+NG@n%_lf>s1Hus`OcL;;lH<7J>ot3v(Ze+5F^@5!z
zG;AeOf7m{H-&Al0!o2KGdM3)~=hH@q(#+V*il2KC$NaOAoxD8WZz>+c=_5}o6xA1K
zUdSJbjZo0e8B=+3)yB1aCv4ZVct-ET`bdnCZ!j-Wbv;T_N2s|%&Z^g`33^>S+r8z}
ztovv0oxGhAbmz|X`ndUOMmG4Dt{*-7w1|V_=q+{yRbDT6lL{>7^ACi8dG+16-FC@W
zGwZwTb?m>W?%EzCeJrb&PmVCje{~hJVU0%YQ?~-I0&867`$HSfVoCSTa3{#-$QuV5
zPGX-KfR{%LyRcYSTgqo(OBX$ctYNJdEouBpT!f)mRO`5Yq=-W;f9DJC&}Xt_IBm!K
z`uA_qHZa$<RBX6{xx|QQI)2#|9qm;nBDI?dx9#02>ip2y?Giq;wU1$UVdGFkIl!|0
ziaIVzW_6W8MCO&!&&LNxC<HvtBMZ&6&(;Ldw48872YB9*2<7&Xhu4$wmkVJH^}790
z*s5XN{;kuaFIzKdXY)R@Q@lU<zjUncH4{)Q5cz5BC;Fi>#JF_&{zG<ZMVb+mGk11k
zQ`-Xs`Pud#58wXwp@(05;0fvY5A)c7Unv1-&KHppN;Sxngm?~Cs@@kq*dCAPJa_k6
zhU<i&EG*{|YH4K3Ej(I%u9Nf8<1I<kORXIiaZVYPky(iqA2;-}94wZbHjVcsWUj67
zdmLp_-^y_>$#u*XDYh#$cA9cjl<9WPew$m7K63TW6`rS08Qi@_QbdG~R|2rv13m&`
zzV|wL;3XO#96JB$!_}qH6hMSo4!R9*Rj~(uo7x>z>|$+g*g|XTH%NK3@gTmYn2bj0
z%5tO4mf40AS}F;jFTGr4WLJRr7rcChQstL?%XcvT({t>b>e&;Yc;gM+8PjJC@7f!@
z9HOJYp_!FNmzyLwJy)@Hsh~C2*;E5i|9hWMz5l2t|Aw(Gu~GOo{P`ht4a^q&&}xC=
z^>$5S&hXT(q&t*$PMTYhX!W&LJH9mt`s7cdLP=t84D8Vy(dmooq?K(Bfsdc$ba`fC
z<HGYuDl6!N+fEf5-Oo6moum_$_Y@l_atR||BCR*ooRxmTrbUEC{1BRdQc$6jPQXqP
zCGj?w2s_A`*h@h|Mq%x)qSiU5P~SsVR6Tfp3?r|!!r;X&zBPfjSV~i7-w@=eSC!e>
zN=IGboPmswKLyWNU(AU;A2iAP0Qc>8*<rL6bow%Z+RlwK`of_>;R~s#P4Bo<&&;ZL
zi&j6@Bgay*Tuemj(ZvX!#Wv)O=t*<G_<fDq+W7kk+BKHBH_kk_Q(@oPRi$$0X4t??
z`}@_de%p5&+Lxj<*w9S$R0sxNexu&9e&pZ<VpXqP>HrzgF<vz>#Xf-`v3O4klDsoX
zA1PdFnr?;OGHQc$<u5ZrzCkP;o(FR}DV-n69OjtW)E_eUIVjpOSj#wvQyLEvpngMw
zXOHO+y|5f%B|_sj-Sf^~YghKi;ae?+d&ssJ25=CDO?B6DaW*CSU#={4uGr8TaE?ED
znL&*?WHgslHofz1rgPu=hD*Vi{Ft%O`JMRPM@N=HkD4N8^s!9H!-_brwHZme>TdH-
zatVgLG^ynOgY_FJ_?!8$S&V8xAHX)r%fG1F^mbXwe^LGBy?c97x`ox+W;%lJrAfs$
zgqfOfS&K(AuL_j$H2wu8-H>=>-?@MN@sibg6G#>|3Hs2Cvu!-u^8l5R`4#^B2nkmX
zYihj&-K2q2FKraU??*CL<{q7?6t0ub_w)MvYDtMZ4YDd>H}6D6`!)EdZ6^U`|9C*#
zo?YO3!J4<%P3A==Gu$h68E^VMj_E)?W{*G(V!T?^i&N)}sgC?CC@*2N*Fm#=jeRmF
znrfI$K7}I|axp5`4b(lD;WF@od@ug`kPDTx>y;We;i7qY^x@-CEzPpCMxmyJ%D5aN
zOHranp3?~7sxO^$R%UEOAY)E{iHJ9swk4@x`W-&@x~tsOytZG_alXd}+Tsk&{M1X<
z!I(_Hc*q%b6v=;CP@FA6GVyCn?$oNNoijaMbIrs^lx@o-U;H;~UL{o&x|;8v&4N-r
zT&}fs(=w~;^~VoiR|8nrKm<gW(6~T(V+~)d%y#?+W&STD)T`mAu!)A20S=2BX3KH_
z)SF$gk^Tb<(SeLpC(hg@Li~a(3GX}a&0(;zaPSI=*T(fEx24hCpV1Hg&QmlF@+UUM
zemTu@S=bkaf!fo%cGg;>(90SRWi%7`^T-<cd%h9g2YRhL4Ht+P(P3sESSylNtNwz&
zKw_bZ&I7|zVmd-v2UmT3d0eyFCL0WKlwFx3p=nm=^j|tvJ!1|N2;1bndzFQkh_rs$
zJKEoc$5e%)jjY&c5cSyM>S!o~UvZPEMHu(_efr_IUV<sS)t)G7$U+<RqVeV3*M+y3
z<~*u9@NVriEx)LEDeK)8G)~*8)D%eUW4VXnGkD}li{(3huTVLb58_8V1hB79i_+@l
zQE#JSX+9$#5Qb3?3cC60hUp{+^S&J2Y71h7T69<TQ!adS#HxgBeHVUpO3bG0C7vCZ
zlgonS(Ou=Ni7enR=_B2=NoWaXs2sd}OZypb)B~I2bGQouF&y(N#9vgW{_{6bgq?7<
z=VWn)<g;&YYs}3m!0hAocDIVOzQEh0T_Asup_HFm(n1Uao{or_i@&I%44Z&wRv_)O
zPkCojgMfr79UX2CL6lWfPbnB#j6|@tav!f4Ag^DBU1q<SykEq8uX=x#4r_C9;BKF{
z=|FnfG1b<u2CPqv0s@AUT(ai{TeE!2<S;aVpyD{!KCxqT6q%)tn(~7;4QLlFAGuij
z{#L;2hvp@HM!poI2^*|UNO=I9p&iDOdX%sC9s7Mw<u-Mzht;dF<_19|7E$zlbSe4H
zjc4*2>wM7K^ADbKZKhP~<c_wes<u~b@ewG<0>6aTK2oJ=Spc2mB{4G#=w1^;@I$Ve
zgr1FTOA?)>tEp-2yB4Nz*e9M3%~t&5{aLTl=&9@uPrj0lg&4%Ru%>94d(BHQi9>Z|
zB%_aq&P>tS+Ne%%+6UxVYYp)F>KcD|i0{cE8CjyD=SLn}5Oh%mB4q`BF6LGH)@?}i
zOf}E(TS^VvF0B!iE3o76Z>9jb%kfihHmxxp{!p;|^Gr{HGyU7!_Oq&7%!Ufq*vLAN
z8NI6yaw;jjDOtHHIo4+J@LiEn%t6SZ+lMPe(m+VnHeyqhvOvF{EEm21b#jDloBihy
z(Y!>+^R(}i^H7oH;pvJ9><xNViQTgjg#&p44VfId)Ht=UJAqv}4ZtKnSYD3{JV_Jf
zsyb9A+)zyQReWm#F%4S`FbtHPMp;srq7i5P;xv>-iM!V<KYNz&>tYu2P%y^U8G*HJ
zo}w-o?<w3$u*r2cep%d-MedYZ<@MLq79IiI)>(dW^Ded4bQVv?mWM~KWY(;1(qJ%~
zMeBwQtWsSUeo>iWovD}MP5ESXf&xV#u75#0>csXr<ox^0Z$3WcSg%P=qR@mDl7W<T
zhPA+L?8qB9iU-lNJED;OW5xT1v-9FWm5Z5OsZn*D`LW)3QwG3k-ztja)ijd3_TcVI
zb^orq{(Em4XDwSkJUm6V7wT58ce?7t5f*zRcacWL;FX@C9G0SzGIB^@=16I#DEHb^
z{15;vga1n-Dak&yWKwtki3>UZp3%;gMaTxNt@Ub(jyPm=G<|ixU)>3Aw}HxeO_X=D
zUX9JpDk(|o@Au@=8O$ts<dN2to8)-yn7f*KjzwovapdVMA(R;ZQ@#ZiNGH}WB2jNK
zFN$^RjBM{G?B8{x*b3aR$9D(67PG1_661Ud)lcc_f68X@l8TD|JYySLIbTXDzEN=n
zQF&I2%iRmRD{-xw8{HaX`@2|UTO4uv8)EMv;1CwzkwhHZfiGfraIcsgV{*tav6(|f
z)qtd1<ovsBXT8(#FOnWV>*la{6G<VqI<qv^lM=$!C)Zc^jD5=*8d4w?FXGRQc^L5~
zNwiA>m(F3_YSby_+wC5~iMbrU9^FLo=;qvurh26zn}Yb1?zjQNsJ)rFdlkMf3EkKW
z{<OY!Nm<c!nzu&SDnkr3pG%!>Dz4Y`V(I)GnO!dS;ix@Va0FWJSi{=~aoZP-yoL5l
zH5a0CV6c4iCgHmqys^Q!l16>)^u0HblOeX8eyP`*sZ?l2z8==&VP-Q)0~8SHCzw(b
zO1KofX3#I^248Bd1vXp%!J(8u<aCHb0i5X)6zh<y|G#9F|4rC}5;)uc@ddK|haC=`
z1CY1ar?rGHdS|QjXstAP%ZSzg75BQXk7RnciP=My+3Lo<n0rZ4A~b@&fH?QA5wqQf
z2UQvM>KO=9&A-M>ukHe1MgWdo>><a_4W#h^$8Iw15oGVL5gKxXA{$`XJxfZ8T34W?
z3rKh^sWE1Ob|j%{^nbC7C?x-)dJLkMKe6IOA^cCM*auu{1Av7fXI;8MU<f#Cseq{Z
zJBmcG^sY6o^3?Vt$eJrq{3!I`sPSl47W@mx=VwsdB*=WPL{)crw=TxXt~Dhv*Y(f5
zZ|B^~;&Sp(pWE$or=3->1-~a63SYSj-QvJ+D7w5P`YQ1e+@OnBz#rN$pC8}FL`8}~
zXKP&`JIBFnZpPKr%<&&3`wYwcqIx3%-#hO;v_PK8p(i+-h-!ssYHPk)-!)b3)^~{`
zj)b_9jU7dVUsMj+u|M}{TiZ87fMBW_YTFTW0Kf89Rnt8AWR-kIyMo|MLFnVr;|&;x
zp}X=dnLl*KXby@OtlzXN48hNnIHp>Cp81{lJxZXxkDL%3;XF$goT)`rAQ|zCc0(8C
zjWcC7gUawrcq@bG(7~;XeEQa0EXm|hNz5TKQXpqbeujeMQ-)kl>%K*8z(=&V7eR(F
zBx`gQI3Iiz;}~h_G+?am#US)GksiCl&vl}s1jW~&a@Q5r7nJFgGeO^?aYfa?G`dEh
zxHi$l{tSQim@U|24K>Xx`d)xPdFGJuW!yvNH97n<_k8EQRp!^JLvN2TA5oX^QZ};?
z>%nPikKdtz5PB$Dj3AeU{{S-P*??s`wP6ql$h&SJN-20wdI+8Q;a7)TM;>svRFQ&!
z67jdech<=%how!7ILysK$B$79a?k!x6U;yDaT)Yx7@zYKABJ#+*DsrQB%kRnt(pBR
zhbL+_;#r{g6jo}AbON+HgK)gm{DF6Dw<~p)S{&15ptIXFLlO!VuE6KIfm&08bOXom
zYd+Diw(@DlSXO{Co+OSOFiK%a$C1<O<cr+0AOK$m@e<Vl`AQBM6f@Jpd)|*wXf!FH
z+fOkehrBxh|M3`!v)JdT|Eg4Svjj#tjR4+s@3t$zU7bMVlcuwv*$g)dL!gH?fvhul
zsQC9ok1#k*FdU`{xw!xmn<1ruxX;~I>=EG46>UohBhA9U{_hxwJ#LVZC7k(Z5b(>^
z@E>3h_5a@Lcqc_7fTJF}y67YE7)pgtqDb_kC+u5#oiBgZ$YW~Cb^p@YCWc2gy~__&
zB2xQdOot!C&su(?SLsXRq4Jc<rIy_@IsSgSUb-2{R>#Ns_Iw}jl4n27`&6b&f!>nm
z)6NYjXcG0>=<?MS3ShjKuO%~bUynxCxNw_$S>|CB6p@nU(mf&M$ME?lfU)>l0?bd3
zbVK1Wbl(5)^DXch^?T0n%_VTWg!IEftwI5rA5h_a;Uq3m((q(ku@@ukW{CskH1c0D
zM*b&8AOa>RA%E)sJk|I2m<zwh{3A#Aoh^A*3|LO=0i(|p=_G^%9F7xuaqz`}e_o~F
z|NGegeV4u!=bwy)cUH`mP7<q+Sz>)iJTwPD{^hO>+&YX+wLP>_d32rbE5E3mzlR_F
z0?C;+Ll7`c&T+w5-<O$)t?xlf=vUd#kY&MT=&89h)uSc+f4S30CTi$P%|9H>(KVe@
zBikG!)`_W~3YMuj)AoTm=#>nW9m8vY+}{WUDsi)`lJXZn$>iaC(9)5O<3VP>#e_us
zjX3OT>8beiv~33p3p^auDXarU&IF3wXHek!^}VyuW5B`)<Htg`6vp5`F2Te3$rqIl
z^>_{F@e!VX*8uZJ?|!dAp@Pui8rUAL!N87WKtyH6w{iuR-;I$be!s<`^i1QRi-DDY
zFXW;0nw$O^<agD{|BmuodNB18m&1jG_x^-|?Euy>3B#zMs)Wh1S)LTCtdDA%)qO?h
zeM47K?MfBt?zG<SCZO7V{tj;|@zy)J#C@Kq9)7uhI*tFGf!XYo``S6Xv>0axEhp!W
z9Fx~sjwoGB%Ov$MjO^r5yhynis+;6;zw&|K&G-x&OcjeZ_+>8mKO2z+wAp27Zh>%k
z(+O+I-mgSx#XZoNcO>k;c9>Hj=vV<L-u9p0UxK$K${9Kn?eh#$A2<nXL%?=isEqrw
zhY_S3b>I}dIaEnGl0!0vk&G#4e^DWYFl2`0-vvar)6m_`S}+YTO!2p&H3zUAh2c#s
zhsVGw=1_ez{+5XgkckKQVdLLFF8c3N2$Jz6)4yXn1<=+vkM*utaMKbo2aG1amDz;m
zMKGgZsP$dnCo{F$@4gxS)R}$J&hwH^ME>Wh1?KPVVfuSh{n;M&6ssbzd*p11A9{0#
z3q4x&^=^4kn1<)00>Da=LcNO$t#Y5p$@1*}?D1dz(1$*8S0iIcU;jAOMg&Xys2{cV
zu!8u^?#Bt3Z^p7$w0Wu7%I)cMX&RsRh8>=57szjNC!^Ykwx>DR-*!a4Ml7sPRuAvU
zy-%rLwEdofJUEsC5TF}~m3l+Uvn9X|P&K7A4uFc21W?B}pv%F4L~QE;#E0Hi=o0ZV
zrE>_nC<-~)WyXB>2hS!@$WfvDG~f$qzrV!4!+-=qHfR>cA#3J!3%M_92%?D^_|z-)
z9UBlqtK2{Qv2;okAZq-10`koQPTqj;lN{&l=WovS!9=8Z_fq6&=n+>Lo}-*oyoZLi
z*rfVz6*HB-$0_RAFIzmw$}041=DhmsKKtg$b<^$KuY2{ck83hXseOr!+R7^vlz{F-
zEwJPuu-m4NBUV;jD8VTBdgvW`)~ULmLC}SgEJ_R5ENMUCKS=}Sk#(AwGIa6o9vT4n
z^!z));9sZ-=4WFrrbHOXp?>P%7ZoUNu>?*}0A`=!SjHxy`5cLY_Y4&u5F9Bz!==!E
z*TeCDQT_KN4!#EX2yhptHdWu)@L&94Ez~kXks;pl=Q>D4H)#a!RK55FPdylaJZp*~
zF*fc^h7`JRWLE~cczNZX*sZ*g?%HF&UCc!=eJ(7CVJD@~MHi4vMsJpnjX!#LFbxrF
z?DAJ{!b4Xu9He5MsQGzE;o&KVQ9hAo`LZs0?L>Ml5g*Gmv?{X^$Ddmo4BS8qx_1q+
zgH+3cwZ!4-F(g|f3>TnB_s*On;GIwE?GvNvK3J<>8co#;vRR-_EUD`k)us2z2jRj1
zAsQ&`i2>EVg5UqJ2X3I`emkhOEfyBKgQj;sgSK=IF}>HaKE{VQdsZSh%oW%`d{>0o
zG8~ZbLPSkUfmF*&_~KtkpwWB@jqvS`b>O-xs%OI6O^B5Tk3#_v$<hcs7=$|IZg-WJ
zD!<kpm)`0H)Qu?pE<T~B<*y$iJi4fOLx1W~mMF#xQqT=Ij)j9j9nkZt)n6QB3E)5V
zHi~6|Rwa0j!0|J%18$*&L+5m*dtC$Mtc4>E0@Q&fM%5ZUM(+Og4L(v1-#bx&9$@<@
zlS349%*>L!70wL5qPunMSvBMwNF+Cd+`~Q{<H6ApYpaMD=q&W`Gi@>Dnah<aYPo9w
z=)5&zMfM$nuAD+1I-#aQUSMuhK;1uGfiHTD7^lQY6FLA)z}grkrWWAK{IKS1byx1a
z82uD+)ut7J3<+A!W7RDrQ{<^YE$~p{0;S8G`twf1RTAuj_L<YppT4WvRh@T0)J#rw
zpbx7SFJW7X_fOiuSB6kOV7sTcME5okyQas^<!NU7n?+WsNVs#e5mmpMVw=-086M9&
z`3-UL^Sd#nhBWlpMjbbrF;0QrX$F6Kse)eX%p3kC<c=j5CeZ`*(^DOkMomwhDNxD3
z;lms6F~8>k3P!fHK;J(1l-#1Y$r%077@~ogn3|xvqU^_zZ(o5A+63KO0lm?NWQoTj
z_7Qhnki==ofzM&r7U=G|t5E#A-`VyLT2A7j+9_oh4r{g2gQivaiHx})LfQj?{9diM
z(HxY41*G@+Ma2l>iY!vk!5D0IsF^GZ{&%VkvONGSILDe2peD56CL;Sm>Rc9n;toap
z5biDV$~~;C7kWlQ&EShq_$iN@$zg-Mu8cMFP~9@0ZD6!IvKO`P@|=`2ErewA(->P?
zM!{XKk1NM1GpHN4<6Z{z(j+<yXE^TN9hQJcR+<L$RQ{#TG`=1+9brrt^J723`gwJM
z3%58S;(4(v+HXto3h`75s{bpGciZv7_I7sqJ(EY23w3q<U5OD*`?W#-%4Y*d{aA^W
zKI7^W_z{GEber7qvbzO-Y5;cayFa{D%jue&<o}r6=uNzN9hyt_{MN4jrZT%wK(?PH
zwt*wMNl9c-Qlr>ym~Qc5sy4g9XK$)g8$oU2rrVgK(a2bn3dq=K#{tOFBV`@_(rCEn
za}i6oYE0JmDp;;bjzGtXe&$F_dX+iFTljJ0(dPMQ!OGW<vlZV?Ll5}XSleom5<imi
z2bycravZN(@W%}^_47!}*j-mysHgI8ErdE$#tE<OGmHF`eTemRc7EP(s95e<4rBK|
zrQb$73t(i)Ll_yp%e;d5Q>|+>+VC+&EjA$c%ZH><)&!?D<sU{+0GG`g0EhY0`$|f<
zQJvS>t{>J9^tGkGpZgKuWo;I8sawH7SHHU5$pRW(r#VfWVI@9TMQt~|MY&#@ISmch
z=n3>UHU6P@x^u>sc5KR;N~AA^op6m#L>BufRF9xKPXEK2I|x6AeZ*dU-W89`7NVJ^
zEg^)rRLS!-yh@G}YjvULMPJKXS6wQT>k2Te>n}73;JSn}OiUF`ptg$%ZT~^U;;rD#
z2fmiW3dS>%!||5B(H&zCzxp)3AE)wnKjzQv*I0D6=`#ojI*D(7Mii52i%jP&Ug;ER
z3Y{Vb%^gg|Jg#T$u|#TyqcYQG9BpA##585eg6Ro{ozX2D$hj%!o#m|C*H0VrS2uGf
znt<d0H#-qDsY}{fT7#{o>+?l3<>r0cV($*px%XafstLlp<r2ghD3y|VTSS;SKI3TY
zXYSCDU5*}Oq0)6W2IKm;xSxoaU^;Mw`oi}FmxV$4s&)9^Q&V^ydX9W}+OC1qcF+Pu
z#nA;g*xnKi<*AV9ZXobvuC<DuUAAb;!wErYK@KX#QxY=@6S)VGv2j1LEJL-uc7@Y?
zyZ8iY>~`P!c66+z)=(&~r}ZYU!4a&iB5|tz>LcKnbMc)G#5na2s#YD41!y2Y+aV!Y
z#DSA!j~~%yZ=Q7e_b1YPoO=R@5IQbJMF*PNj$0*D$#=4PCaC!rWs9ZyRuyz`Z`QUW
z>r~+x$^+#lJ{1{`M*=E&6ob)ADw>LNBPVl78OFq82W`<mNT;vzV!iV<TlBfZ`15{(
z3c;blvWYi+Fw0AN)PB)M4gHdS-lt*3TW?cN6Hjr*{H44{jA}`4RpO~9g--8lqeRx#
z2WAr^5_nR3Hd5CX85G5=G2wNRuG6mkD=#(rJ9*wZRJoN_uLIvQ8Z-NmBo5si29zC(
z<SV`+A`BU&^1xF83wH>cd))<)+#K-FMp~x!6ih$1Q$U>bo2=SQ(dh)KpW;Z&mS1km
zmPF&Dt^)^a7(H2D$3W8L?bR8x#2VNGs$gq4?Yu*ug1yu9hnX`owLgcL&iL}Zvu|&c
ze$?jCyLS&2cq?+2q<+L|ny2F74kvtXd(c^Wc<IO6_1jUdW4e<Nh12%9-66DZ!Qu^{
z?{4j6=>pJa$Il0AIC`e&(y0!4Zro<q%^5`pgZ_IjmQq-{3xpQt!hT%j5^tO-Yv5=j
z1}gR64Bb@wsuUhs^oj9p@W*nUs&nlEgJU<tNp}mJYwF|5q>6d7mtY-l#^W!^%uy*)
zDHePnD%I5-k9RQIESiU1?mseYu16IlpYoaHCN3Qn0B@PMZB8(AXo;Yltwoud_IXG4
zcV2VqQ*k!ufwW%MBXUns@_W*HCEX43yNaJn*Pzyr;H@87EBthyD%Yv6biLq7lip=P
zjNrZi$Qj|uz%!H#Av9aZ1>H0+W0lSyG2IwH$#L}(<66ne_!bcPe<oR!^2|xvpHJ1I
zT5*J&>}p8)oCiXvtOulM!=Y^ihsv}y#2`T@N`}65Zjk5an-%7r)z6A}6Ffz`2)u%w
z5l8{_mlS@tBTeM;h6(BA2qK`ZG4~k<DJ;yCqjjD6$!ORYZ6TCHlakb@KGE%fSkv2s
zLt#u-o4juF4p6=BdOEyK5KiqZ`4+*oTwVNXzeaPFVI2IXP3XGifKQ#Sf7FsT3c*i`
z21V8&gx6%rjt$5fEu7}O<8T4Pe?+702!67jtwru@Fr*hIDNFN47<V-v9$9l_cSM-z
zhx_abxWMipaW({-iPz+BURCd;5h{tJv1^tTE}u2d;A3&iX7*Q)@)o|}+=HVlaJBIx
zlddu;e+r4ocjey;_Fm-Rt%<3TELiS+0sCs-qpT+FPs9&b3E4)BN=`lFsjo_L801Co
ztB=Jj2#opO_xao=wrb7T{N4a>N>GjM!j*lMR<o}8WcbwCNl`05!Q$})JzC%om4Jq(
zP14AHNoPO4M1><C%a~Xm-AN0$SNgAOa$*v=Ch#VK`y`L73+%!<R5awH!;h7uTq8+m
zzB=}jLa|NjW=eeZ{g1*{SyH9!Y5zjjedB?4=Z-BVkTx|3%O`A%^_U#J-tg2@A6Mz7
zw$J^7-zo~77SAJGZ+v+_YTn3ujln7H_~RNPCf04*j_~etNb*ZvU3j7aLb7<Us|%Yl
z!2oNXyjovcm7q+duPw@>X+Qf|Jnl2n_U2>_on>eBc8|!6RLIfWw{9W7?hj*P>(08&
zbW(NP;&{y?^^+<%b`{xC#YpdxTtVTpW@~Y_8@w3vIbIX{cB#iJE~4H+ri!yaB?V(x
zSzDeq{j&85UlsMsP}#x(mW7=dpAu*Bj^_Df-&+uzr8Lt)%A~nvY?L0fBX{vrV)_0p
zB;M_$4-^4en9NG-wf2L50Pd)D0?6XM0Z7-g=EDljA~-e-zWp8g-fRdy3%yIh4c2#B
zvTSQd4xv_Ek@qW4sS(7>jh|44GTTqhZ&<!yf2L9D)8k>_%qvooUF(jy#=F-yb1Eo=
zhi2X>nM^_7DtcbR!_FmUZh=~z71KV?8gC~m?(kG>6s=f0<a*2Db~UgmuH?LgL5UHE
z0oU(u%9xLqtQ&g=eCJWCtbo=F)xUxNHJEh$jfBAc6IPk#wDKwKQ7e4m?Maif<J~y{
zZ{oln=Ks_`*h9MUbyAS1Eyfpjk{`29@B6Pqw*(`n)BzSSAl%0^2q<-eotm=67y)7l
zLj?!QD(0}Z^NiRZkM8g8cA2A!f{y7&KXc`dip6+nt5RJa+RC8rPl}=vivo8bDd2EW
za+Htl&RJlUdJEJv;vLfj&pvjmHP`c)ENc)4s+t25)_3I(n`-ZyK4h^Lk6^En0d){M
z$Le-ixp@a&ALo5bF1vGrYMW}0W1@}_n>u+G(OhBJWe?+?C~XN23`M%3d;8~WSY$F@
z4J8DJTPyXfaCoCXyq&++QnHH}B8VlJ1F-kQfWplJ=Oy<I&AdmVoB~Ir7IKO$#xnCg
z^gLx#zRiI!^4QIS<&x!L|Jd%gd2O}yt<?~@y)%=sbd5fHCdHSF1K?iy&T+L$170B|
zLCmIxYJvfPMI~2;jx+g5(S|(3;6Xw&D*hu#6U^rOjUAAnTSp9R;qCVcdIw%0kI`pf
z<PRk$>T$v`ht?he_-dF<1}ma;7>cZ_m^EYFW1nl`K|gqIJfleIEd_0Pi*VcDt-`zh
zrcuq1_l0mKbHY(Of;-I&lw*0x!#b^7x*EI6=VG;xPN<Hs9o)W~H=fiGnX#ca5zWJH
z<3CIv(QH|NWo%`b``VCj`lM}VEHgbe55H<n5y)Ipci$PXJh#XC$~&X+x;5U^|D8r-
z=r|SaDSK+>F2m+e%PBhv`Ss0hdoJR<&gl_fu>6%kSgod)(2)ziHJto=z~%z*;mYPa
z#$9RQ07?TO_xH`zbCF{I*xPwvZ+mS1wzox(Om9{mE061*Y#K8nWT9in?`c0-$<So}
z$*GRF$|K!x>wDa;pp&N*hkA8ixlR0i^;S{mVH|k*JwWkGKqOi;+(D~pHMbKV?IXJy
z(DVt<p_umW*zDe8srchJVS`V_$~R<Cv$n!#RJwbq`0M4O(9AD9AGHyFQAK>{g%~&%
zal<OD(F3qMQb{XfmUp9GwUd{svRY{cg-&)=dYx^iKoHHiJ7>n*uhrMMB#n!eS2}kP
z5#$(d5b1pS1T<I2=UfrAjfZlDkp`3to5Q!xnh$A7OvEl~cH}=w0oJMl2;`5o$|gcW
zSIH{AuDPndiqErLT1@W*t@v|9Ey7!O27#rZMed0S<>h{0x#II+=0473aqcnnSZfwu
z4`sV7Etj3$K36#K^e;v`XwT&$r!+1O-$+R=J7;O}pz_nMQ)}v*)L5k{6pXw44NGa5
z{?}#AGPYKw^AW9bf&&k${7!e2uB#rM^J-%pMvJVb*P&DT=PzD8E2w#<=CuFd)|pp&
ziF9ul<ER29URp|}rtuFZXxIZzmi@U#*(;1$J}Ex$T{D+@&CIcLW1nmF;XVG9QGx<|
zd2X3m88XQKV_01Lm~o#|*bbiLY!o7C;s0427e7wQEn!AV-N3G?2n6TwP>AH%ft+4X
z&a<9ytl8d)PmZnev!lvW{IZ2o6l!9%fIb(Iu$0YKanI?h=3jWolT`FPsU|2D_SmDQ
z%z5N`ogzqi**OxHrd(3+9ajUF8aD4Qq|Dd35N05(6BX&Av(J|<Y|L0^xT)XJvsm*`
z6YNNdFFR(SANYm%{;W;SCNCi;($~`YWLO-4J(EH|@mFst;%lNLpYujOIY9+c(Ipl?
zdqlRpoBBfXoSN$zTMR^P8`6pL098Da6N$TosmLP{`r#E=Aso{m<5aak!)D*W!lLS3
zJ%D#OI0nU+!sSZx;a`Fe4TH&W+f^e6iY5PMfgF+?!wT8%!t+;`evb}%z_q2qd$lm<
zO6MR)F?S;6)%g+W>*G(<1vt}DSE%wey60rCRxY2Jc(Oqs%1Lw6MC2kH>qe7qFTVWM
zXjUt8)2vjlaDBOZ0qY5=XHE`?)zb>6T4*@EmJIGam4#U79P5^zR=5FSC6!+DJo9W}
zWI=L*3<cFJ$vEgw;HD&)G7`#=?0(IZ8peZjL*stbpjC4W2Bf8Rj76u<GUCMl|6w9V
zNz(UAH-C&d-Iv#w<n*y$q&7Z6q-g@-%ggP`*(tJ)H~chu-<HAgq_1ygb}qvGC93wA
z>_Y{}yQmq{*0b<Fe#p-?2mzI+t54Doch-Mj{T4=HWebBZ%Deu)Q3Mp$iGn^;{v(I?
zq!hrL450^12yz7DA=+^AHYgF(f^M9LPFn`}zmEw<X;(W?SRtTy)Zb5Q12Pd^lkFB)
z#qWza@{xo@D|nv(FfPC~3y1ulPu!C^c6(^0ISk3n<_yR&tyTh1kF3K_z6w17HoDIg
zWf#0cKD^1;;}_MfO!!n4yeXN&^bRDwB*3TBU_kECKSKz?Pdizxw~5k7B?oc!w<O=V
z@sym|dU4^>n}!Sh5|F3{F}W<V$w%{xXOd~=LCGGqWy5)57!#>Sr=Oo7;jh{?`lZk6
zQOs$UbE&TE3rB+`Su1h!-bA;8>@m_ANvD<fCN583#e1g5tg)|KkvA6V(b78}JAswG
z@V{U7kGK#dv*5#-Y#0BY3CL-M<-_*)pt}qZ0s!X1vf+Dt)Rco}3Jaz(?_2ZoU~Lj+
z`YuVG5?V2p04GXd2%pG2z@;C9wPQ#rz&-yXaGHbt2r`i2f6p@q_}7PTJ6m_!{`~|V
zzCQ;d?|)uk6?3owpg&{yv>=iasSI+*e~VuaNHYDmBoT#1E6@UiHFNk2n=|(>xK!+d
z_?XT=Na+2*eYJyB?>56kr+K@eI-({0OkPtGlva(Z{a_p{yh(%PKo&{gcSf@JlD5p-
zS6c@KXpA58tUZ^m3rE81N~sL3YZxK1@*ZxI0oRodcJEGazg3*tIkyvcPAr*#`TBwR
z4*$M+M^a0aRiT9U75U1kIBLN&H@_${YQf2TKuiD880P{btzj`gf7ANIsn#6|2M=ri
zGt>W+=J!P3Q6kkTHzUY`VAAg@n*etrcpBgU!IQ;6%S7gof3FSDvMB(B{;gwU8?Zy{
z?e%|hNuV%A0`l=|#{Hi_=U10^7=e&LMm#)X8nVYQ7OVp@n8OT}GeK<Dz+sr~-#%BA
zi7+(vR&J&~*K-LCpBAWsY-*_=5E)5^D}fHDY%cVpM1vuh-;5;xb<U0b(ynFkIhL~p
zvO*Hpa?CiP*4NtyFr8kCwDZ~JWG9zXDL2%Le!R5wJT0?xl)?f`869I2WQ)5J<k&6A
zS8Q2G4WlD%z8nfRr*xb*gdQhmerI=$n21nG4VDBZ`sA&tEv-N5l4If#`!T{KR<>i~
zK@XTa*e>Y@m4|8pF5m%La}kJgA9koUe>CmCCxN1U{8v$fCv!I523aI;vI2d&=XVn<
z9cbnU{84b(Qd2V_;(!JP%4$FyI^&!}<^x`2pWyEU29(0RJrpD2P>hB<+wwF+d2lgs
z)Ih?Zi;A#cRDl=}=4t-#{A>Z+<!~)}{@v{_NryXz=Wxd`*VpTU>$61W^p06I2TU`*
z@Riy)c_C$QS>xN|2X-xxjtoL_oPyZh9|xEE@#fD2XVACeuXA2eo_$<Y)~s}`WKe;p
zXeuWn<CC?LCQnrvZD@eNZpddW+RG<R+!C)*glb?d{G=6<;T?DWnxa^%y{>0;jm5jc
z9QIa0arMKu{`Y`9d}q2Q=oUBdqZ@v|GluXQ2;^4kpM6Er0><qlP^g!O>NkdG2{;Gj
z=Q;AvNip{OSOYutxBhPbUXp2J3{cwt-Knn+k4@XZg%<#X=L-<GCIaGs#ualYZrZsz
z*MJ`|)}<eCx6#JjTjDTxmJR54Sn?}!0UR8XAp_IOkezM_A>A)~ffA_!-W9Ak?OWqK
zzK0PU%rk45Pb$K3H@zRFh~!;CfAzZX{D+ju9mX3$LHIuJ2o3ZYYrLxJiQTInQFDPo
z3LNtZv{oc0YmOgZODreb?C%t{P@NOizq4d>xvIao=Xs#LovlHIlF{|5qhIQ)6}`Uw
zEb@K4Eti<myV8~cq6+9s_|#*#lR3O+7V`63KGNw^4>@}C5ZxLDzUv;_JUF2)<*&q<
zCH<l*e}q|BW87cSKlta#d-*{HK%O6hVfz~b`^FImbOVQviZhrcL(2;>3mf3ucO->`
zn-8utV5V5^Sbu}})=LAdEvV=-IF6ZDu*lsRf%!+WmprE!(Dg#vL|9ZNX3*6&-ian@
zK#LjL?eBmBu@}84%A4_p&9&;%s;HUcmO-Vr#uBUCp4Zhj)+D{NpFx~KFNDnx8)!CY
z#E)y(?T+R0#1NpgJFo~jN<_ira?+^jbKOXfM`wFX!tEb+d%RSX#p7?joBMRdN$;(A
z@8ZX(uY&@aU$XwbnDjU8qZ?f57Be43wF!@z+PLa8^`~ujfhkQ?=WigX4Q%SWmLMcU
z``@d*7VQ<vxpRxW<e|#)-9G%dpcq2SLg14X^oYumx^B6?9p+|2HI(>-%ne-%2X{bh
zrGO|0avnb72;DNv0yuPh4+tptroF*Ypm-SpU>9{P<aZY_p%9QM+Jfv?5BGD3tJ|cG
ze6a7Sa=`EQLOBF7*%-SK-7yFYi@#>Q;JFFK<BA6b-K(JKp(N<ieb|^}OB1oDfLVjg
z+4wsAE|!6hJUOh!<Q97DYq#SNlnwvF{Z9pqd47!pIb;QnpFHF|)r}bWsGpyzYl;%c
zzdWtV{_%~~O;G&^opm5M9E3*z(5SdbyA`t`?k7rVYCcSMg~Ojto%%)PAJGXoln#Fv
zii{XX&GAEtL1^SYwK`A~thJ5vwW%X!mHVGTlg(_bBp81^ZtGan%YMN0p})B7KFJ24
z66qQBgRo*K>Jf<tN$m*VUVv;A!s&po@{Y)Jn6nwK2xJ8Ckw^rHeSiyc1=n00^qzzg
z1lL1UWk{I1B9x}p03Ky#dhcG8#qC~2UGW(Qa&!d<u`4ML^8#%Mqoic)D0f<X^pmX8
zw@FrTrk82~Geu<JMZNODQkr~zQGFdo#DFNZnB*|ojoUM&f8d|Top^kRwMU6C61gt1
zs!Vcd>9~stTYc`kbYbNr`BT7wOWg%(O`P7b@1$m3y2}?aVP|2UG*^N+2Tkdwi<u^!
zQj*C$N|z0ft*GA@*X%nu0t?303pO@>j{|OU_JVhmmA>-c;J3R`G?NfpEen;O5rg`7
zCo*1<Onaj1Y~V||;0TYk#x(c+qGID|Lz+PoOwSN<C~6oWu@MyjJ8{&)BXTGr>aj}T
z0Bp}i5_&(7ANq&b35*MJ)Y-_(_e4!95RaiK1y5Yk7yE_ld@2xSU0zj8y0ZJ3o6DfF
z^J?Ht936@Wo5tOHuQEzQQju~$#@&!=i(F8~AhuOZT}^2130D&LQ~T`f>s#Z(7GPWx
zw944=xyV`Awq;Z=itLKA@GEGkw0Ibsb9=aASZafL^R4Eo6?d;M&^PIf>6NrP_?VF}
z5@##5CeeF6yqw<6+C{s%?8(+n>YCqWWB$7`=j|RZ4dh66ITob5oVKcruG2#~rCpsQ
zCC!-JiY?o~#l2lcW(!a+efrV={OH3vSPSUs6v$5~(|YdeIf^r^e{D%`z;^u@qKNz|
zUU_{LZ}qUiV>;-pF6BF6ByRg;pt>7%nU3ItYM%T=Z18vf$)`%m<BItAL}c_uLhy^4
z)ZtRA5AQF2=cH1xkJ+?Qp9u;8*@s94`pXed_+q<Jb{*!LEdiA@fz*Rk8hf;%Gtg!s
zQ96<=%oOy8<`4Liq^D%3AI)v)Cb#FM3{g?0+}FM=R;_{^&Mag+;pfA6YBAaY=KI7m
zUOL5Q%~q`Of;$7v`Nya|s!aqqW`vfec9_B1^%m&Auqrz*Fq`nr#1>F1Stb5qQc6{Q
ztzrGx{xiJr&EBfy$a5c^RGBU-eJnphvdc!hnk+lrQ?ayDWYonwc00^_RDMKf8V;^b
z%~7+yF~M>9lzkHG{+H(5LRfgM;q=<OIfAB-479asi1GP?8ya`w&OPQKh~tXVLzc`3
zLdD|jZBp^t_SFpy=mA%Y`JEYgKQ_+Hmp@K{8+UFJ=Zas{*?VU$EytTTy3R+Zd9JXl
zQ2Bf9nHqaLxWcK&CM|DzoNTjCxwh=_<wuOaDRt(z?@Pa^*wN>%u3oHo;iPrTUG0p@
z)we&6SQvR4m|RMUj&1<PCX#Hn$2FAw?(V&jy{!4$caD$#6_<s$YqW(tw@lq~$I<2j
zQ2(;EwFK|FSDp2|*hhOKDqh*6Qt93@sJjWqQOD!hxnAJXWMmo@i8da5-T6qSa+hNE
z(L!40)|`Ww&=W6_GqU`$(2kD=PRYmE)rRH9GQfU%*9b6~COiP`{dGXeWCZ9r0xBl2
z8i0D8x=DJ-*5QAFi|o`6%kp7Zaz!Zk7}W@!;_SRF%O6R$z8slrz9bi%Hu@apM~6KT
z^ud((0pbVzN~kI^cDCV?HH~dQysS7orrpg%XGwrshGrzxoG_yo=X+Ui_d!;1lA@A6
zg_k1HAb&6t8^|c($MkMqXJTg#+A`ejIkfvGS6yT5!xT82Ql_EPvcr;=1wG*QHYL#&
z)cLlN>s@7E?+yyATXzaPxT4Z%bvA9v0#}5NrJ3GIt1)?hDt_Wi7q66<SiG9g8uk;e
z-pSzLYu<NMQKyAN4BtqgsBf;5zl&y`rS$6^k$qiqOw7S`IPI4@A|iTgU$$6;%yV9f
zP_*!Bt&Iu=p>mY2(M1M4$)`#lO>C@6;#=bO7ad73pX7N}XN)U=(mvBgK0G!-;yNE^
z%(%2WC^haYc_%{Lq<1M$wqP7T$r@o;Q?`FTnRew;cd*Tkv>;VaALNE>4fen{;TM(G
zG5_;XOcPB{(=Spnq%sKgfL8whHt;?6;6+2SWRt{hiu~DpOGl95)UUmFp|UJ?j7zWM
z8cnt27bFBvT*@obo4!{gbeG%+T|eqTs@OAZ;1$nldhzTR6_X`(9M09-KkOQk#_EP~
zAaZ533VZGhksR(g=70GC3rm4z=|T7kM{EpRQcnYWuiTk&4pf0ljZHXHXWnG%qe6y>
z-A?;n6aHp(Us6DpTlbA?>|5i?MNykt18DJcm`~`M6Tx~)d<kwr($rDI>+y@Nt%BcI
z?)r(ghPDo;gb%u(NPjll%BWCke*vkL&@w5}uOR8_E+T?+`7$8rd~&iY?#LDkg3x^~
z9eDaF=j_dJ2-8G;7G>Jw%2W)`(B!)rPQFTzq2kK}kLGGv<Il){F8mQDBmbg@MX<eT
zuH%}qa4%;1z4`VO{kP@#TP2EL13Co1oPTv71Ua<Sq<<{6J-D$n;ed@&1z%|^Ae95~
zRSy)79x_7)2WzwPjN*+~B7j%NH)akpdkTP%{CJ&-)L_kHSl+kQrLfF_>R&hWbv3dz
z2=LAB`R9ATiOY%hXb>+wB9}UKoc+dCU6?18p6q2&qFVs_DDhbD+$3Pqu5bltQMw1Y
zq1Ty8VVdeCWPEYAOHbe<pFm}TRY6Pk6Qi{KU|XW(qIJ)3jbLS=?ah=z<JZZC5ky!^
zy-@Q`_*IAJ`*$|~dc&N`pT|GeUn^8w_2|)jZMDbw(;uF2exfo>3pD8~e`k9_+xPfe
z2l@eP?AweGmTq5%tH+<95K-6bY#Gs)!e(C^B5pM0q-oY}i6#lFC+DRC+jz8s2`^=H
zZd1Z+W758>LQVOJ9eQ+$BdY<OIl3%Wz2SCRE_Bcz@p%L}s)}o#whYqh*w?FkCU4if
zbdT!$3sJRua=58_ADc77GeoxMu95<%{;97=6*Oc_&Yus^*VWzoly@TQ<F!LJ$R$_{
zVjtj37T*Z!+{bzWZ@C*fXGUQKdt817dJqN!&W|5}2wUks0PCI#?<i@;_^YddJmHsm
zVnvomvGtP8`98Ju9V;sx-UbUHe`>r%FcZ;&^h#tpt!o9%$-lAYn!4b$%{>%OD5Q2M
z?!aDe$hqjlpP&|Z6waZbTrx{j8ktGu?V1-Kgjc=%{(DRYy>W&7_nf#<nluNqnOJT4
zN>%E-A}EEG8|jNvlve3ak#DJ*TF}jW8YXyw(I#=Eli91KPn)Bi^I1`m^l_SJC)R{|
zyj{ih29yLzI*+ajqi$x-g`F-8h{NK`X=_TIhs8gBTuYHFX7Nj6q+8PVy{e;7s&VPr
zQH3uHXfMDQOvPKMb|J~UY22(*rtv5G{j#S@5X#L<I-~;OlD?~`o$kGi2_dr+Vn_*J
z+0`yDrOQ=BLlJ~%?4x@+O!8q*x<WWRak1o7->r4?!FThH!-)b_*?r#vZ{G!k((UAm
z92mLFi3E7!zo?!=@xZGyF>T3XvOTr5q4qgrS?X)m+Q}~zZxjy1%53mv$o7KAfsh=s
z_4Y7=V8O^j%7)N=x2&!VD5%W~EO2=&BQhQw%ClJvC3=nHH_V+Vg1yP=Rn_uWy-&<-
zvOr3q6&_pNE+2?CyrlO(s%Gboy!s5CoEX`HBue9sPmyl?NTyh1ZCRdJRx;_?V98t;
zDwFexHc^+KE<S6s<e%W@(6V^9K5XT=g90?2A5*e!9ki1LyN9Szb$aaq@mewsbokK;
zJ?HdPi&cm;a?L6(f1+{Q5a>#=^niC~tdw>!gJ1Sh9W`d5V}nsAU)n#l#FY6`{B%W*
zZ{={L<)n}HEPThx3s~c;aOgWa2FpSH7G}FI^V(*<@pC6S=vj~6x){=|8XET_DoVRH
zNJL;&IK$z!`zz|Spd~AGbqFC&Pr9W+DB;}rvd7YXTM-_dDX$Uizo^Cl0``M)n#T5w
zUm<kr)Vqe-(b^u+^7>ygeqJZZ5g>%@Y3XV%*vwKQq#41D=SX|^!3ys$Qaa-h*ZWZ8
zKD**IJ)(38E_I~DfMr24q~Fg4ByEv1*ym{c`l-pKQR`YcwNk;Wp)U79?ki!6#SO1H
z6iA2Dc}RiMR=$vMwXpZte-Rencv1Fl%-NWP)peV$%E{PgPZesLBWGg0EHFdIBiSM(
zW-A;EKcswTefT;Crf{FJQ^9+_<iUvKNPlL3pe12+-*oV-fSc=TGgkV;czOtE3te9f
zt3P&RU74HBfzaH-NXQ-@*7&FcF0Ef?9gdfIppRW^SMZ8^yWVA4L!^0u7M5_T@om<8
zgnlc=UQ>luIqFb*zlbpy6aoe4PBPYW%CtFBcdXSx3si{mjckmrd@WKwo>@bK*Y5Fp
zA{MV**FeFeYos!Y{4TC;)tb~)N6ib?W%69j_w-21uI;Tl*Co=Ye2$xO80Ot|%F5QU
z(&Bbsb@a+l+b2({=NDyU4}{V)shL3^ZwNc)fBSgH5cyiJ-{c>ErB&GrI#V6?(g0@Q
zcd?FfuDt0(Hp>hEF)9pblo4~DfveqPp=zPVWt;4)BF8%TlWWWVQo$8(qx2a30?Y`Q
z(Dg~^Wqb>pt{b~H{qq~aOZSx5o^%UUuB*v*yLfBzq!_=m<bkRt7$mEqgYKQ19;Bu0
z$$VomOc-a9J2LrcwOmI<Nx%lL1B+F%R<zUfEf%4@@7leFMSJ`G%)<5;B-~?O83T7#
zIgV~uMy}RrPcLTFdPjVzDviJMZe&PPrUz%fn(6nhb@IZ12pV;rp8xhh=4KK^@j<*P
zt~X6)J!(rqKMHxj*fa5AVqu)g$^s4=T0aef?mpP<z7mi#Qg8dyvYX1V2m>y)lBQHm
z{4Tf!n66PE41n5pz$HKCS&ZX?Z!(w?mBI^~XKEqLB>xjdZWn>HrHU`;NnZD7QeF%S
zphZ2%@I$oNNR*67;!kXKD#~hBR-8R)p8AXGOrs3@0zVg3(LQs=uBl;Wu~(vrPf5rz
zY-AfIpLaBn=C(#;iN_^aBJneikGg{AF?Y)OfjXD;ajVJBAB&=Bp|=*AqL&9RO@)37
zB%2n@MCr!vJwrVxNl2f>`+oX5I{b?J-KDA%k?y5y+|@^MDa{18(A;k>lb43PK_}$o
zN@&$(W6!=A+*(51ILAuKs`_UB?C7l5=#FK~yMtSxr3R>mS^**Ne;$`V@6<A&H-khF
z&)*3IaIezuGASfWFTU|ncd~IGTT3uChq(u5mlIpk!pBc{RFsA~HIS#>$WjfQ3AZX^
zzux%14Mk@UoWuDX>GoJfI&aa7zCTPl0JpnW)naVja$l17Z3KGOr=-K$%%$NxAv-z8
z@7}0T^^XT}wvw+@ZlC`&t`4q)DCc)hrn=T>$4EV#%)N!ykBv!P^Gu`bL(_BX1QoB6
zKltWpdN8iDR9@_6Jc=WtP{G44>x|AO73~dAP?;Jd7al~tJg&!*eq5l<DVLA)X!dw@
zj2?~CPYct~txmdcVW!tqD{hT*(s(GU@YFx_tE8yGL4m0md{J_Q;h3kA2(Zk^M&u4F
zWRKp#*y4R`uKe)r!&*|{yM`Rj1($Eb+v{Cx%Q^;1sw;@rUq8JOL2)a;8yI9#-XiA%
z$!=JCgFYL7(jX@C!$v$^x@~VFH;k(ro%W<(fZPwqs9&gU2|@=w&>L;3FYqdwJM;h5
z_0@4rZ*l*4RWJxa8es@1$V3$Bnu@f5pyUV@l$c0|5>rr01qA`6COJB#kx45`_s9W~
z0vi$o#_n@A^j`1t`#pc~VrSp;Jv*QCd7t{^L=w4T$$~LnCIr<O_tfm!n+tObu+AB^
zEA6iGj~mxI^x?sAmg`k$>m<X6RVQK_EkH(Kx@UYX*UEn`>ohu*JSu3t7!||sl~-`g
zt_y)>n~8<q=Qvyn&+lJgnl&>?WgR(=dHV*d>8Us~O6JGTSq&aehAX~qnLeGmk#@L*
zbF^HpU8!Wr!uIJ0W?TUS*53ct>&XM3ryhUP)m6%|qc`YnMnNlGbJ~&{h;Z`Nl@O5B
zn7M{rS}@@j@z<OU$b*4wEmjl*2Oh6R<gWt{P>F?cr~t(`_z>-et3B;;hkU^8y1nvg
zd~k@A=9+~Bud#OTsh^E7JCiYClEyAf3xk6&ElL~5^<#2#HFF&Vr_0so1@$*?CQN1S
zFSu-xFVf`hBjmbsZ>{J#F0^!OZHTAQ=+&_0;Skl(=qC~T>AnkjwAmue#CB&RNOIYi
zX?GN)-sqiP=W)#oKm27ue!qpKh~j#-b5+riRD&uxaULR&0GT}3!*uh3&|1<+d7(Er
zn|1RflF{iB$0;i=tZJI2owGf=n1E7W!$@v?Spx2oFln<uqlq&sT4=QOCHz!I3lo7)
zD6l@x=0X;83-bQ+q>2+pm=}0|aqnBmp2U{5+>X%kRWV?Ht~I_D*G)i?qJeukav-r|
zE#INaP~C#pP9iqkS1!w8d?+p{%$nTWJtNT=DcvQIaM#s)fzIktbFX^`8xi|A&9(A=
z$q@I%)BXC2Q%gq$wbXCz6CNIxniqKWVn91BzVZuqzGyRVUkl(3POLm^tev(q?4JE*
z#`**A{c>w_P=%J-W90<h=jT4}>z%mLpPvS0htz9+s@t5mcp%aQyO-O;lG&rfCx*i?
zFUX%=!bLD&>Bl}rlnqS_(z~o?-JeQok<E|Ndu~uXpCJ?(vo)H*CHxa8AGnATUz@g_
zqRyB&2|_9=TcAJuj4H(GiQ$_XeRM&JdOPu%gJ+Lp)OnvM)%`$(r_0cKb!TT3^p@ja
zC)Vgp_PZZyR&5PT;9as9_%rNjqc4ys-t@+hs|v_LeZzl7Bh<2LP>CSCTaf%eBci$x
z;>oHOzXF}xZ=!uQ@cpTi1x%{e>1|GI-;DLmq2|ZSzsvnNoNwVPN4U<kb=cdDyek8i
zZ+KUB*0S53Gg|4n?rWt$uTZZ<FeV3B@&XY#xGpv7gHz^alhyWNZ!hvL47^|gF$?{=
zE|;jv22vF%5r8)ewXP1RYk;hW{rBbd%;4S`4_0GvHvp~Z{o4xAYV3VM^x5l&dVlJm
zGWtUKUchh{>PDtNN7<}ues5Ond3H%h38~&I>H{^G{nEbDCKcxoU#|;szdQe7{}(pC
z^oa=WhAAB<lTN1(AxrBVYD2DEZx3FVs|P8TXEvT=-FW@KRGBC0zP}eXgT(O>v%;ms
z8G-9ZInXAZ!Qdl&jewv!HW;?j1Jq4yJs=U8oHF`iR%+aL433wW1;oMB>S$111YBjk
zCNq%J!npCBHK5~Cg_wo->Dub6A!4bI(7Ojn3P2?o|2IuYDw%ma47GL~zp}gSL>7q1
zy9%03kNszN+S-l(C%uGIc@X(bF`GOp*jWwMM`4gro<C&q7>U0YpBBsRm^o4{`&#?q
zLy6$Ej?44r>)F{aK>)(8XoZoUZZ&tr{=aE-fhcKCAph3DDY_u#Gw?cA<^^TmAr{ed
z)^49TA$0~+4g;<!pZLXLqs8N_x$O^cpB`;brG3E-G<1O494fWQ@qdXe02Ijqico+e
zkfiPTf}8vc?(@IM{r!+aZrcAl0E_xeS>G0%DPF^Tr}sqdfj5x#3KaDCQ;<eM&rN+I
zq{WNO-<7{!z00-qVJF$yXw=k%5J(b~O4M4=FUmV1iIY05><cJZ>jU;Q3=ncKuZQns
z<q8WBMwAdYW*aT}s=Fsm^9%;_2Jgvo3O`Qs_zO_72kCzZHb^(UB5hp|oG|+>Je80t
zMFG9Se{l=Yx$-CI&35l8z3@k0%uK0764h%(k)7HNm`x!0BZk3#VFN~i5_Pz?dwuBs
zLH#VH86ucF6ke*61W|0rIVxzzNvh&`>V;>8TKU+(F03*M_KnP!v+H>g`%%PXcNoQM
z<mMO`Ub#HO`$l6K_sga?vD-D>-?&-o_RG#@a!zj>NykpCgkp_i9nr%MmVB#XsmvME
zuFgsuMy%N)nq?lwsiLnnd866BMKF?XQlX7p=|K{JNA17VQU)Ht9;6?P1q^k7f;$WV
zHehEBh1V2zrvLti%KhOz?r#8o&S(8E=2M<gv5o;)pWWR7SdXR7YKhoJa8Rh10h+nn
zP~;3kyBWD^Ou7Kn9A2>Q;&r`!B-MeF<z>C4Vh8h5E5h#x7#V1xuA|IG39~^pddSHo
z2pmshzaf>tqPFO9Mn6WdyD&>%%R${j-r%JSyCdTpW3dgrFbi0Tq5|-M8;dCN1t@>-
z6b!?kT+CUNY}d=aDIW)o+2Lps-=+oY*xxiCA-9QuuuJ0<rfsIL$N4oZL^GyT7I0Em
zcduyalQj{i$EF#tZ$k_vJBob49TYT(#Gjm#hOu^#8fvJ&^d_e#vT!OWhr`_!c3ATH
zE|WQdH$0suy*1Z#v>jJj_-T{2IwE+Me9rhKYzer<+#t6RQ)@m;b}%|&S<4f)KFKxv
zNg%9nD?udnbl{BG=L>SDx-R@BmV-EXOL|sGy&~VfT`@~AJ3+YpyI@ylN?7CE5nx>T
zzyA~$r-U}o6SW4-Mn}xPh>@7N#J-EvnHD}|3sR)TtX-t!3ZoS#OO+B(WK{*o-jyiJ
zLe^Uip71t1@>!)W@bwe|nymOn4DkXIBxw6pLQzWjRbdMo=YP2D-b1^+0%%}>&Dj#f
z$@Eqvdk_>Sf*j<;f}8-N=H}`nA{)nkKuoemreQc5@Bm~8pgsWE)vT$lqlo80d$nOo
zPZbVNih9Y4$>>zzH=9sL%~bLn28=fCox7X7JiE_8k52`-VBaanyG@FR)<Odu-Au{?
zx;1Jtf&H5l&uh147qjwl;J$X8;!pvMgn<8=)0Sv0m}6A`wTdm{(xTC&Q$HS7g(%W~
zBxz6TkvK6#ureNEfo#3=1-nlm9XOdTW+6%jFHHh-frMZZKloNfCKQGT7bD;lPA!Uq
z;vG=5@MHDi^kj0nQTZ8Je*m>6K^;*hvLp)sSRK433{D}`_bi@KE9Tx@c4?asG6Yl~
z77if-3Bs#Dkm3!d*DJMeM+w1Ug_U{f!P+f4^5Mr_&V+qGZIz(4QM+(t6$sscoF4HQ
z-zLUVB*$)dPI6*fEZNi2eM+u0)WPg~@@$bT#0cNQ)G{f$g-al6j5Yb#DeBlFsbd=f
zsCXp}7HP}9ePH0KU4859*_>XToCG9^A4;L|cV_{SXF&NMBA>DDzEC*69+ub+BOhZ0
zjm9=o0RZ5@2{x6xAT0!7I-)Qo;x=Q$c9ZTb1PmxW^4Dkpe8nPD^?;<u`;NASk6D6+
zg8-Lx#YZnAb6d`~N5T$MB(MMoGVMi?IBsf`&c>7Kz=l4PHbfVCKVPcj`6kwSQ9eCA
z&CEeJ%ig`~<&b{o3HQ@z<$ZeFT%_MTi<<>Dms!9t5ZvK9yQ^MnJril=ux>O;u(fGd
z-@`2mpcvrn9~4td`BgDx0G+o8Y=1BtNo5*n`Vcp=vuzJ016EJw)eiF2^9C;NRn<Vw
zP)UbSypx|ErXzi;75tl~?m2MT_GAr;Eqv^ECw)`4fL7<B<HR`cr|p;1OV(a4^cQs$
z6tds*yXw(}_o*~kvP2o-+v79!CasQz<~#PQ4`s@7DJS%;9R1URlE^{6s<dZ8DR$_L
zW`^gasMayv(|~a*d(*55OfxW>2L3HoAGu)R-^?2>PQe^N;S=Fq`Y|w<>jJ4R<&V*S
z6g@dv^?#fkv;s493T*R#fpPt3F2Hb<VXpZ-%s<YEY@CPmi+U+GH1k2?8{!N<?xI6V
zXJ3sqFq=A!zR6OYML8^x1vRrqy*C@MO5sIb=*w<S7e6}=bBU@!VUxk6uno)xGf+*J
zDk6Y9-K`$8KJT^*jZ9<7j8w4KHAtIo-Cxh$44d}q$E+l410MJn0W{W@f>fSI7LC*8
zt9G9%oPho6D^ovgj#^QjbQ0UL%eXzTy9O<6V)Z%XN$DlnJc%l$5!<|_n4KS#GY)SK
zfX5OzuaDoUS};?3rd&tCwF>#z5*)IsfIw~z=3wZjd-F(ElYXK<jjMa_d@%7XtMHvt
zC~0z+dN#qdb*A>>HXPU&<ol}1HbHr19f}i5so`Qidr^ILUAe~_kqmR()ACZ^M_wYK
zBCE+EwQZv^%%AczrrOz8<DD~Zp>I8iufA8qQNO>bjSy_=RocV7;=W)1D+`N2gR<#*
zGxFpmzP1!^)U|;XDX4|AZKQ=fQeay0t|vy3KKv11bg89!hIjiU18kCEy%uFnzpXPY
zDyi@IGvurUalw0WMF+pq$i#ub!xs_h@L}R3tiV8&=H`s()AAT48T#vV1%?(X`o-N#
z+{@%;9=Od;_ct7?pJssoh!IENXnZ78E7X;{7Kl!Ejj@S+7qAYoa>yb;;RHquzL@u_
zeb<nw4(E<L$G#Yo5oOv=b(I%n$$d+mtx;Et)fVPHvE7wB@F*;@QjZ1}0%_<<^jEm*
zn6=?@zcG-nYd~o+hvJ<K79oM?h&}J*Ubfgj_aDUdO6f;;`#vwypPO2sMHJBg04esu
zmQVR~9Gk21YZ+RRdd_2ynN29kF5G@WFk}7<e)j4Dq3|>1X9F#r@SFA9MtL~t-gN|L
z!Gm?-*WV*8;r2qe_{Po3@l~ddd8HqjzuOD;IE{&DpLkU%xNUq@RI}6{t)%6mx%x5U
zQkxOS#=YGS>s29RXZ`Jiy}ohm46bELJ%=y0Nocq);_kXPIwmwj>^c;=e_{^XdsV47
zebgNTPNI%izJD0MfW95z`lT7BC9Iz%bnRBc36x6DxfRE=Vr{^mNxF0Yw<uXdQkx2T
zk^5fmiFxd^yg@z8v=+o^fEW6dz<SI9I2^ktLXA$Y5tptN*3TXls#JtnqS9{?bZSvJ
zSco!LRkvVx_vCl1LgvXW6*aBLS{v=~#jseTZ(RmD@ErO0@vXB-z%HBWY&ah$LyETI
z0djH;;CrB3%i}LW6nUiX30pnh<4)Zer^sfP!4c*NP)5gQfb<lM9vm`88%8TG9*Wnm
zpdM+Oi$-KA8d|{2yFF|@dP)@(GA_rM+@n|TWkftDq-o}nF5}08^EIW<MtDeGBAh(%
z1hq3w_JB8UtHuU-z(61cjk568tF`clG0delYCqIF&yx^Yy<UE=+qm`Zp$i>4OQzdF
z<>~g<o@Xu?l>r+Rk9%)U-d=38TjJSZj4#>-`E6yiiU>v@CoSBJ%EFiR%Hq8ZZdY2X
z{-EpmE8EpRE%fP)>X^@KKJaS9ut!B{MbIQIm#KhrE0X!<14Zp*tVKNh<-L07V`u9~
zoXY;?i%rf|V(IO{Q{wDIH#GsN$d)A|{Sx1zR&~fW$GmYaiTV9p(xJEBL1Ux&ifEte
zEJky=FI(^dbbl&VYnbE5`^0#K{#*DMgCo&G;P&?OD`ZQC*Na>Ww%YC|W>)kJUx*JK
z9>_$GiUj++eV_eKlAkO&3;Sc|wzf3ZOysm%tprh*kkbt4DY9QGSdmmOi-)?4oO_v8
z)t?l5vg~af=<J-|A{5?xx4V{G$LA<pq>|iU=NAqenn$!3`6^5}vdrSXr|4O;mK&F$
z?0kYCHH=fvbsG~#?XE@|GuNNjpxip2(7n3MTcmG3QfI$k&qdO?K2S_3m+huclsT&5
z=uke1?LjP~O(fPh&}HFDIV2rUFb=XMC@n|R7o#`s*3>$FljHw7C)zt4AtCtsOhp-D
z5K*O;164&Y#CREq8wTCAUjLLsqS1Sx+4hhREgrni#N+)4LZ?piG3ZXum;2Snzw%yg
zmv}UAcXF2r-Z%Niew)y<L@%Vtq8d4yKpIs)aZ@x8EHP<OmbR*QGffwy>nB@hpl`L=
zSgsBo2v4bu-~!1YCdR3{+CHbJseCkLd{JLX3mq?z(|17jFp6Q8UHnIAai*$TY3vmQ
z3WT~t?>+%%S{1E1aS)C~nn`|p`KU>iQ{1J%`A7tcVtTfi4cs-@U~7`O3|HF4S$r+o
z<pUn}%R9b`zU@@iKDeN;z6%w-=#udgs;ZTPv99h}_meSH^OGlImyCH{umsnw$toK5
zbOVdA!csh@ahz$?-Wi-sVs?DqT63zra0^dt`ED8AjL2Yluql_VdOB_>x?p8V^6S0I
z+N!XzgZx}V_xB~CUYfQflX6<fB6IR1k5n9tu|LhRV%;Hm2YjwP5awzz-#7NrVd->C
zyWLX8s;!NHoJ-=%!O4t^j-`XH0s1;h&25=xa0@uL&5hM<B=TfvJi|#|mqjD!m$WV^
z3n<VV-Rmoj=}oV&#WqQY)CYdzRoEyn<vl2?)4F-MN58B(LGKyRkPv|k?lw=yZd@tp
zC|Hj9o`J)mJt;@99<zGZ7wo%*FF{NLv$2EV7RsdZOMvN$TZ@+`ST(4HC+E$}-w<8k
zPE1dg;n$JKf<4KRF83VhUvxpZu;R-{BZcYFbE*$J0zSlxvn(p}4@f<?TRF934R0)A
zXbq`-Og6Nwdv*F5fvM5#V7}3(6blu0SHZKa6aEJxJ{b|Rgb@j=>8y!KnQPakKHf#v
zYbW~^njszS|E94QD{tMovfPnzaR6IP7I3&|?|-0ong32?@mZ};tJQ<zkVI?rW69G*
zPqAlDtq{`6NUX;0?7I?AxA`SQxi1O=Cw0Xv)e(N#_E;0OUh%xV{gKByM06S-+5EhT
z!HMC=cj>vUKn8kZKU1J%F3E6$m(THDzrxT-qZg7x!r$*yk{;*stT4<a2@*0pKjcY|
zjkR2B#6J6`{S}69WO70#uVs0hN`HP6=ZRABnndIf4Z3<k^son?0$*JgPDc=j$y&3|
zkc-{3+eUhgpSxj)umU26+B+WC6==NkD2w$MI6i}kRAr9Ts?Xa^sq9iGo*nbjNU<04
zxT+s>PxgqC&h-)kV`!%NZroRsqDmC`p^AJ7<UKDUikL20Vq&)~ukkr9al7SQPan+*
z|NBfhL;sURZLMx!K5SC7U5r<p`Rke+Dyv020joYqm)qR6Qgw#zyIn~zGxkY(b?|1d
zlnzWQ^e$y&n8Vr7ulTK(;yh9APVQf|i)k)?ibUmz2yYFX9Xl3fL|9)g$ZKHed+MC#
zd938Y{tQj4ojJ0UYkX<fu>e;G^&8figA1>=$~ek4^=BUt@6x~DdEK1}VfS`Eo`}>w
z;6b}2yNh_yCAM^yeBQDSw{BPjmvCYcUq=XYw%niH?k^8rivSWym5Sbbow*|gUs-(^
zZQMFNGB+X}<}kJgp~`6e+qw3Sa%6i-q1q*!2b*fXo*r3iXJSjFoYRsn{!QZvZr8TH
zFnlo)sp(Uha<y0LuhWUwZ(GwvzhL}i`!f$h!$hq7UD4X2{J>Bxud1PgFeO)Ivlk`J
z6rIB=iVj8mI0jnFzYatq>ki3Ise@(<GTcwuom(C{)5P61zxbr*^kYTo2C^z}NgrP)
z0rS@511a8OQ-wsOjB8>Ht*7IJq~~bwZn>%}b*$$n`pTr8HSRi>_<&`%+#<g&G$Q9w
z->^2+2P(THmaO48X%Wi(;-J;#OMG;Q4C0X;%_wvHW~h_m8NYyz`{nA)g&haw$uv{L
zr6$$=>nLV&d+b15gJe(cFw30^3I5wbvinDDu^;a&e&S>MSdGX@{Hs}W@Owg|gwFli
zc)JbSro0sCXVMQ9XxnPvzNhb?L&!fU!7Up16x^;l)^x&^b65dxH?h;dYirNV_bypQ
zNZ#TF`|Hm;qqi-R!!N{jQO<82f1KY+GlxsZ-g(_eGf2`0E?j0arg(T7!G0O{=~m%e
z=Tn2(e@s4XX(%{u|H$^KZhW>ygS`h@A+771XM!#Nlkx6|-~kuxJf8qThdg(-Ks*U&
z`eyfA5|Xg+qoC$uvV-xJnN7_PN&c&fx1!e9a|)~xVy}yR?BaU!8xHFi7Gx+v@9Ju9
zbIQN+`pJ{AAYE0P$gumO_HNDBN}dBYwvg_M#Y;$>mji6$u-;7cuo)IU1V2@p#$0#6
z`tS+sBdLQoRG+0RF!`5t9c{VHqsuWPs$kpm#AtH#U1X%OI@eT|qLNFFeVkW_nC-KB
z2kNra`CnWeAMN<wUuiF?bHwR{o!PxWk8`Q=<~%uz^XWfL_5Bwf?B@fqlo!3Qeo1Jj
z4WC7m2e*Y4PF??W)66n7eXey8Z34#z?=%b1pt49gat4lZ%~dbl&lg~(i;2+iqET?I
zMrYVn0Dq61DSz1aG{`nhmN<CmEljTb^>BREkgBic2fE!mm4DNGp9h9Dqu(O9zEyEF
ziZc)crey}7Iw2(APD*Ij!8W@{*-R%K`YnZeYZP$1qTb8jBe%|-I$wt4X1ut?f;_SY
z&rv`udX`rQ$l+XmstW|s;j<q(1+V$>zFS+8#tsb!5SsVFUb?p?#QVK#<1W&asp25B
z@SgV$vBQ8>S#NkIqzqL(AUAI=98e0?qhG8&)#+i{-3?A`Z_VzoY6Mp-_0WDiFdrkV
z&mCG4yp-&@wWI9&=w5Q~2VP+l8$Wg3vPzo?$=3mwwtJkTSZ!JJMkdyjEXQV>$IcR5
zBi+9$TsYE7$Ku$chm2ikQ`fENQM@ys<Be%#&vL|g)P_g>xXLw!%=()~Nwz@GLQq%d
z!iVXia`tQI9qSpM`h>3o(Z?a%pc0VPMGOX6|8&zwE_Ug5WwN!$ZJ&%#_xa?QJ{18@
z4bk%#o<wNj{&QsWiiu&5yZgGVs4NV-ud=2h*6vF_6VQQxP(_%<8A_-k#Vf^XL}Pzz
zq<PPDpE8$@?IAJ2`Ok*x28M=(FwqwLY`7%cD%i8z+)|adEgJp$RCR*#8qcNuwa(BF
z-HehtFv!nE4sw8KS}hxXw`sm6Uai<Cz>AAs1%%QXZK{@Zb8E7cSaz+YttrR1G-R$T
z-Ns_MmbneIqFyeo;^k)9(D~k9ca9r$&e*(|^IF{bTBg>@BJq)UB0QxE-lp7f{eyID
zOku};joseo(Nk!?ULEw%h^b!~Lc^vM%X($*$YXhzD`=tIXC3S-LJwmjPT|)_s;=0<
zZ2au=ds-1R`|qz*6gc&NRGxJ%jQ=L5tl#ndCeUs$&S9@*SirPP%iaK?nc6<mqUIZk
z=-bhP2lyrv`1^(zj%Tq)S}+RZWJn>><LhHqvqp;6R8bFx5-{|*g=+N6jKuq5Kk`z_
zpR!za$*0vb`%a?PcnYJ|xM869A=iRS*lc=Jg)Cl{wUR1K4vKz)^x+61pMSo%!ECZ%
zbVcYL(a<IQFbSp)A20<oW(9zNdc@1y*_Cd&S-zv3Y|qeZ+CFssJZ*70pM!m>R=0lk
zvNQL`T})`LF!9lV&g%zvdb~PZ&Z>)6ws4VPW=r==ccphstGn}-y~eO^l0F*4?eed~
z;&r+{jPglG=oAI?!B-w?aCr5n1!@<TeT>`Sk+rTuh2Ar4fc5rwJ&mgDIMXy&b;7A>
zW$V~5xfaBd7|N+xGF)-r(a{<lwt}m>Fis2$Su_YH=bQ*DWltMAXB?)1^986nrCx_J
z&8dR88$QfEyDZLM9fuXJEboYdo-@5TKv!zgB+`^I_+1(C@PzR**tFTdhq#)fEsxg(
zV6$DYXdB`UvT8x76;Mu7e%Sca_^JSKESN#HRyuEgNqk#?OO3=!qiu1cR*mwf^IUjy
z>(}!I?87_f{0@^AkcURqb3vvbnUMEidaOgmrs7X1cS@*Fqzxdlh)9ioF1UV=W4?vA
z(d&JJgtZ)_4e1!qJKg<Q5ywybs@#t&l)Ur$<nFsw71>uiw97QbdL~H_U2>G4U#Mh$
z<$sfZS&d#zel0V$<&mhboQ%M#_=miRS7Mv~Kfeu?^Z0*UEGg>AUHeSWF8ylws!63r
zEKOAJu6MQ-K8%Q5LLtaaML&O5BO~RvJLfyzr^=qXcbh183O`<7AzWb*+2nYtePD{~
zi#hqt__MOp5W1IF%;WR4yegw3ZnSft8epOM&68t16?|ipLNQ#lyeDj!=T%E<q&>Ta
zhZ|pC=3dh1yd|=ceRFi+wM1r|zb%BILRN)4?HsyHYIE=&r<~kii`~GM&bE>4D-0Bn
zw-3SI<>~Pd2u}5=^+h1YiYq7R4}cR}9Wnhxk;z<Dt6H~u#(3x{L*8RgI%ZOTW{)%b
z-bi;yVsKQ@t`1*axfv-LCK5ig-}%9%`OklSWYOrhGn3P|l;O0w{i>m}-!URcQb~Go
z$;eD6frB?q<FVlUJiIlbwERY#)SXDom5RO(D@>=OQpQG}R!6c1v0`;svsqVZLGn0n
zbYn+0F$H<FF1Ie#1TMbqF;&QPQpsBH=eF^C^Z6K=*z2R_Lk&`mbmzYc{Pkr`DLcC3
znfuY|&~xY95oc^)EkESr*9M;QZ-f#2FK|AkS&2AFV68$2{ESw_?nXa(c;p+OsY@SF
z3<a}=PGX3OBn|xX(-!H%{XU`|UwAKW`Iiow5WQ4;9;mj3N83Be8r0gj9F$d3bLiM`
zjNORXc>E!FDP9o+vl}n(QGT-}G<9nuRPP;oMF%hR=qJcO0VYP-s6w~jXEfU|qcF9%
zu$M{6s;tI`=l7!H>0kQuKc5RloCN))&On=5aVJ{ipT$=m$;pC8>Rpn#uBelI3)wjN
z6)1d;EH+3MxCL{uFImG`?-XNj!kx&u3t$OC0x#jHIoKL!F;GL+S8Yu?uWA=%i{us%
zHP;~9^rlFP_omP`(=P2<%nCj=NvY+_x#m(faQQr}76_E2&&790XJ9xHN^^H9&7B}D
zpVRb|SouFU@y>(Bjs^|-#HNYn;_9FYAuo6hnxTACum9cMtU>#6HecI~;m=~5Ul_-w
z>Sw3f8a$RBJYs<53@)ER2$Na-=*WTWR-07!XyxA>fL13dwKHmZN@eDv{;z&FL|VLb
zfd0_}(AMh%lkCnr)bWv<8j(9S*!xQf@c|?>{WrQp)h0nXz}ktJU@{#58#pqx)^7wn
zcDoOW+P)2dEmq`TyB1X%{zJ%2clKc_aA#uD1(!$@%-TL<?|dIk!s(zmsesyod%0y@
zK{rG`E2y)%{Y!@NHCrCRFz48doqZ|A$UUx5hY^B*1Kh~=xRR5k^kq8M+AQn~kiVx=
z<XBCyyOfZ&d;M>r@K<h98PK2eiW<D(7`W7C0@4t+WR{n|2F&>4q=l7Euc9hWsHC>M
z!lUnIaTEU?+OZlV!*mW>$15y`$BQVL*8YhN*qEPEu>`+f(nFSAkQf_ja^kU@3+pcH
z)LoO^Wq9!W$Ekz&LNYQaeKKWa8RVk@YKcF`Rgb78$+S&B1aM>lpyB4KT_QCPh5p+w
z{XdZ;G85sv;rhd&6Y)ol|1#>t)QAI1Z8II%6iol!6nv>S`{2EsJ*4iZI_#OhVB68$
z*P2Mr&kL@cyn_N6c-s(3gww&f&W>y|RZ%m3n}?V9r#`yius6IEiY`2eD;nzFMF>)O
z16kz+qIeAO@79w1H3=*d2(ogghT>`rCIO!)aKA|9lknc;xR3ljIllG(X5__R)9YVG
zhI?;v2vu{!SYgwKf#mvQ$ctu4KxY?Oj?>#-uOvse0Y$JR5Zp7=9n45|RBYbf|GkA@
zm@7Z9C8~+833)_QGL-u${6$G2jeEZ6OZkwMG*pq7{AJY}<bFyb?2|ltJ0uX$d7~^I
z%*?%l#mLvnx-aLNTFugT^MK^DQ>_QUrGVHCViwM0)|dg(F(B%*n|g)o*P;hu=)Fo;
zD3!#CUH^Hd>sxiOP&LPYR;@1ivN+hxNpLVm4v-MSxbKZOd^HI#UTZ|2g!@WJtE(+T
zV_AB_iu#`F=!~qJiKJ9ST&2WA{NH~aeQSOS@DDrZ(6(%&wG(6JInke2!kQqAHM|j9
z9Fo9{brtA+Imm1SftWe-9?Z(;bZ`Q4n;73_Ut6I(iyovSK~c1Tz;ZP3R@I~|d3ED!
zV)Nsh)B36mMZqL!0UdJhq52=6Rax^tB{kF~ad$hV))oSL^yQS%Vw0(TvHXF7YeEKA
z-hvI>(QD=9Sl;NSZ)qGc8g=*ht)o=gu3dXhX6pz<&cP|2N&Vw<N|^C22tMBzNI0&H
zB?2n~RpCE-rphY)35K)qRv<t7r~ty!GBp&?F>S^Crs6Q@_|Lj&2oWs_=z^-j80?DX
zy6p(_Ws7JH-JM$~L7Q20ufFPaE)+h$h8L)vpSpq56h<JH%r*|jhT5H!uyddE@&C|I
z(FaxGy>^d2@&aDE`l^G0d*k@K>;H@?<-K2h11V-nVUgpXlGuu?!e@pr7lnDhm5{%>
z&p;teB;6%N=SDprU%wN>OnNHT!u-e48EroJ{`c7!KsPUH>laTF*N%c|d1Myw;T%B7
z<{X&opo9Tj0VTi|Axcj=s2l}e?VVs0X9Me6NP=<y_H!1j@p}wUgE1-c(UG42e%L<~
z9TBwVC=K!xebp@wz)rlD)X!iewg}Ffrs6sR)gkzod(5ZV_=OuPy%gMd{EM5!y)OKJ
z`FQU9e=tUUapgDQf*SdWKDa}J^4?y0Mh1rjPS){?Hh-KLrEC1zbgl@U-ZPwK^7Z&?
z;J}u?>Y+57h^MuOI!KR`Ngb4_SD%ho-=%pE3SFukw{0N!tQuxuj=>4LNR~{+i3h;u
z_B(B%2mngAZG=gpP6wE_9uJdkso|mZCL*?JsD+g0g~i9oY_I?~aNFZSegg{6`*VEE
eog|4K<p^|(L(gNOGbEFCSR(6<+9%e35B(2(&%7@H

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-48-Autoregressive Process.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-48-Autoregressive Process.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..4e1111dccbe3ff06c1bb40083aa4cab82ea2ff0c
GIT binary patch
literal 77292
zcmeFZcUTn7wl~_u0ZAetIY^KUk~0G;S)u}xMNq;JBxi<<5(Nbm5Ri<75y@HNponBp
za*~Y95Qj8;?Ys9r`+avh-`V%Mf82BT_%v;Ibye5uT5Hu>zqP6^zFo`%mo-&2Q~?|u
z0KftN0T)xiEr5uS5JE^m1c5+^iHR<eQj?LAkdV?}p`xH>W?*GuW?*7s;}qg%V;A6H
zV&akF6}TZHE-uc>Eu$bUDla4^F8Zqx9AaW(QW8=+GBP^RYfRTf|Hr?Jj{qeRo)&&G
z9u7NzONoO=iF45fu!8+0!1?V5{P~B2i-%7@2q7ZAL;^lga~Z(J!NbGF$0H!X#|NJd
z0?Pq>N`fobM3f1s^sOQ6Zq%ZoNpFcbZdSI_7!08}#U8qc5nsAWOGnSZb)B1smrq<m
zQc7Az_SS6`RW)@D&Aayujg0S`nA+GrdTeL!;OOD$<?Z9^=N}#s85RBXSxoYamno@f
zuU@C;=H(X@78RGg`%qO~Q(ITx(Ad%0)!l>a{q%WwWOQtN;@kJhg~g@iA1kYC>l^6Z
zz5Rp3Bh2y1FS>95yg!iz{{0hSe?u1~NEa?XJ{~^g7hO2GKHz~ziBE7%gz$>8KE&FM
zid{66i27#I+sbxg4lx51%|rL0OIJC?7r4;BNc)Yl|2x9M{w>P>i?F}aH3^X7;edmO
zM+rcIqZ6LokW2s0A<E167NLmwRARXfCI9(zOUSnF&7(MC4rw-8U=Z^5aoj|d1N^d!
zI6TZD$n71)c0=s>t1l$9out^CjoFckP%9dH{q7P+N{w<CchtM*-gxc%ITV_C61|SB
zR{~iJ<|N+CHaWfEcjkMWiTCp!rJ0y-xJK;|d8Ob!ht4I&ZQ#cff6p8;NB)<tPqV13
zKES(v&cuHw0rbAye~}R4hFN@5ex`(~i>?SBDA~MxOL~)z;9Jnm@Wh@F*>q9<jQ40{
zRE@Uel3vx=eCqgjtuLKyxd}hiA^QknR9z2YBPP7WbYrsR!&>OH>8JN0olxQR7~n{g
zzt8i9+XX=4zLkBo-Hm)*q=4-71%lOwDF}v`kat~ZBm2xgR^u!9Lw-x<F|uAyJ%>CY
zE~aNFP%9S`Lztm4YTcxAIz_>M07)_#KD&i_DQceIxcyF|gkA4Dfx2{$$iRXUvmwn_
z47?|c1uZALHkoOx6D|-U`u>a#&+N<1FkMaHh4|xUyhW*=Gc~t-UpFD=pNlV%Tq7YO
z)$`lS6YtLCM}=y1ao45ls>F}PZqhHi<PSm&RjBoF{=H-TC<kKeKV(UahIN_tyhd}Y
zRaK61ht28=d)j|9>LVR%duB!BQVpeaIApk91WC>2+IY$N7T*pW%qMvq<L}GP40A2k
zqK#wk)=Bc+7^!mBQ`7IaTW_Om<|y63?LnH?r7k4U5ZO)##R9}R<aO*ZU1NcF->&(*
zH`y?KDLFC?f2Sd~=e@;8LP3uSxYyeB;ltR2RG7+~;`FxiW_?_6HO`QJlKGuBnr2Fx
zf$z&`e3l2&T>9TV4oG6kmo5P2?`y$i$rph3m>_mSKA>!B=NUyU4_;d@*tuq(4i-h%
ztATQDQKuGlH52l$?|-UByv&pK*ryo|6i&X48r|_&l=gbg#X0@fiD#cHB!~PYZh}>+
z>jEHX4>;8DI<>wb%|^&aar)8bpuFh~T&rprT2mqX&;n}jD$o2Wd?ZPU;WbNj4buEf
z7xgIra=%cU(-o_RYOyP_?tt_eEN{e1i}_)P+_vJ1T!sUok@^(d1rP~X=1KGfYM?zZ
zVjW@|H~4BsZX{e*!%2j9G`kyP-a;bp_6)-!%xbw#W#F&4ZQ^WLzOUKitvm9+z_=~G
zmbadtQZVu)elnH($TH()Qqn;WoMDp($c_1*A9?ICC<+qaqPtKgFD<ik1DnFBmQNxw
zpWnT!T;B!-;zZ1n#sM9fv6xw##?bNs<LVLdvge5sgy~>&+p_ANFXHA<8GFm91drhM
z4~wCy7ilax<l2DC<G4iA)oNCHj8E6rdfrB*g?b*B(j#lk4Z;j)e6y4@+|5R@(wS!L
z{dN24q$*}V_7GY5A@dnT{F#(jZfhkA0`iUWv-rSE#^?t``006%&|2;O@r#pFu<;c;
zX}yg#ip7tYfUV+w-=prGXU2;3>0bwKj<V6_>h2f6CZRD9<+Gy3B+qrV5>z&h$XmG<
z_9pX9n={YTONJQ(R7xxj!*LUG1&)%9cHvt>2h2wF>{_<M{{4|Jey~c(?@bik9l>&8
z<nFdyO-(<j(&-N=qsLL~4xz@GcpMkgJszl=iwXFI9UEn@p~_UXf=Vs(^XWdzB9GQH
zqn#*^Se|z#HCD_BL2fEB2dmK2T#@aKS-Ztg8U+dC?^6`?ZL=J4t=^%)xN&Mt4K@74
zJs;En>?#*S6l}yFw|b6Bz*z!?COkV!H+f4YXX^&8?y7q1kt?yCP7J>Pd_7D?ZN`ff
z5^Rs__|J4YZ~1Vul?ggKHqdx!vyII6rf>PRO0LKC&sm$LWfY>^p_hQecl<Ah4qoqD
zT>p&hZY)TLU2&nO2<0Jtq8e0bOcB>C-{^YyY}{E9*^FE{&U0B9r7#8NazDTqIEF5O
z4^hQlTKW&*KjuG6W;>mn8d5H0lefnDy=yNu(}vkY{d<r30!RY}AsQ-ftyeIS`ItNv
z*ac9d?1KL3XYD}vP^k+SnbS*O-onw<sMxXsf3#tA6l~J@H1kSZBmf&S&yElDD)Qym
ziGd-F>fdzS0$g<EEBA5h=cvw9(<!cEY)+*N>#)cc$hJ_v^Ae(8iKRuw)&a{obO4j7
zDD#qYn2$)}jAiQx3gS)IeYS7muJLe0LJQWwe!58=lC-m*L-vjzdUw2f`zqba=#F(w
z{M^Ip3TmqLe#4Q#ySXsh<jM8P^71c3q>XB9oFL_sx$mvf-l1;ApRCEN9v|t4nQ}d+
zLRwt_hT@o!&ah8A(Au)@MvWh0uT}9pkQ3ob%mg$aFMy8mLB<}9w_MALy3cK4xtN>F
zA;k(B_~}1~I_JZmtEvEsF+4fAzdL}5^g!>`g`k~t@7N3Amg#=paD(vEtgH3tw1~o?
z?TUwC8WxO!IrGjB0`S(ASkxQ}zFT0wQuw*Sn9{Cxe-XX$>CXGFWWtfx!c{R8#hZtc
z#pxv`?5CO(nb#f^Wj}xoiDyT<PX!8Qw;!b?RVNd&1S+NAXC~zMlvxp+@sC&YxQf3q
zyC1f5t08hpvNCnP4*ej32d}T0+gflgQb-bW)#9Pno26~69UuJr5lv~)x6Ko^_6vY|
z{iLOA(5ytQ?#ktF$I*C%jjvj%d`E7XY{|<kzFHVwedsOo=n-U!X0WIutp?)(U-%{=
zETz}lspTQ_umK{?tiywsijhIBs*IjVIWLmwNM<d6xx-f1$1;N4Ewir(loF1Ykg3)s
zcT~LI`uO3FqI?bK0n_Rp;xURMas`zgK0oBL8so<ypw&Y@Og!*}f50i2%D1l5bmj*#
zO5)TkKr7e%5m__ovaL-y;10j!d<X2agtP1gpsQtX7h{{%m6@9mtlLqDfiIl1A1w*B
zSi4!{r#{z`N+A(4yn&=+8Jos%FBp|B=rVq)&@ELCppIGSBfKKxaxOA4TjB^MlEBEr
zd=@DvU_&P7g^yFhf09ZuC4FQYBxDKQ4IXAF(F-=pOza)gjWp$oPH48NaJ0Op93bv=
zUxl~#N8`j>2RIpGE11v1w^nP)yEe07S9SXWxN-9EgI8iidQ0Ln?(s9)^6PK7J_&Lf
zxByfWbdW?xU`3!T7v;JQq+34KG%=?!4mFD;&3PXDy6ge~Fm~E#;qI1TK?58&e5yN(
z*H6oQvTD{9i7>`)Z(&uw(UzlW`eVyqCxGYqN1t{KFdPdt;H=c_T)J5`JJnCH*>Hbp
zrol&qLxyfgi6tOsy>^!IJdagpgt`-!jPEy3sONSvG4w`lym>TGvK6dZA836z1^=*2
zNzvc-Gju&+wr1T%8e~xw^s3H>IuywOSs5?Cd7*_KuHQjL-GbHG3kwQtOE-5{HpIer
zsuQAF-4H`8KNhsRO2?`MGj5;coMl2)WasPhX>pZVlN3II%L23i&h+-HPR@Sr^Fhd0
zD~1F`{x!Qv;d7$9ic$^?L5NsS8Mf*esixyqHh7s_^!27WmcSdM@@7k9P}92BnlOIn
zreurn(roC^gfW{%*G{=aCPtE2#<gvit)9V05Ew=ASD73N1<ZE_2fUjo>}yBC{q=ia
z232-TTixzsIZ)V=5{KH7{4;2_M%Hwgkb!<03-(}rGP>i<tu95fx{;b~3%hYai*%Ci
zPXJ4dFN7vpks32+41+1ayK}WgaTV`d)ZJitjT<73h~X`E6!jHVxJ~CpT$Xg5Y|M)7
zaSN*{N;tfkV%}`sg|ne9!QP1f*`iaQumWUsERjA?paD%-`PO`W;<>VOK`!#g7c)0t
zH4LXB4;g$}m%-Q6f^A?~U9;KUhV6z7J<Cg+z4P@CX$uFR*RqH*O(F%n%xW1wZYCwJ
zn=z=wmmh7R{XD#I`xWx~4t=a&uzvA3R-x!fWE@ziTG$-8VyafCT3{2yhLm2Tz>8Ts
zgQ7lf>SCPX3v#F5%(e+)`iX4n6mvqAn5;tgWAQOGr5m~9B7uiTM0Ut8#z`@&;z2r_
z+UMB^9QNCc+JWpocjI{Hv0ih&t_#p-)fOE0hObYQ=a0CQ=f_AJd(*sP62T7`M@C|4
z;C8;aryVE#UB<*7*Pfulcl}wEmh~VC3szCHbZr>*v^vR8TtB+2?i}4d>z#R`_=Z0U
zHCyE4hSKe-r4rL1sDAg5yVgJSY_nQ7f<@{>W!mjZ^gWH-&&VU&_j0;U4;#Z#xs1Y5
zX_mAjLTTHyobq*|VR%v{c-+jzc#$aG5KqCo^JC-Xe)b=%KEDvX<6k(eg#2MPSM{bV
zaX~@n>O%v$ftM`b^<b5#wy=tQ)~No4XBF0|^ZBJK#d3<?oZbWe2vpri<5t{ZgtN=f
z`3Bgt=8x82fsahf6q>+#pf1a^^CUs!Q;yIrHWnMdPBzNzO-rtKm~cx>#ZqS$^~mHv
zCn|~Y>yl#%6DgKCO4}daH2`t6lpK6GB7XYKSt%{B)n)4jGX$7;vpz@A?3_P&%m9zs
zE??kwQ~&;v8+)8X@c`u$Rer{`&}6~#{j57O*iR&WOGo3Z-_=-TUYo=ibr^am2s2=a
zoOosS6+er@MX4g|-*YFA>)M|q-A-?A3~GiBEjJk59gHs@Z%sz<p^iF9&RG{D=VA(4
zYm+C9Q@S*od}qmVdXaEbU~gNjvr)dSnz`r2^=v$cg@W!@(Y#B#ngxsN6%rJ2FH9t#
zpOm*e6KOBvcP6;!mgpj88NP^!Xq-8U|ACf@uBk6`;gow8)c$e_f{$m^tdA<Z0Pc>K
z9n7#An+f`J8m4-@`EY}7=D8@vf)b0*)uct~V7B$f@uUU%{rk!Hu5?sfdOx6W@-TU|
zQ_r_*>F{l#MN@gxwEAwOG^dablwn_(;!FgMpT!++fp%#-To>%Me;YsLqQ;>hU3y~G
z8N10Eb7UzDn|fUPs@Djo$#<G)HO}WChumt>C3-%a#J<rxMc$`9uqT;O?(UbkfJ%wg
zw#&C_vkUuZ!_Aay$eylvM88Og@It^a*{Jc=o+=Zo^@++UD^pUQ7jpOQ6sr0?7>+tX
zY5p)iQ`1IeswEFueoDAI>Lb(Rfzg9N(XqPKR+lh$4R)!vC-i%&2F?r~io~T4V#@O!
zPSiSDXgp8Vw<Cr*lZkqyB!`k=)#$`d{%jhIu-b6&9I0`mBj2+pnj)8QwzFnaV*OBg
zT_=bzs+*%Vn*q<}>nW(?>))wTleLIVhDZ-QrM)|C&w@7;*U$X&P((fxrLmO09xM>3
zi24~i&)GJ-Z7{wuHe_TdEoxU0v{{OVbQCw=ns4FP$Xb6m>iO-ebcNoP20XfhZui~5
zYv_c!Ll`S1CRZ+A=vzqT+sB*~4+#LbU}#(YxFVA;`y%>vp_k`lmwdcx)?T9{&|AY<
zGlg_&OJX}l)qGp^{Gv^y01aro_pBVoQ21$eKZWkFkn^_S{=iFtrUp8ekiBjv%u%~k
zmLTdL16R%Hjeh#LwCBu4_Q(g?fF;IFK8=+^T!!o6SLb_I0+vEm%NH*I^6$P0%(%M?
zHe=j+*T{&a2Xr&&&K-{;JWT=>7M!6PS+`TQ>?54k-{hY@Zh$|%07%n%lBYH#jl%}+
z)iN3wkkjEMWqRgNT*t&N%viMtbB##!Tb@f4KYA1A_F1<tj9g@&y)|ighcGYy`|LZq
z?k-}UTT^UI#_{baSXcUNxid8O>~>n}VHdu7pU4Bn930E<_>@!1Oq7M+mh_4hfcZ;6
zdJIJKAG&}zh&T@`xpjt_woc*LRyOBgnTOSF-pRZjSLrz4_sE`a1=H+n(3hR7-5fr6
zkf&D}w(6=Yg3}H7Lc1((_94@c!YiCC?^U-xj@Ke9Q%ZW7>AmLAMpaFsOX8c@>22hO
ze3T2A1+LjXRlomJ0AeXQ(LzR|MfmMJigd~i(hK$3-!E~kZW7d?xPCGz_q6IwvXBZ8
zcsRiz6?sM}Z{<{t#+PD9UHhnN7T_lt=8@F9Doqo+U?O<E30?3kdG<$zz*#Rrv#sh6
zcMUy%ob;2sSjuv`^~I0twLOE93lyo6s}nR_ZPEJ~8tJeg#aUivNil&3SL%Cs@K!2I
z9FAD=Q;{0L#`Ah-wZ6F3&$HjA-Fnw8qC3i=x-0^9qh)8eY{ZAZMJ9KQU%m4HC$+an
ztvrAR5$zev`C8C((>K}r8E(&w3&7L@+IeD>!mnj*O;FV~E0Tjh2uTfu*F`um2rgIR
zax~+rO=Sv0Sid%8Q%OZPYk@pNpjOz;lz#7Z{E%MGLm3VT3Xy}Tp3>I&Hf1@5l;>Q|
zk4-YnLmj@LtmCzIDV#djxg40S2^=??`EA)?5{uS}hT5q*PhVB-7Me-3rg*ZFl!=40
zLf(e=?6nV4R<<Gv@y(=hAH8OJ#9oZIObRmUMmem+3{xl1KYUCi#yv6qwi5L-sc>4N
zJN1n-et)N|Dh_*y{M6EhKo;$Ao@?Vt7%xj6Vg0&zZ?#p7==ZfJByce$ff81F_vUN_
z%|7$b*N=*Ol4hq=WI0^)*;gUsug?>UVt=%pa#}gu`^Gi3N3h=y1a{A7Ffw))^!qF_
z3Myj19=z&6)nzUxJ@21pg3Feae9DD)j3ghhy}~$4P*Yuo`m{l^@7QspBn}{F9I|Xp
zu*yQy*r-kJR57(P4pXV`mJ_FvQ(HezC!qol>JZ~0@{;^*WcF>$u7#ry!xR)@k0g<O
z0tMd+heb9AB=(sE${9Wc4d*1t84}CO<n_yo^%a@PzYnQwQWeed>~?s-GapP1RNJEO
zTk?<92r{a|w#Br9RPRswJ<qeQ_2C#jy%$W2PDokogUWU|-O1E;=I#?v8!TA~k>%rU
zDj5azRj7YEDATobhKH1htM#i5{>h1KlINQO@2DQGGqp3MMvxkKmB;k!*-+IXEfs)T
z|KB_!@W9&Fd4Nl%JUEhxnvyZ#`3BD<uYC^wB+sN+`mftDl5v0NRp_rOLrQw!LwNu8
zi!)R`erx8p?n^x=_{%H*{N_KMKKA_iT#y?=WuIsNrxR{!48W874~~3^XTq_b_VP-T
zOcS9J1hHR5QrMh(JTh$xK+x!g#Anv0*sIuXZF5IQr&$}93d#>w3L<f%vPIn#L~AGM
z>qqI;4(@IZH>;cm9x8o=ngUxM>0;(9MN0_sby}mtqx2ZniOa`mrYmJx4NOKs$Zla`
zv$ey?{PcI_Eklo<ZaLMGQ_%GT-T{@WJC3`q5n0?VXqKkM=nTE&pI_xNCwF8nMPxpF
zji&0}!@w5d(MCb4TF%#U_Jm&A!2-X^;31Sj@F;8lal;!q<ShN@KJP(>vk_~hS>~PX
z6rP~=mA8Y692l#vs_9#W8=AXHQEKFI**qJ5crn1Hm?|uJ2+N5vvm7(iem@$K#vx5W
zf6JzVm`>a*P!m-!+jbsHSjuSW%0oy#-1*+=K{kkFPcO!IG_NA(u2d`V>yC-Pl5pj}
zuO6&SXH$b&Vtc@3RMfG3bI%atS7143E`M}|-!<v0mi5yd@;-4}<7?$-TBz*k1N|aL
zhIeY7A`OOG_yZ+)xJ6^FY#5u{0m|@qYIIF;eI$U1Nsv1s4_-+=H#3Z+)AGiUyosy$
zq{8B~fMBh1b;;eS@O}?V1<V_p`ExVf5qE|~A2Jy}^%!AGxoptMi>x=GN=Gx_S`_!r
zzA9*!c0UzL-jbM6{qqu%8{#6CzTafUjB(%WboUJt)D+(OmI3Q^zcKr2GushZ(_E=<
zqdJodH)z6s8*(8}DMx;uR_XY(wNzi8NQ&vZiFR^tO$@AhrGACipiFFVKE%xe;t1@$
zp;#n63C?e%h!<?D^15=f+Y>%&9>kiXIJWli9vh8ZC_TPUS-(eTqwCZC)eocFSL`z;
z-eq;MjLpx=PaMoep{IQ<J59~{wCeXLy}yi?W;bQKo!jHBZFjt6n#exmLO(~lMzD*0
zX26b6>JTrVu=X^eheNLZ4y*Y+Zu8&#e?a;VD9=BBTDvdvahf=wuWH{9YKn9*B?9Wl
zaf3K2^m+gDn+CReL<&4O_Wwx!{_EcJ=dy#iLmEk1=>Sij_+!wf@23a*DW+-<<i-vC
z4{zFn!H4TAg1_lF@$(HdG+|O@ruoF`srbw%kN*6)@MJpl+2+(c-o=CmSMM3?d4!39
z6GwlJFNHxBCdqmMmgXS9MjYIi_%b;*dm^!;)I!%eCy`;T@kc~|*#<4C)2E2aC-+m>
zmgb=GK{u@v`}e$sU&lA0zbaNEYr`~dCz3iX<<ZdRP-F@<ODPOI3&hEDM9T=;7TSMf
ziWKVNJrn76_B|ZXMWuDkQ0O&}xGk*Be=DIjOP2gJfY++ywquF1e)h&ZH<g(V!Jcg9
zTLfq`sN?jKiiIn&h@oWd?Ir@v6snzRn(O2ijV$U7G?={SM_I253+(U2vM{uaI#0rQ
zoU8cwT$el!cPuC0chkvns0>(?#tq9~?)A}Nkm(Wq$N(Ids*YNAboK;auN?Z4uJC23
zy!ozb;0Jf48%sE}+z>Tej-O4*+1v~(Eq1LQSF<lSkzuptK`MudZCmM{r{hp0v+MF4
zDCM!HNH_})mI_do-~o~Jc*7xzE-00)Axwfcq;o{0#39*CQ@@~&m#g%$?<XcE^p45w
zmFf{r$w|eAcN>zX<psySWlJ9f8xmw@ri%Pe66DN$>C<^^R9y=0;o6@Hw!K+7rrg0E
zf;@1X@N)&(Ihhu}KX>{5my<U?$ui3+o#I|(o)fK3wiL}{tWiy>_?Nw**r>5dh3YFB
zE6tQuON=pLZaV5iv_v_=IZT&;<Mfl2k<La${Qd=S*+lasA@`$+RI(YIGrou=BG^#e
zRHDli*%=Qts(Y+x9=Vw0kE;P-qgtOQj}u#1-p})4CgBlZqIPOemk?+nW>$QOv(!es
zU<QAR6_4Wle(7`QJyP;=L#%kCL+}k$VWpeXfCFjbN@JnNkuS6Y%5Yc^CGPF1LOP>P
z*UveqA{&`5o}}DMiqoD$K_G0s=o+6MwEFGYhqODQYD`1(6wMIA29BaRZPb+UDU$)6
zv)5R%ZM+6wi1b$lLX{xBS~Nf8{_`7j5c}R7<twG^U7`1PaSw7Rm@!%`(LRf@@mkvB
z!U$K+D%?dGLHXj5lqCh?#g@XHut`RjYmpp~if-JZ9NdO-yN|656RUm)3hc81QJehS
z{l^pFOzU>S8Y-_a-_#VZtEC}G-7)JcdL=_m23gAsUwDiWbf<Xg<SvUv8O?#t#j?p*
z+vZo-b6_GVkOM^<6{tL)6!gwP&wM)L^}XIDZag|_oHaPA>WmgdlF1U!&#2)Y11PI=
zQc391ZfRn~Eb#@9Lx4En)4BjIWwb;00T2OfB>;56*eA3dzJKG}1u*v+x?qP9#zrx+
zo*wJLI|@;{=YSx5Csgf>&lUdy7{r~xVyJPTX9A$53to2GTmWz$5Dv_qZ#$uLg75rL
z{zK!esFG%?3qXm)>U3TYtpB^-<zcVF!!Cd|>&gqDEd}!X_J8+YC9w8isYt|_U`Z~3
zw^2we_TKN?*8js>|3lLMCr0T`Ft;zrM_<});oCVCS;HHQQ}-*Jmrbsv+~O#i4<Bw0
zSS;$?Az2H?X>A*+jtvNS^?5sqkO-lU0+}p^`}PHZkZ#+jRAMHh)(0oge{x(~*HX?Q
z_vls>AChOrr-B&^<LXT5l{p<lQI}!qAnX2^hn`#lWg_GQ94!%z?!Rh=AXeR=XS^G4
zqTb7vm9nOf5$jatya1kYCC;$!cIiRHK#3Xn2;Zkp15t?l3t-V6Y-aT@%?yLhjKMqT
z7Z4{nzeFlY?d)0>11NjUiRZ`EIG;g=-b1mT6L4JsA042Wbm)Q~h5{P~#<S<ev(L1>
ztWZ(DFl>l7^k^AmYa+X-wlxSSX2B|edmF0x3~~V|Yrs(qy4dT97|UQhu;KhR3>o(Y
zKxJY4`#1f*3rb9gGhrwWD6s}sXM`_6TJo^8*&(3#@d{({G%kRy3By0Ui}kOa(1Y;*
zhu;5;??2<`__u+EsI;dC_SG|@SPhqguVXi4!xP;_EI#Zbs9Hyys@o<x)WSN(`R(IF
z9wrG5y%`wTML1c$1gig)cigiyo2~ATrN&uJV`XTjwDS_IK6zOxa7RC+_W67whD_~m
zSrV3pf#y1xw(P`Y=#Omwv=9!t%SZU}xY4-eKXULNx&Qx<p36D&K(RoV|A|_Eh-vGv
zWT{0(m5R$sq^qZH8K$xkiQ^2}%Wg+M-G5c1Eovi}pTFf^pwW)J)ekey3Z%IJk}V3|
zzS@FwN4!7t-(Xt$7MBIDbH#)*K8n^yngZr%tY1+=%2L)9bXMeo?j=Xr%#*^rVzb)(
zA=-4Yl!p+!$;NodA~HJgR*9~){Sof{MKR&mlvW~2pE$&EX7w$tD3H3B`sInSsZV$P
z9;-$~-rcd_^F303(Y3oK(wyi;Q#Yx__v6w7N#&jP9P)~oU02F8`^xYR!4mtyFMFTd
zoo(jmJKnc*Vgrrc7NC@fr~5>R=Gdp|IOf{)H@{F{QBr8gA&-jLHFJ$ETwRoyO{n$J
zwgxUE(ug06+NH|d3Oe_rJvyJjqO~3D9#j#rEZ+_+c)o8iBc{ZBPP1CqMkg;;H0>x^
zm#j<B{|x9tKOeR`ZEg0zjFXq5Uq3`EzIfzd?JsDnD>+X`@oGN2nr}(*SHLazZFN1Z
z_w#AK56|?Zjp;ZP^TrGRfDn)lP+kDNmG3TqiOjhZoC?}`-Ln^wpn=l>FYvMCxB!xD
z!1);=)3%Ri&iyejF&eajt=umF5ha!kRak$Z{-U4@nAVfhl56qGc|R?6S~a5Q5%TVa
znxk{YvocIt=Qu-k@bz)=amfZ>T~ae<b<l&k(@z89)fAoxO5aj-hJuN>n%g2X;*Ysp
z=y-PyN@Xd!Hnp#wTGUK<k;FdBZFv;NshX55l9`F~F^9tHoEH{8ai(9m(MlF>G;(lM
zS)1%TYTlKf`4i8YS=HYVM24@2FEkZzx%|AIzSYCjjjzo?a3Ia32eDT7AJ++8WR~ih
zblhMt9L$=|w0&~#gmRRjZ$kJgE8UvWs&VSKzP5A9dnxtv2MU!+%oc?87HW&g$m*G!
zFb$zX__afAaXmRC{m}yvZ8X<PLGcEbE<?F3bJF|{;zk4&WA|tkWsk`5AjC(@+^(~5
zoK>?q$aH0KRZ92J&(5H1DD24-KinqSe~ecC87<kHi-+&tkzjo{p)#L%Ot}v|*^31Y
zFPg7sFi;?@i_eW3q4@CL#J9gj%<6<FhwNV_-I7r=0O+{{R`mG-#pxxrv(1Uz3&0>-
z*-{1FhJ`j?y8x`!FMv1x%O<;2=R;@3xTPEE{?DZ5%n+%I*S~}~yZb^0#~|qFsKw{q
z*PDv?OFH?@bJ(z6tB13AXzfOaC9fA57WZeRotW1=l7q~$c(du`d2`mWxXq)2o=x{%
zNrxWWDlw+%`Q=ckM0aPgG}v8+d0(M6*t)Vn4s7_3SBt61YY7M;7~?;0xDzR~?^rr7
z3X`mv>UJvV9Cm8e)HTS$!Ufzy{4D*-EQEWq1P0HDi#E0wFofaGxP*3TRHB~K1c3jZ
zm1+6L_nI!a{Uf1kGkcfi7RwN(^IQ`GR*OQf;8jUK(zKI3o3IiV4U+^9O#)TX-Uw@<
zhWs_j2~%?&<uDl^a~cT#HuHHg-uQrKDcM1Jf7hV02X%6X8#_l>ZxGS8O3F}kWz>8(
zXRssT?lPl^yX<AySLlN92h_n%yad5;lI{B>pJv;iZxZjE=s`;KE$s?0Bi%caZ+wdF
z^|T7C)Qh<)U-a8cc?u?st?h89#;r>0C-dN%@_(*q4p`zSn1LP6vW5vVkbNN-ZMyDh
zS>$Ry)?&73u}q0^(dO5LA;;g6KTqxCr~G(!G6>066dBO`Y(;6mQ(aN|cq)H4luB6m
ze6|IaGIVBzKrZ&4$t}i<&Q8MWP0btxm#6c|bJF`_7a~q=2m~K~EpyGVhBn+mmHt#S
z1rFH!14h=vcRY(g1n}<@dm-_g*}LxkQs?2(*ocFzl%@35v&^jc3*f;5=ng9c{H<R8
zo47+%Dwq!QJn-@bkT`G^<XFrF@V#_`{v|*cngx+h-xUtyrVSPX6%6_Us4~90*e_<<
zjCKk4vUa*&RkuglosC0Ra_QSoRo@))_KLR=*j?X=I>DG*#U@KwMNk4-yZr{D&Tv@D
z7kbOjtO{`aNQZB*o2TKQFRFQ%BSV8(F+Rp<iWp~CXBKrQgnTj1^Z3|)Ai!UXDcZ5O
z>>GZ_^vIhO>Z<pKc$`@w{u6Oijz@|Nn4$`Y$?HjO#hT6!)gQ#aFV3SE(AD7&-t4Ib
zy|yrU&Geo$513>&Rl$$fL1n5GGm6-1oOS#5=Qm{VpQs4>HDT5qy#24nzjdIRowN8}
z_I~O(glGv5^D2EBl^y#7P0;-#{^x7A!VO7Vzrnr{NWDTg;B}=pDa52>dER#EdKP~S
zCfcp2-8Jvc&2d=BWP}z`jCOrs9MuM2;afDGp6tQTl!bF#XYDN_S|KK$yKAC;;y7#K
zMii0qS`;zW>IZahQ>T-S)E}9PJ4v&R`^3oG2}PGouFD3$RxBu)ew)OW7((sEnFZvK
zx5g}p!=H-IXq0|;^uJdtoAnx!&DHRrJ&hipp*wtW{H@>H!Ul(hfKQ&)786vdc&-&g
zSxTS=H_R<@@PEnBngT1Hth`~~_2I2zgsrh)1!iMq!YoZ?u-fk+;M9}i3A?m<=rXRZ
zKd@a~fh+us%wwT+Ta}r8dCp<jspY*3XDqXh9NHlJnKy0n+W4e^nqK4RpgM;teWYC4
zetYj34_;$#y`V92GGxM4Jey*TmLb1ZnpQN7k~-;4PF4{O-r3z+D?E)wF>7giq1HY(
zC$%rhcKCXbTyQ@3LYwa0$(ppd+sP1F6ZummKjKloLa1e)3{62npi=9LuIKiXE8%Vh
zecqAVuct46^p=)qbp&?a$#C9pw|nwVHg&Oim?FkBq13O~WNntNsX4vFC+0CJE-4c!
z(}DE5p}gVZrYp^v;An;OQtIr=?4zi~SsfN`d|L+KAmWF|C`;5cdVMVsfIL6bm<+z8
zI<z=k?JTB~eQ#`~N+WoH0(BjjM!qlJI@1fZDBNTq`}tZSp^}<Y;}M6m09{~NQGE{i
zjLWshh9*g|q{XD7LESdKBiP&J4=#X_DmdR#pxiwFxs*9-=1b*E2Co+dU0E*kCYjGe
ze0p?rTf8kLz=>P<K6HQU0{9#vvl9m2)$(jB%RZq*+(al~K$o4fPV3|oD8UT-e1DjZ
z_(%p#d**SHA6h4N6y=5}nrf5W12F~%KiBgNua(-i6{0VK$@P|Q2`S$kWi3XnXtsVD
ze7;>{ahXG%{hIRk!EDnbg>br$XYXpZ5tCaLg6)?c#lP^DwY3q)*{w|r@GA+Ffs>fn
zr`?^la8y-kxW5}7B6||E>AGD5hXg7|ZCJ1$9zPmN9=k)C+P8Jd?~rYx^h^=u;mfc5
zLOUR(QTWM-Ux*D5id?s_SMrYmj+2>5?!&{5)W!Rf+^#kpMn&}8+Wscz)dQQ6Cn@i%
zz&O$ujJP-j=2Q~Yn~QDhr{axBjQYXiY+`VE=1DIBC@ZPEsEM8+@4LCP7AhsV-6Wm#
zd^mv1z#VeftC40!Ckbse6*Nm4LSx197{&F<Rp_QJX+SU-Pfl$O-(6RZ*Z4{p4Cb?O
z$5+qXwL%AMOxi{NH0@K3p@xgHlb-4pp;_i4U40YvTk6n9QGr&3kwFr#KM*e?@m!4Q
z3EUE7V~$1`_K-i+UKWMnuxbL)y7jOY#o2`gd((TQHo+xXJ!ON0gnvxk{d<#5eW3F<
zldbLVOg7<<*~i>}HrX_R{gxOVb^2nLmx7t!SU*lv6x=Utgcy{G617v~tjrPMun=d|
zojA>XeT`}z{<bkISih_HW%32DJC5{f%#LR~iO!(Y<cM~ymM?wZOXYT((c$&U>)H7&
zBj3%+1iiRli&!nXngS@ZIPOjbeH!oF&GkrT$WAoP*z7kytV~NI3i<R})p+X6)t|#Z
z1@dD<<7_<+5X!EE_QKYJFC5T}es;9vujX4lvcKj|$P+INP=0>l=<nqICAL~!(Fj?n
z0(fMT97MJynpCHD43BRN@7V5spYImSDkEBa(LH@;fN~p91%WYTiOID|@{Al45^bSz
zIeVP1qs+P`MHcqyK`R9g#pY(EGp2UE&kyc^dW^BUI(<TWY)78E{F{XX>8`}rH^n_T
zkT-n;cTOkr17%0cYZ3_@j#9^YAJJ>)5+Og=FC{u^t1T2o99SstR8+q*^&?-k?pfM^
z6;@Z(y{}1_9OsOo8|7msC7{N+p(krF^f&Y2-yjcuJ3Vd3*BKJWV0kFDv!^Gl=YHKF
ztQNDX2nz708>7Lc7OY{=WwpTzVDqc+Ildm@`9DJ&f88gHAp?AOdM*GA78QLS$$|CS
z9D<kV9;x_IASwQMFDD1GO|v>jU+yA=WtzPO!>`hO6iv*K%6$|I0+071l{b}`Tw`<6
zts>JSD7&_KN50=Akb5>YLh}q^Vgdd5!hxo`aA}LERqs}lyj#qEe>h#<gC3D?z)!n8
z<;3^2^N8|$Z-)Z?git<DP%}Tv_X;UP?dxW+5-R0!ajUDiQylMOlo>yL3nRRt9ducb
zL08Ztlk}VikFlfko)w8h-hIvu_L;!5gSiBc9ZTQZlla=ArKzXly4!f1AqCC7-a2hv
z5CqNUl!GJ?5PT13Z!lrd(KNu9q0@Baz($lL)+a$Fk`{Wy2_19vM!DjJR)b`S#J8u%
z5BBF0z<k>uY-_;DC2ufgXQ!&W)YpAu&S1D^`)+qKf0T)lu8`y^<g}g{mWvwoq4hYE
zPZFpwbiQ`uizU0HXdKh2t#R!!Y+db_{O3?WC(4CbmmpCUHet7LO*L7Rq8(S|sVqYv
z(qIOI+gE$w5`o~~8&$syEl2|F_lA|%zi(Kz(Zc_1SAC>eX2pjt?R3u_V4;VO2k3Dy
zO+vrhFRk-h;#JHPwgb9knW?HuCSrY?vlz(Izzvb#=`6{P3+CapJ7*Bm9W~}Hy8y~C
z*%yH2Dkw+@*ULHX3rdeS+{VLQsa&RGe7t%$l~_1R>!SOkqo}%WSls7%e~YjZhyO>d
z;yTC4_*|!;C3dGPy)c`wRI=)=GTn{YFGb$i&H96G|G3oW+N@~;>gfH+&qM_=lRQ+m
z`tP`p?mf_hWS!louR(!U;9<2iXw*fz&vIsT;`NwjI2xzT(vR85B<#}i3ElH_y$PE#
z<#dYzj#hHhKTj@)i}PNCuzd)R0TvZ$92;v(7hXRe{gLdc@m;XOR=dy_sjAp!+KE1F
z<H}Ab7w^Ailzn@cVY<F4#Myzde(sxbnSf>t4WLIzNT4QB(DHdZi#o~UIkWOgh+;76
zeD*bKoV;qPF>P{tKtbL2$1MVuOL(aSjWJvMoFu363&z=7b@Tq)2%S^rRuop#1<zhi
z)oopOmt*&=CH%2S9n-@Qne1o|R`P06RB$J)6)1%+Ro0Jk1J%aox@21m^4kMDV6Y6I
zM+wRa_mX;40)~5v-`)fAa&Ysq#z|79<Tcn&ZuI6*(4f9n=KA_*p&?JV@9H;%{ph-^
z?c0?x!GxQ0iZ+xNwhln`Syhi6l=`NQSg^L(T4DB*5^e^Ns|3`2fBTK9&!TkDCR7uJ
zWZ(88ZH=(igG5<jV))yrH^;NMCU!iZ=42L>r{vi8cLil|q+V|*m5a4Tb()NfYB8Z<
zCD)>!+>VKx6WTiJ4&oV?9N_yr*khrJM?+7&-~c>k=Ojol`>_#Zk2j#m#UqB%cp`G1
z)7EQ%8Nh1Vg`+ox_Yo@gN$3XU_TJug4NlFoZGy@Wbuf*C6?KX<6^^V3)UYd4AAfsb
z_AK}H^X(UzG>}o7gR<j=tkVulF*Nu0<uK&E=4a)G6D|klWSAqwT@*YV8NKZ#?Mh0^
zzN4Rt2BWxSapVDU#%9YsLt8wO7l04w>W5=q=!9#d3sTF=tQ;AF)BFlM87wDL^%6=y
zS2D}7_S7jdO|461NwkbsKdX_$ysf)jo9A(jXE}45elu~?vW5%vN`Le*G{U{2R0O=y
zH$&M~ZZp%U0yz-jV~OY`FgQYOR0+z+fLZ$!7)j6EE*FgTU}GPr{|pQoCYu$U{|U3A
z@!M&K9&<HXjq9EhO}qv37XC&RXty5}=_`?e>3PGUV5Zf-T2zN8++~O5eRCf^@(ZRx
zNMm@*9lTj7QW;xrP7<q37uhC9N-wtP{2US%<gR^5MUAd@!NFdolUU`RmkPU|?CcT>
z-QT?cmXw&0XPhUr=Y#@nJ0}-FJS*zO8g!rT0~iY3#7cC6A)-idCOWl%&ujfw`Zf^6
zhZHBQFjxMoGR1!?|L24K?_(0mGwTV@jJc?jh^vz+Wy8t!w_jd?U)pNE>^2`y$^sn(
zA<ID(cL*p>0ElLo<y`=-!dQtlf9D8>$8Vf%9Erka@Eu-c0o{Ok?!Q<Zo3FrYufT)X
z(<<A~M9V^*ZcNPNpDb7P1UEbxR+YF24;$x#bQ#eD@IGrZFm@a138z9*`?tLG(V%is
zI*+%8cYvniIpEyJ2ULNfs9Wt;`y%TXz|rxqQ1IJ%#0edk`*M0#V}_*xO~*An*JDs!
zT}o_c-N&f|;k|(~K?(x+AhHOI5B~r&A)>?D)@(*DfSuhjSIoU&BGCFIYx@BvU4S6t
zAmQ9@4ha-hEe~Sxw^%@{0G^tNF=e>~`i+TT@<v;qVcUW}h65V{>fIDpRPh<8E0h@F
zpF_alddDEj_?*-qevUPTF4+6>W1|$H*b6|=2<)cXeBuc(g}wI|S}uV95c9ukWbne$
z%tt^MW|CH|Wf)=IRCo0nX%ZNk5Mv6?ZTZ49!D=@TC&U<Sd%*%o%;-T7I(2!Q1T$gc
zEbeoebFi`5MT)<qmt#DH>t9L|ce<$qy*SPS>!m=G9E|sAH*x7k>bR=}%GM;4_kolh
z&AQd^c{frG+JPW6AK=`x_ul4=GkKMeKMMZ~)4KkLY5y0i6Ng{PW&EtWziCR0A^aa|
zIxtIZ!OoW-x-07NOP@NZbyE=FTmT%uDZWVK|F`s38HggPq9S)9CFEd1!95xUb&qbF
zC<_Gf-}-wEUJGjQ?Dm_Gj&p&4KcRQB1H<AlK@y!<-H`|P1#P&UV1st)gMSF|{o^Fy
zKVnLM|BRSM(gv8<o8Nm-(0c&3C#qoox94Bk!~YoHxI1R#JzNo47A135xI69b<YwuE
zvg>AuYRlg+YV7U<1DR4z3A;>hii$QES`-@S5EQ7aKz{U*=`cl~YYF!ox-E^><J24q
zw|^!7e=HLP&F732?xTslyf3;th*c%>|7Vvi(AKs$j3cL;$Afsqg*&=C!mFzL*j=nA
zu)*6ja@u!19CddndR2+!cSb#g6)mNTokEe9I#IvA3YC=iM_d4A64@x2DfS!2?IH7#
zmZRy+x$kmtgt3>~l>yTC^`CnSbQk%16v@Ay2*(E+E;#7mdmIl@D8I-aaRvfh?DMIs
z|7%&uUzUgb<MS=9E^y&cSqkm>N;jab>WDau%sxB6bpZs$Sk-;M00u^_j=trP$mEs=
zH4b2dAO4D-u)0)V0NJnFb}E&wdZ;?KO_f7eSA<Wu^be<WkB?)qr_?w$;)d|rN%+7Q
zuy)>dZQI@+?fD@OZa0n9c52%mniae_eS|nWQ~C8Gpz>EEf^DmdU?T?S6;s$?FofLN
z4d|we=>>t80mxsEDUP{b01BW5^;-!aMU5HQJ<xvHd23J>a{+jTo-hDj{|e~(AC?jM
z8&jegk&yPuJ2%HEC5yagEvnTD11b+`rdd+v=je#xPt#?oI!x7-_Qi3&Sils8M)UV}
z<n`fHm7fx3zSy@Z@v%a?Y_N~}!HpPj84A|5lrEp=b;0)~9YL(^@@P;|S2*_ZjLmO_
zdEz*%lg*&_bjt<w5ktw;CY!av3vZAWLdgsmcyO{|XsL6u$+q(gz)|u0BK(B027Zbi
z<D#Pm25Nn?u~FMrprMqmIJ1~|!g!E)igg&(!vjBW4CJi;1o^9$)iwn+XpPR5!RPk0
zV!&M^bhlY);DZaLpiy^NfE_{`pOZ7RVeut!V*qG%vk`Q~Z4CUnrv_kM-!hL2fH(?)
z`Rc%{4LI4uuLNo>WYi}hyiW>Kzg)e=cE0SllU0O9<Oo*SG*!oJKq#ntndyA+ZH@cV
zllj-vc>D;(ERRq<#@P$45kEDck4Zjl5wi}5$o*yGr_1{YYD^o|nxzb?E#@tw_orn|
zwaTRn;3hOBzyu+W>Ca;}TNqo)T``k1i&)Bno_pfVb+Y$g(v0TWpkvijRnam}>$G?P
z%L0alj$GV`o*n;e6W+ybocu$e;vcT~0b}Se<AJOj=%1B~&Xzxs>TRi=YIPoz$%K=8
zl+!Hr2>;Qk$FIHT=bzpWUk`!(umIp)2!%;C?!6r1)^;(b+VT>S11UkQINS~#KxGRx
za74|{91rMnE<wK!gP+_O{DdE)E&v9_cBylM8t56ZE4s8J1}HcLXOA`E5-^og3m(t<
zpdPfNTR|H;R1hoS{i~QU@r2Y7j=3_or1s4Pz9#bLCoS??0E1JSfpbDH-Cu3xZ5c!N
z>BpcbuC|_vAtmb8ZZEJO<#&JUheI&Z=dV|eKd5nZx6-or8OPwi9#8yW2_N(@1pAi?
z_OD3;to$ip%KT4-*$kUkE4XUVETz;T%Tkkcd;9&S)ZhY9O^gj1_X03(OY5B6<Dcuw
zvZV@5lu<a}95Y6+r0n^GCk({+Q!=@z-Q6G1JW;;{nErVu7zY1|r@krh1sX7-o4=9c
zR5!*>soq)W&$?XmQ(`%rrFvYEd8DS^_-NAkn^VGD9kE}qHgND(%Os0=^sW)=FuV9#
zZx+6L5PD!UedNENuflu5v0Z4r?%U%^gb8B!bjwjHnaDYGt$Y)62?Z;cbvC-?QEoM3
zIbAvZb+;BWlD?mq0Fj-GN~=ARKC0lL#z_RTOuwd0(t>VF^ckpYBJA#509o$vxlS``
zJwhea*Vh+-{PJH*L7Dxn6f1#H0c_zN5=C%#tJ4#BPa;Nje@6qpvk8xf4G$7R&p7;j
z^5>3@!4bfyiC+L3Z99ALcqan}pcj0LhwcSX_*-cjma>n+1QbKC6sE644@D*1KN$dh
zs*K;d<BdEW0mXL(9J}${5K;I7%LnW^@*L}mE&!YH@5B0=!+$Fs154W$SgW?V!1inV
zu@Z2d(V8~mJHpi#n#;MDZEMnRuCp<#l4(t52%o%$oL&!6j6;n#L7vGgJSsIqrHMpM
zosSGAeq5>L|Efq-2_+L4-8U)3!=6g4EfxIJ8U3Hl^#ANWq`+6Wd+wN5*6!S|C140a
zfN2`&dLxEyo(++SG1W8$nhMsA8ozAQWGdH^Hi>i;A4%ANt5V+PE7eiG({Mq$zM*o_
z3)(bROE5#=ZX6yer!Q+JvUAVcBh3vH$=U^rqH6Ghvn<MnyWS(&KKe|{UIG?R$o<D+
zLHv^Tc70r)EJQD$WDQmqB)2t*jHyuUri+@LRg0*$aZKv{SRO84m&F$Qb!5AUay`q*
z-r9ivaDRPdGDN;8>y^xYH(!*Gp`Mn=M>>SYFr~y(@y-6bI(1<`gd;SsUJg@Hc-kXf
z)_;9ye}?~Va{y0Q(j0r&qo+({ozer2z>>>$VP#|T_zzMKRqqekrl2tDG>o_y&HlLA
zYiI?m{@`F6pG&-+>Pj<HR{2iAwenJqIiiH4+-s!shvkeT>2p3L4F93YwLQ%@c|S{*
z(t+LfOmYgv(O`IrzjtYo$?S%)>22@#NQLcmUA$vu;+GUU-}ejZYKP~uPQ()^g;H>p
zICt@*y%ir%&1DWkUfB)me^q$GKf0<dI?h;b=!tpsVvF72gIT27106<JN0$@<<3mXe
zu9Rw8DaWs$xN=`+%e0e1`jl8Kvc3;2sA#y+M{U?Y1&|!qkZhN=)s$#<+Ll?LK-XVm
z4S&vELY|o^Tn0nZ6z8udBIdwMGR39y&a=`PEKOXX*dQ3Siarp>`TiG!g)+V9-S_Kn
z3oIt3Klf8zW7Rk21^1pnBSL8rb}TIm&k|TV(65y@!*?%$t+w(2313eREG2Z3@7`(Z
zWEWfFP0)C#DB43j=?4V=FDwA+8rNgIIru~qsF|;~-XDZ6Q@8EZ?IB7I;Kz7YzrTOw
z*ZmwaSqhd}>`Ohr9#yrXa==p(OO>*Ht-f_s&`EJnjMSr*9$EfqBVBto(f=^bEtEa(
zhabLwqT_nAe!dl~&O1FSjl{xq0GHh_aEr|bGF*$WKGk^>kbf&S_B2S)=1DZ?dydcz
z5GvoF;oC8+-xa*;v1PYf2z*+3S0-Agp1Fkh?9M+b?$t7!ar*<u=X5RJy6({Ak5>o`
zHO{nXBlo|1uDzO(=seFqeo*VfLIiG!C)wWf#BD>xqIwu1oYRm_^i0eC40*&dTQln$
zt7A4JXAClh3Ab7Ctoi~T+q?^MDZO!b<Eov(`<jPU$U@aV2Au30JWSx`Ss4!g=94vD
z&p&=HOA^nPx(W2(yT5F^hwog~WD{yZ8@B5eo3reC%GuQNmCVOqrFzrB&RRHwlknps
zn>Zp-<AxqBJ;?K|Cm(6pvXJF`$ZIzj80|N{%?H5-w|>;6X@+-=M40Svde^3k%7`XV
zCv6VbmXWd#+|jbXo;+-(H(chJr6s~D3GO`xGHepT^SFqIvionBl0~KRg#2CT`u*=T
z#?>Zc0(2|GXzO14h&vIQ6H4Qs^HI<XOjxo6yf*csoJP}(I?}uQU&H%32zj%=qh<;Q
zU;{c>ckg*pfOe+riMkgeBM<}{xOA0S2COvxI+0yk4fM#bsGILM`dEBjoi4F>8P2y>
zlFZlm;e9U$1dLTUpu~)&usCMCj7KMd19-e!vWY8jzWqTRSSOaD$``hH^z2OL8ZS-z
z-Xf&P91YsH*p#2R|NR2aa20Bt#Wp6$nQpTLb`ONW7WwNipa_ATB!f4Dc^mZ!F9D;}
z*xdedOL5BHN=|!AlkA^8c@1Tg>w#S2qSuQG`b0a9##f~CJwlt_=MeTUG-+(PxQNH!
zv26LUlggf9=IX8hBQmw1Po>0rO=o+3R{fx&O?9|Jo-ger_1#ccE+mGh6Zg@>8^B?C
z6C*J<TIfw#e$siQlVM=T@#<rdgMQ#iog(w7vs2m6_~tmFD8rkXh{|^!>l5R>i3<5c
z{HTJ#xb%HN23TMFf?w<K@a;Gw^G}(QzP*JS=Xo}dN}*4My54`faVoSfw&yaB$N@Jn
zx|${^o+NOEo@$59(s<M8ApXkE?PQw9ThDB+5aNNGRs^Z|_?QOuXO%2En-r+j)z^98
zmF|9De%LU_&@$7p?jt%aUb}0mR`YsqZ<{ee!9$6j)|3fl<}iHo&Q1XBtK!(?<|P^<
zXHhIMGgtNNOF}EtEs%2mt8wyu3Y^_f4D9z;y4-FUyKBr-4UU03P(40joz#2EZ46o}
zuRecf%y}%I4DLdfJid5aErFQXR!;BT`O@^IWNq0K-m_<d*THo;2KiSMRQ$Cw$NhDh
zAkoQ6b2c>(;@e!-Gm@3J{7RqCWS9s9V!lY}bAD+JLT2!=Z0WdxOl01unExZ}+gHsH
zbs}GyJ7Hy?KStdRqtJs5%Zrsbnx-Z*_+4)h^fbwjnnwx*Z;ACDN_1nAu0pR^y_+Tp
zU3syB-m}Xd4iT-?PCEyU!A6JuPw>&U)4~u1*LgUUth{Zrx$T4=p$-OySi$6;@zIlh
zDQpyMXzgFcl>R4WI24*F*Vyb`1JAjWUH_xpC;aVLk)A=&`crN2V&`?vl5pv60rytR
zjoVAu_s${S7IvvV?mG0jqI`pHj`6ai^DX01FEyjq=G35UAHRj*6wMf5B%{l;zrUm=
z!=S<Uk`s^leB!N5BhY!6bJ$veJu4t_8Bzx2;vJ_A$NGKtmxBaTEw1-kQ+ZunS5p@M
z4{L884|UuAjZfA}j6!4^h3r&F)=5H0wvfG2!X(Ky*~XIWB%+9seThj~vX{LiyAj!C
z4Kvok%=9~_uCCkly|3&3-p}uO{_ryMna{Z&=W!m#`&dr-sAsiv>#RHNDAT&oCePds
zne%}L$<YcXo-)_{#jPFLy&gmee)|;Hn&DVgEU^C#eW<LrLu9cdOTp`40r}Z8)Ht@3
zc92;qy}SC-#^!==zH-xIQ{_Z&NyvUZOyLa+$Ha~DnETG|;--fVS)aeoa4QaNp4ZO0
z$II8&u=4S()b0D6?hKMM@Dn_>@jFf^)7NiKCk#Hos}9P#2CS{UoEL@&#68wh$teT}
z727h1p@g~ofLOMB*VQ-tfE?~o11A}*7aKVLSlryWjV0h)(l-5gQ`Ml4V&}vY?Yb|<
z#p^S`&(ribxS%?xeiV?AG`_j-yJWTE1X9(sq;h4-<%<>#>U-ZpnH<79XUOUW?eVZ1
zG+xYm$?hMChFw5BB=b5ZjM-i2`K(F?>dX2YV?SmDzZt<bNBZ=fQ$RV2uy1nhn7`su
z?>_)JyTv=hz7C=mrfy+Gk3@rQ<D@4Bnvyoi?(0@-aQou758NN0RwaaQ8J#x?97Jec
z&g{I{I_ni}Pp!x5k;dJ1_VCf#>M{)-@2XJa%9r=p=vQ(l-lp!Wp1t*0{{B{9tMliK
zbpPXWp1Q)ZMLCi++#j1lYF*7)km1|9r@BAOPX`ya#ffUa&m3N8ztIKo4aVX2Drr?$
znTw;y%m*y%%Cqc=I#N$1a}L>ZHAYpzEPG}2sUK@beiLvPxccOb&|tRixvgUt`ZvaH
z^(qTQ_V_)q4u|wtVwFft5|Uik_Ajpr#of1iM!KYXE9=`=eVK#9mty5Eo9#6sFo_<r
zPosZ!Q&Cy~EwpbH9q-YSrQ+RIkd{6@?-00lNdC5;I};--gozRd$WC#n21m@cvaf*H
zj1*PlCW@`3DN4sTf&IP<QC@jr_I<xU&+kRmg(Hpf_NGA(62fyD;2hO*6Ea-aD|yf7
z6!QUf*$(!^+mZP!-_*fJh)*gCa}wTT#&uyR-<+@FA2qK5*-HC+HCw)9>DZ!}z9BUE
zP8vy*ew}qs-S67}`9H5Z1c`12O|a2Fti@QGj$6&ND4Oy6(i`vh36(r>@5Jnjs-&@y
z_DJrTEQkb+T|iGED<m`SgFxyRW#JEFH^zA5<Mn9^rS+4w>%un}3&kyq$m*sZrz-4(
zioDjcyUx;GnH0be4Rr_fM*>UO5uSY<YqH+jy`$PS>^d}Z2P#D06pcY`W6U!&gsChF
zo;gcSSEjV-h$Y&oWT*e!HkrV03i6uNt=Ty#<9FHMES<w+^jE;{QuIeICTtjfoT9xf
zv*$aU20oQEh{8J5tw~$QSi;`#>;rJt!%B0@qh<n7$)4HIjR0svD*U_Q{h#ONKfX)F
z`{WaH=zW5pOqXB7J#&%R>Q+hi<@1v-ihy#uH8L}fj=2r{@KB6vHgV~rjf2XA@E|fX
zJd~e&wI8*)T^j@ZDenShj%5N$+T#RYUWefVea-^KSR#i+#$?QblmhT^8bSatqFLze
zkTi*Wb<FTt1_aO%3ud>4sb`=B)mlDO=OHY>hYWx|D+iR?*?msGe#iLUr$gH+fBO`0
zG?<}^_uT;yQ$I>(j)9>%nJ5JSa#0Tji@v>Q2sJvmHu?~C&=&vE@nmJD>(J+m_VAfl
zxCj}ze(hNeA@Y$`K)2Y+Nu-QlHPDTc$=I$nefo9~O8o#yKz*V-0W77SWpWwV@_^<#
zxUB*vp^nUq<^@0r9du_0grBOYz*m9Y@g^oyI1Re5Q{^Bcsc=n>R~T9NJ^k+JP5-G6
zG0U8r!s!<>u5?kQ`?H-L+cR)E{x6F_!+wGx+3c#zN^7uQXQXK)kt3zVnGKmy|K_Go
za*TrDhCtA^6UGU{gbl#uEYjyV@=ulZz1TbDHVpR2tQd&Kc-y7v_#d4sC<o!5y)&}k
zMq~-Pq|$tym$RPet96N_dk3F>+vG3C7=o2U!S@rrm}n|(p@uG6z@%E<GCB$-U^#!A
z4vc$;%;p?ZSCfSr1y;>M{N`o}W@o-O0F?6uh65`w@5>IT&0!d>pq9^T&SrDimlmX@
z+5z=cP0*9h)h$=5;p$qpen6g@k~VErvDA3YmdSU6x+RZjyxYRgo_AgfT7`Y|SDN*a
z!f(xyo&YhEGW!@pz#M4PeJM#L$LZzV>A|Rs<-iHqSZMJP;`}<q2UNJfZh}7h=liJo
zSA+o4uozJF*92Mjtd0`JV4<+D-F3@vG$|k9s~rIKs%`h(2fDTnO14ZuiK~<`zR`;r
zzZG-q8uw#|M<QdbIW9Ino|v@UG$!eHDCkQfyOVgJNo8*l(;Z24fj3muDwIP8oPfIk
zdTO!8%6s!8oV~ZXZ|G7>D&t!gtle=eMz?S^8xbc-8_(Q61bqQeiKVPpn;WnOWCLr!
zs#*8GA?Li7=|)ACUcahb>aVWqGVVElA&!4@sR28i&Z9Wv3!?JIw#SP*Z!9iVSwUAf
zWT!mQ)TKHOW^Q_iI2KV4#h#WwAtEtO>HbPEGAlL$P|CH}06KFf*T8VuL;&-uF(#6!
z!I8Nz0w|XrPDi{3p3(k#HVc+iZW6i;{el{eA=h{}vF;fI`yxjPyra4!wF8s@YzCQi
zCK5iYYzqRY;oIxWz~e6nELbW&hC~n26#!M%IvGr{cQbsArx?IaaFW-igTRIB4&00C
zM+CM_<B_n5d}QJTT|wrDV-cFJ8_>Jees4P_&vL+VIn_5oLshUHARbW~+KjB5l>=@2
zAx1Q{g{j}8#`TaL<RBB+=5!3fh%62Ea(f7A3*!Zb%T5N+aU>Y8G^GFl!h%&N^|lXO
zL5=2b=Kn0K4;;;d4#PI*OWpJWT}#(YRgU-7eqq(EaJs4++CsvZZ<q^H2~S+PeqmDm
zLYGH=?mK-2h_a|^_dn%f0?hHB(Axj@xmx$z<<LPo%tXuqt;{)71B)X=EHWuQoxX_I
znO9Gvvmib*IM??I!{|^8^Eb5*EQTzV3qPIbZcQ7TM1QP}!ki|+e?a(ZoXPdBs9BAg
z<NrCW<O(c?)0>fA2YbzEdJcOvf#=+F7%8E~s{+F_Csu?MGJbXQ1Cl|im>V3zknYY>
zn!XYShBd_m<iXYDXq0(3kJu+NJ%TZp2#@YI`2@7aJ0HCQdQs9_rrAKJ`;CVDxBr{J
z70h%*s~qgVvy5((V}F#qcUWS~|CT7nq!50(_F>cgy5{9AW=)cxD)7q)ht%O(>bE-{
z$k2DY>%1+xt|_tSA~9`6Q)T^Yw-mtL{?m-BSqtL5=sT<3$DP^EpAL|U6@%Kg%(kpx
zoItL~BWuo!HX)`loYM#m3T}Vq3~`paHqbbU<D1$O_X9Ztk>LpyQV%QN^%JQxhnK!i
zNJ)^w@np9C&cEBF|M={J7f3F~;V064$9)+(Jm*nfXZv{E=gkSLrpxP1NU5M&HcO$H
zQVt2(44Q56*$=`I%WEp7Yh|?e%LD7Ca*<eaWzGugo;ij`8Okp064Y6&|Ht$FpVr0D
z$P;$k<aFJ{FjvFr5sy4?Zuy<!Xsg;l|I^X-G}r_kyjWw>7yf$kkz*{~3;KeW0Z-AC
zwJdMqdS9t~OZ&AD;d+n<T)|P?vUR<Brz;7+n&G1nmx%wEjjFg2AJjlrQTF50BA99F
z#YQ~iZAy~1RtD$%atvxV4FJ;q1{9vJI61m4%z_$Yb-Q;#KKA>O3|Vlx;Gzke<Zzl%
z0xb`0*Jtj>OgFsg?Awt)AVmIJP*-{Yz%n#J_Pd{7f_{Dx2zti*9yA5E$gifrA@6Sh
z)Q4RScYWZS)_i4`G_!Y9dj&?&^zr@yQKxbyQbh-hcksr=5U!j8%;=H<<vop-da1;V
z{iIT@x;1|5*rctFca>5RlDB2qd#bGj0|ggehD#W1mR+(yo6iHAI}d)D#CoI-w_ibC
zpdm@<)pR5l$Tho$iQ4t~|9Z&3#{X|a{x!QWC~~K~aUbeuU$|R04kYct@Nx<@p8uxg
z0fUXc)_!t~kaAl^?~uc$O7{?L$2Uz%MU^6mkNo(K=n|#V<>PIL9hc3lp05vir?|0Z
z<8`6t^kFei5Ux|hF*QziPhWs`KS|>BRHzim|B_?KVZ=id+S+jR;ogm$u5btrNU!2P
za(LS&Ud~5PqU}~EjMh6~LC}vi@4%r*2n=a}9U;n32z+cn(i}={4Adlls(a$?_2@G5
zJ?OE&L7YVPwKzh|&pC<|@t22XJ?ob-NU%EtF-1F$9=_ewGeB_FLz`D~v#_@vLVGN$
zCl5f?1vX?VFnkHlVU_*nx`qwvYTaj!u5v&N>_F7$1HC4eACMMo^!gz^8&N^MDbXkL
zrz~T?Urn;aMxp8%^5sVHWfcT%`ZbW5<N?(tIYf^cHHs&*lAZ^5uzacGgmdCCgtJoc
zSvNdAnFfjjvL#o?HjfhETLIKW;f;Gt$keuuLhfx!b$jlE^EM|Gj^jfG!*Kq<wly~a
zBkqNbYrc8p+PGouYfnTpqsAcsDSOe=2q!SZ>l6R3K0+6PQXTc*R0sW6b>_e*^9A&p
zAsW@g2gKK=tAGM`ci~<gvk$*Z7U9<7DP*E)4X+R4o2B-V``137>^1m4#f?{qHqwc+
zKCJ>92BqhK+(hXqk&hj{rhp6q);oH_&)1X_(dP2&7~t6VfNGU8LBL=LG=Tkjf6NQ?
z=e&Grm7nmIo79}7#BuFqoFOr#f=;~)AcMq8y9dJiS#|N4x0FhW>w+~n<oD82-aPv2
z&APvxvvwpFbSkCV;g7i_@|pYZ)XHG%j=U$wd&|?8gnbXr{ea;D{S&i_A?ZcS29UQ*
z$noF0h^VV-UkJUHd%6{q&(GkwyS@*&W_vT~o^iF-qi=+<5$*>P(5gBGSMNH@tRQ)_
zE+J|FIft*sung{7t15{{9pdHj4P7+sQFrCP7p~fxmB(SMY|<{vczmfHD<*UC>2`R<
zg<+9^Ni>yIYCn%>gVA#pw1*k%`g>sJ`l2~w{lS{+w%&su5c?15aKW--I?WeCzsvzH
z9U$rEzu_0U!)KYYpJT-)VnP+<f<qtP=bYXmf6IFN^}DyPSR~qt5HjI!-Y!wCc;jn<
z!dBct0)E@b!1>zggqb4e7Nc+n0B9tf1PjMD8S*YEYepe4a{ZYlX<1a2lYG_?(;#sM
z_*(S4S11qS`tl8h2KfgVhu{8yB!-3%4;XB;Isf#YV4JcXPlzCzR#y2sn<tXl5&$KD
z@Dnm!Dep(s4wioM7bo!GBx>|}Oqm6$qY=1RVEBPVcJl?QqrVXBiYOqLOE8fA)@_If
z9F^mP7ms<({C2O{)d~vtvP5cYyRQx>oBO+X0VrOm`TCLfh181Q{bBWe4LmZAQT#6M
z!+zCVYC~jngpZrq+pMnV17buNe9z?V7ApGJo3Ptuz(*t$_=s3*0!nQ=2fh_r{D4rK
z#}G`+*@+~_Q36M=w+Nt}1@yn(bs1|5HJxyd9L|oUdvZeO059!LRQ>DDx|wBTK%mV<
zHfM3C<2)y&4t~*5NjqBVe&wU(qek!4HE;Q&tBu<%iwUEvc#5aV&du^aoJ&^Vpgq{n
z_BeZg)wMvWt3Tt*1?&I4%fNwacb7T;t;?FfXVx?pY<@~t|EL};TrgNCFASMZ7A)Mq
zEdl{J%CJrS%_5BaWf7`STa-6hee<DP%P`WKSZhavGE3>mOZXx_k83<TE+)>f-)PS3
zSI53Hh{_GSJHN;|<Z69Ng)8&c>DuGiG-u<gj#bvRE+5x)wDbi$!ur^X#PY-euK9+f
zOUddY+1`8tN#?7J@QJME6jz?aNEy$b8+T~G%G+~|4%YDYZ!iqGy)AuqJh<7obBZ%U
z_U%&GoP%O_=ZRga+HSS&Z$ArB%M5>6)b=txIf-T!3RaR<o{!qRcaZU=?}*8m%Qi@z
z6EkVUqnmB5nKsK@I9+x3jCCG_ylQefZ0xDTl13gz+uiBf=jkLr6ZlPQ|H~r>a0_#X
zrF?TwCSR#lar)HWc3_3o+f<kAS6Xt^_Q*vD<m!PvogS<i;lhO%SXe1(Vt1pGKR*|2
z1`CRk#<c?Ki6?$Q9+`l>b4>)rr0aR6h-*BA7+C7OvrmWE?kSV;>f2ibb+&WAeN}$`
zzX&8w`Weg3P$jM`WPlGga&T1SlV`%HK)5$|bX}C2%;l1&J@(&-(v!+Y4N2A3T=<}U
zG-!#0Y`ViX8y20|Jo?YdP&G?vsEnB2L5D*FR#J?g?kF@5hpuJ&oWcwCeUh{0?6*-U
zdpu(1+HYS6Xi2o$pt$6wYv*ics}O4`Ew2T>N87uDy66QnX(Q$C8!GyvUN9`%AX3i6
z3h{p1c>9&DMCB6yPD9XkI2xp{a3pi~x@{g|dDljm<X;CaHH>-HwX8K=+0LU5<+q=%
z8TG6)p5-lJQfCdy`jsg2_lzCA?UC=5@WLtkN}KO}(FSL#L{HmyY)%EO)i>|UMG+lf
z!HZKjyVfRzdd=Y9GEn>Nl5}fmhQm!+=0{njIL$JX^>8Ilq2p?$OQeBq(`z|%3Ff-F
zWv@!ZN0?8R(%a-Mn;Z>SL>hAF3%Eq(=bxcMk5t;S#y-gM;AjB~Z@6&2z{#YOltjP6
zO_ZF)O&sY7{w%E5f#!J8AY8<L&q+(UrT`FLb7hij4MdL4U{B))A2SflERMqV+H5mt
zNrXqwxC|I}Dj4dQvFm4m^rhDi7=T=<)U39wCHhp?BPn&M0u%tEF{auKrLpCU@tShS
z(4l}A#cjeJqpXF4t54rXqc*I(Ol`D?d0LhZ0}=0P6>Sb_N~YvCY$)IB`1ZD3nTu4q
zAv>7Yis8j)C%WF*Ad7UhB<9bxNR^;45tV53wNWO72l;5H__~GdPE}~b!JjS_SeXnv
zXLdKoZr=EcOj$wRlK`$?TLAVvLMpSGx#iZqGiw3|iAgnH&2v(>C6+SyUUn5kdPibK
z@TM9H*oGRzuaYxiG+iXXstS{W#t*-8j|nk%t-6yidIH{yS_ipySN@U~mSR1ZGkuO+
zXij`Jn)A@-RJxVpnBR)+$H5#A6>?uUvZJw>VA{ZL9(VN<T`SAZ3NNcE+gQzhT`67f
zoz?02$^dE0k6)kjo{MqJRs9erA`s>yKhB_hfa}@Q5y!`?vQwkdaf_*el`30GNy0_(
zk55!x3s>yYxk!_q@Hl{eOgJkujkZY;cqqnSPk8JPaz>|7vo#Vd$lB}xP+7>w-d4b}
zj5}`$TT6kHy1;N#<hDneLAbeS*r9N9MhHhH00vI##AFGwLJn#OXQk0Jv6jT|p&ibu
zS$s1z{4Vb7<bmi@j4s+q=mws%^9mMip5ql3B+;g1SBp5}1z)k6Y%NY5u9jnB{DDU<
zj0G79f6cApkxa}tM{wR|-!Kv{TNS?PF6&i|dXELy&a@a3>`dVUgQ>S(Npy?A!|3O%
z>tZe2uM8_jsIwY!{3oq%_iqoYBN`=rjPQ5*--kKD)gE*l^N^OKR+*@ATf^|;<hD(!
zCTet}=Z@E|toX7Tt6B{_Qxr?V_-uD~sk?Ci8^J}YzbxS&Zn)3UKE4hmQ#+FjfQR|)
z;$hE<rr$b0gstrDtNSh}v?}|xvy8hOaIL3-e^<@h7#4ZlXjF+5OVdgVKPh|_)|j)D
zw7Bq?5C=^jvzXy7p|!KQ&UkTMUHwby%S<*yCe>-QnIBK(&aH=QZO^CL5L_(FB_=7Z
zT%j7?rlH6Su>C~u{x#Q?p?QO?uIR>fSf1l1CmtTrc{+G<lmVH4&|h#zsnLtNWww1w
zpT0CYzLfirc&9+_y`mQZ8~n0@|6<kgU}>LCFzUKF(E%*lFQHQ==xe|`;w7<mKb`?4
z6&@#znd8ewPl|5ZV(HU}Vrhhyd!0nN-eVerSSYJJ?^4~kUe8erC(+Mr9G8R7!h#W6
zM|y8!W;DIb#ax-wBfCA*z~o-Ahh)@9O{zl#Sv|9WQyH97`s}_DN@!gX*F*;~%$8jH
zi>t`i6aObyaVN7HqJkwI(!GL#CFfTunfMaVG^)q(-TG8rnxI-CM-ddKHUt5@1Kxgo
z^`0kGww)+d5vPG?4^<KpQL$w4EyBXT`lWeO!OiF1w%-E_`NGGg=Qusps;>P2)07-r
zig8vu-{Omff{_$m*7=#!M=JyFI2{ilf6vt??QKGizPCu|_R*R^G3Y+J`gS$lXznp|
zuB;|=4Fl~*O~jL4l<a)JUE23z<!f|u6)-gc2<EFjxP0(m2pixDMp_r3$MIi78exar
z;82{??aQNIh4Q$C<`H?5xFQV@i^^VYaQEv|zGzyNAo-%IQnwy+4m}rpYH-5tJ(Lix
z4KddiQB9*+R0pOz3c1o!#Dh%AZs$RS<I0KgQoxN4Yh2W8x@&uDEg23hI(T;xx<;Py
zQBWprS_y7_Dg$*Y3TGhNLzV$ort(Zr2)Zcl@&j`4_ApT)DW%r0C+k!B$yW=J#D*=?
z9Q&m3`AWg)v=qssW@py<lcr=_)jtR1Hfnedy=@sc@jGN$+R>oPe_wD?BPwj236YxK
zJDA+L1e$B@{7=Z%?%!^N9F$+9!N&NU*edZgv7GvlcTsEG6!R6;QeC$M`(~|%E3s{m
z3&9$oxB7ZUru1yf)5FEm8h2H3_V;o6OZaHm4?x!#!u@NWIdhedt={2E5?3w+Y`=bd
z7x5}>wLkoDsIxwpLFPZ$$h%!NLByz=yS8fg_r;M@+MWC5!kc~g3sBfMm)outehzvE
zokr512MDrCK3q~Pv&dq+1rC*gZ*RapVT~=DXT>^Hq-R@92%boM_FUnSJ1jgJXW$)c
z7`1%!!pHLpR>R4WFS|}1TxUJ-p5XM7(e)jt?iZ)e$5uw?t5M>nrq*(}V_S<yu|Cp@
z*L4_Px8@W<=>e_`OY!FTwdB8-9V$oYMNK?<qqjAeceXCC@QOdP2K^1{wU;qbHY*Yi
z{8-a+a_Q@!y>&}5-z*H~Z|Vc*ZHptctcD(Gv@-GfVChxCIlo^U>_fWnOAhvXghA&1
zLqJ^$Gxr_I8i&96Vo|;7n|^vA<t~R^)qcy#tm87@`4-o*GSi<1FKP`Y;xecGnR-hM
z^-tQT8I1Vvzu2WAyvISro+!-hk-4Cwb+*2OQGW|{xcb;+!OJ{ilsl>Y9_Ml!xXDqd
zUn_*HAS&u3sOE}olHkiKvc0P;)<RaATjq_)L<a8J89x2}Ms$@Pd`D`*y4K57dXmJ4
z@T2Q{sr@bK(89VkDhq<JPn^rQ_mJyKX;Tv2+T=&~mmu2x_Rh~361-`v%9mf>^!B9B
zU4lO&7If$SDKZ1z;gJUA#=T!v;Un~`eU>yprFbBVr0Z=~6p;hKXKn?=mRLP;>mghe
zdJ7Uom{C!(MF>iHi3mfMwSk-M0fX+yuCqVu%cv2QfUvdME9ibpj8xJ@xf~usv=~v}
zTE1SHq<zuz6}665xJamo1LZU^7v}Ix>rzcqRTq-cr|LEUGi9ItIN;HU<O0`|^{~3w
zd^DXN(Sp#klV~IiRKfi3KOp!;Ig+dMH^36<;8PkX#9Yg~7-w$xv)K|ugDXkkeEeUH
zE)+bM#uScUl-dc|GL7{CIh|syXUO#cF*<2o<@y7{3!uxls3-Sf^~+mqOQ`Qh;j3(J
z<;SvH5bCU^s-eG+Si^3^Zb$}I_>61^4*}JXIC{NzX+&gWd62(@HThL{MOT;QZ5S&N
z<|5iGdoDP74>FVutLnnoD<)f=Cw}QvQPd-Kc7{{h!W}*M%<Q8MCpBd%*2$M423qKb
z1q~Mvt-%}ks>tVB`WHf=GLv_L)wy$2&CIcJJxQiKQG>$oJC4PyhF{+=%$hR0$6m%@
zFv36HK>fr|Euj^E0pJ;WAbt^JSLpQtuSX2`DkpiB3cc!|uA`)*KD?j?esi8j6ciba
zmlNX(8OSwtc}1AgdvDxWd$9N%Lt7c3>wq`+q8Hg@gr>^+`C8WmK(waND#pcneG<-H
z$aSd}Hxo8aBb(J3t-<>s5FTfWaoE)Hz2@xpfGtVZCB`KQ^5*w)XaU0Kb--iD>NQ;C
zhQpvDStrb}&8FtcOFfW8PSSpKgQJ|1aLdUL;H;JKCr+AqPc8*^+GolZKQho3PNT`n
zC>4ZAinwSEhSNz3zsuh&f923`G-6qN<><MkhF4S-QUnWL=whz69?3;kB2%Ww<8208
zNIIeJ9G?1ik2}Y=N2s>bTNW#_<*BJ_OJbCJ1i)lpPh@?Tfo^_C)#)I;<!z8EeUU2C
z*h<HstlMo1gMr<w-fyl!eTL2AJf1FPLX7`@_QmdZT-WRjtGjE<cuFerG(_Zq_-KFz
zRyZpvAl=J@OQl6zbY*(>pcKHqVCpp(1k&c@`VYvK2pMp!q8?z*I#vZW-}UGXYW7%q
zPW@#$Wq-r&{pQnh`)|j-jD3CP<14-xM|a?P2V>x=R>Uhd@p3#V%Z%9w4cL&M#5s4@
z)K)9D=zt}v18G#Ch_;mmzuJpA#r!d(XDHDP+`T>YO8V5fyDVDx(Y?U!_1mNkh^Duh
zLcA`LtB0@113N@L12M|OxQ{XV{vFo%l9c%{a9AAIh49STgW;UiT+Jw@K43UzDmZ}(
zHP?Jly7&9~-XfkU-Lb|rf4D+R(4=PYw<pGvHDOxcl1>I}_pXW!_`F=RG`PGrY}j_C
zIC@p@t=U*y2FCfivg4?A$lOJ7){^HlRFOM9%m(2gC($8qaOFa{wmjen)9%jPb4hYx
z5^G{lXApTG7jIBIxA#29UesWc?taqT7Z?uzEDY3?{xsF_lNx^UMi3x~kE}t!SshNp
zGYgnUWHMR#8<=P(VgY=tg%}E07nTSTXq!A3#V<?!WF4b`b7&@#>t@K;U*|hecY#B0
zMi$&+k^PUBp5J8rSI$BF3+Jf#KjR!6rvAh$!ICOMR~n8jMXT;Vu}<TU7%g~LEA|Qa
zVY9rni(iaB$x^%q33L=furq!hYJ}}2%Dbjt8g!}}v=&gGyt;MZ?5yf~k>^-lXzIwQ
zaSvvusW8*d-A;Zl{YX)w4dD&AypCyRM`d<+L`MC3lzzb5$QyA3rnF-y#(8#LTD(SP
z><RB=yKvf}w#_rdd|x_D@7xUndcw(WVp@-Zfc$#p-Tm12*EPpu+LGppY?BK%tQ4ol
zX7Q!(%?qI)#-wsF0yx1WD+jqf)pl;0VJrRLkk=NTubPjrb>7Y{!HaaRTO`j7HlMdc
z_=aoIzxaAz#`<jcX*)vR1P?<0ZA5+L-ik8+=O2UwVk})^`YWYqd^AEDal;L{XT_aw
zcUETz<f-=V*mhUg1o`oG%M=Rfzp1MX|NQOd$i+HIu*95o4ih>sjzMI2hgxS-b={3b
zl7zyCM=nEo`MR5Qp~ne16O0J`RQUecbJK&=pJG1nW4W(a!l{VoW16Jfb4JZc5k~%p
zx@NvzRhWFs-(8^>q{7$jRw$<bn$paaPW7`(!wtN(BTtgYGe8^?w3$&)zgvw#>Eg)s
z=)HUaTS@WT!Lc>DK1TggL^a9eaa}=YL%O3W6;jceUi+um%`32eCmhN>6LfF7y>5P7
zKU&}Bk9uNH<m<cbqgdov##x=`aBo!j{v|rqZ?1#sz3vt~Hj_`XKBrDxplx)RmeS;h
zBuTlfE27wZG^<MS470pkJ@69e&e)?LM04I!58<+rHWSLEj!?}IqF#0c!=|F`%`uh%
zW?x^#Xa1h7kcsF5hx>&p5n>%87LO~wG8|IG?UlvwhGl6@Mk&LZ5;=>~1$8lOwc{<<
zhjOQ{yJ&2@!F#P<z+cM9Oc4>fB4Gbw@1^Ohccraj0^HkeY`Uf^`){j1ueT~rJ6B<2
zjc6~4KrW%|xt8VG>c4(`cLF4a^iHHNQ|!}NHW5*@XZ1*r?z6iN&dQ%Mq?k|>Y(->#
zbp88!;oxf@gCCG%sRfj@BwF8PD=@ervQ~cx_}Z|QG+$*Z_LuKFrebmwltem`kO$Vm
ziKx^kQ9lj*1TQIKC?Sg$<8-gx(IE=nZ|p35hU%2Qc>zx<g!}%lLpszekB^>H4yEWS
z5eeN&dJ{1W+AdRH?{|r;eV|_xJImY4C?R{v<<d{hf$A{;29$axZHN&`Qly6xKOh^9
zLpGIls>A}8zkBGYd@<i`zqw-9Px0}m)IrsyE<t^w`esMqI(mC8Zi{op=0WYDE+3tn
zxhe&>W~vQ^)!s(h)gYREkYZ-=wK*YjAmT&qA!LC%ZZSH8w*V<IXljTSk%tA}RJ1X=
zFfw=q+zq01suqH$jm~({A>eYsvzcQmgK1=<My#>!;CSbnlY+fORDVY9`Pb@@GmwM5
z*ylu5Jg3iDJnh40X$=C!%^qS;nm2?n-Dtd!cA_@^PPkx7;o_ma8D_mVG|M5eYYW<o
zw-s$%vp_nB&=RL}1IQfJ9f_#-?_&2H$iR-S6=gK1!r$PsQ=A1(Mzj@VG16QeV_QF7
z-P2g9@mL}a#P3a2K5~6J84f*xsT-My;r>z<RX{MGo@r05=Rzj>gaw|P<cq%RqA3&D
zIt*v^(aY3wcEJ#QuNOZjX5Gty&CFTZMED)Mg7nmQQ&k$X=sL>xcu;BaW9oE10eBld
zbdqV)JgNFpe2Oht?<;RkG_>?C`rwf`b6o!$*&vH6HPyEz@Qs#JSu%s?%Cd)i^zfG+
z^=~TtfP|d)VBzHf4Pe%a8X8mKJtc64p#^<t38`4MERy?h2PRt)D~C62QaJo#tk}un
zKI11WQ{n!jA5^hu?Fl8LtWk3x1>8&Q!McR1umdWy*DrMRa$0u7M2ZWM%T1h#LCf$`
zw>`Y*`v)&9F*CFC$6)5n>kh0B=`s17s_Mn;TbWFGl~GWBRTRi!KG()~I)Y<Z+3!}z
znZGm`im5J)bXyD>sV0l*M4*Eh1w=o^+9W<=Y6v&&A4e4MI1o}Mwj`K}p$|J9AXBZX
za4GEeM5V6Igp%z$h6yW4TF=$PLV-q`9P4w|-q{ZQo+<~z5oliJ(z+*QIxs0g-^-Hs
z(`WSFye6pTYUK=fxH`$MFn2e7TRC%PYRW|~$%N@j3hy(#ktG%*{-USktgW4KWg_B)
zq1Pl2oOAunW@wSvxNeEQkIF0iF5^te&jV8_%~h7%{jo!aT(c5Kv$B(JL?nrbIQSbH
zfTXMnrZBJ#Kj`D&B#&gElCce#!X}`<r5%cBlij4|IzanVpK+sTq4!N&d_{_U*y!^1
zqv4k-%v5>e*GV2&*Kr90cl3UT#QCA>0oJ%BI_Ny3RQMXWS6(b{;7n`Mus`qE4Zk!~
zdK}CM5kqe|=L#E{E0;KOWEQH|3o==HiO}!z8TnJz+1V?#BKyVk$T)0^n+R-JHVc2s
zIv_IV@&!XffS62&gQ6ndhVEHuw;uS|>67Jpo;<u<pB7^fYaN?URK!geWNPi7D^``(
zT+w0X%WI*l9-34PB|7CO-g2zZoa{MP>0~si5_b6Ur0&CMiw53CrWcpF-Ie;q5|*Z;
z6veog-?y9VN}KeR?Bu!J;+7Cw-PB&^Unvx>cAd02JUpy59$|qLzj}u5+^Lc0as6-n
zcnO+@wYcfJ+zT<><^34Ovhl#F$eC?Z<#8?;)6=Cf?0VJW@oBj&!xKXnh>G1+7YezQ
zP2brt3t%6ww3&rTtTV7liC9NwV0c1{+<k!UirumNBtiQ#$08rx?^3462bEHb_vWV~
z@~ja;stR%CU$R2=T%wAuFe|vm=@Z59D#_!<y=yft?eR^UbZ$ZdcP~$*40R?8<|}ki
zBbN>OBr!4_%!9tEOMOQMjnD02=!JRJ+wdY=ng+9a{SLhe6CXP>DrBg5BXy>`WX*<s
z7&*Uc_Nur${bA3CM}h<6pH&%B6_TdOY=mT8T(YB=b=A?=Pd_qQX?@^kc3FGTdPt#;
zn(zan-@Bey4WHn;QQn&_AeP%ap%4f!yx|CA2CN*)){#j#x0hJpaZ`%#GmeP?rfQZ7
zdqk+3Wc!TC$qa1TXDfMfB_LpHq5#Qor4*+bRf>@Cbbsq%PwY25%lF)mE~5AgtE`0D
zm0lI$Ia|w83#W5Oj)kAi`F7jw+B(}P@=eQNF<uKd8eBM$fWIV|bSa>UY+c%f3~D@W
zEkLNqv2yrsJ}ek5_$bo3#mCFo*Hx>mr&eTC9b+|YW@h<mMdFk4-4_0wJ1zvnDht{;
zMG5wn+M``W<HJD{glnWNUQ7JJm6;clx%sJrglCx9TKU>;38(RjhsRgOBd&eDlG~!Z
zB^$>3Y@8v6?aG(A#O>O`yH*|_)10hPgEMTt{F<Z}H<_veKPzlMV6_TPwC${BxIckt
zW5`p|rH_+KQhG8--xfe}wYnm6<FV_94)c>1f;a4jn=*lj%%CnPaS|v%(Y*(voe7(X
z<cji@m&-x075+A`KURSnY<}toB=>Kgn;FXl%mOvjm7-`H{fQq?z?XmcqY^_CHWDd;
zcCEGSs8$RRlCSLpuA>+$fT_edpuWOCR!59`62mwB27#;JC*$s~;mJIutOizeM}JG*
zI$AnOYWt_xJE#b#M$ggPy^FkN8;b{C+vbd09k<Uy1b=sV<s*)Ja43xBqPS`+^tk3q
zQ6<N*vVd!WV0}0)8~D>_i(c$X5`Sd%+%FIKoDCLETIpQx(w=d>FHyp>*1}ekVXxpE
z@-jF((eagfU-1Xqd0qSI$e!1#9{0@48*CUB<O)4qu6KQ!k-YBvBIa$A(`+iNM@jkC
zhLvQm>XG?(#P%g!hv_((mmwaX^-Kwf@hH2+q9ySIuJT`-*$27iPg-!oLS!&Z7927K
z>H!wZr|-4QBaCG1f?37hB=nPckj{<l%^Mr-2_A68^Fy8_WO~nd$3t=F!eyu12V957
zn$<RWq^(RGq%}pE?5-h$-g~i!ebvePvi#I#I_Kjk$t$LTOxNinErQm2qjH~P^@ie8
zUuCiM_9N-7^3Q^u#z=>;ji(UB7H4{I*x5a*J94MmWLbH({YW<Zeno?%bN49AClX2l
z`~DEr>VTm362adj#Cr%_sMVLJ{ILAA3K!~wLMKpn2T;;hR`<}11cK)apk2Kp+f`P6
zvzrCQ>0~P>s^M1P&@<Wy>M1=y1KgWerueJe;2#iQbwO&+LgmEs-K7K&YwbRu7@}X;
zv1)LZw=yTm-ELMP(6N#&c!m2VPHbkBn_Qap>$)OA2|>vH9FTjIUB-Fm05Il%?<=cw
zM-9V17E>~hww7j~b*)FY`v+Gd$g^bQQr>K11qO9ilV(*dowI4w;o2hhkVPFWb!xua
zH$eu)sh_{;s48$w>AO5p;+(1*zl;R;N&{@Etd8WkD6QdeCR_0h%XwUM$T;?tLjnV9
zNX*IT>6ZRN1n1#oj9Id-cHgZ~w+<R#sAE@#jG1|TRYj`<`arc*mUUt8X<dQvFRIc@
z420{Ij20R_>qGnwc^2Zh)Vp5~E<tTgS2gUvsa2iXfj;Ct+=Dqht#~-LuUz=aN*d{;
z)!~ASx$SSUCB06DNIgZ1K$X-d-ZIphqN<**(XR<M;}%@S_Y$P|3+@;{S;@dPxeY!{
zyqQ0s9JTmb=guVU-pP4o(GmNMCr7QGTh-O0_gOrH4rIn5`DfzNHYUnTFbC!oPA48u
zzJ-X;+9$;wa#w!Aycba4!>P}rdJo8l9xrt4utt2oh!FaS@B%l-YrIH59wVD}c(3Y}
z3`LMY8KW+Fnfp^tmV-%>WXfT*?UCp~@kK+|-YIf+Q8%z_9)29zZ3n!%w9T)wdSn97
zV3G(tr3B&cfLHRMGl|CZnx$V|M-z+&x{Z({2a1Z`{)Kihm6U$ELy-yOoM|Xg`T}SM
z;yr8$|H^y6R5!I^zA4mcj0@%<p^ydXJz*1Et;akVB@`<SErQ1Z4|C<WZt2fhBLptY
z-+P%B^WtAw;pwB1I%G{a7YYlI4t}c?m(+s*<LhZ|AfvHcoZsJA=?~1LPIRdY8XN_@
z1<;uxKp(sPSnUFynWG=NSvij1>Ma?#bJL(iafZ*&-9(B8X}6CicDC$Ah+0sSvt6RB
z1Z|`Gl|ExuQOvM0WY3i(bdZm7!Pg_pZf^yjuKQdq$Ffx<N$Y05S7eh}lx)!ghl@(T
zB2p7~Y;si=osU#I+n>F<&Uos`O=TMnp_Rhwt|WQ=rH@`7Pp)NJ_@ebnqDQ2bn&Hou
zFU#ufo#pHuaVI}J(7oy7B(xAd1a|d%52K!vD7a?%ip;_Vr=BkMBb)6;eMFHL3vuFu
z(J8De7)>R)&eZkdB<V}TRNot8-jjJAUO66fq0H=ROZ@u_V$mt{BLy!Uyr!<nigDaA
z_FKZY5)tRZP1wG~W+H9WJD-*%=crSsV)|kx4P&5l{H6-8UPUZUO?`H)e(sCV4i{&?
zHm9SNBz@8J@Z&fogH(~D5$b$d*?gHYC7g7cQrls5Uw>n?e;_TG4gjq7ps=UO#%P=^
z`MiVj^8Y{l#r42@;9+(HcqZV115pkycQ5n0m4@?-b)&}R7<2q`$iArt%wXIn^W-US
zUR0J9JT#0b<op-p_BVq2um7jaYy*!cm@;sR*tvF{O{4F!EDut;g_zj!#s;5vc0Q?F
zF^{evec~<?XGLwCK{09q6W+hyr*<9rz6_}d@?tFYl_8P{0djF;%2qpD7Jd~nsSOq>
zdJUyRxE(dv+PqlKOBmhR{t<?*^lO0<`~tpb;r-<W@v{JhN~5Z%gE=r168Mda#okua
zCIUyREmN(FPYz%B!a?<NFFy$VA06{6a)&|G5&U+DedfdQ>(sgATPqkH3^T#zC~mX~
z&Wf}<XM7xPAFQVqlnSROi4B2Nu|K1^E;u+aLOM<pdf^jsJ)=8GnT*>>*wASKm3-(N
z0M$A9C2-pg?>fFL9Zg)h3oo>I?IIEUCg@R@2tBSacl}ge=PUbm3U^IXFwg=RH3%pH
zT$2&FZWtPNQUQ^o1YBD6FdRtJjIgI{t;ipcW;ia?L0{`o!EguPWes>kDoPvnw7-f6
z<!E4Bva{f;r&nHE>eRovS3vE%V-pCM*Qc1Dgd8E3V1t6MU~hIMi3smOiHay1oPCEq
z`jQcZgAqA12tLy!T6Yq3!7{RC5yt5Qhsd8W(-LX9UG|3!C0Ih%q3;)eVFSr3xMW=O
zh>8`dvY*Nf3+rQhZG&Qf0qVj_lHGe*-NPGA*t@BRFM7u|L2QZ2{dDDHR-&68SKb{Y
zJp+T-Ki8rS$ju+S$eZ|*;O9YFO7ZZ>TX@(CFl&_g2JPJM<Vq>ISCKQp4?AGUez*ld
zYp@QM4<82(O_WDm6{0hazN)O@LP8X=^)N;Xz2!6)VKk%K1Qru1FNg?$i`iw|!4WJh
z;|Vw@1wCG)+(~hQwFG-L{L_?Z?gyb)%hsObu+Y2-D5s;j?U}<%E#KuQk0MDf=;k;F
zWzAciYnI*Jh5%O88c7JC1z0X5em`Yx3@(5ZK0q~%mSWgE#gI|<*<&rN?#X4ssgq;O
zqodW&>hSY%rjOLpN3}1V9;y(+<q%;Hns7ZAJr+(rw)XuBHk$3_{%6Bo>TF?Y|JpVG
z?69s6kYi@-Bl|W|1YV~x>HLHI5t?d$-pLm&GZf3!Qy=3VN%33VMB8gzGJ`jg?-+Ph
zGrlLj&5w9<Tzhs-IDbR#m7~cC>!CBq<7ej^vf(86>y?sMDJKQ^`(@++6ZF&AA)Nkb
zPmx7Sg2G7Qc!k^WAz6o_OJ6u@hx0~P=d5%^NqDU&UItu-D*kXvQCS9!aKDzAg%$LK
z@4glv(`qau4xCYq1t#$IgNa*7OAhL0Oqad`N#^yrzj0cCVA=4Zc8QwBUE^Chy_iFS
zHpcW4#3qji{_^mcESC}XuxbaqsPFAOg-hX#HF?Sc$%LoA3MQ^zY<q`O3vS*K|DIN6
z9jlS6;%~ccoOJeW)=S2EN;65l^J*Z|FvTYDz;;qEMCmMATrQ(Ee&e%C2Wbs1x-rE!
z7WC*oU3J}L+2cDzrlfc^AVAe$%yehyBv&EIa31-U*avP^>rNxL8PK^L@Q?m-_7qA2
ze=|y+Sv=0~&C60Vqy#I3;e$3$QKC~y&^$(?`opK<b_NnZJn}k)L-Y*M2U*J<Le)d@
zObZv#Q{C$c(q^rG^E$)Q%jQNNH*~FdYFJbDWyp43mzn_z1Qj(PC5Qts<Uz91AOAf2
zApjH*<_N)U%+w(3nwA+Iv2uDv9j?#;Tlc`dK|JqRBGD~L8%g7};;7aH_`<vtY47E>
z>*?RyM)u$~3df_4l(cJ4?3>gaW;m}k2-Uww@3kPJIGvC*kg)V_Ept}HKAZ1PE#q-G
zu>6B7-hpEe8THX0TwO6yp+|ERt0KBE__4_8`%xWXbnzXX>qW>qYfic#fxOj`OFqe0
zLQGx3eGEbk9gMI81nrSQKWCxi6LVG1xZ<|%!uL04R&w@OU3zKQNhkbL_a_A;U&?HP
zAU)zy<E*3?%eOl|I2F7z(>!}+1-{0zg?)?B#@j@d0ZlZhfmbBd_B&SPa^d$2{A-NX
zZMPJL%^L1LV0%Ih{H8i-dMUIUU&0%|XUgxm-gl`;1>c>hvhA7zi^Gf4QvBdL%(1mu
zM|hYYXI!HS+oM4!;pxEJ%F=6Cuhp2w8zy?er2|B@v<9y_@sCOslgfswy_|!|vo~dX
zhteNM_BUVC8TrF(AMcSRLqQ|sDJoeSRdhxc-Q$2~seC<mWTOtv=#^IP$ix*joR;?Y
zinUf8M}@GTM0S(8oUE=VUwE?r!#DKEtu52a$(6MtvHBm775!?8Y0D&CdyzFIb}(}C
z`K?+J2StPM*Xp2lW_|lK5HceuB?F<rD0_YiQ#`qupS@t8{pC@i3IVThzTFxqlt-Hr
zGkI0klg!qGDke%~J4{`BQLaB~d4rsZefFi<#~m-qVav7VL_d>osr!-_)aQClqJ6Vi
z(w*-k`&&UCr?gjpF8n{Mnm<)gWl@IYD@BD<<tb`S$DX+HKcu<Zy9OqG;xPjzxbn-J
zYN%B3GB9LnR#3xlxDq91ONX1pUF+k{EeHUUYzSYBW%!)b+K`oDvxVY-q4#}L1b<|p
zSlhDF!3i7sOPeYO-&&B)q_k&SsvObWIe;uYs(4V?^1HOU%jvp9Zmronr>mUqrw<23
zCF;L2^nJ>t4pOrSb>8Wf;cO3@At&dO?Me+VerQT6F}?xf3vW6X>UG})hc2?JOj+_O
ze4`K5oYH9)XJFu)JxcZi?(uaIWSO6zum1XMMf*&GjeQW{SThr_9Rj>LrUa-&9iL#E
zcvN#laF~5Axyu<i0G~jOHi3Foc7Kr!{PZ|HW)T=)S6AstL>qkOj&2>1_#VXMvJ>qq
z8BUpB22Nf2BudlQel-XD3rFDHSAoGz8NAXd{#j_Zi>mB<;;AII?)9sy=W}*6j2_-S
z^Py;T@ieF(4<!*{lUgTBKG^5h?(T!luI{FEoxTx&*~S6bebJ%t<q1j>@7-V6Rqb@t
z)i)wgTU$Y7vJ|14ln#3K$3$3qfU+oiO4+Bs%E}B|FqMOG_knRs9=_3Q>{0hdHKDo;
zW|l~FEE(bJa%#TW_nn2b@PP6{U~{lkU5?OT1p{#HP~j;<9shjaT`Xhs+Uu}P0n*tf
zHKw>p8}5{H15~|o#>uVt=N+PC9#P9~5!Khqp5|3}jqDLtT*I>G#P*i-w|6Pc-bujE
z(*Cp`SC>;s73&bI*av0HP1_}hS{{(DYdq?txZ98mw{3!LoBX;^MWKJ@!H)h{@kQ;1
zujaw|RsY9Xa{$dU7gj*HW$@}QH091beeEf@zF3DJwWF?7u$0XGnB|h8>~m0kkcyJg
ztLk2+X$V0zCfHAD!AshwY&+8Lwr%e^Y)2O29mSfQXHVG<d-hLPbR0oy_cT><C&)2=
z`xNr2{JDEri<*@n|A9{W=viLDidVhRhd%nWWd+c-10D5NQr8O?tYS9`rC5-fT6p7_
zFQvlNz&FhF6b_HpM|9W$f9|nQ5$bx(b6T7FWna2bymi4&oGC}*^F}Xw9LXvYg@z4s
zzKXaUy{Y|n*0!?zTF^RG>2-WZaP|>hj}9`;4l2by6K%+CF1M<4WnrR&NlurNc<fy;
zSQSsAATJEQ%H30k6NESC&zjg3N&rE>UT+-4f-^bP5m?caI=~dC5&(eab~zC85Jw?g
zX_N4e;N(P~1;L}!0D}(D0$K6u_0phQ(Z9;5cbX;D<cW!q5BXA)gOZ%dv_gcgzp2MO
z`~#()h98hMN*_ev&57hgPX8+6cGxbjh<&$ro?A%cHa&@6W|X*J4__ob;a8qHLQwly
z())cTZt>*l)*O>FUr*g-yqHw1rI;E^W-X2T*(~TkOZyqrP&Y`x2eR73em93c#d5Jf
z{k2}$8g!d+?&o+li2`KUu7NED+c|cb+5AxoMd@S=L5m0i;&#u7`QOh7$hxNs<~sA|
z4*1lY{<>~ls1rUbpAEt(3{g=>@undmR<4)8EAikJQ&l^JK~f{?2-0DXM9~0#?u0Db
z9nW8Hl0iP#CXF6@c-nP)zx*S!6l;XECDsi%Avi4F&%Jn1b8m{d#&=eC+0U92s6)uu
zNELS6w~x)p9jEQB3(D`5l4h$FaZT6ibZr~4IVOGdqFkiQDjyYlwev5$eZMa4!!ur}
z)>!$~PZBR6!Ri2lVHemz+GPZ3gEzaz%**JUZ8n4llEd`0$a~c2@=Hp7t=}7niECmy
zid2f5F$|TQ<D(i^4oBmTqj4GL6qn`G_dInDJ++yyBi%N&@^&mwFg^VGKxWr#*b5E}
zjBwO#&?9F;kD<L`@atA_9(hgx#L@aIKj-f5miXnEF6YdH_~2tUPEvcH^tD!`Q(|yZ
z4^2L2a&o<8v)9|S=(3&i$M>&P=l8x)JmK~Ha7^J9MCCo}xz(3lucmHI8_jCkn)8m5
z^INdB9Ir=fG2>#(-wRd4Zbi_4c)ERpM~s$efg#*~pdyMJ?iQY0OwgHb_Wi72g3qmd
z`c@_6HlxJ7gt~)7LANt~lc7H#9yf0Aud?|n*^cMHB&)6wKG9NkmG}-<yvaF2PQy%g
zMGk6A8x^HUK7@h-@AN;{-Ba}s`XQkH(^fEvG%*FYFZ@Z{8N2sRH`sHA34aie+#kdv
z1YV~@P5q`N#k4oFE;<xK{pW@pz;RYE@-~J6_2C>IMRGTv)eKuZ06@Jzdpo5hTjan@
zSZy+D%Qwq3(yq0PQV2%9_{?~`@1xehnz@(|rC+cW?w+4J0c_WQ?eIR=W4GJQwE?F6
zi#3e=!5YxJ_f7=pW}cYT?s62)00-9SKeq)qh#b33Y<5ov*g=2gH<Xd+m<cuU!eD@Z
z{p`%s5eeKxwEHmFnp7Z=-Q1Kx+BS=Ky`yas&2aA2_F^jhi|^>i*V%+;86QV3#W?vE
zSh57`AUx!W7g*&5R7^hiJ`V&5A;m25v?CRHFb0CD^r%)-U-v4{YgA2-tP(E|zC4o9
zJM6|NNM1WxHaEpfn6nNU?_h99W$)?lxLAG#OZd9-*;i}X>=Nd@1BWNqxZZ(5q^VlS
zrBd2(V)sYCwP>&6!udNQegB<Ow_EWu@>so;?k_wt=V2axyQbu!`&#UtqB}F=&Ovvc
zR@r-eY{^p%vU<Y0=Uw^xQTmer>fd+SOT5tt`W{V>-twq~=>%B^sk2|bzf2T~*^BC^
z!IEh>;o}#PYGfpUkH=Io=h7oyDQ%KjTOPn?f=9uxHUuMHW{~NU9YtV9blRtX7r(#x
zt1ttGxEC<|r??Q}&M*p;RRv{>XGU?^N=Jc1>ZT2W8D!PIh=h}Umq7S2ANGZT`T(yt
z(CTg917T&^6C4?IkBCQb{xqc2<s2fBb4@{GCua`4#Dbd{FAs4aVl>ogE#i3ZE3Q>`
zy-rwQ{~~HvUvpK!4r`SHg4io?<H<pcR?c0eonJj40iqKXBgoV6XHP)avpnci!KwDU
zziNiNznG?Vfp&c<ovVkfF1u6u7Ds070MjtCOsUL^jnyh(rtWu@U^eVwbUu9WZ-YPE
z`uX!asrMc97-Gdm)X3AMH_&<%-MKFc;-@CbUc|m31C6ws14!=+-TsF;-AilFZ1Gc-
z__q{^^n#ca;F9@MjQ&I12C200QW39egYeY#BO;+!_xXf9^*A!QW=9FLM{&w{^wn~Y
zC`j79aj!6>S8^dnLA+>AiFdY$`eOCl2)(5rh-dogD#j#^ue#h?sV-MpXd#%I{Rx}x
z)o|Dgl5bF@^gp}lRdvVdXgqIKC+7$ByAh6xj^r0#PAY#oS1Bq?{n+`TAERF_Z!r)`
z-8u-ywfljux<?zCP*fi-OC1Bi39~WuHv8?m<#7182~vn0JS4R<QMF&Vm*TyRD^Owq
z8GRQMNqBHqL<bFEhE+i3_A$Mt&Kb}GroIrTM`9?m*=zzCPyT$>Dwx&r@EMRY**F!L
ztA4hYL1w!Zh?=!}4LniBUZqE!odgl#CIrx28))vWO$0A3t~qRMxpZz&wzLG~FAh^`
zwB$Yv3E#*EA-kh1d@<X^AP_0c>PS~fl)#zD<0yRs^34A7_wY4Ikf4JNi_tcxY5~Xn
z{x^R-0%5c-fA`OW)gYG}wR;Q(yWV6QFwl5m8~snS!71F!1P7U4evd$;VH_3Mq6amj
zG)pO&7&AWl;Mz_S?IU0fanC}G7and6a>^QP)YL5w2YFukuhbt94d(IZ$l0K{L<jtj
z;I`w^Nw}S5LKfV<zybey^hyZA3y5y(eJBMGh0zgnn$ZdIg7ElYn9NS834c+~D(XAB
z5aP|etaG^}qOZ3kLZ?^WEZwxD*Z5z#lO5=u;>9CMyUe@;Pl=ifQy-gY;1rxZ{I+}X
zhESe;i)@Ne17`21FDU2$dgqoE$Whn|d&tXR+Yv&c1if7=N1+pj|2%VPKPknBLMh*V
zQOYQVQY!wS6!xqC_WR#Z(w{5!KPicxvZOy(nKIq=NYi(z95sZXi2|-D&Osf77PA_c
z)V@d3;Tx5!&a|ix26zm~U2jUbirV(qidj-<P6YKYYOC7Q{a+60Pm2CG;t!5i+(prp
z+IMdqCM6#Uoc`Q6Wh-Usfeom(Lhx%vy%T#0D1YV!4*pPLfTKiF5We1OQd*04uzTUO
zcs-OUnR$P?Iz)zwQ33?b#h3gIM*erW`G5P2-?s;N+B;W*dn^H<OAm6@u^0Y;3|w*s
zmsVwBlYPK6Ke7fo;WcmxIKOq=pPc4z!TQ~e8ui^yH0+iVe@^wLzU%o;r13|!Zhs}u
zG4)l8Aw(+I(^$daFE@=yJ+VI^uVX&fL{}?x#XJB3-W4yLhldc%H@ptrhiyX_tSA4w
zCjXiTWi9-#{9(`RLU%%}mmz>w{yT5>J(f9*Q5=X=s=k*S4^ey{Q$N+ot<Y6gM%yRY
zrwSc0HGHWY1-btN^4{v|d>zxGt;eUbJN-*ggJ{iF%z4Zqf|j(s3LLK)oVBI#15$Dx
zdKc=vGwWx(hyXVe{4aP5<#)_!oGI}Mj1$;`FO$#J9IqaFZ?kgQ2LXU1qpkgrwb<@(
zdhNfQE4$B_|L327(nm?uCKRmT=orW*61ZNsv#%X+an7}*RhtJ#I8Dl<Q4_c1$PW;^
zf*}64k*2Ms2Z0(bCW8wck`f;hjrSfclzechp>u4NAm-=3upy`8ea+eZ2(4X|<-u7E
zL_Ba;j6#f$6x?Ayr4i^h`NA5N;0S$S-m=lrkRtyj;PF=u*gPep{K#&(>YqNFCKK-f
z8zv13`~R``-f>Z7+q!5W5)=W+NhlQrl%$d*7AP5&pyZ^Y5{f7}7J>vxMGz2_pyVu)
za|SVxp|n6Ul5;AcDBq;J?G5hU-F^2t``!2MJ%9Ks)^e@6=A3J+IY;=$HzuGv^ng86
z2s30m!i$(%Jppp^y(G@Ks`se&Wc=;POe+=*e&{7G-27#^v^Abw+bEh;(LI*@o-6cQ
z@ghlROI7mtP;@uuW`~ZK=Xc1B3Z2Vh=RxRyA^+-fOG;d=U(wvU<p+V|U$$CEA@DBQ
ze;o<<F(9oMps<n>G6XS~g*amvX$T)FL<X`5Y^?nvBCq~)B9g*!#M@RM8H}|`I2AE)
zv!KZ1nr_vVl0syJhxQJh6tj&vzoB{d%DstW;-6SLoFs4Yj@5ig_lO+p*gINev<rOl
z{Ym5spBVCmcR899caE9XZUIFrSN@A6H`pMQWr0#+v}X=k5AKRvL%iM308WYy0(@1q
zJH7u#BcP`Aeyr*~rVtqPJao7{#74%U=SnfRzeqMi%RFkm3qM7|AInBuHrSdeh!Fhq
zyI8^jYmW7%N)T+FvJ0_<0`>^<aA)ym06outsuASx^Cra-rbmq*Zg^KRe}${DK=9kE
zyT(~)`HvsWRx9!|nCHrurvh@^Z@jM0oLSUmAUeIF$$T5BCdIg}N@n^iPWPw446&7E
z_qT4i3!%EqeQRLKGhuja&?-;GRYuK18INJ7Q3F?CpWx{1Mu!~Ctxeya{F=#{{9_><
zQYwHJg9qXkMIHaEv+Vb8CoQI)m098fQ{_7gi*FTWHen5Z@^+n^4D40!QMxOoNS(zZ
zhPz!w22Iy&MXe%i#2y2>(@ZeEHsWVifGsM<xpNH&O)`#xJOH{bmcO?RJ{(n|WIz`5
z643xI!TAHN9<ZnZGK-V@6pGg>zC(r+am5f<Nz+d*t=O|rz@_M9w7d52wqj0F$)$&>
z%FbYo6Za`bv7QCYGlzNu^hRR;Ch{F-6b|G@Y-Hefc{TIG+kfg0bU9$3^YPVJ#8L;4
z7cU8@z{9HXzi4Pp?!T!WX~C(VIuKsPx<Vi)9}<>$jeH;e0d*3XU7fDd7()`wMwcX9
zT;*N=5JS<LDOGv((lotRy8nr!P-%vvhm&CTV`4x4HLN5&s~Gm#Fp%)OUb0YxC=!8Y
z<nfK%%t9p)c}S|eFG!BQX6<rAuo@;bic^HS2Cne=hq_-{iD~j=MnrQJ^IsLCB$J;8
zGgA|Iz55^AwZhHwAjr-z7U@)Mn;^F0(eJY<!KYBF7jLbG;6<}`dFbyRZ$XZ31s0!X
z@2hgiyk;|4<Y;1H?g2?6ztK?)mKvbN>t!JT*lG-rQ-Xap1)MO-1nUhr1O4R;D2M^p
zBq1nC@nzVACvdp$0V(U+S2J&cR|aC5(5)?y<0Zus2_zH53w}Bew85_`IN;>~yhp>h
zYKZGiAbO>TPXaC00k#9(hw>m0JL_P9$Xd}JkhbM%Qk9ETvSZB}DeXli?psj3z*~Y?
zA^Mkn2v-IhFGgc0agTiH43PcWJy&puK5z(Ge+kx4Ym7z(IEg#`>ovfdn?<a{Fu?r}
zq;wj;+fEMtsrK;6{h9i0Vt$>fByz?5iTS7Vz<jex2Orya2naSTfn)<O30BEo-)tcD
znzM<&KV|m3Bnu|}CaGl9c>GPcFN5|H(<9*mK+~4=ExN4sh;zfZfiPM#7gE|^ggRzN
zKV27k%8hZp{_pYp|Ct_2EbEf)ch=zAI8h*<3EpI32+tS?hB{#=o~yeJKi8!e6xUA2
z0M5A9JyZOyC>xK=QvPN$IM2sVC7fZE1@lSw<Dv`2<w0Ua3s8v-0e2vw*Tn@%c4zg?
zG5UMGZywr&7lpsgrmABQ*U~GueYs*NojT3JzM}P5AcWVU=T5iI-LQ}4W=h$Fb@Svj
zh5&qvvaqkEf?u3PS?(p;_xHbXNn|s>+1+G6aw-@w`kM@vwVMu>%^99^%ETb$-u6Ay
zAChG<<G-2qZC&|-0^OOOqhVZzBGv+8iKGU47{4_&OSP)XfYj#|Wt@r*&_<*=WW(}9
z@DwXL<inid`E-4_H7JayH+*u)C%64{obmZ1^sQ%ZZyE=i<O>>W^%tv<sbrf*yY@Bp
zzsf}|6pA<%tubiS7*8Jq?7A-0Rz|w3$dg|UorSOW5yp&(y%_K-)}-B{+zuhrCcjA4
zX$Q7ts}+{GEyoX;Hy%)LlFjiZyPv!Cj)*Ls0}=<>^Z-2x%+4?usxSyHjd?`veJ17(
z|6@a0>x^0SebLYtyqO;9=IURppA7477g(LLR=jMx-7CyklAb&x+84Z~n_9hGK$)T?
z%<{<RC7pcR_<#W3LeN=JzguB)vb>Yy3B?mzE9S1L!$G`cl^IeMRy~%~{4^S3`1gUm
zuB6N(x795ABpZ=uVAf`qCT;W7S~#XU;bL<~Mw<ZMoCwQ0t?Drj$cb-2{>-&>{Ttns
z=dydwHOfs4zPEcx)%MBOm8T`0;Oi67n#@ev-f?@q46CXEx7Tvlc#nN{0hLnRNaHv1
zURjh1*`+KOoEEnXQ@A3&XYP*FU5>x(w#QXp11;#u%a0cnn~A<xdX8B`+bgRHTaI&h
z=%Hog*E<s<n)~V5wcCL-QHxI^nwjvPITEdQ0OQ?CmMNycDpIqoPe4NDc4yHN#r2i8
z`;jTA7=n<hC*dIzE0w1-^B?E)TDnU+q?l8gs|~)ekG0HaUyCW@MMj3%f&$$EAHt*|
z$ZJDYJ)<AtcgGVM%~VNCx(rh0pbvPHUTURH1+E$4gZu)G71W+Ru<SYsAg<ao$_fD0
z`9}(SJ_}|e{jF(*O28Q-Krmyj2>mMl9U@3GFZdC&rNB7+xEN0PDo9F)r~>5hs}iR9
zXRv3!(jGqZ{?qXqc~6ntGu>4kBcVCJVymbGgLComKRZDCt1sFg(mlxV$9bBfYe_at
zLIR^#JHuT4!lj|%g8inNW+tz+r73+CMx-F?&9=i#wG&aZh^5BwkYvruTw$EFW8y|L
zA_}6z&?*6EGFmYVAC2;wjbY~#UkE<Rt-VKJsTJ>j)lwRS8Lp+KkULGa6_~J{*&8sq
zvYAAdeRahuXiP3v;6nj-*hm}Gk-X$ypLQ-2*PT$&U9E8ENW~SFShHN`w~OEUQR;5?
zC66sukA#dzsOUa?EjaBiYdyMA(`Ri=TWiioGZn@9PGMRR%Gn_;#nM=&R_2NdHme9N
z$TJ7XW<d#8x7%^YnsO~|eMIEMJnwjJo$8iM&8?pIgchOlf^FevKUrUkSYSAnDFG_&
zk(&&OY^Dx!wHcRIRL3+?3_8D1EyOiRYP_K%aMtK}j>Udybw$d8;3ShlBVl&-SF<46
zSeka8)JrZob(B-|?-+mrRb8fTZKS)B9b&B2C&&X+Eb6t|VA6QI=KCrB-Qzr_D}#Eh
zS2i<}t5<k)@22N$t?55Ees;t1fjgzs@up*!$v^e1C6U7iiF7m2@maG$X|d$!IG6xC
z%>T-qp$s}9Gw<_^`sdjS--Rm89NyD@Q|~HxbF^F-nBK_2j<c=EF7!X+wJ6rhgmm7I
z{1iEf5Y+J-laS-YM+=kd3LjrJNz_{Y)E;FYSG<9ZLAytMqF$xDbvA9}wj=h!OJU*u
zaOZ34D%6Jh`sRgAsEYy<$&2-O=*00}suI0jgqR2#e#7;5yx)~sY5rCgB3vSTX<h>G
zoOn5$=UJcg5SnjURaqNIZH?rf70nWoBefB}w)?R0hM$MBmSWCExYdm9B}&<sCrJ>r
zc=Q5zi+Xho9n|GCW3HjuV_XaJh6%@(k{JzJBk|9TgbEx_j#2lt{QAfPe)YZb5(Rwc
zbM*@IWI%DT_wCY>a?XsFbN2>W<m{wa%CyPS!d`}oEE!&KP&o;&@QiWV9Eer3h)wfu
znR@p;Z2q;yeXFCKf-^(py)l~0d5Ny2mj|Dot&h_{&r72pNj&1j=Nb!nJ?Jjd@07vL
z>E6syc;q77sNr&TtIxXG%V?9g0TFK4*BMwv*ou|l($0qUw+q8y3zO@toonISJE}^!
zchLWG;BQj%73kB9Atp@ms5NDaP|6ah$+oxFF#@<<ty!<+^JAuxOOls&l*=Od&DPjv
z<y9qTz_O5m-)-y=uF*Sj@#yWSc4s;*13S=H%$?>D)uAR^1Ll3)*suTm<A5vi(*tSS
zm022hDC_lyQf^fBIENWL1;Hs209xLtou|Rk%!p7!w1|hP){6t(BGYI6TIe1`ELfgu
zs&t(!2<58GXIf749g}cta4ONP_*9)2V`pnik{-q=l^Ss63Ru=E;Z6jTIl@A#T+J8!
z<%lu_IUP6{@}ZGe-7MYo1KZvFaV<S#a4v_ih09s)Ir5%vnlL~13P!)DP6T`TXsf=O
zUfP9}h!L7|rDwz`P-riSao6t<XZ1yv;t@s}v<1tFu3`_EW}G#Z;77&61%miC8^+7!
zGr@t?PL{T0Psf<;7E0k4%-;^g=rGZCG7vvXvL6=*?BdqyqFvQ?s8r{?ba7FFy^o&9
zsv}1Al%wGRW6$4b)iLLz{AM(BYTpzM!1eM;=jgOV2m8rSKRtK(>A*uL1yTG&UC1Ws
z+{^n9k(U(fSS6!IJWrKXD91Byk}9Faf{H#3KDF=uaFHvTJNC-mPl}^o7S><v5(+ms
zRr$#p$i1JaR1A;rZn-Iq740M{*T4DZ>gs5sc{JLG4M#md(p&w;dz!W7oYd}p^_<K6
z-k^#Hh$ySjMmbm{nkr}JEu1^D+CE+OVzPba<VzonLoPG^^`NHGxCb@K5=~(o{z)+(
zbe<oXaF9$N@{&ll*+{x5!PRJAnc;A*lUrOd<6VW6w+)i5nO28VPUFPacdA@@7%hQE
zGp+#YI$2(HL+N&Dggm!<!IqqgTIf37v>WP5hoG`bKevN$xw7Ju5X(#6`s5Yk8GG>N
z)VQHmqZjIN>qh>4j4(-(h|){gX7`fd1gREL`}&M;-aO=TD{9?FZIw6_#f?~n^LX`a
zTlfh@cuRVyUbSiucpcxlghpl5>Ehbbz$V>R)<zTi2dmEuwj1w{gzH@gDaf~aVj4w@
z@_6Sb;G2pcUuc;&<?uJ&2YQOZ+?+II&5&=z<xY>gN^0GGy{CM4+zmkC99qxa)T@uk
zC2UcG3;13{sSuYOh0~btkjruxIl7M`kz;29+VYk0X}-1MZjvJAk9~&}Ggh+!Z0+Ch
z-Td(3{LycZq3y_9R!sId=L<i(Q(mq}-F0uS4snCgYV(dJkdD<*4^>sbW@pP^p`+OG
z0IKT+u>j-plIUY$;_7GQZ*@JUKU*~_c|pJ7$Pfmm8~9+i{w|xzT&Nic+?28cOGXcb
z)oO{bocPsm3rl<E$BT-e-t#_(4iJT0s4%UturZM0ezltSxoTRK;*5miMjjWAb^@`^
z1xIWF*B_u`J>1AGRg6mthrggDOs=r>ZCP!psd#5K9`jz-X3$6ok&LY^JZ+%WX>!~0
zY!b8lmGw_{wTBx3O_oFVj-!Y7FtAZ6X7?e+u0;Xau5UdfmJ(7V_@~j3nPyp&QHkS?
z*UNxTz0lu1E@|(Ew<cLr3?M2EgGijOr8N!<1%$E(y9se%bn;mzWk-J_k+}TzY`H-p
zsn>SUw1@2F#(Ea!p0j0vJ&L6=<;eHXX^0*n?04O?1VKUdN3b25;@aJ1L<16|2RzfA
zxj^$D_5rMhT{_N8jdAY66azD~qr6n_V;)UCLO3N1_3Ap)HEIf>gqF=T=a}DHJfmrQ
zfLoHN&W=AcFnKHw05(r+_5(isdSE(27UZ6$6I4O(Blm=Hl7zz>FO3r$%Au4PN=vy#
zXaU-cU-#OP`V(3<_v;|7@8#9z&B+gU2ytNKNo0kMt|vU9%Y6x9_t&0Wnt#aZ&ym@h
zW?t>@?JkxwyjRho<joZvLC-hXq3@~%OyNHnXpgWrR@B1E0=VUKaUFK&<Fp$f411o%
zQCaR{-HY~f%#tnL{Un@u%}px;E>x~ly}SKRKMf8xY6YyOt0h3W^d!fq65V(((n0=N
zTmN%?s$KwZS*()DN0#k5_30tnt}5~Fl9;=v$T^w5%4vr-N+$HZKR7b*PSJ?Y>>n>-
zy1IJqlRM#%Q&Y#Oc7M)?e&V}XCwh22&tUv@LvpZUqc^UK#mXJs3Q%L+%8RM1p^~KO
zGCconS1#FsRo|dvZ<{F>;&3%O>|ewI)GD%Hg?OELe3WGaR7e<uk;GRCugEvy=))Ei
z6%)=$EW3H006ZY0-BqyGI*ie{iND|m)0t`(KoJ6SO8mvYKYNW6)NBd=fnDE6jj9qQ
zVjn(Ul%$(&5FFI{@JQlGpvr1q<Fzv7+~Y0IpD&9OOEY6K`Q~#sxJZJSQnb9sgaTz*
zGgt|$+S@x?hRN6Nrhg%Il2N~YoQbkQjIS(-Tsuq4^+EjCh1`kF8Me)oB3?Nq%8Rxb
z#*tQ}yJ0d>9plqh8#`ryx%dtVs+~@py^Z&EmeC_G{r+am8}4OEVYzX?`VK*Po#mF0
zG2++A+i(0vWE<$z!o-4iw9Xy44bgxYTiW5+iGrBU0_v$x^140uBl?GTdE5I&^bDTY
zb9mQ0&;4LTVp^iP8KyVWDbM^e!Qyy^r2Ga8Zlmq@yP?a8m`dDJT&fhaWcJ7s`JB@S
zw~U$SExO~7q3O#~^B%HdTFZXEc>!|CY0@ITjx9>7*)xesleMF;6{kI_JtZVY1q&by
zGJrZRi7Z)l+0Q3SS5MDiCVGM9?ZT6z1C#l$caA@p@~)EbFoVN+qpT;;dG9pntfOmu
zn7QHruH-wUd3arA;{xnQi(aD2ARX3f6OA6SWFKs`sJz=?Y`Xp~8@e1gop7~5U;x2m
zS@S;Yr15*)Qg=D*AJ0$5fp{hzq6^lWfnSs;U-;r(_?-}rlHk-TU%X34E`ebDu~e*3
znZMqf%Bmpc0Noo?0wrM!Zhp*{MfqwjApW?a!oGDLVMCD7bhDf5c~mK<11L>-8&#hG
zHGuANn%Q^+w|#qdzVADvdSffk_#YiOFfhoBbrsF%*PDx6mDLx}I>{OaAH62{q&#eO
z)ZN8;_^`5>vvIk()!q6<4{5mGUwECzKhtaiR?pww?}0ZYlsfViUxRkeB@Or~AFA-4
z;v~4WTdVXLY!z>cL;L&L{D@KJay}4p^AXsn<S*|>&S!j>UYKMAu#OHOsqqR{Bu7tU
zY;&!zteyUx-1l@wH-Y@=$nwLd)Lz-S&!mtT;=I$QEL<z!URm-z9YJ32vP_}m@fP|P
z>wgtQ{|%D@GqSQSQr{srheZ73mp=02xX@iXoi}%McTWOkQ}%egwfvN4S?&b@_?KU%
zQ?s6DR=E~i>yd6i;qz;F5tWDX$JqM&O2TI2?r!rGn+COz-xzjAO!I7`O38{K05JM%
z;={GN)D$Za2z83!O<Wmzuh`yH-Gk=*Qo+x6Wsj@d*G`gu*`qc{0MpaqrZ;CoiT=tl
z6w<2n?Or)1H}!NWuDyFh>LrO^%m+YpYl`19TV0$(Tkw2gR3R+F@%704t$YdG5GEU}
zj0sTygM!#|g_YKDAv)86D{{o>7xx)~<*U$dirv&Y_aS1BKN$CJWpO2$*@&;{&TPKX
z|Cp+KKY&nVLt-u%v;)?}s|k_6w*zPq4m2dHLgp-Xy;ES9(>I6m>wpaFuG&+XkjJ6b
za7*so<WTML(h&8l${A{Y9GQ~EbqH&B4WJjOC<2sXEvSJqFieA(zSWIb=G%97GB^7n
z(`L-a8XAVa7{#1yp%z9_>zc+HJXuvSNgt5rPMl-8(h$89t`FPXYBt)TUQfgVrGKt#
zuX;rb=PSVh5H<j7x{fz6U|R7Y^<#|Yjz^K!<*AQRXYpQ0JTl`c;<@mCX3^4qK-&r`
zmJ)h8$8Hw>^v6W~V}OSyN=(n1e1<ksQLrS|>_mh&bN4xdLX_Y`CME?2T_)4;=u3=I
zQbI}7wJPQ#h{JP?Tv!SmUOztr!_WaIa1!a#NsRgpMV^R;F(%X3UtgG=);aU&rd?5J
z`I446&uG)~(DTiPhY32VW@*oYtsF&0$RP8OX@W<!V2)~kpCfrNa_iqm-brL(&%<d>
zq>5`V*)?=>!Kn@>>i7C6y;)07oVVF7B`GmkZJA;TndS2R=l6JMn4&js)uSyJee6=T
z>q(#3Me*KwDrdW(E5yk1B5hG9nzpkl=qckB@0gvjviw8iO5SxF%ilZhs)8f<#m!st
zwsSpKa&nQoXwH-!QOl-A@DM9&iaSy@zUwqr`ul~mBD^(R=3e!CFH+5v#t9u_K5}6m
zdXX^DsbV%fxY<OtXUvW^AxQXX@mKS&8*Y4b7OUUHQ58IM>2UC{$65CECc0_?<!0tU
znX|teZ~yr^IRd~JdB;_K3`D~LQ83_&l>=YtZ*0H*5cRkz?A@^|SiVuWubPIsY?8X<
zV|JaM_ISw;vc4GUe;pXmXNy29PJT?9GInLG1(oSW`9gV%I-u`%p5%4TzO^hf?i3Nf
zgoV#m9BTRAFOLJZ^RdS>%8&nCk;j`vFt0~fF3Y&SRC3=F8f8D~09nDl%NuTB%;>K=
zmpYtnwRT58%<Zv{x^wb%1LH=<goMHE&BY`)z}wsmzyo!bifPO7Ly_k}?%Sib&=Hoz
zcb!BzWY3BY5;wEsEyxk20_exjrh=wpX^ze`<Mo}W^%{dJu5#ph_QcC@L(*MoXYW<*
zq|V%XG4nG|^HPpGPGRH_7a&{8${G2V_sSnPHeVo;V<r~&xrK^!KfXdRx#U}0urwBR
z?k#?slRCbP>z!Tud~L$RB_)D^u}@FEKRvJi#lIAZ^JYw`5a*Z{Q$X&9@U7CIuL~Tx
z#^vUK)64#{FsZXJ7DfJk_LK*49@98&&|bmvu<G&3)ZzhKXzwX#XI$-aqc&~;gGe2W
zjHQH~-^Kw|1XL$v{INKLUn>0W82s*kdOjdR=8E@eMq9Q9^STQ}fSTL&C&T@mMHV)W
z6cq<;+wZZ@E;70Bo(mLu5GdI8NEFYAbB1r6MCGZxmZi|@4V`nl*O#|V9Q#F1hc;5<
zZ7k2o%32DedG5V1=6L?N<V`&TGwFUx^8w@yJvbobgpfTuaPHv${}=xzmNVxHQs7Nq
zT|5(dyWO$EoBtL_>epG`y74x$MN&|{=y5d9^(TavR*}|98=`C0{zj{!&VX+*<bMUA
z^IIQD&sNFTe*_h`2K2kM7kt!$Kb+hU*-ygE9#{btfgZ7UN}hGrYNo(uPq|ROS)aiM
zsS=g!Q~h4%e!~_BsDAy&)qhcQ{}r_62+b#3BU-{?KXm;m&)G`zu^Jvkn?OHoE(&7p
z{D26{%BZ%qsa?BHp}P?^nz&7~p1-pm1VZ&R*@x%+Z_Fu;1BpOQk5$g_q6(E<<Cn)!
z;7cDd==t0>MoxO&W>ZV@-kD!f=+$BC`6t_!6BlT!EK2(Cp58nfp7<>p_&aT0M+y}E
z)2DXu)BBp7nSZ4RF;N9)<$!(x(ZhY{g=HFWsJrwd=9$TH-kkW|KT-vMghl_;zlTJ?
z&~kYWC$Dk}z_`@1yZ_j$|F1sc{qy-E7*sN|)@a{EKzVdq_bBmPef=J(tDst6&MozB
zYk=q~Jy~TUIZln|zdWVGIOVmT-S7yf3QRs{TO3WFiQs+}kGP>8z2*6)r`)_jXA{aq
zpq*L;Jbzxe8wg45L>wHt@xD^`fQ;C)FaVT}krGfv6!wLr_`fP7cr%84E9kCyw&ks-
zBSaqyDvwXNLSKA`JZK#^?1UpR@yVoiql@|GRCYO%k6b5-tzZyS{FI(Nu&&%FsgN5i
zl*=RUeVC_}=zgmIX8!VQlh`*sb<1H1=X~iy5sf21wACNKRRcG^Ln794z<Uve0tN>F
zuQRJ%HFQYaB?2MTq(I1e+<~?3w@ln08M*&~-xLW_h)Zo_{x-9?9RT>r<tyfkEt94;
zvGA>=L`tosR746`G~)SZZ05`S`M`b*@Zj%r*TnurP-@g664Ai1E7O4o^zP@15c{?%
zFw=YRLAq4u(pD~$9zhjSOd8<FHz1z4`xWr;o`;6Gk@_|aX-hwPLK7`$BVU$8BJjh}
z{0F}@O;}wptMD8I>cT>HBqlQ5V0P$eZ%&TokXx*AgIv5~5-DOo0U|#Yfl4vjA<otP
zxV%m|V9MxDbw<&+B!q!@Qb8?T*ZxmG`hyF=kH2q&9LIV#^%KdNnk-HCQj$Ofml`9;
zZ<@dhaDQo6E-5_>QAxT2+c}vJ&nH`<kfh#A0@b-eT3MEhI!jYH@|$LL)8QD{zmk|-
z#1Da?c#vd%$z21$z**IdC0^Rf4U}^OPEsOk+5hfZXFo={|EtdOj3uhgd8&C8WBwjZ
zLUPw3+eqnjk=Hu6TjE_Q=7%b-`ly)Z5f%E`f}mWJmeP_f%13wJYRITqz3d%c&Mrpm
zKpmELcVG=(5?lc9g2K@_<^$NkVl_ZP$YTI<=6EGg8((dK5P5Af@Jn_V0#E{CRLdM>
zjY-Z8Z>{eaf%-R^aZdf@l8?QxV1)Dk>W0H1fs63alU0dQ9|og<gP<V~Sl81YsM@7z
z&>7gFCqrB{0gmIZnh9H<Glc&<5E#jZ*OirT)rmW^`(tN=x_Y?qOw?S&Sii;1-STj|
z`i|;p*s;4uH{Q(|CO>eY*?UH3qgcZbe*dbN_hrr_pZ>;<cS@_-l4;j^^jjuG{{ywB
zyJz!Fm6^DpQQE@2!sWS}j&~lE5+0KTHs@Sk`|Qz*lDMIp>bLLTotNWkl{|iPM<qb~
z#;D6p#vyA_LCM&99DqG$1xnc+&~^kvIXP%1W40=mnp7x;W?Usxd1I13!=h{*2*ukH
zceC77i85SPrebg5cBpGjgK)0tpteoB*2uRAx%()G8K&KqZICzB@B-jyrup-Lp=+l~
z^xES!-}Y?cR%h}81)}3N0Al;P3}eq%LvcQ$OE@AykleA3*f}v*i#gScH=X!ftDL(s
zMr(brrB{YdV4|(Tc9Yaz3GClb@&|5(xN@M+f|Qm_P$KoXiX?P<Zok$}2W<2Pc(dya
zD8#Zz25`&@Cj)cY1o)Kdz9o@gTN?#;6aYu>)tLWmha|h`up277(^|ked~izkKY;@S
zl45zf8BjZwg&4jX*&g!Zhz3lKW-9T(q_laGnaw^yWBiT0_1*LMv`0FLQZhS~901%!
zu-d6H;k*hlCUkBgTa-ayceU&?C(NOGuKRWz1TeGzxlTot3fz@Qtb30Uj$%RBz{_*@
zMx|EA>qJ})dcBr>_I$RpXTuJER07Q%yWvxP&{H$``pY--@5t#YJKp~eaq+yn^H@Kz
zZsGPYhSXw0B(CA%6QuM2C}o}=`b-_zHNUU18fMm(x$me3n;B;OZMdHA<Mxp!Fdj@Q
z((LJO7Y1~a?Jo;MaLjQ0n;6-2L#a|juJVe$jq{!^jEY~>^t!HwKbB&7yjKXcuFk6i
zI9xuaYp>uR2PhUv5)27+^#~M00bCd~KtK?9h|Uv;5t&-72E-9Mzz7(Wco0jo`w7wq
z4{Sk<Bozy6W+@mpHU^Mxf%>YoUbWLi-yxBg0aN;Iyw3;=P;vTXF<7dyK~C&}1Ho4C
zQe&3s_8=h1|Dh4?0urN+1FnxGDDL_P;DJ;ny8BxvQ9pW&=-A8O+cR3pgZ=av#G!_~
z#K;#y0Lc?=?bZgO1$p4_GLTMl=pp-(WK?Igjt}(FSOg{uG7l>e7~UZUd*m-^+=q|G
zfx}H1LxS@{Z1W$ODDv+R_6GnKmx2EV_qhi#eFm&-2raDX!2>uFd`5gDd^>m`W#A*2
zR_Ni0OCoFCH39lgk}nt`bo|yeCxX_CDyNe7{D`)-D1PeY`#v0PYtn#Z>d1!=)k2$t
zbSJmxSCojv6z-Yg_Yo;^y<Ap#>K};ZgJ-@ap0Y?;`3`v`dxdp<5B{3y^nX3x_G7E_
z4>yG8fcU%p^7<pvHkxOPS+4jc)x1>$>OjF*d6l^1-vP$cNtFDID3|xVDX3U;=1Tf4
zl_9WWF&a_mHICVL4hc~fmzQ0RT+Q+sDl)Dqj+P4*du}Mpa3Sv){*0mJxNjtmGFSC=
zEj9>+r;U#y%+@n?)Rmoj!pm(LcRug5L)kOR>pmYizH#JB7U9jF&(Qh6x!=IGE}DAw
zl-=uM3?DNKZqiTOfx0f=VA>_cQoZ^PF=hpFcWX01DeCJt6X&mydml}fb9qd(OW!Ob
zg9M(Ygqf?G^V5$W9|$mEqX_*B;7_!MXM2`5UVOT6?3#hD<r*C;5v#as_lGeaNoG$T
zn#m)Z+QC`n^mPjxd9X%DQ3GT%sjX~|>en`E6%vBeVX9X3GboWX=ZKc~&_G6q9z7Y}
z2XAdp<fO;SU0s{&_L6`Y4hSq9>7a;mO|sGUq)yxXEb}&YZ1wYq(29@Yu~AGO$+Vx|
z2UCZr3c@+dszmdL9qnxQ29!1y0{gmIeQ;D)7E}EutIi2d1f|POZJCLPmt2bXEer;(
z5!0cwJsXqdLYJ*~#XsS%@4mND*c{I_&m=W;S?=$-QBa0j$jwdmo|U+IXF5xIbt}Hw
z?OydU{&rKm&q<-@O(i(-nVM-=Iz~Nio~OPnSm}4vVeAc#>irt_au;*Ewv3i!eE>8m
z&%X(_$~z0&0CBn~J0oJmM2u<T#wW0S2qlqC*#DX3^xOa8rRP^W`@KPo((IRP=~~q@
z?|MGC$%b4RFdUIn0fbseSG(pEGnO-@`-rN*rqEX^u#W&YeZ0Hh(bqFB&HsUWNV$ox
z5zN>0cLXfHzKu#!zA%RK6_&yF((V#MXnf8uU*2w2xVvg<1c?m*<_T&YI9h2Su2QPM
z6xe!VtC64A-_S6&(EGNLA>3<LiXmG*^?~yflg79(NaUuOsKaiW7i%|G_Ce;fW8AB7
zp5$`hhqq(vPE!o!S8rsUt<-PGXuQx|chpTQ!dXwIuy2EptT|IRHVG+xZBjAbx9k+a
z+FjG34N7f<`6i*Rfq+4);Gi4Zpw#h?Cs}sosqq%goQ@Wxgm+M}zT_f0N;PjDT{=d>
zjDNGNrsf&9Drq~l_i&U8ld`3mz!usxTwK^PcR-N}GC+N#@_p!smtAAAIaP|b<6JLH
z(TixYE7xzTj@#g$1F1^$-R43CGYjqyuUTc*I$H#5+~8{xb<9nc&KhXXhF|v64EGLC
zG;|h}<|zWY5B_s*p0P-kh|k-$XTwsA)41L(j6Zc38)fs-ZBBcAv6}8=<+aUV#0S}<
zR2`#IEbFC?OOp$6m)Ulo+c<ehz=btdgkqD6-+mqB6s97k<~ni>YUrE~4LxSm$VV7&
zvj)B|ndt><rn6GR&84=m%68Y@ZnPQSs3psdtIZ*k30YK{ZeBW74Z|WF6_F7V1yU?y
zIrK-!q^Ept;s<);(}gqmvuJh|GG9WcGZR4QlaEA)0R)%;CalINM4aUE3dg2TntU1&
z&CDIG7w*ba%?Sjpdq-bv^SCMqK#KmrB>Ekf^V|OkKD!(x?$fLF6w7aok;8F0zi3oh
zZ54X>#C2o}Sr@lC3s4~ecQD4|!hTg(6WN4sOei&`!}wr6V4@d+UD12zT@INv1NH20
zDDVB8ou09)ek)Fodskt_s;E>;ns37t9av2kuur~ujY|E+AB3+x_QtwOsYLQZQP+g8
z%&mc{1rdv*BniX5*221L`3$=HAI7;{?v+N!7+jbn$(p#IeFuOU-W09yB0U^=EQ^_3
zOa?0NNh(sm6W4mB|FsoPmTA7$wsjK5UWMzC4sBFeW{XCf`Z<3Q-%?l}=j1Qjz|KAE
z3i168X>{{oX_SlEb<|lqF-LT!bn4@p1OddYyf5d8FhA4tCdZGO4?8Hrdl}mbRuW<m
zV=r<EkKG=WW~><*lyoDvHFU`_XiGDz5$L-ArZQqnwJbu<_LNLc;J9DMxLyr&NstQ0
zpCj>(+M@lmc&v=Ll?GFdRg0Hs(02&ES%p&|_d3G_iJiUg<BsEQ_#4^TV?5`I3E$8y
zGZkMk^;so-<awbq5DGPQ>i*&q(Ah@*@(gLoRZ0DXVZ*+uiiaVtiN-xvsnrJROyjI6
zj%H;iCzkjr%DhDY0%~}#Hg)fr{$2$+XWOLJSFB6RaIV_&Qn0`<<yUjsO)K#a=h3tb
z?emC}oB3Blo5xr3v24SiyOHFI&Rs#qktH{&2Q6mWh_+E$BMN8Ups>mh``M47x6|ZT
zulfa#TM;ivF;Ay93pk{MtmW5n7w_7*5U8wXW{KRq=Lvh#N%RuS1YKc6X}yIDpLTl$
z!eK7?^|jmhbAZ*Iu^e}=n)5G=*@NDJzxey81lLFG4bE=Q%g!e16%D!_M@xq8PBZ(z
z=ju^WY5?YSj<{ZmP<#ffW&1=lzyH%#xm$BmOfUR%d0d{bKrt_pIlfp3eic(KxycIu
ztYB09`1G2(3ycmiRqJ271k^f4$a=*!L(7T%sB!|11sEVkSkqNcUcmc<AV&=I;RNue
zb5B?_#|b=SHDe=_Pra<CJ^7^Nwy_yW>&;8eE=!RsPB=G=8*Ur1lH7&?R)_>v0wh4!
zVmgT)ymEH@Al1XeZP}~9^O}OKn{$nrB?V6l{r>C3WpN4y;`)1Dkr-6sq5g;`2Gy<&
zHx6%o02(R86&mIz&E7ObC~P^kmTF2Vrx_vOXm~sPrB?j*!BPBl7jfa^2WB!9E;$$P
ze-;+*?cR%qa?4N3Plg5+-K*L<)XlELL&xu;CGM9CSHmwIIwQrNiVq$C^U0aH9rbNU
zrFnRJX>@6K5)cw1ImTw@Y)41ewe}}>RvezGH)BZNyU2U$LI8uDTZHKG)aCar2EwEL
zL6)L4VbWEZb8D2t{ckL5pmXTWWP+)X;;1TbLUNWwix+3#;Z|n*W;neCiL;J)LGVkv
zz1aT7rVGh~x9&)x#7VP1Tb}5!`slNly6r#9m71pXsx$dS=1~eM7Te`(TB68CjAe?&
zCu3Hrx($duu6Rac%m`G25m^!52YN)wOS&t69@)gw<1`kGb0MO?Nh)EfxK^C|saWpy
zcrBUd^Oc1)&)OJf@hPQuv{K)ED^sDu5PsX$V%+j~5D|zsp?9IVCVz3=0oLv%R#(@J
ziVd<3vh~V#N_t1c6i-jJ&FFMMfIxOd+FK&^TyJt!H`L2N6N|GAPeTF%Z{ImtUCni2
zsZmp_Vlq1O0=7S3y1<fv{>teI<DqhLj<F@|*7DZg>UYSv{GrEO-Q|XwtcnLz<rsfJ
z3ysfo`xZT>&br2!Nq^=xUf|mBzrIsOLGwz(*(}a+^I-D#&n*_v>`#-PB%gZwjGkjq
z>rW+_5#8`YNS4up-XKd-Z9&2E?w$J4fW_V6)7v%0Q#C({&_6mZ#S)xB4S_&xE-0-T
z{p)@yr4>wQy*Ttuz_qbD6@(&!%#>gBeAv|ZDHibrAj7BLS0pweiOd}5S>R^q#XGfi
zFHa=CufFJz2dl>&MK;=XWDE@{XTpVz=9bRUW2qf!K66S;<MsZH-IZq2h(*A$W|_11
z?5(MpwUl~)RenHK0PC*Sd@HV)##=aAt$g!tVv$}2-cl$`U-c-<i9X;O_l)smV%Mf~
zLeW(BSH+A7rF1*%Zpla0x~1z!p<TV~a5QtQslPhRfl<x^KnVz1r_V5d!7<-lK<X#L
zOU!_NG7igi<;k6(i!K<{d-qoMte@tsFj;vIW9y7BAIzMN+_1jzEJB#!1gT3G=0V={
z$1cpR<}F=^Shn1v74G-3^X1c=_&uxVA8~y|j8b4?ze8k?@L}mVFx|kQU|r$I1)ea%
z@T#mNkt>V$DD4J<Tp}4yc0`vn*y#u|_X(kXT*R|~k>dGs1qo8sE_=Nj_{#n_3N-ah
zouxiSZlg#*Y8<kuV~6t+Vx)MVTj@|Mcr)i7T}o^ZNk{$F1C$1q<c`gO?1jS({M-$a
zx(@bdCs@jNe(~%b=pslTgg#ANSG@<)w#^Y>nZ1+xF8?w>(a4XP>`~L#F6$<a%VW>N
zs9@7c&EFy36TfT}9|Jr31-T5k6w9kCqwe`}exPh+&h|NQmww{74D^Jc#LaK##SO;X
z;tlBsY)TZGE?ol2>|{lF@R5y_E@w&jm*o8uL!TV8zB(4#?i^n~)BW0;cp*vQOfZ|m
zD>dpnoXlBwyZ-}j{@+PG|NXYFDc`Wxg{+V>Pc;D2S9g*8q%WjXi{~UlJq-~{`Q6p!
z#CPcJ#gVD*D=Yb}jAX@d%k(cyi3`dkxud~uS4U3Dujc0aC(;Vm(qpn3<&?SLZVID3
zV%U%KG&UFQ9=D6B5|ycef|$Q&5&n0D%g#UBY41y~Ebd;k;?DK#v16oFAXy-jw^);6
zxi(6UNv#o|6TP%;xxtCn_P5v@-N82;B%TS6!^}0;!1^5!46-@Tsc!UI)Q5<_apJu)
zB>_iE5*W-@)P!fw?&NMX_eNf)I1v&CX}1w2>&2VvRVQ2jhl}fnSK&YR%g-TUinp$g
z-^>eQd>~gE!kH}a5WM713?N*?FZaK8vis6F;Qu_IW%pa@o<Gvi!ZXc?iE<&%!!1zX
z<R;queABKAv#P<LPD1B;5%Y~3d2X9_-3$(v#%j@LbE)qQS}`9Jf$flb5Z4)}-v4ao
zD(7qG#Phb%Vhj0Asj`ls+E$8*S_4svMs)N-x0cm5cU87`Kw{!?NP(=@u17j{Pa620
z2%y$rIZe!fEsZ3R{LkeFXNKG9;zxx*d%NjiGR`B1i?#gI7gPrzG%G5>wIo_v-bNIr
zZ+xo*tjc}mcP1C*%l6=JF|w)59HTX{R4wX?x8IKhpGwqSICo#hDa=>)Xo19~VZrDG
z_GPRog@YRbzSq(BkR;MLE>;|6JYez@f^F>quOvpv9=dblGw?HR?5~@s*Kc8?=Q|P8
z{KnuVqOhi5#Y_k9GwBm@50u1MNg{Rqr2(S<X(0YTIR^zDfd}79kKg?`fd~;=h0hOk
zZb}n+o%=hQ_0QMjz~~j0oyBzGIPQmYPd<2X<+Se=!E){W;t}Dj`XErxP`geg#lkm&
zz{B`7<LFEK$wM|sjL);aN9)mV4RNJF35(Z24k3{m@S=k_PEc-#w=s?<%71rhkE^o{
zZ5s$#g<@`reuwN)Gt1-lpg3OS;lpY-M>qAwByy0|?8~439nvM;i&*LcE^83wIecOc
zwI(I<_bx1Ty9InRFyNau0cgzEJ|IvuoD3ZIpxvL&pz^;xd&K`YuYGeb7{pY7N)?L&
zF|edr*cRyIiap}+vBNxlGBw^fh(Dw`052Y=C~|KHhBW}8u!Dzggq(mo84$3Xk4NAF
z$w2QsLCbU?z;Wo<us-n8|NnZ2;vWZ~Y@d3=Q=(-nC9fPc?<3z|&=TqJXzi}?Yj(+R
z1>!<Gq_VRU1R_e-qhDB5$jnq&>6{9m#v<9`eb|e+xEhs_Br~U`_KrjMARwdsXHVF{
z<1-92qaYcrCl9N)ycl$D@>6y7An&Pq_MSRGVgE>Q+!JVq5xb+%oheXL&h!Wh%jv-Z
zU4?=Kj^)$)@#t6UNI*{nxZ+?9)eiwJ0mKCcE@8#_>;P&#au8~!mJA0drafzbe<i|b
z<ybMy$Ss*eRuLH09r-<?jan=*bX5M}E%`b}DdMi$f?@=Thi?YsJ`Pm?YbUN0#5?h^
zT>W@$GfFmuruc2Oqt|Aj>wny<I~O@pMZLsh{;DxyawR9=_Ei4qDV*R_B2PhdB0#!O
z-D6;n+*T!u0AlRl4V#7m^zjG)h=W-9!RNd7QR7Y29-JEF!O<EPgHmOD2Z#LgEaj^G
z@99U5wV$Z<CSCK=$?1Y2{Xso+!>bdkwBlZ#@pFT7E$+<UAsl!h6=DjC^D4rdPfq3e
z3%CVd)EL<7sDI}TsJb<3-LP~5lV6{mIU9C!i^ujXWyGC3EMi(E&PbeWh!L)8KYU4Q
z1B3-J@d88=jUIubQBuHkI?hoC7!_y0Du4j|H?_;J-N^w1V+?F-7f|LHhOVZ_SU*r5
zJn`~=?`0!&Bd+8d^%PXV%MRrKdi;JffcNa*jA(ee48!h#6?%9HSM1cP(bI~p)%%s-
zIa;jj;hlmHOfOB2kF3lAEDK2T_N5v@Y_FGtMS6IjSw#i|#d+`|mbL(MNi}ooZT0r6
z84TPvAt{OxGGxIy>0!4g7$Iwk7&S@Y22NB?+yxsw;B28*c?`I<yQcu*1Y#q*+v(Q1
zgezM1c^Ty`I$qRxQ?SD$0$)TTKJde(cI<&0=Co3*Q$IlfjmDv~`ya%w)AH-c`esBn
zlO6uXWlUMZ6@ly;5i(a>k283607v%H;r@X&|Inz{we!wCr=os(n&@aYzR!}nPq-8d
z{HLe?G_S52)Og>1dQU%(Diz52|9j1h3{&E$o%I?eiK_Yp23)$ooqeVJA-to6tG|i{
zU~DymK<)uptEL6p-9g${#9c56RkiIEu%iGr75N&(m0luth?7Wn{vC8$J@7(5Wt`e`
z1_89BxS^bVPP2F6c?eYS@XoO$GUJgLY$Ox;*6@y&lZQxgL0Or`V3%Aw9SRaRDtQdi
zcIgcOa(suRx-#*OdS50t?(8HApD`5g-C%GRgP$9a+X;@`?j|v$d3IOz#QK!T=8Q(w
z0~oUEyrsz_ceSH)PR`NwvS~t#5_So2lx9ocamx~4M`#QMGG@lmY2^j%^9~(!jjj}D
zkEha9=seKCa-z35D4(Lyb+&-`w(dMySN7=M(p6c99VaA~-^tecPDNkgP?^RBe(xrG
zBKmfZIi~T`M5B^P<+FE)aJX}K-DNt9s#!-963>M^yQqA0Gxt=0muSQ+e?s*%enn|b
zIm?x5Zv(@=obEn-osp-kA`FjQ?*&Mn!Q7lu)gvyhbS!&_rVBf^-bSCtV!AMe2^rH~
zvXcB{&F)337n&w``pB@aot7qD4b!qa4DEU|JkQyjGBl>&dQzX@UE?DWSO~-^fukQQ
z4Iit%if-BAoR3kC7*z}iC-EIA*pl#dFg#J&YhA^fZeU)!vdeuYb=z^(qf%o4T4-dp
zJlINnNrf`JT23jvPB1C?I0Qm2eJG9X5AnT*@D&tJv8Z-qgKi^VDPIsX_Z`B9Hu|wg
z*8(_i;?Al+094SV>m)GkBRN5qNj@iH9q%t7cYxxO0nz5MjNG$}1pBDq{KG1{7Nb=o
zch>I^ec+nuya92eamId!Pzat2y=USa1V8`q>HyV*Y}<I^^O8#mm*O^$XIbzBoJKc(
zu!2=W-TJ-6TU*9kS(rOFNIi#}It6pI?MsDTF0es_t+v)P7b06W4H?T&OXA7|P3O};
z*t{VzNOy`>TB|H*wr~duVT3^rSjfbCK*&=!VGFjLvA6<;<$_pOOFAw|kBNEpVRVlZ
zF8cNDtkX#@rLrq0JQV1m@s>uz28afe6lt<tI892ILWk-5>yab(X(X=X!%CJHqsZrX
z+2-!z#jf|qr*aBg54@b3lS@2<pm&#uemK~w{HzeV^UWoR3^z4K?#o?FTTs@Y+dU%G
zT@^-Nj!)Cgohcwa=J4Qd)SXAf`2<MW>TYp~%(gT=(;@cdi4e93u}h(o@+<C54m5Ly
z#I*&zRm^GnGs|tHnNNtv!{5Fqve-%@o)<iSt68+cz`Q@-#G3I<DI{A;ESe+u*1YFw
zXD#(!+J+vT(um2>zMFF6^9uF(u<DY+sudID!UoCkn}Hh-1Gebd*rlcdTWUhL8qh3p
zxHDZvxymvn5ikz5o{80OhI0L^rxIend5Hq*8{D}<6jqir`W2<F?&qhkKFVyXyHbTJ
zuG37joQhkWYSgvZ@jAPzeBbOb{q{SCJ#*(VZ|7?PsySX%<<eg_vdu3h{W;u2E5un0
zcax}jc%vP*hX?-xZ>iefyYc_AcNhJIOZNfhpZDXJ9D5$h*k&gdAbR1(AjFY>zIGj7
zA6A#R%>i;OjnwzIYDOG?PjU9}N#{o%qF=0dc=D<~JTp7)OMhCJ+4d#U9k3Bpk+Nqe
zf3h6ggKf1ruC{y-dr;rOL0HWl+zpX8<iu~P;u^U@q`ra*v>$lR?gl?kb4Nv_rGC4&
z&|DoOKlXLf51BGJ%Z<LTI-uLieq@}8yJ`8NC`x+7_W>qmT=T)5v<LO93_G{hr`s@d
zIhAMXy2lzRTGfWUpmZUxQR1*MF$p8ZgqFpIKJ@HIrDONeo^wbeeGP4QC+pYFPK}O?
zLP$Forwl#9;zBd8Gg3GX*r<+fiVDaFHEH6XtYMN9Q@GXfVW;0>N=A|j<iQ1S=jV<H
z89&UmXx9C*(m6u)3F0d6>wecZ&*<w+TtbL#>a0)}!<bz)gNlP~eTF34SF_Co=EoZ(
zW{YQp)i@O%e0HLx7ik814!Iy#%S!5Gh+np3VNwnQon3Pgux#vwB+Wl#>W~~y7QDGG
z?b;t*V8C6HqB5_MtoCW*H`OJ4%$w@~XRPj6>ObwZ8{P&~(qot?ag|i2LKBIXUFD&0
z7u1Ph3E;OzPz(E|t%P*XQJPCaYh{c$)Jl!tP8bJ!!IY+JsApYElGDs#R<Vn@_sY+k
zxNsZlwI>dp^%BBrjcqMsH={Lm4O-GO4W{0g2KXK&ODUM<f=RC|w7kkRoY8H0${v%6
zZk*a?S36tbb}>gKAg*e2=wc7IwcxR$ct!=C)EaM|cD=WY^=Q&ZIOekMQA~`Z1+O4i
z5Ik2Rg6T!4V%Z%s#|R>*FT{ScmUd}_haS#o^2C~#`<?-cGB)ZeUN0Y1h)YGMP*O~V
z1TL!HwrP7|u*mO5B^AR3t#XMA{*9P8*yDf%9j#sQFX}0$CN^`Ie9haIQ8Jq9^m<;>
zrvf1eF9DKj!VYyhCF5O<`AAtR1^w4lEh^oWG&48qSyQjrClUN?;e%uR4o@LO+r?hQ
zkkOO@hj;CSQWs(ld{sxagjWi2ihjws)$b6|8S&pW2wR{*ob?jUIKT$?PhO~h@qb)I
zEw!s`@WhRAfO3PozS$=_Ju3$kPeXphG`p7w(%WeDx&>?)F=H5H=(MbiQw;glSJ0{i
z(QREJ@&mvZN@+{7*P(6JqJ!)$EzGW(&D40|c^J>uCRet&o3BIrBP<6g-gv4LPq8H3
z63i!^*};Xz8DOpYGv3v4-I-KiO{~)d){D3J`Ba33{;VawM04Mp;^&v%7kNI<^N^%;
ze!zY-XsSeWkcV;PxgBmP)u~q%|7^&;r>wHavo1pB&#(Ulv~nMM32a!SZT4=UQS}=2
zS6`??jpt({%@Ck&)0`A@tsg+rX>}v!-tQZ)@eiG?ak3s9xT;rRuOl$~9SHPC+b{&)
zDh>d9=e8PP8|^B4M^OcFE42rAPr&G9Ulea<iqEIt#f`m|qLMnCTwR1A%ldrfD5y3f
zYH+sS;MlsOoKS?6<$Is@hEx^UHQn2)gp3&Dn?@vvhAR{;@e@oQl{J>nTXp@&iDrbh
z&>Co2j`*~zoqCjC8p6GaTgA0xWg#|Buwzxiwsr#9o71eZrHa-B_1e$3wrveO6VnIG
z94~&+ktxt?s-z&2y0Acv=Y^x}W~=F4oGiIqlS&^rsXuXf2TvOi%^j-}Bxt%hY?VO&
z;*s7B8{N}(tserHOp^#9G*>fPh>j%wd1fBuU+x3*z_hpmpj-q=<PZKp=np2h;qx^i
zR=EKNePdD>=LPr2Pyy9u6cpJq`o>kZ0>uU~*6z9709q~MNDX1f2?Uw34togGg8K4D
zyjf2CUbEcp*SiL#SnM^R!3IjAEI~|=VxL%+z)#RI{GP_c$>*E|HATe6l(91KZxr62
zCqOFnW~KEuCJ47n?U6Tt^E?ZH3C$3WFJtGBkt|b8+EJ7KuQpO5y3q<Um-U*u$O2Sp
zu$jZ~5@2lw)GigsqZewY#`t#URq-ts?i8zsNmDD&FcRQyZ=VUhL#y3~5^3a>Gy6wR
zki`RtjwYk6&q;(T4=nA8&^&jag(lo1Z2fjYdrU!<O(7%6Cadhoi$CfV+ot2zHM*0s
zmqWc}NRjPv+_{gh^4ujLq<#YB>j^~s=!x3z_d+s{sx?otDHMz|LF%xX#v%8D*-SH%
zUuTVwH~irfZi=d@{$m!PzmHOis_TEx`BNM%9oy`T$lVXvxfDRp{8X23&jncONr96!
z0xCxnPizn<CO;gkA|k9n9<-cDA=X`gA+CQEBhqv%O#cpnPnV*dVkbSai2ObIOKn<g
zG5sO*N#wLe7-+WH=A5<Jcu?6H!+@|m<c$v6z;+cGBj1580g{mpkY;1p_*f430VROF
zYTX1~hYbV6KN0sH_)<NA<Mb7<ulKo1H#O!3fP)fX^a0%@IWX?GrU3T`u-k_NVAF_N
zVEx1PqTEP<b8>h&ZJ)XF+8%JsZiBMH`^K{H;Rk|@A5cP~_T)a%CIWaT5xanN;Rc|a
z^at*WefrfeT5r1kr%V6dEM*U2$@;8EP8wo{7RQ+D10`zY<gv%A(*hysX*%B_CNm|`
zdRsxxlsunX95WcOwpyHZf5LWt!>V@{4mj|{S`sPN`3TVb1|3s|i5re#FDs#lMP#l`
zV?#_L?SeoDZM;TN&@(L=g?qz~KTok1+j$CL+!HQh{1IlOkFJ+=##*z*T~B|mLY&@T
zjT~(ccY5Uvz21`#IE3zASBNDd0;^%*FQU1hhV_d%zb_V`_{dLEc;&U1xZ7c|1Mcrb
z5|{niG>IJGwGN9NaDN|?xJ^b*{MOpTVz=)yI`|P(`+<1a(ocQ3{nJN~fA@d7^zY4*
z1%_!fxP}bW*~z!fZOiDeV`&+t?b&F*;VMf{4FUP>e<GNG3V^`iY8T%;uf@c@Ok1j^
zCI>t}Sgy-G_aj|n1o!%j6;L8*<YVj{$`<emwgDHk8DbsU2NpfB@EHP+GujCF*Ac&P
z`sV9_HwcQo2*vFC;*EY~y#?|^nhLZkgcexb0CDa{#s4((|BbovGxE}vDR>sC*Jq%j
z;c^+2e|VK@wlX8Ck(NlpFK<mBqU><`cy-{Ve-KXpT@&L!c^#ZmGU_8{scB{uapIF>
zvd4VNHM5g*Y`G1O!S;H5M#p<1flxGVbwLC+de>bx<~AbnTIcgtbMmjzc73&YagZ5L
z7K~Yy*yyrVjfdRw_Le$JYKL`0#r$#Ey7XV5)PJP&|KEL%p_zRYcqiFM<$n2*WuV3*
zoy;0S->_u87;1_Zx?p1?M|L69CrQWIP9f+<PiM-dsmM0AEl?@)df;UO2!ujeF<ed-
z0PJF^?*pF_IQXr-$qi~qk-8PN6|^5PVBDx%{|i2VKhoX)4?Bk!K4uAm@fw}!g*}3V
zZz?01c<Hj%3>iiW$0giaM5CV%amC+KvboQZD1hHXv#ywb0&_c9k{$EmLLH?G>t3=H
zr8CKxN7@VCa%kX2gTCRmX4`4*tKMIxuP}3U7w0o$tQ-3sQKF&g)M|qvoxTJgkg5<4
zni0)7%ba0yEW+trR`o}x4A!vpkI5e;&d2rIeSx#k^*Wqi<Pj(rs3)#e5bt8x_Br8s
z)=M(Fdqa;0t^)E>RN{GgQW+HKUga2_bicaX>c<z+q0!sT<yU{n*W?1ZotLeS(Q)pg
z0oXB7GvO_|5=)zpk@`~iM8;3!4-8c`>XyG<Ml}ISf~WHnQ4S>X$_$KWN1u;FpdBEx
z)@L_vO|Hiqx0KPMr4B+0(s$2{ciLk5Jmkm7{q6hv?#8V%#S5{rtq_RdpN5cKe53#k
zac1j}L6iH6(`C*Ip^m``lX_0I*qyqc2|*f?Nk$bU54Db2(_*Eni;JJP+NHc-&Iu3u
z^xhbd0vMfe*Y6TkA?wIA*HVVF5nWCSc_+(F<I*Z2uQb@@$?B}t#F)5g^&(rIr;Xt@
z`a@;#OG-j`11qX%H}P>Pn$2;QXCqTC{-ewZm!Os<BlE&^1GMvt7ReJnjV1iDcK3Z2
zB3xu4_<1U6{2kR0w>ammM(Y$K^Xv>C6XVmNV=6o~avTujQ)~LD08hT@ikqb=I?@*-
zND_wzZxjTCUM9PEDMB$H;DwOaml46@g0_}6f+X2Z4r&w)Sv86rrPlvXdDj`#MEl@_
zfE1B{h|(iX6a)cjQUbgP0YO4XsY(rmB26OFk={{6P>Lc1q)SH#NJo$odZ<Y#0#ZVa
z5O{Cj`*8RF@V~j6n``sG4?DB-%<SxkeRiLHes!?!;6+Igoz)Isb%^VxJ$uGBeN3Ic
z6gdY${qw8k)NMDr=CD1QI9`qfhk!k7V+>RT1zok^(z6)2{<H4eZl%$5H?=*a%(gZ4
zp!M8bUqOE7k(u;!#{QaclSTX5KpYllO%~DLX(`Wss%*$t&{#!HX8^Y%gsO1aUUda#
z;Xo66VWW6bE`sRh)g2Pp-+%KsR0~;8jwPOWp8MH%(@^}^W*vQUh*1!&mkqd1DiAep
zrX98ah10#Yt6RI|PY|SRj>7Ngox({YABSaW6m3ums*VE<k(@hUW^_U?0mXsQ(K=bS
z`yEl5k2yRBwE~=41T{&M(XuB%8k?$d>|zaP_Uz>;75znpqY7RUb4dZYweyT7Yj9BA
z&cjSZM*zpY%1Oi)tt*=L18@UtX$^{3?mCG{`?<kl3TUIp6?C`_2A)c=2qtYvXDsbG
zajB>Fb?Roy9kRKhty18vXw7EQ^)TrT`NUF-b~_}$gQ*~uzJ@Bi8xspC0fENq|HlW7
zil|I|l)RI6>Z7KVJT{{dHI~yivtl=*RLc4<=F@HHh!-?h#Vm!3sE<5SKZnl04C*Cn
zr~Cy?<Qaw;!d*PQ+kVh^vnyXQ@G`rRNAFM{j-WIOz>>eD(=gtv3zxpH!IdWYG|#~#
z$!k6xL7hYnTl}s3U~#5JP}dSAl0CfjB&>sakgnDp<*#im2&=9`5l-|ZW9IMKHp5yi
zrn|1wg3RU25(Ty02@(sa*F4xhXLo7QJ{q^;BlW*-*#%@EeFlN3rcBNaPU$;YqF$oO
z?Fnaoc5$HC$FUC5^ka7y>(0Z8y0;7mqVBQ+zfDh4jSSV;C$Q6UwBb_KTX-1cJ}OH1
znO`Ec{JfGDeBzU`T?$VYC`wETA#|I)*|1UhOVRn#e}@+NTjk6@>Nz{lZYhh7SkRbJ
z&ri|&WdOR-E4_Wz(7G!_wJJhHN79@<l2>C0MEfw{&?-Y{+wZlt6>%8u;aYH&jg^9r
zt3>)ZgPF!CU8C&c8?N`0e6$l3dE`gyd25?>rTm7ZOTD@BdWWh+>&VuKEk|-SzQkIq
z+r@pe<|kzm(f6QD>YIv!kOAEXYs!<Ixq`^_QSJ<6??5r*AG)8JOJPsU?Z_YSYX{=j
z2k(AT#l=|6TfgK#pg9ygjstM`7%ukiSERdsI%TquU&wc!BEj#YZ>Ff*DES<Z<p}Kr
zdI#R99t%`;EVdj%TXTNUO&17C44ndqDM)*$ys{@T5!`9Uz@u1~|AaT^W2*85iRb=;
z{CDso9B(aGPcrV9zuFM5-;hRF!9Oui(O|WUPbyopajrn=AKfRL<G=dW<RJTMFE=$Z
zu-!SQzFetL>`A*F(d<YNd$)P%@bIF&zLcd7lW?08qhyex0bTKIpxzFJ6@e|?z7_EG
zR~=$F$NM}OZIO-<K%}nYx^r)(!LFw>WZ^TJhx5X|ZF$4k30H%;CzVz3aEA4(T<&AJ
zPGb)`-;lZ=<r}GklBT;{5%a+ngj_DyrsQZp;V;djeJ4_p>9fyckAi^OP^t~SE9Asa
z<S(bCzX)IBY;XU7L(i+Ny?4~%IVcGhC1KJRNlv(u-dO(|v7F`#Q1q~QW*|hdnNRF%
zRb8?HlsD;;z5MWN#DXBm^iNPyll4ReBzm#FHpf>!RA;%{(lv)cA&)sWSc?3pCO#X!
z$wtrrRxSU#Qh|MLlhS^PqHUKg*tJPNKj^{$8lF7R5U%~bw`3!U&;SGsKsmAoCp#?O
zq!-joSU9$;bhR`&EIwYPUQ6z-6!*<G?!xuNADoDbu3!g)?h+z}V?LylhM8C6KnHh&
zMGyu+G3LheGqW<$F3*$d_pg$I#N^G%L-=fN!{*8cpa&eW%xiSX8`grN7_VnV<u0}e
zArxPSOlMU69##43t}40K<tK;J>_@6z`jnynHnYr$rRpW+H}7R)7HHqyoRAwWQvsgZ
zxHPL=xnTc`)cNvjFmFi;`3b>{B+?0RE>_>Xl%{H4;FI(cb0vQTm@{XY6&D~d^ph)C
zi7j#8wTD(}{K6TlbZESFefye(=a~pO+00#Hs~fj2JtE#ItXP=`cKLU3_`k*E|6$LI
z%AcHQmJUZm2(S+oYKa<o>7*d2lXt-3kZ(<X%cYY#-p-9K9kkuElNN%Uebi9Q>(h=&
zh=n|r8WSQNvqQIj^BL1)BHvrI2Xz^DBuKuW0~G3|ZD)4U1}Q=>8D@c85?I5jAotZT
zC3UFW*@VwZ<%~Hnf*!}3e=Is?^im55b<w>+8w;XJdtq#3l1iO_-gr1k6GTh3xc_Ol
z4X;K$dik_tBC$P`gWoWLN_ROdhYmXSD;a2V06D*wBT_@|n<g48fuP~p4FMw!T!52+
zn);u&SN{Q4>@Q~QAM!Bb8>1RR4RzJoTm<0onhMsXIngd2m!s^#r>Ytcp9bpH#&?+G
zx+@Ci*FFyC?V|NK{Z~CY7Cw}yvbiM!AQg1zG*Y56%5i~-?kGkw*zbr}m1{TNmYUpZ
zN=BBrU}tP#m;DWYpr_{`^X^m;Opu~H@I5T_))bH&QPBPFxud_ct4CKe@uHAT{vLZS
zI?%0he95G8q{4%vZBMrnJhw@+n42g20~OL?JcM?=m2+|Immh1P4z;z_SBTV^0lWIf
z`{4B1K*61*CXrD4>akl~xOEraLLFl!^|qBze%k~t6P#J9KW%nr^}6}>Irp)|UM*>O
zy+D2gxxYZYMCJn8MhD%cQ2)-r^c1Tdz;s5pTW;AN!c^f4eEBB#X1@uznB_RsrAhK%
z(CLBbhwwi%3qIe9^~;9A$0__p>mx%xD>Fl$g7i%}mOTD>VEEXXC=Q1TcfSoE*{;3g
z7PbX!#g>bE6xIXcws31#;U~!OB7r?^!4#>SoZ3Z<+|GQhYOGy``c8Mg^JlG}0+@RH
z<)$zSY%E~1UiY-%YLrzsO;#3;H@`@FlX#HFEU-X0sL8qZWpt}X<qzzIHRZ3C#YEf}
z9-`ok?43Z<`d6L)T#j$zi)=KI(j8uYjE?p~L=lY2MqjQvscft26H-3le2GtpX8@Or
z@GMZ2Mhj_g=0iF^+&PLtlQvt<qVZ)Kx~=kRLq4of4YW5LNE}3veBYET&Y1zj06FR4
zb1eo>s;_T(-W^Zk*4S~5kfC4vGA1FutxLbFp>QpEH7C4<t?Mwu9CLnL{90sTQ`(Oa
zd-b#d^Slb~`km+)v!OP6oXQlEyY1*v!r7Weaen|4BWT;VBEF6*DZ9)Hn(6NeO^3V_
zZ_X3@vI+@XDPFVX+Mn6f)em3Q#(b%3eVk&g*PvzRm2m7Fw<5a<Hm(}S2)LSGk?wNz
zacbwBmaN#jt+8Lq%dJNeNvQFpcacJ*eM3)uujW3qO;6#|56&b`0xNDM<w0d;vv!H2
zJVkpv%PRGxO+_q~1nW9ksRd?}#5?cUBE6&qiAQ6Sr?|tuwTA(3!U&t(7Np4Z=;$ra
z$KxY!lwKN{+}!R7bWXN#`hd4(dqjqP^M7_MJ}{|hLeO#lgO|v};o!Fluwj0qes|0F
zWyh|MZn+oSu)_7WHgj-xs~`uOSxGSCiP|~qgNusGzCV{#F&APsS=B{CTG`jKXqON3
z^DXCG<*s+HP2Q&VgO{O(qMKC+@5D7a=Q&^9%XXK2mL5Fc_S-A`6Lk(y5r(cI&lOm?
zvc&p+{V6jO+x)g-Nl(jCc3u11nB-kL4(LaW2Vios>^eqA$qZ5V;rrwLYMXBh@0APU
z;06KaBNL?GawD4We;G7V0K3kAMojr1zNWBu<FdP8N>N@l+Y}?nkA1NzIgX<4Uo`JJ
zkrlc0%y2fes&s%=eQ=~+VM+XjM`}?|i3{+f2T4P95QmQ-VR;w+MJHvhN>m95VMYb$
zZXmEa^`*$xyrGbQkcf&cKRDyG&AiSE{D$3T=$$>tebC(hy`@}Zc=+6i;nvZbX_=pr
z(owp&#K+7J3MpEPo6x9GiGL+#`4u<;8BFG@Z$F@+(#o12MPhs}%w2zEA=H@g!EgO$
z4#%+F&QP?wOiZCm+O!<qlW-*RT!O(lD&4=RUF~V=xMIiRX;<O1K0o%JH_uw%;OlZV
z;y{f6m+{{U)LJEX2HBs8wZGCzj4dBZ%V|(Wo!JgHt&@^tnm#F3B$Vy1IkQgV*ppyO
zkwW3C$?9QbgY(<b&BBMdkw=nEA)gkgpJwueLsxfC5#$G@S8JL^3f+`1u5^Nr;7qF2
zl#RUT9?Yfsa0UBuL;J)(idg#Ec)<7y8Ll5ui6rh5xNgIxDIK{L(Sl&}lMWi@OrTAv
zc6FYU<Wcq+wSIKJF-@-aWq*~KB>4Lj&t#q$oxyi?BWe0Av0e(GrV!ROJ_dN|55sij
zlT=R#EoMZ51CA$6%guDj;G@)g8X=#9^0Vd)Kros%1E`CvodBbcQz(Q4U9}Zg1~bd3
zkzT(-oRAMTCT0Evfq+aFF2@Ey3=zv`dGzioTIKklY&$M@_j>(lAnX*Wfj^?e9DAMs
zGO-U_pfaK@cMm=Wi<_6tHAwdtm7h~zU%*?{h!CC?(6=OM#d3IP52f?LPSD5WmNznN
z$Q|-HEiyj4*KEm7DiZRR{g(;V3Wl2;5ptzm#*?jG;C<aUsRxmkl}|?L#>}4(e%xQx
z-s##r$QK>D6dsu&xJ@-mDi<LfywtstTPzUy?s?=}KS54NhHADOa?&$sC$-$+?sIX0
zTS5BfGE_gNQLSBPB6V>+Fg1yM+H#LSJ}1GcbLb$k<sIMlP-$YwZL-d+Xj_|LQ<0Fp
z(3TDT+M@*qcdY7#Aq9wX{Vj$=kp1yQZYQ#*ddC!>kb+H*7aYzB(Ho`{4<S~tpyEw~
zRNJ2|-OJsbd3>wmq_dt;l=~g9iJa$7-mFJ&%9RX+zD!j+n%M)FIiuuz6g?yNGwOn%
zE*?TD&1oMDbJd3me5C`evCE11LD!d4!<a5e(92LwkS#kW=0&h)<BY$3_-AB<mhwXk
zkRsh@@_bw-)zyhkW5U*L@?u=ask6t7MCg@y8dA_KOO)k{nD;MLD%Bw$WF@jn$^-4P
zx3u=7oE?ovmpE+47(oH+5VmDQ0oYUa?nUSj%i;-Zme}Oq@2&kG!MRc~Yk&2nBdELF
zDM&*9Lj2@$5GHHX64z-bhw(Va?>G=WMredHl4lHd+!x|K++|=bFRe>vAH2V%;lsqX
zu2cSfuOnCr3l*P7;=~iK%4PIc)udIn-xTyG?w-{eb+p+CM7Ki~s@@D-NHltg8`ntA
zWd=e_Pn`+7Gn)AwpIjE)TF1(M^u{hA5<z$SDBxvlSh%u1IANc)sDm}?UP_nDy;XZ~
zz^=6=J_=KXLYgGsuOD-)skw6WjIB~EMIYMwV!y(4=Sn6t^Fz}t;#q)lnzrSyi597;
z+yKyuvO3A$5KFNvLdbDZFX*^1WO&P~-4!~qOU2x=1k*l3iaoYC+gklqg>&Zg8e7Gt
zDhrl@<7}=?JZL?>IR8$F1p~MTRyjB*8wnYB`IvHLIwV6)^2r}VhA)z<mBNJ+h{?mj
zHB^&5q<}MPI+Ml+OuQQRQ-denAlI}|vzP{jp^3bDa!*Kw#d<v#bChFURm~lsBxbHG
zS)aT?Hr3w0%{D`}G>N#sW0PI5VAEMQQ#N(}MleY=^wbqXN50S%%n|=+SSa!OsI2Z)
zTV+W;t1f-j991sRPYjqG-O05QBRuY|YkAjSxBJzt&D33DWr@vQG9a>}w~cYDnH>Gm
zZq@mt5&q*VL^N#csVKVL{dQLq?K{Nr_)AHb34DT4RKL<CRXwL<4zj%Q#Mup$k6F~X
z<7nyN+WSgw?Q2QUkD=Fc3G-+kF83^yw{iJG_2p`}#3Dtug)A6(0Lb%?`h0AdY%sd2
z?ICWJ8s5XnE|SzNR)J3PZRJ1(;KcgM40?oX5);CuD6!>^n5!s2JMj%FkhZ0eKOw91
zvcb~NEtEY>5Ly_j)Cd*SfyDdrvP_+m)ut(Yu;7zGXk;Tz8Y%{jQ-Zmit83qD%HT1k
zeQgxii&xuo<eLFh+AqjiFX{r4o|3=Z%K(y)*3@v{+3p;nNRyaT4%KYtZ9Y}@tbj8$
z9L`=-O&~+q3!_a(Yg#VAUKurieW`D6{Jog7XZevTXvw9Fq9N94|E#&6|BNl7%OvC5
zyu{9S%)Te<&wxOA{|ioaN0LfZHIcaI<;i$(lx!}u<@%qX8M6{k*&jVwA9y6Yf%FN)
zzo7{IucB+wC9bS%77xZL=%sM!KS9P*!G24ab31db@v;|Th7$rV_=}@2B-S{V-iIrK
zS8XDQ?rg>+=D4QdY}sb@rHeN+-#Wt7B*7ueX3Bzjkc;GCZca|Vpsr=quDbnNiqc~P
zS_s)}{xYBfvj@^8b1A0Y7?mA~i~<C;0ao1NN|gF4SSt4hYDj2bp~CbtF7mZSQnr_~
z<bY4NVJoW|&uT{t^2D~ivZT(r=CtE@F=+I6h$vB+UtlKCyfw*)J$qGi$mgpnw&^xC
zS>9r&u2^Z-YP!!^(cLj|whlI@AWByed_WhE;hS^is+#cCO^;fOaZY?&F`ydz&{uU8
zh%s`AG#XF?IlRI(`*)b9u0uG4nj#}$Le;MY8>ZU0M&L~3lZS@RC9W9FRD#CJ&0DRS
zCkwG<Dr|VlF(gr7Y_kBUHHl^XeAWJ@u-sB&!^V&WsG4Mab`S7DR>S}fG(;d25XD0P
z9i(6DzMy%aDexw>YvNB5RUBA*rx4Rk=jjBY<6UH1brL4F$ikuz5H&jVNI0mAvX~t7
zkX{f%rR_5VWk~^#B$6{|s^tgg<a!lU^|B5ny`>e+Zxg}iEm4IuULvV4SUP>|uO)9)
z?w^_Vbl`#I>e$WJt_Cyb(JK07@DtUqhaQ)yM7n<5ziH8NKQ>~Z)G-w%<nRQxSGLW9
zlZ|fouknhG!wNt7>D~C*hLh|iT==P}yv4WP|4Du6<2T%`%>w~h8_I?S@G`RZo_-w)
z>++h`g@I90eHC<UK&QG>a&~X~<ax-F=uxNc&D+ga1FDLh;@ukf;+~)0F-D20HSNrY
z9bV|;e;&9J*xp&rtfIDG9-D5>$*Up8#1g=&#^=9-ahEsPIhlUo>2dT7%M+cbds#VR
zh#=PRN*_x|{FL^6#E{C#{!%Dt8{52RMs_cna&<P`Y1vNm){be^(mOQ!39CAFt?h}z
z@NamXzB0s^)G5pTetnY<PX{=Eo(1!gAkls$Yy8+e1~0BO`1E05W4E_hxQlsv?v<sS
zjitIAGxycPJ~~^#P$;^u%0SkiY@fJz8NO=OA0g9e?_bFq2_pdhS<I~nAj@893c6IJ
zA?;kvObAt!b@XE@WlT*`UyKt21UIJ0{@ucA&zh%Df1V&IO;Et{{}z7pS70smGhha4
z;ruRxu$lRuWr}eik5QdUd!AsE;~P|8gMKn<{xt-MAFa7v0MYidy{rd0Q9w5N9p}qm
zgVunNKd@ng5B^TW#{UM5Z~hiF*>T*RO+ZoLAKOP$OtTIB*&j=NKM;i#1O#2CTGk+R
Y7v_WWB=FyUPx<V3v9H${(EU06Pp#lcc>n+a

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-49-Book Cover_ Build a Large Language Model.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-49-Book Cover_ Build a Large Language Model.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..e71481795846774cdb9eff5b16b1625729ea6a8a
GIT binary patch
literal 17146
zcmd6O1yEewmTnUWF2NlVBuFE{odyDp1$Pg@-5t_+f(HnY5G1&}ySux)yE`<m|9|Gr
z-22~GZ|=OQdi74%YFT~yRIju5Uh;iwKhHj|0$$00rNIC=H~;_+_5eID0Nw+T5fPCP
zUm_zRA)%lkqoU(sprfIo6XW1w;gOS2Qjn97k-es2p?gimL`_CU&%?m<j*XL(lah{4
zh?iZEg@cp*kBh*eprD|mp%Y<X5V5}@d&B<UKAu|v*vN1ya3t_>RDc)QaPZi0&z%5D
z*#CS9_vZol_XF+)Ji<#vBxDp+G}sAMuK+LL;Nf2&z`uNnfB-w&2lhPx0sAG+8#Yly
zTqQ#!DhE7vzvwh%YO%65eC4rI8jeqn{wSyfgha$7v~TI?85lXaxOsT__}`05fF-4*
zWmHtv)HO7<w2h2SOwG(KES;QPT;1F~JOcuQg1>wX35|*U9v7eR<7Z-eMrKxaPHtX)
zc|~PabxmzueS1e|S9ecuU;p^T<ka-c?A-j?`o`wg_Rj9!{@MA(<<<4g?cMz!cEJJQ
z|IIAe^S>GP7rU@wcD+DAfJZ?3!!EcNZZLtzMtJ##4G~9F3CYj_mx|pF8BZ)at*i}&
znnU>%|C8ewDgh1W8tvI1ru}Kzzh;>K|CMF`Vc37#H4i|Chl33sJT?FXxLP50ACNy4
zjwZ;->u_OWA7-AiiPNgVH|<+&HA3~e*T8xPV4$tB-XmE-ZnjyWe3D0K&j2cnFHb?#
z&ww%InITnDF;tnudkrWFVY|U4=JYe*WYFNzG3wUb00lBCpz{o9VS}9Y-{ps*T`LL4
zJp+P+P7|Kst6Cl|2%iCD8Grd*vt_#P|4-)?|7wHaIvbE1=+0Zj*PQm*5k(ITn*a89
z=$_#^r}bhzJbDIDvy?pp^sSx&X`v{|ytzx15=s(yL@)7_ME)vdH(wtOE!Mt79aU?L
z;HA2nD-m<-N*e}ff=+8HvF<J=VRvs5@~G#U7@2I9uQ_1mfgFzlCRVsxeV7TjZD=Rd
zCv1W;Skr>)eo@{Ycv9{>)*Z-Xaz*x3#4EL}gWS}(SoKE4p8-J)zab+jInRL48P9<A
z-M=ahx^|203MYj|4h8AVZc@gc0cdU_&wx}R1?ZFHGob6A6f=>!+Pd?2gs-Ftt`-|6
z!=tpPYR2QI$AP~F+-ehdwyG<|-jiLL_E0}Xuat-mF<ub|eJFrO&a*tJ&dGtaFO7nB
zMpR%kLFpNA=KPn>E}Ne5N%zkC;k)~*ar6si{-Ow%G}r-=LX63DUvraxX0lu3t!I(W
z-K8qbE=%TGT+fstY93Q*De|_#`BDo%PKEZL_B@7q@;te>Jp+EDP8DAs7kdY3<_>i^
zo5es!Th3q4LS~ggPx#E<QwB1BQGA$BXvb5MK=hNqQ-u3_(I0pafb<R&LS_=50lS|X
zEt?XqU7rEb37XG<60T>!XcvO&t=6R)o|0%k>;izl3ciZcL{XJ2gZ1&6*2iy#aV;Z=
zMPnip7E6@E?k#OM`h?9J&eb?P$7VfH{^e)D$eoeJb*b)fi+MvR@|0ifAkwiLHGJ$5
zRB~K9IMpg|cEG{|bpRm)y$I?Fn+h#|PK8AtS;IF^gR^_k0oYv7<;p!5HYvOM>1uZM
z!wWTXV)x-0(1vzk&f?;c76S}R7TY(AOOF%@vnJX>_~zJZBn0RduwNj}8FxYZv4!FQ
z;q)@BqjUE;2<kreJw}L~HEI%&naYSqn{={zxip4o6&AEeMu2b@ndCE;6h9)`d7oU!
z!vit>hD{?bmuDaY-hE(1x38saZ#oq)jZej4uKtywWMOyy$gfk9XLz*PZ1;va=A)67
zJDOPj4VFI#Q8#r63LP~$A597$utCMjfyuCOcH>*m&T9dp$Xc!{!~6k5*KDg`%`jq;
zqYSec7p3#xOWho|X2teE0gb7hsbjUx7raJ#-&&KHtagz~@=lbLx(crN-`N+S#>+0%
zTs=WrB}es%V1uRrh7B4K=n_u5DsC<64)4<L{w&}bAc9|@ANU#1+XS*cFqI<vAodLC
z4KREL7)m_@E>){8)O>*dtW(Nj4Wv&G#dr})|N9^0pC*X=)Ia$L<h;|0-F*7=fbXzN
z0RB@F2MLP+{Gr7&4tWP+OWi$10L}Eo;-b-sTtI$(aH>tdmb950&HzHdALBojPfuba
zkg;<@=ng(<PxOu9b}M%sB!tgTsTB?fY3CW{5^osC(<B`38i%eRJf*vS<N@9E_VHf#
ze3%*4xc4c}F=5VH1Tx`-v)9}m=;N-RATPVCKT4Ad%n6vH`L(G$P3%gRc&-;nPk4{b
z-X|dn^Va5bHFH&*JOdEokK09!fcrBxKsF4{t${-3XMkV^aa(LSML&ptbH8io^2VV9
zFC0NJdv*+r=b7Xg+b6W&<TNbZgk^>Xc22*8O?HRNgkaF7%2>-mH`WtCy~xDf2r3~&
z3T^xdTUReFXL2ZmDB%rm%dh_H^{Z+jyM_w8pCak?4N(|cJ!?`fqSrq*x$}4u57Ctc
zWcs%J!gtJ<CNBlmu1;NlxMWwXIBi839BM6dY~7huOcYBXTx0~L*ITh-%`I9A6V<r>
zGR-5hIPG|SSDea9W}h)#!IjKUN>g56WyW1o`cujHb@{6<Eop$+OV3q%3HWWW34YnS
z9^nI;O5`NRJ1h50+LlI*9m)Vi${?dr&f`Da0{&r3Ma^S)eb19e2{ahkT`&hRv%4d9
ziMqcqctTf{PzXx>BVv%H{hj}T*YnSNTgqi4?~DkP@;(T-QLUb$IP}6AyocAG8Mh8h
zJb%D2)oOmdtV5IV<9xOcFXu)=<jz>vjIv!w{%~X5^sthV@o@0WH2Mtth_<=(3=b^+
zG9s>$6j2C2QkJqr`+}TqgD}jw!I$Njx+O%Ogf9aCMgL7X!ga)N7e-T`vZ~u*I~{#O
zbv!qli#GG-3rJC66w_*(aFWQ<aVfoIi0vB#nWF+_ksKdSow78g>Mia%IC=fSX_Mo<
z3lW7)<Ckp%d#@<ZODPi^771@q_CZPdZTy1zgkNCiem9pO_M_}2HP<!Imnz;WG&HZ=
zUu<$Dy<cX-Lq~({lti{e5%4t>ORFajGb<WGO#GFC!6)juzbz_{qf#4<Ru59q^^f(&
z_s)5avwIY-byn_XI1CgFW_2vpmFM+3%i9>&q8ngdvZHNAn5c2NA!}mGZb>fk%R|x0
z<AHw@rh%sbrCywAe!Xe|$SWuH5qCk54VKlUM8LxMJIL;fDl1?I<vGLd%GCxE)EB7U
zV04<X1&i+l`i18P^Mp`wQmhA5SfEVLDoHHZ`>Q5Dg2DTZ1pcTys6%!=Szng0p1bW0
z`w8~RFfviMWRZkSbPge(b%Y#v()!csA?@*+&%9{m1AFy0`_DN)>gurzV<>*9OEQ<B
zC`MaL4V$hN$XXo-zM2(CY<HZL^zovt7*~G+F|2rLZ-C*4PV?9sy@uKmc^@nOB;(BQ
z@q;7ZjxGm&sWqMYZ0Kueaw`SaF7XG4-<?xv@a?u<77pZDXE&Zg<841#d5Pd`dq4U%
zX00IA0{l{qbeHhoZ}Hm^Sh{)+67W=?$N%zamx_v5B}Nam7x;YUd#}MEfrkMEzQofo
z%DE+H^~U1)8u`0-tcUuJLS1xLs{8P!C(A^=l7VLX$j$DjwC=_~&UB3kjdJMl$~pT1
z<<)k}JyFqzeQ&0FMwlPnf-Pa+zX>~69;!|q5&}c9?O50l4X)N;fGv6<p;45GC>^CD
zFl%aq75AfA=$7;4*m`3M>04~w1`cV0a}>Hf;K9jsX`vl>fov!A5={u$!9R2yja#%?
z9ZZEiJPv5R^F&8qof(Sv^jS`GWiEQ{kqv4Mc-!2={k31I)r9&RShR%wjCbNv&)y;t
z^9RP|^$AUxc4q*cf7bBQlD+464o~S0@`?`@VoPbNT%(sx92&ckV?Yv_^ZiVVH~Cr1
zbs*cWif@H>YdZDPcLyl`8h>)pRdX2=fBOjjnDxLmdJQ$-=0zL%!Bq1LZJj<y!Qx9q
z_s2>xNyZ#kh#*#fJvx7?bnC(fVrH&Q@Ed%t7k}Q8B8Z_)-kh|>AO1fBJz}}=&ol!6
zkePbo^1zBdjOb`x^LyE55C9#j_9>Jeal!4scAKJOFt>Tqj13ETGfuEsZv#tSv+TK6
zykS{=bny<fap4*8US@p|vSjH=D(QsOV{k68zjC#3k2*OHCAH*lj(d63^z@ZOa+`@|
zsDa{9-7O-+qtPR;izMEy7WKCq4Z23wty@PuPoN7k%eaKaRYTXeyScR&Y0Q43m>qS+
zp0_`hI^IV=Odt7tqjmL|j#wqv(QKNu?r5_S3dom<W!p^JAVLxXDJkoD^UW~ZRX#B3
z^f|Z}w<+~uzwDMxGNOF9mv|+Ij&-XbsLD2T2)U=9VLmN3Yni?}7|27fVN$d+iuE5<
zSZjSONZ!Uj;!o6OWLdVs`rZu*Ol)V0xITD+?I^!<u;{arv!l68b}F2+E~~||9)o5j
zF5o@a2NzZS((M_5MVn}4fYW%`tzQ4>4tkAgY3|H$WfwHBp73daGNnwgQ2t%!iP6c3
zC2drZTz}GLiF1ifadG>MU`eMwY0K%*`TPna`9VD&HJ=8>%9?)k?`J?CUIQ!_@k-sE
z`f_HVS<y7f<ouvTpi!Z5p(ih5+B1-<RFhg{YYsY>V0i`{EbrV^slUzKH_VeyuW%Hp
zF^jW^$FWRIt_qhAp*hCZejkKz!*v2d7GwYgRxR`$m)Mv^9>d`fNrT>5uWo8Y+;VhC
zcHXa6nVBD@E3ljCH#j09)xB-%Xrq=2Sssz_?Xt1(+2rdJ*d%o$OKEbrRlhwn&K&|{
zKIrK*9KVm^)HX{WSqGY%#SnxlkCmzT^7U+}A65x??dnU-7LPQN`U7zl6qo61dxwcf
z4pdj)vgISJT2sSMxB_E{gWLxaT^$<Zn$VZ%=LdS{Avp8EQWPLP^fe;ZfwF9gP6q-m
zr(@g?oZoQK0g)bsK@t>r(Y~bNjnGd8uq2_ENA4Nm0!zdghqZ#=vNc#~=G3?u<}2DR
zo5{KqytnYcugFM<C1ONGlxGxJvIG(jDxeqnqL{$r|15&^dXDU--eadjp*xE4+i0I~
zmhnFAJhW;^=(<SNM=PivR<_7SlUU6CvdUW!@@rW6`b9TV^zwch@<?<2+pO<b2^l6t
zyMw7iRFR)FHuYh<=zu;fd#^#H2j)9o8VdF|rVWt-C3tpRwX^UJhl*sCtE*JC-~}Vu
zvBC1dsHqu+W^-F{<MI#rs*gp(U=;GYBGQH3BX4ojR9Y%{fYT${=j>XW_niZX#eU2~
ztsYaE;=@j<-!X+8?mWK%v*THcEQisos%)nZAWHOL25wIp#U30+aGI(sJbtG{wr0;p
zLB#uE+(oHy5^=*SQAn*v-|Lrq<Ar*bPQ6)G(vM#=5t!a3p?js|tc?H4v8v}(Utb1V
zP=(np(uhRv<j45%-vC@nWPk}OJSWx$XGk5%SY3T&3Dd`KMS~Iv=2tyEDLd6`0===a
zZe^y9E*BjA!AsP2i^pEZ530*VQ!&sP`_+O<>zvpAIpkP^SNGU@pH_WEilToZ=;goU
z4`ulJpP6ka;9m%tx%?L1Z}eK)2L`NIaTldsoY0YNh!Er2U%0Unb9E|dX`~mZ#Bm=v
zsU9ACR#&VQQ9)kmx(9>sW<A2_>vZgU=Yal%0uLMGHPD6M`}5ba>zY>$=7HFP`r?uK
zouz_gso%p>#~XoopK47K__`QWJ%QHMmeZ7M$MxK0Sv?zeID_|biCwI7f;ASCz;$*^
zOpmsbcc+k$XTTcK8SY|l;dQJj-<0PDAG%P_?F>h#>O8sIW--`dPg|u`CD4R0KSuUg
z9n;hYKJ9(R4=$hg;6~}SW;=cf6=>0Q(%Gb0F@~cs(R3xOAQ@U4Xi~J8iDv2DGFzw<
z?f>S;u?zN81D}-yUy>sp_jC}riCO)2yl_?qbHqsVlE3trpVzI*SSo7Fo+GuAdG%do
zSK-49IXYUZz%MJ+3D@SYHt}2$Le5Rv>wPR4^_oB6I3X^#NRiD|`})|aa`m@nPq9w<
z^V+ifa>N(3ihXszk~5>U&r##o$G2w&9^@KJ@4k`?b^_}Z#5g9sX3|1ByxhS!afucy
zLns0iC2I{fxUKWwT+i@}Hr+b<n0|?TjTE(JYZVNC0+yXpq?#CdI9VCyc6}c4wp|o|
zPc#*}N`|{P-RxLm@|4`NX*>-&7=v80>0Ys~Sg=^gEzRFE+mx}VGAWpr`Wv6ooO8;*
zO6b7nJvjI<UbyLXu$f3qz=xkeD>cG3`jk#7(0`#a2;E*w?a%7s{m78rbTC(QbIG@)
z?oi`;ljxE;9V1!4H2dzGGZGimw2JPox^jEapjY{CCx6KO6hy=Sd|d^1aiPn65P8|&
zN`DxkrZSR#cuNgHY2dk@<*QP}Yc*g6ykAkEmQ){8$Q#brvz)KQ<*I0pwprAq=;0!+
zX_(k)^0P@%OO`31-yplVpV9FH14|y*xZHS#yjHgCdZVl#%$>A9C*Ek&j7mk2rPyvR
zBk#N@uX@|yKaXaW8+s?;&y%~}kj`5yt6tHR9GGy?St=2Geh-P(oh@vMPcoE0nqO9L
zQO=ucut|ZOQFd`(b1e0kZ|ekpMe!%Yqj`nsMTY)hbXp=fR$SHabAJ73PRCq{f!O?u
zPZM}!G|6FzpoUJRrM_-it;E(iIw>HwHi>l<k@9E0=gijxg?g#9*W$V-Ar9X%ep3Y0
zjG|ty$%*Zw`N&FZpYyNK+S<xyvg=m!+060X7-<~A7wfIl>ww-mN^W%X7DGB>Vc?BN
zD0mOkUb;Og>0%cVY3*R5z#k*X2*HII{t<+I_n@vkHutN5%h|?V{kE-ez<QWRDy?jS
z#_bWzdtIVh>2n6JPncFw68R=VlPG#lB?&j^HMHuO#Nny+UPF&HaJ{f;eG5-XoA~d6
zGKzn(5J!^xOCjE*u{QjZqGFZVOg@3sEcrX`BXgNO1U^7tO~36lMF}bJis6T`q~oB-
zb%dNpU11g(hr{y01*}ZED8VwvwM+rljK2jdS76(N>hnL_ZABG1KLZHkR60pKbKxX@
z05E;+EHBaIfbtVu3nkdy`yDFh)L|6GA~cXj*VNW&)(~fNmywWriK_lDHIcnTRFvze
zLw=Wi_+4b4c_Atg^iNP|%ccf%^!hFDFeaAgwZYs16f9>1ZJdGSTKIX01t!JrvFfME
z-KlWp)xLP7o|hOs)&xX7AJjlWo*3I<c?WiQnRd0@*c<+BI`Jbdltr$R?4e;!5s4Mm
zH_hEnK~vEOkPBWY=z$hi)*a|3$F<A}%6v;;(cm*$*&Jf)o1$y3O;lG6LJ5a&y@aau
z1b5Z5r8b=K39&9{<Rz^QPS<OZP%vySuRLu$7T8We1=nDuIwa2FhGRfD#M*>5w7(za
z_#Lpc@);1t3p#+|VvM`3Q)&(zx%IiR%7Ue`lZl}W#cTYDSA#EU;9_;@I)Akx1zdqI
zP~lP3sf$qn(7@1Lmt@-ox$?yAb;W4$te;Va23)rX>trc(DeH?I#VK_tIG9)<kC1&&
zqtX#4QE9U7<aO4Hs?LaNZr0k5j>0LyrOyCJz5#(#y);p(;o_9?dubS|VYl`qw4yq(
zjCa1eIF^Be%+e9x?GO;jad3;8V3K>hmA0^}ZJg+n$u@!<@dD8id37gl<Dm&e(v-g+
ze{Y*i);6jqzwikuASo$Es3m7j$zbKjPB_gcd<EukrO09cZ%+=|UDSJhpOOLg+hO3x
zBi4i}!jwW3asiVj;LrCzmy#pB^C%)#rASUXO?Q)*wGT1&0RU)iiA$+oX;hYnL5B^`
zjmnb!zRrO3i&bvnGm3?ZJCdtfLgSAb;`q^hO3T_fN)q^{hJObDApMunrRc=pppQ^`
zKsroHbZ(7cWh}Vj8K7qjL+3v=#?){^2rTOfk{ygboiX8-nPCwb#k}*lN8Rimjq?<Y
zUOqTAk(f)oM+)U47klW?rr8FS&+B)p`3n5P@WtX?CBp=cu^wks-<D)&24aEa+!KTw
z=31_`PajD8Di0pK1{@JarD(*!VA0<7N*4(3e&TY5U9R3>fs<|8C-($HT^!MkW;v(z
zcNF7U8|f7W+^Fi3`R4o*OD$bOuJ=-UHi=j<Vl6;IdN3BG9>TaM2v?xJBIhKi%pgAX
z7G3nv;5AfSBSP;He8#+;GVQ2ORlqV6!`t3~mAiNQsR87xUZ#KGIf#4A_7q2HZtc`S
z{3PepSYJ8AnYgW6eRO<tg(64eCC1+pRs%#txIzN8sU9B2=z*<dL*`$h^pe@O6**bt
zSd@nazSL&B`FTsG&Ye}TTZ4<s5%tbq%gyP|-cnyjT{h9x?q`GE{7718ezjg0lq!<c
z3QaQ|PD#@jgt}Cj0xB2d!K!WPuMKJm>zwc)ILEfI{$2U|W4sW)(=HNCz<l*a#JWfx
z=NEW*SFH0F4dxTqE<3^zv^T^x?wNK&j=6P1h6)8f*&c8F{APvSKrTKN2S;}sp#v>b
zQcgBBzEYsA#A*_Gj!KH<%xl19w<Mo%te2aW-K!~yuMz06O?6r*MpHc>STNzB#~h)D
z-ydEjIAL|^zj2#Nn^-2bP%8_`G+@)*i4He`!1s__^$MEV+1TY$Yscj7rLvlie&KCD
z|E$k0T(x3JLgS|0(UmR7G-Ulja-`SP6i|U<|6(=V^ZFq1LP%n}dAd^r=O<DBtE3&l
z>n`47)oKPU9XspZaL3Ht9?BC+L;bQei#^QL?4ixq-ZIADA~ox)r$%^tty6EYv^Ofr
z@voTW58h<>cIpFmNH;Ki^A&W1sD-EY6W9vf*k*H=&qvNL@03J0pHQPlMpadlE5YB>
zCU?xrB&^i@Ib}o4)THs@1e1sE`~p-t4bY_5?TCdY>STc~sxjiWnn7)fUbw@bGjE9Z
zim41e5W2a62#)-iC!?DWWv{V5@|)pDnA+Kl3$XEuQk)xUp~D4BvyKMy4J(}IWex%9
z(uFp_{?o(ryoM4|V`BNatpL|zKXOfbtJaTa1O?e2B54}l--Hgmz1^h95NbLHww%sH
z9&t&(tcdsDg$ytt@<8gnp7=wj<Tz4P=QV^-LrY%v_cxN1shj>iGvLAcSN=@xvgEHS
zRdUYeSFi=m`8P!5KVGj^d>y~K3|aK`+>^jq371W^eM&^o#)F>zkTKp9+NW4ojkge#
z{m(SDEp_8`wKWk*@a-kKkd&4Lqg1N#D{`4@SY7o^0;jS8+aK$@@wuZ=!@Wk+Y{ayQ
zt{J=ZH?PO-+7=>rA9${<@DJsM5{;SNbHpCqY%>eB8!5neuFA<SDm?^pl6l0+DgjLO
zH6D`yvly?GfXUDU!%1b6r$uFgp2e4r!i{J88tLv63KK=e>U%#vL=ELB6OZ_Op=8_P
z6^xYRn(rvq<HXMY9x$RjhD6El7ulIqBP8I-BNI|xMFOU%DG{ZM*qN|p-ZUQ{aw9UZ
zz^eQD(zln)Uy7ILWF_zPB)G^~Q!A)zXtKQSThn0SgEU`zFdf;GLS8WiIinm;r`v{N
zm9f?I!w2@`MSZS^-sQj;N6^A`-j%{D-J#6)v?)c{rQ)KTR)m9_xilQO-#kDp%VIah
zflZSND&MCBRm^_hZfM0HR-P{D{!}qU_-Ks2N%k?9nj&tSV-b?QpxZ4uP<aeb`R*Bj
z2~0l=j&Q;(*%~0_udfj67iB^rdXg6!a%8s&T7E4J@BiKy_u#UKs_^aHo<7o)4Z%8)
zbPu2AO&}}XlKC(6cV74(eVR=#OT?NTy&E~jUs8`?#BfCWdSVJ(L`^q)5hk!@)iX6r
z<7mIt&zDCbzP~Qs?&+D2m<@&hSk4D>r>YaY>|So!!H<)%X~^(&QC1fylDVFr?zKte
zRw;W0G&b~j27uNX5^<T2QwdVNY-8jw#g1)dU3z!b?vuiuM}+FU!hB?|vg;;|XQyLy
zj)O{ND#|Gw{92*<?N!TfYs+Hxv^pEU9U~!-t@5m@J_A<NQW<5sYaHG9kqHmoT0YhS
zX)_Ccp!*v0oV__}X!Z(CD=;??T+|xAJ~w`cY)?q`f_D`@JTjn!EWq%@Xy&q7nR}_d
zjm&Q<7`61I_x1g`B?g+B&H|7B?#mc%^F?7{WlWCCjq`gaLMx@rlrI{q5W*41XTV&2
z8VZEMwMLXZa%0gAe{cE%MUiY~D6x`#uRfx3wBjtGItf!X{3FF2aZl~)Ou0LCXIP2(
zsNO2gm#t{Hhhlyxc~2Ssl)QKER*^#7;*oi#N_3+3Xy@PR)PJ=`g#~EyzhBRP!u$Iz
z@M#xSat<8fbGajrsEzqe0oR`uI1Hu}ph<t^cE3YYQTAPD3d1g5p<&!!3K4zANF7w8
z#IsVI+s%rn6y8?H?s#>$;|m$lZYh{;#I+-nY_PXGrr3O-fF}F&&=zYCxfF<gVp$$u
z`~D#Yj2}F;RJ$7KF2p}WW-)hOLCcau=w-+}Tvl(QWu!@*^KsUc+V)2MlGN32B77sa
zc&7cDU5C>R?XxLCzdDzD4{EE=q4%QS42`;eTKbB)b|)6P27g!9B$gEmDGPS>$Bo(n
z9tDFUi(4%&dK&0(b44(1AQ8#In_uRDL!@wra5pkzV-gjW@eVn1p{q*51+!XaB43Y&
z1Y$)1jiZprV?l!dG%yNtY1gTj#>@P1ckI`;8p4lrpRyWZUzZ^lLN^AUpE%eRphoXA
zzlBE#YYui{H|G$w#uSWoldB`;p}aFA?w+I^gi=&_7iH312`+SNuPg-cbNt8<RuvNA
z?V-M+JH5nj??M}4?;#oxcnQB;<MM*G$;}bnwf99DF=-TP?IXwCPU7MzG%`NnTBSF`
zrcutxUO_L*4elro!AH(nzn9G8=a6KY9Nw2BV=%$a;ilQiD-mxWb`bxGHRmm}wdUTp
z?h5a2X)HCxd@#p|-c+)S1>JSzFN6+<P=ea;kq*FbL$_P4k1w^Gn$4-I-K8V7u0=$S
zJ&+EdTsUr=Ie207Pm}(vxcRkr<I`$apa$J%0NdU8><U*;;AXM{pTZz}>b4w5m%i2*
z%eLRtyxT`9DA8#a($jg^-4qr^@5*VQWpU4Djf9X_yx`?^u9a+JPg#vg?zVf?SEE;=
zZUn?UW>&$BD_;aDv-Bo2WrZYImBf0S{lWA6Nf;~dYmlIT<*Jy0iq>f-xIwoVaBE6u
z>b`$+-VjYaX0ih@?a@h`lV7hj^yeoK$(K6IJ>8jL`YJSmUnrQ~%^EEaIp;J!r1M3O
zoKv)=GjGR_$+ka4dext^UFogd^cIrpj1k6qpv8x>V@C>KO2*Oc^*&<A7WB`{7g!X`
zAJLyv2h+tkwLUtEX33rRG8UUtO3q7fi(_aOVqxto8O(M#pdCl5V&=?FKe<xa!<a7s
zOyD+KDp?=Da#LR8MLh!~WDU49#{a5ObRNGI3k4c<>|u0GUVkWi%H9UCOiL@W7uFFW
zPzc*<2!-I02%(1p%O)NfURApvvlu<dEhSc3o;?HdOk*&LW_X27$L-mISJ!i+P-;tq
zJy>KGW$}uu+u!MyBYe!*ZtLf@)5ZJ}in1fgC*gvzR^aA@-&j&fszMW)%8ul><tY3S
z)wgaZg?Der#;OA}dyT=@aH041JlVVHxA(>C*E^|KOrCCdNbK+Ei%;}Vr<#UKIA77Y
zMj&u}=%(*(|6La087ZZ{X_g}xpydiB4_;95mp0?je#)Ms7FGm0Y~wfz+cgB*dhUc{
z+9R>^g#t^PPA8T22xCOtqMdL%#Wh`VULd%SkfrL{3q)&@EXQ;Dh|h;~b__^jA_|`e
zL}of9*_)HZn7aHs@%*;zZ;dHu`TtgL>iv7YiHEDQX4axN&y?$4!gThXa*pR(BU+lu
z=3DyXtT<hZAge+SrS?_bg0=C?_uF$#F4F`Fsd+8E_kE>)l}_Qfk9rW{yF4>?4(c<J
zrb(j;?g9?_RuK<IqL1i~SaxSa&Ti7=L!td&<Bt)^k%n8%>X1^JfI~Kqg!$$PsQOQD
z)nXm%3{%BW1SwX2Ug0m!>y0p?{rr&-DS_mQC`$8jBa)Yo%)4VgeJQMVVJ^NyB1KG=
zF`bbW$>Ebm?mi;co@Oc@OUyV;ke(WNPm|(S*XZ2nPCdDwxs&OaCbg8X2olCN4p_kH
z)=3|7roFy?q7u9i>>)-CV0Xh!!fGv|b$iQY6j4=Um1YC~c8`^YhXv40{lV{YcjZU%
zb~~p>R!Dy|XQ>WuIJ(DAL9aZ!;kqWFY3{~G#dofA?Z~_Nh!7E=m0T^O^Ii=`#Xe(a
zbW$!6C~D*}*LJ&43&&yxVsRER{nLdQi(*^smD{|Q!a4wHK6|Ee4pLnh{tl9{5X<+m
z(RRmtqZ;!2V7fC=6ZC56x?7TN5Y!Q)kw$iw<YVQj$Gpj-yr_E|J!2_3CNh%qIW8<Y
zc_;(z*x^2t!XUuAv{3?W$9}VVU0V1y-_w|V;ZbNBIf_l%JfelNladz{klJ6}DE+GX
z^r+t~sKQaQf!{Bx7wV$k8ohe3B$$-(-Yy{ZgtzyJapJ~SqN<#_lG6NCKLeTOj=hH!
z8fN$OV`_+TsfrvCIuhQ8TKRb}2mY!{GMg^e%ssTF-Z==eO7-z4$Umw-=d@a$e<yE*
zms}nsEb$?N+9$k$d4_gX!WieNRROMIoBkfLe`C4QcAY;psMs*v<ft_fk1l$070UOR
zAFX1w4$S2PHkNzgh{FK;o;96Bdupx8!ct686XCR0>(8WLA1!1h9g38u9)Z(nnp|Pk
zu9V!=`;m?iDv0*gt}Z{k0k=D&=>%7St0}b=C+HMsj`$vkH89`&WrB9)RdJ&2?phJ4
z)M$Dr<Dfr`YQ&;_N`q{Q!eE5bOvpW>_FaB+++Q^T*$M6VpN6l!P&%&%!{{Fhjno-^
zz@lw8WK*8>oSYwLs(=;*QpJF1BWy&r0`jx~fHc`^ZrlDlHhGHIQ!iRuERYUYzy9b9
zihTnXrRHm=N6H0!s-XX^4vw*!|8D5I2<ICHE&BX1w>Pc!t{H5yQ+ACvuw<n;`Nq7s
zSg_L!6Wm2CkX+Gv6*sbR$QXq8GP=-Pu8^a*`{J$0S_KJZqqI=%!_Z}4k9LU5l7x&+
zvRL-eS1OT$sxSt$@E2%oy*t~&*%i6JnIaT!rLGKd!K}#YsL03}$Ezi_o$$A60t*Kb
z;Ef|fc?!8S$5-?KbU0r?{-vV8>wiOSO<<_)5Dc}|=lV+%ls_Ykuf;rgQYs-hE5!JH
zu(A-sYn*Un120UJv;$0i255{o#Xo%wobkVn;d3E3Ibk(siq6LubB}TiK8S?T#Fu%|
zfoLfNXO$WRd1g*#KMh5KQV~`O7{&bB+HQ7%A2}?`k(IRZd5w|X1$RL49#>ta?h2wj
z<00Z;pz*Gxz$^v-RnO~G!@b1ICXSBNxnmcFpTl}1Dp#D}MJtlONJY*Af<C+V$8BEh
z`y6yM%H>B$b|$znYGzePjorH`I$geK+Uc3^-=&~Tad)^*=zM3EeZ8wtdT^^TM5y6!
z!@g}Bxk(l7+PimDMR=7F-x0QNuDwWjy7}II@m!#ca@iFAj@jDEK_SPS#99%fLhNji
zZIWQ=N%eD_LK{EceQg!Xk4iCPQz6nMNYs{|+&=Skoy#|LrD{AgzZ$lvDGU<^nnM>c
z7FlIj8{~<Bezl&0u|vxX6QwrmkI{z^h3R^R?C7PBVsO@GDKG@P)q=q#eW5}pgDA!f
zhfY92!C@G%U4KxdJwLrYzB8;AvbGE_-IMnOhaZ^XmX_~2mNXKPBKtMFJVflS=G}Zm
z<1s24H&V6AMFD>!_TKcgYiX_p3yo;aL%*-zeKQ2hGOC{^G28dN+@k`i?oA!A*0zuG
zlu9_1q5f;E`q}Oa4m@=S@=P8UNx&1kCnUlkn!$x?!e;(jw)Ru>G>zXRZgL5Wj@{FF
z?V}EtaG+rF2ZxGChlQMdw$#?p1R10U(N{077j$iQnC2EgH$t>am29}8xasa_UT+pl
zQAegUJ_A@igO3j_tf<j+u#DExLIixW3E*=Tl|T4B171*OIb(~5e4fufh1c<AdwK@c
z^W6|V201~Q<6^tG9RPq7UIj`m5vYrM#cR!g0G#mrXMhuRz-6~Pj5pmHFs7f)A#?2T
ze$Yw6UpgeUg|KcJh}>FU*&Z_Q=*M&ygRm3t?#<kfQ5%f!bfU(5Dbt2LS2_fGes!Dy
zt3N0UdR(JRJs}tER{X*x|GCGh%+MdIy}0>DB`%n79Ry>^5j&vm(Xb*s&uTmWUgMus
zn283+u(XEc?~(04-~Urj*gu74Y*=U>bz{4Wj@A{fTMKY<yZ-v!ZdQXF(ThR|!|jSx
zEMijGa)<fQX`UeNTEKnXR>qej29j*M_%0GRG|otEmoYo@!I0_)1=g9DM#{ROAsRZ%
z^_zM_4Vnk+)Gd8h_nkw<7t*W=I}^uIPl)v=r2FkRDwDQ+0v%vvL0b#BzGr}MF41+d
zKJ-<!`apQye84WE0#vZ)JP%xc=xG;N<udWeV}(N*Gd(UFB6>3U4B&`r&%HI-nJhG;
z3I4`mT(-FxKeF9jCL?Q=w%^YE3{XSh_8>>&@P|ln)vReekXMCg;*yPQ_4O=aq`;P+
zrkwe3u8=Z+6S=a0WKF$BJNe!la>);7EwJpRw#c2)-G4>~y_>5V+2^L;^ZwMT`3IAm
z0D15Un78ld3Tj$AkgLAa?HSmGh$Hn{qeqO8CQ4paU3KXfi{%69^tdF?S9JT{BIYDV
zQ>Ir7jt#Dxj%+>T2YSw@MYR1J?5zC`Q3)j%T@Koz%UV`Nf}|Uh*x{wZjuq4xU04db
zSZR;^3mCEwP9j=1VjWDG-D73z>>i+AsH(J!C`FeZ2AW_j@48TL-LV2q_$2O!Z;J$R
zwe0EfLViFfq_61fwazS37`kt%t&h<CXW^@U_s~_M6h-c+xcXJx=#jgdg8=2YITHxM
zTUaynd@$V&woVy!wqOUW3s*g2K9x6KY=fxVhZh=f`N-}<;PqszC)Kk(K?S0RGS9)v
zVv;K5wXJxtsR`0{D?ITA@%08MLbY1FC-1!)f;2pAMHE(1^KOK2JO+6hw0n@)AdS3+
zV;a0Auh2IuHtw=qt8b$+e(=ZIl=IAK*L>m5-x|Es;$=3oLw$!jAIjDVa=t=_uI4Dy
zw})!)^8R<iC#*33pY_z@hpZDfCiAa<c<P;Nd81?Ir_0kRB&B(4c`fSS<;wUBaE}fD
ztd-dvH+TLF_?oN`OX5$Wvi(g`DSjcfHEKj??^EE?(t<c9bqK_L^=8=phGsou3j8F-
zi3)#+T4x=D_wlp)la-MqD`qrpcX#x8E8Jur(a5UDqovO1GUGX?3$LoXD=F`<o7j~!
zSN&DVs9h@`rg03Cc}^v0k^IE)@guBZ`m|UZt+FXf!G*QzxZiJ<{7d*}P2uf&BFF0S
zH+M45N)rLYpj6xC?z(;Id;)$9MyEU-@Hp^Aj#Y|pE@jtZ6tvnZ)h(1e@$}oS-m!lq
zS}@J)D>8KWeF>}h5N}o|baaIA>~%mlU*F^1GXR}rn@jxLiUs$#x26OKz+w*H&->2+
z?XN|$p3#E!!+B<o_rae>f2PdEnlrXuu3q+hxW}}I-KZcgaUP}KI!)Wmm)-XGx5Gj$
zJqOBn7%v;M6_-uh<<};n6!eol9WIL{J04P?&VIuym1*xI7wVq)9vP=He=<AHUIsW5
zc!eppb{FalzMsVL7!f=dI{0xW-VFAmVfySqkE)Oj89C6osj<}h`K~+-#P?YzX+ub!
zpJdx*)<7kc)Li?Wy4-Q$ESw0<h7jb*CCLpI=RA>V4X_IRg)Y`<CAuB)d0^B91()zC
z%L{tSrJaX1k&$gczQKHyi)U|f5xN;e<;M2a$Zw^ZiyZB=NLxMEJQ}xQ(UFTGtU*_*
zv%mxV>Qrp_r}u2cyP8qZmM#63(<J;;(<Dq@tcj=V66CYEiIF_8*3>Uc_{iB2$`m=T
zn)ZRO3+?=lz!yr~H8Ukw#fgl)Tb)fzo|aEzvQjyW3|2<rf1pGEBV_1bZ2Zhr>7{;u
zSps)EuwF(`WReMXGbC}_@$Ctu+Y1JLEm6GnTgN)YLO0MaOrzE8@01!DcGnkfgyNqk
zebcwR4@{VOs{ytdVT$Ubql@uMq7cgCwm@!b2dg(rCt&AdyyknzXUFrrE~0ngdwn{n
zK%_z?K%h>!eDe%wR+ui&E^lo4QAtls7DRLjZ32R=fIpel=h3{=Xsd&X5zelTR#wgu
zOf8FlaXRx+Juu4b2Wz4A7mTt<k$Ig0)yL1)VpPp86yaVwwJ8gqf`TEhfE4Wm%H!BZ
zO_kqE#ErvK-$(wSK07(mc6D4>=<f$peLs!$&Jhma9l5(Me4BjiJn`Mb+S=m$g;^!0
zlm$R{!><kWrC;dQax7+~ui=+cxcGR(4$FcrBgG4|QHK%lDN>gj|Eo+7Wg5-4!J@G*
zVvrF#`I=%oW?O6YH;E?S;w1aipYW<Vda^yI<*KcW!)=@goMRR`vnW2J^uYNbjec&4
zaD?Leug`mgiI4NwwMVwFa75{o)K}Q$iWsx^na3XnQqu%2+4GX~JqkI=nq^8&i*1Yl
zkb3vQ{I?w)ZMhGoB>csCF{x%q?UGc^%jB)iPAwEuGd>2A(-uV}q=h1bXFwpOevH0h
zgjU_cj!B#pwSYsCONm5P)kMY^GtGxKLjoFOWvoO`j82!G8mG`*nvnM1>pi06Q?$~{
ztE&^)AAOT%sk7ePp&SW`5`s8{Te=$usgqEA(~Gsy_94W4r8Xkz@8xBe!-vqS6*d8R
zB;mMJ=88TGYnClmCML4)ckfG)YI68`O0!cPbyJ;oQc3p+=hgE_^}de$0K6xr718G%
z+0g%W8hZD$n7Lf4z3-464i-!bNV~P=hKuY=->}=oE%Ep_`eF+C0-`!Sr(4=(8CDx7
z=l9=+O1OyROvLu==}78eGw8GI)GZ`+qU2cu9li$1>ipTl{C~k*{=r`UA^%GK!I+*R
zN`k8#>zBCMXti!G$d|TgATK)0-TkxsMhNNdC=pXf_W~=7f6;Tg$YSk>?w!T!#Iv5$
z@Q?I2cTsyMx|o?%k;s(-t^)%+C)GRFh8*Vsix+*ck+zcM;o$1J8aXN6`k5Ks$}5^w
zMprlNKBCs6Ek`F^JL7T{oyIr<d}Tyh3tA#)^Y_?mE&R3b+@<qgLF)8UL8vTxV!$am
zE5SLH#Wf(M75x<HqIj5;l}fQ}jx|2RIYD{RmTuN452}`7k*;H&J!cY6Y-jL>>^IZg
zX1LMp<u1~yEh%F3<5jhV)>pI`hrJXp^sCnUS3rUR$2wo;d7W4iu`DcPDwj{onGqS3
z`ps9I%UD{`pT}%Va3eoSv{G!ofD-}@1Ixk`Wa&jJ{3*G9*wSrL?7)K(4%Ca8jq3c;
zeA-9@s!AdJe5qpA^(js!tN1}5V&9YG$EXpqbWD(~eGU-HySR1!fs6g&5UZc4Se}2)
zAV>fAjF*KCC&s&Y#j|({8Ae}f5kOBK-;l`kyRe0jjZe155*T$g)?^#-rF0-|H?)cf
zJt{&_b4_%XT+0C|FnR*sp{<R)1-nb;p0<NY0|RKSaTm><JI{}0n3Ay%Ob;G14jT+s
z5X2YIixd@%^zk_4&5Zsu!MXNws4u#|j<|b!Gsa#3AaaQpYi;L)dXJT86wUHcnZ|Jr
zJ{<EWIma>RNyqh~F<X>I2el4h#;4zNR!Gk1z8-Q+p|U+FE<;={th-_U=;`HpR2$ug
z7wQ)AOWGk)EAkx#6T<HoLsc#~JZ#{AfOYK4kJUqWR=8*4lo|GG3VRWJyvz57&qQ~l
zq~CH~mp4&~$~r`3zNZBS<;o0B*~yBfXtN=TP};B3+e%-zK3Sx3e47qlvYlQ9>&f)J
zjuLv86xF$LUUY)Mp=U{m`vSE)x*hBk43F?RwaBT4uz)3t=^3y;PUQbe2jpHYa<p(+
ze9}sQLJ(rZn5JScxY1BDGyw`mTGJk194`KP^7<K|$|xg2q{v|PyY>G;U=kZ%FnZhU
zc-v7lkb7G_A^A1fe*%N5Oh6mlwu$+h1;k+h)-B%sT9O2PbE~0RcGlEggy+N+w2Cl*
zCr1~*AR^$q>D(&>VpK3f*7>D^=g&DS?$m=8qBTh4i;VUSnf%?N-$b<Dj-NM&&D$U4
zOQjD|AB`iV`g5)GYg7WlH)@Ni<;{<eV>oL}BE^W_?LWp3J3Sr3kYQu9F>4p(qHxnW
zDO>{d{aQf25$MA)ER;z&PA0rBez)&3oxXe)|5SMWK~&sA1?T06ya(W_XGdkBak$vj
z_kHji5&Jm<mB>_??o=gKoTJ)zkDcUUF(M=I=h-WkUhC%RF;YvlESWEw=Y$xTm41!R
zyB}j5I-;~M<R^6!#v6^s?(%I+e@~|!Nf~y-pM?|rRH41C2c}g^k+n|oF6V38OIZnK
zT&N@@CHw9gR4#C2ZFJGbrJK3<11vEyY)pfPid)((4>8zMHBA|w2Zm)vWa0?Z&}W4Q
zlD8z-$qO+Q<h4=DzOoK%wUY-s+(Gy=XUaO@{E31Z9U`L9BLhY~m8=lAvnC{H%L1Ih
z$ZgnUWM0_gWn37_>?5{grJ;f>3aCC`N}d4*_+UBPw@;gNL-yS9D}iL^K0_b%EYW8I
z7vH(J?=WIQ<O9xjIEx&kNB2T+2+x+7yp&&we-cx$c3p*lJa-edD7J`AUeKs72gE24
zL92#$hm1=@KE-+WeOCK4_gLODT}XPMN5vg%F<W!r9RuE%7KAmD@8hLp5pV%Jo5m@b
z&Y1Q!VuRtM=j$GhL`%E}G&AA8+y0`#sNFQX+i3aBST$V4UE}>}B6A7Bx_~pRm-q;J
zV{kE~!1QXassBCT`w-od_y}(wIp3!9z2fDlY+Zs^=78(HPo>lLx;>oQF2__<3Bsz6
z)qJI_L`_X3mo8(jq7a~1wtb%L<n<)$2Gw3L9yfa!l#cj%SjcMBW*z%C{+K+s_7By#
z<-kcL3G+Xh`Trp!|Bt9T{)XB=q<r*LIqf6qQoUV@4Q0}*N$NoerUBp2$RTT8ODWki
z^RFYuHrcrv*0iLDU28s&_XLESwa9Fr96fp%5%%TCzjA){?N+!}k}{sn04!7wQc~nj
zCUwQfOwy^#FQTbaNIY^GA=CMgeIXsci_SgwiaM&5Z0F)$eX1l<*ZaQv7ndJADy_Qm
z=fD!Wl%M1WOPI05hm6FPQkh~=B<0cm$i1BW=0XL6i8EcUSmiX$QFLF|H_40+VwR^q
zEocW5#_l*4$|kW)!wc~q9a=TSwvh<t?2I2S%(iEK*35>qqh#2QT&tzR++m)<Y2gyx
z*!TRNe8FQI^{HaKg+3PsAu+HC@Cq%_U-j(esrwPrV*Eo^ntSX0u_DT&)hu%*5%VaG
zVx~DiV=nx8L0&evDTqtL1<PiRf<~C|AhGh3oGgr){PHb+%)TX3l(YL*GQWLQGEaLE
zj0hJGPa4%FUE(3DIckKrVMh!lnTR8Pkk;P`dVjjmsV*~QRj`mYEN)8ono@6}97D1B
z^ti-|x+8y2W#3%IQPzsX=KTZ>cFgiz$?u^`_dUhtRMHgxSbwAI7(pJ%Q)nGkC7WiS
zh3&bW0iQ2&-7p)hVLCEnB}!~mkolUuT$Wn)?NWvi;SBuwV?n8$FsBe>zj)rL;_ukn
zWbo8in<I5vB7D<O#@@g6ZTxo-BNq^sO<L`lOI>XUZK$w}R9alktE2$vH3Sudw7hOW
z$v|pxcV5}jmF|Ik!0Ik~<8aU4^_aW~Z|0}BZbenaROMDxb?{4bqG&urQGuphjtF@(
zqv72mwzVh4CG7>D?;*CE=fBZg?W}<=BOmyaF1OS4sO~QJPCAheN7<w)skc6=V&Bz6
zKX>~dhpMV4_k6h$(0crNR4u(J)IGlOq)mYC`3xxkTnT9h<s+7>Sc*1*cJB-?9`ol8
zT08RkZZ0`rj{TJ28||Tf^E!?OClmV?d-|71`~PHf<lk?U{KxnIYH_CR`L>4pi+jR5
z3DWxB81K6sTlbB!-p3$QCD9BGfjua2e_~mCk(BhE&A>aQ7Ic}oos>DQk=vXux6i=(
znv~;ZB5efvbf#5**gnQW5_(!uW~H%#4LPt?GPeg+jp;<(G(dF~Q9|Bhht%mxI7v-Q
zP}cok?K+V<g!#nGV-pn%eeg@9m-WWJ6-g*kf5ZW7E1AJQPxik18jB50B>>(xs$nH}
z(cuyg6y}2H!w}jP!R6Xs%L^=13>Xn3tmaQ_OZVN92z#iR<U$MU!^Yl;&NLAXLP%Qm
zQuCz$ZTJ_M{=dCf`L7)fe|-LDzo@G8PaTK<`@CHO?+*lXOjSt&iT>Z&-9H%K|C7Ky
G&;2hIBxWW6

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-5-Sound Signal Waveform.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-5-Sound Signal Waveform.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..e0745c2b14463d9f2caef82c583ec6d915c5acda
GIT binary patch
literal 14568
zcmd6N2UJsQ5axx@t5gvw3J3@&Ql*C?O+`APqXN>TcSM4KbVNWv5$V16j-i7ny(zs(
z5kWvoXvyB7K7DWB+q1jp>^U3H#hcul+?n}jzL|f%L4QQg0%vY2C@TP1SO9<p{sYhx
zfE+-8hlh`cOMs7$Pe@2WL_$qULQG6@j*^O;nvtHFiIJXx;R4%LjteY2tPBjC*Dv#2
z;}aAVWabc+6ycY+Dj>*@`4KEaLP8Q^5;{^+I{u3c7y18>U+5-)f&j?JW`ba`0N4~*
z5DF}G8^8?8iHmjm0)D=*upv0Oc=!Z_M8x0?m1h8KEC>V}2ZD=>g9G0E7`zVPP~cKt
z<deapQoo1K;z-T^Br27FRkpO5Mq^-;P2j$hA0ZL#S-Nxdm)JQtFLMbB311fx6_dLm
zub`-;d{a|PTL-4Ar*CRz{=mZ0%G%k*)y>_*)5|~LX<$%rNN9A-i`cmMm#-4i(lau%
zvU76t%E~J$tEy{i>sngd+B-VC-gOTS4UdeDef%^&H@~p>d1-lN^~=`w_nqCnedNI*
zMlUP?@<T1~?+?ZPp%(?H7d8$K1P33Z7Z$cVct9v{a4+)VQOc;}-*cp5;eSFvEgO|u
z+DynQps`7F-)Vq|mQ8T((iTRwQ_cSO6!ZJP((EtAe(N<3kU+4&#e+})P+))QZk}E+
z;L6rtP?Y+@k6f1YKC&rx)2&42LYVS3#iOiOvuOs+`T~^7!cmLKnSi~zJT-thG&OEK
zr+ij`)rl|BKSk=uO#CMK#_)SSk&&y49MBF+NNrjuCjcH;=VGbLuW2(Xi(vc80WvsD
z0WhI0+*jUMg=NtMl@BTOeHhu0_P5y<U+W&CfjUmeolwpcZ1BLV&oI5(oi6fDBpXJx
zCG*Mq`UCCI<n{B8&1k@`UhBwzRhn3yS`7<4umx~6K1f4y1-ZF%%<syq$gJtUy>`j_
ze8F=imR>^&)N0Q0nOh#L^7ob5dnIB}D=DOhoN2y9r$>=V+cbOqkPxvXw{odL&z-LV
zEJ{b}+Fo&jSi|auZjtj5hBl=u(-#L9Dr=Jj*eEANJ!TjcR4<IlN!4dg7+=ZQ-`kqJ
zJ{6LI6*(tOPp$3NSZ$C|W%XQ@B~IzR_Xm6pT)tgyk!hDlFa4#j-y|k~?v;EKsFt^A
zFIsh;CKf4PpI!_Pj+54n%)GK!n!UQs27^79<4Ja8bI5%A!jO0e2A#X&qe@{#{)p`|
z70<SO<sBI!$Ap2mqdQZ4QTD}!>z`07aniLZ#5+1FOPOr$buMl_4>t{KN&497!p$Bs
zezA#gzFkpga4T%hV}s62VGwA0%n6YVO&jk`j8fz_mS&B*m424)u2__6*$7W1C&?&G
zZBl`ZSYggr5X&yKC&*;bj#nj7>}f?jt3PEIv5&T*^4RBLiCYC$wnS;VbbB=tRdY#}
zkd(C22D!or%I@n*#}ls>byLEikNb9VH!AZ<`B+ec4b@dqo!H9Qi$@Q91#=1{osGn_
z!|B77Vm_UtzCHK$3)6LSW2M5EQ)bdDP6hk~8=P1>>hb{fKMtWOR*l~7Jh5m8T+R#O
zegu0(2J_<l-V$TylyM9g&e&K;vmxQCpf9<gfqr?wa^R=4j=6+mf6XIode<rVWnPL?
zoFiywyFd#KSWP@5gND|dAEo*7d7GjE7Q0e3VC)26VShE7d_XB^a<~(T24tww0390W
zdR+h?OH4i_%sHk4Z@m)+-Wr7lR#<$mucU<noZz8wlvQK$G<h2`j0V15c18oK2^+6B
z66Snp;a%jKXrLss4;5$$ss9-pkXOhcG{A-i4ADTbP9ZNDysI(`K2`ufBq*2(hHtCx
z_8sn84{k0Whv{3Kcy*$Ilu%&!*O!BknV=X`$tMAYh#j%@m<{qwM<_L7(V!fBP;50S
z$jJQjY-zbb*;yid?10y9(mPkx)eU-<o1%TC?<La5od&?QV~pCyl^C@_UD(q%p~u1F
zyeFQg4-0FL-|U&Q^_p^iD}LFz^N2lj^ZFl`>1`Z2oKrw~=rD*7Sc9M$w-oDbw8)yC
zQZ>zEdthMjGWos8inLwOs!^f2jSs_MgB*5yu0C7y9rZf?6M{vJyN(n_Hc98V<O5$h
z7G#y%dlls{Qs2UYTv&9a(QF+z4$48|q0oT#GeX`)0iogTs3q1wk;QGkC!rgHs(6+@
z%&)RbDkj89Jj+DgA^lYST4$3Wo9nwr#ww;qop*clKCAcTbBYM=LxMI(K5Qd{n%&R#
zy1#wJIm3ZlXIkv7S*dKAti5#*GSXBgf9a0rgmF;5hpE!&dTMoJCGK4`pr!W05*6UY
zMQo2}spGb<CSyh^p3|o3+qrDwye2nH8$^-2qVE$wiv~!i#|_wER*tqIO$WX60x{D?
zmTqEh#q%cA%0=?jV-$B-Bl}PUZksSkd}EuM+Wv~8dg4cyQ>X0hx(158XpSmXbvE5X
z3XL*H)>ExU+~O5Eb-jeeA`7vvp{O(XkfPC3)w0#jI2V>#-5EyjAhJ}ihgEV<5V-Uh
z21i}xu_qe~HqDFaASjj|*ttbY)TC!sLU5&(mVg{cs#Jt++JzNPh1I`*aHKGmrIcaD
zBS}UsC~4H;5LZ1K-#1$;cqCjADxSM=M!@c4chCi<`PXTy3BuX4kL}Qa?z6MQ^tb#S
zd9s(o{bYSrSs`@AH&jWj)QPcZ(k_%-Ds0(26Xm~K1kv9NEQaSA`_CPnGoF2Zb#O7m
zL-O1LiskY(&Q*HXs!V3zD@AIzfa+IONfA#Mgi?KYBt(ln^4~w5EkpGvn}vQ{zZAmC
z+J7`=lkTD4cc*NSQl8S#s^sPTbI0)T>ojh*5S5zx+S-IqX3<|LNG57Y{Hr)iBAG@X
z+VQv)lN*Jpu(v>~WIhw<Hhd*^x6jt!IOc)R&wAverqI9+6)Y9$I+v49z@z7T_uX3^
z+W>}$S_vPTYOC~5x?j%1`sJ(U*X$ENakvdUQGviLc<1jM%#%M&k2$&X;4Zn!oJRrt
z%xX;E0`buV!OoOk8&}Ln<2QwLo!T5JLSx8$`PW+2RW;=o?Z0MGH7R#EHX9yNB&evi
zh$%D*x_doMztS&Vu%)CPymLvFC7M|?xvYL@m-(rF(5Hf)L<%`UTZr&%cx^AaV^ZuO
zl3&?u(=GbD#RuWiWl1k>Nt@Ol_9tZi8O;o|8e$oX47QQEow*{N3r3eJ2yN{dC^&T&
z)bjA}Uf!p;Lai>{@-uy6|NNf}Hm`ad)98+BRC(wDN6D{?qZ$`5=xBPZj0U3Ji_pMW
zZeb)jh;NPA@UaFEds0Zbex^qec&N!XuN4~DqpAYGvsP_VCl%Y~t$_xj9;t#T^9F-5
zbteNmDI_NUD}>D0iaZXf>pby%2SQjvWHWS|Z3VHr%8c^kg!udv6vw{K<|$GS4P1~^
zMYY6356=~?zFjRkJ7;n1y9+%c0x@#sfv<QSMzqTUG9oEtHuKEKF(=NbM*WHgQ4qyO
zUx6qF0{99`iG&S&uMgYfDYotQ`b*a}1Jrp?WSiR{%<3X`C{(g4?%!Do_@KdlZ<u6+
zk?D&;y&PKx?W7`&+ro()8mQOvVG<eo7}N1xE57E_m7|Ux>Jf+53x1NhpPF)b=1`a6
zUDXz7;2yXA30a+_JxYdrho;wC{Q}au57nYGbI9o8HFNC8yuy`xtn})kK?xdo?#;YG
zRH+T7r33tC)NH<1W<7%&(d|*Y;zw6rI0_m#_4p_B%j!`lWvD-hZ8;(1Ze!ji+`4|^
z39eB}!pBq8<@gE8om=F`e%>met{PyXs*(Vgjzua2eCvo&y(nwt<wF-RaX!!mK^g0H
z;hLL1UgFsPh6b*=hIAj>tWJPknL<(aMPHU0)iA_1>n${3G!HIryIU1>YXSc#>^OHq
z#;{bLS_6aX;1Ag7c##H8*e7O4-S2!Z@ScHuc+~HCH^GX6O)wI)HVX)o#S``?bljCe
zCpY1BoY*%pOLSXfK>Cc)WV@+_&~RIDs_cezA7D1D{~+By->PbVuRxzTfbt^iIlMe%
zI!fLahHAV7%AlgQiGLg{#tdqDoCC@HmFb{*BkO{a{I;^Yp%d*9Z6rxbkX<3S%e1<2
z@<#<&%r_T(E|Vjx>yl5v%r_8bq!M)Ozm5jhqR{{s04j1?BjTBF)SBPR`?y+OPaHPi
za^~!X^>ad5Vle!9P=~Xu&4_P(ps8UVVyAaws!DwBEe@3ObUkR<tSSj8sOjDt@O%qn
z<x&)wwcm-4!PkaIJHZ^jXgq{in}(j?sNuzeL5K?;4A6GogR>QA;D~SnzT!GjJjHx-
zUJ7)b#%wh3@y-MqkSm(<Svge0;|+%|s*FO{dR0$whJ6S@PvwvYZK?#q7KMgKC+fzO
zDXL)+V;)6JRpRoiD#1dW>PEv*R-j&9i>0Vxi6<J_Z4-#pcTD{P-=nStztZDM@0L{;
z+N+hSJ8@1k;rk5k7d``|g{F2qCER+FG39&2QlV!2^~+b4xs!4ea^bFwjpZB9xhdKo
z6bG|J${jhU-%}9YFT&T}G91e~|5D91P9@;ls=+`@uhR~Hu0Ee)<|=<h9MQ%^q(nkC
zZ9`%1y9aCib2mq9Y!${yNp5UEVdb6rX6Uem8yBCOTYKpl+;>~5(q(hQPM=CF?=ls#
z?j&t<EV!`AsMzik$7a#@RtwbSLIG4GSe5k4dwh#<t$D3D9LL5}%|}U>6uX*qZmi%=
zM8+pVnZ)tVZ8Xp%e}^SJMxQM9#*mnS{}H$nE~B)s`Q_7Y8@2f9I$2L==P5G9I7+Z7
zSI~$^l6ne7hE=Ub-g9Yx`9VqYO9|3*IIJXZB%Cc$fAgR>AzSo4eZ3ca;8OFltvS+b
z{!+hb;#*b-TT)BDoG0$rc&7=~r8byfHcP3?#OrNA4a1zKtu2n`QJlo&b#6Pvx3PPL
zAdFr_`PHBSCQQM24+M$xAV}1c{s0MXWN`Lo+|Dl)Fv=@R2JsFFouoFNdK^u`&M)w+
zlGIp7&fwfM3mQ<zKXIWcW<IPu)M2mY>ano<BJ=)PkWe+|6YX0{7q5J3M+Tu}q}V}c
zxeVQ*GGM|3edqiQ@T~~OcXai4+f=iWNtYZ9^^{{bq%;kZ{(ghJb{@e)7eNg(uVLp&
zd3&Y<L$1Sw4`uq7bLNKm6aDx}#e7A0!;-gIL9qFW5ph2;B0mfXx)+P!%<eSr2?@*!
zTrZ|;@ESz->yJja1l1ERlVIxMxwky<u9wiYJ<!_~h}KilfJX90=)BLreF{9L)=<Mf
ztLC88mnkmvG>7V>(c)dFgwAZ<i-$3n#9tY6fXczNLFJU;J5*W{Sm5Kyzy-&^9v5OB
zen8_221Yzst_#V{p@Cm8l6O-~|5rBq24*u=SLl%i8c3(Ddrf|T56U%m38noWlhUFe
z<)VQJ=m}lr@JD!;)C{VYcRPjn#}-6MiBSb`c*_mm6*D_?xC%u*F`BWSJ=T#yM$OLb
zFN5C7-Eg{X#pK=pFLG}30`mctYvkch3}_O;K3sTLOd6<d#%Y2-<SHE55jMx^srGC+
zvF@0w7M*{SH0M~zW7(|Nbfuqav_wKPPZ2-J-aL#_P!88i!y{6oy2SEorem2vOz8JW
z8f1}pj#*&OchXKCtfI-Q^xABhwq({LFEkaZTW#-udT4(?LHn6ih`Gk}$Wnq-rKgz?
z-314V;>`PwG5Zm!nbSqdPV8K|rgSt<Gp@g4e2)ga=K9u*>sl2=lI+6g_6i58P5al6
z^>E_s?XN{C-!@D1vq^rebrLP2er@1ggOG(=THS&I#mDC1n90fE%GIl1?@@eMbC5cK
zV3$lKDe!#Ni`1}8%exj%8_=z?akVkWbDSY6?{0>?GDo3n0$xg$*RvQ;;r@K<^q436
z@(y*?$9{H*NudYRdTeFYWM7*UQp|SdYnSEkWHv;kU#Bzqu*;o%cASxHoi$>{J1ABH
z_KLQxLt1pI=0Rb*S8i5iQERkw;)qxsH4XPfE{(P5_;R{cUHb&`jyC0!7Z-AN@=&B(
zl9_MPKXzx_Z1Yw1nlnwZd{N+32WbX&GXgEDUztY+X+F1RqP!wBnQ4@jY&tAqn=1qL
zU)NT~V^sL~R#7#n%600#r?*g!3bj8)2}KEGeyfCB-gMu6$fVR*O~fmig$rBlF2wWa
z0|yt&Uet4&rn?@FB{RGoVXV{r;*sCXgb*$phx=bCUVI+-vGy*%6>sGlqg-p2?uJ&a
z;oLLwo7>zoR5Qj_10VU?2!IadUarQa9P=uri)<Gd{J0k4T^~)xhYfb^T%pppX`~l<
z!xw_ubDpjb-pxs{vK?@zOP{J?BK3G0*AS<#Rz<X==0qT&q3033G`=+N$)w|{X*vF}
zU99%eYg;0^BrTU758lYIBER)1(+i!)IAe~ptKG+vgJyS#^g568yLNgWa2r9|*f;EF
z4E4KmlMe9e;7|42N4^Cn5x#bDG|0>8lL`IYelNM=akQd5{oCc-u}>Z$yNuS{E{~sx
zxOR!>jfE5+Bd!j;@7*T*x>J0%e)wv|iPzlv1Iw36KIRf*upEyUefCy@F(GfL?OL6Y
zqvcKG>Mz{*pRuoI*RHw2w^q*{`4zxkt->ixud7X%I-SAlQ?n_p-I97^<5d;irQ@d7
z1bYJ`)u1d_G~|}OrQi&wGqLwAqI0F}fN#ygShjSlhIUd}FGkM>TvTvucTA=hQnr^6
z%2O~rxZ5FX5!t}~a%eYw*=nHMSMlNO27Zi@hc~mB`--U!g1dkJMB(%L&T<lKAcU1A
zV`$0hYg#Po`&AWZ{o>#Yua$hIuZMJq*y&X9@TOE(S5&#TMe}w`+JtH)n&w>(ABrkW
z)WE|}%@eC^a~maRD+?YwYMU?L5r1l#Aa_->Xx^Gec;SO)bYr-E7(R-#84Z|J%^Y5X
z*^nOwfY}ok<88Dh^rDVLIBu|@pxRN~R`S~Hn0AiG=;%=E=$K=^z-??_GNMH70!f9z
zTaIF-H}}ORLI$VtU!lH)Cu$fNW=_@hFu7gp>hXNxBi4|>Q4vQsE=>3RTy3#T|I~RU
z-*jx@T^enN!OZhrFSRwj=*BnF_f)A?2Rt8DKdUXuy`#pg{~ba7MW=9n3i>cLoP!MC
z`fI$d|9u?X5Jp^WeHGcOEdgT!=l>h;zl9jM2kdGN2}gs~arrSJm;5GJYFUUdn?@$L
z)T$J@QfoPOmu2mU;w7n4ljw61hvnF&S+PIo;?+<Q;w@aHh<ye3;7{Dmwx}t3W-=dt
z95bbg`UDnz?L}FwD49Jpu=@@k>xiIPyf-T;Bhw^hf(qAPE6C6qvJEQ%+8UBGX^G=G
zGjNz*R0Pr_=TTmmje>1+<F~upny0HsnAxj$Sg#gYv4y-YtL^phM=7EKTzDfC6;>=;
z%->jRgE;F!`QSpi=i&mYb}VZ!!CHl{eaa9_rcqBZMP+eY@&Sj}w-YaLQvfEpuyOa3
zN1d3yP$v?^dA4sxV1CpzU}6Sy<)b^`xd)~YkfzuA*+_Fh17L^9cnEAyaoB?GsWCf*
z%VX{zouoam7P%*msaBpIrLRiUCGmkja$OITaKYk2+xx7$-CNRubb&SoeZ}p#b4Qgn
z9nftK8|K|r4wRow!e+dmi%l|#)%9rk%dzXM9Q%dOV%5~)RP1+5%q-g0VhxDTvApt8
ze$riiGvQl@u-o+6h`2A@A)g#zaG{7T;?_}m+lcH>tgcq(L{6U@C9Na&TakAMF4p-e
zhxZCp24Oc^tEH^Uz1kJA;0kpr<3h%_j~*uZ+t^wH@pQ3DtH?1*e46S4<byT&^6HwG
z-@e1^8i?A94akWcBRBR$th?_RZ@yeA7gR;=y++j|z8Btn-;V|s#_bO`&_Hh@B8>Uv
z!m+Tmx;#zkbIiWymJYaUQyDu7%mPdJNKWWl0$64QVLsIU$A|CW=ML!+b7@|jX_fq7
zQ~Bk&gqdSca9xdt4o07^>eVg(@lIC`S$05=c;elj7RqgUp&eXPno9Bmyeaq?J4!os
zF2d=X(m>Re#NyYKeu{(T-@vWKc~`JO`1(L|=aDD-U<zN+Y-tgkYdKmY-^xu$CC6&A
zlqW)>hbQRjWX$dM%d@kCFj<A$PJGYgUB6_rRK>JW8d`4|8z+8MLvXI^<`sOUp)P0g
z)y^2QOW3-Sz#k2Lun-!O0}alps$$)mF0-Gj6)vl(in+`6Xg0LKf6*jUet}eSr{2>x
z<L(Ed#K@dn&5h!I9YHOv8D29h^=cY8|4CfFvnflglNyuOcjIUYRh+uGuqq{ov-<(n
zQ^nj$887D9u0GDM2x{iy6|B4`-sw~uUp3xGL!|HQ8LOaaaNgvM#65dQo0B(Y10M?C
z*GQ5&(faTYuiL8B-d(M>BPfK@Bl!f+#OP)e+lSZl^>W8o4i*=i@*7Nu=PV{_%~|#D
zaZQjF<Q=Kp<~`G8R${^SIZN(vbTT3KLluR7`2)^g*fSe)6I_?=jJqLf6v)w+5qr7g
z4qglnHfdZ^BZn;KeR{k*-?@rIz9+XdI=3=$4Y_<HH)t1XIe6{4oITnQs(UHKsY~8{
z9NM~4X-mspv&6Mgd-stJ-Nyk3!;P*6@r0PqqNF}M#%u8~f~I^?u5Pc<{QwDho9s8$
z-=&<JC1zoKxw=(va(b*kNf}VYOjjIB&gHs(;xEfnAS0Btxml9^)s`dmjPqWCo%`W_
zWW`Y!@ezR${n@gZ{fvdBagRJ>;w{{?W8sQGy#ac0hZKSEoq|S-xfi2x?qvrP>#UXT
zlVoJG86!|453$kxrfVj>my~Z@d=WUiwQ8(d-s*f6mO9m=GoGH+FX3ozo3);_n4V5m
z`pnsY77b8Vgv`AtKd?*xta+^6WQiiSeb6O#yZ?Pn<Qos6N}J8BIUP+`r;I1twhZ*+
zg$$Qw1S?snifzw)YA~>Mw#^aT#}Q2avLG>J=WPIP0Vs1*Um+Y`Mk(S8g-???Gp_Q-
zM$aG}TYZFR`uy!|<NBxqqd&WIt*;t%#4)WJzUwW%|1IR$z&_7|LpxN@;Dbfvdzi$6
z*O+s$&7RxgrEtf|re1CS`VQ%KPvi1AQPxeLOm~-??}#q|?(d(R*i?>6F@KcF{A8%l
zGx17Igf}UzW?7XiKl3qJaCdQe<FnrH?ZU!h=8bLcXSxb~9X_=i1+^XCc+L}eh&%Nu
z5n>paxw+A{s&*+_iH(g`JR~2q2eDu>o98#an74HEB@V4lQ|}Tk>%0yA7}i1W{6(N?
zfAolI<N1`$)2-!DjnAZo<?<{D67BNPM*LRsb3(U*!-s-nHvBu_^q-Hl=LmNc`DF_>
zm!si<b(_PR-FctAUh2f!DY{s$?#K1a+vDWa$eIdl;J*E~u{JiQQTAZ`>MWbvG<WOQ
z27&B%^Kinm(=Dr6-|^<f*cG^kSdq>tY#k<C_uJ4w--9Bqt;}_Ex8Be@-l1Jzq&|UI
z4yAz4+y@&Vb8LgC>4y=MvTFQJt;}!KrSL(VTMkIx-x)pceXS%0=Bf8mpP~g{ynMG{
zj)?4d5bo#{t6e7k6j1@McP2a($x_XkXr_4n{v4#lQCH0aB3rGJPm(>^ZFTjSI78X)
zJp;cTYeS(%`pu)#>C7swV`)TnEz-82>^+n5@T}drFWl}jwNJdE+5UoePu@U-;Vv-p
z1rt0gH)e8Iy#Niu)G9V+!KlR1jj-7sCR@r5#XyxFY^tMC)C%bBHxGpcmu;UFOdDXu
zIG$nt7OGmUzW}uiW2y(MJ;+MH-R6r-+ttWn_@=L=M`x_Cq{I>$pr^KShdUT&o2Hzt
z>KUA8MFS8ThQrL*TJ<Z#mmB7s7GiXBXI04f+9=^Oqu}j@?wj8gYoo8LbA1(Uex8V`
z7`B|zgVv}FSG6;T3@P#k6-d<5Am%M>_wT?%>)XL(Xl%7Gh1aRn&l8cxA3wZa9?yYn
zTpJwQ2<_HE)LEUM(4+!WA^RHiG!<GU5iK{1@t$}o9_Ok4cUP1vDqcv1iBzk_LR(7H
z&M^Et?1R$4S1zIjI-!esVsVApt7ix+&)3+daadXza&inM*xh+Y^xm1Z&C85FxVkjf
zk=Vh}7&dQDB$pvkXv0m{zhk}E;WrJorD|c*DRv5)%{09peKLW|@^#T{>`wfI60lVN
zb}=XQw?S7~BKhq)pXOK`rNpdo^UBSS!%wqdqiRzULy+2#-BLWUBO!O9MWts)q`5@-
zbSt&_q|wc5k_nA)`*X0*UmcFF)2qDA4CPK4aN!QocdIFP)0XvQ<R)GJtZjAMOtHpy
zDnCz%m3{D<qm|*a(1cO)iYY|`ad(CXZysBY!c+<05jmWv>(L(h$}Mi#J%U)IaYoJM
z7D5-g$q$zh-6<nr+M@zLDmrRGkyQ=vtm)kjcLwffI1bk4X-9~~$D3L<_tGkI#YH#f
z)&QP&7esSx(oubH1aEabqqV&MGVAlXB4>QJN$*ZyZcEjKC5;Hb(64EmH{zLS>7)Ik
zef8qcb>$rM%|X{y#P%KqoR3wF=@s2CnC41QnYn)wK2h4V<|sN8EuDS$4VF~mX!^u^
zdRG23h5d(PCdD2qE;HD&cEab1c-My)N_dUP(&uWZTKAt9=GX)WQ;4EsI~iOg3kqB$
zBpMTHmz=Hk9c0UuAqBPr!Se;|F?=Q0dFUS9ZzMMAw`1EJiES((*(V9Bm07BM*udj*
zLU{Yzt5<HZtiCD+o$c~aew}lZ+XOsUuhP6x3t(>Z(%KupvOa0g#`jsxEO9LL-Q2B4
zapi0A5p8|X9}B<)$q8q4LkcsSCTn4gq?DZ<W4BoY-AfmjmFtHEBW@~DK`ow4OM5h7
z*F&F<v#;Y8U7giAX{j(f;nH0<E3Mu#FG#UBxGd&!lvRhoUPYL1UU@P1DSR|4kzy!x
zvHgCs_^mvJ9m_}AQ8p0zo_=*-hE1+VMwCnQ7jD}<n{l8B58b)!eby1q7J5;st*5>R
zB62vol$(0qMqHUB^=&Wq&YBTrXZt0(mj&Fm?-I%0%)Ytby+{0tg_Q6@v^dPsadzv`
zJR9QiJIXe`3Rj_zpT1k2Jxa@N_l$KM;oyE#(kjcjSsbG8VwL_Srh)Z?2@f|@`Vvhf
z`zxZ=ILeM9^TgTEb=1|5hP;8U=cB3RSrt;2lN-2tU#A!_vfkjQG*iT9smr<V>B^U@
zaESAkIkZ!uG;X@{VZZ~}MBjo@;j?6tO+7<!H-+Gp(5h=9&bWzho?DT8fM);_0)|4|
zHy!IYTx1i%N_vdxmP%Y+(ToiQ+Au4Z2R>4^_0=XJ031VCAB3>WKI6|ytuC#uVrzM=
zT#ycn6TYgZGP$W5{1&&Se`mmbnJwy;ODMi$9L*HM_jAMMNP*1Y<#epgbkV(h1noR*
z(@DV9V8R<d(`?iRIimpm#N1u&F<zMcSV`AIzcW-WWx8=^Q?j;=^(upD=x#E(3<Et6
zF+J{iFYWp@6RAP72-pYL4o8L8c6(KPt?bu1m#JaxVgtikD|rvULn)D-2JPyKB8s=N
zI3Sg-<EnwI19OBAYf1Yg^QJRGr!SOUk`a-Vw<mj{-PY5>w@siC8uLIg1dEAk1V0l)
zeHRpC>&tVrPEiQY3T2or)VAAT+V@5VKil`}NcbOJxr>G&6)w6{fuo#fSU8*Zavkra
z#n^tK<+rckw&}8v|Dbw(+BJ(esIc5}a7m%cC{NYvQ(E!(&CyzkD2b!_hzj9poZ%as
zxyd|<@G<$K(RVaEYj?W|w&RNjYwbgy=OZB+&cmMYLq3~=61t)FpAG-G3Hlqz_A6JY
z1Fu60o!*L;JbR2c_wHh8b5U8Dgv`V0ghvy#7ft-+trQH)Z-<6%S$^+YmwGpEk5zQ?
z>3bha)VMtKdxZX!t+(y0hgLLouP7QQa$Tj)yOm%YK$G_Tez>~4%)L;sqbRBx0^Pn-
zIdixR{h-tP<QF}#`g=3BhS`kipzi-c9-LkU27eJ7fu|Hc>U84;KOs8Zco`~UcmuFU
z4Dtrxu2cJzH~`xJgF)NQl>qCm-*XG;o2thlKax)l#ABzJe{1(y>f?n-QaQ#+Zo6&a
zkC_1?Bv|i6*V?@ti%g6Mu6{dKN&Rx|>-IyVal=FgnojDZ6)}Od$cKC^l=;5YrcaRC
zlD6JGT;{uUMNEfB+QYAJ4ztxiwY@YPOZ$=iob*H2K8|OxE9>-KFYgja2Iqwr42M`B
zGAuupkYoxm<)eHh)$gA8EOv>BWb^axMz-f8`!lp_kDUq@_sJf?YHf*L0)RNt+*?|5
zWYiZ^R2qi%D@+ege6T$7d{w^l#q_{eiAH|i#Q;LOGftvH?H<J~1$ESX2C`8%&ELJ7
zZ@fhlTcq3gIs5$um1MrIUh9?lOZ16t!x@PWJ*A>%Yu}Dgy}ETXTSVqLls?&Tb2Kx@
zn%LIfuCHQl%CX(cILMr6BBcM!`u;Po(LDWjs)k@+fs=(bBY_X>+0JxxrteLc5i}kT
zZZXn+4es1XmAc2#==JT1;CK9|>k=RRzCF42=($d*_dV+vkLzvG)VPDR7m`Lkd6+xS
zJ?4QAVH&Lkj=Hb31`-C+QcH2G{4Fx9#zL^8%QoD|oO?Xp`e!TWAOk<M1}IU4o$(^t
zKYEHcE$u}k)U`q{Yj9~~*g7<v?k<_l?W>ns1nk}9t+`ZmhX?P?%nean3;5M!Ssf~u
z44J!k*F$1=@{^b$M<RDkm!Q3sOhQpa*SeDkiuAOsRXktku*XPz?*s{n0O3|ti!ew|
zx*m={$v{9-ifrc1F5^G_8Z9)Qu2Hps!sE^!gD#!{yT$5fJ+rQ7DC&>%^pAhg^~=HI
zn(8T=>?|$Ab8cq`ot5bfyoReeH^!Y_pU!LB)2-@@7(R9t=!ZIpn_XMvhhWD)rO@T{
zZLT-Lt$B+$>$@k24t(bA1rD%rUj3v=3U5GW`GgE4%yg~?Q{ctVKOn*q*4V~BVz2Th
z1^rn#<QJcr*HD|$NFf*-BL)BrMBQTp$#*VNmv+tSRI&@`$$y$0$j?7Bj(vp%=WYOv
zB>QD6$qol7-C1|vqO&3&1|p9=bT*PxIfou<eQ+iqeJ-}83qK2AQ~)~w?O^vKbe%`>
zkQ%zdyPdD$s82cg(7RtzLO~Sfl$7>{TA9R#!IU5!(A>JE{+LG`kF%XxO&}0i3`+Nl
z@vNMXLuEpzXxhDDV5{UBd~CfM>;<jg`$2O6k1t)J#tO+{t*U*{o#9KS#K>)_UY$5N
zB5K6OR$%tO0!~<iD)^Y9e9#CWiMhg_gM^@NFp{Gh7ErPo7Ro;<O?<|!TPWqFY&7r?
z?DE_n(*z%U;Rt@Xi0B3Z5~MnWRR5$p;2_f>>&pW+HvkP9{G1+8xMpO5>Aa$U>B&*#
z$yuY%4oN=<j&B%3W59K4?;ngtAvi@~a1i>t^OTM9<7URp7yR25PRPw)GYHIJ8!hY*
zei8tp^bXhh*hXZgBQw~DGC6HT*@H^~!!)8eA!kqPXy)Bzu%%=T#Q{0ApQJ_ie~l1q
zgTs7sx8#9)*8?ithjk7L1^C}B6@NQ#jo9~F21Zv_L3JbcRU8n+&_#TZ;Q6Ql>Lw>N
zb$v>x<(LO-=dgqJyLT)3grpzeUB#T_nu5GoC~%)8ZB7eo<#NwpoWC@~*{}<7%s9wb
z84)jp>hC7)4kMjW@)(x#K8B@y;4RC%Wq&%VHT1VpEvI;an&>j#K2$0yu&jcO(yF(B
zpZJWt^(4Hr{)E&V`3NOpaPnQ}E#56;RJN@xV}Xz1txB)?tQ2*<>CcInG(cMbHtH^c
zo4eG|6<5Ro4zwR84z9U;KJ<vt0KRg+ZlYekp<-Jv7>7(=%P8YzMp2Lz8rUZHKWWyn
z7WW9a#wNYU*<pQC)xm(;^*qEUxPH&};ZkAFcnVW1^`VWryA5t#qGB+7k!IfHaQl=y
zE1fktpr}wi{2mDc0ZrsQ`2nuSYg7X`YSypv5J?AbCrtyV;6QB4&#%4qaRqElekcLc
z8N?4+54tSRPd?BF1Op~DGyoEUH8WxA8=IG!`;<ZY37j&}F{O2g+&g=q`PL8Pi-8z|
z%>fP2fF=KJ=G`Mu*>u`^UHEYJQCdxLD5woP`Qb^`DY0Jw{i1m?AWi-&eR6<%;cc!j
z;3Nqz=q{1I&_x+=ue;U@UF6ya0c25o1im(Ca)L9$48XhmQ$hAC5#FVS|Bv_qo#M~<
zu?OR)3wGr+wEpdq8ZIXLgMB_<5miv=cgmaYN8iC9t=l+)5zZqHE=!T20UtORPczo1
zLxC6~^s^5ec&ivVFEE05`Fq-?4*qMD;9oC+lafCN3r}ZG5TK`iyfcFaWKRbNU=$cv
zIDw*C+|a-wjoaG3;^05W82=~-a#5%KTwSmx5e56Xh9*zFiJjf&jIPdkYZuD0RVh$(
zUL&ey#AoD$41HIS2bW~C*bdaoVGRCl6AchS=ZwL6rhl#o4b04;sIex^)T0cc$K3A`
zhYUh9N5{~XNF*#Cz9V9T*hj*j0&ZV@G!3t}^c`URHH&Z=`N$3b_!<4T6BP5Dnm0?p
z1k(DDHuf{$7Z{P5bKFDG#iM@wlz|^Zn^+%?WkI?XUIZV@*GUe7F6s|K*G4fJ!=jD%
zfa7ra#H-TkS0IA!2F`mLC!ffjaPzhzwq|F(C44j|$)I>{Epqo6?gTw9qXXBA#?cTP
zgJ^L1GSYvvyhnZvPx65?Oznq1?D;FS>dlVAc2e+9(UM+Y4jkwBTbPv3!v7W~H1=PU
zDc@u>-;Ym(m)V#$fsV;)nY_CUjyQ4Od>uvl%rBI);QguBBx9WVq7i(|628M{^tAZc
zOAa*;HkTJrAo_Mabp{*9psRwBB8=EtB|mXC`7BNO%O<VI|CVXyF~sy=Jo^>55;Tyj
zx-Sn%{ls6AWGe7_ejbMYMH~|5NdaKG!j}U*K?DTA{AmvG?Qdq?8w(8NU(EVNX~s*x
z23p)fMB+%u{&UI(ff=&7XjuJUSEOk%-j6xvBtXe8aWv0h=4{f|>emf9KszjEAjMA(
zz@%X0{x}CSE{-`Mv8P<df0fTan2!It`n$OPvBbZNYge$5^Y6uV8>YBU==(XImO0yV
zvt8nBdcIK;oxTDAKbc5T=-xDU{pG@C88(fJFu8vJVHmB{c@Git17O0(7A1%^h6b!x
z(ZKg3FqOe^naAtk$0)FPpJ_IXJm!YugR6-*@!fta9Yuri2SW;Cdr*z+$2U632P3*~
z9dU9@4gcf&PSDN5V`elUecrwY(GiK%L6L)-3exJOnFVP^8|x}M=qiYZ`<pO|O@vx`
z*p1<Uc(qiqH}6_S80>{C{(QzDdEi?z;{@ECV}oN$NC|2L%(u&XGbj`hv=Xe(4o<4k
z0K%`9{Le=y{wZ+^8RAH%6$QV72ENUvpPqsM{cW~L?$5^zfbcNW46Y(p)$zo!CH73@
z?)l3SkU|!trVqBd02@xi;O1WT{kIH5+Qk=e^gBSCN~!B|%vJjbH}~5HORb{>5u1e#
zOwgsDmN7ZWzXx_SPqkG4Z6%s6cuVyr`~<K?2!nk*=$wHE6y+;C^BNujfF#Lpvn%dl
z25WwNA9fLxZsNCeXyB>sEC`rCmyWz`U7^>6Os~LQt&~2Zw&^+Z0?jyke)d=9)v6Qd
za!S#SW1&sQwG;#9_Wx-u;D0>kZ(^c>f5?gaE$7UCh{^hQBZ6Yu{~>1f{JL!OF=IiV
zkwKiWlP@GZ`Nfa~Rj!`m?3;5;8@TtZ=q_~eOR4L1f<}!rI`y^`Z{bY`I(pJ7sluNw
z`Vs!i*?ykUbp5NOIzKErGhW5~mrMV3`j>Zd|LL7Hr`}27tvSr|dGkuQqAM|9!d04P
zs5i{WHcyvWS8?JB2ISt$tQzJbZDyC~#7Ik-J|jAwZ2qw{kYdybh+WAO@FOJW?^Eum
zzpoj*rRuj60BeZKhtOY6{p)NI{)cZcgTD1wIQeoPpUUW<yOHX4WM11+1Kl35DG$;r
zIg@f^i<n~G?uW7afWaNki1#tlX=dTp-`53F^jon1XEF*m+{*okc)BZZ&_yU*2H^M~
zW#u4=HOeBJ5?C51iCTIk{4d}*YW20+<HLVIO9nHkHv=A?{|{vONBsO1OFv^_=4YUu
zn)TbSNWg&Dzjz47+U|dbocOPhW2UM+FY3em#fov5r}KT29u{<swl0iOqe<7m-_t&d
z^2c(Qg3G<o+<!&suo^kk2}*2=lKvU8i2n!$a1@kitoaWqZD#+Ha`Zo;HvX8~<S%nT
zNxc~(f59`@0ehN$tgz`{_~DZF@?>)d{yU@2y~3bhAPqm}w#TO=-y^M3ykl@|rPvC`
zU;ax-5Lf>4edgb%m@xS5RUk-D{{hnOzkgiu_bDbB*#DUfs(&W~oEZw&^Ot>?ZLAn4
zNqQbiV@oS9>U8+$e$0B3oo_5nP<=b{8r($(3u$|5%wW)%{XXZB5-$Beun<^71Ajnz
z<hl_Q1^)rnH$WWlfi9jxD+a0m3^>r4|2-uz|EUm|5`N2_LWBmWDv3p1h_S$RSID$e
zg5gJuOt%U;%NA4R=dNfi!p_W)HZXXt&}MJhZxt0Q4Dswl2#bpoyZTKDR0;LsOYLBx
GKm8B6c>o6h

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-50-__details_.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-50-__details_.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..4e5c9ef75da4ea2ea0d0415ed9d30d6f82b92fcf
GIT binary patch
literal 2939
zcmbW1do+~Y9><?C!=Q0(gbZ?x$aN+WX1cgnNKANLQY7Beh=|c(+|EQuDwX>+l}k+I
zmZULCgcwl?xl=P3rZLQ!de3{_&ROS=bIxzC@7{Z@XRp2XXYcRx<qmN_1LC%pHkJSg
z1OOmj1Gpo=K|oMI04l&Q2!%q0gan0Qa1q#+EihThtzvNb?TQNW+YyKzsyaJ&C~K=A
z5E@3B+Isp(BvNswvDsb&QyoL3!H-QqLPA2YEif4o5g7v|gp$GkT-;VbLJ)8R*1;fU
zfKLJhmH=_v0Y%<9`9VJm_(y^Gzz}``sGyMW7TyA~IKT%2gZUs}etrmqw>paV9e_yi
zODgH_7uf1}5~_@Y8^omN3#uHbelB&am#%8)6C5ifyiHn0cDtJTP7TdnNYoyqy~ZX7
z4_R1RS=-n;9d~xYo^W+Lb=ueOjQ`nyiy@(x!on{{5aZ$#5|jQ$x}I?(^X9GFS$7Hw
zi;7E1%kGyyuBjzIsjGk5(DtJJC8dMf`Kqt~-M}Di=>726_{5jVsp*;7ImXiR3UhUh
z^_~5L3j~1wz~c3Pfc+bn1dodk0s%vyKe#}AVLX8)ApA=D0+Rb3p(k-$l?`G9;Rn+5
ztDg(07#^cb`2_b0Z&O8%sWE<_{UrPEz+(R|vVVg8#Wf7Tz#!h^fh7Pmu(m+7sXvZ2
zau{}RqDgAw$~yh_0@$?qXY$C`isB<fLlpHV*b!8Rx8ZQKS%z}*fSufYlqE&0G0asd
z^PrYykH90b=4&sCfqnEsdI1Trb<@b>BmJUeM+-m=UhBZ;X!q+xw%ANFYYm+V>_hsM
zdChOXbXOws^^lT-;WCx~@@g}q<HdFx|HZ6tr{y81k~jRp?+l%FQCj<ChV34dopeTg
z^VXWmCQM8xp#a8gwUw{LEa%8~hUdlmtPIz|)4GH*d-I6IwDj)|(80GH%eT6ynUFv^
zVkmAWXBi4sU=Go`xj+pqvFjG?PFK10{z(ds63GQj*y_=Gc=tTrB#v2FDKb?yQ}1C>
zteB&hEQ@%ciT;(0EA^zfoVa~0@*1UO_I&0PVVk*p$9S_^<?m_g#pjD}#H_V0vK^q=
zcp27p<VYNS^MMgtJ5iiE{WaH?Z6>1!@s2eRBjcr2FTVFg25VU$5ATP@3RV_wisJ1(
zd_E%0JiY61FbkDjCb54WqtI(%6v6I~p;G_#N`JlHU*-@q5x@C8PIKFjyd;xfyLZ2i
zODDt)rkgtLLx}o=ClnE`;fXdh^_s!+Iv$B1{VtLd9|hl@KrzvjT$ZKRi-!$0J6gaS
za%V<AZpsHvX3WmcVqiV+FHWi?;sbHb`ici*Q*pywAO*R8B)(8mAT3fDU=znK5jSE!
zyKf2esIiT8H476*w>7$vR8LGeJMfjYDrD{klxB~ZUKcUX@P7$}hf#Fn$Jw%|4Fz!>
zaX<g#QH(jQ>H3}ZRgE^|>c(UE`v@uJ7Dl>r0tFy;n9_Q<fVBBmgHE01{Qa3|RJ))_
zWDG{0&{j#(3(t9pd~?j#!$obq3pbVO^(dlzr80I==PPo(zT#Z5e@O~aOY?bU$rWji
zdmRI=f7Y$B$RrJP%B*<t`%0eJZv}UROp_&Sj~e&Df!brDH);V#3;2H!v>1SA&l(|)
z8yQ{T{UXcMY6?-ionH7UTD{xqH|#z90oMHzmL;@~9QyQK)`hZCC9(TlKzO`GnG<9o
zc{XSJg${nt={gRS6ZpI|XPiAbdDH5qtDM@s>o!Ob!Gp#WlbAE`n!}1AE5adkXkJBO
z>$5GPsj^nP+r(;I%d;QXQ&u|wtUZ0?^FVibZ$Jbaxh+csVU<9rBuB~no(U=)RwF;u
zgzG2o+R+LJF%*+b(NSZ~Zs+zn#1&O%bRzVaQVT!5z7#}$nuge%Q|F{aShedWuA1-Z
zdvE&?JM--6UBvX;!CNt=NYmY8fgY&X?^Lnd*r%P-OL?Lhec3iKb{KxRBSu6;JxkTc
zLSs(W`Z*-@zQ36Uxb?~|yn+FeJ(@WF<$B+U28UV+6~Xz2SnEO<b)NCol}$+>^e{UZ
zJpoHWNn8NBXnIKXT}V=&2nKdz=CK3Rh)$dE9Jp%3*t*iz5i+`tihM)vlD?q2x}=@H
zm+EUQ&>}N{yt*N|YG=28c}JF9Aq>1y(b&ob;LKd;tF+4r6ZSoCzzWi{7)5Vz2lDh8
zsScL?_#Wc;5PbMU(Z$?mSPD6Y6G8JVLU`lmF`@+|4d7Q5QJK6PO5~7$D;7#B^0*Tb
zqoi7bn0qZdWx)|JpIWG!^pu-Gry7Oj_?9N7KbkOB^bcyfl5+#JV7{9blh3m3&G|a1
zfX7#9zSgh2!wF*8xiavNB+^Ds5SQ8#W!F#?k53;1u;<LWdQ7{6?SgG8MxUdFLo2r(
zeoRdmqz3m{*Q-W4K;?^PrP%{3mu~Lqvo}lw9K9^@#w^3Y{PF;|A@{re%i4$V)m(r%
z|CF8@vl1les_n9E;*H95c7kh5Ny9b$7!2&1+96?*6s8pjfiIv;Lkgm0i8F>r9b<T*
z3+E;9pHlCgwW)F{%M<l_xe4xVI_cBv)e33FXXwI8=e_oX_mAn+ja~k9LOHNer@)$G
zn~L-D$jOAIsrKH;l<KYD^#Tc^hc<Vu8u6V_3->$tLi4#mvsD`b!F&T(YbhyUgDCC^
zj?8J)+$TNO?tIqOuAHu@goWh>{iTd=o^s<}aXISr<;JM=iboxs+N(Jl;2E?S$CKXD
zke*t%yLNHVxT<O6$feb_G!IJ!q3g%d?WM{sqTy3d(jGjZ%ta<kxJ87K$jzEDHSf-=
zbe#K=N_`9caQEpV$zx#2C703oa@Dqsre&gg#sOU%G_u+2_Q4i1?EA3vT{RrEQg$kb
z3uN*)KbSULx0*Y(>3y?kojPDUy_!Uugm(5X=Jy=dM|Ve?-|3NZ`{qEd_Ml<)57f^s
z@Z+<}IA<6MdBs;gC_BA}6XJuhpOgofDw|nlzgdf|`$e1Ir?u#@uof;}Pohd3IeICh
zubML2M-@>ic3nj4c<nJ$DB4hBLyJ0ISKn~!G_F%MIlQ$KHOvYd(<Oy275{!`SduV!
zSWh2=xRzf&8ql9rSuvS&;9{1{y(^)WW6!{WpER?bj@J0ZeSY=+xME7=XnYHJrom2)
zQob0ucRI*Ip!rz8{gbNrljPXF>ER%_*d#{5{c~=tiA((Cr+}g6runMWbbDqcHdZh%
z-iL&=?vFn%!<QR-6vuN2MxggzU+-TQ`O_-Dj!5PNqr^ZfSr68-vOJg!3&|4=bffP~
zG{wYu&Q?{U+oc7X*038nweC01^nX*Y+gVU8XEp2j%7o-O6>aX{vXK)yBy-n&{w%F(
zct7fIMy=mu4;_7t%$WI1aAS8T%xHkW?5Dd^+Hu9X>#S!JE{mJ|thV1T-(<9*hrJ2u
zl@FnAA^?8$<hsdRw{r#4J)G81evfvl=t|F~!s82THE%))4ejSPo#!`r)+Sif?GtN}
pj=m+B<fep?H$l60Rq&N5MEhi01pv;)d5%BR>_?*gDn;)5zXP+dJ<tFE

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-51-Book Cover_ Build a Large Language Model.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-51-Book Cover_ Build a Large Language Model.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..7c94fad5c3fc495307b44750b3634f2d47af79a4
GIT binary patch
literal 17136
zcmd73by!>7nl>KXwNSJ`kwS5I2(-mYf#NO&ilw+)fl}O|(Bkgy?i6=-3lQ9$5Po^*
zoSE;u@A=I)XJ-EScCIJ6*2><w^6a%AyYFW`%|ERJ@ZU?zNdpiN000E|3-GiAcnd&B
zMMXnJK}SPF!@xkt#3sVQ#=^oTBYcKO^n#q4>IFF^B@I10BMmJp9VI1`z-v}cE?!<<
zYDOV3L2glY9$xN0egpvn0|Ofin-m9!l=~&+OYZ;n@zenzKu1tTAVET)1t1b2AQ2!u
z^#G{h{}Tn_-wwdv4+KOcWE501bPP-^_zAW607L{NBt&E+6cl7+_}Sj@?*YgJD1<M$
zBvGF!e?p_RC*t;t$wa4nQ`t$ZGI2`JW9;w^1M@ivDH%D#D@LZ*%)EU30)j%qZ{JBt
z%gD;TS5;Hj(A3h_F){sYW^Q3=<>=(>;_Bw^;r~4#Feo@AG&b%>e8SIPiAh=6Ik|cH
z1%*Xb)it$s^$m?pUEMvud;9ta1}CScXJ+T-7Zx`*!CTuqklnrgv-69~tLvNFyZb-%
zLI5EBO)dEQ-xT|cUIcKx5Rs9QkkS6o3jxs;E=UB(C@;BC2_==$KG{E`<@Q4-dJ~gb
z*@;2NqjE}Y>@b1(oSt`s;p`99{!O!gO|ftPBhCIpvHzpjA^;l+0ls)h1OOo5YK_co
zNbyuW=6QZ$w=*mEDBFy6ymmdY*}!s#38v@0Cf*YO2Wx}l9u4Gkv%>)sk~zY90?^_F
zJqFM{0VY)DM${<YV7@=R*MyOibQxaa&OQN7h7F+(QMVR`7(U}7x=(<1E}yf(yP{C6
zYi05HCqQ7p>CZ=`+V+PFk|zLV_Ft}Rv&!=Qf9brk<W8SwPKGZG^%gA?>Q4u3Nn=Ka
zEi%5@_s;R1Gk9_w9z6l**ejm^2B0TEW++CgV8IHtl(G~NDGHIY#9xK-CK&q3aw90}
zs7`Z?DBZ<EnT%&w?vuY3@U*@L@9tt6e)pz*p!zOJk*S~}ts!%F^aKoPGNrrqhdKY-
z<}MNgl2+L3FATuOWa`@k4{8Xs@!)+9Uu0i(f^z33&{ds}Lx1eu6Cj{D!)Gil{|WFl
z`w6hQ``3ws-@9eDCDUSKhoX$;H)#`304!IDCqTNG66{gt3Gn-$Cgvjbbo3U9Nbu#J
zUoAIJhezqm)K4bNPO>Bqxi%z0w(Dx%yrsM}>!W*&Su2+uVZI^@_)v_5UTAevm!I#`
zwK5KbjH$w(1m!2dnbTj!&RZS{DfdqM;k*0m@k~pV-z1SQ=?VNJ#h6nWg9}m<bGW|{
zZRS!e+@&kcugVlyUe8scY8}&Re-!LQ@TC)nPN=nT!5_)A2>2Rs`s^Zxo+$1^`qe|j
zmo=r`=l=S*s$Z7>bxLid(CeiX(MJm+WhuZv3h`lkbv-n^sqfLf92UsZTfE?7ZhJ@O
z9Cd$T_=x>cN+}@ykCmp(gkOyCS5fDCA-tqkl`witoPdE!rVBl_S|P&WPo21cgh8pD
zH$0C8<Ui4U-SP4Pm!3eM015o*Ae7;Q>#&B52rV+vj;|00P9gENEpG<6%1x=^bw8s^
zD&BJru0cxOfML*=@LyQzcB&(!ULJ`|KdjG$Id|(s(e3C`YyUL!(GIF8I1-O)hvK)@
zeS>Hwk<m6ZPP6B^>o9Gh*L6nP$)T~L@{D7f)Z<h(c{6@&jQseM<U*#7BGxr%wL#Bj
z7k6DwEKp>src_7Bs8xo)LVpF{tf4`_v(re4bgyrPY~af!rBdNyx1;N|B?95QcZ>0t
zIW|#M8GTrOP?j~MI!ntl+9k^-zUK)~0FLh5ruzh{Rr#HB!i86;{Pn&y%;k2sbX?)a
zg3+-KTvM@f;MnF`{(8b*ijhbm?5_?;mB9!8x*FsqbtG114WEN6W6Bo!-5J%XnQ@j)
zfPo$m#Ohja18;+E0|~l7z6ETIuHH6ZkNdPMVoIHM)oe7(ibB)YB_G2%D6%)oM${eA
zrS1Kh{}VuhNcm4A%}nY5YBIyysw?x<ujB3KH1j_5D!@l#Hm@1O_pm=ts9DNyU@~R-
zOJs#I0sc|SKR>3nZ+)Hx9*p>0avAU$3_XbW^beKz%q2Ymc8$L=d$Ha#hcabs!>{)J
zKay9Cav*`5Rb0Dl<uP7wUwI($oGGuk*ok)^z+9G@zhsr5qP@~n)k)LM;*(Zu6^fdy
zxO?~TdzGO1G%tfbBK0t}8l_`DzYH%MZ?;Iw3e|0aA%x*Un2ff*6KIk83uo-{oLf<>
za*FSg7?utyT#&bP#T-J;#x8|<%zcM@5`i@0c0%dVYsH0c>vn2S0H=F`gVlzjNvAbl
z7x8?As7Q9^2-}D+4^MzjhUSWBt-<@+rT4>c6@(lPuzbdtdhJZXXjM_8jlz|V-eSvk
zzv&Q&Uf1y|2T<ix<(w;dl<Qr@+P+=rnn-18b8TPtX86;M|I0Gu!<PZ+zq<@g%~3eo
zeH*gQlGnes_zMM+4zX24-Vbd1g+nY>rY}X+uTEWlIp<ZcIc`T79%`@hY~OvZo+^_<
zzQ_*9Y65ZKEi7A!lh(T=n-!8;o_5pRm8Ek~+GWpH^Q8(?&{s9pn)BCJBr2QIRN?>D
zmIIihc&yt=A?-+iCa&DnCwah9jhyD;1i9rfw6|zNsQpo?15CzwkN<EV{}Z=?r2nn(
zRRy25q7y2Mtk;46jauCd)uAWe@I8{w+~k+<N#_qZX4-8utGe_*f1S?{5ar)UN!*$0
znNxR(DIS6+%?@jrnGc80%wo<6ju_f1&WNPnp+v;jP@swtN6J%|>s-8G1e1h0HT$w3
z)3t{vk_%-6VAvVdV|+)#wqf*5Y3q93HnTA&w8snc1z2-0gMc5E#&JPAB-5l;4l7yZ
zBV5t1DIJukOBI9!8dc<|)o!0{N~dl<IBxO0bta{<ZVB2kwDXMexRm`&$S&mt%sVL0
zx=mQpnDYDHv){`nN&uC=q~p652&xsV#lrF|Naj)??+=;}4;>G*RhHNZMJCq#SW!29
zm{Z*x^7)%`p!A7GL55|`aa4MX$@)P$w!yLf<lec!abBO&weH&89FL)r;k>SuhRUKo
z+(?)=Vw&OcvAc6loU~=NId^K?c10mF=mG9n55BeH8hVIO>&KfFHK`Q?J@eC{&z400
z95MbfJc{ayiZ6$1dsL6MTNvKqe*qr8riO(kv{{ws`uusKh&T5%fJjqv9iAp}ggU#k
z8tg71e;;a*X&0n1A)~4#W|mIT+pgl{qfo94>#q3O9B^ZaI(0a>^lQ-E3^{U1W+d)b
zqjT12`V3hB6}J4_zT~k|OBQ#&rQ~yalY_ng7;1xp=Ld53X4ibyyiYa{?*d$o!D2#J
zCHwZVu`0Se;&1Dx*sV2gI&UJ}t)dsC3BgYL<UEjmcRffp(quJzZdKAn_q}#wNa+zk
zKJnrl@%*P3)jA@ocZ8#pI^K`H7VW}?15T~gr9mC*8w^@;0bf(@*BwU>y-0g{BSas0
zOG=28^&`{Qomx*tS80X)>0~IQw%oPRKG9KBuTjOv>x}2bCD*RBeP(cs{4YFVEl=TT
z^==W|hyGy73I+VT^v~wJw%MY@&ueU!=HQK1Fz3c;;I7b*6hlBx@s=q2sTtm);Frb{
zKQ$#2dhYh+mz2Zd2)%AUeOgX=dAm+mWh=!O$2694*2{A21A(S@iuJLJq`@*GvPekV
zyPQ1!hWy%lHy#1=bv1rFzn%by*hvqRi*&DL5Pn2TlA*Q?^?;QooICR@gpCBImRe$e
zg9x$HFn@};I(HttPg(6wq4T~JC5Lr+^Pe5rsId-24C30^PaPOMp1Srv0T%K5G8GX=
zK#0LnF3Nqkn&0<b>SynJDh{wjHKnRKesM2{L*mAeUCT9YF)VEvVC8m1WZ?4&49cR^
z1?VY|d6#qFn-R%2oIEzOj`X|QH2NPmg}L@Ipf3M2L+-LXD`7adfJe0yl0v?dW<^bu
z(o|_l7OP2ph_OmvED?a`PFaH~gTi_xP5$A{6QJM!(-Yv6>=WQpt@c9Qo8_P9(4;uN
zv$Wm9Q#?BTu}AlMSYUj|ocC!IOu9M!{=)VVhb0Vd7|w;e)-Q&sU-<N&6#LBC?y{)L
z-&z;!->Z?--CWa*Q2(lE=0Eg2(_ZC|*g4zDC$iFBU1#=Nj^;A>xv_@3yGk%!(=11v
zKYQ~0EyVmg=Jz@@2@%|##)HkzGB~(0C%U!Q67dTV9RXiwYvUW`YCM#hYurNS4}GzY
z;YO5~k5Y2Zrx3l`wyDEPTZZ48%_uVT??}kl?Zdsg^FTAaoWKpyvyXj-mGJ1AtykaG
znDzwFohxV0;a;wkY>iaJ;sORCotL@((yZCHv?yqHuMt-zgAszzs|1!x(4_`M(#!2{
zzNV*|xH)#*r-!haHiycxmEs>=nA4+*&l9gfMH4Jbz209`lj-b*K_2FX3Ny#^XWB?C
zb@annzk2kXR|<B;wMMmz6(oq)3NSmywobOzH8o@DowpOX**pQd1%^Og1+HbgTjAS!
zo<0E{((ufKUgZSVdhC;|LH*m?c=YCD<<ya>w!w(uh_etvGBvxm^y=5z#*8Px08#T3
zpxiTkXGSY2t}rlHICNwHaV1SXPfM=I%4L>Im_DvS$`Y68+45W~l;$)CMmT57*wk8^
zCenZ``-vXfS?wQVAh14$L;dXF+e~V9U5MyFs>e}3Db-fe4IXj?Eu*K{b0p&0+?!|!
z{YkX-vV+G}--a%@GB%r!ROHCn=A;o<biy(%3>aLRnI^0AT3-6MA^<`ip<6Y5bdu>#
zXWT4)YJ*;)AokWR3rr_y4lGsm{ncCW%&#IGPhq}H){Gd;Zn@BVu5roZlnvsbvxLf9
zly%UTWZ(Ld0!!uCTWzuNKTHg27`^vJmBtm?sUjwFQ;`PPa9`YomU}({XjTLs=bixL
z#X@GJzj}{Kjnh_E0t+RZ-Ba0SOL20yG)5y0J{T2{k_i@^I2V+dbBS`-0T_N@YnatO
z0bU*evwU`?!yX<|-{}5g3zm0N4og2l&?mN^q1~4fQ>~hOWPfLwZ)RPV|K%F><SXq9
z2O+en1MMfkY22b;`YW3jJE2Dqb~O%)#IB8^&q-2!Nfvu@-VqX&_TDA&_Y3CpAl@&f
zL~E%FRzFm$`D@wUFU}~NVxJ54OOXkd0X6l-?=l++Vh6YjRnO~%Na<a6YHV$@YtIOh
zynX~@BaEHe-zRO<;yq&}Z$hpYK!9k(JQEuI`cd$zZ+l;&EJ>@Wwpfs@Y^GVa^zmIL
zY0koK%v(y?Lh=CRd2CIB=ZPlNk!5^%f=c$ZoR$QEGbpeP2)!>!{`*Sj!ZF%}8OC$k
zX#9#UJFa7obf5P&sb#wpx?ygmIiYOLb}@(|X+?6E2g?YvtxRS5AJ$qceR`;Ioq#0t
z4u-l7iKx#lbU}W5yFLUus|2UwKQ~x3>!+*-F({lOA&!klaYw3dCK~b&`rY5kCaO}t
zVWv2VUd-)EIfs2iK&+GgLf}$Bw9k}B^ACA3(!gIL<v)eaj6Hbhbb*(i9Bd^mO7;vh
z!<;W`jL0?7F_v3Q=Ln=e8-$iBsx8%ys8%=bFOCJ)gg_<jH%XzYpLSTYwynGAOv}*q
zPEMlUuRYlK7lRg+LQH0lvhd%Xxf2Q(6Ly?Bd{yE0d4F1>9J-O92O-K;-Yu<KDAw}o
zYua7x{Yf3sBG0q00U~NQJzvTHSRULjC<H-m>F$IvJ^{X)^e8#fRxc|2f~X&aZ*ksG
zgY`yVt6Dg(#Ws@l<ytBsC=&cID3ar7)DlX(#0|iWG@7}>AwOdbyldGbR=TfWbnH`3
zYvAj@HPM;6dIBH`1hHR9<{P|gri)Lv*+yfQ>>tY{+f%3LZKD`>qG+bZ)?UFV^BWqO
zkRu(HqhEI-hJY*`W}{r{&XY~8OPSs%D`krD=s9t+dmUSsswynrzpT@m<-MA`0>N{)
z$US2t<cY_*bt>Wexk5K-Z~lXg^lOFDVoOWbJzn$S__wciY+Pc+K>f_RVe-j_97p`;
z-8(c+7x-n{V(4SaCkBCxI7b_#?=>v*eR$~)J=z10YLt+yB$s+L>SNaM=&P&|X@yWK
z`T*xVmt}n&9^UZ*+aslc*~AZGXU+Bm*d`h*zIICaI(LJuKd<2{8WX1l_hM3TGyd&3
zJ>;F!m@D84+O4hY8T6_YOX|Xi>xt{15PV~Ztp+YH<#}Hnb5b5_VXC#Ip%+glI`{TE
z*z1I4M2Y7iInamsC((v)UeZmu+1lDT#96y{WogxNHcm&5>cG{gOLClYx>{SoF;iO}
zlZ5Md&~Fsu32>nPXn-{o@<GYbmN=V}&b_nLQ;=|VQZQR2UJc;weGr;}pjfj}&Q?->
z;4K>QLRU&WU%1e@*lPU4>=>q0y}gkq<+R!AiBj4%N}aogGjmCHxZ~J?z6}a#S^Htn
z%<>xFiBEhxtyuL@=7{AzXvHE<l9t!Oy*bW}E(LRNI_Vh8f~_ozW$PGyH9Pb;c(ajB
zXY|^I&~S{f^SRQ{9!$#7xC*9YA0Sc>a@To$pRaLL=l%rf@gZ88A9H<?ooGWy^9tSW
zW3&X>p&buA6>YhYZkjzd2Zhytw$6N)^EvCq^%X_b8~Z+9o#j+T*gnKvqqQ+s+5uN_
z)2>~D^s8CnfdQ?)_#W+dKLW=#hTb=kz8<)15-d{zd{_l+S8NQR{sXW0#zyw&0f+hR
zdQ-?sgkcSCqib;H7ii)Dbrk7l;}ZZ^aWO4*=QTx+P$wg%gX35RDRoe}Vi`I=aX7)W
zDc&hm26Ch=FJop?GBZ&N4<M-3Y}JA*w1IseV%E+`!Hcab6E{6LZU%v)ZGwS(M#eIq
z73~y>{O{))Ec<Sd_Vk_Fo`qK3g#A#KvM~Ke$i<!GujtJGA7Jx>w+$ceYk2>ooW3#)
z5;pZ1^Q}!4*0WA?`KWYS_q!8{i{q~DiPq)*j_TQT-lv!sLtIFUe0)1QRX^-T`aH{r
z3yP~pTf{OHirmW9WE08W4@-5x_6zUY;emY$YM`!!Z@Hg=^4tg@jL=#<&c<6R@?p-V
zMTVjnN2x!O)uRy*13O#vLDFhtn8=(HXWV-}$4s><LdP5I6U@SoHbt*VWWS%spaA6x
zd$@-ig<hRZ*g9BHQ0(AuFcRP2U?hzk^3sIHO$FU9S8^}Z!9~DF>w|HD7ZqA2FSyiT
z#Jd7X?D?fFDlu*A^D>cGC^ov{(66-%l!MG{qx@E*OREoLqa+$KrB8ri@a+@eFn;nF
zsno$m;|XAT#{5RFQExlSCyuv|Q7!F$(^6Z7=oKd(($t+M6~*)2-mfPuTbJ$D26>J_
zJUV-(7H;{;o<28G=cUa`w--T=zhUZq%VVtf43$3;SXh`C8#>CmreLD*Ql|_AEzU+#
zSMM3k+RsvuJ@4dDv0}<={=N^I<0OhkRj^AZv_+=Eo1qwH!e-ElY@kQFCuGT-b#Aui
z9|R?bypbYIFcS;#ngf>yJGiBJhS`lad2G?k3W`4NFc$7bc8iUm&^wa52DgpQ5%SN^
zw{7_K-+PdEKf(&Vv`6>ojlF{$)#Y#)U-0O+2VLHHt17vv4*5GuhttzE<LZ+2;tGzH
zuQTf>WH%=S*=AbCT3$!@iPG|-ll9a2r)fqVUqY>}i;Hyknw%WbB%MX9gQ;*G9AvLy
z=>bwcUro|DV}jL1>$s$a8vtOc6pkG+9QW&X)*-N9seetI!L)%#1-;Wz!e!ZKTyqx}
zq4OLM0Y4g0J3(@mt2?Mdpa6h$zu7w5>Cz=0zwLulv$mq-++AqPMvvt?|Ip)UGqweq
zUDuEC)5q74VUTgRkdq=(PYn16teEOwP39FizQgMU97H&{^l#E?yAcHqAs>5mj(Y+~
zg`U4(o`7l>?dmxHjtJ|iQ2d=D`YBSj6SB(^NAX5|_gu!ayfdD}475wdH0_Laf@2Z)
z3pQlwNuU8Z{=yFs1^e0wmcMInid@=kONzx8edOEJyFW2|0xW>K4{cvfl^>n3^*@uO
ziNPQvL!%3wn1L!4fjlDGGF`b#N16gcHuVGGFk|E$-&k;m=lh?Lp(9@NueGTPGxkW}
zA%f^?Y44?TorSm@CbUE^lT-}02QAJyMJ)w+^9`TL<~~#V#f4Vs<$p(Dz~_2K(Nmw~
zsXgEpTGDJF3&uPY&(7ZnJ%l0X{Prw8;8bepyH@kgtQ<Wwzv3G`-=ET(1SL8w)i<wA
zGw{Y7q3^@kmrF>WO;bJrP*kg{<ebS$*%>V)7-{UAQENx?Qu7Ac@rf<^R?XM#wH6b~
zvz9-67!~d8{Jb)@-C5{vtqo6T+suw!LE?eTMGGz*x1oa8C2YpQC{o4%D2vOa8*Bi5
zS$y*ez`Xe!#_>#HOSfMtx9Z!Z-#4vG^|1`fSUjtxNP!T<oJmS-oOxhB=25oN!d%Kd
z@6TnkmCcxTzQHUAUx0Y&b>dbaDw@&V^5e|)Sb04pl7;;Vp#E~CCKiDP4i8(+TMCYj
zdwRspBTbP}Zrv*!t(3OBRew&)%dL35ZORa(`GT`S5bdF1l%-1b@Qwa3kk~C?O(RIj
z%{o`3_f?G7Z<91>u6QUOrE@vWS!!!-TSkP{`|Lcg*5o&oV61^VxBmM%?*faM6%gL@
zMBZw?N-k>P%fw%Z!*U&1-?$Ez%0R<cBuNjt1bXjHO_<&|rd%u$fg4rkb3a?RR?~6~
z#%5Fcw0H-2^akYT2!Bl$i1s^s9s5Secz;P#6#TNvXI%^wIqsx6T`N)&7>PvShLmC(
z&W~6q=0Ftwpjo8XTe;k4ob5RT9GcpeLW{d(1_C9ORa_>>Rf1Gg(|!||YM@WBGo-51
zt0AAe3hbcbe4OxNV+?6Ay;0m|EuB%3BWN@xL6JOE61tCDHqUDa3D|l@I$uK2zbn%I
zHtx8`SIl=WMT0M~wO;nHX9L-DAi|Urm5jdq4JkwjIG7j5Tap%h6G4upD`K$`Kujlv
zS(FVxSZqRe{?u8H;NPQDmdGs_dxW>j!kY|^_6Wbe=`Vv9dj=vkGxX0#b+9s@0IWHr
zE3mzj%Y7Dg-cff|OT9~G<`xnb=2NTR+P~mD0pRa~u+?6}0S)G-z9x!-8>+k^pXTIW
zXFfVj-oAkw_V~ZUB>(=&GWQi>@Z}s|J|p$+AB@vnjAnrs=@TI8$k~%GTJ@4GRAE6c
z5z1J28@maE$fj+s^4sBIw%WryVEU0>Ve-??EK6{<M3U(J<e@aWxN_V;|Mkh9!Huzi
zcD#Mcz$?j<i=<8Hr;SVOxdblm!OG|7aTKPXA*6kVHsDCNGOgJuRiY3ld?%0v`Q-GW
zknZ=D1e`RvV-GwPmeL?)xt}-ovbxlE#QpadzugT&zzRUcx<=i+PuxKMTv>CmYf7)a
zl=X8V$~h2jqtm!_kqVxe{5wjoeN+)bhvmzo-4*6ni_?~*9;>a$X#(jA4fQeE@_fsm
zymQ2NXr3d{IAGAMo3ww;?`|Wno%m!%LL#6txbx<QyZVS8f=Qa<cqN|K;O11wyGF1U
z@n$BbT=$4`sM+3a?u5>RP_F+8V7r(<BP!|0AA_CXQ6t?+fILxR$P=3pJ*+6X1#Nc6
zT5Te{Q5I8FRXbBi^9M(m=~hj3J3D+<_)g##%@b|^EhF4R^VgU?EZN$TjGBF_0o$t^
zDp(fQOU^ee-2RjG%l`fd)@$SndXp=`8@~R5IubWOdRz>gXr=PWn$U`5^ISJ-^%~va
z65AZL=s^6Ibmy!uoSld2e%E)&ldYI{1Lvm`_(V~n{Ia9c2)lwOqd=XzLj%3ugx#tW
zEjf!sk3vCu^Ml3aWNK<F0b?edZ~a@3>!Dj0QxqOgfD{e&*LBAcdoyxc$F(d=Al;XB
z77L0!5~VQ#5IDaSoM-W&zR63+`>08dR|u=Ik!_AHQ*$5AzldIMAG2Mt%qBsU<4knq
zY@42UGLQDV_o5-)d1B7FC2jV~=b959ziptzcl2HJgY$Ua8eWAg<SPTqyEKNCtB>E-
zOA=zsjJOe^*Ls5Lj_;0{14}crp4pp=EDc0=yzJ1kLkIifatq_OIN$`eMj1{n$S%2J
zAv>UHkTQ3-)A%0@6!5aC+kRQa%6KljkZpH+Co4EM6*aUstY0b}>+!<S4{9hj^aL>5
z|IPq)UtB>R6p6B5*38!(W{_|+<hL3h%G>9kdNbB*uxKZw!sY8}YEA|AHyButB4lsP
zmUQ)vrA~N<cHD4q>q^z5sV;OumryIN=~$Z;qbO|&dizHz`3I%*FP5xC%90uXV9oz#
z)tW_6+@R4JzMfGYvuxlg^Lf!V-ol;eh>wopy`$kHE}R8oEL<|E;uw}-6#$Q4e!AuN
z;ZpNbE`4jBm7wMIkf<et{kA#{;RzsS1uHi`RcNuNI_hk1@Qge3ym!8#OlSo0&6c7B
zH+zZ%Ds#(`YEWppfWHZ?Umob$=bH}>|7c3lKl)xT+`AY5Il{;+)&JA4h~^dDaqC4i
zMV`p4W<#v`fiDxwY<ItOUu(^PDOnJ1DlZ(+^kTF<0>ivBLHMFvdI!&ceiSQd_|hP~
z;2#NQT@m|Qo4;W?oe}pSd_PK>fNumU3AD~Ys-WWP<yy9niMCWwlE>k7x|tm}v`$;E
zF-F)q*8400i0QwA!*2#yT4kalu9;&rF-O@K+0wR&YJ?^O*S*X42y=YX`pY@1rn1t*
zu(OL^G}|+1TZ(iw=@f5-p*r0o|JIjfpY0TLijO`#w;nU+b<uIt7q(;|9~<o5QRDEt
zk5>RNWz=+f_qZk&5r^myr3vdH5uV4&G<w3-N<Y^U4d!=K8&PKP=@=vp<k)>LtYf&K
zL>p0e#y8R_<`Tb*R;NaA#W&$eW4~k0M-{-ULR}j}s+(RNlinhUaCX@bJ!q|%TCc4%
z$$LvaazREfrv9dobWF@u!+9nreNp(!Gn`%~olO;?p0c+B;GamR#8%gL8KDasuY}AO
z5Re+TsLOAs<(4N?R5(C4D(EeWMPP`$w&pbK$PwBHkvH+0qk0zWEV>Qk9P~-#9V2!(
zf7hIZrfIq2M|W$|^@I9mkOQJ7DnRGcMNrgC9lJtwb*yzUwU}AT4x;K^NytvzoP8NC
ziL$I^x{_K(TKtvr^lQAUN(}22QL7Zzi%AR$i+wu*Z`@_-TO^NJdG;|R?O`;oRXGYo
zPePv}OqYD#*j-`g9@C%oZR(?FFRSlA2Scr>wu^He4M?-5S&zTa3!UE?JOPf=`(rL`
zt?Eyw)DpV&lI0s56S;+s5BmFNTz%GPE39qb87OSA>oE083qDLxsio)Bo$|4lvsen3
z=9PnLvil=R)8xjG&IVB91%_yf8Z*49Eg2K>`HU+>frU~&COADDO+p`q(@k`*=G{C0
zPMxF0{)Kb>ClXe2>JJjO)CVs|fJAkHyYD*r7qnTML1M6K%Lw1?u2Jur{-ebuH&a=k
z(rM0{1#m-S)RBOT)kJY0EH_D(zg}<sE?KUlm%=|ZOZ3%d7ui-Li#@AK(-L~8LqEZ{
zsAM#zjaEBhDkjEM%5CClfxyz0VU6>)aqADU!e0GUXz~4bzRZY_G&gWQUu`+|6ToDi
zcjsipDS6QO{Mzqg*w;VJXS#B4`6Fe2M^<yIXSc?UaLc$v%px!T2oGsC1?IP2zI~yW
zx-n@f=Qy92Ze1v>6)_l6MnKoerr~!IrG3BT`tRC~2^tU5IE6YW`*)bix^B9aWpWJU
z5LTszl?Vtv&C8+_fJGg=?K_U8j6fb*6Iaiy7@y&>Q3{ei4B`sM^xAi3Sji>M{H=2#
z=|AaQP*4g;dvvv^%G_+J?)~Uvy0%~-MITc4ChX!9ej4<&RXoKTGz+n=j5AOL4;alP
z=@Zjges;!t)rC4S%Bghb41L(iP3a$w`i*#_967vLGMtTouvPHMm#bf_y^n8Vh2E8)
zg_%~jfz*jw1R-sU%Hy(}um04aFiY>X=VhXX!r*qGH#+^P=U4M-O-D;t(E@feV*??g
z7xQGuG5(Q)>s$60cvfL9>|k3nU7Y9c7_3FX1uZXrhZtlRkOFg!y*@U{%f=Ert5f6}
zd2ZN84Mc70xH8q_S6LfH(A)ti1%Anq9*u2`z+si&ps=u3MG70TZS-)!z_Owp5V0nH
z`PWP&|LjUxKn-?sPD}K10}^QjH`-M8SL5bn^ogAWM&@^uonI6=xpqv?j&s|EcP?+V
z7SGQlI+x7R>9PvQ9s#AL{Og5NdCUA`1;vEY4jD!;An-i1Ihny!E?@sKzgIx#^R%g`
zXCk`fn&oF;Fo4=B*<k83Y_W>76BcFjVf))zb82?v0?fZ$m(bD(`c`0xj53`Q4!g)1
ze0S`%zbf5xs*hfgw|8uk(J!QyLK08C*I;*X<qzj*?Awoa|B7?obw<RI+8w(TLjSN?
zxEDQSdwQcqEBc!uiy!KP@3juY^<iE-qkps1UH>}m`N#m(;XW#m?rugGQO3XA>D(a#
zrw!Mq1x$BYthCbje6~Mw+&jC|Bb+8~YlyP_o~`}bM3cAJW!j12L7a!4dE$XP1#ga+
z>Q|aV>LxR6Z<6>4;2ZMI6ov_8PVZU}JV?tIU3V6Q-Vt;2MqG0r*6aQBBaW88K@de9
z`<1;*!4l;$(Hy-0^?73;*Ux%Hi;rnCs{Xf-^CBsQ^5C+Jt+MlhLpeg9T^Z^C8_SLe
zbCs$NA(S8YK?s$%HgspXY%h9iWi(IAwb+bi*%#)$=A(*)2B0C2pt(%DT^z54^}^&2
zv!x5aB1*=e03GtC=DQ_84y$|W4?n%$G+8!h2i92A!ISA??mzG%(Vy1=a5M(B8`c#A
zr;rLkJ4N@J|1^c0WQeXFCbDqI_-u)rHT$?SLaXqK3=M7BQGGXKe8S&gx->_dwgFKp
z{2gg;iAx|h0=?t6Y_x)o--2%bYFLPmIn>qPXiW&8e+VE$4u_y;P-P&54rlpklgpJ`
zDF-asp(1kJ*WP{0rVRw|+>!lE>zh~Qa4voO5#F27a6ynFL_uVF>@tQls|k#%C?fj!
zT)Og%zhaDzVmJ{gaM<GO8T~c*L|}^Xg%!h`Gx6&>XUt@Nnh?aYS=JnOPIT5jy7XW7
zNuyc5ReZn=x|#0^q%AMCm}qFDn!mL+<Ku0po!FM~QAE|~3%c_M^h;y_I8gzJ#S;>T
z-~Nu^{`>>M<@*D{b({I8CO7myh+L8KE9n;9-U@#IavvM|jab8#8thwR$CNUkN5l8m
zy4SSN46rt3x2K(dwzNi9Nf)SNY>Ew1l!;JAK_>I0@!8#UdnfdCa#KgrJ_jH^_j=~5
zRfq|1Ze7bL^&Khde<@|5wh{eu{UQaX4VfcO+z>-vd(S{XS{j#0d1B;tFh}{#J17q{
zc{zsHZQeK|ZZ701rZhdNj5_M_f>y)=k@ybGtQj{}cvFsh#$UuoO{l+IXq+%YC$qOA
zIW~@YlTHm{$#DDXzR|a6h~Jr(yp$>4UA|$+t8ai&GnCjQ5*^C5M3-MTZ8#gLi_1}%
z39>Wnj=|}6>_6`DasP$4Ra;s5TRb(xvQmP71gnp;@1w5kmGZqh5P4U1e{;IYcmgBl
z*QJd;3>fb$P*AV4JuAT_J+GXGy4(v?<NJ{lS2=^;$R-b?X!Z73a2AW{g<{0Zpj3X7
zseA<L?B*rOIQyZaRHnfl*nuWOPVQ`&&4^97v0RF5%8{5@pCD4wL0K&bq?;_CE~LR2
z<c7mYm4At>K^U<bShytZD9-QBPMb8yfVH#SZN-1lz{EOFwV*UwvVSU*udBV-m6_8J
zgSvLYjEJ^>2Nf#<GOb!AAq@`f3{!0dZk25`)BAJ;-!tXy(<<opWuOl$YxlTBFE>&m
zT@LKQ_`bf&oeoo|2Q9E~gvw~eqJ30!X=$`>zZnFdeVM+;KX>Np9Tn=cNiXR2L1flv
zqCP^Fz*@4luTQBqx4%DowCa?qnH8N+--`B+ZKR15_PBty?o%{Z=9YxBeG!WaW~V>8
z{-uSRDJjQ|21WlGKQ2Yc@L-kPfnx*cyMgUOmQBuy$8PI1l!z930EliIqTZj8?q)WJ
z{fu$3-*Xo~4oBimk%8e4?@zYqY~vLBA)JdN8#_(c3hPE_d%QQ&M)6E@MSZG=Jb43D
z8U)!(1vfAs#ckUFr2$`q_zrxqPpEA1dde2KWX~Y;Ty&ST^;x4|KDe0YOvvUlzXmx*
z|51pa8!nQ--cjH^V8W^NtlaXX;=RAl6bM`XkDCf5m-}|4rR?q@fjA>;i?qt^pY)u_
z4&5&K)~2m71(fBAQ|c?nEOa#IkH8^~%z#ljm~*pTm!KlEdW2?1QBvH|_fR7@;O`>?
z&yaxctenmBfqMaZafi}A@ouf)^hyZ~`ZmLKr6%Ad`9X_qG1iKba>LdM4k^u9V-6Z4
z3^BuGvC;GP&4MmFH^d4rgA90kK|PpDK2*8aMmRI4bh=U^`&C|7j-3ImT@^YC#LV9K
znXXcq5=$;I65AISs|!pf|NWY+ET|ZL=}`@TVathi6yuR-b}hj0&}Ei8`hz3zCnL2J
zzq@#M=_kHy;fyQU{Yz)rBdXOsLv+`i@6Io{;FSKO$7bz%;U<<o6A$U^{L7oQ*9Qlk
zW%ovv%ZDx$t)yVawYj?_FngwMI@$g+B2qaTKf@R3da+_c%G#<fUmA-KZFS`+S82Gq
zX>0222Yyw&wH`cLis|p8bS-tB>Z<w465ikbx>wwweT?|G6^r}lvYJ!dsE^Xz9e0Dn
z;Q~ZrVs_#|rw3p7IF3dTKG$MlSH)3C_XQ7Z!CNQplo@7_J&B!oS<gR!gKuadjiRwU
z9~HRY+UaPl4~A-8BbVPj0bbS7E!Y}Sv2r7JHeTNB-9F5{-emDLc9&Qb*EsN1lmSB4
z%5dImevXG~B|{ypNYj_4Y<ePpUBDZziFE|5yf(G5!cE97!S{Gmrvua4Cs#4fbkxZo
zf}z>B_2zJN-)craC_$Sn@dtG>0NXs=d?_5pr?T*jDi=qMfF8FPRy7?Cj-($uC*JeH
z*s`pl7WGB0=2>?caZhWEBQ6d+Kn{sJMhC|5?WbcHVXPk@Qn)-Gr5mP1ZLwG}_2EBG
zP18MmOO?&Wd=1Lj{O`q0cyUbr*T!d*e+nXJMc0N4OE77D6IctJ@qbH1pt@l`p{6W_
z#-za*Y<BK+5W;gqX9f+hPD8O<!@qiIvQfN%ibXtM{J5#eb!Qewu4z65qjeVlV1;g}
zlqC5=TGz%05h!|-8~V)E)f!(glHn2Tza|7;jth-ar?^5NXTqys-ma2W_PYaLl}1pu
z2*3MDK`t`{KvT&v0s2AC3T@xI757g}Zzylff7!HMRr(sR;OR#N%q+dEmgNOmOvv2V
ziYSRRU%-628ZFo-uf@cs+vb{?(TrTExbBP|l6F50F3ARMzn+j$#1n*hH+zyp3L*=%
zc6kd&bFC?4OE6Q*JP<Q{NF0Fo3uWG`OpBndx0$X@n1bx2(f-qRoOp%AWjYL}t;3w0
z&)z2oBauQFFCb7((61T7x86C65{bWbOUfEX5gv*kt!Qi6_TQZ!2<N5_?UOycG4nK2
z$S6jd@}GLavn$k53?rJsUy-5R{?rsrLe`-P7QB7}P?ySY@jgFKeCwW!Arho0Cg$P1
z*EiWnjd$#MH;E?lbus`~#0GK+IW5+RHLV>onZy~_K4yE1L|$pjh4)boB6`t(Q)cp;
z@Qxfgy7I0k<F$C=698ChySh?nX4*CQ9lCvI;~0J=xC=_0`{b?2WSwczsV&e{ZG-}d
z3x~7dSF`rZc}Y^cH1S^IRp>Wk!SN(y{c0;wP`Bxajt2A$AJ_B~6eQp;#6lk{v6%zf
zrW&r4ys4<<IdMPfwb4|oK%qwG#hjQmAvE9^FOX|KtoK=o#-i6dyesS;^GstPoMelK
z<6vEOnw?2@g6lw~o5dEoUQH$OTrzVF>jGR66Vb2ke8+28>~yy1d;KLC?-th#+Gm?A
zis^n5URLfE-$=31rWE9sMsofy(V!~W=-N5=0rk~R`#otn`JWr(B#FhJdlSQJUWXVZ
znh3nf7BnzNXpc^9LJZl;cgwXjBr5#$JW?2K>)TDVU|@wPm$ygN_jnT)0y?13hTHwc
zt>&PEq<ir`p`l))K3TnJ6_7p!j=<WvUFR(1(B5E>>D;~2lg{Avg&Y_3D<3S@WKM7S
zcXNq;`Vf4mt>xpn2D=053?>bp!;Hr>OdW_!rtU9G$x6yhYjrKy&c7!tlA1p2o2&Qn
z>D5mxYWgxUz7=*@$WlaR%E4SN(MV%|(ow1_-xnySoIWCf>^FuY`_KU+gG!WmVzJ4~
zN=05zs<aZsa(m+n8%6cC*IF(N+1j$aCJj~XQaDe!#|8r-ixo+(jZ=!s+m)61{TONE
zLN9X=93#<?Vbn}F8^zM{z*ooC(p=BppQJQf+ZDKBq)YaRU8q^lu42u`Y|F-&pmEnr
zzkn0{Vy(ifjV-l}6`X;V32)%t;bE65^J7$r2ip7#rLkPKQ*4v+wuC?2Zy703E~zE&
zVSGckidbQmJ8aKn_aT_V(1uYlH>>@TwoHWRA%-m7D*W(R66cO}C&=m52wPeVoi<h?
z;U}6-t}MTnl!SpxAxgZl&<1PcS72w_l;^HL;|NR{5>vKvKwXa#l+-r0J}`W54>|Wh
zJ~N1IYJxgV_))L@Z0qycImM`VH8DIW-?d_5WW_Ca1qkNSRz_JeVi~dMmU4_;JJ`FY
z=H^=2O&FEad_J8nGL0Ho5}nE##ydup`KaEiCyxca#o{F|ltKRVN@cKbN~HRJ&a3B0
zkn&!`t8R=Tx1#w+OGSl)>Nai%)oKcasw>HRz`=Vg&C52&&{8MI+J#Qs2m#wP9>EO^
zjPS7SV%afks2iZeVyx&#gM+Fiwq%w9!nIu;-v`<>omMf=0fN^6L?FR|&JzHGHUHa%
zDySgoHSr8$x}p+wuJwyA?{eLm(;zmE_^)ycN_%OE*}gdZ!C(H5dCULcFaOp&@?V!8
zMWOD<77FhbQ9-e1<sliTJ3;o|LTE-y<mMF1m(-9t3n6RAVR6<2`vaZY{J>9++d1Dr
zebilCzS(O#z<fBu6CEl@JASmp!MfJAlv??HY!J_Jj1j)*rL4=tb0l-Xw&n!0SQ)?u
zszXm2L<lUV`NEPn^%YouZdUqxv1o~8xDA{HcXH~*faD`q*%nR_TjPk)bx(+1_sS@-
zjk+Z0PkJ>j;(7vjI;cmR1;4a}yy-J-(}|eWm$z?7{}h>jrxB4CVx5)zIYH}ltJil2
z-)i$%t|*hK3~IlIFXS>8vkSRqH0*MHdG3cib4a@qCAw^bJAisin-7+lKSXIlX2LvT
z`NO?E9;T<<#LT1~q?%e3g+fRGp3&&Ymrnq}vR*bZ)=b1vbg$V@4e38TQ?Ox%r8*6@
zkvpgXH^?@)vz^f09dC@PefN={z8b{b3fNXfa%y_bcpn@C?y;})$2KO7K1lIY0GW&%
z1rGwgrh546ALZ7J^LA;!?bUK;Dgs0Rkf?GXd`Mbd95##*A&oIa{5vZZj^Vf+DUX)R
z?4x{6!FsU!Rq1&CCqT)UGMNuJeQ3xoP#I#D-JjT%dc38ThCA;Tvn_VT0zIM%%0eml
zVmY|UL{HU@T!fI%g{~kKo3T=1AEv&O2)vSE-ZH01j+N^;L_iu>QK)RaWZ4zBjC|MV
zCmS<lipwc%>NM5>4=>hBqvwgpF<+Rs5K^{1se3D&3c;a_4em<GTm(#J{dbNL*=Ku4
zOLdzv^eV4c`K=jxh0Fvyp+eAoRN2t}3lSmj9(-UEU>8W4-dmj;KN`z!t0rSl(VVgM
zeLLPUvi)^&h~1{;yO1gdBoNi3<0A`?dMg{IyG0Kfz`NTwvypKL=_>F0=vy5M=Vo0$
zGG`Y0Z=#o74!~zogY_-=BhCeSAJAFIWiZG_NwEp;zt)Z}8<aHtsD1(z%NnCgetFzn
zK&rQ$Y;Ff=(d#hO6a^@BTtptX3w(f)QU`$K9fh0dTKpeB7QQC>B#~R@|G#A{{_7Zp
zC1M?(bT<UXt!K~PTvDK-CCB=}8`^VZNr4tE?Arhx@g{R<&Z2E|ybapWSLy4$A+J#$
zo+a^p#;VMlrfUs2Mv9rDxr7#qg}=11{-A<B^@(7NlAXbvGZsL@E<xke?SQ5z<(h_a
zI#QElJmk`S^wKYukB&LBs%S+KmnU+wAwnp-xk+|%B|!+?sJr-FS7_{}3iue4E>$^A
zTgR3BndXBQPtiJJVfZ6YGwhCdNJSsFp}TNSC(N@~_quw43xy!}gDi=d&=%4hb*hrh
zg>YjM0xoF)LicBHMPY9ia_@I7@^$Oo7x*sha!8_hgUQ~7Cm~s(a&#{1P0^SSrk6Rj
z(zb6c!3_eH{ft;PMUMCe+EH(mG9XbpD#1U+J%yGvjgZemM?i_rr12W=Y*p^({SdS~
z&#$D#Hsg9<9F!NI_n*{OMvWoQIK(-8A|p`}ijMxsq}WX+^ym|>oa8BDQN|w2A1!+u
zot40i?*h|r6}-$V%SVo2m8^P(&?-dMw+-EoGw8!cMK^wa*318nTNqDrPpX6>>8Aow
zLNCq;DIM}VJNrYK_dU~mvO{9c(p^lajiRrwsoEdC)XDf7l5e8Z`8pPLzv4R%-0=B1
z7w{N7v+D$7r4$G~3gh*qOx6y{yv<`-Htch%Jd%|p2*D7mT=IiH9%NaXdj9zQ13gC9
z16NMe<bF;hn=iJDAyoZ>;Z8lw{CtR7r^2?>DR_}A-+1kST#llU{%q_CP@v-RLu<O6
z@J80Fx~IC(K#>$z#tL#$i`sg@W*m*G-1H@y9~_eoiF~{*niH;BTsaF<jB_HWDw*V<
zF|U7E@fqV2t$1s8^BNmbl{ek_nJAdv2@*54_jXE>eMkQ|j%{i0dSWa&qyt4WV@yN5
z<(c1Axzz;Q^VL<s8M~rPiA%&r4lE1D7XOd!;bD2CALj=-Zd1&c1h2{^>w~3zHKha>
ztUjq|dOTB>BF_ASlmFjw@qgM6s2QR8C!5L$O~(=sp`#;ybNrh@#a@SqAPHBs$N32m
zMB?I+Y-sUKKqk6>_9WmlqtN0Crz;gMSK1>>a(n&RcDUiIR6)t{H*eSPHz>bq{q`ok
z-hGskSah<UR};3k*(s`t-4+Mc&WYMvb0?3y(#_ypGL?t~0vyxF_H;GcgzPU4$iK`Y
zV>88T%iR;Uq<NUSmOBZ5Fs~>uo1l%s6tx<ZMyI10-^;izIR_aM&x`lR-ixNug+<#(
zmC1Xmhgn;Z8Yra>R<heQYhho4>nqESm5?pY)6?avZA~y^?u_AiKl-bPX5fN`w<9dq
zr>oj2U0S7>s^FrrR#&4z)s|s8=L&=DNBK0n6^3dLNhi3b+Cld?ApneY&?v!pR&G=`
zZd5N3^Cl)^w<rT|uq-c;{F-Qncv`I9)Ghkfu*_;AgpUJXl$+{}u2dIH2ziQPgQ^(I
zk17{rPfCiag>3^Qe$~3oW+EA`8qs2Y3sO`wKVtAqBgX5tCD3N!D=W7N5+eAO;_K~d
z)6e(jp}VQIBnr1USE(>lVSue<q!#Z(w6wgZS(`uq1UUE2y_by#rXohvqU`Akb@%;N
z==g6FhTP_XR<9iZEkv+a?s8u^>Z=%*#A*Hf-~ej`YqCrDrJ)|)(0N%W@9p?y@oU0-
z$v58=H=QXoUe?!Y{V-BbVk)Nj_l}K!87v~6hKkh%f`8BMY|<w%-Myv_)L4GwfcLNf
zW#Y9Ngs@3@(>Z2a$`#J19}cmV@5n?|=V2^0xLm3ld_Hp+ogLGdN|;?FCC)H@ryPKM
ze4R1MCzKi`l2y|eboJI5WPPo|&>T1D%Y)EbQ938ax$iiY6yOvFnaXd+r>>UxP45*I
z@Apw==iu&v9INTIvW_bi_4JYXxq00JWAqJ$eAJbN7S{o6;C=$W_^<-<0fj<Tc&?GX
z9W-`cY+jCpo6op5K29S2nF#WhGW`2DwdnWJGV3xr)<~FtF7%1P>VMi-%S4;sHI`M7
z6^i@u??n6`q3!=B{~}Ruxtp}S_+nG9lgQ?PR_+3l+6a#9qdO-~ltPWrJITK-FII8~
z*?sxaS<l)j4dr6iO!G9I18$}huiTdHuX;ASeX_vM3a<W!F(&k?!XhIcxmHGoBZ7~t
z%xPgObR}6)Qwu@WmyB2ll43nJeQ&RBdd3Fc(_FNOq_1yHg+w!n@^DiL9aTpamRK=S
zGYh~sl=&2_CKrOgH`c_C18@<=Prhc`_l<vqu}za*=CM5Ioms+MUoZRp22Tv#V16Hj
z8j2MEoa1=y<1{-5{X3a7>6my_B0@*MBlX=ZzkvS^pz_yth5uyy&(08z#{9L*@ITGg
SiT;ZX(SO|_4IiUDE&P8>i&7x~

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-52-LLM Word Prediction Process.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-52-LLM Word Prediction Process.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..9706aa9ce9f8a037b77a3659ef96183daba13923
GIT binary patch
literal 104245
zcmeFZby!qw+b_J3Qd%j=QM#3G22@(4q+3v8q(MSpKqN#`1f)SyX{5VDrBjd^8boHu
z0fu2O?)$0xIo@X<d%xfQ_VNAk4aZ{5TI;&by6U{n^S9<=`eG5FP*YM>0&s8u00;a7
zE@pxIz*PbQLIV7&goK3Gu3aS}p&}(ACMKb~K}k-<L=RzRqGx2h#U{Xci-nJsk&#QB
zoA0imh=>S;Q&Lt!NJc<dMCg(T&b4dTNQg;pl9JvOy3Kf7=zsfj(FR<<ic5_zfQ!Qd
zT)B>edmZPZ3xI%f;^X}B0si*Exq^#_Pe6F}8WAyApqc`>f`f~D1rHY=9}f>K?GHW&
z@UG+ExGktaK&fp-$l^*R6cm?zmGxdlJGIUTl1=!D+pB9tG_*JA=-D|qxwv^mM8(7<
zB&F^@P*hS@QB~7@tfy~aXk=_{^YodmoxOv*hvy3~Zy(>_*CC-{;cp_|#lKHTO!|<V
z@-ZhjFTbGh)91=BRn;}Mb@dG$on75My?y;(N5{q|Ca0!<%q$_6S60{7H#WCWd;156
zN5|-s(@VW@0Ng*-0{{Q1*uUv@9n|Xz9v&_p;iX<USG>Rj_c|W_Z9#$?3fhELu9Pf7
zL075n#bsBtUt<;4K~g_)8zG`$6Io(MU8?qnX8&u7z4~uy_7BDWsn-lZf{Oz-9`1Dj
z3LNjNrjV<lENK0##t+CTe%d4LHAP%0#9zw{6IN@doJ_#&_#Y`xr)a%6&{D;EZdj1E
z+_v!UQBP<rhgp$7{6x38EzcaUsKnOaqZCkunBGzZq#~S7yHVodi^$0+fjpOx<%c%h
zS)>ids~Fm4X-&G#5`TNjUiu1CsA<GzEj{2#r7e&DpN`uyI*gMqs!NPFj2}-ON7HZx
zN&N0Dr@AGgIYkvTb=J|;!%#+zt`3-@x&VG83cz1Lqmm}`E`ZmXrZSmSbL-O=z~Se5
z!}_>Q>8Z2M{T$y5z&pTmZ2|cPmU$pz9$<~(0t>5~Tmac0_xB-7%Dl8fvYdaE@^H4;
zB_C{>#a`!k#)iHf`VJ3)fYsoCtF~hGJw|oDbsmz=a7npL?5}h%EXE7xq_mkIE&w7)
zLwD9uud?H?b)`cr60<$fx^!a-x?$IZ=|$_nJJ?I%!(%=tG02>RFd<pqe`oIgSLXBZ
z1&ebB(_+bgsB{{Po=W|b%*Z8~{LE|H%kNRLKdiRkr{gD=%-b>c?h*S0lYSbDo2;qY
zR)w3-+sz-J^=AmVo4<Yfk}TVndg4n__brlK9Xl`nqr&eM`EDCf`u)r|7B`?vG&W-*
zXw1$dt39rDC-}K%hr$w^8U03a2V2da@>QsiTtU}u+(a&rmSXwb4Zd(Mrb^)gkj=RO
zT0*?J(AEec;S1o}!?1nO6c%WGX4Xq%Ykt1~LTK-=*fyPiBtO}KoF8zVJ%H@bK+iS|
zg5e$ID9AafP=M`a^MqI-pr`a~m?5;b2V>-M=0B-J?1Hf`l`jB)A|xEGhrJ}6{|8}C
z3@`ch3t)JRa}D0{HtT<#i_L$*g<uVGvXyx}Tt@JBS^g*mYSY;Tb|Tf2Ok_?n;TPMc
zH#ycJan~*Y-;7+3vdk4EZB*5Yu%Y)WBOAugwk1wza>TPN&rGy(lR6~HyTGA-+4UpB
z)$YjH*zS4s$MlD>A0xPc|JRRqiGf61AOEi&*XwT<pUue)+U348v3b!Wq-;FwlwiJo
zW#*xmjw0aq4cRbH7r;NK$fh>38&9MR@oj{MXNWh9dQLaVF7++F`mGxppATi6Vn7x_
zkhQ<tR(9hrfO~}joST`J=qv$G&Uez>A1HZ(+qwb!EoL@UZBQwHSv9FX?=+iLi)gGE
z)c6<XDT4H+7V>H48;qnks(UpofmU?g_$YJnEzC}AYsxsd{$`ZwAe?8nnw(-2ON7?M
zyROv!+p6oXikrOL$3Tht0Abin&0DK{d#vR|@+(y?tUy9NidY5pTn^`z$(-h(4z6jJ
zd%MJOnZO98E;4T|9pO`4Vb2<Qqv`t2$yBrVnQ<-ZPRAQjVj8k{_!5i>hXjEV3qddB
zZoOl#uWr7UR~*R}z8;@)O5&p7ZP8|NV>7Yg{>J`89n=cnr|5do-^m9UpDe-=`AtQD
zO8dV)L|(xL<!;&PpakCJN)9ykuS*?CtB7tA=J^aoz*q7%S`Yg#fFom9N~vnCh>9JY
z$ChN%I}y+!s)7=q<L;7|TEjBZ)IF&#Rtag`tf&%Sx{TnH5yJqA#=3DCUMo*Gtj#FL
zn)RV*9YH{SHZBowf74S$y0s=cIe&9<ik<%{t}od-N3$*9n(=e^bw>p39ZPKV)q4sU
z-u0VU4%lRXxHo6ZiwgD1$k%DsFSwjK)z(L;0z9dkI@adtv{qDtdh@RixCcN{xZds^
zN#b$+mCv8Zz+Vzlof7JP!fYU#?k|Z)9?rqLg-jf1OZeoBEF(1w%bW(ul<pF`j=r;_
zXF3^m@pV^?izFNxOVJ)<)Ey=|p4{}Yc6DS4RaW}h977#~oLP#0&|EFaZSTs$b)e;q
z)f<KWbj~g{Sz4z#JwEsQh8eKE-L+pvZW43D&wN~9S2O+S-Yo7*W@y4oikl}sgA#O$
zM0?Jm%UA)<aPl)p%z#&mU{mHJWMa0b<89SZA?+|H-fK*;({uf82gf;?4$CbJTeT@e
zp)^~kx_q-0?*gi)ZJAUc+B)V-Cpy^2uOpXhtMS}}(oWZ+lyhjIYLZ8}Y-Gy|DMC^!
zi>E}Q#98YzNf5RBLz-$5Sfs@EAlJAr;i~$HcCTNcKbk6;MB-NFkp_Ll2C!%y!USxa
zYolKDI|@`aJ6yT3#{DXhN#z3IXtvz%lfW(U$?UPZ0B#V2v!o{OsqWkHH#5EE8wMQ5
z4=Nj+9##+xO;#0Ac9^2o)h~cD&ytKxwedA7oe5HXRI$jW6D5AEEx~8>OTBpg(a9}6
zqOQ2!iY(F;?&ReRZgI<Hm#k}C`RlS$I??Zes>}YVYZ9GqFC?qX<SI}8F}V(YT1Y1s
z8VFGoW*yfd7-CIxvAd$iBi!EO!u=zQP>24R&&t@-=l52`<sT^mswrBqXk=)C5B#NH
zl2Fq1zI(Wv@dh5=har<rq|47{Ilrw}10KnF`7anF#L2bMTDTjZr-X0v=f1a0(2?(c
zg0?kFH8z^jyH-)og`4v+HsE~~psh#+Xlp!21*^uA^T{QHLrDV?$}QXt$VEKcy(cU$
zNd=tp2)RgMJ+kXAfbBI<)LWbCpkty#4;XXTuf-m&&;$NdgH5)3A~wtUa#g@7ck*_I
z-22qlnVTXw>{Q<aT~*V_F13<5+{|dUo9l6d(gQE-2Hdbh<4(nVRxqO%G_hBdCu^%V
z>0wvR22HcrPEqo-TpuF<uB?N6TO=rxcKi@0B#NO@=xX~BXwg#Vt`tmzv`P3dL@<zT
z^04uwT=_Oul(4KC&`_k(!cnA3#|QYSI!}lmM%NG3fi-f?<@2(xL~s}27vhZTF)3}9
z@NuNee-)4yRqjlwN~sRkU~#mZ-j-)D${TRkWG?s9j=ca-cW{F;4o7e^oqGb=J|_1l
zLqmYYJw?zok!jIaht}0+QviQzW}hL==cC74TsQ|>QvVZ|?LWD4;QgygO58CwJ$dG?
z_AcpY%QNQ3A@}7+L<=U0OMVC}NIL#>bA#QtK<39IOq^MDYm6RyNUQ{i)+z!n^tSEb
zdb^qQ?L}g!^8Ey|AGpX8Gq0ti5Cm@_=lCtJyOAtKR?16edQ><;g=lf52@$)h)Koo~
z%6pz$SPEGlCgHYIv4mWWJOyF~N%wlDFJ}ByINkOT;wH(DFyc=}vki~xdk5M|hn&ae
z(-i>@*KWF8PP$Tfx7?jEKTa4^&&TiA2MI<p>~OQ@x+UCrq3YvS69?0Gb_Ole#Y>eP
zTBL{oW3Jo*ur>Z_nyZTcn0>!$o+malPNjJlVAaguUI3=KpwDXG^>F)Y86SH60$|C7
z9uC8e5ARPll`UstBEXiJQaFbxSET&><wpoUf0Vqv3fDD*xWLkooR~LKw&(8H{01m8
z|AUCPR}470hjiz{8=%Q$F1tgcP13y=z@A}MOcwT8bJropp0iLi>xaZEi(`fpgKtME
zkfX^Wgk?BMtSZ}^puTo%3oUi*M~h?fy)rVi$&I1qU5b01JiA=Z`6eQHMT{QGp2!>v
zsrA=4xGltKUUw}Xwk^VWR<P{zkn8BFhsfqerw5j{xEYTGPw5ATtI5#@trXSjyoq}|
z9HczK!|QRFt>ccfYcdLmIfJe#T(_L}Z(`t@tBM^xwjJN}zM#|npGN>HUxQ*?4g3@l
zQ7^k%Wa2who*qwIy*YB4tEz=Nyj_}t(t1A3xcdVdUebEQ8{D)AG>Xm#7xB@5P9Kc>
z)&~vBelG1`vvqnW+K;Au>#l<r{cDE6I3dI3&3N<LtcCv1b}y3Rm8=sL@e`8p==X>>
z18#Y<kXOyAB%S(Myo3++wz!)YEbdY$BP_^FwzysiT>w7vZ3HP#?B<>87VewYb}k&!
z|G7wb@*gv7z!K3u*c@|kwoHa6=iPnN;U|6pybD8+AJ3ko?Dz!;FFNXC>me(!H)!Vz
zfStSxx+}gfI_rIgec-Q)t;<}2rKiVEuVLve6!ZOL-krMPX|2X=8;Zqye?c&f*U}i2
zJuTo(xR?8Cp|J2^JON9%#jNi}{pQr&DC6p|pB_Bxnn#qLRqY@V?y-iTc~6l;3n$vE
zc(%9bXZ3uhOS|5OwT7~AX8xuzkw(RlkM`_M8(XhK2<PisuX_u3>D~vXs{0<?-iLfx
zE<?cFEl|2>6U9-FRBx;1W)D53rzDaa%Eo-OyvmC)^gr!8ux2j|e-rs+7{)G=*fPO%
zmz*O+`5(QUyYu+{H_=Z#5V>S<e3tr2FAo?Kz~=P$^<ooMLd7E8B)V<<m}|vacqeb!
z`*qUsHf1(P?#rhNmtt%Y4^S_1@(c&qM*Df$VEtExlwhB$#{9Ii&?W}06T362GdD(}
zPNrS_w>jHsQ2i)dy|{5fB|k=6#*_nRM%)YFs(HTm8ppciFFX1PW{oA-0v-D6$PWJ@
z9ZQ7J{qL&%7<c{OzhyL$XBJ;*8-nM447M?S*E}qZUu?LAtolW}CbWM#aVHYPk(99)
z8Bi6J@d@vv;q6#vIt9^n2;Cbg(#&%|@=f#L{J8T3Slk7`*X?uMV{rl)f#b3b`=0-6
zQipHrYxs)JD7awE!E7QU^~L{r37aor{Jzp;_0(VV%MfY1%5}1XLqw$?U4es+0_mt(
zoCD*U%-NI);*ke$DKzi`;Q5Zc3q?ldOYJ(ZKO{MKw`gvhxBx0ez64_)Nk0~s5)XgQ
zj~%bw<>mUR^$uQge<@!DWADx0bHqk+4r|G@tBtKV5gfF`rR+G}oa8rpia@Z28gGQU
z4jC`XT#qkv;AfV}!Ll?19^mr8l|`U>{K%hofUK-Uqjb*D=&S0Bj&-!6ugS9gsR7PX
zPo($gf%wA7D}OGWDPQsMVk>dig{tVLO52!qlK`fvRQ<8s8ziRPokR=qc5mMLe|Jw=
zY`Ud7UM&{GtZ!0K0%%oERu}zn;^Q}M%D)fp`#ki!YEQ#LJwny{Bah>2C^;qay>GCc
z=^fOqe`lS~LT#yd65lNe)Wkay!4WaO6JC~eW||VL%<9)6lSV#S>g{aOWO6)Oedlm<
z_;j56BRV`^A49z}<nXFju_3sN*VPkF`4doh7<rIIxJ^HpUAWDkx9MEPNp`aNuzu9<
ze%@^A>t_3Lk_O7zR$on`9Zl*jUXBrtquy<^>LtA|AL>u;-B@_2MM#c3`Ccm?z2Ng9
z{&Zr9Y|FsQoUJ+3K6&}xix{<{MW$BA)*oZv+2O*fOOY2qhi;+e;tERs#y0&NwxF1a
zSIx2U5xv69$Hvj7`?<5Jb-O8!pvj<<$%}|0gb9j6X0(?M!`oD!$aTwy<JN;5{<v<y
zP3WhEcW`IFXj2JZ+=^PRwTwRG^)FF|H#RWX$MAQ4%aQ|L*XMs&*c*^Pty03lE9{jh
zhJ-D+9Y>Pi9VUd)#|BcyZ)@fffV;Yf`|1z3<Ax)EH5pw5oyRg$`UiqFC&KEd%Gutb
zFe{JKV7}K**D|rq3T2L(%*G;h(_Pl08$3$wL3@ZmNpcc&=xUjT`nY%9BOKXnas5eA
z6+cb(^rClzE=3vm?EN?V6vO&@6r?K-L`59RP_*tOX_N=s^7v~}2nLu^vs7@B#fL0T
z$Y8CXc!^y0$Lj8WhHOIDQ~j3gfsiTpRdGmADQBluOvs^Zy35KkDvPjWz6|lUA3tqg
z@w1@Wa<j6`%tA;hYs!|ptDOm6hU;S)(SofheW&LFleZWW2Fxc!NX<>|HH7BSw@>jY
z8w0z=zjc03N)E4@;_6OXge{8AJP@RN@PYAei5kFtQ)iU<Jx)J*6miru!|>MLh}vQe
zw+>PDs1UkzlQz4>n#?@|{i#X8=1!FnqGydrrIdhQ;{sT^fgR*O8xi~d@&-O&hlZLq
z*G(8R)EgzV+YnUA=zcO2D6_S;=Vg^-sMs_*J}Szw*rdIBB`TuSAN{GS(zA?S!`mmC
zZAPvM9s-!5IGSAx-ulZ8tu-bnX=u@thZ|3u!tMIlSiO?sW7f4D9w?*8=JHp)du!DW
z00r%#n^|Paoy@m0)({%vS_p(3&S5d^{H1O+N_4fDY*78V;-LH|7M_LcPw!ge)MGw*
zY$RHQ8<@167-sm}UD^3GAtL=UUGs6h0G-RH44hLvbp|td7thoyR8~~I7AeddWw_C&
z<l4G+uwy*WBv=#TVBI4|mZ=8p?^3{F#y(=k!6y|-_>ifTgAz_w^;*a;@>SE?E}FM}
zRfNp;@T7g}@l8%Cz19ZuRe9PC&}$`E`!>0|@Mv@`ouV;lFHqPxEboc;Tm2Z-vB;sD
zaUXW{tlC9zzE5w?U~36yR$9EN>mTER^XxgL_V{xd#q)T7Xc|#^NoI+vEhN19rDuXo
z^gPW9{_>T|UykgRs3z?JXzFc3J`F$_amIjlzP?^R|4#L+8rnJVLXM$)od1@7WBtDN
zdq=`r>Zs+Bvu~7<SR`D~ETI77)1HxG49=)P1?VIL4%{}^JBDH!gmvi4d|VQ1-VHAE
zynQEYhZ`Dg=H8XGAI|a8#CuTcdP?YFbqvY;Y*lTEh>(OSrT+734QsP^N@F*;_=9>}
z@SmcSG+Mr#@g+@_2v_A0M-#FH%1X^^is8kdeI-@btHPYWA~~Gq833rpCeu~C2LQME
zyA{oKHT#b1drK;Po`-AYezyy@bb8{uJ@kJ<2Q#W?U<-Q$_1nj!)@Wj^yb~BD<LA1P
zmJ&7Nz5Of0-3Kx^H2E2wq(9CtqZVtdGR?~1zMaBOhmLN^#5QPH;x5lVj|>LaqAWsl
zd%0T?-DR0tmfQPOco#sFa{k<Q3wyXS751Le-9d7;DaX$jK%c;Rv`i&bZQTzL%=_*_
zxJwR=0&EzXEjm-?s++q<Qn(+<S)0+m@spo1%hhfZHyw%!-ZpHJST`QKhPw;bevGlH
ztSKp2s#!I#hM03**|Q5^X$aooFBDQ!x@WU|0xnl1uq0tK^?Zk$XAevXpxt@~iYSim
zr{g%LHY8&rjx;cf8^y=8BmH;jZ1A21O1F<jD5Q}bUT#>p{<jZ2S>6FZI7&f=)1M~O
z-pR?C9ZT+ekiVo_MuN^;D&aLnJtSB#h?v!HyGALl+rxE58<k`<dMC?*Vxt6xmrL>U
z;BbSt43*TiO-{UVRO=ceWs<va!#84&$=Uz~f3;d;K{0ExFe7k<jslXj9kJ2my4(o)
zRl;VxNipE*N~34PsN8>(3Wu-tCPu^Bku3Y=(pq%S{k=Z-$N;@*2MbE8;5IFE^eC$U
zmX7?U=&Cui76n7=5Jx$@^mZgaZS(+KWAbkIp$WnY_gk~F$lhZ-#+^J?GkTSLBH+a?
zWFtBXsQH)Y;*Qbp#~kR^MEjQ~OE4nk)$m{g9TBeY-#ApY(?Y1fW3E)cvY>DvXH)4m
zz;z3buEO~Nh8fS$F{V;VId=S|<u4+SnLg(?qe>1mDNXI6mUmXuNbA|7Tw{9@F93+q
z6Ro1P_@K6x2_LyWIVthkD<|eItX>b-0;LYnbD!)_BVi>QWiS{wK2s&x!q-&P=qZzW
zhm_fB;~MveyK>DA7eMdRv9Q<Kx1a3q5#i%Xw3m{1Gkc?XmqsL|gEN{#jRR$^RZvf3
zUSp~4#itx6NmzW-QdSn0A2k6j^mxG!InSNQHO&*g`YDM+kYyN_tT@7ip|jc4Q~f3>
zXk?iTH9f<u$Y{pxX&1RhJKXUsbg;G0VzS?T`?L0&C(8%Unv);VUdyQELIImIXu?X$
zatr0gQHp-ZXXQ^8CZ?M!m}$R4NxA`F<q(5Tb;bo`%uOOV<h{E*6U*4Aq9Ktj;E(P1
z<rW+~9<4PkcbodDj({=T3?2Bd>Wu+&PZTq^$Jx2C#RCpr)hl0>pR(Ct-y=9YBPH3q
zN{JC=VWN;5XkT7Oq1$ZXi?N!MjW5;foOf>g{?QfJmz|K5r!kc><u2TH&=<hHDdi_7
zb~Icp7|F#d2^!AffYyS#Y2$Sb(&uT9_s#+uHg%dJoRO2lN17pyBJPmm9B(qSFSe)o
zy2cg8b^*|6Rzr87G+=l_F*qZ0-SH)XM6a{j)pc2HRk3u2>r!&dt^Q9{zAJ+4*-C_V
z>k_AW&@e2;!~yiCLqo`c0{?HOuXknL9zoN63-0$8+*cjT`q=LN70d5UcGk5wGruY5
z+@LsfUMX>KYGAbpCx>^4E}6gxO&=<43T~S*lMza;i~M$xmlzO>Egj-U+6Grg@gkVB
zKby7De6?&hk#$pij3NxeDCc;8c7%75uKAQCMa5XGo43t1*HKxXVyTLyx4df#AYE{3
zaB_Y&Z`ccSyxkQkjZN4Lpg<zf7M(Sx4lPFtNpgn`1o(JNU5DAX#aLY;mCbSk624(%
zBx|S0t=+lKH5|94-qY*HyZgA_dT>>qb37W~79%mX`nI#ubTCh2CFU04NVLMagUw?v
znT4hHSrn~B|MJV_ebEhO{_?sB8D4+u=h+2`97Md|m+RyR(amnPIp1oUI7xgNFM!kS
zAFLi3qKTYj(L!{-Ps-z_G_9kM(9lvoKL(EY&kv~jV>?TgMf;SOVs3i#YJ+X@+DCCB
za-goKw_pP{-QL#*i4u_PUrYGrsvKP#(qyr0rZcHY!Bt%q7<#p!Y=c+57mM3E&Q{Sf
z+-C0x;Fz@VjtgeEM+ojbTG`7`d5TUbGGU<O&#8&(>5cX5UDa!%Ub;hx*6bmZ$x9ry
zIE-gr-Yc`&jcb=x<dEeymDH3()`nEe-szo5%yXqsH%g8WFI6pV?G_VukfU#@s+J%9
zMhOV-7_Zp2UI4~P!I7u#3aV_;oJ;vZ@TCiYyx*~~i#4`CF8J_s<_(PKC+}C%<mJkB
zT_?^3q8qaCo|vimSi>?~hE8i|%4J_AT!Re1r?)o5?zd(@^L({7Gv)?-2)mkfpcLp}
z4dhW8!d5j{^-C;I;)<sAtPF?Xk}Mx{tF7@YwX%Bk8CkNk{RJSCLu~MQWbmtTNp{Ov
zeyw?FF40PptTlp^!^#0w_Cq{Avv<?1pDu?{7dLXMN!VlN)mDm0NS*noF;N|N#5Z)n
z*I_=DPLjC`Ai=BAeKLu0n1C}(L}cW74Q_+M>VT7ub&ByHquD0YvtrZSfGpGNB?8vZ
z$M!?yL9Fm(vtEy0;BVgd!&N4Y5Q@1uwVZFUX%s$LB(uSYZyQlL4=O(06p+9sv}SGK
zDvy~%n`MIe+~;d+Mrr~jEw0(q`aVyJatXY~_Om)0!A~aptdBz_!AI%1q)Eqen2^xP
z&!C`(pN9Rz9U?HGGhuK*PCl21Nr}$?QRfuMjPKc~2v|pt<MhB<7@N%G9ej14JYP-9
zcW4?x7wNyA9k|iSKq5E<HdNz4RfwCf79nJD=f=KD;`$EP-GTN3J7fOU#8w|q9&-Nv
zS+f^2g1vcwtM5=~nbr7UUT!QKe_g5X1nfhTcCqr2D#Gxi6J6K^@VRlcWgNeksSuY{
zV<i63NI)muNyK8Nu4zkh?)IrbHp{G132uujXYHzaP=wept}Z*lZ&C@*94auNWd-rg
z)L<3C8T3x=3^shj5z^H7;Y7dKCaF7i_N|puDKG<po;&P{r5)xt%W~l+Ag4lC%hPwu
zQvGKSha~b9KhEEYqQ~^e4Mj6RjkjH1;wX)bF>2w_#x>QrD+M~)SVDQ$F}yiH4GlH%
zX9C$cW30`TxW!U{CH4`~C~~cL{;W5Y*4fF`Y-XHV5wsDq3V1YIKP*YT(7Cfa@)SQz
z`13x?XL=Ig8|LC(xlC(i4dXq}eqZDvy1u)_+l~l!iID5DS%~Qs-SEz#0<|bpPSqX5
zd-0W|P-)OUgJR^_sK?QnT9C`mfJdHx;cQ%V#(SIrP}h>ruj^_YYX$cT@?p0$5F>;?
z6dT?VfL(6I;AO-^cX`IzP>hI2&%3>y+Br2L)n5(_q%=nmIx`EE);jn0(pD#YF2cz`
zZU<vO--O7-J+iBax<(k}hMmCCksW94P=EZ`L776YWbW*s>j2=>lCw1TQqQBYp$FM{
z?R;jp3T@7C)!H>w511&aay-f+yo_BlCj=qV=?>HHc3<xbcWX6X$n6GP#B94?ByK;e
z>C;mJ!y$2c44tQk`6V=2RGPw&54OJ}4x*|Y7qtj^5m7Yz1{JmMC}hxmPh_{&!yc8h
z>>Y~eJq84z=X$LX8dbp7Wlr!D{P`We{8|}jQ(S#;(jN_!+14DxC@!5a&ks^3a>!85
z9^`MOkcW#tFe!RP|KNGCb&z?qk|MslJe@K5EVL3~vhsr`(o#Qbad|ROk}B&-APwl*
z5jBL=H&!O%OiW#=n<Laj5yZLF%u@Z>?U%hA!!|bB5y0}wh_hxCt=8TJ;JSS>>LA7c
z3(H^I^5DE9T65hjn)}M)lR%y=il$RPl#<Z**Cgk>44@Y>m|W1$^cA0PCE9;Gr#;7s
z478@39QR0>D3i`tm?we6Z02a$HkO&bC!HR*62Z=3GK{D_TF%M?P3Q6r@lB=WdpY0d
z92{`OeXjBoUph-QsTU<a9_UK{l4hV+o4F}(s)ZY-_TS8wUJq6DX^oM)seqWBJ|tF;
zhxya0;`^%RwjE@VlR@wg{q?u5mu^@7RG^*Hjm}JPMo%rV7liW_cfanLG10qPw`-mk
zAt=ub5pOrM)~le{YPpqY7JU7758<YXDl)@rQFy7RWzc3}&DUeOpxU>Fs~b$b(IQQ}
zU$zT-`~7^Q9?EboBxqzoE=Lc2RrcG-cz0-D8GUAuOF`~nN(AifBTK;jt`&sJzlwS;
zlNSRzzRrqfFPEtYGe)bPC?gcNst@fM*PGp~+fJ{*E`V8!A1MD;$$cNN$NE{|I_-+$
z`Rf|JOjW^deX)&sl<>oQYN;uJ4SAlJ<S0=SF?F+T3))|Hub1gkFmX6}@!=iZ8MN;q
zrl(fplYk^)2Hbdm87Xdv`wND+rWl6VpPL=ad)Y$Z3wDR4k``uTLvI#maw8SJd`Q##
zL;hZ9o-%T|?FO2jxNxQEOfyYMwy0@FmfM93Fn?e5*O)u0+&K?%k%}{aZf%_cpU{=!
zVu@Q5X*$>A<eBZTL{lPkxpEBSZ>rr)e(n2D$OT7^z4E>QZk~xI_qrK3v)UcxbsGqZ
z$;{fuTmb8%->|0+V&HSE|MS+}{4&*U0epdH(#)_gV0e9h`zZ)M5M_{oUjTA77RO@-
zd6wEi%EH9|?Z-M#qMy<HjrHU|S@ZqL`esgYNQ~Hz<qP2Cuo8q<q{MbFuQO;gzk^rT
z*OjSt|M6U+8Yz%hWTEJTa8xb5Ax6Tl`x|$*Ty#TFDeeJl)D<2QoDCkcoLkFz0)%-S
z9g`BfjA&v_RC=Il1@$QT+;^#ny+dSJS0*VXL9(wCe^7^Q29)QNkm|K<H7`}F3^{}*
zs5cR`hYbjaLA`*lgK^&$Wwb#HAj{Qukn`T}JMy6)=-*}7VoyLg4aThOWDUL>ho#>2
zW`1w!t8L{j+zv(Tz=y!yt{(__!3s=a_MyjpVD$L7iCpcjELZvedI{FQ(-`^(jql`Y
z56Kl2!@dszNe|GUiV*W_i?cnQB-4;3v)aHGS`)OnZlT4uqmp|H-)bd9Hzk<gXT8)d
zPkk=WJ^q2J>gvDl2QI(gS3Qs@_-pt2k6@*LOa1(Rz1&s1-gWi=8cOh=AO?TAPtTQw
zmj{|ijoU5@?_=VB^+oW{EahdU^8Y{nv_V*qJh5t~@AG%LDrVC>LGM&IO%E5MWn^tx
z*%~6*!?cP?0S}+GB+>qu@Rpl9g`AsUI-Z!J6MAsnVl+^yX(VM8x@7Hbi+#nbjNx-8
z0YOfRcI8aw_QIxRf4_#S{k@1hlOA2E0hUHQ6u!Yy1@GuV4xQua|0goIMFSkL1Tc*l
zwUl{!wFH8!XaYy60(BPI=ZIDKzjL*p7VtF65&a4V!v7>2gEnlTy8yBxM$4J>!Mu0o
z-|Of6T>zYkwa6)6P#@Y$eT<<?V5%NeM4rj~UyGk}{X+!c?;N`S5d0q;h6(jjgd_g2
zg!Nx6fm=i<@~pgA#v*&mExhFLs(MC*=@pm@g&mH&l4gm1V@pj%NPc|+OQh$s=R}BI
zIRS5-ug{{&g5&0t>~Nb0=*qwpUdY6f=E*7i3=xAiGY4^nnFZh!$3@H>H$Vp_hL8;y
z?h62_2~IuQpeAJ<nfnJ9z;QR=D`&@cI+Y5VV+&b;IftI3lraKjM3i8d<qlYQm@sEO
zpIbq+(|&;(bEoiYMc!VHVB11l>F7LyAza^(%^<3tgiH~5$n{4s|G(*U{NILl{U7BA
zi!9qK(6#tY59~uIOy|+9T~XP_Kl{NHbmUxL8jV~a*7J+)5-C9syUH)^qnKu)P)?L+
z6cXtZY?NN_)$G!BCQP(2g;6Z<cAIeWq<iQZ9|%*)5mP-6%B37kwng7-T~a<G05f^=
zvzljntxNhMXB(o@H+T6{J%mU;9Tu6j(l=iFB7TMoqGqxj3(ik0ka^hlQRoI8xNi+G
z!0=?`Aa+>QC$mROZF$}AaAlDxI=vX6!G-==<LMtYa{je?34!Bh)AL~=4YzVXMdVIT
z*?BV4$l0UwR23%o7-J1X(#&6^tk|H$%;QyfN75PLCF4KIlz^EbC{dZeKS8=J``mcY
z?Z~I8!`fD+!T(w)7nBYhp|}22$0&t1x(a%Ip*bVf<!Q14o23V4JNMw+uKfG%FD8&n
z&EL4-s`O%l9ihA6$PKX=lp3q=y?>%xZaRQ%`=_d0|9Ziz7Qsj0{HNu<{b4!fBeH**
z(b#lCR$Z%hw3ws0!Lj^aV|p`JImHEFX%9Idsk#7Kd9hURf4xW%t9@E#__mSo&NYdC
z>W@M{0o7A&%lgdo;9U5y*ccX5hSmm~?C;<8qsgQ!&qm3InBN-;*#0}+O~?W1pG>H8
z28Fzt4>H5Ss2223EB)DqIsbZ5g4<jBNtSCp(}9mxxV2m)=9FLtz5q^oMC4%yuLRFi
z|7>br^=i6<TjyNmrt6|myp4wUY;2IHX)%c=?&Y5_f?8;4v)1y~I^<;SZ7|H`LCIXn
zS^wL2O2?((WQq_`>4>qgmSPk(X^7tvtA3D^H72o3y){$N<;?gkYjdp1*fYm5A$D1U
zlcS+oe91ZVxnlxbHS7)iP5PTs>&1>YrH82nYdV<PW%K&TNz!zesF4A9M=P@M0{Ea4
zz!8Hsz*2+##1wu!;i2=5@p@812hZU%86wB(aaxyaj;pE^X$0nq8UvF0y--jua6)Q5
zAd11B=3G__Y2BcOoFAGA1iWtwo_QO_Bbf=(qXFqX2I*bKVEL3WuRss8r6{j|GiEfY
zgt5IZn%n@bz0`<i_*LGVi$0+<MZzeT*252>SJCZFoW&2vOzO_RNBesAuA7%dyPJ!n
zWCI44&&d#X5|tD0s+>j?evyhDK4tUBD|Gx&UG?BtOGAxernt?MD)}f!1gO$^7HEfK
zmpfF=P~S_Jh5s>LB(hzBGixo7N%7g{=|FxS+neWSDPlbH<B7g=>4z(c<^2sRXsb<m
zdJkRqZS@Q(tt%rB1*mRJ177)xo+OJOat&}xNkNDdhr8O}5Vf&sI!;F-z!tZ#(j}|8
zAvK}P^8iD0A$X#?#E0FMxMVGn!%1~1Q6%;;cyc<*@v6AI%^A%t&Zvc3nExB|N!|ML
zR-uDbNlg-czuT-{G`>;j(+uhaxotPDD-M6m+_{`gmxPCyxCXg!><ZZ%BS?HoKg9>d
z>xA~<xsj{=4fPIcP80EPBn89{T|#nmLAoFI@N~Y*Ye{k>Q+K(4vP(B4TO7t4*SDJD
z>&X|n0EEw3&#Lpl3ZN!%sms%lnz+BPJh7s<*K>FEO!KNg@pu0LBl;Hy?*CyKrcKCi
zNFG1yc_+A|6-2vV0L%@o=Wx(p$*#8abC*D-$=C|TY=hW(GWhb80f>{?gdd0%lSjk%
zc<x^SW`u_&zSqZp`4PYo;iLO)*Fk6#t!DmTu}x|YD_=UB{DV=!;MC{=7dBrWUpaL(
zXIfr3;geDxzPz!0nC(PvRcUGR6+Z0*B|2f=k}hmADqNTiPBp2C3qSa&c~DledI4zP
zISV^67@8*;9Wz96M)1wKnSQ0+-hc8wj48$$xmLtny>!OAk;;QAglb8aaxQaJPB!34
zDON!2TO6~<A1M@H0KvYECLGyIv-vFQ_J)PBft;crM#ZDBf{Ub+VvJ>3J;JA>EkTYC
zHD67R8hdYf+h{jiNv{7is6fZ``a(i&D9p_QFfoVr{bhn^m+Sxm2Zx+hqE1M7@el=H
z1_Yh$`U#femz2oQvD71fGn;hFS3eWw-03y-#>rg$g?q?808DvOz2SrLJ*R^tSo%)I
zY<=;j?K#p`uy-ZP^o=B{xvO058y5Df^-Gny3ACzY_|3gHVJO{)`l8@YrUGZvw6}{7
z-a+^o%o$SlF2V{*tr6syaNpW<S7_g;Wh69sn)#Zht>n?lWN0&rxAT-~>PKGMz}>C5
z!%}ER!<UUr0_WXq5VsaSE7vq7xya<)Ax5(|59{2KdOgr6AVl@}=cN&M!+jy)>t~|5
zXPnsO!;(1@{mKzX`Yr6!2=+r+*!lvK1C}vKyJ8%3*O)jr)+Y!Dh&X^yZ7TO<(2Y8m
zR&y0+5iu)1QQFlWeH+pJNlw_?mF?ug5VLC&SMPplqdZD16=8DUJ%6w=YcYCp3SX=h
zd8{@v5b2`mc7r98WhFlHS$WH~N0r{e`syy$wQTS2PrEC2^ybudF<p^PZS-+^;A|hq
zvFm&R=-tovQyTF!G5Pj^sZ0N}(R9!&-oED;F&S-?iPo3oAC8I7e1P3o-eq8S3G*ny
zZS(zTKWR_&;p#IcO@g-}q3S4;PQhv73b$TK9D-|~M4)f5kjdS|uaflK)0k{Dzv-R!
z%xm_ip_%TVEII_P#y@wM!-pc~W2|!>==HM;W=pDi<jDqwClfk)tD}{_x)t-jMt$fF
zKfuCQBQsBN4eTw~G{k<)CJII%FyOk!%A5(>-Uf8|=~I2L7^fAq3s_HF01MdaZO*c#
zZXfaXJBP-tXBWU^Gi;0zQUA1ljx?GQVG!|LB%OKrQKFK`n;dDebKW$x_Ogc9f>N+j
zUE+Q3y_%o<<5Sis!iSah$mX5#n!YhMTUf1jx1}G;Xw?rH2=zgtt7wNBI(8lEJ!W$K
zvn{O5J5wF`i`gm1tzyL`c$a>42Ybi+g?-nf(Vk*&FMxdAR5sy@_c|hXvyhU#q#oMH
z8F__(ckHkgcf)IjujcKOxVxHj4bgTL8eg)%G}pFNsi*qjmDhc3I4F`izID#q7eMZy
z+YSG0C;ZhW`ihZ|uLt#ZRkG?&5b?Jgf$<)azW_@6G2Jim!6-y`%n2g~T;<H-Pa;_B
zMFS`ob{_E|hK})VS|bknR@2!&;F9C%m()QmW0?FZFhzqRa~%A-J>u8I2W|*Hv(O<2
zLC#VhsKLaiL`HF%N}?l*o>WH&?`aY5LB(ed%uHjyf0;wRe6;k-eNpPwUMs}aGB)>?
z@4?Pc9^gz)V;?$ilww&#=_o3fi6EA}H>&<&_POdrN*$EMu43!7`kN{IQ&j(tZDVHP
zyPK%l&7+*YklFRwpIQXtEfS+SsdfTwo>rqZ2Rk}bx?uw~aYk@$)AZ7ur6SmE=hfh#
zS1RkG>DlJ9Gw71#inyq>9O;){A~-)CQg#w!1AnUE$kNsqzenXKy`bm+9^DqyP+rX6
zx^xTWKQ`w#a<7Xg^ZAr+k+*Npwq^p&oOTCOaZ44>5SkojzJ>qD;5#SuO^GApCZS3F
z*)6DD|H5Ihb6BCy+9A23W5JfN`jQ)Mw{Or+ygbvhf|4Khg2A3#cn3@aPZgH^1ysd^
zMJ&^<Obpq_!aEcZ-;$jM(N<1W2c@;T$hoM)xAL()F);~&oALy;rN%~^*>lHyZ6U0i
zrb)qvXE53n?zy+B9JHb%#&*xXDJ0Gu6l2ZRAdh$<Z8c*1{-4%DZWdt*MgyhCEx+FM
z5II%639imM&k{fQ29F<PT`jwFyE1S<`tz;durxX8(bpf$R&4Pb^`UQ{#%rV4^OGB|
z+s0*7PjoJwOG&c_nsCmwOJouI1{A<P$+OqQ3QcfhR10R!n~N*)Js79h^PPvA?4Gmu
znGC8BZ%ADLYN4myqIZ~5y&#R8oC_s@hi$L1R=oY4$Yn2w4M(S?#-L{*ojD{ZBjd!7
zf^-hM?goJ_HZj>E;*O+e3!Pq3X(uK}XVzff*b3knJE+}Tjd#ynVsem`?oN4;BM~aj
zv;M_^Zt48Kx>0`Pgl4j|Aa8~|K{`Txj>XQpZtSXh?sH7w9vAL7&d_M$7ZHa1rjf;j
z{kk&A5-EV2l>hdoJe_ZTJuFY;$x_7{)5kJ~@X4v6q5j$z{zd7i=CGM6cb=FG$~yX7
z(b#!BBQL)tnViEOF5H*uDE!1CkvNkUGvPR$E#Ha!L~E1KcJ~nKcJCM0JRIGI`vOdI
zht^|IB^nl3juz3HDnh|F+)OauaF(t%KRUHT*~fZM=-RF!6q&vm@a)=i+uaw%&exMB
zWHcRfcW18z)%hNjR@u?pRZ;jS1GABcK>q11v6<J*o=rjH6O;%IS!dg7`ztcgm$JO?
zhB0%r-N*C}f_sLGxQ}hir81)h9FHlYI7~pq)=&Eu&hqi!`Jr=PRwKVKC+P3?q?lE=
zzfOE%zWumK73P?2_nhzJ_5RyGn!JkSZX(aqj34W25PcIVO0*sTti8)jzD!j0k$zcy
z9n6cKa?B$~CxZS*9W=ouLu}+$MaKN^A7Z@aWcXgjDm_U~&}qVhEaC&u529v#SFAF)
zQ*H3h;r?i4^*4i-(X}8>LoX5<5u9XbR8`+oyOGEc-<_fvgYaLT)|K;`^EmICw+Y%Y
z(2qaf`aF&H>0PiCQZ0@WTAR0EESk=a;2`APo(yD1Mb|pJdy;5L7v1L^Leu{e;dh#P
z9K>2H$(059S`TM5YNtAiVpPjlC0O3>D;;|HrM9{{yz@qmkbuf=H(+u3I#~XCjGFG~
z$7G`{PyLy07xFy7+QFP>%wse1&TSvUr-i?otn<x(^4<R0=ZkB2L_@D1<s;INFz!BZ
zyKiogm!T^qG}Y7V`HY8x*;6_{OJ+sD_rtBo==as;U5S;iGxG2av#z8J1jjgdiX3K<
zd376iSBC`8e(h2fVyY{K62gv#jnAVEIP4*jQyK_fX`h4omBhPdT05N8Ptf!|GiF@h
zk=&l~p;^RE9&ogplAE*2&ZaSK#_fuVW)t<W8T63ow})`VauD|A1pLNK$!_FQty5Ga
zwhCuheK}o_ecCW#P@F8mZM)m|Y4J7AG>G?-vhlNmtZ9z7BC1XiIzkG}9py5_xwEDw
z-&|$x>D>Grx+BkU>ipJY;NGGFL#4_>$HW&`PwHY0qhviocT>W*e2e8%2b=t{56tRk
ze<?zHYQK*f8GX4<446g$GfBNt#%g-%cbQD8oi<OSTJnID8Tqd-4OpE&p`S?$I$4tl
zhO&8mmZNQop6%M3onf5S9PvQ}%CdQU3>y6tCi3qg;{Vgv+<&;$qS&QVEy52NN$5sO
zJ#_y9xC23o6+@yk_ju%?n_1ZEM&$7^d{%$A>(${bb9XBB@b*0OSd*$vO+%U^o0=Cs
zbM?pOD&gkjesAfX7RVQ5Vy3g}r+e={TD@P7)~t5sjPVot^|_%~`b`_-A*P5IOHCe(
z9(Wrq1qSvd<!+#r=yE(OU9?shqcvAG=ZQ1mDCR8&&4^RI@1yu{uB%#upnC8<+iS<6
zIJdTj$<D!DW@-tVuoHW`K|NjV$4cB|mb7U6XW;FRNH5l3cMki&t*E}0yW3cI14rSg
z$q$QezHWxA^+RfV3n6&$j;<+b?9n4ArTN=jKPlu|n6JPuezT`D@@&yz$f6nL*B<_q
zx|v!PfxYgM97?kLilx%isNL|7%Wd<L{wA7u_g`KkWJ<+_mUvzO1P98sBLbd9AyE5P
zw@z8tc(c;hr6}I6BUJb2_O)W$)uR#y1};9nk5x4q<qyO@p6ad=XK*98UC_0k)1C%C
z_jlvXitk0LBEF>)c1_;R`^;4Fb$hbWOuYS6EUswavr(7Mo@NWSY5?9Y1$m>HTxe7T
z?s;ShgcU>FzhiIP%MsG^B^f^-Q4An>LIG*=->yUJvHxlz_yQYUJ-ssL8l-LP$Bry1
z-WII2H+m%RXBm(%tAHm~o=b5nn(gLeCN32Lbww(@tGpl3ujP?6#V>vMF;O0vqwU9s
zyu^<BJurr<1!tZeSMbGa-6ak7!?Iw5N$r?<m6GzaeIqzo0kYC?AkX{N;MHAA$HsiZ
zHR@j}VqsQUM&~h_G2g;Ud5KNYu1n3ni$6_&oVa^=v~lF!&Ua<zn{2w1Z)R*{XRMfh
z`29O>VD8TGw&4XpS&;7Rq0XBtRzpJjJz9>+eZV&{47uHz0*0RLtE$K)Hg+Q;MyD{s
zdFaHS3ZISNgrAk1&+tj7g{30T?u|aI;4hA>NDs96!su!m)_$%tYC-2PDoK$V%1>qc
z$~}X(r4p^aWWqhES8cDB_6p4kO|Ym%zg*fjbM*}8Pm#`()T+Zx(Wf3HZv)-EkS`?}
zVRtYCzMRn~NV(5#@NWb|t<+CCJ5nAc7ioN&eW3IE$-}7al;Lr{TN8X7Um7%qzvdbG
zjw!eg$z6*<=dy1G-GP+YVjS0Gd6`xqlg+I6k=XR5+53+9_g5c0QaLO<Y$e$=XS)u!
zzh`qdt)L=1s~)b=H|ltGbCqb>&rTV`_JVo1AB>iWdI>5rUT0HDwN{+TG9X1X{q%15
zN_CR#I2X>GYN&N|<L9c}H88I{(K-)0=!Ux)us$qtA4~njP8ve~XW6oOqiLn|r(f<F
zQu@w>TYya_AL!wm#&qyIYs7SX%2#)L`{J1;#i69Nd9u4R(?nyt(C;@rbpEiEFKDl&
zMp9MhonKA$!A^MAC0FUahWDja7uqbSo@JaHISSO`a!7PixSPinqmS=Zjy$c4IAnLr
zWVxdQvo=DmB_W8NS+&4-t6UfuBi0tt8cW`sH$Jet$!*o+!Fjxhg)`8yc|TSC3%8R5
zKa4IWJdAE8^_^a^8K<c!|It>1RI2D{ruKb&5TQcqecTN{VQiAqgtTa`@lL~f<v7J>
z{QR>`l=oHM-DX8mArv)VpI({8%CJBWzQcL;qo8_btlh^NT;FvBNtBy?Wp0(c<Hjx$
z?v)bXuL#yciRIvbw_29mMo)%Gj?aU5+v+d&AsxbweR{iw%p^4llSkOcJeBVZHjOtI
zqv)QJuf#|9<~emclZas-xCY(438vP`q}y!h${ORi>2gu4?_bZF^Sz8CA0*84G!BTd
z&ld@um(9OlA7zqq^EZoKuGUxIV0p&o*I4?-YRV6bN<D_+#wB^?GjrPm&eqm9YZYQd
z$f|QVUsd@$y|YR|uE)e{pgHO&Qs`Hta*u4i8E_S=g&?E78&*t9r#ap9TB^q!TG+>S
z4mORYL%g`|@tjVat1DMd#Ilbopca~KO}xdGYva9x;rUxYJK7iP*u9@od=@j6qDj1u
zD3SN<7oD=7;ZJ<O$6$DrBq?IFQKN65GpE4J9{<h`_sy6SbcqqA@zspmFz-3Rj+qkp
z+K#lWoGSls>NVayuEV0!=(pCNIRvuw<(jvp$O-K4er2P0*O?^(4A5_#9(R5*wIEL)
zPhg%dhT<;F8dZ-A_g$ZPglpi(qWJc!9s|%b(*wU|f5+>njP-`CjPEeP;`2b|`;YQj
zcC?y9q?-Z$yXlQlaw&GWLro@lDe&+TQLT`Vke62)!u^yB`k!%%UzIammYGbSs1n!u
zP$1to7hX(&6pJ2p-uu9~4xr>2u^%87sGxDy`$yjOy3y57u3rGOH)G_zG24|DV>?yo
zrc}e%4ulRt9_s89WFJ{B096@Ec^Xlibh&j|nS88L-NMz`x2@z36xR61I5Fn1`V{s=
zj;P+RZNZNZ&UvQPqTbEDC}Lcm50r2w6-#wwo21X>s?4!6>NOsox^n=#Iq|&YR>tZe
zplx!R6ne0uajbcDZpvj_dm62&R-UHLD4omr>L(&lM8vZv^|~ORVyGI~L_kW;m2`Rh
z+dJwic2}x@U0M5TXlNr87qREzWBp;nhLJcfXs4k$m~mb79k}`~=$yU0NAhFPe*-rY
z<w4LxOx!n>>Yo$y2-=anSeS8ow5|7^`4Lshw)4TZztVKOJM)2TGq=c`*n)aB%~2nX
zOuRg!?VC{z-fo)H!Wa)zr&}JS>3+)j{xLfcdwH>y$jPXIT-xEArK|?`+wt_TA;qGa
zYTvu2?d-_kq`&d4#Jgr$XS#!0()9R~$4BUr)qFG=>5Iu1Vn>2kOLDF@OMFIdB)V+5
zS$qsQIZXiuQ3;Vr4T9H62k3s{>mhr?cNo;7=Y8;WAKY!PD=iNE`Z$`r#BvTTt<seC
z9qDL2UPhNiX42E}i+0~+#zgKw8GqVi+w6A&n1J{Ox9i<2URsjn>^E!~yi4XjUt<}<
zzhoHe_xbLhAyM4X`a8@TGEzJzim#GRB2EpAef3~PhR(O`IOR9yq5wB~ssKosTC~x3
zO@W^kPW8oho(z&QFvb!5=<98=IHe_ilsSB<n0JrdqbEeLH%6UgK29$B*s@aLyjh;S
zS(#L9)jova{WMxl4ErYW;6_n`A|BaKZJ*p93&!jvT>&=sZ3M}A8!wC%tnHZx<`e;k
z5fD^GKQu9;a!{1`cK5YJ36XW-)7zo<T@(SIveyRcbw>FUOvdY8ERV()Xe>6%*o*av
zvUTK*VqM1#3|trISP<@lkwugkQEp`7JI6?fEzZk~wLp=oqVR$-OYbzPU$`u#1pS|l
zUt~Jx&+wPjv4~1iyZT6O%9G{x*xPgAN}HO^$oBOF-0yZbCmb(f8Eg5z&y}3J#9Ngp
znkZB%lxrE$71NPoYVc%D;)M#CcNUqG#R)et*57Ud1?C;EOij^&-cIlRN~zcu5H=M+
zXv{IfS1?X<vV4B(LJFvUjzK5<JQzxZC%Dh!^d6bkZ?9#po0*QV4Ocy?*S{%hpgG20
zRhT0Ebf(zN4mTDx2(PIsCKHEiYoiCdM@^U>DA`2c73VrAZPgm#JCqL3t9$FN_;sS+
zF*{|UKk+VVnLz_^e^H5cLJY9m1U*{#z??PVNOn4NY-aPN{LSsRxt}GAhQL{RMZoG-
zEg0nRI2W4Ic>Aq7#F{y$88Bnww)?;IBNVXnu}8U9aS`%9p^c6{i=anSQw_r%%KaH>
z+I#aPp&6d(@S_^_;*A%5!-7)s&g~iHb+h=6%4}6Cp}1G%Eagrz<V)MNwn-0be?C%u
ze5FMCT2TUY>Gmkj8g?NAp#Zvm*J$Db<rbWSE&vUDD3*FXv~`04vI6Y@Gc_5P3GwG}
z@Ks(SzplNwObRexMNtbT#a_jt!&GEFiQ#8x9%rx|{Xfb<m(0Ck*q{pReGJz+nGPj_
z>DJ*m{{^tS2>RQv|53@}e^%)ZTEzo?dKKLIF0`xoDT2AQdka`BQR=@47k~L3{->bP
zE~~7}ETe)kJH&qQDFx8Wp;tb~`-A5vI4F+o-^2kOFrTHeQ-a<Ta%4`Lq)IDj1~C74
z`%(+;OPdg4y8f)y`Y%fSd#$kWs+hmY268g~&zv&<l@kk?oV*Q2ZQ=M3WE_}U{L_k{
zNkY6pw8Ebv{Z%D!1$q7UGNT&OdXAw2BUOJlL(;#L`)eCXcD@fs2Vb@en9Xp+zXOT~
zMjJm|5}*cuQ>OJ2ZXpT14JI@@8bL$?t~DkMtv$$?Yk`cjL-!v2!Kf7(`;SHjBeq2Q
zAl892W)HFi_7w2K;?E0Z3AZ?S$Nj&H1R8JT0{EMPe=UgN9U=vDq0l~f2;<V%2Y&Z+
zZJ{$_CtwitRSa6CD!O$B{OO_N=?j4V554}`_genwQx=zfPcr!Zw-!`>j5Q5<UHnF7
zBbD0!VDCMknq0cJ;UFjq2%_{BkuDwS0zr}9MS7E7A|TR24T$s(0)kSdN)x2_j*3VJ
zr6+U{NT>lr{BAtwczm9>{BK$B_y7O;KGw=gNM>g5*)#Xdo|$W3V^E2e)P-MIOPvbM
z_duFDLU^~SZJG&7U4MY$*c*NMFWNWywK}zC5h+QE4)-`c5~l&tX~-?h_@EUM-uQ{3
z$EH@YhzIg#W!A|rcrNXicWGiW5G9))3ER<RvkX_DquZqqTSIahBWz+COGqZ^eNj=J
z`tO9R47RLJyMnMKV)W?>p0@_$ej-dbdpNKhKd~dPJUB5N2(sgYR2;CAy{Qf8uGtCR
z+vGSs0yehuKbqHAK@ifY53AobBq0cyGgQbT0MF=5LWN;Z0KeQH;ClkjNke{?k@QCy
zADPCZnWRzg*NgiUu^c#B&<{}eM@cxA3vv-YSekV-e};_5QDi;4l~wgu5zAzbpZxWa
zSz(WOUro=5eEM>%O|c8bM;wKDKxi<-&HANx(MF0%B+e2$as83|rVs=q#C?6jejoL%
zkR^a@zr2&!e#?SfjxLv9wi)k1a>VnQ2-#!T*qa%(Ne)oh5&1nT{qKE@j=N7KM;1=G
z;`z7)0Vozbm+Ki#1%R2wKbM3*0zj&qhu2j=`1!mPpchQf>jAJ8mw+??xB3|{6%FiL
z(YyvgXP1K36$pQ($;Japp`ow@c8%8mf?P$a-5-{{2-<%Q02^}yuLSx;ngB>?KmbLx
z);Y^)U*OkEkpjO81%4yA5q<WhEXW;5@)vXqND6#;o(9n2Y{TRB{j(&|!)IC(<`dY}
zoT-@K1Hil@1p)nkD)_(Q9bfprd5FpU6SyX*s=$dSsKDiV_9o8<Kvvl(>T`oG$@9`=
zTl{6n|NH){GyK&l{)6vnz_~WiCI1h7;pHt18RMtlMw{5hVefe48^~D|g7?3FCD5)r
zx+6Y_NWV&6TnZbM8@^=RkLeD^8Ad0a5Oo8CSS6wZ2nn^8L6Bh{7=eS`Peqxf$GE(F
zx`fpE*&>#Zbv?;%qA%XSQdK-p`J{<4mH`5oG82J0pYSJb+B?MH@jCx03f@^K^T7#-
zyaC{{t@hv9>aeId+;QPYhF%UVZx$(hP#L}xd^V+hMXh4@Q*jsw!WeE{3zS6;lqKw+
zIE{lT0tmL@|7ec3zcV+;z32jJ^0z8+XKLcGZAU=Wh^GHiCjYMwuj3`6A^%QIYH>en
z0!;0H)Z}~Le@w9~VDo4v{ihjZ&}X%J5+)b{xY2f9S$iYq-vO^M<ac9GHXN$D93KH@
zdi^bBes2eSx~ItLMgvFHHcJ3oeQbbuGR%Eo-ucaB=4ZA3LymcsF?_HYel)<4^U3me
zyDI)>aLT&BWqAHABMVh~#v}5l3}6BTbcFw<qtj{ZUyX5=8S$rH{||Y7HQ?dxe=iU8
zcR7FO`LD?NkLUTjKL4(6|Ar0zDbL?+^M~Djwe3&4`JbVhe)j)=z1N&s@$VA!R=@JL
zt<FKduf+XxYtH}ql<1YVvcnvAEvToTsrg)@427!<f2S<oBmf#-r*+7^1e4Ak#hItT
z==xq}4Crs89j=VsmP*$83Tq$T(vvs}eRj8)HWoX~1j6p6C?u)05`J5bJE^4=#|Bnt
zvfiND4AL40j=d}3MN{i318&}ua#wdv2Ps!h3j1704L%JU%SmsK#ta3;P1NsD&CO%)
zq0y+*>Jdc?N4Re_%60Ns-=zRX*fnL-*qtJ%vhc7un02hqN~z=Bb=**+q7$_i5Q7Tu
zO~TPppE=2VImi5%Ni8Y<9J1q(>9a=!-YJ*^AL5(F9p`^Cuabac>`hs4fsJ8HZHtOn
zVZH<aM`<dzYmP22#F594;etHpj|RY~XnXiRG4Ld`+OLpVKbc1XqE7KV$UXqEgufMF
zs)=Qx1D~GTYTHTI#3%^!pPZkD&kMT|{+HxfKKTLqP0&A93FrzJTf+cln_RxHr2efc
zL&vvR<KHVk`~!5E7;wm`wXvyKXfd#Qu(}Hv#<cEqPx-8jkUz_aeR!w{AbS5u`-c&O
zzTaIZ#64^b!`;S-i~-{Ue-5xxI5S-yP>i{p3t-Z->RlS)w4bN<6DgkI5o2;n5^TTa
zK8P@jf_k4{;udL+;!zVSFAO%bE5+U(5`l_F@VpMyxLa*SBhv3DJXr%K#sE8Xjyh8D
z499GPcczMk?C6<}(~a!jV!0Och5mQBT>mVG;6onYt>`f~>RszELI{l+A7rZwIxakb
z1?IS7{IY>9a$xC(kbygP4S!vFaqNERhl(sI<}$xKV_TsWx0}{;IUXKwQ_IxUp`v<y
zYTL>;DjidAFGkUOfy+R?N)q`+iwUfFuOBK_4lrl3ITbv(yk?+9@O%U#GX|U;?F~lL
z0Y^_^&FpnPegzWEvkhQ5S*B2Wh>F<5Jrl*wGRHkLlxfTIeyH+`U3FJ5jg(y}#<#nc
zYRdmZBo}CgaBPUMZaZ&|oBvKj%1&3UzEG_-Ozzr-s~I8ECE{cy0!?LX;U3V(&@LSC
zbtO<Hezxa&fNMhf9)t<25~hfHKs|A_xT#rt8RTPEvG)diUP|{3CVk}ifD1cHADDLt
z@bOF*{pm6PSB?pPMx?)C!$jru&Yrs+U<@68zbdjS!?lXk17@#Z1Y-1<h!dh!tRb>V
z^Wqn_<r(!Gg1r=zvfeBr%UKMA*!z!BkO{I)qj@>$uWOAO`K0gi@4$(K`UKvSIHGrU
zOjd&=P-bbPO!@~R!?C%~I{UavVSAdx&B{(W1H{!wpetQ<=BV;g|A4d#QZ%ZsmzQM?
zAQ^L|73U~IK0CNjP5$EME%Ny6q^Wvhmna`$9J8cgT^jq<7j-EFcH;ZxCno-xTCxxp
zj}!e5VtV@ONOfbaT2_(#X$W}d+9{WEEa%CWE3zPL%N<Hhy>Z@sCn4X>r+!5j7C+y5
z;Kx#`SdOv$d?<9$zO$};K>%)q3=rBFJbekxHm=;;(Y#6KoHdcLPgx@-#f|1yMLQR>
zXW2R3lq`1o^p(K2$twDwA~WE!kw|LXO06H2lBSER*-PYn#EE&xPRP?9w%HvW29qsp
zP+n%R{kCMZb)@$3WU_&uV~uZh*!_|1GAg;iUHrIZv)4|pl;e$>_!lDYG#GeMY;#`)
z_76KdnUdv<#w~{3qhjuQ@KRi=51OaUIYZe2Bf$9*_#_ohA+XY`%Z#-Kt&qaM_1gNb
zYiL=bTd%tJPRA|;aZ!&0B)H)}poj!V`FJJ-Oo)mmnX6^NKM({R<EyOk`0&Xtz8cxv
zGJ_+`Bhy{NMeqt|I@pp&{d-=<%)g)<gN1dcdxZ-3wv1VK#-58+1v~OR?QK{sIL|4i
zp8)A?H~Bys3_Apd@{V3<x5#Zj=0#~pFO|B;3$7dfnCYV2H6HhjhP=;`llc5SPVB(p
z%G8Ef_|(<rS34}y7o>|DIl9+GVs2}-8q>ax947Yb+c_1_MOY0<(5y#lPjWC!rq=bg
z@T_n0Q0eqP>5gN=vxG3;$H0-NDaCIT3+KP6+X$CE6LLM}Y$Rq%lfV8@;m&($>2-(5
z4ta{S?2F~)3srT#QDNlW!8~(Mb4F{pd5y+Q4L-Biu?Ef|>%oyYK7dKab|j!rc+i!W
z$uce(w$s-F4D^?zTq#pBoU&hDn$1g&%fy=!n%DHvXN+@QEq+}gHOY<KVOlr4QU`Xh
z;_W(puLF$ZM2oqYSt7NzN5kcaI*wB-JN)^4>N_8O=6toMiq?&4GHVL+x1w{EUU)FZ
z<(n0{8Xy901g6R`y?ESt1Uhv!OY`)cQpGI-2UzA2QgLJed=dqa7I>w7rvP>v2HKKs
zqz7)m#5&O{u=(zHbv#uGCpA99n{mC(NeJz}$Yu?Hj#VIt@Jl16A<tlLZp!4&&3@+|
zeTE&W?|MS|lG)#Cq=`Ac4968B%yhuLMfYvQB&9#;0SkcAhpurSTj(_=9vzr+f4}=#
z7ELkRXQXE{OGgM0gfejt67~$xKH9cRq}C7lc=5=(0b8PT7rm8IoHMgYolx`Y3VcvQ
z)gL0s!~MEq(AmEIV8HtUuua4)lmyK)Rd*&kX(zpSux?rrf;BCKm46zrRr%QFBf7!)
z)|8Q~_PnUxF49Y!`Hq!IMU<a!0p<bE{b1=)_Xx>JUc%nnhAB!F)lE_Mvnmmc0AJK?
z?T1ekEf8(A2AIr^ZDIpfIp-d*>jtoFc=IwBHq~!B$>(15Fo8ArdZpA=?qJL<p}{xM
ztIQvzdO{T~)!hRq#`n1gsm!Mh)?4MLD(AU6W>2&&AH@CuNzktO4#%13b0O!M)-x&2
zalI3nb`O=wZGgg~50Td2Jrg`!h#6cSK8C39=nijaY*IYh?s!0w^o6Lf5GqOsI3jOn
zcv{U#^lRLh_|Y{58Ho4WWedJVE?RG@t(ajuJ>IEZWORx-Gc!gl(IcmCWbv;<_%s7J
z-!>e`1T*NzV)8D^h^{-g821mZn|08;M2jy<m-JyRvM{D}nx|EekFUIln!tApId7_1
zlEwR<zb#%y`cODoQ)k?%y2MJlf5DS+;7MWMnqdYHhkYuh0qBjOtu>LfJZMVeKwFyg
zya4S@pUA;xv`2F6Yu>!I_P+5JI1y;=ouVW1C6WMo-O5TJOng2VM>!6#vCt*w&a{73
z$R_qL8k}e-Gw-EJ_wW0PjM--2E}qIA!MZs4y7R7vs(M)kHG5=}mfjzI@Ki{W&I3dd
zni9XCjh~=8RVmUEz)Oj|+Wo0YR17~_FQPfx;APgr?opg;^w9bA%Ma~aIqN2zGcPW3
z_HVeQXBkW)Mpz>ySon4sK%|`bW|0GJ6He9B%x;gTpEMB9Oaf~aV!T^z->w}Se*Yql
zdw@4R;x3Yr57kR=d7Jok*EL0FOz%;qz`J0r`s!qrWAmQOYP?~ba0_?(FxHr~#7#2X
zOdM(2GoABB-%L7)FP$6eV5=+6lf8JXb>Z+`*`3_>#LuN2FF{02E|Rmxc^@z8g94$S
zvC2qpC#XgUxf$1p_H&mquPH;wSI-}y?K5(!vl$nF%gMRAF_w}Emr`D_P6wr;@&;Vr
z!A`Dmm({%51J;jMgM&}>Vk40KPL`gvyK`J)c2-&!S|)Owto669KI3_uJ^uXRMrqy^
zg*z33=+OGq$;!LDOXlxBd|=smIBA6#a1}Ao6U6Ve(vq>5j0COyF}tUmkOKJo<o=BS
zk?MDiP$<l%J^|(w7!Og2?CTTVGc9WwsE&6QCpjHlmSudLU-0^ZR#(otM)tX+7G7p?
zVbF(sB`Z5mqHOD=shsNOr@IiLIeGW>o`;wwV^w0k8Ud+LYlr{?Q9H^d{OSnnThY%0
zEU1OYocJX!<kRJ~!ksZI2ZN4N>zGM?Hrz{Ks5F{Beg5+Ggi4k++O#08_%zYoqIc^D
z=+qIk<`(C}9huZOT>3KcqZO%Z^HWH^Nh7)?+7n&VD77p8d5n=0zj%Ejda>+Dx?N0J
z`S!#FjP<GBdSfH~?A>|IYTuV(#58LF@z{iaF*G8n4;^Y7`_bzeoQ4p~oi`#<;$-<n
z75|CMZf0(v@LIO}KOXj6Yk{q95dxH^HEpNv6;?+TH!ufw9=?bdSEr^NUMRsLh`}R)
z{C-kDK#2lv2ipKI%XwJVQ+I!;!C1|+5f`H&h3H)Y0NG=<xIhmLm$^dhot+}_j8v-j
zF8%h2{w0*JdRt8!ntJNdHuF63BcXf!ne+wnAbHeuA6;#RRfX}qY0KbO^5{oPuLJ;f
z6Ev@F7`2q=lnhqP$orF|h0cmugmIh@t@+_0GUT+znw9N%^ShaR-cv3|7g_CDB^lD;
zHKP=Aye*0`+BKkEzjCK2E84Zk_V}|nYE0~EcPnXKLlf^|$ZdnSn-dK?aj!76x4}|m
zLzCtU5=`*RJyPkG>z|gguJg@2aqR)7G=?ocekqCs<2yXN-VM`qRMG&(&k(~7fW^ON
zeyI@091liScLX2lbI7bzVL2A(sW8S0QEGKV&Qok_0UwWX5BxOzq2{TIV=q-29inf3
zD#2%9$Rwk{+t&;w_2Vi8CalKYfaKkyX!qI)8Lqi6IbBVnqdNnhbl@H`YS|PcsJ;GO
zN@8;MuZ=$YrI`I$6_@CtIngZl8xBGyozp%i06ieRIVn_fc3>-JtlVNGHzDHDf)iof
zNQ>s7mln@~cBWL%;$Fo)v_i0*9U{ijnApT*rgIuw(=XVue=<pkBGhcEsvW;Pn}?!`
zciOY!&IF*yTW7dSivQy40>IP+*}cDSezMGg>o<#;YhL~Nzvj>XHE!4$_)Mnw0f#sV
z8sL*PNSV(|Qgv^;KFwoFi-SEN@WiZ}_j6Y}e3x}S>tOICeQooDA2(XR%g8*Gr*zvk
z%{D^xt-;<Y)Kx|Rqi2{*<xuzTd`BDu&i%UhJopFbgXM@!@NxPP-u$N7B{aYG(>`QC
zs{bwU4e>5J#wutdu$%M&As08VS?|&9jjL`9{<5?DR{%;7j7&pazbAm>ool_44agTe
zzTT+Woq^v?t!ZP!6T=nLx@%SQ*qlg6<_0tjm;M1ez){3YJb%$cVPxk3a(TA4gP@G{
z;mJ9-2h|gBdhEk=bm*q)wUB+9K5+hhOa;^fp-C0vqDg;so3~WaDv-Mxb0<6Fc9)Q&
z7g4})kwiko#szieS6N-9{5=CY<wNv^W4e%Q4n7snaLoPX{RQ-!5@6U=Q~lAx_+Z$b
zHiXkg{o>8pfZUq$fE%W3W+GYYXa?fb^gi;Ydlyee*ZA@o<$C8x(9g-gI8MY^$lSTg
zW6*&O<(`m&I6>`ljk@e08IOtx9+7^FD+8E<8135A3u5QL4l|E|!?DltvpSo0LOhRB
zTF<|WMF~8zk@LVmmwv&sT3cT0X+vDN`7ZOu`~lzzv6u?3n+$gIACrri!FDw?7wjK;
zABBlX2**8551BFCyZctnQ)*IV0YYm(2d?yX-cRGJV09YcPceq%d&*oI{@jEL-P6!c
zNi*P>Oz%d4BdXyf`MqIC=*8R=j!q>se!_vsC5p75#ki{uQ>U}Z+X?yV4&D?wdG2=`
zz{x%w5xmtES73_DW7s<ZPAMX!I!#%HJ|ECPyyfPs#-KVX<)xF`t@rqCU&o>Y6siKa
z72TYQ*Mhaw42yJb^a?a=3y9~oyI=KFLd{5OkM5UIsn(D`Coq1+B)MOj_0)~lPq`$C
zJcK5Ne34#L%Cb=u6TINWB2TDZ8&P0?n0J?w#~@asTou9IKwu^^Ci8{l)|?<WElme2
z!1PCTt~L(Q1i$KMJa(h$f)YzwMrwh#$R-odNU883o@1rKv^>!<?~&HI$7DVT?D+(=
zoym+h=?~DS$z0escn|rTC3rto-;zTfccwo|vulE^z+}U%gCQ|>N-XdT#e8%M)kJE#
z`c^X+1@7VbWY<k&Fabb=qxAwrw&S+HY4`&~uerUSG<x*<WN66bKwYA4JtcZp&9aPa
zqIf-Pm#A7g+Ui326Yn?17rELh9-ZhEZOJlZb#ohgOR>ON<9kPV>_{J68=8cm9H*vn
zSMJrrSRC~1m}{d^eJvg`k`ehR&)lN?xaTmioS8o=xMxbeAcQK|m4$atZGl~UInF2L
z7JXN(!y-6J|B0ilI%R_;i}M{&kXctL2C6z%?NGX0^^ETm-<5MUi$|fGh`R2=arUQ*
zqua{t@+Q#?woTGd<aQ8M^sb@WsHswYtbhdANX?e8<K@>!2V3THJZ2X^SQG3o5gi7c
zx|wOCykwh#w@wcB6~vlco(rrpfY;4R1tfKOBYa;ec4uY+BSQt^lzU_cviKQ(vNHd%
zc@U{Mivs3bI6TD11_4}Jk%eoh+bvx((L9gQ2fDRBu!`TT#5oxN%q<7CO=ul0Xb%|!
z>CW5OOM{dRs8S%nMHlJk`C=)6*CZq^BCB)$>Q054CR=5~gz0N>f(f-XW2VItjGOA%
zez6nNM{=eat}l3mQ_cMdr|#O(&Gg$6f^rQ>(_mcVng=|}3>>BCRh7J4?|%Cl<E7Gy
zkQ0#^J-YID-q*Nix4G-Bf|W^)*WBPF&HQ%duteO(i6E=zZeo$oHGnhL-p?YP`@(2-
zzri!A{9t7UKf4MOz0{5h3}(VNP8`R0bFgRj+{y;Gw9&{l{;w~*OQO*lYji^cqpi#s
z7tK+tsyNw%1RaM@QduK!v23NRkgJz_)10KJu9aL3Q35Tbf2(#0XCi4BSxh{cnxlWN
zCP|~8w51KxG)wB9<A46e;jMgLZyw>UEJuZ(j&+^|M&lztrJu&QbH$iS%C1;S-1~)B
z`bC(iE+gl%TvOu@c0}alH+4ZB_>sGX4OxiEZfHsW3zPLpXJeRI8V43yf+p;7x?*2d
z@RDW5RFhU$R?_-Dmoy3Z>DwsZQ@!&XOY!9aX%zEeF?C4xs;|Aot8qRu7nOGB9G^&Z
zDfNW!OAVveE?{CxpOUflZOT^U=yXgZV49E`Ile`45*C)a4AzfjD-0&3_zR&v*0oQJ
z@4nF|>HyhPu!OF-gn`NV@|z=Y9gk;}s96XvG|peeJ{X=<N|e6gm40aP49|y7EpH$O
z(ixBO?W9h*`nFNF6nz|g8+KH#x-d}IT>Pf`t-`k|zq}&xl}7lbo>J8X<>d*+OeBK#
zIa9V}JtU-+V-ySVhFcZAV;xnkQMkSGjJ-zs(_?`Ppb9WL44YEMvQE8UVXi=$GnoT?
z6AD3iIN(q5uiq161OS_~GRV{O40iiDXYX7KNk$B-nXtUt9AuNU^p|79W&h3EDAjkd
zL&o7OU+V~$Df=*;ACdj~braX48*`2W%MARS@}<MQUS8c=zP%DC;H3ZkTA#UX-EE5(
zyDi0addhG#s7rueW{=FQhA)g{>IWzyZ#-S-ZO*YWqoYB%OZdQ`)%2z;qsHq(quL}_
zn!4zlz1@DV-<F$q)~P!oq9$pN@tqDgO*6Ay3ulsmW33kfq4fajyPdC^d-I7~b5-0#
zpa2$9ZumvGj#@8K^L8b3?drJ<B(H71ZiLxHuYI|d1j&`Sb$wypyOVe8Q@S1m-Q8g`
zjc39gc<G}>q8`-^Z{?<Ylipg6CIW3pNjyH1WNS{e3z%V;DAO64kRL_vCEQo@`}i89
z`|)Q~PBtmDH|4_7JzFiYdtSDclLq_?*Hr`dPWAW8r&h?NtK;9k_qfrVb{}@2lM6nu
zT=W#27RD=lZB!dp_T|=NJ}ZK(a!7AA0Bu3KEWTjwUCXA0<f|`oyFqR2yl6V=SWe&}
zV(szLGpUk!EhY=Lfn1yYr-jJxzL&_htyq?U1$@<dt>xIACB@~f4tjZ49CuBY+T`^K
z%jjmu06)(%8+2>ZAv4!YA**e#0U#>h;WTE^;TuvsVtP9^`N8^TF>D*gK*s-x4TuX3
zEnA(Cl6NclK&w<|b89Y!GZ=k!kFa4&mQIE*l9!_kdD~#(7V||z1yb=69Q6pVQ?)()
z2L*3xw_7BmSp7no{M`2mWOMwVZW**Pp*`|zo_?Kg2!&m^XfYAU4ck$!tM!F`(PE+Q
z0!i))niix878tMMyrXfts{!0-5}$6AoFmP2??OtSPWnC&qpwy6`G$9*bs_K!%K-Ax
z(`$fUo=X+h8CdF7{PY!Q3;<FX@i|l~yGPCs;m?ULGiW+2?5kT-6SPef?fl^LM*qn6
z#9r^P30p&;0EYt&N96d>K^vLDy5J6ZMBs6dtOk@y+LqSOf^t7<*?3<rTI<4KY;FvD
zm5u!U5t4YxUGB=ap`4|N-NgrN)U2e<`ryUh*~>8>&sojU%Y3CAw)YvxEOvZ4rB>~T
zkH4RN`3(@nePv9C(>}v3P@i_c_)TaztEBq-sN07OmVpw)z8S<_b+>Q_<#x6o@VqQ5
zo8?P--V8dhimDS`!kb&KK42P$Jgabj2^Mz@3K*fsjDc6x(0WbKV&!v&inut6z<1Bu
z0nC5$Lsf%z&HGPFC!C{vFK?$3ycJ!ZqWErE{b0#emRODB@@I$ruriP}<|*gAa=op*
z?L}Eu_fnU09oN>jSQPS`KhwlQeNEJ-<lp0SSd^=F_$(*qSH4aAI3xUuL<`?$5h>7T
z0o*YXUY5Aodx%p07*DoWTp*5#%ya9*441^qTsQj8IS4$T3dMy+d@)k0=RgUs7+c2&
zVT2mBqHdqjED}#-EMB>p+LpzA>j!4A!CTmpS19t!`Td(KfCr72u_(?`2L$NckXPWj
zRqY!Y)q51SMJ2ke{H%zlWUdsp1i*84)H)XGATJ6rUFt8LG7AY5G}-Q0M5AR%!g|sl
zh(<kXv<~rHJT+Y1e-l96LX4~v9ad(n=|jD}j*pXfnu2A?`U-m|axQD{aYgI+Nf)cX
z+1UMXInTkiaOrU%7+8A8ud6Ca-XHoMzHrX7K$4Kg=0aX>;0@xS=!c#=N<|c?Y#+3a
zWwaK-U4a&gfCqg+j9t(5EQS(BO0|PzN$?r$A{~e@3*_6kG^CX`0b<8UkX>RhjV@su
zg}3VN)7K!>O${!2kiv~<hHqxlMVxu7_N-6Di|u<r3W_>?GGme1q!eUblmN&CzvjO|
z9(8$;y?M1a?Ax5wkh6LCw7W&i2QBX5#`IMwD?~DyFZQ9L;7oU?k~O1l*p2jSyw{Fi
z7BRX$5K(99GpfDfNVO?!6;EID#B)ycr7W=xvc%9SKiY|!K0sf)*KrrCib|lB?8g6+
zJ}kuZ6PVW7RglUgQ(cL{?;@|NT2BboiGQLl59|VQcS81Q>wuHLGXPdH0(?R;jdR})
zDb6p3Y06Kq8&;Gi+UZW^Wj-y2cQ&KyocIJW=}|Z;{b%sCTfpe&4;<7H^PiOwj62EC
zb~GQwGG?!PG5KdaRb&^er>n6*obszRCvK07TV<M=hPfHcqpF$#Ov9a*@b4RO7(+91
z;IwX_?esunO+-vYolIlG(x8UeBZFee`J3Ys720SzznPPYl}48lRBrxHa{t!7k*T03
zE6ly*@|~TnGF^aHcm!Xe46(&+DsQUrS>mnaV%FzMfH=<vqlgO@1%P+s{8*m0i@<50
z?L6)zcTLZ#w3P{F+iM|g<l{of;w3V6^9}HqTOqF<$PGZHLsEYl2H2E;0PpNa#hqRN
zkQqB~_=0sx2WZPRaa892!W=(M+DLq>q==vQdTVv!)QTXh5Fag>oXPxeq5+bnzq7hi
z+2S$^4A=F3fb1%t-MO;FDZL5NM+JnHwWWDm(ZBbprx5|LiGP^;ADiq<v+`gaIb~Ez
zM6P&ZZ?EukcS|A1?UFnLsFpWfNTXUtfW`Y0J!&jZ#UIt)14RGPh{vOiOnE70Ak;(_
zB<n&N?c*n68SMccPJYZe1*IawRq~CDG_DWe2piZR#>)WzYQfJbPshI24pmQcAG<hh
zCG)X;US-s9oE<L}s~vQ41E*b!7D^h^7yH%Cuxr0}vZtSBM}=Q9-oQT}QXeYhR-<X;
zoS(aX(wD+tmSP&lojDGi|NhxO{~@F4`LyvHJWAn#kIc@U5W#(x+J5Qw&kf7-`JJ#n
z$L}^PhWwV8`i`x~{alq0R;~A41WeELSeeL%cq@9AB;6ezlP)Y)p6HVO>Y=N^bM#9a
zpkaNrM@l`QR!;uTN%!E*5@40i8jKqv$~Z{U;k^k1w(kb8mG`ebU1v>YPi3dW;6QO#
zd|a10M3(_iL)u^Z)?5PwV;DdV-lGZLE3(DB%#PR5Oxv-Ac#1z@NT*lww1J0TK8(@n
z^5p(h;c3F}2O`_A&}ckg#;$eiIm>=IS?3&hOhg)nNi~W3_?*PpIP2I}8g8_YKNR^{
zV_BXF4>cQ77}u<5i!o&U8Yqo2dV{&qI|BGGd<`xh=hUycytg<gs|XLcJYEeauZYCn
zzV=>mK+0i~aqnazAPTM7l~UDwWaM4b>K9?c&w8|Dc*}#W@@o%jugldWVp7AjeU(w(
zy_i6mEHQx~nuNeCxq~d)jJi)q^_UEu4>Wrh!UX^}EkSyd8gg9~Eeh>@0-jq#xm_>C
zFQaG1S7WTB`)&{_B9g-{)Ppf5GE`@%C;(0E071CI%yB+Hi?L;R|Fs^7GwY9vldj$;
zd$r(RHULqn8Y#m@aa)H-Vsq=;FeYZye`d7@r1l`-e@KlISc&+u;Uf}TNtW#Im{`$b
z{S`*mHF1qLXEeU;yU7FxmXDtpnD><7%s2o<fkd?dc#&Q3qNdhL#N_%EX-1wh%a>^$
zb>@D{#KAkGrTk{QQ{(r&mS1>@yax^rf29ZL!~QO(hSWYICI9u84Yaq{VX@>7P_+a&
z#_B5&aak*N4(7fzN2;(5rN&WH11N>nyfy&zOZQuKUjw4&3Gh5a@LXeBDh;Y&kh>{+
zTTX=v?6Xae56WF|)MO!Te`eGCt=<k_!-O?ubuTvg;EgnUnYk8YACDrRg$ji4#XYjE
zaLl6FVv8u-H#W3wa;*{H%;dI0m<PEa#tP6f&3R^nS$v`!*`v{q?yY)QeW4D)AJSO|
zt!9pGyt^vFtgQ9A$VU1OW&9k)h|&F(@jDz+db1RG1XPtq-7HT<?lA@yg{C?3%S<qv
z-~K-SBobuRTg9wEdtX3azj}1*+k>)d3p@#c6MtBi_NY-L_I0qEbF`x015Y#XXero_
zYJ*<t+JGZ)<JbkRKjRFpQOZ|Gu{VD=4D#FA(LLcj*D~-*EdE9L6-lPv#EFmeoKi2{
zF9xojD;<_4S9f7RKTnn`{w8moMdZM)dFxx`Wv5};D_u^E&6eT`+Jv&_?=U4hFfN+r
z$!g3R=uUCsy?i3zP5IITF(9<-B5G{S=MyiOKAsyW1WXm+(PuZv9|hsPUrZm0Ws4M%
z*8<UiRTBTe(ca|BR$df*9~2*Zr`SH5L>uA6X0s>rF%Oxa)pg=An7U%j@gW){XjBal
z;Hno+o3y`Gy;`jzfLHL<LC?q43VN=usr=>^02&5>!#XNU4+G^TBSC!tGgYdq*h{uI
zsh?rUd?!K;sE*U&19CfY{Pa<P30d!RFY!eJ(c$n#h6UYt2>=#M1h}qr9~qUdU-6|I
zFvV9_4U(KHOnbFb1JL(!C|8SRK?TWff8Vci(0ei)RrriHOrfM&3!gQ@MnRDl2qrn7
z|BQ<Kd7W(Ft5>>jIL{?dq(Xgpo@idN)oe<y8Y)q&d`{6TnhsRCJE^l#EpZ2``$6JH
z_0}Uqb+{q{lrHw;%^nKSnGV0du1VRZkK8P_T_B<lN}5hG7l-wkO<<wu8vy#rRN2Le
zpjSY<@|71dP$t$;xA(!4?|uJV{#*TXO{cfajPqdJW~kn<;_1G!+sALtDYMx1uV!l2
zz~&?QNW;8ICd}B=53yo9p31w$jPfA=$0Ikd&;)9hF{j~wn-TNTADpK+XpwJbMnr}4
z*+d%Vo{y{*W8fG0gh}k`4xoKIT+<(8>23Y$!WWZh_a2ZBq?gyXTau|HU%f!R>TB$T
z?#4hSclm^rixVP?^owSZz;~OEMM~cjeTNIzL<88XhY!k>gh%AA+zi`ZooIGh^h_2u
z6CNEd&qzcFMP*)l^-zm&c!Jt;_al8s-wwr9LdPmH_WFvj07^LNdZyL9y4z}zc>EIo
zNCj-;@?H34b*d~+UWU`-7YjFmn;W#HY&Chr=TGPMcV$0Am(-0;tNE`QF#>mf%|l+~
z>Rr8hX~1*-nv~0%LB6CM1C8Miu5`4t8l=X+c>&$0xQtR#$q}jHzL;;+z(mp<+?h!{
zAw`i0oir+)Bxfs4l;Z1--Wv2l_(>PS!jLI-{_azG6NjjV>6-WWNpZ`vVD%lEK}RZi
zcw_rwIrr*L_|(L^h55^0Vg4e7-mk9it-i9GM3)=iL95{y&}J{$vr1;nj6W+*>B%Jn
zq$>XRck`_HIuwiZ=Pvv8EoMAfS?t?0-lRU#^MQeSmKi+GHTw2vs48KMy<GD)wu%&1
zm(z@S>Che7WNwD9?QYUgG0H<8SG;It{6Ljo^i?U7r9Mu3jwD_U*bv}e@7O(90xpaE
zPXcn(v}3vK^UiyJD=SZZbclWrnbvYlL#@PWN_w=NqPXuTX0-PMC@(h!!2NV;JEMJM
zNf$fCKlAH?jGk*<F#qlUf8{ryKhs76;hn=k^akJx`{`8(1Dx9Cs95{?{mW<m8Rzc;
zjGBiBKsNABvDZLc$UF}78b{tj5Age)(NH?>DGK8Oe&)rMm@}TkpDdP&!Y(Hl&LDl1
z#quB<V2Y9WJLABwjN0=5q8h(c8_Qn_6lz1z|D_+`s{bvZ#yb!A6&UD#sZaD<Rfxv^
z7zKa*_%m-Dpxh?>`+{CRg$YR;Mo}1kLTC(VcrFh3{I|B$`20BXzf^1o>iO$)nF{B>
z^;-`x?$g5mb=v{W6$$#cS}XF;YW_=A&+G_PGy6|fe;V^#L9pUzS*%4>5LwY3{i19F
z;w{xkBhGVTF(y|&UX+e`I1dAN`8+RBZMiY0C~ZstXECK@qoRzJ!%@P6<FM_(IV`Y#
z0A^`@j2JG^^9Sf9JjMe%Ec+P<A%h3Q*9cvX>o9;<)%h0Xatiu0^(I<@6Caq|Lo62N
zPw=L3PG=s*|2Gl<KGF-uww3us(*Vw%>jKp~gfO^D(x-PLWk|TzC7efnj%+&!54clx
zQw?D2|9>wW0PmUe{lY?(<LO=*3N&Ge40AuyiEey5J6-Pj1IAlZtr6D`^Em0BHZUOr
zrTDccnw^k9XWyXTZ{R%_RHIX}H{iYeISfhMcCp8XI&?{nq$$(SZ(ErOH-7LoLLbD5
zKSU%|jUPS<RskKi_0TCsc*GIFd?czP^n9P_SjI*Q;7Oej&0$_=J2r+r-KXK@u}!gm
zt-g`%*GzPDC78yV5LHM)7^($eK)O-Su1;f&I%(tcBCe1WR#xy~RuL`wTCJlVrjp}@
zSJ+2NCMDQgs!0W7rHg6rfQ6QP=s*iHG@DG!<2=@;jvZwzA$NP~J=S$)gx60dauDJ=
zO3Dm8d7mo}Z2B;h`8Pur-1l>mJnw)`fvYAy(8UHJ>07u}VSZvfT+Zz-+WiT!nj&ME
zwvGUnwo&1@D_z!|+XQ!5Z%WX+2AeB{r_$VPQ+v$i*LsoVMxc~iXDbWZJkn$>Jv07r
zqRbKfft&RE<J*(8uN49Ng&Hj{iKahD)!TdL)V{FSw^xy`2kfZu4`~f^Khf13(;^Il
z?R3eopn-s^gTA-!t$_^FL1T6R1nMT7Xj5`&&tSc<<72*(p`H7hw9jPIBN}}CI28i>
zLS~RmXP^`rQmV1#bapPw4Po^p4>`B2|9rvs)KQagZH@y~7szL8DzeR<{O(Yn_9NO1
zHO#`Ktr;NCH~h37@Ewe6Q7e^5eg-4cul7O?_Ep>;^{<mKWUjR4Y25{4rS3&gZ)cmF
z5W#2`DgL-5;h(&e-#wQ9$<HKb9^U^iUTO}a%vM7lTZV@L*GKvD6S;lgTPF&p=spI3
zDjLyxPUTI7W@#ZcGxurW6Bc3pYSn1cG{0Tmnr}kh=9?E?cTer{^(idhj`p08q=t@*
z+;-zvbD{M7ZcsUDsqDOM6#>Rm6`(IVcgnm#_d$kjM1IV(%{lDzbHAu&>v2>49!crK
zmky#i=S(QYO_713R+(H3x$5+9H}I_^UlASeA=pbiywMznh80W(1lEDZ*ZsQE4<n>Z
zbGl$oV4b>a_%Zo?MxdD<N;;Lqg0(L~na>!4AGjRM-d43X-mK5IU1JO!06AzI)Z%!C
z`O0zqr1{Q!Opy$3`usIeUQw{<;R@%q@fnh#^WW}UR#gv@uN!rT-lqRzYw^{<HmwL&
zs5r{8%eRAw)#;r8!n7axj^G3PbaIQl+_ETadS0sF2d4RW7X13}dgg&xUngXS2$Q!(
z?AG+TD_!E*q$`p3Qb>T0;6J%pc)|XC-on_E_X+n#l<ww6Cu)MU2pTB#v*!Ko={G|C
zsXiJXMaO@BbC;|yy<Ex$*@i%^^)<JhI(kwLD&;mW;;!)nYv`fowxhitpfW`)yBROQ
z@#ziUSp^~|qXZh(_Vr)EJFSqTKR`mez$8A1s{x~4VCrxo%Rr=a)~O>;=j!WWGgknR
z6c+_wGc*5w3<Pt&#$5wb!T%~%{)NfD5BFyXLJ)0tN({`<aLCEnS)ubM)TuZe{GjL^
zab}#ncORBr<~Qka7&Sk@Z@BxXScXzQA8FbOall*Z@5$Qd=Rd^)2dsd{aVa$l@|R$M
zA9#3A0Sd?xI+IoMmn<9P;9s)d{;AB*1pifKs4U!u*Z$O{?H_gdWrW;MfWnjjt9Tmh
zZ*!d~=JLx3h9QHB|5_vbZiXnqS*AaX^Lx_(#%cb|I8>H@wv^4^M*V51zm>D4mS&3F
z`=@;WsNCOenfecH`Fj`n)tJB61K#<Y++U6P@9FzLYro$m|LVlQsrcV9%|CbZzn`98
zrV;$DiT~66{H$y3DaS)UYexGSPvXe`e9q+2hc)(Ij*<isWS-$EeM?-1A;asmuSMc=
zpodJ?tEfeVcJM=Wy10%g3k+^hKLIf$ZOMLk!a3lr8QCiMb=_;L&_O_C>&xOrp<5Vz
zaT!k7iB2OwSw_n{0NG#^6_U0itRD<Gr2UwPF?$C1Bm`G;w)q{NwGV_;_W{qViC^iF
z4>u6mhp@rk16D(XIJrL_KVp6)$0-Pc21W+%Fm7pNBnsHChm%9r@P2?|foB_VXj9SG
zaDm{nd(e%dfFyIjCjlJZv%#Pr69z0B$glvct4ss&anS4ajb;X{3MNz$8wlAw(=i^a
ziyo+D+U(j|CT+5kz&$XLFx-)#ux(!L$f6XUr_gv*cwqv?;O#7+?n8H!Ew`4J|34b4
zd@(=9CSuW9?i?v}dEm*4OXv^Kl^UC9v4qEE%dS|C>-u9~Rz;S~sawIbu!19v=C^S|
zB_XM&Qy{cC8Sq7y(EJDSc;0<5-<?&7j<WYwO{ksD^#dE**qsM29V{jv%CyOu&c_8%
z&X^n6Yp)L#`#!8xkKGV}^a2pHYktykMi{tDj(n{|*{~<rH4c?c#xT}=-l-5PT!WSp
zyZ-}Zf9nEo8%w663oTTPuCCLR=+Mqe=)Jz{hUY7|O7k2MCdmJF4<ceh<ZZ-Wo3sL~
zJg&FxvIwoz<$U|}2T&GSFB#1zPwer@I&gT+SxRBOVn=GD_gbyBGkxGEC7CFf5W;S0
zFa3rw=NTTn@aqdpmaXBa!|1~~(z=oDK>giXamJEf>UJ3sR91KeD+;CXbSWWa31pAY
zfzW+5f#X77&VLCO;Z<SY4zMtg^pmtnc_&>F<>bQB=+LVADq(QhECzMdZpJ?BF>7>q
zD56}>`(9bjYURC1aydq>ua(`NM}*s0Psw_4iW0aOs>L3E1}l)Vj@T5belY;LQ}aE+
zjQhJRM_T#1U<!-xdGT-J6%MF^Xm>EF;rgfPbPCW)v;N`JtD+5g;o+nj)H2P$DQ+A+
zOa?+=Wbf0O;l}^+G3A%kRVnbMX<TG%Qt7&n{0~sL$R(9(BAE|VUJdR00NT4th7dg%
zRWPzRPJ208rRn0gX1K}}x}qz?ho9WRD_s~WX_R~Z>JxlU{6Yi(jp|A}AJ+r*^(Dxh
zo06+m<nwZ3ePG5B{QY)c-5%`C#|>Wz@UjO7$aQF8QqExk%)k-rB$A?Z|9(f>B#m~T
z<1pGh40qiT?l@}mbYf#dXZQVkF@DAvkPWO(X_yV8eR(_CLwKn72dIgpZ~5>>W7bm~
z$q2mC$zv<-a0qrAv%Y@MoVey<E0y|dTI#J>zxK>iL0udT2HJbVp6}um&`*_m%_d12
zmQCiuSUfg7i7xz4$AsgPJ?0L?B>1~QzPJ+`lDPO^H>B0Ls1`V%Qz0vrzL!NAja44%
zpgkuBIk_yJa|^CIQYH+&Sh{sX*PxwXG0`{CcYNDl;wby5eJ6cI$_crT3P?$<a9Is~
zC_tt%F~R(<a8R7~WH_@XBWFX-aM;P?d|dxEzO9BbrX2sZ#w&KQ%_p{TeUZqT!SGAD
zu*T85(EBS3cAxe)ag<ZB!N=O}c$v2{ISDz6)-$UoZfj42J(T-Knmgwg+4APtaPLzF
z?RJ{8ZlQaqWqneMzi|n<&I^w}+_)$~NOIX06KoK6XSiI1ww;UaTJ%Ao`-M!mSNB&p
z&3qTyBFSN0hDn;LnjDT)mouA@Ed=`(>v!MbxvEBT=C%VsSgI@ctruGzp!{az3Sl|3
zjtcw&vLUs0<(xydFC=zU2g}@WSI{>xC5m)UyOz(n);1CegI=era1M!3r%U7}#^7sv
zALOl0L>l31OC02{Bt{BfmR|wN?yP@)e^~x0(rsGUZZoo^c;kwL=T$S4+AptZt#sXa
zJ^Q*P9p?=se4q5VZIg1+7ON_&$^y&>6bAZ461kB))D{DPa`BFA02u^bgsMCnUQzR~
zvOL{|+`UZ&*G+jLL#ZOxq_|||9y$`ZG?}@htn$uhXe`Pr)(UO9d{AX{Y;NPJmgwC9
zL8zm4;t0c~l)ds!lln!wW9I5#%ifmyKC-u|zF(;AevaXAu!UL6E&06U!|0VXS0UpL
z){(2^)I9zr;4U2JXtUBgMj3S^erSGnO~c@ZXji9<Xw~>5<=9azmz&5dkAs@7NP0Ma
z!IU6rh565G@-{i8ShDCGAd9ef`@XurTlb~~rm2)F8Ocf+ve6DkTQ!_zRYIu}jt-_W
z(RD9Qr!m5=rSbNsL_VcKX<W@3o-T|CbV!+o7$-(-NqJsjC&Uuy<y*0P^l$@o8Wc^6
z+1d9;nwX-Uhu1i#q|ftGkiG}5o>Hy$0Vp(hg6;PyUMd2l9OvVM6d!VtD7A;`TC6EJ
zbfyGWNksv~A}k{VZ4uS^-=({S$Zqv7kYn^KVH_qh%&3geJj@<jICY<uiC7OMVSDP<
zP{=wa@(V^l8RKS=r2)A)!n0ab>T{WwjZ(pKSULTS{GZ)^0K`j?_Q!1s(L*40+ERbG
z2_0MWlNU!WkNmmsjx278R`$m<jfsE^|KMRz`FV$cJ)XlY!;{Q+(EJxYU0Xs7yrzm*
zbKkCY-3Vm;BiR{kgWAx!;h(Ed4j+(tKD#4*)U%q9<#+^zb$YPI*upq3_Pgy&_QKHl
z*)iLORWyw`IbZ6sbr!M=ySF(2lKJC?gFmlc7&yD(;U9N@@GkD>-N;bV;Ka-01TU&q
zpN!p~>2kp}%B$^vC?@YJdiaFwdL+oS+NlRP+i;#&F|F242g%mcymncg8CgjQq^+CJ
z_l9>5hE0V<)tJg`e7^Uf?xC^kYK>1q!Ggz*ETwS2Ud_l>S>AGPj8?+@x$;MhMHCw#
zdo{09&M#bUz>N^1Btz8r6b<>=1fY|V;r~1=ow-5+t%-f!LXB$xLWQd)U(@Yn0l{G(
zREOc4&$GVsibrHvc~tP6c{exmAO}Nmqk~%$&F>b|z^F*TMLN3*!K@eRR*B-kMo8M7
zKEV|<-dvTsl!dwLK6tWxs_qVx=(%(`lW}q9*R=;Y5yYI#AeN7p13w%5X|nzlwj*Cd
z`1S+ojnvaFY{}Ae2A^+>mr+X{$EWHB?+el|vewNF`-2JUaR{6)z;{5#qjMh}7V&5a
zR9axOI`6?A#8j~m^8|7QxDjc~fchefi{%Bf-E!_l_JX5J7KnbmPm@k5+LMfsGA)dL
zaa~x=sc~0bUY_gw5e53U046x*4k8;Tgn8#xq9itLD0)pAj|Q0i<P<bJzVm+rrbT_v
z!Yn=pa0TTW6Bj1CQK8B`=H~nPdHgWOuw@f?S5911dI2FwOtUB-%^xZyhsa`3MXK}7
zn0N22IQ40K5kA46nKX|w>P>Saf;QsSMJf=n(gK(IZg`5tZ&10K%1*zIw}JLm$gnyX
zEpZiMD!R7LU6t{#2jM(6S{Wt14k_QPv(gK+HLccMR2!!#h`jlX%?)w|z9cu^wi$s_
zXmnf&xSoZ{5wV#6aCRGlg&(s=TsvY(JX-L>{?guq8uQ4btByinFuv-zA^Xpa$L-h>
zGWoW|t_A1UJS2K|OLM}UYoZqTX=gCLiq>_g#o6YV`oZXJNQSb~b~RaK!J@wDEwi_D
z9$l!0&t$8n=223nRtRZ9=WUH+21{YwaRn8+wV?>pP&x-8RdsMB2x=axXASU}h7RVa
zBcz#*dibw5L{Nm+_lw+)>@mj}$#A6OdAlI8_D$?u2U+&Y``U4mb?A`hXLpundb;{d
zaxh7*(h=3e&HOy^$2Qt&3W9NER({mpOK7vVcHxRFg8VdVVH`K2V*BL0&`+l|#}0_;
zn`G&}Mk?Sf$4Lbw+sR{MiZ&!=@{4EIneI`&H@%hhG7{-`D`y%Cp%G#6qWi!g)D+_U
z?5V3+#iBiM+xb*(A06kFS`f`QfUL3>GbozlTwJ(@^WS8$GC{zNvQ#jYJ|f}nvv4IU
z&07{UNjMR3$7P`}_WJrw_-eaWtnQmySjP}5^&8f*tXDxaq`pHelgYt>3#gegaa~jK
z?NMHXS4lJ_54tH{bkK+|vW|>cWofIC31iBTw`Xswz0|B5HL@>=-p;B*n+$epQab8Q
zd6XwG#f}&?m%U7Qb<U`TA9=1AWt*$=)bCw%oR!HBP)D*nCLpfbT9ugrUhQb8Gz44+
zZww|@sdeo;Y&s?+=eIJc#8e`QMN~6XyW%Kwz7G!K@0DtvpJs1E`<(bLunDAClMUVl
zRY1q~r=bHv$O(J$T<hy3_s_M3H7nX6)p=b?UkD}baYEcD`ZSI!u3>IHJ`A`yQJu%y
zp7)k9?7DtUP*9Lwgk}02fJdpflG$Jtzs1}1sMnxW#CKLk{kBkd5A&2V|MWzQ_OVXF
z5FKieV4bS5uxC~Uny0r*TvfdO>Yz9t>8Ol`c2mhai;!J@@oi9lHRyOUcP)Uu3Vk8m
zgPxt_O@qy#+`7I8qvQlYQI|Od(_Ty<idWRk2S`ymi&?A3n&tAtY=gv}6K21DD5Ae;
zQ(xCOZ}qZhNwAOZz-6L#A08fp6>}|xrnFgJbfqIhVmF^*<g%w6nb^iEwsQ<ggv3%x
z#R)~M7M(_WiXHS4dS2WiwPd)kG*bV~0TA(Za$C2&8emLFdz6|b_%0D5`Av#;u^&R!
z`JUpA&nscVqH>{rr0zlTbG>+s%pE$up(Y<(O)#RVML{#7PcKX<<@1!ai=bf8E3l7p
zNSqwdN-te5o5skD%$S*jkF5bD6arIHI@P&qI7Bx!rON^vq{TvSwNnjmnp4z7^&?iA
z@3-~@%%mTjx~bNV?Hl(ShbJfJI(Nl#1ucUK*bEQUEp5O}-iDLX9jueO2u*5ZC=*ZX
zXwJxDT_QVkzIMNxNnJbUo@C}bqRStvs`z{#CTL;B9=2Vr>6Ah7$9>Xv%_xj+Wix_V
zF1vp>2$(LqhAV<!DtE(CO*A~Da?<Z=)qTxmO}h}_k$_s66`7Bq%Rfc!vBkvBViyUB
z4o!`fs>b)%c`B@QD1r&EyK1^Jctv0z4<cxGs-vh{Lbr$-z#To_6`g~Wj*{}@pQuh$
zP4YiwD|JCQL^co2=&DeIAtJ=Lxk!d6ZRt_2eU3;RVQ#fg!%eas$%Gx{pb6ONkwdyM
zMHfAQFWDC<tpG^GIoI0`zCvD<!NcKbL;+LhA>{Njlx49H8)@Wq>Z!SMlcRpY!;A?C
zpz`U$)fetk=D7t&4xo;(QHS7z4tRVS&#s0<DbwmBcLlOYKYa@Xl&pHTe(ncoV{v;N
z*a7GqK~oeTe({r3&(gx~LL~dqLr%uX){MeW%60lgZ+v_v-^tlIUCx~jkH2@#c}6#3
zY_%D@=nJO4`{C-bzIM#urA-5$!5*b*O>z?lFDl<e8Oq6G7nLP7I4Tb77|DJ8KG)Li
z1Rr-1-p?5qUZeXyrcokEyK~li?cbV=XCX7&oO8F$$tbEnt1_%IwLpiYB#_)LR~;@D
z-Pz?@3Z9<GN1v~0&SYwf$i4gYLVKUaWp9_R?+uSynV?nol&!Cx@6+zc6aD5+H{ZQT
zS}^4qVs&^t7Qgyd<U%s~zV@5GLQJsQck-l=_*KeI3}KHK9c5W}!kUXePq|?MJ}X0(
zPtBq^xjC#!L)8^ge7#<eq$;GNeRD4DroQwp7nQ+;yab8R#ci&G&oDaUVm~%(e##Vg
z^*k}Nn&Giq4_w<QAWL`0AhWpK8X1y36tWwh`Lqhh34b3}<PRw-GY`hc@eag|p6DeA
zlr#)u!n&{8hqCXA^?t*1Q5h9mYqXn&eSHT5heEk~Ccw@^O8|EhwzJ{O!BZSQc?y%Q
zU-s=2U0V78FxvcZe5rQj%1h<G`Vz^VaMC1K0`i^}Wr=pC<c|hle}F8YM%K>|&Mfq;
zd1UC4QF!-apAz+pvdL(7LLlb#z$xG|dk_1o0CegNh|%g`w8#A{dphMSK6@i?pj?ML
z3>{9QYTAoLKAz=A-_RGS1nIVV1tUS9hOl>>%I>Mbc}k8FtG4~@7z;|=9E8OUVku72
zd#j=yG9l@6Ge`;gc$s7pPi6Sx_h-+YwU!o!2<7u&Z+zGJSQ}~trWKl!2Ym`~!p#jC
zp&5nr;XrJ4iHt~3`LoLQAj&WN{a;*-%xEj0PRrF@j7l+i=Q~75jf7mu(EH5ou=R<W
z`#PKEL<_MB?I`acoQG_r0Sq?iEQY$jAqYbE1;~3$0ei*~Hf^VF;E#d)XTC3R6~*E9
zZF)mKwuf(mTa2W+Im}eWM%j#yMLS~c@iUo(#`rSQyVUnA!F_`wUiZ*;hcSy^P1-FQ
zXm9&NW%|4ICiFTdRYz@7glR4Z4Q?8GQd3i#Nkkfl2Yl|nR_%WobgSniV_@K$cE7!@
zWzsTm!4eQ-thcHa&U$EjB@)EZMj5u)o@-2kmvnt_g}dsVuCcgh&=K{q*7-MQ2T~Rf
zuT(-fX$#YzE^x#nK95a**r&kzI0ySE2Roc{%4x6`x6<xf<bL6De_p$Cmr5?g*=O9>
z)L40V+crw0E^$Lof)#I~N=mtScH^p1^TdVOd%*+;8^BE@Ru9)`+*yQAN(w7Q1?<W@
z28;$k6r)GQW1}CkNzHpsULB?s%yH}7RC)H!M~^!AAgT$bH*xz0TA4!#?%Blat#~N^
z;kq?*sS93+Bnvh>ODK@d-;oWi_4fOX9mwt^!-yk}*ObG6%7s*)zRqVt_!vx{+~gDB
z{=aB@>wu`bu5Wk{1d&qdMnF2Hb3~;<O1ed*1f--HKtZKOKthlP0f~|BkQ9(Er5U7a
zh8$oRzk_;R;vMgOf6w#2e;E7B*|B2pv-e)>w^q*+veXU%mhe36qyF<>>mKB$2}STE
znVih0#0q&%Y+P30;We^VI(!Wwa$2oGd<R)gvd7ilw#H@{=|zJp!)<rEKX`@Ql=SJx
zE|9hsTIICOHS|k<J4>@%E@L#IS|X-X*&QCZW&(+bVi^-2)g<qBjYNkQ&KpjyO8W9p
z&yN%L_6!CHL&MA2b%Z4iJ;C*TDl`3iD3M%zO$zzr&PjbRWhkFjprtx>tEF=QE;v~W
zfvlG0rX;Z0N2rhZXyRo?zAk&3&HD$!RiFab+xbvG0hI$UPl<y2m@-ToyqF1lgFkoP
z`~D01i^W$p@TMCqkYdlv=8-waGIKozB@c#EfQzg5r~#O~PtNj~<b!?Gv`aSJkyy~|
z<=ht4@&{W<)3-;jA$B%eDillN<O_{7!rb&E@&mgY5;&S~CIb9!6gjo05LF^NLWFts
zMi=#Js>XX;cb7d+Bl1jaX!mK9AFGda-MX;k%0Q$$=&O-w{~$)AKJ*E_u7=3YSnG!W
z_JXfij?%VB<JSxiUGN&dZZ-mwlyB&{*?yon=)|+TeMyOyN}4bwXF5PO;o(HI5*1^x
zmm>`6(nUgRv_dg-n-}}uqKhZ_N*`5K89uwBCN23kT9#p`2qUbV-G}Qy<4e|O#(}+j
zfMkmyep|UcbF<>Jtg_f+I~o4Aakfg%kai4p7GpDs$YSHAT}FbHupD`>CrG24391}P
zZ-A$=6mK3ia8K|)6Z$$K{Op3sPB=pu*6svgYf~L7v0n~uK4(baH>p$LtDLne(9N5@
zdp*l=x@(fxw-cV^Go=WhS_po-MHf#>Hkp&w*|%b<7=b2tp9N#Tc*M{C+C+uubHFyP
z;&+f)fXo}T$6Q&Am0iChy}w-}`-`$%w}oNWx(Ht5%$Sd`IFSf`CFn8UG1rrt>Z)-^
z7Mz$A@X=m1QU$qD9>J&(abHz9MAY-r3H)XZVB}nm;BOsQC|&dmI^wKwnb43kxi-^Q
z%ZeN}Qgdyua7GGeArp5RFWP!%=RkK4cQ@F!$5c`uxpG^bzjNJt1VG~$nQpa*MR37+
zM;n|jXaFFh0NKRihKgZ_xW&N-ag+<D8n}g#v8ma%af$NJ^qvSl3&aKCmQkiH3IC6B
z1pYeY7XEd}%}CsV&=nUWQ-b}`x2jtEmJM>r;B4+og<g=33*Taz`*9Q=DdAtd?lYFl
zpg|XI{Zw<(NbX4>-&N(ibaNs0dSxtD9cVG6{ha}{jJ1_$(v$6*waNs>0%+^O#bjoh
z2ea1#@aXO9G0lUeK#1{U$noN98zb#l?wpCBI%s@0w?H)<Ldx&ohU8Ws9>-^W$)Z2!
z;+?qK(cZ)1eDcNz#p})69&hC~x5>*K70|>ZqzQb_Y)v4o4KvVvn^J<e?}Cw18c6aT
zTZG|c>lQ8jHZdMOHx#8qn$s%dFwUm6*x5;i7h~4qlx<+txhQ8%=(L(ihI-`S@Xpq<
zGE#zS;f*3&m_Wnx7wCI~j=PY{@<q0R14Wu0SHu0zdobeH$+|h=`@MJTX`Aqh)G*td
zG%+%sW>QVKqDvRhBD@=+b&fe$cNS|rQnMOvPIC2)Kd)U@R%n(eKAk)H!-KX4CWJ@C
zCN6A0te)-G3smn2%sjMt5I@nTFjLt$Kd>`nwQKZH)bvI)EHixQLy>1kM4fY*XS}=*
zH$9i~)`K}(YcBf+lvVb$t?b3J$_DL{)Fj(g-1APx!1=Ty##hqqLemmgd3Ha7Ly49i
zxIcP#ZcGq~%{$9$z*Wq~EFifnGNkh$f-NF57CV!WT!x5Ay0R&ef4>h%^TMaO`cMxf
za5N?}$4{X=%i^42f8_h_n$>~|rO2j$af>};JdP?2#NCtJXh&&i>yy}%C^f}{c3T4v
z>8Ga1-gJ1O!q6Q=VHtuyLAtYf_TGEnyF>gy6dZ=_MG3x*S^ULI*YWWZ_q%2IIy4xU
zpA@%XX4_Pq?axmtaKDJVEu$ME55!gUde%t38}%;1EtyN9CQ3BR?(I4I*C@mM?i>{S
zNaoJCQjwD}6S+7JaL(M=Kca}WncG-riU{o0b=HR5{}MJ+;TO$c2I*6CRpdB~T97>-
zJdc7EmbQPHM$bR(gxy4bvYJiSQcxDC0388`;;vEZahr{SYgW-sE_Q~@kv1t3m#&Mq
za4yRWzkIX<4a#HnCw;9{kkfNqAb5(3rpb&NQr*scax(i#YY%p}vMgv+h`vshhBP_9
zDXXfaq84OwGy42Wl{J|GpO6~W;G>UJC;gwc^a48krL;kmX&rW&oB?H8$~UMOL@VOf
zn)Q)4gD2Y`XEx&2P0T5VZIl(tf{7--_QvxHp%*-<tpFl%&Rt+(8WA3JLoJeCd#lPM
zF^MOUZ8?cFb!pK?`2gV=#wVnYd?y<|_S0SA_Ao$oSUYFcNj`|}o>r;7xpDliUeCvq
z@2Wr_O(*qg;b7?;ViAhdZd11A?uwT4%C@L(@nuESkH$E771(j;Z6d35hKa$=^^&hZ
zRUiwjP!nBd11<S$*q1T$-d2f+MH42&(o#skPhGpD(knAkk(3!a*C(=@v}CypyNWoU
zl={+pD;3*IqcPr$#3+v7W_uwru2-FRe&`V&!_k9rEb|&WjbIFQ?T}l9hHj&RYSM>Z
zZ1<0_8_*VSVOOubcN6(bQb9XLmNzuh6$YBf3?rAK(3Fw4Q;nu0Gkd|lRx;eT;4{IS
z<vvmlcRmuvQ#e%RZsGwkv+HRHq<pm7FI>6a!EUpr^NL!Dg=vp$ojXN6%hzPcYA9Mp
zUn7qD%a}cfMx8wW({fXvHZ%ShEl!c57irIe1F!(Y+Ft&^L&PRjdiqg~8-S#r=I${M
znx-{)_E@1fZM{xgi@uL!Bx6{X&i7`jVaUkR(B@?6I{kGoAbE9>uSsR&AbZ(Bfg{7F
z8)w(aWH`;9agwUfC*S-Rad$CmgrRv3X)Ah84b#mRCPwrD<?!Nf`m|)6tef*P>P?C2
zIRUR8{ua+<e^z^5X7QW75_AmmKIHYWg_%;u6Il;>4RYIULfc1yxXi{GO5Pvn5_#x4
zo}1pv^%X+y9)%hy%f5MhD1~Qb?9YNKrAW_`i3_uR?Bs~s|Kw!Itkl`w$%CQ$MV$Pu
zWn#8dnyqN`;VWB&!ih_M4+XJR9OB{gJX_4UD$|?RaoY>jh^45g!McMv*vpt^@8nG&
z3(_RMb-c}0&tCf(lJs`2%oQV_p2hMkbv_SA?p_-kQVGZl-bLGSExL!>LO_u5!Ut$K
z;B={Y=VvxYThz*^Pa)}@7a?(~v3^f;FWy~R(e)Sqs>~mh7De_UNcUmKJ9~+EBI2hl
zGu!-MfRHA@onybet)Jv5<x`l|ur#-&@Eyhj%M0``s0wE~vMmmzt`>j$4kDA5@K3Cd
zf9duqQLz#%$!}h0Sb=KGiQqNz;cSB!5&C#1?k?)OKd_)Sun2cAXh$rD58)@>31~bB
zb=7q-G410=u!ZG%CbheIrfR=TkC64e6<Oa{D0|@>n2s7<Iqu>6Wj-Bd7AX#Yp-6LH
zZa`5^>m+n+18loZ+6(T8v^9}XIa-`gH$OjnNYeBj<TjRs<{IkR3U;^W)Ovl#)Za3)
z8m4bSZD?>`;3GpudSzK<`OP>)ft`0S8Jmv2v`&lBFpxjjX>+&Us9B-Ri$Ia9=+1R#
z^y<M&X+LK;7ID&CnC+k!)kBMV?opWVniMju)@HG(qgP0+bkOY>JIPonT{gEW=d%V=
z5Aig7OtB(#^VYQ{xq4`!&7ih*VsvzIhc9r}i2@Y)WM-Ayc(xB6lf;;_TjT+sLO+=%
zj+>fvdb=SvIi`<@>oVqlUUTnrwqYhA)^7gGVAI}Sn`ekRhk@bHZD{e7JdB>(KH+?m
z<6A3{wSc>j2hX|}4^<Z-K6E2*Cco9$+6=6W9tb>bm@FCu_mzt^#g!<Nx2MbAj;@eE
z+ZRVuEtr-tSuWc|Qo+@u(sY6IODn2Wy{2O1>gc0+9-Vlt=^S(V@g(UN*LIrPo2AC?
zeJZLoxbLldE9*=Av_mHES}159z}uUeuj$xR+6*kcCQ=_9c;3qWZu<+L#%FJR|J?UL
z>@9lEpi%OKE@rK(t6#qL<LbY3YabDQc~$4Q?J%yokhIPG>yu24VT;$&idX?_ruzdc
zx{E`F><)uXk>1}zK|2~(>?tJ|KC^LqQH+buMvd0fs)!FU;W2H{`^SR66xKEJcd92l
zhbC|U7!T}hkR%WS9kg4d)1fy;NyBvr`k*+uDiylAQV{q$2n#nrT%Dzj#yupSj`tDV
zor;NH$6)?$D&|UVIc=CnsHl`a)Mz&_+mI*4q5|qs#HIX*_aWE)U|J`&$k$jMo^z~;
zqg|`459KXdvHI+$5SU8hymMJvHB`gcRX%zxa<pj*H|{<WjxuV&V&fPQ8ao%j2H0J&
zh_psBqD}c0Sj6wW)jd)JQp}-@^(zJ_Y@BADz#cObqi^624;?JiJss|=dfvyWklZnY
zvL#t_Z$(dwI%#umSUu`LRA3eS4)UPWJTF7MFSWske-DRmD#zWHzx+C_XIi)-ncWLX
zENyteMGYe(Akm3YME0N~xq|XdP!YJ9X3*g3(8D0Pt1(+vp}Xg<b5#{rTyeVeZnL@#
z<a~vN@kMA?fgJTzq|`t@3nPQ^2fc~Ns`+{kg;7%eq=h2DrQRx$W|Z=k(m<YbKRkfj
zu5KkBbVd0Vw5xgxi<>P;bdTxqIc&5Bo*syEpJDh@Aw0n0B{`l6)(twbh}a~fA(arY
z*fe$ybAe~2a*DB!y22O7xG&h1qqX?F8L#s^M?$x+OWsYw6&w!`?{=d3TA0G;FlDV3
zRO_AS0bKCQ=<6kJnqQZ?iYYXzu^uc)?k+ET0QJ><9n7NnJ`L-OCU(c2zW_%+oIyDY
zoRzEg*r9iJLG^vvo*u0Lh=ZvS`PzH`W%sNbhO|#)(}1k%T!1vCISMjQ@6_V`$YU@m
ze|b|avh`#{>M{71vH2xmf`YZ_D+6xFN-aHh?^*ZTf$uH^doZ313yu*&ndaJi6GzEJ
zU0!{n$xOb-gmuD+Asg~%Nt#e{R}QX^t;Rwgyd@r4Prxq6x=Uy^9l)Y_gIcCqWY$aw
z<p2*xeomZz=5pV!Yt`#kWce;JUN#jO)=uTi1{ze?svozOP*V4&A!6m@h!{<=7BC$+
ztZ>ivn_d+U^@7>c@rGATyP4R70n)PFbJO*VZJv8y;ZxT2Z&F$EaLX{#GgQ9ZL<Ra%
z42CxZA-?zZi(>KEu|=AE6;YlIB0<wijtzYtk0zo%ed=SJyTKqh*YjlJV@B_RCgQcl
z6})k!rIZu<I^;~yL*zpF^Ow@H$JQ69_!l%)5t(h{<8nZZlHi9QUgT~gys&e;_lam#
zpUMxW4{hu$G^Z;7*F6a+um&o8ygYutzArXs;=>ir)m15d8F=4w2JWXFE^8?aE`*U(
zl5ff34FOFoIYt699N5^+dfv%#Po0Qif{6&i+Ttza`D|Liiu=bY{=bb`CH!=>*jHoj
zi?nj4@&mE1?;vkZsZ8RKN=_0LQtYlmktyru0f_b5xZ9Xkt26yDQ^f-PbzHkKG><8(
zdwD&>j5P!SQ}7(rDjyaAzR2MQhEYI<^#RBXbAE!J^f89wGy=2iSR;xM@V8O~YO!Ga
zU=Rdg<8H1eIF{|h_+<dV5qb7~_f+&T;F#hYDiPe}b@21Wt)DMKQ3f@N=wsm8b{6<1
z2YZw3`~CGYxD>G3EsgUZf79x1dA;);^yjPWXdVZk!(Z*x<NfZC@#{WhXM^%&n`6nc
z%WDgGkNfZU;xQDWF~Fz~evaBK_$1jHD4r4pU0(wq?uTIx$z1U`ml_epWvPb;_1{5F
zzzYDL#L5=Dv*q(06wrquUj~02{nZ7gw-gAvZqv9Gr6@(L)7N<RJu*mh`yga#{NOtX
zD;3S%4=Dwr5&Wd+cejyG=yFp3coBfw1V>~6_|5t)3^o|0pANAGZbJLY%nv?g{-%=d
zqg5Z|kKR&&A;W$Tc^ABX{EHxnHE<&M*+7DXhRmPs10P=kTEJ+W>NA7J1tfm+H%ZE8
zhH0^ID)Jx9`z>+@_Ol|F{7dAFf3s&1;K|QXZv5okFP=>QGfx0-u>We9_W$iLf5{lo
z%+q21r6>f)|J5-6LH@fWe>1c3Z}mDQu5s?(%HN7X28h7zjMnV(|6S{h4F6dK0O>z8
z<!`RYe*C4C=b#^ciLNOVs3!}EE-VZ3OEWZOSpcQ{#aQxX^S`*xd1mT-2DIx}>%a8y
zAJr=j;QL?tm4)g1Tb%`5QXr?Qq4c+E06GaM=3l+*pRJhvyQ0P~`oglVfSvt1PNcx7
zyIQCnxlp}W9vFqfYV+5_6Yc@bzo0PtGllfQsg6NWe@{HT*0aLHJ1e}uX8C@&ga-Ie
zoz{jlw*fQnZ+=34uO%m`f3f!0%scbqDQm*c%)GM{X8!J)ZvCeueoWHxACvTS5>cL+
zL~_6Rq4;}A1F|6PY@rOsHGZ#nfdA^*WeodwFTW?z(!W?(&W!rch2<~un9nRM(+A+w
z7?yKtkQah#wZa=*`|w#rZRP`Nw7fU<&^oZTGJH72zNN%fAS<-Vbk@sUpL4dLG@5Ik
zjn}2HB1uE)ohzsmmGsexYa;awL{3UoL!0`XT;xa2ZMIgCWejhJD_x*(S)R8+2t*_-
zC<e_|_}XGM?+2!EKjDv{@ibA-G{@ZnjB;@M3AW16Inf@Pnj?W8O((+Tp3b4d!|$MX
z_ujQ}3VZRR`6AdGq9BKi7&a)%<VfS>9RGI^kP^J!3Uk?y^e4n{{dBtUX8eF2o`gy$
zychNoL-YBuV*&xRJPhzV1#s(UN@jpYU#NKb6O6bIi1?ZD?Vmu&V=@=$cxh+joa+jB
z_d??d1eFN>@qfG@|KCeR$(L#T1TGdUqM66pe_|@XWWJWkmrlY^D#QSd0?XRiX#^=i
zbq0XH`k8_A`6;2JkU5G0@DDVle;fZFwarFS)B$}-Rqln9@Hbupx(#s(uL!<S-VZao
z)qh&vo1gQeq_eF60F~=HLoGG8)u`Q$A1j^+k-0oCi<<LRd@ikw<Zjhmr5Sc`$i96%
z%0@LmM7~R2SYtHNfulkpK4zD@%!%xvQ@VVKE3!*a`{I*pwZTA$*n2-Vh5xq^MC#42
zcMBLvJySIh4e`8ty8#Z=ck$w66VmWJlUk1;A;Q)Cuxu>N2bv53kZBIXXm7@aRH$_?
zFvZL(y1uZqaE%1_sVupv)9RseU_|!D`eC;Lc{x9F5hHOv9IF^NYI$%@&WWajCL)ca
z{rq44V}IuJdH2dWFw~t4)SR`KmM*@68e0BeJ67W~Wr9vqPMv~XPSZ{a{{Kn96bifz
zx_6o)>#yzFk5pNwjp1^%0comE8~gE+*6E9XrK&ouz;>PwkPzv)AfX>Axok252!EvH
z`jJ+v?Z-%z0ifq;z9^eC>>p46!J+N{LZ%}k5ZR!TcqU6E5Rp{_5bYgAdpz&PZu(7V
ztZO%bEtFP;hXJM#ZL^uK^t<$#wG1uf-^SS@@_n_CjQi7NP+};l|Kj8~Jch<>zNeXX
zGi2r8K^r~J3`7iUpD9k>Vt-^oz#PiTLb|>(RYYjBQeDIqPdnE;NWkqDG%XS-OnXBs
zP-j-NtnB|G<P0wxM5aR+U?uHmb0r-kf?mej)$wh`9AVtNUY_g$#o_;4-2U<M!e1`~
z#guyxKZqpAkE~A++|ZcJ@P91wC#24p_Xg0*i+$GEf-NbYE%GlZFR~wu?WExisO^v*
zuN@Bjw?&;FFX#LZ>Z<?Ik=D=RpjX}xcKj1}q|Y*ISLbK3;U~fFWHV>!|2IYU#2@rC
z$_w?Jp&uxoWyfDd)nD}g8rEOz_@5L9e@S>(hcN$Z{7#xufhQA27<9y$v@`fx1h_T{
zQBBA=-ppLJ18>l393Db3M`;9ib<H<u!9NO_#|nKIf2-42Q|Cs=^?#J^ot7{IryHn*
z#;y0Da(UffrPBaQ;Ic=+=6?}<yc)o(r3?AH1pU!u*kA1v=rm6%XdI95xOQ-KNmlmv
z<CN*#q9HG_!5TiZl>D`%{HK4}Y}i9#US32IS@HUWS2)@Yp_V3_+4EDx9WAL7jP{Bz
z<2ll{I|c*zP{2Cv5xiUN<n-?Dxa?gSgJXTb)+L&cyk$<aSiwNgEZS2?{}#I)q9RO0
zdKZ-rgE+3;Q*uj~5HL=K(>G@OI3&Ln)$2T8XHRA$@IEsebS*neRBz>cohq4~0J)-^
zo~__u+#kU;{%?PXE+ux4x!0OvtHfb8_S>HZNEWZ3w`GvnGIO4vb!Q}7PSi=Aq}+LN
zpnc)ptLs_Z@KmbyG1nP-b`96pFa3}CVczkWOU4Dh)2zd;dqA?0KD&%{xnOKEp)5O9
z$w16Nn@z^UuK;YJ8Q=9g=oVY{Aq)lV`7T`RJ0VPrUu>K+O|WRX{(+@JQaffkQp*Gm
z?6z>K0gz&h7JBS78QQZeOPCOK)g7Se*6vG>!<VUR&UxkRbx03%QHnRB<oF=V_lFxr
zejGJ_R@4S6a+k`;+;LSSZ8o-vV|EQn4{_CqJrCgXFR7*;QH${RK!6mlXR2;Uv@7<f
zs@%L8sod_>r@|AoM16LQifE>I@a}ax^F&~?@&sR4`%2h#3HsNISsSS;5}GCe?DBWd
zoRBjG?(#NZ<004v`M1;;{-@ss6F54VJS0|BU-LOPB7y+l$NtVdfBVy{Z@)RJe?Kx3
zUqO%Iy$k2COK>muPdeTIna*4wd0YqSS=v<37EBAtfV^*i(gQwAPen#5hbx`_S$;5{
z85H^W0FZ5sP6N&40q|=Te9ABWvoAk+UG|Us0FE4I2yu|-(_9o!Ju4jZvxN=uPd)4`
zdEbT>h^@lTYDf0jLeXfbN&07J^D{&HlVA3LA<{MUY?VyRC8@u3qt=LHf#B``naUrU
ziv72ya*_o8&_u|oCT`gLXExtlB0tOdKUJ(u3s7#@S-Ss_LV1?V=>W~oa`rDV<YMeG
z<X^IK55Fvbb07ECycUs=p%UpFjrHxc&8=T;{urjl*}?|Ih)5P-{lA}5WsKQW;+^PR
zfb)NF?w>jTPn`XG*8O*!Jv*QNTmt(0|1IIClj4W|{W%~1tUnqm@fYKruGrl;T7Wc1
z)v>_7Ld7(Yye%pc1hN8<tET0rlQMXY1VHCab!XWN_$BECSi}r!t#Wh2^;;DYt<Ebo
zc3$Jj9T)I)8Olk*@xDl_r>zP^lu*}I%4Xt>(OS{0&Ct3VIw~NouNr*Z7(?4j*w~+U
z;pWFd4Yhu%951REeJ59IMH+Q@u@=ymu)Dy5_fF$8Fk8G~RI?V|TH_@ylDfiP`e-g*
z9Zbj@u+Zsz&lmwO+s5nwX{Pg4RTCsGFMtub<r+sc_tAZ)Yw91(lmnM>%+fg+a*8})
z*;Pw@^J9V3vP<0+?mSFI!1OXAExswf2G-@jTUGqs8To42y&u1)J~PVw=9#^-se#fZ
z=p#ZceGEIve7D-?gJV+WwRWUmEFDJ4x0;6Bq0`<_Cd=!HQ)F@z9)31k@DMGD{N{gs
zaH7|o3qulT12r%7z#l%=@AIeX4McWs@J4>&Q@D8IY<}xv|Hphmn~YE#GA%ja<Y6nl
zn*nU=e(m%B`1h*#yCncXdV?e*V~6zd&9&MgVf2wEcJ5zMfn+$+cGF0BQ8RFobr^1a
zqVmh4-X=T~cTDU~NAQ-1-M*lmpt?s+2NN6lH~nFM9+aOI{6qnNkMnICiBgBkzyO+P
z?u3ZUaHT(!1U}INvbP04aNwINWWIbulkA3Ipng0RJTdh0&G*4t{W`$_Y6m#p{6GA2
z!8MY*S6b&g=o&Y030$Oc3Qx(R*@2S%2~V*-o*r2=r*YzY<jYSmp@tMokkA3lPeY@1
zuv4dC0D(IucVcfAV((gtP>a@>osu*(sV(y@UiA{`_vmqLzyWNCENVap=EGz1m{ZGy
z_^=Z%hR0TPU{a}=oce~RbmD%v8$;~eG;moI-IC>pw<EF%+=bF$t&84a`hi(lfS{E3
z)WtenCuyt4FTf10Z_W~p?A>l$eefOh_&bQ}Fkh*E%wz<ug**8P$_?bY7fzU8^kcMg
ztE{+Ws_-$|W~4+mw$oR0Ea@h~cad6UQhi(TX`cje>-%(k&CZO<Pjc=%Xz)>%;0M_^
z;uzgt&*@npX18AI9Ey0&{vKh&n|ZVi@jL#H5jt8m$nauQlWyh&WdMisO}|mynGh?y
zq=Sk*V*R|Qbqfc@3_K<C9EhBSOXh>T-q;>(Dw(fZlESbEWpQz&`g>IedJc^n_Bzwd
z!#qpkA)9#M^-o+)7XIaM@3EGo9tJ9R5`tBjE3*JERg45<vUlI}#k#8g4c6gH9d38M
zLj7#hg|tIC-eH-{Kv_MdN%A^LU%Ll?XxbJR8Ppd<5@2r27-OnZzu96%A>vkjV0f%C
zp9W>;cLY0E?JE<v$G>1Oo|)f4UQI9|lzYBnI-0L~IQ#emu2TnFbtB1geClP^>XC9k
ztM&b)zW6JhL5fQ%^D^zU`981ININ(fCm-ACxtkdVXbq=~%qEsMq$64k%W6N2$d2Un
z&QTM5gO1knzmO~{&s~ngpF@4)^a|Q$lE&Tza)UKGXn!=ftg9qizE5s>E%G)IZT{2#
zyic&JjQAVz$~#-`D-;LaJcij#c=VEkX!=op)?pD|8lQL7kzZaF-SMPehFtU@V5s1`
z`tZS(c9oO4I%jp&ZbJ_*4}prA`saA$I|T=_OpU0(yyYYL;rC-#KJZq}QL=-3Ya3BF
z9euCP*5C6I!L6!}KIh>gT0z7e4Al^;=w?iCyo&$UaR--^sj;lOFUplHrE7Mq4+BCh
z!sb=2jq6ox)_K1`V<QblV3(IYAVhm7qMI#RiN=N|PKx(zstgXMQQ5f;3p*Q@uif1U
z?JVy;BlGha7*BLXVKt=@GE%MfWO+Jn!a1WQ2JqD?CEBde*O7EbThHbJ;Iox|MQl3(
z;k@&PVI#ROhlo0tgU&{Y0`EMy7H6&sK*#F~A)p`c?Wk3ZsiQj=KDTt@%m&Py*u`~N
zO{Clor|{6#LaROID)UZ$R)VAYiMk#qsLr}Iak_9GLJKUrB3Y9n^;wGcRpPsy`A3z_
zQW0QP`+9!8s^dr8Rp*v)1|Ao$OO@c$4UWC_<wUyo)>}H~*x`xAMU++Meh0DD)9Ku_
zlqb^x^_knfFllNFNR;XBr0pO(n7bn<%@Dg2BnPvfxeVL&lf@Ve>N{*y&FM%FSBT^R
zyRtaqV~YKA(?N22m6l?3R%0UbHI>cWVe}%KyFErv>Vw4slv^&3miyCsR;(HK^RL4q
zop?TKYtVBH^LXE=seJIz5YAP92ie9WCSY>TB2EHy+-5+h-{VgMZB5}AadK0o{dxsA
zp{yhh%z<7jLK0SjiF{=kqHH~fX3QI;M=^{$p?nlF!Fy6vGu=K_z%Hl;P&rm*vg_AN
zQdV8KJ9zvl!cIi^-1#p><*L<|u+16o<e>1(8vE;v#ezjti=An{wehW=?$9p+m=d#S
zn>qDur56naO}d66v=SRd6a-bK&m1C(ga+%JOol~(>;y7NawRoBKC}<HS+2G}_QL2w
z3{ZwX87o5O%QfX4<4iZ(456Pvi^;q6FJ(z)OwH^i$4xX?-<MWt_6)_C;syJPy|?w}
zZm6#ro=?G7{(7ZCWoNJG)~w!+$9v%!-{NT!lbyt*xt^)knag`G7E%;$KV%ZJu4mmP
zVEDA7c!eVR_6-s}CWvGRuR_<83Gzu|KR^|XjfcyfUZhCG-yAA3nr_Bz`5-=zPOL3N
zbJYy&Rx}LkNrlusbNm|ZL1Sq(Qts1MGFbF*M~m9(8i4?{NV6{=(qXzr1Uql4-IVci
z(3g4H#nPcWjYwF)>(xGIYmW!D9_Kw~^;r<59~&q1#l#da1`XXDhj*iD@#-nbp&3|x
zL!$wHdG8yHn601S8F`o~s-zPr0U@u&P&M~8v8q7IOju(g2CH#c=u$5bWb-hnt{a{j
zR!-n>bEqXzioB-kcvH&fE)ZM>?^?X7VUc?nbc0g;_~~2h741!7@70=5SPDcb&lre=
zHUzf5E-BVlO$r_AL(#HG(VPs_dnf$07~#5&;68TnH+?Yt<z5mjbjP;FbU3Q6=Yz#t
ztX_x;pA^HvNzOgiFHTHTZ>>I4=U)w^#<{%8-Qf;<R%)<ZI&&-k&KTlq)Js<&$aF;m
zH7dit5yxc8yvwv8wmWVsaA-FJUc4M*D(6_6lPLcD-sX8xf^MI;FZh^W?O&W-tdmkM
zZ$KsGP0pCF294c`=<2u>gA;z@mzTmku!W(SGPajgDByFrWeLA-eFV(KEsMp_-u`m&
zy$Fg?jBIoo``UDwZFDaS9CWhy!jJDeXkW(!`b@z8x@W?Cszg2v6^JPXzS^+Hlh<R6
zb0mj6vTSRZs!?5{6-V!Ubut4IE>7^Y1?NJ5X=}LmK1>+((ZQV}${}z3)3U`Yii^%E
zibkVOS9nqhLULKp-E#P_gEqFOrRP(8K!;RmmFIC(JTRfrPvIzDRC<{r`|w;H<J`l1
zh!eb+2pvsUbF;I)9>^ZJ+`w#RVkav(=*F#VNO?8ug4Yt`y!^B5^tJO%reA6OT-$Ud
zvjhB6A3gQRN#OqM&xCrasjkq{oG6{mcTLxjj?vBqeKo3VOJMcj9J<K0ZeG|x0#>{_
z_tXmKlJ_MSB8AFJrQ}!I4ctvzfIG=+C}((tLU$`E%F6IbRDWzlQm#ms-PqAQT5Wh;
zc;fkvbwWF?r<QzRS4Y3|)Py>>JQ=bUhR8qXtd@8*h&#bM%rzZ8s~;;H=8hP<T{F5V
zLRnRxEM0DPhvZO1qlE#h5$X4Qzqd3`tpOsKdruJKdZ&3w48ymoLHyF{TI?vc8kS&X
zRnbz*y187bHEZ!pWp<dH8Q%O1@oEEQRe4Dwa?|aQ6<4P9?In4ivF9#s1SICyTz8wY
zK1!8-9%DrGi&~vzV`6s&=oTBi7`GqmLALlY-N62IfS2%ERasJ=`u(+`DY@*f(Wv+Y
zM4HZJzbyy&Bk4~$Q^69}k@BA%i@;wcib&NF1(l<XcEg+BlvAU#i$h_V%6u{KmYl+Y
z#Hrz32_Qn%SEOU5b55sSMGV(w3`t*AQR1L`%7wR*rDQm>OXXf2;lhv-vs;|WGkq}u
z8dHn4{KU&MUmri;nZCvRv~#5m<aB!Pt>fW+QAbOqjrj>SD<?Pt#1k(lk14rro{y!j
zT6Il4^0w<Tl|G(*<|@tJ`u3`JCl1#PQ?K~@#QG@2)Jff_NA^J#VQ?uB0QIp%MtWIH
zPkHDqv<i{>jq_K<#k1d~lwsX6s1r?e8_azFDL=Nepz)$ziTO(SfewqfFR^V3@1X3I
z-I%N^(@T;r5~Gg@#~{8!Al)f(gGs6z0};rvA^wT4Cco^L3?NDjPibe-tFF*v!(qDJ
zp2vfIfZ^^cW5R?YVkvS@r|rtLSm=DnsGgn$F4lZK$oq0#CE?v3hPjEyIWnzE>2HRy
zCqEQX95-LNl~dnY_j-zBQpqYbC(Xbd6^*@Ln`2;kO=0LD7keOjk@^lx6xFdn&L+IB
zcYk!gg=R0~qss<i0WQ@Ew@;h*`e+5haJ+)g5p-BDbc0^Gt`g^|uur{MXsn6kf)dLx
z%^WkryZcdzMlNI7hu&KVBGoz5JBwpFNlJCEl*`bO#5UL!6Hy;oR#YqB4i4PFkL3L0
zZ1S(pEC2gv=l)^4?=1-A5azz>&$1lui7UnkgxPqR><pmOSAL_@d4j&sop8TG1<%n!
zscevj#-F1~8kDV|Mg!|NC#z>~g6A#{c~Ng8p{--LFEmLz4<#ZeoI?DCOUqSlL=aI-
zhrk`?^SOh_EBBv_ZKnrXHkPvzw`;Tlf~0(|MBNM8*tDM%BV1ykf(aliTTJy^6ZaZ&
z9{9fMB((G(eHxVlG0O0#N3B6oxsAvpJ{pE{&XdnA;$33C`v8dcZidDSnpJ_WvJ&i$
z>LOT+ED=)g&HKagxYGR>7X`SCW#rXoXFyXZr#709eCg#*m(81bz1KBRL#udr*ACF!
z<}b!0*R!*`%3k<f@xqjsBc7|p=#GehNliJec(U&S$#X)NF)Y3^PBhu26G~AU6mkzY
zxw8=sPZ^&}OW`IYOwph}OC{c!um09ZTn)g^W@iH?ttRyq3v3yPkkj=tZ?D(UWPv>c
z%YeK|=7`3Y<9dSj_{49eEN!xn({{%5JTvEld#0<#M+1Ew_~{nfALFO-=k?f66Cl|G
z3uf*PiBz*zK97s|CIgn-Z3KCSIFWj4k7B<0A7?rb!>ha+7*O3N^5r9Y?#E1E$xIh{
zZ|mn}sz7AmODh%C+Zj}ybTR7qi9n15u4j1Ju8fx&zug{Dgs{#t-ZGWB@0p|=V}jV&
zOd@?T?%5S0Ta_O8?MOartnu6)NBX3xZX{@Jv{aT6MI^15?uA(MpxEXdN3ujgTY#Km
zM2LKpM+=@x{ez?@w=59y&XqF+<;mQ4;|`jS;=c~+#E^=SU$9M>zJ~J4vWaRs8hgQK
z3hb|*6vi*DBv!-wNX?dwo<QfOh+POjrCU2ceQHDjCfIY((G5LrlZ<+M+k?l(MQFDW
zN{^N>CnN9)!}srTcL;bcP6ccly@80X1&%qzVl*=^*sVU4267S%rR+UN*ikvunHID?
znwV4IDoma0{8(s!#+p~Z$yz?V*Tk#X)hzlg6cUV~vTL9~nosb+;@5HJS{MwpENX=6
z@M(a&%R`T!l+FScZpIGCHp^<=cThLQ#=1RAO9O88K;45}du_D{@@~Pq^a{#F@vTP2
zYqE^>L-5B?;Rkn9O>{mKJ#NIgOM<T&`OZlL2#hd(L7h9&_hag4Eh7k}J>M+J{nbRJ
zL`ZfW+Me%w1EJd&7X8`ybKW;mIMuwcFrMx^$S1ZTI#R0HkuI16$=8jmfstx<lp?Zr
zuY$8=Y+aRa(2YSue5rGtfd#M+99RUI{WOC>J3x|poWmhy_7$ULt)s$WVR-j49<Z>K
zd(8wl(4FSMdh4(Eo;an1QqVfL*UoHSQD{~oMg>(5A)32fmfak`sZ0fP9Ola?8(K=y
zBe<9@VP&EpAxqN%mnt7FJ4_tYl55Fpw@*r%TZ-5d$F$|zW3T%Wf0bYkI}bRq;j!4m
zsO;mBPxq~2aopIM>&x5<_z67Cx|<U<i%Y4ex~o^!9RmZ^@q@{<)Nm^=bbNu=ft$Qz
z%b{&O+SF5;UH2~-kI8UPGH!}VkM)i_J%fh&GuaEax$KW!s+GQzL-%c1$>!+dzNZ6E
zPKrLkm8<t!$HLHDM6#uDZq)Eea#-M&-V(}V-cSB~>|z;FjsiD3tA0AlzF9Pdx<B<!
znMAaF%O{^iAV1(oCH;-@?!X=Dg!|BJE!6zOt^5_2PwTv2gB-DGy+o!wNj~bEk;ZHK
zyor-@y=qyuTi8ej(9ve3`qeb(!lD?x91tlmpbVw454co6Z}oT-P1IBne&fV05<16A
zs*W6=;47EueINQ&J1g=zs#NDA;ybAQNQG8i%23BPoM`J4`4EbIZWZOSvPXLyS2KM7
zxOWmB{lWx}q3>acN2(f?)>%Y%vb^S<0YFCi({fgsQ<El=?|Ibx9nt!v^X4HrW{sxC
zD%GNiL2u)90_^bt;Wiq)Fj|uwJL12|;;$}cBNdCmS1Mht8GdoSP|(8rv9btdOYn7H
zrO~lh%8!X<+S~!(aSY?6C!bHL^cwSLe{B*w^NXGrcUmw!4I@icijlL$7fD#yqK(e?
zvdle0uFPE8Gd8XuaApypeQqZ2BMW;!VKZ(rcEBV3BE%1{9`mEDPfFhtnJd+Zddx0y
zH;FuFZ-G*-UE_6+u<(n}_<VV%O6Ln-WS=Thy)w*~Gk1F2xK8W+^`I7Nc-2;5E0w#8
zEE2M27WK~4e@LYtH|mifMf0=3aO7y+mKw^qXxV#W(l#+Ia$sSyvzFSVpRLb``qOS3
z2gq41!q7^yW0Br=K3g+5YgrLDE{2_TFO38r`3cj5YI$ci1)Z!7>0Fl5uWFOlp5R$w
z`l2sYd#}2W+LN!lZJ(QLrnX9B&jqGsLWLlK@&eJ6OXo)Q*E1Jz8pZRh)Vh+}i;-P;
zC5LhNcMi;wiOiqjqR>m!7RHr#h@MR2p&$-(<k4_t^&WJ~6(uxA*9eR?1#7i}o6Gp7
z_?v9IrXm5P&6@kBF#RpOROUM~>xtWp&npH^(Go~PLB_W)Nlc!Itk*;oHw+aOY6f3#
z{X|ktRb<>GOH_q;_r~4cgG+_|o)X=XOkSCab+oSpLfbR4+1H+uBBt%CUZf~X^*WK0
zXZ&1yQpQRHaEC;YiR-_1<ttcibhH>zsZ}xZZMcp<msampoM*SC>uB2Zxsdw8nHI5^
zdqO;yU-@P|daBG^<k3J-T2YLs&k}Vhi<@%^Z@~#4lhZUZmbbR2FXN&RALa^8lGeS{
z%MHhy0ixDyeFr@d=|J5ABP!7v(8G2656D9z*^q$kF<%n%*JJc^(mCy5(sLw246(7d
zyft+C>vZ1n70-2dD^T;&3LFI{BBcBr<q;4x3voxEn5F1^YTbE1w#Rpdg0k+9#VaGy
zC)$?`4f~DW_|EXpNEF0~MSBQIn_8q$HX_>J<riBj4XXK3im(Sl;6PSCKUjs4_~Tq9
zz*RJM5;fmk2rncwXkDWVmD3Yp4De;1CK)gr*EeMMm~8bI$GC~ImP-Rkq^ytm=hX|R
z#<~egVjr%I*QY-S>%8J*&h6;&q{yn>>|z<xAtS_!d>FF&jXuH|f(S%SSssH%Dc5r%
zCJx&uZ`t+T;%k=6_jRaB8A^yYDJ99)m_zBAM;t|29z3{*&oDBL;%^#Fxe}^OKpXZo
zgh6lJE+uwWHJ^lW3Kh6Xp7!P?!E{)VsgkT<(+)~jOrBMqZ?WT@yaNjNX!`i$J}y3a
z1(TlK@TK#Pc1C^;`IfxNU5=4*K{DLkkU3+|_}g_+ZbSx(c1xS3Zkdn2m`5ZA!@llL
zTxyzp<6+?%7-beSH!Vy+{2f%ShPhc+vonWVnCDPaKY~-4{ZT3@9DBUpN~O%6==$_P
zq!H^yrG2sld8x_m;_o2#^VXQ{@1XVaT>)5%)gcfCkoIO>K=%pv@}tpwD||=J6_dtr
z-<wC|ZwY7?jo%R3_=)$pwFTcph23~=R%(!S?Y_bktv3yh#mW(Jdj9yesp+g)C82Vv
zNU-GRlG31-4naA>2<8Bn)}`V?S_rXc&;|Jt^Y_i-YrUKivq@_{RYirsN!Od$q<Zbf
z70-j0Jm9r7#@wRzPk{NN8LRJ8V^?uGux>S!S`zv@cFtq?y<=LA9;WATs!l+~EzU0n
zh@D38=X#g!y041A)WK1m?{2m@<>-(V*svB3M8Mt+eD9f^l?+qUo1NuCCT0WSy=PSH
z&3B*2>AmvXXWb*uqkLBGCu&XO4lm$w4YK7!lX!ViCW)*>uSrl#Uj(hMU*}=!W2_~&
zai?B0tf9{yiA#Jn^@%lB!(_jZ=|bB1tTtZU03ngNWQL`a7J~+CFp|X=aPYkoRAW40
z>0!%?Gb=eS(rKGQF<e$VYYA*A6!@$1gt1f{{aGSg#&$CGfxGgfNk*qNWA(Y}q&DvN
z)L7vpwekng*=vwIMv0%!v1{F+mCS381#I0W6NmazvxG!^kKA@>563jT9LGdmnrY7u
zLkCOHA{pHoU!|{$-|IDo7J^)-CBB1RjV5TAPWs==L-kH2-5m-ORQkd(vocs?ehKC6
zXLi&JmjG=WvxAN5^KBllj(b)lg=mUatrCGO+Ge+r1uyeH-wlu>R>HXBLbFyzQ<yKt
zm#Di_PUBdE3niq*;I#Jz<ou;$npn5Fty?fOrq@#7);o?_$GtY#>GVJZv|qsh@v_;x
zfGA%{Q3~>aFNaz`u??0@){nqn;e!tYC_>djuX6xT2rqn+NTUk{8FBRd??PK^KYW!K
zY8!VU(a?mMshhMPKzlSoeHHUO?Qi>>NOo-aX!MOOknbqI^k-Z1XCAh!d1$~u_w4KN
z!+P^JGv47kpZAR+zI<8Zn-k7%nJn~xbx5-WMa`BBFBElX_91KeYyi2`!PuK<;Q=N|
zeu#K|C8@n8wta<Bf=k10^@E0^Uv-ho!CWi1%g*xHknQ@E)t$Q-Tp+G+GdbLOsI_GN
zqz$-bY;e2va%5*2!X?vK=#q*E2GTZ!7(%v!f0)z=kcuaSC4dts0fx*q-6h#frqM`n
z<7kW>u<q)If|nn}V^HP@z`6`0gY<XvpCB6N6eWpu3OWj@iZoIDZFrc6|GKTT1<5*Z
zt?>OKowIe7|7<ov;!Y`U48uql1Q;>&h#IiBG*F@e9|Qs<_{^}jlg%zHb9@BwOlR9t
zL|-)nhM68`emn<hj&!5T(SN$4BD7+X3jDzF_YX0D)Dft@Q;EpxD0hJ%f<4bN;^J9G
z0E2Iqy7!8Z&MI^PIB}l&>5qYOEXj4bCy1}yzy<PN-K^6BOqD#12hD&Tl<|+&0sr4M
z!9WF>{20Jw&)vqjdmRYv?8}cjb!a_9HwWNYp5JlUL-i+}r##bm`5m-;|EDZYna0rA
z8=1`g56uDnpOqQ#UIF2L_P=7=Z|+1|0CHkf0bl$FIsrX7!=4`mqzt?MBX0rUnNz*!
z{HYfLfclUa2`G~PDNdlXXZ*j3)&gA9^`Uk^k0e28O~~Tk8rJxShUG5}LYu2KP&d(k
zvh|Gi`VWx2Uj4*+3A9)RBSbNq;<d#eeSE7_Db--EHUj&nnrG-qIaQYMCz*&-PM_%)
zebxUrYf>dCStJ|$I0ZLMV1H;7^iNsS&2{y{7=|tO+WtYQ%unBg9{$qmAJRp00IK&V
zZ~xRU0E03zF9S)YJJRR;Q=ESc^pw?7@Nl0WFPWd6r>E4Ml}9$!caX%N3UxYhev|o2
z0|eJha{hS!k5qo_a(A=%7o$3}F#J#eZ}F9XZt1KL>6Rt#z{o64XV%%(2hvRWdkOe4
zvpn}R9lgg++3-&k{#uEE4)rdqsP?J+Q(ONyt<v5S^&~&d6Y2ah<-(URSAH#9<|zHd
z!hx^3o*|0{P+brq<}M(Dn_l{DDUzj?#g@G9;->GH5C?ux0Bf0egoaP!po)&V+x<U!
ze|;!}B>{Wfze_-Lu6un{;28$Fsxdswz=~*3hTCJ?LN2(2-2)cXAMOc9hL{GQyvwtT
z7uDhEulmH{8e0Bg?2U;p`Ka4U-#$Yv&*P=whbvl;W*BmI*7G^wmJitH^nBlSWmn3m
z+U{oB!hp#0!ItwgM^q5x)@hLY0%^ei{1yoYuw##AzV;ts$bLFR<{%rp(1^%KpZN(x
z4uL|JErIZ(jYq>S&&w6_W{<SW#^O%9+BzWwqX0aP5fr6++EDs4$c*`koy4v2%;8VF
zWC>?l0|DzY(7<V}gA+m)%+YCd?JfqO+wvDpeY4y^cHV+AReUG@hXzr2H@!rbW)S&x
zo}RK-84my_d82|a=qrtNHOl2D5AC0s6>rWCbg}C#kOYsrcf7<fnR&jy`=IPuY<ScG
zlnR{fGlLT;(W5y~X3R^VuF6fNC;rNfes!Uh+1`tVHP<;jGNVj^cj`?|$ICK@ixe^1
zjUgc1$Lm;Nm8CinB)2Nkv0gSgn>8|uZHJT2z0J$K75c1ZInF^<qdM`3&oJZRwSXgi
z5kyOiEL&ZDeT;m~F&!eJ1b5Yo&Ml3kfK%P`V+jg&Z>c+uJD3r+q5`-zD*~<y=5ve5
zirNAFc%_jxZJv#2-ab-;w{{HVDbnt&jL5us)Q&|0rMKy4>jugkAXRQ#BKK#9262?O
zh4k0^&%T2yK)`LEEz<a7<!!9OiFBFd;v4kYY}^bpZQkTxaEY|XZ}`!a-Kz_-OjuMv
z+nn>&3U%CDtMYeCFP#n`(;jkNlj|!4HZ-=v)j+gWHjch}#t0DLR*ntC%MBGgbr$Dn
z<0S(nWK#XgsCMdPi9J}=_`;~DF?)r8E%5$<P(1a8>o<<{ZPms}G>JgIU5%7=&TQ}8
zzLiaRB{$reNdl|sm!V~b_oj4i*_N*<R#X!;*UX0^xtZ`f7U{6|qsDUVcEP|FrP)|C
z=W#{+fUWmk)$P8kP5!d4vDPe0PZg1+NZymZxsi5F?7-+<l8@JZZ0MDN?qzwG8V_jQ
zgFHKrMBQhD8qS;(jMxiHg&;rm+Oc}J%}J{@GwcFXW!p5(pl}bam(oa4>QZdS4d=)i
zqfVNf@O8ASZQAtOZQ)>6R;yPUcV1)dzVlpBxS7X_4F5LPm%@+SFZP4apcKna<ayGA
zZ%VIwPKwLqO_LzoYu_8MVi@8MAJjy$3z|UXP(ZTgufpF!<SXMTjjoyF4Tpv8_brDi
zQKOr#{qqP|oGgv4B&HY+%%Bf;3e;NAx2;PaV3i~93yYy`Ru5;czawA(Qcjh_C{_{~
z(rq8OvLDG0t=~3J2li4^I06UK@CIF^Lq(}G@{ysczxqJZrN;a4+D2*=%p4&bY?Vpd
zSY{Wm{<-7*Qy^Yl8p-2Nbl5#oB0K6cFY26UeG0FC2kF!cO_)UmgL7BRZ`ss@u8ymh
zZ@az0wgO^8*<|4{{||j>)u2WsD!n7_#xgX`_7jKE99AaL9fcqbKOYAx+iPvZ`E*)A
z2E}cj4f#d(=45*z1H0@#ehi`~dxN{q82MW=?bS#R0|Dc*ibNcTIL8zVm<4d<^t?b?
z>|NUf%Zphyf^S`hv5cEjt_;<2zsoLsdqY&#>%u~W)9h}W6jgQ_uEp_C0HB(rWcT7i
zL26omgBWnyfY{FG?u7$ri$4|l_v2Hn15VqiV*l5*Gk$j>&r5be1(+e&|Dy80Y4hJa
zrUR@dL?1KBRynZ17thYQA45H*hyxhorSQRf$@1quynaUGPDU6p<nrnU6GCq5?uJ_!
zH|Ij)^jE8BN7L6<Y-Jp2xU-AESvgrAbaNCbHvN)hMDBeh4PTNgrlNfclgoWGToX^i
zb=I87G>C0rqt_3xV9>NzqvYqL!Z(JZfold=@Vw~)8P-BPBX$`j5ZA&dEJ5R#_b%;h
zRzK{B@dZD#OoJ1q+=rYDYn}kn*B*B}2~6Iz`v`&*7JZJ??l{rQqyI#o^c^%})(52a
zYNs?n6<UCOG7GyR*MQai9i+Jz85;&aXpWh6?>LQLlF2YUMCWi2r2!zOrDY|7?8q}V
z`dSPqb4<O>INA*{nT0=B{VXLrK6Lku+nPkjmP3Z+X89Y}Ir?)4%zj+sYI|M%xI~q0
zeRw99z~vd?DSfGkLICQHazV;H*RQw-85e=NB66B3*;$lBm?1UXY-_X7kcZzvde>g;
zkK17P&kYykn6$Z*l30_ACkhS9gKwEBvp21Ib{w%4dtBZCQXH(^WkkHM)3pXZpt3ww
zT3-Z#N1Avgn>v$PQD$PmKBA*_0&v(+9E<jS@@PnJ2VMxBE?0dE<P2EG{<;hUehLnp
zU!w*ON%OM=P64&sbjIdQH;UU1p7Q~YXeFs9-k^QoP$4sQ2jq~vYgj&Q6-hp?{e-U-
zBBJHI&lYRyRvxetfOfgAb0<_Ff#!;e7wkosWF(<0M*V9>4?YnQoz#-po(I`1h7S`s
zV{ezV&nS{1nxdW_(t!Ns*}S!_Sprk-1O&$bD7?s9Z74JnW4uAhwB$s8UaUj1?buhT
z>ZwshRjNifoP$){GVsKH1^mGXAB}WkOw^c}=(W8z^e88(H*Q??734CtFxK`=OYO>T
zBc)lh@QN1S<rqty*Hk@DXz~wJ^WBG85e*tOhW5+yLj|K&*Nqie9mUQsCKJV$mr@3i
zg;!2<38;fSAsyA)^oq*v8f+Galq?^p-ur_p``y9hE${78SR=Qz#wo-nVDwTKYmwGB
z#vJP`9deVX-HGVQA#Mq?2bkC%5<)W+w6(@Jk^T9D!MTtdgUU@f=VX@8!6Jlhefg1W
zrnfYQQr0xypg-q|Tio%{_n6I}!Zxa_H6>|rux0-`BlOBke5Dg+3e^a5kmcZmD_1b-
zRC%1ssVuH2)vQ3U-Z}{k1sy*9n8H?v5DPEAFrgl8%g6fQ;@tz0-HnKrsV^;$SGBS<
zRgQFwl|Oi)_sgDjk2#y!O`n5dQ*GQ}ypC42?;}C$tDB4qwU&6j3{Y|u)bsTpPYoAN
z7HX?F@(qm=Ct;8Pxu)ib?5g*s+CI@O;+>C;Pq$3;EDw<Tb|I#-UDOJgtK9%zl76Yx
zGToNK=uxw(9&O}w^=#si1`t>wQR8{Rdg@jim0sUqq0!0{QE0>TAV=qBeveri4mMfY
z|G*FP)Xd%E3VizflYm&xMX+nM$nD!CpF37=Q25HjRY{0eqRnPL7r!SAW{*G8e>HAk
z52o02cK5ws(SPqzfg)7+ZjEAyJM`sv^O_mc3`H#I!|5-`)Liu1IM2GphqB1=agj)l
z5c0cLWLOkYS%%BwZcp?y3p5o3$aGIKCAMyy&0Zp;U<1ksA4mjoWC}k7upYpD%em11
z{vpR%ydDtaQ7iFJfZv}GHzB}h^<j8FmOM2Oa$ZXTh(7-xDx7WXA1ebrUzhpO#Ba3T
zAJCeF-=CeIYyMA!-jC0idgfqe^fadetGwkV7Z7fQdA@m^et^yI`uI(s5<QWz77~2Z
zXmh1XoC5;WU^1-51IT&lYtG4WJ(s_OECNrsxikVLRYV>5i>|VyPYvzDOpXREfOL3~
zjm<KS{Yx51nPCez+6Wt)6jEeEQoeD0Z^M{q=!|5Aw|-vYt+Av2bHtO!Iu((VIzGob
zJAgsod(h!ra@3lFVj+mh#3O55DA5F}r5d$%<HB8rvd`z2xqwYT*Vq>8hXE(PdlQTD
zq>@X+=WMW*v{K69DHl+|aE;3=3`|iK-R?GcuX1x5wjh?K@hvjutws$|uKX|31l3CJ
zNf+VMEgfm%xeu)<jwVH|l86Mu`6+BMw4y6sOglx4kDQ<OfSfKq;S!&e=2{yFV9vtZ
zO~bb7_4$vn?R8Wwu6SPz;-0Wgy|2^0E*Wg0ltv(|b4z>i^x6(kE+bAcZO1e`E%m9R
z-84GDZ#s`eMST*U9=CbH_<oE+xHs-2(i>MQ@4RXA0{m_Xvqq&K9yL@yadfzZSv=>0
zr?OiRZY`sT8;PHWYuprv$kJj`>bKz7&C9D^s+atMP`VO19CB*6N$_-4yxyL^xgcwD
z`KWkS6L(}}FFVnxraFXtFZxF2UcnYh)mK(rawHP6HV1C6vIpbHmX>NEWk%ZCTGIpq
z?{mFOnQ#pqW+XxL;YpfUPr~zVr&whJw;+`*GrKg!KxhfzNC4#D<U<^s;64H)u7caE
z8&Nl;|3C8HJD%$BZ5%%$3Z-GMqbMXKB=aa)3E7)O87F%k^Mp|L2vNu;D@FF64SQxE
zdxT>j9H;M%=4U+5^Zk9F=k@!(Uf(~woONIOy6*dZ-}iN0+=1ZiLvovJf4dDzda_j2
z08Bc>Zk}K46VTBJC!DuB6mu$JLK=Hv1gyhf_k`dGSTTM3^BS4Y?wpc`#6iLl5!ioP
zCk}w!z>(V$@pK|<^-#+@r2WXTo5&z2fa8kuzIFgdcNELSNL>y4s$|rEfRl{W1p3t)
zmw=LHvSVNcSiocG>lVL#EFGYenUi1DEH8MJ^gNE^ZvoE%_$cJg(I4cJkut{W!qPEH
z&Gb#OfB%;6kb)DM2Nc*L(T@>EI8P-U6B6u_9lqYDeDb7G3J_5l5E0GWe<LCd9N5fw
zeJB?2-2TTqLHrl9Aoc1GiH2b0%E3eJjhAHDV~Q)FBsQ4cePOc{RFg1}JoUdd)(Uru
zj1<{^iM#oLWQ-9F?o+@j^uH)3JXFZe(FUMZU;#eJ{Wk|P3l$6w!JSzqL$;gOeTN)5
zi#7d6?q^^q1I)gt4i)<^$3Fc3VJv9jfNcMP*bIr{{>zFra9}O^Lq+@a8|>46Gx)}T
zYEa19Ds<D{ktD3&K{Cj9NF5Yd@#=vM17rKQMhueWfV&@PM+tb#&vA#^;r`2r|MrDn
zmiWVO@DCC058MupI8@EQ6Yn&zHONnL_jhrB)BeK&kiVVfhXed@L4Y<7%MA($WK^94
zo^p%`?86^g<-U;qCitJc4q1C(O~0J(hf&gl5K;A~Yww4M-_F~||F>X%OAP6AI5Y|a
zqJlc?M|7#&ANo7G0GS?!lvR+#Q-!YDSJJ__1oYqI4p8<S#Ebo?^m`l>1vvfl?S6py
z$?D;NpRDr#3^2b?{j`T4H2hNRA5;Rx>VP2kJH-5w@P6LWAG#6yS22cj-+;4!g<&@?
z7c-@Zb$|ziN2&?jg+C(VA2|03w(>*H@*Dk*h<GRu<hUAioai7&^bgI7PYWr6Nn<}A
zWkL7jQ8Mn#=)UWNCoACkaPS!R<hT9phvi>R1R~oU48@6F1~ek~r;6ymhk_i%C-}c*
zv#(nckYsrftmwU_g$(`??;jxt{vQthZB)PKoqsZ_zcK&tL*N5)2jZ#vDV|@G04Vqb
z=Al2G;7~;eRs~f3pUxi!z<qcQ-ADRwX8#4ff9UIn6a1nV5cu07f6bJr?+~7>gBb&8
zXkSu4BEY_eKmb0N@Q4-var&4;9?m?6M)Y&$IfRo7()z&IpH99%_56;I`^x?A9Q%ib
z{R7_Uzo-cQCxhIdd;eOVfY}Ff=<5d#c#P=h<QaTpjRA_iQ2Bcaa_9=bbj{!TN0<U|
zf65K4F~Fn;BI_TPzdz{})m8mo741jXAG5~ca^?@)K3tVlGP2-h_aEAkUO~?ztF=wJ
z1?RowQ0OE)$jWboiWzsq#&a<Q{e~)mEPD)Q-ab>DUv}g9@pJti$=6ds0&&`|vhY#m
zhQ~@neXL^%XB4w;hz4OukfwtyjLE&luxGey-MJ1g%Gps{93ttDax0_@<=S)Fq`Teh
zP{UUZE=?#uzCNGDbbSvljH66{LIfRvZ)?PxAqflmiq0(Xw%OPZ<&Q|i;><wYj6)}2
z(XYNk231tPm}Y)(grW=G&VeYvkIh7)%rO!;uYhe0AW34UTI5<Sa(BlJhEhN%;t*iZ
z87WU+^DPE&THAy6+dE3Nn!Jw=Hp>RPGy$Y^@H0?P1}V>qWgk5b?g4<m<+<b+q7lL}
zI5y1fht)l&+!47Eian1UWXcCQG9D_b-UC(O!)4J{wO_8CS14IBzE~nJE!|s5F)ICL
zPD8mR-FI*Dkt}s0&vmGbca!c+s;p)_ZQs2WN*{QpPN=%-XEF&Lhg*MV4Jw;-{#>H}
ztNJn%l`QjALMEPhOW)E>AKq9kp1;oD-*<ckj*}fp4p{=H7~+ha>H3IWEp%jK8DSwT
z%+yv*cgd=^l+NJk&WB9&hfO2fj`?dr?_2cKgTF)KY%1wjq7u_EXLcovy3!&og9$QH
zCf0Mx$d1noS=Cxdjk`LX)vKHev1$nf4L%|0){==l>Ke-^frw){)HG>aQr{tKu?h7!
z(cVG>%9dmu^U-@n1)um5KP)prZDN-_j+upPVHgehILY5NBW%0_iB~~sAyX<wa!imD
z(lu4qHT^TsgYDzgFdv9L4j+?{A(1}685`ML3ctlknlhO`Q-#uP@!1N(nwY$q4>h-p
z3d^Dj%pZ^zISGH)Y4{f07|t9t6QhSyTnT?y;3~(6nA3&%IxHI0(kkSj<_cauBSl5Z
zNYu;>Jmz$}TvqZH-4tNS6c#?tuS}zG#k!{hAw5o+`2al#lE!ki$HxVGuLrzZWOc%5
zz|fnG8zL9RN5xtZQ(;u5Y*GmG_b3?gJZ)8Nob5-8$zU6y=4a<ab?{0(?D62WQ3<EY
zb*THsdPc5`w1va2_!uVK+0}rp&<<(?r}chd;qGQ!e2?G}+41%1BDd2kB%0{p&`M}=
z$HQ=$p*N>#mJ|ymR_^zyhBTC_S1|<U=1|*G$kw#ohHO?5%nqalCBNX8zmaErpGGg(
zG4P~NpE5@<#&sM%dUm!`cSN%yQTmwwSWq2)d}MzfXbJbPZ0F}^!X1(jrJj#^j2oUz
z0nW!@=(7eQSjuiL<CTWx1c%FEZ{9<%-V|RjxVZpZJz5FUR-9q$XAQ2o0mll<(mZ@m
z`I_uCS&*CXGrKo~51IYw8YQ*6%B550H$xnZT*=!Tw!Z2t^?j)%MW={eUQu{|qI;Fa
zhA;bC{^XiQC5;?seEK-Y(a0~yN#_aOukwmB?y-ir@zR!w<vpTMIH~K9!(rhnU*0u<
z8(CugpcKJ$PdqQi1B$rT)<~sYJ0gE&RqoLx1d*sBID0rUI`p+}To1ZPy7`%8jMs^P
z7_y^WSMQ>bYQ@(Zoi9fYbMNsaQEdw>-~}~hB{L*0tACPveh*2!V(=s!3XYUDN?uOg
zciH7M!jLKYsiKk3I>+))XF6;@ojLzlRHX(+@u*zF-6gu{)ZpuAi_$Y!C0&#vDX-by
zd`(y6s?j=1AaX8cp?yeyq+Z|E?COjAJYAiYPf9-oyV7tbEM29zE=tIT-(n@k)t??>
z*vTBlk}p2u_N|}h8;3upFq@{_CaJ~9<vZk|^)Vh9$FS9n2D?~RpY>t6iKC4nPIMJ%
zbH|PbEAWo;C$IQPe|Wc|ACmfYis{&CaY2qP&<1rqf!b69`k<>zrN}ic=tc-)_!V(q
z4}XQQ<YV~^JxKzSWML!zHL?IKKb03&_H|+8m%z28W?7?GD>#0mamqZK9K@)?yOOi=
zN6vGH(FnRd20JF5vFcT6aGUpYMK(i6cN^%g=ZM2+4E%&FOOmlSr3*Wka|&XbrO&bt
zP|@J-S3V<$%mcfk?avcfd9kY)!bfLPC-pLAz{Qy2Jji+b-A@mO`>b%@L|ckFe$RPP
zEjQ1?ex1z0Iy7<lTs8lL(!OXnTPH>0YNZ%Z_l}6MFlU{2-o;oswO;P>)#J=orFE&Y
z-QfO|vQCYVAxpT?yhmCo_ia<+ck_-{6r$Gj8tB`$jP74G@8wCb+!$vR375oFq+~df
z6j+ln$h*38%#(?aF)CbdE4(WYzY{yr9E=-IZxwl4$8T$}0ZxgEk&$jO7ZaV+G4t~{
zb{6)d3zXZzkWmRoS`D!eW8Wc4cfvYZt_ojboBv{cRJ}8gx!b-BUOZ?kOZ!1Omm>)C
zK9_;DR#~SWQ&PIk3|aGz<zjyKp=W*J>mA4F(AI^mNGOX3h22P{Bj%zdQ4p)_@aJQ}
zs^PY_9Hac428x|jUn)z3kHSVpGZbbmG%F+x`!QAG-D#^i{MR2uyuMre0rL^>eH&l>
zev0`q7h2;kX-i+NRLu#c@Wpo3$S+v&3vS2XM6#SFu?1&`?b^eGBR4M;#axiU${;ec
z+A7J)1iU)pVuDu%1()DC-B`(#*?wA|Z+8W(bz)^bGbJC+#ZJfMoU;(x6b^JCHeY|o
z!oyqUBS~|i6z|S)wp?2S2FycHBD-fXO2J1C%nWj$;kyrt-^V<BRw`4$cKW`5o4kp<
zbJ{cRbKJ-FW`{ooZyYUpX7Aci?CLrj2cADP)!va46T&+*R}l%4zMmKKGIgHfRYxGT
z`P#@$OUqt-<EMUT?J96Fz$eI`U9eG<@B~B45la8tciif_D!?)AB-T0aMk>N_PICMP
z;_kKtOhBQ>8=ci)ZGbUnb2uSyT;*&qX|(1(;jh6Eayuz&ctodvFlH%D^Zrt+jepaJ
zl{`PoT!Pc)Z{J5e7B~s=fM?m#yi0B<3(`=pr>mSgEH0+Zi1j%CUaBJ1IihJ3<5bPd
z-Lhrsa-_Q}sbsd?0#z1}`XNB$@s}n%r;~8kFM6Kd><T4q=6E4V?~VHGGcBg#g)!RH
zimijCw2m*c&34MUuO-+=)K@LgDBSF@>2FUe*-fCuIQGtf^sC+l0r5m%_``vDl4eR*
z=O|5`WcH+S)|5vUf^!S;k;=PD1zk+M`a?|wMwxbjy>~pg+xf3^oqyl`+F9fSp2S*b
zWaA^9`D;$OD}#Cx9C@E==+b+`Pu%`A{m_dp!#MJ~u@r&-s-m~DNNjI0$$LEEv9qsi
z;fd%FzefejROVFH^PlZld;;pKBBuj<LT=6UiB)#1=`7ytlm8$f&__a`7gtQ3T?V7U
zxZvz4a<d*Scj3(z(+$sxsKcIa1c-7-MaeFoAw;x2uip^snSl|z-7hk*k~dIQcXGSQ
zP`Wk%fa<5FWe)oiO*N5cb&b3r0p;0P706V?eUe^)Ss*$LB&0`pYLZQaoRG9Ow9p^?
zLPRt(Yo_Zcbm<a@>r+cZt;C2gKE4up5^5*kr{_$3E&OI+7I@}kym%TVA6qU0Gg^0Z
zR)^t!zid03hn-HoOn75%Aj7d{j*)<;;r=b%g~Pm3;#*t!)#+&yy)mhn0NGwmPM>uZ
zfi2bP$m*V?P!sw<=xyzL<VrHm>sWB5@eNgJV?w$R=hTq3@T*Jt3+i72rnbv`tILXJ
z0`C$$S9cH2Pd8UCcXSH-GV5`V?6&)6mSNhWK#@{SIZA-B;AF$VCBhO<&Y-$GUYAXr
zMegU*HHp#cL=bJ}RO0+*mc<z;D9CM_MBtYdSe{j)80KI17BrPd^;jkIHhjsSiA)+Z
zRaSox^3*;@VPo;~a#E~mqc)!)lbXA9!vJ9<EX?(dP6MlhNey`}VO-Bfju%mBaWI9E
zXZc2EvVHiK*|98p<_c%-hCSs0uv-)Bw&Ol<+t+4IYGk~Ex$YIlwob4uJe_rxtypvB
z5!qKUkS<g2M9H;8WP8n1SHn9RT%o7h2#9&kTYdb_&ZNe}s#P6uJLVe$>)P#!{pY=p
zDl25WIoJjxUUS#@lHlrzSFhS34GbB~c_P8i>)8rr0kZxL6)TRO>0jE1%&qGe1|9Ue
zHr!!qffYVOc5gyZeDyIdAug+m{$gB|(NU-7N?)jJ*<6?C3VQ{5^A0fPJ$Pe=rh}&x
z8=kScWNYVt`2t57ZE^E-$tZ(%YMa*vpY^d*;m5zhld~1UgI;su8&JWb?5^)74-Q|q
zyz*2$tKez*LU&(|UO0I82S=6Llwdb#VPZ!k&!g~-Amc>F8x5DZxM-@gDJDbRj-?Gg
z6W@I2SVZ5N;!FA8kORjbDzY==kcrNhTC|&q48d^%J2xBH4I)@$o6(N%BFw%NIo*CZ
zy6WZ3hu8J;GgA1|TBz(EsN~jQ+i7MErEq^cN_Hh=gQZV=YqO)3$vMneWbxu-&JHb$
z+__9xxaGvi^+p%9XN7cfrcd6r`UiD9TM(yWdvmQcCvtAk$~qisq(K5ni3kLBOR_Wh
z_pY&*r&k0D+<91VKJudY%3EX6W6R=aI>hG=4^)U!ZK}>*<|>5Y8w?EG?7TB?LmR9}
zSa#{=>kUXdQ52RAy*}XNW9+Ba6?t*ZmQu4ubWhR+K3LyzY=G@6k>sT-Fycs6ZgC<|
zL+o5Ib&_7bRE8+|J(Y_eisHm$sZ;S^huy$AJPag;<dL4LzScl$vwI!_yA9XWDvP1*
zJTij`G~ze+hrEe$?C?Eqb;fVEnyDte!HSglmeTo|3^fRCygwv;FYckimupeqKtl~4
zumOL`?L(+S;zeIU$Seb1gI3aGCV%QN`LLv<U{9%|cPiLz{>@R*A642^yOZESSLey0
ze4(WwnFJaEZh{z_TntjT+cNJy2|c<rO*s4*u5byFw)k;|u^Vp!N#=&1J<G_{v$V{7
zL^uei#juvJlAU(~gRhNVN*zCOd-KYNHAz8b(N*|}i%pp723*BGRZp9pcoigcbl)ZV
zq)(i`BEQ(09Z&ZvO)E;0p$2w)!vNyOUf#K0p`fSLG{|kl?%5Ch4pDoA<-<5Tj}70(
zjn5m0>hdsgx@ba>+K}zi&!~jpg1U^k0XLjlWQ}k${dH{C8;mo0LbGF?)4Wdk2Ay7`
z8nu%M(#KVds9Pz-9I`!AizLI^p(;#kEChXPQV4bJ4HHt`@#!Bi-Li`)BG~C3a!mGY
zfVgdsTlrRU6t2_{G<shYnQ0Dn(2aLhYdhm6ydw4fjcH%RX}+j2=T?`Q5G(U7JAaAg
z1_+|5-oS5Q^r=J8ndwjb4?YC4#1F%2U$3;)wrFqev}tvu9Csx(r*|5H(AzBP5AV2k
z;tKGlMo0@*)=Mi2N++LDJZC;ZtrWdAr=P-pMU=h!pq`{(s&kt^ax!(cYU7jQUQ`8r
z-z!8q?zVmaxbF^jD!!W4-&r8jUTq8Z!?DXC7hdBE=S^~)O`2fa6in2tTi!dpAx8Wq
z{fM(61ZK|PA@QK*j5J1rdrar0Jz76DZJcSu;M@yiFnR4-B-X5r@A#23iD)#{BWqEe
z&TS;v7T1tF56cC{@tu)W>p?BGZzdBm^T6694LLD?DyMCPoU?KBLiFA(aC09Ir?wX2
zXaAs&KY@IJf^;|a!A3Ku!7ctTXCyDNbmX(i5Ld@Xj)RSZD<0?Jue}RCG70X)GLC%^
zf_ZBX4$a!l_K~{nvTKQpHY#G&$(}92P**WI4^l5`ch+MubA$XZb9FzW`^NdF>hJAE
zEuEhWei9aeT}Z?TrhK$@fSnm;=eC`cE^Cj#k-z8&Lih3zHN?rDO=5>QE^0Bd#B)lI
z$2Al^<9g_)AbTbGI-QLU^yE7+F7tW^y!?&k+<4q_4er_s!NA32_~fX#^~DIUCTy%8
zex`Spn@~sYqQ$ZZLq<qpvX`3fDo3vyjN+RRXMw=X9{Z`|WSMz1E66$rbkwVz%CKA^
z>PjolguJ)ad2$$d_V7YHNkM7F<<*eqCCk;*uWrOSkSnRn{H{z>w94NFx=DdLHSz~_
zYE19hjNte5-NYz5WeQ;5sy|>%kDV%KPcdWU4xi9m5z7_$G-G_U?MR_Lr<lClm~SEh
z^Hqz7cZK8O%%~YJ5z%qI3k^NrI)>}}jY*H1*oKik&9M-{&($=qr0sF*r@fnZ?9rHO
zpX<a^a3c)kB#&!&r~?laS@NT&ox-Y&RS{wy<n&H2nWaQ}Wt&!qnu$1Nk7#Mnj?i^3
zu@ruYQRT6uBkFzJ-V=>#^0wcj&P~klbjd%{Y7pB0CV^mC%Rx_3QO-BM_o~~wCNIJ1
z!bFS~ss(lj-lC%t?w-GNzw<=8e+`Duf+)Zt^8F>wEhsC<Lv3Wkf9Wou*5`44URyG<
zJ~X9E;6*jaYLR!5Z1dz4VHk5a94ijjiXU2fD2j&DRo_F_4)i{y5l+anly_kbu9}qX
z!2_1f8G)fS<wA_s!SKQPoz>-?xbD&W&)(+a*YKM(R#N#@3xUo%vuiR>S0O4Q8b)Yo
z=2~9Y7979CgcXmOXg(XRK$FWQC&d@eW(?ZH#lEtCQ)-3vT0|~{W*Ma_-x^{+w!E#}
zZss{-Kwi#jlx5mSTUgi3#T59B7%>N~66V5DR9<|8EwqFBQL<uP<T*Y>-o6vt8cB#<
z+^q^}TuD3(Uw5V^=A0EIoAZ*@)sL$t@tWNgjllxi@t_Jbte!bZ+Kxq?a?<x00&<Ub
z&LP3u1ytMFvG1&NJ~Me8hUnu((WRi<8p`_l$%Z*UK2W#xX3;2^AE=0mOa1J`|3ysm
zrmF9Pcq=}N=vf{=iR&<xQfNiPOSjzN+u%`jUX-Jul62ss>$ruL<}vl*k7}%mlNtq+
z@daIHZ+1wMHyGyPNrZ(Sb?bwp7DmajcdEJ!i=(J%)y@19P(-QjY}@_rSKzg7ba~p~
z*phOCrR3f->(<9bMz4rtc<N{Q^SpNMc1&6bjhikf-^nsrJ}rwbs*jG26-!SZm1z+T
zy;N2@rjcUqQV|@N+Tz5Aei}();>6Myie>YXtB|M{%DDOVV})w`cIw+LLFjP=Qgy|n
z$UU{mndO=s2Vbh9K0IqBmb<Qn@C4EAvM_y+iRH}9C=QbF^RVQSyAMCqdC#22zDa00
zAuQw@<HTh3o|5=mMF^iJmu#Aw7}~6(-JEuyVlC~C4{k2Q4KEAkTW%xZC;1&Ru)cLP
zDfELh4Twv9T^^JO1Jy26c~Q?p>yPoeHmZEwCo$?>O~`v)QzgY^K4h)On6ICIT$11t
zU3JETS<fuUj>W}2nc`CVyBRD8(f}ixu4B47WZHLD(utU|8RmK<-|e&$m7mxp^Iq)$
z=Zntt$yJH06bq%eLZj4KCjk}RTjWwT)}yY$VClGu^t`<?H2-G%Do1EjiAYx^oiOy7
zOEs6{k_Xm-eA(;FvklRQ#&ay$qcIngFt%kl7C5{=8h1ayQ+aE#>a54PA+tpr7NG}O
zM&|KXc=RYM&~}O;GA13yF;>ZXpX`Df--<EnNuoeU<v5@1)mRN-Ih$AG72frXOz+$I
zoUN8vf<AC5IoWpWUbeoA(O%X^Q-zH`h!TEzs_`lr3*JZx^a+l*tMKE}Qo6H~b~CYs
zm|um9hu^rfh}PKWMae~v)-r1D;s#qN{`3>+EDjmZuNY-(mv-iU<{Pw^ysX)~$?n>+
zBSicQn9{a3#^dB?kBLf4NZ>bBUPgE;mG@o7a-_?2ID-Q6nVTRL&THUGN3HH>?!ntL
zt!+}dR^x>BiUG8iIo3g&%BX;NuZpx$<#+KlT)hals5?uX%IzH!@%TO5*mDz^<s9xD
zpRL#jY3#bH*0Zh1HTCDg`a8AD!cre!_|%jldM&mJA8b)8t>g;7<gFwzxxC7);F~9I
zx3cn#X16|}x|1e7*Nw4b(M{Nfzo3hAh$n{N$p(|jj%pPNR^lq+<R-j`bCbe7<<$%X
z_;=#McgQMUcQA5lL~)OxFU(Ewy}JZzy2|p2pW!)Or|W!I?tDZqruqeM$W`dn$7Tc{
z4b8TutZr0*MG7<wD7+l|y10=*Vm|g_$kN9EHj{b-y-*WN^^~cksN0H>WL7sb#F6)7
z4!8h}Ia@PA^-gQqD*bsrL@N7u$~BiJ-wnf@S;}Z|?eEfwQSIJrDB*yPHbTEuSTf9z
zBa*C-CZ|I^hLX~|t6fRDH-qd7rY%iYz;AJbTJE?73la1Dr9nj81B^I7L){m+&2gr+
zGE1_x+^TwQbMu{}i!U=S%DjZ$y~;5|;;xQZzlL@tToW5055b&jk)Rb2qiAzV!qgsH
z`sy`$?!m`-GQ}A^?s|6PJ`a{TT5^R(HW_E0r5hPICM|B?RCH?=?U*);**V4<J8TBV
zG-uq3eqN0E#aUXzy9r&}svw0|wuieAdP)-^EFY6}RLz)u)Dy>_U3IiTCFPNG+OFeJ
z4DU$EC^fPHwi4W?Rzmcx^Iho7>pA`Q(#Wv)y9NV^R~Cn>oF1tFgQ8oY4e=8(aYo6_
z#cM`>kkVZjMMm1jR(wd!bW`u)8x}*2^R}uz6{RdH5QL#FV0s)fwArsnpL=N2Mctr<
z?j*!4W=3@1{tESh=ysR$lhwAJ(4CJevTbp<_2O*7xzEFnV!4X?)_r>U2cJ#HPFfNx
zf)mw++=vOz=g}S{TIay=y2(pt{Nm;um>=y_a5{>FhkoT*(%s-dn<9wPy^@K9)7Ue(
z(-nog7rum>trgei@1~r_@vjs4kzrMO8Ja>9c8=v;!VKnVwd^INN?ek=@|-tv#_D{9
zN?pP#muAS${TEmt5^Gm_ux}Rr)e2nBnuEn^Frc?^w-cTshpnbL@}d9uh^c(|h-q@S
zGioN+F&jpemdfqBWY~E_Ae^hGNvXxsF&8=>@-!C<LxuJlXZMj!ZF^$~IanM-gW*yb
zo1`0Q+anjjDo@@+Q+O3LoHygNxAG4#O3~-rJV_&SBCNf4#s|l!3D@SY%*mebR9NHM
zq}y>-CwvJ{H5;YM$yxuPLf}mIzDA_$>b&fVMy;ceeh%Ema+QYrqS!srchZ=?OoTwK
zIwSo%fX{ZVK6@}E0|>Q`Y9$$J-Z6@C8&fPgUjdVi66AXc<GN)ynLaFtJAEg^(jeR5
z_d~0C&wWf4PV$5Xu3{k7Qm23B@8{K=+gkT+y{8AOw?OeEux2>l09v`ZA#ZPR-bUr{
z&CMu<2Sny5HE)4_RwoLluv^+gQ>qD($Fo};yA(V5>9qLD5)u$cReR!yYZb|5IeYeY
zA#{71*Bfq(yYtF-#`bbZ53{}yu!{f>IH?1|vSuW2r$W!F^vH{Nr`Nold_(~+etk48
zY|WCvm%aNrUJK^ER8iGCc#M{Jt)Hp>hR@h2*?`_4C-&u&{3;0T!Uigic0X&@1K)v`
zH}k=XX=`3_ng~m9(h-<!GZ?b+rt*?MJb|i#K=~aNo-K^FPyqYf5a({%^Bpqj@c}wh
z0nx5R%cs!Z3HP%TV!uDRkzGY%YNF>EzvE<j|Nfhp+%5ICO|`aNzikcJ7<Bt+%Xf$#
z+1l%qNR2M4y7+VXaDfN1bdhbvIY=7#S;-THfn@pV_;x$0VuH{W;V#$+F6j-Tx7)o;
zG4|0mDLD^A#*uC@y7nO7uX*0BpTh@BT3CI!Q}TOLJGCcTy<ugKda{s2rdy}7SBCO+
zO?)%#g-<Y&oqq8x@SP&j<tA`_K%|`rA*3WDqzvv#{!EYk|L|YN#a|or5c|k-T546W
zHshn1*Sq!akTYgNIdy|y^_%$K2&!ckc1rmmL$-nc>>SUFuRO{lCQwC`@Ej!mKz6vk
zL+*a)vS?`-`b;j7#V?r#r=)EtiLFJM1SuR>(KTsQMxr34gL_k8|K#h~Ol?sGvd<cM
zR-7^U4LsH{@Xgki>=DLA^+n6X@*=sX7c`zVszoQ}o!U#1rHn-oRc++DRvS<lNTBsL
zW1P?N)~0_e!5QR0Tz3%3(h*A6NHT6&dK-Nvdez%JT`7V-I#e`zCVT1Ped8$idYr>1
zt$WA%>!aia#0Qr|@ve}WYqPy3s80P+kyT+*;}zoVQylZG<uIuwY@K%9NLQd<o^i<)
zu4klpv(FLq3KM#V9}c^1b5`icG0Q6o*C{?DMr-jKg>HT&Nnp#ukI-0GJZrYo^CFgA
zo&E73i-Ps1VT{;Deg)aNKD43sFt2C`qk)%zO@<6s{8LsnBp!A<YILmS8*dZqCN`+h
zvr*Biw!)r#t`wGQhDQw*!XG8LOC_?<2qjVUFEq7kOgV>0K6YKOdATzmiMl=N08Z1N
ztzm#oyAn>dI_2%Hvkj$V`fxkscr#+u7$ZB>o~r)m?D9G@y`cCB#>ixp0fgJvO~U<6
zKtAh0+>10J<AjymZt~%{x#}h**<y!L=(s6<=*rCFdn?&@Ic}c|XAD`K)7ha6Iq99G
zGxwG(oMNg%-gF9C={GNVQPr3*kSqr;vmWD$nx7TBT-xU`z#;&_EfaMkebiR0YCpqH
znajV?9O4gJqkqpn7Q0TLCOcFmUK{$Y?eY^x8XEGGGhyj9iwdineOi4f#UE6*c)_DU
z-rY{VmwIRK_|~=@xpAy^x93ZS;4qC?N$OC^M~AjvPhD+o%c=d0w9%W<w%;M{$mK+Z
zamx4ndo1u+ijfz_{jADmdmM7$%xeED+2^=bqal9@!R6x^LlN%86Z}(aT}~H^_pDGy
zS~5Q)6AcOjgKbsmN&7OUT;I9lkw3|DFlKHKlMFR?jtW5gU+2HR!C<?WHyOC3YAI=n
znLuqM1TsI}t}-d{dt##(tZHve)W4BzyH5IIi<!@qN+f)AYy&$f`3AoF+5CyeqU@xH
z8d4IYAOair>9$|Im6{>Q<HX#R>he%ycS5Yphc5d1Nb$xHTl-1jo9IikBOH~z4eiK6
zO3)bD1SEV=mZhCAxmDU#UPB#sZ3dk+ndf|J=ah@Gr4m-grt9Kk!K$N(y9fyx*K^hv
zhcDXA-9-%6NHmQ1$Tx*^4m$OgmS+$Uh7dUNJ+Rq|SR=<{D1ez11fTf2`kZT7`(;Vm
z6wg*4beUN1a~}}b=*`EJQL!}0%BrpQ)S;?TgWXw`V*l8*1j@{`HWQxO+o`fUeetHS
z<EicZFP1Gfd?{ylvGL9`Vv%!Y-O$S7O+(p|D`E~T^pjz+64$>&XxxOm%5~n2z5P(7
z<axD^F@bP{BTCb1V<xIaafoJaTjTANt?j~gyB=b@37n4J6^@Ce^fp2*vfJ+xoURvJ
zX}S#8$l<k}ITx|QSJt%)R*LS#1VZ5vE}-wma-!7wegltc>anwf)OiVfA;$&~MNOrP
zsb7N5Ci6<42iK7Z`r2Ked#@!j#^fs2;Yf<wMdVzwr5zb^-`zGzGuM)RCFe%loolSg
z&A%1?1zIW#9%9yW=;|DWP6q6~G=7QC)r(YF(4q6BFO690w$ydsXzPt(y)f2BfULd1
zIhkO-R@rsVQdoVYEKw5^aL1JdQ&c}{AOCu%H&`QgatB{(s%aD|U;9|(36`OIk;T-0
z*hMBs2g5tKnp;<sK=w`KT&1y{oy!Cn$7XIB`vRkA8(&#8^+@qfJJIP0nC~Vdhkcps
ziNe(}=d4kR79A{oSxM-{oLpHEVr%9Z=%)%R+nH#C>dt8WCD?MJoOt&*_QV)DS~psr
zp*iNEB{}lgbab6Qgb}*JKayLdZ&<>zDEbcmZm49p!^_oM`~d_z7vIFUj{j`MuTBrv
zAVA_ypVqnO@+qO-ec^@Q*wj>a2EU%IT!692MMYSu%d7*@a!8F2*Hra(4Y&YDjISJ&
z7G`3Y%oRgmXz|2D|EO~}l*pqg*S)ey)70oH5gXnN(e*j~^b%VSW9%%KAme?{S=z^R
zw9kE11er54*~^|IX>s<1N?7=IJANkHzPYtV9Jn)&!Z?qJ63Rlj!3Fu1yZww{(8{OS
zHE*<?df-b<{%y)H@hYt8Q~C`h$VwO?`2%ES%Fc9XmtX=Bf>{ymo}Bu6jmwxi%Bbhf
zbFm|;D_>Ux26kq)G(o%wax_lgiV!P#{cdHAeRGKIt*+NjzkdIajwSKMpa__f|BML5
zSO<!PeG%8rdM4ipvzeR4(dA;4cQNRb;84s?7k-PIEIMlRZVyzYW0|(rNsz_9%_S?%
zjfpcu+97Y=%FRen6=si%oOd=@&T^MY9V$je&&qS+E1mbheop4T_|wO1O8qKxuQQ;|
zFnqZZWO-E_Eu_FNR)8CHa7jL3UdZW`%WmJRkLa|o<&PXTO4O8bW=~IUx45uBz=57K
zG5Tf6ZM~r#ZJ4^+c1+PNA=m3q!;jewlD82cq@aYe3HO3;@P!L<;mSc=-xsGd?5xxj
zO&yb1<KymXaG}6{nX=zKcEfrBm#eU#?*vTVP8~9k_Z0fg{Tk^yHmkpg%VTwI)H;<k
zIm=5FA5;;HLx*@3j1u*~u%L2V#C=eo?|GSq!L$Dkq1VNP>iG(g>U>_$ZL__1Vr+Mb
zUinBlL&wa5IB8jd*JjINddL@lakb~`4bJk*H6=OAlL?Z&CtfK-H;hDKc=`oeLPXHJ
zwb8c0!4<G_HvErtV^7WuW=EJ?U06c5Ft3fy=_jWRAWh~rH(iUId7cajkEw-!9`0jk
zMX5S)S}AtsFuJ}>C9YsTNdm16x=i<~T;dDn>v0Aug;1!aa`7_WX{rVb7v8NH9ZT0$
zjw&=`f>?6)C?;w3npDD;HHX93t{vjFWw7Ifz#qTmao+19oWpy!C7GEqA=QXe-Y{7d
zVb_%I(zGJr$0?$e${#eaF$LXCi@3d_5R&yZWpgX+sMSlOD+JKS0*}!L-Fkx|yQYGB
zaL(X@@s6n|aMQO?&f3Cg1wSXvV?Ls5HS-~cmz+wyh}JO)U5?;BH{Z0Hr?Be~I_Cgs
zOYsUR`npwC)K=h)H7&c?JYB9drs<}XH1Jh-=&C#fS_y0D!m^=Fyq82c=(D(zEG6!p
ze}(2q+jWn2Ek-WSk4G$SdV^yA*VjXlK~#punyrHTeiQ6R5CUoscdJayJ1uV4T-9HN
zfciIiS1~~oGKC!680mGD&6fcY`GH2)6Paw=XT>0mDz(wsE~1UnQ~LQL>^ArftZWkm
z8XV|_Itx_7v4MfxFpq^w10y{T(UKem_`D6-m{ww3P*frdPszu-X2xg&W$m~=u0EQ!
z7ma0)823yEH~8@4lIB+DN^N!I1!HP<n>q_5sb8OTUKBqGvV4xvWt^EFMuocNUV%sC
zqgDD1QabdDpNfsgjP>0&;~6Z3*tMZ@aOZJ7Yj35|ox>PYJ^0GJ*CPrX?JT5G(N3H`
znC%Eju~?TGi(umhGk@G`)2jZcJgOH4c9c0m1@|9c;cq+n9r8$jP}jLZB;u9Yo`md&
z?rgD-)}GPSgathDrZo&~_`YI9<<DZT^Rp|T?Pv5VTIVLynSDBVJpAEqt4r)a1GV5f
zIRw?|f1~=(6sW&)nEuRX`uDFRDmcmUUgm-mLc;G5T*V}~vn%hmh`wg}dZlnp_L9`K
zc+H94%8>4yfi*?26!N}&=kd-N9{uCcYI#SJn2R5JZ{7JibsZdfjJn+`_Ci92Upx##
zOF6#fZ}n&^Qb!}yS02P)|M=n*&Et*quWrn}UE-B*%X>)|ZHg?{UKxpPcw3;E>(!N>
z7xj@|YGOH8jkCwI+Vl+<d}P1%toIhn)bmLbem`e){)P#9Z!_-nF8`3xBE%8YJJx#R
z2JI<?5q~vPnfH<%vjv_RDl1mGF&_`@Ops~kwBM!{u6-#-4B5_;dG9BW8Qzq07$m2{
z1N)1Q{dY3O#`idyBT)SFSXpr0;L#0y`RQ*>qC5-wrR8jgS9AWcL(rMnv8$1yC&WS@
zo8pJ`iZPhF<kXbjifx_T2=BqZ^C+fxE=I{jt%p=on%j)f4=7OboRjR&b{@rE0vA&y
zPG*7W2{aW{1I1oWXn^Zi@-AFQsnZ=PMHX-r;QDEzpBl(Ei2&Ure*e0Hiu``S+x!^=
zbQY+NBb0|D01X1wLw2Ygtgy%VXJ0Tr2R$wTgylmB-s*oqAOyQho);@XzHvbQSH}H_
zT7Yb?%R-LHCjW^~|Cy&0Q7YB_{2AmwAu%{WLS9U+=My3X7W3M$*?T=mGz%bbA6N}I
zQ67`clLSf8|AvbnG*BIhAYZC&UaLA}UT2?q=m9p`BEZr*NW|v)^)<tRY!1IZ;CNk^
z_zGJY$xjvzvHsxUkYoL4{&#>Fq~j8N_J#Wsz6Q>h!2saW{ttxk3jmK~zt&F_Kc!^-
zODg~a_(67v@PAPX-amB-)+9ePUqN*wkl4x4sI}@)gFv|8GI|aJR$^Z#d6L!1zr<X%
zeg$l9V$O7f@1g5g%ttY2;2k_tY-J2#KeTipHv^0su&JNm$;gY7zNt&cfj!V1gB@yq
zU?KbP!OI`ULjGbO!9EANe;~-+{{a$v-26ZbO~(7?I<?O?P(yVT5HpypL1z)5X*rD~
zaN}oR%mBr&VK9^i*`E-A9@{W#bwKn#)!+v#_dv}ehiV32?~{FK8-Mu&BU=NQB%Eik
zmr%cc5b?uU56H>81-cJ@yZoOpacD}P_eGNje1H?U)NhUsK^)5I4<^*}0F_lZf<hNA
zHek)tafhP+sfJvjhJ)8Vvjs|D0D`<j9uLe5@UYMCp{Y>@s!RhO`hK|aPXZ2n`akl>
zeKFVlm&L3BPyj{ki|H4Szu)Kw99rwX&+5Wv4Z+qC`U2Q@`~4=X!$$U}&;6qPFFrur
zi0l7$DCvC=Rfle04BY;}UjL;gs?b@U-yt!62XRQ>@1K39bKi9KO}Yx0bUT{edf&0_
zM@ga+R|vD+D?81n<IqjF-k0iRrIl31xzJ@gd16lMHR2^7iR@>Qq&Fil4|}bu^!Uvc
zuw7>#!0_<nqSa!r=?f#$tCFVo1Ml)S7Q!A!UDf4_RY>KJ&HpHM!EesL6)=80b903q
zzsm?2<oW^JoOp~5!Q6F8-y?0pVXQz73^`*akR&J`S4oG353fk#mx(ar$S<aY4|xtg
z1o0Wb2-%K#xj!J!se$@6R~w1J<LEopisP){x~J7jF1Un1Vh<&5=3)+P1L0PbMKE^(
zxV$<^{$rbF{DG8|0Z<W~>F+G!Ka+z0+g^jdoT4BF8e;US6R&{_q!kNT>7FboP6heU
z1cR|kQgFJvD^ek8^Gf}CBhn1@2@c1nA79Hz;~=b|Zn`hr^<JDr@*)_;NgnfmxU~4$
zQ}q9p|K5`47Q`u*t(f!Q$4*-^Ka&$^*C4K<#$M{ZI_#e6bxWLSLIlU(jmSne@Bnx0
zBf?2l!ZFfgyNVR>E%uBfz4@fizbW$JEf>Mgl#80YuE~<O`9M?ElTP<?mK{ff2}new
z*&Th}@DRG%dWSIYBqkN#Okb?4Ad8LaTl-~?JKS5c*K>kcYxUXu8deZKi=2xQpK1IF
zuUF&8o8otaj=geq9yDdwikvRY7*x<BSkx8;ng%FSU(04U*k{6N>Zm4&I?K<Zrs8}{
zRxWPsK6*wigE_;P?sR)W?5cMEY~`8YKFM4DBU+x%r4X$rAWlLi4a=nFF0uVh)*WRZ
z`iHBDM-@O}<i#SN3o9Ew4Y))*hNbq;^!F$XBbIe3@_a<3#~FxZ!aEx~sW~6B3-Js&
ziz0=JCNR?><5G{KS!mQ*PP(s};(xVAJ}o6o&WfWvu4ie~Jb+nL)^U?+&n?_8K%^Mi
zP%h5kn>KxiyeXF(_X+CrF1Mj9F)m{+4Pgp?8Egx?g!EqjT!=P#>ZWsvr?`ZWPb|(B
z$t=#8=dcn|+Z!A9-qrVhPJYVWYu+0z_Ck4q>lRR{0F}~GC4$$~Xpc>Ij%nnv*@3>N
zBD~Hfh7aJEWG@=W-*obhUF6ThTZo38EEv?XBp=n5!8|D%)m;hs^jH*DS49rC(c~o`
zS+Lj_Ta|`GNZdI-s3hdLt)NHi(M{undUV>I=Yn_6y`$+9Bnl?uUl)26*#5iWR#I5$
zUAzb>IIGeMWn?O{X=+j_;U=6FM=9V7l6sVI(pa!3uwa@ixBm%j_5ySgSsQ)$ntA_q
z0FUncnq2H;70L*tG<)&v4*&rx2;}%4YubjQlfG~{#H9WlelX<6@B>f*S4w)7_Y1g@
z(1Fy`Ga;)mkaBn#NeX79+puN;h|<t5D>YYfA0zS*d&HmE!Ehx|>+rG_$hwn)9dw)g
z8+U=mg&)9A?*o_n6O-f%-39jjx^TZ)I{=QHJ!Ea4w!XvRu=RuCfVM+SKS;|-X#w@_
z^2<S_z5&h~K;TB!HiDd30wZh)M(H7y(7=9u!UKwqO9N?u?4@5)+-Ln4?T5@le}DoK
z1faBhTHpDDXQD&N9;o6^So@NFuEF{zLqEv-CAsV*P?J$}1W@++IWi2aoMC^!dQTGf
zfZ`*V6b}ea-Y57^So^|ZI~4p6wTJu#>T>OjmgFzy4=Mh^`~fV${HOnE=KoUdKk4Q_
zXZ}xR{b?opy#F%!16%mXd*Fc>0q;7Jwg&%F@q550fMz>>TIK(pn&p*^1?2({Tz22E
z*nhk}a9>~;mVa=+@V{x)J!{ej6$YEoZF>a2&FY5-{j+HQF&zA#`h?pL(Sr~obr3>+
zdexzW{_Ryi<5j?)@#=Zu$N$(e4#Ls@j92u`6uIy&?i-H*X++2(Thkb_ws3tIDc9q-
zLosBVAa44eB)0p>xWClB$Km1-2R?{p3l}`3w~_?`mw3@&m(kc6oRJ>e2qMKWihFzM
zJ0y~dW{$q2#kmU0wR{}e=7i0Jp`0*sIM=Ev$?EmjiiHH@<^67!=$P-2s3jP2?BE3V
zliUZV_lgWf2UDp?c-z<J<W%_<l|QQ$o&7qL(u^!MUtOQuFC3io-`~_&qFcH1?okH)
z>UnLomKPS4wpUHMm?`SrgfNeAN8_ipxQ$-5RS%Fs(<@xKMqT97`}pvx-ELq^EGASa
zY85Q<?(e=knGp04qk;;~NuGZ@V(zj#oWe|Uiq#T!T0gmnF@D`*g61_DbVa&`zk8#o
zhfnX8=A9Wk_Ez47>Kr+!&uI`3nH`eNi&~s6FHaw@Div>{p_qH=e&S-+LP8D%@gW9n
zp!qiL93%6Ce2t;gysupBbE-~bIiht}<b&Uqh9_yCPgE!3^il)_dW;lTUkoZYDumd0
zh@vkc+HUyPeUV9fw#5=C7L#*=xi%`+>IpL%>#2W^vFVb~t9!9?*X$w!J0A(sug{4y
zUi2WEza|v8oV)-kq7*)#eBC-GDs;b;!2spcu<VzeeXln)c)maUqFvqDkFy+IM~td^
zBMgUMwG%zZz{Yk>V^<fnb5po;RhAyndn6B3=m{AGvpcpEg4)kNj&>!MbrXWi<*s?B
zWIMvE?v~n+Gq=a{Vjh;h<7joeNAMkT%ASq>ftnuL#n_^OkCYEdFd#`hG(R?K@c9{w
zlPGWNQHu~VGbUuS*lCP<7`51I`!@5`jQL(6kt6V3A1~haLNnusU#T_;!(mgk&`%*C
zJpt!-4*O;?r<>}-oQ(xrIO}e<aCgBsA3Nb)d~np1a140~_LeVU8|}B6w4mR0xsV{g
zxLjt*csIi(wxg{ishOX*>c{uVzeaSl;;~>~8^<>IHI$NXRT;@k@!A#VMUV1n5vC@5
zJ8^(B6ZY2r0BjDEEpM#<_%xjiquJzfTH7zK#FxFMU_VI9z*To5X8^59U2gKp3smwJ
zh8_{OE7agR@i8-<0ZiSkKYtMN18|nKh{?rZL<{AO%$IxKDIfv)2`rL(lMu}MVyAFw
zsnQdYUei`T->W9{3n^kT65HxwtwOQBOG_klCM6}I(!`|i<Gld*^j{#LKYpkd1XF(B
z!-?HxukQdS7v_CME|<NgoqhrI6F(%lprlC~cGmwg)x+P&PW+T<$JPvEfn%%bTiv$b
z^fNH;D<eyK-n6MV;OLj-Um~da0r4u&NOX~#k}=gor_GaK@c{TyMS^=lYbdfQZ4nb1
zKBI*L-cBC!`ujUX%95R=*S8kj4@f^1pCuWiB*$xkpLy{medblGpgQ*J1oR!oRBS(?
zinkx?K8L%$(_}%?#}4*O$%;S71M;5W`=(?#|M1|B(mpNHKZT)|8sZ`dI!4(E{2KPt
znsUxI3cijn?=aN;XAMe-O-HXJKX>|r&0lJYCUAOfHxh94Yuq22p*>U~=*hv&r%5{c
zgR)HIPZOh+vVNoa>QZ0?5D)Svalcfrk_|FFRiiY&<@TC9Mb&QdMY(K7BV8}V<&4YO
zKu2#31TYo<#ILmH`NO2llubqg@Luu#FlXcsFUUFK7#QKXARmlKC1|=-DYPiq04!1Z
zpZSM22D_WSr5Wu%BwqQa$hCEM+F`VpseoS{I>;Y>#X8h3X6fgD*<0nG-7|-NCqi1V
z3Gl!C!xMh_PJvzglUSgKKb$q?rzsRvofV&{pd^X;Nyu*wO+)IH+H(H&S8EH>Vg>&S
z6_OToV*><UpZ&#`*`a|7P6&>Bhy7(kzl?!V+C{L5hEMAx@XVjqTlGUS>cLVn1S=zf
zd#3MxQ~6t5dZirzrob-IuW)rJwoC^G?IxLL4=Rf_)mq7m?9>xu1yNeb79GW(!bSql
z%`5$Oyh9acNhfF@2>z$pB>#fhm9pcQRFnBHOfL91JyHm-?WT*;Jzkx<0bx@9C)8p?
zy(bIDUIcQwCPu&QHl$1DiKh>K+^5CTaf|5X`Lv~%!Mw`&zUmAzi*u4*Q)KuUe|e;I
zOQZVIaG(nQ9x5!Mvv@g>k-NMrv8cTuNpcD`7&*_OSY7vN1^JXo|E$XgqT&`C4>l+q
zGn3xHMw%IDg3i_|aNxqgQ3@}uOry11EtenAwJ!B^=6Q<n!KNvQCgDj<_&L-Y*-Q2r
zS@c_2rV+aRN-oeaP}0ll1Xz|`Bx~-Ikfxb8)6G@2YpNchYr}fI#=gm!sY@Uot~bK9
z1%uL_XM!aij7FlK^p~6-e;Xu+k`7$#;L^9Coy!kIUzJ|XOIqYQGvCQRA*e-u1*W}X
z5Og{Ob88|2GaloZ&{`o~(;1D9ifswMLyWv#VArDca$QC44e%A2_sqGI=llwl@Mqsh
zs}@jswSN+s!17x;6@sKya5LfSBG`gDXDBrfimj1AY(@gxkAS=E2Z=NLJ^TJA|3G3+
z(?2BUVE!>NN8Z_>NpYLv94JPbywmqaU_VbMVfB&(xM)YTk;7Qe*;-fahG4z3zFL);
z8&D~_@CwcJ9pcY=2fE(26Fa-dzRrSPhLT~*X~l^!8r!j3XB3cl{@^3zN5f9oF!W1b
zvA>+nXT$KYO=r8k#%3(Xr1QvpSEEL0P%&(_FK}|_ME!Tj?VWLhjWZwxd-PK!0v#X5
zSTqhL|0*<@|2(hT5@ewDZ^fOx8=~3)@**uhvzRNuDuR*P<CRwy<PA|)Z^e<F+;sQx
z`sk-Ku++Vp{Ufs)oX@hS?)i_z2xeO-JY1=2q<+*l{qAj}sIbXK63XHZx0m{=4rU%P
zMdVUz%e%xe<d8sax^pC9k)(OtsKX`-oTlOE-ZZViRU}b2!@APX=VK-L)JMr@idQ7d
zm(!1n89WaQbQ}-wx3cR8H}{@aQg`PPTrt1IVpQAw#AGcuRmS0D3Wew~QFv3K0V#&J
zLH%u!ANS%ScbGRj3l}od#lzdgCVe*QLy_I(E~&&j0nO%S&ytlvDxxaWqHbF~^LGe2
z;~QaT)@|CktQQz>a1WFb?5FGMY~STG#4<ovZlw_kx2Y__6MIE0UYjaAJN3=x?bRzQ
z&gnwE3mw}l$wtlDaqlkNuhNIVMBl_H@31=<oE^O!ZCiQE*3MJ;h32L_UBeFRQ##8y
zSGp?u2Q_<e?bX$h+Trw)$otP+qORw~V@<gI);ZNbtD)o2TD0O9{CNk_dEzUU(V2*e
zIv2Hu!XfqE*2L+PW5!PNl2jyg%GkT;SGL<$89YoA!m`j$rJ}r=Z+kf_JB;k;JHmRT
zZ?BoHhxpNo`C3>$EDD!=>dPik;^wL@UBi*MSM+93N7y~|j1f`SD<$jvdGChUbFm1q
zA^+a(GlUb=3wN~;eK)($mqzuXuWIKS-@5|II~h>7hIu*ek(@5gEB&a8_m1iW(^>t*
zY=nRey2{hRF#V=l{E(lmts-G$ld<LJiRBX##@q@SNsRpj5g6rJoDh1c2o`4KMyrg_
zIBK`u_uTCQS~9r8L==~jW}58AVv?%3!d(}|NYTqzp(rC^buRP>mFGxYgVFFwYoSvv
zr*B^>eD145XGW$%&2O@x`hkT#y{jwM;i8LCkv5@?!Rc~o!xW6ie5YL1rB%(3fhW`b
zL3w;km4emDx^#Vm=x$o6f$Za~tif=raScEFVTrmvm!Nv$ty7JTJc|u>2}D?)6kWu_
z6Z$%L`)od8BADMp(HWLsQVK+cReK8-DM#D7xx%UU+W6aa+~m=zE$u%1M;L<fuZF_3
z*J#ea9OtgzzRZ=1{I+X*BardRF^bWJ1QHQZyJXoDIeC%R&sK%dvgtOOOJlL@$!BWk
zo9oVXPtrcO&tt~$=M3}3M*A&axJsw~$>i;rMy}n^{kWR_{%;bX5D6nz{q#!I;|Seb
zJAvk#U)S(Sjj(WsZ7HHOju}x7PzVYg>84s$7}KxA{Jxod!kQ?RBe*F~Vnw+2z3w(i
z#^Qa%1sTH97rEzR`*j=6i?})wF2tfXs(kbr$~#iMI{Q8rtA4S?3x>yGRI>Fdg7cDw
zn~mY}H6X#0UBAYtJ)$v|AgW6@_jSA~5j<*wXdtcAO+ID8F?>Wzm(Z7at=U6qr|&U_
ztX3YR@tqnO9BQ2d_QB_$P8SSM#e{RZLDRpQ((>{b2;3oUc|~uJd#-!gg`uy$jYM1b
zr8EC2&1=V1S;!ho8F*FS^>X?&_|)6oa?PAB&ywpBqa8H;2zRif?|Q!XEhTWKTV2|V
z-&GHPoNquq4$()eTm53YTEA+~T({cwT29`a3yYX#qJ93!nh<^;qIv^Ta~pZ9qdVKa
z*Qy<uMO<Rn;I6EgfEB47x-BC^({D*v5Zkg%tGR>q2_yv^L4<aOR+G97G^WGXCyBY5
zjO~y|KgGfInD*v|yhN|UGtjvas4N(zfv#Cm8|OmAbVI*gi!JPkk*Sq~<_p{kbtaZq
z7Tx3JcDwi4#I)Uhv*HDp4`peycee+Ex~)TQ+9EGC6kwuJ@Ig;f?chdMeB00y&Oxck
zSQ$(Nf_uuy&>V9bzll0`p&mxUr?bc~-jx$Yk_s)e@oYJs&u7obzQXu2#WY;b0l|E>
z@z$O4nGo|e*pv7x?+RTp4#JzG!k(udy;{>_2=V5Ep^nBj)vs{Ye@G1EE<PJ*qnl8(
zOll^SWuWN%h$VcuCUEBZbnt7}*Y}!fJm%87lx|)e8F^l4db1P%wwWM{Q7Y*%%iOVd
zp6SIeBx!>+Uum$jf*FHY+Gg@v;+hGa7rlo=Emoy_xiEyPAE7^@9NH}Io=zjS@l_kk
zf$rA6{q>_+>CIQo(ky%Cnypoe-QPBJK;4QGEfn*cggMm<E9wD9*Q0n1&g(WFe_+Yc
zjAgcQ7z=rphg#;3{e<$rl;5n+o6z~bTq3EmY9(eJbxvl=sKRreP&U<CR0l_C;-kLM
zEaXeQvZcVgk(<^#O)_X7KOh+{Ktq}?m`i4WF+tU!Tnmfd4_@Y>3ch>Ame3iSMTPPx
z<V>jBQ_xDe{HRxghP9Xo%RWSQqu0$K3E?)5+qe&Elpe7~o>MZ#3AFQnEzcsEyqbWr
zz5$Cvw0S>7FO|4EWg~Jo^c_RDZ3LS^qE0Gz@C5opeCRxmqVn{}tugYziEVebX%eVJ
zho;Brp5P)>0LRSkGWGBVz4|cdxp#fmu7y2iq2bEa4TIBWF3b&-iPmrV(#?;Q5cI5x
z$eD9#)%bxYBHj-?v1@sOv4Z93a;N;f<s1Vi{JFa!6vxF#FD!uu_wKKDW~gDUsliP)
zsfYxbKGyIPVk;NJVdbyyb(iK=rI~sdZ2HtzKe&EZ%1)mGJ;IT20`cjKZaCH507RP`
zNT2CMOyDjl`VZ&_``J@s%ph~EUAIw2y(ZljoR2E|Y=opOH5{iW{HGNgpv0U_&j+5d
z&=dAsb9iH(+1ce``V`SY<v9#*j!F~Tgn8<{bK^iaclsn2(tW!3IoM9Jwn@(j3C|eF
z-n7eZkAF!Q()b>1eqZiD7O=kEb>VEO+G${>#=<|k5ji`dU{CuzsH0RaWZus>-g>>o
zt~4sbCKs#UZ9n_aG)l*dK2NzImr`_8b|v^(j`>-we!XWGe4JqPMhh4<(f`%mo5w@h
zzWw7Ql&nQ|lazhQmfcj6Eqf)hm9k9|k~NcLNf;7JmdaMd5DMA1k+KWf%~-O}SO;VJ
zor6mE^LakM=XqY==ljR^kGp%!HRpNk@AJCO>p0Fs2Q3hE=SwtY{Y&L<$`6f(8jFSw
z|4{U(LG1hDl9D1ei<&b#;|=Z;IN~ZH^fJ#&RSu_Rsjs}qO6#v%tCZnaIvQMuV4RGf
z4;DSvk@LiGBIlHHgt|8(s1l@}->n31p+#92D?#OY#;}hwou#Rz!>1?hUS#$g6j6OR
zq#JgKhbxyS61l+Kh4$fi5Ld>0@e!qz#)a_2eqjlt0ZP?eWt)sCj*OtWn+21x>|<>7
zC^A2p`ziNuoYh^2p7B?li_%wOjD!kzwD}sR;P1<=xT6~@T@&{~)GU2o<E^UvxZ7i7
zH?mBTJ+_wyb6`)gO<jr3I6v7|?(!Nz>n~ySL22*b!3d_fd#Ul^f#u0><URRor;6Fg
zK;^&LGUNarq0=pce^Nc&?D_iik*a2wCNGJ42;HQ&Uz&|<0Xfe&d@$KOiU@krGGoW%
zUOVJ!W%RA-iV8OOOu1;CcrWZJLDUF`Z;paHeOPFB#c1jGP3onbzAE^FGCpAY>qp(7
zqNL2!57M3=b-RCAn|x`?C!WDObX2peJym|ubl;hKutPa3=T2s0xEanyH<neXNAg^t
zO>TeLPVg9+z2-t!xH``;ph3D5U`X?n(Ct{(`2=e6hWc7WJ~oC6kNOpU!B1Jy_QA}2
zleli0i)OOb%hzk9T?}zmeaKvRMc0i#&VKgWD<imYuA?r~gcS#LR2#bd4W8|7^&nT7
zI~}raUC~(D0nQnIBtR@dE+ciYn&3WK={&gc79nJ5CM?Sx!|`M|-^lpP{A4Ef>~R=t
zRqt$3?t-}Z0loQ!fGa!#9b(QhYj)4cV~;8A=N36srKlcLpS+S0ER~wTks_@-Q;?7L
zzrC1TxN^R$biFR7tnx$b?I##{+4`?!_=pV1M0_^dNB@Ioqu@uTPY*OQWXQXrk7Yu}
z7Q$Nx66~m1Y%vxc*+&m)-F|WTx=litYRZVkNtMF}kqAk~4`_wS%Y$^Sv&$kLNsCgM
z+;85wQj)o^SRUz+rDm$S&5pq4);TCYV!knY<j5SX*;gY&EyeRey^eYhcZm=x%>tK{
z!7n;<P>n;I`dQ^-DA`b4UA(f<v!=EN%n`0jg@v80QKGq04H-qU^;NKu8}Ao*&f4+C
z@+Ew;I$)U{7m}VE<Sf-|wd}j}l0p5oe|spI;Leug|K|VCcPEe@mo7a9H{M{^<U6cQ
zpVW!{$_%)(kP#XhJHsyLlURV}cduQvG{v<f(^NwzNrxMpSG@-1s0Mk!Go@EDvJ)2-
z&%I+~o`PK};I;o+u@@G9L6yGab)4Y`jmy}JX=D+)cPMHV6|AW;9JS=hv_&33_7)r`
zJMg8@{5st%QC1X6xg?(vUboyeYK>YAj$Ui;lu@t>F+wra4G3#-Uu3xuD?srUd5wp+
zZ4oi6bbc9xTm{B_=#d}$q^e+f#KMAu(S=iw3zCMyufwaOTZ72UN?Y8@D(b^ee@~o(
zaX59lq9~V3BMi$gL>}sBFAV^%OP}g`@E!RquqfO2141iP0lLiI{7_Q#L^thJ)aPMD
zw!NoMWv@r@^5bm1wo&Q+d{(+vJLF=DK^u=TMvEWsgWKbz-KHPq#l*)g<&xalZH$F!
zIOkg8AB^meU;cbP;?(CHR9zBnhqBFHL#tRG!!=XIuJX9_s#J%_%U9@ft4~M{#ypq^
z^Hqf4JY;Pm{L8H@)$h1@epJJ;hUVO%gX@J-1&?VZAYLr;EO-1E+}m*n%A}ut`dHAo
z?;Q2ZO-G4C;5-C^?(JLYmx6{D$Isq|Ym2gi4FFWqK5R20_4C_F#rq#h^bC!hOZ}eb
zERNjU98Vd3tl+Gp6v6W1EgK8M32UdN)vohm<I_{MYRyr^gk_-34d;wr4F^Ym-jJ)O
znA<sTWD3516PaU$W}>Jx%bOhqXC!pqnY<tyE>35sUEGngpRqac3eOVxD3P<{*f%1L
z<Kf7#hK4$o7TGxL&^c^uc7~Qi*10H0#*<x(kXvxY6;Q?P+FfI2)gyL5#$vTwI>%S2
z&HY7vS*Vtit#j$sV|EKiU)K~j;7eMnR5|0@4_w(>TKv57JJ)m6*abh{q5eAlM=AC5
zHa16dmTAwCt4Ld{1Y(hA+mNvfru?6ZtV(Q;4HJ)bp+X5P>7E}34z8ax<%5W5)E(w-
z`^rG$$#Awke#+}*-1W2bUKG+?-XI_O)?Bj{>omju%jn41NBdD+IExz@Rb@woF0}Y~
zC<-)<eM*2UR%G~!w=K0W@gr}D=FKWF2_4}g%FOUL>r|eCJT@D0evaqs?|zM+C!P&A
zL9AJS2Q6{qO&%<5LTXtRzaCU5E;?4ELItzC)N$=w!KcUU9{bYIq=r(uwUqC-Au{a`
zmS6PRgh4S5JeQ&a7S`_nBvV|HIDiMesY`rJdp;H1?2DKRs3kJy;mrCT*WXy+be+w(
z+TYWmCzGY`8O)ze6S~i6aDeyRaXy0-*^^pi34YAA$JypVXD2sRC_C2nHQB@$XhXLc
z)^`1?Cx_CxqDOYp@;#TS#t@E6uxU-_nX$qmvbv)&SIsZQVKX$^Wj&V<n9g1Nwi>d^
zUEF-n(TuwV+M0uUKoqy2(^)kzpEKnBA*CTZ-HQq>2$xfj$IZX8W{j!5AB{Iw)*mht
zs51~AQhQ|LFLhhp)xh^~`z3eS<Bhkkjcd<OK$;(uM`5p3!^&Wny18l8B!$DyNjJ#O
zRF2waI+Qr2N7=^SjS@9Ls_)4$);z7w{5-vuZ?k@tWtfK@Cx#4G6?3G*J-E_56S%ow
z*`y-3@uZ3Zk_y`r^iEkHcfcaQBK$ekLYj9#lbV=xw>yGmlEW4ui*aO(*=KsD=s37_
zhdf+~9?(I;blESDi;W@7yU@PO?aH|EDORJi8AtiuKnVC}Odj^W6)!4wl<AC#L$5-H
zEvxd!;mkLsT|-=JsN}|%_@T7ok`CFEVV`g196qH)4{P(49-d}6Aln&xYvvYP{#^Dw
z9o@ojH%ALU1>Oh`KBH)8E0W}q0^Y36Wv8imfwH$~Q4VXGO?BHJ6gASGYfDY6=jn6b
zQjJ;h$*X>QD^cZitY6_{r})c92+0)SeAB*?!viAKxw&}=DLFbm*LnaNF`l;TP%7Vx
zowM$Iqc!e)%rQk=(GhTtWeFzyN3HfdA}>;W4oHSS5H516jSxx_!iq<u8#)JGnX;z7
zt)VqhxPf&(7v$6}7bhoJ#?&80m;~*wJ%(=%Idr;vefrENPtcMX3i?ukzEqGrD9!+?
zeL1U>s5?seMCUW|iJR}MKGDeNQ#kY<E_Tc8Ee)3$jib(khJzRzOFB@7r~-SC%Ll~H
zKQr=BvMAz;^zP2Yzo<968}Lfkho%3ZR#?4%z(EJ#Di(ZoXSLkfwSqPDIG1v6bqqHn
zSgOCcc)7cVy7GA(V*syL+R{d{eT;Du4<wwI+0OE-yRcDYqKhF9JXT^eE(F0sUPlcD
z-X%+db-#T7@k5@Dyv;>_6Kew{lY^=U?OmoO3?4Y3T}M_@7!@bF5(C{T*p66_hZ)=G
zzIl@|7kXQPeg6EJc5jG*XNt`828{nH9!{LFf(*kWGuu*}WFalvN5|z)&WC<1PQv_3
z9`amjs*$2aI3}C6iMnqbE~p5+fym>FGAG9irFp$DHu$8uza^FnGuai{p&^nc?fC_B
zr1NHLVOmzK9k*lvQT7!%1Y2Pqut4Y`gnI`ED@&w%+IBQ_yrR*p$>S<C)Tfwyi*CVd
z#*DHmk1*)LH}AYtO0ls7y>aPZQh9!azgpAvlB>}<^wyKwvhZ{){DipTM1o14<(0JA
zg0A*hrp7?}A(zm4Y{kQOr9w`}4xb;@?t9_RmD-Q12<DIo5)bcsfjpOIrOs<`%&C}N
zweS;$PN{N`H7`Q*CZ@F5gC-YsL|_RVIABG4$H{MINGP^zLb>#M81Y<|Jt%*Zu~1wS
zpW{zjxS(Jtau8~)^EAgM1N+oaedLoGW!^^(i)yLweOE3-y*axtljVZ7;H+MjW>9q`
zR$5)$4P|rc>!!0l*w&oCnaa+<gzBbdSyYzmHmvsLx`6Yg8p5+R-P2EURdUafC34y$
z(a2eFQtvG}*6%$@1@YX?Q1p#wt$f%O<Q}){eCJRf+BStMX!xRQdH6dCI*QTJdHcaT
zwr`V3$FO4=kCyT?1|Q_*QHyjMD@%+#hU}lz(909G>DRKIax=Cr9<x-S8$pJCFq_Hr
z`^;<6G8qOB^lrqz&>*&Kc=QdQm>D4Ex}egOEU?66w8-ItPF_>Suszfw=1joK`z1G1
z?jC7bFPnhq6<qevkQ~t^isCE0-d(A$?~)TgR!=1vnm-cBfYQ~^I4E~>1!;-}Z6gZi
z>ApX<P^Ehgk!Je*ZW==2@Ih6m2uG{WTbwY8ysG}-M+3ehz2&W^^a)<Ok8o+^Ehsqo
zxvwtXHf2N!<|U2^LQ@_%cB}GE&bVhv@uQLF<XTkhm+vB#JIm>RbbBD(o!netMT9S$
zj8HYbY6WOmxo}>mKyLfHbki``xu~b3^yfsnOXW{v$AX{}p*9OF4GaN(kdtqjyvz)$
zO53#rmU9*w+m$#4oiGB|wHXi1)*Yt$B4em-%4_M4du&?Pt}Mp*{w`wn;7t$98c3SA
znC-Op@wgC~$(zn80|)3+-pGnNB;6Qp+3%@`sfk^W$nfH>oqI7Vtu3#b&@FP+>op=Q
zcIf-nYwr=lY+QT1a>k(#O0=~Q9|!ljB@0>HC%WI7A0`Hht}Ik8p29}@8M(SlH;FJ?
z6K=UL7I;aW^s1a|VQWAdv?8;e!FdDu{Tkvu28<E(s)nZPs{t}COb#a|S3f=HWi#P+
zgzm@lf2sDf&M%4~e5KW{#VpEPHaUtl1rHz-Ak!Nh?8||6pI?(WX%)Pb(@`1RjI#<6
zXC1eayuj1Hht9=P=;{qzi(ag8A%smJ!?Dpew}1KO^6I+^#(^(3Bhwop3Nd`gU3$8n
z{g86=?|Lqy<w8+&H0TlPs|xH;)*Vl~npr*_oPIB|RL!qlkBc~`CFzfk4?rv8VfxAX
zd2L+~6@EIt`qLP`qIHfraU$d7!2vB7Cl9w<+{KrB{0UPIeoXcUFTb#8UrU{6zNQ7u
zHnVT4%YWaN7U6WT?zQ#ws9<A4M9iJd-UjS=07J0MosN-s(~F#UCyp&=hjFc-%z|JL
z>1ID^P!{wQKAj2fke4d<x(&}t6N``wNC|w4FoLGe`O`%Fjoz{i0LqFdA6I+3%Gc~O
zK~xt+pj33fnEhxDcO#CxW7uPHs^oN7<AZb24+Y|<?E(cJrMSdgeISzb0qYc=w$NX9
zEVOd2cRy+|Q~Jc%1X_L>g>TDB#v`4|1J=6@e3fpxzj{08EKeh@tO9e(;(uLN+R66v
zfOn2woLfEgE<DDqoE)Pa2U+X{H#<`~yjMba4mWr2<w#5Yft_TOIq^h|8zn>j8IK{V
zdD~f*F3t%vaF}^{oRrH6eA)X7*JEOl>FL*ZsU*lthbjbTa;sp&=aYWEo<FAkggr$<
zVH-it-98!_OKu)rN|XIs^|?UE`ICoz)v8`}y_547lZ*Ullxl}3hhnajScW^Ks=ps#
zP`M21%TlQ*e|H1_9~^h^-#99P;<9ZqoD=V;&*&iR#CCi+f4?<+C0ITuqg=^|MIM^A
zk3p(k*$c+F!4Pt~V|iatHUHYB^DdDvcVFWXG&%7**x;!stbo6AD0x{omSBYYEYdPz
zYFEj_VH2G$u(>pZG5M-5)>wg!#>0^-O>vt9(2?LC1sm~u9vB#7M`T$Is`$Z?yxIW|
zmmrAD)4^LMq4Vir=SHEf0hGZ!Og@Do1l_EdpM_wb+EWm1PFk(5WW%e=vE7>#hluN>
z{QIpb*tVwN8rd3@0;;rLe%mG%P60XvS*<RBK^1=wg8%q?Pz~rf#Qq+z^%P!hI0BA=
zp#2UXY6Jq(Y}8mS(dlnYR)Dq@EC5L>evfP<@t9IW_(@hf{v~<c0kkaPfdJx7$(w{M
zQj-T+(BuK^o|eBLb;bcb1d!`gTWZmeca4FM2x5tDoB21u@%JG8^5GWSBpv<Bk;%VD
zu4xZppZ<XCFq{16^R_;J$wks9DGm3RLIby$%^>M!#}EjHMQ|$o3vu{lwi)2=-pDT+
z;N3V78oETgC3O5V*O-bC!B*%GX%eg8aQ{DiI}ZI#h14wvM)ZFK%G%}d?GyAyNWyUr
zDh7hy&ElVA=|HpkFYTaxzpdD^NnuQ~B6!>f<aa5DrD8<j7eS!8UAlo{k);4xc4_sm
zfx9`~t<=pd(m;|qK&bDSV{2dr$xBJ*03u?Er-|R+w`{rtFGVm+5Y=`(ryOKLZZo>&
zZof3lRn>TrN3fNeP*3tuiaHKz&<P8C`mM~Zx&KxsXjCl%Qq+uJg0382h(sg!?~mV-
z@g{@pz&h99L%KwniXAz3*d5<iCHeF_l2_{EwUwcyJ}l6U4NxyLV&!=q{&mODf0>}I
znJdi-uPs9lN4wo<*^~u>g_FXM<mWM<sRt?iw!;AOw_bNlw<8gVzF!XauboVGCu#$p
zg4d?|^@BmDkS%A~GQsc2B2fhK^Gkn#B!OhgZ4n(n%W4yV4&+Y}vyaaxMICorKhMM1
zF8e9btlPA3F-N*$wY=~fBzTY=y0{&Upu7vr1|sxG5oj7gLJi-lMxYK5k-uXZ!fa0s
z#VNd>AjV%rg0>|bK*5e%3jPZa5`0N&y2G#?^uWV^IiDkF&9n=afO0*5`*&Nj_?CZf
zD`|`bQS2>SC`XFmEoa+~eGoE#4dY641~%Cy*1JQ@285O{i5MwnchvdMVSyx5?hIpi
zv_t{=yu6SA9#HYu^gD>P9lQ~@M}>jE8SeNS$U)n$3O2Y;{}0BU`)iyX(f{pMl!Ga^
zz+&4bz`wWYxoklTbTXTymL0Gv-10d14&eXtxW7I8kH_KR(1k5P-geagpJ5PSWD<Bo
z4*j6swNCsMxW9ZIG`qjJ3sg2qQ9%a(YWt;Q(+S+9?LtD(o#!tQt%(G6c>8~8Vh!N^
ze<kRXx8dcNPmusEc?XBLap@1BIlzG}f9tk=C+z<y<-erL{}8<YrBQ#;+VW;L)E{sD
z6R3dwZ4Lc~PWXsWtHMvRM@@0ir7pw{HUSS?yF`)(#LI3^`L&it+#VD8V=OR=<k>yo
z#Foawzm^}+Y-o@awcD`h7R+nBa|=N-cR|JPpxgXM(EVm}_kz3I1SzMQ;U55Ak8R`i
z@73q8fLA~@ULcvP1`l)*E1kStkWt425!hP8NH-N*OT(W#kzdfpRlOAkzhK@FIE~)F
z4j<6=>(3l%0ImTv{3{%4`P&mo&;Z<Id!Z$vyfa>FX$Km1p#%WOT`M^N%s+sydV5Ux
zW2mnxYvQ%95%?#$vPf=?yLvB1Vu-Ds{G4hUjp;tovlb?VBRm|&^>I8t2f@LpZ?C>~
zSa*zau;bF`lz=93VaB8goFg401Dv0quMRX0UT>K~CHNIK_*!Cb%pqY^d8w~p8~V?L
zX``2rMr1gY>Qkw?;jn;Cj-X4Zhj?f7Y{-WV))1y_@mFgWA;XyUZoP_wgd?}%A9x{H
zUJJdvVFm`6^SJpWZY}Zqx&7~qv3AvVL~|TI8TZzu`1PAcDE58n5e7n#HCWRFkKkiQ
z$N?li14qYzir<m*paqdHXhu#1rOeMj3!^n+2El%mGwT|HAc~}3?Xm_mE=s5h<Bi%`
zJqsxl?>AgH@&v93Trf~_1iH4gsgM8m!s=lXbKz}t)fMgtczwiapL1T8FL<(XR&^_@
zMpu*-RkE&g-S%Qxx|k~D4C9i-I0}L@r5}9J|IjhaXx4{fK4neGmKAzJQkQX{E(N4?
zoUt}ShYErsOK^iv_6$^AgHGZ!CrE$X`M*%yN%sE&jXKbegL3CTs{hURQUA5MBSC)Q
z`G$-=`(9GMjt-S4{R<ih|7!ONItY{7r-I_y|HEI`kt%FKnQnm*=p($RO)FmdPvPyq
z{yM>s)P8msKTje+B|$3spTiRjNpt^)U;odADo*1DIsp9@$UBY6sp4?pd<<#bhGpjK
zJ_Z!|=NyW8I>9Ga?s)L!N(x`^{h}$M;+IK^pv19Bx`H_+N6}zcvE%>Vn@9(A)}Uoy
zPp_7{yKo(?b-py0HBBzuY%%%KL9I97)E>yCqnvN$8p-R&jHIAu4*T<h>%qDaa>H$8
zgE2O=?~+&1z#RFs4mgz+H#%U7a7rP--hTKH)YvO>nemw9n~MgLANQnF^etyAXpSpD
z@JRT?TniBo!JJd}`AG)73tz1S_pj4$Ql2VAXz-|jT8dB5jbV5=8*ZMk`5ml^d<0m|
z>j;B!1uoB3q91rCI`2=Eu|ZWVuG;-1^JT#0d}6*9Vd%ycv3ovA%+T5fSOdzzVVV}9
zf@AbHQ7FU~<+WXu8+IuBqWBP?_e9G;^5z1xKI|7AkSWk@s3GXa75guzrY21-NxJ?Q
zY5g4$0U--Np)Jy2`)h~ws9mfhwpssgNJirKw`3&p=XOg5bgDrx`CBjlX7X}GHA$<q
zf294RRlr(FsDj2<SNT6yu-{Q2AY*Y463F#>*Vx?_*&eI*Y!r?z+qUK?XkCm08|gdx
zEtvsIUHfBfaQPp`-fhjlWF}ctoh#*!9|0x*k@-JT27dILG8S47D2KH*irYl}F$mxs
zUbov3^ZwH5f8Se*|E*w)e|+U%2nJO8+sXgoDgQ7B1;L&IguvSG5Fq~#etQ0oVP(6~
z(af&Fk`0(&VS~V>?20w_N+Zy28eHEMR@>LVY{jBGKDCbP)xY!xl9#*xr*i|-x(@~Z
zeVGB5w#$=l3AvCs5Bkp{%nEO0*vR@DH~xja&rI+E?D-8Azua_-F)<R?yPWISMUoHS
z75vX+B3*T7OL=OJI{ph5fb&HEQW!}neCmISR}=uR>cHs#1kQF{CW`EU6g9r>7a@Q@
zB{N2CjjA@0{|2zk|1Dts9b3NxU~6i_P=$Yl<}URB#{bqB1;K%VAg}`|AiT=M3_%A@
z9(QNXN$VCDXSz|HFQV6lP#?{v2$JY5i9_F?gRFU6V*VKnZSbTKmciE}=O~e-Rh75L
zsuv+75gex|L5?8f^5c&V=}=J<NC)|K0l1?rRju!s5Cv9^s+!T!_--fVLEZfG-hu;o
zljcE&d>#pWOs3=NPqH!{2bxSdzK8@rmgu`O+G9)IeuA)?*^^Oe1>%0E2pnF)=x)Mh
zAACrS0Q*+iyC+97%$k-===MFRS+KObzS?I3;<44@niF_<XTYU2;K9=tG<ImU6@cop
zD?<jT)Je_;Jv*bucr@yeYlIJA^$5ndjrxMsF8P!5#t(S7cM)VlCe`NSwEi=dC(6lx
zO`%Mhe06(rq{&3ba#|H=<_UfUR;<Gn6AL}?N)*0Bx24X9Qd+u3QQ-K62k=DiE<see
zYH+r=^@=@OnHA@NbeC-_RU<Dbg9?hC*pIwooM7_M*SZyLp~!uAV6VxgIritC$85`V
zDiurPhXR&1zDHd53|gFWYzzDLywmX1>*u`xjXm)H$<e}lcw#1aguq$bF|QfcLE`3y
zn77Jb#UBZ0n~RonM9})7^S;MlYj|DHY;Fno1kR;hMvCAkL483gbh#C7);44NQE7<I
z(P)auonP^cT=Z@6{p_1}xEIam@3#;P6|K0|%!#%o;%@Qx$QBXIo{I+U%J*zupXPWb
zK$gb`x<rgvBAQ)>*pc+O75K>QNiJ|iAJMj~k{+6Pyh!Dt+lQ04{j5`oXG+g7gqg*A
z))n+U4Kow_9P)w6Z$(9<FRkI@3&ikEzl#fR+c=H8lus*P3Hy+*9KchXJgLT|pNWao
zIjE_4f>t#sPuT*=K=0`~VYudTPU_{VN)~jazP#ioS->p6==oOS)F~eu#H6`L-ItYb
zh2hfGEByscB^RlO5Up)ZFSFlD)HpvfLq0B5KOQq`pSM?(h5<CZ$xEWwBin>k`W-YC
z3$A_qMV*?d)&vrBhj<(xm~D=KMNk^ay5WU!3Y+M9dinb_7rpA$WoG(PE+3P}L!L;~
z;K3)HiH-v|^6&P}Q0ups!OnH2bjiGMI>WSZ{#AL536o!_U^<!iCAm;{tpaB{E60<=
z?61ONs57*`=h&cG2_f;wO&4fGYkdfT94&%8<mv7_*C`s9cVD&e8-3Ad)k@n^%!q95
z$)r8fO-C-L9Df8gzTDx7sq+)*v<<HAdg1i?TDp-UcyaW!&ZY<SRr3?tubQxe<n8b~
zGEL;}LU;IHaeA+yxnCgLeNY)!;;DZ=RP*R!j=20I`*Da+PZG6?4^CsOLl)yQ1!oqY
z2})t6iF&%Y*T)NGr9J7#<%yoC6LN#SspTvGAnyxLc2o#>I^XQdfF?&r^61f1`E-X4
z5zM~HY{CsYeEp?UgOu)YyFH;^$}SVB<&k_`6QA?;T_4+7Lv~(Dm!4#8ur=!Kh2g?_
zkH=B7^RZ8cVrMzg&@f-!n@%!W>OL>^)+8%8h5J<%an3=?YECw2d-4av!}8p!2}U<X
zeZ(~kywaF^2Cj!HP@VV^e|sJjV3_G8DlIrTNP^>wpRadi#-EH**~l4tq~o-lsd^A6
zYAMoYViXD$Gkva|Y!f=_C(`d3erGbJW7s%@E#x`E5Y;hl-co%fnUz1;fik-!kvq+4
zMg!`TG-MXL%#CpUp};2NKG`sD>432cS>>?JEa3@oUP)BXl~SmB$C>Se)_Z)bBz*S$
zms_f~rxYj_Ky}4R<UIvun(<Or^fa7xl4=eTi<bUyd6VwWklxcder7{;ibI`I2?pM-
zZp-MXqI2>;q(o|ws>0J)eEh0rLE)9>I#2JDHz?GJ1R`#&&dxTmFM;iN8XT<21AQx;
zdL`!D8y}Z1^;xSLV-~A{%2%mFeO1IpZEm)SAJg~NR&!A-4~|IuoRWL&z6z{*wp@Jr
zBh^&(V8<+n|I<|A0C_9#$zfbNas+um7mg0mERD+Bd)7J{^^?pJ?3t>_u}^e_wc#gz
zh}6ICR^^8sMqSJ=VCp+D7&SWu6`m}m#7rumb`y`uR2y}?eQ$I!c`;NWu+d`^_gR%-
zEMUW3io9=XkULR?l)@#~>TEc<ZBWzz=(aB>@`3lXB{=F@l|7&5mSK{zFL)XJSKaW&
zMXrg^nt2XK9-&Tm9ayKjju$&KG7map>}gfIPJD~b>f_v?3T+n+8SM)j#`P8r`R8wD
z7<|j9SN?ne)1e^SikGhU4l2axYUm~&)qH77bHVktUyO2{Yf=pAJXWbaiHhOKD$6*J
z6dvIP%Z6Kfx-zJ4$lFrL%Oc#-5+Q@!_Z>N6GMixEu!;<gZ#9#Qd&K7`(-QJ$#m3%V
zQ^`ui!U0*=foDgB#rl%R%m?$(**3L)G>;9j{f<>nAIGSeM8H~zto`^LrRUw+{+9g>
zs;!!nEh?GLZ)WassH}%7E}jpIritAcnA~*iU@S1yN^(&nhbx{R9VOGxfraDdBW4MF
zwjr7PWiK|(t(S6yWD$>6FTs0V%=QLw)?V=vS-UV;qdk$ox~9pGNcYO2sDv;g9vzR<
z?Ywq){V7F^vTgAY6G87=ffa|jgFz*Km~Y;ZDSer>fTt@A8T#6)r8Kz5vp#5xz^HF&
z9}I6+NS|emvGNmXRc1l=5cEez-l+C`CtuXK8nNU?8S!!%+7Yj|Fr47yW~uSUbE8)E
zNSAF#>2Z5ngS<=0ZyE?w`$~P#$o*5fefZ2yPAz>Y|Bj_s+UPNrNI#iEmcm+-OKtsU
zHqcROLhGFcl|uU~n;jhJJ*!^sU18%Zqu@sH#8eWrahI}2>_u~C9z5gGeSc8N#e#Es
zN|{5p?rKwBG_EgR^R662>qMI1=UdXC!!|(<9}P!4-Sy$b`rkh9xsr{5c%ls2WD}*e
zJ5Jb@++@5b1+51KTCHyQ^+R<6mWuHszD}5`5ewDcW2aAMDAMIcph)M_zz7B>;l0=T
zy`Vl{`kJA_<~3s~FJh+yk}}eTT&bwdmvR^?p^S&>&RpSaAS9lHlqX7?CuQU8jM|lL
zG9BKZeXn-t+3+a^{<ssaNo@@(`OB#o?%TRv&cUUoXdln{LioYHXELK9Z2oMYCw`J;
zn;uS*z|B9t5j%0Ffa&tvHPg6&b;GY*8BRDzok{tj_Uv1t=u2KVXzI#em)zr@(wP<R
z8aJT$!gd!`)a1L2K{CTWM)uhc9(liz!xwWIYRk?tPpW^7a;?c*U|pj*)XCBM?RBW|
zXBxFWCB%r1sVZOBFm@%_{cW==uQ_IkSm4i5Ebyvj<TRTK8Ojw_|E^RE$51D!vJ!JM
z_j~lldyT<O5sj*Hm9C*WyBf=*kBla4m{n6Lh|Dj9QO4+bj;awYv4fiD!(B%-R51it
z`o|Zuhg-kO)BER5M#Zm9qq9+=kjwt=f_rZto0uu$_F|h|LSDks5(VQc#mmSdcsaa|
z(Wh|TT{jx1H!ftR5fXkV#w|Umt|9uCR$uz$LD^$OX0n-yS9@2e;yx-+cd%gc@t|1@
zk5E^Rn6ijt`B?#~Gtl+=mvBzcFV)_4*%cwL7@U+S2dUlgMn#ub;xUA)KgoC#X;&9f
z#D^m99$btc6ng6W{>W8)w*UsRMr&`ijD;@os`W4pOu-i@i$K1;#+pfxFBjR=;E@&r
zfd@7q3tih|4(~oh$f_pNCF7st?|b)iO!#m!4`yUceVj~pa2sq$eJ4_c&My@}UnX2k
zlbtbqPkAp<Bmti&7jm@2;!Xp_cbT*1lCw=NLkDj8UgR!txN!@aE;CeS(}S5b_;Av-
zbIukgUQ({A%df<@nV>JtRIe}}I!C{s*PEhScH)pH$`FC}wm;2xGIjV#ippjtBHWL6
z3iM=uGTDWD*LsufysK6N^D$X5{fjE6hBuM~M;F(wmEQeHW`%!D`Pgy%n@u6L3xfTK
z--T(35I=t01tI5`JqQ)n)%K`L=!DGL>6TYBdpA`+qo2CX`4wWi{FHIx0cag3iQ34V
z&pmYbWr9cvE;!7|S0Xj7d0_Pr!@xPkg!VCdw>J~)HGX^I<&|mU7xpb99<i<r^<G->
zw}wigB8FnzRVi?vJR_TId|0F3R6;$UUS=+2Mb|UbYyiKz_L0cwhF#TPho8O-VW}8R
z8X`izg14bn^J@ZkA^Jar(KZ(yJ*q<~S<YSkU%opggEcD~|0Fvup$@EX1fMDVQ8=Nx
zeYboFH8;A`qYz=XQ1Pes8EJfMbYlrAi*LE=@dj_p_HNiA^&mx|MpuCk<3~jV*w}A~
zPKS3xr(h{d>)pZjNl@I$$0=7FYHFnA16@8rHoZH8(ZP>K<7J#_H8bbPuPHJ#KMoA5
z0O=T?t=m-tK&dqSP&ioIvhJBG``BcePPX@p8j4)iAREP*C1VQ+2GH?KFChBFvSU?Q
zDcxzH|Fi_D4@w|G=7UZPmuJL4{iRDW`_^Mwx;>py-YXy96sC;_94`>#^ur>Yv#<F|
zwL8z0`n+p$fgN+v;)}V<#iPqwbo}}SEd5Jgc8r*fTIs#m8MEsHc#!5gxW}Jhf)g;r
z?fq^)+n;)UsbP|ksUJ3YxV)${yYL=AtCxjxv2sqv%kfX}pmHu%2=*ak<Fn#qDcvc0
z`1;ai59QU725R(Nret!dYC>o`PNQbPlHt&2G=$DVqL=;Sv(C`~1N;HaPBEguR2=K!
z_v(B7A2ieiG^9J?JTt0PrAxkv4kxWw+cZ){Qtl^bnTROWN;@l7dgayrSt+Semt~|0
zwm#)*mi^t;_?r&g`3y0vue+b(gX?>{9~Y#zizzF}*gD4~cDk&0r}(P23ScK5X5Y-w
zpD)Q>LO+X04;9R0{L{}cc@&nB<A%De>oy#&Cuk$3-FD)FWk%?E2FdpEc!<B^qu?X&
zbC2ES>ax3!B-q)F5bWb`>fdTw)O33S`-G*sziLG<E|aKD72HCp4aJxzfknwV=%e)H
zeA*YUj5z+2hOK_?hlR)BEDq(0xbt^w3_F;V<N9;tWjj2BP1_3?=q680$KNjPjA1@@
z{mJRs!Mwr)V5h`ay>r$ndq$w+-7D*_P4#fI7ii}|cbzL`B8D9!J_Q9AX;YF;r&GnP
ztk!ayeL2jb{k_tra^Snm<smAYB<SI3Emt+YcOFr#AM{}A<;U>R7Ya^#!-H)j(CXhy
z!<+=dmft~x_h;kXP=~7CIxMn&I;O=hPn`ssl;#c3o;)xVrkMJXDeIZVcQtzHXv-AL
zOHkaZmw8t76pF1XhqX%4V)<k3>@_sZ;oyGu6(xGkXp7bGBTpu(dJ|66w`;cMUbHed
zw3e^%UuhEvx@AYBjEbYYKT&3k?<KPk%5Qjj6=Atth`n1qt%ogWv*;_8@+zj;T>r)p
zrsy=DayV{9$Kklh5sBP8(|Xm#lN?u@V_-?;m$L$1X2##X(Vl%Vj`k=SLc2id)d5YH
z!PqdD&}$0G5O_n(8xXr+q+5nz$#^LjEROT-A*}#VIVt<iv!vcaqekvSE?v9wb>Vd^
z?5iKgG{<~!ttC%!8$aXop63m0WFNZ+)3SBc8G`dPd~hCyPp0W)e0rq@Yp<16ugj0;
zB_1cMZBV<#WrD!xSC_N|DPI9^O`*YPY2LM@<C_k$5|4O}e_O(2nA#tzaTlI-*f;D~
zK+alKZ}01na|M;0ZyiZ}e$?b6xxYDU4Fi?#h|m5Uq#tZLzj(37+b?D?BGK*4@hQ;F
z{Q@s?m9v!w2PHEz>-V+%mYN`RXHhx#o?BO0UeLv0J(2Muy^qc~h*9Sq`FPXp)N4N!
z-;a*^#n2Yq<Mv=SHq+snqP-btdgT=hdWfbaD#tUTR|3DfhNV8;bh)$qI6lre_nvCY
z>3ET1ldIPh{XiC=680vMr`6f6tg7r2Wj}rC%InJKUwm0Rc;hU;&8LQ&X^!z;jz|ba
zV0@a_yJBdLShG19w|>yQMd0mlzA5e=-~l^EK6czAqD;gNZ5NP+JNcZYE(+pQpwvpg
zB(pzZh67dmEc@Hh_M;aJ11aQLp1=O#C*mA(AbaYt4#j)P+X;37mzL%q`SG{kd{Se8
zB`oyUpUk?iYO~fA?7uX`2(uJ^QR`i;<+PtolMM?VXu}U5c=nTwjxS;w?N{ugDD?b>
z@2x2*U7y2Qd*wLP`=#I5_wrMFoUZd?4fTa)<JIb2Jzt!8*uq>}5OrjEnlR}u0l_EN
z#=|Ci?*_^oJfC(wG9sz$2f6D0qo^#H7SBo1ujDIx(J%40U2p<dM85376Y4DSVyTXb
zH=0vR0^ddE%MH4$B0wRO%%^GnkodB?rqrm)nI2cg#Z&AR2f!;^UdL5dM~)GT(7E-{
zl`OoN_|5SLt2So2HFG~GJqIgB2HdJFrSHMde(-s08Zi+LjS<hoBp<{l>nf^51S>Ph
zec_AhSWf3_v(9UK=PUU}<8??aC)<abs88UaGCBbKSrZ2qLDuRNfp<gzq)tCb&9#+q
zSCrP&Uk#}jX;x<NKr>LnSTBjC=*k#3GJlRBYq2aKpSQ?6#g?9OSlv}J>2>mb#f$t$
z(pPv2rqnta9QS&fghyKX+I5J{;YQ=gs3tAPID~88WS()VV#BbER~#y3a?diq0*hDJ
zvoe&qD*KqB4#HHGaX^6pRkAv|b`@8pTIOh~*;IP5gQ(cI8Dis`;f-wlmi%7b1vh`Q
zk&V}uY<;*3SyMsnD5rWfu1@vHnK+5q(33NcO7|oTzzgkO=lJ&1)J@MN7nWrCRFrB(
zDr(k)Mv|928c@_@vZD}&w0MS~L0)@3_Dko<`vNTMvg_OJy&u%4B@Vk3`Xq2HRy<r6
zYxH!!@V-+li6!BEB<76*b1y{z-s2v6T35=p_2%L09{d`7Ph4SEbtjWlaC*<gB$kR|
zD1zt}L!Yz|4?=@D3coTs%=@H$9qYE=DBZj_rE6n})32op(9P=*$SoYCeR2od9P^G<
zMXs{zW2_}}{)h6tx*Wq3(-tfSZ8D2#KUTV&c%xEIu_N5fSnOk&J=iDJ`R=4sAIGtt
zBYwv^jq*yhA)i$QL)%Mp7!G|R@NhUkCq5NexI2+>o!oL$6sGJ7va#--6@+uFeJ(we
zS%+ind2Cvd@7FyZg!*#-`&;`|Sk4n=b~J*{;#|48hr!F3vIZ+$wvHNrA?JFJPgY62
zbyOXFM?iv>@BlvlW&aS~u~&y}U{1{R?q058_<ANofEnfBi&P7%DaKL{kArvoirAS8
z*_%D@i%p<7HJz!hp0n^Txx+F?b27a-lZp(*hCG3PF}yL|bY`g5Oq_1HLOdV~o^Z*G
zV2tCqeBdN@=_lDO3j5oN$(99|&sjVXL!f-#%-m;U&%L`;-)kF_QTN8zy+SL>)X23`
zPA{g7Ad9t3;mLDBJGr>HLxsaTIkHEZ_=%9P^~9OjXt8_+5g`hy$K?6A!U1L0JrXpF
zBOkD2=n{RhD>cr;WeQH+WA;^ztMV*zVZO@c$FT$TNqU@|DJ|Jvm;BMlL->P-+awAe
z-Fg+0ELPdFoKE!-rF7+PLHpb@!Qz8~JgL`BQt`Lpbqdzd$xukE$pd^@=@pF9<9pio
z#O-JKqM2%`_52FwlOW+}>}IHDAlumh>NmqiS02TK>J3v~^P%uUF+N=^p?%tLzf(hH
z2xzsG6Hx?ttjb-AqYg4KrSftb`nrI^(La6G*5aTliaVELori~=ia5Yjdv;=R+PwTp
ze6{bjd?#n;-u{DCKDS}cHA9TDvk<iaO&*TK9A1n2fow$g=3Ja^974=j<IUughV~C9
z1vg$2RhI=*vhf2y$speHm1KG+;7pd;=?wU%-|di55Ga<(@&?XMyVE^eLZ|bc6OYzW
z>siL>o^G9CDASZ#Q^xmYIw>8#TcP(q;;e1Dd!KQqasObBIqRRf+J2hu;X*%|wK~7P
zcfM&7Z*KI3R*82Q`B=>c1Hl943uO}ZMzRBSA0L#;bExz<=(!N4U*I43n!4~OyC8+t
z$&1PP^vy#Hhc}(C;NdHYikLI;*3Gv^yorTZKthff?poE`rZgSO#M1kz^3xAgrr0%C
z2SkXcx**F{&=@yMDNwUh9|)dVD1MTiVR<#2ZFJA3dL_Eaex?2Onh&IWa5)(x?jC-C
zEBdzd>>`cRk7FJs$pn9K`1B*<#gSwx6yZDp_`VfY8R}v~+pX=dhp3^W0%$V$#Bdjb
zjiXQEd|1V(QD@1U1%%lckv75eoTc=}B5K3}@kn&6QyB_U$G;+&$h_khhJt%Pd>SdP
z$h#%ua9&C``lO=E@|$z*X5ruo@yU2Vgw|wVwg$Q<<poAJ!BzZ1W|Chz(tOfm0wZJc
zx?Rorld7%!ybjtzc-`vpO1I$^&6P^p&k@x8iFI~vZ3OL5U)eW;dlAQjBvESS8ddh+
zl$AUiQe2*eSGsj}d!X5Rov2piJ4=&vC=c`xcXMMy>*s1}Rt*O#u?=<tuvK;$^VC9x
z`NxgW5sB7)3JMd8EQvU?D;YTPN6cDfu`GfaujE-i;q=d!Rp8D&63c$~zK+v(CMDx&
zp&zg3NsMLt46=Z*S>7(&OKq7bcsxZ|%myuWnnOH}EliN62*Z}C%G_G2oy>UjoAXSq
zh~(y6O(lzM3)&<^W<$N8v{k^TD5$cMRuU3!g*_adGlYMDspV*SzNf)8QgYaUssB43
zv;sJ`4i0-EJ>@ZgCmN;Pt;f8>41_BigWpk$EEU-M5WGn|{1#M|(p>Xx@eqw5v$6C)
zyO8{!{+rDUbQknJMVH|jr{2W{IV!Z*NbW{I=q8^EF>3)&Zn|zd@zrZ`HG-(3Rb~O}
z8|qQlPai!Y+;bJ7)}*9z3Wb!dRl9+1+5eO5HHu>@-h1N9#6jT|c7cvwkj?ur%YsWT
z=$7>C(XP^lpa>M70!jeMyvI9I^;wP*@nD%7G4Mt523`>SGT$6@ov@uC5*e^5&kr>=
z*W^-1PdS`c_>AJtGxs1IkDu5)AO~H=lJf9uKZ0=h*0M=pcH>>h&uiXSg(^z@+`<M4
z1SzZ7nCavt(SDF`Q3Y~4<A-*JeGQ073}&OC;CArdu*(sNAdv)jr&}b!narZy&>v>S
zARX~R#C5KBGd@YwADNkw_VugKxeQ@rVY_DZ{yk%0V{@6!+2&4l)#|u%xFQC;$`Jw6
zm~Kr2vLTmS)(_u;&kv_OrxsD-Y9B9Z`TZTb4Txb0et4z{h+(D>Y<pKDO~6%SZ<q-;
zNx)xMz**KNIq=pzH;`IP$<-j*T#I>0u_r3Vinmi9I>-XHo_Ae`Y>RFI2a-!2;0~dA
zNohbfLrG2jfSd;nV)QrlVUR8RTleE<#_TNjM4Y+r(!u=c0(T|tIwt<#h(h_iXH^;3
z8=+_&w)}5xNRs)!H$0GH$YDJcQ!yga1v1LFbrTK9JMWl&TrIC>`STCd+catlmU@yr
zAU(G=e@oyUfk?KjOL<Ni@kPeAXy~^T|I}fi&HI)ND>HgUo_o_I^CEwF6fo}}yF^?+
zY<JCTcol<9-`C2+7iRai&K3H%&v^fGwXYAp&Oo`yE7KZs<aV)4n)|owC`8WOHBFKI
z2j>!m<2$q9?8jM!x{Di6Oh>Jm#Nrt=D)R7%cNYD9C8v)#g?aN7wgD59L@snE*%$(x
z4WvRg<lny1DWB%jGqdN&wLVs;o<mKBfILax1HTlv<-pLzZBN$++CgRTvCnEXe8vcX
z;{<`0Dz?0DTT7&X+43~5$jj5cGB!o84^62nDPO0B=aYhK$ER`jyG0WN{&rU-*Nb=|
z^p(`bi&{%t?q<5%Jh3qNuTYa>1@^W{r&1|tk5C|^m{B09tZ9c?A^2|dCri;^x+_23
zo#ep6qEAD<OtI~6fBb_KJKNlE#|}?wbhO4Xw=j3`cJeo~TS#E}OEBi*$eHHa+ukmd
zrzS%&@DWkcY?rqpF%IzY3uwkq+q_T5urJTR5G4KW@{nBsaP{(x7bfYRLmG4WBF7Vz
ztjK@-beAV@gN2W`k@X72ly^7SsoMXCr5(d=`|?)sx*xlKs4At1jctVm_19IB*?(gU
zP>=f<g%B-E#UQh=Fg7!b_#;Q{j}YLXa1yiIp%iglN%}p{rUNYeA58v{Ct2!%^!rrR
z!hceXnFhuifDhHBeLbv1>nBrjO1gvpx93#M|Lr-<Zb$N!coM9gR#Qh^`jpAd;s3A%
z39@!D*)>0RFNTZAoMc8lkf+6$Bl1rT?&cq$t><(^;#)G5UU^D33BdoTf^_V;DZsy9
zDpWA-S^A;q-JvaF!>2rv=1NlAZx19KFZm740PG{E6a`mM%r;vn^~({rR+`<h+uRr}
z`!5x<wSed+QVaErhehfsZR7H9#Quvf@#|a}mVD~hE}B3GQD#P&0|s1o8gih2EJmWb
z8!=21gES}DRV1}N(LmoivcJ}eT_Z@Sd_#*A$h$B90qq0a5e|~A3ApWu*aj>ds65!E
zS?heoh0OjK_7-;L>}EY`mAty`)zOZ4gS6-tkd~Ia*zNTv5}2%>p8D4PJ2?_oE^j^O
zH9MS$9s#TEvp>ohWX8LEE#3-5*`#txp*C;6<Ggh*@D2|n_Q4N+SYL5?^V{2QGP8X>
zes{DrQ{UZ*JF&K6bUL{-5H`^g%&K+<N6bqdWICiP!a`TC=ZSoMn+!7z4u64+L{ED>
z%C^6Gq!Y9D2vQ3>oa4Z5n&{_a$Gspp-P{VLSrAmVzziIOz90J0<l2TSGf`j>Ac$5l
zldw{56YHp;+ut^=@RMwLHKkA4XBo*49+KnGQ9sF~I)_$gzyf<fx(>1=+Vqpmuj#PO
zO2~3fKdnvZd8dt+CeiTfuQ>h91JdxJe9*I?g*0cr+~$UiYcBX5^8B#B#)sSY)V<^g
zqC?EU{YaORvH8k|z{kImCU30i<@@&4UhgiiYN~M_N-ciD2De46g+xuZ{D@~4j`mVH
z#B<b-Lh4RR%;R1@9n9e@W*&Bn6N&|^MwB#QlO{=|wVY#e!6AvN!)e?IIku<Khsz|<
z(_|zk4^4MV#iMS)d0$`qP%bpv=b<Ch8S?vJ|6lH|rr=A%^O66{Y2YBey$u|->a-^g
zq-j$LNrKPThW_B+B9H<PzBmC6o~I?{!IOcGT%lx=TA;@d#a1pn=u-wR8E*Z3Z7WZH
z=chtspnaG+85=2wo`M-%+8GLdA4w%x$85Y!bDyLR7`wMl{MR&lNff9^!%iIl9i^D}
zZBYRIslene=O~#CPHeOAo9=1Q4Q`vx_5j+Q0oK31B~dfj1DFRagIO52`AP*}p7=v{
zheiHhf|8$%DErY1{-S#wZT~uSuS{*2Yvcaqqllvta}s0f%(TkSDvBy%c+OibHo=8~
z1Pj-QXyOGgCb$dfPl|@eL@(r+&S)KIiQc^cbf(V_1p~Et!+4l9Mu1p%DamLAU)sC@
Pm;P&M>wkXt^ZWk?rOID|

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-53-_details_ .jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-53-_details_ .jpg
new file mode 100644
index 0000000000000000000000000000000000000000..19a237fad3b261e257184e5dde673b6af48d9db6
GIT binary patch
literal 2887
zcmbW2c{r4N8^@n9#tac^Mk*P*X~vPp$kHNp#xk<ZD5KCSkx+J1AyJwW*~^k;#*#Cm
zAwwwZQA#=*WEpfqc42HIVcyX>y`A^`^}g@@T=(<4uIIV0-}C+4-{-o2f-b>FK!#vy
zVG4ji000tRfS?CB48X+1pkfdh6bcm=he=4nr6f0Okleayvow6iHl*T?Z3+rXYTBAg
zDq5-v3Ml=ZS~|ONI2=;baK8a|pSCUzyS@oXTwGjogQUEalsr~hK^gl$hoBaag#lRr
z4GdBNL}Wo=S&*OsKnit2K;HuRD?lP(QHU56CN8l-SWqehh=9Og5m7J%A}T7ZzAk(Z
zh{{4XDepEB+e|zIRk;Gk-iXVFsU9k>Ly$N#YPx5A!o?-zw#aYYrmmrh+KI;L?a?<d
zG&=k<-qg(8f?#*_m_6Cy_=$5a=Up$jxnK14^A89N3Z~qQh`e<>>JBwNAu%cW{)3cM
z8a*dBFaJ@&uTM(YrDadcD=O=MYk2Xp@zv|5*0%Qd9i3g>-2Q>VPea2aqhsT|*}3_J
zMgG#4<#jF)0R9t8c>fdZA6&9RE)h{tuqbq$3nUUKOt7pdM0vN^CKDp`%$3b5*c&kT
zp}6egI&oE9(hTCP4@W{y4cD*ETSxmw_TPbp|6gSP2K&Lq1th^Bp?P3gz!>0jQMA}_
zDk@9lTgDt82-j6>RdX{cQIM#u;^n1XBK%f8bek^*9loe(FSGP8;#2a789sQmF@}{M
z=j|<N*%RQ<aV-PWk#jbryNH5DttGwH@>eg*^J3fB()ETyXW~7SMn2Dm99}^OU2|qO
z_;|^gjE)-T5*phkUwj^*cp~b#OSAq4m25M`;xg$8$3;bS>vU0dV1n}6)}U32{Y*n^
zMsq1?m#ZhoTwX_1#$*)#la~V#4+s7;vF`M6jbt*6ify(5Y{7ScP1cy?j%(*3*=||~
zGtSh7emuov8p|xvoblWboYcL<y8RnguQSpR!)JH1`t$kebA_$yj6TyjV#4+IY2_AR
z9%*u{7>^j)^J(h$fSz6yje1A|MGIR`-2B@R0YEsd{D6I!Y11SC78uVs&n+)7K#JGW
zVtB<9^ZO^7-AGM!iAkq@VEd?Jbn3%hI1h=(nrx1f_w9Y;;lwBHr$$B-kOPYc))u;5
ztEk7$k@j(n=<4cza3bE#_B&fdn7AfDPG6!o{8V7wQ8tNZUWhjy%3fHuAGuqa;BiSy
z>5`?+o7j+Xp@xYYEZyx<o!yPYz8#s}he#ZJaK6s>jsCup{rh*xZV#*U?-@RZtn>+)
znLn^l-$such;xaiR;Cy1i1sio$<=mo(ioV!x*u^rYy1tv{mve<)Ecc{M*mo)w6iE!
z62bhl^>{xXeoPXLxzo!1V3A{B-d=p5KKJp3mrq~zn9Ge{?v#4ECSqvZN@IRe`m}Q|
zCS4<&vK+b6N%D_-0?nF4SHa0GdwQN3Y_HD7!$~rKmq^4rw)yo$+w(j>cdE@cQ&0=I
zf%J#5t<{kP42uW7t%d7TG(4B)!kY<1F66Ix#4;F!qeE|$o3yo?g-$gm1lChhiaO-<
zFCD%zt6w}B+EPe4A5^67fK8Y2k)jO81uw3mxg*cA`W6(B9aTrFbK7o?`r9TaYjg03
z(X`0m=@_pgsn2aM3{iEiOohH;9b#$m_EmdFO>YdDfFQ#VFYYB3I95alx~1TV_@EJ`
ze~M>MM3cUWUme~Lr=+?Y?p4mce$%SWOV6?N=~Jf+W+UyM-N}eM`Ac@@YH=AOOF0*1
zaRNZXT{NM^cZH;PdD~;g6-FO>E`4LvO&WEYf4O*Ce`))eMer@gue}%fuE9Mw>Xk-m
zk2v_t1Z(Tby0X45p@s;=sG?W}b_`o<vz%gm;C3dDW&F6N7JGJlR%?dnh`b{JwvE>{
zy^ky0GX3y9oOrUk3o)dqEYE{1hK>}l$gEvFmjgCYQ=vWFL7qstF61kFrP*UeLr++0
z@d{2nsP3R+pc?B2wjMNT|B2mD6R)D;MX!u$pf<A(&WuFS->ZC;TKt3US*w|IbHzit
z;lp-ML+%vEqV(JxN&qBZSi$_7x5EdWxZrGc-pVmmQy-7;wr+c@XSv>$1b*6+dv;D7
zYwK5UF{3yC_WZ#-aopn_{hrNCUhMIx7M?!OyxmMLv)@XoL@_i<0KlW2#0tOl#XU{J
z;O8B1@^yM-^oNqr8`X*TA6%>~eaQ-NP472@342M$BkFb<?ky4P2|V-tzax`B?iK)>
z_a+E{BQ=FSN!>wWyE10I&)W=p&|$0-8j01ofO#VRYQ7s8GWf>%eh2?>PL%DcnE-hF
zj9bU^yxrqxxRs1Oc<sgV#+qE;f$SCw8XEH=!yOMNM_i5+HcsL$r`+!>GhZntt1~Mo
zuz@&Uw0ev0&D}FNJSObSwz=`60WtW$DmvOd2nm&4<yJ2qo-F)0)@f@qx$yRRVXpvS
zEPo}NNE(Gk;^Lcw*EH64ZhvPVkTi(em>~eTqQ6Alzbn0vX+!z6;CW(@{7m=AWqO1O
z2OnUR=&nt<T2tHIB+I8ilXA2#e?KkRrhw{~@gp8Z(VmZ4yzWc?TsBotMdc{bs3>4P
zS@@Y_tT<Y5KC@MB1&VBaz9^p&91q_bcslE9>cYhKV<k^+b&JX2HaIWAPI@^<j|vAf
zjf&|o3Xe;2CKSC=6;+&P+d>mOQa#)$%%am@T&C_W7ciISTi|Xr+{%#Au&+n<<(E%k
znqQ#_MM^O+z5cUqUw3}dr7{g&gk#V*Wxa9Y)Dz#&r|&EJD#nmCty*@&XX?tlB3rHJ
z$u_bP5;EpGyvoWs)n`(F;aTVc<K4x)v@>#PXAsQ85ek`hz3(geMe|jOaLU7?d*~t}
z9#J8*-xlO_in_ALp_=ZR;#Fb_J+&AakSLq_dm-xmJ*_*5N0U+p+R45HNZ6OjPKr-t
z0^_%L`sMt`J2(RY7H~#E9Z3ft<o~ECfgNL5_hMWfPCPCnR1W+|yY6nMi(588*rsL&
z9zrX!HTq&(E8tgN;}{AA=dS*v8!cECGatfI@ii$ZDSxFeEqt>q`oWoAqeJ2@4Ns34
zhP;`?P^zwJZ|VLz*E^nTd7oS^l-_&k#~1JbB8lN9cjC!r^rbWfLOQasqtvY+QB~bt
z8JBT)Zog%HYD{Kw^no^+HB_T<6jMbao(WTZr1x3Rly6>CgB;saT(P#O6KeFaAk4-=
zcdM<lv>L5SWU!Wdjd^6Vm2_F4bVte147@fIy$TZmp0KsjH(EQ+zkAJzH(16n6v0(3
z`T+tUPB^`arNbPJt80)y-&?UF)Z2%;oNT%tgUy7KT9jhsxn}zjrdAXLD}27(@P2c;
z0AP0^V+(scFdhc=j&%x_YfS@BZ;5yh1Zd-scDGtr5dN3#Er(}SCyIO;S1_eTZJvHz
lqV~n;UB11mR*tkP35Oukl6@X8;@rBM#oyc%ItmqZ{|oI4FaiJo

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-54-Encoder-Decoder Translation Process.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-54-Encoder-Decoder Translation Process.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..4113be24e0de80ba7956a1ad3b8a72e921928d15
GIT binary patch
literal 88407
zcmeFZ2Ut_xnl`*+Xi`Lw-eN%kY0`U_CL&Elx`K2gBGOAJQl%rHL7GStA<}!Vg7hk#
z(7`|=EkFo=d{3G8J#)VKXTEdhnwkHfaIJ*B)?V$|Yp->$`+3%LHhH!HT)d;EsRn>R
z001KV0cX>I3P46eLP|nRMoLP0{yZ5uB^?zd1qCHD?ImhDb`}T+I}01zWljOE%UAiX
zv9WPW@bKLd5)~DNa7oEY3d;(JhzkEI1a$uVc}faOCMqf>;VW!cg#W{zvu1#X46HyD
z4hCHX&e4FtG@!F~077UdG3d7s@aGTc9GHlhgp}+&IR)W{ii^NG5Ey)p2uw^&L`1mT
zkB|-!(Gb&K5mF+#r1zNgstcWPV0;$YHRX~Pdi^0Zr-;>yp!4Jmj7-cd*Kcrf^V}2_
z6PJ*bl2*B`s-~`?dB@<s;RB<G#wONJY;5i99UNU>y19FJdU*%G3JDDhkBCf2e3O)%
z^7bA4L-xm<+`RmPPo-t$6_r)hHMOm6?H!$6-Cui#M@GlSCnmp7Eh3keS60{7H#RXp
zclY)W4zWkazxo9Nz<=r%;rmY=`<s5z5c+kFhzLwX`m0}{a~^~MrXeD}B1A%~q(}PL
z<<eE*Kr%Yz_^gta^VdZ5(ezd?hR7K>MHjDQes%4)p8fke7W9ABv%hxiU-~r#P=Y~(
zhX<ws6oA8H?hgUv|6dC{8Tdx0F1LXwllLr*g&eOxP}EUz$9u?>kOE5zcYp&E-fzy0
z+^l|rN*E&dPg6HC=geEU)&gT8F}y?VS*TZoU!H%h(ZCBxW}aV1To`Y>g)LJV({J5v
zMe^KuQMq^szT6L@M@Y1zyjypa%Em;mm)DFg+j!2z>5?={5-QmLbn{m8o>cbb_jVaY
zfTk*4Yn$YN{2Sny=N&j|*p3t-3c60u;r)KlG*4ES=*@kbYR*UTW`b=49A=*VOAjJ_
zZU;Q<TPaZ1boK^z@^hbfkKfBc@+%mQ?tFf_N~`sx<@&Yl&}))?z|$eUW$#_B{Y=s!
zy#$e{-3_?NwCwS(A}<ZFU92zd&JWLd7tst*COC#h6dOAoJI+sP)_#BYMu@3jW{{+U
zo=Hj$MlRAXqDZS}JXKj_^I;=}C1kIczMRZ>GQBltWaq<ZIacrySI;|evAX2d00BJ>
zY5hTvDxL2C9|D*fGTiu}x^fh!<hBIWY8x&}ehW^`KYs?8WhcfK`5BcPC2m28J|o;@
zYW7gJhxaNQxKIp(O+81lQ63NzVAZbr%UF}`2Po>*)d_Mn*OQKCrt)j>y@3#q(oG0e
zxp6LMby)A$P35$v;p(PvZ&gHCJvh&kQ7IxFiMNSnER>M4Rj_axsTax?4D%Js+u(LR
zc*r0w|Cy9)H<S7*cH|7WeyJ4}h7YyJPDA<EVr6-qiBQgb*^WJV#21#ji_d_LGk_Y3
zGetOff36yCK46*(&kS9Y9Zly!({XTP7!p5gdhrQ6ba97+sQSG!skw&4%&lAeg)#2Q
zwMiYz?v-j!L`tliD0ZzURu$qtXPh^~HvU|@iy?Vi+p)a!vi0DB)nMt9=ko6qa(r(3
zihel*UX47!5FHBM8qK`b`?N<qKsiQX2i`S=r)H<c@~1@XYrGt~mHI=I$B=8D4m6F;
zGfY)SCubKZQ>RhYxN(Hx;6D|@SV;1UzN;@e&C^;`w0`?BzIEkhi<&$9;G~XQ@TqNC
zwIcd%sD!}`jfGP-jx|_iJbAU(VpPAycGthP)Jk0bl?NSYbtuic!vqphZ|;JyQ1ZyV
zE8j==BJPvKqbPS|&V(4swLQ_3jOxznF!G2}zxPtojMmNVrAhdX8+8zagmlRCcPFDt
z6Thvn>avh8F-m<<OJDwxVmE~gX4A7;&KzN}H|c>eP~h56g2+mS#J<*RAz>7;mmDeV
z9#bYJuCjICcgg4~y5E4|KuENt$xZ9k?0y)9Uw^Bif&v!o8hp(2+Uk5P>73xmxt=Fu
zR-W*yB$J08^egk1>RG9S<ypTw#F=Y7FLk`3ybVZQCcM#=*7wm8?X%>=a*o@0D#J^t
z^RlUBb-`Vmyrj1$5WW%%X8_CGLye)Cil42ef`&8CHTJ|d@E5UKcDYXC@YB@-k9-|A
z#pcAy+rBPG?uBr>RylzY_3`rQ!h+&QW1PE?=RoIdcvlYKH6IAY>5FNdN5Lv#rEU~@
z2fY!KNqp)8c~vE!<|+2xW;@etsr_8n$-TEKIj&Fi5$5TE&_-9a9@R^EJsUtm?`-x=
zX58${X}8|InVW&OZM%oLef-%wXR-oroAkM*l`Y}9pSmb$g@yPGc)fqb*e>nl#ONK@
zaJtpmk#&D*xofS%j~50L%LrX-vhPlpG2prT5?X_ITN}?HF}gdN=f~UbofG|P_z2-Z
zS!c9i@qT>ht1a{+>k`jO<@OR&CiUCFEt9YyL0^CTm3nP8*5L@+9(Uq}B}nX@jYk-U
z>;jw-`sMIUFPn$S3)vEqE5?m3?|l}GR0Nyrz^;7Hw~R0j!rE&MK~3Ez74-(_lzSNB
z)pu@AelEFvkI90>t0b?J-t%!&NCUhQbUZ$t0j(WD&^udSLsUL}{uslWH~ev^JTM1$
ze$?&6Tn!_T6JgLx8&_~L`W0Mt23Rye+UCj1QRM8lmtd~03<cD0@XsVJ91Xa_m+Cdq
z{R&{5G={3(q-b_Zlskf=sym?Po#Z|;K+5Y3sFdaX=xNa5j=$UhM;@!vw()(8ZhX6a
zOTlCdCs#N(fHCdZ;Gb!w|B^H;?pi@jn&%kXY<V6k7JaSlcrNRcg^n}J`QfkA%LeJe
zgLd>|p1}+I$u&r=Xe)O8pY1cbUzY+g_15fua{1uS?UlOGMyfe;^Z8kgN25WXL|+v?
zS%M!9gf>EgRndLrU*^naSl{ZaUD9}XrAu{>KGq5CdM~*7FrC@wXgLO{C;Uy3GU|fr
zGf(Q~rIrUGiekK}BRp*1zLNo+zz=S42|JGiV-7z+r>FW41PxR6e2{&ymM%6T%VCbM
z3O!m{=XlBb6|*5%Cf7t{(+6yo_JkM(N`9u+{JZ?u4{?v8_O6ZUlI+vRBO$a8J*_pN
zTKaZcHjh4jSYDpE;*6<lsS@d;^pGH)4GLWG;NmC;t&bYXWnxFvF&sHwkMnv^av8^i
zy-^SF+aih=KBQLb)lCJktBO`bOe9=>Mbu42j{=)KS!ECXIWg`@iw{wj_v442J^8tG
zv!)l8sK`2c-{o#;dnwn=W*Y2Bl`c3xcl#g@3<tPBME;ito?ATjndCnoPW8S>5jJff
z$!xu&%b@qeJ2KU|NpzDNBpxXqX+rpkT1}+O%W>tng2^ckDcq>Nqj+c%vb%UCYT?tN
zHA<0Po<}^&75=$4E!(mp{2kSB-rFJYE^)ue1CJBkb11r0r7gAX_iovq$N;Krgg3$`
z_u-}<pV7Gcp<cmEq3q*k`Rc2mw{yz_@0YNF-~fY|DtRQmVl(iF+<j`Lo^`2EkU3{-
z%2b=IJh2ycYhP^iStjxHj@r<DQ{z$+jP*O4gm1R?gDY>AB<1(x7Y0~NumkttKc|L~
z->u%XKX@E<GDxafuD>Lj+K@lT4K&k1i=8YmX-#3iO1T>o2iwWVp$}w=<}bV8xOVA>
z3#hs`6e-H@OFVF&s2qTL5E)%mn2)(nS+q|YnH~v*&J9y&&{Ei2hte@UT+;p2q$pY7
zelk3yc)r|DG}U2L7m)lA$qoD?q1dCdk@IzHI%ECV6V@oF@KF!fK_gY;sm^F?#KVf1
zoTpU`-&!JtmaYcKo0lXE&m&1gD|{Lr$fVYN*Y5ifSXx4RZwyE5&G=eSVUZP!%5oHs
z4&Rr&Z4fxrA_p_Xed-GLzt}z}GxV$+dUH<hDj#dkF4<S2gSDwb&&pmrtwId^LaJ?z
zwlEE6`-_X<_mFP?mmn0QyL;6EUUjzKpjG4gb=_t>Nj>Z0jg-f(7>V|w0UM&%WY#S8
zk6y`4Ffkz;1Hdu7z4B~WE>rYjOvR~zZV2r-#`NpWBd#^lbU9+ct1|HuHbVnr8C5JR
z27NlG>0p=e$p5xMV&Il}$YH0svO?IgHctFtt8l*OQSVys-RG9fg;R_HZd()stY1Zi
zh{m8RT4wSu9=fDU7W*$Pl7>I?=h&!hc@+ELOSRYSyWforrX?5fbf8IJF>GKyHu&MF
zsGNC`ZEXeXFmm)_f`H%VVTT~cjHlqeikMc(^kdY4n(fL(j~gk?CeGmtb;(dCm7%@K
zcGF8g93q&G6E_SS`8_FgF)<l-^2tN2y%KySz0EEgifnU<7z5KpO$>k0lCe&{!vmD8
z#4VnmAHmZN)?FCuu3HXpwK^XM>(dlho>z<aHpnEo5cDHTiy4fY>5Su_clP)hb&`E<
zgwi;0bb4IF#y&Q#&1i$sn)?c(4<gv>6`*A`UN;Q5Kw3{8Ap=Bx)iKoVwXsoWz#=mm
znp3Akr^Pv<Ghj#+`v`O{4XFUZ7WXXOMvvvB!LjgTx!tuJl6Wf;scjO+%CZGZCVPJg
zOFB<IsBHq0D8`eEi@ZfS{cZP>=njo1Z>NXR6yxh6)%WRFE24_Nv4szOYlq^<=m5BS
zN5h@Yws!HxYZYN92I^)7VOMNWBMK_m31VcQPbbIKp*?nWi>eB3>D4{Cg7AyY%ak16
zF6NCX=nT`br@q=S<az$ZF)^ES+{hK{%WH`{%{X3i7|2(BRMZcmR##SX!jR-r%SC(f
zhlE}FBrYFp-2tI@^Wpc})28|XozN+#)#jhmdD~1K?=nxM@07u`ujNeP>0w+}6=Je&
zr`7#Vvw!A^V6Lkc0S{qrq%CD&HOjRpsP4#w2lYZdx*s%?#x}b?kkwldyo3$YLJv2l
z<*D#j3?*-}T9=9`8)a@krvltFsP`@D9no{<*qDCahi2Kv9|SJ6rPrVGR<hsZzA9we
z#UWIo*nE6HI|tyW(^Dk=ZxqP9S<nOIeO%%4@>>)7U-)gnsvy}{oxte}r&;Pd7=Gcg
z`YR`j=3YzC;xf=JsRf3mSOn>ACM7k=B=+@vYzYz!35PSI-ZL-%1bcO}z5+7d80<OI
z`6^+I!uQRo?~Ky;zRtKcBOSQX`7t^><_MDXasb`beqeb~P^<xB8amZ;pg0m;^P+~R
zSlWH7%VZAgwZJ=n-bos@zl^>kI3w!+P)aZ19!yA)4bl#w#a7);chGswU$hczAK5x}
z@!L{VS>gyhrGrBTWA=I>F~_2)p}*+jE?p*fzw!M`@gwk(PdHYL*lJ#JMI*wNUre0x
zZpn7sLJ*@utH_MEVYNK1=j%T7`xNP%&rOpfq%P&LiQZ|2Sn$yxu_dKvRVRx_I8G;X
z)5zMOzO*#KQ-}%Z&c00P8mxyC!`y2?Yz0_)rrE?Fp61<6pSi}}(%EKy2PZRbjhSmg
zQurw|!OHocM9#kP#mG><IezXW(sl+=;8Y>eD4Z%{lR;SX>4hODhPEr6pr=*=Qi#wh
z=_JG}Up?_eH>iW_LCeWWMh(l_D%Zrh9JF0jy}HZNyFD;cZ0vIS>^BeXXY_`x%NHfP
z`y2#Yik^EaJQ#+RqsD#eDyo$;QJ38v6IHQ#$U;HJjoOud#1l#lTANVzYDJ+6b$^*b
zQW<pad^@9u$-$@ElTXwAC^y#IOf%xr3Euh}mY2l(6c*F^CX;WB+Kp1xQ?J~7#l$QL
zobxJ9Rlyn|qe<H(P&P$M9I<Y^-9yAO?>PdF{pqF!gC;W2fwT50DPM}#rtl+BQN<*K
zfLpG6ndIJf5%rH3A<Pcm3gK>|qec7nMBTn$iZ0!frS!h&los0oyXeL**zR#Kh3s(p
zI1|_0S=T+IM#@e~KfP{ADXXdw0d+&rZ+<avcy*5TA<{yU=$sD3vNP=?j(6;btPnCy
zSgX!9#pq4Fs_UyY*+CMcXg6kGZ8St@;#tYT<g%tjjQk^wKJTzVHy$x(Vh5u#wy&HN
z)yMH&dk8*EXOin;(<^U<;3qFL^lNHpGGAjuHMt<@D;9N&+T82@3?t>^ohP33rdy-<
z+yL=^Htuqw9KR5;C?}&bir8n8{qF3X@p9yDON<Ptxw$wf5>OgX{sSDaj%yOR2(YaN
zKvb2WF2p@4LG~-U&yAUGk&Z;B2axkn-$7iTt*8B{KR|ou3~)1U=HH_O*+xdpTB~_H
z`b4711yC0$9h?Z!_B>noIa^tH6zt%v=x2X!h3@sCy0^)HIi&ns@v01ts}(KIikSHr
zHC56!6drx4zHZDq89A9r7+1U6?B!H^#kAa`WkRyt?0u?_^QRn>Uwhcdx=uIE#$QlE
zNMfUl%(rSA5CMDY&K2fyhr5Efl2`7>8R&h4(vYZ+IjMT($kRc-TbK2AHnjnV3qi?o
zFLN@_MRNZkP^QjPJEYXkR+hLvy<T6b99KuHY*)=LViG9?ccTOJRR1}_hzdCn;cXPW
zKW#3kAL%=zx*B0XeE&%lhd0K&&(p4h|9S=NHJ+);$APoTeo&+3yxwjVNr1EswlABo
zr<CIObRf~Hxy?ex?@leO4=hveE&Gen&v#Pr)YBI@R*D;G`q|IjO-|?vjfhoqRyuV`
z#ZG6Lbrh_dRHS|E(y937>X#%H`+gZT5<D@LKe^$3FKeNRv3IeK-)38Yf8?9f=(RqX
zh$BC3;H5k>wnmhLNIJbDXH#H&fuTkyATil?@x1H;z?(lRf5TzwWi8PQlbMq7fLjZc
zT-Olt`^#T8C%n&q7EPR#bN1ZFDHFZ~jUhIL{u#mQKD&V;Gtb}$Xjvf#iNUVC(hkm2
zW#zJG%q@FNr}p46H_K=^N0MK`!#)T13Go+X<D$Sj9bebU`yNfK<*#|y%KUisz1puD
z-i{KIV(tVjMNLR8m=g=iOL!*yJm`Z<8p5w}!g#FiKd}q$baY}RRp8jK@=^Qg-*H(@
zD6OW;dN@G3T3&En7%QMdE9ybh#g=Yhnna?!mbn!<fewqY#+de9axe)^lfB7SG-~R>
zv#zvbaV^vMyI@=2Gb(4TQO*iK)#p&83{rNnSx(g*2HxI}cvhih4Bv*bT$JyX8?`Z&
z+8C&E1oi}(uoL&t&obEie)jSu%6C6{^~}q3ki6{+wjyT^3%fs>-t%*6>8}0+gX@j&
zq>E-%U1_Yk)hzOb&P2P@CN-DHKz#4lWMR^4$<r$J=)6coxhWL7om+PLqpIY+lw4Rr
z=7k<eY$Hd4lcjW<Ug(@Z<qp#nYxTk|*6>siS)79Gjn+{M8r~jX<eyzSQHJg^I_rwS
zcln*P-{8d2!u(O8N<zEzR#I$-$lB<8J-4w(KAaDVui(F37VdOk>#-0S{<TcOF8!!y
z&C+r3v&%Q*Oo{4y9!Y-rGAKdE(s6&D26u00k3vpvQ7c+)NjFN%+1W8QE$;9PkPoe=
z)*9!mz`A_$v?*uZaCR;}Y!Qr8jtY=Ij`FW4B#>d7>1;LVq=PJHU+C46hj~7_TCLOX
zB2S*T2FNAMBXff#f{SI<@GtdDzb=1$wn-GEv%Ms?BHa~@#ALL`lFyo&%zghPKdw1p
z|2Unj%OutijY`f!Bk^0U2PS1I^vBxLb81Q{<S%+;VjL2-g4^+;=qJf=RaCjVM%<kN
zkRczbq<qGbB70LzBmc%7cvl$o>CUsXNA}A#fl3<FGi#EE#ezDi>SsWR>0;&h$5Arr
zY%iG2;{kB7Mt)X(MhiS8S~OZqt-d<LVBq^o<hg~P?XDZ4s0~Ab&(74X0~G29nuocc
zJ5qY2z~ICVz`GNH3DZCy6bVEf`)A1>V0bTwfEkzM8`HEc2;*UK3qjh4)QlQbp*Yf^
z5U})G2RJG^92kTZy0n#zp=NET>5A@AN&Q3f<JGszfBMs517=NU)V4mg4<@_<Ud+5d
z=m2~;LNKAdmKgTNXy*@(@x8pDT8)6oJZ$&?c&<UnQ*NuxpHZ&3Y)J?)?{q-BsXW~s
zIy`H9@7xmCbLOSthOauZFEdI1S+m<eUe1*bMUW(YpXYSPEl;gB*G*dX5y<Rx$DAg$
zB5zjmlTfY%BeHM`AvuDemc4K5<8&~4@UdnEbj<p;Raw+ty53mR1%j$&9&5Mguvd4!
zqR-3=KKE(v<+oXDi*AL19B=v?V_<;%KYtbE3FZDCOh+81tbR2^6%fi+H~*X!mc{(>
z;Z;TD4*}i*Li&1&H2n29$sWdmM~T@6`LmeXHH1dUZz{WJ*6r?P649uAet0#=J5GA=
zN|ex}*VTtzq6-f8=M>7?$`Q$L<<y4yD2Oy$ujcQ8>95lP<I!vvdzc`4@JCf4_dm4<
zaAb0~6xe5yeWSSuihkZeBCUTUlrmr9Va?nndaTCzk~xzM-v@MUC&sAv@bpnWyS2&W
zeXCEBZFmq&B=l;MM)?@jAqLIVCvOjkd8^l<r3&00N0&XbA4(k!aPS|v0Q^h@mZ?5u
zz?DaV^t+F%h|K4zSF0@}{E4eE$??w6yqPX2-=*{J()eu)X>s1VSv3h)MGnm@oX9wA
zQFvq@Wos@y|Kr+nn2vJe<HH4`A}-6;6#GsY{lJ(#p!^?V0RJ_6C^l`+HC*569DOWn
zH1VKh{kR+j<yA&eUP*Z_DM#h~G<f-$56jPiV2xs5<C^<R#;N(4=M@$`9bkKcTNzj?
zb(|oTAU@>O^$Y+Nj=U0r4TzorjjDo)jJRE$lVx4fx3E_9@ENdfIiY}NiN#v5Se{ZG
zui?Q)c}IV_nd7eIZlA(VyduYA!v3I5>kP<(nVkX6j=!tNB4e4LmysR8AJKXJB_H4w
z_Pg5i2@}&|&KWS+R18}X^M?Jo1$uwY2U>-o>qVQ68TSWpB-wbz(3CSk8DDb-1dMIq
z|J(%i|84i5p6h?Dyt8VtTRAOGoEeiWJt*dHaZt<l1H^qH)jy2@`Za>)hAU=bu?TCZ
zI6@!&oaCN8c)-^NlMJC>&(;|Hj2J3rJ>?%0Zj~3QVlEC=!scaSJ#JSF|G>!<eHP!S
zQn20hN!%A(Yq}uM=vk=OST#1ZGR&VsSynx@t?-?_!%q%sUt+4x7GmS3OOXV2*|rDw
zabh<<w$UV*Q<&Vg&=P9|ASQd-tPjFWhfr?3ZZ@GS68SDc#E*RMMv7uxis@B}OpjsZ
zH@n&vGs330PJO6X?ZNqMk=*Qm1lE5GwEyAjFK+Wp_H(Rt<&|Rsz7YcbS9;zH^-GWM
zdku8zP_sL?(9Sfc7VjOL+`jGBys3}`yd3tNP<m~Vs_HYw_(gTK=j|dRu$&$obTj=m
zhO6}$|M_K~g1)9esd51mb?kQf{^A^DSPW{kSQUvg;P!HMrhlw2zpM6kMtxm@+%D+z
zUZ1X~x0kOrRb#fTi6me0#Zqv>a}BmNIh`WFC$tbF(h65AIZg2>_%It>k)*cp>VWfQ
zv9&I?@8gu`D*N>tD!J;+5{y^0Y_L-#3M>n<=V6O}jP2>y!a5(6_|+7{+@C$3Bb&KL
z0s|X4S3n_cP3&htx%1M)mm7SeT_=t5k6XGH6*($C<L;oV!qy@wPBkAG)0kZiYUf$L
z6q96o*fq!YW%x%0PX*n{_2nQ*8w(X7RM#E!w6==sNWB~K$XA;dmTO#R{BEfm+6<je
zUyEE5WA(|$U)Y#)tW^~#)vkSyu49cq)+HUXM#5f2c?`oGJ88SA#bUvUfw2}kjtz@V
zto9asv}eE*^P|3ty;=I7Ne3rVv4zczbi@9vQ>MMr8!x_D^&xXTG^2v>b9*~M_{+7U
z`*Ql7DE?yj*ty(n%16xiF9Lkh$AhGK*x(Km^-zA|{v!9}^)5&7SZpS}x;i#^vBC9j
z?I_<q6Mn!kCr{Wn1lU$WnRyUqNE*}i2^LW*8>j1|!w`W@ltkB4YT_@R-3URn-*`0V
zoY0rCeFlcZxJrS?v8-Rd&(XQ>C~}-+`l_J^BAokTQv9#iEPuMF^hi2B{X+rHAh8$y
zwCJ>SN@s`8FVimF+r`2TjWA9g>AHw@u`3(<VHMFh;KyeDQY&i7!?LwbCuaVq_G<UQ
z@oiXtfY=Aj&TlIC2hx@099~belkDOka{@wj@>nsSd)Vm3G$ZwfF@7=Npwbe9z7y9i
z=Q3XJzTGpShmBvLaH`gK@)(8&tF_(ql%+9Fe%|3E*um;aV;ypdEb`VT+0G?85K7#V
z0mll<SF$1blxvK=TL6}Sw_o%MlN=!!E+Bfnwm*wV&G_n+r(TRJcA}55>X>+~ZGdtE
z{*=sDF-5(Phl9;`R&xg@d2FP8T0|Y<FF0@Rq|c<Xp)9v-=SpX}Nd<VjS7Geh#^sqB
z#`uau+T(hc)fsM?n6XiMKX=k<wh%AF#6*>L+;W<X_a6?_An%d{Pvm%tCo}9W%)hpc
zk(=MZ)ULd^PwVu(k-(p7jMei(?ee}zh(Etv0}=|A>XKVO*Aydv^Sh^MyNP=|E3eEQ
zs;&5p8w!}B-ZLP=f?;^C&h(^6^R|&zBR!DfvQ<^&mDlkORh|)<&NPb9<%ipRguWws
zVkcjbR^TLk&G+$0MW3Nwy_{T$_y8ZQu5%=Yx{(_^`;wa0!Q#dj##-$uGnMzWc}eoG
z+>3NwEv}=b#r-_mt19D59fW&N0!SDUOgP?Y#)5x7>isUi<VWS@+(Ot}oB?0Hjcw}t
zbsn?)oDWvm6+Z(e9UXyv{^kqzbG!qxUZ3YCu}y96@f8bY@4n|Sd^2*r5Eza^J%nFq
z$hY*g>`Y-4vE=`8=??w!3mQ6FIyD(es{lD4@8j71=(#auIvM)<84!+R&)d>Qp1z<c
z46!{DFeO)^*+QAju}t_XEh0D&!SyPhQ?D3>n4copeAm9m`tN}@zvmQlnPKx5{lL0D
ztf^HAi<0q=q8i)QU4|<On1*THBqMBj9EDgCrva~Obg>Fe9<u<meZ(c>)x0`U92e`F
zwDkP0GBaJ(;#Ad(*t72NPzny{Q6h~efHqW{WX`PFeOeR24vLb~s^=5uzA=pS`&K~a
z_WF$KuuY2;G82_f8*JC0Ue@8|j<7j4T~eP6M-dBij094aMIq!->g`eGIrEU@x!dMF
zLu={YFN+6S{W(i8@~`PpZ;Gx4&`;*hr?L%_oZfJfF_|czr`|yM6wGp7yzs+2Luu<F
z2Lzk4h@f>;cvM<vQzQG)^@{S+w46Qo%M5ql^IGUiNL4#E?VTx9`>+b7vsmJqO*O@s
ze}h8`gh`g&nMgQVDTg*_GE%rhP2;F!BnR+lgDW??eKJu)SQk6QJF>X74nVn&%(b64
zu^<FcvJl6o#j6zwTI<=u$}6Ts;_7su_35svHLW_a<ud^N`I$oL_$Gv9OSf<3JXq}e
zR37tMdQu@equt}U>(#c+xPa_LY1-n6Rz~A%-0j0mYL!0LFn``)*y}lJb4BAcr5b3u
zN3w7I8PG7Ci-C5$fp>*2`@QgyJ9K;;1F3uA!*d`Cnzl_5>+%dkT882z{GU1tq;21~
zSqh<ebG(#eQG)3V&d0hhnN>6xl~n4Fh)XF-6QHX4uTB+{I7j(YMPzqo4)X?RaoPl}
zjUE&>@{YaiGiXk*Y%7w>iORY&XUY~QSE9%s>N;F#F=?_%^TB+&OZXb8p<6elG|Sg|
z%#FlF#0BHIP49q<q8ha7C&Rex_Z~M2u&zk1Fkb`rak$?IMF=y^-4N!me9|JojkjE|
zM~(Ec+G2Xe^3?Tx)M^8Ud=9F%Vik}X5uE%pbbgV&@S1ixhIF!?Av)iY|K)_MY`l<j
zIwg8%W14wClUf~{b_Q@xo1Xy)*y-E*^VG2A4Ev1z9}4gC{kdRY#V24}^Jjo9y+qsm
z5!YW3N!~xAXZ`o&&9@1$i_T6Ed-6zymon(4Blo$a<ac&?#@Ex*KI@ut%UDGNdg=8(
zW2~0s_TmzKK29GdRbJflokR_p?sh<j6qy;*nTNz!N9*f{`HBS$wtM-=`%qu$EU->$
zqs3RN8;743Uw>sKkxXor>HXwE105(n-_uET3@$M$nkthUZY2(<e~~@-<YmFLa(;n>
zaaN}y@nIj&3s#XD^hsn(D?~066%Klebk3r6{Az<!7RGIIO_16oupqmnXrGMQNV(@-
z>1P?vcFa<|M2|u8*di8gu!zCnUY{*zticFsd+5T-B{c{sCO;e9|C+8$izEI?>AlqJ
zkIw~dt$S{m(&>`iOI_@PsCoE_XqA_Fob)-L%TkCdG@63u<~@b(psv&gynnkICB3%p
zxIza?Jq^k6`!u(8B0Pd(=%GD-m$&vh`?>c|K<m8kF^G_?8gzO&Ts{RDMOd|o>fNl*
zlUfc;G%un95#aCz-%Ac3u?CucI=3rg9|khXB52={_P6^^4yc%$ABL5u-P@KaL<tP9
zdRA-R2r&*gjyEaSB{5?mNp!N4%V|upqi^Uso*bs9;2H(>$!HIW_AxNNzB_{YJk)Re
zDE!9KrptJFekSFtj>?GG$7nG*={c0Ol#-~@LB`X)TnkTEwNXA~S>5pG)ymhWW;*0a
zI+<Pcg{r{)vM&`QsN|{sabC|$+g-H8dRX#uP#^z4hcEs;qw<&aCF3X+_Crj}`%Q*R
zV`zQVLYE~2VR^A7EH7Xt+x|fv>zJhArTY{MMb?giskZC9S?o8H%kpj@vS%HB%3L*5
zv$nO!WC2#>Y2xG=?LWrj3(kN&@nXw%#yBSkyQn0T)pNKg-6=&SE;G1AVXert3@alS
z4L5FC;&<o0&vdctmLXVb0o37^&WIL>Uet0J?%_)I$=E-<RN`>`;6{KX^#zN0^BE`V
zg;**RKe%birTI--TJtV5AJ>t&QrRmxDutflP8Qn&KjMs3U;12w@bSCL*3;MMzpJB@
zPy){qwK4JqHo3DJPZEZ?fG6pSl1pL&Dd^XCMxgtz!5(h%N%{FC!zyVpWLJXS`u$Ge
zz_M5{V%>s1W}w4@{mU3m4!Aorl~!CBAG(zH%eX34wXU*ph_Co_3&U`G?&VqKrO4e~
zbn>dx?Ga~L<3ckBay2M(^GxO*7juWVT+&BrzxU$F8>LLTSGflO!tS0v0x#u6Arrm`
zWeZD`oNDOzPm0Lh;JATq40dtKeYj!4iT;t(uO?BNo*h%M5!T`!y~K;4ksa1J6mPQe
zaR=MZotBxk`d&}()^W<l78-sTvE@vC^4xu`G(ngf{04I&E8DRN<a^4|K4sb^otJp+
zna~%PI4Yk9i7e_lCS*f~ceM`HWQ+(4G*!7Rn$`1xh_FdjzYW!HO25aG!#*dhsbXqd
zt<I$Fm_P-a_yg1AUeKhAB8Mx+xPk}gwdkXz<>M2wvJ|vYa_MV&*xu(II)`-OQGvbG
zX#Fmgk?WN;RFs%+^aBbnInIDP`w&J?>9&qz-{<D#Uj`_ggOChUn5ulS{)fH-kg0>(
z(7NJHmVxgV9)+%yM*7goz=1Usff%7sKr$@uvXY$#PxR2|p~KWmViz6n@mmQKwg@6g
zL{--n6#|Oi$x=K`zc%3(?<SF2*jl3T9vXEM)xC5yM#%4J1);!NuwOX84Cf9GycSr!
z&3QoB9`K+IR?yKnl~=I_Y4_a$>p)$cn~p?_c*%0~)GNjK(Q~ZuE!?%mhqBjmXTG<{
zCh|=PJ~z4hgrSR#+A+2hPZQP&zv_@UtNpY<`Wt6B<uW)XdoDn-32RU}QG16Mn_<Gs
zd2Pif!61HwUC8XEcVi9|o!T))cQ>Z?_R#caG`AwA&UK`T-KmbiylDGd{j}_2IeN|N
ze!iKA08dg?&;qZsu#QVAK_tmj>om`8WZ?SV351>W;}P6rw*~r<2}ShIfz}jcPW0`R
z(BbhuyDQ2NKDRyGyV%iyYBv(@D){s{{%gaXwJ4U&)P-HY_ZvglLZetU+pndxn5vVS
zE*;19XLyK16=~bnv!5nyAHJ2gu~<{ZbcuqxX6)hHsY`y==ID^l)Pi^Orvk&SyK3K;
z?TT#L3N|JzXfd;ygH5GkNfk*uj~~b|E&K#+nCBLuM+PQ}#fmPOHV$nUd!<1q>Ee##
ze8z1{7JQt^ePuC*-E}ohqt1LQBC}@VtIlsQdzn<!A;<Tk&j9kKdj##}RWsA=8osP5
zDTw%wlhyjp(IZPLSv#9&)8*5CcZ(32=Cg%4Xy-Pb9bd-WnTOcK`y;5Gq6Dqi_RB{e
zG+!<6Y@04N#-)=uQ<#WW9`vioHV6Iq-jCGLw+Hvj>Q7a4#o(?$ZJeCkt%kD`=2+Xp
zdzTXT3r+gpAx{SA)}=!W?LKUHTr_*k8RUn!d1wj4H+WNr*MlD;scyD@UrV3cZlQ<n
zT!xkk0FdFbm$9Kj(_4d1EaMe^pJ%3FUDY+P1d&Yw9MQ#ki(syGDePky@xd1FK}0Ut
z37JgKJM+pIl9EDISH4om1m0Rnrn{6bf#zbs3(HGQ%c)LH`#Wbq8F}jB4lWUO3EvR5
zD@NVEb97^B=hWv6_|ck+CH!!n+$KPj$GAS=<=#J;$^1XrMvCqiYjxn|hH=;BqKkTY
zXU)Imm+W+Q$eEpxZ<!W(3U(G!iTV01zJ6Vu*pt>XBXTKJw|8PX@o11#37G-0G{$M7
z_hT~h+fL&>>vAsh5V<DSHVCvCjqHoY|3F+xvzByaU2`}@fH1}JS&j;{^*lKn8<2zB
z1z-3m-Q(ZKQJZ8xD)V&K#lFs4@8i@pol1%}EWPinc+dY8{v~KnySOIDa<-zVGRs-4
zbw8SuIK-ZT?BjcY#P1gGsshN<L$97Nfvu*=r`STbfp>kq=ktg|7kYe_<anp?H_Xky
z<D|xI%WRE1YFJb9NrTiE;lQdtkFSa!L^a6rg5&t=8tR->(Bp2)tm3_`N(L4;f}P>s
zMbZ2`;ag@2a=a_E2CC>i2xU3+-ngNkl~0tJty#u%qrnG<5eZvn*n%7HWZg?M%W0;s
z|A=OD6!%+D+L{ZHPw+X>_z^Nad%JRSb~T07Wk3IEMT3Z5RRXdffBr-4j<jU!snhBX
z-Q?yJSCFq<mZSF@*N3M?<C@T%xm4Ff&4c2Uu3Eb=oX7%24%!#1l^1UQ)=og#I_lW2
z0r1g|Y52HlP%bVVQvUPGQL+^1YH7VWGF9%H+9(72ojLwH+!S5Rk4zQrpttJy1>5GX
zp|!h0u6N9K)QWXSYEMr_rL`R!vJ+5D#fGml49QdW$+UZQ_DNg;L}*=PAeS3Fg=h6F
z_Oo2XvGg~1F}{8B{Ac6EM;y{F=1*A0Q{1c$2Q8JZfATvrY@ygkB=2k&TVo$Dvg(}y
z953eX+B~qL>9%Qp>b|yL{As?;J2Yf*hhavn6At%7CDa;!H)B4>-bP9qKNlc}WcRs~
z?s+)|Kbw>0ar@IkGRIhf1q5x{TxrCj8WxH8nC`UfZtBMW^Qtww!X=Bvzi$~uPdB1|
zPBfuAKT^t85{&tzVm?e*Q?AG;oZy?56j|;+@Hp5`JOh;e6ruk63q=;u|4sd?X#SNn
zv^dIgd#`qJWZ7?bkrxUl=v0Y<vQ)u2{~DeC1zrA?y`Y68H6|@IQejFxuO7C$S4{~N
z%9uGOe2XO_3aaVa%cS;W=W*&)??g$$zSR-*5kdrggF9h|ro8=2-_RK#cPH}aJl1^5
z<CLP7pbTMASoCn1-xDBcR4DDiqxlE|NfI)f2OIp~yuW0X1?OIi{s0$EkYIZ9ob1{R
zN5v`(U01$y%;-i?<%q&sw?|;>W&{Nj6M-{TqSI9_QDNy~p}fi63?3v;sIU5i>|=i?
zc3}S|Z!he3vj4r<GpY4I{9Ac9{!bfgr+!~cjQ)rvIz2mQdYxss*NvfF@Tnr{<z0*D
z1*SQ{bM`~sQ8ASZ^pArs*n{&v{5_MKe^?XnHzqv4$^)OP*`dP<s$gDSZ2N5T?lx!n
z)6a$}a$d!uaZ!V$*PPMwZ449M&{6U0oFi)d;c<)p*$rkD=zGC7pEgb2Kk%v<jq7@0
z9${n<73F`fmj6Q(Ie--13E`j_-nZXph047eYI++voDeyeX=LXDB_69!-fb^cxtjFy
zahwuL|B?P6X*wjRkxbyn%df(H8T)-*Uk-|(u*LaMoHnPhqxkJU@>j;!UK9mR%WZw`
zU{wWPtSz1ap|N3%icm3=W})XH5m#b;k4L4A+MFrYYoT))&^(f=dRAN78fe?Gk$IpR
zG2k*q-3FoXbk<`$_D@&sIqiz?eR_Ofx~esU%t^YuHfc3AHKHc*Nr(!>%zMI_V4n}H
zP`5QvHiag(?c{}x488tP#+J>ouuo5thVE@Ww#e|Yfj+^TFI!2y%enqeshjx+Z)wLh
zs(cOR%P;pcDN)q7zn~A27*g|YTUET?zVdVlQzX4y&$Z+OyJX?`fcoiy(ZMCAxjD67
z`X6mmwR59?&sGZ5gVQ_%5<H4Bv|yXO;b^;7XR<90>fwEgULFgiC%AjgmGV6t)p#BD
zReC~UYx+3Sqb>dnVA#E_ut(r`GAS*w`srk6K&J2f;ps0eD9=LdF=^i!0Gn!{rn3r=
z-Nn=81u3jUBu>u&f=>00=QVubE^Ph)q0&J(`y=~@9I?MEt8fsb#tk0$U5@PEm$WCV
z7YXbR{4T@))XE8DJ8Y_YfDX&0La=v|WtkGIYn@>Hs9CH09iTL-v#Kvd#^Pe|L<Hoz
zhF1=dyZ`d<kzdWZM-Hb$M+W(sBtLYv5i4r#_;p;ts4m!@>rnlF`jziTJQ9CDOYsMf
z{U1yN|1;*P|JO2OM)edqj4+qfY6r!9EIHQgeNPNZ@kC4guMWEiV^EHFu-x2n!h8r-
z!OKNWw9a(Vn`7Z*>?>+`_59^`hRFCkwN;mcr|MHw(k(;N<zN@gOYqHO@4s5}`b{ox
zXRJ*H$OXLM&JAUvTkQK+r>$Nz(KaooIT5H;*xNi`$zLyS))_GI1#g>*xnhjxaB}=)
z9Nh?jIe+rZUr0(^Jcum*{F%S`N+{X#;4fREf8Qx!3nPp=UL6J^lzc(}dlm(M6QRga
z@NX5R?#M024XUfocJoSU*NNn6BWPUhE0H@!@gCwjU&(&xG<cO^+mKXk%#e1PW*xNJ
zdvf5|j4e{cQiPh`^91r!6mqh31{4uYG0q#sHm%#80bL5mqoBP``##?RLZoGEn9ij$
zU@7C2Frn~a&VW<Oc`Sj4GzpM@+sFUgEq1X4s}EbqVFv`A?0E*@LkR%dSC@47=pb8c
zR~>hK{-VPA6U!51ELO|^GHkFr<FEtp6O31LS|!9Z5@I?DF%Wc$uOh)7BwAr75;(Ss
zJj%w??u0}3gwzRz5ehsHYbVG^gc5eR9U!0bq0xbGnzju|eM%{G2F%wgEZ)Kfp8+a_
zWJ1}zaFe4v{3S@Z<=!oVC4n!C4)$*271&@4<0;x6yzzASS%>eqtR05T^|ayqahC~;
zT}KoBx<TRApi2Iv9W^J|DRZBojL1^z&iTZmhOjGga6gWY3Nm#V6~47sxUl-)$0@-1
zE)yQs9Dp@IGM{slZ_%oBwmC{VG!Bg0`sQmuIK9P(3C4=F8QmD>eL|f-SFj>7MB1n@
zKrh$SOrX(zkR13aZ(1LIbPB4=2M;M!yxciD11ipdre3^QFLqvI*w=jV`)3pUn1I1y
z<#0rbP>(d*8v1h+Ru4~g2Bb?gVd+LQ&>wx-6jq`S@x)?)!eUkQh~co!h?q~l)mZuX
zPg|<XN6qWahsDc|aDRoR<H<8%+K^z=fkuQko!>)HI-s3u?;24#INv<2C3(N?`E@yX
z{FA4t7S;oK2GB=C?v{?;Rl9WU?jfK2<4MBE1)mt*I|DLKEKhJvOIoLed9Z;~#3|kq
zQ%vT25$(eK)42)FQvh33$4cNm=gxoy16@+D-`$q|`}}4Q9QPSOas~{r&f~}(b+Gyz
zzq)1gt6LyKX2*^B-7~<6uw<m*?D1nGO>6iG{23rfIMPF4fmB+Wc6$isp6B3%m6U_>
z|1RV21PPjz&&jR6f`F3AMHS*jZ{*}=w$4ofGUttOP9cPq`^v)n(F%cA3Dj1{@lgM2
zHSe!h13R$aKQ~d>?_2E@^jpS(|9D2i%M=13)VTEL8h<Y+VCN4*<!`F|pPZ9`&d3!A
z&$aWn=Nce)PUb}FEuWFDlw7i+qhD)%CoB-pI;kDqndKn4a@{oaDI_ajmbZAzf*up(
zDbijAangDvm}ik*3L4YgCm6m~(7hh~okxhjncDxObG=5FW8%7q*4>m-gEOGk9=xK*
zYw4M7F?z#lS8hqYdVfmBKd9KMtb8d=-Gl&OjuhS%-30Cs{FhMYunnI(-z+6Rnhgh}
zvf*YJxLgxCA*qia;96AUaS%}?=I8Pj84qBHyth}AN%SFQVk#2QX@##B=P=pm5V80X
z^tuWlfn{fEN4SrWJxbuaHAld1Y=48NQIzkwGe8dsImU^h&i(h98C3|znqE4siUeOW
z(E_ROO!c`nw*ucA6&fYsAZI`vBC6>J-~Q&CUoaiCmT{>OV(vND%%58*Rvv%u!8w@Q
zl|#sQJ#6tHu*j1Yx%v)TXk35J3Ui+9h_fd>EDMppc^<Wx7S~5B-$|Jh`rJ<yxbuNv
z&b+q?^iPPT3Q})e+BA6;D)UgyJSYKn#cT}GK2JSorb?uuJIhO~JT4p}wb4JL?`t-I
z<AoZqyGQxIoTb4%_3t?7_2V{yny)bJP{hpbfu@3+KYGw~_RkO#z4tbHttA-#Y>%3D
ztF1i+qnT%Uuky>sut$cj0c{PA)+R$@mKV%)5Ed3^z|(f*CUb^RY@9?-L&<wx((Lu)
zj`XTL{{5(s1zQ_RHK_+TVY*HlFA>z}@z`I-^hrI6rm@LCr?ec3IVe1r+ix<cEv7Vj
z6$s!gi#!tz%gbX=On6_8e5j5W{i0GHo306I`-vvdYtu!x;#E(?FxiX>&u%fdLYHh^
z-k)lFK@s7yIt3lso-ejHcXZ&JKRxF#cw;!zm<IEYE_Vg;$UO_JOc(s)ntq19k00?$
zV6mxdmN0jVLJ{CSj`(bBpRDk-@lDr-{kwq~?_x+dRd1wyHr_Pya3Akq)lx1LSiWo%
zsz&XfR@jZx$##rbXpk_j!SJI-W@e`A(ONgG9`)a%_oj3?9-ZoJC{iVjSSlOM34Q4N
zBP%cvd3lYL;C<u(&fAkyJ?6`fG=1)tin>FQCXGaDJbPcse(5>y#&F5L3X&BT_66G@
zYv?PmCRC=(c{)DvTs;2=!4C-ZL%nqeWBTP_<EGmB#_>lZ){5g*(k}dLl59tj(ivtG
z1?!B3`Rn2mPA^lG9~#y#Gf{V$0Hc50{nuwBt7$y5Ta4}iZyc57+KMj-^Nwxx_zRo?
z-Oeqr1A3iRZt$4;9h2YL5!NGq+ns<3FZUr{xk3Mr*8y_+e}@YAE5v>$cuX*ZeL1p`
za0V2>4z&T_tUOq^x-p@!4Z=*p(l-KIzVev>Lvb13#?t`$Ay1t<Weo(sB6{Wr$rs<j
z31+*4MpEXaA!0t-(#Y)zT_R(P_Q&yEXuGUTs%T#05n0WG8}UBbCN0GM`pj3DUP>Zs
zPA%I;HpC;`_`<t)>n~qu5`+y`z3k-&w^c1Y@OwtlLSjK?b<$C1`~F$^4lUN3+gVKG
z>9Z@fUT-xAgC{ulKsRC+dJTQn_gQ;kLQip{lrCkwX={@YpiRLKw58>g{j7$k#vkyo
z)|^aABCD>C?RnL!`>;6D@P9sjUZpvS%c@)=`H-Rcr4jug-dVncxa{^%uNO6~8X&2w
z0k;HvA$|`0o0@z+(94XV(PfRW!QpidHghGyS%_y@k>gImG)7CD?l`9$>4RuD4}k>1
zcz#$}2i#m?)|MTgq-+{}O>^jF9g~=3@p9;4-@6a8AQVcGNuGBETHfG~oEx@Z4i{=w
zA4tJ}JuE8RxlsH;RPt#%1L}H2vV$q`h$C;j#Mk)12t(Z0m$q!AXC?us^hFI=@0c4V
z7ktnXcq1TC^et{<RZRG2{MYIXcz}>j5Q~cA0X(Ouqo_TUMmXb*By)$I3HI5~l?uMN
zj7L{2FGsh(2ju$P;Hza|tQB{nQAKrAMXhl_;JF|<Ms|m}o8ym4N=By0D*IqpEzAXk
z;xZ}yML|KnG`G}WIf{qrJ;aTdQm0Hu;a_qEZbyeSj8=^g`F#XYKARV*k(`d)`iPPH
zoGAYhKKsd(DdHiKVm~XyL#$`3wjyb1o%q>T4H8?S47f<06u~CvLiWP=m&%$aqbS?z
z3f&RYf;MiP(_6&dQ8B21`OQ-|D*ax)=*6p}H}OZ7Y|q42{b2Ikz@|OH)x&lpK-hvb
zg~PV?&VZW--k6L4OAHE0eS9kR<L{Cxe~)PSPmj~*cvBvIXb<keUtDoRFstc&6I16}
zca7XP!Sv~CHH9i%M2IayIq{IOgVT?lBFo(}XMkmAU7bR>KV4&>?Q65LHg~%gI?$-z
zLkJp<wZjJ|TORKH+U5`r9j!~*5HP1I;5_tiB_bmU82;5no5CJjDFL#7h{bCAiV!I9
zUcr-N?sF3nqP)(u>mDqIOVTZpphz|vGgMyNVR<s6CEeC`{H?3v4KF@kXt&FG3Tt&*
z%s9Sa44WTP$K7aTCeTYODW|7&ATv+id*+w!4_EaqI~shIotL<hR>kJ;Cbt&y8S!zL
zLp_e2kLChv@qI!0dUAzDQS`tmDPPmhdd@F5M}KWqfK)kFFQ<jB^2?_8dv}rUC+S1a
znACZ=xUPvIK4BSkn$o9MhgWyBYO4ZFImh+iPPR*5>C(NqhP#pe*OtIq9TsDcsR(<A
zd4i!(5qd`rN<t;ZvBJXK*JHt#*H4>{s4LbM(ZagrPCBNTBz4TLoc4{Cnch8okuvux
z7F}eC)s_{8txEhRR)V}e|157^QfUI<ds*;+!plugUyIl4_V@wfd8cH!6cc2v$kEIb
ztW_hivXXHsjbx1=^N*(KSsFClArwZ~b1Kyl<je#6mwsoGT6(%q?HE>!JrtSw-o~kS
z4H6$*O!j!LK6Iz0HYShA<hHaxk-c_LRnqldv9#(L3h5xPCCTH7;$Qvy^AphUbyy6Z
zFfIA@Km&vkjT}=J7G^WkoABtcX*!C0l-<n)OjP`qxmr@L$@;NPL&$r7^M-mW$%#Qw
zB!LI~o#6j49Kf&~`oKR7uHTJ1U6RxPSYqm5<wtVrrPF~(wM3g)C%CC9B)J`CT*UEM
zgSEx0><!hPBNF_Bs<p2a<8R=U%Q5GxlBucJPa1okFo|e*4vaJr47fW~FK=l5i#E*5
zvIBC&jw2<!EIYUm@0>qg1Kv6RmO}wy=Y3jOEi6eMzE#8QN8mG;Q4)A%mVr~)S6rV1
zOAZ_VW2Cu{&RhC-0#n*~#Uu0k^zH<_nk@=g{i4hfKMM^uC5#xv$Mw5SD147J)OAb>
z)#OU{GS5YM4@Gi=94-)`G{Ku)a{s1G_^s<vE5gDGH&YEpxA$L<*EPKPDg@Z&0zZiF
zFA>&Ibw_}EgK${Z`hDbY{sTYSlI6Tz0KF&JlY5|vU>~pnXTZn?-tY&q9=1SVM?he5
zpDa;VWePimPGU{=_oe#&`#4Y_vW?_E$6WNdCgMXnXR<ic%}pknJ+Yn{93R?nrjM_d
zxN=oW#)BIdSlk*3AYqGoo{ac_i-ec8>kL5tB8pWPERO*d!jwh;-jT(Gjm7`ao8sQH
z0K2nBi-@*aR_$tn>5wGt9Ff4<H~);oF@kB<$l^94w*}^q)r`IuI8@)YaR&GqF`g)5
z+g0qG7gIGAyaacOHRS00#&Gv^7I@~%cA{<{Fv>I6#l3rcx?ibtAAbeQ=5HGyvxB{F
zK}?v2i4+boX8`t-!XHIiSV1aRU=NP?TghhQ=@|oI>mce=91MT6&XN1S)h)4=Skr|<
z%?A(5DWE+sB(`0SXjR>wPpdeybWu9cIo`^Tqyz2I|BbyMVY5b96XWNbVfzH)rQ7J!
z-$dw=e)_#>;NSkQ>rF5`@d|5K2$@GG%-^W`FvFi-{JNs-@CJLZ&qQidu>a-ePKiOQ
zx3S3R0kOT}7VPj+Byg00r_q7H2FuQXSVHY&c?4RNfReikH=+n?kl#`{2#3$Uz;+0<
zBRyv4l!6q0g2)vj%s8tstg0`8F;Q+I9E~ebSY#lilCR;95xFkEQZ2EnxL>Jtu=)G2
zR-vVVV+Ph=i6wg4vhHY2(T_K;CR^z!DMG|xts+ZJzolm5X)@Re)e+nk9*+4Sf^jyF
zmv|{&7jh6WQd96q$#PI5Z#m_#5gL|=r$Mk&A0^G>j|rKY*kOOl<0la*qzDm)wMs2z
z9Mco5vVS#<4Kr{`J`9^T+}q|MqzVxxAempu9|_5XSN4@p7i5o@zzO>qjg;$>ezQc!
zdM>=Drs&N${De<KcXe`HOM5)}LHkDAwLYodFMITR&v?Xl#{)$6<QN7Nhfw9cWVkvX
zH}dR>nG^UBm<|;9yGi~JbNHn|?OD_>|6sMhxd*GupZ{SG8r8k<OZTAcqGk{Jg$aN2
zmGF^^B*0aX;@={}|1;9GdHbXzfrZ8!SeRx?OYL~hjf`i9h0gI(iVq*f>@`vO%H^mm
zpcwUE>r`otI44Tp75XZt?chuBNs-`I44WvyTcx3w@S1aB1RKn@BRH_pEL#5W^o;Yz
z)$c#J8va4bf3DEWxpRQl%>Mu3?K{Jo+PZZ^M-fnZ?^UEJy(7}4BfW^!P^E_&ihy(w
zDbl4QC8G3>G!c+05kw#$T_B+b2-$bB_de%*-*?Zs-@SkCgYkI+Su11Cwbq<tjQ1Vy
zz*1trHfUNL=zpO|(4A!tHm!ala0zj0$}EqS<dEodAYx(wod>SKUhap=udYXFY`BrE
z{rddy74;><MO*mRc#vryqYD>usA9s4@%~Q6)7L~Z<-t{e7}&p`e`kPkp_#s`ovuWO
z<%>3JMV^dV+(PwLy=O6gb*l<So(D+Z_${-5m*_j^inCVNXL~Z}*o`kx+qMsNIQmIG
z|E4yk(EKehpg>;(=~>O{THQ7kc{n8Neo7R1@hn2d>lUQQV5XaWC!Bn4Ke_LoQ$y=>
zJSw^0QoBiTy){d(J62mEp$`H{>vmf0xk@>my(i&05JXw(X#{fD(s|4=NkaYsmU{0f
z{WM4#iwB4-ZT8@!Ggj3TPDX!dH03?db&s&R!O1GJsEn6tZ>`tg^U~<&&Jvd%h3lj`
zK{-6rs}sL>v7hCN;8`e;NltGWf}YI$0dfxhC6-FM-QJZwAaMEl=Vn9Z0xlztW_sIj
zFz6y6%vQH?W)O3hHtf=S=YirE<+IA|i}I8juhT@5s(SXXl0);<hhJgPFv-YHQv9zB
z<7GM2nW<U7r0CoO@Xp~ip?t_aAWP*sc6MPu|MT7F=Bx*A@YQ*V3ZsE!O8DFAd2m3*
z#>IvJ#5k!l4!3hu2Q`Q-MU`!xE+qMGRV=pGKE16g??$<nA8UIDZ83CenyQgyzgZZ4
zz_*FyY5PH<Bl!s3@J=1^DjDCxYMdyW2i0S@<$|}xjp9jINIebS2^cz(I(!rz5XSE>
ze0!TgT6NZ+B*Y2Y&J{|DHXSXbne^&ZtxWtZELJ1iVTlk}TwJ`bs~a5lz*@YkA`=$s
z_)W0WP3Bx=K(&2@XMoF|P9bN63g-YG&Nl6Sue7s$R&cc?&5_HQ&Tenl$ij6Y?4)R6
z&x<{4nf^X!6bOb37xc3Ps-&2v_A87KId!uZu|AwniRh)b^L?#8x3$gq!I;fm?tk`!
z{QAKtK!NMkH;f^SkXKpN8!&gT7js0;HQ?2@C|LKVl434Q%a<W>8q*9?C!`Naf>;?%
z)IquDamLe~l8(iY`@34NBzs!@C83?8&fV&sZYnlST`1l`+dF1fd3U5uQfOwm`5O4P
zjF?dXf~C7=IU~qG(ApLIz<W$NKlBffo`rubta2yTz%G!wFQ!>@y*Z#r#a0|Lqctn&
zr$-3(-MPK^v!+wi*Nfe8=#Y@{yEodj8zR|f;T-jwWm%VkCMPaelaYHFL<xA2I{*5t
zsj1gd-}*h($60dVZ}>1}BZ8+?d{q*tntOt{GMq){^()%XcseX3)zkN$`~li!GIe%a
z1FxXtg=76S)-?8SYum{nx$vFA6TzVUty)`(Wmk)UNMHZb`LO15TG76IPw}-mD4m>F
zSp7&zAL6AAmLl}~qx=e)OMqj2mcFYR)Dx?~w!EvLINK>3;!JgCexTk;lKuS+B9!>n
z+eoWl_H%%ek0`Tc=2LZDGVo@k5+V4$JUH@O>`HISF9tnPsdIQ?{z>r-m#X<J@lg?j
z1MOCipXn)WdrIUbr6#6~nUO@T;zOZYsDg=TIVo{QK8`|LX?woC-f>XCc}W#Gd)a+j
zP?-A%eJ;1pgI+GDx~wNm??D&2pjQd0kY`FyHFj{et!NW4fg#0^Bb7<ErUZ?qTVClo
zQEgn_!%d)IQfh|w)^iQ1-DstB`Y&;Y{qN-_0jX%GM`TnVV&!q<W(NNokKBkmokQnP
zrX=O}b3UA76J~f~r?i7c8~h%p-8Y?28Rt$P%h1^?pIf1~7sBz2e(~Yem9+MwEPK~r
zFFpPM;X|=Jc>w9#t+(e`RQV53IIuady5KdHw8GGq*B;>8Sn|s=-akN;>KH*7kY%6j
zC%U@K0O|#c$>tJPdk`LgryWbDc(7Q6(P2e4camHqpsZ*6dRU$aSqp&#z(Z^Td~dp^
zKsf0GMFI4w1*GuREfMH)n<6?FwC7SUfTe*0KBHYU_G;u0(7@E+)`$T9%m0HlBv1+{
zfRsmL3sR4$4&qo3b&nM<PFcs`>}#<2aI$Z5lr`q&yJ@4oVvP36jE6q*CIu_d_(HN7
zIofh_8@IGU-&;5iDvYnl^hzd)-c4DV{>yMn|Jlk(A~#iU+kYN!>c7mG5_28(;6IO7
z@t@`k6wqi&{l5+OUuO(w;eWK|+23>ar#1GgJ&`#{kk}ts^!4?ro>_H{=DzG^Z^USm
z19{xKlJ|RZwusSbg6<AGc6ln@Vyt-`q&&rel(Gi)E<XX3l|ZERUt*Xr0d(mfAkH2j
zNZbXOJZUiFfBj7{xpB!q$z}b0aN0MpR~_3#f&VQC_BaA618P!rRD9WJmO4>u#(&nP
zhpI|V43$wh?Wjn-4AMiD0~zgFMf77iaUh{_^#A}fGcYcI``6!Zd(1kch~!rs%3*wM
z!iwQxVE_UW>>B`n)Wib!ksShdLB3strUGPS{(pQRlVBMW1ke$zew>?_{<AgW1i(`#
z;o*d5Go$(aJFBZ6P=W4ai`Vn($v4H{{F28oeHbHJdX<z>54lm!ykF<&xmW!d;aFgt
z<{cds1XE`bK~AwA{yo|VNtb^!9}$v#|KC2LjS+)x$X7sD457(Vke2?+ijIn+@-NV2
zkcWXecvX<b5ZCoo@VHeERpY(1pf_eJGP2#&S4<*iq*Pu^aD9V}t9Xk&e{`hHQRZ@g
zY#0=hVcyM-qRB+m$shPzX2!Cg85g~oC`sAqoMzOc2sLY`v<+%kjCsAz_LaMx`QsKJ
zp4P$eMN7P#3QfjJ;-j`Gdi8~q8;9&S$?wYMAH#GK0|<Zn?HT)7)9Ot&9)FmrGbFzK
zoXTEdqfr%fAMy%f!%uZzYT-*r!pI~>x*X!VU?x^$fPY^){aetlxo=cB>nu!D!g87@
zBSVzqRoSHZe9_1Gd!tQ7UW};iA-CCim1?8Oq;M*XeQ|j)S)dBiGafNI`lCx|vR{0A
zY_GLoF#|JF<snCa*cAvfq`TM5Q|0R?$(sMGsQ;B)RY`=jc{nS?(~C@{c%)JQjBId8
z%XrOOPilsQM;$BPh=+a<l*@Vz+Bf@nTh<v>pO63=K+(n=7g2prl((7GqiA0LZG6cv
zI;Fsfw(nnvS_ZcVW<IYn@_yz+Ugv+TPXy#RZice*RQcnT<M2a8s(h&4OK+dl*s!4k
z5im+?b>C|6DA#A)IF-iq18WZ|oDo+j8Ro&e?SR~{x!gK}lD%lR+n?nhm>f?KY{@7j
zOJq7%K5EX0;(jRUHBskhtWShT)OSGe;|q)>^GM(T|FbSR+9dU*0yElcpk+6t8jRRi
z0)0s`ZkcOe01BwG5eISHak?>$e}H~&4@>llo=Z=xjr$7}N>%>v@dnPe!AAnafe0eQ
z;G1d3@8AI=LC)eIUr{*l4fxXoR6%_7Fu~V?HPQz*J%#crYT(zZ4qV%jBf~v)Hs}#Q
z!A{MUE0f7PY>xbq(Mi8<E;OPk%POi#2eCClVO}Jj+CfC4sgE~mAg}tdlwL^;o^L#3
zYW-AA+n*~uk^Z_2a|NA>ODpM>L-eA0eyw6uj<dRE&-za5A84XOoXgM~mxBgNkI!iH
zS{@mDSTCIylQZWjL2rlJp!`Ux^qd;hrbS<@bW<_0x|R|pHMJ^`se5ModWGriVJ4SF
zlI|9?T{OVFKB5Ed9ap<-Z7t^?FT8e=Op1JgZy#-*RYc@xCdclNn6IyBjdd&a`H+V9
z=u&Czu$asZ;ZYRdxJ=#b?oZdL=<m)d`HHB2CA1&^WTXz3V#D4uB_{wTcmcc9)q42L
zPs*d%kJaJ_GPS=C;fC<LSU)-ajA>oVLEH{|V5uO4%qmzDq;4En5_#A+t$O)+sU$+q
z?bBR0@3dM2TjMNZvR<s^DcmQP!@BL3NU(psd~K6PH=WArRJ{%T+N@m8>QX?}kmkiE
z^}Yq`C-iYneMz=$Pp4*`%{LmO!=btqr3st65@^jzRvh6MUrQC|2PYOn_eul2XXuN`
zh%7p1JH1fks>s2iYVphr^Rg6!_twocyo)F!^wQEFAhj+eJhFJMKDm4ri1*u^`rqFp
zT)cGZD7q8MJ$-_(ySp?24sm7}Xb~lU^V;w8Ny#OGB^!#^wU!9EY;JE#8>L450WzaI
z0;=mgYIl0bF*>VZH%Ikz59dg3@WhRK3`yS9kgnHzGFh322vy)~n-lWn?Py;>$~p$0
zZPtYVQt32c2I5(+)<O@h4J;?sk>0no6Y8&;NTSCOmhWzXqwcn$&!0bm+PL5)pw#NB
z+*pKX<YWjib7^M79~QnUrTo@sI#iV$2viW94yWFpbmQ5XyC7Ljf6z0w-AB)M3Nu2H
ze+rYeEF3x%xXdHD)W~A@y?vg;*E`Y0^A=e$V}M-mPWP|18DC!vdt1-dFWa)&TTBG#
z!ey0~4J<6xyc-V;tbX{aQ>UOIV*(E~jIgpDVx$)rj>pn{OhD8Xx_pW^eHS|Z8Rpd-
z>EXd18Dy5mcG62%Z*Pm_uIO2<6Sm3SH>;TG{^eR6`>PPxg%5iO$9><TJBDO#wa=pF
zEql$Z#s+dw7+V`}tG!H2E;OZ6KCsMs=fEvcXvRM{pbjp@Z7MJDeG~np!fNMY57Y9o
z;oI8bda4VKjE~~o{=^l9oFcm;@tVyL^)Hl@LcWc+P~#wP1<uRxOw`T&&B5e%gU)g*
z=C&4^Iji(r>MHv(@TuI8vaH);KJ>STI;{Qx-5$0$3R77b&nmB?_Y|)=`|#jKa-L6K
zT({fw-cxNimz9^#q-Hr%l?eH8UH?pB|J@1)7UWNm*|BIfmi8(7-XTx~yO^75IP1|^
zLl1-Tn0dT?I4#QrB7k&^zYDdP&D~!w|9~tbdn9r-*Ea0?+Xc_r5M5ohoBaX2L@>j0
z2L28|68dg@Njdis5NpPr^M@Z{Ojj-QV&(EeOztNBCJkf=F9KIsaMxvaK39syxov-R
zRs+=5q7~>MS|G{oLSJaO^F19G^%dwX)#P^Z7M2=oLVj;0y3$WJEX-n-dY5N<fIDN^
zzlMD}XM6VBqzNb-2U2?702rd=CVY7c064Uhid&=rG87);Hmy&nhv8%(y27dLIhX{J
zXkmERi2pba@az8TIDiiI!d?k*iNv$7E~x8NK@LC$O}H33$uNq&0?;s8BtVqBKFjyI
zU{NJ{R%GH9>oMUqPWLbsttLi(fd}AiZ!Ko^iD=hs$+ohvB;P9Hv>Fqhv~UA0MvT&@
z3sxq`wz64Br=9XN8(*2W-1<6osH@|GKEOWGal>|{VqfrIrx-XSlK;*tH38-g{XMMX
ze{0^Ptjk~H5(GH_naKa%a4irJ6TGnP2MVMAH2qmBTJ`uZ(;EQOfw|(i!1)7|1I)oC
z74(zf^;sscR|#_^5u$m(1@LSaue`dX#xEp74)lbmHDPGl8MHvZc+vI<{>UE{LARhO
zJPS~nG2lz^%qEv7kVWyHb&EcN`<6bE&2E#`A;9cZV2oyu8NVMNFoTnw==QYHYFn1O
zDVaL~*;!|EBff4jIwVOorH(p2@Kc)Hf|>=J-i&^>e$IL|#qyww=4xb~f#s-*_-0H6
zbh%g4sd)lL?g~2N-qtog9#?~#%oO*0eB;zopi)}B5^egI5B;yM_P=+&qo-@EehxZ&
zaF37GFp2U921wl`vYN#Em2RJ0uy~hm^Z^U#1SSse7E)?~l>;dj9XEX<g3?uPg*~f{
zw>3M<)J^n)?%cV<pC;Q(bDp0`{T67LI+mAJ`e3OeGjEq1oF6)VBEPGlk`u2xeD^{<
zRqk=<xUVgPyWqsU`$g(AmsEsq(s=j&A0WfFv=gWN6)g47lZ}*<4^e8K?rWw9XiUU;
z?K(6dE%$Zk1LVuya{i09`sQq^bN#kABhXKc$ha$9PGBEM7RCtZ5kn_g6fd{nrje>N
z%41)Ru+)_=6t~D(ua1GZAO?&8E<XV4gfZ;$^L-$5@+m^r$*}{^5<vSsC{_Q5<IVp(
zT<_l;4*eew*H*s^oZj{y|E>X0Rzo>Be6Lbj9%l51IJGZ06zu@doqtaz+1-A_K)Gzh
za1=(dcFQzlhrvhZuFVKVgVd*_r{PTia{Q?Y7$y!7RdpvjVYq<YoSQzNPLtF#-EpBQ
zfM2%%&tLVABe7IfFcxz1`JYYIOt=^QCcpB(1`kBhH)lSv9uuWvFT}sCW+k$1I0I4q
zfBp`LpROkzXYJY=e?J2UrZFJ$N0_5ku#tBF+)OPuoF1ZaJpDS132v*#w+>tfQ7kRQ
zJZ=<xH>CE(6I1k)G6AoTv*H5gL~7<Ec*uHW0>95A={J4D6~Kk~be^FGH+|A#qtmo`
zOTEdDg&E!9=pWi{8h@{R%3mlN2&0TQ=WBc`wN@}8wP+7<MrLxW7$)l|i|}Nx?-C(S
zA74`lJ#hY5o3O=fM$O3{r?PEjn}p>whd5^Ieo&kBAHkZrubjW+?XWL~(Z&tuF2{9$
zL;PelrL|DeYEZBKQkMAiry6uZ>$C?CO$(IN7SB>BL#r06f`os`COXedn($Qc#&xsW
zy2-qPBo0%O)GT)qyp&EL?{9<Y#ZyRq;)r>&0+OOyk@_1NCJr{z+}9=Ql5RIm!8rG{
zMH@{DdJ0!IOz~#Z8a)iV>Z-znzo;6%xl*L$LQ(pPy6^6DC3%63RB}DvQV4YL0$b!8
zbWdV`?v&P0df~G!4(Mbpf3_R<JxX)dPu}-&<1E9R`&D~T#jRJ#0~Cb74DJHtbv3iz
zk#rCfh1s*$A0k`dlfb!9wt^NeXEKM7os$!{&ohq;)f2dUV-@WEYZ!(T#Y1{P5Jg?^
zK8tKcn%;Uh%TrbyKoOk0Qu3`50`7Gdxtc0|V}aQx2u}_^AvzDKR7UD0dK>^hVjmea
z9XG$wPwxM6U@f;q(#FEP<V3pf&xNYWH+uijWK!Y1Q>in&EL}_<eDoye-RGD%<R;Gt
z+Cdq6^xIB_jDzkJJh{kVHvC(ZyAxXHLkkC&io-UHozp_%wjY=D8tUu6NBT*Ev{H4U
z7R!^J0+l<qj7_5g9eFUJ@AT;}*3I5Kt`uGc>l00mbFkwSC@cC=MuE-eM6;ik&gPqr
z8uh%Cb6geluSLvydhI#jPWFiyM-bwrY3x~I<(g5_O_ToeK3`AQbfRWSwgesfhtR*8
zWr8=$L1DMaystGP{8z&y-~-L=B;$FzFTl8D58oxNcL~TM1_zVjQNMr9)b9&<qy#ke
zT>*^m58;`=+OuQb{cRTr!(>iZx0LTWJ^SQSOSZVess%ds;2aKY`2$2Hu6Jt`UjXb9
zll3%6F0lT}Ok|Oc`h-aQC~P>^)EeCf+n!pU@VF)MYd^m2Ic<cFqXneL`~zB<yDZSx
zQ*r}G=pcs&hmCb8LZMuf`p_VnT;JEwG!`QQP}s^L_0rGY_eA%fnS8O_dq8x48r|x<
z_{wb&M}7-n>->wVW=?rY1f@$=Nn=ZtCJUbdi%Pa5-Mz3K*Xvd=Q;qsMJUbxklH`&M
z@8h!Nuf!V>%n718%W8+@TA+X_H3FU;pfwH&P|POQaQv?FNh3o7c*B7<l|D_SD9`0U
ziT1jyjLxt;Kgmk?YtUXva;dm(n90|L)1|MLFQ->G6&^dbh5Gl_2MiB4w=5}iB1<ej
zfBeC7`nu>fDi^f-p0Bs!U}VK`|FoE3fp39dUF*6}jn%V%NE?-L9i=ojrLI~#T~qQd
z$|~2JV~SW>nfdU>I{m{WQ$jsxqkork>U`j^R#V-Fc3dem{jjuDcJ^RyYILI#<ug{L
z1Cd3w_QYH`yoY$7B=+U)nW*@37Pj&x?5oKF^)EtvgCK4}x{?TrY^v9dAj9kVyU9ld
zs(6)^q>pQ$cFk?%cfl(_En{Bh!mmPDuZRuNjMzsWjMt(9VuiB6LQQ$iWwr;Bp*I5~
z<1qRQl7DF|hX2WR1bn?4+Q4b>OA=)Mthd3PzWxrwRp9i-rngo6y|}vu+_>&X)hFGj
z3#@L?Pz60NB<{}Z?UsTP|NN|*T}3HW#0e#V23~}@eV@&k>x^EF&E$s1#@4uqhLvly
z7>MlP<`+$O@qStu3ui;l6}@}pBgAgXIk}du#CWYkK)nv7g8m9bvR*-Z4ykuC|M4vq
z&d%%qyk(S&@#RS&2LtlDn}b;1xZVqgI_5G+wo#@mpJE`;j*M-NW3p2*ta?16d9pG8
zjP1FioM~35_)M8K!<tnG0j$aV@$YfCC#2?u=Sao}nO#N_kNZQ6vKm=Z9QyByy$8+q
zv^A|I8Ya3+rmj`mmr`E;H6bB}Qwdri3&4k`$gZO+`wOPS4X7Bwmgt=^o*PwvfL3K(
z4PlMtV_T#YUlbh*y0V_$$-6KG3gyWE;cb|fESY7ZDwPq}UvO**Ko-Bgep(hnIGVZq
zF1U;}FZTqw+cNeam8Sw3i}0p0NaavBd&ewd+RH)H_D)t(1eG7X!XkWnHs_4`eyXTJ
zW(rZC0)4k0;RFKEGX$p%(tjN<*A|igDjRLVO4^hMBSS~6^|m+0MBxb)2o!Y}z%dsL
zyA9{2Bq*LQmTt1Fl=Ha4V)5Tbg^lQ??2fmMq(aKoEDC334Clg=t5s`U=5k*=qAKKm
zuHNNxb5r8FmFJyy(-)y0c@wCBXg9gK${)qcr{_4LFoo!@kUsi%a0!~0Dw-YQ4TDLU
z=mZc78kd`V5Pu*JC9xf)sY9&4e7B@d)9bqx0@o?Vuzx^aVIK6?xsrR}7dix#zX#H_
z7RRz~0&Y^64i`fz?2ZtD4uGEDs0<aE@w@c8{V6+}OuX4CCr#n;D+p!>NYoJfX~T%k
zT_~({RTDq<`AGTS^KqLJRRU_>LcqxSX=ZZ686ok!%a36ULx)=PeD8cj1YDQ<EJ9fb
z6e#X%a=&>wWQP3CD~;K${xNhPEHO#+N*zh7ac4g6+riH|TOSGtN&X7iV#3U~ZgQ|p
zWqfRN%h_|Sfb)2I#OYc!MqpZEHHqvPXQMs4Z(QiWGTZq5H(|edUb;+=3G!W|-J+ZK
zPF}Y>niD6nqi$^pOYIo5Jq0R7wHw1+@M!yOm_8tzV+b>zGJbx^L?hQAuUT(D*mKhl
zMh%G+j~Djz5DJL#y)lFom<*U|j*v<gMhq2{LvnYmVt0H62NX2bwg^S%s?0-KC-*`H
zf)M9Ug{w=eUQ)8pr&^u~Of>_f1t#Ga-HiPR%i}hN@vDQZLM!jF<-6o|)?bnstQ&C>
z{=BEJuj#+O7<_XN^%8QwHdHK$Mh}dXTf9_J@gg2OQVh?Jv}snC7x>a?j_kLb3-#ye
zs&Kpgg9}M)rO9%toW$I=4Upw|X$R%Qg<mwc#Cr48c|+!^pZ7Z8q=a`SEQc)9qiOrH
zFE*O$gi1GhV~O(}hB<v_PY0DNL+^Ci5&=CyF4{kmq$*66S`q)4z1U3s(sX<f$HLV$
zc_5Yw=$6~eceVF>F}bDQgQ-pU0%gSqH%8Y&JZP~LSN7Jl66Bsoc@p%)XWrjUsmn2s
zfnEsfh4r}wgA;iW`@%ju1q;<7>7fTBn3_q9C~|Gk!ogm17V}6*3_nF<?i($B?Ah+H
z)e|Urs5mM+rqYd+ci?@0sTdZlLhL+D4=RiU-2`oPs;t@GhJFh3cMgJCxk&VTeg8;*
zSj5Jff8i4(?mS#53I}Mn)Zf1^x&<=WWX-+X4sm}``+=owt!n$YZkZM%iqcE)CyMe2
z|9Kpj>0q37+aVDztqwj{fwJxQqI8|)c~iNYM#|L3q~qmF>{AYn*LxOLh1ZQ7gVQQ7
zG-PdD2+ZfQS!}S!WGtG-gBLuzsxiLb>N0F|NvhH^WMIblp*g<=7BIYsU&x+V_eQ_h
zV}cprfPJ?pxB~6&QK(YhKrmTrGwvp?=MDEj+z9E!R7%L`U~bXN%4z@7$_1D7k6Zw4
zMNsR62+qcEoEpn=w+$5+jp*qDS##!;Ij)Ej(bsDmqt#)`?_3ShzBbz0)=zHQsB<`^
z1+QGf-$H~x=|d#@^}!N{^jeN(X#n=dQV}5s9gtx722g-L|1O1dMR^JPQE~tzdc(E_
z0{ylI6#g=Uc!)Kl5e>ZB6TjuLG#lFp%SH!K<rXS7caqAevT99Ys!fuqlr+}HiAT>G
zV=>juv?CLk>WNWNC}rCAc4cRa?riQYkDu@z2L)Zl4cgvb2o>&XYi&F7*MKFL1(MxY
z>Xkkla<fPDB!wy~CY8<z3-9~OE9~I#7Tr?~Z4<cxDqQ^bgEcCHoX9m;@boREws+uZ
z6?d}6;a5=K$+k6Zw4Cso4$JC-yxV}tPw;6&khe0E66JOV&~R`vPK%G}=6``t*RTOh
z6usulWkX1lp3gX%vpU?Y8tfmWI8=E=9$TlU=}%3CGxL3+E;FX<9f*c*PK4<Fpx$(5
zH|k<qA9o{Z+CYgUm!IDShaU|5$2SOYx?bzM0C>c!tcaVB4X1MdtVxnSU@k(x6^C7%
z{sEegk?mbR<aAlSRxzw8<e1@_3zdgf3~~%}kJ*?x(c`5BVX8yrE4q^ryUY^mrXeoP
zGzJktyg<1KI9H3Wn4nb55cuX-faRriRKP};V5Ipcsq{}fK;zt0`uLJryFvEe?km)}
zJgG#B&)$a<E`G+6<bF{ZFPIrpcvGLo;+BpU!dk-<JbVW%qV<Vtui0e(!Z-Ur5zwwF
z;ViEK>2ap|0y%P;!X)KcVU89lxvSrRp4ePNv!#y0!cUL^lU8TQ%?+%WlN-RtwKxsa
zVMS5T1z-p~H0h1)v=jI?TJBS1y-HBx|8u&u_+3C{fRhQ(RJ%Y_uK_NU?(9tqK2U`w
zwnFcW{IGI{Te0om?%vtgoB8Virk0z0WfdBYuMH=04X>|~rncr^q#ezrtiM=RcT+yP
zv@8f-)g;xvm%+xujLaN0PKeG8Lr6UxF|=Khw&W#|IT_BfeG|pvTM=u~bDgl2_`~C$
z!OM*n(M(~!Hq}XRfyFIVYjxv~)9wyk-34qdNseW{5qH06)hDd&r>D6MLS4kV7y>dr
zoKMebN5uYw-1@1k&<YfuFuP)TkSuQyTYF7EYDTy-d;vYbti*ZZeOW{LgOEYSNEl-l
zE8{i`HL!=EtY`!S?{<vy+=wAw*AKoDAnIcghdZ~SRA00Ye)}yk=Ox~F28zRXCMr|~
zg%NZD-6*@QQwLe(_3$kr)t#E6k)D`zT9l;JXfRfM2E93ydu+o#LoiewR0gJ{F?ifU
zGm_@ufWP^j!Ub<e&S34c+=Ep?UX842O<MygQ=?Bu3A<+?X;@LGwHRE12OTDMk>E-p
za}-GTY2+xML4gaBXFDw}yZsgw!iCb3D^M7RJlfm1v%IUsvRCCgXJI8e8Y1)Xg9fM0
zCS%SqZoMb<kypz8Nm%f1Z_5MMSL&x*L$d~vlu<ZPA85H7dUG)NAnv4&_tTwSxc!-$
zcHXhhbQ{;otzZwJY0OfKDf6lxt0g*cFjy^yyX@6SwFHGKC&_0ftp9p4N_dclm2^L5
zR7?C0q`CRbaJcCWo#@Y#^We)lo&6%%cZ@R9$nBzG*0EsDY`%@}20i}So)YWheV}p2
zlbI7sc@x^)FMhdVX+vX`oX>XzXoqVcq2x6{$%n<`tgl$t$b6hv@*kweAqSCO{(3h<
z`8rXCt{*!2H@HmhDF$#k-DKU($OT=n`ZIPVhi<O`iz2#Y(`Nc{d*NFsxSCaHkAZ`R
zbeLY{2mJ)K;nARiY$M95kk}erxS>6$aX{bwv<&%RTZvWG%JtNwrFqU*H__X-h(``H
zk*aJ;67j%R*0r6dNqA^fUa(W$|1>j#ZXb2TvG<h-4R2qxQb<Ic=B}C)YHNpfCV%^q
zQn{<dkQc)^{1%p1iqcE*C%?G_*^&1ziDIlvd`9Iyzoo9{`VB5;w^|T5XhYXHC2sN_
zDEnPY?*$FjYZFRg`0$n`6C_i$&MzOLV^-zy^iatam7(x68FSnl4!>f#Qo8e<ijiI^
za{5c0Q<WL|U9)vw@wDlhHx3b8`5p>ITA+)&fBMYVe)E649{fj4X}+-0<czrD@zA>Z
zV)^j?Z$fV+25Bmj@YHt;Zn=)#<<HjlDy=^c*mFwN{EE22iwpSQ$y}OL_eC7#iKVHz
zK|F|EZL=i~6ipr?Oh`xD`1PQB89$rDD?MD;Hhk_PtB7E)<{-+CEE!O{wkSyeYCfq9
zDR5tDfc$~AxisZbmI&&-qvs2zXq8bWC0c*0{9E}B00qV%{W_pxaPS%C6J)FbJ=c)l
zh~VO-dc)F~I+Jij->8^il5M2vxGKw7H9w-U*@EXXfhUHuL*>+2=MPP^2zj>lXd3n!
zN~POdG?$H~(Mxo<^ekVI{Xk^WlFfMnP_gtlIy2VDCstVrhrjP|CNvi@_<c4LDlKt6
zO$y#1T?yxConXZ%0SWb&;s-YuEfzHz7M5x=&KolM+IC#<<}`mznPp)`kn77LyEMs#
zKTuCFdaFNl@cO5B-ginqyI(qLPN*CH8fV&&VG|>|#>_exP-3mH64Zb2X_Kt-;>xY~
z4-n6vJ|s;7Ki{8xQ()BvB1&LM1a`6O2$c^c?*c5se{L(lqWRYa<Gv1qNV$RC&CqZf
z2(_-aIUv}>tMgtaRs$49rWHP6;Py+cKz4f(GCEX>ElLIjf4in-{@?OCamx0zz_R+i
zhkA)n#Y7A}t9?-J&P4FK!rh}a7y<c3u;O%ke_!3UyQ4loP|EA-#8zH5A=XIDS4P$N
zcLfyvwfVA>INHj^fQf_&AT2e<%(%x<570)*R5&pRFVaCom_mp~J&U*4p0qPl)c3XH
zy02ltuqAKujk6UK{I&U%9b9h~*Y|<J5^&qePAL)afWbgX1Z`FMILX;CfMbXvUG_Rq
z?qOM1Q2lQ^pE^rdHZd`s&*X(O&c%aU>m@s6Ook~@lD!`wyANZhmwsDX_3^!ue5#=^
z)Mh#Hq8(dfS2|n`iSewzS1$(-x}9b!$G6cHn?M)@(2|NkOOOe@nYkg1#e_3ox=Q^o
zuc~^_egsXI7tEC*bK<3;Q+JEY=7443M{?y}K)Gk0ub7+-$X6>ufwb$iA_>%0d6OGn
zw0W)$X8f4sR0}CZw8S?hnz`S@C{uuk=J>dqb3rTj`3y&kI`W+pPJ;RHzSJvF=yD;e
z8fT4FOX^w29$Gv!Yv3%D7EgpCjVxQc;3nj^xdLSJE1o5jZP>q3vWMewdD|?jf*?zE
z$dD&J$nHpImS$SRY4b0S_4gJu*lq>epHw$NU*rxRf-TAv*z8sXZmTS5biBy_<-PYx
z0A5v0{$N&tahHV?=?};}$_MV{Mr(bv{F;t$rh)$yXE(zvz?K-Jb#WSBy@TaUL4s2x
z)SmSb6R$A+0g^cdN;G2YDtYS4Y`}*U)xIQ;%mQwS+B^Z`>ge3^tUPGxPVTN=nQjVa
zbMkZQ3H8lZDe>R0^@(1iErE|DVWggZNF5X{;F(Vx21Ph_;mCXMj@wNj1q|CIWnN#P
zWsb8s{Mw$do8}ijuvu4g!TStICH4%+^t=?i3ZJk}nK4cvNC`4jAi;_HBJ0#8L@M6%
zesu=M?N%Z<aR1AdgY0w7GkG^PAfm=YYMaONPSu4zGV0IJ+Z1n0-MnyW4^p6)3m2dC
zPn2y;8P#gi_Qo+ZkJ`-NT<YRT03CKfU$|dnCph+WYYH~O+F!m9Q|F3?7dCd^L6Rqh
zO3IgKK+0`Zo73J$K4r{dMJxv4cIp0e&uEoN_#Kq+FmLY?t9C1!`Tl0cmq@yTwiBt-
z`jumtJi2Zrq=+6Jz;}F3EnMet^z0VIbHFJ=bWhG>jTx_BCZ%EZr^Giq4V523Tv1<#
zarET;Yb{w53Wa7o{Qy4y9W!%MPE)&ex@aO*#T5Bnbu5s@XNHV^f?u%4uYCNN>@jO8
z7j$pBnoe*+SK#JMuZ<K6znw50X1VYK9IUL*qsH~QbY>aIaCX&Tv{7$R>Mz9#7`_g<
z9IuXX`77S#--TzG!%!JR_tD`KHmO=45_QdAP_}WsVeKY_P)~!qiQ$46yET%tX4R%y
zJHKYxbN7tYay#g!7L*8DktWK66FX^nAT``mvI*1`xdT$^iV1p2wT+5o3+9@qqkNmH
z`4Y;Gq_eESpJqdYsv&uZ&4fk|pCvwj9Wl^`Ldt`bB7LY<DQp-9UZxQ<^MkO3*(_^E
z;u}%EPm2(#(@{he#s5OW6TF(}N@V8hl{E046Z!;UpjsfaaCU37X|Dp+v{+L!cB(5T
zZ>)`XG(Pb5jp4O(Lu-r<{G=$(;$ldUbGC8QY+s0-*X_|j^2kAYYPnDwvc)#9zmTru
zV{=Qk(F~`kmHFtG)<um?lwyHr>P>W<6;i0jF6iyHh0gexOY^oX@sje$q6;3U5-Rnj
z96j=#yuGou^qw`1yfjsV&#wlahv6^giXy}LT-z%XpH2Gr*$Y_rZ~Pc{&gbuwwN&Vx
zyQhGIYVJZF+LF6&d$>1Svh*phfA{=sza5RKDMmxzq6_;C8&Zvdig{;(T1T5h@vEc!
zr}i^T5t0f*JJA|Q>OuJTIxkQ<?P%M>(NQw*^l|SCpk3RY?e^3-u>wlH557>R+V|9K
zgq%sfz0?aBQzW)@6^gG@vF&{?Tkx)k;rA7$lX{)d8!%XMCwn!c!=+Gxd-|eCxN+pf
zTm;*+0zV}F*o#`V`iDhDP3fa)p+Q+6GGb1-liJVS_s|QYI@1`HYVe$3iIwJhOBQj!
zi9Dpz6-)8$SQQ;tvuyd!d|8?I)z10PETYQkwkz^}1u;}*)UggTdt<7yd1&AB8$Xkd
zI=1(eSjsEVmj*rP(m=$C8T8}y_fbZiBg&TNn={CIT77^HUl4+r>+&mdjOg?KCDyQR
zZqM0b6SnJSjWkVcguc|NgIJJ&-)7A!-P((!`_Ym+G1*Or&Qgq1;FyAO#0%GNnwK!5
zLvfauB4krv^dQrUi02Ee>qz69ljhIOms?ne3xR-X4J+VU$isR^j8y288E4EJ$0jvi
zw{AV*b9?IfP{9wVfH!4V(F18e`n}v323;Gj)>6uo9YT$esV|#s@3^!d#63$1`VHaR
zOJaIO-ntRN4}q=fz4UXtBqtlZ%E_Hb-&nHJGJ9D0iW+*$|K!~`%67msoH%a4#H6{_
zeP5@${I(%vB~BMY#9Qy$0_f_lUUmgOMm_!Tepa0FHf^&H`Okg&A;KWK;qc;bKYja`
z#J_d2<cfF4Rc!Zow*K@zRa>ACO~Ts=1~kO(E&%<gvlGPhZo6JsH<ees0kd!h;VieN
zJok-Km+we`qd6txJsZVayRznVI8-<V9Nr|AC2cl~=8hv_5uK)pA08q7LJbq8OTD3q
z$=`qQ5P7N0AgN)<Y*iF2?m^kE#OdS~lC#lK*Sd_``)lx12GEJ$4*2-nuI`^+CUIF5
zzcM+4lzgC&+i>^2ZHwn9#TT435??ZG30~h*^0GRX+O-+C(Ls4()q3y&33X*?0m!T!
z?T-+s>pRx==S7#^>zQjMf2l~?cqOa$0v+%LwZD<WpX?~qdckn&J3CF*R!mNagneSA
z==Y~SK3mgrWQ(T%$$K<>1oLf9(eQYdV7?GUtpqk#5(?9ms(uNCvld!>pz^ZvzujQ+
zbMar@Lg+RqVuH$g`!+c1=$>Gc^_xgBoLytnSOC#HfGcj<CjJ3pg{h#StGg3);1)^A
zENz!5jXO_#KM!|-{ErP%AXj{x%+O3g$7>v)W$oy?(nLEtDGhoT#8-M$jQ1S?Q4DN6
z)>z{M!|72k819+e9%U-DaR`uROpzK4ewhDmvz6&4kW^$#@kZw=Pq5Yjgzu-vctt9I
z`+NUUQNveO5<%NquZU2`q!da3;KTyZ&iR)D74-Awn%Bh@V6@o(11=Doo<a!bdm5xT
zsCUlV32Yp;f|x;n>)lLrH9!GAi&ETO@5!mJIuY*@OnOJ6;Zk1rc%Xccy}Vd?I-?Ho
z^Ww?{sTyzbmAs0$b!kxKx_JU+goHfok+4WU%apPnl*kw~OkMSQ;qa8OmgpOCx&LCo
zq0Hi?!CcL}?SiYs>gv}GX@ufXaypiymi&<K_OqlgzLFe5ez2@zF6i;4fvO;ghYz4j
z_<LB4s=g1|d+2rdC-JTC6Fh0OzS`ys3Qcw}v#XD~MPH)>etsVoFXrFENe~4*MV`O%
zK86V@8bGL1!OkCIXgCStH#&gLLS-IL!!8Cd5(ralR}L_-asc_pb{mu1W#$LtM+1-#
zdl5YpegWlynKBEc@B67gElJ?N#aEk3rB}6pcEzq~&7W?)b$%)Jnd{aX_3Eq8z#biP
z)imz5uAm&-`k5Fd?_qgB1dKoxQrko81qfPURKjpoBw{LtXgH{%xyqiB&TkjFmfNEg
zhb(lyCRamVO^-K*S@-z=imHt$s{XB9OdeRZ?#&>Vd}izbk8@R|#MtpB`$I{$ngh;^
z$|42BRSwC@8YbjbWsT8sYu4%mB#17GuVYIK7DTghlh18E&B!2lZ2Ck%6Oh3L(}bA$
z8ScQ#dxgdw*>tYU)T_%M&(mu$51sTs<c+nbM7E9l_uOt;rrhSgxut1`&rQGC*&WJZ
zPp41BRS4X>`->56^89I|Oj}&>-zJY8r3pK!fCWYJr2^${i^g1akp103@qr-568EI4
zlZh>z09zv30Vp!zhxR)?mkZyAq*Y0*BEDbuXK}V0O>s~p)+n{ib)FZ^G)Q;n+|zSp
zO$y*+D<Ym?DIv=SK-0p2h2pq9i4QOCKO{CK0$K`9@)Szl?)+NShIj9|w44b~-5N8a
z8vLGE$jBQn;T&RPA>WM1qM^>=wSaP1f8ADaSUyVCS#E2pUT=cUE*aZ9yU^TH4=$8I
zCdamc%NCb)S2SfF>h@Z)^7E$1SK%#~W{wL&NH+&2SoEsUS)_ND2J0H*9RxYwei^D&
zhw&yP=p`<RF?eRcx(ggxGQ_%7Qna;t5vlJdfMA*|0cFb=`s7<(r-4Lrv8Fxl!b6@c
zx3MCTJ<>+|-Gl=y3%a4x5uxp2qVdA0U}`M7_-RNOL=5NKp9tACO7{25&;v-`>Ek{P
zHfXe`E3bH^Tujh=T*mpn)O#FngH@!M%wnx~!DAwY9c8a0)tw;9P;B=R?+1N-F}X#+
zRQ^<C{v=MMvVL%a1pu+8Y61T&63ka4CCBfo6)gqy7T*xz>n&3=Rr=ER`jA+T!5`#^
zj#F(xk;Md-EjGpz%sNTBOt7(PC4R!PGy&}tyvocwUnzrREgq7DOV#B&rGWr!vk|Z@
zSbrEVL1`deiRAhnU@3q;g91ujj>{H(7xHC*0T@Kc8cqS6Js>o_ehG|p3qe1_S74XK
z!bdQ37!SG)SX6AIdVaI@e2tLBo1Hc+Yy_4?U>XdkR6*QSe~VSwKENoqYYQhzni^KV
zVUoQ0yRevPwL4oeCKSFl93`9xr?9sFY*}{Slb#VsSqCg5+vP-XhU0!=3<SIkP*F>v
z!W}5Wm>ch(YA8425=+TT?L7v<;8X-yF`yUvqr)LQlRVKs49^H{SHl}u7GH<xbx6J$
z!?pRgm`qj)j^#x6Kh7n+yROx%ndKY9RoFWR>sMrU`v|GV$k#uf$!JsdJ}Rx=wq(Vf
zCBI>vKKqji`>=JHj2zv4#@sW*vwb3lGYOelrD+LSg`w3#1rEQYt~W-6j$QR0<9^r|
zpLkh_H(O_EnzQs{%*XT~ipU^MN^Z_G(U&#`D`wSQ|JdNF;_>IT{a9(zbB1FthESl<
zFTIDyUUAE}_182UlDDd4eWORPuR#+m7!4W1NIRZ4bdn1%o;{)<KLPKaOi&NWh8i_Z
zLlK-I!xERF{VXdQw$`mx;X)*DV4d=H<F0m5ZcnZzw_ZpDU>}*5E<=9wZ}w6wl0GC{
zc6w%p7kZhn#^{18Oc1J?XpJmCeOq<6d@etx9{1QTh4^BPdh=9)3w4%yQWH11uP}~J
z^!y3Cf%;QTBCc<?aqaSZXVG%jVtkj}&BQsZkl0(^X#Tp?sBVrKvCsa364(s^^D_T*
z29pIwdVFViE@%}<o7F8scE&@M8S3BSr>m{2-@?1aaH9Bf`L<W1+pY(mvi?HSyU4|)
zOkO&?MK~Uc$gBaNF<Va9-yOYWs6y|*H6ZepRCr(%&kH5$(3NW$VwuX{Jz1J*b6<Tr
zLR?%>dsRK^1w(gbXg1CMnxA8T70@v+f>811cBkW7N1FmOc;Pfry7|?rQhl*Q_5OpC
zdP^&0QH<Y}xN|#daB$Hps^O8`oC5miAaDF{_u6o>?cK_8x#npbTD1ZRQKBC_5%d-4
zqE+F<J&&2k_s=DM-OCulJ&+&ay)f-jZG9ApMe8#vwAMdBh-uRH*U6PcShcwa$|eWQ
z{(0B`3C}ma*2kR&ayTFvI6JZwtFFihg>Tn)`q!&mZ}H*RTl|a?%g5`AI~x^L)CIHf
zKsV{EP|H>B(%!H1bRVVOJ)5p4`}aINo3Bci_ydlQZc8Z2fL7v$mI>GL5_|p>uHHjB
zV=&f$BB6Bs+9fOSI28L=UZHJ~rT_S*n2Z%m>lLlIxq1L}SsiCZc7)RZ0aB!eqRHG^
zvBNWpTg+g9sY;9C`=>W}!`*C{XVYGCLfeSZ-PR`VOa=*&JvyTN4D%(@t71vI-xzHd
zO<vrc@6Ol@J)~kxux)B62~k3**n)MENtRD%)sPn-?mL+^+-kH6f;G1D9)%In516|7
zCVk&2GXcoA=njm1R?cxnyT(b7>SNYJ<LDGwhTo|czp#8&dMs#mV^GQZd(ets{rkD&
z=KEE`0Asl60RYQJ-q6<6R>Ij<<rd@-1@o0+_#=;o2S3l*#^dsSW#%+WY31p#OpVH=
z{#wW|ceq26oys?+BILbD_H8KC6sVxiEz;;I2s!CY@3$iv=iquKes8Q7Bx<fI(2*-!
z29#8;Fq;70A&UZo;7k#RdH1-O!!HLUF~-}bW%Yn{+vbiP{?3_X>gT8jQABNfHj1|r
zR~3^cN5MyG@Et_<l&&uz7+rf&4j;_RZuzMFW47Inx^uC{zW7&y<~(UlVO&|LQ$zc#
zA^gdV<IJ>5OiuHP{O8{KGc&l~6^WLI7B(zvg|s|KcstUDceU%m&=OYy9uzU^W_07+
zA<@C%lER`C9dYqmfehJ{RZMTrevW-Q&zVwup<g!mC8ZoIW%)*1^{wt)@ezAQ`i1=o
z>^jGpAT~h(<~8_`cZW^EwTJM&yql!jWTPTlNl<V-io8MFrH-rY*5Q5K@V0t|{n7q*
z-iVVwKxkEe+IC^OBjovlBD;=66Lor^33{s1Vp+a9yHY2dQ|dlmBWopLGlm<*tA%<p
z{QZ+AI8;WJmmReg=9Z0SulTN6V*69hK-<UpyLN<DJ)!7%?nb92zKr^i23giyx>3px
z>b<vuQ#}<6xcNOLsU{3i*#m--eV6Q+3>zmy>ycz4-DU6sbjzwEEWVS`w{pC4+|h48
zm5$e^l{u)l_R2zR7Ax5(lYLR@m)Ow$l#dOl{yiJK64qfM3c^lM8L8ZVX>N=+!5E&e
z|09sW<o(18c)%$uS$TVV=CdgN`GS!xk-N!fL!%n|bl?m5!CB&Pu=XBS3C?mx*@u*;
z5bWcc4H!w0TF^Vftwldv8@devb4+2xodX>uR-F9sM@~k{$1X@!<tMC=ElG_NG~f?b
z^AFVTX+3_gc&}$w;8o(9O===cVF<ExJAjYvJWgu3W$t}A;}!!pdG#_Lb}y!>b5e`z
zNhYyTV|uUjE<m5}7bF|CLM=`$Kjeu59sZWTL6n3Q*BQwerJTo5uOik+@4HQbPwklU
za1VYKO}E>GXA+cW)+MRQYC~3%@-vg4lj>OrCVlU!mYtq)Q4$W;JvMm!@T{x^fJiB?
zo?WR@@h;m|6}xOGkO8_E_CvNOn4*!IZ^K%LsnI=$^r-ABDDR=`iT89H%jTm1;7Lmx
z`i%3C4wu{t9%GK7$@K4`>O{V6DwL+x<!&SR7!@W$8q#B-0~Db+_xIeW&p?Qu#)N%X
zHtzK0ci+F+i+O_)HJ2zN5A}wP6mKiArF>o1nwl8B=Wbqx_XnsJv^U*#<WhDM2WUl<
zh1TnnY0gGjTA>IQ?<5MOnGlg?oQG3quCn4oI@HmLL92>4hTWd$CRuW8$M!x{B2rj%
z>MC_9btxvl53DZoKov}G>s(1ZcSq}y@z7=D$(3u|zyUG3(gtOd8CI_96=H`=?PeLr
zj(2n<axfeIWH(Pq&Y+P2gj6KM+(&u9VmpmWmWG|Ff}?8s*V|;vOcq6lNs<!w6sWhu
zMW@`!idOmdN*Y>Ts=GJjH%O20E_89?CIcf+U3GpDYETb>X?IVrG<P*bYDmEE-(l!E
z%ONZ6LFl115#*F;-ODGbCb4s}nqQ9(^SHW0LhQwNWmS2mlvu1$zJ2Y>@r)YXlUdS2
zwcN`e)OvT*pfV$^$hc(jR7$j^`L~rOu=}Do{5AS}$Hxfi3F_aMszSh_lI3U;+op_R
zCo_(rTJB38)&oyo`s3Ok%duGQJcMWb+wx9Z&!!GAm#t((#|P;Ho4rN@fH)L~&OpFl
zx??=Mxu)*9H&GQ*Q(F9Fp^l1xW(EgF0o{mo2q;ZHHhk=Gc5-pgCN3^iWHME4)ThGB
z{qLzUV{m`tDY1|`H4Vo%Y!BBt9*%uK#%<hHG>_SwI$%$7T%x%tk5Xc>L~gFu4Yhh%
znttri$TfX!_3{sp_pPVSU@rp;2`E#iwC_80&$*V#1#RA}><_9hbFO@Cz$+oUBc0T>
zXbwRMl)peE=M4!vQ@s6*3lm@4k#}ekP2`jMWIyqmkWUVT6rxAYur;8DefGd7-gD;a
z*Nx8G!AZ^uhi%~sTX(XD-c;XL=T9-mfBG&Yqo^*Jiw5S1sM;%+&SDg0%s+8_OnG5C
zdZ8ZgQ7gy1ntbDUdtc~;q=d~c(Fexa0|TP=khza2`~D05>9U+Jrwgyu%qo>6-leo1
z<fDvN(G!R><S~Gn1TsBa`O$wz$tGYZT%Y`CFi4^SQPWx%&I*=9YK^JTn}TJZlr7>M
zuXZRVS>R_;qJ2#o-V0ZPXPh8!AFnt**I@bLg4c+I4a(CF94`LI*}o^WSNcGcV8PuZ
zx*B#Lorkj2MoGpBi;drB{KYTxyPf|<D2o!?w-C1w7=UKYi5E}|tuBmSim#HP_Q=+s
z)9ygaeGYeTcp;nDKKX!Y!S4n`x;5pZTUa*XsdEwX!~Iyf_cQCr&6tgZz|M}3rshhF
z>iCDgh2P36F^{KUu%?;-a}T(NA)Mk1;UZp&h}-9r(dtmyHC945I8C78g8H*}p{*m*
zeRM3CxqxK5YDmTMaP0J#jT`%=lw5lBw|Zq7tb)^I^oi=xUaP>eXYJv)>n5-@t+Ql3
zmLAFYlp<(?`7Uv|1SG%%d~blZ#_5QdR^O!oCv>gOM*$!8r0d`XWuN{QT;Gk{ORy)`
z?o$mlr?>s*jaEhS@7tpD<0X(n<{%+N+gLy|@>SX9%v^**)oc^~Ok+plJm;%NvG>=X
zJ^cNh8N}@NMS&&Mq#Z>FtEzu%7r^#vC8u2Dh_um8o$P0FaKCzid<lNb{we0C9`o*|
za2y;S5bXT2lg@9nq1u%~qpDA&p`djW=v*2cmOTU`U)sGhU)Qx`G0vXAxS4pn;{s20
zVyF&x$ir|6yR<*I-*-yKWzcSvAKG~Y$acYKk>&L%g3qSq)M;9?PvPpLO;MbUOed$C
zb$V-?MFZW^J#&6_9GbOa1@Uq*#77TNtrv&H0505(QXkUJfgNl3?cK#vwQ_)8q=z3q
zlKxbDP}pf&ztx`e?Km+6;UV9W-_e;Dv#>kDl=4%cFEp^eZm4nvMq}}PQ9S86Vl9R9
z@P5W?m_PFLeeP+DNA<9mV7qR4mbB?DLXBVH^u?qWeE%RT59I88ft(!y^g3l1JRT%G
zIC0K^q5cD8M*#Gj`d-+mAN)7j=GJw<YdHOPbZ4c|fvoArvVYs0J>cr39P{a8!ok$E
z4tD{CpW*;&#*VN(-vy8}C=uFZFtuNvL~qio5n{9T!zRt~-dZ3_9Q8aPgw&7hiSYwC
zEZ}K#@VI~~SE1eg{QT9AwOHn@W(9ueokwt14={rj%@>E0)$0P)Hz>tOF-4lp4E>mC
zgc|-7bFKQ*FgI3Jv?`*G<wWSaP9O(URSu^3VzmPRsGWCZSc+iV<91a)YMVEU<&7^=
zwGgx`sj()TW0JJ7a+{-ziUq;eR5;o?)4v-N@f#XiH0ox<dS$NM66X}ifyZ?=_rxN^
zBw%s-2BYTbF-*B^5cC{x<sfD{1YCM)D26Z6pPCb$Uno$HB7bq5N@XtCTuyiueS;(a
z{uQYQz#k^cGsjRN$D0;L?`50b0g`dXdwr+k-ym_H7;Il2zx3-Ue<ff>C+2qJM^ZrD
z1s|TI@|0kxe5rEzJUwZr^n!!5T>f0<UsntF&pZQ=7gM?c1QGunX7s%MZ^Dd!5cj~n
zldIDzU1`Wb$D)lg!m1zOL*alLs<pwcRpp=xz|}kWJ4IOgSBj8;3Ree!g1H5`1#xfc
z9ydls&{7$wfkhJmj!y<v@1gKZMKW<fY_;x0P|EV0n_4;Oxz7W$>Cgx0NZ;F0A;&H+
z`$+wJsrSF1l~OY$`m}vz?1hqfbaF842gQ6X+cIuty-TiKv}s-_iS`J2=avYA1h2F8
z+@nv=^R%30wKyKr_uW<JXo`Nbw3*Zr6$)JqX|;!+2=mN67&!_F`Csh4cUV(vw=Wt*
zMWk5(=^!AeG?Csxq<0XIuA;P11O!42MS3rSpcJKd1wt><K}1>rr3a)7B-8*Q-j}t$
zwZ65!z0Y^|Is2aHx#zj}k37jtW*Kwjo$ou!Z~O)Ua@=_yPVgOyzg9iW8rQZT8EI>g
za7W?<T9#dX^T!H9cNoQ4oKldQ!#Ums{MW~^d+m-=QqE@MFa4M%VDNTBafiv$FXLH}
zp*o*-30KX^#Io0wZUm)faJNuM+M+b>&1;d)a!sl_$DuT(T6aq=F8JI<vS5hz0VzY7
zE;QG7ov!+4O`-JY+S{R6i)E!sax2g`K_+C}YqOw!DV#NTJ77ssbGqXN7@C<aXlBqW
zd9|3S9DeyBWczV~wg<D1x7T>}!ftk&*d<qi0i47fu^wupJ5(qulD#6uFly@pthLNw
zwiSNaM}(o?FVd&<8QXKqByy?eUWN$ERi*X4{2qqob8|9hW?(POEY`;1w#YKJrxzJ2
zvZR-rtb8QV=MgA4rI{U_e^5_?u-sw~ajzKF8l_GT!<U<#XOauv1PiCDD4)%JpYS^P
zeL{*LB&qOVeC-y$YKyPm`+)4%f5uO@LHyK!YEgy={)2yk?+CB;17ziawRrCvfP%-h
z{Ruz$1BUWnd{2|hw@PFi^Ji7F$#z-2$i-AbdB*l!m1^f0O?&42gn-^sR0O2lnMBQ&
zTdno!ZJEoa*V>uSSYTDhAH?cY4<kmuXGmoV6A+FyU1N<JJgY%!FUSAx@!%^4-Kxjq
z(3{V8Su^9;0hbNrejK~}<*p(SY*Ti)&aD!1S4;PStKL(u;U)j;-mo7R>DaG(oe_x8
z55AP}u_zH)Kq$naz-x2nTy?l<ZOEPO!ixlg^bgfT<Vitvxv9!3uV*i}C+j?w^jqYU
zi5o8S?Brh6=i%aS*v3)>2~3SUmz?;OS{fW^bE$`dAF;|clz$d0tdO$l*~_}1QNkTS
zNAo!-?qbw~qIVB&YC{+cU4Hus0BC?fg9Lv(uI4J37YiMD63an5)+R@QYGIiyf!#Cj
zD=3AyE0x~3CBuI-1g3ynIlt#U0L%|W>5>7i<W%{_s*szxzyAVI7nGxJ&UG|*h#cj%
zR{tZhmKs1kLI6;cz!iAbAZ({2OXRhHzp?{LXy`JJ{Di(yG;+mYB}K5IUAn&@UbsP`
z($f{-w`u5)kSB-}GAUs!7BMY>u_sc@OI#%~UUf1c$-)U-IKEu8>9`^C)SG|ZRGUqi
zWRQ37;C+OgEQylW&8<^x<>4UzEgRtApW<Es07mB#xh;TuegG=bc|@HM+Xdj+0>Jkt
zP7}+09}up<3s5L5OUa-T;S?46;oSLCtmbcc8*>I<1<G`>EON`aS@HZRiqg}OYY0Z}
zIlMJSy=4YT1emi-4cVsCxqeRs{3EvcM~w5o`o4^lpWnFJ_K`iUY1_mz^;>?jQx>Bg
zv5z;Z_Qi$0F64W0?^?OrZ=;TwRktZ3`i06nH*PO2%}bcb)4i<CxP!?rWWhX4+l<d&
zWhQaE@Z!XU(fAtD(#j@;ih@C#sNUA%5{|3XZavTTs7lXF^m7rKe#LvJ2&afHiv$eo
zR_1Gi-7hYX2Bqihv%e^39<6%AL*H#qApWe%y`QIqw~Ie|W6gK1CXm;MKNnlsQMh1p
zU8K}ykqqhGdKlxJu}iQ~zZ{DbLXC$D@o3)s@rv+0-xt-4P{Nuf6DO(_C~9kCq)_hU
zO;qXusjoBwrMP_mBNkC+3QJ|B*89HH^R<PyEy!wWcY&&p#6ccUWnX#d63w!HBQWmy
zHM<>v`CcC+%3hn1(eRjW2^o<cyWuOYFe#|qam(q=7DXOc7CNTxe5~7iw30r?Vn4XF
zam|R_*^!v-9j<n_T;kX;l(+ddOsY}z12@+hZoF#1aewLCqm0y|5AYrYh7aG&_6sr;
zEz5+m#YnUs9KC9aZvIFzW%}Iz1?PtW%MAm>Ko}DZdT*!-x%co%Eg=W@=Ch-K;l^vG
z!-6LwZ7sl}<gtuc^4#Gry7SeeTu*cC`d!#$r?CSf$~d=k*CtXjhtRRxb`7AsHu*4o
zZO$uwMb*X3-_5mdQAngVLDo&guZ6v6x$^L&MzvlojG*;#7yV!aMurAvHLi@#4B^?_
zYk-nLwZb!4*CY#-TUjzvSIxRxOP%+&NT;UMES;RhwW?Kk7A{m~Zas2NgZ$)e)XAQJ
z1(IEaBFq%$tVErAsmz(_VSe+zid4ua6nTM;2hZ6cb3ewDu?O1KL(&p9#;=aU?8mOx
z8?1<Sx=J&psEj+}Su{M{_a_{NQ?3^MD7gFFS(a%b3kyOEe(Vk2W_-FT`3gKA7F7rf
zY1eKgw_I+#<xvWM+FJZ+++-g@K|15VD>UDHX_R-qZd6hPU`mVI^Hr0*qH~~4(t4jB
z4=kG=ysX*~(I4D+)PiBmOBKrf{vzPrnI|2;Al`+bw@st|0%#_V^<5fq61pFF_+CPr
z=|Oy#@~Y|br&3GpF-bPKbD_D0+wIxA#h(|$=pQU_uA9S{6-V%#*h>7>3-foC%lEBn
zWgjGt(C*Q6y3bbDNE0LZM~>wH;LV>0BDb(bH3fq&Fukmyds|(vTw_=(`{VjyW`YcX
zS%<|HA1>iYj#8#VdSiK(7)8QYmLqJl=NtRxlP1hsfYshtQev%X@=PH7noE2gu>5)f
z^UJe&I2CMoQZ<Y>)Y<XAx8hYlmmI(A1%#8EIA_%Q<$NGU_kLLa2ZmH}avAZJ!5`LR
z%}=l@?`EMhQsHi#wxyENQ3dpy#f~fl*iE6`?cLuQa=<JK0cpn>$tHpOjgl9H&a&f$
z)<&0qL1?P-ka#AG*GW~?wY8>hhngA?=vzn8)rmL*tq_FZn2$idMfUlfEZv#@7`X9R
z7UXvu`xI6Urr4^ae~_;5+&Imx0601@$RJO!<z}(%84Qic9D70AYW}t5T+h(f7Frdz
zLJOPm?c{{TiTNwtG9nnhMNs4+37z|fv$Q2^JQ$vAC$JS(6t(I;djhI`zToM7q-&5*
z-#pZ~XTvLaydNR;y8RsJS_;O0P}wcpET(17JYQQIkYWe9_FJ~UgZoc6s82ESr?-6i
zT5+9ha)F;sQi0Bsw1T3E^2yAv)jkS^N;xoBotF6OFo!8%_Cgu_5X`NmJiD`@V+pFc
z&l;?1?f2RlA|ShT|5|$^Kb#yi>@S(P;A3@DQpiX2(pr3=Zw$1Mh~*ND<w>E><6-vE
zX2w|>0)dHFb?R=1%AC9XhUl?;rgBsR$+wvM@ubHLk0K@#1q!0=j8(ZTFWVfvk4b{)
zTBn%~fu*t^Skq&_V>A;^Z;K4VxN4JK3ZasJh@2aG5m~C}elbqb1hZjyWOy0F)_yb|
zUe#kS*d5J-OnKe#=p!T1a8mi>uJKzwe3+7Ej+&<G=0p)^)u-xv{2zOmLs^?BXvzt&
z&roJ=ZpwR;#E&nVObIm>_4frJ4O@nT9PAz>sNa$pnu*!FPmp^mivq~P6H;a%tH8%I
zF}o0*v{PUtrLMCqiTbNR1-6Wc+!j?>2_KCeGzX@p+hEmtnNt10YVJwshasX*NFG$b
z@yahqpYJ_&=KNofvL^KxWqc^dM2>h62iA;u)-ha|y0bPqLH?@iKwROEKka|volwAF
zaJR{YD)hmJ>IMa|GdAs(t7&DDoG4TtnV`*>%oDO&xgWe!M+-Fl4v&Cm_a&wM=>7q9
z&6U;aa-l2|$E6z_EaK-x7tjSl%okzs2Q4O(C#;|67oEeO1sk>8<#IZcNJ$V|1hbSM
zyDzUhT(ar&E)4fgzdBZ~TeWIJ@$H25zU{}FW9sQl>+P;DUY5CLj^b`vE?(N_$?^kn
zLXQOnj8_aUYmhib51%6q{k9+^imnc1Z3wfaz9&&Z_Brg@l{nWO=K*QNM^F?-D*&^W
zudP7@n%(Y4Rf*Lo2CH_!ztb$B%P)*co-6I0H?v#NM>igIq;UK7x}EK$=DR10lev9#
zH_qRNa6t0v+?|XIh!IH>YbUs%;{cuJd-;nQ5yY!zGwJz8w(d}<C6ug+cvv*<cI+qp
zECR}`C;oT$oG5IL7Vf!e2#=vVTrytBRi6mx$fL~85V%|)DzUsKZ;yJU&CV3vEmRo+
zb?%2eU1g#j66A0n-fd7*Obor#L7Ca{fU|XmK|EzYe2ANDW@E-Sz{7f6bloH{%F6$)
z5Fg2kSLZM=`t{S1J$EY9E`G%I6dPMb=i7V`q<a?Kl%qcRoh6EebDXfr0yJ_YO;>6+
z<|u!`>qd6_>*h0!fTdugz@sxtnoz!nBiGvT6v#*DuJ|jaf=`vsRXr9FaL(W=>f|^F
z@!V?DA~wZZw8em^n3U?ip3o=9><>hHGSOa_vI&QiNWnP%-C-rr-z;6IuTGoMCrv0c
z0K|(=fIl1#Bg;X5Z79NWY=j99S0yX7#IU;XA1*bK8c=kCJnU>~P1vqXqS1)78_C!M
zM#GuJHox0d7|n#5JNV5dndJE?w52oBa@b#FB^!`{1MAWM;_vk>f7-);*utQo*Qs_^
z9#=fjd<n$APfLJ5<RDgf4opr)z?Xji{IZH*#kT-hgvP4I{J(kEf8N6Bt*EJ-Vt0UX
zQ^HJz%^PT|S2O$S(-(5+FvskrBz0cuCSe-Ze;XV7a2R*>Nw@D*@s00#2doTlPZ6~y
zTsA*TP}RZry04toCX(eE04O%i%`axKH>PG2UAesm%xl`aI;-Y!=l&C7NFCYBrgDt^
zRUg#fy^p^ro-r47+5FbrQexW-ClW{R)p5JW`lFSMua+qDGQvC9bE~8L+`v4EvXBGA
zq4-jo&!h*#wQdQDvA1TgbIPKbkcfVmQs;AQa!)tQw$M#!wKwi_#pF5OhRWiG#vWo5
zAF8x(=CQm7y_+Ca?(Y-g{z1f>zCr+O?JVFd0&OS23lmS;afQ>M-WPoOmwMkTrzJwB
zL~Ry_)Ch{>3w<YCExC-LJfFat)=N691K686y+EB6@JoJ23+P0cCt1BdN13EcAhtTS
zUq;x`Y#rs}oC{MO+^nui+%Wvv=zr~f=FUttsHUhwpA;Dz^GyhOXID&2i;3+?k2awv
zTcc6Yye577J8sdk;f^_u*+WVnN{Y1Jm9QZ<P~q1DSmlBhE)r!?vE+aT%Y@qh3-jKe
z3*G6lMF%Ny4^32DU0FNN+8Is9K+cpHN-cOxcyC>>dp^~@#2MFL!&$(DB>19+5gvJn
zRzwup>?l!<W+nby`$7FYpJ4xp4uM|oDlUb|Yt*0C#1@*SoKv}ILM{vDo*QV5%uvAL
zp$+v2euSUe&Xeu@dXmauDcX&C2pZdb?ncFiHYyOja=TToDzGJbksd-Y2`Ccuyh|S1
zHb_r;kTw5;G%ShI788s2(e=`EWxLR7%2DkwhvBCISXW^6!1i44F{!N+<Btsn+t<j=
zvmU)1P5CIt)Iu9PNu<^&@4LD*+H{@ylrP$EFA41RLtY#uS3b_WdClX4Nn`2-_UFVx
zZ9Y7hnEZKLq5V-uR#?gAnT}T3i!CDXwptCBuiYIjj0iG`jvCVHOC}=UM{~XrLmpXU
zEU|_>`O{jtJ|Y+w+nBXzU&<TEZMHrS90X@WxW>h3sf9Ee{=7~61rAf3i&sxH8)0pv
zcCnb`>7Bd(l)iGeoB*vET>Nd#7#{Yb{O7uft0fEUNj>*YCQsN6Egyg94Na^?77W^P
z@4yg4wJuyvHTUeU79uI6XQ5dOZ~)h&Ev4pv{%AI9(#rPscF){ZJ<~Pn>an~f@38D3
z+8rZ*i?7X&f$i!TVZ=gY`IWDJ<F=I1cI6z?FMX%8TO7IQmUWOqe1tFyprAZ6{w*UW
zMb0F$fW1$vvP^Bw5-oMuZl`zOXXJTfxd}eWl50-wmCNHNM}Q^u&2QRiKl>MiyRo&t
z@yxjTh@=SSRVhx?qm?RB();O-G@MV$577s+P#Bfe%J21s-bk?1p7AV)JG<+ezGbk?
zyGgi~iYS#P&IvL3c11bGyIAy`Qem<1!Sm@)iIY7EZ40+oT*!P@i*2r8vlo&k6#Bo!
zw@Y3|3<cLcV$)SxHV1qMHtrcrL#0&>JhRp{W`&K5AKz}n=^!JF|Cz&kFY7IyYOz@W
z>+S7OoOu;1F6U6Vmobhvn!+>XHEG60y#=-5HZqq=_?GYkqwgKK^yLv7%X3%py+Yp#
zN#7-f=zUc%#xMs~F;lizKKQ7@Ok<R?7!RM5KN`>ML-%!NF!|0<VkCN<kjAqGKHiSM
zailn9?nDTfGEe&5dI;QBk;gD4Oxq9Zy@G*Aob%<58N$@q6M@&-L|FiqI7bxYqbm(O
z1E&_^P%MZ^w0X{J9bIyxIL6Dg`Ahs9GNr(AW&kho9TAwWTiQXmE*pQf1;8N(g8^V<
z78EIT3=;V&JeNUdzySFbqZ0lXgaXeIi`9};0*w0P;J<={2k@#a;~v!~aC(n<nWIYx
z=3^Wnx|KmmU;wj(aqJ168K(j9KpGN)xb-qfYpuv3;akAknzsS)q^%D4?sYqv11w<5
zC79JYmB{Z@B9eb2k=LwS%e2hr#sd@uE<h;r_@bJwNDNM?YWb6Ks5~&KL-UUjJvb?h
z=EvOC`Xqx4%7zvrr=0kVTaXLgMHzrtet$?UV(uRTivKPk^WSgLU*d?%ABeXD#A8|e
zT|78YAGkla-|r8yg;Dvh>n|M(^vCn3{xor?`lJ3={r&a)T0qGvr%HbJr;<-NpaDRp
z<xb8`?D=ENTX--F1|GdQ&rI;8Wotl|5pTmyrN)0TyH4^VN_rBbigl<)F9s*W7jwR9
z$`~i}h4}GcNCR+s^C1ya+YVKGlbP6Sr#)pk#_`uzkL=sEhO-^?^j%*DlFQ0$&}FtU
zQ<QHBy}&3%<y;dFovEo>XRO`mE-346_ahpV<hfwR+j&L)ARnHlc=Qqfx-8TIa#1uF
zv>k{r{=Ij=zl4l#H7Eep?*QzeXrgW-V73j(r}JyL)?e$}d-B>)Di0?Mm59&9R`>5V
z$!U(<Vy;h|VjA6$5c}$CRNoz1RqBVFv`fA-tq5a!vMn82P!#o6#kuZlt1}t$o-&7u
zr4%F09U(pz7k<;u<<{g6@p<U{u<{qx8&@-h`LT34GxXT<N424P!%h!8UR|&}yf~`A
zDWB(_`o1=Rx$||c1E*@zQE?4+_#}Tm4Lw6Q@@8cNFL+X-vTwgp(C;i`f65JfuPhV%
z7xXw=zwa1%e6WTL9xnoN0a_DTU@uoiXvDE~C&dvJx6IZ89P_}paz6CrVlwjqrUhFh
zRYYO+bzIP@w!GR$8w_tfE%3kr7P(HH{n-fS-P;f0vt6f+TlNd2-bfe=m>Nz>--Hhq
z=7Xp3x9@*Hv*0htF?JTG&ooL@X$?*LbGOH*VgVRS_C_Y9%*ulgf1G<m+gsSZ>bndQ
zFx1xJxT5|lpFTqkcyg0Dc~B;h22JJoTAF2Sp?F05gYVbcG<}3XCh9S5ORmTF`9>$y
z#&`_tkkd7VK?lb<kpx;MC6;2$t93K@q~G6!)Tat)O)s<Qceb#{f>C=fH}nMOgufm8
zFSo3>Utr$<*ZuN-Q|tdo{<_@X^nZH7f8B8e5TKo^+WP_1-%j}V3+uN3{y!-p<bHmi
zv`Q2!W1sN>)5|*p0E<)v!CUDej7B{Ss%cRYjTijwTpzOx$t|&!e8jo7{8y*bTe@<X
zXt1RPyx;f0pw}`87rBF5^}Y`->f1j>?JQU$pmdS%M*4?y&f=l5R>)1wS99x}$nw{7
z13`;QTN!)BkI|2LmyB?F<uhxWV*G@QotatXio;br0{0Qr6VH-_hscM@1oosf?iX1+
zK}x)}4!|>%g}O}4)QKV8Rzr*p7atQ<P^_B=f4Hppm0z=@+*KBk2b>nD|2JO|^Ji;=
z=i}wsPW_ESn=JB+eJG-r_DmZaKXcA6(g~l}y%&VM*dWqwK|X-$lOo<&JSNKtd6@D=
zj8s!gM$asmlAs$pOWG(jf9p}&(a;#|l47F#b*0<qA)HN)E5_$SLj^lVs=h_Juc#2b
z{>Z+^p0QV`0CADNfptO+P|b9D7EbWj%GG>{-cPoWU%NTnOpkR^8ZO`MgK~eLwH%01
z;-+VmxxHSHMb0OSHA7{R+u0U8oYYv(a^m}vRFS7hPBi@P4T|}t)mRIHEV5)t?)v?>
zB5ESB?y-g<(1~YUnhIvpK^NcBSm{>l)chpT27VCg)lvu}YM&?%MGf%^?ow-8epdb#
zM7wvs9@HO34C1K(?QngLaZI|y?WwL@`NrIe3#~l`99S6?@t#u4F=>25^L~VwYL}+#
zaKq=Dgy})8#zHj_%pE%S)(gZh^f?{6`x9wp0bb*OhJ60TiYB<w&p`&JLUk{lpg%$T
zPohBi0!=nZDxAOB37n`1eh|<4?MsC_(t4Tu8lIW0<S(Q=@NFPvuDZM0f^0d?YwVs2
z#rf~e9+M25+$2PTb~o?+Np(PCgOKtGxPB)Mn1cCLP65*Viohp1zme_K1THN1>C`#-
z&n%k1ey9F)_+00yn9Rn%)fU`x-U1?7&O~_w&@#<IHq$PURcfWX2}m33#ee$a>w^N`
z?j!cuz5bS04-0rf1M{y=M@zGx{UyieU<1K!>hM8b$Ch9(e+I+XKIDLA%24mr$DAE*
zy5~>oJroPP9YUsE%NZa$$cuy22ZVo1QECMMt|=c4gCtJGy*favObl)aq;CG-{W`CK
z&jp;&LQ67dWquHq0pr#jzG|K>@>@I5@z*%uOvf<+x{}AB)E2-dqQM^z@;m=~UUD8F
zO6dw87sl&L{qyq!f~DD0!gk~@$Uhj{`LLkp5o;M(bRMg;<az}IFaGx`od50b2JQ_d
zCM$G8V}%|KJ=OQNs-Di*GL!k(4f!aP=fydcIdHt5r+!T;wgJffwBFY_QDBG1O~>}6
zXi*8{+8=yWNSlnb6q&k8ur-}`U`qGJbH7~GVt)Pc=gVhx16XY$IR#Iu%<ldxNBdk4
ztNP`=Yvs2oQaEXazQGK;lcl*wg}6wRIii1FFtjBil1?HR8&dx&p7vY}#H#BoXkkm;
zt$Cl!<(zLdBq;_`^->KNC(BOX73hbkDF|>%+4Ods+Ys#P31oyulzV!gi>{oSo?^dK
zZs-n}e`*vI6NoPxJ*0YcfvvV^$Buf?T;BFZ2h{lvhiGcE6=5MECW|CVk3cHMhW%)e
zaHYU1l?UaS8?VcLF7-7UvZ-a~fIy14_c}Y>?j;Snx#n^qi-gkfMgexSTLV)X8^Rul
z+AJG)=_%eWAFFRX7@&l#{TG)6+W&kcdfCsOvU>uE$?Y9xU~Fy^j>CWQi2$|h{>v=(
zH$VTs``cgUiu}KP_LrQT^T0*aXPyLe;9sp#E&hW1ZN&Z;W`Wy?#XZDJGO6hf?Rza=
zDl|8l!vR&lf$g~9KxM1Ue(;A7RA3w4rsL)AMenp`VyT_oETSQ!5vbR*#(vVH=n|J(
z?Ob27f)0ntJk)Hy1nE}YBqt$GfgD*2667lIKfFVFfo1!`suqysF=tvJ$vQMY-eHsN
zRknmFTTs>U;JKn(=e>VRRx^PZj!vM;x)u(!*UI~GG!hC@&+pSZHfgembaWa61$j5A
z9z0E+yBIUJM$+?gY$Rt$_<2uj08Rn&@ZYHS3|H8b+OSSRD7(YKs}Q+zicyDBoDpWN
zjqENZ^^v67exaqg$QezFB_fo0Z&`OiU$$v?uArLNiUCK;X5n5rEpWuz0Ludt6Vj@#
za(u(`SpB_80s)7n3%nGfwjegyKFhSrb?jPY{^_G;Hn#5Z0AAwIuv(2y`K5RW&5EJ|
zth(HqGty6T6|HpK=S%mUtgm2BhLbr)Y0><f;Y}q31g6#cIv&pk`*8ObLCjropQSnt
zCX1_+P-&qC^u|y3Nc(=F_B)5KZ;2A_;flu^3FgR@+A_Gu_DmYW*duTWkxVWv!k$Iq
zeC--~np)Sw9UnPu6nuX~l9}{&54S>?jBMtG+Jc*qgDpRFW4xzFIsVM`;{*SP6y^$G
z6cgj1MeD}R`PplRa3?jl9hRo;&!MIPv+G8QINFxXPxV$Ad|9yuBaU<ra|v(CvBiG5
zxY<Y#ypXS+&oI32Y@atjRDNF*#w+fkyguwNHXCKmihOZPQf8l6Uvm9Zc^#oMc3i3m
z7Ta}{(ot&IKEYI!jPAVbwgYK{2z0t<Ucpho7p@JHC80a_xdONjGdrZt$>(E9v@5Zx
zg|PVLmy>3)mJevBhye&pI&$7HJP)fPoxMLSL~pX_KT!27DPzxXva?wTJsvJ8!_icb
zyBJatHe<{ye4hD>fk;Fn6?`u9<w3Q_jsn+|9slP%UjOG@@6hAzv6rD<8384*ApMYK
zt%^XA>KLI`E`Qn6g!9>EW=wO7Cv$AnLFd=kPmgbPA2sq59vafmJ9u}PvjCdt$@PBq
z4|VmhAKJCNpRuIA{+(_|p>0}MyGz!W6~`V`kGQ#XJ?cwldAot@E!=FrY**<cF!JJD
zQ;o?neM+hYR@sVk2gG_}=Z?utw9q(byNR%t^bfrp)3xfP6wBr!aEdSlMQr7Fh0-uy
z%TRvRYm3TX$p>ZV0H*%zYT9PvJKxL>@xYlGrye(k+jEeXTxY-ASl4;3mN5AaJk#it
zDo?ftaV`3c<We7Q62@U<I%Y44gu9VRcR!@&Uk#(W_L<x9Da}{FrC>Jh#{#QvZ$F}l
zdYp6;Vc+gyv%VcJD=HJ#i{pB-j0z2}iltU5he01y8<k~~Jg*_Hb?oLOnzG8pZ~|U6
zY_l2bxY20oMBAvEDNPDgd09+!wHxBA0dbyK%3qMuLNSgt6|A4*Dd!|`Xq$W8yK-S8
zbJ4sQU86Z#(#Ye$kzIIFM*L3RiALR1K0|8#6#{EmmhX>nx@cy1NvI?t+}<L=@_Ie<
z6Rt9>D{AX9%tJk4+#H#(p?%v#iCGzGEdxf}))iQ!P9=8w-Rh;D_g`%)dOuw8)0;V6
z0k=9PTB4c8wmSH2$JN}~=-j?|>x_8ZrqK9?gEo)hNDA!WRD$J{3X)t<n>XeH2eD_J
z56AgE(UqOzTjAV}Zl$_k)u1Z4&NR`sFKgto>@HdW@mgR_C}nF)>7d;l^e3IkKOiii
zWuWpiS?4;yphq;MzGI0$!oTqR_zU6-sP=s+2ZUv|%9oYiFdvNX{LlYxp#Ay5E*n)m
zYJhaLnWm;LNF#cPmlGOJSZCkhwr)IQ51+O88vENNKxeAdrS22(?EfwT<mgt$fA8l<
zQWs?8)oPEl2~Tqxe>H*s{pa`?0Q5BG;?u)0#lO#TP}8YK5XCR`Toa1&<HT|^AJPhL
z9RrkV>H9intP%bqa5xh+foI+p`?oEB@ine^fd9;#D?j@Eh`((Rmi;#mFR<2QzrwQi
zS+>jqPYn-jS$R6rvW3n87kM+639bl23b>nR_(GYeo6yOT-qybCnmgvb&+`Q0s6NIn
zn!R2%jm2@#f)e$?zSC#~N>!Q@dlUYp_qPpMMmMS+uz(Dp4NpkZJWlX{k^Y~b3C49!
z5B>!?2OsRshtGn-uD@*jKX)t~T=xeyb*`7@HY`??9W?oM%ObCcD7A(=z|RcWO1ieq
zx-HlT>6R27PRMl=5j8<n6qML8ZNWd>^cj*Z{kedn$c?pBj4xei5IIQw6gcR_e&jst
zFX1~=n{&lAV!H*aEX{_kvQ!+tdcV@SvwwD$4SB0{fCP4aOKI#pq8J;vql>&qDKT~U
zh~WiuFvP<o+Gh(h&~@gxL%5m7=&1?4hY=sCugN5uR_2v2MU3ctvj^sZ$P5XHDXe=K
zbEieW+SU9JmrDCMb_cX;s6ZOZVnSPsU!jjFxU_=41Q9|zRz%3f1D(w%+FGuv&Bqc>
zm`(|=7r<TlH<cG;qMx^r??%p&<M=Sr`9-q(g&w38N>`&Uy`!&LFp(kPepZd<9=}_5
zWo<E4>eGTCL9Y)C?U$M>&(z|u%(Jog{mSCknbbLbK4z?z20Fi8iq}`>E19>T%NMgg
z*Qys~1N#A0bxr8zH;jnJ#5)Z?SeF^}`63Mr4P{7i5|q@#Dy&rs@rLX^02JT=)0&@2
zFM<ktolWzdeg`w`Nq!u_$-v-6$LA-!>OPT!QOKLo$~Wo%q2U*KT;;PsTjp&s!kali
z8>}uod?EO)jhXg_e3T(^-pU=Dw2;F0*nFiiPM+t+R0u1Q>jOlD<z*lRBIiujA2_Ah
zic02L`?RMk(0XJTiB;;9W<(=mBi$lNxW@08JET90W9+E(o$+!jHy=i+!O6b2Q@SXI
z+eCcqQF%%aBbs_q{&r)x0W-J7q-ei9d*djH$*7NPpeKt$dBji5Hf5qZ-R4MtvGH2Y
zZBu1wvuPP7<cY<CesgN6o$&)>#tr1Y(h@&JQ6h1LD-t98#{G!7T{~HiKR7(m{^`%d
zk@8&a*pAS43(!XC&WKg>&Vr45N8N-n4d;Zvl=Q*^QzG+Adz>6uRYkY63r`x0tj#Q~
zSSgv_yhd5-e7e9rDD7f0o<fZFyz_Q)mqZ3v=OQ|!hN6w5*_$?~xuC{eapYAjsX(my
zTZ8nnT;F-8NOLNrX0(T`!`XX`!(FoM*Ly*!huYk1c-m6kLa8dTp!aIY#Did6!5a?O
zM5pktW^i&CjqaB?PPal6V-@GS(S-<=3tAYFEUHE6b4WMl3pnM`-S4|5btc*k7t0Es
zM>ZrMJsK~>seh<NHZ!hMk9`!Z6cl?v$UYY+3p#ctp*=djqtIMyGi)E5Vz_KPPAVQq
zIMTd@gpQ}RyvLcw8rG%_98+)4U_XshS8tb*eGZ7PnTpsE#DBvWwp~XZOVO=~RmD|Q
zzG6`c6lKCLql;&VQtnkZRv?#$g}RWt$1cy3@BIwZ_afbw3Wm51`M`!9A62P2NH0MT
zm-y)wy7rbKnWa{-5ypGn9jhhTg9uuO(ro^dz?%cFDLfwIVP!-LW>95JdQFU@;58GH
zH{&P63I_y|bMD=CYmRPeTNiP5NFldj-g2I;1wD%7(74ZcYzV(MYL9idi6@$~M?3Ai
z-{rO@i*g~@D;Gd_$Lunn$BB;Qjo3SJ9Gi87J2`IDD?RtbzgofHG2%ok7G0)km=L~1
z?i%w7Wia8JhGQAp*ehki>+Pq0)^N;}s<aMNdWQ$dA-~I@Jy6D&`x~`}kusjyr*Ttx
z!{h>;F94<WS*!6J^vQ(X5~|cP)8Wk&VT*OXRPpG)iz{7MkFrXa69r%e=5{ZuP@btV
z>OO`VmsIPxgfAPLTB7@<b{cKbZT?rCn&`E>v_B2iUW8~g?>b0VH3ZWKLpVm(RVvbJ
zb!xTG%Y-!oNMy0b@%d7Mv?<Z&?>=vfyKpHEf90YVbzm|3&=$aEx(p$`nEAXYExFJ(
z$F_3qT1D7KmhQGp79|1HsW977oGv>X>Q0AGrOwXRSejHzkBzb>VjiwU%+h1w?J03a
zYaXjq9pAn)8~j)h%_2L=A4_p+5_)Q&{Ryq8Ai?T?)q$gZU32PI-hEQa4^y6mO%UFZ
zby?%Ckw%kjyZX_Yc<UGJO;xmMlD;!RM-dZK{Am!4DsU_B0=7WvoWrw|=ME;b6e1yL
zT}|eRZ^4l04hq$6Ft?=~7&ymWSt5__)UUyQM^z{GHPs-wXKRxQ1F(Zcxl0j0O8hur
z^4gC+th=|yq8l8922G%J4&VBl_8NmuQVFt10Ojc5TKjD|rml*;^2@7UXC@gnR~^Qd
zv~COgz4@5ody_B#BNHKX0`GJ}Q4p*0%utc}!lMpZ_L)LnVtFW6TXZm*2<PWh4TsC;
z6X%xt@-Yf{`NoNO`lBDD3z=O_h6sqKHSXpH7d~iW0Q4fv##6e#0xr&mHE0&dg{(B~
zU+$10d1&5m>sov-v2F6Hrsl|&EJNlWhv3hG@b*Os&<;6kzY=s0q*^(0FML*Plsg^V
zW(vFjx4|EDHSwV6>~DL4wL50GWksq4l=v!mC8HEk|Mz<U=H_Iu{{QnhW^{HH=u!xk
z!Cp4ct<`k`?dE3x`IXW?B{VE_q<j-<2ie}j>P#4(5Fs*g7yf>qLwTe2rF--a(nh0>
zW%_9}1BN6~3#;*lA{Qasv;U)mkQFzlZW8vvQA)NJyG&znG;8cXcP-bQx=qzs<DHK%
zO8V+Aph&^Ogarg}z!qZ6g%5fg{epao01PvK9NDDyd@uWX76s3L*ufXE@f1Gkwa3$z
z_*{w%;wd!V&gk9#QRpDpN2lOTSl3piX>T2Sx4oer@JzdiI_uS2>_UGYrN7P4_`xV#
z^F%6E=9T+dXLCK20<{IBkG{i&?+jxY)z9KrB=A)P>;E(HwzK26FeIIvZ5dQ)+f-y8
zY!@7m2kxt8I^{grK@k(IGsU!nii?z&_8FK3N;=cSzP>wB-mbps+m+tsw<Vs-HdM&i
zkY-XaURY<|U?<D5hPqj#5J>l9%`9@zho&VE<ZF#VQ%YJmuv-oAB*2P=sslYe14E~7
zzU4|M%7OV<(ZrV5_4d8^F4-Gzav!&2XtSCttH*p~3T&NcR9QnjKj^=W3ivedF9=7O
zzy$EYr9kBbDY%<Juh2QrkG*ODcisYB_R8`46G%L<)cH02+VH-!@igVyCFG!n>F>K`
z<EhGnWd0DU-U1<4%a_iiC0F}&xN0cRL%dA<$GpE-Cf1;t^smCopp3Eqyfjy?$feK=
zPqmldCkUwSC|o+PLPfCIO-b+t3}yt{`h>*T8c)cFJ$;PETQhfgY%{T>Ehsawv^#J5
z3e>ILVL4at_cocS!eLDRLBJdtG90zclF{#4tA}l}CS7F+n{&G@*Li<jCn^4YylGML
zL<upFatI)DtnttOp%2g(>u)kztB#)Af5V6zL}ZIOO{=#*Z|yWwnUD8iE9NT@`%h(^
z{EMu&O<OsMZ}We>Lqq4?6PBAESg@&i4&w3)f-Y?YY2SNeK(GFNc*;z$O$)Zao^JQz
zsSrg_195{y=R#9;vZ{+lpMAPxRntbas~bK<?BBZ96EDwoHHHlG2>$Q%#5ckEjrogN
zbKQKhL|87n5^J^ihFB-WRR&#p%B}FnwW%0dNO3ePdicxzQgZ7R=k$&)t|@fza3<fl
zcY?grFS8XRV+=X$?!I=}hhsbtE3XHOp0XbJV8t81ob5U|Y7rtWf{E@&%!Ix-Y4`LN
z>{=}2wb(qr=6kr*uoY=eh+e~L8IFf!oX;s<@<dItAMXSiG&B0#9eVM`fw?33u9<>|
zP?}^I`wfQrKo^Q8hyrsvnN!DI?&iA~snOv*;p8v6*Ea&pnuF#tDPVSY>J3tyNGJ|%
zYk1*vN@+7Bv2E$HWRr>`>zeQV>8s=NG^8USi#{HxKF};>MdsVS2NX)W%{O5|<Q#QL
z*+PB3dN-YSQgOJnYF)JBxk=W2h&vT*FXt@zF2sH*x_K9@z##&%7pUX%l#Ja`igSR~
z#yLVG10?9(QF4#O2MJXdMue8}*U*gnp%@Bd3~7yyRMQcPO<T@99e#WFiUQ~O+d&AC
zs##UQxM)w$hFYyQgfeE=ezl*qC+2R+g+0oj5fH}#FX5+;MrtmCNmQe8DY}Z5l3Ww4
z{-LE1jtSx8;U7A02hW`A63hR0k^ku7<oJ4Rq6iBgP0UOD&2d5Bt16YXbk00=HBVW#
z#?#!!yCOfL@#E%!pD(-f0YK>0WypdURnNo}EQTV&{0<ZS$B4~&?V+ABO?~Aq1shWz
zZVagf8PDz>VrP#lTG>pC#%T{)LrE~Cgt0cQ9(1F)WS7P&mro^^zkEH{HREu#6}YVz
zaSuoN+^UD&-axMl?#H^?@0UCzz2#6synDVz(sd3%lY9hfhV0wAJ?vN$1RaB4DRUjA
zE%|W1Ur)aC6DdiX|BwgqwoOA$Y3t$P(=%dQvb00E$C#WW?jxizPvmN~A(L501U<Vo
zQ=>1mY)qO3I!?zJ@($H>cl3Q-waAqzvu3u~lMMbua}`vi6V19b@#qUF3XKSFl7>b#
z>E}K2)=aPG>o;6KN#FjM*j`OtO<Zi7?2cmk{^MC#UyRyZ)DfPNAm0fCfA9tcGDTt1
zo%Vbso4RMRIRxrHW>lT<&Ck?1=TEJVr`_&+CvRu;><8@)!Yt{R<F{<l$6X&`6lQ}z
zhIM?7!xqE!D;|c@c2^6Sr#R0+)0O6?TSD9;p+h!7wvxmUqRcLTu@(~C<54~z`MimB
z;pAJ^g;A4;h6Ick(b7jB9SmoOIoF7!()q-kwj-)~$-7^^&k!BdFXW4sGM_n3pT5|q
zbI+Y?5~4nTMnk20pa$uEJf@9SifI&anCGLgHGXQC=9u%av|acDQS1OE!OHA;nIErh
zVe6qFX3+167?@l>dFQx@bg*AGdA36*CjIQ8KEYW++{4zRMDt2?yJGX8B+=viHEkNl
zC$n_|Z=Z!z^=ZsaKUrQ7E-aRMXU4lU*jBk*7p<gKAoB|Hq!$z0F=Ar6zE5|f80Ipz
z&|~$)Bhx2nHDU-<151>0J{%fu>yn7nQ0#Z4^5ko(IJ37$)t4X8=$#L9{{?BKK6-j(
zbzH>Hrio|hIngdruG6%S$Y>U3{AC80o^*QNL^s3EQ_JVPTFkmP35Ob~3ZeDY{=AKH
zkE%T~ED5dzN~@DHX|=4H>$(Bp0BD$5hp19BNE@bB-dKz~RJ;7F&v~@ou*tpK7~=qK
zH|HP1^G?AM<wmmWLpJ$oJ*C$Oqn0zifu&VztWo~Gj~d4JYk0nbhdZnF8&3&K{fUQ|
z@!<w}%)5E4hf}FklG1~W<)4w%%2C1swZ}TB79womNaqZHOH;*nrff_0=e3TEJq#3M
zbwTLN4i7llLKRd$Qm?87`Z8cr`pM-eUoUMUZ}jmzFkr$Y<=wKN+Qv6_bq)(}WM7Gr
zh%E)}1wz|PMGR_?9W{9Jk*a4gj3KbfCFLn{u}_TaBP)=+I2FOQn*<<pwYu*i8@|Dk
z#Jtr-u~Ym&n~2XFz0+pwFJpr~3Fj<S4rK0kHr*R&r65*b{5ibc8jCxgs_kCV@X`PV
zpar_n4N98M)=k#|aiO-A>|_r1wC<eLqOuLu7!lfdVfT45=Oz1fS}$_vvF3a!F5#{F
zBYaM}M{8{}-meqwRM;O!#M%!M4al6`bE1A|ssYVgg*yzhC;4WxIVI1$YjU1wer@`S
zmPT~d+z9>10fFI$LCT7+e_|9cFO(&9L@cB+6?$0CJ5lA<1V0<2+Nv;9MZqLp$h>LS
zTpxN}3z;9>LYNdRCm0~DcfQHomk#uo?4ps>LrIBf2KM!SXdFZ6MLv0#aPAR2#nk&j
zeM&f@!PnjQjG5m)-%o5((`ZwI@=lMU-{UBVRIry70=2SNDzDn$nISw<cCIbBi(!FA
zCjA-IoFr|>DA5qiSEaZ2pI-j@Sm9X`c`7LdsOuE1mDHc_cjp5!3eS@_9`4)iuGa(n
zo~h$dn$MpL#2Qx?V?#UqsOUBmU5ifYZK`%Wt=)%M>oZXP5GLOu4d|zFt|F|3MnyA{
z%Hd0e^m`hC;<@xM%H5pR{3dE>lvULzylT(8_(Wbev<F&8^`I*wA`5bpkmOjc>&C8w
zu$h%$%lIYrXAdcPN*>EyKQAU@icHD4J>GcDwb<4xcx|nmDs5`QRE0+IY(nj$TAH5S
zvPx6*Q}ND_bOw*aiJ8?;zG>UsPP!0=z&moCx>Z<j`zOduqvqOCKA{UQ?@nn1-ww*s
z&LWVd{OKTRk&B2abepFs-^h*X^?(X02PjVAfBKUvNx7On0d3$c8eXnHx4V`n&%eF<
zqe723jGtyUYO`Cc-^0tPz4uW|<r}^6Ed-azC56(e)_dhNhhdOvA_k;2sw2KJxq5~b
z>9A|~=Bv2R<2&Ro52UACT_*(zzCbfLF*IY2dG({byHJhzrg*jc3Fpr~ds!mKvK(`v
zn28<3941p$O0!n^-IniZ#f{BO`%1R{S$Du8mixjhv;FwZn>Vfb*pQ>oUAqL%P{a+r
zu3<y3gt{}~%}gqG*XgJmyz`1oN~_}iE7%IYl8+IQ_5RR4e;1aFH&bd?ciJfPIi{~k
zfITslV4-1S;~J0S5|*;)x(rk8>l|4}E$j?RrF<V`>l!}$V?k_r9O1SvL(XkaufcEj
zRU=8D%j4V$Dv9h1Y`vSNSQkb&jib62(*I-Tfn)UYV>QMy<`Kq^vNXir^IFt)NA0T<
z<NIdSuiHf5E9>CKyIhU~7QO+#ruI_fV`H>$(`N3SwAJ*{shir*ea|^dvsXAsba=h4
z5#N8yYk5ZQQ8>Ftqoo*ElH+$K#3W99sO$yb*>B&?x-8$G`5Br}_tSTUFc2xJF)yLv
zg4x=utE!3l5edtwQmlgQbeWR=h&e2d%RLG0nD#JmFgAKp^T8xJT!)|4^149OoY!6{
zu#7?~%}b{fun~AE*3El6MpQ~`F83;LvCxeswqByR%u(p%Ey*ubTV0DFP}QKJf&8%E
zX7!hx=<A-q#Th}N-kz>EIwH1h+j{Sl&@)9~r{g3N&B&56xG}sR=b0;E(N)K4BzZA2
zqI1!)grW|gFviKVWIw9!7?p=1uD&<vVd9aw4T1dNMT=1F_gmVUla2B1ZCy2!E1tC_
zcJ^B{5FIS(Jweqn_}ZLFABe)K6xnzwd`gCjiu9AebA5cKXa2rRR`4TPy{O$Svw`*#
zV_%c|9<`%SkZEG6XIE(yC%XvCt*A8cOgD04-cW}Yo7+}?%Vv3{+LA_-(20z?qQWV<
zWju2gU1ClXxPEfmq@lPs>fmY*m0BI-c@cyVqD`a(T*6<FLs90-fEXhQKHT(RxBM0w
zGmQaI+$eF9o88-46o&sM9sD1%@<NN5w9U&Q@Sp50!%ZsnhRHZv2_8u)F%%n8k8=dX
z0CH!NUq>;@gKjV9Gr)3@>0^F{nMm$Ok`cU$<=dCL1XIqL=61JyuFpGNHnq(}$Jy;W
z<bVHK!%A=B68v4MFF|FmY!Z|oxkc*NwA5T}tKg0(QEn#>ja99^W-}rF0$}@5@!zK8
zQ6Qg|!S$xljou{nNfn3Hq+?F-lk?7l8BMn}t_=TzsE_-|xLG@#i?8*qtl1CJbR0@b
zOtRmZMVCK94DPN=s6{^HVKea#;p2Y#RLrrCXsq(Z79rL{x#id)=5_p(|2;8xht&0|
zEBAm^wMa)D{N5ZVGAh*2q&R0cNIN5j|AxwX)~kKq8A;A>EH0eM7bR)p=;j@n7iD{C
zO2aWx5Xy#${&WeNgYIsd<``EFcAFL_iA1qURP-F1yp8ggl?f{wV`OTZ)%Cr{^+2sA
z>i+N<Pq{(Md^-qcokv7{6bFb$Qw)&#vF1^q=bfr55S6zi^bJKnb*t+)UDxZ%xE?au
zS)t4tsTydr@umMtV^mfpT2WJ_T&^B{Erbt2)Lc7+@|-@XBW*QnQVpugECBs2UkXb3
zzV}trQZc8Rh$$KRz?7;hx}QaHdvr<xnr&mO_)fYwr|D-w8#FK0eWXKC?kkZd;?hUt
zqw4Y9q^6o-9`=XE63$-3C64e=4}G$LnI=cA3o8OPLn~Xk?fVxFl|vLq)@T@(XNAbh
z10^MF^QOKj<aRi0!pFI&UGS+^>>w1eWbD<MGqWbH9xfc@?V6v!MBkP6{eyF(W3S#o
zslxloZq$agdc@{eHIw4k?9seG%Z(p8ew|tz4eu^rFwf10F}K%Sr#V!0kO}&kq_TSw
zYi;5>Fd8E`B2*La`i5}YlahC;?`#?O36VG1gF&+Fi{LunMkiV-db+>+`{J=}s;-qD
z%a!NEM56h2=bgyp=lki^>uQ5E)f$9|`mKaluRl6g`9T=5_r{6LW<SA5swqNoOb-9m
z1@6(f*l-|?&@x4@q_yiMsv;0{(c4)`Q-v>H^FA*TSkXFNc1cRv6bAiRu=k{{Z0qa?
zT~E90vd#TklOa$`5|0@5(X33-9x5q)*Ag*3vjKM&3=ypV#M#F!M%%sm5YL1@hxEJo
zVU%;2Td>&sQh&vab!uK*l$%q1_FDq;fZ~-j_ZBPrJ&F6ZLGE*<adM0o*y3ymJFP26
zEZS$dhCu;ogT!l|bF<&2$A;Tp&)sEMPVmxCSN+z7ry8_(2<}SdDV~yQFqgCy^!M=j
z5isuP-078<KDR-nR$X6%7)erc59XZtxxu>I%B|9=#2L^i#t~1RJYnn`b8YsDXKa#_
z)mPNvAW@7R)Y}%7uG{9_^5I)vHbfzCBL}Mel@M|QkPAkhd8>FTj6tA}nA>go>7i+*
z{m>+FhoyVOk}-9qTbF&LD>K_atkUsBH{N;Elb8OK{V;-tx>t;SK?(|0Mw<t`Hxn9-
zNsFJN`refOHW<G$rAY)zQ6sf#Vr5e_k$VI;zBst&3KerLTcx-@XOBv_<I6RhlIwcO
zM+V(lomCUJs$7wM7}4;ptMu*W1<l#vdN(Q1eg2d$mAxC3pOpzA=E@H*@A4g?gFwGy
zs$h(tf>wyv2hJ4Ppf#v>>rj;++0f-KTKmUm;h)Yy9REVKKrjHy?lKm6d1Xf9iF-Jw
zL)g9Lw0BuPN&rbwZdEz5MVlY3X74s(q~yGAO0jVfGy`Y0mAzTx`8ejASP6;Rv_yvm
zt>Ezh$>gDX^?v>adAz;(rDZmNgVNE8^t<#TtaRrp_sqQlO%Jby;e4duEtsC_7#Nx@
z(q4Cz+%!Ii4rYul$q?dr^41(m>{7-)PN`8Iv+SIA_vkq&<I=1^ILMn1OKO$&=2WGe
zo7Sjx<s$qZHn1qmEWh4z#YYI$w_Aa9qP2p(EJk>op-_J?A=AN34)p>6Ia{A%2OHwd
zFZ4!IJ>}Hnyf4xz=4FD}k?bPk4$Y}&4imZ)K2tsp+bhao9_88K#W~G$@$hZXab01p
zabp#^5l+h#RCbea;)Pa(G|l*)bDoiz%6`gmpz?kwQ+JbsGse2jeQEVs^P~NdL-IFb
z(+Q$`tLE48uz_OItXNm$`o<XjXS%CUhedWGc27%2=Wd}993Ofnz1&9?qwzJ{K81hM
zR4kgE;k>n@^Li)5E4dh>)HWeBWl&@I<yk!SJvQ~92DImzM2i8jLZcLF<L<b2Q?muf
zPb&&;M_wt}@=QMa`D$$FyoQANsD(;(eb1FQZg76s#CatK%lusPar>XUJbJAnDFPY=
zSa+Il#JRCSI}D5P%ZJ)TCUbmO0YkGO^vZ<AlvcjfN1JR92_-HZXYLDTdLJV<)BrJ0
z)5~o+4{wf7D|hsXc!Iv|GN-%1$+iU7e?g*;M#qxEs_&ZcN8Prk`MgUt<Tt3A|H)w4
zhI6ApAjTO{n{^JIAF&Gv_n6uo^o$!CK;Zk}Ge_TNl{LtE#QGy_II5wXYzjI!vsqEY
zqAq(Fm*{_?oMki@F^Ip3g&K}OVgA<geWj?M$<p9kdp<Ivy(YR$l4oH<vx_5CIW_K{
zFiK_TTGo-3ztplSHWJn3YFIs7!bb;Y)<&du)5o`0zs(omG_V280lOOLf<*1i#Q^0)
zrDLU4qn7hH{=A1UPK{B8x7OO}q#<)rABd`<GW$XPy>opk$viV=JyWeNvVciY3d7c|
zR&3)3D0}(JN|9y`b<fC{H1EQ;%-^B5!e;0(yxAP-c{3@s(Q1!V2>jQS3d$L<;qzpi
zolFeqKHHvtN)Ogsa<Mi%Ro3gqUSBhk;f&|XUY#+a9zjQ5x+t(1)8;S5j?+WOjmuQD
zRLS_TZ#VX5HcYS9H|UEki<QUw@LT3huO_Y<?>F(L2#UPvEdMSq(LyLuzrSkn(6(^#
zn+b~x>aoJiv<bw;=FH;1gT%7E094GPCq$nNjITur$y}CqlT2J=_7mwEJ#q%fbZt;i
zJ7-d?Qu;0KMs!^K_}M2VI<gEkfsNN}=SrpLhll5F6KvH>o`LFqt^&&1zaZ&v<;=N#
zVzdqCb_ukMXCS{@8lMJ9{&#repy3G6T^REkL4-BK5b2sJa)L4)xN)2s<LB69TBWnh
zWm>D|?;Pf(sJG80lNt06g%W+$!Sx#<1t)oo`!}36p40}^=S0T;f{c}Mzyt9l$%<|j
z84Nqsw|XcECV0#99GEe8K_aJR9WU52NoRd>7UXEQj=-ROzA%>=r2Gq_;|bC{M88GU
zIp<~%QKy^dL92(2XaRhn0sP<u-u2hdwQ#JiAK5QR#<fiBB^wZ5|NjsAKU)z&CAOKn
zSAHKNLhT@lk%)G}p&LP>CP)r@`sW@1tof%PS^D~4kXRon)G;kDuMmy7EP2n9=RcP}
z(3C+@j`473?_zAbe(<}x(HtgqjZs$fR4~R=zYRB2!Q_?dO<oIrWdH1EQ2PXnfA#%#
zuyz&%@`*4ji}>Her2Y=6k~dwBZscc<l;n5KtF%u-%_Sbkh|{ftmero*L72PCZTqY5
zVUt?*HT4K4;~B-^>{KPlG2Jv6q62doM{i<}pF->FDiIADHNt~mniE)@mLGsdFY>=2
zcOofpL|W)9axMHdnLwG9o3jTiL%$#-nXSyblupOHQ1HmSbOJkONrmDG^G{Pd7iK_+
zQr7$b<Hr>;F%I^!9kaGe0lJ_O+^zO@FXj`1pE77hP$Vj*g*C-r07}b-&t@y(c;RQ^
zgE}o+LuHlt%S{w`|9xgGc_zShvHkTJng2tMQHMw2Nf>f*70mZvCP2$i$H)CY$A@lt
zXw_3OGmZ{s9mh<N3D@)VDDp8I-QeCR;pLX(cVbDf&8IhZ5r1S@(M~6SMS(8(zIGAO
zqg$5Ytg`X%i^wCgA$lu+b;k+&@ONNZh8WqQYifwAk=}9JKLUcw4zz}<PQ-{2AF68-
z6wb&~+T}LaQspZW<wEo-M}C%EPX0Vb;%1qAsf+R|_F}nPmhH6~)}?jzsx)Vu%e|7>
zR4PzU<*C>*moBf1ZOvT+ZCx=M+3go|az7{$=5Y<Z8>;%oozcZb@)Y5-8Ei?Q>8s>5
z^xpsO)%JRBbAx`4exD4>j*G%4qQ$}!4zH57)u6U#uc&>ArhKfH=^}oBTiZgZ1<2CY
zq%oxwDp$<fj@8`dQ%t_`MCQt^198oCPrK?AYT@n4^6Bt}b4r8yfRRypTxo>c>h6T?
z{-Cm<BlexXz1PzRDaq7nFYnP$+BmWjN!*Zam#!7EADZ#MX|^ivwoB~fVd*5u^?$MV
z)^SmG``+*%0@6~_p&;EUIT)0PgwmyiG>CK#f^<nMNOyx$(w)*VFystK$Bfia<8yhR
zv(LWo{p@}3ea`2+?|Yul`}{R?%@woOx>o+yH=>K#?gw6BZ9UkMdZTysPH*1t{c*sf
zCNQsAjgTVewdR`-?XGn=kt>iBao-6Bd4ss>b=;vddw?GDD52k4+(WKQVuKz^toTOU
zm@1_k6J?i0BWw4s!PSdsO8E-)Ww)2ol!+&z@T1KAWhKnT+#^7P3G(CLTP}=Jjnfu3
z<m}{|z8v=%OlU?qtN(5;@K5Lztnv5hM84o?)835%Rba^pq0Q86M3K-3;wk-xU#Rz0
zGlZJJ6HUb4OLi@Unsor<(v+_zoC)0g{H-Y;+IvXJN5$2Ye987CMbr2oWQIn<(O*%?
z_Yjz;HSIvCn<cY$Bn-4Cmc*tAKPlXNap{T&9;ul1eS+LOeFtEaVJ7sPF>|*Rx=JA)
zjKf|_apsiEjK>Peq{3pKUlcqaMXnxJ5KJmh31Fypa7Xad9cu5!D<?gDe7*{R&{ly_
zg6dKhf#o`$R%%ffHTc7*r`DYmah)Qyu;9`L*_vOXWKr&Q?aBP@h788)uP2h=!G<$m
z)j~kcw`J)q{E8pJ_n01Q{Z1$7Oo@}e)!9h9H<vWbmlf_rxMg7f6ErXW#ms3Tu0G@I
zDd505y-FHkfERkOKF)6Uv69FNGB^1;mNg0x{or2pC-uyke1v4GEwzQd@k<vNA&md#
zuh32va_a2KgGg@1-2RdZcVfANpUig=&Zx98pYP)CZ3*CFIxf!m_|{)Km438TF#W*a
zvjIe#4jS=#7zs@!;@az9tJ{%%%x;J@7dDqp$$*?6KNwwA3K3YVj#yZ%sgM7VEJQPC
z&QLFdo#~&n(MlfM)fn9kJxPrzbt~gf-r`onB?HL|s;d`H)L}rL?gPz|J|zpV+(p^B
zXoE-J9|S0hU{G144$tCLm0O7U{vlcFH&Wl<<91OVOQT&|q!8!u&WG1uDRRIX1cEck
z)T0xg1+JAW&ObE}WrTxWF*F<7T+1}PGD_v1?y{`%HNs_kjq7Ug*Fjku73x1K>Coy~
zo)tsg<2we%Dd~1NT?WRnLb@>$B<hZ&aCv5J5}T=R`vB*tC`9J}#xBF<Z2wOop8q(M
z|9;r#4yi2e$lcPF3jX%?cA)UCdaY>%7(p5=&}^9%%?;Hw<Xk*`{4H-E8$dQycB+TF
z?8u2u+lxuYEGj;eEiyk<SIb3SYx(Z2JJgDeHuixa{8Y-0-_>P4YWdN%%i)Dr?sxx&
zGXee$eo9ByuK>OrARGQ}vHz#vbxevYx4gM;Pu1Sw^Z3N^0lj!s{`d^=6(`f%Hf7}F
zy;QnWkjOXrBJL!66`HjniZ$sgj!G`9^la<VFj>w!x%KANauz|;2P?S`*IEeGQR1;B
zOS0u5rFPCzew*VRVuw2M0COI5hd*MYU*~yvjy*zl|DJ5GkU=Xh@@i_r6JlI7b!4a;
zO#6gOl44}ek=7Y{ZWbVmIqZ>Q4E`~@XnRt%D51P0Pt2c>aG+Kas>m%dG_1*Vm5z$r
ziG7R&ht|p6nsGb0x!~E05Gv|(`!KVv_JKZjarD_I=cBxkWyNX#yPoMX>fAS8esQV}
zU$zEu&eu<^W&v_@meaepCu6etjtF0YoMam2V#~e!^H(oQD<e~Heay8TSI=80KGc!9
z`E=$0P4L6Uu@)C?Y~{fF1!4iQPh3tobw4^cYrH#o#3%x2T!ykDCp%GM)$U{}4PF_~
zj*lew<e9F(5u&ON3a)3zc6tXia5EcRmo2SP1Tpu-UOB%Ty=Mg#QHaFr8yX^+gRO?+
zM?RU9>5h_>fJD>g{=0H#h)~S)4zO#+^f)^7L7EY|BWLrJ+VEXn9NXc8<(->ci$VJ$
z^30F6&eJoBt?S(-G#3o(uRXF4imA1CEo;H<f<Z!#!fJ-a#Z|2bScC>P%57tC{$V@(
zN1!UvBFWQ|y+Zw(PICwRl#2^MptM#2^nmXL`Nv0^;iS4SVF(@h#EtRfd*%vG%~T+~
zooAZzRPgHBI=q4U2$|#AfLHO-gv$BC`87PZx3>eBN6N<Ksn)CO8r;0HA{0%c`td1?
zZLVw9*bv!9Pd@;W&J^YZ@F*0*?l%q8g~%?tXVDhlsgJ;!C$gd2kOm$NXnO{j0qf1*
zPagi2@7E+l%pj*gmmq|`BVp}*;Dk;a?fY($`S+QAAnyR01J(aTJNj4K+h4AG=6*2=
z*sF4(wZMo{R9jua^2jf<G45Y8Z&uS7@GkrGcFmu*+`l~OFQ2;72r%|06OXm2?q~hA
z(0BgPu}{u*6%;@&bYNgKBi>Z;O!ZG=Q1N`r{xmz$Dt2nxK>!{bEb5>sM$adv1*d<*
zICsNOzM?Y%v?j(JVnQ+P=CsFC&M*Fz!-cHfd|N@a{8AFx7sh`lQ)5!|d-MZ56MW4v
zy6vJYBCbouY$H!kYhfD{#EQu5<~=;<j=r}kz?{S1gay}LC8t&|8pe+gG;y$*HPLZm
z$4vQCd#XO4O2urbK9v5{IvLQnpp%N0cx3EP>|j4-+QFQ{5cGK^%3ra*=wDzl{y)cc
z{-4BC27*0I+JG03VjBZwR;_f}Zm<>b_k*s+Uf|bym;a|5_CIRy|6lwr>~t)E*#cVT
z?Vli)KWFh<|2GZEzaO4||NTd0F!K*F^eU#)!KBpWKgwIPblUn~>1F<hTw@W>YpXw}
zt)$fl(!ky<Q;{)-qmA-Xds3@bVnv@p;3CN7E8JgEvXv}i7!M(a0t|$^#%xD17y|Hr
z)5&7o?>yT=M$3WCtjs~XmF2mOc5mI>PuZ$^Cl*Tpm{LgWW$$k(07R7ph-1&9^#T6W
zxIF!o4)rCwKcLr=HJy2N381d6;BDu`zfN|@)7Sj>owS5^z7{J5U!Xa$-6Qg?N@llt
z8VC3B`z}a`jjoSf8~-o${lLPMQpdlrOm7pAq$o00aJuH^MS|l@;cJil<ftQ1zkqf5
zdj8h4BgrgMrJUwb40UV>cmoOm5ZXmBqL5A$vhVVIdl`)j=?#z-jyMFPP2^~Pf-;Q(
zC^~2q{VQP8*TsCeQwmw31pro{qd}f;fWn(6+8pEO=5&b-URAmjU?zf$R+Iy1RVzRc
zZIZL{7l3;e9(#5?-G(Frf}+gGW?!M7Ai2hR3|1y8i)2&<xt@|^ylk{}vh*A}@zIgq
zhw)%%U=>*o$Q=Vo3=RGX+L-+JG`9WmX3{7BujPW7!B-IS9jb%91Y|kd&U%?jhOfdn
zzf7Xi>GcL7<Di#in-plTDDMI7eLR-azu36`cMlDA4GO&7AY2vM(m<#`9~z=O!|OWa
zap8L^eBJ3bI+BBygE=4MailB29POYKosVppu1SW<X(TV{zR+<yh<!k8w`1_xx>0N<
zpH28l@>X*n&5*>s_AFvLp1!_4yj<ES)`!zXT^Rj6`Zn(EBhzpx|60H=Pzmw*Ys8x2
zRaVW1b_VC;^#ExDuBIy-`Xa0;9nwhOXAW@UYYrwqXzzyH!O}w|B*gAK^K|MK^h}Yj
zo!-ldzvoCPoO?`(RjnW@ZoRlCPm+_?mihqx9H7&K{HSyQ^zzj0!?JZ1#KJRghNz%G
zu#l=3#G!Eh<Nms`+4XDtuZ4Xya8kJ<SuBVowS<ZJfobQjN5D!AZFTD7jg*{(m1p)o
zYZOYWXP;&fx<03-ehq6sTu`p=p-c8K56JS!uWyXlUgUV&9d~b`tmVdW7JgB|0p<4p
z#wNA7H(Kj?d~lN41EyZus#+R0hqnlIyVMYeG(h$@CR)5#@8I9qru-$pAn<mmtuysq
z-@!l;Ku%p5!>z6CSjK*MQ+HhF6{CsDr-b7UD)1$@`ZdT{6W-NT0-&E%F|LTi2XY4R
zb~5+?%6gai^h6!dUqV060Qj5P?xYtNz{UiXaXBSc52P~>$#F$k1zDa0qf5YWEl&ze
z@GSUXH}g{4l@8Np2OqwB%rpJIJ&N+ooFgG(Or@*)Ggd$st0-0<5MKVrH@iQO_wnOg
zB7K^O1t?ej*@ZqWwjt@|bG8YKT{iruH7SE1%=ha=B0%dvga3VUnE#laM%8l1-l6AT
zCJR#>rq>Vd3Z2$Pr8XO3#~l6BKkR#Y{NN|ZsCv@Tes4d2?(SOa6IR*<fQB{vPf}Vu
z^|vMV5E<M44$|KOI#>OzOlv8z)>?0)b(!8`@5tR~Xqc?rJLH(_4$e&^$;E8~W1+Ks
zjp23<Dv3(Y-#o~Eg5D_H1Fxc?D#H8WZ#VB(@}fB(_aTbzpWT@$)Mg5b03F-@lgQKG
z)qWy<%$Y?>7yA@U;m>XhhCSKK+O%hlnPuSpoU!raCrAcbI==~X$m5}E39eCYp}M0P
zJJGzef?V`MAiRHqY%+ID3gxLVT{b}H3Dk^grCA5?#tiAj2{#Z}Gu;)>Jlw&%x}Xdh
z9D@v%F`w>g1BP`j2+2zU_{@~UN{khGA5-5wnpfE8W4J4y0aAx|2jH97Bk-4}@CYCD
zNU?wDaXOZ^W_(Sne@1&!T;Z#d3p4C;mdkZu5aHik%nW7p%pz=iSpy6Tdf<cE+`s%Q
zmEwFiOl<F6{R}L+xo!+FNQ*OlcYdxNer!jtmlf~xVHHrzo4#d_chCb;JE2!UI}XBJ
zMaca}UW`tIo81aMOLhR7Hs|NL1yRFCY0W(}XMNb9!!s@0R_RI6Oe($2XN~xd&%a0}
zFzK&?qFg=!bz|HwWD?`|0@!^si>-n|Mt{pVVI`$?o$i*obFrb4>uk6E<>6(?pxrG}
z53!QPM^<mI$161@nLgW-r}#TJ>++RcDvyf}t3Ixw=n^*VA6O3ubnBVa8KR<ejXvWM
z3=LNG%S~ZX|E1VCFNg~-&wndQJz(W{75FX6FBy0#JfBdy0Y?H9Tk-RwmXsnZXS#w#
zDy)v(WX8s#G1k~481kL^(^T2@@DgRqw($)+tGLF-n2;7qA87KWBn>)xHJ?!q1}w^y
zHU5ipfj^JI3}{+J=Q=07xX+Z+>W9vRN7Hw;3L~p0?6syAi~vU>4(A0~yUhn85r?B;
za@VG0^eZ-XPg2Ckl?n$M6+YA%zV~dGOT_wi`I<v@x|y$HzHaD)qrR|I(je+QbEGA3
zNujwqP*?s@b!n1JjG|q?Ki?w^JE}fJM!+gG$wGqS?InKPz)w)Cnh)j8NKe*axiwo#
zKM>%VKFJb>nUp|%7|T*T6OSTI^3i5AA%5c&liF;;^fh8)%}{*nlLa>jzx}xXS_>e1
zHk0pw^4{s$bF;Vqu66yPJL)}NfwcD&u=`J1OVi3}Yr<uhW^UtRKb9w7hg4?t?7erK
zMS?quXl*k`_GvUW#&JyFZoc(?L>I~yFB_OSQtQv)Id7cV`+AG|^oMP-ghtB6{W|Mz
z^_n`lPv)pn@l2eG%#QQk=ps|Yvr`GPZJ6HY2ZEzZ{fsd@kPaqFR7|9wW8+L=;ZWhc
zqNZ7W*nz*Ga5qW1HC85l-=!hpF3{v;fVreuGeVsL9VCyG2;{4w&kr%Ioz+gcopz7*
zq|yQ%4EJfHM$2s|e@UjXN=gj*klrjPvqAxDXo`IY>uz)k<_q4-*rV-wqT-Z^2Nqxk
z$a2kKL?*ROhQy4obosXClBj#EuySNT6!mLhI57F@1HN_numP!xu6COpF3-E5!@d7C
z#A}pli>~mk7@-q`?Gm3|q`CEpI!z>pzq@&c&^h4JK-eM2fr<?@80pik4^oQXIUQ3;
zpJVLB6UAEWTHQ0(LIFE6IUy@u=EeGbqBAQ*j*_EbgTY3WdU&mLC9@uT>Gy{(XnHQ1
zlQg=i@K~?MTtbx)>cMnr%huGbG*j8NnUCuYUrz@0Gj|J;${ZD4iXl_<CM{94({8Fh
znR}j(y^5RM5h`qfvYQ|@ZK3TD&_63Wm<~_oli%3AtZbMcd3t%6kTLymb$04>Q>Y8_
zU4PX1%K+hoydq7;mACFg<Yap*C(@_3F2B@pxInS&c6}&Eyi3CxK^y8}dwr|;L|KA*
zW5m+_h&k^oqdm#K*Q8l{@(kdpW^IH39&EFfL24y_ANi4eN^bO<^CuiEEXiKt`+yHg
zFWqR+@$AYJ8}+$#+1O$;J<d0ykn2q8B8F0Zoe(lRDaDU&Zsmpp2zq>cm5=Jl&!PmL
zAn)%jRV;amAaHZxhKu4GfVlQWXHl=H1wPHl>j!J`&HzA$3r>0q4ef&(1a}+6+nl8O
zeO#i#K1i_XW4g@jEcYd;n%Q4EeCFT~oU<s{P-|W9H5_#4ILdHnfT2Yzm7<lp3FSVP
z$e&yG)F=2*<_8I}#y8NctkM==k|LLT<j7Ez(O0#Ou8K+dcCI5^!XzSbeWnH=)7Uq*
zH_<dI4qj{Xv`HM%x*xG*MKY2`w&iZ41OhNjHqLz|e0xhp=Birb4z~tk(*4a3Owv%)
zo#bd}r;Cl?)2b1DKr^Q4{r!%f*AthlD3Z#R?~}FZZ>Za9-Ry43KYo<;qWB&jss|*|
zwR9Jy8-iigN1JyWyz@?!7{^u7c28upARUc30jBz2x|oTN*HG`|*ikygP9ARdX}6WJ
z`kq)MMCq20B>rtE3X5v=(nl2o$7ruZuKfh9Jpp#ptKI?qrLg~t_uj?K`CcjQGlX#2
z2NYfG+5Ae*3Gz%iTsFY`i;^i(izyMS^AcFn#a-LMGy*LoTZeW$HeAN5!q9k|x_S;a
zH=h`YA3@wJ=+fiO|0QQ`2j((s+H11dfA@ahosSOL`UbYT-tRQYoL$2i3T3D?-=1sW
z#pL(w7Z-R+s5MRRzYIUv-?L1&fc>~5PD!x?tK3nM2o_5>eKc`QU(8!D4%_VG&4=M*
z1Nt&ifQkocm_Oq~FCX}hA&=2kGW6N-8=?kFfuQ$*p>3!tQan6Q$+c>}x!g6wXu?R+
z!|iAQsHYWeMUR(gk;<xl`uvV8`UEP0+h)>Vc7_GI97q7^YJaYV2-P4qkKUV1TJ6Oe
z3$aG0<wM{Q6Nb+X_311P?)3@Z-l<5wq&;B_wwnXU2~|+X+BEC6nEf>~BT3lOg`ek+
zJcDjj4WaaM1k)`q%da|VBO?P5S3TFwCzoMgRq|(!x5NOzc=a~9nvF=$b(CqD&^!(^
zzsB*gWaW#QOQAx~Ktq*EGZ(Skv-gdXT7_+_wXe2KNot67PE?Dt)9H-7hA4Y(89_Wr
zYOppk?m}x@Ncxm!><=Vtp(hShizVyNZ%`)O!!B5`S}KIfh!s5br5q|YUM%mKC|w{7
zlvpEIK9a0_Qj07|vME;eW6b%O_s%fA@3uK+lQFbh6B61;l={fvW#CH(q9xzkmMq=N
zyBVDUQr5X-kBai%=VEiP7cg>j0!P(R?@MbaX7U(0v8;2V#;`3eLbptGk-7)yHcS^V
zYkzz!smJ?Nr5%)EHzY?uJb?JBwCLyfh7{23mo@k^)X|@uBjrWQIC~%tE(n-`DV@nP
zWU4|P3NOlai)0SKT7R4MURiH>P6i10|C(g3_zPNLZtC`3UIIbX?1+OBu9XP5xEi_g
z*Ab|O60mn?m%9n`&jwh=!b=7U(q)?5XT=Sm=kDN<h9>HX@?BrjtD28h5$kYgmW2}R
zn_o|;4kDe%r5n4mXMMj>TDBHc9Sh*k+tSUX_+8|M^nDv{OC%U*cyR?l@edi@>}zFp
zyC*!&?#8!o(L1VrHj_x<pkc)CmD0Xa?Uqvf?2BV*`6fk}4dqo-qMm#WD`b~vy1eGX
zP+2C;PVZ&ZvGN$!`SaH{w{8tL5)$goyYJ?`U^qX@BB6jcOqSOkP|oqbR`6|1jJl~*
z+ik%QCaGx^j8(5iC&5dbX0sl}b3Gf5mkIm{;vaho=02kO5-1(gpz4|YYUfTCk$*w>
z?n)#6Nf>Kl_TYiWtXwldLaL-FuMFcmHr9Pw+vqc(+T(07VI;WvGP<5bD9U`IMn==d
z%|BJUAdLUjjQtT3_G#ea^T~q$UgPB&30`%jL(1dohIFfp!NqlxnDJupV1cThdEA<^
zIVn4Kl?I`Cff|5=DFuh#1%^Iq&HDO4Surc?#k?rS(3fY1F-@hjW<sB{9|+3x#6F$I
zn&eFt;GAnWTWqpQ7T<s})mm!s3ku=^f^xrNJ6c-nsd_G>j{$~#s1=4^DJJ$xuKuv{
z8DR27m}j_5>j~8iU9V5kuvFSzfR+^Z|J9l2Kf^EhXV>OACe~=+%2tMo4jFrI=*P@L
ztc^gGLXy%-FE@G2e!=EM6kgad@r~E;>GY{h@i#Y>&dgu4=Wy<4lwU0>KL=LO?~j3`
zeTb>h<Kg0g;^oT)-1%A`vkz1CQZ$cyTy>25`BEAlEz&uIJERiOh4tpUONN>~U<pIZ
zRHNfxT4J!-XmK9Bn_*nuco2ttiZ`Z#8%$d^Os!uHJt}hJlQNZ>u}}2Nv%+J%>alkJ
zC0!Lh4drf+S`7k3{h}gr%WUhs*;C|lAp%Kupheb|PeiL(=aa4u2BSukEK{OqzVrGa
znpKJrY<aqW6j&BL%=AVzeHCL4mJ?`cyY<Y()BJgYZ#lufoz-z)zK@s^uL}2P<%mrs
z?k<)wJSscD^O*W3Z{~cpQYJiJ;<}$_F|Z=GMYCc;=$$UU{{*2^ClWeL=rSI%!S1Gg
z-F{;B5x_Dr2SYZo&4J0^=C#mEK2rdv)8+6J<l6>_JS+Xpu>mvkE&3TIK-~0nKNc;2
z$pxUG=mjoL<$;hJvep+^ojxS4zXH~amuk#^b8HRi#DlA!gXSR1jbJ!7vhWII-*&JF
zvH}*+(@3Q&BJt%@pwmVHp}yZAie>+nLhvTG<*yV1m7BCP^9buRu&8py0@R-gbpe!?
z;5=km0N}Zd|IP7C=p~Ck5E98EPPw|s#oPoFK*n%~Fjr%^kiW^;|6v)OV2)@7uvOV1
z^O!RThP?*z*8=6ZWXYhy1JC|?MFICR$u70)re8QvcW4Zk*y^$l>6=G|t&XC|osDAy
ze0gP9;dXwK%iq45SvDkGOb7wX9)j8G@uNK<_u09Jj?!n=I3^}F|FSgb-$oW>hI*Mu
zXUdwDGX#-A94BFFDLRg?>$zpGY*T$rruH<HiqZ5&Dt${oZXZ%+nwxxi!d-~IpGC?8
zL}h`&=7<dq402fD^CL*-7UZ1VR}~1{W?p$8t3_UopJ`S@8i8>DP}njCUi}00a0rs(
zC#VuYnxy~*!_nP_#{cCI{Cu`;kvWN;`XU$LKmGN=z%~E(!IQVQRx-)0mL`F6(-vqp
zTs5VC;5tf*cHB{kaIQ1lIe4Fw(ZC4dg;wsG?#B)$f}{ZIX9f~j<25tGH(iI^g$2*@
z6Jsn~rl60w{@$K|vJLjN*EdG<K~jG*<GA*pI7f<up1(U~B8yC{(<p=9|IkCvfcs+L
zZR!GYqeo4P&s29p#`r~Yy}QoAn^s*E&fWnuHeaB}l)y8=0HyP`#9Ex|wY`LhW88Dx
z!S^KUwXbZLNt;y>rhw+<M#SxyUb|9``asbauhkzOG0z0>*tF5R*@#IKrp+4)?56Ex
z-ZqbU@hZ%UK5QpO$>4<1|Kwz}%cH*0-sbMN*P?Nu_e^l#K+-+i-ZfJrGD!zhwMT=F
zhWck#1gF?7@9MI~p>-R!Z}sjdHP&3eos1jFk#$!&i<AWI46rYI;L&!5&Q8u&w5eVe
zfL@QM1%Wcn(XbsFjDSS?>U&t7sF7KGiLP7vmbJosU*CipSr}WBPO6VwOSO2Yp1~EC
z;GOKw?H+voN!Jp2&<TTv%F!F!#6RK_vyqu({zgKxVbh;QV)q<fidZBxsKP)edCT`4
z*RXd3H74(5?BcPaN--?xXhahvjJlO>?5KescJGvZH4t}9h3#B7V;DKvM{VHCZcHHF
z6tX*bsxBxzoUoh`*utuStPGn()GmjK(No3X@1DqntyF$62ff`(1r67rM~fu7np#W{
z9pIY1{nkNUFuOX6`4E-~LC8Y7nF%kI#7k0rlS4*bC3IYPxHw8~l3v#qAoUdJF<=gM
z>n90z^5C03LD{?>)KNz5%ubt<_)4M_>O-6L*d~Khw*_hTTv3AeBu5zl|0mEKvZ5A2
z%nBC>O_2wrdDrw)ZT8vlsTxR@Ju@VSb*j+02tJn%e>RK2DO&?atW*wqcZR?&1`G4!
z5~-9xnO7Oa$c#*q^pmjN%hB4|kMdf*imV<oQDjQNtxV{;Q4Dz+VY>Lz1XQbD`td!U
zHc4$G_q7O6?Fxj(u9X38!~V5IiRj#*l!ivmGF}IQIN8y;6hirEHlprE$9!c>nLB{n
zyo{gG=;gikdiDhO^AQ9az5EQxxcshGn$v-gg~_res{JF|DE3y=OlV*;AA;VaW>O4%
z!zLN^pdx<zZptuApfFygC{`%KDNK$F1qqdTc*1vw6^<rNV#{x}q;CKh?wAxK6EG?j
zu|TA{t=!8RX&PH&%wd9T2}vRzN%Q0Q!2cxcrbve5wzqEOrSyc8EBLxiqklGak{gky
z>jDYslm?!bH{Fl)R~tRcq{nH|7BaBq(0w)m8P<<{p+zTD+eb5x+_(n`;sS4E5jl~d
zQ&drk$tmZ?gF_UgAFPN%8(z-NOk9ndm?B6+p)kdKj<9A@!J5_q8~ZO|g^azjcBUO|
zWaYjJA~q=~@yzm0_aQ6J4mLNQ9eKuS%7`~y|L5!?7i83I+cD6A&bncllz<ikPSQqX
z-UPX1*js}a*md4SamMN~{!rw;Ix#wMY2PkvuMTG72;NDUiZueP4kdJu?1gsjqLEzY
zC_*Fn2gT<JnQ0uYb~)&H0X_`QX4Q6Z@acZg!Npv!7r<;>*yAVPp5Y0b7aDw<ctLme
z1(6aZri|ejnV}XbuSgxwEfIp<=ygG_w=8$@!gK>%H=3o@TH<N(_k!13ZR;j3RS@YM
zJyOR}nzD%#H7R#d4J-R+fEePH6iSR(9QK2?Q4*m~c|n%C>NX0f0U|MlZUxJWkLz{1
zaqkl{#EbOewLC=H>0_X1=fYx#2^hBH*)HXZ|A$K9soHYthv;PlPrCE{I!||g^92c-
z9*_^O>CI*d4q$5(eupkF8Z52){tf*_llOXwrxU^><WiIGn}OfA42R}dIx4K(JxXj*
z&`?h&y@akdl4Du*3rY6crfIy{?ybbAx2LFOMlgXoft}74N_>Ca?$GU|iTb{9w+1!m
zJ?ttPRv_5DJB&)`=v=~&$!b^Qd4!j&LW9i~<+@S+Vw0JcSFDYE+uL=RSG?kp4sSJi
zU&uoD+dlhORsPpK4WG14)*2i9nBWPY+3dlObNRkU+kd`)#T^>pt5E3a(ksU`DaJYH
z=u|;4Ulc17eRd8=gHE<fokV7B(w*eHAXF+Ha+|K!5^_m-*WmIppDw(0P9jkvT}yn_
zGX|DZf!op^ZYr#tdRS9d<(|u-Zr#XJV3kZ}TpOip4{KyIvjh;XBM+I4%u3O^h5)`d
zxI}=x?LxotOPtKqyPN|H8LXHfKv!2}Mf+;{B(7X+@ms=YW4LOaG6U2Bkx6fzK@uqG
zW>?7vh$PVkep{C32|!~55D`C*qMsl&z!9cY1Yr?p1E!V%m+lBvk57R{1|JtQU->cv
zJS(OygnGy^Gs)tP`)P2wJ=Askd8m5HalzuH3UaR?yl{s?ou#JD?|psp8})`B&!jvK
zJxG{$MJ#qSlc9}FPRWDn#kjXS5#7_xs)fsFyiOP|(fa<N+2pl6oV_RjgIsC*6GVG-
zCEZuOCH-M*jEAqgnAU8<JOH!-nprAF1$BDM?w+K0JmW<MJoe&Su!@o88Fg#1?d!~B
zqJK8cYVpO+vV&}cEekug{FOvl4Y3H~AWYym5qAPX@f|PL<E|&o9#Ay#rs4i{kzE=)
zKS2%xFL?u5`tv@wWiu-1P09FV+cajR6&f1}s~0_B53pyWl<bg8=h>k5p>IP!t3U0;
zGvt^~R_<V=22q?v`BROnA^<sqWl9+md%{Ko!-q~>7OWefc*&ia0O@p!RfUk^Ri73q
zwVjtqA>+w+dX)x<x?_S0M2t5gFV$_}0wfEz^%ik7-PX9O)tfxMGE@jz=`LofW;KUm
z*0Pk8mn@o0UcAmn+dMP=ciSg@C1=JdeA3>?W6Rzc2EFv8M--%0ZVE5hikwl4kJmu&
zzAv+GsuJ|3h$5I6$8e)fjpFyEdA>3kTBn-Rh6hPiYUMIOqm?S|mtB&`F;9}~PVowf
zttgM4w+t`0vH5E|bqK(}9{Uk$H=$%gFeA98pFfDd)7D`VI_eO`+Ac(#z6<$Cwb}NH
zTy3rFfw-{aPml*~k4rr>z3UXJQBNRMG%qZijZ8$k-y0<K9><F$)1%PP_fcr~=dJI)
zQm{zwTg*+wL8B}FPMu9YnPfKpH0Uj_65IR1i6?E17P0OtU4g)ENj6KIWw3?O-isT<
zl=J#JKGxr#?70yM3w7iKu>YN<KbCleTI3d>hectXYYnjTD6CI^`@G4?SOk;(Ws3;o
zg#Gp*`){Az_*tBczx^NtY+e7`hSCSBUi4@?om1p<_2GhIYC)5pu53oheV#9Q+<?^H
z)9BS<(@tHKwTZNGc9@}`2I*oy7$#S{t@$M3(Pu^Yc!+i)QbBX3MpoK%a;<8rTnn*u
zf3RVMv_89%-_D8L_wI+<>NGuM!5cF(169qvT~6%Tj$uBp{L$W6l7iw~80_1ZK7WW0
z`>q#u*5X0xKBWFA^ZW*|Htmq7d#>Yjf&rE@_vuY9&N(s56Oc_-JHUKN0c4}8-!^})
zes$dea<G|u0Z{?gtI?HLSCoKFz^k7ir!DXiSuL>K&57N+;=lxox1Ano;3iR}UA5%_
zxFkg=1``4P?T=u;frS3=Km9AEr!%khrG=Nz(d<Jd8!L9iXA*_K>k9f;@clE@;1Ol)
zsWI%LqHdH&9QYtxDU<s0Nd23}^~C4?zNUxcV4?rN{c^GSEAuA4kY)9euW6=XbbK3;
zPQJ2?omV*%WUK>C-#Hqul$g^&Zu(*j3A~)6JS8l&ynP_uOuM#Qt`|O)yQ8FrDrMUi
zdt~!bIhpQM$r(3LR?+EJsN|v(caFFM1IApYC?x~X)C`8t2D!v2(3L!4=bgq_%2>4!
z;n!c0(wX2HvZ{ROt8)FOiFAB*xBvDD-cs479H7T0@rth|jkA1}b)CCS#83U1!G$$8
zm#=JY{=q!OlNxI2das<@O<;pH8FM(FQm-8E1WU$UHQb)oaV}mFo|wqki58*=N69SQ
zGa*q$@_=q#8?Ae+6WR3>Wqf=~OG^_p*^m}G76SjAvOpyRjk%+&8@xvsvU03c=`}j2
zg!pPs&CJf`uBS-8!^@X5V&zItLyXzi1zCk(zLl2WI>v1Q45hLNobqfY^!Os@<Yyu$
z$b(*7a>Z>LJQvQZ-kRy(OruH`ykV-IZw<h@%SA6#Z@{Egt+NyzddxMlGEKNCa%^55
zEiuZ??<rvnz05r}bhq$(KpL2?iPmAh`V+tU1fg$nXXYe+ecr5NHAR*&dPh5!@poZS
zte~PJDj$zp`e=}D&1BgwRq_Ok6Puwb`oS88vOd)<BbzkA%YhPQCC#SMbzFSvqqQEu
zGru+Cp1l03zAl1OP$@a$+Toryb(i-Y_MVBdPRGTX2Mwd;wwm&^r`~dDeo|^~FP%i=
zkg;qp!_IZnw*0TR0CSuAayz=@bfQLu2{Vz~Iz-M_u;VwJ^YT=R=@$0EakY`V+3si3
zxC`E9*^%-SEY_)f;?s1@$ChT;R+AGopq}e18aN!|t^)$C3n#bsJbr>?qs$>2IxtZ;
z?rmD-4!|f}+-3?(aZ+)T_fg<P?-HrR!I^XL;&D+9ay=4TdECZ5%mT-#Ox_W%NG!ME
z{8<sU%%;IJ1Hy-ehV-xJyG``wGmW&=vbH41dw5}PHSrHX(W!!uv9`7hL^ZB~C||hd
zB>!Uu%kLqw|LFSz$zhEdoRx_Rg?F06uI6{x-e2Zj%mj;lw#Hs1_UK@`TZ?+$Xnzj*
zSTs`Zwl@DFFz?fQJlkV{JF!gUdlw-<ti)cKwQ#?<y_YA+EAL6w+D(y7r5(fi1^;n_
z*IPe9<RLW72Xx0`fE$Q3P~7w@0_WF(VBT9{z~c_m8I7dAx@G|&DL(>;ts}M7d-;IU
z?MNG35lx5zE?Id3K(_$-U0)m^ocj@sWCx&ME!3iplvo?4fBY3t#BBw3G_#&$qA7lX
zmrNoXw1QGWhnau#JD}FPj0G8ESHHvu#=MA1#VkPX7hr7tF(u$XB*2?fGCzw{@}H&N
z7Dzed4>$g8%IN^F$bXukoB){(45d>*+a?7E=2ubmXaccMiFVVYUn%}oScuYbfQ0Zr
zDm~#n>;Rt>&=34$LV*eYAKtk3Cg6Ms@*4f)O8_L2f1h35oPEj~tkpImS3^ELKnA{M
z80fvq8*_T|BVSl}$Uv)NlD;niG3NNbRVOswA=UQtzuo5k!?7+g>W%&jv{T6tWh{M3
zAT3Rx<T2F(6dx6eQAw`EAby2tz8^6M!Td|%S741a)0ysi@hzU<uPe7S)U1J;5d%bg
zH(x-3+SdfZgY+lmK%i0Jb5MDX{Jktvejta8`M`9iqXM!5Y%S#0w4Kw4jb7qcYA$g0
z|LOUDpi=Su!`rohdQcB&WCQWwhqzyX1_NwA{52&lkKexsB%#{?VQ0vZpdC=@f5}h_
zU_yvpfI4C~b$^%(NZdbuy5@BXz|!<L$!XIoBDxLCbzp~rKw1?DPzM<S%`x?uTdgxd
zrs>ZTP{nBdCn@kC&~W*8t?j=)^_LL!zo*wEA0YWU{Vvf!QU9(ay^{dVtG2%u=Pw!U
z|0oKvZ9uIN04x2jKz=D=|9eiL#Q^65z+V48I}edyRcwsnzn9L|4dBgW%CTI^#&$_P
zs7vxg5MG>(u-@mg)R0Pu_<=iK>ma^Odn`@ZpOdVu^a@9H?T5%d&pu=A_n#p8&!T*!
zm`)_b0JQ6SH`^K}7w+ilCnYVKEarYDxDktxRXLx*ESz3)-%C7G8S&SArg07H?Js-3
z8v^`hUuu%qJ?4lwO%#tbgzbiWZ?F19KUg+K#eDG{+pMaNfXzp}@HmxiquY^VuNgva
z7zt9e?N)wr>y^9`F)_~7hb>@+C4%89bfT#W{R29Tn4AD9Vk<=GNnz*3u$6LS4D|UE
zW-c0$JNv!LVw0ZKy~$FUp{~|$#0L0cK9LqStX5b<WLqZE_84ZMxJlpe;S|mIR-Xh$
zT+e@aD(kF&+ITB7*M<pes_doE;*zk6Xxi6T9N=J(A6F4NQ(=OiwSG#B$H&H^cRH?}
zy=LNh9MxEeBJFji8<i<y(ma(nFQ1?+gV&O|MB}9t_|8~|<og`E;zoo_&XDILKBU)e
z>QbnyO`5qi)F~|Wa9M~hNWcW3Hn&w$(m6F};*oMY%H+$(l`J^^HSwNZUE_RT<SMO8
zU1HhJf;P@|-=$+eg|_mdhuvso#+|SSXxO5}$49BY8KQlFs6w!Wc%vDIW~|oDvYyz%
z4|pKgongS&s2CmecsxtLmVT2j*Qs&h9&O?Lj+EP8=zRIXo%kuDk4bMeWQToE-|!x*
zho9rrhcAdHi+*U%{}`s;1U(%6uBRe4UH|UV$stcPb9TprJX`DW+mx*{(tZuR0yNMQ
z^Yj4>Rso_NAsLZHFOLW0^sH~9m}gqpfnJ-AKaN+>Rw})=`N!K@z&E`z?U)bTrDN3|
zzgfWQAzI`Z@s%%q=QQ;GQl^KM3j%<%+^uf%lamgoEKw=4@OnXZDoJw>kSp6}zA0l^
zYU3}7EYC>uHUHe2^k^{a=E~>TH8t-dd!mdF>#a^R_8XJOnW5q-)XpZN!X@Fk_9668
zhSZZ~Ml}zo71>v+<elFg7_!xy?`?Bl+m+)Ta};AOd{_b-@FbDRe}8K<|L$^R4I!hv
zp0VvrwJ}93R~`r&<;ywQ%!Fa6o3gSt?Jj-&#Ka=hGX>0oeNP5T`_dtM5lz@b4eKg~
z&b%=bu09mWSdIqy-S<QAu|CP*baEr~WJ`2Z@BmdEQ)&C!!23S?^vv)MH#^kk9pYjg
zRc2K1#x%Jg_eb?~<2dT|7KB)8e9#+P&*nU(71H|TL?@S^SLB^sOiL^qH@y1%oeuyR
zDK&({Ey5d4->1ssXI#R*^NZJyP3g39jn|sH;HDMN8>thd577tS@9`bt!IvZ0EEf7^
zSE5X^-^G%;nYyen>CflsCBrhv8b2;KQ&r6qUnqGg4uJBP-(mQtjtf!rJGx8uI=TvE
znV>s?b}dyXli(8G^`Yl=nf<gW76H3V1+7*Qb{~APSHYi?HO`Cl0V@I*zL`ewb@Yox
zTiDaG`qW1{qZThyM;6{65|MilUG1*QHUK7r$hPib=5E+bc43#O(3x=9-Vk^gjOUDv
ztcaG;&Q>Xbykal5hX$+;kP}a@fJsare))pZ{m58iM>fPVdCGZ63CC;{G9?AW83`aa
zZJdpi{PO2a47QnEMum7@_r-{0d;}DVj{rH5NKroiW8Q;WX={GwJjWF}XpBO#nCpwd
zE|#Dv-C-t)8dFj<;M!@Fb|GT?rGbZPv8GS>kurmTn~WP?iytw3Yvn8Q_}xr3O_t~L
z9Ewv#DGl88KNBnZSI*te&lAP^4$O;xIHy9c0)cM%f!Nlm2wzLh7m3Aa!cX2<sfUEW
z)FFq#m=0jP%BDNUU)9g@{A6kTxPEL5?^6$o+v_M=3gu8X<Dhu8m!*>kXEoXPk*IIT
zhx)3cupeJIOaY-Lw#mJY_m3x9*EN@E%N5XuaOcAL*+`WqH;vNra35w0uEs;K43-2n
zG6<%pNN{rB0?<KX_yPT;Jc>Qtp=b{6^F;iaIQB;)2CEDaV}W3qm(CSCCM?y>frOS5
z-(y(dvBM4IE(v?uzZ8ZB1Si^7Ous?#;0JiIw|tdQfhMMlU4<R4!7FtsR;k?#7RT+h
zfREn-`-ezL%er}<5+Qk#hYYWIz+F-yg^-;5k?L2;9)R?W?Hdpyu~*x>+y=l>Ap!u?
zf2ee{s;aNH3zOMc7|-~Chbp_3)=dq*zQ;CM(46S^wRQHT`G%L|8W-SCv$Wa}qV?!a
zZrl_PwmOF_Px}!L5)Q5T2pAU|UWs3^KXkDw79o?`NZR;X>9xVA=obt!vrbK}_9(Zl
zvX%06KY9OHXU5Y0qwdtq?AL&S@8P)uS7Tk^B+u``BlUo8N_SXI@prra_4kIvXS0ww
zynJVvy+3n`%3DXbVY^2tt-WR0)%s+MeOag|)=}?@&xA~MZ&UiT?sN=yOrnJY`{+o9
zbhvNQvM9uD1Xs^b&8x55n$OW!?G+%`69(&3(0jwX_bI#p^6V`D3VSMvNPHzp)>rar
zY_c=*Yrg!~UR9!3&8+Q>!TFgzx|7Xdw_@=)z(-ucTYZ^vifO9#Ix-hMve8YxL)V%!
zBYvJZuHZ!ZUEcnO%B3P+Ey$;{Q7S}-i1Y!80>4tZS7>K=McJ_cg{Qya*9wQ4`8-4S
zkM)8&*H^*84!+M&RHGrjWX@i%I`}Q!0wsFg9Y>T;+eNWvBR>#j=zRpLr^oBj@9Kx<
zq+h)Ek4D7~wWl%|>&Iq*Xg0L@!4hlqqZ}(89@b-+QlagxjJ%t}vkq@??9oNIgPWS1
z(A{q&Jz5qFf~-(rGh3di-!fX6Xq(XW`f*-7f<|8Wad<}B2ZA5!AfqK;1r$BH5u+Q@
zIeMy-tU36anc)l8%;)1KV{!=j_8W9tcZvjs(;e85nnyR+ru?WV*8VlUK_`-YNHZzr
zr1P~TV$m1%@_H^N*l@pBTNrxuI*ezix9+owT)!htxTgCji(}k^dZhH?C5I`6@lNWe
z)S}PSH}8E4j=~u%Vt!hKbs*qOWKZ>7!F=o%DAh$dO#T(NtgtsUSl?4z%>^EZ(kU$8
zezU!2?Z}#B#a+E(DX-aAU`tA7>)l(49PJQRDpI35o<fL7)e(}tO#nc4hZ~){nwAf`
zN<!AZs*|JZRuxdM-sUMdFjQ|p9o+B!F0^H28jfL*2)UHtZ^^Us&YIp$RAc+Ra7$nL
zV$L8)YlhhbMcrkrr7(AQu&IGj;>9(HkUY~6TXnaD%AKrZ^N7Inb>*6&$jC?f`N|)2
zjgZ|WIG%F32w8#dCGi>RZdgVkNxHc}oSmKd*XOIHLX1!C?BEqufD2|Z+?v1gK$I&>
z*iiLN*=MD>6pvMTx|_aFp=*<(s?hQBX#uC<^nnG4>l;v?tpDkElR7C~Y3d+X<rK9?
zHCIcY^!LWTa?>1}N!Ncp78`d5=GsW5%VaP;q#gXBQmgV0M}JO+ZcvW`|9DahIi)^>
zdKhu^GM}*<v|U63{YMtk<1*ZU<H{4*oyj7IG)0LTh!+-YAr=e2w!SIK4h+_u4wp+3
z2x?n<JPzLJWxfJwgULOGN4ry7Q;Lj?)G1Sa4x%2(6YqL%$=}rXgwbCxzBwn9xZwYA
zKoj@L|12S-eOLI#B~Q{MhR=>JDas(YFi@c2^Xtch3D}<)7@YSE;yw8%JN@ZUPfqGZ
z2AyW~7cE%{o~qL@xE1@893q>Pe}df3MlT%X>6pk+m?XqNL2ZO&+3^j@<O%0c&7A{d
zccATYMDndpV#Lup`y+x0ORRmbDWbPUq5z$?X(jz2&9<3Z`dA9ju}ybWzs|_Sh&)Nh
zcv`D^KFH@Od`A(!V{#krL}Pd8D}j<pPEjvj-1@v*+hB3_k@Su9dn~b}ykR#;;r$}(
zC2;zsJdJ3b?k>5w<oDM~z<@|wMpikpB<OH+E8)f?ChKMl5zvkc4Q9XCWDMdq%x_TA
zpL~j*-Jsg2EVETXr5-$ufiKO8)+O<cF7iuh;N@{q#R2-jvuMLdDcVyqT~1_J&9wt-
zh-QH&Q;yA#0Gb0vvSs{uI<8whN~R$N?|XmWo!VB`t;X-mondZ_rn<vDpWh|(ydtLR
z)q5G<XA0yfxNOVCi4wJ85kcz$#VzPRt}t(h$@WIW`|mVNRS0~GV30u%UXvnnuW&-7
zL{`*zxenhN#K=lH+(+Hri8|vNdk-jyPW+J4!6|5Qc0mkXQPs?u2hNDPHi6$5cd?Nc
zK1Q9QxIIO5CJ$Uk=~XHX)dVB9XI9o$fGEr-B0rw;NW&>MbQ)q_$cyVska~z7>nK^m
zO-ZJ;LwTmW8-46mm->~=#Gd{e+J+KMKNO!Rzg9knCZGirQM%EWEMn3JR7<eDR|<7{
zARJ`hy32BgT!60Hipqhn6B2XrWX9>PO;%(4h-w(J{7x}*vP%RYz17O<*Vdi-H0~;i
z*QN+YnAjljBUXEB1YGV>YP4ARPV~aq7Wz!*V|02^ZEbKG7x^iR_a_p+(p;0HzYp#D
zaS#nmC9uZYb_MW`D>W<m(aXTjA|v6yEy#{$+om}#a`K9RMg8;4{fPL0U$`$G+gr}2
zv%^+W`w_0z3qE8)CRWJR2aRJPwJUoj1Nl`;qt~Or9=r}6%;nzM1*?=;{RY1LNVoLz
z=^80sGoI|am+RnfBA={0m_xXa`vNW{JnRZ#qxq#>g&;oNZ;-{+LVpMYRFPElYZi&F
zG1>zTAvY;sFU{){8>P=D>Nnh}iJI9@D}Zg?64IMBEW1?|#bz@`(4+u*p|G+?K&*4B
z6{)V>++v(Ue&Do3WM1$ZOr-6+LP}H-2&0*JZ&NPt>BXTb&Xr3OxZL%OQUgz<%#*as
zdoQ}SAUD5HRA-Q!`9p{TV?FjK?KI{ao8FF*?6Efa9gOd?!f$s-Uk%8lE&`I0X{PTm
zgf;P!W@D@53M@%9L+lSplu+6&E^uh@rII)Qu^PK%1*q>sS-<jW2W>?KKv`UFZ>3K<
zn(^b7*=o38XADgW%IM2b@`cKyO0yL;1{Dda`dP=OKIQ~S(yNCoQC7|9>eP<sL>$w9
zQ`E8Nv695T$DDK*P-z#qv29R2wSS~+@;%Mv{kQDcVhv|wKiVuJp2{1WDUC@n+0KQE
zP;nMQE28I$c=Dio1${ud@F`-hM31Nq0+SjOeEgA2%~sgR@^en?9yuOQ?qzjkMpA*N
zhYI8i-<C%NZ>vbur+B*-<Z^(oL{{U{tc_5I2d}(H@+(%>_rg!X1UqyAl367FLmf<v
zljTn3<uygg^e2mNqV&5%q3ayX!P?_;^l06#^SCL|#XI*L72OBcr5#4I*bt3_oY;wV
zXg9c>np<s=t7r0MwUda;P5f==PyR`SKs9mMUWQpcirkYvU6T%8gi5=_PW;l!ct0ga
zi&oX1jw$rYRk%BT`(u3-k<ya@=W|_MB9-erl-A^;^xDr~<EZ>Mn9+wMzaPU(0@}eq
zugy=;3BJ?S4QL6$kETD)s_)BVZRs;{e96>6_U7Bzr){Jz#!=rJxKqcOMFNHwMEhl-
z$-ACTW&fziSp*zQT%OC2!mm`7QBIKpPFZC0%L~0H2Tjrec;KhC%i};CGt!A@yBI~$
zeO@{b$zIy(rD0n<&18+zQ3wrgw#xUFtPWC1G}x~5h?brg!m)~#DZW=}0)(`{hGV|k
ztMln{OFNzJja-3l@xYQmRKywT2m+`3XbGgy6|?PWi2Tx{VbXsI7r5D1goYW~5Wj=H
z+q)ax&vM$2s5<tPaj8Um9WknQ)VY|5nz0s(mIin`^@?O%+0Ace5rOeH53)RUpHAeb
zjl{!nqBEBnR$&0sr5i>X=DHj%fN%gm3N@-rT{I_CVR=RfIC$SUtu$&s%B93YoHR<r
zFeBvB5q4Kh(=U@L9A}WKv7Zanm+q~duFf=OhL|u<HG`ch3UZyk)2D0c!_U5aB@wi1
zYX{mG>2<V^=7fwnVraf!+;CZ)e!g{gAH;w{&-BIkiU6`IPQewfHSd+gb@Ysm^eIu9
zwp*L+S)}wH=t#NvMm7_g>bgeQ9jPo!ZqVv$Bex!FJIpN<e<MsFgw36f?Y6~K<r}I(
z*7N|9xyt7~Ks=qV4jEIv(#F{50dIOH9^{+NzZdj&tzK;voVlTw${)8%io2a!c5CTY
z?X<zZ3$O05APwHd+;t4qUIUO-c&cvDrMc6~RW)%;C#}VFR=o25o%h#ml);=#pP){5
zS=%Z|cUk=MzLT)YN4R{mXD8;g6+a?Ca8U<5%^I}Qt#ICZQ@7f?08>xChF-f7U&9<*
zm~K}r&K5sTT_NMR0?ucuFMVQ1#4kJ(IstS+!c)6q%ZKLoGQa{1nGjph;i8#oI1}eY
zY^c>(`L2$=k_%*GU&rLTE-h_2pHheJOyfo%#nX2~R=K5YKgh8dNFWrcN7I*Fvj8jE
z!=D)?5Ok?qY%6su)~VbkHQ}t%={7!_mPdzdsY?f)M});pWo;!H+byBTInoYNH}e#w
z<J;XX{p`j7RnA|Sb}y$u@LDx`9)oq+<DK-!qd!$;q3ZN~3B;Z)OMikI+D4ih;c|jN
z%M+gd30g4SkY~jE-E2%}(acjC^QfEx(+u1)hT|}XD-i)tUhRY>3TAtm;1ZNheR2h?
z5Y!{xmWezc3_Wtf*>)Lqq;Vpm6yjAcZ1M2}VxUa)NNCvQ{Z)LKmk4XE0mQqmmlov>
zJ(zKD_~p)rvFrxqdVZ-=IhuP%Z+gAaJ@9*gt1H;mVvXQ*7idCMD`*+xd>Fc7a9Qc%
zR=G^zK5;+Mb&n|TPs|g==<vSqBTWlA=EV*KJ1hqwN|qz%<<M1Mzhf$oh|<7S3Mt#K
zIUojnawcf`Uk312Jbg3Wqnd9Ux+=S#eVyoiUE+Ap>!BZB>7mD!Pkz-Xs6l%7iLR7K
zlnf4kZgGgEVVZKgz8}ec?s1+eE;`JYpm}2b?b6xWp;;~8*CYumCn(kab2Gr$?)o-V
zs^BeI<HWw`*2`<G4CsOOZQ0UPbT&L~{-TA)bn*yYOY6EJ=kO_=J+>HosYQVD1z^_Y
zRnK&LYPal&^jcSb<p;X$?en?Uk;~SMYIaJw+k~ixJ*Sywi3X#EJq*GQ@cu9&f@331
zpz8vHg;H+oX~-Ga#L1E}KjrX;1(%^}D$-6h@zW<0Vu`J_@r!xW>~Yw!&4o1J$4B;>
z@;6$ztp9<6;(ujILST1v@HEdB)DBRD3v3#%lEX#2_UgTE-)CmQE*^FfZ<T3HKzxS=
zr}KrR6EVF=%k>*xbcxc%LR6A&)weP8?N)N6JM5b;v(nbRci#w__0d*cCN#9mWDpQ_
zZE2{lRTb-gKagyx7lI3zn`{=X$LKY8$C-$Xth@nBDQ|@Mez1&2b#S(??nIn9Jw=IE
z=3jEn?A>loJM|81|Lk}-i9{G{FLeh)XT!u=g?gG^WH4v^FvrB8Fmq$EEPFunF!rfe
zp8@D(SohhNao4$n14}Z)&ZhM6B2ho@A^i!yW6rzUA+AK(3l=2KncfJwdvi+8$bE#B
z7k0;;M1tAtnVL(@8^#l5HR^%M66cmvLmuv9HSJHIPDr>i7GZBrr&60ma#Lfo;jWPy
zX(_omiBQFOE>vn%;4>$AhJ1uuAH`y;Au4Zr#-HOm?P*#F{m}H`KAd`c4i#HD8%al5
zsmBaB?eX&OeGD`iVa(Gi17a`2N{>P3Y887Ak|l&dBnt-&%#ZciL)eyii^8wg?MX*k
z^{d9d&-jY1%9=Q69h<5(;L_-5QO2)XV5q*76^6NGg3#*EH083*9SCc`*SPG)wX+g$
zD~bSX@a;^BW(S{@y<3B)YBBgQ#L6R&wdg#GUb&<>L(^UWO%VCfENn1hSp+1k)Z)8}
zh#clWh0DdCKd+A_J*gaJoZt6Mvl$Fp(1CV8ELd7lA$qp$ah~Vx-3T*OW(}Fveq$Wt
z^$Sgixr1U)gQt`G8DL(sC=3S6eBH$>E(6%FnZ~tWCJK=wnK(Zd26Ie><;Ah*gL*t)
zHU6+=zFuQDpY}1oArJ-Em>|D)IHjwyx+gr^)yjmNG7wvA*WXWC`w3EBP+=_umP~|3
z3Pje9>@jzIzF;MwCt;qs8b6dH3bWZjcI}Sk%zc@Z$HQRVsS1a3``b=;?yb$rX?9?0
z2U^=ow!t?ZNl+(L*G#<=Qfpo-1|1*F1jrSshW)Sht~98rEDHx|8)XY1t1LliltmyQ
z5QPAu5Q%gQi!8F3W>XN^6bPGyMQl+ZEJ8yN!eUrN3A7+IOW46~TSZXNfIt9&1d*@=
z!j_)fQ#DmRKc=f|rlxAD#vkv;d+*+QRp*_1-n-v9=lhf#4r1huIko^;IvdxpN+XwJ
z8PGd4**g>VElmfL>#w;-4F-+5#J*c!qdIXZ)#LMIC`Z0UKyU0j<<PelEI<Aln>@A5
ztP^FI70<)JiIW^|ZuA(fNR`@tAEL)uqmqKIK46!pFrWvR&23|(^fKM8Q^=O2o$l1Q
z<JGEXvU>><t<HO2mPG{%OV3U}zjI1|l#ic!(vP1hel$=v!<wR3*s;7hXoYmpnWvxy
z9>Rk^;&c!xoV&qEAr~lPJ?Ltrh|UfoSL)o@E(T8!swYVJD;@PuE9|8ug$HD0k3Fiu
ze+BQK2C@{5qWA1|Er3k#U%^HHY>eR(QurarfB-R)=rXj1CFaUB7Y@3)rKwX%n|(G4
zVKu+TVt}5fuu&683lfq8t`tcQG_+)fRxu+s95ff9Dl-Yp^X-g_k*9gd+q&CR@ya0L
z6;6W0WT5%-5+Ea!#)Iy_`QP~{`rErIz|ANIbW7$_`w~!!{W9x|HU16X2>vS`r3F&9
zFW4@>LGo`6{RUA2DOw!&!Z^TJOa5_A=1I-nG@r+TE;^d}9~~2t^v_;P{O?bkic?@2
zkt%wzvg7Z@j;^oV^vN`aKcl)SYU!fc!)YZ*B855NYLF!A<$kH*&pQNapwj|7*{1G<
zTJu7D4*Ai1t}!p)sIU^{^EA(MK;cq6yj7JtzZ_|TO2=I6RJ>X${P<dYQhf+2;4)9b
z6v|67Ch+zi;f`nklX-WZE-zGuao+r%vA^7jTZ3lvcq9m*$!4em3Yqz1U_npX698ja
z<~(6d4j7uPVcz!>mg`_92ynz$^2XYinO`jQ#S{LpR-&kVrf%ojU)NhN>MjN;Tp7s9
z{I=%g&vQutoM4y7N`dOLP4gvYMK3$1vlgrHb463+m@yg7wgA0rQ!tJOZ@x-nPclRl
zaNPbKauh@{Z7k%9MWKB#p?ab$Yk=j9Kp1W4sh?uk$|qyXV~-EklO=zrP$$<5g$CEX
zlcLK6&n0-2*!t1c`QvN3m|~at=%TD8)83~gM+y$F=u=sy8spMjTm=_rm;PB1YuhB2
z2$<p8RiG4ni<PV-U*?qJ*ROi$YJEAevYqfwdX&H$XAyx;ZBa#u8%HN_$m`bWE=`*e
za}ek`O!O^v@R<DJR+)+bnmAT;tQDZhR%aYmHSFR8a-MKii!ZQ@oV&JdvtlkT9vSDa
z7!c%$l%@fQ!wq`tAgZu5faH!xXp7b|W{;viDrc|o!q2TT4(EiIF`L7p({`I`(@N2*
zu`*6Gw>VT3D34d?e{}@(&)P6zJofrFr|%0g8}M<GFJz;zb9Nwb?K9BExdoneD|kk?
zzIm-*xZrfEclNH<>-9TEV7ulQC*mj0b)B<7$Y3Q0_gkh;=);)_-@^9RgWg9sX&Nmw
z*t|&bz62mOZ#(8!wkIA5pdNs>tOZN3`W+AmC+DC7wU~&}Sz&Kd_^U1gbS%<ow0qfr
zO}Ef3Y}==^$ihZ1J-q{0=O?ytZ<LQmW}}B^ib6xnEi)}2qK1Wr3}3TIzU6i0?*1Ef
z`?crnYbpk77A3vnk+05jwHdpJ^Np=B)uT;|1!2;w=zFK{4}bWf`-M?|k1MS~v1fML
zA+=Xi!l+VJA<psLqU3jikV$3meytcbM5y)Zi$KH9Cecp_6t~aHg-!0htGk~CyL#85
zy(K)g=Wgg>N6CyxSaQU+MVVhQ1c(FuXT_fXstELd|9Zxn0i>X<a{Pu?4-!AM>)k;R
z*HO#;JcZF;e@)t#e)d6LNB?xTdr;vrtY>6Ps`2}{(J;g6yC1dmj^OWgD7B{)Lo4wE
zIK}F@&2U{QZhNom%N$SY3(w$^F37tOUmsbuHnb+@(!|c$Ws#+BAt6p{uE}<w<*1Ej
z=xjWn+|Kez7&@rm&OJD#l>qx5=~y<O=C!J5nV}}Y2MRG4M)Fu&?P)t&lkdYnoN?B7
zUpQ>gc>4e^ecw0a8lz$D_3X#~aVBhs1=lAm-O!Y>qiDUPL=-{%Bn%_nQHCFU!f7lr
zmEbJas5BOOd1apsxgGjuS8J{sCbJ+76AO!c9P4=fVJ9Abhmmi6J1gYW<x05)pxag|
z<5Cxh+g5i!)V9((EjE+<OwK&7nzCCxM}+#h=2k6JJ)W8=w<HF{wqRvv9fjL9)@R#Z
zxdr4Q%_E0@(CZATHTrq>`1z|hrau`Ee4S6YI^drEb~Per>Vxa^DV;Qt_LR>J0Wm)f
zn<UOZKj0gG==vMypSZuA_{ff^)UFvHw!8XC%_0k~@5eV%r1c~5)SCtqk&y+@HV^Gi
zua|A-qj{1=&}A)dMfcOK>UWq+gL519sY;^yrqy8k`JUxO5N;rfjV|ErHqmf5yA8zT
z&U;QJwbgA3$91NOlZG6d(m%6it?8Hvf=B|{6|&`kZ#cYq-<#;V$;74?FRzy{_@?p|
z$6=<QT@EDF8_5jSXwnLR^tUm-TLeRC@uxE0nDt9_uQ-P6Ke0uEY#rQ+DyeJA9Y197
zy2O`weC*7XF1B-OV5{eYwl2%>niCyFUbHCWjYWX05>Nq`AavmZFPpxss`SU_GG=l=
ze{H95(`PbsXrc{08IVMYjagR85$}=F^wBil11GF|pHyO60fnyr*TVwDCI(F<)|A+9
z#{|FcE<O!EgkCdS!ArUEq>>-*pc|Jh0}plz3noHZmmCG5Gkc?@0KRFa%(Wq0pR!r>
z?xr(_3T!<Ztu4CwM`X(<Vr5cx<jd!c5YOe^+;_|UAK*BTLW=|j+q?kRd924|B+{9&
zZw>7$jux!Qfy>c<(IZnrjm!nYUqAMvr&FdZ@VlfA731uiiV&(#X}n&mT?tv73mTWK
zS4sTgN}bBQ0~rKLlqG?`fy}*EPgAp}hsAg8Q9$LtdcKr-kpVzrL$G1-uxkz0X{T@#
zKIP6-H3?<>%J)^eiGp*?R3L<Vw`+r>S6GS=+l=%36mwvaGzL-}X66ZWdYX1YPlsU=
zR9!_()%N<z_DJ0a|Ai>ZbI)VPzNwS_(2{`?@c?75TX7AmnbP=m{vO}@?b|cfleQ6w
z-Eu1B*?<s?i|^jTtv_(9ucABM_#T>lUyuX7q)EY$Zzm*zkdEs;;+Wu>P1zGLW%oJu
zBYEA#XEfPigP0E%K8QvXOHSN+rJy1DEvS{hD8a_3AdeZ?Ul~7wa1Fd~sn%S@uQanI
zIA<o!{4oG0hCDMZb9()PnxA$aktXmJF=%g$)Z2PQ?vJBb*(?p`fU+=^;-R%|jAoyS
ZiF{b&)7ze^7V)5Tv*i!YF7Vs?zX7c_S`PpK

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-55-Raschka, S.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-55-Raschka, S.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..77672f0d60790c1860f079c5ecf3782a31d3d4fa
GIT binary patch
literal 7056
zcmbW5XH-+o*XR$u1rZ4d2-2k^B}i{7EhrFr38)n5D7{OQVx;#bB7_!5kP<pbZ&D<L
zfHW!61q5j#$mRLJ@AKZZ?x%b2oVCw<IJ0J*-|RAb@5|}SMc_JALt6tNA_4%Ss|UE8
z1s(vD<m43OWRw&X6jW4{)F3b|h=vBla)W^m%+AVjo1K-7jgwc5pOagJhmB1@Mo>gt
z0s?_>@XIO5N-By;K_vg#gouiY3Pb~9rln<;<YMEJ{C^&o9RNKgkt)zlLc|Ra(-V=<
z6J7QI99REIM)aQn{P!RtCLtvwr=X;wrny>xy$%o)k&qCRl8}*+l3uM2x%v)}(v#ib
zl29XOfIXw&_5e$UCx4*ixnJGMXfXbhSIWjSf{L2yCNm2w-yMDdK_Q6rJsDX!`3Dcx
zH8i!fp@v4rCZ=ZQ7PfZw&mA0{oV~n#eEs|b0wZ5XMaRUxL8PRnrDtSjW#<$YA&W~&
z%gRwTwRPC~hQ_AmuI`@RzW#y1A>0Ihk}x&>b!KUK<@@T|`o`wg{=u)qqvMm)-)H}D
z5dkFsg?07*FR=fEi~fp>n3R-+l;R&QB4WQQA)zNF<B}l1p$4OP=E1-%8BPhlpZuY^
zlZr>m;3uPv=QuSJFJy^t{~xsfkp16*Mf`t}{SVmx=9&ROBt%!rBcTUWfRi(U!Z7N8
z#i<zbJe(?rs+X(Rs0F_xG9{(Q8rs^SKf`7#s9=U|T!BQ`?|K|z=qyh&OQ%;wrp8jI
zurC8k6OZ0Kc&T~4{6{Ony-+g*)Qr{5P#V(N_K&tU)>nFLsLYFl#ky>$ok;&`ZBF0m
z&d6EQ;J+x+|6OyEJhtq@AFD+9J!P9`WA9Yk+v^gLpbV9-eSw;uXH)aJbwL|EzBYJq
zd<nFd@6XR^o;W0NJcmqreCBm>;@SMUm~ib?n%#1{??kJ4rPDCT?~#$OZO(SxC&Yv>
z%9&}g^aP(0DugwcLST$7SkZcLitQXYfhm3Y-Ca}FFK_`H<&~$bGuN13x~TJx$$PI-
zI0@4gLB43B#f08y)2MSo+BRsT3K4<;OdWhBcN~eF+G-r<$DkE{A++f&pQXZX<~zwe
z>y=aB?iMHEUH<43%DCBlKRx9oF4UWCihh|RmceT1>BI?d2-TRy5?@wp6;J)zmUd;a
z!R+mJ2BEx*%?;nPu^!8o_`&Dx27&q5PUpb+-6BB-xB^`{Ds_(K+T<VXlTwm!_(9p&
zt7z(U(WKSY@|DJtyX5c9r#DkQrUeQSMG7(%)D}>S2h-3iT|WF`HRi^d!otGrN8a-3
zTCjF=om~UIBZZ;Ehb<8uuuoCl%b}OKY06UPWg}j<eK&vuy4j4zl)BeiHrlyoDI&fw
z{`wRX{5Yt<O88;#2mUqai6|Yso>0lt7~aVn+^yo<`~foli+PTwV7Fd+e?$N|0{pVb
zd*lO#X%Qm?3W#&`AY0K+OneTuVG3WE+`cj%(cTwTo?OrFLdE^EmRWuQ)~mFV7l~Hz
z*^DGqo__1S;e6B6qURJFd;FIN4m$Xa1F;GAk$D-Hk8@~eEHXB&Sq7v>Pmi+w6sp^m
zq_^Y^ISb;%!t>1zk5Nr?+R|fQ^Dv!<oW%t&?TlWFl)_P3EjjS;_ba^#aFKyws{aaA
zU*O{L2_~lN6<==mOxRQH2m_LGCE@&{CS|OCdiFaD{c<K`h)n4>^-#x5dT~3CWJF!l
znDi<K=v=GwQw@eg<=1DGp*AbIwU%eXMJpZ<E7k;12pDGc6m00Yu8gM&m+tYu1fJYu
zQn8Er6d(iA{F!L6{leW~l%SorWUO69F(s`z>0^#zAJlLyJFY}Q`-?M|F3>uMnsU4~
zk9pkrY9>XPkiob(KgO4Ud|aT1zLl0uY*>Kw5TQZ2LD#70gF%4epl2XaILy1iE-t^$
zNXodN5CIjW^9aJf#TAt%q(5wnfoV@*NyC(n1+$%xnGmsa8l|LbxyOwUh;l^ucn3F1
zVoVgpJBzn_xk^OA-i6_B)J6F~jP>?t`2#Bz{pdBO?jm>c_P67A4K9I45#Dm3)(e-l
zk8-!OtDc-%qNMxY@ulY5D4MFXcq=L{M@>m?1Zp@U3!C-cQM-7T8Zaa{s=0}HJh_g&
zhsB-8j*akBOq-_8&MJN<V`leM_sbV;x;fJmt81$Y+&+pf;3iWAwogr!G<`#u$o{Y@
zKeu$sw`gfC2y1`0ozs>T@JEx=6jnK0Jqre+U*sNO#5C^;+AcJ${Ron^#7`zNIACR!
zor!c#2~bU2t2f!l@12e17%9ISCFf6SxTfUG8-;8cZ%#mP`0SI7$1h$;&kuD|XL@}h
z(y2HNHJPBx4shJc8r78Ed;&U`hbotPFt5kfs8}4jd}h9jp1Bp9p%uHK?%kI@{%g8*
za-w{YHZd)C&(Ms5bGhX`$0=8<il_Td=e?Br(0S=@JoKJ}o6vYUqrk3^6xV>XFHONE
zAnak}G#+7z$VkW<o*WT<K=a*A31uDq;T@#~RM3%ci)&SDGa-HITmc`S`R0b?w6+?>
z_7_tw)4HHkr;3?jW(==&C~KpF6bKI97&wE=u#Fpwx|0&BwObU@ScPlW`(<wiO}Y#|
zyjP>8H*erPV&|Xmf?wlZo5r`%@)icNfTGWsRVk~-VqQ&y7tS1+FBcC2aqFNE3AH|8
z#7k+cC<2=h+9N~a2z%FITkN@>Gc~o#q(hjQGg0@%yRWxIzlBjt=xFOFw@1c6J$*{h
zz~W>PmAhF#a8hBywC5KBqHbE)QUU!kinOykUT%33J>xfvJ<84$q~yH>pv}$)a{E4V
z0$RuM++9j4It>kRPq~SXDtd#?49dE~XX3netp0FZ`##$usi=nRMr}+n;W%AC2+?7L
z*MzrCYuoeZ`&jvfG;!^<Jlw4$y#!eAa?o($IgV*_&)n$EhW#Y`&Uhz2nVdf?RA}zN
zX6y{Rxd}}!P~@zHdn*l0KF;=tHeq3|&_q8D4u?@Ec<Gl9{W6CH($6f9tAi;8ZEaG7
zNg_%iX{;`u_P0tBKX_}mj@%gh?D@>_3}$vl)*brP{OUpyiDI1e4Sqeb=HLbIk1rN1
zbc25%XcI1x9z0!GIB*lcW%j5=i%-*HJPXz!-_+reI+Y`Z_#is@gG9<qD{DJR-RSR}
z2<1U_&bps+1{-E3Z=pD`zMXQ*AC)&*5o@3FJgo{o=~*csA)KQ<ckFm&NVjx)#RMe`
zZSYaxy2x;K1IZV#0ZFYNL8c$i`6h;(el0LAYs{#SSgWz7yi_n9x2E}MrPA$NeRrRB
zeSfW4prW>K)cIgsrwJ!Y0j8$H)CV^bMuj_D?Kv}hPI6!RR&$_(qD%cV<lTC^KN9iS
zrUWgwyR;ELw0vr8;?2ys-&b39sPIzU-8J{ql5X6MNpmq90i^igj)|@R!01+=;g^$*
zFF{G)1O*y@IHU5=<}Gd=LV353;2<$!rrkgt7b3;w1jjx>ublhT4{#apSXp?D*tL75
z8<9USLCWDY@5l!he_bzZsMCSnj<I_UiZ%TWv%06O>;)hGw)4n-%sC~Mv8m4}qi@Dr
zShUWS4i#zU*G@TJl~iFF;4pb@W^?~>N8w;vDc{f9k*apazJQvRX(cu$jQgJ@LX|tl
zMEaekN4WKTFXXV?dqUo6MfgGaFZ*vXyKdo9GmlD30fMbrb7X|t;j<@t^P)|$7fAjL
z`CSZ$Nz+emEt5qH#kLMMyu5_`QqH7hKKHoR+YDxvcjE3mydH<Wf!}2~=)R}Yfh7`#
zyAca@KgS}E>_+N*e^nJCV$|4Qj^a)W{qvK77Cd?<jU6XTk#lDI__gJ<8s%R~{HyeE
z+eLQbu6=j6ALD$6$>9slQThe81v?goF<k2_`_(-y9}ctGLj;~<O#7_wVt*2HevIWt
z8?F{8rfyp(F^(yNSNZKcE&--<1J2sNgV?kHj9Mytlz)$Kcr)5r#*Y<K%(wHIDS(Ri
zJ=D%=g2T7T8M=;J5+BVo<b9*JuxGOPTrxaA4^J6WZ1IM;iX({d(V>>vvnM?_$XzMW
z0JeajYP?Ex$aZ`Fw6E293qJ@z&veNRhb5m9{8S(NeFH%}d{DVlK&*xe0}exfl01@7
zR*rM1vh3n+ND!AbCPq}(9T&FfC3tb@Xb6<38W`a8IZ>?9g&F!O$_`3o@bvRK-lIxw
zH;Xl!oe?s&{9^XMRf19qq@(wv`-G6z*Aw)zFd<%6bH0=+uNh2kEJ*KY1+fX83QcAz
zkZYDLm%Qz|1ne(Xn;fSDC3^jC8HG~z;|jBZ-(lwpuxE1v6F!zL8rQ!Cj~`wWMrxR<
z4tUZ%fS-3#e+>3sLG%z5)qR#On3k5~2Bv@O!C^t}V%83J&i*ZZzRI_1Q-dn3R#xL!
zfA5(R+>dtDtL`!<z1mveMO2k-Wd@EGo|sDB^pyh+8JP|GNw8j{4xhq1HH3346V!Rv
z%al;V9=4@Wt%*3gzDjN&h(J4cBG}1SCbW!XgT;9l_i`hr)9PSq0#FNzKs`MuMGG4O
zr$sEbd`)88`uAcyy|){aG|x#5FdCX3(BHjBdkHu{dApf;A}#}50`yhRQTGM(#U*-u
z3=$33rCgzDP27*w!KP}<<}~VH0{~f!+*W1W)mRjg29n5lF^cD`G9+KVK+Nd{&L;f;
zX`-(I<T(db)`wy6eME%A7&uXESKipXxTB-M?xx7C$cUzX#wgVN%zFp-*H@ovN>_-4
z9WB?2K?n2l$>@w^6`<>{zkSUWwO*cLHnJfq?TU&hOb7{az69RhD}961mwT2I!D&k-
z0r!znZXrV}Aj)ngTx_XIXg<&}e>ZhiUPKThlr~7ONemX0+HtKT2tWVEcwn{!Ur;Kj
z-D*#_)WKn}LHPOxgW>+NAHws&f=i7M8v5({4m@I~=yJoB7RBLi=5oW;#2&{@R`vR1
zTSjy<nK4`P93htF%50a@K&;!?#B{fY;S(l=g~0WHa&-d-mSW_dDvQiW&B~S#UzRP}
zV$$Y$WMG1(MYp+Ea!U?*{9Q$dJ;U3tq>O^Q6CO)yUmLB9wn$mwi8Qv)3ZKfsz!ORl
z5!$M&x{fpn0nClhRRmF{*BE2jx3t+2yZp&BH9iWxwKX|@vP9a0N4>OPuL&F5jwtGI
z&-vGD8c@bQ`(%+IY3_Hsr1oj<j$i6LLv;FQuT6`Ji4tK%5&jQ|Ex?JFd2b=jyATms
zCMcz&tqM7#IodQi9FbfxZDz_CFdzKBQh=PO<i}SPV#BrlWN%OI<}>{)ZV!Ks<aCMQ
zP*}!BDZ7oSaKy!vIqu4I<%8?Lh@_FxDu8Npwulce9AUbcy2{F6EHtHD%!vvCHyD33
z)Ts{E7r)Aj0c5Wz7#O@R&&VGk0mojX&cNOK2j+Wyp4a-Ayr}+Y7EItT@lYKf4v6Fk
ze&yZ$66jP(hqdWsiPd*9!J;489ncYSYO59OBD8YnZU}<vCvL*&!yl2X?&vGwT_!(C
zAWHpEvt6wpFM+TepaBv_GO*qj;Fs8{aVPhW<ktgo&})+z#JMqqDN6LC%*!|h)2zBg
z4+X^p^Xc!Y3$?k`v(d%F<1J57oD`T)=oEztw11+h;oRk^DUY86LCv$1%drrlPU%De
z(?t%*jzO80Fze;#B455Bn~_B#x;@OB36}smFhhQd=jRe*uqeIt54{7-C&q7NcEQ&7
z+<j(ks-PBXI!0dq)&~F1l+Fns?xtT4w%4?1b*72!`3P~9k5py5gPbWoZg69dqtCVP
zmI6GLwkz<vXxF++;NGDi05t8o+`%~>UTFGsQd7<*xn%5HSKlc{sk_i$4CSp5k~ORw
z%HYnKL0t9MOZ;c#5o4FY>sPz0e@*RVH-xJvAb5%0B)enu+aSm_VvMDdBm0<q`%kJS
z+=8T}2R<Q&(2Cd{3X%V-<MLW)Lu-8k8}dw1s2cPV_#QYFdu~z_AqrjClBUKH-@4sZ
zTUMtaZg{b*$zQVM)`>QLIwZ`adkG|lS~QHIJ>FY!L`m+3Y^)H<?ap%KIC>n3mwecs
zrzL5UmwVvX;_`bYR72>0?r8l)vapY;K)1HDPD2w<AG#?`ol$RYH*-+!GhVs<U6|(8
z@!>McI{!Jhu78TY{}xgR;ZOWwDQm={_Uft%E3kBQ5Zv@;i>lYdLZoJkb=(BVI^CRU
zz6xsU!Q0}|D&o~D0$alTojKBT25`95Y}R}(2@jS#J)xOEn+!_OD|Vi-r2JA{wp{Ou
zF?GC+6~%AgaAglEBat#~G%Ij*;5?g(4c2Rv)U#{7+VijRR!;HkXNh>T{I%AYWnLMB
zt?M7-hoSN-h-_EyXLV(9R*G&771CrM$mfXgzU5uje;MG972ZFAI&}yX8#}n6knfA(
zF`9UHid{Fp(1OBY&vMG$p@(+*+M~N&&CH7Q%Pe@w%~~L&LU(M*x6NDQ@Oru89y$8H
zrebv+(}B{HrN4Bq-6%H`H-yXf%$0B9ay7@F)_Brrh-;w(x1;+9j8lAgzZ4?K7$5#?
zasM;(<8e6O0?_Qdq+Bg$Na?0IwAS(=SZseAu_2bn>#uZ*DwL?r!?DV3N`GJx7T)2(
z6YLk-uHoprWe5#eTBe2X8Ft%d?|;U3f^)n6dV@y7AiZm84EdhIQU?3!`Khk1yc0`}
zN#ED3Wu@`j?py{$B-5sG=MRUr<Li!K=jGZ(7T_g8$Ip7`jWsX+W4AI9Pt6=vOs?8g
zt6<ZsDI~9^BE;45_te|4Vakigk8cf&7n(3{5J@L08Y;<XAls&Ex8~W;rM<(xhP>x5
z{CMk=&^H|gdk$U!r7py8mB)CjWdOLJM}VDDR{EP0#|`N=6=x{veuDCI7L+mPGsRB~
z?WHY9=T<<%;3-iDhC=)FL&-df5BK}VZAo31`nvXpwl{VW>OMSj<aLH`r<W_BNM&9#
z3k$VgF?I6@+cG41Mp75TeMw^r@B!zR6_EWC=Kd4vHUyp8MgV>M9V2`4Y_`RM5u+*a
zN3qg0M!owfmW^}6NLN`fV#7^q$e?yNR=A_WbH}(-k$SK-ujzLnHCcJCXLpKAUpp6_
zlr=L)mr8nIeR&9bF|t8Y+(@0T)|xi7>~n?lFWv9SjjwM{GO||BhsUp1TmDFq0w@@Z
z$kIFnMrAlG@|n9dsJ8V+Je16jyf=}Nykhbpf~~$lP(s}nRQr|}gx@;sz4K<P#0t$G
z-MmJ-i?;JHiJ*#a6Y9}=m2=}zAERSeCEPBt><|rQH|P>BGn14ZRkvPl^;<HHWf6O?
z^DcqF@+kjk8_l^xXyLkQPwX3o#GBse-~oSS<3zQ4aP&TM3ICQ;l;4{u8wgvcgQC~P
zei(&CJ`&McLkP(W(EI-D#W{f!D7kC+J7F63J=Vdyr6pdcM#Vf>V>3J%&l-0&-vDR+
z#kS<yewa`xcP4DM?1`0Elystx_dUCh#w5IW(*|v7si8kcpp>Ag?9<G?=+#wh?NG-}
z7WPf3@4Zr}*L3MVNl%sk=Vw<5MAN8w_%=M_JwV%tutTx!4vK_0U*!2e%Eyk#!B2i>
z*)zSB{p}>_<XA~(zi|~~N`zwr4bIN=odj$Gon22&HY?9{9AuSlk+(-lO3}_!RpmlD
zbc<iat^5D=IrJuFHcH$@Y!x0V`^iNZKBn8-hB}dny83sab~g#7KvbVxS&<1pCw}pE
zb^(Q*ZH}No3HQ-eK#M>Ki~w9H`S|{H=G$1GEFv@cx>+Qk4>8DC$I#l(&!K4ld@MqX
z_O!0ZvV5OX@pyUS2fDr{@b?KCm`_e#Hpf&w^NmYpvn|-Ob`l8{RH9T;a+$4DU~HOX
zqQXNwdE#C%cAk!PNjc6$rp09$*_(Oy7uy<$=9f?~FmH?s+KQf_ekk4%x<RSnVc6%X
zoIb*{;rP{A5dpQvr&DeQMuB0El8`$(M@Tk?_qqb?XHtG$_Z|l=>zMV=(`G2A?_IC&
ztUH!oeNP8jp$fULi+tvSE6nsIVoT21D!#?DS_^H*6=y!UpNE1k8gd$RJV*D^8}_;f
zRMHcJ43G0Ch1B!00{XHADc2*xMt>X&9+VY9o`+F8aT=nE=N3$qHi&9QJ_k{+`3P4+
zU+Pl8kI@Qm-=X>yO-Yv7J&Htc(C%&IrK)MYHJuF4S70`eOT8!A7SrbVb+b$MCMP)w
z1>=)$d6=bXOH*8Kb|2BR6Q*V<@?Mft%5Bwq_1r%XG^F{H@?5QH9bH77LfxM>#anZ$
zAU<Xsxw_kpioX<!Uqk(3FWQaly%jNG`+EOL^ioYWM#SC({)>4_I1Qo79GMi92;Gx*
zv{><fl9dcMUWk`&t>U$-@Hj{?`YRo!b-SL1b+hG>q(}PtwvK*f@hfekqQIOiZ;Zn&
z4t474GR!~v=bo)!R8yqR$9>%svwdh_Dr>uGj8}|f64zEv|K{)4ed1Z@*5IB!$Am4V
z$zvXNb?kl+1oht$wW*H{MyOo%Tv7*x?~;GOo%4%4g{<c{VhU&V63Ey*h0(%1s}6?m
zn*3Nm>fjr470Gu$=e*R{kkBO|0S~YvuCnF(SDt9=spL3-dYwA=g^JWm^>cc5#Y5a|
zZI517BxfKY<zmJ~0~4svGtxUxKnER@X~utwTfx3CKYi6Vn;EOa`S%VBI=6zJX%oE!
z6Ic)b9ApBS$uE!z?LjTBOmM8Ijt7j>-$NA~6W6}5H&*aU>?)YWJQ1_0`*Sa7SfvZ8
zN4@2>xbQ@PqAEQp)PmegKCk+B_M8kuc)vx)gnDE4gB>0vBF3*~rwV%5P)Vz)yLgtS
zUN<xnT0qL?eOzFwc%djZ-160#<~;>fQuuAPDjhQ;&{LZ<?kZJ*z(~L8eNmmI)!rfH
zfdozHx@Px#`Zr%~Vm#O5a?VsSj-4Y9O0wG&tt>*R7Bk*cpQ|end8~G{w{mP-F=lpd
zym?Z;@H?_m)uhdZ1S2q`Kn=}<)zwlTn7FP%J`r!^K*^%<az{zKe|^RuyZ})%2_yrD
z%;m2lG8vtCJ%)63e*i33jp9d1g{hFJFqQ)H->7R;#Ww`^jI*LWr%U4gf{DERj|x9f
LOQ-{(mtX%E0%jS^

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-56-Encoder-Decoder Translation Process.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-56-Encoder-Decoder Translation Process.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..2dde6dea84d6fe65acd37455c0b54505c0a541a6
GIT binary patch
literal 93345
zcmeEu2V7LoljlRCk|bwF1qCEYmN=l2L<CU@LsCIWl5-p+OB4`Pkeo9LLk^NbCFdaz
z83bmC0}R7G|6%vHd%OR;-TUv}?tO0fH1MXoy1V+->#q7%)jOX!p9e1AS5a312nYax
z0Q>>Yr+~Wv83_p~2{9QdDe1+FWS1!DDJjUwDOhOfsOdRaA)Fkn?Ce*#g?O%96X0TJ
z=au3UxFsSkE)L<5mcK13CnP2=`nwZ?ix)3akW(;IQZkEPWxp!=Z~mNr18B$yp+v2O
z1lNEIGz5e+1n2Dl1e_-^!Jj_BUp@pE2#JVENXaf<A_p5FE&~?`2njC`5fT#<5rM6J
z!Fqs*hM4xMh!P3iqvxd89O*^h#Ac9j-TBhOpfiZ(7JK0oaPbl&6Eh3z^&33Ad^g1<
zB&BXk%iO)EtfH!>e*f{4r@DIj1~4=8m#-`=t*o70T;1F~JiP*gf<r>X-iF7;zfVZ~
z@bObpW>$7iZeD&t;n#{vL{)W7ZCz_ydq-zichC2s;gQj?@rg;~0%~z-d1ZBNeFL+*
zw|{VWggrj_%@+Yc_-D4j-+yN8pYcTl@^yiTh>(c%H(vx7+`&RfLqvR4goIY<5$SVB
zx@)3u$ms9HW_)S6$R(zOW_aN=c!`l)eBnCgH*0_5?0=83fPWWf|G?Nk@`VH_2noQO
zM@R!efrE2^2;QBXdk)mhozRp96k2(?$UID@jH-2}zY;9u<jK8vJX+`EZX5eh=$87v
zk}|!H0B>eE@c(8>^4e3R%4}HdGNrM@LCatsaFt<Ye1Su9YrKCJ&ZCgkw1e%;xfND&
zmisw&qwdMaT7=ttzTDy*j+byWzgUahBV@dTlM^voLN+P0`{^`l8q!%~5AjjK@B|_*
zCJ9p?BXw*qV2+3dRPO@^_xU^NQ2lRTpi^d>y%##FtCS#<GjGX-P|mob5g%wlRav_J
z1}(3;&^226$Dd#MOXTMt5wysiSuN%Og7jn0Zu8K8>f#<CT+8nvY^Jy1$xpw?n}1}^
z&MHOyNRjrD5k;zeO$_QQRuQJU^zmM*BageH<H@*t>}QKKFTj@}${i)BFl<~onEjD$
zD#1d3JdWOs`$V_YV`+fs{bMNXj$-FSC@T;b9&>xcQHhH^3H-P73x+B!--fBqxOnzu
zZ=&2UC;HUMgA(I!`_I7<AH`2W9}I~V2K@X6h^ou;UV!mK?t%m;=2G+FoIS4UlynQi
zfFI+WSrVnZ1eX8LiqYSGJorlH4)S!KS%?$Nr_pqbRbXNs4p%Z7YMRVmhHb?#b6ug?
zm*8pX3TJ6B%{09O(b0=7<>~Y3Zy>|9K%?9h#Ia@;s3@4=3nYG3b7WDw*|OS)me>M@
zHB`qwUZAwlVWOQenZCLwbY0q$c@^;E9v~6^b>@T`Z)der4?ym?JlkjKJ_jak+!woW
z@zUqOCJK6%l!i8IW8#FMJ?k3pRC~S8U2fSZRQ(PuTQnAqYT#pvl9M^PcO+~Vb*<I~
zNEPdX!hk($rgNaD+A2-0IayDbh_yNBpr3HItHk)BgaCj0w%g4m%5<;iMUx1v(6N)e
zwoUj&`CkPTY>uM&(+*k-vjrP)@)87}kK|7NgV1}OKY7nqE~R>$1F!t$0w0h1sG{Z=
zH#-LrR%HSc<h;cbL7@~R`cxCWzN8CmDGyg$lYHtLv=}p%sioPUZI?<t!QQ2x<*pfX
zv2{9CP25y)LN*OdZbs^*Td`UWxfI#ZI0|;fB|oT;G(PLuQRHNJZd>H@5VKwNLFQ~W
z%|7qT?zOky7fA`jD~ePLJStED9x{ut`s(3dCAF5*A+Z6gjtA1EWhPizt9)#<t%b&z
zu*;`yQHxXlt(jDWP(3<s{BeE7h=8k2FI1;G?9TYDCQhYD^E4xE(gbysuWb{P4btZ%
zs=X|4PMKZr+TD6PG+D0#s;wQSTfLw}{k9Bu<~B(YCm!@`rjyv~Emk%sFTeu5q*qOT
z_%_a}G@87guh+C5Yh~k^?_s@OwyZmViWUbbG^)qLfjvsr)h7e4)SQ;2PwVPJ#s-m6
ziFfpG_4lTB)*eLY4dWr}e&P}BdMm$-K8`Vcd`B<B?q^!!)%CW4oGR8Hbq>%8E`8O6
zTU@bJW7CVC*$l%vqf6&H{1}E2Y%?%4?CqzdUc)2v5U!X9D1QOUhXzgJ$c?_{Mq3sk
zGD2)a4z#b<m+27(9<~I(yk1glY;EPcC;s38A1A?NOgm=XWW|r&0N(1<#BKPAUa-81
z@f&6Gh2WEYhCtGm_rnN{w=OZX)?U5|?WyL8<?59X`y9YwT!#9vt4q0}sj>d;N~QWz
z?8~czVJzCd1Y1uKXBsdJb+oHIC(;=9Jhx+cQpw_K_sg!n*=E=QH9hWX1%^6I@F2`p
zqn-~He9i4`twZD9W_Zj~th}vbaa)lUYwzI)k83m<+|+?QfQ3SXvmyty?HKW?fz9Hq
znf}WL*(LRrNHKzeq}?cuQ;n{3fCi_Or&VmMKe?{EjaH^e_IufR5fbHX@+O;uS~aAl
zjHljmug*Jk`j?iIO#}woYG~|inrtw9VAy+eW0}JJ#!UJ3$K&DzOI|S%i2DBE#8%ro
z^ZiyuVZ`5@ScYvJwEPk#H>;0gFz_};N7HFl`msWG)vFwOrSdjKb=bR^(;f^y;&DG%
zi(BE92hKcqwC2@t)~RpN)>CR2#<UWJYHxQ(OBJ78=39h-`93{CJB|-M!Za&3ej{GH
zUbVb-y8b0sZyTJc#M$d<bV0EPw4HSi8;<95sjXJN{Bet?Y}KTmsby0G%G}gwTV!&V
zt$!6!Y#VI$dHy7F`~yw~>mld(yy!RyG4ol&g;p&S%AIn|SxJyN%Rh=R)>@buIjZ3Q
z`8}TD1yQzoWEyOsCUxf#Hf2#zZbRzP6uD|^7vHgite!K9Iw(o^OZGaW<Oe-Q%A9=t
zmv5V1`}#WfS*5aIRbMX5yxP;o57*U8IaKNhEYUhiOK(^bzQ+<TV6P8`RN4#O`ytk~
zbdfqywZIg1q%<;~<RP|jy*Usu47V?u)x5Ml`MQftY(q9_Kd0XrJi)_xfxl~c_gPO0
zwZmaKOO6P!)m7ni-iqR4G24l`53F03TFE(Pr@ZQV;1(xcma$hd*~!o;7I`vu*74oY
zP($w1F6z!!jG~w#-6NCNbL<U_rP|Ze=Iro7aN`~8jcISD+K`D(F(VrKbU;iE@cFAY
z0&es=cG)u^8_D&^s6~2UgRefHGIiwl-(a?Uf{~{jrn*&w;`LD~=!EKO<37cn3z-9m
zO$d$EtqquW#gxX81_diH43bX_)|dUJC+HOf=pQNnUoTf#Bq)0m5KAUcM`(Wfuf7gv
zwiqYL%k*ddQkehf8wY8QtgRqDkgQCsl#}UyIb5XUg-2HVp#uHD%E->!n?W~Kn!Qxy
z>7P`2;b^U@n4}5?avG6bAu7k!oDm1<l(r2+w#+*!=YX{o22_`rEVCzg=ein&Hh^dw
zkJ76i7E#yVc5-kiQOJ{t|Ii@UAR}UQ8<=X9QKfiJ?{^_@X3MD1W48zA%@Y({IcKfb
z_Q`p75jY26z(&<z^=!PW-Upq^fL%6q9_5;kbnNE4-(0Wx3vAIR+awO-+%594Lq~0o
zCXI^63Tks-9<$|PW5()IMu3`ZBr#j3qkbwsh8f)ya#A$e<4p80^Et~h{b#$QmJYyn
zi{yjtlVMjjUqh|xrpkBfMBN<voav+A0ZoL?kNd;>qmE`T?XB6j9f>qJ7dIS8te3$x
z@?AsnS*8;qc?sz&wF#8z|E`5dO6)qKA->xoHp5N9pCaj4qYF90DPpYA&cyV+gtB!?
z-@xuTz+&YE|Hd)OV8O%Oc(6Oi*jI`9T0=Yv(kiHM)HdZKl5N<L|LJ|Akc!^tlK~Q*
z_D@&h7c4>!&J<jw7-`$hKFPAX;4mgV>2s78ZEjMf=@B0pKGJk?<#>{I2uh2mh15|8
z+dd=rbe6L$&*<-+#=CCfIfkPX7G|JYW{CmBcd?fM41~!_#svxyC%^s6c4!jGF;Hwx
zQ_G<uo#&%uI3u<w843w4F6kX=&77r`?4({8&@(`35pBX^IyoTix&s-*TS-un9}6KO
zsW<zY=eJ&*q7GwFY#v!Q<mTjDAC7Ad(<va-KKf&Vm1VTTZw1r6XCSv}Uf!*8tS&3_
zDp-I<cy0BERn|y^mM0BAIgNOoElv~%SXZWzyC$DK?u>Bb3ZZ=ZspR@heM)<Pvh256
zI!t1Od~}L;`dXTK)dyj(o;qEl)j&ngPpG-eJi$0I&!X;Bi+4eV7CW4+4If(10Vavf
zw98fw)_Gb<!%zE0s)*!kdjKhgNu157kIh0SMk`pjGWea!9#40>0~^A#I>3i#QJ&FI
zUUW}s0N-PKb;ieRM#Lz-<zTf0Fo(A9aL!hTg{0WO7(02ewQ|4PDW5r?!*ksbmextB
z<inEQpJ#CIWURQCHKVWnrXmmLF(fwY4%QpRMk&>GOVggr_h}E}Y{lK@m*-+MS@C8}
z5S~kc6n%`?eK9Wn*4&Zhby3JO)!Q2);QijtSS(}mkZp07YT~J=uvK1BD-JS1F2CWf
z9wyu?gh{oVGFamIhFzMOrjWjAPa=B5)d)!BBK<v2{9MiS(4kR2uJfD8aGD5yTa{VM
z<uCfqmGif3C;N@U^Rltzot#{lSMdcNUu89HjD>^+Y1!j>m?00l(CdoKCRZ@45xD0$
z9tr!KvQN=xg&$wdrJOpCupgjuhyAV?d#Entg}7`<JTu%<3Nx@1`^w!-9IcR<dJa&_
z`DS*Nt$E4m>ajk|or?VWg@VLMWX;>Xz!e&ldbJj9ADTKNcn%;cGu@}UCskQUhf@_%
z{zCdV{jpqhOj!13m_ktwV3vCQ1|NMnOV=W-ncBx{QJC4<O-g4%i7~{CPj1T76IhD&
zdR5fBV9I2}d1<WJu2LSNRa^6xmZ*}A{PMTBuGHJ5I}3-w&I@xy>vgtEHXJ`iP>Ok6
z?q0z9$V!SD37_TP_jvn1KQ0N|ngpkN@^R|u#DG=FPS;Pvr(F)KyZx&MbF{XI<d_H~
zRhoU#S&AviK(PViYOZ72$FcEFO&Mco`z$NQ`l^k$Y=TArG|2q2RyFBfi7+RYTn}Sc
zk?j%RR`;H9TypKwCmFK<GOlB7QehOF!DIXmX68f4FW0NSa#cSrzl!AbWH$5UD1QjQ
zG(5hFsR~`#<hOm?k?7^~#vr$bhBQ$Z&+rIV1))S_WAL#kLDfeAJHOr$rG#JJRTvUm
z9~nuN!Frb2;6=ZTyF}ebLas{M*2Z|;J)3X5m`-)0A0_-Y4+|}{rp%X``nAIqEaZdu
z!B6u!(riC((xbjhMk~yR&$Vdd%QVb}pUv|kt3OSn$L4G)632)U;A9%ze>J+rD%+!T
z&p4EY;-cA3^yr{<GX=u%2<?1*v<BZE!u|OcRNBZq99TM_X7xydht-9oLBmucmW)1b
z39eL;@V%ELF)ZV1ZnSKDX^Omt&Uh?35pZ$M@P~=try>(xtRbqIZu6nAgg4JH@vsJ6
zCA9gT;JaE5hubAqcvfp2kHa0q=o8+p>t7i2Z~1gwyOoZAPq2DY9o=A%fsN}__jzRR
zD-a)4^R+t2Q#<lawY#&f1i$I!jX6$}K0(itZN|&!?^lVGS%6=cw3=b@czSq*;r)Q_
zjS~+;!$1K=<sY<82Fax!?0U+jI3dhEJb%Ubev}=vJ#nSO^!Lr4XSdWiqycSWa#NO#
zI@NYl+BQ#z4~!?iA(+z~o$U*Y+!O~qd&R=o2MxX!3sd$Sy+s{2(i~lv5Has1gEw0?
zC&IS{6c|m<fmY+94Oq&O7}8o2ZsD6AI)hNz>Gjg3fRo@JUq>{DZX+hx+TIx*Z@f`(
z-ipCDdjS!;7>h{Pw6HIhc*scH5L*#LimqDA#RTruPyN<oSno3HRDN_!xOj@6qpL(_
zgNYTuNNhMf5I%{(I(u7SB!y{|<;b5i<V}tVxub9K%c`S$``h4D*yhJ0+t1=;5f+iE
z@04Wy*^ho)0u%@~bf&SeBdyp7!Gs?Dv-hhpLyb-iUGsi{3bFHD4Rv?oHfWDq)LO`=
zj>q%<uE+KNbo{F+3(^zx8+&LxY{JMlHM*|+aJCM978SNTkeW^5inH-~oS%Lnoc9k!
zWnEj<_4N_u1ueD*4IkSA+R*9bf6^GA&`sa9fqZfla8#j^k|kz2N%E@e&KM2kTYIu9
zPH>$;+XR^=#-yFb`|5!jRm;x$;}!wucJA<daguA@N~9Qig6s5;6p8<f6?zGI(P6#v
zq|OtDROIt2wFw7hS*`Nwp-SxQl1GVTdN251sBwOhaI5JLYZ5*Of*vc`R|E<bxcNlz
zs_Mqp^bfeEQ$>RvG}qT45Ov{JCCRV5^WG~QczTbsp*LGq+gKS-tM*(q+E$IfdnL*(
zqDy-%|0leQU(9Hr@*KE4DVUo>nr8P^Al2XnA<gjZO_+-|(XD&$I%7LCXjDeEZvh4Q
znf{k}|6_`D8mmX^cneHs!@c~6fS_nc80Pc4hn`y<&Pni2%?o&A<shj?laq#Tla}AV
ze*I1|+G{Che5laJC&U0pz<QTHuC`Gtfj&N}q>oq|qZjlte%=)k5^s_G5f$!!?}2P|
zNtcf2`j#S_7j?%O53Dh6aR2mFJyKA<u9r#b5{cgfR~~j>{?BN=j*`22;|KOtR_=Q+
zrnA8ixtzknFS7kF9QX+rezGzgHfM?<H+xGAuihEz^!XU3J0Cyr*bib|okUWL5~kG3
znw1zUkS$c>lI2=B<{6Gv<cwkJND(z9nf3T+U`%df&@RZx<S5;#dOLf>Pk1fq?z-vg
zfQ4(#Ri}4)g0GT@1@^<xJ6rreghT7Pf*(fZOH9qaWmO_ThO^0??&CHyM=A{@Olfek
zRjEU|)spDqZ=DV#3-5e+37hPrW#nXBbABOBGT8NKE6sRCMdr#R@)nvSyr5yi!do!p
zcBh8g&tjp+R=hG8qvnnoacX)G6<Hh6XNC#0TroFE7RDJ=ydP6{_IeqJuje5o1#4-=
z-jaS8;QW+MHQbiQ__{&8u+4@frcl+^@oF@ASLo40rGtJ3r1eQ-ZbXiewbanD+rU+K
z=LvX}&oLVBoh%%dDA~lU`S_Ic)r_;f=fw*&b7}UlgZ}U&<!uD|9C%b&u9E0L7&ctA
zm`_ij+SbfeS>ml5qh&+B$(TZp>~ZEC{Y<^Rw`Cv&<=ofj+<^XSR7Q@Ou?N$r0qhpi
zi|@R~Dd%~`HGcFmveg@VB9cYB2_lbgEy}Hyuf*ROUICvNeiV(jwA^^DtQgG?%C0>2
z0n*G4Ojq0R#-XGma`r6sSFmAj3>oucwAO8&&w8XhkzDA|&N3R)ej87ZT)_y2nwh|0
z=@vPPCo+dAyjXYiy4lzF_p61>$!Vsc9t~+)o!NC`%?nJ}MwFn+j#@)~b>c*;Ts}EP
zf)V?PqatU44MwYN*h5H*?vuHO3!E?G<=K4vX-%$&Au90$O13E3pu}!}D%nG`C3;IT
zF${kBpo|`zwUlu!_NjM4*K>ymq1<Zz*Yw-Ftu@o6CdJU3v*@Petj(1rtE!Xrama%>
zp2TGl+LRikR<kvr^)`(`{2XAwzS_|o-V$DXQe*r<*^%wpt|&Fbv?fMO6KxSHPR>`d
zZC_R@7#qa6S?k~RINn5Fp+Epi@d_QW=3bQF;khCgFr9#;b{>Z=8Y|=+rjdKhwc>di
zhV6tZ7oNqIM_=nOe6Az1*$2M_lr7lm^gmXBHa1AbPW-Uzdql;pt?$^=X@eN@<MQxs
z;UpW-y)AL^_4a6$*nHh$sVDwvt7YfnqjGGhCr9uIpR090t@=e>E{8=1j^5y5tn<RY
zt%ca@w4-n{9zwWdIB>8-j?*8+Y2?pNN+4!}s`6i6TUWeJ`q*F7%*e-cP`UMbZbG4v
zGXJmemtn;3Rw2T2<51rh&;{4c6+?sG<n>bKE|xaG&Ci^lN~KzCtx9ji<X9&iL`4M$
z_axm;(ZAoG8vG^Nuae+E@bk*b5P2Y5=gTNlvq({M3nH)4q$qvKOYgoNF<k$@4p{sn
zX!4*>c7TYf`rU+qmb>$nXfo~YZ4ZD7v7Aa-nbwsmoZMNLZEkh=^Tp7-U25<;UbeXw
zQx<NEyO@1n`D?6Xfz19BNK2ZI<B4A0dYx<4huju3o6BG?*YY{?FAVL|SGxSiZ0~>T
z*kHwE2U2B(X0T+vSY&42&wHduBiO(@l_>Fe1E6oV2=#;uN<mOv64$TZPA9|nUhLnF
z=PCOxo#!d?QY*36B$R{C-3z0U1_P`@B(Hqs<I3Q=oz)ZLwiQu7&OW@BPL?=JFReeQ
zmCu~_%gBr!R5`$J7;Jygk{nzj7LH{cGZl20QIQ#WuTAudEIe4GfbgBjP@p|IEsUG{
z;Cr~|ZF>Lskr)1S-yhf_C8K8wXvwnrx(A)dEj!eefqS;kxZ^L;dM&Gpmk>P!EJyv<
z$a>Y)Q!NPsW-pV`+@Lmn@2nb219)1!8D3_8T<!g+=Jb`n2u?HO9I*57JAD{#U!mzt
zr^55-dmMi^-TZ1;-cX5)#;5(T;%6T`YNN$gZ}oYh8s|c?YyrKmRfe)^f(f4zxt~zX
zs1X8b-%B3fna4c*gZ}hKUFzTY|GUpRLo^+LgC8%p0Nkid@m*<J&2_cALCtG}p~qT_
zsiO(!0D0Skb07n5bPjy8j<B>xiWdMezx)=VT_(9#Bk-PiXS=+FKj8}=R`7k{%`_~f
zDo&VE7$1D*d=3y44dXsGuO`9guEpFCK3+*X>Q1M=bq)kC<eUQo&86^p2?)ADy!nLb
zpdUw4rnURx97we~2YkZi{zB$2*M?^b`EU;0!PlMx{v+^K^w2r5W;zZ<vo=C|{xbeQ
z(t$oAtO={>8TrX7p77D{$!q+><oC~kzf2<QuY`m@q5ps4|6Nx6xhZ}C_PXxnPf3}V
z8ygRb-|_Qak#y{rE_*(L<hQ-K>l8-hP;Wu_HR+hHEtLpE9pze^H!PTP<@BzYaZS5T
zkGyx<b5Kc}7v@-Rq93-f>7_HQ8MWu$v&&<g(MsnjFKzI#AC|RbU6F-U=vgh;QmrZv
z%zqsbj?R!XqZG^Ulb7GL>Hd?%?J2VF1p3&TE!wbb|GJXO5TYfR=-Sfj@@=J|V!r$w
zxQAgn3o<+zFUbFvPW*Ru3;eHf6GADY@z-*)x$5~FI?N?zS7d{ESc;2c!Z_Ix6~jW=
zO`N*9Q?_meH}1ZZ@zu1#2HuY_8Yrvm84)$Q_jt`4(%0mSbxhw#DvOTSY?ywA-uP~&
zyH@&;-j9bAolfo0h)r3Lhw8H$cNVZtFY!Aj=y=m1OFd$`6u<}BAw~D>ni%C^Chlk3
z2m!LmW~g|}ZW%)oU$*IJb$vUixT2L@P021&Mb#u_&zLIb>{Ax*>EO1Hn&xcOq4?$L
z`=3+@9$w_QeLJ1{E(YEy&vSpcn0s(Fdc&rN>9e^irwU4SSYim;9z&s&u2iCxp9y==
zq5aNXj4GW9v6Mz{w|^0Q#K||3u2=HqsQQLjJ}1i~qVrdHpDHxA@2k<JKtFEa(@(`8
zHu=*d^0JB(FX1GpLWP;Ij_eyY!p61r5S4fKFnd=xx;LM0HSu^n+};?P<#@!Zkuw8f
zC)oD(lR#<9H*ObUsI>>Rg(6RUPVWniyin@o&&C?hpAq9(v`RM|2pw<!NcI=ST<Jar
zwWj?NE|h(+YooqZ6>D6NLoed?73o8HN|z5OQKg?O1ebsPAa1yCu;lEYuGiN@Fv@ff
z)0dDwX#%rJdh*pS#FUps@T=EqVeD+<2b4;IZ5EdGWMjL>{>3GxZu`3S{h2LA@=PC1
zbaj}7)~_i_MfrYo5ufqg9j{?-Y|a8RB6leHY0TD5yrEeF<!3YZ2P+M955`NDu<;9L
zy1N@A?Sloef>&vBnw(D?sIs4C6~M519cHJO@N;^@J3H#BtsZaUcxI*{4?F!85=J31
z@>3Uko456kv#_@}O&sTA=+{kH(Hf>3vo~y2NSiE!+b+0$0k&4xv=)sID<{#tr?%fD
zquow?a+_W_u+6*NS0y!VA#C1WBV6<4Lg@t~W=v0oAC3&!WY#A*`k!ItH=_DGsfm%j
z+&UZn>g=h8LTxQOSiMhkR#h;)P6)B;^Vf-MhrE5)w54dHdJg2qMY1>i*uD<?INBF0
z)6E&FDW{qdSJXDGpUmUw3HG1vMC0V2pCwr|8`s5>TYnd2k0Ukh%&Nz%hQ3B<G|Hfk
z&1w<Bxd~)z>E>seJ{Wh7zE2BU7felyvS~~{5#BltW6|0rsf!}j{fgn~EYaQWJ{}vI
zxL;`C;d6CMkz?E+&p&~!cv}1AQ;=AX7`a-&=gMbvaqvr1*wDpfdm>9}rzw*|(?ld>
zN2+W<F9}CJzMm{vH)!Wjmwoj5h4JTk!c=cP4a_bfPut=Z%_$)|9`-k}iX0@N7-7X`
zboF7!SQfp;rOfF>wmaRbN~ws9g=PrWxx=}KB;N09FXV<Kn;~a9=jcL{<k<e1^S4<@
z`~wmVS*9pg;LAKIQf90w*)i7!!d_Wac1b1ec{sx!k_cHt_<3<E95^ADLnS6rsr{WH
zA*FR?(j353`y7amfgX~A0Uw(qdjZZS`p~7tn6o$Mz@gW=!VPP^I=wgB+pk$)COZkO
z`C)ZDyP9|j%l3%by7F<G-^B&JwpUT$jK!=?&G0`}-x%}_t;!~8?MPiH$4M=m?yzF>
zIxZ}>Cm{+AW(rl_8Qo%*J~~XNcAi=9<&{{JschoG8p88tHA|*9Wf<Cj5N*1-HyErb
zNvv^R!OR9OgkAByzw<i2bPc6Ez2r5oO{%40^8wuzQ%TLJE+F%AP^?o*PKQsIaGd1p
z0d+(Z?Qq#rW!#}Ut0Z!V;^nATEj_`^Dl*;!w~?A$Xs{{cBQ-{sJvJ<~6stv~C${L0
zFutpJ`VirmC(>}?HmZ*YI-@W`Fu9$jFxrg`ML|R5BzzC~r*gf^rNp(bx@r3=u4_;G
zsG)I9w6$Zu4k!n@PK$%D$KAP2<OUkz;)oUa#Rf0A$610UXH!~5oyIu|CUYMgTNa}e
z*7l~`Z0z>>uXWLz3H)*Z(l3gs%v13PX+_Llj(==;HUHN16j7%r7th&tf^ay`S9>O`
zQBUbKOtvAH&9Z5^pK!+)S^~ID=JYxuW7_A)t@M}@kMyuL2uJqVn{n;$v<RE;52Cvw
zD@_^O1d=qzKMul+qe8|^^Ti1U=-wpRVYZIP^un)u`0y2J(0x^_a{Bu9GlT3yN>83Q
z4Ro%km`jG%<9-5TnMp6)ZyHOIZYpxlGqW0v$9qtn>J9l_-AJWt7+o1Ho)6Ms-%~ie
z<4tF*(uk32<K$@e=KnF~9R!uR6MX3FIOH$OF|onhy=7$ASZXD++IHG_XWYQXhAA@M
zopd(l94OOD?v#N9%L(Ub<ZsyC{9%`>Q9i@HXnFi)1oS_-9_N(mwV7USfT9YPs)kFG
zw|J$*MKe^o21d#IBTQ&2JQsZxD+lfmG^hoYzq~D{P3oAW`E9=xu7a_PK$YBBS-jsw
z^`(H;EF>lxRnfrUn>UG7@op>W@wTGht(Y<T%&;2U|6Gy7WuVKEyzM4wREzH8fk0#?
z0#W_-jo{V`wJfFJdjJ7ekHZ3E-ztSn((mwV$+j)v>b&>bmynYm+Ab4?^f5<wWJ@_k
z7?iA7yk-COnjk>+E~ux}c!hhc@wd6M**;TR^yC^vK(AEVSY6xh`QSdSv_2IB0|P0k
zRGpbZ_SbgE*%IFPw65~p-ce*HZ862}|5X7A-|Y`*#;l`+Psyqe${y1LkCgv&ODEB4
zc%E(c#H6v&jNxP({Sh}y_C26m^})&L2`?ezQEMGzhEH{Ml0@XuT|BJEu6XVfgF;67
zIt=mEaD&yhWJLW)$1)+{jDTG?g`OZD8nSPbBJHwXnauO`Zo->%WB*ejk$b7^gDb--
zpKipz8sk5*{mEbM9o)$e3kQBw4~Qpg%4o{WJ*W)tQ@s1FJYSWxROObnx2@>+?>`M-
zlP$z$Ts_gZ3i?e*8Qj8wu5xtW+Z-cAM@X!Nt*mPzGlStCp@i4Qck)e(s`>!wc}GN6
ztUC$k{AeLB;U!@*tlwPst+hll+n!soc3IEmmK?RTF0DP<;CZCU+F`HG)6clxtWewO
zykq!8n@EfH2b=1(5EbTU(@WlC7C0_e$b?_pS=95xM?A?(zA2LS_`_*4g@Z53z{_b%
zFY_ZBV})evqgyv7UW)Kpc8UbwMm6*=bhV8KoCEE&9?5qCl#|xYt86|dV2^iIRBOtf
zW%`SiRccD<eAVEeQ9z<5MXLDBD2k##lIEydENpRU)iLQNJ^jo?;P&>#o2UN!-7F<A
zUcwv0ZC(=5=|_iknxCa&Qii)O6n#EeWhruZ(;YvIgUuRt$u|U2(}%I>dp#Si<0ZT~
z*Onxon|3{j_33A~xO1R5__=Y(0rN^qt|jZk@Y1?h$u^ek%MBj`%<&9)%7FL<kxssm
zzcV0DnnTa|o?!Vd{-Jd9FY0rkVm$vV$p*op#Bv+{q1-tz0XYXO%ARn5wz&imN0vfO
znE+O^E8NF6?HI4MG`g{x<LT2(HtFiUc}h*cF-CG|DtWKk!9VSrv*KkR`{n?9Dg#T$
za<Fz{==R8R2$lLdpn%ZRZirI2qGX$~MqcO<g6yF+C^f&vs|UCo9F-=wHB-2x(CM-w
zMtf%q^7Ae_`trTYt2=q(bq=(}Yzfn*z%|CoT$0x>tBUvsuzLq8vik+p72<4T5hGs%
zmiG^ZszR5aPR-3GXRS3|M>nN;r9!HP<y6!A`M>D4I9*(Vz}7+KHVAFi#8okVZS3Hp
zFjqe^)q?u)omXJ&x2-o1AeUZ#Nm_7$&~A7=O=x4Z(f`Px<F(b@olXe}_DYP&_t0RK
zk4zM~%P&yXw_K&*<S7x4F~i?Ap;AanItT9mYT#S2fsn0j=1m+&=0x;xM;c_Cjl^qX
zlUubtl6KT<l2-H$AJ#CDeOaVXHH%eb7s|-6(N&NgJ(we#wnDzIxGXGCN+!rgHMzm(
z11YqscIV_NPi|XO9}7~^=zjClK4HOsYts<f-}cBAb@8B)4c0g$Y$tLUbG1pGx`0$}
z6omhv73jSUCOQ+N4W^?-+m6w;<q0opB}EnpF_#j0WlULlW>qte6zVh5%(7A!xG>XQ
z)xCH99*6~Am0O+4vGkDrMn1n;(3@N4EfK%^@^i6VO%FHb&5p59Q4VYqX55+LdpQy5
ziu~>i?ev#(I?}{Mt-k3@5ei&bbE&E_uJH7K&AhNTaXRw&uB&~Kk3h(-<w}xdt(GXy
zbn&g4meO~)EADSxCgmO%HAR-BeGzXkJFVS}v0fMUA<Q%0P~fN!UaE?@OLZmWmSp)e
zQaK9*;KWHdv?bKU@6mT?<Kj6VCmvbeH!#`5a&oD5p=PlPyNP06P`>9)?DmwIxH{UV
zWI*mJNpRVwOoO}Vj~n@GyIcf8Na_dFUWURKl`Ix*=4eaWqa;Ra-elfJreAit-ER$4
zqxz5O4$@4&Xr2S<th<oVG)mOC50jPO?3K~22RRiKOxJ1r0vgMnd@<HiuP=8u*Z631
z<0ZTQw@5r<<<OM0)MeAPssfW*ZEu&i9L;y<&51UNaLDUYIYNx2DW$=5#DoN!McPkS
zk|(Y@ZO&9$_q(wUv$x{an`(zDqi&%4omNmb)n|+BpF<AI9-%+9H9}iYf{?Lw^&=9}
zdNwo0>WyF4<oRVEVPR}f>zW4;Gj~;_%q!7T(C(jJ<s30X{&J_M{5nGobc<m-tev-)
zuH$<wB$waxESZ&;2I`>CI*V-PH_zC#D`H?3!<ixm)AMijETvmY3#S%BK3L74o?YON
z2pFG~Vv3&1j*Y?4S|P{V4CQrysO#Hr|0>(B(Pb8XW?P0(kxr*Fd^l#V6_(^;B82`a
z30wN&={8=~=hiLX>6wjH%3B}826i&(bkNP^76?46zHT<H)`ik^K}xm7eA)bBlhlXs
zE}ESxxa^xz{^itPc0A34twm?^r0nehzr4w*MpJ}ds<7xxdFiJ<GC9s%e@XLjN~y&J
zoQzJPvU85uEcadV=FhaGK5&_(vKw_;0orYL1ktvxL(e>P#J(xCkC%HGE-Z(JG|f1S
z>oFk{b`z3z7pkS1J4w^?^nK)qw&bolFVu&`Z47yu==A%4*Ix|~0oU%R9cCJNAWV|X
z)=SqmmgIFWL^e3tDuTI<aN-<@f<+0@p@jWuH=ZWBmcJJdn+kkJrL+S(2hjNx>y(KZ
zC|}r)`rANqp7`Y}E;^3grI~P|NexsK7cAQ98vaLcMmRB{6_MGdB8S49HT=1TQaZH&
zmj4{!Oucpvlt;i}2O=g0Xg$2VoboyFoDq-Mc<~?RGyGei@+FmZ4YiqkLZ<dv?s9bL
zTgO6cTH<JlW4+s=QZFH}y?%BdjT)^`$)uGx?(|YRYN;<Su&2vMD;s0CEQq_>KCQ;x
z+HDcAWux^oDkt5SSefMyR1BRj3A9|d6Uw%XntR{=#s081o!SHRV}<>4<(Iu}s9hbe
z?ZL1VrEk|K>QOY#dKhoxRprha)u2Z?B=ydGyni#p0F04<zKMR%9ks(1wQ~LKtU7>q
z?blzI35}F6y`0q;V0~frr<7jBS9M0VOt*CE;!qC$L`-OSiFg#<BST-6S;2?AEU2iD
zboJE?84IHgp{=^)o-$f)iTT`#lGCLvUV*bs_QNh)5aZC!x({J_eMRKm&kU|3pDgWj
zoQZ5Ha?YUVIv#J#QEwfTxa~qEQrf=HU-|X|n&WyXlM|iu+D@PpmCCstO$J#o71&^M
z=R=RTGMYim5>c-b^xs9#KL7SYR!{vbqSV8%&F^MIW!;x><SvmbqP#}bQ<^7sTAQ>9
zwt1qtylF6HEx9|*GaJQDrwOOAT=x@5)<H1cTl_9cF&>45+(Vb7y(u}Ex;TncKlJ?Q
zhuaZ-wq$$AT*@GR#%LPM<n?Pf4XaL)(H`=6#Z6vpxCHQ3hZkERVV(A6&#I{$Qq2}6
zR-36BEDErJ9kbk(O%3YB#S@;)PYG0fRbhKp?S9v>5erkoOh13Ta9NTycX|^|&3!uW
zy!FJTN=6|bbJ0cjIjw+WXZPe)xo=d|>xvMK$;~9)EQiBG_rpC+$m~4_HQY@}%#A2k
z*`}P=H0&zvH48D;$LGMpQOM59h@4c}`rf)*Z2SF(v`fdsf#Xi8*!^rQe7;DF1>0s4
z^ElDI9NA}1qcTBpya)}kBwROt=|Yir)04<O?}@{`@^7(MTCZFpP5&2NOKQ`X02seC
zqJ$4(W33zB7C^BXdop-dpAEv}5Bu?;d4nAwiDF3kC*S=4`hV;CB)QJ;KzHdX&VlAl
zyo4W*0T)#yi{U$^?rZ*#e;&sQq8MD@<H!%$bzH@NI|okXz0x;L_))$NSi?oDF^ggQ
z(vpWCul80dH@#>F6(?|~4W7!QKK|eex-i5EHeB=)!MLIA;pR1C&`H5O2qKd84?!P<
z`)>z|nIdP7vZp;xXiF9!JoDQ_5(PomSMHoJ{e}9;|EK;JS1lEPc9Y-6(EBmZ<Q6KZ
z-VQE!VOt@OL({YD&uiKH$F-FB^PTuVTuav7Ijk|#{fxX0bS1Gu7u>A6(y*$C7SNm5
z=}$LbhV$}>z_$vX*^G2}>a{5GTX~J_8fw~A%zmPIb*CgS4R)Zsu1NmR#p^%mnwZi|
z^~<<;?f#YufkbheO~&nBCr2M{v=8h--3zOoLr){M<M-R#E-Up-l^^K|`iwld?$nKn
z_ue;rB_;FhX_f7gEwJS4rTeM~UDgWgE4q>6ns=+_{dWBKclplS#BNi{%=845IVp_^
zpCzj>Ve@Y<T%+=*0!r`dVjqDSVY(l58ivK>8k)Lp7W+ELj@zoKfXNm1p?)lIO4Ws<
za_YSHjzwK319fR`NQqD=`l!v1BV<FCjaGTc)0yRSt?T}oO(Bx^TRN4P8rFD0lUxr!
z@?|*Oh+>QK>do5CH`>juS|mM19O{+Lvz4jOHCLb88|gW}QQ;*_#6a3WT*Ra3*H)oE
zsf}ZmWK`AVrnLKZ5$K&Z86x*D6ILxR8kE@Ae(8(iB}TVMqACeGtf1s_Jek&m8<K7m
z6`dVflzca%Hi&K3IB5oPQqG=^xrQIJ>urZ=m#bN4k^FIKori}eaxra8Rb}?89Zj>#
z$;%1Nb@FS3B^-QKOgaBT;zN+R&JZhrhKJ$_&_@w=a!SrcQ|jVhOyA%6ngBR=F-*Z*
z-=kH}2*Eg(<}HJBfW%Xa4nA=Y%mg?9F{#u))~e$8w20sX3ihY?(KU}OdV<w7bdDU&
zIiPslymJb=JTE<Nf$UQ!gNFygi<7ql@Lc^z3ebQ0kK>qxhKne2dj1m%$RGOB%Roi`
zw;tRhrX3zUOAo4TZzSZkw7w?F=0AF1_mca9{-pygvU8w2BYPF^YX+XR%Fc7lp*Yx#
z%~=O{73`t_u4n9BHSqie%RY@F+mnAGl|?)=J}w<k?`d_`fh!o%CUoODQe9SQ$FKc&
zzfy{#eq#DP1;lQyMTZm1GXEFMn&pqgM$DfB*!%mUwve9D*ZpZ0x8_6H7ZpNt++2pJ
zK;K?8)_sv0tG>@st+Bk3Xwg$2bfC+DS+n{2ICiKZzVpzX^8&_*Q)&qH>Pte9SGGvZ
z0<<gqKv3aiPP;s0drUd;;yW3c&jFMGEYsilpXD*J@=*ew?kzF3DEm{gv`v#76JxZU
zG?yu@eblg9y4rNMxwA>u|8@u}J5ML{_<GX#nX~B`nV#|j<d|+h=42lPx0M+BaG-d`
z8I-`sCH^FsCcgy}`Uk-j{}%-FA3}(dYsC@W*u5@E6S5)Vk+tEO2UCJu@x@V~e{9U|
zFozV`WLt|lia9WNu$ixvr!rkEQhGneS(}<3i-rFjfbYcM5rD5)l9;Jj41>ohJ_L>f
zkJ%Dc+;tNL4mquJAR2y<Pq-dAm~@<mr)>r?w}IY2e+eR06<{Xgz8LlCB1oYKc`%q}
z{ku{B??&IDJK@j;A<Q{&Mo|PtduWpm9cM}Gf&DgLhOU{Lo}yx~8ckQ=1D$C{9e}TJ
z66`nWP8eigB<~CZ26S9>Z>K(Cj>luusdLuKlAsI1Sbyls^B6o9j4KIhLs6emh@1m+
zb-)QMUSdxRcLQ=6z6MsGfw3d4W*BmO2wC$^AZQ8bylS!rDSn`s&M0W$b0jg?2TfPu
z1AfA%M~aa9+v)7%eUfuDIC$>;8%f@pDh$gRH<h?1#=m0OIuAJ|hA3wWEA?nn;-{Kt
zqnca&WeWexq`m!v2>ekzg8f-~`PPl7+wGZVEn_FvkOD6>?VrGfrs4e}xQBjV>?g{m
z-rL7>xP#Hl-l4fK6F)lKyow(Oj}l?*c#?q+Gon$+8D*<`s@)vF5}Wv<kQ!kEA;hu8
z9OyM;=|M-AHQm}t!uvyaJ>9q#QTkYlqHeC#gOya0F})TOz8bVimM`6ewCH*@iK3qU
zk$OJ^sF7c~+me0`6gGj{ac(i37Dql{KCo@7%p_v17MyOyBXE)ZO@9gC^>I`jcMfzN
zRG*!hV)EeD>*v7Une90M*TdN?&xkI5i?Pp{Fj_|jZtC2>QfFFOeowmP^--C*X@CNi
z{jr%Zcm`-HavU9&rkn%N!{(!7cxTL(u`C|G1>e~P!4d~JIt#~k4#?TV(R}%!P7j%%
zJ6`nuGui6DPG*YEmScr3C+y&f!C0njx!+xs{qBOW@sF!Fcvh4L?>{R$!<%AC$?^1|
zfuy*vjlX%$`h5Xk{Zj{kdo!}m9pn=UO7HSHz<RgPY6;%;7c%PKEw%ndGLgCU*!Zg5
zUMDBVo8j@NdZ59Pc4~TxYhE;B!tqg)oCE#*bGS>^&;>OQDZHo2IWYfNo7DRclgj#A
zM5<URyvOYSiU@+^1vM9ND7HTj^+zhte|4z;ic~qq4_l%c4=2);ZvGYx(?5ttp|k?2
z$Grd=`*$Z1xhQ{mUeVZhPBKe6fk_ze{DZO}nW&N<)^yeiOsP-9UnYO3>e<{cGYfc{
z#E?LCbN<$q!}N=Pd<n&Z0=Q502#hsvf*AbTojPGMP%BBxhL2~%PsmE$7a_Q~UK@OE
z89s<V6CHzld!l;gr3xaw;lSkI3M(p0^%Hn7-pnAlmHlE62D85>Psn+&FX6L_;a**&
zI0p`vDhU$8Wq#|VyqWP=+*kaWlB7F0)-4I7GZW)8(l5lceh_y}C%O>*o=(LQ$jRPO
z@jgr^&d$kd;w9kC>7@r!iYykM{?PY%k~GE@W-sVo7abgWSN|Xjy@}VLEIae8-b<&>
zQXNWB`>&Tc_790{^8DW=uJD{?>{rIeQYH2I?-MPt>lKYB%))y*K^=U8`y3Dh<GO!a
zZ2BgG=u>R`o#clx+BILSNKYoHs0U8MXEOa2prF?pPUFG$D0<hD71bwwS8!VKYa}N=
zEy~ya`R%%|)isY}xvl5Vlr_Yy1XQGHjG3Q>un_4ev)(I=&42R9ANWQ%<bOT4J}4?B
z`a*!FOh)}V5F-tyYA3^Q0w~oEI7P+nsGa2}FM_ka#(uamze_65UpBmxG4lFaL-pM9
zgZd9%47X1>ZN4i&q#{W}6o=A>Ie!{!l~2>M<1rP(a}oswH)@M<O88D&>rJg{O+KCk
zL2mv}?ziR-*})O^k$sh8#bpxSGm<Ri#s)!Re9YfoFQ$DPkG(U?WluEc5p7SmL9(b>
zZ}~h-fo9Z5xKB1dsWHz=ujv{#xP)P>v~sOCr!r13>z5UCU}Wrsvm$3}-j$*1`xv%n
zmd(SH2VSf*##*jtg=3nYc4A`f`G(-WW)oexh)ScyI{h%vOv*AOH@ES075NaZ68pGd
zL*X^3ooupJAzo$)7Bs#~uT8OCyz2gPV*XMicLBYyK&bW2M4kb?80?3(qZ2a^osGqI
zsk(sv!YR-4>7H5*y3hGrdV<f#<eon-wO(zPs)AS~>X($Hzbm$6g8I1kHv;Zn@Cfmg
zhc?VxuiT}&hZKD(0*ZQiwuT#B7*L!HqrxSE4Lmjs!^JvQ)j}J21RuFBs~u({O)pP*
zuxVgkH*q&7Vsc_!D6j4skP}pv`SB7?t(6H!xx$&O@mD`doX$uJO1f27hs+%MKk;2X
z=yg6s=7l5dNwI$G_7ZIQ?Dy?8BR{4@A6}Zxao{DK<}Kx4=qr}sU_^-(_WO;EQ?f{@
z=~{x)=d%}UoWAi-b9hh+g01m5@v*>s+wvWj10wdZ<~Pe$IO@#rzYLQ4MAdgXUimx)
z^+l^v_;_szH308{4!}3RLzfjfIR20i^&h5iGVFb5k2w~gI|s&-#s?99zG8y>-fli<
zC}uSRri0>hTfWvq?Ny^mip9R9UhBegsyS9(?~`n+LanX`QN3_?J)UEyGwO@UuZk~5
z&fVPJH4-s>G+SrW%hQ&WntSpdw$;E`A@zxyO2M_C`w|dgiVjzD^mfjx%XzOYIK;o}
zR(+enw5^FH`nYoQNBzgFs+yFniDTlbL!6D3k8-Y!R8r3S5ByeE5`|NSKX??GG9<`n
ztyp!_G7MS@I$Xx8U#ZWEed~AJQe?<O8@a<e^Ao*-i`}YXYA4bXZ>b+^)f75=h{7ei
zk*0<-u$gW%jj+Baw|?2=AgYJ$vM_4+(IBL;XwPZ}O1^!bHOHpV%7nGNeAsM+tMR$#
z;oIei1SQa@7Pd&&^!ChGTJ2)_Le#zW`7#y1UPlsDTF!)31<d%{4)>M1t3B^P)!5su
z<c_$!gzM(}v65}>=BS4Jcl$kk)QvB&;WlhrY-%;tO;LFP1VkX_*h$TE8*~w~0<Iw`
z408cIuECU(P0`#=w^W=vt<@VYV_KY^kJ|FoAs$_CCv(#F9$JHid}0dG%-R1=Zra7A
zntC5_@=F*^F@2zqkTok_-?VqOTeqj@C7F&vDO3`)H3#j`nIMMZ?m0U`lH&5OJ4VJ?
zd&sf((*AHSgc%f<npKNIPll*&AC?Am=|)pukjxQXIT_{byGZRYZLynYrEo1|=T3RG
zvChzU!{=4zwULqw8?`%%%#5={P4A79Ba*$JRKDXb<A1J*M;9=CD_L$?u^x-naJg8m
za(j=|&UfP|Ozy5lzNJ^?Ba`E=KV)80+%nc{A~qQ~up!%@qW@rk@Ma!nVyuq%V5*%u
zLa-`!Z{Pt&K`M*kwtR<Z$%eh{jUtyZjjGWcGu9I!kHYtW?uWLtV*$yzgQdB?3LCA3
zE?gox{AAaDRS}~4pB*OiZy8VT{hUu)<<mDjp+nuKrJ7z})=i#c#FR%$5Sl!lFm6GK
zmBgPn-gx!UY#zg5!2SvU+d&0Btf_v50h><9kOS0{xCQiq^PA%7>?z>`PCxMYa9}R8
z9J(NZ?mr_HXx>@N!qb_8YQkUZvM&6M%G~Y%wG?U<9m?nMR-1*i6DkAv+@LD%MiUFD
zr!0RsI|I`~4SjBf^l<V+Xf~_fiB%kHn}`<1IXMs<NHpeQb;r8&jKLR_^t%X*4Q40Z
z=@=1X|9k+Ifc|j~T3AgvG0-0VA$)qmd!Y`?|In1e#PaIOso->pKv4Bh@>^zs2Mj5m
zXk@GL(*q4-jYnS^JaicokxoIGk!InOpp7@&2Hj`>3gT;-AMkWq|Hxe*sOx)Yf_9-S
z=etaEn%=|rwFYD#L3g^mlxr^|lzRV%%ZS31qkBQWFLkW=c-#luv>8q?922xc^FrWj
zQlNbfSB9XIJS^~mZqTEBZ4x3lIrtn_>1%?H$PXHMKffZoBwAjE70eSn-hfhxZ~pkv
zlhHgPfNJ8NnVNd2BmH(m?WhE_JaPZP;h(0<gEw<C1^Xi=7Y;qqj5)NA=f)0~EL8<D
z;hBioPg1Sj&?-rIx@z>Iy41ux@@XJ$j<0*A7~X32*SqlBQvN+h>6gFf2skM44+>4S
zC%qqBOR5rjLM^6QV;=p>EZd)*5LQRs797)>#4V+#C&^k8X@0SInfFIcBHy-jDJTqD
z6f}V)6S3!j@n1Pj{5>;5Fd#DmN@X~Gy`iFCqCMAOTZp~>d%GET+B0H1)SqOg`yBZA
zCn5NQa453v>yrLaK>odT<Cy*sE}h;|{a_B<pdt&LVamSE_;u>xl5U#+NS=SCgdB|p
zWVcKj;~qAJ3Z7P=MR&&;k|x0LSRop1_IH$CXW-5*c?;Pt!p=+M=dVqi^oNYs+gg$E
zT@8t{la=O^%cT*m&|RK&$iX@UAHbi21+fk83eb~YY6E(9F0D0iodehW!1XZ!%i1-6
z$v^7&|NOm${HwxY=fJMM9dxtTW(|3~h$^Yq$LR*FDC+XpYld~zQ;iTrAj9RseCfov
z$bsLP*2MV|<jIC?$+yk<?VV#J96vASJmsj#;skS*E|Ku2YhM`l=oMs6r{uV6G$J9Z
z;jK~dCS=+ttPtSD>AG^rfWcQpufWWK-rqWamCtR^Z%KOQDYaKTJ=Wiv&w7Mv*z3F)
zJv3}n{!2?q5pvHxGwEXg!rwX9=%3_%|2y-Q{@O>9HYYXLz;J##mDyvg_k!jNXZh{7
z*1OeuPbaj-?QVwRZVF!jx33G3Q|vi_d+Ii#O$zEHmm<D3?*pNDJQPfvRQ+$*Ms1D^
zcZmdEeg)jcKy<J}@AX6eP;3F}0G$>nloR#E(@8GEaazn3>fe)2Q9}J~j#BRKVe_vu
z#)}F+L_)M?p+xX+MP_&grZ@040_rmy9DlQcX}&8mxouX$(7RS^;(%*eO?_S(%J1jn
zCvo85J01O=paa|*Gtt6lz}3Hu`skmnq%i_~2iSjyMml+|ri53!2d?zj*WwY#K}Gt?
zGswds+u)`&3*zFt*yoDPsWPMAL^S>>+Ut<Ud=4xn+L#{n!uPKlGX=qyw1%LYL(nrK
zJy}c)Ui}r~955OOQ`8s+Jyh}c&baW6;C?Wm47?uv8^N}ET#NmL6WBR5#)>Zi8;o=I
zPR(AD;L>gu<S1<_LZqg#gk2}*xdhMc^E(>^@+So3JCx1=vb>n)HE`qUDq8m!0o`3I
zaICT%2yWf!$IGkYuB9q~`_VHHJaXOd1YJKq{ePl>ujxaNW+3Qr>=8aV@Eq{f8)gO_
zM|)DZYfbVX0qB{YdjfA2T%0>$n8Kfw<vRZE*%Ygc^8|Ztga57+TWkQKiSoIlQD3po
ztjoV}j=82D$h|h2>J!a|Yj>t<%u*GP*!^4x7Us~A*d2VZ`#I2509|0k44ea>jL(6c
z!jsp|zx&m~s^DC~enC6;cgIqTX(tRzVB@0o1|5{Y!VB>5bMAuf^Mf&$zM!m;?L@=Z
z^y0y3<%wu0LPX%L@{2Ji3^^c0KG@W|6NH)h!IKVTs`7=uf@L*YHO5t)amFR=7egPb
zr{Q+^Asp~v9BzT#y%Wc>V@GwG9Kv4j<xA|^;bf)QvZ)9#=lp99j@<3TELT7#+-^h4
zTbnRHcL&7G<@5jiT7~QxjlUrLI&|UxgSqz(YifPBMT3YSReC2XUAi<uNKh7Cy3&gX
z(n66QI*5Su4uUl4Js`dJE*$~sO{zd5EkKBOy4Kofuiw6VpL?Er_H*y~i%F9C%{jl!
z%<p~2JH~iH2LDGOzxU|Nu2p2GL<8xj?aZ3U(~FWkUe#EO;B0_zONr;20zXojSp)l;
za?($A4|i_M2zQ(yEM7bSZQxF}bg%X=qQtM?sh=XW{+C6jq?G?PLbdHD^j||;*(Cp5
zYX7I?uD_RL!4~6kM5vFbZ*h_pJodsim#u15cOVVYT57W_9%KA-8&;b&n&cj@oG`#T
z1)gl1N@hz{9%g8|e7LEbXzgBifI2scT<FuV*?anf4*U>MjHpi{Hol4sd+!92kI}s$
z=%g>L8JI9PF8cKR4Tz5F@_)f^IN^Q(%||YC%6E@^f%K-Pk*WsgcqPg$CTy7`*ik@q
zSeELTD&$ct&Hl-y?i2AajKUhTY&Szlz1OT5Lk$u0v|XT2D%rh2+=+nxS}XYXu_!-b
zYb;abQO#5p8+y~>s{dr3NBb=Bg(<#GGl(=L0w|jUNO^#?8rn!bU;XShxdRL9X5$WB
zG>OlJ%Q`gdtW7egOAF?{;+TG;f|XH{a+am9b-!DH6>X|w6Lw5e=3R~5LD0|mZ*JGL
zfLBegadvQ($!O6r3h2Uow7=2UyH|qM$NUS{FZe<w##VV|eu!p>Yt_J-dFHGFg`57c
z3ycA*FlnsoOzvLi*wq|7p+9(CgZI^tv65-Mk%zwG1c47f8&>nAAgH*no)oPq)kSs!
zjshx3h3HVluU2q7QAY1D^Q&RT&G2^Ks$NE^=%Vo3mgWI?KKnp%zP`{1dD!~eH+TLI
zT8qkFiDRpqOo!T-7rRgf2S>g(`aJ>5(Xw9Zq0>1%+}|wK9>@2ezb#wathJipD;>V`
zxFID@zdNRU(!4@$!(b@K@~LQHVel@ajshs{BIfy|kNE3+^n)YiWbwAfcwzV-sdn4x
z(TiVOO(xHK+9_LP3ypjOp6yL^&HhZ(OLXP(bpnc3OM5dkVp*`J<`7073&leaR90gF
z9;DPVwTxZSsE?n3oRn->U(Sv~IBOegV>-Q9+KUw+v83M$>l172no;M?t2!$^!+b=t
zNFOm1nj~7)%nQ|{IPN#3w{W1!pmRR)9!dGi(I&rKN9V!wcMi9yhkgD)mDk0rWvIH2
z7%WSh5S;UR2MJ<$h8*lq4)E7Q-e;1;>9beLzNs8+RGRmc_Ut2Zk#q|QErL__GE^W0
z9q%YO`&6-gu)89~Z2!zA`_#g??v}E4mQuD~KcT>eN?`kZCp)9Z|DN#;bdZv-@RgF|
zs+i2`NQ*uGzUjmLSz3V{_^rVn`QB_^3itb*F05AWP{P@E<mq`RmIYq&IO19orvE)!
z@8CzlLteIo3#XW&07y_!4}<F0J^jw2C+x$8AF6mZlTOPY{B(TBf?M@@!u5!9QL5Uu
zo?Lu%Ea^EXjtn5<#@6nO{68vDEW9StZ2DkBKK2_&^l(S*mgL!P7=MJV{C=U+aU?Mc
z2<pl-O$^;o@`^PGQgkq1=ov>&A7eV8NC@mUhir)Mn!NFLlq6Pa6z7l>r>DX(7qM&s
z8=_k`RLS&IC6BrVdwCCamKfA57%RzGYO6VWRw!&PvqD|3b>+fmwzcDu^}b!m5P%|m
zt#M~}3V2G%65rx8G05y06}?`Rj64S1r{xq{Rg#E_NIS-Frn1yLm;VD4zX#fLnM^0>
z`+?e@2gqge(G?H#1W#`T?DPb5#LWWwI3;<Qu;H{?YOaZKA9a2RO`JwnYap-!cRSJ=
zp~t!+N==?HQPArXej4Zy!TGio9x3_xkd*K;sF&px5?4T4V*j_#wpC9I@M(drmHE0#
z1*uHu{;EOTSoM>N&_AY03v<6M4UoUiq>hUfbBap?O^#4ADu#FJCsK}6$~I*W3u+!(
z-%$R~*DEaw5L-Ioa5IV~!Yt0CR9{BHD&q;JT85!Umq(z-A7AzyBMT&xI6l8X4=Vf~
z!0*8!_v(O^7+6}uvPp-+*W1_Z;Z*)#dhxHX5`foou{5)R&>gcN?DZfZS{cWO$vK%K
z>sp9@fn<rn=ZET8ju^C|2_6uHgpggGa{}JLGR)=Fz5ZSEK*&if=)ckkMFaI+dpIpN
zgbsSNn1xXVx!34Y1FSk25X}pA{sQ>{!NWR$m<HFbnqJZY!B4xhKS~5=e!@r>!-x2t
z2LRd5zn=|I2>$o8QG`YO#~nl0X9Izii<KCEVfgnYWD`S!z#cs-XXMbCR^=AXHIEo6
zfln39*SV#=`11nK;$AZyns}}<oPhuTypaDl(`t$~gy2a_$vUF@|C;!G>H*GPGCZX&
zboeZa82X_!d07HkKG6fYJ2faB*{KdN!I`NImVeIgdKenX37$rE`#-4U`WKg}|JH)m
zQyU|^ob32@I_S&@1KHUJ!a|Pb++J+;i_fO#6?gm%UfN9PjjXqmabMJqJo0tW#@H10
zu`q&<S*D;!Zb0K9wo?X0Ka&y#fTL^SU!WTa7~nQ}*WGP;0{;6G;#~hnd?F&S4mMN+
zzIepvkL?`(4JjO|M_~SO-motx_WlYn8_D%Pm*w#WgRhDbME1y|*ML$@Ey!CYzwF)y
z8Ho$<>-qaSZT!~+k+awMCu0~wbyPOV5Dyuak_<rm`~feIjywP*hW>x{ftvqu4pi{w
z?$Cnf0-%tr<sYS($uYipl{T8`m%@z|!6}#1j?k*ix_)ucl65##c=<KyUdR)=A95f_
zxH14+(C3sc8ykKzlpdKLBqom<W39wdm<ix;NZM`_Ku0#Y&7N_F+DDgG4E`+BbdK|G
z+|_GJ39nswFaFbdnV1BYU;NFfRFQ!0kg~C2p$nkH_^{e(O+v-K{{qb{4h|3aDrJ)h
zkVWZP*995;gx0u|Np+|#Eq^PweWD^m=Z>YBIFNcG)`*wZU!>N|mT0vF-Y^n~Ir(@*
zk6w`<H?Pfb9Tq+-Z4NQI$A-*4m-4IKoBjX@)R;8OgxD0DHK`uNJkz1V5>4<+snfpS
ztl=w>>r!bzbuvRKjj5?{0y*E+c($m6-*47(J`WS)U5Huw{g%cY94s@{mv^_)xG4qW
zi_aDY9fbid#gCR4*HVIAnN{5wnIGGCF;65rKg}{TmOhQD%Y7}HvB@LaQlg`{kV{w(
zV17VKNgzdU|4@Y``H%POa<8`E^2nN?-PW=wO!*E!6>fc(VR<E_rO@gIET;nAs{*8^
z)_1HEY~nsL`kyM^#)E|9R---EJ~ESTC`71gTfOm6j#grCg_Y$5NT`$fNF!H5_)WH-
zO}$m?W-+g_#2tUZc=QfSHtj}#R3VZttfu5!CNp>xV{mAlO=@u7!NSx&&gW_vC1El;
zd;N4X<k`<RezhhGfH^9kD=gyypVW2oPU*A!L4E}_-_oj_0B)N!x3+}BZZj)zisOxg
zC|^9||0-Ae$LnTCCi<v)^=VOo+ahO@k(!1E4zLEP4yg%%G%|zGW=+^PF<XZQ>6qM`
zsc_t!aWo6xQ-5gaMsI|5#Tnk4)iJ35v2b&yF6WzB2l;7t=^aJLc2-}j@LJMl{R*k8
z(iU4|kRxzc#*FJyqBx(`O=9llqKTdcN7g6cDW)XPlj_GzCyaQ7hMwe&W1wdFeel{~
zZAc!e`gR%!)gEd3^LY#Vsp&Q8M^wqg5tbFMGbu5@ls^=vU4rS3GYMPI3a#_wMzMS>
zTQpH6uA`fKk3$la=~?Wfu*w6afF~%=915_98$bF^{`}4&Fyv2WO6_S3{dzmYu7>HD
z8+As65~FfY#)S+(MFESZuA<f#hDTUUCd*G%!VGpIzAbCKa%Ho?$rQYeunAqOOUvZ{
zT6^JO@nO&X;AY*ATTA8jkDy3$eFpW;VPi%OB|g!EC%jr_T-Dmaqb_d&^Lmd+H^V5}
zPJ@Dc$KD>A-jr`mR!Bq^hDl1_*E<h3|D2)xOTp2#m`5U=vG4#cBo&c=WS2e7%kjBU
z2Kg*RTzg5e*K;NT=|1(xbZ+vj$uz}~#Eh9GBY~ns=k|Pn)atGWmK_xnm1}Q#IL}Cz
z-$0(5sprblEvoEDw;zFwQLI+E&^&ZB!EfLj?NGbr%QFvv?V&UV?uc~~IY&#&nOE?9
zt!#pBFRvLNe*zKB)v2|?3XWv<q=IN?!GZ0`00~D5>vMl%9~@t|g8dW^Z4+LnTkZo9
zoXOfFF80g-;l}~PTJ{Y_E3Rc*65~b{t#8W8iQH<HRYI#2>f4An`C{`uin`tCBF<NS
zej)v6TNjLkDNnjZs9cq+?Q75|Tr<$O{ebT-2S|OhM_@b=@P5tK8GifrYM)MGuEm!W
zp#B0p3%PZo1I{&?7;`J$D!$W`9G&-T?{E6#9wT1Pv=Q5QRkV5*FYM{M-#{iv31%e?
z?yod%<(mf03n4B1n9{a9DY(<D9RzV%Spd6eQnEj4QILpyc&bJ1ba{=EUCXd#bD}V7
zfW!bN0-A4tmR)PL>e0}HCuq(%K*nD4$l<kZ92aeFUK^fNY^b13k|pg=%llgWz4*(q
zqs0C1XXh-Np!jH$l`a;RP{q2`t!Ob`=Dyn_Ag6YgevBay6q(u_d@CK}<2}N#Zm8o8
zl9szUUFTBNlpOpFfY0L>knNhRZ9s1?z^9&IhZ-B=mxb>Sw%$^chj(7isO2JO`ZcCc
z7-!p3O%)>*7=r0yiQP_iWmqIo6kDurB__M`73Kb(FlVWS4}*p<yG%-n%^5_rX%B6h
zf2gQ;!x2J+ty-taP=c_*@rcRw@}#0^e^n>Ri9cJu+$+|2aO?eZpOT9`U$3mu@+BXp
zx)k-=n)=yOBG+(S+@wwA!Xj1?oCzPXrm7aCTV9&)LGM!ID9iRW06Ts5OPZYl2m6S=
zUXvyz;plb>;f){p8ny>>{)eosps{QFQNKhs&L~y<8)?|6k0#1sOtnoC5@^p+U3wz4
z5H$!CzHFLw1j1Vki_x=2DP5V=A9}5B_kAi7c(NA`^X|^1oy3S*-mQE`D>e9-xFvKt
z4YXw{gK7^S`?${MaRvF-NTXvFD}9^VVPVZQ_>+bMUqOq*krTHAtS+w?<Prxb>Z%N&
zl&jnLYCD9M?Jk{?uK|Kyx7u(n+`Dky?hWkA8UOPizoE0XK!6qw6Sz9#F$t8RhXS^L
z;FDXwYhX`f(DEW=m$*Q!?vp`ZI0y*N-<blLS+;1(^(B>mm%!RD(4X&C8B8~16aVAW
z3V>`K{~D*P{b;=0)&Ml{d&h17g8OsWS21Y0lfQ<oGC=2L6KDPVVU*iw$Hj?vW{ef|
zuJ?7)v-WBCxNwId^gCXvi(b2pQ{~$~kHR@lMkmH@G`IizZbn&Mh*Oh$fZ#9?Tf6fd
z2e|tP`u@JG6E5KB=Kpru)a7y@3jpF0$o3y+7{*=$6jQo!=ne^xulNPSfcg;l->?7o
ziDG~<z+aQ22fX=@$@#}sd@`8UxTTJ{zYP9sZmy`N)}Und#tdV?_;dN$#P~?lkUTnj
zhAHetiHnaoGV+2iw}-6cjhx$a4g9PTWE+u^6kzhb?{WFM<Erq>a^t1;1_}}7L$T(g
zYIa>(z}?we^L^SY&KOzHRC-TWW5}zRer!#KK@vaA6+yW>=$&uEh7#Q5?&dyWEh-P3
zX)!cJ=KlhP9If=Uk#I03KCa-^J$&|f)$2+(2hGzb26;G<d^UUT!a3;Vu;RseNCI-5
z{+j~&--Kgp)2&Vl-%%I+4iQ21<(9#;;3{2wALD*5o5VDOj)L|TG`yI}A|M>r%XA-q
zD319T*Av;;i3>sx+^PGOyiwrZ6_M)hwSAhMa1UiU7~HBe%`qhRnA~6stM<C-!|M;3
zg>$;{r10_$^~QuO^S5B4vO_vZVfmg%ya&X_^t(>Nnq%<n(ZZt2;m-u)4C<WlKU{?4
zz{D+VlDpn*6*eo#aw*_$k$DGXrBQATc^$b)_`(uUv`*$7;475!Kc4`mFW6=cxJ!W|
zo-f1RPR@Wt>X3g|4Knl^XXE!?;J=4}1E6)Tv8k5<Z%}G_7KTTiz<-<tdbKkFp!8E+
z;1m29?4{_8rd+IxFmPA?V@&mb9IfJW`2TeGNzI{u8y$QR^yevUh#cL5`#FZE)g^GG
z7xXd8#XqX<s+0H6@cISvItI!MDh~BPsgVdXlb`RL%W1BSr7nC2-5~?dI_3V`=Jg4z
zEWhOYAIHM+|8i=k|9WZ?8vpU!p=$<kS!@6b0O#eKnuLB|T;jis@Gl=2QajNHruUy0
z3?vu-n2LQT1uEz4Evx%}K+~1F_@JG>4=cn{Tz&@;h^x;GKb(}pf1g5d%9?uU!u7LR
zr1-0pn}n~>&|XPK&t)c*(Ls$9-u8p#Zx!cEno6By8R<!(y}s&Co1%yNE=7_{MruqA
zqflU%=%hU{hNOaGE9RxB9*;YU4-t$O4978yur&9ewLynk9@oaOIr+Oz=f~4z*@FlX
z2)F6YJxyac2YPwI<c~?!f>>j-4T+5cp4+{AQLG&2(pNoL{z)nJLeaxw*E{4_4Jj$H
zmt03C-mo0N#wTgWmgWAj>loRsCDKe%7PAHa0$bBiKiV49)7}kc_iIt_3sNme)k2nP
zVFSW25|j-Rlzf%_xgxbd-$u;F%G{CZj=W$|5a`9c&|iLTI0YYGM=}@4jm<Q)htD=;
zgmzzDoYcFfzG2>wD)A8AfY8*`O-s4u`&-(IUq+SaMU?hG6eRy59P6(>8URUqnEf(1
z;FWOXakx~^C{cjdDI%#nt7lng`ZP*KEmWiFE8k&%5}P(&G}YjR;#ei7G-sB#7J3I`
zG;!iReD#r=bISZmG3<gEce`+01Al^WZ-c8dv?P6!Coh$7Z%%4;tIcu(BUcJ{>|znC
zs%^~}DMR%VM=xeuzErQjQR4^R#c~B1Oq}{c#xxjSe|aX5pZRi-<H<$97%t%C_6alB
z4|%omN#f{95>>Dbwcg31lc^Y-sJjUfb=s=7Z2xL~MZK!&SW!#KeW?Re{Q`2YwJ^2B
zc(*CKw8&V0G)JZORo&UQyEpd-fx%A4sBD^UCJU~ph8<byy^Qj-<aNp_Y=x!X;W)nk
z?v$g=4&@uaFS!!1-PY9LKK<#P+OiqlATH1DX{pI0{g<eMq*Z_fxn%REtNCS!j}l<1
zf5@321C|TH^KhV(KJL9gP|+M0gu4UVo}KW!>)%z;IK}?<!0PQbH+dqxMJWB<mzx_?
z<!+{U2$9B(>3g5;pAx-CR?jU<IC4ejD*=u}US#hvDuwV@z5J*2%B2m_B23j)Kk%Hf
zqNwjjAsChH-Q-v~5y^-Hch013CS69<xq7s*Lie#$^(%d!WMj0(LkSkljCxNyiGfX8
z|GOGvu|p@y=2uoJ-o<=_BOqVWiVC$EeC9V^T48tEI#w(9ghzaK^Nd%};C>d~$pb_M
zzuDV?p%5Lm!>-sB(+@N1@9Z(U#YzR}P=&f_tL7{HtJj0+bW6?<Bdf?8*0_5nHP1DL
zMU?ek#@=R0`cH&w|CA2^+xO^mt$_^m9!$lf(J(ofcu%bCoiqMS{sR)edm<ovDtoGr
zMa#ZiIPT$s-1$gPD#vX6mzp)&Do9dpS)e`6jYvY(Z<m_Q^M7vUdzZ}H6vcQ-K4qQ}
z;dN>Z>%c{o21kMTC*&uTnrmOQO&^F1%Qv-VK6+_%<8Tg?`8I&>fa<00z4a{cJly>G
zB=76Gc+2Sp@+R`&-LZXR8-H7nJ07DP$A&VgHK^myGbR2fvFhDyhK~+PdNiZZ(3(Np
zO6RNLaHPO<wF9g#i5Fv~jM5{J#a4@M_oR4)AIH8QTgp~#rDK(WRW|DpIlv>31nv0<
z0NnzJtt;nbvIlPM<{hzS=FNP?rE18&nUg{Va50n(ltBhuR2m?g-&HFEWdo2hH&9E(
z`Aq@g9>iAp<-}?gu9y~OlRZYiz?Swv&+Y)AB4Nw<n(ie6SfA#ASjOPw!C$4P+&{-n
z4hJd!HJI?<<;I3wD$u))^x5?Nx9XwGg7qk!%y%{^4)>?;X?Ad;tM*Nz!bfLaKe)A$
z9;szKQQF`cGoJ&1S4StHr^gskXt*3{WXoHE0Z~y;L}!L2Y>ZGT&qV0TGEUfFfXoQD
zf46_lB<asX{WsA>RrvxF09UGBG8!XmgXad8i7GILkDg*{UPV$gB`oB~78crx_-{_^
z(^=9z{qcuh$Gdt4&)bnH7|pMz7Z7i0(Wv|aFN-&dShr;|ujNFq52MB)ja%F{JlaAw
zKtG}zzeynp`2hXp&#n016ZU)NxqtU6Ix_JG)}ukY8GujS>7O>6?SX(!`ft|3{7+Zg
zM{HD_H>!5-hd)tyE(6>r0bDup0W{%%?rS4Cegml98{vw$<pTVMHGfJAAof}pojNIp
z9D1wpR+xu{ryRn}*Q|mua%&40(fN6K?jGE=nNORi&*=6|>SLVbANAQv@E;Cuj~~w!
z_=i9qg>OkALThcL8WYejV^1Jo56LTCi5u?zBsem0T5lzUlEWR&RW0zAA5M5b+Vsmo
z_;8?z)3)Dct0ePzTKJ8L9X6WaKn;fS><(@4T|E-Da5HUS54(WNClf(0xv)XWEW`LV
z<1CXjGlbvw7x&v9$J|1PYE59C<l1;~l;5hgcmL$@DVl<qmHBqBFEcOs7=83}UD>aC
z77Pgcd_Da}Z<wN)`E(A*8h4BzOKjr|)0K=0DfTTapK?g1V<hZv7p=)6Jvl)|#f0H4
zZh1d;a)@Jj0wRz1^%VVfkV_|m(>dqEJ5f$+5)E`f3Dv(l!We1a$!3l!S!PD7TCFWT
zC3-hgd;3#B0!cOG4h6yKIYN$*+x==BpMCWg2v-j+bc$con5^x~`2qV97e5n!+o*iD
zqnu&S_en^;FO|6CmgfV%7j~OqAKg;>elIbg5uvKeDnJyrHZb|%csOx_xzLU_yt&OX
zeXX#%72|JK__TiZ&C(qIbhB)V)OOlQq}N0su+ur(&<+d6ezAvX+O!-=8K**gS2C>O
z0&Cc;)oKsE)}C2iUHjC+kEI?J9en%~X`oGv)2cDFpTU)8_VXZa$JItMr1U^f6LWWR
z>WWn|YNPGry*T{~ex)(d-N)ART(}YHp$0Ee(YfmqoXPs41kZ$Jx;N)#z~ed`8AvO&
zNjDtPg6g7PYj%nVIUf$+3xxWD{5<GY#W?7s&sO=F)}M^8|66~J|EL>RoUVCi8SrT3
zeSK3@W*AknWN%v>I5q6BpzrBMPW1M!iTSEy7()-qx@+t7_pf|E_*(WoIgNxQI`&5;
zsCP^$eQx`2sMw3_o>wiXzZQzUt?Qhb(OP9R6NU8Ft3y#=9~PD?INAF<ylT|jn73df
z8@Pdk;kr>D$S>tqvCzN1-|8#>vGLoF_X9#joPpy^Umb~TO{CC)CChtt4105W21f4;
zeO~KX#YJOqXX;vnkz>7nOf4#OEs8*2PVTt!I?O0R-{M)39hMrM)jhv7g?8+DJN2wN
zQL5_U_p0<&zg!WVA^692@%IQH%~AtB+o^9H=^yGt2<kl#3Gm$^1r_kzb+WLmKafjb
z5|(y#QiQVVmY$F=RtP=<itQ@i$o3vds|W|tBSM&y{vf;|!&3FyDYI=u^wT;N4?d<n
zX>VVSQMeiX(i%at4jSZ!_TbRn)WGLnSEq$1sG~g!mgZpgzErd9oYUnAThWk?OHmIf
zQLRdp?jH@Asy?tg7ePaDvvzTj&J|={eKqLU>&!%*Gfg_d75&tcLz70HRky-5I=;JS
z3XOTqqiv8_N8E2Fz9k0^{0O!c&g5oIzqbL8ppoNy&gi4=HwwjrRKm(_Pl0^)`Bhc(
z;@2^97z<BOFN1o(57Ak}6xDNvKsxs^Xvi%|T}_n0+QBbSB*&DaYx8M!Yn5HDnA3jW
z<E^Sw^<cldjrIci^(X=$F^(U3bFP-EyUiNokch+CO-8-%;m11T!-p`suGmm>rdcJX
z0mY4d*N1}5+ke)`MPKCBB>NUngZl_BVh{#DAYdP<tgaM;kkaB6q9udtVbuqbq>WgM
z=`2dA+fEx%9FvSHd3BAoDI-zoubrI$(Z=^Iikc;J^(JI+Sz4*d9tkU51v|)`{S8n-
z9&a&Uk0FK6noQIls9Y%;%+(Ghj0+OVOXH7R>Wqwat&s0QkuhV%u&O0vn<;v>xaprQ
zW(v|(1_?gG4bA9?68PKoLyoGp8nHf-Lim7YI&iox28A93^_ag|DSx4p$M({Ptx7%h
z<hae3K~wF!rpg^y3ocC55F`GgZamy$4H4NQAT)I{Mkz}ZK6Ozbd`BR9m2&D4!Z=F#
z?#<2U!kGZ(|L_yLr5;u>5)*RDnEmEey*oI`v%c%2tm7)9#0Rp6yPFv?#k>k96=Ul_
z>DCJESq{B^9H$4ti<Db6ruN^R1Aj@lw#Low<8}d@<N2*e*r`A@i8YD8wMW@Ed#P#|
zK*~mwnt(k7eNF&HI1n~)51!BNao1$81)fM`lS!eq{N2{UR|MdFlTf4npcY|hNP@Qh
zcC@yq%Qm-MAHEcLw8<944J?2-e;(p5y{C%I?Y}SL#sqNO-!D3u5b_oHSfQxHBjr2@
zjc|@4XA!f}^AbTDr)^}H*U+r)@Uy=Hj{k<zU70_nX@)>ILk9AZprKR{@>U&B1iF+P
zK$+{hqh@}D?!dE2AFsVm`R0T7`rejGvQ27?c7k#CSh*SefdFf#fr#l+t@<Vp+_j>i
zlr?p)3s}rQ;ZY@O0VT$GAf5si`oKRKb<8`zClUvbk4odlzpUu6ap4iqGawshM;HR)
zeQGRB*)WAU<_T2|Y2u4JR9c#fcp|^QhF0smt>gfT<iFD|ZtJ|ie7X;LV$rtU&(JCB
z<@ex9Le8ag7H63K3ekRR(?;~EQ#544Y;09nf7*aSd+`k9bn+?veli<KLTX~B;V7I3
z4q@5*tiN1a%Eq3WP)fQXU2U}0uUcqZ=T)2CRFz>>&pY(_-T)gDc=|=_dYc>a=e_}c
zr%IIjlu_dg3p475N94@?vA+9`ow_E_S=W3NU*G3gz4B@{%`Y-KX8j+QTi#mZE}RpJ
z6J88ILuEFap@<Z#)u~2G7mO7twz=PXP&iZ8L6X?}YB%g*y_tN~Q!TQ5<rN>BWb#gM
zbBYhf$MGi~?`NV4!*h@xp%yb7^_~;V+ON`CVEvq^qX_;s3P6aXE6!rIz(O=Ukn->W
zC=ZN*A0KF<gS1m#poNRS_&lBOdAcXSJJgWOLi%C{ce%z`Rn(VdO7jn{dZDlznYp62
z-bME1o0(SR-3-Yd<^iBRSkLK*igqP3B;YRU(IlU0!2L(MuE$Dq#4h1m{64DdWOp!>
z)7vdyEzND*<C?*(l9T~uUP#YuvOHeI!6^|Jg3p5D3D;t@q+s#6?%27(R{bj3yBYE1
z%br<b+oz8XzIOC}UQMX~*$eH;ltPiF`WBThEo~JR@&zsC_kNLcA1E@UKN;xXkYTCX
zh@tIXZ6^~e7i}I5-}^|l`qRmfK`p1LBEiP5NYmlI{?p8C@=Vwk*&X%uCI7YF{xDHh
z>*2yN=R5jw9TyF(mD|)Oj_<z4ymgI@s*OtbR+D6|!6{}bf6ZUWk(Q8a+)Ed?j-RAG
zo>t$~21jyyEL+ArLx~jj&<YJ(aSIRRehdH~W<5F3*Y;6CsUeC?ZPWY;-9w0C>(1`T
zHgUv2d*{-<#_^{<ww6?UD$(C{k8$&slqI}Fzqo2~hPZ_qi^S-!87q%HuWOI}ws&T`
zYa<S|iY;0S@OrsTow`v<M&7@QARa44zx6I`OH`alh<&$OJmzx)3UtDm40|xh(DbwH
zAtZ5iHS(+sOlXtRq!z?Pdzn5TStc9ydJhNpJ6QQ=t9B0yH!3vdw47Cb#`IbBq#3VN
z1#u+43qWuED#P-<#fw2a{9^KaT{q03jgEcDR75hrqNpxj^$yV%x0bv=`Q?ji;T{tK
z<ZO>B&6vT=Ja$2|?$|`ir$j6v;4yjNWPtRsf9)ft$k{LAU~-IZiK*$Hj%3FAu)Qk<
z5rNqfV}Y87H)^>pX2Q{8+STy!pt;bXi1L?r=J<ei4EV|a5AEiEx*a+3SBk_T#}-W?
z<}Ss>HbWcQqMwJ(GiK(uO!$HLKAhA?23@tr^$UL>#B28>d{5sG`J0oYsK~s7A0Dy?
zKltPwrl_}}^<_E0+4{!IC%Y<oesn0cr1fTc0g==%m3>=c>`o&NfA><OW>8^le$W&j
zN{qAPyL02&#52q1T3<SF203dVNDc%h1p;Qke=jU)zyU3_>6}`Klg1tuW<EKRxwW>h
zVniEO<H&3Tv-eyB+Hx5#d`r}*``kfiL8|7v&$Q%YI<@dnf9LXT%wc@tNjBMw5qbnK
z1cCw#Nk6UXCVGfXX6>hWVE7e*cwm!r&DUgVWq1V>kWGS!h>8g@7=>=foR;`e7-y1A
zq+ruGurG!HNOL_VRO-p9v~t(C!<?oh!7vd#XP81)rVw%)!)oxl{;c)0Ds`Fl&cRzc
zu7PaQ(d6pr+Cu5P>L=cg{5^buT-&&!U*Ov74pHk$29r88DMLL38Ev{CKxqPW_*=A$
zkIp>Nz)?~9&5cb2a$q2J1(r819Byl1<M-n>PozfU#;ZSH`g8FDUMD009^+aQav=8K
z&vQ*VJ`g(<@Ql`61eUKi@tAg&6Zze?&gzS_GXqpJ;({LwhSUjQM!f&()$`u~YbSO2
zys~d6c5`&oyqxtgBI`4c36adg-~uG&PYyRB45~oICS`I4Abjg&mtEg9?@qJ2_UZ-T
z<nW1#-m1}a(!|7?)a*FxT#<~Oe__LLbE`5J;c(mF0mw=sp#ey(wUltSTgVXJb=>px
z`@CV%9~=~r7fddfI;T_y8){uHX$D*)Hwd|ff#%7-Cj&?BUViq?{M=S{5Fb@y&7YJx
zVEJmyzA3HhG{b4t-z;$U0}MUytmtdl_k%!eOwK6$cWzaeB2&oTpONdg-J6&)9T#w|
zccE(x%UzbNP%xOJsvUKJSEM5Sd)(V-r$rvekeAL6eY9UAaF=&hva?!lrb05cBTM_=
zrJY;kEcTwgpAJxSN%!*B1x!%jMqoT2MQGKsDa9X*s&;=+fNpTO^hu^C44zhelt-I;
z7r;!|+Y&UxpOp5PYkp7vw4E>}4Fhx<WE_=1h^$K6sdEWQTBloW4qsPd#-#T@5Y((q
z++?yp+JC`^B{uF}wO3b^%(MIj(r8f12ktFcy%Zk!h~Z3`3%CE&^j+FWA0p3|!LK3t
z=e&M|K9O8A?oEnp<U@wsNi6ZoJY3skg5T}aeOqG0Z9OFQ*Lnv?TUL}eI~C5x8z08$
zBOhk5u=4$K=Yi*QpM&aF9N?Y%=`-7*J|ye!v*WvaGVdE6@GeL<EhrEey%l?_t{pj>
zrzyiiF5XE-Ar=P-qYWFkxn(N$h~>WLsOR>D?&qB}mt6zu=*%C?<)8G1aUx@d(k62P
zq~hABU^Hz~Ei*N(@Ogcc;VpHF;>C{iq)}T&$6yF6@~qxlJlIFRPK*}Oq?mc<ySx|i
zrEcYf42v8Bb9Y)w7x8h)#o+j0z3z@-4mU9Y-J+UPytDdDP77M4!WMG#^SGmEQC{QJ
zwgBu=Br+7OF131scr`+WGXfWo{aV9!(*Pz}YO5<Z>{%vA{RX7@L+Emraa}z)t)}fk
z^Q@0RIf<kp`iqC+ZUa*QDI}Zl)QbyupaM%Qh!m|0dR<hq$hXtn(2#U{d9Lr4q)tUK
za(Q0^RS;A`G}j|(-w>i0&NSGGpMLe{+(<hj5k1S`8AJiHK1`=?==5BPv5N^Iu>p<p
z`kMG~;hQYgWNQ8&IC;`~m(#$5;Xj1f|NQ@!PJ3x*_Kt2-eh0^6y)Tj3Kb_`VhC7!Z
zp;p59U(Hxd@g{UnKEB2JctYM;LFxpdgc5t7c^`RzO+3^v>d_GY)PJj`zSDrVN1d#n
zEX0A&&QO+8Fn-&K?|Yp~eU=yK6SOyr&Qz`#HZPxH;YtGW=YIDoqVjb0(qD2Ch2QII
zZG?8jl3zXc3_;j$5#;0FSM60CkjA;yc!u`gXa%c(ZQ&^}oLA4?qh)#7XnD5;HSG&J
zt$6DnGG80>9z$nmu2e2k^mK8^5G-NI7YNuksv>%!EQ=Y2%Bl}KYxy2OR29FciLV*?
z)Asv$@3oze^h9mxW0+&T(Nb+q$)0k2wk!RH1oOVE3R0{Ywm!ySs$}<eMJq6V?&y0o
z*>@xSu$IRqXv4MS;6hu$GTp5CvHM(h(J!2`dNlA|@_gh_a)^j^<S$V8k8*Qk`5R|P
zK%>KA)_Bhyf90)~+v~kZ(|10GrF8E;M|_W_;>1Z$-apx#nTc2(ql3rvoiPAJ$4_<j
zZ@U)kcy6zaPSWC{220MMgl@xQx8M<~Ezyr*%@Ms#HSG1b`VPqoo?KhsI0|li01vq`
z!1lMRig|xr&`BOyWqa^QtJCynS$pv1QMg6(tXpaEfyI<rQvS5T(`Q)^s=D0!smIay
z-B`}5*3Y$Hr9|@#3=R8+&fmAUIS}0RKGtWUM2bhb`l`H`V2l1H!Y8*$OG`g&|N152
z)v*k9x!)rg)S+&=!ffgnsH(8(r)rDE#X#d#KN9g~nu93UXtW6NUcatkK+08g4a<ZS
zh?Ej%OVdMcMfl^YHwrj}te0lC)gDT|qfpN^TIkCif$LMb4+7vGgJVyItUUVFd|hh6
z?#$<p$K=sm@1K&@dCeR~p?G>DHhhJZQMWQ|@Y;&+z;$>JHI_(S^jOzI!~NIveu2z=
zqoH-z?W5ne{K+a{B{MDb<x9Xi+m+U$Gh{Dvr8l{DzWRw74mk7w#Hgdra@+<*hWQ{W
zz7MR9_2Yu<Zbsr{dg;`z^d89Di+9!6(I7d`63eM41vzbW=AFh^YCGW$0yN8u=(g@|
zotdA#ZqBGhdQxT_^MMKkV76B=hZgRR-8FfBnVBK1`j9d}KN^1Nis8b|oo?|)^rLv5
zBflo<L{ZV$^UBLSS*l@CU-#A_>x8Y)0F5|;HxuSZ3J1OVP<exiZ4>9-=K1Pt?fCFf
z$1rioeH316jlXRTJS_MpRT7BUj~Xz#AVP0+LGEUDS@Y@sk@meHS<6G1_$9zipAQg&
zi0`GfC9S@lH;MqjjQb6-Ld!Tm+Kt@K%H&aF?^`I5dwup=kLfE8F%31yk8extzvrDZ
zxmHZAr-UGUbXSW{4j$VyQSiPmd&5XiH@0EoSq#VRTjoYe*H)A=mx<3?M4UZ(a<%)G
zz<mGQ=|lv_AD|sjVAM-V4CMe5?`nI;vyb{Oi6@kAiQn6<AOkBGuN{SBc~K7aW&r-_
zR^y>u=4kTbvAkqlP=BGHs?E-&f0SKKbH6&F^_d6E_GR$ug@x54#<1;3i)$Ee7vMN+
zv${gQoA&*4{;-jSt>97LS2n9mY<n;W+96pOCF=P8vZvI^;ye5E7K-Gq9y$w!7~AvS
zJ)T|>Q$qMYU<rb#I9c%4F0iG2Fg0>-klf+s#`uQlLBwxXIIyxmbJbl-QlGZWk^_0J
z^e##E`Z3#1MesO1EYMNsa=@RP;RsvxC$?pwoy>2Xu+LQDW3_xk7_S_e5M(S4gdP_h
zlKs~%*jln+AoSA$D$@I-0@nb5#f-oRAV=z=eBI2gT$sN&(L~+LXoP$~JRFBmptGJ^
zAF@3$qj6^YfLRG(-rtqfmZ4i_oOBd1zQ>CYm2kUFnHSH6r%>2%xjEAd#A1^`1jdyU
z__rQT7Z=6Ye-0sx@3sH2)<FB<i%*xlpl@jen8~dGCnS)Fdq*Ba4kQV3o>_ry?6!V9
zK+;fMaZ+@U^K<wjq8YJak_xC6O@JW&Ex{hCbnow==H)p!|My>zFI3qgn#u#ig>#~t
zs)~BLHF*ewMX?k0{D{<XmcR!u6*)q97U^_<7})YQUc8%p?Sv-m-WO@kEFBb@X$qb#
z0nA#acM#H3ZQOIxW&ZOt$Gt8wSwk9wS$65zq(X3yKWY1NQ!@1Ylj9DF7DDwpm;UvK
zfg`2sS;<SD^oV{4OG-f@!Pt3_!10X=xpjLQ6UrB#IkC-%pCbn8CSSIbX<GcaM1NYg
zQfo=ePuh8U2sQ$y*PYnfm&$Fm@_eEVm&)owzSfJ<)^}>O99RG`(4Wy7Pz2(_4FRNX
z@%w8lmni=&*xY_UKk%J3!@aRBra(+9`DeA~e;a%uQwEU$YP~-H3--&buTVg!xVj0n
ze#A$8#47m}o~mCHXw=`aHvK7J(|)>73y7FyT+6P>uyO~&*j9l1G%jaKJy$2_9d7ej
zYvRd$t@S{q<pAQzlbrBdcX!qDsA@o343B4Y8rP+Hx-0v|id{C@3JKg35)?^{t~9f3
zH=%1*a9Q`210$E~Zo?+s_afy^L^dfCMqVXZseaiLZi{@IHkOeZ61!7H=h;)B&a+%9
zp#3CG0y6(VNe18Gx8{<a{;Xj5elO*~Heo<D*i3I;JVM0uj?u7Vf$_y;&%^ziNJ3ra
zsG(;X+&1r@Y5vY2gyaOg)J_6Os2GG*L0TU9dD&0H9|L&=r`N_OV8$=<{O2I**Pz)~
zu;@^%%5vN<(8~+x39kM$S|#uYYdPOtAOYK2lcS2tD0DP(0>C)<i=*Cam~2ANrF%i$
z%Dk8}Ue)|N{F|BTkPnzW75|8)ib^a)%@kf^W21b6<`Bgl?z<bAkMNJFa1KRu1IJJ*
zef20?zq^yXKiVrrzF`WLaQM5WU9t+db%B&WLc2PpyWZeMi<Y6S&Xz)8VzNL+13qgj
z$Q$Nf;VWgHH@M!1oE!qozmx$-(-!l66XQ}JMO0fv?wp><+ydu&(Z}(8(=kc+H|Xj2
zRB+G?BS@pP#da2PcnF>OblXtZlUweY(m;*)7Pq=`2g>17>2BK1>Ye1uG4I$S4*RNX
z&Sdi)e9<iva&**s=`Rqi3EKJ0nE!BdVF0P(U^uK#tpv*4h_=T47O$5vFXG0Z1;>qt
z)Jns_o%>_7d-G?7KC|wh^=p?MTULF#Jg+j}wmSA+hEx?=YpLcK$~k%IJ-8UFy<-I&
zMRFWp_Sq|(!5wK>e+wRpvPUu|dJDN#FP7yhMx$SLT&qamr><!X?!8vgnZ)3^IOPq+
zX42S@dOQFh0`(vT1iVxUc^D~bc<~D~L4>Chvo#1wDlS~^ESl@|wCl~z6pg!0ccD12
z-a=sO$2x%}HCVQNv#Xm-@|{RAFDg9{JIk7tZwG_k@p)lY0r!_5=i}8sIvKDee|V?l
z$K#jCTYsANWR|ya`#fo$s`ZAK*{Lqaey=FJyUO*b!|10oiTz$Xo#Q7YB+vs!-DKNT
zY+;!Kd2VQE<7i@yJ70tlLYr?~EA-4ZCC8Qerl~C4FRPy4RCth?XNAP<PZj;oVG01b
zBn+C5%AEvCmCuN`sqArUZ^qh)vvA=k-e`=WMf0em5^3J-QL59`d>mD04;VZj*fkbp
zk0w}8vCby=^j?<Osdy+S7#yrp<E0r0V7@gBVuAC(V5+&3k%aOuvy<;~(X*WubW7<H
z8qjOW?IymI13_^o<EE)uXT#l?0ViH$R$$H1Z4+BvF>Q5LTZ+`z6tQoV#^{(ODoSxD
zqjHi1D6LO&txpOLA=8(jXJpDZfbrARAFT(_;!Z}ADdPb7DaS1@tyN%s_&2A)H!HNj
zW9`E}_;l=Y8Uk#`sVD#t?4$M*a%~?#9~5t1=06MF*Fc+M<@mtZmi0d+(zbs|r1=40
z0QmU=h6l+2W{`~qRD(cI!Lidz=v5SEL}BeHf`w($2WoESl%vEugSzQ4_fClUqSz1O
zUokOuMS|G}bd~4b4N^jdaz*7S3tD$LR){DJkyJR7aA?1zdiXrXrpc^2d7kh4H`?@V
zy8g+QF-25=bgi$~zS0!`AF~wIyxtu*1aEJP?iuj6uQsRh^J1XvO-m|76jeRXD*<>T
z%CoTZI~ZA2d*AE*_x|g18S;MM3K-$Sy~sJ(to+Nv{B>t~<*L3X)XP4~=wN{md;7AJ
zT6~Qb)wOj0QrYp1nTD(=RxHnwK+J_17#m_s7LHW0S|6d+N~JG1nPFmj<DMRO84jv;
z6X<1TRZ+h)=5>HG-^Wi^lKHMeQrE*Ab<cmzSY@4Y-<)}ob4YLl=lcQrMY+{FXXwew
z?Sg#j-q!tx_w#cq7uD$pe&9Ko@O>>r6?S=ws@Mzs(CCDhX-X_M+^v5ybw7a1rv7*2
zWKY#p@X>8^A=js<j9lr29$&P675d&FGq+S_?dT59+1EwZ1iHteFYY5S+$gmO{I}*c
zjqUYyX<t7Kd~VQEC_1g+?2eR@LzSNr;hEd<o4o39)!aYLCOEy?_x=SU-_tVm?M?r5
zewR3_XU11kaHJ5P`@FJ&xPsmM*c*&(H9>&MSqvht!JLSLN)2C~EDsFuv*Dqf{!<N{
z{5Tar#9l~+VfW)SHD%J&U7kvN>xN#N6no{4tIc8E9H4aYw*t*2qyEd?{z7_*FSrNo
zzPt|pBoKZZ6F1e5!tIGWZPf(`b5z)X7Xxh^`^D$E)d|--16Wm~*VMMPa%ZVyyw&)8
zy8=!9{<OWuPyA<g&knHr4}q`RC}O?i7bv+&iDlm@>pHn*GCV)5r0IhSYljNf7%PAo
z(~ViLNcW$aTS8nl8(xMt()KLfMl~O3{sOhqqA5)z<g|LH1ye{@GY1i=JD=f&$_;2l
z&c2FEUDxv0++-bjM!keSp|sQYKE7+7*u#1Y=t?Z-aj#FWoI&4Mi9E$xx-i;Gpc@lY
zYKG#EaEjs7sY<vWeg_@+x^uYt!BRrAzob(1C;Njc?Ibp^hHbLwY1q346R0Hun6jIf
zWE;4SXtS~sOivC{@_J2gnFZau#zRJCbLKMU&K`18{>EbZ9YNTa8Xi6mqlPQdq_17Q
z=}N51op*q*E!ev-xP{Lw-)5b@+F#iD*qG!3(y?t_ktUj<YHtDej5a2w{O(4TKfjWi
z1ZeQ;JF|{a9)O~AD+X=c2AJw(MYLn^MHflH&-yVz<<O%pU`X)XrPVd=-~TvxT9N(B
zj-|F>h89+ikIu1+%e>{3H}5Y-GC7$9UB?vok4sKrF#_lp_Oef=4n_7q+^?+GXA6r{
z3YNJU37DiD_rGhCvb~ggyI>e`B|pyO2<9z;#$EG_WADOqRZ*s$2lBr_s-6b-2M7o0
zwMf^VA+tI%C>7%zPE(;Z4%N-WeXJ(Fl4-N(c9`R9WT|Gz3{{Be+zr6f4++42^R$?V
zc}xH886d8HfqE_iy`Vi=xjY5*f={S@T>r%VXn<l~Y)<%Z&QD(UOG)kGoa9(MPw{@o
ziyOQCr*nXa(4>04<>N*@Ca?x^`D0~ZdhAthqikn8k*mNRwEUE2Q}O|4B1NAV9n&>W
z+^k53!dh0OnOOa^-8eR_4aQk%I^EAce88jAw~#41w7u1{zAs8`9?(%HC+m!UZXq`t
zV#4&C6xld0(Rz5Z)EB|KRVG`+?aP-3w0PbpD{g2eJIlYpdozq`Bdg&~c-mkn2Hp1=
zb-H*t%Zd`^|B;JaPUUcaQrH^|UG4{Ho%JaAwia@3a-}O-^V^3+)*P+}4Qqi*m*bm<
zOhspWP=l#c>3eR5hDk7vr(3dpi*ES4Ccec!HkBc$)yb2_qc~FHk98rZcR}z9;664Q
z_oIf*%*KgWPjMM3me-JvJ%tsc1qy5q)(j)6iM1A6zFY8T$AaismQ*1&Le6=ves|Ep
z`RK;9WomEOG`%47acEUZCJ*{kKHTzTPJuY3KKF>t>fIUVOsU?E3CUE8vFP&0B6B^w
zfm+>FA*KMKYuH<~qrGE^k48&^=8NP%j*ThQoY$&kos~P{9~)C{u%s55=4a-ci>3c$
z;;CB9&P?6ybvL<>;?G#iVB4epiT#0M;9QQY0=~nPerCxoB47SPx{dJNjMyJ^yzSTK
znEf<#u&0OH+R^RuiPy5$Uz}YMVudd>zsv*<)juY{iWr#6xlqr<NzqKoqssOcDi!Zq
zh4-WHcD5)LS4z>{#)uQ1c-s@nL&@Z-4WHUag}u6xcd36|z2ED}*)8$9HlpX}f<=?f
z&qUT~Qf{%s$1K6?;0Q0v1iv#$-}I(PRJxFC@YoyD+t4H<0KHuj?-e&Si^s2O!_sZq
zg<dj|!UkG!o!03bj`&@rSynVZf?I47g`Q+NOU@)-l0_W)nAw*tT2JV!Z{<GhzJGUr
z7OzOl1E1P_Qgkew!98$2OvJER--%vhDyU;%OxYtC!fuGJ?xEP7sUxEz2%fR>(<8HU
zx|scd#*VlNL^|uYFJ)TCRrPD|EQ=fvsZ4y;R<8;niKu*tVDq&p{cI60fCZQHvGZ9E
z+?jZiR{%)4xU!$90Oi||h8_RSHXHEi8YeaYRwddm3zTb*6@ggc_TRyI$aZCPO-)ca
zpUcN!z_N%%b^{tb36EHJNG<Cp6iXj!x4*fOG_dL`bn)B|9}uyIZN%KM6@QcSO_|~G
z!}5gMpX$t2z22k%jZg**Q9|zbr@e?qtoicU6-?C9W4hmr%0AdG0OHytJ6kZ3o1)to
zetDXLbaVm>KO0}o;Znn@$5v~p^{DqG&>l1e^Bf5&M=aSeY`ry?O#aC6JzO@R`|dB0
z(B+KoJ0H#sR+J1pw?}6tE;JzbI^!p8^evum?%}F{Ob-Y<ZZ)n$2}GlVx%9t$%8T(^
z5qezV&x+Q?S#u0semIHoFWh(Dy|mA-Px<~OR;Y_(sWAE=$mHxf13+#<nc|?K{Ve3D
z7rjk<g=cK%5WC6h*QpAHfcAL3E)eLs+{O3$)4<I>8H?Wo`wAOx0o+Fr9DtT_H~2XF
z=lwok`hB#qV||`<*ZBn{9V@fPtJcTsw4sMS>Z{Gy{1b^rLyeI_9c=DE7X<ndjt)r;
z{J{FRes}kvWMrX72M0F{YhW;jHoCy+1ml~2w`O(wu{2*J$s-I&B)RxWu`fC#I*v@5
zYcy*#@S|)XI4HbA3@3-)eOw*3`E~WyW6H5YgZ@^u3StpXCKJsTV0&p4Pl?;6C1*LX
zjYRm)a{)}L0JOi^IuGn)m|Hom(v(JDF<rH3#+U@JucU6amOYSk{*%4=Uu_REzDn+V
zME?ju7qNb@xI)QaMyWE*HkEC9&n)DIsh_7ibLa`e+M)J%_N-@_6unSB2C#d+)ORS5
zC9t?O@B>sC=_1^g8LaS*q*yuoTLV)Q(Kg5gdy8SRfKmFaTQ1Dq;4I0p*yd-LeW6h)
z*{1LQ_G8#N^7T=q$cVXeWBmRL`dTNN)o*O4fOgFN1Yv}R<}B~Dlku)jzp^fjTh?TB
zlY0aLtEFPBZwQcMUQS9$AeO8rchAphH8_6A1lD_;o)nv-o3n>k2Yr;7JV=Ns2nqtY
zj>%)59Y^|!ZZ&PcxAzf3ZEH<C@_ug&Fi7O4aFn=f4o%rNI*~L+p-tDLG|M@{NuHju
z-ZUhITe5BJ06B`tN~9mt^ijp9NVVj%y1sS8WX($RdZX=h*CG-BD6d<kWlvt7)z5@E
zukju7-(O(LJLw!TGeL_Mpl>r5Bw6DfFXSPDyW8l5$p&02NMZdb`;?#-iTqt%%{>O!
z5`GK8SW5haEWl?v801wL1>v(!GhRA-Te-BjNMOt!za-B4NAdoMvnh#>o6RbqS1Ht-
zPF`QLY`31~<b?|Bp_b|cTU^$QL^B@lt(_8B7}~H#_^o?_gU$V|mQ|37O3Y;ko3@q;
zn)DaXGaGtA-q$NVd}33*k`4h#H3!j~x=|gBGSb2$W_wV;Nrlf#m7mdYVT>EoXjvcQ
zd~a0RCH&ai*QrGprQNNoGw=Jog}f^^H0^$Ny0b!^4ffV-!dhQ#*{&ou!b5a%3VZlG
z$Rl<1(U^wUrUrf?K>k>cSX+9&yYjlVHBE%V$Tv;83y)R8d?Cm<I<5@p%`I0~Y<@R>
zW(_yj;}ZM^j`-*{Og-tx4x@mFiK_TM*1q*Te&Y5rVnBO8auomtp`kQ&G=2n?5zkZ_
z4j}GP{IhmJ{4Q~a&i)LbHAEZVQa?(rrpR^p!u9I8^*n(Yhdxu>@xgwLu0jRIY(hj;
zwajnO*Msdrx$C%GqkSj+Ma+f~X?4lq>QPL6Q|(NKn`rA7!Z=T%&8pX$ar;AYMy&_w
zUb-=&H7F^s^4jD)scEqyHROsQ{%i##CqTO5YJDrP(AHh-oLkah<;ixZ*K^Nj5*reu
z&O(!o?RR|af?K#fi>&8gAN~S~|3EIPfDh|EB=D!|Tb)?MRD5-1khAYv#0!>3BuhsN
z)*rG(DLv9sXIjk~%1=HxH4W4?kYaGHT(QwrI(whYnoQ5?ujUE(WPb$E*nAY^ZMBiU
z$-)Rlwnt;k%fwhuQ_Ws?>P{bC)HA>P$az`jq>;wYQTN?b1(_?oynrS!EdX!oe>=&9
zX=!Z%{2^gEx@=sLe?por5FVsh!Uj#fz0x672Z1_w!0N0xpze|FYCi@j!&odC5~1AR
zN`=#F4JN7qliHd(e)g{Wz{+{VL>`2Gfgr^|CR&8c)Qjh&2Qy#4He=m%c7~PqQUTP(
zn6<O0^$Z;n1r1nm8XjQ|XGezwc(m3nhSVnQEV;=&*MU8l>ZU{F2f6`KK)B{v2EN%M
zOg)~o)e<l0eBYAplF}H%@H(mOgUC*KuAyM2X+lgQBH!?LzZdZpJdBW=>y#Y($meQ{
ze#Y1SWXijk$7>|4U3F2UsW`;lWIR6)PDR^+Vf&*ntmZ|J_rmB^c4A|9F+Q%M-)m1e
zib>IFEsW1=uSkns>>~*_@A+jY?1r!Q_1l1ryQxo#<u0)?Cl55`s5^YE|EuS&rriI<
z+jqw`v9{X=6i})Pp+l4|2uPP25b3=mRRpC;?==(w=>h`Mdl!%rdXuj7j&y=lK@w_&
zkbTF!&)#Q$-?`sC=iGCD_YZy$^3KdVlgYf#v!1oqqhV|965#yN_{pTAAL+{W<m-$H
z^84~Pzo>t{WuOD(A_OLO>Pco?ayZ}E<zYzhB-*-b*YUIDAi0SLy?+@X+oe5e7m+jU
zVzuvxBR|miA*I5PpgdF|0-mF=)SqeTl&@3XvS{|!^tXfMJcS#uMp6EhLw8~bYbIOI
zq_i5@y_$fz-QbV_!f^cL^D2T3D3n+TS`OQJ+zy({!B_*4vqjmJ4p7FY;O_brz}Juc
z6~LF%{)+GatmAi(+3g$CAG+8AQ3{I@Kw7vpIq6Z9`wWl!u3&wTtO<KBAUoU(<evKQ
zZ0d<z-rKsL@r^MCUUDR+hPLxaKUlaK6b@8w%oOOEgK3x62zMkP$gq7OmgzPb*Q60T
z0!7Ufx^}~C_;>08u+#`y_BLeW@Y=uzgA|lUFZ^OvN;jf_OxA?UTLt0Xpp^ePF#of(
z>56y%YPHc>b$^s7Z|Qw6QEu|C*>vmB?eQO*_DQY+F8A3}q|#0hO&tC>8##ogChQTs
z2?sA9Emcu5Plv9wSEC9Cw!bT|_M~Oou0g`jjTkG~8Y`Dr<_@wF3LHO4DoMc=dI8dd
zw}iaMA>lHMYaJCI<$~_{r^EEqoXyjM%!$E>;W4WC_0DLZ<Ee}XqV?M?c~QC^VS#a+
zt`SeH5E9%OiIH@$v>U?fd;c3qp2b;SYWJ)PxKi0Ree@w)66yn=ptm6!4umQvjZ+$5
z7K^SsoKSCrTal~l*oyU7<qI{vyMDH7e9uLeTiK^}&2mPl3la$UHX6-IC3M!a?CgPS
zzEYjc=G=Prk?}Pni79d}NJ7>PL4Dc@UQM-mFV@YnWEdB;5yUm)r?m=~lHRgTvF{{1
zZC60pp+j(-&h81i`cGPXY#IYP;O2=wmt*6g;Fzbc0=)0)by#GTlx>QG1my2?<UXEI
zO6LImQy^*@StUmHlQ&)C%3BGbdeDxRbeo7sMznL^Evj;J{@?PC{xg2k|Mq<W=^HYV
zoRkfbON!$Kk9PXx6*hFfX{Ce04iE`F5*))~cXHF6AB&T97Y-IM1xc(dcKN=8QT=Gs
zx!>p@Wk@V@bI3YwHO!alE8^(PN9m)xX#pfzEnPL<2=pulZ-D|Q=K1@Ei2^6Z1jEyN
z(n7)tl{Ad?IOL1{-voMNdh%WnPy}Q{AM`V+MU)QU7ymlMJ!6~X;9LDSb{@ywr(F<v
zEB+*=2OSk+=O4w-flJj8rA^cu8<+8pUMB>Uiw7bF=2bWdz&=JRqSS&3%nx@I2`D5#
zxZX13n2$@-bkX^yZRI<D{qf4f%eMMazN`YlkOjUbA1%zP-zNR^*I$Ja9D3(Mu7*c5
z^1d8>62J;3uTTk8gkDDdA%g*=GwWDhH{{S$z;4xiw!&NY2Qn@Ww)?BzrMDV=J57q#
zUKzR_XD|L~tn*Vk-*2FjCy*kL!^E$W0uPXM-~x|_fByjpvm5}vdFS_k-Y=T=5CmN)
z4|SqQlZ(HZuF8;;de+6RrW$R+$)adYXpA4Rw>S>aQDE6~ChL+76%f{@#H4JU$lTS<
z^L<aRC|UtCp^a83^HZfRgw^&Q^kTm36!PX`WJ`b90xmmc_rqxzbz#8k72pxTc3Bb0
z=D4`{=)%{4lKJ+{fn<o<J1cZ1w}(-Il3gWGB4TQ%&@xe&!TaUX`X7G2$tQF(r95{A
z(Xh2tQgz2NKWL0jnpT((uvd03(pq4r6oJSRklIz7MOTO}^G{vM8r4rlTKUC%6o<X`
z5ISIFL>5x=J#g-;hmkX?1gN?A1_HK9uDimQ&XmKMgy+%rf{_Z~J?%VNKSzHyi}cz4
zRu#oFpzHOfI0N@Rt)tm;`CHEjok7~O1MmMte1H80cVS*YP_H~R&;-~p(^Kb8sySE>
z_cLF4vTruh2IHjuLPa^oK#~09wvk@Ky7jTd{lW&{1wiJS8#P-62e?xdFGH17RNv+&
zwf{kR!qrmwIUyJHyLu-dz_jm+=BJ|ayI8r|?TjAaq~8~xKu_Y>6k=>`gI*>HYLDYu
zO{mCoP``7N;|7RRzv$356q*l#P8FzJnZ93~sqm)nmO1h1=J3}!7dTbDa}34U^Nr<B
z7|$mFUlhtRf8FAj-7PjbNoce!@?S9`{4b3en}HiM(0(yKc)ZSiumKT_bLM*77J3#E
zwTof3Lg7DT9pqoLB7Hvs^1Oh?w~1CQnrf8nX?;ogVx~2b9N;nsPVc1jr#QG_YR51o
zJOgr<!X|HG8K+J@JN`J$fZh4JyrNcE`}u_vwJIpcmEbX-Nw2SPrquPSa_;9;13HA(
z17k7nV@03<NVWG^50*OorjVLE$CC}dn9WSzAaPw+@53G!o7>-A?cP?tu7tBJpJ$Ad
zncE@TAFFUVMM^QWp>&_C-K!sb;=r*?-F<#A2Y5ljZt)1xoW>KH?~eCMa5MB&yeU|`
z<zMC~=Br82Xd}fp-lpat)Sp@^$KQ4HtviRLq9oU_6sN!X6i=J*><Zl+jmM2DUD4pE
z#3s>C3_g9XHsso<IiM9DQ|P7OZX)h82y?)2a2)h=mE+lVk2$i8+rdJSs+Y(wtwU?e
z;nS!_i8AQS&$u;G>YmL@a|%JbS)2^D&%+TG?DN~z>&8bIBc!f$>TLd(j_zEm&`d^X
zr4NANCQhucUgD8mQOpe4EC^=-Pm%ugnAw{4Zz6=u$*B)QVU`O)Qc=@wmg`q^Y9SYw
zIw4&4VI)M9TQd9Nvw>MC-frJ_Ui`*(6F#0bX{;}QKCZ47S~t*9uysIUFBGXXts0s4
zc?UVA+6<J6(DHN|;VmcGceA<qSGAg+GVukiC`eevea$5^LY~L@OCq8p8Yi7*ecrx!
z8^h4ic2;o#ux<paNsI>EDonZCw59r3tl1~qU~5=7mv^lL(9gY-vSIVtbY%g}ycljz
z>Ba2W0qzI?dzKtJ4dNdSH*$fn8g~Og2dZkU3rD;w{JcXHnLiDMj?cQFlh>gK1%UL;
zzVEDtJw^JmwZ&3Wz)a4idbi^qx_$lWEB0fH@L7&Rk9}t)NVq-Q%EefB2X`Dd&(VO%
z6mNBOdtnWJ3gvQ~+aPmIE}744$6asho`tA+JEKC)W%?Hai3JS-oTKm!ZUX5khf@++
zttc-0IE!a)TV&6~=0+P+x?yitIBRC%DgoS%^IOJ)p)cH$2^H5i7&uotU%V*VGb0d-
zouBrXq)^TORz0|;_;qZG8JSBu*VXYLrx!x&@vd=(t!0v=%$s>dnXGx-bI;y-Bc&2n
z=q)xGAa-Q@l=c*y&9<PpFaRlXg%TG}Zliarl=6SdYS_ykJy8i`=G&$|A8|LY=OGAw
zbp+kKf}T+3k^+AJw=qE92L*f5O8Q3U#ha`IWed&EC4Ff-sd~vs)BqtuaS3GpnG1a)
zWc|4_K39+FiKGhP6g1cE+{?f$<M~Xjpk$<Vm9Fk-`gvIO8aj<P<bc(pWOapQOK7(-
zDd~i+^x7V`fM&zYD~pag82`$PWjae5uxI(ak%Hw5yh2XON19B*J9tKaEl8x+2x5pW
zlCh3bAmgRb7mVb46MyK06#=wqAu#U^HhIUlvV7GxRX>KGEiwrb=EL3{ox~XImp|0k
zpX$THN~YO7h^@z2)dsXAzt#*QIY4Nl3B<40<S5c`0WqVcV!5bLbg6gelPOpB>3b{C
z5P|m2d+F-RVhy(H$;#C!nZ|)e8Pk(pUe%)0Qk=$Y`rZ9cHO`Bkg&xtcpHvwEd|~{~
zfVYh|UqzswsX~Uo%}LbgZfyBZ^AkIm8f}`vzE%0j^_{{C<y9gJA_?>pLgI(#gi8Ho
z$6wW!xz6!G!||3cGRbD!ULy7oKQ#EaeAr-ziktCUcAVQO!W!!eb+X~M3Pw{-QyRyT
z_`uP!meP!gs1Xd=FCW0}#RS5KR?*ca)3rQ8G$D|+n0@m>OK7a6mdR12wsGCpyc7!#
ze~KCGIXajnGbs^pT^~IBm(S-$i{d3a{{1j1bA;QtepUQ>TJ=+_W_`t0UX%#hAaB=*
zR+hG09;_gZ=P}XUY%h8HI4vbWJ#2UVYS(M0bGUE3jSpOUooAQKfH?;X_iQkF-cK+z
zV$x7+IPGE}tw(>tU_Tk7tCxWCsL-tx5sN#>6pkevL+z=;hTuVCHOxZ$$={$vQ<s(l
z+4oVmhGe$`(y2~~27uV~RN&!1$CFhW2(_A4v`3XZzGA&6Cfxo*xo>j%>TarV{Q1k+
zw^(LC|AfWK8ACG0vbka7a<8QO+&zFiIxBbl$BB4MbS3{L!b8#}De5o~K0~54#@&~n
z7?m#vtc!x6w4%bIKN4XIO<N975umLhE5ZlXT8@HB3eco3u3-=X%ca44TgV-}!`{U#
zp-srwS~4c$6Vi5|`Mbip>0G44Dcu;^veB+;v={%rzFSc4sn8mwIhjX4>h*=Hz~jbQ
zn?}4LXHjY)atD4ya(t0=QF)8kLU@)Vujf^nC9ZbK-H(U*YEPNcWr1b;7OfG7AV>>{
z$gc0$+7tpAzoyNv`6<|eI0_L_ATpzkwg*yEs71ZEt|_zkU`3t}KH+#i(!+b79Ym_J
zYf}9Qouf0;rht$)8Srq~?AAEP`LK6jscf$^8^$eUJ2U#~?-9%Y<ZrOq(d5d-^1+Yw
zI2#j-f&|(77!pGuB@Zh>EA+G&4L68M#xS}bBw2BakjV}xCt+`!UblsP&G|}cZn3%*
zkTYnS(eAlHQyHTL*zt%(grAsdf1y)3;GaaS+<vo>$a;^UkzR9!Zo*uN_UYvQNYJjM
zg=yMpKbJAZExvTn$Yeb?*OLbO00E7L`pCGa7BL)7RbsP#XsYg7CBZ~*nEK0in?uHB
zOEAtIf$t+w3Y=6RgTf}9?NoQxaZAnJ@o^d1<T*951fBMCKEm+k$y&O+U`(<~X=Hbw
zc)&?1iya>js*X~Bhl4P`?N0)8K?DdJJ6yX|=$V~(WlSWy`AYJ_ou;CbxQ!^l(xalG
zvY5z}a^E3Zwb@CK)GySm!&aAA6W=U$eS}ViRIrkNb_}-iu%DuFI;ydBch;yVX~BG<
z&&?62$%<<7=XA~Ff&c>@F7q4So}>0YmGvq&iW;e-o&?LXk0TPv2+*#JI$|+m+%aAm
zjXp!T;bT=UvyF;~jLdO-^|EybBI7Lf>G}-uGM$1U!Wu{<m~}g%K0sDIUZZ8ofweyR
z$KwgyvJ-|1^;CLIeEE#^STe<C5i!psYkN_(a77Ef=N)O+N^n2y`O0T~kZ!n0&ZKhT
zBKTzlP3`sRaKyZiI+xfULSmCH)SK$-nPBVS{5=HOT|TgQ*B~2B)V%;?xwnO?!RV0B
z2boC>`AYNT(}CActBtw}aD#5Us273&w*Q}vAM8D<Y32Yp<TW$m%bvow$<uE{Trfh_
zwm^nXv9qXc38!^q7?ro9gRlup$##g=486M`j(O*7N)zllI(=g#wfh2VG5ab|+Bja4
zK%No4^h*|S*Q<21DT;!ZB`Qj+jvhzaQB46nY{w`u{))f&^rZ{tA<1u`(v8z99Zhuk
zLGsiIQj&4K^GpjX6jL!3w|`>u!Vn-D;fXj&LItLYa8}C9zEje={%CCt$5|Y9zIj1<
zib%x@%$*WP@~*HzKM@Q<`NqB*svj_?dOjE^vrM$lHk>)r+8<w!Y`0fmNe9Rt-!CG1
zM`#zhUa_@0odK<|tRY{Tje+=Pp|W3p^ai)?3H!DMIvc8t;HdI>UanFZ|1w-Iq^KfZ
z;CK$Xh!o_7kLc)(E%I(BYapqBqVXzo)L4Ghr-oDO3PR_Q&5+t7;JKb)AxD8;PkFgW
z;dro9AZUbe)iSW;sI+$?wG*LcyGMQMc7^A#;LSl#v*{%j^^nVEeNQEC%V5-5*DGr^
zr4vai_F-}N+{=8=;hV+x7_!mElPm@ugz0E{#pU}CJ>`tjQf+`HJ@m=7@;Oy!^Wibt
zPV$oijV-`H0G76;-*Kls1K&V#Aopji!vdOT8N|=^1-9@AQsm1brp$|+`Sd)h)3b#+
zyo50#)?BQAcE!`o2=)o1L5-46Y#_Q`(_i}f-935HJ!qwy$M-;ysp|`@pY(nfFh0YG
zVbiKvs_0Eb?QEwnsvx~B^XgB<n;JSb0Y1e0^FMM|E(7K9Di1c2P<rSpbM<8T!*|R1
z7Us8A$OyD6Y6T7|i(B8z;ZnKnF0=*^bw?9DsKa4dX;0n73N;sadvY0eD=-qcEnV4H
z)=$j}(Hj&gkWkxmKShbA_!yA;y0^~<^3GwRglUy?uU9(s;r8R>DZZg_QOClkz3-WH
z#>0OD?L&x%$8%1Gs+ShoT?a5+ffv|0wc3=UBaf(+d(F$O2H>?T;ccK`Y0&2z!_63L
zr8u?bg8dkJK6oh2u-X$(0_)~l8=|{OaG}DR;q3P__A?~h1#Mugb`4qbA9VrpKnNpY
z-sb}A2BYM;ZE#!6Y9(4jff5VmXVsGX;N7wvplcZ5CaNF!VBFEY0*;V*|80P;@j2IU
z8+)~x&G|q#BbyViCj2M&wo|JM^<@)OdG=k4!2N-;<tQW7Th2D%=C}1)au10olvEV2
z!T;3OXvzFS{w4qhp`Fov4$y$m_JRf`WyA^FM)kAOmkcmpV#lhyZ2ZG~sn|G~As*-<
z5t34xaNkW1V6n0Sv%Zs(2qdk5o)q`pq}F5*vGzo|@-uFcM`uMN*7m;3@ewDVJ&1lj
zei9mnWtR*(FI)~!9`!@;z=guY1zT?!>&)C}3??w)`vgt)We=5rLc;yIUlf&aQ&<i=
z9g4V_koAm_nti`G_TDg$e7jba^J?SG)aCqXwTaPIX4S|B9k7~5g@pVA;_-L%<NxmO
z>y~ggld#TS(>sTKb7qh@1otc|<d_OaB`G#^dd`@$qJMCMv*)_OXb0(}zYxIgfb~AK
z8}F(y9;BUl;o54>oG`}D79?&C0@!xb@Uc6x)vJpNPA|j;91X8`u|}9(;rYHwPc9UO
z*(YwXHZU`3_t-*=enu!GXS1rH@zuQ7W6oGUJKi3|i56k;+ST)LP{(S3y!l6;(yFjG
zB@HXMmVN`{7@qc11OA<-a>WJqKx4J1OL7vh75TxU*3O2HjrP&a8zHPTy!X1QAD}hX
zmvv<3Jf5<p^h=8E-DA;DX=Kx)v$CwdYbh~nJrG%#s)HO&a}nq(S~4N4fB5Ly7AU9d
zj?FdC)d8`v!+ynjF5|(MlZ?1)cL~^SMMr#Z&DO6r2D~;m&Zx@PN3|YR=hR<8HIS?Q
zHxbC)W2Oj=6h-NPpRoIHzWL1wthbZv0gMB-yceu7VzKSp>E~0+waVhbaqn}<%AMd@
zP_@Og#X;_KdfxYIFH-`{x@Tt`OWH!jJ!ziO^pki~oC!;DqNiY%8$^lRYib{RU(82b
zi-FAMAXG>=HxMG>Z9+nyok-*y^BE>F@u!a1v|O@)#%Tv$?y$c0UL9$lmAD&yKGnU|
zZv=LB3v<ZqgsUc(sjGz7(HrrzZB<;Y?RORj(qD$T+@H*QUURGWwP`Osq?ogzBG((H
zfy{X=L?ULvmgn_Q#4wfpZv6T|oE#`XQn;~XUe?j6`dRR%rgTErXCaA;%H+nRZBtoD
zrVHaX1Ufa_VLNBhj^gd(wpMS7TJgGd;~?dSXQTy=Zb;MND2x^sTYq3Q(7i%DRdr~Y
za>|}UkxnBLM8xyZZ$l90q_V2S*5At5_)RgN@Z9Z>;u?7s(%%g3ufeX(dyA_lIIyHY
zt!nrz{-rAsy-n|zzSq^&2LOnFqG;Nb*V;kcVC8eYnyLI_C!V#&_{+&bia_{)T@GcN
zkVW&eY~!y4_TFf~`z_<z(a4h$YK-bmL0Glv!aKSXg@AO+T2#_x8&nrPRW{b_zAQ!b
zV*i*gp;Hy-Vvec|-P0@9zwT4MR4ZaQ(ZGIn)C3-TU`4r*-A78_r#oAqg)v{pT37gM
zPPOrscclv0-?Cj;u6}4D|MRUM*d!53xFOgXMK!zNl~87+;N=1NQrCA+>n_91>(2JU
z`OTX#8H=)C^Lo4u?X{W%iI8(BvG2cu-Ygt!=@UdvkYSEhbB4E1`rHhB!!|DuTU*jS
zPZNeLkISbGB+8Y|$tBaNB_zq#Wq4EffUs9)^7q(R7jXP|IIKCiarK%lVITg`g)zyG
zy(#|MX+`Y)p>+jTe^1&7)XUWEb4LZ~>zSl#rVaJe2KX98b^;KMhd396i}iq^Sk0z4
zBhoLN27@x?`!s@4ABZ)NbVg3TGwH;`!h)ln3Ragkh8mnDjW;2cuZ+-Q2vwR*qWw^4
zS*0Po-37X(Fimz<4_P;`L<zU$9N*g`z%ImN*;<%i7dK9$Do~U>#c%5kQZaYLdGQwp
zLM-?pPf20w$>R$<M6_XsGt&F`T-*{C2)x}j1_dnOuZU$UW)%MAdXYw;3D{c#%8<ya
zH{E<_t&Q1U{SQE@aZ#5aAul)Zh4aMM_3mYUGX$;PCJ)_`nT8z#qA3L6mo1KhT-`8=
zzrsQ=YFd#7>R}24YD#=vQwqo6ojlM!S0A^8&Ik5Bm1Q-5F3)rAr`PT8-Ce23Y0q@W
zaD4=VyTe|fJCGgp9R16De)V}Oy#Wp&irsz#Gz9zeC^o>bV_+CSvG`-yl-(J^km0F}
z{`K46&4|1lXH%1m8x1o{zS#q)nFE4GGaSj5+ktfkW@ta=kycd&zwcO8|GEDB-S(Gv
z+kjma?M8n;N_#(mmw0Zonp5L|w-46UoFhkJkRI?+CxKDnM%2@I5Kf}4{>ql&knzHZ
zDE)Jx5eHjxyA(p=K(dY$*_ol3oT;dlI7U68uZ;4RnOdK!^bR!|f2NDEhY{5ddAG)E
zK`c&Bt7WF@!=#%vp@f?b{%X~a@g;7Sid?}V>qa*>obHtVl(-gv9)@<eE4y!~8L@XG
zP{}oJ+vSHpd1aeJzFKN^RWJunHjx1>?yT8wd*gqD7~}w5;WbPx5qbbiP97OhfBnR^
zh#itpA*z1%Q9@>eo2tjTrmf|U28I%e86B7czv&=BCn4y0DytTDJx9(HNBHMYMm(}<
z(NEXM$dq|hHDH0FA_ft|uP%ZBj|l+{<Y+sJ^MVTyRTrjvMHD<6pT8E7v0O2K!2PVQ
zA#P!THJo~yQ$7?&dLK{q7EbWwJ7W5A96(d>7cleh6@y>J#m`kb{T+ByZI+gsqqIcx
z;SN6v0EgRkQwPB+4fF0G2{GQ==+LfXp0o`*g(f)UfmkNd+n$EK1NQ@SjhTa42dN)i
zuPqX4Y89pp96Vk)`8m#>YbprxJe(NJ3&wDbo;ron3eJ&u<t;DU%vt>yX~n$$4b)<<
zIBgR_l;MAhDaCIZL(59B+cq0RZ_k_OUKVe0mq5Z4&YYs1bJBYha~Njc>u1k++?%p?
zw5ehrLzm|G^|aVuF?9CFH~4Eoj=5}q1D&Hf`*Yxr&t4tW$=gR=TKAD%fCYa8U7}Yp
zdXQJ>JfKWk6mf-d!g9vjg?_DrkI+<c9pq3zcXWZ<yE7K(H>Pzq76m!s{9|9}a>;VC
zm!ornUVjb)RC$LRFqCdUBO>C8Fa-h}@UKBHo2nc9H34UP9gTn7nIUYoAGp0s&q^gT
z#7%&n4U1A7u<<erpkpB&pk^%irx_e*`U!i&w=WDZDeb?)GD!MNfgeg5He6N$Bn`jz
zR1r5-g>eFc5OJLp62h6&mvAki8aKEO^L01vJ*Iaw`&S$zE==c$V8{{Yza6|R@GD9d
z8>T|``?WBDKe-h4Y%UP$3#j|siAeoEMh%L^0t^AL0$gVQ>%vyd9QcoG^5<#%<7H)>
zA*i!<NLT%H)Sp-GkA3~y@qQm<|JO(I0Q&ny%=zOJsr=g~(l7$<y{bSYIRiBJ_z$sI
z!PgiASZltm%atkcIoklASp(ol^24>f<AaNdkxeIMH9lhi?KnhQ2`t&!t>&ihyuyz1
zm_}K%t;{^JWPE*&DL2&{x62@LLQtj_e?C(IEo2w2avCpUmM+sJ#F2m*5sIgR>Wzfs
z*V|dM3x<~o7nG+L27c>@*S%rgD7?uNbU{+vu!ty7uczI?eO~u&QBX_ql}mX)*uX9>
z$R)~~P96{R?0HIV?mxp@{|{c{+!(A9&;%5*0UEvLi;cpsoKzy7*WUWjlgHEwXs+JX
zpnY;}QFarboS2Hs`CKK&+C+DEr>8ZLV?F$6J8oQKX4V*0Gs#h}0>-sD3ptRR6g843
zdYxQg*ZB*}dpsZ3cg=S_FZ6&e)hbFT$DA`sfVL7N{O#`g+lx?Rfb#~<_2)*8g~M&&
z+`_ZE&9TZ6K1zek1WXm5k+AMNduo1XG`F+P>$Se<^SfmyuS`hON4)8v^|tS$N?6{b
zbU1r$ny;8+%e<0N=FgApFDrbyTQ{FTl70|8`Iv#A*d8#y7mbB<Nij|c`o(fiehM6M
zy^%4@nl2rn_N))7@#*bgEo<f_z<PKIy?<6M2ha@<Zvi`+i*(XH!%ocZ>fTSMAr!!w
zlB(au(xM&xO!>c7THUt&V7BxiB1DlT$4t)SL=%_uK(ip1x~Mo+YkJnK2%*NTsO@x0
zXYUr@as(RK5ldGqs^EP1ZuNoQ*Gff2@YX^}zbWCI>wKRZps><A8pm>v?V9M9p(1*z
zGE%;9`B6yTFy|XUECnXNt`Xdr-7b@5?w`G+uNc$lfpwiXrZN9+j=^$LWv`14Td(AD
z9V_oXBKv8Lb4(|d!{dUU8(oNNudv%!&nsP8x;8rZHW?zf!zI<c84G*CI73PuHCvB8
zJcfPqV=P0}-fnhp=TRcF<uTy^A~$)rpHYZYjmT_{>2u!2zCvp>w}CZQawrf!2%yEi
zx+(i-HZQ2fAjIT>zF4cer7@5DDF|D(x2HbTHPFb?()=1pibQ=GK$;0)v7NU0dj?HM
z4>q5{-ozFh3r-tPFpDKysJW>t@k$a>7?{3TBl?MSWK)dD#~rvZ&?v!(*Tmy1W&_bz
z6DFL?d)-c@D4wkY7E+X-DsTi43~z5H46sz)5wx}(=lEP14JF(=f6uh|MQ24PeyV!c
zY{YWiCRe&fI-xqB0}OY{W!m5Z!YVm`RUj0Sd}=Fy)Au`8;q5#|%=%MHv*&N1mqG)3
zu<n*D@h(qFG?&eX)s>_zXr=EHF;(06lq%Lt+j)a0HdAqfsERG`mft`O3QpWqYp(h$
z^m?FIT^IWGwDfiaU%1@m3*b;(_#<L;{rq^qgnr^zs*h!*x%jWO7E&qdHF2W&0JiS)
zw^2qUARn`|-$3l-<)MJHauFch3G*%H`f@V%^HHS%_LIu5h9#%UAiiH&J5!d3y!}An
zgWZe|ciZ*0Zh9tRhhV2&)h{g)Od?|3Eh~2BJfrY`GT#%J^3u8pemWB`L9gD12dh9>
z807n2cwopfd@~8Z`$N}SqtBG8lM7xSG4G6=o<J%+S_pd3CtFH9pzQCL^FIx)Caz$~
zzLXgS51!qD4=LPqus&zRzUU=2C<&W@iTs46B@}qOa(O2{Lg>ov<US+(?(pCaE4|)(
zhgl(Nu%s8{!J^~7jb;Hz8<7%qosFXp5TP#D=UM{(Bsjob@PGVKl()6X#Xs1NG6A4#
z96tG9R+9tmJd!*4LBxI&@xC0n*BDPMR{*}pKs)t0z+m7zl>hZ6t(=e9Yv{&Zk3;i)
zfGs+n(ylv~Yy&-V2I?$Vp#WO@m;z@nNT=oyxbT)MF@69NL497pc%mhZFS!Ho&@^%4
zeO0w5q;E#u09;tfDKc!Q|IZWs&ramO^*#+n4^y=-C;&WWmo1Dui*GXBYuMZPV6(W2
z{b`bp@X(0$^*2sco!V}84BoV${SBlIQy$gJWB9r#%hP9orKiJCt&HhEAn*;@x>%TG
z=I%xHQSTi+)P$0oOYY@>{WVHApEpH)5m;D}ayfmKGXx%7F<-H}^RuzhZAs~Bw~z;B
zw3Q;vwQeApPA_0&G?N}*-1#lwX1TvMvOl9)AH6&X4Vm%U#^QBj;eB>FbUcMiEoQ0o
zmi4JT00Uu_nHn?VBL`$>rb-TZ0Cb6A;I_)l$@mS##lTpy(RpWYF|5BrOdhtGNialx
z^3z#k!{j^P%LlzF5{VjYiBa3{G8?U{m1D(}rxA%q`oG}FQY|^o3UNG5B}ov)4P`E)
zsUBbWmavi7ee8WH^X(CLVJI1U68_#cW5u1{K!8j42OHg#!Q<~+O=1uRIT$yL`Au1F
zeN&4=15)WeASPC-emd2LV}Vch^-1h^-jNIUs^Y00o2c@dFs*T%VBmoOt^Wl{P8n&1
z2DZS`HYfv$XR1D$-ob;ezRDRiP_jU7@sJGHehHx3glt^QRm$WsZERLj*AGrXxZM?q
z)FpYmXO5Q~OevZTQh)yN!Dg+siknb7Fl$4j9W}Oms-hNqzVIbi6>%r{>E=;*R!*us
z@zE(0i%)kv9PSI1i{(3t>STCri(#soPz_-Xrh+R{kWT-LZ;MQRs5GNNG3;}nUFR90
z`PB`Ba)adEoFf;b>Z_1nH#&Il-S6yfT>)tp`l$3MP+<y3WhP-mDL^yv_(MDWuZf5M
z{rAJ$Dr9~GC56lZNG3hd(79SqXw!%clS$bLh=MnNJ<&kE@V_8~KcR#FAHTKl5cq<O
zIPW_?4<j1fD=%PuzeczTH;-hbne5@(a~ZjdC4#L$hMl40I``$p>x^_cXFW?OuWrx%
z!Zo}{i%_-N!!0jUKv)_cKxO&D991Q*0|<O$b?%+AH^u-U|HmT~IzHp{18a0~!}RHn
z^BI3}tuogLfZ3nOVc{jVE<aP}8qS91hwhqO3CuPv>j1jOhzE__6&n5<SnpygsQ$oi
zI`aO@L?7ZL#UsV#r}K$0a@8tZODinc62K+|nJb@)`r35rOu{u{7Wzgvr}hsHZk<@O
zDL@7T!<$Al`ow<JB*4l|zC?WRJ1e<5dI(h>1fUIl*X8UH;!Yx2w6h8d<~I$LONI}A
zuioBA$v!x&rOuW=kz<)1$$1U8uZ21@>8!}ckGttnE1MIFet%x7X;2~9{xm|)tHGR%
zfW*W3FiugXo~(CHA>Ug=IgvH{3pJ~1!d3uQ!A#9vfk5jpZ(|N2!76#bg#Da%029v%
z2WSq8mqH(EuVG}oF@OV8YOoMj49&_TnSCisK)T|)xa-;CkL%a0O&v_sJc_T>1<7(W
z+Ci-wKKo{6pz7>wPFVtg9()3m=>W#_Gms!<_cst}B^AEKgYBz=;Gcxwf#m9@@gnG6
zLmVIWOK|$Z#?*v3PSnSboN;1vPi(uPgc5e>VL2FLq%%9mWpr_eu<6Terq~nP_;-4(
z#@|&M)3{6G^ux}S!NChF5i2zk)*IqbJlnS`E3y)w1@l=A!`0QE4m&BlpoQHin`Jed
z0at!mUg&cU3QM>a)N>tIV6bdJ8T1hEcOR+$WI>b3e>+Z)V*3x@&*V)bYfPqD1@Hy=
zW67`lOY8eTsiFR>ZSPfcj>EpK0i}jZ0$%KEt{F8SeIVRm$EyZ>u|)xFMVhhlzqDKl
zE8HlG1d%F9R){gcl$%3*)}||2qR39GYRhh(iXwspcgoMsZ<}@}Ee<F4++B)`xnZ$)
zqx1({oQqPgwJij<=dQ|KZG{bKDvl4+bM9rvuY9u#GOdaDlj6<bjthH4O;2X01_Z5x
zCO$rc-IgYwkls~e*#g`{^+aaByElX*p!Eq&PfYNcclGhzq)GqCbYhY+Uk0({zjZJC
zJcbX9y(?M-APw@nYM(DOukDn7Tv;^HV0pOI$5LZC{KQ%L!b-3FukzuaWyHUJ7XnLY
zg;&|r`NuC>o5ODm7$kSc5049Gc*?a1nDCUL%zMNFH>37cJ`*4p*%Yo$oS{a)7H6Z^
zi%F_e7QucJ`zBafP#`>}hGL^tl9NVCxUmO6H9IHmpl{kkD8Agg;>pCP%fKQBBC<6e
zqF*a#&SZzjG{znwY3|%QQzgt;)4O7H^{{Dd!;t0Mw^QIz083^ZA*J@4Ejxz+3o7%{
zsYWcVWXI;zfuj?>yX9p)G;;f-ic1&WiV!~-vOfb71&R8V)eNh^kS1ELY{T@#JwHKy
zRWO4O4+e;fg3(kSB$nDU<^fk%eV<1aGVVQ-3e7Fo)iM-b*)F5*=bZRGP}c+)=uR&@
zJYAfeSUP`{F(2o#ow4b}fWPg(;iw9q`jieI;z3V>B~^qKF?hC5F{0Bi?F*aIZYw7^
zqT*!s6@}WIXILi(lFh|GX<hn{4Vj}Mk^LTJo3*VW{l;G%id4Mk+{AhCp_N`zH0S_?
zAKeb#@<>9x!qRXJ8Q(y$OZovuVJ+=6hj_*ItcW?=YT?5bp8LS{jwuN{j0SrVbpW7;
z?;J)NCx{vECd$w@PpdN#yTrMS*x3q;JoL`cn>eL@mSS&g$;p2$$TNI5+c)Zj4J}t8
zSrX1nMR{4@tvZmCv&A0OS%${F80cHMhmsw+S(Dv2!3^<c2!hF)-tPG$#78fzQY@Gm
z1uDFoH}kH75|EM0y4|R0%=u!Y|M2GS=c>t`UaGmyI}(x>6u}RiJ|ucYKzhBbPr+k=
zvjZa=Dn3Mea!NOZ0bKPth0^@}!)xqPh<5T`7~!eYK|7T$vLg>%*`M>O;paPR9Jk{D
zb+uPMBMm=BCG36AO6)f(UQFY%Wh$h2x{|x$63pSYl7)z=mv_*HV7ImJ>>d@|I8Z){
zZLNZd#rHsOo(71`_1&^FiXrc)yQRf>?fjEv5*iTTzF1o&N6Td|>di3asKp5za&OS%
zv(RJT-Pr69gW0iFtk2);xV50+iYs4G7!<>I+HWiIVgqsut!jg%bFh`089U?=B8M!=
z#(<z=`yCwUJD2^QE$-<rCS`mqMc!vzK(L*-%_G+9=8;17YFxTWPop$$8#egQLYQ$v
z2-c%O15+5w4Q{tjMm-C5q)sQE$4?LvL~j&U2BkvN0XLu4{uPM;ZS1O+F_Aczw(#pg
zeuwW@_C+&otf*^Gk(IM)UKR5`bB^U(kIt^gc!1)XAC*e5BP;Zfus2qIbm+}Vo=Qwc
z>HDnSgb;=ClU(BJVEy#vX@Nb5ili535yuB<u2z;g8A4MS`#GmJ=z6qxtdyJ*<2No!
z&99JHZL|;aycbJ0`;}$(UI3Nf;4_)w*P$WyFhqQ)Q=3zs(fn663JnUxW2+s&E|HNR
zwbE&gxO5PLClwgd85TyZ^(uealo37q%+y}cGr6p>eo5ox_^i3fTel5KUl;-L_M<&^
zqQyW_)^CDq8m1qpzehdEHkk++uPwb^w#P4TKaSzbizh)p?@>Hf?R@d(p4-y-Kez8L
zPT8i;CD2mk=RCa&ag$CKZ^62QF79W)f~}g5#tTCatGA`e^3%2ku1+yK$ClWO|H9j{
zYJUv$sR7#bz{EfU5#1NB7`ZZfZ2?@+M(sxM`{u=Zx2YnBDTzTK|L@FV{QYQvyOO|2
z{N?wb6Mq~H=R`*Wz?lDU-oL-|MPnA&pP;a9*SG&>p2dKt+cy2-<kB<y2*JT*R?Q6J
zz+DD^?(7}ImtQpQ_4Q`PW)M1I9suzfZ2WTxY;|3l!2=AONcR}h;EFii>k13B;rjQ#
zapts4;{QHe;qNd0XWLpx%#jy+t6z*EQc4g8iOjYhcK4nTY+b(vD*`z8VOeVhfVUD4
zfY`&rAjmp@a-etbAFn_jUE6~2L7?CHO~^6-FK`nLSRfEVKbfEK+peCYH3>}RT%pK1
z3>esiE$iQQ@V8eWk7)zuzi;vXZ1Z1p`Tg+b$htNPZ$=gXoTiy=s2{s!Ycw7BGOg6u
zv~=(JTValC>QOOY^3JRrzXR=aTwam7NRt+)+?^As#>gP&!avc5mk@p-xRtlGjRX%u
z-UM=?1m0s<*VFXxIP>z#Pcve}gCtcyhfeE+lABq)KpyrQ!S|`KTqw!j5%Ng=*_j6U
zLi)MlQXFaeHA|^_oGmDw{|ojA362L2^p#tA?`I-()wgN`iB`}rkGt!<196SDQiSd2
zw@hem(r-vg7yCPnpAt;ho8K~iDtQ1;ikD(FU2+^_o-FkjgLeYGw8Y0Ki<8;1N^T4i
z4%G`-QlA6<Kd&%%XG%WK!dLN@21i@m56_+tWM#Y=IIYZy4kVir>LgjQ7kTakH#Dkw
zUGP@Yhv8z53%N%%EhX$-q5b;h3Jpt4<8!auS6q{r0J<Rn1U8PN{`$4j*sk<5TabiG
zSKytgoOQDjMEG%BZh{)Ml*MA4xL!^K4E&+({yKwzTJu!ZX3Xd=_c(+p@oT?d=56DS
z>$R;BYit!xto4!NH(ls>ZjOo@-1jOnBMTOLpz=Z_Tj<Vch(K%Ew<ypljND)E<2d|=
z`*$v)N^R5{6$wM_w?Zpxc4SpX_X=AL$}yC*@|niFZxzfQ@(eOpTwM}cc}u&D;teyW
z;tY>X*^c^Id2N(yu?M<U3R5NRevt0(l44`sPi#F!8uV*T1RfYzrAm-xWDi_u5(vON
zazCLyGaUR_)QuY{Bxbo<!L8ZNk+!=j1>OCAy>=jPr77Gr@!>VQm<`c#-<jk^{{Rsp
zr~46?qI1JHJhv@T>02jRJSYA%D1Q=5ku274FEsnT9v&0eflk`}Ht=)uJCf=&np@S>
zA;J(A;w!$>0$Frt$=(@leWIa>(TeTc`Xi&Epy7h4m9~thEva%HXb%rofY|R~S2epH
z=oU_I3EZ*)0(z*DNPlC*4Z+U`+}j`1ITEJumdZeW>7Wy$>gWdjj_dU(6+=~v=J(x9
z*R5`wY)49Qe827gcoJ~bQ*H-Py<vOr@t>)pW<4!Y$7+u+b(+yHtk;vrtDmH#s<G7l
zw04?og@Bb{>(!C8WN)CgKO7xWMul(%+1VZWPIJlJXfvbpNaXgnpGw3FRW>BueKfk{
zJNFKK4dGZ<?H#Qn(xSKVRS-@3M%B}XK>p;s+HmSej@HDpmc-??L~q&mIpuf6XpxZX
zO69h+Id3qW7m^b>+F29UHy)R~%5glwS(Za}s-$WYws_1>u2|yQvBEsf3a0}FcUy!D
z%55)-UZ0)o!}i8E&VTMU&c{Id+v0nCg|glzJwXXaSC06BXDy?a8dDd6I;`DxFOix~
zU-pBhj!8k=z=8a(H>0TaB0|64Kz`X$Awgn?RQ|@ZG=dZ#Ck`tqPkVd8KTA}R<$l{3
zuDKI#Wd~!$@S|;wrjIEmDGg1gRqt6`p+?9Y20MfF%90R_nnTg3Wj(&=n&BYFp1i!I
zB-fIJzz3!39pQ_2DXw4Zze=eVY-y5;=8`=Gs*mgOWay-R-w)1a3an)$u9F>`P~nFK
z-%YJwOR+$sgl-%ZjyvrqdJi`of5~Z0klD8%aW|%nc#00c2v2bFv1ME8DtF^p3EVwp
zfDvY_L(YmC<6goi4YU~P_$a*(sThqt2iida0L}X!7baC7Jsg%b!dGK8H>)!{n9TM<
z`@GJ)sLuHp4p%AE?#+Y4rHQ6uHjp1G^v<-}t9)r3aW=|Z>`WRAB<plhhv6q#-P?LW
zgV4=P1)!E{;TGTDRH?J^qTEr9S2f-8>ksO?m~f>lu6~ZHo0goC^-@(4q!#zTYahW}
zG0@?CxJDEs$8;m-3Tvh{+9AmaE8z+=`u4-|htmuGWfK*Nh>9=2sNX=yuk)^h%}>y|
z-iAv%#Ow`_+9drUsRPQpv|&G_#%#GlF~-hNfj+0N-b9)?_z2xMz8p(Hm%dn<AuAVy
zVP_zv5bUHnXHF_%l86C=)8eHI*xF@*&K*|o`3sX8FCBmkd~aXkK1oYh_%bu&n_Pn@
z&e|~YnhgVl-R;SD^zH8EWgGh0R5OQs4b%N4=pu2LdS?*;*^zF(4fSx<DDQ2$(m)$j
zFYerE*RNln%vbe?PtmhJIxGYBK>Wg#Y1#njtS6rBP~uJ4O?=y?>K6u&^_W^fJLrOL
z0nMVgs#FY<;ObziATIAd1uGx0y>9uTwpyo%8}6#ilYU+O*G48bVuTZe6s=)e3Ajc~
z?qH4>LeF*ib!n2XBXVBWB&V4TjYJ(Zng!LWp@1Z?NfRF$A;DMdZJ>r7o4osQk&3sz
z*-@kULce25#sidj^4)NOH(C&OYuU`$w(+s;t5vHmvKCi)sH`-dxag=Forc@fmcuvo
zoh0*g%lZf0Yop`F%_m@<1fbb%x|LY$>kfzd9u9QB4epOsU*XAc{Mhawa@#Q@;dI(3
zGAYjrij_V%$o91er&d1QrSf_#zSw=8Z{yGk5hUz+oc`DN(-KlVz&VmUN<eWLMz|?q
zj;K`VQF}G(i#J+E5tOD%@Gh6MPVi-0KQz|pi7J)Oq>u{b586BP7`azpF@{Kobv@c%
zEj}zw_>?pQ9GnW|oU|uob#|V$*2Q1(Yzk{WpEDTmxJi>$ks}~6KQIyvzAs}zO|z#|
zM+XJW_W}&#WlY11%8Yi!+|SRQYFDoF9K;0~B+uIkn=zqLc$-DNUcwW$Ve1~EpoGwq
z@6zOp{_Hazuc-oAQ7_B57h~$3mGy32;AjJZSlndij^qa*{k=G4y{vEU1Nm5EI1ae5
zp$lW!>p-AFD6S01*v{&Jd=<R-UFzX@8`O=VqpVcH=|Oa}R!f5R&I<cPn=}h{s55G9
zpr<_BV2|S(fM|p<6v4**fXJ!~=uoO)YktBw3qvxst1toATcQz5;h79r3>^UCWn7@H
z^|!&N+};245e$e_=Ug(tQ|NCy{`)Kxyidzp;>xTG7w9T>XQ{7oraA`IfC39O2{K`S
zU6D082(kchG$ONyqHmk!)8D$WW9vn%Ns#iltM-p$ikh^V2th}yXsrc<D*|{9=0?Ha
zPn2tlt*x;!kz*@OYg62k*xB%cFvA&Gdj9o1Rh$d{!+BWc;HOXcFEjTU^|epB#!TH2
z_`x+JLS|$_3pzH(^R6=t?bY#??ekMFxkJ^^d<}P#z<hun3*ME@t>!?-g-jvLgAbq6
zy|j;b^KtF1JfGP|v44EF{`0f;pI+mcKEB`<S8r<1L_A`)rQ5-`ACwSU_d*wWu}5OG
zSQ2eJEV*NYp5NlYGMj~>h?CK<%D2vPHM^%^vYtmXQuH>@K+uU#8+$f5mOw(>G>x-9
z@+kOfhXQc;=Yrt@5H-9Qa_MP~tg5OoH>u1@?i&jEOzgnS@dGq=l1u7^1$Tx3T%)H`
zP$Uhk`<=fq61c_E>{WsL%nG<!KSd+njQ}{Fy-1i4UojrfoJvTZf_^_&%hahow|qCz
zqR(`X#PcUC8=;dy4}Sx#8=(cTVU+^EfpAhWzwSf(wXqAz`Y{YXFoE}DH=M(DSA2Qa
z)8(7P1Uht0U_L>)r1n^FbtrVl=#Lr1qxF9og5~`_gBQRIb}>8165sU}`qSc!Qm`zI
z=KV+4KYsepHybV`_pxZKa_eJKqlj*1(Kpu<%_X(|PmY!7UC6@nrq_c|rtfZZSmDvE
zF7MTNk08!)PWTED<oLmE4w|@gT^jAQR_g+YBxZr~X3!88JlWp+SToy>V7LC`*rx8Q
zQ~4b2c6j1~qV}Q<xhS0#AgKhdWj7pYeMMwsjlIVEE8iiU`;>FSZTtHUP5GA|@9VM1
zGnW#R-X|Hx`9h=laF2+1oIvOw$0=aAobX}5Ckk8R2QIFMc(}kqK9#00K+W-t$$SX-
z4*l9-5!mtXGtF5CYOH@hj!`=A8^J4In$4QGwV$}2T!u@%cqEjc`ml+WMSj5a0}05@
z99ij41Jqgm?aY8=@^7;?P~^#dxlo(uB;6xe?LzztyeVfnP6-0~P#dpThw=@CpNt2{
zwZ!k5xuKZ57YKs(H&BehuI>Ta?6@3xmJKk6jx77dBf4Odxk$|ITyz%kLVL)P5``5r
z)iYhcXX6B;9n|OogaK+PJwdOdy(4;mqHFsGsf>v)X=j%20EUTC5@kMufZi6)utASx
z1uwYlD1J97>4AjPQoX7F-mdJ~9KJWEo5+z(qu8CN4L?NnY70G9d4`iTJx;)!>(7I%
zj(D$zpT*EOr{m&wIlw-bofGDX`>-4=4RQy$mrO{LECkpr1OV01Yo6}gMY_}LEdl%p
zajGXRR$SzdzJ$)Fw<-d%RrWPr{Jynivi)KWsWWT-r6tB%zyQ-iQbVvHRHaE1*P*~#
zur-V>40KO*^7??UryN~yF8=<BpaaNHr;$*t3uwt9g)$F1gs(F0nB8q`iF)LIHq_ts
z!%=1fyaN<&C6DDd39bj{7=cXdUx|*|dXf3sBol#&MMw)KgQ%?A*+$*cJryeH!d;|q
z)-`w+STmG)k=lxs?zx=iUUT{>=#VRx@YdFg5Tw>|;&5Ix_zN@sM~2!Bo>abcWKJ|C
zo)DeNn$*Sn_gA8jVXWSvD{)>mKRTo6s=B9<ry?aNGGcx1gsrAmAw5H(=$*kC^`J_D
z=jDk6f0QQCEf7m~kbYK4gop8xkEbhV4k8I)ZTj4fDXN7&sW3}s^-WarspE+{co4|A
zG!*LLOm+1>6<P+|k$ZxN5ofp7GAy}#zjy^^L6vvn?i4nTA911ZNmCLWH9o_#;yFSV
z{8GPO=T}~N12oIb35DB#pp3N8S&`p90`JcT(kf1K_LmprY6TlpUfki~hfmN`81(+|
zo&gL>>Wjb-Q}Z1k)`*^Wk3<BN?w@GY!*oo|GS)J<OsGF>5JTU@<P0C1g^{Mx!bpr&
zbk%33XdeQ!2m38*zz@1N0~T_b62axLzDfOM_5<w$pt7PrFUNo<4$kY>iq?pQzSc_)
z1~?DDYWX1d>WAoH6oCnHF4}#BO5tN;OX4Z%OsXjN;#==(ElI8}EYIfvsy-)TrQ+Ts
zv+^wpx1f>icQ}pt7~R?T-l1x<^=R(XEPkM?qk*^~uVvDq9$?yJ-5bc1xU%VP6Q1Vy
zVIg*O3J${S0Q$gXC$GhW_q<l_qbT84A6L!3D&e))is)NlnyTv74@0X3SHlg&D2oWb
zRyodEz4hqwV1`zLT=jng(R&E^kzme*Rq|Eb&YYv~36zel2$fY}lu`ERDP81w#7TvC
zO2gxwN&F>zfuu2^5wu$umJRu>b~gzvqBcV@@~*w<8|U_S%`q<o9VFKG67AW~HPp$S
zoFDj*Z#sbETI0ABhh4{Aq}5!Cn3&3kPY;9FmS0~7z>^cOdAB(^d_=Z4JtgwPg5g#E
z3PG~jM5IaSsMxVdJ(Se{MKMOSMa9FS%zQc0(P1OtgXPKKm7NBuH+$cOQ_OFmdYzuL
zS>dFG_t}rWv1)<`+_IJd?JBGXMlGR-co{CveTRlvd+SJ#;JL!jE8EmgdLfxoQ`4{W
z^I4RW+xz>qqQ`~Xhors+3P`U{EkG9=-m-<gv+&uiJ-0Y{Wd{(<2yrqNfn`Bf)s-5P
z-Q2y{{BTSeg4lQ)+6Yt64-)IV<F7MQgaT(rtaFRewMJG>A~eLI9;uJk;(FZ<pTcli
zvQ54ETul`=)z5JXWiZ?+gP7fm)zCJ*Jny5aJ}HJNhaal5WyEJaVUZzWcVTs1l}@kC
zsOL^3b<A7mUWL`Id|@%Ie5-Dl8TdR%^e{eW!OcF9uEB8KUg6zO<$=S`$=4sA^g{)V
z3|4Q!FC7fg=H2P6(Hg}Ik&amH+s-)8axJIz8~b2H-x=@Cv<V2OzO;@T-OP3+6^<!}
zCSWRv43O2)7=evt4Kw7A9L7A-idPe2HJ@TWYUT7efYkg@*@sy0zR@W>=6(RfPJMIO
zXU<3L%sF<uZP$Q`?k#lf83J*xWUR)JPiD_^!&>y(+!9uA+iR7uO^&LEwI*&}qukVv
zY0IWSLcZ0|<0AcBl5lwU0vwyC7E8ey7I1@poFEZnJtrY+k6^f_QggIXpN$ZaX$yT2
z91ccdMEjn3?;ZCFuio;%=jLPS#8aCKZVVpncj&n$X%7b^=W1R?ZR4kEq;m%Xw#SEj
zzH1?5Q%rR{ZK4|tP6LeOa~_hyg2KbJ+n*m9_OE|GkfxFlL0M`YOUMvJ?lUzuPcr#L
z^(16<_Iwt~%Ei2#afDY2T<VYZ2`;OfzWqt6n&1}P^fHIHC(BwFl^V0+2V)x34S&**
z6({rDwFIp2Ns1iB7%fzs7O+;yuSLApP$KL~B|7-&Tii6xp=A+8XzqcEG|Am0X~yY2
z4qO_Cyv*l@mTzJ8xwArtAsC_3?E@q5>({4F_hc}AP7~6Mett;vPhP5K3}Pxu&~_*B
zGE806h*PMV&1HQ&<#*4(=(CWap9bYx(hw*{cEaC&y&8X|eLEVvTKxG<I?Y|pgG6X_
zrB6vu#_AngGwyIF(yw&U-LEAcq>(}Vw{y<{n*j#S0sY`-o$#nFu=6^LNlbjD4?Od>
zQQ&xDAF&dJf-;WQEsl+OO@g9b0ib8%TQxuXGvic~&!h*78pU>t+STg5lOjf-qcJKo
zwHGL3<&;&$0BsqIyO&~?tJyLiE}P&(_9I^XN`<l4WlP@YM~6&4#Ik{&w==>>dZ5t<
z{*SHSsyJPfX2RYf^R27iy;-&6Wn_{lXzNB3)8e6Nb8W~2atB?YG*$1>IWuqaU0QL(
z>D31Z<^|Ge>Yo`)TX|B#C~!kq)hF<`W1-U61KuCp`Xb_Sgtft;@g@d&-x*1wb*9|s
z?*Nt#BSHrIbIxHag&?t8G6W1<?@-W?!vhRMMVbfQfw6Xn%}iDhoh~D8>6&GAB}mQ1
z3lUGav~#`?*L+pvP^$cK$+(^)pUvW}W+?%K?^ewkN+X*5@ia!(rL=!`wz2l>qOlLB
zL{BG9=0@(>fbyO@z;2l0UJmQ8tTwmPKf5agum2LPxe?L}GK}|~Y(PrJm{GTnSFt4e
z`89t_OZ!Me)bQg5&~9R6%m)Fxv1CiNkkWirW?!m&FPk9DVCbcGSDvPrCH+>Kg-DEq
zhJ^>>f3f%8aZxo}+GrC51ObtpRgfqkIY%Y7NRk{S2OA`3njkr}fP#Y1NJeN7$vJ1q
zNy$-?KsT`^wBPofIl=cm=gc`XckaF4{N}%|?%I1-Rae!nwbrwqhlu&QvUTyZK8WSW
zyQu7H87~&8!-c9N;IU&}g$BdLJE`?0bkGYw<4^D3N7D4oU|HfbOpsp)+WDtDX<Rp-
z**q0^V_Ob$9#icj?6k&NOapBkx6p1+o3S*E>uA@F>uAJdiRcxJrgP%HO~EHRD%=Y&
zUjg(>MmG}6p7N+BN$#YBt$n@u<|PfTQ=FFeXd=lO@9)+#Re0wNuyS9+sO3acDq(ft
zL~I}g%t2BjQ_No^_TJg}I+o-weMlZ6?pr7!kct7V?@6hzhzHO+vB8V!mufOi=Xdk!
z->gPX53tZT`4r}&l(MAgizId&3LB}tcIY*p#tPsi%9G?;wct~ZcOXY0m4_z~=QBp#
zQuSGLwh_Z#mMe0zHMpo4mkVyOJs!R;48q+#Fz~L%ouN*hsL%H_LEU0!BY3XxF0-4{
z$LGd;*BND|HMnkH#TLAwFV=@2gD5~3cQSFscFd?F4nCWh84I22yLRU#4Bg8L#RF0a
zz4OtQjG|hTrDH3~60vwTH=o?&@1bmW!cfCHL?jsW5bsM;o{S2Eg_V=;LBn6fUAM<^
zZ%aK}LfO{kIMKamHpXI3W`9|za+4t=%YD!eeW*YEv{9Ks73y2yfDLN@Iy8TWO+$I^
zD$bU6fZ%B9?y<Uy-rI#n{e)tMnyjlft?N-VAUiSanyN*D`E7~1iKBV9ef3(O=i2YN
z>Ln83+}K!v%NeH_>gW@4K@G5OmF~NZexDjCoo~Ioxc=;OD@y@IJ)kS%Kj@-YQ!~l;
zH2GojH`JY`w0`zySt&1GxF-2s(>DbUT~jlRq>nyUPLyWVf2?!LYtYP_Q4+UQnsYxY
zF!#asYN@Lq3y}BEPakQ47`&o+*b3nlkkPwI@)B#XV}*|b4c8la3UL`qJV8jWH*|6t
zyVaQ#TDYbK_Cz%r=695BlFh~6*Dk+4K)e+FAcFcX{W^_yhYN#ukucwt1=09QCsUD=
zvmtIC{#SgdB;bAVYsTV3?#3?y#KJvhkKnq^sgIiy?<8x@QOWh4%7H+jzSV_b4j+88
z#-^!_kG0cl%^Ejl6Mdb_fdr_HEKr&7mTr%I(ABh#P8^d-;n?^`-*4S}Fs79FTtQxn
zgI0>93Xm>;c>!2iiTkZB#~08%zbaql&L5!kp5`lB)4L@A0<?DPZ_p+EJ>(X!bETl;
zpeqYI(Bp5=*ZCJB07;DNJLvQWjBPGDG@iZV(t*PL#8%jR`T2loM<DUbHKG9KQgx8$
zaeCR|^5sLoT4eeN*x7iM?`fC8uX7_F&ojhmO`K}qv&ZR`;?DNzFh+Yrp12f$Hg-tW
zq(N7+Dc*0RosV0c$<rV(R$tw$yz0ygS06v>l(jQ_^B~uXwyjKOymH5st(#kt=7GrQ
zHC9K}8Cg2VEj{r2=KK#FjY+aRc^h|tqgiXBu)2oQgy$QJcu$H<_4?;&vE5Va2D?n=
z53hN2c}&rn!B@<q>Pv!H>TIpcs}mtp>)CO2@!t193CD}`Xrd0$`skM0F-zYsVJ)B9
z44c%#D&d7CzA{WRjzI#G$I@m~oCtQ6l-Z|orRk4xPE}SDUSe(Z*NCDF?O$wr+x9bG
zR|WFmD;U2riOnxEa%Wc}zb5*x27=`#Sziea3M}xI8#Rr;uU@XpW%n}JV=ofk)I{q)
zsIDmw1sG#j%Ao>Z9w)BXl$mKvrI(<=4^X(HgGF0gLZhXViKdCcNBu8ccL5DFmq1r{
z7l-BV$Mg{+BsIciGjX}p;R-Lp&k~cA%_hrNhyo?ssf>=yC?_@y(`H1Hy6o&!+&(W{
z?bB9n@)K$%ANe|}qXZGaDR|f45sD4hlphK_Omlv-OiZL)U0d^U-10#kO}ekcwXnHz
zc0jY3F7VaKD*%)%;@XkV)9GB%FHHS*j`QIjSLXq#_-Wx?p5%^GBj+3_L-JKVSEh2S
zfKOw4td=UD6JZ5;e%<Ly=EPgn-FpKM<JsDD@9v$;Z-Xr5@MkF*TY{zdAwhgrW4bnm
zQe8|=FZD6Vhr9T2H4s2u()HA4Lb!MmqW0PBD)r;aChOW75bR~XYsfgwzTWZ9o6@I^
z)|L$!x@#Z4upQ9e7d5wnsU0=IKt7h+mu0qNiFtM;ODfB>k#1Q_@WSE>w6S7_^Yi)u
z$VtA^YwL@368#oO(BV$}Z9W2@8ijO4QEc#lWXLm^q}ZF3+x;q*zP-C9Lq!D+0s)*Z
zWCKNW#D03$4r2>QhD@---Qxg*V0O<VRx-WVsi#KA)3$^sPyBM>anY(wWRtJwX-9^!
zUJ}?io?azXHJ@0dfV?@N>B}8Uc6&?75&W!e>zWW=(%I(DZXlMO2OXA8-4CK%PrDM{
z3`1;Aon^dDY}$i#&A&SAqg;Lh%TN^?HshX&f6HTa!f9!ElmGkE5&;^IHp<w1G<ipw
z;)QpLk!6pR-KkBk7um*nRucXapjBs41Cv7sA_jB5Cz^oY3+I-wLk6f{D{DU*hpp@w
z=}qa^%hcW&n<181@E6COLTwX^zr^YY_9NR_XwsG?u;=fC-gZc|{Q+XzyrI?yw*>U5
zbC^Sf)Om;Y&siR+lzt7#HZ=XxOS6^2j<Y4lWNMYOMFniT5GiGsqB)Tox@fA6U1x*l
z{bPTy6=Qi!IpVX)HeD5_*!#wIuSL`Vu6NnBDbn>&g+j4?KqU{d42$q%OV4vC&>X*+
ztXZQdK$#d9WP#zSo6%S{_A3jykS<vi-rakPa9hInNKE!&#DUyo?hd}|qi{m3+@5AL
zSy?ea)GE?=QP;yP+Co|8{%;#lE%cSZ*bF_l4+61bkQJ?P`(~@Ar1pXsm_C9%JU;rO
z5N8lW0PU>;9N3>NR{>yXnFe6s-p)nq>m;MCC+$3CvR0a8eiP{Y4Rbj>Rpl>Dqzcz=
zaZ4HD-LMc0F{11W09=Skb_nP+jvQr4^F1FK3}#`BQGRlxRmlfgCmnrUTwl-$yS6#=
z>MPve$Evnc?ts&*(;DP|T$WiTEKRSC4qQf1t5+?SDa-ED-tKT)Xxb@>>=<!^GSdy~
z#@i(j`OH{9>G;^)1W@4~8}G+3QH>w%aDUln$lLaP(Om>Y^{mUBUkPt?x)2-MQ`N84
z%$D%N2NE8b97u#p>c^qaKH0ZWvmEY`yvh^)*mI@5l~rZj9v9RaGPGT=qAsgC7DR2-
zleg{WsHbemJJ!cEni2Z~zknG5@(&6@@pUk<Od3BL-&d`ht<!rj+X$`L(RIe~pp}Mo
z&v8?StZ(?*D#AGE#oC0|V1*8Tr=9!6!^`P<M0U0<PWCxplHR)!FsH7XY{WLIq#eh%
zDOP=mnE^1L1#OTBmbbkJo<sIHoAdgBLWc)L%VTF}k;^M=7l*s;A^BSjrJhEN8CB%{
zFg^dN19o=?74i*R#%Hp0sCl)8fi57ytdX4vFKNi1Agp-JnSka6luSS9u7lGukj$}3
zZcO@Zmrb}G%y4Ur9R7OuChSoq*0<_rN#yZHr0sN0i~JMP8-mXsp8-jwsw-ttdYN}n
z)8UUo3g_?MUf1*Kpde0VRPrq$wv(@fEl*X5MpnH!wx>JbbS@`p&B+Y*T#Etkns=N5
zF=xVh2D0uEDb;6G(zznbZ2-6+@ajs_Qy>5K)U%@HtnfE7ChO$~nA);iXpI#jACF7@
zu4X_sZuWx}L*md{R$uRov__TRMx3s38{LQn>DjeLGWe3z^k5B@x4;F(Sm~|kOaftX
zrnTEAYuJInV9AnPC?gl6_pGbO_tJL>@-B*~ovurUJcceiqh<R^_&$Gy-sBzf_FElm
z9O51n?SxYwrMD0&P>n5o4$M}`nE~OvfRb=&ge=gEdpcdZXiY#^>U^9<9<b69`mK?6
z2TPZAN?aC19C63%eS>q|nFG<@^(Q<qZ02C5xZt0Hz2Rwo&yqOtAY4JYVI3<nK)(>Z
zK<>H}Z+0h2lHP76*DehSB}Ky?LPL!TB3qvnbx|ZNHgr=5`O3zFyrHBr9QITgx>1jK
zWt|jt)rp+OH)57Opz{4t?s61$r#S$j`u?<vzTzZQRNz5+KdH_pcZYD3#L(=rOGs%}
zRf1$R@7u<hEWv=wVZT_zsM!Fm$(*TU<#C=e$OKV-uo@#_84k;A;YJMT%;nJpkEauX
z%hP;AM84^0{n71GeM)3^_rN2hE}}Xk@Xl^l;wSgsbQ0;vJg>?>u&6UBT5ZqxnaQ(i
z-?aARYCXkAJk_Qoo(g_6lQW!!4A01cR9D8_!nA{+5|h=)vr>VoiSOK*FPDP7a+8cH
zIs2Utylo%QN&N&WZ+^4VSf+H2u}&=EYPuo?0@TBPIgMd$nRqoUar5|h)tg7z)@O<X
zc2FIil~bS_H<01>bLXL(>~mPatr)*>_g{Hgmr?3GQT)KQ5^A)w*#)`@uvz>&4mNoU
zAUAu!7N5%>eZ6-3U4-(oHs4R-jeonzZ(G>!KOdAuO-*CyQO>EW=|pyQ5nmosqm;z?
zMQJa%CmqGf?&u{vAc-U3>bMDesELOcyXr#fl;Ys-@P775gql={VPKSSVSV?T;fsgB
z9=d-9=)$<A!P+(O9rcNyojnOv61Q@>B?l$UmAQ%*#rT*(mw*HVLeL(xT4?y}DzI@b
z9s>l&vcHso<-4r<r`kXS3?2sE2;acq(t-AVt@vx{e=qx=IFc=YnI%PmD}kgMA^CNa
zkQ>6Z?1T76cy)Ye?I2=+OPLyuzV2uY4Kuq|^TtLZpn_5y+aZ>3U5?=-@oviv8Maxc
z(fhaUB?LayBz8+}5p*lpK--(1d%U0W@|p?!Xgnj&a6PL%*C|9VQtj_U%KyB~{(ZSg
z18a$U-dNGsNw{*Lo>McYXpf++jA^V&-FTVjxI4M%^BkZaXLv28MsKI?UEg_$H1~`{
zk|IN|w!!Ggu^uf2Rx4jO^a|zoD%$HmK%Uv+1<>{lr1Iqzddwx=j&a8fH$!!@rAASW
z1~L~QMR2(fMAD@rF*pSPXpbEL1j5^xk0@NukL-cq*zgkUj8OFQOn3^~F8U6LgEDmh
zQOWV2QOW=D7ji~+)YCkLS{vBaoC!d~L2ir4x(hM@AD{$e(JR5wCKv)><Z_^kIi?24
zg-9Sf)1UMLUjqpQdjH3d%^&`M)<xP2@&sXa_8AtFlNJ==VfVA<kfkP>ZRNV}Y|XC-
zS?&E+r<x=&WP{f|#_mFqjI!;evoppsYy&>G!=VjyR{+{*Yk<ga1Z~`*=l77^`(>Rs
z=8#DhG4oeJw>oH4n(o({B~zV8A7TgV(ry>N=~nlo(8MP~?zi)AHj|Hy>x}It>xQT}
zTyr$_mF<ez(Rox3o@z8!xiWr@_PLcW({9}448I%&-%*AvKv{dDcgj_;POe1HoZ)-g
zWsYa&6vQ<CRESuH=Y#20I#w*~GRAuSLai83*Jvd-G4Bjjq(*g3-M#Go(QX`mkR2<b
zFLEL3VcpnM*jslt3!U1tOm4Fm$6Io=J2_kB!<6j?#;l{n<-NB}d!=Dd`YyJO2PKBJ
zBm0`GBEIrA+>z@zF7~0Q#8M*WepFTEWbDuFV*zctp@a=Dd_RJAe^700?-9#tKkN1?
z#I0b0K@ZSEz%5r6(x8YcqmM5s5g?G3XWVY|GlO4AH&V26P8rM?y(@QX*d*bVKhs2Q
z*0mi*di8Of%ZTooIoXASY~A_e)*>FEa~?6ViptPA@d010@V;ZQ9er0N4(!|SUKaDN
zcN4H6Y`d0s>9Fp_s(n;UkH&6qk)4j222>T^p2@rsuGAYYn5n$?wufFJPxB053?>Bc
zQiCU|>E|V;mI~$%E%j!kKXR+ZfI^9U5ZQofbUQj|`*tw?2w~>m<X;EmX#a!nbFIJ+
z{Xi>HswfS4<WT;MXKP(;ZJhIKqn^eG%_Z(#ycH<@4!=7oZ~Udk`yhq+XzLj1R?;AO
z%2k;=l`t^6sEj?Tl<!;R<$WLW*{)iZ_|c%(t1;y(#G)Dz)2&nWE;9w=g98+zT9lS~
z!&+N_&DpjLi#{WbadF<|p<B5MdD%epa<)#kQCt?G{Sn=>oN?dGly`PF$vJtzI6U%H
zu}Kh+xNUW$vz}(AlLFg3p^aZ3@0E)UA5LlFgcAkm=WQDCBfE2Q=Xy$-I&R9^;U@Xu
zCinJev<FM$>!Ami<Jt97+Tz!HUYxV15qK-po{A&*t_OgBMiY&BwEZJ%W6-wqJk#!C
z$8B9c>iIdO;YVe(KK_Q|1rWUxs}r{;>`*BSOiMht(18vX0XW!k9P0<)j(ssMrnQ=d
zbMva;1`<e(;Hxje$nTe2Kqjli3Nj^eEQhPz<m5!`xM!QZQ<!O_1fdAU{BGw}auv&%
zuPWu_wcqGv$D4fhQYFyv715Z2QN((J<RF(kcBTJSS$3BIx;|uJb)=Mtgjth+aa)nm
zLKyK|ukV_(sc$h18)Lv(UkBZ>j9>%OkU!QtCAwND)Z^lRVojjV^xHs|j;l<(n-Us;
zD9njPtlZmVd?t5Vb`6;txm#rpGukmXj<&2)O2jR0ljXV;40T$(6@5!FL6|V+-a91_
z1=e4<rT*w<#N+7t9VGK7Oh{#3EU(0za-gVdxp?uL6I52yzF)2(bQwn5cQgbg1TB}y
zaNYMtIYNowkbk>!?Oxx`y^Z5;nW}9T*6ALqW_;8$RJuXiQ)o4!wUPTPiFmL0Fd`80
zZrEQW-hnO0<;1^(?)&JP$W#yDxF7%he9i&#TJiqKDF4T{|1))ntrApQ%ivXIv3xG5
zG*VtS4}X^<agY>ar?X3I$anp^9g!N*8TCoT+a274ZY`T9FLF=IUhfB8pSzE`G2Nk2
zoHOX{Jk7THWN8frSTfmHZy2Pg^jbfoRoNp|ODYfG%rmpkWULx@Dean@+Nl`Ap^tQ&
z`2+6Z_c(~ZE)&*FpUikxri!MLwP6QtF@Ct>tM~&1E8WBJZ~B?R-gn8sJgKY=koOs6
ze82fn49{RYM8I+sKJ{7M`N~VcUO+RvV`5}z?`PM|M_Lw<#{T@vzRcs0$T#aP=J#6x
z%Iz~3ip>v>+y&rbBW0gQxI8!Kb+-LZQnS009R0$Z-nS5al@UBDOBFJu+UR1Qbv%nm
zw)1CPdR6N3l~Z7;hNwpaQ|00JR>Uu|>rzq!6+cs*!I)O!JoG@Du>haF{1^xlw18I_
zZxahS3T%4~*miJ>zP=ZfS$QdG1Sr*7xfU$8xf7fZ(r+-Et06V$XEz;ITCQ&Ceau3Z
zrS};Ml0iCTh3$$n_&PJis*xqnw~7mTp>AJv8SET>5=CF=qT}klBUhosPF}k{HCT7Z
z?pa>(!|_Q~A3JIguL@LK`0_PgW1j)LGoiiNY|>+qxCdGMu%$YMZJM=~TXy*TllS*P
z>792d0TV|k#k5Af(=BqNyIzYfZXbem3R&I(&p3LBxiyA>WYxj7s#SPNZojAnoFezN
z4V?fts;4W&F7Qg{)W(f$8MQ#CufsH((|+t7>hzCNb*h><3&j$Q4ZYt(E8u`?5*C{I
z5i<X6&GoBHXM3!o+Pz;E(0wv<Bls2tfF_Go9?yR*9rd|&0zl$GIBsAxw>n%CqafiT
z=lXp-KBM9a9zm2w!%Jqq@v#Dc&w^?sI<8sUH`k(hwBfL@D?ID%C!Uo<4b(T<i|s)Q
zEF&<HYTk_j7ouJX!JDi)U#lWk__*wo9$<C~Z|4Jt=q?)w&VCHRXnEXwkn5H@W~k!u
zV%do_eg2{xK7`PcyN)Q~yp?!cF|qkD90V^alKaU+@vmmSYm+5{<+Dh+#-VE~!dl~)
zI{;h^pyW`m-8VD*B?tds0yO?Z3XI=@AAi=xrX2Lu`yjh|tMbVYkY+b<QjZ6sHG1Vh
z5-({E^fQ0U5sMsCA>L1chJWSOc+NFhTMM_wGdmtv8^?N!bIrpFONiN*q0f)hl@>5P
z>IQp=K2A0__fT1cmyjktJrr5fE|HRd7Cw{`;VlVwXtmno+N)b)Ch>{kAlDin)3~M3
z-4UAQL3>mRkY2Cv$uOa9cNAikQXj^BQSesEc@Nig9Ew~T#P6t1Hg>2c>ta~Fv1VO+
z^ixpjSv=Ce?d}+P?yUv))A~SZZXFXeba|MJK(_KJl~T9@OIQTRYtZ9J6Q7f>1Aa|C
z7m$oDVE@9CEASxr$ZBHx@q03bgs{B-#DDy+&WV4vKESm-g8w^ehF9x;K<c+%@t;$_
z^ZsjV4G;?XduiW4zo%R`>bZC;6AwJ@-)0Ts_p|0bN7jGtb@k7@(*9qsgBSBBMjc83
zruLZ=NNzVPGW(S+<6l}L|H^Xut*)7F3AC?cbMfSw%O%0|`{`Fs%m=P?qL-nw0Ay4M
zYa2L1{7diLzkdJzfB#v*)llDzb+p9h0Lbb$c<ZV6(pnR*iZUGV&BG&r*sU-Cu7?5`
z_BUu3Oqd?@6sd`~`@3JS{42k*c$CNj+=ilnU0y7Ej^>nI7C?Ua0eU?Nzr3Kp(w=TZ
z&0fgYp$zJ+SWmJ)w}k{_4Y`}DTfk`0PobY2hcTEK^S`>B1IH@{V8DJp+yOnJ1F{QR
zLSg?8{@NxZhy?OsU(W+=qjVhalu*3LG|kV02%fP9r-3H2)2{vvI_AHz+5d6MQC_Ra
z<v38=jtaZ;dI@V^j$F$G?;R?#U5}a+dtSq9^Vy=!^IA$U0LO@s-IxZjjIDwgA*`*J
z`fmV8H452takjmP#)Edl&}K3;fRePS@edGa7(IfYuVn`OVMIM0%!fP0&?VZR&cJ0K
zv=t`M)8zt3c2$n)jiN97f{*zcbhs1&0J-fhe)^48mto(JCtHvJ2t6L;XJa+IJje?r
z>nKx&G-yZgaf#Q|T-}OWJu2n<wMB4bqZBW6ef-Z2bb3?<z~F(~h5P{Vrquwd3#go5
zFZplo#L-_mLAj9vr@gr2F3`g|t=Eu%W74VxmDuOu&1$Mq-TkU+`Hb)*LnsHf-|t=F
z|1IS#Bw#z&F;fR9jWjab3C^3aPOHdKCDsf9_zbRMR}@$O@WT;d$#mMB50gWS0D}vj
zG>+>cei~?xBcJvCX6bW*54dD=bO#yW)gf5kVxNO+j-&i&KTahG;PwRh4N`th46qqn
zi+$)lR<<G$KKy0X5QNLH%0AO{Q-#KwWCF-AZ+I^m8{z_C{U%UeWQlLaf$hls0;$|d
zPs-5ab0SjF&SP%nTf31kITbnV2=b(upF7Hds{Q=1Fli*MH09Lybma}xS4v`5xr3|?
z+KYIQarWymT!l|^T79fXl*AdA)$gA2@~|1cV_hCuqXSha3JGH!&Hw}+k0EN4F018&
zH|r9?C5GQ)5`KWxK3IdSM*udD>iYOR)JvnGWM5vZ<R?Q@jEV+}01?OwhPbhjUzUx^
zBTfhUJdiKElhI#)!t<Q(3fj-5V!^cZJoeob&H3sgrOX?oRl5kXY<AaXqEzK_?Nm_2
z;8cq2v5>|BX2k3!UtdhWbn_SNCUqrZkSiQnBy|<ozrQh`o@f9pp6JJ!0C4x67wP#q
z;8UeEMF2XM(Dqy;`z6r_=;9Yy^n2N5Z69(>_-EPuZ}1CUuPTahf?G*?xbHcwU~(Kd
zFksfJE@_-mTL7ETM}XM#*NZoW7=xxeB_0C0B)vBi-zdKZiQ|S{6sxFaE+*LH059`@
zbn&;EI25?$0HA8cP_l=}ZkmQ+FnvEMMu8Ygax47kr#ctZ`X`-dZnE)5m{F{X19Y4<
zI`46hE~CZ{xY$X=k16BM<wd4$qcz@ByP{Tr`g`!#_WiDN+*}{=aUs&g9IlHkYM@o<
zFI{K;b?EBj!H=uPJieEeG21k9H!JOg=**fbdqXHY**&xiJ){K)db3FG|3@va!Us;H
zlz-@upe~wc8Q`WA@+lZ|d1=eJo9|3tEzcfv6ho>8I)p_m+?m*@p9tVt!6$yd^^~7i
zc3R1gdHwrz&UCVZ6nsYEu}%nY9BpLLqFKc+p|*ee7~`waS+^gcxRSxrIweZ#Lj2XX
zDUpOUrEwM21)SHdFEFEeODE$bvMh3p-LcC&qzWGrrh3$C9w>IN(%fBG%T#x`3?0V=
z{+tz-1vuC#!Q7V-e=5U1%s_`rm`}gy#&BTQl~?v$_yPZ9P?zX8FZkgO{^dEv`Io_}
zxWhu+?(kq~BzG!uBOW45N@(DCRyj2#V9H(Hj%Ma2>kfK}HU78mN+YF_J@0T}-d1GX
zlxs)I5kzr*rt>sFC)?2*;$TxWtNtv9O(+O@c7*lrgkIzOaTw+@My3OxCXfN9e7R<R
z`I9>@Yhpdgs-M3~(p=<9Y{RQVq3~5?1Y$d~4PwDA8+TXCh^(LRC*(35XOX0T6Z!X6
z2mZN-<pHKE=X?ZP(Y{`k1O4SCHYX{4ptnm$43lpzbhBr+rcS3N;u|$hu62I`(vG*}
z=wzQ%0&g<|+5OKsf4UvzW2ZCYz*OoHXx>{nZ`7?L%H$OnMh7$cvHj8o`+~G_dc@R2
zeydUUurN7B{Lc{CjVaRe6OMD@f{U}?hEqOodupcp4e@bqEUR{@yiOuqtwoL!^XHB#
ze}4J{^xH*TfZz00k&n01B#+t5>BFiNcA8t+v=^jWW{{=DN+0SK#l^6=18|<1;z=>{
zy(G(HlS`**l|f&Z=<daY1sWD~iLvbItR{XDw*OC!ynjA~^!t#~KUwA^RWrKZn?-sH
zJ-uv77QkHOl%oMVe^?3KqLr)<Ioi_PJ|SBS8oItOZV$Qf_^HRO9(3AX^DQ6Sovvom
z`q6LeF`W5a_xm4>hGn)+)2>z~x5IIlMr@MAUGfaRjVLEE*4QOnUIBSB6IMA?!6S`q
zI@c<rGPRx_xGpsAtXA@~#{{sEk$HoAiQ+DH%<_<@^2r^U1mi;A@z@N)RAgtQrtmvq
zk@c{+D#VSG{_Pox4}oKMzYGMlqJja4UIKca0p-|y!&ICF3>TtNy4P^P|JHwE20va(
zV|ky}NkTcw#i}J{YH&}WIF8cvGjj^}2h?J)Cn=>96H`NFT}_O%h_3I0=b^3FgG_L?
zbl1>Mp57>G&1vU?kjk9_y&C%v8M{y68c)5mNcqPwoIdZt4eAz)Rbzv0+NL6swp@uD
zg-^^MY~N*8t+(mJqhdKI;{YfeI+$tEwq75`tD2-7)Oj!WuR6#LKS>~6HERNVaa8WD
zwc4AHnIFc0zQbDUyH3K8t6hE(8T=7nC7;irhr|%C8*NtS*<6UW>r;xZP5BjpjNb!1
z*y5)wc=g15OA9qtO9*$xq_eJqi97o7FPkTO%4iYNR?A++g_{_PiiCqvbLF152Gz_o
z=Z*f}StM?Url{@)6i%lfFAR}aLdEh)bCU$5`AqC=k{WRJO2Q&grbO?k3Lr(Xs`<Li
zO(u4SJGwe*C_DrzvP%!cG;yn<j=Snp-OTpmYt}e}UhGSi1IWorj{Oyh;(4N)w_zV@
zX?jYfQF25pq?9|zfcwbiRENNI`9Mn;*GK0oF_{`G-05hWCo9AnE2L4jrUBhk)0`(I
z9SyrUJi+4MmCcP7#$_md$^*=Eoa(!)>^x5>33?ks2(dtX49EL1RrweED4FQhfk7Sc
z6l8gvkNw8b+kH=bN!K`U=}nwG^aoD@4CA)D!ztX>euS35Bvs+rW2Sk(=`?$zp}Hk#
z*iIR5A+J?!oT8oMsD;9MGwSJKt90>9fX+KO8QNTP3^$v_ld5&iLmW3KyKw-FzQ1xc
z;EwO|uDfB#t_W#4>&-;+2weVN#t`Oskd=>QcP86})O|dd3_^H~F0X>jjYlmoMLRc+
z={fclJBI~P)Jf5bF%*wzbGaE@t?Jy0`;F1(gkjnnNJ;Sd0eTS5vo=|o8al-W_9S~-
zKBKS)X|#9&CEP$@2z(;?jUl$P#x+bg!DSMvG&L#u;yZE4XiYpwM8=A#@~T;mZ6>R|
z^X@9ku8h)>&Uu4-&xYCb%BvQ0f^F>nZ^rXH4V16*zgf7+4f>vxAqTo#RwGbUu_ZHK
zRNaD2tjoDv4<W0G-}Q@34bq#~j5$q`?<$Er*#oq$kfagbXWd~-JQ`ilnFz4hwUVcF
zQs0xT_Nj;b&NZ8bPz%Y~TQc{WCU4b#m|*9aGQLOYo=`RBW4??ZB{X2XORYVX6^OUY
z;CnsP@O2!XI1bI(q?1cn5PK#)BmLuPi1o-*TY>JxVrp^m?tAz<a!k`U67z-~ZjE;f
z8E`h09Q_gqQV3YW@yIB+U>5w^zgpue4h}yJc)%WD$5}ByJBa;Gcq~8FSo}anfA`7?
z@tki8Kjm=H6~96uP~}hehK|<o31soo6}sj)uXtC%K9il9J2cmy4usrgySjfQi@R06
zFlW@^?(M^NPiCy2UaaUCUWs-a=sr_Sc<06QuBJK@FGYKpNa*!bQ4`B1iSf1>#iXrv
z8X98pHGgROUh4UxQ9r66EcNloam_fS!_n`#)`M9%)+=j#ra9YSaqy*Z0H?z;!s+1@
zA6r91L+I5hhfmSZ5@cLbt0hod`a-*pT!A%z2=>8v2+rerC0~Q{^<(W0dKj^HAgIA9
zL&!GndAZ>10e+9@@}UtZo#%dsImtG4s=natAm*iN8tdz*xy*F{!4)+oWbCvUB}3Ox
zm$_At3>Lk%;JQ9hDod(m%HDM;v2fU00T%4fr?uiP?@urx3G|!3FB>N0yC?MJlK^Yl
zGa~1{Tew)C&tk?VkNl<GAEv9f#12-!hIkIi(t!>D%+MlQ^;@H$lT)GD*2xsNKnLY!
z^qN&%iu*KEXx6zB!f7c(VS5h)1~)MwGo*x8?1FrvPcBzyny7YKCGM=h%4;kiLO3>9
zX0Y8>WJ+&{@oWjM<TfbDPMG*;*l!na+DCi~!*(o$^>yq)03hJfNjHS>f99!VCoseP
z(pbBRWp=A))husmSAtly-Ou{ERB6OKvp}6y64rK5WfEFeIrC7f&fkl;uxEY#=F_`j
zG<{6X$NmpSAs)mc(lP^|4p`2!mFECzK|1hQ$_rO8aC`$aY_ZmHFpqRFOYn2;Cd<Y&
zmamvGfsY5|N*z|^|M?@H^<2=XCi7VY^P1DdPJflCG4l-h!xXD>-V!>FzP(naD<Ho@
zaSCm0PWzwXPwY&<Y`*C~e73UK->B2!7g+rcf;^+|)iY=rGqxhRO5zGPI<?j8e;gM!
zL06ihx3&JQCOV*{t_t*J2c`x>X;2!?e3pelR)Q5BVwL&3@71v+flep^7H=Q7GjqcG
z%a5OLJ3Nb|+Nw&r*>cbQxX0+o<p$cB?>d0HzLhe+N4Wo5>8j)-B|qCTBL^xy^{?`F
zE)2P#G1ezw;2^l#SLRS}*8!v0qSlEzCii!Z)h_UNwvfjer_9OAe`AFr@Azn@h#M3X
zk<I4QGswX`vbt~Cq<9pIU*{D0q1xBLqIWb@V@ta!yfQ*0X@<%kv&?bTydV#-n5cNN
zlG`+dMsh>xUmH}gt;9B3Pg9oE!|B^RQqOEk->|(7?Kd9Kxr@8z0&M?)Ok}kxwg$PP
zkRz%__X)5|mhrx_ks@;8dDYMkcQxV<KO+R8C?Y=lP=Pt@{O1++0Un8H$@^Dht?T+c
z`dDvn2flwCx`?4Pk2=~p*Iu|)Ij~5Jcj`5KgR@8NWa2|rT(|ZN**dhi9jjt%OYJG*
z&6+!e%z@gex-Eq%aw=F*ieCgS8+jM5VXs~ucjZ8dTI_2L7Xjp5O`I|==M9pW7z)D7
z-#~TOr&G{57;sH^%T8a*kw}>qtH+?PS>5f0i=fe4ksD56Y?~hBdNl0?K^CblMdgTZ
zm&9M7!2d1If`7;9^-MHM<~yFnzuG<ikZCN!gSXmVz7I3{oE?lc7B^}rb94G=pV$Fb
zxLxsG<b4|$!qX?lKnR-3E_Rq6aWo2`t}bg{@E`?5RdvQn0Au=A{=U{t^?txzMB<x;
zKdMN974~GAky(9uU%0{8E%nsu^rM~l1-Bm%;qN`pem!@?iCi9K3tIul_IeB?3#GWM
z4~dXfuARZG<mdq{avf<0%8A~`0(&^Dc4?rb7*0|`dn`9;`w||UE<f35qb-l(GO<~i
zz95BK*{H8Izpb4=zz1>x266n<3;9vcK<-YeAQ9wcU431pIq%-2-vDz>QJ3jhGe279
zWRAZ0WPAhX^o2=hfA4$`XgcddZ;Agf;il2^Zg3OZn4L5L5&=4ftO@`CKlh1iE)RZy
zF4UQSR|YtLpOdz?9AN=rmKKi|WC&UZ6D(qWx)%&Mt(G0pESLy-m-F=>AT*%&{Y!D=
zw=3aCSU@^UiwCqFe_7)U^aZ+D4;lt+_hJBbMFVNs2e_J7etOgXy6kixb6u7YI)XQV
zxf})96PUwgH*stLGj9_|7DH7QD!cil8lc<*niie&yE1|lEqB2Q;FRe3&QFyuZU#{R
z_$A`h%kwP2O@}sW2H;HZB4#n)p%^yUuf<B)Wk4$K67;lXf1dgO;%=^@^Z{_&y;<lY
zACRIxWm|?yZcp+0CNx_l44$S*AhLg*A|29O8iyurfBggW;^){DdzsOV3QaHC<ju6M
zzEkP8$AO_C%k%0kp3GF}P(iAq_hcW*r)VPOkEQf;b?|8leswebQ{G!3CTC*aNqR*z
z=9@)k_v*K_rr2l*uQdJ0Io&Qt7AZ>&AivXeMW$y(7H?Z{n7QBi?qij*pZi<;mg{(%
z3@hNy)xb0Xwn3(ng9zWL@;X5O4LEJ{0C&48iVuSgJ>CRn(HNiv&x!`-6qfAS@pd}(
zdCozO<qwcY&||E1D6-xh^BjKT2WSa!SDC@kroaFxXhcJi<Uc@VW<}-DdReajz4hN7
z5Dn2T+3VZouZ8$<9kaJ;^&8~rZXItRoY6RK)b)3|zSfnQ5M_94O6J*!8>D`W*~bp{
z0cpp8<fk$KsexZZg?Pb)oDIP@Z(s>+|IXTv`={m=jyzk2I(EiC_D%W1dSKt#^n=C~
zfdwCPw7o3DV^0T*4j^?caCqiBt-<=VsFnl=+iwIP?qjzi8Z9LxCHw@jrKOl-rpzF6
zkc0i~8IIj?mobXH+f;keWMXC1;-iR>VP}i|OK$Zc0!?V1R#+R87>f8b;%L{cok*Hb
z#hOj`1>=&}*-7@!@_tl+<SInztf!;e?*#7mt(TWJ=;7N_z{Pu_LF`nHPVVqBYO1H8
z=Ewj1$m^|}tOROM(iD}Shl1%P%tPW%TH7s>G?K*Hz6Cmc2@rO2wOig1<1JaL$gl!Z
zWzVAmulVXNMg%xzU+7MFBJjHD(@o{;Ud=&trQM_zK@Wa_s2X)VSEP01$10=t%AV9&
z$6CI{)d^L1@agDT5FWAc&l@Y*<>5)hY3j@p8hT7cP>>wz+GT+DUz)difDT#VG1sXi
zyYJ0HW6evlWRMw_=N80+WRLfRQ||1YS^GVw23L=*ILKY+Si_}VT8#lMqVT&i%!WIf
zX(o<#2y&D4^cKnO_VH#zj)mDmQ1{Kv$sK1zqlIdB_jn*i>nzb9l|Yh#hk#)w%^ZAT
zB@?|&<R8x?KeosG%#fO!*5ZrQai8$G30m2lnMRoO`mABGVV|`&C*#YAz$}Y|+Ld4y
zq-duGxle<RGS%7B6q0WrI~e-eYRo=8K2Ux-Mcux$vnwp+>6!N>eW$BIi?~*70bDy2
zc!fRk0)ORA^X)HA+M9Z3tk-W$v(YN`0iw6fj$l4)pZ=bXX2FQ5FNnP=qRJ!?D^?!N
zJp~ljqa{aIPujV7qi;1F`4!<*&^Z2}n;#<ZL77lRTX`I>9K-B{;cZ6cH~F&|t6tMC
zY(511%DQxG%d#NHgpegZ+AWO0h-cIhk<)|cxT!aALV9goPNLYVj`#@BvvR1EG6>`e
z(UwF>u7=wu8G|7=xt+J<a@S1)+$OJdrp0+xLqCts6I|orAWt0rgl{(4P!<55-fJ|;
zWJV@rP_D%ir0Bg^m9h@mGHHe_F;n<ho}IJ;6mFACX(nBsZvEJ#=9ntTb~8E3J5uHr
z=?x#JhoLCv<u7-yw7=)4VcA+lX5lOmscm$sOAxG!viOB%AQqZFHdZVFyJ^)T3Gauq
z`NB|eQAa+*Jr}cA+a6f0K8p`g)^sn;ZXzdlRHpi>)rE)qxK4YTOptb+jFMgDO?7$|
zlefM*-!1rVN*aJOp>G4UO*XEX$q*gmIq}p+!mEPdlm4@d+|1b~MUdCd$awKUqb!O9
z5NexPMeZj&q4Hkzq95<n$0;9vn0B-|ClP_qr6m8`@#}Y6$?vz8|NoRD8bw#uJCgx!
z2BGe$MQ~*b-@*{<OrhY!q1oEx>LNuI42w6<)nP?a{LaK`_2s8nTGmhjkn;qnJ~b?F
z3`4u1@nnUz3Xq_zo;5Ar2xr8?PwetqByH4`GF{qXe2fz0?Tb8j>R|4S!w7$6CZal-
zUBa~RoS>}Rm1-8}y$)edzt%wQdTn8??f{G2_IkY=JOb-dK8sM6+4Fo>%p;y%Jq^gA
zwSDzm8MkmLC~Mjr8EYEoy}TPYu41-=J<_k**DGa*yxrK)%~Rsjuxe6WPmrK`v?*12
z=vwtmV6m8P8cpo$n!mkp3pu$*wZhprAC~1D59`&$&qo*Zq)~^J@?=l(GLb*Ks!*Q7
z;JGQ?CBIx2g<(LcnKDY8rt9)?_2v=CUznVfNubw(gxr<kt8-@8W;^%BF6zF!H5J3h
zj-43qucS1r5R-fw$Ti;DvsF|tW|N~~sfOl({1EVNQUddx=)AUouZGN)DwY;;3&AT0
zM>vHPf3CTsh<<83V^`=`T@E)lxz=N;>7jafbn@fo5l``g7~#+jS*w~b$Js0!mbU?&
zOBmgm&3c)Pl@?fim}w_3&kb_-^<J?cifb@56@Z=GI_698dl<w%4*8a`2)40nNbj@k
z;qnTn88)#kbC5_$_e41xccO>~s44^k!$)6HdL<|MJrgfg?xwEy4hs@>NDH6CW)$Ey
z&0_ThL7udprQMo@z*l98i<NQIA(yZ2wllcxtn+tEYU00}4S0eKpQ@osr94kf(%`Y-
z{}5L$#>`JSWIq!>2d@;#vz^wi`Vbz|3Fuz(Ju$nFK&MHYR>p3zMNo!rT6WJ67dr=^
zttOkLFZ)OB%i4nnqErvoE9Y`iZEBzsX)D7IBb8fKjA~2rkn01I(9EhKAD5NLhybmC
z6FurUUeFz@S8CKa<I+y)=tC!8*QLU|8fBlXTK(4?7-k(4(b>vH@{0$^$cx)A;74Ge
zu5qPsFRMbAtSnN?Ds=qv`Mj)dQ-tp|I%CQ@HUW{uX$E(bf;bsLhZ*Pi{5ktQn<R9E
zc5jeMheZ-;5V5aKP1M~=9_AiD;r-XCsWmt5a!?!|GLPuS+s8t~F}O|keG#-@4{7zK
zd^3Uc!@~emB%%~<<Ll}!^lX0bU_h=z@)3#83StwW^c7yA2k*qvx3~9QOJ?EJn~@Cm
zi#d>u%H$gLM7XybP29{75V1JV=~k$bdQ4}Xf?-7`uEZ;Mq^vo#d`aTuO4m)8+})E0
za$3JIub4-Yw@0ri)xB^SmVHsSUhTaq)-7mK6O9pcIMa_l8k87)vrB(tL5=0E!mIxG
z33Wr<J*86W1;9Zyy#_gDey%9YBFWYf{Lb|)hW((lrt>VmEE01IEvnb7Q0=-^zHd=C
z-0yx2P&F<hj$<VeWS%yODWll}dp0-2aikKezG5iRJyvBt9}gd;e@dXeV^AU&moe{V
zaI!nq#13w$o)U@;RQRItWshYpB$dHG=KE=@(Qauh0$uhXgV9r6Nk3*#Pe3K$9y35m
zByDkFh>SvEZ*FK^qLTX$v6=aTT;u1t3}rZcEEf*7tLhq^d`l=Qi?}FRN%w$g60$7Q
zgBx;t72Gr?rC6qsFC`je_oaEbE~AbXe>$xRrHk-{QP!LY@pyRbD4u(ET1f`?ux~8{
zON(|f(^t-d)ulEuR!yJYo32Gi^d9!LF(d&j&yuBI&@k0loeu)^zHZchlu`^H!b>s|
zlSjoF%x!c-aKij_ocHzFYf6s~S|Yd?0{F{5`=qMCw8x3)mG3<MNI678iWe-h3B-3K
ze?3V4aktmD0MY}AKMTHf2Ul7#{>HmS(V*M}pyARL>6P38{Y@;wu$lO50G6ko9bdc!
zRs^w)%4;hAtRR<TKloe4pL!;$Kvf*-&LH}+3-towh@z(z4}7(iIRfQ(%^;ME(Lv-7
zZ#4-zVkqaIr|zpdN|Sylvt$vbKq^Y{P!yKY6aP$HIHkbSP@eiGyeq+dDe_e^))(*o
zyG?%>!ai)!SEg*q)V!@et{&j_wC1MII5pCeZAhLdJT9_D&t}j1*n+p7*jI@eJUH`z
zD;5MWyBL9v)wqekC@)yime+JK)H&3?10n#DXDK)=hR&X8T;f8Y`<q$BT->7PP*uR>
zjW4^rq=33?$sUna0p@phuux&i;w~UB9xBpudZcyPk_*5mm8Jn`5NIsB0$OtfKO+EO
zw2Pz4CzxaaXGCv)e#U{L7Bh%h9D{DMIQ<4_`rilr!=cl@U$Qk#ephqRxR1p{_r(o+
z>|=`HwUv~A?D^un+9fy)lj?<^PJ&bwl{dNoIY0743SSg-_`yZj|9(Z082~*TmEC_2
zN=a^V!`wuDg)I-7KOA@dinoF>=TU&y$~Fd8grFx~$OFJ5Qo^sTYtMC2=P7`PNU;1u
zLKEM@AVEWIwNV2lD2MDw_jQ(;4Dc}qL*Ml6wr-hxh+M(%#Cnq}!!Wvt*0~IbJ>KRn
zLzZ<6lcF`R-bFk}g?D+14&IXfE-gz4LM-h%b<M1Qo38IpX3EI>NO~J^BpAbW7V5d@
ziPR=+4a+=sjH4f4lPbq!K?&#8jK>gwH1QcxI4YA>=0uF-_d|t6AKrd7aK#{JA7;kw
z(&0y06LCZ&%{CFVH*+t%{1oOERFF2wf;thp1~UScQN4O{WiC~7=00O5JV;TFwmCn_
zqk+i3j`v+fgk-eLMPaaDpt|8Akn&9E3G#L6Y{B1dW<j|`l-)(#a55IBnWM6}ch#(?
z?7msFUGCPDmMSCS<@MZ_9V#J^==4<SE^QtT1y)Kk{U{|i?<-phnF|8_eZNb`PewLz
z)DTa~T+U~!PHKfXWSbhxdYf5<0PjV5VZHQjd{YPeyg)ZS^TV;y<bu568NDGgnfYeh
zwg#p*#S!TZ6j-mNgtH0a?yFTC47hNwUvoY_o6H@*Yt<m?;6OM>7RDi83qu&r1#-;q
z%3WpUAE0NAVl=RbpvBb%^8o2wZ_@g^7v|ynG&w}@Qm##LitJ#)+!2pA&enCwkE$Kk
zXne0(RFJwqN>v)SE(f!JsBzL2H;A(+lvQhyr_CbeK%It^9lKEaI0mw7Jl{IG8?b&w
zSCc&R)s~2nO+;owiq|vaoN7ZWxh%MjzSpIF7swXcE}oru6EjeGxitp}BQx_K3ky%h
z=9}fJdRn;%bYMzUX>Q46zVb`24<@^nAoN&~Fm_ZKq${7j6?(qg-oChNemFZo-y+eZ
zqB^Vw8cvoQV{1G&sfQHLtuYH{U->A#h1#sQR<dFYuYc2Ks1g^jbc{b$8kPu_qeU!V
zGVaRs&OnN4<{SF?iR+HLOlzt_$0#BeSYude9?J*gj{#bYe=`C7KkG<W5CmR){2_!I
zTWR0z0Pens0JViX5GT#@P%++oW2YxT3f_iu;9#JppMJ{4)84TFSwKB7O8jCIXIO?N
zKziJhexQlF3&Y$1{?KfFqoUCwZaEUy4>r|wA4B01+_Fi|j=}v2w$jh)mQj>x&om$e
z9k!sgnz4Zw(?d9#99T7!$`>4qSkMtRjf<<m`zEGLagJjU<U9TAw?GQ}FZavdqj09c
z+Av4v1Y7}pyl-TYY`+1~e!aC>42gq1&Jc822~C6v5r8f|1i)tiqx4^2(?pjH@H<NY
zMlSsl-`UUB0u_HE(BhHQm)L*--}(l?uN^sZ{D=360Ug5sgT5(c2TN`I+7&He&5E{~
zAN}n7&&RD4j}~T;ivQo%9@F0_!*~9}zPSUe^Gu$9=yTG96!|+J*_DmwPevg|xV5$p
zI4Z+Qq~{N&>%!6w78#&@mPm~Y((fbqg@r)g%CAxK-?^P}so$Kleipl&g>oTXB7cBL
zmr$jzpoNP&MwQyifp@t+%w2Dgr`b6!^KAsOwZvO?(xF_3E+H)koZHY7igZ9H4GOTO
zLyzt`0W%bsox6OP2x52O-*K8yZT%V#a67Lr0<7dMXEegY7gvFq=>@o%@8i`0Ge>w^
zoWdH2$^2w62mH|%)4;rh0aWDXm)Gb3_J!#pEjcCtY)mNmGi@f!1ejbvtmMznGRsp0
zHt)ZB;LmUfV;*omYb%8=sryBXWnEVX`Fj8T8n4)Z(fvu?_Mdw|!t!tx2OulK^UHIA
z1@ouQmT9q5I5SoLqXD=X2L7+~@f8KuddpuP_`A`4{3q)7zc;vsK;LEmGPs|ngUB8H
zc;nrnmlZ2SVT3mlm1V%?o7`VuYR=<w%w*=9Oe_MbzU~FvGA6z*0yeDgVNl02=B50|
zY}x0Cs^{aNN&4HyZ&KaMkG1_s^Sm%(xIWaT8yJ(He~P+I07oC%>K(%m&;Zu-jvQka
zEu*U%9*0&)j1h>Feh+SBWL<ZV&gcpd`oCP@Y?{V!Wsp8<ath>AH5WLZW^Q~ksd_X_
z=?_Nd<m?y?A@XPE6ltoy^Q_r@wQC!~pU@{m2HmMcLF1E9IQ<7=i6(a9UcDvI2-W2Q
zb26W7Vm0mu^$FXG<%XKh+O)w}0gB+y0et9~X+N)g498TqA=ObA{#%8MS_abYCWUj;
zaiM`bjZIAv^tPaqge9D#vJ{UNQimEiNq}z2oPrr<=FnQ3>O7}RqjPfqy2<=dz!l=2
zS9elB<4xB0J#Rk6_g<m~Xs8QHge7^jN1aQYS!zS-Rq3rC(?v!JA-GmJ`1Z4EQZ&`>
z!a`d;OL3N&!d$b6Ew2hoa=*5HWn%!L=e{aFywS66GTlv2AE>cn{=CF_+=JZ4)IBaP
zfdglXygP`&pVNifph5&C@`ZVjMn^x@c-;IUUD87P)0n-()A-smz<FaA<^hIBG4YS*
zRSo9FzfA(toR?{^!lvI^V?4v9yLv9T5KNP6FB}RCJ!?U4tr&37w!t#lV;8D9I{=EN
zLYRQJ`dPbZA7%H2GHO2m)pER=G>buqaFocdqJ=>~hm?NW>k<!m%!%sKV7BOZu0smm
z9rtzq4b;X?%sS$3fV6Cfx*z5;vFf;<$uM!~!ugxzX%^|b3%-@tR%mFR;~6H0LR%fX
zVvzgFfaOQPz0hnd8=15t!!V&)^E!krDuRa9w$a@v)5`_R_!G~}@VCTQ##sTOJ)pgA
zF$ANzeC>z~txqWa#8YR>v^`ELZoNB};tV7{S)_r;_}%Vz%ZzLX+xJ-yjk*uSSKTRb
z(~>n&k0NvD?;tP*5Esd}cb%8$@|LV%pv~tbL0wd``-x^O%T5|3JF;W}j{;n7SM~`;
zrK~9A(8Cm@@c_qzCm*?e{R4h*p`*yj76+anOGqu#N(NulQItpJ#M%VUR3DPca@B#o
z+NrG+aRjWZIDL^B)cssVi_lJ$PUZEeX<J#sbqfd54pK7X?x7h+$G($*Ov$4QemUkx
z@~fnzCMHs3jwkV4Y$sYbdzq^46vPODcfhd?rfM?=z%DaYUwccY>aZKJG*30&xqx3$
zQ_V^8&Vk+(v>|XqmG$ip&|96O1~DOo)rw4pZKi37SFOrnE9m@E9pt|zBaEEyn$Y{O
zBjO^|!4ayJQp(^{YyfOsNFmZ{(G$BbHQ#AyhDe21Q@t`7!<NnB{jIeE)Lfng)JXQ8
zGMlz!cy>FLqr8VUc5@VX_FMXeu=cFF{KzI{EAWb(PUe>Ge<kib(-$wgcr*%Rn$x!}
zZ?T6fbvwmI2Hbr>LcQ(OdLj63&L<M=4Zh^<KUnwy8WN?x_FygH%kaZ#ed)5uZ$T0?
z$F&fdRtS!You-xD=OE`mpxt?=F_qGs*$L-5)gfPL<qohKgn9E;cvw`b!0G1zU^{tF
zvKFiP)uHKnF*<TZHmbxXP&(lAjHCl!MYT}xjMbXOY97QVxkFUb$GxKh3UR2JPP4u{
z0FlH?@M#;8lM>AXxU&kj_5AYQ&wZX#mLeV<{YY$7CXJSUZ{WB<Drm5kxV84M-N2GH
z|KdPj8o$bq@*n2R{iA%kzxNyEdJ8>tjcj@U{M!ACLBChNF5QdYaee$T9RNv-pd3>M
z^BJ&%dgv1u2FOwQ!K1RzrPyYbYDm677gTSF(J;@iS)Wh4|9d4qPXJgd*EAt4xwX6I
z6#s~iYbjEyRDN|lE9=^uM#WYCVtV=}YNfHg)!OG$akfu6rGeLVy=<pB(@uTFI~$wj
zdH#(LfvKS0Rs3r4GVReye`y@mn(@0V{4=c$TB<`=d|TSfzB5Tdet^ua0Akp|g1F<_
zM$>m_sNOijBJ=Dj+w1Pm?>6!*%&)w)1}W+e)|FXGrvPtX(Csa1x{YpT5{D5pb%zb3
ze%2JKj^{XcvA(JF7MR*|FOfzy)0*DK93zftn}=PAJG<q+tV#j<h00hJkJ(12Q3hf?
z^!}5p%(ictY|f^pXDkk-S|p@@fad1}zw0M|o^u@Y=~%&)@Hh~jc@Weer%H%k#Sx=y
z-AddP*t#ukWi)jJr3f3GoQShJ6g&fR-0d^DvCp-qZlP@A<D20O^(N(1X>0H_k-jCu
zs^vpTAE<^XwW}F;?WR-Inc6cMmmb733`<>|M!XDDC}%ENQ*1JgC1t|bZe>5vQ9*5}
z0B*9<^P_96wwbgV3fvo4sXEcIMjFg>PF~Xxw;v$u+VIZ`i9o6w%~s6uaKsL45T(Ja
z3Cu9s#^v^U&}nKnWmAt3)|Wky^$RYcx=^K=WTnB)lB=bHE0!jG%e|{GBbaKnL*$Gz
z?T2oe?b;3DH3`I2$h++`#-8V%(zf7auV|r)2AW(2-yyj^A*`c!iC8!5L-91EuZW1R
zyd-CcTJoH6H{&UFm|kE-Pt7QwAlCm+d)FD%WZR`fjUvTYiu7KkN$*9GCQ<|`5}G14
zRB54ikR}2O0#cOT3?LACF9H$}LYEe#DiC^r5cl!hZ+CWgcHeJjcJ{~ayua_~o=nc%
z?VNL!qJ*tDq5b*6y2gc5%@S^}9h0Mx+gL6%KD%%WG5y@B`AuCCx6F+UvLT6-EYJya
ze9|s^VmNo{-~MGjYPT=ujUP;v^NN*4zz#7$v^kr9fI6b0hFENe+?w*~*kSnYE+9;F
zWtpWRT$N2*vL>G-=MihB?1-S&i=xbk(p_CxNff$$|1=DcA4lW&-CTJ3-dvC-%}_o<
zz~5I^QCm#6b2>{aUvF!at|(6R5m?Ef^0>ZArU{5hToxr61<FSs^Tlgz#6Njkq{&)7
z3m3vhJ2=iQM7P(ViApxb)WRKHe)49vcn|h@DU+jwDwPE_OJD(ehOWHm*@S@rJ%+ID
zCP3QsVETG_x|0FFEO#}%q$H;Bsm2>Z)<m<Xt%6<3G@*>!%6w_YQ&Ma-5NEFe+E$}C
zOrK8U_WExNv=d_z7x|l}juvbosN#vE3PeLgw1ePYx{^M9J{9cH_TY5SGH-E|W~wn<
zi`22pEv$OIRYtv~qXwgr?44F>p-Y!3$WvFVY)P}4IJrj_B*yp)6e%nvYzmpQHq2!i
zYxUzX;lQy|;*SV6t>pH(7ilm>$SQX-UG4|@T)C8HWU~{yBa3fb{n#HJK7CB@5dMk+
zX1U%}>Z}5mx>R`dcGRcHs;KGRaf)A}!%}?Hs`ZV~-kzRZ#%7er&$@<M?cK#MY*JW2
z!@E07sb8)DSS0bwtiJE2v$j>PE2=pG*1BeOjx0x|y<-srr*SFiisyi}c<)y8Zr;i$
zqm$^0&W;JXd-oy9T0I)@J0R#%I<)GOiL8UZ^`S{!RJ$zf+J$^^9ewG$QF~!PvPa>Z
z3bkUKIF>6gD{PK__RL~M`=?;U{s1mr6j(f+zd$(wc2%t=>0jqNBV-E<N(=Id>izRx
zs(i13@!`Qh5{)YT2V8}SL%ibpFVII<T*XK`=`Yadk}`nCYv{gZmF5qqb9#kNOXH2#
zmxw~Y8=(Ndc>x)~pJ%T(V67w8Tkcr!wS!hQp{NPq()Rh&e*7XfW>iB5eDj8RLPf+g
zVpXPS>yx-HT!l`b6$@hDBwRYpM<_*IfVlOU8~xG9lbIm->WNl;+mD+5z7uoi!sP|G
z=Y}MPJqOpr#CWk)r8-sH=584)I#sGOI%~t+M&yB>$<7@GK}I!gQ=H>I!QwwO+p=Gz
zufFlxq<9tt-1RA|18m2qYzNLY``t*Q<tUUifuDm9Qy2e5XWE3y2GGh2<Ekm}IEM4@
z-<g(TO1i~Re>7I7Qd5|QtR;}FwFxSiZ?l6jS!Io)?`4rBzu1_T927QJ_dgS4XIKUf
zRhMr{j(lxF`*!6P*jOW!<_krK;P=j7zYM!OlYV|pG~lKlcr)DEER<YTYB)QvqMqCT
z<R`;33k(b(kYW?8v+t$pYkAMY)lq0(vAkn|bM(haRUhDn;lJ0rWBv=I(~KFbZH5t_
z$7_l#p$!8VzXw@XE-VCTwT#z~{$aH#|46Ij8Pv1xzW(!>d@A?cXE9fKf_Bt}Jk9V7
z`@+fbb<wD!754C)w9|yhH?k^2jTB7U)Ady3KN!8+1#g<%@|)eJLy{MPji1EBF?{Nc
z2|Y`5N#z!bqTDqJ8UyKta!l>TVM+;{iOJ?`xL~virX<Q;N^8>Gj)0S5!gDL@;Oeme
z$Jdy~yc_10t_BaLVlTCog4!BS0SwoiPg_VZpXqoddcv;xC0<jTSMSv_IrZ`A7Np!m
zPHOdZQL<xl9qShiRp`um{Ye<5<-uHPMO7`Ql4R0gO${qS>&Ho&NnIqch%Br+IChG(
zGT%xYW7P&Qs3(v(#Zp#-mIeVEaFA)1Oy78x%t`o|LnlhPkJCSI`xj_V@sZWlrpcpZ
zwrxCB`(z2qwV?jybzNzhVm-0kOK5?0Y_r1*XN~{v9Bu1`%W~sLZzcdze6X7A4Em8D
zD$W1BUxwcuSyVbkLZI47L`2K;pFUQ+@Ib{Rg&IhG;S8Zi)Q_#Nc6@*9Xnnk^lH-is
zz~9sL!?)V~bI!&KD9t_rbhsM<BHtVU<OCVYEJ)VH0_;e`O_^M3Z0lToQDvG_!1&I)
zew9hBz&w{j?6fhES8jAyeQc<|OujjvlaMKcSXA17=YaWG!aTknCfBG)u#)Y{d#ICe
z-?+9lR2(fTh4(#1K35?VZ6#T0)6_tWi`11C);5sX+#Pv4@X0}?%6s-h*lnE3iY`-k
z!=C$x8J=40hzo6=7suRbI%QZ>jVURJt{%S6zO`;J!te`O2xuA4*|3>UP9Mbaetz3@
zF3~)oY5`}jkV%BtqdBHWf>$1@ExS`fHVrpxw!}gm?$6JW+S@=-H?&Ec<@t%SFsI>)
zaw|^U8Jgp(h|GS*yN_p*AEbId5(%NjiXWT@4j##xI~}&hdPr=8WNGIfsxprN3}>87
znd8))?o=A}EJS3+$je^r=j`YYgD%W!cf&dNoMM3D(|&s@?hxCx&zssvKunWApRB<|
z`rIc`+9c&l)$$!?$EymDJit<;P!-BnVfeP10jdsW*Zf(S^AqphX+uiZ_GUh%^<zNW
z0)AcHEh{~Zro;XYvk-m7ElSW(N=mYMx;_!?xh09DT4A^3cN;W`P=Uv;mK<-hVmv<)
z;c8bi?Z|qbpL8x<`CYiMbs&|n=AG%h{^}se@`A`j&mt#EvQ36D=eX%cEuAeNSB>n)
zlUG0*%Z|0hEUATF+X_gBzYj0(|Dyf6S`HjxDtjsTRb_?xYv>9Ge({1Z)amB|?sDfe
zz}C(4+yp6bM9{B`L3B+s!cSgjG4rna9;nrR+_TJIJ*qHY>e(ZQ#oz@;^tE65qYcXY
zGM|H0Jv5+YAHw96999ORea=?%48EdM%}}>$TR1v5DaR$W%YtMvAFJ%34nBn%PwFgR
zk=PqXPDGBbX8mx?C%<G;pE$ZkTs<MoRo|fZBJVOp*YWQH7cxE~D-Zf;K$qQ#@pgbC
z_AZT2v0-F9D41ph_5KsU0saR{V}CXd7sdkO4D88Np)*g})}g41;Sg!y>f!2HI-!p}
z1H522J0|%qJ`|P$1>;9~yYZ=E3|9WY6TQd0H~|f(v9g|jvE0^3MdXGAaxOr~M1COl
zSTHXkfDS=JP<H`wGIWv&9v@OgCo{qV4JTV|S9E?Tgo@Ag|J3%Fuc`N%YWWFN$s8P3
zbbW#zt}>Nc%u;A5K3)(2Q_P^7E@p84rC6UM3P{(K->JO{|F-U}<&&jE2bBk=4Nv1i
z>#bDz7BJhcIo}ko+gUKKp6c&}dLBwKo@UK^vGsy`@c|-mcTyMEpNj%KpU=!{xRQHK
zLxHLrbsnqZp*8T5WQ**bdVYV$-D9`hm`a`f<s<?F@AkvfkHeP?&6ab|*GevgGzG8x
zB!J&7AQ}%-Tt(-_)Vn?x<~+QQczIlR5h;{zC{5hCidki=dLAM$j`K%XDI?8rQVu1M
zty8ft4N!h@J<azZ5cnAG)mcD8us)|3UYQp^jAp73<sH}Mc=DW?rPhtO%6zI-smwCS
zY)q=uX2BLpTqc=aQ}?FxBhaU<@^NQbsGJ&491xduQ&>)9JP?-9-Ome0XKQ}KtQ8}k
zaoa+@+8(}U9Z4Aplm;-heDV&-E{cD65{Fp!H<b;kiM!sbQ`-thk{F|uZ(6~;bjPJs
z$ZnkPL=wr_56p#M%w9rgs+IWrK(O7G0&FfD^BlIBin6b)a;k!9R)?R$4f~x?L;kds
z^DE9%rq@!ice+`)7V>tasXpdmw)e5^OZ^Zf=$t1I*VEthoe(x<ZpK7H4!?38PXeSL
zmn~_=%2I5-Ftx$HP;+$0>x`^OU8<3sA=NIpDo`M|-{?8dO<L)AkztDQH(2b*CL#p`
z>Bjx46(tCoH)DBN@R|}Cg@yq8NYzFjV%TU*eD$3v9NPRqemBmq=$iz$sX$G<57AtP
z<^<>0x@=2nQv3KtF~*E-Rlw*`C}U+24#faY2w{*acf%$~X2d)4T`-aIyUAam8!$DC
zmm6yPtZ~HD+rD(&i)f^W^w3)d(D`)v(?kRC8>cC}^#08_@3TG0icl&ilgel5l7d{w
zK=Re_yrO{oO##Pz!dAop+ksgtH6Tuh_t`dHYnKHsoWA8eEZbo|mEoUlJYbCQ+9>ug
z8{dRDfJ<YUet|f10X)eQ?T(@V-3^>Sa3EXEpP6O{Q2>{nzR@pGb>R|_I^2DA^qUC~
z;}}p}zq~{b%QeBYzYnIp9IA7t19eA^{xF6AY&G3iFs??RB-6hJsX%Y%8fU4F>uKH@
z&^!KFXA@umj>DEbXdK7$B<UMtE~n~0Bs^rP^bG3eW34#C`&d7~&*;Z9`XT@b{<~(k
z98V&M>Z|f~#YC`&*vtCe*H6O~@9!D43iy}6COQwC5#clHK2BG96XxH24-UP*-F|&D
zpg4BLKg}>+$5U}#OE~A0-l%#cfE8Q>^l(&YyoYx*_IiXJT)BryKO}S9$w}CTs`Lir
zR+YfAPFO;FxFBO|OjX>7D2ZMr%Fy%4?HOR-tcFtJl!ByoLJb?n9ljnx8hs&;ADk)F
z3=TMtVeg(7C)<j~N(s}g&n~AwCYi7u4r-ER%Lyn37WMOv>xy!G@vR(w#odqeJh>sw
zZY%_F37v}<b!JC(SeK6Z&k<}=?~Mqa^yBdLyT5<zyZmTuy*Da^wc;_?pp)dN?^Mms
zOU|x9-y@u$X_vX(aY-+ne&L(>Fl}3p+L~5RY^MvljgJP1%e>x%XaRP$%vscl{Zp_c
zCsK0=;(=~s379DTFLiGyLkCn2IH4WKtD^V_sNjkWE{)<EzHQ*J${MIOe~$b33pAYw
zi27E-qm~XHNQ$1HvLVA1{zakskM^xf{XbwC`k01v_j(53_co=GdvZ$AuDNf})^)Ur
z;*U2GdIvEwtPd?`ESs2DrvXsaIP4TnvKIrm+%~)T9;%n!H_?|!Em+%%+_Q?M?KP6P
zvZnb=)~1pYsMW!Hm#Cc1T}z@QFGbd^Z~4z;k}ui{xMp^hc~7=rMEi8z@7K0BH-$@{
zWSk<+KDhuU0BNdhcP~E>iKg--epU&)y>Mpqwp_rMonVkJ{>-}jB$t2s17iB<t-C#n
zt6f-WwuSYvb;jCEfRFOG>G6Oz#5_*ek7CeU+`J~u)+Q3c2aqVQJBA34x86}Y@|B2z
z$ORQY?Ie}mV4bWMah-SLOW2ULe)l{WTov>KGkSNzx`&l>@>#BNN1X&WyFP-;)`w-=
zI@*e^bzds^WWA)yq6b=p93dp-rcSKkQ<9}2I1+0{Jif;ZYhBvC3Bp@CnZsz~CBMcH
zanpg&?MC~$Bb74J=O3eeD!#e2&+-;|-hPyFrtnZncF)qSs;DErT}Hh~r_2&EH}VY5
zfp`_6nwSc9b0k_CcPvc)qWy3ck8w#x*5I_O0ILKn#Bfr`is5^Gc%cE42RHd)JjR+_
z9ZjLusVq2l)H2KHD3bD&N@U7z^j6_1X9;FxDpye$T|rIx-mapjSSy1rZKPegbFFIt
zJQt=EyRs4Q7G$*iBiQz#*^`vnNa7U@N`<VgtP>POX|U-<598Xq+w37yhr4g2)0J;*
z-gY)cY_+5Bu;j!M?3$&8>A`3-S0uAs`3B^5Cl=;=h$%QBiWiym)ct{Y8iF0yRqGvh
zu+<M%hG@5soK83B3vFcHJZ<U^@HAhfL-|}=x;DE6eWmW?&uRb26ewT4^xBHVPDf&G
zwW<+Vo-(M%xBFSy>bI_cS_aXFNAL8hd6h10n}fp@RfKUTCjeSavHUw7uLg5o4{%Hu
zrJ@<Q4!JTJ#c)r;*>WTo=2G7_CWxMfc#e*@``4y!^eBt&`$fCBe-x4It#QyjaO3ZK
zbbNf4yk^mHqTUDZ(Us_fmM_+C%;O5x1ZFBwp1Dn6;QXzUN4a|uKNr%MgmP>ab@E{<
ze=rR~y2q?!Mr3AsV;346&ZdzK4dSqjZv3r%tAa|);*uvGiea@o#%Im8IN;@2ya+3>
zf!`8j4XY*|?^84)eENnB42BXV54GD(x*v<uSindXDt^4+ZUxX~S~C$E%Q7Lx?+Y!h
zVS<2A;zXsWn?uZmzHb6DxDWC?Z0RAeIqp^UiVA9c(m=|WdT8Np*~!5(f^L>zi%){t
ztjC3S7y72p?Y?9<8ybHTm(G1>-=6;>H7q4^F^ui+jZb3lzrPA;Uf22L6PJ`0zj7M7
zk`MkzAh|yqPa1EnSdA(pjeD;nLGn_`oX%G%Y>>CjEOC;;=-z}+g%1Mt6WtsQ@z5q!
zRjwmI4(v;Gy{8H7R)cneE_YS#r{U@RB7iR4Z%K-Qj&9%<i}qWgI=}g|V-GN+wt}hQ
zqc21+&|&PrK+ZDIOLbM*-@^bTuKzg8|F2p9CWe1S<KM2R|1uic|GJ_If%TQWT)Bb2
z!K9B1#N8Ue365R~9qRy!0YSf^7l++!N1^~1k%j<_6WSvIN(8^9O_D>S*)X44Z~mr3
zmf)4}v?~A0(>$6_<0M0`<E$`VTk=t+&_8U}6>)`m0Y_|D(_Elu@;+o3kFB7yBEwAO
z_^~YHCP7Jh9RxUeuSgO!0~i+|6a16SOkj0{M!KJ`1C(p{a(h+r4A#LYe$SvD@oL-a
zdfJ0h&jDH9HhZn9N6*}wdq^7}D^tQmw5>EI^1M<<;;6XCz`#rMDl34bxRV3me+bil
zi=IU#|5nmR<^iAwZM@V_Xm=*Y^pfa1fG{mi#u_P;0fRw#r$=L8)4%5a6|2A2#{YCL
zkSsAm&+p;MramN?)c8RK?v{V!5c16hjYzDh;L=$BmL8OsEDuDy=$Zh|ypG})7Cx=I
zuab?D^E6`fsx7t_8-!t^{{kMoe)JLAZ$&YIb1kfj$scFeTuf$I)AdHZ1?mxl7_WN}
zVd-y+R!!A8C7KSzpO}44&eUCHdM?HF8As6>Sq{y)qC9AB7lAs;yl9^bb)YvSj=+k3
zc)acE<xsjUeX_%sHB~bl#V3cW_?pP?ii?n7(2b%-+0rVL0N+a1V8z}$omY(<$@t|z
zVD{(08!ui_`7*7&l1JjSNRK(1<Ecv>c9oDz`@-c(ep}reOXCWpU~mj|58RzwIJDH&
zNhW{kpx+Bg;@xc8<0`1Nuhh^+(l^+MKwQWdCX&6GGtEP`Sbj(XiU}udQFDrn_GNY~
z3)>$H#E}PrD=Fch=hPWByLFlF*G*FIm}bZ@Mo|zWZrm24IS-tE?@C|bm`^3uf|Yr1
z;b`ugF0#8yM>#?>)Dy}lTjuQ^#Ymb|wqVsK_3gttZ_;Y|gT&iigS*hLzVXuWpo2?=
z<(H8q=1cQD$A_AJ3<*x2QQ)zFsW+$HNn{t@=e}{=86c;#3#HFC+!pV0q3v`0o%xj4
z?qQ8TIHofu{xRaIgv^hT+bwb(Ma++9i*_fm>XSmSHVc;5wA_@(K3@3-S(<CP{E!Gh
zknNmUa-!(s(qHmViM2EmF;C}gs}SQ9N}atHgeP}eZ&I~G%?i8akO8K}Xdn`@6-zPA
zQi~NI77IqeC#r;t++6Mk{<v~8WmYFKSoWi-h4pmZ`*bldi==1>!@!zl41Xt}Pm<-(
z)y8%oRnXLcI_8OxiyC&}>2?EiDc5gl-Igu-EgX<f^7onsp}fF_I+Hp`JaOXWcQEX(
zP30gKUyCS=5sv={v!?&Hf*c?y|9|#d89ya~$+abV9}3%^lV+2a;)PM#wzf{4x2uZs
zx&D9zWPrczmUai`eEQ2EK=;-4GVe$S-X5Re9I&4T8&_7{#LlwD(t4FeprO~W7S4xV
zffZ$qxm(G|@+EJgt!Tdee5wx#fd)+Tw9E2-@i@%_ee@ogwR7si=o9-1$O2H#dS%-2
zwc~zl*IY@Gj}j67#(b4!OlHvl-!4O(46(ou>`p$F_5MJ@L{~0zu;q@`+QUg-fdQlV
znXktj6^<tv+c9FE^sfYVvd$ub#!6J4HP+P&oumWtciCvUdLph(1ddP=OR?61Ddd5j
zl=JNL*HoFpYb74RkF!~XtELWCIH7SS^x@mPdLY8~5NrZk*FgvMaRad*1rG!oq{2CG
zdHIbL!B6^w%M_uPC2&|t=b>(eF17RR-fdg9ZRS_ksDchv*)(@g3PNeK3!EmL%oXXp
ztaSo~bRs=P7u~(ANcO?KS;)-th0&V{#i<8^X${CRYMQILL^8TFJHSkL*{w$%4K8}+
zb7nc_XHO5aXup>qMg+?nyHi;KO%`jt);A5Ko=~P1sy$lbJY=hAca}&|8ScqGx%K?1
z$FTES?la~gf{T(d-+U@d4E!ZqZ!;2Z<DF2UUY#*~W2o?|3R2>Tvw3H6@~{n&Ahq;!
z^o8hUk!+wG_!ZFptvGwJilNQ%tib-bKM^Ea#rDUrp!58Pmvn<>oi^f{Ax%Iwc`f(0
zfS=dP<K-;2xFDSscQ$B%Nkw^k5wm>YLePQ?=*mEek;QuQYVys6MRTa{>0HjYS}T{V
z5qA6Vrzh;Tia<u{Ij-n}2oXamN(4hsbml$R@1%duRe5L$`)(Q)q}v=Uh)#~IhlOhw
z-+BpVAP$fG1qx<7eWZ{ALD>WPqJNI1{dX#&|KGng1Gw!+A^ez;^%M>=z6XMND{lP=
zpnT5Vh7~56j+SKMaN~Sjw>9^;NDyBqMiRRz2<^`!pYAnu%4oLRpEwqlx_gJ8*_DN$
zFMtAov1aLa%ehMK`0895SpHzF)8K2i@d#U0zKmV7WQz{Eo<$X|AM<fd=e3WIpYd`G
z{U)>;xUZz$!viLqG8peE^UW8vw!8TLEMXY+wCefbG+MaX;7g9yK*ZS!$xD+s0^aZ(
zJ{Sq3Odp6NPQ791z*=GGmfkv8uw~1fv7>82;}=M4%r?^U;FyI+TDS{b{9J4){utnL
zv8j%KJgOpG>^?c$b9*Sp)AKG}xqeN?nn+46wB9DR_pXA%;1@J!iO}rlZ^0GwrTOG+
zR~=22Sui8H8D0U?sq@7Xf_^MvCoF<7?O5$nfbZz#1>cfCe5~fXQj+A=)TW{7d>p_}
zG`NaY^G;V52-{AnnR+XpQ*s)VHo9RVMHOu-(+oJftf6c*zCLqsm<tU|2PY4;-30*j
zP09?}$uDk(aOCbVPHm6PwKale*$KU{CdzS`l3pw37MNrnO?`XnL>xJX-cN^;wZ4Eg
z8Ul0(Pjx7LkjuCvR)VJ?i9UT@?>&Tl`Qkg-Nj-?4D8KRt#ZCS3T@m}*Pw@<Hc|p7J
T1YX-v^#HPeXX~f(YxbW2eoo`s

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-57-GPT Decoder Process.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-57-GPT Decoder Process.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..a21ac9731d1036198cad535b8baf1835ebc0ffd4
GIT binary patch
literal 25071
zcmeFZbzGH8w*b895|ESz=|-g_w}^m%h=5WXL`q6Py4ffKf^;fMgLFx^bST~3EwD*9
zu-SYM)=}Sc&OP_u_x--_kBh&@hZ*KsGi%M7nU!-oaykP#uOKTg3qnBwflz>dpwn@X
zGzc3L6AKdq8w(2y2L~JX94Y=eJiK$1#3Y2Iv{dwTv{W=S49vW242;}NG&JnO9Nd>K
z3kV3%vx!Jty&}%bFL31y2nr4k&N;ku6!`cQS1!_Ayz<}vIeiZz!bT-R`GAJP2m;<{
zL@1|CAbMb&7${$UK;M2)P|?saFtM<4aPfc!CFen?C}?P?=x7)i=;%Oe58&@0bRrDm
zi<hM^NmTT)7;Q+eJPAv}X1ZQjPo~-nW9B!oeTsuieu09LiiMSpor6<AP)PWyh^X`p
z8CkiT@(OBq@2P8OYH1r989y{JH8Z!fcW`uac5(H7=Hu)4+&>^ZA~GsE=H;u{<doF3
zx9J&~S?`L9OG?YiD=Hfro0?l%+uA$&`UeJwhDS!nX6NP?7MGS+R@b(7cK7xVKEn@>
z&hSD3p?yUQ`2Q<nzu`p$;Dw5gj)snPh8GH|6Y!uBp<`UUj7cn|f~9Xm!g%EgHtF@S
zq{4a}CVo{InSpIDE;+NnEX(#8YF{w>XNW!hA7S<bu|Mz{1D!)d0VWTP2m}UwZgmJ!
zyo_?KovlP2IZ${CN+^eJ6{@ToiV7~D*jO)WIf}~0A9)lBzF`SekmnScD|u!xxL_#K
zt{BbQdXN@^IB7fuc?5t<xS`9N^v9pnp$C$$PeGEGpwp-!pFD(-?hj5uwHO*K;LCP*
zKLrtPDAFGu`yr1>q2`*WpzaCq=aHOK&?gW6Zw={3j!Y2n`csfQt_a7WpM)}#^s#Cy
z(sLGo(o8=V4c`4scyho6KBiX!#!3O+dLs8nhrtS-`rT@6J%1n~_s0;sk*)pU<rc!@
z8I_Zew?N;4^q=3SgeSbT8`u%}F@BYkOv6(U`0*)d+MwtZR9HNHxb2OElR^#6>UQU`
zPGIZ{=}R>G;(v-s7X8SW^|#T3e|&1&zf0g6FLMg|3*0Tg6X~a~{~mYhKX4cNPVD~z
z_m+O>H{65%Gq|74;{Rdtg&+UFpA+bhh4r^nqW*nhDPepRW_W2V4_dps^bT6M_m%0%
zF8CP)<4fNQX1*))>T%XpdiK;=0`=i*Y6(|VA#wPmDw?l-NL8+3{KZ2mn16_NA398q
zyr-vp3JSH%Ke5$YRR7ajh}_KK%Mb7b#>Vrc;nzS$5hEH=YhWsU(VPQUOmCO$v<gP8
zWGri18!zX)<rdi)XMRng*VU(>ceRr>u23JBy86}o)3cU)M=Zq}+8rO8lMGNC=Rpa#
z?v`rH8P6&|uQUnRb6c-+Hh#L+j;CzKD$I-Nd@xVeHiocuTQQ0sZqN>d$v)n>;e>(k
zc?ef*x-tnbYjU-m_RA4iKLr)s{(NP;!r<fO`eoYnIJkZ;yj8h}Z=+gdc4eP}<;~Ws
z3H+cyL(0r5+7JcnKyoKZTEBaJ#TM(!{1gvMWe#VrcHQQ$Z#HP&o|({*w<dhHkHZ$S
z)#ArpcL$5C1{PEA8slSsd>r?H@%|dIKNT6n^Y`89luH!}ejxgwc%B)1&*_c+0d2af
z<Tajb)1jCxOO_%XS(-++sapqvN%8^O#SF;->>%JduOdSV`tLqb(l>zF$;&+j>BgLb
zq{x!Aj@S@B4%SDX>W;9}4~(SY$yU8GWKViXRb)Va_1qb%TflcY1?fNz?|FzJrAq7e
z+o4gKL#Lnxynm^-r1xIZ=bLkX!JQPD33_@-YU{p6hC9WL!G|@l%^HVPmimu{vhsBB
zda|`*RrAG(T`0ag(>vHuww(uNx()xtXiagg`BO!(M)z!ADFS2Wc{P68#Hft(@O78!
z$&asX-c#h225?^>E}tfJ#^gb3(awJ!ez@o%?WoV;^-5%2H;z;jHGussiVW$Uv*$bY
z&M5egpPUmC<n_w36Gy!hbafw-m4qF#!MgQ#r=S(agwZg<IsYmdQgy6re=`{<2>{94
z$aj(DWjh%HTZfoqr=Vdn<UK<OFdZykPTzZbXVuWN+G0<_SI_GFcX$AZq<=LF|J{1B
zgk)%&hWaTe@53o5F`(yXq|}bDTtuh{n<fXmU%_Qh_WG-b-2%FU4lKny9z<4c+$o4*
zT={6Ot|RAPs`bvQOG9ADhr~#>wh|e;DY2T0{%XSPDXot^6Vg`NA|zP}Dw;!*go9Q&
zJe$-ll`Ce38VsWQOp=j#Dw8TYCWwnv2`2<&pHB|zX61e^$h`lwlE;rcAEb=*vvflq
z>%mffE+o%5+G|jrg0N-NPeIb9HGssD4_EoU{8&tsEASNbj7jYjlr(-H5IBYr?7x@G
zY2(ORpbbQsr=XsVeCV_VlJwV-4nbGIJa`s+0N@12;kvDoQxNWNMP4iu8Jh&yGjr&k
zn8oyGVA_4?e<@u+D@rc!hF=#1AJLX<9dAGzLVhm1crx1if5iAknSVkI;h&iy=NO`^
zAqDqKHQRCaQyJi~+DLZ_UVQ?}yBz3YTCTar+1(3X;L3&$8v|1;W2)}ye+s&&3qe-#
zA)j*AetZrkRT^VYE)WHFki@@waH*ydPx!#=FQA<H>CiTzeq?$6PWGQw=B6OPU)J>{
zNv2a!yXY`<eX#CjZYLY^S}AycGvNq32mJgLv~#;;`e@&J6%wl~$`f<qmX3VN;lLd^
zt&J*G=|!~8cnS(q2$y4E71lsIP8VEut@A17-=>!JT8&2DYc6RDe>+9{go4?VwMf5W
zsF=fD%PsYT8F_-fC%-kb@r$4=Y%DN)tAYj|T^_AwC<SpkI$B?J_0V#Yc1iV7PVBv8
z-gWqpi{Z156<>z&Qj;YKEV2Q(npTW93=u;z0hv&u385BXS4&swa8chU-6R*qFm^bX
zLqRvQpgJ7cIu~T#Ez=*{arM)uSV|+8loGSZt6^U1pha0syH3X)i@aJK(LN<3<Ks(_
z^3{i8wdGyx<(kvU)rIa3dE?DlDb*TRq|<XJh$T|4R|P(Ki~_#0J5;HAL49a``}(SA
z^-xjH0ppJFQ^t6$HVoGtk#(7dR$UpF>E{TGta0anQ;<^s`NRT$8emaZBkeA+p?mKH
ziw?N@1(&=~+z=X&vI@y*q}D#H_K0dnsqR);JydyIxJs%K>-@UKwJXfcb!b><r`4c0
zMVhQgzUu0Pk>_)l8I=s@qNa9&stoORgVI>tfyX&lZYU~HTdQ|dOv+u#an)tIk{taI
z7fbavhD%rGTmrGF_r2m+2-k~p#<FM}beX#@LB*MrD-z~}q-&Ln(FqwVW7P-4V6*<%
zC63(r%aNS#$(STWX8M-!=-v>x(6Z-qS8Y!f(ss_7!HT5QA3eX$J*6zZf$?tMXT8}`
zl6g4KeuKQrf+AFRTAB3x;k2WW=f>VrTtn;ik7SCMK?L#=7y?Q}&lOmtDUlM5Slju0
z+g9mwr2T>kgj4smi+jiAY<cyc=fPhckTQwWeBR4Vpnxd8MR0^q@o{wpT)lp1QOIB8
z=18jJD3-<5m5<PvBgAiqT4a=@efnT|uC$ZJ7`3YQqp-NwZ9C-wcj-9~T$fLI#zocT
zLOgDG%|tqn^lPxY#Ywz@nMqQ)ZwPLB-RP9z5l^8#I(M%hLb=P@;fpnl(YmOs=U<XN
zNiAD+EZQ{Yv#>qRboG#EJez2B=tV%QoXq30qhbHzJEa#$R?CEAG;AQ+6P!__bt1g4
zHi9M0ee>t0iA_UX(mD==sh-)6y9lFR$!O==xELc&)JfA=xGFH@aLejJ;+u1C?CyIw
z&E-PnDhBMUVu~tjwRpmZ^eJy(8pwU*A1AFG+^o>25gMzGb%0U%q(?Dws8c6k*_s48
z3g~dVl94SHICn$JhTUuKC6@W5hhY>)e@Y6I8Z(R}rVPfSae51fwz_tuWtc@MT6LR1
zFUtBqn!JH)SL~0|XutHrk7HG4;F9Y5%PTkw{n_C|BO%W{sX%WiHm~pxFOspAWUZ4p
zC*z~ZMURbkX6q{2h`Yh@y|N^0R?2f61T^B!<JpIE4U0>J9f|HA5;8aRkyn@)GoNEW
z&TeIn4N=}!_IJNFWHZukY--ep9OsfJGN8B7L5cSxwZjOJW9E!z24Ttz1W2EIiv3B>
zbs<9IH3SZ^$-JEv(V5<+!=_Y!^C}`6@78e1G@&VyHbE_RXszLZh$4WZ&AE`$SfsnN
zKb9AV?v>6%z)-*fX@u@CI{-5H5ZF)LF4tT;I=cUTw^>Hvxfc&t7|@ARMP~hIhH8Il
z+E>%!81*+o$GwwRlyw2D8-Q*>`&~Tyvo{95HS$_a!hUmIltzEu0<{?+d1@Tq3;MHK
z^<E_X#|FKoLkfB#Kpc&;sM}wg{;0kb2FNN9`lHXvfB;9|6mrO>y>;SRqL>EHZd^?r
zO|fuwefQqW`*AgG%2bSMr`FzU#i0A+cf%kX>b=!A1y-O(CLs;k^0RS55X;+>DNsJO
zh|UV?ZXU0zdn+8^S#H?Y36{VX0$Xo81xegZ030SxfEM)L=M+RGK%QoifN3U-Dc9V@
zFaF_DG>1av)jJhfE1bxXB(0TFRfskYcGSo4b|xzqntkS@0Wd7u*$L?#>x4w-gZG|-
za7_H5D`M%;nd`vDPlcIADUO#~e5dtXO!U-UOY#*qPA$q8WRfY&LxJ%${mihf1H!N}
z<(=vzsyF8)Ym2+#isB-Gq(3Qk3PQbrFa>0sqQ-<h+WtD&MQBS9n%X6I$=(;$;q4yc
z;nE8?cP5I+Z#_jhB7&sI6;oBazEnTH<#-Bus6N^9aXEeV9`w&}wfli9U8;83v*JnZ
z?Yu>cm#ksvwk5?aU_rTSBkQ*!>a}Sy?ZYAbC&>cOqwOMZ948UNW_DX$0iOAW;wk70
zj`Uv%Q2CVriRKR{-6eXhC3{%I_gd|IV+G4E>b`H;0oOF^(w*<CE6RU_tI#vm7Jge>
zy5g1N%rX*{Qx8BI!1q_A>wX}Ok@;$F3tKKv>pnHW(u$Ru2BAfv=S)Xi3)fYfXLM;9
zE98R)8+EQTn6bUA;&$m8l<)y0#4mKC=|2UX5iaD{9?VQ76k_7B`}nL<U)A<gb&x8P
zszu3{2I9{+tZ-@E>&+>NyE-x@Q;GI8>2}{UTWqEzGL7$ya{C*jd}AZ~FKm>aSi;#j
zlglWkSk8Qbq+~=zp#PS(EUpxqlYX=Lnyb>=+_yprjyXdcWfyM~c1Y16$<+P=-Z!?q
zHUOaNTU>M7WvSY`(`=);=&3V1f!uujKIW@g9{yXgW|0#*O5BoC;Y(^v+|UWil^;~>
z{F!y?_GrGdj%r-p6MH<(;+5o*i}r`H&R3dd$MZZaAnJYG`!y0d`6+xv7oVv4s$(&D
zj|60Yn`M!2jQsl~tLdSc))|&RH7<{rpEPoN^^k{m@i<jjC3v9FnO^RuksQQ-A=-2~
z+~q9~(-oRL<-}HnvLB4|b!~hD`EB7O?vvbsl}2SLx$#VJZ#jmgJ`<rB?TFfA8p@KH
z@t_klWGF9x^)~onyqTgHMb}-D6$#E|1WP<Epc^d#n#~hDqyV%*Yj*mGz-$_RzHVOj
zNu~lA&2-g0hHc{tvmNDpX}Ccz(;GxRltfh%&L`i$HCN%cA@;xk2B~gpCZS8yDAD@D
zG(Y(6H=Z%=(T?5}cn!%_?N^P`oEXC-IzIvu)(PHM(}H#Sme}Bb>=YNilX)Y4N{!k_
zLW8N~SNwiMo(l7=9^xV$tuT?4HS^G}6k+5lM!mXodl!90J8S+5lDKd03Vv*7RGH9+
zrJE3<Xr7Rd!!Hnz1`|Vc`y6u7Gy^AGlt^k)XQIYz`9pH;>G3>S*2XHu?=x2SM-N?m
zVkeMI6FBwS?Zn(Fpr~-oaST7`t(U!Km`|90@)(58tjh&q!LJ144SK5s>3F(iT&h~S
zt$f-31rwI3<e<}Eu%`Vf=xoc(>WNbrgL(_Z2^~>q;D5lgy>-6*vgs^a-r$B-Wh)}e
z8XwS=<A#wRAkd$;#$kSktkt9RW<7$}c<XM7(N1E4S1`xpYHSpxvg1yEQPPXWewFNz
z9|NabNgM;%a|pct#twk$3$Pf2V)xP9bVv5;^bUS8p!sqkvReMMIvdzq3BQ;+{H=Hr
ztIFKmUWS_*Q8+K$>1gcn1`OaZAGjXUXM^t)ghGPgatz>B@dMOSJ>Za7x!(u;nGD<z
zfjnP_2b>-?X~15{2=xJMF<yYp{TW}wDQJ(+3<}3iI8%l_F8~6rn<B7r0M;DbiR2e3
zzd|AcpDB?Dpr`8xF{dCee<WFj3^^L!Z_xREhIIEEBw#o{jR}Ah^V?TeD*tdy|2|0n
zg54RN&O!em(-3*gT(0oFZG!aVamClU;u)bPd9L#-&H}|K&{;fK-3i{99uk!et_p3q
zFbh4pP+W&VSBB+|aXk4K(0@ia!rw^1_A}wmreN})PQmYx=znDj+W>A%`rm<rf5t$4
zkyMjFSq*MIt8{DJB~~!?I*xc}!Hvwi;GidM2YJ*@Q)GPz{JEFz*JB0Ky8ZIn0uHdA
z=s@VYQfP1wv~!_`)|n&9#!lzMr|j8RChJps`Y&%FIA*!Boi`bJ>|ZfPNvGsyoqxY4
z0c`)ja!{+Y(7}9tEpx>Cqtw8I?pOBNeqa}VWd0ggzYO-R-?>zs+g&)>EQWEZ@n&J^
z8&ver_ZcHcPqZV|KtJ1^{)fgi=|8oa{e>+J>bH9-W?NDwi#_@2)4$Q<&-8n2t3ERx
zRz;_~uR@<s`d%-+DmZr^4Mvxr=B_-*D_cktt|{t~&JOitQEhV5s2HZ4%|B$1zkCXE
z9X<ug#76rDx2g8Z-1)0s2sB#b$s}2OwjWKYr<+cBylH&;j^J8%QW}gc06NRsQ>Mcg
zlQ||F=7uwq;~jW{??ARB$>oE<nWqrff9Q97W&asfj$#i<L%Zr8)xh2nN9YF{SZd)_
z=SgWUf@gHT33nO(e?i*_fw$FLy4$Qtb3C^#Ng9hz;=3?M-7@*Ef+s?z^OViSLutt?
z<}I<VL0LC<J$jEzdpN?S;RFdm4}_a&%@>xHVV3JHp6e60!%SdZrhVezw<{SkY2~|+
zm^h>v%~7=YP*N@#?~+xzAs3Q_kfLl7mYW=Muq6jqJq0yr%<CPI7jGf(!L!;1(b=O(
zZnDNupw=3woj$7tc1;|;pt=?9eke=;u*R9I$i0)=pp5#hnjRJfA4mG+3ZH_|l;P@m
z>}j7ue*s1CC!h=hB*F<zKi0t&5SGB+JM<cmBhnFEvAyClbLG{>bMmu2Irrz(u;Qq7
zLo=VvW6>;V*y)sdpMsd`0whaMK}RU5t4WzffM{4p4ecoboOd&TvICeDxwgwr@U*Rw
zm<h041<soA3&juh5G?nFfMdWy2{;D&k)#Q~4mg)K(~X&~_m$o+)hfSXY2MfS4K1yC
zmElHFmm@vsekOSK%Jx%RBuSb6Dd^Ug-+rz($FTqa%YU13b6{B$mX~67ex3VP5&P%E
z+ZI{9?usdJUlP_B584*Voj_l`tauqCb@I$vH^ucQ9;Ti8nXMn403Cu04cSBQ>|w4e
z*?3PZJ}Q<g5SH+QH_sX(H5{ftIH%j&R?X4}b@4cnaddc<cxFqdO3yMY9jkq1lRhO&
zhxd$q&0`JN{Rl<j))^D4PQp_-gQ+|&Z)u0Rrgz5BdP364R!Wwk#Kog~hmXX~-d+^0
zRP#L1Kx)7Dgn<<{1v+J?)%$r$@H7Z9nhb6*^#mvuOxrI0DkpG(e|3-OJ(RWnC)WM{
z^@b$Jw2h`+-Y=k;^N1oyPAw90O%AraB|O6!9g;R~I%Xt9{^9xjea(Hl$&iYy%GqOR
z^HnCpmwOvv*Zh<!LvUzrz)<*_j9ia4drFP@!!y?a3(r@F#}|#d*|w4p5sYL%8V7_8
z%*w1qd-_9Kgvx#yAZy^?s>FZPmD)QN9i9<NTC8%d0oVx9lcNJb92};J=jchzZ10co
zEWX;==OW+TFruLeRye_)t5U{aS8?`k9MXOxP3Qig@)YFIdJc>h+bWm<n>dMHZgRcZ
z7Ce6EimU{=RMp{9VOB{+u5eoL5g>DYIP)$rmX`&rjX_*`#8orp)Ox&!s<&qMcHnkR
zRQXRfN21CM9ny>FYw+m2SCN9Ng3Ed&xvc$=TiZba^u?=c><QKyPeMKt_8;{b$|XBy
zQT^e=%KT(CJHXAe#WNzH*7EKmZ9Qey5&aJjSC-znGs(~OKPCCSxT_+A@!dyCXD$g1
zkYun!ki!@d{<&)nen<s5f92!zgb4eg4Qu7uE1BCEq>&{?7#Gu$y+}$(RRTcT0L=ln
z6#q30yGp^Rk90iS7y||G>L2UxyxDW-CE!X*A&o89(N@sr@KTYN0r9Z#uz+~ZKF3wi
zW=G)?u1_}!MkrCN^p4l9$nE7y4#v#VAF|gn((kQXpMr|i9UOV%mx0Aa=AUu4!tPld
zUoD}Poa>lHlNPt6_Fj?Y>?B25PQbHfD=r&AaJaT^hzi!<+#O6}juISQf&St5Dpw{u
z1vT?+^WWGeb}x<f5)w|e?}kMjX*eYTj;=r4Ocxp%jklX7lLNR&9w+~`%k6(EYX3@b
zOF~4XHSsB^3Jd8CDe=SlsT5TMe%6xS1gwgC;iQqpk)Th#eF0(tAnTW2^RCNl9HVXB
z*4nTdu12%D?&nk|X`TBYaqz16BBwVDii`aP!6@!Br9G^5;aj(B?x=l~;14A%L|0d^
zcB8W84LsoP)ge#XW@kB>tc^&XG*{7jqoYiZo9fVP+P;k?r;Nk)+)2b|+@L}75V|?I
z+Y~SB@G3>H9@yH6Z&k*nz0FLTTy1xj8(oTsdbF46VEsJXGPgU;OjM>T)5bdCYGd!^
z0o7%xwywF*&=h7biS>wn&x>XkkTg|8G~%e;{xi_p+!0T~26$_0ndq{2n%*bKI6Ire
z4zK?q1naG-ojj`dqk~5aMykUJt@D}!gaoGQDr23{Or5bLMd#XWiZ%1ikZn|a83zj9
z;=>#VJc?M2lE|G7OlJX(#03+RSg!6pKL6D@>SINS1o?`;5spBOI(K|(z#eWI^8tyH
z6=t}%{H^PKs=e1RjNyt%1>xs)>wUmR^DtMm6BdGqgc3oA)5?&YT7x5%ZgD4oxi9v6
zC;?4blf?OTB<=u@q0WSCtv$K}L3Ic$Ly~-54;H$joO$_U_y#ew_5#+ShR!tx?>2F&
z-F#nJ3BqP1C#+5i|9zzwwBST;wwd))>?V2DeYq@vv%|h{_Fwp7QU2FEHK7o&jD`K7
zlfbbpC0L;eL=UygZSx%$Kvx8-ApP)L=I&DRiepdIZ>p;Hn4*|&$*_Q&tzz;zXTkIq
z!|zr#oGy25zF15`9@zDj6uU`4S|!C_GzpgyYmR8Mjy&^5pTByv<2szTJQX3ipHRe?
z&~}LA;pHP(qe_dfjQwP_L+&*qf^+F}uGlorRDz#+47sS~M_H~$+o5pDWiBuNKsWn*
zO9r}f$yaIJH7xRkWAPRjg7Vy@GFR29ZhPrjO&7PjST{*lDVu-j=Uaq(%+o$zbM+V)
z`uvXaVm$g}ygb@|zRnotV^DV*2PlvzY)d)pMVzDf_3nns+QL~q;x*K+n^Z@}v3QO%
z1?tS(@P3Cn(%M|u5<Vs^)xI?Yb_5Aw+Y`4CyZiI-9+1vFnuM9#<zwlF{Tkw>p{>TT
z&H+H88eM9+n&x&zUGq78nr@H42grD*o@)Q6eZzB(s_d1u5j+<;0uAey$7<dLp0J~#
zp*@j%M`)H*k6<jZ(8HL!sm(z(+dfgwmgZEf65Gew(Io6-14O9Y0_ZM(4dWqP4ygeC
zg9ksrV!rZV?sp!He*(DcS(Cm+1b{5s_b*ry&I`rmm{`{Ay=^cYXOW#iLepHEU7$^F
zYzYlVlY3gb#p7*xJ;5oalqVb~(TbjX$~yNWOQdCMbroga)kuelbFg|Q=MQ1deuMhu
z*!}JI|B)e^JR>;(_lrMXOhpD&e26K;Kb}cXGk1JXutqcHCJ&O!TtOM(zPf$0_E;XX
zv<RXGzqRHrr6@1w+T*pQcorifKNSFCKRYAXQxh>#Qw>OoZ-W+MXRC$h;SSxDYud6J
z?P@P%>6^=Z5l4NtiZ&Ug!7HkLxY`D|`~dUv03ko1<nZV(K>_E7OrD9rz2{^<@oWqq
z4#k-`laRo(n>Cm=b9%26mfwcPnW!18ZaNL9$QYP^k5C}%E_rGmJ;hRJ6ZM9o?I_Kj
zEG`*1B-Atja|)n0N|7SZJgv6~p9ya`!H|7Z*Kd`oN@On=sxx@L%sZ%VosGAjCU^cI
z&9)eDyun`E1wOgA+HmHS<>0@D_k+fizlJUR<4}b!5ez?tDv;i}^KJ7$S)M+xZ^@_K
zTYW3Q{iWuZZm6j23C;n2z(AXRs4bz5E_r%7#JtkD*=G#vsXZW`;=7c-a<H4tz2<D8
zV;4EsuwA>+;HV0%zDj1lXh}(;F|fKqsyeg;@F@^n18ff{v1hRsz{!ouF{}96<zgst
zIEOlDCe)(4T5uMhe7KdW*S9CB&{U~{!1H>C{LyfV23I0Lxvja7+&ZL}xlxIX%u3hW
z=<w)_(ByzycTjuf6@d^f)w5reoHTpmMmX8q4IX2FGzRkL`US>cjE-<WmeoO`rD?+L
z(z^9$^&K2>C)ZR<J|*r`cir_wBkLT4fI~`N_6h3Gj&s}ySCGY+@J`Op@*b*@zsu=!
z2ZRQ~ZAi`A6MFiNJb*oeojn=gEa2f1JCmE=0x>SSe#oa>vPFB!hq!Cg`=ii3BIQqQ
ze%m(|c;pUDTC3V%sOH+*Z4w=&-~;Ww!uw`(y9e|yY6)w)(ARk~B`X#*(tr>Y@^T3H
zy!jP`-hcpGf~dQw>#Z<L8WFB8D2eW%3o?Jk(i}>oJf}pj8{8tFs7XsVAs<DtFFAnX
zNbm28euNkkx4murye-~3Qb8>7184lgy?gMY#FGfs@@TFRaM1x}N;Gk9Nf+spRjpEb
z+|A-i*&_=NZ4}zxa2dxEOw&|{dd?GHmz;7>y!*LnC)Hzn)(0cW^4Mi-DxZzsEJR$R
z?sqrpVYtgWtR`t>$%*pFwk<vS$ZaU9t|^y%SEH!kl6cd_DoNg34u=zPNjo`6<+_8B
z14F7uV$D7ziV@00&v%0wsq2mgqX-*5WbD&o+GWcYuF6yS22VfAFSegdsPw=GS;6yL
z*&00=diPTM^LXP=UfcNF-n+K322EoLX{y0J)>C3-vZa!b#m=K5W(=2EOR6zL^1^(U
z>atCb;uA7oQ0IzFWD7tVF)75=g<ipGEojaA<OS_`V~m|YmmbvKImc|RzR8Z(hrz=@
zTKqkZ?0<heq82&i65ig%j33gDs_evBFxk4euQoCiMT)Z22X|_Yr+H)+A(y-Q;j=-7
zM+~+En!R}rlFvfA>`ss1Ym+TxfRPG3*ENdmeu;wZjq>!Ko!<FLYWUD0c&gau<Sanv
zv(y$(HxjiDu90zQ>Y9wa9?_wExKtMfHe*=uUj(eE@hjlnv1P!<s`n+J=UD0#6h91x
z<DP<M?<XzFor1)NcSv0TMYvlK;X~Ia)lTvO_>*K0bh+dU+%pw<6FA!?@}Mw4#BHdN
z?g%-4aj5eBQ#W}mW@W&#3XJ3r$Z`laK*2hw090{cQ^VaS<OBnQ3Qg$<LAvBGupfjI
z+>F-)03ZAWxMG98MO2)QdmH0pco*ZF`o%D-rZ*f|Of(whhu?;0Q%fC0*aW6Pec@$k
z(|W=$5GRj+os|&i4C`xWCSR-re+*tD;~QofJ1M~E%nsEK!Y_Os?$3k(hCBA#a5woD
z<)Y{jyLufV|B#X=&4{nPSRCR?q<V+5#Q@auNIZyMIpNVma1e$Fcz<RbFp~6txO@am
z))`6yh|KHkD_P*L?O)2xSsb5&BIIFR*<$f%$```D*R=B>&P-avBl2_E0|DJ4$gXz=
zWHoU|35oeP(lTu$)&xmQ8A?jZ3QK~=hDd#}TLywIfC$r+Wk`L$A2w(2|2ov|>M1B-
zeZf4QpbiU@NB4ZfL(G~>8m|$iy0uh&%e4A~meXJu=T=(O@GTcZP8yjCMf)zXAuK7Y
z2-I4qK6kBo>NqC#VS|CqO_`EcEEKHu9PY#cA{POleG?tywoHqET0=Yw&q1duMf4oG
z7IP3Sj<IzlK}`nQ3f0y8xIA~mxzxT-dj~^C&pm3FCQERHl2|Sm@IQDmRQ5@bo^)N3
z_n0}J(ZUU)D@0x8TXt>zB4yW<C>7|y_o5W@41s*Atj3*=`p6yZEj=OOAVCjRLZWfj
z3OAmdN}Y(tCClj=NGNJZOyKsa`qK98B6KQ(*Qw6_^Cd!z_bTHWvTqSy4%Z01gvpM!
zl7oARs~gE+;rjN~%%r57MShWBQ%|dd3-RWTN@0bs%wrXJNK@q#;OMYEuk*r1P<|tM
z;NAuMZO*3z*!8WsAh&(8-8WN0+eSm8f(Zv7v^TX{$Bj6jY7w=e1QY7_*SH;o2n<sR
zz8S`+z75M3leJBq50}V5-TxLvOe$D+i25yR7;uAzTBe`aoJ9@)SuI2k4&}#zk}PNg
zYUGcD=lcQl`x`JW4I?7K6epI@J*~X1@@{-+yYzO*(D0d^_7>4-uMFw?-@p02{JSye
zPhw^5^eFo!K~7t=1Ki-PLfx2A<a83A9a9Ti8MZC~rEQH|jm;^DvTot^G`&0%7!J!D
zR$Nv9QVsHO&O$KXuUrkmb>}Muf?a7>YlZ1<@!&E%V=$I*n%_#ub?jYrBx2Y6WZ8o`
zh1!&exxYG;r@=b~hRx|xYw=ZA_>2~@uSpT3yz#g^<t40lt1z62WOTgPxGd5%^66B0
ztG27w_>JcIGJlE;)q9|;w6#&~O54f}kLAvVcpe+`1m0-HCBUPX>2{5`_NSxp)(|zE
zJ_V(rCT3ih#ofe`e7SXv7S~MM{l?2rmXV=%qkLqg)<o~v$B880jBOcd@niQTYe=|r
zx%qLdT+{PvnQiiM`933JGwX*tRn;<@<&PdKtLT#F&c|Wh7@Y0f$}>{**Sc%K%8qA`
zQHg4bmKZ)onRMv`vG|P#DeRnbeJQ$<o#cXwH^~e|0<quY?Cs@QH`0j}Y|G|nj%e3E
z_U%xka0>K-ui5q3jpZcJtSHXi=%JdEa^F;u@_$NBvw`0)fb#B0_gNVBRLf|J`UFw3
zD$0HfXJ3X4ZX)O^NUbRLN3id|#nSNI!~?uzzX(9zdFMC2E7+^S*#p%4b?xlid6oXp
zbMzmp8O%paMWES!jY)p^E!4J?^3UT7e-@;)f7{le4{v}2*hIEpBjsyW_M<PJf<kaN
z><fc9d!YTKfMHMO@igT$9s15GXgPNQV7QQgEpFd&_6vQ2^l1<5Nroffb+f3z`gVPr
zP1ez1#pC7ULd}NmzD(Cp^DqL{OFTpcuACvus6=%zbak;`?REu85;MqF*P~l7GX-&(
z{KD9=k_~B?Ik}B?!?CAxLknrbM~&3;oE%mRUL3J^L+mVdKVd2-CKB?)oEj(Xq_=q!
zGR%b?RUso<f^QU2&wosNhqDnI(vm=cke<^cp@x?z>YLGoen40CJsDLCzjRe(UvTXe
zW=sHR7IAS_*QC*Pvyl07bl>W5e@WZD>&ygG$S5Bd*jAI1r?|JC$L+znvfAA_4g9DV
z$BFi2YvrT{UMOGGpRZx^{|3?KoAU^?mq(2x<~t7$N3PN1HJaf2<oL4HRbxC07Ja5N
zK&bs`vz^>7^zn^Ha*H~xjW_PW2x70bY<%))w~JMF!#{rtGC=^ML*h~h;F%2qq6|zB
z*MQ>Y*P`Gk9g1XB!#Mn4*Eni%DGFWNVY0nUo~d$@@l7bsE!O}g6vJci9M%bzJrsd%
zy`A!NA(s!Xgt%%zocA{HStxD_&3xvJJ#D9?9;LG<b<(4wNKcdYH>lU}Kg%;bK#S$}
zR^$5l<6j|Zi5n;0*iA8)uf!T<z-{vF5`u|H4y?NCB?1VKuVL%IEKth&cze2L=Sf)b
zo)*T(kWZ(e=k$BDy?_ixRM+xbu{5Dso7t`r&;0V{ORkHcs78;8&`bPVDufg(80qw5
zDj^rO;+{Xal#cElNJFo{{d7s=0NO-&M6hxSf@4q5%l%T)hQeaZY$@pQo{wRgk*j;O
z^=|04E;31Qz~GJ7%AdN-58P=*^$U&C--&-_WS3wLfKvtl&>s;1F8ZIqnbDsWbO~PN
ztyVVK$s5|TXcCOtrYX>vpwmT#xy^524l9*c2Q21^$E7BxpuR7i2o|A34rt=mjh=$e
zgIB}=8Eb|K8btqV(GuFAmg14erCy^V{`zqm1XR$5J`Xx}$jGfWOw?^_CrG2@%sDjX
z#MY~MDoem#pwofuhCc!H;7%q$Y^6q+g~DIl?-7J3@{!h?9+ZV+C)O3Wsa#yiOMmNO
zk=9qzDW*+KjTa)^(E_^*1eQL&HZv@;eTxt-wG;tQsdy53M1M);f!HN8v(Q~)l9OKL
ztbfTA`6U{H>-zUiW(4{@pP}9Tq2&=~h?NMx`Oq3xerN2Ssq9FY2Py8ZUO?)EMLb>s
z{Z7BSJoYKbo@%f6Ok+E9o-Xk+Lb<(;Z}+*HlsIGLKNp1L()F#Y$M>sTarTl8Q%Egl
zbG#z5+Df)ZNtvfFjyC(O!p*1eB60QH>`Rj^?@&{;&fHo?=f1V2k!$va_=}63Z!XS1
zN(zC8NJb99^XDuw1YWpNi#gWCV#Vq&hO=-kI_8Ue^x54{C-g3+IEN`A#InQcGQYl4
zbutehbU~oZzIY9>aIt@R%dt7|nh{xh`*Ke#XsUlXe60azG2}z|&B0gvpXF%+ic}hj
zrEq1ad~TrJC3t@~^1C{8_Wt+n8`#$1`IdQPh47BxM}!aq9PL)CF(4j<#ICiWpO=-I
z3D`Zp=`J-RpI-E?FF~`HIV#QT+KdwBe0VBd3R{4(&7K4(Fq1C1LKm-|$}=iGM5wP%
z=_V!N*mb*T9`EkLtUB16HRv9T1@v<Vz>}~yK*|A&MZ)I>Xb@Lo5&I-UvO*|Uvow10
zZE>-i79avq+jPwqd&8Zw)bA4yMJrjzm5~>Yd@Q)Ot4M9+<!uu(+&?ljjbH=PFmSY&
zPhbi2fZFg!LGjvv(S5wCcV)g1k&W1$@jKx=;LEpL)zS5<ma%f>tY`5bHtekpl?m}>
zbT8w~M?pGt7l_JMgHOz%@Y_JL193_B@hlh!r2Af21h)iXWyaaSc6K1EEW+gPa@+lv
zA5Oj2x`t)WQIADqlE#N%a7~YUOzuXpG0Ch(PMh+wu#MZ#=O~~DP{-!aGC8<(fJ_dx
zFHw%mXJx*xWwRBkNJbc4M#q%HC(c(fAN=gD28u(j8n!RTo9hudKb)g>=9{xz>gd9b
zzM9Od*fRU>uC2yur}i&kNxp#nrJEk@V3?7%PrpUk=YkyBBb!C!V(57i%CU+0^`W8%
zFy5T#7{IG*R{T`t0a2<-%;h3K{3@(X0#QQkA0z%YLSSS12?G*@nJHDIl{k(IYc@}R
zO_7XXgRXo`glz#DXBGkBZJgCRt90Z;CA5UMeUCpm!nFPGGhZ%y`LW)MfY8ciKUet&
zO}`S@0igDN_wgBl(Nve8xr;%QIvt1kZ!m-rF_rm@4&v@Jlrc%hW#u>X9THhxs3`X$
zJcbuf!*4rCPT>umg0>=oIM!^Q(wcd<W0`^C(ms2L*3fLqtNQ5Kfki2_<fXXxTY&VT
zny?w*!7v}7o%EA<^fhDfH!rK0%$c<)|63B;SM%R(#paZaItp<nlfW0wi<M0MG#Y8R
zyAV|ezK|H}H*e$8I6d%$pa<rAmH(y`rN6fO{k;4^k$_(VM}~(~6CGg+*ieZp+`u$u
z!|`HOuy;fUFPy!%y3b8F)!n(QD-h60omD!-;5FqpRIMljx3ZMvnH05fqBkoJ;tOoX
zG%_))P%dE=a09kcZ3E%}ZT5mMa8bXB760-sD%Ly1H9rOIpY6-V7UV;#j}n?L+#b=C
zxApXo{VM%khAjliwIBtCM18BtGdv;*ktMDUF3a^FWJBJcf~;(I*Dk0|Uf%!k!1HMh
z!I{bQ-<rqrkMh&Vnn$4Rx<k-Ulvv1T7R7md%BP_4Dj<b;<O<;lcHe{GzMs<b{>*It
zrS87deD2NFTKsJYlY!Q&2O$&XcqbM;oi5-Yn=E*~A`Gx2cHVm!2`va9+y^Z5ug)W{
z#sh(^SIzE|^yOS@jd&E`S-w=7nUQpteFi1K;eq|X@aQ+4^sN3rsF%I~0*Dv#*69z<
z0j8kqf@2yN^({pacL(#dDbexMuV-J>iwtdLpx3@-y1tSeVDMLoct7fQ@o|TbA@jBQ
zE<wF!>T3aRST;z?eEEuUMTnUd^Mg#{3kGf={`*jv?)aU8p^^%@EeGnM7-qXNxD1<{
z7;4F2w;EtEG5TSv|JjW4{r5Y-9<YGp@>9Ym5RCsV;qzasE$L?wA6XE}Vdem{B?8L&
z?`f7OTvVT%r)c}rFWt9LztbU_qHu*vc#b^9$#Ax9rZBS62I@c-+fk$DQqKhI)a|RL
zPBas;8E<|Ixp~*Uuam;bZX(>RukIQkEIs?&ptpBv1UlUd98I-=<2T8-5s3`wM>h0<
zSI7(j`Fa&d+0zF$*FD@qz&2+On9H~urTLL0(>TzcM*UL|RE8dw;H-%Br6xQ+;!->&
zk;4!9R7G>-5eEc59^>5v1oL|#NVIggN(N;D&{FwpOLm~|<Fme3PeGse)DsTK0qOl(
zHa!AM8J2QP`15Cb{NPzhSj@>eA^OjIDu4~}^Rv1Y{en|aU2-vyZM+w9gaO2c&WJ*N
z=ts2WPEd28Fj{a!(2a-C29H_3BZ^1ht(BCY2MoB4_08!2KnPq=4E+Iv%GcNA8!4Wi
zk)kTyIpO-?+nwSQ?Y<?wO*wY9oy@v|;y*eybbe9qDw+QFmVS|M-ww+aDLbpD!a?ub
zL`cmg2;K&~huzN=Dx1X@MJ{7H1?D_+GG>uK;qr|AQ^vfS5D=TPI)z#3i-wHwT(`ic
zl{f5OjqQigMaQzdIWhoY6a*0tn|813wEBbRQs6~NrYXy%ee)LUPsW{Ou=euSrGazd
zM{+VLpYM$iU!!kW|ATI|-_l*L);*uzUIx4@Bj$h)`+8n~jZFgae3-k0nfvpuSkEMk
zi6q(E&DJl6HB4MEPEs}0-=!9GB!%@X5GiJCBpC#VB)<$sYpINyikhR?{Iq~4uC4R&
z^`Xv|R5+L_I|J^g*S9sT`1)SSl$E8%hBfHU3-(8WCWSOqdmNu~^C0#I+c(D@jR)u?
zB%`G7!S;g-dIUczxMzkxJe1oKTE?A90iq0Fb(qET)Q0FPNgg4`EKKtrKFLRYrsdc~
z>(X@vhbcrMe^wWwI*5RnxY%W8`dUhiK(f5@{juj0lJZuIbuVwI4i+C9S_Rb@UdGSz
zxRz<y&z<ZXFLsqE3B!=nixew^E>bISH_i|;xCbb?0h)a7b4De>>{_yng!TH})*Z<S
zEmI5yeTV}$H~*9h3mftt?Hi+U%Vt+cr%So|7W*G9hs(1TKa~p;61#$`<w2P7wmx-4
z+vmLIcxy2kwILd4pFW73tV^y@ZK`u#u_ZwpQm&``R7U1b*68Fed#96bR*tA;T(v*5
zP-rV7YqQZcY(1$B^@_L8$jDj|Zc4~`C}&J;=Wq!`mtLl-y6Tl-5TjLkW-G|`P0#y!
zIACUHJ_P}1jHmSp)!>N6W!OQB2l)M%(FJV7$dsFR_H{o&uy*s}p8>~;+AmvE#!}Qp
zpT*EwBE`!RUYT6}@U$HHx6Y!95LM6d%$ucmGS(DfP=#CPwtR_dvt9Dx?;bmu3qQPy
zvqAj$vTm*4Pno0i1ZG4l_h}0HnP?yl86M*_3EhH1KQ~B$-F)S4^CjPU;=AeS&)!LZ
zN3D(cOV)VSkrTq(61)z0lsF6jym}1Wc=%EgxL9G3R7Fbahhy}QI50G$8_`0+GUoy>
zbu=;r%%{Rll3lu4;#$(vvuR%DY>o+ZzYE52v{x<AnFD+x5MW>Gv1_7-UvdTiT-abw
zuD5#ugicxlJFHaqdFV|2$}gq$;^Y??U3^Hgl8_TDalqE$jg|6qA+HZe*uPo_S04iJ
z(QIQO&)pCC>GvuHKqdaA|I0u3f7uo2|Gf<qmYV}z5t$=IP)I16z~-e(tAp1Tw@N4(
zEqh<AM@QW~n%UO%piFM#r9evqVgr7ce9-d+tH7{mcZ0HGdI>+j+1=DV{xT`JhEv{J
z&x$tfQo0DLm}#tZ{DM7MhdX!Q+fvv-W%CNydWhAcLUSK?+8(Oc5;0)9ndR&M$Ha3<
zm;55>W`Any{12wpFCtWOoSy;#dfL1`ERo7C=iXIKUVI>A_#`Bk|5F_i5bDR42%QlF
z(#FI9uT*&cY~9gLCGvWesG{m<^GVDc_yoO}5P=neFg@mLf*#?l(8Gb$wRzpwmsFw|
z2-R-w&awI50gg={a<q_NTF8xh0;g|}GGMoQ?*!-upFX4V$BQm`Nl{`kjlIC0m;A6z
zk9_Kig+!}^_a5jy2hLxT9xx2Zt!b%Zyhh240>mYF{cS5z_5vD{-+K82YCBR8u;4#k
zru-Fl$UB4_aA3y+wiK_ef7WE_j1#+m`A)#&3uX2I%0RdC+Cs6>1LM6V%uEY({(i)=
z#yVCHD&`~3AWr`c#19PTaVRB<{s9I4zC-bU4+V@&D3|j%O#hDDb?{-6n-s*?7{Z20
zHF<67jNyQ^BPD?bSgWRg=N;g>4PKjszimOU&3!>!t;M^=bt*sInRoM8A!;imj-kvy
zl92-`ejquxavx=2t3(3RVSs!>*~Ez@;Yc*<Itl0jm0x4+g__dsyplNyt>o~z#b_>F
zKgO$a)`oo%v)zcN`w7SACQd<usb%!ig&RNLY?6!nOQOHtXxQt2cG1c2f^XfQ3%*~f
ze+a%G)_^4bdkB$J(0vWPc8hm;!e5tP_t)jed9zfb_Fd_KC3A7rb47ITbI-yOI;vac
zVVmJ)l7cp7yP93==1ygsevyPUN3r{cT9=$%J0?pWO0hb~@!3RgYFN{~xzm&PI99zX
z->j1N1!gMua`6B+{fE2fXmRDj%9q~+mr%j`H3|y))hTkhb872JGnsqE!`fQ2E>Mn!
zsOdJ<lJ>tX>wlon+bPK!K%W5Da(r{NeU}9eeOpsG-s}XmMk#}683x#ro4$X4PBO0f
zc1lk~bJ-jile&>q4a=0;YVPi)!;0KcVN8o?rE|`x?rTL&{OQn8B@%B&N8^~yhz(uK
zO>bk5WY*A?52jBqWd%J&Jue6L%4ruTOjq<+mS|pwoFwX;1b)0F`Oxl-hfA~YW7@e5
z+jY68y_RexKAX&(MsZqgAd^Lz#UMLT>mY<w4(}@qGum)nok^W>dG5l3JB+Pe7evsP
z(;T&@{dh{+b9tHLm&TR`{R1pqgbLc~>4Q}Js)^E8K8H@c|I7{hz}&v1068~<DSk9B
zV2&NraMZb!mNr?MT8Nh|=FhWeDusLO_GCO@!G7!cSagzy=_;v`rNiR~=Xr{&=5#`7
zDyWqo1?=IA$(QyGtw4O6f!w^;!JZG-;p*Iy82yPA8UbsEmh)k60|supXG|<Fp>40q
zyfig7qvIbeAv~{Z+E;HvGxi`X-*|GT4Qq0=n{q2YD#2`iL*rP1{b6|5EHBS;l>19v
zb=Dw75DjcTc(6a+YwvErq`JtxSz;~)`sJ7MpBv*3vw9I?{f2Jp78|m9?^0y2-JV{T
z?YNsk_fkO1*H<asUtG_@Aq7H`nqq#?DgKD4JFFP38!Tj}Xac0moA<A(lUwMM4Yrk&
zd|)iRV_;dK5|4};s-OKp!E0a9BVVWFljzOU(gzaRU)9-I_KMoyxT2`|;<bgMQMsJ}
zzh#(F*pvD3TtLMT><-{v7%t8fq!_dksCr$VhfyKMGEP2o?K4GoE!FmBO4eHCBPSvm
zmfA#|akAnJ%dRU|K3;l%6tI%(PM9)w68bD!wk%vr@#bP+K11UL33!Sk%-A=|#adiL
z_+45C;}}jl4-Lcq7`RnHE9AO_p~m3i_7zi6zEQ>~OUYsG&zzc;6L;A`N5hO`(V27k
zL~v6bk68Bk_*pjZb9X;n!0;tx>hG(nF>DlyZJyBZb<0+43vFU6i7+G;kCIG&Z8$5z
zciTfGSM`Pv3L>XMgzxhU*9h6<o|bKuLFFKK3GxW;%U#<##_8yZ6f`pqf(nf-qMJDf
zu}a12Hs&Eb4a#Dfm$RD2<?nULGY4~(l=tOs3c4xDfA&Zoq-Cm~#~%hq87j_L^7P(P
z)rCy3G{q22NONcry+OREmtK`kvNvd*&%NGfuXLN*ICyHwO{{{cYx**YD_Q#topTy&
zI%r?Qc3$ya^bm#heJ!P(2gpr9N>$0E=+d`9ex=Rqa_>X=`#7u@h;R0hFtxvl=GoH7
zap!-#dbBZBXiWsE%IM?35!aW+#Igb*GK%oeZG0gg<BB%ls6mvaXa5=bP~KpGT#p7>
zhO6Z>%vDSe{L{zvWK4N^(`=2dE0W>9l-LFYvZ7fxC4&R5ej5if7n+9`C34azlGf4(
z?um%wr5!pZ_d%*SEN3s_<Sub;K3njWIP6{qSYBV#xwVOop|YT;-=MHGR+G)b?<M~;
z=LG$6?>5$ix9~dMZLE<;+)VGv>fBsdE28gcVGeWnP;ScDk6HWJcQVcmS+K|QTcTa_
zc9c>V^OsDGx4ZlLee8pP35b%5nPA;ZVrSN|W1a90Wt#|@m%0>Xt_Ot{nZ>#35XEe{
zRPmPq*E>G4;63TS4PU>9)dU$=qC2qg=i#+dnGI&qGztoPGqV-A`($IN^2v-Y<pUzl
zTUk6xr8iP(E=)lroUE1wso+=&VZ1>LpJR$97%!H`KWckIpkYRP$*uR{g&UHD+cKL)
z8TU2sbGAK@3F9>^bG}!<mZtY6AfjQjb8ebEoBw>74F>uG;bd@BW{R^bKAqX}1z`;h
zejh@?k7*+rD-xh=a#4v=z!Q3*U~AVpRf~1P_R0m*)^t*oPS&b9C55@8ty>|=<m65d
z$J^h8?)Wh9TXkI+d$&(dyB6)*b2q$w!)Fab?L6o7AoWRfsC(jWUnN%^>Z+4de^=iW
z^95r6<zo5gz8bV0NYw03*p^~sTk_@!&)ED1msLa<mHeAcv~}5}q)2z&ITl|JmGH)6
zQT)3j6i>@ut}j_mzL}xgyWB1K%$+S=D2n%ud;hr@-|bpY_s;P;?x7V5(!r)?v?a1u
zci?0Ty$^&j=)X=_Dj6lLmMm#GJMBUreyb~%c>l@bw^W*6q9?Nc;eAv5`#>nj)R$}J
zFcZ$MoBDFERQfP@0nhD=IqEJI6yePST@MGeqA@Vmm#ZIWO7m>CA&qZNK_8-qcgRLI
z>5>b8<acZ{Pv(l!idu`v*ikJ*H<yn_m@O{!3PALik8v`zdkHWQdE<av(pC4wcp3*h
z?XBpN%ctS$+H44<1wH&SASM6Yk`mk!pOiGZNmpz|R{~rT^{yAZybCBy^?_%85-uJR
zBvdd2LD7yBFy~@=Hz8r>M5qm16{TgGuzQ#TooP`9Zi*m_26P8-Y%B7d5g<hKw*Dh<
zCHMs0kM~n2BrJk{9uF|`n4bUwDlnBG-dV?{Kuh4Jt6y*g)U7|zGFzjfjh|hYkJ=||
z0V25m29dAr%3X)40Xy0UAmTHj6VL!Lubg?Ca*CA?5kp{@Asf6m!_-mhD_#C8c+s=#
zva{<t)_)L8{w(eO#~7X^%mdsyYV7e}lTYvqT~Z$J19yY{LD(}o=>5R<5-^Da+`+9(
zLxCaM^U%MW4Q*dPlXBNy09nevMYexHKun@>D5!A=xWwxxs{X<(z~lr;OBa2a3>llc
zAH>oJi1iC}VrUSRPuM8HdjABV!Ep-}T~uys>e_{N3p+-vkgmgfEpEaJZSY6ytP$Cj
zSKbK~+Ddb@F>&cQ1=ZpOX<LGi$=4pwj+%t;%%+XJY-5r{M)kR0B6sC|CG1OwSv<(S
zz-L2J>OL{!65y8EI;)nukI(J2|J$8`t{Ffg5b5^|@QRPG@Iz_-!8KW~ZwMXIb)@Ko
z+o?I12LhVQbX}*WuF3=zVkb%MR?frnUXwmh56kSxwRqJP8&UJgu4?}jbO-|+Xmza!
z_UU{ee$c1v1bGTt*N_RgtPI?w=0NfZTHWRJ5eVv9ZWsst0^QHp75x6u^ojXOp)C7B
z-K5n2H9Mo?{}JT>RSxm21Fl9Uulo!KHeb6b7T9K8wnS};v8AO&_Gny>4tI6IW>71q
zMGuTUX>dpSZq8>DwApS_^DzX!tiZ9ebuRsf%2Jn`rsJ!@eua4v(nVEI-P*U9Zn!L*
zBco=p325Fn@v|mB029OAaB?8L%rBBBTPLZfdxnO6t7XjQbb0tJ%a}|a71R-u1ZOoC
zrmmIdKDe99Yw`N7ip;~mb@zOC`}|wp8kck7$Bmw}gW#ePC3(wD1-~(s=b%02Cr@<G
zku=+(DxZ77tjccWAc9V}hr-K+JKZo;>d79XQyi;FHzyHuo>ja;)80Tr#%g)0XrITt
zRUy1jtQ}ES6)8>FaeG;!eDxZYfSS}?i~y)u-7`N&%QPC_4JsUEm3FtZ&xH-`$)@?-
z&3CeS>74J+dt{(0a0shZdXWd*8ql~vG&Zhi!@m*0!n?5oYEQ(;$P!i0Hp^KpSR?0m
zDJ{xdnMODA6f`yoT5ukc;e9!gxWf-b8S;?6dMhVxyScNVG3Hp>|At-x6ds_|@UlpD
zr`Uoq=9bkR7s~xa9QG7}FV~HJ@m>CjCHB8tkJWVwBL8H)S?!Ts^Xei~-@RoOx?5pS
zg+Xrgu=K`!AYCqUbtu*<^CTg?9wUE5zuXZ=+z7uBMElW&ZX`cZd+LJi*11PbmdqK<
zAqx8MO1J|p=Q=zZ3*76J6+p1(?n;0~*%%&uSn^_ijy?9SlCaq*slL}l3azh8#wP~}
ztL580^OldNq$P8ya2P|Y!?M{pKi;(^T)cmH0D)dk-C>$)JU1?T^Qey{F2|gVXYLNc
z3@VEE`ZYR?lcM>T#V78sUnGywD4A0jz0yjM)Zf1-HsIuntgxQR*aXkAY0WCu%o@a1
z4=Yt%-Wvb>WJB+|3lTm%ND^AtI(2k30DVxr(*!m4dmw_h82Hdj{Buie)HH%q(QVwM
zLVf~5(*bt*kmuw!OvIZ%ceTWSpJLx_uD~KpJ1r0Ds1n1*M7EWCPF1dOUR`-JEKKQ`
zrw#!NiKyBPt}RBHS)J3hJLYQAs2jfkM6QLkGG_=(CNQg@V(#lWQZ8kJp9>BZRG0J%
zPF`PDKDJDjb|0OhY~3QIvE?7D{eRX9G-}4BO2hYwZMlopUuBA&yP3?f?IR1jq7zU0
zwFVn8V5}V}lbX7vcik&<!Gr5&^XmnF+T$YRU3hYplzqq7?A0?Kw@2>XKks3F^4=|z
zpLr}|+%|7c_(h?cxA)}i^GPoAbL!i-KkE30?X9^shD&E__|Kgwd#10s@Q$bQ%d-p>
zuE3EnZf||Q8_`+wZ<d`*QrSMqEv3)XeC~k<vUdu*_Li^As?uBfI5Ic?ec#4sntcYI
z!Gg@ijeUm~zKwS@ow`~}JKDvm_Cf$C6%=mWZe%<o84{0QOc<a4XW+^E3T)}|#&hqD
z)xUD0W@hq)-N(3^w`^pdkbPQbYpuKIhq-skW=;Kdci*a@{|wa|fT^J1=JC_>p6#35
zbx%S##ZV>tI>!R8{2On(cKo)9sEdChZ+`t+gI&e7J+A9--p*Lf->Ih;m!es#J1;hf
zQC%pdu?;w+yE^cWZQsU65BWRZ>%N~UaLdzrW2Cay@<N3=hHq!9AKi><aM;$uWcE1W
z<x9s+TU93Ka;oIoD?F*H)nK0RBYc(b>Iy5%cXBVEM8<N**!{inZtdM#?d{84MG6*p
ZObldq4Q$Z-g0jE^$4*gdt6}_q69BJjL>~YE

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-58-Decoder Process Flow.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-58-Decoder Process Flow.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..1f8eda6453714b96bc082449636bc940eae9e589
GIT binary patch
literal 33575
zcmdSB2Urwcwk}*`kfcaXje-P8k~0k=StO}QR)Qn}$xUoP$r%I`l$@g=L9%2JkQ^lE
z9J+}uG|eq%=G^(ddFDT7&OLMg|M{C|H?^vEt-aT-s=e2G*IRuxb+rgwS5s0|0<f?E
z01NyBu4VuQfDj*_03VN#fPjFAi0~Q-B`FCpF$o>TO>#;mdI&QUJtHFv8y^SDZ5~!e
zMouv<o_hkq!om;^2^n!gX+9xg!QV=-h=_<th)HNkNofUdG2RmVZ-1`70XGP-KVakG
zVBH3=Z(!lvz`E)HAYec7u>SG^{`SGb#=*tICm<xcMhsS{z7Akx;oxB7;^5)o;)1n(
z!Q%k#4Lpil0`mAbwO<h2cA^vvh|45oy<gEvr8A6R6EbrSB)UdTLrX`0hn<6y>#nef
zsF=8fq{0J5C1n*=HQmQgp6Wf*H!!!bd}(EEW9#DT=I#OW^m_9)C^#fEEIdBpU1C!5
z`wuBu**Up+`2~eVm0zl=YihsN)wi{Gbar+3^nM>19UGsRoccMvw7jyqw!X2swT(PH
zIzBl)L;X7cZ5I}R^H;OL@4p)M4|d%E?ZU>z#la=`Z5I}{2Uu`!;Nsm9z^9PcCV1g=
z^R{3BA?5wJ%!*bbRv{e(m6`MKHEK5Dr8~&qrv1gTf6cJK|0B!(w_$&`YZ@TI!2&NH
z&J6$xoSk!K`Ct2=6rxVbVE-FAPw32mvmC*U=efZvJ#?#+VQ9<xCrFbJ`vOfj_IE=)
zgElW$RZJO03B(7?rsuXruK@fiI2A84<wB)dR@d|G=eIQ^ju?U(PMl5WZG6>lXE{gN
zGEAC76HM#rRx6s<l&RXkC)Iw=dE0hjh>O!&PK3}4;msdyv?^3}^BUdUV|$wM!+o)s
z{Jn>?7Qx7i@!-d+-a4y#A!rd)tm~yvyBAqzo-vzPW_CD6>3h%OQNUIY)v!$qo$#JQ
zN6op%)Sc+>>szHP4TAgwEGvoISZpo_a?I(faYhSKK9*LCP1jB56xa?`S;A>qFGeIb
zxl`*=*|O=`(*y9OhCW}N!<F6B36gf#kZ6}FXHJ|Ev1@|deJ@eHc8*JZ1NVJzFH7w(
zR9DqkS~0{$dlIxLJYhqP^XS-8A1ukpJMs*vA(9|G4{+*Y90<{yIFrs?#04xA_+Bp?
zyR}eXZ>Ot-JREXxBXX0%@}_6?@9V=RJe{_Cj}(hsM#9l7(@`k{ui(}5454&&dJKYO
zk|!DD?z5b;Lg9yJsDXU`(5TSSb$e;!%ZR-+vn!zV3UDct+0GBaux(GuvLM-}(>@}%
z=w0r`wU_ZGQl=^EJPQX-n%bh;8V_2p04m-_-O{`d?4RzW&fd4Gei>)lFXz3opKd#f
zjEPQer%9r>FZ(2#U1WN5)$qYL3$mOPVAtasF_wuXO&2j&Rg>hF@XwA($&gc@)BSJ4
z6yE3I#mnX4wW3d(xvEF2x-Oo^_R*yEUyGV`?5@oPyqXuSXSu(VcarL<j7ZDYVwmdE
zwZ^ej;w+6v_8$Lgp|}EaRj&Zzq@O<0XNOxiyFKwUlEkPZR|LLbD_DK~r2%-QEh#OT
zSS>@t4!1^O@m+mtHhfj7iXSDMs`kJ2GQW{PbGt14s4L!?r>dzRFIf%OrBD3y5dwvF
z09(fyWL@E$8QA~s5*s-(EXVA)qKRi$>&I7tR1V>L)jWfXj~{rVs*x`p>1!7?*~sd$
z1PM}Ka{p@BWNtV{`8L!iGmP$<48UYJuYzB!nfG&cuH8+f(a{Otr;yIMH|?uT0X7qT
zkB!%zDF0PMxj3uKaqPw`pxu<*%^0GLjQZ3uF~I(XRi;jfjZc9*HO9##y-K@Eiy+Pr
zeQ$zdvh`lCOqsAMQ(36_5kBiaau7HvXcR(p8zR=5)=DHv=RcgbzUJF!;dKuCxM%Y1
z3NSdmofXwML_mdPZB0P+DFkwJ=hU=(`DkR=5cBTyE?o0_-GF(kp9m5!FST%C!A8A&
zEBU^iWf<-KzHZVqm$>OBa|avIZ~$pI_;wnTnXw(?=4m!Pkzb(f!8g#x_JnQEL}<R&
z5d*QUHDO08<s=w-O6Gk`iY+vcU81!7y46~)G0i#6iL((gN8BL^iEe~sZMpm;HJN!J
zaPW>g6g^_Kkn1XHN_b+Y0d4Pb<h87;9*1Z(ORzA_D2=V8(M&hl8bdTwA4ljW{h(<M
zlK#4XEo!^j|J>Pje;Pmzh%LF-X2Ih3N^cE03eTigyk>9qZyX|74LU2-Tgners#{jq
zF8G-jP)0}Z`0hi%UH6qy0!X6Q=`?84;Xz0<-lUI!w?j%)nZNy>_AuY#+snL%$9>F+
zxhpXQcJ#@iuIUsoul1iIywZZ6dUC&<xlTGgE)*H8aXRmy6iUm3Z{6Fbjw&bBy--tn
z{y?#%Ug}~j4DqESImwSlGWRmV#7-?ThHNpQ^#>tqz)X|3=&*W?zpN)x_S5p7m=1z8
zYHuR#yirduH}y7z>oH+q@X1-}2ifa8$!Sz$m~ptZ+s>Yn)Uuwe*3Smwbkq%KqBq`p
zOuj9Rd##@P>j5Y0&eBy^ylf7-yWXx;9@ZJ;jMXU1W$(W9o3lF}6Qr^g`IjFIX74@r
z6NpuQ#9e{%$c81z579iD+~--lj>Yu3hG0z&8hR#C)@Pk<4{&ZNQfguS-z-L=70Vap
zsAu%>VAsiT;c)iGv3$2475^pWOxfm>*~wUIgeM%*s7^YKb6P5PFN9HW%~|FOI3L3r
zw@#;&7Au8YSK8i_XG*P1O8mz61_uV2>+O66Z!=%oOQ@SDxo=q1Sh_*N;@FU0>T_Ws
zJFsX<3-hgFs2=MmXL)b%x^SJ3#$9Oe#h$TjcD4abVaX)S%|7GK_{maGnN<@0yAG8f
z>yJ=_*#0uMP&$~GF~^0rNHKfGJgZQc(olEpL{25r<V`_DwpH=ZeqJRjF3#Hm+rCXZ
z>n@HSR{)`DnCnu$EpBrmNsqx$o-U8<=0!e%_?~glS;+3LwEc3b$mss!2t+YV|J4%P
z22p%=Cd;Angue_y7vx5%y)>0)3Cv3COH<1H1Epz&px$m)k-95@C@;d?{&{^(xuw0Q
z3kCGuAs$<-l>3eeF~v3wgiKo1I>jf!P=UA7&?JJDB%#2uzHb5h6B64n^=G;8@$k!F
zl~Uf18ccEV>L2f}CS&llq_hZXOwr0iucQqLLUJ2}tY8mgxWx%WqKea2H-raCQAKMd
zB6bTmYz^+uOwS41@K${*V%em<0=#ERJuRF14IDd+Y4n<g_&KT@M_9u}F4)(PUgIwd
zOtKtJRIHDPa3IF_T1WTuDr%8*UmI(m{n&_@Wa`#N4G|1Ep<3ipRqdb3m<{Y|1=)0D
zn<Wh0oG$KLHsrPK)2c?SS6GP_Qr?MWC77P8l#$X4+)lb_OV1JIropOKUo-5m7GVG4
zUgB(Pu!`xA27VIjVe18&Dx{^^L`_s?m&M(;?3dXRGD339VT%xI{zz#7{ESW3hWjt-
zBQE002@o>M6ZPSTrU7w16KQM>K!nYS1c}jWPl@hz?uh~*E1dKHl~QK+6j34>6Xsg#
zM>jo<X$|GezWpqeCEL%}E;q+aG|gKJmtv3v>){C7i}!bvp9^Zr$!tF<7t~m|(db?t
zKhHFj*V8>$SI>0WHkr?F0Jzb1f=_I~mTJJ3x*|YJX%^0jb&o*)adiZj8x!;XcjDlh
zcvz&FB^_595i_cIObcH*_?R0?YW=icBXF76Z6;xSrUByYY-jR6u|GOd$M{hj5s8b*
zjM7R`V-X>mD1+Gb3IE<FeoUZf`q?GCD`qcB=s&jo`Gz02)Cdor6HdbyPOboY=pO~3
zK~V=YH45EiwYdV|lW6Nd3D|p7>KEn@uYioG{L3rA6q)@eDTBBQZ1(R>{r|n$btUdM
zs5fQv@GO*`g3D!fF;l=K#&`)ML7q>CT`K~owN6n=@GMX*n2|K(;;Hyv(s2s-+9jd<
zVx^N!cqaMn@ym-Ci-h|yG31DhjTl`yru-0L22E1yr1~fE_QAMa`}=cK7YPRAk7V>7
zB`HQr?O3@lJ+ai$9C}$ANDA;$YRlpMn+l<#CsRm}uqma_6J&~=sJbg}bKjbSv*`ZQ
zL4{rJNlmq*K|*-19&+Ilob@)z<!F@KOmVM(AqwaPYGFnF3b>Zs3OUA!!C=Htlh4m?
zC@nFK8%0g=V0F737qE}NvLC1S?zydxuhr;}f38Kq`==9z|0GQs;$4=Gtj{lVg%pX4
z$Xeq>TmeDqi!tX|-QX?9fVTd#Xjh#x064)Bg+4c~06Fn1;9vzF1^Kh+b~vYiKPdVj
z#`~3VKmN+*U84&v0-8Uy`VW10X+)M!w>7{ikwM0fq2dpOZW2H)(T>RMKMG}|B9Q49
zV)(Oa!Ot5ay_;Wot&I4CJwQEfCIp`WM)(=Br7Px7Qp3X$(AoRXT2`4peOL0Nnp^JM
z;v2zL`UXnmkAP)2R~foT@)=}Oe{B9A`XW2dsCTdbM}=DSaLwekpVPjifYTN5=YjZ#
zadH2UEsWK91+?WNlrMpmE1)F`BOJ0M7D#~p_E$+{s@H`?r<<WC{E+c>(pvMoqn`62
zg6@#E^Wa(}Hm0w=UT>N=v+;SwJ$5QNF9DgaC*_&K2X8Sn_Odtyn@_{swLFV)%e2IN
zC|tsKcK2KdIH;52T3=c6U<{Vj({e7xDz@DP8||1@Nk#-7V9R;j+r|StO~a)bGEnB7
z&BUoHpABu;$Dgp>?RN$ko$V&Stv6mQL(!2Kyer`IH_ZJeLM`lJMM^;X-&B|rH~hf+
zD8789<-!HLzfGF1AD2rbLePmZOjp26IwtTKfR(pN?pKs=>$%fV7vlYhpV0Pvd!R}*
z$oQJv>)WI&ZJCeFA`^o_b<HQml3rmIsJmL`rVRI#+<}S9N`vuBaweFg(WtOt)FTGU
z_iC|~g?(H&g=ZNgG0Z3{O$2+o<8nHwlIu={`g`<dmU$&?YO$Et)c}nBb=*>mc?p!O
zs3)vT@2ux?g-a08wK)w=RJz$|-b5>WtsFh5dOGa-EMI^B;SqPQ==^>ECT^i8!){{8
zymHYmOLhy_<%P;mZ4CW+mmj*mh>P}00mc%R8xLV(>SKGyo7Cr+y^^*8(J59p4z`vv
z*vgJEO%S*OT%X_epm%S|l_%?YJ2d}OB7R=$k?6h*!}M3un@ULL)Ww+H;&LKIPtuxf
zR%89%s$atbJ@-DI%2rn_YT#q~x)K(i*@&I9``gzveVUzV>~(3sySk`Fps=#jXDHz#
z&gY8S@2@Y>?rsV_eE;T%#7!iOql5g$wq#8)bwIAos6yUDGZ-JA+U!GRonrJCLlfwT
z<B6)Y=qvj)C;MVW;Te@**Kv|0%EUTSMAl9)St;cKYmF^d=H`W4Ww*bttj#*#Q*Ht@
zmItglX=DWuMyFmrPj{rG6dawTZdnPSw^(rerQFJ&*=5>2pA@q+zoEGPP+9R?FIsXk
z$=EuLYjoF#v_R8JwA4GNF?e5mmD#HQJ!8TT?vaC1{L(C=pWjQbH`H2BF&EaoR$fX0
zj%rZJ%lM=4CAJ8~3Rwt5w%t{BY}ksS?f9(QpiV4oHyfFh4Y$fy<mt`0v+H3Py>&hQ
z3E?K5ljuCj*U@9Q;T#mK)~gX-Z!DjG1t`Z_g*c{y-j=r8l8g?Mht8oedImyzCsKn9
zTR7XJC*xyGmp_#sE2<cCqfe8vZ)r#TSOS|4>#MBa$ZI1KbGjcwKe)%T-)X$6ET3~F
zf!;82DnP-Xq%OMUMKC3NQsv2vDs5$W!zU=Y5`N6hIWHqhID37EqL4X+66*+@XC0-n
z@X89(*hZPxFZPan`mET}`S$T2o7F=@=5K#SY`j6MmuA<V^60(&ss8~-l~x>!5W|=-
zG&X;u0V(#j<Y1Q#@#JzU{@iBdagvBm32fW;<|30-hZlc@!@;YpQ3tn>V0AmD#UKI3
zz*VQDO=}zne#p+W+kU!OXjPN!f_h8h3sqhRpI+WM%%&5D>267yNDX2jCPIYU__jz2
zleYa2HWsyAe5T$_JhPuL-M!>`%Mu8g?xPfmxN?5JwK<BSH1`*E9M!L`05eqZ$Y^Jb
zV|J^@X{px3np!!kx;NHywL|AG{l%)tZ^F`ywRuH8u@CH71?7fcXuRvAh(q&fDm;^f
zc91i`A{2b>9wNrWzP$bF#M`QuYO`U*)O4|4fbwXcj6+R~Tqq*;u7D8NsTFvwqLbME
z8ry3sXYaEj2w9`zva!_Cp}s!MY#Ad#?^rS0wtX}CRmk8&QEQxHM{1iimN6fyg6{m1
zbo+SY7}o0(Ke9>07e5Bx<!ZiVcOKT%j5tkrA(~*x-DR-8V^PZ>i&Q+`nJCyYAsBac
zLp*6{-(b++XK#)dWiS)OhVwaf=RVI5WRSb?OLtooo8++hw0n@9O8C7ameInT5^F@X
z+J4zF)P!i97wgcW>Y|dW{!JA&`Ox?$)}@jf$>^xpT|cS&w9-z{l^y<zK~XL<nQZ5}
z!s*1eUhuF+hFhaq!NlBBaW1EhCt3~BK<|K;-|)vFf;6=96%d#Ht>u&!(xaDo?PwwN
z3OE!((O}wfeqB4hB}e>kj9dXPy)>8tMy)#<lLS8}p3D^Sl&?e51k2urrGlYK>1n=Q
z!7pZ`&-DcilpBRtfZcHh`7<W2d!(L=$g^<xX4-bk*(nrU%x_)+lvlv8^f>%r7rr9L
z98#qnuw~*226k7#?|QcXPxY#O@fehIJvY!C7_KWI%d_YTSeUv3z|~$8t$PJLIC=su
zrWIE}6yU{7kjo&q$vp^Nf+969Zw}~TFx?nocpH2<{hTAE{PHpeZH+U8;QUrDeFeO|
z0y?3`nj)qb7Z4Qall-Y48RQDnGMv*g|D`S&E+-Q(=Ka&j|HRk;rQv_c*nll1f`83c
z-0*9OGK8%qR{*)Ss4T;9*2wXyTTR&e0{2<xj*5+KyBN^Ki%!TNEj$Z{{>MOr27b%7
z1{d6aVIa8dep~_n$&h0Cv0ec^gNvpYB;>2yLqVR@`M%4h)Ufn+QvSF6$0*@Td51eG
zdOFz0yLOW_rGVtW8=w4(J}yB{EbE+}-2Vjr6jB5zwg2xHs&3fKGXAH<uUXO0avH|?
zgjNj{&QfR7+UFbSf3<XtifnWmJFVS`s_Z23#86EWbuU}vI5i8xs();vrSh`U0@Z`r
z{2s&GR*)f=fN=T+W?{uBi8F(&0YgIrdgq&_BQ1zqzg=A;KmIEq6Rrl{{CgOYp5Xz&
zZ2?gyZF~jXKTW;@0!T5!Ex+Z3_GwcLu81?^upAQ{&1XsjA8N>hFDmH3+t!edm&Ems
zzmE!=`AZ(4jGDn{A=5+S3iuYB|NFSrC2@)e2DjSjSc~8V2wSIi!jE~k7Elyp@V0fN
z=_Rq(@1xF?S_GzlIckovEQMYH*cuQ-9U6Qt?~jLI@aR`IGsvcAR@@75TdU#30d{C-
z10zRE<_49GBdQ$(_UaeqTlZ`YT$k<iC!Ie-GMPe;%Tou{j>!X($<h&VTN#*T;>392
z-G&hH4DuIQv9ABwCH^;{-_5p2O>`nTIAKjby8@1}Ow}d_WWlK?K64p<z5~Jdb7JRG
z>c+iO2?~CEBRv;*WdKt*Y^pMR{|cjuZ%%%@7>r9SZYDfCR6=|oR*Q`1YUd`o?%V0^
zcYEZ-Ub*9RGU<AsNLAsD>XcjW6af!L5|@;gWp2Fjy|O!_rHTV>+oAD|s&y4>iyJd;
zz-w-Msp;yGjxOBSQ7nx3tSpZu2y(p~vMfR#jhFE5W(X+4u_a4b_H<eVpestn)*~i%
zHOVP5)iodN9Yzdid9Yr$GrXQVgmnU*NnT!FW3|*r2I^}@O2f@VGlpe^J<!my{Uc>N
zV^h;+V+p(*cRMzcVRC+V%1C$VH~P%7Da-a|_(^yw10}B_EB59RagP=V4l~HyPk*dv
zew24jGYX<=TV<xTfPBvwq}qNtbXl{0wA*{@y1|3eQ%9LD-B_B8!NLMZVJRksXJf93
zHQ_(^Ho}n%&vk~Wn4h0pK}*4IS^tp4RBubV8dwgb%>SHXz0BKNi8KFl^92@`))nyD
z{NuP`b;T(B3(uZ#giX-gY+UX8;>Iq>KF*Mr7Qx4t$s%*G@52x!!=AnDAf46j>OG$@
znwW;o_UP(1Ev%INW&(25M_4|l9*n*+CW(y~z8(A`M*U4r0ZwiIC)vY)<=kKSosdIa
zwB{9HY!1dbc)q-*;;8-c<H2yR&mXA_kE5+=k6-Z-GXJ8)`T(xnc<<eacVHyf=Vv=_
z?9i*VYA%v-)tuG32Ve%=q@}tT`eMrt%1Gr?II+hJf@XE;@cK7ga9EBQ&ivgSJd5dT
z>b#5RG<ha(66X41lv6q>FK{|v4$Dy+YB$4hNxhwif~Hx81dP1QW$sE?rMM}k*swk8
zx-OM;O$OiV@nbE#cVmuOFRc&Cv_IUh(0@jalOcUvJmJTZGBL7A+dt{jy;?d}No^5%
zqD5+<Eq8Nfer}q8dQ!KI@x@zbs=1R+fxN^-s@&KjipSLAy4x~$B{{J>J5SaYwcR|V
zm;5%9?oXY+EFM+_sOHe5S3qoSIDDtd^qi=SBo<7XGT9Ab@C{TZ>Q76nLizUF?sucw
zNGLdQCO31KBzDyQZ4k^qg>qcd?jqb{R)|Gv#-E#+ON7HxU&W<Afnw@6H#5i~jsfzp
zh|cNw{O3q+$d)PyD+p?yGdhA%KNGyGDHu!(9iX(G;X^C%E5LsXBMb?M2L)eH=);KY
z3TqKWgRy^PGA4xK0F4i#br?#Eg=6sr_@W@_xp-4iVy(0wvN^!nx9jW*z)D8jK$nyT
z(|<8KLJ@Re1BOq=?2n^FH?$gjlTMKz*c_ir=|%Y5L49&6LybPI7+Y)Grl>kC(!3GZ
z1?D`ly4U3B;fQQL_@)z>Qu_wZ#Ppgd?ON!u_&j{^?(Y_9H@U2Fy1_=~z;1#LjDImk
zI31Dg04_03^?y6%RE-m-3tah?Ou#yBf2{*=i)#Aa%MGv<J+$3V&J1#vS`>}LDF11B
z82<rpYoA<b1;Hts#d4Fb#%Rg$Cs_t!S_)!oN;apAZ`h^7|Ku9#kuDF0P3ygNQ?6|O
zJeJEv-!syRzxhq}R|eU7_;M9AjQ(jIJl`O<dahtB)8^IcSFK{v(Id`Qs2JSIAdMUO
zr2MUGRZC+{!`HB!!_yh%rV!lK!+ZBg0aszY_l7<Wh?DtGZg8gPBHq$ish%Mc$a_Al
zxk)y?ESs~qZF;xTUHP|qH+Tvg-c$!G!ExlMH?v}gu!oJVfZ#^sd{mmR4g=dKhDTp7
zq~~n|k~Z==qPa8v=3{JRA>H223#GPgCtTKZ;_h}T4df4PlrI^RS^qadbU_exj~q?`
zIJ1Rcf_#PnI<N&HB~Z)noj)e3?3lbYk~PO(2u}A!ZGDYgNgH1?C6^{$T3NmVZmORG
z5cP3vgX`UAwpij+yE!oiM++g!n7ipr@F~M9z%qmUJ`<OXkorH-A1(x5kq^vORUodz
z#0g~IE}om4`8nO|;v)UJ^*Ya?%FGkxx-zovPOr&Gx2cvT`r2o%#GY_?!E9#d56Kd{
zEs$mq_Hi=V$9~Kdb7KcWZgAvTYRm(WHDEEsY-c0OHH`uWUfMD<kBZ1V>eFecQgzsU
zR^6CibW@I54{6XTEwXe4;Q5BWO4n?O<_t$T)uxZ>740a)gAe)uqN>;x3}BaxR1S7T
z>#o?7TGbL|ZoQpTz2$VVReu+25~q;8!DdlC)srRBL;3c*7u$qgV1iYKAEN<(yn->g
z0#37@42V6OL_<otv2D+2kONDDH6^;_NuorFfEO9`?kQ~}@e;~Mgg?Z5bj(Jl`Rt8T
zs|10>d4Mken`6bX(gRFe-tzq9Zrm3Nxd_^s=oLz=H8?Rp+SIq$X1ZkZ=IoYUh3aYE
z*M_K&_e8A^2%J}FySQDJlL`yP!hM96W{h<-_(rwj`X{w(MhIDPpiyr1V(o(@oAjAu
zRdWI_>UyVV!idwp(k++6BHFyf!b{C-CwP+9Zrk@J1m;hL1Ha}+jm8@JmmDeb(!F`&
z2g`D+lEdYk8=fVk`G0gP-BUL~mIwQgdr}Sb4|Ti1NuJg^&vpw}JXngbC|t>CmCb8%
zm|2<(+H;L)y35Oc%hG*mEi&G@J(CfsnBU$)qHjHE@X+A#%aPqTf)c!6qd%rU8pB$j
zzmu+um<Y?-tTExMtB-j)c7tP#uGRW_&@Xu=tX`3zLfBx30e;-FFZJZJw0#EksnVq}
zqhQ$Zmo#5kr#Gc3sSh_<5MN~d!<XOnaZ7^2q`rM)ITc?nF+dTtyL*v#MUW*DR@6y+
zAipzMC<C%hI$2W=+GGVL%SzpB+zg9-300ZK-b&!EjDG%MyAa~WPsb6$e`3SWm;R`J
z#Nyq6$f`rzi}VkaKHp_3Olq^yVu+d`p2{g3?QC_TK#h)?V;On;>`@FIOizObYB@44
zJ9<-*WxnH;LxxKy;F3=G%10iaYXD2tpV+8VPj#Ub4cRX$el8(1wV2-3^r&D<@<~}(
zo_zkZ`?sqD+`IfYa3nC*UjGuwi0s`+TXxzyx3?#IiefaI&X3*Klw`lk?~X|umZ9di
z4WYy;u9tMQIVr_4X+~~0aL`-1zSmPL7VPHl4M~eI?-@R>t$AgkWXR_iE>Wg|5wOvz
zpm&cbH7&Oa9}0qo71cunU1e@7yslZWYc@}AXt-RB^mX>~qZ%fOCcv4le%uhdO`E@*
zl(DewLtgS(MyMKGMXc<a8gYs+f*Gat5|o$WG*vG-&^&W+%v(}j%oT74g7_i==9RCD
zXkMTbYX>O3*_emlr~hH+J9u0FB)BTbjYAI(pU(ZCRT%h_2FkxQQF#KwUV`|AV5T9y
zj+_9spf`H5K&eUdmVZBO`wHk!5>Av4s5mo}*%@h=WLPZ!McZh31-#JQwDG><RJdse
zuBU(Rm^K)G2!Sz3CeC9pAnG-QWu;f#KaK1Ffwd3ipwksl1YcOq#!$a(0fUmiwpq)?
zd8#6lEdX753F<m#u}wew#rdcDrS<>3Mrt`(GuB^+gJ1YEp4_@0iqby^DJJ@h8pg_B
z3c=86TEN9^iPY=XYze~^kof9IS-1(T_heL-7p1QC)zIeP&gecl`b%?Y=U|>D)l8?b
zOGjnL4%;iil6;mJb0bB}hZjYL??s5k`OH}NzXwztAD78$P+zpx4y!JaYITfSCM(s)
zR_O-x;SSD;7bLQW>(=ev@uvz~j-lQ%p&V@<FVqZnOrpK+5dRXhUGB9sx;&OrU1?L#
z9Oon!_VNAdm)IA)Q?K=BF0yK+1s0(d+t8WjTlJW+$ys=r(?x^R<y7}`89TxL22)Zy
z6WRJ0ZKQ2eQhX%yg3{AgM+L5Z-{RrDy_M<!mO$ZX&To$&(1Jvt!pCMw{@3oy<rdL*
z<x<Dw%xw#C2^c;Y`OKt(BaG$!I$LDbORuxkP-|khw9Hl9{?&e|$+4P);Qaj!4%(g8
z<<zBv$PN9;7nRAH!JPcmy4Jn28+ceODotNNKG$AbRQr6Rl?rOGXudhZ$#ZG-&BHMV
zOb;LKPpLx!9Ax3biiO>B@E1eEM@h+9y?IA1-VNgOH!tck$W1{mnT*}{5?Rh2`r7bv
zR}HE5yp>(Oa+1ShL>%{xhHa;j_{rs@A|Fe~OjGM5MD-N>4#lQ)XuCKCR@(+8*7i&g
zLojy-nhVL%aeZ^1b@HUadVRFCEC(oQ5fr~heaFam{?}P?ifLC;TKBW~qlY1TqM{L=
z^oAPi+?g!T(>fgJGRU9LauEkid_4eAl_2g^?^^4Tl=L}c+T7bNMp)GA&78`yNWTfJ
zxKjshk?^3hI%s!q&x6*)J|okzKP38@JJ^c~qt@57?RQlu7vDX9?JHg=$h{7d5K%i?
z2+Qc~+nZN_^~makiA34M_tVePfU?032)(W{^3L2l>U(|W=65@tST$>uILbN?z|q{k
z%k4R`Ot==gW})@nH?*hlzxG!$j)k8>!%nIYXTfev1`o}q@n4g>ZxU>T14jpRrh_X`
zN)Ux!vlw~x`MjjywS_|#3;dI-`^1p`jIzBwg(9vk)eU^?0Hd=2;X>gBl6IL11I%UA
z+Gy=OAA0c;i)wW8;qCakw`=Y!lvVGlE&k%6-{JjhwkbHes_Gq3<&hN*JUZz@abuMD
z>EKhE=k&Y3Cx({4PYg1BhD@I*wI9oYIVyk7oZmPB7YGUsP`(2!o~Mn2^G!7W35Y|&
z`UkS6=c`1Ozt_a$zIZbiaKhdku%~gYcnIs5w(y-}rnb9uS9?26ifIUsv_jU@Kt3$|
z8y!cq5|2YSve;|YwfrTbC6u>OGs9qe;v-w{(XH*MIgslqe^Tc1Z4^R=mLEq;eAHjy
zpV_0StX0NAmK5FpzBxkCAfpp5Kfr5YO*IIcKiHKep5PO0u&?%`5=&E(^e78XL6(F+
z854{PB<vB!I<jiF;kB=}hpMJO`qGr}tjgQHzUHgvotpcC3S8py$DLj@LCy3#e)Mn<
z{Is(<+~Qh)rTbF)=<9VX9}8!f);*IbyBwPd!K$R1rwA!G>y>MoYkI%QUe9DHOxl;y
z$!(N%Yx#3+p|3oqUazq1K@v605$#WhebhbOa&2pf^Gu9=^Hj=SbyRW;#20lqZJFdp
zk2NR)ubXKRY}0rf;e5=$h<Ah<;~Lcz?lZVco-wqjtqME7@mfzUwxQW8`$;{z&-}2o
zcJTHWi+#ssj(izB??=O`wUk(^?k$9FoO>bzx9vU2!U|N5*obNRD?i$sY3AWsZ#Ls1
zm6EfKe#%zo22-~YTZOl}oCWm1jd_1vAja#s@fwgpM!vM*zwg7uUg+fE>BuvA$W2>n
zcDNKncTs$h^2QKBUEzephu++ro^_X6dgh>=HLH(Bhf^zF{s4qLGstfzFOlx1U2hsr
zeq2joWD9qopcE%gIK1>M7BeM2F*K!GusvrkG$)}CAeGj04>XHfcnOF6XwtO?PbOSa
zVARfJ+0zoIrQ&7h`mZ0GatYJ`KUzEXS<ElrmOyNo$F<P!P1KDu%Zqa~!DbjtDb1FK
z1N*DHxK9)}GdRz&9_1XU8(WFLt9n;OC^e!3#!DcZ6N}3lWI3xDaAJ}2f;1N+tH733
zGi35*5Hz!_=hE&yq9)n%MJX!HuGl@CyWxn3MCI2gL7eKo&eS#-P&}ca%gN1(B~k|y
zx9_SzBEw&vD^)NW;Etb2-8H3<X7Xw|9I>(gctHgQiaQ$4%=dnYED)++&gs(}E$4Yt
zkq#Pf8O21)vOI&aa|<|2_eIp*XEU!{bujOKVGKJkd4WvTX!-hO=!BS5)b8N(0#9W(
zwu5iWL)S9hjLkCHJ20Jb7uj-3<sQRG$yhZp;CN$89omt8&Cs;dT(kmvkZ&j(*WWOM
zgO*@wGJP852XZ4`R85FzlFiO+4dk)@(i89rMTtLMp*sj)_wle?meJH3+e>KoK(<@?
zGA1E^PRHDRz)175OFxFTo5>pIXEij;gmU;Gzp`cGcJMMbZd@W;<RzX)0Scs-N~#<3
zu9se8c;8X6hgTVr%}7R2SI$<4n9nUVg`J-IV(;|Vjq2{ES=RBG;@l#Wa3E02EU}*M
z{FEHBFFZ$MsNu$A7UE_2D^{g$jSbf)M~fhPYhLs#l;UKEyAPH8pt4f^?Mna;7pK7^
zU*rp<<KWt?&DmMad6qg;q@P7kk%D;*7LJ6p-Y1i1u<-7V`MYD;h>O_)_5|#lm)OHn
zQ4N8o_KhFO)!K%tOs~(|8T2PudlgEiMIuX*pDqim+iwDkBnSeNcUU_n5L9-i?L0MR
zy0I?0=ho%1eZpFN2j>r2Gr2v3H{EIUvJiWh3j^}qW8WyQLDI_+$&KkoS$qBtuiADQ
z`tJ}jThT*nkGrEW{C2Y>33Zf_A4$B%qZHbbX_%=o!z02n?kWk7qxZKbwIYf5#3k;&
zsfB_$7V<zJ7ihTb?VZ!4vtE~Md2Cg?YM@noP{u34Ams|^7+{q{2E~MIIHo;$`863g
zRB7Seb23$EY?<LwZuM#lg^yx!O@L?4)ZC2ns<IP7@~9(DZIe_t^?6bv(nSGD+Wf|)
zaGF>tAgIdw^Tz9qXj#OL98-U@EMiP@#D=_Bj^8Ng#?e`fA_pz*xm(czlDjQ5a-ie^
zoz;cJ{ruMnpzo4`Eb!s-B@Y*2F!oSF;x5><7&hpARuo7`E9uS?(rHdC=I_*AfuJ57
zFsP~{=^}Rb)|mx1UUkcYzQSX~M#m*<M;d3-aOwNPpi{Y3$ij89l~I3zg;K|zdG2Af
z0EzPs&F~Bn8LJM_OWAKOCQgeF#z2sQnWf?@;^b%T7~iyY`CC}Ha4T!NA3j0pGgL(W
z!cW+dJW}jbv8z1KpbM$t=m>e=(=9G#jq@danIM?As@Pb^*lbqcSVF~;faUYHObfkR
zNQ|^tp^cu`r?OHU1N~25dYl``U%lBexnsZB1aeep_9S_G!Z%FCUXJ$huHKisSagM$
zs-+quo;J8~#M~NnEe>7w?s-`oWzP8}>kGxrNang_f0@B{4A(GPn`C5*W_Y%QhgvQp
zFz2{OdSbxSs?A=I*71Z%-gVD?WZl|KJ!EWH+c?Amr%c9oXKeFNa7K}2(wE%LVInsf
zrIGJK!(}g@wVqoXnMfcNRy;?_*oPYLZrxd?NTxxNR4{M9$#m3#F<*XZWJ0K&b@YJP
zQgk)(C~ps0P1pUG&%NlFDwQv?<F+NW2+HJ<<gK+rgl0(DcSauphbPXyVIm{hC81@J
zbk8jAN#N@FqjeFc?T$DoFTr|^p|P^sJ4NlVUu@<)oqYhlvV$|h*USrPSh+U+Nq2Bw
zifYwat<92>#G$duj|Dk-3Ffb78RXdopclaj7PTXI`0N}^#cR74T|7d>T)hFIg07sk
zK~AYn*B(iQ?b?luTr=2_=*S(oLrDmNBV00@V19{m8=u`eH)pUKU@FApUs5&zl|^b{
zDT7`Mpz|^b+*G8?&A`n{rZn@v*#z<s`LK0{6|t|Waqh_x8-+x{S`e96K*1QKU(a;9
z4gy98-5WvBT`__qDj}4<_Uy^9x~jTSzMS^&oK_^c8WB!mHtU2xiFSZ$%6g;x@`Wk6
zoq_BJX^LL<LjFXCTeP~{);M{~;kM(x_s=IERU{oAS_IEi&9OzowB@Kja~5PIvIpIX
zTw}!7-Sv80#|+{;osY*H_gwq9${pEN>@)8VvNBUXm6;4@twoBaW|yUV+-nZYHOz?-
z=mG{g&?gyWF_dOt&ZXxB?9VkYgGT#DifB0x$Vn^o;a+-wJSVHmoLjgrxBYtff$S0a
zeP`f2VY=y2^CQ$*fvP7`X?w1h+tQJQQwGaa=vNaUv>5Vs1t}Jtw7xHJC+U6Q+IX;n
z>PMw~WFP#S-HsY^@aL#1b=tM&v7b(N_Lj7KbwmL8O8?2OE7pc7Wiu@#RC`JtKcmLO
z-FuAYe$Vz)kGKS`c`0<Mysel&WZAp6L2UX{o2R|(Ksd<%*G?D<h}RTn;vOmheM0Ue
zB!AFJl%sa^h9=S;6Gzd;de5+{q~u#dLmG<3j}mKa*u)z|crQ8@j<rwHFAmdJl+oM=
zH{rv|6YzuY@F>8I9v*gVucuQ#TIvY0%&i3au*6?0S8Q{~q6%ERm&h-O`47uEBbLM>
zMPe9D`>4i{id4Nn3SX-Uhd^OiKl~Cm(?mucj#C}+^cQRswsrH08p=2TA*a1dn{Fqe
z;sfv=0G$BPizQSucywGvg2yYG<bPwvR>%t*u7-Tyd=C}4zYcrVD8tkn7QICK^4kw7
zy~;jJp5__(VL3I56TX}~3Ez1S2EN;Db0dnKe0duovV5Hdw!OJKUM@CA4Y+z6STS<n
z4rQyiRuT?O_>teI=ehT&_wPJu@?DI*r!Q}ub4g}f9_^#&=2WuP4EZ`{HF}I%3@cj;
zrReXJXIn`)&g~!HXRMt%;|UZR^9mQ5Z}uKSE0PEM*qJj270;V)i9M>AReqi8hwN6E
zb?YhJ`6U7kh2J<3zEwD2mHTX;;f47TR+rOk!j7`IGxNaAj{G-9q>0l~ISDGE6>~eC
zX3%5lTV(e@!a6M-EmI8DcbJF980M~R{U=OriP7}*w<WV+oVL}EfaGhblkATYnl9Oa
zPH_p-jgGDJtmD!G%S<lq2A@{u+s!HC?~hPCdhD<=6+NE52<FRe({EU|OjeV+?@vEl
z|4ERv;8u|)u}CJVyFq5M;j!e%Xl#cO7<bjTza7qfuhT-udCI<V(rL&aHdqRS_?PWV
zLzm%H#`Dm07b`1nDagw6_Jn6c+wOk1f)BKi<YCo>ZWJA@l-gfzpSz0VZ0Y1%$f|$Y
zava@JQZ9wb<VU#4=q{1f;th<Iy1Zb+mS}(RorX!%WIPvf(N;gvM4h<Iq-^+pX1eb^
z?^M!kkzb?5xQksz-K&_FS@Gdnz_6;~y=$Dg8S+LkQ7tP+Z7rt^Z$M0gYEqAN#Sw)@
zlwSse?3nk3Y5fKJUMG~=;9Q~?iGDFAl70>L=HX;j?>-65YgKc$+X|mm<fo^$(ljrR
zOa>l{XwbLohl{&0sFaySKS`vPk1cB=pYWH3A@)m`XPQ)OCUxgZ=4rott$*hk>9f(L
zZ8-VS?O3>(X~K<IM!9u5H$SxOp!_5?DMq_0-g%qmHN*q;ng|-?OXQfjHIWjuhNgB>
zc7stGsSyZbjf$k_!&uu5o)(-ZMn_mV!hT-vIxR+?bmuS0F>^18H_H2F+hN!x*DgRZ
zQJ?cfQu7N-_i4XVO%|u_Y76TMw)$HC6OPG!5r&zW_B;JIHCuY^J6s2;j{QDl*m#LF
zPMo_%iX!^gRv$1*G3QKZ<hPd-Ju_AIw9C*}bYe_1Qz;BA-IkI4#EHYdoR)8wk8+^=
z+T2tvM#D|P`!P`B4hPC3y<SEG=94@rwm^bbwe%>Q?cos-j}#D@OnuAtCJA$A(PdP6
za#V6M<hbSfG;dj{IqB-P);2Xsi1wB~5=PMW*>J9v?2Se2Jn$u}+kesZ9Gq56TLo;~
zO~^uR>LZigw{z2MIF7<au~=p26PIh!*sL+PH<M2dCNl5j4ji>h*Csy?Q(7e7@18S(
z4H}%^R2!<ABiE#+w|pmB^MT`g6pZbJW1?bospZXx<p&=rGd7A}tu@XJAkbDi;x7S>
z(IWDLbPA+AxiPPpsMPjZg3i&%{jAKBFS`O+8&pzdZ@a(q$eU>T;apWfdY_rR3>oyH
z-k0qZnds{L-u&&SamEI!QNt>NWMs-~`V(n{h`Gp`%IVFC3RT;Z&w_>D@p~Lx7TCcz
zct(;9B_To87D(BmTKed$35|=xr@}pqI134S<<)y0?IsYUU!qOXd>>O@LDH5JTTo6E
z*)DqSOMuA<B(PD6wDePnmttkRl~}riKch0oSx5_Znh$Hn=P?|cr~M+-bMAD`?6P_O
z;w^6x+Y^=B_l&oRT=K<L?ODaz)>Q(wiH=3KsiHDbdJhmoajw3i!~$H*FCv|%w&FcY
z!F0#p7W?1-x!204$rV!CyL*dvp;lw1Lm}M^L%5dcKuA|}ZV7}2rTh??_l7UAFmvh=
zDp#|GI6AUrBTkO7_FF@$Cx+6dqU~F+BM-8lz)Dca1<Za~LZiH7d^Yl7G|M4vmj<3_
z!Oz<@g6W@b1gOew)r;PG<6Vfh%VfTX8ujyuaK!&<D6!HXcWq^XpB?%M@TSfz(BFD0
zWNJFwX>WIJKVIL^wxAq}Q10kkU_=dS*Nj$yPc`9M6-<5od&`G3p)^^CzA>zXt!FpT
zY)IvZeX|DCo8>U}FtWAJl}mcaZ%<^t>iF(VxZ2Y^LST}~QgaQI?QE{Mb-g)aJ7GId
zv&O#s8-1PRuCLvXW-tfXefF08QZf0LUJm_{V|WYlVu{>dAD$?_&rwmKt^yOTo^T1G
z1fx(cE)7Z&&a7l%e+&OA2LhcO^6!nT3W)9wQxaRTWJ#ru1rCBGrgj!qtcB&CXzN_g
zS=*=59vTROaB1yj6*o<~AJnvjw|OEz6G+K1a+aDhptzsHDGgxR?Xm4L{qj!@_2pO=
z&BbMu#5=w0AyIq}WZgZ3W6W2K9Xp;*8YCv>MdW>JP2;?+WzqUWqIdP|xWFy_8Y-bZ
zO+3A0o;FabXWxUaboTrN*Qq;`YP(9ihp{^aWh##}$zATPz5*y33|gz+R;rSX#zoo>
z${*-cn=m8O+b_*7FgGqZ-FPLpn&nnMH6r6;ow=u+lvk8lT$n8vTd-}dbjC#%ZYI*C
z1WNm<-8c+cOxWs{e|F9nv9f?QKfiS@^Oj~pkH1+0vj1l2-s<xeMu^&}X(=R%F`(a*
zAkc@PY-Y!635nM{<wmT3+a@t!w!b|ON?)3{=_ih`(35-;9A;i<*n7*`fh|(v;n_Bn
z)nr)NR^qzLmwvuRj%B;@;FQF~ozjVNPd10oEKhC}eHQNl+}Z0}uxvcM_}}pG@Gl>h
znUOXLeY8k0zC$@?Um#)43r6<64C+dpd02{fc(Ez!_!;1!dkNnab3}K#RrjD~Fi;<m
z$?~EA`j-X5!Rv&VB^M0R|M;BzpKNmvH1nXpz_c$&^|?pv2K?@=%W&VX+aoK*lKm;3
z&(txHww~NXP<TF~XCN_ErLBlfc6^QVx0fueg{7*lDo6bL3-5Q!QX|?wU?ui69jEjs
zr};LP>?UoFT)!?B_Q+qY`cYQlyiAHudQYSTE`YdMN#Ot&NWh>5U1i+d-%offGG8+N
zZLFJQKgZ$i`lFFL2$kPaXESLnlcCN+%$bs{6{0e;ZYL`#R%eoH=zmHDqiXjt7|k7%
zWws^7PD&Zd9U*s>!04B)XQ$C_)W*|kNjq~r)g21F2SR4&#>WO}30A(u4$;e$ahhXK
z>Q|&W)?tnYW70IR4h9=~Uzr(<!AwOD&K5@G=UG`nLw1^4KZyDi#Af`Bum)b*zl_zq
zKXrV#0q`BkV5=bCK>y&r`q}+B?AH4UXrptzD7471v_=l<`}*S=a?+}<87*DT#WXmD
z<Yc2qnOLjop#ZE8)0RFo)@vIPF|>Q3<DQ#y@K~-&J4FpJIo6(z2M1H__v<b?X8zYq
zyTZxU04cq@g_q^XH_A2gb;1pLb?;)9UM|7a=EtfTd^t3}wlu`DQEwW9uI8-+Egzl{
z2ft45WqT#T<of<J=WH_bx4xa|x{~eh-@D#T)XEUL<z{Fbt+)Og2&x1OE9C^~H-2_{
znsfZDF2+CN*(WG>gYKrRqotN}$6oq!KZ)3--)rfUDftMp8f=8dn5(yQEc8T{V{kSx
zJVAa7ILdC2^VF{l78Q_}Oie|ZV$=__KIrDsl^JM2x-m3Ttkf8`(aHS^*(cv){05#3
z#sqz4)j_P+zFa8~1-V4phDC8NACWR8-f`+f3blibRQ{DyJ7vg7I+%;%ZkO42Aea~j
zlT^iNGQDe7#_C2fXr6Ks_~0z~)(Q#8s!;w1QCK1IlN(hJc*b``H~MlA<Xa44DB*vS
zTpsw8?AX}FfoZD5rI=qAU{hG>=-*kZKZ@(2b^4Rq^K}rEz6tFWklql3#!vWrt*;=x
z!v@+GZ5@;N$=<1%7$g&ibU{yVVuEx3tcW`qQ5)^bz~tC*H0W}-+r!T?G}LJAwWm1a
z<2vpr#i<ip?mzV;2aK7ZOO`NmjNd*;TlsB!%5BheW!qKwUw4D7k#AOiuk|0IL>6Po
zPC=(L6j9kIa0NiY<#kaA><i={WX55#r*30r|6mvwc}F=opo3!@m^pAT)<d1Ylx2(b
zK*IbOan_RdTIQ<Zh&*^(&xnP1ZN+#Q!-y0+*ae9p=P#8-XSFr;ZaK*w2|3r51b=K`
z*S$YEpxSw$oC#A~W`SKi%9%GH_i=-&jg9)zY8DuG7r;h!B&#+(lr3q0+JhFl`W|$j
z6eK<w%GGG<_vO~8M|~)2^>o9Hh3SmQAv;-Go1KQ@F2A3k##ji8sN}u@&#$RuJ$s@f
z{8*9pS~ftgmh{<Sz3>@0^C|p~e#PPsJhbbhYF2?*%*W@P*f;Ho-2z!p<TWm+YQ3%D
z2LVqxGYDln!E~qW5XhpgP@XD<Z%mV4oZj`~#3rvW00*%Oa<;2|%5D1V^bO`RJS`k}
zv-`B=Xpi9Xg3>p9662czrdQ4Kv;0{usLIh7@>hUgC&Ua~X49>q2UCTc8P~eLgS9}2
zqs0tl9xd&akT1g-@dHJPix#opL`(g4HWorm4~0=Xn6`xrUckfb`y>RpM-J+5`J<ly
z=qCKX+spL7YJne26;o>AVvo$a)`nnElqW$q_mzsl><(uJ{+{smzkw$D8=(0Y3a-dT
z3t7vm4RZ1_sO8k)nAOA^v4c_iJ2gk)k9f-e2isVro(JvazvzA3K*zxGGN}nK%B7hR
zF+Aj^;eNI!>v&qaFzs&No!ljGAjfovlI-0-do!N-9iaWh;h=Qae%iY@G$YKDpEU>v
zDZ-puq`!S?<C#C(?euCjC|)S`^=oVF*~%P&s(8UH&ORYVKxW{vhN)%>r$zYr&yklu
zZ}Jo=)MjiXm{=maJ7`YNWs-xBbK}ZIJUAb~VHvx!)e%gmpUQk_TPjCOaz`B-#UF<*
z9CY7hOzPQJc{N1vwXvAeo-Mi{Tu?t6fEX0i|47-Ta$`_3dkuV0g_fGZZ1*7yJ~9<)
z7#ZX?b*7b^O7G^JOl$cqgh${p2kO)Eh0+&uvUstd{3#0!&ox^>#M>7SuV0L-nJ7C^
zC~Elgi}bd<@{f&JD|6~?UQF-!v%_3dOP{JRZ}tVxcZ(D6U2>O<`H4nADF$qlt~Y;h
zgw;6ryzJ;m2>kwO?D-Hu>3|bcqdm_En^XBy7k?<dmn?!#<*p~L2UR=T;A>Sa%B4WV
z)9SSEwR!*j`yYOFku4cjFLYcQs@2&;ln}>aH}q|^jo0#7`(pZVH)LLmgFlsGk<}P&
z8evd9jdGS@co4q6p<nI!KvQ%sy5w=>N}ha9HLBamDR-+<G%0Sr4`f?d8Mpm#x@mqu
zZi=bMAU84(P$6PXK^{<}H79OWBcswjSyAfPkTa^kHjQPBYhccXlzPY#G)<JDS?!#P
zTPbGWw?^hPpgX7U^?OrT;}rA`h`W|kBfxa?jR^49R<`Rq8#QybMru=v#qRCtP~Gri
z{Ah78HqGBfs%IeP{@F&f)b~`hu_~PFER0H%bBa+`C_s+6TVvMAM8F;yVl-K0Y;d78
zd|So!0xD>em$0uMEl0b-WLJjLFSM&KfAebJtzhLjGB|i;VEzdEk@`73u*X^#uAj!a
z9<>^|H2jRBMSD8G{08`1!}q?nl!X`(DH$3u_cI&Dm<=H!x-f=N%#Acyxe`Jw^Z>1q
zEwXpgRAM1J=B<w&i#3-RG?N4`5{SF~vwQrX?=zZ=khZj3dbX%)p0s_sx>xh1mLVsx
zDdfe0@vU<4p(SI@6)})wt#me8ni)95DurWF!TfgFpIKTLN#U4Ajx$qY70cdoZ6UOi
zAI$~_e;;O3_45_b8hZsS+YRICj)^eH+#N3~FEg(VctjE}3Jj_NAY*Qc4V4U{J{lny
zk`RyqsElSy|MRKkqtXi5JAA!)+fOGSeXQ(cVe_LZmSgq+Usd7gXgQ~N1w~juQ7O=W
zP-GIO2zW01qc&@BG!vFhFNs7UC_xBX!;2kEqe_B1W0v(UiKzd&6M~3CgKr~b-UeME
ze1$6@tXwh6U-|$;0S$v6vrWMld*Dc6c$+GcAM-Yq98E`#VQ*+?=;2uwGU~5T{>rx@
zPRD`sYuq13iM5fAi1$$kb+P}4u51j2=HJzbY`)VX_yqbFe^eHOQkA^}BAy8^u7EeU
zz)aL+hN`erC3jDe(VkW}Lrg|KNL3j8$4bM08Ibb-Js`&qV+=TPen7gIr7Ltr!1pM|
zGfYf(le3g@rk-0J6+gWKs2hb`_!4nFc=$w!9x8D#7|cdDzw~nHbobbCJ=Nt+P)fc-
z7?q1#;Ls6Z%4gd`EUn><q&QF)OY%rbkiX1kOAY5P^f8ZX9RR$4lq03uQ!Lge7(R$F
z%m>bQl9Z;m2k56yr{9p)INYkYuMH`g!I<#Fy+vgbGSGGfh{2E&SB<;VQoeU5y5PJ%
z<3aMjDh3A@QWi4EWvfwo`9_aw{n*DG8|B?4t^oCSp#i5+u<nTlZ*?hS*`M~MEa8MV
z_q!>Av{Bcpe`oTc2p-JcRE;s=IpquJlhGVr+)fXEnNT!$+_*F!1{dX6YB&IMWAZTh
z$SPST-OG5aJz2+gF<JFkaHd@-Ta`lU)^}>7J=rXO0Uw5}bTSxJZRFY7-rl&ynM3{w
zdxbDR_N<MpAX4<}Sw&AuTcS!}toep?%6^EN0dS~@QiL_%9IbNPQ<3h|&|3H)%6L!W
zm($L`!xrKbFiSakHqBRILmGr$w#lmdqHj#*>>e+EU{c&kiPaA~XxBkCw267~2<0~P
zYlShX;@IKLY#EK2lJX_!jX6TA%w{~Y%Tj1w{CdVdx9~9h_y-pl%lz8VLDUpyz#6_`
zm`AJsS9{+X7S*<<SqKV(M9KL8l7nO<iU>$fl9K|GiUN^T#3E-wK;THuIcG^ljv_f&
z<eUTwNkuAWd(XYo_jLE%?mN>nKj!IQP{m@cwfD2vUf=h=@Aoc)>?ugOjltnf`M`a5
zr)HPAwdPoqjt9r8EyQBxC0L~hW-GO>pj>;}Cna$Up3ay+7za1S;~;F&8_`)cxA^K(
zJD7uvD8*tW%Qfhkl)FS~I>eIIEzEIN+nB}61<?Y#YugMDJ0+`{5tg4~Rp@byJHYV=
zk$T;#xh`lurPpETN<A(CkBhW4%FW=l&J<IOwg%N5N{40oXzwx*N*d<wOzt+I87Bkr
z+#4I?9Q@-jotxk$0crXr$BKZ8LY$#<zU>~qLf5h}exbcPD_+s!eJ7#V_Vyr|d^Z?j
zD_<E@LqXiVxHSKU-@joX?tqy6tAbbBcAL8oFgmcN3F>Wy8A#3M>}RS~%1pS69yOA1
z7O}DKbp+xFmm}9ZNl<KRZGqlBO({QCzI2g(qjrwwJg=DfgFpMv!US?=-m83<ob5ta
z#y>&KX2H-(apZiIMzl0%!^iLOTR5!Y3~O2+UI4aX<6*KUGQE$tyYMy@;+4+#eT#qV
zsy?}gabB@N&slyD(vXW2`U5NF@oE>G`Rx;IWEP>|OkF0C5nd(fC?tPZ+wRJz7}wy5
z3$w@*3oR&RNpooS8rW2!UlF3B{n^ez?IvMflAr(GQ-tV>gIUx5h*$4)8bw2m(Lzs6
zCnI8KA(TF}XwQshLO47d5bJA%x&>QEttZm^k71|nrZhCJ@x1E;)bKq5cFL~K@7BJp
z-+m9&H|_jP2V%i>OsGIbnNM*;6sozk<X<}rjo#sPlq?S9prUnL&pNB<+wP!NI|{#h
zJ6%U&^eE7<*RJ-CRK-XW?FD|cx86ZRRN=P~(uSG0J;!nz3PVlv^e%PYR+vxeA$Ape
zNV_Y-aP_uF3s>oDvLZ>(zT<8L5@CE8jNX=dZ#eE|s^HBd+9OKO?o?-{yob;!`F;M#
zf(7%#I%e9elhdjx$)t{WVtX=#ZcD|pBrVV@Zb$7AJj7K+O?6Mx&VA5J$w^p0Eu(N=
zx(;JYoGsEv<H@8O2e0*WxZwjhIEA6MaHxk=UZQW}p35AyU-}xp-vm{8#aUFi8&~SR
zc#0Nietle@G;~ANf%f$Ef`0xyO5<7G6#W%G?>Am^i8RKe*_a@qVGV4k-|&dYm3)b3
zkyhVAU}4D#!e4Uo8uqfGzNM<AZAyBsV8)yYrO1o%kxM|imF&rmg1lLR)@*M~ekIIt
zVQth1Y*5x!`ElGcGT%5lVYHG~-xs`cduND)xpAU=+=|mUdfRU3hcCXdIDOho4I-7@
zC&F5AkY3E@s|SORzb)n$VKoo^1o<i9vtyP9!23YvjhZB6j_AchJ1iS#+N~Bo+C}>~
zTRltVW}*c(7wYD+VbYp{`&=}lLo_ky(3&%u&>wq<sYX#zJ%uI18EaTgfb^K`w-&L3
zS*m`rZ+qhMF_kvwYR_gQqI^Pe))|S%uBkykM4Oss93{nT!6`Xv;IjJGK)2`d%$v2K
z9xMKSDmvNX^<#|)M`4jEt%@$zB8X2|3TY#M*nFd%#6{d!U*FOR#o*K53d_UJP2u0P
zwFLSU6&ZRnJ{O9HxGGF56d~SJw>_X$)=ytvy1E|2PBq>a|6)Wo8xC7#P4P~JXdTRI
zbUC<^91zDvA2Mf`KHf+4Rz@cID!y#KCPhTaKAflAtmjn6QVk-AA;h|h+&kq9yHbyT
zenH-Fp`Wv*)Y}=0MQ+g@eMZ#>)`aTFnd)Dwxehx+&A$kQpk<CM3w(Dl?fecrH)MXi
z6_q*Xt3=0CKEuYuF85qY+xI<Q*3Y;@&!t8$;c4iJ`~BMg3Q!+V|1DjrmXup-qv+aq
zyc+poRQ6p@pd-D<_by~M_QvUBr|&9<e5t7ed~t(uFah&0*5xT(9s?2JdY3a?+FRP=
zko`fPc{M;m3WIWB1ba<1xHoZn`Mie}&rpxb0P|wb3Zs8yvK|Vgq@lvM=5oh=rPyIk
z4mndtjMu_p@jhR;NQ`aiuq)NoTr(t*JkyyWt$eIO`Kp7311xQ!<Jf8a_BW_Q1stGI
zc)S1=wrU_01u;@HBdh-Wv6r?<vWbfE_=8{FH6H`iQfq?uOvTseUTqzt`a$BHQpW(Z
z<oQ`8(J@ajwSI_@9i;BP*`rLe6ZA+iXM{B*NK9*tJ~1oF?2+y<ETZlRcf=t%7T0)g
z^qz6(W{>Z{K`+Q_v9iYrcgapa<s)^8aCy?*ZqiqlgFwGRY(3`pTSZ+esxcy`wF(^H
ziu#U;ZCv9bcj{zFMAFwO3B&4>#1rfIXhuN<U+9!5%>-uyCdnpIxvRGuFkB(Bao5k%
zi%y#+X1yd9HWKgNiO1gud?pL~*Owm*XQ`A|loFo%r~x3ktR8yT#72607$w*L4wbv+
zSZ!nD*C@{7UOnh|2hvT{(qdCA1rD6@VfOG{RVkNK8arEDMi84W8trjnE?7Q_EV`Q2
zMV`-~*Vkfd%VolxTvPE<*=HVQ;0H0XONkA33Sl_)n+Z>4qr!5b8cI_ZRVP&!g01pj
zl`i#v(D~k$mers_R>6x_wn*^fK_BB+CPZ{$nl#zc9kU$k_;^}VetbI@dJQ_lRTEng
z6-feGv=N|TSM0be{k!=n%btgwtIGfs)Ftcz_ARh?a&akcg+}+MZOFjTRau0#8sUCq
z$(k{p!nP@UDw#Fhvc{|$>Y0_wmFt-dbAYsstjSzt>(KSRP8ugUM%wzA`;kdy*G~|3
zsuK|^L3g??StZC%tt|O*+>ed)!AzH#3LmRUVVY7kOwGx<Z<X^JQzV`i0isVdWp`)m
zK|0B6iS@}nVKFCqFIvSAUL)i?UkwMZY-U=(%k)qijqw9v<M(=x>RPA*rpN^dP#~Mg
z6YB|KI@sF1>@rgzQN{B-r7&2}pzCDed}^{z)7Cu8+D>vzml3kcb$Oa@Sbl(YY|;s#
zI9glS{!lo@pbWZ_Q=KY1^Ty%(&P%d3^JbAY{2it4&^nrC_rtC<QDZ}64ZJpZm^n`r
zb@K7y0>P*KSg-Hwe^U1R2k-+1&d57IUZmmdA&;Ay_}S@!{V-bUaLk7Jx=f<Dq5+7n
ztKei=cK`?v=b*z(vd`uj48(ro#|7X@m7#!L(DzIrcX$NE_kK>ju*);#_U&x~kSOGi
zpa6}&bUQ788r8s#|A_7{;bcES+q2!77v~yi)>zRs_{|l{1&tp371`$i0gT7ijXr=o
znG?X4zX6$y<Z|Rs(8>Pl==C)lkP-cn$fO>dqkVmVP#9(f<WsgM?Z2kd_&=vYB~~FQ
zhYBd%_j@vZBYI!!Q8)&}lM|fP4j`)>{p-BLWd1U3`ajLMQjQKNpZj|A=P?!kJREo&
zD2|i(huu8?l_CB4>V-W2a^drTz3?^?;I2mSv~!wsgsP<DcA5tXNo>5K?+6%i%^*f5
z!b5~EEtE304!1N!_72VAf>)VNvZnNZ2TgrmCP7IL_gtjtj!aGTAzaZu7Lu=HvnwJa
zLDrKhfN>7UC4&R$n;9ij+x|_c`ZjdKq<=GRn4llgOjr1%@a4NNOc5K*zrBo?4)mw6
z%VL${%0SvgmAAghf!QJE2eJIXy*1AS6OT-Ze9nbHuf}9^J?iha6=B>-5xK_Qc9o$-
z>}Rmd)ESiL#h7wTTe&k6rk&oD<}L|7y<az8x0c?5Nb;wu+pgzDxRHX!9=oXj9cBBU
zjWPdqyV03=v?<e}6#u%)R(Kg7+oB#b2u*g986-`IN>xLBayf@Qn?Gn)jT?UZy`Q8k
zh{aE#J(XE_yPXOXP5u)U{S&mG-iY>R#~e$RP=Jd4;+FpP5dZo!S5G_R!eH@@PW`wr
zo#VFhL~ga`x^3Z)puwQ!!k?g$wub8ZN?cpOHpARt;-J##;dQNmRb}Jkd_Kr$w$Q%u
zyd4v{_37@Hs<|cm1ia7~7~7Z4w|Kxp+Aeq6OGX0@Fo!`|_JDdW(bA=;PG{NJ)HB3l
z9cO}2b+%D7;N~$xY=R)l+7-Dai=F%<RH{GwN+&k3Rmj!+yGsrNW^=f_;jr#eSpjU?
z18zr5JWkzy<War)<*VOR%Xuykm+shyRN}9kFK2<Za-X%{ZB>Pib={~%ji<i9PCWK^
zxjM!>7%+7gvs<<RA3l);@?_R9>luE2*RbJLgEQuKH8s9qNh#^@6z&xHQoEve4NC^N
zg;QP(UZBfGrwSiIyY=(2dZoi>8W5be6OYf)wSn{f=BhKn3E*b)?or~Qluqv_77Z!i
zbhJ*kLZbaiUTk2Fk{u?Q;UK@JJGnX8<QR72BZ4!8qahy%{A2ra8j;u`JPy1LugA(J
zX7-&j>AysXq($H2gRE|ZkY|VKITfWvd$S&mDIfU<nZ9h4L22)9kIlZjcaP(PELnN$
z+ou6c@1NzwL}JTo|NE%UKZ5}Mtu2t~#9ngK1H?sz`|=g2@>!)6K;$G50yM#_gwriZ
z6FVC~mj289v;KGb($7FyqE)c}_JDJZm5#OwmBA@|ta@MQ&^6qrW%!_poi+adc$V6Z
z^mX;yXs+4%(&dM8t9%cJK9~ua`7Z8PtU{<(UcsPa*s!>L6*G5f3RC6midM*){>R&`
z7-SaP9KlC8vLyDFzz^WSI)i{aJpRj42Db>nfwtFTZzzR-L+Qp|rrl@(n9#i}!sj`y
z-+j17Z@&J~UK<D%N@Px-pmG7o3Lo&KQDsg!0q8khMRb@9DQu+^=qKbQY{%tT5&eML
zUkb-H|CeFPzkC(@cTF+JcK(S!CZNfb0Dx<>mjU(I9&{=hYh<$3y5<x{JrZmUq3OFC
zYc|v3vp&hS+>t#nHp4nr>ksGVJ#Z5vUpAPu7P*MyQ|rzpw0uej`7d%M{C7*@fA#IT
z9eVF4C~8T-a@w*{Q{#0N^{M#DC?2hk@p0jG1Mr*!PBOp3hB7BoaBg=B$JB#+uUKPv
z0vc{F@Y1fW8^DREkix}1KQfUSP02}`A_fbBw=CKkD;Po;c}whLt8il~H)Hu`n;$(2
zT7YDJCc;NQtJ{bB&2%}*4m^2NC`;r>qx@}h26=Nrw;$WL`~;YDaT$^>Q=%vi=asL&
zOrq5=%@P7NtlWrPxbR56sOi0nP{8FP1Cd)^xC8LGiLY6g*kPV`Q6dikn?*Nq23)jI
z%dlBLTBzL8bjsD+FtNfxISeCUF)kstP|nP^Y!2-1WgdBIaOyq0|6a|~miISJO9zFL
zo_MGX$69kGp}}Y&YTnq+b(e&uX$4yG3_p|ebuyqG$G4TV%v*qFT*w*+Q|QG-&?ZrC
zKVi^{@vFBWB-_y!IT<A=2D4}qJ#za%^l3L`O;Rh%UO$8JnATlSAgI_bE|20xuHz}U
zq0;vkWvTe|HyUnGgnG4Str}SF?gIbw8bP8vph!`SS?67#;(Cpc+IESqCS&bzPsH{a
zc?7LvcV_a*2AZrM?16t!r%!%ZBhMMCsPjR#^0!80Ms)#7&UCE8wXdxe#<|DUa~IIN
zT(?$V4+erxD-9;CNap56zb)Od#2$)suW=rWnZj@fay2YqOZ21EV(4R_%JC=db?6~9
z4QwNt&44<gRoJ58`yrLT_Q>(O{|ip&zwpg!>Fmo8)XuZGWUn|hSwF}8;?Te+g44M^
z)*)KIP?t_eaq_H`qGqbx@^hnKG2=iM-hDT$a5~oaA5VV^09>cUWiEH%zgOHv6G9C#
z7lBH-uC{otT{6Wn>jX6EcBssDLpkt%xDV^|m-t)bJb^ygW)9k-i2<dP0g&h!h(`1S
z0A8k+SycxJZg2Z#)Z=6zNo-rDxH&cd@{)X}LBv|evHH37he6hfds|XU7Zq%O?i>IY
z|I`!c$ODiONKv4#a(&EC#$iV#EAT&c4!mie09(pIDQu<7{5Xr?;xEnk6;SZ)9Du&n
z?Syru0Xxk3G#vSw@0W!Yu1hz=$vl8jcLu}PpVA$D`pew3BbcynE&k(6fu8`c!HlTO
zNXZ=_^3FlKb^NLSiC>>a{}_!8urUV1N)7B9D&0IiupTQ293F!1G&zOQyEj%s6MDBq
zV@7q-nQ94|_(&~nVf|!46*@)mN;*ptV(-Xqfn;xU!{qjUuLn^lDN)|zzUn@I&YWlv
z_A7Rb^?V+>zl&ZYIew{8aQ~?+<)6uD{xfYc@S*L+m8htfsKPQ^Ju|)rp!7BR8BU?D
zv>j(&$wqVr7(w02u*Mr#f+{u2RGn-kW})ap5|?Atn^NRDUReTuIf&UF@z99l7bq9)
z7I2i5`m`hWqW|rDg&f~lBHJ;U%UWhc#SPyIICcL11CNOpAB;Z;c<>*fFikSUd01Of
z(<}Szb3oyJZ0g(fDy*{`xKYb7`1!1)Rw)$xVv_L_L~mtO3Q?fV^q4fW@QW>`)2d9w
zk)+m2Pt#PsfO)52_mkH_AE2YFk+l^!>d3}0VUD^36-{WxDz1@m$b8T;qs8ag5HEtZ
zRr80a1l6hR6l0}yo5<6Gsl=0@SeLj<eV#S%)B!&pXaN@wfvK5sI@iFDTuo(1O-y3o
z%mG5(>2?;Vxx(ZDpJV;wvBknq*a<W*Or_ppWA3ZC9W!*z=*@^e+>5L-e?DnESY0*L
z=Ka>&qBU~6J40|%l0Vm$c$Y%E`%!d`N4@R|W;Kh#SHHdJ=$M;Hq1bz1uP7+V<V)o3
zlzRioP@}Z{=Ci{EJc5pl$F`X5PVc1|l6#EYLh|C(z%Im|yjXlcs>O8iqR;lcUbZtF
zw-sdCt>N7|^^7kW8!!K!i|07-dOy6Q&)`;yi>)Wcu{!I<a8kI9x%<b`E+90%7MXv8
zTTRkmnMF0?@?qDEcl@-HNa;=X!eyh;atcncP!#dvNq>gmS3!UXH;+a?>h@T<H{-)m
z{5W1>r+kxDpzM=mAWeb1m)I0j{kSE(E!`r5kz|;Q79_HfU@k7dDg(TVy13TpBvIa)
zgwlm~zgVjZKE~QEG$BwTJCGI}JE~s}o%K>niSv9^Qc^57{D2N#z>aYx(*wuduUY7|
zEDnob5=l(VeZvjV+wYz*D98CRK_LgOE%|UKHl2^X_I<20bF{CH`;C4qGIyIX&bG?t
zsiPTEm7<g;^6L_}FnlhlMK!UDhV{%MvQg!ENWE0&)zrD)#?Kf}OdhWU?kV+WVU~lu
zq@#|b<feu3EjWx`K)$O8z4PRqA6NX+j~U}dP+y(vqk+t5E5f6}*Ocmv9w-^FaRgbd
zGsjDD4d>O*p5lx4UqO~a-f~x}Uf}saqxo1YXP=ayNhaJfADTh=v&P=k)Jz<hv|WS9
zU&&%(xd9f%m25q*2ki-V#qVX?2R+=*UziU$rI@Q)%DlI>g^>xByYwX^9!PXOA0}(f
z5s?O;G$ll{Q&Nr^{Qx@=pz4K8nY$;T7N?Iw8_$b*{qHKrV`Db;se{{)^$qYWAH8D|
zrEC+W*Ch*Ofu{_MIX_%7Zk;1RJ2x)J^xd5vh&LZQ^HP3jwPLXih0_W;PhDZ?Ec>V<
z3sR-ZD2xh|9}RIwN)||vHB+o_j<&e~^q=d9nW;`!N?$_$NYQ)V<BcRr1>^K!*ba;S
z!*Zy(ano^3e$k#E!}OtpaH^{%esB<bM<DTN7L&h}*~ywmh{L0{(0!dB`L&!Z?{gs|
zEr$n`m$e6mdN2wh?;{%CAe_`8D|w}8zNEzPu60@huapxQDN4VGIyn;J<}1@RnW{$4
zWqb2!ilP};LGjvP_q3v9&_}l5#xzwwsyjKs(Ec2m{oy8O!MVlr%nX`EXi3MO?YHxX
zO7hO%0N6kM<e<q1@sMpP_WFrTOKMfvwKGh*7Bfz48yFt4ys>Puf-&p0&mSA31H=gd
zt2mGs9ocp!1O@DvPt&mhuQ%%0h8tkZ$x;vc<vIrh(ej?#^L|{gF*aF1?G>7P04Ia*
zJOp$@D{_Ct=jY3j%cu9pV94K!uAO?FuCR7wP()K0JFfZ}zKv^*w|86_ZgA|S|34kl
zGjHIGZ1buy9L-{zVsiB!oxX~KWIa3F+H8is_q-d{yG*(aom=KvtZy;P`Bw7cekjP`
zb#+Eh0xAV`6{I)gx=1isaV9Ybd1Y44W%=XmhAYI08Wq;-@EYm(aU78$Q_nY520fGC
zoAyvb*;zR~e0j{X(aty(#(81V%}_9Kg?pI$)St6R7ZZfhkwswKg(ggW-jb?4<rX!f
zq0^*RGt9O2STK##^-gn|&K^xmcsWmA)2A+Zl4N%&5GJd?fa^~X{+u1+FuR=X)1$LX
zEtZ-F_bf`B_9$b^{CDD_G2h+j?z)xMU6ZBvjyKi{h!{DiXIDw7!#I-&DLX}bXkzb2
z>63KZ^QvBlPDq;pSmB*pcFd9ruh}j=k&MSJ$3jm0ZOy^Y_KY_WI6E>J#@8P);<0Cv
zfg(8aNVVZT_60)cr+7dqjZjToC-!lLc@I5**wbTzh&-v%FIRc*shg`XaQe-^`iqxv
zvbyQARortn*$$F?O&HBxS@F8w+ZpV7-fI%nRPkgTC@hsHP4({>*v_X(78}TVa0^xn
zG8wNFYROr{EBfN7x#}<daS=~3sQc<sL89$f$bltswo6ifo1LS%mcr^J6EGvYH<H$$
zV{xEE3}mCF{dA@CKS9=uG}gQwN6eD3L;m6^oJqwchP%|RjTe(;BI6HQ8kIBducwfH
zqPcL){+O{6!+yt}1CM?0>D2^KVE3nW`S)QE@O#k2FFEeXC<yS{yj%x7TL2GSU=7-z
zGCl1BkNRK&?CN$bfLx&&ZZS$-deLl71S7f6qR8E7IvuT&B{W|pbnK}=marPbR*O@R
z_jJ!b=F&9BFa@6zeG?wCe>U>l+f7ZU`I8KRMbuiEIW%^SFw7xSXS&Xp=_g1%*fSyO
zzUiCihaI9On%MbT24kpPMF{S!LHrdZcLgAIR$i4Ib@ZN2rE^i8DyKdix>{OWls>H<
zz>O_FcuGxbUE?6BmSf+@19@Fyw4mCi%^^puF?)De<|;9q%2ylp`#P)OyLrpeYsIQ8
zd`8)PHnMOu)8y%h^n@>1v!*V|wwre7PC|_Pc2U_8IrK;!31p?!50WkdzCGuU=(^0R
z!U`IF3NS?mj1$vR5}FNDWfraVDNkO<y`vUckP#2kItC0$UI1mLiRGp6MZ-6^Y9Kq3
zyL?8S(`PCJPN#3G;(N<0wz&9HR0UZVV)>?~X6ZS{9Qv;mDsAX#`%hG{zlg^cW#Rio
zk2mQ*TFWHfqkc0JcKb1@k;r@@JkQ2LeL?_t1zj&1P`{|yBThT(l_zriHThi^+~#Ya
zt{4`Hy7#}872O4wa(T}I)mVy>&o}ZSDH+u9Jqvpl36<+$_fvgECin!+8Wg|bz8`Y=
z;4ANy@44LT)CQEVT~k8fz$T4bv4GJ*3*tBp1WZ>}(Yzy)3=ir<8(H|nxrnDYn1vT~
zdCb)sXM{@A#dlrq_E?Kv5zqKb681HS++Tr(k&LiJ*j*QGa&d9q<-9NHDt&9;UYcu{
zQrRP=jxV9rY$`o3dy<uOe^B5qp8pqh1DnjQHk)pGe16n383I(&!~`0T!w`}liad6E
zCcC5X;)W|LtP4TcT43N>Dz;%O{ngL{^gI0X>3J4mI<MP^rOt#TMZx0I3kOG@P40<B
zAubmGnu=}u-_77NZNsZ;%l#`+wr(^ir;6W}GJFIs1N?VSJecZjkRD+bt^;-7>b%)%
z!ned!<?Ovy+{<a`L?+ehj8(Xx<p&8Nk-~^vKnsv;9dinG-!_jmoU&+*G7}kxG)Y)$
zYcP7vY~{O^LZ!F+jm+YT&6PjM;c+J@n@&2@q)Np~ffq-E>o9F+3KeTb4n#97e}qo5
zT~zNM>B&^N!s{1J0lD0~Z_ciW23wM-a(lEl;K+rZ)NUFR){p8+X<Izir@r6Zyv(0G
zoa)5$9V{px(<=<Svy9lQUAFhoR^nOE9)VkZT7eww9z|Y>svsL8axRy@HS6YArlV_z
z!tuMuuDx}=&9PASeY=k3bt;q<BpUoyFP?HPWsPA6qeS+NrdyThD-dN`=Bzo#i##L8
zgxofi(a#n5XUTTVu{3U!+>WmCRBl2%FuSPl>@6d5U(`@sH+rHq7c)(+rVk`uR83eW
zNlAajvr3X<31q>giq!@n;GXi$+F3s~XfUeKytOJp<CA>wedkU5&j<S%*zMrt=`-Vq
zSF`o|>F>@79~#+rajCfd{=WKf=i%hdMP*K9D@XR8QMAWJvu@sn^SZ;tbG!$x+oTCl
z71^d~{g<gqwehzvnB2q32X<VZ(qmW7o7rFWzjt!1$J_U;yB6amp|oZXd{&wk>yT2P
zTYsLuW=gWMH+vyqk05QNkoM^ffCNW-Sw>!XN{Z$VKiY`5Ybd)YA>a7D|HyxbW~S5}
zYOLzbdM%P}->8X@YAgK?>dSwDOZfUJgSf5!vSlr@ptNw`BLRG}r+^owm)3k~3~!mU
zyqs$ED#$KCdGtOTGGtPTB@VBkqO2S|d28T`HCuJ_1m*3t+J^gOuNe|IlkIuGN&Z0x
zIg8J-@;-K`kSxT*QK&_O_4sBu_($j?Cq23mkk3hl-G%0j@bul8e7ccnqmb5y5A#c(
zZbE!Q^<`8orB3uDRoon}lEZ}P=x<Zy;-?o4j~0m*h+LZ0HHMt~SC`th0Lv@CS>;sK
zAjKM$Cj$aq)u0MR)tJ+7J`}5ir*p2muEylG!AUU>aS(ZDO#YIhz1X^SV|94x`UZ{D
zzg0KBcDB2hW$Afu4J)$yh`8fuGT*yD#PM}2vLM;nak5U^_&1%m^Lfk+J>Dsy+ns*2
zZIKABbn?Cz2cdJi*_5)gnDdB+wFt%ti}$+3AYENbke4Rr&OahLq}a27Tu%~7coUl;
z^Al8wf}P&0_^~yF_}=5l7^Cyh@!1~1<Q`YhpBhxk0V*9-n+?Qrg(zuE5w{`NaYLa+
zR-#XXY#i0nLv0<qim$MCxWxm1<NET!{kX^#cDg};e>fuCZGSXLkY3WcZIncy!}3m?
zHnOK0Ww|PW*L0XWF{5N5@!`vsTH(|kTg;KVYksoWAXg3{-6^-CGJ3bra~S6msrA<_
zN|rR@KCvQh?sdBxSixROXnI~h%i{=^Dwa+>T3^B}8KZN2@6Hsq2-ZM|!nYKttifi)
z7e|ae0SR3djWB8Qnj}NUNn)QJ$q0RCE?^t1lgRV}ounFAA(t9g;RlP@s#XuVMZ5}P
zpP2SU<L`DdqIGwENjNvs!0@xZsb-sQ*n?g1V9|zi^@$D_!c;EtUi1#zoo0Lu)%xkv
zZ>QIDH^X*Qc@b$=n%EyqcH;M_w-SBxMsxS5gQ+DsL=uZPKw((ow67i-Qio4CNt1&c
zc60FXMkKVJCy{?t{?H=s_+!2XIGD~w7YPUeVrx=M6-bPFH|4ptN#ACqhOxY?0;+7!
zml!hTVl_0XOlU`_Sdyjl&e#G*K(=<|4Gk%3ts(%8z{DRC4r-Gs?Q`HhOSkN$=ZLE-
zzk}9owavWN^U#lZEUlS^8Pe}{{+?N}cI<TLJGWN+lH`G&#oXxUGGA~9J>Bfl`-8Jo
z-~43oAZe(;`gk?4(^M)(ZY>esnO`tBGA%Qj+I@%^nqXq>{&A1-VN7EE3Jl-&Dvw^U
z6<!^>Wj)QCgU@-0z?SrKt5h(@*@>V}rgc}MwsSNa*9o8@4)opYOI^K{PzwFQB_>(d
z`e{4OD*fv+KnrjnbA&&m>~aRh%VLQVnQf>zv7#T#5O94CT@qt5Se1_v-YIFiQ(}9?
z6BAS*UuZY(DN;?&{^_fL3d2;&*uRapT94KmmyodAXp!ZaHj=;p<S+F=8}Newao~&q
zu2fy_X}aJ8?O~OAaO!?h`HD71ygni;!C$~G<xAsZJBkFuOPE~@x$Vtz%Ll;`pIy%)
zXxK{>Tk-OqhsXta%`%62fw|yUs!>S$M~u^E<#>gPV1dUAd9F;!9`(?^_s4uD<GfC%
z%ftqVfH%2O*KQ3K@3QrAHHrsHmkIq?_u5&GNxj^2@0RwuIogC8TfJp^Jxy8FDR#(?
zIpeWj)Ne29t)FnCI^C*>9V5w8V5cvF>~)deAZ)>BM5ATG=5#%dFWx&!LcCWYf*RFL
zEe*tiL+Vpnbrh1BI=vw8dxwGwNA|~yD!}0dLU3Bc-A0*j_z-9BbL)mcIhJt_u?HJ(
z^UmheX8a0|jr+)t*6>QfbW*2_)IUMre+X_!a9DsaKd&b|rQd`jN&tr}ibj3%nOV(Y
zsn2*qwkyAnX491pyD>yG4;;6O%QsDahh(r@MIEg6BO3kHXE8CU7;PqMTb~py?V7Qo
z-g_687b3LxXoVNrO<v$V<{sI>7Q#5_J=W!|2jfwduQoS_QaKu1u^(c5xB_|2h7TUg
z^mr8pwi<4ZSU9>abK|wV>NFCC<P}NX;;XvRJ)1?7t<Lhe?(g#QKKy?2I;!V)6M9$_
zd`c6$*)fl&U-_8Bj~5zYk=&zF_zi$-1OXMo+)$FVGu8F-hg=g>_S(L$N>7kl-Q-fY
zLZXKfuN<jZN52ao=C#30adyy`mQ<mJ()lQ{D88;X&ZXQR+GYS0QE|Ye0*{`z%s4nC
zE6=J#nX_aHFcI84n(&uOaHA>hf}puk@bB)3)^lpuxz-fAV}pdn^1H+<kF!$o%05$d
z2GYgO*I)>1rj2XE5r(4R5P^pn<1369bREV)$5v#_eXMHksPr<-2iH?TA;v$T@3iSZ
z))A)w2R>r&i(4nJAJM&+)2^)(Fn_LTqF#O2)!^I|J?jimz)qon5dAgaH7_EA<^=X!
z!mj4T?~TdLWFIdC8g^M+2QByP;Wu37cLAcU5fEJa?O-aRNtOXi=dtd5*op(}MwbDZ
zgmOZM(gBhSOiMt0Q3{->R2c|#YYgby;jXZ*dL&>V@6K>>=r06Y<v}jrJ`mSO-|GkL
z@c_2&&oiinuNtBF&><~^*B5{l$A1s|-#7W6e5Ca6A2XOtxT(bA^u8|sW;)P(TT9y5
zq=Z8yx$>~r%^X?oLjlxNEQZ})7em?^pvqtOxJrEidFk5Q<ALJ9G6GrPI2T+a{yz?n
zkaHnfkYnMyu+lD%ea3I5%g_nqlbaH<T;pn}{v2l&Ns{aET<o3mo^#|`t2TuGBSy!f
zk3da3U|7Lb+8@tx3jaRq&(6R*O%rf-X>X1VrM~V;kf(u0?wx1^P%+j+r*&n|m=huo
z-*UWV$Ba0J`-epxy3P*>KdIXv#^xa%2fY|QD}*|A*sTIeC-Z$9&7>{w0p^I-UaBE~
zQJc?V6{DoTM%~~;KKCuoi|z5S4MZ*V1PTvTKiQv3nMz(2BC%a!nv5ysyHT%5+RPlL
ziVjrAt~5F=!xf1IFa}ebRbz1SOu@ccleiE5Lp(X^^s-3op+yDfc#f3hE-}8G*(v+U
z9yjCg3NhL1n&1^!-IJpouF1FT9a)52b*Lw_O68Bfwz$1bDX$7O9Vk7ygX1W+5`*2Q
z@dlakLOpoakFmK$Tz(*hpXmV^Wf!4rub1OpN?^vD?|dlhyf32nMdhA*!|NMT1M1)=
zHWge7`>U=LcxwT-`AqNKJ~j~f?PJjrnkDW)Nt;M9qQI-y(3?kuVTY6>j!A*jb4Y``
z^C@d}uwZ_>tM|c;UW?Ob8L6#vM$P_JNf$?E=>f8L{3XBmF#ALGc!=z4AZi-daw9+b
zl+cG#oYp8y;ll7EVKs^#Q6mTaFZ5eD;|Bcn!KX);v$+=0xF82hdq5i4Chh;%XW{>}
ziu@n_|7)-`*Q6_*vD)Mj;(3DBhkneEp+m}*j752i%t&c!@NaH(Uurnou5n9P4fD_G
zGtLNm;drLd+|GQVoo{DcN)v1Iue(Xa7#XtJkQId8<~WsgmGrv;sx=MCcdJ@H*1qwZ
zZlt{0*hXd%+}s!-YxbAFDIA(Ed3<n`%-y*B)VH|E;n>azwI4N1R!Z_5`R>8xU}+HX
zC>B<z4jx|apyz?`+|b;{NPoGiM0_o6eWf_Mo&l~$h6Pp}wEC`%=x9}Q&`m<>(mS4D
zmlFE1V=}B^_eL46#dLRjB~E!bo9Ah(kr2g*zWylcb(XHES3h27Gv&0&fyGWWcSmDG
zeAXWxc=HAfJme_(+3xq;n)W$6=DD#;tcp(E!r##%YHv}jyOJ_Qz8V(cQ$;LZaTx;a
zn6x)0W7gwm-t$(iCv|fdZFN-wpRxU&chg*q+V30(9LI*Ow|U!TrN8uSS>p`O@O$Qm
zyr^UyZzWrs^j?#bj&-5lLuiF7dAwzD5)2wVW1*L@ZsS{hI}2&$AWtpd#nupcQPpL5
zLG_e2%{>cy53nkf$lteAZc5sQ{{Hl&jHNH0VU=f6xPEPvL~d0B-*jKFpJn*Y8_Q@L
z7kd9ILa$>dDwJiv(P6dEgdK$_v8+!G;!=n6854cPVl0*Y8Jxn-D-@1g*P6`ne{?&N
zfn{7Hx<dE)hW{z84)old$N;MM-99-*XmW{3gBp>Z%(A|Tb!HCpT5LiMuS%%wma{f}
z)(>1Q-*jR*P{0aQIvuDGkizUm6eO?AgW-fq4np2@-3*UOEKS}F9B7)M@OlKH`n~SM
zc`YVOV3=(Hbhx)IM)tHbi%@9-KnQFMA<t!@#}%0jsa&cd7#c?p&S+!5mh`Th^7T`z
z7Z=(l&n9^V8h^^RC}3konfl5K4}g~m&qj=U>3<VB_fu=ziX(kI^p-476VA6AnYnrt
zRw4An=qE@Ixw-j%BqL*7#n;)(loq3_gg)p}6B~k@>?J`}cJZ4oGMvuQl^^;pdZU@|
zwNU?94saJVMk%AOp6UwYU9yEU9KOZ4#rI15zkZ<4KU$w;iUt$qXKkFm;zwVuCHEU-
oX%bnytaSI-@6^BlNbQ>@l2pyD`7D5#^c9G6<X>tEv44L1AMjZWN&o-=

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-59-Book Cover_ Build a Large Language Model.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-59-Book Cover_ Build a Large Language Model.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..c651fb36bc726f48e787acff4a0b3734126ab570
GIT binary patch
literal 16327
zcmb`u1ymee);8K`10fIyPU8^V9U2cF+?}Ao-5r8U<0J$L?hqhoaMz&0y>WM^xx6#q
z%$=G4`|kb!yKeP5)oXQCSJggeTRqR-&vVaffH!hdvQhvzH~;|d<pX$L1V{i-kdcAN
zNGL!c5ET^#4ISq-`m0yygxGH}aY%^BNJ)r5AaZIJT5?JzDiDZ{m!64@or{Z$jFw-B
zj|0rY$;I*4Mc`0TQPE$a6TE&+z(E0`;P^k@o;v_oC~!J(BnWVn0C+4o1T47c9st?P
zb0We0Z3Fz*1_zITh=dG8K}CD@azfo306ZK50z4uD5)vZf%h`S}#{q~~NZ1tYV#se*
zJ_0G7a5#bza!{zmt2=R3Cr+t3O`L;K(eUsI2#ILk(bCZ~aB=hS^6?8uyqA=cmXVcH
zQ`gYc($>*6H8Z!c{A6YA;_Bw^;pyca@;NjtJR&kGF)2AEHSNpS^xVAsg2JNWlG2*m
zpLO*OjZMv6-95d1{R4wTlT*`wW@hK+7uGkRn_JsEyL<a*=NFe(*EhF!_kYO+2SE6{
zSTFm(3-%v!VZF!&kBEqX2>eSfICzhjfq;dGM8S@XEv5qe==7G7BM1dYJRzsL6P1cn
z^%U2{c>)cOnrofr>@U&&CfWa<V8Q>NB>Sge|F>KV0CWVnm&HTC0*C-^?&+#N)3LnS
z7Cy;sdy^ZYWV-FQD(Ooh33uo__G|a$*mohw*Bd|F(@-2>^~K-M3cMD!T)x!m!gY~(
z2E_jffAZ~r2IQb2z5Jzd_q%Iu$eY|KI>7%jO05O_>dQ=NGB@R!uwyu~FFLD$X91sC
zT3G!aRp$l*TzEvzW-dj>?#wmwf}6DjPx<6LOU~tds|wTFHz414t5WI8g&Q`#p8@+j
zPeP9(YuRcOMobo&AP2589GNky_|j4iS)ouey>no9iS<5=>{O}bQ`Hv-TeBZ&!-+Cx
zLc~LkoqEmLPIrFRb(pwzAlY!tKAUuI*UM)>u%D8omt|+wUF<Vp5%a0Uu*iUGXAGCB
zx9?+Hg`v8GkDgIVSKFJaUkB@GHFQ^Kbh#nM|0!Tuy7XgMxyZq`$P<c&KvRCefOR*l
z&GZ>C9tyY?hLX_zH8l}*xlw@s91MkdMY{W`91DixHJy~}DeYsxm5K?`DXV2NVbAt1
zd_(-!u~FvFMK_$#X8?&qz>fYLQXGK#0qx#HdFrT6p3wG$LdQ7%V?z6w?kNP%Q|_Y6
zJ8F<vaQ>IYtI)NQgP#c#;RpJ-#m*1IrUx}Gvx`;cTF||nX8>Z6O%b7M1fr(A(CFfj
zM=kDop6GWTX8>`uSr%XZ)K-#wW<?%Pw3E|0ao-mXYBQJMR?Nno9|t4#4T<~LgCDuq
zV^@?`1<_Mu;Hq&j+SzUC_O(gpiPGG8X5F3Vb$OFaZKyc)<#IGMI0&lv6Xp_<Iv(=k
z=;;b8W34ru>@y9k#<rdTaBh$A8w*{tADXM9bg1gz$0%^c2Yp3(oz-O7Cn^@$lIWej
zb@d9by7^O^y9S!9*@Aja*n*TI${3YUnP%5zM}4-97}4W-w+D+pdX_e=R1y^eZ5-!;
zF44%n+HQTKEJ;^WZ2HP{2A+io*CemzZ(yMe-$o=2-Kx!7aW^^*6_3QEht+`Yt@GJ}
zTkdB7d;7!3XFwg}^uZA9b-;)NY%btP?n-XI`x)?>6xj*(Ad<Ej{9n2-2hE#)S<TnM
zQFPzo|8-Pak)0F$cm`B`c?MiksPAtlJOe1oFz@dm&j4{8gt><p*W94VC=Bxd)S}#A
z(F55gKS=;HjwP2eoQB(L;aRns)X8(2R8%eW3YhnwQaU0#!MvRlyxW&`P7h4v@u+bh
z!AA%#dMF|x@UPQlwh;V9ft-6dNVqc4!rdplX&m%fEHU71+}u6FU+N-A&vd;0m%5~s
zb%Bl6Usb&_vNxEV8(3}1Cc(VX8-E4}Y?LWX-Q-nY5um%WN2*qxRb&U;ikv<~yWuaK
z2zLr_-56U)%K8>FC1W=8QEibZDK2H%z~A#vLS0X&zx8dVbUtmkqI3S{+o(Idy3MO?
z!hb^zVf2FFt*}tjQe<3fz;^c)OqP~Ly_|3Gu?cBhQcYo=_nMqeHWE`^Y9**Y|0KeG
z!rDn%Mb>5?`<?+u;jrl{wJN56U!4ZbM=sxbm;Yfseid2ar<Z&?j3hi)=S)jc258f5
zMUcpl#VTQjyXh=b>6wrmlg=^zP^Fec9})u_6T$Be=l&#qKaDrHL?E5ata+FTeNyoY
zyn@{j9K64Om*Y^_TRe#Jz*Gw2XimgQgd+z9$|WQUD&tG};R@*dzUEjdH(Ttb>^sSd
z>5L$|-7EgP3;aL#3JipWSoGA><&K4otN1o9R`sQ)i`;$sK*@M2+mm4LtPKC$BzGb$
zhFi!6Qf17!#OsRVJST#Y1nn*}cE~kE?DDr?S$N2G(8OrpaHaqZE5ja6k4z=OVAw{N
zC98g1Xt}j?BxeKNJtRw7h{NxWd%d05mdOsRW66XSv9i57@`ZdYv&a7a>|R~U!=1iw
z;N}^C;R%&F1CiQ)^8>B<Z2{5SHNa8(xnIqcC4I$;mdA4H>Z|itxjfj}F!G9pVWobI
z`wrn*tV+0^?h7yGO~Wr6Pu2{rS|5jT=kN&b)8lL+$cqM-uI^noXC~LDB{2PvX*9FH
zvW`Ojrnr0e&_{~dblSVUwaomv;-RE^>M8XG<~A}rHG7S>keQsC=2-qihHYT^p!3mm
z?I0W7@YrB-@4Vr-uwUs~Z}n~#$s62u=`P&PFsk8NJmY`k{|q=){Pk~|#Q3k8^oOzN
zMUy;r#vTq~Mu}**;%z5YpBYW#Aj&Vc$s^!^rq5iMUAZLG;_-^)=LeG{LA{%^Q%AAN
zRtlc`<!10GBZ>Rba2v1rcc~qanI&*fpCG)4lu&|G&p^AN1GQP(kqnUy!Eql22$8Em
zZYo)n=8*JU`!I5>jchl<ru}w+8XJ}1U7}T4E{NDtkM%LS<{2<ohY3rGlIRbY5V_C3
zl?L$dH7;ki$Jr!D>rdwZm^&EA@fHoa-Oju1(Zmq3ex;kw)D|1+(&XPzFBUDwsxw?s
zI|A15Y%%8f3PI)jT*L1I!ttxUye@jug4z#~`tmL>$|B30_R}W3KC%#?toyhUfTR{1
zSfNer0wrRyTsSJ4Oy#WH^dopYwfaLi^#k$M{gp`XCbdi%|BO<>Bs9scF34b?8D4$U
zi)Ku#Zw`~OkO+&DTo}GWE}9hC<bH9VM(odkUGa1eVD$~bo+Ls64oFNAM;Y$F2BJ&-
zTx1paj3wM=LoYOVYbW-*;~q70UHnbw&6+>%F22#eg5yH!H=(T!EIV^2v?itoz%dX3
zN!xFAV8)GDUP8{wNR76K2&2Ny#eN3!m97L)A2W?fNyBXu;jk&eKu5ns`Y9v|zuo$*
zb%gv)s#8I8m3hY?!c?No-qbcS039HpmEyU$t}hT*;8e+cAVIpy;hD<Kw29IC1unyl
zJB2_0imOCnQKGYfq;U-QARFOP0y)jg@1u)IY6B}_1h2wl$mJMWigO!}9i!5l-Fx#~
za#89;gU+ute2BqPj?Rugmn6s-;pQGr6?-$|+l2O(l5roLIh?YKZneZcwAd4Ct8b7p
zV78{|b=nI=HH%V}Tl4Dh{UyS6wIAaD3JIkz%HEvvVjS`1Kji*04vW7T2lNqtUDlVm
z#0G_I<Y(h~I*@j|V>RBdPg>~0AQVS6MqMMJz<R1e*y~rrJtLAYg^|Z>7tT=LG`;kS
zQ3Vad)7Aa>C`A9Z^%+3U%nJLJ{e;|-K;=bj`{}nIj@fLbui;BVhnMyYFc^b{=ofY8
zY>*wj%E^(mM<^}7SSq0>_${rtGnIbMai2AYFt+fpH{IkbO{9@>jZ4vN9A_oR$4A!z
z1;_n4He{)eJoaTR9;oKt*mpnUs*WSzk?pTn$5Qs(F-n|Ot2=$FYmqY0Wk;WC<kwz~
z0<f>9g3lDQEcW^6x_zz|x}2&vqCs&5DFnrQ)EM-HIv9j9!k@K%ty-6?ufF+2N<4K$
zF0Ti<3alb`MfBOkmL26VAX-(u&As7eFORhRNL>13U_~cTBoKJkOOw7gN~fb!S9w3@
zTNDO%mX6&W&XQV>nRPn-29rh=Ihc3}(KMBP`xh{52;yz9pXvg4)PhcLp4}!Q89n07
z7|3l;-=oXn4n+MD&!u1TxztQs`HIh_>9x8ZyQn&Ov@hxJxsY}HNf9itE+wy<{!h6X
z7QdJish(B;3U1jM0!+F>?dc`U9LH-VTfcdv4w0+Y>-`xbtImjHo3B95Pkz;Z8@GI*
zW8z=+`SazxTZ6crhv_bJha0&vh`ob+mN<ZMG~eok3eUE2@Sqbu8w`|bsZAvWeZ}G2
zyt*nUwK?I*IW99;ZBGcVzL-9k@46z#^yY=A=(p@I)VIw{3Zj?}EMOKr0}M;&X;bfW
z%`$%saCm1Bl~_1r4GAADv_4QU2-v&p^>HRd@fH&f^jA2iuAVb2KLch}9%st+{E}c;
zUwWZ6{VnnMCH!Cw3HF`()E2LXw*?Mu{Zi!wW^eqH@d0b`jPa8!hyrbM;NGB4LC{5v
zMIwrxhTh`frr*T7Ex;u>!;h~Vntsvi+;?ub=f7euz~fz8=_~UY{<U-Sb{bd6Xx*>G
z6%815Cvg9@q@C+^8(H?SNd@%-hoJBGXMkKz30PNmek94xBSw}*i9on*Ie-DrqA;zg
zS>d2=xy@8P-6!=jvZ~T{Qoa`X&^V%#R(SIn5bDy7{c+j>Eb^3D1W&XhY>M$s3<0>W
zt??viP+dP|f;C|OE;Ido6pJ2uPt3ieB+aCejs5A;AP7&Co=qxeK2B`-?P5-!pfh7L
zyHB;8L7bNEtxA!NAsN=37)ixF9s6jav*<&)-)m?8x3^*&dPX>N%SI7)6&18P9{EAh
zNBkWKv#Yqr0=CgM&UOYtP-lc$hr5mDPv2vw+2EU1qN%3V&+~A-6V&NC3JU)%9ejyG
z$M?75A>KmbDgO6QR&*!nuOXJVc}0f%0xapNJV{H<ALN<X)5z`ios>V}@y?K;xe+iQ
zS%#|#+uugvCee~KKaH3)cAjzeiUL@n9nXLw&u2hanIv=!tG8s>KW(+`tA-h=?xC&g
zol^`%_v~X(4+BGVT~fP&TWeNm6XVk5vLS7FcN=<?Iz6Q|9>Y*Kl8iVC_sFBtFCJ3f
zi7LR7-Flq9_fZPuvQqb?Uzog2UZbf+2dR9|35)%mM5Ut==!!eL!e#*yVV~DDU8rLo
z3$CNUb!?*jPMZH`{Rb}nwCXn_n=>HQ+?5~Sfg$<nScK~&ZC&gc75#2_d;mhcAHx!F
zwd5JY`NSMBTQM?8==#^Dze09bV|JLPA%!XKR>gi{%scZeeBaGL)UJenm4RL}U(uNv
z2hg`xj?M78_pug{?Ga`fSXce)`ZmZrI_r0p$-3=!_DLj{O)eW4t(8A(KV9hfg@1@s
zE!)a@#Reol-j(*n+*9#=_Y6qrQo6qkctW*7&^@!S-gw1l=f)VC%9riE!L62Int|zE
zly{(Y|9Y=wssKw-ImaZZk#7vR%Q$sk-d4PupJY?GlE12#X&LQGB6ZL|>p}aWC9$_C
zrlkx4cMjJB6m(Vf{!eae0Las^8z)>TlGf6UjIzE9*$3l0W=R!e(uPu$c`VfDcBqj-
zdLFtPfaV_x&3@C#lU-PG$J6y`99hz0F`j2LW}~Up_>40~t)V&n;E(QuJ!sI{57+I*
z!^>md<ip%NUVOU2N7x$7q~1un#*->2?;YQ{x;@ykLe{BJcbQ<MI+Z<!bwr9$<Zz)S
zF?Oa@By5{>-ay2tr#tx>V1Ao4mTW>OE7%ITC8{!in7>lU=Gir)BDt#!(M<hKta3eY
z)29d|?Cdr7bcVODWWh!25>p?WsVxb2>Xk}1n6kSos~RXCI(0VZW1%#9y)16<K1@`6
zC+Q}jW154JxiX_>Q(XRSR<=*}WV6=z&zs}{<4#&WbkWDsKfR%?Bk+VKNci7Drh6Js
zX}T&u(<i7~4o`|(f2uX}PqPniluN1iIl~!dyWqag&r^hr*EZhC_lYMh1v=erHxqFA
z2wEk6%4OIaKNgY8+dwThjm>L}__>7|8@TKLQ@!(d3a_RD{kzrFRyYOO^NKict^RNt
z-!*Bcrq-|}t>jxspR&B?g7b;TP@u$PzOkiapQDg~>9po*oSV-u*VNB1OT8q+t)u;*
zFSDOC`tv}Lp~g?Hi?5VtFQhY%TEYQ8?!?BXO8TqEZ0&-&y57X<Fxy6ZB-!Nr*;~ld
z-IL@xaGM*MZ~Vq&PW`mjv_?8FB(T%8Gs;vv`!+ujBgAnCVh>Hqp80WDr|nP_OWFM%
z>h$3pCj<S->k%^3{7O<fJ~@oKf57*Ll#knEfXc1=Z`FN$`c7M0ZG*bFJS*Wl#lG_h
zOB1wuI07LQh9cpmt18_o7Vtng_xeKes##s!2V7YYk~snY<r9+k*yl<js9bFd?4m2i
z=^!Y5CfbfbD@t*9zc@E)Y3Bv-2>j>xdxlKM`|q#5!1Bp_3+|LZ#HC^6WL@=OvZ96k
zHl`odEs&9hlrIAIRD7!5ao$lqm1!>_5aMn0aPkcJ&TSfD&s9Xz`ekNI3GY*p=o!s&
za4^N|Hf*1qO@9Lsw51=X1r3jk3KE9DBEA)pFY;{g6g%ca+hm3O7;A2m*1g=i3zz0A
z?eWa(<KqT)g8hO-Zm+Cve@_x)hBefuuAvx*@s0ZcRSd;P^!FxYA11Az0jw8{X)c`%
z|Mo_XyR_Smd08-C!Oe<g&9U%pvJBBFzLEJxjG9ztr=F2f^E9?U?9r-lzGu`0{i5%b
z&*)2FH#tNFhP&5IDCOchHEX26J3Ek?2`P13Y&txICIT0FPZi;y$W__{=ksDz8MWU{
z{Lb{-DoTa(P*CCY+>*kDWIHSP-9!$b-VIPXq{~b*WMv{bPW6jzFerUnk`0jQoboMk
z<31LB0LKQUs7guuY8r)~Shhr&3WhC+5&%pg)=?yy8?u%)Es>^a!zMi0w$Ss!TdgOB
z{)gem(o`CaUNzShNII;nv56TNK$Vjl#W=%`R_0Y_$|O2)EU9>osGp?o5d;2cy8iH%
zraLX=HVW}!lFUJDUkN^`K_#!ppTdUnp#L1z2%h!Qb2batyJ6PJVL*#<!_O9l{Aa!U
za&?Hvhv0xGlbT1h;?ZKyxC0gEoUP>MBQU`0CD;gGiK7th(^nQHlY{{9I!!yCIALBC
z&dW<vnFT{}(H%3t9jKc)Qc(DJf~M}S@4Yu#El><{wWmX=K~5(@_lY)Hr>(J>kg%TL
zR4|f#Dg9GX`wZWXc)^S5gwM0Sl1}+niOU_KB>kzpq*OF<fGY~A0Me(XQd)i;60U_9
zmcgsxGsis}huDd>UcP~)erjkN0Qa!%Eo6A|2%n%wj{R0^42Bb@AZG)v<>WjXBqaW_
zLw&<H_-M1oOiIQ=L(qX+M|Zw!s;kBGg78fL@0b95vr+i!xzJv~Njog?&#30u=PN-!
zvR*ua(D{#uOua*uN(|CUebqgZLovAxR<ZWpe{N!!9)&iZ<fc@U3w|w1b7`wOuf5R<
zS~6XX$_wye$vZXKzIOR)shQAL2<6^c;h!nLdIn%~Uq!m0M!wxKD5B!usPB*dnREIJ
zhV?Y%*FL-mVci=0_N!{L#VyFGNX`k;>bbgU#IwEA3$6<Lse*am&SlsCkfHUlSPZ?5
zVLVG2y;|CNFI%5n<af(UignfyeuastW3}=w*dnzzA<tEH=z&kI^S4tcFhqkD?88$6
zUFNtSdMB?95(7Dt8tAV__KQ1<Q0SDCc+tqGF16fWdd%^s?u_$(Dp~&~)ZY6}X%;ze
zT074w_GkUvo1lFcwc&j0un9YzT(-V>qxAAsZPd$$PmjIw5pMu4ozMiG7H;o^l<$A?
z$U1rz=_|ae>+5+rmh`Q8t+o<l>jW?R&x<_OVcXEB^~aKMjr2vujD74Lo)Wn5Lcu?;
zG4vL-%~tLANrDK;L4KSGx3hLkA~e=&vWqMB56d?cLuWSQN1Pf(&Dzr!I+mJf`TPu`
zyEZ9*>e5m-Bpp8}_t5ybkqaK1V96Y1=0nF_W)bG>2Rf;=^v{@hG>=cfj+J~~7&uP?
zmKRm<XO|x7WeVl5_Kr<K94KEA!S`lo9VC93+;g|>>N9l;q*g3kCCqm4cBGyQW&!I9
zt==&0D*o9zo)B3)4yG)N(fnFhz&Xl6M#$y$b^*`4dktSCVL|e#vl2kdXkCcDFv~Ro
zsvd@)FcM`T4KRb74peY)(j%xa%}mD2NQv1w4w}v$@t11V>Re!*&-J1XEJ-z@R|y9&
zgp4&&lMO`<4bb-;{wQ&7_DgAD#>Q=k{L*6nrET1+^H9;-?1;oke=Ks7<JNKrtrIr!
z)6DN&kwd86o&D;%a#F0mcUu+oSy%-eZto70pw1TcV<gqCu&cbht<2+;w6Uc*mjTE<
zL=rD%HUep9g};^?pHLNgi}$OYR&~|(n_2~Uhr*Yzy;pJvH9hhnOdS}`S`oytA$ehZ
zgAU@c9a!1#=Q+(gw+a`<JUJQ6glr5eXp&FxzmECo5ZnFupt)BOrz548X@`r>`-&lk
zD7`rFUop~uNs3?a*0~qc{5LrLpKks3FQ64yvC;}`!y|Ha_5xSX0jsZtOG=sBhcHLH
zF%KTw*_UP$Z$mZ^<E;ZMYziT?XvO@$oql89&gLLLNY&BB+ba{3g{|(7>KjG3AUJ>%
zt?Q#cL=Jv_!<qCO^#oG1uI-~SGR3bhM`W1iS7s>fMKfr_XhLI_GIm11J0v<L>NL0$
zm$ElA%dX!;9okKQ%sBKY<jZ`VQ$xr5zK|cE(6|Wk?b!0MA_nKci9u%dR7E`&-Fv5m
ztw2!{B@-MEzJC4mA^YR40+XF62Z|pPD;u&sG$d^OAoJj?e5VWVtKN?iv=K&{Q46n#
zb?ow0r&hQ+YRnKWUVmAV;`pAu-Zv4m=_}d@Q8D0@X_!Z<SRTig8xG#`w+&h{#u`(V
zt`^kAee@>HWXqyo#z)7-waPag=s=*}v2w_{t{|^^E$j0&088Ggb{FGaJXeElKI7qg
zgU`m8xA@LZiwIHY&wz+rOyNJwk2xUsp>-2Us0-U>3HX%5W$->~w~gjD(auFFwhN5+
zp#8p_ZKxwy?9yK3%l#dvP#3=JQcVm!`ZFNKir@<Qvbuf!wxVifVNxb~Wc)|?PX7t+
z%^IdAg2PPf7YV|tO-#pPYEqNm0A(>W&Z#-qs_Y{clh5)v1=DuRI1yg4eUAPaYtMkI
zvZ)qkXd~^UWPOP*w)#-;gX56UAn@YJnxV5*rGilM)9(W24Ig%UQ+V7+J1Ds^l)xEi
zdwtStY4@{b_Fa9V5v6h{G?90~10m?pu~gtx>`24@Q3FvKw>Haaxlu!1nR5UHFT3d{
z;3uiTBzMZ#T-_|2!M15ePvubQj51boq*Gj1#*>^hLF{5RA$nGsTf+3Ai?7l|`5WkR
z07f?Ljg_Is%JnLmAA7&cid53LGd?B3Y5Hns{N~`MSu-osHN7`<G-aV^!E}hvFzGvt
zV%OVQfYh5Ps#`sNNjTembC`f2-f#QTq3Rh>Hm-glW5pa7-MPZg>+z~^U$om7Sv|u<
zWgi6!zN}KHZ^Zu2UzP1EVLLO4+VLu+nSM4lcDB;<AU*)?QVGtpqRxl)-PY{UIG`4;
zZ_S&JH2jkMK}(YVf-1E_Sj*L$8)snEJ4C7CgZMu<jsN01Uhn=7+?Ti3V;EDw!Ny<Q
zmt0f+GvIIJ7uA1}U*$|ctRan{<Bzv&z`K$%=ZNDq&&8CFAu2YhE9w=(GO9e)2!$9L
z?Ff%!1t0Z|Mqf8EIPr*cgv`={v_Ls0bxS*{;}@&M5_TAQZeEryOdjsGM6wkb7Zj>M
zvK44jR^S!a3Ffe$E$b`so5a;H_T?OOGiQ_?YNSVj9q>)?5sUFS&9{el+k8nrbt9FH
zR>Eh-QqDXjfKvfCA@?IzTidH0nUkaS`YgJFh9rul<0ErpOn&lb0ECLcs(7JWvuRd;
zPg6HLe5*c%cZ|c%GKFoTjRR%P6qo_2GPJ=UmXBx=!)<-g??t>`yR)G@^eYHM*&$<O
zr2=kQADF0rikUZ$jZ<%v9s;UmiT(~i+XjoyHt^OT7<cjSeBu29WyF!;OuFiGI=0U7
zz_&v@a*3ZkN*t5_V_Qc~`}LT3h#Wlz(mGW+$#<-`%DqXH(OGz|fvd^k@-r#vg$?a^
zWSkJDw1J1}Hh*>2#9Z$C9FJfetkf>HXXu-5R@3tBO9)6xN1pypkrPrybx|2%xDX{@
zEyWWLp?8)@IKR(Yjddj=3)`8Vmg(cmxof~vRm8y#xO}T8p-?|{`Aa9p)U7TfjY%8*
zE|I5aY|7>bX>ir2_(6xlGW=zR^&zZoAT`#@T$zM3b1}S`Ra5L*RrpaqmA=3f(6hj2
zs5Z>EFh{27SF#{^-w@$o3gY5bl-_t4J4p9#{A2rOA^4m9hvA^EFQ(upUV*3`uIQd;
zz~}p;&O7QaP++AZ(5S-f&qVV?CR5rgM2Ht+M3t4h$_6ljm|fXv*X0=y7u8<c3EE!N
zY;dgYa+eX(sJ=(;Ur*8z@GHvPIFdu^v}pJ$O3Tl`{5VjSPBOHzxT4F(3L5Bv=bQrj
zxu-rc5Pq6`P&JaWD?&Otrd({etq}-1=5RXE5n!IqB0P(cvfxuznfK;;f9`kI?T1&q
zm!`U8b*7ZYiMe7bWZ>y2oQEznSi$T}SNB?AQB@hfWH?)F$@BtdP-^NqP(nkOEw)#C
zmw;g-)rc9sFgJbq%F>E=kl;LDxV**kj6fvTW5|P!djZ0q^C>q95l2N5@Itlwts0>y
zJ4hF+Nb=+RlpeoIL{<_L`?0_%_Y9EEno|8$8$_FZ*mR*UE~+fhfcV(jd6_@$YV+&0
z=5>!GQ{lunmvYNvgqyQDk5M>ROBG$VUESnz58Yv+@`<j)-Bl`)<)J{mhL3yu3<N)0
z#mzON`nE*}4CH!xaDj+%0%nlkfz1pmx-;p-hM#J!QTZ^5We_EWPbH;He}O?F2qdM+
z>28-4G4&oOxWSnd3BgjL_wkZ&u9~^^8>getOp#F?6TL!L3(p8Fj#Of$_Tdao{ZuWL
z_mhKm98y(VwH$8{Oa*1H`mN!2ga65rM*I&fsp0YThw!MiN0ow6yl4+ZtP|C6<JWb0
z!ljO$*DpR_EAP7ewI7v_r51t}!N&|Uk0%CmoEyF=K1LzUNvNogPbz||p^jAFq-eK)
zcu_G|y)bBEp;t0rQ;Z^EQ$1FmeT;xXQJu6A5d&@qcbh1-FVDu?mT0N<i!)_otQdh1
z+$BFW+vtN<j;E2j)>MvJXl}D@iE-ZRqeN$c2lR*SoZNe&12=GawM?jS1d=+!IdHaU
z3Svla#(sydRl~OEKoL6tdsB*P)RA<j?yQf?KJta4%|e{Bx;vQts1tftF8@$<_zVDA
z5A`<4yHS6>y3_tlrhlPUD~nWBvf11d9Z*3jqjX}%xkSHPDr`aaW$*I3<dWEwCQ1IC
z{IWh{DplgQrm^X_{f3#%TV=z3*MlK=>DT6U5o=FN!TlGD_p=6;*Pd6e1ht(ud*2CM
zq2-ATY~GY5)rVDUO(*GUBju0FQ>g!n?<DLe`-MymTx58GvS&3NxH><6WIo`J#l=K)
z?Swu)17a<2qek}q5hv|Us0X*%P4=Z#mjYHL%L<rgg-L7ceWcQ@@)RZzZhX#N#_Zdl
zya$K+sw2ldb&48($jr}E={X36tB#BYw%-iX3pbLcgy%~!KRUl+!|DWkkvrWa2QbZA
z&t#i4wkDW#b-(q^6KX=Btx}qPvO$oI!a3{9PeUU@5O^<Zi=F_P<)Sy>!QgRcwbGKp
zjF>$X-PqS|=LY^oxVlO|khY8u2G#8L0qZw7@8DFx4)`&wl|ke@`MuIrD=~jjQsqm<
zq_oYSYTi#aLF+*;KS2u%^7ZxRiYe`=)UvRKBsh-@zwS6fn;1sg!|Uw!u#wWY`#uo7
zi!WtW<{yI2l^ke*l}j5^8&<SMJ|XfJuE`p8TX{SG2s$)Z6;CvIebBJ2)Kfy4Tqj8-
zzn)dW^L2wUmSY{JW9G_#xV9A_F8y@z0?1jiC6c=saa)%!1VrVhF99Yg6=NY#O+fav
zzs89n@wETEDf%*RF|{}8)r6v!G>PZ@G6^#dMzUtu-zYRA6s_f}(@^9~?@$Cn!rwy0
zxgn;-4sXRsQ?DJpMp@?*ahnrqR^~X+u^QKG<BR#JkwC7!2if?0HA{wa@%qQ9gn6=Z
zEbH5Zaorb=--p7<cQ*G%ow$^hC<W#o6^bf0)ml7|W{zi$br7x5$4E~%D-Y=@I`^H$
zz?RW?!Yor2%;l7LH)zZ~J}D}WC_e7CF26spEJ4#AZK84mH>D*C4rbib(bMflum?!j
zMi$w4(fdPbg)sUMeL@y~TAbNM8&wQOdCkx>Z-((ks+sox<b)@HGUVGKkhxyt_DzU7
z=T%ODm5TP_b-S>)KiaQ{fNd^Jr0u1k^Wg^?Zp`joJJP>u>!a2UecDAh0L~o!O!I?$
z#v<r9mG)5x2}t_?MnabSD`!bZf9Tiy_^xGV!>plt*VfL|(qL@}zj9n`Z^^An()2U;
zPMgr|s(iIuee`IvQyow_e+Mz{33E&K(5c@gZIauLVdn`cYk?p?LIy)ajHbRpILFcH
zYD`}<x!zsZuWL!#v4(FLP>S<ofNCEZj_@Grg5amgtjV!ge@2lPgVgp;){BKzO*K}@
zO@aA6IK;N$TY|Sv=Q@v0P7W4wC^va#UX?}HHdDtSn<JFadTe!)m6T(W3^hB1rTz&s
z`<fBYKL~(q58r8(O6C`|=EjMAFuvJnVcqb%Bub0a9708heENk#!h0oB65}+59A{up
zSDQ46O;AUy4Z*Z?psq3fRdaS9F9N4Wgeax=P@^3I4b1~S<)r|xDh(G7rK^@XvJ*7Y
zNWYW8>O6Ga%J#B|^&-=-mwy+LTvv_0RC&SOO%F>H5|yE@KRgH-b;}!%Mt}1{H9Ps4
z6wKd22!8R&2fu1iNs`SYV<=-lrXZg<n~}={-f>?^2Pf<k6|96LzQN6_M@esx$Ha=2
z^K$3U(kn98l1FJ0m+T$=E8b?F(8*fLX+&qe)YTAh3EB?e2NUO$h><Q7%x}F=0Lv-f
z%*Wn`>l9hi9DEX-RjV|}3FD3kz8-Jw+ZG~AL3|Rncm@Q{a7l8ph9euVzf0i>HI~|V
z1bLs`Vs@1ZyjRt-2w1@VdXo7eVsoTZ5tD-vmvl3Q3|5+c%}+T)W2vE|ajxu&RP#vo
zp&dC-#y47?zj8z5SM+bQ<?aFPH%c2~6|E+JmdTqxHtBt`wfqii9~+-^-qqDz3hz0K
zJanDA&P-flz!t<qv^;0N-I=L{_P$V16<g7%vWaRzQ^D<p(p!2&BN17kFw^WMeeoSe
z$la&!*|S&Nk?X$_Yzo3DvVdao{N$%D5XI~lJTrl&#G}WoViQA|F<-*z=(pHo1LlBM
z{v&_u#m||D>?_rj&U<v&ud)$0)Rxn}k4-<EyNmevo&o(%w^|yfH!A0Kdli_nIoPa)
z>M@W?eVB%;VWD=!3a?NnhO%1eE6rt;l7r&)zd^hIJ**4=k2ipS#_Ip6qA4^?c@_!!
zn(%nt3W{zfUhxxy*h=J4P0Lq6{jDBTUV>~{hV0zA5~imcnTFLnHQJQAH0Hl>O?yw_
zqE_#eltk$_)T+IO`3fn@f@fMX^Mv=xDPi-Yp5N3JSQS%EAIaA&OL~1X-Mm@2JsQz}
ztGS$*LNsk3HiHb0&H^-T3>XJuVvplwj-}CFY7gLz{R3x%mx?lrt=Zqf7cRO{Wgt<}
zu6}-(ruM$#twaY;YQz1X&DkMcf;ASe{oe4)QI9r?KNQ*8Kc>b3NR4R-B=R{3usgN8
z*>q2PS&FDVD3F7L@*(50GWPiOO<Yxx{>F;t`(xyeH~zsj84ir!CR1_~rgeI8S1Qn5
zq<D~w%ZmV;u0m(K0R===nd_q>D(uB?z;F+y{#S-V0yE#Eh`&%Zt1p2VOMp3R*C!cI
zHu(J%JE!+z+n5~N`*dD6)NB6YKca8S9hfUMYtuIr-l{icNiBmdsO?eJW4%C5gDzJU
zvC?uxaY?4;gIIu4M+{8Dmy}5OYD|uWa)R0J$o_*Gp}FVg1y30DDGJ#673S~eCj^}k
ztzcPP@UH@b#s+&LUXYm&*`9{rab&oK#r~&kyZ7@M@5QT1_z~hB1LT^D`!_pDn$Jn#
zQx9dx#;6tw*b9z-%u@Kvn}}!YyTM+##4B~(TH0h9P4wY8H>#I3K`{euFg=gcu*;M3
z!d~vHsfKWu3JkgCl5fPHs9`z&u9NVPF#I;)s(H#y@EIV|v5-<Nm_=M?49sy3_)?Y{
zQ-7T(y6c=Y1RsdnDHwhbHD#!Z+Z1tv^TI<J{4jsVR>{7I4!jbnu)1Y&eR)fmMA8~W
zR+etCE_1<V4!uWoxYAx2&E6omKSdH*pW`J3Q`0Zh2Ms>f-Z$)N$UEDJxMjcB26YLi
zIG1X(P~h4(kMaG5A2F_@J+!sG`M&b^il2Y-9RJ`v{;iZ#?OzMJlrc?@*(alba&&yb
zxfvT&s()-|7g4`sX2V$Irf#F?&V7rG(f0)(mtLw04W*0Pn5w8v;5zxQXd#=rt-y_x
zg=L$CtbWnCIDqUX(sHB!$AI59A(P+rN>rzSHk(kPmnnvW^yO|33Smun3MyXMb6q*U
zr+2yzNxC^jC42_7y;%Ce9|-EA(DKpNoxVMFyw{REc7SfJ6<<T6_L|)-Vc!~?J1l#-
z#Fv*-*XlGkDAEKNFSf7fpOJlTL)c(xT8bsJd+GJ&1v2NEj9F3MchAUd0+Z>#_$-at
z4J$JFxA22+TW40q1C7m`rmvs8r!K##3D;1AaS-|Xe4YW>7rkPoE8sMNZ?V<AW>FFB
z@loOY{l3{-+7-t(=G9XB4~k)3i|<>sY{I*dReGeqk2wwUAB=lP6%`oD79GgCDpOw{
zZ5p6ItpSHtNBqf>Y-gCoLWdXgMp;=#z8{hXW_7@geSfqO(Mdb>rwP_jsdqbH9nWxs
z8KqcP_+VM2%<oxjO3>v0>Ij80u<_YTJFT{R4>rFNnuzVh8u(r^<{OZG5f!57Qv69d
zzlPwk(D6I;R@>>|j&x;uF*@1Y;)RZnCr%MDQaUTwt!1{3^N@Z9M8=LjMPqB~71#C~
zZ$Zc;EBJzIh7O%IMawaq6{mvk>7Q&^yKdaCc{r`#+FMa)M!<RTsUicL94?|-sdIT{
z{+KGewB-EW*~{?9b#6VRsT<{)b3KwWxzj$HZ@dDBzyiARZ#6h&q4M9gv93P=1pKzj
zA0F}>PJ4EFQE9O9>=6M1(7UMWQ-hY1H!E^Vl$hJlM-km-Mm2$J70XGU?0re?((8bi
zeP!O*|1YllAH}HUWZ3)hd)^v<4v!)#Hmrzuk!>uzz>R}dSujq|vrT+q;-5<KDfrll
z&PuO;Vk&+W2}O|G$-0fYs>;uD-klujT@F9ZB6x6R5dJ>xPlol>%4=@GERT07(iL!t
zrM*V*bD|w-bxVUlghgzufwE#xwYte?+qv|6@vBY%h6snGw1iuJrByf6+k;$rs>BHy
zY6uXJ&?h|&Jsqf6v<O#>o1CuS&4Uvj=O+~6gedY~SMv0&lTTM7$o}|{@1WLkGV12S
z6f>a5jKGE+C|yNnxLigQv6p92>7ZvIi?sh`*#E9xkbV~$L)H&*$_kEE9a)~&m&RIX
zaAEyM0V7ZY!35JDqw=p0BWQJaOB*S|+i)QL_gS}<>AgC*R1^)R35^&y(4>>uE1_!b
zChgheLA+~6t1}cH(qH*k%8Gg<wSB;bIxkq2_pBj(1V=WrKGNVNl=l3IvHs7=$NHvJ
z!97YP4zapqXK&v*lG|qhU-`ER9^z#=3Ur5UY0{pKLBB_M!K|joR_l^qf>F6GuIAUx
zJ~o1%a+TPnbk5@RXleNml@8P^>wqRaZ8NmlU*P$!D{H$~2#N9(+?<8S&@flTUcsO9
z9b5{X3+&*|@A-r3q7`HO!d4bEjpdFm&{(|95;^0Z`1houok<k?<MpiW<0>hAwB^O#
z($NzI7F5rQc+h4C*xPu(uv)E{!?^DBD><mB6K-)qFzy2$_f$9ny&hbZp$s$hoBp~F
zNqr4U_Qi_{2#$Q61O2m*Ey)SeNdru{GsL9DJv;O>dGxI`Ushszl|lX?h~l&_`?O+a
zrTBW>yxwrUWsEzlJ;hrohOlV7r9x^BFOinR6gUhehZj79bUbJ!dRqTEx*C>elm2o;
z;U02}A#`q|UB-;+vb}UarI6-J`IC`RhO8O4%mDaCMG^<_(vWcD=Sv~hN}BUhW@!5t
zmh!LTKe`o)w74L5ueAeaM*{BOd?)Q+GA+QtNWnQr8BY@HF+XTd7V!Ig!;6g=hQo5`
z1K_aPiWbD5b^FR~rvM%}Hn&>z!8%7C#=9h`zH=YTf7Cg{nsy@&c%>&7;Ek9j$o~v*
zQ~JJE{m2+JQ}ljvtu`3?$vmD7T|5Qkb_};1$TyU2NU3<-H~lANq)d;tJ${6e89wpt
zCUBEvfP}N(QHayP{@dEEMRlAWgmQ-RTcn3FV9bpw<m6<E+p;U2`>;Mis(zb;l9*IR
zf@O`3ecvU!zyqi#SsTS%y_CGzGD;Ma5T^)qS>-D?o3EQ3-&6|YlK0U-7&K2_$NX0J
zC0kMb;gZ{+g$xnliTH?6=uOg~a1k{^wh7}n`J`oA+PBZ=v*F4a^!<|iB4~3{hfJ!-
zc)7eEk}dT~dfaweS$wcli{k4cr8+XHCrliu&bu%@2dZ7ba_1p(0MWDoquOtltweFH
zElmezWN&n*>>Oy+<@;DWRy^KXm7M|AcahHGL5VsLv3{i;sk|cg?ga^Axe?rSDM1w_
z&BgHy_ktpmjIFvcksnj6h_BJ!hbgY-X?K$R#+4Zpi4}NFzA$9wYEzcTo@`Kx<9;we
zni<D;c~Hsq%ZXm5+!Vk@Q%|?F`oZOeDLt5;skUqX)DpZ;MUxMBLrjiz1qR*wS-opU
zNZKDE!vt%3IGMj^b$!L96w-0h=uDgt?+J68*X>LFJu&ELmgq$|&c8zdg4;!A#L#}P
z`z4GHcmAt1^H0RF5x=v+{yU=cpK{>kuX=9OKlC$9k0JWgtsPBN$)EmEF}MDZ+08@T
zgc%hVa*ap-sat;7k$5LEkBAP-&7>YAojhuAK_cC}#F@wDa?hZ<aJO4tB~6AK^o$>1
zBFtb^jII|&T_{)2?C=2GTyu}=>gaei8?2^~Ev&QQ%=yH7-(Mm(xD9_6@Y{@LXvmNQ
z98EFTp6^>1MixHh^`zRoSwv@#q$U{z&;id7&bjk>tFd+Uubyb1WGVy-ih66Xv}}sE
z|9=S`5w4Y{ecq4$WT#KZ1uSTtgvR+$7gv?rL?qXp<Mgw!xI}&0(4%X5HsU($HTQ+N
zrvPO-zL}kr-SgqnmB9cvP6h7nLF%YH#0;~Tn*l`A?@NLkRaW&CRR_wwh-fvoD>yk0
zbUr(TYjOEzn@=`YjGKB=r-Gt9hv;f7cm2y`(S9<dbxWRdGx8pKXAETya2Ws($(S_|
z28uom<Oa=Bs}Y#yZd%w&w;OE>v>orY1b+^F2Bdx=++TX^iIW)sLF){|`W9vf!hAxQ
zdL0X;?!HzJ!yQ}}e{XC^ck))h>w43I?XMQbM<S4L)vJWG<Ux?JcxR8Q!2$P+Y-;aF
zr$RX^=IaQN-M8lVFkSQd_n}|1THusCzS?Qzd`3k94x4s8fHZvU6!~Xtb2OzWv>a&y
zkNKhLes$AnSc2f!sOaKl@v;axe0%p()x7VTQZ}O5`^@Zycp&0lB7uX22F%@FhVqnj
zj^<1pa`%{36&!@rGRcaan+V$sY@A0&8rvTD{<cZEowa68mx7U-*&W7y3W7+(@FX{{
zspQ=47PsK~E0roVeZsZv!5!pdST#SGWBj1;qW3P7#Y`K^mh#3PwO>&^_LZ7;8Oe12
z*u{L551*Sy=QmiLe(>H%G6?d5WLef^9;Yf#V$}<stP%)su317(D}#sD^sL}@3<}&7
zCf~Fq#l!<IE2a7vzaA$_$_zX5@|+}F3W<`9y`UYFkvsTh*o72mI$N~u#=yHh+0;*h
zk_=P>dG5RbCB^K4jcS@{{ZVI2gWz`zpFxjb^kLK?iqn<rwU(_GPurv6+xtyp{wc$?
z3Z*nH6EbIu-~#RBVKz`)Yi+haaPsp{yu+}4HP_>D(Ybm?YNtLRIgh$!yF^wu?PN1+
zINs#apil9Kc5qxZrcxSp!ci)BI>Hh-l?U>*sEefoJ~!y-kYA{VeW8`H+gseK{>@^a
zusXqS_M|1)yPx@$$C6s+ra7VReMqu0$N-$WahFgW714i`RufO`zr+~i&VQ+G{~JK}
zufe6%?ce+4;12zI1T+=v@)oUU)N~Cxk~--Y&Kd_O>-yzTMuAutCo%qH&w!6DTDrEJ
z@+PI4>LycM;E*P--|X>T8?{Ve2~%?`{Os0RR5egQk4&HEAlS@x*TqOuU#C2;z$L8>
zW#WWz<X$5q6n4RdCj025qnMb)8|trN0ikNRjm_6N3@jKzG>E!oYW?*CSZA+$n=RAY
zpst`vNbS_IJWQGq5-g&myGwg3zh2~SJ_(hw&o_gGQ<lk|26T6}3{;p0>l=ePIZRJM
z{>eTx<0R^Ri%b2WDD_B*s^iBNcHtr+HsLx81#69TJc$S|4EIfcAx0LXFs&agVN*t}
z$~&~98m8G*WJ6hCVEJc*`yrV%<6nAjls0e40&zh}dYI{$&f5iEPPA!UR!vwTzBOjp
zoJV7(w`jw^W=$gcW<{7<4w*tA`k=F`3dR691Gy0gH+lkIq>l<;$yBvx3fjAm1h~*N
zw`M1f^F<!G(K522F2UZURskE4_LVKs#5Tk8XFbZ&O-fBrkys0TYk!*ajFnIL?g??R
z*P4zZEZIBhH%B7f?)7q-uUuo^CjE3)DiJ!6cz6eP#my};lPIeU|DEpNP^!IzN?Dug
zIY3^{CdhUaj{?1@_zJe6KCSrHy(Js}N*@7F8+1+pK=upJy}>;Ee2FWsdOBK|_vyMp
zndwLSiqx)^fNXf(IaolJ^_yCtwa569sFC}y7hG(0@GFq(4q3MKp6eb<olFl;YSG~9
zPQ*~q3(x7aEA-mk{iPr0Qqb!|WT8Z&%LROgAKXjJ#N>h%mS|~dkUBcxMN3;#ZZK`;
z3A`~wk8FuYWoqdOICz<)i>87MY}rw!;S}T8qJxwwROL<I9lxkAJJNrr(cb1&UB&ib
z5z<^YSxwD`ix1*&MD3awGw#nm%nIW#?g@jM|Gd>m)C{8_mq3AQ_84nL^pQFAs>4wc
z`}hxY_<u2jJ^>ZcJ;}dkZ(m50?Tp0aB>`+b;dQi$*~_>zIDk%UjIInEjOm~M>>T-<
zb^YV=e|`T86fO%dO*10P_&GKMX!=M6PLGRv4RM?Vd#&I4auY3CV^#bfB+Q|kA7paB
z?DsCH^z0XFIYpeovUX}cc&VWINK6w*NZ2PxbT&lCc`bJ%z>MaHA%v-_AS>3!@C-1c
zaS3DRBZL-iG+y!v*EthsV@NyYaJA_tNLn%&7DojCHnn(JqNeMR#ZQNv`ms2;Lv9WD
zD`a-GM(^WT>qb4ObU1or-kZe)@<9XV_Tr?y6B$o1Sg$8i`E>H@BW(wwj|Z<kH2M0;
z_{riht)a!=`4uV*6<7?2Wq4R}x2VjTBBX;c$=GdudlHv_14tP0qUh)u{~w|5|GxL;
zf0@C5n@#+HF075!d)%w`NBrSuK+o&~m$E+Xkgvfr07W`FU{`DArJKr#^%?M1`jLW^
z`2`U+(t8GU`nEqR_~l6=Jy_1&{(`-M;Jpz4RTa;GwKgNzJIJj#_~j(=wuYBR+q;0<
z^arUZghk>0-qq93o(-^2KZj=k(n~$b8P|VvbJF>1VU`!HhpM;zlJOwmmi47OB{J_n
zZ_zf98+bidedh6>4@LGLx8S~x#R1m)L89B&QO+Em(C$}ZuU=YEH>_9E*4lBU%jN}d
mEp^m&piHA5=>Ybi?9{ftzpnh_C0F_%+M55@R%e9g`Tq-@<i8I9

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-6-A Cat in the Snow.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-6-A Cat in the Snow.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..9e0541c9ea94a4d2295d5a35d62230828d387d9c
GIT binary patch
literal 11384
zcmbVxbzD>5|Nk8g5+VcXuF)}4TIn7=5NQ}CDIrP;%A}itFmiM#jSA8NLt&JFilm5$
zwDfnr-=FWV{`&oXXOG>xd(Z2f^LoDeoL$XbEdkf{v~;xq5C{N3_z!Tk0Ne)1NJvOY
zh{;GvNy*8{C@8^Hl-I6NGToq~0kbi4u(L6<vU2i@32<_Y@UXH9%0WaVB%x3!hk$~z
zyp)odG*s&EBp`Bfa>{Fzj8s&NQe3QDQvc8Gst2GY0||lR2tnKc0WFA-7If7QaNzkQ
z2L023|1=N*ArUbNDH%D%H9SGfb$|dwNJv0LNK8ybgr|Ol?+1uziEnU8s*})}I+Akx
zgQcR=iph91n%>dFCVuluI|am$Q!w0QWMbyy7Z8L9L1kp+<P{We-_g|4*3s27Gq<p`
zvbKRcySTc!dmuamgMuG~gocI3K8cHe`YZvNo{^cAos*k~Dk&{1ufSARRlj`I+|t_C
z-qG3H*FP{gH2i*K5;rwHGduTb{@e1(>e~9o_st)>d;156N5_9oPXFQp0fhg;!e9Rd
z_J81_#p5C%A|fOr{fi4k5Q6^_(h?DKNs`=9HzjrSr{k82CIf4v6*s*j=aGi}rgsXM
zpkUyIe&gHy3+*3d|98M*{=bm@4`BZj*E~Q;2*N9mkQPt{jyjPKbA2)*URH}&RW|JK
zG&P5naXLi2U4OlIX4*a_#%xojGD1Vp#lupN@gjNpwPA%Y{l3k!%kRYzh8VeB-76sC
z3OL+~9<XiJ6pw{J<aMc$eNgl}9kKGK><V}rd3sRvI|FeAe95>xxdOIk`TUS?gvwQ2
zV&{i{MSkPOT>;$!7yDPhY&knmqw2uFzw0^8W>Q>Y7j%A+J`*83`)~q_>{WNZ*f_6A
zB0(yrbF`*?`p=81$hM!6udje(tbfl#v#6u;pQ#TKY)_94bB>Gl$}c~^Jd8YB?*JWO
zOz|ByY#y^BSHM5y;zw&mc#?V@vrc^1MXBP4?JiZT^Qy?!+KYR8_2wL&CfeoVcs8Z0
zF6WyMBS%uU^Np>}YjVNeaqRC&o865sULk&50a@Zl1DKjii&5OrWJbl)ZQh{n1%|f`
zc(F`eG<p4H8MUPclzzIST$Y@3W<NW91qi9OivHy}D=;FQ!d{t}eS`}?EOLRN`%C1=
zUm84ME14m5`O0L9>-D2_MdR&<_pHt<FXvkDd~|g8B9$|>@gs`<E_7mwU*<0#fuW_~
zhfwy37Xn8E4K<hMk>2pr?lrsVzb_}X4KJGh;a1=X`<Gj6aM{j0Uc&P_o87H-%J(i$
zO3yq$7B-w%Nf=KiW^C$z;ykL|yaHOcmGAA9DXta$MYv>Uh)3SyZgtV-{&z)zqwUmR
z_<O+A%(>u^j&hA+!}giD6<+HemtX%Cyy{3wkJ*u+a&7Xfv&Tb!u^Zz_c2w8w(%5@Z
z{@(@heKog0%hzr^-lwUoX+2K8OW7yXbkLxBUbSn;*Yz|BnHo5tUpnX65ICWD%xY@W
zX<3oe8okElVo&piKGsqerqIA_M|<=z;=FF3c@0Dwy>(Y0se9#g;j*J>!)^ritKtnV
zzVtYc-}6pd>Z-XKF1p4gBhO|C`k*qWPB+oyiM)AC37e<7+7Ka(a6k*P9-U4A(bh`}
z#UM#kGMPQfv4reYqEO~XoU9N8M7@kK?iTc&Q5ga5l_5zEl+tc;9R<+@#1QJs>6s=3
z6Z$$Hpb(fFQjpOtaRMc+1E35(dZ3B0TuPH4JwSpbsVFCk+gct_0H?mGhY$p{mt^9|
z*Hb}5brLB5Edymi5QIh#j@U9F-*)rRkMkx(3eo@Ys6|apD_>KQy#i9s?wzhjz6j**
zyw7q43|%x_1gegAlq=BJs?bpsv9J;=Yas}CkpUY@7B|Es5KFs;<pd~D&s1r-mSkJG
za=6K$D)KQRYCZ7`20D>nE>JYHDtrUk;OLu-MnZb?^{5DW!AqW!#w4jUSiuUU9~5XV
zt>gFD(Q$rPJ|F?xSEC`xG}9DBlbRO5Oz|?)N4bi5fIgL#m7{?P-7m=p0G%c{4^0rO
z2?k)ya0C=Eoll)86ucgv9;=H2;2I=?Sf*h#N!ow}GSU-)CNVR<ZN!iA0PGK7=q*jR
zW2h~|Yo9BCW2XCX><Um^8wk4mUtr6Wsn7`((ScxGoV$kLZ^#nTst@oiZF;gQ&~kLj
zwy|RjwWrd0cJy3ixStFo21%p`QLlUl-BlYxn(9C_IXUzo9e9oM;#D_3g{i}<Rt!;+
z9mR$+HN*-+f%8dRpg!t0E0w4;6uqlPU6KK%Q==}0P8gwyN|1segkUKYa3@Gb!F>Rx
zlJsOetXM2btQr}jB6E`2fe$YN9gU1M1LzOOO|?Oko|z#Q5MpmOdGWn=t;2t=WhGgB
zJ8~=SGI%t;zGz5w_X_a30_;-u>*4hr<S&d9(v!o@`rYd!h5Y8|T_{<ZL)UY|px@Nq
z6RVVxq8@uNHt!mglSJ{E7|Qz_-ZoP90QJ6@N6CXj$_NJpD`Jhnlztd9O~nkxj#8CB
z;6>cs5gz%=>xTT>m6KhKB@Wj0VQkfEy{|iuZKp+L5bksm#N*T3$Ze%t4g3wD#gbcb
z-*S|g2kEC?Bvm^uT8u|A+u=x!;dV2FvUs`Wm49df<afW;0sC0F2Kc@3>oinqo(W~<
zFzYB%-ooi8mm)a(Lm#dV%gk0Xu!1Pk^x+Ezj}P?Bt!k&{v25S3yK_hDeuN?M_OEY<
zCddFcXOgL_msg+w2$g&gR^lT8vmi7+iU3iOT8NMy0Jthp{uLQ&)J6v|t}RV>(b43A
z2G)N~J^*j>{&%&LBUdhGFFQCk>>8E!t!SPgi|E*?Axk)7C7PTTQwCO$67m6}_$4qX
zX~ZUYjmAE6*8m=hc0vXOmtloaK$Z@Mx`lZUp^hf^sEE~ulgKlN;%x?>!ifo+IH4UC
zQ3Q#F9?KcmsQHUKeOg~}oVtA-DXSDWS590}I`KKLc5O0Q+|8?BOaGb2*uEHgP-lB9
zVVht78RO3F!du9Z&IH(!tj@aupSd^>brUxK@$lKKYM;{S@Upy3xNH?W#wCa1v2U_6
zmB$Tone}kl%6X&eV(SZ(+ezwCgC;U`ok?qW8+jl&Wu{$ZnI9`6>;U^!3D-0#6IHgc
zd2DvVJT>0;$}nvbDz@FC_Wr(}mIJyVI$2jGt1mRgIs?`&`yf&CWzmbLyALgcJq3kx
z^z!qC{uK2~dx{-p*TX)Ax{+SEUjgv;KiXL#v}TElD=Crixz5<pM1VwXMJ9{L&G!5B
z(_NYkJL(!A={GQ4>!U3<(ff4l-!TU@Ow~t=@E#gdW_(01U_MxB+R%RhQ8J<86W4P|
zR>s>3NsI^m6D&BhB&yLYd=ll0i24>KBo&6nheJ;Od=v~Jtw!anJO5$;dd3XgHiYh}
zvr;1}qR7rBG^m@+l}BwE&V&3b;VGvskuL(;>oG%-d)Hg8fO_qdSs`*ZNZ&VZO#gc@
zZcx&c(3qq)ZRMlcke=HwV)-C6IYXh41R}(QDD#_v*_JUW6xc1mb>ZY-v1&uOIBk?4
z6vRbrL<5JQ3)Tw+1^vK3@h+1}Y%#?vi8!WKe7106k!G<|B5iFH6#y%VBsW>yBaPSS
z8)Fg)APt{w^H@$Kndji>`><tmGlA!a3xx08e9c|{j1uLpy3Z>sbEy4Wg$+(s(U>gj
z*yaE#edYBUN9c0|#Ff#f^d;(Zdq;~2T*h8rCa?O3#!UZMny_?K)Cw9yvg~dOq1UPj
zXI5=ll;@1;s~kG0|21oa%l>Sh4I|MC9d3Z4c5X^T6CXS1QVQ#<ck1WIB0@5_G=Wpr
zqRSR9p`=oIO@XS3(5G<AR@#L%)6;^(dbe>{|A{-{OsB%Zme;`iQ_spCyM3FRrvZpA
ziVp9@)HgNc9Xj7rL>}A;F{!c5yB4o9#Q*ZA169>RaSw^+Wf+FdHV_=-*S_-wGf{H0
zGp@N3<CjD9Ft{@Do|H_!U0q={i98#mH$!1Pr|u!yuKn^PN>9&;RS>#3fsgf|GAth;
zY-T9G0q*s<9-q;on0in_XvilD#a(ww{b<OA)}V{lfyWx+1KIb_9>t_^VY!YHe3a}y
zA%jQG@|<sFu?bi0e!Bt^;xHF~onC!FK7#kdGCO2BS9-ocXqcCv01{ImNT7xo@svRH
z@h%Z~FgZB;a6)_h2jrQ7V0p7ZJwe7(KYVN?h+>8G=E|3oM5iOo4Dj(kUa&ZMT3`XC
zZhi=1@?r6EC=_yST<PdFbQ|h74rnS8Wi2Fy&vtY?%)22~1nIf2CVBp&x4QPJ2-&r$
zM~3>oqRT1X=~@zjIgZ#c*yqBMPj*9eygyCpvQBbACU#oBPyC6khQ9cY!ujP(y0Wb)
z7(eN78HLrpVOKCJaE*vBw7>b$<a3<MC_}iN9CPBJos<0FMPEb1ib3lWThE(bQ0HyX
z`$hQ^ox0~bK=xseLT2IP<_o<UftjU^Y?gd_rQ?qc?mh<Px!>~0Vbs!vEl!g^_|vkN
zCDc~@l|2g{nCbidk^;*S)ERnZQUV_$EXX#_jfpJVB%1{&R#c`ZLb-=j?)JIrrE3?j
z&>QU=+)S;71ru@>dWH1XHx3=y?M30U?<CU5#Uf)>vD4I$6-gYfjZ#ACK?DJODg??%
z*GrN!K_0}k`xbWRQ`<xIEHD6H=9p@EJ{deJgEH%h89u@CBMkW@lc0GRGb#cOrY%k0
zyMHrb$z0pY*Z<aWrkxLd)#}}y^Cv#4e{<ve)%60E8}7R|>g1V|5T9x|Q<?qnCD#Wq
zunXgP+34VJDyj;l4C71SFTgu`&qtz|0!17ML#Q^io|z7*mh!yM*Hpj?1EFzo5-~J-
zerR$CqNG5OnW5>hs^8B?dCP(NaQshx*eey-+HSOs`5!~bxi*{3!1Pf`>rop!T;Pl6
zgRY9v3PT_0q)dN+me$YTEGd_7<P353KC#1Bz@vEMy8AYEGX4BBzrJFh9a5@n9yQ2}
zOezc3d(5qHb*G6joAZ(J6fa$}2{+;3`msJx#PcvZ&T!^#j_78u=OG?5u0F3JftNDw
zeXX$uIPT`mcvt6rQ~sFi>EUq)F|$SpXP65inr*A#^(=g%G>lFzxj>lxdN^uZ%u=dL
z$3BdHW25i5kb6d4?3?Q|$b5xS(QPxb!DCnR0KMTl(gblVj;K%qyeGSRUOgFFc%ReI
z-&><;-X@$mAwrn1Hg4ya15$O_dM?}X#4>3cTX2-%dY}23i4V-&e+NGDnbHy4#m0c4
z>KA$!wd#OeoCJ%Nr56+5_467x)l9B*q&5(r>}sGU;7=iHqz|%st!Y)f(4YtREU3g-
zq5Ym~f=viaQB-_@C}SCx2~E6h$o&H412C2ih(b{SqnW=xN*+zZjDRka)<LJqG!XLm
zqL@fQ9t(aJK4J3)pXR$cB8N3_|0MQQndv`Qz@>(4(IH;)imP$|_&=Z7fMThcF-c{N
zx)D~3N}kynU$i2kaB*BI;NL=$FyV(L_%dAy2O325M$^5ESz?|wHx_Pjg1lR<yOzC>
zIO&QmpgK2qN^M<VM*^WrctbIJhbE;cu38BD{b+G%y&=)eg(Zh^xGKGq^=@9jy{E1_
z3$LkUUi&>YM9`DBon1-wZ!JEk!?xi1&ts(kbYOv5bJzFRheS>Ct49qg<`?*UguC4u
zMK+Q3^nD`5>Y;v~NO0W~BKvCN+g7X7Z8UF3-Xv^VhaaBHF}P!S0uH=4=%q>n;lZd7
zr^O%lWyWZ02!77Zx4a2MuopRsZ1T&Axe#=`A+AMRbeQJHp1W7pwY|3O{@luBOmu%s
z4;nO8o%QQL{=$fySuI2<O-^A*594x_eXP$~z97KJ16U!dYzF8X$w&>B_U-CRi44h{
z2!^S(H2G1|MyDB`r_ey+Eb}<RHSSJh3hRr)>o%Wq53qsoyBCKGq7}=-)Cva;8aPKu
z4fK8re6yI%H*hALnWtQokA8j}Dhf7L>x1U4BlU<N1N?|vrfSzv2xxOA;Eu%K<^l3D
zEVvoyGsG%a#aC*;n5l@?qwz)Ezcq2$1Cjq-zro$tRabfN=LLVO;ycV-ztdEo`C;nG
z2l4TJg>$35n)g8%CU!ttfp;=?0MH??BJoEh7*XkWtyM^dz*eUoRpA4|a9;=y^b!*t
zZ30=ZATl9*WlYZzfx{IxQ_&26j#D_s5E_8LZR7U@__(4+1?W)Sg7zT#PzDso*`rFD
zwgs~?!4)q@Gf({ItX!I&Y8bkG?q%Vn==J*%r13yocBEG6?Gu00cn6LMb6h`O((=nE
z&z8Hgb<dh`vauz}*DS?YQdV?sX%~C%c@S{l_eFI_A&lfpNtw>PCDGxgW>1sS;4(MQ
z_>zJ#e3&_Ca@gXlWX9g^uu4`J_>PaCisQRFvbwBcHxtIg0WsSY)WD-_ntT5I3LiG^
z>IoVtn#=lcn_9Z6DUh^biZd@(3CqDz>)D;u53S+Snp|i?XkG~txMiwufYw+?8sPKr
zZC!m`HF7O~Ed)85h(AxykWa!v8$5>FACPX5q`p0aytAX}DmrR=Q-$*i7}omN@d95|
z8kaxdxE{I6gD(>QDnn_n%<O5e!6m-}qm+9SJ%8X#^+Lf=8;9R?l;<!93hn`I25~|!
zKCPFK6wrVvGhLD)=81s@Fnok2oGAm4F7Ab%mYfG@Qo?~-GK@-Qea<cT?Uy`rqFFTB
zB?^}SB$|P7(ReQm4<68>(!VJNk<faYePhvo=9QQg?@U=ki|m<YP&Er`L~BCImz#3I
z|IduqJeVfhwt=I?Dl|Y6IZ$doX7LK7z=~?j?$TL#V=ud!27A`NIhi9k?9@t{XffyX
zu7|$Z-HnmtklsmOopzB}IjW8^7$6Yp(~5YFyCDm-N<m!O%@bE-ZoDY7a}3g|r4p=k
z^6OJM6!Us1_G1Iw#t?%LtiJA+ILU1AkuaeQ%O9xa0SeSb$?xb6)e%rmy2TpuM}hGU
zkXOc^3xa0CZfJYrHGuLbWyMhuu)i?;C(4Zm%nWotySGRC>fe%<ohrD9)-74tXu_uP
z4spj75Z*3q=rr%A?ocMlhS1QP;g6&fi*ah-_|>*wLr{HpEN!qB`!#k)r|rA%9b0*2
z=KRVui0s`DP&7`Ti1UWRrZGJN(`fBi4xaJ84!NiV{XpnetS90KOpS=9942EzoRwhA
z{3K;&Cb32&x$mob5+6?4;4>&4g$drz@Eamf)%HoIh4<79_H5#??A^_E&cZB<%nf9=
zmcrqBsR)fa)|tm6RpJmlV<aUMpstjRXo#vnf2_44GOvj(%%bnlr#C)xuz0q-n(?LL
zr(0Ze4I_KzNxj^8$*Xbm6(v~l=yBPQSBAb~ZyqmlG<&I2w@oQP2)n<Nf?&Hfbv?{p
zKO-4D%clEq$eZU^D&p1a?oispI=fj>M6f{Npo)~AVUS;wV28p=U3lh;<*?wa3PY3}
z<;r}93=y`m=7^N^bUN>4#Hw5Bq`T6jTNEp`AXW~#h$GN5I#`_aMU&F$Amj*jtl2?K
z2WSnqSRHjN({e5e0z$r?I0*{CZ$VKS9-!R~6oig-AAcwzDoS}j$@hH?;!NLVL1O6&
zXt6VnZ|0xor@6(rY=7CZd5=M4xnoKsVJNqemBwd!-So#zlRGo5<7ZYi6l?3Rpnh*L
z?sD-db8zt%Qlpx}l6I^f;^)R5(;p-H=q;Fb-PdQW&|g5cw9YJyZS-|vt*5IDj~v5O
z-Fmw&?R{yfp!Zw0mMS9gc4dt^y!KM13iamwRS<>M2Q{+C-L9l=B;m`?ru;dCZ*{kn
z*vfq6rOmS2PbueXtwH#ezs5#~IUGL!*0EZ6u2jiOK1>-}pS<7qV75s&Oqka|d-3*w
zZ}rIRodCwROFkXK_XPLNl^#xCa9A+6wCC}BYTI!y54d@BHmZj4glvDQ{T`CTY~x^x
z?YR8C{0alNn@63AQt!wU9nlkKe)UKwSN-Zr_}$-RKw^6P3yT1|BkP%^!F=K+YwE(?
zUgKcL$u<kR5Gj9;%^~oT7eAHnq&{(1$Xw!r)+0|ZAE%KY_k<vsZA$El7W?R?3R3Vl
zljdD*_Tw}Q(f}`U>)9oo&q`3RI1f--Pa0^xo@$dHlb3y_K|NRNbF-iJM}Sfo!JQ5E
zl9q}zlTsIU#?)>-yUn=ge4SGdW<7%GpRs!hotd2}Q7%RGxU9}t#fyJ6nN1uc16UtU
zu50p!`1W&TP7x<4Ba#O-{2rjjd@PBJMx-H5X8@b-!G$nH+8R|pvS$n}^!-tSD>%gw
z_k2y<^YpzNd$;3Ew$PQMXT-~BeA~B<rz7PTJ(Z1O<~{F56ya3E=r1qTceC4k1xHVI
z$%jcRKir=z&4;l}{TPcImz;eg^9x3kSs3}kUB8moE2_UW+(M?y#`={i$2P@a?HOCp
zGD^%CnvoITb5J7KrnQo`x17(IY@HiVbO5$}%E8m7Q14!&m{sdEpYm$)wa=%T%2vOL
z7%B(5G=_?i^9@qum$o3u^NKeHw_Y2IUw^Yaj$olA6G+aSxBt>ncdUI&Xmj>?AQ)fh
z$BhL%@|+392Ef^H+RNLPA1`JDdLAjxTFsOcWTwXPr=r|;zW5w4m5CAhC^3I@7U(*=
zRdG0G;Ab64(^2)3CDl`kLCy3;L&CE#U-fjs%FiWkc<2!Zvx&rxjJYPbTQh{Qe!EU0
zfWw`diSXPPH0F<Z|JF&hYuoPPV#SmBoY~Xg<CoIl<*q62H+N@D=t}WHIa8plKGk5%
zV6N?#)D};|S6V+@Nuq8BLtCJD2PH69_NW*PQ;nm~Uu<bITj3kE_3V5oK(x@d*7^FK
zj0XCNNk@b3p9y!-FC7&k4%=ta?i@Q-*~Xan9umd^E&h698+zf_WcuruFe)vIM!izN
z#(edC!Cb;E*t?+XLGLRYZ6p(|AwKQUxe>Z-R#duvibSfGpsn9%!M@?0JZO^eBlWtB
zW3PSo<=EOE)Ff_P+MXq4J=9^<K1#_OY(g{0et|&s9UF{|%WABB62_~O?J}`7r;2^4
zeO%Jsk$HFoq}M@m+h-yE6b1+57GKG%o~l%DyYi5Qyr@+ct~QJ`n);b1BN#J&vy}Sn
z;lRC7VJ#lV)LW>sS)x=LUP{xOi-ooscG7kRzqQ3UwMCxKr?V*Jtf%<*e1C(LBG7kk
zs(YcbuFs@2oOy#(tGu;*ki<J@*6bxdT=U$<O_slI-7kB3LoS<?w*V$BZ7lLqu#f#w
zwOr9S7igFj=ABo8nA7Vtui_=(9t*I$Sowon=x+;2Y04Q*An&oK_Tq5y&3(Yb1{`8+
zKIyLmW$8u$6asYzpQ2{1M*S?M@`g7^`O9$|9WQhBJtI;<TVE=-&#3yCOipSh>sT&+
ze*-AP*I%s4-s{};`Q4o8GccnQ=Kqdq<<#O9l?HS=8?k-fd*aj+<P<&=k)TvhZcnOo
zTyq-HsLqmSa?*Yhs4XofxRvehI?Q4|qk^e@&KLa5H@``l*jc46h_5$YI~*C7eh2?|
zPsCw4MAq)PqW3W>Y3GH^{@~4m*yA^GcTj!b=g%km#~hv0rKc=tgSbW@BP)r)Skb<P
z#i5*MrNkVPJFpDfynwC@yU_G7*NoxBc(?Jr08I}BDhYcK!^F+k$v~gr%XLX>C6Lwp
z9$iSDY;;ZV7erUqhg|;0_^)XLb@e67%mw1cJUd_Z_;$#-i2#f%v&KKoQsnTD8=o&2
zc%B|O^Kvc2U3<nUt>adL__d{`1*{KzJ6*oV7g&7!HfvyhD?mRefI!1|w5z>tI5^b1
z*x7F`j5@5o(*k@?SpLV9nY(tougaS$sfXdqm5cXm-??s#oH+@R9Uj#RCq4M{L1-|S
z4CD1cCBC!VQc^1-hlxnkYnQ_3^~rbZM^wSJel+r?UtaHR*>$mVwNCLwmj*u*4tIZp
zz}9~LLF;H;(s)i@%LAA6;WlS>*PBfpT!JEXzo{vqu(QFt<s$CG?)xg=2op~&WmCMw
z3wYZjh`p1(PPU552wO?RrSfbTQ}4}IULdNIwK}<=_pkF;q_D&zzrBhg)f<{hnl4Hx
zUJxpKiMDiA7(TA^%8x?143g;$FH*fBZ8)qI<>uSpNIy~^3mr>}Cv7ENGgXkIr&AEC
z_`K+E<E3aqL<~wk4^h^w%l)-f@N$5=$t(tZP|snV*Yd1b=LN&EWFy4eC1uSfTyCNE
zTo)YT_0l3jR_L4Mm_ks;=2Aw=?c2SK!S4>~DaOi&8J7st%);^rQCmjepICk6RcilI
z*diG0O02`3M|WQ=tj9ZW65US1@dba{HOyAo&LEA2tgs2y9t%_2er_7{M0q`U$yUSZ
z3|n)`^z|w}$^Tt~Zp$Ad&cT4q+o}*Az7ZPciY@sP@Aq^ryhaZfBpwIb%?9p<m@z*t
zcTi103tR#04N6b#Y^I;&4hk!aP#;U^*YDLzXhO#lxYH7+I%Cy^vv0@RP!B1GTgo=+
z%%(5h9oc6k3Cu7_S}Dsts{JEImQiP&THtEPoetG_-9x!vm|7+vg~Y}$-%-HYAm-KN
zXmzvGwVI{w{3J*gHWhKqyzf3l|G`$mbjqTC>by+I2*FpW>!JV1X<R4K*FLZI`_HV3
zxhnuNPNmP^z_ZIVNbQ-{l{zvulpbi9;9>t77x$LZ7!~cBF(MQ``KTq=G5K+Gp=V)$
zkTs6&MhBzYa=A|F6G>7TlP?hq+Im@hHz-XVe`z)CWcbxkPHHEWO;%bDB5r798#twQ
z=vy8chsNvj4k{yD?<75l9^SF6GpQU5tz!Rlw_Ry!@$GF{1^(}f7CFxYNLFMNdw7(P
zY221untiDwuu)k?^Bmbrrzq-=Mna3bwP6m57WAD`!)D-#{3Il8|9hbftaaBjDaeO!
zu+IWH?Aq}7Y0A1h^5s087_OK0pdMvm&7Bc=uAgjSSmh_H@!s9}lFl~X=t4nmXY+SL
zJDe^LFme08zjx6;H1+X#{+<`N%11pnOAyO)D}(SxCZ~ks)YL5Qq5?qv2zOTYOn)kX
zLO!%{8K33OfF8LAVt$Z`IO`83O`8D1Qb$MR>(;X&*+#-y$S(&GZ=Gq4-5y51HA1um
zWHh}B#xS(+ee<Q!Fx02c2y?hCxu`hf+OohvImwEgV$Mur|J*+<N?~+Lc3PFZa!bc_
zrrc0l>@EQ6oMvhr!*G(w6mb+LYs9D>6zk*-@CHkGkqC}?%Rvq+`P%e1ZfFZ8JvEq>
zpM{C!`f0*j3+_|eMjMW;`z)gFs@Qs=L)PX}^1rkR{9YS*GUe;e?!l7l)+8`xX=Bj^
z!CJqawcMlESaon%I;^@o63{8fHABB~Z!s!4z$TyZpk}8=9Ypb~*4RMqpq^Ucgn|Vb
zfdec;Ha4x8u|%ee{N<Dk3(sTUt;l50j~Qj?3SS&i)NI<-d}(A+kfBYLpwt-*H`y{;
zuU2HMTQBzX{yhm9?g6Gng|3;f-&sqM!G=|u5qF&8il^Y8-fCgCZNuYglaC+;_1ur5
zs6FaoIGcdF3>0MlMsnARi|6TjUf1QL{FFcRVM<6-WU}z|Te&8~5PiohKm~gR6kBEL
zt$l?Sw1^FaBz3H!q6SwgWg<C)tLRgATeErxjb<!2EuGwW(kx%Mhz~E9OIAoUQ^v>;
zS5NjQMWY(p5X<E-wQ&f=&vbLzhGEZF_nl{vVY$@J2WgCc5b9Nr<bu=bTt`dqH&%#e
z-X^Y2^62!jOTE^cBzda|r1W=9b5~KV-9i(Ni?v7XtIXM-9~>8#3B-7qZK_)_z!uv1
zYvJ*%%Qa7#PHJEuO92wWCf#Q_q>mSu>wAG)iCJl(lv3%CMq?g{)hYSxvil074`G$>
zmv${~I8{q2l%=m_`s-&#3_jPSz1<P#V#lqqmI1DkRtb}VFXa$fSm)hJdsM5l0MAAc
znXVc0*NEJ5d0&Q-=Am>$SxM1~6)EsPeeLc|XFyA@gw*9$kJXGWg-w6N*r9aS$rfoX
zU{sAeGzQUzQzc4=P-|O;#9w`!ZkV<Xv%ci4Hh1)i38`;r?ZdPCLIL#tnsMWLZDcHs
z;7`l8(ZjV>js<L=_z;>uD`lyhYxVP7MW;FH^u&n7XI>S4`(SUVHK=`v4(X`ln;({v
zuYpJWNVI8634h<(b`pTq=aKqdQJI~;*j=ShxZ#;N1DBR|a50Zj9?cej_GK!u!bH`r
zy=svGq4dnDwsp5Q@{TeF;I?-(u?&3uLHcO}TB|jzyU1{zN(8TqGYVl1_Exif5L%7x
zMhn#0!O*xlE_+faL*gXI)Kn8e_;ejoThGIUMvuhMlbYps$qR4)uHPk<A}M$Ne2%R{
z<Xr(pZbKJ`_Le`$c!Rg>XLm6=*^d-Im?h|wu{bY1npW7@Z@5l|{dftLskD1mB|1}K
zz*%(%5QC?+QiwXVkKG7_3HD&6BfU-fqi2zTmbd(H4a@8Zy&Xv^CFKe#XKg{}4v}jI
z2Dp*d0Zocd4AgO2@*SnbwF|5<g2|Y2puFB415nU@v<|z*+`B3s-Zre|wL!?UsNMl-
z!{=+>a(az>^^zzj;s<C)L70@#Kw>^iVP+rbr<Bk`kFeG25X$u3wD{91qUx6<Y{~vs
z;*`RSOtq_f@8o$<mV$3*J;tn$xAiw_5-Cb745C(&vr6yZr&|%#d@_)-rZ5D4FWV%5
zoH`>2BaXGY6%J?8i#6)y{oK*In*#6hp_CtsZ;IGMyR|_7puUBM6TAE8U~d!%RueGf
zwJTXB&E(6jWSBgIe-2}v1UEB}I2%6M)%Ca&LebY$@yp#;Q>STLRUA&P2nimF2NFKe
z7y7Dv3{f?+fPF!{RI8dKNeH+=EQ&i;Eb-<usla`HGVJjm^g!1oJJxfLPFQ6h#qr##
zfKfCZ0ysTgu9KU4Rs4oeiJWR}jM6yr!PXDGtt?P{C-KC*+&1fTB@LfHutqtRHm7Qe
zEkUxF<T`{m_W<dcDmz;pd0+<jmHJO*|88p_Qd9Pn5t5rSCgdO3;i=y((llV=c5O2E
zY1itmDHAoK{FQ+KlA=RC;sDz9p-wH4SYFnUP^9$ZPVB%PBhtf4oA*3*1g`CFYp-UJ
z!p^;gOmAnoI#6Ux6HMj>A?rwImAokthpAfrR~>4<4Z7~?G!#YH{N6YFy*8D;pfRf$
z=3Vwo!SuV=_l9LKn#7WbKzU0m>V)7yCR=TC`yoBUAkVL&k+*qM&2@^1=lYJG+l6%$
z8RymLiJ)5ifu7Xp<+=DDb8DJ{^Ot~7t#Jf0cQB$cJY#`P_<LZ<rd?$J%YP_fNjLR|
z&SUWf^G@#-5GM@U@0a}*)rO6c#Ld*`C6*;ho(peEmTu-=0ja^5i$C{%S1xEx9!Cz#
ze)zk9StEy>h?%O+*S#tRfqSo$POK)IzMneSL${32es_N})h*q0?ZA2eXLkOmlZ8M~
z)YH9kqC#2PKUN>FfVobq3qq0Ze-<ayoW!4uagK`r9jez8vBl%fNEUcdJ$A2t=DcQ;
zr)1N%dzH!c3V3|;T+oM3_b=bwzu8oKUqqeM1odCcoL6Hz{Q87GKN9}_;isXn>K^6G
zE1)O%3ZPJJ3POkC{u?DUK1?g2qI?qKy7fc2_&(*GkLS-5&#cPk5i^p}FGoH{eooLn
zs3UG^TevI{KU=b_5~daXP$=^mgmzAxm72j`bByKaeT(kG{VY>ee$f^A=0?$`O+)GC
z!|qiUcid&D_#aCjhLob8KUX`rOm#@-Yrj}8+EfbBtl6LWlx@}=2c4-O#6|X2<m=-W
z>XMpHd;fvEOLaIo)RNULRO*+Z&lP}|<;2%d%<dP2b*le}hsWd8O?8zGe@c$W4*~55
zsEzxLL<+qDJ+x#|Z+NUIoAcpZ|Gz~|RkCT#u`7a?XZN*Bur<w%Gu>d8Xsl(n;ZWxN
zkvD5WNfJT0|4b}?q>_gp`kyBTaEnU#(1&AN4n04Sq|~xY`U9FHm7FU;Z9(;~V)QRk
z%2zJcTO*IZMfN_YbM9~cWRv_6BQW1)rRDWZe_JU<@6ZF9BxB2C+)O%8j~D&~a`2;e
zv=_iWfkcp(Zg{;=UVgjRsCH_(o{xSCT2Q@h-zS!XY3}g4276>6d`a)ba!ukjTumh{
z<#$CIYvu13k=oX&FM|mi>rFJpmSx-4?itx3vZ<-hgxya2F{c(BKOc!-M*quD2Gmp~
zY|oBgN8!|5^Rw}7ybzyi<0SEBwe=7828v=?cqsqcm`=Uf#yweB7}be6awpM8=0N<2
z|KHwo(tE!#kxrY|c(ZrS`D^xQk%;xRS0hCu#lg-K#%uR<Ufk5X0?_|<mY&h+{_}82
zi1}l}pyIjr^$fFzIT3HW#j@8>*4+dx;P{hm6S<@q8K-)7Q*T~%+2%iXe2qhz-tY0s
zWAimi)hCx02gMW6qEq5e|Bw>io>cu#?|cPBZC-+7hOlc)@dT1b1g+-^OG#b>H$7Tg
zYa2H<Q0j4}_Q%vo<wKk<IPdA`ADpHa!u8P>+)3udc0q&$xsy^#;@`UNUGr!{%sfvm
S6<ZC!E~11VAW0&xKK&OT6?p#u

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-60-Transformer Architecture Diagram.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-60-Transformer Architecture Diagram.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..ba3d884d2f89117b7c6002ac4949f120b2a9d259
GIT binary patch
literal 84944
zcmeEu1z42Zy6{laAV{~;QqqE?NJ|Syt4McAGlZmsfPjK@x5UsPtsq?r5(5%L2ty7q
z4FAX8XYcJkXWx6y-uK@B-sib@c)pK`wbu96dTYIFU3|V+1YK28P*wn;p@BeXz#r&h
z79<D4xpD>j3KkAFHa0FU4jus+Apt%<0X6A0VlsLfMh1EsIyxp6UUsG%+{|=z9HN}u
zxA=vGgc#YyByS5y@CphETn>VUi;GKuPe4UTNF{Kc?z+IAeqFo=k>FrF!ji&3y8%Kc
zLBk+HyXXcn0&rrX{qzF;?S+Ppfr)hm8wVE;A7}u%3PMN2z(B{uz{0}B1X}w8zk@JI
zut=}-%U-#r^%(nx3z<Mrd^QgA-Kq|9?a^Hp!6&Z4xOfzlRMa%AZ0sDIH-&^nL~o0U
z%iWV#P*hS@(RrY&r~lBv(EO=|rIodft(&{YGfyvXpOELFVc`*xQ3;8!l9E$ize&x>
z&C4$+EGjOkuBnC8)i*RYb#`_4^!9!D*grNtF*!B;`O6G+Y5CjA>e@PN1HQL^aCmf#
zI61w<3k`(vGg`p?XT<&vFA@MRbWBVPOzca%(9k`B3xfm`>pK4xQduqR$1c}y2n6Af
z-Hp$#>cC|d)ZQh3;yQ{)!6F1@g<qof6K4M!V!?k2vtJSW4X+sx0R|etJPZ<$H0b!0
zBPS5=f8!+}X+xW@JyE+3QKf{W8byr4lk1amT@EZ(19`vsL>W&Hwn@A&-KBg{p5Hhn
zTv|yq^gfibIt+i#)2i|UWZ3#?v&je{cV^-kIX>71<#21pG^gH71<ikzl;`mV2T8Dd
zd*Dn#)N~ARx#vC7^HRpH#;>i+3l4eRmV&@aa3n@B)^nmj9RGLyhiJfgi_>~rhVBCN
z!jI2tX@~eL%+r>i>HO>KRgo>lWmA&fg#HVV(PY8y-1)LpOhLaRVf*n{I<$ke+eekz
z!rmTA+qh#6+XW3nB45RH`zmCFS2A#RiC-Y;m+<G*^i>-u!->MIXl2E2pLk~xn`@HG
z;DIneM3X^Ft#Z2K?vO-9k!`Qx>f43U@8aL7U%}~<GkU-1yZlyP3|wSrf~Z#?Lrvog
zsT>niy>!$!#-chE40r$<#P8v&^pZbh;h&wCiA}*-d>8fLgMD;JbjU)!H6p;_i9Zkf
z<oxGB_D>Y^0@;d7>ULq%<-ADIrM0NuxlA?q^@mmu%#t}Z`Um4YhL`NdpFEc*a3PAw
z2Hym|axX}bEz~AS1$`5WG3(K15S=I!CKR~suJkg^E}Qy_T!Z=B<pN)Auat*y-MC2i
zGzZ%Is_7z@=-(})6RCzJg86%%Q7y&Pq75Miw5Mwqh+F%@x%G~axA3oBf20_IM(*0X
zqm$C5Wnw)0d?NZz#??YJ_&9la{d`PLpqLrPMjPv-P~!?*<ZUvgDlfBqbP?C)N8u}J
zWrzwegDLDd)!1cStKv};$xE}9!y)lA{m1nM-aWKfAeVXWsTPC6%_g<BkbFf?bHQ6J
zNx9tS)Kndq=EcZT#a^G-#sV)#-%O$}Jm2%mGK{%HgRlZ6(8clApGAp8fj*2?3aiEu
zba?pNU!Ryk9|mcI{M`Fi45TopBs5B3)7oCS_f_$qr`an-=)0O%;7V?m&v1(1ftJfW
zGAUHyL_2EDW6N<}A8DzaFzxY0sc38BOeehB4d9mPWj2}!u&U~Sa=va$d@j!l?-uDT
zh1;vmq`C7c)>#C^6t*-|>CncCT3Y#*2?dD;162$J`b`sxW4*>*Nb7vQJ<}x3SBZC6
zOx&-}8rY}m>PGA51I45<Hc;%7k6WEcVa4VwZsdVC$>-DKSSIvN`=Zj8FlXGGp74cF
zN#w63yBdv)^}$SHN0lDXfWG;emw6T5ZyUeXHS@%@gZp)}<=uJ1(`b^YF}Utg&0}a<
zS~=0ABSc8^Nzkiz=J6S5^fgA!^0d|%%w6@V>1*NJj>0co9E!v(t#y^~+{UqIs*r@h
zh`Pb&EgA)^FZwtrpv+vY-XFhZ%AQP{0DKJ&6vH{pBp2=W7U~^mW}qWkagwM>m=%oq
z(l@`H&mIHGB!?x!UO-!U`1EXWns}(4cwBFJG1F_Tn1qdPSkG`^(DqQyw1$WCR=D4h
zZ<^2~zDc3o5$nB3GLzVqGSj*f#^VTiq2*8_Azu*mph#~mnpC6EXJ&?Dc1MOTE*KI=
zw&7G1M`{!QxlG5QZkF1N-`|^EsH+T7iK3u9vK|{pkz9cI*!BnR)cd=|jWyHf#;J&$
zjbO7btC{tPo5Q-gQlFScTH?Dk3CtV%>?&~CX;0hNs`2xA*cEM?Uw@E%`y}qMp@s9U
z+hrOgUS>*gwdiL)kawvpFO>qFWf>08s>p&LCQXKLf#mpnl1mL|<t=Q;Ax+y+tT-VR
zpi<_15Sf<z|N2Xm%waWM9wcZpD0`l1%^NVr!*nh4#BL>KAwy8FXb^O7q%?^)Vpjb@
z{M!ew5Ay%I%Ry2T%asWa3vyX9BN{H4S!j)}zIqS#HrgMjBB-j@E))KI=CD1yAf@YN
z-b@zrfFdZ`bF&9zwEI1Y_XTv5Uc|1TF=2*0roevX!*@5s$$01&4>3P!3$`knf}By#
z26@n9_^>*c>Hkib=pWp`f{a#c3_*jb?OGdd?Zv?96nso?$&VPPQ>oKK7a#^d6Ba4%
zu`=$J0a(7H5q93259j=*+t4{Z9w(XViN_8fC2oE>&LUL#hjIUP{$KJNqi3EiyweAB
zrsZhQSdj$O8;-eJKbx;P>48tk+f#AKnLum7B-kzslevljKaA_9AxthMb0G6{;m)S|
zRwNnMYNxA8+ibK+<><g-;IN`O+T_kWQ$B(wPp0|5=c3LP0%^&U{lldzsj&6M=9rS}
zTK}kmffiXpw>wC;|FNd>5OF@pPitw`>8c4L*k4tDoR6oV{q^f9>o>|Dp$a~WkMvuS
z_>I%t2ayLn=BllAN*ZYn+`HAmg+(8cH&gm#u9QPHZ?kQ=!3KSKih5d1q!v*R&?L#U
zWU&75dXt}p9>wwRUYNpfDy)6L5w(5eklPZQ1~}Yl5kr!F!Uc0&*gZ4!eGy1$ku*EM
zBW)$wYfK-hkk%M-_s1QC`~?;?s$TR%>SgI{8q!O|2{LREFas&Zan{jVd>$#^f~Mqo
zR)zF1{FmZWkpDfJ{Q16;&ol}APVaI@0FB^#3|mT;KKt;@w25;LjI1f7Rt~~Pa;6~P
z!CvWuG7DPVh==eXV{{v~w(R5yL%b+LKf}utT54x2+)ibz;pyuViAnGokGQhjBLv#_
z9E5R3^f_pwQF^GcFzUHUYy@<L)y)V+DH_zi&UXQNnTF)J0EG@NI-TNQfWEO^fbak>
zJ=6tCe2Qj>Qiwz7GhDp@Wsz5Yvz2Nl`czq>+E{u4!cTj@a6owh`k;m)19z_Oik@R#
zfcCC|LoL9a4ZGpzpmH#?B9bc(2Rwo|y(i@VjQ%yMn0K`j$?Jpx9x=NBT^B`Y{cafY
zB;d)*os0+Q5M&JFZiU443y=(#*@w}?&(9toDtiipp>AHZsNf6G32u959Kv}13IJ9+
z>aNpnS><m)TK@=pMOO{+zXEUEImqE3;Puxw88rLxF}Xj|jEf6JKKxvI9n0>7MjC4D
zC5H;sYmd*}e7VI}a(_wcCSpMbE|s07nr~KCY~{@I`rT|$W&i|s)$i%<-Fs0p?KiU+
z=R^y~YTAG6iz4s)+kgO}I}Vjo+jkpV2rodgVC3@!sN#>L)6@Trw&2djOM+h_Fn#^A
zRI#A`k8u7GZ`}aif@XflTkF%UJN)O`{{IByUjY0O<9AzK8wuZSFF-$v0ppLL8<_pT
z&L6pK5^l-(AjR#U0{jQUcnR>W)4b-tK%~b2k)+n-3;ncr9Sd(o5jxHp?@ElnV?5hv
zLVQzZCMu&=`oQ#!#8j>b$+eq**vw++RqN-%f=wkH0_AbjLpUtsNbr|`Z5@j7>ToEK
ze%}p`>kBa)@4j0Q(Vveir{{}uljkQ=0F!8xf4ckcs8LKwz?x3eOjd@krgZJH%tSCh
z5xsk7>ZDAA+$)L?-&)7Ex`U_lo(zAtK%Wqrbok0d;fQ_y<kG{+c~()JR`Ro`$+A{_
z-8hqxtwW_8uY}d>H*%u|LWT%!|3{fp3?qnh4botDf~KeU6~mG5XBO*u4(@L+zhh$(
za8|&o5Yyz)1wsRal%&(ciD(9oo{4D<F%;DR>6L)jS$NY6lzw9QH$`$8imfZt3zjwB
z2p;tBn>>pto!M-<PZN`P$4I?7K3ye&*pI>Py~B+*#4wy`PPJ7+y6_$7*=$CpPTW{q
zL|rhKHFGfL!=;$JIUI{<V}b1SoHp1hhX0{-#~-DOZ0M%Lkp?|$J(W1Hv3<vTuH+IS
zZ*U|6$iK6-+*txM(jo!1W^8@|8XeS;4oxDCWQYb)f!wJWRSfS3ylS=U+W4~dkkdPt
z>`5Sz^=h<M6i6&Lm0y7aw3?V|tnHbFkuhg|s%6X=4l&xyj5Iuaek>qahWmPnJ@h2h
z*xdaKPu`a2n_MAuLhq^il1-`W@MeUaayx3Mt}gsjLxWbbqf5{|rf;Mvd~%~Uf~P3R
zs?Su=k{RA-smlD#W6E}`lYB_J0G($CdH&M5&z?qD`^*s^Ykqfsbi-nWTfF|(tnHw!
zVr{jjqDSIa5(R&s47+fIS*6JaiZOXXJ1OII>Tbo(WXCtg4^iOmImdmKU8LTreL4O4
z*KB64X=}_xWU;U4aKE&5qj&7*wKi+UN}uI6DqB&X${-%zokH*L49XZv=jv3`=32M+
zKIY_%>r<wR0mR75T8*{tp~}Me=~EzS^w_8jZtC7b%t#3$pc5`-0Byv2=mFa_Ei`=$
z??cJsgHI9Ub@UJ|YCYBXjLDpS%Texp$8z**CwQ#}ZHyP7cwhAkP^CLcH{Z15+Y7+?
zyp<Eh0s4arjkXY?Ia%p`F4eI%$r5%)zIQc+)(tVaZ(#U6yb$q1B~g811XBB)Li6*v
zHTq;|Px)LlB?TYt%!i;HYj|zt6MlUzY2|STcYodmjcV<>sdeTUx3_2`dZGWLyc^-t
zjy4`d$xaW=c6*S7`2Fa;k~s-0F|o6}*skJJn&T9ce*K9j4fP0JC?{WDD{9c9F@B)-
z1sCVX%@3y|=+>tJF}nlr=kKRn?OM6_G+E&hL4x_=wq6_EhNsVP@U}4iM;c{E>Td%c
zpem*S^wPoI%FYzk>ZM)-eMtsSr&YUxvD#8KO7*DDP7?B3W?QB$4s--e9wYxBedIs#
zoBzyrG`kCtfU9Ek(?ra@oQS4NYF?h*fM3Cb0z91xz%5x{Ez0cdkL!+8B-7-8nNn}z
z%TwpP?)+7kb8>(xMR(h!DO!~L%?~d?*7|w+iRYENy9?b8cA6%5dq?x%928yzdY{tF
zBs3-L@fW*~ZXofXe)5YiV&u$Fb0flL?>20kS=MfLjVzx$s58AY!CUz#2+3a5S$$hC
z{`F&7Ngq9vGrIr+xW`dB;j7cI_@bA4WmY`+;6z<@!53Sc{Q`21e#*<0c%7D0wI3k(
zEEgaH7kimUlFriQ2JoqJrwTuQ@t9&Z&NoyT6O8bZ)B4y73EAAQuvE5Cf7ZzfOZu?_
zatvqX{7F9^??OM0IE5&Yh8BXd{t$`d9_#Yl<mhlu_b?cy7r2k+X&_eJl>7QbCY1Ch
z@x)S!?oj*k+30b(yAj|m27bB#oj=x>Fv*=a_Tp1&st#Jv8kdMPk0yQ{U+;`^zW`l<
zQBKVhPdFY@J+$=+k*MZm6ur+OT`pyfG?7a-!>8X3K`9T$ox7)8faHYdrfGNEIycpJ
zS@X-ch%q-=LUUb$1-hfQ>{3fxW<?6h$#}@L3{rm=w|Iy5F`iu8z5s15>K9JG_HzN|
z_uU0l8<w3MBBH;3_siD&k5j&YORx)&0AAR_;rGn`+E8Eim%x}Zzp?lCkq@S0QpnOa
z>3%l@Lz+fayDx1xQ`x!_Gn{T}-x)}MgibYDK))319#$J~$i&1qCE%Q5$WS093pMiA
zMGXB1$LBPh@N(6^C43_)6fP6jQw%SdsPL0E7pcVSC~8reCMkNa-^Y9f(x>vDZjAoO
zKyl<ra>m>s!VfwWLSrQx7M5;nPiL?N`-8<n{{Q#!k{ax(ug^9Ssi1_YC+{T1jtlWX
zhJP|=ay7%QD}XEB4({7YS)EV^HCJ#O2{?>AC-hAgtH58X3})<=qCp>yQ5kvT5Lf)Y
zJ%*F3l!$j|HQDV${-&uJ)G6}lXq1q-N9BknrfP3SnG)~w;eqgHVmhyffeOtQTYep;
z5-@e1QieR+yDG=xc!q23(A&H1=h*h(o%LMQwKyP<8+q1;LPcd-N%idaHI9rLA0ycr
zfOsuyJMR1(h}c}9;8UW{7odevMV2#c3Ey-=^5Nfo`(txgjdyOqAY=N{7a-ieP(VN4
z0X!J6Jmc<LFEdm~o!Rk$_P3NrYjJK_xw}Za%nQ)-<<1Mx0e$ras68hRp)LW$nX<Et
zXQv$B{6jJ%he9fa-cDg7*`<Df$n95%G?Gn1QUT54xCT=_tN{Ol&j5gr^xyDo-&xQ9
z@Dtou&~n?n|IJ3Z@kf*rzG(=?P#(7n&~M-ZI{t5nSX?4Pm#`(}bu3Q9mGLX+ReujU
z=ibj$_)j6FmhlDX7Ye8R#*i=IU-^OM?b(MbyE_+Cz0Y0Gbd#ts3g*EV$v{3{J|kBu
zcLyz=j;As5RG%H1&ZmPYT(<M~LCtL+&|(wfksN=JARbOMq4LpQUA69PeYp39VJ)Zo
z@yM3BV<|eu30@m#QMSG{9nq_egJJQ`(LcyT{bEnUA&(KI-N`7jk^ISuN6FSXOjJ;6
z^Gubmk~hQ3y$c`0cBD$VNoM#Kyy3O}ZZah6hAoCi;Z`LbWbr*7q#ufzx<KBmkedaW
zZZ;l;UBV#>M-^G!qyC+(RZ(@~|MfwNl3NC+4bC9Q+o?x`c4Nk5J3P$qHt|spiU>MM
z_Ljh3Njm9?;;vhds1j>CynM9L(YUmR;9QM8qIYLT?jGR~PwwXIn(fg@L!Vd{F$IuV
zV6Ffr)~5FfgmE{|W8swENm``RE+<ez2Spa!3|O!7wbco5XZ$pH-J=CL(^?S)f@>hO
z#dpq$>NC>-nZr{wxd3HP?eE(jHF03{NJEu2+YiL&0~{2Qob;ZkaHHYD(wX%vVzU2x
z*8dC|Y8X>V@21XMeNH`UQfnE(4m6qb>VpzN%-OO_rOLBSRG43WSgA{#%?NLYnjYGS
zn;3SvP=9jmttk8)9kn++gC&CilPurZ_U=35F%5-20z=8haK+e$_|8F^S6crt_xf+;
zWP$H7Eu%OvGT_+35_gvTM9K?fC9)o=)?#Cfh#IcMz0X8X(D>}A;LmH=dNT^NZ-&rf
z0CIAfT$M;%TWRP$FG`eOMf)ym=~z(~u`nQDB#UMzdrcRh_sO{^GQ}Y9TL0z+2>t(W
z=e*y+QK?#xIIIGKJ6-eRLx7>MgQEPJMndqj<ju6?WfpLZQ(TY~mh|3=#|0>e$J7kI
z(Bt5-tg4DHrbP3IKxvzEjd>lXGGO;vBV|MjSK)>W$=T;H=v!#GmJD4ck|PfN0yLa7
zjlu+GZ;k|DBBk`r5Tui^2b$QaK=LYLmk)Vj0$x<ToTtq1+xP$Wm?U|ScjbRuZ#1`{
zaTK8!v-;cnsTyw;Wt~xvkTIUOW_z4S<q2%#v(U5@K;%4Rpui_7|3sQ_K9^-)^#W_a
zMH1QG6!(r9Dal&s-Sj#xx2yp7iu0h_p&t*<MKwhz1+MBj<8p0|1q!*x@Q&XbbEutV
zv8bzyR=jGSK;|;tYOSXq?!KAM-gPAIzcSj?5KOMj&V+&oe%m*!{f8BeUo6QV{!is3
z1X1S~jE$g=D$9d-$X;pwsW;e>UN2DUs`5Y}{}j;6sjc;6EsEV{d#>Vq=f3Qy=abuQ
zuRt4|99dX72~i-!fAvkS(5ts27&Y=t|MnsXF~@mU`?rj~3y_%|;8Q_-hykbQo6eZ@
z<`CmKNIx@R#B5IkaFHq@09=Nx*nl&%#|dLRTq8yWa$p$#8b|&<&_Ivk<Uq5|%L$~2
zQu&i_Y%>au`EBY23_2|vNisRnFnDImjdB8|1mWS&CA13da6Kvvy*<U>ek&XzdYJK6
zzX?e>Dxm{S<4PAatl~G2VhcJhp7D((4v@Y%h=2jvc_%#Z^dib*EBOKh-=;hZInl(N
z(AJW{muDpd)&99R+HNvLIcbAD0E4w;aO^O8DO2ad!`T{k&$F5*WNB~Q{uUtIW=Gj0
z#RAza2o)*!irwv&xh}phLyCCjudvoNrL!@DBaC}pFXMV#(pfB*VT}-vA-%6$^`ygO
zGHucGlJaTn)bW3Ju?qd~DV~!mABo?LrAy7N4k}DEWrx4$5sx{lv0E%>Fegh4oOTSy
zwxOQQyzd(DO7w9ruNsR7%~~%Q*V<Ff;V81wLMP1V-dyb|snR(YEsBP?tNj3f(gn!t
z0TFCendG&O8HG68A|CS$d%wN@=1A!{m1)%AyGvc{bantF{J%FzT3ZO(?mcba9ccr~
zrLs&*FF*m8opVt%lwFy?XyBbOfbzPGM-Ji06C?0KKA@DOYwV@h`e#w+d<gB+zWBnU
zJE$ib2x~JU@CctS;I67(fO-JsMTid_KE>K-KZb!3C2?mWUDEIshs*JioWKZxn*V78
zt;0AbR3G>g(CK#_q@me<V!+Bvt3L3Y3lO;$*zz-YIH~^p)ND8ZM=TVlu+Cp@!%4wi
zcM)!=AfHO01?pzp-@)?${H0EM|8LLd__4pnCWGvG>;>p`;_q>O@cRLCf9<o^4plx+
zdkpApy#)Zb&Xg&MkTd!V5I-MMh%a1vow5W7X8<}a6<vVBLU-5B(GSf4awByWf9w^v
zHA{T5R|k-b3q|H{{z1BGVgFyif$?V?^pU^ALGc$5*#9I5j6Z{*`WHY*`8@~#8Rahd
zsQl0Pcmev2k-30Wp!~|)FNG|Wugn|!UlpZaJ2C#q*3-V1VDt7>AO-b1x-;&M1kg+G
zUkWp@q6pWe{85<Awr2l<2y_&Ma9Y(iL}?+Sn0qIAY=%`Kx?7YKSE^yhGzh>C7y8vD
z|5w2lcz*#J_)Rc}k>0>ONdo4H)H}W{Ph@xIU!7dQ)Buw7e~i%Yrz;?7zs*Ul--%h7
zH~vq;`OhRn{yYsZ6u*e{k9=W#xX1Wc`0_VV1?1%4=F6Wz<1fj^{{$F*Q#*g24#-M`
zHlX+}9mbzDU+yo;D&=2PR)CsU{88Mcs=oc#31t91a}1yEaLc6uxKy~mQvXun|6($<
z4udWysqjH%tSQOFcM4q7?>!%TH;XzeS8*%v)i;K%lBMG6J<MA%A(E{mpOoOq-I&@Y
zn9|IC90<?S)7k9NLReKUc-`p*?}l&av`mSb!PmFE6gH#+1HBG=?C_%0`zW}uB*e9)
zf^wp`<Rbnk`M4K1gO5_)0v{f=pW^FhA<R(nlFX<UDBvYwc^_|MU4U4Qq)*Sx&ap~I
z`~d57BP0F-Wa<ngoX`V>i~guOTauGd*3&)tS>o4z7c!2azRv_BSUhH?<L>w(Et7mV
z>VmunGTLP)rqk#Az`L~qufk@v8!-^eq0cgrJ}t0}{iVz(UWl5Cfppb&9w#Q~WggK&
zoVNcaq<-X}`Jo<%Jx?%N+~K3lp{jHXO7qb!i}7*>yDt>&fRViOgOODHJM~{8y*2Qg
zmHEMf76Ep9{7+fEKM*A8|EPBR$?*Smg8?We;{O&9`hGG$m(?kM4Frwf*__8eE9k%I
zJ^U5Z{h#GM{3cp|+JX5y?*VXN!vCY<$oP5ZB=Yaw#y^-5KloigtJaubRO{VK2gbRb
zB!C5G%HKL#SX<K`@o<P0EWn?DwjE;f)vT5{+&q#DmRg}Ja{<x@Tsrn63&0^r`PrXV
zJhJ%BNtSx|XW;=j`NIqaH2r_jpZaUE`8!Shvupm>X6Rp^9{*_|TzZxNZB+PKN&G1g
z0LL`$*C>l9{fYES?@uw34&XSnS2OODUV#2-kn^j}{at{d`itN2uLe2)-_$+!HZHW&
zdtCU@olMrh#fiT<_t(d{iH*4I!PBh2deeOd(8{O)3b;h){1m+WyT)AD%3c0*rE@z7
zT`XjOIs!@fxcI%J{S714b<|U@HskmYFq7$y9qO-M;R+375O$ton=+CwO-&5pn;qv|
zhHg3%NOjVOp2e`-d>$s4sv%ttLz0|s!}xX?gNfRbs#Z*|S+oA&Q$%>z5d+)kw{c-I
ztGbuL{dpmMV}ZO6)odi63w*8?uHoP(JInVknbRB-YIeA$3>mkdC~vKO!qLI<mbl#P
zPvr!z#1HyyN}nqB(K~!w$<-#y_`KBiLeg$c<D?u&k}e}RZu)V<I)FlJcJnAh&V&KF
zt1Z<{dDa4-`apP#RfmHKmQgEx-NeMSaqQa;$8|e<X^sI6J?;)Jct*6zNto9?z2BU;
zY^M5^MNB^5>Hn@gAOA+v(Usg^xyMbeZ=ON)37U^APrXY_@Y?y-leFbGLAx~{$pVYr
zufIB^-qwhJGeCkbO6g0_4^&V*A|qH0+}M2esB2Q)E)ZS^AukNu;>PNJIVj}Pi2G8-
zB?BzJ;U^*l&$%nqYgvySCwQl3p;G88cLm22vJzKXGRydMt;_TWW<nnodSkI47`kq0
z9W%?X6FhK@9QnRSMJ;tGj~RZ4UieCthgv}YY*+P$va3X4bVQzP^D1-PRFx1hjiD;E
zAaxHu*e$o_#FZ`9=Va?w7Ww2lwc(oGIE2TQ0Ta$KRa-^a^D#y9?x)2<`MJK^rS&M0
zk=ogU`iy-6zWKe82F8f&j;t6j6^ZS1a&qkf?b-?Mp1Cp@H;a|)+okFX39B4gybsgf
zUwiJBkbc3&4jSau8}N9P;PBlkmFs3-cdBV_;efA$GXoWPiZqWLDLyR*Wu#=wFJ3S-
zHmQx?7yUBP7gWEul=|Yv!w626j5YgeuIN&X&5%?t7_b5t#yq|RX*|Q4NWonr-DWx~
zY$)21aD$%F*4HH;3taCaySo^`93}Q}(wd`?-7cM#TyI(n(o%h9(K5h7#qRTV>fXG_
z$WmPt7$V5sI71=A)4{ZRMN!4LtWXcvq$Vp@SWacC%%jv?^7)dyP8dDTX%xiGg+9L}
z@skS;`lruBAhNPiV_4rCNnGnqW5rO3#}v6GrZZnnYLXMr=~YPfrh59K-BlmfD|-*W
zS#iKqo;yH6)Cu};N2rL}FYKs3JS~i@ZM|_jb#K{RB|C{+l^?qeTWF5CM_j$0OU}xz
z$>LjXu^a+JHEH(AIpogXf{tzUl<rzYZ8Lr(Q&S_!M;fO`icXtjC9pRBQ4iHo8z)!4
z<^HnxS91r$hGJ%qeQiA<hoUe-i%o_b<L<0FU}t8lvm!K0=5?{6gG@3T!&#+decJRZ
z2GlBblFrsE{^8q?2M7GsEE8_STPNMdU3zW4R0=jv)t2k`b@1^PioAo~&?S)ek_>Ns
zW>^>{<WG_t_I;D6>$!|c;4wzND7FJZcEpQjr+W^g2B`||1)EjW+`M}CJ#@N=-|uUh
zAWD_0&K_p0GaDuu$m+aQcgC(%pJ+5QH*-+`Iz2LzQ~eaq_J*)Ezq_8n*i+8^{)P-Q
zHS*?L2GNniW{S;ca{Qe&*YN_Py>gR|u9d4f4n;++ru7-3o4hdhP3C)d`>tl@ag!dh
zUQ^cI(K3njswg!T)a5WYDZ96f)mJjIsKSzw0TJMvALN9??M$8fsPQyD>P!2i{lS24
zV^i8wZW)3rJ_or;&+T-QwvKpLU%qv929=fak-(Z_3wbkboLMtizn;nV3SgUtmm5zI
z32jC*+;a#~`Q!&HEl{th5QwJo35i!9be+GFuG6V1v{xj{Okw5Je8`s6#)R--<4>!<
z?a<tPUtikzNpa7D9BV}QjaTWhS=v+fr$^~dgtf!Y5~YcC>{?0e8#m|XzKZBo8-JDh
zkgNTv?;TmHW!o5^QR1k<aD@#Vrdq7*Tx{EQbEg-KH#ClP$hOs2b--HNq5U3tHB0)g
z^~w{E;zG-zsD$DL+hiZNyS({($hFUJJ%r6v;aAej)Fku-PYN)?ud7RAjEq_}oacEr
zIu#cv*ag9Jy&1%ITVUN`P+8{op`2#a<k~zCC&l-5E*$P<p3+Rc3Sf>CxBz+DpE^cy
zRE)0#|9xUMic^3CqaSR|cfwwE0h*oxLO&kU5GeSB>>%!RKOBg;$k!Na=_fGW@6J-^
zUW4>k_daxF!brgKA%4zV{@w3-UduJbn=h1JRo{AqqlvTJ3Ubs^eraR<`_jJXNx9<B
z<%lY~2EDBcD6TVIoTm5)RsqboubY#G7-Xk?y$j#%!!eV-x{`1|Qt<+m;8_kp(~kPY
zL8!ruaHFXVaWGK8Pv$xN$T-$CI@V|wZnnqz1^mAKfZ0UP#nfLTGV}3sy<A3F>k`A{
zQmed~w6rf%9DUT18Y7-%=X^b<yp?W8zN%#d(V^}f8sm~S9QDPyrC7XrhoaVHr3)lB
zseb#iZmv}y37#loj~wKOchk7fC>~`s;9H#^(}Lv`xwaUlC?SW!92KqueKc6-Gqdu(
zk#tbMZVuulJ9Ev6a-n8H4{w2<t0=ae13-$O+jgqJlGiJqb@iT7<a#B)n~Uc<A7!x*
zJjW%^E!|8F2zRV88@i!)mP^gPE<W0ShO1Yw{3#<WhCDJ4QKK|fq1Kw;A+UUh9`D-0
zpo3LDTY00)TgysH7aKuc4?>l3Rfs5MBDYrTmd`mC&3K<7;r7Hc_*`{MINsBkSB%|J
zw%n0=g_Jgu>ajt_;V~^LLPkbjS&jT(TcY~#U+T0&wBe#Li*a{@)kNUQt9m+#)GKbm
z-c(z*Ng|(sO$%Zv=B+t3?%S4tbE`}V|3rXyYwy+!8okeyHsY*n*qw>8fweA-qr(k#
ztdgN;yQ!lraxCt1e^PZ$eO#lOGKF+I@TF+bOSkd-rzVJH+1kciA3YQDt~|ZlFIjy%
zHz{WFxoO#Y(?Oo)1MQ)X2Occbcb3eq&OY?ARBhmO-tP_gv>}-IU|Tr-j@hmbZRtns
z6jJ<R@>{y^i0ORBwJe=T80?HUCqp=xf{E{P+KG&<_V?WjGk2BhkB?Tp-mBPZY2>xv
zb*zt%X9|4{RlTk&9l4akCFJp_)*fbE;uBVElRtxB+9-1OA?Ur87;LPX*Uv3$W{!$s
zE1}Q^fRXsD3ot?|Wz5au;u?le1^Zm^)UJic^y<F)M)EL&cWPXIWcB5J^9GOZd%WJ+
zT+Ku}T5*D(=gBM^Td{jY^aJQA6OC(xTg<l!%$czn)os6;-W+3}$bJ{Kt}M}YlZ;gQ
z+DtgbJ-d#)okobfTm8J~NbOl+UGi3KgmWjyKwv-)#C_XvK)3cx_tgNm@t$~G5uieE
z3KxI;BJkb13>RsUV{~`u*e{a6R~Oelw#B25-gZ82iC)w=a=v#_dF8FZOF2M+10stD
z5!rfEEdR*XRB+V2w63n9iS5Bzrx0KLW>j^?jd82dyvgg0#P)&TEwH%`=`ZzARz+or
zP<PeNmsU?eYe=9TobG30Y|wZdm3nweeyS{L<~Ql7+ZtXmAsmivk+yT4+VL@X1&z9H
zfxU6NU~x2E;yx>Fy?K7Fup#ZH%~rq{vQpNzx!H+tPpU6K&|9O*wYtp&(++h^WC`jn
z!-Y2rK7E;Z?rFJA9_PIj!`5j7ZESjwd=;OU$ot?Bd9$@X#+~-{s*6w24cgZ#`NWIF
zhJKY*ysbi8-`vUch|-qM86UJ#Bu}#sF<&>qvw~$nzz?SE-R+#DPN7faMi`V&i4I(=
zO5WMRQr63OxO!$ps$3nm9rs0_dT?lrFhE?7jmHl*A$3h}6`2*rKwUApl|ruXbRS*L
z!%*S5tLR%Lg3(nyT4Nq*l8#?0?4JtUt<X%!bLHPWEaQtHg2O~CsEW_D2|{8ISUn%B
z=R}LePlc!&)Eh#Q;|uy+{Kb11I-(CHp3!fL_w~_GWIwALHA#v`?YyCu0bf((T4$KS
zS2z?GzZtc0<WNE{q!chg8PJ*c)YoUUXyeG|VfeP|mY~#!_m~L*!AWoY;PWdRTwMBa
ziZ|Ie(l%d4Uw}M7+<m)r<L+Qmn9nNI+?9TMhZ((08e>pOPXiJz%6cfgUiM;v6sC90
zM9$5XRP`w_6Vop7eV@reY0Z!aRk3@MFXWi|tF#4AM*Dk9WZNDba!(8HHoOiH+N^`a
zY43FhZO6fd$5U5O)EA(SZc{+L=ZgyvYx%pgnt>tdP|8(*OmQuloTlN7s|RI_lrWmG
zM(CF<_km>#_iyB{pOr6<y^}EWFSBW5NL{-N?8H7~etPdI$$TIW!l!fd{s^~yrK8&5
zr&}e;{3sEOL_<g-bT<9&j!bpKB-2$hWzt$WF*INaQuKRM^2b%<zqCOkHar<e**$AN
zkRJMnXkw!S%pg_x)JIP-vi2-SziYZq?-PX$nf-AGHhG1Q@04S!xmyuTP}bs3hqDZS
zlhjv|nT99+y1HIMF5sD?qo&(qNZBkk2PzHj0n)JHGt)`Y7miusorbz~$veWY_F2ra
zQ)C3|r4Zzn21paPe33NXIJ9RPJgYVjg2f$~C2c=t5Sc^q9XKs}CYvL36D4r556Wlt
z8`oUbdWyCkXI_1G?CE_u<Gown-);W6LAM`1Rb<@fkKM(16U83;;O))QjA!4TKumXf
z-3-nHVeb?<O~Tgii@VQFhv*Ay5YMYZ$;X-BR5;4&*{}vYT+66UGsI@eOK+xb<G<&G
z4^xA<HIXC;xb*ofObFu-^3G4%3q|tDRT$svcxFz8JVBOZM%1bfD#}(tf*uUuE113H
zkG49|SEc$KMO#ESp<GJOUvQFlG)l!2AWTd=F9op?d2<D?!RCre`~+P9c{owIrI5Kz
zu9wf!>YQfa9+UA|;(U`dnGLC38)HLNOz=lGDys>)pi@2JS`?RqnET3DR-J_z_gA67
zKuMXw+cUkojg4hz&u)526YrkxildWQ&Xf-=v>HkghKcOnf7<>0m0v>ceAaGVe2LAe
zRCcbZ5tbgQw_6yM>lb9xWE}47MzW!Cs_yp7&>MQV9L}DJnR05a=St5lzSp%4wpnU~
zv7AwM;eLOj$%@ZQM-%|x(L~suZ`IyT^1I{Wytgv%hp~F?uv{9?Mm(k>PAaJQ3(j`%
z2h8S<uMdyb=HEQZ;M(1;Ke89OYG#znSkwO$Pv$^kZNJdN|6?>uqiKJaAE%SILy_H0
zd$yXYH}~V24|HHBmT}=t{`H?LD;Zc4teQLq+(PNwb&SNXq?O1zcuEyJkD1IR%xn7P
z84UN|A?}RBfr%PQrAtt%kk3QEf#_D$Z(4A%n;W`k3ehE}zVV?W=~~{lq#D&@i{O{J
zJ)~&s6qKt`zxiCD(Wn;`G#)et5jwxIvCvBsmU|<vX7K8RJB{o&io624bVplci|!pg
zF8f|6a02ak&*VG4s`n(C&Vsh0tbep3uV&Y@UE*H2avIg~Z4_kGOHrvNq)VhROw=aP
zFM1&1<hZDok7&>#cSBEfy`)}SkT^|(Av`MkQ3m%254h&~yRcKLj}KV|Lhoo44Ou6)
zZgD6)I5D0|riM;Zh_^?&e^5RXK!;a8y$zJ@(ZZ%+(0%t&E@kd$T$i_??ninl;Yeu@
zbDJU!pZ?Prl;M4myKm_TP{N`i2c_w>T`-$x*%m}w&Tf;D*&n$+mpm{N@&<?zKpEqJ
zv{<_RM6(L}F1b2r)8q|W5CIxt$8f$|lT@6i#Zrvrsf8Bds2O+IkW1?Nsq>u)wYjeg
z#8--IhqyZ8*^gqIp0V9SU^_8Kl`lF7%oxp??pY@*V-4J(ShM~(Xgspz;lSQ4{#@-T
z!`Oz}lK-N4T)DNEzEabezUG;B$;mO#jjQj!J)Nv?99Btl<m|imCB4`b*q<Ajq2=V_
zTSA6s9wWzX4x6b?-Se%CFr-Vc(J17?1raDbrPYwo%Y~f|g)hB0SMTiMd(=9cIgj<U
zZ&}x=cITQ#rA^b<qnC;HJ@U1#1UWBd#fBwqdUC~zMGiLKouzR&wQ(x&l9*7;I%5|o
zIIAfyt9m`2sJ#=B`!J7E)-@NKN<#0gkNg6XEkw_&b2iN(e3cqI)r`#g*r$9bb*jIN
z=R0PCMc{ktwbbOpud`pI6bsEJ2BynAXo)ElD`X2}?#}jq9wlyNTss-BO;?qfKq}I$
z&fD>5=~&0~zVB+ED&LrzXBs~|o^XHf#Pd{>r7po9i^;<{b48bF3=-qkU1wNVXhj~a
zCv#$5Mx7~DJFZ5(2a)zPYHeS9VMk`RTjTVg_cg_avnGSf)SJc9hY<X7od=Eb$*}Ku
zgv+cCeDEei6q__?jW<Fmx5n<07<r1J*MO@Jhly;bJ!vFsJ(Km-TC;6LUeC_5C4Db<
z*}JWpF=G<b9>v4H#FoaIV^8Vw?hV-^{%@8gFma34<8Db;n`KfQgJ-4gA9vz9YY)nq
zAGE>oHk&4tG46#j)ho=^l0;9IGb%M#!xd`$1%j}~uSbVWQ*R^2oz(hhTwf*Dr3gs4
zIMAKO208X)s<~zrtt;kBFR_MJBc6TD<Ij$TlB+~NVrcKLMJngaZTMs)N;Va%8gwUE
zgrjFJ)3a?Fj3&&C>gE}Y-NnaR^ta)3DAwgPo3Uw)3J@6Q-u5H*AiJgT0*@m)Xq<qH
zu}74&J{)<+2C|}>fEk~?vU>%4)5IzA;N(z)Xzq&<Xk4j;j1-$G_WWj8G4#t0QqtV%
zS_B0DR{6CfJ^FT)8)s4ZoF;p`5&aXqgQ$4cIOL6by!>0QHAUV!yFC!DZP5swiZ@e$
ziK~=!3`=`0AN1HOdo0tQnN`t?bLoSVz9(z##eO3=ETy>sg;(rIuwHrNxFfN?Zm{C2
z>XzVY`!?y*39Hao-)Evi<-F4>)lv9fNh%fi=81@jnQ&xC1$Z+JeDhsk35TQ%XhPqm
zcFOJE+vaR7#FW}x`i8{26{RIV=_59T+YMWRTD|B`EKlv}p1Loku~j;;g|HR?=0CFh
zIV)ytkXPS43L=isK0)H2zdF;~W)mp-io^0uvcw{>M?ckTJS+|CHOYyF^B6j)R{$gd
zH!P@dzC9?<Wu)FKpZ;RQ48M1h&DVyYir8cOG&R$Ba@J&bKIXCGO2LEysY$C0rla(0
z;i|=1`nz39X{r<D_f(>veV}5zMYjf2Vog_gzCTq&>gw-1E;to_WYJre;N<o?x7GmP
zFigrNKdOD&#{RNniHG(+g_DP!6Xlz4ib$(M>6A@%IN32xZ|bA)F8y0yISI-7K{sV9
zLb_8~SLP-Qiu0?>4-1^5omsFUR&$ILb|uNKhHP(09<Qm<wJb7(U`xl~DR1bixN0Zt
zR4Mk1sCwsl1<+=F<mxA%*!9(SvoLpfjNWC3>B2-SqxD&jJ;L3nT*gM(VgH3eh|<v4
z<+$C7MA%qO;^;$Iu3B$inn_4~8`p3P;KVb>g#vyXO!`2$Qg++af4TjH?sBEq3|Q>Q
zE*F=krcT+VKA0oZGU*%m-5#II>PGqNGtr8V)Ks<J(X9dJAt)|w`v5)R!YkWnZAVE}
zv<z3R0;Q7Lcc=SKD?<*Iv07_qLTmdy4NK#Pix!vnD%zLLx_l+cl$Y$N>v%pPlD}4f
z%oCH4rR@mS-Kl}jqpO=vqBDHo7xf6EaVEo@B~P*l_~C0h7^r(M$^cFPI|#b9flATS
z2_P$>2qcBu*DgR2mG-7CGwCu6%)oB;O&tIWhD{Vu>V>)yhcGkDJjXdUJ4OQ4FXY=3
zn%EKl&>PrOK2>-Dx+^(-egTq3%KLhdp)E=8wn3y%Nxrx5oB-uampix*i-9HbIH2wo
zJbVEnF`bhKd4(hS(lu@a`xS2NWS%;L5m9>!5gB5waK4Cg2!G*l-Y|jh-8Z=AJ0tp^
z>4ANorneEA8MomUb-CWY-#&Ly^u|iJ^~H?^N`!YV(E1tVSI-*r9n~@iCSa@v5J-2n
z>KnkLQEUi@GG(ctqKC<KL$C)_eawiO%&}%-Vg!Cy0Cgm#+W2(?Y-F8F;{|9ZcTf?|
zh*F-fhkXNYbp~#Di*{9>ke0PCnw^qV6iS$r5BP}#nV_2kC}5R8n`T3K5hMuYNn$b|
zhoUh3iTJeTC#9IbeEC|j>BS^~Gko{!+o`Ea=q!)?b^(i#8fH*}(tFG}mBJ-@it|Gw
z6FX&`>ADTAoM$sEIulm#62TcnVz=kB_yr@jbPN1QmRTn5Z|+ps!afEDZvno%GIpFD
z30_kV(MIIxt%!EN#Qy9<$H!Q%x>S^~*4=a^VW4_Q(bB6Attwit3^-{4F>msqfX5Jx
z=B0vLoQi~2wy~|9jrSv{)7FBY*log$T<K7{{&iM$71Hsd1xgzV9falPtv>1?i4R|{
z;KdJ<M}jSiHZ!h`?36E4l6LI35V)+yzCM>W%+!qQ3AkQE^YrM}XSwU>-rZSmF-8cE
z%jwM(CbGs4E<jsiRLbU4#J7rGyG$dG3sQ}$tr(ttOHSthE?iEl)c~oR7HT}$jQB<n
zQ;S6)?l<Ywed>UiDibcfqfy`GM5R|h%>MQ}`ISPaC24Xa*3hXGtURnPWzLuUR1({3
z!r7&;)0O0GEC1ZahFGe50)`UJx>ZOMmsHQ18)Gg$CY~I#woMGB6^6nqZ%+dXNp9Tg
zCs#fg_W9g4?O|jGdmPd=O-aH9s?H6hjrx$LHtnZY^m(A@VUM|k9n-72U6T)6Vlb1Q
zdozu#R71)K`&IpjWCx~>$1Y`k&a8Tb<Yitg^$j~wt1VU~1HM^_452)=TsPv~nD9d~
z-s>wb`7>*#>5oHVL|8J6B)^1yCVUT{uaS_oSc<!5Ln<?M%TOUtG-dUQjS|wUG$z_^
zf3DOH*67s7QP?G7|G??&p7C-<*qi0g<{G#%dP3Nr;&S4&^n?cpbqsf3;qYL3#w%4*
zsS-UqTg{#3hB)|k<VaUVIO!&}<h*w#u7oNJXRW5Kj=M)lc;1oCwwZdF{Y9dPo|$SM
z1XF8iI#Z8h%aGu5W#)fnO6G8TaVqI3#d}Gbush`z{+)GW37L1dnVelEy_ZS`fr9iG
zdhbw!!PKwq?Xm@S#VM!&hp80L*>CW~`ssqaH)9u8@Tu61cs3l2!`a!?jqI_q#ofsI
ztJfKyvLpy7&rWaZdYBQLYCv%g8dmMnk}RyeSy-xers@NR*^fAZ!o}pUg@L}duMg^M
z@ObJ!H8Drl>Vlsirv*C1f1s3D&S;x-h3QI>UB9QxV?m)rwIwYMamX^0UsO$J9hILb
z+Q@b8W1q^ZtD3BAAr^^udBT*+kwCS#7~U(k*{9-Z7Mc3I(z0Gp5c1X-mO(cD^a;=R
zZ}=Rrm;4Lxid>V?GPd27$;SE^Z4TwTrTt0NbSQE;?cK>9z(Bhrm>)A_KgGD$SL4ap
zUp&|T;?Pd8P$~_pWMEI#nH3wO?TWR7J0n+c!doZz@?&b6*6tKAZW&9`3#F&J>=W2b
z`sSW_4`&g2zPj~tG_x6{AK!0g8V*ml@CnTmhA6z#eHQt0?=v<wP-ZB;zVj%-pV!xe
z+Vgo9kcU@SRrTa0Gntz_F!PRCRNz}2yj{hz?HCYi>qK=!G*p<dzx=Ev*x!{CMLupd
z<|k}p?hHz0dLIaQ@hFJ7Np*_m2p`Y&j%1}>wA+Jf)53$^jFVf(RYNA+F34M~BoAnB
zsb9IHyMqgRre{iC|Ef28<#|hWM$6gc9XlS=;|@_8-NA@3FX&$GNykE;DWu+}K&6c$
z?*8i&*AoV#t3EUZ2ZGOy5|V1`m)s2X3iH0mv9^Wg&25Oe8Y*adik{8&K~)zOUoC7d
zDM=08i}DM0TS*|YRipOP$+3au%jI=3MaR>jo&?HDDh=N0GBkzc+08_>M6yKf;u35u
zgQDSay(M}z{Gnf$w&WLS@jV--c;{KYrKUbKH@^Q^%>76e9GOxjgK5WFWQlhRckQiS
zVW|6yRt8BK<03Qhl{{k+FSay>7_T<rOr7iUHM8E2>)kSZJ$AI`3##%?m<x5#KbU!`
z?;%Xrw|z19DbF5&`TH7#>!D#I6;ImyIc^Dvz_L<GGLL=n@~tIwvpxz}&t8CRW(5-o
z#y*KIOA@Kuu7%Zd%{s_wO?r^U(xz<@vk8b~VNB?Xl*!-zsLaxgY_k$BRIzVkv`e`f
zSRJVnj`5Zf<Ai4GfRLegwyW;l3$MASp#~qd_DKa?!8AjoErJ3FH_dSmEc~OwC%4=d
zm{49NbumllH$K=@!FEk>I+Pq~EU3-0g(?HGaePJIPELk-S*Ya&u#b~O)<Zl=+}>k~
z$V)?eQydrqQ_87q@}FH#OUUA<Vob8JmSSia7xG<ce5qPw8fK#;LBX_qGMR~MlOnDd
zzP<JR754`tCc4;%sp_iQMWcSBZiWW0Me3aA{4`o@a)?)EuV{8L0Ttcij->@NYH(52
znDS}!+1ltVXO%U~xXwEJ1K%P)8}H(#qPhf7l&9O<Q=N)~7sY-qg&Pqi4%u~HU%#)h
zOSaRHwO{vTgO+);L*2M~H07|P{KQz4sv46zET}##6>S{Hv3DCVC#ol(@LboSQ;o$1
zeV0ymm%2Xs{gB>Dv9Vs4f9AvBb)I0sxZNV)q#*4V#&O1@ca>f02T~~=+8)6s&UDlq
z$vKrpmaDBh;TZF_F*ZDf;or+07hef{0#TVRM?seEP#tPS(9pN`r^n&fRQN1j8(z`B
zZ^}09#51)=QZRGx?5(`$Fnc{VlkV&`!}sOh8Ox%mcFX!G`Iq0RF@v$E%ZUs(G^$@E
zO%>NV^$=((km8J9b=Re;&{?8H26F>G;GXoF30T(n_(koDbaVCkuu0jc4f<k|pt7a&
z&6?^KY4>Ha2XL|`ZoUGI;>gv82n<XTx8@D5bhv3g&w&U*6Irqg>kN5=Gujaqd3%Ko
zO`gwO7^F~^ej<4UCol9hk)(p}{sYJ+@ij#7AihDD6CEjcRmUp&Ui^kzA9cBIEKP~y
z#?0w8M5ef9RnF%7Mb4|A)~bQMt0t5fXTD2hByp+J_ahn)cwKr-;8@MJ3>b}+aD4A%
z^c8#z$b<_rR3G8}n6)i<`WO?^v$@0V6F-ws&okiST9!S!@%Xc?fbue-;hxD&yW<#S
z9)2)0M)af8iDUGm%^q>fT$>zYL$W6|^&s)159LO!Tn|S*V25g?WQ}3#7{WDmV|n1K
zgR15>l^dxO;$ekpv_{U)jQV)}I(_Si_X`K}Kb^m=?4PO^)KLr3L=*-%>U_G|8B=>O
zG#c06+%Re`Q<VL{9V7pdp$(;$*R19wHTIXnP!d{CF%VH^s5`Sn2(oF)Eji+QS4Z#h
zJancJ9G1CfeAs@v1f*4ggBXq5yEIOCeHPALz~3MRj7wHTE<i1DrYzAbO>r#~t6>~F
z+U~X+klnUO-cp~07Lu3LPmJrOg6oWcQ{WiYqdunT+UeG!m|Y(zBEByL(&pIiZZ`20
z6x+wXGf`lb1@?sc%iHMQp{z~lrFdseGg7n{%|gaCOSMey`ln9%qw$#@3PGtlw)qS8
zRSF+Gu1rTd#y~Zqmo*!(>^;b+66w$th&Q#QpRad*R46kN|9;R&&soy(Qart1K^D85
z1GI09Jw0c5j+M2qz|liVWzH6R0vt7x9Q+O~_LWu?zd{JnNe*xVizg^IpDLHk7=z4n
z5cpq99vlc9$O3fG0`4HPCznmggMs#(*0=uFz7065B;Og2qlc>Sr+Xe+EWe`PXcWJE
z&!ZlohfYK1WqV_E;Lb6E4vfIBzDNe#f!{BOkRv+y=_@O{XOxD?84lZgsY7?)zajS|
zy%S{_nj@P9TbiP<p^o%saV+a=wKYesCOSwta9eFHt$aEr?o5ulsY>8+oVRY{qTn+1
zBKj^+Br=VRz1;s@3GBEVnQGpTetK|NLB8xn<!3m0a3=FKtmAm_#vUc0x^7`F8)=!s
z*DT#sLgVtSbE3AT9{qhSFXt^uPU|dU_VX+mMq=|m<as43cyis8k`b=_w_Q$L!|ngh
z8ZH@HX^`q4>^pw$VqDk_gjp2(M!-QFj1&5Lm&tMW@lr24t#@Xv5(FiZ>H^Y+n8Vi)
z-hCn5{zS_cpg5Y1W_|44OWCb$7;%h<-5atr<7r^As$Wjs!Cp>XENWfe+;!E?rG19S
zkxTw&?2^t3AwMz4<sk>a@ubcU`AY^rzPx`&yS&$eV849`yle!BW)D@a%nx_jhaB&L
zA6`UX{+#}vV-pYu9;~1E$4fB<O$FNLKp(w-&+wBl1^xWPPZA;o`dLmkFP{;}uPCR$
zQRqT-ndER39*CIO5RkK|x37Z+oP3nDvz?#6qw2K{HC7}I)mp!K-)$xZTl(BbEFwlI
zz3V5D8AOi_j@I-dGX_ob?T({Vlk0(<NC5pTDxx+vXzv*CI?^eU*&4iQfIYkbVQv*n
zN@!IevPa5@?rDigovhtPil98&=<j@myG8O@QGGpj8B2cYo?lVZadk>Dq86X=8jRG&
z@a4-{71>8IVavPaZkNj_`L;gO;g(fn!q*Dt#b|lS`?rybLTF&cvGQ8A8`Jk|F^y&w
znB!bNzF(@fWAB<0ZL$jAvOmPH@$@E8Nf`R1{ES{*L%96kIDYVtx4_~?t@_z4mfz`Z
zy7O=WJ%MkK;Nx+wlbOr5iRASx;<pyN_1&4+jdiuPCZ>a4k@2c@fL_=H_Cwhs<>>tw
zZ%d7eBBsY~iyh_n+KSz9@1i!v>sK6Hm{|bMd|B6Q0HS$Cq%~>^0n`}W4edKWm0mVe
zT8h>_a@jJQhBJQhn>#Ou6Qe@$<IWDiy>Z)45#R$3WAH*QO86j_qle-DvG>(sQEpw|
zgCL-wh%{0HN(oAbz!1`sDjibN-Q^G>I5Y?--8~?}P$Ec|bV)Y|2n^lhcY}J4p2znb
z&w1nfzV~|m;9_R(*n6+NYVW<)Z*>UxEboQP3tIm03W=T4dhh{03wW*jGl=v+0$(r0
zh@xiuNMe(c8)D`z3M_?1W{}5}>#2tt)0D^Oi70nJeg*}3&_G!wib5V9AZhkPVyod*
zKt4)WvJH^L6|&d;eLt$g0Hz#jdgTGZJ!<;P!6<&3`5;*BkJO)E`>y{SKXjxZ%|@Ia
z7&N6$J%n}B>4*M<f9ME6%v5|go*kTmY4D5vH$M!3@&~e-Es`lh1>)Q={^tmZ2jqgC
zP7MR*?|p>B6a5*N{A$^snoqh&#69L%TY;QRqx>mh2d(n<<}3txP1M1$$Uv$MG9xb<
z01v{GU>UV^`M24K`;iF$o{j%8ww6!)T~N+#ew$xF^jg1)p2b(ubN>w5U94`5{(&P;
zMe22ku7}%CB!#cEo*&Yj2>vGZ_f7;r`$Pb|7b)?M<YcpZ!LKJDlS<(ypLuKbjuOYb
z66fKF&I(`PJCBq(Kju#YXB{Cg(i@bZ8pQWue2G`eiWSA!e+DUr3Sgi8S!~lpG0{=P
z2f#aCfou^L2qUVGpso_fE_FbX=y}jU%1=(4IpVVcQ+$2T3z49uqX_J=J<UHGl_zMV
z9l$_-9ArH&|Exma1#izJ-+O&tf`saDfpg0PF!S3vn)gPBBVC_Yp}S9<s+1>(->Eh_
zV4o3CHh_%d>qQrZ=<5{d{fdxlcL@0XTf6=LZ6<!#)E|aB>+u`c&fR6RX2+dH+JA2~
zILD5()?Xk7a;KVcn?HkO)D}=Hh0BrRZ^h3kPh-xBoUeF_=GOhq;4Fauw;P=Q7cIB^
z0UmHd@tt4u1kjALU;PVtz-_2{`@1vnRpP%Gv?sv9!;db@r|(@B$l=D%eW0HSf0Ah;
zuIiLKrJ(#V>#0)}>Lv57?S%laUjpy?+dc>)^j1%C*SkugOZBc6+q=h1V;s!rZFLp=
zq>mCW1&`x;-i}!ESiXBNr$<IVCT&h}Q)*PW>roVxA^hs1D#fin2alU|MVcQS!4`e^
zL7^7RZx940paK-s#fW@A7MSa6e%wnW`iG-kXjK$%s;d#lK?B(qJ7$a2$}wd6`nb&v
zW{!F7I4V9`-4>iO3e#9wPy8wKaqbSp|F^?55=f}_C3SDb!o=si8?3I}HrRf*sFF)l
z|Cj<e0|u}<vi36uM6mKK@0VN@>YNgyBw8BY9!Q;zjkkKQ%O8#Yz<lGD^D(QAzB7A0
zt8-@U0AHRtw+!*-eF#=aB^Xs3C(oT9u^rtg%U-7_O5bbbr7gx5K6K;V=AKHWvq~+g
zj!&M!>mFr8Z;5ebDXhuEN1lA7e-rQQ&q@~Yr|x(I@w0A}#~!DP#1qJ`FnLK}CCUTY
zLecg(6o#}2gdnR10faEqElMl^QaUpYG8hLw03}^8{V(ju`Ctjvu=oxFVLkbWjMCW<
zBZ_1rfwcF_WUY!NT)n}294PC%4LEp-_<QpQi&q?qnP)}V8~bO#&(Hu5pSvam|E7N>
z4jP+O#cI<oo3{&1Arcbl0%@T16C_8JBqxhz2(vNIy$iP3h-&V%lHRexa0ho)UZv48
z!5wYfY(#@@0;fa@7`p!noclAR$vJ`vQ7i{9O9@|I37o_~cFvtIJd&DP2ICv|n5fJl
zJFlKCA)}x_vmKxgf6i<;=kYv?bzjJ$$y^_<kvB#p4P>>t$+Gl14Xvc$HdW3}TC=O)
z|9g-vKUuW@6x!vx`;<7DuaYF;Tw153EPfi0fHBm&z7JrvkarTq-t^;mx$VF0Vt?q=
zM}wj?nc0!r%b9_agz;DJ{2SL%<|zNfr`lZmk28`%W`CoZza*m)t_*N$o7n`cNb#)B
zqX4J9KKp~O)i<pGbd|)~9Mc5K9*1nI2&LYY)tIr;dPCU}oGcic0u&zv00b+b{xtjf
zXBp8y`Arm1kUiT1Ms*QGCfpgV>&+wF=~fAmUNaZu@AvTY3e1NX?u_))81Ob4pBeNs
zFW{KKQ5{+$0-L^p5~yV$4^diRrmcvTxz*&UWu|uVkxzr+^{^Yfhk>rp{=b!D^)EOq
z{}TTHM?@U@B(&!3^yVxh2nz#k&9(a_7;qaT>iYV6u6B0swbzGCDABxQ2MQP#F?XR;
z@SFbPb<-CTeV@K$I!?7ZkOVWX(z?1mn4oZOLSBNAl8b)2tnCtkSt4#Nfwr)fbg=~5
z(G5q<`8W`b)DYY8ua7;~qPYVD;GqeBp<}-?nEx)IpnoOPU-l-j2XDO0<H|Hj|B*+Q
zv;HBQYE?_+aav;JPN;yuN7V9ml6<<xDnTHiKvc081}-vubEw-m3$}~1Yp`&R&_=#P
zyd8k=JW6c#mzvF<D+&gygGN)zJJ0UD*ek8GHls9f)8UMF&s^dv1X3dS{xO!RsOtFj
zbpl|UTFSv}a(<i*)trQXpe2Viskc2KNT!9b(sHwE1;l-)AGSS4*n7WtY*y<It!y0z
zMuM4ij_Psrr(3b$o1YpaqUVlB9h=}9|NZ<)MK<e@l~i0((ivujuTimYOazXUm6QeD
z8E|apiHA+GUkt~;;x{A1SxiJv=&T<p+(9l11Qb$TkMbnV%1Txg$sz_}qsaY4ZvVLL
z`m5jn>tPoDVdog}i%WtX<C&+`G}a`uP${#svyw0$6_=D5n!u(*3&vPHXBK1JLmO^9
z;-!%gx%J@rCCGUj9uCxY5F0UdX`lqQ6zN4M6m-le{SO%as|cf60>>5O6vgY}&sZWK
z_h8aeMNncuhfYC#Z!7on3vlK?^Vnh9p)uHR#7GBeb#uJnU?%OA0XR#&o?5nv4mH?J
z8aR$JgXkxzX_z`)U)rIMeDor*sxBL**z>neEdI<-`VX&(%E;<r(4~V6ItxaGr!}<j
z!*&AvwI8w%ndxwD;ymMrl+HXS&5??gAyFRjsR<-Y?29?DWYCYHjpD)%W=nIz2Vj1G
zzM=Xr@m0TYABEzdIBW%ie+G-DfDZqK27b9y*G)_^JlP!DACHJd$Oi-UkV>(vDBKFE
zAnF6;W(zk%1ewF!H8M<gY>y5e4UJ%=#Y-$gcN4Lfy3G>E3;U9RdPu?*3kh2&u>X`t
zws54IW9oX-4@j`PAvodu#JrR$ej=K)i?n&2(*K4#YpPU^si1L*zh@(78&GX<4M#`Y
zRGYG}vXA+3iwlSJ#ygZN#K98$18^e~QdmiOn);GsY*nWnakv1W(!v^y|88NVr-13Q
zG%@}MFmmOcWJ@Z;Mo-o<dd=r6-WtERPLnBn%5Ow5)H$U^a1G?nX_vIDuTFSxahFCh
zZr}TQpr3g{*};5O?w+DY&Zslnc&FOygn`v&Oo+R$Qx+M8YurV%z;&XdxZr01h)WBw
z)y?T<0pk1H*mhqL@uWcx{{j2_H}Is=-$Nq&18kvE-)c;oTzR=<g32?j8^+}~+)z{)
zScNF@_VSzR*_R_s`5F`L&~`U32i!0qY?;K#l-@1yvIUaxqHU5*4=lziZ4&v$rSz^!
z3W!4(v)6l(BI5ueY(dS@@(=*zHZy#47h@yoT-HBA3jB_m=jl<dq#G?2F7|wQZQ5o!
z0BK}#+=m3OG6@ZEKdTflnuZa|UO&!|agn^C`w-TYOx1OE1g!{KOVB%Tw)i}n2#D+K
zN}vt&jatn02&-h{ff%jaW`uepjVO(!9tJAinc|P%(qMk+e+Dm2`fbix9b$e9h>?xO
zl-4<@Dff#_1MMuoS6iJ0=|r!l<Kn{rwTJ7@G_{Yd9#wQknlJ5Pv+&k!;RanGvJ!#d
zvN=wtJKl@<40=|;-;JbLRDN}ilfHdr=BS51&nD3n*jRmXPXyRYHJ}X3qoAhWntI+B
z{>Fsd=;$UTP?ktq{s<%Dv>MV3Pz~uE5R&S-0r9m>L_GVbvxV)m!2zjdNQQK=Q8st4
z4C>2&a!q_6T!17B0SYNyqeG&$oRmUZ2TCEK0f(&bT)?&E;5{*pn+NEkCnbUix~e~t
z;LIBDd;}LRLD={@_p}91Di}Ra+{2+et%cMClvKJ5^c@A*qB#%zP2rzDvMg~#9Yb`C
zdiB`E1Hi1I$lRm>qEUUn?;<6l()|LkfMx(ADC80O_mH@<SV*r>q<HAwm*Ike%0!sp
z*Nnf=Zj&zuHF%Z;=d@WIpxL7!u%*x6Yc}Gy4nz+C$7{bb-Z}8s;m#WWHc8;H%#}f1
zh<+c^zyb2Z5P`7S->FW}3aO?0Ixn9=m>EETu~0Km4XIT4ION`bSU<oT-_J_O4}@1?
zIC;e9>mx_ht^lQ}j)HFH0U$})N6kyXG&t`8Wv7%Nll+N55vK1Lh3PraQ~6VN0_gkO
zkP}O_{C=fjy6^k?ZHoT`_E4e>7Q|S|mV~T~0i!9``Hrvfx*#7(FqUPOF?Bv{gI|)Z
z7S43yXuBKsy2}tOB0IeaB=qr&u0C4~aoqw~jsoKg%UuM<rI`t|io2X49FqL4_eLLq
zeZ4&3wDFYYiGNP>Z?f>+IOIq2Ykp<yr$qlYPhZD=6htxRi1XJ%CI8*vzevdJZ-SBg
zmx3YiMKD74?reRLOu<*bG+Te{F(4TLn*co~+7XbSmrwzsjDL_{@b_$UO6f08P$Hnl
zfHLs|YNF|4{Nkf0JPC;5_mAS73gll8R~7@%1CN0!Zod!L_g5z9y8GAJ?c!%hrrduj
zdeFW7gmMTEz8^O5qmuiBI9&(sH$n;nx+fZmdrEAe_1`$^A4u`QrJpGPK*Rb@P1^O|
zg8(WUQ1{>IJfEpA%>u{y2eqFlPlSTPC(T_E@wk+)#t0^I4P3`q49NvC<*Q($pj~pk
zWVWz!Z)(TS1BGzsGsqy$_I16S@Gk78Zxu_Qy%jFyS+m~aw2&=codU9z1ARIK?CJv<
z(EvQ}Y+-E;iUl!zWk0H)>=XT0Z#$97^^pdfgk#c1DG}hxunKsRb)h*qmF!&NY#3dy
zIe)wmR-1JsYvWW+!jEgnbm!om(>-q*-w%&<ZM0?cmMStEbnrFnSqw@L$7u=bX-0lc
z?z?nb(<LkJcvH)&-Yjt;Ub}JOvW9#)bdM=-W~=kJ-EsU*`~jF%pyb{cgB5pbu)gTc
zQxOIOmHtjG6d({11GwG4!e4(Br>`8Y3Se*jQ?2{U+CJfn;!*$2;`|Nu@zt(|{HBBc
zf%=g8PGL%XWAE>X4VdsB?OO{#{V(DOY*c+S?IHgu3-!gI|APMbrY^rZG6EI9q@us6
zn-dxX_6g_jsOVFjg%tnYiAXH{!WPRvDAhl;#a}f~bg9-aja2@GtdtukYWc*+(?3;U
ziC-NEpLK~QB>B2ra#DN7cu{)%yKt@UTkkr{3dH?poV+g+_rn?3@KF!_whmNSznj{V
zX-@E+xa+e4p84jB{JHM@xlsJ7Rs5dhr>^GTXY1cd{*Al-jO2jc{pwAF!_t5M4EyFT
z{xx^~i!s*u2MXZZOMXQje(y5n_gy~mGavq%=K0N^{#_6)-+b}P|9ZUtqCNh}c)z~n
z8+ZPSd;2e*)-Sua-wpTA=`3AM#*eLvn!`hpF)jyQA3j;X;C)&0nBY9wx_ryN*=Fy=
zhd8yznaR$*b>r74*BSb$%B)sx3qFI~<48wo7lx~>29C~>zv2t=qm63a!HHMq;xV_=
zPDd0pc1|CoOBP^~ribB<dL3y8?M)&d<XulMT$sL9l(NF!B_XYjA<fufb0z(ub48tM
zUnQ`!=jVE38=c0W!5`!_Yo{>}1TN+*sdM{fyzMcU-5w6T3}SzSz(=vF+o|wP^!sE1
z*YL7|kVzNaJ$L(q1OEWbV9)hnQ>p8Q6(^Ryg#!oUMy)s(D;ad)Z*3~0C%`vh3kOzB
zvU+M&kG!Ol1<FQ_az7RgRM~$9#f%gn!5t}?wH<M!a+Q{jqSey$`0Qtu-dkhP4kmcm
zb+JR)W7+`WiV)+bkl2aOj^=54!Ja7H+nN)_?1?UCTCT=uV<v1&&aUQDug<QCWs@~R
zQsn6^95>(;ly6vq=nJp8DluMW$iJN|7RFboU}4Y4zbT_B9{?|Tg=mjc7|-K&I!7oc
zzLH78bF`e?Me~%I;+psN8eaCxIM&V#v3tIusan#R)SSN8P>E+D(yh_;6*t(4)B2f}
z6s+%;Eh|K}U*l=AQx2tIzwbb<G~Of?v%7+u<KHIU@N~f3nu$_$T?@YEha7TnGLJr=
zR(2sMGwveL>$qHzo6+<3`%U;N+><~~BgATvezOf{#I|8tE?M{;59~I~O}a3;rM!=M
z`niKdsDYA=$%k}x7Dn-4F#`O1bsQqbX)69fBhL|H_oB6Wl00Rv9i1c5OK#gG&zdvj
z6*D!Shi0Q^>N}VYDvaGh(6@xCUJ`_RO(hasFZ6J;;Cz22T<;YlLJPy)DYLoRAt^?y
zBdc4risDI)6%VpoW3*Lna%c$Iu2wO)6~K$^w9C?HqF)M}#Feglpu%Y0-A+I%OZMtn
zxKKB4{E{$%v=&6tdyFnZu~apU&McbPT(Py)4ywXoCvN%{HU~dC<0jRk8nWK_4jQGV
z?@bt`d|wQ$i1l5Qt8$-vcj+y_zIzJitJEbhhA3CREs2>PC7!KE(TJjW>jEoxc*`<Q
zLmS<7LwCo>`EdOCs5&)4@-<te@yh+xZ5b@$aE&)v$r2>Wjv!JQW*zyy04%0vBc?tY
zAE;)!o8<T)ON6*-UWISmWq#Yy#sX3+LnDxv!q9Szb~5YJ9^|=n%GzKY{C!oshTEE5
z%VPH{`^<|!Jc*8G74q{mc*rhgl=H!qvD3&2d&>2b`E<lx-kEm2IkZU?6i9AEj`PGP
zi#!)X>$5bi)@UJ%`|Hq81)LV(yAKWxKPk+*XGoxODg`LBJ*8%U^GPcuS8Zb06xXH1
z3Af{A<Hrs$HdzgMpN`AgA_?MX<&g43^;pu)Cfhl(2l6XSH(5w7^a&f01hAkZ*&Bo}
zzD<{R+A)S>IVJLJ)CDf|1hBeE=4V9XE1Nm{NXQhtE=jdoupGv7?l2Ro$RT`$BGf{c
zPDmQ3T}mFqt`@czAQ3aG(Uh&hQ9nr^Y7q0r#=**nIBMDe%I_8Z5M7q=EDzjX7N8Sf
z<n!GiBl12g8`4$hI&7~c2%p0y!K<=|)*_d2rsQhgR}j(@v^!HTX%t{L-PmBSe(|n|
zZ1#NB`1P(H$Tj%whm$Kzl?J4|>IUL@WcL&AX`W|)U|3!3DK<Y^Uu9BnP&$5azo#`+
zq^Ef)Ea}?I3VQM-C60N?2#%Kon%cwg7nMY~v3l(Dt0z#AFp~lkl}#6}=$%ce<9?eM
zN4<sM_ub8@yaZ<(#@^<N)4il&BcpnRYO|H0VanxX*LD{EUa5toE~mutQ1KC2_uBxi
z<<2AR#<r$$qKW|Odwkh6*=;CCL9U?1mEp?6CddX4fWTb^*hEqFfq>oM8!a~<c4mA$
ziTKz2*-_J<9xJW=h~8a!^RLjmJ4_f-?u_5F9$Sn7*(_=fhGe?wpe(bCTi1?x3O1o0
z49aL0)Q9ZT#Y`N#eFiBCIq>^T6`v#WS(#NpmHyPe-2qN_L`}D?zF0jg4WK!BK|YFC
zBx`%9tWoOtNGU)!u)7sCHET@H#Y{hdvi5(Ne4rs<B->}eVC06jiY}dc#?;(=0e{6#
zB!W{}OQiLj0n{ujY(}27j*F`Rc4>*wiBNol$$xmF;03V-Wf0*-=kY=2N6-#9pbm!W
zxrT#^UnltIvzg9rHdtJd;SV4)>5mIke01K%HA5zbiK|z;$7=r4@X{q2hL6x0PRrGu
zfm%wwCFkitoAQpcw=s%+ROmYBbGZ1b;<MSW#c#2{-ne6aj=(iSH1K)Jd3MEie&ueC
zqUOTJ$|!wLM&D9@4!4$iu7jZBBG%fRYTDjc=}HVkF)pc`?R!P_q9U*T>uyj_r9T*=
z+r_zelvC<ose3UorOr;@!HRZO#oLw`&)a6dSHZl)*<ZN$fZUh^uH3pae$dYHFrGFr
zSPSzVmED7gdUcNIGiZG)chhDbt;ZcG%^4m_#;B#Hi`qDx&C|B1&n0tdT%e)omz$|4
z70a6@*~T)So0&5?%f#B6rkI|<E}`DIei2R>k<{rNQGact#m{D{^VQk|>b{i0%B%DF
zsn~cN^p7ItFO}EuZsp8g9q^8390h{i)zvfglrOMc-aYd`vhmUAt-67v()EiWHr7-=
zilr_%D5A4{Ly;X--I+0rS7LMBc#hhhh11f4I;_tLoV^zdbOqiyl+nlBqdA!>$qvA)
z+GZ1!r}3u3Ii)Ld8O~~iiWxeGsAyf0C@a6*7;*OaL+J6$B2>A`i-A60UxzwyU3HkN
z+APaBY`o0@lZlvph5u@kYYC?X|7epr%M^Pv8<gyF-Ebn4NRVoa9Z`|E8Q+>tk2&2f
zEz?V4^h^0OG>BZsUFBWJWez;rLW*EN>R@F~p3-D4<Gg)9abuF2SWVtnrkAn_4DRQQ
zN;S%AG<;nSH6X*gVu?B&aBCsJvD}P9*<-#u-DG25#c2o84Dn4wPe*naab0j`(c{{q
zdw*f0Th~p}o_Qg#i#H#yW_L!d-?CtpQ{1KPRd63q<LLH?)}3*x?v+fgO;fIxn<6kO
z^w<D(lG;im3VnGFgZpMT9$mfVz`8Peg<pRl2V!B8LuFM`bGTV@gL{Ivi84qwNHZm1
zKb2EXOR07&P0eyj^b+<`hoItznBWo3o;B)l8MkGZ%dF+CWwqyT&?zy=#E_)YaEkP5
z^m3jH<cdbfQX$c7Vv6jXtPIb^EEzyqkL2E=$h~)8hp)=UF#0AGWh}8MbsUh4xm>+M
zdp<#9M8o9?o;<1a{a4E7<Vm*1bGn^ZGz-O)i>l#$G;BkiWb04q)!9QampkV)KZAnv
zGmCpxw9lzi57M8z2h<?4`0(<+VhC&Bd{hp+kFbP6;C(KcE(%M#Cr{2!1v0|p*3%Ki
z(irX5U^bJDLV$yL+evb!H-=V+yNv=zv)Uxy%mc+B`{&><#LE+Se5x8)Y$Bu^?3i0N
z#Z6)JsYaRNw3X$-X9Y;bQ8}Xc;)BxycbpVEa{C(X#C$u+^EKK@fY|8=QVvYS6vlHE
z&(zOeU@V%<5@?q-vpYMAB~Y15dzURglj`^a;aS?PJLQXwHocthj~Mlh*8Ox|2h91-
z+_>*VLpg1hk*_nAcoZ#Qg)FPyQ2$u>R&CDcoEy(?X?7Bw{$_Ob+Ej&zju4jYEOsp8
zSHxK@^Y9?W{)fG*<`m4bSKaOf)mps~I+wZ>H9QbumaPWh;_6=(m#nGTft}CQC&=Tv
z)nJfS(wZbrLrJgwA@}cvdilZJ7e9kI-{>4c;ynm~T)V_g4ftnJ(|+ImJ+*!xB)^AT
z^Hv@Ne`HMC+4SHFmHYlB3)BJy$)h3-^dg6k+jKqGk*(2fl_0i<sEHi_aGC4_XLfII
z`SY44SQ$%%%o(G;!;iu#L?O<&>IuwmkgbT|M8mTq?f9#q#clmFO|)+7isQ>pt_e{C
zc6-|MGK2Crio_aSjd-%>5b?{-EUj&i9k8Sb?UkIHk)#vZ^Xb>qiCJPt5bP{hYHdv}
zm=H!=hkvSV-+46ghTIOSW|_ZQMZ`4r3@z+E4f<Vg02{X5q-EMePXo^a$B(5~f$^S8
z$Sg+2YNU~RFQ-%`J~JJ&oyT(%t}OCH6e)O;_(heH3dh3u8I9W}?zhuMrOt5FwaU)g
z70-mE+Y`B_hdi~gNRlCGmBcz*;^)Zc(4e?39`E8bH71Bj<rL24U*Xl<$R4w#izW`W
zz4i9+K6i4jTwM8VPl<n{tlUIBDfyIgSz(A7jTD;&m3{$dYwn&%r<9qhd8}e6!v!`C
z!W-k|oc+$Fa^?N*oK8lMAdlZ&LOJ}vOI>(_GoZewr?#!m30KQ}qs3qtYSS0@KzyJJ
zx;tMqDEmnTk*26~#9JP`bd{~~I{j<xl|~!o%4?~Mz0Rx#;jKg_xB-QVQH?e+A+>~q
zUCxku-K*yF!Hajw9x0(lBqYYGBg{(~Ql!!~RXee}m@agrp?4U2c-&oVT;kR-c#nAD
zBeUlwn2Akas%wa@P|dnuM%kM6QALm(*@}~`D(~PTsI8_xT1vYk7@0eT<>rT&>+~xy
zH}a}&IUE$hpWOimvBc(>R#6mbv1|&Lm)!~vlRaY~dD|`+u5wL6^39M&A*IhXRxL9^
z$MsQ`czBwpbehG^0#F{B#m^98<>KOTUh`JDbC*=J&_(B?cB_x)@;Xgi9C8Yt4_>K^
zH55K9^r>0f@8!qSb<j;46?4F=U$I@yX&V_xhCecsiyXaeYPk2falE%teIOQJ`o=I-
zBbj?@*l;R>CH_%GLJ@sQpw!tBS_Aslz>6qbFblTE`I}^>PPQU#XraC;G~TvMx9cd)
zdMZV8)HFZH<vLg!NQs1&y<3xQv(-mSC$NZR{K(y@J4Noeg42oLAyGg_IZ*7*J|)ZI
zfqo@mS#{NtCHj4o6cJs5^Hv%H>1#cV4%2nPsvX4R8k?b%&do66Yx2t@x?9<`x|-(0
zg#XI>!C)!Jc<C$Au{j6AD55&C;^pc~#$H3Pm5nZMyW&fB$BdMI2N!(jpIWXxl!-F3
z_7)BeC_^yG*Tsk(S)0ZLCzHsm2;t3zOcC=?!qgC)K^^f^Wl5F3Q;`OC@TWL8WUud%
zGg`E=$do5e5npa<5TttTGg}&bhu$Y;JHJ&jHGvL#ALq&$63J$ow|43ji4GRiD~|K3
zT36#k8|Nf145m8}F9_7+&2N|Y`UL^dW>__@4lnxP&(7wFNIs&zj@26Im{Wz*#mp%n
zdat57q*K-MrCv~@f~~EM3IN`%ZsqSFb2|Xbvy|OZs+PR031+;<SG!u{!0LqBFt5eV
zvfU`b5AA>3p>7>uqivp=H|*>>QBS?8T%k64=Q0yJ$-^YK^G&61UV$&!Cw|H$vA7z_
z*HR(it@At~(N`y&DITYhG-!JuQecZn*Zn1p*4!;V`z+2YL3#`I!^&`$0Ded1PtCaE
znwDsWex_!6bdGCgW*=e|da3&#UrQsRbEh=AxW4eTh6g>mfln(cGS4{Lk#K#a+42k}
zy~QXdXEs4l_ns#w9-8-uVNdetz|Dr+4Z|K|D;?njh)Qp!q|S{k5QVAbs@bRGCMJjD
zyH<Gh7Vf%dk=dDT9vS-@iVvKg2+nNhx{?WAsT>?Ql&m1!#B7x^&Mv;SOJJs4J;)K{
zkik`?v#69+&q{TjeWJu;nQgphL37>VX}VRKRL02gD%+ckUKUpy`D84qF{U>w2cr)8
z5t*g+v1RRX*ExL+&fkB?#S4z7d&<$KgKNqc1<S54rR&&82^NkNVjqUDd}6uRH0YE;
zNVsw)D>RrL`rgx2`%=Hv9ar<+3X8V=!eXXyzwyW|Qa>g+GnrRhulB5(N)%P;p~DAU
zm+w^DQ&<Zf^xr0@xS-Q?Fg)gStynHkm(Gueht_Fre;^^=EX!=1(NDdqD7<x`|GY4M
zDt7(uv7NHLfZ*yx!|+O97hm1&t3l1n1F?=m$?y9I-`KG??%aY8_!wT=NMiS2r$n_9
z!I)~0n0bpT_o{1U{xv*!+#nv$-OR^l337gLT{+RoCHLd&k#`$u+*i{W+3;OsBAU3k
z)t~y}bA|DDl+xEzbyC0?;Ch+T$X>ZdodAB$bQ2_YnVFmFfSGl=5!NPN*%`Yv1?K{V
zFn9KpVfJR4%HiwuYz;zWI2{!_MC$S`Q)VM(#xYVa?=#ZR9@W7gnI4d@4Ek}D!sYi~
zsQTImm9?z$9w?-bK42&wi;N8Od+g546?P4t5p9FNlvojI;crow+`+&Z8=Kqd8)d77
zq2WcHYuU`tids;@qz$>eOr+d6&|5dCpaX6-Fh)vt7Dz`lkZPyfO*UIxT+Zze!}i5D
zh+9a?v6Xt6rN#9|b*QTnY?vw%f-ju^lJ&;QZY)25Q;SUg45C^NIhdbl%@n$0idh4?
z7<pldBZ@sGuuvSN%)I2v8k9XuM>$nSQ@-bP15Ybfb@Y{q=V2;!Q9dmqkd%E`ZE?ko
zx>2PQIvTD)>0Fq5F3D8Mo$nAQjCwR}+~f&D(^U^9ma8M1PJUYsu~JWjev=`7=7YaY
zU<CBT=CFG<r-i`XGFV!lAh8(VD!W?SeABY;%E3U$Glz)mJr&u~63E0-5Sft`Vr%T!
zbkJMBOzVsX%Rz_gHUH3Yy~$fvcenF!&Mw-4q50G=1BMr6sYUn#qre3mmJ?xoSq(Sg
zsdVdiqIN2th9t|;B0Hag*;J>|qL09Q*#+&%GMRqeTgw4vdoR_AprZv;!IdhC(?M)o
zrpkQt@t6r_=6RtrYq0wj1KV%4lsaX)^Ubf{;2(K5LmcF`O`H+GEt)NxEd>sfX}kb{
zdKzQciSfV2P6*5lHY@D0zkPx5Qj`KU8K`sYxLtoQRqjm%>CNyEc2OR-TbjW>5n3wy
zi)!4fsX0O5@m32*l-}U@++RXH<NXuVGa%}T%&$HXt2Dr!+$mEu1P;39N#W~f)y6qL
zPP*5O#P3Pz=6{f~#N_aZKbcn1r(ELhY)B@_qV}4nDXb$pbDV2A_ln8LVNZP?L{W%B
z4Jf2{0jRZ(4um%BE`s-RfYLoDt979<9po_(lR%*T5;(Zn2>^Zxz&S#fN1SZ!L&Siv
z0YLy9!xIQ{L7CS<bd3Xf97&eIzU^aR|KOx<<&|2X;`;?)H+roHvi@MP8WHlbdJCf$
zsJc!92F?y8wsa0q0f%xAJ8?>g!tgIU5eswzdD00FFc1-Q8kO_k(hIC90J*rC8#uqO
zmTE!@XsgYvJzL3hem$s;_!K?BjIDw5@(JzwM>#PMfzuu(?xU$fCfOjqE;=Dqmqwl6
zGz|29faS+$(5i;b1TxSCdqVg?bCukOqNZFm)Ps4-D;Vg;)&=|a;CLqhGA_g(LU6=8
zARAf{EMD3iY)s-7GL34rtS(5rCom;{F@?A2&;h7x7&R#2^pWS7Nq+ilG2z68?W~n4
zAj!NMi`17~LKoNy$(<TJdZw&{xOt2@sPuSM%y#1YZIA+(%eEkw$5Wy`+{Y5Qutv^K
zvLO>9v{-s-c7B(s*obzWKK?6@c9o-Dm74TztgcH1S(CT{NFu?F$WHBI0OQ|$koo++
zU2USv^W8JKo!QHeY2Fl<yzX5sUbYYA-)zO4gj_Jmm2P663rx#lDrt=gj-)79XMkCf
zRJG6MHhWHTp$iEPWmn3ZVJ*4R`7!rDe4QX}a+%f3D-fdI7u-1K4&ht~pLoPobLWXo
z+&y=VH0{xL-CUDqgExh?wX8>`t^k0ZD_;Nk`xCV33wxTm(~$FvHqMVtK3V9)%iua(
zyn4jooBYTJiTSZ(Mzws*pFyF!x3VYfE<4!tW=@(mX6G#nUVR1F=x0vmn-66;T18TT
zj51NB(*7+0rn{s(CMm_!(`cZVL?Os(X)_V^C!^&z+w@7~pTOM$?s!5B#+#_@?-4fg
zAn}ItoLk554{|Jzyy3MfE{nh+(|2lL4nEGwFTK_YO@{Ui)<qL;zQm7xNi$NE;L>1W
zx=T7A0x=Y*RMIhN0YS~2`|!#jM0dNy*3Qwv2TJHovZvx@w2CTv=?J+)7r3Sc5+2fQ
zz+%^khCk@YnC@_IaG0YQPqjvbs4rM1RjdobGuup3WHVuvDN>fSvay~kT`DR1F)xP%
z<e+3dN{YQ5P0Z8A_U+=0tqb?6%w)uLuRe>uE-xgZKFhD-kyP>=mSz$z%5Rx&sdO1y
zd2l!=JH33RC~r|cPFdE&!c?QZRJd$|Z@P$I)-Go+KqS0ZzAK-qREbuf+JZUQI`!>+
zY#XA=XdT(Mae?B}SfSVD;h5uAg4Z@N7fd=ywsMd>J@(61=SM2JtQ(uxvlu-ITF^o=
zIj!o=9CG)##%0_Xjy}u<4PVZ5BofF@xOS-hW->B-xOP%H_(^TEleL8Ko<arM%wr3_
zs|jpT0yK4mj$Dez30Gd?OI{_OAq%{C%*2P-Q?j_aa<ymmvLeN0UGth!eV;hjfz@mi
zn`s^F8Uc9mE3FYp3Z8l58$w$GK`PPp!}TSP25>HFHD$4_jCRLET`d=TIj(z~Zdkk}
z{bZ;$s-<<rB5X5%F7<^tmiI*r(awR=R7C#s1Of=(051#ahd1wMZs=IrCBnEhftBD9
z9zoiZ(eX9q(41iTE*0Tfnd2wj=2o{xEJlL;Ea<3bq*pc_dHj>0Yg2buYy+4y8j(`E
z;h6%$+qt$w>cj5L6ISQNd)4ps5D?$^Ko%3zD_te;#~pRSa(ZsYqcGIg)+7`@pN-hC
z5a2lU&$n2a@zYPf(%dB98vhx@hHt(z_&ggXxl2m<wAj~Ca_s|cn!~#$N|?EsAWnCq
zFW-o|1UBN1Hm`#2>r?^A`GTB}D!YPYJ%+`BL85YJ!~%omO9!FQ!+O4f+>DY$i=?p{
z2flqP+8hxo0of}->G=BtFeZ=2M{gi3$%vfRdFAW(s2Kz{h(i{&&QADpyr|^l6Ueh-
ze5cyccG&okJ+7Y_QdfFw@63o)(X)jpLXjGA`SF&;k(gypOl{fg^BhWANrqU#cEQin
znPH<@O8uKV;woNqE=S~<{6XbAq4GzVUI&UZw`JTCv9ya{rB<3$u+?3YGnGdlme-w<
zxnlMrhCzXA&Y|Y8zHgicsKHYgjSxytcShu-(rzljI;>j9DLM-~q>L;~5RFpIlfm3k
zgZ6;|-c97P>WC1(Pf1-X@N)_Rp9<GZCL$;#^dBUdwadKYCUt&Q4xOh*)6l{k7h2I6
z;Nr%pSy#KHS9U1)9@iV^E!WnqOtjgwsApvGoIQCNwdrWSw<D5`QfR=^Z)@w=6ympe
zBf>09m@G`=22}sq9#g2@)}o@b?ZKKzFP@y$Ma{Rf=5_Cb1t}w1c(RY^W8$OzIi0t!
zoTG7jFZr4=+=pZa9CUBV@WM5m4JK!Hv7$Z}xY?VJQ8R57_F^`n<#e>?i_+93GTcR~
zi(f0^vuR+^SJLzEz`*FLnv3g8Iwro;n=C`o){Ww_5`^*23E=XoTNNYlEU{>-E3Zwh
zayf%;i(Fu~v~vv7Pg|;hI>$<dt37)8(o$Vuu~hJFZU$mLHkB*Uxx%A$Ty>OH|C~<b
zMLxYOu{<+AeR)He2{&K(Gn`1iJD7%_c!;wrY0}2(vX(011|HR7)$-@+-BLmAh2Jls
zjwybw{AR14m{ih72BBP-tx-cd4wNYf_nkd6;tUS5AExsu_DOojVnLnYGJ`{#&o)~s
z03ppj!C!}*TZ*w5wZf98As7V@HzS`%QBVyO#|r>O<k45%vWWDgNW=3n<a+`}uM*c}
za(2mMRYnbHU+o?j>HbiZc4tF~YW?6oC5}Co)Rw;kQ!!pEd1dI4zo&lhdJ9Yk$GCLB
zRWRGe)o*3+Fn$J=XL9l}+^B|2g^Pluw6xqeHB#+$9`D?<wBbVgY;O8&d-=^<;x8?-
zkEGuOFQSDufFKN2i@Y;5>zss{Q)2>E)FwMN?+S-IEe*qIiLq4#B&IZ?_&j=?50L9q
zx|WEuYFr38lfep)zQjvgBmKVZm5#5OBr!noqe@CgzMmq3bG5DdTGr8Dnxs1y)NL*z
zuD#(8gv|w7f^gPz#%ZdH%hxA9Y)j6^w02z6y?piI`#S!R#?ngp%(1cM3Vejfh6GxN
z!NZG0R1P@@W0A<{X~hCnHTWmnJ2Yip678P1Fpqq1Z{sh%wSW(f+PSt5L=_Ebe<bAQ
z8Z4A%yF8l2G{KoY?Z%qBw{Qn;WFKryR>eb$9S)X$bDRw`i!RwYcpNJjZw{+4dp1LM
zhz%{xS{$_918S;NNs_}-yoEN--d3TSiE$sec5hxja!kv<@U3p9x`|^g7SCnkqVO!%
zh|$E>@<e}~4a{O7ARWm2k9XK^cOI_=e960T8C7j%jpup<uGj-MuA?gj1fSycM1hPI
zM&qp^IB<r;I8Merv@<Jh%{Rz2eY>4txTZLWPsT-Q4*dAlbK<Rb%ROl8DzF#!D9?Vk
z8t#pYADT2)Sg}AEbbp<^v7o@D`#3<f>}k)qVPt7OIl`538XhA06h8MJX0#tex{hpJ
zmwN`YSF=HD|6o*pw8#nGOK{$3lGlkDufg8%>MH!mIOv~D+UYqTmTIic<KFcen+-TO
zVk|)H3_R-1=QQh#ncv@xIPM0(H?lRfVr*Ob?)LylZshXvRqK|?HhCKD4&-lK6z)*7
z<OY`~X{iZMuW&637nOVSo|AcT6rLlzsKG7_WY*PlJ4GG1O_&URc!bNM&b4aVAG8Y3
zTef~*Vrx=iKozYPivD7UEM)HfY$>~<rE*p2CxiC1hCFxKzN_V<18vym>!_Z4ih)SZ
z@!=6+6U$JIJB4?AP!t}XU&za2(cAON9<QX;XgPxx3c&t7s&L;Ne;t<}Hsa^U6j4%o
zvA^wz14y@CfB|^LL`WGe3DY?wDdf9i8NgXH9#2uoltkYFrhST64|G}3SyZ)(9x+z{
zEoLZ=Ee*T++*_T!xxs=W(rfyV+(;4eX=nJt#E=6JN0CY9x}AhId_C-<PYS>m@7oFT
zWG=HiP$@?mIy+7%6eEs(t8#e~kUS5JB0}N|Tc+WED7^F&{F3i5O;9elFC^~0t)gnG
z-YiII0RY_;su98N)(IMk;S&l%ik%`r-uQG`R${HaE_tq4yfZI;c?->E8V05GS!?a4
z!TkWh_IMa$tu!#>7o)IFpb8d0T!5<6mz{&M%81?e>^VnsJ(}Da_)LVtx+o6DNoU5_
zM4yT4QlX9)WAc1~wAYJ*vYfdjOFT0%5CwHYx#gTnet7bN3r+Y0bZ_~fLQfjVX7Gy@
zt<^6yFp#9D#J>|_l`4&!K7E|ujZ{Q{p-<8J(nUTGkB>Bg7taFkM_Uju;o98Oix&fN
zTV<jG@Ld8X#z|;39mYT}SI_8gqyl$bV8+i!wV9}f-4qCBFwV5bqX0nM7_>ky7C3w%
zV08z442_q=@73c<&T_oeg?@asKSyS<_JE%==`%=ImBUtMe)R6VR2u4)7cnCoMu>w4
z3~H*KLv);iNj&5xpeA7%8L8W(YM2;0t_&s&#vrrKN(Y}A94r6^rmYq7(M;P@aye#l
zTe5nJW-m9%L^-K?$Z+DSw&TqF!Uim>z<G0%R~^8DJ3Sfx7c97+ofMz^c2_aPRh=Fs
zO|RU_zX^=PSqbT^-X`eB4FgIR^~T;uL}eRzMn#QzdyRU9f~C<qi2z79?@wRwqH_uA
zjyS4Ry07)j)s7CeHaEL^C9bzSkr33}n>PBOOB+u-^6Et@#q;9(njbHEtoQX;2($x}
z!;w7}x7*IpnGH-#ZJp!xB=&&<KGXr2W8WqrjGm|{s0s>eLa`U*rl|w|Dyrjpa9`Q<
z$&YW0N18y`y;%U^G4fqfDf)_)y3oBsU@QWl_7fIaNpIpMBUNV@MQfT7=SfeAe0P_^
z)lMADc*0wO_REs^UIX!Bq@X7T^AT4305=e!V0N0yR>j@RN<tfE@6wCFpo;;TJg0is
zE#|JB+{p_Zc2hCd(^CRGJs&2@OM_0B0ab{qXC_doTSn+gDLKz}dQ&ET@x3xkaWQf}
z8{oPodRUl`I3J3PaLNq4!>WE*urSZJsJQa!1%W~H8n1Del|ALT$T(%fTf;)E_>2S?
zj~SbQI_7}p<-3_4I3vZtyG>M}4yr-3fzqeU4c9>VlzQ;I#NM6D*PqJ#?I>#TTG-WR
zbCKRDXWq*bqh{yfc<=O>jtdSRiChY>Ml;@<dbV}sx1ce#YrejD0vNYlzUGsT?~~5#
zkO1;af4EnzR^8<;z=@2_j6F=Fx`9$yQ5y5wU38ipTt|8*CLv>mJkJ2#P^2kQSLh;Q
z`?w=FNliz4_&9vtIdaxB?voxb2~54Shf@Z?_=fl8y@12s>q)k;^xWT?fg3BJh~fY8
zAFBL4O{01+Xn1c%5_j!TFd3uWLXf@qfKvZJ#Y_z3{(cb2g|IrfSd`M{f)BZ2CoVNA
zAPidA$^fEqT7ac`vg7XJQ$XLCEvELQZs>Km7k5?+JZ_~kVBMa~d$}opbR)LlfaoUp
zI&cq=v*H`!03gTBEzC|F$$H$J12#<fBar*4tpP|Ey5mimp*z(pHze%lL-y3Tb+%Zv
zAIk!0@_?<uy1tC`ZR>2Q-itZV`FgWNB+=1^{2`E*e+k)B?<Dw#w^JfsTULM6tULnt
zNS+m>A7xc9ghM7cTofUlw4Xs$#yg5Q|8DAk0|7^VWD7~%z{G7Js@NSW@Lcpz26uEn
z6G<pL0F=aj;<!mS1aJ^|%3uuA^~PnN8?f@)iMhbuMehtnWRfBO)6%Pr=xF)Y7>fsk
zshIkoK?y&+C>MCq;4xNoVgzIzh=4w2f7{IsE9CX6=#7-GcX$8B)I)c`#f9XZU)wAH
z(w@Zk0%5iYVZ6CNo4DIfabIV%1-usXt<S0dZfZaE|26?-epEafts$pcN+Oc-X!AS8
zV*;qPFsI+t8r>gf7`#9Kt24a&2WILa)&p;}pYTQC7hZ<(i%ow9T}~|gs7;xG0eRkb
zU3}uPP{F-D6U3ym2npu}@dsrC`6|0T7e!DzP}a5!#8Ao6LFu`HN+0HPwbONieDM|U
z>)|Vk{W@TiU#J)}P;TS#?LGaR;br-09Sj@m1^b<NZi+b%yTt}ux+e8GuUn?tBo%lC
zXj$fuy{lp}UgvsD;`H5@KDTPG*zh0)M(E!D11-OZ;8&5*k=bVr**7?)5#&?~5)JVn
z|5ncb8<g|^cQzZyO*!=s#3)*?9;f@Sx_3RkrggE3{EHuv{-X!u>Q_HOBs}FIQTOVM
zKiymLGGfXlFA{La+w<3+szwfQFxJt`ebZvGKk)p&&A|UUI|{fNVt{v0`V;RUY9sYG
z??3`@d3ynu_r$p6?w)$BVZZytH@_GUt5bj3Y|)DGoAH2bo|*x`rIGmR()`v|;vYTT
z&!B~vzjSrG9@CEN&mra(E$c1-PWE6A@~aDirsz{|it{S-Qwk1Sy<ld0=wbr*p8ulB
z#W?%7tS?-`r6p&o%@Z@2#*XNw0&bo&R#<doIxOCg5#3F*>q~4_K4#X`3-6lERd&#t
zuP0|PPI>vl55T;)us<BZ@VPIk-CbCIor>XT=}?&xdc<il-G0X6`jW|2sM0y-DntXw
z!~~%}{Gsjww7w)O=?*oo!rMaS<(tCY(+H%GQMxcq3qhL5HKQe=X*h=TKgLh`kCx+q
z{GAbgJge>zxEt|GH908F)&tb8mIo$uwsC)u)SlMj#+i0c->nvX8l?k>XTWGC?S!(x
zamYHS(QN6s1q}=+JgvdPI=XvC8l~$*e&!CUm_s&~t1u98w&3&oMfdkKGF9Cl^d8Yh
z?=oB1U2g6r(3%XFAb+FM^%xUjppDr>DO=jd!ZK+zUS*A{yB6r$b%OZz%PYITvkLq#
zx%ciPtZ+FHNoK#SbW6e3VSrefGj{X6_d@41cL8L(aO6$rMC4^1vN7UB2YBKEKaXId
z+jhIh1w>+f+q4y``rQrmic*TZGyJnoN04;qka{cM3W(3zmN9G_D>rckD}+V-Id)(|
zr3&0#aL>$QQYFTXS$WlYHC2a=<blYnJ-@2~(jH~J`#Vs*pJW{WDFR*4figxQGiTcx
zjx2_sWz?XO9)CIUB+52yGojyW`q*-_4oM!X*t@k`T_$qo9aJ^(ot+S&y8wEo+0-&U
zr^|qc81;h$1zVDLv-9vnWeLA+rXY>F9X{W=RCP`H^Od2us2b(XDS(}%pW_&%a)1=Y
z?WDq%=uwP+!;%Vq4*Y2RTP_t^b1HR~X+>jviaO^&x(h)umB%76_A!R*=3!zm63bg8
zY;^Q4O5?1rC-_AYjzT-ZoDQPeo$`3O;Bf0?g?tF45v^$fi0ncXxneFVM>i)h4#t45
zK%VH=PrqOI402sY9s{TxkN3a>C!avu>P)TGzkLNyL7c&dgF3q(yD)OPwI2X3-fqoj
z&^WLyPz@y0>r~-vpMLZdP=;<4{Qmv)5^{U+_<#dtsXVRSMdzgPudO}U+nro6XCF=4
zz7=sykJ<;MVF8f;NBT+583G4#>DaT_FKQSkAr;nU?)FJ%zuOl@t>*`}6X>p`Kn9B;
z2Y4!_D*k%`NI981z#cp>@~!IymOtG8OK>aSz5gHG|B-=RVN7deNJF5Z4@f}AE)Ku-
zfbv;^K;L7oy_@o7#>(5PByz+Jc)0sB=$-;}94e7GAyqg{8sE*<>1Wh_;{wL-r|)#W
zzLM<sX*r#Yll_w4=iztaf1x;}_80+yeW87^O62cffB%HC^sg6o^Q+golW-oSa(>59
zCK64Z7!lrsq7$uPAYLUiMt!!Dcb%w?f<B_P*MaB#0#Z%px&GFLKqSF{!FiDScR;25
zDl-K~zDGbPjm`<e;|QdwSZ5VyPMdRm5GjJh`v&Aw{SC+GcY%QZZLKf9sHROdn8(kZ
z){<>{x6OhAg|QqQX&RH9GqgBZ0#uhJyR1%TsS#)n)?61t56d22=F=)kebfNUKMfS8
z+J&7@*R?V+GsGrjxU8Pyb@>iRO#7Wa^v!pb87Lwfj%3yacAvP@a|-Y?-DSbW)Q!vT
zkQju5R_F`p53L%QMWslO<6_J&y>{td%=c_=2@EV@4Hq~ZcpFmRriLV!opwncVlHQu
zvE<vY+cQS(qA#E;t=P+jqy{-M1+n2fAI<j0@Ry6Qp?`8{dTX&*jhpgz&&p-muasJY
z*08J;BP}2>1Sp^ArYgv|etAz{g49P{#vVJDG8%Wke64E`#VpHRzVC=H;aX9jeJWa*
zM~Z-e-e?2s8_Q1)4W@gsjl)&3h@Q53+~MO8g&5=1D3XY4Y?3sTz92{Sgf|%<vrP|z
zYBd6~pWIsI83m&2Di-_)@APp5h!;gcRv6x2?OG?2lPBjb;N0t{DA{zjlw5^Hb#F_e
z;l6fn;krm1XZzMHbC6$j8t3AuvtaGg^spIB1X1I<F5#;i7F3Q(Mhe=(?X#0B5Lk~6
z*!Jg_Fr0#5i{dSn(i?=Eh%2FOQ@>tym!AQnnmS@MI1#Ep4RfM@mT!^z;UVod|9Q~1
zDN{SY+l+@%-8f^H{TSofGA%J$3N_SgPr2f@K?V_ORaAqOkV)qihj_h1`Kn$DLm7Xn
z0Fywx50j5P1sp@S^4S|7(+=LC>b2k($cznG5qnj{hlh_9EJG0wEO6m(t)?-&21f1;
zY%_B!_9hqvJ5L4ZU!O)7ez%=;aiKophEHAeuvT#wKP*dj?&^ggzrl3-$T<k!H9RwI
ztWYBymol8YUfS8G9D`|^k?KJho2fY=_W_DIEFt*r5iB9H-d*b@3`w|bD=w)^dXr*<
z9$AbsH_Q?ZS%=hf^Uas?XD16Y1dk70<kl};j@T}^Uxd(k`biI0<Ks?FlK%6tgP7Jm
zgOVLeZ2OmLQ9Si`S6AL0uC#EzH%%n6vf`8i4!kfwzBbiXyShNN0+vU<wUcU9>Y9ys
zo}T<MwT=(>Gw8*G%;Q4<oQWMk31aL;9z&;&ZmvJnUJ6Kc4zJmYoxiQma_h;ly!@PY
ze9bIwaDVK4$UR;=iEJRW4YSb~2tv!1Kir`Q_Sy7BfT%ZF;AI3bF(QLa$(HYb0~%oc
z*1$kYK;h3XUq5NTpEF<@g1=aW*VDd}%rf5HD7fX<bsjGQZMFq6MGT}(;{jVQj~gfv
zfdE*{dEl(ITCcJcNjMl_sR+LUKF`}T7}{iW%>#1$;3LI_^^TV_Of=VWiSr|#S)}n8
zfcqYB(gv6+s+0qZx-b2Y{g?jduzR&L%MK-S1V&5+0U!@tiMyZf(IPUu7%d{CifMY=
z8qB+;H!hk`+@8_#!>C(wmz~@VZ(Zuz53%%PY@48*w9|fxIBY1~YpRVJ4n8xAGuGi#
z6kMIC(^xQ0-J)+D$Ogk>pj6b>MPTnUPs?yl)32#|eb7feP!VI`g7alb!LwKNqC%Ah
z8mCS@KQWH%GaTU+X{K!Nn?N`)mk@s>x3T(z5jB%row;K^rG(AW3%x)H9(ETxrGNG8
zY_a^oP6)6wWxBJp?|oQb#n@NrW-@bi3JcEF{p6DW#5^b>;pLk4vlMsxo`p9u%n<oE
zJuJjC?Bb57N1s8`pzT&hIDC|-q<d8TeT2x2Z3UMoj_GT@|2ZG@Zm6%wNtSo-($nI3
zfs6ZnlL1am#~a3|bq={OiRp>pg>G2B_DJ2ZUF3`G8sM;Zmv({RV~ma`KWo|u?In|2
zB^b<9qpAlHnnv$b2a&iI;<F*+GWIgu1q4nFI)pU6aOLjG+j<B2DHq9-T5rB;(wWoT
zw0&O8`)H2A*bxZJ{GGKz_QV00GPGgHM4`4rhP!rkVL#35b;p3~aj!!O9h8JR3rc(5
zYM+}f_oDOdp9!^8xfd$-s4py5N!;p)hLq^|j0Je@0{|iQjgORHrDSZ-#E8rP{3;xO
zweDvZl>ru1hAZ~NHJFLyqdtQa;vafnje3Mk$Ovdl+D`*QG=G=B?`3V1<S~o0-~F;E
z`3rld8nMJ7Y-PMwtra0>-S56$*M#ZXp{klbs}sJ7Qa#qWoof>&$F4rQSp6?zcJ5Tn
z;8n%<wZhtI=)Mf+q)$rRzFUM!nNr0yGsmhhR|aj-`LKEITYK{9<HK)}o{2-lX<$B%
zJHGCYf_~#Af|s2;fSR%#!;U%fJNa?rn(1XXFi2<y3-bq231$<}&vecV`cFO4z5cAt
ztLd5-(xF>g_G1SW&r00Qc~M3v9Tx0)>YAmFbz(p#-Bs3|>Jo^a59bwR>7a&C56;sp
zxjrsWx~TJ0CqswbxwAq0`uf;-yaUb?D?MnfB8Nf!{^O%{t^DZqer5ycNPWfG)t7Pf
z5xT=*LC94hie51z6TXhb{Gle73~dQJ)WD~ry&r;`mem25{U0tkf>aY25T69;yXJc4
z6I5wJy|vk&5|oUFnAWU2RKXpl_EQkYwKZAc{H6Nu$UmML_f3~bHg<H?RN~LJxD?3m
zcjKK+gnDG;)Sd$|2NwOdi?W5Vo}vx)meH!1Y1g*}9mrKB#@#AR4{^SAhB3MuZ|h2K
zPp9;zRS+XBf}c@*jvL`E0F<QaH{sifrh5Y86f1vbLD;VqYhCME8B#}FfFpAyw&00t
zV<xsGvxW*0qo>Uri|u1S>bJ!1q=?8RvD?D7Va<dRUUbxK^+xGV)+U6?!|IE#M#Q6J
zD5I`oZLDlHfE0S*V_Xm{4bx|Kmxls$uUgd2DU{P73OEo1jqxUk-Fo$sBCL`iI~NAl
z9K!eRwiwosbbBRtd_=$~JEmngy2XllQ5XqWUfy)&-knz=;>Z>aRbRj8xqXz!T2;Uz
zhcTq)rhYQS(wV7Y*HQT?svQ~kSp(U!u~LjoGGz#~Qo>~#;<Yol`!Uy+6Enq8*y}3V
zQQe0@ZNc--_gNnh<(jvb!y4Mm>3A0xSG2^|e2O(bgK$KXWlYiI&nXAf-nN#Y+3&)@
zSr0_fpSm!ruTi?Z*Pr+-5In_zz$FV=5&aB$J*YEng=zBmM$gQvzEu7HL)}}4Mb++m
z<AW$DDbk$^5-KGjFrd=XC9Q<S2uKe(gn+b2h;)aPba$gjGjt7|Gvoln_^xN4efHV=
zde7cxKhN3c{NCRmT#IX6EABOSe!ur8C{#HjdS;a#ZORmwA?4y~lAe>_$`^kTY^cxi
zF@Z?cNzD_4u&4`{1u#V%XL}WV@+vR+QqecsHKhR+L4@nLhzVKk$SXGErx)A&*CF5U
z(5L7@fVBH2mbdDqFyu8$#D0|Q6Jyd!SIU?S3_o(;zpylyNMO!{b1q^18Ef>Iy{9_9
z$V%M+#suvh<xUy(PVr=l`>dCNH2COfXy!HGlGW|zzCb_b%IK^%`QY`U*XzdJgY?F_
zS7Rp!q%Wb#%Hn{nal-T$qXN-YhA_}lljRDZ1*C-uSrhG<<ZRmApxmS01;Qsxdy=&3
zdmn1XNZt8y&J_9y7>rsy5M<pFMc*);jsz5LgPsSW5@gxXyqN_)IVwIoY~IURNbfQG
zCJzmU6<J&(I6E&RIrig`Rhs7EL$PzkEomCq?LP4k|8KChRoEt5^PBoa3~>&j<b#>l
z!fj)Qu8sYyyrh#2wtor%NR^hb0*=URAU<?@ctsaKAM0=8gUZ{ck)qljQD)2j$*$lJ
zhMtGL1B29n=tNrha`86Qu(JhkIJIfZ9Q@W5d)o-p`ohV#dT)UOS(Co3LdQeT1%Icp
zt{j~tcXF?eG=ParnV1}Vhjv_eaQ!*wWr66GDg@4x;56BXDCBz^C9*>5U(#fnEgDHB
zsYKSW@VcFII9;h1t+lds@<gl&T*Pmzr*^L3OFQhCUVu0%Q`~rWRz`>ZoM!}8>rR42
z9(S<`EI*j=WB?q}hqkmxJ@jKqJtc}yUn_^@=59Z-y|AplstgW;b_P7Lsx~gDt`fAJ
z!MjhormO;ns<Sokt&00Zz&}5@Lvy>aToOcEMvcTKJEQb^DtBfQVY^Q_XB}=`mh4@r
zjqB!j587^MHGf0u#&yk^h|@<le-@*~!jz6-#G46N#$h|5@2&(fEc5&GgEq+L(+?Dq
zG-f*~c&<CLb!A&iXMiO6O~g>Rou8#{!P!vxA$s2<M5*6#o%_}ugGZaQzAjE1ZtIdy
z&$B?^Jgwkyx+#>+>7)2Qbs&uy&gU(gWoVmV#jl!ykSN?I9j(3rt@V5O2FV#!)<j$I
z#3#Xx&w6h-E&GTT1DWAUvHO-+yw69Wd0O!N<6QKyV(U&ajQjAw4<Q~B2HQckrg}yK
zIfm!SR~`6kCK^cb{ROxN3OvIZ#=G!XqL(nuXUCJCQPg=(+*incBUekjG)1~66LNC&
z83P%>Ku`f{_~;4Vro^(U$x!{K{2OtXOd&_5fjOtd;}&rG<<`&zDip7RT{YKI%1OY|
z?rU@!nBAa-ZxSzl=}Jo@w4HxeEOdNhedZlNU^q;tgIv^hnbN>IsF$ZB9;>Gx&&CZ6
z?hIv=DIn834@l9f-E0+=@+qWgE9$gU7aJKEo>(+_mb~5aeb+*5`er#dH|ML7VPDIl
ziG~MUIE@H>D!u{Q;HPJz#inFXk!L8$xP*)N_nK7rcM3WSPw>8O<1^nrR#n4z8M&Vt
zYzuJVwz)Kx=q)WqWRD8-<kul5j(oRuH@=^pve%V)E8=Fjvc^RO@C2aSGv$jhlH*4H
z8~UvEk>!2dg8nCk*gHFSAf_ZPv!O4m%J2Ipp4^3IkgSKvq#alN;YscHOoqB{&4B#H
zZ#*oML)hlMDhN*({LwVpN;A!aN_2AmaB$ed{9+jYhY20Zrzae_cWlQS`*mAHmVI_Y
z8<oCgGKf5Dn_Qq6rP9yVcLlnvNAf4qjN>wXH0AQk6JjMFx2<RLZ`_{dU#_}hB7N{9
z;KK4HQA!oc&&|-uo#L=Cm(aHlv$X2fK0gq9HWheMCW>|}TZCG5xijIzjWChPV)U)G
z!>1U?l=Lc69G-}Ih5Yf^;H?z<SX^m#K4bSsr+)Y`HZSkNg#g=r@kLsiB$~bY0Z%eg
zK6C|T8qDWP$^Mg@%96PQQMO}z_nGb+JN+qsMP(KIB<aSRyOhf0eqtP_Ww$3wANcY>
zk=AaXnmkF;7Pm-34nBH-O**%XL%O3Wr2?1R&ENE1DyvJqP-@mu)53%x^sw|$6$zf@
zm+Y?BPFFqP#EYC67(5<@QXOXnucE}Qs=)_C^5tOz1M{o_tkoKl;1UmbH}m!CF2WVN
z8!9a&R+l~eM6{p{(G%tp&tNWYn%mMW<Asf}v{m~~>7*EA=I|yF#{Q1^?n5KaY?6~n
z5^3S(BOdQZ=z>pj1e;0at0W(sF+DIXlLZEWV9h_VT*Z0~Gk-pIe|naiLs6Y1_*Cx`
zS{bW~3yjRAe3)*}NoSL1%b_c^=&RDE(HxuA+6QeU*^{+d)#8tK79@XYlKbo673G^_
z!F#ZSL%?~-W3g*7v;r-#q5N6xG5q6;ANL|eIhnd#N@I&pKpwf0JU=mfsOXLs_FMGx
zR{@*RCnD?)Qa?m7gYGIY`$+-gPHyEptUe>(UP;q#bKwqP@1uJ)edHF~eQ7ziYZLWz
zp8c?$Z?4;rI;mfB2ucD6mE7^F)4bGnY%mNB-ep1q?is&8_<Z16jMa)7<=pZbH8Byd
z2hTA;?E1(vCphEBevj*Eo(_(v#@OLkgVK=P9k&vPg6U_D^bw4kf@r3!a?C5(Xca3E
z7&D`erB)gu{D(HAnZY|rs`*Isu17nb92G;$)2oD%jj6K&9?VO=sgQY>63xYzqb1e!
z^2FCS85O>!ag1c5@IxGq`-esAg5s<y&DX&G?PcO<;;)J#A+E%9db~5PBRWHt5;%bV
zLlWp@c`S*G@sBwGT$kj*?{1iYhcrn(&a^T+tCW*|NnP}&HaXXFr(q#|d5`~uQPq@t
zQUcHE*3K>$2#L*=D#@5OoinH|9_uPa)@pOOlo({@ZtEuXe0C_%S6nxkljDf|CMR<c
zsP`9rYn+>XY#C{jgaw%Tr7&&$clx&<4V6i5w{Pj}uTxDr8<EA_5yU<d!nqGcs1tJg
zxAk|6KC*vLha{#mB|-0%o|Mt<>`L^f+VOU+UFQ#wM!*5|Z!Pljr3!oRSsHoyglcY9
zKjbu7&uY$$1@Q((2RapG11Y+KT*WetjVxb2I>BoaY?q>w5}5SXVk+};x-c#+63DG`
zq9j@y;+$pBEqlM4+`dTd;4N(K$Uka1*1girzCSh19tJvDca=$aC6yN^koKMq)%;L_
znF1qUvas`61U#)P!e?h=LlLCCgmCN~tv-$<)J5Wz6bgx`frBQe2I-Vp--O9bSs^n>
zU)YdI9pRh^W%|=zH)}HOU?PlOx%bgqZ6&#=e&2yHi6$%YYg_#i!3a_}+iN+RV#oJR
zbJM5ofdN)WD~_Cmn=%|g0^Z8Sgw}7Uu#^eWB_7~yQaP-vb9ueNOSRws%-<eJ5IeSz
zAuGJqYwJ<+q4xHv_fkhEXYMN%E0H>kW+V5bJu<yrLsZjF4I80v84M)ydCPCBj;dwy
zNi(G{AHxx?6H%4CYHzKWU*C!-_TCUZ7_E)?5L%xqeR8j<tljzh-Ni2BQ9%!PUTV($
z$g;L#wO}k^c#p~L;EgUlcag`aeh#;9Ik`_u5ubciou!#pfWd(!>>1nrPVvBfNT2sD
zACaJZRB0SsK+Q5ofo^v2ZTxi+<|zC%b*Ng~H}s{PDLFc8f8VeXZWY9ySm2L)JHr>G
zj$etVH5_JuDhnR5)nz7cdX~Gm@ZF8iOabxf*>^6^>+p&{g*yOX*H>sp#u3@5oA5F|
zjg)W29K-oTBL;nkXSnD+8c0HM{QFWd4hO$eN{Yd{ZsT?eY|+m6)sk5~IN0=1Rmk*W
z1$O+nv`UWx%RZFe#k#e1px>|_i`STCyj80}q}8LnQNAmWFmQ?I-ujf9I>e0DD4Mf2
zn9N*?)Cn7OU>C00--$pRZlKCum)%2GFJBgk?MYZ>7aGn|X+0iVQFpq9ZJC&dDtFbS
zaU(Hwk&V}SL$xHb&+w{}TJmBmC+JVUlx?40kc7Jy&egqKdg`11t%T{EGZ$JLbz&IJ
z1nn4WPkI(>LzG;)s@9+eABGtu%I&I0PCGA4eReIi)msprh;@OJ>_B49<P=0NoOs|t
z+G9dHKAbAG<<-(3+x#g=rTLTUpQldc^L)zzuWF8H%B+K_G5o@(pYcBkE$OL`(I_aL
zSm0m0^Yw#kEt!&cue1`*+7fjB#QmNskF5IzVj@KtUq|*zXv%U2M*-?SfHZJd)ieiM
z55)u_%<7bxpy%)N-L`67g1yi!TF`wQzOL()hDZ{SwD~Zw$#~P!UIt%`QtjnL@iE^6
zAGr(lkJ3R=p6Ra-^mF#D1`f>q(e*1^$Eo7P<jOI@`QB~ULgLi0t;{7JXPw}XeuU|s
z^}z{GqrRQJ>XCh$z5RLLNojc7j4?b?Lb(9Cs1xylohTuumW6?VY#0Bi1m=gJ`wXlb
zPg+x5wRDGfaz5z-NYr58F?oR6KLt!r;aJKwsV8W6*KG8FB&obeLrV1RcSa8OX&o)~
zl3!UJKy^0nmF~U{K(9^)_YN-5U!}V?cEs+86uwGfjKK_@pO!sG;djm&<1V+9-$<Rm
znhSqB*s$U>$JLL>m)SDO)tGz6IM`Hk7}3j3@p}7adj<*qQuUl3jHv1)B4W1kIeND<
zeVZq59P`k;$k->#!#?Ii?|!}uJ`%49){&IcO3=cx2z7YLn<RUAo^X`jkdsDw43;rD
zq0jliB%-TJOO($N208-J%Xl{Zh)A|+tLACGCO}p)r=A_hlVQCf`62$xmkaXF4Dg6P
z=g<en{un_6avT1kvgz$$xjTmP9IyG?iKAdjqZ}YbQQT&bQ!Cj+wo0^D>34RJRNuDX
zTufUjY{{}JVUcK0qD>~j=B{a`gdPtH+$8{=HLgN(hNKV8bBQ>WaW@?gWo-La?|S~`
zbFf+CY5A?|@kp@^ngBFn5?2+F@OL&nv;MW``%tpQA}uuI8Fdkg<c2NU$D*_)o<s1~
zRnu|s&Vt(2^<n%NZ(P7#@9_?Z^f(JhW|#5|NC8u5-xmOdVaj=~R}_XQL@`kMJ}TG<
z;tX1jc_z25<9}ReLoBaJK8^yD`~X<lQupRIMTlz^#%CXQM-!;cx1V5{dzy<~OG#Hg
zzb6g#esY>D6RFg8KKy8VY8%X(UZRNn-gAG&fwZLg``hu|Um#Z@yR#^9k@MpcrmyRt
zjJ|(ioRAe7ne8|lXlIw@{h<n?z@)(Az4cKNKR=@7<;)*s`??L>zM7CQ-?lYNwvcre
z<mprZfPhjQMmzAErix>#vo7{uu*@h7&rG-T0ugeYi2^xM^M#7Y&;ASQEagOa*gxw2
z;G$XH{xM+NRlu_9%LX;})><|Ucfs9z=X;93PvbUdj$ub>?f5c_TOOHfjz!0_)e>nl
z5JlVH@VqD4dNHxm!e5oXJQQt*(a)FbRcU%vYu$_^A%c$f92M{RG5Pq@npO2##_`t%
zpR1PK*Tj1{;T!@5mX?xVJ>Ep!G_f%@kHlMlBLNam3V-s&(2ya&%apP#NP<VW%Pt%k
zon7BHpLt@LC!3zNVW}HXu!vHZt2fwf+STeiRplQ!wr}Ex?XcXz=%VB9xteF#*ahM5
zmk*uvZt@s*h%#5<)qrrG6FtJ??<-AmlefHUc7PE)O@XbOO#u7d0PzYXyaA?=qT_s@
zt`e@+)H;5z(Jb>WYn0D7p6!^?%!Hd3@pqx|IjWQ&`VGdX&b>NKahep1xm5}(Y(9#B
zn`mK|8`WM+LCDhYou0-WvIW~B&NRl-3C`c{<Yz??91Hi_y4!+K4u0e%&9xt@YFX4s
zGJdw5^j!M|dITA-_PGW(fDU$jzO@#BAIrmOnt57A4}ZT%;L8nj$gy|f)5iV+z53bV
zxv?k)j`Z>gx+=}LqMT3J5xV22Gg85YJJh7HG%vn@kSBEX3Vo<?OXPu?#(^;#l=(%N
ztZUjOw+v`rK^`$^yPfpHGbO?Pkm6EkM_|d7WrH%y6Tq5)qHMCOsy|t=nuikdb7tTQ
zBVahJ?#W#<!C+@cm#-n?g=Vm0Rs&!fa6IJ`0aCiOO;?8MUA!?2yK+m>g<EL2A#$e!
z(P2VTIW|RF_2|foy)g;2W1Zph$2#xr31Wjzweej#xK@~0$;-%o&SzVCGv6?J%Y99H
z87eu0jvQnIG7p(G!ayVC)z#${!7~HGVGF{9beVk`Qv~(;26!=4ftmU?8cL(Rkei{#
z7vC6%n*Sr|iKA1-a;X#9-KzHZ-is?a?!kLpxa|`BUd!pYz0S)+w42CI=j#>1%|9mF
zyHE)nw;d0RL;PI{ecX+kTSg_GSXySuGJW?Ns`POBF^_~b{sK*w$)*j=Y+QMh^<xhM
z)fCJlud&_G80KmNR32bA&7h@CW)`~YGjll><`GG1l}~(!OV=MC{tT`46}{|@famin
ze3{9xD#bUDC^)m95;3Rk6~aMylC;_(Te}Pv;#Y1Y5b}J_tFLIdsU+}8b?)NGV8$xc
z0m}*z&uvMiCnX}3d#{Q@490DIRLf`3%N?|FaB8#);$Vu(7|RaeQs=NP$VO|wQpb;k
zKJ0a4x;A3i$;5l~wyc;ofSk6gKaJqxv}l2#ssZH?AzVf^Xv0D0`h#s|=!a&WY<vGk
zt?;(<%bB^`Z)(GyircH(T1JvR{Tie(jMJ7uN{KX$;KkDG&q1}ieeH4*MjK_o2}(cS
zpWu(ib|y8$L!};f7W;%jUAB0Q?U<gkdz*trR^0U})hr>-(NZ^8d(YzNVqQn`*9g<g
z;Q@H9!`2(!Y$o1vyb-wbVw&<A)jNhub563z^+ArOrFY|&B4FR;N-qawQn)tC7;SWg
zba1pmPjIA}R5ERxY^8Y7;kJF+#tLCU{vag!%269bjlx$&>iS6tufzx^Wad|96@I{;
zI4M}3tTg+sFm!TvJ$F*balrlP*k1OaHodojT{7|@I1@z{CHMGj{asF>7=4AHG=&ts
z=}-|y2X!w~vMK@l*1DhmYRxFc!V_MlcLVtg)Jd1{#pCNv!$F*|v8Jq57<+sW-a8x&
zOzGfHygeYSDJ4fRsdc0}<AQl%7s5P^!hr}zh8^sk@#F5xv9_nAx(xp3{?ZJKoezBJ
zH$%$(et|aajNg@Uqs3NU0@-8Jj<YVA0-Hl22swkj(Z+e~h2B@v630Pd_JAzgr=w>6
z%Ia_Ah4_bXJGps!wsqozW$*yGmSJyMWN#PwHkKhkd64AIyl}yd8dAq`AINMWLBJzv
zutCAV3^lFcv#tXy*ADh!t+-lHm2%>PTzZQyE#}PTV}6o@?#!g#gw%n@Jsz_^$M=09
zp+jIK*`9IOGX|^sbU<Fl0!OV|M3Ohmd9+VvOEstGzAaG)U>Nt5ZXE+zrUz4Rs+qrg
z?)-4@`qUbI?XvOR>u-|mh##j8k&a0K3G3kURQ9e0?X!e(@0v5h9{E=^NZH5MO=>8Z
zrk|0aVjk4#F>zn-mxI`|=uMtEI<Ccoo{|&V3@(joZSD(#TB!o~4BthZoy(32yX+-#
ziZaFR4jl?N#7UVLn(SxhO5p5X$q>RA7A2u!wd_D_Jg35PG*9&IDd~@0=+>4#7`KYB
zgr`GroBHc_$HEu(kH57O4*Nof5C)?yyORN4mE(T7-7J6JNWx7-r3W0h(rvvNz)C38
zKl<4uq_R!y;abw#brAf1cBcKRHHWo>MRPZMQ|dLQXnr7YT=O=6goW2Iei%T6IvgMN
za6*ftjgDvgXfIs9)*7UDGk;*;bxU%#HgHBBHc-4VEpo;18>^PATtZAEl62p@(HKm}
z_u${DZ^J*lf{bc|K-c_47q59g8Iz#2=;58Sy#p*x8+`Sn-$~wZ%g&{t_}|IN{g%Je
z^=%T&u*Jou0?Wu@6>DvgkKy5B8Il}w&(IO-_!0lMdOAoy_hdgV)1zEjBrXdHkT5NV
zKGW&0OK>_JVr_%%AMMv+c4h#5O0iO<&?BSe;`B$`_wPdlS&Q-bhxKBht?dT2AsA_I
z{iQYY`{$)^hppTTaqEP4juSDq+4sUD>h%$KFjf;~d#dSqXnV)vx)~=zZf5mnnD`vp
z9f{p}(e$~?m+j+F@my*fSV|oXKiA8-$wplF+`sv0n4`L9SiV%ZQeMJ`?ELC$VLXET
z0DS2BT`P#EWLk5skxeZsB*1dUM`l;PPGT~WW<B+!ZmcFhXnG!<zf3tdS*icM5bcpz
zW$(8v6;ggGw5Qg!z=bZXRT{3^s=DIqyOizR;BdduU_PZ+C(aWg5X|)cO^n%dn&&zf
zL^_vh?52=aGqhgkV-t$u<*~Q${UhFxqE;t}Kl1b7rSwkPaP1N0mch?*t4tebTk1+)
z_2=)`qB$-|4UW<SscH@2p~AmFv~y3*qfkkrGRJ(4(Rus^nvL#n;<W5{PuoYs@Rfj_
zSprhP?U5+eS!N6)o2#5}`;KGsFygjn;8frgJQ~))iZ}>{J3I`sveQ%Scc@ShdBl{s
zbFSC;O7oQy7jCy6!mZM_MK^b;alD>^QeE3>)1%;lgaeAFhs#cgl%(Y|QHsx3Z5Ds*
zk$3gDw;IZYiFVxk3E7my<+u%c_4&>ID`HQfyBwj$k0^teqm@8M=^$?a0V87da`FL5
zc8PL-g6eaNlOC^2c<!hjX!I}Jk^jCe`OhA4U;2p^lhQmZ8(QAVM$T=K6et|d*B}_N
zXOzRj&e%ureQ%NF>60gh_$>(nAb-UhmB)B~d{8$@RlaLIlD0aZHDAUVi6e;6tEg_s
zq<o00SalhxzO5cri5=e$W%jn-ySMiGC`<o2K*Ke%q!)Cq6rka{{6F(&@RB3m0E}gi
z&rvPphUl=%OLO@K@i*U^&dWa)v7Yt9JlC~epvUq_+3wrfub5CyudMn?!0T50L~}+h
z>hhq`pHY=qpW@boRc#L#J$Pg0I~FTzvMBpNA$+>Ge1*xh2Z%2#09Z?m#v0}=p!NfK
zczI6g<wN20Tr$OriS@5e{?)a5wIlKz&;HjRz&`737x(t%E<jJRmJr^j(CEK?>L>wu
zik2*}74P!wjS_y``h{ezM)zFite57La#y1(rmMW?YeB{hf=3|6LdRaEcUvk{@j+Q(
z_x*kwhIAm8eZ{<1jVb;VWK|K0y`VS6lbm5q5)vAjYB~L`cdN9Pp7f6UIY*EBNr5Mu
zG+bebqG&Sq82*MMcJ^;3_?tYtV4|IO(D2S0@nRx^x#y+wnd~uWy}_BXPDb(G6=1_p
zVSoKGoS&!ay?5Iu`Qx$-Z_1_3CdypJd_xlzM_j3sJEV19D}Let5%^ylr2eDlJrx8T
zupOBs(02LInd|X65Mw#A%j5zy`!KWVh7pkoJ-U7Q<nlqfj|0p$g+~Fk!K`~;G=Kjl
z(5AdXyCsLn4zZ76L)D+JFk#UT5muN>eb{1O(X1aL$-pRv^MAcr{I?q>YY5^s&29Y$
zUI)R=ofLFpYz#5GP}j1KXewwPmM5Klhodb7Y#G#!k3Bz^KPs~vb7@rJR15Cup$J}}
zB>0f+$34X~zU@}7$bp+nq4DDNZ#b$KX4JfDxUp(qlOnTCUm6({m)!b7;1NFIEX{lu
zV~PS}I9enctW$)mKVL`~UHBYeyo8S*b~unf4D}|o;^}W#pYkAg{wWVT+A`rm(Ju$5
zFY{b6J@J}e#}3yWt_qOIsoiVNZ(}C0^Cme`v4lDDx@(kup$J^-+k|OJGtU1Vht7Y-
z)Rovg><8TSJ1NOlbfK+NVu?A6pr0D&ly0_5@t*06v1&WXJ=d44Nh9UW_b&5C{h0qF
zCEqf$d_AV-=0IAC&P8s%{*29q3sntSFJq1Z6-V@b(C!UmMy@{uasHhU>HjBT+Q0W3
zx_!lgjFD*v>;w%?_2R3=c*$Y`qZNcHBW(5IGWY_+{IfY>7Au+c3-k`g4NCa4%ks59
zaKx*%?L?V|XmyJdH7L&y+J5@@;#<n2Zu{Sy>2Fp~dp{9}Iw>H=L+R<B`AJ$|Tldc?
z4awBsf=I-c6hGzX4OxHdE?hWM;VqsN=gU-~Vi|uzcISLIBmli$-T1G;@yTo{sB%|h
zGwt%G72Q1qo?SQR-G2wlAfy$lMkJ;8zFcqeG9|Wl7f)D_Secc%AY$IoZe6y6BCzi_
zu567y&E--Jy&I%0BL#LZsu9r_<fbP8`xzbu-c*52Mp>Uxb2Kt7CkdJ`1F&{TFZ1!e
zR={+VuZ#gUob(G+!hqUm__XU4Y&{5t{l{5mWK9#WhxZhMt#a<Ib5btfr_B~#2H<>u
zISuQWLG@nUD!UjNVp{Hh&|CK=0v-Y^<^TQcU%gDiE96f_cnawP|694?S2m>GWdLg9
zFGYy{2Dq~TX+>hzEGD%J0RTB@Q#9+Y_v3TJS(rnUv&~AO#C@j+B_G)`!1qD1TL;E3
z(Upkw3-WYuB*VzQl>F2g!$=YkYoZNJM1S)D1{DAQ@-FL*XvcriC;SinibEG8gG`9k
z&*pQ22hu+w-EXntM*7A%QXI&&?i9O8?YDct)+yowUSfSQ5!{$B3(Gg+I6Wi^*1BN!
zv{^KJJGmZ7;kTZU_|J@h|E+6SvxTNPUJf^Y{EDZ{1j@kIeA86al}>-$EOl~xMbcqs
zvZgvZQZtUf6PVP^Ooe%i@b)G43CX{gTh$OLC;v~hk^i9|`1dr^e_RAL)L5!%M;hE5
zAYB-epF&&bm<L*HQSKkSbr6K9;$A}pMm>`P=O5Tb`_EPyK45vF%k0`rB(OO1=07)7
z-v2)}RLq}80a(ZEpS%0NHPqQ7B@##%J9@svX0#A4!6~6m{yiIkyA^1Xx$Ho*iGA>m
z+CZoGOLQy!yG@^)c}YIc#|%?%+yw!RG~gc$;@5=(SLQt(h|#`ws)V!-77>1|5qDI5
z<C`FYMw2dA_{y>B<7;FFtn^=k<%K|L%;Sp&!@SkBc4;%p9}=Ds1>O*xnk>;AJs~vK
zdr{j`{_eCg1DZ(k)l+BYcavVY{=y*pcfw4dG_k!r<uZ&?m}iI*x}%1a%qd~~>d!Y@
zcsVV3<;Ps&m05PJ;t8;RpSP%e^7@_Nu|ZhWh#j?xiLNB6>@WcQCEY?z+e~gzD2cVL
zMHfo$$lpr{LmB1F&q`WS1RiChvcjHy^A++H(vZeqvBqrX4C1_o(SgOegg{mcu~H{$
zn&W#y;haq^aq<Ko3B4vh<SMR2S^r#hCCZ-~v4VtcpWel6Vr*{k;gbH0xE$4x&mcsP
zTFp)RL{*y?%+DLl{9uCU&T>a}O@<UOJ{hygyca07{#oiI-J$s9ye-_oNNat6LMJ!+
zG9w~PDAlajuo{wl>wP&sm%?smi3n9GwOj~LEbE*?#vlxE%<?1ciS7Z!wlFqgyEfLD
zH)7P($Lxfa@AEw@8MWr1;qC-~I4cuGh7Tb(R=%RW2H%Xjnh|lS;Y1Vo*3)2ac-HTj
z=%WZ%(Xq?7@E6E4`T#OQ12WcoF8}d8!i0?$9M!yh0;#y|;~~-iyE6X0QvNl^XC}(1
z+AfiVQz|LCF^1g9uUNy|j)&wCKDYYH3?w0)Eu5HNAbJUw_m<vuv-t2q+b>V<^-{V;
zMYm&bk70Q7<SCn!;4d-;-^u^j*fC}XN0;80-;#xvI>oNPJwZ@X{#K22T!mcV-wqkL
zD4?n%hH=m%=n+{E?OC?edRCf6jsJRlKu@4E|1Nh+GQgpty6<7h`Q`fi<z|~%xo)4g
z#uydmR0>VTz~Aovc${%#sG0UmIL$Tu?xdcgAZbk^rk%N9C#h8>&tE@0-Sfp|Qs(1w
zbG$OVc#d`l&Znr}Isd`CX_c=F7ENBx4z_q{QdwfRB)KXn_pLYPM$n_qDM<z~AqaWE
zY_{#+%E?RdMW{-h>bYh+W0wliNO8=!P9CBFNuIvyB6DPIZ<1SmPAt_IFP5kkvNJi)
z2p_Qvc)8wZjH9~u-M3yPeZ6bOG&a>jjfr{z@7|s%+fco{qb;VV-ie|ugglWkyTD8P
z;iS@F0l1jU+7O&XKl(?N{7nC%=S#lrh4b`wjJ$AmOufY>M5aNPI$Q!^Yuu6#Ss%s1
z`SO!wj?5$?)bSFMEp76*h7De3$wLUPhiYYLj8QsOG=Xy&No6X=B+k-z%Xv*8SL?mb
z2LJuEpt^O&@HILl5A(U`p!1)6R?fyuZkPj9O4?G`Z}NEhx@g*5=7<v|uB;|=_;1uz
z+|i1Yd8eVy8SRFk9Wpu>+@iELAIOVi07Cce0i!pVfsaPFrIXfo<E=eYd@fg^(vP1x
z#if#1mL0e92bo^WhKW^qEMMX~Me*y6Cb5kxm&TkOG3bEn)Q^8^(SR3Nbouu3BiG07
zMXetwP?eDBnUlYIAbz#I-XxR%I36j+M?9xz9a}nWCZ>yLgoM#;x-8A`YbE5%c%aC2
ztE=e>kmJ8VQ%!HSR@KpxryHUdWBXEUK+;F8a1+Z=*D#t*pSB{eEsC2$w2DZYL<MkT
zgvTkhZ%~E%N9WQpSf>-&O=#Z`cT>2?7nWKpd%d7n9**F%T{K1;%%s*?hCMCTKG7s)
z8K*LloCH_AN`HauIx~1ncEe^mAYtZ_QmK<XWf%Z02%@`eIY@Ip9`p<ee$R{yw@H&W
zW#26al2;nqqZ-u>p-&p;LgWAglw!2^4q2aht+e+DC!T<KpwR$EX3_!SHOSscO>JOC
zetGt;c>9T;nsDF4q%?9={#5h@ZGBs>%+;=M`~=jOlrEZN3sAVL8<owU9vfgXWd4jx
zdtPv=VGy1sua%9iRhbmJCH($lF9pl_4ks}^Nd{b)x=Tg(+~iCJIXL(;?)|z?8$WKH
zrV}KoVf3NU5FR>9x3#)Xu#fI}&1MKX#5C8_JxI0|!)EZRW_Fccd$u-nNxQCxFbU4{
zrJ3a6a%uhzZ0(BOQvprdyLwkkJ&SQx?31OWACeNX9fgueL#$fA1$}@7v<pUU-&(Ja
z<hU``!V*p%9e?`vq}QPb*j@`^lE<)k>P>f~v`PGc!O)clIvRHmUTQc%QhNP`t*gsI
zrPy0TnS?*xbc%YU?H@q8LTm?h@ACBaC2XB27OJWWSkM=|4#oMv&WRedL`xe+hx_tU
z&3c!__$+*B8`?=4M7I9|g@a20xkr!IV^-BHJs3;)l}cX=i|tHqma#PxebVU-b<3Dk
z4VfMVqm&ew_@=~@m03wI=~!*<$(3v0C7fV5jJ6L$P#jYDqZ1Td{1%9Dc$&0@X-FFX
zp%cH8b5y6WM2uY-|B)ic&o5G}+wh{h`(KumlT+CQoE@8Z1fp{F#DwdYnQ0BtHGr&8
zW!s3X?Eo%Wfb*VS6Bi4>*^yVgeVr^>p^m9h4rYL8q4ogJVDDW@Nt9JTm~+8$tH}NQ
z{(63%DUQVB>OL?-I;H-WLS^OoF2(i>)c+hAedW!G4Km3GCM0UC66br^&NBFzd$Z#g
z=yoSL=CRlIRr_&nj#`~mT=fpqtKWmt{Ug@~H$7Q_VLp=roNhQk2t0PytEWRQhW-K_
z8cDGJ0vToh0*wr6frH|iLz$wuGBiwRcL{;dc~oFuYF1g3u<m|~LdkgQ6gO6j4$;CT
z)VaK$_v$Bx1u+I4+Da<m>1VUpEqwz7Yi*Nd=AX_Kk<Hyd6C+^0KPeMQmYw@bLsU?9
zX(h{Ek+vfYAK2UysF!2n$g8kAgPU$xVQfbwm7chC)#2w?Wc&#1MS&0>w~t8Y!lMMp
zj`EiWRC+Od*j<O}3h@;8m4;l^n;Saxyw6bNIuk;xEh9}LlJgA@tem#})v}IaRV&fa
zUZvB;EzC&FSw+_RvT;0>;MOM(43FCKz*mg$=&7F|Zfw+sv#xsw&4~AXejQM9p<omy
zDIv2onON*`^;~@(v`|88SyE@Pa@N?es9T7{^Y#-x_N6i!+XO6a?bxv-p0VuSq1DH4
zvP^BU{Y48jE2i|vE4o1BDf<?~ejC<7h!c4Id}!Ug(rZE}D=qbXvV*f;hwr1nt{n+t
zhr78~m1Ynde4c&DB7w7BcQ{>8cYg4(qOfeu6U$`i^PvomBYoAI=&~ZlCrq!t{b+}t
zpJM8-c)-iYQaldC4kH_533ER$n^y0hx%bb@S4J)G(GBl=^C50}KZjFQ8uVKh%sL8J
zHOtqX7JEg1psqDY?amKzx$i2v7j-ZBoi-5leS(M&$xk3qcG!F`n3)5%YkSy`xY$>#
z>Z9UmiQ0RtJchMC0+(}!<ER|&&S-1ImTXOtJi2}_sO&*2%8Wj`QpHZlEt28ei${HJ
zWYLaWhVEE!<7a(f(A|%GP<XfYVhi_%v=6RTtp3m%X{1)TS&REr6yVuV<EV?h;{irS
zF5bqUk(z&)<aOHP(=egRJvVsW;=r7$w~Kl97l^9r&8MFb<pRF-DC@fnMRpE9%o+|z
zw`-^Yb{J)KX)<GTcTs+-KmndFsX=Ee6#|ivz}}mBs(0iFe?kIQf(6#0;E~c;4D8}o
zu22b#Ri<(3)9ec0erZK_)~3M1!t-4Ym1P}}D6JX9u%m@v{A7M1-OK!LRIW`RFR#-h
zpPR+e??<=+oq2!hH%;E@CMq&E&AvR4brzAUP=$-7QOC$RO`b2)0#^so4>u<4-!_S5
z_7{fh@(49{u&@_gPqTF(#Yl&npssDM^gui&?;P<q(WH<cUZMig6Ke070D444%=%R(
zW|A{yqgksGXfKBiw-K;uut)TP-2vJxR8G9;ErFW++;RDZ=CIg$*qYT-V1oA#@(Af=
zKBwRVRDPHA^5KczKo}JxwTNxG0eOc0Fi?w}-dzClF)?1M08!rstCPng*a`IRhc=5R
z`{@H!-Cn$hPybPvWDlt3uE9+^D`6d?eGO^y38wk228*_BKpYw!ECGJ}wZ_3??W08E
z?2XEUKxwKb31K1R)yGMtnk-h+D#}gMW{9p@Nc9`I1lY2$xzUh5G2s~@LmY>TaLHd$
z@-_b0|9D|sIK)uOXiUnRdSI+FJ?Hb<D#NJ|y~-ADItxOb^H~}$y@~S`@+_hFLQ#!i
z`UZ@UL_C~bQp^>od$IS@JxO}jjC~Jl&3FuwYzjpiGlkMN(p&w7cZy!;n?SQXT-qZF
zOjG@KJ+=&!76W-tV7E9!vf@klV&6>463LCFrJanPW|d6Dk3HvN7t|Yx)kPj(D8Cpf
zF25P!?<B|n6HH(z$;c=1gemGCZ>YnnN03L)oE2rRth_`GPdq~?l7V=s203f0U}m-O
zW=in52g2(Oo-8g&RvpEtNwy@mMe~;G<80##Z)&?2>EwJNiPI0s0qkZ*CB!edS-os<
zj>27?JOK!TFtuOxpa5sZsDz3To%0>4$3|7QUiSw*iJ6rs^;zrgz1qZ*j~%Cze$N4o
z$vVb9snvgZa<9I?mw89r#o=`xGyy79%i(d?sV^TbFTClZL02)(KrUuVh^8Cr*z;wp
z|FpvM!(Nd(pW$eclM_`OhlYK%(Nrc4!8{XAegE@io1B|fDbMhI64;eC_vpm8Q%5l{
zA@t5-$4u_Tu}H<x-5;+l?mX1}sca?LpTE^|D?}BUyB|<ny5+LJuIWcPC$p8b?KL{;
zYB9ydp*|v1HR1v>7PAy6X?RN_cMHQqGS*pRLNg-l?9A~w;f!}oDH%^%((l07)E1KA
z!aYEc_SIU4abJYeeBd~eoK9CLo%WoLq28P@Me$DTKoqoS@z&c<Hvx;HcRiDasWF1C
zcFjP_Zu2hMW7#I(#!y+KX)VUmRnynM+?Y5wwK?dk!OYVb=|F-Hk8VK33%hfy=-lF`
zMYog{ukJ%qrhv#n+%JADoeZ{`1(nCP0P+`4%e2b)(7__!a>#%vwX_si+fFti<{6QE
z+mQEf(|FZ5OU8v((WFFM)<2eu{%_~>g_m1_@~qaPpJD6ee}S@-n!Dg3-fDn;_WaUO
zlte)<R@U|lhPMEtaO^01&x0+YNpK2)7-qayH!+a$u@cVhzz??I+V%?I*V1_E=1#6R
ze1vYoFSQvK4vt^Z&lr1|^89;31k?9H2OHnp6{FsQj#-9%=(@;B#VO0gZ!EPt#-vBt
z43kmCUkGl|dXj_zE6NfVm(;wM>|7j{?P46q7~9q$ZxQC8s=V^3wNhNAQ3uNz53z20
zvOzxOlonJ$35k^o(#60T@}d@)8D=8%EBrh>Xb@=-ys_n;>`ZC)VTotLb?>eZY;`gl
zSp}Me%9k1B>KcTOg$|;%I&MSX8mXR<x)&HTj?MK?G~+Mp3!<qmdNt}Akn0r}-tK%2
z%1-qv3t5d{xlSva_ZecUqaYpFJJFp-#wK&die82D41>-r8&jmVeaUSir*!dy@DSm8
zA#|zg77II1x`y!@!==WaMe^(2m5C@3Y2<a!2Te)ex1Hxrgx*$uX5OLMNZE*hDFvLh
z0gCB^KXaGo%~ZtpKiFjUXahG7nT*3yhPMaKNUg{}jI=P_OJ3oz^F?T<ZC_DhMt8b`
z{F$1}!MTtvDe7>=$?8Z&`!u=nfrO`tWJ_f22a^p1068FsET7^v)U;CrZT53z;YmV@
zilCD6gE@;0idhGuZpcc}&~2aG>3ue`L^mX82-Z`(xfdq3=GNO+Vm`3zvT5%s`Shrh
ziCtVTnV(uWHp0%{NqSIrsafD=%f0P8Ge-TMHN!XR8q8xjBGW<+OA(q#KpDxfrlEeU
zH*I6XB_{UW8G)>gjltv8EJL4kmCC3E-qoP~{xi;4L#2u}>wYco{v?L8tdD@Yvon1V
zg+>w{<vKG1Y*nomn0)+AQj?CDqZrUn7Z;XvtH2*3ieSWPgFvqToVx1Z;!JJLz^qb;
z1km)bFu!61$J-E`>aT|XNlf8Cm(sc>qBJ<^8u>(KY~dG3r_Rtz0ZAtZu=~GVpN!S@
zEz7aFm=B!VcH42ZUA2!41*NxzfqcId7;MkDP@mojwd0iGP{jciZnYOpsCM*>sf;aE
zRD6)NBe)StElMD+(?0qy*-0iVYWL-k0S8KPO`)sV`10p7qMWib@z<|zVu}_F^M#X3
ztZSH9M%Tuwxu_r>cmy$Hb4)#P@e?7mPK_xikyoX;R*VyII}!q1madYr`s+;#h-Lh+
zCNZZ&sC*Yu&935Ym7j}4VbNH!)<{OYd^^B82-Z<|H!$_slX0ZG$kx-260o<5^tJ(n
zK2popNYNUAh6cPR{o>XPRvid^9~KVPVXH|Bj%Rp&v@X-3$9{oio|q0WBLV$`vPkeT
zc{L{U7l^=AEB)QY_!FjNS&z>cc2hdoCMV?l85WQ&5Ju%=1Ke8Uz<>n*#++0&NpIeW
ziRItEg!yj@a3Xd_TJo%Xt4i<7-`xJ!&-GFD>D*D@{jW;T{2#?K+-#-!w9lhEv3LFO
zzNOmSsz1CM82bMDTmS0n|3^RK4;IV%Pn8Ql`>hW0&R(C?xya|J{ARg5)>qyY$h-Rv
zRK`1!+QQ~-QPW%_CvFlUbL7}b$r1fyRi_)Rhe*Gp5W3<(cC*C!sF#cuSU}<c3}^#n
zZBW(Ftu5vJt&i6uoc4W>L&lRfGlNg<51a{3&L?7O@QB63cna2kOEdjX{@sp(^h$}@
zh<s#Z?@l259IO1%BXKull{rtb%%b4I-g09t^Z~p6>lmd5@zqC?AF|&ySBt8VKm)#a
zCA|=tbjF*@_Ox1;J7%jM^uU%OP1VP$X@yB|>^yu$vpW0aPAjmLXez9XC5w*eKP)YL
ztNo62-{XpBDD775eq{qqwVj$uR@3*t=?mb$?k0s7DVOml1#Xg$!;T)J<ywS*fKL^E
z7=i(!>Gu!>Kx5d0altyGfo|qw%NYHSAC|rCyw7Y9Vm@YFCh)hn|IL$uSB6YxPW=~M
zRw`d=`F9npbVC;1ZEHrpefq)Dkq&qDP|ZFb{9C64Z*tnD=lp-&!T(_2_>Y0_FXN8Y
z%>PxR^nW$*ZENi_8v>O;8&JB=g0t<2hJQrQ>_X3a4D^Cr$`;#+miKc_8}L!S&xEsl
znY>luFvntO0FRgXS%jC9JO-C?i|HoXCkM(l@@ZHI?gT4s`1~2>@Y-;sQ&h@EkghK1
zu7#`aw{S0o43n4)88nf0M^ft6$)po7VgB7X=;mAmSyCIyAp{0!Szu-~nm!FH$sA=H
zcbU(!)z0R=g4RI>m(N3jJ76}e9$o|f(P(N490%!9*tcUsK3*fq-f6R!T|XZgG7j2K
z>iS<52oXNqD`}lE(Y(rkecj<8!g2EVS)2U5wJOdduD0APKXTmB&wuZ0gd4(K&7nmm
zft@A{%@g)CHv-tSnRcNX=P}Yu@@41~J6|aqWT<pit&Gh>iEEhHb25|lTV;U<C$tAA
zHYc>S5u*bZd}+=p@F_5HlV%Gq(lQ?91Lw-(@n3{4rT6$fq5IDUBz^#=mMp!e{0Ajq
z{zz^uk)rPJ{RTp-<b&cx#&f+k0J`zV9j>@a^359{D7<HgwkEt3?Kz2mzL#&<Pr;NS
z^6Xr%!sg6zajM;wJUHrQXCWhrthX^Dovby?+qA$oqO0f7E_@mv_n7jSx-FVAuYCF8
z?w6dwg)}!mwR?hN=KvEm>F@m@i4?CiN2G6p00)@A+wy+f#lJaUgx|fu>OchbwbS5T
zZM5!VQgRh5S*N8;E#98-4bPW6&F7YVn@DsptbW~>X#!jWv^urj1BcVZ_W_*S8K=S}
zGle$r$%cgV8+&o#cZ>VzL^Rs*Gb!EvM`w;d%}V(NTM0=et<wi~qfqBhQ3Bj+0I_Un
z<}Bnm(HCre@z&G()|=B!gWIk5pCmQ+z8G=2ViJi~tqhxHSWDpdQ}N*Z@H!4VlEmA=
z$xrC=JxG*U(7nud5XATQs`med^D@p5$~n^On@pTEmiCCz{475SLd3(6s>p}h$WdTl
z7|9ElvA9_`CpZkRux?=(75W%EWrH*v7zuh4`Az}QWmqGs*j}LI@7bq9TG_@%L8eLo
zc}Ld8S6FSF|IUZsgoqf93hg<(_|&TtYEk7)r7Mb875N%k+j$60?mV)ISx|g)c-wpP
z=gn@AwM_z5l1Z|I`D?mfU~4T>8wuLvKCwW<l<ml+E5?|X_YD^AJ`+r-Typ(a<dXiY
zYGVgF3gwU6RUKLkmc2LwhhVzIcRqzv6lVYPE%-m{y}#oeTLMikw?!l~qX?I1ei`7s
z^xu*U3H~PWYGxbiX1+WjH(v1=e=BTJIA~?@Hjv|gn4$7DT+zO%0zdxtcZT5`(IlxV
zO<*(EkJ*}spZ9RY9ePDeYzL6oqO1ChY1?!wFK1_h{x!w3Sc#>{l7HUi;P*Hp{MEHW
zu|Ijfd&5?S7@-0qCtM}RvxDFt+)8cBS(;G3Bj=fBg*4l|Omn+Jn<IVWo(jVsL5wfo
z$xz_*qD{NcF3vj7Pin@6MqEU0cTkaa`iZ*Er(oF&zAli$C0tjOt*dE!;vMpv(peuL
zv}g}4FoS9LCYvNDNpGS@5lWx-0mD}n&pYN!PZg-ImwGZ-rRYuQ3d|^5Uaxr(`F4{?
z4%}GFV9r=@ZH*$i@OKzK{MG0EE~AKla35t501Lm<y9_2#D^k3b{Q720VB}9IF4$mh
z(BrH}u(fULTKa;r4@j2TBMLR_o<UM8>tnpvG_R{{Hp*ogMKf^j+x5xa2U>tpE>_I8
z{xmn6)jSqMSs}ujYaWD;Vyh}S<jcYj{08G*ckr9^cD6D<E2-+b)Xpydh|IW*qVp5~
zU?AsDCw)Cg=9M_E+I(0WN-fL|!*59x?I1kS-4(#amx=2Vy(!phyOx8FEwZ^tNQV?d
zRrmWH_BC(j9+9>2wmAoj?npCzG^D^=Z(3Z*4|PrDdD>F@ZL}1VeUno?Ojd(z2=2bM
zP>NRW_T0}(vTI%pE;9>SHinn+TB?0Niyln#P2I$8oL7!DstuRWb6!5*<>PgMl&Ef>
zB(injP4q~iIB+I2h9#V@a*G+Mbw>AvQq`=!FlbS-sf+J%D+u9Cy@{33!(U1N@CmJ^
z4xXW-oEp0x&O94<Z!Bh<c>0Q)9u_)kvM`+tBibIyn}5NoJjDBIBimezuve1{cQ~B+
zmG%5$wFhYzGYvF&$Y^A#W~3}5NcaZ9cL5w1JSmOfgM+YrZ?P3(J-xaF$!DFl2DWVW
zcU0IOnQtAI3*p#y>et0~H6+Bk)3JWwnCv2Q_~3U->N3z*r_ty$z=B%QFWB;B!6kIy
z3RsOkU&Y+<`OE>=Ev3c9{U~RRGyZ-_oy3}*odRb7n%}dv{5-*{`Q9l+)Q``ZU`-Bo
z<;on`!lI9!u=uQ2Uat&2B&s0&?4Ij#mY{ArtzzR8pm6UQLztY5<|D|4=*;C(ZC65M
zQ_pZ&w8n5LEO7{^7{tmDwfr(Y*TI9g5A0d2ZVnP`*l^;4we*A-?d@#m^I~5#lrvCL
z<KFN;2wQzifRROUZ$}V9y;Nc!`+p7(4M8oP;)`Ao9J9QWG84_f4^-A!YO1aCprS>@
zWQ)dVv~&58h-+U4f%qt&X#h~Jdt|~_1BTrx4!-ysT9Q{4`ab2krj>h(>$o5FCjEFv
zba;iINUF}MS&9#mZGIn~$Z(b>l%+I*>_FU~Cqc8VUKNxsQE_H~PBLzB2vEGHRi6^&
z6~MXB<Fi{)dD`1uv%oYldds3IG`F^{Rx@ModOWvcJBZ2I*o1Vn>9Wh>87id1sn1RB
zRh`O4rdhQANe1ate4(mwnn7`3>L{>k2$*E&>l*2%*&cnQ4knkr6B~vz=+PSHD+DN@
z?QrOx;j1??AO2kYNZROvi8Mx=A`DyUt>H<LbNp?0><Z~zG=@Au2V4b+y0EwBnjDFu
zPhK);`eczmjJvBQc$pmhCs1>g@&_{(Meci0`b456y?A!b{p|wrN(LNh(yYW!IUi_g
z1k!?3W%7C*iDsJ$HC3A3zKLesvM#`mkS4F57p|X7*V$tV@74t~cvR$gY}NY>f|O<X
zR~6zazv(dQN8Px^t>8Zr|MA#Ti~_X2r9bmCKW|Iid479LmNE<B+<zu(q_~_eW%S`v
z4Je$hRJC0uG}Holnk_^w=(lILPK-VQ=KHPMnxv?72M=>LMH>P9&|&W!ruRBCz>^YY
z<Wg@0#hLL~-{!Cezb6SO{nwzO|3PZ;x_vt?`LNSFK&cpl_>xzN9T+J-x$$X5joT~J
z9_Gx9qC62rpvqK){N?kvq?z1Tz<8U0o+nXo8jDMqD5lSnY+Z)ajeR_=y2qOnrCYZA
zUChN8rrP>gBVy(!E2qOHSn15E{zB7^DKH6SArQKxsLfcK87xOaTJl0%>m3N|g8J8_
zAOC1#21vRLwy+vJ49TlRS=gVE5|3*%S8cdJ-{5jT5oz|+dDlwKyZ_J|_g&4f#304U
zi@rdPuQjUpqkd0brh6+ay%GovTRSel`hplVm^6{gDRd=I*HI6Gq2{o{^|{+rNs)1C
zHjWJ6%M}ScOrAt#ql!&wd1jtjmUi5VeUYemZ}EHu3TQGh4uZ@un&VZ<$|?ejMzx8(
zj?VAvgH<B!r7xEd3-vy7Xf$M(+EXtaZX8r<u06INf7hL;&GIHF0OzMq(WHaWprAo8
zeoJ}47Bwkzihs?j+gDHbKtNr5KD-$$TTzo<74wubWYkYkii4vTOe}0xey3-SUuN7%
zP#ehOFmLI4$_MYhoid#_;dpfZsBWHSMqu!Gy|JInA~a@PASU4EHV=;qGA}U4L~<cD
zdwS;Ql|?X14zNh>MsFC8%STiJK+H%DA!8|PqCr@dz1vSBTQ$(}o>8J5>2q}Ra&LH7
z>^4E6$jse_FGg}ofXh71pqFZ4mQB)pU7*&t+QttIUse76z>!v@xKM5VlFVTt1W4@G
z>V4XiEolb59u;M!M&w#<xJldK>83t{<kqc}jV+VNTvMCRZnHxDO9@=kMo(pKZSp+c
zXiKALP8@Vy-g|7L0BW2q6vf4@wziRC9u?w<aY+@Q>9-V%c@@E8eh>yi_;NKE3@#^c
zC0kb4<kJtbZU(Z)8oHT09y?*C=*_Z0H-fDM6(v;SqpyQV;ow{s>dD6q@!2ybv%QYE
z5kgL-Yp?gYOJg%^#EAgU)qF$!qC@QS*X}-!(zGU$v4hAT4cf1SdkTDeX^tNrCSU}U
zrqb4DpO2_?ug<d6eDL@r@`{I)^Cjwtfw|He^~x$g4Uvv<DJ%`wh`RrlQ*nu!ERHpc
zo%O2xKpHQ;a0Wv6R^(KWw`PpEZ)bR7pbz;ou|YNH#@CK-5A?gZL1e*Zvrt3?0$Jh-
zB2_{~&rt5Ax1WBcdz|_p&b)}Leb9@46O!JHv<j}K&u?rV-hJ@ELd?U`Uq5-<`dV3M
zKVR!I?(m9#_P|t!u@=LfK(W#U>rc?M`_x>W*RAj>tI9~M8))4|kG~r}{`fkA?D`O#
zGV>AaZc|CiE9QH<2qByvC^yX>Mh|f_%Sf(P-A@qPUYfq=zBn5I-vw`)0GsmF4p`pw
z&-PO3sb+vv*u-&(vsP<@mm;}FyhS{<m`XN?L<|Fg?AC4=UMe&(zdo!<ewA|2e_rdu
zf3A*a8d{t=`R3c`y$A`xM#&DcUm)IqM?+V~y7emb+Vvw<sSX`_R<3(~ugxrIkFtEV
zb^?^Jl+$^sh3OQGO8O;9<Ijh4%%8+7;*0ef`Kv=rD5@u#WOE@e)_KD5f9j#z#6VXh
zfP5mnvZi`esBR^K_c1a*4+L`mKjnRQSW|1(ZxA&|3n)l0(vhZgB25u#B26iwsT6@w
zMT)e5NDED*sHjvSASI%NUZe>gq&EpYAiX5i03qk@GvA!!cketidgq%ncb@0|#gm=Q
z-Yf6B-m-r0TEAcM6!AuoB!m<t4sdpS^WeS=&J!A%r3M`sp7ec<vt}`S)r49$-II<O
zH<th0UUI+TQhB6`U5g*ZMVV!<ldc)pt|^u-o+m_rj>Mi36ry(Y0}c(+IAWc0%Bn4+
zTkN0lb8;&#sdG7MT_4Hx$5)_nuffeL6@qnAm&Ox!q8ZLMbGNRQ&Yw9yCR%+lM!hpt
zO=`u8Yelkz5Ot;Moto35Ps4Uz;z2oQO+oI91^_MCdij{#z-lf=$3E4Lm5$#bad4={
zCC;P(#LtV|N@NKVtRSfFo52Q4=G|lG=cU@bj^KTZfD%fbKHi`WdU8MOv5S0XHxb;G
z=z}&QQo1iRvB%eiCB=QaaSfnKtB;9-CD1tCcIFmIqK%TgY3H?<MGtRkpf#Y9*vva>
zo5IdZXDTkZ2U5F+P+cX=5_1o)On=b&usXUAZV)TU2~{#+AxbEld7*Uo_RcomefH%T
ze<=A=d5~6CA_MXMf)+eRV)y~g{3p*&BsM2hT3IP45#n^V2G%3-F-&*=J?97e`S*2f
z({J#I-N??v*hWl;fT~w_cO9g=<`)sl6aY$=P@B08glHDKhw)^yXS-IUOmBCugMR;>
zCY@P|+uUT_!0J;r@KdiwMW8rp*hrmCRiIBR`T<9Y1nMaTG}Iw(=GiO4zKOC@7CMTg
z1kWvL{SeKNm8OyA3M5gjI3huFq;u04{3~o+48qH2_p@@dpzGsZ<_q{6DM7$t&?yb^
zPk=Ztm1+=gdytv_|JxAfUll6-^m7=fn%Dq*fuY6O&DFfggGqDWEt*Bm>SiLl9)}j6
zST3#fyAJ+dK-d=)c1s-u0;`{p_&-iOuL1EsYuUB9)ufycuc~PtwX=TSLG^uaM%Ld`
z3))zJ2Qq+5pexyttj8dnNF<FO+)%T=&hXLwt4=IxssF!qz(0t0f4UR@^k-;K6i_(j
z-+N`em*>f)$z<~PAohRn^)P)EAS5)ANk&>3QWpGCsq!@REK>K%!#1(dWzq0@Xza>u
zAdw{hXUPKo<ojMPQaHVNBMVv<4V@b(RQOxd^j&9>KIgI^3dENsK-KwsXKX|IVR^@!
zw!zC3(|am}BQNW;@X}FYxOTYF`&1iI7Gdyu#`I9<n21z~U`6$10clY)Q%*)3nF6AB
zD}qkW!pDFvvc7Nb(l?CKB`|_qb|f~KO|AG=HzBE@BA6$6OU5mC+^LkNCG)JZS}C8V
zm%>*msH_a3r)<NzT*1>y#3?VnX}y@v%e3WI&c2Ig&S0`|PCAEdb@53FrWb(NRJpNZ
zT<@_yopc!>HWhOE4SxP7E}Qrn)r4|sD)>k`0S(l3yuXU(w-5gL$NKaquFbpxI`~Z&
z8z8-uEb9pL@AbZP5KL4CfCPY>|F19SGWCDW*YRRH53^tdt#={C4?v_L6)mHR0ddE=
z+9bP3L2*DCgL*zlgCNtAehgYaT~*c8dLifwye9&Pe#LFu1#$8(X1*zXm3aZ)kz1VE
z+}GPnt^ewW$d<Hb>?1;24>n>+W(CVs^J<W6vD31*-BrMfJ=JJKwyt}NSe1+@lqTxy
zRsKiJ)L?Y=j$D>vsjD^2$EDgNKBwGv#H-DMJ_jlG>dt>ffzPu}YFpl+ez=1c1sHMO
zF4{6|$Qm$>OO3AE9-TH0yGgkh5JIVnS>Xs?NhP2kxdz?IXLV4$HE4I?MsA7+zVr*T
z?#1K?pY_kMBeNIM_2tlr+cz2RQ%w&vp&191@8Hy;{Alw0GrBEbE8XC$x#8J3Tz^TE
zkP%+m`rdr`LbZy~OE{!CLs+WhvbR)#%5V`Glq;|eWfzU*tNP^~|JVNYQoeSh|6%w4
ztq;8{m;n4qR^ItH$V13Um<d#F;umNHP=@(1y)5`Az3gva^W9bZjosglK;!dXIjp<$
z#b^oChUsf|UZwl`&Y;VxGNH~6K0|j>59I?#8CMYY99O-TtTtj)rJPMIOJo(NOd35>
zkK4_GSB@@Pgq+25qjA;_L0Yp4f~l2F_eO)IF9nMYWQXnQn6@33SwkC>PQTvPvc=<q
z1GZWiC*l3;X?6{QB1~_6yVXj3Zw|)T8NLNkW^omMMMLWioQ*z<3BkSsx>tYbw;lT}
zE%r%&pHAq2{#YitUiE3H;sygr20s=3yi*0)qGl@(d6K-5fNB4X_b?rZAvY0jO}r0J
zHBCx^9M0DxpNs^Hcb?HzejDH$K(?<E^4}nxvpwTRjBR85yl$Sk02CKcq1vPlSnrTl
zzB<Eg*IerDc&g8=j(E2tW|)Y8){O?O+G`#>GRPRHGmZr6)R9Ovj0-@H8Zxsfxk{KK
zYO0DNdRrh1S|q+qrpCoPQCsM{If-kq#?L%eN-Vy>3xB^3B=Z;`ZMQG9?2nWgY3-KS
z&LxgZYEEQa`fkG_uuC+-Jv*YkK=xU^X>?R%w$Hx@N%Fe~Wa2f867<NCtO%&ucf$gi
znGh~RWbLD-j@l1Dw)p-JEe?vURrdSC&c5%Kt$Z!WJv2pcYOS;It@m(!xAOtw55soP
zi;#zkNJ)oL|2}Kz|6T+B3Yxn0*Cw>v1OL@#KU^JWdx_=e9W3It940Xq#{R5!Agdt)
znsVx?YHU}apaOR}!g&jEI)$f0NqO`e)Zo)gqx%&Zd;^jXsuNG7%a85*psx??h^gEd
zl5{P-o58|n79R%Cv*IU{O2>c+C&ff`-HcX^ebddhg?+DuW1yJm{?NVr$!I$EhOT5F
zK-O*LeCJ}qVEyN9gL_+xLf_7e5qn_B`DGeCzYLr`Qh@EAFNk8N)Xabwo@3*$Q>Q)<
zjf=Z${&_$3S5Pf-s}^p{K(ZbrkN60rBcgIWp2{j$ZG)@#ik-d<Bqx{d^K*@np7|=s
z<PDQ$oJ}hwoO7@SZ><)1sx>OrzL1$y8u*EYXu1R6c;-0$ZU<^A9<BL$mdp5%n3+z8
zSc9^7R(kt8)i1}>C#XTwA<RW>GopdzqPE>IGQ}^G#hZ{-saOT&&&8Ly1L<;kQvVnh
zQisd+kEvmqYp~bnm^c4!m;5)MrukR-^z@wd=xpQn@tOF?fV64T<iTPPPt`p4|0Tol
zcOUxe`1~{d{>Sr%>fdwwKdp^3@jw>y%P4}Zwu(mPl5QqdokqbcxQ#@0Dr8c7?yeea
zm;D3}_G<)wG(dp6i&HWT52yy5iD~HEt!^ibbIq=l6Rc~lmKEGI%<=>dk#%)vN}`Lb
zC*Qo3)!_y8BSngXLV=0@JEwu{4$9d0_N}^im_c56V5k2=OwAi4Ysj^_Ei<C%%*qlr
z@RaaCzA$g=DCm%K0FTzssd2Is>qXQgUj?|LMu~Q_)+&uS3*5dg!q>u{Y%PkIIZe!|
zgD_rg8Sz5f<<ty&*sh5*K4sziKH>ce3jQrK^N$7L_bHEFbNmN0z15HB&7T<-KQq-g
z|Afc?c%uIgbFrUTO#j7AtUxg3Hn9pLzd^t>ya<81oqBW_lHSs{@B?p~Htpa=@?c5>
z)Cj@53$Im<?3ooDe(hO77U^|&eb|(0ce@d7+gvYom2mbMj^na7pm7EDqYiO606_G@
zjqM^X<CBrQ!=kfy9&vfw7~u>e527O76Y8gHWB8mB_QkiJXaymnR!q}qm~(8pZG&u=
zBZ~c0lEb^5OPAQwe5teSpL&W#<IP&dq!^b@clviaKXgQ`X)l26ih{+W2Qg@dAmib=
z{_?YMefqPlBb?tF8f}`(^3sO9Q(OYyUaAB*&@OJ3bl0{vvdGe%Hp7%l6--iAc2=^n
z9c-&bco)ukM3c`6A9A!b5A*NA9I!yLDJ8DfmX>s>H%Ny4xy0i=#eLLs_q&KZpSNLV
zAdt!l7lI;`dyPG4qpq>T)Wf?&t&A*bO&W0V#h)SZ-}}o-Kr&tdASPh56iCI&gi*s{
zpjX7^R1IYQb9N=+Ke6Vt{KVj@{^4@M`QzDu=f}IKh@aU-{rlFxAJ0wZzimS^6emv*
zlYLqz&ugdbU{@ha#+UJ?mLm|ff8^#CPfOhs#F?&uBc=?um_s_LtKmtU!(r2Ilr2uG
zO{i8up3R|83%`OI68UO0S#wg%GL4IuJ2URPJ%a-UuQ&g~bNA0A0siQJQke(>_&Q?|
zd!O?kw|NKiliBhDDYhoj_<n*aUuhzIUNYXlc?Nm(F>4b7B<gPf8t3e8De`H302yVr
z5m^0vds<#N^NA>p1WiTc`X@(bFR#bK<p>^WyW<gSdOCVmB3ZxF^!><`fA{w(!)(V*
z3aP*ad1!TIew<&Z`z%2aGato~<C1XhwcU(H*(Zat9=VkaX8aC1vRo_}Is~Gw_N7d7
zpBo<FQw7qQ=IkHjaSu({UMzyeiRdixw5A?^-PR@{DB+p&=syRJ`tPUJk8uF7qTd|)
zar-w=$DO;}oe5O+rj3m$;^T@seVdTTxCkx17d94DJ~57aCf7OTUj_4DZf~)*7k9@w
z2dz!{vCi_ugM0vbn{@h<bds6?67({vgbj$?|8#)zJKX#aK~rOULv#B4-|!=(0yW6W
z2>7{iNYKS=BEn4eh7?HHbtDbNAP)G2#*XpL|8*PftTKRZ{Towrf8^>WmgstDdH_M4
z+dLh}vwc|V!sx{QIKU>}PB?k@^~;QVyW7n07MpVf`ovjV;#Fk>Su+n=eYw;*tA|Kw
zZI2K-Px488TB=Wh%Yl4h@v=O$q<$><xPl|^vH>kPV5v?en|OB$XC+_3g3ZV+7`^gk
zOW$i=Ks~%^w!w*_qTw7NDw^btlcIMXNrH`yc2m@fCR5u*P*y9GZv|=$DeD16Q_*;T
z;K1q{3LfabIX2FWoplme*yKx$;zcz7LVSc+TINQaM6FD1+K{9G*)9d10~*8QW-vhI
z&jGilrG=kZh52UY&j{Cvr6u(^klyY^$sx`-bBkrRO!BF@VJ^II+o8gp^JhCh6$uxf
zX<KC%jter#vaM<H-?Is_xzm)Yy_Qkc_F#`&x?+%I;5BoJitbDP5H|4nxZC5@kH>?x
zv*_(^3<cQ|=*i?+t-;xT*+3oaq|mAAZ$8Tgm3$arzy~`Hw6Tzx2-lNz{5)7P0l~&&
z=ENgUmuJmfHr*rF8Ubo{z2GaqY#K<jQJJ29NJkvHED$0_?C}<Q!J9VOV&I?m0`iM>
z<oLa1CyHTcdz>oo@<CjUWG;77uEq7+@fF|Zy#|lOc=VrH^Kd>GlVV_XsHv#*v5by9
z-k}BFE}41^#pK0j6wVxeK0Rev-tgr4tLgXL8s5a=z?C#u&l=@jaeJNI$_gj!RizVU
z9V8J-JEIYjCa#Bdl89(A^ZIJB^pU1^-m2`b3`T1fnb2-aP<R~Vj9TOts7W+>KiEQJ
ziLsJ?x6EFxFWeIF0LZEf(#nHFOLjB;#K}HYk#ntr#uT%I$PsQ%d>$%s`}KJh1Jgl_
zoY1Wa?|E^MpKEyBb`}k+C#KHYhoEo^Um7KTp7!GN{FI=I=>kWO!q3O*#jbp4EbA))
zq^KG(lYBTGVEGD$hxgv(NemGbpp6w#+h#@^{_lX+KdANo3*hz7d|wT3j8Ua68>EYG
zk6t}JEkA4|G>z(gHytAMo_ujd0V>?0e+{m~uCyTP&UJ%2N>Py{vp-O$gzsstn54!G
zp!$l}*#jM9dIT=N@pJg>wvhCB77U27&t|Z>4dayT{4M;7ksk|fs=@hU&(+Q-GXd3v
zcU1)kNJnFc;UJ*$8?jEt%uho5&~>Nq4K2;4*wzuFW!RI-Gt#aXTgOv4Gh|3z0pbYS
zAl?iPcG2Edtd!WD=dH@PuZM@^-Sz!0(1XhK)U-@gL$;p}t-Moqx}PTlW$(g3l6gR4
zs{xg>j3(Viw0O?bn`XBlRcrjbukL{o9-_JWH%b#f_Ha1)$;fu*j&nF!C*0_orQ8B<
zq1B0qX(_tOmU`Jq=d*s^Q?TO7GvimewZvui68YIawqG{{XN^u`m(M0mj9O`Wd5DZZ
zZJkMtDq{{u5Wvk)oBRi3Qw-)Uz8vst_T4Rut)7iBfcDMtAt2`uAN8pOF7_*^wPM|A
zO-E_;2@@mn6`=Ys@KKdZ4I(bw*zYD)iV+Dqe6fD_^d*)BP{uVdYB&@Ug>Bo-CGfX1
z=ogGzjW#JG9OLJuI9>dLn_hwZmtZ#R4Q2R^h@HR{G<!aV+FI$*y0zMzHT1ZJ_yoOT
z$4Y;-$786h4L1Q$Fq3^w!zz&%V>f>PiUTt7BZFw>DcM66gO4^Mm_|(GJZ0gHPfAau
zpE5Cc2GfCDN#cZdlAsN9P2#PQb8gO)e)hD?xY!RTSeubcBns-wGv-Ok*U9|0ay`4@
z)py5_#?#ziLq{m^cG?4GGpX}$E97Slh35J1^K(0X37(knS~G{8#dv3je5v#^y)Wx`
z+DhkG2kL}h2L=BWTNcEsk(fBWCSwTaXk;{RzmJ0R29FtJ^YikQc;si_6Uscw<{Ff`
z_w7Z{j;G0OHi@K97p=^~Lpc5Kb~c&Hk3i*8$1CMK1-}e5m#%-QR=dc?<=?K0Bk>CK
zN`~+gp`zB?D;&=EFlMg%cb?3JTn)KNvGi<;p^iTvJ2pPy|EP_xnj>3G=xA24gC;rd
zk&GqO291LIiU#IQHa&D5KXuNtMKz-xTZf)Th0BU%M&Vta9XOQiOpJA~>lHk%H8L-_
zHSvo6Qouk1Gpzkh&=taDjKlNdbFbM&!f?v#OGGa~qG!Vg&Fyd2QmN)R<kP7a7&go|
z_B!NkH9w&UD;y*1aoSSuQ+%Q2<fkaeH&xwCufY(xxw8kT=BeW@(0I%^8mDiAo5^st
z>2kL}zN6lHVkIML#V|;rp{$BHRj8A@!~&Cx7=C4C(ZiAwfbM$dNueAU&<nQ4uiP5+
zXyEl<$F7s-ag)OYQ>whw7kAl0n9f9S(x)z^0u1!DYIAQ$SAk03Z)6Xf5_Pupp6CaO
zkXFGVA1XJ)?JbD#B3N!7pt%XMa4u}0i7Dr@aERG)dTK(+p!;N;aX7b6_7K4qWJ91E
zE@Q2(?60dT;Z07lipx;(wwPiHx`=XC6~#B?p)9rF3oeXp;$F038Ch#fNpT^v6srMg
zC8)*SM(06yT*YGqXFM`H*T21GlJ`kl-tzFCF=X2KCiyDuNSc2w>_Z)~c30n}dwK81
z!0i(fx8q;QWcXd+3P}8=fLQY@=z3#gKL$eU#2z16<o4i&|0-4xD6foW1PJx3mSH84
z@h<Kj>%dFAYOZ}GosW#gO;EPde$I1wXH~WQR@<XvdL(nAHA9-%=!SA}v41yEoMz`@
z(9wUPTYI;IRP<(8mFw&H3f8gg%|6Uw=;gP#Q{}pu6TDvPTta0yF8&sL491e^W>oVq
zDw#;{oURsAZorVMnp$}I0ZV~K2MHp#0Hx1#n}s0By!FHUEQU+9w=tC|4h+-wvyCSD
zgo<SNj2Z{g+qy4XPrmBa*mxTQ_I=?}Dksp1d2m(UzHO@GSj@J3K>+ZAZOZhm9&Z1N
zPUG_4{9cU1Q~5z=feT7(+_NPbdCtR=(!|<Qs})9?mu?cKV(^FbMwXy62}fOq#M~Kc
z1ziFpN=`z4@{)<f*97xfj$37MT=j|zTUij>K@6OZyLWuq%**nMTEeyVZz~oDYH@Wc
z=<eR708IUtTq4txsU%9dZ)BOF;`Ih8i8PF}PcX_k?elq96NjRo1K68lDZPsjnVoN|
zgIcyZizjE>6<b<KjwE#DnqJ?8u*y=b?F9_KzT=xV;+Lc$ldJu9;dsHav#gun^^vv7
z1>HKm0%Hvh=sk*1FlVBdjTr%~XTTU_j!%8uHcS)id_CLJ*?~u1HHsB&*1sJ~$3Em%
zzM@@{4Zg(B%Jz{>6@>)#{+?0spYS&qNb2BhkFKMf={Ykl(Vcg@#FNG2RTMmFDZO%L
zgL-k2C2XeOwI8$~d1TR$UrF_wj1IK@>OlF};n<koO(bq7+)6w51=XU#!d0wLrdRRU
za{m~=t!1`$KL7kJ6?M{z7Es8d)Wb;RS0|Y8FQ@4V^x@y5f0+(&%*Ss$eqc*;g|K7_
zKb5@EXzEc|GJY2r45Db#CHzSAM#v}vRamWf()=a-0ynDOWzmMSzfQs4?Lm>^8ctZE
z{C@jj`taB_5z16ReXWtsKW$?T77?nT>}cLSd}rOI``I)avbc%uvdeE_s`$lJ^cbl{
z<>6jwl#?uA5kS>Tl(|AMM(vh7)g{CUghv^zIxAnAE&(@>jp@GE{^k{#+HjA5K&}@D
zknuf$3T1kfSh@7UvKp#x={Qo(--aH8>n8vCiX0SQf-d80{ac#M4wSDKdhtbty+l1n
z@vFA8lHd{jWKov`p$PieB7Z6CWZQ~p^;o)wMb!BV9DY`uz9;J=ksw0Rub^YZmexiZ
z1kTHUlNc|hRxWWTwS7Hw>1-h9>EMJDFoW2dnx(r<BnX=4^zltnwrkK+;-|F<uPM~*
zWW77^2=h9cVy8w*l7^eNheUVn+e)lsW!Uuu*7q~&R&$}J6nEs7GN>!l2R>rC>c2>9
zDEnR%Yv)UKxSh)z-XT}73GxT@b2d)d*bvn|1;`gU_}rD_SbFS;JA3_+su>$4zvA32
z1TAqEh8K$EiSPmNwiN}lVT;IqOV*%{brv<Lt^@mfOX<5v5y}qonXmpxHCAG+5rO`h
zmxJ7vrpOe>aiwwJBF0E86`0v$=44`_xxb}tMdQ2b4{5<y9OK>ZICY8|Qi49(2aXi<
zsdJ0sbB(L}x4AT$6b^(6Jqm@f4yRSB887gM)s`B#UkG-wrSb>()GUZ}-ZPzt7OPTu
zX=X8!IZmTis^0_{UvUEJc7ulCgvHD=atJynPbb)~pm3j2pIF6K#+R1C1gjIQCbeoe
z)IF9={56_uRs(?OMyC`e3u~x7o+m!&?mqx`v!b7Sa&aWgrdku^IYlK7(CtMAIOH9@
z*?lJBFhNUrKH<&Jn99%hjwF`jQbd5@n9$BXaArIW+($sXU@nr)lpoBtW>W+-EKkb@
zV<&#<Ms=?o;>3!vOS2zepx9+$?B%5`d;0)8zVbR@58TVdcr=dA?{ZC9xZyj8SQi#;
zCOel)VWD4bqK50=0?L6>Q81fqI|609pMo!o>F%Dw+g?3!@mP`0%{Oru<{qH+KLXh~
zn{M#yBcwC4V^gOW)8Q@wz6D4riCI@D6i)@NP%F7hM2>y3Q6ApbzwRWBbsjb=dl#u?
zy(*J@j%^Vduw^r6ChL|3ks-Lpmn??J#I_xrh#owiMCIW|3Hkyi&=PtFDa{E{adNR7
zfm}ktG&dd@33h!crfg6PrC71azsas%l?9O_gv6FOHArI!iBYTM$z~~`&0a-QA2Plt
z2ywnZ4#MI;+sf|hwNx1(lmr)k=`9dPsT(Lsv1C*9&hRF8J)i=NvA$%BH%LG$Yvwv9
zzI9H2DpFk;9}3Xx=BfnTG_oMZ;vjLdU3w<{nYw)sDx?MOzmt;5yt9Pdsjus+Ob2b2
zco>Y3xMn*O&o}{X0Q1dewXAg-2VVhCvK=^<DPIQ1)jfRc3=Qpd_%Pt=o)T?661Y$_
zt8x;&U^7#0><UPQWnAc&>*DxiNNjJ})i9J|c(gg-%Qomq)suhX@=+O3A;r4vYdQ?m
z{1lFA=MAhaGzWXCMW~~Vu}XPZKm-o6Mq^w<te$y&m*!fqYX7OUhheN&e(|L04%{sz
W`7o_DY@cWX(ro@`bU>89j{Yw$8(|#)

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-61-_details_ .jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-61-_details_ .jpg
new file mode 100644
index 0000000000000000000000000000000000000000..461113d141eb37228ccb11d0569aaa6327a67805
GIT binary patch
literal 2832
zcmbW2cT|(f8i&7-gwSh{vh=cqM35@d6-W?JkQU0ikt!vE6sam8MI<!oC>96-q=Y6Q
zV4($Mk-G>45fG4~hAJq%m>YEO?w<YY-uuq^ecw4VbLPCyTW08Q>F)s^GmI$)0D%Ai
z#25g5954b{n3-YBP!<>r#>&dV#sTN#U}xtL=Husvi-|~xi;0MeO3Et9OG+P=5fw#f
zDjZc-QCC-&kk`^Xp{lE-rmlK;2#A%Hm4lr_h?7%DRZ3J!^?x>c8^Fr~+yfqhLDB#d
zF9^&FqEi3~hM!Q-cLV+~5EB>zWrne^vavHZH1GgSATXE-0)|2%5XSE7jCBCQ3+0ni
zImOIx<pPrqfUDj}FJzH1tZf&t9$1xCa}A7PWji7$BrGELvphlpsjhKc^MsbRkue%$
za@y3)#?}sN@8Ia<=I(LP)63f@=t^)%XjpheY+U@!gj<P(jLfX;oZP%ScZo%$;*!!w
zW#x5`>l+%MG&Q$$bW*yyU-tagJ2*rgelzlRbZmNNcJ9N+Pqg`kwJ%@SH#WDncXkiC
zKmhm$7UTN^>>pgb3@#=J1Pp;4a)Fpa83OY{pi(N#e5b5nE&=?~syA5RhUta1?W{6t
z)~f=pfdgzuWYwqT)(+9Wll^yKG5;6YpJ0D+jR72B5F>eDUcdm@8bc6o#}E(&Oa!FX
zid17_@m+KZ4C{6S(`JeebV^HAoc>uy=*;rL=5!QgL@jjYSEseq#gY`u)vhmTYgJ}>
zW9J5ZJdm{}rKSOJ8P(of24l|1e0+<wsF>l@sz1J0Y|<$AqT9kt^}H(2JpFXF;60h)
z5sHYpxCVPv*8)}Z%@eTlyG}_u;L%<!UJ%gpe$U!5u7#rabm{6@fw`QP--|tNK<CPf
zw$0rmF)b)=vC|~EgC-9;@F3kk3P~$XEmf2&3?K_OzZ<Y!(lFOE)7yMp8QVlNq1yE>
zoz=K<>3#<RQ3684&;5`<Usyh+$il|kt8GGgC%@ip-v?=%a^mZ0>kPtE#l;75jf3#+
zrkq7l47X)<arkCo`J_+XPOi-nvD^L?>jG92q;yiq(WOAsg|l*D4Qp!U`>9&gKn^Rk
z!0#8~R%qZqGKEs!)FnD+7o|t2-V<4_KPE)_;JYDRCXdeZFI}8JuP8tk`AYiCH?1j_
z<^|zl(PGYdMh7}^@>ey@Q6q|e7JNp-`Y(p3VuYBuPSNmVMNS%SS3(SZ%xF#sVj}`U
zymK^(!&2s+G!x}PN3^Q030W!KHH62{1A@`hTkLZW&B0_~e)x%d6D&U*tf1s@`wj(9
zdtM$N7FNDexjrgtC*Q{iPL-Q7k$?dHsj89o-L*^Jxt19Q)LOl$(JJJ9(KL94>?J#D
z3@Jo|EK-%VlkT6H)V#Eg^-CzLswnOXXp4F(x$g3&zG5mlE5mEWVqyCH%amY#-x9@2
z--M<U1}mwpgDnwX4Fo6h??)PQX2n6k8wTVcH)No7$bu&pn;3^664tmR|LIEsQ=h;o
z*?WM_Ymh9!DjyAt_^hijU0i!ADzd1*+v+Eh8+GqZy;pB#Wm25z{ZtVz_b1uJJ0e<w
z<u&c_-l;Vl8DDk*IgTNr+w-5&fsG2L5|XVu_17-h%sMs%u^_W#6-)GOI9?xe@NPD3
zD?UOjY@&V{9}K7Y57fA9+t+kTzhXOGitH7N)L3*z;<%0#ju_fwMJWi`b%EI@nc-VQ
zeNm~H%Y7qNI2Ci$O)=w3QD$qs{VGvx@;sY{189Md_uBs~K}IQ_gxm&X9{^%BAOjGV
zkA{Xu3a`Gdvtr=<&cONRm}c|YX`l#MSEs}i7-G1M?=*K$`a7#<;<GcCg)1xbk^(w=
z4AREu&1a(cf9l4g<hz=t-$hB(Y*t}gP}pRdr83{)yB0pE94R#1o;TVG4F|-t7b1lp
z_OEW_d&=3k>~o=Bp$4A8yPoNTz6m=-Ijywm*y4L86DWQ-r9A~|uu9DV>LqH-f!Uhd
z2&WS&n0{T?*v&n;X;)-O<pMj3r_o*A3LRdmZ1-GsP-hwQQ}{)mqDFR!4;$rKHfQBS
z)PrA0uNE{UEjtC)rr2+#Z^(#s1=@{=U7$=l|H8ht(}I=>-PC{)bd_C?MLFNGs592N
zN?5AEXvi#kUmK_|AT<*M;m(IqDu4r~ZIH~@_My`cITeYD2fJxH!p4{1i<eF|(+08~
z9fdo%EZV25ImmbaSo6E3XZhTd(eK?$4Jk=8AW8=J?4~&NaANsEZ`T?yV+vc_<M#Q0
zCpLI>==bJKIFddRn_U?_93TXRTb=x_2!oicH161gd54jEjM(9X6M9xRh_lel@O=yX
z6QJ6vRVG4$w;Ja$vuNa7-P`W}7$o_vl^o$4IC*^NU)^_ey_&BEeRbO_-6yPc+k7G|
zzaFc+%->J@v(l@kI>mqHht{+Pw2}ff*RD!L%pm4_7M%vjNb43Q{(w-EQln|I_PFi!
zlkx`P=MJcPJyk)JZ}OVx%1ak`Qe|%+=DV_a-~7>eZ@lxDYehFRxAP)Ida4L-^S*o;
z#J>2LSx)wfhg+S;{B;k)&p~ol8~)XIPV&|1_LI9KHSK(zkN`vnF<v4*oDRgSe+??n
zFS#%=o*esaU>=u<Yh=1#Ft>Z(R>s4><Sd^hdzU0fDqD?Smp<XMrf!=3&_gq7apSdY
z7-DJ?*Ii~`vYl%r@;ryuCaA*Eef@ex->8!&V!<x!eJoXEwN_nBVMmQX(sIbMLI>Sp
zxb`E|fBz$8Or?nm7u}*^L8iav#@6#W_=GCF+^@w-Y;SF2>%Fxfe?WIAS-dnYn0GT9
zoQ;i@+9Byz;w=cM$z)q=f{u0FVQW8fIbWT)ueSMqq|pc3CZWx}<4p%fs>%t3tXXT_
zIyjM3*)Qnf9++J0Aj)H6X0}ca?L4ykNDY0<ul0qt=Ey$2|MU9d^W&G13(^U-OH)QT
zxof)fdLbu1ouyQu;aFyuzqd77A3=IxM}T{#r!qbIO=FaX<6^;nvH|6ncW{FjzX_0$
zYURs(voOVEI=~s`@p;btX+6q^%g)l#V0V~iRtQH%142MZp)CS*67UC#t9??022;{U
zSr8SBI}zm?^ZlV_Jl2KH4KZK%1t{jSp4$!=ONckCi@>SWYn<@7=W*R?bU=4*E|R%9
zzm<C-=ZtYq>Z=1<_w=rP#h|^|838Sydev;9$6Y;0|F#$%5!73c$BhpUe4kl+?)7lm
zWOlX~Cn&mb??c>n?A2a<7{vI+()y7_<cPc5c#KWDi{NbLfe%&NBTizW^1UU=H9oh$
z0(xpow{hIO^_k4lW=4}93(i2BR!;}O=T945I8%G<N?OkTF55~QI9kR0m!Y<yw63y%
rB7tTT%fX}dlyN+Z%|!pv$dYO+bVxT6*)xi|#ArZeM)IN!=%fDzc$N2F

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-62-Matrix Structure Diagram.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-62-Matrix Structure Diagram.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..9379d32e40dd7c96ef51188e86623176cb4a3154
GIT binary patch
literal 13083
zcmeHN3pkWp_kYK@6Ui+MQ%yyw98uDVNyX4j<G9WzQ=B4B356KmZc-D?(M>5PBf2P)
z%8_zOh&q+VJx(!{Yq`r9GxL6XbQ_(VzH`3LbH3;QH=ga;?|%1Qd;Qj0d++tGwUHX6
z0h+kd%Ek&pp&$qa{vf0dS`JA|N=iveNJ~jc$;e2{%BxI}my?s%n53+zqOFP5(bmLZ
zrc9rwJ7wA&90sFjGHcFvhQ`LmSY1=IMe~=;GcukpB!ZHWk&%~^pFCm0<oQ!EQ|JHb
zA95E`k{0tsZAYV~L1IcMv=Ry_gs^~53Dn3BdjCU-p~WR6rKDwK<v@pwiI5lyjTRF}
zOGt=|gWh4_JtVFqF=?uyg`_fZqtrA%mHB&O5~Xp=((_gASl!c&-2L~;$f~JN*3g_W
zQ&(@+Y~uwBO%|ChUcSQ8iePQC@&|hdM<-_&lE;smHhX$)@ebIrGcYK4SIEBo5eFg<
z9-<yScKpQ2*i)zD7)j@oQ!ZS*bou&?n;E}k-paatub{B#esRfzhh^mzl~vU>&uZC?
zO)p<Hx3spk_w@Gl54;`Z3~`0HP!ReZEb#vwu+MNQ0bF9@;%IRxAug0y5GZIRafzvh
zl9McmQXBo0r_J9Zt+Fg8F+E=fXJpr{>h8~yRhw?ip3x(OHiGOw1Ge`sA^QmI6RuiF
z9*qLZLn}deXmHKiw%0f74xg%YX<C-=+@RU5k>?e*S^wF&HDXUJl&`lu3g7PM*43yu
z1i2wlHI8gdnR`7Wrzh}Y?01CuhqO@DxJ#F#cE#_0jz9+vS6|0Bp1FZQd9+msG(nw-
zKu<F~5eU}FF%T#{*AnbGnK#%<L?G$6Gz41uD|xtIKdHSmYe{h&TwvLOK>c%F5U9R5
zNuX&!MxaFRQh~rMgv`U$;`!*gaM#mh1lk{Jg+S*vG5K7TFqc8?QlpW15vY|kGB1H=
z?3RZ>%PQ%7UPyl_hj7!ED@g)G6A6Hf$vZM&&RbcuzdABN2S5@9N8@<qz=DWW{4i&r
zjowZ3s_&Q2076(s6P>=2zP))#sVFjRH!B2z_;QZ$U{6Omo~^^mYt`^UpzsK+D3Mfi
z_M=^NQCxU7V*r7;YF7}btEoB#zGs#MKb>DK;LDC8;uuzNst^B(x&Bc?X09G3Oc5gH
zSB4`En_&^|T1N}n?X*yZ(eG8LH;N8Wih{=@1QKPDHCkRdMgpZbqQ>x%68A<YrWg<(
z+Za4Wv?xMl!1FiLafOaj#JEB~Z9jivg+2;rEgs~{1yT^GoNzTylHyyDy{ge?&CD>J
zs^>GeCpX0$!p84>!+wK7BhaK@-RONKPEo;jdJUX*)(UD&a;K{O22|XWWL?ySfHvQW
zaEaKUAWL(ofQ{uHS<K|`@NM=1tLaPa-diY3OLs7+`ejq}7*t6WqNSLu9%J{nC`z}n
z$-#sJ@XH*qFO%!5a-M(Ikd^+us&X6tOKgqBu1{QS;lj{l6{1@V%2H+BcMPiDM53h%
z^esyCQ@;MaC18V|(N5+H1R0%gK5KY<sOBQwhO<wwR6TE?r1}X~8i8K=Rl*%fuo0Q?
z<#yMK+^IL71JU*$1Tx(dp+a1`m#TM8>>CvEZINwmN^JU&fgLy`2M3rzpEacYw6<sk
z*R~Mb3*{hCnpN(04grC1M^X`Jz1C117eCgU=H#9U32l}tPUn{b!O8>f#erc!-=g4l
z;8%9j<PqpWNUR_)?`r6s&l&>U183`&g-=1CpC!8Z{tNmd@8O3qJIUPE`bX6)!I#??
z7##d*aHSq2XPQv38-Zm^0hR%MgM!jZ<T~vS_7tqD$Q$7EeV*5iem<j|PBcH(BgNZo
z0C&VN&zdVCP)XBepb#s;=3LqsFS0ICmV4eNTB^291VTj%EkgoW#<wWa&lStEaRvBZ
zH{iE0yE@!DKWlKUiKiawrys<>M1>-dYcz%3O%o8bodmZ{`WE!VUv7WAs!_|VjH<`9
z-VKC08CZohunOo~6sy+o6Kov~1Ufokz=vVdVBlvB&4sV+ZO`*85NL{AJ@=(gi{gH`
zcTs!Z04wh_GwI9iY2M_C&pMA2Ekjlag?bNIg$1w*;hyo|7BQ3M{Y>fZQeNyOxMP@G
zeJ6AD^Fm#BMwsp=-*piMhd?pK4qydF^B#vOH9lCaqf+t8EfuXqp5~?5c{Rz$BuLZM
z{3j+(4Q-y1wNd|jTA1RcR;DBZMI3ITC~{&=UT(p&-8uDwJy(Y`JGg}w`3VD-!3MlJ
zWG&$An&#oa1}mq2AGop#z9p=IQ;|5cW@@)D$2r#oxUB)<Ry2|7l|oaEE@P*C@V%m*
zJU;qNukoi^*ygDvrMno}S^_l#;2*VO>SK~bsvU+3R-uno8|u5$DZaoFYvx5`MXD|b
z{f%CDz2_U|N}0U$8iDYx%6+svCZW$V*yI!21d(c$J0@x{PCq~I9ni-^n(rZln)!{1
zFFmtaZWBadiq=0sCX3(%)kOfk4?qtfPY<nBZO9X0R-_8}wjR8!pAUbO@h54Ur-P|;
zh;DKprkemHELtC#y8Zv2v`1Tcxox4X7Ir8yQ|Ep<Pv+u!SDtHm=QjHpMMbUinTckp
zni=+0`~3XOlX_@6ir_?ip4#HO?^=-o)weKa`aVDQZnMW>%1ziI<pDBx(0iz*p_mu#
z1U@9N%|55&$}$Z*>)mfoM<B*>+Mon><4pvjJHuUj9B1jPJ!|!6C|;|DORwMu?<T!o
zNbl=V<af^wA(0|y>+=tk3&J)cP_F18J;rO-i_EuLwnGDv0**@9$3D)CXu?A(0)3=U
zsM(5dslpC7I8gQOsE<W1iP+1?`_Pm4fv&1Mbzaff)D-NUh9_L$aSITLB5Pi-1%b@3
zfe%8lD@3cLSC;Va0TrpNKYT(}@Tn&)o%9a$r6-||iU%_WSw|%@Gkp%d+HiUIB-2Hu
zI>!fe4px70k}NZyqT9I<DQ7xz7S}(-hAKR}6kABDYopi7q}*kxzDRUA?4fhqd*$)9
zXFdp2Z&>vMw-?T}*VmC&o21~BZ|`Nr?7dKSvxlBMcjc=?QoominOOAllhZ$`?C%q4
z1!WAS9!~ckLqElTq#p+#xiwc0JNpv`B`Cw^XO_}fdh4JHF6u6mai)`=OzAogoRqu3
zVcNL(*1{*QE9?kmZiZkd$Ag`m8OTfsmxoI#VL=Z#<`4AHc!#)5erN`zuiHalbq9e4
zX?+X)YwpDsh7PC%F|M_TtQVtx&swv4Oh>iO>|#n!LS)BMg;Lv)H3i~aM~~o0Yr>{u
z#0*C%36g_&xJK&2+Y!mX%{9CF$bZFIBYiOxw>;gX)n!S4hkZ*qBdg+E&av+kmr?g!
zFl$FQnrUNFy#wzY?_E+^+IMw&%#0`-Wl1Xyd4(-U+RhS+wo%mmj(n#OP@lXb981)V
z+=|=OA&m*sKgywBoLhRJIX&~huFWqe#vEI(9<kGU+m28#)tN40div8hg~-ZRruo!3
z6E>v9@T*OWlS$}{Z&pS5MTHXWwrl|2f%e`%aBd|tpW{~!)!QJ@vE4Mmy`BBb!^-=a
z@%{9nMZlYWtxH<^s_=E#jL)`;pm$qEtM6psUD1W!)g7l&yd?gm4+y&iBao5P+#?}m
zrLO0#Nja*e75%rRLiD;UzZ>%_X50LbgzR$KN-s>5f7lwaP>g!CIi{_)^UR!+jy?I|
zSsU7K84RQ;-ZNhS%euG)2O^MdQG0yMeMsvJMsi?5NAA=f$N0o8*IifnDVLZNHLp!S
zc9%J~iXw9<IC5odVOdFxTUH+<+OU_ILU0SMOp^H}gJ8=xh+H`Px_3y<72lmZD5bMv
z59XUr#zu!sUst?Ulc0H!MR=Hcm${JR+w`i!T~J)P9+#b|g}wnvV^CbDFgTUeR<*a;
z#w5*ezt(lz)$YegaTcj+(KlBIol;J?pfWdm9glTRyh=4QYR8>htAEy*zSBQK43nx*
z2$OP>ecr}pJT6pw{em*N??kLtK-q}{R|D)lFc_A#;gQ95Wplpf$@z>{6M2QnXg!`+
za9vyc`vp?{hYQ5lBLOUsH!4JDqw?0dD#zF9%URA)fo|FnmwusQZRM{xg=LBIIC6*M
zlSp>e=)@UJb$>R+X_e$@am{t*<<pd~C(TdzQ-jo}{niMxoq~6HZaJxa{n(vg^pvWc
zfrx|?>>&(f_e84ZUu|(OmdICz)>-?$PN;3b&N?8i-Fho)QcaUUdkc%y8l-t8UGTQ2
zcI!)j`@Vf|>?s-{d;1)!=b^Xe#Ct?3<jvAw&rd$97Dy!ByR~Pco=&AzK>=x7{PxYi
zMCU)4>N03x7EYRHJBw*K6PnD3NseF~r9z}xdgmm@u88~I4nNVCdjf%UQCR-|j@ARi
z7uv|*x8ZxYgHMW@wP^}1^K?Dh3^d@9_;(B7QN4V|@C0;W><#jRS4oDDU}i48XUQ~J
zzFkQtT1K^(wvU3_+DKO-lU%JI;$p5@6bFzlW?^Dt_06&=Yr3D{o4S7t(*qvb88&l>
zM}FiqGhD`N_@K$87JeUrH%l8U2>lg-!s5!?uO>Mi+7j={n^QjlE^QRJ(>N}<n&6Bs
z;uUkMbrDFG0Jh15UU0r`rg7{R6L^EMf??y_)T#VUpGJA`gx=u$x!`DjxcmGL+EAAP
z|E;hccOEX?1$W&bR62)^5BjGB;VHnY_hFlsa?Y?5%X(l#S30l*+<QB~v#nbZsP6@N
z_%&<55liv}VRJd70(>7Q?-T+7cYSlPr|GbJOFRC4mMzDQ^xh2UK+o_yJ#$l~4vma5
zDIk9u#qklq!dXWq`(SinvNr6;xm><7N`%GnQKAa_$E0CjuS{7`GQ8nssMF8Eft~sY
zbmU~F<7<+}&WR6SFz)=&y~-Lwpz}7n@wq<KZpUM4^q!-&_ZNC-Uu|$O?VxI7Juj)w
z&cfOS|EXx(+StM$|L$mJHrN!$h-RwL{=P7UFw`j;(E4iF^B)dpp1%*`E)Rb4TP;Ri
z-O^z(MIj5Een+x{29wS<QEk@&*X-0E`H5n{hx}g%aH7#i`1+?Rv$v+SsoNC<r^$P2
zMcOh~wzVgB(tW~w=9nnq&Ql$(XUF`YU$@kBa`^1vkY*yru8Y!ust}wgd+rlhb$eO+
zHpQO_kb+N3y{eab0@U+kP+-${>h;P^xCFl;r;GT)P%XMtv7dM94Bk1bYaSe$Mv;3;
z`L)+>w$#P)k33u^-)e_UvB^6%*D@tDHqYD2+H2zaHq9qrM```yXBqmOn66IR>8Z2L
zUHhV(evG-iS7}*Vz-~j*{YGr@w&Uy8uJua&U$>TX8?B}5N`BpeuH8pm6ENZWl4GmW
z8ND{RJvMtD@hq;F&*K^R@y`<-B#CvG>E1&iSr^n);5O@*tnA%OX4i;W+||IEu-$&q
zu|1eObLdpcq0Kx9uDaHMKr1tQbnpJ`U2A>k<{`Vz%5Vqb?sfjKj(&n)^NFXOK_}Ip
zdOH%`{&mYM8MQ~-G*$P=2{u`d@)OtXobejVhj+U&Km-lN^tVy7e6Dq=bdl5&$7`_*
z89yGk6O%4UzWUX$_&*))o{VW|y!GZ^cRd^vg3h>B>^H)kayY<xy{K({w946SQdo99
zRL9xYY&v(rs_F>m^gSiDHffQL<!e(nR55xRYmO?OR?>>hATwg;okTyzHssRgyfMBV
z-SMy`z_9Ktx7sN&cvHU(CI9k^^-)`8OvO><QBD??vTAaX+QR7evN1ov-lv$xQ$!$j
zG@c?Fom%>**No^X`=8XuQ$!=Fqwy5c$JEk)nIgiDl{^Zt;~e<A-P`eGJqU%3C+kO&
z{o^~aFpEE)tpAkg|9_UO{}Vg$H@O`nykYaZMR!AZLxw&9ez0rg#tgV1gZbKZh%RtV
zqB$?Zs7NYmCw{>_G;Ra^Qd$VO647PsK+df7J6(ajYEbtE-@?W(?l+B*h?~uP|72e8
zgFtvC!H)G3hwX)Z5va5fj>r0DfOzjg1X}E5;a;ig^yY0|Uk|p0@P5?1y+xOWB;b}t
z{1e)TLF%7%9eI2BT)H<k_3bcuh(qg3dh?dv*G-TA!=AQ79NRxhbc8v}r_LFc4#Qy=
zcsyMpr(c}@FZN{ec!VL=dlZb;IV8qqer~xSTv-Td6wMDkM^JnY{);_FB=do0wICeF
zYyALXzMR^~eIyVveSaURjwC3T8tf>q$|e-ZGkacGIhL3_ld6tuDYP-Rw@n#X<*_UI
zx4KLDF|zx}CTqHF3zrFYZOC>mD0w7Xg331?U{Kk2Rwvr#Gu0-+jou({iGZ*i6NLY1
zYVcE#>Fg3dyHRJKt=T6~DLssDoh{ObKB~{GzVsSAdo|~VU@y1?34^=B{qVihJ)V3C
zvOq{>pp|hXP)(8ZgZUhAFC!IX3lK<<gY8bCfIzYZxD5budHfK)r1*%hPNmnfaRW#i
z7&Vr1W%Kw#;vL{phOB21y<Zg`7Cu)qsHQc}<Lrz}hc|1qnSQjLC)^J<xQ(OEUU(xh
a_?K$??0Ae7`&6emy^5-L>?dpF*}nnpLGu9s

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-63-Transformer Block Architecture.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-63-Transformer Block Architecture.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..276cd798ae81b2dd381b13e885263567c242e6b4
GIT binary patch
literal 42901
zcmeEu2Ut_hwrJ=bq!)pxfOL@F38-|X3rJT~nt({J0Te_;0@4(bAVow<K<QO#P^2R$
z9YQaXPy>YUHvUcj)9yLv-t*q~zKh?Mna#}XS!LF&HgojlXbN;fS5rq5L_h!n5di-{
zN28z%AaYVtGEx$9GBPp>3UW$nCK_rgDr$BHMmi=g4lp+t2Pfw#UNQbtXGC~7IR)ed
zMb1e`OG|_K6;$LUmBpl_C65OoprD|jrlMw}p<$Ce&3Rh#pZ+;|527b0mLnJ-A~*vg
zq$ePvCpc;afq{9F5Pbgu{rW>dNJLCRN=8mWNd+`0KLH{nAR;0pCL$prCI(uE0DlJ&
z(~~fqmQW{UG`dE1#*;}hJmDod&-v0OX5&6IuhjLs5fqdxtZeKYd}sLu1cjt!WaZ=)
z6fa!V(A3h_(KRu>VrFh})zaa{&0CI6&MscwKE8hb0fG1KM@Bt}ei-v4F)2AE_35*;
ztn8fJS9!1V-@JWSR$ftARbA8E(%ROJ?D+7pe_-(Q(D0Y9Bhxde*}3_J#ieD;#^%=c
z&MtOu{}?U;5YaDS0ssF3*q`8{2jC(kCMF^#JBEvZ&<}Ws=!r>AOOP_C8<Ab}WIQ7o
zPR?{b;bmzP1&@?5n)&+OK1vo|>1jU9F=*c*`>z2O@h?I4J79mnH3Fh0A^?a-L=S?1
zcJ~Fc!YKc%51p>0Ae}DAX?ANql}CR4ibpw>jqF&Lk5GH|;6`Y22RtT&oAuWCfFW!i
z`E;m|5x>8r#?_!tv82{xWGcG-Sax~bF=~H2J{C4X3$cu$@%^}9a==7=<4*0Pb~*lm
zGhs4|S+Ox7fvo?)qXGbZW<jCnBUJZ_lA5v3`{lqiHqN{9J#2*tdZ-)p7Goyz_HI)c
z;dHc3{T>sjCMw+V&A67z;^vIT`*37u269EuXL{}IM$hW7?70u55_1U&wsJF*5ApKo
zkP)k8OE(yg5=z7rFVl~c#UP^VZVFpl^WFD#ZL%2K3p*4bvcogmCZ&?<={+mT<cByu
z*6hjk3Dke=kZnbN+bug9%5L-+IaCdaR@{B4tUzVAly84K1@e52_5#ZebC17A8<-xa
zXJ468<NkulF?>NuEM$>rSZ7S@lO~;uM#t@pL(uEnZOAXzSzR7^matz8F8+osI0bHD
z0xkbnsr~P^JLVQej2b5#rp)I$vqoy=>;QJUGJX;jucdA$>+fngi0AO{X!B<0G5;#$
zdu=Rce|6d)=ehumH5+Q+!%$T86<G$YIDL4L#ZE*P4}cfqAr>m?A9b2gH;uV~ETrYZ
zwb2d4jkje{?L)#r-V~fJ%%-#v4K7#(6b!3bZr&$Djr5ShWKcHhyDq)XxoULd@jYSc
zd&>fZmV%Nrq97(CjsM6a7kBwI4|_+pyMaO>gaPXutl?5p{<*En+KW1uZb^-Ex7Cgv
z>M$afnioHk`;|V6R+}vLGmOArLYhXTE3m=+rMKLe)P^5-cE;xi;!UC)L6I4*<C;3G
z-)e0n>_f}PvCs=PWcsrC%A3>+-u<i|pL)r{a1PkueX&fRaWOdyUblXN&sKwhl&g5!
z;0qk>88tGvOq*s2c8A^6%;J`|MmiCk&E2;XHa0@UU*~e#O!3TJR>2g#x97|&s_J9Z
zan5(%<C6%M!|ru^#Z@gCke1ZROqZkAvfrngbW`w4X<OsVYe;E8iZKG2g#Xd!5++TK
z5@h-BGU`9upH5fms_mK2CR)87;*adx7$pzl1&Fj0_j?sL``;={6g+lqsZfl%J8+Tx
z!AqIai7+k=CPRY%+{2v&>VAgwvb~HMwd3%MOljvIRqmE2d$WtM5Mg4t1Dc(0xQy+Z
zxln}tXkoO;m2nOAaz0GOYDz8|Ql>1s!ytPzvLyR3UU*o2zCjBMnK8-4wv&&4M0#Je
z{d%^c(wMzckeI$*(U3UlKeT|pFI4U%BQ;J~tN01I2X%s8UYu^cZ|MXHBeZ$B{Sk5N
zDI3nSHMLP!oKJcw<#P^?4F~$<;zDi4C?p+ETbMt=dG$%JfQdv>hCDAGft-x0wd6DD
z(u;WN;+(#TzD!P&r7n!o7hV;Qnm7eL;jcMz)hIjV#F;zqBeb~!ice12KF*uODh9Y0
z&OB?yj<uv;uMh3KTsAP6n?pg#t@|1!P2m1-^ZofRJzN4~pe~Ro)3Y2A(1#g-ZHyDm
zN}`j4s*>U|%jFI{E**j3i;(piP@{$+eslo3ume8$23sqV!$Yqfff^PG51B6<xLyWY
zeSxmmKq|^6_YNQ64>GB?uF(C_3P18|&oJ>m)889q|IzXL@V_<sA0NK{_t|3*LfFG2
z&>6xb(D29MY^a-a4ivcx-W?A}MJkP2trLp)zC%hKzSJL7kOr-PJ-}ZKg6(7R$txF%
z{CD3MjJnd1_An1FQ9avyAirjtdszNz``|Xv9iaFB191M2QYj;?{Qd(9KSr?HAi>=j
zcTAXiw-Ysa$C4Ut7NFGh-%I-oA;}RSpR?X$plh~}YcjY^UREy|w1<r$8JpAvHDU7N
zyeG+=dt?S<9FZSRKqL@EgQ2IeJxEp$miR;@xBr2xI?+VFkPCzf7b2v+>Na#aug{c$
z0FkW>nGTU_Ns+MnI;vUtMoyb`-eJ2qaC?wmhnp~i0CTwfkheZv%4Y&8eFVaq*(!lI
zPe2bAhx;ehHSUJoHMqV<mj<1_>c5VUpgRJEa6o=2?_0(>hujUh7r&Q>XHJbf0xh08
z0`2x?|5!ofR%fTFR;xC31P>g6C_9nRt>f|gekc$3kM(tdt>N~ws?JBC$eXCfeR9a*
zmeUVq*CltSd04SQ$z3oo&E~h5$wOi=eqS2;dr@YqQrb&vnE#8y-<hvfnnLzU;wtBZ
zE(p4?&hH4MP6jN}$KW3;A);NJecK;)XfMpekMVH?%Di_3n$(2-SZPR^k8|3eJs>;1
zX@C<J=Q;xQsvm*Yv$cM#*y(v`{0LT-z7JWq)b3+RgUANiv{Srw&L=j@o&+FX>H8xs
zCGH`0e?iknIF+&+;dSBW7y}JnF9R?&&hK%f$9I}wk3by%VF<LO|9_+~Q^?(GKQrV2
zFBXbg5%`o3mEd_R(G?=4&MyBR=VbBK&Tv-s#y}kuWk+l)<kHu}dlk8_&CfGZztUu@
z*pIuGS2*;RIGrwoApjg{fWSIl#<0Le>u1U5khEGtA&-Mm${eZ9ja<k%C322S)LS?C
z(^hkB49;8M4!MydiI!h8uqBhZpgs8V^VajAmAlH-iFXP*)6Lb1UjNDBa=oK9RJV?j
zeaQz8L-54LyVJ)fe7WP=r~QHZ^Bk0Gqk)opE*$ro=mnN27s;LIlfOp8`!yDRNhZiZ
zlV8~vA&8}vn2J+;cB5y(wjfSoslV>FemQ%YS;V1JR!Yg2Qi0s8l=}C&f=+pkW5ijp
z{e4AicNk(Qnoh;oer*#Ciq;hvqd4UiBk7rL_^l?)$YP{1rmTo|Svcq*>EWEb8Zy7g
zJK@Gf9|c+hyE`t`H(0qeNb29j6%~GUN)Zi$O18K+27Eya@{YcxN`3t%?N+{X!56I{
zN6Aj24fen*C0?)#6L66Vsz@fsjKILpN{5!nOP6<31<3)`pf{Vp#JXC;q~vp<kM{1D
zv7D9VsAAF&?-#h7JfDn-F&U*v>Go7L$4Iq1b*L!h6z@k1Wcw;&mew_$zwUyv!qjuK
zda5Wih*9i0<I56D>pC{8?=1!8BK((Dbaja2U)pQ~jar7|Cbk?$9tXt=WGkZ@bJ=&Y
zZD%OIW8=D^vs1PqLmXT}nNr{scfEj)%6t6-&!$CJWT?uLXIGZh<Qn&F&Kp5#JF1@d
z`s*4|DP$4WuyygxBJ{qg*_j{?IElx|=6m0gYTnV;h6X6xc&Ujx_>`Ezecr8)GxZL6
zmOJ#(%YwCG`^MkczH1v(X#^cz=U9H#U_iskxPT*20v~k3W6t)q>qoru5vb!y<GS2N
zCMB4laaJ3=Jz@Zmb!<2}m=tJu3Oeizc@c>4vK58SNcpddG8tJ=117w~v0LHfi|QWL
zh?mv%m1U1YS|70?F&s}5(|zPS5Okk|Av59}*!|^?%Q{8g9oEVA+O%Z-<+-$e0SsT4
z(OAUAG$W?K`<nXqZ&fh&tMSIJ8_S=<*lHCAa}S702R(YESN*c;Ar+})>4*GK8dtf*
zuVYJoiR_nX&zGvG6>+h>u2xIxF%Mwjl~f|;e)ZPiVVRM?D1My%`GCyaBvY`_YddVz
zXmjAjT+7>}H&=RGDsQ5VSq28jTo_NjvVJC4Nea7>mH2d23NQLrXJ+k0`)JZfS})`{
z;$|tzpt1w`Ej4j8-0qxfMOp<6CCtTW{Opy*4cfTCWS+Rt<W&fRvNfI=?UQ9CJ6ce6
z-;=vaNyFI;E*TMB?CY0ty1&qx@AK@P#+Nc}!Pd2vb=V+35r)DTS(Ni`v3WC;l7Fad
zI)9~dAmAOYliioCN42~=_#(OiG1Vzs9<{bGAQnAVlvv3<|K`L4)o`z`sx0on{uS`b
z&6*}pVSm^meZ!xq+;ftOG?aVkLBjxU<t<O*l6866Gwp~S2a?!LZ;5Pq?kaW!1$rnY
z^sIlSN$rpr|ADk|vIS34o*|vfZXS7`vd80G?b|zubeT2h1}@x%y4wD;tn`<x>$K%B
zgbCkP>?_W?^{PBiuEhiF?3`=ewPW>`sf{-hO+_$Kk6}}`k3-4Kgq}cu%SIKsfSFyT
z=-%Z|Qmc-u9}15QX-A*t(x)XS%N034+HnGBq^IGfWq!TbEN*AyYKFkP$r)O66=6jv
zvs3)oVVV{8{t6B>+_ST}ylY3l?IzYduRXM*8KK4dBF5_V7UJUbsq*_Z4s_)`hnePw
zeox0kllxz{xqql$meAvBbrsR)GSDQ8@#;9i;%5Z2#27@36yXAgN;4-uZM3+;#XUcC
zZz$rKA#D&w7rC@?#C`8)l-8fL(mDt8*+GHcx!WFr!&DhB_+z{+@-|KyKImGiD4WhW
z8QmIR;<F<&$6`k!`dn|^FGOmhW&!%N#kr7<*2S{2<p{*Z|6u!MN=CCuWJ2Tq)@Sni
zr(WDkDxb^>o{gOiDpwCEv~Wfj4*MCkoeb$8U+HO(8mm*Kzj`_$IoymypJKiWP+I(z
z%rS>K9C6v9=&x<Cvyuj%1kXRw`4HLT17J!|rsisIGfHT@)Tp80CP``alQ|agb;hP*
zy>?6Jj$DiL?dgQZyC7PMp1@6y2dXTC%AUDA%av~*QC-sFycR7&r_hnb^aLhFl`(w{
zv6Pl@v%D_udXV6fvF-A{Zwh2UoCg+1pi=O@;S5&OfWUfWSy5)Jqc-Y9Ew@*jk17W?
zNbXVD=OLU%fJpzi*!D$Vwdx(_>|7?qo$BQwj#uzE#cpE8h6;O^ZIC@3r)C;_;y$iV
zAA#DaL=~y3c_Y@sC@s<j<&iR57E=N{g)Rd|p9!z`X)uRh`^`|cwZZh@FFu4!*e%#*
z1C>wEHhTVpPTWec9EP6pOX?Iq?&12j<+j&Qo%z&6<EzC`ssQnC%DH>c`*6$tVZ4%)
zrMqz(4eAK=))%#jxOw|}VChXzdYp=DDn<_GEl$;H`E7~g_Kou=6YZ3-sVIYJpCXK9
zRe7by)O%pt^6?7t3^@H{CV<y#@EzlMqP0dESB!tE4$QFfarWc)rzE=E;*vKTBUB}p
z8cw3;Dqg6R-g>OY?`OGWvJ=s#XaBW?yLOT2t3WYh3zQkBG$S}Pp_Cjm7sn#2;#zG+
zO~46r0r@aJ%L-%qN#MRZ7PxS1Rw5V>ziLdOM9_|S$VwT!yWYGS*jA|k`$((*Dj;u5
zXX>oAFzj`{EHS#4t=Ba8M2U_CE>DVS6n{cb#~U5Qsn4Oj%QY#rvWe3+@;V|nqLS!s
zOJ6q+EBXx5qk9+yRPV>2#YtCs{i)j09ye6FFUPJO9NwR=d9C?joA3E<jbm$(iGI3^
zT-M0wwXs@)nJg@r(Q26^UH@R5J=|+DZ5Tt=cGAYO`LbL~#m0oSwV;}=WMog^oGOEB
zf>Q%e^+5R@jIF_GjgvZ^iTxF2FV0rnNVFsjm4oKmSD4=leO15cz)M?&V8XtfUb~=!
zQ9;CPRb9oUvtHRL3W7WiG}!TW^Wn_*eM6)%mr>4m|BZ%)(*j;Bx^Y^ie+ShyR=s^t
z4sMscic@?CMOK(^jtD0Wt;@g}unnE9tSont9?}h_){MLAYg-5l?DJ`zI<2V#9k)cE
zx%BH74NSr<3)D3vq<YJy?&+3)ecYhy0R9%UIr%t(aSGWjH|y3jR1(aCxyz+=*+!}L
zgdTNo@XH;>bWiJ^Ry*cpZpDXj&z!|~-11Mto%i0YT|FP0t$K@tyB_@xuk-C0ehKgM
z)lUW)EN%vSuXx)%*IKZHhij#zhj@3Z*kzI>lBXN+V`i*t^gEQ6gjCAKvO+WY$@V@&
zC~+bKbdmR#ogC|G9;rG=@aYhn9)Z}D6?_Vv;wQf32R$+~yTTnddjt|{N5k7sp1e$}
zblF|-T1}<lqYcK!iJI%VtEpnM?=nh;e8lhXf1XGTX}Bz@*3JTH^$ZIsD8g!Z1r^!3
zq_w_<e4Tx|YNkvbGplS<-~wj)){oR4V88YVE)#yTv?p*3dlfO^A7qr;ykB2iJk)xZ
zSiWP5vbue%c$YZH?X*05Zg%+{tr-!t2SGambMNXHK@)EfS9|@`ti*>!;TB~Q4{0ci
zPo+~jp%t}h_-?^iyI*|ZOpQzDmFotSSThjz`3x9}mv?@ca+rDTz=GTUYo+Q_`TPc!
zCdFVK43Q3FvBAfy+GM*?g~2AhGBo^cvJK(`JkB?wVdn%EK}VpKp$|c$Tl8!EVN$!U
zEvk~Y?U<d4$o41Y=8?9a`>qB%_cgv797l@y#bmPKDimZsI{Bu-TRozwipH&!6}>Mf
zYl2Z%jq>DmK3ZAO!ciRG&>9W+9IZp)LaY~q`jm~Vd^?lY-lp|%yQ`xIWebzhyZDc)
zMj6|m{mCW$Wt+%_@3)h;2|~tmYGVs9Qe^LUGiJdH7Lz2<S)J(D_-`TmLp`lYerS!c
zYdY68Wj9x@LP)coh?8o@#m36c(#LMUtXwUcCpADazTocDJ_4m+jzEfAbYz>;G$II)
zntU-GDp>MzjwLzDQS~lknPa_Q#tGvF#sLuVb%OX1r;HM9IzH_4o_0GLdj};cz*07^
ziBsQ^N6=yuJfv{;=-Ee%Zy!I8Hdfm!7$Y-D^Vz<yPMZ}Y9AA<ZBLF&n5MtN`K$2Wa
zKLRmeu*0v1Q*d6q{(_jpIlNE9No@4PRjH}u7xhP=hza57&%IO3JS$cs3r*`(%ZsZi
z8JE^@*I?kt8^NUS(Lo8r!nW@!<6OU3vB9OVsZ(bQ@(M2JbnUdQygPYExKl=j)u`X`
zoUP>t&PT&M;n?Bvn^2*Sp*rzg*P$+&wL*9DcF%j4=uTsy=z<nYK#OtnK)C63FH>>N
znqL97zza>SCn_#)Pq<d~mYuXA(zg<ps9;`H5jJoq0R<0W7^kJMW^`*IEan!5vu_fU
zce?`3n;O}=X6$Gm1tG`1JT?y2I4PGJPG5vgae3TbU@5XyI#872ax}Sw%i<=(QHH5L
zoR9HPEi)u~9N>sFG>CweI_#V0%lfz70kf4Yi8p{J%j{F4WP@pekWD(45;_wtzcSyr
zi7;Ck0wfB{8~F8_{$~*%SgZ*H=L$ye2E5-ZK(^v;kBF<~GNt?G7K*>Trs<TEdxur}
z){_`9f{c(OQ0|RoTaJF843E|9__&39=A!VWo+1!Ix5D--#F&}n)+C*?B4FXGzl&oa
zGn6u{jFi@q;TzP4v)7nS@UFuxN0Hq4GQXZccY~@zEfGQGvkE-4bm($>y(te`J)fOt
z(jBqm{>5=|F9haYU$2_ryWic2J5A{JD9NTy)Dpz}-l!~apt{FW$$oIW^R>nM26S9x
z{-=H$XUxa0-G^)iLp9vb9dC$=x;ey69z0#KBung(_UeHgx)eM6u?ljY<Es;965`QV
zB+>R)kan|`lyqtjO)AV-b<j30Jelpo<x0ERWD9Og>hyWl`c2<!-Rix)J+*PhW%-Jl
zm^LLE$xhwq3y$syh)gELtE+W0zTq5(UbUPtl>=-ui7&oND>R@=${fMEf<mT+l4WKr
zC6_iu$cqmxd}JKcsqswqK1k`jvv8SKvzYb~3R{b*i+%^66w}hQ`>#078e$T9WBgGG
zO*ur|^N)if<3bIH{e7+A3T2CRGhQ_nMQ*3xMqhB_$bzZIz`^h$CNI_L>r~Gz+~c)G
z^Z<X73!KxLLBuH>v`D7w&&E_ACS5eoawd&D&p^zgC4ZTQufEQ#^y&0t2Lp}#w*h3i
zXUQ&k>Q7v|PW4D$>_M`!@R<c3A3Y9Ur`IveruGCQ@G-{>2{pDXphZ~)%YZd+zZ&e!
z;gE{P)y2zarG|^d-2;1BsQc1%1#PIU`*bu|)kH=4z?S9&uAQL@$5s~(Sf7As*ydcw
zv&7iJ(prs{hDNTRb9|mo>v_*c{>nk?#T~g&B06mL<Z}56kAlnsl+=5;1kIdYoO@}J
zjcB+&P++MmaIy7!jD&`X!`{p81Y}ly2oRy43)-QMkUiRE_%@)e-a_2Mh65sjw(<yM
zTVyMBaQuBgVD~8oAIN}07y+$}Fr#|?3c~Gl<J+|U=?fY{Yj=WT%45!F_L6-_tB*sV
z5lGE%Ot&hW<xp5_&KEf_-Q6Ba|4l87#(m=!?|eZvr`gl`LEA-eMt}3m82yYPKMd*A
zY9hNph=#vvCEB4i16<=;PdY1YKc|nA$B|q!i+OGAs~T-w^l|D?phvzfxW<PrhK2v*
z)on8><i{M?oVL#qC<Ze5xp6%TkQ8(N3as5BI#?sDc_$PdA8drjBaT49a#*7y5CvHq
zczqf07q&nn#q&E9`nLI}wWjSv0r#FdM(bd|@en;Zt%c(SGeH{*00$fmo+(6My&IMf
zp|opm0L0S$do!@zZRo)iAfdp23=T%;ZVQqrs^;JXaKdwqSZ!5-BM{Ua@bjI-0j1x1
zO*b~f^3N@34Z<UtHzt4j4D^QyoNv;5?UlW(3!&Wez%$Stg9iBdj$wmLpTcGz9@^ot
z9_W`-aJBD4fg^(fV*Lo(4>JS6-d6Z!W{8v{(C_^re+E<I!GCS~+QEzaiRi2btKYy1
zJ_1!uPHW@OU^DJ{=@fuSbp-A}bX9X&UVx49Oy->uSlEpB!+O5Y&w@@ofcIw{6YG>?
z=rK*e=vU~wtct4HIDwxg=Yh`t8E!k1cmN>=&9LS_zWWzMI0p5Y2)W;hfcS?*Xp96f
zSN?Y~_g@`O8{j0qpGZpfBi+Aqi}5iCf1>F<JkyVa*BZ>>JjQM|`tPFy`d86$%w0bN
zy`O#$AVMfptQu!Jo#md_&qy`O4>oF4HG*H!Q1KH4;gdv8He`9JthA{r^x>qg@otRe
zC#$z=tMeYjl~1L)y~@WJAgO%LFqbp9pYk?T^0ML(Z)#-pk3-wK4l6nEi_GDn9mDnh
zR?Uibk=}FVCE-^}H$RfH!|HvFvoiJkq_++Pwz^b>Ettqr1n1)-iYYa$sU20fGVRS;
zA069z>RI>HIEP#5_D=XT?r*zb;9q<27i#hj?;L@?7JO|u1?{+31Vn@i%wzH0&<(E7
zkd+7cE;aDQK8;^;8BW5UrsJ7jD8_iQXETAG?&dD(#Ym`;3p%wifsBAQf9o;kuoNJu
zMom<MqxY8=xoPX3HVh|Uatfi~G`B<&z0yGt9llgPf6+IMK{6iuEP9z-z6}&;*TUr^
zGf8q)v10GEI%i>EN}KP6IN^o$ubZt(+$-m=6FzaI4hg*85Jr~XOSJeWuPWda`zg0Y
zP|zupI7fQ<k|Ci(j3H=AQ_xe5gvscahct!;^lu33zi{dP`Qv}C7X^8z$a>jm-$^*_
z+mp$Rfx=|wF|3a~5X_zLZ>Somur#D$i+w)e1a{JBl7{6Ns?0aq?>x8%c)(PtFtp*f
z#L7h_gZ!yT7!;=*`@^`VUijc3GtY%H=gw@J>h+)((hfA6zX>16i=Xxw{}i6M=sHt$
zvZ)5&=rn9;`&?yEcT`Wax(Sh|%1~VIJe_c}`0Hir1l2FNrdWX`HSUMMIR*Zi-~TRS
zQ3_Jbr|B!rgn>0q@%C>4xee-FOrSDjBQ+`wzQ0*eU((S4X{vYY5XFV8e1tlkhCRRp
zhU5zmu_g5BAkH3U!f;mD#+4=cOmc|hZD0dp4mtwaY3-Sp5Ns|eJLLKwfmYXmjrj8V
zVF-NAwkgANU<8=K-~Qkae>%=-(E(z8g4NqINu0fe$4lgx{SBRfO<D#+gulq;fv>l$
zbKLPd0>yvJKLS}pc3gHmqQM)dR-oI<pHYx^aNGkQgMGkL^Ujd0Pa25uE5@7;c=hCt
zCl*iu>N14+O)+N^vt9-re3>y?4m5v(Gs3>kIH@_{T}k&^zUf-`r!AS;5%YU>MyO}_
z@et)wb-^Q$MJs9}KPk!Qrlyz`_ljJ*0cq=;W)Y)973oW0KOF$X<UR#*e>kHFtvD#a
zFiGmZ;G7R@;!=`lg}y8deMe+h@M#?~?c)!@M+iU_e=Sk$50i$HJMSHVV2Ix15Z?s@
zAo30G?c07zx4fy;gSD{*f{2+Bp=HqKWi<4Vm~p$94$l+?KLSA@FSGwBt(;^1Jnsib
z*VKUlrJMNB37FI8<2jM@uULa|f;13(DD;BX?}Z_Iu=%rz-v`acvzh}zyTw!RqB~G@
z4iGZj+dHHI|53Uc7GmoNxYVf%nvOtQCk%#QzfY|kc+(sY#3~mSwt)EJZ>5l11ls{G
z7I0z+AY|C94zc_LWZ=c`fC5FW-(e>EyD)J52E(s~A$v%{rQdK$u@9i{_t{lJu*Ql|
z91b4^`>l{VlnFNb+aP=Y4)Sj$%VUuJfI+jH-UE81h7@*~0OL2q5<UZ`5RH50|5lgZ
z{8S)iBAzMkcXIq%%G-WT_W6|=Rt0rP)EvrDRW?{WB*-0tQUE-?-<bu!p9D=PX8bE%
zbH8`}JCytr77SL-(ft!xfEB)1Et0DHfjhMRpb)?>)7nc%pv}#FAZ-0x$qqn-<v&Mz
z{5yjGId=JDiTr(b`JZ5U)n8WQpIAQOSLXkn<>9}w{1frm2AX)>NTKsKS=uI$F7PW;
zW>sOioG=MA=*I^V#!ePb&+XUsc=QMB<hV*uh=}t%mAk|-WQ&s7@I_1^7_mZAc3%uc
zN?N_@bwHua%Wx{ZFw`Ubl}nXg8yl_vq?M+w6}v92Qbwc3ISJt<eUpT=ERACaNoJpV
zCavoX87^9J@-VR6zh@Qjmz*9q!B;_7Kd(;y4I3(xF3Snn<4ryk8nCRmPOnqjxi}Wp
zX$%IYjjr1|V49~h(Mp-ODddFdjKbBp<)+-2ah@ouM+dkr2FTN<+I)V(hWk+y0%zg`
zdWBw(fKcJK4rtwRt*D7R=ek#O_QPBUJwI?2d~CbCDII9xFJ=|PmL@UDbUoHwHcvAg
zZYe2{n{C*8DMnHd2qFH%-@5WyG5VLCSZD=0aux%WGX}k4GX!gkE~q=@u<;-)?eqh-
zUdpyyWY3m<z>dtsEv|&ANTmfvMPM{U`3$6pBVv0MmWE(;DoQ5i*ZW8{*t2^P${T_z
zJ=}vXDkNDkf@8kw37Q&AW#udpH;fYWG&rLE&hIu+K8~nxO*MtASmRn6^7(MF(@w8i
zvZ-Y?g7;8|G`N#9&qE9hNCo&p7Rl`CWVRr>o8pgUJNcth?vgHcfc9?;+j3+tXfGg0
zK7L)EpdBWQRu*;0PfSTs)$l%3S2^X@qBr##<&eMz3i3f1*^<=<MsHdy3kqbC{9Bav
zs}C?odLDt8j1v#%@mH2#)ge$lxQD{{O{frPL6tJ`2t*D&EQc=GKI=`}G>B;2;HTRM
z?9lFd(FbSif;Hbc7F?K86X;^9DtvsKkEtq~skr_7FPpF=<C$2aJH5Jso|*zxPTyZz
zOEbh+8v#xv9Sx?m+NumB2?`Nyj8$EpkY9DEX1KShbV5_uuUVDPj%l%UVo&=m{br_n
z@;rn+YqPvwQW?Exv<DcJk-Ic6{bP1pHcQ2{1>tH^Hr;97iCRj}=Sx?<jKB8^U$I8U
zDcdXazoIH7zN`O<Q1JE*?(#v0fQ8Jp6<Zz*^JE+MIsAvn5)rpKvFyCgO*5ubIUfsD
zP3q9BaeSCqsSl!A7v^O9${((!6%^vmr|M#ER>V|z)^tznr6_RDR5ymBSZcz+o5M$-
zn}v;Rbl92^$3q{xL&_RXo=-EkUhSE}e6qK4vZ`$2vQsh0m>hIUGV`((@7&}q_UJY1
zGdRZ~KEpojjgoD{S*Xx3c8CJqmXA{PT-hpyz1M|IGnc!)v3N~<U~g^>_{DC;1=#c?
zbDBcgw#j?;ZNqvs11pA6TZr@M;h3@`5aZRo6oV+ERAUMA^|AsL%?WLHx9ns#uiAQl
zL>T81l-{wV@~(XV`RPD{#5R^#ly~9Tv6~L#OU?qt=GFZblmK-EZDPL@sg^(>w~Z}p
zI`gkm4v5W!TL^cnN<up_0Ha=f6QPBW$9@15JwW}dYwWH7d@%IvW?1%8G#d~lJB4p^
z9TNV42Xf(#+h0Lgv;{71OiZg~B^jOqSoYPwtj@{*6mI%CzEA5ng}^;*!Pfx(O+A&%
z0eMY!dyEebeE|MV2~5MR08`8;0*8}`@`+yWiufBTkHon-D$YTMdS5V*N9q3AT88or
zbn`;U$EQ7LumgI-r>sLVN$#qkg~T5@;)Ncwp<q(`F)MhUMWhMZ?>WP_j1#eWRYZw4
zm?x$)&pr;!JDU51a0V(@TA>T56f5(IWM(HwE8MOH>&#po-0OZKRJ!G~hrhzS@Ce9`
zq$*rRrOFi=pIyk%VIK4M)8T-$_}<TCJSithXHvFl#C9MpyBB9N1;quqK(<Hs&Fo^K
zvjt1=?LO$1&>$AvRh&J#+jt;)1KR=6V5lE+1X5u=0-Y}sJ@~)~9nT(j%DUHIB~sqI
zGOzUv=Rz4Q?tWLDA)_8!Y}L|8U%n=#6*Dy2g7<bg2X@%pGdIGNEi~`kV^{UWU+Ke=
z3XC@U-bW~DZ7>g|U*Yria#>C%S#L$KOg6g}d6QL&Nz@y)53KZ8gtBALtm{=hw-~Id
zdissh-~!;Kx7_OE5I7~kp2wITWU6<f+KmCFF|jJB!IoQmWo!|MnVNj}>mP4je|~;q
zvwH426zVu|ir)bIilcP6iw<^Ew~+5W_85;nh|EA}2}toUfW8?nG%tpUej`jWrZl>A
zNkH1ri74%FI|zg1{<{7CnrJZ%2ugDPm_>pxc7KWx$1brazHf^PJ&)YVr1kij?O;t>
zCexZQ<%gX3@}>8)oLgKg$W~{g-&yZ#$*(p&Ibg(+{+PypIxFQ#xYQ@rGgt@1q4IIr
zAd5~ds<~+HnR*siPt^>!uXi~Z?gycm-D4`1+QeG#y8Da5TimWHoATV5w2w2K+L^j%
zJNmk*QM<bG{@q?h@xgoM0`K3vFh3hf8T@(^8kuo&P+5g!u|8HXKvGhrfDReTG_)Rk
zl{Po8nJ)EXJe~FMTTcy{tDBn?{kymQhhJdm@POj4Sb9?qc6s%T_u<fVEkbvDwGTVs
zQ(Qql;54Pm<764tIQ_`N-e#cS=7VV)vish9KmfpM)S6m5^F}Ch{ZO0`pHbCD(o1JA
zQi0r@!hVfqCcmsW!NybP0rM^jfS&MJwnYBsH()Y0B<#~sUx+zTEE<4pHvkBG9MxGI
z+eOG=y9Degl6pj1z%M)=;Lk`R&{AGga=(PpV>V#n0w1QvTkU1ZWtLI7fgKxPD2;S<
z1rzTaZ;_7ws`*H>v^Ok@A-muf)MWWMNw4Ns^d8h!INv=ht+OgVbSaZA6;Hpil(n*}
zsIuZlJ7Ib6a0&_eSU+_w=|rfBtq#UyI(a-L6Mwq5uYxX3Bld1yHLlAL4R2e2d$B@s
zjCK_+kf03;aeYLu_1x6gu)vLd%`~f8Ta^cEW=eCm)Ri65+|_X?<bkyarSHK#aD%J^
z8KcNmzAr024i33l)!7)TX2=#duoW}_<_@&E2@N|WD>`n)6hz@mV#a@2!wZ52V!?oE
zxMFay2<)F=bV=P0Rqke+dn2t&uZtb=EOhswiz?1QKn@IeGJmRl(JKkEcp=052{8D6
z_{N_<NaxD<DytffwNRx8Y}f6)!!0P_-216^O{{6{y7!>D6d>=&{+PSbpQ-?eDuw!K
zG4s%Ad#o1z-Vl7Z@4F}Y$C}FhTC(zo14h<8I1w;8U~2{r;P;PR#6Q(aQtfw26<vg%
z0l?pz2Jh2ZLMOG3{hX1Jf7EsuR=J1%32eFIS-|&uz@ruZ{9wT65y^l2&5g#<il<z(
zsPD-C{}LBJGSYv7b8L_KXzdq1a^UL)SmJ3vU7c{+uf(GrIVPo$0-nd;SfKOOJ2xKM
zn4%Adf<f$+C5Jh;eRv<&!2{9oM-!)P?93|q)=sKg-M*uuGgFLxhoT#K8N|hLhP}Z~
zdTL?G49^lQ*D$!vj3KS0itL_ci2b%(Jf;dx-js@~w<_QnYT$Hwa2~A>cNUs40{3he
z*O|J+B)oae#wDaaR7-m<m&xdo`mxKd`(HJ?j1{`1?QhVQ?F$gH^Tb_yYf7E>rldor
z*&ja58dawuJf>3HbXSX%|4U;$^P;rjHdO|N=YbMg((@2~`GL1p*ImF^M?nl==0!u+
zqY#-+SuM4yp+}%7PdNUb>~ZV}SYp&D$RVlQaa0CqkZb=B8e}#31_LJ={^*pAXK#n@
zQ;!~pnC#U0G$K~_4t{v0g_DW}Ttw_ZSf_!bAw265$=A)@AK$^Sj_iP|Ny-BVqR500
zX|PbeTUh_`9T?pW$c5fplX$GlK52{yt7FgP53eB8>5c$DbOG_M&s#K17Ggc{#y?&S
zLR;i}06F&@dN5tE$RSW-1Bd+Z>h+JfFz=N%`W5`Uzv0J}wecP5%h$_3V(;8}9#WN#
zjFW^=!9#_^u=T}{S({i%tY{=Qpb{GKHW_YtIFOrWGgXIAffscLSE$*dOAk&e>9G9!
zx9hNS#l?uJ=o1x|qx7NY>rW8CT|^>Q(RBZ}LH(Po@PCEUCO=a87gp-_*rx`3ior5^
zWUFhX?^Fw@__Lyz*OTl`-ZFn(u;sw2Pb28`Q&lhY+*Rs0NWv4FLn%c(@5f1S(8gqg
zOusN05<!y%wsW(>7?O@pcX0?v6LbZu0cpNuR!1O&8G`)~&_-vK-av=x4%6zN|8)<^
zAi>sUKpz2ePX1CI{af!cw}7=zjbejD1`lI)Tj6d)FZ-_rw=vACK^ka+cB9Lq%Pup_
z?>kcRoHth)<uq?=IQ`kqde}ookYe2Pba3FUFcrv@+(YQQ?GMt`&*?8oX2NG=wmKkk
z<-x))mkn}US<)gHs2Rwnw%bDTrbAq~pz7s=JofF{O}Ble3CjPOz`}2B|Lp(+pc)_N
z?ES-sPFDa>lH2esu(mWHEpDL9h?V+|;!K^?j7M|5Tr)Qt>&}zZq))5~aWo-9fUXUJ
zc7!!<Z<G-%K&eAno$(Urt;$_5Cht^x0<U)A@nEiL3mnfYnfr|F*F>vsco*~U0CFyY
z8-;Ix<OcSx0P&4~;lSemC^iJ2c6>lFd8Nl15-sL*v1gKGJsTc02J+y597-cKa@UUy
zzrtJ&_+Sc9ySQi|Q_@aYjXtzza)W0KI*i;xSaP|3fI6=4(SL)ip!Us+Xv;ul|H=u*
z|Isx;@N71w4Z|8EJxMi^v!9r($ty-?Ir6^8q%D99siY%wvDbSsOw?0JKsDWvOoO#;
zo%)g|Q)2a&X_r3WhT38qe3v^CKKOJI-Pi)7b4oK68amM>p=PPWnm$uEjDkd$6)8?0
zP+ckyv(~{^n1UtuuZOAd>tpk$>y0tD*A|jKB8h};-o99*yP{gYIoTxsU`@KkZt!|D
zY+I;hJ#fC^J{yRj_xR|i`jQ&WS-{<e0i(mj4}*&W-P&5sQr4AMS)`5IVD`cb;*a2r
zg*dGn`+R`K6=UCiUNHf<4PbH=*bvWXAP<9~y4x>@8XT}17}=f{7NpkTi9)H)gfp-j
z1I`2UeqTQ$n-QcZQ9=6@vwdI;s9b}yuL}rob#e9*{9DEQ{hOCn0u9L&Fd!IK?T3(a
z8W3^@?=uGuw{{)`feBp-lp>|nI-Y$C5&n1tatyl4a$r~^6r2aMS3LmCTID{?5dnh1
zf51QIw&mMhk|&ZKp`OIUW|)qhwHisyJ1#3X2t5<muE?mI=MvXX+nH;=!0-(aLZ5Kw
zF-hEX=&g5i%DcuTFTc4ic#vS-4`%oub#?V6WYX0*Zha$>YHK((2-r8RR-+G`9<9bm
z^!lD{NI=uwcdI)+y(mg=zD8Z0fa&zhq>X6)IC-fwYJ{1-jUz16)BKzia9(5v8qHfa
zSoT<PWGU-OfU12_#JT2rS)!*V{QOP}=uC>&fCGCI@^~b-{n?ZtH|foQvlbt~;|g8D
zFB9h$&|M+fs2&>e7@UMxUgZS14t6*tkBFD4Co}BzupQbNNBPKiQj_j75j;z1Lh5b-
zx)08IC|D_5D=#|hnaQ_Q_V-)GRGPipT!Gu7w?#8<IYgM=5U)nO!Lg%JT77jY9v&gD
zMy;*iMkVCNN|0eP>4X5KBYFtB&^?LY%f@r?Tm@o$O3;J(`bqqWNg7}Sq($O!F_38*
z^yDFE6}sM$Ne9?5|J&t%G4>y0m>iE0@Kv5idciw;t`k3SV)ikI0+HcUO5lSH0iyXA
zT4oqn+sQ9QL*uQ~U-s0$G|V?dqRH;PL_;5By|qibwU^`JHB>_-%5N~xi0bZUBg;C)
z>}^OCkOlw87gb2l%7y@0gXf$>&kjp3-j=rD^=E_2pE_t^UQRM3`-CS)`^DgRUh4#U
zQ{+8GU6Z&6>#kjCWWZ@ST^03ar;py#I}cpRvi$~_=b>EFgv{q)H`1cwtC!SnKQW)P
zYmwQq*1lpINRXBSq_7-cox(HPt;Dfm085eWoJy+N;9)$>)q2Y0$o&jqD>G*YZk$!K
z+uySU<)TTu$Lsh!?_7)RTtJ2P)#eoi;!pais1$sJ{Ja%kk2UU7qll5v(*T_nXcGl8
zd9s<x3<>|`*K+JDy4i%s)BRJ{&3~nS!S)IUIA2ZzsJzLDD?bAC=x0^QR__2%JYb%H
zvH|X|ck%%glYc_z{cmVXKm$ae*7r`Z;v3BBO@SkM$C?}gbY;$oQ2eJO@&V%CcV3m>
zcHXex4*U`R4L|;W_j}?W(70{#1A;Tj8-HYl^4Z3Bfc~}%-o_jX4?VE_i=*rRP+k6$
zN`0b2N=<=1=h_niWuGNAs<iV{)QREi);+PxuCK5c3|t?5)x-stiu2-`rz{bz>+Jpw
z=$34e9SmdmPH=|GlAOKPfXC~vFI#NR)4lZ6mQi9n0*M1DmAh#3PZU#=(Zikd<zx3N
zcPGjAOd6-{f-izMcA)D(xY#mpq@`-aaiDR;7qYnrnCwsz@E^rsAmBrJFmo1)S_HfS
zJ@|4k8i79p?HR@cX$~vKJ0;&(90w-<X#eM~N1z#g+#z(<;7>h`)~=0-^yD>`twI+z
zCh>Sm$nT}S2YBWqP^$rOxfQ4be&_<3w!;A*g99<2BhXMbFx#te1E}+tBT&y=;~|de
zk0SFX9ZvWN6b;|p2G|R-KL~AZ!~&flKz!&3RHRk@;LbbM4E#VTFj^<{04wlEQFtDV
zH3tGmkOd%obOyQ&co8C@7)E?35DNux1aqaGz7?W!nCAeD_8qH6Ka|ZsL4L#v;DDk0
z0dDRguI5ksK?nLsJX93$$xLPcQA9k2{tVsEpsN%rMLyfw-FX4S;Q_;TvPtWYqTM;b
zNBa|aKf@km;YTI4w7#YU-opW&n#Ks&niAcw#fEEt0`D016F`2?ufYF8R)8bqdq%%c
z8F3D~?&IMzC8HOBN^a<_;~|6sp>3@BB)!BD2yE?h1Ohakq1ThsJ+QoJkwh~6DrY6U
z>GvrNs1jK>IZxF_e>)q;FUQ_eLY7w_nE6=*Z~%dS;m=M?uma|=W;JH&Ok%Ij<VGI+
z0Wg~$(uIVceSqWsAHv^nsQjz=`-6A>cUAl%cm5k!#cnI)H+k?Ei$dQ<vn!5enME~1
z&2^p*V9H}o{#9H_W2I(9qc@E=)LIT;@FlJCyfKjwL(UWA3S?EeV^VgaOK=99^VG^5
z%z~9wf+#{vDmKW|c6)05q;rGBz);Xt!cSy9^i#0rBI!1VH)AxSnpIS>o+BB8VShHt
zPpj0sq~t+qQ}Ya<3ay4>I|Ux2qqzaQ?U&E%fkESK?5D=E&q8_BxVZ!e@k0K4DCd)_
zGnecAHHgDp7vVHmJzaEH(w(c8SshFsi5?=ZpBf09jb5et<R{aJw7v>C_jxTiF{33n
zz`v%yQAj$58lKCxo~F2+RW*=mqDKlivNU=v0Hr}JqDh0v$eRV&eja5WM<8uTB4Pxx
z7Da#ttm^i_US2~*^1bmT`v}FYT!oIN_s6}OY3st{%CckOz!{9c()b^YEDe0S-9SYk
z`{jovJ<~1HSjY*i)g=ty{dij|&2R5l<Ks++yWP{^&5hir9*=fNIv{BCibC{BX(z@X
z`%fb4g%rGlLbRM1TH3XO)7Dzdg2xIUiqbjsm$Q}INK%b@J$+@<X`c9PI6atUkbC!i
zN~scq+n^Y5Z9szU6UkpygjWQ=`h$op9J#aVDp5^5P2W>owlCP4V;1lilaD|FjmaQK
z94Q-G-#kCLsb{F(oYS5=c@Fy1g#nMFp>?+~Uj&`9N^S!&Yr}H@(g-A_;<j$Zr&A~N
zPF)GAJ+M)PNN&u?o9=pDVfMRb{Vu~(FRjUd4SUxa7rpK3m?}R~WaTW>$vu1OC8rFn
zC<)Rroz{u$O!gCv7%7oBX3$*0DQs=a1T^8W$ZekJ<G1-ZvmMeF3yj(GEZZj600Et|
z@|QC5*o&UdGH4bz`h=aS)0_E}4~Z!|e==Cp@XBywr)`(L!H&<{3<-wW1ADV%!3}}E
zn7Q-~iS7_#rK>}0(!ykQb$3e7N_rXD`ok{{%$>7d_C<FnNqJe@wLKpN(m5W;d0Adc
z)JWbNUb!gn;p3;1O5?(&_bdix>dTd0Cf(quO^DF&gj3O~ayyUeG?{$ZAHJb>keyd_
zu|Kwu;!%eDe7*}u_w!u(ot2KFrbU}l<MHaKk29vTIk(3G!_&|RYG*L|ZJqg>p2D#)
zD*u~8CA{|?!d#Y`bQDzLWrITDg-auE-dWhR-C^2}okzHH*X^5!t&BKhJyGLlMb9il
z-;Kv}vvXz?k_7e3-!Nt+-cfPNCn1L4xs)nxd_9ijy5X%<<<0loZ|*GnrZU!@7~_4C
zCz5&Cw|@1Ve{D;}0Nbt4Mg2CTzEWOkubbYwyU)kMT86SB=7nGPy9TgW*oAfK`)bFh
z$OCr}%{o+}C+ZBfx%>-tg0D?4=55^kyk=(9-aIx`UjB*IGoV-d?aM{;Tsan2z8-x6
zYPvv#kB{4}@M1@c;ZlBP%U$aMX)J?l?HBvU`%>w*o;-4n?BZ%+Ut7_HLUdo(L_Yue
zs7W#8S=5!yjhW2Es{=)=_%FMqqJSEb^2tBzoEu4($kbHa;H|f}m36XQ;uw&|5x&Y{
zMTsUZir-Rm)9vgo5Fjz>SArBsx~TWPfIBAQH5`{}hMpHhcpr4+y<fQ2Wk)psp<}J<
z!XtIhK_iXRk$j>|=NKX~x0m!ZsMHvroP$yVi4<`b+!XOgpt8p9dd<386dd=E0Se^w
z9Nz*!Pp|SYlrRy<1G~3>)6=$C(aY8d&4|CayI&Moy`wx_QXv7H415N^(6M4Y8IAMG
z^1sd!G+MT)Hgn>OgBq9Y6hR(QLRu?&GWrxoEGcydBY6?U<Krf-YY*JB@%^L#0YVtN
z38+@OKpxTL$9lsb^Lx~oRDU`^E`$YKCT9S5esMokaocvj4mjG>3am&#G?lOcBCQ>e
zUm#5!XKW&@zs|q}J^ZlF6*c<Y731le-Mr9wNB4nY(22m|3f(1Y50O}67mC}%u;oTZ
zpK)_LxGp*hKCee1)SqNdOuIesz^wLkicjM`4zA(^FR#2Y+Y3HSH}BQW#`fdbhs29T
z-OE<0KXtj!T`1*072*mp>{C6nqUhc45*W*ZA?8cA7e-FGh=-$9DqiMa?3#ZoMX2SK
zHetIhSJe6dXN)=fGT%RCxH(PvF=wKK7eYVC(~`xG*c+8sFg`wha-&*O<P&LVa=42W
zrtwhVTBX>h!^=V4q0rQH%9tm!F>^$7Zh=VizF^0j*)Ar}QrL;wkqRSPTp<Nt8u+jk
z2Gstl-NLupK9A{fI`*zHci?O`v|!$up7ZX;$OhSgPzj=W|DbLl@!YF25x-c(uwZnT
z-mw`@L0kE%ICn<4GbIK3^vuVPny$~VuxS;8rj#|3^09Z$a=h2L9=Rd&Wwvb7SPz7T
zZ^`Zn#zJd^dqQOcc$(s9sR(5kRsbdzG<_%d+>VNL{Xv?O`*Q<>B469_NY6$p$ZW<E
z{2P41Ce_P&yFnsLf%!&^MksR<>@`wm(=Xbm6umM-)72drz`3Nl$$J4VS_R_VMO?zx
z&$xE6>O?iSRao1eGsK6bgBJ|32Gda~8BC(DqpBNgVUpUbI%cQhw)-@DVM<@0d;*jD
z12>8w13#&X42v0|Olky7PiT3rjntRWC&t=)+NoS!;ea)}xo_&$O`c5^aG(lhBW4__
z>A8RF;7a4*cK+;(qS>T9mv7olT#-V(^VWw1+?5*aIZM{@*g_lFv$gplk5HcFnk$h5
z?UhfYB^CH*jmNce1Er5Z#NN){GbCNpjl!)6CHmT7<}QCqX^&Wrp(%<F!mEB9yVvz8
z9Qtc>#jMWU_J=pwnBlpg7JcGp15TF%W;j1t0Q<s{2@W`;@G@kE%8uM=qs;50*3*vx
zEz}rTt|Ly!F!ZedgAB;QwO6P4cf#+Fg*VPpC5)05==<UxDpElr6djgU_~t$jOxDa+
zJu9K{YT$1C918Z|_U6)@n=4J4ws{EYu3wANq@%KB#iZI}Y-8+?Kvwg?Usgum=BfG)
ztV(5Ldwh6R8RLTdZqA--S}3|3N{_b9M|HCKh??zOd~3ID^v(XV_axh{T=?1r>KkXF
zx+|(&=i{;9%a0Y$ga-G{b?V};IViRJQf1+!f`t7-N<eQ$tJf#$P}9i!#W=6rf)&=p
z$BMlH&P;bDQ+rOqEw>FG)?vBVwC>Vv7D6Lx4I+3(!!*Yy7Se*p%8F~_km)#Wv<L2#
zIZIkpq>m@(#n^0Zo$(9^<#MnDdMVf@r}*8BUgxu%8k@!Vj~z_hUkdCvqonoD2YkW+
zxl8MH;0>&nE~TmoVVaMS3~`%7YiN@XdUqx=>bav2&&Y)QNMY-=PCH$F2y=MCaJVfq
z<{XebH;0~w0ET35!MLVcn<mfnqi@oHz_N~v{4Gx@zz=!OAc9vObr<-^Hpj+#9FPTa
zUvM-1n>BD`c)Bq<I-^beULZa>6Dv6PSv;%!ygBIwnC0i;1|@%w%VQN+8{NC8VnfUI
zrg9^HIjCNBCYhF$onU*rs3>R(8M&S0%s_EEeM|T(Qz&75a_K{qEgyCqu_A;XNvf!H
zZ@O~?dWw**YpiRG|KQ^#(z@%%4}KAde5gv~%5mF6_L-t>=ByS6R|`gFE-fk<nq$4k
zI@Cja4{L20wlhhHyVh5yF#SA4b!N!%i3}+D4vBZ?fttU60{($KS>x04dsE`~xmhu+
zQKH*avsKP>YRDUHT5~oESc<8pe&I$OximrJbWe=!NepiRN&Se{T_hEiti|vxHtyt2
z@mBEtO@CF10w*u+Qzq%8N~x1F%Mh}<o8k|H<xkhzyBFavESuh;0R@^l<tPAWlImB0
zOGBU?NynEoAxvfF;9O0r6#FcY++&ptFxYvPM1TuKtS0KRry#iK1+L&>ywCEu8iJJ(
zr|H2JNhV#EWG37D(izZfLB{<?YRobMwhQ_-5vp%5cE;_UsiSJzUxm`unL}L*E#LCS
zwcWgCcOjj-j=TMx4;PW%XHEAthlB?hH};~X&pKDL3>1eO1T_l2cIGa!+_f1SJFOwu
z2V562+rZ%ZFbkWuaQSm`R&Cn(d&)OA`|FVgy<1&Uconzn20In8gLnNMbrOxOHg84E
z=}%1&bUCltXLnxXw!&z&jKrnR2-`6)8NQ3w7Gtdt)*L{&CrJ;=vGh|V8C6StkXe3v
zK2h@{rl5fOM9Y~{UbOH1UA;Ry5)Vyh(Gq*6Z%SPH)q*#RY+WYKV0>WF#cMb8oaZ*O
zh<%Ol%qwt4Wj?uwbzF{oS**2Xu{s>IIaB7DArYhGStAUOcC}Je?E;_P@tty8RdMcN
zD4SbkQ8sUeurgjAAbnOms-0?f1QOePFOOpG3RcIMWuu;(ry9IX_8vX2j9jJ-G_SM6
z+G!5vh<iGKp9W5=6{G;7??qK*)R4IFK`j}?(xqPdTS``Gcd(e5-GdRA<kJ!9`D<Oi
zpa{>EOAmP>&OKykzn5tgZcHC5zG6L)Dpjq$X&1|VvUW&X0CAhCzAal=C@zQS2~@WU
zjc8YLz04wf+4d`{w!-FqhH{Um?WZdi=Xg&9MhG*kH!JdOMd@r|TO4`ANZdF|@60~w
zHB&Ze<EY5PT;IO!{X*u+gxIA>b$-t6B3LB;bTzs=UoNuT-%^(0y4+~^Qp}F4sBDix
zw3e$Ir>@eQFsNd{yK?8?0b-FO(8NYNRI%C|#?Mzq#W({)=nCwc3q7gtR2HAc-4$=E
z_l%J<8__-jxz`Wmj|8Y(J}+9-f8opphU$YhL!!OGYS03+SHY(~{-|J)$G~x#o7np`
z=ZMjsustW2;Wh(0yQNUxa!gbzqtZpK=apDBww@K+_LP!~b6F95w}2rCp&U<4b>g$%
zyycdCJ8Sl)rhZkJ+uRXTsjFx&C%eJ-QH=V=Mtk)O!cJrCW7OcVn47Jr?Aeb6<|R5)
zhqP93<u9!_wkaj{%<5Pwb`r>^9`e}jm{Kz9de+7aiUc6q{hwmZcr~v33A|@tbbW&j
z)<&D9*Ef45*f7PnC<onq$ZPk1%KOf+rnar!AS#MLl-`5VK~$P_f=Wkvldhsvk={!{
zHX>cR(yMe3rAkM-0#c+4(z_69fDrEtZp%L3*<acF-1B_*xjzC~D{IX%=2&yhImSEQ
zvC~g&BN@z*#^LjUtv-KNRbDjTlofe}<a2x}<O|bnXiG7Mpv8Dymt9(G&kpKUx)4S!
zn@P{G;P!=zbSUld@r@~|5WM^PDod>NDx!JQkND!m(sE<O-Dq(V><xB-D`7^hw>1No
zzu@B8vCC_B<WAZNWW&3X$QVa*eIzI$Hf)Y0fd-FS{XG;yrBSVutr~aJO=M}IaW&l)
z*>MBoa>paC(FiWQPYFl$S5h?#N4ri%mtps;w}w(OGr+T7qGl4@bDJD2VV{FwZ5Cxk
zz_!%S`;Ca{IhKg&+q~SA40d%YPv_qZ=1&I$a@~_Kq)gpM%Yn*H_ft*yhupW~c7H1g
zJ3CTB5fcv3BE;E*djqSaIFTu4<l}UGF)iH}$PQ8xK5G@SoAK4pV$QcjxSY`)OPTuk
zWT%MkFp(<sbxvz!$&IJ*&zdWBe;#V%x{cjFDgr}*nAn;Jjwh2b3*~Sd%+C#HcTuxw
zWwQUGNonGZ8yu^*J=t*IVjvbhr6B`Rw@%-E_j&i7b{RROcx%~+Yf0-(R%16kO@{Q<
zP8MWnFp(1H1e$Bw;Br&hxlY27i{69_P0)G6hb%#JbNs=falw6>ZwZ2phx&jma(d?e
zn7mLrh}+KWXq*I8o`8HnwWIMf4xLEPBVpTRnMoP?C=1B7F85xm*6qyc-q<jC81Diu
z2<ePv32O`$V{^Vuy9?re5%|iDe&pp6EMjo#E7G<~Ad;PJ_Ad2F?o|cfgric|oao--
zQLaiuu|-z9sSmy+WO#~qN1@AQ5uC7Hl*@5~G^C#l1EKQ%okN#c2rqYHtDn3+w?aW;
z&9F<Fa+VF$zn*Sb&oEtz8`_VJg69-(u)Si|02&r5#(wb0`zE#c11E3<N^yUA3TJvq
z^^qC2DZ5qplfHWn84aY^yU1hjj0vU3!SUhvLX`SK-zrV!Jmb&j+zj(0Xpol0U9y$C
z_VNMV&2YoZ$YsqChbja9TU4g=X5x=)NSem^dOdh=Z*)7oxJj4mZ`(a-1RuVZ>!E=h
zdLG^UGSbPNjjoRR%Ue|o{r6pJA9m_|h3$u3h<au8sXknVP8$Z-2<5st1`9hS6DBZR
zw9SU#R|v;#-E0QR@b|*D)Ocl8U|E^MfslC*%}F}mW?l1={tE<Sdv?am&;plB<?GJP
z^mH`>)U>sZZxS1V{214ZUWBj?7O)gmz}R7DJyc2#+uqdT2-b%&?g3NvX`^Nm;3{wi
zCOcp=^YhdtlU;yw7zBmAfpa9u?$8ZygrS)cr2gnyBVd6BfMZ0X4pISwxC~6$JwUtm
ztL}b<ICyD1Q2r9u5oSscz=Y|bRMY0md+0h~cLouuh{=nnOkg;V{a%M&F&vbBm33EU
zR_1jW0O$dX%x|x!lF^u7>QMfrj`F*R?^T4#?wol&3qvW0vtvB~Um=IUPq2*bh-owY
zdzG9^s{w~Sd#XqEc!aM|n06Sg$9Sk?4gX&u2LP@di6QO|L~QOMzCyghP}(0yNe<FC
z(vPaKlL3%IHeg-XLH^PPIOs&yubnXXr4vl<CywNlObSeoV5^NeJaQrY>{Ah@)bp1c
z6oy;>r*$Ythyn1N%paN!#P-KV?*A?*BQO@RM~w<Vnl_&g+v>c5ZBh<2$cwGe*>J*J
zIGGc8M2xgnj(hg(X^TuJ>hLM!8yV2$V)Qs*9=6{q>vt)i3c94VkM`}`HNrY#ehwpW
z6ciX;N8xEInl@5<zB}8y$MFj0wz$J$qv54-BtS4aKif8l^`ZPaWWcGTeWWoVN8{A~
zPt*pCz)$%BIQ+I#6J`OOJ(T<j7Jc~_J^Ovoe{bNQ4beXn-+!hwLX1O~x}&g~`)i4?
zKPpje;ZbX7j&$cgj87fb0rf+Nup;;uU2pVVZNGKk$Ak6<tvBrYp)dcf>%|hVIvk5;
zPA0AUuEIH3Mwe92gU4@b&sWTeBILotj(rfVRENAY+y%jdIHyQ52@OQcxLtCr48Br)
zBH8640v|Bypl&Fxzep+@xRU+AqdWB00Fr8VC({s(A(LZbIJ0Cgf0Etoo4xk$;_*o6
zw{Bxy@?mcJ{{_kkYc#@sxZ`Oz7Xy*dkuy!=O3$s+T2K+v#1YUtEu15TEDDyc51Ae?
zS?JW^qo${fp2Rm9a#zKBE!?#WhwYf*4!}((&RQ2&_RL1wKjyil%%J@y%&QdX|F*yr
zEi|<(5;AHW-6-@Gaxd<HV_-_8%H_-5+iFq-&{Bx<e-o^D?5;Ni;97rpj{zGJWbRMs
zMGQOtj4T1N&jS4Ac)tfA{VBP~ufMCfVZm~=rcF*CjT-x|r8oBKD{j!Gqm)n9>I{mW
zD>T!(zN=bpHqBLj@zh-H!1N>ddEg!2LNp(*Y(;w%Ks*joT`ubnu8I$5jaEMiDYx@&
zD9RD1Mp)jMd{W@}B-sAC(<K?rW0lFnV0x5{_eRWP(T&ELe=Q-0uhdCzp`w4z2%-J@
zPocnoM-96g12$3!i;X$&;<XmHfrmLoi^3e%{Y7bIu+;>WlQCZe`KkxcTyCzzYidT6
zt|rp~1L<}y9HlRQ7NF7-uw4Dl!|4|)VBie&+nI@@`Awhx_e1Ojr1!LOL9mN2mQ8`g
z7jpmz81TT_c!3q~a94tEM~aH99?X!Rv6K&=0gxX1?ri{H_D_QwJU`%hf~aI0_<DsX
z3_#rlK{^Haqz#r?!Ui$nfHMI?mGz<MOHe#uyHJ9H^a`l|Ep<QZl9&Q`%QbO`1b7bQ
zbO&LSq6~7d5gVN4+6v_$dXe?DKo6EOYOhS3sGCK*uj^BYe0LCVq~sWG>%PoZk<R=;
zHFWZFsE6335uu`Kw#AhIT`P2%h&FgppYd&^+m^+qmRNhm)>er3i$np(!4F}0i>w6l
zaQgf~pkSr)b0|`X4lV=-en$M1DB_oaz^!fjHn=}V6ZXq6{I9P1`Va$7+~>L<{c>b7
zq7a2~dONy1(1Qioem~CGW3>6T&ijjA=X?3XtCZ><&%pNP>~$?epU<fLB;)yeag?M9
zCQl<yx*e#+H6sm6l3?qfc3#Y5#HKFc6+mo^NWC~@CZBXAzTj!k5u8um*brpW4jNfV
zVn#;4H8dRSq`hQcdtKfOmoJI7IJQNcD`|f_sHv!C^RQRxggfn3<Y;}dqz{=3eRS}W
zo}}9|QJDCvq0Qe=%9PjU4A>vem?VQWY0?D73vbS{mj`-7W?CQ9YtU`9#8(%!8HUo>
znb=&1^U7f_8vS+=oSJt{rX<#8KjiYP=mdsLtQ?Joz6T2P;|kt2Y0rh7h%fN$9*lY?
z*z>E8BD(9*ov`(s)w=o5UM4k+;#;QUVdj@6x2fSBu61Y*ck4YA>^WGqd@F4*!*o3O
zpl6kNOgvp?Pgwxyrm_`SOyX|xAsVyFz_Qe5FK!E5k?baxQRUxn_7%cD_Z9NJ{2%Q$
z3{Q6Z-dfmy(OQ^lIyx&J%rW1~hktLk8|Y4V4Slb{+a*3k)F$G)R6vN;w{{oFcGpnt
zrjIC8cuI$DBmq#+@3JsQOls&I_1#VUXBkJ5)g(WXEGQ%BsP9EGKg)>ywG7a=@15sg
z1ht57xyw02|GyXQKZqrRY5z!FQl$<fyMBzEj6kDH^{We2nqI^0MG7!o-Y((D4{Dm3
zp3R5JGR4yraTEcfR5r0r+G_38v}?gn>tZa2F%)P`<+Ck(pVZGyFw`4+16n&pQs=Xx
z>THe=PhF^XZWi`PI)~({IgI49t@@$@m4Nd1;m3a1D6Tl6JQ3PD*btx(QnS>rhgQ^{
zUvCb50p)oiTY&5>6AevOkdtSl{9Ck5?DK(}uuuvp)F+Yb<*SEU^y$ZHL~4Hz#6GeV
zr$9wf+W3Wmn;aos?@w=26>e=6!Y0jI0pZ|hEA(;&olqfu?40SqXU*(p?<_UjkwD*^
znj55d1ND3EECGz>C9_U)Ldj;z%ucGbhHL=WtW4*-#ZN+dH<r&N=wuo|Zq5N~QvXd=
za6{Zh>HvW4jN_H^Rppjux0g11Y4Kka5&ip>=0pEbX7Be~MgCbO?DlfNEgDr~rp&7H
z1)6DtAZ5_*A-`M4a~20}SzX9FWr_}ZAlABBzz%nrZDm^EtwB-QY`Sn68%KxX$Ykkm
zpEp!qhlQQO8njM0rOz^z9z{Vv`I{l|Se9=W7*ew6pc9?<QPI_?HF=L%8<2)*;M99?
z0UNzF=Hx_IRd{cOwO`!^I8i^kH)tp9#XsMVdcIu&|J?dPUrnt?#W6r3knIHy0G@c$
zC`g@rn)C+P?`~d-31-W9u#@7DYQQaa0go^3X>YIcwW?8xG+!yTj{#Mj0sYeztMcxq
zfo({xnE_$CrkxGSd3`&Mut(dRiORB@MNB+(IjJ(&nKh-gOl4cogaf`!96hJ8&4HIz
z)yjmef%ki^-<51<UEn|vzjG%F;~X+wJ^%RBR#wLcjvn)kxD|=|H3_B!oZjMUZZY(}
zuy`ut^OwSb!z!}VVY=}{*>W8ecYRt#iTdd|IAgd+Wk28cmbI8hGZsuN>3&=h(B@*Y
zjVzU2>{JWmVg4vLoLE4bxahg0X4bop=f;-N&F3Q$H0~=!+Bhji>Q^lFEOGP|;n-B*
z72)1qbAO)UQ$)AseTLMMxVv@J^SXB84Bq!#ZPj49GGBTdg{NKpaqIbPO=6~FBqaH!
z=0?@orORe%j!`P?7U#0>2CGV4Apom&Z*J^1LSLq-dyj%<37+V*-Go*I!(v;TzBdqs
zVT`0flRHfSyQeCa8^O7V^~jU%d#F`oT;seYuK0z;T#A`3C5j91_Tm2Z^>fQF1Tz1C
zuCalgLCgTGqEGo|;fw>?@-Ye=T$n%;)+IVKW=$J<DhDL%`C<q>0R)+Y=sVRj4jZ3u
z0T&<F^N=aU`&(icKS`a9e%%ww`3%?qHa1ls^YvX6=+K}L{R}IxKwmqKvVC=JFGn0U
ze8Y0G-vL$=zR^mTrx6_{oR^Simrgu7MK~M1F|xGdr55?#m+4~w+BDCosw_I|p^ux$
z!{Z;}f#gfO<W(9EO>p6U&T(QTT5(co(y4ec`3)jSO-^RJ^VAXXzV5WGerU@}IoWjL
zn6YbD1l7B4?c3{$UqbTL(kN&L9*^y^%iv}t>zGKBLfUm2t9Y*nq6u|T`OQ`(y>jhQ
zzI&=2h4>}W<fB7tt1oy*ThCLD`Gkr!+mCZ1C2Q#-dW_5EBv-?pg$IuJg*q%-ReP=4
zCuh0>rzB(9v@C4v!&eBmPG4AcSAvw1F73F#@>DsGi<Y_VZa;CU@8p@vmFf$ddQ$W9
zry2*=0st9C)Ycxwo+i{E5(4r2963;6PJ*9wc&mu<x6%PeHng*NS`5cvNR<PXAg!0<
zqO;p!XR=?cW=xNkQ_CHu&nA^tS4^h~=f#qf>$Mf9YdyHmU$mnn2y4mJeLmS2Y|`WW
zcI54{uD-UK<b{iPXW9zv6YlwJ7pm897L@<iYwjAtIA*)TUbkMnMaFzf|B={v{&>Hx
zw!0TnDnpYtF`_e^?V}%%hKgyHi)ohBL9WsY{!XX7iBETzx+xYGTNaq}j*am7K^WHb
z?e(EPTc|>hI|x4H<8u)pe<{C85A9Idyx;}}3li~UHBG>7G3C1Z{fa}*LI5`*X%a@n
z1rkdgywfh_(<!NXGIsxJ0@24N4<VX|Yd!9~5E0KMuJ^k3>1ym%iL3#ls@9VW(h@O~
zwKIlU>xCMqzNU-G76xoj-mLD`HNLvcuRs$9qbX3fzlMYRkcWtevz#9OA?8Y&oRhJc
zK~z6Mw6k!8k`~i?cTmdUYl7_CmC7~rP<W!*a@=gK|J^}eJLOMCx|{s{`GZr(1$0&K
zkeur`POvxhFIpH7{*+H_bdy20)@satufJkAPBoA9G*g$VsOc2p4W8k}6iH#bxA07Z
z4`^rpu8fQPBG-=ldn>u3m$fm(1yI?tTjVO5C%Gv*Z44O(R{4`jbvjK#18F^0sub)v
z_Ee*C1$9*uhnF{%>GBCLh8&ct*;#gfsbv`dWKd1585ZY_WW7*=IX~WRJ!wxXV;&yK
zq?vroTt&ylZrmpQ{qq~V?)@7Xg;pHVtm+YBp-u>D0~(rmI<@zsF#+B-r`ua=%sjaE
zN;rLky|xe>{m7PR^7NFB-V1x#0@iEICLUbfJA^IDaxySKk%JfVB%$Y7oTYt0nvCTm
zj;$Z|2W=9h07j~1KWyHh)D}*Hn9;Y+#yDoepUkv;g`7w%2LvyqFhKA^x7>~ah@g}s
zN})A_LujOXfIK_9)bUg^ur;Cj>!H5<vj}>?es8oJzo(r`y-^ni-(bSN>#}jZ|2R+S
z3p7sbk$+oaRMNqzH<vta?vKINjTZnuK*jMpKH!vakBl3809u9>iI+?yU>(1&8Fm6-
zQhu|8-Gt6+d)&xCSS^NFRhf55$)%e6%l4`Dm#yHJY!$b!Oq9<Fb_d+xy)}(-gU%Yv
zC0t!BONVW=+wW-s2Re`AoKN(Qt5u}IiF`w;5*vCa2K_^}sG8B^3?FrrE9drKz$dMT
zBJAp_y1X90K)tM6h_j^cjo=;)9Isw4u0RG;ccG=@?Zh9Ih{~i$6)ko?n4eeO5J=6N
z*On1|xv|4*@Xk%6UHtijo|kuKv%5U=Ix$R3R}7YR$dQ7^1j$$S!?g;~j8j$22Yl2|
zWqDhMh4IVbZ;P%9X1Mz@kGwQ>5_3)EOKesj)yPQgc!)|cZFmLSA<y;@h9S>WEpVoM
z<m+CgqsuQ}WtKqaLJ7@UCHp!nt(xLu`5tE1I<nZtc~MMlPh@oo?&B|_UGUJ1yvE*?
zj`;@G4R10q=VLW`zmQWrjks0D={7A>)i26PpX`3=AmLaSk$vz-Ax1&<*o#w|>pZ7L
zIq`)bOG{9?1%4E#?s?L&_<>|AbA2bm!RnHTmetU)QaAR|R{n$xN7WZKalzq|!=twr
zH<~SvNoLC3S8cKMU#Ad1-|r7|txI$x&8ekgq|>pDo3DmXMy6W`2uR<29<Zjw^P#JN
zWl5^=@u$76WWg<UeSx<LhjpsB*-lv8NNq(>S6KwT-yl^!ln`ZJq7a`$@SG<y)N@mb
z=cQK0td8ttZR;K5>3M(ka+$|YctnCTk%o^%xhAKo1{F*1F$y(bn=-=JTSf-ReEAaV
z=k>hM7;_Frkw&Smbq0FVH8Hoc&_4HJWNejtoQlF^>XhWmSA7iTJ_nO7MlG+s&g*yc
zA0{O+b2qgT@ivh4po|)??lZb>iYVB*nuuaF)<{vh@Uz!LgVh`k{L$w2oMFRqy(4cO
zCQd9kmG!*VX|=udK|y$sWNKn%1}XL%x!IHAT1u&HvSPf)9{Qw``#HC?gYy%n;&VNO
zo=-it<V^Tfbn%OAWL&8+)peyaG32lLYtQS{4Ei}Y`6cmGOqaVAe>RXl(@m%=5dpnQ
zir=BkFc2D<HO>-T=9VAC8$B{FR46@NFPxY-^U5rCT*9R5%-!gZA!8QTElMbEAX-N9
zsh$02rEN?iXHO@!2EIobY??VAcZ!1c=8d{QRcoCi4Qe(g%uhe=bVwpy{|Z4f4v^@@
zjv4GiJ2Fde2j&SUtkTphnx$yn+;Z**V8N%2--CuKk^|~CE(!D_gje$dP+(JhVcJs$
zEUwWqECQ&DtF=ET8?daV!ARi&++(ZT+JZ;?m^@$?Vq-q@w>Up+|1<C-E#4oen#o!)
z@3fVFh2UDx8?-H=29wpN!1m@V#20qWEG^JC|9fbdJi9r2;H1<^9|@g@EK_;XvzjIs
zA-GI&(p0o@O~~LPipSRUtZd8Ygia=CetMF_PpLmTeu{vSRIK?#jA%qX{wxMICTBmX
z5n<wL)ai9=zQ$g-W+1Z=)p{U2GMf^7+an{el#s~vZhA+UvR23AHimr_uU#>Ym}qmB
z<lAMN^7m~ggz_qvlS&B_xvdp(Yt20u(lR-t9s8l2zP(TB&G_2&n{nGt%IEN3f5@#Q
z>F=x}&9>muP^kU3mL>UC{}(F*GRX(-nt<MJnb<5&wKC)e-O!?PR0n^0`+F<XNS|QU
z!N_Kl1>K;fI1TMfRXY9Dy)gS^-I)B&^Gwt4+0zS19Y__fN5|oI>z?W)RpDG>pv;6t
zlPPOdTha;ZML}K>c$)`i6wt(UvyMdC%^bUaXo=exxAJB-Bl0Gh6Ri!mMrk6a)|<h}
z%E!(MHm*05%uC)UT2Wle(yKT&ye2K|MqhGa^?tV??FVuF`O2v*b(4L`Q)1bWKwb7R
zkM7%<8JRhR<-kz?lhx|yJ8ksmt4>!P6?)TpU1#(t58X9Po?$UI)tvx35DM}_g>FxL
z*b}ITN{fh6ktYXcZJ&g{$TB|tE6Uw1^$#lNEeQSNe(mkAySYAOk$6^9cLA_GpA>%t
z(p%x(dh8>0?6)&k67$Cc=REFAX?=JQ&ehNVerV`acd0{`;B<klA^gLoZNBpASJyZ6
zZlAyv+tgOJk0)WzwSL+b*w;d_Glf!^oiR1((-kK{8f=Y3E(&LBMhjo%?#*5V(LJ+$
zjG^7y#Zgx%nQhXS4Xy^|E$G&?#|*Ypux2xmV>I)td)~_BWpx&*O$6|x_y`5ZxW`wV
za>I0|rmZO~^LDboLTt~?p6um;<A+W0&qq&*uq7%q=F)|`Ck#YqH7U5e-w$!ns|l>q
z@Yh$9e|J4sQ!PF?GmX>S>*7Z~Pffm6rwiHh_^1{!(48dS@O$fi%jw6ciKXHApFIqw
z$dF{!7bX;vsHQ!hQ~HL7CTQO&6tecebnCuf#qoU`_KKCZ5G6BtfgUms+Dplk(?R6N
zrroC*#hPtnRF`F%^RpK&3(gdgEx-x8Jm{zd=d>x&mdSlWsHaVvZPS~%N`s_}o6-bp
zTbXaj*)AtiTklA7?5cOa+s;RvT~=E>dog@Ow6%v@f6P#<%2ksn+~&+#9{B<C$_3B6
zS4!yTwF{Tp)6DISc-Bt0;MLeTm3y%vnM~YGZ*jGE5N9QKRDDudu`@SOl=LfOpdi%G
zMIA`@owK^gmE@pAD&1HTD70MK6*Ze0!C!aI#YiPk1T9C9k8`(%$9BAm%XO{L0mdsI
zE^wv2t($JSyIN=JOo8*t`v=VB<wTXHtwp77TF=8L&FUMPSn>Mpm2{bm<#Oz$_v!T}
zUA80h$2`OP-j8`SYL$67l9#>F_i|?)uIM72=NIrfCC=23rwo8L9HXcwvg_^hOtM0$
z@5Wiq2EY8$V(P;<@ctYXmEw!;D66?bRC;rtjv-6@3z@lb!B$*G@n;2>Psx?PCI6y?
zp8{7kbTlrMdV%WN-<axENUeF479Kr6o>(aEs`etnJ>E{&rG+hIF_J6zSy>XNbpz(I
z)t&Jc)Tu91%PqL}!BDq+FDA(p=!#{^=`O0Mxyl;h)gn=ZxufNMt`cHd+&tq6)<EhH
zjOxRk{G2Zw>G_akT>-8Z#kA7hoAZ5SNvuejfPQ7GAWNGo897wwTv$N(UaZrVB)Q1)
z-kLMYA$R*$qapgz)kNI&GyMx`W|g@bQP!#RZ%hODLnsUs;hHql#vwxm-86-nm!1`w
za(F%~Gzzt(Xtkhd(jvNI_o+5|$nv=nfgmnMCsbrB&EVMSjV`Vv&(CJtSwbcE$tP<)
z3N6zIJ#Kj3pHi?Cd@f%{7`~N0Sx)@`#en`KCX`=921OO*x6LQ{E^);7cX4Pez6f2`
z9XQ{^S620G#yHrSzu^XAs)!`g)<QJ?&Mwh-`g)!bF_TEifkf+rXB`;+QL~uh;e~;+
zg$f+;2O8sTqq=>iE1|>_O(XOEj;B@~vjfWQeOSg!%j_2oefU3na($V+-w^zYzNIqx
zNm+n^{}~&3;mNAN*tfAK5y#m?SIRjffudJTv-d^%4$bAGO>@Vpcdjlmy)m~rrSHw5
za9~YoUQBmwmgtE9kDuVNFn_1^!`JQ(qY5WEAMqMsiZ{)6jhzXp+W5Xi<x8FyF4>#e
z;i*1f)LvxnbuZ<#>Jve-9{Sqt`3b@n@sSjC>L`H6o?7ffX2-o2e)+ma+=PpZ)lIi+
zUIpvy{5dQCzqJA3?9M^*F54g)o|LFcT^nE~RaHFmBE=1`;D!aFRpB6oqpUoxHQT!c
zBB5r-jP0%bPE*NOgI1CPH_AKQ108mG@?T7TA&}#<(t58vTi^5Qa5Y`9h(ChH(we@3
zKCr1t-?d7~wwwP$`CGMuC#3=*cv54ZI1$&^qeCBKYz}8u8|>_LE7?|T-e_{_@LSSO
zG>Kd-@6RvwteOsZ6dt(5XQeFr@uJ$jP{IaRgY*K6ah+?P4+eI*0~jB2234Z0&pnOT
z8}vD2iW4SJ+F#D0asRZqlzW6_Ela7diobH7)$JH9>-cjyt)=EJCFSVz&iB)YS|-9n
z6WJY<Pu^N2IX%HM=48SI5ZELATPQ~{aXq1^sA#7MsJxOMd3JlB`Ij#H$qIl4ye8tc
z{S}gEzklm1Bq)qwu`ju+YL!OLU#ib9@lB#n5N*PCZVZO{b@_l&7Ik@?r=on!bo6O{
z8i%XYOo-atw__&pJ7&Ur=K#>@SVkw8R99Ja5t9vqcqZE6z~Oo$Ib2-4G;h+9i(ZTv
z&*%J8t9QH*S@g1{dSAh|9<P;6>Qj(8PXt3&+a4C3-A-2PwO~?U%tgfBm%y<(ve1F@
z&0E}Px4M77^vUge?DcAd&TcpG*7F4qYOl=?7MRF=7Q3=|+3Ym2><!*xrWwr%LX^$I
zRc-QKr9P(MQ%uQG#*|s?c^BAw;<86|c_Y__B$534ul=m%sn(hwdPvQ`Wr`Ns#1qOL
zOom2yf(%I3)DS&eNRnk*b<dsJ4=u?evGw%`U~joQsg%X}V!#i2;+5QFo&y22180Ab
z$^wb9Zgqx_T*;HNQ|hh1eavl8ImLymL~l*h@O27|<K9#me;wh_^3$nVXq*rc(W$KW
zH`3KKdM!GM;|pl@;$yCkUk{EM5-ha7hJ@`5K4E$^(gA;c-No@*f+<y}7V!C4h<<>V
zBs99cm@6!o`H)|tfMDqrt6Y+6XI+*nHNGXCKU4WJlyyp?CG)lopa%ft$0c|xS10?w
zLUN5}b>g}ouWVP|iLkpNIZS(?^+q~7Fol@xdZ;JIy~BP34kdnO*5Y}3@$Q{ff4sH9
z`-NY`DI@JRiV3_lK54(ziYt9DKtfE<8{TQ&X-?Lhr`L8`+Mvd~JdL@>O5y!fEwya&
z@Mg}P#7`pI`ClPq#uySy#gwAXi6u_8?n&gUe(@ecWQc(2ZI<%O)x74Oh!Zov?L9r%
z&b618k5)E`{6q;mx3$Rfvb_I1&B$1=&vxen7wsl3-O!*1$5WJY0?sB~D_Hy-Iz|3i
zc9+rdWW~ERf2~brrZR0s>&n+9B!}$mtSPh7`K;Z<SxsUVR4dcHTuj9JB8As?<})3r
z6@wNrgtzYL%W`4vEZAypA#jHl`+@=#lx^yo-Yda{7iR-ld?t-I1V>vfg!;Ao)YAn7
zgtkR@Cx<$>QH%_gh0|JUeD3*|-_6ElWuV;pq~dgLGd-tajr$l!`Q=UoMVs77C_hj1
zti8NOmQpf%qlX~vc(9ED*b_s##uK!pLnaTbNZW2Rmlt>Q7oHR|mm7P-w`aZ)FrFwU
zB^Bxe_9PI_pPQ<}k&3W@<Zqj;-sC1bW5lDbiJz<8nIr06l_T?XA;!PGrYVy&D(#U<
z3E-<D_{%_-Uraf9{hc61Uf55!1%Q12iQ7W^gv=UtR;>?9QDHaBU$f5zhI^GO%`7JX
zvBwcM=KKB;*xw<P=^!ZNG@v#IU$H1oz@i-p0rq(H-@i$N4d=<Dy;<|`yky{vH_0(9
zW605Yc6M_@8gEc;Z!y=XL^Iedz-RQVcl|ek$gulUu5z$HeS<jnF2s6>xBSR*A9Q57
zcZFjOV@AL*hFjpwILln2)~gnH&+qTq@D*L>Tdc5%WOojNAhVI{0M7Gxm^LsgXK{V$
zjbn4v^0PU`La40-j33QjBU7BzmRLZq2U9l;iSWAZWjIxBsrIVhi_T?SDw^`TkxT2R
z`%F)H4YM*VV{|(+?DS;Q;f+eC#ZZOvF9+s(W>LRQrF1f9^5JtPaw#je>tngOMTi!F
zv@TLylOk2U{RSV<%ip^62zZPd8~{p-{7edv@k;~XHj;Yu<2sX|6CYHifkW?~{(4jj
zV57ud@(-n)&&=Qh)rpB^XE2=W#GlDCQWdXu(@sLG*UD}!SP55Ght&_7=7Gjb<tf@M
zR?3`7vg}w{wZ>dP^|IX|xC5;coRpZ^)awl`7k%GKToeCDZ18ho!ax#kNum$TOl1gU
zf|cmzmyzvD?RBVfr=)lQEGs7r>6Qy%Lhi+8q)|%}Sdzl}zpUUuYj8SH?;3QCf*(+i
zZy#&J`!aVX=Ef4|{Hp0>a*!yq+vZ|(5`&i<<AX~2&-nX^J}kks4s(wqY3~cxP;F2m
zSwpyLrOWD=9L3cUfEzdl^|q#9_i*2Oy{M3Sgo?<JnRWd6&KaY<&(Y$YG=~<imOMbX
z^l9s0_<ZjH=I~p3x}Qhd0~5DPze18u@2MW$lpKB8#CJKm?%5tIhIoP!(VclzHpr9q
z^Ps4pw!!i%M3iJBeTBSkvjNT_76%*TL~w5?qnT^301Sk}+QAk!!QHP%MtYu)1~D$I
zvob?mi1|kVcE|_QFF?1p-)K&{(&g3ap1eN;^1F!|Ol`=K$7U5Djw1X#%^p~tyw&K9
z(`iFbgd}`XJXN55lg+=)3F1k_e!zFRU;ty>SU1Uq^hfU-Atqh`cmw<oNBg5I<lcyE
z<&LnIx`^)MnJZIp>^(EdC<Tu@Um@bL6T6GpbY{OE)s`KcC_=9v-2;Hh$I;n4X5y84
zdtniXKa~9+YdVsJ_;=Y1r|i#K&xr$s%5UW@u+2q~iPJ0oC|%nxhn&mSFF{Z&wwCX;
z{w4WC3$?y=OVl_a=!f`|u26l2NY>C}fU0<!UF32Vzm8nJCC*(@(j$7=-RXjqEy)Ac
zL0a`4Gb24P6rD!v(Wn~lQFAvN9_6SpOcX%9P7@$nGXaBPBq-thXUjYT%SJ5$MQXl+
zQ=8BlhewV5+4S<a-PM4I%CRE)uLk2EM3j1HSH1}Y3&KXdY3SZoEr6LTVu9(u9Fc98
z|E@6K_2>1q?T(4}9+CeewWjaH`|BzS$3A8l&&zddeF#4`<k91^i+z~12kL%*d{iEA
z*<w<$kHWX1h@4uZ@bNWw<NXS`Ir{sk(;`yG!HN{Crn^Qo%R6r<0!l(eFW}e)hoQ(h
z>-1=(Ax~6%m4{P39|EZ`|Bs}iF#K<nW!Hrx)dnHpzr6;kz5GqJ*|VBz`6~Aq%lmP}
z!?CjY3i(|)>Jj6VO2z>i`+*jx#7lL)bjLVYKOVn?^c=HWqKP0tcXQtH-alt_%|)Po
z#K<>aG+x&CX1(icvbRFJg()+k(~I(zxv!*&qeedl5-GW>`Lw4W|G;*(0{im*TlrM5
zWS)c|wnUfhWj?71NaNR(7E4-@a>Fd^E@1vN1MuA|qQ<!|LMAN_UU=pgU+r?As=bdg
zpK`re%gFq$>;$@scK_a74aqdvvWVv0;uC}sG|A4;f8sV0AJvz$w53II>o8h%$QVm>
zSAX=)=CC`}b|Fze>uvX0nJL(5U472S4%cXsZG;N*6Ko~?(xMzPn;};No!EZ)%g!x9
zunNLlFC!0{j*Z^%mkU8&%x9WDsNozodCuTB>%}M`C;kz++kE+4`4dr7hmM2Pa(h}y
zdi)Q(A2ATiW!p@Ba~^RMnM=S2=S;RbG(S>%6?K1#VtqH*>i(xPp=XlwFOLrneYhEW
zjw$@9>Yxo{4Ma{#g!HZtVOk=P$RGY@*quAWU60GuSFv4a+B(h<^frmOx;otZ;tS^e
zmkcU+ofBlDH+KOGK}I-@o%yC!u<y`W%SC0}rR72w1?8G?YMCb#^QlFFg%6qDRJhJs
z^$NWs85^v{bdR$U(zW=DKDYB|YF~gXN_4xW#RhMu`JBeK1Rzfo0_Cy9YA0Fw(gIJA
zpZP%;`*%U-KhW8~b9hk>ckAO9x!UXuL@LlKGNwgjr^n=-P+GHqFeQAzYfIw)P<^M!
zayKq&pLyNil}#7^rnF^vVI(xwWx%P-?wwtYv1U8j&JK8^GKc^p?9C95+4Yp^spuW)
zwP#^yH*aC+qn9q}Z$U&bb!enBVX!a9y_=Ax4a@OX+{lC^b{l7Rr<72cloY(sD6l#O
zOQvrh`Y07wQk-VAT+K(TYF1(MtLmThZ+g_cER<DmD2m)RB5?6lcrtF`X7I84!O$l2
zO@hHOh%rzaZREOf{VBxatQqdS80TAROaaA+LnqJD<hkNG$>)&4kI4kqj^@>z1k^Rb
zJA-HMGBE2CLjW;EJ&^~A%^1=aONdtFcEouL)^FbuMUtw~OF{S|NF#)Hittc_6agOB
z+=-sQFc*j%mV`cQdrnY4L%o|o((r;KS`@LrfIBI&N~7BMaA07k>((X8N#k%EMMun8
z;PeURQ*`Q9FYCFCep&zeqNld#pd9jv@sxpoH9%KiC)?6`RQcgzC48wFqHHWOHgv=G
zqBU(qib=?uqEbEm88<bn<*<S1YbU+wut=JJ_W4&U2Ub~lx4ZXnz$8A%Xe5AU{R)Z5
z^28vq{=<bsTmK!pwL?4pP5(y39*6V98tf3H`%Xy<?uq*kq=0`Q{L|>dawyZH{)9#k
z4RU~2!nXd5osRu9<X%s>1dJPP44M<4g{XyZoi~zNfNkKs2E-e8YaLK6_DEi3@zA65
zD3AGTN9VoyvNOhbgEu7@w*H(&Fr`P<3^)EiNyKuw=_DZJwKNs=jLvJRGgaOrvhc?|
zgJOFg0DAtXoZQDU(I=NWT=0;oR7J5K{9dBWNW=M6<98un@QFV?b{qWotcV@;d_B`c
zMJY22cIgmL3In%*Y%N?$sqkS9mAYp`B`YSSFvl)>rFEcI^U=F0?Z-ja2-I_NeJZ|8
zZ|0mVLW(#!wMSw)A)cx=h-$d7z~x>4c_R=jWr<eCtR(Mt!bX6<>MNv*^>9-Hrt#2d
z4cZm*?r?H%u;VM_=T9;_bxmI(U)ll3`3Jm@G_eP7H`4)wfQy&oM%~Y!dJc<_@Pk)~
z2|k={=~>J=df`$9xUvYWyh|}aOPrJs=E7DH0be1XA~Aa@&`kaUlTqnDmfDJNN!uL3
z?(v<X=voF3rT*%>8#=@}FD}MUhnan9RWeUv?yt5Nk5Jbk4l;PlN;y|?GvThc$QlH#
z*pH@Mw(x@~Ie)rfMb$k}oBLtA%F14@ytd47nB%eN7Hg@;6(XGJxGx^OIWAL#oF;+y
zuEy6@C7I!_&|$mTQ;C(zp3#BP6k_)th+8nj45E?`hv92+ko|96bT|@9t@e)};6FO!
zEuKAAHx5fY63Cx+Gxtd7vO2c!pk1}M{!q-W&QV42ZksVi4=sIB;Yjj{23@mTNPcws
zuGy*SG6X(S>tij;;h3!F&LGv)yF{<49hSk}y#}Sux3nhS=Lf5mb5Q=bs1wn-gXhcH
zHS5uNLtYf<JBeQydiZNHXqkAtNuk#aPbbUA^}JAM(;Z3{yfPeS*pIUt*p}hBEwo@>
zUua(ehB05byeakAvjMe=&#O5^#YoZV*~qM2Gu)*kZTR<z=}2#uXAwWtB>m^m{7W0d
zpCPqWZ#rJ9^UHvEvDUpSQ$h@<K<}eUr}V^F8_EalWDEGmq?sZ6gXa!J7VTQ;zPzY^
zGNVq(Iy87W!{Z7P5#%TtueW*Uw}e=yHuP&FX%}~ilJ&W8@?>+$Q{E5njP3H_6g87R
z<NGBZ;h%7$2Bd~`>71+0liP7oz6GYRS}A$)DEnj!NZ86cqMH%~r-sW61E+ZsH&{Af
z086q92code7Wl!8>W&M1J{YmvmSdK3s<s;sjSR!=k$NUU_oiWo8yvc9$1cAHFJaN6
zLQjs<B67g*WL%^;0aH+@j^zm74zHxQY!+d8YOC&^Ld#bOk)sh_M{g(n^05Q82Zw7)
zoGWTP+#oh;+x9al)4jt?X*1lnqGao9n#hn2u@aZp+M`T$pNjIT1tv!oab+GgQuh32
zfy=GhzFh=IK?GbbO&0s^1e>lG>C%*&c+-4uZTgRX0ejN9@6BcV-Ybm~mE%UHz8IHQ
zFy{n{|K2TZvnhUx!Pkli-hXsK%p+b2vXByHr#<dq=Mli|!{#9v)<W&3Xc0uWg?sL^
z=VU^-;nR2F!S_r65mjWX1qAhGb8;dezi@oqiXYu9_<61dHd)lLjLdGxSq^tqO@-2$
zCXPpMDM!-Swf(jqoq5LFwlx!Sz3eGF&7EKfcSu?i*W~x%NFw!ys*gtz&<m^JesAiZ
zjR5RNrvOWC&<`Q}D+c#ZidM9Au@AcdG(}@8@h}@FH#g5u1+P@dHk1vQ6#p;ryq^7q
z@zxT+s(*0ddS5t9uA7kozKf!;MZ*%|!3fN+nE=diu*TIRo8rIe{~uNu|L;%=s{^KH
zjQDKzv6N%VBicYu{v-eKquSFI$ImLZ07Cz#UJw5B$>m=yadzkpKo~78LO?GPSKykZ
zYoW5I9fKT`O7L@R%X`-1xp)=Ws3piAlpKg%B_WG0v5{7CYN;SI?JE@|D)CYN$EEc5
zCH4QU|2`EncXN%FoZ{}6k65$ZN^PTwf1wD`Ppe!*DT#_C@11@dW@yprALwA9G`}+7
zjC^;Mx75DZ`zl+0fkKm;QaI0BPgh!=D`R9e9LZ=_dOF4sC6cX9hy$O7%9xBTu>#G>
zkQPmUw@B7dwttU;A5nqNQ?(kV<yyFD7UtdG(JSR5|7=4fMCNR*?+mujF3{$+$DQW)
z_^k+T9`{f<Yu{aC;&B$ql1QF5;*^H}NnpQHr%ryKWod--ow?N<PWn@_+cL&R9O#?t
z9^-h(D|LNinN@Yq>7iruAZKn7(qdVu(u}X-y!p0!8e_2ZgaiF{`s8K5IK$ZVrZ-{F
zxt7_?PusVa+8G_6DH*)<#ZggdMmg`8rsl!r>>@`zMjwfD4c2s})iy2Svi&E>ScUKg
zVy)O{=l*?k*uK3_1qAb9#Hh%FW5f6LOcNqblF5NE5O>XwTp%rj-e}G-$v|bX<<>jv
z+uhAp(#snCXJoR{N}K{^R9p#l#;+o;mQUp^>sha~PxYPiedA}Hj8{jtA`Y#1?0J&(
zQQu0jWGXq&DU1Wo2IiCYq<`pXkpaPpFgX(b?aO{1GL}<T)HDa$cs4YHaK{?X_Za?L
zH}a&&O0KH$kAyU81SdCEB>PkQ2UL@INDh$588gg@(nE{nA^VR48`syKDAic>(U|_`
z+v5Z4Di?6*{`>UY|G4G<r^g~-=gph+mZ6tSYtK_G8w9`1`b3s0xgBF~xSrkNlhg=e
qk26&&+Nk!`_GF1}TJC}CIs9<(Q*f0Q`u~TSh_F_yUp}~BhyM@j$h|iJ

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-64-Attention Mechanism Diagram.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-64-Attention Mechanism Diagram.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..837e4e84ca451c620e8d20a362c992db46cf1d26
GIT binary patch
literal 24218
zcmd?R2{@E(-#9#|tdZ<lCQ)|ElHHJyge)OzC9=!D8`-l<QNqYh%vAP0dn&t(ow4s`
ztb;MWOZR<0k9wc?ect!|KhOXBj^opDY0hiT<+q&YZ$BLk9!-MI-Bwmr1`!Z|Km@=)
z(9sA;5kzw44Dp%MB*etTq@*Nd6trh4$jK>~&eKrQvR(kQv0h+dxyUKVb@38E2MY_g
zI1m5TYoel}U@l2n31JyQ5mDjeNeD<uNh!!F7|)(%6lP~(7ycjr9DN2+lMucoa3dnP
z1R|s+AfhHXY6gJ;I8PJ&`~m&>LqJG$>hu|65>hg9phM|75Fr5(5#cGK)2C0J0($!a
z--Aw3pFYoiP2miU)<fb;PPD?$;@^>Q-1yi)r`?0*6nW$vNJ>V}z{qsr@)a&_9$rzg
z>*5lUQi?Z~lvQr2-qz8*r>Adl-_ZQAh2;|~Ya16=H+K(DFYln>kkGL3=MgUwUcO39
zdi^FjBQq;ICpRy@;8Sr)X<2ziWmRKSb4zR6m-er{ef>WMkb^_RsHy3h*}3_J#U;$f
z=GOMkE_QGK7%u`4(I035zyCn&H@v6;ya-R7B05EUj28i+2k;P4pE}Kc?aX-vE#ikx
zG?#>*k<i|VfA_J0ltV-tP4~#Thm4+66m=PMjM`7k{(Fc8{;x3m8)ARQYZyd9L;x_4
zh#CX|?e24D1d#nNp9`uT%(eUa%+sM5`{<DIY}CjXqxLAs5Zk$ykGmiIoD3#NYg~M$
znVFmN$CVx5*@;!P(pYtA#gq^%dWojbRR}=uVd&bT1za_$Y|dTU^S2+z5{1+B!*mAq
zpX9c<oz1fLd0Nf@^4%ynP2nFHAkd>k3)1>GJOfOKRDbrxT?mET#Ubq5rj__M|7O|B
z&PL7gQ<QC6hzzugsX9jF^Eel#Wh`T)>B%X2=fvn?Q)8c)eu81Fw7flsnr&qM&HdD6
zuU!wu*})yQrVsEq3O)BwH^|Diy7oBZl{?(ja+C7whPwY241Q82Maww08A8t$EK1@S
z8L;j~2J(Sp>W@IIWAdzSbS&o!(VTe-`gfbyLbK8dBe?%9&zblawsVMKs^*L%kXdOr
z>Z$oBlZ{Et92m`n$QqHH&POEUulh=qpy!f(Z&anuj*ZO@aBhB`j?-k+T9juiLVGkf
zHJcKaP@>?4ZSjJdT&z^nrh$B2a%{fWOVMhzvoYCT!X}M%k45Z<(kPWdl876uRs{W8
zN+8<*<#U-`B3IYBN`+Y_ijJ24ktT=?WYShEsP36ojiG6-;~&WF!I3>bTS81@BUstK
z(<u*rhU1M#GsJMo*|){4(JS`zUMIjYLV3U5d&pqf!ExJJU!~SE3K@6=YOKa29a15o
zyG>AxEA(W`4PuZxig+m3_D_4d`aMc|x<j+#Gho%>DTL#zXM%PgdK`g##g9M?D!;b}
zcs!{7ZL`*3Ocf7qn&Z#eLiP{M4o?km{kHr)gg>2Ul6J77-?XIQBVzU|0Tsl^)A@&g
zV$caY0$p5os9#D#^cJG|8uU?JQCc?;v4Vlm0tm&y*u&q^Q(LC34*LKzA1_w6ZGfUo
zu;1`u%k>ASdTbTsmzLZ|wF)279oc13%Nhne-9%LVf`9c9sE+vv6q)&Z`~UK!W>|fH
z;Umzy{dGLn5ib~9sJ+J4=ojmGCF%efSRU%nY4u=q(O=LOso|TSwC?W(A3@DGCro)+
z^lV3JnZu1{WE9yS6XhFkVqFYxWIaKDx~!pvja6pl&SE`H_n2IX_AbGH^%z51YPIdT
zP-X8$DfI5sJ<?+>ze>E-;XyZd1Y)V5c|8tA8XSRAK@m_Y(bulArwvrjgElWFD!1{s
zRl;-W;!%!!bR}K;yJoXSbW^$>Z!1@H^dcy&G9m&Sk44Cf#JFw{rPW-z&o`@X(Ijf#
zgaEYw(yi<lOXHmSFFfO!GerW<iaxItqYYnLVqz3d3(-)>Gu`Ro+(=uZOUUWFcqS=s
ztvX@;2!xcEq)VD&wUi}Ntn5#_CiLQMu+L87&Y9faQraJ`-+aD&Hj}zKOXM(;HdHWc
zZQ3|z#9%d-yutraO*oH>h>J<?)rGN<lJVPJ)JX@=TA{qDD$X_{T7K}+j+s4-SN-U?
zxWDe^C1PE{cd<%b30t|A46MqYImH=tqf6N_XEcQU_+FbhZ{d{v7@Ym0?Pa>Fy~eh4
z87qx7^rTXH6teS;D7Z5s&d|Orxl5>@<atOOhVwxos10KU?+eoNlwsyTK6n=Wyj{dq
zYy-Z$$rR?Wh$WjK&(?vRt9S46X5~(I&8T(x{!dlyCN#!u<BlU_xe(e}d#Pq(ItiD+
z+_k?9-b}Z8+c>eoXARq4tN&WY2R_+og0*&;g2{l{vp!@*aD#H%cd5Gj^5Me4-Vrp#
zG(XsMCc&hGo(b|*RRa{eUR8+_FTZ|P3hD=WANujsfzU;1wOQlWOZj(u6s1QRn7=kW
z0&O#Lz>3_UlqK)Sz)j9ZW+Npu%<YfK+6odHCVPG5dL3P(FKzHGy9cV&ytt{?@D+HC
zG%oPfdm<b<%w!5W(8pccA5Udnj9uwdqZPU3;bl%t3{#AlpZ|y!tBaKJ(C=GH{t_K&
za^o>SXTyy7v#x=1ei@NMFbOv8^UZ->aTjU%`(d3@JKKxce(!s0@2J9%N*~a{aW-uF
zFE&+6&2K1+)6c*RD@uJvwQGwWMfJeT(YMBIPR}O~Tzcego)SYKv+>ji=`>j@+;<1v
zk~H*)XZ|L9&)L~&y|<DTtnq^jd%wU++qzHDkE|-hmw-nGSO3awoV+G^xhb(n)7<IF
z<tl!=1cG+9SE*_nV*c4pQ`Ohx_(Z3h1}=?ThU(QmzlZ$TMNAhmT~9WIg*GJ)!(Ux)
zzL27$e75J!n;CxjZ;vOp;qRyD6a3yUx>Fk%iEgO)&_>Zl6@)U$^k9fp>weVmCYD`a
z6`itrossgC@w}JlJ8ACpmkuM6j;vV2rlvH?3$sDSSKixls_$fqh)D7ibb78E4QKU&
zBjjk$D3k5DBpRbNn)L9Oti^}x1K@W20?9r(*XW|3k~ZbbYDnJ$(+}Gu%CUFLC|Nu}
z=9@Ds$&mOzU^Kr}Agmozy`-igq+W6b8^V|K4kZxtmDwQt9Hp@Aq4o14(B(wUeKg&h
z!c=HW@_g9ZWDi$apPd^?HdHcnbCaS>8YE)0m^DEaK~=!)e!wu;{KyWMT`M)0@F`;J
zLbcs;hX9w2mT~S4U^_kwq1BQn@kYM(eQ*RaLe=l%@qx8BYU-zn_b1K*hkkd9u8skl
z*I17pTGzcRrDa+<dpzRwfAJ8&iKoS0me*6bT_a1hD!V1WMnrK0l3FhyueNfuzg$`&
zkNzIQs`*s;EXWJ_43W|A%bcT0PAHQeOoigegGba9tlz}wHx_A6sq=PhJ5t^`z-4zX
z#G<}H<P~<_t74LF>$bGU7qkeuoeK)W#+#ZL%j_ZOTzYd&WvbGWl)TDuf__x^XUXM<
zSn#yU$;SOdQ^cdgTDkeG9#i`x5IIco2$XJFbOiDz#`gT)-uA8y8tGf}R;QbrKv!--
z_RrW%>`p?X!M`;0^9N;*C)6@^{C$Go+dn7NS@TvB_%A?I`LX0q<)~S?NUQ%AFi_^Z
zk3b7d@1YaV@S@OPS~9Xmc5K6`yRw%eHlbMKeefZXnBxH&(i;0q<Nc2nwqck{uk?Ql
zz|^1-06_K2UiBx*_6rRG0C%YD0RTny-~I~G-&){<2LKqyD~|&!TOqC=fkL|89f7*V
z^&mT+{{scz5BmSsPektsR8NGn`Z;d5?@zq`n$Y%}KiAcMoEFNDo~UjX9yIBGY6|9r
zv0vxda22Am5!csj+>2km3k5da?QyKzq`*C~T#QGg!Sy0R-`7&%1o%2wXVufK%S<k}
z<`IU1*HwyQUIIJYWS-=o`7Rf38(xzq4NxX2D9SOArnhCbG#_owIs);QEAtSj9q?%!
zfnelj2OIS$l^wm*Bar;T&xXE}GB@G#-jelw;^8CE#H%9^+2#ZtHcYLjjuUIEbUiVH
z`Na{)itRQgK6rKPeQ$Q61c#T!gOBO_-@QRn$=I$oHr}_UnAw41n)ul}a-GnsJb$x+
z*WgEIPpqhR_$n9LEr-P85Li94Kwkx_=eWxc^P4}H#6P<flnR#$GNI(A{sYK#Kg8jl
z89MVP#D6y4S7g%uiNpW*zb-VRSIfrwG!DlU3|tQwk?(|6ni{cCrgpgIMxfV+nOg`a
zZkM80C@GRCE~gOns3`1BJxg70%HNtehow=gzwVCU3FgdduJ`kF7%%NV0$Es3Y*Cd0
zn~o1phXNP3Md(Q)WW=2=0`@7?fpi^r8=_;TK$Hy1KS5-z6QA#mYDJvV5A7Tnony9o
zbOdrD1UAK6kSpyHH{%}`MW!f7OEp<Uo?PjQRR>6b_6_i&MB6f|o3Q7fzP{J*x*(=5
zH`O}tk?=HxlkDlOePoxZFxC&X$~6TIEwNS8SL2%+_g-(e^Fj9PAsDg8Dx$anrk75o
zj_wK(ttY*&`Xs9r)4<`#-Bm%fYUCQwlMFKC5mB}xu*&KX_z%7ryD>7!R~Jng<bhgs
zX?AJgSkf}A&I-Yv){o)qfBzEu<_N@zY=&%43*iH;h(fWDN!BxF6pL(}S8r9lzKm<}
zr3hLyZ9OB6Bu3lfRs9q2%TTFxE6}m!^XEfwR?*4jYzdX<MxoQiZ_+8J*|PduYs{y1
z^1TYNNw?8T!5!y~^O9Eq=1|@O;qT+D#qDp7z52Fa-zIx$9J4B_etlOzo{|Z5hkc(-
z7582m&ybdX1iB%Yc?61uV#Io_>R9_k$r)Ge?6nAEjPpj@D!Il>uR^LIymOw>8eCEO
zJuDEMkbn+8*iYpM#C8Ol;s(UcYyq@8Htz^DJ%Lm5kXA{@<qgXc&#DaghHOu8g#Ok6
zjIJrw+^60K<9v=l;qZB@E$}Pm<1zbPaef|OQ1vJ;8`u`d5(K+@1fo{?bv3@q<C&Fv
z79hNG#WP@&4GBlAsbTIR$$l(e_6XFh1*ng2x`1B-20pdbV<Xm{9``5yb9$G5I{jw=
z8b-FDjm%{^h3&3?3OrG_zpnjX-Tytf{ssF#C(S>B-Kp*(rYswd?Nh-}qwBIs`&`0h
zavVkEu+tj|+vBmnbHN<{_%ALWE0zD0%R$R^DuC7VE8!t1uO)NDv+Z-zhwJz&)v1}k
zQi`Do%2aaJVbAqo0WSI$DWO|s%p>=#+W(?{R_JMkQ`Ad*Uvc**JEWV3?LOA<uuj1r
zrh-lzmCL=!ucN>wuIqI>loY9c8(-8Wi7eMM9om0XmaC=CD*B!`Vqu$%hxoQ(_aNZd
zfc|>;em#A*@8LRAPjCrl=Ky0Zs(zm|onj)$Y(s4ewrjM9^f6{=K<r)K*E}e~E!X}M
zP&y@sN^a{oxOr|g<P+o0q<&>Gy2A{w!K=By0sf-fg|c+3JL3)ZHsnS~U;-n!v;J^m
z+2KB|Y#h+Di(2ZZ2z}l^Ph>RbB63<&7lp4#w7nTz$b-|`;DvkE3p)`O)?QDXQOqj@
zkqT)c74!A7yz}8Tnt2LvqlF7}SuRW3xhd;>zVTO_67GFje{`5o3wJAxEbx4Pr`Ju|
zUdqb^!F4f9OW8O8@cd3cGQhqy>XT8l&GbwhpAe7m?{c%#XnpuY!v`sskEn0u3BTZ#
zVi2@RKg_-<?X+8vsp&qXm0dKl;2mgURQqk@a<lSdCab2vuT;*`WG`J20)VxLx(Muq
z_xbZH?6|DWN;@wviIFzL0W%tGq%P(PBE$N6+1DLsZU&JT)C8<(Vb#?wQ7OOI*~%j#
zH5oPY>KMm}ZB~u-Cd}Y{_<O5~+A0sZ+X(Xjk*;i8tbTKH>RfKV^@UMtf$bP(Unagw
zDO+@cZ%q_>td<wx=UL5KlTj6wy+!<mMUUb#E~6iER;+<o^k88!ihfgIN|Wy&IHg`y
z*IXvIpor{4i%N(FFG{m22|Vq=DMb5Tb8>T`>@Xyi`)>Da=BqcsiZ}jDRW19vMW4V-
zzn*B7+u2L+P%eYoPF6|u<w9EW8Ch|E$XuQPcQ_4-3Vg1{G$>@E4}XfUdevB{QD~1l
z?JA(>jzE@lJ)vW%6#_%6irKVUCQs5&hV1CR`rbJLy|A4E?_-jVKnh|%kUSU>yec9b
zy4(r`o4U_9p4e(|@<}A_#Ua<>0N!o9`(yxw@B+HS=&ybDbJsnfJ<L#j7%-s7h9i4}
z<L@m0+;uY}VPrV5rmyvH?)a>)i{SIaH}=->HlFf|luK%0Hk}>LopqCYy8W&rvU)v5
zj_InC4tdiu`#+S1MxER}WF~aQ$0>~Xio}~+@x!XUmp{D;I-gq=r(v@tu4QdTe<evv
z?uOZrP&{V}_XDpxNTpmXxM|<MceLR_j;`d5dH1f|Y-^igw$!4}AC|7?OTGJ=$dbP!
zmYGlEp~uBME&WBzkq+y4=i@8ODz(sLP41xCJfeJ75uFA=_ZCc-<8Bk1?Jt^KiA6<o
z-0*nO*un9t^@8Fza4Q`C=5f`#{+3VVec+dtZ5_puZM_M}x0|ct4F%hnv%Y-984cV^
z;kh0^NrOz#L<4SF#6&A>8v_E=fMFGLJ^7+|RkLB?z{Fzw^m(3Er#`t-?~yy7imNIs
z%gb)fSFz{1v3!yL%(bZ6VRJs88KM}6t^mSpu~XAAE>w=@_f~RjHN*Y6D|GpL?h}(o
z%`-_H@|BnO*%diD2wg0@Sy|DRdXc40%JPM*U@P+?!n`cn!P4Z@w-{sZ3%*N}1$?8M
ztLKcdNy_$5^f9`LA8r|x7E<PYBp6KDZZW{>J6WHJd@rm)L2XjK?%qBUTLa}?(0nE%
z;dr*aug^(3;_(U>lJ1cZ$wIuQ2k-rh2ZnZUL^eK5mrwGhOxw~gDG$i>u8bOE1F$=+
zvPQSdDh$5+_*>JQzB9PPssF*yM8VJcY(FJ}qJW8!E#q~vUzR)gftu$4@}VX-Rg(3p
zn)yT9oMC~Y6g~>_T`h02=c;1wQkHo5=#^--?!WodX}xm_&WxhMz0_oc0>SrUvNb5U
zv%)Nx$uV3`$Zgj5`xD?~WKva2KULH7F`=b=segar7kAegMgy5i#)jc*EC8QI-OcT{
zlOam*_Jq}A8;BJHtfhL@BamBtsz=E$>4j)hNlcJZU7uL0Q0u<20N;Ho!Nqef#hgJ~
zGx%34>UR=plds3z)K_L?4^^N|t_!plv-D~U!|7*XU$pY9z^4V9=0aW*>x@zxc@+vc
zPC`RVrE@Dkd2O{D&(?KL2pw($p+j_6nc0?z4Fou}7RKw8Fr5g4%RV{oH9Z|pX6UZO
z<L}INyMQlMa3ZrwhZMs}hnq*BA?^M0*LB%*|Foahw&T_Pq&LHxDq=0rCb|32?v8xu
z1my4)_}9sQ)HE%bjZ2$C+cT4=>QONM`UT7W`gIuoYb^H3H=%u|QlSGN%J?aBY5d`~
zkVq+xd#(cU>o<6&jc@o+do}#t5oje3fX`3u`>I!_Txs(Ws7Y?<Z!232<CuFLY83r4
zRi^wDyGkN>45kleD-OoW@ENdUI82{pYjx!=8*3fH>|$}>|HK%uvnciemMUJ)2EzA8
zpdH=1qB*ekrnFhpb|xCm_v`XUpitjWfO+;-8;D~=4|t(^n^gH;sYNVEy8kfGFLV)l
z?-kZx(}_%${AW|j{jt2M)qj@~SAL^dx_?)h<b3mRJb3LG9sJMv_&uB2yd6VJ_D*?_
zI^|XHouW?dsMzKBus@L7&_y<8CC3W8+y62fpUai9Fm}&}XzvH?tnWoMGRz@yt92I{
z?)+&qbwo3dt#smaTMp!vEtw6;Vy2RgAtfu1^}o+r5!LRICsozR2w+x{iU8RIjuk<P
zPG0(%p1)oNPI;~t&8F#%uvnQqUjelv-r$&~rzV);ZcN#ikUH^2F`6K!4|rR^J<zYj
zDfX3im^FG_a0vK#Sg;U2HrBWrTPHG+j#Kw-%En1!=#bG4IEWSdh3vq+u7l5nlL)|C
z_#6WAixG*nG3-QdEb*le<rGGgw=>=kysp4eXRGm_LU!BmAEfdsHJ`&a)O~>flqryW
zSh!MEH7j=o+AfBnI`sSoM5U5J9lywp(gxoPfciB9q779Ooz=sCvj>0Lg;`>nI{hnK
z(Q>xS2f^iK&pl*f20?dE5A(HJV!yq&)z?;<T&FO$Img~m5pN*0*oVo))4(F2TUP+r
z$L~Ut1U$1?HaP-=z-q|x05a_@_;6PR#|5SZAXAUUA7rm`jPiF`WYpN=X=0CuwE@Eb
z6N<F01+q_L4jh1mo%l8SC!cyu0a<tA?GY$=dJ1+(`Vk0wxcc1MB^Md8LI8N2cnfWG
z!f4`y2aiDORkB$=A#YYn^rKI{grFp_xqxS92i+ZG>y>T%zN4`{&366>ln{r}KlBFA
z(@7sgWrAY{OyFnwBDv7UraoU==+x_)OX{;rUJfBK-4ctyiH`U={gy#Cg6Ss&Y0#OU
z$o&G&zYIu2zSjB^kb}`FzB+)oxDGj3i?wD$S^5ajO`Dy3d6M=eu}_O-6aUVTHvmHb
z1wx8!VQ)u2eoUF^lsT+YaX+m?$&2z8CVj-lX>t5&kAvv_$I^OF^alMpeSEeM1`)bx
zoQYie(XIDh&QLG$Ce$@v$%u2!&N*q05g6w-ckNxNV?P2Rn4nuUCMLhBH;^UnmyI`B
zcNW?%)C(PRoHtqhC2+uwpvPwN<N2^b8Q3e5_xX1sBWrUJTtQnPf45c6Cv;PN(Dtt%
zWTx8o$s%6N23gs<^ow=~cis9B+S+<5lqAU}BMO?J&;2<YakjlYzv_l%RBz9%N5{YA
zNs~p?ROQcDbueZ;1Af!OVohJJ&H$m46t@1F9><GhB6r7($!%5PB>W$hdmngw?&K3`
z#9xeU-sdz-xm&}-AsqZjq@ji0y*6N|gDDfqnwPZ&>R`%9j6MT|V+3eHKsW}-8y&9|
z0cynPhin~z=oS(dk=^eZ%*NVd%pJZ{m2bcmClf!q?_1`gMs}aPRfRpGm%J=Fjh?C%
zBCLU-ZUIKtn`woS4#@sFgd)+EwWyp}3sxR0TK#m(e}^GWV9F<sODTpTW4Gv5?@bj$
z+rNn)dIFaDeLXx&?U`~}_Xv%x(ka%zar>6FRr;yb4ky@o88shNE!o%#n?!C^rP@Q8
z%-LX;*;t#EuG`aicAEijy;$O%oW$~ByG;@}xghG?O0&OPwoufa_VN#yvLv5e(_vd%
z_>ksBqt_!=WVzV5ecfSvWziBIkYvF+O}nI)>_J^MH5Q}#Tm&k$Plw~s<B=Y@#-2om
zuS&_^X6Y4|r+kSDTX!)1(W?#x2jY20m!yzu{9?8@2^S8VUwP-tzRzzeD!n+|J%e$N
zo+{~eQ%Shj3wVzn-{@s>!HvyMdq3PiV(RLlelk`0-76V!*)_KUil5=`_?<N@$Doli
zhRK>?nW6Yji3>(=TR02K(Rmz!s&E>mq{jU({Rm&T!eSdO6DhwJQ!_cutb{pUSsA-!
z?_3aQXt*1zxiaQ@YJqW!hg0@ixN);Y9IYL=_fw7d)OB=Q!=TWkXp71hsPyvaDw(KJ
zsyQfGCVG5VEn>cP$2~%T{@!^b!-~PytI=O{M&kD(^7cim%0GV-VG+3css2DWo@cg4
zm4bM(e@{C>v+7i5%uZ9=zC+9~8gt5n;cDBw>LYVP;h-0pqhxC}Vnr%bLX-weAK^VN
zjDB@t@91W9avQU{LuPAkOkw&@eY$V()ffnljb|or!$^lz9-<=2Jy-Cp8CNHsaLJiE
zJ0;xLQ%ic7X_NROu`=>+eiTqiL{saf(g@q*sS`Z{!H*>?-O}N5J01}B?dq7^LpNam
z!dEC)zP?*&j5tlV$P{ui*Ylfn_&+gz!y+)YU0cv$RW{96mLCa7@q!@y17r!zW}_>T
zjlLhw)rT`mZ|x|sR(YxQt(8>9PZ%oo25wa%R=LntB;W-YVEzK0jz*;lK0a)3eKTnk
zoExq-!AY0+038|J)dbmM?E|b|c4%wOeeIVfg$~K$+=USA9UP#d6viM&AVP-Y3<J>9
z>~B4DUzh|gjAncQq5~pm<RP)^5eP?OcC0NSXQAC5n#VT45$J;C<w3#duY6R$y@vcc
z=;vH{bD`4V$vm0*(V<L?kEz%Az<3%VAT#mz$sj1<<E2XeT<V4GV+N&a0rJ~@7Q#c;
z0|Oh^oqLpNlZ!np?4bmqYvYm`4*8eX!109$?46q5Q2BNO6&QcZyKIYGL+kFn>v|uJ
zS`G(aav$=NmIw$=p-t6ujby(p@+p&3wH5$bCJPi|pAt}!*mLzj!t9DEAn?=IV1PCy
z$BXV+USMcVdL$H$E)FoE9kd)2U)}05zW4I^CHeStCDwo`K)3&a!QYAXD}n-Y4exAZ
ziB&^4SK}AU@|~fx1<m6AZkZ8)*&h7u1fOC7j70v<9BYY=E%Hp~h^C+2{>~(z+esc;
zJF9(I`)_jNf6H0LX$VDtDzXF*SwulwV^rPAGhJk5m)q;k!=$GeqSnmkIIa^>z8O0L
z4ZLR)!WQQ?IqaK-%;NigtSQ8B*l+UEOmO7W_22~1c6HR~KJtcC<!#(@!h#P~)0J8Z
zRxai;i|Zai*~iYN)8FLvan;DbPCL^M%mDT>CBy`4ffAw~WsX+7729RLsYZRR*zfkV
z*mEE$#r3&<i>eaX<N1)*TEPg=rY2U4?euX@3x*?0_?eEQo;2G-|GkU6S1yh_7D#q<
zg>>Ohs~+bl!_h)GEFhRBbz#${NlKvqOFdvXZWsVZx7_3rXaqR-(JljE3V*f<&puuB
z{$SVK{RZ0f$ntj1G8D4>+aB_xjrfPfG6sg?4+iPcS&#fc9lq~@k*uo3t%~r`TQ?1Z
zJ1BAwLoW&~(Z6Qvl{<w6Y|C$d;#iN)kRd+;$uU5%bX-_u);o%Kp(Gp^Bit^^^x<h$
zo<Zju=K<*gNTCZ5)J;zYyssb>&8vw)sAUBFztn^Hb1Y#HY~>&pM+W@~ha`f^lc6b%
z{&GpGAfpAx8EtVn$hZtrO^NpNUxDVo{{L46oCza%s5H2Nd{cXu=&w<bKhv%R-#j;)
zs=^{_#IDCa^iNcFXS0jSnk9CS#q8;KUeIrRpQ<uNpN+b;Es>el2oW8%ldz*(fJ~ZY
z``P$o<Z72&Ww?$&T;M5~*(caxwmcgGb->pltyuD@zS8LJYYvh=?u&9#ZaYO%3ge0Y
zxTKax*!q_w)z4(rZ}D|F{CC$aK*axqN&M98O#MvKB4n+66Tb7yGUrnC#GlKk=X#nc
zC+YNOlT!E+q?y!L5f|Adqt~A^Vf0&4nVW=*{Q?KTa#jro%`Y?;%Mz^lq6MEk%xtTt
zt}#__3*Ewsj>#m<s!Q<*$`z78LYVP@!0fhZ!yhUEIU{7I(s{-6Ef;u|(|HS`K*S1~
zEnc5mHTGFCjjh9Jj@8rRhi3|*>)*|A>dbW_(BpBqmg8|*54^RWEvhZQl8M+a66x6W
zwFET4kJ!V#$Rp76OpjK_{j)$MY2tM~HhC+G>h@Jx?)_QKi~nEg%7ItB4%wX(!e9Bw
zkK@4zH#L`=vX|F?GSOIcSHEV^iE6Vm|A2cxh^2j?wf!~i#y^Lf>_1|dbdnhNp?}hX
z?CS57_{aUIyd^T1-DHB6O1i|yFmLfedS*WXj-FtuUl6kZDo`E)8A#h+iA=&+xb6m3
z!RJlCpI-sa_0O-Y{uuQKnzbB6y#O2JDs{d<@8x*atw&94T>$iO{WT~?)Din#5<m1&
zZu}0wW^ZNUY?i-}?p(!lW2+m*<C>=J1ulPzFMIpVjffaMdB`^;dZ;|2`yq6v^Iqb(
z1x1V$wQ*W*j*-p2MJvpU@dasjCZR~I)0z~L2Q7v7aYf3AJ)KR^gzes!Y)lA*ymG%=
zv`U{V;LV$sx5M5WL42Dp{TDIvuM#0Z&Z-KAOEEtfqMG3wU2YPC>`Al%jw?GZ#KH*c
zESinU?7h}Pn-PJDHMq@VmHtReO$l_FIO6QndK!mPa$8w;*Mmxd?Bs3p(I}NuY<2aw
z^HkmpzLC4<QaLKCkm)?n#I%Lr!uW?kQ3fTe`szqA`r5QbfjN;oCI)q0!=BT<Ss3LI
z50sjpv{4ySOcEhC#NzTCPR?2Vyz5)H>!i;>-B*DtX><NP+bRV+T{iMxy{V03BMVE<
z-Wj~KlzFE&T*!md*)G270TGhbHZFAOn>?m2(lOmLVr`$i+-j|8wn8`$^q9??1t=fj
zP+orOX6G%M#$FoRLTz;!yecgJghI-mnC=7LS2r*f{{&;vlvMQobN=rKFHp~nukI;y
zk+1gF-eVwR;G8t)O6k`PjIQ|_{ML>X^cc-OdMyQGYVK&B=NUOg{9JUXG;+}Oi>dfE
z#cSF|)*zxmw=b-oTLsC=k@=&Z)%Va%w)^3|_JJME^Bt0tg7}K%wqC>_eC9x9a69$$
zmLyw$>AW1BQ7ujDFfy#=u%qL}aAbI054*c!$^)8C$s*0ra(#w0ri#QRuP1S4cb;WC
z&wx}wX+MOszrMX=<6+IJoc(mb+hpu3w`C|p98q^1>HJ0k8{LmtBu?x}zUBoL&c(`C
zatrh0mFkz4<|aM&xGEBL!<<`RNInQ?9p#qgvqjb8!Y}9_x<J1FkZ^9D(s9s}D%6UQ
z<*_Bw;?B-^_FPGTmc&sKPK*NMUOF-Y$x+S2*ZR=$3aVhU4XqmBSeZa}9-0ga47EjK
zwN`Hcp3VXb`^iGxf1T+?hf2=Hr96gh&p_f3&SI##i;xG0?~1ZgR@B~K<>0D!oICsE
zp6OWz)nTixcqQ?A(bB23iV|%td1FH!?sP%$?WsEUp-~ffr~t}iWBZilu*kER(&4Fy
zJhfM&+Qwho=rDr4Q=2Ni1H%ljl60R9a(99{)ge>&vRmfE>^aJx&p1KJ<AS(|#D=tV
z3&b2R8Pn9inZ=8SJix>x_`&aYd8B8<doJ*}sTTi8s%I?haMUhNFz9xZ6_QUxsuWkq
zJzliq5Hxu3^o(bV4=Y_pk;O;KSNmy>aI>5@7{%K^azkA#WW!#3;<WhC@(eVc?JafH
zLXRj2(DHiDFJ6@lR<t4|5ER443K*gmop$mp9Z_kPs574>Tdq8}b^<qdc%x8mp|?0l
z4*Yf6;lmOBJxhX0@0x~&jG>JKKO79X&Z*||^1t45sm^}nsoDI|Q@Qs*>4%+=(q#3E
zTZs~Cq(p32p<RaCQalHy3$idvucQzGx9guUS>-#<icYRf@g&PH9nxx*0QZDyb+#0J
z{mm&%i8Ciu_(KCr@?u^#Z;~EKV}qKi(qk(D+Lw13=p$}(lZSav%27kxl`*jgN1%hN
zaO|#mx7!Y!c(QBXEK0^CukAb4Rr&F(6rjXxt-%4<Lqlx+K*2YUZMVdYlQ%bhw-x@6
z!o0TnsW=_9Sl9EyqEdDCn%XBC((h!+5hj2=E^FHp-f^WT>MjX7m20Y_^b@%d?fp^f
z{a^@ZaN9;D>tVei5Md1|LV@>5fa;c4i^HKoSvG_C?mhv*@JXh3dK{Qbp8!YB%u@v)
zvI@cDBIXj$zx9yP<Fz(GK~XkXMSP$cb`^{+^#vk@3PL#dY6Mn)oEnH|dN<(@$sm7>
zT&6nM;`PtHBUdgGa-3ZUmLr8ump~hTpkohD)nkTNv(OAd)5;#*{DgU&Fm6}6b}X?v
z+9T3Vj7d2tm!Y)o1wnWiuiPRInhn;;ffRjz4^(65H-fi-cyHTr>Bf5$)$x?2qll(;
zl3nx;;HCO20rwKt0kpbn9|ElqV4zUZ_x~Z(-216l_eVP!@brja$in3#P)yH>m2Inl
zrTqYG7z!cl-N227-C*c~DG(;8zY&|?NA>@!)j0m-e**fTQSt~B5AYusF<qnZaB>XX
zX3Ewb6OwznU#3fBS20TH+g`F<?j5Mn8?$4&LjNOOE5TGXz=Sup!w&ap>(Pk6H~chS
z*ZsANezLqIY^pri=?KIQ#yMBl|9$h}BDByz4C7*;jBGCE2y{p3kBze-@MMZ^J))r-
z$MDcaW|!leZKBCLTJ){0>3W-ONZ9zf$OiulYG)hPvg9n9GqJ!)4sq3!(u3tFn}7IN
zR;u{p!SlP|FZXK5#%ZTdTfNrE%GsuM&4}Q;LHKVw-+y^r$N!`7yx2FsB9pd@K_QhD
zY&SV%yUhB;rl17AcSK=~YS~>^*!$zSN1?MBGqK-k_Vi0|H?VFN({3?7tI9i!tCt?d
zef~;YuC1ZF`57GI#n6Zdz2Nb@Wi9jiJ3o6ln6G*G=dU8=r)XY@5^R0i&DFW2$YK)`
z83*F`PWJmHsDCnYt-L~a|20ZQ$Lyl7BF49>yt%S8^1g7H4(|x~u_W;(qR7op`au77
z)yIRIWm8ikOfUEy?s`wlV$8%mb5WK_?{GJ|T}d1foI%<GbL|{FZu<|+x6-LHWv&%A
zO;J$}*~CdaPP^E~8tY`Z{T<8IP=+V%ecWd+1c%!X?dDbRy0c+F)Ajx5w`u-$3i~J0
zZ)k@sVi=QESuSyNep~>-g-51XF0`!djI;I$mMWFoe;O6!2nNfyN#gQ|O21^ouM34=
zzq?Frec?xHYrL2EKCI+Ho6rGV8c#PENb)6}M5uncaUNeOz9BXX1|5NBXr`zRNb5J~
zmUbsFD3>FU@!P!%8?gb<4N?s8VerHr8EE?--u>ix@r{LA^ix%qjqvw2&^;>bEmylI
z2YTP|fFX?SKJ$u>qTC&A#Qf$-^hFR2$5ry6zT}7z-M)2;Ylh<^T^E@n+AcmKM$i&C
z)R;|i;S#&f_!;f%m*_|0ZUXtmp~<fI(A%J$h<|wFbW!)ofa|yWhJ4XC26z|>WD2tU
z&jbi*-CK1m64FW=nB)1OK^olzf|7;$J-Ji*Dx;!b;8DEy`>zDxXX)fWek+p@>u<ZH
zexaS2SeZ#rCr-(E;+Lw5|9;wuHZ(Cvp3NH5cCWG*&!V~Wgd0i2N%?tlRkCZN$T39k
zDiGK_>*_fbt^Ymz%M4Y`_vZOMszwBMy|I0oigax8a^tOOUk&9O6^o``C<L9Y|9SKw
zETmNZT9F&MHHEE*s6FQy{uj)A?K0CWch4lXRZGmG&zrt#X({Rz)uw!(0?hUmP!D0r
zFZb&ML~Tc2-04*a<;owvJ->wz!06RNF-i~6p{X{P5}BHlb}yH;(mv+nen5KaNi1N4
z`f!Eu7j8{Z4H+2R{xo8weCa+dy2aCcFG!vNQ9lFzN84iCc4Cis6fkJ7;FW7~C&4(N
z*82$bP#k|FK-T}HZ2I#v$vhB&X5%qe<!}mBG0tb3M0O6F!g6AVMYKzkJCQ3|>vB5H
zb%p^!DQtWTO}%wa>bw*84>Px=)rz^|9zR-&Eq_WTA+ajY7VlBiHa!H#iJ^AOFBmh%
z?62fGCLP4To0jpL?qlV9-|Z`q>1i``sdwdJK!KfbF!QKSxtTX+g3*d$f~@8~ab%4+
zGt~TcgOGp<Z~8V^ac~D>xD!oe@)2_-)-iu^gE-Kl%T#xlc=Ya>yhYP%7#h6VlOVYw
zz&mZbjfoA1Z5YWgZ94*&P<u|A>3@DE6u-R*i}WW8YW6={TTxaVZsWc@pB2eCe&EHc
zsS_W^*R#k-n8os7znl2AFZIBxo7t(NlBZ2{v+*0b)alyTg*H|V=^vR{*5iEGw_?o$
z^u5DYm_3J%^Drs*l~I?HCm6c9B!+S@i9hesrQxyJzHP=g=^-lPoED({>jVgUwBGY8
zVW^5r752M*mbSUFrh2n6Rz&YYIYVh9M0J%I?`Z`Pr^C&DDb<AMxzc^b{Zdu;Kd2o#
zj+*J1P$MY|n!2O<^3thzu|epZ`R4uYIz;ADn0iVpd&MBhD1n3wbtff+z+^W}^j3{D
z>Ol4i@e?)I2KS|z7Y2CF<bluGEg-$xBT$@Q*P*lHjO|x{f+Nruu4eEK4RnU@$NE1O
zTeJkrTmRrfuY#8?>uOe6pTowCNl|G8>~oBgGatIV(c0Tl@2gw2LvdujIIK+)J`hC)
zY8sFc%C_CN^LEcB@33aO22TD;DfNUH*81K`?o79@$kim(vc%EJ=s*viF2Ag4vEE6o
z2#`WAP$d386I)cbxzj0RjT-lrEAs};mgpnJTA~7Pv832voQD~Xd~UmamB$M7FN^Y>
z%(U@MK-)t8q^jKi0agD}!gNzW9XVvC%u{4(qPI5VgaE%wT=HLCUeW)hR1>NHo2ry&
zsy`95tPna;K>W*1F9M0IQEo>=l&=rwQd5Idn_XP#+Ixw^jw}`8!H@H_1Y-_NEdrkM
zNPnSaqE%|ehq=n5S&j`vW!}Ae^?(b$a5>li36A$LCB$Vc4?()=e+{tN)iiKjSgkpn
zIS_G7Ox=T_Gl$eZ81F1k<DdOq`lVRQT|5GP0B%IF8+7_#ZD;0Kl5)~Jb+vuQ|6bBN
zEOg2->{6O6uiy1kX^Q*-*Q8%>%X07NtT4z$o=L3X=)eL&A_W2IO$bWumxVMx81LGM
zm{Om7*@bO|iI0@bx1nb?_qA5C2L*k~P-@8-d*-Qu@{FaA)@jncdOt3+Ywu8R_;YaW
z;ptXBbkU--y1yWp1HOKBCfUxjE^1Xh7E1~ew3c~G!$oP)IUP_xsU~~EH4n$lfdIiZ
z+DZgP1r|1~NpEti?rcwHn5N=0H@6?PZ5-gDtKTr;8)9cAT}HTKdy8}u2C3XLYPe3|
zpn4MAp<^7pG0<c2=*zTilX>FHLVLv~==p7R%P##InEH#IuEU#eWAq^*Y+p@6Toxu3
zvH>2*T_bAEK4uH|Np}21yOik{9%(cAUz^6?F!Y#%HpW`WHMoowD=(pgrl}(Q8CyDY
zbMG%DT7M5@StD8ovS4CMa%VB{H`69utBL&Dx_g$-@Hq8#?LMP-sj@(pOB<B+B|E2_
zNEGD2ls(G#UB(e(U{#g7!w^=ekzY7Z@qU+Me?NH+QsRGYe9BB*qohmD><&~an^g8L
z+j=rzqwho%bnARyy$GH*&9N1-Pij5!21sD}e>Dl5uSRlVt{#C}%8n~$bB}9UOl?mP
zr6BoLQcJXvM#YEP+P>_v3PqOZ6}Yb|9N9mq(j#{kj4l1MULKKF5-l<X56Mx=T||1@
z(SLmM_~G-mMSa}gSNGv@Cr?{d^3;5biNy#0K^yUD@Zl-f_3wa30n7;iWSQ_3K`IVo
zT!nfIx-LgSiH(8q-hvDmV`*D!;z~si7$`%AndkDaKt0&Ec5qz-3BidA9<rtpN*q=h
zStM(m)bbnDaS=vf1yiC)a!2fKUvmT&ahK4Ve(_z|*)Q@^{%U2l%Xa}0?uI;chR)bF
z`I7-6oE!+*e@Fn19iP!%)z0sl=6(LKQ~{tIMP5tkGH?ay72S{TdhVZ$?~Is7Sww@>
zl=MHO8NF3XGpNZp0tv&tMn>eeEhA$ZwRGA0T?)SCc7c<wnhA5HJg0frRw1im7i-v^
z&i@emUa=HI9JaOs&pdnZsi#a*h3H~L*rfkQr#w$yBj#Ko!Bpn~)N?%L1l-nr8ZSF@
z1Og&4ywi1nJZwt}KLRb|jzEUf%~^$QG=puoxicznpF>9a+SI`AA!{U2+*y35M{|q<
zq@P7mee+l}?X_)|<Ak=`qY=l-$|e(Y@rlbrbH|(^#V5AsVi;fYhOpZFU|m3{bH)RS
z)RzsBN|yx)X+-ax?!PmfIVAsffNo4W@w2wKP~}ucuUN<ri`vMQ4TZ~vtz2h=5|&%|
zVp?;o3ZzmGtUm}esZ@;_czvh37W4LFjQo<<Vsb?kD-q8r>iG3_4b;P1r_RYsE>U@J
z@+q;AV@DqGf20fj6!qdpEh*s8MznbQc_l>wW_}S?2wx3d`DUQ67H6HdAw_1$4JQoz
z=xbC^_8cXvqZ4~*QCj>Z;0WZ&)3$7M?~5<M#~1c+z`lEbmpB!7xhGSdbbC2|&W2$_
zqy*7Up4K*A%aA-%#{`sXKzi$!Q{8?n>ZmH68`QdGZ7cr}kUJM~JR-W=0t%uBZtmI}
zw;ClfiIbe4o;D2s@<@lbpgs0A&zG)J2G%ewg&C)Tyv5<z5#NQZ*sqn(%GB9hf(C;|
z+0yYZ-;y)D55eZ9H|2Y3OyAWd^?Fd}>Kt1`xS{0Xw+zE{;lhXK553v}q21rFAI_19
z^?<8Qfe99+qE@Rsg82)f&yj)9Yf6uBv;aEyvZ1v?_)sgv)#B=Y$PB9+;O&_0T|ln~
z)^89FKvp=9K>K9KiY4#{C16Rzg>ccH9t~!D1h(Lv^U%Z7wssKAX@S@~V)KCd+Xho(
zT{P^?)#?<9U(-!m`A@bP&-Y*0qPagjmqcHjVQSqQ-7a$nrZ`+}34g9E9>!IN^kqIf
z<6Y+<DDNa52XXhNYhCjqPC)`i;0(*&i0Cy}b;Wz(<Q`8$C5q=(B{&eQ@3}ska=w-C
z6|1K-25)`2!e<lqUW7G^>Ki1QE4qY7hPu$x$Fzizn@-TcBaWq*X1xM`FIJ@IU0Uqa
z-nOkzw5)5<O+~T(#?t{!)v~H~Gp>xeo-urpP)b9iF%!S+<R!6WleZoe34P@fd9Jp3
zIL)ayVxBR}%#8Gml+F|}M3p!Kg*~Kd{vyW4+qLXP3SSKKK^9BUUPLeN{<Bw8hsw+9
zy+s|FUY0&t&*s1z?Uc??g|1rNTCb9>^H%OpZO*r|w#R*A{_to-zF}v{)_<H-&=qwi
zlT0RP#&-h|Greq3KF*S|yl=7wqswyN3Hi1jA9Q_%f|BZv_ij!fwP2OIXIRr(%B?5y
zl#mL2u5EG?I*ZG}<x-RVf&seaimWAG^C=E4+n*VCc8d(NPU!$Axdyfdn>B`hhF~`^
z;6o^E*#y}9n02m$uswZNG!<T^M&$@(HouR&&i7c<hmKauIE2&`i~-}-JVNT16QCTX
z)8jSLQxII@Iyv;%wJ89fKjVE_yMJ|Ut#DYHufY~_FToOnjf$vNT{eZ?pyESABE-hb
zT6U|hBl7sQhb@9{uz01jP^Vz}FL*S^Qe%S}8R!#+ZJYoxU-rn;|1l9OrB@*${9Jvo
zKc}_nm1ph^PY2(!iu4q36K@qA>fDZO8yKEl!lB!UhgJ++`LC|1^oM{`UB-ssnNo+>
z=4;S3fIVVE{K6_Y(rtE9&}%Vm!tguV#a4e{{%*h6HQDNF{%hga8SZ-8%^V;JCc9|V
z#GlQfJ2%AWD~!0qp2nuOEzp^5As&A!jcILVwhBE@OLA@1P+^lG5(P<{(2fVRW-YFI
zv%QP%+qb;2`xDD~rv`R}ZP*=zGA@=}j3EIV6Z%+I8`(1Pi#;DdcVPfi{zc@wvpHNk
z2+yLEAm7_79Zatk48($sb0HAf#ftFz@4`L3Jq<l7f=4QZzcfVV>vSq9qC8$`QY@|u
zs=W?X#aRoL6d%3<?y<IhFzR?cYd_&cbvLt;Beu2lVu-+G4C7~#2s)Kg?K`Bl-)o)#
z*IFDKpxYzBJt4!b;Z31q0c3<WJ9G!MS7I>&O*pz+z@1UE(O5|p0p3tAo!H;DSzeCA
zz5{MQjF<qy3B7bm9TW_ga43YYL>d_<H9_{c_RS7m;AOQ^P_l~~_2K>(G2+33s}Ah_
zHxn5I6=}|pv23wywz!L1=c}VU*ZAGCX!w;MK1Jg`Q9LH<qN8eNCBmNv6Pu1)T1yk#
ze7HSY6ChX7@>Gr*L$mCEx(xj}zHWs72xRW-c5d4od&Tzp@T=;mLF~h+4xJY9Bt@-$
z-P&^82ZIkxw^~=`KkgJAKHM(HSmdPUEKPBy-ud*dd~7D2)g^6y(U^6M2M97w%@%!s
zppr8&d0he|es+&0c}o*01ZnO)&_a&9s!aG=2H9%YAlPTI3|FlMxnbixbLB(5WLoaM
zOllREQ0(N!gpJs(Wc(;x6Qr}ty3ZAOh4IBj|A&2W5yRxVl->MOJF|Lg!wQ`IV<Kak
zA6YEn1<zM8q6Xs?RwJ;y-6H;GAQ9sxaNAywx!v^3l!Q6)%p(cQ#pT}g@D<F~63lID
z+Zr-X6#(TOEiViG`a@tf!(b}fJwr(T^xfVS&X}e7yVV2^@bEoiIm4L9J-6Lld(e+{
zz!r&t&L|@x%bl8sXR0W-yRh^4oAxgF8bDKbTcv%cpG5>hH*S|8cC&#O9kjkQCnY+6
zan)ZE9R^7B2|%I~{7s@)8@J6XaNcj-=G%)vLqdyVsj!*Na`d%q>W$-~J!hsp<zN9i
z*nxi59IlT`FJGr`XCvf;f}vqO<<0M=OnM^CgnX1b@6?JcM)_<P)iYvUJ#(A%FFfFW
zQO0(~7iHj$FRc%XxVEbGrRd@7y7S!(O{UBxeZqy9d||0AOIdY$0wn=$Jw1YJYAPrd
z)E%Gzg*2UHO(M{2S91d{Jqc`JMGV(ZSw;L@%*T(aX*UTee9B;&-Q~yY7|?d%`ZL4F
zJ82XZ{etH*m&6@~10g|C;4U|(skARv+X_GP+%Mmews=CD9sI>T4W8id1HrwuGc`KX
zH_uzk@uIsT2x)8``4puIc3q<U-`4ZyLA(eidhQO7Df-ybeWygw7O*n1k>q>3A=G6l
zI&Irb8Gur^;wJ4u<uB#z&2iQ9HXo)_sBYM*G*yXupLu4T(-yj+L(!Be?qc|QCo`?4
zS4(yD33-OET&yZ)6<=q{;dm+Gl%k}vLvC)4%CyPgx@wFSi+jd3t-%}9QSMtAv5m2f
zd4vgsN$5;;`a@ImX~-U*DX@d#^#@YOoVl7W!r1ERw4}3dHtkD7tgpQCx_1#c_BTG`
zY%i=j57N)q_Q)?PdCi76gK42NZ*5`QD?g9};3(HhF$D3_upNhpvEi5aps}(P|B7@<
zqMv7-4_~QoV(NpA)r*;K1SEx^`}m-wDu>KDk%or3TC!Rxd*_T(El<Z8(1e~oEmb*)
zy6d6N{@<SuT=kys>#Z)(z?Y2bco4;4!zRlxF>f5{YCbBuQM`+v`NFuM@OcZKss17C
zPM`gXJ(61CLPqREy{9f|TLjMnB;F};J*}wt6XiGxZ9J_%El3|S9lJ;ER=>Xq*u@G(
zI3x{5%_v9>Z828-;XrALkt2#t!;=f0_qN1<(-nLQFyCHTo2{z>S*~P0eH1)aE(m>a
z>m%SZOr6`{prEtd3zwS~)qi~-Nu9j89uB5>hcWJ1N_OiS6w3o`tPvA@USI}y){@0-
zy|Y>)4(7pDXC8qv)iR8hNK*J0FZtpRUG|=7;0Lkq0V)SWcejDMyFN$%t(t*|!WQ$!
z`Z76Q;K;oLA0BFAG7rqB5Qk*cKp9RyP+7JM+zN`dmqY!nS0=-8uN)PGuhuJIze^Yp
zMLoZ}xrZ!U((hTUvhP?aBvfFQ<ivai{s0ok^cf6YPN}W*oYlG^iU6|FsS$+cwc05r
zXM~M_>7WaDWAXT0Y|r6Gj6OaD$gHg|L8E=rvw;<_engp_=+X<d!RbFNmEk&{(ESFm
z10oRab5UBWIrK7$8d!^|dIp<w<Jh?k3A-u#Zx6{G+P5Sosak6@26~zK42p`T4N%W-
zT;l$Gm)Guso1*=iG-y$YR-53g<#IA>Y`E+5tqx^&fs*M{Z0S23<0XsSM2%*jk3i>Y
zsQ6k?k>REG{AJpt27FwT%~W5K&mb_mPklL<9`--i!P$=8o(WQ*vnlK@^fcRPYcboW
z1&s3ge4s$l&i5X`&Kr<}eV{&Zxr3!|r*Dm3hVNJEn%maXYTt~m;Ue)kD6qT(8>pQ~
z#&m%_7p%byH6o8LAGTCpnjvb~RBnLf8p@V5wtD;*i_C>N2j*Uk3exzMVgCtRttB&u
zyDALOp?&`R*mPz|yVWgQ{VCO`$T;aOPW-Dy|I=u?ut3q)&@tRW<p&2r1K&<)W7T(^
zg3H%;8G#s301u;OVuZYxN)(>XWYkt*N{H07C^WCl_2V`6%d-2f9WGM`Q?t2ix#;f<
z6p(1nSmKFLgu5)yRhwx^fxtE(ZF`bJDkt$0TLUf)>X*Wt4A6+x*ogWqZosC4>fo%T
z+FI@k`*NIP+sMTtt2Tk?lAo)m$LHiCtbMW96^R&VbcI=e&+)G4ly#YU*;5$rsllMk
zMDZzyYWdggUyTTs!XoQf7dy>FjJSqonCAIfHIYp4g~vaK3;oI_$jJkOaGQ$(wlKiV
zi%SrCIK+cE<lXaFj7<Ksy$?mP<T$?mwbF_jg=yR7>guSqh#pF9$eo?(ZheHgtW`t)
z%b6|4bf@76t=@>ZlOa5ru<3~iq$;|~D(=ha@eF?p;`npRuzVo&u7i3K0Y%YbTC%?v
zDiyV@ae-G78gR?YsoK56KERFOaUPbNpBe7@T-bm;yYAk%XoyK9fjMMN(%*f0m78dA
z+QN-8nC@Ym!V=F`KY=pnGb>O3FLy&v#PbN$bo=eMQiYfARy~ayY3-Hd`oPLJWp>^+
z0UOj@UR6@)(Zyr2!}@+rl0#KDE1bzF?_r#6i~mK#5w2D!@y$d`!8QA@=YYHnXw9GA
zGhar3@~u(mQ-`9@p>AF5VTxF!?cI@)CWkDA^U9<%m!84C=KS)f0#0T;iNrQ@SI<tB
zR@RrIXG`7~ToY@hIvuNUXuFWmk7UINc8=ib*2Aw{$1usY@i`8Pq~@k{6Gz|(F^?Ag
zIg=DC63*Fxmp*x(kAcB%@7t?fso9)dO)d7l-fIaAd3wt^Q?jeb`$E83kkmg&WgG)S
z2BgcT0ZaVPbQx@e3`30ANr8RQhu?blBR=$AC{=F_5Akz3YR^pF#EDxl9rPhC^g%a|
zIa8Oclv|rzV1Vo>nIUl3&2&WytD+Bx1y^Vz7P7^?bOhR63;5&Ol^HQUgw+gx*aH*+
zOad}E6OhmoRiK@px4L}6`?PM*1K^6BP!J%vV-P^q!2;1AH`_wc&;_j@fW#aFqwA;+
z$)xHJ57McAUY%oT00hs!aKXVY9aAC9*#InZa{aa20~=Yz>E<SlN-G(m{1&0a2F`dn
zUAw26y>))|KM>pMx7BZ~&8a$=lzWB5DD0$DRU@+nd{=?LXO$fK7B#q1diK&0NH>wD
z)Pdb(Lg<0IE9~D5{=bP{Gx#g!c)I#<5uidFxR3Pz?1kEn{2#E`ycV|ialdel=f-@#
z7jaU1wsgJbEG#T&VfFiI%dmj&JLJd$d+^S-<ceUY{=;#S8!sv6KDwpQbN^mWQFa>2
zdS2vWLZIi8N!DSW1^v#z{iw>HfMGe$6SU>frepu}S@rjomcT?a2UJumHX`coZSQ;&
zjf-BbvSoda5=#3LKeiuw?W_FAZ0f?OxDDH`%1qU<?5L`~epR{>c#=??;m7p{n>Xq@
z$W4Ce&zZST_`;)0Z<2XBPg^riPrfqiHrT6RPgV7lEM36y2kPN|CH<ez=6^r2QiHx?
zQ(U^ghwv{rYS+cUa1?pt5~=Kp{YU(N>dxc&wf)QbjP>G3M=E73nh=C?qy=!G5%;PD
zQsv?@AIo!OTkSvcp7(WG*o$vw)_cAiX=u++J_*`CAefm!{&CRA2^JgMIPdFSwL`_c
z_ZH`}EdHS~L38Q$Yg<mAP@8q{-@S~5k`pgEIQ{j{n>zK;e+IV9INeKnZ}rwL5*J#g
zyyKSnV!n{)>x};Z7val3+Wnt_ao@@Zz23gU@gDbLrv-OL_Fa(p9#{NBis5@kjrXGS
zM$TfZGga0Utk~4#`73PIuj|SW-ZN#+lfQiR*_LgygC_oY`TSFx^Ssk9Sj$9kRf?2~
zGtOS~+AK<LX7P%+Q!9D6ckX;LuYtd)K>PTg&=0@EKTc~ed~`Eq5^t{8+4Q{SaxvPI
z#Q(l4p0|@}H*jnz-0hmF<@|un<}91GNrfM<Tfp2HeXXi=i=6atnT$h>k^%dYh1joK
z{>@;X^ds;iL&a*hZ0_%zYa)3!YZt`2OYc9nSJ5x~Ou`5Gwzco19?2TGTc?+Fnl$!5
g-fj9afMMgRzODuQry5ijA<oN!otuS=X8wN@03TV?U;qFB

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-65-Softmax Function Example.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-65-Softmax Function Example.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..1ccf73c17bf49098b5b0031b42cc2e10b3714597
GIT binary patch
literal 49644
zcmeFZcUTke)-@cuG!f}FD7}dwC?F&%0s<mUKtPCs(jp)Tg0xVig%SY)MIrPeB_h3d
zP?26Dy-M#=0)+4m_^aofr<~_||9Rf)i`STtWF~XZ%)R$oYp*>=-;X9hXVg{HR6s;T
zAP^Do4|FsPQUaYKC#N7MJ4Hc3K}mUviiVMvhMJm&?JNTwBNscEn~R;3lZWquAkTR*
zUQSM-E5c$IC8edM!Gdy%vQi2cE=fxrZ-j`Fl9Gm+hLx6<Rq7n)IjMj9aa0GQKSk6=
zRz*T|9z;w}L_$w=)C2+p`$<N0@&NtzAR;CqB_pReMM*^se4+RZh?t0kgqW0sjEs~N
z__i1DIf#^=?Cd$o>*NeN4=K(&GD`VICZFQHQBcpM+r7?r$=u10l8Tvym5rTWKu}0n
zL|W$Z6<IlXrJKqss<+hC_3r8$7~V57ws`c|(#qP#_L;NGb62+)?*1<W0)v7>kWtaE
zV`Agpyp2yuO-s+n%*y`osj#THq_nKOqM@;=xux~<m#;m&ef<O2?}I~=Q`0j)X6NP?
z7B@D3Zf)=E;`a8B$3+Ap`86!y|6c?9hjGyZ<02*{B_X9a9v2a@E3lBzlaig2BtLsy
zhvK0l!+9y+Q;atvlMCu8c`xa%GnqSeQ!(>NPx5aZ5A9@R|Gk0v{f|cW$H4v^*AR$?
zga|l!B=jICXgyw-)`KOWh8%nrXWn>^y)$yBtg2JuYsc8FC7hviT57o<O2_Qy5r}3A
zG5-L(JADMgX#DLjy_JU}Vs7G0YtZ!$3PK>!5y%_5zlCU&1@E&$Hz|%lW+*tQU}7+(
z6mK($!QI3wUyj*96}@->zGQz1XQ*h9Q0KyU`nBE}9c4z4&MkLcZOJ}ud7W#1NTDR+
zlf}VZh;>o8XtfUneC3o-3KDd(q)ES~abf)Zi=v47G4><SOH9+n1%&kh^bLeCGQFNQ
z>Qk3eJx5?`MD4NC9qt{0mb!txpF9HT0Xtd?J#<Ieot`e3=rgPa_88GuhgfR`_Ba|?
zfsjE03<a^j<#ErInwwVHg92GYegtZ`GTGLC4{qi<*y|ei!@_miOhF`-U);x7C?)H<
zGNU%p|Gp)OSyo$ZCy6vA;YaN*$7X6<^g;NZHi>oS3nxV9Wqj7=3}M>)E{z>yZf+|7
zExfSMuTyn=y8g!t2_OE0Ru^!zuAcmw&W|sLE%>Yoq9VPjY-rhd4EKHXh{M;=FgwO{
zBlm2uj@mUInH|A~&OHHnibD^&S@?9t0mGyNKAMY!P+gmy?|yJD_1%VRi-!Xh&d*Ck
zgW`1)(TL&^h`r$m6o@Q50wvu=&uw62abJ!={Or4j{RI8GsSnaq1NG15VL0m?=suYm
z0l}{I>m_s#51*^jL3)2x40x8hQ5(Y0?9CT<H-h)<XUU?Se5Wu+W$PH9rwhs?>5NT`
zIvRfNB-dyag@wQ6Qi!NdY9^V_#=g6g#HyoW-A+s;l;XoN23*Jw@2qHM6U%{JYDGZ6
zu<p6&LQ>wvlZpeEFd3ueYhsmaf(zGZrC(=6`9`FKb;&INQ{Ysq@uh2I&Je1N^Ei{H
zSGFk17z@s<wfozwY5n~^`_u$>kxqiIE&|<x`g0I_J4n>y(~ad@EO=>s^da%1BM>y)
z9;Z63Sc-JP6&3Z43B2NzJOXWFzcGz@avg!9f*x<lNTo9tv0HT=ff&ni&vK4HScxSV
zH`M{%R2)7!!GchZFvhLxCV#w`f)sVS@yFc!eUAPwc&@hEL6rC{wZttc2#bW0^T_*M
zs#b)5$-&lIq4v18=?*AL31R9;G&MUU&`v_*dTc=v$ryjep}*=82yFsA*r}boFVQl5
zP<^$Y9Ig?<6WwvW;&S~G><Xg62!q-SGeeB`-e1p{!8oBl5$aQqK%IH$!volQ+5vg^
z5eQO(*j<57!*Ci3*N;HgJvtBeZ4i^98x)6RYtXfYoE?d>e2=+SYEy^=nSDv%DEJ$R
zWEMr%7A8JOy}Jr4V|qhEWKFv)5xQC#C3=-9m-lP#IqMW;0U3E%5BF=3<!e2g#&nX0
zw=~7iC6P#5Mj=7>yW`b`i28JtiK%Y)^jfo~#J<w)Iu1`fY3;%bnn@M`jDCLBpmw2*
z9wZ0|U%sa_*^;)?)~>bcsKpzT3c$bD5Y^j2^1Lsk2Gm_gNnUTAGm|q|F21@V^L9Bu
z-S=H~_(#p#G5vvFg@*~Lh|avY!}TJB)%^I+g~vxAPjOF61w+gcsLS{#fe`=Kal`4%
z4<hCUVGp`%=X%-*IAbT9_?tnLkFCFNg=>0R9f2re!O(e$7e^q3ru%N4mz8c`ap+cc
zb)t*@eM-*vF6kngq9YgJc(0E|#p^NehKH3HINqNPCR%{W8TQl`N#H{UpxZwWMQ1+@
zpc({(F$EB2#23jf=+f|hJZ`n731@T!;%mJIWHN_ETllgsSOE`Ak*H8F!XiRs0$y_x
zBba~1h=EswB)|;Ly?)Eah885Wpvvb%uC}5!RLwHU;&0f@&2O}7F=}P4RHjI|EUdPf
zQxMNhj=O%j_)$eoxo}}`$r@3aC3mfQX^vZAof+Hv!TES9Gc~qGjdNd1dn(2wyal|#
zH%q#fA8igHwtd~sQK;{=W`9{SQkGk++kU4N!p+<_b7m=##ZMOO*Y#A{b_sTBE6+n!
z9_w$<G%aGXd{BsT$a70@N7qX*wWZ;brL!Li4E&^GObj3Tpkrf7tkAI9<3U|6Zf{{d
z8@BTJp&#u{_`F1fH#t&63#TTQLafYlpA78gj_rIu^`8G*J`IprKQg+cXY|baF!m>0
zy;ISTNi8f4NKaG>(9w6tmb)?BDOnfv5!?va64{NT4t=2Vluk)U*vZ$Rw~m`>UH_$P
zjZ}rv>YGQ#yxwTzL~tlKb%7%jI#4xAwylNo5dPVv+IAP#H(OKlHZ4}AQ_y!=R6Z(T
zmt?_|qX~Mt%7qYcIf1FD<0)_Cjk8|CxwR~KijpX{3wTB0@Vd{X7O%VmtH|ZdD4B14
z&&mGGvxWIkbH=S3uQQqMx2lOPLGwoU2U!?(Twu?*^rKoytD*<<sHiF+IsQ_h3hVhC
z_I;~qL*J?XqALS==X72?xpa=x-gqyz_~l+q^8<`Mjv>Wns5w6^ZXmJ)vet3c(Tvw@
z`vCH-WJey@qe#D|1Ca3D=Mnx_WR5^S#{661m)||(Pvwr>HlEHrOq8j;c!<_65*~gb
zhcPL@VJ5||St{NVJajfKe(n(L%~Bdxx!6S?hR>zUm0RRd2yESPtFZ#x_f6@q{QxdM
z`Gw)hH9rE^f|RZM8x}nkN|iU8S`R4PU4v^B=3^xl+;2OXc6Ob;oCPVK<QCcp%$sVP
zcFgK9QXL5c$9VhYi#Uz2CFG7@$jmi0<I^~+aqa<9R>x>-(a!mlj>auvYfuVO=!~Jq
zx(7j>3EhPyGo7nn+Y>TCDCsG_>E41iL-z#PTMwNG#T(<c2Mkl_KZ5>R@na=R8X!KD
z{$EJ@|6d@(|7=}DjCaQoXj8!!yhG=3$Qm;vvs7DHi$}2s9r_O+fmHaFVFBUXK^sei
zo4iLL)95{HTT4v}Zu<yyp8g1wzkpx*(O@ft=Y4nwm=h&uigYc*x`^UOy70XDZXr7h
z6`qBsSHg%)Q4N?t%v4)<maRxz#tnDppLFRi=(9EFRVTx64vkc??W|2vEs~|*4eZ^A
zcpM`=**2&%9wmMiAWXOU8^yOa(lJ=Ca|C|6R44z1<r~>Eh9&m!zS$QTfftlt%v<xG
zn^ECXbKRcr3$3nluW4CQZKyx<T~V4f_N}jww%1h_Y0Og4HSDgD!?~urwKcX)X%fq5
zWT3uLRZ&tPT56sp3i??E>I=<3t=lI5a7mX)_*9Z^|Eb%$dX;+CtUBt#8#jM`El^2M
z=wLiO>vLB6#eF{Oj=7YqFET^(2r5slycT|wOAgdDAp#SI&r;kxlyO#*pMfKEMx~TJ
zcd3H<86FbT2tNWbRcYpq$RYPucsiJcAUY`b&bPHMPX`egS%P=$O@>(@zMVKjnS4))
z4V6HQ*Z`fFkkq5FM+RPTs46WB*;p>KIi4B6J&Hxq(Hb_qA*yLrI^m&?M8W3810auJ
zv!ma;kj#eAr#eLd;ED7>FMJUiJWg431fm~mLuB44*+&XLEcF%abH{!&jE%l$rU8E%
zz#oGAs2H3R))!<hB78~3w&@sdy~HTtT-F;9?9I<y6)<*>&oq>A7P=b>Pon5d-O#4~
znk9N~>AsEmS9^sgTgQ%pyB_q~X^T0k`bW%FTNrp&oJ*ZLw9+Dc9l(fPu|H7A<MwjA
zoAa#Yy<6`+AgN>$Twb15woUXAXEe<A6vI6fL<*Q{>8fbTUuM;7eR~8NNEa4bY;u%m
zc`4ILU%>wOWg$_&&xGM)mb#S}uh_O}A)^HeQD6McLN<6?pC=OaPIoIPGU|*;O{~DS
zEx5dke;yuzf@Mr~pT}?R+uYyg55M6Qo2qJ*<H@rDc}E$~s=LD@Wi~QHH7OWqVq+{E
z8Ko>M(nwy3Ch^ql_mn`;xH44jdtBxV?|7=H?7oKb2HVugc3EJZ18%LcOGv6e<s-GC
z7z+|)v84Exna;1_NLo^Q_PSI|)a9YN9T^t)evn>v(IQcRhw3tL4V<f11;BLi)b<Lv
z5Q`7o2Jaf~_ua+a<IOuvM$Fv#1RM~|0!$j)Gk%hoVcXk4Vvdi8f+RJ)Le@(OY7xEw
z;cDEA$1P*Oqp6`YZ|1?<D~FnzUaxrP&|&CJ9SmYr>&Jas*Ks!JOezdff&N;?KET2A
zP?=HxlrSv-cgRR&F*)8e^VF$s=h+4&Wd?tO_r2d>V)D*k8f`qaxJ>3%on*qF8B{cX
z=7D&T#m0~*)!NNKR6Io9i~|jpvfncg&?DKvNHGoLjo-9wFz8X>_(Vj5^LTQ7Tx{ID
zm%rouTIM-fXZ6r`;Fr@%k3gs_)Bzm7_=a~S+(Zjyyxuer<<q8Ei!iM+Y>rQOXET)0
z{_cIzSt)QGc6jK1qGh!0VVEdBz!SBhs>SY#+Gc%CR9)4fxR>uPVG!upr;9XRI5Q;N
zr%gJ5<lZDzWLE~~d8Mb>T-KTl<q*!BiYE=ZrmEdgBV_Q%#YOh99K~4mS_7C%%uf22
z*mmd(PaK0oeC8S<Cfxc<9uXUuLxDD99%k8J^!X;G=#wa!1$4SwyE{cwZScx8JS)Xd
zAn+@=;^j=iw#?kNbFWSxt6?slq#BN3)v~8!X!hU3Mq_h5Nj`d@S+$&qhDqf*r<Jt=
z{2-Bic@~wu_ToQGyQ?12FEx8AW;f5+mO2voM9cdwe8H5th-NKswY>|uC&KqAdg1u<
z_PNDUr|t1e=)Qrw^5HS?5pQzDXA&3?R<!^^h7B?-!_yprUXj-xf$jtEUeB}jJg=Zk
zIPkJ5Hs>%2ZHs0qI;(k3LCjVyKe2N%6N!0fWYNo~uYkJr1Dba=jpE$3eAL}_aESCv
z377QFkBGCv5BCk_uN$26C4Da4dz<*(os3>0WpQav-B}-I<n6B0)@O>x@L&Mz1z2s#
z)U&U7(;>dxDBNd%yWE0Gt`R;0eUTf0F2!wQB9@l5kg&}=GKl>jhw$kFBkk|3MLNp%
zJU|vb&ZPgV7L3_p!Vzf3tq;1)J-#m~`WX&T9>gBE%<q(^mYQ9WZW@aZ79><={=~#x
z#rDCtYiDjiw+EpKo>j-`&s;~D>7!rXLaeT>aYFTbb)(r=JS5e3F*kAI=@&Amaa`E*
zgEWn(8zPUE^C`Lw47A;@*45~jQHhI(T5;XE1mm_f#AMqVvV4j%v!RaiYWMQpV4q&D
zA?th3X{lJ7;As>8HKNplre`ND(_jh`jibn|-VIoFUie;U^7%Q*XG$~2jnYQSWZXy7
z;g+*w>nyC`<}qL<TG_lifa{lbw(UIqzB?lN3Ad3hKJM2%l_WL%^`c`JcX7M7u|MPi
zmrY;yK!WM{(|toOR~SJl)f5wJLB01kss!A2>+NZR7Ud1mRNHGl@&S36kkyr07bDB-
zKUNhTb@V1ltfuCC74-9LqiqY8<69Vsg)9U`D9l6~xY*^`IL~~2dVLwb+BTSk{Awil
z_{__zq1=*4Tu!soQ0G*hx(N?i<(+29Ubd`Mf&M^?{!t0-ck2D(m?ZO0N<2?h3qIV<
zOn=hk)tqF@YuNP!Qzl@o|BgHD8B7uHzTW3<UrV0nz<O)7o-Se)y5GNyrur7XegwKB
zWp&l9Gu;tUq^*Th*-9Dp?)rWNs)0u(Mt|&l4*>Y3Gpl_c!g)XN@V}WL(p)hMS#NDT
zV>;44MSIt-XKQ1YYlPxqmu2+xzSAhR2#G)lRRlr1cDUj#v5caQ=sXw10IgCI(_uPc
zV6mu<#2qx(2)t{C2zy{HW+*7BtOBn0)YSAKW{3cyW(KG!Nyr}`@*bv6BLMa7^Fl5H
z+Y5l%1};(87WAe(9K5}C1nT%0;3EDi97R3f<L2M=+}(-zX8sk6-fFLy%<tEe=Oc%P
zlkTld*41q>{dA~%clTXusOW{;jwP}Skuc3gPMcEb_Lth2X9M2bKDf4)inRFF&~4FH
z^ZJadUOu_>1`c2BZcK*Ed>!w|!QSWw1=b|tm~u)|Ct5y5hH|J5M?I_W5S^vkJpv7O
zXl*IlDjb2@Zt{4O7v`<|$w4C^ET-UQ(X3(B66)^qf-Y$3Byux<dt0#8^r9IKykg=s
z@QIv)>r%64=~#lGn~z?hW|B)D$mRFsr}Rhi>-;VG4Y+udpISm#!}b_*YnPVx4cle5
zN>``>Jn0g5=!H<<%ZLH{uonL*W+C)oT*s*oagzF$p>MM>pGZA_ZbTE*W!4UI@HsyD
z2h)Q1*YNROy*)!R<LlPG0gO5ZJZaKJfj-hz@`(<?TU!eL@?qXGJ3rzB3Vc<sv!i-y
z1lP-3k<#P)IITIDoyq&5X2JwPza5sW+B(jNm`PazZ;xQXra{f%J)w%$Lsywr?9J!b
z<k58dxFgUwxZ|x>5CL)?;PD7~O2~Luc~>qVqA3{e8Gb`^oe^xR45P6;)wuxEoF`$Y
zMIAcAe!!&ht~_{^cZ4!kd`^5^i_Yu~Kybk7oC6dGVnB}&0&q!M=JO;H(pR7_m~04@
zo6(j8WoTRQ&d3-SKI}|&(1O|3^_;qBw@kB$#VIN2B`Z2!`bH1KD%{W3cvoNNr^v6^
zu*!!oz2xH?axtq(a^vCNmqTxLy;CWE!_ig{MD^nC8cgb}8sD};|DlCp71l+rn0oMb
zw7Qep%Cbm==q=Tldl&dUO6!DTr*99OvmD~nP1`4yG-EK?rwDU_(GHFd+pN;t8^RN(
z7jE|VzvA}Ib$fRc=fPmZ&Eh8-u8hFKZY6&l>#rZfEj7jUvI+F(lYmz*ckdf2m?pH9
zi?x3dj8-9&Vf5Js6XQ+#iiW>0yOcu)GjBaFef#D1Zo4~O6J3D3L$Gtkfb^*z(G<UH
zEUTa8vF&eXYYK64IVE`$q7OywW0{4XEew6iDp#EMgJ_qP#tux~;=d8a%k-ExIV<No
zL>{LmooBCTK1kf?nlOo|T{43jH{Aa^!KkCGO(v9<&Ikfh9QU!N_m3&A9<1c42Ym2P
z;vVdmxMy(pxdi~K3}%3<3s5Bgmo4tQ%WFp<-j?Je(1V>LP<M!#l3De^RUjs9WFfvQ
z)^3>_xOg*5yR)=n_RgRVU4dC4!M-1Kob^-*m4ZOl3l{;O`u@5MNI)qJOe^TZ_AEOq
z?ebPp?r(?iX3;T(l}<}8VhA<^m#?KJbv**HvSv1h-}LWn!!OO41=f_~ngLm9SZ5#e
z6BCKj(^H*fJ;ur3RX-9s?NCg%B#L%HgaETI8&Z9yp3wgK)-OcfUOB)zR?{fvv5kQd
zx`FD>)||>ZcOaT)8s;0Lo7gs<a&~FTZcBfgt$2CC#-?ZyBm#$LFV7jRq+6%MDi)tA
zD=8Dp1B2wkMe7zYyUM@M1F;UBzI1;~%1Kk4G3u7NdFH30D8dfMt-wby4RlR?GD~Pu
z1;+i7!ozYGwgd6(b5gQa&BB$Ueh|O)j`z|i+V4j6fk;x??Yee1)fJ*C)-@Tp=6N=f
z&?lACh1`;6)zfPn#%@=XqO4rtrMl-r`}VP)D-x3-dD$bdQMnfxPRm-=57otMEHCRd
z^F!V+7SxfV)fecqCl8tDn%MhG5}pJk8iFG6ynWatPt}1HXGIZgz569!+K)#dbr-^w
zt=*go#xwZK>(cQ*KEqbRl`jvax+u582CAYKXEiFbF9<mG+-iP<)-%Gq@BxHWFhJ6)
zL|17A3D=lm+so+vQ<$K<Bhd6LbT`1OF%3BV#GQodXaHO?C3yR*wh*L`K#_mYw7(}Q
zxXUN{MJTcT03Em3?RwAe@7Q*jw#I-9if0(JKQsQdMr=L*(-2*V*fyEM&1u(z>ZRp2
zld|G)`U~RUrCra=SR|&D=ZM>1n$nmsAWU%ASRmvvCJ?cYUYDBX!&8&>IGfB1a?+ph
zVB8NAm`dQZsMqo|1oA588Z?e2B|)NocJ{$plY#M~?Ya(HE0al57X-as>{8v(>nD{#
zaqq#lxbC2D-o-oPq4bZ|^V9NrKO<(~Q<gu5m-Lh#76c-N@|rHdhY(iiJz87vDrOtQ
zgt0wLM9j!!Au4JIQZgIr{?n|KfvTg?gPD7Z0U^R734tx$mf08uC|cof6m7h(4?9Q<
zal^I!s-W}%6_nG(<DSRTX}AYr@dzX`p=#X2!NUa*vtXs3sIcy9?X;(1y!Su7JBSuO
zgs-$iw65GKjy~w-^?qR3&|RR$R9{a@53_ZX&@(k@khkkObKO@P{S=h%zGNxwS-hd6
zj#uu-wO9(24Q<hdmCVuwyS@y2;R7A0B9sJvR?1#Sv^K%kFh4W&!{wRF`|>7XRhvTK
zgv-1uqioNuOEe;0VKy;w-j}}#;9{Ir*Be<6MHfSFD`nJ|P4J0E;|yB}kiI*a({{Q}
zN<>%BM~;v*KkLT56Pj%n=Sk0xx`7lHA_5e4kZ9VvmH%4R!`xPzCogZXvZeC|7-vq_
zo`$)h4Ur9BFPqQJdOl6<!xq95`FbFXZZ6J>r&KQ#ocG?*>DRiURedvUN9jt{^{Hxx
zNyEU@?xJMQxHfKL|IbgnW-;%#t1S;;ed)D*f;N_~=AwJQyX$)_EhVULYUGs18>N|l
z`{o{xQ9pC*0;8eE1e#K9>d?%D|ILkprk+cQ?+u|YEQ71FFE8J;H-wbQ=G2rBbM^&N
z-dL5C<*tP1;w+Me-9lS-VqJZtsSjF}x(kMC^3jd#()%_AcJg$ED?=;~rZ;lu^kN2m
zH%_JJjkDQYv`!T36B7@<*eoi7x*p$<r+rG<OYlJPYv*KWpCa=^)Ylq2Oj@l~*;ky|
zcBORVo`HVN8I{^rYQA!um!l+G6pL<c$ZXABOb+4lNHBzJG-I7>@ES$!`5NtXrAZD(
z-5x6A?@Bhx{6a}&`MVRl_}8M)<b0~iaeqLg)6OLXW_Vmw?HXqU=*oKlp|tH|Tg?H%
zJ`;$n(}1>;4;!et%9KDC5FQF7s;2)J5>;1ERbaKp4v<eGr?rnjA3YHBHb(upd)@QD
zQLxct3a0F(v@u7x$?%&(xh?H|#@sv>d3&Hv+@p1Qd72>bB~eWeRfqK_F>5=3n7-VQ
zSt)pMrOt%A45)E;U>fSVvp0OKCQE>_6cNE?Q+N@+OczSe=FM$;OOXikN;1mU+LPB@
zFI!Ui3Ga8PRXv*746WgaUmEfBtoNkI1AZ8S!sj#r*~)oz%1*Pk@(FZHWV;qw8fvwE
zpeOeI=XuEpFL-R`2DzuVmRwp2a`6n1{mPTbQh=fpz?%Ek3BF!anr2*(76I4iM8TXw
z+tODaT)<svFszXnNcmI}UX?p*1e#>7iSBn9rJjTZ@D_zyy$J~hCiTi9{C!#97TDjL
z*@VM1j=d=-uAWVN(JQA;X4Lx#)a3p?4*OF&O71i1dTN)!<!A28QV0edT6@C`!+*FH
zrUpH4^^)7K;95#TK?8+Qy_Ql0t?er^S2PV?m^m*Sg2@I|7$nj}6*`;CQ%y@R3CoD9
zP|McfI~cuX*35+0t%AiB*sLbewD(v_Bb7#Pvl6e&+ggcQQ$*r+o1NTpU{Mb@hm_u|
zOmh)OkdrwTk0BZoHZX_8sKXthBT&HAY1lp)_+VLA7ir?#WO4**Z9=S39R#TX$_E+x
z&_j^mC;B7Un-144pkgQFb4qZIY1;rz`pSm6OSUP5IGKCW(a0d``N!^!%rIbDI0FL3
z!VxIpA-!4Z6e_?>qILt4?rN985(p1+wwr#X>14*UE*R`7VHxLM92ZGl(`;8avv1J-
z`bjZ;yAK>oV8H7DHVLmd<^K2Y1fdl%?+%T&_6=Y4Sj9Ubqe#6-HcaYBnl>^+JQcn?
zU49#Le$H)Kwc73W(Bti@6~>ZiKIGH8$)EG=C|U?S>uYV9i&Cx3PTkyhu@Awmv=6mI
zobxUl9)S{3U>Qnv`O~w|0B^9_qEvozj>?m*EbkZmaX$d|Y4&Bkw@Jq>s43p(6NmH?
z-#zi^6(31-E7K%|cVnk=%3*YLWVwWkCkzy`1S`zT2~{-v5l3Z8j5edyyt!vzf2kMm
z3LUIs%f5AwZj^oxiEG5625Pc!;~zrlh!ty|?%p}`tdlc-Pn+AO3wIsq-hF*Z1Nr@i
zVX=27bd$XgF$!BU6G!f#2j>V%#;AjwLjco}ko>2L<y~)(`QKO?CZheHv!m<p{(|G|
z7*RZq2P&Z_*%2r#QWyiO<#BR6Wyc8Usw9ktJzye*+oka|Lwubfc_z*l{aS+Cn0HIh
z8WQ;{*E1@~)1N#m2;5q3ThNjHDN3x!yYsS#Kd6b>Jqb3dc_vhLRSv@rTr2q%s?D7w
zWS`zb`dHkPq0$Z`?0c!kT{7at`x=@z25u$L>B>Tt^wf>-vAu_9<6P1qdDG#S$!>fu
z6jk%>es;gVx@gxa*I+~8(-r0G(J*CCk@dUY)V=&0r>hq16hdN7Kh?3#<a@<ixiMSK
z5{Tz=ecC~?XLjF0AxcGb+UD_#*%$YJj6`X=OEfzKt2Xav4%)GXUmlI<-094F@p&ra
zwOD>jouSc0Eod=Oroy?f>1pfk4{yJ6^?jBJ=F-e??m5jDyb%kq=d2SSKV%EU`pG)5
zdb0LcNoFeI8S-XMN#R&|*D+F<LQmH`n|-YShqUV0i|pq=yxeTsnyQf$yrA`@uQxiX
zk3xS1e5(@cBAY9gBBgn*j-<5wgQH5%=SYm$jL?4ke$J#-<FEtueD_!fazDIb^*OXb
zkxXCBDM^*VduhG2(O<pW&dkfn`5Ttw3TbD$+h~7ap@-8h3-j(-^*OO`lziA>2O9@b
z`>0cItBr`H(GP*b1KJv~=6g@1Wd70=QK~KM=Z`Cgn>N$e`|tUbFhqISVM-y5HbCSA
zOcmn=*9wX$pjM&KRVwfC&jt_#&TevP?X;Ul6Z=^5lbux_h{1+`#P(G0m)ZMYk3eJQ
z<8Lv!-WScnp_4!6S@q-SCmaWA)LUhohhx5T!5YIKStrW&=HK__xW((_K@1<P;lmpM
z>c0EFS4Lto|Ftet=FdD4WtexqBK2{8r<FbK_-5N67!)K~g0|mA(Hajr+Fj*jZq3e=
z#(b;WSZW*GrXI9ky<gQ+U}Z59?^oeK??wSz@9$N1eazd6j=hI<`nWyyk@@S&u<g({
ztt2I5f%vXd6oSM6byZCHlInK0@4mp73;`AH*7O$?jhL51fdyWtQ*-JDhCHpjv8)mi
z-!b|dyG;p~>MPVf_P*t>8T=&FHN&&eZlUwjBa6Nc@4a!;Fs@{Xzi{qzoBH)>NX(SJ
zC4n%lR~@^#sKnP(U}>>vTMTF2%%M3hXWG8J{91P^OdABR!T~NHeyYxSxWCL8o(sJ3
zbQwSq2x^jfhZ6x8^-I8oJ;dvF;zh%M<GRkdS)M%2fR)AZe;v_1Cg%SZ+0{CHeoS_;
zec(Se-D-7I-DUC137UB~h4OnR&GMyDV4KZLb`ge~?+*ZhT;K6Vnx9o^nOdssqX!Kc
z>Wg(=$<rqKeV#1YDstrH4{<cu=IVAYuL%hTV_a{27F&M?{R>0t@eI*f2@Y!(ZjKH8
zmDk-du!}|B0cum9Qqy}m<Q9e6sdAT@h%5y`r?<;c013)HWqRib<Um7egukArHAHP>
zf;c_2pssQdLK>9ltLcoODw0`8`$U=4j!F+EnvOR%dme!{t~9GQn~5h*avZXQN1G^a
z02R*isM&<B4k@I_Y_z$HxY@vGu8bGNR=qMk=aW?Iky>54hJ);MjfW(+x~GdwPCfcc
zCz;@M59^P&TDOY}lxgz_S0sJD`+%^FpyYxJ^=p2oyU18%o>5$sxW9PS#5!IrO;%s$
zOWw728a=Dq2`U^MLf@jlJ_TXmSK_tmJ82K&x#GBaE41E3c-CAcxb)%`aTbDsRZ#IZ
zd0P8Ph!N`}rNoBvQPl}Z`iF6i7ccTCtztqfpP(1+$z>~=`C2r(m>T>v>azqq5$TC~
zv3&iK1J%6*wjsnmRptz$;XTyKrm*7!I_?N$oUQN2g`!a&KcBUF4RaS4`VgMx30bd>
z8gAtpXxJ>ff9a89{IWE9aKC40UwF+$Ad>gNu=Z)k`>57;X%LaZf?&ex(4Zmrp0seb
z8XraMkg2AX3)45+l6&8!-aE@+C7NL@A_44?bqg{1QpoORsXM&{=F-sGdHy3%ME4Ph
z8V2YUTW0|b0}qvcU9R1!+*Kol%b&jgDbQ5O*+C?Swp!Usk1=dO_}oFuMJ+7ThSkeF
z!O9Jl#8*wLp4$gG?+u3>RSdrHLfv@4>CXn#WFDse7-#a-+|Z9hx?H^{L;JD$>0)SU
zQoED;TDZ$N{a|{2=5xysuzS8_yV`V)(F)!!XRkos-)ZJ-CaGol*D=ZPS1;>VOlv~c
z(arL!@e(U}I_G$u_QH!k?&L$dk}6+**(C`dzl|Mc7aQopIW=5c;DlP;K6?%9e7Emi
zMAlh|Sl?D<H9J8=^m~||%G103>RS%s@fqk3ZWASm3+J29sBy_NGtF_4Sts<@Np`C5
zw@!?O?L&R+;+?6*>!rZS3;XPQyOVSNtDdG)vghs%FBg2YNoxhU8+Ii^Hv-VU3SuR%
z<U>nB+e(9<*R{Z@@>i6J72>8bNb<a?n>`cJ&df?QMAL{P(1)sM*6h{%$Cc$#Q<mal
zVMcGZ1(Nepx%D4Bu<7f)^WltPk#{HTcl06=zk~V%z1WI)idp}c<lY!COj`YJm^`U)
z1=McdcBb3k0e?H8_J4qvV{;?`UjCr=0C)kIJ@rkJtYgF3x%4z?(CODjJ{ua>+QnI#
z<THcvn>!L*`7Y3%GXWjKyY!~zY6A3{*vVqk48uE;z(354lr@m%iu#ZXHU_k_3*2W4
z3eiRWq^O>9ItI_{Sp3}?v(ZoWL#!SB_?)-R0z%qKWiE_mDad3pEt?n5EM(&cTmyBw
zyC#r+NKkdwl6%GnP;K9Z3)d7VABh`n0a%KI#=Ss=CM}SHC!)VX!C@-6O9YNxOnN{h
zIrY&)mt9kU0+5O*$C0)3P~b=-!olkaxEzB2?h$AghgDSO%=ySghZpn~0je25ZT*lS
zjc9P4!tB$H1BrY3{x+jiejVHvB8ZiNI}|Rm=Z$`o8~tQN$(EZu5cS$6Wq`=>4${Uh
z-RNOtYUCXy;d;g)DPiCF3YHd4*W0BgCfk}SBaR{E=8%k1y=nWm;7*p8;s*BVji+m4
z+~ycTB8u<taYthCRvX+Hj^SZ>Ba@F4H!n7BFwMELFqq!%)e`-}>tqz6mZ8g@)vWrU
z>}?8C*yop-@5JqQ!?N-S<c~g~&t)`*i1lYD7N5RO%S-dHzZ5a+dukeS>BmeO0O-d|
zT7gScgoA|nSU3XIW6=M$g=uO0Z$_RMwEvVAbqpshRFm<5lQ8lW;2?PfFy9FU!#>1u
zB6QeaMt9WQ=Mu37%suf!DaB__jwyxm1R(7$a?|z??6kL?o4Qrlh}<zX)LwUJPT==!
zD=RwGr}+Aa=Zu%)(ww)j&d?Q_-0NJ;H<J>R+;1L%$UN0%(FI>@9ElD-QTlw&M+5fb
z(_3K5+wrByZTRIV`Z5!8fH(d$ldWjU2rZUay|GV8hwHbox4%HQmJy}3J1m_io==g3
zzlE#VU#3l)_f0C`yyWjURTakhzB^1?WSWU736#BJ&sSK1oMjf}d%~uboJC>mauE{R
z1yQsiQN7vE6MMA`%c@g$g}ZnLeFpD%CA_%c>6upenI^UO(_>{nm2cWKU-da1Glmz(
z;;&A&+rtlC?tRMVX|S))r+U?EyZBADpJY1IUlm_c4tV4RP&l(1T7c4Fp}RBKuYF}%
zJCY)E{owU#PmUvyVm@N6JC(qK@kh)RcOLG`Y}N=1?MPCi?}8(KUuz!Q33!D(uTz9n
zS$Jd(6>?Z1MwwZ!!sA-3o9{kkU3@8z6v{ahSXm2ld)Mer!y=k*Ll3KbpBzavd|w<e
zI@j&OwZgdRdj)=qDM*rvAI{h5;d8VI>>QfFd<6*gcqgIQbLE!1f%jJl$B|u+@vs_(
ze*SU9<QseNK@X^P&yZnyoXO3?taoLqTl(G;LA5JaReT<~8zy$i_lww&aD8T5Gi#l|
z1hZRaPoi+jo|@9HTEh$O2QF+Y=Coeb)q8z6Hpzp(wO+`D;tIP&u-$6%vluoCaD=S}
z)YoyS?A?9rgVIvHSQ1Wx+*Fkxm&(p}GQU-~y5$IEvH1LC`Iz{fscY_mui_JpTuH`V
z=z`4{a2}~8ZzmsVyhE>Le-`XZ+@5qN)MmLw>qQ-bbl#@Lbb=BY-KoB@Zl_64lhFe@
zm%%wlb$6gULi^k$v;G61hWQx|s6{S_Jhwa#t>vG94=3-W6qx|?4O^=HFN%*DfA_$`
zrwjk0`+g)?rqq0<|Jm9C+Y`c$uV!xMgIw|fNuB2i6dL}^BU@miG<of~;^g<Lr-vP+
zu5%m*lgzt+Z_h~UlrB1H4hTx;7hX`i*4$1y3pkR69o6ovT%$xvYA6$PsLS{0MikK)
z+sVH>sWzQX<CQMbJ}0RnY@I~PsoTSTyGybUFfWssuGM$$2|Y(B-Dh&GrGU<)7#)Es
zY^@5}wj`P*_5|f?Ph5)=3joB|`)hgYbW8%>%VXEZlYhgtal4DSTUW_Jrg0^N4fQdP
zvCE#-v*$daI9I4Idp%Wd;3Y)hv5pCN9n}t8`@Ne$qJT=^ceOqbp!M?bX<oLdpR8L3
zt$5x|!2a!w2NDemkjsz1=yj)bGiV^|2qcM8e)9WT0HivFul+d+<yGxlLI~9qtL}xl
zi&_xq_YiXx-YO`Z>JMPzE$p#FGEMfBmhK|nw5F6mC&6(9kIWfsK*sTg?X99CQx{!o
zUqk-?mH*#3V5-|6px-RIjXzmmp(;02fh34R;5K=~PqOYF3_MHK1)sgZlnf1s1PnQm
zN&ij*&cATNju*E6#R+Tm&)IU$b{{p}`A3OVRXzT=Myi)x{4s#B$S>B1L)Bd<i9$#7
zOQ!ZYTAobvXhx8Ko_yGEwPUWV)M5}o)OD`4J_p>h09_ZhPVpsU)MdCvt$alwES_B6
zzvo@FMm!Kfdct(OK<;`reQ$t9q&P-%pR>sOI!KT@&^^NiG=+6v3&j4W-a-GRddD_E
z=&IcmG(uppK+gnx!C{DnaC1pwf1eQZQ&R-68^V{h{=~c3R?EM}z=!zufA$;J{^>Uq
z8Q=iA0MgpE1Ja}|{jUMa=C9ZVyhRKc%ev!1ceWNC++9EoKw}Ik&<ND`((zi;u}>`X
zc}8y~(B?!s6)k=0_c+;W(`W8WoASB`XmvaG6Q8qAYiCOW^_air?CAm;Y=q7L*0j@z
zFE;^e+C)w@?h2rAobCif=R$T!z)3M=?oSA}4E-C%`;<~d4tQKmf&nAYuRgi|;#s{s
z^Iq{XPC=!r;6qIRLdn!vJNd<Xj}GBEluARLrjeb<+yy1gL31JA0OFgz*S6NQCY)@G
z52prA)>`hZ19dM6M_0wR)tE03e;?6a3^IVuMO^E01iQ=OY)7k;JE|jm;qV83Ddfwx
zbU7rWytb&e!Wm(Oa9eTB+>QI0>W+AUke~YGr7575oqC{gkbIbMI9)P^9)tb9;)s_f
z8zcj@BC#5@<GLF$e6q%s<CXIT1^c?A7p)0Bgn5MJ5y)+&^e@|V1?#E&zRh?4yiE?&
zZ@>4Cp8-2+|NHMb{KM}#Zc9JfkB0(d01wuVU9~$N+Wg7Rmc2*osZ9Sz`{MMMG5nj`
z{EvnJ?B;*AEB}{Q`|C;g7X$bY4;XNQ%KqtqT|ke46CC9r8R4ycU4;^>gmZ_$Nhl?~
z$j6C%^s!aiQjU=cQvCV4t72hb#0}BRkJT)%$Q5J{8Y+a$Q(>dlb9n&?;1`Og5jq8M
zVYk`K2YGjw@@h*>Lgmgx_&?o|`8>^Om=Kn{oSE@$>uGUyuFNR4GNa+Sp8qbx`8%^v
zQr~3X9v>VhsD>*M>Q|0H$>}GNGR5<+ykdR<rsL`M7osu009Zgcm;n#!K*LGh6KMM5
zF486fJgHg7_R&APDTa_&fo{tbBst@voxBgwZRAUKZb{>odza+N99~oAn*Y_t1;oPR
zZo=b*18`NHz@xL(nLEIKyc$S8F2Ngbxc{nZxF1(FY(?-i)=SWTK!cQjTG2japc*bS
z{pVJ+vyc~mEo#KC)kq<}C|4hY&zPqa>2SIL5(WXJ(1#OCY^M2f-{Z?3-FWqr;3M2O
zqL)Pu9Cu<WrJmSVTR?0Fj9@_9flVJMFzR)WxewJbcGM<5hK@>V>NY~GCn-$@s1Khc
z7%C-=Th?dZ%8cUyvT@>Rsxv>PyNFHgW1ZJS5`6=&3w+|3^Y@O$zX-j{|6cP-&Nrmu
zQjyL}o$pjry@$4k@Df-BBxdn(t@Y1m;7<?W%bxRb3U)Fm<DnxE-cy;dkc*rFR55l{
z0~VYlK&JC8(ty)OTz}kXcRbjCCq@6O@4m@H(-km$EuXeT7`Nuxkq{sNhkv$@TxhT{
z7K8|!g+=(FUZZsG>(Sh59KqUs$1+Lm&jGOzYx#KRjzZ-MEueCLRXolrCuiutdd8Uk
z)hx_z82OK|A>miQ3{Z{c{jC~ZowF!`f^MEe|6<h3CyY88D9|@hNm(DK@8i}vel}@y
zBuENqQoQ`yIq4Xd6I0o1UM;@t8>o4~1~}c#tm!Gfl*rrhfJ660<F^K-0$O)qqEI@}
z=&dc(OpFBGj+e4-W&}Oz2DT0Y=(=<INsG9Wb?R@kfeKK?mIzAjLB}<{=A|L16=sii
z@z@QMyLdbo5Y}3I49mZ4nfhCqE5~!e>z6GvM>-3zImiDgk_G*g*%<t@dGI^pk{&E6
z@@Hp@)}Byl?Fld1`l~aO*xle2PFoTnIqLHIKITygx2%bT`-bN6Y#H<W86`Ye39{mh
zkvKul9{bO#iUwPwA_s;QCU6edcmr7?6-TqS!=QDP8cYhla3KLP_rAPy!4&EP^vs8@
zoxOmXT;VbgQ@J-HwPFuVuo8(FI`@4-2JC;ydW;NxueMy&)8}G{7Ra4_^Whi(Y!abU
zzJ0YL$IV=MjA=9ZbwK-8F%WPBtck2MX1b%VH8-=$fn21E7tz!TY>yr7ph%e!TKTTC
z$Wg8U;j5y);gg5}c5Ltilk%af)R#KnK{*X=C>qctbvF$O{FZT?d%73Kf82*fc=Inp
z_^LeMs&G@OOC_=vvY&VJ84I~{5%QsGd3C$l-X!xw0fmr|yuI-6m4V<0(GE|&^~xp)
z(>PyOXsG@XD7O0%(6}(!$znUkS{pIju+S&mrgBHWmTJGXp1}8M0~2_@`c&BcC-J<W
zX%}<^Wod9t>rbtjmSL<l9F56x16x@;L$}7OgHNB?N7-&n8n>vc&tKOwHXec97q2eT
z63czcq@t;W+^4RGFqE$c`9@UQWyq|SJJnWbmTxu-x5W^(EFdT@D1RDV+D|WeN6)r7
zT4OG<h`T!ZQuhUeThww}uV|RnW<EtTdt9)Cj1jbS$hlllKu&gei>WiR{er=E88;9J
zNS#;Av7PH<<(xTTQ+m<+hVgFi>e<I%&JAV_Uqs;^o89fN4I*5qS+5NdPeWSlyx`=^
z(jrsC<VkET(b3PhP-n%Oc)TQi<Q`Fc_I=Ve+xnq^Xbvu5^2&NpNJfF~Z5r36){5D3
z<H4(o=RnQkjKA)d0H8!bnE9e~3=_j$Yk|8H%p?yU(%#;&Q0=N^tetsp3p9BjduaUA
zy@ED02x=`rAJzSw>5l$?ml+co9!J9B<4D*nxZl5zwXJpb676gA?w*~6KAOXyIPnk_
z@bkrgzATqSv_xV92sFw-1bQ<91jS#8;4fM1_iXlWKM!<4rx#(n(5&3}fps7bdub5n
zwwbzL5~OcCLhB>D;->)XpYaiBjeSK+>Hb~x68do3bPzo#`)RG{GExY`x7G09ZDFr=
z-8oL{f0%R3l+7yt>MNB7B8!;ymez3u1pkVFD=?kEX^!)3#K(!2pRp`0@8vNFk@ul|
zkgO({#8f>gacU7F(ckm6<x;6!lu|dD2X|%$?$RXWO^wSZTjRp~8yX#2`B(3%KkuSD
zWhzBb{%UlmvG1G==|@cxyLbVm`9`MsDEwnAv$>tPnB7Vz{?i%%)`1EwI=6#HGl>{y
z48#0RmqM+`NK2BF*MY8+jcJmC`fF#59xi-6-r;o1P{}Lf>D%_V7A?S&X7}XvRn+o`
z0B@E4sjDYc%v?tUDG87@5x-@o>tb#oSIoV2aQ#BD8-oFMWN2Z6g7W>P(|cRlucJoj
zL;@-EIi5%=gwG>2O$d$sC9CpwT`-s!wqOZyrb={TYRDnb`OO7^&>uFV&pNTy&q$_G
zA^7pP;_P&Lb3aZe#wfHezT$?TSGc2l^U=e;i}e}Uss&XgTydr*+yywDR*S)JBiszB
zT1R#<%mZ7Y;nerad+lH6ew5Q&yCYTOqn+|DI$p;BWJ4k2stFY8Lg$xrlL1%Vgb>rp
zKDc3&q`pFRr!&lI{Gw?CPa|mGqfgzI$L$Hb%Sz8`X>q*HVz8##1yuI6^o)<?;i_`h
zpE0`q-j~wT0>>MTmGg=y8$Nf3l}_HxC0vH<el1umxm?;6{mt9plKSRY-3ym<7~2g8
zzpYwEH=Qc|B%|Vl24Rm-^NW&U@2NHnNF^!!WIyPZQ7SW*eE@L@Tc=5%(x$$sPa5?U
zlvi!o;NB6MF>K4S6V6m!_w9+6@v=9a8z(N>ls#a?YWZ?rbYj?8%=|bw(qi2!CB-M_
zBItC(Cl|%lyH~-NxnI97|D2Y0QyzJ{=TVnr|6khhu*ex~5#hw~a?F_lR~hTCt~{+z
z|FSFZ!(DIsf`6dNE`NeUx>=xE{v|5W8^C`mzu`ZwoWFI;C&r{*Cg&GgILUxTfw8Z;
z&IvaFh>*DY(u4#4SPHvuvTyhno8bw>t;jvZQYhl&h6{?*QwV%8d)xtfphkWbz6=Wi
z?0`JBu<cGDc$u~<)4hBGWUvxG;p&CHv904Kbx`an{NNPoV43Bo%ytaM*REJAutc6T
zy3GOnI(LPc$YKp9X!2!dL|MW#jAK(~d)HsVAr%hcE{=3~s1|#XFZ?}m#>YGlQDTS-
zE@XXiu5PygeWj!5-74gwYC%4Cb?G!Ztf<}Ws+~Z?-Gmgc&09e{VD$}=9@?@T|1-x&
zHNNT9;%>Y}`DU8tV$B|g1*3ywpg~QCFYM|{8OIzq%!O`1qM3^)+m<Nr(u>`si3qF_
zt_WS;Ev$q7cprw2Z1(DQs<*Qg^!*4pXK@~eE?&0VeGk~i_XeDSUb&RvxpRohGRvBY
z?lh$7+2-WO*58EvG9zNvN1w~nHLWqaJ#SrpZkW_SPW-j9V5{Bqo}4(TJKYK$Q`oZw
z2lk{2yWyQ_zUS?3)-uU?OBJYKhoN2FvKJYOlnO-iqO#68FJI`t2}-g!A8^pL0dv54
z(oc@cUeU4RMyy4`IB;4TarZV9176=U@ocLkNtug3xWgCm^$WvO`UamziFF1{W1mw2
zkU7MudYJP-MWH<is=gt=S|jH6RzYoAZj54-tj0XdzaF%m&s>s`M}INp)q9=z0)T~S
z69IB=?H_XPUs4vJZ2YY_h51MjMtqU&2X5H|G~}VktW+NW0yEHr_TLQLWLn!f+xdgu
z^ZSNpYnKd{Og|iUZ(;Pr4^-d1IgCbcQ2Ykov46b!1>?<*VSIG8xS;#&6~^xCDZWVn
zWd4(^0l@QLq4fXGdj=)GfMFeAE9HmEj|Tqohx0>dI0L8F`XgtVW(`6);Qo;r!ZHc&
zV~=6HJpkjy{(Tt#&pm$#;5H|}_520KoS^uSjp;v8d}<OVtLC_{@Dj1~2_e7d?3|st
z9v-ThsRw^ZCNC6kqbtp3$wOuL97??fTj}Kbeq*UZXhe;t^`Tm&sP7iEagAo!O|(8#
zy1@5o_g-&}+`@aqZ#5UNf*W)p7>A5kWj3d@9&?E<X>r~W^JK`DS|=q_fxN+l23V*X
z46_yy>-ZC2r{F;fDT+F2eeh;jvYA=~y)&8Mccb*v#K*EOBIMV>!8Obf#tpmncwy#M
z&(GBtJq**lJ4)YH^@~*yu||V~neq;<&xb%lt#Us2tV3gOt+Ha}Jqrs|JNk5#ozEU;
zUdF)KB5B17rf}op-bpr__Y%Eh(a+fyp=1Q^j6x@u_B&_o9zMAdCi`q@D?e!3HGKGX
zNob=xeDBFpg{4xr2N9~J8m`ehvA!EPT^zuqJH&l$n(wrxr`I&C(RL@(;+2l3ptmJ{
z&wS$>Ao%>2hs+m--^?U#J7^+>i#6_Lw!ZGk^4zzI&p}G5^5!`_>Oz$k(L%L8bw3&S
zdMXOa|NK+d7uIb|JmJbai|K{iWExMnEuq!%Uwa6mZaHc_EocXKnsd*?m!c>N@>TZt
z=X9&0R#y#TZBEZVm*X4I2Bby~(ca0BxtR0e8du*7akWcTUzx}Z2&|my_K>$PDI^Pi
zST8$)5b4qVRED~bgH3Q~QCd@Ho3+$B#7gp3qP8vAn%&}>={U5eFlT`i)zC7Eyy>&<
zID+khF}cKc;mJJ2><ZFh{I?dRBw;+UV$C661m$wGFIatRku^;5Wc}E?hIcs&I}d3V
zXD^#5e(`<5;EBX)QQLQn*sQfx@DI~Fr}EPBbAiTbU5<Ow8pV$ygcM>&eLyXuQ(k&)
zg#L=nVBy)45$6_oPJfMvTaHmrN5V5tQkqH=^A$10c1OW{xcpPck%wamnv9Em*Nx>*
zhr3MCn$ybnNNuWrpKxY+FLej>MP`{BTpBc4>&J&(V?@Bmvo#*^zSbK{(fx?Jx6V0a
z5GP&3+)G?|uOUy`$K_dlzQYbMF(Ypb6DqOL1L#Qmi+s2tL-`B7Yv1n8%*k|lcR@FW
z05FMlpDX@w9u;q$wx(ffeu7zlvylFxn>j<Ze>7hl)6LVRJ1>FlLfQy5wdtPyFm*x~
z`VWOVTL-7o@DCca=kvd1U%-?>30C;43qwnNjqrQ+g`TJ{w7wzg^18YaG1tV8eHo|J
zwO^zqxg=TS^g@8x`Waul-CUdgB39Ymp>BK+9CYaDumCi*KJaL5Is)yTkpZLvpuIVN
zwx$_}2B<JO5P|O>f$}_EM*6gID$PKPVNm*$TU3(Q(xpMY14vp%n)`i`?R;{ZGmkn=
zGnrTb$(uA*jt|gaQ;?)gTN2BMlLMu_tJ~$T{pB{NJ6$+ut4tcqI4U+&YV9(IMVX#+
zTM+FUmdk86)Wl4ns8#Y8$ntXC*ro*v^2EiEDuzvK49b(W6r-PE4Bs+j17C>2r+1%6
z89Kc%SKE(YBAj!Znrn%lzN2O$8*<O$%Y-|YOaBgM){WWs^2fJ7vL=l*X@B}XQ1I2h
z$Q(EZR=7S}=q2Asp76Azl|=FtRKXx9pvuZ?lI?NS*RcUT2^d7Y$xF1b1h+dSH0ar;
zao!(iAcimwk#i;~$5~9UDlk16TCEjxG?ViDuq??6h&**T^hTiQl8rNhPJPUTM&qgM
zh$5Mt4Y%a_c(WV!*1%L$&k|0bug+o_@LYx0oPt?@tX>V}H8T<V5{ybfw0ts{ttw@k
zG2)BT;+u^YNOKz!6k62xt*0nfH9d75NRP)B8&amRKh&<{CiUMr-bt6b_g|ADh5E1i
zbN!}vZ5Af4`ycx`PDsW{xcd)$9Zcgk;}i-O+4Bq8N>*o8&pX^oe=Qa!A4a#4551`z
z4eQmZdkoL=r6?N_UA?RQ0mMq;Bg$UP`J5fXSX)rhEAgnXy43B$c{>b8*cn?I!|&d*
zIM+0{vCnyZ-kOUfGovby$2*YJp&HnRtM4|N+?IS?*Jn=*;qug9m}du4)3?yC+Z_<$
zh!~I<sMJ45UAV7~$c5!SZ`)PvseWH-!)<A?a|h7`-q>I{$oM1*`{PwK3*Lsy4K~qa
zd}pgDVd>3?o-#R-+z*-9(J`%E9oW&s5<g{0$!RThFMfyX>O^8p`gheA(@=W;z)7@#
zpg!;LGb_P)k;nX8O>WgptFZNKPYR5v(j<nt(9Cx;EsD>F020ns#)&JU1BypA^ebb>
zmTnuFp1(;G^&x-aSz=)3P}6e-01xDm{&{rG&=U^+Sa1H`IKzIRPG0ET!VwuvHtO|a
zg6^5Ru8!e@7XeJGXFU~gnnag3-D(h5GnBu1AxN9u@|Ja!yc`+nW^Y7&Y5|hIwi`4?
z=!?d~?}5mr8cy70FsEC{R{0uVvA%EmI6JuleGA>dC%j2=W?+?J*8IlppZsZw_af`a
z$|#cddv!Ixs{nPM+r<AJcvM_Ohue=k>|7KT`155dCEohY6vCf3IbQ@o-h_?(zAc&N
zwqJN;6u6ViWE-LDt58Z+bl-o<*N4_SUv8sVY{@%SOMaTF%vsuf@E;iv_W~ctH~2Rg
z=hmyf!47M<`?9}+>gnj-|1fX8(aGp3yCL}UoZ7bNwSkq^1QG{rFS>LmmtB|s+$*u4
zOh%fb8qdc#yL^7&L2pL1!7%Z%B+yi^VZNunP0jp{k)pag%D(u$$hZnEH!o8CS!&C2
zl&ENSy#XsvFWiyLeeG|pp+Lt?F!mqr3iQvSW@@^Z^55anU*M1jczO2`--hy!!MR8O
zhr2hAhwA<R|CKByNtO_%B1@7ADcg_`k}bwQrLs*($ZklMtRa-LWZ#Eu+4n8UPIgB2
zZN@qn)9)JX@6Y@5dB48j-|hFu=l2IQb7sz&>zp&^T-Wt{J|6ccnLJw7VG_7-=2@0{
z;E>C=-NG3lB~@!y{u)A18ewvcwvSLj_({L*=?NNqm_Lx5MQ-&q?aqsWOltn?q-1mv
z?LuW<X$aa?*>%q$nuj%RwvuF@(~Go!8FOc&-jQZutI=Pea()OYx(R`#B1z`Wk<%UX
z5eWs-vByCyRQ|EVO!hl+Wo98YDXOS-sD~(Y5N{5=(g_8=Ve1lnAM0KB?TG1}txg-7
zm~ze7(z0WVuUfY{F;o!jX(#sV%Kc|!gmCOe<hwb^)7^m;v6fwmi(x_i>%!~PbyNz=
zc$zd_JzldUDL;zRLl}Xhh~_csGvdN=@3Z4tO12l>a8^s6gRH%`4Wp=E)MDVbO=a}W
zw=K$iG9N27W$x;YL!R4yxrwP~`+De7r&Ry`52gO|8O1ldhLkv;ea*Yr`Xpu_E<6nf
z*YxJ|_j#lIWRUZgO}>*~e;Ox;cN8=Kq-k<sNcULAVOq7m?if*EU%(B@uw+LblXvOZ
z3MmOVxQ}_N!l*niR;4_mb4rl4<04F5l;xB#C*w)sb&9G$$PTpH!nS4Apk<18qXC-a
zQbmrYNJHgGvg!H5_syz$xaZ#1a?&<kZ5v=&M|V8r-?w$<G3XT<@M2^9Hg$+;Jw4w=
zADtwz+pr4!ZOj19Q@bOu>($!)?FdBVH<J5z&}AAR{C`xy?&_`Rq^o(IcXo%=WLB0)
zi<1;83`o8}$?Q&22J3cyb!&RRf{5(H??Ve5*}qvR@O2~P>H()dG3wz@f(O;@b@nyg
z8Ja5Z8W*V35q=FFXT~1Xi@jjP%=tBkFq`4htgj`0qJpwI(R>5tk37_;1naZa4(@->
zWeUSdG!{6dq0=v^!=&m!3JKmRlo5!~d|J~(r6lM@qA7Bh&8k-AU~)lvMT*-KvnQmj
zuiLK4U&&mCIAp8PJ9rEq8RSukJa8{gt=?`#tcPFx%y^3x`RsY|F_F<5DG^qRE0*iD
zJ*$T|A^mNHYq~|dkKxk>B8#M8yx@h}wP*N5_>5dR)>AnjN~D-onhI>u^H<J)$c)9x
zwMFGB`04V+g<O;diXQfthZQ$ad#cs%111C*Fa-m*D)dKu-b8Qb8nP++!8Z~(ytBd_
zm9!VG|3Oi>or*sVvM(xLu`7F`RYG!w*zf2(K>J1QoRn{af~0-?=yyoaUZ!d<QUS(F
z!kLovhp!1L$ue9!M0_B*?5EDl!vsrlISj^VIAk9qA$&@BwvrV3)eXLlMkWF1jmI(+
z7~j51byv>E0wzpp)Xwp}I7RIDIE6V6u*`wI`aVX|l~$74Hx)*ouS)9Nl~z709cR?z
zPsJB_YlBZrJ4z?%PI|gvtL))R`k!Caczw0;QXA^4a8RlpfYmG?iKTV$yl1YSeAoA}
zoV@h12Cv>-Hi#!4nutG#$uJkq56SxayhP5bJa)+s3-^W7qRPxtFYyWK+L~-yllBeu
z(425s*1$$2cIn?}et3lA89O~P@NxK2uUJ7IeRW#D(quDONqt9Qjz{uKUZZreLm8YF
ztf1?@bc}K{OM&^;qAm-Uk1Lu@i(gE|w^`iBV@5)yz{#SoivJ1Ql{U7aOSg_o0<{@S
z<dv)j$AgI(#|y*07%G|BFe}6xWvAq(uPY2uF&+;y>uVn#ELJdj^ig_=Z;|Gpc{7@Z
zN(cTG`kIMml=BDzZQX>*kfgZP=^|bf5W^ATj-Nl&q7*b8<6?>7)HSG?A8?UA^*Z;`
zX-w9<p@82GANq3ik)$yTbzb*Vr!LVLks~I|(=S<=a|s2gDVp)A9v32wQUtd=5K*Z9
zMsge|BoI%tcgCjoOr>ctpJ>;(i2^Z}9|Ey|2`Eq~ehm7=TsaP>oU6E49@V9AV?;Y)
zl}T)I;!1WNfgT<RogNt^d?PvZWj7iat-C=Sq8&MNts<mpJxM(?f$!9pExkWK1|65h
zbrD<_E0-~-^!E~`P3x%}D^w7mDX#Iyrr>u5k)z}Cc%DiYWLtUBE`eeFmVDNE`7HJk
z>3frKoSGXjrpG#4?cjNUXYlxh%GPEf5MS0*q&KZ6HmxTNHl1_H0*w)9h+SQ_02*d5
z2qqp+G#71*ZsK4)I_&xPojMl3GD?D^${*_o|FLDhxwpZ(`oX#qWltMFR{pU%Fa-Xw
zVOPzNd4-U9`Jxxv|7j2Rngueif2<9`B#8fR)>ZcWV)lGzN3!5oLa3*17xH`0Sw1K#
zq^*4vdYOxjbU$JiD^DLEZ}ZqGfJU*cC*PUcN+q;Wy})m3MA}>7IFyjEtV{nY?F&sL
z;j{~T875CD-R#8DTAaP;gaAn!Qf*oLtfU&CK)T4MelgQ!nCwkBedc{lbx~}2NPzQH
zh0f#51=YI>oHWvg1T~Q}d@+U~m}2v5H2Hg6$qL6N+TBHZ(wd2NcG_p(vsPwH6;c)K
z1ySck$$|L>Sft=dGYg9%nV7n_bX!Q#NlEUx&Fz#r>f46mZ!D%wjRJ!yGrCAeQ4^YF
zr06Xd2DGoRu*{iKn)B$Bj;3w;&OrrBqSH_Dr?AGOJNM+ek5NlUPKQb=Y=lU-&NEBu
z3_q1bJax=UR)`Cq2sxtJ;d^q2Wm`Z2Tj$1s<H)?6<hXxM;ekXcMYznzYmcn^xS`RG
z_PzufTwd+q<j(0)JpoCJH2%gCz*h6TGgHsR!10t4sL(YpGYx1SUSPPL$L@YO>{bwW
z#O*-(yizh%u~5W}GT$}KG`MaK%48!VS{$=JliaR4$Fy1?J+^PCM^TFwT}U{DmF+&Q
zEkrFlA#q}1v29kTXj>~G=_5yFPH}-vy9ynb+iQkd`^tO@zsX|$2Ud42XiNuAPh+oU
zr_@w3*v7JbtYF6mMItJuH?2QXEcFL7O@~W9V~H`#(xqbGC;Q|Z37t6Q2ql&#e4j~I
zwzRXcWt_dn5&*B!m6XutCgH4ZS9Cv&x45*~9CcfrAY(CbWBSS(>M?F?I|;ztTuEgM
zOD<>AyyZ_Yx*WIf_Tpk+u=!NkRcxb<;H<9v#)HV0EPUWfx%>oEJm1GK17VQloMR^~
z?TUY&SNK6M@yWf*4%MUqu84zIukyu*tm?E2XRapBL2#fy7{48QFzLfldHUe1VlD;h
z+OaobD9FGGLk@z}w*6GkREdgjN~en^jW36{NQ{{G2in3Xp$ZeTt)_2F;v~4o<ib<?
z9ahXNGtb8b3|tvLcP`;7TT`|T`bl8=kc&bem*>s02(H+(v!oZGJTp=#Eu0A!u7O28
zk5w+q$$u*Bku=O`^Fkig`(FG3HV=kb_AlT+J$mzf1fR|mzUETvF?Pqz%&u6m_oQ`P
z9R+%(x;kquP4R|0Bjl=*iGE3jk!Wb3Zsl_qsC}ZoS%jMG<5Hc8;gHYHQLCZ@{DbOB
zN-1#RccprKo)5`y0zU561cQ^nL7X?bcCmdX>RCjh<*}^Nqw=W}A@FN>2_*<l&3D_6
z{C&{X2hqqfze!)bwcixrSEgw8;1P(V;Q`&oq~YeTwX6!>{!sh3t2#UK*<RXMKDJ8$
zvR=Yi$fz+i1lck<#%R@~8K@%Fv!-4-;PhZP&XT^BRuxHC?@ETH($B?dvrp7+yOx-5
z*Cp$4hCEJ>BY7lQUSgM4b`i{}YI<>I8MRruHI_!yCoY{QA1e)aU$DWaZUpreKFwV{
zZ;o)*d((Vft9PaK)J(`JBji4{7pG$p)YW<+^M+j%4K&oad)EsKF_qpO=L2L~&8}!Z
zv{`-J+E#AHEBv0cm9DDdT&TcB7qK*pO%I=0zoxRBvaZP$lm&NT*iM+7D&aaTQKWI1
z>Gfv%YzqhjM7T*;<87kW1P<YfWN?)!Lo-o?$iq%g<#cW=LCbtnIsAeg<+a?m@`RnJ
zA-9XYj6IdX37<4LX{@n!QZtr*M%}@rZgcy3;D<p)O}(9#Zb%EmObi9COTb5HQQ&%U
z*Ifja&3lDfwjBk|x3&|)>JgE??Dr%?(gtd}^v(Jn)m1uv^$3@@OuScqxlg%U;6=09
zJ)1}FWBF==?rw3gj!~8ZrG7VdtFAcjd4=*7{Ja;pE&S5^oW-Y73~hwAqJab%*L!S<
zGD?B?{%p8dQHXoSm$g>K)Gf!SjsAsRneh=8TsV?T3Po;E#m^`=Y-8g-lXST0wz5}w
z&--^?OKiR^w4Oz5K5M9b>7HRQVkj(gZ{GQPGWqws(qV6283(o9<&zV58grq{>-^oK
z!i%5Y^$8yF3DH?!H}(o%pcW&P13W>ytgQ*%BemSdNdEgSAY%mjmde#d1nBbW1&G}z
z5LOqUfJ+BBpXEe5tqr-0Ue9T7!H8Wka(bW-^w@sHuDFljnuT1(q0&FBC!7wpxRASo
z`g3i1B<Ph<_#F_|8^yvkt>={*L05eD-lPiXFoi)^jDYWe{KH=xN+5QfHH{x*LDvb|
zBiUQIN%YeH(Lh(t#w-DPXEU$h@IO`sxl7O^!?!jHK#z{D$e8F216#@mTOxMCKeq((
z0)ID2p4f4ME&Z`K34iY8c1EzSA<stF&oRc&y)kUTAZv6{o-QKJ4>IIgl==I^uSt#<
z83j*KJ8{#OvAn+hGW?acE*J#gFei6Rse?XqGV#9`x?Oc9D3fBlPM@=}qiT5>E{Jeq
ze>Xm?WgwzaWNOJF{`3k*F2x7oO?EPu;hk&dPIlA2`7KK7!S-fU{*n6D9|F@|8<+^f
z1<a*iZeqJYj$9o16TKvaIt^q+G0>j~LKdwaNpg-3$-lA<|C)VZ5CYjqfIPAQz#Ny|
zXv&p!wIF)|s0WG^Ww{%@q&Qa+Sm?H5h0g#uCelvA1t5gDQu&R<5#Ta{_~tA9Q{m&E
z<0y83qdtU8mfCyI?8{!hBbh46U(TIc1o;eTOFmW}!tsvv;8%AROVd9~<&dFf*+L{+
zY`~w3KumDR%wulrr2^CX1(FwIPvnw4XU~7BW^j!d{@4eXacetw<V~tT0<7&?`RImS
zF~qdTqPhA|;-SxgwX-q&1ba?MsWhd5BOu1r8csLY_kK>apl7JHMB#xkHx`v6$$2$+
zd?V-MqwCOaSVQ9Eb76YMfQO3LculjKCG&At(-hKN#NP{Eb>!fONV;PU4Y12K9kbi@
zg+-R>A;XjRN$jjgw_uJK=GC#MVh5E~upc`t#Sg499H>2cN97?_KezLpd<&u$)mzby
z;h?}6zN$@m$%pPFPNDkvY%rUOj~=^}K|W^}Hr<%6xH3<jjJq&c_oVglj^L=3)0P#(
z8pR?r2Y*G7J3gzDV+9qPrzz{4z$)4s>tl7l3omomhK|AZwIjtSL&VwE=k>eAYaz&J
zGk(?JBK8q#nB0o7DrQKgz+;IL6(o*$SLEZOgG>(bV0{gL_Z2C+bK<(iHd~leP36Z5
zTiovbLc#^_NAAq%A(iYa+2-dvbK1_#ca}TXTxKL3z}OPbc84SL&%aCxxOqXo{P8F?
zo>N>t>x6%0<gGmRhf7Y@pLr{3U9?Be^togp!@x4-{5y9@uCzWJ9)7`^{LcAu5>j}w
zHZnr%Tz!yJkCVQ$T97=0kwoo=4G>O7fMK;h2+1h#NF$rxfdPX-y$v)k?i<PTpYN#b
zNCo2(`H}M<vhDF|u|gekJlP>+r)G&RmY-%Ea38P+W}HH@pKctb-FiX+2rC7A*PQ*B
z#A>dg_B3ZdP=M*-kY^A1{-ZEG1ekGTzzhd4=>b=w+PJhWpz<ddmvUaWc3cWLsM7ax
zltj6?`q{i3P4!PsBs?s~K>o+%d*WSX4JB@HdA(vWvvJ0|95H6%BYdSy=ge;F%MQJB
zhe?~B?eAxZmS6H%fd82D66IrkHgFT%rpkvNapqLrfp?C&mo(*FU`@wa*wYXkoCB^O
zFG#RlI?GdlpnfTM!(4~o^3;hWuXd;R=y>6Ry8T(&Ukv78RAg^ygn$l9R+C{(rHbur
z?ar~O9V3ZB$=;@BRo+|r>0=IBY2(9iS(3TSbb6lcIp{pTg;Ca7EtcSC%M%qhHqOa<
zUf4;5HOPCPyxkRhY2QUf-_PT>k2SheI7x;tK`02vci+Wh$#ah{HLy?`I7m*V6Qizv
z6?B-5*JISQE^270<n_qQg(;}qddEh87kDbJRLi-g@w7N$=~M@qs}dUGJ;42Zne21I
zv>4Ao`Ux-gn%v59d7M1Kp=B!=lgV&nWZ{XVhR`ci26Fs{!;i%&sA@Q62I+>@mGydf
zp|AEzu;=A03-+RHTCaj4zS23q78K{I)e<LREdVJPwH@2wWEeTN>>ZU<@fyKa(#rlR
zwVJc<<JHzHO0NsO?)6EM<dfESWlXeQWQ(a-Un{+o&UnwAg1fVV4`bz<2!vx<c2}AQ
z0uH#_-$IwSp&34xqajBcGaXbkB9ue|4#s&DvzPOUzOa-EK7~tjHgTOOojvFGs@B4&
zoXS4?Y*N(KP-D7`bFa5NkJ#L-%J#~k<eP^)Eey24%(X@<<_FbzuA^SNh>Y*F9Yd&^
zZG?y&zgzs$wIilrL+iDf#rPsQl~FV6Wh}`j2i7CX_jG3O$V*@~V8J&q>~RZnvl=a`
z&eMKd`^&{9D1syFwo|(nSl>`RmRrCq&Kus-R1{BTBFcTW;^^avYTu|md&8b?4G2iC
zeg`-Jd&2?OgTG{Im02zhqOdQ>zjbUx7Jbyf(o}29pbF<Xxr2cp!?rYI7h7S3r!eH^
zZe>GihhF)$$>l$m1po0owL`J#ydhzz2RU=b9t<f4@uq*iFb|~HA!`{Oj6&@m0K?AZ
z9bgsy^MzWx|H)$K9UCymjtd_JgAglh!e6h_h1BjJ7eHE?SFRlcGUdueU?u+Jg|M98
zxu^d_<78jxm+uy*gFz5T^nD{K!gc)hs)vQ=Jym37kuZGwpaB@T0L~!`^siS5vW(I;
z_A<Q%@>ueytW*OAki;Q3uHI@acg-$4gws=s<`;J6dwu1GB}Yi^3=<vPO2_<iiB|xu
zFpo20CC)BH?_^Lxn}NAdiz7obt`B|0f2{P_W}ai@LqUd27qCa}o5J<@>$onHch7A{
zX@u;Z+&`9WeX@pFEkimh?7D?dwCZjs4eq?QJkKc>rEr3?Gex0Ai+s}`Z=Z?lyG=LR
z@_txvQ>!DCmSSCU-O&xb%jdtR)94^R9cekHs3l(3vhWrF&Y=@%flcN6S{0yEhtLwW
zg}()bAOWi|QXE(>q-sW^NbbcTk+j$wE81pa&0m($G4VLjO>^NJ35jhBzv3u7XsMSO
z7kImw$*6d^OL&rS0aL#G3@>AoVo>wZquKkKqz+v!#jI-bn@Q4qOkbnQF*CALJqMhU
zQpaAC_e*Wu?Zc9nBAFc!(zw@SMOe5`0`1(<27{c^n{OQNTknpEvTO}h_~Jwk3>>dz
zv(o6cVMxqem9KQy)L_Qn$ed<iyZ52(4DQ|ow#~Y%LkC~d>xG=6=-GF7+rt39NSdlF
z61cda1mPO!S42H5;v_Qk@Vr^sUK0i)u)8}S&WDdehPbJ>=?t^5qqUFc_BYl?J$~b_
z<tr~JCzx-iwSBMrcI-0U9S75QZ1LguugUNpp#9=^6RTUnirL+KUQlXrxrQ-RN1y!U
zBmWp}pxX(|IOc3$Un6YgSwfz5<r~Qja^_1;_}Nvr5BQAffz9BclJM-vao6KD5uJSE
zdIsI>nzT={-HLbls=Z8<#!m=~ivY%^WH<=WT7y^^kVd`$J!p^@=s}YR2t$y%-C|xt
zZSVMhBe}*fADizZ>iy$AMR=WzxVW01lo>)@MQax%o4+C>31wdi2>rHt=oaq)u-&_S
zBUy+ql00Boi@>s6NxGAa9=S2mJU7JZCe;H8aMJu7jpa~}GW{a^q{cLs^}@*`lFzgd
zIL|9*Z*~{<t{Un$T3DS>5DH+Rl~dp@uty$qWAArh=~KKocdXUXo_+St3z{&J`%lG8
zI4~KHVL8D!I#^Q{TAW(?7V?5yn@}fkuHZgIDh;G@UjXFd><0e{g0kN#p?nh1M8hX4
zX+V?XW}xdkkk!n0`F`@qo$IB@8olIGGw0qzm-F;SNv>j$zLoPugsyDl1`x1?G~NQ+
zq6L1D0$T_P^y@9`@m&z}7_hCJ93ZXcCd;1GJP>w@geJ>L#oLVn=c${o)OyV{zs1C$
z_VXlmK4>)XzRQK2!fv;-W;w&@WeBk*h7v&@PPYW%9+xLr#{7!2gho1L@;9tEW_%T&
zE3k&mdp3^4cqJdulXYS4)i93oj|O(!U)mRd)SVS4!%Wu_*s=FTW5Us|)(>(7_BEZj
zB+cGXVZj*|s(>=W(Tp3&Ssg>x$Z%RQc$Gc${d93E@9-Tbk2YaJf3+UpX-VP3E@~hM
zIt0$G6a!EVv=gUE&A%5_59+np+pv|<=7)Z)rlr51E0J--g-5;sPmg7d>Peb@YInnM
zuI7eLh;Ngu#O;{c51Uyi-##o}07G5mV@r7^V3b0x`0l1WmNgiC6;CG2k%!~M3{P5w
zI{2uvIxS074jWcX&#O6b8y4WQ##-7A;k;D`68TDaU%9l-OboHp6x>;N89pTG$}Qp4
zsTJufB-TbfZ!fC3_JG?Xx67N&cSHD%0q+n<vVRv({{uA^=NO%S-n?l1jgL`*1F2U?
zZdTFsmUy=J9T(W1g^mahzD9XZGa798BL|&|b`LB=iT#DZ#t0ZtN{hAa5Jo3%o1(ZH
z(;jdBxlI1g7q?C0tN;J<HeA-Ntq&#=L)~pS<!Ef3dV!iF;-sTlqwuPPE5(l3Jfm5H
zxs%K%|0kAi?Wwn@(qs)Ktc%t&(^0mxOA=(VHa66mG~z3X)^b#0#Z_u^%J&`K)R)LV
zTk9?Du?#&G9D3pL3PhG|eoBBHuiE2+c+}48tjw!-agf7x*<PZpNU`SVW9A{3>$s7w
z=lQXRD!#O}oFQCj?5D6w!}HbNw~vqul{>faSo>|L8A&}uA7$zSpBKmsWB-N*6UE(s
zOkC44FgX%*6OF$eu+sm7&5P797^9*|XvMBwjHoJ+p_!7$!QQe|CYT>H6D?1|EBic^
zedOkytT-DdS&s96*yl#xouK)dgMSOw5N!iD*BOyUw~;#*e$Fh4sCRo70BhLJdKP7v
zW%uChi}t4Gw%kn9^7ejpKVE8EN|21}ZU07MX5I&{F`^~J^*zA$X)+p;U;c=TK+7_%
z8?M90E(dZ&j~}$+x+&3J`eHkq%(1Z%!oZb>zTcIVNMm(BNr3_vthNmkE>1tZlD(#;
zu2+4gr|!}9q{NV?scfybzCnJQtrQ!`qSzY>1!A*|bFzmSCHGJFmK8M`9xTBa=4~jv
z`Q$DADv@;gkZ-HVovU{Z-(bWv^=Q~Kk6qAS;^1pTnXjHRLYWQ(MBPFmT$yWSPFgi}
zg_fAo<lvnTe!xg(9A)OBYn*^H-MHM;GIIl!zaX$!1{=d#Teh6m9~_(5`SR7x4m(nw
z(vpNID%9YG`5CJN2}D9tdw;Afy(^zJL<LWA(}6WsM{lc(AUb-c$fL~r4vXVuk9og7
zoI;WUfFtDw*$r~Oeu)jD;aEeR!Y!ifdJ1OpolU5zW0YPvjE)o=p){mp<OeFEa1`lT
zqtCeWOvsfSb23IP$y{0n$~nf`{4{DS1hmg{4q7;f7jj}~%m>oTt_SUG__|lTPQFD!
z`6+Q1F&)6NT{I#2V!P6PGJ<TVo%XyGfwt8p<?{^=^6=wJ0c1Kk%-#GxnHl)G@`nyE
z<u@>_T<n8GlOqqVG^Rj1^R1*I#-<rX*Wbf$0R6x!vN5B(7@IDY6;b4G#{Rk*m9Q+p
zzh*$YlyaB#GG<Al<PdJKeqa#iU$;5%W_7B$vHcNLTEAO!(mL9ww(YrA40Xr!`<Oa?
z=C=_OPbK)0Kme+3{1ecF<$?LFo2-KyPrc=A{TyG+IAA)xsYR}x1KFt%dHi{+BgpnV
z5Rv-+83B`{#p{i=Rt#n_y!juBbGkV4cn0;1$Xa!A{%B_im1)QDsJ6W0359%))Q8S}
z)H~vyyZ&z0jc@!)cci8Xv?q|;3w#s|ZFk?c;m@m3hk%T6YwkCa!qa6oTBSkXNMNO9
zeivD76hEhu?|<r~d6E|qe^FtE3rK6UpOz<VI6<+Zz{LbujRJ-pI}*qy1c;G=S@xd$
z@^`8j`tMT3C;yAK&K@u>_<>W9$TkLyi{wfv`On`-h#qf4z>^>rmHC}72F^y|#LH65
zNfc3v6uLQk4z~St!WrY`h7wfpg6^b3rI#K>Om83cgv)Ye3-%9AgvYbikBjYhbwVn}
zKnK{D=nq1CEJEa^-oJo`JG`2em4EN6zp;!n9sEYJO#=RnP7oLjRf4_khoN4X_a!s?
zp&!eP{oFoFxUX3;;#CT;mwh)5j_>GQW%8V=BbT2wd}IcOx~cX2?qqiCN3gvaW2Frd
z^`3RO)zg-N1cnwrU6u;8#EE*qt^wd@v(`H~NztVNH*()b;1R7Dn<yGxT{VS=r0B4Z
zQCBY<X`uETB`=R?+jv%*o98_sv44oul-@`kn&ePVuXt9^V{sJIu?Yr2`-;FErV$U~
zpb5Y^G($?UOMs3Wo>ETRP+bs<8AF=R|K1&XWUV|L%v{Jv!OR7MK^>*fcjkFQ6%#&T
z6#$F5)P5^s`@UAX{?!mp&bLocg1Y*hQ)#mNPsa_Q&+v|!xNFmPF9#RfMm@H)Af3g2
zH@nOv>YS~y!L_kWa!1M&-iS3YnfOfVZ-2cf%!G-o>4&$%kNUQ=zG|`C04&d_vsd{6
z5JcH0NRkzIq&qo~N`;rT?4C7L-4P{%Evhd!sh7@rXO;UUjF2tZ;;I6#DckmA5Q?rD
zZ~hvie1@MPj?#=*`3%YT>1m%c#)_cGwpS)?xf=XpiMeGkJth5{r$l55{$)M==>3Uk
zZ2ZqvVlvw2MWf3zbgNSh<SmDd6tsEqf?z06#mqS^WDGo`X@ml|f&tVJJjq&tko)7Q
zQ?b>6_@~B&w}f9aqJs5rBsiS^ZkG;2qd!3?s7wH31cd9lz-~o-hM%6AJra}BSOW9p
z7k=4IT@|rNf9<aFmy;rfuJyLMD)ntga6a<EO4z9v=XEdU8=SRlt7JOsTJI3VD{DNP
zyhKr))K;~7mC#R5^LYMa%?Kj6=`Ez8Sj894kc`!gpJg#XZMX%z`XqBAsqyB7yF^B-
zZ=A;MPWyWwV5tri=-oE&OqhJHMNmSbM*;nW%bkts)D7V&dLm6HUZPVE^^_$));!`M
zKU<Kl(6N(k?W{C4iIM1(r)4Kn6cA%sM}?LyPQ4G;-#B+mry_iuIX<D^t7V`!7m1q7
zo6`+g6#mp&{Ay!^G$)<DI5A6VV;E9DN}2g^!O&p8N|6l9@t1mGJ5}U2w#pG!dbk8k
zWnC~Rs%FqSag8#d#nMgH31kplmSykHW{ix360haUKFfFoP6BiO<r1riclY>;rW(1K
zCFbA8`*ob6>o*)SD{42?RqW80Lf;s6$~Yp8dQ^x@8mnZP!F<6@-|V+J3g$rRH`<=4
zr##-}tKq$<sH)D^=3Ib<*C5Fl%iAAvmQ|9{=4u(US5;Es4y{0r<KBNGX%Jm2N!lU_
zd4J_4J~wWL>~7RW4W=`x?71m;*$)1S!}<>DDgZNT+DsK!hvZWFY7@1(d}!{;wuoPT
zx#GNih{fa3=KTAM6x<9Ue%E+cIHL@t)@c0QE_LF~&?l4@1wPZtA|@|{Uw*s9z1>?>
zQ|ap@;8`Y-p<{0JwZ)EW2A{fl*rHLq?<Lw#-)|@mp3}2r8~B(_tKnK$H8lE!>k&tS
zHtG?S4!>{0^)izSJSiVW8(g0Mg2pv7@dA6#7*hiM<bj&$55mjU%Cr?dRu3+}yR?!k
z@~Rdpchb!<y%%~y3(nN9Z2fQm>64|_W5M5jtS)<>WweCoA#A#$VXH*Vv?lgM-DN{w
zY}OPiW$Wp{1E~t5MN4|p#&JXcaRD}$i|zTlm(6TpECpqX?Bo2>V%TO1Vf57mp&>dg
zs+dx&UL)ZcHX@L+%OV?Ez!CnWRY=boa#hu4-meL#hHj(6DbB5|8Wx5sm8JAQ2$E=J
zswJQ1$d+}i7odO4r+wb_V3x}*oDTY+S3^polD%khkE4b3NhcHG)!i1kO${Nw!qW??
zPKU9o=m_6x`8&is7g40UPj`UghvhKr_tW3*Lw288eSM%A0-nQnGYJ34UEA1YmZeXz
zHP#Qn$+VzXGgO%UAKB$fRyGoeEy87;GH2HuzNA5XQ&Z!pL`nje5_lrEmz-Zy>`Q)8
zylY-SuSRT>J1AZB7oGr+(EgS@c0B)%6pv*`ewF@S)#(Eb!#bofcI)VOJm~o&;X;zM
zIj!f(&WIKseWp${@UKIGe4S3OW)t2Y6&9BK(ZLAWBZBHIX#<m68af~#$ExAXLMQue
zIIUTiHyOs5Br=dP*qHM1J_?n}P@!e!tK@l)dS?!|1YRQa8haxYIzb^iRjfg*2Z3pB
z<V>ZX-YfROTL%PNPgZdZpi&wZUF4sivz>+PEHf%U0M=CoyhespJ5?@%>M*^##Q_bM
zPc(P1({=oU)rJrjMxWCX=#+?el&3GwA*M>7e=YeC>iDWG^rA7~*K$TE=$8e3ZVXju
zPF7>$@v5uJ7!aPDE$NA#RjoOw*(8B64;ShwcqG}|UZ$5Y&vG610xn&2XNYQFKDvx_
z!rpJeMLKIxSNlqYn3T+ol#^kDYp8Qd&l3#N_)^yn%ZhNm&27$1P>>xWr8n~9Q)5rS
z#G=(O1$`Taadoq+k}`CJ%!w_S6;^P(oBiT*aq01*AiYR~&eI~>)db<yLIhG8n_WKM
z2<abqmfQIDRrANF&#JvM_ca{k;YA--xVp|W-kh+kHT1v$DFR~xGPNF=U1M?1$fEwt
z7`XTAW(YJ|9Xsc&+gaVV86_Asz24@>&eKO5AG$m4;myMHf!ybFgR@8-)KAymd#$Kr
z?dmbT;TUZmH*FuqtwOZp`E1S@6M=Jq#jk@oyB~g9(0Oj;6sB<Ns2Uw(I9o!90aFHV
z6Gv`hB3C9&q9hAmDF@3QR6_otDbKe~I!RpdV({k=P>2gh_gc9eVwjQCE~QC{Cpa{|
zESD|e(M-MeV@gmqG8UY?`0J;XYON`mw5PrvY6(ek@OW-9PVKfbCVeFGQK!>Glnu@T
zvpra~v5dm`nZ}n4zJy&_X~gxB3V<M7Gh=r_?(^KuP;nOYdfV~&3XZTRNvTSgJYPJ+
z@R&dD2v{cYxu{EW*d&@AyQJOF_~`}v128nXp(2#uJFhEu_H2`~7jwMd9Tk&9LnE~Z
zLLbUM${cZzDOk9G=fe0ty~>4k3amO-Di6tWsM<(7+!^y8I%TeFWy~>8L#Z-`BA=CO
zROwm#SZZZ#c1a;k9OgXMcHE3V1wPkXFIapdj7%lVCG>vS&f-?*!TW8aR-f}WL`Np|
zH=aw<Ib2g-r10;4bi*KSVjXp|J1ewJy|~a%<<gZz9@Op_jczvAOIt7$UQWMd6V{w{
zI%?=9@H4(60~MuKi5R!N#L-?kMNm<yKw$IuHmE4YC}dZe&kYJ2f3KgIz75;6mWcka
zmMH#>@%ULD{TJ;MRFpa<`3vt!WRrvHEBC?Jg;=-)&^;-$?!Mp0!)6+vN};YQ+S&e{
z!bV~(dum?ZiC7!j{Rh5-gjm3VL`I3|f>VewGbKsxO3Od2)*JCg&XgpH&5T!Gmqhm_
zpfx=srOzi)poTgC<jK#{w3S3OjQ)`B0YHON_ao;8wI6^?PYl$4pag@hN67k`y()aw
zkpD#UnE8%vzWYzH&4*&=j}xtb_1m!HknQ^IKGRBTxA3{i?=%ma?Vk*fkUwx96JQk0
zBERPYB;q_C0loh}LTCJw&;0@LX#V5*ObwEq>q_ic(+rKwTK0MPdMC0Bkx$f1fZhXS
zDa#N=f;-%d@C|QZft+N2^-t`E#LxUIyyL%Czf}R%Z=e5JTLQ2G<o|q~kVLfKD%x?8
zaUt#=0%ut0j_UqS7G0jB17I0Hu{t*3)d24ik^B`U3g9*g1@uqi$U9`|fl)VdzxzHV
zB6q@!MwdcYA8>AxsuGCHZa5?ek>vYi@iT#sDtX9}k&q_wp8}LDlH?b5Nl8_4dmXLp
zDe+EYk06xUULl(_<cG@MG7aHHcpkVm?0#Mw6#v~^a2ga}1F~U`yMIjmh-Gd5pnB}-
zhEH)!2M4@$*@M~usqj^F>GEEJwUStPlnfAVfaQ}xiuA|sfzy1{CyU!jqc^Oa6!82(
zJ#_#s+<!=yXAed~zL}!o+?9Ib&`+=-8P7cMLj$fLK->_W%b@?4ssS#I?|_>VioCqC
zB>eWHfNV&FH$373#ZcbjiMg@Y3su|4(UJJDUoe}0BVn!D6E^(Q%Yh2=9o_)00l;wp
zmxKBD%OTcuRS@$2_vPT%*9VA?dkGjAy8y0J>_TO=FPPfcu<ax6@IU#b|C7)BaRvO#
z)xh%eY9J1z5{W)oQzsVm<eoi^IF_ntu8-V(2U_IFoebgy{|H|DH`Yn+%)bN1YWxDm
z9{2%_otfd=!`qzvj<+#jJ4=*(cbRn$e7WXF6nztq{nMYWn>`+;bZ@jWC^<=@_Ag{7
zK!_75C-Gu4Go#Se-E$C~npYTkxt_Qz)d;TEy<dk6_*L<Or5-`x0Pdyqf$xq+7bw;D
z@ORAL10sAx-2t-6<X1rC&i_gO@OQ<*@5OeB8iQZJ&;8&6AXeVpy8x&W)Gxq3-X;<4
zN=wKBfGSI~;k5ky^fpR<VDEqJ`Hv$2e*WtBqICCpF@eLfH>oDwLp<4mQZQhLyu*Z&
zLy7eZrO1dwP4}Z%g(wXL&%J|4j;O?4fuhHCz*PYBn#2nNJiWPb=O1N-K`-^sE0mM^
z9DpI1hmT#DkrJ+pnq70wm3S2p8zU(hU(Q-#rd+>%MUYa2>`Z$anlgAPiS4R}w(ERe
z6nzX=kn{@#`Gm{|x!up4@TQ)77xJd3{mSc~)m2MhyVZLs&3to1Vj91)D+~G3SGoGh
z&FF)x7ktvhq%Z~Flpt$JXe<Xn&wGSzdgQ$kpk%xFjl}hkTMcR@X9MI`UelXqRDRjq
zTQ7LQd30+EdQm<n1D`2T0G*OOdlqba8NUkIY)|~LomKjBu=Tr(Y2QdL@v6a)xy#7u
zSNM8?pPx(kqDjzVABbH&9mrt6!@fyy4F06H8|(}!IW|u5?i{N8SUadexUU|M`lC52
zKfYP%*UI6)RtCSf-|d$8_1!!jzrGvtqy4e}pS7E3g8>=tLp-2Ke;&}-p9k(PY)jkO
z9Qn!bw&v*1UHP%kyKBE!PLMVDbrgT>{g&VFT>^)*a_?}0(yCtE-w)`k-^cU+=8y#c
z(X!?5En9x4@bh&1ZduYFE!+D!0DLk#{qFapjl6iRunbD)7^dj9bQ$DfXH~1;>6f~#
zr3<({Mz{@(h-owOH0&o7^n2E{4e&PWHgXBj9g(LjEtL4&ZFGx-p}zQ2fUC0YK*2z@
zsjA3lJWYzz6wfDfUIqD_oTJwMVRPVa>X;Ju&+n;~e=$TI8Nk#N3vwzI@4gpeZ12p=
zz~m+Xu^;j`S%9eZ`~8yDFA560a07Oi3y-Qr@x+k|?TJLbJ8SmS?M1}mR+aW{sjup}
zh<6{7_{f5jNsCg{N%Sw{-4Cl9M-RM_I>c*zgV&U#9^72q*OI5+IuVQ8gF%pSK!+>|
zbAphX)S;_M^(SY4-?B;RUje_){yVTAn3TO>GrwWi9$@+R&GnxA?-9n|#-yJkjQ`G<
zgq+{QhTZ3M!D1spJ=e{hG-5qh(6|07=(-=F?ZN}Fc&b;@_W_VM6BtO9r{x=eA2@yQ
z6L@~`l!^GRM2e`cc3Y*kqjMOuUbTn_t;TkzsPkl$C!^*bcvD6xFpZrJ2t{P%;!MyP
zYloxm`_iZgPNGaiReV5+soREahe44@fA`MA5lHDpLw+>Gmv9<O*42ClpVJr{dPPAh
zq06sTx!ha96;oUPgf=ov*^va?vEagw?HN}GZr=UyJR!v4Z0!M<avWYBd*1U=sC25*
zY0_2BOzjJJ#K2e{X1YP;FmnXcqMdf+VbwbsNHv+42_Lk#QUf}T3dI%12S*PhG|c)s
z!X26i8WU*LbeJ-3ZO0L5&@5`buZV<@Q`BcfOCaP9ip%xeXdS($xdN?1(IL)J%8A(x
zM*U`+Q2}TwF-NYKYq#~I762&+S3$TiZ<ITokIL`U$a3gYz#(bd@w^sP!;LGgPV*m@
zmi<<<WEuz@-N~1R%!|l^H<?f?sbw)$4@dDF*e9{f_BqG)fji<G>s`K}()T4f(Qzdn
z<Ka#j0W355R=y+L9b7b4X&-Aj_)ZPSS|YyKO2BK8$8FPucGY|NEOcPr(oa=V6Qb0H
zXrgVD^nku3dit4NzwJ((V$i*?Jb|n`Mp<IMH-Qby?o{$czREqh6Va<g{2BZ<E783B
zpPbzoP_X7<H2^bdq4xql#2MLt_&eHNxOq(X(|fr`^7CpP$|A>YxxzZ44PsKPp2S&F
zaoY*o3)cpT-o}m$U%$w@M3Ic>OnKF>Yd#&TA)q{Rc)_%>I9q;4eUsn@usnMY1v)Rq
z1O*nhqd(`xYRIDzVT5kbnZ<f1{&-B-QH(W)^skFWTS+Ddxhg+~4@6e3V!A88KOjxJ
z7HW4SQ*1Kv%B<T_Un>g)kkjL-|8C{rx<2mRG|)>ysTF=a%5Q{AeuC!B*^7?2{$9Nl
z^hf3(ebZK}wwt7qN3+*BtdPwdBJ|gG_u3x3c-Hk5(xiLIt_;vf>GWeal9us!Vean_
zkb&Df7YJ=>!)*V)<z^cHW6R~({_i*ae{@jJ{5lwWt%nQ<{l97UA7|^|9`L~L2V7pS
zEiEBdLqGE8vD!PS$e+g~>(8^9hWv3-J5u_6He7E_>k!w~{rZh$Z+RN@$J?F6w_SD;
zvKv`@_*!pK30=9f@<dI4aAf$#h1FvA*QqqzT<_Cf4Lkex#u$c`4L4g_a+bVmKJ}Fl
z&Oi@~8VoCyI1s7@W{B#0H+bSr{y+WwJrkzpYeMt^3h_@MP5|&Z)HDQN$AJ*c>4Ts=
zMl*hXvZJ#ies2Noj|J83w>xlhjT)vPO#1K?&)!V-*vs3!y<vt!N#*&<oY_y(Q=7TU
zVG6jbY!Oky0*rG?Db)d6=F(OTNzMFKE4nhB<qEOm4_;<j-YqY=S{1IskYIsXu3;DO
zsvKwOH5ALa#6P(|Qk1k|28c-L9iUp6By3T)MLz|m>8cikhgS3k37A+Iy=dRRk=zl*
zvrksQ9E`!KlNhX&yUwpWe_2?#W0vv)lg`(}??!7j!2YTv*ni#HH1kqUipHY)*N8Dk
z8gmP$7qR2_Z(6h#ti`Skife_soX3p%WsXeLI5j&qa*bRg=e3Cwf27_UQ#!t=RO{s5
zZ?3gS@8`hzXjDcg+-wxYUOcn-Nhp#om!J+g&}d=xz2c;)<9BzSA7Mb`NwVXt#@|iO
zMZGKu|G0}okCD!*Pepi&`}wWUEL9vcyx_khI@f2<e(&Oy%`~fuqh?M${%{AVwq8Ml
zOEL#kT4~^XoWmr8&FxN<En@cE@|c6M%+t)X(FRpK)oVhqE<+N`<=0s*JcR|7Mbi9L
zM#hvPC~hWUx>z2F;E|UF%l62;vTHIM%DUHl@;vI*kp1W#oG>R;S26Qi<8w7bFs(g|
z1r+{vMN#N@j4))IvQa)i_)#wUC9L2ZNv-%Cbd5H66(xiX_8P4b#Yf#Pq7sbfW7Oyp
znh@qc%DPLh>ZIwb_#OKq8oA>SD5FFdbL`gPIrx$Qkuthhi3d<d|9izZ6YS4w@2H?Q
z#oy4;%8h#(@cWco(?13Xpy2wxf$y_1E95YIQlG($`o+ckgrozYB!n4dQoK9e_dwfs
z<T~~8t>n!V)qTpu$GE$2Sv(mgUU&A=d>`$U<C}-hKErB5t~PM-f!gU|+2fl-0#k^^
z*u%3K2@b|J)iA5DLuuRS+{^{{t-*<kl5L*=xwj`awG@g-FbdVJj+&q#@secE#IX9!
z>CF%L580|c)y{DYv(N+U%|ex|vJdq$k1MJ*IK8#r?t7!P`7~R1ut8TT?dwqd^jwuj
zXbI^^g{Xs;gi>vDrZi-E(QRj6&&AJ(skd0TH6r5ToD;+F+c^3NMs=FbiZhk&19QiZ
z(t5H6e83|_&(BqLXs^fFB_=WCd><mX(qIM^L<MRjWME!`c6KLn9=cQ=_S+ik>#aP*
zLM=b;8o+%xiCqL<=l3z=J&UCB>j9<bY|X~!6gXFvg=b=E2`uL9$GekD3!k+lH+@Yw
z$(iiTvYO0vMcCRbYkzfAKPCos*$0g{F{ACtn(=~0Evi0inZoq_{0L7@ZlD6q*`+Hp
zg1yhr+>xl9Xn4ag>XpB%dXkRga1QGWdBv^H3Lo5RrVL_yhmBdA`3>1icK1VD6T<Wr
zY|>t*k^qTyV3}~l8cQ4mc+`W)5Aw%E_ujuU(Af9@-5t7eOW10!id}VQ-n+a#y8B+J
zfEY~r-}J}VSNZ217f`kTOj{)!10|{(f@S`?1%IxoNcfip@jf+|iJ)vSSCF;9$;gW?
z`{nP7AAWAEI#Mh2=KTlu35-eA<pJZD;<9Piv#c*oojQ&2pX2)k5LzSibrqZ+3jDP6
zP8eTIG#@%f!&MQArQ!-4d(**AFJu0()Y%%&*vz5Cabx;iBj<KhLu@(M7i#8=65}-c
zggIJ6oljV$6XayK&W7__Aw1T-{ANcPD%jqY$|Ag#Gi#USPp%2C()ily1=AqxSuC1P
zp^f%&Ff-2^j_!!f-Q3U(dJ8`rIJLMvre(iKHr~ND8B=s<;uE`m%8+fgLlN^z0G5cm
zM#Nnsc4qN!{S0b&&OEOoEf<14z%&A3>NC%V4XuUZAi*g~Cu_x9AIF@LwKN9?9K>q*
zGe=JstcASR8FH;}l%6$Ym{?{q#O2k&=#&Iq!&x&gns_m+rPS@@CA)}smxblLdU{^W
z78TrlPC-KXfs$Ucm)D~12s@T+(|g_2YQfmnbnsky9XVTdrk^37RyIY?z{v9y7d6ab
z5!2N3QT*7C3E^(&3Z3qU#$Cb(7gE&U*Gw|edctquNxOBYtGjdsEg3t<Xl{P(i^e~}
z%yfxs3G=8@qK?}@Hs+bc6zXVr*bwh9R^F3X*mDcprq4Z3S_(yZzV?ZW_JJB_m!F?6
zPaVo33q5*#Fsj$G;~}LaFD`P2>@>#hnQ~Spt%so8qx+IL)JfxW{l?%Vtw94ygnQpi
zI8KKj^d7Sc+<};{rmGh5P~m!k?#Ts~=AfbFxAO4`CCxHN+sBCt**l=0P&Uv8$*q&7
zmn9`J2Mo{TJeU2dx|Q_ua7e%l#1xv6llG|?%Qj+M#~3GJxAAtdE+KXaU18CEIZ$!p
z?v_hKW0!C^cgcRHkeJ(=%$)9IuFfW?nURASx6qR4k5w$gl!ntDF?^G7>Ot4Mx)Qqz
z!Kqsb>)8_%mdUFQ>D1>SVJaT?NNm57-b!?gl9A7a1jbNlc)Ff<O#s!F3<!t7u)4o;
zxdRo3l{@PiAe}b{WFEg4r*Jonl8ce)HT%=KizmRjjmpKw<voqM&nIHZGv5idKw{5d
zd3=@dQt_qwhmd8-v)G<sA3TrnV>h#|U3QTzo#4(2xt?{sXvFOp!fZ>6AR}i?%&6jQ
z1&70DIOF`%y)(8uHj{&m3u1lDfUcE3R-Y)r3&cm=*N7oV$jW~gg1jd>IzacU=7y##
z-!GU4QK6LtVECkelo|S2UcTr@dHLEc0Pxrg#Dl=&kFL&s6qs#)>$7^Pu7ivMNR<(z
zhoE+4Ju&z2YaT?eKBj(%hqhpxPt6e>ExBK?<ZiudPVJ`2Ec}GaRRe-}XBG4A@*3(r
zd{@tvFRE}R0S#xkiexZ<2=XhC^HA)B_EbTcGEv{20^%y_$Qil!%C-W}u4$!s2Z^gB
zLzKX<VeOQTUCQ{9xO{T#wqr0*xzkIy?>s)IVEX#&C7Mb23A}V6V~j-aNz#4XRS<XK
z4cU~-k773{R!}bpXR}A2>-IMYUV!3evYjAD`x{tz;!Ca*11)TbF9b>lv;_O^nphtd
zb(bey?zmoOnXN|nz*W)&h6h&<uo@++scTWiK2bR!@??=UH!<YHr1pJULy-xT$HpdF
zZ<&VnFs``>YF7~x9*&7bpD(wzVGOo0k=V`Iy8iJXk3_5Ukd6GQQ*7EnajfWKh_J}r
zSO#v-^?qU0LU`BIj^Sdd;#*gnS;L;V*(mNB>VxZSx~7wTXKry&oKcBeL)|aV@wN+}
zxE?hABK^}*OZ}a`PnE|c*&V`^%HOEPm=&DRG8(Z|I4jX;-lGyLN5Oy&K4yqZ(T!Cv
zf0*y{Rjq>}F4J6H%sw%z^F7^O#^VBG=`yiq9f0_Mp!;6oNed~XA@PdiZ;jQzt62x7
zyl5KlM^tiy!YcpE{{E5|8~s<hK7%Bqkkg;KjG*xK<A2CBf}Rrlzw^9AU+gJFPsM&S
z^n63-km%$c_Z&%|(`9k662fN;sa;yz5J^F_ylIYv2s*mD5Qj|tu=EZoirZoB>w_?T
zz*!;J;nQ%=Lw<llWdwL;%@UCtPr|I8+g)$2)jI+m)0{;zuZ^d=NS2&*Y0n9RDz1DZ
z>0c(uwE)5224tJT*`)5qvr3xvILG=7TK&8yscP70dNqUV-aPg6s{3I@gf_-~>uk5y
z`<70pLmJAY`Z_A}hR%vhI9|SLrbv(jF~NW#+=TU42Xa{uUJ4~cg=fruBMJ5)@MyQ~
ziXYnYCORW!6ryw$yXD&<dBAiKH-AF~Ul8DdWBG#nMv_7mdvIWQUu#)i*g8|DK>w!~
zQB{lOG&6`2T-#Bk_vV5;&+XvP#fIT>E)j_C3Nl28nc+o*!W;9E235Lt+O{<mzwnu?
zPrdePLsFAx0zLUin}oa0*xls-#vw)rnVVR*h~6UXYVdHAXd3D@9)Zcz#k_1gTW9%D
zaOIO{N;fRuMFf|17cHhOw0KR{Q|&s{Dm&*U`}%B{40Sg@J-9$~h!?27pSourGsgR3
z^}KG>5idtHzah2cN3Ku>Ceq+>wpQoO07>#M=0$KsM<Qd;;%kn^mUZ^<KxBp~l44=-
zR_CJbw2tlW*QF~I^Ljf<C|kL<pn^9lKBGrYVixoLtc-m=o)w*7;_PcJi#T^nVP2P|
zx4;!O_jq*lQ)la`Hg2yChHL4xlTyuD=TmY^f~E#!=sVtKpj6G3cCRhpE^{uO9dP#9
z`Mj&FnbfNNEZ$F3E95E9nO9>p8d4`lj$q3B{9UBUqxVM#^aICFN%?%cB(Fn6mn^`a
z8b7V(U+g=6B(}~~(10uW-tn4I@8c|4b$85*lvbv_)xVIqu_3C?XFn(_jhM0*IG3&S
zYLn}|;cBIH$dkmRMFm~=ge3lxLiv;z|5Elklmit6&@}!~K@h2IY*s%Fv%nstxRqQH
zzWWaP^(VnvSRF8G{r+bv6zEi9iP<cx@7XN-N@nEO1o$2zinh1FyNM{-RDD_qypOIb
z^{_>gWSOZO8Rf+@0C?ykfd-hlZIANKl$B(@{Lo93+v@g(?)Ct3<Dv;dh7<T1D5(o<
z@7Y`>UO<3#pNBJ$Si8^5;{~9sATYI9L?Goi*{Kc#?*0HQ9KRa83QYVae&0x@-y);I
zn2xHY5wf}iB-idOU>yP0X#&&&iD5R~ouT`;s{kJ`SOxTp!Gmx-xh{0v(P4ss{JzQ<
z9TI#A>|eg*`x=ndt>0gQY+FQuc0tPaCl_GC>Pi@23-8vQZLhnuqav-(_N1h*9?3Z0
zdrZf0q~XqsyU(o2nzs9n!%nP|rs5tG;K4$LpD%L%>`Bp9hlc#2bhE2;?p$iIX{bWc
z2Dfl8i}nsI_w$tsp6+Va-E@^*%3g)6Hl_w6?32V4)Bt2FsxI4i;Z#A|_~;h1P}}wv
zu`gwK<JXP(7=gX@GNF9v9x>;kbVqU^A2Jg{bDd!YQV$cr^64^v<|6$@!p5*ZM_3{`
zI0@T^HMl{GkGo0qa%;R;UB{E`^{uUHvcRK#P*#k7fP{i!6n_P0Z8yQ!mf!Zu_KWW-
zC&#k$p^1FgtLqkqy*1EEaSw_KxH2w#3E~4ee5|+rx`vRUIt0cMhMyM=MO>#~o)BO+
zi#b?eb;LoE2_18>Q19he&mhNjlwf-q63s@TDT0AFbBI}nb6%xc&o<XFbTrgq$}1jH
z5D&X4)O}1hU>j8hM8vkSbf@(UMRi8+oiNB@+JU`mVTGwOebo#VVLG`&iFy{&&t{+v
zv{xtBP;eXq`*c<5gTGQAw_yLpfzYB6m9$I~rA#SF0lZMK)Qfqi>#`3Mq2&R#GK-6b
zP`Cx6@JYofO#P<==W^N(@~$_MSMXOBAlR;<dn(p0(L+75c$y20xiphNUEKl_Aio&{
z)f|0H)`Y8JuD=V$Qf|}zC%wTZB8k0-^MBL4^JiQC>-=-Hf8tkFr-Wla6IH+`@$@GH
z`|nJZZQ8q^NNf_6>u$8v%DTqrV=!biJis@MG;wx6ZztxmQY8!=3U{2i8vuOlIH;u#
zs?JKy@Xg2iPuSN+OF5%fQ6cHXqO%~HUl&ul10@GUij!lmZ%tNFw%D;Y_w~%R9X?<M
z#Vq$PnAF=7dMCE}3SF+flpUisjoHYgnA9(T`l?F`UKx@vr;pYXD(JpJoG^NWTVrf4
zs3;jgsBi`V?^I%+J6vT&Gh97<hU-1(aXWE4AiT+mT*pAeU8>=#cxPtJIpq2ftR)}N
zh`})5G{vZZb_p;{;~vg^Wf$RI5uSlEJ#u52(*Yo?tv=EnQJOGq=wjS1UoozYCwROt
zPApdyDmod7B@YfQ?HCCy7Z~TR#iCpF7W>kXd0Bc>-$*RV`I4H?SkvQaF@4%tx+Lt2
zFa4*6ESVN32FjfYjEz2cKK|@yeJ~cE7vja1uRW>>1<iPUoX3U=E-9busPwUgSM`mB
z16am0&y6|5nz`OjPWJ>ttjz$3BC9{CH`a!=<3iiVs*v@}WjdUQJk}sgI&~mHQc^*x
zmUjac>LP+(gx3^hNJc;Yn6NB&>o$R54esG~!OW10wttk?1lfgvgtrwuIBO{yCobPO
zdPJCp+#tX7W{EQ-R8`cOWqf{#8X=$GxAuH(Ctv5(>qFZUL$C${Px~Zh+7~5M97%p0
z)c7rNgd|xgx(pnAwWjK%fly^Le2#Ih@vL(@r!alZ;#}jaMpn8nu;|AQ0DwpBU~Q{H
zR%^}aY-tIEE#F9P^+YQ?j=MrLK%>J&sFjo39a5M&O5+xe-d`H*FS6{6rBT=7^o6$o
zH^51a<gBB|{CH)x58eVbk4~aY{}4tQ0?&*iu@qPm0S#25#E5oK-gli~<97sg6wnQN
z0cWb{kJm)qAiwK#%+E>KX!pMqMzosStN9SUN1d(!HNSv7iX+P&_-20fq5FCZd}`e7
zfI#GAf{;2W1`G6HUZhz7Wn2n=m3x6IUQp7NqWY9KnpghzqtS5Jl(Ai9yWoRneQ!L4
za(LaGSZ(0+eeIBaWp{!R+&-2`yXa7irG(s7h}S(`5g0GK0aotQ7nf_@V;s0zw|l}(
zu=jX3%={qY$@b7iI)<9?kgAzlrd_@U=?u@3Ym6mupI+n5MizZ(C5veI%GGRhK)ZnY
zBvoLQ=GvH#4)E5}R&(Cl|8_Y33z%#iHCLNuAzNHaIe7S{$|U^Q@Fz<F<5zE&ANOxZ
zZ9^td{_%O8_u4Hc$sIpG7#Ov4rRlA($((6a@}#3b!mFaViSz^!<+WB7IRh)LXSeP{
zO9H)N42g;H*;N>qPFM$=!R@#it%IAZo??-nSyuIv+f3@^^V7PjQ6L_gje9VOtZ_}+
zDi`kv&T`uPf2zCkaHzY!KO#yYTOkZtO0pCx!jKS>Ei(vH5k+oPWSN>omJw5y7L^fW
zi)l*seaTW1#$;q0OOY+3EF(<snbCdU>V2;FeV+fG`;WQInadx)bFT9{%jf%9rZ&4u
zLOYsT?~Ot;e4W|w9(?H@^F=c&pJjPr+}}fA75Y;JD#h^g$K)Qq`6knN5Oopu*w9?|
ze*0Hkx{}!yPn|^a-35O2iw*vH&ufG?5RNFx`&=@!`S8IatKZPmYrDywTf(+R=Bm2s
zbhDi1Kw9_C$I;u*y1t$jr@T#;PIRA<Pv1QdQS8qV<W{k8vJyL(SsSTNRFyCt(z&T$
z^LpHKRKQHY<h9O(m>Ikptg2o5P7BOzUT|}B<Y8s=t`c_s&-fvhuLJzVeivq%Ly7c1
z?E=Sq-qlOobQZcxr)rjIZuCpof*731*9Dh2?BW*eioeAuQaSVvP>q6D^RE>0U%~+q
zIVcXYVP*`z@Y2^_y~95s6?dGi6@zP%UbmGyWg_Da8}Iwl=xZYvkk3V~5*$>cZ?e);
zyV<vhXsno+it&}{)Rqp|@hV#9rBI{h!J*3CN!yB&k2;=CJA)6#yb15zE@~(gUL*^g
zS37t3t-!6TR6bniqWTa`=*`(Yu)(Pj3pM_&x&_VGS{*!%Q;{B<@!Re-i%RI#w74?b
zu1O<`U$*Z+O-j0^!4fZ4cnAepP8`pO%`cA+=`4-fikZyE-ef3r0+mW(kDYLYC{pbP
z)pSHdNqOODMew1CE8(u%Ik&9MRTU`3*ILCe8Ben9N+6}2`V$k*(oVSA7Qf3-3Hw%=
zGYTeACBw;cYKWL{tUsN~_jo|TVnLP%x!YZ1-uP9t%9KS!Dc)D*{uJ-W>Q-N*_`bx8
z_*0>wR)%AzqmE~glDdrBa4+$4m;2m|oW)LbquCv(&;owXfhAAJWy-$9#x}Ry<xL$)
zt<}vJ$8Dd9KjQB~JVXV|Y$2ChNj?yCJET#!c@_;e>q~MimhN#b+Cei&yMP^?FkY1G
z$;fJZ^D@&{S1tgCz(<<@?W>9tu#GK}RkWBLk>TjPye(Scji#kNQo3-ma(X3MSvf;9
z4zZ`PKZm^V+{80jTTsDX=3*}286JHHLYTb5j47=t&*+oHaRUWl(s;~f6Ye-_+ss?W
z4$`L%?~i?c9-N&z_UI;}HhsliTvGMMWvDjo3p%ShyULv|j}~%zS5|(1Xz|^_(Sy0@
zm>_acQLGzAo<|}tY%`xTrzZ!&M$i3`JI2&+e-XQ}ex6ornTs2n?u9p*l40MF7wjDf
z;dglQu6CW~hOr@cp`@QX84StY`eR@Ay)ke|31pnKw@8J4a(v&P%>&&UKpN-^Xg+Zt
z6eAm+-#kx`T5jD!Rh?EtYqbCinQ#)u)an?E*M|VWE%K|_zaiKBl|VDGO3?*!&3ZaG
zWXLjMZX$@|Mft7a>@ww=l}+ashlf>`6FjFEY!(p^Ey~rIc)+NcW-@9*Bs_uFfI(I&
z<^>ZR+=wx~;^D=97~^OSDCg4nbRFRIYm=Qn&UO>PhSPf7TJI|kSeKIgHh5nE{?buJ
zib^&@B`JJq>fTU#@X*eP*oYy4!i5VD&0vRp7ea_S6y439h4=or93Ej=sQo0WL2rSm
z-l`3+z+wFQG}qaW7g_H5EO1y+gA-TE<&wI*eTL@~35c_EgRT~9x+gYTc+AEaG$f1A
zT?VHoWB5rUbY4^O<*sq_039l3ZfRD*FURRk<_*cim+ZxpEgZzfi`Fq-<n&FH;wcMx
zqVkDRvh(x6S;j$%om7!I2&;F3)qO|K>ppK0-+f8Ec+faKpn!w?X1D2E<ML$-dRe+h
zkWlII$f>=LyaIhgiYfx+lnv#!+`#0Cq?TbLen9xAmxTi??>@A+9V#n33qXrHZpV)E
z8g5+eVi}18-WZ?g9>uOnKO@J&A)(PW3SThoz$?{~CAk(txBuRPz#C;UoJPBiH8~3j
z<t{^tM>cxr_8X<8*dNXM822Hh=L3p|;(E$^+H2477gv<8llV5>jdXkV*IrWZH3-EB
z@tZKD>C95A;6&05p|bbN8SrtUv{WZTb0pSYr@Chb7B$Bw>_I|$2;7w&6x5cQ6^=F(
z$uaHOpunTV<j=I}^77G(!H(mM2KtywESV;`)s3qS_p4FRn!vk1cbrrI5mlOnGBc6p
z|Ax>1(sO|nx{9?abZ1VSpxd>7M*l7FD%C=ek!zbQtnVkw?vZ$GzLg%-7$r)N;7!YH
z99%K7EK+?Y?XIo$9f4bRqU~WoDH&u!s(kIIqA%i8E}iAw-GPLiCIffU5_xSC211>Q
zsVMiv+3CqvLA#8!3r3_@m#`q9^iF-hj5dha@e-SMCJ#Q(i+sK37MDasHqkH%8FuB5
zj;5pp-roDeJG}?%&pDuu(Qsi(lCVwZdY*~;?7WYnVhJ|!g^|bRM4qWrZ}vl?lqFD2
zE=wujWGKzoq&uH!8xS1F5qs=EUDVTwI1Mki0B8I9D;c9U#VYUMduxepaFMYi(q49T
z!cS77FA=*|a#oBVl`$UVem{2G(@5q^v+#Ah!%BsVCpmjB*Q4f^^p!9Za88NT&riPj
z1U7mM&!VGs727XUpV#>39pPk4ys||nC*i%HXP*bdtY@+NeDBw{LBVj<jA6wPGe1p<
zJMYQ2t3UFarxvh}!){jU6wY{q*DFs2zm6gMwd=rkibxYtfQ}t_2zU}0)Di0G2hFwg
zgEdo*8IQA^#t<+1?cdT`Mc?F!^E(qy&)lV+=-_-X)S`T-%NMK4Yh2Zt_sRE)fp##~
zp_fJsS3%hl>M}nxycLO={(vZX*4HyAP8dxjw=bo}W6030m!X@wG%~~T&&C>weETSl
zBZ8qUh~ppYmzm*wNTby3b;wb4#P2wm=A7HrV2;Ypa&F1?5bW<gr2SIUU#XMe*)K&d
zH_6f%N%tW&SwNDvb-~>|q<O6(4TBnMsFA(_7iaQgOpn?1?zhDr`Qy<NB4Omg?9+t6
z#IRsuy+ydiRYiJy-MBpFl(Stt4uzpDp1!+r^ChG9;_+Nn&mtPO-aNQAQi-I0>3sFq
z^ilR6QrQ9eodFns_&uk#t=mHv@JE^j=dv8zJAB+DM+#<Dcs!D2Dq<<e3j#%B54b?C
zX#jk<2fb0ru9+w1)imY8of%sVm0Qj3Zu7drB(K@e*zL97<|M-(#(xfxI6~3#u9;qM
z;v&?%zsw)E*B~wv+MzLU0I{#H&%{@4D{umNwIH8fMOH2_D^VuO2WH;>^f=b!Y4{@-
zFFiF7e;6{3W+Ou-IGfg=fnkMb=USJ8%o)Sz-E?BD?#^P`y~tDVmB^adaGPGq)QVvH
zm6X%PB)RZ93)hl6++SR3M@q(Pk0T7UE$pQW%4&Iylc?{qtz;g^1#Zs~uo%`OkhTEK
zJ%c5q_~iz7Qez6nl(zgO`%=qgp`GAXPb7{ZH7F#O3Tz%W2b`Wqn0bBAb(r>nKP~YA
zL?5%7A@r9=KG-*pE>hR9O|>X!=Dw*ky_5s?O=0|gwsSvsO)d{FW*qMmLnW#7l*1rb
zFf(0_o!f6e1_D$I%reU%p);)9X}052=9&H}>o5i;dc1gbK)@Bi`0uI*j`}txV7Z*M
z0vZ>sTg;U+JdT<E3v@AMAhH=$dvZawhkKgA1B`=M0+;1I|1a(F^D6DJc5SKeAM^b;
zf<t-uZ(*XZva(mX(Z54Zf46-u3k&J;zaV!jbP>W>Bg~ru2xyRlvFD`DJWNv4V-rc2
zP*5;7Ws6?TSr)Q+p~sV&Kmt)h(}vOq)i>-l(!{rjrnqE*Q~NlF5TIFKm*~EIi!={X
z#ADB~C;16MtR?e-6pLMeso`KI7_fm%sUa4*ghMDIor?hG0k}R4GYlO5HRXwS6=u-=
z2`eDYuB}PBI&TfIC1z5?46RWQOl0qI&*4(QcsdUd$g?RxWdlmV8uN#Zf%|~hNc@o8
zgzP@m?((Pc-NmpxM*yLhQx|H8C2k#4J1>6iX_ySUYw4jf`54AP0g$88(3Ei2lLyDQ
z5;w}Y3ecuX9;j;xD4z#bO@|_VViYaF_k&f_A;$A?9I)*50nQsca7DnEe{){mehS>?
zvyp;gIlYQoe|RDxW}R|-wTN&{=UAVke)mH#%QH4unE^`qmWXsYg)tMBYHJ-BBQ7Se
z;T^PV+K`<a95fFVK)@MOJpp1Jo1c(IfGB|zLzsF3(7F7j;R&<O{bN!XBqLY5VZJc7
z)Pd5#mOZ2+ym-kCE%KAk)S{LoT9=oae?U-T7B71L>~t~MOeWEzB$cHh>|`0=;%qd7
zo~u)JdlIENe+aj@@Q^{*=wF5wC96d4zd&nB<BG#0$kY#T=(mY&D_<36&d>W42TY~G
zC2BFp3*P5$)kI^EfJ}t_NhYeSV<j$*+5vi_?aaWKt$~|7c=nT#e*&ieq`&_P+@-Do
zcUk13U-_MYT+~319#mL9JNPoA=iT$F`-GBk5TOmFyT>4)Uxh*$i@Dk6yT;Y($KFp;
zX{};KE9<4e6a#iB$$sA7xxrNh1+OIS&~^+pQfx=L(~^HcYPw<bG4+!+@>6BDzRp*=
zv(?|XfdqDi>r8~!IyNC8Ege!1^n&5n1s<DcTCM|z!kGj)h}P}7bO67yF-IJT0Mz}M
z9KKAOb8LNCKux&{q5%sRgU*mBCIDd!=AIreQ%_}O=$Fh%Q=-It87(R-K6=b7&dx2~
zznAyOTxvxoLv$Dp3a5DJ0#J}RV?no0GH%>PQ#Eu+It>8@!3d^OL;5jOah#9)yMLY)
z^s}^g->MfVHobj~st@$ojP_zM@zK$UbrHW6<L)xIr{j6xt;UTZ)jQHa{1~C}>9}gc
zi+Z%5m<k)*4RTHNX#%{EKX}Rg1k*KhbY;~wlht~>+Ip&Powsgb{#`aOPE%wVrx~wp
z0B4jYWs^N$dyl#%A?~!o{bd<$X+Yck?`l+j|36__wH9xwI8o=F&{wxkFwUf<URObT
z0n1K7z-MP!cCKjv%TBmHuxRVdVY<3enXYceYa6VGJ9+N}+5J|d(h51US2*x~C|%HY
zSL);I|D^Y4?XxPD(h<Wtuo_93QnH4~NI-glYRCqTk9oK;M<r=I$>S|wM%7@-GN@7L
zCSeD~en4WNw6<$PV5v1XW2_MAl(!Gm;m!?mP{5|C)2G`ou4+J+=BtK{m(`&+VWSi)
zFwCC72ti3GSR`bUDyXaY`I;(?I`5BL-)&yL|Ewj~XU~T9yV40V!osdhJ1EN=Kh=fI
z)tC9<*l`Pp%-3@OvmCa)MgU&s0HNrXY({JNK-|Dc8~iN7qR5`PyGoTbaE_qmG-`R@
zDA<%eCz9!x=#whP!6+Eb=Qc+gadjYRZO+2XZWuGW(f$L%vwje{I7>!PcY{u%nhnoR
zo;idwhjwqOt@<_w_(0SGrUmO@N;zvRB371=GsFky(z>dZgBI#7qQ0xdT;3Ecp|uHr
aSF<R7H)Jo?#aZ9X@VrP?juh<2hyMY~zsEcP

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-66-Diagram of Input Processing.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-66-Diagram of Input Processing.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..fa9c1d81c324a013c3df5d8af4b72b7602503f16
GIT binary patch
literal 19152
zcmeHubzD{3_V1!Zq?D3Iq(MMB1UE=`gTw~ul5P+;qJV7al<qE(Mi51i66x*`3F)rA
z-$GA$?z!jp?tOo}_j#X#pM|Wo=9+Vkm~)Kp7-J$wk+Z;6d1*Om00jjAP{4lxasrS5
zE?>HYc?sh(CMG5p*5xZWM7TKE*f?Yag!n{M<TTV&<dl>*=sB2f+`L6cNy#k0a_cr1
zFE1|*laQz&w+IIhFZV?!C|FonIM_I(xVWU;w3M{m|M3s<9dPY3sxE3H8p=%o^%@G=
zH56nEKm*Pb1LgY<@XHShDjGV*CCtlMSFphbRaXI26f`tcbTkYMbab$_FZdonzlK3T
z%O!q^P|X<grV|nOlgNzAboa{N6RY=a(es!%`(s@pxlT$(&cMjT%)-jc$1fl#BrG8*
zB`qT>C$FKYrLA*cSI^YU+``hz+Q!Az&E3P(%lqlGfWV;V!SJZ)nAo`ZmkEiPS=l+c
zdHDr}uPZ96s%vWN>YG2bw0>-B@969w7#tcN866v+n_pP`vh;O%Wp#UJcW?jT@aXvD
zf-V#Q?FU)l?;nKyiLPrPU8v~jXy}+1bfKVnfEU^|bPQUqO9bL-n8r?oH@Tl&Cb}1y
zQT`r_jz@iq*u=T-3JE>$9K-enY2PXP-y_WbzoP6n!hWY~9Kb<C0fmQl4S)cLC(MP1
zI=A)i?M`-<OE&6$2GX&KG;X>^@kR0DgrKP3f%^hPYEs~(#6*^ksivr{5s^(v?X{vz
z1XO;1e(~-<yBOFRXhnKa`?a+*=CRqi7dmP!@T46t*_53z3d_-~86l2~r>vMPKBagv
zS#+Q1eS+F|m!{WDKI$0c#&ILg(IR7c*cB2}ZL$RK4%e!VR`<E8|5+`HOOGx`u;aG6
zx*oO^x6J*BH@>~xHl=9=`m47qhu7;+TAA1%-YFWbx9V0K<P+p=M;}3d_Idh}R}q)|
z>y{`^X#g%1-77EmhEPq4SPFwkP3&(kkOqJ(tC2VPO8Z^9fsYvnJhZztb{_@16>~^8
z6!S<o9#Y3-R_wEDPbdVN)teNyp`n#17{e}Q*jG$MnKA*9a?0!z`7UiqaVPQ2nef-o
zHl=uzEedp3t4DUaDDmqu1&zaEIppqe>&uPBFXt~hMpmTySrn`!ro7D~l(WB|E_f$U
zD5HbvfwSCbZ%*#hR^j~gOgJ;}%Z0)ge-wlSZYpOWR*}H+y?XdkgD+7HHC_{(bXxAR
z0V@mrjwmx~V9`898osBcWa2n+OlM>k%jOO|aJS|0%|6bDIYaCvZ(H4%Ly9ezLejpf
zdZrG0H9+PD!=`0C$3<sp86K;R^p`!7s7YK<F25>4U(68`0aw1{Tkt&EXq!JL?+D(e
z@TyvFe1m_y*l8Cf`J5}!Jm`7V3kZRDwr#`*L`<FkeHAh)DYK)@Rec&7D-SjOjyqD=
z(FDHp{JSBintk1F^Gy^hBN1Z;6Qe7$<<<ih_YY{kRsr_Q-shjQ=0%NE5>#a@G-bl_
zc)OIm5r-{$9}@^95W&>OOc|mT_peP&dg^>UsjMOQooa2|7>3KzO|?_8jy#k4HqABc
zVE-+*TDO<iL<&J5PPzB_jw%KWb<+0G+2E6TjjgHcwBy4K%<)Dd%dN6ITW))a#Ou?c
zUdHYWQH!r-%L$&*c<+hJn)FE#0c!uv^+bvYMR}vSf5A0czh&e4Cbz$B)Ru2b)u(vG
zqiY>iAE!F;ghy<-&L{9yZDY0`60~w;EJ-ipJf(;U*)P?LP%ehPNscvXtfYDqvyTM0
zXIkCw_4DnbKag&`<ZLrYURrKkDq)`gS~l916<C{2D->rt>i;MeJkBSEjUh;xsN{@g
zwym7FLioCr`@I}mnqFI!yt-}O(~!(B%!iV%3_GXUYiq_x-X*k)QS27Rd6(AZPfhFV
zi+BasTB!1eq>8TUD|p3!j3*#XrVTkeRfY(A1Q;h$DQIy^E|bM$#Q1sHTo=iXdsE)}
zSzT_*=7Y>I$EHbBWdm)F-&F$~AMLx5rBruhPWfID7%I_Tu3d?KUo_5F*;QnVF&imi
zY0WCVp(5X1*~^$D5w~(Pl4IVtlk{2y8{_KoNWu%Z${K~F`pLuLyEI`6ae=y@p1Loh
z<Kf#Vnd&wUtXK9_tY0!a4xDblOH0uhVyYiJW4~tW^{nHDHZ({SA0i)bP?NIIcTa-O
z4$Yk?r2(%hJCEJK!In<9Q`=skDxyX&w<ddfLUiHdmf~b)Sn61jaCP0IlVoB0q)Nqi
zBo<@~B|NQLO5CGfYIlgEnQWrrWrg}v*7aw?$ya&%9)8FtqYH7(V-lP)QbM(Nv=<l<
z|DZE$=hg+iyB)oB`l;wJz+EA6_qcS!p+POLOSI09@R`O4<u3GOi|yg9vhISnBs$JI
z^^`2uEVlV;SC}*X{_?UDPP9UyDDg_!Gg~7MS-opTuXA>1B$s->MSoPmsc7wTpP-xu
z3OoYWX+C`^GqN@0X(C*FUO!;a5M4Y*!SZFAL}jEluYOUI3f85HpigODS42hE?#NcY
ziB}oSO(jFa)*!ef5gqW2ng4KY_DG%i3u#OO5h{g4e_eF!l)inKIg5*r{+&u)UmxuO
z%ctwtRSmExaLG|(&x#auhBxm{TuRFgAnfGUt$SDMd_cNXUCpltZN@NOl3nRQROJ=O
zIOVPJ*B85Q-jX7^twkRu${H&lEDH7KW2N7B@9iBZ<IAstl&@YRGkxI1&4d=Vs7(?v
zp3u}3t}<F|<njh*fox&B+rc`qG^4=gq4s2}3FcX)A{PWvAJp92L3NO87TU|>{{~zt
zMYc(?jNM*dlj;wl_<9YEVJFj@wo3MQw`dHxj<lehT6NUq4fSf2&L5ShBK<I_{o^HT
zQusv8D!Eykrfy}UjpS(euUi^jwz>9_UWa~8J~@?DvryOQ)6330*2a@)T#Xh&YY8=(
zP*d?ZXnI^xg=eO0gDA$V7Eh=9?B1mpR%S@x8Eqz4H4<Px3s8o!cKWg|eQh3YrFFT*
zS^H5Mi%3A7ZOVQf&Fw+s@J8Q*wfgGhEhR4}^sTPL$lF)6N?f3I;i`fC!>%<l2FLw)
zY}`C{ZuD0ttkk`-!+E+X#EQnZb~bOqH<ftw&{52una9iru+;J=uxg1W7oU;~GfWpT
ze2{VPQ@M0kcb<+W$ARUzyxWPIvO31Lggsg3+Wqz8XCKf<9J4Ofzv}K3u(TjiRy_>r
zlOpbQ4Tf_mNCAxFiVrjjZ~+&O6O7i8kjiyqdU4#>!mp|G=!p9Q-nBAQF2(s#R1AmK
zQo)4Xh=8dqp&T@#N>vmoqW}6r({+(0q+;1qMRUjLf4Gz;g<|~1`ij}9#&XUBit5m0
zjr?3R9AD9VmQ9sRKT;xXj*`qNLnuRc%C0!;K50AO8@Qs+VCNP2Pr>h%bd$dX1%8Ff
zIqYNiR4P8bj5^EiD(+}4#m;>1_9(6LZSCivtv3(&ceb9EEGN^CT!+^#PfZMWOs)d%
zO9b@X!h1>da37o(2`c0k28w4Za|l}M-U;)o`}Un;FZ24uih0aYxKuKqgzUUq<`NGP
zKt~l_*;6wkkwAZd0{{m(*iV)J&9eS?%l-f4xdbRiR5)|`{~H$zRysyzG_Qpp30!%P
z9MEH72Je%k0AaWtJHSp9bMeBC2v}vQR7K0r&IIq|^#IU4`q%5nOJ)?S?CkD~&&e`p
z!QUKKwb)V&pl7OK)qNdhP~8F!j={ns_0ElGvcJy}?C#==Zm>bZQrzqPb6r>Vn+s~5
zpI%(0xgprYi;|a!((TM|$T8$Vjw-_E8lmuX>DbQ?|8eY4FtJOWA6==6JP-wckjS0$
zv_Ng}sjRsK1^4X-n5r&fcsMFHZZ3u-+c@=u<j>+2D5b~OXAP*+Q4oB6n}%(?z$z<5
zSoBn&bW^dvBA<*NxRVIDTXnnCH$7)~HL_Q9S&jNm+XsGc7yXZtV%Wm@%iK<4_*3iB
zt6y)OiHnYeaPmGS_qr`fuT3Raf_oFOv(2G*(5rXs!hK_!!Wl1gJrNk9gtJ2KGQ8u+
z5*1ognFKmSR8jlXd~*r=H6dHH>Xy8J@2>~Oy?P{5U}UY9)7oH7FVvDi8Sb6XEe?$q
z%4e%^5$Q{{O&AnWSsc}uvm%lEdRhq6n|f^<SQWZ)FIfJIe;9@$>qq<c=UUIEGKCTA
zw|GyJI*1c)1m~C=W;6HD#JUtM2)N<YlcbB2VY(WfL2ZsApKN_Bgsk)%odY9$nEcz8
zrSH!QZH62rNAl-P6%d5ikw7|L783CNfCO6mkN{Rl+8)XvY_k@2RG-z&$rm(i;c{+a
z-gBgAly($pBLb@ezqqdUe&LDBl`fK?{MP~!^_&QfBJIbZAAG|WmIYguP8(*h3))Xe
zn%R2UbPl-DoNmw{IKqz<!F~Gov4+SEt$i&_PCj)tZN2P30%BA$h*PkS7x|gn?_PG&
z_3@E#z5Ph`;;A33X@j+iFDVBJlnlz8i>95USQkqMmh%W8fjO>dgr9Ku`93~4DVZ}y
z&L91pT=Y{2k!SI>fClU*#5c`x!A^ix$l)O53@SM-h%MrnLZ~)#!z7E#CB*XRyj8pS
zwA8Kp&LI8FDLdcu=w-g(gvOtF0r_>P!;7Iby>gb~hZ#AGKh^!-EFWaqqq|%L(24gP
zkv>4GR<N1-^L*0*L1){$MU$|$r355k)CUu;)p2%bB@LDvOIc=2Q9@0D%2@r`yNyX`
z<zS7=V;I!t?yw^Il*LMFMq{Hip~fFo=i(ulB{E<4f|IbgUhz<XR^7_ejJmOK;|a_s
zf1DyIzmGV4qd9CS*;ZP)y_0W_$;?hi6gD4eTA*Z>Xg)R2Li9#b6{Xh9cZs-n@iAY^
zG!keZC`1Bp@M*Tl3%X*V#M;VS^_;L~6D06m5iY1Q0;T^upEa#YwSwbKBTaG*LBsn|
z<u}esafV59-wV&Qq0O~>&U2j!9SOjC$xHT&yHya7y+|aWqJ#u8rxRP`_9&frEG2$t
z-G#ROiNkf-zi{{ug1DFq97c(474mx78=iiHu%6>9&CEWZUd4XTF?u^>A{+@w=-FOl
z>a`{0@c@;30YR@94q2B1b-N!4G@CO0rjGfCIZHv$<Hbc3FZ2&o)2bh8nuy@FTCnuR
zR?||eO>P}PoEAPByxwqs(iGt(u#;iJ;QPeH(nTIZo?s$JcyCZ%I8dXWS{w;H8Tefp
zziY_-6NfYZZ%AOxAGUn6#6_Y-{sed4()sX=ksH>FsfGmJ&LM&MmEVZ|uECne*_+)A
z&tJZ+;K}LR*Bo};YlM^C)V8=6W$MV<s&Y?8)mFN01|$3^PZJ3YbhoLTtnT;em~WJN
zNKG-aJ2zcz2L-|ecJ2xTv1noI_T6ZXy7bAF-u7}iW`M_)RA^oE$;*25X?Fg4?+)9%
z7n~d-uS}aP`Zh<1(+c#I3LnWwy)WIkS!ru-O&~z$h@I@?qUZfMc7aW*CSc!JWI~cy
zzL<$YhDx?*EnWF7kFUe$@D3|UAEBva(-kqw(6}JZGseSI8uEbI0qtv!rn|~2f@q>*
zOJ$zs4E>Kxi<Y-1mDtmt%f4WXn>b1<ahR|o{IH-<^00#@n(tLm7qHQO<Lh4T_>uQK
zKFRdjC96+7AHEdgEYf%b3ukn5qgC&VMZ3E@TjKi*TPc$+ZEiXZ4u$eS-}X1Klr;}j
z?yOW$c$&LJcf5lH7?p3OHf5fdD)DGmYu6_%y1Ft*tDrj#SMHTzwpz}eb_?$~+|{3~
zYI$4ivnxhPUL2Y!;blqv`lOA(tIbPBXwfv6Epx=)fiFcvyw5yN->mkzf=hXIg?rnI
z9*G_eyt3>5H#<HB9_#B}6e5=1WqI;7^E9|qHV(!<maeZ>wbR_C4T{dC$WcDq=-u+>
z46Q`>_ez}lLK>#SUir0LWGJ^1Ms&2GR^3pSa_gJUL&sLeclx5rtjk-~Rc<9KC#6{h
zA8u9mn`cR~W{6@^+4vv<TpK6PK&X*KW8k#z$ioiqsFDrAbZJQ7!?3h%Y|ZN3#RT<{
zMQaLr4sSx$WgSAu(+2Hs-hikL$Kv}@=_n!8Lrs~U;CfZrCjMOH^*Em032&HG2sd@A
zTyfwLi<^1Inl`=@p<KQS{qwHm8xOeBI-ex(=LIDqfp?Jc5%Pe!MtzGYM#8ICnUAIK
z`e}{_W)v8l2@G&(TfgehoR$s3{o)}+8Ri6q#s!F$Jq>$q9@2GS5%h^{B8qFj)bxHu
zwEWiFggH~zq^@`rGmYm6!^aQzDP7aAT+_AInP%_L=rd3Cfxg*zmwGR&H#)Uy75+vH
z*lYFr(mfI^!gy<ZX-%chUss#+=H+Itp2tu5mQ5*DKi-8iXa8FtSoh@3d+HQNdq<N|
zXIv|7{O7zyjRtM#F4@|v;*KtH#j7)s6E4Cvi|%^KmO+Wr?9L?hn4J%g8BXv#OTX$3
zW)D34R4%rYQrAw2U!pPeh&SGyWNU)E^%jj&&zi>cIJ744OI1v94Yis<-nI@qt4ki1
z%(f77e+sia<axLJTxr8K-#dQf3Rt91dI<u{*^$7)IOOp9v3Bb>6@0(a1vl2UyjoTt
znp?x7O=muB7vUq;`ok|0Ek>~had75RjTp8&;075X+SCgMmZU3f|9DsMuv4F$S4~Qe
zR(IU!WL*aFb^<hfdVR%HoagSKF*mXUEiJpIcT6ZNb7pqLy6%Y44kfrlttHQN*veE{
zLSgMLDoCKz1;$Vqtj24V36Hv01U{gtH#&z&ovn6jry(G&O(%#K$HOsid94)|WFFm7
z@5dXgT24*>v#knz`7Og)8AC8+h)Ns#MbUNtVaYHZ(#a`cQ-jIeRWT*Yt?p~$`)WI9
z%O@1yOvINKGDO!JqrQn}Wgpx=&U&!ZXA>G8m|4@8^E#%egTteCe_eHaY&DT2QiQq7
z+2u5%j=>fl!=%)y<Zwhul%XCSlV<d;DtEOeYL&6`fO%LcY4D>mW_hvC%rUu}%Aqk5
z=(Uyju-zH2c*yU8I<FRA8x!8H?YnsvDx7!v3gjhU?%OU6>BZ$$c6J8hPUi!>p@c$M
zyM!DPC<9rSIbC_GZIOorXmObkZ^IEUyz@8OsJi7Z_*lH|f)H1SHPIjftFm;*zn=ML
zBZ0?|b6o2-=eVU%A~m@vV#8g8h$YBcyR*VpodzTjP6o0)3C8L)=`?Ad1iDB?kdxW8
zlgmX~I-oI(fTo>0s+^;16{<KI%UWCG^3}3;8)1MpxxQ(C+X)F|8P>CYeFVB(H$ep%
zX>CJ<dM_9Chc}07(_8^#7C!|ee+^20|G#)$U%GtQ_<q>~0@mb$WzAFazD&Q{4;vV=
zMh!|@v|DpDV!ia8Xyhj;udOS;+sgv}9!W}r;0Q<EBn}Rg`Pfpeha5zG?Mmbitxl%A
z_Vhm8`(b#76e1e{@Mprfj&zjd;7SI{EE_IqTS0oDJY>|7K-0n*GiaQIM-cwP@#mnb
z%|WS%>P$Ff4}_YIB-TL_8W9M3c(Ar34caZO7_M7RGd8SG1yP;aR-kv8TPe%&WRt(1
z(GEB5T^nrLJVF9jAai(CpqhvM_)14c>Y~koP|uM>32d3J05-FYAf|kbRsO6_VO{dN
z-Fk2v6KRk9%JPrCX3l62@(?EEKjxx<1TMRkouj*Po+2R4^&)CAw<MxO!yFJ-PeE(S
zg{y!7CApO=;9sn#8CzCGuo6*hNk;b3$LGq*wlwpX=gu<apJB~Zwn#vn>POow#ML#U
zlgq0{hi9+=S68*JtBc{L$v<;I`9(9o<K%mxH*aGzB4l6Ck3m1=O0#8T1`tt3N{BC|
z$zrgpiT@enf0x7+MSOWZW|Z4(S57~W)Qs#HQY5wKL@+zyyb*u*Ze4$H@``qCqKeD+
z@dkI#v%YhK=;s-hMiZ%jk=&6f?*=_18XL$G?T=O+B7~-FA2)sT<3ei~EooTZQ#x(_
z5CILnvdbUIqWMX@Y+0FM_k-wtD1R1Hm;;8c5?PqSx>QVrqa~Gi`#MyVG%Jp_gSriL
z;4k|YKz6SFB2lA1imq=SE@VO(`Rzi9#(!5LmXg^CfqS8_{MZ}*BHQhd0M|;BAHxnl
z#;yqClWZFF&j(NhXYrd;eio|mU&;ww!QYkg7e#<F5IMI9-Bj(b9OX@-uc+ZL)waNx
za3T04*Krc9v-~cnkor9+k=uXB0sOS={*&ifU_j&&b1N9bfpdY;ZIci%zeD<04~b$b
zRZ+pU_gmWGUxvK+3WJfwDjki;1Z>ty3SxP#@0y|p1||OG;rE67mw5lLVgUa<``5V0
z|23Y3^rA?SW$^-P(pLXvu!%?7>WBV>^d$n!SzwgtUxVLZ=;k*wFMA&)N-U@QKTbdX
zNLNNmTcI#_6LnyX%QEHJ0FPayyoO(%gf1o6IdPQdW6_I!B2fh(vHCj>uw@=_0~!KR
zk*)bXCGt};QRUSzwtzprut`0aT%$2Zj17u3RUD_ST^E`Pmlu8ZVYGeE=GT@;;Cmld
zKfe3*?tl>Al&(IDuUSN=Fhshdz*W>t<D9iL2AoN(tqVs*{&7@G>1eD|)ZG{#tf2D9
z<w_mwMGzbJT3*<$A|%k#_w((*0Rg@-PhESPo~nz1atiw*_055KJLwJ2TmnqF<lBOZ
zPkTK|NAWPsnQPzh2+72b>VY1_zij3|Z|(`yl|bdQ{zVPaM`P)j79k^aWnJ#mwD56?
zwIa{AT}#)nQQ~I8Jo!{QKunze`NHt&Ac5c#I;k#A1M5z`toqDaBgR9-Q{lApb0Y*}
zWair|vcqn-!qOTHn__idB`Al4ZNPU+SoSHp8T*%@mTJ2U!O(Kn1$x*U?X#qr6CBW7
z?Zb`|A2%C+GxN~AU_tnC$oGfMg$8f4NHWZ?tO<v8yx9EoBK5k6lftN?Xh^tJ`memw
z_-kJE?R$YNoig+8htH<o84Mk@)e94&w@_O_th*UfrrMU_uGCz|Gqh&U@-Ur(ha?6M
zI8FwOx49_8ne*u{wkbCJR_`t=J)*<Nd}~kHwo{oLdmXlgQ>@K1PVR{eFIu;k%!|pE
zkk8K;&Br_y)CYNwHp?2sAIDcPM`|-(d66pik@f2{x2|FGu!O>zB#%4-96!@fYSYCl
zcRBkk`fkK2Nl#x7yFnkic%@V9{rsyl#weTm_~&l5kpYdpR_V96YSD&YQauhY)nC(7
z8+@R14fO-=2%DNUg1)?|@9W@BpZ>jXAx0A=&W1R{duucplkZ(zh%{PuHi9QFea*#e
zG#_i_n`wTrYfrkgG8sS_yFf>DAFrB|dQ>Emx4K4kymP{|&h?mdIIwKq7b5xAe|S6P
z(df98@c>%QNPlhR>*`?<9y_WL_`JRmJH+|)x-nJLmA(->LIhzGj$YSkZzR`oc?XE?
zascR1)daiD2blF6_{s330c(Lo)#%so=4w8bt7BGi{3QY}Hw95iW6WpZokw7-<mMo3
zf0r7f*Su}!{9&FGA1XRB#{P-*g_ED8!%W$rDke1BGj~F>(T6e6R=)~5t=Q!+lV2FV
zki^5=Wozl>Ms!PE&Lo^QTZ{dUY@iC^gbl$_FsJ>3v{tCRS=pSfUW5wXixi^|C;PR*
z$qjM#t6E`T3e4&?@!0agZb=IkcM-E&JI-wz@1A~6eYJkOGHM9>lGrEE8<I``-!-J!
zyp^H-eq4{FN*RNUzpl@)QRTng{|xoaGaUFP)%xX`JUxUCa1Srzb7_my=rVP1!?94Q
zXeW#B^&Vz={z&0cS$dm;9br^4=y)|d+V*}>e;VT2cz9=PZ-Mz^=lSOiQE9Fm2`{&s
zlGL|9$-N^hg0In|O5TYbxp4wtbn7Bz*a{IK2;9B-#Qkg$WuVG++(B5X6!sMk;*6Vh
zHsTC!lS>8Yu_G=odYcx}Op$<rb|o9+9_Z}ihMzm>^_I4O3(NoJUm<fAl6LSF2~-Tn
zT7(~yLDqYafMv$BYTo=zct&XShCuJ|<0qiJ4nUvAaOJG%o=WYEgzgFE*^6<HbDzAO
zf>njd{!BP4oDOt}BeUdAK%Xw1eBBoQ^KD?w$Iq-Yq+mgbiN)VllhCdhxE%(&VO0h5
zuHPIM(xW!B<{5Nfg9b0#eolW&O}Z_eKGIhUe-z_}zG!)~{?*{%apfBYN!PjAobH_Q
z(V@OGH7}pC>J*oU5#K^8@H|kt^!se}9*r=LaV%I@g!=6!&hPm|7I@CjyUT>J+%OTq
zp>*oj59=S_RjsKWpv88u=CZbz{gNaSvR`7W8qPo5J6uA#YiEa@ICB;n2?C*T#9*$*
ze%Ud3CWzW-&Qp`5@cmo*j?}L_Ok15;wjLaV4At}whg(=3Fk8{=aIPSM{f)Fv5JZcC
z?16zux6Boxm342F<h|}l(+=qXWI7%M&?V%b!HqTIV*+BY=>!9ZEK7>WBP;!;5Nxmm
zv4YTQnlm~k+6zC~eF3`p#7{U+f+16o&YCkeP%x?BtPGvNP+y%BMe<QtU?Y*5L7U)(
z4OJ(`6xtjIfzuLS54zP!Rb^*fq`320aG#_2VbSC3)q};AF%^SxR9m6Xx2efw<R|EO
zQQ$x)=$2YaojOcFD(nz_$(v)JZN8MISel}V+d5Ek-MMZi?kBfuGem?E@`x!tDI9Xj
zG4bj1w{M$kI$s7Jer<qn=zC7jUzK!@+-3Bh9V%o-ty)U6&c8?d<_TlS)d>SLGmp$Q
zmCDAdQ@-v7=l3BGog(2CQh>#MPanDdrQPCU<3L4I=Q6>3$Q(g04#MLAT9c6c)e@#R
z4rc1|^D{I7OyG*!e~^8=z_tKi#O?QF)TvcHN70hLG73IEe4z%fm_*Q^*RoqRnV9dI
z88FUngdFXSF7?g7u7`GBWkXrlA>qQU4dV)s8poVdN0DX`;x<SU8IgM%HX>K$Z&ey6
zyKtrJKvx-mw#wyHd*(FW=m?7w2@pcJNOMZ!XiIRlEGh-@*Y#l=P}nSe)0vX`sjJaM
zn$^z6Sy{!ysRKFhjh;i>{`U4(3agWrm%^WBVO3!8q|O5g_(dUsZC;oS7+P`OL;@%b
z7oJH|X1D{bj~Dghlbkw@9q1ksNRtB%W?t5ej9r$lIIqV&**Pua136DYB;el2Nx9_5
zB~xR(KK2d?{M3;ZVyFi3Wd?z&0J;_<FlpwK4>UEA&DJ&89`nAuA1IH)yEzOo#kiB5
z#fYcEVxBn3v$6CfOm?a-d62-x71VG1-Ts(w=1+Ecmrk25S4z=aL%6SWnQw}+;W16J
z=j-|NYHVvd7C*10QmHvnMzUwY*q1PcrlxD$53}1EZCM9=mCW_*hb^h*Ssr)K-?xYo
z`ef1bz-rEeY$o|p`VeGY-(dra1irJ<;~k*V$bPkWzL<H?Ne1P-$nLzW=?ooQNx`{q
z3+&YbyWR#Npx@cnYt5y#z6i1J;qBX;ukI_JjbqD+64biy8)bNzW@BjPyMTV}_9!#F
znCsNtk!Bps=uf@@Bajy?&T;dlOiX!JMAawT6%R3s4=JPhU>GMwnl;gGIF*clP||eB
zfdsY)K))yar&;cqqz%*aK~sGh^X&Tsu{@%(VQtx<Cb*@NhR$zQ$5O&O*Q`m+js5ZZ
z2DK9m(rg?_iIZ1_HYAt6)Pg&uh1hSN@PAW+^rvrP)ceG+6u^fuwV+=E!oJ_bE^x(*
zcT((saJ~QZ@vjrnaI_v&MOA}?5dbcQUy{y0Fy4h$WP{msg1-Zcf2TVCy!-bc`ybx?
z!<&C};QtXFi27b~@=GM+Zz5y=USRi}#IU6V7()laIv5@$_9uxtD0|ujM@{$WAmdz-
z6PIV^ltCx#4d|?=`@?2%5kyeDPZOEtkU5UtrsW%HhaX@8JP1N6Z1<UU(nC|h@hJ!^
zhySPPpIgvu#akKeT~#@qYifRxUctXy%rk$Ejqt}p0*?fa)R{tDud8<Df7A@|zgBn7
zT#wD;4sZE+R9G`K1J)}J*$f0@-rxWenXgMkWO9t43{@rbay<T8?vcsP-tYnR2<F-#
z&_cZX`?y}B5?ID#WzQpS3er2MZFkU^XB~Y@AYP6r<V~zB6J4$+u|9%e{kJKqxmJ=Z
zCAn%doiU7GKSw7-964-d-{tIWJ8Sv=cjoe~?oKvb5##jwOHgU<%k8ujY5nm(_dsGX
zMg08HAIPxY4)dpE88k)TI|f^Wd=aoJRyk6r<UF~|biOq+Cj$;f^UGja2^a}AQpPmb
zmrYC4Um^jgrsk@3d%8E(Ve{AViQrU}t`EG)O>9~Qf2ocq#_b;DkEk3WxaCwfZ6S!7
zTdFfpiUi<HYMVP{h-b`bS+=zV6YIFF&)qjTQ~>X#xbao&S`u3??fXet8SQ*aarMu)
zlZS<I8xYWdk_J0x596F0c)$jR8#&^&h=8@Jah|^PA<wJ8%faJC6HL7tufnoKT(jJq
zv=IzL5BKwV8@2DKA6m^=CX%${U`iLgrQD`Z3`>DA?A-F;SAX4}^~6sQ63$!9lRwFV
zW?AKk)<z!km<+0?a32ZubLg@8w%I)UjA9DK3w0^&782+(XUO8vw)GNlSrMZGmf%t=
z3V&ZQ|5sIZbU1K52{E$q?!jtrvjIuR)l00Rch9I8v6Jewu*(?2Fa%m2Emxe(!h{#u
z&257#j~t$|znqg6WEyTrR_4&;BH4JWzb}e&mrN^T_xPJPk&6tkiR>sh^)u>9;j?F_
z<Q>Bt8xQT!^rS^z0W*<12;w}n$~f6ik1fPhz8F4ZV-mp2Ux?+;%;{YafwTn`V>&R{
zD)1$N1rW#Azd_dE!?B+Gclo_lb>KL|Rv<u2quKif3nPI~AQHBRor((L$@X`XWx@m7
zj9<fw9C9p=d=OIIcMy#O$J)=*R@0VkAs=RTIIL$bfL<wLjZiO9H;Y$I^$zg@*kh8+
z0gox-h;Jn9WvMjen5;6qc;<wo{$ziv=0Gpip7!ys7*VBvT)pDGzp3E^_KLBoq`me}
z-^dt$k;YOBOCH`{F@*Vwej*>vIM8B9CN^mdbXM}J3-FMLf^xVUGZ!}W?cDKnVE-DK
z3D<HrY9RVbEI>WfV`U;($)DIN8IS(xU8;v>TuuDeYPsH2dlVU=*A=eUReA7+n~OC(
zDcExPjqt>>v(S8>^B@pFXsle^{J_6GDy0v#&P#)&DUQ4Yt;@n$kiZo0f)Z?B1+h}<
z+2lE`FvW8w0-H}BXj+?s#9CWaJQ4+Q>c%et1o`MmYb&ziiOpkNYa?CQ-j)7M-I|#l
z^8UB4!O#V<>KGhkH=|ch_NGQ-Ke+^>V4$MgsI5-3A3l~f;Cf04g-sF13Y;WBrua%O
zU~%QIuz2}_gSEjzt1I7fCVW${`GTEwX*5#w(|B*gn8#&k9SgCTB1d(UqyVp_g1O@o
zS16lazcEX`?z=$QAxAR<RB`G?8%|<z#zyn3wZ8k^w{E`@AZfWeYZ-yL#MaM(dk5Z@
zw)|r5O^VH+?(#^7BNp4O@~h>u)Qbq>gar!Q61El|2{ZioQc1c8__TvNFgnAun>8^A
zZS-eUbt|buow}Y5>h;^`-qm#;lqC+44mb({28Va|3~s3u<fdgFIgh9`4t%MvymHf+
z$Y)FJbo6BD)gvZ~ycd+#*QVRDyez#ZSyU+~?J%bsuakZDBEq;Ln9U^v=HmYIV0^@0
zPI~XVtODH^r)2D1-)1Ip=JQqNj=uKKR&uBGo{ypK9&3+fV<tA|Qm05y#ufJy=b^{w
z#`+rHS%#V6FLeSa;bbM3HQOwnk7B5z9cvDbkYR!a!)n=CO!Q3rBP=bRFoe`8&B=UK
zjwbIqk5TzR$vR$=15?x!f%7to@)-)7k+G`H6Lb*Y&OW%nw%w`ZMbYkevJ9~poDFRS
z5Eigg7bGyYy7^l(OC(^b`7x;s)W!3PQ|=jRnb?|j)6=n@sXQD$t%G}7D-$j<i9-2r
zyTK;Cj5A084RT7ZQn5C(hgAdOxE{pEoH-k?O#8g??qU?I5cbDqtW{k-(iwRkYtPem
z_84}+r>{7`cS^-Q+`AIDVH~VlGl3}xLPcM_oV0o-!<0i_=8IuqKSsd>A-~KR80`8%
z&c!^{_Vt=Nb!ze^&0sq`)-<|Jdr)`cPF?HqinTZa0d2?kxJ@tb7oT?As-+5WQ|Q&n
z33?iEhbOQyCeM{QCtXcH;cw3+nYL!pd*`$+$QvkL=2~CTCmR2p!>n1uJ(~Ynt%*|u
zm7RJ)Q9rLD%`3v(#QYuRn%eR~{P2iSZIyb@;S#qQf>K9nJYxT#_-+B7IdgTf?S63O
zz}n!KeK6ZhYy$)1TRkdywj|_9Ymw8sdaWWR6P*usAKuvL$tVN^gCkALgbrZMS=xE1
z>GLdgmnC>z)s<Hv561*}N00zm8n%%b{_W)O92JaYZ1Et0@@!kXM_KsaiXKbz9DGhY
zS~sWUlicjIS{tx+P77*UH27tY7=E0PYkMGUUXn4uKKX$lce5JL5i(T-v-owury#U1
z@YJh0k}evkUThe)J3I@lEGq_sWd{5wM@ZnMQWN45C_3#0rIDqk%CuANNo?n1qiXyl
zw(yN18C)%<4Y=0I+uQ)AKkLZdpG2v?Rpo=LlQ-!)vr4}=ZmZwiw8OGOv%hj3;m=0A
zUbQ4`1kxgoc77YS&DU$iA2n)4LgEr(?mtEMh%&?vrF4>kMWa4SsGKmQ#8etArm1-O
z_fFAY6h8k=f{#n?30Up@OQ!as-Me2Jf6usHB-02{<NwMG|M}VXEUny=m5bi~!cRrH
z&EoVo<_PtlcmMgO`w!3l;n_br@c*F>uz)8{(!U=j{;jCtw;~1x@XX8qaL)Mqd-Y$B
z%3K5&zMlsAUT9%`ahN6N4?L6qDxzOvWTiF+eRr)SaaKyuxE(WtCKhmw(dKU~;fS7F
z3zfTUQoa!a^GuDU3amPCz#liX^|&q0+ZQBs$9p%#NA=P=@x2e)<%2_sof|^UsqO-F
zTcxmO@9yr&`Yt1bxUlI3n>Z2Hfmc+%#M%^VJ}<aDh&p?(%0^J%X1UQ+U0->sDRB7!
z3GDV#LxjcjGheSi63;Q5O!Be2hsA(cZGr@q$oUlCw@&wceLyPr6>k9&uLtyI7U@n;
z7~Ny2stxn(p~$jpE(VK9{t$uwpZ_KYm~-!-t1oU{vMEW;vVB~9FyNpmXzI^(JRn!)
z<ia*ur|9D6TUe5tW9Lg>V8{8gFIfQHq`2ChGIfx5pn||-bm3crOqr3cgd3%>b9Nyq
zn?w7#4QxH_D$GR@ta?ma&>hDV#tkovsViaK2)$fY(7q;rf^}XokH2A^c1(C?({x7f
zeRvQwCX&J{5WTc<zQmR6J(LKhI}_p&lStseo9Z%_c0$(07sp?7VT&r;If$`s%(LAA
z$PUv{pA?ObpO4q`@sZ~MQ`Z3g`56)*FEgGO^*(8yUN;%gvIvny*%d_hwE+`A+B5P!
zTSx%RvBEBLtXZRCkH;;-4|<+M>b`fJb!yo{v)l7y-U?C>V-z3j@YlopI>WcVZPHcj
zl%k#WZgj>P9G2#IUs-rSv#n`Oa{zkVVtixpg(6}yT`JA&NqaC4Yhm?w$yg#aP0PV`
zyN#^sIB13JW33yzN{k1DQTp)(p~<IO3MtCNpRMLo?ZTO+3<%RYODuv&D7#G4hWS#Y
z2Xw+ZKi*Ntp|<6nXle|>(K7nM=rgeBjT~x;kOq$nthIs8yt<ASxmt|<XPYVpGF{By
zDa^LBZMl;DZ9v$Prs3;;o`%^xV_QZE)n&56fg9!9)J;Cd82zoeh25l%_z97b`$aSp
zcW)prj=4laK2|h9{)jizUitZ02me7Vg}a{NhVYGXG?GNcFRx@0o;*qQD&kA>0V{7)
zIL}u=NUHn{<!4ELXZYlILH75neY=6z&|+t6q-C+Q_u)xu6eXgn*Q%zZz$#AX^AqxU
z^qBl*Y@GSJu|VVK^8tNBVsKU}vUjT^!6fagG9~F@fh+;`Zg1wyy6y{<ie6lHZKbHl
z>Uy<h(MS31-Y}V+5(9POZoo@+&}^F{ZEhVsZ94e!8?=;6o+nV5=T+bV;IZYc6_$L%
zbx!g->zbr%$<#wW3S0JRIkq*zm7FYzkIq7*2YU>hq-*9Vd`(pY&+RuJZp=e7_1%HU
z%?Rt~U(WcMs*hs5h~f?oJ`JZgXm98Whk4^!^WwSo5c@&CWWng5%JH*n>`a>EAsUk%
z&L&)M<WFlBpGI%C-tRx-v(0(26{WyBUFSt|?>5g09C)`i*q(-MYVm;hK|IsIlFgT;
zy40E3^H%|5T1(?!RJP()62WuEZpLULrm9W+iY-Yh0@uz3ztV)-=pLyzk9>fQI$y7?
zdQTQ##w1!U^=^Twm+!>{RAk)hK-<pYrfkhMWoMn*mFdc=b8L+uXt-fjmH*jgR3$r3
zRT*eij@_)W-7S5$M#cApm+mWOIbaHkSQ6W6Ze`gB^th3f=j+8oODNTG)BNb*9H>VU
z>I3_t+%f~}7`Yu+y73Q<8eO&GGpzViX<qXWze#er?%@*WF4|EdF9xm+w12Ho`!{Dh
zrB@VWtx)nJpBf0IonosG&N4l8{%8ns>4ot?J20tinKZZdtBXW5<Tr}brrNsqOSX1H
zC^W{BN8!$i4IWZdc>VJ|V!Jma1qh<Pdc7;UOI=_4=5?)Y-ptL;PN!a%@v7mg5zj}`
zp_vtXNm#t6Uj6s5yvRO^Vr6O(4JOT`FJR*7KXe|)JoCE+TLX(gSo@0`Q6<T7pL5h*
zEh8)8<c4gPeTA0Ww10^j3M-yDPJn%{^e9@o|L%0{c-Y}((^izFW7`;4^5Kkx6@f(w
zQP1~JWD;l&M|Sf*1$4H;_U-nHkpMopTQ=r_r4aQn);IL!-yBlBy@zm7rKo8JKHNqZ
zOF-Y7j~!~WG*yQ?eE&9kmkx1)aNP*7;Kx5E=e>x3p_F#k7I|Q{oQSJaoO?*5&6f6(
z&z5bcR6a(r%7nL!{vBpwi`#aqU~jm-9n#p~7rhSdBdu<HdK-Nl>)B5bi!UmNWAZxq
zI0D@=dN2uNt6=L*gfe$Mr0hr+UD-8kcvjuR8M>yvF{+m9=YQ6ju69i!!KD@=AhDQs
zR@g7D?%!7{=x~>6$b-Du<=Mfvx6K)PmXq6I<y@!{;x-k#udd(9MM4UBun2p%GT5zK
zeUwRaJKy1z%gW)(BXCQ5+mr$&sgu$YpxqmT4GEm)Mt6sU+#N8B<DtM^J5=%RUu~h^
zQ2)NQ*MBdcDPisErNRuV+|m^%S&2}ovi1UlY`!pI>vZd|;)xkBMh4pi6ZPp@ySHF7
zMxQGj=p~A+&2E1*{|fo0ZilKkl$o$3bH0DJ{Da8@Vgp!B7d0a#X;(lo<z&M~lEGT=
zVxgSyPFTw06$I<#R@oU`Pv+cP3hWiW*wPr5EL`<{Gg6ND3nciXUh}`oa)2pfCALVF
z>~tK5BgwP7Uc&5wur+@q5J0mP42Dqs;%E-%V9nK5ncuXf1<r0hrdiJ%wM5i%9;w5c
z>E_nQ5G}93B8PA{F!?Z^`Qp`UF7TWi!Pen9$}Pxd^N(&kfA5Al^V_Wu(>YF1J9`N}
z(Coj5HAg;Tn43+9ncR0;v2U8w*L1&VaxoV$94V%Nf4bEKhWl?mrUn_o5OjWIv{jPG
zG8GV+U^#bAr&4#FKheCH@W~T;Ck%V<9X3TZDYi-L`#+qsf3pSra*Ugh=o$6ksyvY4
zlev<Z{DJ|IX6L+myX2PfbL!+FaQuef$Ja-VOBpRr2nFlK<Aa)(vA{DVkFTGxfVD56
zj{HXH!#;U%=EifJc=>=;92#}p8Un1SXPVnQLA?)~2>=;1#;frLn~nl;4T28?$w!?1
z!o_)UVTLDdFj|n$`8n<+(vY*8hQHH$QGu@VVP+2<Je<;mjUcX&XMVFmB2Bv$_ap?D
p;2r+SY}1_H!B(3cssxTLrEG>8(F0~GfS7^E=Fa_Jmnd@Ve*weV%|-wK

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-67-__details_.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-67-__details_.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..35273e1ebc2947d6ce99198ac4f5d1717c9f28c8
GIT binary patch
literal 9019
zcmdUUc|4SB*#Be8Qc@w=nuKU1DT9=z62h@>HMX)Zp|Vw$$2p>!NJvF8F&MinV_y<k
zqikafS+b6O8N)2^gF5HD=RNQ5^ZWh&c|Y&tbKlQr9`|$K_jO;_^}W8=_0W6h-+_Ia
zY8q+)0|NjsKz{(eA5a0<cI{%_#lptQ%F52p#<7QobI<PGd-xA<bMXiZzzz!w2nih#
zJ1KGG=m}9FAxVYfCr-)A$;rVa&MGUOK7aCz-07`J7}(j__w3$th?DcsX%Qij)Bn#G
z{R6O{jbR$-V`4Z8Fz#ny+Rs3*1z^xVSs1o2;OE7_$i&RDi<OO?V>dJazYkz!U}9oq
zW@2GsW`;)lL;nYu_p=-jk-fBwTmL5O(K|e+e~(CD6TO^U&1=xMAa=(3?jP(N2l)>1
z3y2?+kUS2TL&z&Ao>fx0qN=8TRYTLz$k@d6+I5tTt)0Dtqm#3Tr<b?Sz55S>9tMXz
zdi(?(8TBIi<*U~*v5DBE<P=<LT6$i70lu)PxTN%BP3@<;`i91)_KwajLU&JZ-|)!j
z*pKmv$*JkZrR9~?HPSkHV@oaufN4i8sNWInA9C%7<YHuIW@2XDl8b@S2Wm|FnOQ_+
zcOAH-&wBF?_tDe8v+-PxNXV^b7d>OJz-xWCjpLx0+_3oKmT23O{oe`p$N!gPe+u@O
zTz$YECI(1(O#1;OKq92K5A}WcAr>!pv-dSeflGMTum(l#sNbv|e|>vFGRv{KW*pRc
zf_;S&G|OQ+Q29w_EjgS*yF>^4(G$o#X@3}P1G{;&yNwRar&nrPH2=VTo1_Ey6X3)W
z*CtV)nr1@>kk7#(>yjrcWsb9BH-vZ%)DgQdxM~lV@vDN~BZ>&kXobTrVTLKAE#6*3
zeJ_#AWLD~$B&{=-4qzIP^SR~|YpOX|Ixu7e+M+g))K$Yqtuj983&ek4sJOph@kZ$%
za;@EpXD_URzcyE5kP_(wH=0U%+Y4>hsfP}H`358PB+)u@zfk<Ew*>-s1WL`8+uEwv
zUVfv9muY$_1KFBk^0VGv3%WehsN=ldicN9o*xd6ckRt|MoA!k>{Pi!jMbARrkwi3H
zgF`Yg@ZZ|Lm26!DIuMb7{03|2zUC6uSvBUUOJZF@;Dv`0vQAb8mr5q)6{g5{qGxEz
z$LPRqIsnf|0_y|mz`d@FZ0UbIA~dhdboQF{@=Ye9YwJ~{43Sf77=6l&Ngn>B`>gB?
z)y1SRZK1X=xkS%M0kb%vu=$8=)WtbLx&MU@nD>)S^wvLrZ;$Z#NC%eKVe@!bf<!PK
z7(0L*LKGRBj@ost_vowg#=O>7<pKV!g%l4sw$K4~t~p>?p0i}b)Yc{PPmwBx`?Se|
z`fWvHrmZ>DPO9W~FJ*uZ7_xZo>n?iKF#W#FIGot$<C%IZY`usMsBzdd&OF2CdeMQy
zQD89`Z49Yt^aEJ#qH0Pq&68WhlvP9=^aAH_v~y}+w?flx7P3&9&Ha@P&HeX9F{KJ2
zBV6YtqmU9hB^ht<(6A|uG&)dE#ckG*30W=%Ii&?^9T{`=SL`NCY10AGLiL7AV#~bV
zuIEZUv(O>SwDaRTNB)>lmVdPskxgtrxo!^Dz5^?LO$My*S<x<uQkTuVqTRzHOh<33
z@|f5|ogTx#G)953RT;7XH?^7)<`q&RtWQ94OPyoU3lhWFnCWR3O}eQ2Oj;x+Y}yr3
zNa3^%9{;?4nr}U1f*cqJDWb~5_y)6_^_4f&8cKS0ICLIN)KLTTfqr~JdcJz(Lz~+x
z=^GZc`+I}$>+6hG-$bP%ZM(wm+Yz&D4A4QdFNc-~k(-nHYt8QDc^Gv?3g&RK?tCOs
zuM;{?S_gF)GLc+7`-pG9!}a}v=bzU+bJ6|vl1Z0{#Gy%dMU6ToZX*S7$7ueX2`-qC
z;ZqP};@Bv8v4%^tm1jKJmtT$Bpr>=8it>m0=6GQS_s1Tki}j>05BihMMr|?{-zTD_
z&YVg_O9Dx91z{Iicy%TW3JScmp1w}B`Fbu;TPI4iPWT$H=#ijK!#m!^M3Q(?i(!ya
zUdanp&Q4ts8t-jwZRJk+T=J^}NiK12Hot3p!r2RDIaxn|7bp~x4vsrIs6Pe;-XG03
z`-D<zy{XXV#tQSTFu*C~2|&l#pPZT)Eq-yb`o)T9g_dEC!L^WLsx=R$)>@&Ja4F7T
z>OG=y+G<HoVl#*=FtnH0ZxNPSrr=hC%$-G+4w1TGJ!_Z&_s!{?HpAI;tGmjX^CdAC
zUbzaFKTF6<ze-LQM(X}C-l=iKx>qy^<zuyTUdFC4+IiN^x<X?K;+v8rXRTg^+q8xP
z+6=gjU`!-4+D68T$pwP{=ZehD*QSMf)jsY5O!(Hlx)qi`2O96i(E*X&x}-<TS*X4&
zjiq`+=V<XJyd(sHpjXv=`m<53LiC`zUazs3Ul(rhT{#^HKU?(;*_0P{eaJ(x^DRl{
zm&qDG9R|tF;iMK<Bf@%*@!#CqKmet3QAoY^oTzvxpG#crrj9Zf9Z1h|>`OVn&+U5N
zSGA_0;9E0<%bQoq0-tFfK<;(<O!VSr4fYZ|5MclO&Jb((lx6gxP1N}cLuC$GV<)q8
zTT57^mbANW$=%B>$G%}Md&f>+IBLOCl#f^W99}-!W3xff$;S!G>~`XlJoSB-M2Dzc
z=|h~wqV_{cpJR}Pa#J!=G!bxk1uq?7N=|Kc#;JlIzII(Hb$IAG!`7%)tmu9C5gq6@
z%U##fw2-~w;@G%E_PeX2G>#bw6UGaR+Z2vCvN_f%jp99gP-}R^3lr<s5y6JX<ma~X
zQjsT(txJU8uAa4N(Lbr~(Al+cVkzCyX{qFn>#?q5W$;lycDJw9-VPcECmUlF(8LT3
zx4SdZV?=sZ_#vXv`In{4Xx}OA4Cj07Q}?Fl$j6OEt-aZOOT4_^-4WPWR3oje0*YM6
zC}FTZg{tMTp$HsN{EjbQMa%AAPF?uZsg3Qb%I;a9z6KhNeP7hSZt<<gJx|K!=-As2
z+$i|zHEjW?^HxZclG;=w(fr;l$$^f84z%+<0lV_n4$L_aZ3Qrthte0S2zZzH(vo<y
z$Cg()PR9ja;vdh3MnVxTDnP9;O?9c3;Az*)ZIV!qob&*@<!Qz$zb0(V$&P2|&Ehvo
zWB$H)z3yRD#pf<|3Ewv~K05IHDjo16K+tDKyTn9Y%PMUus%!j*ONRssG;!=3U>h%Y
zH|j`!RGZ%imp^>#nc|Tp<Xd0aRJ218qU}*_DPNJH-v!a0A~&4!NHZ_Up|Qv1^Citq
z2J`yB%ve{HRvHiO$El=^C>no`rd0e8>SEww7Dekgr&9m=Jz8N3dq)G`rT7}YxM9$J
z`s~+F7jc2CtGG5*KqOo1uZW7;2|rdOWI|Tz9F^1QoYmJ72&PR5<Ju7xV13fi9PEd&
zC%C=<n-{?U*Dzz}ZtWbqrWPzNEpFo>7=yx4z&@}X`PP|W0{J3rC$<)5EYuESHDx(M
z=Kl;Bu?c0roG(8}^8x>*%}?{Y=|F=RSn1-N>nB48j{Hs|XQg`u$Q$d11@q`%f6k+?
z3h)R>zGF_JICbhV>T9V2jA+SsTa6jfF#Rld{l%I0dOWt6gzVx_g6m+glkZ)J*RpqI
zYpe^B#ShLo>1Zf;Nc=+WzW|yJP(%d+0%jnxWFNk+CPxS6s;Fzubiix;oZ+0^Hz<Z=
zRy$nQ6axIyIZuus%3Lc?#ohUicclX#WpLmfh{ffrLsNhxE7~T)Z-spJWK+cjOS8Q2
ze%Gpra**^jN#P|#ox&eOBNI@tg-|CtFaT~6+rf{r&?!NuI*--g%qG4uoNER3;w35y
zZ6mH7=RZ5ukOeC=1Hatcde4*&4D)q7Qia}wVmw<NhT08L%NBE-j>fTGH={mHV#2TB
z1((Vw^TtP;I5zVr3YHRbe(g;T11(MM+S;$)Td{d>%{8Y%qVD#o!`50{yIiCsZ%Nml
z`eUEal81?lQsj7)<CErCZRqgzF8&*t`QP;H;Ye5~!q#$n*2(kcHKy+l^Cn*Ky4dok
z55*O1UB*KRd~1}d<ta!>u!SVr&?}lha&eT#`-(8-L*d7DrF$#ntGO`GECIT`_h7T&
zYU<%5&qJS@Qw8Zjme$OR92eT23t5I<WGpBblPNPx1}8co3W6NgpjOFHHo(z(%5kdO
zE6lf=>8^7Dl7lV$nM@<>3`|5UZG#TXK>q07Ob0Gt))(mjhnAq~B<6d~H2xqRh*ikH
zih556ihe-os7rw?Ay{r^$>xnY_@Qc}lUAaYMH`pN==2S69AcHj>uQ%Nyc~4WjvM7~
zG0z$nN3;lsCiC&xL!P7e$4^)J<ubqS%!rn0*peWHbtyX{Bd!xUra%W6U`-`=%+$LC
zhe-jUUi^vZsUPU}I-wRXeuWJvj(B#OTw6kN8#L3BAwx#+hEsfL$4XFiz|r#2WuJFc
zEja^y3lnwaKDY%$CTlH9Xn41@0kFOnW;J6f_3{rLFJ+zB_5#sKp2n)qs&>q8Z>U!=
zbA(lc+X10<aTq1-SS2n>5FPlghL@6ovZm)gls$xGHNka#VfPV;7fE?+lcPk4ApN5;
z9I`K|xM*WW2Li)?ScqiX7>71y@^ThL3(<J%L%l<9<)ka!E^XX6?F`5DyrKERn!<Ax
zC~L@QQv!U(G2o~X#C~P1-B%BIw07uU=UNGP+oB?lJ>llpew$N%xBW}ykC)3=vhN$G
z&5n=}xp~Q4w%zit<RsHE)*zV(!Y|a)f#q*B<FYI>@*d?d<ivrQH?QyXQ=EU;YrC~I
zp{>r&uXp`i@unJH)xh=QV3uO>r?UsAqQKNBYG2M8l&{3sFQsTWHVZ1mU1dskRa!N-
zEkSa_J>Ml^WJ}(0t-qoJAHtkXETIEBLI>9OXK8kGQY2%#X<~n%C9^(5-8LjL{^QP!
zXm$Rn=g{u6sbGUUjS(4rccd^pUFj4=Ay#Zkpp(s}w%&~LV4?%1V6>{;XMPgm#L%=D
zq;e>&Lf6xjp@HU+;H>P5l1Tw9%^EG4o&Or=3AT%nkc4dGb5-l)pc$(3kGpzcMXZtw
zxR(LatqL6|(@oK)CD5WPOiIMl9?HdO3$t#e!waIQ=vVK+hI2G#7lZs7kmFc%)#H!<
zS&GXa^o#XxA4F?^4Eq>(5bZXswf*zAAgzmRE-_tV`)63*C~_$IOQk@Dd_>rt+2IGQ
zsdy2+7*<rObek~lLu?2b;KR19O;#MnEp==@B^wZR=eU|OqPYFVg8B6<I3g{vSEiZn
zro^~=3F*6vEXQ@FMVx;{Ha(~7{H%qix+$n})_e{@%_Bw6_VmZT%3Jqb<tkF0T=6fJ
zQO`Jx0`GwE^98hNnsHm>6Pg|AkcS@4loYf4Ei+23#|>GRxiv1u0{-;z`*$8x=fPUq
z2+jD58iJZMD^3#TwbN-U?dZ(e+Fpz}(Ooc=D-ymlMyMfP>utt!Whv)~+PfE=WQv=(
zv8^SBaw}Y9R`5>~nE%rPO#f~H&)eG-G=YS)X?>^nnRy{_9Yvna-90(8R~8+dR?|zV
zRec3dUh&%rzRWE@?p0VfeGKV24}(k#RZbpBH~a)QSVvW~Ht2;e%(-|HofRGvU#|28
zEL2is>iJux)TZaooii<d@%Ax;VvgbsVphPJ2zl@@zGFRd(M+X?!((DUCglue=Gikl
z1)WS>hmoi8hiaXD;TA1o-LpyWW9Q_aCt2Ku-^?%zlXXuL-yd>09v>oI+48+;&#5KO
z@!apx&As@I_qnXV-WSQ?Il9qW-j(C~tJ~jxdw?vTT`5~mt(jo6l%ok#XD%lMIlQd2
zl(z}1kTo>LYa@7lyzl2bHLKc+nkxLVa?ddH!FR|JpKWA&|H&0*<oakGgN3Q`m|DcN
z6gPsMRhu}nk-XL7{CaFG<o@8c`9la!2cBeWfaU66C!f**2l7kFMD%n?tKk-Rc??m=
z9g}}VA!S52KWb0D(i%$#m{qo54Y^scVY}@*-bEP;n&WbqDnWrQSgZPOkC&3VxQ%LT
zge->;8jn^MMGb;zH`{H76Y?_X;{JxGVz(aNR^z<i*VJb*OX2S?xvsvFqozC)zPRg=
zmq!|z@P6Ku=}v<X4KZe4;2^1Xd*IC1=IM{8Ur6L%(Xhd=%DoBjA9VQ6wQh1N3coS6
z_HN=vkNSvI;j?D9Cu^s7`MrHKgP!nI-ZeL5qLF>GUx3kQOel6FCnz;pM;0X)MHV)?
zqgU`lBHb06(0NN>Le1ssZNVFi?*vZ0x~#?jVKAdwIPBIQ>lcCda@?+=?)rVfhaWeM
zHL;kpoir&bG#MY93W8H>;s>L1wE_FLsP>e!PnVV1<GziJ)gnGSC-h$v*(>N+O_9Pu
zsD#{!K7O|MvApA9?_1m58>7oJs>qW_rSs5j8mUyIYFJ%wb)PzxsYTR}lu8ghcw3F@
z!7cXNZR2MFa}vVaeU*zgMKk7&pw^GLyd55$#U6IZEzPDzc~75dg0j5$pk?gOdq!Nl
zsme!na!fcuyq7;pYzEHirmF(MGJKx)AiOmas*fe9%z;_v*$))&l}73O)|cgt<+H{`
zL)N3LKJi=RIcWLky!Ge1rXl^prchsY^YUM?x7(v~SF`R}5Qeye$<1HEF=0Buh)6TL
zSryE!L<ef0LzSTtsN1Owy-t$SNenz>s65FYq?;JX&13x%eS#6{BpEn8VjodLAY-Lu
zU=g3EpNSH7$2|w8R<eIH%M07YVmW;z+&;gOGqx&Hr*>0<VQx=1bI4qa=^F#Wb21sm
zeYMMA8c5Pswb?P?)Uk@Nwimnjd7534(9%h=XJ@ZzaqIS{c{thFsRexcl${bRZoKIU
z4uB2%Ym-%_L&={0ZsE&^{86}@MOKT8tlb-3O|9|6VlNf=$=bSGLm=y=0|MjNCpdv9
zH?#Z)1<s19N4rjMc}|%ggm-gQW5~KU;zU=$lY~a$nFp^+-K3AZ#k@GR$`h5F4<SAh
zLVT0F0<QH1I`F$dR|bUrVkR_Es03Ja`rqn+ThI1&y7JuWb?n3#z)`Xq8FPZSRK}p#
zaz2Vi=JAh*k$=FbOYmFzX!8i-1$&jXd*H+ikko)BLQ8z%fw;1&wyIDBQRwp{;sUty
z0Ok-xyDzczmVx!Nt806me2y-O)Ndqh4VH*thfPCM^U6zpz(y(u#Y9klu5tXr7cR<@
z?&g?L50>Yy`g;#3WeehX$93^|r@l5Dgb+8j{dg-|`5$f~N#oI_hQ6!sSoO7AqycH3
z7kYdL(VCLGpQ?)UuzX64lCyulH}Sau>i@W7(LLyKgu`1rC@$g2qOPVmWpOs!MjtB5
z27;x?h^$FvtAt?JTaN=;phO0l0~O?8i&!EFT;7zRu7Gvf`nod*iYxxeRUIz7+FRKx
z@<C!AwwQ9U$gsZLqM>}0CCs9@u_$V*Y$tq<rVK))&)6z&Ja=#8S{ydu%RlDapaUc*
z{ShdMH78gOs>OdiW?nbVug}?uyHn>Qfcb0L7+)y;^riz4<D5Z7qxADm2aAn$*dg-=
zz%NA1_8cyse1vY%fm?TZ90bEGQ|G|ZJ}Z*$Qs$^d392p<%aiRmxp&E_|84KHk<;~v
zjO!PmXz={TR(g-OGaI#k5x@-T*WU5JQ?kgEc^#GxhyoCM0!1y(nI6w*{^8=gHo>7t
zk@8b=(>__p+h^il;*7>p6Tyj~0Fdg8EYPJaxPO6?3f<||lZOWd4?_82xD#>!*_6;x
zHQG&McIKBM)y|CVk3K(+Ei6CvDZfd&)g!h`ACs3GmBr=aVG@}N@o)_J`w#{S=Hav4
zP+BodCLm2yU1z`Z4K0$~S84bMc_&Yn_hP{lVdbM2Rvk94KpwJ-LI*aw@S11tJPA|!
zI&L?Oo}ej1{Qh>A`_?4q1(%^j#ZbIzh+8JIMwCBu^s=+5ePkA^pkO70b3f0;cHM_|
zDTum^>WX$BIXy|)@`lfyPzU^5Q~R44Wyf{PLOXBxfE<7|5ITJVLJ*}7qV!dz9kN<Z
zJpM1Ia33nm_US^}N|l>mU){oxUIn66S~#Ub8mbG}c)KQG{Qoq7=`a$-zn=<bS!PWS
zs2!85JjToWh2pD48%}eU!mO{oqSjo$RB3ZP$Fpr=o)W~mIgZbesHs}o1DlT}B<9q8
zQvZHwt91SQPT4vHqM^qn85~pEVi`wMlM<nynkYc!KWY1HwxOxoE3=-g?bM@ESVAJ8
zj<?^W=x!IU3XvQ9QcZQ-WFA^x0MF?58dlZHI2n?)JfLK$05gaAp$Fxmi?dt7gZZW5
z37xv{&v_PG)LmV~+T5?BLs!P}VT!)TN(#<+#HQtDs3UeJq_n_pyrBh{t!7q4%Zww|
zqLDAm=GQlarjc(gGoL=aFB&W7q;>E+Ovkyt2TC$9K^ugw<2BI|qHvG5gTWhH+8*1|
zw$*!W$c<T7Q<@!4Um?1&0|(Tz95_7Z18md{aME$wLwg}Dor1nFpz{3AK`BTzRHbpQ
zD_Z1FhW*Y0m1$z3?jnmwa+2E%V4zmNOcY(SsQ1=0B$nMmK%RM4u_2Xm+>eAZjJcLy
zS9?H5W8Mrd-M;p?nt-=d^W>k6cRJH@zr6I*R|4wJ9f{`>ihAE{l#%cmii#hhlv_iP
zH}W@@Bcw0uCef#&g3vT;5p-zOD;wKlCb7WdKDM@|d=BnDUc+Wj`tJXhOcMF_fQt@X
z&tgNkuVY(U=La+G7`~hp;xMQ|B>E7lg;YrvCq2>CrTYS2Y<ya%J)oMTwp4beahX#8
z4r1N!<L--%gbkl`Ok;C-4JF1mU~}PPE;xw4z?M#Nk<^zE$(%#jGg%#-@o34+(l`4d
zzdhW(MIA5U!1^2tTPNf)KQ-z!v<TIg7!jp3rd3(6&T{LsRY`B|<xSd!Sy~k#r)xK)
zt0D;9P*oO)fJ3hh*ORtww0X-$1$S)pTFnUJ)knuaT`X#Nh`fu7)Z$_Y@kcn45sH!d
za@)bv#W0N%FsTeQ?`dJ@-}BIvb9l3^qYk^<>sn)d@kj;pN{-wjv&_w`Z|Qy+k^`%(
zIWv|ayE+V#Hm2{d_gB{?PBPZ}1P@MzlW(yhlg+zjV&|`Rh_Ie$E)EaC5Q;?J!xlow
z%zky;$CMW_6Xx+xd0v%PBuO{b)lyllCZ)3DMh#=#iA7|g{HHj_oPzL69kU0AG(v`i
z*cL#65dn6S4efolqTk#p=S&kB>SRA%b`?=L48E*%Amz5)FUS=NEAgUyQA^%y8#$@L
zV=ZQ+AFLk;M>*n55%XzZqoW@>|M0qgP};-S!BM|s%EHi8CJpFYXJ(Xt#`Tr34n7&m
z4fCCH8w2}Jfkk9}DwY*XGq!1bx*h2ym#iT+r~!dEI@?*J|AjgJT(n))@55deWcUL#
zx_wFVX3u7R+yeaD*E;F3qjIesJr9iJ_hZfMA~YJu&}~Wq&8~a;Fa_Uy)<R*kG$YWl
zpEN`^4nHPC9>YLn<L5F`C!H<ATn$U!cz6lr*Upsf?hb!|-`NT0m}8M1fMz%!sI+Wa
z{<>-+792WSm<IPtpHUHT_WNQ`wKH>L&i8v3YQ$*K2ouWBQHjN9S$C2BsUlp?tp{-a
z`;(%t;O%jbz_EkS=f|w;7yiOw8`Dwyg1^Tn0ZBQa!$?N%jo{RkBKaB7)DL3u(Fq#p
zJ8nvewpeMg$F;|Q+`p;z`39FW&L!zu?{9WRMc2keSwdXYLJbWfr-gDK^zbE1A4yKj
zg`iN6QD7VaBOhYj#F7Q3T08{8DWOc%HcFT)^o`EO6qkmO7MHe5ZgEdZ`U}*4xd2pO
zU7VHJ%D0q2%7d+9hO3}2-!w#4Wwbo?TO<%c@{(3y{Xi8&J2$XfD1O@?g6?c|;n>qt
z$&05_v$q2^*U}DnL(Jj&CErbf=Ha&3zn#F(NHmJ-oTl6|`ukCAaWbfI@%PdZ1Luut
zlm&6)NpVr%E`T|9C^4J+w$BwE4(HF~$h=i>9ygBs7*4FP+MFVXFJ#A~J7x|LL#Ypa
z^IyA4nb^WVKisE2$kW-jdbQj6G(-11*Fts*8oVBzWeYP6oA>sB^**Q~bu7b%)z>U@
zs4JBEbyHncnM|!b*n5lKrpmDNt4*KvBEHT+Va{$EDnsjj27^6U3^zWPiJUlZYWSMg
z3>9rFF|VQGprA%qjONSGplWgkF7XwV!mz#%_ttBd7SGRHN&)0Y?jZuuQv4c?1F>~*
Ucmou5Rk!hY3zPrRVD#Sq0Mbu`z5oCK

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-68-Attention Mechanism Visualization.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-68-Attention Mechanism Visualization.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..522edab5f3c480281d7aeb978ed929fa1588c2f1
GIT binary patch
literal 23872
zcmeFZc|4SD|2KY?q^v0lVJej^NyrkWav>y*wJf<%wh7s?#Z<y&BH7E*WZy~I#gsxR
z`@WNX>^o!ToadnB(*5oJKG*$yUccw{`{SwCnDaR2IFI$SzCWMiq_k7|p*<>!%8Jmo
zZ4k5#{D&xAkUX?&=T4fP)VpYCXm;=3MN7}ZKu<?U&%Spb6AKpyf}4wjlk?Egle~wH
zoZ#W)<dfh(aY{r?Obo#*B`bMa=A@|D>5WFV?cTkco{pZ4fr0JxVa~&+|Kop@w-EEL
z?K#`eQEfW{ZD-y_#k`I30YZRrQg7S*2YvsyZ9CNt>YX&ZcGJ><3VC~=?c1oRw(p>#
zrrxmw)b;?sLpzwM_Z}8GzjGhTnC6Hb%jx?;vAcLK<h*0mXqY`JYGVIjH|_odZ0sDz
zj`Q;I3y6uIk&u*<mj6RRQR$+xil&yfj_%cKdZssSnweWzS~)m6-Enqtb@O`Y?c@8G
zA2v87G%P&g>9feV_=Loy<doF3SFdyP@(T)!ip$@BsHm*^_^G<Fskx=Kt-Ygj;OpSf
z@W|-cIALynVR31BWp$0XF|Tb9)wgMZzuzYIFY{ss^V+^+2h|Rmjd^X`?hHOu%sZ$L
zi|pKc9z|npx9`a5`@2{!1jXjO+sz}YG0SRV-$1+nsMx@<xs9o9&g`E}?7{zNW<MwP
z_q;kGda7+;^Qf31B(y^0i@Qg=<+Eoop@wm{0hO15+KQjJn();#D}wCzPDyq7XWrDv
zu$<r#$ctC0RkBr%{M@|sG{Z6cjSfQ?xxKEJH}S?QTDN)0^11Rdom2n7ZROZjY;d3s
z?{xtcu4^q=Jqxh`y(nrH)VY89VW<<k(I)kEN^f29HTG+rO=Fjl{V1#Hdyb6AN^FEE
z>%x730i{Ir<jqNPvb_4ulb1bxdNEYWA(0C)@|8sI{MTa4Yl^#u1x}ZqlgsNONPPW#
z@%iGOJAW8@tfr;<L`&H=r#*EoZzEWkJ;@h*Je&Pj_L6x~_-y4NZ@09;$V|rAESJcy
z=1pdgTdU6;HZ1H>8%T)Kxbw1?Te-}}*O5W4u=K26^J0yatl%}lL!n=#B8p@MbGZbi
zLt`XTS@{dko{GZ?ih@6U(0}(y5X<$qJGV>iIH7Wm<}c$0A?;|IXR8<AQSp)l{nhun
zL}(t@zo;G-9S}4ZnCYnT{&Irrvf|?GLbPi!cO;`Fx^}UT^LnS@BWtt0QqW7a3_R-k
zeU?vR=p(0Y7(Y=;RI}Qb&?cc_)et6;t$|XYN@VqWf>L0C{`C{kScGRCM|AGzw&z>;
z`iXn6u~>230Ov0rghnq*;#L|1qiCkF@AnQ);za7OcFP(glB+jMn&HpMw$<s@=iGIZ
zEsO8!IfdStV`OofR?l>ej`SFbL8DXtOq!=9W+%Fx^i4}jPd?gzZ}ok4Y}N^e(8%yn
zMk5=u#G-UnwH?fnsOzy4bP6n2w*AA;PGP@E&%PHuA9h|n?8H47WDs%RiP_pb<&V+f
zfV*E{)-fB2?a6r7!2*RvHBD3=^w7x#PgUO*?{&R3Iu&``dEh|a!_)x%<3;sZOZ(Yx
zJkyn{EcP(cUXVj{kUCr+RH`>+swR#{!Q8dpp020_?$MO2QwE=1Z<;3^$>}(J$SoM1
zbL<)g@`h>j@^s<-cY3*+xb8AJyhKQkoZ;be`%|lzs@Qj(;VXUF4I5QPQk%M|O@8s+
zGu4uR&>4_t9(;|Q%epl^oEx-e9e*ftft)KKRcX^^PM5yBNYSRvY=3rY*Ti$4M!4e5
ztBX{76POpA;Jk6V6$ShKp1aN*XkEG8Cl!Qn2se5oE11nCAhOR3<<Hf~!z?MzO7k)o
zrC=ZZ?tizAYBtRT#TQKcbEdKs=#gBt@*!3Q?q}JTa`Ui_osvh+rC=dQH`1k&{e%o^
z`Q<L%t|LL+*hN9>%YvCluj`wkUf<T133(hg_BF&YwaXOG?5gRVFBSOL8Rmn#Y_|uB
z9JG`qFj%f~4^PWT>~RQT=achFwCh~K-fTTVo$!(^@tXZx;vEt?Z`L|G{5rR{nMT&y
zUG74erc8Eu+IZP%=}+(J!IvYtG5m=mOWw$Hmw%<$jdELU)8o8KOgX>1YX)7(+JMXF
z>6-@6Wu;g<xkJ0XB5M=*nhPZ41#(R_x_fA)eWLcqCV#Sezb#@I*&`cZJSNB8?C4%T
zB_l*fFa5yYgQ%;;SCz-B$Y|wpCGo=E$fzD@C0SU7U%~3u11#T*?f>wz6ER_6?su0<
zE<4R5tMh7n_Y29p3xO}Pn#6QM3Dr>}evSkc@K>?=gWmX+4$eJ64<*NLix~KX^`oO?
z%>+}EyaxhSsM%}X?_{l)vR=uSG~_KpWlHw;D5g}%1&8OH-YT#E+iSGBzh)`}bYsGe
zE586eRJ+T#`XzzE&itM9aMY{L>nF?Y=8H73i(Zj}ZdW5iBLv(IHhs`aDngCeyU=Lt
ze|4#`as}aXXxcNcdkocAk$54}hrZw8ac^ZFU$Q={#;e@&tRqg^34G(K=i-XK{C0W#
zY587Iv7i*7fBfMPpzEl~3vKf5Hoed;JEtaCvR$`65<497VZ|mk{O!x79f0Z1!h7}m
zh%|^V;M!_T&4L1n>MEiY9h-GUDbQ}A88TJi1kBPlr`BvLY@F*J0<#G0!;|(bpO(hz
zjUWe(l~SM=cBHyh)Rx-ryD88mS^vjR8w~15M+@+ajL2sch}N8R?0|l`hwmuQS$hXk
ziq>%oH1O_9lysyZ`1N7<3Vgq60Xd-b{fX>V)Z|S(LD*ENHYyVJOG6C}OG+(Af;y2W
z;!UA-t?JOYtanYpx@LJS53pap=xx!#|87s|f5!s<(|g)N`tbP!n59qnFvB#r0@8z%
z6lfv@BalM6XxGCz5>opdr%57A%M!waDA1uHB5qVSU8QE>RhmTY2NGITj{<2PSYJxL
z=GI1his^$xuUOX@@RfYxFnvMPfR8_MM5yTbN!Z`$dFzysy%tD;-XasNT8&6mRqMFM
zyttme*u(?ri(+##N`tD(R}G)`+#kO*`;-DH7E++Q7=b5?NiOQJY!<Q)QJrt}9>Zfn
zq93bZq1Ai)kuMGl{U@IbcIRxZn2r>Zm9$#$1-90iwnu!}&QR;zlajjPHj<=)(!Eh_
zB``TDs))wI^=<euej0c?6D$xo#o!J<xQ*#QM1j7hBW=}-B3k)Z&Kfk7MC-DWW3w^!
z8cd`e2$Hr=X{*z^mY+{N)q!U`RUJxmrx3j>N$Hv%N=sPh?invL|F&Q1BRV-&$UFMM
zlANbN6&lNn>yIW_)?>0PYV3@D`3beP7w%r%ZDNJosAY+4s)GST`0MN*B|$DlYJR~g
z3d9}1dNpuH8@D;+C*OvgT0E<6_eMdydCK9(%y@q@vs8CCkBTL%M{S$aw$}#q#9BP-
za0Zpey|rN<&yR8jCo!cum|XE0;_i18=$;n^!p3(sO(U)*cmJDazxSR3rsex>y^0G%
zQqXVrkyF3*UM#zF+FJfx&YS4KGcJ3TI!~QeL|?2?H5ovun`&Us*K4$J{MJI$Xu%IL
zJ5wNos5R}*#B|KZBQtQ3#C)3X2W;Sn$Ii+W=!u($`a*h9hN__ZC!w$xg}b>gAK)bk
zU|v}nEiB_Vn0Y)^O$zUNP%A0AH>J783~fX(ra+z{laUc5a`p(OJk98x)850+jSmS`
z@nZR!R8)KA6V>>IP-T)-G904UFgKd<qf;1Bm<4~M8MArC${39Q@Rwr<X0O=7HQWLM
zED}aV-ZIq`mTLoYL7QH}sPp>Or>^bmYqBDG8c89Z^X-jcVo@!(Y)7!4*N-PsAS8MX
zHyi(R46n38jP{;hRxK9a-QRSV7i{hdVyPY@P`l0@-#ca37Xq`!4hXL<7mgw&VeQLj
zl7(z@4Dui5NuO7}$d7*d_IJF&Uy|CgZ~LCXOh`FW)PNh8KG9a}QQFXKEPujynH<V_
z!?Bj|dU*=a`}gfjH!?kLIhnA0R;Ho2u&)5!x5xtaej5!1V%4_I3-D|?Vx01}YvkhG
z^7+aUDx`aFpy{b)O+&^7v7)RKMjO?AzgJiN)+`0u<fD{jQKp+buWAma`>)>tQuzEu
z%<LY_oVM<|k&!g61DX4R>eGU=#}l`~^=5Z=zowwx5&t&!Uz$ku?D?DbxGPPUH7D;}
zd%@YpW}EjFGsMrd$-Ma_aSw+S%WR>p^e-WwnQt1t@HU}Acwb5_oW2yxH+_rat1xoN
zyu~vIGnQjmYIguLFG|2)#V=mXvI66-`D>LL81MHM%3m*Gmd^AoEiu79f)}<F1Y!#n
z&PD>Ib`j9(g>D_uMck4Ea%n{Z_Ca5G{jIRHSxD0lT>%0;K}U23GbETqfl7Jdd!Wt?
za!V=g-1J6UyZRi-g3jf*dH!+4(l`QsAh^41oT#(%kOB>%8j%x?Nb(L{odc<D4+++c
zp;x3)hUS0%PX24l0@*IHDccP;WxLI<vK<KY#SMXO6&~{QazelJY=jPJdf-~*rbN$_
z{?dwXeh*Wi#W?SxdK6w-tV%`CVvOJFSW$EV?Pm(~bd>@*5Oor7QlKw)F-2rSy|Z|E
zJ$<~q29_^FEay=ncWB*iOjTah`rw*oor?KG{9xxGd5)A0)HS0Kkm!5Ak?g)hzw?ih
zB)V-A<$y-8D+}E=N@OD4JAs^dfDx$AAk)C-_9K?wA;T<m6A|8AbE{W$JagcrHn?nn
z0@YVo{8Ey5scL!w%a?R^k+zNkJqv`pDbTW8ea6fhXnU%O0+}bYOXS2WuxLV=!n-gZ
zj}O9la|+bp^BS#Mj+oyK^ig&PSOnv&TZ)ye%hFT^vVA0fV!nsTIFLmZ&O4|oT;cTO
z&R&;fE%aaVLBo(TvYU0ZwcvO%?yprkEp4VrSqa!f7bYSHm6o}qD3Dw_1@b`5Wg#3F
z$c-=>sS8x8H3c%dO@YQtBG#GIC=gDY0+j`>wlHWaH4S3BGhg|4e@G6gFRXL38!kfS
z)yynl1(928Hc}wtar^=SztTW~IIfS&jeBBa$-aQx>e47spAyLu`Es#uZOLeTi~<F4
zPrdJ9;32EEA?LqQ>`TWQgnF>xgXQXrMWKx9=Y|-UFk72%iV&(?voVTG!EEV8{qKos
zPCx3Qt6QV9#LavHrWHp$Y*hU+Ytem2^WviZP1?zIA9W=EN_zZ-Cd_CHW+omMw;z6W
zFeg^w3jF@ZEwQa_;~cM#yZ)qojUTjsq?0=;mjcCQlNT|S#WTQS`<R%3X-mKmcV$J3
z=jF6{=jWgCRpH~}%Zh)=pLM$^S<@&H`qQH9SRm?6(aU1*jG2BD89$~IrBAsRCy;xO
z$A4uPn_%N`IYd)iq&Y9>=H4dw^<q~gN8`0Il{o!NeooNs_`sr|);tokhb?vX^3i;}
zNwc*}Ft7r{pJy@Mt*5!U)z8w(vt8R^I10N;%%|t6f{lHm&_}kn9oA;@V@3FJwnm64
zo5T*Cvv)Z`<5sl%6f>HOS!vHGVUVMHq#d+kBQ<7Kw=A2TfLm#CYz~lfzEhK?h!ZUl
zA}1l%rV!+1L5Zv35?G<f{_=N>H7Ss3ClP2p4{agE%7a%2Emjz6yh1MfTP~!Zkwztd
z$*8$+2O%cn0VR1OEPY{jB~X_(MeLD=s4r;@uF6})tP@^a#jM<rY$_YZ=f0;vvT+-g
z&DL@#kd19`$r<vbzhf!|%9-*&z{E5o6W?{sNeXo4i+Q%JpdQM*H``>qGN!kbA#n5I
zjh-rg_JmC(2ciM7t+XK8m&<?w=%FJZHdP{;CpVdEbLbt|KrdPh5Nw0Jqi``sC6OFt
zg~V^nrfxUAUac%AMj$DEa=3c^fW^E@T}~sd-g#AnD#;(xPRAxSbG%sYeTreiwz|)S
z`*78{=`<hQLOEO>)+87Z4hC-D<uyeds^4KW8|`8XKge-_KV!Vnmc@zTnKtG*h1cS0
zB~IEA+kn2_EfmN$dnXx3Tr!%=!o6Q<FluKvZc2V>Fj)Qkl<&kn3o5-0$M2gYBASvb
ziC1WFW5{{vB?ZdbO-fgMDQ108JxbwKu<A{73$2__LxU5#_?NkLYm48w%}t~<sOMmN
zL&lUTSuLCF0TwzIi`-HH)gops$CruK=j(CW`&|9PpzK)K<X-!n(pA%D)HMp!u4hgn
z3U82n;G~c!>~Ua2mZ+l$7CO$PFXn-3j$@d<M7X>OIohzvTk`7%)#2XxvM(iapG(+f
zoyiu?^<2{d6sSsWF)xPforI|a8x4el#orH!O;^ouaJe~U3IiSg@i>M^!cic3@me5P
zEO85C-{i`e%mEJhI8{zlE1{tQr5C+u9J4#;(v0=xzuK5xDG-lb`qCo`bdI&_*W#$|
zDkHtpTWKs`7F8{6Z3_iz(Z{qkBZ+L8oUM1V;iN9OEOtY3OHNBpTQn%EUOcbB61okS
zK!H+=f%r|uFN*4k$7~dfeiX%q3ws9?Si+9*T?gaU1v1l3oeZ^loBvwW%9l53P+)n;
z<I%L3*++}{DK0YhuP2Y|_p%`8lr6vO+HAV!$#SQ^#mBCX6+$fA^qSOjUk1eI-9MsZ
z@_~<_wzIq?JACo2&#+cX2<QEA9gAOafmA}@{O%G!8ET}oVNGDN?)z@CDt%Q@a&(AP
zCwVmyFfrHDq`zMorf1IOwCF_9Zm8Re>80fF`WJXqtMy~quE3#+yI=3YZ+E3N$v*Ex
z27WCta0U2MIzN1=_>x8O__q3%ggETm4@@ey8$7kCXH%;ZMazxmrtIKVSUVTvD;$&|
zx0~xwVggH^-_swAq+uGV$G7bizr}YLc!Rz*#{*Xmj-TVkyZ}qP^F3V1JD<r>TaOvq
z2CQX+eQP=aZm3n%n9{)cYn@fZC?n!JF!tnG<F}SrRE<?l6|pM(p{#(AL=og-%;Zum
zAm#-T3e=Sh*U9e_vxvj)<eJ#fvb%n2*^JJHSzpov8|1_?hRg;C?A594oO+J_C1v>Y
zS8L@&pV3>-QHrY0w{PF$)?zm7pkcYMZfBqoc>1+uGNViT0?_G_$kDJ-cpI=#J~WV%
zX-M;LfU6~iS&dvg;f}&q5#~-2Gt_0_Mlaa)I;Ni!Pg2utwrO;k`f&TYi2h%I&*N0z
z((gvzDV5-EW}Z?r9<(Ft@ZvC*@)SrW8#&8p1RoFF+DY4s`viVFRl*!o+J}X{DZZ`U
zC;rmChACDqdk^USbW>LAuF-3U-e|P#1ylbcBGyD{wxw?Cvu!W_Bx>fU)ju*`vUu+P
z%RGRUOo5*3;#O&dDbT*_-dGW(mahnHzYz)DN5^AL1>U)6objld44w<)S<iD`S7D|=
zC%zB76v~#zLQC<4IT|0o(Z0^xm^#5a5>*5R@{3<rVOkpoY<$n20?mn!U5)2%F3V>2
z(BXX^qp~-_^+$h(y50?Ovsn?G*pCxvwwuNe7-@Fsl<{wWBCQiTo^lI)In?;&Kx6p*
zw{f}RzeO_s_T7G`BfTFdvgW0Is2=i<&JrOJs+N23q=k@q#Gra(gI>k%E3UFirH1n%
z>yOrS)s!_yofTV-smF`~i_N-=0@<s7!~|$I3x6$nd<y#>Z9Y<A<7!E+Af=05)xH`h
z@Pdo%&6248%tBftX($&#&a;uO5*|WU22Q18)<!q3a(5`-pBElh3dMCBRmWC`E&U;-
zSyqYJ97F^dgcjV#)(ki0<y%)u)~R%Fjzh<+1@3)IMeX2k*O;3y-qYcDGAh|Q`8=R=
z9YF83Mqo^cjmz$h7WBCFFm@OLnOyiQtQ{OCc+0#-JqJh5vjx;OO!8d?((#AUtnsu7
zL1>$gFTdMmfLN}YPqR50ol$bYWnQI9k>8S9$bl0`!2b%Eqlyk59M{m?b^M-8m+~7`
z>m!Z3V@s~__-RK>21oCa4bP%LmhV7s(-dfvm`mOkQep4NraS#*d9_8yq92nBu!-lo
zm~Z5zl_&V&xu6~A0e_tlUgTKtEY)_5PpL3>^TQjC@e_MZmm4L8H@G3DZwt#U{9w76
zbFvjDWmCx}=ck5lBe#-Un$a!wDLnF1$$VMOYv+z*6D7!=Y}Kkf3CqMKKbrg?Fv87I
z{=#wJ`)IpM!v&C9WX46=H;-x7HM%jM&wi)kObSHf16Kt-<C5sP)Gy5{dGey9OzRxy
zVywgXwc7N^X1|)xcFiaSvvWTr;Q!=%)4}=%o_%w$PX2VT0Dd+q7Pv;k+f0F^OSK$v
zKQ49k2TfDwUS^b{$(N8b6iB7{?@LEHF&0lT%g0{hsu!i15{1lGj_7;;^s6*pQJ@hy
zWH%g^$<-IT@kvz%pcxz1O;d&!-~(-lnZV)8vixQHC{Q3eaHVQKbC4u;Hz0Oab;!{q
z{E0^EPM}c#E1~><c~9Gkuh;s_h-8~X?hU>r$#g9a%Z_f#j%dTu=dW$|JU)xcbqj*U
zg~PHibtz<IWpSsV`Ss~39$lU3Wu;@oXxst;sXmu-(vfU3u6-k~-~N=+YMZ4ZpLXV}
zb7@^S9xGM1o$U;4B3a(ebbvi*#$oX`lyVzP*q4S6<MjQ}YV7*XoaO9Xa>UBhDikc<
z*{G>K^-5mbx`8ty<a@_~yavGCI#0v|IOS?AmtDNxa7XEgahntcQecyNhzYQCajX4W
zySw6pJ3H<+`*LRIDNz;eqWI5$I-SfkrWSS+QN70gTe#{!2z35Wp5M6%^Hi{0*=`a6
zy4uONdFijw051PSfb{>>|IYyBpX>Fa$)QdUa$@NvTRNPhQ{WZ*HI)8a<+l~)=jW?|
zgjk*>yr4m;A@xqXp>A_2NJKjQ!&u2hi)|JO@p+(y?nu#djK9NBz`bq23C{S?<~Ulk
zhc0x1&YISq(L+$pN8vWNaHC%Bq}7>zZ-?-%j#4zeg0g0ynD%<~D)v<(w@doU*`i}t
zpM0ETWw{YDt~Di|ez1cS<?bDP$()wKt~lFIZN!(Mm{aXg*U7V{*`xYp`x?sLnJ@e4
z?z?o_p_#G#^<$n+E!2bhTDELUlp>vcB1>Fwv|y&io&SW`Sx+v}xgVmR|7(Sl9vj>{
zayI3UmxYe96{aq)+G-mk4Q_mJ_T(bqA5J@4+J8_N*;m*4X3eDA?s}!Fsv#Ge@j0S1
zIdc+S_S%&7o%i&fi;QP*dWG|8iiUsD?o^gd|B|IzXD8d=&n`_gD-pW94)c3SN}jG{
z@f5G~{Su>q`gHf~L7lg0HoIk4#16IGns#2(^ldMBysckz5)5lB@*+YYc}L{PT@iGF
zYDtld4Yg8ZPUe!7_2NqIBmUA?jZE^u+_kJ`_9qB&U}ouv4{!2U3J;*+-97qN%Wb-9
zwsg}@6ZhYe&?>JS(RApuN6!qMnG1&VGOy>+NL^UydG4W2eJ1uLN`W=!r@8*`l$C}A
zO7&v%w#zeD@?Ui=`)Nx!)~K_L%Ltyh#m;sEp*JjJzLM!Mqk*wL9yKtbbxCY$53Q`^
z#Pu6F1lHu;V{y(W4u<im9DIFeLicqp=A>ndeq+WvF=yu8Cb!}p#j7kLPZWm&OrY$O
zhW$2}2WIWaFov|*Q0<PHx1G}3F5Bw_ULKK*)EXCOnI;A^hUR)D3OWDQIN2`pHUq<~
zX1y~|s`$#s&$%bvBHQd)m3gUp-wYZxA8Ql$ew}|TUZ>M5N4Cbn#L8YCop1j&E$w#x
z)YIa-FW;q{7b>@XD0xCw(XB1BeEg`u+#ZzAd9Dik$Tpw&z;pikS!M+W!89k%Hp#GO
z*wUy!D?&Y87#}w%)E3w`gwu@JmFSCmjnm9aWNEmZeQ9a?KaA*Z)T3RwomrFnq_Dd9
z3EHbMD@t8rPJ&_h6jitG3vP7XU1b|<C%-$h$JTrYTi?j^NZPkOo=|_Ybh<TZSWzEY
z|JvFVUmhW98oXXLpgo=KU&ftVP<QyT(#vr}L+?lmR4y4_Q}v9w?yI0*Q)c9-#)F=B
zl>lLNqhBy!ixf?WWh3XAuf&83D5gh6bU2^&I8)!{;$ciRDl!y!SLd>KqEKy!9rYIl
z_O1t?AIMIm({AtgWZ7faSUT$Uut<L_)AS>;xlO#dB)Zn?*syokc$-L3Ag^iv6C?-0
zSH)krU{FJ+-R-2ml(2(zi)=zs=AQulcK9tUyH(79)Rl+zG>E~=;XSJ|Zf(-b&KGKI
zI(9#j)WFoKjJ+|h>+o&OTP$(OdLz5zbk>l|J)YU@XPI7CGj3i?Zc^9mPQ)&=S)6q`
zI6&4oyM9dGJ6t3$l(B3nZ!!C9kj-7GjJpY8wddjaHs_nJtW&Sl_T9Xyn;2n|C|Rs6
z7V0Qz7s_&Mil1~MUmA68T*1wE*Y9|vja}muqlZ=THT|mNix0$&yZO?Ongxeo-Te|)
z4&HnF;55T|u9#dK_Co>s&4+5P#rcG|Q-^e;8pDI{U)lf;{!5<B?>gDI_a3EcOaF!a
ztCC#Ci{{Gvjfn{>J38AfuI%i#Yp3<IexcO+q%xDhVwRjR)A(3x$=Df9dsZ`*TIk9@
zmWMnVjU3Q}i#(wt7lY=SZtsjvNr~0IkTNM?pn*sf6zqLpayYz~{o?6A9=qLrFE$o;
zwX#`3dl7YCgZX*$Hf04~yEA<#B^5oswEs38sp6m7EoYRj#+y5Mqk=v7TXazX>2#_h
zJ0Po*Y#MIa=~@Dp6MYR+R}L$Ntm}P--Lr?#+go?_Qkz{0iNs9;<g89)txZVEgqQoK
zX`Ef`Zu|V2z$vuw+B7~W{>K9czt?L)e>4qXi5ol~rfhO}f6oKvc&VdN(!zgNui9+?
zdv(?2tC-QJ=|)$rh<nKo?v$KC=4IeVi($nd?Pp+K0R&E_LVMnH-LnRNQreR>M)~Vu
zbXU%8Z+0UcN2AVGqlH;~Py*Zv>~5SlDd2`jIAU!CDXsqPLG&$!saQnebWKqDw<#tU
z6#I<r+vh{&g?+nz0<rK#8_$GEi2|XHG>^oqHT+$u!lv8y-ZeR@7bWA0YwaxlFB@nA
zSpb?nG!aM~!G!6h6$g^MvXB$cU~N`UnlUZ8qYlfMxk<dHjsP8Ub%m-v^7-rc$0p+*
zWs?+HH7F2S&%>%m3y&yK&pe@Vy&{mF0=e#OPfQqjjJCMTSFN98g(H2yGmYyIl8|3-
z;%vtaRuesqG;hhx)E6kQ=wA0lo=bfr3n$sG;1e&XsSV65iDF90g2CBy0}IlJN&I&M
zifQ!txX>wY|49nOR-0;1w2pS4pI8)Ka(+?C?$gk<J0g{?T+~*P1HiK#GHb#20$54`
z>sJ?MP@AyE<KPVMCDXwe{5)`zyb-ezV@3;PK({!O;65?4BKXxhXP=%&0De_<QFsl6
zy*{b~0I3ndHYVubcR%E@i6=hHq}4O~%l^Kl6%Y>O&rtQ)nIp6)z2yOz1ygPmi>X_I
zFJNXfR76!LgkP5Bt{=o~>5LC#jo>c;!kQrgq;BA9s99h}*}J9W_D&<VG2xhk{{AO+
z`<A%e!P5WTR+i>PL}3vPZgCR|Wsm);=gt5=|82w1;y}aY#HLAWFo(krqUOTKWRgc0
zLBM%y{|1ROByY#Q6#%Z*Gg#Qw^1o3v+&L$lQvhHHPj3*M?pp&<mh!+~R;Bg0MJn<0
zq;RHOWgqD{#{m)r!VCdVl(r?m#Am)!Fv@waynwF~7aO-v;m8KgTE>C^IIA4)Mj#0J
zvgQet)prKiS~}Qlg!@}7e~V&hJ0aF+3@~k?q_h_8X3P+m9l##z<}(N+ruvk-7e@{i
zS$yq0BJ^n_VI7UB+esp*%2~gg3DImjMk{{vvXFXgi%tfsVzdg*+IFqKFXp_{?M4AF
zb_0&aGyrzlF_oTB;7E&lQ*|LhHZE6w>apa!@=A?xmp<$wF{<OunqkrUD)&o_p5?^e
z<c*uS+868c9@$^!Ywen5GX+3UMC61!My0Y;ploWixzqdNnJMo3%dG%6VOVSU{@qe6
zh%wd94xBx;3}RLha{?YYIf2KDRx%Nc(eFem<!r~VJP(ub#W&Z$D~lQ3$2ew3!d8T1
zR6;XK4mvXCUXgCIs}}m5I2J2}Lb@WI{^*~yO@wX;KUzEvWiD$i9^pL%ht903IwIG|
z$dzFVv>G}321$XAECU4g`Zy{5qVA5I{5v`AFAH>wF!0`<eK1CyyoP~~NA{kof3m%;
z{S#!yOK`iBrX7`uNy!6Hdm&~~MA=l|efNNdehdxiSSNx6<JRXX5J?R&8$O0vAYx_!
z&N?Tq#Mz+KhBGNkDT%-j2-Q=d(M1qp04x2~lEz=`$U5~(jsIZv-NE@Z@tDBXRDgNn
zWNuI({DsQ={C(w#&0{o=97QRRa57B7158sDP@jz-puX>AEozpsH|tD<M@25HC4V61
ze{>sfnxaS0DgWANbmoZ4H1zoVJI+?>YqJp~ualUG<w1~6#L?@++gWn8GLu`Os0{rV
zz@>t4+QbR~@>bj#DSTA7#=c~fVMIKk69!ZHGS31xO0Z65KyV`{tBnRh*()1C+1zhs
z>mTK`vyaad#i}Z+Y8>WEOqjYP{fwwijKUF#Ai66r9(!$TDgLs4z%)x}ZrG83O#s-M
z4v?mQxP(qwRpFvfK@U=;cQ%=Xl~y9VRe@kC_ML69XISZg`Wj1aAaQY%gW7!DW1e0v
zI0N)Kjf!B#BrRWpO*53MCGs&iYskqi`UYn|)<{IA;sSwf{(uaw{NAyxcH0&eV3kHd
z&NG7T$TDBk(q2WxURe#Q>j06WSFpHA`sM{$?P|tst7FUhfxlou+EfgjDVJxHW<-I~
zfkrTz)uTtwG239Ng{<l9<E3nlX#uk}Vt_0#tO+h~17txQ>#~R1EKy=iAFOS<e8e9Q
zl4e(k&+xr)7?V}h`#yph1#&0q3h9)-ku$%9^cD^(I5(j{mFdLx+jQVdwuOBv9wKFf
z9(+{3vw#vGbz;cw$@7^4HNTW*lbw&d&0Z(a)_}MQ$X06`LV$RaKus&=TM0y;5~)*E
zO;xab31nK@8ju?h^({A`F{5wo8Gfn`qz0s68^$gbh^53~qgc2IZ4dE72OIzq6d;JF
zTCRW1bWw%RJ0q9YfoO_nxYM6~$KGUFalvsg({(vjXvkBbg*q?S;iSnY*L>3<#AM{+
zJ_Ch5Zr<-%CwXO5)gSIsGvyLMs-YJJ+Kyl6kZS_b`g&<55-kOqL@QzkMkJ;DXSUR!
zjZafgWy@S?zwpA~gW^etkT-vNboN!4TlEpF@e>3DnO<8_@A2to(9j}W>ovZd4VMRQ
zd7h&oF8S$m)3a03*<>mZMR@z;cZPd_d_kvziXkixR&u5^syGyLx9go#g%TPeQPB=>
z=2om$I-QJ&GyvDWZ$u6_83HFw^b%~z^sU}ni7CTEm$r`czs%&hu>;!yO@fkU)90(_
z*hHrgmi?sU?9Ua~*Dt4okl~nUw?}$1ETynj8xgft^bQxX_gS`J#<*x;YRs~jM>5Ea
zc;SdxWd&i;)&N$S@)1$B+H@daKNNpowX9j(H|A0LH_X%I>s-|0{Ud`$=}(X%ARW2Z
zRiy_l^k|G2`4asK3oyBs&bQP%uE8!{E$WF@E*j+?igsVs6#G>jq(|7|ZG%~4eM?o7
zR?V*ENiC_l4i*=g=&;=*cUw*}D94XU=yB&AdKHZ^{X%!pd8o2)a$S=uIS$MJ)0@yX
zRD#d9A(lY?szBZrO(*b8xeZUX4t=1v+1~uzaFn!&7@bYM1%i4Vo=M4BDr`3eEQ@3x
zr?qrjojs~KKZ6_v+lcf&?^v)+>tp{yg_ZVM3bbUol={Iq)Dr3X*xOb5(H{qeMd2Jw
z-GJify0tN6-GEMokTs`(rJUJ~ImY!P&o}PkM`u&cbRT>v5h%)qz6=!H7gYoZ_N%;S
z_CXD=JRfOB7kKP1cXh@s)MIevfhQMWH>QPE?P|R~LJ(}e^3=mj|C&dI2-mj(106?!
zQley?F)9z|1#FoxsZr#a@oUm5tOMx;%PG!r)gkM8>4tL?hNFjazo!SY24-~-RxTV)
zv_f?-#|(e%D_P3Ker#Q26Mx51<K#*c(KOjOS=V|`1d~HDjs`}FDoxX5JPD0a$Zxj3
z^~EiQ&{J0k&zW{qHHibuZx{7rkPeoC=?5qbZBN7E(_D9XYnByJ{<8%J%B6T|s9{4U
zCLuS|jQTdSj5xR|Q;NB;RmpG14yk3>V1q^44oYS+<$;{AMS5Tny?qVnOv42OD@-Bb
z(xx??7?+TUH;b}Yvz^%SRv>aS#twAEeRB%*R|Z*cP|L!)V0@PEz?CNot@h6TOhtXI
z#R3~)-c4}?1W?@Gwi|mN-(Su&l7zn$5Ir)0(k$cmYylimf4UEd1R#T$^&~4;IV<d+
z{YwXF2#Xfvz~OGOF?#&X%DOyGQ)h#z2}7n#vmo3)OcxHW(`C2#6zX(-Ia43LpFi3+
zwK1&3b)9U$Zl7&QbV!ndB?|SW<Vew_y6-crBYWWBBl&kZYdd8|{@67#Z(n`zHjV4d
z{VUqpyD=Y6g48G*B*=v7-lz6Dge4>B%~pl_f_BO;>&WEj2Vz01FnPaV7QWo|Y2ZB%
zmS^$eZ(Ykb0{v+}0{s?dTXO06tL(!^0$84rQfiJU#D$3MtKd3U*NAEE0XYJFM0OB*
z{#NMTD9|@O>HXROvKTKa(Dkj+j^k&PHxrIBCbpJpHsk)Fmd2qC<yrEJ@_bM=j8y5F
zjRm=^O5ow_i(q$|4P9)K%?_k~0~4IM?w@A|PTD2fQ=+QB=B~5;^mWC5r#m<Hp8NBX
zxa|3F7pa6(bt|aFlf~r0{i$F_fzH(5FhB`S6Pj2|(M{vF8Rpw4WmWz61B$1+1%N9>
zftbd1H!kq~$i|{Mq<M3vZ|CAkl(K?jcX@ep88^rllUVO-j3sLI{<tmz1j>yNb+J@2
z;<35kilxyboZ9~b+X~qp4rZcp|3?`FxB;;f1L{8ZsX$+4kXsDI%da<!(=p%d#mjH_
zNtc!eW?y9Vpvel^WKSUaW3i2(B=@s)W%YqRhgPW55K80JH2N%TX1fkFWXFUOE3kz`
zCCEiUr!3h`jPVu&NCJD`*X{Ly@EUbD(8p6%u)nx&sorc52tMEZNP&{O0zt&TgsMc!
z&Yi~*`?hR0!@1bMEj{JB{+ll6423h%^h|G(ifIKKEoEzWhBQRikq!^SUV0HQaHj?x
zG3DIIG4WK)kT5J^D9$PqG^zeN(DWH_cVsa2w!oeGXhgD!k9fy?Iqhhx_;K2SDiJ3d
zo>jrLxQL_fG~cUAV(QV~swyC6eFKRMRz_=dAY-mgO+oJBGLt!Xl_-!bE`a2Efg|+<
zzuNPy8sTTPli#WdGCeqQ?^NK`=1@`5pr^$lAtdfR-mT+xYC@@p%X)QG<p3qHW#~$q
zmE68f3RJ>M@wCfEyK|<m9^sAT*T35Qs46&F#4gB-#JbTQa-O64^+wjsUs;j<s80v#
zH|qXoVI+Pm3|oBgw_b5HRKSbLR7EU*1`}-UjrlXu24{PdPE=usiTFwT4@{amV@bjK
z3<^TtTzoGa<DUIChPXv}ZFSR9(r1wuV&`}w3i4f#&>y?W-NM^G1dM(!U}FR*e`gYt
z!ZBmZ+DL0hX|!&%)mav}ikCz}w2`dnQn<wp8^d?B#%SRwkPc4oYP68JatEW&k;@ix
zRfmxioq;)@K)PDp1T1b7p8t4nlya`woap5W<mT;~^FtDyA3QB<<yHptv^8N9jPGKG
z2%8l;{Bvp^?Lvs>1CPh*YpclY)rMs$<Y*BYQ<;S_L}(_PGG#R9`?1P>It0@DMwdV)
zWy9>u9<^FeV^SJ-%THI$kgfcU(1_*KF=-9_cVpE#`oZteLakfg_t`70R8*i5<5{b&
z3s2-T2+Ay0tXgc3p{Z&u+$>gtOe2mY0Y|%XA}%hz<9*KcM#EZXm{}2!*hum>5>t@y
z(s4R}JTLW>lCHs;!6_*kvQehvB5HE5U23>{6gj|xAu@g^)CNGF@tArC&2RKxEY0sO
zxs1q-Z~zMPAqqbx1vL8xhoAt_amqC<2To<G)^xmfo-Q^=F4Pvg@vloRACM`D9wi+K
z0KR(7MR(5$uw{*)I$z%+XEOzwKR|&FW?`|i(PwGCRork%YSaP51U$jwmPW_iMj?h=
z`%iqQ#k_|P<(#m0gU+@P_)`>a@$$=7#9;*<f?Vf+807k|_5K#X$m-0kb`%y*wJ3nt
zE47YXT{cQhXVqx62;P(NmNPPHY7f906*5jOS*F>kO_*9Oju6g-<OqGIt#3b{*Uml`
z(6YTyrunN?Qy4F+@CQE4$ds&SZrDc~kKaXYWNW_2jMs})HTqDiHR|DKmAr|2X?i3f
zX0VwfRm<dcACb1%3=vl2lZI|l#siWC@$IDw3d?_i2je%#aNba$^ejkF^Q)UoMqdkF
z{t1j}No)-9ybej)fxd4BqcR#DFEDH8Q4@cFL!)@|yQSnS`NLBBKUu&3=-E%E*Gw$B
zZ(jWq>#;LLx1Jsdb9cmAKN4i{ieXIK!I-y!lug83`l8NtkhUI2&HzqdEIH5=0IW0{
z35y}?996Ij(`MGO1xo2<GATuNOC99g;E#q7Bp_7-jN$@~)z_}L1Dj1mew`aUiy5o}
zd5Tpz09v8i$a~Zsi*MJ2wYWPmU#@Jqt+Xr~NSZ}#ra$8qxWQmvEWd_Le81fWT7V<R
z){-GD%=?U2TjX<p+LXqJhK>7D`327a^(c7Z!Vm5EfAM=q1zTd=y?rbu8~PcA1!;I9
ziu@KYe%#*bvH!p8|Nap5|Izw9Sxoq}5rVH{c_s!C`9&kCK}`LhA5*7h>0XK#g9!X3
zMVntm3EdXk7BwBZWSUa`+fd8jgO=~Sw;yY!c2aFSNB}tQkJH;Jjipif?Uc7=S4VT|
z(xsw{%R(|-b@%!f(6in33L~YL*o4)&#48&rT|Qa3?|r!D#FWA6)0*;GxA>@i?1k5v
zw63-|6=p1&x*ilfVAR8;;ihBcy~Loa5tdXGb!MXS%(g;UyQ=G8jEbtE%*Q)BJMS$T
zw542auQE30dc#ADr73l&PnBMh3isn&b$k6mYees;0TmXdJgy>GuN3#6tQWg9xuPX2
z;^=Z_UQ<Y=%Z%1tp>zW)odvpNh9jqj=<W0)Zqq%oG`5jX-C2mCRk^iPWQ}`JeV(RS
z_a>WS;%-5!Jjt}$E7@F*H)Aj#bX(nWpXjUX7pt1}s&QOCfU{^kTzrRJ#K&~zG1|uh
znL91+e*dF_xlwIyh7*(UJ6$U0FVFlvWd-B%c1bFV=%w>6oJ!PFu@8Ozc=>4kQjC&z
zi{A05J&^J?CGIeX_mSSs5fS0K!3ToR^yAJ~obQja&Tr~DHQZ%|v!y_WqS{X^dXK60
zt=*K~)4ntgjM~)HT`CEw3XV-Jth+C>4C<)2jp#oh5>_gL-*J8s`jhP@WbcNN9#4NZ
z8&I^)S@6o?*!vKi)p&Xcb9M4(?no{d_d*BNtXKsWot?i$#kZzxU9_}hfE?ubn{5{x
z=<{Dq1r+jF$h0Osy6ePnlD~bJDABCtdH9t?@gHLcPR6^D6--=?kFjM5`K>40k2aRD
z@W=>;>ZE*i2o>R19{cnLmDN4I!hGKHkPeT~TXB3cduRFnBI_nr>eVXoiqjP6*6MqN
zn|KHX;?kRWTS;RjawS0W!ftd4H-|>_@R>#K%_yv0%>At+{C>S%LS>L-nz6R$;4b~W
z$}1ly1+(u?NlqAGS1-6O8N0eW24|7K#ERf-6CF&nm6gJ|F5gl~<(q$>`o&;uCDJ+|
z|AoEx$3u*%<A%##87DK76CU2@W3wBx>Va|Gu_nu}=y|f_o-g^vu3F6~l`eR9%3M12
z>E!~kRV?N5LvoEj|CJcpaNqJ3>H9T&2?!OG;b`pGe?qVfRpO(aW7dKnDhDJPodc^f
z-43|DYa_{ZzW*@J7trJ%6pbakYYC8k4p$vN9h#=O;>_oAp;<Z6pd@hVi|%ZtV2I_=
zgI@H$UW1n_tmD#(QRHVyRp=5sgW&f?;=ag-9D_RO_}gWw%5SO)^4)Z`IkhF5qr!U_
z-P$dyqj|W9QF>h2?ThXfc0Rl4Jk<5X4Y?WgSRUKIH~uJa8-0EoM6a1%>vXKHw&3jA
zK3^WePQA>;+}lbkJcjYIRyD_j6uMf%gY`Co`E36#c>UwP28W*fIR=>rvglg>%mK1n
zKi}HzcS<?q*Zt2|I24ciL}?da`})kpy6{%2RMwkgS1+h(bws-qYesAOjK%h+pT4`^
z#^tF{b4OcVrKvJ1S>cwHfSeiUjg|E7kyjtImh(7^IR?h(&;Q}X!WgP^{C`W}zagb<
z|9`)yJ(FN@%RGpY{mK)MIURv4;3XdVj3bWpRi}aDMn-f}V|fgE7Vi^2dlBME{2)r+
ziX43f%aiycf%)?Xuv^6&bmAU%YZ%#iOB>W{lpJ2a4on|ekU2bns!O$c!gu=8P8T*5
z%xaZFzz~|q1b!`zU>&2|TFIaHPk%;iHU}avJS2Y4whT<&O#mn<t!fn}zD;$~a2GC2
zRGGMQe!0{Xb_dzc<#BLh%Uud2SbJ~|SBxyr4AR1k2!ZpDRpYvst#li#+p(c*Zm+63
zmjc%&@lODZCb!up$Wqp7k7td@*Xi)6#QH{oF=o*ahpX1p!O_&%o;qjxfV0y#|CDyu
zzTU#?gCFe0tWcmt{ov?>%FNY+Vp%qg;5g5)^aXG#??2nm!(z{XqTT?1r~ytCm3oiB
zFREw><!YGuH*K>>noiuzrvq9zS5ws_pcx`C9Ji=BM9Wtraa-)I2Mfqb`mNi+stdfO
zCpYWJ4z|NOX<5MQ`gO|y*e82nE?r#b?R|@F6Cte`)7<e3nN~>zQ2{l+!&Z-z;Vk4z
z+VlVcDV><gS;Z|SHKnklxjtR2|MQ}zGZRX+&<*RS&}aHbO95>>Fl=q#6SXG;QCjxM
zJclj>I1L|ZTVI>5Cakf<66Kph8vD3}h%x>w$dP(jT_xnb(cBDjodPw+9sP4&z=#1;
z^@ak?0ARM2Kh1uPU3Ji}1O%e4a{YEC6)lqXLpSQF#u92+z%rqtuWWC)$Y}9`IxaZG
zS#rbZq2UqB-CVAF_AW1|#Vc2XZs0y#d23@6_h{04`Tg0dTGEZFBP9Yu;(cozCIBtt
z0T@uLli`bwFmsDD{(X~k0DUfwfN4Mgr2<8MjvQS9_{rNf{AyZ}!tHfsXBm(KcXAl{
zOFeB_osOy8sG_g<=7&Kaz9dgI&YlAYc=832hF~KYK+?f&%&?kPgdKREJ0HPUvkchi
zKJY>3wD28+Fvdxk#020aY&v>HL5MLSyHGlKS`)5AEUc$u`tSCUv=P753e{K+o))$|
zIU=6<`V+=|pA|>YRqPH5q!!_yg6vKIrOA{G{E%QOrW66+6I6^!J-Tubd;p(<V^-v5
z{H&ZUcrn1QbE)QcS9U%CJZuCi--YL16()823iDwKbU9)=9HKx65)C#+Mg}8u#FMm@
z(kW0{{`b(TZiQy5ppAr-zJ2mCV1HbXDg~k%0YTH0t&=f`OYT%HEKMj0r9iK%NEFD*
zXcZv=PGTF<JmgSn=vF@QDzxYsmCA6}wvSZ2A=jMJ`)Ag60Ds&FXzQ`}hHS1<Hjc&#
zT`e)Y#z95~s`Ga)AgksU9w2Px0mR<p7&<9cG|O{na&kBCeNBv+5_u(648)fgjjGmK
z(#F#DtgH=2lNA|vx5ty8Ay#_R4Lgq&^Xr%>SBYn9IU$$qz^UiU0hUFHb~^FYG%r8{
zK%{X5P6E)cti{DK?zPjXM~ya{zDeNn4a`CVp`c^mRPW`H%G2rtdLt=;YqYo(Od?t(
zqi34PuAR6eEaD3MC2)O43DoX$EA7Nqb=7u7uCv|Y!<Z>b^^UT}4+K53tcnjDz9h?_
zJdnM#4@8>D0_23m%eo$a4f&fNJeZpsn)k)g`*&u(V*i@;Vk-aU5h&5x+$hD8Mxm3(
z@y(IfOms|_#}$<kGunNVxm&j@O_mB)AR{*qN(n5+Up}M9eK%Qf8U=q=|4B8eR(Gsz
zS&Og~NP~LXL>`WjxbPP7HM4jlAlV5l$8Hc0h;0hUr<O7T%hmB{3tIt(GUFw|1kAT>
z*G-A<sCrp6+#OGTiUTAMj@EC`JPPEQSd(#6oe^Qn9;@qjdz?+zTMB?9y>J?{dEhFU
z`@LqwM%(D#pFE0u)wG43nl+d0CQrIL^Th~l;p6VvM`tbf`W*|`h|oM_dE;a|<2iPj
z7VahYa^yU1At2?B&EwH`|IpAoSRZ1m=~hT~h83S;CcyTNIki0(^qZ5N%8T&pM?Y&k
zhCaQ`v~4t7F8gf_ngTIAj(d$SaKx{{zA!O<-5Jn7ZVWS%)<10i%*>+Ivjm9ZgA|C^
zPl2jK{{A^WV}j#Wr_iLOE1hWhTRxjNnkZ)uy{OMX8kl7jB~G!IdC9_7MpHe)Fb2T<
zWhr*fJ7a1%1ke861hPP^Y^8pXOfbkAFxzi5&)SUd4cs`p7=LwtWNmbD_=_o5#x{%U
zm~M$`ngQLPgG>uGtU3w~DPHUADmDVVC=c)t6uAV*r@BStN{hPS@h^r(WVM3t$2`jf
zX|!4$#}5~DxYAh{`31^Cw;e!ZVqnHzvsTFmOd{(We!m3Ib=024>h&@Kf%pdq=&d0E
zS`Lt6n{mtnnTfn)c);tZa<1~x052ZH+VfmYwdiDq66u#EuM^|$H)1EwKETRf?C7c#
zodKEQh3m+D29}Z0#pZuK<2f2$P(-!+2qr*1c0$jmG+nml)vnyD@3hT~BF&b#n<oWh
z)L2j#jepo#+D^!|od$qD&%oMNX;zqd`XZ1lU`<MkojYPa`x@5-p!Wt0VpJzxx^<q-
zx?Jke&?2kEvNt~6Q@cSYbQqQE&)@RkL36<mIiL>L7cAMXkEHeXD4aeLD+As)7O!Gu
z*{+@T?j6DEaj3TX6dgu~l(Jc^I<_IzBY^d)zI{g;4}1ady9kuCh5qBIHEp9jg=GpP
z!D}PZ)CpcmXSHHTPiXN{y`Ge9C6K(?zZS+qpI9(_)t$Y|)X17~IKIC5IR^zoZEDjL
z(9Suf-dkjW6`#k}qjFiuFw0MTO<^Se?m_;_$|<2^LJnMqf2@K6Yf$FIY0D#`+%XQW
zZ{`mfOub-m6MVug3Kk>QK?^a<1n1dW5Tgj;KF+V6*N<`=yx)0m<9s8uDM!>dUuFQ^
zcB3IZB4Wt5)ra-8>nw^}pE3H~WQlm0o*=-kYR@PDUQ7T3k&T?i^l1|m)>9U4;6%mJ
zB>)R+0$%y{et^I!GB1n){7{zWlb&h$>isRAQg3X}g(`-68g`_L^%%2W3<GNvxin$9
z`4CS|kJ8U3wRSatmmWMrZocy%e%)Oe@Y*VJCM}knmxQrh!`t|NUO(B`RWd!UJna)c
zDz5<YGHfjkXZmTHoDf|^bwKRzHqK`o=!liH^z8!pvcQj5CA?(BCyc_#{*|?K=Xb#g
zoidFd-UVgz9`==Ae{WD2^VnZ*^c?z08-55JLw^$p`x<)N5obsNBAB)y5b2z#O`jFD
z>U)1fOrzntN5{y5$S-z)o;WTGbheWM!G*~Aq^LsPR99D!?T&ZUOtJ2^F7Z<kV#%5o
zd@cPM*;yR1-T;Ko_FO@^&+vtxC98y<%C5ptjRws-g0Ii&d_8yzQ@0^+GihVfe^tje
z?`{8J*{FBY?3mRm5<a&8NFM|)h^Jb$(Jn~%JWwUy%56IAJ+G5#m(1mXPQBKBIKkAr
zE>YV53eEGr4ue&A>1!BAn^K-V>$BVQ1(yP?nr16{;AeNrxSGG7Xy7G^muKz&gS%|0
zjT-usk*{-GotrbOH^>m6=lh-;DzHTb1DIPKJ|BTxs=<eWe9cSneuq1!Dwkj6TB*wf
z>B!YFk>=IchqUxCBsXE;OX@X6oK@6{i)Kc23;@&=?DJi0a*CoKhqZ!1fw3N|k|qVx
zMXWcEsa&?C&Cqxx<hlVq9|a_(!2Jhu;S+KuNJFF5K03=H{vh+;ziH0L!%ZDIcLtLr
z$MslMVUxaD#JFBVXq2aqlS%OPMBMB50QC)l*I5331{kIbAKQYDD(<p_Q$f2rGU6ao
z3D&d>8K&r_wZV>ouE1S^!_urbc&}5%PQucXA06HOV;ux}^rG}1eTFLw@}7>aJa=af
zOhh-D+>=7&t%BGW1F#8a#sRq7+c4B}G?!P$XIGZ!it(*1LHX?wiKjre=o9LVR3ZMw
z%JqQ77mQ56%nZT+(<s{!)=s=uyoDbL3hpTj34Nj<U+8az{4HPTr+UuZ5ml53-W2jO
zYcsm}?ND?4wZ88fRyp%ZQ+FfS#dclBf6<O<vV@g~m?2i6evMvlSY-z7F+mN!-Mv}z
zz~l`|5+=?giCj*j_YJa2lL?||JHrk=p${fq)waD4-}O9S8f{j4mtcEM>U@G$T*#!}
z40$_<!fX!?%t7N9cNvjrRlY8ZPTqE>jq%O^%J&?w4wnG4h8eBz2P*WOH?YVP(mH*D
zvagS~?f;y3<eBLWdK*oDe@!j(cF*!;lWKB<s@i_(F*X<kNoiG#em2X+-uI`Yxrg`f
zJC*fcr+Jy$UiS(psjNhJ5krJBIns9qWy`xdNi{z4!#<H~j5fB@@vHzGTz?od%g<l!
zKl4&rw5+^Ad0EIAzE212dS#{dyguR%VVL?DI0<VECV}O^6Vq+KA1lABjqc&OUVJgs
zQl;d$vQ+Wq3oj+pk;ZM9u|4=zmaxnIQ!jhiyNoRow#+sD?<GoZuX|bQeYw0f+Y7uu
z3Q6_^yC2VRgZv1r`wI{_?$^*6^*J$p%dr4EeVC=r?nD&T&bMYq?FHi=9y{1Q_P#0f
zdP-N^{f}|QmtX#k*#3>prWJq7HjKi6Odj#Sl_f}|6J5PlH@>!hgsgTgqr`H0@1DI}
zpX-itL`_K;EldzO2<ZydwwjSKH(ullYjdfS4KOpP<*4knB{G9fNw_8Jjwe&^2E7zG
zgw(89(|HfXW-Fi$=w1aJa|_-XnA-z*Hhav9YiI8W_EmlbA^u~_M#g}bgA;heOkZqT
z@2x)TzG2S=&g=m_jkqSa#nYMB#BvGf#uldB9t?QYVqL9`M1*}_E$_`A$$Dd(<FdGz
z`h!35WI>532}8LrB7I(Za_pc}%U2=`fx}wkg@8~0TE=Py1Q7I8fEWMZcM+4P-*XHC
zs}-dxpxcpK_)PwClT(+_na-BnFjIOfZ|`dQe(mhn6Szeh1lY|n#oQBlk~dYH+rwWw
z;g-(eH*>88W;&MYh*W`qG}AqjCfe-E(-YFx9F+KL8tqx{SB<N+dKXZGXYe4}=HUR}
z8{FiLAB~2(TR0zhg)>p9137*na1U}BynE$mwKQN{PxN)-(C{b2GWD>6Ddp(tT1)Br
zvi?-{98c_{N#ZDZTNR*9gn1isj1f7@FHo9$);9-da{XU;JfrSMk6}3jQD>usPG6k<
z%B-@o_w&nBw|1H+@k|&j5foJwtrhn^YVMH1swKrJ*vA|(**LVh8!G}5O^)+{H%>rL
z<5_aSvCe;UJF1|7g~$hS{Sc7<`u)FA9GyT(FjXa9OWU~E&=xA4T6aVfJ^v`*z>@}v
zErfXBP^1Tv349o4>N{)f?gcC;#s4*Jv#ol%H?;cy90jiQ4_^hO>-k?sU5MK6Y<2eK
zt2p4oPUgG?DCN22%b<$vzrdF3d*D#TJ^RDcPaLa1(giNunG3Mxqh${+uUNpsj4vEa
zx<rz<X<ngxBQr{)cH!=pJ5k;o3gSUKO&-0uXcX@A4A{8?_HB=?xuoCz?m}WdQ{&57
z@o%K>|NQ&c7kDm@rRTofGm4rkmOO%0rB|zevwi<p@BS=v{lnkO4^(f>DLI$1RH|Uo
zbhCq&eu3H33lB{<X?EHRY;j%u1+20X?g2CJ`&U^pn)e?`&3XHwBMTa``#0p*KmY#K
z<o*x$cYA;%D%r93_FO#}-23-YmgT8?FJ5W<I|MT1{&V+lqVNCw1MV<Cee?3aWdBU_
zZw_CU|Hy|0c+ZRQ`JaCozMLE-6*liyO_B1hooVM>gP-(B`91l4c~)-3C6O&nUC*po
zft6JQZ1k62^yO>Qw~7R-wr4p4_f2s{X)F+EUkdDqADU9KsLMy--j^+bzD**)GsKqI
PErhqfiQB!-{{JQbXVoph

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-69-Attention Mechanism Architecture.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-69-Attention Mechanism Architecture.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..65ce74b64df970d9348a2c79fb46d4eb0d61a513
GIT binary patch
literal 23656
zcmd?R2|SeF+dqCIWTz0qD6&?vWeHPcOUM%0lNL*|XE!8EW0@k7WEZlv*!NwM#y(lX
z46-w09b=6Dt<P3H-{<pPp4apL{a*h+uiM;boco;XT<4tYys!6l&b{|#ZvtSxq^_k7
zkdXlZ8TbqAjR2~^K`JV0D$0Y@)YLRI2Wjb98R+Tg=s6D^W@6>xg7ETiadYztoEG9c
zev+S?TUb`)<QWNRX=#X%ypo)x;%O;q$^AmeXlQ8Y>F7Ba7&s)4aUYZXw}18;0G5N~
z$z<LXWXAz=7BUJJvb`1n0?J8A_WcL={fCU4;s7NT^+6h1Ixs^iGeAy8K|y|if|ByU
z0Wfy}_<!I43+16>5*Mfr>)TKtcV(3fev*EWU*&Bhn?Vm&K<b9u0~%WPBOIJuCj^Cr
zMMR}#&dSQkE2v&nQ`gYcx@2f{)!5{kshRD~Tet7n**my<c;5H&_VEpQ7#bEH@dzFp
z_cT7?S>p4gjLfX;S2?+Puiw2dDJ?6nsH|#gZfR|6|IqQVx37O-5cOqf7>${nn*KI3
zJ2#J8U0dJS+`?}Y_S;1UQ2f>`@b7O8`=wnhV7tf<9H2Nrz27b}axd_rU^zf}OoHmr
z1$}B8*TcspgAcN*JV}4sNW(8>fMvVk)<erKAdNnO+i%+Umi=oDd+;B%?9Yb%)vjTH
zo`MYQJPH;73TzRCGlFRU!;2+?1L^C$En{fhyHpx^*#3S&4?8vO7kS=|wdHDOFDw#c
znf*CascSrZSzw&Thvo~-+=lh^d5HR!^c|uj9M_iT<bz)DI|^B^uDup~^DWdOYURUh
z8u#F{Q2%50=t#K-Ix?-}3GDXSkIU9ZC)U3ODLDLxqW-fcGNX>+gf6^8`LpD<`tV+s
z;LP-QE1;&TT9q1mOH@niC>{!U>>xGN(opb#j}hy~-A$bkh#VC2%h1dJ+99xYcG>CF
zr|48cK3SUpd0VSNR@zBL2zHr?5+SBLP&C|M=~eD>_Ps6Vu2@MLIb8UE>7r>hsjZ6n
z+~$|ZA$l>iL%AtP(3qh+<g;9k$#Z{hTrf^O{&iN-<u~Kn$3+w)zD6QCT_K^q_w0ZS
zxbXkRMaETAKKTrOL=|g0*WFRJp#SMQ#Rol%%>1d|$~}PD+e8(`w(O}RI=F0yz7?aD
zVJs>y$C<|ToW$Ur<?YxmA+UP4q>lGur5vya&_GqKEhyR?8v_q|8(tV(SF#GwzEoP3
zz;iK6@1zYJc<rJjHpZsHr{6#kJa_((z8Wj=pI!zAy;mrtR!qys_<Ks)MgsDNN6NEe
zgRLBKN81$I(lKmUz0fSXVgbmUiKdIKVL!!4%*OK^B3JhzDZ%_xt-F1ztI`FPN(7c`
z1BJ9OmO=%|q$;J0-jhueun&RFq&)y`jo0-*wFg|-h3==;(y_3{9FooI9x!n^by9l|
zpoKNouQNT{1IPvT0Itpjk1pkWsU9d=9$UUky}k$Rkc9Vuhciv%>yW-ZU<F@%ZVw2B
zPK*<%JNJO#L$GKFHivk04>-RK!yebe<!n^hY?!7z0=0+?t)GSF>;dCA4Wf`T`yP-+
zO5Fostv=&Kkv)KF59n65CLW9<+WlIf`76lP=d-EUWV|^kgaF&!16W~A?r3KM)7&1g
zMKpQ22Q;N(op&jw_ke~+&^83#ki-BM?_ZB+5yJQUuSmegfQlxb8H^KM7(9^pg=_|K
zX#$4U!^@I__f>f@byDM(MiIWAAryRs9FSQOQtRG`@KjPC?$wf^dcuB(*7UwO|8T7y
z>2N9?tQ)4c2h?L~R!FRSKnQFWB2GG>MUsa7+`z&<rq`d=^?vHgAG=8G^B(Zer9oc&
zsV6i4e<*-DqAi6pzDc9#niOx)WwG0w87XJ5A7VwOB$Gp|&IvV+Q&+K>i#*-~eC}~S
z*-mOm>a)bF`mpC@jdl5;Hy_hQnwlSTA7vc%;*ED{>3i``(A%fgg21Y8R1%;&ZrbZq
zdenr0vc;w!5jfrpA8n{tW4%K5cbBHUJ<}xs3k&zI!L3A=iUits^%d#aRLjgY_-+(S
z;H~!nesTC7uz;(7>FYgbr7MOH&k4g*u-<@+CC}39gZ6#@UYM+Q&JkjSQ+|^1HPUgX
zG|V{SBiVB0(u!#rj73q#_dQ$vYLu$0>Ele6MJBUSU7fqC$%dozxkY|zxU%qKYnk}?
z=G`oYCVA#Oo28^U3tV6{dd~RhPOOm46IRE{x9hBOmv*Qnm+$pb48N7OW}hXjOKID<
zS2Rco+|9Pss3>x5N>Q@B)5`TS3Uyoaa+;}ld=$NV9AZYtFrn%$Z?8~VkLD*f)5Hm~
zSjYGZ{3CRyow2GnGPe1yooN^iHUFCrx%zPf$0|?s&(9W_O=2Kng-gdOcVJ2HPfuSn
zswPWzqt?ApC<Z%hFKb4z;PO@Mi+c9U_N(nzGzy`2PIOz$ZOH5x9HJJOFk&84RZe-<
zQ|2^wOtO4O;0`q2HBfdiy}ypPC?|WgKJMh)yNf5Znweqxx@X*CX)b-7@s>|BV!!x;
z&P_|8r6x5kuT}k1{#QD<gc>WoggOWTnAZzZ4-dEdp#yYj&I=DNYbrNGdrPCQpyaWn
zH0a!z-tK|E@Ro>#PoMFJ-A}YPpS$Iz8Ro-(d6OIRO^1!CL3~><e-E&BgPq8z?Q6f2
z+w)JB3j^M#CE?kCH?(OF*yi*%0iTT~F7&luT4M@>tV-hFlj@IdqjF;6r!e(!q#+aW
zOa?d>Mujur!2Y$?bz_hY88v(y$)$Oyag>UaELiT9H$wM)HNFzPrpQuH5R?BfZ<Ks^
z0X}!n|C|6x?j4SHR5ZIbzrkkMtz{;eBwaqn6T8x;aIfk#o55%Hh$f@hA)(~W1xwM4
zKCAF^VWd|~k5~*bu&{4e$<?Fd6FqHG);nLC=#}6~cV?@&2}Q-FhcH*26Hd~T#XVNS
zSyJVpJ7kzx?aiu2MNdUs|6p=rZPw3NvF-?Jy_m&%UYWPH?3(lVrv$OYwYNKO_<Cqs
zv+o~@s^V1UjV0+t9&wvzKQp9rD$$lzCppT~cEL=UULRatiX-KwEQ(iI%Xpbl1&Y>G
zHG~2aw@)v`DcVcOW`jH$+RZ9+yuD0%YwTgU=A-6yFZ>q-9vvsnyGX(Fw9XB|B^*#1
zCQzcEcIq-@+Jd^NQ|uP@bEe!Q#m>mehf(U<fF{M<l2yoY=g@BMTbgVkXedJmx|YkF
z=CtwsSbKrd*GB#=$v56aRbKDC9UDDW<PM`P+0iW7b+{OIW+k_a^PI+4Y9K(2Li+-w
zxfs#{XP53jeU+7-lETSXC{$5iDEySTjbCWusAY!>ZJq^{l4#h=iPZOYb;tVd-Fx_U
ze#;H{)Uujl65%FcE}H**`~&jI5Eqv!*~HP~-V~Qr_khQtKA-MD$vnmhD|<j`O4T`M
zI`5j<g*1zWvz<A|eXKlO12-}k>jqrB4_(CvIH8~TznF-Fy?iqfz4)aq0Eag;h%(+)
z>8gK%x(558JVL4zUuC=Qsz1_VQwBfo{+67il3k=xS#uvmvkxACW(F7x1c4MEgDR<Z
z3S7E%?2La)Yy6%zQWm&ec3ZCj`qywr1i@Byo{{RNNZM+C;Zevd{|x(OEop0==cP&0
zR20IwTlEwp;(60Wl7?Oc4aq~YeIpdF>OuS!-{NYM@7{E@RA;<irJKJPpyorcA7>{j
zD1Ul0yuh48Bj(=~Gt|a3lZ0upnU;6IxR_~q!8GN0l2{k4gmenlU3_N`@Gsv3*fcg%
zTZ;*7iy*2=*aI;6Os|d368f1gWz?W{3^C)ow41Q4P8iMzH9$J49y;E9_JYyP*ur*_
zlE#22^<bLsZM$Mg#5Mfe<6`aT7lOu|2gKZ<E3aXjIj!}7m6}V)J`WbE)x}wSmeh|2
z>s6^u-CZ3gUWE*&f|zL5<ozB{XAVNM%=vhV1tX+ZM$O1i)x#Y8!GEV)AxYcLB++O6
z^ZRxGlU%9$5?=S!A^+R55U-7x3eT@UQS&MPMd+U;70>J6&j)I-zEl~+l0T~Or^e>(
z8l(l>em-YplC%f>BsOA6FA}ycHUy$Uuz*(mjZ48BukU2vhOe;{`d_slW<gi;i{{>_
zHs?F!O0;Ur`dI*oQ7*(R_+Ky9L<~n^6{3obpR5j+p1tu%s`GIBrJ2^P)@sC81mjRs
zd-Sv(<as^`f;Y^cPZ~8Fk0~YdIw>S!DyUehjGx2;#!s=ax~o!okD^Ny>K}4R4+}NF
zR6hDpM0z^smQuOLE&z>Y8)->r70tau1yBSD7oSH%{%)Dy|DTq&8gPQO<O;bycq5Hs
z!x>s}Q8zE?y6oIek~(0qR$1|ZVB)Zw|7~TMq9t~oYoPAYJ?@b&(Q9W6Lym22vL4(R
z4>iN$sGGl@zOnP_!7*oX#bv!`LJLtSM{C(Y<d{I5-e6AmGP~Y;t7vQ)V-Mff7TbFK
zUse8D_g^>s+~isftgk8|5n~|ue|V?StK2or@%fRChr%7Be%;h`XeM3;jmg03o4ts4
zqsJSm^i+><Kn%L9daUW~s-j787%?YZ7Lls*#7o{Ms@75q1Bx@|T^-G2US$Kv&qaiU
zDl+To<GFzDj08AvNyIMg1}*r9{JT@C(|<dN9e%kd2{03pQnw?s%j)7xqs)kt{wH5s
z+^*1rZyIN!KUd0?g@0b<*nUB^xa(Ne<qBg%63vyINwp)}R}MgF77L+hi&^*G1c>Yh
z>QAd}i-d30RhYWN$^KG3)VpWchJUE&ygXR-FOF%enoMDBQ)tS;X^O`@s<vx+c4<t^
z*!Y+Eq;6i3;H7lCgcHMIXN>$KyG_c}=&z*32oFm0u&Dz?v9=n>9w5YosV7X;6Ub2|
zKSRLFcMfJF08gP(#r2}2n8EV1q1Xk3lp#1$_?mvWQws&*c94APAtJb98OL43S|wM7
z_TIW#>2ld2AgFyNseMPUO+L^ycMccw`I9&VzvM(z>gMYviaEZe9=^w_EuGr($!B5C
z(po7$)^qs22IXaQgLjGxUHA^r2egE)T9b|=WG97oDLwXp4j3N3?jRcY_PBDn)Mx+k
zsMK{f(8oIg8bjf=KuK7)i5?Mj3?quwGY|!u{}<&^L*irX{U&Q6*B%GlyOX?K&k3Cs
z%OQc@Y>WOk;!V&MEK1!L-vd~zqSc@Un${N2XOx}W^a!+|{}{Um;8=Zrc)}!8Uwh#Y
zQ_<zM)E^b2_@g?+dU7)t4nYRL`5<55;z$pwU{m!(HNyc=iIH4mFV3dsTF>>FeX710
z^;niE*8-KNuQ4b9F@HW?Wt@t$R_n9rTi@ALIC{<GuImHFp1Ih{{FEQ%VVmvO-*`m*
zOYyw_I7=f=wl$S$56HH@aO<^s@#%<~$q^1x=^QT=Zu7;YlTuc>ad}PTqotcrNyxlN
z)*T{)PfQ^f{v2j3GXENrD34Z)i9|8&kep(G1b(n2-~F7FFGq^kM`R$ibjiR<%+vW<
zg{EI<Bc>x*7%>^T?}vcuo29eru@avE(WxAaZ4W?!<E5Lu_GfC3!pao4h6o3}a%&K*
znQbVnA`$hgx=gzP8oPEBdi(f=Exb53^<#+`RAoPb*mcpH5>u%ey65e-k7b`wvg)6w
zWHoY=(0m#1C7E|DK<5lZ+v-9_D9*^siz^3yZ?V)>tl)kJ-=pL0m-BYUUwTxfyf4H%
zHjtYSrB@6LJ!J0S{8(ulG;U!W^D_D+>&qf9nP^Ngvrw2K)HSb0(3Y3YmilO7GGpMY
zO0nXDj>Zay=exb(1RXQs8cacR$6fmP5yXP2m29Q*3H&Yl!kRS=K8gIMC~~PIz?5yN
zT%Sq5YxdDX-<S17fnIxGhT6?~yTMhYFydqRIa~#?)-j9P<$xDwu?TJ@Jg^h}Rh;Wp
z`stCxzO8o@FF(moFlspT;Jo`w%=H+)*!w<hvR^S4KYO3i+@;}bkfiWb<d?wDlBHFn
z>t^Rn;_>-914I$`>@j<@>BVx{XUE5`R$ZSptqziazp(D}WI8xHXI5BO4s$>GOoXT3
zy+U{*#YLhaZ_}|-H1?gBk^+3nU&r>fgW1b04I>>{^@Ep}V;{!9cyl0%%z_l}$s0Mj
zz$11UmD68vFVk5;e(KQE>vHGb2yX@i8`OPTpBD>9ZHOUhyknKDe6pThtZvc`e?qZo
zv*>^dd0{Y+U5R5@k8P&}S9aA>r9-D%cAjX*ew?au5?fawh=@4Q|2dXwkQgswlodE)
zitDk(+QriN7oc+s356}J5a5G|Hs>&s$jXg`U^TClH^0znWEc`S;N!w^*1K-jyJU{T
zVy(o#GqK>{+ahT-f;Hvt0bm#Tgtt3-rJ_rl(*)EM?~PxcBy>~mGLg<3LpK^>j|*u(
zVyEWZ(Y4CgB5v9p;aCO=&DL(=q?!|={uqd4bNZieGHcoZoh6G5eR7jBCs-R+!w3Ck
zUz>kS5$(3(F+O|j;n_txUpBtgz>>}Y3iJLzj(3YsM;l!?BQ<lTH^pu;wV1pvVXhAM
z&b-aTkt>)rXXdBJ54)R?pt!n&p+9299Xp89tyL(%CK`Wf3N+#86zaYTVYZX?z0-*I
zm^|F!!6o>F-=N*qMUT8zPL(+TBh9qClqpTBwKKG&*~~NREc|=~W1y)hc1!f)@|)3S
z{!q?i7dUejbzG`Gkr=DrYMlsjcp_oLxqW`wd%`45K`hVY%17S^lEN1?`$a`x#{|*S
zUb_EAG|%)4hQv40c@FQ@@n~u&uLb#5s{v^k6EcQ~z-lW$&pBx8qgfjrp?0cGL(zk6
zxJOI3gT`p&!y4r9se(XdQ$;O?mMYnyXNzbGX&c<<3DJjyuop+7rFB%AwGxn84@+*t
z_;T+ne|24U9Grs7o7{bpk5K2#vb*6)i^~+ArF}qYUDDk*k{OOFoWbQpggrF2EAg`)
zv+O7-PTqZbc(?#B=(i+kj-a1+<gY~#{VeXDyA_G|*=ToI%*}JJddrxN5{6we6E67l
z;CCZ-;Kz|h6zfI$uIWY8&sj-hUq)GcMjdO~YE(4t50uKJt@rht$Ve)gUsn3nQ=#~E
zyqQGep(I^MD{P|!woY062dMd-ZGSJ*b$rCCdwIP&J@MWRVZEGmA|r!+%F}LPikSde
z(}6(tF|9OwY_GjXTFZ#lMM?6_JwP!~W>BbQg}RDLp<h#Twx>>G&MMEx#y(fYrlt(;
zjlBAVf@!d_9e-z{gS*;0usg0}XMEE1Qq;|5cO--Ey%}&m&`C9puk(bHcI)w=(fyv{
z{hl(h1bN=(M(cHPGuY%fNL7k49RQ7Xt^FQ=fJN&KU^MzC+@RR^iaa1ln1!v3fQ&5U
z=cMO2wm|VP=)G*@kd*fM$v0TNUAn<k{1!;KdWZMVB_oI@k<_qmU&s#F8nnhwDNC=P
ztAzYiSb){B4LR=p=l4nB`~Q;yeiq<|;{F{8{%S%!^?lTJke_uXv7sPgyfl!t)5H53
zw8)7eo|~|yvEP(sN*hW~+2nY1uI?MIzJAMHV*mp&d?ia_w+^YFm8agt?g2y{p`W$k
z;4g*MPP0KTs2oHZgRHwX-k6sL^znQ_^u-INm5Z4P$&4B#_B&u1N=&;uFl^?JiK1!}
zTlfRmtX0V#&|VMn-~aXTmr_r_PJ9mX^o-4WK;SqLWbuDYiWPxrn~7AykwPeL1(*4A
zf%z@UIZXe!gcSl4xO#&H{__$jeiPx(Cw>#*&*c9L1zbkUh{H)7B|$H=pY;p!({LYj
z)63zr-N?qfqob``l!cv-;$ufgCT_G1go~czzTfJroI2r5H|I`sw?tbr+2fq7?OK-y
z8FjXWNbaJe?n9CJV4oZVGPqgymp}NnKR$6VY7kL3<BLHig%nh}#P;i&^>f%OtMwEs
zkeIpe58j9}=s8aVmjK;DLE&G%W>BQvMojJjkJPg<iPCoFXTFH9obg^`!h00wa39JN
zX>2#!Mqp-|&0%ySBMTIU6*U$0)gmJC=jUmVX27O%Xy6H6A?&H><_gC|R#j-x^duBv
zwuG|~YF-IHgJ;X}v()vAD0<8ezX(umaHD+wJ2`$APsHwLnD<AhQ_&h+Y*$@KVtYUl
zh{DrO`Kfu=hwK4UXd=j8T7XW(d9%&m_{l%?CEP`wt#R@Zz23<fc4>o8S`C1wG(dz~
zpx_SH%>IUxmiGeq8}4_qC7&v@ykrxcsy|0ab<oG|U<5M##}sZoUR8OZv05-=#&Z9z
z!>N=3b;s6lkY@w!$F|V!Dy-=lIAakYR`rh~Z9~!e8%dV!ACYz-3v&b<_nx3e2@ufb
zt<&4Ll(Y-&d%(J~7RU>wVlx+{tHZ^VGNo_VSpQT8Xf=N*A5qY|%w4b<)suvS;Z3Zd
z;Ot%1+nE9jhhU3pU?3WrO5N%J%T|7`UE%hASPB#nG>ewrdjKiC1G*AN0%KZLxIJK(
zDHb*^L=+};oko8|-Vv;E-VB$=evX395n;1}&wr8bwOM$R^^tj8JA3*hnah*1X;bFM
zIsL90gZ5sG#(obE_^`k#pz+#CI2-Ijdjp{8C6x13G4N^q|3s$$>$HXs{#Ct0t4eks
zHi{3WHpAHb6~k8aa00$*h&U&4%H5#$jiPGwc#9qJdh8c#^A|i0{qZRvT8-qnv<HMc
z^s@0oLm$10Au{_K^clZ2=KF;P`1e+RV7*ug-<jW)?Jv{MMJ0BkQImo(?J#ooAkncq
zzf&0s>yULO5D<iJs`2KpjN=!uR;kVhuAgfWh_9|@=|>qcvAsaAY#;GhA#CYQn|Y#j
zbvnvCPCW$ali){cpuu>$Zz<GRxd7qUt7F3#_+lJ$`5&*VKPHFKrt+=IFH7jW3U#&1
zWnUipb|$;UNq9cE4UIR7nvb}7pEmPl3r;Q3B7p6{k^5Vw>?r207+l5Oz^k1(5#l45
zs3gXz9onHsK_hGT2z}GO+mxT{;9-8%epjh5-Wc9@XRK!o_)o$)IV4k5DF)+oJm_LF
zg0(MA9)g<*lL=>M1bx5BLLt28*|5k~1jE80tXlTn!6KC?pXABy8@2En#N-hW|1*Eb
z|3%6Cr3ON8m+1QY^3L_5if*v#s{ub=|G<3wYGHqlx|<~U2ZG-Hz446=$VRbY@k#v7
z9w6|weqkQEaGobMynf2EuYTbxbe*fO0LcXVP?-ZmRl#OuUMZM_oEqu|(PAFQA8toH
zciRQJ?eji~=iK|0UYmuX1^j%Bg@(kA(T;_4bGeRQ##$azJc%1K^IlrHyD@jmb!If2
zu4DVsnFFqtR`ou9=;AQ;`&{=+#EYB-%{9fJy?e{ks6?rr!iRDy6zr|hndmGu#<Ck#
zgvr=V^Ssl-WR&1N^E<G$CEK(k4*Bkzo!276u0`ApMb24v6%~XS?4Z>Wdzfd--A5et
zm%LYQKAozV`L;0l3YU=TtW@@RObB<t*!T=^4;}sSML6%v4@A+>894Dy{v7nnATMX#
zn}N}TW2@@=^i~B&6-h?OL$idGI7~F1d1YUb%+9%U&Vn8Y#}CDb`jTXbS$tptqrVmY
zUUNI?sPjRs`;U}{8{O_}zEy~e@^83_x{<nSDYOT?u`BXx@lxg+kWr$x2x;=VPq2F7
z8=FX8JPhH{ZB>GDEu1Q;Rk4N_7RqEj`O<Oy@TVJccRkwNlTJ7igL(b37E%u5WTr`l
zm|d0WZwa@x{q$KsJ#J$H?i$b(Jwqqt&|8TPtm{Z_V%9ER8}!o>)S#qM%=tuyd7h*3
zny6S++h^VEK0kapuB0q(IHNk(_GJMLrYe={bgieS-|GeTCtp<M$p=4>Rmt#tiCH&_
zeb4!Y*6c!WLPfFLpZ@56Oat}A|HdBhB(e#zu|;BAD4nwAsGqXMhVKS|hTH=Ug<srM
z%CBV&DLm!-?bt5_FZC}jK=FSeNkIN$pTqe5@+oc?6LD7NvaE5?8=8(WZhy5@za!&&
z)u>+@FQcUFcQlL1S@E_!>lRgzJh(k#ygASNoOV@kh&onyVx8|sd8jvB15+Qe)u+nv
zu&O=mmfPGkxfujYx|*8`Axa)ObZuUuV*ZuP1j%#SxLGd=r`{9$cEQLbZVzZa?`=W~
z@MPNAtOv2bG*c*S26Y8QwT>j2X9M$_5J{yQ@KqSz4nn&JAdAvLbcfpClo1w;EhZA?
zAzMqZHbnlwBKL<4xEQ#kq0{`qbzZqDe0Rqh1dd$PP4#OFxv=rl@5t5UjXVFKhyv;<
ztoc0t$7-qns#ZF{s`&ahjeHDz6@j;7`lZ^SU#jg<GH1O}lSAU7_@N>wI!*BpDIk-2
z^BaED(t5_Nr=f(6X$ZEP7o-_dEmcXo#rU2*fPn&Sy}i*7T^Zg3qIsKst2@f%Z$<Q@
ztquKzFv%_kNBd8j_*r0kuqifc{DZ>(Am2~=B-C0penMQ!s7d`<V_-vmROfy}{`LNF
z^C{-TXDsCTt6*agWDG7sha_X}KX64(tD)M3WmwOWj&{o&T|lA95Yvz+f@Og`_`}8s
zvlp!-F&9E>!|tdlGB(R&{j*%V!+f*NG^e}PwMQR!cwg1d*#oVoe5q{yheIA5`Yegf
z<eV3%-?EYQoitB)UoJEzL1McH2Xc1fbHLFSU%yLWh265>1J<UU!GRZQk?|PZ2=fkf
zY_?a+!7-|W0C{|pe<2v8>&}0Ag%bK#GIK{v5A0<z*v`7>G%K0jUrAxoN6?d+`8ZD6
zrL9y041Y*Me<-?0|2%6<d=6sU?R!lXP`JYK%ZXhfon*6-{H_4@^AUG$yt&P>1;E$C
z=2omlh#okVg%s(t%$i&yy1Z8!C+cy5C1mT13V|=AwT_#Pu(@!sa3z1s`k^{>AU!_a
zUv0wNF6;5peC`XvNI4!R3`i%Fr*0ajg0l#8|F&lJ|565<+u!LXNMsNAL0OO?GZ=B(
z91N<Zn+T`T!v0EX{80MUkHUXfTOm($2}7b2CW`Qy%oyM=JjL4ZCr1B$Pr-ir*VXr*
z_&48S)C=_uZYdzJ1eh18y8-hK^zeDKi{9?0$bGfFf7A0#Xe)f?JY&X-?>8EWsbi3r
zfCAk4`wj2+Cw_U9TvPI)n^c>c{{rqAniPT#INi1f=)hgwy?ovo#~N%OI80oa&6xEb
zg(~3chgm}Kj_O}jQ_JsAq@tzCM)9f*Tt^=AEPHs*L@)D`pYKgD9MAR~uo_d_QM5kO
z)-yi*YVGh&^I96UzRvfX%ujkNOrL{z)MUTkAS9qQPzAt~b^QB{VhagNoF(fw^#6YI
z-#vP)3i9!($A1klfhzj<&?Winu`#urAssJwzL<koI{4$7g1gL=#JWhb^M}3=rE4@3
z^D3Sk6Yy+XOr1W@eUY#g87ML@OP6I?7l;00k(0#8W!+g^oR$M?ihl=7vUI=VrDTrU
zC>n24@K<mSl^(ff1iZ<UTh@~=tXdPr-08}EJKNXXs$r>j8e9!UUV*;VZE&7~K>*OC
z(i&a{{k$%4mVps~V*QMFgjVZs(wnS1y!%|!kN?ahvAzP`m<u4=iv+QsRi+x`TK=d~
zsB-%=Sku!!=&TfMdk@%{{ay#`k19~PJsN|eTTC{3Z>Ptx+0sY?{WuA>>kCC+vQJ&-
ztS5pV+{V1L{sz3Z`HSJAj~7uyM~W083mSwyzzTskNV>C21zHp+sn$1|HQ+|E%b&98
z{3ZCS`bGx93*iGR=DaogVG6~`LV)A}=63a?4M6-0%|;YlU55S>8E@}r;%!Q`?X3Sn
z`1KzfztHdg0TY$#00T8+^+(S7-<$b8C+v4MfjO55`bpORx(Xq0a=xst{HPEJsL%1=
z^|`?%OlY-2FN$m`z9q3aa4Eb<W%N#3r7NAj7###-v2<>BjxY<$%hN+64qxO$opOJm
zt~kxJD-|<YY&KW@t){s>WJd@i8(JC(i@lSmJ`IbY7{_9&-fYZ>xP6!@R;O{lxE184
zxt?P{Yql&0qU@jcBmet>CEDKtNk>U_nWWNr&*@YMY${pyx3H4!ek6$@9E>DQn{gEE
z()~v8LmwA%VY4e2+po8BWWd#^gj-p!kQ+!*s(f+*Is~5%_@VcJLpzUQGjT9cM^~xS
zGi|&)?_)%S2Jb$(1wFR*bcRUiTPB*OeNm+^H!DrHKl7Ev{@Dy~W=hIN8&MWJ_RMFZ
zL$K;S+~=N^n%5II7bd_6M&~b|ZRKrX9$77XPaw(Xn5`()Hd%vy%0P9fjMtY|UFUDU
zYT47Z8}BSeF2|jpbn7^J&p<ij?G&y&ETeiyYT>@vX_pI$*CCftJQL}6mAM?sw#uU&
zZ@)uwK9v=I_}F#DbnEb}q_^@nqz3lo^dk9CnN?}gz-Q&{8&EC>cx~{&{d1{Dz4H`h
z(3Q^DQ^uDrG98z7-TCa(UW_&)oGo-LuzzAXJlZHHDqEt<LA5MbEZIL9voIlj`11oT
zoAM}r*%Ll&bG{6PwJ8XPgzl_MwgxJ~K(c3E-oZ9rFYcS8ktQaa33{}a7OfPz7`cZr
zNBmNP?&K9LShLN_mVav-F@B#gBgayZ78_9On1IiBc=pCSaA@nm3&Us{@K8xisRqU*
zT)H|yNQ=G9b>vKS3?H_rmyFMoRXy3vWL`v9tD2{V_hk2JPcj>-;yWjX&KXNT*AnV>
z?<l11KgD0KeWWtfnMXT|vTc(hk0P)596mbTKFK<);PlD6nDT_NdA?ZnAeIl1XuC03
z$Mv3SrZ-wo@LYi(#f_R%EOkFmUU~mMiR0eA^f1$rn_B##l92OEU|>y#t{tC~Z@=Oy
zQWEo7Nb}mu*P5JsSFMjuk`5Igq~8NN@sq>RvLx-(rHE}@<TmY<2h$ao^pe`W#-gr>
zI8uBcT~r*IAm%x!!S)Tp3IiR9)O|-n-zvrNQy@rwerQKS2|J{Wsx$Si>Kq94`!Q<P
zk_QR3ww-_QXn%bE2Yi}Xr?T=I7X97dwaT&b!sT3kVTiYfO^Mtozxl$BQ-C6ba0o^V
zyia#czXsau1Ei~&Ni+V3UpE$btLjw-2e+um0=t9U*HJ18CgC#n(#RX9aXNHKQd(-d
zq2E8afZG|B(b*+QClssBKqB(&($C0`Q_gxRL$IHGJ$qDzy>1vyxj8_|XJxIpu`^#z
zf8_Mv7TDHR=lE9TAo^8(rD!Twz-Nk=yaon1_#Rlza<};0r~c7Rd2<>$t;ZfH*Y9E6
zbEl+l9dE`@_w{6O=jk&pnXeqXh4VL&dCFb9?o6Sj3&mkatd3Sc;JBB0C1LR$)giz=
z*3YA;x>@5Ym$bzE<`Z*^wzEz#=O=>4W!|b?el0I1kt?tqbEkEfa<Eb`YOqz}j{mbm
z_n=J*7zF36tnY4olyNpiqbGM)&BS$P9gqGiuVox59{44<N0-nQGtWv4nXw)!==tEq
zO;1kqT3N8WG##TO+oHhjqUY*(SY>my;>x^lGRjen<#o55pwA+S7pGi}IR!BtU>_d3
zTSReGbKK=B_cGGmJRympAHpod;|dQ*!VJqjrueKbWhuk@)wuBj--;Tmu^IbmyRH+g
zcI4lpdiB+VsIz^-TMvV~)F2PR1s9Bvu9NV^;<z{lKMW$Q<ec@Gma}kzTg@Wp3jR7u
zoy{t{C+q}iaVyOyJB!EOaZs`0I{^D@OUu89G=TM7!LW0QHy_+&VufFQ9Fw-ero>8y
z_C*9MnoKBJVfKK={LQ7)w@;l2;eNM6hQe|8TVvn)n=o~_PDE}zb~*nj)US)}X>OBQ
zi9J_e%%c==BLJOP3vB&_1L#iXf=hiI21+=z?~)FzNE_{%J-bo&*06G79Q)2+0}L`<
z1$ogO2R*!L;PKB;G+jM%*WF<&Y|hFQ<IJOxO}y3ZfjD!J-ifDy8lQ!RTIg>$ScWXH
zol71ko=jx{aY`KMj+TKT6TJwK0@eZ@zY&va;T3oQ#5ntl@{bki?t8n#2)wB>Kgi$;
z?R&*eR%>eiAI}$p6Khe8o5;uQ0e6RMCxYiJa$1~x{LfA37~szi`Db!#?3PUgmIRnR
zyH04;oq5jm$ckSPK{*aO8oy}u6;T#-q(zy$*V*gd<MVH|NrdP^LWt$9zfmAayQho&
z7eyCi>LV0Z1D<JMpKeAAb#6YIyq=FwfhsI1^Z3g-(<u&@6}pJabk>x-OHsM=MhTf$
ztlr9&W#0y&J??qpREwFJa6aF!Zp(k-vivq<$Y13IP(91Bu>LBid1}(02XURs5rbgy
zhA)`moCYf_3XsqjoRG$l`1anqq53x^{fk-e>&jy=!<VVyYV?JleW+^0TS)BPg>|xc
zugf7??_=7$zjTr}rE@PSsh_c<7$DMNH2trl#dvfDsZ@e*=@U;Yz~}Oz+C9>>j8q}o
zZ_3|4iorZqXFj|TZ1ywH`3Fb2{~2w4j?`Tzs<pi2FYhcwNFBGJR6>5GUYA+F07P-E
zS;I+e-5L){yR3Hvkvke4cXsri*4+;9vXv%l3`AOqToXS{lyw(8(2guWu+`27Qy?6#
zL876dC5I<oG8vOP-jljlLw0jItfjn)7H`)|{_Wwt|6s}5?=KOlt^<>$K7)lg^39z#
zp{5kpvM|i%8MFCscM~V{QNjJIpu@Fpk=)Jb_-KGSx+LJNrOFryX<)}(lko1sdvETS
zS=VQHOZ^(gWZvS6qMT1XZI#w}=gl#l>5NTd%tA$ZSCe#^nm`AmqkjFcRhN|%W@TFr
zN(Zihf}o+$0sNHyAn1PjG=X58BM2G~UybAs&!1_rzM*^SQ8aQ#s1~@-YOEVt+*&*w
z@QUtSr*{nP(ZtJsjhvM3{l?Pc%<ErDN1{1Bc8wjsaD-_(aW?X%#k2(}5HO^ZuntKS
zbm41#{Qc|SDv*(o)yt(w!j|*&dFm$TZ9y~0t{;3!ED{g8Cjy<Spr_<&nf((b{u@1R
zI$T#&rIudlr(GRSP3e>&d1k9&={%RT$q{t@qhTTV%5b071Cp`oBkqyMZ})&2KVwpL
z@r5+|LYS+w`$>^4Vnk;=Zx&-eS-zUBw_l5kcPwhjxa`@R1|vzOPl6JBN+>0@yWRgT
zxe4ly-v8lU&vv$nRPrrojH2$Az;6CyFVFTwDPpMKj8LghN+EU+FzzARh{K6I(lnkf
zq4)0QVC3CLc}FKm<UvXT=y18l4YrAK@~Ftk)WZb=y9jz0g?nQXgxf{lsV2DMP-*ef
zPjM>GAQiPK7*_>#iwT9(k`<ena?+vl(Dg4<z0x2dxO8;x#*XE5Zw$=`4&_w8Y`{0(
z8yQ(YH9-^y1CgK)dO>C}qsFmyeAOio3<VbLJA+BUrtd#G>xr`-mbPu?(u1ux!EnQy
zud(&ROjk<kdOdcP2W@0VkKD=*B|8~%Pd<&NR2=@;zDh7Wb8bzMMq0nwHE-KTQyp-s
zoOnVo$@6x<*yrISeJXrKaV14N!3il3ZRzTdvv_DG6z=beZQ|k9q8jnLxjW?;;>>4N
zE2muAP87v$ci&2Fs@na$pndyRX&v9w2B?=;PB!58kzmU^&_)C?T<onP7^)g3x_In~
z;G>(-<@`ZcYt>x$0CwoqbH~(;<?)X}Ob^FbFPA_GTWrH7N3btQS_$ExdyJ{R^!=>J
zj|NjDRF<4cMFJkcO19P?5qN~?a_XZ!SL3M91eGF5r<%8|R<_-sF8lOLw4dq0IKw#4
zMyovXT})sOqUjw;25(w(Vd7g&nToT=x3x_EJZlWaD%+7JF(*A^kcmSJ4>meJPuJFV
zYK{++h}zY@Cm5t8ImWSsj^Qv8a80|Y-%ZxQcItTVe=_d&33g7xAmUcBy$RRt^n(e5
z=(AOE2$#ULAV)|OFJ+G+o3o_-*~LN$DlMK!DciJ;B}>qDc1u{v{A>#R<cm3QUc_Wb
zD2TY?z~F0;Qpzv>D*1jo-Ot;!Q(E)d#)%7EI%<H*n+)<iu3RORD1(3miap>YfBVjZ
zoQxo@Om35-I9pKVm7vO(i1{T&;+S?~+$s0(JCw<O><tX*FlZgR!Foqc?EeZG{9uvj
zJsBRWYouog_X;<u!y^<#qsa7ri^czkhWC%YXYg+SWqN$8vHh2(#~)MXC({<+`s2t1
zlz(WKh4o){?&r-A|0AqQ{-UBUKOTpQKBdT(rkw6lcXQdl+WW#DaBYU*na21$`(Wjb
zG%o?n^UV?GZG1S1M2i(xRGPHrwKYU-EJQ1eS=}fpJ8`Bye51=01g7%TFqV0ckSfX~
zie2l8Ghst|?A$6Q5}U!JtCWztV2~p<5w<c>46Yzx-d%d%`rTa!xZO$Q19aAQ0Hmow
zB8xV#$;SOF!xH!yXvkrd-Yf9wXp%Di_Ek^2LBUS)Gs=cz?_p?NP)JqYVlamW-cYYG
z(g2N&kTGb^<fPJ=(|D6;v1MI00z<Yyx4vZmC4#s0&s9NxDn@@%@Q701QbPUO8q+S3
zHJ}Vd3bX<DIkf%@kA1zZMP=*hO6urR<VGRa{FQMU;o&3xQkWO0B=N)xE>q!~>$_sz
z%3MShXZ8_2n>^J`r`yO!lWi1aZ4+Yh7usDaXQd4&lFXijvKm@89lOm3NNUNo0!I<0
z>i3rV(K!(il?IdWg%l~Acnib5Np);=<J(@Rk(;Onf8;t89kOzzxJl%MB`QT^Ap7a+
zwM(w4?J`;Rm$WbJYXS`2AU{F3u=<;w*4x|PyRjZ`_!!pRo)5y(p8f3<$swdLC2JB1
zfqlJsm@Z}R&zzHiqN9!C&6f83NwT*0zFc+DDpvZb`!vU?3X`3jndd*{<Vqs2nO`oS
z_C3;+pLhfBn8Dx0^(Kg%v*CC(w9M>xAxuKW8>??x=3{uSF*aP1Am;ttnZNeJyWe`D
z{y~j6iFFFHE-??X{_8Mst4IzXh=vg+pxcp26y6tlzTD-UlUAnfEH_u2U=2$hbB(AO
zvQ?qP5Jt!88+c8|Ruz}}C=jwxMv#qMW+278G#;ztf4bDMf?r!P6g7;Q^-}8Q?(O6E
zbgk6ni+aFh7I2$PE6MB<pwix(xRzym`eWuOrULTFn%TU`xci#@o5+_AYZ1r!k7?+%
z1o)azFg35RdOr*(Z>bZh)ykS08L8_|8FeLGRXLQ>;D;J<0wD#28B}<q#>lDqnQxFC
zych_sei(z{-*?owF%dX6U^@h8Q_1GxpQaGiW<L`i?7tm0H0<Z*L#TgIMiMVelFV*e
zjiH!A#PEscgb8BgSZ&-NgPRS_Khc%zHrc|JYuo>bN^eg0r!M_If%N|Dv43gU?DxB0
z&WKa}3<k2ZXcT$8g7V;XzZl2H{T70Mz{#32UJF5A%>kiIv_Iub!waY)88N#$d#BS{
zcZ&n-`&eIcX1i3bbI41ZNK9CBnt7v|=W@^2S$y=bj__-nEJmx{l*%op$0tF{lqI}v
z)hh%>)L&hH`Ka+;K;X3BOK<1s{Y_Jf=k`|&5Sb`}r|PKFgIIwyK!LG&_@#z}qXJ*&
zn=87Kx?=rbK6$dXCJA28KYqv;XiB>CkoT6}&a6Qd-Jzb#Ylm;|E|l*KVIC&PGagd2
zUA%yK+0^`A+my?5u_`6qT~e#;^Vd(J0B9wf^9YOsX{fS1@uw&jY96CEAF>h`b&|xy
zuT`du=qkh~zZe|lv^pax5EU??go{<enX#{Bch$JJUC?4Z!#@@o`siSnPf0~jpz`b%
z`xm{XgC8&F_q>yc+x}K7T7$9zVahlfx;FN<Mci#tqnc5~p7N9nD|NOT<goK}Um%a8
z7xP<FhWE$cC>EikNTnzg0}e*g3VRQtwfaK99YVK`FYu?n-jmDVQg=5x=32QT>b6)S
z-fs^$&Il^Ys)LxH^O@4urB^s8BXj2>bZr2-l78t{6mU6$Y}U&&zk(^VRN_|jXLdE)
zSw?&M9<l2mp7TV~o)%-ulzCQQ-EnWQ?0$jrfcFmn4M|o;)3=MFukv7iIgVVX3Jmf`
zzRJVT&#fJza(~i5eC-o%>+i1aK;}x>taZSI<+(|i(e+D^>?^(E*$IBN%8SdDB`yWy
zYdr@)mZJ{b8JAvWm#JNd!Kdf6f||Q91(A8T-IFo_Ukr7Jf>UVf!eITvP<^}z@g)0<
z4)!C-QX4%M=`L}C^!aTpc&tEty{N1L_7J+NU1Cl6HcntE!qmKLicN^=C!6RN9t?y!
z${v9#d{NJ%O?k8$qcItWM`ceElh&-6U>(jlYa;cwNj55w$M0bo>r+&$^v-gAsv(^H
z+LxE_j<qYEk*RG_hDR<jr*1nzcGpFgj*Eufxx%EPBL;8IlhW66XT72&@#K<vc49~}
znJGbMwEV1)VbxO&)=7WY6gGbF%>f4TM7xSbhc$HvrgF1@WQ%}T;sVJuve7xXf?ZvL
z&e?B+i=9;;Z!>?aK+}9iQLjV8FUdb>Ydr=;u{`!gn3<i^uVR^j(nB%&I7BPgse1Na
zb-|G@EFpWq`y^p3l$b0YQNPef&`|S<!#_`7_C(i#v7NYw*p*$sa#GO7^3|WeSXafI
z-&8tMdS$>P-||LRVbK8GO&xWMZ~a3fZz-(w7<eG7xAtt2ilQz0J?u7qN54nLI9B_^
z^XT^-V%)a56ms$gzJ#l=$Sben@`sSwFP>hfFL#Ko`^0|K9m$!W%6jT1b|$I>!ETmE
zdz0qu7#?KizFMA2iBYsh>)hD<CV652btWH1E-pbT?Yi9;(G}_Vk{1RP4ykzbIemNQ
z6CD?vd`JGXMxj(A*8wxDIJPN}nR2QyST<94dabK65ocvTA+}Jf+Y6<<R2)%!;C<XM
z>o%Np^0o3qRAuhfD{0rsg3VON`Wa!36RnwD6s{*_CHZG|hKhU#<<|EA>Upd~+469j
z*3jsyZ|)&s40GcnY$F=i-#EBgsZ1-PA7w61c{tnZ^`A7+@0)q=b2C~{C8}pqPDz7r
zgOlyvafy<-SSCP2x_*AJ<vkOgM#iuCOoubNP=T|4P=J=}IV2pTa~7o|E2VXZ=0HK>
zS3d3_O^T?=DB}w7RYeV~-PFEoPB4--4CE@2zUwI)-@w(Hm;j#A-UCuLQuy(<8r3~&
zY%@>Unuyk*L9i|W-ERrvLRHZbkV+)R?%p9)B4*BW)H6Y+RC>T!0gd-)uV}llWPxl(
zZZnrS6E^jxEtPy-@cPt|#H+pL%_u_Pdz+b4nOcz%7m=ke<ToaG<3}6^2{JQ5TsXy+
zGHpG{p<ZM9tYQxN4yai#?$tv@HMIGXqOfGit#ss8JO4(pB;GS`)ce85=H|oviHoP{
z`x0htt*+`#w%%OMLb*OuW*DRJ%e5y&B+lQT2{{?1X%*_CD<@y{YDV?VU`+tu>J;;^
zYSqHsWr`1@!Hw-eh{c`A4y;D&IViJw)X5cPdzCFD1Aaqhj+deAxrc48<*UxxORAp2
z(B|rR>jq{h?J-zrkb}f-YHQNbClU9x53Ri{ERS(`7Uka|<HRT@Xm`_eDCq*H3ml}0
zPp8}RraMn-nsQ!KbUQ}&BwR(xnBU~uz|HHQsW^h8QotyzOn!8WTOD((9PhWLZ#_5q
z(f3V@*rg(iH=BJ^D)R61bxZ~r-<;-uAe<QUg0!`Iyo#Fs%ERkfQD85Qy|&+EnZvRg
zAO)gsCaCXxZqI|xzz>m6%vqpXpxexz#e_}gX-nZ*u_Qd`JsxKSF|bt^F%OBh=^w#^
z09T+|4aCb%Ad=x)77PC`-*lc7UQ*-9rD!CApzB0^D+~*nwt8k|5AJk4wZCIHXb%uw
zuUcs)9;p4q#BRspSS8csKj-mQHcnLYqtVXw36e}Bk-Hi`&!F43F5h1`nlBwIae|4X
z&5zk}u&xxtwN~G}0^b9M_0`*uS5&4=`mq`)7v!XFPSrA{_>tP85F9&&(`G_%?8O-G
zDCGM<GCppCWNKTjNo%T&@*$3>j|I62!8dQ6hyW2}T>EN~V~g^k09EwEXaS%8&ZC=3
zTjeKUz<E&60rBvplCjf~8YPJmk?Jaa60<AG8r#CV4u&NK)VCnv$9oldT<x8{$uy4y
zZmK^?t`0^TZp@kaDm40`BUwF6kNFv?8*@@m10mbC*uu-?XJA}8HrK0s;*YscoqKi-
zfjx}kZ7(|KZhlQeDAV2``%@iP)q92<)6t`eQ#X&Aot-vWsHmS3vu+b*3L74iIXayn
zjL~1H;DrK?8Ly@67hH4IJf&7N)o&oUsYtl3MJSj2-JmL|lABY6-p!1d{)V+wiv3OM
z-jSqQXqJcm1Z-Q*nFWT*S&xCQ3E?D>?#1-DdPvEUaIIOVkyJbdsxl>h(wa*;vXe(c
z4fpclZN0_0v!ky!zWD7bAlf3Twa7;AXBE`aS@#iDU$uMLC}?uJePsF+-VN{P5$iM1
zGn5i)3FLW)Q;#J$;b9_)XKwOIK6Y=E2kE%mC8wM)C8h9T$`MvgHrD&(uUa{>Z}~;F
z^b*Bh*>im*6*@$nc7_e!d_bLRCFT~#TJb8@{2=JHda2S1XJyP%?g4@|eO4WKH2OT1
z<`m+BRj5yZV~)8}>(m^*u;izu80xiRW$baCNd)}8ch<$uZ2J#ABkvix9~%WK&R~oD
zFFrdJhPcmTZ_l1kafzb0!a8yYN-vX4pDG+^S~R;}06RR}iGk41D`@l7I|NTM?DlF<
zuca|Eq0!V03TGAQJcu|;xj8FaEV6~-a+vkO1pzaMvj&ptCnmj-=N<dp4t`KH$=20s
z2@}~WP&(2yd@mH1Yc-Tl<D4a_c`fR+pEw118P?v_sQ2E)4R1sf!3)k;7O8I{b|Ay(
z%Xz3?TbU6h*?E907%`^}x6r@k7Xh|CKMjl!Mh2Nk;OHkC6i~Z<XNq1t0c|O0%${M`
z`Z1ABW+FRQnSOkx?EDqSXVPU}YMo#yM5^LdB(U}B9Q<3qPg0>~1%+AOqkZeye7gw;
zq7z|<$vTL-j%GEzO(4U;L=C=~DVii|*m%qvJTSG;<?qQ_M~N>y0*|^oZ1w7a{1^I%
z*U3}6De$OtQ){#Nvw7}!T)D9oAFFu9s+mr7-Y~uKRt60C*w^tVeAHfd8+6-#^d>mf
zcB!GTsN_cZ{Tp1f#fQ}=oUUKs&3H?cM+cm1!df)vWCpuRyzG3et7jA3Z3`c6JuPAi
zzE_LQWdC(x6%S%V2H%x_4Qy_%x?BEi?ezhJt2Eomn}AWJK#{a7iF#)9A&!L`@op0O
z(BmrjCM7PVr47>iNhK92&VGv%RZl|RctZ86pc8`dwVNw~ri<~co84c}WA(T?4nN@J
zxXCi>U?zHg_0*jS&rEBXnXrxOLeA&q(wFGcl^a+P?J^hrkK<CHQ+{zIVk$|rHkZ+^
zRYrvGEv6ouTXP3=3`SG8z`g%CBUn=gE_Ij54K^MJzUIKB^hT87%rlpt@=b!<+g=;`
z%i=C`m6p8_LfkxZ<RFr3TS;YuB)VnW>OVK>909qBpMEu}CQcB1&R6z$CI~Vew=V78
zS#fO^hStX;N#S|W6(qP7OdI4HBHLi=O5nE4Ks^wXSaq>Rp42+dogZ|8(4Ux@V%gLV
zTE?G*(*OR9^}3Q4_zZMMbhAJoE<Zhb(t9AMp<{X3K<|+Et5p)4{3^?R3VbXq-nZ^a
z<`=sp4`VLRcjhA(&*Y}g#F><JQ;C{8y8z&!6;^=vX<~L(E8rR^g||<~cOE%HyIDS~
ztX;v#5fI=Q4xu6%I<1;{&%?yZ@Qki|Kmga~Cw;hs&RyysMFW9f>u;j{*qi~lgx)`D
zgpq72ouZ}f9hrWT(vusZbd{^VWZ)~zid|ZL>f7p>iymP~^9SObTK9luX5Wyl`b+yQ
zbQ`p$t1-{L*62lz5RlO0`VjtM{@@3aXex>ANE8?-{JnRp#2*A6<C<w+F!%BwwFkfd
zti&2HPV{1%<M<ne{vx%8Vs$8j6-q_C>bg^1%yan$)LTGE4rF3Ny?E(CHF=+t8Yy^Y
zva+>2BX7IDUW9ZyEh2vwpaLiP`F*1Q%0P)DgR^czvwoS@QZ~me8)B{4$I~P#q`eyw
zUC%mZkB!v~Mt!2d9e{~$I_Q*$6$as~@kUls;3~YVw}aaQhW?>8uY$)+Y+J!m<PDCZ
zO6UqWa4`GvShYzgffpRY_0-_2NQxa=CG8I#v@&I6VSNudFT6j5(N~CaIGwg)_g5N|
zb6nqsrDOG{cDq|9@wKnFh@#@0U@&D%Xm=Y*yy{+e5VtZMC_nGsDN7K{{q~j7ds|L*
zn_?T)<MS=X$BT~l)UU%<<L46mjD=gdSC`opuMm&pQo+}rrBag;VVhS$o{Yz#yu$~h
z<FH`r{n=QE@~|>7wU2EfF_XL3?e4+CLQGk?CSSBIT!!{_CO|8CMM8~_{Ra-0ew^9T
zYRJyy8JB1NSF5Z$A3_gyLND~MBW1uBM54u6A%{<=2E6(t<2WcOaB|*sC&eAUV^d`k
zg)b-R()|%cI?q$yd>eJ7iM=f4*xQ6b0%}XckD^vX^|8)<>G4aRz>mime!M@1sdLBA
z<#^|q4vb;#r36EBG(wZBCct-%y-h~-L|d4&x`W(3(i{x^+$R~4O+&~_R#;~VHC}fv
zy)02ulTTJy;*E~_Ru^3)hK3U3beNO^KTBB_{<rlVz*K+-$0QvQ6ALf&n67nt26*nI
zzsdcQlh<*)YE4rO@Ym1w)@y}epDL%?y!td;8cD;;JWuPvpFG)H*V0|&e0p6>WJByu
zX{}v*D&6(?d*SKr`l)R-#Z8b^mpV}p@_`lvJnE&)lnrj${CQ*7ccL8p?tqe5o8rwT
z2x5#aLA8{V^MWG%690D6rh9J%EFy)>n#<I@)6soX$+)Yg(=n!jz<ocBapL+`b}^f#
zvW%H<d5q3kwC&N0g#)!ahULV2pgZAfy-l>E7#1!*GLEYz`OLv)aG9{SmF<~qkeO`@
zQp$kiz&$rd>t|A)kzic1{|BBK8m^g{<gI>XPdd<l^7OslbJe+*RF4?DuNQg2+QxAE
z5*Kseqx>(AoqRz$ltxKvZLqE^=XOeC%BW*-thxmP&GiL3$BL<%k_dtB7)~ZIE^ukx
z0bh^q!Aataq|jFwNNwo4Z(}?8!~ZAR_aEtAga%V%`&U0DVg2vcs@_|*FPopFQj-${
zw{yk=;txK&*nEJy*|YjU#z5oplKw7(pN`8Oz*s|`LjOL+{6%V+LwR)F{N!8Z5XDIW
zlIQ5pZ&vwbxBB0`c#mAhr@c*wLc8CeA=lx^+5cx9-=|F!Ys-HWfBe#3Wl6|94fG@#
zw)lf<*?lhm;a;94_N`<3^g^~-Np@-WQD3@%XUXvY*an%mrP;Zr49Js4;h8b<NBe<u
z#rJ`OAfFa6KQsqUC-MK=d$ero(HeD&AL$E$ZNVMuuHl`ihpjOqi$4C*uVJ71hr93k
zKF<()$tB73PWwmLPKDB?XBm=ygdcwWu%9n7<7Gjf*i|#m$g*jFw6i8F^>i^r!RCsn
zOlxHQ>b&&k-z8l=y$ueZ-d-=R3qAf~zUY?R`Zy`mxpRN)xxdL}lJ35E3(J#l@9lnk
zYmYT>yrFH`hj)wF`?qKY-FhV{{+4_0!gB@u`+&zCEzGX7-E!gUi7hj?oOR1y+5WCY
z;GIyd_TtO=d<#=$Pi~uaXJ37}(c8kWq6cd9_B0>uE`0QQ<>UFmbI-(i&C?Yqao}I^
z-1c+aOso@l@O?l?lX|3zN&ecmIdM@m@Z8r!hoxl~Oz`uq{MWzY#viwjCEvyM{N^s(
zC{|XqkS+LL7)zbgUdzXxY_g*5i+L^waV)m<nCQPE0C@gD^vw8&>PN+M<!jINmN?G3
zX5iWDZ*hFZ+qkcbU(YJrop)WT^u#>V+%*n1GU+ncnxhZAiCoy*`7T5%q|4%%pr~8%
Wr=9@j7f2fefGrk`$z)`)|2F}AFq!WF

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-7-Text Classification Model.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-7-Text Classification Model.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..e3e6b9f4ab7fa25e11878d62ca406ab8a869b26b
GIT binary patch
literal 40382
zcmbTebzD?Y+b%qSfRZ9Z3XB5EfS{y=z<@~SkWwmL(hVXdqC>aR3=AEjG$JZ#&?z9P
z(ny!YSu>!|^S<9d=Y0Cx?%8{-z4FfMzL&?t$CHrrN^**F5Ij5x1P}a$9FIa|AZLk)
zh=~Z#5)%`jJ9n0Z3`$N$N=n9XftnJ^%m`y)W@KWz#D1OQ5-T?w6BAsRlbe@MP*4!Y
zAu1ulFMeG>kRRI!-nnz<$VkcP$;s*YFEd@{|9}2-{2oGe7T=uEnE;O!f=`7<K!tbQ
z41s}h65`?hKu-VQ;S-!8BqBb0j)W9cs5}qB$0H!XKSMxBc;*bK?FY&sXQ&7-T;`J|
zqDGn!vpPfh17otzvfVEKK%?2S$}V8)5_FD)mX4l*@yb;WI475&&`n_xQ8Af2vU2hY
zib`7AI=Xsy^$pC-EiA39ZERiL+&w(KynTY7gggy>_8b)(7oU)r^x|bQIy(oGo0nfu
z`1(ynWmR=eZQaMF=9bpB_D`RC`}zk4hlan6Oij=H`1xygZhm2HePeTLduMlVA3HBR
z2*Js;z`rLG`(N{-0`tN@bB5pyF?L>f_@3Y*pgKc%nUCm#G?LiFnVOY9@GSIpOjh}a
zb8G^dt2CxAJtVa3f>T%4uv5d$?Eh|JLI1yI_HSbUnb!z}i~tX89sv~u0omDy=iYjv
z*&0Ce0{&w<)3;J9grTtaYp?J<uFD3k%wNa8$gLhjT%xLkcZg?ooRv}U?x^45J}hsn
zYfOVZbX+N$)hU;gjCZ*s`UQb|lpnqLr)Y2BArd9Z%JlWkcI(l?k((c=j}R+C!GAn+
z<?jMDvNy7q?GJnQ1|A_%MllqYcmEjryFGSmv~ygE>MVNDBhN1LGV$@?#CKR4?Bt!<
zy!=mjR+s?yVF|V^^~%N_`B{y}+GfMZ_TZO^l7q((TxEZ312e<OC|l9<uKaBy6S%${
zL0|o_5c+LsEqLo+S-m5BV<hEI!hL9k%cXjbKU)4SQI*0wTx4L_=Z!L!RS!ob`zOBV
z^U1+~NPDPn=N>J?Y#mqn>9e6OmueB<(~3qL#P`BobmSd6Zoiykh(}aK#!30*v5aMo
zKNYx_S?DBI(zySW3nD)U{g?n>W`in~<WQH)THz7(9h=9!{`DG~J^u=cPYV$vlsndc
zq>q+mWSR1>t8ND$j)-p@jyy$)Y8a(-fo8y!Z=Ib$`02^)pNe<hpdyM-o{Kbg4?KF$
z{;7mPQ#F6e)ZR$<<Gj;WlYfq&pluNCn?DpDx0$o2JEQnU+Sst+mQb|g=Zpjdqx!O_
z^GDRDPI%?Hiwrp(X3R?dCc7F!ilG)l6t8c56R^4(uX}r;lai0JGuQaubzx4Jl5O#w
zd4*ndk*vStjqlDGGFnfGQwKOX%CGY{aORKb+}mP$<66NO{7%(MEYX9Dw^p<U@jVAS
zBUu!m{vWyftXHuQFl*dA(xuy<zw7p|mj~0fWrWX0yRbS|z*c&&^9FPN!SpO+nfPR4
z<V=0IVsY%!WB<u&q0j4VilGLx#?AaZI?{vbS<>G{dIfJ`TBqZ>y3w^`y%Duz%cMCS
zX+z9)1^mW6b0dT01t_$YXF+$fFr_e}a6g+3-k*2gId5ing29z<WkX%D&o)QPH&T|7
zrYO;27xaDMktpGjY;0HgaUI(^8|oN-P*98HNcMx{9v*!amEX(jjS}3~0wY)w)i{O-
z?jwI?C|Sa@(?Ypm;Foycyb3x4bgsk>J@{4Bm+&k%m*avDXQ2z{w-VYMLMT!Sd!19Y
zBJJ<9h-V$R8k4%A_);y8)1owBj^8E&OPNsZ?=O7y0cj%uU&xPS0J6`AA8>vTt%yP3
zp0bzKPnZCfKxeYduD+djG<PruDBta|JB4Jt*}UwquOjtfK_ggw!#|aT^ysC>y?2fw
zHjZHZ6OWdqQG6#gFsC($;OHfZoaaY?bmajJ+mgWRDQ#H&E2;s-D*Jn6VbD{{?8?|r
zZ(tiFhZ=*i2#;I@tO1(P=#gzozcYbr9lN`UVNvOK8UYz(gB`A<g}2aAcwaco!uECX
zPbCf1Nc4yD_ERjSfXQkjon}v)$^=`FMyG+c-g$3gHo7p<%Cc=;td9So3v^giTHIf%
zpujflp*owf(u-vedZ=l@tU35HyGt^Gg^(UfEdE@4V_rVpk4v0{7Y>HtJ=+^4vajt0
zeW1a#6xS&k4+tW^Tn<iQsXQwTNC(V}7M}U&Yf=YTC$O23sOz9!hh)5W+n-8iFzj#e
zlzy#&4@^3bH25i@&|CweM0CW)hXMg<v?nbJp36tBSs%w!!IEY>UtBF3oncUCyYy0m
zs7D!fEwdSpMoHl(Mr(HC$wD=F(I^85c=PY#wBfXdpiyvoO_UN+0Uvepgna`pP6$$#
z2XYC6MiD`gvJfaz8PtG7A(}nd2iyy(_efc20303ZtAVGiVx_~BT)gqdNlf#h4fWgh
z;J6Mw-$b^b(=W=!Los)iweK0mX{>y%lNA>atu3JKm0NsYG>O+uVsNkXPiRF|3!mw&
zN(JsLW;xpy8lxEM)F;XpJ&cyJDi&Q2*tJ(v3kr%j&L(2mgevmYzjJdD_rhXhAG?>!
z%H+{%7O=a<-Zi@8TFo|K6XxnnjQ7Hqao#yO&z;O+*n;^QLyxn8z+D~H1uNP7$k<3f
zStG?*>4XQi@gx3T#}KZZFWfxe?K0AlJ!woai3KU&I(RHb7w9ju&yH8nO3iS&8pzqa
zR3g8ii5yQXjz%Y|5xKU&MVZ{tbKEW16$QMd0#+tdiqnRW2fI!xXTYMJIawoFUJ_30
zOlh$Cc(TlMnfQsZi2)>V^b10G4hDJ_Y{mmzy);=K=vg<bRBdz?v#hE?%bZF;FA84B
z&Phoi$Y>r)Rlc368jtb&y~J68)NoR)`Uv_n!8WQa3k7>c2nCz<?;?Yvah+g03Ir9g
z?6294PhxQT4Q?>l0bwsNmXFwtKOHUs_$Gkle>MgPCKE?N6_9|*fe=v|qyF;E%wDoY
zKz+7XEO>ua+HoJw7-|aSUx6YG8A70%y*R2u%EB`VPTT$0J{@>*3EK(w2LxIXU-5V7
zfRIp-e<TS$&cTfk1%{1XUhHK$jl#Ws5-3HQ{8TYu%4a9{3#T{*XL+;HZ01%b6$_*8
zbYA4x4UXiO+VDxu-dFF*+%Whkq*O5Ijo<=`)8<(sUVyFbQ&^p??We>b&>SCE@iAo4
zpQOU}<ldRvBJaW_A7O69OOz&W`>S%(@{etJeS~=aRkoOU9kxV6&sK$Pp~gswg~}Fm
zXKFZ0YkAr&J8Em4cd-`+*Er}q>D_6}Uomvi7c-b9erxq&%gR&q6Zpv1)!$!uP^6j0
zVzm-Gao@p=$tnt|w}jcSkN;J>(MPaokgSp__&9Y?+qPD9theL}y|tZYFNwkLIp-4z
zj@tq)2nHIDet{kM$^JpLz#S<CUVyc($waFBXT`zVHviZ1<3rtPc=P3vS|q*f?FLE)
zO0T6h^K*|O+7n7im9oP7iTfHVRh&p!8shWV{m1cnO%CSY;^TuZOk|;eJg_8!y^J(9
zyMa)F<2j#_6!rnT_2A+R=X6$7#wi{`o+~^jbanb65L>ubL2EcF1TAAp8B}i;;x^_I
zP!Gcp%DC9V(Jx;mBtBj%QTl@L8te~WI429ODNzCBdg~Yx0pXzuEZRkrU){4euTJ>(
z)Dxf2P(y{II#P$80`EhiQ@m-;V7SreWoo3tE%$6uiE?CtF(EpRV{|>6`L%!)sVqmI
zpl1s&ElT=#pz@w3Sj7yPxOo)3rUhLt)JP?R{&GQ?^s{-_*bLL3!IFyU>2cBc^UN|3
zp8+KvS;Z0tF2#CQ6J=ElB55!)%SQGJe%gBjI6C3|e+2A*m@ovM4b=pT@=yE%k&0Uz
zg)<!ZnX#&E_!)ec9%!*fd2(QQ&rV-=@zDu@&@;o|w{qGTNrPEq7arRH91k#vO&~YI
zt$zS2L9VPX@dXrX(myTiI;vhRlEdAK7anR0vq39@5^E!xb3_;rFY`<b?(hBdxFaH=
z%Bj?DE9}8JVa)xcH8rq*fYG&e!RdXtua-cE_rML;?%Y^|v$icy-sz0&vvAcO*bvx1
zkk_z-D|HAc$|v(MD~L0?%Mye>6E0D{_t8^NJh6BQkQi7+?2d9e1JMUHMVSKXh{h2u
z*m=Ga>P1SC07--sl-P<`g3SeMekz5a6=#V7VLkyATEeOll7q=9V!x%W<zL{4Q6533
z94h<4uiihWgo5Xb1SQ6zAO?h2WZb<8<FD%f(3T$SalRQ_&y6(78Nc-^QndgYdt)al
zYF4k}H;v7H*b@q~=(Y0s7u?2l*LB!DP%1ynsZavPkiiaOdF3!!4$)S4mn1r1)Y-al
z$Mc$v4Nnukt`N7>g6-3=GMN(gTzI-fC`^b{(?XLkHq7VEy?8CZF8rkGT}>Za9w=3~
zrqz0;Pnc8=vuM|hoEN(WL4MAmtc<%8kG)0OQ(eATVl9~-BlX+w(d8A!k9i&{nTAYL
z#iadUI?^dmw!f>rAeZBf-lRn-8OVm5+G)7;!m5YX6XsQx`gqDOfKPx1IbkvSzcL!f
zry8e<Tsy`se?g&6OIF?m5M!{(H6WM`a6DAN&<}Q{Qh?+(r_HTyMi%E8wMWvhZqJ?4
z^`6f*8r8<-__sVtDO>&5VNr94G*1oxc1FbhG$O%AB&7}-Cu-wQt0%fh$=D_yd-(cF
z$ayE7Pge`S%xqscT4<+lxEt+!_Z~~%WPfE3;rp+TswRAv4rH>2OP>oTIpnwVpJf`X
z<TNQ5h`5=a>o%)vt6q-DURYh&zU`$*yc@q=+;x68U6pp>tnQf@^PewY1QD7aAfoq@
zkX!T}dTZMh*^U!%X;^}VI=T9yLy7_I!l!PR1)FiNU-Xe*3|$2RKd~><T#uPiaGbq+
z-E3XI<_uH#zD@&y{Hrj9YG;S=&XnhD1*P&W+f+8m%`S%dQVTGaP{g6F+x*mmYOk`U
z1y^|#LZ-X&;v0)RWw%16R(`xWJGQ3BY;i`3I<eo`*7xmAZIx>y+Je(>yS|`9+`C3F
zbqqOp^xcnmtJvhWWUGsBwxUjwAf0Re8b#UFh`fvWGZ$`7-hA^woAG+>)dGx>@e3M8
z@hP3>T?~cqM2{iSbO&VqVqx#i#O^dP9M1Y<NWy6^j=0xqr8c~^*%4*-HOSDdfBv)j
z{EMeIf21C{_gJTM*CpHCVtY`;aG5M6N~vqDu5i(b5ZO%?h+5gqLFSI$>{d^_<yo3~
zXYy6|j>=^QKU2k9(8@-tk-2=Dz*x&4a0$uEKv-1n1p>*8*K7w;v9?L!CAq=Ik?RUy
z-b*b`5LFioHBf3*DeLPBia@RfqB@Xyj7pE*4lNGX_NNql@x55*kVT8JPCCDG_B#QE
z?c98ewBs4wRc@!kLinCk!M^johw<JOV$)^kF=&+R3D5sCJApz7#F~$se@#bOpbv1G
z1*^p>ATK^;Lo2YN;8bj!a>6;F5>(D*&Dk2DSe{~v(|=~7QJiElI#$OJ!(E+hoxEd+
z{;sb3O|FYEz_=-Ob;@B)L`g`Q$(0O9@1x3ip76UH`H2*{X*!27#>r_XD|}cVJ0#bR
zQ>#&*BHt_x-b9xdJPogu3!@UsQdYgO{h*X2W>K#o6K^EV@V0n)c|69`2_28rz61m>
zFjayQv3mEfK7=+yD^46M>|{ycInWB6?B}#b2ZA@Jk`A6JjhzJKuj;Ldy9@+4*C&br
z=){8IyyiAm18YtwolE+tiAEtcoX;uCUV$)qE_Zn6Hu_1vDGgKjbhf18hGU73N~)Z~
zrqHi<u)Vi>FU5YFb@e`5@veQ6mQ68>w3u9$Bz330?0xn}qEO)Uee&Ey^m-So_+<Dx
z<zU14$2BcxUKx(tgo86ZUi*CxUwca_;%$73vhII0$hKvCps!{gzAQOic;Bnk&e&;~
z)ZBuC&e`$)F~k_TiYIB`%@%%RtN6Rwkvuhcm9($rsO?<1MN505WXVTunw2NgW0s-x
zUR#Uny~T_NcIJ1;<W}2+`i1v{kA82K33neuemKFlz)j3<H-h<YU0+a;+K}Z$nEPm$
zW$b&yVA8z(v2+2WU!i42)@$w2hUc1C6x)w<MtAdXY?HMScru|{S1%OFxW^nAS*3r>
z&Cp7rQOhYu8cnQ{4_A7tho&H{J=*E6@~d5A?Q7$$O!?wU@d<CwEPPg|z6>IG@s+?w
zAKxLm$?rEuw)b^wBFy<_Y<rk3%(AI;OSqz+7_WqVn)xQaq-;sc?-S(WFSf*eBdeb$
z)=Nz%l&x>^ZaPQLvU$(XSdkd>aC4gC47{;de^jf~#)#W~aAJH>G}n5{J|VyJZ|6;a
zDt1pSH#E2S9Pu;KyENYgxRwSR>gSIk?Sm6KWy<PXcAJ=E$n`$KCf(G94&|&b`d+W?
zN}Pr-YHN?lt<DN|(b~QF_LAGInjHH4>q~K6ifDluCjUOUBb^biG^n*O2f<~Znepe3
z&bFo*RGR4izT;#-QR|#t{7&^%hBHH_{Cb&u&+iG%zL~mMzKg=E`+C<V&yX|sofo-w
zXjh|w_i?kuaM;_3y&$je)dH~pf(QSpX{>ty^avj?-Mg_$`JWvJco_l=no|!DYp<U;
z6aOj|u+Ag<W88AJJ+A;Jxp{t2|4(ZrxkW|;)*S%)%T`L$GtV?-RPY7RIEX#UwoO=P
zeLms`Iqc9G_W4!i1gX)&Nb*>V^My=;%WsnB&;b~fVJzvH5p{=z@AoRMs8JbHSW6d{
z%BSz%I+DA;ORDEM4co&XJBHNQ!K7C)ok>NcwN}rEZ1(g-OM|s4?7oXx(*(UK#dC;X
z)0q-mOZB;{&H0%(R^)f+fzfyW`Xd@xR84<Lq}Pb+zV7d*Z$+Kas@GHnUA)6u-+LV_
zlD19yTaQ}R!RC#jg>qh<UP~768k6sx*|+<7F3MKnPmAYxJ-F*^bU*AypY~wvHM4rl
z^ABb@5QjdEl))@3pGm`RHNrm!)Kxj}>sCFV+!g$G@F$d7L5$3avgD4%?eL$-Tko14
z_c|fxjB2Z_-?DG-?mb~+n+PAeHtE~WQ}!#;2A>XD&4J%Q)2(=s&83*v?%BIlrYM(Q
z{qL-DY96mdX%ZPLh0pcnFS{&i#{P7kQ=YLm=rtsK6RG2^>|kF^xn3lR*R_3TVryt$
z+h)?MPd!<H*Y_pgb694HBl+C=Tou2x;Bz**POW)0i~+K#PQ$bRLTXXLo4B=+_(A*O
zoqLq8T0D}4eq5N>t+&v;O@a3-YiN_cvfioq$f#(?kR~|K>-zrZZH9MaDQx!dIR(Yy
zZKr0=-4YZ&ce^NAueNvW-u#=f%82H2ftf3J!}Zvv(+JdGR|+Ra{j7RC=|FC~a72#U
zpDKNjhEA&$Usbi@2z0y>^LQwqSb9$J$j#)ZT3SxtLWqu<@|4h9DtC#_$U9$+*d9=i
z`RJ+Y2rf&K-|XPYq}Q31%o{A3t|?LzDBzSYXrN#J_(56T=bBJ?z6KnF^Mip8{Lh&*
z!dcE(>lu=XRDxqIC!DVdEF|E^U|O)g=_SAm;Nj%LTC?X&{;HkvziJ1kZgk@QTkZ77
z(sVlD%(PQS_AJ&u55W0Py_$VEM+!XP6a(lEs~B)D5veRx3pXIFxr~JhctPKPOH~N5
zLtWuA(b%C8GE$6YgbV7#G8b|-_E+~}PCYiDFSO7oE{aR&aHNXft0(4uK0_~TW0bSJ
z!aFLS?W|}@AUf^(`I5T^1jCGV378hUR%;eGd6+vN-eVqonv#`h@IB&tUHf%5-Am>I
zfks1NTXUAxe+Y|HzD0F@_G0P(^oZE0^l_I@AY!!BU#ULV>nf>@u3hb;X)*YGa>=((
zoTjss7GE|vRxMKplkL<ND}RX+jMSz*I?QN^U^|@PGhCf+;L~Oek%BN2KG+Rz;w(-`
z6g}gT-|GBfzqj$NogUF3vsUC>?agvC+H_01Cv8co4opMDQ{V2q<CJG+2&3$*S`sJw
z#8tW6?Isf)mdaRdGo^1YF1@{(co|}<Bic@L-{wua+nP{3Q$oCc_H@pTEF*|OIFqlQ
z#H8{IwBd^%F*;%9_`VPH?8OzGNt-TxuDLWs?L280Qe#>1R{OSVr|Z6UlboCBysCDD
zwL@fzv0I#UoyDb~(1iUVwn^U_o|RmEjJ73#!^~jyuUB!Zs}U`4WB0=I)%+QMJi3LJ
zFXs6u7{T;BD7+y*s)dbAd%@R0OIfRAO|8V9D0+=OzgKxZgm|NP0?$CiFf7-Ia}RGT
zw`o!|eNyQAu-Avl>#qAl7Is$T33Y}avyk$(cFHMQ7~M)oJH0zmB5NY+k2H<<nRE0!
zuf8!Ok50=|t(m)6qP0f(w9nugD<X+M+<a3g#$?h;aiHw_otT2I#3vhjz4s|ONz!a}
zFzpqVSA*dxEp}Y1#j~&k&&O9}t_FG#@5pb^B-l@h^0*&Es@k}fA)<F%U3=@EXDLow
zr{Wja2>#kE&!whB%GuhvhOA!cM+$v)n9_eHp6XV*#%wIDOC}-fG$ct_W0>fB>jPu?
z5%=t7Y2KZ_pMBi4<2H{5iEkA&hEU=cY95Y8K1~3QpW-}^&POaxp{%HMf(YPv(z@k8
z3`)p@|G)GLQuzd)<h0>C0S`VVh9jlU+5(@3b8R!TCbmZw+HprH@$r@|;}?WaWsa2w
zXmvQyMlyRIAVqkRZ;zl<zmp9(A!(vVw<ANtdwZlf%rBK*YxPk*Jlv`u8F^b+D1B`d
z<I!JPNm3fVH<+WAoGQv7uYghzEVBNoS(=Z>++y6qLld78pPHdLU90otw|t&~fkBF$
zb3~g2qT~k0s}3G0B)I!AI_k@M9#S^?Tp#8t-$<J5H9MyZC<D%bc&w7d&J|oInzI6_
z0KsB8*f+R~6YI2Nr38>iID?W9s__re`R5a3kuf}O;N~M`y8A0r#wviIxctnv0^n5$
zlGmqqfLF=5h{4gd9Urmw^%Wkd2C!E-12lV2bU79x{0jpCDRYA7NXtS=a03BC=>=9O
zg<wSv_A}5W7M6s-F((DYKFMfiTZ5XoOM)8KMeJO_eHjo^M0OmN<X<&}7RW-inWPn!
zWqHBO;S^{yiQRo<l<S^mkJLePb|V9@>MyQbhSqf5@7L^6;C`}?;@dnZu+HSRTIBuW
zoITcbL7@Fp0A$f<C)lli@mwkS_ctHu$*3nvJhZh8ZvJ_p-PDRv=yx<hB=rWi@IdR*
z@R<%}nPL$i(_|$}0>-QeI1oy=T-DH_`J43@m5+RSK~%u-t`dL@#m2xaq=3DmVuD2(
zlukr@U<ghCYj*$LiBro)2>>hBK==c!7FQj>qF8MZ7@`PMip+_^@S_z$E4G)5-|Q4=
z44MEN2N0gLvI3`_DLzmZrxz4b0Z>M;##pb$GywP{*pk0M-3h{lUF?r2I8Zu(DDV^G
zfcJx=16e2;7{MuOa`hC6$K<qN5#|5ZPXEE<{$Df{`m`TF2!Am-d>l;kSLeMTJfRyb
z5%2*OWePABKpFsS`G;cR=;ZGU@L(Daphsn-b|vzvlyzp0u7b9!f01o$cFLh4Kx+)4
zb7)lXv%drnM~7?hV*XP92~aMJ=Y#?Hq9<1E)__I8>g-c~2|7i|ff&Kg{}es^&)l&K
zj@>By9xPIMO6fQ#QWm$tV2#19$!p5@zC^O4QE;L2gJym+29|Fw{$?DEp$0ux31GX$
zU8h}RCmfB%D*s~Dm;RRiuN}g9syHU)#e%WeMxy`nJC<)wHt}>Egr_Dopooe9xFAyH
z+~xl(!$JxJ{Mo+@2}TBb!Q^787HchFN61TpJdvyL6Sx+b8#s#spp0k0^85qWfG{BB
zJtf6VLTrnkG(56n|8v_MF*uff7f;QDazn~W;{-+!N@l({P{qC^1k=GG2u7ciy_RX(
zBWJ@ek&h?KbM<k&)tDCDR|7%@sAcpD5A@|evMoRJIuA5swgeWssNxCUnfu4d$?pjg
zPD7Cy8_5Dku2RN?(8pK9yXio<L_iiVvqDpIO$q>D>a9_2o0)>($Cvf&27+$vl))0>
zR`--^PhAfs&J!5ngeXp<130b)+nrs&Hm{N&3$~Q;nH}G|wGsjSh@A*Kh3A0rL1=<`
zF6W@lN8O~P=i{ffn}Z0J8zB^Fd}*mS(yth2|NP!tUq12f+H6tAo=8m>!$#;)Sn0;}
z4$9r1)W$=PQD-9h_w{cSE%r@oG|35Bv|1s*dL=l9(g|UK#}Ja$`L{M}ux6jT?^chJ
z2e+*=7L~GW&Mr6&^gQC+4fdZ-tnaIQK)zM;DVofIxs{lu(sQu65^a@FSt?(`EQ)wW
zEHo|2zZ)@)pgd6a6Z>@3XN|vHu|D+ciu@z1f~~^3uIEQwbF2RL_Y9vs#3P&{d4l(Q
z9HX|M0RJ|;6Y2GPaU>FJnZRb)*BqauXvy9!Wz)PO-8o25>2jY$+^WngsadQcx5#(4
z2_kuSeZb>jcu9h*tR$p&w$x4Xdxu`bTjh(KrI^n4=z3qgdxmRvtzxrJ-6L4ZuWl@@
z8Tl6*qrUBxk1^J-aUQ7N2sW$hb!hgOu(WI-l;*Bs=9jEY#jM;6r72WdIJh#ygJ`9F
zJ!Z3bNg*|hg0H<a41jHW8B+<35wm^2{3-6s6XqxF6t?Gagm2MoroD<c_{j0V;;eAY
z*i6P?#oS8?eIc;((O9-TA$%Z*@j*PY0uVmWKej?jwX{I7QA;?Ms&UE-SL2jDPMG*_
zcnOFIY)pzXJofriO#bwoty0H|CYEoTg$(?+GD7rEZdO{RS+(?w%8KKOSak}|y@Y8w
zkq3Z-lyK_%ANyhBSNJ#y0m2}ESr2|*v->}+2Y6oN5-wgtcsgvH-M_+R5LQ!Qi&hEf
zkwzCs=l?o}=uRm8e+4Ij8A89omt0J7=4U8=%|^+BO7mf%6s0t3#i1m2h3F}Az0wqR
zb~KUQNJ&6tqdeYDbv%XFzseo9_a|;M&;Q{9Vq=SA-Y{eJ+2}E(>uX~)Kp&o{QSR*~
ztwWjYNW*^bz6ieCkC<IhLKZE+K;BaIG30CxY-5e%2dDoOH2CN-`#}gH_w{Ry)27D|
zI{*iD_4Pe1@jr$jZWtm~!=%BF3y*In9Z`At&rYkiYv>J>8y`cc>20egHr6+PFB|^e
z+w&P_p?~84r8y%y&;O$U<-vjC9tqK_;j;Ocu#u$3jrC&)20n13aTXw|N<(0Lwy?bw
zfRJV%QPs#FRL8ADX|^8eZGMd@7zf=q9mO|}=rwMvPGIaPDQ+Wv)*oTJANHRGKLU#-
zIrc5@_Lm`MrwZgS-e7d(2Ek1|{#{lFAvd<q$Q&6We!w|R))0LHMA@KNVkGS_%M*LA
zXne(b3`y_WBe}ms-#Gi`=yp&;B-_5FQ~&kyqlSWyM~g?kLe~B!&4{0%Ea}e$#NHAZ
zWR8$L)mYab_o0JrThGx_|JgS>$B?DF#}I4_Nq<-ndkdge=Hs^W8g$hhM+TL*mXi=0
z!$+oN<gB1<A{ukl9(Cj+{8L&f!6mxB1`Hu@1BzamIr7QqEIo!;a2#wpeop$siI~lP
zd^;$C>nESPr2k;XSFLvgh=WZ;n&HtGun9aD*P;HFdDyz3PK${vu1wwDl}(8%(p8<&
z#ow=yEBWG`=hgV?gD;&zw70k|QGCe;6b(2Y`>UckNeR!y@`{RzOefY-KCesNR}ZMX
zm|{74jqnLfb%}1jTkz)ZY5$OiWd?)Fd(1smZ)8cuICmcKUMqOrP~FeNR#%yJHAr^s
z_2qV<mbs!S2|9&d!E0r&OMY&>u4`jAOxCsd!Zg#Lo?CFhXJ%2fn|=HC<1ZH8N0B+R
zw&f0zsU*Z^z1AEI*$51Aex@94!wfTBlQf-X{W-RER@v*bNBE*S-H$BLUeR^)L%uoc
z4bXhExW&p>cF$Ln4aN_Y)~FY+U7TPGsn!n=i6V%moRW|DQQrI3f66dI)HHJ2Fyp$;
z6NvFS267Zh`CMI9r3w0O<*#g~=-Um$>wcjnrZzCDw?ZZNdD2Q2OPc%!(yxYj_Bk<>
z+BHActzYw1=yBBhT3%HtY=6<O_h5#t@fvb>e5T3gcd*dKL-OVE-wFu|vGm)54)o?$
z1mRlDQEK(|L9HXoVJ|h|*%#ANC*h?^qtkg$R?2h-Zv4>fs8D3*F3;GdqCd1tT1zju
zUJc0qtj*US<j5?$APV7#mu&ONb6X0J*oqBoS!k;b1$@cQ&|lywe!=V-Io=vjKAK(p
zthAWnuK9V_WOru-NhPN{jKJXei~3Oksk^Ch!N-uH(vhIsSSx8fCn_udPk+p&AjK`L
zUIgCL3lLKk&=38s8~^MDi1(JiK#rjJ(lanBRg7bM3o}P**Ae>*h)o?ge^}!Wf;|5r
zlS5nYBbLRkHE(g1a_Pf#b~5#p4KqtI-L@7-;)QoNdY5@NbDocL$}}ebfxrwtm3?pf
zl+5w_rW?yy4e@h10mQUL0mPNw93LTc(`psaw3>&HEgMpr#N77vLMjd=e{f`+!DAwt
z6dtUBg^uG7iHpvtDr@&&z_XL|fF?QrNFT^Mc<b2S;eT#FH3>yAF+$XrY6?<|dfXQ$
z&R?kxd+$?QbM5B~lJNZ@l-E(KvHZ;4iXe~b<lBK3%-Tz57$^E4GabkdnHwYY278T#
z43h-Rs}SF|ifu}56&X7)noB8@k2Ir57ccNiYQ<9biOlZnPzDxLx9so7J-syP|9){;
zoM$QpK|050qg$vCee@%oj-#Lq-Y*H=EmK&NXvIt^?@pntIQ&z7CUiOa47}67-yZT?
zy0rSz?r&BY)to{O9dhHr#!jfgW(JMxYSl4>Ant+J!L?5JjNozh#>mcn!zuqF1{ov4
z-er=^O_qkDZ!jgpM#{A7%W~gX*Nq<2WN@sc`o#aJ?OXB=eUDEWS~e8^yi<Pi+Hh#K
z(yA}z(|3r~cX=YKM_DA_+7IHck40g86Jpg8d3k!s#WFV-e5fPs%vWO4O0IsI1GypR
zaWTXHxGE=UB!D)6q02*nEj=-PPi!k(D!|E$|FW2IHnAq~Zceb`$bOA8F@AlT{YW<<
z9+|Nmpd7KD>cokoioN0dRLRYXw0S#%2Y>BmtnCb(44nEt@jponq?K{m4EU&9Jt+L?
z9xQr>%R=C^#u~cs|B5TDDGaOu5NE+TOIXj92g2d3+3(k)sB^)b2t`g~9wINiU$w8D
zz%;QiIxo#XoQHE)fhA7yUJR+Aa8L0)(`=<{$4n#1HGbh|Zj+xCxPV)CFdsQIJeObS
z!I+j<;J6(|TH{~>YojKDcF61ZxjhSB5bid}W+F=X7`)tpXL`t^`D);y``t79?qkAy
zRu`w8nl|(9FX$TRG-mjF(p2cT?%jnST9eYw6_+5IldqR?B;?s9CaDiS)O?D-C>PlI
z+>5yIrNEYU`&k=Fp8^!t8Lgj;pIBSAtN!-N(9s165Ua+Af>1((`?McLYbR-a$-T~t
zc2Qd{;+fYDDSgb|2+fr`9)ZZrIkMSi9|y$Zl<UF5O4_tNwJ!hlv?2pzZ@Z**3o>n=
zR1FFq#!Wquaq-pUs=+muWO}Ca4s=n2Wj5niy0^^WeU*mF*%yBMU)A^{U(hBkwWnVs
ztM#gXsZvB`kj~jit{9nql?;zK3-h*rsbVMa#`UbgS-%+WNTTgcD4qkVz5gvTb8e&L
zU3Rhl$X7it#at4FtzU(Ck#DbY7co6%?b9C%D6A$?<ft~lZ<CQF$P=u9#B26;g9L#J
zjmyAq3VaT-pdj(+L>xwf{{dJ}r-29q$hENDJd>N4NpiW1?mVmy<MHN-=`-5(Y*b@(
z6~;x0kRNo(yHP|HBFh(UP}(J5jVkS6x}a)fi+Wwda2rZ==&Fw(r(1q^Y3<(YfE2rw
z_pcDDAC#^3P>qO>{$w4_?D^GB>=Ct@PyNcvcj!y2m3o&d?9LWHyrf`1O;3d(G;$~?
zo*&^RmBjec6yI4UXM14PTO!M^PNGUpBzG~P{=DBJb<4f;y^kzxXi5uTLqm3=I9H`N
z=a&s>Z#oU@%h=#AqpqASR8zoz5$V}{j}Qp1mVO6DJKy#pqF>`$)b=}UB~CuXp-Yt+
z&$?A}&sp|vdT{T!Dj5Gtkq~B4phu+nlvZZTmkbNV@6c&9A49xGKUKWi6xXWoV{DS{
z%P#NBylX!*mua5iDjVt=IOJgiV-zgWU0SNBdt;}u+~?o%;TZBR<W}3D4=nV6w7}4&
zT!yAKXQ41A@Fml$W60K!W0{w$${J7T@RqVOx73POcfl6G`XBMGuB7?VjE|<&njAxP
zwhKI;?2|c5t++hqeHAC${gy8ObDm{-cg`@(^T!8{wbCy-VNG=sxmnY0%I0a4mcAja
zzvyRadKSd|N{h^d5|%iHDw-a~ylNL}lU<Gaxb}&`;%)Moc}MP1H0&vyG-_AfgeNL+
z(px*LHYS(ECqNxgeSLByeJp(<yq^pHF`xc@0oL2)fm~69$*APD^}d*?y#kHbu%&tN
zc*`dFE5fHD=MJ#jOTwF=uE2~}3<)Oa4d8`rqEYu`79ggPp(BYXo_;#Bj!MU;dOk_b
z&mL*ig_Dv!EcwCD+(sJNaIIHrW@0cArRdVy&hok*pWo+@xPcyx@^xTzBlFqJrtbt<
ztI>Cn(PBN3-q_^5QwIYJT>!8NB(t50R-F4m4*(AttcyVQ?`;Lvi9PXJ@PT#)scAT8
z9s&RtoO^+*PSKwmSIL=qez%S>5gnFQU?*Iw06HMLT)5$1e8Bagun*j>iKWnxxBuzw
z^~4lYy)ykPLqV6=^c$>T1s5h4xc^wes<sKKu#Aqr)yH^$Wh>Kzy@R3f=SaW`rz>TA
zd9uM11>gRx_(;w?7lT(*vX|zSRiyt0D8T3Eksxmlh}VBeixvc6aT<7I+6gdcO`SV0
z@zBAt`j@eo;Jbt?IFXCZB<qm{**eW&JdjA&XRtZD&qs7#p7H~aBzz@~GRW3RKM~C`
z%?K^H`WHN&3~uqtYnmYbZs#NM^Xt9K{oGp1E}SR`#^=w5bdK)R?dSG%p+`3+Y(@<B
zJoxpWTLj$H6<FU`24+rnlYxC+#3REp+q$o&zb;-2wzsFIE|+4rVtGrl@JMLV7eStq
z5>k`CzCURn`)l&&u#Z32>=E7TQQLHQA4Vkk*0yP0!I^47%G*^K6T3;rXFlBfwlBE1
zEN`xl7TgjhGYL3`1U^n6ex~_(XZm|X*>h&Obe=a3agxK|Ui+lKEINjq=gZ%n`A~H}
zdg#2dP%}!b@Zjyy)4C2jh1FxobIeV~cnu@<^PL^TG4lN`a033B_mT|#_r@31@CWZQ
z@g{ewy=%*FaT}^LPRwS+ELV7vq~=FkC9gNqdD%ZAq$#b;T+q{9dQ*5&?`0Z;`a?eP
zp%R0yR+T7CjB>txUL~KzP4Vmx`xHrt7D{?URWs5i%A}uJ_vqq!8?G-l?W=B8+}zRS
z{Q^ZS41|(ymePGdtn0qD--_Bx-u#SL<xP<{)xd}d+qaLk=?=51wB(x!a;cn8WF$(!
zyd+Nu*I*!mJy<l71hc$St#k}2lRL7z7cZ7fe09lNxJ8vfsUq~Yo$pyTep|lmg!^wv
zOQjDMdj*&2RLjF|R%v`Rk1|^_GS{PCb3KwckT`~zh%{~rmE8$FQ~{?feoFn$nuSqr
zpuN5{r!z&b_8yj=k-+EUIEGk4>!yyzcR%FVWcV=iv$@Sy&4g1Pc%)2!okLJpNH~$d
zGG;RvL;R4Rt3))lA44iDe^c$oAFO>hdT~ke*^^Bm>hcLIKZ}*7SQQ*NRaU>N*3UZX
z<S?TUYw+mVz137MR%df_Dj}GlI%}&;a!oP>_Uy5M;WtHBSBJ)LdlP3uE(RTbD2?oz
zibzZQAxv7lP})=T;I&aL`I4OV#o?8<$9x?;m*!h|h)htY=o6NeP2^6ob=(8cU0ClQ
z{02YdC`8bSfzMHVqm@9xy*RLjtab3fa|t|l=KKnr0WXnB@ySt^@IV7pkWp=m%CdZ+
zGuQ@j&1b-rtbAf6pT0yggLl?MZz#0@j;XF?pvfu)gu-wD8inW*d;!4}F8V$ky86v3
zyi+XmfkMFti8(xLnwY}HFwFS3Q9<&{HGcKMW{ygO#DRUu5O-+mJ~FP2X<rl1I;Tsm
z(MUs}udFwK7KQi(1=-xP&?g}b91zb;Yj>J^<J%*P-qmSW&U#d}c2YK|bQUmpUe<O|
z6vx}jA;{0SFJ1o4#&6iclutp*W{F`q*r!$@#6VNi$9#JF3Ucs!d)?<#eWt^YU<MEa
zPJs+t3Tr&;;zKKKM!B>r-$F3MQX_fEaVqZ^6Q1ZPUzB5Ky5^B-@fp4dQuIW#*K+WC
z<b0<iojV{PkKJlf&g;`O7-grQr&6Sxd_PY@QV>}-B7t>rU*?rgzkL|XN9hiTjb@)~
z`qTJS|5Qz2BECF0<n&j9z;n7D2L6`wr}V*&VspQr($}7**-25{Mli!&*u@&Z1sbrH
z(VHd(q~!^k1cWvLPK<(GK7$dAufT`V$(&laoLDJt%2<Nf@A_DrTp|o^ZwkthV^%(J
zXiYJB&<Oymg=dXM-To(z4fqsQZuclEe5DNw3CXPp@Uy)coouhp_XwTH?VW>0C4QEc
z0%lOiC3Z#wP9xnb`VzKMt~%u{qIb)DDp{G7p<1+3Hs6Zakf7BpTn71HEBr6odlF3W
zq`4v|)*n;~(tOo`!M*UDB+_xqezSl}v~i%iH^`zK*zNfu9|6%4iT#$-8190p`!uaa
zh0LtxrU<2as=Khi#EgHcW>_AqUZs?ncb58{sduq-mxM?C?$J=+)~&Rwhflw;KQUL3
zXqB^jodY3=7G1H4xW$wa`iR^SZTs4`+Ou!LAf>dcLVZB5M@~(w4}=`?4D1;5wlSFH
z)|UlTPiv~gf!$$kZdtbqZxj73wHHYQdzxX>7&L1<RJvv2@BtkpT`sU7r)HNs<W{t-
zb|$h(&yP3jliM>%`Cr$}SSrlIHR<?%4f>M_-6GfB(5zbX`)oXJ))lu@v|)BccrVbz
zUZ^CVx5I6Szm>N)VYGg=NCcW=u5~e?)8Y5Wn6cf@L(TVXExcIyp4~QQnn|4<sbhe?
zeOUNYnKI#hC+B-JC|*<^hM;!Vpsh(l-H11Af^LjA2q|c{t+RKRDQbF~rq9b?rhoH!
zj@`0{vC>Vc!m_hbCR>xqbDX?zVjgbScLJ;NlDs`~89aR>@zF|gtmXxfDCDB<Bc7@D
zM?9H^^SqxesQl(hChI*#N-_~*d{S{D8RvIN{H$827OQ+V_uZSFyhTvw_ZTE+24B(z
zx$jy<%B_|BKoyf-GlbAv<$CJ5qWEHhI|zQ^DFf338?^ghX*xJl<0N?$8$|sZi2ydW
z(cci`UjrNGJ)IEyBY%&VxVXuwxB-$zC)p>tH|7GM<H}3$6$u*~PF|5wvttO|g<0`~
z;60M1dY>Od7af6;xG;NE8};Mb8)gI}bvH}+%v=3q$mNEMdDNc!sD+>D*X%5lt<Eu$
zH^&*3h57#w%?1kGaRI*ewQF0MRHK=Fy|B6urThRKV0mlr(Ai2Zx!@(wVq4I*UQ!~U
zS219(GFW^!k1X#gaUYFPLe9-WJ{cz4^Oxuef{oJ9<ic(1hSKXz;=V8CrBsC)g0s49
ze3lFnmIq#hOeKy@y_W7!FItGP-X?eDqJvCwrP2y@elO^K<VZMpv&pO8aPdeL(frk&
z*-^E(`=_UO6i_3qvHdJ<GKYC2Ha7lF;!iBTKNSzWYt`BvSL?R;#(t>ttkjW?d~4sH
zz<gDB_~2}!?C(fOQFaUM^u*F4`reuOY5<!?T#U%hE`JxSQK6jT`TZj0=bVfq3Ct|)
z@{!J$U0xO1t$XKK19Ny7Yg(@rWQ2KB{vk#rkk3(#{dh~d<1RUzkug}Os>h*NH<Q6r
zTT0wiM{2u%U!?y!PnC+?<%bSG21|YiGm?s8jz${o^VJ4jqz|p<X#49Y)!c+<qeKpU
zbt59{X^zU=^PVvq;HCXowG)0X!$?i3sBomC*K`b77qgvMiTVX!eBgW2&0w&MCBpo=
z`STp(4^mpey4i1^7t^k_NAjn1&UEV%M}j;){Kl<*e*@!t=T^io=n`^&Jg>m)j7pgs
zUM`fmvX<j7FltlnNp(Y?N&)scr}ynWA;W~HJp5DIsSM}NP?jK?_R~|-St3+=@)DmY
z<UwW|2Mcz27;^g^sPuVq;`bgoc`xgksz%&zzFDVIL~xFy#-!FvI#$-KW2W+{3A9dP
zq&_M^5t4z?vr<L0b?|J{ikda69Rzq4Jkob2-1;6;`BMM-liJTN+Ro#choJ*0bc_q~
znN=8PGuFaMdKg2|wr9`Se3)0v!!XM=m~)G{*ISy^)c3QO;G+AeH#z?8MRbQwh|iG`
z5e_kG2*z*9X0zN{3@=f|XNCFNy0z={!j|2^$%EI5jy%P)=+C^WmR|V1l;s^Rrdl^%
z$jy9$DXCMVWvBgEwej?G@FGRUBP%4j>(lOK=a0@Ombto2$~8!+PZ|9f7d_uH>u-LK
z-d8~mFK6wmCXiG$-=UgMqbXMgmgRMNN1I|{H(8_3lLXABzbB#1Hm|$!%)csw)I^Xf
zCVIt%vbP$M$5873A-aP&^b&PYv5S<1)Uq)#EVO})HZOhGSMk+=`*)4|hU|an6UNoc
zD&5absZt12)IBl@z4T*ke+ZU6y0F8zf;mj^Ca<ONWS|p0BzHHkPkL_JAm7*z(t_()
zA7u1K1})qjcqD6+^ZAn3k3>`ca=DyTor?%Y!w!$c9bHe_hqGrb>4`Usd`jQs&L=6A
zolRegN}%$Tl&t)``}$~m|MNM^K9+I8Xnv*PF63`TH|A;y@}CN5{`wFN{=55ne8Q1D
zZwC!kB^TzQ8|=1D2&J;=(E`1XgE2)^+YzWG2|i<@=N5#CG4@P+ATV!wEB02;K&bSH
zZW&RD&Gxf9&+wYAg`2)EeQRM)^F_wS#??oADqK0b5p#D<CAX=m+R>pfya{%xRbc#;
zIHGKHzE0b@EoWSz*}+>!?-wGCK+F$zuX2!pTY4rz@<5Y}>aM}M!`i#>wo-MrYNZkj
zx1DkR>iViz=_3qy`eCKFd>_+fm0thNV4VjWKZ<w1J=a;*H^0|cK!`iq5(vWQxGXbp
zln(3FVGRZ}3h#n!cYgwtF}b3~XW&qQV;V)OM{ib(t`>FdfQTXPq!AxBiGbh%$o*A0
z1CWou;U(ZdDtJL5OMS|CgD-kLXc$Bn729puMsE9PKk7ws8P?j|RnhE4DiC%6q%G(K
zCBvTjl2MkubRqpU%}#EQ_KW0Nu^L+s+gCFfh1U-r473`zJ72*-yWdAvpv!I(W(y+0
zDHy00*51L|DY%pfVuN^XnGz+gX_cV31|FjPm=l{JhvqMYhRgUc0T3E4!|uONnuS15
z6b`VAR7?SE2W%4_2zDtz?Gt^YjC+ZT^W!=Lxq8?F00UKElOi~+Pm(aOc^4;b;lMrm
zzxETw7P}w0JQmLe>83dCM1xgK#eMyQ@$Dd#K~sR=?Gv>q3-NK5VzPK0w?^{wmBO$n
zvlviNuERaA9L6Bu7p(DPhgoJ}GgrLI+(w%&3Tk{x8s_))C>q&LA6W^74!*pQ%N{OF
zR7V?O7?gP^D?(<*%;^TZAJcBI`(A&fq~S2_<2dW`$6Ohz-)gJd8J^xnU8VPLn@u!Z
ztBaJrYRxMQ@@u(1F1;Yj$FvjvaC}DL&z%PqRUN-LVP)&Zzt1HNxErP!SiB!$3l~NP
z2prnI9*t=yUVxJjt8wytRGXEUF1c#A%UW0Q>(}s4`4ZjW)>rZ*ZN4_H%-!_xf@t-@
zy0?$D`xrB(7`9r@J}khDS7ljpShKJ=(bUB(>Vm|0<aM!l#Ai%4LspOo01gXe`y+e#
z5dN)osw%Lhu*_Qa*5Nj#Dk^DlGU{|r=T@=(I2pp)FJ4gl9+>#!-L*Yk`>%aob}iL(
zv7_zV)g+SUMl%>s+bk~vg5IFOr}X%@oRte7R9SBvLoV2Q8jPpB8yURwIwH_2`a$`2
zDQa%)M)33M%NFaBTB&BJ@nMqXOZNM^lwl<+dEGh6I#v&)WAut{U^w2$`sH-$emsUW
zU9%z{E#?sBl5}Auqn{lTAJWh93RP&ZsCaXg_K5zQ$B~XwTZ@k%t#cEcw;cs-?OErF
z*SOg@?R8_h#DG-Uf6scc+7Ef=-sPI=;Fbpq-JgUq5-Raam-8YAghHQ*^O#(<U$%Ju
z{6kC@11!>p?X59&bM+hBZUtSf7r#bp2seww%ARc=-fmSkq-Xgxtus<s@SfwH4Nr`*
zzEuky-~C-l?~;_S5!=z){uNxmqA3qp%fneNBR)rw+ql@&aXT47j3a+(b?bI(5KE`W
zyIG56$E=dXU^>r!*igUMuz;W`a6CV^dnS<g6AWqmOo|8s@u7$>&I-NcEN@~c=gM-^
zd!}cGGmbJ@e1Pe~Tj#rj`*}~MV%U#5Uz%%Bh)3(~4d#WJ)fm=a%p&cuA$5p>y6qGZ
zwCpoHBOEgh-EX}1t1Fk29VEqa81`*huzpt4+CBS$29p|iXcxUY@ML|_Q>@;wvVz|!
z=G6zutzolNkKE?S8y^<r8jDuF9n`0<RWSKlMg+4@GVS+neAvusb<)$i892kRMLO!u
zUKP#!nstRsq7X)7yRpcqVP_|Lp@WGwRyxSVS1$`n{z*f<Cfjs*G%!l(7U7QQcP$06
z#t`&V$*Xq<vb*x}-?&ZCrtyE{uC!C^oxVh)Pkp((#Us-!us6Cj=SN}O3Vel`Dj-&I
zI)Y_^bD3p;{fylGf=!_)%wnIH3+2+X>EMHMb6IY?dZ*G!GBS#ID0x4@7L=^5w{ogz
zjQ44;`;+T;N^8#S>snS8DmzYx!FAs&N5;;uThR<WA&t(2_z{w!zS8HjyRo}v7t+by
zco-8T|5I5J*uL02B&<^g4!*)$F43L}Y#^z!@PL3(M79B;O?Dc=cst?0T150e<h7#m
z-4x(_wczrEKn6fg2ZV<xxg)Scu2Wr&Q`lr==G*)Iev2<!&g0?QqWtk1HJ~mOMcr^_
za}Mt4Gj+su&+aD6d7BDR2h+L>*BQr{hud=#zCY=lPNG?N8^69AVNa?oSy0r%7^%Mw
zIpiuSi+bekE1Y0oW~=!rd|B>O%ftM!P|da>FAmJ*<&k$jyWVA9D;upIP76amIf)O|
zw$jul+EDv+Y=IM%ccx5Q^_XQZi!fw^B#_?R4jN}08*nfoMmatGX`nG4h9K8f)s*(8
zzna}_{qN`R*p49~QCCw4M@Vl}z4$n@>$;en-%@QNoNd)z+ombDrmPYkcj2Z$0&`um
z`-L!R+7}fX@RrK~rsPVmefr(v`(7p2nxD6^tuf`&aT?P_-4Pj%1!vpP*mKYSggV5%
zK=zJUKe~{;9VA3)D+J+E#<-Ls?*k__^Cb=NWP+nl4g$x#fPcD#*PmQ=m}QfC@!7`F
zYGx99wM8LU&ATcIj__m1`+|9AXz1Am_3}*U^nNT*JGB3m0Kyl7#VN75jv$fbZ~sz+
zJeU5HNrqES*rTUFZDG~niARLV$(F2uRA`#-GYWLV=_`<m$yn52H_G<h%$^1<ElOoW
z3K2T^q74)XV_PQ{#HRP542VDkO1``A7Rtv>u#LG5fToOumg%__MIu{57=Cs@WF-oJ
zld-@9E;kUD#0F~OKxAx!3j_lW6G1dtyxN!#=dCl%ua10=RH33?(9lK|29wbE1>_;6
z$h@-SAI+5_Mi_E2Z;?zn3VDYK__=71j2a*!SpoDZ30#l_j#o@T#ycjlaO3r8aK@XK
zj2%LCS;!^&N$1G^ij#Cysej9L3S|eJtUSn-furL!|7zq@Jb77JiZUvzfJ<bbF*Ykc
z2uy&FTrcJK5zT`E?{~+LDgFN8{1thyoOhGM{%U<yOA-OK!Xz~psAk-&>C!d_ZWkL@
zorL!3Ts@-Knzdy-p*>RQd}&Y}pCx^BP}WK2y1bKjUayY^G1ZzHebUsgLS1%Us_^sK
zQ7`nu9-T*WG}Gv5e74UB66n-zsGcr6h$}G!Zs*}yz2^sH$B@`3jawi)qr)znvWzdm
zkBxe6*-+zk_vV)fxhX2MK+<v&Jdx%5Hy4fs*BqP4-Iq3VUz%7pd#o}+BovqThDr|}
zCMq1@-TWwJqj6J0;2z~<gI4pt@z}bT38@kPw91{*+p~wI34(e;qjNM8!$s~w>=|wM
zDTL^+G$c-wx81rY&04d`k-U?lT=S0gKypJ<E@XwR32I6r!d!k2Hq9x?wp-Z4Q|Zf)
z7kP86CJ-9DMYDLHaI-^3Wi>qd{^%!yz2-s$#s<D2yI9D&!mm5LW(>PGa6mp&L03(k
z@uuVF*I3a@1>#2u0|%CCakj$SjE|FC7M=yk^VXhu<1sUgikj)DN@8iS6RO91JpX4C
z_I*kHovTr3Qy8g)S?e~RZQL~PpQjr;?M#&2NcEkVFh64Cy6`X0y!Yu>)t@H*HoMY1
z67n_3yIM`V*h{2UJ&R_hXVkc>kf+c=IQ)-%$0x@UzY>ou!95)a<c<_UHO)FjN?VkD
z7iRd#P17@fn)Al@4VK!~ybt3%-3JPeLNz}PWvECDejr37UfYdy@ZZ=XO-})*IT4i>
z!rrWt#Ua>(b(!5DtkV7DV}KuLtU`HsIexzS<Bo)Iv+-OVZKVidHd9d<CUdJ^3{BTJ
zr7s@z)#KB3cm|poqG@+s_^fj<B`Savb8*2!W?LkZq7q*CoF7Q|{20#IV@Q#$A3qQ+
zQaM@}C^%ska)sv#@2J*|d(_O=rHMQ}+wy#7rincfz70N?A(8UT8yYFfrmjEk_)iKl
z(HBFD6cv@)I0$X^pN`k_?drBy2e>`u18`Pev2(!`)Q|9T-$x}%U5UqYK&wz}o^lfb
z_P<a#2~~sO=4liYiz*sG!2d6THH}ZKU{2X9C+-3^5OjjSfYfk^j)c+?`3?1&cXbb5
zy$=~aB(nYKbf4bB>mAcXJiB8oJG%#wYzKcVeAKJ4b-y8Nz%32G?~mZmZ2jTq=E$)}
zO?!GeQ!wfe(`m3}MQUkr6|<U<qfG}9w!J}agJ0#j>QfC|O>%TM>1bp2hAz!~*(0{?
z+VvQ}A8}yi5WM4Wr_0iIBN?RQ%-`C?<YdN$tjR~NaJy43MNt~G<=ZM@etwT*;v#x%
zdiKaYd-YFq^*x@|RK|ueJ{iHt_c{6_komz12SHzQ$v&;xsw#!qnvfAi$j=&~&j%n#
z9cu%ORO9>m8ivE))<VNlni|dDl)n+K!^|vIR})7S`H*}}YE9={-5lKT%8;#yQhV8K
z>8s1$tgbr2H(fMQuei3|p>X5JyhXOUYvTb|^|Q*3`^_*)aV4R&i+{uoMeeFC{l*I<
zmtyXE{uXI7)j<45^+UXZRFL4}HI@K94(I9L%r=RLk^QJp?*CKQcLzfK#*bfSk&!6L
z%E(Hxvq^UL?1-{Q%HAs?E+e~Sb4GTy?3v15WoBe1gv|7N-gifRzTfZfk8_;&z2DFC
zy!QSBEA4$8%iv%RvbO4rRj2hlwp%7XABt9{Ton?HxATmogMaU?%v%;`8sZZvxcIR@
z>gpFa)v2vnzEcB>`-xQD(T{WV1r{xoKUi<O?=*EL8{yzQTt!UxiN7k6N>zr0$*IZY
zBqH8AF=0(=jKz}Zk<gbvi?UdNf7x0RU;=~<en9BKPC6zuLy`f)ljGE8Aj5##g2_ds
zM>Sr6K7x8CpfVtVC`m=XKr%!d+IW)3g?<6IN=5ww$v4#NIvcnqwNHkLdt-~AS&mLx
zL+h<Scpw&4k>C^*UEK8k14DbWLp4i)b$VVc9h0E3s`UteEzEFLt59M%p*ziK=SsUW
z>&y#{;nRz>Z_f=Q&l2gTk_kg%Kdw~fc9h4UUw~H9d+X*tP=a9ZOW`}0xZIjZ6z~Uj
zi()1PJ4pOW&g_v`;^sDdUsr9QfL}@I+FHS|r_~KA!9^QhrFDyEPD)c1RyAS;1&tc-
zW(}z6KoHtS#jBFReqINp=U};|w77a$wJ+&%M}K+eQ@(jU$#;eXD4?#SWg3Or{Zc>Q
zmv6UAbiSdA3(2zHaEAwm3bOtFa*_W=Jcsu)=1=)<rhi~`+cq!bIPP7bM84mv1r|xx
z==M9`3vzT%qFaUiMMdrtFSp>k2y5qY;q2NdzcMTBdpK?17b{diq$)R1{#xR#wSc{W
z{(`t>INJyH35NR#79VT)>!w<LL)drd-<K-QE8<^Kqn=$tyq*yZG+UQIWF)`m(dRv5
z``PylO~VbFB^t(NI9`C=z><e{d1hgiMTnifru7kRzn2u1T%MkkOJri|D@R1VQ$lg|
zW6zi3unjFAp7p3t@&{U0bKTWP*GwcL;Cl^iHD(KeqP9-ROK`T(NM7R8J$UtbeTUrX
zZr&4RNdkmCheA(HB;Y=I)4y2^!b}FYcCY(UyFX9V&@5LmB_L{vO}1a3nyKq~&L7jy
zbuEgFVb4^zdj>y?V|YWaM)zqM5t*-qa=&eX+0mg*fc{<N)z>xDn(!M~h+DqwMf{^3
zjdKS&wmAu`)nbIW&EakoDxP0!Sy+a1KRPmHM?X<_S~B=q<b7^{K&(SFg3&D8>SYEc
zGXL^pN2jRIP6kSJrMikKPP+Vb`-A%<N^}!+ir<^R+Z$KXKvjMDbC9kMp)PDigE*#X
zI9XWxb{x=?w66SzyK6!9a5q4sjb3a8F%b<i$B21*_3^G>`c@Vk?~LO*?u=ad8W9{<
z&-bpbJiJ>;p&;C)liv1YqN$x2Ncb6C<>8Kezm4pcqkEZ8XhhcGILpyMLTEwq7?#*o
z`(QJiJHofW`XC~>GTX4BA2^548W@#F2fCAeC06mY6_25?N%|$f(skYEWsk?4Qv}5d
zJUoM@Zsh5YhciB<Wz+sgm#r5!G<=&ay>4<|_Klo>6|fF^lB`PRJHeut6p3Yhi8+!s
zo*@RBbp$Fk;QSxP4e~E*H-Ams92m{mzz=b@WjN@3yFSsL`5N23<P$l`Lt8%F@Yj*U
z{_YYB6!R`A6#OE;HP%!r*Ubhd?#^~gIfxqo?bya;w!Kn^_FUbFGY#I%;OGnS?g1=Q
zoF|E^vjw;}lb&sEWiWyCkGvkn-H<{h3!2eghV4`*G7jcO3ARi4m%TZ1*Ly<p54Dlr
z6@$XCHYSA1B}!*JzmhT@_l{{<_jVck<eR$zkH1!bpNVQ)GfiQR6C5>>I=n~hd89q8
zH-X#^y{P`X)8sA;|K|HHtP-JzzKUv&2CJ2b*^~}lAIby9Gn}i#j^am@q&M5eR?;tt
zSrVeyCZr6`V0hXCh|xhG04@U4m^n5i02@OkC7k6*-l%vw$+#YS^onl3^Sp!S+n*9@
z9BG;K{n#JNd_#T-%ZA`36~ON`<-u>$-v}<P%4uxs5o#<j3aU~5e$KjP9*HgGoHzce
zHhVcFy3BWWXq=LPg_Ek(;|1H-bD=Jjzp~UnxUIF@e(kzW*jDV>!=wCCGt}u1jB0Uf
zrPMcj?B2^yJ`VVwCuFTHK+_=MJd>>H1UE`*6WYO3t-J9vbkEAN>-&HFFx5u}7xuoo
z#L+IaQz$qs7vaQtvFTTW%=doeLV}NSa{2dy$L9s$OiVlMMD*o;=MI9a7F~#0FD)eV
zSG?=<GD5ob505InWC$IbxMl*9M`y4bCi!2_6kU><EnsqUZE=YgJZ~tR|D$hJ@5K$K
z=#@5)raRlP2<a|<+nHO6?FjF9JU`Kc_M?mMXes*U`e%427P~Gp<a9b~kILu_9<hC1
z7QQy@p&h$b)7tlPrsBrWLT~pXm3EImu>CjOIMxSG<w<g|uRbwYIK)j;m|i>m<@302
z$9vp)+E5Uq%T$w`he~#ksW@w@DqE9Vi~E|?asXgdXYMZK77+A^DO=qM0W=IJJ+U{A
zg$j75MCa!}!PF)}Vk-un7(-70Jgbm^gsB71=CLOb{eEJ^Wnv*P<{bems@oMt(m_pB
z(BGAzSvu?G>ja#!-ph({YT$l;(rU_(6E<=1{E4^=2UcncKl<jGZ7?otr2SFZP?OdV
zUm)$WM)<NfNc;OWhOhp<1yB<w8=u{ZHH+hXM((nE_STyQMUQG4>kKGNo3!-i>%f~%
z4??L+nQJOp(WEizlIcyoL|6#8u`z*2Uw=Y3saZIi7)4OI$ugU{e7nLSd*aUCp2^|z
zE8~u93j9x(k?8_~7q(3|4Mm?3HV=8tBRG;Z9xjDy5U^(EmgoYXMOG6bid!l}+;ZLo
zWJ;yLmog4AmhM&E3#T@mJ?Q((Iw2!?GFe!YZ5FA){9J}y`?R8I!}4gd6-qhAWk5m}
zH!$}Qu<YE8tb4A%2YlH<@(M}7bXBd$jGOK`CEhO+vssruvq?NB`1M;=;!C`j??-`-
zZ-&m(VdwbQo@(k9e=Lrj?XWnjc$BKi7v8pdCH9El`bQ?|s4=OWN^aNvMIVlSQQp}<
zF!DbzYh@-M5I{5KWKo`)z{@*iA2J)N_4XOz2wC0gdrU7eDJydn>)BEh6!HLkfr7|T
zNoz`Y&)5t<>-#o2xl4^)M6Fn%^|{ZV$Gez*oYD4lC$;|}Nzub~7`NFev1l|nqMp5C
zc(JNhKA)x7Cc62WJT_ei#d|lz4=$oZ_`tT!Oy6gN(U%Dh4eSE?0TInl&U*osG}2e$
z53D%G_x(tw>%vwM%Wgoy(&V-3-ZEvXZ`T)WzP<V+`2ukYP*vkxXsAUFAGT;uljtFQ
zqw<mQk$HtU#~)ay;E+#9$03moBa~!wXbV#A;-t6vOE!!o)(gswJ^Ye<r{J)*{(81u
zmyVVM+r$)Wn=~ux2e@S^A~@LC;WpCKkK)~N!!zC(>WdZqitS7gas8T}EJsr_Wc#=U
zTW8lc^PZk;$+Cb>@p$866|?`@(4(srd`6d>a@@|;%3P;do#qs#?aqiq5cGZve6bPV
zN_U<&$MRu*!iNiDgvAdd|G>Nn7R4#7gLay4b<0iIXDj~dkN)04m&FmeF6g(-sVQ|d
zO3PSR;(be6NIp^(XM15u=MdM5E1;eMC?v^C3qh;6tvv6sUR@4dm!QHmQBncw{9eBA
zXJLuC@+ITiRO?|Xxei;n?X6`I%Y<fTqASZT1+K&O9KA(_CKcsFoZk{;o8KfWq$*$L
z)39KnUza0ahDy~ink)2v90E8lZ9~<_Vv^@TcM4SET-GU6lEkq(dr~3@vNW*kgvDbf
zf!U*IcH5g=UCLO;ec9$#X^*Dv9jE{d{^FSVKwg$+^pnY9#_^brbx<S(dI5hAn%AIw
zgQ1vKUH@6>NnIqj3@5~vfO82`Zi|stDD@r1w<ZzzaCy_no$LX|HPu`ba51Pl!U2B8
z+%74ga6@@~H1C(JAU!*?2g!M*<C{#QVVzLMx=^9-y^X9V({FV(2N}ZeSbWgI?Ks3Q
zc<|ZFc-=h1j{dp2+jye6C4y_-I?A-d)q4X{%eTbXovIO@QetJDOm}#~v+ejdpBi2C
zQk6iYm$-8t#?|Nr|LnGZM_W$zOr*p<Hnt}<g0^}mTg#r?QazmaNut)PLYMsSPT9_O
z>EVOsU|SxZeZa&xg-q2Ymijs{Y+xs!^ONKK5xbYnuqb!FRQ8fF-(|sfHPMN)+5BqC
z@6K~ZnD=;5yQEU@n>tgpdfnU*n?i`P(WbdlDzv;6=nH&!>iyyJvsQ_a4L5#`?olrB
zBbo7266_=%Ls>`@=KMz<++t$;8sWs;Mk0&8m%VgzZ7POUADecHK9QGyZAZ5=q&my>
z{D`6d(8SryyhP@)En8>?+sCi7LS0thr}%?^CD2L!v~QXZ^&>J_-0xo&ra&Hsyj2Pg
zi0P2NJ>sBfr}t)`pcyHHZ~mCTA=1HfFyaa^Jg1Z6gO6j1_48#Ia;3{bF%wxbL}ed7
z9o~ZEylUlmciAS@WHe&4i$_+k_njTNX+lfMMsh%|HCFrZHd8grDLId_*Pr9QKenj!
zAgT1Q5g0VtDL&I!L{Ph1UeqxYA3}EJVf3D%x@MvUZMoCZ2j4Ti3I6ZIrufQ<^4n+n
zFCkWW7)mIYA~ohqZDPN~Bn|a0g5;;{;Tp@M#eH2~6raEI?3)qNWtv}(mdpP4V&<}y
zhwj~Wa`j|;IWJU}5ezVQ9-tXB=mF$ad&<}8J5(+@zzj;u1_@+<_cImJqW!4)^70s2
z%^vulUQxTN2VWYVne0CO^(omc*>{pX<#*Fx{;>G62-ivR<XlZovc(<zvUxT9M*g1A
z+;3~-LO`uxjzL}5{Idt5KOBB4V3i8a>N}}jG-pl;I26jh$Jvz}@&IRL$21%lM<?u8
zl11*=YtI$S!YdL@3_s{%;pu+Wud>}9%l6Zxs0?s&(ga;f3ucoDE)WI9;y*Mi`|~*;
zU+3cdJ{>+ki)W<`v*I3LsT2R%Jfc?aY4e^j8UJA8{kxbW3UiQ8dXq5-Cx}Tagp?sY
z6j!|w=FN`S^^{k#d2Kded;1~_Z#x6!i$Ab3k>MnAyi9>##iNZcq{!sRO-={jxVWU&
znfX~cr!7ax0(<f{(j@7{MfLC2-^lT@_(Azut;8Ec{)wY7Ge^5dY^LHMlkmiZ@PVfK
z%f;2<^8?bwK{LEDvGi&mydCw+2=MK>RsKhVM64JM4Rj<GRZk8vhJPxGArH@!K+5zu
zlsN;LG=K>K1{4SQ4iclewA2Z))h%^SzU<v+P4{oj-y9qcv`Ee>d<9i4gZvvHrGZLx
z>{G(@HbG{fb!13SzJaPNhnO35TZpBB|Nd=(g8Bfe?}qLKoK2WM1Rz#>%p6hgWoR7=
zL}l$I@vTMrM#H!Kyu6pT-X9Ds>w#4R$1lXa*d5Vo6e^Z23~D4>2RQ<Evu8EG{(%uc
zs$^WPWXhEIzMnGuu4eD!FaPSuS_QL53ZGx#tB*0ItY=2qUX|c|zTOkK-4L8Gm@ag;
zdV;?-^TjJrl*ds$Bw;b3GWqe-z&7iTt44d~vb<Y`BVWZ5FC3kApKXk@3ULtLYL`&l
zmT0bF7uSj6epcsVpF&d0={l`?x*%!w<43z$N4$r@-NFQW{$nXLKpq=`q{1}Bf$;2a
zX*v@l%2CjoX%D0=p+63OH|P^sZfyZdgrqF8pTB;kb5rBSr|)+76bt*6?L|aZ{V{&3
z9v_>2wofhGYtP7P%3IX<Y*6&$+jFa5vjy&iUN_e-K5Gf{)hAxKdHDm#O|G{|Vy&(>
z@$8i1bM~R#?VMh9*yhYs$j@{P+^oj=E#pBeJMo3G-NBn<cJ2Jw(goqU=c)JjhNbZY
zndayUyy>P3ZmnqTYLhSDEeuQa6LheXe3Pfl>ezA1s$0b?KX1n9xgqWP_5eJ9b8gvg
z1y5XaDY{Lo&xdc<QM*cy1>woyrpZO0l2e4=ud71KZnP`knl;e%;3iJc+HadLWmC_@
zPmL576qPCUOl07>-43ku^y=WxE`3TCJs2;fP?a%Q=uD_2!cw2$*8c@>W^P@^y&`R6
zq~%v7C;5eVSH)~vW73T6+#_BYd%7q6BDc*d?~=>si1<*<rI4hpn|<0L-OYA$nPHjy
zknvN@Mp$c>>Bl{Vs!Y#@z<MT2arPK}eZ^jb$P@;{?2RR0s<uv@+ci?EuP7Ti6yJ}2
zdoe8b*K9V8)Eb<YWY>AR?y`2YUjM>H`Ia4am9=ZM+Y7$5RU0(nB!?vu{ed6mqsZpf
zUB%>Dl3DvNH>!eK4Vy2Y^`9|}pG%3saxY32b)C7rp&DW_m>xD8;&(dSLGqAe?1<cI
z-8zLZEVe(+--?Dt`rHf2qVv1YGVU&lU#}@HmJOfe5y&;3s8hC#(oVR#li@fdPT|%d
z`A$F>hw742&WL?db7G}qa=B4^J@>j3Ek`n^T=P$Z$+2oYXFI|B`{p%9K}UGKWxsh^
z3@V?rZN2dCHZ>Od)y>f+4ovP&$-xqU<UN~N{mu{XXy*!eGiKeBbI;N@kh&Oqx&0F3
z(c)I2XRFaUCkdkJAgfO!*!kQJs<XY?oVo_y_|p${OSs8iJKq)$b?b5~dg>)65$2`H
zIseMPgh!c6(;#M%O+~|#@h$R^o($)g6}W4A65fy1D{;f~gWT;qEhPQ#J{A}^_b5|^
zwSDM#s4H%=k<wfhTu;2~LHN<CU*TCy(<{m-rr&Obd96pZ6&v`^<_DO@NEzoIy_b`|
zJNOIk5UZ?JH|HSytUU~?-#BjF;2!JI&E1~g+wjTDyRXxBqvqfl{AFvcR$Q99;T(wQ
zCJB-)`A~R$>AV5VK{~Rhg5%>4IFVp0?$*bksMBV6Y^U1g;EUn3iLp`UyhS(PRYauL
zdd|K!B5b@iUy-2jD8n{1^hN`GJ%YeyW7o6wg>`B3CX)p-sh{eC;mFJ?w(<sxfBJAy
znng`er=cLR7M3K-6GPsw-n0V-8)k(mK7p%qH_guKZd17FHM1c%S<bO3cCGgAtl_)O
zkF>Md4OeLD2iuV(G%iReeq9r__*%Z9v{!#IwkXb*tDBhn-OX-Z!$@HAF41082#P0c
zXFfQ{H1C<WnP0s#+rCM+4-CjJE9?Y`%i_xUR=UZ2(aAgF1qhj_2_{(j+kmY?-d2h8
zTXZDj{M8okk~}h*?02^^I`+qF===^px{UFCDB-|<|9)j(H|$ViJ>9LtFixb?K#FvV
z4L|M=>?TqX5$zZ+HTY(lJYI8{Pc_t#Zm=jl$Zh`Zc%!+Yl*BW|UzS(HXHI_$l5zWt
zm7h%?s{7H1te)=6E_`(IK*i$5yN70uN!cU(i&L;eCHq{<kp$&|S5yP@!O>B`7~Af0
z>JOzh$W1ICAB>93b>1jaDBaLXI9p@Z>y+3ya8b=KAasAQo?-XPbOF}l*lp&9Sh=n_
zTKpNeq7*L=LNBSI7u14d)D}lLHbeBg=d*$9n2ve1>o8mG#wD$Yn#-54m*7aZtDh#L
z--=yq@;zT>bh)&}lBu#rDuuzQR<2NvVziLQH_6L>{nrm$#+eH#->NlOeumI&{v7#&
zU0^U2RdVK_3;2X|%n-r@xfun*xnym?(f9O9meNr{?))pR{fbl#cF>0lpB|-cL!JVe
z>!<{7ltl~4N|aQD<X-A=_mdO#A4oSy44+6;BoK-~Fyj3q3y*`ysM~N`LQ)gc!wB*%
zoD~^}t`n>i0+ls%K=|s#CVLD&$=@6<%ew6kg1x7YgT26u1%k6mV0jpG1}$#O)aAi{
z{uW?j{`rrm14M$+8$0fVg6b}VS`4(WQ~#qK2Ix{CqCOd4PO}7?TT{(q@$goHjHsY1
zIad!rY+uFtjL*Mu+PhRCleHqho~$31>fc>aOEU}Ib9f<4JoRa$T3bv`wS4Frva~kL
zG)SBMLkmM(7k8E$Nt17|uumZQs6c`6SPRD*Lia0nV-x>(cx5ZsS*r`m&f*1+4$U+K
zabGWTbb2YT<Ly0~OKI7WUoROiR=gDps%f0^MI@ex->6E`*&1s)C)$w6)bW+*(dg@U
z<89aPMWmL|ky%Z$_v)$-WD%V|OX|k%eR|c1vH9c0aAS9sLH%#nR3Fsp4$<PR^QZVb
z1(gM9^7Y^EV*ASdYpaN9qoXOze4*7<u!bd?v-XDp<9pKVN-^v6>Ny&<X(pAs5i=rT
z7aN-wRAbIqs6A&-mMo$L(nW-eYI#S)=3-X`cXhlAP0w(hqv|^U&_avlp;!TFygV_r
zz#;XVqajG=#W~a`T9T(FVUbvgQ>*pnRX-!6C>zVja{49RIj4!siW@?uy`L{Tg-OE>
ziVx?^>lUVM@_mV&mYC=n(yn!+wz-FwtV<XmMhBPr<y;-U@W#KOr{NAg;$NnvTTdD{
zB2HgFN}V5F_`tq;KA=*3OU35%U6F8ZpW*K<LtYeLd+3z-yI;GK>!t;}JPpqXjhw8t
z(0p6JPWL=va&(vP*LQ-C=h~&V3mepS*=Amg#0lRU)MZt1oOhSo=67vrz;SkWW-W9+
z2%ZhmyKvi{QE-Mxi`sanHvysi(BqAbhg1ETvO)e|2ocYh@m*xU2U6ghJ?FfbdYw6i
zZS`A5R>;2dJY{hZz;hD|bP*R?hi&MDJvOs)8&3ah%qN<*AJJT!bVTendeQQMWipn1
zm4P40H1ItPO}2;slJD6ynjw;w*+?pX%FA7uEKOb#@G}v+2ehZ4b>E-}5^3~Bx=4_S
zpHCq+D$INHsnn2bzbqo%bD>UqH}5NrZ(Ge!L3iw9!q&)G=6S7!2qUBon@sohxm%pF
z@?*Q8M3!m)T*}@fAXshM>p3?!unv|bUKF|QK2Ei!rCJY#`(!<*X^egO)UE}Gc%~M_
zds|4(yFF_g@d!_`#nyi>r7`d(+0Qk{!AP%KLBhmjNR%*T_g2{_lD+#4AL<=;!+AIG
z)jK5WCA#b5*DF%&k-LwYKdj#BIV+{d_P$%prtQ#Xy{EON<9Sih_tmeKOfhfclH@L>
z^OF_0G)W!M8fMGPtX$%%Ki3?29e%T4R{b-vvU@{w4=LPIoXx~-=4RpfkJsG@C+q$C
zw>C+h6>J^6AB=tWF_MRpuDv#+bqeoMW?j^R^eY0Pp6DyEqFFtS0$TT5sxG!VF^P=K
zHDZRo=d1*d)Z^8j+^#xz_y^{>WFXN7D$^#dsKn}$VuB>fEu0YUqufXQZA(-5wd!L1
z-ft}nBJ~8;_{6!l_?PNA)^Bd$2i+eCYZBD?fa56P81A^86Dw?&P+D`Hf`xBDN3>zO
z$G^;%Y;4?`s;;l~k<?Rhk~?z=bE2xaf!QI2Y5iZ66XbE+gck994My}Iue-Jx&$aiQ
zz44>z#T^pbD!lBWBO)8S@wVUb-zMbBF44@L+4RJ|SCUI&wLzWSt&-C0VY=9V$bO1E
z>fw2qZw*JQIL*Blv)Q~e*QpsUjzxn$G3K$^wc^xe13!8%>N_K3@I_afifBgaiB<@6
zJFg=8lpd{CQ;c6x-@aPCzRiH-sOws8RykL(xI>=67F%1X)3Kvs^G#XvNY1KZ1^9g}
zifnc*ra2v3u70=9f6c63F1@y}k}&hwhhjH<w)O24b3U!~J$Jvom85s2{Rryfob6uc
z>SYauA1*26-%V@RaWro8&b<{Oxld&0i_iZ~nZu~M;$5uqfg-H11DjFQr+n>dw@BE{
zyA$+Irl*&EVrPA>>~eX;7YPIkE1aj!*AVD$Sic^VGZ=<E^RP|hwKeCXFp|*G-!Y>y
z^+`A@Oy3W_Xe|(~>}yYb8Bu;Eo0s!8^86{X6wRii*pF5cxaDIX7u)khb=H4eE}rhB
zO{C>moWPcPyZ$4LI3>H|E$g7;L_}_30y}Be>_x|fcVNIkY(!M8Jt)wi)80OC`~zE*
ztuIyw&REa|rAYcPulZ1Q-Lq{!`}x{7hmw*@MZ&jC9YF%({x3_0yA_TR#J@v9rFUYx
ztnYK$^1S#T8dm^r?Okl4`>D1nv9jg6=={sA=rx~2z~qg$8{QR2v83V(rIZ^fWrg<d
z#5k7dg?fCpl?&ygM(ROA6sKgPbGD}Ez*5=`P&WGi^;Ag7=+xHe%j?Kq!fifsesI~r
zUu1wR>QQrlpA7DQBsL`1p}Y#noc$}gkGq^<3}vYAC(5&j(GeO^S7K~jf6zA%%!Yuo
zQmV10qQgv>%g(ZODrYlur){ar;0D`>ZWmzRT_^y73@AaXJPjp&fd~d&z+M8Oe4IoE
zt*%j{7t{9*q<34Qjc~N5;BPlLs72gykRKEeqw_yNA2!N=8;EJlfT#+l2^Ll;s)-RO
z-T}tAOS&I*($ZFI_FzdM@QWH#`5QItYHi~*_^#)J{{OCwK$Cet2n=#o(wFI=%^Z9T
z@8B66>3CE;)XS|^=pHldEKrS<2o6GU%W@EI3wrw_P9w3BU*kQIp-d&<>ecal2FImL
zJ*$q~CbT4X$sjj=&M94tEeSqB@b_(#T(J>Q-45F>INx77_Xnmo1@A6$gzJZ<$Gr|n
zXvxZ2vZh2Xv!*&BQ*G|IQMQq5Dm?Q4jg2JN=)3=JnVDQ2;SFO2_Y7~WiHP`Z?QN5#
zS|uL)spF_zynH}z2fzQFUEM>wnSBD*w(D&6_wq__Zq@brf!unmr>HQXYxaN$gh71j
zGU^Oem|({5_EaWqC<qMl71;b)mtEEzt#c_qo}qX%cmEBmm}ItVs+uA~Wu{MtoE-GQ
z`xjk65jF-HAm{=225_FBOQulg4|#Y00R*@NTy_TrfSme3&yZ`xclz>r+mCENIMbfQ
zq$tVY@G3~xiJY45I+~h}y6`wPQW;xTJbwM>ra?c$P`N6pHMZuvP?an;flU1%ty5c!
z1&_RLj&Kzfl#9`6#`o0sKN9c$85zOtASr<qkRX~`t`xsCZ0r1Lb(PbWaq979nkX}T
z_1<CEmcE7#AO0wDlZ%#_+Y1Y+9<;CIy@R}SI@|42?x@KL9kyYKR(#_Uzp~q-R(wyz
zM)|T*>%+JO8>K7Ma|e#f7j_y*L?2}8%jAqtEbeFQ5mB@};;xrHE#{fLt=i;a+nws=
ziEMLcPMT=@Ve-n&l=_9-v>ak9uYk6rX<xf-D?UEY>$UldZ?Cf~FTI<!RZ<%|RLyb|
zxl`*YP$Mn&X;J(E>31<<s`nctfor0tva^Goyv={glsg~Xxk&c-u39mEk#rY4Nzu#e
z?ReYS1eHO@mCZqM`t{Ydpn6)jSLHN@-cpZJKFPd#{_x}3Q^|v8zic!-e{_Gn;-ypE
z7tj2c{dj9sZ-0z)aH#Ftx+51it*IUdJ2U1rCL7mAnbABm7S>UzK0o&5P&Cdfc%YM5
zRq~D(!D_=ab^XAh@*A5<s<zf)vewU~=FI08d7mI)gX=1_Ac|a&oW_dfa_{YvFHf2Z
z{c8`tjytgU3yRzA@bE13*AYO}_ykwXDrP&2PZ)8hPwGC3EohOz`(Kd(hM@BljX)sB
z6huQoHwz3}0Y920r13+aqH03`ulirvm4MFC1;yy(AHamp0tek+RUayqz;FYw4kT1q
zfw3uEfU{oX)JN5<0^w+sy3Z`d1)Osp5L3``1UZ>J2wYB6ORxZx*+C(@@Y^bHNM+T>
zZnB)>V$D5?U|_5i`aF{ad@>aaLVt7tEA;F#SWsyuh%ZjT`}mVs_J{X}ot3Q~2}JYJ
z#@<qXtmv<UuvP41!pEg@#-Yoyq0E|y%ui7K-kX_~$B|xh!|cHet+{h5X_LS17ubN<
zW4}vo4|bvDxJiw=o=My2nW`JUR%7mIh}B8n<mB?oktknyHePI}rt)XVX`Kov*$?Fm
zAJj!fIu|%Icnnf$tNHu66n``q5TDf?bS787XF(6b!%z=pKjN)@3lDE@kaEW!LOQ^7
z5T?r4DL$)4hB6UZf%v&`eqVh}yBy!G>>xg@c;(W4``($_>}l8M<#}BWwi1T*QPYox
zvP!MEzXXGzUU;vDu3WLYflf-E(Z>xVt^RM-k@@K*cge6E(%vRUd>Y}mq6?{2o>e8i
zJLZ<~qj~bf{akXlMtt#%QNM3umQKjE@a=ZXqYE3j;n_58Q_r~`-&d`}@q<kv)i=!R
z@~7OA$C@W;tCXxJc{#fV&h9DoU{4{iI#PRuiUgD%Q|;>NymjYi<DU?pmm+_^wAs<_
zde&*l@R=iz{#Ym9Q+8Qo2p?`pPLGlGMg*=~sZrHND6jR%TY=~|uf#u|k9<0MvttCY
z6+vb>np{NAk!7Px^&sqRJE{1C@I(aOP}otKsqS;bFK#tc9dXGt!2SK<cShCI52iQY
zw~N)S^p=s3tWcTs{LYx+D3Fw|QspC=NKtP)Ws;L#`?&pAGV6N(Qoq#9Z<(VnF2yfg
z)(KB_&~8sIQW586GxfO75Y|a|MVv03-7(#vCblG`5s*Ezg)AhTo-EBV9ABx?DRS7H
z(3^;rjqz{iQ4#huj&Fkxr%sBjA3e*u*Lh)w_uf-RPD;jr)nUJHBDMV^al3KKz8bq}
zkJGG1x4V-bKCB)1W)dB@kX>%w^tIu98;@u`e?ufi0J(@=i<q#Qh~AoInukWOJXD3m
zjCPoV8F;_|htjN%wFMB3L#CqaYi$}MrGUHrKOSCxL78>y*%)KdaFM!X-?v{iEUmW0
zpO&a>+XA}~W)G@fZ7{GcbqI9~*EHbn>K~o+W}b;NvG=yWlCbPJG`{&;*{Q7T?Cha;
z)^4_D|JUcuBk99)3N^Ak<R3PsHVdPb5zCyy6I@JW2Ko2pXWzNzfd-<Y2L|iO4Q4a1
zykw>o3ZiCaxM{lT8k?&qn|e$-ka9>jrB>mhkOELdeWB~|{9Wu{HcE~$Iyd)9cZr7<
z%hWg$T|*BUo%6fQ-Yi|@u+7&i;g+AhGE!4nxjT&86C`Ro(@|Nv!Bn9$3cu-2HdJ}Z
z&f(P3lQxe)a^eO4nW8gNGhD=32@$_sE7^zpPaPG+-1mv?oUoiCEBD0fD|%G6cx~S3
zx=mHMshOC{WXDF4db%I46Ac3q{_XMs&iHfsS-qYq9{s38jq@W*E*o_ipc)6%>)$wp
zJzSKK>M=CHAO%=sCXk}NfT4hv11AuOdlCe|0ck(5>lnC5Lcv*xi=MpDE*uRQP-&p>
zDQfT()Xov5(*3Jk0k#EHIdI7f;4wn;%~6Dix;%b?a6;KK)Cm~W;HAcce08B5CdeIf
z`xm=ND3pL)0+QvyjiFb#<xWx666onz-fQ^jqZzxMN1rY-&~$%DH)NpP@dFXfxdaoC
zS(0;2aibxWmUrZkKksu(rZtf*bxDcy>4K=!+jw<R_1?R`Bxbz9aF3CzN5+Nm8x)<n
z>%5t}GPA3yt-6&7KBaCJiL7of-xPW*q|y$pT-0T=FysG}eTLj@Ox#cRgAYYrbh9Dv
z0GAR4LNZ_V4flLq!%R<b(Ce=*=M+L7OWy9Vvrp+A9!fJ$ST?!kT6=dcA-k>ULPeh4
z!)*)1_=jfxb7{>B;pz23>*e3t)26)ze#}cV{cH^VE_pcw`)a*R^}t+NS!uEg(T6zf
zUc5GMldm0mhvzch&%r7p=aQ#b-@J*jvJ8GY{)UFweSZr%muPP!zPmCrnd_RXlx4{U
z9K5z<ER&9_O9pv1hN8Wqb+R)H>fwTWvDq))rZgt%sHczK8P(=2*|u2b5HQ&LbgJiS
z)mo76xrXT*6;b`$8e+2aBp+^2dmy@ZlV*3;8xM$r2E4C3bR_wg6ev`r*Ch1i<j?KX
z>@C{)yef+Ka%Lo<wU*?@?#A|a`>M6?Q$DM|5|DFueCiYF+^U0`&m~a%wX*|{t7aZr
zUafYez27cGNyFj6C&c2*C_I!no$a`sgnuOSo6loRuICU(C!$c;gSI>pIWA{4t$#V>
zGn4(O?5B>(4;*b?3LA`u8?-qOog@TUm2ATvOpi@5R8O#IWFQ2!$=Pyw7f*F~EmR_9
zTqA7+P9Hqm)9scv*yssZK+No|sZ-B!evH>S>@2chUkgs#kO*u~^*bYQjv>5*dT=oH
zYjs=;Qa{1PqFYE}J)yX>V@x09!t!r>Y|$z1NegYf^YAWj*kUx&EdohBi>*Zt*II~y
zHP6J!Nxvd%)3fOMd^ps{X*Vs({1l$|3VcjiZ@u4Ps9cyQuAPEIRwQh|_N+;_edp3D
z{QiC87iS5aK~3z32mwb2SF*V9E$uXjD(E4)0iHpiLPHV7oJb-b)vCeGJJCP*Pcamb
zYajw*xItAYR&wqi7=2#D{@m1uT8+tmeN~ucJ#!h3YL?;oD~1K<6@us@`B!WF`D(md
zEqT5NN>X&XaY<IG!o;KB=<{*0#!?9h`?YTF_rlE|KYNr>zgw3xaa$_<9=p(a+5=(<
zcvIh+sFLjlej8)UFM)XXq}vTv#sa^;o8Wj3{(%u53eM1+Z%;@}D39rb%RTDV@7}%A
zXkSU^ms?=eI(ca$xxv+T+VkCk=NIiL`S;k^;zwKL&NZ|dvr1vIe8YSN;*;+KYUJ-e
z#~#Zq^lbs!OY`amR|4;I)1RB4?fWaXd@0<XsSRdS)~+MJC6er9zX;`8xjV@L6dbO$
zxFh!U)i)DL-}ZD}UKg8E|0J1_V8<PdhVMq&r{3Fh^|@TH?~-_{5;xkavym}zC<QUv
z@k`K;>$A|^>-b-K1Kx8c`zn6(GP)S*Wr7@K>t%i$M40o9`w^Zj{kHgc@^<g;h|Hj<
z%q$UB?-#xVQL;;gU;J2G&-wYnVbh1Id5glX0ipu?E@@{g6GZze<DSjm*Lzg-sJL2x
zjL;^NKEy<KwnD~nf9lDW$OP8U;W4@5aCdsMu>J{bJo?#0^XTb0cv8_*+lS6JckfqK
za$Z~$uEKdCSHUeQ@T$kU<%r7#xL^&#4u|V_>%CW=43>G{di)&jl1-BzW=2!Wct?Cu
z$WTJ@$DFzRmsr9Zi})TmUlt@TI&jvCMC_lD0pZgE55C)b3LWba-wdT@Z5qhkURrgM
zJmtr^5dWOp_~N|weQ)o)hV|j<H`Wdc7cx>Otn#R^iUe-_u4>{V`tC47xxUl>(oBN0
zqQs{3@%@!Di@m{Q%7_EUne1TxxJydR7wjrc{Kp!Q`nzfA*6^U$W;vD>1@^h0$MI!U
zkaki>v5wP)&)w5^mGLsp%j6iy4|Esp1PI*Z!}6d`2`O}b?i+TYC~Z`Kd?HNb@>S!D
zm%O$ZYHXBsX9y=+<Kfq%UhtA|_shMf9Um49NgdhhLENyZc@*H7GsYYrb4PDk$s@&M
zpmHM~VG5!+O@e*xpUB@)T#*t@E+a{sIwA+@$7Q6)ate=}fXxz>poH-jfOL$%QVj37
zH5d#GS3U7goOmcuH(~pzoXyEy&;}^-8j+fq_1+u&f_pqn<Z5g-N>R|wPDZz))Nt^a
zAgF))iR6O>*MFOhV}c#1x&R>UG+|Jq#s6M{9<+rLj=*sNGOA8enSd&UT@Lyt(o>f$
zTMxW}qWr1Aub|qntBojv%n26I;O71cRIq+t5)`aUo{`}sZ&YNnOueNh>n7UYCrOc6
ziT`6m`xOE8Ik;QaTaL5m)RxBkv@AarrHG4zV7ssKPGG~!qV)NS4i3OKLGpb}VO<v1
zX>p}LFm81fPA%E!D5o!hGq$83*JoSyzgs&*1~c6kv9H`qKo;&s&9*B{|7I5Cz5V?B
zLA5dOo^hQ~OAYJD(do7am5#Mc9qm33?F}rNeQ}LQC|@TjHoGyD;^ZbUyjguu+2t&&
zK5u=G*hXAyM3ZDDFt~sF9j6f9g~_3d8;va6U7oB7`i}z$`8b~`3n`}To-Vq&JLo&}
zF1qM+osWOryA~b$Wjf-r1EIZe8z$+LTj_6K*U@+;$O_~{efL^jpB%kBMYq&xmzo;w
z+qFz=v)DtYH#X_UrH*hLxgY#?&WSPdFmHiK_s&o~-ENgoXntJ(8se6?E)0yHT|Cs>
zK<u=_@qd}Rq*!c{pUK1*sZaJVOm{?lBc}?jn`N24{d4S4a-dcDs02~GP02Tf7!aKz
z<qAlt8I!BvDA{HEI+i`C8q9UYayr<Us0H`s&S5F&yFw)@X#coKpp^WM?E)Py>p`fP
zW#a5A!%bP0#0ZsjqD+D0(*w5&^5$>R6boIg_uY7Jw5#e&Q_Gbo;z_Vr%e7&+)3Q&s
z6k!>?C;d=GRqC@YMV{gKGJHI~QvKz(D!W~F84H!fSo5*o+%92u4#!C^Bfb}2Oh#Oc
z&Y6<4zxxcCr<L{f`nCnC`wE6_3f}ox?tJy;SbW77JA8NwFL_s*GsgOIA#tA}wwdFb
zL$M8^D1Ez9S;e=)>nl^_ISP&n&g`|`?@M)CeXeX|BltGVa;=)uiK@seuDlgnso9mb
z@V1z))8Tl}6#SU^f>gKw;#1137v9K)ecG{5lk1H|-wflYC+-4`y6UkG9dmYQ(7mdr
zIUVQ3y64Zso@b>mUq$9_s!?u~^c)^l9zC^Lp*Uy=^hzt}5QvyLh>PN(70I$Yy(~z^
zu}p$9m2$z&V@m5Y<6YrG&z%AenQnqs&8Tb*T|RBXVgepz%Q35mpRGJRbOP)0?YKTv
zi<g^(50S5Ta=d3Z*6(LhzZFT8lO~5$+U}xRvdO)EFWjPVMx#$bk`R!RRobzdi|^sh
zTPObVC1_-DJJ>49yFEL>G{rvW4230mnO0&N5ZzcN;w=qz^s^GfDKgkpFzlj%;rM|+
zut5;LJS!bA#@Ik(xzl;11-fbC-%>R^?CZSQE%e>W%966zageUaLrBbitxFhzBM2i&
z16lrazvc#VQcdJ?*Ot0ygpab4WUwy>B<_1^EEKo%t|&>S-n#F+ETM?Uy|k*5?ni1T
z5zC3nbA%N0|1l;E_+L!`i$ZJM;2jku#S9Hba~ia=jvAJX((9XJt=K-^v9Sl100B1e
zp43}ES<$`oiU8zqLn-2a6Txvo`V>l|hkijhFEIc8Tle$?1Xas0o(+hvN<(Tqdb}{^
zQ}Tc3*gjAK^OF7k>0AN4E@%!dDP%P`l&uBDjqxZ9f$KyYf%2-VJ}77hPzlL_=43<5
z2Yo46$xj;qhTI4lEq8Q9W=ODhUE2iDspebF%<ILxiTYlJzbJ=v(sEvrq^xlX1ev}Y
zpO@D6bV`1=;w1W9&FXkGl&jW>)j)rL*fHzd8@|BXWfnB~yCf|>^z{diva>>d+`!vp
zB*yO@UX6{dPqH9F=KC0srrtJKfO%UFv@Q+W-^qXNQYxVE2tkz`mTg1oE*zMtnRc|l
zxwoCqp&H~v`nFm>*vYaL;Xo*I<1nPnISKS_QWU|-xL8eX&%~NbcFnSuJqJe8{B~{i
ze(l}+)q%_*As=qOFL1ouzsW)8@u9Sj$yUa?TSwwq{RPC@Do1A9yoG4#xjhSttH`ga
zM9Y;N_U>7-KXYId<_09GHw#1i5M4vLZ_N>jf+aMy=f?CqaFi-Q-_D{`Y^<E+8ob#2
zj#9M}gng)KxUYD5CcFH!`%88<mQkdTVAiZPn@vgQsF&D!d1$kZ_f_Wmj+?xKi^|S%
z3GSwPUqeiSeNP(@3{><F+5J51S_CC#sZxHheO*(_4@y%W)KNv04ffU!HSsM)L^e^^
zMk^BH&y&oKYyE-EX6pQiNMG8=ON^s3tMVTr);`5Tmt;i!E4^kWMmwXVeJr}R@*)zZ
zp%EUlO$x9Gn}Az}^|)&$+Q9t(Da+;L>KYD#sB$`h-Y1$s6&lz7#v4#E{bLOLzuE)>
zF%5zPKwhH>2*OX`q&OM80=&-{V;DmM5Iy)2I1E^QykiO3*?vRkhl{Avft`I-O6I?T
z2~@^(D%KMvOq)^k6nDtIhk0S56M%vxp%1|#%3%J-iG#;GL1OH6XhIFjlX>!w<COtL
z!Xz$98SX6K4BZ-KV~e4Dkj%xyvw%oi2ajuALH;%vCl1UIsOcE0J_G7qcK-@2^jty_
zbFmQHaQ=pjQrHI#8x#J>nCWMHvFUwzBrmnCID>`Y?P@kAmV>Geb>^K%<@M#6>Ol^f
zI-c$G=FQxP9LaAiWUfZi5FlR@WJc>u4}5zO)?!(pcWu_sj>p?dGlT7saO^Bi=z%wP
z3K19K68uGTWZ^kU+VbnTG%Gdav)Dn-W@3%@N}!R<DF6$4Bx-Y1xG-|C)_*41fCk!{
zOJ&QJcfhjKZ$s`y%`V7>!a)oIucHc7Er~$}P8b&Ep#K6FY#B`JMV&tMAu5~!&f(ZA
zbss$J`0K#^YlVi-KOPfIZVK=eLwX?UK_~>vQ&22x7Y2_rrplD#cN$_GE_?|!v9Odx
zoigzMqS+|OK1KUEK;}BeBaLx<{OhlVxGg<Ev;U;8qS<d58X23xqj15&fK}jPs%#)1
zH&_#RvBA`#cv_wca7bsO_O7M`Rof&3#28e9*eQa|hTIy=IRce^(2CB3_zTo@_C$ox
zXOI)X?~})rf%ci8jqMeJfI$K&s)f{SHMYCNGazNZOq0|PlP$v?NQuN4wg8Wz7D^~r
zFp5e5YsaBk8l2o(&ZLLHD6I?(-J1iZ2Vs)(1)v>xV$<<MkK=dH#;~B*Nh&X(F*FTw
zV*QWIpp(NyJCB|Op|XB~(;kzvgL*&9+IEt}1K<pndJ3hQ!xgntfiD&6>nm4qk6(T}
zFN+Nb7a;#YD+UN3B!Pu-Ot;{@%oyz`1N%cm0?htH2~!}C`yoUC!s!3D2Y@#m)$$Lx
z(2f&@F+<tVz&b87=GH-xFj$0SGX$w^oD?rDNcw>bhFJ%}5GTN@z#X8IJRx3yqgJRt
zH2To6_X90Kjzu*Di45}7U~!mD{~ch2+5_<Q-I1D1QqI;yb!0hh^%m$oR1bmPLyj0!
zmr?kH-t1p}00W&i^duOxUl*0(jKUnSQPhs0^+5Bq(3lRu_gn_+f8=d}^99yeC`i4M
zMZ+7Qsj(k;9F(C2wigs@$;XKewVC23(h##=f?&iAwPEh{Lt=CcsK_4;=>Julh6ebt
zmH|4=uvww6#C!vTx!?>GSt-#$B8(dpwP7@k0Tl-`(d|ZhT!8#3NIOAy8PnqN-q3`8
zsEY+vUIM;VR?t8JaUbJ3h13%i3QGZZH%dbR7z|R*|5Kr&NqP)*$Xfgl?SbJ=s3CAB
z#9PacJ)HS~51qX6AHvDhf%x40|10W#oZ*HRQEZlLXl)O@9#ogolPO?e!63~JGG}9s
z(fFh&2N2&elB-LmKKN%Fe%QBqE#Y_=Mh8TmRu8<!_yssZ9Z3|>F|)-0xx|z~M-E_s
zcK4r*6a?svvU&kctNrbKhQ2KHFGB`r_MdTJ|AvSW(x}oPU^>6R#RDh@ccw?D<#DrL
z65q`YlV+KsAp4vXmX6>chYB(vesq%a@Bg=*HUY{ra33%~3?ZZ5L6cZCnlwV32ckyI
z3pJDt`rr;$lJc6$8)zT`Ea)}MxV3#&=ML2qz|km?xkCQnxB)hw@X})$0|P4ofXO(S
zs|1k;#Mz)m=IDn&<OR4oL`2-Eb~u1l{iQ5`_<&|0u*ser+~2RF_$9RBVCz>ax<s0Q
zXb@7M+7MJ-DM_}Xp8$#@KuQ9HoF|D8C#wTAaRn?!5*HLMK##$^{yVP%e3cEfxI5NR
zFe?I=qNAx#0>Kw0Q8WY)2u$LGrmjIOHplc}CX4@Uich-CZCl{w{Lls-^_NfpLk2q~
zfcA}U(b0IUu0U&rUO*>|IR?akd#t0PynhJ@;%2V@3p6}+KwEUg1>0*z-w)gqh2l!b
zL8%xuXa+NyaM0r9W%FO(3<M_>{ige!Y(D*1{{J%o52Z?i<&ro4%l=SBC=hpO<-fC?
z7nGY^Zb$BqV9le4Y#5a4fx>p^@Q+`dSjS|8lIm<{Pr6eaUqXmLFB4!9T6={c37s|y
zaNve$?yHXJQDOY=e}Nu~=7?vd)jD^UO`sp9TCxZ*{p0R&2Pe>53lPn*ehqC5#XzuT
zFaSZJrV{Y3p_?WGdT%`jJnB6?Dh4HVP*ei;3DX4K8r8tIQ*rpd0HrNV04Qx|Vi(g9
z(Jvt!L4E01PseS;97NmkFU==#W6k2W|4UvdQ4Lx^od}y_s*;2b2qG_VsDF!sPS^nI
zesN%p(6ODB27Ii_I&DQ8%M=Ub4WEI|)EFpvCuD-&?Xmd4%rk>hVlWd}P&A9i-{Z{y
zfCEPN&p$AbgXD@Oz;sY|eLU&~vwEON5Wpew!6qH#@!o$qsNp@W$%zPV0wUrcxZsi#
zU}Vk7<g*hO=Y8;PEU<7C%|Q80kamy42<RPR4`3A-!UKu}WP2L}K>Lvboh&Fx*|)~>
zJO@bUX1NJL>{wF<2dL4@N3LNWEs=y(b0O}D3{O64cMwd%x6~&g9L&0bf*@LOV51oH
zUybxwr{;u#<2~k%C;<UASs8#%19c+MQ_&$~;CHx%f{eDvP$_sxhJb~`$soBB^v{D}
zfNPxiALyY;4=55wKOS`osaTj2QWSADhpGY0KlUV`QR5Ey7ElF1b_hl($A<1h4;{<N
zi_MY`S}7{-Ng0$Ly+#m&hR(BdW$H4<VPIPjc>uAFz85(1Cy?AZsgg$nL^A!!@vv81
zZo<D<3{lD#9<>=iYGNzv1o`)0#Mt|bAH1+)yGj=J3^+d^^$az~0yPN_1u?ROKQO0(
z+@c+2EHe+*^vnh560mO?ODX~$G3(0_ydSP|)vf78jdy>NelN9^6Z73fr>Inrc80a1
ziy@-@O=sS%>QO?fHl~tqZ@rf|1huzrehYm(&DE8s=rgmrKUnjyfBa4lBN?ulYe5%i
zd7L`CMm_K}F*)s)W3JfUR5mM#X2ew5GQ7JP!09PCKd{|YwHs~6UU0BG&<_M9V^N&o
zL?EKn#N*3Qe_)u)U*?Lj;Lyc+lwbrm+NmXtL5AA^88n9d!H)m&uAk(HA=~I7as_wh
z2F=|5L4Pm};6!kO2mwl=$4oqir~{MjgVymd>NJY5P9)l~Rs#bthwuZ)S~l_ZTxA)S
zNeZ6N_Lq-UK>#3R8>DqWgwY1!eAd4SiYRFX@f}D*Y6JxPZ{t~TjDUOzezw}(wPuQG
zcVE)At}UMXVOXA+F+`+z5Y2%H3s8A;diA_7x6W*g{LQcXnxO-|%4F)2^G|fHSYpPa
zpm;Ge|It#mrqPcCoDW+-o9_n82kcHkDd9dvlCL?_y%oQfqB_Gktq_MUM8~@ZD}8Hf
zW(y6)VeTT<oX_d9#BAkO*Ro;>pEPc-X$LpauX`9*kG`$`HmHH9dm?24b7r9!X!gIU
zjxWirC+uWsHnY!lwT7O<Ljk_vLwv!YNrsamcNE|SbW$&ypP&t1h|sVJ;M@?!{d4x<
z{LvBsSgsJeLjM6k1pbIeYtbj4qF9U)N|M9+WKf2+A9jE4P)q-t8%=LQ$e<~Z1&~yN
z9t=U?I1x+@m?~)f1XPuvEo|^_43(pKCLmL2eL!_VaeOp|{-eo40|GF46vs>pyrWZF
z05q{qQXja908*eZBR8%M=sW}*49$S`NkQ5^z=wYngp&uO9AC$rJnp4G#9fbHacCb1
z9>{e~e?t24v{&Ttn;Vv60~8r|oOCG}(gsu?jQew>`sf}me|X_e!yYr-=AdP&rN9)K
zoaspw%R+PMYRasVwn?qd%|}Ffx;l$e1>}X;xj<dlgT&GqV3#L2^Y3X&zA{9>*;VZL
zj1%;@bg);n&FjO(FV0)5D4hAgJrvgoGtceGVRF~nOUUVRz6M4>_p0N@L{mqWi|r3T
z(*4}5ZN^D2%@j4>ASB*g1h@Kp<=et&p_C0ZM<88<M@j{I2Jtij)uud1WIfepVSV9p
zQxy06ImAF}D573#C@forSBIy}t+?n44)tupaMl}kQyBNE3OTc>u-&&X=s=3oQCb%#
zhPcoI9%7_0HjL@<j|%sf`96?AgBc|FqW#$ax$40&n1LOGRuJ<Ps~!#|fL=1nB4^Ue
zIdK&eHFTb9T;n8<DI;zIS3^{Uk|($TLXdk1#UdaT51gh<BS2NK9!ScE_Mt9o0}{0V
zSUCjQtx=FH?z)6VGRXDO4EBZ#uKw#+ho)3xZitYCet|9lPfNwg5}q^9%xq&R?!zTt
zFmzxmkIjd>5&*3LTxJf835XNJ6%Bf^`s9hOpR7UVDIkAM=uRl{4+&R@{hYkY)Mdad
zFw_R_V8w%t!n7Q2N1Y{QS7hV2V^uK!;E?#+x@40<=t|&2&ASvql;&vz%o+S#W`<P{
zG>K$9coJTHPkUq^fz-7X@z(|&nl#G5h+XCq;mKCH$&TUpRXg7vDXoO&M`Nn9cMfol
z0@nE)mCtqY84121*|TIT@IAejkn!tG&w4~_FW;Al9U1CP=I)F|v2ENVoG!_oenF|q
z$^0<Z9WazM?*SRD6w73M{SJ>^iYDJHvmafWat}BXOGY`=)incQnkBcgm=&BkTCB)L
zSI51T^<bw4fbzg>qD@|LA?~%(9oGv8Fmv1z<MzEk0KcQ&cB8mVz3tMmZUW>Dlrer{
z0kDB-$qxXWu>kZ5@B-7(x<3Jg3*0En1(})tl2GQVWfw;Efo6=W0|C^0GGtr>)M`TP
z2BVXzOA?vkIIzEi5s_<O;VuIfG<`aP?esq>rzk;$;xb_5J?ak#(;)alT2B_Y74Qe2
zK_MdmBUn)?4)_6nVS~gI%3f|pVHM;L1XlnbJG#f}DG1$_(8dCW>4M8$0nSR_aR$mM
zcUnx0`rUZQr(t~I3HW9i=8HF=rsV;A#}2+@#szfT6D1#d(6S=hg@4Kla<rk>#CpmK
z2myZ}2yd*)kZX`?m?PNE!ZOY95bQ5AZ^^O&1*R<s><$NbzuAtxv8crzBP=es(TQ3B
yZSWGb8r(}jR=_sFZoufe6I~m9A^1C03gznq*MR8Ri5`5iX$*a#NQ>mpm;VQBNYwNI

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-70-Attention Visualization.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-70-Attention Visualization.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..7bbbbc49ac85be36102505ba704ff1069efdb464
GIT binary patch
literal 48538
zcmdqJbzEFQmM`8w(BSS6AZQ@L9YP514vkB&4iH>|gb*Z+JHg!>f;8^#?iw10;O?(8
zv-9@-=I!jx?7qK#w?B3J-m1FQb?&J;=hQjh>ZiG<UjSTrX*p>C0s;Vl0RI4<76Fm~
zG!zt66l641R8(|yGz?5aEX?Q6G0E@=a0sc$X{f2lDJf|gIGAYZUeQxhGV`;%dc(=X
z!$ZR)C@R1u!okhM^`{X8baZsg=a{5eSfpGpC|_{>%g0k201pj`5lILMfewI(hk%5K
z@YDsMf%g*`;V%c^-wp&sq-V$|sA%XI&*2rIxBx^1BqYRVNXW>~p22JTz{>&8@R0Fe
za7v&MsF|YDITCXDM`xkYzpH2`QXfBN;5KvmijF}{LP|#dl97p-g_Vbwk6%DgNb<du
zw2Z8ryoRQhwvMhI(A?sKrIodft+R`(o4bdnSHQQxpx}`2;F#FB_=LoyAIaG{xq0~o
zg+;}cRn^d%+PeCNj?S*`p5DIxfr-hf>6zKN`Gqyu`o`wg_Rj9!$?4ho#pTuY&Fvq$
z5CBMjB@2H3D`9^}7ap80#AnZto}vDs3jxs`o{;dKA-~{6!Iw}&HFYGQ<MKx%d>5Tn
z(T+~ft$s{o<}{8$%)qnu^5hR`f1&K3Bkb#ci?aVs*uT@Y0Kh~-fHMyX4<HV>x@FG(
zg7J3=cYBub2h+k=QJb=M9Y+DRx7b+G2hu9`@ljWaI$_$A8;a{g`@`J7y?$=&Ni^4}
zqAXl(CH(Bphdco!@SXtP>JPEnPk_vjCqN4`l0CTVj`43LYL`m-k6-B@uQRc-9Ve2g
z8Zl>tfwoD5w)99X16rXP-@QBCUaH-{a7+fwW1X2y7U#v!)f-SVQ0YuS#t@_kRsUg<
zRbuCC&qQ(@SvfD(XTUobgK8h{+R-fy_y78wA)mFmmxxixJ{pBK(ox?Hu-k%nilgM;
zx~q0+sPk`~YG5Pyom~6yOy=Q4W}esK7A^7)_Jwb!RHf2(^&F4ps+-1Qx^;(6{0IzK
z%&rjYFYz0D@3%_m^H0$G|EH$Ex8-j{I_maJ{$X<z%`paYSz%Mk@$kcP971Jz-N~>(
zz`mYaVx<i8*WYWSDqd5hJu>nD78@b;|D1{c8H3?v&lI=q9V2Zw?q9EKolxibSl5iw
z%;#ATa*_)0&hQ(o)6T|vzac%5Zpex&U&s^jv5|39SrfGuWRD2?(kpVz62qyRlsSkj
zP);{hePG@t)RK8Sl6(6h4&Q94B<YHSJ6-5Z>5#YLx1eYdSDPR3WEF9bzn0%?C7igh
zHcJ1?i!_58kBhQ^wTuwP#)_uNqxs>@oGP)ik%=YMIr_2C)GsJX!o2Ir4q%7erW4ff
z8`0rurAm})NbMFMsfDy(sTq3YFJGi&5K7s7lCw6G`$6c1f|#g}Bzjx{i}hpz{JPZ%
z-%014;%K5Ok#H1JayQ%JP2dPaj7<)1Yj6l{Qp3)G80|f$%6|XeI``|ZE3xVYqEXwG
zCGUddoKlgfUFU&<Ev>#Xzs?0}s5y-N-Ra}Shnmz#jyEcU{`w6&J>Q+UM;1_&EWkC<
z@l<b__H3P4g^jPzgTuT-?~8$NogTSQ!hG>2*XuxX9Jw)4;bvi9<d~@T@mFEg^&;aa
z#~ct!#df{<NhGFnVE6S;-g?(&K6ZMQn2m5qtL26|MYELSx-rSMzFM^dKCqqlTNle`
zYqvm#UzWwRqbBNlNJO;Jsnk>We6i`M8fp@(qlhYG18<Q1ZZ9OeY<w4}CU(1}7V~kV
zqp&dXdY8P_Co@m>c8tuLIEdbVIVQaz+L3Rc5)jmwr0Vt_f8E|nRFggXb&H<wjMkeP
zU9jBeI29OQ<Bv%mOK<QVaRWP39dUtxCL|}!XC?#+I_z=oHpdrVWBTSigb6YYQ5&U;
zb$c6O-1Ep&du$&zTlFHoHIVR&%C`D7Tld&?=i5m2AjYr?+MX_aP6O)Z&o(gQ?=uUo
zLlvP4hyyzh6m+rewU_DC*P(^iUS#8tEzLWjq8$~+5H}Prjsn<cpVvB7lbhkm3I%9&
zqUdA=9>HDF9zJ&D9(vtF9WUE^(95Y$t^zN}?tSvPR_pi)SUD)yJb0~O?m?~sX5&AO
zmg9z^zEB>oKvmvlmyJ4rjrm@Bo740B+D?C*-e_1UDe}N+|I|&j(C_ZdD$Nj=fI;!q
zv&??0=Sa5Vahdv6kl|b0k@U}`qlM3})nBsZtX}!@5cm2jc?5s=b}w4FmXw*Q-hH<;
zg7$%mJJqGYwuS73<Hy?UiAY0fcp-zC^mhw~*HkUWJ;C`o(D8kt%X;E~0_et`A}GeQ
zn{Qjs_4o;JnO2G;Xx-Emj@G}P=gA)lf#Tp_Q!i@pE72rmaIxW{V{k|7H+)EY0tB~^
zD)H1Z>R}Z{qca4qgKeCJpAVfIGG2ln7#9w$snK7)9VWQY*s(oSX6wHYCtKakz&iJ2
zmruFtj(F2$fz?Zt#{b1z%PRi~V8>YXVrtsEH$2yzhB6~jY%1!Odc2W7vM0RD#C6!C
zCu?0vNA+6sHb5X)J*>Dw%|C4}|8;=3T&cCWLEZF5s46oCgA-Q|=OkOQMOiNtg<-uG
zB3xL`cRZ6<a^1K#JkiS>s;Uz+Z?VG_O!mN5e%zAbm%mfdUO2*7N2O~SihS5>aKAzu
z#JGtm_0tEWBqLDT{{+~u41TQRwV`w!<q0SZYu5_dC>&vn8}qhE9{tYC&aB@+!K>X*
zztvw>tWC#A+Ro}(&T#yh$5;GB7?W66HO$9Wql#yux9ps{;6_yzl_JP7RVTnhNBION
ze7!khTRnk|`7jT!+KH=05-%)bdeVdVNPFB{-+3+V-TDDuuC(>?clNN87~2C-C5Km{
z2vxzZw2U~v{PF&02fXW&9xrHoOXi85j4+DH2HtP9k|K`U<Lz$ZnnV&M_dG+Z?Wlwg
zf^8cUKw%^x^<Y5Qt!tLAX%uM4#n9+*9Tt&iZRw2oX5rh(M74-}p%Ks{xbxGZ?08;x
zC)<}#Xp8dlLpCK;gpW)$!A6D*Ju4vd?NQ2^HDSMRwRPngP(QT2%6s`B0VpHFSK$vM
zpPVO}VLkJZSK0o#9BOYFQe$ju8LDI^s(4@H?JV&06XzA_FZAu#y$b&-C9W{bvurD9
ztk@E?Yc8zYGv9udMN~;sy!r&Nw3%2=n!m(6paOBXuh3I7kIky#R-2~9V#=6<Q@R0>
zIEDzRzeSSIsPHdAIQ|WR!_`58(Rs{m>!_}ZM(ehh6~7;v(e@S65qc!f%L&Fs1YyQx
zJL?)PQyW222Je10(lWU8QGxV3jp(MVjyW2shJp{Y#Xf?V?wT}w4>x31MD^*P-KwI|
zUeXtymt!CI1~o~oW04vg?^SkW`ff<kbNHZNK>RQ~0`w-!U5&9oueVe%ok(9I9U&`j
zi{9keNkhjj%HD3u<#XFT+b&>idIGE&6*w2|R1Ufd_qCnWSFIEo4Eq&dZyQeFZ{{G9
z-Zybl$mNN@n7l3>8I?NWZK-t@!R_fAi$OO}{ROK<ct*_$K8_4}B$<i?moX)(ib*x)
zfrG{Qhn$nIw3f%tc0Oz69Y#I!iD0uh%97ao*x1rnNPsz|2-{Q~fWqlQ?wRLpJu31x
z0`ELWReHV%9MO2}Ew<O-4h>OTMf<tnyp-FRfzRWMK|eg}%Z9WH1V*K9=a`o1^>ndo
zM_42YsNBWgRF{AaAJ<Dq<+!|4jQ03v!lc>{i&}eCfJa*<_8oA@&C-SD4L#~)^7J>q
zoPq{$KfJ{a!me#c)9CA&Ch?Oan!B7E)n{>PQUJpLL6Tlp@^J8PQp(%$WuJjH$GunT
z3V!974qA#_ZZEUnZZjfkuD2=UQIKPFu1`yhl^4fVSYsPrKfu=a)SftHO6_rDHjxv6
zHMMq5&Vk5#N?c)fMliC>SnI0jHf0%FB%=z4U#~HM2BkH(Sh-F`0}Vy64EJAt&sSGP
zH)p=v@DA2&$0x@4SnpBcyt#Jt$(2}t&|Vqf`$`c+EibT`ifz*(Uf+By^PS`9d?%Dj
zi}<Cg5Ybk%frs(Css{3JLWT_n9q2Mz8#?Lo3z3mcRs}Z+C{)5qsf|@%^LpvC_TNos
zE<9T1T<bwv2#odgdmHxlh%*4r^~a6|iQj%5M_y9M6e`-4+4anur(noYeZu;jYa5-N
z9a)!&lV`HxLDF#>IB2lElMt)8l<;9=(no5Xqc?RfTxh%FwrjyPM-s7K%T3WUz-D`;
zaWvRO^7u?f*fG?x7Y1@-Cs7LO((V0#v49ZCjLkX>&1=pp*4KYu(Gdz&^FmN+Mz&M*
zq3>?+t%4ZaBy^|<4f($??G=l6Hhcm^y&Qi6ST&1{zMp)>u~iSP1hZ@jCP-1%&LjfA
z=S|qFNy7%eU~vS}>1%`vc#f$0v8EJt>r|RtMjtHj6+S~+DHyT-N$mq`rCPey@78v^
zO87CcrIPHbE?*&lBo-fV!ri@KU!SjUeXGmw&OJ&|9><T2P(Q*p<tj>{Gy}O0m!A+$
zx;==pu&g>iLcVsFuOlHQm#W71zl#1O#e><H1?>Njv#2jC=PEIieL`{>GPW&bqTxaK
z8*7rcI0xg6+!aq#)u&Iw$)wR|l&d87hQx(4M(@o&IHd?~1b}amIx6=FtW^zc-=c4-
zZoK{&5kE9~+^AA_GO*wMF5AxJ3nnp@k{6n4F%bZ-u#GUtvi3ggm`0a8Z`NUblIL?u
z5d}uYPt;XZA`Be<E*93)P&|#_pm&!8v#K>9P$9mx%1cs5dHKCgneW#!YeQmh{F|iw
z{5<WPo#cktBQ8)wMNrZKEfpuy8J?~#mxo4fsoP%!%AG4Kp%u`Gg^`y*Xpg^b-ym~6
z0hBAJU#-mCE;H3S28H)X5U$@~=%;JJ9?Z}#TA$lG*YuI=E~lQ~{ou_zk$w~or;%z7
z;Ch=_M9<~KHw*Gvvm;Qe44Sx7tgZV>pS14SaT3AWxdXIl@R(c}ptnYOrhD@?_rhH=
zv`VA|#*^?!e;gi>W1bS~!4xu3ao@!(DB{D)_FV*Rg(l+0g6pOjV-b_2e>c8dr}FqR
zwg4z+WmV9QRh{93`)RpE=ymW4L2b%N<hv?8gg%oduunHhwn%xGTIUl0t>xRX9<-9+
z3d4?m>%3g`L=S20ej{CMsQy0C&d7Sf^<FJ+xzw4#&*jYsYu6>;tai|hwYq|vVLsn3
zSVM<WZ{s#c$eZy;4QHFvCt*im?A~Q^L5C-DZt?E~eKLs=G~iK&?9b1r6`!parh_mU
zymPe_RGwQW5XUS6Z4yo--q5{Q>qMF<5^jvCkv&!N8rksXJ)XYDt?mbHG=T${02{NW
zpHCDdVms_S7#VGHSbsV;;iCb-hvt)|nUga;Y%U5Wjn7ORBjr13aGDsH&Vm9gKVUUF
zYNS58B$_piGS*c$s(h<jHhgOa3YNx@=DT0spQ~<7=}>*`jP~mR*?M``jpUNu-1TG3
z!bwt+W3T)VS}^lB7W|MYQ|;uJ4$ecql(v_*G@ZjL>W#}Ai^c|x$a`;nr+2)l>mAB>
zqgR1!A*qN+VdS<RpJkMU3`KM$FXi-pz<LL|BjkAPM|u{OYjE}2qPlW6-|sMgl+%l2
zGJOJ|^N3$`&E#Nn-jMg#Ka4aIj)=RNvt_&kX<(9&4Kt|5&@4yK1`K;LeT#bnbhMo)
z<LD9;%rt*0+c_<u&eWptAyI}lCGV{akRCDt6zC#!aexVBI9leTkC;(Bp!+Al==sBE
z@2xajKiH*8p!mrz;m@;vrnxq^21-<csj3VSdS5X=eDCLJo!4e7q>`{3cfj!UwWd5c
zFR|b2kUgcr@TeJ-JUMJN^;%I)*j*j6Cv=?Twd(QexNhufu#eCASQm(W^TFs{yoqBp
zP>k~UL-=KDnF3_j(SU8aBCIcW!>kd))Je`5G<56s!@+jA|1=n=WF!~2JRQkN^644`
zgA9*k!$>(~=emA<VihO4E}k{K4qjW-ry3<BL2er33XlH{nt~c*?j*10Ca3>EUSwM4
ziipQ*{U#!6eN5rQffk0<z#e*qe#o4%WhUQ?1rwEDmA($P@$^vqRPD$db<Bkd@%qM(
zw<Jl`rBu(Lsu?MtRqWv|J2Ng_R3PCJ{m@Q3f@Q70*a^arbRh4=XU53Mq>j79-!a>7
z!I|)u`V_lIyw4EQs2M+ktd!|trF^`k-doT`uP1AX!5OR1qZ-Vv77A;s4Yr@MI;4)@
z)TX>gnhHYI^TSDR&bQ9_LG{vb;GT#+Kr{C3gxQ3}#6-^vi<{RdV%q)vr7&o;+(M6d
z=ZMG)yVxFKALLKTxT8VdMw~Nxw-2CMyN`A*caB)qbfh}D)&iwU?vl{pj@xQ4yIjY9
zM}n9_u`}um4TG);g93u%#opxiV&n??^9kteaU7KXjYx&X$%?aLEGHvHC5xS*%yh}j
zOE@iL9=v1M3T@<+E9BL7I+D<Y-_l4tU}wXYv|L>qKIui3+K3envG=5e8;7OLJBOYs
zosoDp=~NXhKc_z6s-SOL2r%u+eC3Us^<@OPSM=;t^nhDT+F{N3S8b1^Qx4>NXVNtZ
z?t)xgr%DD@V?5zP8%ug~QiPR&(t)O5E;*S8M+RpZNFY8hKkx+>-|wU{3peKSp5GNc
zY}11Xk;-*MvHXG63gKG3EIf;zucN+J{k%z}V$(P26Xl$Wl(*UWme|ybd3DcXef8Tq
z_f0mK83Fr^vux+{>Ihj_od5M@ZvQBKGT_)aga%hc=huUmf-|P{a=&#-Mx&ulM=RcS
zaQ8cf2YH@|X#qv6t-iA0-gK1OlkhN3zGwY(Y4=vvBH-mQ7myv2OzouI81i?w4eV+_
z!~7HAyF&V1ke|?Wz=J&YqReS&nzd(wC6Tx=-t`&q_yiwmUJ4-0m?n3xSq)H=BK&Ws
ziF!ihivl&7Bv163WLypv=a~#C0B5W?P=dTr05L<>iyT)pY-aj*bRQR0+piP3hbr@o
z7C+W4E2aZ{=X;r(Dev2vJ@lNkDVsFinU7v%*kW;hcDk2Qk6HuH`!ZtHLJ|i*rqgT(
z@3v2ib;Ot_>75B<VxIsArL?j~1|y{i&F0Bx&a6jRQu4y-5qgsQyaq2TW@^8`vZKm{
zCdG@lhha{lMhJ-S>_-~R;`Ev-^p~f54(n$~SK4Y%9ki|qJv0Bke#X;!oQ89AWjs<B
z;ltv2p7&6tD_&8U7Pg9;RSS><kX`ZO+`lSOPM7UnH$W*>Hb2m-zbe<jiAa-W;XeDl
zO(H_grD<9zD)UIJR7A>&bTd)jrND9;(L;Gmis)#hf5Bss9$!0?>uJ1jp<+~h(&7&y
zL);9leYGf*JYIQH7U{zbCQGWISuV%jo~UVJ<}9V9a!Z~d{lRZuj{ai=qT7BUnhGNJ
zaZmMOQHFka0*K;l8niflQlSgGn>FSOo_;XoE___5JlsCb6&g+?jf(83kL-z9wpO>n
z+1sUhx6k+fcss*3YL741uay3{Oik=~3v#jxl+?h8n^OK}tNq19d{^c&t<3l4z9fD9
zuG;Zop-j`t!Uahkx^W~ZHr2Y|*36$VQ2!{(g1!ymClsdG)~Oo73_i`LGU|E)465Ty
z)F;w=4r)j{w!?DFunX?YdIisLHf1imBUFxX#HI(&_N7%I09TqtVo}WC$D1PaDTsl0
zgyVUc4AV^cg4N&%x00;^{m^jA54$ommd5nV^{mpP1Bym7BKouAH+m7=(t>?Csi(H3
z4!>3XJ{kiYEi$f_U(A&Epj9e90a_Je_a#Pz#!WP%W@leV`>pqj9~C=XUd$mqpu?~1
z`fp@-^-qdydkC~YRKT8BO!RX;UNBugtVq9#jaV!$6WzJDp;NFjZlZkxWHI90X<oaQ
z+@zT+F!cYznuhnV%qI9jjN|hd2}eq}L5*?-wJ87iWw=2Yl^FLE00~k$o=lz1={pYh
zB9DoQ-yKF)@6(*)L_XgADFJlzlecf|?q*!=kdXKMhMT_y4_EqnIXvtLdu9&>x}*02
zlaF_~XBQv+`h>*l?=EVSx!;Xps)*}|x?K1D<{z_~?%!64T;1N+_sroz2)#@*fArsd
z0{D!>uk6Lzeq5~nX$>KCdv8wsgd@zV{D}EZx(o#+gIav`uN}BkE`I{Ny?z25H5ga#
zJpumOw^VrFdj5|hvB|&nzs6bG8j0jUsPzFU2kyAvxs$HQxIz85ZX<*+O}EkCiHWtI
zO+;3MFgY&?jn%1ZMsR=tLWCb6lLP(?=Rur?)@2A+le!;?N>AEbWJ0z7Ckb74nZ*W2
zQbtWQg52-o)UU}ejVnX^-dpbR<k4l|w}K>CKgc>aJEZngj5g*Oc<aLaF|~6}N7f5|
zX?%mmKc*AV_52~tEBy(8BYqjYqoyIf;w(jUVzsCXWMR(K=H|7pn6YP5(B7xA)M*Yd
zZjf0Q(Rc#TvxI^HwCZYx+F~xMnLZ%rj!Zv0dYr@LPDm?;U!SS?GOx>QllzCkhkWV+
zpQSA@4v=j!qIWk`HjoqsHkww9y8~x<Xf+i6IW0sF8UUFOq^z9+$+9EP=LRAle@<Yt
z7(bZimj1wGhGzldeP_jVYHWkOT0xH`C&dw4)h%@17%0f>FZHI~*k9}_$k-xokkD@u
z8IzXqi@Rv~$$zJecgJ91u~lrFZsvXzhuuy~YM+n786LX-mP(qr8y+nAv&aXSg~1op
zq&aYQp!^q^-_*cBW&m7U{ZA7Dw?eYLXAT(I5k9E0V@TDh<1C}j^S@mRcs>EvVJcUV
zXZf0wlAP%(%i=5I9X>YcimPXESK3jmp;|&PL-wJJlz4y2qo?@8sr9Ml6Chm$9#u+)
zs(~EkQz|RSM8Mm;4mW6Zmqe3E8BOX|50eImMIhnTs#o|<sK?~T++BOB@}i^eFJcM|
z>#MlH8Nc1d&pM3nevMxWXWXp4emDkg7*Q9P{}!uKs7Iy=RJm06Yqs^>%hCJe#K&tM
zAEN@3+hL9^4#<qq(6HTJ4gW{;?$X|!penzrBk}DChr3JAVuyNiZhT~)M*@CP(ukUl
zl=p;XDSWE0_>JbSUi}__$beHT7VEcKWoR@a6Y!hWjV%H`j&jHca4wZB{j65pt1})S
zlIM?`(-v%tN9~vacriiMdCKxKmd5Wu1Sm6!!rrIWMVJIgUF?xrxu<X)kk0<+MV!AH
z9T$YvkV(mH3_bxw^dE0{(iL0Jx?7K8wM@1{-!ZKa*=Op0=zEy-TV;fJs{1*%vQCgw
zP6N%Y3*dL7eD_7(MdI5jzFLqG)40!*_kX$3OxOHEvs}9=Y3dZ3u|m$R-o$nI1b|0)
zuKM$D@M9l~{_sb&t4CF=`Uya1d;|MalGB&?=u!J{YJ+A4W4$Q2E$=Dz#NU2Ufd4Q&
zNI)AIXF8gv>CT&bKnG-5q`8CKs8u`x8dl>CN6K9Iz;3;d`@Wi<_A1K`1EIk}Y)g@G
zT3%2Qb-WJ#O|35VtMFFVAg3vtifWDfAMpPAt@8ZoK0jPM*(wHU{oAPbV^s7jak$%p
z*i;CuzL$SPcF2sB|KA(LEC4lGYr-}lx715o5+2JKunC8CZr(p_Cm~=?gqT^00{Y=v
zEa^-eN^^ad_^_}!{0RoC6Q-)O#VdsJx7L`S=iFI}%eNDfZ{IFOL>6_eJkCc>L>?qP
zu%R-BC5zR*cu+^Vx*YObhSz(22yV|ErZI@}QAUA#-G_{q3H?5HKaA@#<<VxXvl>hI
zD5w2tl<vH6RU<IPQSC<iwHGj>bi{VZPwSiEc-2E5>Xi&!C&$q&)5M#rYu@?2c+h5?
z{p&r=f~ud3uU4oO^=hA=*7r%hQKC5$LhqJo(C?Ec0K6nN6RzluJ8JePvTQUIPxmLm
zh2wZ%-*8v^YNo&UTPETxh1fo>t4!wBRYUomIUGp^hV2HzJn83JOd`j8HKTiq=K(sg
zdl|$R%j9zg#@F(?Ij;x><6L=ddto{uP&AWt8nhv^xbX6=h;JA9nK5;r1r8(CF$909
zn^@&JHPD3SPK!wT<qn#de14Z%@o}53p)3`ln=39U7jxWSE^J-oY$nQF02Ng*H_F*s
zggI~VK*=Z<mYYvP5o!BIlx0fo6a0enKsh@KYw<VB+x0wlLRw55c}4Yc#b@0w)Rc31
z04Y)wQtX5V9E{^~HEB{L&qD~k)T+HSikMLtQS(Tt<M!kMN;wm80Acm<|DHZ$T$4<F
zL2HGS=UG#+zKUm)96!Z*4b)HZNIHm<2hh6bqULUpbFuaEjD`vIRJ__XU(>TZmBnX{
z^M<zacd;uEO2n!+AKym_MbL3!+m^DWhsY9IXbB4kxSKkB64PL1i$CuhVI7fOw?`40
z3iFjBBkPvt-jCc@rjS^N2m@emGjU}IS277^(uMwU`26o8ugJnDj{&dmpo8Rl7dY1^
ze?~D5@Qia6U-T7fM@N|YxPeN=(zomc@Y_G$+LwgY8p<QTrl*6Fji##AXRe-G)56Pe
zyWpp1AFYi~XOAHb-D3@d`dYu&TE9h75Zr6?#!*sx<bJ@cGeP6IWwSK#tnHDF_I~+M
zi;$+Ki#yV5Uxc5~s&hv0y?7%P3R}YUFkI#Y);{=2-tU(j&yNOwZ1%1g)--N31x~a&
z_qsk`#g{p8*R43-f90e?cNo9EQslp@Z&&Iu+2PAN0dZ|sUf3JBR0<n!ucfqVwz>YG
zd9QQwf)!nl0F_Fhc$HYr$GB6#G^4r($DvWqT3@F=XWf{5Y2FZM-9Wosw2T)JzKDeR
zRVL5*cKE8x7_AdjWMr(r3QR<C0k7I<9rg1DtUu5$-OEmFHl{1+%VmA#6slK#clMP{
z#pswZpkSBX`7?}Sm(H|<cOCb!llL=TgG~8Oa<11*G{^_7W0W+OY!~QBH0r@MGqc!{
z>@|OrE)ghy^f8Lf`}A!uYBM8Jm4f2Bf51h7`p-kM93Hczu0qCO3m$PE%R-4lbSCS*
z9@a}~R?XNsN+4A-i_jSBH+Hzf{|aW#H2uR`IR!YE*#8sw#NYA%?_m~*)baASq>r60
zinem!BV;dmU8X@#fE!eUC%`P@qqKjz>2U<}@JbCv)&uOaWR)~j|C-P91#6yWbhpN}
zT=!O$zyB8I7F3M=i#H1`{U^E~d{di{*0m2y9@^|cwma)*ct}(^`rd~C(rtka9ht0q
zN$zXnZSAQ<67B9Bi(ka9du+u$A}{d$p8y=++u))}C#2Kd@$>N@kTWBJ?Ix{amI&9~
zezV#oA&~~}UM^n_0$h~<+534qe7wA|G|Gtr6<j;4vmN0r8qR}olU#+F@D$OI*u&0=
zIz1HHZnaC+N<dXGiYYN!E;_@XXufGBIoBU@t!un`3SAa|Y{!t*$gvIR%DP=Zh)ZLq
zW$4qZfBD!1_z!b9kA+RuLcX|32;>cOlaVqdYY7qp_Wlk}^Y{3gKliMAG$-ru8P<PQ
zR;Bs`h$Qn{E>mgtOgj2bosPO@UYHGreNHPe$p*8)?L#o&@6-IB+2m2G^t=>WYcxV}
zEqmf9-faq&XNFw8;q+EoYcwXb>Hpw%Sdm-8%reXBtYh~vp=XA|x>Eb)LVZa-81z=~
z4(GYP&F#fy6=j6IgDe-zT@H0z@)O`&X_KVu2i{4c6d4YGFN-i8NhzfIQICKQa`%vP
zXk`<oNX55!-_w(@0E6b%_5&{AB;dM6Ya^JB%slOiLk8-l#7@EhgQ}1)1v{8c(v2Tk
z1Zo6*#n&{4s*B?-6Qx>v{Xoq;#quH|M2OF_4c477YX*5jh62P4N}$1OK$kr`Bxpx;
zgGLdmJb45Dc+%BnkKnTtO!G3<gS4@9&QZ~BJqzqy>iAGr(eQDXyD(5%XY|sJlAP`m
zN<vnURKlA9TT}h+9a9EE3>ND>_(0b9pIWnjd0v#23`X$wg!6@=e2mbUhPo=M;MywM
z{I#uqL3M%*|1;thTR+@uHype<C}gmq{EoL?ilMFGl2FKNe&d^Nm*>$JPTkwr0p||{
zN{v55c*YE6CuAA66ZQ>X60)PrZ^e33PONNM)lTz1*Zshdl;zEQ*$t8@(DfENJ|-r1
zUdGkrrn8S8E$Viw)_5m!?=9n#5)oYFBN6~yp**pfEw`+-<2s$AeI_zagwjw9G<<7H
z889pWS96GP5%6CnjM^u_$tHX-4y-5d!B>sz1IAaN_;PNl6Z(m^`&U5byfUWxg&KVL
z>VPy3t_IQJ3KQ_R3tf(vgx@R^!y*mTOzO+CDLq>QKOU7D;(oAb?}Hd*363}#wNUTH
zh<sFrl5yNBop%QHqZUXQY&<d~;1HLEUNUm>(5Z-vSX`EUYe?NzX^HibmLnzIT?h;B
zN>8u0f0nYds<ys$adDM5f-bl_r9sqtl((w3jq0urdfrX_!Vi0{+ll>togsy9n}~g$
z&_#G>Rnz6J>NDJF+W&JPtL9d#p&$z{zV|41RVh1kPju|yys;<_%CTPeIBf*O<B_s$
z+m&Kri%Sbr&;t%Q6aHx5)n{(=570b1c;8>=v!=RR`~GqF+O;&+G5$xDyjlaVvqG{}
znb2gg{Epy*)G%S3I%&0<)SLfklK(4tNOBUpirXk(Xe0`Qv94OaruDbeCA5k2XnMA9
z){C-{bS<32V~zw87PHcFh;L9SWFW$5%h|>AOVH_D?zs6aj^AFNH8+FaE}v;aR3{j6
zc!`fBW93P$A}-#&940Gt0`xdWC`maB)<R=U&psM1`dCYP5uZspQxlwUdnB`6@#U}n
zo=mD}6mH(nQwFRPzM=XrbON%W<fBO56Tqz=xCh0#KK)}PfQEX#WzT<#KPOIzNvK=d
zww;3uF3G=p4d0$Q)kiRW;<r<Gi^y*}v2QXh-%D&YO&4af&agf+TV7mf+`kKgR@9}v
zWv5iUzr#3fCKx$MHdtP<m2<GCU=()a{JGx3mLH@4Ln+Pui-<&-6ioPlLOYF#^Haq4
zTBv4h*9z~9w~bHct`2TD2J+1U)r$7#<iTrip8eM}Mho++4_OE|7M{-&*DH8uJxEzj
zwnHe(EKXwuZf8rBI5a(=DVJfxKTlA>_uT7jhBRILYKHoTmAUG@#O-ybpxlPp@>rOY
z&5JDJ{3*Er(pSnpAXFHQn8@*n%76ojSk7jNyQDbj`fjyunW)#K{)@q)?}Z*IJ-5LT
zhc4`Nd!%c~A(p{zW31_UFmdW@7310od!~r{<sxSDV5*aJ75Tk;=HgXcR~cGj?ECff
zxO5J<ejscTJ^k7<qY<#UMVPSR@`e}gwh5ue`%0yJq)}TBwWK!7C1pjwU~DKSzRu7O
zmYSS>TkUCIE-f;a^_9|!LDP>Ugc>y^5~ld*I(!}31&qVB267~dLK~OY$ZaNH_!^w-
zsuT<f-3RE!_C69%B<j}Bu;+i5zA@2vBE__VIC!+&T&SQ}U&UaG3`O|i8OTJ4Fy&i6
zQY0Ln8P+G9zP~Z&f2Ec}c2@v(6&eaz#de_-aDAA2`PuP(%}oST_KqZcx_@y!?Y5aQ
z`igo<l>~SKl#ue~rT(IB?ko1gOC_meXXkmt@u?vFd@p6L#DF<Fxx0oNJ0}nOo!Uz(
z=26~Q;v6~yPiIVv6JS7e`cw|XFr|Uiuk%vKyJ=XQLFbe!M4}xQAIBBtIm}o;E^km;
z^udWK@{`Cp?<Z}_!UfmSB<_kx`MDr922=k%HX$d_@&`@ubu`>c(oYJNdPx`rzxt<y
z<v$Xp&qUcq?#)ZC)0KQ@rH@ZN#Xf!<{j@_Rjpg-X2h`J~QoaWqjetWvsB7xK4lrO-
z>lkn&JWL24sa~<*?EwoSnn?Vt7ZUOuK7)i!@9X#uwx?!#yN-zWS7@N)xnuL*`&D;c
zEOoVHusRhIYcKKO{EGK8WgKP8J(~%eX%eGZW$QgzmNQL6U&}C?MSbOG7U+n#l#BSg
ze7N8F;SLrr5=Dq}uHEso*4^ICTtZ;O@3z~MjdDIPusO074_Jh~5pnLdT|T*@!M;#M
z5g(Vmq+%PLWjo$h7`?y8&X5oJJ-786_R(XzJNYqu?SaFNOZIVGSh`fCX(M({Te{ij
zghFCG=L9o3u(9aFvNikh0Q!!y<3jm$Uu1=cJH226%>zcmYDf+>p6M5z;kVMFyHX2a
zAAJh<kL&ClEwtB>GLK7DQ?%8!Y%Kx|wSy+E8|3rHk>OCbBgAD}619gC^_nFza|Cyj
zUnV+onT0CPdWr!Loi3CvyqjWVvzB8b$Yr*~wn5gR(OVpwcMsi~pAo~eoE;P+VU~^N
zj0GG;b_IdaH4^MK`qm;YV)0eKjPdsx;Gh;)p6Oh<GP}(fy7Bxm`1;T}fttn`*P5-=
zBcO|sLD2G!;Q*icyzO?X6+OJk3%d%r^w9$3$kD?dBkdtrtRHnLBp#Tt$J@k0vs+L;
z(Tt}o?Fc>_4Xi(Pt%#CYRCYWse~T)hiiJ=9GCO+-Kud|Yuc8sH&N=m;U|h7O#Q&;*
z%kr<cCL|6FTD{I3iw~$H(C6Re<+kT-)j@@;F__zPP~wvekqJ%41El`(H)aCoD<v{O
zFompGP~8tPGMlfLo(D%92Q%7B<6U#cdF}!{&N^fR!UPOIhId*qU6P;-t+mN8vKPBQ
z*WG+TRTCnwt#WJ=-H-d}6`a83b+?+guk}F2h|OSvW(JSBkcAS#1FH@<;0(mHP<iBK
zRh;}67beoJwAX>9`6pcaJ#xqcT`$mZ-~iO~BnVzCC(jWU&}N}|B#%Ha!Hpqc%rd3u
z+H6v7w)EnAZj=F#UfLgrlu2afI49q6B`C<uBec`)@#TcYr2TRNBkiH&C@Sxdat|c=
z*^dy&mJJ=>I{GUSfpsbn1c{0ni4x<T$Q;~`dRd#!HvH~(e@LlhTkIfxeFa+DLZz#>
z<G3q*xTi~(IHZ0MBU(~Lmk?C_JXJXh)_N^t6{-}e&|3FiB_0;?bA6>aBjk`oe9kLz
zctj+i+x<ERi7BGl`tuT9Y1lB1rch5J(R^+4Qr%rl*@QU8WDcb{lwG6BB8vr0ta?w;
zSuVGyOue;=<ax7)YvK9bgr75K=WC*3LbFQO=UkBO_itpFh`vpRHVDy9#s4T2;MvPE
z^<sJ(-iZTj5rmjCJQ6Swx6nN=B=!LR+=f~%D9*%^T8LglQnh{atQnMc#2i<$9jmsa
zqvB`TUb9&}qh^6sp5JA54mh9T04J$fiw1uXsEd?!jLWh}=^>88VP1c~c=%WDB`4}4
z3B36xMHGq{vtD+0Lpl(%ehJHsLfi?{Y!J4b?n%cv*fII}6Jz>5y&sx4y`CBHK<N<R
z$-GK*=1Y7L!{|0h8Rl#loe4k}-Cg~}%^S{0WhGTN$z+MUB(qs>l&LLq|3b)Vr{-2Q
zMgx<B6yLL~oG?Y&Il`J^);V>``-N#yw-x0mEpcgS(i6a9!?KzeLXPFEe200sPi8W2
zR8LgkukeLgUpKB)wR+O5YN8vAZ;qkEREA|T=kZ*wV*IeW4Z^^$x7wOsz&iu`!YOCZ
z?>zMDS~yRV5v8aQS_A7@YVC7gq>j&9djbRjje}no)KxXqqjSYuhk6HyO)r~RhGCi|
zBY_jxi~%-@{KN^faA5W?VFtN+f3cN#HD9_$b0O+{1WFiE@;O$fTMj_A$7zN9L<4kY
zAnmf)sD_8c-J|0^(eRCla^jcz7;W}H_OByC2LkMG48pX<<I$b~3GZsk{HDYwD$!x}
zoWvjZI#)VH>io8oat4DRJ;6RNo#&}Y%)S3T$CaH}!j1bcg@376FfJ8k7<LLLE8Q%T
zgXU(7<y_5z#QgtkgHR87ZuCzP^IxlFNc{&*B=T%XwA%XX9J3~5+`D=;7I~v$IfQ@r
zSLo(R#f<gW%AI1*jx|>yH6ODl%1R6MR_pfcZUytQh_Nz8US`g)+tJ673YbpRR`bou
zgt(gez5Zdo?U#Liqd~K-l9?X1=aCC59`vz8LSXM;IYcib=`muQ;(?ny*S@nVO<J`L
zsigyTf~3PLrgP^87>XFBiE7Uz7>diQ@zJ~asN`qX2D(K)O0**cYA_Ae`b#6z^6W|0
zB@vpy7b@S{a=V4XRC$<p6&>qvWl%B}V#4`oeuTPzoS8(=CZ#$761#&OamBke`bp!_
z=pkl(<pl;LfEz2Qv))8v^jLBUh3N43Ow`?!s&Z8inUYfSPD4z?n=0j@o)##`vt=Ad
z-LvG<9nl(&w)9FH6N*~es`#O=(#Z6vS3hjZvpblPRZU(*ZIu5jkBCqm-5j$SOSUC`
zEbT&?xF(=58*K7F!8#KD$eiL<jw-vM(()N$dBez~!wx%eExqS=b}TTYty44!LM0lV
z+oz_RZXs!Y2p@USJVd)jVjy=z9Xn5EO$&p+iuuDi^rk#6e7{g6afpO_iT-oF`;?^n
zDUHY^*F1JySDu|Rq_x$M3wAr+pee>PDd>EJ_=j${7+byyTC2J+mZLf?-REWrCEcH5
z3OOt5E>L-eQo|;GKL0OP4uA75JtGm{quJGcC^6f9kbGdHfja3xN0Ld1W5B>|E7iYS
zHT-3l65OYi{e@%BkIJZ+kEU0rq#>~_0;82eFp>u3Y%PY@+*nJ~f|nLNHk;w0vi8ku
zCd^gT>2y!Ov2~TcSD3C)#2<Y4NN>Zv_xQZ^>-_T}I<pX=iZaReCjbG@uyAL;c`5(A
zJ%nKJbc2?-t(VCC1?A|MdvWKr)v(G11-60o_xW5KF*<u7$k=PEniIcpCL79-GO}p0
z@05%lWybBkbPfdGR-gOEO4%HkBSmK##BuZ=%6r84zVQ#uViq^wL}W;_u&afy;b63O
zQKUfJ4H{EBxqT0r^DKJpr{jySdGA?H_$4`)<#^+&V9d+&;8e;}kV9MgtI&2M-+=P+
z`S*(6MKqgOD^;$oWbLqw?+qAwS$s2BWO72m4AgOMR9EaCwKA<IsNHctgZ6X}d<W5g
z;Pu_eUhXQa<DlwaGukm}OmZA*CGX;mZ&@zi%*r_gUQfC?ak*TJW5ljw>&s5WVa9qj
zja@OaNw!YfD@}jHZ^hi9Aabg5;S9$fqLvMF2GXWJ0fdlEmv{0Hw-?ghc0@u5XP!kc
zKNH`TOLx?4+NDp#y0TsP`H9q}XshvcLT9+72pi7_UCmW_R9<zt5<KF``amSPf~9!x
z-%Q}e@R|3R&3nxU*-J8g8!n}H!imt7->2sX$=jiq_RHAcf!Pg93%tO?WqUeSuiL2`
z)aaGO!Yjy<XMB1O%V}c{b<ZYboA2}!s-(WW1Q}6E5zsT*L7CD^t-$a|g=O@JxH4eF
zyL1MW=1i{)wqXpP-_<whawVKhW&y9mXCTUdX9m95HF~{Hc7a2BFIjU8X&wYFWH&0d
zMW^Lb=giGkQ^&)6-z2ZYy_EQN-U=_P1`CGDD*JN2y?RT=(=y#_htZ1LLZZJbMg=-x
zgdG4WJwwi_9Bws7dB(ia+`|_Hwe%^Jv7K0r;oIj3T^d(0c@yG%$6sCFjD028R~;d}
zM@)%K0TCSZl|&@gzcw<ayNb9ll=i{tT%nmP!{pj~L6@LhfQ)cEu}6dUYVCL`l4x`F
z@~dRbs<k&kq<nBMUu{CNPT<8In;w(?YYsUr6j?P=h>`+qChU>S87a8gqhb>g9V-Hs
zbx+K8V9<80;lLj3FQS53$(g_x#W^ZCXIs#j5p2~36l|F}JX~M`v=O@*an7EVtUf<9
zx@%iuZggFk;0a8mx+FhnAv*gd${)~0U%sxn(n{y`S|jP&JLcNG*K6bpQ;fb#^g9x#
zInt|gQ=>GtzH=U?b>-@1ogtcmW(NT(W|La;!u*7L?uj@`uq5$6;l@Ja_@gZ=?zEdn
z??1OrR0`{G&^wo46IPpnw}sxp8<6-rxr7L2VX;O$2tJwK%PDvQP#Kji7^AoAubUf3
zhgtDPiU(Fx6opmU@HzE)T3WaBR!WHO%%MsEb-xV_s^IMMks!iGI#yPsDBOF#P<m+|
z?_Ne3D7g|f$-Nq`&z0JYEaLr??;Gcjcr1iHg*?=FgkwV<m;T{0&EeDXk1+zp+T)e)
zHatq$@gKv2nFmP+lIM{KllI?&15~Q@YZ{5ieKHF*Sd5eW$1For*z~6~8)_q5HR>fX
ze@$2BP)-V{a`uWAlJ)Itue>1{4=4Ej+_EUVG6viBJM=oRI_lPbebBqN9O}MI0pADb
zcJ}s1Vpe``vZkaqXUdTGqs}r!LYl?#Ep6_uf-Gw(N3K%`1F(cL-2P7ga3)ZK=bfsI
z*MNLabo>>AIw_)%Mz>Wb{o6a5JR@~d3zq^iq<64FTjF=FE2%=KSjNLI2$wY8soVSj
z`oL`st=E`M&cK{>sSm63QQkW($9t@x=cA&0{Mb!+x|6YC^<)rP77pt~1FK!#t1;eE
z*w*VVjQI`sVJ_Kk74fF2(^G-tJlmEspii~9!Bn5YKZWkJ@qh5#mAZyU`c6X$z7uk#
z21v1{4vc;(QHfvv*lU%{eWngesE$bap<oyYcbJF$EB5W*>f*@f_!P|VX>U<1S|7e(
zI+U#^@;EQ-@9%rC!R%H+^YCSuOBPMXdEg@Q*yUrlm{GDJnU`%3br|r&sGmCaDDc;m
z(}TRQ_8mESQM*_>NFU~9RvG-wTfEWlQZ&iTD<sf?2qg?*Of%kDY*BWy^jFNv%m}kt
z;!!aNl8^0YeTC1=&xprz)tEc7F#)VSf;otxA$`r0Uu8r`QtS}-@SV4~PF3p5^z3};
zx$x+B17gEVy>z^b!kmZ23EN=Riw+bo&!rzqmFgT)Oa;5$zNa-^94SP4slNHAupEfZ
ztAA!p1wZ*>BRm%2DHb1Wpc_8Y^yXkId@BaLT|aH=PR`H!lCVtpd41v1RGiwUpN+}k
z!*cL==|9Y<$jQfd->L@jD?AEKl)npZixjHu=}3qP)9#T_fa6l&07Nv&i5$x|ink(X
z>dC)+X+g<B;d~J_+@yisdor{=?kopyM|KbvTX}9HUR4%}$`;uG;;Pj(5NtRV<dUC}
z=0~T;?J27JngelF(Bi$EwSL8~Ik4YpokE{oKAH#!*ai~=K}7;4(o!fzk}ThA<Zh<B
z1-E&o8qiD7Iz`+{L4%gnb$9Q@-LJnuO35vvzZ2Myp@5^dfXITUjkpVj>{AlKz$#rQ
zw%se?#0NcI2xf;1W`1_u(cz%e-n)ff)5L^9M?9*%z`*|6q{aR*7v7&<+V(j%b?D}6
zaT|A2T9ItqA-hU)PO_8FaMAKg55#`Ur{G`;YlrYwGvt?93DgNcmtwTB?f;J~o&PEi
zX(ES|VVjJKWt&uR*MKGr8vd@cOGuHJABEXcv98xRg%DxcJUSw6_W~dPtyt$tku|Qm
z`h?jRe6WEU_|+T2>ZH8?GA{5pR~H&b>-vgHo~ic1?EUBd^HSFJu0uCdw?D>Mz1mdA
ze=M5wQ6duWUGwxBj8A6by$F4uc}}<R!L_Ze#otu!3$kb0VpVI)!UiDi7HP|xDEXw1
zrhy-+r8whoxqFxq3NvwHX+KX*wFyrKSbiY}E1rRY02Tql>drB+B5tF9Ug<pMn7nQ(
z#4yM;9tme4PgLGIIYl1Zx;IbnrROjFuyeYs+N7Qp{fm;h;#yn>io~GO4M>rr`*;Gv
z=tLrs@`_WzVC+}n={9FAGDGy9p|3FHG>o66g&RI%8#&v9_VM*I#VbJeuJ?YpJ0RA$
z#Tns5^hIgqGAbmNVHO1cQTd*#`p-5^-<v&nE8oaaVHq&ymR=FA_YHvxsYl?O^By{9
zpzQX<9sw--DhV$WxWXriA}RPX+@b!Q$-@Q8I{L(|o>cDA2kg=@D5^4&DyYfx@>_gA
ztJS1bzy8NB^&hhAnJAX|o-gI(1*qh6Nta~|!Z+5rqvUx}mT!n}{4fBvUy2DxsfvLn
z{j|};!ma>z!sX6Z!oB}1toS!+_>aE7?mvod+-eiqFZ=a2Wyp87pO=X!Z(EYU7cv3T
zSWY=bfrNEpaVEE_B=B)YBmc&S`KN(A%O@Y^_Ves^N9Mft^BmNPP~@)cF!DDxfgRvC
z*6o=b*1LYaK&_N~ME<SnDx*Lee`;5U@IXS#u$g=bDR{6OpeAiS3_ulFhe$TkGtr|q
z%d4OyNjs+dRwML*96iRNoQzSIh_g0raj9EX3yUy{u$yEP2iV3%`P;VTXlZOOOzLWc
zlq`-S>O{2ZWa7r&BTQrWV+hcmb25*emN;1^kDX~EDM-Y$2d(smK4#+G$wtuuFsUz}
z%POFc7vC^6^iT@9W2nis1hLA}|6tMEP<T2Nlo#(fa^w}yu_<sN)c{h(w%+E=-%@!8
z>7tl*I+o&F`L%74il@VwT;hmwl;(R}XxkI*{%Yfq@J(^eSw`K1?TE9Iq7skV)T{fc
zl>ls3cCq8_zQkZ^Xra^xTVe}55y@>T5Q|3DWyl2152q@PmEz?^^ff^me%lX$b7_3F
z*uq*%#LvjbdDZz}7NDBbb!=uwEe?4eB+nVimJYug%2+K}1!kx;5p+ZA9A~mgl!u(B
z4N2fOdtM);mJ4o9<-=EDmjBmZKl~%HgL}@49~+hHx~oAQH-feSi=woza9G#lwMkKk
z>C%fmMMqzb^vb?m#S^Lc&eQgJBl#Tj*Rf#UV(chSTTUM2R9BjpfUN#dBhOmhTwv4|
z_%DyVayPeyJ~;kj%SH%6|0?5TmuaGYi3YgVE$&HGr<FssCFV786Zx<g*-X^yLpDE9
z&2Yx>ctLHEv62r5Kn``r<NQCqC%@I;c35%-y2j`F4a!f$k>SVmL*@6<aOw8Z?0<{6
zT}3k?{O4}{1+wk*miAwqjW}U6-`)5g1%jAe`Sf)|^mI&r1q{=Q<}e`aD`=iSyj#_%
z1RqXcb<zcC_i(Xps={Hk>TphdO)3-SNy-iz<1Edpqbpp}ul{HeS`Ocyn=B<6KA>Kq
zy|5$8SBs_HtyWj_qN(q8VsYuLVuU<TexzGq*`Qfgh7c)QLIhU5G-{T5`2^@mvza;D
z-n7pyU9Yt*azvmJ!j_WZ$d87L#<Ni<J+o=RM9HE73Wa`QiD=QX!g~dS((cCE&vM_!
ztsESI+U{)5q$Zw+tUBQq>fs|GaxEXB4Iy|$hc{F?wpCIkQaOJS&}l<S-qR3XTK2yG
z3Zb6}@~nhM!aujp-zuyG8|rK@-sDb5^9sTqw5Z4wA|Nu=W-`O0d`Y5D^UXfKvXlZ7
z2L-G?Y1pkz?DbJjiY#~dqb2)G_Lpp5;KK2r3bn%ZqnQw;RgIEph!(>+(R#Yjb-0Z=
ztWjUzPA*3mdogg%Ly%@7in@y%tfto>2C;$IjIGS~eF*H4j1HTL%Kzgy{Q?(*|B{PF
z8@`t}Qcf&>WLE0)6M(wXhb@h$9lT66XP6WWVW-+D6ASyj2Ok?G&*5xUUNgxCGuP?D
ze}sb=KJVf?+7;xagagA3=^ugGkPkLArxQ@n6nx7Y7PX-t48Dtm%^Vm0#2+{U0;#<^
zj@PLJf%SrSE8g#Rs7gbr^mzZU*R-c`mo9Ik3a;KhxzxAB&ln}W<QBiwktWT;>9oQT
zGm!$3NQp#0><R@e!$-jK`<W~JOiQqGu@CDLV8L|zDzq1v`7%4XtgJEKpSpT43PbUi
zWkPZ%s|<v%osRQU*rFunR8HQ9C15|n&G%UKh1H-AxznE)rJB&G=}v_lNeJPWuUyQd
zUNc+TxRJmjM{AlbW%9C%+<kSJdOVnT_7!APZpyu+-M{#X4<<DL|BC}7mKBtFreC&#
zsq&lZIy_a$AdL5)2BU10Y@yN)?{benirKnS6)Sjll?1dCabun=6b(O@UNQ5ft8(1*
z?i<&GC_pifUyaAvpX-k>8dybZSn=v;EX6G;3alszZG%#?M6@S<x?&d4PLU)GipbD!
zQLzb4>_RqAKM3@<4O`^>PWw?32@N0jy`3{?`y}Q#QEW3SrQ7}*Q%Jk;MI4@9a$uG=
zK^OK~KjQaZBNt``WjXRMlf~hIbLk=kXYNEU+CSrmHcHtE)u$^};U?`rwWsEr1)h=G
z36jjul<o#ukj2uTUI@~ba4_%!d?pSi_G(T0P_%Oy>C9e3*b^G#G@px_xzJA3gx5`8
zY71B><^)%>;dCzKUfuFShaajI4EkDm)We7%e$^f5C{lg<is*&;x!>syrJs3$U1{MX
zE9qas;uDqotuLtLIYY+{i}*%R^Gt4DKTO`}V87%WSz?pJo0z;$eB8Y+68Up3iH%P4
z-mxQm0<geQy?(4B1%L3oPH(m)nG0@I9%k+fPc!~te)~GpFtal@#jo^Fa|ZklYd2-+
zv0b>pe(=45aO7{~pNCiDDZ>QE23Q{9*n8L3e{bo%i^kCZx269@+gnGq742K2P+Dlw
zwm@6ly-?hp26rd8ySrPl;7)@}@IY~w;#ypa6Wrb9d};5!Z=84KeE0qF#$YGxwb$Nj
zk+5w3=9~*3D51rmUVRCn)pwvc0DiBO52}5)J?EZ|N;`^&TNVCywt%B-7WFWW&`lZz
zOA}PvbY93(z?s@xi6hLaTeJ2xSNxb@)f|NtWfQ7{3a2ojPR>UWS*zZ8jAhQYWT0OS
zUO@_x?V<}RA`1cLL_Ia(eOx2Ijc;dj_GF2_sWj#W)WR7r?3r{3Z(si`{ise>eRevN
z8#N^X{4OHnl(eK5D*MrCv3*d2xUPh-ggjIa01zmZ#Uh+_z}9T~C9SSA89ZmKr#TI@
zvzbskI!;-4!V*m8CT~!d)A`v8{RCrE+irOOg(7RlnEm?>PKF%^177?fRc*Td@obbG
zp$WdpczIb6PbvMFB^e5poVlNhj5CEYxSKqku#9~3t(6FnW+dtg@CIg)!LNgP#gAPc
zd7^@g{`yFjI=t)IXvaRM*g923azVQHxkEbF--tS@+4pP`Dnc92d!Za3FV`#gKK)xQ
zYwbgqzvCB70c*vIt)Dv_sl{4xT^^x$Ua+Dct=QDF+=jiTC_{H9mh1&hc`D5jhjw2l
z{!Vzewc>a)f@RprJ%+gak`wJIEN`ek{_65z2RkIsc6admj4n;csiU)E@NrCem*uCM
zoBavB8~!J320rHf7q;pPVt}}yqVvF!a#k`PQFEd&VPD(YJjX-hvB`Ah(Rb%>L2`LD
zSlu#qVZa$by=Qmean)kURetWir6zhM)~;pF-ainGLHn>ZJH~dmCC?*mBnUee(D&cR
zlTkc);}!p3w&4CPtM&=-k5#vv6RlC|QL-QD0O|!_DlrfpC-nm7<b(u0T10(xZLQK!
z5X?5;mJ!D(r!n1PQ3gO*%=BL}R3LUf^h0D;QO=43yRsa7trKS2sXXi@+N=p8mwt74
z&?m+Y)y6E~4Leuwdp+Z1#zLK+NzPKDVW#$n2RXm8J>CW1&)_{%c^J(U#b~clhJc#a
zcF2npD|UjxC{1ItP2L^EyB~OEfyuqQF>i!v-7+#RVI`K?I6iD8D~z@7AtuHl=-<o&
z+3NVCT!}B=WqS?HwgL(*IH_-xGmQe!Ll3~)P(g-U;QqS7#}K?<IMwgK2*=fY<CrM?
z+f`Sw*p^<H*+g4U<B|n<;(gA2)>*Z;mFwPRX-6rycL|NEOW#}z1CE`4@#4FFt*Fkc
zChEK-hvbIC2fn}5AVOYvzll!I^N#RsH+ex}{OAWctB=0uEs<Oe{;ZfN4)oU6YyUuC
zIGu3`5XUdknGfaLSTDl^6uDMaCnVH1d_f+7C7}+69&5Xw@1Pt29S15{i=dWx--kX>
zlINzdkRJ)q+f3pY5hOs2zu2TWnfRBLosJ|hsZM1vuayw0`^2}^94oZ!X?3{FNr8Ro
zKD}U;z<v4gh1yNoOVA|Kwo{~R?q^$j>Z?8V+%(C2BFn?vK#a-a=C+y>{bt@-yR+ok
zKG3APcWU^{w-Ug<)&^@SpWQILL8u2r3y1h}2M~|?V}M<rK5sltZpth9@K_!8w)1g%
z_(6$ZyXpcnIh$NC-L=(xn7S_ayB!5QL?oJ!aBc6jq@&L}pIfB+R+ja&yU<$IuP(U+
zh}$#a&^-y&)I|#qRT!ZyxbyA9eV^JMIjtmaozwF_t=j%M9ZTAP2RX}2{bM-4Qo*g+
zypEMSIhBx$G37Y&YKNC)_xq+z*NQK4w~+Nr>3crOih&e`mZsOwu2to?4HDypb)e^6
zal04_?t?xHB$o_t5UbY??uf-R-?(c_dU3hkO}fb{8NDzPcX@htWEO7dRvwpWJ?AXh
z8w8Lf=4Ik42skv^Dpq)a@7P|`q|u<1;L8ARf&a5;YY#FmT&6^=59N~L8@Lljna4tC
ze-45ACw){P)?Sv=pDWa53|L2}UNjB1GkVC=fjK&8EPs--!bNK>L<%=0-4Ig?udUDy
z)9WKa!_Qxn2d;2STTu~!{|hSar$4P&o#1%J@9I4h8GsS@yOEL%fbS2(5fC6vXOY(l
zC%7va{GmVo_(OfvL_cy{KdO}}QCtrqB<X5BS*HoDeSlKiTJ62ONgUY+Dx`n1<DDzg
zTcA3MnmxuOl7zMTi`#$j;cso8N|nl1nfe|1b$0JYiid}~BIPiGttGhgnp2P77dU+f
zNEQ<>LW;FZ-WGgw>RZ^h@uYX6XwS)A<QpFx^>$eS>Pn0=)hYq|@<9&9Xv_3D_w{=Q
zbt=KVePQlBbwA?W`{=N6SI>$=NDvPbC9RGzX%>d1g3Nd5FE=7;thYYE4_uMY5$4!;
zj+h^}NMjfZZ@;hW@+zPcENZHwrQu0S2HWF}Sq-06hSoh{_bT4zcSr2hbIKv;j&x=@
z-m2TR6yMJE%OS@!bNos-8Nv6Yj=~J9BA#Jcvh<!~IKUTgft?`kdSw<U>x?4st?5-e
z%XOR)M>|_1C&FSer6A0R>g(S%GQ6F2xguJ>RP2HUlWD@J%&cGW<!-f(Jg8%Zb6~+u
zivYZQxAL$z=DN|&lnm$Die4b%RhBXT_>v7M@`2LirFI+g8;(!5Iy@k@jABI;VE43-
zMD9L`>C~gl`W?GHZ4ix{+NOVt_I*QWt6c6bP^~YOLO~!OZa*c$*EewvtGarU=pkmB
z+L)5~W@lSL#b?q8#-(pM*{4se`l1?ZI1ZetwO05syaT*59!?@WCa!}F2r!^@&C+~5
z-3rZiX2r8zf0x;c`kRY6@VU;P_fv#p;`rp0(oCOPV3F#)p`<YX<Tx_#_-mw?q~jR^
zi7Wv72bD2tWH|skGy57{fHFQ%Oqf$6YuQv!f+PFkfQR>eXx%9WOB^>@h%v9PQUML*
zJ5k%DG&lbYXfSJH-S!Myov||MF~-k|g3qF#R$nu<rk5j$nG~cbh7JPGISWMX9W5-k
z4qT`#E=3?<bbG0#AVjI*9er2$PNK9>o#5!VR}M@`_+nS!g4swBtj1UoOcXt>HnQoc
z4o;|HOVYs;Nj@rALR{3Kh?C3-mL4LK1{a6{2jg#?mFH^a3!d^mFA3N5sfCz`z`;;}
z$yka4a{a_CU|>(}gz*E6?LbBO!wrnr>ES)iomp&*DyTn&bE?9<&<%T(cW4hvc}~Mm
z{B1U49MVIj;MgmlsG*&dUU+y-f?h`dqKIFmAJ|)$TyDo-g7xxDn=BA9Obn=!$~xyn
zFOj_W<GEH@dAs(UwLuZy2><0Y;RToUnXUAMkH%Rj0mC`)*Qf~^u?M9=u-@b{h9^yo
z4^M@q9(Dbhei)4FeIM%R3nth@EG1^<D}_bj=MS!el&2q(E40WzTiSj$!HGv+az4_*
z>XpMjYOV}r59Xw>ltvjGTP|^pR_XKONLiF_n6zgvGbbJ8FN-qRDdtz71Nrdztx%k%
z|Fma6Ta@;>;|;lUOjK=W@eLO0_tGs2X?@M;QhRRN6gwQ>uhJ=CU2>WoTx)Ir2H0c!
zZnTH~oGn0#(#gqcHJYF4ndWq)9(6zQ&cE6Cci9+w2lnkn_q{4uwVkB7IR(Ku$O1+n
zNr*JK9aC;?BDVfO5c%cPfgf>ITDo<(nTevpkYfOSRwO56&6jgSe&&(F(Gxp^Aip8G
z@68T)kDp{M+DMXv$X-3Jw{)d%9mmwCt$XS~>t4QL0}J!_VBWqSQS;1Kq~TDP@VDJW
zQg#YJU(K!RFCM_DZm*&+4ox2x2W87nR<Z35w7v`(6ZR)QczMI7l^%kgWEw_ujI|C5
z`oN{r>~F5a;T%v=3-L^jGb}=FPMglXK)I?jEKqGa%@hX-+VZ|^K}gzHh<3JDa-)E;
zapA2gSD0ya(yofRH`^fQc`vKyll6E2thH=iB9wy>Q|3rRS*=bxZ_)O*TeZ*c=ej)@
z4C`)Rh&S&IT)+<yuj$)CU7HRT*u#Xu*Y5wVYT`czLSx@4MYoddZyfqwfm#ETv~Cuo
zTpm~X9#`eVKlbTb`k@5<P`;2bCAk#=3;0i?rYp|!#%%P)Y~=qtadcxg)#EB}-EdmP
zJr>9n3uO909or^^aD|KW8PickJ$_-Ebx9UWnnebn-V*_m#gebxmqu~u{gelK)u{5~
zXi(2{l>f4DgAjyBkvQ9mWnaGk;_Ql16q8vQ&q0VjPY`e6hw1b08R0{p4c&1a7Sc_8
zK6F3v05iJ?2vc-nuSw#tP!h|w^l#%UjuKh8u^rLAG}9k~5k8KJJQmKG6bSjNVocJO
zkAvmqtgt))i3lv}S$qd{Y80@v&#~cFjtAh4a%_`v2C=9z*@*cJc4JA87u-(|p#sG1
zJ`V<+%b5LU-k7c3NH)<Oat6nEo22=4)r5nGbi1jAq(^zgB&s0!0_xlS2$LjUL1?vU
zCaxv@{If$!-k%x=1*A1Nzu#@FJt%AIY-}b5pJ>ENmpNNd!eMya4A@jNN7R%~H6v0s
zgi|uO1f@->p~=LaNh!)5itu}H5}W|8AuGa&I@g=&+=S|BU<QV~7pK&Dry49!o+ji1
zPFf<$>TOZg(2gk9iclF5xj>CoXr;VUKJA{ZO-@dQe^A36HKz8wOau#g1w8uf(nU<B
zgXDd=Ry46rv1v{iVui~IvhPXK97pAhU6?4kNirM&8Xa}ajg65(ywfeKnKsIczXxV<
zFzb|u4t2<PPK?2g40)_7Glb`np-~QbfdI{*e*w`WOd6#m1iVGyMO7BCfIzm1#T*1^
zJ1-%5V2p41vC^~!!H$+iSy=1xg;`A$dlHJQu1A;xUSo&VI!oHIC!LFO&eo?xGpdN?
z`$Y|G_{S3MmQqKFV0R?&xDN?(pqm}VG(2?w(l$%3tJ#Exa6@o9z_CwYPXmv=*Kk@1
zKo$ZI&HPVm{<ovgCGE*s*5dwGa+l>BI#=#o`9ErtYVn7*e~uDP06rpY$5`Y=1~^Nw
zD*-xr^1-xuYlIV{I7$wf7Ta*V>VvHisC>p+0anH_rLfLJ?;`@hQH!G>M4yrI6-6sC
z2hrhzKP+?-uFVL&UtQT-;7^>_@~yDh7+#JMu<m~*I=J6E^Q$k(XZwB}ERUYOFOPzg
zvQBlJ)nN|P6}-@DnKW|eN-21wT7fXuX1#edxHcE6>rr~ry^3>{_WAO{+u7xy{_T7p
z3e*Mc-y>&4@>a{T`8vu*{pdO$k1gg(A?GM}?`NCBi_lG^##o4x-j}nsj?kPy@+h6<
zUyeAWYl%^yO~`E~3<F==(zOzcz?v@t;lgL+2ssih&m0;R6JV5zkTD}eFyKm{X=nTE
zmRfgz#xA)T0RhDd2v^fdc+s8+hbe=km1J%H$mz*mkBU!R#4B&dP5wCkN*Elh@RCbR
zCSV3Hs^m_NEWsU8+>;s2PdL@c&P10WPUIjC5RBUnGlQ?Mi)y^xE(|EW0^umy8$m5W
z^|DQ*KKkh8aK|QYt1czS83J)>pk(W73JS2m0X<p?sXvoaKh!e6Jeb}CO2)yl{dH~a
zG2G5J#dLs#Lp{c<!I1D<Jb1F$tU*g;45%Ed$~`Q@D*Q8*K`w=ieC<M&BL2v9e${=p
z_T9`Ka)#+hdC$ghDQ$jTZ93NSRoPm3<UU>E*Xk0L*-`+-Pnwiv0V|EB#*?us_5I)F
zTNmqh;!chlIgK)n%nk~U>RRe1^qw!(KgSOmI=A_)m+u_g*09HR>|@3jEr-3lv++_N
zarzuiBrj5WT(z=rpTMSdohXp8{YLQEBaijk+ontDI#PF{nOAvAaSOoPtkTT068NvA
zTBYvzA$7HTIFqG(PvZ)}`koL<^bD8ESGUnH3`-wt^A2%?`ptq*iBAqoJlETaFTFoB
zz~qFwuge^LDavhx2{Z&epxj&U`x0`gh{UjRD=BUx%XFpI__U8iyAS95>CU;#3Gb&=
zVD=Fd<8vxu-Je}<jR^`a_z+`~7AMz|4`U6e!esH~`Yi>@(kCB{i}s1%`@d~@eKeu)
z{dw@ysH5Ve!WnXD;)*3Pq2=YRW-Ql8-x?n*rk>!~Yn-x}Jc}1~i~r*WgZ~GumT%`3
zdA13FEY+Kea+kcGCE8v_9CSKP`04^~HxBt<h%{fqA+l0?h&ld5_LGV)1NWSO?da|y
zBQglX$PNxJv;220|39@_tG})Gd%VIkq?)bQv!gq+sCR|c0fEF`htU5A!(@T*uIdiT
zWb5`~C%7+tL*_`YTPeiGZtH?7AV@O<fsS!rYFBmq^U<*&(`}HJ8c?!8w;(1%)gL!>
z*}9tvgmo|DB(z*nBzao*D--slq2(Q(#W$-QjySaDUg*)^g?$Tm<B-ZCNQ1=;DIXUQ
z){Ao&F@>y(4fES$R&w<U@VM-y(BZEj;>Eku*RM1}v)|r&_kV2Gi95jGN~>9rGPaG<
zFo&JIsDxYoYzB$h7i%MK$tCb0A#v|BfbGNdn5Pra<n(pxQwBeM&{Rtfzx-uYVb+cl
zbMVv6-f&$&5Q|@jT=YeAlpS&1ggL1j$58CsTlX%<#oZdKcYQ{&s1=WE%5WRAuG4XX
zm?Hb&8$Y|e(EF%;B#a)r!ONl<A~xmP85`r4s_#@Gcj_t`GsiQ0=(POk6T;jF!r|@X
zNCwkGol&6Zb&c&D7Ad@;2I8djDodRvFn#ILyKYdXi8>x~2pPLzLJFuX(GbpN03dx*
z#E(S}EiB+>2NU&`#a!M;=O5D{;T}j?Fb?{buz-+W(D97&6@DPi`c0$!db`-~y7!hx
z{;Kk_cp0~E7H`y?-hGxjuEdtAil}WtzRj~_6pqoiVr&C4yi~8}a{GRBv*&Zwf|776
zU-X=o7mMJ2<xhzYPN*w<O#w3Qs}M8<H{e`-?Q@$H!6~ChR*}nkM}N*!%2W-MX>wAT
ztQ2D%LPUm0348+n+J)kb+AUI&h^bSD*ctUhvAd{r+>6PRI-j*KuS)9cQ@Y!(w3FUT
zOxgJ~2(=jZYPU6Lhkq+&m5^1Pb1QLuM^U_M6_Po;&=D^r*2$5e?&giJ|6SJ(?v;x6
zC6VlIwzj6f%}7t!Fi8Q+PtIaNCt?GIfA&YV7>}4t%AO?(dtLiBe8l-L*dQW24Z%wT
ze0zm+TO<BCp8!kgdAw4(;v)<t==f1R<w8>z3f*ewZ}8c`8-&{nm_2Gnn~XEUOqR-r
zGkgIqH`n9+>sXA2y4mJB#YjZ2jP!5$G-iChSQhE)3(v6_k0j9{tnGjf>|9Q2Emn<|
zgSWnojVmX#+PvBSzMc{axTPscqOo775a~B;uH$DcxV?K6vSB|0PV%Wo;p$fhFTw>n
z-F`^gSg-Xg@H0wymxdXtVkuBZ<72(H$>BDtPk3gv<5!CwhdP;MyfxLqC*b<0^)|H#
zK|&9&3z;+BtKQi%jGhYpUoq?qVU<9YenPkq2y6G+AIs%C(^dMV<#rq%wHcobiR^6J
zZOD3dt1CCcq5D;CwT&x5466{m0}pOU!EL3)?6$?_!ET}7x;961KANNve5(Av30WY*
zG5-DZJ*}nfTDTtzoXa^jP~p{*iQ@*3^MhC!C=}t7hJk$Y0Qejs3dBnLXAbc{pT6j=
zJX6a6Lx{RWF%K{H6dru^kNni8kelS`tEEjVEVfIZ+P_?P&<n19e9%u;8`uHlgDrI)
z)chNIpXatD7U3*2>+`%_o!y#PE6%fiT<s&cBX!-K^1t21B<P~q`>FIF2=<Xrl|!+A
z?*aUj!aa5&qQ72Ka4uRLWnyXCcsVU}8oBH94}_l5xy2hXP}}uw$HHUDzm@qB(?oFg
z*UHecL0t%0gcm(JqRNc^zn2d8J+VG7a@YY>SRASO{jDNxd-!CdbKa^I=ag!gB0x$l
zpJ~(feS?ysK$A)mhh2J%6%gN44g6Jz8CEEj+^?fDVzmqqzV6H@`FUAVL%)}T2pLtm
zpbB4$0wpu4HD8s=s?+2plHNd&GY5avPUc)eazF-uX7UUd!OBy3h=i(*(Jb94ZH%H~
zWJP7c{azL*e<BfF>SX6bl6LcDm!U~{1?ByC+=nLJ?o=(Ww+Ovv!Mu{JMI3~)gY@w+
zzSi93^>WEnsgu>wd%L6f(Q-=VyA_T6vp(@0Whb)nd+G*FT1f_L(_3O+M%d(syz<o6
z^T~qNO+TH;IKGbOCgD&6BM02Y&qR9X(yyIP`@4zQ*S)8uvXCF-bCm6<)&BOLW`#J}
z47McML}c~ajCMskhTg1wnEuNVIW*(h%pm;)lb)GCzG+O=SY`G1#?9%|aS={DufF!3
zlLM?u$<d9Y+3!Y7p66>go+om_;Hc63l0f;9?HBnRIKM&MS(klh#88<q|0jEGP)Z#u
zJj4|kAtU~ugwAQ|*;2w7^sIDV6Cm2Rpg@tE6B+m*i>H2}P&-X_ZnqZWagkZgByN@Z
zNP$oC^a9GVw}m>F7Y7f(F?}x@Z2#5wnqZdwMddb#F5r8SvXYb?Gkg{-x*SmZe+fa8
z{~eaO+AJ0R%(OG%Gi+YkLmYfM3=<nhoTR@@Cb$b1kd95<0@0#i6ffshULyN{B!i4t
zUwy?qX}O>M7~QHy5>i`Pn{+`X<j58^M?}*@^6vLyVZQe|EQKZ$CVO@XHOh?TY$ZrH
zFIZZZutbyLd#SdW)v1#AorzqF%yvjzr1HzzNkkoACAxeH*wPy>2Yrs9s)iK1zfSLT
z4#c6YfDG;3POav%_MK?*IYDsLFwPpe)H!{V&u{mPf4<BGgIu==G;3OH1yYRKK7Qe!
zjVU`r-m7b3Z^M>-@TuCA7Td7I2^;#oOPV-!n$PEUJSLdj>0uAUX;_$;a7`DgTBhr<
zkazck%Q@aY3TKUJ;&aBDULRE51lSl0&=nAtpYROg>gkFu5I`C{h2z7J_~(!ykANn8
z*zWytnoR`>GPyS2;E_&cc-@o9?LHo6jL&pePrLc5&YApAvsgzw(u_;)d~ivTg1~Gx
zdV_lV*Ycd|<6l#I>U*qq-C&+PkOuC2lEHiKyy$*67SY!Y&Q_~W(ogh`lR0qByJEI<
zniGSn+gG3{okgKyk})-$U}lMTpd`?or4g($`A)jKNjAb*Fs~qHjrfzn^rqLe9IB92
zI_73>;I74(RjHB3FSSO9b_OAHe;eOCqtgsdZ@hMHkr~*Xx@&_19Gy2tdZDbe5I~Np
z60Cs!NjVM+7#$ZJ59pH`SHb6S45HO|zTzjm%!M%ao*tSim{ZDa3oA?()wOHfQQiS7
zu5hKdd!#OCFb=dhhO0_bITM(CDp+Pq6s!h(27Y1X6qB}iyZ`1wDzui;{kuTNEoEr?
zStR${M#R>wf>Q{ccM9$Wywr*x1Y4x>F~*Rwb#dMr{E0(-9k-y}Lz<2U(yNm`|9xbJ
z-Q%$ju+ZtE>@Ly=MiUAerGmfr?JrBb(OS(_R?~iPWH*2R1)}+*h4o7^4SK7uRY73w
zLG+N2%W`p}Xf@RcP4M80DrLvHN)-*<FYZNRE-sMmGOZ=F@SiC0v*kAx11)9wDN;pd
zIJE)i07fOU|1^HTzz&pSjPX`Uhj@;G1j(27{756kCfO(az4m*e9~^_F@8{jdF9l#_
zW5tWwI$|%YUnLmVAqvQOu4JEm)QAO!$<482n_UD~1t0%nh(B|Wc>MazF>aD7N_)D*
z(hv!^j?wPrtjF=nx@#$F!`lE|#J=~DXgV!SE?lzWwfk*nN_%$l5R5m<CUP6^S>juI
ze<S<A^c@{AYqaW3JPn*^OsVKE2pzb|cegrcJLBpBCdl~~+<J@}zTr+C>AND_!JY9?
z>A&`)8ZVm01Ju@U+?-+GV6uTeqnKe;0!7!}3Rn;J_Z+!vX1R^?3)(?Rg$^D^TS6>%
zh2B%0VMh2|H@mrNtKA(&8n^RKjN6N~1S{1yHF=OH1Ha;#j*(ZOo(dr!Ed0Jr_SylE
zOKqrr=O4SWP8{_fksbZ?xka8=jU&&f@g69xq%>{#uNF~oVCV%r);_~ESz|5zclp1t
z18tg+Ftntzgb(4ppYqw8a*T|kl((bCU;K+Vly_$zC8}pHZ=p=~#&zF2X81Ovwi`2L
zp0P>LH0|46rrFbyKA^oN`7%A1cRSYo2Bymo*k*U8Su!<ZxzoTF3V77_HE>xRwVIT9
z!8}A^+w0c^HTZ=;sdLR})jYy`(iM3yZ*VRWJ!SZF57g$xa+)h0KyXMQbTg_C_a~u$
z{fNyOXmu+g%G#6IxIwe0)odPgRpyVSYv~UB#)=Z&{|?n5pU|wKndeI$b|=uauA%#k
zu~lYU#!f4SXE|7hB>3~AlwetTeY`JjZ3OrGH{>f)z1~=%>=NU(XuiCbAJo61j<jJo
zd3AJ;Dt~#~4qaasW#Gz41@i<NXzwy`UeU8M+w=2PNWu6BpvLMAT*6!_C76>--s(bO
zM?PXgQFR<sUyK?W0lK4~wJ*j#Rh)>NQWrL#&T<?9n2N+6>LQ(ruhu4DUl8=hDx!@=
z+GH5&`_rffl~Lqhu@7xa2$Xra_oy7;+uUzg*|wP>e-^2&>X%-chAnRR3UVztqS|pE
zNELaYX*Hjr1GB^HxQ~6J3n?3x0^aR2i1qoQx6V~UE7=!&Y8t~3*uRqoF1|=Nkz3BJ
zj$y_c;#Ce3^vQSycRFCsqWS?h2N>3zHheHDBns>_J^*>1orHBFJ&2+s-b6ZBN%HEI
z_3Ld+f{F_F)tjLO?rzm@$o*o9KuwY&Qor6Hu`3PmE4SddfA07FOrO&u*$a$S4GdTj
zB@t5=2Axu?x?C1Y6)iT=pa=n5YU=quD4WEYetM@cYSNy`Zq7UyxF`4V<G4?GdXjrD
zDu4jTtj1`Df(8>c+p95^g?p&6Xe1z={q38Amt4|Hy@Dn$CY2{u5II4{J>@*Oj8q?F
z-RU`6=!Q67q4AM*#|T)>aKvjGfKtl&Rvq6fKGEHk9@%;2_Ogv8P=qQ22!EPr9{|24
zmfiHq#4mz<21Hqrlro1WA$e)&8W^*gs|(=4Jvnp@C@F!XHQ~X)cFoYJ$sL~QCDfqv
zvalKD6M3GZ+%mqnEdwhpQ-aA$hvi;YZ$mP8*IMRiaoX@5*|%50+Jn$GZoQZKq#!i8
zE_}caUDi0szzdw>fmCrjCRn?7H0%2ORn4Qwf@C=H_<nk2fo0)7cS%RwD9QOmYZo{v
z4zg2fR?iqeA+|Axh>*q{GbW&O?<sNXE3Y$HsA}O4IdrFGXWXlAI+cf46p>z5cuJwq
z-VkD~QI}iZATNjqsr(e8gNWzLj~UJsxw<wrVlZ-Gs%Pr@g^?7a0;Pe*|IF=t*Mz&d
zLU)=w^JoGN4Tg$Xmulyi_3dgVcyb&tcEPde#a<z-lPe-e4k(h6Hp3DLv#eH9;vqf$
z4M;&O%^v&UnQ*Rr?MyALRST0WQ;`&U@-aEFe+9!;=|blN(te$;AiniNU!|od%oaGi
z&ET9Q<6^?mv|*2AMNFD1mo3u<nuT>9M{K^l?zft{lM?^f+hSqwDufP{MFLPA<N4Ol
ztVYxajjb>An}7QH^(QJzAN_XOTC{??E~->z&c)?JHm5qh!-gF*L*?|PhpR2I9Oteb
z+?a}mWHR~RETKP!)Y=ovtXqGmnt>YCCLpL`{NN^ju1nz;Dz@a+2siPSXNXKq!`p~J
zT|2t00Ija~M_#ICjeVViPWBF>CYJG$-<$JmXsnYUbm#7-s?XKb&5Z7Fv3{UrGseT)
z>t!vE<v#t8y5SxBMq4nsOk2dF^C%j6!=<;=X7BN(JM~(Sv%Ptm!`kzBs4^SJ(PpCo
zXIGHGBVV|=Nde;^W%k}DY%^vHD4M?rkH}!GX|=N3ec?bGtFz+bmm)Q;z34+Mz#JJm
zO{jeQ{ABYD=?Pcpl0py6jl10-_+sYh(e3^!G#^LZiN1V-nJOIb7eg+*XZ#03cU&UU
zzJq5KQ3aO^dG=Rn3AILZqCF85h?6<&W9avI;~B=0nDrOOJK%jI*Lb9SWbw^+(hE@u
z{{qT>0l)Uz{O_9Y7nF-22?V`X^q%FQaI=+{BCn@oQGXujSYh{#_ixi`hSQk<aCt%9
zwc7Jp{$b?PhQja21@a2oUf=`yKM*`7t^x4$-(j`?mg&#QpG*=pSQeoC#6YP9C`ak0
z&pgr7p5REn<!5m|%u8?P>+lMmBM^&vNbzxBZ1tC$XyOrpJbGA^TIHV;5)=Ise1SCY
zujaql0v8wZ_}4BPU5KJB>k_!m@D&a(pC8m{HP@jZ>6Y>O<D-oCq=sVHZf8@kz5IPk
zgleW9jx@~74}WLI>Wm{SIcKQ<y-@r-rf^cnq~y(M_EwT8wvIc%c@8}BH<9G`-qUrF
z!L`k=LGFRQJxRpA*8{&ip<n(Kr1X@Py=wJY$ZP~HlR&N|P0rC6y&5s98A*u*b9X29
zaM8xg)2R7xo&G&5@yI|!edy$?pamQd)owBKD><Ohp91n91cX|rog${p?AIj_t`30u
z|CTB!1jG?#UoegIzoNS=ag+nR%XyKlVGMcGK*N($EZ_;rOQpxtli@ZY%pnm`qnr%j
z0g01DTPeFk1_Jtjd)s)Bg$Qtnt3>1*_=Z@;gF%uMenf}`8wM1hdpurll$9cNjPdPa
zDahBQTzcP9<eJv7v@J?sOWnXKFq`IqzcXS_)utD$yuaip4Mv=AuLkqS-QpCBC5MfR
z62wtuceGG}U3x4yb>f4FQ)|l4CKXUDtJpF9@=Ht@q_Zpz($%0x5ARMn&=$*LQ-hUk
zQkcTX1I8QaUXN<XWMroq6`>R47CCAfinc=0XpEJWaZoZ;gnK9ic-0uvN&CGVW~^T+
z)NwO&ypJA=DmMc-QnehW=bUJmfcT2fv9=Vz3p`UV)g7_52G2JkW^>dJ_+R{O@yG|R
zE33}cvnfUT!AZB9pmQOy6Gh~NNx5>?(86Ue+`D)kaVDcN#M$BtQpCn&ZoCs<HL3kd
z_grJCJM&#foBStN+~}`2;<e!4skMt8Ec^`*2eY*(z-@}Of*_GT!Bgmibx30rGe;Y0
zNf{gdW%+R=DO{%_BBM*Y^UobFoR8eMl1#RzSpTL^UV*(i;P}xc-*7JxgpBFHY<W3P
z)+n&c(1OR^58;g(4-l?32x5s+Db7JY+F6Jz`Q^*2av>#*POH%F1sWB^pV0dKE7d|P
zMl-Ds?sP}nh=<gTPu^$<S$Kgd@(%8^7yp8327z`L9<cy2{Q<`Q)qx}lOOK)3PDsRu
z%R{*@Aq9Es29LCG>-qu~Aygq$I4aG3`6pzR59y&m5Pv;TVczFQmEO(Er!QiYSREYV
z1aRqVJ=h>fYyId<PAFL_4Nj#7>-M>)aOqq9XlQgOo$RU55MX6fcVg&s(M9P87lq}v
zCHA~uXpHh?eu+Yg7~_{*wU$k+(^j8vTJhfgGZGt{tEt{qd2;4AFH2LUlupP?;<U<-
zRWtlj8!ZoI>5R?~tX-T8p9c8ausF=S1Q};*?Q!*Pz4hB3tkw&Hd}15(vy$ob6$Shq
zh$KmXT<Gv_JnCopZ8{9I!wpOgp^8bjn}1KgBa~@j(V)k6dJ_e`994$NDJV1<M6e;W
z@PUo?z3SJHonxT{p{$tJL#|r<`Y<e99c|z~MuBEeK-sA~aTru((pCTMt{#8v*S0xK
zh&`pqMF6wZbwM3+xi>L@dR+%2rmkf8OxUv0!LRq)lVI>DetgQ0*19<*#MqK4)4_m|
z-D>_A&0s1env5}4gc7qhaQc$xUL*1Lq?fl<<6b_wXr(TDVfwhSU%HH{BZi$(y31R@
zVgI`PcNR&qM=yD-@xWEVdj@lK?n;)k{;10J4){hYDKH}Gb;UvILr=q0o}HDZWt-dK
zE{Dbaj?=iOW-0^oFnU3~E2+1?k9i>F*;rP?&|P&ekpHkpck<<^wX(4Y07tp;6*V^`
zFW@7g@}yZxAUu)?_(Ow7kcE3g(*=Bkw{8TMaqez(P#IJD%iwRQz5v}k$WO$Wdy}e+
zZnDC=oBDqscyb}0Xd^+%)C5YL=GEEqW)cfZRiEfL-C1OY8Xqkw>p&typd#wzSTGN2
zgH^I4*dV5#z3HmlsNs4kNK<7>&4pA3kN8Tb(`rJ^xFbj(R))GSt_tFbdwp7V-79S1
z@(>DjT!}jC<)h|H&Tlku*udo-fR0bH!xcQmz~$7mQMm#EGy%(K5{Ph(WCnLhf{9;f
z3E!JsTu{R6BG&R?j9__E=HemSO;?C@%r&i!R;{c_SgfIZ=$4s2li`K;%=q2f(>~PM
zr228M8+AyrzOU4BcR*KfrXgntUwol^BsO6gz`=x1u_e!aRmA!!=GM<tpp2`O(PHEw
z{8WY(e)H#w=+>b(cNjXf2^brdj#>@ONtB?Snr{^@g+;_FrBX=6q&pyAgFTJ;r{Roy
z{6&@IihDIxn1gEJ+F}1ToJ$O0v@*ei6hQtOc*2ow3Qt%QwAHuh)<av|uqjAN77`<(
zGKD*vmAt-+eavCuM`d9Scx8{#8eZNW5-NuV`*Baa^y$5W#AL?nQIGAKLXV5?1<jen
z9u?i@^@4yLLSJj60~k=`^yI<W;6X{bjM(eP+J*R86N5K#YMZabjtuyW)~40bGe@wT
zUu8>&nH6Ape#sx0oeTBFg4sl`MGm(KznZqi%VWqmF+CB!*SS()aSjr`pK3roizbmj
zy8*d0%o6COj8Z*qwIU)8U2iwE(p22WyFlgVv;wov#}B2X9(L@U?<QY*@wlSAjG8<q
zM8B#es;N4wXt1Wvb%u#g$-j|&tpe=8;CM1tvK8-EZ(<v^Vy$r;W0z3$B2I5qYSchE
zT?KZ`vOhF*G+F90ZAXg`;RwD`oV|KdUxh{Cn|zc_34P@jNk|CxX`aWPzJ%_hP+~#3
znc=oR9{$%S;rwbFL}IdGdbacgmUuX}C~ksv9qV-P0G~$+tY0f_b<co}YGr*KlN*QX
z2XUSzVuIsU!Aj!*PbES7*~f4nxS#~e1(*)aG_+VW$#%G_nF^Mha{ULwI}eq<`UUx#
z5)ARKvmgl;QiBbeK+z@Q{u;P@E5|2;-SQ$Hydt_C92T-mB>>Vt4;26LJCa-xzAaf!
z0i>XS#p2%`K&5H(!rH#|WyE+rXk<K^Z~Ww<yqve5kav<2k{+I8M<aQsnJ#nXjJJV0
zUy?9`l^eZo|6#Y``CWaJ%)mEA(Gs#tdIXMbFC1l$^d3Em>BD>>GtO$^Z!XT@<KySI
z9%ftJ+xKsA=p-w&-Uc3WSCom5e`ZHRv^0JzDZJT0`6Oqt+Ln{m|Lqp3i}yoeLwz&k
zGH$h-44I6934!nu+QtVs?JbI28J2c$YS;Eu9o$Y?aJ$@@Z5g#*PYtUZKB*sJGE9pB
zE*KO0HA1m4J!r&Fn~V+7Lsk<hPue=zM%ibh!<++dWy%*V-FZVJ{PHG`sXI0HXJ%F&
zg?|Wst{sOm_AXVo&$&?C=(v{Yk={Dydc+*rGkt(D1U|Z*r(In2YM!11Tq>aR$ruw>
zQn)6#Ul3gIPud+S?|Zr>x_^mjl_*}=2Um;Wpbu}-($AwyD5<$zoo*+d@uKNcZxtZo
z0yW|qMzbV1cJGV2vM~<u)AyC3TW#G@T)%f%f&_y?Z{^nW$XNQFplD&3)O-=dMQv2$
z1T$%LCEA*grcp}+6zX+xb^^bwg*H&aFMk(J)eaPDnObg8((Q%eu2}nH*2?)BJOGy%
zMAOw^N%<T5Jmo)6y}P=HJ~zai{V=s;LL&^$Donpkd_O;O<~kNyc}2t~efFw_&ZWn>
zJl)OlNXH#i+kfkatvFuyGj&sVvx%YscunN}vsoeH^X$Si4ce!!R@=I;joGSlKWq=H
zzH@>gdvlLpstOJ!`UB(5Q5Rnb_9FZ@d<m3hwk^t!a{~1gr8f@;H`U=x`hOrGTjHB9
z(sZO~W*Aa%p}S{GUuBwi^O|)OJ_X$qc7C*=JFkAivf4Uqe+Pf`K115Vy)pKS5`kgK
zR&RXU@LeB*SLK2qe>@P{;<kvQ<`c#-<o>dbn)Q(@*}bXy{oBLpdLN+)3qdh|p_nVi
zb;OjPs^sDqbE~&<BXMw+ql^~#L%ws#Uc9cZmW(+=j8Q5<>H%n~;181v5tVj3NlCb8
zJ8E*$C=J=tSqg*!7qKn?;V?RF&a0fsKYW*3#TQC&Y@PwZz)RIhgfJjf(Mp=mDKMKl
z85=8+-mgxpypl|)87?VSAH`_{BN5pjlfsd~cV+Laeh96Q`PI3`OKu@P(w8^;yg%0<
zk<L{7pscw`!hoc3uP(Od^ktN=zzZF0HR@~sQ*`(M#4}IuN(}v-qQH;+RyEa`L_QO^
zBCCODnl(1LSD^3vTTgOs{y-H8hYH8>=`?gc{OF^ZW(Ny^#USbn=an=uap&1wG)jpQ
z@&fIErFRPA3>YbtnGW6H9OIPH#=E%L!f|ocY1`-)9aZT!RywBRV?)_1fWc#Wyd+7i
zk}_;ytNBRS87}gc^VoaLnPDZa+!;AYDXR&VHSJ;sQpOyhP>-=kEDK;ZMgnfpG?;l!
z<BgUh6ael@%B0T{uQNU}+;*dwP352QwhqZ69dcHG<pr{`78`NgnuuIUiF1XNQNllV
zWVq7_*G8t<qUdc+uC5+$xsX{rtM~hE+`}TcJNs&&i=4kI2#%wNYGl#=#tG|0xPlYn
zl#*I?VQoxfU5PpzJx*b=^s%r}Ppaogw^bD5W>eFz30j|wbEw+{7uT^u|A=4Y9+G%e
z!CRR^CyBjovBnlQetotZ%(e^03vlJKE@f~jzrEC{esIO35OEHCDpnVcr?5bR>cDnC
zt77S;nuXflIBr|OvN*Ce-+t8TUh%9D^!zD))8HON8Ksr4U5_?K6O%l@w}6}uu?&{0
z4+PXN7cjrfu7m<Vilv`&MY4Oxz5?><iVKb+ypMY7LLslBzD*^D<Q}AYsTFG;?r0`#
z1d%Xg&J;PHdUt>Pm@op55Q1fR0Zs!=_m~X%KTfma3oW1!ZEZxW;ksZ1sT&&jN02|{
zqDvun_TgLeY6M3W)79q^Y<6$o#<J|!Otsym2XU5@etU|qmKJ06fqTZcJnJ5i6=?A*
z8opOkwj^QF9Yv3<r_afi{pDKFX?I$Yt`Sj^(o1$Rhs36lN7`8%!&ud7u&Ye?aiN>a
zZ<!4I!M3?W*UG5)VN=pfvJfRuHVg&gcHhyJjcJXa0shuu9povj@xZ>#?2o9jCxrgU
zmv0qWydcKisQRX9Yk>Q?PUEIRdO1TjMGxyNHk^aNGkAVKZfLNl!0rZCY%yu2hkrKY
z;fA66<ui3d>ehmkC^7=&ll25gM`#wwoGVF#4r343%eTOlKmB?cG2yLmu7}zBu}z96
zmHkFj(tyM`IIFw8{45&_u4!pLE37iCSP^I&i1Sp6z(YGb(nW8_KMno9LG(p7Vyn45
zMHXwd>il+qe=g4>cKtX6=KZayEk<)&K0$kMEAfi_d(I>O_#+2@s+*J}M>kf7BVBx`
zz?(f$uN-f-vOv+U_}J!B96y|^wJTU7#Rk-tIv(X4hb%)f#`$`HfaUn@s<wBUvHzQW
z5#3Jnu62o$+#tSt*(g{}^i5y2jj0)7i2%LnK}_v`YvTQO%5ubkUSQ_41)LB%ZO0xe
z2r{!6W&Uwb_dTEe6`U_RikAzu`+(H#Yx!dBm}iv9ViZeh9-&Wy(t9GR-rE=su$u*H
zDzYqsgj=)yfm}*p#--2bTuegAOst%6>+m9#uhpz9i`)e~8>AZxki1C5PZ+BZCZ3ac
zg}eZYXF{+r_h8BEfjzm0BFaQSfK_nciQY6W9DzWo<HvNKO+>1&kRIwJ)j5|MB@m``
z9`kaS<={<2M-@h@<Aq!C!(|MLEP(&S4gB{_Vc=UL2)_ZrsVINk{FM>mjsK7Gl>uEu
zLU6iu(pgs2<w!)iKaNE{FOrmD&>THDi6o%Z$x>&Vi{W;*&|;uu3kj#+)3%c;poC(2
znLCA(B*bdkNxPqBMbSzJVD!3jEy)#WemazU6Hi$PwUQ|rJ3%p7a7J@MckzN?)7MIO
z{8*P|kc8d?q8&IfmkrEoxKYfI`5*z6ZMdE?V5VPzeH+@AZHPLL!m3kktkbxg+ww}Z
zSnDT!-1F&E3DbF)O#bfZ#=6Ao``lh9ef;jTNlabGXDQm9)AHd+ji>}3;Ch)<z1w7I
zh3cd$k}Y?rSbv+V)p{K3Iflbr+(nz<DGxLgO&uG~LFvZi$$z8OrIU!RN5nCPoj1nb
zRA_!yKHPE><R<*et0+Ae3f7s$x-QRonvi*da^0v0j4uf$jl2u&V<30{+8;wnXG~wR
z=mbv&n9VtkvIi;D851e{sg?%uf!wca=O4<%M||Z1ULVL)#3V=leL(DyWk++ZOBL<!
zyQ*FS$vw^0g(-hmi|5(&hce;O48jdUWmY@Vi++ePoO~enG?V|g7z7)H<+GUSLlgBc
z*R`w5K%u(A=Y6=?wW%78`0>5;GOGHUGV!;FwCK1t$Cc<-qpFTS+5RmtIdn9LmD#x;
zLaQgv_RodNV*KEt4*c22Q?Bs0YW{yp&B0h;K>J%V$=~WBxq-U=R#D<_@d(R#KmO_2
z0bCa4U;g>#B@mm|>_=OtldP^<7GWfpV#iVGRk!>SQ_@kqKT<F@IBOdo6VD4kp8(V5
zAhDalwa$O8ApA`v%-p-|IZ-J6D$oTtFMyMr=@9VkPajlbrOicRnhH@kpw{;(*%f=&
zoGEWO+In&+lM+zTT}!?^YMB~Vb{9w%jV8TdE^0Hl?bew2{HUAv`}fkPb?~}60Kthx
zha}=s0o%W;Gn9Rfl1);K;*g|8*@Gkm!FztAQhxeA7qYmtu=hjElc%v!4RMR&)fiO&
z|FPnLNAJlK1uqfy>6-G{16*;I;KBX>`)jrr0vsu2I}!KYZG<;LyqkQ%OC2N}qd!c5
zkAL4H0~&L-;ScVJCdH<ii~<Savz^Fya>OzJ#KQ&Z@~$Y|APCmkpXDWj(C{!I!yjZ>
z6MX4eZ+>8{U<_YDn?(^nk*eDvu_#|TU%bGYgnXpkz?!U-GDpw$1Sq9Sz1-$uIno+>
zZ#B>;J*FJJoG_RgHOI%D(6=l7{S*J3998nBK@ugb`b24kl`4#8wvmO~v%}Mc?{q$`
z!%h4;z65&JoFKkNUzk6-c%c(gpK~v;U%yeq4|Ul-XV})tGZ4eHE<y=UmR!(9XJI$Q
zd#Dt_64(<$lz8dWN_YYA!V-(<8xdL~|G`vuFyNzYUI4I8x6E_*<mrkZ_kwRaBn_*R
zQ&1#%Th2buBrPUTUao-@N`%2)G1NBE<PIb77O<O=jx&R8@Nr*4<2-)7@~CgfKiJ!V
zvf^<>5O0h2@o>h*xmW5<F&;A>PBILROm39mP#qUCJoI+lzRrJsLHl#F!7eF3Uh0_Y
zM|ME|>7T9<Ub{6qi=3B_uSf#m5D4}uj^B$E5Q0Ld((NA{?El+k4t5)Re~9&VHM@U1
z{Lh)od1>FGG#!0o#haoGU*pBi!$psw@GchNKOa1NQ+p9Bnd<dq$8frc3XKwcceA+8
zOITtKEO;^oldYGTf4FbS<Dt9%RqR449QQZNKhwSZAoTVSyf1=ZU5xJ6#?Um)&r@Ut
z%&gCKsKz^5;x`dQmZ(!c6AG&J|4>R@kcfo$3P^{_{0LwO9PcKVkEFCA`eZ73SyJ|`
zdDgy_d3Hhm`}&jk`NF3kH0tQwhf+Hnh-b6SV(-=&752_Iy;YFLi_4*CicQm(#dZ~k
zW;NgYN6{OXI&{<_2qAe1AOuSl@gZNF0JAYKPVecod>l=8ir**VV_u0kX>cEybb;O9
zCklCyulj6m^5GjpgFb)6t67Q8y1WN|W{5xhlO`nv2>WmHA-Q=^)U2ekD;d7|dqdN8
zKE-S#!gAK74Sat9I%lx-x?{_qr^}BKs>p;q^o5xa{``~k3R_3C%>)<QigWML;F-N=
zInqzRje5*0XQ9<NFY%HC+saAkzF1rEihm&6B3iETL|ov2;)pl+QU~kC(kF7T{o?46
z&Kafl(6UNx^9L@0PAAGJY58`Q3lDhBc;5=|Re^cJF9C33a>S0!gsteZ7dMCQm5a{0
z)T6baQ~*J~EKSJ{ZnSqf;2pQAJNzrFcC{_REu}46T29xd;Pa>7xe~$-{}~%J6XEFX
z>9>fB`DU%S*UC~5Gv%zO!E<pgV@`;F`_Qp@#>!I8=a-ZEG{<ms$|(y?F7BKK*kr*i
zi>#667vb8Re$k$K{kvBnjsYUaQS*JIkFnYl-RFFns+Kb{tI0#(#}uULyeD*>ruP*@
z7{;!Iv3j8t?%rAo`wZjqj{U%)#?z<hz6SfU>W)QH@hG1qgDV)=%^fq01m;}~ZKtqc
z9VOMA7Sx=}>8F=_FZ1aR>&&dmM`WGxOOKQ2+#ZwhLnzIHHPenp+c?$pXw7)#iR}iG
zbzkRm;kP4P;;sYd>R(v8LjXdz3aVCp=u7U?_T2ahKb<)h$nvPSMYWE$6xzFl=xJ|d
z?<La(Ixg%!W;%;Mei#3n14%{V;p7tPH8An~@Wh}O@UHzxLOCmGM726@fo?t@CltQl
z7;P`2W35V+I4$D;@QR>!*{W_=#Mh-_NFkV<eZAMwYU#WvmgSnH8xslQu5drP@Q25-
z_6F9UZSE(Ilt?rsBmmB4&%X0!JM(A4?dg>Ed=fqrM{j)%iSPt3zrVcD*_)<D;!DTz
zZFb%7&z2U*!z!o9BhA{t$;9HW@L3s+ZTIID^XBw44wk5eU&=Z5GOweL)iG~p$bN9i
z2_Vek-HvULgGb3~MXtWN@HO>YxdEKB?b9Fn693la=<QQ8FF%}xx&6G%brbz%v5@8j
zANMPjE?YhX_f<`5gQ!=$N=$N|JC{6M7e$5i0i@8ExF-yE9+Sh-`3(21z-M|fIpr*=
z8Pk{tYkZtkHB%+h!RpKRE>1G{5E29QI`!g;)JcA9D%Ms*Ii?`#DoWGYuCRQA8{<ll
zctbw6F4cZ+w<whlPi=DGoi>A!&2*NpR_SxCq+S(OB=w&R^d-+X73x^e<M@}W+)iVa
zi549vUKZ$5<L*#SADF&??=S{m=y9Np6uWW>Ilg(M3%x$O|LRXasqK-Pho~Ha1QGHs
zcB&z<JzT!tPO@x}8<xADZ6kBlZxt@s_}HXVXfSzkvm9|hJy<B(8Yd^ic=^uN@Kz1a
zH9>yf*!Wg?0)<>Vb$0gEGh%;n?snZbSLu=7r||(k#4GL+6-kuuTQ<`d`X(H9!CN!N
zDDRl8T69))9Ew%FV1-~gKKZEHXuN)#s9D@O&{m`Ihg3Vw%V9cP#`Z$zlGi@sNh!~Y
ztL}~=myB9myfcs%oZ9Fee>*Fr!j)w#K9y$Lu(;gfDAA6l9}R<h+qm1+?mXstDwDi8
zc9d-`!_qJufwvBFykp`iyKA&aO@`XnU<x*rM!v;LepoYsH|@I8ImoeKt5~ILNCBLi
z47v3~GesXxxq<coqTS$I$)6(ZiBzPiDDmav;#!0YCI=S(1EGIo_8$m5#Rat>@g-Gk
zb@pRt-`$GH!?*uHaPU*jHVA$QKF={1koeTkBXE%W@RDQ+C)@ZNQ42B_PcMRV_ieyh
zR(kOo>rTT8c{8>#;!jjeT24jm=wRdkp5rDO!D*sJ5BgUwLPh}ys7SYpHlzY?{ZtXh
z8btOaCY!OUL}C=N45e+>P?88A6j1~KE+mG*pB4lgArI&%w<ue}gjcxZPeEA6SVOTt
zM4o=${mmovw^I3sZ~fslL>yDn#hNF5UVAM5Q#q1k1m|fDvFq1DjY9N-KT&S}|9FVl
zpPIa4BsuArtlOuBPEsT(3MO;XB4SCK!o_*;?gKtj$H6C^|HVJ_Pgo6EzGhaaueu4U
zYh11$ZK|%kbaAkl8SqPZ;dOEQ1VR%FdsPJIj@f#KY8xU?AHyiWF?zE`)a9rivOTrA
zr2a*T^tK}?ez#gzdvQ(XvttUk;s_%9oe7BQZkar?B?ZB}&SR&iq|#LgSBv1)7u;4q
z>j1~DjM+*MNA^)HisjqBe%G@YMZ_J%A69p0F69+oCaFpQl61<6&*sPNXP`>rs-h8p
zci%Vu3e5h|j(RlXB2_=?tjDN-e!LmXZqt#7Q1}LAKisV(*9S~=aZ$%8(Ob3<?+J`>
zjz<*6Q>ZNcz$-no#&?0%>UE7Q(XQ}5yKcAhW$nw6h*>5tjJ-BPON{?v4l%39TxV34
z5y{u%h(2dFlFm}tP>8EEOK1@&dWrC&lIQ}UK9!fi@R~e9fm1k}{rkhpl?hUo6|gE%
zk~SYtz@k_By$BeQCm#nZeIAvfG4Jpfc-%j){}S%FmeU%_;L$B)MWPbzcfv8{YCIk_
z6HPCsg`)0!V?-UdvfQy01=8uh4xi&DvJ9Df==9@Ajuw?K7tYaCpjnLz1{@PUMN>CL
z@HRf~Q%{rXLDe**h=8J2E>omR7fky=(7B0yY0kQcP>A?KLD8|O!Zdz+iXx5V|7q<j
z;G){vy$2AH5Ky|2ZX~5kx;uuFhCyQJ1`!ZPLR#r&h#_=98WoUGYDh_8kVZf{{Wj-4
z=lkw^?t9L??|1L-x0${7T5B(6cC7t8&-y?Af43&H-iVT<z|Y>^bFHloU(qY!T;;+`
zd&W>#C+CBbX^z@cvpC^Cdmx0!ZCF|SsZ6r(3^qE=F{AV}wY1r{`7lmIvtby%be}6M
z)!+>S7bUzxMh|9TP%f~p-Rq~oc`RI-HCj$an&H`VoQ<dNg6WpBl#)4+VHyi1o`-Zy
z*Hjbz7=y!)UKE&!QX9&rLr=%W>s6W7hZc<}G&2oe7c*5qEcrnB-JjYdJEHWgct5#L
zQKeudlV`_WJXrx}qQO{LJ{p9f`m>Or4o?Q@<!|3)I+UoA_>`MmCZ@VdbeAZN3_AZt
zgowlpj0u~W^&^WqZXQIQyCoGy9SS!k&luoNYAl*axL*48cWa+w$h;WvejD&qe=NJl
z2IE%1ycgGaVpKtVR7U(NN#E^h<PUxxAGn_~1#=-xdnc4&CVQfp()fxh-RWGr%<GHF
zF6|xTl9syBXK6N=uZb8qghzO<>e!fhX{9&yhtwNtL1{#sI|lBtdWElFlV|wC@8=#F
z8#4F?O^nxPdq&iD!P|@4z^c;^(;4_}jE%@{f-2)AbA;EGX$Vx)Brp!j#k%=8x*=%|
z!n1NN&fR>R5z}D6Waj|Pc;bVKzCaI_0Zbhd^;TetP-W3rM}2SeL?@<QaN24)mVYU2
zx$oOMkba}-p<mm(7~dGRA~l8|1vV)s1}jaGU$KUSp+qK+gia@i=q1PN)npil;9zc%
z>I|;RM)#~bOaFv2nS0|G{Kd*$#XIM-^!e2;2)7l{s-V`%^z_>2>`gEhsmQ^bVXrHO
zU4tA(qhqda+Io_zHpwCaJK`@yZXZ?J`daFC7f&-ePI<TBKi#pALCzC3Od=h38<WK+
zwr}KdgH+IRiG_R~ZjVPpyY>{@tG|Uy#4MPNRu|vt4#s**P*DZb*{`8F$yv!Gc1eaP
zsQD<zQW?pge?5Zp3hUr*WNzmyMAaJuXy7H)qoj`P-1afvh~v2U#=aZ=WgPF9SLcgf
zFtL6HaE1E(>HufP%_qNy)Bh0;0^;g_y+NPa9|-R|D*hB*7>5cIemRBIOH#h}YX0ui
zev{7b!j-RHB%$s~B+X36d$4A&&iiVZtpDU#>%lx-veA;ct)ucW**I3h*o2XfgD(N%
z!wq{w1VQ0e;DgQ?SA?tL*be^(*PO(=;&iYHod}<n^F&Hk#G)X09X7(zgB1rm>P0L*
z!F!0OTn0D766S3cXbM=2r#<A#CpoO}8XF&Lc1jOXz{_PBbr?e_j}qt1n8HPpfaDJ1
z^#|<?>5~d|M3kBuj8s$7uG5YUk;}FL%rAo^ur4-OMtSZ~k@wGX`(m=L9+V8^qxIMV
zyN6(_T14utZ=-ZdOQ(Ja=A$7ILFW?`FcI0?o1(G8End@6&+xyC&Qc#my{R|7C~1gN
zxg6qgyQtte_<ZYUpTlDs*#O1Xu+-U@Rj<V8N4Z3|O&@y2y=7sPK@Yk*G1JyoJDH$D
zw4iYQBgYa~?1uToJ8bZ9yMR$X*@nk5Rzl14;b8OELiOJgZu2^=?Jj&MQ_PGT8S=py
z9H|~THI61{;gpCALXFJon@57P$j^KPAJWL^(AT>>=AA4Y1r*BB6SBvUZug|MkKC!x
zAH@f8lx<<<lWu4l)EO(dl>j-4raV!=Ggg@M%m%7<O~?s2rz8nqOKP#nXuiY>e!-b2
zAE=b46q6jv7jAk<P5Q~RHT|2h<c5h5t=ubmwD5>ipr<!8T14s?OWjg|5|FQ=E@7)x
z>w>1}D;0ebPkWtMS6S{#su3-J0?Sf+lJsJ;Jqli4h{E?4N&)9{9dz>v7#F#9U2ga9
znVNTxaD{Lkfb;?N3BGz7SEVmMD?(k?qLz#H$lrtt>1p}W;y0_{ai_QJ*(aya=V3{%
z(!|`VsC8~`sJe34DixO6UN)4-IMHOa&QfL8(A{%G-so|cnq2=-Rd@4Uwdg7@0nT)@
zv}|XCF&<v&@ek|FF*Y#+b_hpF-@snV)++z=SJdIr2*fQHoL859BDMSGrb@|1pl#Sd
z#~uN6h1+4DWxZRk0p)&3r8wzD{Om+oiCjY!vtF9HaT5UvUMCRc2z`K;+o|w5@Hp!2
z;Rl2>FK?ACUaZ*8e7445m=$>*zp)FoU`E@$Y{s99a?;&eWR2FD+TdastNf1sIBTd@
zsy;EmPGc1F9{3cv&iJPUjFjIJxt^5-W_*&C2$T{Pp<xW0bpMQe(o5A>qb)*O3kc_?
z3;W7`{G6n&zUDHu=W%O|#5J6#<`9339}4G4%A-^N1v;y!`A8{3=WX56HvR<a2zBqW
zqZGR``XMkQPikeT$E0%EtqZ!~WJ11scSHUL)Tz1)Kd-;yY}PVqv0Wf}RQsgbBSfAQ
zQASxr-2RjF{$Rk4S-aq#dq%KK`k7V)wQoJDcM@_Fmrex{iVZFMI)~mSuhmLCU8nR|
z)dT3c*4wQ!j_@t>=71@<{t|ree%~G1S(kU2ZWl+kt8$GIH*JeBo}&?7^IWaF3$gr<
zi*~;dPG_mdfytR6F{{k$*77nr4lMXs({dyHiq0RfcHu=R;Wg7%W6@r85s&(<3#h_Z
z0!s;T=Fx(LhtJ8By^Y7VtpF(KxNsu11;ks!2H~=6R(Cn;fx&~*G+>aWa1y2a>hMy?
z^RPh{ZHQBFK1>KfL|UjgQCsxB(I)k9puB<3L`vvm{4qxlM9%+`+|)(NFyvf+pi5K5
z#;pDE>+?@<vXf^~cf6)hE3m<RdjJnPm~#H9XqxFVML6)FC{KNGzxemUJf!^A>!P6&
z+B0MS9CiQ&>614v9IQy+mnn6oH&o&jhywi5Rkh#z#Q$N#q>aVrFEHPVc9b}4Z=K9~
z>)EF5l&{z_jVl{YU!}T*tJk0Cqt}(<0@bsuQSmkF#xXQyIP<Cghjj2-v8nR<OOENQ
zw8xK*y4kCt-P|so-!&_NGOo_=+!2tkr>g7)>xab~gvu)A`8)<w&|3GiQCK4*Em;qX
zQLUiZd+V@+2#jnD%}O%S`(o43O^y0Ct_d+vriHE!r;gp3e$?ZG%77v)R8&1RILkPE
zZ<_&C26yWiV@H)%NBQ^IK$ST;h2)LtVCrI}Zz~QN^}T9MeW@yvH;9$S--K4gWwr=(
z>7|?)?&pi*+m%zo?VDp{s%0g5F|XDRxro|y$X}YS1md3Qx46nNh}OcO)af$g7IW4X
zyRn8rNnkxwdE!M3nPQ`eiXxD0vi`<RL6-~?+RyjS9ILxa<>_&$WDb2$B(M^~CHGEp
z%F#li{^B0eta6>Evi_H&jgJTq+A2hobRA-`#wL`Dmdv?{O~Q`1NHQ(fNjTv@1|sD)
z&5oxBa$d^VS0>GfeAcLhoOPc1)lm-r0#Ptke+^J<x(gu@MoivVDd-zo6u(5472mN!
zcV$dJr93z>cR@o*H?8sK<{L9~b7EybQcfDV*|<XTAKtAQHcA#dD9yhbR(=`;%qg0!
zlc&4JqAe1ZjTWQnD%!f2Md4r-5Rrk!;b4t-_&wMF;lhrQrOG1j;C&RwRQm+)*4Tbi
z8@7#bW=uVQFM;QkQBaTkXI%H}7J5~wiH&Yr&S>4I)1`yqcck7_w#T@|yudDuahSjC
zTS3w*#<|hbf6Uy!>z7}qgtI5scU%E>j$hOkpsbU6=6!HbiC3V~&-qOcM(S4XZ;J;O
zQ0A%!hBqMZ?vFw3kF|l8*a7^7z?y{b0DD-3OnN2_QwGy3e5D7zG)>)%bXv^iMeNe$
zok;`tDRJ0KC3SlkL<2|*Jax)S_=W?dIY953M};fyOAKRkQ2yWeJ?7tlpKk%O5c&)1
zpLf71zd+?4B@V~ckQpHB74M;jsw+vpo)YH2e%N7Fg+=A88(b38H1x{sCvoD_&~>#D
z<qyd&!FtI8NHm#>cn$(0u%7AA^;3i4HSOb#>h}asy6pqFyIhxU-<|*AQb>^ucZ?Hb
z2?zVfOUc?*t-bT`reqU)-6Q>;#e`vZM}G8R2v4P^hxpw8>(sL$ZK4x{M00mYQ9y2*
zfBDpO10UZ~;>I_I{yYyjc%JV(@LnpvkqXW!fG?Eo#6=tDfhTbr?>^|Gp|yQ2lf)ho
z5?<Dj<=JN!&Yr$U_zFw-)TnJynbT?}x5+!u%_Rj2rRJm!jKkT7Z`YgCeEN#LtdqD%
zcso$xJzy`jLZKeP%(rDm$R_B&eEm=^WxXiYdhf{1N&X8r%@dwShgb+)FlVi<v2?f$
zyd+de&1{+u(6Uc|;Se?(ID#3v4;J4b0;e}qzC%P8X5|g$sJWH{NJRTbnS69wEgpxs
z2j#9TkQbz?6<G;f%)Y^%+TC14kakCZ6+6on)vNs{C*x-Is?39gXd@EMT)WrHBJOlt
z^HO&U5)ssK#b??3IkjCX9Zb=0+Z$I*nD-FH&vk7K@%%X9PcjG-?`F4<%PiHfA_d~O
zFbp2)!9pS!DVO5BHB?m@;*BD}>O!jKGq7M#8O%j|gR5=eKooAJMvAdxG4~4;N18$g
zqp~<I_cj*H2~hDaPY+nKXo&_MZNdV8X*i^qvHvQ<v2JP9H{RiRPJQHKu<?()#Vl@V
zM6J}*lX#~cAqstj&J#0A8ON6DCj3{7GVxa;h_Vy)>4m!%4B}@wADe~ab#0V6r@Hl@
zc@;g=0Viz5P%=e}c0EzaFPH0P|2%f(n-^YXKJ~Qe_`xHtoT9o)Pw<wtzv`s-eO+lS
zAcy^lZNE8Z(xy~H0YWW;z%z4t^uRor^)`~?2Sg+(L%6J%AV9dXO<PCsba1dBX!4<}
z-R(l`=O8Q;f-3?@KI!Aora(wif6Rk!^}k4lv|IV1OYmvbXI|~C8>cD6@skd?+0-dk
z2qm~I)1saz6CsSQb;tiwM-yPF_mtt^d+R*C9Ua}8zD-+nT;%{Nn2WP*S)oaNI^X(m
ziQ<V*d5E18M=ZBx@=pL2{sS{@>r<jb!Uity1XN0kT&PuydA|bS^a2}Dj`6-7y=m05
zUn6w#q@%N0Ic+hXO!JOq9J#?TmI=$rgTl{?3%nTSD_S4X*^z+-&g4^vx0cl?f@&S4
z?|X4&pG{=B@@I$~Hp?Ds!UWDHU!K@?Pv_=*yY1rc<l=s?b6;__nyevl*l6fhh(z5U
zVY;seF;<|j?|x(tjr?l8*y-~Y`g#w4H@}wc6`0L%s%Lnb87%=}+EP2^+s0klu9acb
z`hr&T^A*)ZC28znRpDv2rD4vNrj_hl%uGoNBmYL`z4^LX=%zOMQX`a`zs=itcCC>2
zUP*Bk;S(ibh6qR^E(GKe)H(ingE<2Z-%txS3?xH}N`>g`QR*oxQ2_%_9-<&cv0X{w
z%di+I^mgE6gh(tOl6?0|L{Bg+D@dkM7HtLhd->3d>sHmajW>_qaB)v%)gx-x^1}3V
zsl?7O)^JQ6zQk&UK1z?d-T*RY2!)l*UTL0m{M*~2pR`u2ijrW5fm@G%$n9_EC$+r&
zgnQ|-XKwzX>wfp$<2(5lSB9f+#z@o4Ug`w;@1lF|&JJN|l+81hWs2biWm=P*v|Tt!
zH#{%+h+=LGbfN=ED|1ge)i*TJI7M=rpcHRktiLohGZ%MudlZL`tcwUwlU#SigG?}v
z@MLL@Alz^XY~t=MA#c)PhyC1jO`q`TAhlSiYIa08dEC6Ouc|>ij#U`2a68^#=f*G4
zXwxqcb=KhqThgpM-4q^pa3sH@ew68{ej{vYQDuO|6-hk|fUHqqCO%$DoJ6o@B3SR`
ztZs%^>wsjiSP0UsNvskE!@<K=@wh6GN#huRBum;NK|}}+KvpNy4p6K>ISIe_W#fE+
zF%jcg#4^l=BKU?TjoKd~OM(Z$KD{TlHwpjo6o{*AHkVd>=W&}eJY;bqORX?hw3AY_
zYpB|&5pgvqWpgoPP+zHTHIhbC`ka_$oqx=8Smbo4)q)RN<oZP_`7|{9A_{N7SSfcB
zT&x}^fYW@ZmbY8Qfee?dP$8~dKNB^(g0E8?0$uootC^$tPp(MIl8o~$IJ!L=$MM8K
zL=b;>PK?7+H9^IaSKkO%Y7||4F&}oDG_}Tj#aI3I$XMyBovgLeUQm3^xI(_f3UU|M
zeE~vp97vXxb0nCi!b@ziN$~)6D(dW)`vC8)-Qq4$R=|}Vy=Sm-cYPdr>|GYD+3{@K
zXo@lQgm*7{7gb;KJi^fF)l1Rx#}k*0HsNI%h+dRlpYKty#7_2F;ISA*KRwAqsL|px
zsHc$Ld*>Df@+-_BrEb9mIM9Kc{BI0wBK4nnuna`;Mvx<X7@1xh|K|SHU2vP}LB;;G
z`5ar{H<-~u5*E=!iV0Sq6!i8a?0`<F>x|sN)o7LpizRMf;};0OwDaoDH}bg-WSSq%
z<Nc)WAk_3jS_R6bc&4i*IM&aK9>r07_p2df-$qE<&`*HTWjU8@*Rdq@+wDg~SmtvO
z85`4?l$ggb9lQ{g#E<D-&bjxV1GELi(H*gb*um<`@B$+RI3<X{$js*j?i6xD^o_t3
zTeRAhk&Nx^&v1M?l~1z7J+bjcAIduMm1y4Gd)r%MC&uh%(D=q@bor?^@r<frl%$Mq
zuqSt1VrRRoZqpuNrYgh!)&g1^UAI8s^Mi8})tK`@aj#XPm1JQvGo+z1XRpWIC=s2x
zol2ZfkGuttqFw|0|B@mM`}aEHK_L=5)LTuR+_Xx@{>-PlRS@pXQ9sT=kIMyABA?EW
z@qX}t+{i#`Ym;n?N(TEeWSjI9Yg#Y^*mVB6e6?*^m>_?ytbe^pZ;>}wiPY<*ANh~1
zy>O5Y{6I$|-}^47Ta;*@Y*T4`PB}*gdWHK{kEk#PE8EXWbiNyKus9enIk#Zg|0*jn
zxcBx=7C<*t-+THdJmktZyQF_BfbxqquOlF@yzLo2WPh>td(&@HUuA*mwSRnC4KJT<
zNCHG5^1ndR2Kz<Zy5U2H7n>1)i*<UjF10S(?tJw0A1%y(fq<&DbEA%nqs0Ac&;a9=
zklInq98y(n=P4=?f=}f=EHjRCai}wx_<MIXQWOOx0#)A{skms8^k3Uko({<z1nUNT
z_W9#qrtBA=8#3&V%SwC;0lt<C!B3(kh;)IhRma1Q-z%>BJkl9#WDwOkT??1ck<i)6
zlrGnxZUOA2>3l%Pv-}kGqVaw>zz`q!3k0}<100!py?(-Nh^chZBh|xAV<I;atPkM4
zHm9}XhD1o$PhDRGhULiAu??SnRF80J94yim{^-VMCOCcRGZvWpXMG!3f|)++>=s$5
zmbb*S7q-R%U~V<`+TN=1cN6uUuPHn4ps7Aol^E20=F#uqF&b!7=@w0IN?=~;oAD5d
zJq8aVr{ck+YlH&kLH^NI+xJme%*Q<3L1Oy%F*&fNqp3c79(kAV3B4W#NH%OWdIZ%b
zt6d8sCupDz93Ro`T<<AMx}EcrketfWH`e7=61=CM8r7B56D%dY;#jGiv+9II7kkQ5
zuU6N)<|ycJ4bZq;@ffNb3*{IhmD`T$Je;4c5L`x7DV>Mavp=L&*{y7lAo{}EBAGXe
z@KCy|2s~;DQ{^zP*{JMep)DU%H#rvfa09TqKo7+C-p8L>F81+g>^olG+j<)J<$wN!
zh_mzl%rAjq$~Y~fnjVs~rG7uDR4-7*=Hm=3d=FSQhS#AM(0}z;Tv93=8+G%M(1tU{
zm?6c3h6V`rO2CrAa0`g*(Z>5bz08cmSn$#xH};hGU^gUS?t9q=PkIObWg5UA=>UIT
zQ!n^c9#;|_Lpp+<Qvk9M+>+^}$W((yd_c?G0vo_!@L`Ss@?6&@!HWo_K0xJ%ZiOBr
z!l}`lwR=7D^%t%$tJOR1{5*YXHTV3Q^SIl03P>-Aa5Jq54y21NnpLMPJj82~O@lV;
z!0vh6vGj16roxOJ{uFe6W&&lZEHI{`PwQWs*dwCYkZrL}BYv_DHc-oHbfBQ{v3NtS
z(lvQkar-DeT0_|ckK&!M8k(1h%0b0xpPALOJQtFijd?PC!jK(^d$Gyf8N^$^6T4H|
zsN4TWbX+<C@?DEYJ&w9Hq15B<6nKhtpi`o%k<sn+xy-oL<R`H20P6j`7s+s|gUY7G
zV7tXh1?9w;C6B6Kmp14_nX4c~0?Em6Bq+~xpGoWL;4=HM;eBM2dk|OJqc_Ai!`8vz
zp^^4s;YJyhY;b}}HMc@->f-~czHVhLY_2mbm^uX&Z(P!_enSBj$IQbCVMi?G`XSjC
zI+w{HM13ZCrkuc<m+Omn6NgmWOvty<sTF7@#B_lE(P30`+;&Qz!Jun{pqq2(4OeYF
z^;^lmK;3UXv!|84w;xhrj57)l<~1?BS5r-ABXcU7=IbZHTLQx%mAf-v69J90MJTm>
zf~#vEQYDrJ_;u>YH?aCMbg76`lVW@vt;-#2;~LYKu%qlzjG{lt*NcNm7zu7gz$AQ&
z9YIba8R1nQoCR9Ek1$h`nGE!Va~0z?#6iKCAI7BQuqfROTXQ6QD#XTo%O#My6W?Rv
zJ)9r7-DVSqyl8OXR4<MF)PUlv$JzH_v3-`)=30oXi<w|d%EzpV#)=ToFig@dENYC<
z-&1<Xvv`vtMSEq2DDZ}z^hOh}c#ph#l5m-~QA7kG7q}6Z_8v}~6iFsnJCv&mb3{Y=
zKYQ?hc=CT<$0?Mv=aVhvN}oJ;b6uLz2oBs?N|@o4xJ5WAPMc`OJ>A>OIGKJSKf1lp
z4Hk1wdsB>N*v3o8-nk2Dr<)8Ba0m`N=5)HJUy?8RHuu~4#6%5Rn&#u)`mpr?6Kj9;
z^GK%%p`kLep%8tT*a5!1A;v>C&>3tsjAI?TNu3u}#U_^EG#%Qm-X1AAK(xg6yjsVf
zu2M5;y7V|%6~;-`b7R+)Z57QQQ;?~IAGY_YOZWw(JKz`qYLf8qUI^`;x*haJX$S|i
z%*;MA=6hDYsTW|yO&LOVqXE_RfaJkK@8$_AR_LpboBL<0QFMD<#+OLBThcvsbd{z)
zHLNE}r5nwf(@`d(8ZIuvpA?_l&yply2LV9eNOBlQ@wM6WUk*CgrV)TH!^>$lq}vpy
zxZ_-yTtW^ES^x4aPwSB&b6A76i1xh_JD=!?_af^tS(357e<cZwGjGKdfRG5!y-(s)
z)pB1q8f4gVm*&Tp-@O7^m{`e42kB~?iW1^LplR`oMqR6qk(-UJ2HyTGJauaBFx(%(
zV_|fo?prlKrk9vru*8{2e-IfZh+!Y|FBz2ZWd?+`)cyHP)5jA`x+J7G7kc393!Any
z)Kd1jketzgXQubR_Bl?h-Qt;|i}!0qyAp@07V%Jko+Ls-&Il==xe9Wd#@&B>y9H#3
zq-&z34?<07Wxw%%%&}a{@(oYj2z37jNu~=#xL#W4VI(VRdzR_@%ezo;KGf_?5McT$
zoC3%V<xEPj?L)PAnW77ysu@1!y?4pMR+MZQ?=OjsHId@SIu#bmRX@H(o|K+0hi$iT
z^2Gm@8%9zh6}Zy1$kO`rs+BnI<)D(*4?C{Gi&}-*jdwvWPW`wvohtF_0n?XK%WG!p
zNTlW;j<g(^Q`~Ujo#Od7v-Z#`*Lp(`m%I|0ISs3g3oaHyWR|f{tfH%R)%m;~nMFg#
z(mmM45YOXDEbk66UA!f|p{e^41R~@h^(m?N?_B?XY9q4BaMvf){imz+L!}1S7cat7
zmD^O=+1h9iN_~po?^}jz?-9jHvD&7%pjdy%rwheZ-<IsQq8sNAQCbX!^Jc2@G6*GI
zV7YUnL?Zz7I^pXI_VU4icb%0>Is`hU$;?SbUGB<$nfn7W`%7%kN@X&Bfo@&A%hmmQ
z`(reg^EaqfuVGG0(}!(s?#8$S(xL(tvfX{fai7oJFLG=Z+<z?ZYubl?Nl2Tik?$6c
z+h3>`_W})pA7fwRdjC8&{MG)%x~}0iDu2g-X^B*SMAsA`?3cSH=)Y#}|K|;izJUIl
zuMrI|1#;{AFJp9e5Pnu%n;s{V;@#ecR(tzXQ|xA`GM((l6N$Bbmxq-Xdfh6VeZ4S-
zM=9r<YDc)T?ezspw1vyc;ZyckXCpvCYkh$Vf=~BI?e#AZ(CD+qZ)G8Seeklzm?<pb
za!R`=jcDOhW%z9Q_3_BiNSz&CD`OMgetCmo7+73!eX8L4nBOW8)`b}ymzi}Bx9)}q
zI-BFn<BEi(=?J67#EIll6z&=B9b0(K*oLFxqkt9YX;ky6W$8dB0e@B@nX@IL;@ITn
zbb%AJ=kcT@w89d?XNxq(zueOODp+o3bq<c4<f0Th!mO(cuhM8qeNk3oSvQPXo4&Ra
z*1B(Ar<}w#ri)Xr-eT`1kx6wHmWZ7hX()7-If{p)uBQZkj<hYTij0Fv>U&Cza*u&y
z%pwU0wFK4rBn_R`HArPeS5`%M6VUn(lHOc$q4KS;LAFn{80i2OBI3WgYJXqO25_PQ
zrw}&H%!A^ACRFu+^v&nweTmcO4bz22UM}n27}LxAZ;gik@oB(7T;C?|)StC!zKGRR
zBD<9j+-LtOx(s|XjDdhkL<id9yHD6Z?hlL6*<EN}w~Z31A?<avg|`O^Rc-2&HIi}@
zW~k<*T{NqUBSdD7K}{S95leGIs*UG7JHl@-x08BWL1Ae<CpFzce)YHGtC)NnDKKJ_
znL7B<#vvq+n-kjLRu&yuf^Ru)UoZ-EYwh7^Aa!cz3$e2Y;i?CS<hmJcF1{Yul8AJ2
zG@KKK7`J?IC7-^S%5h8lu+oTN(N(Sx#${YMhs`HmnAP|AOmB=fQ+4Oylw6wcrXwCE
z;bB&2P5cVCh@jf=p4rh+b3y@uOJfyfx5t$8#F084oJS%Lyb10)D*P^1#5Aee-0@N;
z_#SBg9m2=B!E-v_^d$#<nwZ{{egs#lmK{Ebb~J`#1%`+xMm|Hujp=_O!D?Dp`Xrvs
zxIFGPB=pFqM0H;Ib1v7%d~HxUW$%*dX^#j;{`oLx@jVw#=YN0n`u&ZEaoanWeJ>_$
z(V1LJ!I)sdm)Y`5INsV!NkGY5F&NOXTXU-yApyTn-imLAMiQ;+&o?kA=um_h4U1S4
z&YGomL@$3D5*$xu=$f?It-*OeQS8Ih73Qn4l=tl5d<bWVC5fq3?B@c5e`d>W751)3
z{ub4<O(X2$*zz*Y85GRXrL%<Phlw5#a`?A&;6$1Yr8gYcb^XhepyV)4t~=MkzW4uX
zW^kp|XkuZn+N)WX%=g`eYj(BEj{vcurCQ+H5&{=kog7_@e72(b3xxY^B$=bfVcEZU
zzJSUsH_*ReW1ePmxqYO_r6BLpmOt!J!=!f4s>v6!Z`wzT&*;H{P7FGvO*?O7Jc}C*
zppA<RV3}y`(d330B9kS919(>+Rh7rwI4+M~#(w<}&OHMNJOzL|^_xj%Mcy;oEx&?S
zbbg>V;R5d_bXkaKjP<cB`EW9+!q(o$tYJ%3x*XkinRxDU^YZy{i@R)&S@~37fis;F
zE5`;W!gL%djjsuE8HQe9R(~_%6}pnI4R7Sy_E$1vkjMARFHBE<ZKJ9^ueOx=gV=uD
zc1Y4D?7N0t?K(T3U(bMqnE33R%U)Mq0=60e?QZPmWh~4AqROvJt`#f)mdfJq>M`ll
zzRMD~GE~JwCcEaTK3l)XYsC|PNz!)_9aOijmyJ$9A`qRuyF+9(UDgyXm|vVzW)z?+
zoQyj)%DZ%FJ<l$fot(<qQ^eT4>eek?K1sJs(045IKIj_2?FcUUiOapLZFjLZk+WR}
z)tEn}cG5-u0_8;=t(3tQ*|bLPhd@763tf@LL=v41C_eoK(s46yXV`7XTkN%xByZwc
zPFdBoJ{@r-3f0PvP!3?PSCufdQAh^K8tBmdeZ=d}H<cYj>KIL9dEO7|N<AS}qB)IB
z2eM2Dq%2eX$Jc=FAki$xEa$a+^X13?qM+_|)q3&<8$W02<3VpT+1<Fg@FCO93b2**
z+H!kYo;eY&R)bgGKZ@4?@*&5~tDqiBYx)D|j>=nQYs2Edtdu`gcLHeWZVgOc93~{5
zD7!zqs848amtI59C)z*VNKG)fx|3CNx=F|ITkooymFW2d>9r$gnR3nVvWryB*MSg~
z3+4yb`{Ufd*V!C`|EW*Dj@1eilb$w)91%65jnvou;U9&7ynN}qsR53wt<Nn@=ntH3
zC#e~z>UHXCYH(<hCn@)^nvgmBloF~y{O2q(7wrAIm3VQ2#{>sSqL)Wm^8EXeN<=hS
zJBFzu%r4riLns7OG$j@(fo(R2hAsi{PEq)?i~j$$|63m36J>0`ig`ua_&1@>KVSGi
z_7ij(A@FtM;`5k_qpB5G5I`YOHS+jc#;EiEDHz=-Oo#DYqq@kiA#yK3mD;5UUJE~Q
zh{zWJ)?)-w8U{iJ$^|~ajvn0dI;H@jPypfy)X~=!3XQof*mPQ?euZD|TB>Pqu|uNX
ze(@9|<<VSSkupj(k^_}FLJ-6Do)zA4dEoRE+LerY;Rp^={eN#1{c~c>|JJ_1)nY}O
zJ8+uv*Ubi~-*YOl@;WBjWD2P%ky8RGT&a4GD1;r8f%5}on*;1879*MJ9JTnr)nk0t
z?iO(wF9yz3h&)U{iS$b+sV(4~T`PKkuH^tQt_uNRKspRdkE5h`+fbi}e~xqu4{|x8
zQ>y!_1jwoW-})K<(|$x^<jIIqrJV~)QloyhtpQ768mxt)@3^S%xDaMcHWesy04#cP
zmd{dlR8n@7NU{GYQi|M?$_oM(j(on(-w(jt(j%8dorWFg8OF^oem@@p79|0kj2)E>
w;80Lt*a5KU$^EMWwd<xJ{)`<}=4~MJ&%QzoGe?Q^)Bp4b{%;;1{_E@i0XK~!#{d8T

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-71-Specialized Information Types.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-71-Specialized Information Types.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..9072c4d035fc8b5046170f755587e650959c01fa
GIT binary patch
literal 73069
zcmeFYXIPW%wl4YtO6W*OstO89lP)b3rHNFPUPM4TNC_Q+AiW6)C<vkVqCn_HdXrv4
z?@|R5YJd<<zP0w+XMS^jYh81$wfCQMop3!6c$4ssr;IV~d)(t{`f3@t@l;7w3Bbbx
z06g3ma5V=!28aj=L4?<dKp+q?F%bzFEjbw}DcMbG8cJGLCU!PfCKi@kocvt3?(lN3
zuyBjt=Y1$BA|k@hB_Z=jNSa?*MCgwX!6POnCL<+dBqwJSy3KN1=wE(ZeFvzB@CiYW
z2=MLz_*8fVRCrgN06XqJujBpO1NdJLJbZ#{*9k#H#3ZD+7r<`-_;>^a_}2)oU%z$@
z_iBIKb>JG+b?V!K@`N<n=Ab(+v_kLVvxqnpzO~Wmj3POOU%Lholh89T-ekIakBj^M
z0})X%@kbJpkDn+iDXXYHeg5L5uAaVup@pT@8*3X|J2!WTho_gfPw@MY(6I1`$b`g?
zNy#anKBs2q<mTlU6c!a%R#n4mYU}D7+B-VCx_f&2`p3p6CZ`b7GqWqJYwJHZHn+BS
zPzQ%c$0w)gv-3af!UG8Y-7MVqe>d#!?4rWig@5fD!8OnycH!ZB;sycLwd=P93903^
zLFO(rcZA*%(JI7eeQP7;5Y|D`y>=ZXq30A?xr_S4w12bgpEE4zzh&9~HthekYZf3Q
zz{4#b0Tmz%oSt)M2a^2%<6oGALjDRz2a7}gee>G5i?KTGvs54>^5;JI7TV`NnU=Ad
zFE^G{-{1-`g_X(qnHMiWd!^b__9>MbA;D)Gfs*Guv68Tu%_~5!z?Q!L3dk61T*IE_
zp9P2|CQnxP`sdX0f;Qz?)9Jb{gS#maT{j9YYKWle?5|LfN2n(P*yA9|pK`2ublu*j
zVo@I_k7h3OY97d<X5UUUIfKpz$k{g854-iAT>(ok@TNzN15u%6j#t2Kb`mpgR>Ltx
z*b!q<COUZKjFZZEP$s$n&A)7U>CIjSKtx{ps$Iw^$O;YZlfK6u=@7E#>1X0ca{qr|
z@CfLl*y6LwA*5Sb4wlO4LjjQzndDD-Vx1Z6W>W^TY-ohoQp7j=H49Bk!J#>hT%EIV
zk}2V{3zYiq=pc)&%~aqQKY!WYbN^110&Fq9J#OmjKE`dOL^?v$i{<?BXSXZBFWBIN
z7rR0XW-iKG;GT?CLsEJiqITOztidYe1G`maZ7{a}NeLzdcmoTU#J#>JKdofp+?)RW
z=HZ>RD}XpT8`H5O^DK7J{Do|M*$y`W2uodYqxQTN^aHxotcd*xZGX8+b&6qscm;SI
zGoR}o)8Yl=-WOZIE{xXH(Y^wneYTYSP(T?@fBy<#H`J)I-`$w`Ap6+pqZT2gA{Ha;
z@iw(uu-4_F;2QQE&|QG<m96f>>q8;Ok#ZeJr32~U{-f7BLyOS!T}I~(9;UT6rfb6+
z%5NO4SUGFrb2zqx<HiD|BzYoCXgZlZCG{e#<3TErYt*=#z~7N2iT8V1Zu`aFhoFyf
z*R4SOQ>#hX2XKC%)B_$4Rg_XpS$d85XjAhFG`<IO?eI*u8KBix{69BzJ&G!9eRzG3
znYS`~dvzr&j<owQB{1ikOLnsS?=t7-?{B+#UVLiFk^YJ)B=}aiQ5QNRJ}lzGb($U&
zH&wS*;8mi%sfEHf$l9fVQOKeW2dTW66{)>zZC#+^-cFm=TxXPHfuiLY$CVP^vxcrJ
zs#$8wD`3R!g=Qxo-xaVn)$_9P=zx!Sctg>~a9a`*3m!0c#A98Hc!7QOvL9%>0^Sc{
zHC`d}3p=o>d(l{>IP_DD+|mw)UE&G|IA-|Y>!}wWwuE%gxtv>f-d4uklPq=<e-8&_
zx4%Sg9?&%_0_Jh-Gd+JSuo&EN$Fh3uNc0V&r{!jYW6lc|Si?{Zn=G}UA>?{jOy271
z#?;N8+;5>+cf2h7LIX4YU9~!XP^k_Gt5mAT>b4A{oEJmA`l=#9>C`O*{`Bbb!QBzj
zX4!PEPK1%Nit|T}f;p}a;E#B7+QxS1luko4rtXlF!Z4#4(OT$Q80@Fvxn`8Rx>cuc
zZ6UuT<6So6&qr;$=r@64TiKBS_y3JixX*vP`rT$-(wz`OgM~oAH_<qHQJ`gtH51wV
z?z3?9(gOa6ii?~QXa+YyS$#uo)w_cFj7P7{nhqXn$<i2CV<jVZbb~w2Awy-{kA%1n
zR-W(gVf}ZS*lt8_xOi4943wB0<3A5ioY8WLJB-Ac@yJ4dRWVkS@uhYkI4DqJqZ;+5
z0yp{R)smJVtp4;pGq!zi(6&Y`QX`Bk!~NvIba>IIp6val{Mu1@WF!zv>cwY4HP^wS
zBFSq<8=#Q;ca!o!A~SSVm<7dI=u=W?e#Vp#32c@((Pho6Zgkl>Y_Q&~cB5jK!!3+x
zCCW5@D7{p<@VlgZp}=6=X%FY6eO`9p!z@()Oz&58*t7bv`7gw+Q|+1;115@P3-Dj0
zGNmX@8h5YhhqB?tI!X!MqrH(^9oO|OsgBA$*4j>xLkJ(%iCOg}<L^+9#UEioGKB>2
z?7H42qr$Dy+bG4@>8f{yhWIG<)3BFUfV7^GJ;d49A%(t*bEK}nK}<fAxbW}H`5&)&
zF~Tq==ELB^&*r)-AiuI0Ds1o^jp)!lTPmIX0v#4xx&ksc0>ul<wJ^%aAs5#5N@%?!
z7g`6}-Z`o{AExE9Q&T3#YDL#~1+;gKge@`jVUJ6muc4z>JRQplMbx)BsVOg$10_>=
z=qVY{9&2o-RaS{3(pj<@Jci8SPS5>llpjF786RG9<3Ihsk`xs;#O7J&&d4krx69*0
z-pFRM4u8!geHl`UZd4o1yAYOIFcT-Xb!c4Ynx}xpnD-UgFY=x_TuTLiSUNziUEVRr
z_F}1ipP!UDa><WZt3=Kig?L;XiVt#J8et-V0V|YVIM_ZdKHETCg>Ptk+P4*nWlu64
z!wBYX^KG;_uq_`TXjl(ub`!^uT@KoE*J=OranrCMOr*?Wqp|ui_qLE<B>@(>QI(A7
zVgeQl%*ahgp+BdNR<&g4H8yw8^wbpr>n*I{I7AiOBmUXEkb-G!%faCasPqv(JSh*Y
zzkIGZeq1PBa$)(AvSHz7Kv-d^&A#Yw;<t-VRXG)FZunQguVv^LEs&d{_88ok)v3?v
z=prPQqpjz<W)`b_$poOSNc-O(TBfE(wkMS)CO<y3F%C$5!87(tU4*YDSd3CtFFZs-
zh*M4zD9_(Cx3u;LibE=Bw+*SN=7%gBoa^m@B_6gV?rrqy*I8#eudwvp%;{Q1?Ut3W
z`mNS1I;aYAKRr8W3dK<GWLf`lKYrNN2*YC-C@8W-Vk_y;;uSc*keFOw?<}O?@9M*z
z=Q#SG2R*v9VjCvY%1<p-vATQr9<FV5q>g0=N`#F2DQ9A4!3CFD4y^~90j|?W2C_Z)
z)khUf`lj=w%;@!TQMS;<-JfL88K;=@H}D4;IeGd!QyZigHk)xZEBzP269Ke%jf!u-
z<u|VIJN!s(`Oxh61&gJ^wqbAYT>-o0IZ6okOP}#QdKzbvx2Ufj-TsUondA@tPo97_
z1m?MYcBP>rv#Fiy6;M<amJHsz9R2-5w3XV##0(s^vQTM8!OtHjI2#AmJt?X-qnx!V
z+z;7oO8LB>FOl&0_!rJSNy<{1*}LU!M)F^q)7UyfYut+3y<Ee3mnU(k<mj&{KG6<&
z$q4w8K>oSC5?#EdJt6e9?V2T(@sCB;#xZ`=i}q9end$w6ZjDzdNG#3KB~L+iAh!+p
zLG9#EU*=DSJujm!9dip{#jsVn5k28D8~W6F6{`jE3F8hosyR;O=_}xAS&moie*2|}
zELD<G^6JzPnX;=4WsWcOxDpRB`ajvmf4tYgrzgC+nef)>sT#BRd_;gXG&>fW=Qdb^
zE-<|UK0tDPMAO{s8ksjZCb;C$xX?efuw-b9{9M6rUK<UiEvF5D52~;2-p{phH)0+%
z)N=X6!NUmN_X&7OUJ>lRB0CG`N_*M(n{UmTV5=E8*=QhIQ^}#~jtp<Qt{o^#0&LFi
zb~nT=s7t9tpC?M^Tme>v!|(U`&nBf6ix+4nIa2zguYm80?h{&s*K33Pq#RsDrq`YJ
zgl`I80shoH8mwIEH9heKvx;&13b=IGI6Dvk7zzFjXQZNXqiUY$u|*4OWCsdwj8sQO
zpUs-2Z8pl)V^9XJXa+gY!`n3pQ)a*Ce)KBuMs9OwQrLL;>VMl*Ln$7-8<YCZWmX{b
zK)%$gRs9Nx8@xCCJRIUH@yt2Sq-^4XWXmR#tVDp#CPgU9x9IM;lW&Lr&FHwEf?X3%
zSI%#x@eK_Rd#xlusM54XW+QY{Nuy0c+(qRr^YbYJFV*TZCMd;@9+Tz!^$wU2J$T24
zpf<a%6XjHtb0g#KxFATgcE)P$yz<!WunVFq8IqspP%EY<IIpn4Cf0lI%Wel$Dbi};
z{f`G-@TwUVIX&avUiO7Xk-Nw29L46v;8qUiJdjxW@v535;WeEY7k`O4XIplG+t}d6
zufH&|kRsE2C94MXt3SO%N1+pQSoTi;D*#4k@py#%<8YCkuz!`_mw*$Gt>BA7DLkw{
zkH^1&hjA`yP`P8g&2P3fY{N)KxilVjtVb}~Q_*?_l*5~3R&C%pe0iPshF{dK`YKDu
zouo|S{`vV#qkhAFU}{$E{;Y*<(cGc4d%FCQ^UD*QKUya!$*x}__lh|d=1(tD;)6$-
z-ixY=9m>eWCXN30=FmX$G@KVB`{rI9ALkhBSEHVR{>4D3p>;UsG2uJQa;;%c!5K#f
zn2+Akxld~MsQdk{nJGxo^`Q#xwTtB4%TCso)=R%YdBO<)iUs8&uTMe6p7QxwmlLLY
zmm60AxT65z#t}rzcxwN-d;fd9L-(#2?UL7oogCc<x0MKBs<jWE$u{2leT;>);-aY+
zwDSs>)uYU})AEnfd+&#&Ip~#b3acxRtdDV%4>k-T_NZ-ozhB!B7Z%Z4c#_i*aJw#J
zN1eg&Wt3i^B~|-;!71WA4qFGX%KR5W{=Z59{&dZi?e<hTocRQ~A98OlNOqjRN6qpG
zbg_AKsn|-lTcxi^@i`wjZ$9nAMe<?M-?vZLH?#6aj%-9^BpkEvu5<Z~i!UY(>x$sr
zOUyOcs=04#%{IYO#bz+qD7bHT{8uN#MUt?!Xc41{0>`+xwY2wh8!ig)DYbv6>Afi%
zAv#A5aDKsC3?$)6PFYnBHg6V7@QUnw#%$a1Q~nC@@@p+~GTAwYycat(F>NE$<ELiu
z#It-Y1jro9G1!y`bo783CVsDft3){D*G1D?8c0#((zNx!WuKy8p~nNK-^NAL)Jk%%
zeOe1pVO2TC2+J{7{~cbXQ+qL1CYr`j)f_JE*ef$}a_dCY1DC%ak-y$mnRwpOu%5Tj
zy4HQ%pwYTuafv#|8vL?PpQ`qCbkp!vdl!6~^TB^>-rZaqt!Z4>U{LM<B4n~Oz(97p
z(&K~ACeDW*ZxQ5YM{)!I`shVq6s<FjI5e1yA~dG?vTr8n9ubT$28uZC@BQL4-PpGb
zCF(YqUnW`GKv7hz>OMq!a9Epv5zBk~<tr}jw(+^t+<q4Jq!qEBsErcTiTq=$|Iqer
zJx#-0=xG$wDHH;Dfgn4ed#p*Iz}7V_y#nGl-@Gv3`~ha10Sj^b(?q>2gOKuUe0KQF
zx6cF;{Bb+UxO)w41PcCTgFpBe8<R-xRuCSjP;_Vkt?{Vb@Is;9|G`BOj`Ju^oJq`=
z9U^yk*CM2ctuess)ulS8cFjHJm0c+uH%`ehT+`Tep7Luqh$KK+baCERj)jKJ@Ofep
zehKB9?AV5lHOJ>|T!O?9J^&I`I+b$?`z=s=up=kc|DXm|Xt<NCy=d^PO8!=V!xg}>
z<zGDbKVT<ReiVkx1QkaoXaKZ$pI6D9mgL5An?Er)*ONW|{d6-svK@(yk=9WywHw^n
zIepBpsiIeHzjgiPxTjZzslU%MO@X0cltx4tneyVtxC%`y9P;9?l3%>R?EqfvII0}J
zvh>XxIuqZ01=t+AZ8+cTo_C2WDo<#dYhOArY_h!qjQLuRs7ynAxWpLnXJ3T6F?+kJ
z2o+8*$8T}t`|x~+Tt_}*a_G=PWfT;lzi_Zu&u9wAiGOh<5eosa?rQ2G;Au-irpyz1
zTAxMlJDW$(^W6CHSSV<*nb2)2P^LT*702ZDdabSJ$;6Sm=L-{^{WIQuu8ig0yN7rK
zbkc8q-AiVB!oq^24OWa61YS(6Cu&X5j~yA$R|i3ya)TEGW#0S+(MTqH!zQkfsG^kf
z0$gT$X!Jws3i!HM46T@gON&<AYt8pA%}}4``)MNQ({pPFoRRdp-qD2<xnIT}@oO^r
zNjRMG1++9S)6b{k?6(~2ByI1T*j2`jkdB@^p-Rs?2zo`%|0R~<LF~5@!>v?f#HnL=
zHY-S1=A&<Fv+*5q%ssZd_B~S7jza3m0~p~SlC5>Dt(We2V!`>w3nsPUkgRkimy1tv
zYWf%4Y<0VTB-{yqajwgqWa*vJ!2%)Rt~mZ)lgom^-Ncwim-CH=r-$~?vqx&J7x)#}
zP;P=ToBWpFd^I=NLAEl&rp&$!!5rcoU0~6c3HV7o))8#0ujJO=T}Tq`!vvf@<!R?c
zQGA0S$pvJqoz#Cx27OPt+xwv~F{Y<zE!OS|h-ngaTOsFph9XQU-w88H*ypyc%UEt0
zXkz(E$v7-OPK&oktM>t&*3t9*JT44UCZ#)pL+2COHBI(W$&fm|p<hL7aG&FUI4pGW
z6<hYDMmb%#Yg=oj_MG%e9kHOgG9PaIlo0sIl*4)u>Y8L;j<@IAbMZH9-L)lQsJo@-
zCiA9T<1f<Ew4(}Butsh3>@EoKVtXSqPp>E`x6|GiY2jP$=JQNA#{GZ5OPAO&AZ>m8
zyN(AOL$C4o;9zn_(wn+r+SZe$@aijo;{ISYbUWp{`vdSQd(qyJ2(UzEFzkAWj?#W+
zX2+5ZJF}ofW?~*fA8d0I5D?`3CDy>(SfsxK5+>I)&sT8#duHS>jHXz+^GeK9bwh(Y
z<DFz&Hq)WAN<`N@C3@CgxK|Kg0dKqzhA4(Pzu~<{YnoMO`UfXu)*jx&Bf4?n?rKnK
z8-@nOaiI<fTYKN6rk3)^J2^Hr7l@1JGHH|y!%BNcc3E1b=?+bIOqDJ8&Ab!el0@-&
zCut$(Hu5^WjW^NEs1tMiyw2jF91dnjXa81VqAyz$OH@|DWU<0idw9bM0qed;+b}c3
zh5(jEujd`J96QTbfQ3n3?<XURK@wHcTIc|xTvOvCUKr|eM}y{^G^;afNRwboe)5ky
z(f3|+B(2rbId?ZelGE2(@dmAIuUCg2uiRs7w-Sp>iJec~Y0_MAMyv848DM8lpuYwt
z8|QvH9|~e*l)z1w_x&EPK=&5x<tGAW)}fa3X>kJm3mfZr(d&-eh*V(9<}a8go-Zi%
zXjHi9o&<E&ynq$WelR7l`WS6}d|VzI38X!na6EPtTf|P*K9(dj)83)1lMbMBs%s^$
zJ)w+rt|mB`HKD9Ap!j|TFi~#C$^SOV`-eUJ_bJ<-e>X6_jW9=IlM$}>6Ljx9x^33X
z8-}~hid9Xj{0K6wHilWaRASBSq$aPwW_IM@s5>#=K1_EqpTVc8W8=f+wDRc<54NLJ
ziYRH}zEZpWdz1UhL(ovVJ*IP93Vyov4}rfz42|RAZp$)V0n>I*k5UhvL(C3nP!*S<
zxtSE>ovEv6Px<<Z*(u*DBIZ}`RIOjX1=S+pE=(ygO>UXCIYv{`0tMwC^PY{ic|1e$
z+z@hWla5V-qog_|!$O;w@9uvZVC@)W0sHc=;D7sx+Pk#>;pcCaYv?6pTkhvuxZCit
zzeTaGMK}CQkWs(!GG0c0pbSr!sSHfMb)>9RB!9w4U++Lm^;_*LIu=xLW8$>#GuRD3
z?cCjOTRy{~xBQjPWzKzOjDNCL1(gquP^f|z9<&s`#8@EvLWv%#C|{l%j-UiE$xsj!
z0Y_ki<rqZR8SNcc4_9E++hS9mu5)Q=wvKQ3V>6e7Gu#jd<*QAHxammP%Y;rpfNt22
z{KJG1BsGp#_zC*ntH@N|Fp^mCE}(2!YvjTK@$-`MF^G}6y+-7DzdEv4mQJRPHN0^5
zV{0gsXh+9B)sA62-(iP7Y7U#4dCYnR3<0<#fye%nGvDj_+IY**mlUzhM528E;(qye
zXh7G8o;|Q#twJ8BCDl)|<VH*8a-_(nu%|<kI<}rcDyZ!mE)JO_DyvUoz=xDYn}?Yc
zp;J@LJSt_5Bb<V_o@h^#r2a+pz-5U9;UgmC8Uw3g5yw$cj>!z)6lxC6B0ZA;HoRVp
zTzPPpq)9h?#YFR2^(RFaHz!p0`ZB&U)M>Ip5%9hj!ye7&$KAsC6_*D<5Ho|-4bdrr
z;SI0)LViZ<E~T0yt;1m};NYxukr<@`ZB?tN;kfY0>HVQ!Y(#4kCl#jIfscm6edzPb
z=WJ~A=e+mqi#uE%E|%1Y4r%^S3J6Yx#vG|D>rG1Yh{m+0vBs9McJ(cmR0>WU;4a>4
zB>C$!H(#CBtsU9_ZY}<4WyX6pqJmL5MmF*cb+MC+4h9ONU)Dp_Z+1omx32&^=>YKL
zv>xSZ>9$^~b@=M?%#S;DJt&1ukgS5&Il_tP)(uxm1#Y~*@+1ElYrWy;SfuHg*OfnA
zBXBGM9;DhY4!8&)I2be>7eR}Zi7j@|zvkBBK0W4|&#<Q+jICcwf2`x=c+_^n<1z=u
zR6AEVXO*Y^HIiO69}yKr_qbGu)`;|sO)Xd-GJF;%h^b#duhGqE%h5rkYz5p)2K4g;
zRYe4tRAk>L-C{ZzChl0h0?2H5R(3V7$<=Px%fiWj*pse*QJFrAGfnr}Gi_7^ygE$@
zQIdX~u#N-UmE*gUPx`N+R#i@ej9I5y(T~8BGZ^I&2%m3<u2`y7ElgSu`E0vckEnj$
zwUcBI$EOIdvV|1c*EHO*ty%Onvimy!OuTq6#x3!X3YNLiDEZe>_nH-1o<2TN8>rc>
zh2Aa8E9kUCqvuyS7-62#uQ>#Jhs|%0+-S0(O`b|_*uz1Lr(+w`I4;U^1+k@kAcCte
zX}5`ZilK&SoMN9)giTPz>-_gnK8{@>FqsmucBOkkt@?{60_h4r@;t|UKbuYJ5TcoU
z{TvS3f<B!>P3}&kB`>pOo0Fapfpm;RWV1xU>2Fd!(j2YX7lQ6a`z}K=NniX4#u!5*
zrHzX8y@Cch8VJ+K_i?Dkn8r;!g;qN_I%EBU1o*{WuG|6UnsSDu4dM!<+}~Pj!=F_d
z)h7^tKy_FI?-}nWqDZ?I@53{kDbcSdr>2x+z4@J<mVA|d;NI6w%=Io6I40qV84tL#
zjW8u?Lec%Ao)rxi(eo&EMfFpNQGD*>U^nbd>|PYD99L@fU*T~dRfsU<-mh|FQAYQ6
zQ?jg`X@PP_jh$N8rhhpcK}LCpN(${cAklay_;r0AGJ%8gd0wriwJ4eLkkvAJQdQ^p
z)Ul1B=bR3D31u1br<oMpW7uIWRkr?p(xjLlPUasT>9W39Mk?p&S4fOVn^>8zkVEz0
zBhvA<g@X(;4hMrS_vGfimJ_^>3Lyf_UYl~`O0}h4W|}7VpMK5>`t^BL_m<^mkT)wg
z!RWo#s@le&Dc`y~^>xFEq`h?OJtmo7zW8cizf7O}aWZxKR!ycJ-zMjS@DokB?<{fM
zO;<n{O&+3i37A(-WGQ*O3wz9Xr)<07M}j?8IO@p=pGJW-uUu{V*M)Da#_`>RHU!Pt
zO|>TI;5AJO`D+a+?|<DG=8j}sn|Rz5>-*qcqS5*9=-)?OW9|d$EGAxwI#FJghjJ=%
z?7~v#1o6KkfnQtY%+FA<aO+hmb;_;=#paKQ<;&QeF$+$ehwE9xx5fpUY|D4pI9f(A
zcXNzPV;+SxHZ*?eVRXZg#uh9FN~t*i+UMV_4&5i_cSLO}B;cbq^M8Ukz{jtfDpty~
zT#7IXsHDk-#OZlhRcXzBTeMTL{7qIRWzbl&&Yv8F1ng$_$&_yDJc)Yu=eJcZ6WuBl
ztqOu?dbVUm(t?A`gt3ZbrBXpc<W{DJJ-${lr8&4iDlI7pzVIV(KLt}(#aetWi!y4h
z>ApodK#Mp2uT)L?tYV2wZH+l?@;-lB1|&EUl)1ba+*6w2ziFdXqLlN$FQhyYqS}ED
z%j;sST<#V4TCe!(J#fO&x?VfpDzryez&keCOGrJL;9MKa!%USmt-_p4f<SJ(qd%Rb
z{}l!e$2GovwVfRrT3je_<LqWkB8!Dae3bxil#a?#8PCow&Z#;=uDP|{nnm?zC52^y
z$}A1MggYeN-SYB-3!YRJsmj$pZ`OP%!4l_`ROZe5)j(6^#?7CxVwUe&ZZeXE3_BbZ
zpUeE5%E~n|G1C_f`BBuMrt81Kk@5NaARu+YrA}$Hrdhr8Mr=+zp+3-pQ3GuHXf-!Q
zvoiIBdB%}%y)lrA_BW#dql`k0kno-^PdfO1Ph40Cwx{pgh4rl8(n-zUTpU6+1aOoI
z`I3TKYR)D1W};OKW)ymmktrqwg6o$ygS1;GMNVMaV`k63Jng;Z{p5Y2w3r;LKhJ+G
zdbw{q8y8L*P@&$~biqCoFzm~hKP()u_vx(aUG!!i;4bnXQ};Ke3LMAi#>88(qIsh{
zf`=w|sY)hF@Cta&^_+d=5B4;5pC=VX7~8NIf46)u5uY<idrAVdAiFtLihgeB@BCP`
zoWW|H_f>=Des2@|a4>p=@aJFfFn=Qd{^I&gFxNzE{7SmQnFiY<jgGCJpJo%0!^o-h
z%cPY7W`&2lH>`0q+`&?jD5#TW(^ib>?dBc=+1_#aWgVBp8h!i|ouSJRA#IZDrTd5?
zhd0zdl;?UA)#tk(W9zhy;NQLGo-|DOJ<nb8f*OCTMBU95@)oPrHy2T^80cd?>p93I
zAExkHQ$#&EoSjjX)=OS<uc_7gl=t$uZ3mnbFWxmw()}(g;pA7$;_ErXs!u@)q_Ua4
zqMtMEQzQN4f;CZ|VZ3{gxhN(2*_fPt0}IoqYn-u{R{%-Ma&vRG7x+N`rSutu7;_+*
zz#IrA3vkDqv&G&TgUgUZO4PPs8r;T18Y7vIg^W+XQ-7|a>sM5rsGcF>XB*FK{qN?K
zHL}5=>_rvA6SGE80DVp_y*I9B{6f9e{kC}%na2fudeJ6BvK1LTtyzdxl3`QR`h1Z0
zQso3GFHJ_qG6Kr9&)^vIlgPUQZ0%Aa$iLm<Ap7R(bDbbT6K=UBd*g`xh8=X~gXm=0
zAwPP#sn#Y{@!0sd{EiU=93|c%BmBHE=wy+|YEHzl;r`v1XGB~T$kk>V<FJkb{ZS{;
zxVw<+U&_A>{b2sV@j(!=<&{bHn`EcKq$Q%%jMZoVWNh}tLZ<6XwvOYb;xICHx|khV
zC(V14O}<F^%^uv@veJe4bOFI0;_5?Rl()@J?x*KgG97jCyi5aTB~7efxp#AK7;2Z;
zt%KfQTUpFJPs)FnXG`iJ>=3dJb7p?Q-az>j*zvO}Hc?!oB*;rT>a+LuSbZ6)Lv1xn
zG>_LoS!VQg%6&mrA7wSZ%M>$R<!+y5OZS;Cz%-uXY{$j8JloA1nYk$)cS#E`TP{#(
zxsArEGT!0q<o(eD0AY!8^z3Ww@9!uas0Tz!R_XTxmpsl|sG)cHUID{~4UJYc&03Bh
zl)6>jMjk*0T_df~CFPr&nuOb9sJROzD;)Q3af~&<3PkCptcgWA=7M2lBip4@ug@4e
zDKz%7piu-znG{PMi!vh^WxsR(s`)vy;@=m1>x4IN`pd~EkA1H2QyB4+DT)zW*>`dd
z`t8NLY?~^2?BI@t448WPb|EtOkSAFc_H4|dMp7{&Wi9BRpEbm9Eu7Zv{ni6BhWLAS
zCl29FP?T=pmi1BsFP}p)uOk^ED8ri|t3_q-`{hU9YxeA-f9XgU4bfhXXXFs19@!m2
zuXWgix-?ntW-7)(8Xs!B>rYrJw;%gcdX1k^_NpNx(epLB6D5T2%kmaV5c~|Ok$E2X
zp7(AF*ulm;QN}gQSvC-aDme~b4nFa1y<ywhasA?H@Tld@Kg@3VXW5sco!WtXTZWV$
zLVPQ>f;)1(bguQz;ch}+3cg-LoQ=s+?&rzuBTPV8+myQXO4Q@~KM=tD)1D&hO;`te
zlJoOB5#}Lx<U<rmKwk?+{<e5VC>!3SndfEL#Sd4Vp;tawjk(d-zZjX5U@zN&1&>NA
z7q+B3Ih9pRieDxl5JoDQX;B&uqp*>)&HLf!9<{dlyC;d#HN<b_X;}O^oS%Q+!7Ei`
zbvCF(4aL~5K`C&E!Wrf###ENLZp{*tn;?vaY|AktV6+%vTj{CYy9<*O!qP%Ub4J3w
zdEi5;%O#&J5m{<mFvl2SLB2_8O;eb~!KdCGMz;69h?~fAQu!jU?iD)l)a;KU4(JUz
z*PQKy$-bQ!z5)!N<yd7+)@x4X5h=<=3%0H*Io1gngEV&vS+;!-T=`)3jE}W!;^+c>
z>0-iPw5raoGzzT|s925t9;oxm6Ev(|cQJEPAvx;a%4+PzHZ(hS+8(T&+^0~|A#h&V
zw7-{853VnT{VEt|Ua5&IT$;6`7hD{?*!5f@{kkETh`8AW_|S);I6BVvi`YKXn9MHp
zH)h2iEMy;s6(_b8pk2?u+nL^jO#S8$X`Z=IFiGI3zD4~~_`6x235piXB5wHX{C7fC
zkNfrDMxl7YEkenoEw6F{r3sNszJPm+c3=IoyJh6ga4G+=oIEp>S}v3P4E)f`P{@)%
zC!tqt+$UM%)oxt#6)=_WHD{Dm(L@7IDtua#GMh?hbN4}&lG0n3316nRrg~KKX2(TJ
zlsXa{k?H^Lvw3`m!F#Dk1nm4O$H%4X63CQx*g3A`dp-in>L{Ex@>(<DD>WMsg(s+q
z1`|GP543irNQ?8+_4PAHCft9MeEEVb!NCd$NTP^zLG^UvLehxj()mjhr48qZ*<Y!A
z@8j4*N-evy+{4%%K0pUJWfxe7uK>e9$$ZpOSPrt(lr#CLD}S)_8S1Mog-Uz5kS1Y?
z4V22A-1E7Km{?<VbG)Y_`Cg-f6<bLL<zcz(>fN&S07;~7dM+umd$iiglSYMC1_0wV
zfwzKjelId^A%Dj})Y9*mxEUh5zE(G@W+n)7>M(%zi=66Nn+pl5Pz<rvnq&(dR^FV4
zW=|W(rp9P^)BIIfK~wb=B<M0}Rg|8N7*kB=to~Sh^1@7##fL}aA7vqpZ1=I`q+DH4
z<^fl{CZ%_G7A79o*492XVPn=0khWiXLv-`#)8ebvCH`iAR3va@_qU3V$emfK0oAg+
zo3WNQ)4o)}I-_zo+3*??%*gn1H-+_|oy0=tr32nmwl_qsVR!=uR)?vlp#-XQWBw)q
z&Ir2c|2BjJajYe74rb~@$<8CCE{gG0F6}+O`sp2d)wX}j2sH}De9-+f-AuQ!2(Cru
zSFEN>sUj?!#sz+m-_0mtDItjsSa$U}ZDW5t=%cPZ>24xyTtk1J4|DXsAweo_UIWw4
z2-}upb6(z4dodnxOLgTVN)UA~=|osc1MOM!>Md;@m&Ez$)_oYU^vkRnFWr;wLv46<
z9lR-h-QXvYftuyRVKdG4W{#&L?&%~8D`W1vMj`?F@{A@u^RcZlE?^KEYLmfqAg!G_
ztLn|VKBl~xt)d`o=_=fY^Pz0J8jXkm798hW8T#DTzl5}o7N6`xj^7W^29#txMH6`&
z2|KCAiXrmgUP`;>C4})2EImKt6MSD?0S`_-WkoXTGUlkPD$W*0;=kJh<-HaN^5abn
zn?rP*+cYfHsqi5}kGln7KEPp-o+h#)5<^@Z@8+C&8KkE2v-!J?!8@J}w!rkI0=TD}
z*RC3vd)%E>B2lNViEK=!w0PGk(Aq72*W~&hPRL+$k}~ymey)|AwwG0N*)Ah~rI|tQ
zP`1*&QB9a@$>ueQ(T>juD0bQ_ObdzVaHcZdj{Y_;8-6!z*lPZku6asN?QwAnxN?k7
z`lbj1EHeRFcxq*KXWoqGiH1DiPyV;S@N?7k2C?L1PkP(@nKF0>eJb5M1zZ#`kEZrl
z*RDibhq`ZVs;PrCBCK^1-Z>TcWE8tfuq|*CgiU-Bj|sT>Rf2F<f%3A_P@Ts38*(!$
zfWxlgeHvfcX5bfB{a=p=<}-N4l;ZOv_&AyTGkrzp92TE$;6<BLfVE>E73PnK*vGqb
zjXB(9a437rHp4u`k>wZnDRw54QWTj{mc1)Eib{!uT(a>@U3b3#wMNlv`@}c?&cMR@
z3t}_Jom%eM_~c>B+-$SWra#@8aNuu(Q{$@;%Ewo)L*q^3uK*(D_gBD{-Y67l#&8AD
z7}D4@yzEYHu$*<wndT;`86-Kg13lw^$W8ErMiFV%8hs@72=lmnm+3>=aIInsgJ8Q}
z`taqbo*#L!KH9kx%Qp&%s&gn`pI|z;SNAqZ|I1r>85fg9Tq;f}$3Lr)X!~ZkLt60q
z8@BhyUHoM$%`~Qh=|)ehn{2Ra>Nj4ud_V4i18-X?kBwyPSM_29N?BBKGCk`T@jl>@
z7hjLB#lp8IHHKBktGC(I_`p*$3olu-LbNIi+k@oR@y5r>|9q<T!K9bnMXPGJPdQo-
z1CI^~p?S`_pwJdG7IYqH;m%~-w`m)Kum5ZXJHN5ir8>4vTb@_*)&0pq^v>BY%zZZ&
zSrp1kckK4g&|9eb1YXLD+<AI;)~f16SnJ19;8=wwggsW`Tu<|5^@Ygz(XRa?>^fEH
ztMg?G(KmmB*3#BJDK+ta^2q{B>LqO}<4!Phdof5D6vZ&pCsEc){=NpO7h$G`Qa<TU
zzLoS#^<(u^&VVeB;JU~6?`7n!o83&x5&Zd4syMh7Cf5-0(ouU&xyBq31b*dzh}NZ#
z!C|59@$P_IO=ISxcP4mEZjYNo9N%gEOmprhK4Qxc<nhw`F6@=^eaf)AsKTyCH+2b;
zJGvkg^%lGV3i!-<;AT*J1yDgGT3BpcjLimYy}f--^lC@4Z0R2j|L6xvg>w`%n<8~<
z*L*d@W<6l$D@m<~j=hzwMtS<9s*et750ftKpKh*{=b103Q}aFWvP2w3<@n_dQQI>9
zM97565g+Zzu|PIjSB5E=P1M>NhU)KS(e`c5E$|MqPFP~*YWeYgr|umGyRAXPTahu%
zmkSv&7OzwEsOD5GY!^@=Z&;S`AC(A{`^h8j!YeD0ODDwC_ZwU4GbEB;K!}<T|0rx0
zNz3Q#&T_>vbj^|nPEz}7+xuJIrK$&hny9XQUBd(tA=*=6?_VL(G$->D<r3ACa%$?*
zGxYC~cq=HAqNn^z7R~$^NAh5uOEWhbikh2~6*#?4S&Ca+8K>TBp@%yY?GT6)=RAF}
zbUt`~@_0%0m=G+zcNx-S*D>Kow~Dtc08(l&_DnJ4ZE;*o;w*{?^|8LI${uId9w?En
z_7YhhRkW=aK!kuBR4D$^o)1mX4ON+54&w(nFZ8m+F)5R{0`tu)U^FRWHBEpC-J||3
za=bkvZ^po+$K}M9Kj-kxE!=@#d4ZQvkTE%#PO2lzz+iI0FY@~rtm<=9*Q)y2T&=|R
z5@RNr0I(gix)hdZWG9)NoonYtCBnd)V6I8v$;EP1insD&s>z{2HuQK9QtEyRdft+v
z<tYc<OmM&6tm)idUFI&pY6B%J7fI)M)?EUD3i=s$GCk7Ybp7UFd9)j!kp%5X0rMkU
zq6kw8FhV?J7QCCrwR{|Gr9CW(a*Qp)C^48nif~f_0asTVemtI~Ij>)`U!N2xD<P)=
zh<H8j(v{SVUQ!={lRv%aIGpJdPx484GyCHD*V1K{8$8*QA{A6<-|jJV)#I@gonY-+
zm1A;gjiNh}??QFFWU&onqg*IxxajB2DUqYmBO1I22TS*4+fS&vuNOJ9ff6ucw5}Pe
zjTth@o@uHuHEFkTHqAachL2W|gie{YL~ptCx%>*B5>LvKq#c5k;|lN&oret-ZMmSw
zzfTFForXK2N@jE8E@6HtYD~r7IEnGrEkqlUJqnW;*_D9-N2j}LeGuY;yC(XN99ti@
zJ?aAm4+0+5|G|{te$oxjeH-x$pmnh>%j*4AmAQ+K`;oehs~471vl5x%dNJ4~-TORo
z3+;Y*ZheqRF%}s*wjnj}h(8<GmL+0;=aQ%w>#lWe;%`2Z_Mdp}%J%T=_&3?(U60?m
zejr?*fN5<BsGI#>^GZZB|Dx>0w#y}t&!2n}$p%Jyxsjb_z}5qy=fM>7S=PF_D$z2W
zQhQ&fBp0WwlL38CZV)S-9o#4=v^y{O_*yM(o4{Lj{uTj#)5Xeg5Q7nNa`3pOvBXwq
z&{tZI)CxTL`LW9f`L@lQbbIi0w%UBL=6fNm-?5{yRBw?))8@q8Zqbm_LEyz#WN1Wz
zmwA&E-6uzh(c~8&*84I_d+NdP0i1R|w_0pXBeApLD3x2<cF<M2$y&-Sdhev-3GSBm
z+}eD=&Dln_Zck27hIC>HMq+(@{n7YgaO<rrfYPy4v=HL2ray69GH1o(fEWwacbh0A
zsA%>O(E@R{QdG;Y3~DOGm*-bc@SE;D<|sdk50}sZx^ZPBj6E-gtE#C=%m)z;U(lJ<
z%6&NOim%*F@QOm;gNtLfnJ}xNA+&$Yz9eks8n<QqSB*&m&Skf;z=xDUA~+e|d-vwS
zHC7N-M%DcctJNwyFbueN$$KI%)Edohgf>lZU>7XKl_Y5C=4QaAc)!0O9_QP6_za~v
z7f!2h8XEJXb7%G59=8E;-DM*n*evFLQ2(ryy(S~Ng@}V$hZ}yYIA;X-L|0Jk2Ofv`
zvujp0v`#D@YI4rmy;-}wuPV{!=XT~%UK0tdxkJN}YnbK@hw@7745za2lWG&rwFW4B
zi{Bv@)5|d6>WSle(RA6D6V;9iR>UrR@3Wrt%Qg}1{x%7r#rxr9^u59Cy|aK*^;rdH
z^0C%4Co9T?`m?G)S5?k+?91`dKZ^|M-mMHTc>V4i^@!)oWj}2LolRZ7@^afmEk!I{
zMA^YoX)d|{`5;`b+|w!|Nh^Cet{2E&FlYjC1<Rb>9x1?eD*7~Cy9C<-3x5~S2?)Bt
zRO1*uN2e5>c_ZW5zKuDP*}h7BqY0+LQ7pUBw7u3YQ}VZ>UGb?M-G$$I*Ug7@ia};R
zzicuo8IYdu2^)*OicjVYCXPy~r?^7$zNI;T`aHzQ_K0)&0+F``zA+{(o2{N_q%i*Y
zt^Ry-hqG^}c__c{MlJrkFMu$D4rX7zUE9#LpXlt?a^88rF3N)ZU8r8dLnyutL5wW1
zBS)wjsTsBXRD;O-<nf$(HdD%%*P=tfNv(xwW`&6+LFbi|8XJebnzT0|HGQNM(Pg{)
zJ~+`0H$l`GmSxV+o_;pJsLZZmvI~asiP{e4<huBdH{d(Dg(1x;mBa{LW_!VBp4F;y
zMBkU4|9;KqFm=9pqO^L2a*jVccsSlXT<TS0MkL5hw~$~s6RmCIsEd<X(KkZ#y2W}d
zM29#4_aR_N%A-uBg>75gw&8l%Y(**`#o93Zjr)8L=L*(TS?1gEAG>O!yosh@VW(jz
z*QvsyZnErpF4i~_{}yAvUp;6?bL?wr3$>wbO^Lnv>TmklxqOc<!tBBvaNs?jhL)D<
zafhEx&2_Phv$s={l}L)ga1p1<?#kQ!56KE9n1G)GV0PQol+cyYW9Cbp<IInP*Dt$<
zb_-!LkJoC)ig9!ZxnuTZ8HCTmXcAKIFb63%d&cxA?P5-D{Q}{v2)Jh4M&8Y+FHtTv
zvSXOlD317<)_7B_s^C<gDu^422oxD6vlrf(LU^8vBW`#L_dy;)MfT^7QR(v(=pMVB
zt$*k-rGTnmE_Ke~fO$rPo$A>m!(aBX<6vk+Ev{cd`e;IP@X#dYzg2$!!;k;rr={gr
zym3xh`U+^O!zMNBLvKv<te{1&vx|nTi{E5>SA%OvnXLJ@vhia%(!Y^y6PhIFKwZjr
z=$~&3I9og2X!Ein;}?=>UyF9%vDayuQ*Ul?4rc?0l)n*tY)chE7Up0*AYHhJ)};)V
zruQ>Kp3mt{L7EMXx?`~YeIET^uXEyq+~O0|0bd!qZVcaK1q2p$?mv|!tm&G!YHR!x
zW`BcNW(X*ai`XkvTcsq@w>?i9jA&{~xXJmhKRr(lJk$2*NCa<NL@#<bgCVWM^wEe&
zGpX^U<EyF84~q=-LV~1025RoFg@>Ici>z}g3H|g(tM`P?&q_s&RA*O7(?UNoC~`g=
z_5qF`@bp#lv9{dXksPWh+hJ&LUqtQkmX;L=-nq83$*PaiGMcj|$F-b#2DZYT`Puqs
z_>Tq(KA!bc5Giyd4&l0%+1eDn-{h?sMg0y=*3(URIC*?4)z$Hlxr7wU1sgF&5vOp{
zk5icxVF%eUb!XY;DO%obt*co)oTvJ3@|`9~o@-Z*ZBWt6DPon6LlIRI2YL_ZGu%{f
zN%?hJqZe`i3D<saUJppdUQc6W0|o7rWtiSEEYB7xQ48;%m3Qqe{n6aJNx%wnlVfXC
z^csHeCm;|mN_oRZvb?rfJ=X>ibG?+*^~IO<pPyW(fmiP96Jn;k6Bs_^QWsU;dadxb
zPujGBro>`@ZXofnv8xTi9Ct<fz9=QB;nv2521+)3IAT<~s{!(*wDNeiUyoUJwE;?P
z&r}=k2xc2_^moahw@VN*79o2PT}a-u8GV#VX<n*`5-maZVMM+?b;_x}FzR*rdjA!`
z+E)&Gi9APBc46roM&W$QZ*l^7f8VaJx7F2J>U3KwlV=Yp%SWR;LN9di9Foy=^|z7_
z!J8MbUn8Kee_PShr3?vxGI$j`WezyAK^GLropl*HP@A?sq1oOS9$6y&(3v3+uE37?
z+c*7J&-K_>$4@G#(bk$f;E~g3GScwgOV#rBx;?d17)@y+*4sAr3P_8WWBrHnkX~z5
zoc4IRL*5(x{W~_FDzq4HxcnZ}$MtczlhZGCG|*+l+jCaR+oe(E-THQO_z{kK%Tshc
zFB{DEI(;0Z{`#Es^X*Sv7W95;fuOq=mL7uugjSCgiYsGyFzAWBF)E3gvrPrTYievc
z=bKdsz7CrveOqaz-3IfF&z`D&=?%vkhi_@GIV*wk0Ebay&(0-U*^s82o)Aaj4u9^0
zz4X^h@Jr2W6ga6>GD_)l8Txq#0=LPNx%R%wjVZ*&NVj<_9V=*Z<pDl2bU*9^WRci+
zMQZs=#{B|1q95d0c=ztD1=8a6trk8;8MTias6EQqcH&6v7vpnSvgM0jR-QPL#<4oH
zk!?ss)KMJW?66oG@4GUXC35&?tV-O4+|=Ekt_qSi2=8m7zOohnghhF~-}vmF1ZQso
zrBWX-8x;za-D!Y-z8Cb8k|o@=lv06Q{U6)&<b54#lNspCPTxf2$cA@mD&j<gB-`ap
zHw$nXrvXVd8Kq;i9Qy~_m(F3EPM?c$N_c5e)wP~=Xc;Zu)abv~dW6^KC&#9dRItN=
zHFjS49CsnnhJ9W8K!9euKo2>T^*Tp@lk3&7`Juqhb!)V<Hd93yuhU_&S0MB>jQl)U
zj_Gd`@;|&TT~~Q4<O(2F(;96majxpf<LmGHiAC1@dR1Eh_ek2n;m5lJx;OwvjiXCm
z;K5b~Jy*G6q@^y43Knc7eVz<OZO9qVS0<wG9I+0`m-l=J--C5!&<5)?hTLwXmKM&1
zdis2!mMLLhMqm<+WY71+vC$&K!LkROIO^7%Iqs4qP|VM5H7$<Zb}D{*st;1U!$4|p
zO&dmxQyb7&d@c3bZ@G>06<=m6W<;C8``UEv({n=2<<O`FWmo7^Ft?HM9E=hjN$So2
zdbFbRRIsz&nR{6nZ!gjS%e{S`ev($;rRG%O>nRkWXHncniISow6qKV|LxH0FEXwR$
zyi7NG)W@o~W4<-izwbY#j;&+Gk30Njh%V5XIAW*YV!CXivNyE)l3`)AIgl#$7(T(K
zd<B>xONWWkQJQGa!rcsZlt`I*%eh*kS_H@I#BS_+g5EC0{HBcCO(;b4ogn?{fppO_
z-o+OW-jIax<L!ONY~c?jt(L&ZG2F=Xmd|!6hAp`zj(?b3mzeC}!Sb?9%^1}hL_hZe
zMLv~YyiNV|n+d7SGfl_3Wg*xqaE_2V@h#B|TcT`Izg}JYaBFbGM45WuoaU`QrGsut
zte;gbdQ&d01I+OGnCJ4Tej8QicZGMs^saI}Pl4TE7&Tuvl;ok@4=&9p4Yk5vvoBRQ
zBscTP1u&eROGvov3d<#8TDB@+@-)Ez0)>zfG%h>IvtEWpmH3ybOr1j(KO~Qu(B2i#
zx_RwgkLHAqjpSZ!IQ9`Z>vd%sO)lf|=aI}$pqo~pFP8BzI{?-pc?HBanLxZn^QKa)
ztqOK1ov@Z<gOZ`^kTue!deI%xO(+p`owOV}{butl^62S5h`)J2Z3KG^rne?qH(N4C
z?;q=TgAU91bkE!u?(H9c3%_FxoZfmXOY;n=7;KBB`l>3t(I4tfyqh9bk0D|Y0o?x?
zjQDRSVZiTkNLoA1ypr(U+;8&&6A!WP5zk*78_`W1MGeqDVz|-deZ={S38<hg5xM_>
zrKIqcf1Jp98xpc>>h*d=MNqU(?4W4pCfF1TP_7wG{Hd1yhkMtfEI`K|m@#>^fA4bm
zwq1kjBQ4eUxJ!H%7hqpkAux6YtmpVWxdJL4L65XENzUo(Q4C!zv~eci8pa%`v}-z%
z4ED)7u9~MHM#iJ^x$juc#I69U%E^ro^9-$l2V4sjxxsNxJTxnsm;@7HY`xkQkOdcC
z9>yfv%bx!h$A;Pvu&=KB%-ILfi9Mgm<<g3IMV&)$aMmFvnJ?I5xOMDX!6I`0CO)sj
ziseAQ<>F<6&`1vDisF!~|E}=r1Zo;avLk*iFR%O?OX5I~0zV}e-7tFCU|bZ+Y&*Jp
z-n>v7yw5AWYryw;j3+{M(?vT2HlA-okTr@?Ty^B?IcZ@)k?+Hblzj;X$h)cojJgMg
zZu)o>Cu2EL)={E^ugOXE#zd;e%S{)h)WVzk^5-z>!z7xS<rWHTjJ3EL{uB}({lQk9
z7DZZ1?O2~;J2Zy*@>Z6qzHE4z+}d!G0~HhO<!e;)B_x&M?f9*WO2U`3ofo)(PYS&u
z;HO>ecPn8{r>b_mKo#HY`;O`dkX9MHH2z!fvPPVvK?ir3GLDws!wxs0D2i@{jucwH
zqXG8)4!?KX$G@2p02A2f@2d?oTGkJ~ua!Hia44^{$Z$bi0h78Ir&+TI5hy7-l}O`T
z*7g`9gfWXeNueY$mXZ<s0<YF()r`&yyx+aq$&{Q_VypMOlt#2Pz&QEG0wdHr07vYu
zlEFy!1&(%Q$-N+ul8etTytPz?ym=O;YYEtr_PzrE>ve$dAH*In^u(!V4F_HBce>p6
z00)w#0$s?$3%w|5wE%BYUfn`}F@Ybl(t75`t$}>GaUG=I4?EA_kD2rxTl8$<VeAY4
zA-Tu@C(FkqOjBPPY9f4JO<!Vo12YC=DVN{cgWARS3cX$rt`DbEpHT--2>CT#ASu^O
z99`(6E`!&i7DQ0C#RT4tTbx%wa@1u&pcY8|Z_;-V$b4l%mz@bctd)RpEYERdGVI&9
zf5@mL&p4zEt}DSY7)K_LpP;=h^6bR0>c6ymE9j3MsDCIwP}!G47~#MJI~h*N+ObGn
zGY(gSRxNN=Rw*}|0reb7obH7f^DH~VipVAoUn|Frx$V<9zJcE_4<-Wf+HS!*L}y0j
zSga$C_|&vfo9~Z#jGTpr+BU?6oV9<3YJsk;V}bGG7#i&cboxs3Yi9o`dXLll(v7%^
zLN0fkgakMcVU82(#w5Wau<SeMrG{^UW*4KNt_ZC&22z#}QV?D83E#*mq-NN0`0=1c
z7u)Sf9)IQM(-F4JVK<&M(|%pfNSEQM%MO&TP(wqDXED!gf5t#pZo=zRw5rb#mwu6%
z<@4*W){naE(H-(rdl<cZbZbZQ=;Fd``xHV<^H%gAmBg7olBn;Jrx~aAbrgSrYH40&
zR!&rAB8(wa@1Ivm7;wdj?M{`O)mPL>b;kYdSN9b5=LX;t{C9k9#fuIB9pdj2?6Evm
ze~5*zZy6>huCmiFm>GF%E$y&Ds+@HXX+U4_RWL5b7+Fd<pIS$T;J82zeS#fR&ccj}
zi9XAXm$74Si5WLxcE^(31cQXFD3<N}xm_!_=}T`YUgjdS(_CVue|R4E;M&D1cCl;-
zfn(UU`L9NZaVN5rQxcv3hqAYhi|XIj#|KbAL=cdUQRzlnYCxq$x=R76p}PlAx<NpO
zly0QEyPKiAduS<t`*Y5{pL@<dpL@Q)^B4QI2iP-v-g~{DwVr1^i-R+b2uo`1^)j07
z#xs;|m$|nSj-J|W<<oP&N~g{9Z0(%$_d^|pqEgd(3m267wa1!RBui$t$98#%ofu81
z+nMsd9`zdFTB!dR{U>Zja?dycE4$_Kw9CPF{Y>4hdvFplv2|QzjkD7{Lq+-XC-oC-
zCh*;9zgH%LFOU7=GSuOY!X9cEGS~b@a$foBG~%u9|9?Xq!mh>J)Mp<J$K;;pUI$4R
z_thLdjVQZ1ZNHQ}l&6^LxTY}jG8(}U`-fHkr*uNkc~$-wD-|vf`?X8%&>QhfOFXzf
z!&W`{^y9RBoO8NqY+wGIZtcQZ3B7-(fbrsZb&>t*y@#{yPuFhcnP!TE^|jNyh6f?w
zhz74f)RMW67Pv~Ga*hJ@{uUMFcUmV?nu~HuYX@A9G@cf1*Px;8!FB1|o!msq3(ezB
zhQ@cxXkrROvGNo|=e#i~F6q2qH8K4L^}a&D_PhZO9$>R6U_C#U<!>-GVcUe;vzrmn
z)hGBz(v3?O?zsb23M&CMm&JDA0JVb*4KuiZdER1{->U9hFLm+8G)La0eE;>$2)b$m
zp6re2V&69D>S*K->ci+3d<d2t*(?EatHa(^c9Smoky`ij$l80=Y4Mdrh6Y_okeYTx
z)u1`6=3`uz=dXK6hG1l@z-=*Gtv|w(WZ68qc;Nfam`X#ni{n)i66pLMaFk40>Ht5R
z9cE^~@OaPbxG5sP0WV)+73@~JBKQ#UzTx=i*yl=eC5_KCd0^gK8+o0Z%|@*8wmQ%3
z<^m{6cC@7;zF=S`li_Rz2qpAHU>&}xy&{|`&6AzHD(oyjmSbQvesCxm|7C(rLKG4P
zGWXyaqZ_#;wf@AGVd6y{_a;WOw}~Tj%T%NTzLy^!mNC6eCfAgZ^X5gRk5l><L`mLG
zp67p+n*YY_XZP$;SW;6k`AT0rLkU?1!x1|1_ipBwKw6(R3V=*<SQ{<nc&PCF$&ln^
z;QcoR4As9{M*r@dj>y*>2_#)n8U(LAaZcW4{<g&v7o6<;N8`hgDgJN=uUXU9dxNp(
zdo=U`U~izo;Yl46xoobr<%_y%8$j(p8en5?{tw`+jE6i~kJVn*zt=+UYu5d=i2*GL
zH@=^AE2V)9gh($KhM8Cr^b619NrY9VNTd3Re2r;Mm)$ceg|>2Af|T0CZ7U)S$Glk-
zbuiiihRr3uGvLPH#FL4YPM<^41gkWeWBOqb|30)*?n9ewxoP~=pq)TlS)MJ>RWM|V
zIw?+A@sx<8o#OM5M!HYTQLsadI3B7r-lHKt4$@BXhj+09P#R(znb0}aj7Sdpk*97W
z4`Q_2ZGIU0zgD5}-X+IC<^iqY=%D-&b0T%6Uc$zWhB3*@vDd1>ccMZ{bHK@nms$&R
zL!(IoozD%Lb*LCnJH-hb{(jByzh5)_NU?OhEpcwn{o|6uAXBzi0(Xr5TxX87M_D(`
zBT}2)HRwktVFpy!Pr(i|+|n-{XLm90%vv4-7p4F)hmQ$q=eoqK{F*w;wJ?}i$2O?0
z{q}tvN5%U2ml1b+T@~f;XID9mE(V{-Dh9|gb10TmX3`!%Qz5FZiXTm2Is8!*N<ri=
zx&~2vhnR{(_R?G`yo*W_6!LkKYUif#;7r9v{>cC{PeW-xfn5nXy7Jk}%zxPP8Ke6t
zo;HltNR7&JQF-HJd%tcbw3@U!TYA#*!TK}44&E)tkKWs!wH@8MTve<z;7(B%L>yb-
zn>!;G>1*CJL+=LR)v7-7`d4_Qx59g+|M0K>x*Opi;RVjiURbG+ZSGD{XH&MwoQ1pf
z&dWRZyN3>wv1_`#?#aBAGM)CYZ0U=@fXfNbvs=lN0xjbo=mpuWo>unHdTZRi%!6(0
z7*H4f5fu?e73u6A>zEZ}6$ORMMpnbj4KPER<9#`ol1*h@p;pmC2#&7OwE_0$C|r9f
z-%x}JAE?Kb&v|Aue>eJ40uRT!Hw<3BrCf#KT~%w>H4yA5m`3W#TCu(<t+8o9AF`bQ
zq&Nahc@z6Y$C{PrKkI~Fa2Edt-E6(iThv%%qKQ(rZ9C-ey-0f)&9E8T&BUDHs78u$
zoVz%+DD{Bdn&4gI(=;XsmXUy8Y@fC7$)XBtxt&ZQpPP-_jUvvE&$hO-4a9LL!{DVb
zTD8yD-oU48`{TwxL<6C;<Zf10*Dx9TGGd)%jZk=UDYoWn>dMjZUOJu1f|sP$vHQ<K
zNLgo3lTRekC%caw=uxsGpF@Ju9`!tUD*7B5Y{c=_8XS);O=cpf2oxf+J6$b>t7kve
z_)EP?<)I+F?I!Hm_Tp?nLi~7yCFOjF$ghm!m|d)B`zXJHh9q!ss~FHq{AU;EOZ_p|
zSo@!ea-Da|s#+K)?WmpVf5(S0YS|Nb?emIQ5X^B`!Tn;d3{70EZJw=!at3rG(7jnk
z75bemQG3Sb#YsXx_t%h1=AEU_?k=9-@f39^cen|CAeCQbK>a6~6VR8!5>FIYN0`?+
zmB;WE@Ag%=ZZpd5pu<-`C20_jv~WT4aUG?52VV+}Bjj_KT$aCkE=2I2K4QQr4X14p
z^T0B_I>@OT|AE*xs3q?o1yuj(@s@{SrhM*>nX_S679jF5t)jjP+-(j7JTDYQDelAa
z-xitiULM<&l?*hF)_*zU@v4PR4}WQRXB9w3mBW7I$(jS{+%LL!!vf?ue{T3XO$GL*
zDZ(SmF&a(2n^MNFG&)o1mQi}WW+=;b#a)+zAnO$Xr`u@Nd`1QuZ@x-gsefFM$i+I@
zc~CKkHan-y9c`tTi85_cA`=G*bbGSo$5weG8>F{5|I3a(x=U(Z2-F*TNf_`~Kq31|
zj0i&PA@vSL{Q$2DBQLBs4IAR;Hk9D}5D~~@>8ui?9Q>NL{zj#kH6yeNeMDjrUBF?`
zv8tJ<f!W>>TSB|vh2ArAVP30F?8SxsovofNGv6)Og@3qIWsI_FE%m+Yuacx26T;mT
zNY(goyPN@I^b06u42eJb<a3Yjx3<Bc`c*LLb_!AStgzZfIyBblE6eB0gD%l-`zW6!
zo+J^vD>D|>606PHvfx$Cmx_)SJ#U{s^dUK;-W#j=s>yZ^`?`5W9J4>P1<MVSf}|Dw
z1_d6A+pj@TIyo^yciCj3B5j@l-Atg-%BzwU%}qGtA)AF3e`r2CE1aE2SQ+9z?a1Q}
z>^V;XE1=ynv$*Wt#b3$;Pj%-i-tXLP3@hpY6${HBsjC4#LesIoLGG{DP11cK)PovG
zR3BtX8#V}gD*j`t!qXA->`Ek9Y}E0!!}vx2+_Z$Tf7eX*D_Dah+G#GE2(@Xo9u^?0
z;@y=X+8vGM;JwPC-oXA2D1APfxlPsPL&-*u=>yK(p^7e}3;MhG{HL3g+UE9}DL6M8
zu%HkaPXpp3`1L`&#pm1Vp%Kq*)WeuHK{@vomY7|w&79AU7SzPmQ^>NO!ZF*Q-ki7}
z1l1jjT*@Vmt70te^A<S>9%`sCx*GFSKC_d*LL}^hPb}h^&%4;~D40!|<d7wAWk;~Y
ze;ifdjt>mexUX@eOuD#t&w_*4m*lIWS7+~tVKde*IC|74&=AM@fCh%ZgYT20z47O|
zn#QVxG<R*NakO0jgts8}`HseK5IzzAt^Ts>K?_;XM8i+@Ba(1Fw1a!@W*k<aH|}e9
zw=+3LlA~}Ua%k}bL;$pR%eR_L-|6PAx5Jfy2kwue#1gXHZaFK0pDv-i>|Q$pr-KSE
zrpeJJG6?ki{s+`6O;$2+d$O(GFW(;$4hfd-W7G<%&Tf2qyT*>kNU`l^R7+nuuvT4H
z@@uaJz50toL5Q%3rOYj?qgx3kVk0>ZZcFvPcO3g)Ozpob5E1s?iiV|+9`L+V(w1uo
zUMZc(wvpUrF3his{pJ>z;AqG`UlWu;KTb`WhSjt8lKBUAA<6^iXS-Xs<gPT=SXw$B
z)lN8;^vV;@mc70g`~I`c;BTR*gm<Fh?dpN-Dpk&kB^LCtMp4mP>Va~bPTF%L!&;h%
zG<0uay5Q5Ww;hXgb%^xi;#kLQvE13&%-NI-P6D!5U?*<+Xt&dA)e;<+49!ZU_3g_=
z8hGEKYZ@Ps^OT`^AI74Z-hcp7l+rk&c&F}+Kt5aN7qXR0jN0P!?B0Y&i<c*}L_=Z=
z+&?4Rg`mS(>qFA4-}UY#D!Gl<DL%UV&pjoVFRE7oE0o0d_)p%djanIm7Rcp<*d^hk
zV9xYX1IiQ7S$(5SUz@DUVX=X~Y{CNt>MHDTcZMUig6{j5y~Rr|1+D5@4i}2zwjA!X
z2_)aX<<c|>6l3maUoQm<iC&-Q_;I^dTsewYXotPIUnY2_xrW);E7BMSa(hC!bxj}4
z)5z8N)5W?2!Asn1;g?n3T%qd|eA2TwLSf&jJnnczel=LaqmL_}tzpLT9;wys_{gbl
z)<zcZQtToP=ST*@y<mL+n?Z;;&(K3%?<I7j*%f<8ufu_lJ-j?IK5usa621$5xpMBR
zrQtKw_1ws08j=0ain>3LwMG+b)BW&q)enxF1H7PD2>aU%a0(1-w%9}yJSW0D#{KSB
zy3hTB<2Ip-f>+M3V9?GPGg`JOFA@Eb7%DZaF&w5ds`XcvI{%MzQhmi)8t6(KVib5l
zkC6@B_y}unI86ti`zG7WVMlt|Brfpg%Q%oa>Z(evQsUq~HDfnnCRxYu;KC`D65uG5
z$KB%^W~q}XOsCWvF%UoCyomA?OMCLC#q?=2Ai3#PI;OvKs0FgUhi<fXP0x=94-3{H
zPoNyKR#n&9GREo#l-0Rtrl2oZQKA&;UmNH%uR^*Oxl%Q%h@-T3Eq=B#((xD%ZO)AV
z-2Z`+i@fMKTp#SBry;aJHMPs<JF^hnB~xxY<mU5B-Eakhy|^tf9K_C+<+C=)-ZYLG
z6vR{mv|zPf8z-c@Xx+#mZna_DRR=_+G?rF)-^=_Yl$)u;<t;`qVs{i;SC)L5=d@H_
z&Z$or-B47Uc008*QZ?8J1RwCE`ZbZ29t*c?YPpidCYRQPC`i7v=23TAojH`0cWcbP
z6?D2%6M9jgBfjOaPhU+NOYZ9UDe_S_xJa>fRD{+X&Un1Bu^2*_m=nXBg%>$Uql-gK
zGB2t34P^+b)Eru|<S&=UMc~Pt)vKgZ)AFR}{un4lg9B5ZjX8|2Sh7o3>WVxb{QR!j
zgjRl_UK*pCaD3^CNYQzDa-7DGrGivC@_mP3@rZ~H>Z2a|B-JAl7vswg;(N-JF>MDq
zJ_YT(uZ3bpXz9xosl^OvUyvof4s!IJdU#c%2jOtIU;C`CXY34i=|>}iq!UiABQ3J{
zfV1XDx5~#~Ox1!6s(oFo@bTaD{177rhdHJ&0^eZuDj0j0Xsjj5%-K?CRpLd06xv41
zYa!=Osz1KpqBZs>(5JGfb34||@5^4{%zZ<t0Eyj7rQr}L!ya_6J^56!&m&K4J|^uS
zyf`w%D!N0mjuITw!pjTy3kV0ERZe$HR$5K!aVw2O?^xC^!xY|b7e#}7?IL`~aT)n@
zS01L-T3$aK5Yjw*0=)!$3awrj%x_y4A5A&1zU{C#uM4Z(o@}dybEsY}ANH+*Jmx>9
zJOtUeSw-Z`+z+{hXIWd6F6xPe1c|+lv6v=3=(N(+$_WuNTPeZbWjV;y+8$k!wjjwL
zrUQ|ePT)Ya%5$!$I}KO5@|OF5WEE=jYU;9-oNmf>yR>#w`Bt8nJltJfdpC9VxL(6?
zkaN<~NH(mCJP_%d87}#{wcBd~B?72vbho5%A9v-fY>S7w`AwHLR0c*-<S*bXCV*E|
z&u|}`c~M`buJKJCbj}kYUj1@9A=o%F+6X?QN29ogFH{^i2Q`STh6!pRE#MwR*Pqy-
zh6b8Gk-tIY<uG{}#PO29wF8XEB~i5|ZXs=wE?kO;m-ZV|q%$fA?8A*RbSqpQ@)r3U
z6w1vEG93S8O6UKiqwsS)J@9x6sb{M*rvuAH4!IOq*_%}j)s_DAH2oD@Ju!w2HQF&<
zUH+e`IddGsD5is~(2JzZ;OVNI#AnFv>Rvfy(fV|;#N~^Q<!gho(uf1HqNRRI5b(Sw
zj!K?gugSIxU~LPSg)I#=CO6FG4QtW}!%*gcpdw0k+)mkm*NXKZm<Kbs@fnIY<Jtf1
zPWmqd^dAYDO;p}-K#<;G*8*52vauZKl_#Le^+W+QBYVY%xlk?fs@g31oCP++NSpS2
zz;$NTn_S!;j+5tT?X(D<3SW?UcsJ2loUz|>4K$NnBS-&)(HP0M9{_X3X5Z$09`H$_
zJ1+K46ZKW+YHPvUivsP>)s9t8BHFJ-(KwELl1wHLpVz?Hi&y?P?c=kuRw3EDj~zK;
z16jNsbkJhXJIUyQFK3DJDntja?Nm7thlfRtzgKGGjLHE41WPf;h=8*>`M?zR<3gvk
z8yt5jW2kWVN7m4_r0~jtEAy%Tb{KYp{Hm_Nq`~CDp%v?kS|#U~M5-YBa4z^ct6)1{
zRVv<jDxNe8`q0G~1GTu}Cc2IZHAy#BcKNOFG9#-8VIg3d7)MH=Sev3dwf|w#gK!sP
z0CNyzJng}BJlO5~l3>;q{_Ud8dE#-Z;2?9ojm7mvG4I9UR%a9D@iVt?CqiYrU1Mf%
zpAMzP4tdHT;rpL}h&F4QdK}j7nl7B)y)Kzo8u`A|5N&;@1_x5&R%?5_DeKACCg2q>
zB=RA|t(vQ0y+B5w6ol4Gb8LGKXk~-+fVgH!AYL|VN&G>((HwMOCG~n%{rLrd{=M+=
zhmaq;BF}X37b<4hN;<!d%}Mngk%#hru=~I@+~}ObcRY9$WH354r0p^omq9q6VvqMt
zXB``DSY*PbyPdD;MdR_=RP<c>PF=9>ds>6X&-ZIE==Xv_>yAfHc0}-zm%hc^<lLq1
zi8)nC@1*eQM%(R&l?NqPO^z+Rgc@Tsz9=HuvPaXi6Rpinw8gtcQPAj1gzg<@Tyomg
z;Y)!YT)En^sNz`*6{kTY{-2*?v!V2^H8F!+pj}ktNaOO{D@%vOemOlwuA<XAA@*U%
z-3B<Q^~%-kv-295$h2L&Zrs5=Q6sscz9CQNSeo>geM&-M3680oWp!&a;jYc>OTFsZ
zqJfsAU!VMmi<z5_<G(bBWn3YY5$9nNL&v+keP!R@zK})%Gv$#?V}Q0qCS(2xPrNB)
zNU&ex4ad%9ll!c$Ycbe8%6kn1jdUA#O_cO<w5plD{pgX7>`OCewa50(WUuu3X$&!?
z4!ZZ$8mw0qxLTsO7io?c%61TVOX8M7Hu(51srf&T#;VS(QO%XN7b#NTH&$06(f#l<
zmH1h)n;Edfx}1_6JH_bzg|t@}wB_PEBeJ#3;2v$uS{mi`^3S(5s>MV}P1@nGz<a*E
zk=-cr5Gj_l`2B$n>L$=b@4e8Jrb_3wI^B{0kylW-L@apbY{#MJuxTK3Uz5)V;5Q)2
z4sOo=))x2Fdm=BRHJ&6N6e@HDcMo9K3`x8S7nWnK_CI=YmEgWA5r<|Xl2jG!6Y-sb
z-y$m15N!%@eEu^VFARg}$dSzu@eg*Mx4Sw`^<QRMA5#v36p*wN*Rcb7q~jWQ`TNG3
zVq=()z*PHjs{7UY$ISfPdn7Ceku)4>@AN-u+!Kv}B`e}q&pT#|)?DM2-7ggPnZ5o3
zbN^?<HJJ6MwauLfG<CaZd_T_uo%UL574-$FIOb+63wm#mklQau<e3F`U64iaR+W4H
z@RS2o*!_b$^8_s}(_Xv8LV~=Z=p%8v3xTXdA1^q2pwT=yL|F8=JmRoA1D0w(@pq`H
zfoLKvYetGBmh`i>)Q_)4^G9h|d|bn@>4LpvHVy`LjS6vnPFvbV#FY)5n8$<7zRR@u
zS&O%jfOW<l00D=_PF-9z47>UX+s{4(%8X2&DiiNV+twra9H0*F$9-UWp@$<v<Pf(f
z_rix5`*HGscD_#!z3;=1Ic@Ir8kW|#V#WG992}-+dm)hqYiSnPk;42XV(H$m*l$@s
z<wD^i`A6LLW`dm!wuE?*?IfQ<k1<GICKtLG_iIl&gh^~_j#;u9az7>q6?UMU8c~D`
z8dL$!u9oucyjoR_nR^8NHq~U>f^SNHV$S*FEQ`_S7%*B3@tJu3jpUH-Tuh~i>IiN(
z#2^v$=Q?X8ECrx$jK`~LU8R#FStNR8W~=*)xXr0Po7@4nsP2CF$cPBlb`!bfdkyju
zdZjSK6w=Sw4XBSW$jj{Pqumhdz@Nu8Ki*$C?mP;hpQ_XjW3x+9vD!(rDXPbGit611
z__UB#0qekn!Z<UlBCCDd3+*{gUO8gQ@V`sEpWv?CrNkE&SHkiDRa|zU664Xvll8p&
zRUaR%+5ekYnE`ItS?ZIS?dze^eC>Wg`TU;f4`m!oSz>5bpy&4U@aaD-vueZMsx?kI
zVvGt2v=8X99o1#koKY3sd)k12b_%V-^n1$D%vsy}RF~IJUjVMqqrXAI$f=z=$Euhd
zF+&roo)^0Lf~iWL!&+b7j<Rw;d2Mm<EGl_SYQ7@WtsJa1_8%2w|0vGl&@1a-NqSfl
z{vx;FaeO-9PP2C@eH{+r(q$z(j6$!^&@nqbrqz!{_HnFpT$8mPcNOp~RKT6mu*|D4
z`fA=zHd46x0$zaUxoB?xn@VmtdJC9Bt*k~|A6MVMX~Yi(AtBGU@2SS_85ftXhCgtb
z&So-LmXL__d{#hFn|2w3#6qvwAZYVfbN7s3ocQ1|{NaMkXw1>Tt`_nm{3mWnQJJIP
z*To%#RsF>>gBg}XC7+p*;RJsH0iN0`M3=M0smB=|Tsung1TbrvY64M+D+R6prjEnG
z;ODFSrInTASi~*0v~%H}+*7Aod+sn))W?D`etMh&&LtUvJ*~Mvs(t729=z&!)QkDU
z4u%CfNhQ&r)6~A@pJJn#$pIJ)mMdBX62ybGZ75f#lOBbB;OJFAM-|NSc&OwvILZxe
z-(M7+t2z=BTvA#BjU(9#?dCRnNtM5g3Gqp5#|!9v^&^C2roys2n*pu2fy;WC`G{1~
zas`Y_+VQl!KfjwMUC`;dca3$!2Qwjp)dThxEgpowkR0>$l7{??Q116_tGouPk>2)6
zh$3-p1qo_@?l25-agf)WXsH*mqw7JGksF%d@N?$IyoL6b@5Yxjuc8m7s4x;W;@%R3
z0)4)|!q73(e+`2#YiomtrnD30X%rcq4X3esj>QYh+uc_mS1{Y=OE>XY<zcR1Yz#LO
zN@@%TRZe@nw(6LD^KSNA$OyxR;cy;g>x=H#OTd--hpGe!4TJ^K`ZK=&>$R}{-D|B#
z_5etgVesyle%WqSj$>ud!F|759`FpbE&}n46)+s%F&eKV@#-y@L-N!+e7ajdSHAaz
z+T{aE4yWsV+a4OI_7#rh;pz=CRo?bMBTnFMD%ArnA4IL~UbRXNcsD59p9x1)pX`WI
z{;Rm+-ymE=DE!t<J>JrqKzCQ2LVGqxO(bX3bGIsMl`*Tyl3LWq+L0|9a$8nSRSW~<
z`T3PX!Ykj;jH6FB4PEo+?S;p~VGD{gu;DZi-W9aH%xst~C$FcPtP^oPgCT_|qfa9o
z{SWF>|5&>+bctvmg<hCG@L#+@KV>aeKLW%=%kIJ5qmDC+$O=#67nTJb0<ec|fHw^8
zAMZ_{GRz3z<13I4)4N}r<^&%4Zi-ORonu@pJg87-w=P;TRX59a`Ob7CXn9UZ5^QaJ
zzxT&}g^Jnp8vQ@mRSTbJcNmkmW|;xji`J8=_nM5qUV<0xr`=&ppvq$C)HTbaS}ph5
z@HuzWU#{9Cxbkk+{<p&RgmZiF8BHEDe?kmqi`032nDTEBf=(az>f_EOd%n4S$bx~Q
z|M!Tv7k3ks0gVn0|Dw10caqwF^BRh>(m2bxJ8^lFkFn2nfs;tug~)mL>q#N}R<_W(
z@GnWMEu?W1Zv2N$zd?7ObT?jrd@*~3#nP}t1m`T@%&=L~OaJf+4|thV$ojVRL`$bB
zV<pk=XPuQ%)u%+)rh;4gd9P&i$JRtN#LR{zS|YJ7F6ep&F$?-RzxG5aX`gxfEA)wB
zL`u48{h87IwH2DL=z|z<!4VXN1>L#nxyH_kUTg-=p)HUa;Zn%U=#4@LK{Fohl~xVd
zWKKOqOlkT`1bXvrLP*i3x;$@z5^igayK*bJcRliuHeLmp@qM367xH$9YClxgM(`_T
z0ALfYqpqK|qo&2<t2r%N`X)I*O(gS@$5w^OPXX1(8$(R?f9kUTNW=ZVj_p#IM-Ssx
z!B2Pa4ks+pX#-*X1HuzG;TeFIN>>+{o|L&;RX3DOd601!cKv0Nye?`wxL#+oGE4W$
zT{%X7^dsk7KcI6>?feardkS+0Bv=S-GOH}J0*!9h&kWJT6nGQhH-coK>i=TH(cd`>
z)FM@;4yzzDsMDMrh8GchLhB~vwg>7afP;hSl=M+idRX|R8LjGrYg9R#s^$~DO7IOT
z{k=bP%9Z|d*kk?U$&HJ0qv|o9_2Vu&gLe$%>7mEcG+RX=H}&8K(G-f~qKlvDueC7W
zM^W=W2%C0~$TGR2y6n&jkH7m-qGx88)nUf+YK9S=B{Xt9^$kSp<f@`xd)VjxdH4yJ
zjf3{h_kAr1nhq3&SHrbMl**Fj6(d5#E6JR^r4>l*(%#$(HnDG*6F++alWeM1Xr9Jm
zeOA^%WqZz|MwUABdFyIs%E|2XtCUp|U$#w7e%*|Ttx8w@4qQyrd)(u7FCbmW-+_lG
zuvnC!;cfo-n5CVX`1(k0(jkQXnTOf<>co#zOPt_pT&s=)`<i8rLzLG*E3#Yu;%vjG
zsZAmYxs|WpzD>>YZWd%=VT1MaV(!)~jF;=-s-N}qFi;yZbdKYqAe}Ir?MIdyW{lZV
zgHZCP#Xn}MQtTx5Dcn_*u9(H;Lxa-AEIy4Ma*sON8WO|?tE;_m2DwrqMX4I0u24_n
zL^Jy*9j;whN&LeTD(V7Ni6$KWdkPi4%A>Risu9a_u3G^P^$;8nJp}h4t9V>0TVy;d
zJ~#^OLhdbu^QhQhR0#7}PiyYVT@&ed7X3O=DSR~1odDP?9+8Uz^SJiBSdh=WNRAs1
z%Qp%)F)wMvFMfTE1P!mL7W0Iu9f^+~IoM{G&-dch5#v+lht_`lPQ6L#Q$kl=8K82P
z%udr3loj&<u3wfw5`#klf`FuoQt`L1y+W3oAByK_vo_e9SH(!>OV95orFfd6A&RXI
z3V)myAHMWuS@Qq}I~XTFIG%4S7h|#OSaMwZ*yr_CJ$`zJC`I5Zd6f^5aig0OYFJfK
z5t+&=O=`?MpXAllmN{1V;@G5fVw5{<)J&lA%REn-ffA!iYJ%8KBt#2zW_B(tGRqU~
zzGs?YSg9qgDkkC`qox`=!5P^nA%^ih7}@N1k2z8a^attbLwRLAsrBTs4UB2t_|!2B
zKZyR|hLApXY4E~tEaMdH{G6|&{kCB}pOFNdmxe3$-(6&d5Im@LjwEHQuj_T?Qm-ZE
z7Wg1l6p}NQg>bxba2cZsE4JPev^+4}$h6)T-j&C`a?%yfn&gor*yDT4*{q0v5#|X>
zdz?Z(VmQKGivAnKyD4$XW+MDK@*E;B^FJu~uSQa()ihLBz8RM(*q7=}d$di15^cjA
zG%50YPWw=s2LC62hj+v}G-g7`Fkj!WA1>=<_s+^q{XIt|U5R0e3*5%Z;yi)pF@N)v
zPDisEYJqf#S?|~`9o3Icm-*_tuo=NcO*GqR#*l2?2J>`$+g)atW%b#pucgg>5yoWq
zDe|`-fWX@`_#0Hfi_`jr;;xQ*$ZwF*LTX|klV?8fxYelBckRu?hx!vQ#@^jIc^bI;
znmciN_Sa}{uNKk-J@4cAv=42=U%j6PrI>b?7DT$lXn2P%en3t7HiXXn`Xl{?rfs+6
z0ri||31{h5fFqs?{F%|=KA;$KI3nJG`%mB##!#$(#2r8gzZaHq>!p0!p`0?X&5$k0
zVpqJqu1=M2FJJh?_rDQ#zPZ-txDum__=_E(CzINx=NP#nt3`mMkvop;=xY;{nyoaW
zM1y2=73IDcm@9KzH&qo=Vm3Q3zF(|5<8>={Qs=31s!REC4`>$T3Gy0KJzz(CtFIEI
z!C0b%k%8*P?M`(7n`y;zbKaeT9i*?;?$RSphQl5gNWd!eM|nNq)%v)G{MCEkcl0Bn
zBM;7imV$r8B>!}*rkA(M$}9=qi4QDu0%oK@j`0SKi<W}Ukzt%IW@=%-LG0@7fR|nA
z^_@%F6HjH$@iSAQy_;`e!F4%t)@i#?B7VmsqSKoNa!ISLkOUy~8-cgrGh;%OIc70;
zW%hJGa#OSpw+}zUW+;h&-5}nIK66N>YJXRzEhn;I5NK!HYq%?~^w)C@{*i=Ht(&l9
z8L1dg>pngty)B5HXnL;IQpoa6`uV}jsM|0d#y+djcQUrV4GFU<b~<k{2cpwGKQQ-M
z1Ae@^xhJh(5QgyXM7>Ei*woU1WRBKuIC{oa#p|pv-#O)(52ZOK)^i_O1YLbIJniM>
zf4PR<QK$!DTG2X1inI9nb5%@4?Zk&dCICkR4>)2MPrGM$uOw66OwL{&_RBTUQ%5DF
zU}s=XeE(siP%9kC$URr{>qaQ`vNxNdw%T%zCMW=D$;1AjPAV%DSes+A6d4S=?bG9X
z?aN5?QY+r9vpKJtqI&i~;)`kZFyn)G1L*6I`K*;}{C(D*xT@*3!hGFM#M(-0jEwsQ
z-Mi3i-^0a?w{JN`+|eH(Sbi|vO6`QMu_o|5Q&ds_KopAJMHfP`B6{lN0sIj<DTNW)
z+Qz73304eU=y0ByVcgHyX7{JS^a9IycbG`!JRq4Eidtpm(^9G$w@miBYsjz&bl;Fa
zE7B?|a#5E>V8*Qy5YFE9=i>CLT&z3Z+G}vK2Yc{m_LJ?!JsM5`_u7OU3h=G;rs1Rn
z=VhC7n9o`ePj!ZJv2DzANE+ZaiEICxw3k^>8R0NUC5%8sy>q9t+uF{6gGTe+!t)F>
z=g33$zAs0V8unhG<w0aRbmcp=F8kAWQa@E$|MHwb#}QT)NHy#!5@v68;*EcKqZlox
zthj4Zx6Xc3FoHY$3?-JL?kL2iRFgaGMcslF1jg|j^bv-631q|Sis{<|UOuKDO9QOd
z5@-zLBd<%3v{e3;Ulb>d@?4eUY<o+AU?@ZDgPZZC6PQ^+M>To9XvRvu(-6xHc%l?3
zh>>Ev^oP$A$bSM{bKm~kB<imcEN0$I{c(rWkVNl*ZS%(J;EKe&cV-TW5esOIN?+lP
zL7QO*_T~kP)3fHhgO;w=6vx#nQFefT<VT9oU?v%U_a$s|D$2@~({}i`kOvH7lp=ea
z5~8Fp<Q4B-i;Acfbk(IQniPnK179mnUxIylipJ1@bV2ATH0apalC_eOG-xQ<mBtkJ
z_LSZ(wVTdc;7`>L)9akzMY=dwB?d%6{X;Y)&oj5M(Dqk)+BJX&yDDS~kP*Enc(>&A
z4kGcah{lw2sNkGG4MR~iRk1YGShnA>`!Y-M&OG#<X~gn$)BM82N%}2}WdyyEaG*N8
z!o(o%&B<N&vDO?H81ZbS$R+$T4AM5<g)7Z&tWkQdSAjC73LShi{2^qpq0axoc~slh
z&Ys3z+TZ3+B7T&Ho`=W>(BI!!iR+afvjv#(&C>hIz1eC&3~!d+;)1h4pHqo?^IiwE
z*M08F{MDV*ztPsL2I<R^$J}*m#a)$Cg%k9amJQf?lGauK+N`Hl6~_uD6m0>0#L@y4
z8RpFF#1&W?T2eMJk5cP+(NEk=!vEhQx_=bZ{mXI9fqHv&o!l*a*nd)1dT=V`13v5`
zezbYG6zK29fr=vv&ud82SSgUn<=TC`y##J}cTlDB^Cc{?{CU>9q@z#yT_Uo%l8YC%
zw{LH6)ZU3u17o<9+B=E%pwyJ5dffvAUXV7gX21*cOo_TMkdlP+XU|7F%&asVC4gk<
zMsgl?WNX7p2Xk2S(+oE;o+JSUUu4!5Y^7ir%f(4f<XVF!p*ZV1H@3`yVblZ;G#^mF
z?=H0n6zbzPNT>01Ce%+H(WemO%n|D3p@h$WY2ALJk7&TNFK|&8udHeeM`(_AC~3`m
zYd#1}d+IVY9wFaWZw`ph*>8E)tVu(31v^g6c(vYf7FIw0ICP>DyN;Xar?m}PA+FaC
zin<CjswQI0zKiIe_ZXZjPckIwZgg}|z+iS=Nt}xaa<dM?*Lav*85%d_7x7&)=($g*
zVX79*@!+1vhmejo;A7DNBRH%?jPGWKUWIz`Oaf8OvHQzm@vVJ<`N=TWw7%(Y(9AM5
zm`9^Zy6aV_`xLt0%26PkDlmn#GX70?7i%w7#%Y4;Bl;HtL|Xux@Js<C(F}%jE(r0P
zZT?!!&Z_60Km&E1{O<ecq4PR6MYwHhS4aewOOEdG)R)hBbP1M@S>{iH26LUl$gY~<
z1<0$jW%W#8&&MfPf#I2nu+<^yzh;$2m5c)BSZ8G!Wyh47Zs7Yy`ITlYD19d}6%$f?
zuwd63W9HzXh-*W;J1Iq;CKXw{7!2C*0$-V*wxv+U$T!73qJ!ocKS9H<*I0K%gX^PS
zS)I0%S!Gzdv)~I4W$?_BXhh;6z3niB)Rq6(^;M6oiyZchYa3GdKj{^2f$z%?M2VQu
z)R3gU`(|42z}AyVw)m-W>=#KFR7-vNw2RfN?d4MH<J=jo%?U7924I_j&h6dS0TI)b
zm+WEc%zk>Sl~L@Fp2WG~qBnz!b33(c)H&rF>nbQg#Ns?vAfzrO<Q7nRZRh@*>JnFY
zg*xTx5)oTUn2D+L2T2;IeQ}lNo4*t}ql4>NT|zpiu4TAw4W!*ZlAY?xYBo>O4wSzp
z?a`}zQrS3E<Rr7v5B`2p+%0{4ON2$^IKP!ATrim<@l182K&Y>BOL4}+9uD&_F1~l}
z`>`cbIXZh~F!U7Ln@eqsL3|d2Qta8GFk@Y`JANKpmW$<cZv*}oLf*+Ua4fr5g^Kwl
zt2nDS!`ZX%Iwu(?S==alGCj_of$Nq2@(meanGD{5oPiHlVmw*hT8hISs*KvkvSF8!
zuN+qx66r9eg<ok9yU`w`=&DwIx%6{mC*4VPGgEl$@xw<XR;FNAHnUptQTA1;!Z;-%
z9gGp3)ZQC9%FRx!wHqAOqe?GiNy(f%(I9B;QaoxvY~@T9+q1BPa8ucGt9?5<u^KD$
zEWe<LWCu|oH>;H~--^wNNj)3aFy5}m8;v3BDHag-VPt(7>&%5de3dqi4!e-^iEAvQ
zOkzcZOtQv=dJye1MNRmBv%%PLG;rczv06%*pXV4wwkep-Argu2zisLY?8+JsE1?;I
z5og7-H8tute5<@!mSe&aGi)*AcDIEhjdCCdhrdC}zb`KJ+J@v8eggGLu<PMUkVbl~
zM)uULPWz2ef9Cctz-h3G1a5oZ0?gw44caY8Jq|E0{SC@RTBT*&!@J600-(k8pRg4o
zB*{(6t8cKzj{(;}RUNZANc-rj6L~+BN^)O;(kKq7Jlntpkn1I)rKlw%^KUE5kEJ1N
zM;cRBjqj>GyhIhyiv|y};D><g$;0zF(dMC2D<SKZ8>i{&wpHb}ZmX~t*4gL~tw!iF
z7<;w~nUz_xkmD2s@!>D(hmy<E&Y3|UJl=WsNpeS&B6tse4-`J0mpu6p=qBg2`c(Mh
z9O5U{M2x8X0I2y|@%AjUivedG&lEW)6$NzOm=#^(cONg*UKK8#&fL4=-eR6Wux9?G
z6#goi`r}+}37$*YoOEC}0Y(j^4VQW`|COE7yFMAF{n@4o%ZjV_@%RtHMK*4T4s_b|
zG7{2XM#?%V83l{Gmx4J4Dt9CNw@fh|pC0h_b({$ojAi)9Y6T=~lP!MhJ#u7jd}DyX
z(NiATEO;1|xben*M~#JhFHB;^@?g~@rXFW<#|wPyLFR%#??bcTS&*LPrjlXw35$nG
zu*$Yh@{4sPi`1`R>LtS2oqP0gOBM3Kj=^1MuEr<`D-C5@aY&eXATKysj?GQwc*I9-
zPOh?2_h(0b)Axcm49H93lN_{8R{L7%bKZ5?v|%R5A^V0(@mV5sL(qyE#%u*+4*Xdb
zr7}UNUKoW}#<J||N%$NdRSVW?CG4@j*}LYr_pn9Ey_r`-X3=dibO?p^k>H)I&^$^~
zzxOn>rOQT~Co^gV*It$G*&^HYpD}Wa*E;mDf^85))X;Ng1kYAH?}=95XrG^va#&7t
zqnpZZTUkYfh(nItBFmXDad$5>3tvHbshypi(-cBsp@YV+9qmZ(Y1}ZAN5aR~&mGY#
zDy;DqckrLoSH+y>?deP&L(CJ#CCM+$sSx4@+j=i6rz|Hja^tTeDORfr25oJfOw!=y
z+dwt&Z?KO)0+W4OUwu>_{IS8B#SN(Sasp<UI|a%0`uj^kip^4$+MLar)PQ3KH2uF&
zaq#BmV?pPd+P@8I1}2SdM&D>44Zl~2UXbb8T!$6}M7l{dBLK&G)xSLilzH9v8J+N8
zpv0!C2}uSY2VVtx4wLjj7E9mWnF1_N3!v@P?<i`&>MZ@^>46Nz-{U>eZJxTSy7~>O
z#mWL%tMCy!O$9Y=t}>`kNn$~?dZ<vUV-g3gwd&4so&9dT3y79*Z@H{)hLY%DNAlDn
zFjU)Xg@@XyWLItz2Li$G?@(K^-^f>?GZ6wDU@kJ##rz=h41WIg@p<cdM3!S!onu(=
z>e$fYyqh?F$qAvcH~-}ERuGS#qo<|Cim>I`B=GPw&82Q>&8mOpmZK75t&DE$vNQSq
zD*_mb7O)dM|9|fsjJxIJo^*$wccZv)`x-=cO`2+>-*j(UoIq#KkA8vlfxCi!uez!R
zZ8~^*Mh!pXcw{e_M6x%dVO|l*CB)WpL$*_aOR}(2#==MMf%cQ)-uS2EWA%z!FNl+z
zTG##qYSulyuiJ0Z%O$ayKP1)(FSgx3k(e>|X=kLYSItKbKfdzUeR;0B<XBF@S6$?G
zP&D8ix5F*T)Ix?V7<I@pb~}SImDbUv2Q#C6O#kcIBmZkyjZrj>V!R!yPcJv9Kk<9f
zb2DR`+zcA{sXU&`6g1m~6=%9u?@Mae4<syTPO*k}go}mx{G70lVdj*Neyov&4gdaZ
z7(x&PT?qU|C2cd_5Q<At+WENd(P%sP+xk;;St+W+<>wpHy%#y=uYM6ryqIl#EKV0r
zV$Wwk?ZNJZSOizqz#3-m9ZPjCeIe^Az)&Y27?<u7kJ~0X_o$hNwss{K)*X53nOa5P
zVTDmhp!w-HNZ^1u5;=Ppa|70*@bpK%3mBvSrG2gP&00~M(=5H(Zxb#a&P{4!?~PHL
zhB3ukx+<&7^sX|D>Qpg4uyA=}`sNzfZTNm_Qb?Xz+r`#v*a&CFQ93@tmMkS_>6c@1
z$eZJ-)HI2%1ugBo*YI7#I%(Y6vx_urSqPRMlq>5pI8zfOm_D8ksSCL~Is%^#n#nHf
zW6Rjh3ZdPN_1}g$0QOmIOE?V-3l33N^3MU>mq)xZ?DuTzh5=l70=|RS!5Pp}<Wa8-
zxK6f@!IvR?r#xP`xZ6`TC)|l7J%?4hxLd)%JYllH(p(jVd;t&#<HWxqpZ=-1u3{&T
zP0iU)VL1663ltsP-h?!c{fL|RN@SZ4cdWL4IIu704xh(%&Miu-%};tiG)oI_A;m}B
zm8Uzx@lnvP2S#VpUFF6|krKw$U87;SGO~q_=H>Ju*%5%HUIB{S>FSVB=j~o6ZXi#_
z)HUo=(iqGViji6+4{y$uuZ8Fa7|wkSbmQROJ^l^4l5)(1Aa86iDh0s!yQ8HL%NjuT
zR<*8l?f1d=`dlQZT2W8ZdM#N7#3|H8nJ{Pp%sVkLyvS7q-EY&C#o-sak#!Tw=*quM
zuie8X*>N6tDp=t569f~O58i#$WdP^<4RZ7;q$QPfu*l3Rr%eY^(LXa^|J|v@i-m*3
zAK|7tpQ6RFaaWW9KyI{%*F2h>bKH3OEur7+@?8V#{myRl7TmHq#L$0(rLv##te{Fz
zeULP0_=b%is1-vi3+0J-+EtEIGAxMgf6+<ZIkOME`eld&W{#+N`N8gT(xw+pSXr2~
z@Af}6D?s1;H3P;JwppHS){@wN<6=9r4!YNcg6|1rwX+#BcCP(%7x=_bFhvU8yi`!e
zRiOtG!*bq(?)J~{u6w43$EQlwhPwp1uV*Z|W$kYnZ+?}Y-&Dfnk9lLDHf$wA2Om!F
z-SwIiBGR@Q&{$kTl%|GbSBhS(haxZbej0vt_nB-SCIo){J^F@q<y`z^NdWZ_NigJ6
zIcMvax)RWH#(^QqXbJ*`L~{H$F#DIE50;H4wGZAb$$#w?3U2aFGHyWVBP%YWxz$2@
ziA8O{XpLtug^zOOsc}!PJ8MM*ogKXXuoE@!C_2s4XAZ`rJYg|3TFXQ6vn|zJ+~wSG
z?&&Vzds%JiL9-#5bfuSLR`P~lz(zf>cB`NCb-mcr!8K0<+b=Y_klNr*)HRi+UfSdc
z{^BXf6U{dn&#N1?E5?B7uLI#CUa|QOtBoBdH@y(opv;{p4Q;kb@@ac5?&J@i?n+Z~
zOZKuF|3#9aKQjns1S$T#JevKSn&)9>g*wOgECrRzPI)={30vt`l@2y_!vX7MhTP99
zbj`Q?ZdKV5ndXK%ItIht)wNlmEG{2OJ(+`$=z*5s7v4123kR4ZWTMuiqOFo@qxPl{
zcnhNC?^+75Lscp_7IBb*n(wRPKWOpp9PH?&6&C;a=8OA=xxYYqJf2xtMpaen^aW6;
z=^6Rs{V_)%;dddbBRo+p{(JjlsTVXPy%!{R(4U3uq-I-6$KhG1p*^Lf%9PIZ|F!hK
zsp+K_YWJ`7>#A)!1k?NIN!okkyauO;8)a>lu5P~CUO79UNfP<-a#dRLj!SPze`Cy>
zZFiA2xNqHT>Z!<&{N{zKfGf{=0OkS%anH;a@!%&rJP?9`>T1~mwSxO}+_Zb@LzrG=
zb@~<T!wBnpUXGQ-1X}w98j-?<-=J8t5fC~$hRk18lK$N}XkAy<_hp>3!d8`1el+-L
zGs#tMc_Oo9TR3U!y+lQpj4Ewk=&ni_|0ySo&}C3jYpAnJ9(yek>hHUFq*A|TFKAnH
z@=!X*tbEs*<nc+&>8k@>qprEP<4vLuYFg;?cy`Bg$YkRLQ*>pbbAP3D(XKnqvi_`o
zFFbB1y+xRqwG*>Pyvp<7^pwoV3`ojJ#Mus~ud&WyxTdenh@?-xyaK;Uue3HHccdg^
zvs#~J^Rv#>eh?-WLs7au)x^R0=rQ87Fr)-;XUd)=<)el>BJ$VfnJ~?dhk2#&_v`k<
zW3^St;_nF?;mk~@tAx4A7aB{>H*bSSKkYV-vg3Ua<f?YXr(qdD4bMbitinj2$^mp(
zpQ~4TZKG_bKzOzc@iZ=q;cDin5UXc?t*cl#i=F%fger^Biy{g8i4w+J4D}TliMTV?
zobFFeNpheKJ-CPDv;3MKU%sh2oM(=Sn#AXquDJHN(C6G~9|}KRVnmEgF&XC+whEF!
z>;3sp={?bwBc0Ew9pv;1bm5|l?ZIOqU0ON;M|kJO>H)b`l1d$7=K?SJ*NtnJ@LbH7
z)V%ASOHbHHk`_#9orm2fzKE4R8#J>|-IJD4nb9eQ3-P|I87t{=WPVA(Aq-)fgFd#j
z8a^Oer%AI*ulo%myt3qBR)Z6wekSd?XF5%MoL7;!tbtdt5{W30DXH+A+KN?6rP=R^
zlO3ent{w<)c5ncPxvBdL=@OpM7R~wCfLeu2#>&|CpCc@UrmF&|H$=|6<gFdE7mPMY
z<+1tmk{MPB>teB@({3YN9^gfZ+on84$}G0AT773JXrZqu9%@KvZPO_{|HQ-dhuw>q
zB=y<`@06BRSw^w|l5+Tt%dj$Ft<wtN>0hIV!Q}5JkMHinImbo&nvV>buUCKG^5l2g
zuaGnE1*sCgc+6be^3Y33enXTzHl)xcdQLXh@@3c&4<mo@5RT4G>R|)`C?+O7l&Q6^
zT;(dg1&t;)^>A~;+*4s2x>SBEjS$hGrhzcpfuuou#s!)H;MtP_b(S4xEtc581A;$m
z1}Bf2ji%0b-d|ou?3@>Osw%$8_fsVSVS^Y=|4sS&Un_#x2k!Tx#6XR?wK>)$D+;(y
zsC)Q7qf;jjoi5={H<Bka?O`*N{#iM!2Q`YJK2tS&AtqI^k$EJC;?B$7!Ge>*5>r#F
z=%+(%7*B%FsOiE<X$^xsgv?dn*q@>-HsZFBjeesPkz^5Njk{NE*Xe%1w#vv?%->VQ
z{z#TatL;0&zlHyLN~6wWVvf6QI4-?(zd}*mCE(|u{ExEcB)X<=gne)cZw3_g&^3l?
z;0aNUUS~dYY7H_a%3La1n*V-x>w3}{c@c8U*}Upsp^|;^P9ReELw4|b^9p3_v^@z{
zXD*IB4EH)Kge;?{{>-~A)SIFl$`0Q8h%64XkqVdQU!#3>2UVj~>vO~|Ps7OGME%hw
z>!6gRH&8FmLnDo@I2lknD3F=<-*~zBZMW9AhDL~K;3*vjhA?JvQ$tR7wA6Jub+(}d
z|F9Rc2lumGnt_7et|u9>I*|wT{J(rIf4q!d6~_ZSzHOD}3YB8RT@yI$Be`_d;>}Db
z#M3}cBA0HLpG}K!@t~~l#<)vOh_+ho2kq;+1wwP?5f&mxP0T@4kab%6i7DIIaf^Dp
z3b%M4!23t}zwj`j{UQ*nqm;()9|HZZJj=tYCe>iShelVae=OXg3?pKDX|!kH103~p
z)XLmEhULOrLla#8vzesE!MhHoJSgS@O}L11_oqnLdq-nLyFfr7o$T;4ekqg%qWH%i
zA=^gOM_}vUAXUrlMWQio(rkFw1j|?{orK_bwA<$wRFmbR*npxg$RLP_f8>**1c=I8
zdHerPlm5hE|Fj>ZMWV}r2=#U^9`nPcGePW%DNqc3q+@Yh$umihyI13coAK9;7e#zW
zCI-0HT00s3$#PDT!aDEGb|&`EVS!Ac2BoStE=xTxYxWl0l_w~_jth#<NDqqii`CSS
z=TK>!3GcbhNmN#%WJIto(KV7N<jDVM6%v<Dsvxu6SYisGI?o~YPw?jKQ@J*%lPgHd
zdwdY=#J>YaB$oPy>>75j%sGO2!Fy^15@kBZ4|@vMiUpKb<GIA`(sRcx`8$|91#d*=
z?p?7;#o5d-n3$3UCVqqZ33HdE%Dmn`hBr!1C9e|&MbQToB}L~G<@T?nyrRe|J<z2e
z3(L7`((+g|s5Y`y7m%CG8)~yXlKot`D_~E6eIk+ZbG4om&9U8!P;E=Ls<u1v>5#jU
zN7-oDYgV<dvyvScecdhv<qcn>p|zzGMUI&7eoA4A<iJmuk8t~+vSThL+@$Bt?DEa(
zc6~B_??@FpsQ!?s1l?h*OIlElYDe6TiVB(Bc%9WaZjqWpPusXx0z}KPhTb*>r>N~N
zTX-GtW&M5er-g=6eFI>!<d=Zy7?sh);#8O2FZT(h^Etl|aykcqM9lbBh91boQoPCl
z-<D~FIH2}X<1Gg!vC)prs2)~6atR(nsr_4e1)8j>@t?v-Syc(9`CBG7Ra<i&2JNuN
zTj_WCQTE2((<PH7V3atI>Nlt_yZpHFuv$RhC0qQnavdu#^-b<?&=RBrCf^>suZYjB
z5~ivsL8$T(1pv7bH+<o1Yxgu<xH^4Lz(^f-?I)DY3klt)#eIOAukBj=&gTrt``cnz
zEZ6`!(ZGF;O+ERbP;yH*7O;_tcyg5vyShRubqE$UMgzqW`wvv8zH7<yT9YN7ip9M2
zcPEgpx?Kh|tnStnit!#(?nJxx3>oZz-yo_%E2ew~RTLE)5D9AB|5a4``*|k+qI|I|
z&5E&~3lXvQy*zei(U^LgID`_?B`=VAwRA;!4YsAPUNB`qT+}8Q>dMME3sjZEX4Ewi
zZ07}4i`}1um{OQ7B37zWEvj`G)>&m&1|P~4b*wSDDu_Gg6O&`Mg~#rkGO%f64A^eP
zb0<7$EL7_)qrnuepJ?}c?vNhbyKrb49o~XLl9id2=DZ68T+|wXm~8>@rs$v1_m2{)
zyP~vsfUTQDu8E%&;01|F9!eG$J{O?(ZTu&EQ)o}EG)A^b&<@=W^FS|PIobK<O^f#X
zrN&SYr>n4Z;ez!C?S8s7wv5-skax{7GE;^xdS3iosM-q7A5qQwm2NsXmbdQiNl4hR
zV~g5PZl%1KRr37Y_YW8z>D>a%j`w}S`V6JR42=7t%8{&SPG4)Tr)z8kiH|DXkGm>#
zCsH{F=*sdz3LK#A|8N&X{TtS2Cg`Y}cjHYulpksbIg=iJVC<cFR1rH9v<AUXl)CSR
z($PR%eeRgOOUE}S4sClMtiwN^o+pcC8t7)d?kzr*8ISo;DoT8ryf>Zm@D0(fD-YeC
zd{5jMz;KQ*w1s+f)#zF)d452aCg(fl-w7gQR{>SX%MopAj}sfu0^+u7S@XJdBAsr$
z`R=KFPQ?#)FS-+QJN7*Y(n4fy-8t`(-K1y5V;TND!94FsR7p@XOI{YvudfelCB6Rt
zID7AKINNS*oCp#jL`Za^GeL;aOGNY*br_5&A&lO8iD;vDM(=e-?=8CMeRR=#FA?qe
zCVL-y|K9!W@7=%m*?%zYJ`Rq#uWMcBTI)Q|MIZG;qggShp1!$P>)5nJEPK3*;WJAU
zs&K*<^QU^AW~T;wT-+}axH!h1Qp~_pLK~jy18?g7?@yBDpWes<w+l8hsXOPY6ZlHT
z$V(ZY4eqq!O_Y)e6N*F}0&*f)SKg64R2_BBP56Sy;a~`$1)u$eLE_pY?Nhmf=*UQJ
z?_raETiSD%_Ph-~N0|#?2V`9!4L%-|1}ub~a0iKZ_!<>nL3^GEaip!SpnSJlT)6v?
znK?MPqoY&uoE<GfeP^K=K`si>R;)I^lJG`izrzPT_d}1}FS5Bu)jn-8BL(_H-+vAW
zk{oUZu5i2`P<`J2K64iflx_c#<Z$65x{aYxG<-NzG@%N{7Z9OIDib=X3%YG+U3}D$
zZa})d^`OM!h264_oDE%nc|lO&PM_vZarEeE+ml@c^=NJEHx@iXMU+(Wj@>R_*C)4v
zLt6LM3t_?YG>y*wO1=#ngbM}7>9Tgt1%v;UOPQAPKspON{%+b<jj1Qmt)>zgR9L2Y
zoZkvZz<Q37qdsjFAszI`iLVzIagSa`&FmfMMWpyR<QSBcBqdQ1iLwLKG*<@eIKx5m
z&K~H9t2SOkb|Fl5_%Slc#BUCXikV7F-YxKYU!S59RN?bQkNW+^A@6dv$mQje_;=b{
zTNk~GJ`sT0>?nc=-audkqel3@2Rm$`f2o4^UnYiO2}988H*7Qu)z)SM!e)#%(2u_R
zukbHH@{V1+uuKNCNq~FggG)+0QNunUY6>W5y~P@NiWLS@@w79UIY;VB`&ri%W_yP%
zpd1p}?FDjZT#Pm|RtTi8aEThb+z7(_^+y7m>3Neqe`k0Y`-K@bdT37rw4>i)&{27@
zgHJ71i#5jf-Q&tf3yK%ek!Mrr0Svaf3eZ-p640QQLsIIUY{S&CeMjziap|Te3eZIa
zdM5^KH|n&*0%$?k=lWQSNM&gFlsBDpN>0_gS*kYzz%B(3pOS?NQ#0r7&~7X9^e2s}
zfepV&&b|sFw+#&mEZ#<FClAPf$#YsofcHuHUu#@EG$Vz-xI8%(>F6zBZebqjaJMRa
z$hq}P5aD{jv4-(zjSS5g(!6n%lx5&D6Wrr-(-WhdDrnbr1}tnMS^S+|V@S~CknUt@
zIAVCQ*{NP6lU_KwmEFDqEidx+9Ghkfv6U%hM<Nt`v_dwXUm0ixMO$~d&`mw&IO3rE
z6+-WK1Q~p1ovFbE#rF*idFnGusz9>b72;~GpS&@h&N5|rTw>oY8VD#F_og!mJ~IAJ
z>#ha#K12VPGXf#eZ7u15_{nBU7fZQXn`*9KA03n@*{w_QG_xvprYTy|^T<5hB(6_D
zB^~tXHwujlPZ$cyB(6ZvEZ5@=x=Fzi8gn{Ky{R`bu+50V-GY#?>V&X!c6NYA5;B{(
zV`cQ5J`X9GiypSX75GwD)5MM{beSAIklijew2>q`w{(QA?HH2v`AJ{!aL9<FmS({1
zB?!wQ2D2Ufi%-*uy`PLGGYl2xnm_isCSSG(ld`@{{c&*I#sI@`m*E=r(DMSAR0319
zG(SFyyws;pUZn_`B5gGdI7f@)(Q7m=1H1>;Tl2`7ynTj_nt27cPkzI<q3Opmx3Gka
zW3EkTRvC`ZbJ4zAR`lYD`L|=^KL~FB;^RX`%-HdIn-{L_R{lD(wR*?HLWCARq0L&g
zyO(^{Poe`2cMgsqUS{TeInECCSvOr5%uUDj);8X{R063gTusznflF)Zsq0lH>lMiS
zUK!XRj?==0>F_W>;Nh1X+n?~NK5{Bl7Mtz|Tj`fmU&AnPH>3rJsAxRKCzm$B?NTJF
zhJmczBp>Piq!u}U>a?%Od8^ebsb`$fr|^q%Jw?16uRICYZ)kc`@M_t(?ON<tAx&ll
z0gooia6Zek_LU&gnJbwdO1sZKEabnbBT4G`emFdika~EHqAk=`Dv;N4Q@qX3&l8vo
z&(&m)DFEawO!*gn7Q~HKfO!4<3*!a%mwnD*hwnC$M-bmfpB|w<fQZW57jWv(v<Sg+
z-J+^hrA)Q|P`3J9PrL_k;t^c>Vi)*9<NWA)y4FHv??a{6mF&_vulH>+E|}9+srhdV
zI#HJx56<4Vzn$>WynBZ<P&`gAD(SSm2W0$uQ~YgW#gdKA*zp^UO1b#TJItvIv<d5U
zE2RqaD0Ss-ELXqi2ji>A-)jg*p_hS{yd-7;U}%FN{P0hW-7~#&t|mKB;FWAvxN$fR
zDbXj^^9LD!lTiLq8J%O;(+Et5hbPsBlpmqCp?=5ra2uO5x<Lzjl@^^7>n!FRgaBS=
zKNDdaux(|4v1a0ha=sq-C2;Q}tU&rsX9E<Q26dF~FU}57^%YVZhs(!r3N~%~j;}>j
z8$}T;?l=%|V6_=^M5Q_j<SU5~W$_5;xd20*RztNJpXJlCkmD5Nscoz9NdFQ`Rs9HF
z=yiC|7xq+!VZ79sJ|8U1ouA%engGXPo9vnTv#9@=|Ghyk5F+$#_#;>N&L+IoCJ&ZZ
z^uqAf@E=8Ct?JTN?ixw`luJO~Hyn|IOXuv82$LU?BiNc``=N{cBG`qYh&S`rKYTxJ
zO`;4S3O}Kj{yMNlfe5W1Vl{i3TSkThs_79ldXuB7Qlx%=fZ+c|7J*6KHDH4^xP|A>
z-0aZRI0?_sM^_IuA8XKLH)T-m(Hcz*HOugb<L4kBm5Ge*E8SfKqWI2Y4<HeEaJk9o
z&d?$sJL;E#ym@tXFNwos7Xm~}a-1LWKcD;dvG`?J8SaBB;7wWOPDFe8)oP7R@~%T(
ze*_n}3A!lNpZfDB+Tv1NmcltMY#_v7lVt{#>gwLLy!Vj-zsR#~yaoR7Sw|rb1|{_M
zXB8(Yij`MK`Y~#ou{B(zTh@^>y20A4jOo~)magg)s-t?&kSmi~`=Kr5UebV}8XK&o
zp(2IXY7a_Xe@;&t<J_%LAfd)?%`OFmjqPm|{moaw7yyC_+$!tRt5zCF|I5L&=eUjV
z@#-sklD{x=^>QLFB}gYMMRbPTD@QlVZY2wMyGr`HRgPgTSy%7()am6MsI+%w+>dyV
z9`7_d;A;QkzmWmfz7RldeDt4DOJ@ei%jN~x=v4Iq+X$A-pTA{)`<`%sE=TD^IWOPv
zv1ypk<1&5MoOGT__QniVy^Eu-j!ix04|rsk5A2l5k`&|%)jH*%O3BU{&*&{5BQCGg
zrm|aw#?Q`Vv5giy1rr(DT__^oKQ8?(f?3$*n#_3pDnBbIVK7nXc)ZuC;3`FFGVgRH
zP2pOrkGxFm_{jfozXnsJD}bg8l$jkshEu=y9`3z^l6Q#t6;+=J154^uY1p=kk9E~%
zScQ0-Z1f!h5|7bSA)}qGW^OC-F^?dKA~46sx7vLkYC8xQ=K;UgCuw|Z+1tH|juH4%
z{4?%18yP&JT;ycCxTL+V8S<y8iy!JA-Y$c8EjOR*bh8RBVDj$OV|Q^;l2XR4F|<G*
z+xHDalc|=!)=XDTV&~?TDhsCzlxaNV`6@&M?O=f^@%<i)JfgQ7LAd{g5m+Npw4*9J
zC^Bd-ifzAUp2z7lx!0l5?50yCMFM&}^Iwvm|B06T51*MqmrpU!(ibGbZAtg*$ZHKB
zRmd#zt0U!4q2C<0C0z$%3X=pV5mc7nuI-w$j9H;iZ>Sd_<#_8hjPEauBb1yszxEqy
zJH27wRSxgjc}f@fA-sjpPEsysp8hWkwTwfU7Y{N1v*^*ndyVU36-)NOk`i5WtxdU9
zoZkN2i`=OiS;r>+1Zm2O)34~Nv&D7GaFu&^a)j=N>UiUub7~N>hjg!4VX&sm6~3q4
z@EJ5uB%o&}m*Z-5re@b{8CqmY?HymW()Jifv$2I{MakuvbhPv{5?1N}XN{sq9@S&L
zkL2AaJ(3%p1I+T@zYyr;cNT$9iY>d4)Mq#7+BoEMtIoW`B!5VVpzCpW*i-H%6^gqc
zhJjftNu%P_#$c~~<-x3(Sd5Nz<K9@udEawLwDE@|KU7UlmPTW!sO8|)Q`>Z$nSX1>
z8-M@Qb<1YD<%6A~>-Yx~Cv4q9(LD>zJS>XpxLT1q$rFz0NS**wlaWEnbkUM&UIchv
zt41f&R*nkkM*7_~wxd-CngaZJs^N_Eke)iM)*XotrffA41%TrWbsQw6*)=~aET;F?
zjcGU{l&RH*SVH{zevq$g?w*0oXVZ3;HAvU)`L-b9hj^EGCnMytk%$WQjHsu8GOSzm
z6!KdJ6-hK*2vcvV3O)ClO)S4riB#p%9Y^3uZ@RokN%<qLbhmrj2!~~)#y?;bq))rN
zddD=(XYSr<6yz@+lD;lRf?j5Ff8zRodb|BA&$Y!^QP1Tj`UpaDA97W!)=_u7GJ1#M
zQbuv2jJ$3w-4d@ih-1A!{yBZ+4jFgeHiVQ_MJB^rtqVMMyH24M<y8v8woTr~KY)@F
z6Su*hv(F^clg<&*=?b7Smd_?`s^N<>j_97|m!s6NR6i-k#_-y-sFrPXf#AVEgHvJX
zT|f#soZ|dx;zZL^s%Fn)zMw?K(Zyqq3W%%xc`W6g_zk!*W%+{b(euo84}46$gt||4
zT6vS69TmLP%1QuGcxPqNCq}Ye?9U<j#T|F5NSd4iVMnt%)sJ%v98;z0MJtm)B?$Lk
zz<+6C|EtYz^mS@eTYPg;gPp~%fX)>n>RgFg!v#56IK}LzvTDvs=`zhrdt#<?gv=^i
zkZ9{r5?vC4oXj%O(H!DkxqSynm}?m%dqbWjlF;o8hx<H}$Q_S>DzZtt%8LKN4E0m-
zc$3}hNwA{{+rn1)fg%bRKas`yjhr&f9Yk$o<$^GHwD$TYlJOFe^Dyx(kG;L~`^8;;
z_qZ0h5lpq*#LizQ+K9nuzNHqyGU-uICTRY93Jqd~Ws%jo_1XwoMQh)zHPUYtFwQYP
zZF64N%jnV{1#%UwUw-`d+XXaKH^X*cF)CBhbk?A&yzL{DHH$GDgs;Cg2rIo`Q%DKl
z^Y5ovdJ4?(&Q~TbXxK3*tIwoy6Dak1Yf#r51}K*%MUn{}{)|-BIkn#g3P;?EQ?TK9
zx#ndeI$*4Mw&ni_0@T#T)po`FG;1C`oVLgM+9cPllP~}FVd^DNZtlIsiO7~h!_5n1
zjN_awV1Z-at6FK-_db5bh4s1ScPc;_s&*&Ft<h6a2pj9Xv|_AEaUL6xAL^(o<+f$}
zkALM~eXjNvTTSje^$rx!<zhM^+2ADLmBGP_+-KfLy19fpF%<3Y_uFmUCS9~6mhoqT
zUq1|MYxb59i|?Cffb53We@?3-76pvcg-JeOkF4iIRgQ-PAG*D?&WUBbxH!@a3ghG%
zlP<`&2b3{TU7tZbRt53l%>y&fU~r55VmL$Lm7CF%5&O;~R*ZY#w)TPE@>fKc&_fwo
zZWiD;DkV6PcXl}_@--)kQ4Y*8#kn)B04KN9%GmLcEI+naUd{HgD7J&kJ#d2e_Z%C3
zSm#X+@5+lyW_tyP-1AK1>H40lpaQGk#0FQy)0#(J0RQ-!fHxk|x-x`n%0I{&&vTkY
zaduCi2n@yw6-TV2Qm-<42%UT8`jslM2CydYpy^FhHPm3WKsj2MV=nsIb1v*5PtUz_
zqhNgFEat|Qpgajkj^M6ln#u|s^76!+UIFlHr=!&;&Bb;>N+>8~D(;-Vxj^qYd^1^C
z;gR{P-6l6WO%DDpp@>9g(vaR`!JlgBG-*;pN)e>R5@56Ht@OaJqJR<0R(hY2b?v_}
zY)z}5uQDg5R;r+NC@4VZq&~rY1#ZJ^bT<Y*NEB^Ct~|wjnzda27lte7eF1$%9EE#|
zv^jeE6>keWf7*)=VHwHSc)IcBYZK`;>-RzxFXnbk^cYyh!`*u!(15E@oBJT_@3h>W
zwE2J%yaQE+lxLLfl^Fp@#YQ_d`~DeP`6UtfS~E2ta}1A{k~2ft4a!Q>oQiiTL6GZ(
z4u;y!%eq0Y-CkcHSJf_;<)CaLUgjlfRWTSb^sPL49{7Eyj@W!ITUNltqDW>=&F;~U
zj%>5Wv5#|dn{)4f|6qN5y_#P}c7fg>|2!i8lg}P;8Qw^Rp*b&Jc&OlA=Vilb=Fp7A
zAFyBGGauS*1j*NXlDp-TwFc(KV<!@JoeM#3$AzLrM{+ZEh&J1>9C+P2E2ifLPn*bI
z6d)-%NzmNECO+l7m1nuzXkkJ0Lh`1I9Cx}!=g2xJg#bBR*O5*aq){%L_I22w(qZP4
z*2dz3mez>KASsavDp+T6!Te>biDLh*8zc<?)jP4gM&vsGh2es=Nq14kmrrn`AY(jQ
z0MkoM*svjnPC!AW!74F`0GihLx)mD&&+N+!T#;<}&~d)6jWu@HPSWIULzyfd5w>cW
z9T=5r-mUHzPS)^a_|tpjOIj{V=e+GNG;w(AEp<XxE{<r`yrSX%`><2{#O=#!&m;6q
zPaM`P@E~PCV{ZTh(3CG?xMpG)Z=GFTpxV7iK8!wKkEiRH!@V<w-7IZ)U9sj`0_RpZ
zGj)vV0;x-WG=s7!DQnZYYjFiJoJ+*0P8=JpO3V8s5A^8kjKQe91GQ9s<^XFIXAkOM
z!N5Mp(3eI(hb3kjj*cLrjY`TFxeMLv_87hLDIX`1H6_#L<VmsJHecqnt0RY_JlCC&
zFcQ%)>tCj%dqOc2Myp1{-vPdOEC%X&9)c~C(Sf#yZzB<wuKsGTv8!du)WqX;kEH`q
ziD(Dd81aSPc+2ZGSYy>ke@mFHLt69>g=of%V;`bdY6y~vkFN@$beX)=^80^(JO3k8
zzy+>}>Np<I%ldUy7R|^QLk#lgfSZ}gw44VcNATs7%^arTVk_VNjs;p{)hqj1quLt<
zuPr7Y_RBX>AM?CRPwmw0ORR(EK74pr_y(6`ZNTJIly$3x1KPUjVM)Ei_9Y+iSV4+Z
z%y$MIr2jMt{%@5z&cEYkIoXHo<nrl(^#>M%^Gj(Nj_1JHY3VkrEuEJP-+o+A_1d%K
z_bU8U(q1xO`Vg5+l1lha0Np+HXm5<X^hWxnJWz?2nM9SNqG3TyGRD)LBXBsn`P4A<
zzu9sR8kWhaz6>2w{su{D({P5hhB6BSXveGbPO{lO@y}=p!ge!#s^I5bD`mpRXWyoX
zuERjtE@isUP8j<0%Aa0n-5*$%uDe)L*=a?p?kv?Wzp$V&S)HMIexxA*0Y|uV;OkIW
z8GM|>*@`+)g%qu{5lZCF=3wKP(!PDxcZoFk4rfXF3uBHrUxRjWYZ8>}{QW12j}zHk
zVqEZ8&VKQ01e^0{_3nz9#Y}i2T|@)YOz${8KR@DxHNr=e8d_vCom{;(I@Mt<{7it&
z+BG37+ra#}mFo=t@xYLh@v3kW{j-_A)^Dit1)XjOa=DzRga~{00^b8p1<@R@wCkVv
zn@vS)ub@g)4jnD4X0ul@<6D@+y`mM}mW*S4S<#b`#(I2ND@rmdjMYq0j-Q}nfT8z;
z`w?;s47GFHda+l^&IPzdJINyqd6d2vNE}+?<t}bOqS%E!7g>LXH^*`~m&xc|_O7$e
z$aolvvz7b3*q3*=7OJaz_JUy1RR6gT+xKzSkRZWpEfNS@70af;uafdTXAtgVRv(9M
zg#t#P8gm5YJS|vpf^^L=j_#iK{{1N%{@e68)yPD8Ke?>sOm)U>dx35-_(3iCTNEyd
z=;%`LS-6JPG~?EjX2-Hm$G=%*gW)FwBN>{4f<~(?8Pbw8$;9dPc}Z5p<qAvDS?GK&
z$^F&;VmD#xsdNcfQGerR@azsY+?R5m+CcmMA|)+`Fz+!C*C6Q^B2%h?^m^5^DJu%<
zOnb7+j$C{CtwJFFl}8#nB54C41<1F1h7nk^blu`L-WkH|UXtfd%Kfd^1jMfNFN{75
zgI@vq1T)2sqGp}YI;kMiQZFc1XT~W`&<@x*Ysih%CwN3nyi<lHYd2l1!sRpD&G_2~
z(9$2GfB_LzMz~DK_@;<oc<(a&h*#8_8r;n&{Xo&P6NmtN@5b;HaDYuqVfyly3^>g<
zn#UZ2*ZwNj-vb5L{U9OIq9yE3pK-JD<mJs$dXG<6`p!(n6=9<_R}L26$T@Sx_v6Ws
zYgmQkyoYw+ftRWmuMEvExzQ8@{GB-u9N5Dp@ldMiwuDFR<Rpi2Ie8BK%DV8LXMvqG
zZ+?E|A^5a>C8^l@T2X<Lc2!lMfcIu1Y=a<4$Sz?E8*Ll+ES6w0LlJKzapeGAcmy&3
z6eh-Yw;?fx&l(joHN<vGv_w4bynj+ZaTG8(_>$TWr>XSk_?e>7I~J<Viqs80C|S=V
ztti$XJ9?$?<fap=mTD6#-_$7g&AbztV0E<F{~F!k8V1&Q!!o8c3LM|v88etm1)n2n
zFdSld34-eto_nGT%e|_Pc|WNf$4EKe#}A=>g5DvnCP&+9q_nj158eL42+&66%M_#B
z7ASsta-owv$@>GByS<5$hOP0rH9c!J@fL^^@*PKwImS)qW(%1U63{*NutDe1%636Z
zfI2kY|L0z9^C&~~^&y=X4#2xUGANO$6h4!>ueOYEzSz*zN|7m&TY8MnX8u2+%YWlj
z{<Bm^bMkdgTUE?sT>PhmS>0f?_)Su8oN4spInDHZMtoZf7|vJ9Ng`!CuOmbYK3DSi
z5Tsq{I{Pk`3g|{tkdHp}O$AAPM{x5z1mwqxXmqUI1d2I{H+3l?ufAg1Y*q$Dor~4@
z=WC1J?c36)zBLTz+xrMVWs*}CX|?x2S^aEb>94!d&3d}vumc{pAadajqgpR@qVOu#
z0ry&wVSQ>BtNAqQ_R~41s0^TWIHDj$Nk>v0=R8tifv2nUM2a^CM|gbeI5(}MV@yu!
z@q&uPmu%Rl|E#yDIl$hg6Vhz@WqrwA!>q%|UG?w9_T&9_jt92lcq1jM)eZzO*F`%-
zx0f+Ya?tc&%9^Q_24%Qknv$zw+ocPj2Vpta6}E`|My3Ll<+L}u)HgxWrv9I;YX{zb
zs-hyaNC8c~m}amJzv&!r*rS%$eHg_h9E5QOvqB(-D?BRS4C<|kI^Uo?bo+IwRIP3b
z6O}9Lr-9f38Wk*?VqaS#WyaUWEr}NeKfM{+)9~b9*>>~*_W$7oiq*70#F*Qv6H;he
zX(Fp4n$UMwulL=*n$G;kbs8=Nm2+D6yU(vR;uW+~`X=&xEWP8#o61uvMGQcVH_oMJ
zfx~P5u)We(M6<bG714U18{Oa$<J^fN-oQoHd8$v&4_c-hh(lIc1{Z=%!!qOr_N3)@
z-i?~LtiqtO6_Lr4UKWIPVE;(bw>$9HRNZL<yR2K~L)@GUv4=dgdE#Y0{h`>093;L*
z2~q!TO)`6#n+rM8reS*EI84AlI>003vL$YMpM1P)MIDAFwFx;tNsyqv$|+n;ipllg
zaPr9$&+K_)uI*A^gFWeOi5_aj?GH~<L#tF)Ew%_vI+pc98cXfBb|CY{;&YaUDK~rY
z<Gl?&6cSWq1fBI1TB)Xd^Hes>wEpCHPR9DFZr3DQvM?<C^`GGD2mjOimACIxssWv0
z(d6A0njSOWW1nAZ4{vny?jJHEOI-ugy+?|=2!DOQgHDi~%Ira)&JQUTd>!R{qRZY_
z#tv6Us2t&=s?@cMXrx3L#~6p{Lz2=lfSZZ<zv}jt72X=}=^r+*h04YIt%F{zBuR|~
zBXaEG%{KFer21@hv@gP6bX!*UF+frzy&1I<2oZe1S&G7aZj~~6s~-y&ba6&lehP95
zbJ0f6WToB5$K=1$kzK2XWmpi9V1X#c0Jh(sZA+;)jFnpVF!`yB8kLP{<W6@9a2C9E
z`su~|N&bUoi-V5(txyQs2}il;f*iS<P!mC)>!=tcom%td%;m~PK*Rt|Td{b4e7H};
zDe)JEFDm~$5AlLC`_+nhx~jPE(dx~&hD*{!hm|47=yRr0SWbPJ#hz+oX$F8j!|1I>
z#e|9)4IZI!XXYf=Ym>Q{Hw+b<jr#oEtm`sPr)F0n$Yu58jlk>x2vNZl4!U5DJ}vaj
zpXz9)KOGeIf)<lzfn*v6*wyogm-uyvcvAiQ3S7Ev8=p2_Rz6~~>^z$E2F~Y%FzAqM
zsPJw*)tAuN9QBg2cb@B8e58I`tR?b*J)+`GkaCQHMBQ1D{K3<lN|6f(zAV3Avy}uM
zc`*l-zCIJckqyY(l>z6b>7R;(DWWBF+4|A+*Q}%wVvuVY<)?h1#@pGjpThs+D*0zC
zs5!FNQnw4?Kg~4czTtWlPV3w{bpM@n_NzgQpj}2Mzvmmios4j+X_=rz>!jA(=^7_A
z_l`>J8Ra4TEDe3~tD(md1IAMR;T8K1hYqQ;4C2b+{@v&uK(zrFzq0)MLFYNb;*{Of
z^1^)Yp{)-Q?`8~1lSIs$dL*sllr`@_UJR~?*G8G?lx4zwhc=mg|GR4xZ1+WY!Ll3{
z8-5V^MVZWF)?unj0d9HK_*M6Wpw&Gk`8Sp25s-cr@D5fW#un`Op)plfwll$uzwWh5
z=!KHt2l<uQyNXzK18gfJO)8KaO{cFQ$;x;=rFgKN@M{Nf|G0Y*2FT^%*Du8H-cU;#
z)w9TdTsR2O6b)KUfUy%iNLfl#VnHxt%4I;<5f^ha;2-w=gG462(4f|<pdUBDCQgCh
z<xsHWXVI_%9T|r<H->Np?(bBa4YWj8!%t)fwJaH98*uaNC=x?zsAWA5HGO7RE0Pk|
zD@^yMn~FZA9WlU=0Hr7VE_D<Eog;t*7eV08681#vK<?`<!#pZf`Zk5}?p(EMPr(2#
zrx#%Mz-oF98{HX{c@Xwl>hq)cK!2O$n24I8E7biv^e-j7k?^*4yybAaQS`h8Ee5dV
z+42)K9{czgMw9*t5*JNiJ0%f6M0r8d^v5>GXM-%SQ5<Vz?Jyki&Qz580^XJ<xS<l?
zLu2Bq7kEhQ$>(sF=bF*+it3)eg}J$HWg#7sCxotiu--u@0YNVinrT-ccUg40^oQB-
z_lpJ(8rsO_z<lAnXLL(Bg;XdxJ^n7?GlJ@mY`;w&@&V-88cN8g%q13nzUELm%p=Vv
zXwRSxaKA{Uf1<tm5kvDqy*SqFZ&b`ed`EFOVp*_Eat(_L<jf4Yh@g0);7h4QqMGWo
zqgN-S_9E(H=oJgr%~T?CcWlQw>^EiKZ;4`<)lBk0yq<2j{T%gsN}kTa=nAk!d(Yt=
zpog&yuG{XYo%mEfL;k{w_|E2hW*zr62EhfQcx+uR`8{GbPwLfg*%3*FrG`s>_fRPk
z^*^dI%(n`16EtzOE%!r!Fp1MMv~LsW<DB&8w2p%55(_Y*H5p3|fWH<{2Al>Cq=B{c
zyO>=ycXZXWHx1Rw*p_yd7^|naOls79aR&~e4rP|B&5&s~$Gz>1kD8;043i*)xzJaG
znO-4&RsV}(giNfFx#s5QH7O1zhlL%ZFf*DO71ipOwa@44`wY8vMb_qG1+)1Vl68%{
zkt<&~bHfAqVpFd{rB~|m<#iJ|@I^^Mj2L%+*vhTB5y!=gWQiwq4;l@E61(>yQ_BvA
z93zJMN%<R6ybdcd;ik#+V^X9W=~4f2n*W_gEl_aVIw99|4U}JB|5_uvSe%%o)+~JI
zcDIjEToAdaa@gYmdS>Fh3-h8vS-07Gz<yakO<f(&t)4^x#MLHqDuc=fJ@8uI2CteE
zN|7V!59PRy<Q}fql6*uoQ8qeD057K2b074Ma)^mCs3sl0m>~4ZZ+VWM^;%n96#)(Q
zS6&lj$a4bFj8$X2s4ob!a}JrJ;+UFUIU>D?_3SX|Eu^EUgRW8rzo}$3yhfGjo7X0W
z)~-IZn+FbC&|p<G;E&3V@qfxx59H%oeZ0chN*&>i(ywh0U@Y;NhRH`XXc3&FuY?dz
z@~-MV*h$Abg)*vmnA|8R(1=#(%iF@oQpdmLG%Ri=o*?B3pDoDvZX?B;Re)K9Asq8}
z7FJ>%X-TpCUxv(>YfL&rC{IXPE^G3|r&Udbvkyqque-CqDhAPX6f3MMXc{aY8Xs2w
z)=pgwN19Ve88oAVB!DaUkSc@Y9W6MAY2yM#V-lI(|5gf754oXM8m@v`P1R*wx|J%F
z5e;yD&{k2NY;*}g2cwOTy@v}vLi>)(7~t=k$dqBxPE4KQ8X=F$HE9O{Z0OBefDU>r
zrK4%;wODp&{oKG6+mHtnGS=7#qpnVNq!?DK;rPAVuGzVfq3F}O2nVOlYZJ=4f+{<G
zzQkgt)c_;Ub`%f=U81O-w91V(QhoFAE4G{Vb92<aE-}U1KxCt4j;49TfLd5li}F!<
zj=<V<R!x$UWo1NC(RH-e7?(rnbfR_US_Sxm_K{qhRG5#GhIjl%<Jiy*ZAXhj$Kxs~
z6<fj`y{n^@k~9I8)iy~qeI3v*`fp4V^j7?{9skY`R*xsh#1butNPcYi8zr|g+kC*u
zbkF$l5s<b^m!3tT_1$;Hh^e%nH<?RTwQ`p0+?S+#<DTcw_uYUmnVg&8Vyu?t%DC>G
z$7*H<bt50A>Q*BhYfF8wefrvQZ>Ch_Un_tMFGg9rIY`$m-RA>19>8#zS@W{}v=vp+
zjl?I9r8r3N<@M0*CT7<50|hAn#y2~q9=0Bsk+B^-aB~ij1QvXz_iPlFs^(~ec)8(@
z-H=caaaAID|6`KB=TZ2`3izIEa%hlwNwPlzfEM>BB{quWK7bJEyB<Nza`Z%zMHE})
zR{1R!JeSqWj&7QuszP_}?-JT#91XJtZjx8Qz?P`*?#93#*IKV%s>SIfM4ih(4Ws!<
z0MN+ifljhhTt>zs|9P1<l5k}zIzl)!kud}VkUq5p%77&TwOm%FivHYy)IU78|GRkh
z|N9!y<tZgTR|9g|qOyaul`bJO@<!~H`S9;+R*$n9rxFc+o5bDcH<fe$N{tXP)+=W5
z$mv1P0vK_^DVx;VruU=AIt(+-Lxu?VZ3NB*FFT^rpa!QDiMxO?T{J8~K+z!OPRd-N
zh*XHCW~J>nmgG4?PYV<zzD__mUbEL%bn<p8FPCT>5PlLFICN`ZUMsO#1`&eo@02#h
zMKtV53Dyf|7GX0Lo!v%P6IUzd$%<Z&V=l7*cWD@pJwdw@x~w|xC*5vCn;8zqfY%j#
zqOxUB!r-u}TsP7$@?7tQ#jmc_{Zmm*+CIJCXfK9*;$1Zh>35zU-eG$nf^J>Wm{kw;
z8$=^o0HxL@nQ(cHW~pq^1gopG2&F8;F@Bs7{e=-iuq@sV0npJHV|c(X+n$+hgZydR
zA#CiC+`c#Sk@Dxq1UhFl*4)nI6G%Jtxp@UA`-=AgN$1~7z~13*MT12Ttq!$6c{}aQ
z;RYbilRE1O1<3^u&XMq$ZtTwuLo)bVXu57A@eUtGU(QI>1GHv-yS*>pZ#2Dn1@d}x
z1CZWDmqUpINI9vy_0v5;CNz{$pn(Nx8$}~+*9Wb8N|CdF2N&{3C4R@fw*iDVHOr_X
zb%&vXavvgK$m*BS9UlJAq;;A=R<Q|VMr~Y%mJigq$?8{@_DhfIPn`;<>UkOqZ}(6o
zoxCLh71LSurdAa{zKcyA)W$wOcopYEfpgpKV4QO^Y`q0}3JPd?j{cImoY1N0-{eQB
zzQdJ2<)U2To!cLM(GT#<ZZTb{)s<fgR@s5PDjvBU(%IP6_Ji-Y_ng}A+Z%0s$!$zK
z@<)h-lj`?8;l3@&>DHL|M6@$1laA+qtvNWJnwmRP)Xf?|WtJYNMiY;{0HtmUr6MKW
zXk|mIBdVQVgt{D#p6H`OY{C;_8DZWI<ITf8SRS5!4GRk>Yl^hxw*q@A`;m#tF`}Z@
z743}AwgC?9jdiog?&|R1WxorA9EX~&X&u9pI<gBSkLyN7YyVe1Dum+@TM5;%XPNqJ
zAdic^@W+N8C1Y0~O(g}DNES|Coa^ban+3-*PF1u$Lf&Hsbhwd!D_asO#l+<fq5wUg
zq=`=}*&W@{%1iUJv}O0$>#C@Zanr?cq^a2ex8{i<yi#LwkK<eLM2`A4%hVGkfYi!c
zpqAI`@hpBjx<bmZsLX`Vls8;?6r6GN27HDI`-B$r_f)^A0i$i4!Rt-YLswtBSf6KK
z{%(zTX$Kd?+FCB$hWFnond`sf<bd$ex*7w!dyWcrG5y-ZPepglXj~%*qtgeZG$yR2
z7QgXqC45xUE#s6QJf}bW8j}D6)dn!RI3%6aWMt&M_H`g<0gkxRoP&3-Oxq2s35$?h
zI>9Qr`cjLr51QNLndkL<>y8I8ZwZ{$er@-^-Y7bpRtq`Q(6E(f_G6?bGtDh~ectiE
z!K)<(nI7bR+awv|rIQZG8@HEJvUjZST;JJn{!TjPkG)2@JR4L^@0PM_Tx^>Kx*5%f
zp}m^-8P6=&&;^$D-<ioPa}!@oi{~ww&<87uBU_qj8WFPJ8QIflrF$>Jculb-B91P~
zC80g@heOI1%l&_i9l+ka5mHBwEW&eg6;-jx9A|y9HzWk(rO6@Z@si0igKSecU3%V_
z*n2_MV0Lk_qlu4NhB=Q`F5)up(p4BTR>0lOR~}9@-Xm;@dwvl37sMK@=sCGz(SUmI
zayxk3?2g=SuMzFG@=XTKNzE`sckn<JYw2;H-0{YYi^-cw2x$$l_pE)^7JQa9^URO0
zFZH~#C21#cTEt1JMXa<0R_G$wQ7Z?zpWG^wMJ2#XmB&lThW^;aY}9)YSchf-$85Fv
zd(lT7*xPJ(tg8u?yp`Kb%(!~$71C^9D8hR;b|AuQWX)|v3-M&=4N(b-az))sPW*+@
zqCfNUrZbY<`-8z~iZi<KZI?QoWISYY<#R8wT5W1a#ltPI+QR0kB_O1?>V(6yj805y
zAOkDgQ@q0OTPV08!j@mRG-V@C6sB9Ml!ErJt(pxM6hSnfE<@(Of|^4$(Ea%!*S`Z}
z|KVE9p{wa1WxRTv(me}y3z!h-%1uVqZt(ibBf3b0`(+jHvz^$|O6-MiXpamvr3BQ^
z4=&QkH&Z)5O%|A*5BEqpuu*4(oZQ9DT$V=ufe3^*Q$D(>dRMNB1$2Ho_jp?dzL7^-
zXZKIu1f8hvt-@H#NYfk9p)T9+{}u2sbMw$cOj9Bpl(S<&*jf0aAx0+F5_^zWZa3jZ
zMgsF}y<3o7w6b)sqzY88iW+1=r_z`lV3Au(N5!Mk_2qmiZt?b5y{8DSd0;YLMxyr=
zO#`x4xPmY!`o~)T{MBmx07f1ENp)m3&ch7%{eU%R2VwcXizB=_uSkiy@WiJ$1XhzT
zVkDUw$+Ss(Ez+CigllK_rF8zN&;Py`A8Rq%icot_<g{K>b#fH<<q0n6^rtRsN<x31
zXbJqdB`C$w)G%H(N(EtN@vF*WE;Y7%fP1d>3OO%b{z8kp_g0br`9+ygs#iQ?`u?ef
z%A7{y%s4go9PGXQf+LmMv`T{q;L*Qf1o8id5o{ES!lj^SkTCLZAi=#4&0+J)y4GrO
zBNbzIuf8W?;?K$x1@LQ3BX|qz^kiQ~up7VRcxEjx3};Dak3UQ__YUBE1-eF2EkBF@
z{8_<(`)#LnFX_bgJzdSz8V(=j9RQ@93*>QP8<2eAgE{Ngq2SC-<j#&Vw4sf+p>i9Z
z!s0EMPGx6N9k56Dt~Aiy<d53wvOfycD3oUK+~YImOPOmIG-T`hkoFVb6J8ursBclN
z2ZHyCN^O^?kw7X(X@~s02FQ5-(y%xu*%XO0sfjT;sbA?;`iT6(x1c!u{h?3uo-%<t
z34#YAx#HbTK=1zCnpYa%c!fvp?RFG2ES&&e(wH1gL68e4Sy2L$)zu52+9voZ656wT
zifz-=2;OXlqP>~4ZlPe>E@`K>z!8!EJnu1AB7fu2{(`oZspW5_VdNUtKigA~GSL+|
z>f-bHJVo7HuKrbYZ_Jal#H&r=ne6X)xwX-!0IaUsCk`fNs>$>}dJ%@M>Y7#n&3C;|
z09MA^Z$V(1>4=mp)r_j5^^won$s|Q03iMPZ`2H$rA=Uf;MGVJ-$7OSfnTk$EjyG%d
zyy7dZh>&oAbgp8B)2l<|vhnvuBd@<e$J)8<&7N|thU{^NmrLUwXWnbF<Z+8n`R!s0
zH4HJ7SF6hQ;;H0eRtktyFPVNp#GUxpYncTe1k$Jp(mI#8raOo=hznx28d%Ja8J?bR
zkGP+2Bek{9ikpTvGZdfyDq+x_2<WbGq!l{5Kp6h`u_r6Nc7{Kimb73UAuKh;G<KvJ
z7n8e!8U+>4>i2qBQH@3!8>XV*P$6_`p!ZHpYa>8mC6cH$jX#!8@!_d3Y`BHSX%LnN
zik~^(m50r30t&UX^@K9yGisqDS1!WYli!9&Z0-C<@>HieyAx7)3j*=%E(&PfX7OBL
z0vTjboXz#w93z42wMk8CEX6ab#Xd2Em65#9`8Rj(61D~{;Rgsbjc1SenB)_v=+O<(
zcqFc2@kbDq@q^f+?|C9HW&en3YsyFVBwo<?6YBDaW7(VyI*?Af;E@i+U46`ecvpeo
zWx=zzp!SzbUjFZg&H#4j$nqOdvMb--{@nMljCj;VnG!D2!w%x*IwxaAuCFbOE;t0K
zyKeJn5=$F1AY3n|=e>-ijejwr!<R8b)_ED@35h9zk<>>);Re##z^Q6`t+9oR13Uv^
z$*S0!F@G>He8o*<=;;FC$~%B*^A12RXDqZ?{XfN?e<MM}jFF9g<wj`{aUL~9-Su8J
zNr>i~roO(5dF&0Fh!=rdpx<gqIE{S_^>lXwZmjM^7JIaPq$EXrydZ09_SNQ87V2|S
z7_KE@f5Gwossd5NzysHkR_=6aV-?upR9tX7k4t+gA;AJ^a;7&X6~)Dyp?+AK<S;VM
zqRENx!sqHZc1Ld+t-xG=i+j_FPEJeEX+(zn=ItM>5c~%#6c>CST)kWO(3OqOH2Z|B
z2zUJ?gOiyqE`$?G>q_GV2rwXCaCK0P>9_!EYpjqtG3-Hj4TmcB1Pk*VMhk}ll*%Ur
zftkL!yQMzg(xKXKM6Zf$?Z)CMqTM6<a(E{qCTlnn9fe@lyKj%=^uSMZzw<igW$(Xc
z#>mSRWy{>EAbBHMCG8+5{YBCJiGmW#Qc6AMk9_7aW^;Z*aDOYx(vm3IOsVrqVzWWG
z?ZrrmJ|ZE59B&KXu8*cB*IaIQEVa1%OT^u0nc-<%DvDF_KbeKM&##ineGcy*W+Y6Z
zq-3vEn48Ob7F@p?{3<EHwy|(9LhdXkdW!grl4x9ab#U+*E+%43($JDssDO)B1+OA7
zY&AAoy4}@4X=Cj^wgoFGd`;7@dWES3#lt-m8l@<OqtGT#*LbIYVLT+W#Geb>e<&<}
zw#zO~?AoLMu9}Ft-0Xz8-i~(zT$3o-L?|$x<1%?c#!250>B&j$C8eP4{hR>p9&%U0
zXFvAUK{tNuhtAAlXyYGgLEwM3{QiML{Xe}&ioMZSRh6(3_yJlEOD`AE2gqdiy%gt(
z@?kIJG-p&y%bwkYFEyYYJ1ixMeWQF`NYk7O7G|+ywBcNDtTlb)$BvsH+m+Jy@n8%&
z-Sd>|RA(_l&t!bX;`bfcc|PjWNGca^nK34M+XO8UFFT-l{wy1)OxgpGSQTl=Dm6_b
zAzCemE>l!#P8&2@;l<vqiu%-$e2uvHSvC7oAa96w+%##)|4c4gHO%Cqz>#XawJ|7j
ze|+NI7VoZ+1e$+<7H_a&sF{3pS2HI0?ri>6R#|lCF?pt}vpJj4M4=)D(Rtak6I_b!
zPTC{dEy$8PDA?6M&D!&P3C+v<)XE$oV$+dqqt<kKuHa$2{MN8SN7einh^V?kdWeEH
zsm#KpigyE@0Y93n*?~|^Xf1d4SFsNMs6T-OSfu}8jKF)d)to%w3hLt7soQ%}!MAT$
zotk<FosO={uH}w~A0Nmw)lDz)_C2BN0nGB6!@YP|EVl}PTWjWpHB6I-?UVM+2Ji3C
zElrlc&DI2^UESy!)0Kz#s&@IeI9=Zt(ZuJ=0cceEG4_UB*OF`W-@WBNBX9bJ+$Y5r
zbWkv{Tip|oiMJjyc(T*6dUWvgTekh<ZD^fpgs70FKHr$-0Wp)_Co`aZBfH#CYI!6(
znq<!IPI5u<k8maBFeA@xxT>cP?W^@gYqBvKq>BbDo#<)9U%cZH@ZRIG;ZOo7?3Ddh
z@q7pRkRh#5$rT0T+H9Lf8kvgeDZV4!NAka-sab=tPi$6C7r5w2F+7KFw^!#C4Z)hg
zWS_p0MA=15<z!nBn_q{if9PU%H?1mv;ETyBJRK4G={hinN<JWtrUcUBqO38(6O$o$
z@Ug=6mCq5Yc%C*X{*#S%Vs}>BJS796U!qsHta@Y8Y^-F}3ug+lGQ2Gxjz(2AoIL!^
z@)i~%DzYq^G-|#OOeZ^FtT#S`7489G29H<y6IDFy&l*gZX7}bYja0q$j76~2m*!e(
z7NYvYn&f&d{Il2SxZ1$iLdsO|bW+_$IJJ#m4Y|?ui?Nxc^@n%dkis-T|Lv1}1!iQO
zV!=SzvkW~{5z>upwOLOy^;}es<F^y79xB}DPp8B&yCH)TO`|%3hl!u4<}+OVW6R{u
zR_rDD6xw&fv}u1Gm4~io_^MH@!N7pG(%kX#!~^v-In&L*AQSUSlN3@T3AbVHsB9BU
zU?O5?z{jKuzcCEfsJ0QECcF6ZmH=^AI|%OY95iSY{)x8_=yXh(bwp_D@ja-Wrrw*g
z<RZTA2YlOJ6F^dFa>^}Q4&MSHt~!UIysA?6X@8gGg98d~7+b$a#e4~(xD~$`MU_EI
z+T`Q#PVVRqP)017QK$mHD`s1xd)D+8TGloR1*PEo9m4Vgyp3Ip+80?3R<+}G*|ZyK
zQyf|<0OjOJrCjeg3H=#%amQ0=k<xJXq1(d6ye?hDB9Sv`=WJHYZ&2&*(ep#XJok|g
zZXOkrsap@iR$&Q<qB4m}y3gEEkAMTabAXP`FPIFYAk72WcY+XGiyQz^{IIUf3F&Yw
z9qwkZ6Zi;C&VM$u%bKgOQL!Cn3yqv~BuPrP`mS}qy`y)Y@QY8~BydSQ>}h=5_WS(2
zj*^gr2NJJ-^Q}#S*w#`4gA_wF)~l0%KfqV9s?`{e(^`@y-Se9qioO@oVd08U^b43h
z)*D;pELB;V`H&bUyG`Ka)`zs|l-%U_jgqw`t=QA&aWUoAl90m6xNo6m6RpPHr0v!$
zGd{Cqrarb9$;z+que_uWuzMRkVFL96zo0UDN4N#)d>#}=d*lES6hCz0Ki7E+smlGa
zx#K)eyQ+v1W8)xiCEwL2p<qQaHOzf?=yo#;eQ8~}HP@n;mP-phT_&TwN-d{dM3ypF
znenm6qUklYEHdN=ksJC<4&L~BUpg1KPLVP77PpoMdB^C|HsI~MzX4nR)W09pqH}w?
z`D~%!)W|-RztEfLsoxLpfk%nZ)_$jp@Sq(CZDCLCTvZlhWqlug3;x5>IRWm04}IUx
z+9`D_K8N=XR%<J*>vuDIe_TL$hzD8KSP2OlV=@5-FsJLS)Rhwzn)psnBJ71>hXES%
zFoC?6pP8M6QjW%FTR^~Jbh0i<<kKvkW`XEy7}ZPlEP?eO|AlcI$kBTv`FkSf7n!>E
zwP+a?p&kgZy7*}Kh0m7|+&Km+50uW1?8i5B=fD;9!ZqRa7J1K;il12pRncFoq`#j<
zJVFT5KHufDB)6u~bB<aEX|9euemS%Vf3T?Mj>-^GAqfl1GocPHGtH<dp==r9DNYmA
zp{{A`0-)`HXo(7LA8KB;zMA(LkX=3opZT@7GuDuZQ1dC;@#v;!w-Hs>lCkmmEF!EJ
zx)R)*NPYRd9+i<HM^=8_eq+2w0X<(EQs(4Gyc*UL6)`)`%O$DVOb@2$pK_Ylf5oq7
zeGAZPzFFm3h&)EHNhoWXI++bn!U;~E$YZ@?M%!*$RA&$&9^Eb2Tp`@*ECj_mTC{%_
z<v9$x=FcuHcuF?V?ixy7kOsM}4k@41#}2SmrfLyVlcY|>E7XT$a_wT9Qvq3bP4|Yu
z!~?v)?C&pT*Kha6Zb?_x%y8$eN!*6T4Dw7})jQNgLfzc!u`<!A{s-+*c6`=tY&)a9
z-j$Hqfb4rV9G)CeXkW9{Ul<Gzd+&-bHg_NrYbw79l|{ihSd>GFq233faLgV!Vh6r;
zk>YPx_;RGb24QH+;mC3CyIOw0VKQm+O*MS@ptr_7a&hvE!wUy7xJg)*LzKJq<w(`?
z(+bt6^Iv6>6P|1~d2^!O(@b&rzHaSE=8u(omM^dJe!4s86j!9}oA*!1r8li;0#-ta
z7Cl>i-s+Od$OO0N>V9x9M$aMxm2@T`(kC6!AVZDpAIdNPl6q51JOpujM~vp;**!+U
z0(Y?+YhrM=*Kktx;YKly6{~aDy|Xo6T<j9?pp!>*FB2+zWGIzIugch_GQGsL<8}B7
zqbi?m6SzzJ73SyUe~_$*2H``;kqZc3x44$+)sfdtb$lo;N_-xwPt#jpM{ZRRcM2Nm
zyyd4rE>RicGsR<rp|W?&2cQodo`PY<76oNb<6JTwGf}}KX4&M7Fqi@r29J`xP+J7Y
z>y0<x@goRd<4A!|x^HWRUcE^bE;sm&idkR7EptEYSea7N=?y9SkuA!ie6s%XdGMBg
z!?s<wv#oL>QE7DfXVGp~qIG<`9Z2#|0%?U59jk@)4+16KE1Ez@>6b+7`@=I%1!{QU
zGlcOdI{Wd(lP4fa!Yr;!ET4UkZcP{dDq+cU8|fl=FJYhX?zWylSG8aSKsH_Y6A5m)
z3ZPivb>4}`Eh5dyz8W4;jgn;f!J?Rs?IuHAw8J1p|AV~!{o9K&Wo@!Ty|cA&&uP(f
zBD-z#i_n#n-qz8B{HTptH$)ahF{gju-7b*_YrI*~U`wZ-CQN1T-;f}>mT*eez<^x4
z-K*oen*9+0*`*)nP}(edfX(s{O`x1W&!RNh+6aF{vj8IhsW0-<qld~@tL9d>C{$FS
zof7kP>d*9?7N}0c<OX-amkEK#8~orxCyZn&hbvUA`KVWV59^&@8N+c}&}Bqzvib&=
zf3N)IhmX<4Phl9P+_6on`!@aov59t*s#12;S$~I2D?x{!{uMnJ@JOpy0WNKo7gs2@
zPGPP;Ls_xqEjTT<Sd;>^rw?VHIr8t8S<we3hcEO$U2ZzkyW-ge{WeUd_G6iDp&4EP
zgL4(eq&%LA^}}Hz5k649S!2PSahSySZVnUeKWjcH&uyudZ_k0&4ifAR!d`WKzdO9V
zgeW{5+_iKEeVh08fBXyBpx5TdOzi3nJR~nEDr2tvHM=wFz52Yy)B?_gL_CXdx_!4<
zgH8G@R+nTouc0F&NXy$)WaquRX(KhD^Ai5vXi>uE=*?!WxoGhQSV^Z+ldQll=b`{h
zM*a(fKxud*v1u%Q5+#bHpnzoQtCn#Q8}5^L44K*2xT@x*k43zBb0VsX?FF*9fnLKt
zTE~cl;;z<pheaqeSCEzhePV*N<^^zm49q^E;2>`JWFf~ezq3HM^i3un&fAC@M}i!Z
zY7IgD614C8*9H|Du|;aP-7fF=DbsqN;Io5?pJ7hRcK}PC77erDdrCo-$N0P9Xxge|
zi5E2d_?!3+2iJ`NauAdQS{0cyln}^<`Afh0&dc{mEKXH@(jzDEL@d?nu)70E&rs)}
z&+iK?<5mhAR-n;9dtQ52nQ~b&s!vHv*<On-G+LKXe%17U$TE`-m5<UiubG57IPP-x
zHjJsZ^XR>=%<8X`R0Bo1xBs1Gg1#18|GhX*k0#n?BV)W-d8`XuZ`~nzySHF1y(bq`
z{N@hOX_L(dk2a7Vawo$*VF)6t2^9?_gwHYD_n`%`h=M-G$^gH<M{j>?!aJrd$An8l
zb;Rhs;35Ub2#d}W!}%<EpE*+7t7xDYj$2O*zeVT;auJj{WarL0Ttaq@vM43>f0ha=
zP|w;@2Q?CXr6i1EefacZy!W$}i)ENrgAMVrM6UkpXJM_F4Co4LnvFT9WU<BpvEtK)
z906(v9oxNHd(2G%t#ia9W|-5U3ED0(u)#$zXC@{mf$XzdrSu~p^J7NL2?U*pSz&H&
z(r*KGKK-ZTkoSI98VsG&-_gGQR!*0>TYD<-_I{YNkfWAI?XMDFDk9b%4|T?P`kO&)
zCMLS7U0LtXzax45$$FrCN*2S+bh6|@7KxJ6bdxnqb<xg;0ucAf;bRa*)o5d}_KJ2!
zN0@{ETw})mje_gIelO{e@=Af1|C71O9NjdyMnQiBAxJ;*P{w%(JvTAKJIF%iIFodX
zV)vj0i8iuVY5E|sjZpxDY?ohGdB-Hg)T=IZeIHh_IQ1b`Xw#04TX!r2#Yj+Dswg^@
z(KP*qAv?{ixaIhbaJcc<d(U#CTX>eHZbiGfh4_IG50<V|O6CW{QOh+^tv3Mq=Gmqn
zRb&6By|0dnvTwH@M7l&6N=gCgX6O(VhHe;gq-&%bqy?02q`P5;ZbUkijzPM+TLGVM
zd{3-(@_nD@obUVV`(qZ|tb152=67GQuYK(uUh|t5^`}KU9-1`EN%XPziEB~@_oR49
z*9|!OB^?5{=pG&P2%XC1r}Fju0!_b9Dx;n)SxOzd(Qpy`h_fHL4T@R!75f&*we}=k
z*ufZsJJ9}a_WAqlOJma(UyWf0fgid3TuqhpS8ma+NecS3%69G=bGrO}1j;%71D4D8
zt9N^u3j}s999BUE;mxaee*j=#RIgEzV!O9f^TO)|6B5nd8kcJ!o6>~{w5$zxiv76o
z&3Do(`@U+FIS*L-PtmT+D<oL46iSpkca&BN>czntV~9HBGiy1+72*+?K#*t<`%+<J
zxTDT%h~{kgHsX%5XrY=nCklm(+N`(8Q-gRQ)BJ<wH8;K}Pzy)0UShPnS-TcE#vma$
z(-``WS2D)?Ol*T>7h*t+Gg-r*FWu!K#-^|2$bw+D^lr`dfn>jvxsCe;+`%ezUSb>L
z0wqb~p{f%*>5^eV6Fs3Pw92y@feBfkrx&_U_H^bZ76YT_Vcy-HRCW#c)jy)ekj0vm
z%HUTcp}=!nug}@}Z}v3SmL6c0uC=3gFX4v{RQAq=rq^WkwUlr^ZHQ!)1JLlWy))Z4
z1UcDza}v&Z>h><!awk6s?3F5HJ}-8MgUYA&Y`;nqDV)(!ovyLQ<Rac6=ufLgI(Yv8
z*tS+l^;ppgt;mWk5}VL`_H{8*4ZK(}k3a1L&^^7zY}(1=TVUhn=nsT8=gvkDa0&Ac
zK8aa3`t<Rvub&3{Tw!fr<AZB?@(4wrqwoILy25x=JAxO_`0$t8lIO_r!B1VKvu!&U
zKdjnYm6qI;jX9NLC*AJFf(=)NiL$&H18wYFurzAjX^Zy5pDn8X`F^x6&*PW;y;rlO
zM-&gy=G&dKp3Kb4wPGL0v{KU{Y_CMj^vtXmEOd>LDL2_&Bzh{>WF`8G(VoBPY>&I9
zBcLNzm~4p&+ku5^e*oCd6%;?s@~C%Kyg`@AL`{{8s+8}?>I5sct#aWJUs9<WUW_;y
zX+Is5DHySJ-YQ9u&~hy-pkameNw{R5hJN~)6+7O4J$8IoK42b|?_5zp+&O^obsN}C
z>zrz1FWTcW%EMz7k2Cu84qQ97fk4#(+cD2lj31HghF@}{+o+mZo)2L2MTf$5J*AXu
zV&ymOot9c2%4h?)06Q4svg~v0B(I1LzS9>LP){Ine>1d;05&K!wuh+2&^zA(d9lg^
z<E#fK>|;a<;kpyLLjyUb2e!M)T@e0q3?{QLj@k`zL2NLX4Huk@B{8!f>p{E5ey6_C
zRG&H-j`+Dgl}DKCJ^v>Y%1d!%K8M@7S%@(bG$<}*Jm((cVE+feiyX7wCdaj(^yfL_
z(UCW?jt-SKB*HU`DZ(IyW&}1Dqi~u{wgPi@%D93r5cQ2HK?e>5P|S`>fWijB*On$b
zEA<4uDMh=5<{rPU99a6-g6Idsbp&NWt=u@C5??Df_a3#!h3W5=ewAr%bRV&GN_yk=
z#1C&=s`lbkJmRATpy~oNt?^rijt9#`5vo+MF>h6hUD7LqqR{`%?Cc*Z#($q12+=9w
zwO#z2RXi#cW_kcOmx-Sflz)-hO{I&gJQ?3Ai;G6>9L@8;W4C4e3=1CW|3aGzUpZ-#
zP<HWq^qwgr(!2U0QXU!w@zOoF=`U$VWqNl0*T0cf%3h}>o-kN1&vDuT_OPjE7Lk;S
zjh1=NT3x~6Gd6_##xf!N8t1UKi^b$7?RdYxjnemu)0vbRPYeUJKQy06wbIj_{Pw6@
z;e<|x`P~FQ{#tW%qL{#hXMrhDo*4jnintje5EmfpXiLeZzn^Q89yMc~Qd`*La<DsO
z;N%FGqS|(N=Ty|$I_S^ae-amdo?a>Y2SB&^$M?mLE75E{Q0g{MeH-Th!nM}iV4YSg
z##09v&1*lY__Z?@vpO}JfRVjplh{EjG73iX@RNOvv&#=8l+UC`*P*MZ`j~bXwN|c`
z$PrgWmY=oZF_{jNXM`$5BJs$3g!IIlIa2^DpZ5+y4nMF|f9;~Y7viL^B5KLpH)BA$
z`s!)dAs@?G+KF^(PP0<nwUt`UC8`Zh3}r+yqh*YJ2|TBfVaJ?m;$Ck1{iJE`%_Y|7
z@1lqDk6E`tg@)9ep8TS^sA(d&LEUgP>`vREyd<(J+G$#T|JaD$*qiEn6G!HI=6HN^
zcPXpH$NbM2Dx1*GEM>2-m}BupZM)7@Evk#}jJoSw{kWoOr=0e?h<dMd#5XNJx9>qw
zo5Qo4y(2@5BQae(Z)?4XuB(l>q$>_-mj@>ERMjYE0``qGJv>C{Lw@Vpo5(B5079!4
zc<0-_jymkF?9^&bD2{+TzT~HHp*~{&LK$Yeq(Y&}4<#*`%fVc~#&ceTG>URF?<u=#
zcistR7BsfLy4JLQGt)YB&JIq_2N%m4jwzus^gl_EqrUmOB(>l7$UaGoQAZhxQq1G|
z6DySuoeo?gED!=W5f&Q@GS2y_ILts~P*T}^^Vf)|-R0``Rai{j&Uk~@!<eCl^6(R;
z@8-#~Sz7k}Q%D%ZNdN6fa2rMi9l8I&1J&!9Mi^c%su@B{xW6n7>j}^PGAcRNvB8xc
z<!*dPe?<d}L|t*yts50nAT)f5MAPes?Pzau&kDqOf51MRwyCtt?4q%0*@4D3LUlBQ
zM72Z<h;18w8GiW@F&^UFm%{iXZk%;VQ2bh0JVU1;AYs9Ftl({b#=1nA=4xwI@2fto
zEPf-wU@M3GlDHJNJ|65{BjDnCZj@AnCcL@6?yOtk!RZCu-i$KwL;pZKfufr~=P1$S
zT>1H!*@I^538#g*f`nOC$dk~c%-uSx$x7Gy+;II&nvlwb9xAC%S*jwP2$9pEQOt&o
z>enK35;AV?$Xfl50olnZEzt${pFMc(ynK<EaNU<`*>PhV8LC23yj{U@Q(Fz<9P#pq
zxlduZ3uzvA3=oBb*AYRmyzztl36r77ulq(x7M`=4MeXaw)7)1*&omPvsk(PW_H6X#
zzzcn!78>hK6ygKx<<A-7PO*FU?%5kpY(`?ixxik}goq2&PE{-S!;IZ%3G825rhdd~
z<C!4R;6he7VX^mYZsj+-3s@?aw$fHxx14GNtl>7}(L|8bTq`&A5_a89u8xTN(=QU$
zx>*=Cw>k~qG&gW!eLLYLk_sAeUqQn<yb}7@?|B%_@*=eo)uAT4{~2`y6-57g{+hF&
zcnyj5p);nr63g9wMOjNojnQ{`lE}!%SnWn4&VzEP{b`)E%By%CHT$fO#1$N2Q)o}n
zX)o6sc}I(Edma<#zg=(lE=uxjoO4zsXDrdoR)>aivVsJ>Zmfnf^m;sz3bzt-i+z%^
zEB7#l?gf~dRj$e1{+PJ-+gj@b6&%B~l{PV=)XMJQ@xXhSzDqlq>AG#nRpD)3a;$41
zf+nkl_`~H^4M_Eou8kSVNDxX%(pK5;Zns70`qlBX4M@boqM`@?Fh4&(NjGg0GPL_v
z#~Fz@n2yn|J<UpW;fX3BPMBn_bhUZ*mBN)icnlf91!hz6p}KHDgFQC1uStq{#D{ZL
z$t$dC36I<{^;%3_B;Hrxjht8y$MCwc@=ZX+f6^YTLZO^u4Y$I4io_Ymd`^^j#tj_Y
zPgOfRi_O5KuO2I7gMBVWtf9cRx%jI0r``Jy{I3is^9)sid!b$`_kuNEzKXEC?X***
z8AFOCNB>N+2o&qFY>)5-XxCTT*@)I3X~$0c6I*y2q2O=3-NsznP?}#5bDel_SDp*p
zQlN(S=i;1~hj?K{HJv_OK87ID&ZMaOG>zg$WuLcHsa}T(^7;ge(-iq4G{_10;;7Ru
zz6h405Do5?Pui|IH<S{-`?+n+iZBr?`-f(XS)VG|8}@WZ!WGDcxv7`Eu1oESaM3FN
z0ED?4aBOBG@t*|mVZ%`^xz_YYESJIO(?22A);e!YCX7D@JhppsbF51GgSCXd3+^3l
znMA4%b=vv6$Lzm4hM;jq4U~Dq6@vgu6FB6wA;JpdePeaecj4X1vkIaIcWDDO&NA+w
zMbzH$i*z#6<F2$lVTtMCDHcnuhDK3}m~5nOBNafCU_{B6!UAZb2SOxshk$uiWgl#-
zAH8PQB#^krT8HzYIKwnkUQwPN1y6m#Af>_pkdC+vQWQ^Upml_@0Ja$;HA@av)~Yg0
zlfzX)<6dSZt<$o--FJD+Cu$6-aeal#EzYl;D!%2H#Kz3Do+#=#t}P8*_~Y!jtL;`T
zco}4lp=4b5UWNcz0EAsNcY+0;egoNUW|Wos8z}nbyyz;Bq5xIbmHgIO{D<<uzud<@
z<VPO_@{|=}LBUy-P^(j_XKupOjt`Ceidr0_r`1Qp-?W(BvBw<z>JXx=+}jd=%C+yc
z_G=eFr@y=Z8PVsYG0SR$rJz5I|NA$x;eB{Ga};(IH>@frvVBqPV@viq>{Att;1xqC
zm<jgXRdJ(Z@>wdOpIY%A`?of2lZ{2r0Sd^<tqw8(<j?Uro87;z`8YupNa+1;K-cC>
z<=X{xYDv^1pP5<*wLAJewdku@hPkn?vKMcJL*m6I6P@R_xW$@@d1&8aho2{?Yq!O%
zuhMPsDgX6+TFmv&&!s6$1!fty5ML83!feY&CNJoCK?hwK){~8zLz!S5j~%dCp}tMS
zMhIm;hu7#t$(|p5Z75kFwVYfZ=|zQ|hf)02D}2@ZN0&7F*|+=6En9HXbO>L@ggck+
zfccEE$rrw8qM7zC<S&WIT__Fdm^6n=UdN~RwBC@HlJvGtIa+cjq86}hpsdF1Zud;2
zs_b;f2A$Mx@efG&E1~blZ4-DQW?$gp4m7spJOV;^6a@Fvy)HHNwdSkWbgv*Gd25x=
zoPeZRVJ^k{SC9|Y)mm@O2oy`L-H|)GT*yB4FePMmIbXx2UDNKq5jgB}o6%q)>qY}+
zGvPQ*!Im*c;UeQ!uoUEh1N^MfX4x**we(aOI`#TaB}1s)Y+v8jmMkOyEy)>s-_Sj&
zL^<EqdL=Flw|fspRTZV{m99~;%1%4SKOj-+a(1dVZwPj?Pmpzn^ARZYTMv643LJP3
z7Qu}@JJbwl9vc%f#yMu|pB=KHdzHy#$sVN5oqn#o+W!Mkn{O%Hj8az=dVe6;hg50H
zPPA<IestxEn9fqxJD(D@UOyXS&RHuskZ3A6R+LYyLp?&V7&O*-(ScLaBQnle+<mjZ
zKEV+UVwZ64-m|0jP#*u_?2)>H_BFP4f{xHHhb{BhuVOZ#9}StiecZ#B4oAUr;C-V-
zuh|su8VP*9dPY=)HMaj<X8)rv;J2H(9wX}-1#)hRu3yhvY{S=pS(s5%kHD|AahwPF
z%$pOyQ8$*S74;T?buZl8cJ^uQq;WlOVyH}|o_vw*nd~<mr6Ub7%XYf%mJd?`CG$}O
zg4ypN`5z1im1*6`zcORK)u9VVx`(j*9)T}fcz*P-o(SJY(Pi7FS4KhOgdl5wszVGX
zDv`c&RK?Vih2fpB<2AO2qSO87EsKW6I9P4RS(0h%2hlBP_J;YFbUYnO-NY%2-VWJ4
z3vpPPp3e{74<98tArFI|j<4gTQG|%aEYet0XL!%3egH8|UX(tO;-!W>G+n6hkpFJD
z`p&@rYS<`F*GmBtCF6ZVu1waVn~HoK?{y`?J|eKMGhOew9!m~!ioO{{z-k)F8q~U^
z0s)`~F2icA@hmd&2{%ep6z@~~=x>nyzp)Yc$7~10NBe(Dhi)I1ybl{R71Q#=oxUrj
z8j?km8?tH!?dUgT(iWRA)n#DP$aoH4R`$h|9f*Jl&WPtH+NlMm<$Q#ix7UnUCEcob
zq0joS1hyr#kQl36pr&(!j`{IDC~Y!p`s1>spSLsQA()_9WThR2u%^wY^HMFPEA@%w
zgnCXd{7VwvcbeAMEx>QQk<CyH&u=B;1KOdKD%c1=N9?U;WwTBl@8G(z1pKfPH4*qX
zuBVy{n>}i7g5t%+s)k4})Syr`$${!L^iipPy~W8HX`=W!FW`RR0fD=Yj+)+!r-2Vx
zE@)tHRXDYx;*#+BgQx05HO5$-pmw9usC^oW!jhi6<Vbbn$4w3&1RpQVcRL0@qnCzn
zT$Ejtof>wTCZRvwBd}3X;A_s*J!hxIi4-K#H+*~pRdfo!$W&atum85C``r5cjvik-
ziu+5lyED#n7halAxR-vd7<dfBKhw9Gt-f6Gec#DZ;L(dfJ2ZL$qPAv;QpW_!0!lHw
zfQ+cEiA>?Max?_Wl~J_xXWFF;RDFH<2fiK6AiRRE&t>fwNzRF-RCR1x?z*xuhwKo^
zAf50fW|>Xefv9SjtcoT5q4WUUp0Ro6lIMNxAcNylc9h#K`)KBYb6M8*vxOaTqWtu)
zr*6+OBL*0XWW4Jwc0@I7^xrxL2tC3xLsHKadR^|_$~Sn76(6jiHur!ZtNtS1^Sj4K
zOGW74Bjl4gtU5NKGWnxd65g!3>*ir;SKlG;xU!ct*n2K-8H)DKy1=+Dm+%F~x<nOm
zjTt_PB21zOJinMwGGPt`d#KG4aOev!bbHC9Dwlo3gs9BuPx1ny;nKrgY>K$7)`cY~
zA)bGd;Cc0;FfZV@%;KZOy0AiKTcfwUQ*)R$e997^k_+t=R`hqzNBjd_puB|hm0r>t
z@`5gxpq(Y5sn3J?buaEFE#%<*oh?os)1jLbO2SgFjBfm$GYUqimhR<xX%Qww-w&RK
z-A07h$^gH3{H4;|Df>}HPnuc=mw_`JY+wI<n!s}0L7;h^{xNZ?^krvxA(wn9v4;4#
z^;rkb!Y7BeAWz#PsrPB;a*-|2@}O38*>0jEWZs-oqu}l{>QcH)?@P!W7=_NB)p)at
zMlDK|!bq(zP)~nE$d?H#qO2+PPKraBzHqAgfGLiG4>6yJlAE5`6ivE;5*P)PvrB-x
z-;WI)K3>Gf`@)&JvfD6V%Da|U>M&Ptl^B28d=r{3LHReIe2`C03GYHf2L#po&JUz3
zMzLU9UE2pWB4-)b2ex71N1u_E3OPr(J-A)TG<}V675nEJn_M>v{ns&Kkt=sah?~5-
zPFwoO)s1}=P<-={N*tZK#T?1H#vUwLHAMI_18vtx{dx~p{q27CyS;foeoX+w$7SXq
zOlO#Tf9G7`Dr63*dL4~w!~A0KMFo^O*v#>DdH0Rv0Is`+^`}wtB{Z&8rG00@cyGeg
zlNOyESKHCn;E3*d3`(0#<`eiR?Zx{57>fE9zvo&ZA)H}$CpNhp=OpMWTyfhGRzZ57
ztkigG1>Diw$_!WUnKF`IUAYoBQ#*kd7Mp*46pJ$7Hh-H;juHG+GcGPT?Rw_LkXB%@
zAzh5XCyhboASTVGjqt<nb&+L`5&c<vWmBP-pQ%DVSncJT0Ka)Aj~=827z@W*R(L8n
zH`)<PaV@OXwHW|lysXrv0IHq(;@pv6BpzQ<wzlPO#RQco3}<4(-P|TF`kz*_6D2}O
zR(xNI$rnQ2aW6^U0Mpm(Y%ZhZ!<%`Zc5&NoBoW#ocU=1#IoaL#4|5YVrh+b)7Jb>r
zD-LJozB8x?U>M(+$=`~b?rHzX&XFiD{CNpatJ#TU1uIrt{}YT6ABZQzM14g)?iV;E
zE2h<0=rz+U(lWKdkRdp3^cmru?Cl!QJD;5rqrX~LuII+7CrI$!?$<W3UV<cnzXU!3
zF1-<*GPv>n-f(E8`iagImQ%74Vz;UrYXT{hhl&>tKOfa+Px@UB{Ap=VEWGu5(ouWv
zTndZ9xUd`m?v^-fd8XtK)5JAa!tnzblFM$rwb7HwXkh&zB<dziE(JWbAo%*NGm3z4
z!BeXlQ8YrWB=V*XTvn=M7#!<0TB$W{dR{lEIWB+Co`o_hNFnAdIKJ&!b@mS5<05w@
zAv`GXOUlSw<;&%=wTjm3NGQQV%`|{Z^j(36X{!j+Tdtzh>{ahWJM(k9ag=nCgSppN
zcV!t;t;GMV$f3WT&7n3|pV~@g|Bz=T;6@lmUfz-Fy}vVyP&k>A)CsiP8zS(Eh^gCa
z`gM`Cum9FhHWUBNf}xIZaUQ6f+q0Iz%T}+7cR&QecM65O5xn{uRr{Eh-M=@BUJh8X
z!Z_gh7Uf#w=^>M@-;Rw&ynP*o1d`_D)7da6)Yuz-*cV67JJ9J!!d?&z@Rh~_ElmkF
z?8EG+SulYw);oY8uj%L8%+Eb0gWhYYp`tv-Uy5eGJ3yDu%qLU&!?mI;<N!xsSYBR+
z`P$L@3EOWc5&L+Ve3s$HUoLj%5I0(ZmA(C-T|d^U#_U%uNxAr^xfVZ>Dc1Z?d~FHt
zc#Wm>FKu+L67_wuEcBrxWexoexcV}?GF}9;myf8F9=Jr?cu%a8+M>%zCi<9W%Cc6o
z6FkK1_x5GtWUTm2CJp$VrZl}qczZ=-BPY<B04um6s0&Um)&;{nvx!6v(?HpEvbOww
zyH*J6WWumFLi`;1YF+-_@*`EsjdEiM6qj?#ik43&Fv85j#g`{&k@DJ+P!v+;Y0yo)
z%Y$Q~W{FyKLKb;ajgXF+ed-gR=y?n_glMahd~kVJZn9dnhnISUItWggCVz6&i}vsD
zhkBi2DPn8<6j=DqF}>sVN_P^eIcd@GmY};5CR<#a7MH2((wQG{LRdoI>?8kX)8q_&
zPuUylXNU}y-?pABp(keKZt@kQx;(_w4%41oPZPp-3S~gHyRNgsMrl&NzE8g~hjA;o
z3AnDM)H`N&jmx3jEK$6#fAbPZq)i-C)qH`cgu=504pxvtYr{^i^H{GPpF4#BU01da
zWaLX;uf8)YyYJ97m;EM(MSH)GI3Y{AGQe!|yb>dcafAhq)m_iHStuRp_%Gc)fX!7J
zlQmR#HFdE-*=vDJ*lgAtUA;s0Z_~nA;OI^N(jWh+uM7;RGe~Q&-cDJ`9kn5Hzss@U
zGX<rXmR+uHHM=c97VOQv)h~?bWD8#Kh4o!3;zg0GnHzrz{h_LG>FCBFEUf7At#`sH
zK0_5e@}dy#^BTF{Dh=$$aHCQ6ULNdwF(5%eB+FhT8XxV;FDvUMT<EmJ$wckF70yM5
zi=qcL1?HK=b^`_d>1+XgzBWb7B*XQ}qDF!zc|qi2!P+2qA(jzm!!uaRDb-x2_<cTF
z*rH@nlkkZV;fkcmOv~;b+(m2h)x?43*9o<2oL;ZXeTQkvj(Ok?nYmzMOqL)q)Yttp
zG!N{&ezH{^F`hPP9b-2+1~vgu6QI;&&9BND_&AbzfFeDxyRtr)<?vIKtg-jh!CDZQ
zIA27HEgCj*iJ&$FzdM<WDhqoOh!SM0W(iYhM(yZ-<%co{JBh_*WWido6!>Sr&$;qr
zy1cPM?<}tyv#nYwnDa@D<`Sx?x7xT>6X$ImNjev>_Mz)|n1R?*UF_mUARKEQs{BMZ
z#!+C%+Q91;f^M^;r=Z5HuIe^T(azQVoO>f|;HZ3uZM;wkLV4kAnMg!g-M81xk4aSs
zY=P>*s5V?dmeUMuqGq7)`-f4iDAUbp85@RyB6#MgxE>Yt54*@y11iFJWFw{9{T%i7
zO!XM6G4-KZcLFq~Ai|<X`mMB~dwI!3^!u(O9gB@f)X)ZiZ<-<&ecY8fS}4RIj->Js
zO>5{bDae^@GSpWPQ_pY)lLqau;$b}bw1TVg5-vY*c>&jaa|+P%u_lu00T&uFd^@mG
z-_6Zl<AfYSFe&D*6;WNjRQEkauAS`bIXTq2ave6@tlOLPXZxAhQ)2XZRS|@7eM9)j
zBK^mgdHA?rDfO5R)*Rj!EO$J!Wyx!s{3r6%pY6m3k*;!}bV0EC7D~UX9j30r*}I5S
zFrB*EI79AD^J@mIqcha_VtUqEk~4hsH96S4J7{>KWzpef<BXlY2qtomf)Mt#J_g@t
zSBP@%TU!$A=r%Npt*W9@VpOt{b#g`wXRU;c(^N0<NH1C%8dUF!)05^5cm6ul%xZ7d
zq^&34bt2?e=|E(JZ6EojYmvQKnq|kS(cLX9gX*OVSf{_9Wj8!1z&uh7jb>N$7Pru=
zbY3sG`J;o(zRdf@h_>x`7L?fluhW_cP7iL5e;r%IK19V?H~4S@5u4>wKTHFzbfTMU
z^go}xEPh_?UO=;co*yeRg1qs>@T+SFGeTI2K0epEKRcrBYOn+Oz`o%hN`@9E!p#)I
zSqgaiP)1?GjaAP6A0Dw?dBGieQVdd!v2usC$OS?qo~e)J-0GClu4hJ4ua7|>YjkA2
zn71%KybBId+*RWyPem{DQgI9KnWDJW+hOR+^Dgwe-dQ&~{gFCjRI#GX%>0B=r>3fH
zhWo{jjD$hNo3T3Ux(HyDmIFhA^0+IW5iN!;k_&4|0tRhckbOGkZa|xaOFL}zJMz2G
z{D(;X?<4!)xyCS(rK_`<?2?Ldf^xFl(za;F3{x-qQ(cRmc973LA+Q)B8cw+zb~m2e
za`IIX*T2?krL8Vjy^5f)81aDHj>FA5MdO#P<ND)1KO#k{5V&ZE6pW9{FA0%_V^EZE
zVxY9?lk*=Z|8ugWLMhOru@n~cKEP$QVWCj7!7122DQw7Vzo6v*uo8Dqns%yeYT|`Z
zWR>!h4u)2)8A-d|Q|aMsM0I3(K?7~>^DAYDH+Y}7Q!_VHDrX2M4Ktx5UB%wi*r?0I
z_>a_;#xbYhGGA-q`Z@}ExHMa%(9(k6o*n-t&HROH^sv*B!0rC48<K7H^8nGnF$mpi
zyQMO@dY?jHKjD)?AAz`v67?y*tQ=&DXJgl~3IC!2t95p~1bZuywu0o471^_N)wvfJ
z>0%$?hw;|wZ0pY|E)dU88pD^B;_Qk!#z<nE{s7D%)Ee4C&$#)pAhdl|m9kpPaqU#q
zX`JdxkbxZ;uDvfPJDSwIcw<h|L`^j7f_wo$od!u@no@RG0JW{;wp564w)f~%y`r7q
zVnLRS1{NTzZpy&@rL(-z$Fe;qn`AqVZ)oU&`%tN}H>z-3nT%>nVO%lob|0gr8Tbg!
zne-R+r51lIPgOK-2hCXLGXF|%^`P$VG=nUc1cVsa4Aw>Uz$RHyyo{hbI>#v*8=e&l
z$UzxX12mACtRiBy<B?k0zuR|)zX}E6_95G(94h8xwQydnwpcb;7p1H0C_k?leKcLC
zxcF=%Ob1<xJunc0BH)t_<8eSJ+}<38Uq&oS&i&#{A!he}EDFIZzmxLkEvPn@-Z&CQ
zyi8^z(D%szI@YM1FxSsi*r!N3=li>6!K9hMhPn6>u#qDH3E4i=EX``_O|2;@+s}<(
z&Y5CpKCQKonsJ9@9H-Gemf-P~wFV?iK{AS3-+heQmfXs4yFGAWe)CFome<GJ8^5Oa
z(Q`0>us)*1GkIw$&i-{}bbc&*tPuHJupKzI`hdW8H;Z@*^pcu8IlsgYr!+o9>SGeE
zcQ!6RQ*-O|(Ju|7)GAWfyRs*(@~%G`3|R?PUi7igxW2*Bv+*%!{ro~IB7<r}l3w@I
zrSPWuS)vH@R9c#DQ%gp<>7I#s?zd}@E9=9w*MP{N4CK=_cAds)ny!=WO%P&LY@w5>
zHcKnu^ChBu_hZSt-OipcsDO@R@yb$jnlS>3H?!6<nLM3=_x@4>2ImaSh=hd6(`+TU
z>te}bg+kHFt$OAXdd&E%1}?Xn%S@;XJr7(pdrJDg9f;e(dufVi*WL~EXV6X$+}L-*
zk3U-cco3IX472bmGc>twP+hV;78sUr-8Z2CbevKx@oMFpn{I3!jXco_tf+_lkkfu!
zicmU%Hxm5Hq?YN=$bV>A<u?43du1X2I(VY#i-T+G$i!)t1SFhIQ#;o_SH(UNekIYH
zLBAk}KGSyFufO5k*WlP>OsK-1mfkZL8Runb*?A#8?IR(%uimWD`N3?uoJ|<2=OQ;z
z^mI`FdB=M@N;uTxO(N@q`giJr!z^W&98zqPlLzrbvoG?os1pnk5!|l~nOdkrC`=__
zu0P7C&+K`4IS%05l*2WYxV|fxwtd-Ui@Wi_5v}Z0xm}}}?yvaWP6BZ!a`Zog*cA;=
zWa_VeRDx4jH&|A5RDnSCJ_8y&0%m0evD9Qq`nuK^6>H3Y0N&2jh}LZC65pfb-Dtqw
z-pQ$KrI7<J(`X=N5Z*k5%{<numTEGY<c2b7lPHQdC1H<ckfzsbZvQ$5MLC;EectT7
zA0rTxTXuyHo#r1~@{F~V2UN@>9_i@^pF1#AfqFhV9I0rIBnm0FP0w=^?1{b)eAl3J
z=_vC$k-pwcJ+a~Co+Lwa>nrNlj8>6mY3b4@?Mn#0q19xLGXrrHX>TVBUD4(-YyuA<
zhGI;9pPzpPdldb9Mf*YXp6Ob?Eljg08n|@MZj)wCWl_`nI5Kds7m8B#v;SG!&W;-3
z$vyZB>&}0BPktK35d-f~;MgT*L0*9HqRW@76zuc4;3q7M&!X9ftGTlM>jP=^_Pmkp
zak0`nu&-@y`RNA7_4Ln0a2U-3*gJ5bh6_;{!e#6!ndBUBjNY0Nk%3+n;WsWQR>&nm
z<jjbl=Cxn_WL7F|(lV1-DA$%BLOfQVgx2NIFj38DS+UiI!zb+s3QCix!4H>P2`7H9
zCb6SL#bYNfK!KHc;>#{C0DJxAtlL+{+L-pj84F+<ZAo2He4k_y>4oz{i_h8}j*VSL
z<jAgMJYkk5^2s?rqv>S4^NfyRVMhE4BFG(I%+P{#_uO$(@?1{|eX*?nu4|KDfc+z!
z{@eG_c9_{jI<-@eU|yigZC>1Kmm&I)4gXb2;ax+eZ$FcB&&-qU%JqN#%5No$ZCJQJ
z5hd2SBgq3D6>ymw%Fxl@hHEn)>^2i-NEE7QTD>^ofIU|A$w<h2kDhjTcxX}=^EC)0
za{&}mVDHV8S6))OTvg%G2}gzMoT|T&5dT9$g|qj!yvej}bb^~dM85#eO~dxJ+iQ|B
z>3rp|Cg2$hj0GPvwDKm!5h$6J*?I@o55)2bG2WN&pQboUz<TNxSzR+tWz?$}Q#CvX
zfV)d%Gwai?7f%9`Fsc1R+)Yc1ff~$YRQVc?apUMJMTD&1h1Z%0uTUbX=fN|{0skT4
zDCnCopX8TFgcQ{pTh()U_L|*9KqBNOX~7N|Cpm7z!o5TC#H=iR+vMxRkkK|pfwy_3
zi<g-2cM=n$qh4%i1J<MUPSqSg`$}-|`((eO4FV5-%4VfmW&&$m)o0rA6}5KRtk=4W
zHS*KBQ5kQW_HR(Y{{XfAS9Y2fgzR*oYg{2WDHI!oa$VibVm--dc^BpOHm9pU!;LP)
z+<NI*>$sJAya^V5<uBmjW7(R%fpxa-hY<2LBJ@|TR6e{7(suwi_?~Vel1VchPE$Or
zG&k|?l||W8^K^XCawh|HiUE`;wd`8I+PJ-AXTF65BtvH@eLa1j3CH=f=N|x@(y7kk
zV@;2j#SyT@Gzm2-{jPCwWvlYL51kh1OfVOZLMH_-u5bGhpSw$nk_(vImE&v(1zeN|
z4;4m8UBK}qFRzNk%HW0pC`w$*awMl~F)tTm%58gj=+vEAsV#?wAn(&(K+w1<5$lo5
zRFCWvnvuq}c?m&5-C6nP!Zfn5VGyUvtwGcCSM48H`D3x_<%_NLqw7Ujp9qO3ueFoB
zII%1Gl&3dso?gOejHq`5DH3dbBd_oAVxa5FBHR+2{~~y)wTBwnVrV@>S;GmF<`^5R
z8-myr^4p^4T-PzoQI+%G-1PqSzy4Q0x$g|}5Lk)H4ouX6a94<+#eibrXU0q>=_JfV
zAZv^N#z5Xa*@@_eKnArJ9Gw*FH%v!&FmnlnP8jtL()QVX4lJA(j%OF1?mxw!i3I?#
zq-B7djZG7Z#&G}MIn}G8*j2z%wxDmQvMXt1?o>H`5RZ)TVDI9?-=>eallB&q2(?Ii
ztcOAr2${wv#S&m_kkcSAa9tH2R6n^q|J=+a8NJ?gr)7P&7JDI^@$w1*-K*35xZ&Kw
zUl+aQBgf^m-B;0(sU=FA*~V{Bdhx?{vAxHGmm{u<&HH?!Xf$`A;(jw%Co*%KT4($v
zFR5I)1|fgiODrc@8AS*uBez6Z+tni@qUD!iOBF6);X#4vwdV=^DKe8^%?*mc^+w@K
zEJ$0~60nk1Sdovm*u5+s#k)ZYAHp9+KMM0m<ngDDXNHD1;sV|p`@%;1(@XaN&Pp+w
zdo3Arg?%Dt=Uw54;=t9QbcdtB{*$Li*p*ho<Ha7$Ji+B$&@h8so8|A`N@P6*J57up
zm24~s%GTD}8HJ$%Sl&R0p@pito{J|;J~iSAOJi1L5KKRu1ZHd_@r`(uhF$9PnC|{u
z0})c^$n!SW1m!R=u6@X~U>J8`HE->0Q6xEPMeVs8Ien>?kITbqU24}pR3C(DCH|+)
z*5BT*_p>jRw!C=I{?48T_A=b2?q8rw#VBTV>!GB0{<w=nBiW=9rVRjDPk?j%glB6v
zUfF#52h8Uxa&*13kWZZgb4IH#v7c6bLDq+rmCKI03?P)plhbLooIfXyIg3z~H9$Uk
z;Z~W%O=-8qyUc2X1`Y=F%Ohq2cqhUYj5#sG6#&qwOqRmZ`as*K#+a%i75AEIiY$It
z<`NjnzJAHXWG3<6xa-?lcCz~vl4f+taQ1Sh<(z#nc@$OMgpw)!*cZj~FyiCn>U{bd
zx97pKp$>QOop72(PE)FMX1|7*8*mz#5{@`zvZ#?z0?}DLY41WIZm$ad6w>y0SS}lF
zR;$y~oRX8Iwv)1=bSm-)@$pOfIy-4<3xKdW!odQ+Q0{l2TkeCBS!W*GX|nWl0N~$1
z77kVt(MmGRr`;~ilOXJRyw_=uu}y}Ju%z@)mkB+??Wi^wczH>JitD{AqYE8;aYyk&
zAG)Aa6>YhQlp_kYK~~LPDqh8!=<k{fiPE;3$3(-e-(D0B^N@wJ^1r~75fZ3FHD;Cx
zPNNC{H^Inr?W1G*nvlZGu4iZRMM)Pg?KpMkzYbI!X4!nuR!=+QegxCl7Y!z5HqD@?
zx!>FVc&GZjk~fG?<B?O~-OI`waM!ShW1}YPBLqG1QahFFG`7ps!ug)^Og4w0;2rVm
za!v1ju48i?iW%7?0c$ME<FH0ec6V5(J4Kp@4vycGGW?Er($aqi2>7#S8$)qXaOM{S
z^=S~1p(8AA>K9$tN_zr_u}kB_1fyYK0ow>2-ZR&AsgJbej6yA(yP7SOS||QV9#mLS
z6K)1R$BV)ggeXB|5Q6agK2K7T`+(#=p_J%(JEYS)I+Is$V6s2*F5L4D1_!au=wwB1
zB(iDTxPePLz3_J^8FjEe+rHtIYLgN@#mLsEX2O%pSbvzs21bIOV@ioM?T6E%DH?n<
zog2^Ub}60H51Lde!*GH=J#FMO(Dim=0rkt!=KJ|c3%tL=Y~g(Jr7<NQ#{um<VcAOL
zq!!EAj1rAPy{laJWL@j9^Q{g3Mn<i-RlCQ}HvtugLG818ZyNY`jR;fn=WGP`NpS}D
zh6hJy>e#88N>$}{qDoEj2`tK=1<kQrPd|GBprF>OQ#UM@`>Pq|A9x=c^$FOC1pF+h
zz_e|>=QCdN_qn|<WUoe(u~hrox#ALex&h$aN*nDYA<xvQLaOiyakgc()`<=5iUIx+
zABdvGTGJamM?v?|N_X$Z_ZRn?E_FWU43X4C6HRuiUs^&^IkAqzETZHQFDb&^BsnR!
zM+r3O2upVCE}tl7P!!|)vJF_6b<$;ewY69lTc#H_rg8b4suR3i6Iinp7T$wtD{xy{
zE+lUk)t23F(`9NjO;^}`JZHoOd!JvmwtWi0-^dD}swImkTjJ80@pz*?Oh_El)6-m7
zU0-rjmBebB9(ElF_iUdjbsMyKZcpli)GoMruw`6h*!21+8XGjf>-S``E(f0{XbExd
za;T>YRLP2+PM_>nZvFb&`4{<#UR3hlz1QBO%h5`Yk_f60H2_VBFg`vm`*5j-rbpZ|
zHVZpFioA{YAF9Ydi=qBk_pgiVtqQb9F6x&&Ce(YeZ<Gmi%*f@kP7r1-mpkz+Y?`o_
zb93wLn>13%EbH~6`{uY_?}n0zdtZ4eV`HM0Ks?`!;QKsrbP-Xk=TXkuw|QH?Ki<>V
z5aTk42ul)jtDcLNeTA={w#m^Z%^@s5MS4jC^Iq1j&y)tEe=oNpVS0A0K9jI#`_zdD
z^~{I{`RdF(l6OOqMg`e6NAe}gQRbJB&|&P6?cG4#>z2EkpxD?FZ<5Zk7QZ;(@&&+$
zehIx6&6c3HUMnGMV(~`(!pV|{t+ZsV$2gv^4W1c6SuCl`;+B`{1&DC;chx!K;Xh6X
z?Hyr-JG@X!2GZ>UcL{1qx;Uso0002^^1m~#`uDL+DVZ@%Fj@w`f=8P4Cky&;o8}5K
z8r)o~G2s8+4fxGQfBGmwjAA*!al8?9cu=;d9YB8t8iM`857u}Ndkbcz=$AH1tQK|F
zn%yW5LuNfmc6~$o-PVciM_GbdB6Hf(Lmn)|M4QGfxMO^qDPBffYM-25Co5%L@%C}a
zL5<9wtg?|3hyGU4k%cM=%V)j(nWhn^VbSJF@;);Cx-1oZl=ys|_dR<)K7r#9Uqmg~
z)ryi6OGCZ2*qdKry%v95P6dPBek<wVAUNr$KP!p$h<|cQhpTZdLYdmm(cJ&2bOVA@
zcC+;J;!{qKQ{y`qBhr(JtRf&UacG!Vg=bc`ye!ePwvGj?v~wD>H!U+(-{OHU{j{jH
z+|&GWD-`f;&qBqUDIc^h6W%;$r%55t5nptg@{?`(VPi7ARI%NzaBCgOjpzAtZFgqt
z;B8Ea4mGl{(}AXrom2s+Wo(-Dp}Is%txOcaI^C;NQ6^SflgToPQlKE!kq!L!pTz&x
zwVW1DCm_aKpXEXNuFm6(_6&Sq1>8vM7EkA8ix1lko%*Djt-v@P3Be(fPn9Ttm?1Qs
z7Im4Ye|e_-UongSo1Z^Yw6c@>Im_UGok&&klQ3;NLQeC33Roy3R>%I_sz1+WaIh{U
zrkuV!&Y&B+NBx<93$KQ{%sk$2YQq1UKUC}UWThKLqz5m1q*H6XL0+2sG&*GA{7`ju
zdntaz(%B0qAjhwMVEM*heNy*FHCoIOb=uX>mu221QtC!Ly;IRYGbXz<ljmrOHkR#Y
zpM5$-nv|326Xur4*FU2iku(dx>Zs{5aPLfueHI;#wW|M>?s=W8Q>Tpm2)f*jH|BQ`
zW;gmZ4+X@@!o;q)cXPgn*k`?6FRz(RI}_~1UzEwB`8NcjR^b0y=tYHO_C-B|r9O={
zCZ{9zgsIPTbA}?xIFtr;#sK!ZJUB@r&DuaB1IUJ<`}pFv^6`DJ1r5>AzR{bowzs_u
zjZ?g>IVSh8`e^}}vOZ@canKiIUdmptnZ^~LRv{Zso-x9LSfWj%@k*7NdgT#T^-Sg?
z+Zfqk&DsofnjX6Ys!ANS$k2z7(7Zh|<=etkiD_kBs+qcc>y{?;iQ+v41KxYPepes-
zxu^obj}&6K7#Upg&1r=i!~FNV30fg{IN__3B|&qN0pF>arI?l0Md_q1iubpXF<qr5
zrRp<pv+Z=s>(rx2A>O?!8lw!&8<zm2PvM<Z5PiInf(JsIf*vW8f8+NREWMG#hjx96
zYJ;lEKPJ{if7mGwjdV+{sI)P$Gf%f$mAiM3w5%Ba3nD&$wr>3Y_y0+|;Xe~mW%*GA
zNGOcmC-5T!W+@$^jm7m7lkDp#QcdN`_Y*!T^pl5`9n-Hd^Z<m3>I&C?TCC*nRHJBr
GeE&cCK%ZOy

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-72-Multi-head Attention Architecture.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-72-Multi-head Attention Architecture.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..35735c0c756edfdfdd7b23a749f4ff270b74d272
GIT binary patch
literal 60326
zcmeEv2V7HWzGx_dh=@wBQ9z0aNS7Kx>CzRXMnS0}BE3dLKtqXuf`Srh(u9D5bfQQR
zkX}OXy(UNrA%u4rcju0?v+vF9-nno0uJ}9g<nWzyzVHA2dt<L}Zwz!)TU|>XL`DVz
zkpcfedxM}0po3IY)Kmu!Qd3jY&>TE;n33)<E$v~p;|%nST<l<OE_P1N6MUiqCwR{A
za&ijF3Y|GCE+r)e7LZdqC!r`RDJ8N05HcDXn!~h*S?TClB~Egll=#Cxdmli@4pQhG
z$fY3T0g)dgqc}#kR|^6I^E^QI(+}t`KV;+-ln1D&57Hc>1qKu!1(B0cP>@qn95_Hp
z35*T|eh;ENcHsC)aTO{C!|T*MZj2JaF)0UmRSQ2d8FgU!ByH~Ar#ZyT!pg>eieErb
z=(LoyjO;l%`3o1-)HO7<w2d!cF)_VrW^Q}qrk%Zmqm#Rbr<b>nuV2W6(6I1_kKnO!
zPoBmnJbRv)nwFmNIx{Of=k2?q;`b$`W#u)WYU}D7J~uXXc6ImkV*2_A#wRAHre|j7
z<`-~lU)MJ_xA5D9{dJLnD84NV`24o8U#;sHur6{+N(xHq{dJL%djki>G0Foc#i@>~
z7*bz%W8jepKFFvVlT!GRhF8)E%Vcx6;}A2S)c7gf{?dM0+3#D}{eNg>KQHXR)-?b+
zOhE>09>p;b1hhpEOucvL-~G@wpH|eJsM1g=yIhPNp2=XYX*qKkWa%|?Pd-Puj%5?x
zl{{vFI08LWN36<|2&p*NFl(JTK5R2<-gTg-HAyCUx`5|t@VSkNdoq$5lUGT+y`mmU
zr%)mu{lzp)_s*)Gw^2wA6b|knNenr+@i>kg>7HF1ycL;WahbpnT|~C9e%a)0(dOeX
zxFWqdwwUs4-jr+yP%2#T$MGk@;Pp}WF1gH(^I(|(SA2j+(kfo7s8oCK(ubiO`i;Bb
ziOoim=KzrjAEv059z}2P80Ih_%4?_C^b&n+SGe0#SANi>Yqp>w>c)K!!G%w~)oM8I
zge;;MK7<r5(;HmdyFx#r>Ic4^dQWL<LjTe2WF6Q+hckMGS=cX`yO#oK!TO|P&mabD
z9qIuQ;`-V=stzR47|8~%V4or}`#5=)#MLEsZ4-L4WD^v(9sB6@_dr+ttU!#0YCn!Y
z83q!nj5m|Wt1a-Pg%PC(+0@L<pOxgK*WZ_<eaxRXcHBCy!)Y`r!tmt!eR|43;YX!-
zfpMJ@dJoarJ7?L=`lFT8+o^TN%8ueMXkNJ~vgtX=E8Str`zk=OGe9m&!}q4ryhC?Z
zv`*NKkDCHa7y~jj#vjL@4Fi>Psj106V^<tG1?>(>4#fqZKRyF@P~7Rt`oUlSB>wsf
z*+oWgzJ`uU7F6c$STBkylpJX|Ylt~k;5u*pdNd;di9^?hSmB1^J7lhPwVyxhBajWr
zha3VCk}g%~>`L^m2poy6&*#AK<eNSVID%teR6Y>aI4aBT?|Z3gbHkXp2Rgk@012kT
ze;j`@3}!1`CRhW+$1RriOg{0c*>W`}vw$Bl;naF+OA_L&E@{P@+S>$bwFDw2+sH0V
zR`~l{<f%G4`&a~h#waAQHqMSz`{8r3D{UW)uF~q1i7Iy<Srr$L43Yw&4=5TaDopw;
z&&IiA;Ez`8fn3KS*{C<4?2CN_!m249{gT5oosa`1;yO|`M$F=C$kwXXrU4xbL6@oL
znLh2p+QU$;Ir1Jx!}AAz9Dgnh0=9Rw_CWa^uwmCls0yYHS%f4kv+VYgipZ9%5A1<r
zz#4lX)Xn^`vQ_du&}T&29tiUmbK%dO)Q?U72Hzi>^DoQ+er(SF^yV1Z-D8Gd>OeYy
z%!MR%VgMSsVfcqWzuz*3mVlidEq9p+(jv?pv?=yW{${xvtWPv#hwS=`c$hJQ4As@x
z{?MmZqU3p6HGYQ{kjM{a_MNae=qPb6-7UtFx_0&9V;^3vD<QWMUw-B}IG7r}1e2G#
z<|#i5mx3O#*e1MBp?kY&B4@j9*y6i8+OP+rvCuSPtSDvM>3B^>#98a4_(;}5kL8b=
z_N<<=u)Fm<L-9SV6!O8Qio0uUHZ(7lR?28dM$VBFF%7Trf#316Yfq6Aj^6`~rv^yw
zft1<9r_hrcL@E6+*z6~RJy5kN(FuaT9CU0CgrwR7q4P*mu$nY1f{2&hCA#9W2*VPj
zTnT-=1M)DeEi7dZ6oA5a?1AVQ#u3}tZpiA>JrFyB!~}i-oBfDhorFb!u~|f3;6-$M
zAQ%VHfiQfQ@TL(0yj}dKx9_g~<@J!?e0|jSuTNX___XkjZx0mq2-`r!JAt>F_CUZZ
zI+R&~`O;k=Z9{Qcz}gJ)8l(UY5=nM{Zif&xkgsE-TR3z*BCm@+=Sv)kUEmY=>v$Gy
zR2X>vr;B)7Qh+r5&NQqZknEuv<KS(q>kfVtfXivf!97r02yC<-SeJ6iCFTF<wF6s*
z?cipGtbGHW^bC}#5|-h!vBdt7zhvj!$p=kxt$w!B^U&}2{Ck-8&WHEd+2j2uOTs;1
z^nLSPX4aMQILb4@cVLp{$RAtz1C9R(2?yzrq|!DYVjKKv_dt!X`qb}{?Jooz@e2Z$
zgsJ1Z#&)eQhoY=IP3PXFG|Zf1nq%HNYFYDk@Jnp{r_*yELhx{`mFrl1f;+8poV!TT
z9;hZ-<<cGq(p#oa=TlJ&J495M8osJ^Dny3wQLFms>dCz9-ca4h1*0dj$~lb1`a0br
z#a8mPi*l6lUtf7#AC<maB=K(_Q21{Qh_DX}Pt%!e1@REC$Fn?6GL)&?1KFLD-tfpg
zR>*Z8^@KzZ$cy8mW@S7y(XcTcL&E`)1YK**twjrmGs`w5C6Q`}otTb#7|t7a+Qe7t
z3~hA21;85|`kQ)&kx{{YxV&d-k}lQ#4mHMmfMdn>_io1VQW%_@CEOZYv_;Fhb2D{2
zrgSlSa%~oyKasuA#GzhIo!LLN2Wr=~lDpd?!H;6Tvj=+D@GzsI)3r!$N^JAOj2d!W
z)i3A<ri212O={yqMM>Y_6nbB;90k?(M%}^<ykmw7z9Ro|`~-u8Gkc)RqZgp31330T
zu?WvSko8yCoDS4Pmy}Hkt2V~V?txBmFOsT&aqaQ%a<P)y5O(FzRJd@h#v34#ApV;e
z;A>htY-`X(v>Kli5fca#il8|zdz$0v0=4;uIj$`Nx~AY`yZh4<-@if$LnPVrJIWQH
z57~n%vgX{>#<x#J&uP=LPWO3DVtC5wPAfc=iqOn&bbj*4L{(4gmV2Auw6Y*R#1K0h
zmRivzux96YpLu|uRk^reAgUe9;ACxgJ2W^ch<c>|#pI%%Vch-Wu}1di>CdG}Pms8A
z=!gL04A{;2TVSK(lKMV#phxEh2ieBDJd@fUT2qNT$qvMh_9c+34V1Q}eE7WD0?AcE
zWmQ!t6fRq2wViu2%xfBcr9H1$tw!Svj|q5qG6rw@eAK6*j$6EUwkv=)!r9qtV2e@=
zVl-spmOkjXE_y|(T*+U`{)K6zwG;T5BJK33lQ&Ja<A?G3o*KgXlxfzS-^S~z6t!Fn
z86MAOu`SI7`YO4OJEm1N(wB>hqi(IINlzwl3*)?_Dld3v;;rIaTl?XawG@w!NVu=g
z8!VJSj#V-oT1Y5=;N7eFK{H**+J~({8fNO}gz7`yF6SL^Cv+q>wR?JC6qTHFQkQlv
zT5J+bpAHf=aAe)ZQKvz!Vgs<#jpT>bsqXrK^@>kNX24FCXJ6fXfpt`AaT_`C7H9QF
zR)4}j_)P3s@q0~Pk?vd01xzm{oB1Oi<mUsnhS60+HNaB&)$!E$${y&k($=nj;~wZ$
zV%g;l=r+YD3{#0D&}4FTNc1N|c9dYBS91XG4w}>g)!t(IYPz(s2jZ>H1@LeWv?CoT
zJY-t_UeUX>$WV>^_p*@x?c>;F37G`;ZT+!P;uC)qVJm45q-suh>$;)8F1?2Qh~5_5
zf^MwJk{%Slga#)X;yc!XEwbiOx|RwTiu^4nw{U~92<-FnIO5x*Hbplk(ah=rj^oI0
z7e?uE@2^{o7ou<_q>FQ~#W5JK6$K#uMdC;wUG_k!i%5K*<QV?0I4KqqlOK%7Tk!ik
z>LPcxOgC*R8wZSnG-R==y?ofbo<75wszF}aEHXD@%Ppd*)d&d9cjr)y8JhAVHw}`6
zz5#F<lOmF^`xx!Yvu%g?V$yXcCv|J2=PBezUa1=^%nyPBz_XV2pU}q_29Dgv_4!!O
z?Akr4uvG7B9J9?V_7ez|!sP@A-~U*+vty^S<PUBwT@AMu4Egxg8t+`oH?Z{VS%zCf
z*Ze3hkEiE#Y<0TSD%ULsCz2$N8I?Zl*y+QKGx9jCb!$?IwCqUadyDQ05chV;F>kyT
zaq{F%4j;M3>;Ma#tajIWHgAXP@kOJ!=|{GfOUju<;R|}Ckt)2W!h-G|h(T`5?h0**
z!#bf8MwfR(s<>+9x;~EMQzCzgbbN4nqp#d8NX%N8YyJ^uih7a|POoe{_t_M7s+ZlH
zO3Q9LS}FQ~7B<|Xy~v+-&`SMko;1DGibV8P*hbD)Et+%QFFf47Qz}9BExLub{zzZ9
zXJd}RbXIH>vC*aJ<%%biP7d$;dXjCe)j0xx)A2C!nCDKsfwhe1rOoCeFztnE<^?Zr
zW$JhD;N#pAj69lOn=o?NQdphaguX8z22``&S+{4RgciFG>8&qJjv8kHNJI5oVPhu!
z{}u`_{R@SQ|8Ts2^KKn$b)(&-3&_U0leCpEyZ$YEpcIin^F5FUrjc~eZQM2DUBA`K
z2bJ-)XjZ<EU151Ng;WMEZ4NFZ2{*@?+V%o0FycTBpyOQsby)PWSdo>2VQJXJS}WUh
z_^yTKy{CkrD?xC_;(|BH(;^pi-u7HO3boL1JL>ZBhJm^hv~Vy<(s3%Yzsc85(XE8F
zUiqmKqZRyfcILd7`IWN!^#ck%5zIpD_h^)Gc;nSuBAy&3?<<4(L(9|h)y&eR_*d_|
z?F;K|9jWgZSx(VRQ3<`sO8&OE?ciJxFU5{g-6^+DH3cY%z}Y)}>e!RGa%#q&=gp3g
zBSi7kR{r8HgU?lmzuai(@^a4Rg^+T@b#z;e{O-doIP+21)lclhgI3m#xwGQUQkQIp
z0`-Qjv_NXunG-TwZaQbG7JR9=(KP+c@3=2diJQ96j+Qxwh0nXNZBCiCy;9muieQzi
z#`lT7T>Tb8Pru61Y;M2{=`K>2k$$#WcGTlMO>SRm+>0c3xCNDv!>h~tob&%e1k!&M
zb0vv&xZ4@bapP9%D|Tci%!bL+VWW$BLhs*P94&7X-AzVMdH28;M*;mCm7!q>RSasC
z_dw+=%Et+<)!LkZ4Sa@t#<cG)4r@H#+SgQ7e!YYLq2DQ>nXsBliplWc+t;h1ERKdR
z+%{jmyb`WK@+At-vBQ0AOG77~GEKULnXpkBmWoI#UibiIJR_ZZ?v}J~FP++XtCc%%
zk%p_*(Og$=nrUuI&sIy|X&kfkPtAs{9PhL{Ro!x;)*eIYL9i)x#hZ>YuDef}1!h0?
z*pY5%CQOtrTxWdQfzfB2c+(cpR+^?fQAtla28*PApS=ePrXV`(fgV^)Qg3<c6AywX
z&34tcqzD5`{wo?;X}sO0!GJ+4f(zLx&m>XO<I+gSTqD85JrL{(Sd>^+_4r0{-_{p|
zp}IyE3XrS6c#Z~<XOtCEkpmk$zwZxA-3jl-*p5mlsj+dV?!W)P9s|Zk1Y9Gn{ADtP
zh!wDf6(ZpC2ICDsI2M9et3C_!zPtze5WMf;`^8ii#7YBQyp+E3b{obl2!8;4dCd5a
zyTitNAad$`XWqe*dis?GB>pI*9`P?c)9$-??}_PBlc&W}hd+|Z@@Ai-$O9XGrO(T6
zXa`^wi7>RL{(dpvfh16EYkz1p04xBwKH%@b4*3ow8!SW0?<=^sV-^HIZ!nF)zJvSs
zo7WA!vyTHa|4$qM8wP$_bS_+d{vR|`CVaKe;P;3<Bu!`1pi}Iew3sy(Dre_zO+Sfb
z9roEVD`{WXOm{ZsKYHYC391uiM&!WNqwk{f^a}Wc>`R}#3tj@r5f=v(k73&`U@zZX
z#w@dZIg61HgM`1zho5uk>UnmhR&Fi=O|Qty5>hGRnt6}z6Wtd5?kr@y3!DG;**$W%
zPNbE<xnEl_|H<EtY~tY{-PA~<j`K8daUC@fYZ~C}p@CZhsdM~7Zh)<46USI&Kn52F
zPM>AeF&dED><^|A+8->nffB|KPNa?Rg0-VrcGnXg$#i_n*U55=gYpw^<9HUU<zq)!
zzAzs=Vd(+n>pX85KMyvZPjDNZe~&Rd>k%(~N24^i6eWh|n2_oXpk<1yzU{HO_Kdp%
z_5g4UHdU$KJN(le#nk~n*<nLKR8lb70GUX2tUwOSFE2jJ0Dk||&`XD8;O0VCDJd9>
z3@`m~0sUicup{2}BPYW@aWkU3Gp@1m@|;Z0_W@_4;J5Q{R8}O;*p_Qqy?nGGAib#(
zT}kUYnFOTpRH^#=oOIdYWjpM5<LfF^DZm8pdwoo{fLT_eRg|ppu`Mgn0fZNxc#2((
znk-4yeV;I<x~)h>Iu4VBnv)-zl^z@6z%!&RBpyL#zt3>z>{36aV0sTGzq!N8-rK~=
zZTGx`{Q1>u?-de3C2ABIf9s0)PbTEwzjo?iAZVI|mX|dk@6bxLY$sD=OOpb^&_F<$
z(GZ9&A7HeL{Oyb6rful`93BoJho^Y`nDp1xW!^6Y!9CE;Qlc)%pFS8+UmpA=sVAJG
z6G-ccRXhg7{(!6=wM39$nv@-o{@=m|xFjXjft>Zoj=y&?9T;>VHK~+f6as|0f26(s
zGWD070S=#;5q5SINK}jFW3#utcR+J8`Z+2&=$y~Q!q?0C2OaM+u*Yn^MApxyk~lk@
zE6CC&#So7u*UWsZ50pOUdc9x`M5N2pP#Ec2FnfSWkA9Mi%&RP4@)1RPj5G#FQl5?v
zcV?Pir%_Hlf2-hg#Qf^2RWH@qS2h*%W8F^&d7t6*m-j#slO*e6<jxo@RE)?6X4wPH
zu9^XXZfd+~@nmOw5h2n)TzmqCeH;J<V#rnYBs_Rr<5vUU8)|gh4#^=H0JI62*aH!F
z7a?1Ka(W0degcmM*uP)fE*4T#^%kz2#y$SU2l@T|hCtY!8i;Ug@ASe}gGo%wPYgF$
zw~pA>0_yEA??>P@mBoN~^T<0Ou1=3d-AYAdHI%w@3w(b+BdkUR2O|Y-{In?ln~Z_#
zN}rzLAm87eMmkO(u?PCP^=1z=N<kDJ6iizXU*T+c1nB<1xE=i6!maz&z=nuBGm84(
z-wlw?_Y2=_68sC`2KPYwFkSoxQxoMfM;vW!vgu|^b*7Ka9>{bibC?(!Nb{HH%5+`9
zqpmx0<-IAdG`Lt{$V3Gq=D2=8^M8+Ze+RdJ4}|$f1wSK9g?<F&Xn>qN-DRnH<n!C9
za=Z)lOv}m?_{=n)j-b}`0jEO}y=yY=r1{m$x0mufY3=W?4D&xKz2W&8h+N2EpO6lB
zzrskV`z-gKS26ygOJZuXI5?ie9<%W*BOfx3j%270V!Xc%kI32sdEQBT7rh61IE%}#
zDLeGP-6j6J)+cntt?q<t$}8%9i5TgFiXn2s#(D91O3Up-gHxp^2=}QsP<eKHAfr9d
z1?VZF5D*ay0U~0SrvR^XsI!{2!=<fD(ei%Rj5@tDP<Orn4xwv*>lIa*2jt}Q$z(yo
zv3&{kqMf`$qqK3qylrd$Bdr+3Xmo>pKT%77yT~j3gZXLN=F(edrpilg3NL0nzt_eD
z)$Bd9QE|-ox<C@mxklEEFQ{u`9p~3~9bN<6-uQ2-4c;IbuBv7G+$9ZM8DeMVU7*rf
z%e&oU3Rv)uugvb=f$dUuYgwH=2kx&YUF?;Pl0&RSsv1BBS|N{7si6T~JBonoKZl;+
zy$9;gop+r;fx68FU*8~1+ykre%yM=D0{>r7%xdZhIlgg=Y$spYl)8=L!0mzR7XuHi
z=?bU>i;3|nSgY^A1F5s~sYxvKwPis*%cj?NN(-gPHkcjVp`x&wVLTGZh8o>I0k~~K
zD{v4}AbRb5J9W2jn)KQ%QDhY0*<S%k7E6V|Tc80UGz&0YJ~~jKMxx}8+kb%W-wSP2
zhlM`}z;Na}AF37MEqO+>y8a$s2n9>d7ms0tp4pIz)!H=;f^5(xRVkF!C)^UppI?%=
z?k`$<9kf=7e&R84PdOXgRwqV_PhoOF#nQ&@fzAjhSSXJa_X~$v-aoj(gyktTeyqvc
zj&UD{Jxo5=#TPxQQ(0d5@Y<Q<LNOWzTv-&0+j=%`OU_emp^!C$+vvpyXu?sH8x{!<
zaLK99eS^Q^!Xw=BF^LVl5?trwT@#0VC=2K}$;bCVbE@w@?SYtRlIL~Qm{!<+Gv9#m
z3f*m7(e4of?g%$4w;Cao&**m3*xeC6e9X<%Q7-w`{?*mX<FPUyjOSl)JIi!Ulsxr%
z>}-B<Q+t+NwZCCJ*dTzfGo`es3X^HDb^KCC_Vw6T*IopA2R-e_=YG25lceD<<dt42
zWfT(|R>rf?syILR*^hnEo1#Cj{pqCxvX3M`vbMrbf8D(>k;Ac7)KOH1+Prha<O4({
z<Pz?#CEj#AaUSjDc*Ex8R}Jdh?!n8!@FBc^s)eI9Q*n$fRC(IFnSaEhYrXDrrkqZ^
z{Mo{!RH8vqWw)t*&l#lt^M{98`z?2{;#S4GV}%9DOZgj*bZpPH3WwrRX@f&P?mJpG
zhMu=RP*YI5-qCe%^m~w)P=j-mWKLM}H$&W|HfNk>p5$jft$|Z-3gqX=x^>gP@!1=%
ztZe~mwpK`n5fuK;%vyuFFlESG<K)it+IfO)VlLKMD`bhq??p`5Gj#leO)#l^1fT25
zSbebc=@Z|W&!HTg(dtfeIcx4ieq2vj3@rywebHlQv1%GgEw!?r2&{UY+RLu{An`$y
zrk(l+>cNo2U{5)Z(fjYW#Kjq;^FMr8qY<FW3lQ!YdxtHD`d%9viv5D0imu7)ev)Xo
zAbiXb!ss%yzy76D1<yZUvAY$Cw5Ad+sqS_u8dla>d@iHHz9O=Wfq%p$guDXM6KH47
zFx2#$sZIsYujjI(!X|nuMYv=9JsLTklBTUCOETATBC=3{7cM-3!4qWNWjFPL-P{ko
z@C_!ASo6R~h}uOx8>hNlZ%q|c*oGb%42C?evv`XM5E!?T5s~&(@H}?-8o8EoCe!SQ
z5bg*v-)B;@tm{g(`k~IJ^(1xi#b{@?%Wgf*hPhm$wYt9RRXi4_3S!5sR6jIjJ|tC|
z%3>>OW7X_k)1qYTwfG?OCx~gvefc|eeSns4Y}7`?-X7@*#-@R>VFKW_j-2$2Wn=wU
z<y`G@8R_8gaUClMmERKl%U3)h+Xt*+7{IgLu514NSDpUg8T7k0ZkeBBP3|Mr*YU@s
zySY#I^1UlDn_+Iab@Tn~%tn50J@P2&lw(D_7~LMo{=#Pl!LM8N^VSqY-J8uVsu=we
z$5m0@`={9KygrauqUw;`9wI_~A!^21!?t7}Yp)Szs{&T@@o^TIe4T}@Ey+@dm-;#A
zt7S8`#&qfd=n?6`w&Qpf{T|e2;Onu^7S}$odQq&CmseswkFevTCR=FFzwat?kiDu_
z(G0mE*7HblYbvq#hgkmiP)ROYa7A&Hq7wA$Mj!Rf3?c|v>EiKGM0s)kt9X)N0aWB6
z-D!>Kw+O2uvUTMZ2|31v%uFYl^5O@wy~byHzY2PIuFzTjdD(bnu!nw?<=|jXi#gUe
z&9rB39g!(yr7DMyk$}|dMu{HCFeBMCj9d|XGjC*Mao~l{-D`IW&x8n<PQ|JKQN?1l
zM^}y>FgQydc?gH@ZzHL>Tp(3LGW>NxC+5{e7(q|=o#TK03El0dUuOY#2DNkY8GIb2
zyzY}&#M={&`UfkMXW<0qI10HBZFwM{@G!J}o_x0k<e?b*ib}Hz&FSX^taEP>^2i*4
zQ<ys`)57AOc=@?|wi`;i&W7iY>3k6lj0$*;%_M0vVRr8%0GS_58*fGzp!3jE0e}M{
zHpCq;e)#tj|Mo@jF`DE>H32{K%`ZS=!M-W-UClW;dn+c7d*^(&2*YYKMe45hV`1&b
z>n;5GZ>XOI@bsL7*Q{QA-Xog&^5vCMfpg%_3Na=;T#Rnc9V%1*%(f}2RkkGa>l^yx
z0n#Nso)lU033-`TC8L5t(5}QZN9_9v|E$*-&uo<8k&D-kLO3xzo+rv!MvRL;R~n0~
z!bvQm*-AN|<k2su`SqJ$+_3MPDc27l=&8;dw@}j}OQu|#zO+_4=eAzwk=i?C7GZdZ
zHZU2Q5G^ywijqg;P5Hb#E$8HG<9XEiQuu<G#CIK=Bp*D9ull%PjxT(p;xdj}>flMr
zO<+CmOFJs<uhlixRn44N*>r`}WY)bw32*CAX3=oY%GfLpB1C?^n-V;rU+tT}Kxh&3
z*v?~JGBbFsVW_LpSXL-=2Tcu|x{^Su056(D8DUcwEB8QwkoD7DSX9_`Y<^;|LF-zW
z%k&F(6Ge>_wFxC=T^UDf!KsrGuO-g9>#F1gq;yZTBKgy>+5>`56E7AYVe)&yU=F60
zeki6W#PlpCsKd#t$agBb*3>w4-ffO>>V15)ohEO8Sz)ZwVnh##<xFD8h=X6;eCzBf
z6$Onh&hAoeIxUY2w+4Z{NK8#)fIg#Jo44??X2h`u6w?=?PVdICu`2N}ml6Do8=K-`
zaw@-x{CV)<fIM}DWoP3!gLuiZ%TuBnS<<~eA)nq`^L9e@%Q%dqBC8A#+Af!0j(kiB
zA0Gwby)e2ZNlS&pO><lsk5}l{so|4~o}$l^Wjb6urb{9L_i&}=<pY#4^YzX)Vqu9x
ztoOwjKF6DlQ+eC=ZDwzXJ?KqfW^TUj%V!$H)#4_4wQNH=&dBYp1-X113+!_y5cbAU
zk*)+|laN#=_CT-mEPC0QYJ9HF5nhg0Je~CL{qXU`ENffldcOT9DE)^1k%hu$?vnD4
zV7HQiyFI!3FZG5Gw6CAk(IUC&Sn&YfglE4_MWPwVb%L!O0=6rkem|SB=yZPO9_U1F
z8v$@n5@@pHztBtX=XQAY=x3AxB$GQYL)Lzuj5>>_+GRHx23&{yCFjE*b8k!f-0JZF
zacs$>G}mIsm<!_b(xq#I%9*Tflh$Gr=zH?-6H)H3hG_Ao0!_Eh+=KB#bq(R?@1PHg
zh@Potb2QnyQz==0lb$2LGxN*so}qRS7YM9v4$=nlR47w{u-zX%p;C7HI8%w4*t)+y
z?EDdv_^{++_nAqF^rlifiYx*2q;-<zR&+SgV4!W+UmE0#Tv~n8;-2CpZ`o=la>E26
zaE@Az^mMuS>+I4XsltpP5=i}B`PHw1`A>bn0|RQ0rk*<?SKzC{A@~NsGH(Vl8$1lC
zPwmJ7)xvpMFigWb$`Qr9`vMqf(hXUhB$yWckNGhuEN^Nm9Yn<j0jYGg=n1Pj0B3}s
z#Gj?#ilEpPUbI_=iUpWscSl1igOX1cnlNLGd_OOoGbNoQz{~GW$J*GVqJ25<OX7_-
z-vG4_@y)g6mfj|<sh8+wxaUU4EzD3}5=N%#UO-V|=S<e$3z%q~r|t~yg$o@Bp+HNy
ztFgU0!zEY`#92T=QZ@-v&tFlnu`0sp*!Bab_zpF)>yD6@j0Vi0b9EGhKp^!%YHY%{
zz|Yyg3CsKxfyrU-Zgfc*)j4@6mtrmOj+!+eS=@&WlpsEBQZRXRhgvtTCH}&rez^~%
zIilND)2y^(>E^pHMW*8F*sFS#uar<IPv_2)wMow)4+NYbv0?9(maCQ|G_-i~uAr`O
zU&Fk%sWe$>0V1^Nzm_w<`#XTJ=qdGH*kXTfO1^&sbdA>;va!@nHi>>`Pgu5}D_-XU
zDl=tZ`Mp6AP?bLqJ1oKVkZpeR%$?MVreCTZjX|xjHDM?425wh)z_|`>57}larYGP5
zIs!lscqsoT4$Qn6_etyq0xsoS)S}IW)rK%BJyeRi)yaN7pkx9ZN)o|J??C5_bUht7
zcr=yq+>up4uZ#?E9fZk@Ui7Q}=!voI$4?+l)dh+Or)>U&%rAo(1;t()K2P>Q+MUt@
zT+gm<dy`nGfV<9@!a&`ynlTJ|j)i`zXC2?+fg(@=M*f&Q5GdLdeF_X|hU{R`<EG0C
z-b^uTK-5Q+&Yu)~hor0V^O<#<bI!bEfLSGW@oL|;VL#RR6M8qAV&(npDv(Q7!ldB$
zF#HkZxJK`3Z(82zJrLfKeQTF|oS2CC`K<aCsjd?}$6>z*x;IZ^gxSnP*XiB?sZkz4
zd`Y>`xb*5a?B^--r~TI{DhpD$Kj;2$a|ZX7o9<HF0!s9_AT@|LmsglInt?B+(yN36
zpSGpJKc5Av>_%k3+GX1IKxAD+!SCK4Xp?#8tuhoacRr$E?V{jDz;*xE)7%C6UoPnz
zhz21<YJF_lB9lTW0?^pT?>LXH(}u4(L4H0XgzT_r10u==NutQa8-Dk0LY>~Y?LP<>
zGcXV;`|JMwVkbAKznj^2FW-Q_toi&u49>#e#vG`@_dEUlUS7=}I`eM=&xU^sEV~ha
z-UHEw0972XEFp0~K=$Wz)9&vn=a)GCcgYrrADjPO!UbY9KM}4OSh#Hh$>me98{O18
ze%xA|k`gwFpZtna$9rORc9dth>}&ht=a1l*-<1mcmDm6YBoAFgmg`U47YyH(JYRgx
z<ISv`ju-PWDk|}N=O{W~sxk5YuE^5gE7Y5<1g6F#127ls7ArdU5qY4s2?xOPP<F5A
zxptEv7-xtY>eb?GTmQRVuXpR_gd=}m7sUUPJxn8})Hno5D?Xbv_v(nwCSc{oSO9^4
z6k^`G%Ua|+CF;*J%>gyz*BMw8fSnCo%^e-ec==#U;_T%|w6Vifr|;fzZVr;er+B~)
z$h_p3m^E+}b5Pv2T?Mx>l8u|&M@~cGIDE{r<@ohN%5`-<TP*cDs$l%NK<KHc67>bP
ztKQTxPzrl$xtZ#6yxc_a1cbuk4WfLZdF%M$uMPTLjAV1R86qd<#C85Wo%J`%B>yj+
zEPjb9`(1FjV4tIav;xdK1L|l}3v#g-nTl!m1k~;R|9Ex#uL>c>Rff(=h6&S82zH;Y
zI-`*~M%AX1(}TI1m0~FC*HxQv5Z;fT)=8FIOqpE`x=b(kYA`0M`NdZ}`z9cAVf4i7
zV~AslB?h$~J5T!0nW^x$2Pc=+x%rtAU!=kMj3&300(H-W=6~h(`0LyMzx@A0#r<Py
zGTB-ypk)dOj&3rRlJud*rp@x-?e0Himi|!^|9_4D!2-VXFaBNvqyBzRp=aiyYj>me
zK-YB;QyUx7|5BY#nc937Nf%x0NmYsE?7!3%&T}jLY?%Vx(S9~q|FqdNeI(if4&R$O
zuyWzbeELZ+F;2vIx8po#!qP0D!Mq3h&OpJPRj(^8zSkE1zer5*ul6+HT?VYNNp?3>
z6cUH&?*1P!oPV!zZmKki+CEl{By2j(IVa;V#E0KpXg;eyi*BfL&|f9G#~+%zfe+(@
z;NHgtiU#Da8<}>MI}H$~btqL~F=RgR5g511wu4^f9@WMzjz%fV^}cpp`fSusHtsTh
z2F5uP=fxh0ys&VlBXQf9#LQA>-8D+T;{he{Bk)%tOz7FFEfP6k?lGug?(V+W0biMk
z#55tX1wq2FHvd&3<!=qVv+2GRXbL3AoQBnW#OLjSlvdH$V=#OoWc(V@1PJDDjp7fY
ziMlLSpZePhH>@360syxyE%ihRajP0Izt#3Y6Z`2nAvg<?|0ryXXAgvvvht?4S8nLp
z&&$aqo&m#0zmDtxW;Boh`6!LVOkd}^y&4GE@j%{XZHMQO(!bkOOCgaOB$4DSNI%mA
z_&e}sJB<kA5&4dtSDjQh{mqn#cHJP@sg`fRTL8by<YxYhW7Do$sofLB?PD{b6Ua{6
zteNieCEMi%vX&k59|p{S5fnxL3Pqvcp{R9hAR?#4K7%87`kAt5fNICE9hy#pV(a#`
zfy_1XD%p=vPATNkHm+#Y@%gQ{oI-6YL%aI=wOzW$Cwgb!gz+ax)p=e!c;dbU-8s&Q
z;3KJjX}z1?A|iX|)qys1-JXy5$%*_&V{cuCt1($jpGzL@j_NiP`wXwvqd68ON;WNN
zZr{Vc$1(FRzUc6fW)VST$r{a68~=nXrYI!rujB;KChae2)6vRXc%N|Xekb9A-yv-m
zD!(z9?+Nv9sJ?uKdmk)c)t#sHzvn+1zask7#ZrH{P37DcHq_H!@s;oCCnA4*X||7m
zlCrA?f&<?(m0$5E(TeaNQ~iTbW%x}lf92O)UOASUC>6&!OX5%9Qbs_H?5f2cRa($L
zgq5TfR#@q`I99idw0g_jb&K>?%FX!oKK(CZ{@*i!pX3yCo!~7@^I4)9J}To};!Z#z
zV!X6u0R4(--ue)JI%Bb`;rbiZ^1#WLIb)<{ME5#TS0UB%CioF|S)zH=4O37y<*~;a
zezEr%N&#i$Fp!M=Pc^RwdRyx99rgzjYSV{X+^S{qh*Uh!iITf)DAt=IX%KM&;SkPB
zXA%)99TASuD2De#9$aAaBD%*Ua)rhDgY{Mb360z*)~WzNK>ws6B<u_5Uo5<{e8nj9
z_Y3o&A1vXIa4(F~Bv4Sr_|4e}1w4)4D`EGy>d_3I974BNMm8;c6K*|pIX|Ry&ioti
zE7(mcO)yt(tP4Dlh#x(V#+8I78mC%V4fytbl^MJ}jMxg!8{KEjuwN*KKlHtS3DvZ5
z9rZK~pN$jHy)Hee!{^*gv;4t$;{(&2@)7*j^_(F!d(>b?<QLUP?Z`98fOVqd@X^Ur
z<%LVza+#OUHpQvO)_?2>yYgh}n6bf0_EIo>L<UGoRH#|%ZKX={xO9hNum^nvBEO2z
z-VUFvS^`2&$3>(%-47pqWw<hnoD#IvUa5zKD1rqZW(L}u`JQ?-^qBSQ$qj+dDx-m>
z-p*6-k%N;e9}Wq5>}am<92Bu()qH${c;IS2P0Ra069(Et2Ie$~>)S??eMTLIUS4<e
zYi#=r5!ZFpSgzmfyX1dJd`ZY5b?Hn6Fi2e~RD{tgG~v4Vl3+tYMruUC+a-RbP}WVL
znAeNh>On(68h1@RT(qXS;MpdlE$~3KJ~J-{?wUydL*{}Nw4(p>kEYw7)2Fpe!~L1?
z_}IjFH6B05OL?rfa<#siEI4nfyXe7MMx?9H6Ho56kt+Vgk5`X=I<3KzBk5+Z6d-l_
z<7+sSg6J>v&QTzIL(Y46Apg48!u<RO(^6VqK*FmpBo=&+QvoM+<<&ycmr^j$FUxtz
z)X!U^QI9j$jSI*b<=Ynv!VmB%lUK0zq0@=S(XM5?J#PuzQ@d0!_LVm6?WD=+#ZjNN
zPnU*6!=w!qZeraDoxq+pK*s55+9o0zrC&M@k9mv4%Sn{rO>@or2Ks9YEe18%#m?tm
z>dfOU?96jXHOS?>cFk`R*_(f8;>FPO4WCPAgf6&T98iMDThgoOsM&jY_5+~E__k})
z|B_qvhY>7EV@pkbAKMBUAFJ^^jpe(eq0WX<#%11n<?kph!UGZYso#q71G~*Rcj!_E
zyv~tyd}jJd^$oj23!ZCozSsf$$vizNKQF<vqHsE{lnBZ5zZnqo8cpPdvWu{fPDLy`
zKjmuQVA?2<17UzY{oD%dDbNt+wdU{jJ^a0KQ6DDCpkSZ(U~0U{tf7~&9Jf_Dc*32;
ziL5D4gDQ|Z1|A@C<_I<=D>YIXuz^<UIR^?j78Aaz=$1R=%wD@D#jo4ikc(8A6Yf3Z
z(afbhe66TBTFM$kLFjR%>(j{e@oPF5M*W0!R}=UHNV%5M{DaE5)S;n*0{b{|K(u2{
z$l=XO>)^?MA42{^*ipz(i}=J-(rs4?WA!1&7`~7Fs`Kc2rD17(6(3Q_xiW3OH%HRh
z_z>RbN>qBZ>zH@+%7IBA{VPvixI4A_QkTQd1WB*<tg$@g#M@4U7Vn~)9~q6q7!dPN
z%k<|_`dLh)ES~ODi^iLtoc{FEYv?+l(DjV%ZXfzNDn~aU59d$P0WzfSip@C0*JR?-
zx^~(HR|HWC*_+NcfJShdul{N?{&)PJ-XK-<glv+41arKBEuC~Gc2<{g<xWNElXN^0
zyAMQQiKZCP9pR4f8bmZueamkB#*@+T@=s-ROl!0CkE!eCsvpBnp|TdI+oB+ArYQs!
zVtm|b@Np$}u?->8TxQqFJ&-YYCp8@<x6)RGsJRd11R4B2%>GBNvtJkpQIjs^hUB~9
z?qWz44aCL8Cp!`AsF>omZQ*$I#t38<YMD6%&G0*lH^lWJC$)Sd)EKX@{<F~nGE^eW
zK~K>IFncic3&QhG+nJj{XN#Co9U#XL+-<PQ>8+roKvIcEZqz~6kC|v(x)KO{_1gdX
zI9GaB$9-9dC<rk4*qYynrIP=H*C+w3ps24F021luU4ispz%AUKSX~~ms|~n@r}Tls
zxHWkT80O#}Xq_LG59B@?0eN`qz(lqW+vBFRou^$RM%S)3?8E@A8!jhqTTE;b<Hbo+
z&@VkYw(Kx=B}gY+Nf6k}z!zSs9cqm5e=5HIw{iFI0&XS1tJrwEa1T@viu$Te823B0
z4F<d$vBSVpuG2zio^I5vGtGS(*J!XoM?nm`4b=?q?IVt9Gm;%Pg}SgFvMmy*0Tm5!
z1a7LL@1&n9dTxM^nZv=d5xX7wuhmGeAzNz7m9rJfosj*?+8CAp&Y+;CkmG@~{@hCW
zutv*b026@HMtQ=#^2Dz2loikpZW^`gjo8Luw6<90tsf{e1_TM?*ERsTkR$g`qd~R9
zZVF_|yK@h;7{0-@UKP->qYCur{Dz={w$ZcBnXu0iU8K^?H72`U$I-RJMZg4wh@oaE
zc?+bY{x|@L%kh6(68n$;y}46Bl#E*%sL#~UaV3m{Ne_B9x}gg|WCF@V)CXv#bC6W3
z0W`;x4)kOp06AwKrYZX48lP<;2p(goZ~%~f5?c=$ir7vhq+^;!S<q93h%FwHU5*87
z7rtYj^u%yp&9}{cY4R-qz;pv6qfVf_HnLs$iO6}u7JismhS)a2@Kv>nx&z~bdp_&w
zkdt=<g(Sp@i=p`N>`}+nj0lCWh%Zm528aAi4Fj`ekmK8~rS{RIK5chdqytK{UMy7l
zW-wPX=wz1UiTI9&z{XGZuGsdhc%BeZtWk`m=BYZ$Zj2BvynK4+>R0oRKr0=#`N73H
zVfNur#+NWccNsX8tiUrZ({Gj<o<L$?com4G6b%?2U0TVb^S%rulJTP*DnGJdXW4S5
z{n<{pzw_>3_qbtlJ2WTCUh6(yW12?YE6!Z$-QY;Zs-5MH^!)eCa0x2^iO4mFDuD9Z
z&Vj=O+ol&aL63#x4I_~m?gO)Ms;D<t`#4~-%NOZBR<G!tj&)TPFgk1bWiDGjdF%?8
z*=@Uy6_YP9cWsre=`UPXJar_O3ZDH&Qo46jPC$TdGDE@9O+MnK8ZXdEi)J$Myn8az
z{AuCqEJ+=$uElw6A0So7^pX-e&}Qr1Mmo@*jA}CLzxwLYUsLq|8&X|U&IEc8mp71V
zn9(i5i=lJhq)8o&Jtz&hH|?i_XjFo-6hQXY;q%mM=7i{KOMDk_lOH%8+~_Egg5&J~
zIMu!wL0*d3y#!l<2l}>o1*Qiv0?5j9f1g#xhG?h|vyR#`-eA|G&z#j@`@j>C&MxlI
z>XW9}F{((q{6VkM&j_hMYbj9MVzi}GP~fi+9-3@&*c44(UQsb=o2s-(S1;&&ZEGSo
zcHmjge5)bJ2#A4{2MYONlJH7IwF%nNjprLm@12Fdoa5XWGfmr4Ue{JkQGJ(F7W<Y(
z$}<fPX=9=q35H7uw)%Obe_*s!x{x92kC7QUO*?^0;joRBoLSk-vvM|KS4X%9PH!ix
z-tMC}&o?cM&0|hlE(_r7=zUwMkVogQ5ly^kb3}7M&(Gvl`ns2>gt27@bL2$G{77_>
z0?&g*9ZfxIrvqexqGH-YN5oexS05=FRf8)FOJruCMX|CJk+$H;i&y%YPOG0@lRx1X
zy^e0pSrC?-#|S&uPSeM$tinHI1FKQ48S>7eEs*DruZGk~bFseE59*Z%I|*{Grzt->
z;oqI6&c<lumM9NUkb?+$<k$_|`B&1+@bkWPA{0MyeH9%|p^!e@@~^lWlxGpSW-0<(
ztc0~zm+P0JwbxH#(<X7yhJ>slfLXWxvkZpmtHv_TewSgun6-ptp)wX{5CaS(jX*I{
zDa`N!Aa<?(Ds}-mYoP}e(%;P7b<>|Z-QwFhw4)8%XZq;{fS@FkY+>YfAQ%>eNZEx%
zQnV_~pKI6ynMaY&nF|7)SCoR&s+3da1ZH)RO=a{C6GMBGUNwlkSv{P5jU%BnuSH@y
zI@r}+as?*rF21UtFnp<DP|RV1z;348{VMUR7`>$rqRu?B{Qd&ZNT-m-N`W{+#X4!I
z>%}cb=hHd!2iRV<y8)~^yM18(He1>W!-nbZ%`{L)@5fh$iL=sTjQKAol0;Ys<99Tn
zBlan0G}iN8s;(}v2W;Jx_0_asThx6W*>kl~wy#Joji*pi9ECXM2)lK3`<zXMd*Z+t
z(vPdFVEkOSW%G4MS)<K4*lFcTf1}%jiGHDs_FvauMeiyX(RPcsnP0jqI3&Kje3e@O
zcNRNgAzmWs+g1`*4{3GKUiqB(RE}q=g&5iHj`^C!mF&#yQ*Fl0W4xfj)P|SGSeD#h
za@PAYV`OtiW!p_ZL6u8KTU;k7(=btx9FY$@{qnu^;f_STaPY2^fqz%K)FJZ=m<%pl
zvg2WMA)%lCwk_Gdfr~@^N-atKrj~58Ou&fI@uM3xkX@SG#Vm9;kcC}!2zE&M0vply
z_%F2+Ob>sx2_8sOJ{1WoWBDp=)K`zJN9eDoBD95D{gL)uj{(%<x!38LAvJ=3O(h1G
zUdOIPZ{76%+;GcrVFax`IR>~*_CQxlbX94_!vr|uCA_BmCd#24K0&TW9VUeB$bFLh
z!d90pixE-9c~pW+#ev)!$3#cZ9&sb0%?D_QyWE>=AtNMQF?YO-;;D(GohlO-4zq_M
zQ@)>qBPWUj%qAXI%H0Sx{Zjs90$_FQ;pZ_#$OLVdbdeT!N+byf3VJq%;h1!ug>nzr
z4GoDD7!}&Cx+fmjGjVXwnQwQ|CiJsR>OVB?pzWK1GbuiN^pRjwtSB_ek+iI`9_VzE
zju6;eFKb)U3&i>#>===q$FA>zF1;|7bN9}28j&jO;qA;UzHyE7v7WzOws77h-`ym=
z<1QOA)q>!WdDdA;c-5p@FCsj+z(MUXptooq39=Dyg&fMjT~NLq0~BJQz~RzeJ_ypq
z2s8nBa=#;VT-0#psg)lm;!`?~zAtY;AY@12i^3BmQqitT7MFiv97TKtXg?Sel4?qK
zrB%M!f;V%!k53EZT_&x78rk5{j7u2Bs5@&>?BaJ_jf+>Px0z-K+Ta^6FIdN^VV9iP
zCBvVV&6c$}%@Jkupo=te)m?Nks^s_kht1f-;fk{3%X(Le-hD+4KB9YLE4L-}s<_Z|
zK}by}@pD~;D|pVU4d&)f_eK2f0*4p%yp>l}UfTqiHn6<WMB!})d5LaKnH992y*@X6
z_=01K_T$PMQk^fDxLSqv$FJ>y;FtF&p6fkTAvdS%53{F{Wsa6Mu5FlLIN=Xl4y=41
zbP32DKQveAl+4e~dEw4x{qXg=cB8vcw|Trx3_a1>3(%|pg;mW|YjSj(VKwM}IK-E&
z27Y<Ls;WN}yP>FhE00~Hgw)vQ6-nHH)me)n^{WvYohKO<By5u_V27&4j1g4*+-MQs
z<>YtL2?$RGoXytT)jK(9E5u<~=A^Euql{(xyx{}mp}}~_LlZ*|OrqRny85I2yTX}R
z1UwDLmGmZyr!xGJF#%q$4CyXw2+w32TZ7fStvp^5-oV1bU$3KM@zmx@I0Z%KtX6K_
z5U+9Uo6CFy{)y(8C^0DnOY@D(TDN(cE>fQv&QW+)33ESIt(9`m_U>TVM~W`)Vm-ov
zQvAo;e4x-nAHcUTS>)~*<(VgmQE#lyX}?Q)l8m_U7^?x#m!2vusy<&5-w;b}*oCYw
zMKFs!#MJhxZY+Ok5g-U%_`p%xavOj2G=8xb#7zSLb+ieFa0ePVMTd|GK>L6zS{ah;
zFS<Tu3gp1D+b_7G97&8-Wj)*szU=Xc<|*5emt#>ji<Vfzh_yt~Yjx-o+sK~P<NI|)
zL6G_2eAn@vCs@jrs>|9MQ%)>Z953~ZGEKzwb(l6rS)IJg2j@mOBNZPGTH8pr!Cs$!
z*@HnSDzFTqZbr{gPJd7+P+D*eJ)2&*VA=`^>Rb}27DvunKXN<leN>CGxmt)Z%y`Jp
z_^x5VYmfQXN~N^8ioO=?N(J>pkMzn1E^-5Num|u-XoLAv^dnEDv+AO(nmF_NG<=As
za$k$=xO=5+V%7V*@FurD&(}Uq147k83o8qfw3-Y0wrFrK^0e;b#mm_T`Ic5~Ec!?%
z1_s~1!km4gQuQiwmI9?cU&%2cIUyq4@|=9Ac89M4)H{tK`nJ_Wy!weM`LyFcV4MsE
z$scBJIuju?^_0B>?x)mtkxR&dOYjZ-#eKF59NZs#Hh-<1O$Gka_@`|*O`{J5bHPbc
zyBdaSOzJ-+a{bb}D&F7<D8m6osOu0-NNnfL3lkb?b>D2P=PZP0d!S)P!q?=b9nGJN
zUA29)o0W75V~Zs{-ioeBQs9M}KuBqpS1JJA(xOCX$MO36(E7RV_nm5<*3#{-aYyd;
zzF(sJJaLg4|B%vlBVWCt-h4LPWwM~h!`m}dmD(_*=#KmypS*GGeA$f6jorN01BjTs
zaR`%>@uIPV-;h&@=0P(?+sBeEE<U-nkMXX0W?rkMPoBcXj2E0<2TzF6<3kK2RSs!n
z*`{YvBrC8_1)Z>Zi(jabBrA<(R6n{gq$NkXESRn1eCWzcMWsoFQ9G-L0jk~OERB2y
zymwEw4w0C$#}TZ<`Z+QY`4@Sr*$#fN_1<P;Aqo&4vT}33m|PG}>PC6eIoJ7lr6yk5
ztm8A7rCiw#U!Taql-pU7TJp7I2uUy&$P`<qJ;`5ojVW{TRIh%x@s3;ybIs6hrtehb
z5oF#?q6Gve+(mz3rUZO1|D6?JKFO>?zAo+x39QtXX(W5H#GXTh(@apf+;$luOW)3$
zArA`Lg|KfN>yoYy5Ch{hQI#m-d?FA6Y}T2774hk{Lrl|~`>GO>>)DBS<D@@nOF5`D
zmbjNFZ_FkFY&h>i?Qw@>?ne|CHGQvoZ?s*v5(@(^UNuYHxwOM^l0$uIrf{{=a2!qV
z6r1-FnG_VX{XUWbsp@z^!<og}$v{8pDeIQ&<np0mRDS-+(onf;9NypzFM0m=q!ZZ2
zs$#Y1`Lvs$WQxdO0_Ie%5Bh44RMN9s>vFcC?P2kH2f^B%c#D|v@HXOx^j+)a{x)^j
zK|!?&DYwXEprrW$R&>X8`PQBOZE^T~r3Dxs9>&q?59K=_geh7Jddi7hyUMWJHg5%u
zf=%gl16tOjl(wty&Kd0v>zXwM$U~2E2&)gf?#7grwzZMm%}JuT0HFPnpY_wDNW+9~
zdpm#I-q(0HB>sX+AT8u;{_#<>WX!~Y-91nr``Xpv?$a9v%9f<d%Pst)sxPLsAMj-0
zJY_Gzj)|n~IL6CqjI60N5^TyL2YvDs)hJ^w-RI~FB6ulJywyi+aNZAq+)=7`=BQC6
z=!4sWJhoj<l+ryFz9*r<n5ZXGSfBYW>j{VBinC96y>}uwQtf$dyv^B**L`hF5#8NJ
z4LEXwWFTX~hX=Q>G8L$95EqgwC`}<OZ&IG#O&0@S<b$2w0K0b^-8IzyT<$S#VqEz$
z?pzxs{`I1ne-fP<`G^I5C6$EI?qU?K34hNy9_s3F#HzZvV13GSSJ=7co>*;^C0TG|
z!?+Ia43Lzys=5dAMJM)%2;8tWY<kVT=C8md5?Q{R90HRmz;Zlmue9Th`H)4V%^PtZ
z0RE!Eo7XD*9Yr?pJwE|~CJrL3jhb|&fhhI()7VZw<ISi2;oTytmL0bipJeF0xgL0i
zA3e#XK5Hf~5N=B+@j~%|J@w!~mZk3GG8MRFScmBgZL^?40Yp1)JV59a3FSj<g1VMc
zzQCjnsq^30oC1Xz9aNIPA}82*vFW8;Z+OvN@7{X-umBb6hwB*?4_!RBZ(Q2#&DWc4
zklhU8M|aiQ+)WoLa*{jaHj;{WOtSJfD^Lx1!iTsN1`2x09dSDjs7vz#J=;3Vz2h*g
z_4cOuoB0b?7Vpkj13+iBFx<I#f~@o-+nn;#cDz7s+k~#D#!IH#C$7D9nR9;uZpQ#c
zTMMJ86Ika~65~CpB1X5FOj3(6PAze*Dazp#f7goN*^KmzH-6j?_uW-Shs;$jaW^2G
ze`PFfvseONk22>ykkur~bE7k`j$oPsa9}W;q*$ev3O^lv2e4fJri&PGjhwc*IZ(ON
zqN2=1kjJWxm-7Jk>v!u&Mu)^D6mvrM;BYzJ7oJ;Ve%(Q$9j|fJp`IfAG{@y`kBjG`
z&pU_W&9DuISpH0ZPk(R9W<?7o8-Z@_$$@)H5?cnvT`qj(mCvu2MBYqyzjr!0ZbFyC
z+SgdS+ht|o1nt8l1(o?kKqaAaJ&xDg(JG1IjrSxoBOE^JjKCXXy9}{Ry=fxLLktn=
zYKAn5NA)d(7teDeVA*E#UQwQbZd_I6f%AOl$a5W)Pj*W8#1!SJ(iTVFo8fQmbQWt!
z=0w(6AFt>X$<WM5Vs)hXkncUN|7mcQ%wj>y-;=U_z8m#4`7FI<@OkdIL?J52pUjHi
z0uKn42yxKg=2}M+#&^{M#h_9_?Z`ESdDzA$0-SZSY+(Ku4zZj8Z(@iDWDyQKY2w@(
zKRaNI2fWryr$Pbg#WpaL$NVV0E%59RFQ-`cvL#dAXmq6(O?6=`hqIl)wbmg-Z-qYN
z+;YByEVE&O+11;semA`G8FX=?RpSaCUBz6drs2xRy6;lI7xwd-?sET9*SK>r9gtet
z<ExBLo1_!$;D@|aCgXgDqb1VaJ_zfOPvsWFO|o(dwwKoG3)fv4eY|Vs;S9G6ohUdI
zr^wza(Yd1;MY)OtWrk8>j<OttJdE1|^`<?Q>(hIesZ!cBRREBb*GYfp)8-$B(r><B
z0r#RDxW&6gHbOfp)ec76oznt+;E#oHL+jxY<7M4~9}HgzZsvQ}nn$Nia2eIlOF53k
z4r69M@{P^>pZ2~xuBmKmJ9MQO=^d0JAR;OtN(+K?0qLC}AiYTM1W~FKk)nbW={=$p
z>Cy#6I!G@;dP!&o2=O~O;|$K7dw=)7Gxz=7_kQyShTu6lIeYK3*4pcN*0YX$mT`YP
zkCgJ8Jai^x_Ibo9m@gzt)w`<G^J?e8*_Zgz2UC|2pWAHmP@K=uQX?-;f9TL<HRer!
z1wqM41Eo|`eOcC2wj5dd9{tiEu`K+d&zVaXDrlr`pF8Cx?yUni!80Ukd;v3?MAT%Y
zs+7Gf@+{EnFS~AE<Vxv6fv`(LRYzx0Q^pl)Q>bO!5cX54tt5KEFpW`|?Ygxx^+})f
z%=jthu@qRA9oo@&pe!s$X^rDkq0I@-_KDd3EcGF=8-UAN-rz2!SdM-S2<Al4EDQ{^
z=#9B34r)#(K0SZg^3g2KbG*rRH!4)C@D;*|`+)2OmKsHgetN^_KAln~C!J;FCt$mH
z{#`YyyeL;+nK}6WMV6~9<~66^&PP8?`wB9%ITPjI0|6%#6|`=+q{QvnwqA<0elb*@
z!pU;2#2}<XBy4Qg8QejLh`<UBu9SFIW67f@6|8HB4zy2x_H2dd=gmU*&g-9pRI_4(
zZOc%!m`4>;JMDRu7>@o7Hyv%SFHP|%5`&vVT@HdJJX_S!U6WOgw4P<#dTjmM=$b=W
z$Ew<=;@5War$~-U=&u31uAIGLPL~2Dd(^r0FRRM#sLNV6#v&{pxhRh-W@LnftGbvs
zp(w6Jq7sGi<~LnpfqRxXjk4TDKIvP-7e*d#GZB8FP7s6Tt`lL&S0Wa2S9I%GZC9d0
z&D0s}hDubEJLK@hVew?f!e)^&#9<n-9+N<Wut&ZI9%-IYAMx)V@a9<>RdS6M$oqN}
z=8V~;@NzTGhqHY$t=o}nyUo`YRT}z<EHmQ44q+_>M2d6&9jodM_0e!`p$IPh%-OlV
zTQfksTYa#m?MJI4$<L-PeLv7?Sm+~0*61Eo)<GZ7!UAGJ?0=`f$ZF{wtZ}{;fd<O=
zZ%|v#M(;-o0CF8mnx#)lBKC4Zo(iT!wN8a}ho0#x<`|sB)#mH*k`pKLhEFSd9~f2C
z`V6a^CYi3$A*g#QFacB8+Gy+pL!HK0Y)C!~=-wig<2uswB5xoEe=@gZHkEEtIzN(9
z`k|7q3Ula3a9UwIP}6H-{g`pdB7ByEG4YIt({?sSLbV*-q*MEB-m1I9C*lbt%iGIn
zI<LE{;mgbR8=u1OrJPmFh&76WHA-+rH&@+>%T)@k)6<w5&=D^{kA9IyC3oG2UL}xZ
z57T+_nUHASCiQ{jYjjAVzDzUM2OPN@Tj2_88CB@c*OJ5mOqPRY_^|W71<#+XXvWh`
ztoYCrpG9F%jEf7wR0oX&4wJKG7|PkOokh#?8X1FXXFL-Vh85i}*AP4Kt4MAVgps`*
zp3^&wjZRH+7Zay!;e`#CzN#%C)#o$Bl@6rt@F;+EE12O(fRR0`;_zNHAUk8Tzx)mD
zgU9%D9RW}FKw^&lIPlbygUpz_oZ1${1COuchqarruFGJ${M3)bO<H^r))*@wwV=qo
zonEt0x$86n=x?fX^N255wcz^8@gV$c)qA$l7gurDCT~_6PCG@fXkYL(c)48V+{rhN
z$NMzg5Eq;c)}MS^5j;;A?3p0{=}vsGi(yUbsTxs^Nz>8Su-Ao7`gyWLmYn)-S}In0
zIpYY#!MP07l}RH)zE>|N*l$*A<Unrdr-)S~$)i|OXSvPzsmxDGGH+o@j9Q<kTaSwQ
z8wKUx1W$@9U~DE@N`-F=3N*jI*+igg&fq@`W#=~eygKTry>2$@*>tn&6)pSi;L8!O
zOZM(>w?R8zmDbbPFaQrlS6$-e%vOkJi@;kyRmFO)CitlutW_yD<SpH76&Xb7bzf04
zjrJ0$|D&m8YnK~#hIfpWUG(@b=A1-{%^R^}tBIFtWPq{`nc+ik)<eQF{_RI(w^|+T
z6CC*}&dqv4f>ebvX=#e=1@Fw<9lgEH-uG0Z<<Qu$-|wRikdp}~|0yR^HIuSK5S411
zJx1blO`H41d#!H$lJMt>>+=KFZ#C4+T|%yIu3qyCaV&xJBKcaA%x0Mt+%%Xxf~8C5
z5tTcOwnLY7MJgU_8`-#sccoFL6h92KnGvkG1ebMjiu0!T=R;W}(L_60+KP;ie+<$(
zyH~Oiqgh8|Y><po<U2<hrn`6dmHfVrLYAkhY#*LqVwYGeou$75RhMwXzDjIv(wMv+
z2gDWEJ)9|{vm;`V;bVRtFVn-}OZvX1)(#xHv7LA>kBRo{=7yCJVH7ZeNd=O^P|edF
z&fwYelVvl^Tt;sxC*Iw9XHxZo;ygxQCQe_n50gCfQqj)r6QKCA=%RD$-b<lw+BcQm
zXx#liD2d(}U$g98e7cIrsdyLl@l*oLjmoM@*#qizm1z;&8;B*Nl=$fhF4+Nz5o^i|
zZ{Oh~32bacw4w?e=b#3ey}RQg{(=L2@y*B`X6_b@+NY0IDE|<9(_y~co6Ce!vd$lT
zob*yihlLzZt9p32R$q{|53s|7Ak<rsD@`Rz^Ndo{OhFdcic?Ool?Ryy3PlOgX{iP9
zT$k-)m)9ub$<r)*def`6jg^iK0Xc(pTT0oHUmW!s2u`<;T{AIJicPH5;Nj7&5;UZW
zUG5e{o&j=LTg@y0mvj3rfAdKSR%)wQc_)U~30xIjMxV2zb3RRUx!K#5bPMmd;eW2|
z-pUn91uu<mD=}}2et@|(G(fX-MCL0WHMXnWQ#BYbfE(R#n-SgPTZqy+9rNtdC6;k*
z{wAx3lf+i4sM2s4Q~2Wc)TyO?i)7A+mlG;tHwswFoZD1N`}yj+EpeMpbF3Ne2v!yr
zMpDyvq~~1>Z+qrxsSYJTKRLKHh$rJH@R^kfEWO>zTQpqbn6*@8{$$Lk&B=M`AXD`j
z<;Ic$L;3w|TX`DnpgHds=wrFhdfGt2C&cp7Gkto+7XfqATGtzvKWH&*&n`6-(8EYe
z^NL(oilk-~%MfJwlMlqOWvY#-n;JWaH7;xf^<p~%TaXNKnhEF<fo4VD1wO~mb%7%k
z^LBeraGgi43%*z%NpEz{<=*D1`U;8$BxzQXVCSdnXpwG?P|^M2m#>4>GtJ2Z&nE}R
znq_;XnwIPOHa#6x<wE5}6wyT5sJRr-?_TVcp(c_%it~XV@c`7?Z*nT{_fs(mE35}6
z^uK}x;l;FRa9LJj2~lc{^?no(<452gVOqygFxzF3Jr{&3CVtT$;9F#NgfvIX{S1X&
z;orFo$iDOJEQpWn#vH||04y&(%u-r<n}{D_Z>G_+{TA+u%;XJvI!AVYr3<2rau3U2
z3gh^4kMO+Mr_TtoC|NMHv5Gz|e3mBMY7lV;Xu(8S8CJ)P_O`wi*!!6BNq!r3x>I=$
zr@Xetd{E-*$E&I(Hc*Pf)Fvc$Sy)3r_G*F27TUC|24?A!v*Ha4<3mi%oqp}q&wNGv
zy3nY#{;8x4S@p)jv)$Uus<SrRJuOZoa)P!T_6^$fT^a=*E_BmVZ=8H8VA2$Ats<Oj
zk1J_=+crNxk!|AHZn-n!Sq_x1p=?I2Ibas8FdrV38lUa?(sO8!nGwq?MFreqaoX34
z)`S&G`uLh@uC^0<v}vGw7AO$Jo7Rf$Ou{W6UAsi1VlN#MxOs12!YcfC>-*r#A~L~+
zp-+c8MOqbZHzQU13YF|hce@<V69zrC2C{mZc~&tn9p9~|t^h_u3Yk-f?yr6YeXJI9
z87lZ>J(PI2eq=RG*Yu-%vG?E$%?kICA_j+KA(kd{QZti>gzSN~9b!0c*`HSQpV(xv
z)m#)Se+x2;O;J@DTsim3&5_7zbfDEI>DDdp_kh)WDOhT8Es^3y2KRadoYu2KIYj>L
zo6=`S6SsoY?(7BZa8YZ_*iTejsX8ujrEqd}@U^p~>BwcFm1O(WTFMgF?*wkNw;^uz
zi?L@ei99kMm1^gCkH>{4xR=psZjq<G+fiU!7A3Jh&#U?<jIa3-(;cT;B$48Zn9&6f
z7LtL?V3`<Fu`5?+_M*=F**1D>SBrFc;cUgbZ)gO{7?t<&@wsO8)10vnT;rZ-Vd_*p
z+ZZID*OqY|9wI!HiVPpqKg>RRj~P%buW=CD*Cv?DX@H&Ps7n++AXwmxvxK8r20vNX
zo$TFCR&XpjdpF+ew(etI)2|@qH-l$3`Arlu#6#!&c(yXf*7*xmG~<k;MCspn)=P!I
zpJ0|fr(Rv2*XeImz}v9DTQJMG()s+U#fuzr9u<ZC1DJjyB*dRtp{C!a*>YWgNk`e<
zmLQXatVW4SsaMl9HqQQK=2>HP6^C|rF@zQ?%Bv8300bp6iQ5fWg?x3ZQQxXW8&$ht
zl*DS~btbbtt#QqdhC>&FXjPxr6)z;Bb+C#m@TmuwTy$cixS4cJ6t!NIs)Kg*CqX}n
zp?#%K_AwXD4>oa~ZTKv2^zV$h1@Duek&eF(7*1%Z;qWC-Js(<<6`z=85BCax)_Nc7
z+2=R;I<B2z^3f4O*5aW}XISH{<=Mxm`<5h_`nP@Pi}(=d=<Cq_*~Pln3EqZ;B-}J~
zVdGi~E9il(%)&@5o(>!JRj=Utxv)mc*@FW<c|rFIviMl0Q!3#8)V^wF+tx&x;HMX2
zjOE0#?uF5}a}3oLr7cwrNQoY3K4oTn$r@=k>MMafESyz+O@HD#PJ4@v7-RKiP1`;d
zs?pC^B<QUxPTG3pkLPJu+ZD^6q+i&{uOh<4E6Yu&Vjmbkj>)vj4X2jF(KI2>qlwOG
z$Q8$EcT}i0$)9XrQyR7D)RoP^Px<({^&q65dF5jr^;ggbTP)Bot;;wv>ayncAzPE;
zmVcAotG!IxQPmH!PQ%MKX1wPj^VOX5=!=6o^tp2vUB6MX&SYg$HLQB>Rsvw&cS2X@
zH$s=&uY@imuJ42{G#t?hD4wV1E_?%}|CUnp&r5RbWgI7P>GbXV2sFQp5=|~n21MgJ
zRrhC8-)kin9i!9KEIIgPL4trg_|{ApryJd*HsD%x67D)ks5?&EvEJws8{Ls_Wh~I=
z=66xR!-dp?5tMM<ADT2^8NO^D$szTG`|h2<Ot)gwg_(_zbqj0%R?`d4QkUmT)m5%q
za$0FEe6zg#%@j-fsgbS&J?zp~M8X)TM=K|WqZbTd<fUUV1i^5-tjtnKO&b@J3BWsA
z5lkgp(m!*qwTs=I?xM2-W<^E5Pj`glc1IIXd}33ZJ}-N@QTU{b!-1X4s9dC=pPZ^v
zNKN=eV<hVRr}KW-S9JT(9UD3*O$LX+hBeJ-5u@k$cptA^+b$A?ht#oDz3AK(py%RX
zXJQ!X+ZGp<ebo7?O#c3I6Gv)u&jNF=V!W50V!M~yb;odaEYGv<!>ja%yzWh`$WWQ3
zUB@MTo&CEhd7!{ug2Xc}Wnn95&31cI_r{6SCj!?<#;C=X+ZhfB^A-Ji8;+#>9}BHt
z#+JhLw~2w)mD(bj%G8lnjS<dL3$f_I8qN0Xbt7UGsyNQKW{I0n((b!=5Rq~RcIh8K
z_*T5QcM5i>wPHxzG9<>6Y3smIQ>MX9w?%tqP|AJ0lTu3KbDW0^>uGegQb~VKI8WdF
z>`im|8PWY{n}s?mW61>Jp}vkVQ5AYK3s411{NR%Dsb1G$en+dKvviY~)S)N+4Wlwq
z@WUKOhjs~tcVgx{ST{q|XRGc{L-D!;_SQXf7(Fon4x|*+%QlJ0Z`Df*Alx#_E)x?r
zrmyp{rntNLj4<*(Yu34nnPdUzC&!oLi<gRXNQts^`vrZ(d6f@HPhz7KI1OGb6mbcz
zYH}-IFOEQ9>7n{^Gh24UmoH$go9(7A?-O?qC1co8IBp)Yw!En|PA|+&ur<Rv*3(85
zZR$z~p7b2j@r+S8MV%88{p#hHj3r}l!h+gVvm`tx=Pn2yK6y|!)OrWy|1be+BNAb(
zOTV%On-aHWZA@Vw6q6}5>Y%lVWw~jR+b&+Y>@ygTcAJ^ue`Zhr^dKpUH?#CjMM;G`
z-yQjMmGJbR46jkw^|HI4w(99Eu{4B{589}g+!Pn&`ZxI5s^69?Tx2_lQs@|5)$Gtw
zVCYF->QML7n@{w>B-l1B0>%Dm;Uy^fwX%NQ=s2ZzOhK74t7^1{y#n83<4b2cV`Eb!
z;u6cF&5HC66ZXm3Ebr|Q7AYGE5CuJb9p_l!aVB_oXiNI>m@3uV^6Q^wN;bEJ+I=t3
zl>!2eh<)PaQb*FIQ7R1?tH^Q(R;Lx63xY|^d`5OfL*(oZCYhTs2E*kpHiWE$T3i*2
zB|!sHINE_>&B)Fn%J-c>fDhJdw%T60)tfW<!8qTl^HmA0$k)w7*;$#owlwpME9TEd
zEdwQjU!?)#gSOZrE4W5<RxgS`!n0QINrrx`Q}*EV5aeXX?3TuW?+q7vXlcTU%dJZ0
zF?$*ssgY#eNY+DI<496+gXR)xhBk(X^SSS+bq-in8B%wjj>N7#YfFkvdA9GGwI*bj
z^}yzZDPV7#0Oe6(Bm@&xwQ$h3H=H@G#jDKH*t%?xWNRK}T|ab<i%)}Ie}2cR@*{;2
zNonn3dfMWVq5R+8#UBBVJY<08F3`>GNdWQBk@2^BdAH1#qrYQvzrA$pAN8L*$Gvv+
zFHk)4lli^{DD?&cG4UORHhuly&3^mfAVz;1Q^)K;_V|V%yQj;r)=)$K8^#d;;nJNK
z-M<4ASNzNXK89Tm54ZuG=F~mjp2IU(C53o!7)$hb1k)V4YzFWXHC8_Qyjf#M0wipn
zBk~!DDj3k~1iqaNE=2^6l7eK*_vCzL+jXFC9VN@#BSFuj13>2>;4Bbu9|T7Y?!E!A
zt-$S30_87~4>OqhdL^4%_&E7~)QAX7c&tHGf*4)E#CJmXH(0me#j)%BeRVR!khx-D
z?=TF2rpbP;sZRd!i_!okcD6p6U(E_&)xG$3f$takAH4D&Csjd}hPzlxxiC@t(8GJ!
z^x$jj?p41g$Zg7xd&RA+%H25Z(cmcDIU?379F+t8G?k=3xM<bZqml9B{x<C_aYy|M
zZ;>ugeS1~!Q~yQM5!W><JskfWq&<UWp!A!l$ffUt47~pDGKh}WAnu>{^Kz9a8jz(m
z_|Cn5YaCc72f&qc6}kY_C^fv7<#(@^!28k>aUG6O9r%HK|9zoC)rOBzpU-JZaCnRT
zyjquHej+{pyU6!{K8W?Z$j!0o{^kGwEHvj^%n6`6fAsYvu-1tpeSe?T{Qjs3&73Q+
zk1YnWZ;Q%MBN=QKWP*B81Fg0Rs0P1(JlqMPk149-XMa1B5q5vK9iA8IX}N|sqgQNS
zh>^2NimWqBWtJ2N_n2VaRLxF^DhQaLmb`l=sz!a7eOi^GrEsxito;ma!ZLYWitef4
zs$OH?!7Q^?ZcQzoJYuqo*4%klX$38wgkNNMlqjGeLrW&pMW31eC^&sSqEAhxNzFyp
znmc_aw=zR8PVL@+VQ-=$_gkBbR$ZJ_hC+YRiBeHk>5l@`y7<h2CMD%Pf|U;0k568W
zVeqh6)6Dp=8nLV_b@A4gLCG#WGC`I#344xaLOk4ZPiJUl2`Yf0Kpu97`r1Q6i{lPc
z2HrTZ2fMFIJSVJsj+eO2Ru~;!aM7#M<EUm%;G2=z^FcV%`SacoMMk`OCGqZ}?J^)Q
zCcPVgtQoFy%L(N(yD*emoy0mW{uLw!lxi4d7F!vVA6Py2A`OVnKCh4PC7AVeOJ);Q
zFeK@88`az~5g|wG+?}l1D-c+<(gFtcroN(K?`_*$i=**t`?n6<-<hiPZ?h@GNky3E
z-TOi<v2(br+MeiE!um|B6eesU`i=@ug}J4=4Y_m7eBzTsID#xw4baxKiM%B40(ip-
zR>i#s(?dZnv(c>Wvn26m1W8_5?^n(qr1@*@5O`nKR$yh-_uXN74EX9J$@o8H_wdDe
z=etMQ1Xv$!KY!+1<luxRhbp85*Tf>~gE)sU{451FN$Y~U<L}%qr<{UNfM+C)hwj>6
zl-$=!;^}w>JUln39TTVhnLHCk*DhImTp_4@5ZVNz*!Q!oqi445PW<ehdMCJmA#UI?
zAeIb-IRBm%{C6heA3QTb_z1Y7fM%JI`mo%qC+kb^Zqk!XL}v-Px5ve4jm!b6{Bolh
z4@Xkp`lk#g-s?g;<I-Pvx{={~(3y`hE{N2yCiUmwk)qF(9nDT{6VNv59qqnr%)C9}
zuO%SlLL#rNwDX6{@7d5ek51ftedBz*>z&6k`f1zwmnH6?;EjGR4g0Y+lZ=#xy1^I4
z-aKbp$QFs&8&XbfF*wlL6k??IFeb4dor-}MDh6KqBxbTuYdYmA-87oyP}94{X*RIu
z1B<`)lHMV5$@IKBntlt8;adUHVV9O5myg<zPgMY+x@+n)fX(`)0Xf_-wG9H8qiyxA
z(P-_uQ^5Zbz_H?3A&Cwyx!nZz%4ry~Vhyl<%v|$8Gjg=SE|8l(6}!cXFx~^Glz;DZ
zK_BjrKlyAx*kGsr5HAzch90g33hm2~9)}=47-|ER2_dUt96rDu&f(%~TakMm3bQs9
zO#v`e67MPO{XTy)j5TD&aSVXAL{vY(BE3@s#URu5RHMrR#X;83_>E7eRS@G&?|cy&
zhz_1S#SZyIQ;+_F?p;l19o3CmIO-yQY|M^-lFtH$7fJ-{!39KrSb*__%;=*<u>t?J
zr$f;OL%&S_mmjCUz=j1EX`Gy6IN6yt8af@BX_l}^=x4R7241@$=h6h5aWwco0bCfq
z1K2*1!d^5AZh({v5@Vc&66-C?NtIrl4gpn=f>r9C6^CG{;ScH;aR5q9G%S*(<LqHp
z=sM6N{+Ck$C91>k>!A*IY&m57cby3of(6wQ{qDjq1T%QbHDFng{yF&<gKRhg2`>j4
zB(yOv{yggM0a*L@huxvKhHSbPDqA|h-eXTZev`?h0@e!uVH8JhLP|@RyYYa_*8??)
zlD}g<x{q57z_k4ONM`(LXV?C6?RsPdpl^0$h<GP~8$0%>{kRgN@1Dl?HG4>SSD`Bf
zvd6^5h{P<UQ~P3XAR&+ZIc==nyg4gMh~`u7l;U7JzF-Lam@TJaq}H1!`AU_v?o3&1
zEF><nMY2V3SmkD<1ABQzasxW8mZAJ29(oA|<XT8jsjh3S2w#kBO@)WUs^5wsrONR<
zW`Ub6*-mD81^I=?9a%<nmS+a@x$)*z88Lvz<jT8RG6TQrBiYi}4D+Hb7m3;KG9AHa
z4%iK^?k9)0v)xmfC_;ztx5qI>8<$1GW+32Y$Eq#)(zyLS6V?x!Z@DUKFUaVtj$3|A
zMOLH%#@a6ROV2mU^Q(RH`GmHe-q;7}W9_km^~fS$W?=S6pco&FjbEJdS5T?bPqX^#
z$o}XQ{^6{`{(O`8kE}}K6d8sg-{637_<kx-OvWG{Cw-tqK8|!eW{Kng|MuOSXdoR!
zYG`LQ3ePXPNA8L)v8j_dKNs}@GDt_Z`5KVk{%)(ke-h-FO9MXX7sKQWtoxsa@hb>1
zg^>Hv(*Jjzt#srn!9QDMpC4~rYeRwseWkC%C%C6bs*T=M!Qqlb>CfJM23UkYKa!Bv
z*kkrMA5GGfatZ}~xK^gR%BcK7@olFYllQQS1jB!|fBb{7!9RKsN-!GJ8-$*)CgJ@I
ztE<l{9(iz99)9<(fNsd|n|Vv*LZB~wA=*P_Ku4;~%*pNvi$NYJWvAeGEv6Xw*D34;
zmW2P$(Ua}e4}s0U<=k!7pQ6g+5A*Lof`mT@TjFsthZ&*kzI$#cXW3|)L{AD99Do@Z
zB=Zt2&{9t+r1iE&@6PM)F0n@?ny}Y7@M+#95>;HZaibb%d6-qvvWCZ25jrD^T6Z>5
zjYvl89kp7Z0o`DWRzc?TM>8<8PiR%?5T#cSFE|}8v|XHNFIxUHioJmi8NT>=9#e%`
zt1QXIm9n^qK=Jc7+;|J%P*x&0J_f9jOJgU;<Mk`0mn*u-S2n*uZWz`+ZC*3D)l!^i
zZXR>ZbXg17en9n6Q=5g40F2v8KhLqk`f4oYV1x-JI?CoQHD6cm?6<f-8pF3pWF&Iy
zP!4@Go8Mz$+bN<ZM<Q2j!{3eiquBSNkKF$M1qbmMa}{}SDGf-f9vSK5q5seJ3<wi{
z**4^&EpH%=D`z36tvg@p!<wty!ek9nD#iT@@`2m6p9Z)B@Bi`-KY7^We({@s_-+h-
zjJ^8rqMfEc&3cHC<r1HS_+Y-9q=x#xW0KU7kdPYs+1e}XYp%S~pC^^*KouwG);5-m
zbpD%N>>mp){=ozc@<HFFkn{^CRgbvxYRR)%wDT?Pd=I~YwB;{*hrS=8yqzfmPt^u2
zCo(EIul#|PdBWLwlZq+4`HdA|n|3^A{63-Yj`kA2?4enYB?W4?e%Nra{->S2uoC?!
zC<9{AAB+un@9nRpdJFj#6d}Q7W2MhS(Zh1rZG-`QTXeY3eG&&*6jx`?z?}YSU9)0K
zsOJX$RaEG7_%#GGH5JYtvCT<fAE1?6bk1dx1nHhSU3*Ggq8;G(XFrQhl-=R#AFZ<C
zF8C%0g8yzi>)mhQ8|l7E80*S|rb*&~jm|Zvlk(9A=67KF%V5R5gWXWnCCd`zD#bmb
z)N4d_o<y5Os5H|05uldGo+uo?T{*Ys82jP2Dk|@K+c5hkJWIxxZ>G!C9<P~3B$H^N
zB2GdeVhieM?H$38{oLNq;b11^G8^k{E8Ndi0rLqza48tP6Sq<$z4v<kS&gI_XMLu|
zxx2L>KHEZzUHgC-3rmf<P&Dnic)WSC>+Y|J9-N&^eSaT)o5<`y1RbE9z05!b-;$d3
z4E7G5#u~^i7%xF-eT7gw$oi-Y{LjnZb$wRuMhfd6TsJ>e9T#}wJ$o%k;>RSUI5!CB
z5%&^sKCeA(`eh?ueR1A+jQ3uv6(V6f(z!-2hSM$)kD6+MQL<8^*Eh}mhK8ozhNR9g
z!_=+tCM57zzJf;U@RhiHJ58|K0=?h~tZeN~mcdO}0~km+-a$`Xn2)tDPZLW&ISny|
z>F?JXi09%A9ASPx{{T4N-$Icszo2_R&l>Lw)W^4C;?svp>f?AVCpR0`CxTq{;CP4W
zVz=?NjhQNZpZFdG5n+KO*hnrO(KI-Wp}%EV-*7Ye>C#*CoyRN?sln~{AJ@x}*$?uS
z(rwH2<4CoYyrcsGaiQn%itR{6W~f5x0N*FNbv8XhQFBWw9Pb|oDh*#~VT!J7V-*te
zGzloxy=jmQ7F&qf(@9H--y&+8qJ&wav-w!)g>RUoUIn94GLY{ui+I_G$wG&_iBUnk
zn-5iig4#DPgqLM}dX}J67;&H&!mKsX4{dkTeDgE?bb(Vh;sIJ`RP9#m%_ptWKQ(R1
z0x8Ix;pqDX#yct;#brQEjgmA=wKXQ}i#dkD&BvP#gO(vzct4#4JpqJ%h!8|!s-YM!
zcQe1C@`nwy*NK?r_fe88y-2VzwjZfs-6vu3D%MimJw@)b@f#=yh6bg8{1RnS5x+Y+
z6@Bhj3eGZk9)z)7QJzw53;@u8UwaV9{t;%-@0?4C`xF2Ie}SWpmO^3uX`2|UM1tL%
z%Z&!jKtu5XIPGDYugV26h~vwKbLVQDHv_!S?Cj5BHE|ZEh{SaG;LUBqF6K5#eNw87
z?e8HkF)PdWhw4a5s$x|K&Qv{|l{XZLS+!lOCtiv1eAIN6A@d?*cM#ACN#f4le8AOQ
zKsEZ8#dx$RsoQ-OhU;gTk>|3!;pJxZQLG-~kRrDTC#VRvr;cZ9V@*sH5A!%$!~~3=
zS|yP|w3P-3L0Q61Kk_rX-SZii@EN~%Zs+c`wmAi$d+t8kwy|oUjs+!~ntyZb7A3CJ
zVSmHnNqEHtxM_V!MRh=MxaZJK_MV7v&>NXE*QrXsq50pDeVu0*7Zj)$gC~^f7`8Dk
zMJu+tth$L==_fI*(?qY#!q(~;lTKt#*yr$sf;=bvzia}Hd|2O<*Ig7OS)-8KTZ4Xx
zbirKkf;^{Q^PR7|iZ+<FK(<8{I*`PdC)b3v<yWW<Q}2pgx<{{~xp`up8&~nzB$0mq
z7Qgd~LonCncvrBUKBkxC{Ha38X`T0zd`Ni2PNbRoFns$_ypBcuBN#4D+Z=(PzqdBm
zqxw1Jq573p$3svLQLBh>h!E_w!Ub=wxTk!l2^!r$I$<LHgpp<kKB~x-#nH8gL-T|6
z_cmb^DN`ZT4gMdwM0SB3vmpY3^4{kLx>OO1B<kPzu~iYhF<VX5s~*RT7wjizm(19>
z2h0=1z(aMAVGQeRuEb!WO`=h=)w=l;xdnQm-RDfhCs85M!QMH=y^^dKtm-I+-4^u`
ziv6G8MqO<%ZzHUOqwhKuLLRKG33V!%)Rf{<m@hAjFzpZ19*Ats{M-WhI(-_En&i^2
z#*8W?i;pM^<P1ISC}aygX_WoQnzLo6k?t`UGI%=med3;g9ugMnYT)9Pztn$&u}-*s
zJn_JTdak|{P<RWc06HHU*9U<-S;D3_D3?z+<y-69Z8jGZ%crE*)gmJgu^BVf3Oh<V
z<#n6ylIdWlnNqWyVfeu63%Y9wlsdBR>tyijg8+Q{p9f-zvZ!to_=Me}*;FKdk;`Q@
z7YjY-+1ZE{7<OBeHmK=cr{*vnxz?Dr$h#8Tb=NZ%D^nzgeJjiw1oG9(@bu9_;cuLJ
zYVqX?+xp!bJvx2$1eDDT7GXdQx2`I#LHUYD>_O%xM8J@BbqOeSVabIoO~ElIbb0|m
z=Wo6z{pi}-$K-UQ3B9qht`APJRJ?;@OvGq_wu}sUqy=|N)=_$U)8a}e?=HL)tT<bD
z0oHzb7<_n%s|e(qk?yHsh{9J_&eBzKj=7{`zN)IY51+CBSUO1_+-dYWVRF6ui)1^-
zN`&>Di9dBSwhPd3<6n_TwNjn49fNf1gYIQzLcR5WkdK}h^YY2p^HfJJ4!t&nzOQCG
zIjFFK)@f$|+Lp?sk0u@JC?}rKYkban(8jgTaBvUlXWQ`=WW~RC4k%!P_PPOd-bK8H
zB9ewl&cU-G8hxcB*<nzg^JW_W6OSBf>?yH}1;C75b(;jZy>H3Gc-CS$dW;hw@30X7
z+;xzd?aD$YpzD>mz5F+0^+$pBe{}u{-SbCoM5hhQh{|~+X5f`C5$Sy9;MIeO3uf1_
zWjk8Zz@4$YfxVsT2#}!f6BJi6thE&v8C-a)bwSNL;1s0Dj~ppG)$C1HI}};C^rp!+
z^$L-Hz(V|?LNR#y#so@a3tMY04jI$mhhgRez&38bA?#=mTx95Lw0#(qZ8h+^wN^K3
zaFaFMmj}V8q&^@tA*YZmUHL@T?v9LK@I*lhs+|@2;HR#psG-Q2WV2=o%U!LAr{~0I
zN5+J<HyRLdeNW2+cB7I+qEgedUXU>GHH^R>@yu6{1>#`MGO8Ua>1T!0*_ZJ6SGLTN
zn+5c3_~EV_U}M9ja=454>AlOjAE8YC)SIWOr#GlZI9v1bmnz6x4P2kRzcIHzJeuZ`
zxb+nj$>e)wz`x+o3W(Tf8%40yI8}Y6OF5B@jQu6>A_=BRn_&s^vJivPCzHD)zS&@m
zq$?zWH~cW=lrOzkE2Iz7S{r~Dvmy!py|C!_{#K|8^nQL`1RIW++Q%t+qnmOO&@>Rx
z-@rZ)#s*m7HNh;wd#6^Wb~^aycebtIFX}BR2&>`VdumSTT0c6G+qk{I=^yoLU%cX_
zFv7Rs2$wTx`@D>*zy|j~S!Iwj5X7Wn!bd|6ePN2bi73^PA>Fp%ofBVjVGvQ5b~>Qx
z@VJZQFFhH4`pRJ30OC#lQAX@ddC1BfOmU}ns`FgUgWZSm;6Rgzs*MB5v(8uKm~-)L
zr#&#Sypa9nub{qKmYU&d*Z2O6`m)7Y39|2rV)|-1n7+&h06KO58jk+D2H3H&4P^i>
zgmF(h+s~G@g(B0Raey=`w@!()<lT}a3;5tV?0q{>od`aBrqhR4<U4jCDj$P>szJJ(
zm9}@|8dnTdo{%Hzaw5p@x8~IeN&}mFW}CY6ZrG}gSVdr!Hw69WJUH09uQWU>?d*+f
z?Yn8GxON?YdGP@fBk)k*7q|oU%+#BQp@Mv-;+-|)XGv1z8{kgN+&BR3><1gf+fi=?
zw9W<W0JImj$ZwpfyMSAhvwQzJxTz(?doOtR>Zq<IBlN{>g8G2^&09x`VN?6`a25DP
zG#Su?=1qBo$Wy(~9S`2`b*mXCS4N|6<1PN?65mK}*$GXi`KkrF`gNU2D^>=53R0=>
zdk99)(>a*FRYod4$@vlk&})@qQ*A&1PyB~1%ny9D|H=OaFJQ$1SnVEA4V;)id8=gP
z<K`vJ6aE(0m;t0F8n`VDIAo<y^^lBrnPJay`c_FB>dInGXxgYe4i~-XaF(BJX37Al
z^w_52TO9Why@9=H^sTWJg;V%E#^(yx{j%uG@h*1n9ImB-&mJbhhHarYk9tq0j<o9b
zA#|mdnFH@A&<ky!QwE8IOFI7~uk}lK3YS0+0*$uY)b`;!@EdS(^Z;yjWSM;eRs?bZ
zo{9=gm`Cak3M;g#1@u?0XCbZGK9E}&sty0AM+^7L`Qn!riNVP(mR#d0S0n2lnii=^
zvT_5y4QS`v{HW7joyfr5g=tLI-w;zMF2|MSM{9|gA~80&fU-?EOJ`2>{5Dn&P!WKH
zc=JcvH%>L0RjNI#d=vs*wCz|pOyaWE9YY6lMnkxtP^gISrGbH{;bDIhWSgbG9?5yc
zCr}m>0B9m>qF+I{8W>wZtac_5UcYDxa1`FTf5WvBH;%mp?RNiohSiUsSEGuhFFwEq
z^TIGhj;M^|Z_>baKOXzL*FJtR$jqO2ZPNiUkC|#-#-x(MPl~2tFJzw*E1ebrfv>}3
zeeWQY4O;dyD};yD=}1`5gYJb_BJQ`^_HF<{zPMsv<LoS-^T|o>k!B?v0;ItGF3-|l
zu`8wOxUbo%O?=2DX-n-r)O#EeHT@3r74dXT8IKu1Ma|a1k(SN1jK;{WqTQEydLxsU
z#st-G<w{4r#ovZUhv@IXPhv<103n!8d!rrs!iNawn<yGlAC}rhyv1nrEzGf5`M)y8
zznR|$2nZ<xD_!M*#m_+xhkXS#2~ELzS^zjXU=85G0PoyU)b&`r3Um)q9y()IHs~eV
zVG}#1@w)15<Yg+gTg4yR?!ObiBIElU?is6zI+ww>p5t+$Pn3fC*_x_}2=O+Y!WVx~
z5DcDJzGw4lGRbZHj=a37K>J4@(!@>N6CC7y0m3zWvxf$a-kCayZUdp=Q(~fFvdo(z
zIzx%V&0w-+5#^$l<st1gF~xbFi&R%AM3_>_P|m!f`P`h(0zm7wBipGX2#o>PB!kMG
zP<!)4p~sC#iuRZnEZ#jtH9#b1J(Ic*ww^*$qyqTlxfFT;58h4w3cAmO6`F-1yF8}0
zF9X@UX;D}t>kschK9)Zo4q*4kKFb&=2PYl&`wEi&X?y_m;P~4fqVgXO|Lf9!4fwxh
znUw)c+;XOn@~}DwHmwMY^sPs6%}Qj<PB?qsseB@S{u~b#_n0(TyA9e}Eq!nmx`t@h
z9%=JA@*Ai~GsVhYA=_k;HR5i^v$FVRF_PqZ&<X2dB^OJl3zT^sH4d859d)T_C`zT@
z0J+`;yIo#hU+&14qDL*(`)Lb$0qngU4Z@rq5Oc}w%q5vCxev9okni+L$#hw10r>&;
z@nlXgY*GBDuf~c@^t8l282$Uk=2z2$vzB`NXyEBO{z;yx7y+X%hostHLFiLQyo2NK
zBw2uz@bRPn*RI>?hv+8N*X_FJR!vKO*12Sy$1Lg{UOV8vED@0gtqe88!X8&hoSS7F
z3Z>5PB3?=y+V;XBmSid<*RviN270NHa7f{jq~4mZ(e^Z+^az$Y+Z+CholX$PMPX=%
z`P8mxt;o88*X;)f6=zs;H=sJ6?6dCC#c1Q94fO%LHGau4LFbNK=TicKK06rOIZ}ol
z*a=^<0gT4XqLAf4Mv1~}_3LLjVqRFny+Ql@SV{;Ptj7b;kbM{TEr<|Ab{`UzZeUKT
zqToPMG}yKdvUS-2c4Qg(|3e1&k4)@x9S1rx&1#fv{-u51$i%qR!xmDP0$RI!m&kmd
z&$3bia+d=fH3RE&@yQkVT%V!eoY!d#&cL=f@rL>%t?;#?p30!JXP<#pY}-Q5Oh?J7
zNizB~pe%}J>{WQXMAkJ=j3x55nMF-U#qVT?pzxZivcqis&K2Fo>!Py^R~Wb=>=fuS
zEQAWob0<zq-~yf6SsfK#-OF1}lqtfDez;mBcIN}%Nlusk7d=EkUJZDv|8iXag1h#B
zk=JoAje>(SV`b_~tLk6usd=gMu3q~bCH@9I+^HX&<CSkD-nH{#nDRPDX_PLuY!PVP
zE|iPrmu3Lk8+h~*k(`NQ%f93jn`#Jdt!ds#J2eKRBbvpP8ukb9$Ggs@e4w$S4`cL`
z6z5%jh=K<{C$Fz?oq21Cm7vAg&K5~DBGd;=UYA9tc)eibrsqi9jXO*#BaBo)5xjnK
zMecDMYZ1uD6O|L}^c8gW=UD##Xw>+>x-0li#QN8@kL?2gT|2SA#{BQ^y#E^WBM$#R
z-u2r80%_quT{wS@ba8i%^>8Fhtiza2hn-hWC5Ic!VBgWk@|RdoXpZGv&&8U{@Cj>S
zvn!IHCL#z~(gOsF)-6kuEh-Y_?`k|om8e6=p^Cn2=scRdjCQkGWvLUzMWB;{>v{8B
zb_;p%=LL0WALMJGM5D)WT*kfJ9m$+77xBtsn+j)#_5aIl+^rNr<a?<$qkc5~>}N<T
zAR&JrMWTTUesf)zLN14$IvC&X;*>^I&Wh2Ne^+8)9?vX^h21?;GGJF+6%?`W@KQX!
z<BBp~++Cn4oFqxkvPYuUsFAK=r{fi-g4Q`!Y^|Rva$z<qbrwv@QS~vy+7^bhnYCrE
z`z7TAPMe)hd)ZPQAzCQUvtL>yZ-BidwC+=L49!I%jp3mHi8vMk<omCnXFu=50si%W
z`Nm+#*Lvph6}Jgd)}75%gfSQD>8yQly=e+_Pp0sRKElMiM5J;!a&UdE!zBJUTb{wB
zK9aE3YDYp0Wlzmz_oo$h`;nuY!D<hsmx<8x0Yd&@v;&L`eQJm|lgH)Wt&cgmWbcWl
z2&<QEBHZ8Q{7MWsP7?SRe#dvX;<RRLivS1igTsp__i21c+OK;=Iv4xN@4!`B=%{cI
zbu5Re+sfxr4sN{dLKF|Fm6K>C5L`klPO>p<Z45y&bi{-pKwU}`oq-#G({miER%eMT
zy^XK(h~us<Zp5V<Oyo<(s<Vy(qcj!XU%cJ=m-?=E=4Wqrzd}&2yv?A(`Rq@QKAVPi
zK=BvP`$;WJm`zsS_E}p<ZLO6RbImdFR-Y#RAv6Ea)P^h0_}U{Yq)<tR*)#g12aGb!
zM)Ckc=ux~LahoV~3Hqiy-q!Q=vPfaYy$7j0?3-JwD#|{mp684%xnI^Bk$P;<d^OYR
z5~$!AOWfPPfjsc<#5^#zM({uI20ywuxqH=z<jd#J5qF{Ea3-wKQXFs&4kCs5X!I`b
zIJk)}3E|Nbn4SFm@@V*0X;5<bCrP;}1R1q-((uX@?jHlOe@>*!E;C(u9Vl|z3tuPB
zGh<pMsCcq=DD~dHT_00b`ueQ{emcy`5R$tE<Rup*LAYqlQWLeiX*u9vDjMs(Ch6zC
zg;^PhJ4JNM6;Y;iUzX7OcUKF6?U<6!fu6lXx}HhAyU4Yf`#=|)E1o1uNQVsDtMT&}
zbiB@S&7Ixdh39wq9vmn*NrcONG1%`RGDE^=TEjA|X+$;>`j;u289zKl3mo>2)=E_Z
zVM{dn<u+`8SAX#pH;DP4nW=x}7~V)!YEv?0YcFAaXq)>3^6{JZrlNC;J0gfd$QAHN
zr*iO)dCd@K3dq?^zMOLHMdB_Qqijh}DSFj)#Wis9a*!4s#=k7%H^dhJDZ_z}2`yj+
z(aJA9JIve<)`Uo5#g86OZ2)C}$=);qvIHQ{y2t}Dt6kv&iL5*&9|oq-hyJ<{V-?%s
z!os!H3$tZqk!*pS#Gx5Dk_DP3w{iIu_5Vev>|ce}{u7U{^F7Q2R2{79*DH38(4Fp4
z)kF73*cF&QXqO)sAQeXgNZ|16VQIrJ_hEB#K*ncf#P;RiJYTr~iTCz@{X6|NH~+Eg
z3}4)KVQN(F`L<e2a?zpfBAdW=A(-5gUkau6aOEnG>z(eWmCwvJ*#a1+&44D`D$#%p
z^@<U-c1cM^f8lItS%e(EQrT$=N!Ccc|JZx{>zV%l&>#F!oB7&p0;Yoe96q@m`^@Ab
zJ1KcmY-|tMOn;Dc_myFG`%IMPNB8$HgZ+a8u9c&!ryt8>M?g`N0Ocge&Wc5#r$&vV
zcZoK5CjEBzLAfFBJ(2Lu)W|6^Z7Xn?pzU4lAjzs=p?9O##z7dKR6H>+`wMbS0NIAQ
zBVz0W6;F(usKUCOAkLD=)8;8+Ylav5ZrI$jRrkx^2XkG67@DSL`6?jG-{eW>EbYf6
z&YP7{-Nd}G%%dwN(yR!Xt&fsTzUxS_$Y6IL&QEcPVODiLc%!e@y<56(dne4^jxT*P
zm^y(I-~U<{2+B;rcZ}-$FGTU*y4n17{O`uMza1NVffgoIje45rg!?P;6XFGP{NXID
zZ;%yH4yJt$6*oV{Wm-O?13)DR908TXNTbq_<<H7@trwQRq*j&Q_f8PAL;|AmENC55
zUoJ1gn)C&Y!I0-3qNH(V@7wyLTLUPkQz|oTSjfUV8ij(_KYaydwqb6yq2EkhJLK*6
zZP<XGxw+rn$RCP-`kn0fSCG4B7(9QQ%)PVOo3Ab>=RHT@-S<00ZzZ;Iie&Jzz6tOC
zKuA8mzxwO<KQ=x(kXZxP(@=xvD#9X~<TKYjo}Aue4HfE9H@Qs|t&Dur;=#fe4UKJa
zQpjz+%=AQ(j-UCd1JP&Wyc`*iQ_1)`!??4H7dhi~tjt#K_Z3fjs{wSs_8KST8v|5b
zx_R|5U&5&Hxe2iVdMZR<gR{4X5NogmJ-WJ)=Cy$p_IxlMr^&}iLgb0<@f_A5?{z|#
n@T<{^pr}C$C3*GP8yp?s9QQ8Km$bJHW&Ivs>_6mhUq}8Q>X1-L

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-73-#### 2) We.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-73-#### 2) We.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..e20534b79eaf6d344fbc05ea0d8415abeeca7a02
GIT binary patch
literal 2200
zcmbW02UJs88pm%)LI_2Q6pdhLN(TvH5SU2>ln@+CXhC2G1ep;KDT0a`pUMczQUn%R
z3!oI~RgjS*W^|-lKuRd%7*HT6B2p3vguHpkx_I`SJ!f~nd%k<_yZ8IP_y67ZJ-8np
z0t(KKbVq<f0f0gVfd2pvKuS^)CyAB9;c$4ol(ej}oUDwD>_(;a^2!<n;${tky1J&W
zsh*~`v5vaBzLkOTHghtWOw_afZae8)QwuU_r3ea-$IHsdZjh7PK+;mzBK^+>{{|GL
zfFDRfqqKp9A_}dDf}a2)q7#eyY~Y`Ul0ajyk~k^6v<wnZrvM~SXtV?djm2UxNHhyM
z2N*@Hl9suh<a)+IoOXmV>3r&KDINRjM=CBaKj~WdM_#~7tEz3-NZ7JfPv5|hZ267V
zc554lox2=qPIPBiH+K)F=K-&PLxDg2d^jlhSXA`!6DMO%#r|?JF8<QxgtYX(XI#zv
z$F=LZdHDr*3X6(MYVOw7-K+oge#7J6pENbMw6?W(b@%jg`uYb3hu^#%86D$|zk5GD
zGdsr@%r6KRSGZ6By^4j*t6=}erHF7zU@&M5ZiNdaaRPC)A_l8vE~#Y4z#WWOuT45H
zrEH&iyZRAc$HL{4ihtxwX;oeF@RsQnw9jP!9oU8ci|k)uYg~gs7L7ta9$FDl!Th3r
z?m6i%9ul$lPW8qnaH#T96sK`XFXwW7=%8D2i2c}@k<;dwo5qJp^a`tH8#~$$dtWKG
z&Tg~r2sqG?-AJhp2nyH`%9GeZy<8gSS?n5_$Z1@Me>1w*Wo0q3k8`B%n}`rC*3E2r
zmE3h9diGte&fOgISe;1T>pEs*w9B#Zy{EIHZoXQd{kAAKp|evzHvxS1{MLf!K$)>?
z)w?-ad%_sc!NG+*MqCR$%8x*|+vy;hIM@9%izMdEctXebI?@=OsosOhnI#j~-`5Ii
znvQHbY%)Mw;Eb_vnS4yH_HM>h$^UttJNTfXDl5pk;M3$-jAc+yxfR1KKFlKWbyPOy
zDoMJk)zXk}`E+4Vw5^j@mw>Y~DaP^W>)sx-Q&R<$lUsXJ9212@H#`CmwLLvw)W*fU
zsjH6}^Gj_mxR&B)WF=N&>4?wviG|c*mkI6+iVcGbIZ^3#-v&xXlGn|v+sc^({o~Z(
ztzA^!Bs6su2GZ1FJ>=m7#5EDC#L^G20tM!a-5<hW@OWQ7)X@)vhu$IswI&;jqQFL%
z{6h+bA|uJ7aqbNEE>hb_RJ?q!pHjP|5hl_dq=}X*muI-cG?DHivQAkVWk0S8GGGP9
zb8-TpRc$RR0ZtDMUf!?`a~m2G6;_UVTGGCM7YzenCCElqYfykqINm=2{b!9djwdTf
zU<HFU<;t;5Hs=1he7bsS?ewCD93xh2KcDllMU*6?Fj-~ndauPB26##;45$HOVc4g<
zuf%vN*CNpJ<&@_6uNXXx`Q;Sx(4)}s8YkuZJ_-?6EIN9a79M0@;YOzT!3YdGyDG9y
z7<e|EjJNiD)d!8BAsF}&g-kL#ie*&rWn<IohGE2a_@*e;1pNw!M8o7H7-)u27vHek
zE8R6ViFa@yeiM|z95A|lDnb7_UCS-%MW!!*T5q<rZujcdkRY3ayM%$vqTIxuONNQW
z8MOy6h@_4L^Y^c!(nLwyKeUfOon!3Mwl6!(o*|hn$F#xVb^)`LU?xf|g~5-J(0Gtn
z=fcZ6`J_!}H8Bg&elR4I?-=&+ALND-r?+WPd6!^7n6#V{0xk^taANmom46bQxeAj3
zXPEYx17YlOP3lxD5<_{)f`J_h24`stz3+`OuieZHG^^o4ojV|Is@QTj{oaF6?auN~
z?&hXy?KpK-NbpL}NUrqEZc*{9?YfVT1m07NQu0eP)aI16#8U~`KkXTyeW>ToDG=vJ
zpd{Ds$x5mFf1Huj3x}etd6iy+B{pHZD;F2ig}ny0q>2x}uf-ArAHv|)IT)~YM8SNO
zZ=c<$N%=~1A+~NxP|&aTn?`Z^=(>{>ew~{i46ZctmXN;Cam(iu!uBtj%r9eb%R=H?
z+E<xuy6dy1<BYXKrpQ)#dLezjZ}ZV3BQ0(9M4QuH?pbPL$6YX}q*Ld}<wf-`k`5#O
z{Iqxn(yIJNFvvJ&c$P6&apOnirE+4FUhB~u=Mm0FxxD$TQXl)H9IGdHCjDEK54jOT
zV#TK*8%iHeG$)R3Ytu<j`{8oQm#!IMx0kVMkgGSrx^$Upr_k#hS!LBln#p!eOx-dH
z-8;ZF!8v|19O~G|qYVzhAUo$prtZZy(<i;OJzxH_YC$WNcdNuJ`kAxo35tbnY766f
zu+m+^FJ*I<+w-402!5sV3TN|HtL#p*AIbC&&clf=PElW_2nk3wj^bCc-{*;??LD)L
zf#0j2CIl<>oJs3*a3x3VXI01x--*VTe2BB%!mg1k_qX)tBvj|ZptYUN=jn;#G8|S5
gGszoOeHAanhpVPZKtn-ZjK8@uE%PMrR6y{+U!t)XivR!s

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-74-#### 4) Ca.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-74-#### 4) Ca.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..ae623bc244647a9d2f17b32cd33f4fa7c83c61f3
GIT binary patch
literal 2548
zcmbW13piBk8pppe#=TrZ$z?)9q%gTu%&82~*?acHq(rt$B~C|C9FkSKh*NoHm(q30
z5SfiFmtkBc5}L{-$`EIgX1gV0+-A&Woi(=IsePX3Jm;KmJ>OdES?~M(zxVgP@3&wM
z{2pleczSyR6bb+oasl`q*bY>bl$4b)D$2^rs;Vk#8oEm~)YUZ%be3uA8n48f7_T%k
zTD98Fa+R5_xsj2Tv$gF8dmIjjwRClJaoA$#h;xvOpj1^=HPkg$ELpO`!PLmq;eQ_R
z6QHdELO})^Wd;<qQD|)x+z7BpoEX%?0E+{qfL6pPDXXZesUr^MT0jAXMk^?yF&ITf
z#QPLt2a4Jl9aH<QO3O$g%4WxO9nMf5sF-gnsn^@p!C&nd8k3@`roViJ!AgrYmR8nl
zaT}eSU0gS9_aJzB?eO;T^&{{0-?KL$Ed0R1LlK7~V~?MRi~n0f;@NZOFQi^fOaJNW
zwan``vTokWrsd>5%*%gN@VK<Byn<0##cX)m_^he9<vIIxXV;sz-JG7@fe(WpdA|+~
zkBm+Vrlx0R=Y*npITs3`f5SrVzk&UMOB>-*P*g-KD$BW03h~H9Yb#<*?Ui)4l9WS^
zEi-dCqoTWw@}Q(%)!cCxUoSMKLrs4*Zopzvj<!Jd-+`t4Uu0jv{>9Y`G|(udcxY{a
z2XpgQ*{9WhpHW7>k5-;`4DYrzqtFt5VITFhroNj$<}x)oqg2INN2{Jxe`;l6@Xp1h
z@HSPGV^MagpoN`t!8WSmctm}!P5&JdJ;0mo^w{agTdspT9s^x-dR9fg4X-OJ@2&FA
zFpxyi1BMETJ+B&vX}-N)Spinrk2ikV{P!T_&+R+Eiv$BnX@5OY6?%TwHLji>pXixu
zTw2|iaFJ%~Y?2wuZWvv!g_}UDFzow-FuexrEC>d+=QP>1YL!>^61>P^Z5Ob&bYi%^
z%NqoZZv~$D`dd?)-!d&eR8g1q^aljK7<w}NGfgAW|Ig*G(n<?@Hy!QvdmY+A&^uE}
zBIpA7Y;qa8|2Y!FDm9n6zlQ-U<!%BDOk$x*C^O+yj=iCk>Sb?1x9}7_`-1V?+M8|r
znYmH4E_d!>7~p?^0k_`k-8g<|6e||mysEhf4gCah&91hj$`UN40-HRsdr&J>T-2N+
zWp>Jv7xd3ShmfU5A#VNtLpUvwPV$KRh)jEg)U#c?gt2Dh^UF|b?~N|w@tC@r!jmSn
zSus&GpDL575gB`7(AI^W<NMzhX(6wxVNgdf@xV_#$4^j*Vz)WVv9Xd7?2%F!Q1kH<
z@9zi87xXF1dex>NGpy(%b*`o0R+7D8+{;K}R)6it7IbY9zSw4e^CKy<O_qFLPM^UD
zfd0cKt}xh8S66L9nH^gU3nQgUr1da>FbNEbrbIv#e<bgV2o(pl3%XIM(UC;ZS<c?W
zi{i`>8NG-!evVK2!Za1V7#D3ZW7aS@^r8wM9F*ZLK9RR5>}nU1S@8@Pqvfz|gG(_^
zU<!kK-Y`f?@8PGIMa851G^dZXLuEFbIL_a1>Bi;$oow+U?3WrCWLUHM@a&q_HrW;g
zt|&@E?_7@`Y=!1D1;vg?nlfyl`CnP=@)vUl_ed#j7P|iV2|2Ma$iFJ>lsvkQpB#vW
zL14GY@9N^Wg3VYVpRpiS;NAg+mk=!U!ZGAd)?g27j0SBgC*vlBv(fXz+|~z@9l51;
zByYlAQ}PjLP%t6o$;c6Jb_NS2)i6kaGI#dtRvchkTNSJh=;l);sdo4=4m7;2WGt)!
z5*Ss&pg05u57c-~km_9*;s^7>+BQyJbFeK8)(Ysm>%>NzLm5ran!??wJ~L5mLcwk6
zQwja$Cm0N}HRV)Q4l~JNbfZrclQ9^Gct?;D8Nwiqb^-<xK?PFl%P?qs!}OUJCADqN
z%5@AD=^V64I^yacmUwFIW~Vx_u3;GC9j{20QtO_X2+im~OeoVU3^^S7FqnCTysxhb
zc4j($qu0TNfh=Jk#BGAXhsb`tq`L4}J?G#dDVZUaMDq(OmL#of<&00(GF$$^@_AE`
z7%w^LEIl4Q^uyqUSyx%;XBJZ1-Q2lJmhhHyFw(v@(PAN2^4-21I&aD{i~g0o8vQTb
z+(>3)oT$(729ks>x3z`ElH?#5)UepO&3?PCU;0|XuownIner%PYYIDvH(uTgeYlVq
zq{NV+#3sJ}LTpi>Xlx}6Xp<#rGSl(B<;4Sd(b7Pu8!1Nn`PeY?NTM%I-KNVcNdAlP
zUHC=hQY8sn7n;OBcRvi8@4(<Qmbd@#L8yJP<!-M(>>4=SyykU@oAHQ)TSUu@-e|1d
z&~3I@gDUl)ex~wB9Ax2nmNYh)N4%3!`n*M)C-Sx3Azs453y?e$x}A7}YJIDmmKmD)
z+v1z?mYK8q1&6tlpSUv}th)h-pzrtQpPCu1eaRb_?z|bfaXI_NwQJ#t9hA|vq8rCz
z>YgN$_kHO*x&N-NjPibgJ6}d#>N7^luXf<+-ZUu-PfV{n(09+D^KC;;jiht<l-8=)
zD^LdvW<vrio9?bTKCo=|;<y31oeumiX?bq_xmf6RoH&mjfq_tsIzZ6-*y*<E0Sr`T
z(_rwYQ+ODlu1c)jO*-(ynt3pI?*N_G-Te?b$=^D_;9R^1c1pPu27EnyL%P+d6PBM5
zL7iUsVt{YR5PFp@Zli&0qpN}+_*xUozcPGQ_TxMxQ^*sN2&U7T-}rk;%zG`RsA=Q~
zC=vPD>7oB-W+LV?#Eg-fw+}y+X^$_HoksM~mO|1Wqs`7b`?Z}+U$>rE5_fW^VN_g5
VN_#{8j_LO#g2${KwGo1Q{t5Z@@WcQB

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-75-5) Concate.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-75-5) Concate.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..0d738f23e18b7b3f189431550ffd23e9d10a7036
GIT binary patch
literal 5588
zcmbVQ2T)Vn);{ziRY3v8sB}<N2p!Br3<yX~2wfCZ2tgn;1%#-mTtmB*h$6j1DAEF<
zDpjQk(mO(k(t8cbi$3ptZ~mD#^Z)-ov(A~>XYIB3x6ZdpLK~t@0el9!`nmuE0{}44
zFMu`*=m6}jtZb|->}+go931SNTmsx&M~-j_A3eq^ASwbnEh=*A)ERMksWa!!i=8?p
zts-;&(q%9h43bjQQdQ8DR|G5kG{V5a!NGNeONg6WNa5_MvkL#`L3<DIvja^)2NT0N
zfRUepiJyVi41nn8WMTL<fZv0Gk%^gwm5rT)^9Ws`f)8M1U}9oqW@2GsW~OTg(cc5i
z{47V$Ue;zkW_FwH99lr(Npu>!*wvB`g62J|;);%5PdPY`pAZrjk&u*<mXQT3DXXZe
zsq0*W>grwBH-Nz{5SCWfHcof$-g9<Ax_bNg`aO8)9}x2F`HRp$USeZn<8ZIyU%yF6
z&&bTm&dJToFD)ytAXHWns~ek|TUy&be)`<|wXc6*aA<gB`rFJbX^#B;$Nbv*#^%=c
z&hFm+Ph1QD)4yQR@Bae!KXCEWaWOJ8GcmLM#Kpk)fG$k@%q(XwvmVtpW4nz$c2405
zyTH}xw2}`TVv6Rgf{tE2oX5q%(-Lbxq5VSkzXSI4|Ap*tVE@K70&p=g&_5m%KL7!C
z_NCJwbN+{%)KBoei&`^Mj_@I@YkD!CF9>B5OF&y9d1RNwOhExg6I)HYZ15@~ss{BY
zGdi9pYbZv;@g2pizyZW(e<Uz31AFcS`z!-?A(GP=pXHses;?fI)D7>H4_e?P!$+r?
zf}=Ks7}zw)LIn;$9qIG9z1^6R>?&6DlkhT1A~d)Q=5e13cjA*wWyvV^_Whi~D@5Mo
zllB#)<S6H}5zBAqJpJ3UoDJUQ$-|-Q?ir=(B?`wLPo@0B^~Rc=eA?9P*Yd&I(%LH9
zD$C$+lL6Jd+^!z^-~SwIj{-l63K_HLii4|7Er%t6GdkIP+<D^6dH#`AaN{agI+gLi
z2$R5oDf}q|v$t{jW6cIV$WX9q!uUF0{LLWs5Yu66LXK1M&FEKMmJ5kAK(=CL)VX{h
ztv-yj0b@RR5=F92=6c80SjsA-qEWW2&bjSurW;dG=|>S>Fm?s^Thx?vjJZCqWx0>6
zAuGh4Io*`7SgXeALKVbXzxeR(GYyFFFDxu5o9{tpNCfvpG<0tk8?PDo-xR2hyu#SZ
zHf<Ib4vSFQPWsf`B5#9Q(s&a#<9{jsC^9B1JfhsBW~&AIt!nNC4KNzKKeOTZ_~~@O
zOi?h7HI0O6BviJl%k$Qw@_S-CdM;eUCpM>sj5)r0RNmk(*q`(Lw!BR+#nM(WW{`qB
zHISPSh|kPLK<}P?B8DAbg>$flo*kM$7$VAjIYtBK3-9)x=Wj2})Q&Revj{_3ouB3#
zZ7yl$@ymT*;ED*zS)3}kYhECF<$5~07b{)llqj8!1^yBl=}t)(2A9lE;Z&CNSn$2a
z$FVnh5&#<+MO_!hin+JWxw3`h<=!l6rZcK}w+Jr=1YfWZsP^5q&;{}ob&(T@cgstT
z;Q`7?+>;|QU4kiU8;lzX$@3E$?ba7a!ukSuUf1Njc_Rg@8v{!OQz8teUL^NszQ@cf
zE~Y+5q5jBQ{!zoc>)Y%H&r}cPimwky$AE?40K=kO(rQ;RI#(b3;36@OQMJW<(08HT
z-eS5kPWFtjP`A=2Ta}PBk*`CGuS6<r>OU<<etu&8?LhrZom7e(djDJLBc)siSB0*f
zqstNWlox3PFY$yu*BT?Jy*llFGzCih>MY<q5k9E(O>TJU;`!skZv<1wALbQg7X~7P
zyxSd-Fr4+eSXwvO89OImp;2c}u|Y<fgCTXVEuoxX&veDIKh^HdCcx30_(yo?VCuY?
zPw!kn{j;X53uk^9+Oujy1xy(&CA<b<C>3;8UvxhIW8QZ~1R{(EoIO}++T$DuD|H)q
zTk7U9yn-Q99lD~*CTKu6r6I{S`wgF`6{GrwPQgHdLFQ<wq6d^zM~q)8C9n&1*BJ?@
zM2S?6l1@I>3d&Qm)Nvg0^wPrwlrcw#JzQUC<e~PvS8pT7Z_X9LW{pS2!WMTLHfX>_
zvfl4~3ik32w<zB?U<V6(0}fUjx{tOXnfLUz+v;L?37^)v$Xc$0zg6+?e;k&mja9YT
z9m?r-n5-0&ZTgCE1p}=(2_=;LbC17HtnC;7=V*C~JFa9@DQzxiXK*7wAvUcfmZu@<
zhTMd{hSh6hcYUooo|yM#R`2a!N-&7`En+{yH^o@<hdTL6LKLLNKrIN(?-+7EX42vr
z>G(vpkwzjS4pa8XO#DJ)nIH||eD>a#V+)n&d`mpY8}SInU(ugd8?`%FT!p6|Cv1Sj
z;%|2>>M5<SW|FL@ZF-bx0Mi%_Dq?uF5_z!=ra4IiT27Lj=Pr_{q9|0;r6cxy2ISMX
z<@Jj$9({AAsgL6wTZ6%J#Wm%6QJmP!9Sz+pI09ovTo%G`3ZdAl4V6VL)kH@f8xkhW
z8D$YxM%T#;*7b5`TCK@X>i5LNCIyDi{P9r2)@3}LJn8FZHT)qc+o~Nc^dN$@H_#I1
zi@xl0?`yRQm7%LHi9@#J`^cr9JFE4%X)jS~s~nq3LmBw=>Qi{GkOkB6;SYgq@n|96
zF3&*N(p2P#AolFDo4{sKhw^DFzi;)YLzM!03gS{)`d<5FWs1t6%IAL8kE8$Q)qIKF
z{r(YKROR#j$m>iXZCf+TYWoNzK07+Y`ssv5gn{p)DW2Ap!$RI2aZ27Rl_TgpJB6pL
zJ%g)7H!N7k)Z$?VmlFlvDE?3`mG3<XvN6lHm2N%BG*JZCodZ1YnCgil3ofYS$iy~x
z2BkkIg<l#4|G_gIN!>bc<6Cnr{6i@mBPf}MK51Q=;jVUyr_S}E{B1s6E-bq#yHqj`
z`=QwNu=Bjjn#u6RK-*|;$v!nVWs^F{fx>7{gL?duDW=<k@*{YVjk4v?Rk@#tiECT%
zqB^OapGNIG3n}MO!(Ys@sb0D@nWS@SEy5hpbqo|(f^TpQp#~I_t-gHtzH&OdA8n-6
zE+2BdRlqb=nXOJws}}uS4Dyht0x~j11CsH3eJUsTO6A328$6o}x4xy0-OdA-7<GCZ
z>bUP15c&$!4Iek35gI{{6j%?pIJv*O$`1VzoA6Re<E%)CH;8E<SxHX$79K4umC9Nk
zDJm0aY=0x`=0g12tEsDpF_VYy<o0SR50@1;@jHkGUz9j^&mb~ytwpF)x+h2A+pF*#
zgcq{1<RcAmoR4q=&ww57aPO3LDJIOHd3m95<`2)@G~FP4=*GRTnvVQgnDgylN?K3S
zfI*vJMPjsL`BTZe54<L2KFmZd*b8`7_2dbj2);|~hF!+lc*VsxcIEOlg(M*FvIz@s
zc6#6Bs`httKNH;!Hc5FsO9#J?m*<e^t93z(?HS65v#K`Ir=I%+nQe4kph!Y&qQvjS
zH$O;SGph{)$xrJB#9|-*uns<3u9BeCjN0k*aLA<rlEhnanX&UeMpZ54NOzV8Os$Fu
zt~Vly)(odxiLZU_>p2z3JJ@8C`T&e<&+1ataJdz8i2O{TbFor+?t1oQps;RPVw}^+
z+_;xp>cY-2u(_})IAAG_nS})HV$Q<!hYi0hW-q3sU1_0yr{v?RnBZ0KnMk4#&Iapy
z){cG7mz(Vpxq=z1&@hsx2QiC9Mn-&J1b1~rh?FoB@S<rgB`>>f>01%v)9ZcM=G^&v
z&Ma1m(LV;NSGVG(rA{VRe6RYf*%DPUO3$_u8H;{2V50-RX%VQuBNd|+elT<n3zmL-
zbO?X0my35C8)ilWEI<eSZayG`0a$!l7%}cP2r1zR`nCS7-tZYZqa1V6OD&|v2I=b;
zT+Ri)#Qn*a^W+DjzRiOMXtwA$(*Tg-q3aUL#>>2CTQP%ueQ7M@_r?m^0uTH~`M9b&
z?eo9VfVT1CL!T@IFRwBuJbUi<$V?s?mnEq8+eApj{o1#qs20$}`%+`xRIt6_Vd1y?
z7qnTfxhz7~W+-@6i{A_KwYVp*!gfMd7xpc+riQ{t%43P$xYG=j$A^kHD}-}G$$_m4
zE1LQ5Q2ZYWxR>Bz8c?d#X`|Tq$E@$^s@dQd*{jeJq<b+aIXYxN<p*5T{+R7T#JO4j
zo~P*DkbTbiS|#MR7U$Tdrt6wbyX%k}W;gXs$+n*-ADf2x5^Z`f;M^+~2z}0kuLYDf
zcgREiwkuD|!AZtiH`}_7ls~l?{4${OBG}&03h^GJF-I9mnwm^F(hBnIY$MtABO5Q_
z;+s60CzA9HTvr0AtcpWj)lDwbCc`7MhBSboZPzk2ods&D$|S)4)o&@|L6KSxLJ(g~
zSXaq_!Wv#%%Km1My#+envt5}OaPDopn(&ocP9O6JCMCoAQh^B;x;#pTQ9F8@*+DNh
zs2FZV6YTX0;pQ0sP!}rh)5~zjX{0YWM<7GaFf9+hNDn$Y8qjcPWLNMp;(Y=}!j#nI
z71Zfx76lfs<GoT)s7mQHkbSj41NP=p$ZHwCG=Q>Uva#E{4Vlo{ZWwo*2hGPG&J)x*
z+iOtiVRQKm$(LL`2X_ymX+TPAIqo7_{?1+DgQekkm;AtD8bD6Kq_jp1(h1oK>7KDZ
z0Ii5QpbiI)r>t#228s}HZZFAL$27N%Si}Pd8sG)l*d4$jZ`$blC}x@W49CmX(tx!c
z6b-PK)uJ02qo1TNu*j&tAu<07I@~<RxVP>LJn!MKq@PZf08gByOrKKE9rL2JxNtr_
z){Gau6O&hNTy9IQ5#Z|UgVhWnEQ!nmh)OPzz=xS)kL|VF$maR7xfX!55a1^;FI{uw
zLRauXQ=WIAL}y(ep<C*x+xPyg>>po#yh3@fYv_q5XZCk^A<>qyWpVzt=fG*g-r~~f
zPkON(U*zH->!5lH<j<laqR!v#(5v1}a8B6;gxB@x`3Edx(r0`ra#za`>~noZ$FGe6
z%-)M~p+`v%y>>40wy${Kcbu*zn0jkE%{Qi%-0HPcNPIfX91NcOdSBG@%PgiA)B5IC
zew2D{BmNezTf%(W(kY2<_fRd5ds(M#w=SAN1?)HjqV_XsKtN$+$PWu8&=x(=>kw_)
zn}s<P)z@viF~_me1@3O<<uoAb4Yk5A&zc^c9W=nE#@2F|IwNvq{GbtULXT`j!%BZb
zA%qe%Lg$MC+@W5*fuo-%&TItRJoHzOeVN`2GW=`^z3qHE$NWZ?7W9*U)@J(%FL&(7
z;WCLW$81r~^@7}npHgOT!)4HRT``^pOe%>+G}^gZa=mG#m*+xWNyy$@0}e*8us5G^
zeX<^z^4#0e|757_JksbxtASivaM@H9Ryb$lq&t~TO&5!kRy}jXvDE2<C~te81X8?8
zG`Y_tL9_nOq<bYjZKb4TEDg}v_H|Q9YIvGHL3hFAxu~)xde+LI0rk*}<9<#R4(D*B
z4)fMDp_r4&+*T(Bc0sj=+&UO8l*s)Ez0OD$8$O*U2Xsf)Ly=M@(e8HzVM*Z!z73Sk
zLvGOTZSt;k^HSEMsCxoI$)G(F=x|*QGVXVefS)z1Bx2P__Z$VI*jNjLswb%d!7oxP
zu*y}hh58;p{D{Xmhf@8e==ug-DJpfrFW@+12cM|FPJPU-MQOagt?Sgif<wCD*_54+
zxpyOu&yTuFcZ8&-$L4e{N9L4Q*7}D0BK+At0W&D@pCaLvL)F=t3|$xOACxqqn5;DL
z&dRx3mKP2UBrPu56qIfhWvD%2I<1(JT4<2PMtLp|83*-NT{iRbv?OGG@iX`PuDdaR
zo5S#q)Rz=$9mM$jjn;oKy_)4|OQ?e{c1aRx0A@d7A<d}qXpM){s|u)$9<;9pDqt>b
zLiaU1WyPZ8OOR}G1~m^dfe%UDM|`E8y5U68KLQm%NVdp9cK1>iEM0Lqlt<lL_=*Zl
z)Urax>ftvFe;P2eJV>p!_?vjz22rg~iyM7^g*HO+!*9a<B;7CKi8K>e_wDT4(c3Rg
zKlRDWxrbZmdPTPA8f%=|TkWNn!dV*dI{%V&P!ybKCfC69iXvB3<UWn_4NLq}-FKgp
z+}wY^>CKi(j+(x{KX1WD#B_Gbr@NrbU3$bqkTQh+)4;;*y22R$SByhfjWpb@6g}wl
zv>XJ6eMKwNo9`e<_p~m(;;!WEQDnD-bCzo3$4<8&bbPL{jTYG}$aD^ePkX$(;zI)<
z&*js8yQA=~MeYUuMC8GW`K#Y+rAIM`n?IFqrk8F{7%pEN#`wRvbm3Ei_DT6g$}s+<
zM*}(Cd<63=Qi(Q*{62y`dzSIqSQdc>9Q>eSIFYu|z8-U>DTz*u#r=Qz(aazRTzCs_
z+%q;GY9K8tU8IxySLpuzY@vs*W1dmwh>4=Xe9PNnr2y>9tBSn_Bwh2!j!tSzDLsIk
zHwtXwR?F@^x`KDk1mCN!o{e$&R#!VQ?R~j5IGd1Wa5<c4x#cZeAx=6WX_u9I<!7HO
z5LCpwH!oY4cyMH-iFo{9=$%pv4o3gTj9^q%buE>jdVe@oC}DiFOWp0RNc48ZSP4{n
zy9z?i%~<lpbemZpsBJ54zgyNp((@7Q(3RwDYj-WSqhpHkA>IK+Z;d&7E7a7!hv)WT
zBMXx8-E=L#hOOSDUnX+zB&*365>!>u2{N!4+=!@kOY6slPy-n@1DiSZ|Ms^Gb3SBv
zJG`Tl@wk+D4^)*<?4<rugNNEl_d?1YN*<=nt${oYk(JIT$D_T98kOJN(NpfB!ZG)T
zG2NxXa5Fv4no!w#di(ivq8x*h+P)u8Iglbj1-#p<=nJ?N+NnVqKMkF4Adf&kW2MRQ
wo@R(4lf}`Cdpjnd<B$Z``NnYuwlm+b(sMueXqo6UgKEE{r*_~!gn>5vPZD71T>t<8

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-76-_summary_t.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-76-_summary_t.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..679c1b5f10ca9a165bf4be6ccdec41807674cb3f
GIT binary patch
literal 3558
zcmbW2c|6qX+sD6V>}zDtQYc$ejIui|#!|MiB<cv+w-`dogb-z&5G}GVW5{lBOk`3b
z#=eA;HB6Qa8e``BjLtdF@4TMBp69v0uj~8zzV7>aUH9jG-`910!7=bp;E*ZY1P(AU
z0RR)@0l-P%BEZhd%ErpV&c?>Z!NJbSEy%;o#l<ZqaF|a}Qe0X}Qd~mfsN5;}qcSID
zB_tHiDV{ui1_pyk%WLUrs_C9mhp8O|VdCK6;O62M<>3)kJ0@{V?f*Q$w*Wso5CN1!
znPdP6KNFOn3G4)<89G^*ehuL7!32Rav#_$Ub8vDo9O@4N5GE)T!VG0$VP<A{-)F1?
z%=|0@$IhH*J#6L7CKD*A7L}IAE_<Q6T?j$kkW+UFiss-H77-N_KYl`9K~V{&arT_1
zmiEO<hHxWe6H{v&Tf3|F*Bo4Lxw(6IdU+#*L+*rzh2M>N7#kP=C?PQ&{WK#p>sfYA
zenDYTaY<=ec};CyeM4gtuDRn~C*gh9hmYL@gG0k3qhsR}UuWm$7Z#VkEw60;*dlN5
z?Ea+e9dI!L(7&)4@4vwQ2Nyqs3&P9{WoA3zVuFM+49d^Ua_kJNz<Db+=fJ}<YEkTh
z7t->o+c{*_5gS4-K}1erIoQ|Zn+IsW$o_X=(f=>9{|5UH*95=~Wnx?&lpinvcJ~zW
zA8`K51kf<tV$S}peionari11WdPCISw=JRVW4auUp*@}-m7Z241P+MpJI>Z}8Fv6(
z(xlhqO2Yo(g8H(An@XKGjrlabd?Oa7mru?3$NLn(b4)Rz?%#{P|3OmLXvN4##hP8~
z4fjt7G>F%=@s+yZ?4{elhR>_A`~a!$wA?}1g<80ZlWi5fY9$oC@?uZ<ym;&IFLnP`
zdhmT{C@7k!DLIswn&@SXHgb&CZD|iuX-u3?yw2(tEVkWeO4hr4wQj)K#DAW>V$uj3
zq%XJea$<$edVmr%*>m&HxNV`d((7T5Z5tewv3f6J-i14zu0j-Px*QizbO_N?>=2qS
zxv!m2){|3`Y=yPg&bEZ;%r>sAY48MeqL)V+Q~X$J_6gc(`&ZI$+KBfI{ZCa$PMrUd
z_Ic*+XdNydzS)-V|K(B^7w%fK)OL~2iKiNM!KaF<Jbm2q3cl)@uY{|@sN>wVj{4A7
zg;x>Ek2k{3X}`yo9@W266|3Jm>dq5BR+s_LN^5^)Vm20*pDOO~wo@TL5%|l{G7p3k
zuMl$p2Sqi7UO+`Ky8s5%A>5zzL-^5VV>+DoPZ+BHCT{8fnbqi`O%=ICd3!3<Pol->
zNW3YYp!T~ADz6~B%ZAh?JlO2c`xxW!>9(&5mRTwL&tS}6Wi@NYArHz6^7)}rv7!}@
zV()Vzyz1{*q>8a#chbXRtRgTtrX+JykH(@f!CIyIW28AOoW5>7hKYK3Vo5bh^^ccu
zbh&<s7@E{8ct1PEVMs{OIQ4yLqL2~5sXq+dkF%Lte&sV!(#u|CwGysgS4a^`Qz$BA
zlgVs2dcbEouQB#;kE-0-ZU_8ka?Qxe^~U|69Q^(h3lR8yb$`{=^hYhM7@b*+8awt)
zY7PV-w?JUFEb<-S?wY}dj0Iikb#w<;%Vfjz9+%43E*_SeWY%Iod2_p?*-YefY91hP
zp%jx`WL{7_S3OP|uFA8pZm{?L)TPq>@|*fjg3cT1X-uwjJat$4C%-%h2pLc4XU_5b
z5r>Qk`UwL4<*&+0#@^lRJN!XzMs#*zPXu82xYu$9kg6l(T149ZBO~PvfksW)XGeoT
zVsVo475Wwk{AmpWn>P4yhk)H&hH@vyQVFfVf+9-G`Jp&Dsk|amUDwEBSxnqX(Cm((
zt+ecj;_-nX5G8=xv}rH&@+P$1bS$G@W`s(yHPi2S?^H*rF*g0Yg2P3!hS8OToh>N#
z88C*9c9DOMBR_{IV;dZi)N!e6?^5ox)VBPN-SeT^f5gO_4DunCaw&UghM2-Fald;f
zC6D`fhAKbEPe<rx?TOEhh^nmnzEV!8T`E2LrG@+Ej!GiQ!MO0kV<mww=<Tvt3$G)E
zf!z}6CbfNJtd@q#jjw49ua76|3{}W)OxLENrJdXzW{7oMFAWe8*>Xu~QEw5*UZ)XQ
z?66AW?HW~u>9|($aNl9xFpQ1)QkAu&$kmLNb_{Q>r4ezyCAOyRn)CI}yS|8@L1u=Z
zj#N5DT6hl)k}p#)>pV9pO8A<_3qhx%#CseukAgi0#0Q+}1Z*T*Z|-6P4<qX^@Ck#~
z&(T)Rh3n<iWQ<{x4_0Q{PRr#*Zi!H2nU~%BzAMqJ)b3WA_o870OfW-pE5Nm<d{k#)
zVwPwqR0a`W&_Gc{bLma0Ta}efeTOVy`ZCT!g|&-QK~_&)b9bKE)kUhCnh(efg23F$
zE^V7`3$dTL?tQLTuR`tY!onOgZQ@Rv>?e&?6KF?hRri8LfQz?J03(swKp-5I5!63=
zL?<gLU~J|ly?YS<P1*+pB1QHUdC?`(l=umnZUzW&;tV5n(@0^heYnSEUYVRbI=<Mf
zkPmG9s<J*2wp&GBGi1Jc5Wp+bg``S$Nd~LSD6%kSTj@+20ja-WLBi_LqjvDS3#g71
z(o4<Y!S4p^-5?O_n4f#n?+q>&DPlHwQgmvqx<Rw)wz|NEIvE23;|`%T=y%jFN28+c
zRuHJlqK8Dr3XR?C!(Cba*DC+=j^)fXUAx=x*^qZ~-h3!;+!cdOiW>+xanZb$;7Y0&
z^5lDQqsdR}Vv1D4m%@2^KKem>C}T15P+eO|9s8Q$8-&_S1+|N(l=e&I;BYbS(>^go
zj)8l2JJ^m|Q4rvr8EEz-CK+FD9$LgW*epr)d|zApTHO$lFzM?vG@CbA@92j(8{zI!
ze%l10Rbe1L6@JHZA{r^{FFS_X-gJnRtflfMLDIIGre~}{V1ytKSBfrEnPjmuZz*mt
z9%FQ#98u)uoF(lGI5Sr|oKf^uA@q>pQN;?>hfWaKUc-N`FWAgM{Cx80h^6D|OwBvr
zWn9p$>{RlOwYArxD>BSqKn{I(9!`k2K(Jgc0fDaJb?WMVd1=J<(7Iur@Y?gN6DH$)
zQ)Et`SC2u!H`{)Jnv#t*^q@53_bFq4S7Nj7loS0P3BRF;|2cJc*C@qV!vgP|LZLd*
zSTGmf)Qf3cJf2B)JVQ@EJG+o<J^})+MZa%_q)@hMK;Ug7BLRcaLw=r~R%tnXTOp{w
zri%}z!<*ms?MbHXP#qcFr#ZCWjz<-{PP>QS!g96`77jyikm~CUmib<Md9!4&{kig&
zs&PJQL;(Gq3G8f=cv4dfV~eU-dc8&OFbFJt{>12A&p{xGD46ruTUaK-$Hqc0i1<Za
zik8TkjSorYnl`$ljTqp4TE8UqU~r@<MZ~fG6~-^}h5viwZPu2U7b8ZG$m1G%inFoj
zu9O6E&*gmUu(4Sw-qEVInKJdCd_f@NC#O#|BxpTRT9VGLM0Z}T@tU}(ft!>)^yt2_
zddCFMaO_Z{NNTuWqc`O3_G<s|y0D|}o}xn06Mu=QFQJt=H8EJuz{r);C1T}j&!?X4
z@=twJc17)sFABU7C`?KXQYYMbkj|z-@Sb=gKK$yroBQ-F!qX;T|C#907EQVScR@g#
zvx`5{9;XrldpG{Eklde+(_>_Z$gk{hZ|?4C>#wNi$_v!)UHm@zY%zF_4lzV_T(4XT
zKHj~C)D9<1tsA_@cV|x04c76~P74Tv7f)PX1h-+wx;6EqSf2&LTiHc_CL(2B^+(0&
ziMiu4o0Vk#phShLTbn&JYnod;?LHsl=6~DP$Sp@zykYE{2Li9_J*Db0=OS1Ht**c$
zvq!e*ZPJvHSdZnG0S2pILExn);?cZhSv*~zgkSxN!s-_oZ0`PDjNbQ72Giw2W;0U}
zqd9kv846lLLW^tSM0Hb4?`Y*eP$szfab+b>!(69qpw<J##3KQB<kH8v7=G&7a~B8J
zmclDxRIgk9m7CFKNW6P=pKV+8v|QZLPY=&W?cP_eS-&<aekwaOXzRMY<40LnWDUgZ
zhN8mdoKBk*T|eYu*&(a66$9;25O|0*WRSR3(Wrv>jbzUmGWS9Ma%tQfAR%c^Jqz2q
zVkZq&=TYBO9K@vZ>r>*$2zYRdb+XY~7wgk7B)n@sMg_G#R<J5{o}}CJB*ltCJc!IF
zq=!iOKappC8U_1;zz4NaIxP`(?MBR)V_DDgL)KO?5Xg$BhvfYdBXxwxW_D`m);yhr
zNa6Klgh>6RtF5MmZ-wrzZ&bR!{4gfm?E~Y7%gBF5m9Z}-fxvH{oTxjBF8#sJ+)Z2t
nzYko}va<nVOl>I{75oKW*9RpPy;xL`lIIy`$Mm<cf#d%L(6iF!

literal 0
HcmV?d00001

diff --git "a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-77-W\342\202\200^Q _deta.jpg" "b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-77-W\342\202\200^Q _deta.jpg"
new file mode 100644
index 0000000000000000000000000000000000000000..a07acef64d7a8193d3b2524f0301f75ca9280eda
GIT binary patch
literal 1978
zcmbV~c~sL^7RO&UlCWtoaR9?00SO{XfrwD0zX1#iE&-8<$e;w2r7#o}9fmqTKom$-
zWYHo{$q=@}fTJJ;&||ECP%y(@0a1#CrL@RyWJ%uquv%v3uW9c)@166`efPfa=iUo@
z;P+syn~SRpz~KPEVGF?Lz!^}~)W~Wi3Yko%QYq@1bS+H{4NX0rb!+Gb`i8$Z&}T9?
znrvflWLX$9nPxjSTYO~2;cyJu_6~N|ySCYItXGoYs8p(^hNiBTmaerC)5!W)8+-(4
z6d(X62sjqN({KbD4%P!hOeYEV&cJ)a;R!^N8ks^>*T5cBt_64;fq*9xNF*W=dwm}B
z10s#2V`Sy1w$8(!%!;I2$EW2|jGgX&!#LDFWnv?UN}#H*|DCR${w7nl*=BRjcH13x
z_8&X%=DO_J>+0rt*o%L}`>0Pq;K@@#!6Bii&qSX+_ve_uTu8ilDJeNcn4Xb&{l=GB
zH?zfg`2~eVUl*5@SKO<tl2q5!KCY{8c+%MPZF5IwSNC_%dV2c?Uk%BJM@Gkf7@wY*
zotuB7c)PH;!i58bpRus>XR!a_qG4QkB9TBOuW;e;=dewn5lKc?YC4V{WdF!@EbDj*
z-6<{i?l)9pn?q9!K~%f?dK1pzrs);5cVzz`Si)~2`vq*3s}E=ra9HyQG=KobqM0~O
zo!UUZ6lat@u1nFe^Ihyh`}m^S-jF|8h-=LQUo`I5Z+%c+QJE-_RnO@ard8T?-ngpZ
z7)vE-kGCZ7+$ypkb#B#nO|17nERW58$&3mXlu;h@lWPj{)vnH6z9<%&ft8)lxpyg!
zm3=b7*!T=1`3uvcm<$COapYG9=J2^!^fIG?m$#PkL2N*L90XCt#^sl{Y6o`9>aPec
zn_tEq6)JX=?{Ak4=Ldm+vbDUwcAB^7QFzF<%@&3G{G-x8;%o98#*7>rZ@zBHj&AWi
zriMPy*7{@V3j_5&E8|I9Zg9t`?T0+i_V}2I)9~v-;9P0Nt8kikaragnnW)DNLHZ*K
zBG)sIHm0H@q3Jc1>VDmQqplE8KS_eX@fdGu(d-k`HVDSHgg}6D1*i9L77mJvV{Rc+
z8Dq!pD$9a$s%I}+E}PV{m85WFa_qJ*+7u1Jj{^{#V#H?K@4j<xJRE(zFBgI~ey2($
zOgQjqU3!(Gt2AZaTKIG%_kL^72n3%&U~a!>erK3WK5d%Fa2l_QjeN4nU^4_$8Nuir
z;~oT3ag7X7IaW#M8<05~-##z%xaUKOEd+z?Re|0W-*G0KJQ)RYo9Ye1C*NOl`1Efh
zWx;tWcG9z-Mn!Me<_`(X2Wwcvr}NS30k>Bc$WSxVxR5<DpgeYdOY$8EQtcox90^YG
zwoJJZ%(-_xNbGTZL0hVfg}~!TNdg3`c)5;NI=T0;5PNAq(p>blB{KA{2*sM2zeo7j
zqRSV;(I18A7^~Fl{0G_B{=vcbxJkrV5)AlR4OWwjhh;wP2czpC@Ee7|iD7L&jn)OZ
zvaKX-&%WwyDBcig^`fsNaDrbY*u#D}?I(m_{P_>Q+@$50#<vjIxUp@u{Prh(+l`LC
zX@vl{0fMXU{{MONS~O2}zOK7ZyKwsr!?4N$dGwM^fS!S*dy?%1f#^AJnHZt6clrRf
zD3tEcs?U{=OJ|pYAc(sHL8JMG>S$j1fm<z3w#@j@I*Ia3na`zJ)vouAbN-BPQ|jNX
zEehk$v{`266GH3b;~_X;-k4DWLF+`33cmvaW-->p1+_j5oQ{EWj}~qs1t9+=oS&Lx
zeE&eS?CDg?t<$O7bVT(I-kqT@zktA~;+FzhHMn&3wo4bQ7LU+Qplw6T=*`<NdGq0O
zxADy?*;Ws~*Q67BH#XVHJ5pLNgt+#1$V@{eZ?2~<tDZwJ(7rc%i{ZkuWM!U8=j@02
zub}deA()?3a*xXbZs(p<R!zLAwq4L|&2k7;tcE#SrN8!(Ii5w^-a`ki`rKcP+q!g|
zu-s^p`)HP2K#1b^i+B)R3;(AwlBXnkWk0>s753%9O3xU;q7(JVO!d3Uf&d7RDhL#F
z?&=;@!zJ&ABJ9IZoP;368!O$gRJqKE{X=cSkZ%MlSl%GrsmuJluA?AJ5ct(j-*HjV
zkbAOGKYB)_Xc7w(W0KFMty!K)RV~oZ=NK*w87gPY#94_;yO7x@$dcSc?hL`MJP00g
z>Fyf-pC_ZEnW&;E@24s3CtV08)3|gX3Q9u8F>MdImc4@z<al5;V+qZ4b9N)M%~%r8
TJRwKm!QkC#pu6uwVDG;HqimGD

literal 0
HcmV?d00001

diff --git "a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-78-W\342\202\200^K _deta.jpg" "b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-78-W\342\202\200^K _deta.jpg"
new file mode 100644
index 0000000000000000000000000000000000000000..d3b715d3054c84005c59378c56049f741db1ea82
GIT binary patch
literal 5320
zcmbVP2UJsAlzsFLBA`Sm(v%`7MUWuot3N29(i2KV0VxRrUqX?Vh%|`^QUVghC`BMN
zK{_HL(xi7p5u_7(7t$tv|N7&aHM7>t+_%nK_q})SId`AC?|J7kMi>*o0V4xL1Av7E
z09cq8!1w}O0=PLjxi~qvxwyD^c({4_MFsfz`1nBwMTA5pk4Q^N9+8kZCa-qlnCwY8
z2?<3VrIV-CwY0RPPw48O)i|f7sipDL2n!Dn4?iEjxPXAThKz)a#{ao7-UGtiKo!uz
z#v%)_3bU{YvoJma(#&~su>9SCe;Nxb8#@Ol7dH<tA5)?H0Km$^#>UFd#=*hP&eRTJ
zeh1ivIS$IGU*HrmbKsJ_E2<G1|B_qoVo8ITdGDIMrla=*9^ONT#X(0Dj-OCeQr0@7
zt#eiveCbc9!R0H4Mi!P<Fu1jit<!C17gskV3hm?T=YKCCFf2SGGU{P8E+H`qpPceE
zm5`B{mHjFwH;+{MrmVc8vZ}h~L*vJ$=9bpBPksFZgG0k3pGUt>PEF6u&do27*Ecq|
zws&@a?Ct-=#R9PXg2lZ50`^~U2{UoAva_?XbN$4{!s^cyHeq%S8FkKs7tFXE?uy82
zgmQ~sjDK0uz$2$=z9#1A-OGDOUhBKU`cG(oBm3V0d+`54_Ajvi#5D@=v#~H2k4+eW
z0K5B&8TWaA6A`U8*I3b0awJ8vVH4y`YLN}r&287z->nPSmWZ3VuB0p9BARBH@}eek
zLWCbT;j4_knoJ)BX&Y*x7{Hin7(%+Swpfk4)7gD%B53PO#H4@1?#*|p0oK+^a<3(L
zS7Lc;y3%*_<ihLVd`p3QPuNxC%lKzAB6q%h$2BVJN<1kf%oUX*?ujf1>^%oE$@dDz
zqhNNbo?f7UC*c-LD$@C*&t84&YPN6O^-c@YlN>_ns>wxwW^O&Kvx((U3uwBFQS*N{
zR5m7Y1qMnx6-ynmL{bblzBT*2Tvl+(jQU7`e*AV7zV_xhFg8@y_&{^C`kL#98b`PO
zfCJpw(R}i_fYy9_p?3+C#@=&<sd7$IQ_FDhUpv8T*Z_2n;PrcuxAXH^k{qhHZi$*f
zf&WR43&_|DfN{Xah{+CDY_`QlvoUsD-X+E0H8}Qh(b(zs^M7HYeC>WjIJO6Q1RWu!
z8>zEZ6^?UR2Vf3c#$VA~Imz9^Sr;&96obmiubc=>B-JJ4R{Bu|k9%CL5A#?;C!9DI
z=g?Ywp;zX}<;Yu~5=-@$L~kd!cNUa=R#=z!Q?OPfvOC4F**E8kv4*}EZ*q-Ia!hg>
zHdimj8L1TINFyiH(l0fg{@lXXc*k<aS=?#W;>R1KT7vtH>kY<VZJ#YkUfCg4{vi~7
z=smXk)WQv-y$WxlWj4<RAN6N=9T3##+?@5$wug-quCHt3u$78dkcQx8+Xbqm=-qo5
z05>t6^6j+0f8knK561H4AL0_0mLHWYrep3rO!rmvZnD0&02PI+cl{o|<L=rafgeWw
zBW-wVwvP%R;R^Cs_P6J6!xjcyUl%Gh>1`h7&IuwgfVBi9ar1Ni>KAN;^lyDv8bN4p
zN}9HzNYRqsY=%&#tuTvkBo}sEqNwsUuGC$~ZX-5=>m%V714v$G0GKaS6(LKUR*B0M
z{PoK+cVP~d_ZvW`n+?sn8m!t)Qqs%|1?}B6P3Q-&Y0`sqXcVutYz7dXc$EP>@BB4f
zZ>a~{&CLK-<1c@H!F;XG0LEE!c5kHW<a{PD=eCf_01(*KNCv<Q`7YlNnR|mBuV6mB
zf1ub^2o@i9v*%Q10RIk^qblbdF{_v{w0K<R+&?LKa{DRM;LibOld7s0SkXV^un}f|
zqdUb!cf&wDx!J(_iL_~1Mqb+nS$I0JBF91`tGA$JBA-9Z#8tS+`aT!h)Ee6oF1^Bg
z&0u^P9K1%Hw7|`hzFHs=UBmcP>jgiZBQ<1)N`&n4r%Kl1x9f5qu2$#6hh@I=#Q3Ki
zS~8J4d!nj<0UXdnEb5%hls(3>Q>^w1MK3%uR9jaN$j3T!qtClnu4k9uB~4<z^`l(A
z@Vq<7YyG=P+1%`biI6~;f0$}jRkbHN95KX<MxC35@g!WAUNETJW%At*yhO1yA8X)K
zZc~==6cvf--$YbCl5~9ApXK?mDNZUJHbSC*NYQ;Rl~SJj^6SE@n#ix71Za#a$O#wh
zos}!4&7bp<D-03B40L#!1yT*c=XM&#zkw+qCMmzLGG&bgmMtPb8r7hUdKYHFTX+>{
zU0?#Q5|@$f;_07x?_jkB1CXJtHtz9~^YJI>Cw9l9HpB{5i7&IXoe4R|U&y6TZlvP&
z(QxG$=?&4U#ofzWMc@@<Jalx)$I{muUII6Li(EEReOoP$6|jC}`h{1iGEwG_1zYh9
zqJpQrJ@$RQ`}Lt2s*ylm1c;&+x@vUh*dMaru7~99Cu5q&x-M_#F}XPP4YGTAqu^ix
z*&Ds}t_ic6NK9&tTu3obw(wFDzZG2WPq|D_pP`brRlO8pLEUS|t&r_YOwglFm~q*w
z`~JD7imwh8Jottn?x60)QLizX>Q_8j`eM;&HLcijM%ibYsJM8|L$)kh;B7T8$5r3?
z_p{7Npz1F8?uyX9L)`|$5qk`P)j=7Juf~d~n(TPtcBfFfUHVTgwicbRhl+KlOP|y~
zN8LPZm*noAJ*84c7+9;T=oC$sUNofUf6Tt{*7(H^92=+)#+x^i^2kf?X3+)|x>Bge
z^WY_?FS$jve}-GTnI&87`d6q#+i82aE;;F49cig>?=xeSeKF6eZZ~6^r}W9YuN@C^
zIT+)Zc{r%{*^<3%!lK=SQSQ`ZcUCqJ^CQn)WBY2qF!5*K@r|Q=&oz`zMV@nZ;o8+d
zU*0zrXG_k$e(&KxjyZf__SuwyY5ExtK{&ksRlk?xK-qj7TU0dH&BmT#WB0Q)<%W10
ze?hBA?(=vh0EckO_U&y{w(vZ4xo0lVW&meC<|_d<?*W_LFpz<YnzF({{$BF?GZTiR
z8r;+V6L2KrB?EXu+x<?B@G!WBhRE4oZ^JWyH${-SeUo7-k`R1KF#9hlSmKNX@k2Q(
zoXMSP2H=C0K~xb+6Qgv{M!pi63e)zaiyMCNgAV*+C2&-B%Kjp8mjUDzkzjB9>SB3Q
zYT)IqYV>|z&)xt9&96rilsq$|EtaO25w2%2IC#WfHE-EoKmhKbeYZHr3${uv22l2O
zimqR8d+id<NN9&NF|T5C);p)YI>~a6Fsl)-X1=!){7NrUdoC3At{2S!&W{%&GD;tX
z`-K)H&Ai3&1nHIV0rI|}tYqU<OE#|<iS3+GY|8)xu&uU*S<(-SfDt>h=7%Zvb8eg;
zB?Ol*E?VrBG!KzN(?G`)^1B&;G^~CVXE~^==N$n(oBws;?aTBLQ1)(4Y!bdB!A|n%
zvyCz2;nA(zMhxIioZ?}2K~2Iy{Xn5lE6gruB<70&r?>l~LD2=wDZ>`-zLUhzMO!I#
zr@Oumx1&}Qu;*B4?lotR7-a?cCDhWcgPcyZsd-Gj?6)Q#8hu=!euwfzyTAD~>TS((
zIQV`^fC;fmttV^4U8uqPY4Uz=w|bQ)R*o8B+A~1Ls3y-(XVe=0@R9DoSkm*wbjRIZ
z>~}nK@c2CLLPCL)z|MJ9sW&qDMVCNLHe8Sh%Yo%Xl<QTMa;q=dMs{fKv4>_6UnJ4q
zW`1Asr(OoJ+~e6W3P{~)M)3*Q3mAOqexU2;sj|t^1vxT3HDGg2S|P9dnZgFJ8pe!~
zZB3_as}0g`&EIOTt~+o(4{Gt~-EM!+hjgT6f^p@f8(h(ZYO-1{G_67^(k8FydHAhW
zIVEth=|{Libvja<-Vr?Xj+{yMpwbL{1>0gIVyV0-6vr==;yp`09i_W@2o25#vw;wm
zI58*%XPj3k{z*8o@<Jcdd7yaow$vmsM=7QwwQH!^1oL)qKhv$jrMiu6Zgu-i@5LAg
z9`DT9avLMFS?5tDot)jMIfE_w8g+gqBrMfm86{0lq>-z@yxF-LPy6|WI!6nm5JFEe
zzGW#ZeI+rrJ2AeZX~UGp&CEdTJ&bRh%92M%EnXEeHH$4okYF(xv))$#LUkSFEd)GN
z;~C_qku|IuLE2;hEn~$rpS;~-rbDY)XC1$)TiAe6oYE%wK|Z2JGhb5ig-^z7owE$!
z=;*9oP`O0@9j_J!FlbqjLmyt(e<V_MiT7a0`|i!6d_<|v{?)Z(?eTc2EN>OQ4}tn)
zkEi>`{&3vWF1j)oPZwJ-FO<&LtF!9cd+uy&elNl~lg7W0LvLLdd{y0&dUSa|z6zG}
zz$3U;<xzs*?Y~|SFED^bnzE3XTctlC0by%bhI3+hD3^P@MqjpLWI=mq+5xZ8NXu-?
zu`iR7v>`8JpUj&j6s?rm1$PLEjH6zEY%p`E*kp|sd*{Lc1n~p52}30!ZHk(N59`dL
zAzB$b>`XVP^ngrtN$+xP6xluot0R3~p<08;<NFf*KTzmN$T<&+aAK#N{{GhfFpPzb
zHAS=>Z&aG+=^0tJV358S7>&qO1k=`z3AdOnsT35MGJsYLWsQC@{dga~R?_lYOi2l(
z2BMtp2@I;8R)4?n!;0Ka`J-~c)v@3+TTT!B&~d-NyjN~WA(aeh0!Ez=KA#|j?Cl|9
zg@&H(m&(qyJ)w&(>rxx_LhpAzlWwkA+s;%pY}nCN=}kxq81^<<`hgv#&eOZ2XvJNH
zz3}CnuS6%o<{M*Ke>G>L+no|&oWw(1->CBg*ul&6Z97S>zH+?H2K4JEt*LGW$Kst}
z$TG$U>)J>ko`cO7)Rj>P6mdU|iLzM38H;C1Q-n7(q7da~x^_4HyzBnpXkWQap4Z5y
z$7idSEPpx8(9RPWtU^$`z(Wx*BK`a_b}?I&)Y%RLCuL;%#OC^B#16of`gGWP!>(uC
zKZ>)pRb=HUoT|E!C|fgk)`5VBqwaG8;!R+je-Ljghp5>VM_1g82{r1UU8u1Fni)RD
zZV_->n26!<g5FHCk1WHl7GE;Tea|wm0vVI;OWn~M-=or$2*Ktpc?h1{n}WUFGl-`I
z<XQKSYsdxz4dj;APS^;>%DkQC(ag0@T!gD=C}rW0I|et^&~bT1pVU1yj9WKJpZXqQ
zT(Uu=o9=1!5JFrzv(`M{X*_ZjGb&4l{M>&PV4-a1F@&M4q8sjh(7@!%9c)W2tTgik
zdrT(m+;Ykr160cBECV3AWG<tz-EUy_A6(vz${?B9S(AoZaaZPxK8OT4o-~{ev}6E(
zdnqe4xDK~Bup~A8S!*>1Szu=IfnWZgx+d7=hxCdy#+Vr;B^813j)SqSJ{h5XxM}bM
zoZ<`C--Nx0Y3~>DYDoV^&o;=or|+mnr&)L?32{4gBW_xG+nJW`c?LB2H0IVcMyxT~
z<Lud@?4Fsj;#ZN+x0&gNTo~Ume0~L+nmcY7J&a7au%%TK7~pc7OU4cadF<PRzs!SH
zxq}{hd`5AjcI9RUP6@$l8@Hdt00N5yACOQGawfA|7#p@=XZ+)?dfd9as;HUu*OBa>
zF|eSaW-Q(?fVfn8xnD)`I;~j?Bdq+E0jzJk(|_cjvBmzNlrw;$q}=*oUyKMzQZch!
zEc&$>R22AKQYWhx^CK&VR>s@n8>PQXeW;Zh`0(ySS&rGoefyaY!Ijl*SfupccG^bn
z(g{rzTwtb@ni)w|DSclQ=(Wf9mBK=eKs%n`oJgp6H85R$JE0<s^f>EbBEs{Q2K6?D
zP-io=v)-viY5r?Ye4ntK?P-G!kP5NeH2CJcdj8bje0{o9@XgI$EcnrqHuK~SNtbr0
zq%TkxY*YO72A3Xs%@{mpeGSoZf`zZ&!mI}d4jyf{&UkF3#^Z@<EvbCJC*ZDN5|8T0
zAfxMqb%=+lTQ|Gne%XcY9L25>yW(DdVOA`3UwodwOJ)A&1Gb+Y-BmvcoQOru{Zh}h
z8*P%`$XC1gTzPoJg8|gI8+{^b7j9`}k-g{RPyJGQk!<On?@=Hq4{FG!2-NRh`*Wxl
z>g(~^Nlg=~V3KCgVm45bCwYGX$`%Usmb}2MwOD==R>wq9vLcHB+TR^aMz>aMfGbX4
z95ytpD9yjtHRM;~GuIwe*yZlqP2D$U0KtR@E$2O&;Yih1CQI&#bzH>udoimVeUr^I
z6;hg}_^}RBRdw^HFUg7-xHBLNW}37lu3DA!Sm|G;nPcnVTo>%F(>p;>%z6ZqFZqO|
z<$r!%e#G@n$WRe%aJ73EWcGvg?^4IFe!H*0Dqyen7h9-75mqabrc5N+{|#M!QYXm_
zdI)GjA8$8{C4bMX;4hj9J*j_96!s)VbxSjkL*;zqyKWM;JA--XyF_)PoX=zK{4n~y
z^b}MqcyZ56qIfS=peZ(6Bf{PEG`f*D$qvOlAI3o$z`Lj)y-)};yV|raq1NA#Mr7_o
z;y>?qLM-SZT(m7nGfoLzJacIV+tKP+GLRWR=5axl+(<=vy&)4f=j(TS7{C$59OV@M
zyMK}lRc=Im-oClFb(1oWeXO|zPD(jYmfUdhwJtx?j-r)E=_Q}y?9T&&Oi1YT-&gEs
JpNsMNKLAOLR09A2

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-79-_summary_t.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-79-_summary_t.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..ec5367a1afedbf9a10a0e0d8cb1be5153d87053a
GIT binary patch
literal 3353
zcmbW22{hDu8^`}+8DqO5!bGx^Wr}7D*@h6JiwuKsRhB}<C0j}plA4gEEK!qTjNK(`
zDiPVPov{rfWy?O6G5EjJ?Y{55=RM~==Y8Mjcb@<G|Np<=dCv3sJ<s>|0|&uRz&<l$
zQ)2)E0RRYV0N@B<2*99FE+{9Ai;Ih!8^*&Y%+JTm%O@_hUqDzAE_Fx}E+KJPPFeo2
z%rRLB35Ao2$4(&8Xtb2PCPo9LqpXTXeGdZR=H}+(<rCxQ7eh%)NTdE|1K$IJFyJOY
zVTZ^7Y=RJWK?v9YNU`$dg#2N^p9W!L=ir2L!MJ&NSqsYd0c;R<b~X-nPEHOE*6L8!
zJisByDI|^5hwit!#3kb^j0%g-fXNz^)QMobm*rGl{KC0;4v310!;c)5S5Q<!tEr#V
z(9|+KZDee6#?;K(24`z$f8N2>&HeHf4^OWf{sDnO!8b!9?nT~@dhn2tkoe?jQgTY_
zGg4+2Ih&G`n^*d(th}PKs`_>Phla+FP0cN>J-vPX)PcdF;fcx5Q(wML&&<xPtgg}5
zH#WBz+uyk$0Q(Ot*7FD0zi|n&xY#&2*g3eqb3xdGSk5lU!6}V|3h7&MUGm*8g9?KQ
z8^mXn)N#wIVwXi+{JMD#$e|~Wtb9lNgY3Tp3;(~!{ss0I*D%1x4q+9KT@cU%Hn$Z>
zcX|HqhFv|EOUrkynX)F&=JOvXow!vpixaChH42b$nd-B{e%q{|K1!XARoNWmajzh|
z2mAU2@KJW7pl?2#bouDmp_2y&EM)j&niB3r{Fb|33v0`$+s&Yio~c)Ml;_JFBrF6w
zm^pV?Z^m}!_gcocjbT*L<?X?SPKoxtu=KCN7F4}4x?0cWsyXYYni_2xZP=gE)7_2>
zTb(;)Wh4yzC+|VTZAH~Ep)$HlFH{-uZ`$y7D!s9vo?0+Ck>W0p`P0*)LtY}T@?F$>
zPm~l@5$_uX?n{r<@eOT%EmNyW^Z8aY=xj44EtjK1_~gIfh+V$^dqrhnB<aTUf?sv>
zXoR+YmD=)k)1qsiQsGv~=3mz4N5Y(=`e^f-<D+BKKK)K})#Db^hRfTAkiH`qfA$oU
zXU8D0Dx#gYCeJ!*2g9|mX!vNJXs3UDzPwwgSDF<oH15Hl8X?e{nzypTWex&?B#PX8
z$NbAYzt*zF*OKMJv=!s4?K%^ESZo)>Nch|jS4&Y!k_Y&nb-*`LXpaV)cRbiF2pxN)
zy?WEDdep}YqpEv&*<H_}uuP-N_<DUZ<Gx;{Nflpwr&-X(Vj2kOJ>2fT42=<azFU)x
z@0`LH%3j@e$i4hF8bDd1&xess!_K!Adqx`a4mM*L<UQJtxKC3=ofW?PQbcH*`Je`O
z)aQwpP`JB+W6J{pZ%^VHLuwv7GG`l9S{As;E1N?*MW+PDEm9*E3JMGQ8}?=Cr_^wY
zwP5B|Y|45s_DNG!#HnZA;SR4bY`<z01$~t8JiE75fV6+uov9Q*Dtj9pO2!@7R4-JK
zd3)E~dn6O{6B4JqK5|g}O=@-narB(|jilkp*|9^huvqU48X$0GtiVHSzs2Ws@7h!)
zTMNf&18EZVWN!z5tl#{QB&x2Sh@PuCLR##|<4y{;wdtUWi;LxYo&YAJzrGD9t)9j-
zv6||=0*L^`;@5@nuklZRt%#1FZC*Tu!<u5Mi{^a({L8*~>N*HG4OeFLr*+X%E)2!#
zh1ABAnE}L|^$X4YWgZhH=YKKok4C=V$Pu-wbmx;!3Fq1=EmBMAPrMyh-N$fU(H3tD
z@K(EdL|Nw*TaE_C5MH^P>Hdb2o)#r{k)FFZ&b7nr1c5s-SjQ}QU*f@=Z!*2}i3;l+
z{l~8385<^QY8&yc3smA-KVJ5n^Oz$hvR;mGo^%l^ATQz`;Aj`$ed$S=8}yLf&(Xbq
z1yd=u0|6rbE+ZENP>OZ<D<bL6Zh1B5pv|*A*~|dS_w4($$itSGWK4XJeyt{pk2fRj
zL$SlKpccM5J8@mR3EcYd#uf)f;HyFC>)ySP;wi6=nB4P*`Dc$M=H=d1o)nNjN`l|x
zxYC>^wch$<ybc6(*YM++=R3un&1m7tuM#SeR0ppEl_PuYsFvR*N`^~zE`h*dG6>wp
zVGiQLhZon!#QWV4m76B%JZbhsW?<c9NvuhN{J|$Nl=TANlJw<7+fnfeGHg<2iQEyw
zFEkl?d?{0tofOt`sJv_I!g=Otm)5}DNr5=xq)6t=Ve_k5Stnt*kAB&|1z>nq$E`)R
zuKnC<@r@1I>wNk|{|SP~3}tsJM75aj>~p2Z*He4FteqQS>b`QZH=Z|%6%_N(oSb-j
zePy*Da&b)k^cLYl^(2?tRy}A`9#6F_p0Ix>%-oLJ4Fmx={qjgdZ$b!~&X729cF@M$
ztFZX@*_o_%ky#0sZX;oc#Q2;X2>645(kHH+yCZwm<w0v8(Da75Nc`gLIW>-VLo%`7
z2FF#Bv~20W6kRtON>c@aW^oXhkD}+Y8t(J3)F#(zPBsX{A+8k1?<zUsw>F}7>vr<f
zl$b$_uBkpkmh}V&#DLBRt!5Bt=*5CSs2-iOkSD_(1f<Q+?$SY^>p*c|MunJ&iM`Yc
zB6+TMdtd&#p*<_4Q!S1)8>!CgHy7H!jqQ=AT_9_PaohO|Y%y!MDXV$7pbsFh!oaUv
zezA8Et-7wy{J7)*6Qj69+wsTt6gG~Qm$2Q8Kj}~NeP%BkCVHDE>_U3Z{F1#hvUIJi
zvC1kbvh>b<%JTDpVSgI~zpjM)ua6ig6ACJ;JMwF<&AxKDHFEVbn`Z(l1bWS8ZlVvB
z9*%+)@!~p)C;Ka`pV$hn%xE61X)rp?qXAqLFhf|`WJ(5jO&Gt*RrDmuk<t>4F8cT;
z{&Pc}ARIF)5fNW1_(M2YSue>mDGWP6ZwflT-ku*KX+gl8PLe$3>HcgL^}<rNO%mzA
zD&fk4DD%-yq@kZG>5OW0U0<kD8T|IgG1c9SUr`ZZu^L6UOYNq+J|G<$`ZCL}unwGd
z5YXp++>^-E@&y6p!N)yson6~YdG#1PbNHpErX9dG=HjsZ&jH8v?~H0F%_cVK9nK#g
zTEll4e5U6<a!s%^jyy-zn-W#Vu!LzK9A!bQ$n@RD9k;D_>vcQ2H}P(XOKMDbgyU&@
z8S@dHV(T^Ad!37E@QDp$q|Maw*@ijYd2+O&2dy+6#cGdL5SSyj{`QfmF`wfk)nHqB
zU)salr$76qg>~|_t;T%@e~wD<Yz~Pqsm(KxG#}u3>=;V&OcCOP9dRhxj=HAKmZ3)&
zxaE9nGDg=!Eh-5{%W5OW-{>?z)IdKUQNo6(Mv0L{;U%M@I#S*PT9F+YhiBsis^=ZG
z7E5%A`?C)8XkQ!s>iXrv4eVB6(>E=&()%dix9_sE2BLP(EaB%9@k-Cig;(Hn6%vY7
zm+0fZ{s(h?(2h5!ulHzNOAkQ`+Z;O3xg%RaG-fqoj7TT$2-Y;{iV@<quTM##-p;L-
zz1cn7bawE7iND-^*!ysb+RPv{*DDU;8Kf^u`>6gN*P?@srun#%_WNqyWONgIoA;g`
zuL1$%?;^=7|NVD#i|~k3uHZh?2X{5{)qfN`f??wxpD<nh!c~rD>Omr`TcSHlS$fDO
z?``8}*ovv4@gVT<#}}^ynxroBcez~1gE#Gjf7veHyQkpdm~6MG((~NhvZ~h1;iAZ2
zda=n{`dfh-ZbSQYWnYpAh<gh{&ul`hSBw=P8NOCD$EF+J%dM!`8v9!|RpdrEq4AdX
znS#QEF~JAD8dBEJly18al*bB$Djqlpm?>Zs#7%I<p+^_2&LSV)1>9aBQX;49Wv#E?
zh<hnDDrL5yjSVbR?E7`F!@qA+QveA9)70s`UARt*-jA30nFWVX7vnqi^4!;so@Gv}
zCu{%Gm%I8{<D4GZX^nMO5gm(}^s9xE@5<(MOAc=!H3d+XjP+^|s5Q>>3im8y$j0`}
zlpva(;NKu#V-z!sCrqevJkj2MN~@gW<<+wwpcA8#0s?FE0pIVkfYDix?S_cK(^LOS
zp?i5Nap7c9_ZdPX@~!U+L@+(;n{K&kp&|m6VQMs^OHe2<4<{(RWc$+vz@dKt4J2Im

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-8-Text Generation Model Process.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-8-Text Generation Model Process.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..8b543a091f6f0566607b11b3b59a50ae8ee5a69e
GIT binary patch
literal 55090
zcmeFZcU)6Zw<a8#C;|!w1f)rkj!2Q-4ZS7wP*ji-dPh*I0vdX6(g{5%5IQzGN|DgJ
zfP!?9B7(qo67+rFduRT*GvD`{@6OCcPfoJ4PjdD;`>gdmYdt%s<ENiNmo-$>RX_v;
zAP@oY4|F;OQU;wrcaHQN$$3&z(hC>PlaYfd$S+<br>DMh3CzU6!py|L$jHhe$i>RW
z&(6rmEzZL)bW2oJl!Z%DRzg@tP()N1_aOuqE?gkLNKQvVK_`5j@w)K;@Zae>5Y>4?
zGtzt_0yYpK6#)?y!D%~)1vpO<0{kE7&mRFH5i!X*((@O{E&?5DFM|jPh=>S@iAYF@
ziGkh$!22L#DiZ4Jw-nD^f!-%&a|a8D#OIx7SE_nX0~`F#A!6kbdV!4gDjhuo=M64y
z9$rzg+u{<EQp$HADynMg8u|u?M#d(laO(#)ws!Ui2Tw0=AK!<5{!gBUg-1Mlj!Z~Q
zN=`{lOV7wJC`1(%mz0)O*I;Vv>KhuHTHD$?I=i}iK46E2M@GlSCno0?7QcL5TK=}O
zy8UBkcW?ja!LLKyxClT*XTt&>&j$AI#zh5;i;$R@h?o>NE&@VdU?ZX;Cb@p=9JL~p
z^uGHQHsO%-V5RuHs`nSzMPT1)tULzEXgNgZIk#~`!;kDgHn7nDsgeC-VE-J~B#4}d
z0JwNWR3LfK&qJkmgz6oFj#3NO>~V76%A(BEg?%6q%@7GtJvM#+{c+o`5e@j*MEgK`
z%A1Lkt~J#u`SD{1H29H3gowa#&2j8#Y~7{Jz*-}u><iW2k9VC;LHAC)0$v5Vop{56
zHs$n`z;XG8ASt;~+#?#o+<(3Iqr4-_w0zdh$*!Ne%ZBy^6YY}ejvIH^S^8sZgI?i!
z-L$*BWRrt`AvbjL{`cx@0mgVrTiyMf{Y%TLlR*>mS&ERqExOB^`|-y^zefDIzbN*8
zWI?dZhz1nPw>rG$E{MOBo_Jh*oTv#L>F^rt!MbD<i#Y|=s7}gHl<i^~^(+#P3yw47
z22XlQ><f}fMQ$9a9^FXYU|G)yO@e-i@X=oW(;N3T$%Hs?T)_a#j2MO3SGBI*cd)No
zl99|0PgaU6$^y!HH9ree`TZ=>`soqyPGO%Wu%pT|^B36YJo30-{MEpbLD3M*GN$W<
zRCE00lJfEoaZeS;9D%a79!k|BBE5`}UhU@#q~G5cjH~~aije$do0l-pz9=adTGRiM
zytLNy8q1cu8l{S-QsG#;oJ+@B!165psT*(C18em~4IfEFrl*`t0M`0;WU?NyQ-*=<
zyI-sxn>+=L%V)7T;;sz-nkcQ;?B@aY8r-kKS<Qj_tXsrSoN3<zeT`74^@Xc8z{RKz
zlDdnD-ONC1s&Xi;SK$s*oy2uC{8o@~-N)oe?PR53gZ-$e9E+5^Y>@(7teyhEc*9_5
zcZ5d}CaBsTXV1L+RNjk;0R_105OO@E2UP`L0(MVS&6aO+pwi&}s_5aJu4~Dw73E!)
zbTCIsnpf)1^idQFQD}`C)HBzta+As+o=F~Gxp8OJBY@<NON5P>nWW61zGwQVt5p~N
ztXUlJBeX;c-gIOe0Gf{Nk93c?cFK04Zu`~z0l+K(h73#;Jt(AYvO5QN+Nt<+AH=<`
z0?uqw4hx*mYk{jQwej+ksy``i0uS28`H>N|@z%JmxVcjebRgJxpt~Qtj~`qv7-JrY
zy)$Qj3VJXIG-@kDu3kd0x#9<}aI$gs60ij@=}3P%ka4qMfDZ?z5zbDc`VF4lnFFUF
z+gSPIL?{_|!>=!zz?7@D-#G<Mh|z$}CI7yDJ0Zq&_VQ66#&32G4S`&x^rQaOhE46K
zU(p+cboGDaU2S`!Q<fX&!P{E*weMVfau*Z={y@f^AN*fielUC5!VS5Rbh!R0s5A&=
zyHJO!deM=O<kJ@dW1wn;Nif(ap?oAa2)CgMQMvaucz6&X7#8-400M^Lnt?r3fdq{2
z2Uh??As{d&H1#zRnWGToBO{qp!n3ZoD20-pI<t^9ZNY^Gb+=8QF0~Y=WnnS6+6d_f
zp50&QR~0HL+g(5P>_!Va1Zb`{su8e0F)BmDX<i@|kq_buBO?^rJ|PpHz%agio;giJ
z`3Odp+n4<*lNG~e;y)+kq@f$%j>#W&rYW!!8+-AJChrM5R_RRX#W?Xjj{Wv%WX^w}
zaR{aWXGw03=`1&!({wn|ekZ|5zDJ`&rt$qK?2(I83Yl;h$a^1UM44OKEi)!xGM5?E
z#e7Hk<&j}=;m4)%l75ZH7?gUaOfR_d<1iHRKo4&OO?6E*!W6uLctEgE+__eR5CPV+
znU$+Yh(&7PZ9;C3Ddwe+%E)mK49zl0x?W~XDnhkltgBHVf4EfG>-d<%3kp&H0ETKR
zw5BAa{GFO1VFH9m5O+Qj1n15ViG+al0Bh^vF9-^-)U7Z9P5}^Law0NrR4yTs8^7T$
zkv*uCO%|dGgA5Nr+B_V%^V44evmW$c8<+rm3R=CpVmbm?KK0PZ+ga0^XA^9T<WstA
z8{-&X*V5?9qUq$qDMTz0)i^bTty>y%5~wAu$*@SsceQG}7>jn6x)Q1G=<O*n68ZYj
z-hoWSq|TBXyH(kNxsr3M!Qz90D+)gBohd79!rtgnWII_%9<sMvF~d{pQCsTZUb|@z
z&1gLZJ#AJ!GLGL*e6bifRKJ5}Qr52<a(Xi+&BDcMqvF4thb_s_cHxwGgZdz12>DH_
zbrfjU{o{A<;tOk8-uP{%5G-XOgKo{%L{`gE!qeH0-H*4;YAjP4?vg*u7oDRx?rX2^
z<EGl=d^h0Y?_HS+-KNb%X|Oe>{c7m%pl4r$54RbF>1f{llxFm_px2QMUQo0;>R+Lv
zsqPyxY)u^C@O{PPgP>sVpy)m@y};qX11lL^1CE=E=fD^;9+1`9r01r?^l*$ztmzhs
z-p`cG)q2h*%rpQ*(BNE3ZXzW7S_5kV7>1<-J|md-Q(3LOfmTVRV*V2tH1*~o;L{%t
zA%2{KDuaGT3pW*1WiqIN5<mHm(iZsCQ<Es%etE4qV>*E&nM~qC_C%R5f=c{W&COLl
z2jM7-31RItZFmM_vuz6h@qB}UC*tab1e8gDyWV7%ENb1E!>K?*#@#|ciR)bA^&9Ef
zrIf^40l%d@O@;hm+Ej27CKz{Dapxz&Kq%l9IgfpQ90|^m;qEBlUOOAEmVGt;j@8y}
zc&n&WfxNt1CIXzULyNy5{V8Zn?1r`3JbONphw*)eutRuF>5asqk6vvYZcj$a(=pZC
zw6&L}?ixI@353!-Tl~hYDr>IF(a2WWKP76+nZI^*fAam{p3xlF@0!Fh;M2^|6_Z63
zP4{o^htsp%WD*&TB$2tpb!`J3O(tS`7+!-Y(k3?MY}0bfG?v{qVHO&b>o2!)mZ>r?
zC$)O|^5Y&j!kCK8Jt=c4Z)_>03Nvuo)PWX@(Y=0qdo!;3#dmpl)IqZv?MKN5r(5sz
z-im+KnH)zwL)q|cx?o2H<P9(**LR#bDGN$A<;jpA;h5o@T(!ZC353dD-J}*GY0DG~
zho-RwVlTWip%p>4HYbBo$Fov)XphOa&xcN^`Sd9|TFuN7YDzfHN$zezqROpGv9Th)
zqg~z^-moEWz5v*;`4sJ~6!s-LF`w`XFBJ`ql`t?=E%#4!A+XO!TGRe@VSrl&VhU8D
z6=(p#1|c9C4hwDJoU8hZZqpe^?y}qe6}!*y3tP^y<}sfX#_kjZI|XU<qf4D^WLuGN
zjlqN%!Lbt!nYm5zlTcpiHMN_8*SknsNuMWC7w5GuVLlITv2Q13B(fc+Ck0Q1>(Z@g
zOhV?jEBv!Nj)crzrbT|Ltyrekg(eRj(f)ejLX9X7DB$b39cStYH?R9tsAX<vwU|d&
z`q(RPdC0Jl<QcncHJ@^OhU^k5;J!dLABT48M}ioL-N8C-j<%t5g-LJ#CB%sN@lMgp
zGOdh3jP1I`wo3f{OW|MbH}a!e36#nR7(=2)E!L~Gzpu^|a=daAS-(&&?l1q`TOq}_
zUg$X9gw`8G%c9eWZayaCi@g+N^UjAvk1Dog(@|nL3Jga1K00Lk#aK9LWW@LK_p_Y+
zuK;2k(Y?U-_NfhdUigZHyhgce-T~5#sCat1izc53#6w)4JAiV2Xs6XMgi%KL<VyN*
z5WRS!57Ud5<m9X83lrm#n6Zyf{>(kN?vfsF`m}&J*1;BaKcMg+JOIuo_PRdFqj-x`
zT4%8Kn08;SB7?LhLBXVvzB5P}`P!EhDX?YxNOEKIdVF;$Yv+JNQ=;XhepDjt<jtK<
z`KGUqR&x=x0@8ZnM%BS)J<Y;h7@{2b6cb<e_t6Nsw4Yav6Zp)h8DHr{&NfkD8_G*~
zW8-I-L>n6ezLsF15Gx13BZCCakQY+<uWJVJAb9KnXUkoP!wH0gfY-&jxiin(i}$>G
z(DXl^m**dzH>J}F&W$P}Kq?We^4J%$0=FbxJ^(}FNCfbR0|v?kfJp~fk2{wH@OF3@
z0UJ~(#C-t>IGgMF9|AfK$-Kqn7LG}zs<|oja*jQNvPT}Cxl7lb$;4ae@9_W_g2Fr*
z>tjY@BB@xsw8R5d>P72Sv1qt3Sz0RHp+V}t-s)`+c)xJWt=*rMMgr{ZO=`Cf1A0Bo
zzHA6Y#r9{cyBokzW|Ji|V$SCr@2D?k$y$9KE?N&zKQTB8mY=sai`|#s*M~D)jj*X{
z2~gHc(tdb+bn_HsnLoBG{cF#}TlUtl&J*HWU8f*3#vz?i$*(E}Ps_}VhN_G^@BRQ|
z-_8LHBTT;QS$^wCFesf;cV2JiAPD|C8@svsAmc$Ct%6b+H|zG6SvLFNoXHR|ROpI|
z?{(QrwE_uy*NUaGM}ADMnAEs~5qSf(G@dRK?*J0hxJ824Ph1fm5NPqxc)-_~%0>6H
zd^ED6t8licgl)WTot-CYSJsiJt;+H3gzk-GQL~H5_S57~Rz-Bn!Cx9z>X~DemLrBu
z5Bg6=DOrELfqpW`zQVE%b2#arJETX;Q+}gHL<@|32{mi%H+eGj+Roe_-WOi)?pN5u
zlIqr;)$X3HOFEll82FySkf&4R>!kKnwUzkqq$hJ<SPm(~&7w(TF!NPz9~$Y_ddg{;
zS%#fk)M<{}^WD0&s;|Ume!8TSY~Ak9`St5YU0$(NWSWXl7yYtmN(!k)VQJrwwZ2D8
zZ27sZ+|Y05c=mD%>vEmmF4(ePy%syY5;KygzUlwz@t_tk2_b)@>#Z<=EBt}6IO1^T
z<Oz`gX2s32R=~+?6?Xu*RrSAcD*&7RV)lQBTLT>NxD^U<P{W1C>lMzP3Jkq<)d2+`
zeq587X!c#(FuQ?tdy)GqfA0nqW?oI82@zlm1;Xil4etE7i+{))p3@QHT5&`MxViC6
z4;PEid<qZbj9{EG8VoN$$wYYBKH29EgKafW8c#v9qLW^4*K&>*wJT9onPhP8BH+^E
zFjZ(uFfEb<91IW_9Gi&)zNwh(9F9<8@njPCDgt`|8sgy>Zjj-Td_Rp>bc$Ziu;8E;
zkpb5!$b4?O)>4)?>J+q=fp;NDxS|dXmrxSsZ06u*Pj}_LBkhV;%dTl*o-yfkWm1$e
zqGs$)Tszer^-fcV4@Obo(PybTf*Q^ap(!B{w!i!;Bn<C8p$Z*<OAE#s5pbzQ1gidk
zW5qqgAq*TI!5M{4e_<7o%n_h1Y9P)DbkD?3=0C^(ANo84#9bh23tYQC`dmV!h>ATZ
zKWgybHR3IWvla+~XHx<8x+kcU<QzD5y#Enk-;Ci9`@%j!;83Ip9$Eud?E~mB9M4qG
zg4F)mq=PGyLH~e090tcR+OzkOz~uRB;)_NQqjI)<n>%m{aCl+C?YnyeC)-6ss8bO9
z6tu<Q>@5&A4#Xp&vk8|UqHqz<&w;B5_!k5@4}t^-?*B$GEN=Dz;SmZU1V|0QaQN|a
zuc&y2MZ^1n9z&k^;nFEcwrqRFpa__Y!|BnkPorR1GI(MdcOhUElKezbfH@!l+W>b=
z2yP;2eIhEsF{HCO1On$Lq@?|G!Vw}#@G-j;cS3lY4^S$gvj#V)xNCTbXM0a{(0v*p
zRz>*mj{6iE#snG(8cs#7IWd}Rnu;A35oxm+zvwmX{8vi>ef$x?Q&pg4l6&d?1L<B@
zxJ>6>(V(ix#p|=y{)0>6=-WuiG*il*YooEZUL!Ej-qvp4zaJ1|ORL<{NyA$=pAm|R
z+&mFON#0)9isuAF%`X3A0DlMazrkMR2aN=H;8v`^>d{g{jng3K{i&(Z=ncSB$>Zx0
zuC8$LdcYilt=&HRdj*gDhwSs$`Tt|hC{rCbM3TPt6D0qjLOw<q=Nis{w;TrWQaIo}
zfJQjk0l-^d9WH!H^1DiN>D`Arowrl#6Z#x&*v_+Aw_6Lm2sGr#p?@rt5-Z$Ms?Mg?
z{aqD=0Q0=J4u8iI6Hw0gj^zjRanO@fkib;{HxxZ)3uT{orIuC+%l=_w%hyBqEudVC
z%Qd-=!T48JVYbYm@q68chNzvDZi4#^mxQR_yN4=tbB$JATjUB$F(I%}UH=g$H@5FO
zohSRe|Ka|*mQ#?{DJao<%=lH~JLa6%8e`j+o;{Z3diPCq{H61amXulU{QBq+cUIP%
zB#&E91`a-b*{j#QplXnlz9KacE&7`JNVPW0F1;2(>@z@Eev{)~f{A<gN=6`h;aFaE
zn>jsi8saeqk9nLDZIHis)E=k$nZoZb(mGY8`oK}HNQ=i&)YdmJKG<Mqm*vCDg97s*
zv79JoDhB6uW2JL8@$=3f3crLjxand`-}=v5tpu@kqPLZnx)vP91yafmy<2n=CcB)9
z)Xk}hN(T70;w@j=dEDgx+-UM8N}HjZS~1)_>T^t2#*ZwQ%{i@u<KmgS+DsT~#1XBj
z32)*6y^JwhncuTL@y_aYQ@ASZ{5?Nns>vj|%h_L&pb(Q#BmkNJK{`_a5AnxG;Q=p@
z9q0gqU_dSp=RFkgHwVTFz}4MlBM%JJN+Q)Y)nU-An}-062QnJiQxF=+XxwfBa5c~$
z#0>yv0t66AS%HXg77g((jur@p`0O7369sU=F#pU$sNIKvF$DMJz8&h9mi|=5W|@Mo
zuNV{qPH4nyw@g2%(m~gnVeb3~?)>;(_frtnV+*dQGBWkFRnJ{Fi_9JwxMcSG$-N6~
zsDuSvTriA@nf$yBA9%zV=(*C#GP78!7Z60&yj`r@l&XZ?bF|Me9J+aDh%G8BZSCN)
zywu?E8?FPBhbqoW0!Fjy9Kla(jhPW1LRame1COmzRR%FW>P~Ii2buRyL6imC7Qe4J
ztD4v$XB6+>*l0P&9uwebXSrROIX_1^>6jWfBa0qVDXHR3CFxXAyeHQ(7O$CaxiVK%
zJ2b7-!`Xqg0JA46vwdEyH9v@4aJ~vVu*)4cbr3SQcrGxL|GZw9#GHD3rKd|wcTcgq
zvf06l<?<VL3;RIUPwP&sZ|^uh`_jlq7Vl2q)&1hf%)`Z!r6#kjXOlXqxu%Zd`~J!3
z+UXMo_4`l`yQALb2Bw2P4|y<$nT7E?<HWd>PqQiylD=Oie46mc?LzTm$2T=C-?I}v
zT|LS7PeGFxkGjW&Ul3&{)oBhRxSXY!C{jD#lFzPPMvT9CvO!UO@%hF+glFT)i=9mp
z7u|(pxw%fEhxhXv#fOxa`O03Vkjh+XmR!WPOf4)`6&yTK8x(y_wmN$RO<AF6ntbK)
zgl=O9@CUB#S5pq<yDS*CVA;}-d|pi~tGzd<mmL6alv!GRF|Yq2UHTYN+_g}iLm800
zy>+inoF57<;HG~kU6bQvOgjG(Sug%ZVgz03B<AN-n9f!kB9Q7`&&ndQ^viGg^^J(K
z@ii8fEy3Njq=tH0Y2vEmQTED9?pwOwwU3KZx9vLP?oM|&bNmFgSHH6OT&E&3R)Qj_
zJ)$T~O3hnaL<z92Xe#5pU0f>=KBI7R8JC9!0{dB>47d^gElk1%M-VQIeRvFDC39a+
zAl7E!yW<YQ1u<FNLzV?HX3;($xy+BhJ&GFnu2Bt>k6rkF)F}?{ir88nvyI)j{h$}i
z8%9AuTz=2r+4~d}Jfx`^GCOGL`+19LdivXBc)^1Bk2nV&*Yj#`NBEIZ$no7-f*Z|d
z(U#aTqv|0JpCgNf<~t$kzw`*(v)kf-4Iy$H1CiXNc=TCnb(9kgfpz?pXTavPYt?Z8
zC6C<TGbD0W?D$XdykKYH6qH?h3JM^TIe5EV7Br_6%#r{9X>0yuNZsonn;g-(Nhg~S
zd9PCt@IM-afGSA-+X@+LPzwUHeAJm~D%+Rx9$$)}>0iwj#d@Jt0;F_nb%V$qdFtxw
z5f5yfJ_nQPNbW9<221hskzKlq5SP0aYZ0!Fs)^fxGLmCm`e&L!{hpmXP2!Q58JjJu
zXu*w2rzDyEpKhWs-Z(Yq;t~l_lD<Q}=-7pzaE>GX97Kbe<_qGMN4_RRR9Ru&?_6Ci
z`Bd+0$D~%S>Ld1BSFe>6Tsgmqo@D2Eu;{<J+L-^|GcUg}_CQxu|1m3tmvir&-H}_p
zYmHyyRDJKti|v){y&*ga#Su}GcmMznx8vp_GH6eCw~VeFs5F)Zq4dy*bs(rGq#%c%
z-2SMD-91|SIHf7E(D+)iA>K1x?rnO3_9x71=2^!8xqj(~b{;?2?8v)H(Y!pSl*<&0
zETqN1`J9cFzxQWEa(p!vSai$F?1kx=Eau9t4n)XY$e%<^+KlW!w{OA-vBrN0RSwyB
zFSj>tm68xsf6W&{VXQJ#`%wf@I?>@xAUVO>f2m}*%;)6N_q_ts+Bb>LS4^uOc|?Xr
z`R4?6)~(pTipsKUle+orj<wNHZu5_m`8bca(e{&5%65)4wJlZ>_Z8yvcMXX^WSL;7
z<6l;ZyBToU7?(8qQ?@#Tq?&4kz&p6q>lyX?TVJX`zBD4agM5Zb!X$IjV}tO4E{p3d
z@;R0|*|z@0wgBNgOGDuZAsq$)kOBg%XPEvh(gG;|A2kJlZSvR?dL0#<5kNfrE)YLl
zG>(R49=jLr<I+b!vMJ_%f=WUG2ePt4$S_=yMPs?(`=v0pH%C_Xx0T#{&rNg&X31-;
za2JYBn#E1S-}^dpqT6}+sRhTP!wq7!jKG0}-z#pzCROt$`KhZhNbv7=#u(4+S}arx
zQ6sNEDB5TB&SdpA)O?EEO7fgS7s~DK<=+>@#=>@AbG07A{EU8<^C`uY(LBmY+p)|<
z-s-zvDtdnfxFY+hC1S@Zv5q7|-pN<ucXxmD2H3U1#h<~%Mljz5+wFLkD2=yi&`40x
zOnapb{GlD>)f?pDkWT2uw7efwi{|%bZ(;L>Wv<U38^dCuZ?MiwEm5I0!oS;?q`c7|
zxS7U-?*Zn-=K_L(6dxk$FE7W@B;fi1{2g~g;sFehvcnY!@%eNzzzqxMu;?rCN+$s3
z>r=vCZQzRMCT?Y9;~x4eJ5=3)i{qJsLp8T`_ndddzQFH>iJ5I(Jb1JomxkRWeKnHY
z-$^^`{`m9f#OSryLxkm92rM~x=a^5?!f2{X%5Yc!d^O`qh1187SYFwRw@M-h`f@A-
zelJ(Y{AY`=aQ5f8WT;#_@h=v6b@+yK-l7tX@OyOcyUFUM`_fdAPoF>FmHsSF!yJ}B
z`HewK$~({J&PUM%#+H~a{`E%*>Nm1>sZbEG0Xgpe<TZJ-ya+X@3K;0b6mMS<cn&mv
zW5q`i9MJktvK4ui6RO{ie}I$8?Ca#5g5=yzL33grNDv^n08re(3;CaYEE7^ezkjuz
zf*y~2;3mxZXFt)P2P>zbo#ji%JI36(WI_MvH~7zk&GUnK{@KkyCzhsf>-KXBjOr`;
zq*G9s^Ps|c5YeBy^grSmAt~U!bpSVBn>an;guC7}T`O@KZ)v=LO>$A)&ayARu8)a(
z&`tWIvNcMNRwf$&vWDMJL7_JiW^6I)GKx~>(-%G2&89Hubi#Yf^%Cqah9}9;T`}H{
z&FW&B&FZ4sk-q*hGNY7%n+l8B?|eJ_W4Jq{kzGk*(eDq$=FNhtKiI}Bw6_GBPB$cb
zsBO%NVI6!D`?fVY7F7+Lsh8M=^uw$<9ugn^tQ-JaMTW&*9mK3bzV8)>)gHTAVw#Q2
z{6xRhO~)vI?`{=I;y5?c9J9B+DwON*kNt@%9OnRrgvTTNNN%uE(RJXKAO>^|I7j|(
z9XgVSPw9MdQ+=()&nq3&+2N{W@^CMaHg~!NdYFMMJss7rF_D6a_vl$m2l!J*Nz)8E
zm|`-7d3a@`;8Tlw@#}<V=&iI4e$Ccp#>?CdOxiU46q-iOBU=?tqa-GDR;C24p|aA$
zhelN*lXF1`VpAt|>T0ih=RCL@`X>3ZFwJANbVi3HnDCi?7(F<}W{;~@TP`oiuk@pJ
z(J!8TH<<|(tj+x!D3@ZAk4t@+tMO5$SqG%4&bdN=^A$TQ(s?OQ_U$u%{zTVAsm8}K
z4_A<&@%(D8VXoNrx+edP9}mK^o-=;2W*p((W3v5eIP8QD>|-!f1EoN?Kv9cCrG>Oo
z8c_4&@Mhkw64lZ&bVqP+n3Pm}97G`_{H<8Texdv1GqPWiPKvYo$6MyG1}0e`&@;2f
zi#k#$br2or8(Ktv^N+R8P#0se)*a@5Gb@lWxvI<Oq_8CH@8SPRq%c22{bHB7yZI=p
zWX<2XdA5%;v_0a+TvkUw+RxvB!DLlx+J9g)dFe0P#0gC|uEcAH+BDY2Jou~@5+2a$
zm^5TPlGy=IGb?xdSkrrhP5Guomkez6qBW{+IJfa_V@;HNrfc*sbIO2A{>>))Qb|9h
zMvLu_WSX7dSdz-b>?I@09S>s?Ilned=01Jn8>*Ei3nE2YOU*+(RLw>=z3y&A+B@gh
z-<h>~oZ=?+d4CHo?mu-S$7=LdMB|%_U)h<@si@0qXi+t4no!+!@R3Tctt%Y;(dDI4
z7*}dhan4O~&1@G4pm^oQS#-qbvw#G4Ibr!o2$U@!2yL9|DqcBjcY(xcvHD3ZK2f@2
zM*j)`#K9OcZlG*}2?gpaKmimVeQ{b6&_8R?U>MGQ;~D_44Feb_5N?II?l#FKtvVbJ
z?iL$C2yiS=%xi?_?HB`&3tnIXK5B`&yr{s2V^+!1EdA|rTC#7TVf;cmN@!vn!mi@#
zLaejuru4Ja?)#gBL%;f%eu)X=ukk93EEY5Nb*Vh;9>_1OV>bnUU)z7zs+q=lIpOza
zn^nckYDWJH=a+&BQ|lfdO18N<KZz@6@BUKiT`6_E1RW84i&@0(4o6K_`^9pk^D!Jt
zXK=oKgB5L#%+l>ijtjXOcYanEbZ-}Re|$RESX}I+wn&+252&)hC(`f4cb>O@zbLtd
z{C2~dky>ickR!ld+32F96`b#q=7``;8GbQ(AHOB8KvH`8E|xHZOpBJtRwMuX3Rh1)
zR+}zTu5(%8@k4{=eM>0x3bZTWVcko6lM8H7OoLChX3-7|wL=biD;ZWQF3j>`UlNm}
zrQM`HEzpW{SMV|E>@(dx;xnM4x0DyA&nM;!8NRnGW;6yH-ILtP!_W>!I)+DSvL&3S
zd-qO0y&%a)3dzT%F#L6RcR#_)Fq?;ghj6!hlh^sq>Vy38YhLD8IBFhj{N}FB3hfLo
z(iU~Qo`9g1=oIdMM_|&#jCS`9@++Qcq1JY-eflb3RNwHi`+i<-B6-QHErr#OJ<{Pq
zkD$&@qP10xC96U!KHA>yE$xMu;(eKQNZ=}z$hJIs`pO{K>*3v?OWNL|pETVnLNq#+
zKF3MYmx@Ij?f3uGuE#v*aLoT;*s#pVxSu~m;1InE|Eg13IqA?-)W=luqd#*#Ubrl6
zt$7r^(v*C-CbE(dAC_fJT^LVDK)=kE!*}u8uCe&Jf(nNo&e;rse2fv_<#cs~`y6{N
z+JZ%op(veVTsvx!GH2$Vo9eQ9IYA&2x!8LoldaC|(pJOH4q)Pe12w_SR`<Ei%X4b8
zdRp!+x1|EXCJ6IY2u;6srOxDyEO*zM4e<nyhwQ8@3%_4EnAS3>92sP{Y5veNBUsiI
zPPrEQJ(%Z5So9$um&!0#^P_UJ4#OslTY}S3#rbabAu+UiIZk<ouOHCqFRmhz4h}Qy
zOEv*yq%Vfc$>Fz9-8T;Y$UB_XBzDl-7~Y#ODIOp3yaH=~hR)vRJZ{wZY<P6^H-u@}
zrzF_AtFlVxuIPX8c{2Z9&+U?Zag<gh#tKuEwW*c13Z%^b)4`Ab2n-4V^5(+{*ZUzN
zj{Zi@4i4F&P|e!6P4<&>Golq;?%XKc6KB`W4F1-If4*ZH)}Ej0800mG>soX1IYe+2
z5WC_UY_C!yEzrk9DnLViuOKJ5+3XXxjN0$BUg8z|7f=XIX&g}F!56V|Rt$K510pP7
z&j)`*Kj2n~%Ez!Su{!2Z%voH=WG{63kyo|wHO6J<A|GGytaS7ltDaJKwLv7(CEfqx
zImZ;{m1Gr3-ip1SECZ=f+m<S*cD5=!w^)xh#teOJ%xo8ul5upKf=;NB^2JbiO%EcC
zzFn2f5;tlbT4#IJh}~jXqWRI4$_#z?&DV<tcBENfH@fMvwcB%3z{Tx-0j%$uHSuM>
zs*aoTUxtX-mFufx=s9bKzSI~?$XU(j%$+N9{3u&jRqUYd%D=7L$YGM|N&d6L%Y0Cc
z(u&^YWs9+$-#$-X-DRl)wFddv;zd1^)w>guCk@)D-a*XA9fizi(vL#=yhk#N5ecTN
z@aUoLih2*e68aCHt%8M}Ma$7JS*y(@c9*eLYVNtR5<2?ANW+#0H3sXIRPD!Azt}IN
z^>m86tXLTF1P#EA=(}fEJSPr()oTn850GEUGYKTVBp!IenK{BuA7EP=X7*?KZjbbz
zyL6-e(NdBgvAB}8<IVW?X3DlL<a{roHsJzMfrVxn#(8N#)O30H)`?Q{$*@&0&x%G5
z3eHz*bh%QIj&-5RNZl(3Jf|su>W#N}`r`{yxQ#u=eF*I}jsp8dDCZ1aPnJ=w_^{nn
zus+!fT#BkKt?ys1D9`&9q;RR;Fz4eTee3Y;S1visS~BvQ-`M<0NM4-wzA>|@ezVLr
z68)&)qj&DNp=-)+&g}XERiCSq-?PBidE6Bk0h(K&9&`o%&G@ofy6bH<<Wu?QXfq0P
z%T@6dl}QuJiK^6Zi?XWqG{t=eHA7ge>C)_vK4}*}#+{gV*12E;4_qo2n0Ua3<GHx9
z3sB873^82oE{XdD)FKU%?EZ%5KjFGE8K`68)DW8L8i1s85MSfMm#lEoP7r`GftZg1
z(!qZ`(OIz+U%LWQxP;#S<gm7S3@99j)&92}){~`O%4=*iuE+6-w<C83YtXZp5gpyj
zGulq~o~XUPT5)^B{yQ?j*Q+uSz`!f_r@z!vusO1j1VlrN8g{6@j5mI~O1xV>%M)&j
zQA^;?R=v`$QI?=^u6|n+`M9mI|8AE%>fpJzJ-V==K7|Tge)(gO6r*q9@Te~Jw^X4v
zgbYNZCD4C;=ln8VWkM?W_Em`~GiL@n<c;q$AIuYoo={B|H_p5;w&3-Pm!cFW<kbpF
zRN)bKpEG-5ndSM&asHR6e$jO8B!B!S&r{artT|<DW?;hm&lIxEw@qmljwk3OXNJx-
zI~ln&7WI^kqgy=qA85QxSqb)x;hA03>KqZQ^q#tdMeiP!WT-$zdNU2d%x?Y++4~ox
zx$bJir2Sk3vI&SkUY`CK6T!4rVAvX>Q`}c#zO)h6S+gJ^#_lZe8daec|LbFIR_06Q
zWbyF%6drF+4wuX=i&T&JhI<~e5Lc@xScCcd?-=1Wl7kd+rLhDd%EAZk-DQ)9lA{~&
z{n4d0O)5rJvJ^t|?<SNj#(F&VZ|aFXn#d{NaJ|X$TB@mk<V984SMai)e!u*L50mk;
zZKum6?2D1=d8rpdTr{<@DDd6;fI%wjy>C>_OSaScYO+3jA3c9Pw)eujP2SN`@|Tt0
z1mmSSoQ}qMT7SPj=F9D%6WwIuzc<^)chCh0Dm)q9v)YllU24pI&-ZWw^<%E*_M^w|
zid{U1<Z9m{Z=HB*e0DSPHw;f=9x@ob(GYK*R(U=8g<9ic-sdqzv0a99PsqQoR2NG2
zgs9#M_2WXjjA$Oqik-*u6uMt_9$?7k=(66>S$sW#VDUe<M_(z|-?|_V?s;%8&J-xo
zIDFNau8t8IDis?K3F*?fyEB@+{$7?+M7yf-F15gmI5hz$+Z6lh(n;UXQ7ldwn#VUL
z2imXt8Uq5I(bPLq>eRIM<8CUXXrG1x7OkNrrrrR;*-mcGgpWE2JxsyvNX5sLloU=_
zt1R{AXFx1c#)suUnFy_aAFls~?f*;nKp9d0m^bY1+0IedT5=N*fy3i~e0kw5`}`z5
zT!IppLHie_2B7K!m;r!x@Ts3dAyh7qTn7YOIQ;WR#7c-uhTt1Q!c1w*0a9{3w-8lW
z%H5xM46J$qGPx`Aqi=z9fCZoRZ7?PcRYdsdPr)7dGOM@_oYtQ(B??DR0H=vt27pUI
z;gV0dVm=Q!;8XE<EA9$VGuQAI3j|74<-);uKGNWCDEUuX0z;}wB-JLrbPz$*js8$5
z(Mr8=g_NF7Hi%(3f0D8li?xmVM2H>o)XXrV!@%rbKoeKANb*bNPz(-(h_7@#9JUH=
zxrF7~rCQmX^+UnBH`ExE#(#y7R^_)<p&?uj+^;C}OIQ7){4LTOlj)O$%x_xi@J`l!
zzJ!(rt@4PdAjsi7BAN%d>{te%R)*O|4G{}~(}7GR&|nU%ZivruNRb8g84QWh?P(G>
zKc}ba0f}2u%A;s6UPT}<jYYQr4Ff(on$`;B(zJn6{U-xopklz20q{4xg6aSEJ(c!J
z>6>JwmwhKFU{_mQ^`bQe$p<4$i37CXxK$CrEc%Bek^E2c@+`#+1Y{l{wRbkr|Djm?
z+kl&N;W+jSVt8RdBT*Xn>A#<NMmgF3nX+dJCfwbEyMOQnEBrk{#+?hr3!HHAS^-Q3
zq`dJb76KuRqrJKrixOZ1m^G^61EBHt1gNzeekYpUDfWh13eH{V`C>V$&;&DO$~bSd
zd7JB#C)EDu#g}VW=02>`j(rK8-VRpr&GDSX)NTlB!$;3U<D9Y{IRAQ2Bm=WRcu-hQ
zL96T+yqL|uO%N>Zce!heIbKCYMKVcxTR55`SN-~0e2Fd>hADD*b9f#OIk_%lcLnVE
zqi>GeJb2peOZCE9?zN+*){ss0u=lkHFFtQ>uZzRvz9r70vZZAmUftVwHO$C#6xdm^
zq+^zE!^aV=t24E?M?#+ycW|_cn_Cx28+B)Bx?VAvR!=fpv#2btDVd2~);BXb2<;ce
zAoqJVhMuOVjdx#t)uoZs&Y*ROF4T17RrS2MY5X|&+<94UCqZj_Uk}A{ZC~m7#J~it
z^lyaXEGWkVDC4)*Rr6n|Fwri#r{CpypBQ~#AA@UWp_2wX#G3pb%}MYYJ9_P*r%Y%^
zNBO*ts#p~d+?D<9xxRR$X2?blL}MkbY}K77Rhg~H>jGj|U=BWf?h9)d4O7&tX`?Qs
zxM@5Y5<``)7*{*Ia)5h%;@{4T1{z<<>o_PEnfJVeuL`TvvIlq0dnR->Feh=n+G@-y
zHjC!!s5UW^$$5}6uKBh5>wcYkoUWLeeuP$I%0_`y^j9pc^kO`+^$|$r9O<H2bdkm^
zhlQqxpVHiisl;Z<0hHb3H~-osk?|?ZNpw<WKgX>^?wP5f?Sj6j?%~kY?DIogF7F?O
zd24q(TMVRBRmL_miR;u3p<BugxTAb8o7YSH6iax+m~;RYP0hM9nDvqM%Y)l0j>g*B
zD$)T>k!GU7zl%Wctmj0h2A?;lCENjuo7A(D7V50k)prQN9?cUGFjd)TX`LO>fy*=Y
zYoZBovHG0L@sV`>ZYsJG<-Sdj1qU=>lgk}4&#O(AVK4<LX329osFf>bv*r%sJB2@M
zN|e7=(tv&F3)A5=GW@->3`r>*zY_MA8!Hkya=xRP+TvMRHwV~%hGI4_vhZ$Q8|NUG
zjK`G&4SB*PE^17r%Wd^6-=DpSxe?pPalc3Uq1*KKigMj&djx})Pq0Nxb)T>BC1F($
z#jRi|0>j$*VwpI|BiTVNX=ms0Sdr<lrMh`oTt0JIuDi)(Oyc9oc6d>iSW|CRTDEi;
zr&|BRE`PaC@mcewa0*AgSJ8rOwFai_$j@KnvM-r$8+tL(3fxupa}{*CORZML`@ukU
z02))gW(IeO^>aj<J6!dJ_7Am}`Bcsn`Ve7@KVcd%X#U9$+coL*)vqPx4vJ>O=&07N
zmVVY$H`3p4d|~!n7n;)P=rGWh;v)?4O0W=XC2z*`KJJ(7mI*W|5qK<?b5StXmwUFb
zx`+M<{UTJvh<~F+A)$k5W-rsM>%IMgtFYo$HtD?b52`-6g{i}KpI>Q~lKQL))p^7H
z_T10TQyrF`Wpf8QV;<(x933t+fu<Z$SBB>3%C`|xb*UVsh31n13C4nKO)59o{5N?0
z&=)rLJQ1MKLjtcC-Igo~x=uv#2YTb9ODZ|e`4$tFZT2ppTT7azC^x;B11`4GgTUD-
z&F_(Gm)iq}<9l{!B_yn4M39qJSivcSOxQ509x=<p!C4&_5}+=V2u1jF9w)bCIPI8e
z7hRrrtKe*7+?jfPmE=>gbFRSXGckIXO&t_RpzkDcyR$?$$d0b8DJIXm<e{o&(~eAY
zY9mBYR*_vSKjTItN%|1$Fgh&eHh(nzPI7?M;&%Df6J}xieW`#<HWa4&S6sHzvTW0!
zm#EQ*sHD@b-?<lK!XNpcjdAteP`_-)dS&Q)X^Zr6oFFH|qiN;a)3O!)b2s0No_Lp+
zbOi8odmW|Cr(ctZ7w3yrp1y?AdxdrFuRSg;)plOyw}b)XY3Nty*vYv0iDD9}4W5S)
z=*E^70eK&Lpqd5Xk3Kv!!NHRP-$^&A;bh{R$HNBB0;DuP%zwpiZRtNntC;{D9MCdk
zUyvRaw{`2aJs^k6gfRC0ht+coD5LH^ML;bO#DIN~>GPn68c1kV5kN&FWDFuu#ua7i
zXe5$pNeurb6^-dWfUa(@08ryOgFS`*r@vkduic|ANN{t|2$4G|U2|}*Eq#%k27GsJ
zC~nyQNw)Jd-8kLdYx|%#h}uk-rRRKq^oEezNMmc<@Jj$&K(+HDU;TXn7{=o7r5M)7
z3-SD-SGjktiB3un`q184oeD>cFy8ekL{kA=JU{L4aL)reOxT=8o-v@y1oj2+q4ECv
z5U|nHNC=n=r%gG7z-Ri={9pi`0f1QGpI|ty6+k3-B#TQ51asqZ>^My*0J-r%7hw2c
zkikN3X@^#L7=R$e{+75o`QPGl`RZqI8LDvc43+EMvd_hdNO55K4B-H0fcs<sCqKf&
zb~;>UA9xQhxz;0I1H@b@@c>wcjoO@dcrmw@QOQsY$V>}+%OA4?r=uzX1(Y@*t0+Kz
z2I`;#2GEA9(*ftFWra&c2$Ikhh@LF~1;G|@V*yS?r~~MCjzo|fSaA9o3e1Z8Au0ej
zAOc$fxenlU(ODruPOc~&xPx*_Hr0WIsVJV6;Vgzvm;w)uQq43>or6HS)&v*=2&(P*
zY&@p5K{w)!aMP%ae2`o-ztvK2dIm%<FPF8tj<kqL_Xx9rdbef&Qu@1ZOr@ZgvodV^
z+Os$yGxp!t<Z${N8R9iL^B{ipbxEcGL<8pPP2d|@@x@4ddbJE!;f3oTJWpv)f<nA5
zb2+>;k~Z}3e5tembg}{#sspEH9=6<`bIJ5LFLI_grA9_vm!!ODD%rWPkqBhBi+0v;
zuah#k-9I=pBZf^4m6rBN&r%T%gueUYy;p2|^|pPbzx*}(*!grB1s7)N^MzDe52DK3
zk6N8=R?pkg|6YA|5I;YMQ77v0WegE-ed)+5t}Jo<sq=1*?pNL9u>Lp5R&0w!;p(K}
zYysndD@CTTg#eZ=o3McEp{&GG0k*{swR-r}2g><{x;I?Y)7xoVpfv_{@lxiK9CKLB
z#ViVZ(T6*ilxvPgRw3uH!QN|uXDRc*G%gJLU&SYASaPoZ-qk(&23_s|B+ge(4#5PR
z|1TTqOL_;bkF5ZWQVEm7l;tm9%4p(<pB_9%#Ye@z?TK`d3Z7?+`u?(|%kseL0Z*Vp
zR*}8*@m@ZF+zUjFNRfgmqp~-B%H?vFR)v(vp`<&Jw~19{iTw9->EA*;Qv*e@>wA8f
zIo?A*=l#g%0%%K<&jQ_)A1Em$E29|kHv}N!=iXAgkbm?xS}y(S%x}bA*?14Yt0A}k
zel<W?0H&hy@@#iTSQ1h&9RFDG1e^_yD4YX`0<hfukMa{=p=$+hFcRF`kU!TESHQ#R
zXz&g9|B6USba=_Ki<FhH3~*%_H0O^(2JuHR(`3|s3juKH%ed(bd^}X`K7M8DnG*>c
z_7(-@r=&6Iy6ffz1DepkgdY&%B>`(>NVp48XWlCd=Sqf*0s10U!>x=h?K`P0n_n>i
z+#`HAJ=yiC4bZdDGuh=P8eNIrKm}A!Q?t=YSV`?@J8KMja|~tN-7Qj@7xH7VOio`Y
z`Cu|N$NFo1S>1Ev1<SJO75Q|plk56Fx*k8fc9L$5IMx=eG;GRpxN9c+Wi;}JZJ4r}
zkX!EVG75H=8gbKu)$A3pGSDZh@X)1`kNDS+J;O-><>QYL_X@qoTY~t92PYgdA|lu^
zkw*f~51x_O%q4H-R3b`NX+M2)*>mKhZ^=w=cm0|!NxJzY=B?!j%l>S3-9`VO*Y0_S
z@fXs{y^9(Z>nnR3>GiBqse5qpmgE;&rWLWA+Dli*`PrtPnSHoQKhZ3+$n>qQO>OSg
zNJXs>@Z%FXe!49vjaR?V_nBlbTr+_qzL+d1rr1glR-r|YwbnkCSY8t&ymC$8&3e7e
zm5hjv2EHQxx$RY#vHk%qpMg4rnV#CGnr+I|Ac@e~FZ5=c<$Qu$MgGI}@ctY-X+?K8
z_IN!tMbgd0kQm8BBh|>Kn)mGoov&)TWvk3K4!AlPg>i0w6J~4Xi~~w!($R*Yot;_b
zrVeErc5*)=$j|c{uTto53sxP+qGaM5HNzJ~zNXOsTqN2q8%18}@|{;9g0o+ielh$;
zXy7-yxWu}#d|K&{V!3&Fg~Q<8hdP^%rW}_TO028mo^)x292%|#QLQNEVjMemo?Xl;
zj2>rn=@dB_X1?+M`{R>roJjrU!nKE1-@P0eHS)+IZgMN#W#4FxRF3xx5XDNI&FR)k
zZjE0O*GX?=7O&R9Ga4~3Bz5T3c-vMliS;|!ZnT&cpAYQUowyLWA&Iy2Hrxmvh&q0I
zT<~zzLFUO7ev<0xFIRFpBPq%mYUZY<X3Zu)UN@~2`ASht5u-MsA$SwLQ7N$THIaJy
zmPrzi^ebV1uiuV0JM?Z1QSV<rTH`VD-g~zy&l}ngEkDRG`*vdQEYJ#Bc^$6)yWuy2
zwJtnt`I%SqwI{B!pQtajlvPXxHZTT?**fd=U$hrw_Woh#tu{@lC@@sKQ)%2*VDw1(
zWsTqq)8ZiMfte*c*=_9+uO6qzH|=aZw%@o89h*ukB|N0hQ{5$X%o3H_%#<;vMs@!{
zpMpl!-i5I!N3pb)oq}5L7WhS8&AFL20}A<dEM*|aS061SM=SLFtL8P1hwtK^w4R7&
zTP&4Vto$U^P3Y%S>fPWmuVTMuOuVh6#*dhD^bgEr>+*K59e==9YTH$LP8*JCsee;%
z7Kt!Y%PhFG)8XOoH$3oc?}-z?)`FfqR@`MG=2px|Z60FGN7%B*YxGw`YVU<}KBZl<
zh$+R?mwVE(!nZi5*BBDRR@LR+c{oTjS+&7b9W{fG<PPJMFO|rQ%FN&G`X2ehiMH{H
zul9sw*K2{#hTEe#`%V|&q(>@qn}BRP2(C_$Q#?1Z#?0I77@3&>gP0jutmc9|<D<Oy
zDyO|FJpo<P521%oPTpKO1u0fWdF5LWYy!(oVStmvbmF2l7^uD4$Vz39#e4zcw1@)W
z0C7$bRKjtzRE&G5DX)S~JA<L-UvW{5BJo&1fWnV5bzU2G)Ox~vJ1%XpIb>bz-m>*Y
zSBW=neq7haP9}|CK@Cv%s+JFpLYr#qW4y}KG9+BZNY#4GFYT$<rhZfSU78Kb-f3s3
zovklb>2bgRZ-r%b<!8b&2MV09EbNc4j5aKP>S2&tgl?^1ce-tYa%%ke*Q{6%b*}B=
z01|5rBzFlQegt42PE?kU7X~AA7jBs0F#acntg_c88-{BPuP;6WUO!g^;1+2nA|)|4
zVpi%o`pYG;(IO}rW5e~TkU25%Vc%>zV%}Nm$B!)yY!P<2&y%FlkNI8+vFYTLM9)fM
zlyNcCxR;Nak29<7x7c=+`_$d|+qH~w=w9cgCi?r*&tzUiWo&vk`vyJFrb)kV&FE%%
z&aFid>Yg~+%)sq&kr`THpAl0^+HPhh!Ld`^SeHQ4DYH?PcU}GSGJ*yEHZRD=QH~Y+
zMGnw$+^mSyNvZdll1bq<h+w-FLl<S2J@Hbl1MEo>?3It?#jjBU*mCJA@zFvtdd2BZ
zJ%9*nIdGWxf5lell}YH~%*J&*DPJvm3i`Dhaq_DiqepUcJzD-G;QA@(jr~dY&?#sc
z%W||-Ij8`B`;Tq~N9?+%pd7WJt&C;}2=>ozvHv*MVFOH{dBpX%TdvnL7gzUvwfVYd
z`-~rgTI;!UiHV4qO7U5AJZZoYhv5HK;%pw&e%>a7h4OrX@5IXqX=j*ENuc^ZbL}`(
zLF8kLcFEL=R6ojZ{-{r7sQo5e_|W9wER$j|=rY-2@wMTY7h^@O7I`Z1O5FyudY(_F
z4bt*M&O~a`gR1@t+Bj&k+x=#1Q5S90sp|%0lyUVEy!nx?djh*<V*Y14v~1K8P+S~+
zio2Bn3<Lb+OhU>Z9X^;$;m<m7AeRkPJMk4uKwR`M)c~M^fdAPZV49QvAxXhx*}0{w
z4@3p7<5|uRypWeuN_X!iAPg8&8V8cDP%YeSC(u*_R?a~ooPutWxg<q3B=k255LK-^
zTY3rVJ)*-dH`K6+@92u4nuZU8we+zncipvfp$)V!g*kYD{t`-EZNAAsBB}}^W<u2^
zx*8A2nedD507(-W-eC~h{A<CKIa$MXuc$H`ze^ndP}zo~Z>o|MBNe_W)l<FA1<4w(
z`X$7mqMD*u$`p3j>SSI;7hTCUxG2Wl#!UJ=zf%I1=J*3Ss7sP*$8@pv(BWev?E~}W
z52hwu$2(>Q(7;@S0I8WhI@dJu9BQzBa}<k%=JD+@{ihIb=Fi2v@8**ZpG=~$gYM~v
zfw7LoYS=qAcK1WE-R3~@!}xZb<&@a#c1;c~A;TtvVGKbcV!ltVf8Op+f~szVP28J-
zB7eiT>qkKwH#f+|CuQF9NiMp=>s5GWV!qxP%GK7;+#@zur;Cnx_-?<n(mB7S?vdXo
z85l)HaYJcIE_u@T4J2a6<mC8s>a`~y%;;94cFT=3oL}$7jxQSt{cbt;ezEvRd6Hh2
zNAi9mqU2rNbVq~g2O$X?x!nDtl|$LejLq-q>C^XGs#7I)mtHQU1hXe_W^lzQCc7yz
z=Z;v2sMii|M8D1u&U5bae2}<TJ`8K17q?`5)!gV9THV2SydSQVdD5_^uU%l;XG2oJ
ze*T_!Jjgn(Ee}n0OJ|*&g{Hg*#bL{pFj1t7q3blgA`^ci7Uq@`6CZnNcJ<0!szq)~
z7}zdrDjZa~1qO17m9}@k8NrjvML(=a(Cys!h>q1l*4W%XmqVK9LdPTh+?HQ`k7J|)
zHs}uarnoU=05L16*89q2=6LfH(j_Z@V#R68CCVn~HAj?b=Bl>+Af!{jcIaMBQ&Yop
zwS<+nk173X3zc|&3<M<1*-CN}@RwBt=F5MZCBkc-^W!f_(quur3@i)1@baJ0U9qrq
zUnM}}@|xnB*{453mT&fxv*D3K4N0&KKq54XlL+CIFa8X->+}A~TLyt6Xz#n9Ns`xH
zHPWv-Ec}ZqNN2>dVj=gzy@y|n46oQgqW>Na$fTQaTABZWuK?6IfM^Lg;!JY03kY+R
zA!!z50CyZ=v{&pYb@WFR-pS6xWkUXV2%MMr|988NI&-MC9M3%CwSWQCAf`ve?*APN
z!sK6!e(zr_LIUWr{utdv@M*zoLBRS>){~KB-x6*%9}FiATNHp-2c2wx0v`L{Cx%eQ
zwx=M2ISmv(F{BBh$-9m#o#M!uJ$_j(z@6~R4sdx7I0=}X#~t_kU1yB$uTbPn<AJL@
zb>i0Vo>f$FzgeJfASR}TRKhZ2FcE0A57a>wxK)0@;)gC^*&o&z=QPhKrWy#gl-7S0
zeFsas55_i7WAXy}lzL5mAh^pk-hmq`(4OsZ<M4ItmT`-j3DZ8Qjcw2FX9nQMBEqUZ
z2OVAl7<r)0DQLldNzodEsti)zei`vt-D7`Jr6^UOZOg`F#!c3buzm;9E+D{3pT9_p
zEG~6Ok&?}{bP$J{nU#WiuD|Ok<$sB;y(Uo!u(^$|^y-(t2<@ZX_z4ZZFdFm-eH)<w
zi>7@Heu7OY;{!{cD^^#2#L!nx4v1rDSn<&WC@05J|Fg7PMn;4!{dj^IX~XZZkLV4@
zZ2)B|kgqa5tSf1<X_8ODe&l<$@Z7(dc|?cF^5oh#fm&&`ysI1)Fv#`$&GeJ@8jDqp
z>N%s0I}6ILBnK@|RlObF@hhByDh9|@M{8<7Mw`CG2#@Zsv1`y9G#(v%d$`gkb}gE{
zv|(7l*)EiR$soaJis8lY&Wcf*k>8&z5L6ZuQ=&hqs}m@<_=w6f1ZzJQj-rN~ou2+U
zKQdT<UnQvJ5g9+NIKuIo`sj`3#wN_`5Z1=J_xGY3HL^dCn0U|V>KQi-iGKT915;|L
zc1GNqfzVo44PJSor(FV{no)EV{ZP}doAi{ijxTN0Zuk^5&oxABw0~4rbLZvtFN;|t
zrJj$!uVxs&?kJ=Xov)Xm|Iy9T>JAC*{7MtyjkZuP{aCzWRO&7YqR&>He4hP;{k2@1
znPXuK@}W%Rlwvv?7kiN+>8HW_;}fV#BNl3hdbr8300v_ZRgY^)n~7;weQc~)JX@4!
zO)_nLftM7t-$zS0C{eU^7y1jU7Rm2?EvkT=YLyQ;`dhNl%ppTmZ-R~ECy5O~<`Uh?
zXjqBKy5P%u)pd^|pA#zO_<h%r=S^pN0P&VIq9+|TzV&j&NJ{tV9&uGY6<-)XI58*9
z|I_42!F?NNPq~cJ;@{7D9~^%s4OT05X{#E>j_RPwU)Q$N`nUxY{ctnAB4G&qt@VgZ
zTi&oSRWCqZuU<_s)bIJ%y06~-5?t8i(9YKawrdO}*bV3?J3qFY4JqW_7_0Ho+0H!D
zsIDrzvyc39bwl#AcdNi^55BObEHT2yp2vy-H_(1X6DEZ<3dZCEwL&T$+PZR8k2rTs
z5To$}?qo#L&B@Uhm_*hf5!OD)uIf?SCQQ?eEo7tIDPhK}bX6$e{8Cw6eVM6+8HGkG
z9eR_4s=PyRp>TJa=STB6WrWN^O2gF3p6kK?!`@rRMcKA{zaXWAigY8PbjSeGBGS^`
z-Q7rtfPi#KNY~H<BAqIdBHbySg3?Ic`<y}V`+lDFylXw{U3<Tuy+5D*$8ZgEO<Z}N
zNBoZOA-AYWU1OnRzW1r?5pzaC6pq`j{a%tMaz&T^i=i3-qS1xR9pJVPoTNvr5?_=*
z9AA{>G!qA6sg?-m=hvJ=oC`)-bcS~D)-X=sLl{SZ6@PybKF<7lV8bJ`h?p!0>;fx~
zQv$5`=NEsQfB#=x0+Utlpjgcvv2cT%tl&^tN&%zu1tU0^z&Hg6NsxR0WvyNz7YM;Y
zfg7{GMp-atT_K06KyV%q75+TfU~)&3Qydw6z=+9+!;r^K%OHJO(UKpR2GAg6n^x5W
zHFv?x_f%A=hx#e@p0!MW17F&iN?7AH`{sRFwKxg=rm%EfUa@|t<!HcCVNO`g13}RR
z7<)U9v_<g;^B{8mLg%JSg8lJGALcwjEyZ`eAncpzG~xO{`CxgO%W%)PWMgi0|7%<H
zPu5e(@;5+3lRf4fwi;ce<dBfz?^ocdu)ve*RHik_FTd0+bw2d;<sOERaCMho>)`GI
z4`ca^=X2cb#%p9oRBXO3nVrNigXkKU-US%{DmN=CUhF*qQ%9TFp#w5shgQet@wRU2
zYL4O_6DQ}1Xp|jW)-K{Dlxi{iZMGM2E0TF9xgFXcf8b<>HL)ML2fY^D?Z<U4891QL
z?gDWd5fV1Pg=@p?2Zt}VJnkf$1;slT>E~guVbD@(Zy4$cEPQX(kPR<9#8SdbPL5!?
zG?#fHbkpWzlL*lfdSmw1RC6f5UR#IM{y>l|-U+2u_gSwi+K-u?7AEVA2M*X)N2l%0
zb?@q;_$(6Xrb9!G@xEIGby}}q-nORXh#PAiI#!4j6ii&}s>9^vEfA>On#w;}-tw5o
z5=eEXdoe>BqMyv<=%+n%q5`w3)yEjJz1!?xw)nE-1G$4PURqRL0R>$<dl1DozLGWy
zVc^qe>hv?;kd8~YBBfKAZ=sxZ6mvLFkZ}*KsEbD?+uH|nTWZimwYtUAz2)mJtCxQy
zoRd>6Ea5Kz(n0F9Acc~LS^}@0mqS!e1iUyXb_S*S+>WDs@5id|S0v~KV`_`aO0Ds|
zC(`PMsB2hOKG5!MP`YvVC^kSsh^hM3K)D0#3(@$va@(AtmYKUMwVUlhSxr2W>$Mbj
zrc=#@@5ZTWP4NcR5&W8Uw>xVuoXb3@ew?ap+aHm{i;WK7>*M>>HE&@^TXZ4rrb(QO
zLflS1eRGYoSns26v8UJKl-w@&Cp%l*b8ZOLp3p2{0Ot5{>D|PDGN1@C78vQS8olaY
z>@{YIUDc)u+(-)x6dPxCwPS_!N`490nPyyhN!Q(v=Ezsph{D%SOd0U<v;7)-nJ%=Z
zI@j7IBx+O)!#QNRYl*g+E!T<Q>nqnA3wFCLM=DXd1S5vH0T1&&9N^zKtp6<LK^4*@
zR#cN+&st7l9_E`@<`hss!D!37NtyvGrE{PtO}u<c-!XJTUOODN`3j>D`r!cTG_&d|
z@)K7>WWPgUb;L?LPg^0d>MS%)Qn@%;yt|uw*bsR@>4l_>$L$fjbz%!ti<Gq{$v=?p
zmfr$<Ie4iyr1(fkoW73sR{Qyh_VLB&A4mg1YP-C`m?AqM^pwr&I+2SM^(dQjW~sVI
z>1KsR;SBfCB(Y!-U9CF~$>xpDhb0Z<UP2u?_N8oPJJ2Yh7SpnCS(I6XW$`FON#Ois
za=7w+C$`hOM?(CX(S-!BTv$QGk76@1-7jBnb6`eyD^^dp_?thfIXB7Hc(bjIwp;Jo
z<h?3OfKd7wz$d)5`}N#9VJyAKM&f$8-8RfHOguJB_?XV+g;P8C+qsXqe;{>DmR*>D
z&9-6NoBArhOL5+i(7s(=-F-(~@D6{zQ<s4ExIO;Okvfb*{IVNq-pRHHWM>yQcJdP?
z6!&H8C;U59GwKKu3VD*8a9$=VxIE*ikM6B|-H5i9-H&vJd0>lef}czo5M^i2l`v|b
zGjwiX;pg5VU{P(^G@JKg@_y}D!>c^$94%TtNu<C{#tDpSR-y)UFt#GhSr7$ylw};|
z>;{=~K7`y9i2nc8YJa&yS86r+GK6SN9-jPx`x2!wzu+5yzzYwffV?f-1^_u9P`>>8
zzdr?Pzl4y884VOKi~i1R{mRG|6_cib<WHEG3?q)zXLk5h1u8EOBM%`{>pHhv;geqF
zj^ENk$z#OgJ!XS<Xspt}vXTt5(;d1t$59UIh_DhsSnDcuy7tw2nL9ItpRIAx+wZns
zw>vwv<s_;zQs&*RF6zv&hP>BQ%^!>ExN$rvK948zOhx9^c)XPqs>-$Lr0z1(#qzoR
z!$vPPn&t;1-yZ58NcV^H{j?9fv@_J|cAWYDK>E~6)JCcol_a1yt*M1AhF0pYvD?L0
z<d%uFuDupw2N6g%m6a9BK@SROFf<7e-Q*uv5x<X5#5e7SzM<s#)YIBecwb(PDQD%=
zLy|6}7yRy}?{R$Ce;fyK`xkBWK0AtpN~Us{Asx;m>s71QHAmg#s&7V9j+`B6(0nVU
z6yL5~H=^{Q!l!p@LhZ&5v`&Px^+-u^{0YNhEH4$^JDKV9P{?OSn{2wO$N0Vrhh+^S
zb?;@CC6(aM4s8y~1T`Kn@`o{$Jr2qV(|#oN-qn|JBrxk#c?2K5SQcc%CX3_!V30Rp
ztOtfj6g<Xu^P@Qa>kd}d`_{d+qoj83Yw~+9G>x@**WxoKvT*p7q!?X*=WGg(COly1
z{S9pDg~OaG-FlU(!U^g%U)Cp>OzBX0E<pxp<r8Bl8Ty;=hKt{`askSK`}m{)WLjkA
zhjyH~e8=aFHc?mS7yi-G2n&cN5Evj0TpLuamJ@~a@_2XSziX?X5=b#maPxg;Z`M>P
zYrBw(b?-cIs}uhldJyY<FE|!U3gj0H*uCudyi(9>ss15%ANkelLlM&r;h%+tQ`$F~
zz5)CbLU%$C!nLFKH?2#5-QOWlXTP-<a2d>hwF-z|X1El8m0aJOP0oYYTu;0x)D}y_
zOsf7ReyRIYR%7<%EaC4YsvS6F>bDq1c;SC@l}vPept9<X<8}od6+4(zTqU?+t8RDt
z0u}~oI=hn67+!pHxU}Y<Y^&Ti#}xm~-7l(A>SbFneHz_ZuI(#EG$$gHQXAMX5?l=*
z8${vW!2h8Ks>8jTXk1^csQ}Q-d>R7ZtC44sR}`yfk&?+HQw)u8zL(M}PzV8>)vwhE
zbq$ap{g%`GXK!Qynv0@X{I8p-8>*Yjh{cu+yc7#yP#!-<Xk@_7!u7LP*7~(DIHnBF
zME)mh9UL2k(i{L{uCn5Y91yVb;X!P40&a2TkuFOmDJ${2MI_=NwZ=O#Y}Jn#4fU{$
z;c1ua%)-l;7sc&|+b!uPLMtNy52+vTbiO5+uYHd%XtKC%?kPx7@Cvph;`4-}>zigR
z%0`$|N;pMT{dP`b)7K9ve;`HKyVbjv<5`(}mO4&_1w3d8j83TB)?3Xkny}*OSW;{Z
zo5DR;etWG}S-oD!Ru@{@%icyRQB&&L`*?24K?!d;x;4%Z*Yaqp$xHS0CGOWQWGRxj
zy|I}a;scr^P%V<@8400O;XWcfxfhv)73RmL+qgH-r4L}w=%h@n=-r+ufpjvGl51;w
zTddB+@V;()LHN0VulJFFoq3;5+PuU&?D!3hLlIo725ior;<-;Y<dM~+Al#o-Itz2<
zGT|n##ci#3KWENp+0BTx^T3H2VI5oad1h^}YJ2eExU^Tcou4P2Q%+31CRl%S4?DWG
z4F7v+G6haYHr*T5pF}@Lg$sn_l;uq1<K^uh3ry$_N@$ze780zHYP92tM6qqNJ8aVo
z-mVK)uIm&2-mA0!7)P?6$4>W<$L$f;TctG9G?kJ*VR~(Cn-u#5#|)a9;RTj{GMO)T
z3?D6<)Lm9juWu$!5u{v{Y~$uJ2@fdTL^>N)N}pE9;<kB~0#Rr3to^j7?;FeQEhg+#
z`GvwpV()ZZq0+mteu&JoLt9c1`BF~U%qA$D_WLcE+wMjCsYV)aSQT+;PK&ShsGX?@
zUC@cGTf0Y!dVyJqCUh**jo=G52VLkp=J-3q)nTFTa7NY&1DI~DIOr(Q_+wo0tI?3*
zV>-9(sPy}>l&2s^0IoGjzMw@rbvb@4OXD|&-bFr@oFseW<Y``GW-ZwS`6Xr)8I?|j
zl8%?EgI}h@;s;;Po1{#QyB2XX7<zlCHq^w(;yNYVA2=g5OG~Nj%UP4H4&cUcDQyg=
zoFHDx)P~v+Wyg9He%<iUAbpr9UC?M~3w7^S>|E_WD&ZfW1|421SXs-VT6C#B&omQR
zJCy~7q!+eQPwc<5y^2=$z_C}WTn;+RqI!OKvtfK^3PsSV)AuO4p_93hGPjz0pk!0p
zy*7jD{o7<~4Gl$I`M15~-^dbonw$<w2rVdiMxvoreq*tvZh8hvRq;vzWI8(1f`jDF
z4i6r#yG*DhADq?ssBq6ml8$+*k<=PyQ_ilh(~8JPowYgk6iOG(YPXr11u(l~B2i#@
z4a>v4*@Hm-q}{>xO}16;Pubg^_WY_xHQIf_<~76H^9|J=?6`4y!7N9#<Y5NiuwMCa
z`dLz#w=~YuMLbkqUPGA*F{H67hxFnc_B2lBr!SyU_wU5Jb9OolxoGWM+gO;^4tfUL
zq^^AGwpZBsI{J7iY@=XE{5T{@F72DiwQSlGP2~Pnri8+ABTX1|xHNAvh*#Jg1^KHz
z7f=rPqZe^sbcV9nv9it0@om3Ji*gitw2|o*txiPhbHo$B$sb_VsM+HVdxNz`&1K@>
z54Bb(m=OuHV;_~AT=I{Nde(hZ<VM1+S%5w?G_^UIghSR{5$LOc`W(N!aF8vgxQ4p3
zQ0TxkF0LNce<OCR#3n;?uW4IfhgjY@W?nF4V$Z6Da+r;UwlQ(VBy`98!B1TBQWFX^
zv7!m<8;jT71Y|w!N5oc$^L$fpy42xGD(WOO2^4-go=W#`sH+b~)4CfsZ}frshwt-h
z9od?ZLpz)u=$QQyXA<u9REirbq21ije5<KA8?T_l^_RZ+_-eQr_)#-|An~U@9^SEa
zC9FzEN`7+_8KdaorR!|17#Ed(GiVhc(cx-#<~9;;UnYqhD#9ZiP~sUaQ~!2|Cic*#
z5jNbpO1JzVJ|j0evHX4r8}vtdbNGXHZ-@KoBz>wJ_enYnA-&4OZT!6fqTJBZYkW%6
zwv7=lDRbXNm`61rkAa~lcF3;$FxGd?hA5_;;7cfJ>jW)EBYB#)hOY4U1zr6Rp7QG>
z?<==icW8N?kz165<h{<Kq4bSt6)eKkO>YOd#hhEcOGtbY+^PJ8ZWKANaNF@p`zpDG
zzj2^Z;E~FsZkzoa)Jb4`3!4N&)+0L^s5{4(sCC<sijVk+0RO0k_C3h+zT2Ux4kboS
z+%@es`yTX7PULRHD8MFgSj9-X9T9&w-p@-tiFHc5<z*JR=Vw!vZc{QdH#O5X>EY9j
zcXQz_vzYP#RLRIG|L1exxMw!xO{JkPc;ZjgnuV$vEm)rw=x9q|kkQYzT_RyCWf2SG
z4!3x3Mc2&X;e0DudD9}<=}ythrI4aiQbQV5>1|dNs<3kdi*n`%5-mp5Av9mhx<Tz?
z8FyNYHNE{)U*#J|6%XU)O&pmXozZQa$ljoom5@{Io?{8GAX@562sOV>Xi#-&CGQv7
z$DLoV)kg{stBxHE77LfVIS5XA8o%@>WjE9yAD6fLG<lIBRxe{qcf3T<H#OxMB3)_6
zGlXUHN`r<hB*{u#xFkv{uOYf3vskYic5+9y2pY$i<s5fC6?2)KJZh=gjg&ic;$S^~
z8?V0(eO6$HmfG<a)J)gYOVj7>y(Ey*$Jyt?i~J%l=gRYWaQaCEhuXEwGRE5Gpoyer
zR(#b6L^2pSh;Szn$6omF;Y|X#n)(p@8FO=I5{LwbLE2k*1TQCLxztutk@@9`?-Dc2
z;?es|-9%0o^QZkZWuqLp3AWxw<CiG%Q@S^g!uI<yJa-niBu2QYaO;B5a}s~N48KtB
zD(r$qAAg`5w{a?&oB~24)3UENO&XSpjC|LTjTMZ#wzkCN(0WD?b+#aUn#f*%GNK08
zhQb)npY#~ZFyu5`$E(&Tp(t)P(a3fJCP)PX!VD>s*k6<kv2FioWxt|hl|hymJUVOl
zxn@Y$KZxXl52mMaB@5l~a2=P?zy57|&fJZd?nQ0^Z8=PUqrOtyW$<KN%nw_75zlpS
zV^@miO<qLFlfPu4F~4M?JqTIoJMAu<u09c0&ZM>BpGxLL{F}_Tq<8IOOExsLBUGAh
zYgN(@G>GASP&Ey~C?Frv)`+NT*1r^Zn7DVtTq5r4wtD~dI;D{gO`jQ;tuU4k>z2R3
zlK(=I5vHG$TSULf#J`%^W<?QjC0J1!gWk6E*e5Hf!kz9~T_AFKaxK2@=CWHm2fLDP
z;jVdR-ufw1uakGt%-l3x%uhn-YPx%XDMPM**ZnO$oS*~#gb0nqOT#dwggX*SA@-^-
z#Bm@*z%IPf75W%>UNBh)vo}3Y;C59xkwVB*U;f{hTkPj&|GA!-oZA<D>2?3&fC2eH
zMQ|O6J#v70G@4%otUDga!WewI4+1S2p$Pun@6|7;#JPTd?61{GzWDvWK39zMd~Cc$
z?^AYw%2_@B#qh=OB?K8Nj<ouZ!WK9IVK@`m*rvxkI#=0J4ZfvF=dDjI_zfeaqu5<t
z{>!L&qG^ooD20kHCyE%7;?7h2HtKB#GoDd6CNh?!V($jkj&F)S4ncLB5AaeC^em88
zz!6)#RfSjZw4%zsP}**pDYDrm4xQnx?nE!EV~swY9(&t!NZqJ?{$+n<ebp0G!rLK1
zT>caGwwZkmC9}q#TlYGKo)Ihfe2ZZ!vTN6H5_CnnS*6KlsifQdJ{n>ZDL>U?ckp=o
zywN*!oARNVkA-z3a-35qjD^3sIiqsXYKQyTYH;gAXv%1I>l8yo#nhu7dlZN!o9lrF
ztIaNoXwyjPw}r&z@FBvv71)d@^OAsC*GKM=t8@pj`O#8<2#Av=6{xkC(si#ER==xK
z?*JbF1&(P(=ufUP8z9Ka0q>xKsIss6eba*XAhOTsaHdTws3S%EhXyi+2*&`w4#-lG
zl}FTAWl8asNr8iaopTk)uUh*9N%O0UTv<>BHUlkC)}r{Ibkhx<KNyLii%1@=xENaE
z?mTC(s6H|Bb%VCP+Z0%_^Y<Wh6jqcRCfGXdi?=JYJk~Z_T*XTM%)=k;q>q$=e-iX#
zNu^#68Rsx9@((1I0V(pEFUu95Cve(7cy407LFz@+7ERQ<<SQaN_Knr<=@2pvv6k+&
z2mIB}a{^;IqnGz(9bl}>Q);h+IUQ^wmyxIGZYrp3=n(}AvMy10bRNwy?4lJ<T_@&p
zPz-uOjKpwR?a@hzHePzJ+rsjrfn_i879BBKpb6^y#k{y0^mF-)$LPf3LE{$Ityf;+
zYeA3;`Ol+Jsny_RyqHd$J_TZ-EwROfisqAA3-fnX_nc7mjotJ*t!VelmRcLiquu1(
zCpPCOD=UUoXiS!W+6@Qr-jVL(SEq^+<b@fW>kM;~$+2zPJY242=a-Nv#O8|M7Bj#(
z3*|2AIe+>?KXX1jl1Y!rCVgnRQf5BACp!5yI&<#H`$d7TCz23m{McA_*x0krX%6#_
zfV<#FDkxH70}u&4!)0veu(R{mthEofv?+Oh;Pi(zk>!Q!N)}B_XW@2te1B~w{mq$C
zYf9P!Ycn%;*{k-PmTF>bE8B{HnY2_~x<1XPeAAJ5Y5H2@tx%6~(xle!So(UwL=SG8
z0+28fiAbXLYG(1da?~6vi>LiWlc%T$cgqcw(aNd|CmjQ#Dmeq4AARuz!Kp0AjBFdm
zHF_U~^(BWP%jJaQjye;cfAGFwS*aRsk}aIo)wRBZR;Q?Is}%j3@`2}ZnS*BK4|471
z15WYc&GC0#ZLCE<jqkq|+C3RBK5=jLY`SGsFvC1OgGC=Y8jQ&^<8r{gqD>gOlzC%w
zyr#iEnjGe|hgF2<?4NPnc2|$U<egNq5L?^H(~?5{EmDF3_u(CC`b8E|VnYGfhoxVy
zpIFF_KEFF>r4hq5*<pqmAc1NK;%Q|i3rWG%FrxO;mksH!E3!kA`j}t3)cFq26<SkL
z>>335c(|0Td%5UKa#hkYIS|`tzu+S-l%2QppgfkU+)eDm5fL9?*?wJmJL!qC%ZqDE
z@v^%ZTJ>*Fycf=}JWO>aLQ;BW)ik0z9nXt9+alQwc8Nl&Zs5tJf5#Wl701L|sX*EL
zuA@)$L-msW2W6_|`}z^vMfFHi;x$X`0$_f@<dx!8YGd^Dg+piy&-sQ~F3E7L`RFf)
zqR{FrSodn2VxzN*zHz6f>&!=$);=}$R>#FK>DK!!xnHb2<s;EDFx)z16;%`d^1<s4
zRZ3)^C4zC?6CPi@1-YF_D>6M$vorIgo~_;g110DW`JO9m=tHd}+5G!!R+qFtB6py^
zPA;qM%|=gbnG7ue0`qyFMm*Ja<2`311vYVIFT5DPn4(K^E7GXcd7VbtX-3!%Mcy=d
zcrc$n2a}(_Fxl7v*{s>29ouHFxzu?j#7xYv#_3d5H7s2H+pUH7Z?<1oy{>-I4$K!5
zdI~gF>UBnIba-^IYP6w<{d8FR4P4Biq-+R=HzeX>jRsxbaY7fF9nvuc&TC7kXS*7O
z#dV+Xl^4Ur@bK$$;$C2T4=v64cjZEmjFW!JY(8Leet!hL4^IJm4=~)v$L3T$*k+^P
zw7A_Axh7*~x9lk0PrR)mDWg9!_TnBxI|*o|Cmp8Eh?EQkLVtMl1ht(F6z%*~KLDbA
z|0?45zo^!k6dA1@7?0U_PB6;e#JaF#aYO1mwXcZUP4@@W&)W9`N0z*nE>r%duT7~g
zN9b!A*bXr?C(4j6M!YqBuVehk_Yr{$Y@5ewi=K2l6-?*H27@WM`^z`sa{m(zn-c9g
zeN90^(m+l5Hsb|jEzGDB^~KzQDjho%gu?do8;jox+akJng;Y_^q2FRtf`7NZ2YGeM
zuJqHw_oy68x?8M&32cRm84pW(d4^jX>{hnN5}<O>5;?bjR@mk*MyTy$c7_9Z)%{Nj
z#Ch(=+iNyT-FId>=4`SP@#+G&x>g(0?PtF(Is}<(CU=q(`KPgCCFq(Sm3_iD4xz4C
z;cp2o+>G%NuYMO`z;BakbytydbvyC~R>qBoonz(efXCSX%C-L1tLl>Jt$S8OLz~kU
zaqXCIeIz(P;YRF#*N+W*s`P~r|34Gi{tJsvT{0{-??-UeE9jfj`<Pj#@hi0i<>C;G
zWL-bgsS|H7(-Ad9MHfwPC|zft_n*|@EL;D&LcNBxO<V0Qj5ES5q|kbl<kh6FH@$=U
z(_CniILNtRXW4LRuGUFbt}z=fJC%Z8W*F_q(L?!##%G-yDjMP<FGKCY8bp>JF@uAU
z-2Y^WEVaS^j4oB`o!{gymF~m$e^=@Dv7fCXRJuL@Y}|6C(nW}Q;cvSV0`G_aO$dy5
z+b<z7{Ih=vf#Gi}zAqWJdW=4J_m`}<W<3k^9QGdqGA2YE65R0c<-g!wCM@E}v)-5W
zP7TLOop%06A2r7gDW)vdC{p@LB0O3m9c78q<4X0d$j8lu*MDf0m3vI3M502Ppm1rq
zwGK)6`%cuGysF_<15&a1Pk4S7nqP&hLQZ_*9>iYaaV`ytdqsq`6VuumKYZASV{A!D
zZg+2U=W<^$Noi!~sI*qOqiBzPR$OgC)il%DYDS%}hk~C%q22E`#JkN*PSkF<{w67x
zeW5002*x3SY%6<-by9EP*U6qE7>XRfk2F)vy?VNz5qU><X+aY@%W-hUD>+syCXuGi
zQNR1K-8Oy-+bQMNk!ELApUe&D3PoR`wIsJ7p^G1DAUm^~I$pH8E%js!_th)0{me>^
z*3<nB{RE(1Y3)q6AsnW{@FXC-fz@89$yF%!8u_O5LAeCzG<oj^+(L$5KUfgZbH-Sb
z_cZ@hjj8c!F_h8a0z$*E8^9NfX@`%Zzce0KiezvK{!!xr3MTQZegl*ck!2+Khki?f
z0W26;n9#yv{ZST6w7XFJ;F!-3{7M~w3@7i(I)sh2aXNuYgby<P^;8=;+CnA#YnQ^L
zWf_a6nxNlc*u-PRz<eW27vw>2gmKD>qdb68wfG%J?<2Z}=z?w`RBNDR%{yvFu#yAF
za1cXrJIME8d=ai5?+|f^XPM@xw6}&qah20z0}=8FNX|uMLEAxd5)g^Jnnehd4G!~R
zqtbqV1|s880N!cJvgWbe?z1nSap{C49^EfDw9aoXDY3M2$)95sv5drOn=6QwjHHzq
zBnV@q@%%}fHN*9E*9Vt9L>VFup!WWlJjX{RIz(pK)s#gh^!<~{JA`R|Jse9OD=NBk
zI+N|IGyUX@7i+edt4)#xQxn=7anp}tr74z;v?Olcbct7*>vj=|fQlACk0<9<@Rgt5
zX7j4K&X?1r&R=3v$WC)-`b%7gUnnu|shXUHMzmD57PcK^sHV$EzO19rvc_Y;`q<;n
zM5l$_12$SMvB;(ONUG1NnTcMxGOqlAq)2Z@cYrN{Zuzcm=ti}{?Fq4?###Qs?W8w%
z<{q1h&g_3|7cm%_Sa(lK<a$?H*&ZSmQ6v~PK0+Uc!?P;gh0F3(M>x5RGdGSM$x8N~
z7}={XjDd=FETys#Cnq<wJYl=GZhVsxJ|uPA(dVO!CB)loZHeWmL5aL*(!>Xa<vFt7
zNvEb}k$#BVn@UaR^7v`fSJl?+&V~jsEPb`RYZpkeF_oenYHPjK5OJ!WIPRFkC#kpK
zf0noBS$s)7PB#Qux2Fy@i&IBpwjgtg^E@hP=q+p>EZg3V+vO3i>ngK(YE;&1M0Vbd
zp5Xz;sITk?keH#NRZ!z2ZDnL5^e(sg%d1yp4}Z2~j6UDI9BW6JooT-=Xf}a;>DFcS
zuKKVe$nd;6RmKdXB6@|YuL^QvJR+!7((M(_JpC;S-zlb8k`B{d)b3^!S+f0IJW(b=
zi<6OMRTTB%iME`*JLV4~97tT!oKD6FGfA~hD%C2h$?UWz%}n)QUCzD9{g~ogF%&f2
zRxTj(2a*7G!Y6WM(6{fF@%Lc1wT5>fiL5Q5^9G+#2uX<1E!}z$(sQz1zDN|?x}ru$
z=8pn1n(Ak*4di}fL?>1G8JR*t2fb`|gWpvjBOz{%M!YCS>Jf{My-NzIPQYO5sbDlu
zqy<Za)*L-c+nzkr$h$mF!FP3117>fckO(9nKOC^->fF)zsUDcqWLuj3I^wp3XpS}y
zLt0YEA!o6{j9za^&2qxg6my{hiz9LLmL92f%>!v{8xJhOPn?C0ve6FOYfW6(vRRwT
z*9RV^xXs{OknhU<=uP8kxg~p&gX3=Kp<$GWYJsHUUj3P$(al#FE4s4R+kw3Eg!Iv^
z6_tJ$oT|rK&?gZwD4ZX<*O^m)tR@u9o@g_&-Ho!SSKgPICuEWC7pl<w4ymQOsVejB
zBO9vaT9M)mDY@HQ+8R0aR@r##q!{iGTf|O{dj%lEJ2S)G#Ov7o;9^+=HM+Gv8qZ2y
z{Ycv|0QJ=c6wleQjaN4%Rr6iV+c5|UE47qPKWAJZi7w?W7~vx~S72aL!v{UMk%^dl
z5D8mL(ivZ%N*h3gr$AB+o~bR`WW1f&Rl3QXlUq*#Fo{EvunkSEBsg+$?zNqR%oT94
znF0LwOLVSO-OTVy`JHRy1!7Hb`S=D<rNfozvP83mM-|&DG~2{5#scs7dmtGO>w?F}
zxKZw6M2VXz@u+G}F}l}6$#jM)D%s#P$AA0Fe{G(4vaZapZvdM3B9Mhuq9I=%scwc0
zja=Ce()i7w+i+K2L{v59*g@H|0_Vkp-&<K&$@FjkDA3t=iXTVHDRsPbww75Bc*g~g
zJgNOz7W4Z+{y(|&zx<g$5*5OS-wRu};i=}9)BL^j2_dd<uqFJAi3hCzel`3`u`a_?
z3y4twF#78>5+P~|;HMGD*x}-T_-TBrcLOjp58$WKuz>|slof@NBhs(M-+pIdaj6kW
zSpP>LLLviN#~{+qK#U#?XBL4=OX(5#^AB3}tJxOR2O;X%6yb0}V8(&QRN(y}75j)X
zf!#WM2)eD@@!}t2Er0>WJ2IrcWenH13?mh5#4db_3W4e8zYA8r-j&1FH*bc?^rhyd
z3#HUS@$zj)PwoNGV?+ZoC-S2eC?F>yi_u1W25-GKiYMzAZM6S7)}Z~<qC-j7ueEi&
zY&-OhR{z?v8xjG@c~|M0Qin8tuIJ2Yz}^lP7GK$pDXz|kU}^IG>POvz>LMZM7FnJ-
zRyl*^mqR}aEhuI4k%6WjbN-V0<byR8w(ElBWZjtiUA3*wIjRgaQy=VF8w1>}nm$p>
z7zwFEY;jDFqMiW-seJEr`ezugo-^2Z%-xF@{b3h2(}PD~C9}gKsf+RfWn{D*{ak*e
zOc11^udjvK2EopF+8rC8`?%769Z`uCzi-NuB7|;mIONylm+thOWA{K9_kC4WVykSR
zGc=IJ-+d1QYI<_E$hwoTh>~r|!7_gK!kxJh+lzs+di9cLq)F7TaHC|A`PMtVwmimZ
zf0{VHgYBs@w*wg(rMb1i3XwN=q$ALg7SnY@!hOtcy@Zfi3080~uM-l7ZoPP*Q0>&a
z)K6|%;!w1e^3(>}_u*E|HRMzB=#H8M%Oaf$Mq!=Gn%(}0=s;T-8(MP1*^?m7_x3Z`
zr|L)1eiuc#QwBeu8%)t?@mL5r^P4v{F450uToMoL%-aph-E|diw;2=!Wpy;c@t_}O
z_j!>@yi1(#HCY=nS0xQQNPQW{7s0ASAvr6?4yJGFG;eEcQu7pr6`ea8Vil*gJ8dYt
zI)oHlRL0ZQ3j`oCAK=&wQ^hJ^wMp><`O|>%2sTsR*DX06keV%pyh(@4Z3yo3sVEOG
zjIx+kWeV#oB|M~#dik7NLg7~EL4Sp=f$o<awHSfeI=gj#S6DG){-6efwU?<^9!EQK
z!*!^ZsIId{zHfcLH9rgg%fXpYv)YCTqkFFwDmHeQ<-^#B7&cD5HAC1voSb)_StXPE
zqDdE89ZjX@>ge5DpZ-C88tqjrP8P8i5@ZrntY=MB%d_rG9Vc2FZJ<3k3Mu3k64Yvh
zNMXK%_^L)F!;od=YKR`NA27I~)tYBm?!Y?kEOLcx9DMA3F#f4R$6CptdbDkvp%l7o
zyVGA@umB3l+>xi=x!R$B73aNogU&_3USN0caNgV5Mmy}0>7*s$n09X;l&n5(iBBxD
zB<@D%iuh#^&dPjK*rJUrtnukv4z#2h%Ifk*1x_=)!&R1$iPgQy<wSea6tN_i!y*Wb
zN9bOgcH7Q6Nh<qze9C)qB9wdmVzrgBT`!~Qh@NWYJXdoWCy>0vB^K@*gZX)ly}Vts
z(g9?YRM};5VR&zMT(sxXmSo-ze_O8K9~^kn9mBz&L~V$zA%i>}I1Xy19JyE^uMW=0
z!ZnxOwbEzeBLZfv?YI=8WrvL_B2%Om(Zo2GBi1te$_B+htfjWbpwKz$&rVN$miG3{
zyzVkSqc+`(IkqJ!$H^;pjexnbuv2JDQF*wLB)!N=$=XSj{2l)*Gc65E@`MdpU#O&?
ziv=W(KUGVx4Qn9HBxN8c;RB)t)}M`Q!GMmAzp^D)z^;9zak^>^1Q(Kg2QF!HPGT66
z45MWh>VJIlOKpM#wE7^3f?uV0O-WW9iT+<d`NeZZ0uk%~)%y^x2;3d{Klq?nzmm)#
zYCr$8$t~(iUGHoF8g&%AL4{rctTL!_k_8kytSfy|6}(Z#BX~6&yma!>pL+p+fdTkk
zph!vf>9t=xJ~+_=9>@0&2i_Er+yfIuew0Fb3L1&YAjE)A`8rrJ{=&ppj-DkGF0*HL
zs{lX63dd+jUCW8XkMa4Gk{HHr$OWzO{7LoTbi9AcJ(Ci)o7<*s`*m|CyDs!S0o6Eq
zOI*8i;@4XcSrGz-MOi1uhKRG;#CXPjgCxok{XMzJM)5pP-WL#^3)xPd2KnrISQR5(
zOg1?>M)bKi#t%@EAMnf%-!q(#F8U&Eyc&mXYUo)(RNwXd)C<!hVr+l{!Vrmcxg`I=
z6TM(FUD6DZr*HTJNo%#c&aI!^dn`8iD<|*I+>RCsYr>XWC!vMYTSKst+q=)+{Xntr
zzdvv~k^);6W<8m;;(0aa!wAuOgMp2gXnX43>wW9hIm*I!{4e)MO8cjfI@9rNorP|E
zSMhZD=tUKz_Ws?sR;f=o%;|lSW3Q=)HP-KVPZup}SGRd#bTWtcDllS9eM#-=!u%9?
zVnG!ozN-N`-j(0B%ABl?on>JR@$6H*^Wm`EaF;jmzyYr(U1p*xHjYr$t`yzNVyMDk
z!5}DOj#xaeXoY8c;~q(LJxnN4UX9?L2L`=+ANvwP-ioWhJo$8~1drJz;e2%eshVh(
zrB_B0c9OyEH;X=gx&1s^3JrLfL(Mt+vXvvQ`$o^MDcGtqN|J2owr92~U}Fu^sdLG=
z#FBlMiEb@c)lN;4pl8MHI9DA;kDmv09m%^X0v;1|BJF#QeliFBAq#E>*R3M0Xrw|h
zJHFk*{NQ}+eYL|^Pa@f|1OEc+x8G}tCtkUK>wHQ&@Z)_D<m+`SN%^6dtutMwG#WF`
zPMIrO{7vym>`GG`M0SuayB}Y8yEi2jpawZnhY@+pJDoXTEKpJg7bX-R(dq>#eX0Vp
zpoPS0K;}bQt9B2#{#IQ4so3z|vav6e)$AT`+uGi*ckw4BEc5>KPH)OuV(j!89d8U)
z@~0a2n&)Oz>5wu3E!~awHuU-F&|EI29nN5~7l)m?s&6Q(`=-|}@uuIO?is8ywN0I+
zzR7tzT+n=*T$auh4P(Hf2+&1qV<l_|9dJb{(;W)wl!Z#;P!k%6ot+XXJ4(xn<F=?K
zcb}L}QoUix`tfF6I6oXM^0t+W?#1}4g4#QB7m=Q06=~9pt@Aevtd_$n3vG_Z2-TBb
zLf+~=2r}D5Cc&Usf2%p3yP?VH8Ik@NO9#fkIBG9_Tb51O<Y4<`WGc9!CaJ{4&Wd$=
zQg4-^i%hcUK9rCmlDjUbz>?7NOBV{nD0l^<o`BUkg}X=Zq*Ezjd!^Q|lG<{aya;2&
ztz^hEqN>t2T)wU;0G*j`FouY>Q1{}Sw~8f;gLznc<1PiXCe^AC$+Wi4F)J_<bn-n^
zYv#YSIf#>H$**}NnP^7);FhjC)R28OmzM*}-`+ezzNbz?)1G#m!bul4S5nlu1PNxo
zk*8W?`{W+d!`b5tMmOdqt0h^+lsPRr8$z{U&O{a+(CkJ(C9>15uTFVco###2Ma!u-
z<F}Qn#!#{3WkctJI+~oMwx`2SYxrG{V?W6Bu-F!7MP*r(2^DGLY(5?JCR=yIVkpa^
z>sS(u!2Kp}I4kP`+p65CIaaW<u*S&P{jt+|BKnOHI&d>n_&{AeIAY3oB92vNNAuO)
z><qb|!u5h-Fy7F|)<isnM|irkk3U>rqFp8KbM{g)N=Jg0>cHG`8qO%75#vclDBbwB
zND-9n(IiDMx4JT0i@MvoH|)B#?2gRE9iDpRe6Ti;7`x^f^`tR?Y@2Pdk8j%4xseg|
z2=!({=Ck5WrIT)&aD|j7I__<c4N(I{yfYZy_PwWx7=1?nh84RAMKIg>E;jQ0VIknC
zW)%6kkhj|KJ-xU1c>ET}U6IL7eTKI>Vz6FTmx6Y51s)wCw$06<J8C<4NKWIHf+>>~
z&4G%QVVjf3?bKZmEq`+`d~?8E0W_w=Jg9!vm3Bk(e;B;|p9FsY-}G5z^7ot5aA7NA
z0feo%)PT@dLiY>xhA0(Bbl3zNeGT5@8G)t+epX!;7=GYzCq~fm^S9^qE0f&{gop@o
z0hpqb@R3x`R2VOcH3xD6hr({jh%vlB?KlPb8id3Z?omBXjK{CK4xdo3Xt!0Ej7Tr9
zaY$H~))?+nQI6V2sK~)ybel0u7>ZNFG$M74f~`v?$<HG@n{7zL3rk)0{mK#H$`_h1
zkm-(K2H&hG)y)$g-4|k(8S5ZZ+GEo>>x4P5JTb1i6aHY^H6#WjbJ<|$7?x}pHOteH
zEiN6Vt3kIZ<DHlg1WW*Puy?;AuJB|%!bAXCdF7#-0f~7=YV=@iwVqW=x-iQ7vT6GO
z91%m87KT}mBUTzlOrhmTbCjK&J%znu{_3FBI6H1DH$MCJ(yRwf)^!r|2j|SCJU^<o
z_(HKi^OOcj%nKoJ$+B?vlSG+n(F!Sz-1b9JO%JQ@`@}>=(Z65#U?Q6RK3P45kPWkx
zitV_&2mjK>z9d)e>yJo=@*dYdrEEX%c373XA4_=Bfm?%Jcz{vOv)D28EzrddyWNX~
z7ALwdJgCoE#UlU2Sc-LxXmw9QQ_SQzYHhmuesIkCu$~p~BklpE2hsp*ra{q?-0s>j
zHdAG5811UH*Ea~7V|fgvjSVzyaJ7@kWV(G0=s6G)C&Ee-*yP;wLhBv9EF0_tidQ8L
z<pNYR+M*&*PabRYiErtGhVs4kR(nv&=RH^+7IOeen<3$8#=(+>tx1$f<)@Vn7t(LU
zkNIy4D1G6&)%Je(Ea&v1)Q_p$!3{lWi9%s}i0;}3Zg!kl5H&V#e7ozAju@v3i&B^3
zj^5_Y;Y}`SCo2cnY<t5nGYo1e{}<=$Pj6a0tq=PHse?Z+@f}9QG)+lV2)WZHm)0rq
z88;~K;6F%l{UP;n-Y$$kK1Qm$i+dVcirc*^iEVlI*j^QBn*w8a>WxrP`fv&8gU7`#
z5y#Q?+&Bu}On_O|Mh-<fY-(xyHra|>%pXXE(%e%^*K)lz=~cC8B1f;AVP^#i=MF*J
zabB%_F9`1MbRX93ifN~hRr7eL?BUv7L~rItrPXlzvn_Fe!1>qDwPh^ZWh1P;O)5-j
z{xs+x&#lCv4PPp+8{c92rg8lN(EybU9+~e`bc{>9ag>OSHk3b*t`S7%L|2LnrS~=8
z%M^UjvaVx@iZ^0UKJLt#O+;n67vBfkG*0oF3=26a^&45aejX=$`?P1Eo7h-{AHM-7
z0RrC%);nX%Gi~4c=pX(J6+AdDb#kNhUrg<6xhEid0V7}b$qqrqn`)?5EGBq_$&bVs
z_Yr?Lc_orgY*g2jl)aEP!m`TYME0N?l8YV3)wN$GZxB!rKLYAjiEo|A91cC|TkpIS
z&`CVvsWA+<u{7*AVB@GiFMd)J%&4!q7)ckOWTuGatKj8<62UN*!7#E^Kbkk(GSI4-
zib*IM;bt^dDlO<G9A9LuP8u@37ALMnZ+Km0ScDzpT0=>=tasI<3#tpl`a5c)(;;XT
z?#E?1&eDgSiTG%p!%*gR;es0_&6U7>si42;(e3y`@KKzEBIH_idD-1}yS=63%5<DU
zsWeS5nd0L+<Xms$PjpfxCc1A?&Yuy|qd2ZRMOD+cCsa?N*4Kuasl?Dd`taO!2Q}>T
zdg;ptZ@Xw?#GQr7Qt+VG+BOQL`rK_Fo_s;sACAgzL=%64nZ@M)0_g+6tqE4);iJq-
zv7_jpTPu-YGqp8HzIb|T4Oant6s&rAcX~!USlTFNA(S$(#rilfE0N-cwkqT5=e?Ya
z&k6(;Y?&5<tyXr1acb+^#4IAD6=8O-fZ8z62;gKuR7$_<b;+1NtaDHtzX!M<S5l(L
znWDdnSqT14aZS<d`5Q(xMepxj%&k2B-s~JY^LMIilH)&p%rUmu%<dDnKInJ;9MSK*
zJMPJAC2`wFs&aR?mEDUE6Qm(kOiW9^OI8SyAdN|Xt670G{=IZ&=pTw(WdB}c11}}{
zs~`J+_}G)e<uuZ`EQJ;(uc=f!YYTdFFi2b8jXD#T1h86uAowf2f8Q4?O#M%GZQ*K?
zbLrpOz5j<@`?K~X>dzwrC&+>W5*mB#Yjuci;5jndL}sJHgQ#eEVt*!&p=|-0!Al=+
zRQEFqq|lZAxxp&EY)k)i<o?CiBf87~7YF=beC+pD4c1~07e8zujccIUDMR2q3PrD6
z*#GTP8&vxh`M*kM>T|;0e&;OQCruS+u9&>JPa4e$ihSJR1xcVt%GwTpr?o3xejbNE
zH+*L#!3H!!_!}V-p6`S|aC<IcEeY~vvWP`haGMmkj7wuJ5&rsXcvU+iQXM?#4@`{T
zc7!6lOc0UZ1QA(~`-JB|5jjvqZU7Bbid{8N01OhaCXa#%lr<EYh>C8A-_3gf!gC<i
znO7i!uqf<n=)mv!!?)xrYYKiU5B~LtDV&V~&Lshqf?r))f0yU9gFON93t8zGy92-H
zcr*AMKl;}k&nQj{#Jped3C)ou>EeefRob+lB#D^oJw{=Ch}C#{ke|?Dt)zNylr}`O
zW>|*v*<iY^D=|O@X<`5~6CNr66+uAc#|B3vfLD;<`(lJRe-{14d8EBHDJCX#>q8h6
zNCeN5JB`B_0fQy4__lSZaD_|$s|jiQuy1SGy(kd)kp!Oy=Uh@S=Q`c%fX9r+7}e@S
zhp3~Fbq89BCkf634Povi?!R}OQ3FQLGys9Cm9J>9;Kx<(`0lHWfInKJ6NNiGpdQe<
z6>-#U(r9r<Fc+Rvo_yZY{&8`Bx*W^e`-V#(XIllCETLjMMCEc@SwjOWeT85x<L2&c
z`&e|LwJ?nnCXP7k!VRKRXslAK4%PP;(q%(S8dcS!wg=s&G&?^89{Wpoi6+t=kw>*u
zK?Zc+g9fE9;78%#rpO_SI|BffkATHmV&bM+&6|aKOFO->nG!qtE@GvW(NP~cqr6YH
zJ4qU>&d~X&zS&hPd=ok}j3`M1ZFeIV^RTtt-Ll|IlK3|CmE7UQ7;!E^Gwu6xcsA^c
zVz`-oMYlqQ$@iE2*XpAlr7mbx$B@OQnct0gFZ}vj>zbap(S|<j5VtSWmQt8|02YsF
zJrRSkC1ynW{J~O6xb$vDLa9Ng+4aU?t(b0yqY{fCdwe&`9^^WgOeix){lMTak+8Gx
zuF43aCU0m0kp{B9N(0G`sJiuvyc!Y!S1tSo$%V;K4}4$cRj{P3jqPo{xB3e0z9Yr%
zIR1xbapzC%DbHhb*Gq)jR|{OcZR5m_yw#r-=w-dZWcVpboe6U#BpTRM=hWBvnW37?
zyeiQ(msWx#j-v_JAyC7o4k|>cUUv9*DyW<u{^cF|I(S5k?vC%N9lyeRxiT&LUiFVx
zr^m>%Q@ifR@k=*W?IE-bZ_C;o4tkd~)1@@*<ugnhMPAD?g-6kP7PTW(ZDU>?sVruB
zxKqXZQP{R2`QGGXaVI5G4%ob}f<9jMs<N3fICHd1O-HQJ5^ts0q4gFs2L-kT%I|uF
zmsMlE0i9o2Y`^8-s7`)DV&H_yM}hu4VN`!horlVBfAtTf=$~U)hG9D194!3qAMOh=
zLWm#?WqM8CIb~3s)bJ6lf-{JRvbNM)Nc{)BWfQvH4Hd~kaiXxppm_B+LsNZ>8Ev2T
z9^L$&#`B<UThP5-0Ie@9Y&q*BdSN;>{Q5%1LQadBlzq#W#XH{~+^#3anWl(FZ<vyU
z04D$eL%OC3M%~=->>}o3Doif#AbcfNkaYS7%?!vf{q6rZYmyg-=j#Z$bvRICE26CD
zKN|#%Y(XNWrSO0MWk3vGx-bU4aUU0^9>Lp?lVCrfnw5Ir>et}c@d8qqhXJ_~7Q=5X
z@IXd^_tS)9gS&TZYyLDGz*RsGAHosDaKe8g>A`(4_#+AtGEK0*TIBK2hyqlvIvh`e
z1R8+=5%U$q8{z)Je+xc-4}c?v7|a0<?~14gEENRn8wgtd>TQC^%P}IU20|s3Z@x|*
zPzKCjDKlP#Rz(^l>VJn$!Iy#KjE2Mtr}85IA_W8TFK{uh26y;|{Qk)ofKP=9FX#tx
zTzb}fD4l>*0a7ioL0|~CDp6B6I1G;GDtbEwrT|X9enP456u}u~T}esI<S(7}4r!_-
z;tRsXYtG0iW&DE}I5_7@JOgFpRo*F7*2$JULmjBtsB;(5E^O$i>Y^qk4|f@8e7M(A
zzol9;U}k4#@3+7{e5b7=p6nTcR)?BonZUeSDps@naGRv;`$nCrI24HUGf~X>`6wpY
zaGfGSjeI>~=`aBgEsE!x6%>r-Rdo);)3Ypc%dEL~<H^zcWeB^>?6jAZYq(_GwsaoX
zbBeAo+oR+!K07ZK=zYF@e%Gex!y-wZtHxbX@-)h7oP_F&?4|%YiZb?lvAgcewoG0w
zBZlr-mbF7CH<|C^>U2fz0__Ib!`!UXlsVe>^%YfB-c~*}ahne(wlSC#Xj7t<M%W9+
zRHTPZrF11%dj!h1!zYluQu;^9)W=}kNJG$CsWOvif~~ydlvy`Fjg@WkB-QZmZ62ww
zZcwr_d8$TE^rM<*B>fD19=PMcet<)>=)INK?D)~>9w!Oik*$*|-KfLC`a)AGz`3fs
z-I>bCn!0r?#rN>IBx&q8gLa6G+WUSLb;-xIxAe(g{sXFnu_18`W<Lt0{gIa^QZb6q
zgKBc=np#Hlceyqad2is$*}ijd#pqdHj#e3tN*K_gtI&~%?=w$OMUS`C>l{Z3>xvq3
zS^|J;xg!_LLb^_}T1uui?Y#a)lB!8oY^PFVsnyx^rR=3z!RPodd$dEQT0TGT7UXD=
zFn!~U?{RLE`EHC2b}r^%#0DdT613KSi7if^@N4`?;L%Q)q@h06ah-ILA^#S4LmCMY
zkR<zN9DUavvR9F@k(G6K6#ZZnJK{g!$PoIZ<QZtIdQ?y_H4AOx`Swy~umm5~6{W>j
zj%5lqJ69kSL0U?PJB9R4j;81t6$O$#Qi+#1w2kuaSV7!9&3w!A8X+>IHG;?AWqn0-
z8k+cJHq~oQIWe=k$&R-shSgDIAC2B?=5-(E5{HbH5%q<WnW_xzwo8_5^7fbLSe}~X
zseBIBvT&PS$vU8{c9D#Ha&s#m3#a#(BP(|EQ88&Vbi1tCp>$FwHH(&`A2Tz#XpMHa
zoppjH;FBLlWYtJZqihcA@+5V{UD^TvcKNC5u>wCgiWZnd{`53o1d*CWY=}Nt7BrNb
z`8$E;CZ5%h&NQ7e^_-|t?78NKA_Z#|OlCW8Py%Y_bT@&5Kx-f)Ypq(b7l&7+Wuz+H
zpM0$68EWvo<cJQZb6qN#Y{E(pv$Dx4+0su%V$SU(>f9<M+X2nRdh)HCYo9)|LO$A^
z9meTAG0a!Rh;f=3;hLV)|7!I>G?zOa)^wK4q4+6UbSlUu<neazQ9+SS<;IlV=P7aP
z+}^Yfig3ygluRuzlax+6Rb{)CwO--|(y$GD8mEYqg=n0zzq0=h`)1ly-Gr%U+;L#Y
zIdD{9S#uibnRt1+H!z(ykR{saA>Vd7BuZ<ebY?JlYhpE+gzHOOL=Z)<OO1B#XzeSz
zQu@(_k(@fzI~CwUasTN_QzfWk;pSmwYqwzYYAIQ8Y}3)yK&H>ed%D>{x-MMGMnKlX
z@YjW+bbDQXJf(dt)Qy5?Xy+kysEJu@F18AD7fOo)OgeA#*fCNcN8T($?qT3+G1^?7
zsiVN|>BtzN2d-zOdV{B?D2o%S%i!Cl#jM(){8ZK5JH2Fdyhen)w81~69%c*O-Y(MS
z9X}MJ)RQh>2xc@fmsOx9n2g#Ue+Uz~?$-q~+FAkl^Dk9N+SP-7F;h?D<jBqG(;ng`
zbRhTZF4hQg*>M+yly2|Pa()gCR+-9_KyPNH-jYQ)9ULJ42vpYt5TK&@FRe@T?#rUf
z;HD7SA2mh33x2oA9?D2QL)kbjbg4+3?qg4*EcnedPWR94KY*cedmE5%Xy8^k&Tig}
zjjQY2$({PN{zxQ<>jU1LXNX3_I5)!^HprRj5Xaa3Nxt-u(WB_rMm_bhqrHy{Z%1%~
zKH-M@-|15I_^A^XE;?v;E|Mo!Fiqqp_hnDYd9U$~*2HO?bU|-csnwu30iqH5zh6AJ
zulHcg=*L;7667YO4otBapU)?_1H)&;Wy{0MtRSdrt7j|yzHF+jdg3NAR@Xk-BN_}F
z+lO=q-R)j(1U{`5i*ect_dgjB=Q$d1q-smk5OLO~(!i0%w1QDK^<(oMC#efsiT4;{
z{vsMPF*w(0?nRo2k8sQSy&9`g>@rVTosx>del~6L`0-j`dY-TK<x5wXO&h;%NLxzp
z_I5mE!^+JTuiH3C>MymmIQd6I3NXPVaJV<&9yOv_ikA*9D{ui|(lkkhg`3h|VNvx3
zyQGqaa5XwX>|&Lb;9VFEqq)tE4~h?@_ol<fb5c;gu!+30^ATFma>Ke1lNi}PD11ru
z<HHv~TpfJ>S#^!d^;E-TepXCn<ec5gqvQ!~qwl1!R<u{}T?4BXXAY<DIwLCfi*JGX
zN&DY2Ox2%P7nUVJdpwUccwZ&o!l`<0l5ih&dk1Oxg86Y=GNnp^bWZ=09h)CA^b3u2
z^5&p8cC5}b0fn#X$YMJkoc-Fqqb~<fzMOCxo8-@JV!<q^7=oPl?w)=r>CDwAitQu_
z%=NSftiFcP@<S4C3JKTSp&8r};<x#(7dN9nyI)_jN)RE-Y-uk{?^)Bj$F*Wj>YJrz
z_AvHZS9#!Y<cH_n@$>84WV7~t<B9>gp6X*dYR~ZfAz#{YKMMJ|ru$8oE9Mj=vv@wQ
zDAhd)Z`~aCXh@ryXnxs~|H-x+CrfMmyV0``6td)T%$0FBqN98aFIB$9OZY3*q;a-2
zq0H>-ZR7t8=uFhp?*9V`)24Oc72Upx@56Vf0<S}!F1wej<b=u1SOHf8&K_4pt#IY0
zmn0HX)=(A3|F44vXta5nc=1-aA~L@y)8Tu6L8fWW3xBbr*+2g!EI$a}`wf_W&-6FG
zH2dc(yfn>uF@Q@;{$fzSXUcK)gtMie1W(aUxG;iUn90RQdSPh%Uy9JpH?(KVDp(KP
zyZNgVdURx0+Y|})p)ModV+mKe2h<ARDPX1p!#3xi+E;+1@wecFG7J%;Q2rg9h{*zu
zIk@%_aRNjb;<q&qj^LF!3HO}fIe)~Uhlo}Hi#Hf<m;OCc0ZiHi3Tf#`pux_A1gjwU
zMX%S+wn4%0q%GWXZi9ya5E?VMb{ifBcmbjnF9_k#hAZU(XxDeO1#t7)2>2gx5G#`B
zI-?basH`$a@jEz>&APbf^6ikh8xI+H11G|)|0VT+_ul~F!n`a>2I6XEtm}piDJx<m
z`667ErvB?f7}YvCDFZ0YK<a^r!+>;7ayxKbkQu!P#Zd^u81Rv*Kp+H2LCpO_WkJjY
zzH#vS#jCs-en$w{V*IOEi8vAgqT(6<l{64%-Wv;&bmm7i4hPWRRz&0QKN-9Tjo&XG
z@4xl@KO%xN0t<7(X8do-l&f2#OJMlNYN^S=FvH2<;y^gvS93B6AvGMhf(-wUo-@JS
zbfxS*Ia!@yb?sQhsCWZ0Dq0aaF2TeB#@MA-*!W7YiJ%had@1?2_Unq}8wuwUXAk-=
z9TXKm94Wt-SN4jTmQUz$7z4L4b^P~XYw6qZ2mo+B6jUiAWTA*($^Y^<0<ig&T=Ex!
z86lng?>{FS3g>8`1AZ;zt40aN!(jr`|9XUg4=VrZLmG&QG(c-BCh6O2G;b=Jam>f^
zi`Ib-^j3DR(E+4X0350bUmUVq**PEK=Lx)Q0@BNRcf^maWvp@j1+4hmuXx~fV5g{m
zl_^n&UM;o7jNxTETGWW5S#S^i>3$-VIltOwUKLj$7-it<{nJZ@yOUCeS8^UG!dV6%
z0*rX!Hwt+jAm#V^MImt95g4)-P+towD1yLP5CmGsUJVoAw#nlFwG#tZekm*UuV^N?
zZQwT%JZ6dDp~4|RGTKOvf4_rE|LG3C{Z>(W{^n{9k$c+<HX6DEvUX$7x`vIhm2fPB
zs)8wZx4l1*E<8)SSRmo$_}bF>I!}&vTYDWpzo!=Y1d>C&kg%E%(|vIgvSqb?x&N!Z
zEB}YG{r+}kiyAv2gt4!sMJZz&yX=%Lj5SH56p9#QvX1PG-JoP-3E7fewh@t%$|x#p
ziJtFu5A}RLKYYL6Kj3+OxZJOqG53AXbzS#4?{m)kobw!3I4U>WB5$7rdS$3(`8-fv
zTrU)w6kC~8(UIUN%XAFkLzDDGhi)K>dHHlJxDYY-=OW=o%0|=2BC(Bw>=(`9G&5Ix
z1x9+Ql#HmByrMI-Kn&xK=wgTRdD(|45^mzj;hjK~APF<b6Sjio2~&ow9cOIvYkw{~
zg<RIT6(SHqk8M+TiFZ3<CG<ISG_6v*?EqJk*WsLk^EP%$kEZsr!#S|~=vLA{=`^ug
zYaL0Ia!0B5<y;m63j3VONymlt<?2@%D7;SvM`#BPHDm4qJT<lwJ!$u{+^om<BLBO{
zAVtkyM+>B&j$iEA(5U5M>8?Aj_K0e^CdKZ>trFy!2EnVIhZ|}w;UgV;7MRhuEmj6n
z0@uxBwu)YcezRA>ZJu0@brLK%<X}2|gk}GauIVSQD)!pTgz%;-^29gX5j|f03=Ud_
zyE^tRupurd+O(Ghm!QmxWV|aZNYlZV&LIg?w<3>8CY}A}ef8?;io&rcx-V`o6XgBL
zh_D5|;C$f|(FLn4Ep9mpm~o+8^3{g5%uQ@Tjz>1io^|fmJZ%_bp@oC~(qP*pQA)Ym
zc4|9aO0SzqS1`01ao5Kvse>=c#-lcfD@nL6MpKYq06UiNE{eQJhrQg-SEW&ao>LuU
zBa_bW&khDj;JVhW%D%@lGu<_6NaQW@<ELxgx8jR^Xse{MIqA|&s4nR_wdNJam>ky)
zH`bO>fQqJO7#iD<nqNkpLuSf&8@<rS`hPP0eqD?Bw7LoV^~AT<6Y*`>j_A>Y3MWx^
zniGO0j@mlLw$AqLqMUlB(F?RR2tc73tNW^cEO|io1<|`D9`J=&0@4Q?bU)Xy!k3=w
zWEfjDSoc--u!Mb!$W8h&^7t`rlM=qltcQms-q@2XIE%SF`dpx6OSpZ-cCzhVtl8e)
z`_0|;33k*Er}x$Hg<`nQ%RB|;|8W7f1mfAHxkNT8Yqly^OOw`c^Dbe~Ddv&foJi`Z
z0DAUKQ!4T+DZgm{%@KEz+Pm9@0n0*N<EDi+a#@9THpRO6R6nynuH;qb&DmbV#~yS=
zr;+Ps^BSMnA$co}rnDoYjOoS|^HJ-+L^4dDj*cv{$erhT7m&bLsTlrp)G|Su{91U}
zt#5tZz(51^FR~B+&Vh)kRozkzDDmVXga+M$l`1iCed}aQ$uZANpO?=08ktg4d$;^U
z1PrT(Hy5Su6}mOhz;t<vs}*=uF`!njIkktNM{Z!QM<C2pQ}h3mrT>u6=|GuTf?uHp
z!EEPPAyTy;lA2ZYfHw)o4g=-48rXd!nZnGZz&h~GX@G(tza`Y=1Mp6Obf%)T`G!sa
zUhtTciJ+N=xU4wUxm%DtFFrK`^5aN=cmirBumjg6;Hm(r4>>ZSRvxFB(E$2T17Qxd
zLNcWAc3>GLazpVtLUR7?{}L<$@stARfM#h8XVf}DI7-j=TtWYaNy(tbQ++}}Ai-nM
z+i<(^P5Q-qUC2uq%?0hfWQUXeg-vsZrSF?r4}N{vRkoh4mgOR!;e!&m?7|<`&8deO
zNYbp2Sh}`aaeAWs<CO%W=D0?FHmfn)ZO-P{KqrB6*Luqp3ID{tcHU>+rf93-_WI;a
zO+VJhNgt^?_eu1<TExtz1?GtlWVthD57|%BFITcVMlc+^rT-FC*Pd0D@vb@Qz9Ju}
zcscKqsP374rJu}DByO$%hsKQum#TFgIPY#&%}bwVQbe@$`^XlIr<z^6E#uGgF4pgi
zv4l!`XL6v}W5qrZ+-oPey2JEw%WSDjiil1(uMyei+t<X<efUFr%x@2JhQn-&((+~d
zLZ)M|M>Uyzo(r=ve4g99Qu*wi)fsGFN}cdBtGmQqV)Xm{;&(*CyWU~8rHVA7E|XV2
zajhTgFsq5mp9|}ddoR2W4?))!%~$w@if=CtJ!uSlDF)}X2&G!I<DtQr)d~Cz4q2MK
zhD|M1El{osiovr{pVZGDa}#2lc#iKaQrp1Vr-`|&C?5<8^|}D7E553nn$gY|Ny^*|
z?IeEj=Ju4lL%UeFQJF{*r7t%<kQL2+wDXdpnWG6kH|-I_VQkK|Tk7{uO%|>w)`GHa
zC&?;tQpCE-_}&lKR!-D2$JH;|-p9vcKAN|E0+|z^P-gatH%8$4gt&@KtW<UI)y;1e
zuFYeZVY|LZCDvz3TUQ4!+!)tGJAjs-N(0Hp(b}aSS@xWGAn(^4kj||yHOs4dR-wJ+
z(DM3f>p*~Q20~Q35>u{JuAoyPtRotPV#|LQ8{qph@n}b?h>?}>R@w$It3I`qJ+}41
zW$_}9Ux~Dyixl*nR#T?Auy3jz6b~r$JltphnC#+lyVQ3sptW>Sh3E5X20<$=+b*lq
zX3Dkt;93=0L9z};B#0J~ElC$Uvi0d^FzyG(LI6)IDgrz-;2ASDpb00T8EqN<%P#nB
zAN*5~I`W&<t7SEw7uMX#7GApES`j!j{LY_jBp|FPC5LIk5j&kTz&wHEBadBD$L~ro
zP+fP0LQ0V%eJHZDQ(+g1x)e|w6^)d#NJ*h2Y4W$%AsXGUpP`0owRZcV&hK}i5C~*r
zf_O7Rm<!a32QiqPcB&vh3S5O!fo3Pja~cRu$T9{kSFsVe@L@D1TH^E{(GpNh6~z<D
zX}h^OV^niJqg2aZK49i$$Qbh}jtPfp@oMpY;-die`shxvP4^0w48b@wJUJwD|H313
zkI-NYUEFh?lj?Xu{k?0<8DjfByb2r8eaBeDDouSA_i%B`&?P{{)b4qJ4E86FnAVRQ
z?_}qt&6bw<`K{{fE>}s2g&8jwk#1Kx<Ekod=(z`k;Nn=PiH}^LuSe@MZXPgh{6?P=
z_i3W<;z}FiIjyM+5<DjA5@?yW&Kk+`erem9F${sJU!Y1r57u2Zu7NKboXyhUk2$2(
zP|qQN6mJwCR$fAIIk|X0WaQ;NNq_9&(u`56{qS6}fo~RXMOT-7P*>@fnooB83EpP2
zv+sQ0u@belO&9!!v+lZBqI>xk6Nbe`$0l;`eTl2PC|V-Cs%qM3S5%&WvFCA!h)vkL
zTup8OtsTA>R=RXF%uR;A&SBwjU|%V{iayzf_z1Yj<Y#^p)1j3UZp&_WgT5MMScf9G
zhTqAU+8lW;OssBD!yk`L8}$ud#4EuL77I!yb#N(?6Ba}YuDe~r^gLbYKKdh^+<%;f
zR9Lp(6Gtwwdl|QEcr4Z7w#d04jffJx*$h~E@c!fVOCp!!U<#=q;pWvR{Z^OYOqO8=
zI+{Jgo0ejmg_RX=v(8+%*=y<tf9MoZjCz9|oj$lZWBfHTu73(IiKFk<Xiomju+15R
zn)Tu*++UnLPC$wOMP;#m-@w^8@1!U4FDiB$RIMB7O_%sY)0xV}iKA51-6|?A<M>C1
zztLAT6*ewEzx=>I2R_qt7_bAw(71Nnn$i7!GKK;VG2L`sW{87thTIrZWSu61vpYAf
z4?RYv8Du6_&FPGP$^14PA6(S^L0aHQqLxtak-gL&wP2E5j(8L>9>Re_Noc7sN`?v>
z(c~D#37wk@ss4Y5B#rv5v7ACnf)apKr}QhVSSgt=&cMl&OOtFuA=vEDZy+FJ23n>9
zg3RAtB_R3n-)IUFEf6|_99EDg%#5no95osRS<2L=6!`;MOF;IroooyjgsH$aeush~
zpVklr;*xiAX25AE(k}iPv{1nNrb|Py-XXYkiHx8vghg>e@!ARt)F~35!9Y<v0tn5H
z4~;f=a&*)EzOQ0G^H#s`Z`GJaHOnPR`K-=6UG%D#OUPro*0ON(ekC^eP+eqRx@w{t
z54>G?Oj?lHV8l(?W<m#cH?BQVBdsWX!J_X;ko8t*aAhlUQp7&fxAj9>{uCl$w%_M%
zV8V&I@ynSJ+FtG^L&Qasye1;n&A7oxQz%8xuV~V?YuWBqfx$d`${Y4$ET(~uijCZS
za`&X+VS@pOjVsxtbuNqv>5beO!V~Wu>d3%?>~iB8JL03-D$Fw<9<0){Xu53U^TeM7
zYk8m7%=dBDIbTHCSk>0(n+DEWBk!;Ia4&|SjgLD>Eho@K9?Wl+MsOP6doQjj?N&E<
zvftzE+eP@4a8#$5<SfD|GfI#xWUST2SKjbVbZA~uuY6L^W{7#+hJvV-hQb(5G={I+
z|JTOR;_qtLJ+_YU`Dx*}{4epmA^4v3@|W=$Ui-o&EGKwId2X3elWZY(L%ra<13#cd
zWV>{Gb0mGi5|dtBPut8Oe6Kxw#j&SbicTOxLHd-j;pyO1+bI5*vL8{mBXKAD$k;s}
zb1O@UpDeTY_A!ao(mRWWg{{*TB1$|OZk7^XPwFV1zca`29esc~b1APF>GHPXvQ1@v
z))L#s@;Flkh6A%kIJOD@4lALehPnDLNu#b@ryF_QD(ix@5>oMMIb|PUZtUa};J&Vh
z-{%*m=DI2<H6>rB{)L@AzrE53=1^q4`m<(?X5Wo%cm*j7bse>CSHfj|iGj3UJYoHc
zyx!~Q#f}y4X4-pdAZg5+O-K8l*{`v&+=%tpdw;!f7`CoemYNU9P6_qN8&(lCLjH^f
zH#d=~T}OY9|MVuQIWLdgkWY9$@m%=<^*zQFf#JWXoXKsknf*~bQQZ5rW8-Pre*Hxi
zcl=&y|MxTMGJ(7mf$VKR-daZ24>&)c7BX53Xg6zXC~7F5e-v6$MTdDOcr&F*HL~eh
zAGcBmpT}OsW?j)!`X7k>G{e6(ERW%`1wu=RK8I4oTuM&3noPfBw^178MlbpNs7bIF
zWy7?x>27)Qm&->rs;V?j>d3hHzG3Sa_hQXz<ie9AO@&|8_R?ZP&Z%u$q*Nq4ikjeh
z`B72mzQDFe18>Z`z0T=vJv<KQ7m)WSsfr~Ym@XpW(l<`m%H*ZV#PEI&uzjo{G)yF8
zNH|4=#72~!kijb9aOczv^NjSi*x^<Y36W6AhSO_0ie<4STmE~|ANT{rD_@>>ohq1{
zV+&a&tZ!Z%_Dtp82>NPxWCEjo^xdoQ(F22|$MRP`8S3vlygYsQo_af5&RJ9I`G%Y6
zSR5{f{Z<nuQD<~Te{)}7&sS&d>;sXH%kH9h2MxA5Tz}D&*5|Za9$qnOLVrTe<cN2P
zxvo^*Jzq0wJ7G6r%WM~HA<WwrD3F=`)E3{&JCrzYUzD{cS?$fW7L7Wx(dLu`tL{u+
z+yy#csy8F^G=RJhOt}^Sdl*1@`ecfL`s2|4rvldBzgtIs$`8^Q+nr@&mv-nr!g#bT
z&;!5IB6nW^glPcv-~PMR8|0{f-T)dI(!RUj0rDQosz*`iLFT2zg|kd&k-8o<ph#u8
zUxm2z&cQndvi0eHD;QvYGXd%&xF&_mLkY1!@ewNMOcWL;<v#%;hA5i|5v-tO?iFw=
zmPy-A1XWw(-!vb50!Z}~iUe9G4FqX$__{iz7s@^9xagV1@BymsBAeHUP<PJJ<Cx2G
z@4H%`(aM+&(`tJF&SgJuuJe#yx_g#Tx-(m|BR|^J{a{^DSRz2u;gOt1ugq#2ni`1F
zwHco0^b*1c4GwO@KR_`T=zA}yzi4~>>4A_7us-D`q1Z|h<V}EPf(1CHC38I>JsJt1
zI{2S|{9s94Ix<`~R(kVYDEu+}jn-{2Z`Kg9gW_($eEAb)lL8xn;*O!jAa(<B6dvsk
zve-4F;=$L@f110{WEmENmLz~=cA8V@OD!oe1>hBww5u)=1i-+`?52hR))>`Jp-r%x
z!EU1mFF_j8pAN8G;ZV}>pT@8|KqU-L%=yG>Q#MS=;x~*MLclQS+AqPlA601e!(voo
z-k{dOJrrSq-RmK_A*MQMaZl%w+OEm=Du$fd2gF#UpRAkLg%hDAnpq!CTo1sI3`|-j
zVpOgXx0R6BEmmmthd8IMZVaBvI%g)GhgbDE|HbO*!$(oC)Rw4l_HQ)>TTZ0sAjdCW
z=ieAL6-{rAPVN0!ObbeJ@JSu$2zk|@L}&n2wS4y(+ZOs2_lKM?^r?!U($%^cMSVPY
zbLiLE7jp77ueKQ$Ha@S%xQnrA85pNkGiI)m2c%uvPc6%me`TALYmI%-5KKb)sC`-N
z^?i}dk@Yl)cbaV1ETDa_owR46r%fcjozDEaio}b2|FVU9v&?Zyozj>0i~EZegr%)L
zw@o!5$^At|^i`R*5J5)guV}@8bSbXfr$2z(zVe0db<bBr8MjG=PO&Mgqya`%)wssZ
zftsMwZaUn0=hUmSA6S&#3C`HtOUGs`$5pKl{xpgh^KR8J>wj`1H;CtrMfhxRMtg6m
zjLb#1<vVmMAKdwG9UB~8lOhT#pn|S)%lrH4cQ|7n^(ZF{dPZ)kU;VY8qtU4nWb^p2
z`DbP>4pvG&<nt@_;`4gdU#jCtsy>Q|4q}MTPLsH8^EJ+C%P&MUyHEEqIkBt5dyw|Q
zh2dD~P@36UIzz5+zDH=z5@wZ-CmJ0kSRD|Q=u~zXr2FC*;9YVLcCp1VM8KQ|73g60
z$+muEb;X^x#$tLsuA@tLu!s7M<yy57sms^G(&y>1ye`Jc`YcZ$wGXKM8^}gGkaA^u
z!ZfRY{;a&wb-tG`=x662&rH(C4a{T&z3wzp{(>>P&eBqoWO`6)+-1b&&J&f3h4;4z
zkw<w1lKQ<p(rczygC0&Jc$$duowG`3s-Dxi7i!`=$g@7zCU{LJWy`IoAF}y>vhc<?
z>TMa2h8_(JyY27AWEJ!DA3P2E+gOdO)I}~%l4qwBW_-(Uv=qD(-l*UnbGz4}hO0dA
zIW-;^Q?=qJ@Fu75vX!ab;M;oVSp6rdW-nPrjCo~>g_G*m$S<sPD(&>I@Jn~OxYbuF
z_LVV;QPJ+}i3_Wedq}Qy&|GGgK7LCrNHl9Y?3BTnBEjnsYLTGh<0;dYM#o~;?<(-|
zq%w9C6>=p#DzX%Lj2N(h7!YtQ5oKa^nXpB1kz!D#9;t3?44r$#F2-+0u&LuoywkQ0
z;_nNr6t}xgjt({%o7kQe;HpBf+&rhB3%_+G<lJiZtQ|cK8uW*O<nHfhy$E=Ap;$QZ
z7Q>S9;dwyqKyDLAvHatQj>MGb154MRQ3Q*Y7~mrsgQ^Ps%~JSn3r5P)>=1^5{RnxQ
zz~n-)P=E&h7TiF8@A%iFeorju#40Ni3GpN-)}u!r5Xl}D2_gWUL0O<XEuxqtbAhjH
z2U0+gfFk(;$bf8EppD}pqAx%v;S@Cy{(k|1aDC8A60E)yMp0XF7~qqx+XlE(91fla
z^UgR<glT4kGO4BtiI%L}H~@3Tp&1TKT>_K}T9_kL!C65Pxc?nZp_9<H<OBAEA}E3f
ztY*lj1)qaKiTNu2R_ATWrl)i1!LFi&3!qQ`>7!fYZP}Qcah+$4Jwzl&a5{sXLV=IW
z6zB+I@enZoGf%{w=Z_ZX+}&*BUGNkJT4Pdh(~b`n@<T%|QH25(VpJHsb_Rl#q3fH&
zmR<3{g+T|FMkK7TpqPmY+ABL~0t&}V!kBDNgA;+p-F1o5ynwQT02<iYTF`ANKw4eZ
zji9$nwmFSYHdCTR^CgRLOiH?(=k0z5H?M}}X!dh2Nk~>q_@evnS=jjQm&}*&UkI*%
zA82mf+j(mb_%ZY#DmC(FH-I-FM3_qh#_yjEP$77ZAdDLZHVcGvK_;{?-~gQleLX36
z14*fWha`1kXuCyOU(Thmkh;&1G~daB+mSares0Kb4p}YGbb3H@2G#2trZA~?g%l*3
z3ZP;xJHiC41N68;Uawsfg#c|LGs=GQ2L3F`0$~bCjMC}}Vvf-4ZWNFXFNF}<dGH|_
zr;<#hHoB#xexoIrz~1vnPUrk=W)F`e=JvUQxW$~1(5W$5i<l5k4>xoKb7Znheh}wL
zM7hP1EC>%!LED0<LSnPs((?&0jX+f>!zd<Okas2mmyS%Bb>jE&?JO)p!p~%6J(P4@
z^tq}&k?!;UqTAH52+spnm115$TF`QtOofM()OF}MMy*a%29KFP@v@kDT7YPNUmzOE
zBNXQwRK{muCmZxGRlR~~l4<DV2^DoIVL<Z4hJkpg0oaYekOTW~x2-G%W<%3S(TZS7
zC8-gR@dy1I7*NM6@GR{RZzyUMn#F(kplr~EAznHQ^VVnfdcX?h)QW_eP;6Q%sp~s5
zr8>yypiC7sp}+t%o28(VT@gi3Q5j+OkSG9#;(r?26h<HeED98ODwzpwCMN%|+Lzs#
zVOtFKZU>8}r@v!8LyHBL!X8>E5Gn_q*}<lV!aw>z@)4cEx(RdKMk0hI2i-JhxG(7I
zKHz1WNZ$7RQBn}0-u(3=scgI3|9VG=ej-aLLypZO>t5bz<^x+~{Q9gAPHS+~IZ12f
z)vR_AD&QQqdGz*sr_IrvNiL9^B>IcSQ{O^#ifCwcYb`20klFDR>1Gtcuv9ZAS@|YR
z`B;jmPp=9W5TG>G7fchdhcL81(%mO2E3vNPIzKJA6#|onndUb55)WI-r!`$?D#MK*
z>2J0aIr$gJgT8AVb!adD{gAOnXRO_ladq-qX_Wxi(5oW$P~!@#<|=OK`b%O$73cA>
z($*6rvG-(&qLFka_*++;bC3w7#Nk$;KGHOIwy!gV(fOOr3HiUF8QKMhV7~6tgOzF9
zeb6bkI{5fsd<b;vA8gFY|NKb;sQ@4QlBv)-5O!bH3sz&_v7Dl)qw0&k(b{wFLu!tG
z4MNWGJ$!|X94xfKV;!sPa`fT-umF1W)^LEONB;e*(knWu&S>?BXE!}Ql$+`(SV!QB
z@F{H_DmAh&`#q6zaDB--jv+HsL<<(3h?b+3EFMC1s-Xj6VLq@0NovVLs4@6|psaC|
zb_N2`yXg^p3^rO$Z@{N$IbZgH!wME)SyI?X?+dOnq@%!D>iG;7Kz)G$OF1&I${Hf1
z!&zmK2yR|ZPUy<>rIPqJ%IWIhaxLIWQdCo>M))vxCT)aM1oh@fNiNeD7vCR!jzXSy
z$XEZOTHM$9z*Lhh^TL_1;Wtaxzf=#AANOwYZl>2FXx2?WTX22io;uC=Fh9K-A<cMb
z-tyyc>ep@fGnlnH(`taFWbTc~n<#BVV+3`V=4~BS7a9zcQ;#OXI9!{a`p@w!0)SLD
zGq`#w%0ozMA2dUZQe2Xy9=YneC6vEp)T+sG78r3sl9?5sg`jpKI%grM)Nnvv0N}NQ
REWkFV=*NGLXsW*^{s*ObtJ?qo

literal 0
HcmV?d00001

diff --git "a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-80-W\342\202\201^Q _deta.jpg" "b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-80-W\342\202\201^Q _deta.jpg"
new file mode 100644
index 0000000000000000000000000000000000000000..2b0fa30eb947aa30d965eecadcbe39d56809bcef
GIT binary patch
literal 1797
zcmbV}dpy&77{|Y}+0CS7uF2dwV=9@6E?x@_NwHii(ZcCMISz{CXi}O;NJ=6sGE_)&
zsnc0SM|2``zf{Z;b(HHG+kR)NSLgLQf1Pul@9TN~c|PCgdET!N)D67>i=7=dI{+9A
z0GRv%s1Mi!G!ltIDxy&+6b6IF;t0w(B_*8J5>*w#GHs&nGHo3lJ)>15J%bg7Iy%Ny
zCM#B(Q>j!UX|0VlWy2~9DrI2^41>YolyI8L%9<2?9ev7w4(K7kqk%uz3x^p11w0In
zhe7p#D8Ew?_9ei#fGNNcibxb1gH@6Xc#DAo3=UU7z!en{2)Q~&-UkT0;u3vxTcj$(
z4`mQapqxz0M;qEzJW|`<`pL+`KP(P|RoBqe(q8@p$=HNUwOnImy>^}bCc1;8(`ILP
z4^OWhJ9l{p{J3xbfrEiT;YW@}L>`Mee(H4m8Fs?i#0%*cGcH}uypqMaUQl?Wh+AB8
zr}8eZs=B83-s8IZC%-p5ZER|L+1}CF)!oxOI3ySrz8!ftIyNymH9a#c`YfJX;DQ18
zS1ft`3ib~!yqrq`fq)}W3tTXTNO{8X2t|E!<Puv3$}d#afN~N|uuIFYc!V*u*#1e)
zKdcq2ZbThiKCyuIh3wyf#r-d`?_hs(^#U9mCN~d`2Q(m>Gv>r%l?m)ZpjFUVVl~^P
zdPhtNZeV66=C928z_=V8OJG$676fCRw+vZD9;hiq*1ktx+s&)HZ#+De=8MiRRrSiP
zjHtQGpc}5{BpQQ-%xiTz?grl(uVu-OKGIdKfDW&;p3AB%9iSd8FI##qt0>@TNRSf6
zJar<KoYrNR&KTkKR0IZHDvu{d*Unffb{6TN{QX{A8@46zcJ9vzK)<PIuv9P8zRAdN
z!<=v;;5Drn(ezrbX105A(u)|A4$^w{MB_XJ30&*AX8GKD`hLnxX^Uv-sE<utS-0R#
zq-=lIjy2aEd+#q}&c4cl04-E@m+k$MKQd11td%Ccqmj2JNn6G4!gVJK-v&39yqj#S
z+LGz}uvw*$)OW;HJc<(flzYksPM{>w5b)+##Gr((7Y*YhJ}2||t!bxLlp~j+3C{)`
zU24xEe@nK@>A4xRFwn#5AV1)$kofcL?DdN*&qI3xZuo|5-G{4AOLatD3uIMIe-zKB
z%-r7X>M489d&4T;_UiG?VCHyA(|N`UwayW`w7Q7Z($BiJC8XHf*Tp~XNF;o@qnl|a
zxki37kHgg-)Pu>+A7}k)Vtu8fF4}s^XS4tUUay@8KhOkCv<7k3xY2y_^ljZb*#?1x
zb%kU2=oc5B(?Je*I?)sY`Xdl1V~vre2g)RDrmTj=@Fu7(=B|Q(pgBaOGFd#P#Q!{X
zRaz(EF75s)7Xo^H%(<c5IdrKS)0H-{@-75!n?N8hvC>8Tv34~F0#6S^psN-FFXBB)
zz2&X5gYpgG5Xi?~(fM39SXq!R-5sMGCCs*Z+k^FWC{2$IXbIoLCiRCDhOQw_2#Es8
zbK~r8%P0zwv>gJuPx&7Qbhj1CElXp)zQ^C}bzFyAw=)C+Rad2C8<`{1tl#tFccp>+
zfG7yOXV0kR+nS%XZ*1p}Oq$J$+y?Bq(n~%A^$vAu!g;S-wviCf4QJJ`GT@<J79aH6
z7v&tL_iv2ad{PL3JLHD+VphvAQ#5|#C4YG7Aqe=mL%>#Te=Org{%{a;N~|HBzooLM
zA?)7!7|y=bm~26ifVjG#)Z0wLR*^>MO3@ybI1g4tbFxejW13J7ffQp15Z@lEP9L{w
zt66WFxxGWJ0K|o<w6`U#Ee~_vCY&RyRPBa93&XMZPY8@~OKfzHiA=w^@&E$d(wU2^
z{A7I*uhxh)n{CEKUqyKd%{Gl=N-f_kn%~El%%~|3^dsB$8X-Q=n&Pqr!HrZ1h>^W=
zR|s-f=(|ePHQa9J9KNN8*c5v%+B1dMx3JaKmYiBOT;K6PLuSvGJ!p}gHnkpj=(q%X
zKmU&lhmtF*VK6NTofLp`;f(fJaBTw5P-R0h55}(R&F6=r0;NwRTzrv8W0I4IB|Oo!
zs0g1fn0z^(BxcafSDt$2I&LQ1n2ZrF^zAj8&Mm^T$gV4CHT(>M`{FOZi^md*$azFR
KI>Fot>iG+-dOH&U

literal 0
HcmV?d00001

diff --git "a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-81-W\342\202\201^K _deta.jpg" "b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-81-W\342\202\201^K _deta.jpg"
new file mode 100644
index 0000000000000000000000000000000000000000..b0d4d1d3879b8f21e94256a3c63fd75daee5f830
GIT binary patch
literal 5648
zcmbVPc|4R|`@b2omSjydg&0I-%a(Z%8bUJ+PnHVVvu~j>D9P9&ONc2<!%Q>EK2(w|
zOZHvJzD3!?n0cq3_j%vn=l$dNd4Ioif39;r_kGT}&-Fd$I@k5R=tK0cz)>Rum;u1V
z1OQBo2cVAvdI0;OLu`jw+1c3GI5^ljx%m%sb8&GWKgP$yFD3#$DJCK+dP-73`jq%t
z2~knVMVYhbFDNT3gQe9ksVQnHC@Cxc`Uw*U2M0G7xA5V^!iuLwPb>bP3;hGY%MOeH
z?I0#`fSH#G#LGl)0Kg1AS($zp;Gczw8N|YRh>e|tlZ!E+{3yW81OhR$fLK{sSQw*G
zjDCQHm-X1`3p$7R;P!0dzWj=j$uHO?bl=noAi94@DmnN?ac~L>2_F|ZBP9)ykyTbv
zy{M+Hp?6u|!0-yp$lL;HY4zuIYscG8&MvNQ?*0LRLBV%JLhnC_ei-v87L)QMH7z~k
zX=YYlegW<!zOaZ;Qd(ACQCUT){#f78*wp-~rM0KGuYX{0Xn16DYI<gNZhm2LX>EOD
zb8CC&=kDGwTucDyFIbHFFJS+Hi<g0mnS}+!!uAUn6LT;_K)fuhr!O2jrUPfQ_vI5;
zjAZB6O@8sFjzdBT@k7ADubWd)QhD;s+AnCok^OhTqW)jV{srvcxJCeO5EJ9@K)e7H
z*x7^RMR5Kt9%{(54S>4jW}`;oQiTh=hx}?l?|81%AJaemG`d)R*wy*ro@c3Bi1M9y
z2*!zz+mzQ;@-;Yvq|Q(KP&EcszG68#C&R)Ds%rSkI*#xk6#@?w4c`@?8*Dzd{E`j?
z$V+^ZsB0M;+UM@&9X1K^_I_=q1<z2swkjk&I`HzdZ@AJAyXM&MB!yG&j<Q>MFmp_+
zf7&58jh~YmSF02pdf^xL6><CwKl~5Y|3;)ntRYMn3?MCe5!{F#=lCqZT1LshmC3ar
zFG3J=HB0FaE`9!MO#h33+|}`k?CmMlc}EJKai*6B)|{(c*s&bySm<D@g`3K#OSWQ6
zVTxabe8yy4&%l7ME9x(e3rFgtGtRE%?<oNu4}OODIaa?db&QYr8kWej`3lOXl~H{_
zU2gqY2iq3qTutQA=*SM0C{Z)+_n|B|>2uUdxE_}tc@ae$S<JN0RcD`xzB337A)p)C
z73%MG0`M&@OYizN@$^ce2dM2Kd>?0{{feo%w~Hg#e$~k2TQG`neAS^MzD0>3zUAP<
zdgZY14TW<kvRgIG@AcK;d%<%h`DP<V?Hy^_A%59E?q(ZSJ=GK2)NlDPPjX+K#>@p`
zxfZcQr6H<|{K-<t!6^13>WL6}IuMf=^0YKxcpXKA^~OkRohVtgU2Lq+1;=(DNi92)
zYNZ|l*XIZRB`{;g8D-`x17!&3_%7yd7-P3tS#FC!p7WfGrvta{u3j@3YVqEmiSJpc
zkcM}cFF$G14#K|pZ1eNJz4WMOvADsRzI@N)i*#U_G{H6$qAh$mja|vhndR1FkHMVV
zg-v;(HQ{VUvcw@mj$JJ%Cfoen*X1zL*#|S==QCCz_D&&=lWM14vnx~_+TFXoRjggo
z<C4*kJY42=)T~qVmdG}%T_Jw}2ooPLEg;-XE^wF?F34Z<$x1Jp%27~jUmr;i8hJ!a
zX(BC$TH*se@b1YGBMGm$7c_SYUekft@9|^>Td%0*nfRbiQjpHw<wko%afxq<)$+!I
zBLZJK3-cJHCaL#tp&YGvn>}3uxd;Mj7uG8bRr>F0OUBf{mX#}N85g~^O8Ok(r_mD)
z5}p=FyQ-U`Vq)+qb`TLGZh2AzZqfnyg3=sR@6f<p?Pgdn<S%Pwb}nioT-Q4d^Kvi{
z)A4ej6!>J~%|EiTkgNw7t_uWA;leW5@sut)aL0`fZ0rafY#DAhVd((W7d?TDIlwZ$
zYFQ?I+c(>tD!0UqCGCVePYx*4f!+NW+Ft&?qbVK0R@Htd%&DBvynAPO`jMPVA@S&t
zb=id{oGBK3RxM`fJ5GMRvvZW%gEx3O(D~)&PCs~51Wi3?qys2R@HPrhU9*Oku0ZE8
zeIwY+i}*P&^k2&G{8HxqFJ+P$%Cy#dfZY8rJF*J+vEgpeI?L!lt{f6#o@8l}Z+gk3
zcEwJ!=<NeK@FDtCe;JhyG=GtxvB(MSYxmObk}PXWD>2>UYEiGh8(qLld%QX4JVx%I
z9GCoKK~F9~{Mi*?9%t1%=!FGD4@YGeHS{j_8a#Li@iDZXBYffWusNFdjN+yLa#1zZ
zJJ-|VzNVL-X$WyPHSm<xnaL9rk*TS17iTpVFZEY+;OMyNUc;1(B$qIVvw?HN-I+Kf
zyKd#JN4e!9yPAzwdf%ac%I7YN<(1mzhtUJ8moK6AEUg|0hGd1s-VOrIo`{uDscAar
z!RdSR7$vG+8)i})qel`=bi?(VasauR%I~TN<)<=Ptg6EVKgLKNsF5xp52B&2d&j$Q
zE6#b<IhtxWU_e+F((_BA&Uf1st@l#3a<y$Gk);tKp-Ypor((tbU@rW?oDSw)`3@-#
z&R^B&LnWq!rX;48-N(rX3P=C)mwqucy`71eb%B0oia8xPz5l&_mvbP!XH)rMd+D`H
zGrXVR1xzs{v+HXODel2ceY}x_KgdSCsp=N;L@`K{)%=2C(b$LWt3>f9Rmi8_o)37F
zRQ$_0Q-?>B?{k7bCY9JE?K)u7F3M5~8iMnN=>v}8V|SplgzoKS@7<+xRw}QdYx^TY
zc$%{6Yhg#JGm?d!0!f#`!%f)Qj5Dx^c%f^Dt%EiW^}KVZ1EZd`^Msx_xm&~Qd{CpC
zB{mEz<EIkcI^L3A<7E*Q@!q2=wey99>Vz2{C-GMV6W)5>z5?C2vU8wvTh*YMTOVV7
zyjtilmYRK;)J~DL7@4^JSx(-x`_79)fuD5Da}aId<&3Om!LG<ik;u(LvcqMh?DKo|
z<+7#4{4?LKB4t`fGPh^ka^)oQG(}N|1%u|{b~nDR`vhU{(Sa?(O@Yy;_=+0Si&8zP
zMz_1xeQ3uk?doYsvpsKREzX?Pt1r*1+3#L5B_yz3zhsy3rCkX{2l$^>cAWS;oa9yB
z<pxv5PBx?nYYk`54;@i7@m=;>A)w+ab1J>3Z)Ea2sKJHuA^=iJRYw6%8ZSGm*e+@>
zAkhD1ZdFUaaMW<l1b4@F`Yatda3_*$ZqflKt*)ok-VJG6W__D%k>*%d$}WjyFejEt
z%)cPPo5qruDbO#Xa)Hy=|83B4!1+K4U3f|Y&bxi4cm-TP5+6L^9^Nr=_K_T+qAGE2
zOges6^tMHUNL4+c^G%-<lg|m9d`cb>_I8wRJs9jQRd*lQeq-B)9IRUFNq>wOgh#+(
zS=NBjv_jT`M<v!--}zI=_vhqJf!1U?!1vqC#^WlL)>R5tf@iEYRBrB0^UOh;GH<zP
zq}Ao<R&?*6Is4`c>lij^oU~)ONwzgHu9B1gEYmmlAgx+xiFotlD~nYY(Ey@~X}e6;
zyo8$nK($+w7OCw;9lR|Q^7!W1tAY5(2OGWOxTrn;D3v>_T=yI8hHA%dwkE_K^iv6*
z#@Siz@7>?N&Cqu&tfO^PA+)ah2gR+~g%DmT0IXuoUIm6wiIznWyt6}&sdJfPK4rA1
zMF~x?k8D;6-q+>Xu9YpF#qU_H=Q}WnOgJ)C0CFeyWog=Vl_1Q-$a!@6PYfpPQvs5z
z<{`_PY1uU|7hy5?xklO&4H-BI+fTWQQ6jFrj4kL7D4Md!g`PjsdGcF$prlAgZsh3)
zibZPIiXvpmjkE<S;cYAHSf!XP0&g0Z9%pmJkC6Uqfi<BpqeF0w!#`*LkpC7D{Lw@K
z(&%5Pf9KB3_?%#BHHw@cApRcaCGBT)+sXGCW`OdpvNRs%D|@-%tDxFkl}$gbWi9KI
zwuPG>jjec#1U_DKb=wlwk{su_3GS$|kHE9B>rJND&iR?0P&Yv2E}N}u5Iw3CrZ-L{
z-@ZC6>;G9_s>n&8t0L^_fP?Ng`3^Hvxtt$Y8|`b#y|}$jfN$`uzgm$&m)~>VctSa5
z@I<>ln&yD*KlZFQRG)9_<>aACmv9~d>uuVE+5Ha6liMLp-}pKwEtM=(!pth&f{z}#
zo|?9oXt-?q8rCBHW>B@y#wI;|PO4)6iv6tTM9nDKoy!g}ur48aEas1(8PEX5wcPAn
zouXk?Eb?vSGR@acFwTBkUVNPI@o4bHzIBh#RHX9v@n$VKjRe1K6^~TtI`};m`j||v
z+K+om+8S+2tB5jC+ZNzAcZUUOF23xobl7rwI-3E1rZ1y=-v1|O=|K@AN?t<iUAt~3
zx|ddO5X^mK!f2`y?pX&5RL;Y*%Gf+Fb_#8aes^kb3X7L9KkxjdE<(C*<MRzdI(nIm
zo}j&~c16UWmb0B9S(>MMd*NCkd5>E|llBVfz&O$I`5yApW!fTioOu8Fo@EbB6dr%`
zyQDln{LgHDM!=b#LzC<XmN5rXjFv>CqJ0yDR--MkH0>4iGVVH|7rR+=b8pcosX?Q7
zOoQBaO@lE})Fojh=pbv&P#2!G1SMHvyjRftiw(~nP3cZtQ$*WZ8BWP5h2@)x6uE#x
zBNSl*kzbd&9(m8@PH{+#p6s4GE&Am9W-%h+&x7j~TM0e8xpwZ}%YrtV;jDpG8W$g_
zAlXh#KYmUJT&W+6e~J%!zH1z&sj}DVw9wEv^EEH5&tA0&%Q3aPO;e9-lAFEVmz3r7
zobpC5>sSs`B1NM@<~Q=*{dr)g@|J{tykMSDS!!*-pi*hULXYI9vnIFxbc|LE(fP14
z^6IBM%3!Hw)f+cXMhB;XlB|oT+(eePo3GpubUAz)JjRCKpc3;i0uPlF0QTn)P!EM*
z+J|tn+YPvg=j!*o=(PJRY~i9|gN>l-K2vr_=Lr;guYZJ*!67`SGS~)6h}KBY&s`&F
z!o4+i`ecJEj!$m9KZ2=G%pbC{vn`?nj}LYxsnPs7so3N}lVMfpw{!-NYJ%?15k{Jl
zmok`mEj-28ddlR^+ZuWonfAD_0Ov17`#QK^uWQ*-NK&4btPu&!K3to_;8dClgDYDq
za!VDTC=Nq=aC}uVK5*f46-u4__L6Iraq_m>a(7B<$e=H}lnyMG!VehK$Rvy0ZM8E0
z1?zaE2{~4rin-TxCwC4nD9ST&N%I;Vu)uytzUi_oA!%P;brOMZ$K(H+mGq4c?A_@P
z!nBQcQi|WiILdO}RCE(+w=dfgTSEWt+^oQ^Z9oUe18GDPW5c12G)UDFoYqMPUUptp
zZ8||jk1IJfTXzvQ7+h<t_#gmhT86u%i-Qy{Bo+qbMfPB3H6A8s0m8UO;pc~vvwTG1
z7;9ab7QBt|y$q7@MRrx<4hXxZ;?3_6Z|?c7PG6qEJoG`w{>?X*i19TxPsle=IjO1!
z{+j~jtbynBtc@1G^bn2`-s63QK_6(TV_A6WW@6?oX_18HTpdkAvyT*Ciyohv_b*c?
z+m0*miAV`Qnp36{${#TsM;toOxGq+5swX13duO?v_E9E*J<-!=1cts6HH|K!K5NKg
zN1LhZq0llmMt$QW>i(!+l{<7PpALkQ67Mfw&#=<H4S$otrqwq^y%oN=d>w%;HEQxD
zg5AVd1kCpTKzB;#|E^!Xi{BRsa}7S$Nz-;=7*uQ2g1&OXo5blZBzA>~L8^1hNk(3w
z3QYloMnlBx-?vri_vFIQUFk~`?Da=9dhkZ>)-U>qLSn~<w*T5wT@2(o^ZyVQvIQOZ
z6u$q1rd$1LP}Vf?cMu)<#ntd-aViEpyPUQtwoPJxI>M#T<>>p~W@rSN+uV1??IvPD
zU*$}gt2<KjJolhhfd7HJbY&msq!&LJ2Q}s9u1oy$Jj-6L2RYghVmwySd@0mjF#(5a
z8#);k&!c0kFXT}24bjK8`UE^qyv2Ql71;;vm)`Hc6ChBQZ86oJmr-UPxd8dF$zNu9
z(YeA7qk8|hi~6uBVA@O5#_#pFj?^$Hl5ZM6MGw>!j<mkTh-L?j$bAF-bHAJpkW&jQ
zI}4X^ZT<u?NPf9M<m-RsjQ`9ZM`oO>Fk+#bpC)xqF$`qTq3Hb+m$M|v^o5Qw7)hqZ
zfI4RUAg|b;YhQPe7A9|1nx!5n7Zoq;$+l|+J4m+g{nkxG#%;Tjwmi}>=kEi)KdrPS
zQhv<7pX=LIcWOh$F5xovma#i@pokcl$<K4PcjYk|{4988&`I){Q?O@}HnA+<TM2=|
zZOfqNCkyxaYd3!My?X|IdT)bvvq1&C1*2`*f&(n=`b!%y)`$<eTWX~lpo7!I>$+NT
z<BIXPj?Hs$i}#J^s8kiOLk2Beq-5KN=KY~J7v1(V8cV&`xkXINU@dJ?#+;G0ST_uP
z^LrtpQCD1g$u}1x1iV{F_AMP)+wq_ScCyen#*A#~Fg!aLvpNwFT{2DLe<2_*sgd%;
zI=@5=@;o4qa^!g)1_JztFsYH9S8pd-Q51Zip-<bX$_kc6KP|l+orJJ_O)@nvjT`ED
z*5@5a=|qvi-}_W0l{2_Cgg#L}2Ta_qWTasi=)i<HrOk(R>?;T`@`3W%2?v^|-1{tS
z>EoXyE6+GJe)B$bzaeeQhT#hdj0^STV5vfb2j>Z$Y-oixJT8OlJGdhlUM(q;RvuJj
zjc#tI1J*UxgFk80vS4;3Bfd_r4$`WTm|`duH9`jljUZIlz;HgoiarP@5L@`4hVl1%
zZx01r#(vIgM^3Egjqu62YFfWAyc0xnGlfY9I3hJ)COWPxGH&AxwQxTa?Pu0nos-`M
zFAL=)*6*T^p=k4B!G5LU(T2k6GZs?^=b^#UvvxZ0#HgIe1=*Y{RXESLEk>~MdHL;4
z#y0qcTcF-SDU2be-3ySBOROf7)Y{k^bih9`YStmk3i8vjiS<v$I-TlJ*(K&Aon1uq
z$tZ$(e9j0JhDoucw4vTZS7Eyr&Xdm7l_RfItE9!N+j(^KAk8|LU4&~2R0}q%*18Z~
R8gSeBD}O`$XUjw%{s%II&7=ST

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-82-_summary_t.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-82-_summary_t.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..9b560c924f4585a755a958699842e4f069cbb255
GIT binary patch
literal 3894
zcmchaXH-+$w#RqqRir5(RaBbvCLlzFfZ(A72pv6&NE4CX3=xzrAkq}jP{a@cQE34|
zM5+aWB($I+y+{#5PuVw~<GJ^YJMOsSz4zg*J?35?)*N%p-~7+L=GfpU_!Zc1X=Y&t
zKp+4BVLSjh4wwKOY;5dotQ_p@?3|n&Ts%U&Jlxzoq5^_^LK0$9k`iL#;?hS{<fIQD
zmlYS6*Ht*Krmm%>B_*e4ctYc(il&yv&ma&^PEH<f9uZz%5e*q}8IAw-0$&6C8~_f$
zFhdRlO#BdLehAnJNHOwch5WIAUkk#-%)-jX&cVsW&2XsS4=_QPnVDFaSy@?F7~V+6
zIl#itDj=h7%q9rGz<xMLNFy$*ghTf9^LAmo!S6>jF9yeRaveA*A}V(Dn4G+VqL#Lf
z?g>486H}O(`56mKdk2K0le3Gf=OwSp-afv5A)#U65s^{RH*X~*CMBn&-p$U*&C9=c
zzo4}2QTby`1@_5{+PeCNMqE?#n~u(|?w;Pa@9+fT(D2CU7-@29dS-TReqnKG{Reqt
zb8CBNckd?`1YrIXi}C&w?BBTf8C*;(EX*wIKe-@G5e#GIXJM65XA>}nvtI}jJggDN
zA#^&c<as-%tft*};fuk8TnCP5O&(qUiS`HC{|qet|3vmruzzup03K!tLp)}F019mH
z$(P>X`elOGw5|%b@6>d>k|DMrJfkokQQ;N)`P&Y0=*da!RG&YzsQ<LOm>a1Qkey<p
z_PH_m>&zu2OkKig(rnUM%%~7c+A+MM@-(C(il@|l-dAtDzfmgp(hj%rh?Zw`Sk(5T
zM<OG!t5I*a9<c|&glyGHQ{{pGVi0vR1)pM;E|KzorTAB>|KGcy)>Wb0v?(OK?ty^I
z^pxZ7eo8@w@kdLgiphg|@=wbPL16!4f#;RxW>eH^hRrP8B@$y!Jj&l5`LZ7tn1lX^
zLvu%ZX?JDY5-&xV1q*rS8@|;J>3qmjUrQiu+o+^-eCo9hHq5M!&=(0)y*#tq##}#8
zT)sRWVaTFpDBl-+j(zwjF?7BWcM<<O2)8X!S=rwjgm}Ez*ItyX&>S4(S!?F2A>U`r
zTv3_|$p1&XiN7J{e`hDYio|n8|M+Wk@5p(FdMkZp8=E}5`^p_p*~XG;A1iyT=&Qt>
z%O!RimsR7uGHiHHSEl!V5Q!EadJy7Dn67QB^-rd5-kR0?))kcH7Mb+MDVRf<6nP$t
zP)T3wF>x6QZ+_esbM!;Bz3j91yFs};Nb8u9vP~b$#=79`bC~FkZiHc3ezSk%vEd&v
z0j6VpGw%?HOS019bJa_0Q&x&6sC~Yd@*Ky-{YBnOy{l_sRRjUA_kmkZsb@Z|g^Td`
zDGAaVr(+6J%oeUB_O>sgT?=wiNFDr(-PDlSVXJC>!Xo^0&*RsPHLvD<$cLD-cMxAT
zxHz|J)L*`Q7!nbXR^V#sditOJ^INKUKvr!u&$|0YtfI?)ec$}sn350IL13ClbQ|^6
zeLgr?Fb@Kg$3UP0u}0gJ0s&!j>XB)BTm*WXh@v8(-YOk4`JTmn!hL)PN}AMoRmhPZ
z^Y`{p6A0D6`$>NExOvwjBR=(KG&!ja?iLVuRR#i6*t?O~izzb!Dr7$ePqO&{>NS?4
zx3$kATwhV?VP@CiGeaY1TS*<V_dsChNyOhns(P!mzg6j;lq9k;7tcLwo0Jm)fjb_*
zvUIHb?BjRPhJ8#fA&YtLbW42DXo2{V`roI9=Tf@`4Qy4ct=TkPbfLe0U)FH%@vr*;
z0?>RSx^sBg%>Utf5;Z=bw(gF5M<_pSpEe}xt`)V^EihKl9Jc3oAT3DjMP*RpH<yuD
zN9*gGDf*AHPn<A1r;fIqFB@?sn4C2TNhvfaq?9(CG%P7^R$l3r^cIDW_&|qSNRdmp
z4A;<eFB?Z!9tsFWVVnZ)u7>LTs2iwCKO`e-;8uZsp{Vf=a~EQ?5y%pkl}&2Bg?GF{
z){PMugbDwln=G1Uie5#}x{C|k)5?;!?XoQryiN9)nOHgk0-+$F_?4Y{W1QYpA8LzV
z{*pM;8+H&D6cCUoD#|F~y4IAo>h4wp2(&STNU1z#&vt(<;gg+od&uqeZ?;E27B4(i
zmhRxW{SmcOKrTt?8Vbyk5X4$PXc|KVgsI1F8^LP&1RkH99?hmrL|?-ZdC9J6Zpil{
z*~daMtf4Pg99wASbfhu}tnD(y^}|`6^5cux@<$cONKTyCVq_TcrNOQzoO=6Jt;ueR
zIu_Mm-$-MWo@!+tvaj5*>KX0f*!4~&v>~pyXWMts?;!q@4M%NK=y8Zq)VvaUl|uXy
zTLJ<`cTf{#5a=Y5rzx=}dwqO!3TO5b(HBKms*^MQzW#<hMPF-mks_ITFK>Oy++B?X
zfgV4DA)>0X7+>wF^5prChRM*+TNw9=3DUS$jW>ilu5-SLnNsgQy6Vv;bKHt=P9ps*
z9a-J>Cx<_0*de76oKC~CnA(k~`3wvCikiD0i}&)KVCZ}kgVgsr&4iAW{#93Oc8`Ti
zaqjh#xkVXCmc+TXyvbvYXIur!W{_jO{l!ntsmW3lP~VEHDBOK!?_yGTi}>b+Pmp`N
z*`P1&Kh>`#SIsx<hw<EL27&i>uj4frl#Y9e;on%ex$!4dTU<O$7}Qkk?^uZ_Gb9;#
zEj=+b7*0ymj>k}pW|LP$uYMVNSvq$10_JGT_}SYuLYDJhV<M)2vf_9=*?IP+fEv<F
z>21co$D;PtF#jRRThG<1<}E7+m-~=s%^HX#-3LWNEW8-ue%}HI!EaRoX$(aYor_j4
zkQ!BHTN=Jo({%{J*xMLs3VtV?uuL*_%SpOkd%1ZDj&b9citrfME3pe*cz^!L6-LJ{
ziOax*?3wi1h!*rkI^s3oE|V@T#BU7)0&qDBX4k0z1iX!D8ThM(1|rjaC#aRty0toG
zO|?*J9GZ?pS>{d94H<f0Ln+p1Jx6&y6HvK+8@cB9JP-sV2S5M^%?<JLpKc2g?;c4x
zsx0L6G%699PfgHP-6nv*Dc3fK<83nvSkx=@9@EesTs+~4SPwORcCUthOOXa2hRz&R
z9YSr$n2gFc1sP4z6o^Dh+J?~5r4*;@P!N#H2LT5<!lu>ZI|xu?&(rL89Yr#4Oz^EA
z!j(RNT^n7|+~jq9Z!O;#*od;pDH^(WEF)6D`HVX5UDl%WLzP;J^&Kxb`AtNu#NsQy
zm*fqUd{Lcp<M$<Kb!ZGnv(ZpsjAr4uh2vJBzmMN}e;xhMO5qRV5{akUwS)Bzm^#`2
zc*b%Wr&LZSt=~u%@2;r>f#z0Jbwn|%h=hENrB<2bibqC*uR}1w)B>h^t+eT5TrK0G
z&ZZHlmHpojoxWyfoL=ieWqkH)e-xVuI>R=x*;g4YVYRR+p>zLIf&CffG9H;;>4+ZJ
zmx0GmlT^RReUj>0v1)?UIoWCONI<#bc@;ayyRBYaDyAd)@^shs?#(Hj(^ZWcMD?38
zuJ8o82M4JeHk1WK;Bq0~?q){ja@x<W)x$>f^dUV@`VcYm9!}*!&o=9Maw!NrOaTET
zS5F;&*}A+!p&^rNF)jlwT?qnXI#T3s67rvdpZoOviYRf>`D4DkfWmAH2-GRs{23qX
zNAgJZz58NZTF-VLlqB?dnQKJb&Zj|jO%Su4p!!!fF#Hv+%ngUdJ_E|J4m#4a#NE29
zM*lEsSdO-#xSe$0b(M-`&sjiLN>PrzM!l~J!%h}PR<G6!3vo1Av*VxF#G1GsnA3Na
zFU4ixxsx3ukEA4;VA*h10?P{{+rvMKfb{lF38ew0<aL#VC>`uP$*m>rFm*geY^B|j
zw>c#Ix2bM3OG5mRz>Ws-z4pfv>9=w|awFJkD-+AsyeYTjO&9633gf}Z$^wZL!bXL(
zSI2Y+&B}H?V7$FN*>e(uQk{@k$Thd;U)?0ka1|s<P0;T<b+GNtE%~RY%;pURr?k+>
z-(aEo$bvCv*wwOIw)+eoZa8WClC5ynybJi*c)RF4FS~X9jPf(Wo$fw+)eX6dC)IM#
zj30r*J%${KGBN2!QzGlF15akQE9`<s7j74Y>nXI0Y0lS)(-F#T)EE=`SGvPFXFs^F
zebk+<`ipu7w2H<llB&neU3eZLNAIcEJu8du&N?_OI;qHe4ApCI#}F5~!CKAL|AH}!
zAD7ejPz&6yLb=^<D*UB>aOW?z?d`AJG;wAeI<z4`U?73lhdX!)*|len#cs0?*kf;U
zHBB-mJ+*BQ^W#ZaNC%^LcTt-*v(6WdnEj;q2jDQ_H{mH3sbNA@OtHc&TX#MQYns;7
z%?9fuQWYK#S6Ip6a_k0Ay}1b!g1GK|e!48z=*WdPa}XRq{LFJ8Oe@{NeVkeh$<=}*
zMBf<*%FE%_mJRLcu>oys+2&i4SjH&Qnb>|?np)#;G!r8qE}hm9o#S*+Ag%KH2V<zh
zGC<FT{@u;6ijt1c{GHx01f8E7r|)X>jwERtR9?RI+3iNBRCCOJpHg%^I!F<|Y^kOE
z8(>5TBv2mbQv@AA09_bJnHhvh4kJ6p%%7nyETPHd01&ud&|0>be?Y+9u=9B@J{Kx2
gD<V>wdfy=@w@^_nHCk)~4l};M_<w->GInt6A9IjpPyhe`

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-83-_summary_t.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-83-_summary_t.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..e494d1ed38a3ef717fe036f5dbca6938f322fddd
GIT binary patch
literal 1725
zcmbV}c|6o<9LJwAm%&(*Av8748loH{v@N-ERKf^Fxe8NT)=`$yG_ysGc3WFR&01la
zCRbk89fiWQUTjUu5sHc_M<pc0vp;P1wfooZexKL#{PTQ|&-?p<9k3TDxo&aU0#GOb
zP{;wW3)ll$91f4e%Hr{O0zp<zflO48mse0<ru+qYr3Q7?N(~A{Q+M4OO>ILR3Wa8&
zZ)j{nr_-rxtiG}|-L%e(ZaUutMIaCq<Q3G2L^V?_ik9hr4p<9FvLF})qEXsFhJ-?s
zP_Q0Q5uI4nLV!O5C4<Ibad=sRoIH|Hssv<EXtWFljm2UxNOl794=^O`GA$EZoU%s{
zUOSR(%1+6W)v+t8Q}L9%(=`i@;t=Fim#e93=&fEu(>I`-Z?Lem+Gy|KxW&oY#g*Z;
z)7!^)*Y1#g`$NORnFpd{jvS5sHZK0VQ>PP?&Yb1`bm1Z|HSN-6ezxGM@S5m)PVTS8
zC8cHM6_q#d+^uhD6yN);>0#@m$8GH$olp9nzj)a{Abs_EaP<Ay_{4|Fk5kk0TquBE
z#6sRhuzzro5H1-E293ebbD?Bnk&7l_uv#X#Wwsvpph#tHQ?@MGE+wm|j-X@a`A#J`
zN+PGKOYhSgokv?B`*&cR|3$V0_7~R^pnygp=AlWz224)VvQNs{MQ(Ktmnm%+_O2%o
zq}Ol<){h(ucxy5H{y^MFP(>ZjB1B}FKh$AZ5Nw&eE}kg<#Jn2eM(^L(S{Y^J_LPYU
z7e`uBc2>8o=7lytk5zL&;W6a5YanrZc%x~FQ)numxITW1oy3t0Jdo?DvD<#LQny>#
z=<>tQ3WD!a_`J@Px!$4SuMD2%L~MG)(K8ejTILqnU%yioVka0hNEPqb708Qn%9IR`
zkpod|ZgXX6xDIpo8~-pi->6Y274cVup7=V&?Pg1(kXSh*7@(^+SZ<Axglzx8s~qPO
z8Y;z%tHj>YR1<j>6SiLNre$+6T6A`?i{{jd*ZxN7YxQ!gic@u8rdeO(`<M$|9vyXx
z<J%ofp4k{*Gds?-Zq6u#Ac23wo|SXI@=2_)(Aqa`hAHTtIezX%+z`L&L(Bwg=9Q$$
zwXS92OV^0htjXTP6Ah6yVLN;vxc$BT5gDWWe0dHzWsGlypRf{E_JpRH*ZFQP6m^-I
zrJCsLR*tKL48I<PU{WHusH&LodprH)n14X00O>pYxQDRm7L!vP*d@iDeWM?h!XVO|
zE*Fbf6Nkoctg2;Yi9bSMw&yMcc@e@$RqCje`r=ay$-M6Pwqj>TBNeA?_kbzIn%QFz
zc=!x*Ah>q~f}v;A+!|XGInLX;O#={o1A#$CRy73Yt!lb$n%K7znGn1umO^ktAA(G7
z5w}o;6mDprs}Rj`3|fr+2;SoXQ^YINlQz>zxx5HR2!8B@pfDPOEV;{+kA;23f(x^L
z3B<VmUwR&P(fm~RWBSV38QbGm{9Pw4y~8}tbbVP51P`nrc-t!&DNmXUx(@*hyEi+3
z+;HYna_o`W67evx>fY<>cy85)uKUw?o7qp~WC*m{keRH(wRW7~>L%);Dnu)y;8~q}
z&)z*hyRcikiAh(C<GqFUaS*JEW>v6wXl7Tmb>sVyn3+KOq^843s&RB}9`z7{zF5gv
z0(WNFdebl^-Ga{pRRn#V18I9Ajf#>~rFrNpml!7VOHiaPEFmW)QUAoqU`$j(<FpSc
z2$|<GXVct%7=p;#yn0`jIGuHVjP4+<JMPw>5kA1(_;?ksX)S`#zJOpbvE<V5ox%qW
zzR~W;O2p~U-cb7)UKXrTsl`mvlshAy*b2eR6$c^kXFy=95}darSpU=MU70SgR2IzW
z`)o#zcZoj)hZjW(brifyIv={s72M_xWCCXjv88re;<#;xb?Wnn7Ou3+?o+4_jh5=2
zZK7;0;S57h{p{Fmt0S2>yg^axoFYyl?(>v5n#3p<71YSFXAAUe@AKM6$sR5j7`<Vz
F^A8|P4c7nw

literal 0
HcmV?d00001

diff --git "a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-84-Q\342\202\207 _detail.jpg" "b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-84-Q\342\202\207 _detail.jpg"
new file mode 100644
index 0000000000000000000000000000000000000000..4f06b3637f4d3da2206905046e98adc8afdf4a01
GIT binary patch
literal 7740
zcmbVw2|SeT+x9J_6jHWCV+~`=GFhTYHP-BgWP7A+Q)GW4CJLo2SrQUv$S$%Brkc`X
zOLnqOWhc~FCbPcx=z0Fn`~JW0_x*dn@w>*{GxvSn*Lh#(d7Q^_Fh4Or1N%%3O$-4x
zHUMA){{ZF~a2nXPb0^nM&RtwwT)TJg;@&I3vv<#)y$AOn;1duRg&Y<a6%&(?QIV67
zQj!)Elh;yEI;y6rsR@zO(brbjQ_;{=XHCMkd-v|Wd-jU(@QA2Oib<;fuV2hp0RJww
zdjNx-O$yk-&&JNr#(WDvz;$x6ZNGrOUTizqIXHK6?b^+~2RxyEAFzXsoqY!fJ0~Xx
z2Y7ZQ_&dPC&$(Yx&0yyNYj-ZG00H&r`vtqCPu08@wCVjWqj4cHW;eHxu*gAC*&}lD
z3Q$ehF)eK!-P30fhDOFFrnYuSdxvw5=RGc7^7Qid@eK+N2@U)6TKLUdv2pRY?<AzA
zrDr_Ie3+Gu!4?)hDK053dsbUl-+*guYHoS+_TBr|w)T#`{(-@v;ZGx@U%pOF&&<xv
zFD(8bt*vitl7DVdSaGod?7zYS-+u-6Z*lR1aqZyXVCUds#l^NG3>@tI9GsGBJNFw{
zbGZi`kW!D{C2;C~LCx#k(i%431uq2latq05ev$pb3T->G-wQ0}|0}Y81@=!|qrhHv
zHgNOU`2jdUrkw5T7r7`3gnlvnteDn6mp$fkjAZ<+>Ec%M)_VD2nWp=)aq_w8%Sxe-
z(2q0h2bL&>FEFv>fd#F-o{23rb%!40Sjc`#J1CLn*c_ZXiAtJvAPqbidn`XA>z+HE
z^V6cFxujhp(nrV+-E2T{&=TXRBzDcVwM=T<C=2hiWcSXj*5iGDkeB;Fwi3L&oJ5?|
zz24W)?q_8bes#en@Ge5YitTrYiJ8esu_ujr7l$r1S-+Mf@DDwnT4qSKA`y%{dN}^8
z8Cw0VDVG`!ewu->{oZj<MJ~5Vf-Nt+S6?MOCHqgb&!FNyA2Q@Zyw#ngU1E{p$nL$b
zsaalrRiVi(&+5~?VJ0o##paeCqssc08QsNiAI|w%4yElqn~ME_%eWVDjZjm6aH`Qp
zGG)ej@7L6oX_VH`kMl9T(tcjj3G<HyGUKg?)+S<Vtu2P->mo%#nM?eH<F4N~L;&9O
zAAPCm!KFH<66EuD{O(A7ka|NpRW`%aI68e(TB6^*Az{Qg0e13Q%RRdhtY&caR&IsE
zgN{irJ{kG0MT7-dcRe<<31K_O#^te^>9Hksb>sc<rhq&q;kSpP%9<U@i6D6;+fWfN
zd1DGzdQLZ)78g&y3Zd{nNmP&-Ykqn2eLbA^Q;SX$7#J>0JAV1x=g*AqAtklQ%M^1a
z;KHMUkk@VsTwZjG3_mwe`>C3p@KAv`76jS4>QDU%jV05<;RDE6Dt6(d7AL2Q+lP$$
z1;GsSyF2}Eeh}*?G!!#|yq!#d5K}wH1d{RS(sE6X@%@&WYnn<SLeKB_=6iR9bb8hq
znZD~~0#l@=dBw}Yg&!6Ri!j{snEMZ{5dy&P3<sTZrOFCEm6OHoV)w@as*<W<DzE}3
z;LOFi<%9KA>7uA-W`r>T_#P&3eL$#Y{Qi-V^y_nQRonAAhwJS>{7|I_!wm12t9mIP
z50-3B`s|dtrpWtQ`K(m)D<)v<MxA{?W#}JTgtp|R2aTpoI7YxQ)O%alM(P>KCpH#W
zL&54p4%29=^tCf{bQR*F??(iiO+~u>-4&UhA%n1>S#6K#o(s5m)3?1_&zmURqv8r0
z(3Q2uI%|aVK1_l<@H?X_$UfS0=v0k1$>1{+s6%0^!jRe8^(ihl=xt1(CsFgt>Fm|a
zTE)mX{s|_qTJ{v>bKs5!Azs40Y<TPn6PPO-j4&&)GHX7mAt_ZdszQ)?8WrQ>*eZ@!
zf6$G$Yk4n@&0L@_Caug0<Dk!WL_#k;$8p2Mb**%C8C`z%*?qE2u?Clq1*O@ac*9rD
z1c=DJ!$)%-o-^Kcu)Q2|8OH=3W74>j2+(mH=1k4Rc&uFhVvrNI$bCLlCNoo3gg@Hp
zX3-IMR~iLG3L7<Whj0AWnA?Ea55>)Jk)@vw3>!GlRw^1*#MEfy$y_C@ih7SGT&csW
z>6QE-3l|sJ*CiTfLW}40OQQzmXjHQ;JE7X<J8B$>nfk|(z9`WU{YOt{1|Cy1g({E&
zfyeEZ1TGo1z0ikdOuTu4XZM%7IX=*`XpW_ex^+BgI8<yq@^o$gpFJ*PiRCdChS2T|
z2w9j^cEDox>w(Q{Y#g5tZ@@<j!4!8yLq+V09Wqcqvqja*CY?XCy;^YcDEebQP#E8&
zbT6L0(w{dyD=~OrLnuMM@PdFf0{ERF7+t~y+Pu-jY)qg)lnCzs0r891&PG4KPmW$_
z>^B^+xk9WJDjQkPWHgH&b7cZikhTG#^58Q$ht<{|O&_jDyw6;jSyhS6S^c^0Us5`}
zl3ZkkcY0b|b04Ef1O{HK9!s7?^!M~=nMc4@CB48B?F35{ma9GyiP_hE_*-rvyZy0A
zbhj~D+9cK#l@Za_vt6fi^NQZV70P=}RaLIH6n>8E1$X(#CCBp@dJzKmVtyABt3y<`
zc+g|p!A*j}-7u?&Raw+a39MWJi&o*-3PmjldAZq)g+q`FZd=P*bh6d?(egVQGWqe+
zab+q;i`!KrYA%4K30Z`8(0kV_sO5;HiHBy25W^_wrDrZ!a(^&mL$c9!6E!J>{z=7A
zvTGgt&zFs#dU?4xG#n?rV1ME*VQti(x^kmb^m_RujYk~9fU88sG{pYleSg==%E>T2
zzUM(sZ@}=*k5l%5d8__gIm^oJxq6fR`WJ=&z_y87z;6$qcHS%%efdl)-+ej>OUIfY
zvaX+??xU9x84+^yb!dIjTd3>=^j@2Bd%2reJmZ=Xh*b%dK6@|Ae(=6J_Y<LEOjR-Q
z?{Vt9?K+Zi$tIGm^uZ$0n@$R5d@u2LzjNhWg)gs>cInXMek|E~oiUF+nfYuJ6<D{{
z;+O9(m7<aMIKyk%3f+B?3A~JTcq|e-02n^hY1?BT)y+pEB{Q}Jyan|$mBN(ftCFt;
zB43M$^Z4;*+`(XqX4;UzAHjl+3L3hbbNy{#4>FYe_daj@7BJD?@gPfLyeNV{fo&hX
zc>vw{Ckuv7OrV&6{uFI7tGAMpnYJdFrKy&acVrwNbT18gG2~Q+!ncvWR;Vfd{!P`A
z;z5-5iSElKmimibW;%tbp$6cMB>qN6FiA4ohfZJfV**WL^4&i~=a;ywnLx@gy?VQ)
zmDJ@BJguo-^y6LIKtFt(Bd;laru_@bw9Iim2domzly1~V`((dDtuWV1c-1uMT$8h1
z%UU!eS<7;z|0!Xrmw~BJoq(904vMdJUH$519@P9*h;->t&}-LvkLA4eRXBYO(MpSQ
zqMJMBLoLK=$msp%yq4;u>2H@lUwtF^Tu~U@xa7{K`IQAGSq@>3qyMitbIQ=iSD|y4
zbBRo>cD|4E$AQ%bb`GOiz5VbE_}OP9+pd)B%bzwYikvcXx{e+{7SxfArx!$VQEq~9
zi8h3G<XBnXG#r#K8w%`HVk>f~T)2mfwhDlGxqD+0IR3^K!H>R^VViAgmnWu^Uo51#
zi2tz&Cy6qF26iTJO0&0K*pq(Hh_2Nq76s!hZGM}>ac(l`(MF|c`K3O8%Diu)v;#Si
z>~QK(ZSa-uhf;fpe!lLT6WH6~5!(;y<*x_jaHyPGzk=2EuLm)sMS0|SKz0oyXMu0&
z3={Z4_TPYc-Y9jLa9xz?p%ELLx1xih$*ADq3YWj?EZ+2N2mbjxOoD<)tbp~&o!%uX
zo=&K1URU3F*t}JB=5DnVcr{<4q<ULgdfJTv&5gs%)DRHv=oU*p+D{Pjh>A?$oz1U9
zH}v+AwWmXEo=1eHJs(Y`*NdU2TEkcb*J9VE=X522yHh-I!G1nel?ezU9!BVd>WZEo
zs%8RT<l-6ERne;%OyFxNoOKjUCX!oN*Ez=5W_koByg9M`C4t-leu)%|Qf^3ZE=v3%
zKjt*;N+1skxqqAaG_UY$X>|5g!uC`kfZuuy+4}wxEIJ1!kbwE1pN>B?U@uIQ`OXBo
zV^`@U0u6aa&*^f1oz#2k2P=`pyFE<cRY@(Mmr5%F@dp!VG3Wb#P4|fUe@thB`nt<+
z<#{wJ<j^<OOe8xH{fU~O^!AHv^D)$;L5%tm^reUDib30n*=F6j4Xran2A=F>_EIL`
z-IFNakc0EIrAni_KM-;aP?w!es9QV5lK9TQm_vYNEW8G$+<T6ukb@~3FvFT$H!sDl
zVCm)t@8wThB&{0Q(Yh;Gx|G|;)Xj6FBR4|ilH!UTF{AK5U+8<!Yw5o1^7$$7q(L!Y
z*V^>)+IGE!noUEnecnOqUL?Ku`z$#OJbE;kr>nZPNXR_`&47|B;XAJIYKTv?O?JIn
z0#W#a_lL@Bfp#~y+v|}_E;xO}cIHSH73On?<7hFe@TI#<06J4im>N<gbCIfw?LmA%
z%+UkT)2Pe_urkk~#~~e6a-m$Ma+)^1cHujaJck$tR&>6#O6~$Ix(y0x-RiL%RSiNY
z3kXP*iH1?AM9K>4^b4zg!tf*$7!EQ}4J2y@nISlLcUi?VPG>?k-l4O=i-l?ND)6NQ
zw1$EDyel@F&(zxBRFGv2c>fmk@bf&%ep{a*H<Cy)<Ha;c*HY7tzP--n;=EES5Qu_`
zvmG{G+JN;sXq8)3FG(iU(A&iJG6DV)qg;byL{(3tO|$FhGRuzg(Xp1VF1-qG9tGG$
zHo#Zff8m^Q%-M3%bn=68TkrR{+KknnRMMzGgQxK;9TDx)*g{UDl{AnX;qggkp;lEI
zi}goe-jhEhvq0}RbK(InaJt{+&prMM1AF5oE$HzrlnJc0!=a_HKG<6&L558bX)qaQ
zL?3~#rk&=#|FokraPy9+(X~LqlOp1ZS3x4civ$(a4I}oF%HF=TqfetEf9;B_vMgXb
zNSNlo22ydiEzy}}a91F#UCFUO*t^Q5*FrxL*H|8@%u{Ey?BJZgpjvNd@$Eo;mnk%U
z(+1r=NTk!TR0a6l;wpnNm^*xl@@s<%7{T#omRl736eD|3S<c+3U(zEeSX*C~Txd>I
z!y~L19jsqL-BE|WBuAsWfG{z7$t9CI6qU<(NoL@);m^_-QB`1fTDGn3x1Iq{HE9xg
z7=0(a$INej98>boW&fNhRn@t1N_C6Z89gk(@J#;3B7WrrD%H-T-)iYV@u*+p9gFLe
z;n^44U+{b!z|=B<XJ93FvVti3XF-CYZpDs}pO3&M;Yvc!n>Z3jOh94cfF^HN_}HWT
zD-{lW7{Q@mZZTvEKcH}Jp&K_@BoM{;#7EyXv=NkDdlr`Bf$*44Djpw@?#5IRvEoQ2
z$~H+lv<ja~@Srco46XzmX-i3*gKM3(^AWY#3>*wzbOa$N*^rWu8#PZs?!h%3TYf2n
zT#YNuSUr|JUTnE)rDZ~el~Ld2F-|Nqo>UA4cLn-MPKfSoA6pA4-<}yww0l@)bG;l%
z&K5PIMLE+sukdEX7G&|vwBJAVh&LYAtZU;LGWbMUz}on&f`X6yj>qLpK;mvU<trG$
zuqr4)4ueSB2+s(n;6(qb$%orDN%&QhdrFlB(vj!ZIm<+~XfXv8$ecr2Tp~C}NmM+m
zC^h8^F)^_f^y7>Zs_3Pr@{Q9LOu#JyB#2!cFS@uD<ns%BZ@H1g8ks<q0<Fun>?nBS
zz$r#!@tWoVb-F;h^@Z4CM|7Jzd}-2>zFQ%ks=BpTjvfJ4QGx6c_uD^to2x@0EK&;2
z(39v7>PkZrN<yiKFI9&feB2)~Rigw$W#qF3P%vsnX8UhZ{HfD+Le<7CXPwo*w9V_3
zsc24pn^_H2BBEQdbi_Hg<`WrtVH~A?@2U>A7VLN;)PDuCVBX(jbEp{N`Qi(Ua<f!1
zELU^?-P;C@7c8y@^i^z6jHXUo2}&MDu10w#B{Km?Cfva3RJEpNFusXLGKx#a{`-PS
z*071C0od^kB~8o_fZc%9wRP%4?7^_a45KE&&NszNySXL%UqkZ`%&Gdn$LlH-dzgk?
zvizdW1ggP~xXue9Z=v5OSNs0!GoD*vO~bO%ZY6*TTo?jg^~cj0Za>O~L@jDjUSi6{
zF%J4i+<sKeCg?nj^ehfart&^z0w=#P0dywK`@bKcsxe8Pkn^SEQ;auY67*=Ji8D+<
zv=UXgbX5P1xV~kUWB`@*&5AcRD}Jaf?BCb)&-(D(^0OY4L5n%arnnm;`VE5#sQw(h
z*cXy9Alu03=5*OH_0g4>7^Z3c;q4C?#1>ps6?#?-zDi;Oi4gZeCNTfkL8yTBhc`>e
z<B!mvLeLa0J}QkcWxKE`ny@H^x~nFJ+M`N&rz2Cku?ZXKHG63D*246IBD;+Q>a-lB
z5#*PZl(`UZn=2Q03rn|yhXve;RjVU+UZ9^t>vL3Ox8f;pET}v<8VQmG#s!LR_B&dJ
zykgPqPkcoBrZaLDdLD0Oeyd#L#S}ZZU}wca(OJkprXlmEbU}ORgZH0G=sgRI-n*f$
zUA~Mjwa@5P#949k^OJ;0!BZ$>p;-a`8<mepzOA2>33Dm5E;ehMnWU$bt<1V8f0e5d
z++*U3drsex!Z+<|1h^*!vND33)=4ZACFOSv6xKOlvRkB}Bn#yZ8;kE|NVC|Y8;dRC
zz+5N*b@p8o{N^PHZVc==Af6t{Z+IT3c4StsNqPoWgj8xaXUR16DX8m5d&^?CpB!3Y
zDQ13c_X5!)Fm>WsEJO|LHVgqA@y9$9u(o#qr6@3CIZ_EBG6CRYHc6;4_RW5QN3<su
zXm6)qw~(XB{{==px=DFT!DuvXhdJ-X2c+qOHVOOhzbNEOP^y7MpjdwgsH`vk&3ymU
ze~=k>Lzg64h1RB%wAjXnjkcXJ!tywJ-Z1+Z<{J?!zcuW(w$w@w7UZnM0VWN^Q0KI@
zBt=k11haGm)_5SfHWNSA#50cL@q4|zsjxcBZo9jxA$i@ENEBGw7To1~$VPoB6Nqoa
z_^qsd6P?CeIoFSV-1$AoUT^8?)&_+9-5O4d9NShBcFr|qhbhLz>_f)GnX*%#u4;eW
zrpeO3<mkWAWKNJO|Hl!O{mhioaVyQ8WTd^VmDp`w4aHf~{?bZ#t@#dDL^q9&o{Gt@
zPYB(ArEx4?f`&~4Juyt#$o)G_kR=}LLSM^~PDFnJ&$z=LzjrHI$>ulgI(a_!GBU=f
zm<K<TpW&oS%DD}D+ZK!rno~DX2=c)-gm&YtL-$fGcze|B_3q|@{yfmiDf=3N!cB+3
zP(K77mLW5ty^(LTMcXpNjuWrFniBzuLrpOHC%u^hW-_QVmzx&BJ^WvJV=+4Q8N9rD
z_j{(As*;+z?Em~SWDxp_WW=%n!^MWL<3}<Wuer!h3<}J3wC^BCPWtz0UUNt4m6z}#
zK9E>Vw8Xgdv1Q5xAWJJE2`m!jgxB`Kd7cc^?=n@AfS#~r0+FH#D=WK|M{LffE!!$D
zH(FC)_xFKLQ3ySIJO*WKKP&M1jh9|_-nV_|V6aFG^RpL)nqqHGE9iW!h-@Y@!udMl
zbd&i(1~nVM9}yNP5D-0yGcs-Il{HaWF>Ns9^h-+5>INOMmF*__yKXOtQoxel4fIv`
zy0p{AN8dhOltcwc*8_KQ4S+Tgat!BrNSIo_g>-`1$aW-e#Mi5idV=)Dfws8EXU6)7
z^2oF4@8L*M!(2-*#g`K%t4IXa{p56LIh(NemXW0?HcaoS-|NZ|gBA0$xC2)p^H2MS
zl5PesM!=qaJx~TB)r?r$XvH_TmE?}v*=*Z@-A9l9VZo;F+d6t=`z{MdOD&3_!#`B#
z7ddA>0%E_=Dm0=qwap>=HH$Q=S7krOu-v0lzwaLX&ql4(RS|s%nkN%zL}it5)hNlM
ztSHljuvCEU#J5sF)LG4r8B{TCe`Y5V^!WIos9~zz-`*IyWV=*rSNf)%a9L97WWcWF
z_zNt#cYVF+k6=RRi)p35#cb^pv%I=D&1d9t3wbj<I`N?C*$eKpCg-+2)(d`~BC+f-
z`<-#JPWU{vj3h1tmVM;q^2;6j{rF&@JI0Hixxw(nEj=16aI8-esXlBxA27}`{_q4(
zWn}I9BMXe`K6)H{wG+(E!3dOHz>)I?+uoR3QM+<PFpGwi2aVe;k&P@ePObDx<CMhP
z4_Dgm5g0vjEgT({GVVi#twynd5Dx)azpXt1`Z0S@=&Ru5&&wpIqH|Pkbd=jKbF79;
zU_Wi#{v52(QC6?HZ4?&B=5a&!(GZJ>IG9+T1eMsq{|HKd16R;!Vd>##d#bIclRy`D
z-d773XE^>t`j}d3)04Z!vcjcZ^eR4<4s@t%yu*Pnw9b?Xa&Z_@25szHXmVS=;~4LQ
zA86u^++IvBOjtZb2i1A|@koqu@e>`;7aNzSFRpJ?C4UPguB{5wN%B-#9PK;H<Eo18
z$Vpbt>gWpKZ;HN^a8gchFu5M=Y28TL5{4>{qfy_1-6!EhJIGe`q(Rk=5H?V-^-<K{
tn<#{cz^7L1k_fKswQl9G-tUpP?=jv`!v-Y1GDV8{ph+e1y9LV}`7azUwnhK|

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-85-Transformer Decoder Block.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-85-Transformer Decoder Block.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..925c105730e048a2430e49ecbdcaba2df7c00167
GIT binary patch
literal 30861
zcmeFZ1z1#F+b=$VgoKDvk}9Z#h?Fz~A}tas9U{^qqI8Xjq=bloqIBm-H$#IU-8ppE
zkONGdjqMZP`<`>Y=e*zly8e1?oxNwzTEF|g*SgnTYheem6QGldvI?>w92^h`2lxxZ
zj)0^=L<9tc1o%XRgoMYB6A_bAl97^-ke)epnw*l6j+u#(j)CDU>y=Aq&tGO?U|<tu
zzkHR4pP!%klCZcCuh<nne%_--aE>28PD(;bOGZY^dye58@Bj86Y&D322sa4l9Ujhk
z5H1A{9t94z9>fgb#K-ya2lVX^4ldp?d;&tE<HRJu3xy{^xHx!txX1AD@sAw?-gXDR
z2OXopKXr~rir}=G5#f1TN?y;<cp{eTxiwVkT^p=?_n$mJPE1Whdxq}9#Y=4L9Q*>;
z1cih}q;JT`%E>Dz-oA5JLsLsz$M}JXshPQj<x@L*2S+Do7q1uIKE8hb0k6Z}ghxca
zeHWFGn3SB7nwFlCmtRm=R9sS8R$Eu!(Ad=csinK8x37O-aA<gPYI<gNZhm2L39-4g
zy|cTA+&?&?3kQVvl`P=juY~=9E((Ay++)Y^ju9Twg@fw|TzC}6@XzrOoRU%_G_pN?
zp4XFz@_J}|Zq0EPKJ^W%`%k)vsag3aFCdOc`$E~jN7(cKBg%dd_LHt*5GfuGAUr$@
z5E!&~pj=lhpmBg1xK(8JK0SghGLvUQQ_O?K>2_7Vb?jafvXf9VN^js27DPf{`<C$V
z{zwn{9u`FBh`MZZ91H3+9l;zjPs_&HYbOe{U_rHw8?k5tYuI`&h9C0l4NjkF-~i{B
zRv_DFim;%nCS=#|x1EG{qxkfozcnoP+npq%hI!i)*hX#zfJf@R&EX0pi21iW(ElqO
z7JPcezhP7OBQbZh$Zso@n9&Nf{>F&kZgA3btm>o-1PO1#DrF99yD0ns#=Nt7-&Mth
zw9=|LJa?!c)M%TxDIgtN6J!plZP<8+1-)%3M(=_fOV%l&b%v)C#fH6;1Q}C;-kdbY
z>o<-PekJxOC-v2xxmZK~OM!(dzFVHgIW?J!rTfOb4?Opy*0V68NC*A1qoc=-OYz?3
z#&{IqER(h*UVbdD{DkQo^4(+ySxNAm^P`Jm&KfOeVCtMr0^|WAupk?q?jE(5@*mqt
z@+bY!oGBZPksHghw)U=>I&k=og^B$mbG&Xb;b}H8W!l$p`9A9eai%3!RmdfQ?nhLg
zQtQD)a<n)4R<C<L!wUxM{62mF!MX>X$<f463%<aD7Wk~OAombN;_tU{C!qYMrG`kY
z@zYpPT-z5WgaCJxKklB1WOYT&LMDx!R4`uG;Cq9>Kn4GH2U^OPwF<|Ayn`me2c#nq
zxG~E7_dC3dwto#I^Dlw?g!SJ8B;kly%un(FVt=`NCX&JV2EZONsd7L%j0M4KzD~I`
z@aDJq1x#HT(?y-R_t~{3Jvq}QlFmFIg|Zns32_j%0Z5J+uVBuA4Q5X<zDy_e{<TBJ
zVC}&t4e%JkN(UGXY(}o^K*OevdH>X9Ol;@fp1yaz4mV;qvMT61Q1WqD5G(`>YEZ+1
zh+Au5+qhmB3>XWd(l<{inw53?JOi85b`r!qQ-#2ru%M|l0H(<V`~XJ^3xY6XK>;~M
z0S;21+m$d>kzSAmd_pt|g5d~3Y8a3KvZQ3*LtsJ3jAirW7O!_7B2k>&1c0U?CO<@C
zL8!aTM;NdmNjC8MG!}%o+utR}al-V8;qQ;{Kx*?gY|x<ZNHuk3M9<EdUHAiFxj!^+
zU!eAY;opIO`QJh&^Xe(z>pv2o_#4$_!)$r~7JTYIF)Zw;A@Fzhl`Y*$WZEuO{o13^
z#AlNNTJqe`BTjB+JHTt{97Bw{r@FE+pI+tRt_N<d8w^b;>xeT;msL14){A<SKwk?m
zD(a%|>+apxPZ}qmj`HV!88o!LVn`-N!+KwSTj**X%ZVci0ICj<dIhB3ha56~Bz9Fd
zJ_Heh(EF^z!#1Mhm-@>U3&L((>k;PugG9l<jf%|dgy?^iKYt!j3C+UqKK)^2{AmnZ
zQ)(0P{cG$m|E=MqKKm!J{TWv3|J9gt`!X9K|J7``8=H+1-UzP>dde?ynWx!L-iT!f
zSZOjVvpP;<LCv^Z=sJZ4E#c^P!HKgYsY~V+939?g7OSBqH9JsxBrqwNT%c%2%=5~K
z(xI}!EiC9Ie3NC&ol|f!1m#Z+QCZ+rn%YD8?HMYzA&s%1^D?nL2gDh=p_<0Il&Wkw
zUMCX**g*g4O4<=8<D$f=L&<N9=T8M)5eMJ2lm9e!WjZ*Tvqpd%*V4t&FTTsvDX1Ri
zNXmm+UOtaQC@j1OrADZMH;VbY*1(}zbA|j~okK{gi6BVLUOqZUKBn7bl5(D`N!+TJ
zoR##xr;<i^DB0MvgaCFwwuAuCzqs(yG|c=UGdRwe$!w9&2y)ajZty67Ox=<#90xYt
zaTg290W_0l-awEWprS&=H8JIYVPep#mwH_c(0hMkNjI_*;Ewn}cfJQL!1qwIZOrqW
zh?%>CD>9VCoN@L40?rS(iU=Dj$S1uXkHmet-Kbw~{MYoZi6_}5Co!^H`Vq4wyv3(f
zll)hgJ@I$a1X8tQ&S62X@aGSG!Uo-MiB1TjoR?rb@B`vq9R&0l95J7P1r0zJIESp>
zEXc*846vY3rsYL#7%5~%KK}qBrDOP~rK5W^pq$Y!!BfVL*82;ZH<f8pPw3yj%|7cq
z|2Q=6ld)d8+s%#F!W#YONGnb%n>*EqPAW@=MDDq120P)^i5NhWJH%H@UaJV60W0b&
zpCgG$28=CmE%WvnuPwkxfV==N@Da}I!BJ;Dn6RMO3yGMMU~)*u>z>(Ak57!3P?xbF
zB1oqxd3y*_8v_jZxX;YdPazwgNLP$oL<mw6C5{D2D9K&+8e&NTv~}zx`2lIoe%H@V
za%{e}2s|TV_Jz%VGM|0r%4!$8k&goSCG{380-iKON@KjPdf2xCW-#I8`u?U4coJ`8
z54F$5kVpO?IP3>dz^MHWs1)|2_aERRq*g+^A+;SFzG#AbsD+<^1_Xcfjs?9SuY+&R
z6g+7be=VZ&lPu<+h~}`MZ~ZfWBQ;ooFi-BtP!&DmT`_98RZMCsh-qs|CL)<^)W(8h
zKk0U8=YZk2ZW=6(2-xp9ICZGDG9#eOlEi!(#S*elDus+P{MqFfPC_tlk(7{cbPKa`
z|IeUT`y0Lg##rfUJ-aKv_(O_zKLoJ+{s*&v(D#7p|7cj9fJ{9loIer(xE8!k>$UZD
zT&;BsMkX60V{3-FBD`$Hu4UwLoFY%9+}Dv>S#c$JpFV84n`v(>qD*4PVL3m)uNjLv
z$BMkhHHvCF(DWd@1xmZwqC+A>dG{2hnhZ`aCtp2y6I6i(J?@V-b@IhX(!{ROsTl1D
zt^YQC8>{djO);5RkUlUUpe8xD<C!1`SIiApXtF7a2bk99I~LLS7H)r<;hIWMI943a
z2jEk6-Um7a9d+7SgNQ^0IATF-n(t6tfC6D`Lfd1)7h`yVhHha&=$0+8H*6EH1W=f;
zZa<W4Z;@yVTSD2Dwk%3Dg^{p;E48&<@>1Jq^Tkh;?D~3_xhNf3x`C%PGL&i#I7k18
z0$NOFPz%tInnw2$f_X(Sl+QLLqS;eBHK+q_Ixx&{$8AWqi{36Fku^_B8o@D7c>Q9K
zMCJme{_yn20(JE+hqJ%}RE`6#{pfbIM77Ny`tH+>uOl_c10gfoNBqKqSZ<4ZuIMAB
zf$tw0t}`zhcp5-9d@(l$VdLQLO5BhBt>U!-Y$@_;GL(d>Ki5tj`*%~!`yc~IiG{dt
z@AU7Sh0^`LfZlrH3|P+V`xI+c;qNz^FgIR;Q@5#-|IB-RuI9|#!2mW&O({R1LlAJ`
zcujNfQ?6q{qfmaNE*5lFG~{3z&Do7I0T4%HL5JaUu_TZgLR&zrkYtL{;n1-z8LG}l
zlrb@0ITjY;=6IfnE9uVG)2<}uDJI?rX(-OBk-$xbJ?J%r8R`uq-v%Hwxk@v_)XxM;
z98&bHEch~K?%x9CJThc5553uy_4-qBChJYP`G772W1DwQkm%A4^xMFz2C2iP$`=n*
zK050-`VtO3QRGhyTaUWHc~t}r*8kYMs^hBdl@a)HL2gnZX?fVAa1Q<Yej`hvr#cZ>
zT93wy&JcNXht}l9^<=55&|9g=+8>ySoi=XqUM?i4Lp)3E^te-6?<f)jwMf!EzBV(M
zG;t#3-L+yPo7C);9=}PW(DLUH;_00|o0G_d?pnSwqAF)%v@9oQW1bQgblk+-uh{CX
zk)+1C#wieBxiZww8^nlro#{Pu@h-T&^CNQ%r{m%E!9jtESNt61FHbn-(5>I8D$8}X
zLCWm<&^D`Wb|W3&YK0p`@%S_3r!p8l4?GoaP1wZJFH~K>nV-*D)Jb(*xLxFa@x;4F
zXBEQMgqkmwko%OG6hzrKe9o2QEXbl1nSXQ~Dy0gl2H{WObZYpWP?@6I=?n378xf9T
zSF&ex(Qxz<lXD2>&o=7#Fv0&s@C@@zAJiYdc^R*FeVSR(G&K%lj`V0>8<{PCezm#o
z`4~c5p~{qz3__=`Y%%HjE_=p&M$g*hptp*;+_~bC(Np_tN|I-yLtJJGx!f$rk5%~G
z&RZj8N#7Mp9UX18-iYZ+xS%o=8G2{df}dz1$IT{D_h#3Ao<hMyfm(h@r$%rXRLhFP
zqv@)tL7ImKvu9QZp+!-s)03fk9zOZfCwCa4=D0)cV*NV>(kQYPePkx=5~J(o%$%pP
zIU0ABgx9Wpe)+nDzaH@@;^1K<#@LTV=)P*mqMrTg8%@~hZsBKax#`u6E<4%lOe1xK
zUTgid5j+JO83ayAvz&S+BO&zW{fI0dGkc>Cjo!KY#Nlp+iItJV5%Zkr&f_*MX-K)7
z1tGO+r*TE)eQi0&w{jpgF4p-@k?Lf0Wtph7y0cGQZ_kCV5bCBN>*V{m$&ya<whIrP
zr@FL71&fK<nP=km;e^ncZ#B>*MuOg`mM$+E`1#JLLdv7kuI&*>1h8e&otR(LVmeZT
zrhsjX3bKKC-$OQGWZrk|k#7p{4W4nFBuDw@LMkB1F8IKFu4UdoeIE;Q!h#gHiRb-4
z9jS>7RzO+(r!2^y3OUN{7lrKcQz5JTqLA0D<<}Mx0u}^`Z@Ci=WOH2<ap|)1taXCc
z4Y#fPSqm^;qfI&)GW~{Jv3wUs|C(^uB*Hd!r?w2^%Akg!O`F9F8sOJAt{<m!wHlm!
zzQWj?Ht9L_J{1;Vy*<+t97!y41rBbf#aq;mU-WFCW%Oa2=_MEIt`LTr$FPK{Qd}6m
z1qww~mqXgE44aCs>LVXnJUB0Wj(!R}X1Nr5LB3sRSuec9D@TA#x((Kw6fxp(gT-@u
zQK4SO#<xtbYe*v5Im}*g%y>a4Glp}cvOV>wP1<5GOVzXaIR?Sr0kvZkBhm~!Y<Hxd
z;e!#W&BqyDE-_t>8fex(Pdne(AKOmbkw%qhld=Ta2yU}>e_TwHckWC(NT4#LqyJT4
zpk3k{Gl7Xp>MiN+nDGrZhtRjy4|gt>S&DYudBp$^veRvQDnlKin4&x+`kq0f{oTXe
zvWF*Ia2`k|;l)^vG1f4sCO{nsqmgwrGy?+{-D%S-d@csPWt%F_b`#n}UV+P2;+Se3
zdqnt|SA01ov54aiOWR{1_X}dmlgq~U?U3vDZu^ZrAd=i`w>S{=Dddc$D5}hH_HZC>
zIK@~^Y8<w&X(a{PS(RhU0<``{FdS0rVE>S<XtOq~!c1&8o14bMQK!RqzMv2%)xP>u
zgN@^{-NcyEx%WYxXGExD1$;col9s6NTqh!g_2-EROdhWCX;qe%-lb?6Ql}StFrXX!
zR4$nzQJDO+lLr=bXP{uY)n1yEl;riG(0rkN0Flfw(rL;K9tF>U^I5ovD7J(&ywU>=
z!e7=@U35qHN3ox4?z@#sx&QU_`LfFX2dB^LXICq}t*Cjw88pDK@m>?-bEi~_blLzB
zR0!4{tffw7Dr6hVl)Z{<pQKm6^|}9j?sBhYET9vrd%+7hfKlWzf?@-#c+WIQC+<21
zU5wPI>Y{(j(#Zw|f+xQ`Rs#$}JXOFP!-t~}Z8j2z&(6uksTn~2@EAi)5D&z^NMMJ%
z@JTt56AxVQspbLEe-t1;II`y8Ky;lLJbBNOc^d?{qcCd>C41bQ9K>s}f&0jM{I8Iy
zt)2vc@yGxw4Rx7J8uN?>vbPGW1tO1hzG%=DENFcM;?2}W$SaN;0E7X4d(8Y5fdS+T
z0P%zqb}sm5sOI4tAMF8Pz~dAER}hAEjP)gn`2fd!!rOLp`}00gW(i#e?f{L1s$xO7
zTfyKyL8SU0Fh2Dw4PBu8ccA~b@U%ecbBJUDU=se$>fbnG?)8qz^Z$lV-z5bw3XtGE
zCt!7X`DJx!|3W-u0nc#&<1C2O@F<)nQ@Yzdm#<H}deiI7=6e)}nVJ?uC>(W;1#@z+
z6vKk%?Bw)8YMR&@Ptqoq$OW~YE{tRfA3c$}-*0O^7c&LefH%AW*Zcpqqpv23b7r|s
zZr2Gi{|2(xoX(bfuatRc5(|m}R#y1=ko-C<=twbC$tcLsk%p{nU_l)~Tx2~|?&nKM
z2|=L$z&8pr*9qL-A}|Z-7UJb*{H)LXr;39}_-!X;Ra!XbV^1TS$^9wXPQddeCy7A!
zHf3B1>lvNx$Vv3tb*)MUt5U@@Tb|zBYTwFj&8NOJp7*}Dn?!mg^EelDC80D}D4@CY
z7~5R7dkpjbG&6dWvrU2&`SS2~U6V?9P0YY7C`R!BQ@Dr<=+aJL3j90jW1h1dih;Kp
z!G|+yM=TEf!s0~9fBxx=bnMO-2__}HJbRyw=xQ9!0zO_ayLoEd^8mIuT;LM%{^5J}
z{B)EQRwPmxH|Q~9JBA1AXna>Lr-5o4<W?VK8MaNeQrKe0(t+WIG>6!4XTg2Io2=Ss
za9lR`AA^k?i;raVgX`5K6Us=hf9vn4&%eFG0;jXN&K;&M@2e7uPeBL=oif;_dg&xX
z?e2<O)fd8#S!ggx<abSubEPy+$G8quT2`@k^Gji(T`6x8IK1Zd2%mHTVxHUY;eHWO
zNxTt-ew)aHe)Zgh(q#{Nq-&Cs0b;FS_myZ)|EDF+?1^Fn{Cf)+-p;}fu7`z0L$OHO
zXMGhXW{(Anb0n<zTTXS!i<hbQz5eDrA34x}cl}4a`M(1LqI3izrhL_VP;sRHwDYza
zQ&>_CT77=@I@k*ff*L#<W#7TAFlgaPbF++Gbvl2!z^GD|<Kl|m-8Mrq6xZQBy4Zjm
z*2=Q5xy`qzM2W)uEAJ<ixMandlsIigw*%vaGsn3QCiA|m#la&AQ3#V`(b2icfq<nd
zj*3#mSXIWbUTzx`56+THZ&83kOfuB%LbuI1ivo4K!@{|1(wp<68jhYQqjZadR-{?|
zgZ(9k2KIH#Q{8bIL?xy?!~M1UDXSYSqVN=m$Ta5ir9qTh^7zQbD>&77nNK*Px);LT
z->rfUL)zc5BChkX1|;?c<2&`k5F`z|)S-R_8b095<U)b-!G*If#V=7(8P~XN)(B2G
zu(PAmg@?#wR}MTYjN*f?i&DY@lzfGVeH}NmtA|uwnZh>-y=`)`P%<`8ZAkP!)1MOw
z>!@_S4|oa<o{~UhNyqKPhZ7JT7WGLstsO<qR><T%r(%q^HWs9ElmI1s30}AxyA32V
zbM6akFBt|g2RYlIE|XIOapz3%;!(=48exMb&d0<~%U#`9QAe4htp3~x<Xa=cUT=1|
z8$%i^ijSK9{uD44e)joR_}^<JU=xniVgh`NcnwI;mn^F1RL23885-Oed~a4<F-&YA
z@(7&SS8&Q<Q#1k7K}j|wpEJBJ-x6YurXgWUkEwbdFfE2ZZ9GkMg)zG#()W2vxroK6
zM*d%hq<ufy|ASGiqj7%@SSD{u$xx~SF{huG)FKdmdD~nAJ%{v8G<1U0t2#k%%Dz1}
zCgRx%@ugbcVaSyeQ>JW&(%Wk=&_x93FwFb786_fPYK70fljsVGVW%Y^gi(FA94GAK
zc5}DMs(yv`=PBnU-CNZVfWGLb(NuO!9Q%~2m-}h+6K)BkvY2KvG6gOL43F0ir#9&E
zP#h10Vn#BpTr|8b_XP8sh}0V8k40@pU!h<38yD0!kk{rfmwquSu_uk@bZMHrG<>C@
z9hTAI;qu~AAm;8u5uJO^JM*IcSFCDRu2SB%oG4(uwo#yTMsg_;N5yi^KEzkzOutfL
z`-cS0<;(XtiI+vX?`O2skBx4kMJHBsLZ*lcIZ5VDp6htCSb}kes*rf&#egW+2F1FX
z9<j3}kriEJx0Ru+XHaXPybYQPW=nW>f^7=O_y8Z15+=AQ->7%vaHM2`r<4IZ&j1Kt
z#YL6g*|FKjGlUEP7V5&qFzK6{Fi+T0A@^R$7S#&XG!}#h>$3zxaC4l4Z2sz_e;L%Y
zx$pA9@z?cZ+VJ<R40~q?_%AXp1yz4sV=|LVsT@QpWN-r(cz~?QGvJDntY2T3wTwwm
zyBL|;=6q4HzVxi-yGxDI!p2q!V{LTN<)Ozh*As3l**22J<jXj#ptwe02Q*N?d})Pv
zGj9|>0thpJ0roc+hDxHJvCE@fE>q3mHel#FtYf^FfnePxV7~wME2e(NPFG>3?Ekto
zN>?pMsg)U*LaJFH@AXSJK>U3SU}rqAR$)-ZNVQd?F~a=NrCv>-OyKu#{s5xT*N*Am
zM<)xeka!Da2V9qOz`3~&Bofj4fVYC7-WfoX6k|bqv#{F8Lf^-`PsFwC=3{FsbQ^@h
zG<Ksd!GxXtu_&%(=mCw*S2jH!hWXo*DK%=8buScWy!x=RN#C=0BSUJ3!QvCM99#8X
zGL(&(Cg&p|ilum(0g`630c3uD>oyf2l4PiP$C9%JGWlo>(2A9SzvQ9&#pC)7-*8<S
zxfx4e+Fv1Gg`-IZz9J8?I<X-BAw(mgA{9gZ>vN=TF=U(D5HMUL06#`NOEeB3P$ytB
z_V+KqzoXdwxaRfG!RwlEa=?PXI}NbfC@hF}&R?)K&LGJ+-TW=ifoet%P5x`~`vLVE
zO@0Z8YoSc>#Bb|PUA20+!>m|7X0BvoWEqnU#E`Al5B4DFV|^{DnUH3>Lrf(c$Y}8^
z-IEJPoxp<brei@Bkhjo#P-Y|}CKDLHz|zHIP@^bHwnp_m>}_=`UrZWkilk$YOz>mb
zKQt>(Y^#k2h<uHK?=T<C>xI;q-w&(P#GjTu|L{SYcxKK~7Q)3B{WRzHL@es1Ab4lw
zK=b|EMY0nWJd0oxU~I-vK;XEMD}aZ*Rm*)iai_qvg2~iT`y@I7j&YK~g4~EDT7j`C
zb{=p_@ReT4=?Gs6HZNxkr5U>S=O4do<D%IjInSLp0{AUNuys$lA!{sX{)ORQb-H=N
z<O7*qUC90<4SIv^kPC*|c!@z$aZ&1fhm!wzE%7IkxVgwen)`X@zrRWu`vY%s$C>2j
zc0ReQzvFx)ci;zfsy^RKu@grj)AX%BX7mQT$1g;{Db*hT(yaRrN+W>$O7qJf2-Lo#
z<<Ma(|68h7F8fveY@GQg#)Ow2f9d5Lcwn;NrW}29?h9EV7$oJ-{-d5h=5<kX;5^Tr
zuj>_i9uS8n_w=FD?V94*`+*c^X4tj``ZakFgqRy`(wNfN87m!iw`DcuE4K+JiJH8A
zL|cI{#0&7|#Rd!l6TU#TLov8%R&rNd7b7_U-&w<g4vuGrt7rfzDS<t-D-848GWlcZ
zEaYf)fqYqAIGZqpkc?g|XdL`m^P_rjo$FtEF3Kxc{sGSguM)7SgP+|)wqj(&0U`(3
zH&lQibL_z?nltmS2Q!M$l>TYYBCoh}a#F|issYZZ+IyXzv*8KvRf~cpA1`&MoyA;C
z6v2c<!-gaDf~$bVAjp|4#AmyM!cA*nb%*U{Xw$i~1Whh$kjXnvqN#(lkdfQ^PrQYa
zKbw6X_cgL|wsvKHZ^i$lsmJaiQFA7hzj4YU6M5H+?t@Kh<JQ>s5<4BbPV?&hq_52n
z_``J4r!<7dwzJ%$BGL-lHv?u+!qZyz(X#s2=EkzQrw%(|+bPQ!L0`q*Fr~uc*K26l
z?CTS6D&JT7ehw~swViWnzDXn^_`bWDY{dAmTvL=V$xcp~DuT+}=f!ZvYp;hikBv~$
z!y%>(pRHn?tEc<(xdhO>d+M)iNxWU(`shotFh@VxmEi9eU?W?t^5Ptt_h~=QRQMT*
zixyz^8~(76^^TUK?v-<Mwy~^+<7tQ9U8W@F>OQOYhoTHzeWNF7W}I_q1Rm@_&m#*h
zsMZ6-#H~fv0yKzPd%!$t$@s#X!M9rGfi<UAIuQp8IwuOg>D-DD5U9#FayaB#zZYKa
zH>(a&oH0hKO%nL<9=PJ(G22Tiw1eO|K_p8LHDWD|-;h4KB43^HI@Mb6f@n0`?&3lB
z0G0dn=jA6BA~GK$2PihyVD^?Yh@JjOXHvSgcNY>`Ml__F({_0m)Pd}sUU5K$nbqWb
zdZpr^WS@y=v?rcTqpSqn99=~e><L2oES7lljn}!eFDU92Gj@%2X$_P6Sr?9-v+0>J
znApu?B%I<(DW8(-rY7)vKFRths5qOc#ohaJ@OZ#nh4j>*9sQw_pm$QlWKo<>dKPj*
z%d&G(!$DmSE-&$bkvhceO3mls+JK2GZjNc@-3{pC#L5cZtA_jxo?#7kbn^jR+t$Y{
z8+6RIaIXbF+vay=C**<2*wU#4Ke8Y3BMXk?(}uy{2D96P8S|F85*Ia8oE-?;f^o5+
z4?Vl;m7c9i(buxG77rNH%6iRC)|FhDIzF=@ayQfU?W63(QXl0mc|jJCGu1Tgw40Qx
z{p3tuuibn>37@RyC7(Lt9deRWVq7WYQ&+D*I7-zmV?}8MD~$~|8lEzrgv{LR1uwtD
z$d-AC{-#1i3>oCWFKYfa!&{Xh%5-Co_}7(C;7R%te3PIGaB%^1r&IY((J3+LgyTWB
z3VIsV;EE3{ht=ylI<bdM`vJSeYJ)b9f5tn0Neowd|6_?^z%6H6ARrHf&D;j4j(!q*
z3=5jkE(LP!@a{6$8Ax+#8e~9ZR^m8Na+LoRNDaf1ol7ID9gIR$lEiIMix%XabQ|0c
z99imC>@u@8r>ZI$vr$DVbBt{ifSMqDUYHZR@doa>0!LfsCn0&Z*UwnGAWAiKi&*6r
z+pVBEQQ`XGerkO&Pp7jbupnimwRpaPlH=7-B}LTh;~5^LJ*c~vd@jRp_46ZFTS!@S
z^C_CrEVnb4+3ZP#t#fGX)Y&y?bBMWdtfG`EbeJl4U9ZjFe`RK~U>Sc`Xn3Mi8_A*r
z==c`0Cs>eHLFhENBA8Y&;><zRtTk7mRme+`=R@PVx?}kJ%AZX<X;+(}*EirVuJC8>
z3oy#vj@evo6uy6YGYzFMaksCKs*nFLC9n4mB%6_FFO{w+27OtDbJo1Azk+LO%=l(R
z`<8Bx*t@I85BW&lB`oJrHi=^kV6yEoUZwb_GbM7NvUpd-IpZaW5R9nMl=La_{<!Dr
zm(#(1xMe{~bs8cu&xZL&Fdg~k4#Hr)o#a)WyoV0G5T6&|jbLq}fE5Z-<7DTK=VD$6
zX{}8Vo|yMyjFm=Dwa0~AmD~}e-%E<xIJH+2CE4U8P9UUBJq=yJxN|FSVAz28(wjsk
z8&_L_1W~VE*MU$s9Uu*%GKn;PRo^~AXb`t1Hjv{XEbz%GwWizYrC#?AekldX#bfc9
zD^InIW<QB*Csmz#BSF&dmc%*raw1uZ))qsRn(E}L-aTC!<!(BMxOo$|d8no)CrV(m
z>*Vw-Z38LJF@}>))$x7zm5f_3C%q313QU<7A?Ct_IafJVraFBw6v$%htz%wh;!BOG
z6P%t|3Yq3~{vS)<U=Z>x#S4~f80IB9@0F)cUK)oF)EHYSjq$**vOgrucG&91w>T|o
zqfSruy?tUL2|*0+Sc%fc)`jYDWHcHL-?7Vr&>;DduN!NJkM|!d2-PCB2L*!_m$>3L
zts|~T+->Slv1j3Mkw^&C5i=dovLUn3*$uwcPpWY)MuDXe7=iK-G7Bc={vO`|qq*XO
zERg}VDQ=%>UBqR&gi*f)O>$Pqcuu6j#)`{;4_x7b>Q&Y31<m-3-P|5SHKBap0y~6C
z{cXD}gYN#TL(5(rin+E^jGDTLH^XMW@rA{kLJ?~ZM&Zwzv)7LSCC(Je67tC(^lsMA
zHrZ;I#XjSf^E1@y+~Ik!#n6()OTJ)!m!-`rBz$nj<GjT<YkoINn8pBC&Up*Xhe{Oc
z&U*rdQ{H16F{4aUH#(q}-Q~!qPqVZ{mPIm0$L{SvOeFR#rcDJ_ACh#HN!hL|JFH>H
z9zGTUdBpV23KbL%DvIQ5R&OL3fO<483@eui;ZZfABnI7_v-g|!Mh?;VF4w$Mu7$)8
zTdYh;lNt%S3~*+<Nt8tDS{q*PRrdbuyZ7!4;kE!zI*nk?ba7cAU@72|BW3Twi`%z)
z%yI;YS1T?<rXqUyfa<tqRHlEQ2c2cq>N9;69lkM6AK6AKNr~D@JcT@wN1+y`Z50i)
zvJy$^??duuZ%x{`m5KbOcvEwXr+|!k6kwc#oBR2z`1LTS3IC8o=l&&!evr1}e0r4Q
z?;R8Y^+9<cW&mF*1pgK@_-fU$%NbSH{`5&K`oEWPrtH$(4*snmr^4#jBF9+~3LuyE
z#~MbB$UhbA*cG48X}ZrAr>0ME?rW^b=T}3H^T?3P{AS3#0&n;)5vFY}zd-_S^ZB+8
zv;!u5ZccDUWTQiuDOTnJ)x?4eZkK`#h>P-#THI09lKIgs9jHKEP4?OMhYSZE{728X
z7r%ZZ^Xl*3q%_AFFNOF4W-;Ke4)CFZ>}kcVB9Wf4NNK>kIa(MC5>Yp943rtU0iI6i
zH6ZM=or3`qUX#?2$rCSGf`H1hxPjgt82e27|JPPSpiIgRkI$edsdroSy-<Mv1wC99
zs<|@47Z?_&`~6D#yz2@l%h%}Jfh{5i<uYdKA1pcLOWK-@+udScg0~J6Jq*#_Oezhr
z`{*thH>S3dE}&`2uAF8y$+;s8VTOU&*|cIo9}_<z^8wGhOmG$p8q`cwlj~h{Ah%}u
z`$i;El|H&!Fg=|?0ioU4G5Sp`XoYRl1E>V;SPR;R>{2cCs_lsAdyU9%#a^1~Kw%c(
zkywzC+%J7XWfMZuyH}Wo<v#3#sUh=wvMAUgvDi=8E&`P9w<7QDc8ksb3Qz5OpD4go
z;p|H1iD+QHlRPM15F!Eqn8$$a439|4a;=0+2}D4tBd;YVzDzGw^9(@~RNkL+T3wxq
zxlTo)0QPn(pHiW2v!CAWoqDzEqo3YEOOT?a!x^uZe$AC84DkR9YF&F70%)w?aObqv
z9VEFl23fn(<6e-wC909EUaRJQ+&(2l_!kCHI{&0;+mh`d`by3Jbe=<Ek@!D(J|q2g
zcmNJ5D8nTs2qCBW@pa46mK=|KGBC^c8eGCD`>CTG<;4qv4Xb0A$~QWE)mwJDQb?c9
zG6eVa>|qKDH06|NE3f}<aO!2a6r(($uw@{+wSD?V5#9eV^AnhGN41H6d#N+*VD1z|
z3p2W>lTLVWB43!tP&?f>o*#9~NbKBzM7uRU(OPR)QMX!YMbqExBSu%%j?ddja}bQ|
z4+J2?WV$Di@u|agMvsct9(QqoQoV-rqsoCY|2`!16rXt3FjrkPf($W#SV5|p=kolq
ztA>7vZ-KRhkwDBlt7C5)7ZQnVks7H&!l;a?EWfaFoS1F30AZlIBr!@DNEr$zMuGnJ
z<5hD&lD{xtlOyJP6nhi0aPiGw%Ob+5^(b!rpIC!_<}7~AUwr>8XUVpz5J=`ESkI^o
z6z@?-LP^6eOI~X}h#_-rbMk$u_5fL&nwe(8`hX&|v-fivJ<GI7RTmaS*_Z;NUByts
zHp;nR3)(=iq+`+`g8%R``L?J>>=v-2CUS+^aBC4*TRfVOxAO_Q#X2xFCdFtHk=Xq&
zk=Ub%*Y);P41{>Q<D)jDBN>K1WS*28ybPP~hGWnn8;RjB-!Yj1ap}AfjCZsO3IhbQ
zk3v)NX14(~>+NFp%d5ZirPfmS|Nji&-oIeU>Q_#pU<ZARvG?+T1xN{UxC^cgSvln1
z-v;8MFk=+ktkLHXz|`{|`6{b@$W8`HM_|#Oh9>p$WTi4`7w;pMU|DfaK>YbDfZWIr
zx4*Tpb<~11iv3CM7E23;Xhcui0>av<bn+D{=6>j?%Ro*KOMp=1L-Vw%fUE2~3R)3s
ze`%Y=uQ2{YJ5K)f9vFP5$N<1=&RK-3p@Lkkfjii@n;We@O+_cX7L@{|I^EeVL(c{9
z0J$#OM4+CAfUN<@5+2=y?gs){{9hk_%_1FTl00|*GMO1RDDn@*$-ic>I*xUlelZZM
zb=dj7SeB~aP0a5f-X-$mQCBE67;b9Xt*2pREAs`WVmO*mTw|gVz|JCnDr#4)1&KEW
zFZZN&6Vi!v*xA~6j!e!Yvos0>+{WQ2ybd_}&<0qp?}QmtpO66`UQA#?JB!X8{NI;^
z|M#`>s^$sL_{5|j7bD}x45YnSEka{tt(xs(=}?jb_bgTndRjC_d;)C`G}DhlucAQe
zhx0Rr8i<dan8uU=MZ607gZ&hxR)=O&HhU|u^+8}WmpNt#`5t}94a^&4)Jj^mcxdr?
zA^2*nKMW2`D3~!8<e&KK`&M}gArBb*rXfWh7XiK43TQdZ#gO0L&uIw|fAxeV=+~CP
zzrJ41!L}>a94z>2yMMruI7Ilr4<qc*c*^lRVOIGGA*Nq}UV?nXS=u^A-b8b-?NW~g
znF;c^kCKwl8f3~aeIn!#>R1i&PXviah+iYeT#Wn`+82_q+_8m?fKNkUCP%9Q7Ia!}
zx1%1uJ_Ld1VnOu-CNfOTZvQj6@<TXPgaB;)a7x#+GjeCpg$N-CV=Q_D5PLRc3gUNQ
zojBUQ8>2&-OA)e>vyS2<Y&6`w3~c^@geENx9j{@ec_t?1JOw6`b966mzwCS$ue+>j
zXZ~o**NpN@^z>1+o={?pl4?Q#hyT%BUHZ#B+NF;N|Db-j>IR7C+m;as3GDlp5f`(g
zC?X6CdQ#CdX@h#U24044Cy2gR7cFB;C?l&4V3Qc_b_J<vJG!g}MZ{ADc2kJK>~M6V
z7aPVvYH~f$<g@o&7&-w(6FMBpQrZC2RKO`;cn$<e0{UTjbvSZhIH;N}sYAtumoIQ@
z@g{x)Z3bOYwpF5zd&<sdTQmB!?m|~_(~(tbb$^yMIm`Fk6dnPYX_nLg)5r93wIb6~
zwGE`xv>WUnjU<FRvhPr$JR{iRHhATj+e1>pw|Yt05?O>UQNBBaC-kWS&_y1UOrp%m
zSBcqncGqRiK?%V~pg7?Vwf%cw#cD(dkS~l~W1g|R^f9IZ{!2#bcfk>T$R7pD`V+4I
z2Ws3%nU7+*5X`J|YAt*pXB0AExM&dhS382(g6DdJ*8+f@w~rH3FZC2sI_jw06B}r7
zb2?O>Mj;HshU65t3~7Wynue`JL4=T&O2R|g&qZXt?jkdHWCpKW3Z5Qb+)}b8QR25$
zWCJ@5u;3R5778i%z?;loJJb{l9c*c$ETC;EPPS_Wdj!`V)<F!e{Th*zhpy55mLfjI
zPu4jeoij7R3w}$G{As+-g+@$xit+m9=DJ*!iPfMc+MJdVfl3$SnIdT#u-SH3D^?~s
z^&;?rtET8gqBTw6dOy2%A_s^!mvz%MY5>uYxfqol>6fkf_SQwbo|uBQ3+d_8WDe8H
zT3lK01^G(w@ZvIt=l$31npX;z?`ZGPdozUY37r9Fn=P!k-JW`y_Tjyik@vwXGBe~-
zGo;qY%vP*>M5j6aSndZZA>6Qsnt~Ve5bkdX7M4P9s@gcUydp2w>FlYHA5Qgo^r)6-
z&FJ<k@QeN%Rit@JxA|jOtFEqox@a8eVQ;L|ZHE@D6Y(0<7q3;I5Pe_CI@V~qKv(Qv
zp={~V_T=L}@2ky^hjrrkE*J8eBNp<7obO7S?g%uZ`0x%1Za?GWgYfBBaccQZRb71M
z#uaEhSA)tVZdRGtUs*r>)S_6i>i&rUr!yG)a)c;GCIrb04u4peDxKkEO0WIw+$6}h
zb1FaoNo2DLIlVID!1F7nL0+<x@-?e!3uQ?z;JQ|lA-R@_7D>kCz<%x=J7uOrN!YRY
zv(@t@9f~96g%R_UGOw>Ef6z^@PX4?$gI`X7Q1Ro!f(p)71-Ag(neQ@<e(<oD2$~YV
z-cv6p*&k3b>zK53m8j85u4Z6&6ZvT9Mp`!A>OB>gIqv2@k4w5QWye3JXb+@HHCl{$
zT4^FKLJ0$JMVi7n8?PbuT>2{2=M6jE*zKR%yRnvm-k4yRIK`jY1o&R^qQio8hLPTY
zLh|l++E*qk$K|`6ijb{LtaG<=WQ?*FyV}ab*dcHtXo~#gGPy+L8UHJBLRQa3wsv-N
z!fHp6w+5N_=d5Bk48W5tee@s{ytlJQeU`*8s<AT8DPlmS@5<{X`iR=RK)|vUf=X$S
z6#!KXrWJdQ6;9<cgv@Rb7JU?CDUtCbN8CsmVH`q90Zv&M*Xj7HUa)dKQuN@>%i~9i
zK0T(o750lh?>O34-29&A@F;MmDRxU?4Jam4I|>XkUjM5wWYRA4KNW^l{hA5-gARu(
z{nZZ5H*!xc<(y@J9fl=pBLL#+#y&Bg6f2tJ;xqI!20j^(TJnTxCaI?WvYTDETL=`L
zo+>K~tcX3kXX|sjP0g!DM7jLA-yzN<iLL&H3)B=ZFjU=DeY?G0tr1sG%q%uM#jqh{
ze3H$syi85h8&}@6CaH~ms=qk<*j6<=x!~!UQ$&3sh+}7xrU+EL`K1!f5jDjRp<7_a
zB}{VC&{F>#$)JY()(57zzLklYC+6$x%4c)i$nh41_akIg)~Kh7?)PvR^|S@r;y(+t
zX5`UiOMSo_{4QzO;w1ky+ZVFJ=b^yX)cX;s$vR8BaI^9dH|KVa&nJ^BI4O;Z6Y&P`
zyitvSekRQ}tQ&q*bb7UDO8G;2ro*s%VRC@B44of^gEvc|PC|G@+KDHI_=}fkr{!K=
zx}ZA2TwB0jiFd23RUo-65jOs4t{^SBg}}D!@~t#`Zcg+iTC&?qBJNe`=KaMARTq~y
z#xC5AsFt!a!w*jwx&HpX+B1&Ih#-^H(NE$PQU=ly5{2<H^yPl-m0b^^Yg1(<e*9ew
zi7pz?K#xTnC<|1>p8=~4NHjM2%Lak3+s|O|jVyB7qhua%E&)dN%`V~p=>0V8?B;R6
z(q%iTgo$0+hw>nGmiUG1sBX_~kF6TOGPEwHCU=;zP%8NFa<;%Hp7=8+^fL(<ze-3p
zU$Z){wc?n%H?WoH0&xfGb|I5;#c09{=%X`xnBdzCkvo~Y&|Hu1OD2`zDp)jq&*Ad^
z0R2&U7HmP7dsz;}whI&+&cL#n`gX}JPUnrs!VTMl7STJX<)9x;Bw{FCA)QYQ`$H@b
z2@Cv(Y*f~v^RnBR1B`tmkb4QSIXIzo07OB)H(KcKHGE^G_`igeI9ye;dfq|z2vFA-
zY__nC#1V|wYfJ&;dy}h%_jW@?xsKp0d_h(M2a5K9;;T;(9TlWny9(V`<jjTsL+jr_
zZGHpwaQYBHT+(*CX1B~HV0BxzKgl#~{hA7;tJxsHkG${i14J}HYY0rp(B&7&ZxyWn
z=s-N*{n*mKK}PN0LIi&o#xC@ut9*3C5y$MlFi+3s2jiK)Q|+obD4uky^@|(@k9e0O
z_=E31L1nHm{kIBpaNqB$BXnL%;;M-RUAby?^oyNc0U)maO_tJbq~vwWPp*pl@h7Vl
zFm*A~)c%r$B5%wU<C+|F<4a75B~8(<h&W%g$a37W;oIRM|EaB=Do?;129RbzEda4g
zwnWtv=5qmTy?9Z=2>}A2xnT2zAj#jqkXBMyb7EvGq1@4(>9HGH)BnhFeF&_$&!;z#
z+$*MbC52%|sZ@TOpz1j?C8}ZGx2h&-M2Yirb*`$*iNdYQCZ8Q$YZ?CiY*yWLi7ARU
z6JZITkMaj0HFQf>m@|bHq$F?Xo8q@~LJ&X|jg%48TwQN)Nkd)6>g?9ZB9A>hs%0+_
zLX&>bUuSAd=4^6Cuaq3Wnry-e^FQM~dXk7ZqO6h6b31WC2>5uU|A6a1#qDq1e~0ng
z|Li~!R)$VYx<!(9W#3FIgCeiOszNy#4S71l;g$jC)CWlIXb&M_jMsuCx})BZVtFsf
zW|Hf2fn?~euipH2R%<Mt)86eqqy9%%xMWt0Ij&7J`*5(XZOb&tq_6s2O=LNCJH+7W
z4)iR94hgS2^$2m|ZSl40$<!c+33m`wc4OV&ZvE5{SHp{PSk;Tol#H3d;e;?@A%<8f
zrKos($`dYjJ4wycQOCF_fp85_iv5f_K#>i{{O5;cAOOzJH&O{WN)FBc30vj2GW+jg
z>ZAV^l;q7pV7stR%|K+CE|k_y(zmX8M!WtghgaWIAg2j6WjW`&=fl}xAT<dCO!3b1
z^jQhHi=P;Qx&4lcu|uP0WxEZxg;T5IrQO}?W8RngD-N{~*=Sh3uD%G#LRIyI4SmTv
zT%gA(zviS<O}1&+?b5={H>;cU&&ji$+A}9i@)4tSyl{OHg%J4ZtrLZGk@4F~Rk3OH
z{S6b*dPc9VJ`6yN$@Z&&+@y<LFLD~Yc$n8rFnH=iy{j0cCZlh{<uVQQgy<b^I^_sX
z-9T7j_<Q)@KWx4WbLonaJO6$#yvjG-&<QHr!=+(0COa;cCW;qSx3R2uF&9xMQ%J@X
zO&WO<9OS9CPjRykLp)@8GAm;E1)}YvTVAeFY?Huz)IbduM6vjwKrOr17?}W`Rv52S
z6ciCZJ=LF??UXQlCOM%0bBvS_ZAXsPkY+uduvE0h=LaY7Yp3@ITC12hlKTey;&OYf
z*SNackCQadRfc*HEtFGYLFNXVe4mo(!!Mlf1Q%~Z4v2>!6W4)r7Do;Q(fAKx8|NU6
zCCo^55pMJ`?xSOG<QHJuCo51(J1o+b7<d<KfgOk}c#;4+Q*0LC+mt|TtQxTF=_X*`
z-#j|eh9v<grMkYgm8jae4k_NYIUv>sdI1U$zIJo@Yd73~?q;EvUlhKIrpG*wFhrh&
zP0Q_KfR$WIi5o>^h{z$qPzJvQZb>?Tqkg_a6d*gXcL<RM41wfG%rS0c7aEob=~M?&
zp13q9tLML>`T6r8=|58gq~EBH$a(P_Il!4Q-&n9vPQp?JumC9h=lsTlnSp|cdzl%-
zr(E!(6~Ng?+iKYvX)w=eVxw)xB{s++y(aR?@+wOlohA1}N|GI@<zUZg3H0u53%6VJ
zg-_;nOje5JQ(weqjVa93C}R1`<EZ}GBS(Ayw*W+`t|kMV(4rtiLvj@VJvyJ|joM@2
zSd}l2$6p6rp(dVnvz{o2P+QcSwUz~%3QI1yFJ~lD>P)&a2^vksQX)^fztrh@P@a2>
zdg`i+!(4W(KZdX*+MeX4h0NymXSa~XN*yiZXouEQ&9Je1ob?qdCJ$j$+Y1`w7lK0A
zG6%fWSbI843ikM+RTr#cE(NWMaV6in5zAg8eAXizHemxQ3b`B=lQHG4{zw5_r~jF{
zf8*@Q>d-(t8QfG<Rk+5QoIug(j|(c5j4rP|3ShzJDd!3EieKLij|*(BWPl1>6LFMC
z31DON1|r&5r~yUEJ_;NxqsUgG1%$T~CXFoEl7Yd>mf$6c?`+rz+b6InxrBDyp;`)`
zH3a<EnKLPXR<c>*cyQ+y7F36aVUHF&s4mRbmH-U(P-A7F7>`7!x4-tUV}0cJ{^1kF
zq)(?POz))CBOJr|)@t+IwE0Gm2AlGFnHkLG{S};bOq5lKyIFhLS*;YOj0stLOSQTw
zM|ULx4{w0C`oV__YP)`r`7Fp@Clv5=y>(r&An9YUy-#1x*VGsX=5h@;dK1zZSzrpg
z8w!}P=DrvgAolA{EYU@d+6loNP)#v!WO73m?nQ0_stQojMTfD-*cLDzhTm0|`EKYM
z^Phh*IX!7T*@3!q3b6ud3_;!<NR3_Hms|(*9-Vk1d4~KRc>%ELKpcp?S9$;ZIk1Ts
zdAGO{GI=(VSsKI7>|I>Ki~vW1fzPh87rg(nr(eOzp*ULM2ecPZA;_*(T6Yb=<49oM
zUuH&cvwi1=rXQp>yAnuFJ~wOzbQa;H^%{8Q3uSVm<Qbos;NQ8G*zxik9}qYjMcaTq
zAaw;Y2A&4`7=a&<x9&3|5~D+w^2E!(zo;4Ll-`Td>Ip^^P&A*N_8N}^_^l1_TWTM&
z9)=MhaXTMAd#Wg}p-Fb|30UWrCd1=yxw7L^)#w#>(T~YnQ@}O_AkGfIULlF%s%!*L
zo_zzURzU*iiDg$VqG8+vgeZ$cxsO$ue4}DW*cXxh1o@S9ux;kZWv`>1h1r#Ou_u+9
zZUZ-fkTi~1_nn>}a-9TD9>}z@jYY~|0DFEL57WS}V)s;z_*a$5GWz{pO80M!<g5cK
zjWi8*2WF?C03OKXmm%cwg_%rUzI_i|A;ags6B6=M$WBg3UDuHPuYAK$S+A=g<yi?A
zfWcwjw4=>5`Gf7Nz$op|0`?fi8!#V@wY@VK_?OY}Rc>*p#0~JY(l8Go-IDL1{v=)C
zEe!6LffotezN!SsDz*Kn8~A*~_fdB#_Uq_|o&=LX<xowtz@X{(D4rl$Wxg4;VU<@J
z<cQ<dv8?ogiB3W9fav5Msv1Mpr%K}`Hr|>~$DL%^udwn;$hUe>jcNFgG4$tu)C_mC
z0`@AHzCWtcO@rQrav%qQeKl=@m~x1kqV5UNXe`JFJfqbES$^JM_yB2)kqHvSlyF(y
z)+PDt#lb7R>G!h<4FrDOfc+$z2&h;2;|}Y;I?l1|&&N4Re*PMfZkM>#HwW-J1SP*F
zf(2!-Z$ssOgqwil3IK|zz8nY^SS)(=JwU>|+`J5Bh-@?Xv^EoKZ&J6Nw#_-vr<2p-
z%Lb(#3=f<%mKkwlXB7f;xQLmKBkmk5wb^)NMDo09sRE|MPG&N2C{j<BS!o#a`5DuS
zffjfCf*===gAm0n!YYtJ`BWwrwCeoOu3T<3pRrx@ummW1Q-AnL*?*#gW_<aeu&-hv
z!#}#hA*XQ))Bo9YZi)@<c#ZS<hI^ilQ;)hQh}a8nJJr&wZhgxCLd90$8Bo(ut<4>w
zgRZU<ybhw}`m*gC<oWt?+=tof9kyh7)G-f&<j$DlRwT^nT9H!?DkTrK-OIbi=<tw~
zN7v(8&-x<)YY9ZQ!Mc(k`8C?cbp!d7#?;cGk);Fo&)(-M{0ALKIo}~tN}ZD}b#7>M
zc$Y+49R>z82dfakl}~ZOc1>C+yb5F$(lF;+sgm10*&WP7_Z|_ldIoPdu$MDMvLdQe
z6dv5gD?O`POhH@!{O(ZT+NFT4aw|Ae#lG0b!Yz~b)(zo0g`LDH{K1d<q6#l69G-;E
z5y8q|^Qe#cq{fft6sCxcE5ffo*dFEBus?fph%laNc7SZspFfdQ<Z`WQ#m%B=hZXxa
z<y6aqpyKCOBBVL^A7nids>7*{ClnQ36bKSwM@3e?P(pXtmSzj;m6ah1`#j$W<ef9Y
zTi{?OLK-WUZmbAuI@qc_6|r%CAlVkxx>5Oh5eqsA%}%_3|L(M-xVJ>y+@AQ=iJetF
z!T^*RBpw+dDrBrt%yy<x<f%TeYZTuZ>i4im6&b`>9+)}ec@U)%H!~d6aXq(8X+-Fe
z@x#O%r=1+pMhtIBXHI-!uIg4XckCpk(`^kplkB-@m%(fAhTBH%F@<gL5ruT~s8qiz
zZwg+2&aI1SInLbj{#;v3Wb)GW`5VO*W%jZW0+$u4+srdFpWpR7_E^SwyaX~eI{3<V
z^U`)sQ{5n@w%`);;|B*_oh2=^@79fhGoy}&kMj!?KMm%L+JO39DEnAd0t?5jWAPqq
z0`+ry(e78BqxVEluCJJH6lT#FF!#N73hh*2S49UapVu2}he{&Eiz=;IvO=3Ku4W|r
zKsXAM{Uhc~BM_HB8<gnbX$gkKYv94#`h{7tv#jSHn4Dp_+kq2?PR)24JMMCL+x5kR
z_N}E`7Le2OB6tBhrUNIph0kP>(?ObZogj-qwP$h1b`GR5c9Zi<@H**JWNj-m5$s1c
z^0(-<M%N(1q~yO;L^q0v)*Lav7&d)jlOg-m{P2T`!ffS-SK@!3B3iKg<2b_3-4p-7
z7Ao8Tws^c>vzdS%`kBs@`;pFsPilTkXJ(m{4!sy%Uq}d$OQQ0fYGvOcC)d**IrmzV
zfi1h`7LM@Z@&{FxsF%`KP@*7_rE_!pZg@kv4G)mqb(+KO^^tUOW30xlFXtEu71s_9
zI$a#*Vac2n&9(;@LtL$=xfD0ei)yYo6gi1=ax~rQcN5GW`^5C2ICqrC=;GuirfO$l
zY|j|Q&hshNXp_l0djWG6*2`sYlh1A*LcLVY;BMt|Fkf%`-l|;p?rUDJ&xNK8%sEz>
z$IL!Tyum4XEb%tk=n0c!rY>+qMG#k`UqtNHiyAB;DP-V!%o$j@`|-2BtH&SKwF@^A
zGQkwLPvI~nIVP6Yw1MKEh9GFXXHPe!nWxW=$$h#jG%n7;Xd}}rFhU|aN!O4za&m<J
zm975AS>I&5R582(N}f#yt-cDWnaiAU38Tg~ZxzE2rUeo&hB~JsAL;7Os}xAwx^s`a
z(9UVXb0j{oO5`=WmhcG@*%HJ>Z__d>3xmfYFWv|>imUL)Fm&#`gwW_M(I7y1?B~32
zMKs+<ft1g6UKhJXubY%I&CC0{ITG{om0?q4RdKIQTjt_(m$*c&@YFC>^#Y~KJj0$X
zf<ojpP8tX6cYWN2j7;}0&BqC(Ll^i2pEtfYqu#$0KTO0ZGN6g7sx)uB>S9)iJ0mPw
ziMw=I<1p+5(qlFDTH?904XmoCbcbY8qggpqTj#0iC3lwl%e|sg3u%wd!-^I0UQJY-
zi?ehw+byXGG@XgiXr2KoS%P#niu_$oQY=;VWo9cr9|Aidtn!=E5_jT+$t5;|Qc4pp
zm)#t;HD|g$?sV@ekB$LFH@DrYwCd|6=F18fRcD^?=sPo(f^RDgK>2H~*E-H;b6pb0
zg2K7*Q;op2z%HGmY5FCQUxtU~j76lPUIHg}GS67>Uf9TM`t4vjV5R;gF<sywX5n^|
zv!zM^NCog6c^L3s&5VKHEQkc%V~(O&5Gl~bk$-}pZTV@V3H6fB2K`v4Kc$G~FAuRa
zcP0GCl2e{<C3t_F2@3Hx{C*~AB@0kQ!4AiQN)2o_GBJ{x%sT@I8oZ+`wT~RP)nr(@
zh!ZoGBFbb!%ggUmh|JgvxO{Zejc<i6tXh%02=_4QkmY~N`@(<=R_Ui~me7u13S2K{
z8N8p;Q(<Cb?{WFc>c#vLG3%$VAc{@-2&VkF;pC#k_~ylv!%#xurZdYrI%fU_;`et2
zBFN8gJfVJ26W6{ruifa>$Zpjkrk35|IwiC%5A_Zz3v4^T16E8;udzthc{z4T|HJ4F
zDUS6LFqGh>Z$Xi-(NwgHK5jd`U#F<T#k!dP)!wy-L%FSScDu;6i%D)X6@?TD$z@zZ
zlY~%&OhuZ;luN|8jy6LEgA^r~?Oxe#CF6dL$t?^Su_J@r!$>B^be2x-J)Nh$pR>>N
zoagL6&VTQ>zHiN1-}=_9Z+*Y_{k^|>N#^AqKYis$t`*(kf!2eM;F#EXlZ@s3VC5+i
z$1zIYY^#Nze^y2nw749dxt-&x1$orMUw>rU6S+3?d39BoyrR`@(7wJVO~6Vpfy<@L
zCEqR!h*|dw{ka`yeIl*whg!~=MyFS<URH{l1~d&9fxeGVBsEl<36+y}Tu2gi8s92o
zAua^h%{yp&Qxh?a-kEUG)<|I%x^cv!D5u0vd)WHQEk}%PeHlDE5GxcTfbxDY>A8Hm
zBzdAZ>rMJ3+Oc~FsjF?Olzuz}`n2B9q`>-0?z><*Uo+tpRBcxpRa3LLiq~)(ePon#
z2Z<6M*_IsS=nYxTusX2CKE{jhCE<;xwkX!C)_ih8lTr|bMX3GoMEQC#^{PO64(5s6
zbCcfA;%Vjsmy@TJOD9iRC1V}VloZX2m#J0yws?xAMbi-$gojQl`)$cSjmhx~dQQP{
zJi3S5o#eILyWA2zC7eQ1f9XS;ABmUOGpV(JmNvL1G(@)JRg%<gjgQdulj<I8pnme7
zjE_>Dm#<Dg*43)jU9&kkk$8J!H!9sJcJe?P4pnpO*0q&(U8~`J&qZqZd~TeD5z_AK
zcjfM%aUR{#w4kKe?qs@UN_EyPbKG-l(Lp3<)diwD0ra3lCQt0-oL`)c!&w`r_;Z*@
zuXvQy7WgC5ht=1gI0EHS=<Rm;{k#urrNqr#$KLrsAY)a~jy#YvLD1&)q<T_~!lvE_
zy?t=(lsWd$2YNrUiXvU=ogT={EQQOI><#rdkT&TqYWq=}^1X$Eu=LM`;$mgbnSY@)
zhX0ndwwOo`R|vy<TYUyCssSaQuxLZikHpdWz*humQOM{#aSZqS`}=Q#SZq>S3#*bD
zg!ap|u^^}wp5dsEm{qyX&#7)Rmqd0S2H9AAX?6;R6z3h4rJI}Hj&V(#X>rfznFg6L
zT7l!v3w)Y>WF6NY(g5GJfcmgovSSQkd?r9D<#ch8_4|?@OTD;=#a$qwIs2tcYE@A}
zH`*XGn%B`IGSx*DA#U|Mq9nDG&JQ#wgfR`#ZrKyFE_@25Suuy=^1>=mL$N<mPsYBJ
z9VTl@oGbU;lA?3?=kWC8c>%&QE^O#!M!||>PQ>w4)vH=hFZmnk##m}d@MkB+(2F=Y
z89nvbvHBO~#?yXXh)6%>P}lNcPYr{e*3OQM#uw-cRr}~yS6q}8iHeEW_L_>=w7U%*
zb_kJ1YnN$Q-kYa}9_w>SuUQld1uge+R^D75F}vDaR`?`cPCnKtV^iG$Zj}^T+mT_@
zj;uok74ZlC2#?^{HY@NFnW|^vvJnk}!}$W$164OykD?1qWJR>Z=Juyj>`S`0>0Q@u
z-^m{ody<h}d!T=!ZY?4*fa>g}pr&a##*_|#{)o#y%Kc8(lvtr@!awatgv*RWXNbPf
zZXq#H?k9=1Mq`M*-eJT5i*|Yrm5Q*QGbB(pGJ88VSf21`075oyLp66-F4}5DnCC|_
z4^`~{)z_DJJ9x%j`j~7!R^FJ;K-mh0>aFcsr#53<#)~d9PU%(2-Pwb^i@(5qzOKw;
zo)o%?86P7Hca;@utP+iupq?bH)DhD>3xz{7NEO{uzW$J_7feeP;vfkR7@icG!cFz=
z_8-HyM&vl;w@umP45tWW{V>qTF>_qgedx_7e%b-<HgI3msS!uaMU_-iA`X<#+%tkm
zY`|!cElC@_QU}N``=a{`4njmEW9)drW6O=C7BVZjY>v)Xho0eZv6t*v&^dH3oc8Jk
zDck0(b*+Z<eWp=RU+l9oyZ6F<CM2{o<-VryO#!#2+|*$le?(NV0jWzumQ2=y$`uWg
zqsETG2Qnp$8aiH2TwR}(+4XDleNS(Hew2KWm%|&42CQk{o{z<x&zstu1w|Q`#dEtQ
zyE#p?)aRC7s}|0@*X-aKyqr?o(Zm(3Jf6g(ZW~w=VPC+6qcxH0FCDQ-4gnDet{XNj
z;E7MKo9PVH;53G+&CN9lccQ9=_*ERT$8kJz37@CN>-_Wv*jy3=$HJvQl1q}17o0c?
zwn5q>Ru$y6?6<;9X(UWKe0<qbfl%R)Hoyp&+^(=W>2@Gjfb2m>mF5>9fBrYQaoJp|
zJbi#)P2yo&ejt-izX4EX;%X&c00b3A--oVVti{+o_EQ9bL5*PVc6Qs-hq?IgCpd@J
z{@3W$fZGyc;C@wNw7m8pS7Zox-f5O7)*d0>=R?2doma77cq1`zJ;ybmOS6_~S7(vg
z#%5lBZ$5f+Rx%o(cn(7@%Ut<y*J2mGn3()D;u-wNA67MM*;GN)V?m<u)#K3Wdq6nm
zi<MVJP_q|~0kLd_bEMUE)CB<6eX&%iorrx$=xTxtODz!4{Id`15)d5uYL+d_jNU{d
z0Jz3Ot{Z$Wc&-&7gI{a*no$o=8KeovkW)gC5DAY(ayK;=8zRWx>!(BNqCGZ!EXymc
zZH64C`6J=NI%O5n_`YDi<ZN-PCiRf?{qJ)2FDMSsT}0q&Z740<cmWK|#9*$!?$$G6
zg3p}`(e9?d-?@_@p0&%)x6U=*uZ?5#bNE#86eU;YvDhsXTi4cNF23}Vdd@&YU*WsM
zs4!;dFJ!aRTRfC02jj(cz;Q}I)#r-^PF;KUC-wg5Wd7T~{%qp$HvrJ(!@5qT(1`l-
zo)%pmEyjC0Y+gN+4D;c%B)d-;4XR}{oWy?v>LGKGr|0uox(P0T6q=T03;7$){xuiS
zZlNNJO}EWEbv7F87vlKVKv0u?%scy{U&zs5_(g39y6~0tSt+x)^$XLO+C@Q5Bzj<X
zsJ?e+MoQqookjEnQfwI0;;&7M#J6>)$w=0s;Oe4b4Z<6yJq86THs)Z}KU_+fkSe~T
z^=8^1LuuNvOx>fk8>`O=qO$KQM$MXoH+IV$ASdPmgtsj7Vwl&JNk%$hRC~ygfnWt$
zf@uENu(`)fNr0N?;8xxxb^P)opKv(Og0<~jFm7B0(3Jea+~QRLA`GH{x>7Y>#;cS=
zBYu|CiXVb4^V<Rh-2=zgi2P5jf7(R&&rj5=WN4*8i6dY$_}9IxUR?q*AJyEzHR3eL
zT1gw<_iuCoNa(RQ%6>n>dQa3VfVdfZ84xyMYrqm^oj|V!+dAH^YOt+?bhH1|!Ym;`
zu2W@2jN7A}ktbyxa^%plkyA}~ggU37-{Lr#a=_)d`8i&9*5)O~-sii?a18%5qK>vO
z5Qzb*VqR;iVpqtd_YjYzU0G`+YE&}(p_1K(U7dyrN;<p-doF+GlcXyHqRFL*wP^A`
zDMmP*=u9|aPsKARJz|3d&qGVxP}LeoxZsA$b`=_OZw;d~TYL%jyt~CbHFdlN>;>zk
z1Q~bg6Mfd^QPmuE^@ky5PNoDGC0_ZX{;Rc}<Cnq*V7>Am%3oez|Ix}gK?xyKN<^_B
zOCi<c!h)k<jhW@gb;!e-%dT`LsOjB(iyJzJ#jtL;vQFW?{z6Vxn@IX?wf|+cPaMDX
z5+UO*-p-W!T9O0{WUBJrpc;j`s)<_}8fcw-D<XvE!-zXL$<#pa?B3)5piS}mHn#9p
zAckbhJf;9Lt7HrWO}c&J_%_|%w<1X75-TP3&8^reosxN2NOocI`Nt&Vm!r#8!CF$|
z#Ty+_?#??+xL~V3O9>~;%k>Irp+_0nT{Cf?I6!<BGHTj|kh1WRYt5@znJ-k5-P+I`
zwUyP#cnIi#(YQfr=4JK+Ouyn$nYS1If5~4PmjDD4jGTdZtC|@N*E<N&9-|M^fwzR3
zi19?qMUi`Akj;?~3s?IElKA~mXSWs3QCDmmi>r3AdgxW{pVktBUwU1hKkvMKY677o
zaLR2M!FX^Amj#@aixarQs=c`O5!h!p@rQx~ibe#ryVueIqlo>4Hv7ScRzS`D|26DG
z^4G_wS@vO(v=BDsgKC56M`jRRa=BX-31y^S$4G6pv%UN4`C)(rB1Z`)%&$3^A(EK;
e<}RfUNvMyi2wNt2t1<y<yw76ZU}wswSN{MlKD1*1

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-86-Attention Matrix Visualization.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-86-Attention Matrix Visualization.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..94cb9e8acf4689cfb74c14ae5ef8fe744da7f54a
GIT binary patch
literal 53010
zcmd422UL?=w>BCC0YRh}X;DE%s?vKz1w;g-2uf8zX#&zaLFqLD0t!e}x)35l=n#4l
z>Ag$ukWd4p+!y!W=llM1#~J6p_rG_HgX0yFyk*TfpY_Z+pS407CH)35JW$h61Cfz|
zKxDu_5NQH*7eq}-Nkw^<nu?0*+&OBR^DK1dX=%@2WMZag;o$`H@^Er<U*Z?Ne(8!Z
zA2+vv%njk2w<IMc!Pn)KWW^OlB_zd9Z$ftN+`03#=Q-%;IK(e=Ul#v={6ne-F;brq
zKl7ZN><Z`%BN;g(8L1fr2F7`o?9UJA?;o-=<P>Kqsi@D<&;lo*7(i#p$jQ%8ke@wE
zK>?f{0DKOjU_8ro`IZVLv+i@MD=sYJZ{ojD^W7<KVAbox@Jm>_zCB07#?En(^Xj$h
z0yhLDrKDwK<>c?)Q&m&Hukk?N;IX06lc&a3)-PV#*xK2<xqEnedHeVVhlGZOM?^*?
zB)(5dPWkXL^=oEUc1~_y{<j|`rKqy<ipr|SrskH`w)T#n{R4wT!y}_(<Fj+~3yVw3
zE30eRo!!0tgG1cW@u^*8Ao9P=0{;KYu>WKiBVgAV3JP)xs#Ckj&UgU_IU~i{%eN?*
zRCKAHyD(o7e?!f3C;m%u!#O?)Jq)X*Yab08zvS#y?5SygEc@Rx?Ct+6%l^Z#f7vw-
zI!{gp1dp5%1OXi$3w#Zt`Tz4+Ry3J66KY5<8{y1<f3^85|IYkWPred}wQqzE%hg0X
zho-c!TT9EOU1}g6??9B_lMS^AYBIIQCOzX|oa7Af$!)M;F01^VR9tCwuz7>nDR4aj
zT@Mw8;m#p7Kc9&b_@8&Am8N>Ikj)xd<0Wy+JndYP77Q@>$+za+BW3!&V)G>q#&~l-
zY;@yta|U&)ru(%M9f(~}-ZHF)Y7lzah{%S^@<!Gl7-`o}-Byf#Gvj-RSEB=Ymg=g4
zSpEkdx8{x13_%6w8T_I!Gc?SY^?9Z3@N1S;FTeYD8baLVI&|?P>rscsJI-<DJgM7F
zWkkO3XPx(aD5~H4Pn)YlFwDVw9iQo+P)VYCa1zZf-norsoTb)IsW-1a3fu?|1H)IN
zRs=v_qyFa|d7_(_Yf4kc-RaM__f=)YWIcoZ%>BIgnf?M!-%Tdi-wWZ*v_J7v)TZR+
zN>d)+S_NL!FGx;m9>OJ=zgMscZsT-~cgy{ie@nOHAr?LuD77}umhW6-n{1q2KpD1n
zHOXayFB@drr^*7-{U3BZ<}rC(+UH&!t9Go<gQ#+jZ%ll%$DLYhu8Q?*h<3|#;N^34
z){jtkg7nV0ER<c41IL1VKgI5GCWWw<_0*l~)!?$as3%UR7u;;@(H7z4F1u`%XL9dH
zC*$29MDH?()MDL5++$wktfSZ?Sj+LAkc$KNTiGQt1J-U(+k;I-F3e76!{LZmN8a?z
z)RbUmm*?yUffd=$7ZT0;MNpeGhniK7o>xY+x=kq2|9<W8lSu8rF7JL^{stwk+Wk?Y
zhO9d0^-tw+IF1o%4e_jj%*B@0(c;3t;&!^I-x@JkoaLaHzX;hDRmW3J2Pw5iA#L1P
z7YmJU%6h-Jz0&lB!uoL(NZ{-LhexKQ^&>J>mjCjgx-}2xu_e;P^{yer(`x6yf>-cG
z67Z81BeGc}OkQEN|5HG=2~z1GAY*iMXLsjtJ!*fw+Pxy8;L5G>J1LJ|yO`g_G@12F
zstzg26!q9R=QRZI2X&STe`}M|AK)D%`{IbThcM!LRQqeBSbmH@+z?B3aHSEIy|f&)
zuiIa|DP=}u5)#$F(~uK*rg^=BaLa_YKZxzW;@;vKtrs47-foXdO5&z9BfknnzLvOn
z{bUC5YD8k5ptq}v5k=<N9kD;EfA~s1zgq(Lh$?ZV%BI<Znq$wzg27fd%xz&zN7nM=
zGL15Zb!D15u{F`OODtk*uR86T%0g{qw~6AyQcW3{X0=MK8nd<|XI)b>l;h*Hm2qd<
z?(zkyXO!~<Ezb<<Qdkp|Wq*cl)$RVc&RD{FhmGi^_Zhd9kG5BD^M3O+QkaL*wag*U
zS*+@j)jjEmEIu@K&D~|~8?e~wrAqdv$8x7kbHP>Wt~&2Uo)<3k8B2t9QUtQDp=Qmm
z>0_4XwZbD<So%GXQ<E9>3FORs3MQ-OOCgN!RE{5!=Y5UoB~!h48q|ybhbfl+fnZKf
zNoUryx_yh2G1U`T=B6wpLx4PPxK0G8b8nbk!y&&2sW?lUUHH7&N&Dun`#eVtvWO|Z
zmT}SY0`pZ*uPEn@Cxr)F(iIJ@x0TejRlWK3SCUB}n$ih@7>4!N>$gZC+qP>I6U}Xj
z8TZM-54LS;2T)L$uVmG^C>vBs+KJlSdDcq>XV0rsEW`z7yeC^P)uS=~FDHR@koY@a
zUZLd~#um)ZNVAN*Q{pTaA&@9@ZF%Eii*97cMGy%jY}Ct6mP%zHYnes99knAC>Prm&
zqVml)wYHf}e$cDGwxRO!`AS7;Es!40i@oWD1Y%NW;XFGWJ;$ZCYgJbLk}CJrJijl4
z&_v4C2+TY9aX(%M>(+=_VagsF&e%Hix*79L9ad$6CV?!bYeNH9KA-(3hh(*9D+vW*
zby~D&Z=Z;(csct>OpDa?WmVh^PA@)YgtZ1KY`~07M*z3bk~hkNyu+Fx`-A%ajB_}=
z)eET4d4)^mH3{R=bn%x=pNEe~k`4Yt(T`1VB1NyRzs2yGXmAOC>1KD5>oP8a%(<FD
znm)O_YVv8FBurPd_W<~NoQG3TDIZ8N>kquF;rMmc>(zIj9Oo<g<w6&^6Ju-1R?TJ_
z9iTLbq|NT&Z=LzmzkW}fn!deuJ+Gbb&B%BS@uELu&H;G_r>|n*N9#XhZ<`;)A<*GA
z^_}bbB+Z5*kMt)$EZiKf@+2%hS+`B$c13J<&nuVFUMhqh@B7k6RE$`iMl>eLo9$p)
z;BeaHMg^*Vp(<t*tQ&vy*dlmZkOT@zsUM#9PeTer`*J##VO2VVP{Hk)BqZ&32nIov
z)v|_qWjf4AT74~G?hWAL!?KWV4Gy<2CHX#5Q4%2U47`GW9NqNDUjA_`>Ua(F^~09(
zFHVp)JwN>6LEbB6`4#xs@Qg!0YPn)3<(GG1ii5Nq-_oiX9CocA;m`g}3vqj3RQPE!
ztE{-|O^N-M*Sq+;!|rJEl`hJV<m0kj$k^Wc4es)-ATHCx74_xYT!G}+<m`ERCI>fK
zlY#&y{s?2*G^ofS_tr96Wv14b=e7A+tP}FvT53-4oPvO(N30@Wd4g*KpF1D^u;}3b
ztP0*0fzEm1uhdD^_3!7+hikLFHIYkZx8hI7+?Q?RO<F~@*;k<u+YvdvPIwtF*J#`R
z=mEznQMktwSS<hr_Q*PR?{e*618l(in+~o{C$~#A`m{Mh`STZ&XneXQ%tnIz)iFyV
zYD)Bt4~k7E!(LJIpFMc1z5G0}UP;T%7#t;uq+h|TzVnwJS&lk0n&3yb;o1_XVG*cQ
zP=G;3Z+bX0OgwG*t)=t8hCaHZP_gvk4Ox-$nEBJpEXAUG`|LjlYnOLPn>-{qvs^y$
z!LDgt`?EJ*3UE_jL;5IXkyRqsh;@HvKXU(~V<ywI)Q<&|e9&9y8T#k#OF>E(qB67A
z%BqHw9P^(lpE!JIjxR4JqI~~$Y}R!a&=@ss!fPu2k#Jl}b07!Sslfd^j`GA@y6Cyz
zgvVHdZ2b$lE7c?rJ7DW!sF;z~P{!iRRQj7fH&eJY`0}<JkhgF?Sd*q{)`4wFhxV=U
zF;VM;@ihU7B|dI^XZl+K@?4Bs@r6(M4LPebbSOGruCQ}g2ar>|g>4BC&i(9FQ_5JZ
zUt{W4u|xKlhWCh!*bk+HMYTZG4DtcU`0pl&VGk*Yi~S9!7+-z2R=#SNRcI6~IdC=4
zvts>2I|Xz4G6rd=B-B|ab*J;|N@`4Um&=Ri-_)fhpIQ5O^YQz7;%&)OfT>gRyTcQL
zfvN87x26rOxA@XG@px&DxGUuLx$9=HexEFTEtvQCJroLh?GPJa(^zHH%s*6QJmn8T
zu0~lU{U!|W@jr`s?UFi$6LC#kNgec5>5ga1zd0}(9Ly*OviUy0`<Y(rA3iJGw9zZ=
zm-MT>gP-fC?$m5`Rk~#?)q@+j3uW?F*Xy@@@zm+E&_$=Ta6U-HXL`QA8r{4JZ@5OH
zHpU#5xoUnX>1)(o#@%I=m;@CLs@H8CMI*Cy#b?adl({P~`(=^e#=a*!L9}&<7tc0q
zAHfkm$;I=u1tJy=kJeK!e6jQT{Gju7B-_0vYSv7p3!ZSN^wd2IGL>%*M9CpVyS&vO
zt7V4_S5fKAuNTQWEER0d1Su&4wF77mDUKVO4IB0c6LRgT(fw&Xv5DJ`#LEOI&E9y_
z9DfFTm?}M2zLB2nr5MKB+#^jrEZ3tI*`Mbp^9J?^&Z=X6*2sX7y-{l_UEa=3W8iuS
zs}$_)l$?ps((cAn7{$Itmuv2ni}@U9keo%tvCP5Y8<diw4vV-3$E_M9%8UHnIptai
z=Wl<d=W{bm-X#x){Z%q)6_hADlBxSj4uEnXasAE4t-+;QsyWtlW7r#%iJfqf^WB!6
zCj07atN6E>69^w<NDXvegi58XA4Lyx@It>(VbNE2!WOI4pO?;Xxy_><B)REI0=4*#
zM0;$?t|Gl7&(>y2n=$&8gLSmSYK7g4APvNugNj;i9<1A;C?%HLQ9nl_>NOJ7C=J|O
zJpa!sfBpN1xkhkYfj%zY0Z|%wu}`wPR>m^^YSZkY7ueqgD7*py6Ix61%+;~WP11~0
z-DR$;1B&m2L-@WkJxf~AA>S$7-bBYj_JnPrhleCk*`PdI{QRcLTn21TjCtk2@byy@
zO)>{N6^<AF)=t;uUOl4v{!go-$E^9(_h=|A+THyY+2BFoZ=FMl_z_GO$fu{-<jd?#
zL>(BbwVyu1`M8GZ&Nh?N&B_%A@}}`d+i7;JObjYbE*Z)=)xnd_MXPXw4i%U_Pb4=h
zLjo!J#@^ITyMtrCDGr^9ke?6ENwm(S<p|wKnP(O(c#5<BmL6pAJCG}nJQw#oXUfik
z-o3zN&~|yJ^M{PVqy{;LvYPW}F9emQS|&eNUzI#FLkq2h+YkMvBfN|0@4L;=$*uA*
z;YwLwdQ$gUpU3Ft=+#m<BQCbo&wEb+)b~{GWcMeRZBN;Kq|rx;VsYLW8u%9^b>i%H
z>_VtNTi-a0Hf`5+<P8brZQ1P^pHAdhzs*_4f%S^s@R*|W*SE1c5OHyP)vJ!0wG<}<
zYY%NiA9^Dt>w5j~&VeJ7nM}u8>}IDfXdUcOb(-GNolvR-zd=6K4L$Q8B{zkVP%?HT
z3ZZy?cB!(e?8IbJw*2kH#oeq|vpQvDT^{P$uc0i8ki2zyo}_6QXJ?+BQKTP>2ni%|
z=PeDvr)TyyH@|U8q|`~RW|MJB=$?i2aEsGM={(28#h2XHycZ_-+N4%y=sYGw+#2UM
zs;qrYlM_&=mIQ$_H`uqWc8MN~(lZP;<+zUl$d1{7Cp|7!JU_;%kC=)il8IY>#H3X;
zZK;UPgFZ25)Q1rH<O1)*#5<71jQK`*Ao|1S3v2&$4mHRY1eRGN!02)LaA|eG6}o;k
z{%GMmdGhV?TD{6`PFq)RSR-dfJoDM)C8pwHS+c4aq5;`bAh-h8Fh|EJq9rD|?)}mX
zQ`kq>t-$R`HC-0Sg$r*fuM-~Hb7t*2Gx=04`}uv0w$3z#2WwKMzfm=&JKp&#F1oR*
zVo-$f*_0!L^*e!jr~9o?&M_R+xzM5RCO}yQc0D<5ZZsywChgjr!8q6g#2B>yk4mN(
zJRcV<>1pg7BZ*Nxh!@{}!F}Y@j!z?j?ntdnUmX68We<Pl;o$bZGC~eKCA$#lQ;=E&
zr!2@Z9X0*z?R3R<5`5<t(2sc%p%>PVM}kn4&B^_x!_~0I-4`G?q0G0rf{ljxzhlkD
zagFsR6Avxl8V0?wzPsn7>?Aw)Irt7P+l|7lX<kciF8(ebtvLs8c(#rA%q;6h+4$mi
zxCcT-d79{6rB}YS<m%JWKA*q9iOTgC!roaeYpCOMNG`l$S|3{0>T;;wGm#DQsAKHM
zTjWlf$wYcoJF3atzWn6*SaD^CVt~+h9w8VeJOt%TH)W=gheJLZ?l*W8=>?y9r+vSZ
z7u{b?*8l&yX5uuVO!4rckDYijSSK*CQf5rpN^=_b`9MhDe-=QeP6APf)sjGWw@Qx0
zaKrDiZxm$S7!Kjd@?*1;Me+jK^{xd8^ySbPpMtmjUtZZ0k^048<Lt=;;r`b`ZRlBs
z5%fyHF#0M9#0mN51$G9TxwcD>(BJZ7o7JfBjl#~(()kg?ryNKio<ApE7|~d6OPyII
zO4f!ntxKL{G}L%rdC$4y96nN2=rFIK&}F=KRC@IAb*F-L%w;*=q#kdh2Uzw9#amY2
zI_3k+*(>xO+P!6`h(m|odwxTK@2Nq|<FRd@EZJ>yCBU{gpe4Dxg#v8rJGJybUJad`
zI}kq}5?%go?c2X)p?fp}gEoQz#_K&n1m68)D&${=A24r-A@sKVC>Qs^pG2{15P9qj
z?(RMbbPV=DwnJmVm~e-gJ>_+1F0OCm`Y80&D<VyUy49%|9TvNc%b2C`YuW6vQjz0w
z4AhfB7fg5@GI8N<1zJTo3C-eRr@h5NzO?QH@(#f~73Er;WnDqn=n~1;`#%*st%kjH
zt7=|*t6T6vFd6F>@BVf#3G|P%(a)7zp-*!s53Z<WHJ+NmhlHM5p-Ghd_rHN~eGjlt
zaT~4p%s_e8dmDd6o&+M$SB)&7=QRP}1lFi4D-DxCr}0z%=UgwpzN#88BEzN^F}%xp
z2Rv_B$6JPYfn_%CL!zp?9?<#;WZiZ3IU8{u*80^w`>dy_&>g2fn?k3<Os`sRu`ppp
z)wuvs#|Ju`_QP$PZuhRhC_sp)F#t$^dG{#*E4$X1g`&vhE9quwO5v{$GNZ8D|M(Vu
zvIuQWBr*`7r;ypPz<xWf)o%O~w)du6^*soIM%aVXP@uMmO2g>Orxx=R0YM}nh<EXJ
z0p<b0>ju>sEj7Nd?zht+MlgCR2lQWY8umob5}@}n1Y#yQPU<7?IAxM<1X;x9aN-xK
zUI#|4>T7<<$7VzGbz(yvP@IY)-GQ0mQvbZJbca&2)^6F#8~)?nE+FpfBoJ^ziv$uV
zRzUxKnW%>qeZ+yt-~h}RFyo%oDMV1n4rpr%k&zCtV)Ks`0G@32znS$|H1dAtv`DV;
z13m<1#ilc0V)m(X%unZ>$?2Q}PW>~<L<XIBzt*?`z5qh;=fq6lZ+GaglT%aw<20q|
z_cYiU8tAK4FstL9ADUri&GW}<kDN(j{j>TDXN@#_F0K==W4R5@MN=Ec8~2*HuZ)3d
zW8&`TEu_fYD9C5!wJF}bM?PF*G*1^p<iKi&&UeXOz+HRdbU*?zY|x){Rzd~K35oMP
z$KYiWs9t~sYRtDMGGRTdbF^~Sl%*2ZhM$o)AJ~#VTX3aRzr=~OIz{K{e2_nwF&IE>
zZ>B5NHaqaYQpmpujx}lVul<d%X*L`-s#2Vmmgn}>6}X(t|BO=m_5F@zlxNi)T$|~D
z)u6EQWmBcn(6`0KF*X#z6N8*d+B%kthPQ??M&4+e-zCHY;}KvcfqrvC@mkjpATa0(
z6ixzx<^kaa7(sKu%M`bf6(m>XK#h;Ho#YG#-tAv8hCPrys_!{;D91SzSU3cd4~Xq^
zg;i7~T{wCIda`irqAMV~Wh&STrIjBS_?p%G-|LX?7<@T_?xtJ5FFs}|h~@?v)fcK&
z&D&?Micn>Pe53*Px!OHIYygUbFEp#wBN9k@T%9NU;G8po+DOX`XA!h}3);*ssi!xh
z6=!xY`)fjwW#8?uVblvX^d!(_`Uv#?&df2nE@p(NF%2VuOecUuC|O5M0=)}wwm3d=
zCXnSTbCN(E3IN%yr$JZLD)OL=8DZCP0_(uwHx)50EV^o6@+^UxfLRV43EknJf{r{v
z@7>bJjS$t5;n4kVD1j}Bs=4QgNff<aXmQMuj|ZrlucrxpcpaEmOce!CR-Qe`+wKqG
z?&Q?cwM|)a7R%&>52m+NS@dWlO%H=fpoJ1#BC(+tx`FC5Qktbd5}xKKfxf$gPej}-
z>zE6u3A-}0;rJ*$5@_@efT24@-4#7y;GG))3q7ZW6KJX*45!q`6p%oyk!p6fi1Q&|
zql};XMLsc?CV}F)Oi3W53}USTTaJ$yUncm}-XpR-hD34%-T*$mJ_{#!l#oDunr0nq
z4xv~bd?e&N;0pwt7-hV5lDgFRYRhBZ>yECbsz>@A%NV`B+xAyEvOo87rK4c@6b0}J
zg~n-c!W&J!k*%4;uXm3O4lH)eUO_hKt`oxq(V>t9Cu}YuB%By*`iOXIMTanRx2O=w
zC|Wu$Jm0iqa_uvvQIFObcw;wc`XhxQLO@oIb?mB#RZmRemVb1Sa?beBz}k{Uc}XH9
z^=3=$`U(jYW>+#h9dj$Dc@r>z^V7W88M_RzvTKh-w%-M=EviG*cv@_6Mi0~OVan2S
zCLJYAnu>pN$824Pbyw!=zy3I8Txz3b;${VeA!=RrXX-ofm=S!x0iY#jJ^U3CDB(pW
z2~+|7n71!>bk-a?LIs3T3o^@&PZR+Yn($q(=gQRs>0f%CqVDqKf4AyoIH+MJzVTLt
zp^_qi&S$y)<l|Nib^oLef6qaO+A4SP`nGv!KD1qQn^=J+zIEtUCQtWQc0T@7vVFdQ
zZiBu6=#9_d#Bt%kaN4NH1=QIpE_bG;WDXp&vDXuREE=4%R{qr?LL`04@r92_`^f~l
z#-$y350~H5MCVOT0*R79CpVEw*cbqoG$swPC@;3+i*1fygMe&y&YsAOX$vBON)af{
z_-r4<N9PYIb_zlCit}%bBz2-P*hf6>4LEMuge~dp-&tbjNFnt5j<8~%SZK_{sq796
z4M#MRletX7#?JqU>l)~FnaTCdoG$=_9a7Dz?ag_6_m;~(S--`K=^9J-fS5*?j~`Lh
z6uETC?tMGBrf)@-PA_A*-OwYuRLJ|DY~h#$!l!WQoKQfBA%gH|fAw!B>#1Jh?i3+w
zUQsXXUS53ih`Ad=e)PBtO4N+aCA<X#bAdJb7Wq7?2zywXz;}Iw4!&+?@F^eP&DkMe
zL<l!tuj9jzKv8>}e9dmgQxo>k>hh|$N@><BWMDn2d9y>`-R(#UY1Hp#o&7e0vjM)@
zzULaQRoT@V+eqC@Hz@Q$#{~jY(b~k!*v>Eo>J+6TQp6t=k=f92DWh&^LcwCn+h6H@
z@l||TdtXg-(uLb{d|0U-e|=e;SH2bTBT#Z!Rs~3W;_W2X0>s*@Dv<kY;GFBuwfH6n
zc60gOz5IQyO*i!?mrdb&ZplhP``4<RsZ7_6GPuesN0OKhEUl^Y%U{`Wxhn9Yv)z0f
zlm&6|c3;YSa_#Pm78$tvKtjL+`^dXnIu^c<v=2>K4b9iI?7KDVNuV8OTohz=6}?B9
zIa@90FW>)kRIpIHIU|TtE*k^Ehbr?yM+TrPbOv~ii*@w%%nGqFvo7nqBTDRcCAkbp
zZGoNvDfmTPokFe7z0{v=+8V|RwoB1&TIGX4R^wc$VV`?iqmlLS@LeJMK_Z8!l{w{a
zc^E<ur{{**)_T0g|AE{0D4YaB7!bh>Kv-jVA^X=Kaork#NITfB4Ad>Lir8K4-H<ZV
zn^7Ogs;kt<5Wpsd(iSg&XKnL#Xk!n&ik<3u|60p2SJk2RN~%&(Gq@%|V$}@8gGRhw
zfz0i9i$fO}(7%S0M6(KQv{Z8nO|eE1Qknq{T9~a6pyIQgx$&+`e(_2Sb7CBUe$l{D
z3e9M1E;dkV7U-ZkD#hTR7Qr|AI6SYY%%oaoQ0uK}eJVV`j3vnWG4Vi2!ra-%<{Qqc
ztx7r<Io*b6^SXozv&@ljS|-1&-Z|4>l4h6lF<U`)=M$v41WsY*r^!G9wS_*xBJnWD
z1rlfyNTjzP1kXKbdn<|~fs%`%E0%@c14MOrICM*g1p3-vg23N%xQi1;&V!jOR^3*|
zwPRWI?5m=aVmf}dW)?6W4ZliVj>O+UtoC__Ep?x0qf<JV@3J*9C)T%Ra}wF-*+V;n
zQHVv_{U$xU;d25k>rz8JO18}Ru)wjpuGK}uSbB1gyg?b&;5{?PX)Ar0?8%nmoOfyb
z+D)*aGF;l1bF1}Ekne9`k!cb}=HT5<0;vJT|G4pR_L0-aScMy7U$<iOl-fc{3EC@L
z@f%hZ@885Eyn%r~xm3MG%tKl15*<=s426EmI67Nf81E#0wp|Vq>Ru%^Zbt%LaG$7r
zr}${~mcsSJpa>V-9^T;%W;?V-tH9fS?L=ePNUeDA=|ZqhMDgt`K!r#!k}X`Cj^t8N
zH$2G*{k_c~6N#6(kSToU;-RGL*S*PHiYVt0$U=!X?5`A=f@viR!DvuHKQuK;k5Z>!
z#3b-kB`;SZbO566c!>oQf}atSSU;^^GdpYFbrF3Yx}cvzY-EQVvtEx>R4piv+*Fj9
zojo(H0sf@8TeKLd3{Mhk0w1v~0Xa9chZt&57-11x_2K!hbZRwynUR!6-M#oUjiJPV
zb9+-zi$1)W<17ip*x~4!Qk>}Eb;hxSM}>8Ac?YSCEg_%ZrUWtwf}M#MQr+T9{o8FH
zVOQJtNz0MH&?h`j`C4bLiH5`1@u}>7&El<`pb%4DmyAl}y<sU?Nyls3k19wYeaDNg
zRQ~ROr)SuKi5x;{USp<80+l>QN13!W5j35@IUPIYE!mZ5s^*PdbeYDh47%T)qka17
zOXRywwv6Y(Jz(9$HC2aouU&g6trS<sW>#6MnbNO!?bHHOIH{g-oPt3OrjWB5m#Ggk
zI1xy_%$@cew)iuLN+sq3M6jB-(q&HU?Qz@}uVB|#iyBYdU+TvYr5F=S(3ayyT3*85
znP5yXUXlbVDuW*1u!pjE!;FAornWUH^D>C+^?h8<c%Bp~(FT4)5Ts{WCNemO!S{!I
zNFY@aqq3iPuR$3s`hkTQ-<TV$eb~U{LF-V$QuRvY9>K4f6A~jLNe_6|gXfsp(Tl=Q
z`S~cUvHDAY1%&GzQ3mtyzWS$w*6Tc;3(z-3he)X*4U~sl)VDqbUWa+HNXOjPVPn<o
zanr~USJN&s#?N%YG5bCC+eOaG9hsd0H|oPif3<PHPAf>p<w54c($j%C`-?}1Ajw);
z^b}wWZ?&b)&G@I$X}XLV7F9t(7og{(G&*El#zk*=%9)YXU2>?pT9lWXlXl)q;HmEB
zxl7h@P{FN2rY$99in?Sur?+H6trdn&3pBf(@UUQQ%&wWScenv@pd_fq&1a_Svf7={
zjavh$Yk0=ON$=oBHqNAJx~2mD7^>+Pmf2|Tmr2*Q?N|-F%%zLZrr=XF=}*W{3#+K$
zMvEO8fIJ%Sl0Yi?8|a0qQRpbA4&l53FB4Gypj+VwOyFa>7vOmb9}=kgi=xGxl3ve~
z0e{FBby|C`-|g1#Us%TQR^ZR!1!Lq7BWmR4KFMfe`G?DseG`3No2l@2CD?!%_b&xX
zcJ{N+7kx10mQHA(M{f(@(t`bFIR-w)6^7nkAA%rE(`tWxO@3FlvUldSFXt|j8?PoW
zg__Dqaqx7`bPV%4&5P@aBNOZ9G54o^woPHplhDSxA@7xMP%PHO04*9OnXs&p>8hmO
zju{=?5+|C$$F0ZZXJvSWLVpa^xD~E2dB+WJYrh?F=wwY(t@t5kk%o~PHl1n8_C7x|
zdFNUfkE}wY?|o^q@{Et&LfxfMN*vI-HY9Xd717da4%vO_A8^qMzwWf7agnF`u+aX2
z@ssg%OJv~k=aunUEcgusb>7^h%Td6chg@_~_Mjax69U<JSPDDjI+e#-aeR8=dN`*!
zF3FM;e%J917N3b)qpM*Wid#K{84f>iKmhnV?~_0-=smtC!(R7iE+o89P>9<r{j}<k
zzW$E__h0?KQW?I<mUuVaCqiHOBM0(&Kat5h`W{NU$|4Sl5a~?WnF}FH9KjWg*nXy$
zwg@*SbSHjW9Y@AE?NcKi@kz}0Ze5(buwj#t^raB5OdQ5&N6*fbe*lQ#AyxOzF1nLr
zHABLzi-qhbuBkyf@MiyPc}0SWUx5wN_*CO-EF|yXpvW$e%|110Gt(R1;^kW#Tlm(X
z^j64)rkwc<hk=#PlwUW^K0mt<qz`)_0IZO90AkINs5Jb58cLux2o%Jm9}n%vA#%(S
zaR{q;mcr_!_vxF@_j{K0fVy(W6am=);CReXlv@27tC#!IXY`}&P?anK(#Tmm6D1-w
z!)$MOs5d5dEX>xIbkBL4dp-kL`p$l3V&^*;C|o)CawsI#q^(Rr82s+H+v+IMqgvHn
zP=kA`@MHKKfyRQ#`{nk7FzYals5uR?@tgI#uxy91M#sX<-<BLLoL~6rK&&DxM~}C3
zBv5fSO&J{U`y;4Y!?n2^S%WXmzr7iFkB6)$Flj(nRf<c5VqsycTj#V$V!=fNg8-V#
z&r)DI7oa@eR&Q_LnPl+8x56l(?fP?Kga8?0w7pIkdPjQ?db~7q%vdBydl<9b4AjmS
zlc&#PMS~8@ra4DMo)0)>i58o-YTnT?<py`7+@aK3K$@VQTJ;V5Y@}Oxe%sdoHeHUj
zDmv?NH(SI*P(vbqI8nl#OY?+>b9%y{=EQOC41dMNqoc!bw6m*iFl+3&3Rt_tWyi&5
z+wJ_z1FXG$kJ}3)mc5)Se|o1idiiD`ZHjEiBfbwI3|e_cT<?b~-o$I^mSe)ozd0lu
z!=t30i0XCJw2L@q3cfjE0;tM1dn3~?xj;jRJG>cv#JGiCFSR)4d4kP7ty<8hMT=^-
z5e`@%yrMKi@Bln>Hy;nAbH27F<Y_D0XJ?8+N5oZu8!T}pjj?l5KPpkxCv4ePVjrEA
z#mUx#H=nwAL(GOy)xdOOu}>ah82yBqFm5$qCt}-Kr*6z8SD8spbxRp)JZT6JGl5=I
z&!;n>yQGTRi1Tr*=*czZESXahG;?dJ3j4?s$&#Y$W51nF{?6594`D1=$yz98yY=y-
zRhBR>JF3s=<BKO7{ljYJ<j>C}2*sCRQeq?(Wcv4<8OG^kL>2?SGFeCJd}%<cd`-;x
zFmI?^8zV;JZ7)U(G>?`VTFw1($v&gc+L!b5YA(06LK%U+TAH4aTqU^d&j%<D@Menx
zy5J+k^N0sGHF!9l%IKE8#NPtQR@?c68tA51fbLoGs!!g!q3>2~V6uGnkBwiEmHawt
zEq5_(L{$y+#$`8vx{Yj%@6Z_ZzkGac{&A^Gs(Ofr3|7!PyxBKI#_L_%;zW~E2){Z0
za0yjP5Hl{vN@x0ceT&@dXka@C;%;=kwK;I5+_u1=e>7aTw%e^0*z40`&K)358}Zvs
zT%+#x{l?{ibra5<Pn3vUvnQrSj#~_wZ$^00KM{R8@n%1KrV=)M7R(v2?>S9uUA*IZ
z?ff3v@!fgY2|o1o^&8G8$uzMA(|Tx$_sS&E#RR)~SWUta9!uYA9D(>NSCT;HdIk?t
zqh1Y5ac31-dVhwt&|-RsRbznl*#*<rF`uUM3&$K%RgXv4hNG;`uUGPGSG)?)K^kYz
z!H*b;oX`<X2!RDP39fN~)3XYcc475g5^U%8;MDdB-Wg&HxJ2Est+go{lP0H7E0`j4
zx7@-oDl7$If=eYHuNyM2me5ZcyM2Ix!>vpPjr6kOf39_WFu&RR5-S#-HSjD$)+{?t
zYlj?`^rj8`099z4d^{7r+%NheVkz=bRh$Y(6aANq2zkMD)-4@{f%e_LSusxK6hb6W
zCO}H=P}lUG+l>j3CYtY$tsFlt3(p*1EsMIxwu*8aJmfz~(7@XhF0bly+KVne$V@2y
z^%UCS{vD_eCE>>$d5XYX;PZ;5ciy}V5XayFbjM5>vO#|;cF@y6+ehYgPR`L2C@Y`i
zJw0^@Q_SAT#zY6BWX_CFeg`6k^@-<yRjTQ^J`OkjVl_+m@}#*ebtZCO$S<e(BC5PB
z=9>`Id%<Iy1X?SauVo!v&DnDK_Txb-g|T62hG>dzq9J{@q={iCmEb7%u}7E2To;ow
zqqqH`W|-|<!mI&R;#D;c-l1|;WmN}pgK@h9iL8FhN({Ddi|B1WXmZ~uCbpuT=+S24
zt=~HSGSxi*(wqz(`^^%k@m%?pt=|O*!k3jL`+;!Y(0gsS2bg_ym?DqzN2kqemy<QF
zI{lC{*VzGwI{5>JC%njlRsnRFV-MM(tpTb*dcYZ}z>2`pHDjF<1OR`|h30~%JRdaV
z%t|V@H8rM_E46$7*%R=;^ZRq3#&nQkN^?RRed~#O@;y~zhfDG^s%c(SFQKl72nA?+
zdkqkgt?;TTvp*exjU;?YNPK+BE4`az@B=lWcPBax;G;ue>5FU`p!VrcURqE2Qj2&D
zlD2#y6B{JZ^3DvAh{W|BoIsB7<s=ZgfG7p@0CqTl1C)0GX;hH}n$<jjzlH2>Lx|)(
zL{{W5+)6CJtrDOS=N}{xyc2qIjGkBjx0{Wm5ej~%;7?4UzZGX@)yIj{Bv22cjY!@_
zWT`7Xp&Fc@+=G<^v#4hgO(0lcKhON@Z=~#r1u)`$pb4nALpLUFLMULGnlL<N8eZUd
zu$q3&Wy?K~!XrRuj*Cy|Miu`}If_^I;j=AMrBM3Pkc1_c=Ugw0Z&M$^YMs3)ozHaU
z+BY@!w!afq9_ExW#piN^UyV?dgDGf&7j$69vobitn*|+0qtov1=Q7>;RS6l8`M(^}
z|Cf8wf4u919#^J@_S6C<^blDBGJl8TPbLB50N0oV*jxO3zAt;I1U|X*Zvg?1vq5){
zoJk<45gyR9`Y`Im04E5B7mCR~QUAw4A3z3&4`<`Q9;f?d#1g*PkU$Vm66kOr5dJq0
z{_Xm}fq$-d#$^2o>A|UkPOpa{G`|OED|I0w***Jlf{T0=p`)E_tkx8S*%kYl*oFHw
z4w%gak9+5opT>cXm@2cYaQtyuCZ^=^u*rvVJ^j_t2z}f+kv(UeCSQD}HMH0<c676G
zc?-C`@32JPBL9Z_orD-}eKEv7P-vz66>ZJ`1uk>*zr+3fV0bDx{)Sdt1O3tAKZ8RZ
z52oCO12Ov>Y+L^V+sS_gHudqqQ@oUtKsb6CobG<UC-@XF&`nygqrWebgxWp@PMP|H
z9sn^q4Pr<8K<Xv~kV~UHfYBrdhyuQL#$>MRZGiP*Zh){|Dhz=AujdbggRjOp$JAZ%
z{$vI%dA6vn{<ugV02+F^e;&9=4serAWv)qoNXp|{3+lW4UUwL5X1I_Y8On#XHijjs
zC2FPL*V2nVhGNFo#=*4R36qU5!k5>cr9s?IMQxi07Q0740yzzQkEl~14Of0l+3rV*
z*qVrI5NV$kC3{GzKcJPsf#{v$;ak|{7UO0e+KV048Nh7-r4y1oa|(gPlRKUNn&Cce
ze=u0HOq@EM$$*u2|FRN_DF7x0^WPBsw<`b$0wehk2>yZ4-)`9iQ$YVR_S9n*#wpJM
z2=%BFd;c||p9D(Ol|m`j?aMtkTD$7cJnm2qPF(~Z3jq1AyJR`Q--4{iCqYV%r+3k7
z?kISYH+$vNmIDqkq)3Yy`uH|4;a7q-h*xjq#leYq8$t9>_=mu3TEC?*hGEA$8ic4$
z@Th^>!kd!Cc5cG>?Af*kpb!x~1fRy<(EVG*t5~5&k7aDK{uj0bI|E|<-^63?{D+)2
zT}YrHfUiQqe^J*6a0dv^5N(`d1^$byPABByU*51i34r5?CM3|z5Fq63!b|bML*Whp
zf&rHKPiR7kHvDnzzs*NGx_|M+NP0jnz;(x`ba2Xbb=0sUk3aB7pHA&jD1g4Kft)Dk
zIB5}<$SbkDw;$Ye@`62pHU6TCR<u1wPP}$E{~#Yv=7#CRKgyrAeWCTR9w)*Qz2gF}
zZOgV<KY*SCXohdl!eCfbWS{Lr+Ix-bkHF|DjzU(o+-^rfqudU+@?GYWbrL9mMzI|L
z`B&)7otpU#I3=LC0Z9pc2%gnA&<Td@-7<&HoWO|J%8v&&+z6V#_Mp;`qZRmJZ)O*a
z=zE>8C)6F-fw3Zn(e|7W0Dm_39asc|_ih50tpk_A5OodvViJ8dqklgH_V?vTxf8Jl
z*fEC~WP7uR1Y%YnBhmswZ{RMGI7tFwB?IgZ=<|I(ZDk5W$GqV3&^+iIcuMMeBQreA
z_wO{hJK%^heR~1z6GsBoR+2z-4#PF9yy5Jjg#%3qAKgFGzuT<7o)L(l{9a%*&ckAR
zqOj&}psQ-_^xv&K{O8YoAQ9ns3tC<>5-9TFCpEv32dplKM#Ll5E?hWKGZaR6Yfbd%
zk4u^f)2QEdam-)2Hbevx?97$e0s;V*I#m(Y0c+RYTQ|{D7AFh3C};)xus!>0^ra<B
zM~f{aVMm~zxJJB_9A&8D>6&qtW0-gaI?@4ngEI{?NRHW6Z@1WY#PglB!hbs-UGN7)
zEoA0t>m@Uri%+Zt6D!M!Ar8?O(B3_F88$U|9zFi+=_&RkkO%bg?d+m;zV2$~zg}sE
zo<1r{U{S^M8v98B3FIGTDt2hJ!=kG$$TQaN{{V;rwbb%Ybf9uD;fo$_N*#aA;zB?(
z0Xq30dd>nLaR}dTJ6*Sew*q~j9A5TV=Tw&k7V8*!a9+N`t7XBhe{2^0+Xrtn&63s6
zj;5)fdW^*peCh(dKAj{_*3oBB59oHh8r7dqfah<pKY#O=!`$kaz*wIe6%y!KJLE%A
zROQS$XooG9iV%E>Xjxf&L*UaBwWD7%Vd=P+3$xG#K9|Asgtd(W7;u4q)O_GY5~#fx
z=p>$V!GJYB`TiKAD-uQHdClWWRHx3~1E0DdwP+UO)Lg%JI-cKuMxx5%`nj5!ybl=E
z6LU#&B15d#8xn|D-17jj)(CWa5y#sE?+*O8YbipKIWzJ%{SC-4*PF~`cVD6Rj7Qub
zdx4XHOHE~>&<po)0Gpc$|9RgRj&Pl2@{%ux8T{XYG4`{XTjn1ajQ;_MUf-!J{_}f)
z$7oBEQ5?9%oH#gEAmwu#c1VYA+{6^u*_shhDxNfGM0vl-YVoij8NFjB*>ggn3502o
zmlbHg+FEB07%d2t6_zPw#VcKa_L1WbAM=IcamLV@P=JSZbDq#2xd7=CO-p38kJ{9Q
zS@kTvu-KTOKf?U=E(`SKD6|JyJHlCD3Ji3AR#Qm`l0bjnL!Q2uc_Q6J^ml}A{{;Bd
z_-owbQMr$4d3M8mT2)tm4l>fdyC*~#*fb1epvRS^8ubB6kQ#vDOPxK(zXA2*T;?nl
zK2b>ss1E_5Kv++sfCnc%ZsVnT-Pd?g0f6g&|8>CcHD+!_<KBT9HFC~$tzUW0s7nau
zn>BgyzZp<k_pDi;cdLP(-}=atRM$r(2oRMBTaZGhPZnFeRQKTfuOBJB>EfWqNiU2}
z3b|H+ji=4FTX22M<ak$IrrYe*5`FjNrza=Ab&w0S-?p13pmbs}{mTt?S9Uh|L!x7^
zxK03dj*rTG6zJfM=KWkg$x^aK-pfF-KWha*_#*(}ckV^b&5#{aVdw_)bzqe)yjjcq
zxb5NhfxWR9cH^Y>awepK#T?%*_>*UEiikpn=QYJ4Jq2Z#UZR0fig()W8jNVl1$5TB
zd`SQJ&$p|hFGUjy80f*K^sTkx)9#h1uvz7e;=&-`Gh{?mji8%?L`Ig}<Ke8D^!ak*
z3o5JTZh2QnVgfHuuQ)>8?6U11<;Oe1tu*<_(&M*Ak7+!kMlx7%QFWXN$8)<6(Peg<
zb-gE_E~@aKflfU?GB|M-p*`UB&4?mr4x(SYe?f<JnbRv21!lUsg_v_x*Bkhh{hWfa
zXOW*VF2<+D7JqX{3?+793bENVC6Ya%a<+3n{#JaCKh&7jaH^0g>%C8rIYta09(V<I
z><c+2*H`Am0xSpK>jGe*jky7=I|iRBNYIVghd7&Ef2F=Qf&{Q}VMG}`|7!JALE?GV
z!A+z8&Ic*lyLUvqY_T?8_T}4*%5%B_V0YidgGT~9-SYda#lMBR?#vhr<7M)uG~CCn
zqn@SeC)-ZQQtg00xqmD7EbbJP)|#=Z=#i{Y4&NyhV_!$iqG_k?U4D0QhDPwJ?bZ{~
zNw343;x%&lI_Bk!TC~63M)<R`-R<tGoF6#Wl}|5fpfUZqIlAv_?vl<OAk>X_%Xjeg
z3U$|XNJAF)_{f{gOf?4nZj)6i>A(vq7y_+uh>S_^i{AZ->hhYZCofQ`^WDss`9$KH
zs1VnUyPIOU_T`-;O>vyN1RSueepw$kLsS<F2WtQ?j13^nl!}bLR5ma`VPchuMK8GF
zfZ7BgnmuDfRzP7&hhVJT0kJ#PlyQ*J6dZ>{Zc9xuH;xA^B-=c)JY;Tt-6*w2c1->>
zwG|Etl5*tJ9Y6`KZitGqO|OkFS={8AYH?Z{Ls=zDIwegP?j0*Y_w(iB<5Yb<#TF8k
zvC1fsrCcA%l-#ZZ+e@hTUtaQPw3y~vKG#V-T=BJ04hc|~3?MrmNyqu=4&osQ@9?IQ
z9_g=Th9r=Ev7Pqvv)h*gbS(P6_T$0Oq7{)s2jk%a=Wmlj556UQ7$)l`vuMgl;vJf}
zXSbo}ThhOtfl0w9!x*5W;`B>`@Fv8|Lt{*g{!GVG7Yp)S+R3aAWfAT^v}JjO1lnMy
z+GWkSVwCeShf@({Eb)i`OFaJJ|67SM<iVS!GEM8Dr5L9#t|XAB&_q5*zy$~PCS{&#
zY+d}d+HdQ|Are#Vb5o8>0`CN5xoPsW`!pEk{Ra|X?JF<%>YCa#eX=Bh^!mkwJv1Jc
zSG^c8?zp`0onjsm&w^%>s_x=z`mUPWZdpAjYB(-OWkA8y?6(JwwcBJDyOr|8A0Pgr
zCwDkb2gDR`%iLs6=e&it%w5idlp=d^^D%L$`V33#&vPK`Y664?HBV<Apm*4KpaB(4
z%U<h?w8@a37`$<=y4=)2zDq<m_j`4Xd3feB=6Dz!3t3Pffv&geESkR3g@h_!v8{R;
zUtnfoJd;UVV7I*M|6N|%&*M6#sIxVgmvRJsdZrFMRoFB=QH>qQQg{AjsXy7v4gO(y
zxWa<fhR6U3o7o@k1Vl}Q18&{40&^I$Er#%}<X2^EQ?rU8l3(8`@|Q$hl*nY|wc~g9
zcD{S0o4RwdO=+<@%^2W1V?Ky3`&@ovQlkApnsUhu{gC*0%G<`!(W^<`Gpqib=w-S~
z=4o#l2r5N+TIDZYyFVojNaghyH(`0UBOEOw{UJFf)Awh~Yx*}BGo-OI=ta}z#<b}5
zSU$sm2ZnxM^5i=zOM>6LQz}X2(eZn4-ZQmaIkOZqOck|1CK)Y@C`{}ca)!5;MiVme
z>Z6A2jbYWw;31|1&kXN<4c$*4(%;4J^*Cd5H`!$b2#E_zQX)Ed3oQv^1E9jMJf;t=
zz`|qE8&}ZBbeax;q&e^qkgx8ck6G`|LXWslMZV`}fy&Gw3Cg{ma#AIaP3(P{5<h5J
zGwto<?}#OTJYYTOgm90&{P?_KKZ~8UA~(DUdWv7aSu|K@)(7b%CV7$uEgeTSZMpO1
z_2gRotWqkfQy0q2InH=94NL1KKGrlsa~ekb1sceV{k8)sog;^hurB+uhd9^h%qEQ>
z_ct}96k6=Q?Bob>-{lt=S8~zz5Z;K))zUDl=FRL`)C_A_Z}T@wQJsS`nEOjn_G(C%
zia|;iQl%yzSub`gg-L8{VP(QZ6~VLfMNe?Sj~v$Za_%a&Bv@)wkJ|?np!!7~txV@;
zt$}xFtN#(GEJDCLT9T)A=ZacEz?W@BaVIlR$zgLVu|tiAbA|XzK(e#TCY)|8kqWyp
z{cE)W(Y;<P0_5+7|GoTO0gX16BG&%qN~4n=D-t#Kexg=;|H3(fP(|j&&-4-_=vnFB
z?LCC1I!eCiLzx5J^!q0_=!0a$!1L3^!je30Enp^hG(*>{HD(_bX8iPGc-m{1pbMa$
zb@QGm0W$XN8>_0PJLA+N&<o{2GctNjhd^ye-<*3Qau|xtQg{}u+f=+FP6d1)(ZR3T
zV#j0y@+VOX=@|7DdTffCL3G2r-fB<LWHj@(R@=6vCWoK(5g5`+A8GN+v&8xNF}hUk
z+_ws`*@oY;fSI#Z#Y$eyNz5JBy29V-$hjd*#xKw<l>P(fm^oo#GHGf$Gb2(=N$r#~
z85x)Eg$U4ZVw10{d|oiAIJeZibSdUchFd#=>C?o^3y*$8jV>w5uRCD<T9Qi`eoSV$
z-GS8H%!Snx-*=h2xM7j1Pkt;l=_D=D;vvEz^vGWjW-~VQ?<t99qu0~jyA$S()p|?g
zTCnmA`n)Ch>^Ajk26wVww1u)?br3~4JAIuR@5c?nfb=@1+N{9qwNd9T1Y;phn8{Ao
z_AnU_>Z?1`(kot8e7kccft-_*CS6Ex=qAMedw-FCwZ?04mJ<I;9$%<@wHIdQe#U`c
znn?ixvPoC<Wb@j1jE;Vci^(zDn_O=<?Gv^%`V`*H?&if$#X~S(dvVw5mFu#3vN_f`
zW;ny2rUprf&sV-kk1HRC5Zr)#KTrcSBYafNI>*3Hm@&?em_gthH`RTAZ#XP&LI!-2
z4Y$AFfxCCl_*y|u<(ah+y~JPIYt$g{FQ7iTra2Q?Ct4T!zCM~;VYgLf8IGf~x344X
z-xo17(-w;Eq|GORMx?T;DKZv(hvO1w10?SCE%k52_tOSVJCwYbdELN&Jp5C<%5Ze~
z{cOS3GrVEUG+wzfVO-@>nD<nwI5mh#AwX3h-k{6^z7X3s_NDy?bL{Q%ZQ4yLh1zcK
zRWrlrSx1R`y$gM_Pp_A}D|Y|%ru})lq9GGrq>s{4CN*tzYf`wYZL6(J3Bt*3J+&b_
z81+B~758BK(V!HJ##`)eb+v<^<I@-~{qkuKH8M4wGUb}bFm{|_Q$5?T@+AzRrK=V%
zQD`Zby-QKQ&%rmb+U0u<Icvse(tmkC6!CVVA^2RxrfmcVmyUgVG0r*5#G=W^%OfDK
zhOUaWI?eYBkL>>Opx^aDl(`ZQT6cy?dz)+u8(am5lrwj7uw~HMTR10I=ps<JwA<<W
z15_B#c1Qq<bf7Zvo*}9MI|^r>qW4TaSWEMwzaVb-|I%UZIDkYevsZt7t0JtYQiCC9
zsHYzcbVsu+Quf>#Xr*gDj(HV9#eX4}H+|$W(%VZLdo^l&jZuQa5!=D#=&t;E_+{d6
z5ut}ee1lmTJH#!<2=g7YIml;(>D6yHWAEEtuabYxuPNBD)VB2IQ0Dyn>Tm@(EW~6j
z<Ho?`8#mt1{VZDsiNR(PILik7Q*h+P<r90=#n4G<#@Jf<WmcW180n7%YvBeOMTO2E
z9DNX1M@^xqb)%~yeT?sg2i7b{O`9OCbgr8(bkBxm6l-1cK6`tLU>ECx^jF`t8kj0Y
z(y<8~^1pQWF2A{FvE$ZX#RaCYJ@yRs%QlG))$9%IlS>q@3orp2|BRk>N}{+UAf@$E
zb|loGx*n_&)zKIb8;~XDR@h&frbYiSSo=prn=^G|aEEf%Nowc6*E_`MOw})TbKP9g
zAA98j4#l0F0tkZPA?SsYbrR@+Huxw?hy<der$uO{lR&|j{b1p~gN!>nrskJ;0ih3R
zRL5r8<no(~e_F<*B&$+(tlMXA4i*O45uO5=Pi-C`>FgSSicHOPB-v#SG+Z^c=n5xv
zJJuU=IXaUhA1?CRshRx(qU*-L>s?@Q{w!iRXDd#dj0@;;bk$qbX>+}ykIwT>(`h|j
zFju1nI=K0qDwkPD5yhKC-nZA@HVjx%Pb?`eq-QJ-C;5wI1CsO2I^I;7G#vwKig1yJ
zZdZ8*`y;T(N9BG+e5+3L`luza@2~j1V-@u~`1XsT3Oren&ZFYQr$dT2X6f$CZo1EA
zH@RFXBG<TNQJvU}HB&8bQexwZ;9XiG9&mY5a`}BcRI4~>c?En0DAgu%nA!hF7RK#7
zM!8Mrnf+C5y`dz|ci~lW^oG5NIxw#Kb~R>iSIv3pM5Lv#XUSP7<(-b~@@}h8HPGWn
za^f}*Za|ZC`xVb-uga&|yXtsB{WzLk%{9?B6&x+*SU8{q9RAS(-Wx|V=Vi-gQnf&L
zF5`hM!$oBl$0Bw!Y*)N6{5xM0E>}jWw|#yEHFk~ywkrRdBw*v?aCSdyI7L_Z`@?J=
zj@K%M0&3U<wb75R-NKC{C?RK@;o-=%>xXOoQ@U?{r$pp|KjtZeKNsTyGOspAUi6L*
z+MqJz_c)OIrim%P_sgYrIP+?h^kRu0Y|3U}gtZchGtt7*WoILL(pU_Oc&`S9wo-z&
zTbwz%4{yHD&)dnZtWw4l(ar{H<)FLI4P`Iy6m5V$ll6kmzF6@+oAZWe{AuYg(IU=S
zd~46I09kIsglN}?-Qo}Eyks>Ub<E4L8D9_<-ujPf;!Qe=8GrNNBA?*PUx)j8HP#w$
z-OV2>OLTqLnWrOR$|S8ep?_#I0~@YYWTKWUM9|+U#Sm(LNyCIhx;iJ@tuKAr0LivF
z39?FOea!rp&S~3;0t$)M9O&p33j)m-OgTO-5OD1Gw?N$?B~^}3QTnG+V+VAL1vf03
z5W)<!JcUNsxJc;#McI1?H1!1kqFAvZD!oPpsX|1mwAcUvF*HHCib#oo^eRV11gT0@
zs`L&by+%5S7&_7ky^~M_gm^dLxBc#Y@7?zYnv<NfXLo0IcFJdF%M;<%3q|O2L{nq_
zBe5=8&S1kh_aqi^ly-JPc{!lR{G|2H>F6<i==inq`PCDHy%lsRs9wAU^`+KqBC0@N
zw>j^Z+jiG5D=zjEHc=$}wYin)`BodLC8uc#OtMA1K%kQZ+%5YJ{(;`|F_e&A(^o{F
z(S>6YjfjqP!a>qef>ZL~mfz%n-m}o@C0g!lYuQvMYx*JYWOQ(Qik;hq;2Zo0g)tPy
zsiN=1YpLiJQ+8x};!&1T4B<UYcox$(R}BlN65d-8p|v=%Vifi_#UYFB_2F@Au|$rW
zew)dhqkOwA*(}yn^RdFEp6Yn*ZNbPlibq4}UDmF`RtZ|enWL5*_uCc<Y`KcR=D)ym
zo~E5<Z03Zmpb#Xw@Hh<do@iCv>dtS9p0wwmtddwPWpujd4rnWvUB5z4N#ROWu<QwZ
zdMYC5JuNSx)aOP5=0yJ0#%E1TKNV}nLkOB^pdU?qnuTzP-D5q@+3hI+&26tHXB$)f
z|5E4Vf2)CV$K0HXtce8?4HprlYISJlW|^9PZ$Osx4Qu>GjDAM}Z=nQ7o*5&DS2cH6
z7i^$P7`U=dFaM@E$Ux-(>h+*O%=9Ri|Fl#+o8={2=s!R6kcRMayT_a$!WlGHZ^xPO
zvgo}=J-NT{0`e0y^5-sXBf>c}R-yRi3*A)X%w;84ZSLLjapd-yB?xy3stH=eFhgzL
zz*+Q4nM7MzacHjl%<@677uMowNLA2=d<q%P7wnV-^#UGk3(&<K4at$S8QWRZPz<k8
zQ9@p2jPW#`eDo4xo^}`F_9r5+nF2fnt|dFGWOt0T;6n6TW2LQHw6R!UpKf%j3a2X@
zU2}j_1GIL*07Oym0LL7nSlS#&Yr0<25o%lx#`;juT(=aP30?DV3M+tZd&8egJORTh
z@0OB#orA{lKwj{yTP1trNzPH;v1^C}jX|TT|7q)R5H7x#Jm^QVm%wn|xsiy__L=kw
zON<|h1sZ^M8Q2~XB1kldvt}CRp4CoQT#_MR!ZonS2pLcZtyS938B%rGSF#)2Sj*#$
z<a~HV>HHzYD`IAN*4R{}6t708c}adkJ!1|My#GNpj%^s4$L>uh(*};Mmvk6T&{oeS
z4+Wmr)2<(}G2#!F_sud8J`4l>G+IOh2X31;FyLSDgV5>Y1M3zsfnS45k&77e4_@RS
zZUGt&?orx^K#Krjlk@OQ%>@Ss3_+Qstl)!KU;;h?^7~^dDEIH@8+n-}x+QzwVtXn#
zp(Ul>#)Oq82m4hML=U{|dNY~in`Ud(qfH$BN8Y+STP(O*Xv4siV(6x0*@GHnnZK6i
z866!m;5TTw`knj4G2=!?*|1!|EeLQE2+DzpH@{av`>ZMRW@3~%+f$x;z;dx<zCA(a
zTW^9IpwU0~8ugqvC66kfwy+tpa&G%g@ndhi<Y5hftdC<(d&3IKx^ASE7FhI!Xi7$x
z0Bg+f>Te3ZpJ3>J-;)Ml@1osn{JRp)7pLHb*V~rGDHewsTs40du<FX)q88=+<(x{o
zZS)rX$EtTyNZ;<|9veDj5b|yK<l7eI$f;EoF^u$y=Qr+r<5*?<JYOYzc>J4_DQQ@N
zpvCC=!E4F>ak`SFZHxh9j>gVDe?p^5VBX*x(*cNm%6%Zwb*}rc=2B_ob+_xsZ7l!w
z1DT|VV)s2Z9w7nNOPoJLO{P^SSZ$@_MqvIR^7K*a;fukz5r4=D(@OspJUBic{t0+c
z-$849-ZkWa17Uzva~uReIx9qt$5d{OIiwV)6I?B?_OmdZzq~?uIOM~u4!$*;;MTy-
z{oYwa3;lKjr$}2gBliBN)OwDb#EzlySIvo;l>v<kT5Z7m$DbC0^#$`mEQckM&JCeR
zZxCmo5q<;1VYZ)p996J)m(~CAF66*BNIU)4yjhMi>0Iky&nlB!1(E8T^k@){$Yvkj
z<KG~#1mByC?Ak!PM<e#U-Eb0+rt!>^Iqu3iNONh9Z?4;)I7|*_;6L~-c+k&oMjE{o
znOEL17s%0YBqTGMv@lQB-2*Va3ejsfiA@VL3BFU3HUBrR@qg|SIWQ?J)?EP<`LmYx
z0yH`Xvb>l57j(~_ZxS_HfSth*F=v3_p#TBSs688a-&xI{OxJhQpPQxN`56CCny=Ro
z3%@CRpf%}RAbfg=Xb$C*E<kN~Y7zxCJ|`y-Wt6G0@Mt|F=BLJv)EL7q^<PaQ@~eQC
z;IA8VBYCz9WvkaSD);WA{^!11sqP?-6F&wcQozOyp7O+FXJ6NA&i$Z1fQmg|0@3Tt
zZGWtcP!4JFRb#y8nD-NLVwxy!ho`KQWiRNCXgGVlnD35%-%<Y83i>-*xv$U@;&=v9
zRS@ZAR~(fK!3k_``{LTR<Bf@w@YhNm`N-fivm<AM{uw>!>OVvJazY{po%wBid&qE_
zdp8DulH~1!#!-M=+`f@B=ox1}ko`wV=+*JP!n0j*Xx_msI(5Uk4z|sH5eT#cAW_tG
ze?0KL@fgs)FgyT8jX~hqMuOa>5}MN$#|TUGT&l+OkL*GMOLM#%`$v4@yDBcE%=9Px
zYR<SE`z-s6&HJ<)jbo5xJYJY|8->{%BMU<0xb+rm70WIcxHwnJr=b>kXFge7J!N8(
zgBhxWZ?gf-e7^_8o8%d#-s^$ttg?ZT_N(T75+VLeqJNXpS2mYod+6RY@1H?K{~EOS
z{-CwxVA?NVSf$#9l713^Ms}+XL7+f1<PfOu<1gTcv*S^bC0*+MKd*i0Im_5`c3=kO
zS_+m2)NG2U-V5e^$yE~4R*+||m{V$v-guSfyjd5n&Co{p%KxBe?tvCp{^{#l4R#-N
z(GLmWmA5Kj<mNvUOfhe*pal*P<BQie(bb4QE+^(cH^wJ#$z_Y~1L>pa87H920J602
z_x&S++;<22$GLM|J50O(>hO=f4hJnP`xvcB*Y0sNDl?Jxg>Kx#?QX-pu~U+~KkgA+
zy+@&risN==SCIdBsBTT?Gy3yZjnAgaeL-}P{a7zz{yTC~L-LH8CEY0%1<p@;^&VWk
zi$to?`51&M{bql9v0|#w+h*r#ZkUD|WJ<h+AqKWVd&@0xEO+Y+i5ak_9(<R+aL5Uv
z+u$XEu}h@U)$Gp$yS?ci1&8<6gu;dsATBw+1c)oz^VnZop?lPJ*CN#}_%A9Lk*6t$
zyiUQW<n~9ERnM5Z?z*=!kvn^2KfC{OL_X>KCcbX(nX(^hzVys-kI1cs;Tp2XG7;|_
z`%mZPa3xyH_(#AlACx|Goz9@**7%TKz2t66P^Nj&Mx;Y;aHfrQ$*6ze&A6UyU64*<
z--%c_%T4l9bJj-SK9Z$2uvkC$a+;@VgwBU)rL6`EyK5|tQBec%3;<R5d{)6DNpJtY
z%*l__y{C|EzpG2h-7{qy>r{`}X0%5Tk64o~zHcGl%0~0&$(&-mh~2V6_d}T8r)C#4
zEl?#Mwj*$KXo9bi_*gh%;?bY0dEq59OljiW7wYV;C0m*yceU5UicxjUybrqa4tD2*
z^j!WTf)g-oysNdCV-qhbI$V+J)8vtmnBhmLV>V1ixOahQpWzAuoV9XyZQmDKI^U^U
z7?>qvu89^JYL}z?>F{^arN4?V{p<hZk>UpoUyK{ES-5JyvtK^t>{>HCuT`av%}MGz
z$AdBaG)hAfrGGUJqrEjo00{@J?86Kt{*{&8AD+I;`!$^k0*njxLFdd}CtG)`;%ugx
zABlf>enq}<I;gED2Q~ehf)d5fRgAaxw;wq<E4Hb9ZZ7C@uej|qU(O>hS#2N0A#XM6
zu2COxo>uQJRMESQzvM6Jk)Fa6jO5K{QP{->LvgMYYp2>j7$VK_hZ;Nt!{_F!%Z`Lb
z-abdG95t&{Sj`st#F)6M>k1sF-9+&mWt-GpKZAC)s&11DO-+=C*~iZZS=XsjCRoww
z_NwPsx&-%3@kSo)<B>m{=nA`KsFLJ<2S4JMZJCP0cx9WsqR`9qd*>+sWQpeTY04s$
zI98z77lGyL?Y5tX<+Ws7>xygLiie`!OiuwHumhz?YVyUkWPq{%PTqSiRn?NJuab=i
z$?5-GXA(B+7|OW9%#TJC?<lC2(6<RO^~EYf@So*rit=H7(~mDs>Nd^uqJB91B5I7H
zctjiUr?#_>^Icjjm=VJU-QU14ZPLxE{)jjuCt}Kbky2wpUe5CPs+rx-IKlK_b#0Du
z7!6ADw#JPlf-7m=pQV26f{;S=`nNfu*h2VA2Nu7PLk~tQ7^p?EaystpK4<(*p(K-0
z>9sJ~^20$y`;*zNx+>|yI9=qKL36QIeg$(&tCypv7cmG@*)R^~17CM`kP+5?Vu@5N
zxuSg0-^G*DbUqA`eCfW-NqgP-JotaNG-x8m>^H?aId-Z%YP3Z~1j{`)gp3d2t`&;&
zF1vyu=97b`qEvjsxis0F4#vq$xuTs@c*-CL8TGkNgDAz0MQ*X4d8^N#j*&Pzf00CU
zM_-s~mXvp|v00f!{-#iV505=6-F2-R5ixJTmtoa&jg3Bh+O)^F7VlBvE{gSQRiV>;
zVvxr>qaRI;C-MiDb`Vh}STx}d0(&V|dCf<^<)NyJ-knpLZZFNk<QN_sBR?7BciPE2
zi&k3<i&T{0s^0WpJ>Ol}bM_{+tRjhvcszxTyMb9?GN$`&rA<zd$fd=sD0$j-lj)#o
z#cu7k<QoH8=I&rI0(T^-OaW{H0FE*O&?w?$G|FcM)&1XAdw&E45zb_?i-J2bSoAJX
z%Gx-x_(5K|2*Q&i+3*N_6y=LAD$Gzwn`LKf=hk!ERs3nn@iFmGFhYZ%WwJ&(kK@Wu
zZgI%QWSWcT`?-W;Da?MYT`XhMEVvd%-;=fG-yWwV0a9w>BaHAVl^K2pPhW7~?VMWS
zpr4Hh^H#U(&(JV`cKbr>gsT8k4y-zII4$yLA$G`i)|$HmH*e2yq?2i@5~nc#po-nE
zj-4wnL=$4tpPd!0%RF_+{5$_cV@{f%ZjNai0}s%TmzFT<IZ%xP39jG+?b$bpi8=<q
z%-aWs=gy7%JTB{=SrEN8mhTSK+DnObh>cUgPl%z(qIzDY@(FzkSndzN-uoq>k>q6%
zW`j6ArEE<(g1Jy5_riX0jZ*YO!i}*w)(0&)aG&Xp#IRpF12u_e6r=Q088nlx??i@f
zr3^UAh%h_YdK|!0O`#L-l|`m?J+or&AN~C8u@vcz2VH5F1&w*+lL%GwUdcBZ*XcKE
z1^Xn%J=e2CLjr!7P%_y@%;ZYoK!KuG<1vBVs&tf1>g}ROiFpy{bAMc^W3|KRE-&Y1
z7YrQFwVF6veS*PJ#+%R)pq%+;wxs!D1L|Z$G=W1OFgGtE%(m(j{%C%-`}Hn#!QJ=$
zveAM9*(aa-7>Gr?hFv3~GWXCrAZ1^Xn8CU=+UFh}a;FBbP4qFMg66X$NPfCYNR9Oz
zmU_g>1$V$5dyYGlU4t$j*ZUSOD$ym~{N^1}W#PFn5m+y^RDzlVl0r7Nq3YtVl5($<
zcUG9EI-6A7mPXnLOxV20(Brx>`K&=H=<~H%1JbL^obu1V=6qktcAl|K{A~4xx{i6)
z>z*l!wKMg5&Zk7Vht3fOUG`@2q@QhY2Xii}`me!xAN;Mp$=Gdc!D|JK)O+kJ?~UIN
zmM_tpLJDj*e%rb(Bh-32VQTW6=kqD4=yrX0p!@wCbFt!{ek1SYi2(*lpPP@bD{!8X
z46@T3K3x{OSskg;{UiHw#{j=nUb8WV%S(M_^0<bDbUnY(mSCjm?rV^n-If76$?DwF
zP)kZ6Z_Qmj=oS67Kd>Q9SqAcw`2!m&H3o=$<=w&g>V%5z?M*$rcEIwQ0Q`Q4a%VwF
zFDCZLkKj9Q9xlWH6>O!lP6yG{0c&8fp4(Nu5v5$r_?S`^65i5Q%E+-TlQi6p8PVkn
zPxk<UYA5%W3cZ?+XRx~KqaF^^+a7V_RBp8+xcBIH(_c$JF*{!#_jgh9l%QHaw51Vq
zPdo2Qa%-k(O1q(L)wOOb52jn0x&vF06`g*fzoJ5A@4$mT6X#NWF5r=`3qCsZ;x&7h
zf-hoFlGFmLUGU!&8L0y<^l36tU26dfq#F@N>-8XvL8DMZy~PFaNZ>Pv+K}?JS%{Lh
z)y~srt|r3j?!a34JEn<wH}lh<xv+i6DLKJ+QtI_THr4+IO`_%@ys0|Z?QZlak>F(|
zGT-3$qo6xjjX4+L<kZ_+`DnH*JROVlaTR;_XsmNgK$aL5%*(2Tr;rRkJieN1)Kejz
z=<GXWxgH=nym9H8+Er8Yb;>j%Uy9#o92LRVG44)>K=#u|o)=FQ$y~LyS-j3FUL#a&
zgztPfF*o6ns~M0~=3Sr5`rzBm7Mp}Ewb+kO?;hIj%`opj9g&1|5{omTt0=a0$uB#_
z#L`82>a)fs$fo;3i=QW$WPe<s#$PyX=J;o75yGvpY#Jo)wyS*n3(H4Ps`Q6JIlJ=#
z`6bb-y`8um=-wxHxiOdziTg`)N75Iuyk`I7`g|*h<=4>Ytsa1Q#!-7Y42%?6xUwbJ
zH}7<W){1xeo8q%2>}3Q;6eTsqt|&azOzmqwn9|wxP?eG!7s%<24fLnGx$Kj-$r&9v
zElX=5<~Yoaj|ts;F6Shccfpt8J%35di#Ash-CU%{CzIp{^(K$3!Z-4$(rJwkC={B4
zAOj4$yja*H|G`4^lI7Th{Gp`=;W&NOqiwTFuIdL~DPLz-8-r~LY``{-gZ=R)ofrPR
zkAwAb{n9$MImV|l?@k6ypzQWQT8ITYGDvIFhbUz-_JVC~erPV)vyl%LDaLjzr(dm-
z1CxD;d2R|`Z=M*09ZvJVZvMpUjA^Dz#xG)MuS#M)r!IS}|C_6N^3=U%IWit>gNB1T
zAoamHcvUMu{~=zt;t}nKPMc;->U#E&c5SeQ>qbm^N~+9Po%P}X4;_yRe-HTrB~Yn0
z0uJYU8k-G(a;W9)P0;BZqOI;%50U74!jCoeZvkv+fP=Q`i;N!Ula}WaxfV>B7&F*e
z+G%QCsft1)j$$7kK7PVdAQ*WanXM62Y3qV^YO(Wa7l}JZ@ZgU!IstO*0zYtOwN(U9
zd}~Y_&yg65z*<Iclx_N*>V;XDls=d!X*_r5Bm)ONo7V$o&~Gp-`)bT>h^rsp(qhT_
zD3qp`l7p^|fT}HuWoYlcmoGS9(aibv#VqSOH;%%CF7%P0iJe6l$M?l@;fiCzx$Zz|
z%Z=L$@&XG%roGZpob<-r9k_EisOx~qk2Koh09Y^x6qO0u1AO&pil(*Z!D`-x;JlAx
zvv2kVa{H;hmvo}E2%3TTLTXPJBk0`qL=<c<+sNNp|A~mtbc#I`DPy~=*(SP^&8$3Z
z_1O2yOk>v*fA;mn&(89_*V~sCESFM(#}@LDF5Dwd=l#cJ^5^w<TJ=-{U6hy$Hm`aJ
z)GUskj0+`($S+9RU<f@MxlShtf^!Q^Rf=B*VbW)e$1-O<&b{rdS)Gv#Sm+NG4j<vH
zrSkk`>uT)z0EWw2ngC%#h<>Cwfy2ghlETsReR+Q8+D1xOuG`^j0#7$gsV{l8HhjP>
z4eHBe=zn@lbD>&g=|J_ub5sI8_w8kO>Qp_{_TkO}!vXz^vRlf>tLLb5m6k*?$7UmY
zy|Ep~+{_k>3bXQF5Om}Zz`C@gA?hW;rNv8l>UVGlX8~4eEezxB%aZif*U~mr3?87L
z#l$R@8jq=sjItD;PX|`SZ1~Ysd^!yG$$d{*N*GV8x&$@(fn*DR5XP%X!RH{bR|(c}
z+ty@FN==X8)8UOvdQ5oZ;{kWp)!tGY4Ho528DsHvs#l~d$Y!Vb)*_fn-zGJly9)S}
zmY~&HFZP@>zZK>1jAT;z1K|o>;|QhJuQ<-u96gJ&4YWfR(hSkwai``Y%&_7&MQmZF
zf1%c34NX93R5zQ?Dca{YuY&mld)>9|Ma}JDr*tk&Wl%0BSzRoa&2o$E3aJew2?y1k
z%oyb3)RS#27K)2t+8GHH(%;RktwbVAE8>v&nDzMb&=$V>XIB*0x3)4uV&7fRP`$Sp
zv4%W#3%f|8S=uei6;9e>TF&+PIT&cOAgmK<S_?ZqICFeby12@g-gn1^%Cm`2k~-O5
z65*Y@&@(4vR44A*#c+1(DgVdUUKsV$;}1R%C94XGLy(=)M(Mid=V(ZNUxZX$U-pf!
zr9F4lrA=K%I7eXL#ydD+-(@c)yHwTNZs5N+UJA9JDy-O7&|rHCT3g$i6#Vq8ka-bL
z%PIHZ#>=gPA@iEj9DC`Md$(k(Jn0s-Q#yAqKkp|&QY-@7Q_Os-9OL}iExIS7rcd37
z!aOY?IJqt8MHlAnOV}xcg9j+pN*NK$_Z<licBYpGU19H*?aTQaxb!rAB$(zsKlr9`
zKk0qUHQvfoHDN@B>=%VI7}T!T%4RIGoF2D>O~|<(Jto0H+14v=IohIvs9tq;yH^_7
zXQELyW5>1XpVuHGgVMg;si)AM{fvEfDe}m`^qniMOD>3?g{k&gKP(Ele|-9`V@hJU
zmm>6=;!4SHijP^K3LlCKNz-R8UgXqa)`PX;-jO~++$7Qcrm)vGqV`sYGY%5o7znv6
zdX;*%Fj5%D^lhwVSJ?zw+!q^bx60D&EWXujAH>k7h}T+KzbtyhcdCY8(|;hQ$%*^2
z6r2rJh5rPAqc8*5+9Z4>^#-=vvq9YB;*PRNgqWYjBi<S>KD%<n!dj!NwSOt@-e0bC
zCBZA^Z<3NF3LX-YroTadsfR{>O2}8q4<!QU7_1+a1Wo%QfnTA?3zWku>w{*JbI_Wd
z0uBLU<H*XO7Zr1AjqYx4frSA_oSQik&up2}KSlKlK{e<utCQ5c1rgQjLuc>r-l5aL
zR#?MoTUqI(>wZWq7-X^%MM@*T%WzHCNBWmtymIl!?E`$0g1~8mtSMe!J|UQ$GP@z>
zv@-ia=W6H*ZPDbR1IQl|*<(pD3wABxgXv2@{a-A5@V_D$0g$>YsIcdiObQ$3TfEQI
zOmS+vhx=`XSS;(?ZILomP~nhF^W`YV@Wrm_`TIOObMh8ip0_H%a~B<RK};c+m_dCI
zYVwW;{-;Ptx4XLlpE1keNX6@;f7@7)LCS7~RnwI#yiD+&Y0BjWlR}@{ocskvQsdmP
z7+E8a@hL-0Xd`ft2T%VUw?+Sn+k(J1Ic^JMEkN%B(t&0<-LMzZ^@V0cTVdn*U!kR$
zA2^*AkBiR3OsD(U?LTOj8vL;PO%X)>GtP0|24Adlr%Av%1^rRD^V;}2U1~Pr@*MLD
zs!S`}CTT9}u&werN*&Ep?%!fd8Yeqaa3h{$ZE&k~si>`W0rlmBdZiJRRvt4<<Dj~T
z?n(>F;fk$yJ;*&)bWFP2c_xo9xPF^LGIF&g+gcl68g&o%12XQoA%skC5~^@|P>-q~
zeRr`_w45Vnut`*2!qHFm=Cp*WUaZ8T=Cg`JIp#fA`g91(>aT|{^?ykIazLRNqhw|M
zIXz85FG{R6kwA01GmBk2kn;WYV9TFd)ao{!(!FpzbxmhA73Q6BH+RfJ5{(~!ZtQ_3
z#)E)N#|2Zdo(c1jF+Y<UkfPRXH}Ck%&a%dS;uvIZ48cy4;#tL9F@A+7cg3zE+AF?9
zeVbwW3T2=3k1X_Npc6#J2xQ~C-7kO@74c>8!B#RQF8EWu5di_pFLWwzgW6E$5vq;W
ziO5qt=Xe(T&Qi)9a0Xnx2khGq`F^b%QI2{fIwe)clkopH>2wX0kdp>h=N@v7tUd83
zf&3UB8hp(+9$;;lD1L)2o|vt(g)rhkZBcQ;Myd|3+L-Ss`|#AmBe;pH(9T51mMsLL
zt;-<>tWA@X#zNOwJBg(TAU-xhA(D`tAP`Q8ycY3%(%7tC>aXjY!H&QIP^BVhGN_+5
zxu;Ap{DT++<?DI^{wiO$e9#m4o*C+7sfq3YH5{N&duNa+*^cvv9EZR}IQP;W4O6gd
ztK*vGNN+H!M|}VD%2T$~qo8-aPFI(n>-YmN>a+bHn8gsAFcLw;PH^nYpqj5^BiPNr
zuIbLK#_CPdLGP}ZO&QdNMMHI9o2vm;7eOI}GwJRqpzcJ}TJKnbyqWPd5*J7AE4ZTk
zA^R5!J2#W@MM!@SmX}wd7oEFJ^S(ueXJ;P$rT{hYPV-(*Jsd)E0h94EQW`ii_TCh^
zsIEZC&+<zC2%-hr0vUDWiTdlqCnvg(gEor3Py{#V=9Y-dpUG9Yx<qe`+QU}|K&0yT
zkdOhx{w<=d1Py+Csu3lye4c`E1Ao-H&OmR&vu;yREn<s4M`8E26=IEVAy41BR@4sL
zQkl_6;u2@0jT_79ZGn~$yDKQ&tNK3Q%RJfx60`p%5tt?x(w1oI)g|Na4P*WqMdWGQ
z5{cp@fkipO6=*Ve?LnCLIAZIZ17;f^v8A>7haY+v{KsuZ1D=OIl&yu|mkpyqg+-{y
z+CL=6Gyg^@3pmNNJ|E`eAOn{NX?6w#<JMbI<w8xzcLzZ0q8Km7%AXY`OK%cs%K;z8
zszW1OL4wG=$!c|26`ZEIdsqE&++_1EAYYZ)%EVr$MC>l;1k}?m3nIa&R&NCE{iksC
z=%?>`P_s=3;2s({$xD@>M^ZqrK)-Gv)|g|57~O3;HV;y7+^v*H_<qJ^#1ZZiEk{UP
z<alK-E9CD=^P9p+a;fWa1Z9Um3><lb7gF}U@`8F&0i+*%)}o<3pzI0s+AG7}D<b+P
zme<Gcf?X;H4xVnud6E=UA^;!+*zEz#zQr4sy_CDk8-PrIywPX^jGP2US0;ti6E0g;
zmZNKO+Ve!yy&FT&n^n>J9xse)N3s66e_ZR?d*NT&va&)18j@%FZwik%BF~}ngpynM
zpl@IceLn|{qyn!8lA!N#1ibstCB-t|Nxu?-n^Et^eS{CIFVND<P+(lg8XMpTjY+rm
zo8f;$C<W4Om;=XIB&n4VG8E-AWPI%V9j56I*V$(n&(=#;Dd2({kmm@-Eyc0ci!4A9
z3fHE*oY+^^TS-tD>wR1CApOKpb{KwiK>v$6a)&$q^XU!Wr}$m090j?!{K5bE7aR_x
zPVE?1z^L+~>+pD8*+kikmD(cFzzMlfj8PdX7|1s_Ecfnd00_APsD_Hin-nlW%mu%4
zE(8L%>DLLVC#tpA*bDP_-z7tBS1}|aoS?OqR+^b&r<Kd7)XEAca*P~D%-8`^RD1uX
zFjfH9$Ivsje_b2&Zm@@evSlss9UK}UG5nGMi3IoCiMt<R2hXnEx<^AgyZpvzO=1Wd
z1zeVwNIDDp1%Yc2ZLI}g<jn8TD1x~*h$H7xB{OsFwTK|MsL*XPC|gWDDS;p;kj_GF
zSSNt^qb8B7yn;4Bn`EfSUK^|XZJ6w}k+?$x0`#BvFOt{Iov1-S?s&jvWl!XN?QVQq
z=wkgi>geL|i%DmRYu_4~a@Y~4-7f};2DqCz(#caWzodZ13)|cgZzV)QbVleFbA#V=
ziu;Td&n!}L(~6x-(g%{2WxTS2uZrnl)sa8kdQ?*;`B}O$5|42CW3kI%aMy<S2m6`u
z9|Dv!a{)W{ddvRcHvV;?_d?6yhioxyf2il6wn>-$p$37G|Ld|Gv!KFFdgW-eNd}ed
zeGZ5AK4-L)fQ0$)&mmk8kpp;z8&-c)97XH~T)=JCaP&4X{NaI0Qe6i$!(<9rp9}@6
z??BHmne1O|XO(;Rj1yB253>?(62<*;qD>{lw<v+~nlmtVI%G6+$C9c-IZOHB`^4RM
z9i#I4XG*6jfgU>_P4G)L$2nize(=mP(Si5vozSzZCo0FA9+%+ZwazI4oB{rQ+Dw!a
zL50SWmWmt+G4~~|J($LLSAl^|lSv9Af%3zEOa7j?FFC6_EJ_@t8{vNjYQRr=wg0&Y
zbTj%lg<jA~G>puSK*_QLdrURhARq1V=fA%&nBEWslH+>$9)l|EU+i=1K5y+$copES
z$^Y;c;y=8_KxQX{i2Yo@J>L3rG52)|rsuua6OcLz%{>2mWq8-d@PF%JZk-sW?=k6u
zvs2_#maK}UC?M>eGNE5(+PjA?qn81y!^@Z;Hq2t=zdfOaO9BRiNsZ&hMW&`jovwt@
zoW4Rne00`_R|s#}a|(7>tmy~qrsPfK(BDoWr7hRfK%O%@K><XD!+J@lpdIE)+^R}m
zSv&km$=6~a%nGcI&T?oWoSiO~jqGy`v^fdYL|<7_n*D^KV{A^P@!As+u-((z5COb=
z!5r~diz9n2E+g_l`H~}jU^4-$@&xi<&E(E?EFpV2h^aur10vKQwppzJ76|OvzdE2A
za8L-zn*~E;gf>Knp~vQkwUhZE!xBK6(7z(dg9n<<cQAUGR@`%t3m!U({vvzU3GW47
zi`Ze7$1T?!r_FS(nn`DTXieZCZRPCzTS#PCGng|!Go<QC3PKiW>+zoWTJza6@N-uS
zHD}JRabG{jNs)^CNzQ!B)sk#Q`I$0B9}dcG@V}C+89jf(>EZO`^yeHnncw2pu8}1O
zSuAB%2?UrBTyV2&xA+yG9DDR$A-u2$6#kjLMux8JiIucuMa)x_?pLpz9FQ0Xv?;{C
zBm|sCmW+GTFk?gJMQ`wp!N`UfS(5$DdjDML?t;bc@n^AD0a4aA{txr*$;!Xw+VT#|
zo^1TXd;ey{J>CPWfP3%N=zn+*JU}K0{2zk!y6lVQeG#wrM^3kp<-OXvjuWg0OH4t$
z5;5|2^xzGgt}R<D?*Hf&X6%+LJTWe9NoS;sOMQdJa&|2x;U_mfIoXNr_?)kJP*Ws%
z*7vf2z%!EAtfHkgEuVe5^077^gm|)AhrJB^J|5#gp!%h_)NJ`ZZ<x3-|4)88mC}_I
zt2wyoj~-7nmI)WJOUDKbv7-R_1sKt^#%N8`0U|O1w4W#G%m@{jnA44<-4oQF?&1Tt
z@&Nx_EZQ#E0jpm(m6!@t`(v0l&`jFg2;nM7!X=#z0>f@s>qg@q1NbB0#kT}&(#vqf
z=7bu!)!G{|Lum{oofje#xdjTA|E382w)a*9c&jy$F_)kY)rewY+kBG6q*K~N{?Fi7
z@mgr@F!{|lBS>eK$vrwj?vZS^EOtEu`fitv4LT+nX6?(Ir+(!|mv&r7rBpSuRYVd&
ztD{As5;efM>0+0EQ~)C#$RALJ^Y*4emYTF*zIE*5>x-<c%)JDe##)st2O7X6+!PJa
zwPMM46*We9u`SYq@^CcI6MT6Nh2!I1*~hWoK%LI$y&&+h>=@_CVEJoJqD@e(th4aW
zb{v2df*Jybd2#?&N)(><M4;0FPXo*gUIeO@A^hu>TyP8Wzqg3i6OjaEEc%$Un5DJ~
zs?#?ABDLhh7SCuLt#<qUTk0JPg=X}_q#h|BtsCbR891KLm>rscop2Y%bNj_GfB#W$
zh7{L$?L%3di#6OF1=_kSD{j8tAuV+yd)waJd+GfSH`Ivma(!cyq?Toqkihc|?4ufK
z2N8UTCHSPA;=d07RUI7G)4AR`gk%+hYkzqCiV#T=>5J)f7~<DCWj}PYf8KO>C5g&c
zRKQNDy<1PMOCbA}{pynwNbGfHTCHc2Q(;aIH+!}N3c~YNRxiKI*hN}QR8Zn6oTJox
z7M4xF$QM;PU+&?mRc7R-JRBW;y6eD5yMivY62(f;IjGsP6Ix*4UZv|eRBuPF-WxoS
z0wft9atfGoGmokc{b+#B@T93P^()?08?0Fg8r3;q-6AS#6=}+^VnwUIo;DVFEwn(L
z)Aw}8{a4j%DTh|&EyPP+a}99fIb20v!g|85B}B+-<~0YFvx*`3RI<Il@38j1LQFg*
zV|$Da0ZCzD3JeWyU4<QBw8b++FG0}qKR@1+Wi$H|?AF&r`1~Z^3svh;Q$yNWTWMor
zdGb4dJTE2A$(fj(O1c_*gYtZ@W&3nVVOoLewOQ5dp?u{@fgfB(OUFUKMGOS0xi)Th
zsom8{FlQG1a56=l=b_Scih_mHN!Hvt^wybN5@4eE6A=xKB);6Y=)FW2YVr^3)ENME
zkb*}O13)}+I0~dnHtLhrq(CA9r_*`*b*P3DU&_?O49Vc<N5oisxG^Ep>f^cL*t{)m
z%l2y2{9|2SUbY?)!38?aC;6-tyk6dFD)KsK4H&OpX)?KX*tJ9Pq8yV8n;I?n^?>}V
zN9#YGwMoiP!N&S94f>elrDJf2|ELzzVb<6DakyM!c%>bwTJ<-Dkp8c@mvc4HnV$r6
zjQ28nf!l^WfQ5Wut|7M=_P!w2J9O#~42)w+d<BN28&AglEJ*5jT^i=#>K`KV^yLlJ
zZ?99|-x%%aDP#O~w>=W2eC~Umh!5wZu$#4<ZYP{5&fTL}GAmhpn1uwWhNiF_sMjC;
zy)eG4D8{$e?o^iKoA*MnFcaq%((M>KQiTcWK8<<xuM)1LoQKYtBp{V*gSO{^1WM>B
zkHorbLSw^333B)qu`Pfq=LpgNbuU#*+@4mG-@&TWh2Q3QL`wDfp{=LMIR%{({Y7K#
zih~*)k=K-uB`NSZ7WGh4wsn@#z2iyKUFu`Z)c=-s`q)(-j`akoD3`cr+GnL)IbK6b
z`rmiFVmGceK@%mjAo2rLp_^$$VPJ$~0FTY@BGyj0!&da|gLV$LfZ5U{Cl7xZZvae2
z0=vFVBcU-KzG;`6B+_i^dw4`7uOT(yXSKroZQI7Hl)kq=Am!x`dps@|3_Pi9)1@~2
ziL+g<_{RqtoBr~Tr{Zp?^qo{&Q@b1NobcqFl8-^r=ck8k*4PWoPAvEVdcC*o1#r*_
zb6IMrS+rC3E2yF$LH^od|7$cQdLnWbt%F$O(0`EKKH}LIGwrH-Z>{i;W%n;!(f`C8
z9hfzw!^5@SZjJ>6`em4JhsP)B=)H(vc*Zf@d2NE8iAk-&BWx)(*#(pVlV-^pBD}7x
zmt`z{%l5ckI>OiXwq1i84T1FfrF7qtz+#1Qf<^2ZoJVESo#K;pV~S7Jc`tGvdY`ny
zZ)#vf39nPpntlMb8rr$jbjF>QmwzPuIGy2g0*OqOEo|2_i<QQ+qf-Y7Z{1$NkzXTP
zuRORnkou@E2nH`y^{g3|z@_>X?u=01NHNky(QHjFJ>hAO&a3{mSkiVBR$G2jYQ#sD
zw|$~*y3;<Y{I+AK;M-$NjGT@??R?QVzglK-A}2dn`OaZOkC;qFy3Fy95tpwZPPE~Q
z-$<J$5$}W;bxq}!d#iezO!(9>ez{5~e~sd$Y?xh56+Pa`i)fl5ZPd4FrW>|upnSph
zlB(_XL+k`_0-IrIYVvtTT5=JGe~UrBh`LIx>AScOfgSR`Zp|HiPYg3yauBDwNB$C?
z@Kw4Gctc9)c(uK+&gJFDkt&H2hVqc^LNfGt;klObK;|dIiv*XH84^{LM#qmfi*5It
z(~B3ihAuD)#J&(V*z_(u+Fc=)YSbKb)y=_4qCt<9REQy9>Lgu>;#K9!AES+Qx2_y{
zuAGnecY6|7lk4m_)_W5d>y1hqlC$I=NJ#kp>vCf>wFm0XO1hbenqsX%qjSPQz0;jM
zg5xT(&_D6G;j|;p&9Wx8FU$IkA0Of7{ZGZ;;U?P8cBh(}bCxsWl5Joo4}e|YZ~^MN
z2~BJER^2t(DGJoksK8~91Ql+%BYB0s8NVLpsq?p`6j*_Dmxv4~to@hR<(j43!*$1x
zIbJ?C!zj+@+QrU@#tki{X6^<dUt`n)vB9&Z=PSGsZc_^=mg<@=cO)LUA)%J+f{Nqb
zHHuo9W-D8sUDjz-<T8i52t(hX72&;r;VWQwhzesP5Y+b1p%PFzFO@(|k~i{!)^Uh6
z`V@Bnh!1v4oZj(A;Ky~^34MhQu4a=J{P7P6+b@jkm~n1}sK(d*^p5x6QA$7D3F;}V
zpy29|24`}etXNUDempBsv@v*}B@HuqpG2pB<5B9o<fX1=s>x)cKfbB@UgxV=w<oZU
zxY7AE2Woa_wC=m=uLke4`nL3}Ij3hziKsjMv+Gx5My|TC!Tr%iEH%A0W~vpSD6L4}
z%lk<6<FoZPhMYKd@6XN`4Q_CTv+4F<xH#<6=pKx3)VH-W$jKfX;#a{9ZVx)09nzC`
zOn;YOiIJo1DfMGJF<q~5Ba?tuD-wF5Y@IA8=`+SwyxN?qmg(zj6BI0dKCZ4m=ygF<
zz*RjS2gL-1Pq~`oEN+jGt<lWWvdq<K1BCMWGjqLX2aWg@rj_1=afdWqAIIh1y&kK3
ztY)FHr8tE$weY#e85rKC;xRPfx1|wk$@7&qm&wd*FVpj+>UJuKfg7;|5i+U(GPM#E
zbPY_{D|31}ejQ{_YgU2K-iJhN>JBJ~UosDFsh1}}qfPbr-l!}>>UCUk9H*F*TuP}>
z(aDU7@wHtPqOOcC?v;ZKi(Z@B;)k5@{wbJ{Z&UW*Yl~&S6czq4Z7&DCl(T(bWy+gI
z93H$rinK}ydRJ^?Smc$c*AzUYKa%w7tmm1;(#D<~1HD0?A)e&CnHU!~YSC%LIRR-S
zF~1DOBO6ht{g|ztd!K*m^?&U+o?Gbz^=qA-JDF0raB$P=_K_-Eq3H41R%5~@>9))>
zs1xk*ZC;jA5?014C0)7<(p=D3U>hE&B0J!GlEPZz?Jldrc>`^wPLsYz$=6N0xLCJ>
zsY{QMOlKDj<YRW@fk}wD$E<pkIIHU8#7Z%&yQ(iR6z97J_l^vY67+r&-bz#1jfpE$
zF!nEHYc*A?(qq=}ownSR5wBGs@xI_ERf6rXO->!8x`k(3@9pC=H$RP<7b;c=neV2W
zQ&s&^vm_P|RmmhC-e!ipN(sH$WUUMa2+-q{^2ynOT&tZb%G5je*P4OSXxum7X(Bgv
z2gV9np!&BfvEj30udgm7h#1{vFGS-eoe0*dY9nf;u(S-=iKWqkjzR%;mvj8({LRvJ
zA6`e(^u`XVW}A&XQkreeUQ)*G=7_YS>SP(i#}u)hQ`FD&C$cP?n6}Rv<a~w)#z}PQ
z(pB)eC(1e=-E6qW{|09;DCzA_e3Ywj(eKd3hJ1EfFUFy`yMhq&^5xuYQI<zGCU&&A
z;Oou<=Rfomr55_5W~Gu`!lTT`SRlV1$~x_$Vqs-d{@Vh6&*Z8ZtJQpe5dzY_#3{Dv
zZZ2qTt_T|pS`QS_HONEE5gK6GHz%xv?b06I^ObZ-M;GlUE#Q)VVD}@JS?bfBM9#Bu
z7WG4N+fn@2Qg-MpMMl5@5xP#q3uS|1lF1c`&+WJbX-c;8fJ1$Kz5@RN#16TE$(hUR
zy2~F#h_OzpPnlJD9NwJqqDTm}VG#d)a|d19iLZC4f;WTgJoNI5*LQavSMN#6#Vc#m
zKO}$vXMF_$C|m~5ptU2}aG$cmpFyMLec7;<lCa=ogY4Qa)rfGEc>P1D=I{G-yGH0N
zlj6ShBALTixO^W|kj@PLrjYK@^q{viFif&Cwt!BHw7?Imym<Ch<#A8j&~ARK<&W>>
zzZ_=$drh%y>ISG9-KX(FKRRl6YUjR%apN0M{Q7wM=#f)P%U)e~BbaU8USTwe>3llq
z@Dn+!JUZZ~LitUSc`m|6_tWF=Tdl=X?;cW)%2}Si&z~5ZU>jK33O{#a%<W@*P_4G^
zi}EXvgolqd%@$kHRRRp_l*c&*8~T8(OI-=dZ@LVgJhv--$;1()yLQ7ro$~x@<S2=8
zd;#D^K_D_Scz5hc18~6RSwFzR-}L1czEB#z5wnWn?q@wPh>vU_ps<;bob1Lvj=Jf&
z#k4=rjSwgj^!gR6C_$<UvmUcw8SI-iguU{yR9`d>p-ebP2I46JWhAkn@a-_&Nmd??
z>rxa~c+~EBc-q>e=4wR0F&=*#NV$6uIP%&u5T}50iXVrzK`eFmU=pa(76?2P4?m&T
z_=0K?E7HybBy=ZO<2epQ;{>CnsS~qboX5vxi|Nx0Eu|Drp3*A!O}DG&X2%9iYM6<6
z*1%|<v{_yX*%2hQ4a%JqvKHu#74A$_Cp>m8K>NyG{!-=;s5hnTBOXo3T6}m%e8#-l
zhCLUb!C^7a>1yf88R*Sn_rw^1gLmYrY!9}MScS_RDL!oZaU>`-_ERngUMAJg7!UKd
z5}jX^Rlb$Rck4*(C|%ja>%=eXxf)-)791!)JzKs|Vy5@(wb;+vnHT&Y2=9JVzzpdD
zoD*n`T!k4S0ZXPg3I(+Shs`;>IKvf=Gavj>hx=@+n9J5<o$EjbX1Ez%Zl6V_XIH+t
zZS0!Pl8n&kC=c?{bu7-DNq>~cC)onuR%a5U_qQvSeY2j!QLoL;1N<OD`eu$|=||>H
zO2kKhdCFK5cVk(n$NKS%oPb7mY@vr;>JW$-bCcvlMmLEe2IBJ|@Ml4>Y3uBggnsw9
z-0kVr2JZ`c=1r89NSqr<F(+z0gly)=UK(!rC};J=>BX$MR7WrG|L0*qwCtg3*Qrh_
z`|9!>DEA2c3{D`T;N>+3Nbm{(1HP0G{`sPh{-H(e!3_>HAE{Hme3e&Qf$0?WWBxe2
zI5B((PO7#A7Loy6X}OjYYus8tt0o*?M6kn3Dc6<xDFpqHAAB|GbRV%4-Z&iz@aI%;
zz2Lre79*MLC#x5@<P8GmtC?m;M3d#L;_2F^95{!TE-)Q7_S7t>yx1sL=w>NPeUbb9
z_wQ^`mtEsNMpnw*{~+#|hnXW$;-*TSt>J6+ZXvabtN~2cn?)bu8VU-sVfWe=yka9v
z*|M0LHJdNLP`t*u6QZ5Yr+G1^-6|<E-xNN2Pg(_JRh0+r9>_qvg;wtURd65vm&t6<
zNP5`~+q0Mv`xf(fJW<|p4DrU#wec14TF!7(>n#->!3Pu_NkJ@EHv8pK@{PATMOt|a
z%K3RlznbtpzUlGIpEY_SSZb<(C#U{MY27qewjBk5yEY&`fOgh%M?!h}nDmw`u+f}M
z*Xz~D&e~DT_Ca8mcY#BP3>*s77RG<cWbK44WM!|-OJoaNJgZj|&v9Mx8{1bG(IY7V
zslVnJA~t$R21D4RV=4<y<Ee*7J?K1qb2L@@n)h(pCx~wQiiXWt+}pTimA$xV6&JuG
zK>KP2un_muj8$mntTq)imRL?rWMYww{g65z&V|t^RF1M+edclH#SK=^C4Q+pIHY$0
zKe}+X-=fjZ|9GtYhfp^wZkU?h_~&i)UQ<rJa)ooz;qN}BUhfz&RIyn+(Dea;@qc(Q
zFg6S>&LA!F-Ha{MAG8{~F+`yx7s6%golaLObYy{&g}UD+HZK$wzW)A`McJ(G`3>eq
z<|i>3i4;#J)@TRjSuB-+@GYqrFz<cxF1Xw~MV{(GLQHr~d1X^}c0xg6VE^I1Q+LiX
zaE_k#<c_Sy<^87c`+F<bR?wgJLQfQ-47WAOS)$L>H&17A<AE4^8@B=<fqvZ^CnFXU
zGo4v#BZp=y(4F^lSiFO;v0oigO**7ALPbr~*c{oQ0lQh7m!pIIXz~#|$*(qP3#tX}
zA}v(sXSIsVsX}<=-yLT<{BUBOdnB7#E9g=DFM+@)D}lu@zhkxe4`VCxxYsk+v@&=Z
zOU2znP1@JC3Y|sG1zw@w3e(zIKPp73`H!QMrN|C3Kc>rtC(V`wl6Km^5Pf8BY|`2K
zUQ^wQ^`EwnJ4is?uFz{?6VjTLod|APq20FPJhbfJH7o?f-$uo)kHc58zt`a-K&^%8
zUFQ~J#w9w&ayq7KD*DqE+5oGtif!C=0JGCZU;gQ_;<$5?ob%wBrrHay=8gfxHnf72
zWrce6V7muU70ddB`}XbK{*LC+SrApl1-7Ob`v)yY2hS#d2q7<JY-fLwXuzSny<=|$
z)VuUKsi)+tjJbN&x9()~@u%P9=13PD<6ESFU%$c^_$gs_TT=g$7dlw*lCbh>zLj0q
z$~{?6U$mTtVtI%YimBI?JqAkGnG@F{nGAj6IxgM7BD`>#dW`=TZGmd=P0Pxkx);DP
z=Zzp5@#XHwHk}+cZj0UB8hEzaK|F@;GPI&E0__}bC408~z%C>MN~n-=7j68$hz1!Z
zs64W4#7hKuw!qdR{J3;pKst}3!l6z+c?B6N<pgIZMce{4eaMsWnp+VU{Dj&29xIBb
z%Q>XUZ{}5F_;shAMqqd0a^Z6ZvOjKaT2I|`Z?s&Do}S`nbJHw)`{7YWVZM>xyMU}J
zd(LvIpkFu_qQyGx7F`zW&rO=xb@|^E3SYV}6@+j6y1Nm))pl;79M<cJ8P}dYA{L_c
zBxOAB2o4lKb!hudks?405dN32R~{kYO37hrVt@k9Dei5V^$rNGJuS)8ODsQ<F9nV>
zEIo|_PF#xr+rOmbq|ekB@DmaJru6~{EkF4#>&1@hF=O-N?n1I9^}-|?KlC;Y@df}w
zq!Rfx8a#OM_lpA;D-hV}&i9IDR!q4ZPiI^vnA3OT@fsvZ8U!yqjEE>#^|Y`AyZZsW
zQmtWVtOW3-#UtuqgcBfyNVo^0HZw>dYY)cZG7<eSI%s;eHg0qBH$_8GF%fvl<3>(H
zBfxXS+!>2D7Q8ENTTJ9;fY!Lle#-+$f;tE_*Z^P3O(!1+2aqIQ4|bq>#1;uRy}K1c
zG$XYUfR%w5W(7X<t55*zdO2l&?Iu5X$l7i1Aq0*QJj6}p+C;B$J9~mQg9!KIz?%^(
zyI9Q5DmS5nW!X1onJBe47PIN>Uox?<k`Zq;qgH5K<>s_<<yYldI;`?X-+Zd<tzIcC
z^%)CEO0UZz<w3_$7=g0)Kf<#;gOSOOv6OgIAJJQ5C`+4#;d#Z77A;UYKcpabIyMYr
zW(ZEM$(<?cPcH0v#VSq_rgPy%EhT$Z_Z!x(oMK6CMu}trKLjosXvuAHAUpR60;{k;
z4bJ=1a6f2~+BYV*;!iKZurvP}Hk>4ima%GJ$50REf~Zmb$nNoBuvornkZ7SAI}rK#
zXX^fXj19~d9AwX$xswU7{D%P7<{cUGYn{lGXZP<JhvA~ZNv3U4AjkD60;}aQLZ<!R
ze8GrjfEq|Zjpbbegink`Kb)v_x`w8o-wsD(%VWf-kE8OMc@45QT3>m_Db2`U6xc0F
z9#y$HqEuO_Of8xk*ne>$j`QK6z!-2IS|NtkT?t1D<4SaL`rLf@Sw;&jb;-oIf8>n2
z-B|9~*<uoX=NiLT<p7;0tITs(zn{oB+lKGz5w@GYCyxsdrTo4o^f&h*{&1h*9`{l1
zaUZN7L5Bd`hu-JDMVN2g>K1lnX9a+B_3U~U9yNO}0U`NjY?<^1<hg<<2QRQd5&H}+
z1+s4eLudV&vysyvW=ZB+M1d^03$yGEEw=!VpRDVUXUPAF5Px`hpB;4oAyNVTs{SDa
zu(`lW_|qt$#Ob?;y_N6}*J@TBcyUXO5R)-aW7fO<qM*$6HX8LN=fT-n3nX9;Xm#h$
zShOps$E;~aoG}`06}PwD15jomnY!|tCO%8Z_^gcYiH7)Wo(|;T;JCC<mW3g6L1kVE
zuBcQ>bgd(^-eN#0e7w-=e=v@AJ5di0s}t)SelTdJHjw<|eMalarLB9y)!8ucYVtH<
z_NMXv@$TZXyI8sJD<;;2dvL_ez5SJ+2qX(;o2Fu4vhZOxf&kYL$!i$GCz0Cs)^IF&
z4FhJ@U*9>qfZGM(TflcvTMS^kKg%KR&k9Bo_Lc*vxAJGi3LD;kxDd2Q=E4nUk4flH
z2lj}cwF}iVzfH#uDImRTBv+d4tnmDzdEYo6n)?1C6JvPi4_jndlz~dyi~M)WyPj6!
zcH}H+l)itdy2Bpb5t=EQHhzLZKg$%HN`DqN|E-2iY-J3^VYYgMRxZY|;p(x)4iMCN
zGxaz7fK_;+1CI!B*r7f`&`|B9`rIW7T`&=DP&(>dEkS|1YLN>%e&bsu4*Q#;2#7CJ
z#V(`cg=U=*4P-tfH?;f@8(ymba`i7Z1ZRW&Ej$4y0XFp5XG6pu8=^4!jeXd1vNZnJ
zQ$QO3Lz2w><?z?I$?^qS{UZ|FF-Bi1V_~I6`(z{g3c-dz4x)~&{;N-U03-#74{!qe
zi%4OB#Jh<GvS5!2CAN>sLo1~0(ohh6!J^8Vz`cfkHrWR{OP~3!-cyihbj2Xgz~8z%
zjg1tUyC$_bIOoy~^yjA^c<z!DR4dDa_a<Iultzs4+V?$<Y+X7~@Gca0oi$`VqnBMA
zU%32EG?R@%spC>Hz{|vRHr)?mV%o}NH@6$IvX`jt%y*>&y?SB}a*sf5PTYZX=&uV1
zcO(Nt<b-GuAQuN31q?Zs2F4XM_6{Ja1z&;kCzN1N*)OuK8WCUP2Z2B6BnJ|>NyWgf
z_EJEBcsT$;dfC58q7c;uk9m&)3!(yqiXjX*=vINqX+#UnP+^yMNDv`ICflldA<c;o
z$kV1Tpb5cB&;%7|!i{?SAZmngup31>2lqv+QR0AM55xiSJ`DGP2n>PG2q5*Bx5$0l
zC@iP$Q(aOmC3u?%WVNTf%e8XulYgd{PS;Dk;A<w!I@^vp^}gxkB&T|otnsg2aq)Lm
z+_i^;t3G_Tl)G#rY=3BXZb|w`u0A2EdPA~s;(4R=X!rxWf`{Y&Av&6&lX#YPFNu-&
zvuO#wO}}^&d@25~|3p+>RVhRMDbxPAOs%674fwVBIT-C1%{ZWIzqj9yZq^eYg9Ppl
zTQ728<pOQN+mJ)yxGO;InI@ljykDmnoYHw`{~$AUX9m)(xU&fIxw<n{piVK+T<8D%
zrZ0l<!Q47a<aBtb_DYE-XBBfw{UJC2_$W_3tt#aOJUs3YI35?=ymmoL8U;d8akW7J
zHnuImM-5I&<^UTRngN`O12F?H#x!nx7D4h;!sZfhJGGHcN?O%~zqh9?><>IS2MX0+
zIRTDCrg&VseEbyA^iP5GGUn;M6oaTb*j}x;$$EDla#*mHTsA=vlufV!i}b_-Uf;A9
zzD57n7vR*TcEVZUd%052#cP&*_f5SZPr^$YI`477f3*828$o<SS#V~kDG0><LgT*Y
zr{k{963uGxs(>A7u&KKaUjh069Ei*siLC&e#YI@H(e^y>$Rvc9XH3^PNamHt3n}_K
z(EWP;&i4wh+2==h%*{YLcX;9Scz7gYjv7w#Rwd}0HW-3v>K9)yv7(~6pyro2=^NPp
zW*n%2iDV0^#JmBL=SB|DnON7jKxN4GUU0l}V5qkF^nR;{>lu?1KGKPv1=YXG(c5F>
z0^_OfFyJsWO@0CXyD0+B-Z=%<%D=FcVQUb`kv`3D?=(8>zciDSoO7$>|B1`^PXJ#Z
ziM<nEAGVZldZbzEHj?M(3z>9j({xNC0io3;@JhJ)*^iHNr>{_Bqk9kG2CyKo13#!c
zCz%s>I^He)Laf`nhN%{sZ!&rH6et2moo;yUIEGPYaHOz4EV?~A<B?-R^xAnl137R4
zth-E#;Yq2Xr$0{y+e}s@Udv^|MT);hV@;_f<sCZ{fad=68sGB)#qB2^_ixpV^a)@e
z0MHKhXJwZDFmLdS+j<OFgONPLuV2dgxXn9ft8|4lgkznUbQ*w5(Dm`xf@NlByZaSl
z;mqAJ^$pKC6y=efJr#y6wN+PoJ!p;0ZZ>Qj{n~Xqyk~Q?ZgpT>*6`ke>glz#!jo~w
z73rglK^Vm%mKy!~HZNpJ(SK}w8DuPDD0a>MS7mP<7v<Le3!|uj5*w5jP$>Zck&+xm
z$&p676qOk18gi771_c2H0g;XYQMyK2x<Nu>kggf20fyOU4Y;3o|DMl#&iR~wly%>W
zn-$l()|KCjbm_vnMlZBnQgT$=q_NIi|2)JPnF)_j8SS4?9YSuN=16Y$eS<TIgijmB
z=;M%%)?S%*EE|bWpM6z)`XsqIa&nWidXAp_(9~bHUmQUNXEf{g==?P;VEm=!#*;nL
z$el$HwK`tptNv;Hp1WXcp8X|{;`yHLE3B-2hoj8SSfvgKhvBlboj1&8(75!=q=S?J
z+qtzFKM~W!SH8@T(5SE};Y0(2)Q+A#K0Cu8FII>s<<<*`aRp*#npzQ?qdE|$RLXG6
zc0i`#v;8x&0A<%Z?8BELZa}ZyeDdh^H;kfu#w)IXOX1?@LrETzzThXuP|zaU9ZLY^
zLIJUY_y9zx<||)G`Si<=jrMLhwffXtraaV>zXs@V_R%pc{PtDDGzK8uHcI6{FhUu$
zh@5V-(v&>WfG-+f9^~Yj``*D2LS+>_^Twv`F&POxKl`Pqnaj=cBR0*Vr|tsCJ<%Rq
zFHY}Gbf)Y0xO?W=7hl^O&>1%ScTrJ~XZ%#Y9jRnAkax~RG2Ogc-&J+wY<%x$e9<G_
zso?e8-ix>|5UNi!Yljo<zaqbI(K49EY|;+o;iX4~@posl>xVLhrK;YDlu~`Py6}xn
zps4-4*BUGYX9f;+%ji)MFTrj4R&H6JAfx(no~d1`09L;yui=xO#DRWFPKV`|`Ohb|
zrtT}$WNZb{2KlQ)J2FuwDkHv$Lt=T&nzH<-JEWMu%}KG9jAofvkD=9h4Dpbn3%o|*
zozC{`bCvG8DP>*0vZ|#J+SOFXI+caG(1?V3(~U|p;7!;=r5ShIa_4!gQLkG0d`tVy
zMl^<6C=;Vc9EperNjHi5Y+sbjw-5p^Ksr)Bk|jp_tK*)CVh)u_30}l<8PbsEXSiT*
zmDWH5tVN`|y$Z<Yt53}O(bdNlbNc(>?VazC93%`b0FGt>Pfiw0;ICn^b_F%85QC!B
zDd0>k><yg$%{Q$yw#BHE2;ZO{&hwRM)Qn&kjFs1Z9LCC)3^}qgZYdqycqEqe*1n`4
zUTk4OiE~-i6WK3jIxWWg$_3tA=De2(`O6JSi3?wRSQ5_}sVR}N>wZdWX3mNEdoR+P
z`s4G2RwMCK<YkeLue;6-lU8**F&;!CvFs9qrBII&%&NrL4#g;ybYMT@ApV0}j?VIi
zI$QaU^<7s;sO-HATkpgWae(s28_^YS9i&=w`x`SE(?XTH{vP`5tCFXgO=woun$?Un
z9)bJp#?*z)#i#37n2>IQ%#U^F$Bi0>Yxtv4S<chc8HxIS(3XmP^_~nq6;H$&fj*k8
z@i1k*;@p|F<fSN%<2&ou)`Ifj5mp!e1JPoQnM>Q>1Z;mG9TyKMMtt+gEduae09p?W
zhb}nh?PRc9Y8@ynon$(anI3PA7KEx-4~m)5T1gjW&RcmY-B*(?mu5e59r%(xjMtr|
za#UAG=#&qO)$HHrQJJAF)$n#B-8te{_YJ}|%z7ZIM+WlaR$t}#8a$Pjf5QZ+_0tdx
z+yXV7J4-(3>{;3O;C3KcPV7>+ml7c`pQkytdr0qymu{9vLq=`gajy~ln{WU6Nc){h
zycf5fhPzXio+=OQG+zZ_Ivb2im#XyEukD3wWY=Qq6TO_T#(EWgO3?py_T5L`mu(hm
zGqQ?Uer%cgtv1!KwO^y5WvUxOmfxH|JlDFrIw}W8*PtlCJ)WEnyms<5z^B;lt0Ps8
zS<u9{0GnQ)`h)$diw~;p<omOucj^zVKJtLO90AHPpA<W(X8fDPaC(zt(R7ap{|XNz
zG&mtdv_o;Ua7{FG8s&F(rm9}j!(&X>!U=VgmU@vP;f1~(0Y3p~>AMD2RY1%)S2Xmn
z+buS}x6j}-wyCoTiyV8y`Z$$4n5bs!qsQhQmp#d*LVvbiclq*m-b%TFof9>}s5Mv?
z6y<Jq%Yxq{^3fBvWHuR(xzynSJITBp+pQ^;*y{UP;mtMgj>x>x_#5}rF8Nw<`L@bt
zaUtMm&-h!8`o#(u+gEN_J>(Yc-cDm%VcBaoF_UJ6MF>i+ZL|u62GnL!Zv1-Uf3BK_
z2_C+wRPnWR@TzK=nSuq+n8l~mHD%w2R1X&C7$Q<Ncb}t1O6oaHrheiU8%IVGmBtpg
zIE}u|-%@hk4DU@+6ZA^TZ5c8)xu=@k=Fd@AlKT5V(4oWYzUR%R=ed20xR>XtA-&#9
zzBUka=qRumBm(>h;FRxokUf{+z44~NyglM=_`-$v6@}?2>RLCT53S)XAL6NysJ%ii
z&fn>hwmf`B9fC}$e83J(Gh6(Rl=JLso?^z*UUlThFDCZ~=r3Edp<Wkhw%j9J7ybup
zPte9!C2C@p@a1ChTZ*=9Y*I&HsacdW|5j9w$J8R4J!5tcdx<6G1HYB++@OC)j+@m7
z2TrLg-U~It7hnZw3#ze|`~Zn~mDrmu^bHNb<<pwj<f>5r*C5Xg+4!#tZJ$qh5z4yp
z9Qqa{_g*_WaB)sLo9I?Q6BoRW;&H3LGK$9R#F}=(JYDN{`ArmS7nv9PoJXp9N#Hp;
zSo!oKRbM2fR#(7<XLl(1T^nZTyxoh|=w#597Uv>ygRQ>59R`d0hSl(^X5=9PfrHxa
zM~)VC*dTw#J_pOsj~o|!J#Rc#BH1MgfT+nrkgL1$Vu_98N8NRY;uYhTHQ^$xR(&r>
z)_k6olubZ48GNA$ozN7wywZ1i-Tp61iz`WAoMHy*w7jjG0CbbwSHnb5$8Gq@$dxYX
zzyK~S(cd$vWS8eAQil^oU8_(xyrg`iKaHkE8-uGeR~B`^c6SzlpW%V@{0OK~eRe+D
zG111BbA&rYN%0{WkQ812krZ=duo1BULQ5qlZ`J(j2;Rzl78F}IyZh*D(A}a<?obsd
zZR3l(ZKiHLck^n+i(#+f`KyhDtFf#RnIXLu)!{b-^ft&zs0k_g#R2{nq3luyw_RN#
z$?`Xza}4PghsMo0B$W8J%H7hGoVZ$oZ?Q?n)pjLWP*t<d+LwH_{6P6yI#r;{-7$2p
z!u(4A_R+1L-3|(&Ve8Zdl6uP?36i@9i%4(8wMs;2W-{u+lQ<B``Vh<rW?b=;S-V0a
z_XoB(G!uggnc5}Shvjh_3ij7;?DmMRHyn%#=KsVUHXazSCXOSc@FMY&5(+<cE#)Ig
zAkhfvO>x`ORTE~1oqOlUP0~b?o}S@jBWJIj@q-0c#~I*~bjHWW)g_x`np9nHHYeWk
z(Ei~MMEcZKon`y-5Kr+&bGSb=7pIDR5GeQZ!O%1rVBLS9Uxz%kZ?K4Ank%DaJQUeq
z2$3!EYXYk!0LA)O9^uS7GI}K;u1?S;CH;Sc4tv(*@VYxIYlJ}j&okIkhx+EnwZ#uG
z70n3p3Dpc6$?>Nnv200G&_a;E-6In11RKr$NFxABF8OIHB{yT?;b_($;z8sCS7kEK
zNT8J+>mIsIQ{thRln9$7wuMBmY~?rh;v@PhZ_^&Qn%9BA-yjr~I0AQPR6VBIK-t&?
zRi0cPzx!S!>Rs<-o1-~Q(g=fUPGhnSOJ9w(**);7e!p>*JJT}f%FAdP`ZX~vvSfJ3
zH<nE4==VsR+HV0rjm9zi^QJVh@VA!d_HwrYA~$Z@1k3#@16{BRGm#;!mr<8jYVPu>
znu`_~wE0NQ+fdIqBnG(%&(Ny<?Hi@B20ho>K2GL;yKtHXr`tTrerph~J{wlpGF(eV
z+UEY@FHPg^@av~9+`U;AvCisyl+iUY=pofsrm1)dM5Ynt$Z2pGKzX6<tHvyZ5PP&7
z-Q0s}ZmYLWbNR1b$nlESxCl_6ECkdi1N0Q^b}!3wcEG7*@p1CQi^{2;Gn%w3(!MP6
z1?c;UDp83p%ICP=7<}Z#&=0_j8PeU7Or@2w$K4nlYWnZWKe1x6_^y8>Bc7if$!%1A
zl}U%p^zmn3-r0Rw@hqq{cVkblGuK4Cb5z^yg^Hzud6PF?>kf;QgbO2XNd4WdCh18J
zC-d)562{>bxmH6+TewA|vO;zJkYjP`-z56=Kz?)SeEISRjYe9$+xDw;op4XVkvRPg
zm#H&==Mswn`4UCA2RIvN%%(DDaY7qNc@_h>s^DU6Afh||2aMM}1NfsQz;vTr`UsrT
zSV*HjA9SYM>cPlnF<um@{FMICF=@)iGZ(QbynvAI!%PR6+!+)<E7>cbg{WGn<s|bu
zLrHT-ReVU>%)En_6)92J16CR!H)YL)^f~Nc#XEbrd=eEruMjA$M?!t2=6qmq<P26l
z(y2L}mZ6R0)DKs)7H(c8$tty4q&=m*vTFTMEw^)Kw-0k&W%<o^*Li$qDn;9%xMaxo
z%XAwCV@oGu7T+VMn@o#b=(6htTB?)X-Qz#0m5J5XDyC1WttA6^tJ^2V)&RT}9w-<@
zBz_#xf}jh68I);4ICiIx<B);86&^ha!5D5b!1ds<tWuV>FhPZOd?zfJdEAet?AZiP
z)L_WHMiAOO-fU3t#PhBrr3s^FUeS<S&iUnC+nNvIrRc&(?U^gcIr1Itg37`BKE`ci
zXUpfL4z~1b6|>4KW)IgzxDAsQIGH?{FMOASoFDu+e4VQhnq2*qjlHF`j;=}5_ROo1
zsoT((FDCRT3Gs>OUaEGqVd)U`ZQz<`gbS3<{>Pce)%@3;^*{5K2|Y5Le|HcIOCciQ
z`~AsCJ?l!K0|ed=yamJxKmwE+ua%W(aFJcOX9#psHG2{f#!6c<pe#y2zrF@DQbzxQ
zu^1p)$;y0l9YR7eg9ODI)FJsKV(H=dLnVGK1D-79^RXqJaGyr1*&{jv`DT)t+M#PV
zyy;98*_&;yqyfxE8Y0UEJHBEZVaKSp*6Kq3U5*T3{3;0;HgNJv3|75#pIxlNW<}Qv
z(OQ+4`?xX;#+t}3Vl!I&nJwsy6gaD3&<Wc!<)c8_yD_o61oIC!4W(BV5DjuXyPDMf
zGZ~&{8otrfk8iFBV0-z)?FOP(*QEZ|VuSSZ-y}KAka$OZj!4um)suogy4SC_{6N{v
zbGwoPm**9{I5A4v;(!nKwf<|M)|bjJRc3vrO8wvE?lOtD!oL#kbNol<@HG52!lajE
zv(ze)nIyaJONNH}@vEO3Y{q6sk7*%KZRy|g((;e5^P2UV!35U_e_YYb5j*QKX?3Hi
zz?wa~+D;^CN$*p%wXsICet$bvp-3lh@-?OW0S@%-Un4?cvtw>iuEs;=^G{eJJNZBA
zoVRq7FYD8O*irghRL5?2#ra?~Ncbt1Vsx8L%XaU#66Xh1_U*US=agq4{9+bl(~9V;
zXeu8)#)AMQtCv<WPn=1YAQ$&XABBS&B#y3{_5z0U_O0?#ww1m30B&%Q^Mx-UzR%Br
z3gW_qKwT4Hx^p37Oa3SQ78uEXC?d957Gki`RezJzq*spyZq8#xu+%T}kipw;LN^#x
z_A)<GQpT8*&FjLg8%1r6Tc*nLr;kt%tF&I-0nD(E=9|GosF{2_0C+8rFMI??s0@o$
z75^G?_du!6PoI8`aI1m{L$vpGWuddn;>)FpfUB-aKAw4{<M~45<+9mXdeiU`-f@}9
z1z+dc<YM~en?FpZ+U)Xfzu!x@#9gMO$rHaTCVaUyKMb8rugG-1{5FX<HLNUyUMSXK
zo*yY-nBn#%JM321>^wsk+qZAeCfeIZvW^q?druPg#X0uRnIT4jGSH_k3<SY_9&e&o
z8AOKvK=u!V$na5bV>M7}C*Z#mWdBd?*8>AAM61OXmWZUNLqt+Ebv0s_!jy;Q;gYD-
z_FBNwdghV6&99(s?s~tv^%pD+*poFCfM!=ANuYcTY`+Dc;{6q2m*YQgWEQ(tw9q#L
zYX)yRqTd8)c;`eASiLk%*pkJz{vzO^krw!eupJbqaGw04BQyyJVY3(eP)kUlX$3N&
zaQTq`*|aeEO_Nu@==?@S-I?R$D+_<VLTnlV_D}&i8Aa~F=xaaqJz-#zRpJOu+X3eO
zFDK<OksL>@#M{6g&e+7l6LYR~91)gi0BdAfaFpY^?(w;uU-Pl|fdRMeObpeJ@iu!H
zR(tm4IXW>^@Es2I;UIpOo<((IS&X&}R?(@c(VOvz9?%%Z3Ty;DV8Z07A%N*RfP5`r
zscX>(DVb)`2rxV67(0=5QwaW=H^<2@JSF~u@_)58SN#<ZKGdY3W^9T$3AAz-2;q~U
zg0TotmBT?Q*FWuB$L&@ByF0v-U$Md*n1Cq+sQMYik6;BBP6|YmD+oFSv|#EU=L#Ug
z%o`uo;Ig-xRd}R?XRmA#cHC2?Fg;-f*};H^grAGz4u_0AyO{axLGYP?X6qNy-Xrw<
zTdFEcIf|{+l42z2L=XXv3AaJ~e|z>{O~;+GABzWZ8y@?Yo)}yNi;x|BvItCoUWg$=
z<f;EWXd*rU-9dqqlyXJpgHdAl|M~V`4~`e{pYBC|G4rN?+HknuVr#-nfKp%tIT=<C
zAcD7ml-$fuV@4t}SNA{$_6@>hZR(`*6<Fx}(>qEu9jb--qq}d)qH<?{f->qCK%vwK
zPsA=AF+8T=Yj2$s5lhWTRocW?9VYH&HqNw}u2ra^$(jfD_Ly9={}7s~2tWVGHMlaL
zl<5YaKq!&=?*ZyB`$PS?|NS7pzPyHZM{;r<Xpt6;l?dGZZODOuD`KWYn7|(cTEYhc
zy1;3B+(hn^4NbdN;st105x==sa|j=v5FP@8I$0sRKUAe>z)po(AFh3^jx|=j_C~E*
zK7*E$#%fEi^I{kBaYm5s)LgAW?~8htIf6I9rYS4h%<Fy%Pi`Ei&YJm2rdfmKH#9c9
zVezzXOWXHn?&;U64RfgiAHcwM??bi>c>hfFsao+>U~xj0$;5o?$8mI2#^4mih(ia1
zZ9N{lq8J$aKh5%k={F%@@D=!_A`SwrI?V~`o{%aaUC<r^r2KEv-4Ia{0Fw*SC9;pN
z;NX4&>?4mRh`2za|6Y=;$-auYxzt1;+MeLPFA@Ya|9~u@Kz`kM8wv9pF?xZmZ6+uc
zcCN6EjQ9Zd+SBR=D9q&ow7UL5QyZtc<k$V!Z}k=(&V36dQF{5VqS<=MS>N5zk)uG1
zCpSj|iWNs)&x6cT4kMPbE9U9l{2b(>E%G|6MxKTL0-T9*7y_OX6fy{Z{nRCdyCQz^
z%U7^B?C^O?_t+le3P=Ji?GsqY{qr%nd+wSCe89c-I`?4Ghiqtma%qR!t+V*V_wa8{
z4ogCuwY#PC9VmH*1*ge*gcLpNDf+KqHiHYdJAH<0qc5Y~TUmMK3R24+>RM$7^J?r#
zOJDy~B7OS*#L55rU2MYZKC&42;DeH3|69u=<H4DdT5PwJL^`TW14l~9Ue@x(>@&J;
z9_|2PIk#37L{QeKAG^c43{(VasK_hrVr1y0_{K!Z2!A=ANA%U?Af}56b-eg1Q<s46
z$WsG&s4R}Wr?ZepAABy?kC=7Q;O^Ffl~veC0U;`=gY7g-AY7La{8NT-gxFd2Pl&N*
zZ`zI90QB?k7fXO1I2zNog_fuHRzdK!$+p&V(`O&m`Wz0-%D_~U3HAt?N!xHnH#l01
z=^-m?*;9~VmljftzmWCQ+$KSEQYF&Zh_h3&%R6ZTR1}R&`wOIW%>eJFI?fjO<2IE~
ze08R7bna|D2fyuNZ2<QshXg~G%mz`LV86^`aCh<l88_l!2c_uYbKB##T;}0B4lq)K
z<0;@ljQGh=QO84FBn}n#3CyWsoqG~o$H$Wpww>N1zEQ?sArM!|hqy|RBkw8Dk($_X
ztC$0)+jQU=SS<9s)I`81h_74)-N12kxf_O8_)?A<C0rh#GHH{m&9=mTzf~xqJfw}i
zfoP#P4ugCc!wQt0Va(vsGO^-Tn-RA*m#21IJkQuo3?!JO4bPe6d2|4#KLBoEnpwc5
zZY`Yb1#wRNPUUShWhr|%A+zT&#YY#aPx=B80;~p^1@$uOc>T@Jo;w~Z@8lwg9~A)m
zxl8;8;$Rzv3B-ZLSeGFX7h}~sT<)#Rg>h(A;PDp_OXh=!<MqtNaXcs)APBE|RQqL0
ze5MlO`HeO!h;5QJFbZF+1z+SYHYHLTq)VUaUF*$$HbWyRjqVR^FJ(nOu2jpd_oQbU
zn`s_pNbkpHYmmAX<p2Vt09?E3gaV)Wip@1upiVe>u*XBUbjGu8PmNu4ZAD4{^!!7s
z#NE^U7Xg;;I;~l+TTg-=0!xr{yafBi<wAhf(wJiVLl4y~e22F^Xl&&d<z;DSEe;sn
zrVqEkDJhJhheMk5>*+>#EBc;aOOladm!i9I$?`U5()ub*D<|Q4o#RQqW6q`2V1>-8
z*s5+^BYBbkWnb9<H=}EB)`o{)-6LiB#j*sMCBqbH;&uP*!3b|S;#V5}He`FG4R9r-
zr&;ev)#rYVJ!Sn{>f%<!X%SB#xRHoQ@E@X-{By3Vk3Ps;_8;);L7eofBKAu=?uR3u
zzmt9lG3~Y4AAg9N_`Li0`I0;tCL8kWpR-W0OvT>87P8Jei7xfyRPQH<FFP%l-!xV_
zFa`b}`!gG>0Q5>Y10K?rDiWvvg;9{|_l+mtJ4@*o)9EX~CPmC=B7X3Ix=k6FUVIF@
zB**q~3S}$bNXbt=$RlUOtT7w{`F+mf@NW`cAP?Qa*#dTcKq`FnH%T0jO^PZmy{eG|
z^N}C%>(M39=K$hbI*-~TXcF&E{ZtwdbN~VsruQMZ{FS8~;*1IpKY$=WO)@|s^oUJ-
z8ZkNn>B}~u_|M-kGrI)NGYw3Bk<|;c*r@$uQrhM_v(;mo6y7s5dj+{TX%Woe1Ex7)
za9~;7K}d685o#3-hEtUoub%xUUcD_WJVIaQW~__G+9vP{|KCeeljl@IVO~6OS2=ao
z?(~v88BMWCyST&VJ*Ydhh8K1je^^%g<?d}KV^59HORjO-MTxBkW*Y^w1@8*oZMVm0
zAG|WW!#%{;@nKi|m-(5};qA0QV^pZ%&S6=o;Uu{rN#nPfMeh$gbAxpxKK{Y^(1Ilo
z@1T(wTkht&;}o}_$iFJR_pBDu>@SFA3wePjL*z_Bh0=Yl7?Da|EHNdS%DA0_i`8U>
zUudW>j+ze5sY49`I2=`lr#Bd>4L@x&f4_XHPm8SFako%ivn9zt4lO8ruga)?EYIP$
z1dqWyvy>FN_NzvSxvJX{6vP!g#Zn@#9pyLf&OGY-J#mj+?sh}|loVzIq{J}b<^IA7
zqUE+@%f1FNf0@D5Zrx%3O>L{GmX~b;eVT1z-0RLgRHBr-M@K1^Ny#9;h%`CIcUJ|R
zqT<h;q(A?2zCPut;QX&otnftF8n@G*@hTAXt}SZ!LgIdSEAFcR%>`o<>t9v%;k@h_
zaYtu8`r`A<*!{1`4#(b@z-wcE4StIjM$V>`E4zwU8HW8$;$3s+F3GRIyv`U1&zVU~
zX@*E=rH9ET`-pNuBcI!R<5$kn94W#{cvNE?V#Gp(?6v6pDhctW+(Ix>ipI;e{YqW2
zTsLb6zGSN0+GsnUv1(L(4rPs&IagOQ{p$vj!PJV|C&n%dZE?=l{5m{MThc4+e14OB
z%aw!3%OLkfo33e=B3-jOagcv8H6#W}t+Vi%-`NSJ3pK#*Mr5oA=2X^H*F-)uT)%n?
zL^(_$<t{W!TZcXOAIsKUP|AT7P!%(8KN_z@klI!I2N&X^JM~ip#Tn|opbtFu!(x?a
za-{IKspLaQ$9g{a`|XAbjmjXk7ee$u=+Cy5$i&QPv&1e84d{JBua&R35zcU6b@2B%
zwm~}Oxolr?2-aa6u?H?21)_ls@xA*`4nkfUWvf3sxCS>Q39n!*9L>*uMA=?zt(uGC
zxI1)Fv+_`}WlLzw5ytqggN73lY=!}mGo`4D6Htj1(Tf+(Ch#%BS~VZUG*)SbG&tZ*
z=HxWAsJ_?#rpI=C6#NG2HQ@6`_{%w19npdF(OVDbR5D&z@O%2fA@7m#sxtDgs6V*t
z4|AfPk!QUR$UPJLlVq<*$RgbQvT7!I#qWvMLzWd8m&atQNdwrUu7vv2BRrw&j$hZm
zZ$CbDL?zi|Y+sBQNRe*p(7fg+XMDenvM2f7o9Vcust$uvl_1VeFM*^AmW}tepAgTx
zy;znHNyDmNk!8!NZWsCYqOC(VHm_DVd)Y32xF<MtmiFkTtLb!*udJ-mjG#mZdVYWk
zqWh-fwMo}QSzdGLq$;eaPU(o?6-;?jm{&g3Da$I-dTqv?E2hS%I@WHfUnh8NxEmE_
zO}MUphh2)8NI4}5!RirfiFrGM(p&nt$jCIBV(m0%ZMp<V^Ic|fYoNmZ7Q>4z;sAH=
zyH>agnc}oNKa^!<r9bjqOimhlq~J_dZAs@{vPQB2BUQ(}`M4s9F+%?yfyV3zx}R%_
z8zhrk6-BdL=teY3yZwOK7B|GxD3e4}X=0z9aU@lBf5B6lDj6JdmU_*3*|@4><0mzI
zFgSkC+H-Kc>Zea@lEzCfw)nPj-a7Y5!S%;mmuYmDO(f__$NdV6{H?>72m*!|Z4;(g
z>W6DJ-k44Q{CQTF(uR51HIlaiX*w@p#@s5h@O7wWc9Y)LoG02UNA*eqY1pIp5-Mrh
zy6})@33lee;Dt|X^gnfOk8W1+e%_4UX~NMRi5G`T?-s4x5aNomVxX>k`!Xh_&ikQo
zD1m%HY@Na0g`pNU0@7oi9}YP<z}t3mcVmB56=a>&jZgg?$wuGm)WKvu`3y*WAYP{(
zHVQzUX}0L=Xz)Hw01<Eygb>jO&RXmX8c!buq=R)0*5IB>5+Fxvzn`W;{4%ctVoFLI
zP_tW+ShD*A?#$1b9fd&FPrUurtuqMShw_(8EGSpVDu*02SNJO$^$ajOgpbMxio@Gc
z0(-aRAjVE{^J>>VSatJ3t43^+Hqy{+QjVo#wLetHU2cA#3i2LFrMOMXHJXN#7ay#@
z21lvCR4~~OyY*>X=Z-95TB*iNt&vSvBei3u<Jx;Qk+9uzxhQ)IN!E87{Gt^KA5u97
z=dfb(9Mt9qDv_B&<acC%EB#TdXy9O$mqXgDpG@O4gIkTCOz)U@<QGT^&sM6k>G=)3
z;%p7gMWZ%YuH3h9iK#PmYh2rlfp2sv+H+i1l=upsvnYp^uDfav6|R|O+RF`dzqYbs
z__?QvsJ2ZN0Y+zGAiNbbBjQ~kRAQa>9L<DVgX^TBf{QON`aGH2OHp^9x(Rv-{ONUG
zLvP~I_3J~bm-j%m@igDtL?b5T;Pj}=MoEUuXFV+_FufVi`T|9Y3y5X^q<xeTu1>1L
zW(1$9{3!5Zb&+EVhNKrgmzh^jG0gI6VgBu_iy2q@!Pxserlcr#^4-gWg_;YncMj|5
z%8EBn1N5k)b6)B8jWC9YMHtDReVWarH8E*)){XPkRBc+Z9E@|8yK@qLZp<|HTGD;f
zU1l<lyrNJw1Jxa=d<6-6!RR#8QMXNM+tx$fw2lxN1JWDoKdx`U3;j6J3?T(8+O{h~
z>q5^!DfmREw_AR14@Mx7b0&b*u~Q8eojbH2c<|j@<P0@pGf7@p=^6&$dgn0eCj}|+
zkxiKf!0~!IZ|6N70;6t^^C7!atlAFbL-N&gewwV%h#5{kDxb``!cOhAs=drX>n7)D
z7zizo-WSR~^D&7kgXCgr{czt(^;;IDc-K5Li7T%}IZsXZA=Kt;DRO#!zrt(uS$E{1
zJZzKue<9B2uBXk%c>4}6sF;5K^}LD(pD4%)ilq=;qa3dwzq~-*OazcNKkB`X!PQGE
z9|b%G2LPl^V&~ET=N|>-0MEJt=nK8SNq%+<)50rMF>S9aeya`kAl%RJ)hq9{C<E&q
zvn@MUWx_~*cK8PO<nErxny>fENdp;6hQqn&{5=w>&x3C)dofS=fU;XZv6TZ)VdzEY
z1Z_Uve_BO%kMFXhDQ$1D#X$LD{AS;x-fV@5={B|Mw^dU=5ZjDA-MH)XkTLPuB-&Qc
zaw^oX2UeIQDqj00<E^!l)*Mci4feJqP!(rC%Sp99`8?~F7l$Q{Q<t|rLFgv`iW<~P
z+D=%>78M~@j8lq6QO24YMxK78-Wz+Tby`bPJZPF8FCXY!KCJNa!%<?zqH^Qvg#rl8
z&&f%JK4m|T(Z9YmZCqV$vvZ6P%E6L_3CglPy{ck%|KM%7lW$Rb8e&yvQQjnp-$|z|
zI=a`e6iXJItXHxn-z$6T(iS7kxk^KMSltXK2dH{f{h*yFSw0`Z7%jPsPuwrLOI5?=
zocm4d(#(0!hRuDRYR3_91&lByFT473mz7MN)E7|rZ;k%H+UJddDJx76LlU>^b(8Ec
zyEd?iVT)$0LN}-ptqXHIO)s_LV^FSR&(wOIv{9U#8$sbKXu;hM{oYwLUDM{h?HKAE
z{WS~jCoGo2&!#5!&hN`uU)9Z-U%5NW2cuS{-rA*BOdn~I@KEPjO*-z67=sXTs3u+Q
zcPksqn}xpkiO){{sAwO9r`YpQBw5SUh0#r<L(%#gZNmC`#*}A#!(24}H|$4wq}#__
zx!lu5i3oNe?^!6sa(U7ghJPs<A&H!cZbhcPJrxe(=F*PgGaze>06xP4%@g5{gli|X
zLT+u0>s5w9YW04Tu{o(5Vue8(r{r-OCoohi&Yi3Ij9tjF>S^vw$hS^_`Aa#{!qrO!
zCDn#lP3jdZ5_nz&$7FAP*!l)3@-~3V7s}FREU}pU==SKL`%%gp<Z!DkS_$0mDBe^}
zSq|@WN=_=h>Bxr?WmR$csR?}wPEl$1Obr@wW3r-7T>3ih6wyppQNt5jF5a>J+4<Tv
z4|+sPjb#V*N7n4iYC0`gaBy`NiRTU<OSeedmNdMFdrukmdKKDD@g}qsUa7s{_|&1Z
zw2+^KjIElcO?-N1RmDq6PE%K#Mc?yTbVbdRXp?UM?5I&4O9R;gPAeL9oZYdj^Ej<D
z2?0v}9OEDnGd=;zH!&IXL`D<uy@!ijZmw8+({s;vng$Om`kTbo*sMIR0J{55$T9*>
z6RQH*>*t6!#e~*i$)a{N8QQJI%fc!S1(Uiet$+FcI1nD>siSlr2yAa(H9H@%;ZmK4
zEW2GcgqpR)-7_r-Z-nuY+`QH^Hr4dng=9m-l<<CTE)ypw2Cd`OV%f>$u!=r)ivJf?
zzUxG!HPSnsyE@jt^vOY5PjdEQKml8lYyiRDpaDT8)-9-SBTl8}344Dv@@oULlmn#h
zJDc)7178Tb_Z-}Au(M>)J>flSWK#7BWh{q|Cn0|2&YQkB+hR2zu;4D<%+Osk_P(^r
zQ>M&;<qE-2Z3(SOCMbE&IpyIUfxc$Yq`3#AqkiWh3%U@zmUqZ74M7&5SNz*(5^T@U
z`6&dGWhIH0Pxj+3ibpOdtUEhrno*3?ue3KnI(G^o7jaR(eotYu>*pKs?XI`vI=iV`
zf={)R#ibF-ygwd(Jk<T7;iB5ho3!Lsw2``aL%>J?sogz=dnL!(%%U7ZXp(JQ5kEak
z)5%U@4&Ob3Q9IIG;GiwuZ_Tejm$#D>=!{GiQXjXi)D`sI`|BnJ>7ZCj$;9ADa!{I%
z-l(2eeZU~R0DTXhG~S5rg;tc_yzw==wbDUZvkgOvwDr}Cn#bJBwCS0)3khb1c-J^+
z>eyU%<MN}vu7_m3v~t)!abFP#IE|3yq`yh78p_iHC&`~A(*=Qy7S~kbgE3(J1OO5X
z0<vmlVo^@fJCvKRR#=<H15!hDDmiisX{c9WnB6(ue(?gCmcVr?xy-(M3lx`9Q(%bM
z3j7P8D*r*2S|=kV`QW~)acMuDAuL6axm~o^m#Lz|S9y*~sa3^zKk~B)ZHP$jcYNzP
zzk+<sNNqi5f5wo0kI9{`&UuxwM}aYSP1v^Lk|=odxDMism8j(&<Y+@pE-U3+tY|r6
zQB=AvwtUx;g0$Fs{p-O%fU<&3ex$w2Q=uod(H9%ERZ=CfHKorBxVyMjnWzX~vm9|v
ze_*G;Wd?Ii)7>B8jYRxX1BLloE#`IRI?qKcEF@XWq0{zxQPhytvP8m*vH^I3nxAVE
zOTv3vcKc>-T{%f=gB^feT})8j1YlL`R^XNt^n`c2K1#f0tsz+1F6Lz)(#$we%TxW}
zK>uU?mGYnoWs(YRqi>Dnu7ki9q2fij>?>XtyQi73u-NtU2CW1$beEUym8f|D^Jghp
zp8?9e?_3<FqYBx3RlWQr-iBM#tcre%aK}~#2AwXk-D$b%s2<Me5`Nh4c;&jMxCj%A
z(5+=}_ApzxU~tEzxu!G4UAp4MA8C0l-k)cFIr-(Thnu&VOgb0FPFMxv3KmV54*cVu
z7e}lPMU|g+da>8$0ILYNR1qKmAL75CPOofvjwJ6cXFBJSO^fLxYgZ`^toE8qAJMN0
z%z=M!jbQ|3qP_805P&k`6WKUUqz9!8OkZ!bEI4o$SRhQ$w{y&;0E45a$j)e5qXlhS
zSn7aJ6hC3eWU`i`>eHi_gM`yL(@EhSzb#mOl?Ka9pfc~a{jNz|vz;4TP`TSmHWWCW
z<*oI7xkZ?lS*ne6yjm`yT8>&1mOVb+CPEgeW3OvkLg=cDIppVY6_D(dkfD|t{a^!v
z_pDKICRnrj0>1*Wpq9VBPE%C}e$z61ayS>hd(_?51>ei?`J2QKwV9!&mw6Cm*DBf9
zhS>`(tW~ueWzhbqeA&h8iRr!h4|AW}yIs<#XJhwFvGO%ek?cNSFFlwe>pU~JeY%b^
zb{ZbHBbCXOnwgeY@XOO+NmDMaLZ^&qC2~Nm0=FEeI!@+aw>*$s@PQjAZyx-QH;XL}
z(Y5Sdn>L@q=l<WEv><@$>PH&BV-N$;e{MhRfy!PEyO9H$mMBT>+US`HDyhEGoA0Sr
z*+3TQ4G`S+H;Jn*NU!8Anv_#%Ww1^Q%i+^lX3L^)MKtzdHuuCK_|x8+IAeA;!a@#6
z_)#}GwDFWW3f5?|RdhyRN@Zn^x-~)l%%qrq^-(ShaoVMqVasA$jRfhc>9f=Oi}{F|
zi`pRl2-0+vJ`BN7<hnnyZ~CFPW{i=<M@|#1@kEy!OEQSZP#uXO%mIkAbR5j1IyGl5
zMS&?>Md*n^M0aF5r<I3zFI>1SNj_|rN=BnDM4Ry@CmDrJm(*kLQ8s37iLnWDx_GfS
zD|!YD^4H;>he>IKQ{uvSK^o#rft31<r>NJSdXcdt@5kCwktl&7Bm_~F2fRwhqr2CX
zHhDa{-M$TBE8UW@ep3tLGSPU%=t6dX4IvtPfwcmU9fn-s$(XoTIn0t0M&JfFM@X(8
zSVjeU;V2ONW`naO;HMAHxOd=s+gLOzW=-m(TdD3(s_9z#C}}s5j#P7mF_tWQ=QOP=
zpryL&O5(GAqlNB_aXd1O&rG@BKcPSuC6OeJ-BTV&F*U@c%=XDIWFywwml3npxRWW#
zxgQ#O-mZ(%XtP#yPQ!e~|Nrho`N=+{{Mk+X))4TjP~`sEllgq&v=LG4<7_Q!b{;aI
zIHDjCBE#g5*&T5*^9Z1Hed7UHd7e${`c$sy^5Q(>doJb0*=<a=vmzf}F|Qgv=2z1G
zVy(gQAw!^4667EKi}SCocFJ<ku?aLKNbX8U8mvMl7UT9j3ReRrU2z6?0YMO#{CHUT
z%MZf?)ZdR}NlFaJNDD+lF3C#$A+BW5Po`;ltCvWsJV?1hnfHe*DbXY0XrK&Q<9rBS
zD+t^fuseO2J^a?m27caPZ_KeO{WtvJ0hQHBm*1ev*#gOCi@!?EpiRbEQKi!FQ_&+T
z8C1`{IdDcMy&n#Y7|PX3inV8`1+(Yco9+DvXrO238?L*%xCufssd}j}VcnYR<zKO<
zTPe`ssszMwa$@Wjn^cwdq)VLMBA<A;889DD6AYh7e~cMKnnNw75|5LnnfW+d59HA?
zrC9?ir9t${5zkX9@jS5u6nbw!zj6?J>e)4ZutNeT=V^0)@t9<RO9C9ylNsmv7<$rx
z57`Ot3rRyx^t34D*^HRWxF3i?qMoJ=5Jq5VNTl)8`5?*1<fY42&ywiUBwVLgAKKSy
zX2Lz&Qg5;#yIwPIYG*VH?Vpl51Z7yC)FFGu6c4G*b26yk8eEg-fkO!aI*6GYD7-oc
z=BqCkWPzKPaJmzyVx!h&A+8}~nkA#!rXbyMngY?Mrinib+_Pa|&W=H-B~Ia!p8e~O
zCe1tiqU*zdL1v$ULhJ#e|M_AqC$P6LqcC(91fCcen0L-tirgL^P7G=xD80vc5>(5R
z*PZ}o5#>^0L5Jt%&Rj|gYDtoK$nhjGR(YU04dh#>mu`@ELbPMh;_YFvar!c!OPn>9
zHgkyv`TsZfX!!M0m1jPLOB8>^=YD!&a&CB=BVK5jumoB!UmgEHj{3<Fe@W{!y~W*q
z?NV==j_~W;!6el1OWF!dmF#aVy|oodDQVPh$`NzqNCzTm)UJQDB-zfiy#6Ub>l8HF
z=F`iFm&;0IS(kK90gu6{SJyYdqvJnx*5EMXH%MYU{_ErQf#7E=s)8j5zeMq#@;u1q
zOE&29*Q-$`j_u72?QWia@a}pxjk83|U1*sf8R&B9_!(#`UV6oP+?)81wjR$_64DoB
z^rVJH?VK{>ce>iR-Zk)q^If}7=q>@d+X9Y<+W=91*FFZnZ-SW40+zAs*{=c*CE5tS
zfY3L=O%6)ByMwnAz|C^}Iz1BdwGgq`Gfg-GK*>ibKpc|y0Cgso5sl$|Bnay<L~jb}
k=)eM#_bBR`qDsHEvZD4&#Y+^i1O5NTwf&zzBmN%yUzF|>NB{r;

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-87-Attention Matrix Visualization.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-87-Attention Matrix Visualization.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..ae53a013881c9c86dec5ccb6b5b74c7e387f8ec4
GIT binary patch
literal 50727
zcmd422{={%_b<K;MTR6~2**^WkSWP<44D!_$Q&wDlKB{q$dECFLMUV=bH*ccO6GZX
z%;Pa1oZ)Wu8Nbi(f1ls|-~0UkSI@5A_Ip}uuf5iKz1Dl<NANSig*(b>$^ZcY01$wG
z0Q@+h2#}sVOLF!MDG3S5xpSms6tt8S<m42L7ip+yS(qTKEKJPIY+QoeY#i4(nVESc
zc&}X-784VLa7)VE6p<Db6%#p~gy7t{a}?wh43v}%BJ9lUBLB-j_(p)5l#q|ml8Ar<
zAfzTBq9(w%01$AWX9#}%0Dt@t5E2oeIZHx%j*J}aP;mhuBp@OpBqlm@hL{-a?F-%q
zh^fz9WEYk{OQUT;!r??K@*?H~DW^ioS2~?u6ql%_bHF*WOY{tkOjoXQ^YHSCiQka8
zDS1orwvw`ns@fgh`+E8Y4-Ad09zA|yZDVWa;_Bw^0rT_<d>IrR68b7EHttP)LgL$Z
zNgp#Zvp!|#<mQ!@l~+_&eW|W#YHn$5Yw!5h+1EcXI5a#mIyO6poL^X6T3%V*-r3#T
zKR84m9iPfY01*8a3;g@HVE-W(H7FM$F)<M_$*EifgdX5UL`{5#UHI%pd2JF4CmIfs
z7o@ZbF&|34p5qkNLD5+{_mW-W5}UoUeJa{7$^LtS1^mB~>@UIomTL^4AR+)C9uYMF
z1rCpSKKhgW|9y!niHC>*A6_gg33v*9&0qW8rPZeH;wC-EqW;LzkbIrd@2nPK{Ug`(
zGativfdAXBOtJD{e`)wk2qwtK2@hB(;(-rpX3b_&C`Ft?!%aN!`2!y4$t<=^Ck*5H
zzwdh8*T)2GZv{Yh=(gLjK~%V)E8cXlt*=x^WN0L=DFhEF#MX!Xe{Lj1eaT;RQiJRG
z=b*2oy_plXWy7u&^xs#iOud{U-rlv73+z4HBiKx?=av7~>UjrUHur%U#@Y|r--Dv_
zrqR})&|%H0h~$>6goB;!CDn*FEnd=l^pZCjNnWhUv9!`^%boduy4bTa#R!no#L#(u
zWb_Fc1WR`3fNy*H-x>mFwUz#lUe;?&^+n;ICRXX49RkKgx!y8LshE(NN*I(6x{iCF
z*ovNMvAlil`g7m>pMKZS^jZV1lg2G&rmGxt<kHtJd_O5GcZzS9@mwsChM=MqhU+-9
zR;~4i=!)139;>JDrO635rc>#Mv>ZRhT}hLRGO%B^ps5Kua*un_<zT=#OBHep8d&^H
z=vr27>Y^)Y-^BO2AeIoi(H;UN+I#=iMaUXl*N$|k(}CS0kGobfX*9`IInH5CflRq@
z%XQ5x)yn{~P135^ltiXQ_qM*F`rX6wD(T>u8k%(;qPRYs<jTcS6>LW4s{0|k6Gv9H
z8}|V9SZ((?bZK+z0gc%M73Y{%p*Kn`kIz4+0uC1IhSk#ALt2wk!*ix>vvqvAH{5e#
zgyP7{W{7rnlu4KEE74AK_R-X~^xCVJV#Zdze4C9XGv&?*0!JYwXZ@w_{LfsRqPnUL
zQF{X^yu+X!azG0`rj1|MLn8kD`~jYiVgLOreXodqt}3(wLIs2V=zFW;>EWDE@?(-?
zIxTrG{rqYeil2%|<r7BV^!$=OqAvDO#l5;V)}+H^{$l3NEsrh_DB0Hjg(-H_!3W<f
z=w3&kP{Az8CyFVA-Z9Zb{xTQ;Cw_!t(tT+0P^rG6+(v)y!8=aTtMkNB$S=hgOHk9{
z(zIPxkmx-PNye&h!v#I^G$pIo{KFWBJgtvtQG)>o`IFn1e)PV+#r)jfALY>mCtpov
ztQ>U9G1ngunxj#7;@bN93^t~+B*y{`SjSk<^-rwT>?dSdaCwHTe~WS%U`5hRknNZg
zuiybxh>ymg4{!FQhHT80yvcTo$lCRFP2r^dyuY=W`7HjnT_yK@hwG*)2ZIrJA9nws
zJ#5bc%s=K%n~&R8I!~EtzBX2<&5Zd;7_F;2uEo+-?$R_n7o(U#^tw}79ufqo|6!hh
zm%-(2nx;cD?jB3i8>+~G^`eWbgJ~b!Bmt~_>4phOtBlM2zCCqv7FOhX)mYZN`zxpD
zeT%4btRXRS%v@g6QM20<HT`Ig<!QBSfl#^W+9~Er?4)q_-Qkaz8>lWk5aQ~c>t?Mo
zD9)cyTYauW`6hw<mOp>!P<fZJ`F3#h3<Ry}*wB@2JLjvgBS{)-EhFLbZDruFC~a2o
zL(Vs=g5~4L^~CPX>H2byiz#KF2pDC$jetF)zYH^zQ^tmfq=l9LGYYw~=273Z-)Gdm
zFf;phhGxT98CHU;fC`&QAk$u&G5M<$_~txlKKLqwNi?9W$Ph@-Lk7#_1y|1sy-Yg$
z-pbq8$%`E!e+7{!Rd$Q|{Rj(*7{Qtu{kC3o*!t$P^8Gg|j?P0}ixiI&iIFVTg{upg
zGuE@UP;z5D&?Hd4Qd;u*x@Bu}wWVj58!e!%^!w6bGE$UdmHE%0R?LEC#{=x<%<z$W
zcwkw_pya=F7yp$DIsF~c6}PafF;R5NYDGjXW5X|{%~3nH738BdcT$}QO-M~{-91l0
z#JDOOKixsw_SK(HMRKp0bQ|8(CB9c1UVI)F_|(y>;GoZ(rz#@W*$er6W6ECul%fnB
zO%*yfP>9j{RQGxu8zZ=&d@&R;Ii~EnR=ZuSijsKAhH{S<$eXC29BldIou7M_$w1~f
zg=_{sYrdR<2U@=mAW$|4jGjA=u%}>8N@}D4qa<5is+yH*A0r&`qMt409*OC{T%%Y=
znA|l2ZX%g3y;}`QLJduB<mMGfS(TJpJg}9r=r5?P%D@^TR{n=V8PmyXf->n3M8`~(
zOXWov=5>2=nTKEDfrqQImtr-b&2SpmH4UiexV<+=LdXa!Jj*LOT4M!uqXL`6Jn0*c
zsZaCHzIj;0-H15vLz0h{Z9=V}%r&^=y01mGzI@*dz>e>o&2Ek)SMGbZ^(?OC_1f6R
z2&Ieb6&?3u;2fJlM%a=Vlo;*U?BQ%`b8Mm?ck8LOf+yrvQPf|dUbJGIzg|VTy8JW3
zo;=s!smGn<2x}Rqn6#gD);PMuD4IFi*s5^BH^~>Em9pQz9z}1KAhy@0>PM^TkbXRU
zMbZx2&dBCrqr!#w$WKXSN-VYUyDYV7W{506$_PagS|sNEcE9-5`j|cUv1)7&-y0Hc
z?jOi3uTLSA6_r62XHuHHZ3>a9S;QAsX@Lo+j^Y$8|JcLXsEi^?P4v`CX{R7ttfh`p
zBuZK8V%>001Fg5A4|it$8$Z)BquW+@mu$vvcKh5r`)8~tSTV_tu9L}zMK_By=S(G^
zsj_flnPKy!s0&_V_7fjujbDT^eU)YCuRCz-!vp2)^e3We{L*_H!=TI7ZK{%GDJk7n
z97B)I9hxMJd~+(O$b1_t&hDI%@3QR6-zUqo>}B?9*6r4lY;2AYm;I|^#8O!bq0@Le
zLy>GF%z1h)t8*L=SgU-5oNv>-;dw2&o4aJL+>h+Y;gkK=BSzOxgO6^=EnU7YS~U(W
zvLPC<`77W=^pGU@*ie&0&o_KzSkBL5Z)n$eUn+BJ=+Z0CbXdroZ2lbmjpk-Ax-g^h
z?;O!wz62WsROv-!b5kFDvtV9h2h;1NqghSZ%Ax1k-Ql@pm%n^n>Gm7IN*SOXyl0C)
zkDD#`+9q-e+3ghEPCIz>+C`35mh35<YIS#<Qzg4Quk*l8nIti2W#hH|0Kd@fG}UCS
z+r3xIVmoOTiboj@X``Ilj}|Nb&dh&j#NPjr5x4$tX2fSZKJ?@=5<lEE$wfQNLf6CJ
z3!QNJhAld|h?(0YF21HX`*R)lr6_koIbx%SB58NjPXcy{F_l-Gu{ndz;=quK4cX^^
z1rG!X%|MO;DhydN9th8Ap#KzO3!f_#RqgH93~Ro3B1QLpez!7!h@}O&%!@$P)e*xN
zxuG~hH9XKVNEKKU*-)H^9@j2&J{UGCPNtz_i+`v(v%^C)_}BB2;VBTJftB4wz0a!u
znZ0!6K|@OOEuwltUK&|-)?a$aws1>UU~R0S8qW0`W;dc?>#%5{I_5mGg?8gIpyv+W
z&}yoUW;NH~gN3cGPmG&*{vbU<(NZ9bv}XA8(UDH5xs#T8`~1At91gblb>!1KZ#(qY
z;qP?@r43Qd2GzY|^Y(<pcjR6h36zmW2?sRiw($^6xPIeG)+kT7cRQM_jA)okuQQCW
zkm6||>3urZk-4nju;g`smrk!7tK%Hi%Ldj#H}y%&6WzhWu_q$m7bb%uVM{=6W9xJE
znXRCqDVF+Sw&9BI&*NGL?yw~ypVY7$E^B7B+vlfNw;GM+FUdzX8_D+6Yq6Yx4F(;=
zA^D?;&{|4Wj-{hFYX_}_>GXI+6utI1Wn>@n5Pe3gS<f;G6$`mu#+q*FT#qwe6(Q79
zn|V?0=eAZcpGrS)txkSBS$CjZ?tGf#!^+(sp?a(ulO#p_L(6}nK?0__@wpqxv&p9F
zTHAuT1>Ko;ms&W~pH53JpLcg)j`@aJ>oczKyi{7_g>et6Q?@)2waqvY?ZyKJi<@jw
zu*m@&hrgtQ`d!piy?bJ%tVlzjt2wo)Dpwh7)GFaNo5b_8&R@FsihcU8J?t0zZhzS#
zQ~>z^30Z&f!i+fa7KhJ;!4Crzl+MFd9G%k9qFuXwI{q&E?G|RUvtnPOn{FwX#vQz{
zz7Y3(o+Tr2OYZWY=t0C_XVycqDOcJcb`{Eqk#MmPyA>RmTb~kMsg&A3&)KtB|9pr4
zdxO}==GjPDwR@2QZlr!w)SklDG40RF2^LvBn%v*6@~5xOjkql2OT-`Tw<FDvsI?X&
zq0l;MbGgsn{N#qxFJEPl-UQ~Yip?4-p2?^;Wi&U<3c7Z$7YhYbG?@MHGT=pNCune+
z#&(&yW)E`RkPksUbVYuG7Xn^Ef1)IL7m3l0g=7ogFk`#@n~bem_xE`of9Wr>2vB71
zQ~rKAFn}S7hp5X(Y3@Byiyu|RKt<ZQ)vAQHl?-)7nsapiCoR0p2A7`USeU`^`gsVk
zHIarfWr_~-V?#UM>2XcoxO5~au+{4~kjRCtU7QmPDb_>;c|cGlbs(s|-G&G703qVU
z6nKUai&Khg?q{J=sOc^A>-$=`sd(19X`#Uq#tDgcujqzp84ikf32#<7keM>Mz4<u)
z{pyYZ5d4!Qmqp4z@o(7oe;DTJ*@}~^J`(=!M*Qqneg^^V^oBas5v~#sAo6iy1U3-?
zR9-*uz)MHPYihmab86qN4oYJA+7GfqFnGWS4@?i@0VZh0HR#guI1X2g?m6Q!TS$rr
ze$Z>;fyVoIfUM$iwxMmu+GAVCr$x?93;~3`C|<-^4g8Ps3%|y@;(;Sv1-R&Ua8c*5
zY;1lu9_ZdL#^TJkGjCO<LKlvQad<!ooPUh3#%%l>`Q5mdUP0&8nVk0A96V6*R5-2b
zbUUZh0oB^-j<k*EtkeKWf;Y@eAtyS`ICvp^YX=WRavv0)ZrvFEtE(V!w3R()f;Y@G
zTBkR_7BM<xzPsXx2mFG>Rx2U9SbIDGPsG^Z2Kw>9(qCJsFij_j&>4hom_q+CZ&4Z^
zfDR!JkKk?og1z_Kav%Pnb98w3s*zCd8}z-Jz<x#TnbbLkw-Nq3XSn>t2rU0CX2ywu
z79L1jGe5x~kaCy8<_Gy5E^Cz~85TZuc$i?mA5D9wU|Q!ExRHu~Y71@$qL#ll`sGYi
zywxWKi<0u-F_G4=mKXA}*>ujic;H{XaD)F6r;{&cu>9`_Ab!nYs6W5lfLb;8FzhC~
z-<Nc9T0Qo>5o;XO0r5+RQvXyaV8kgNJ_jLN#_^V2s%cH}pw8{2Y34nU$yfYmH^^AR
z-})qq>h-$-lTsYGcrdLg@*~9ga)==9@r%CN&)4~i5B{OZxPK}|sj*r~_g{POgWEr_
zhB%yB>#5<mhZPHKloQ<TZ)M#~o}j?FLH;?Hzo4G|IJtxJPh<5CtJEpIajs_~47$+Y
z+WcdRKMeB^>i}k{8u0+}<uWI18V_T4{1VH1U;euOy%STxpZroh7s+9XcFKVSO5Fck
z=3iTuqvy%9*8BX|b5(V7kcNN%ZP)4K<$5ro!XkB2LH0K}->AP>Liye@_Ymch?JCip
z=^Qq4D_jYkG;WoMom0iMlGvYr>BUqQ?RB>|iE!?Px|*^Lfz79cR-UIxz%MlRe~=E?
zP$J0!U<oC&lM*fPOBLt})kp8x%d2dfI==<Dq}3=HLn!Ka;0sNT81h6s5SA~D2fkTu
z3t>Ht;YKSZrhB}tO&hH4S2G9J-*tefrUaFZL2KZF7tVNK`#v0Or~Td58}2na;c=J5
zmY<}AVE7^DK+;jx{P)BeIJ)SUAUcBx;m)Xo?$^LPOjv7F@w2z>p(GVrUzP?Br28Py
zbV7K5?v5-2TI)F;c;!<MUs^TC@zt!-Z&BrBt|*ML=an@qy+>P|K{ReLwNpPVnJ~@s
zY1ts4J+I+nWR2mQ%`&1?UexxoG`~sz<z!?jo30=218<Gp9>)4i!I#MmnU<P!FzPc{
zQSE-K2mANSqWP|a2$U+ri)l8%!(E0fT6OaE(kvAQi@;*5v$~rgN5}A!6DOQ_@+^b2
zcwun=KIQqTX@fw1uDb<U+XF9B8$Q+)qZR7J@qnDY<1ogq8uL0udNhivN$BX<vCTNi
z1OtN8v|>!Si_tXdCE6P2KQxU#MEBwWQk7u%GNl6^h=xZpPpO)uO+7Kd7=elqGCyLP
zi$st{W9p+%u;AMHU}r6`Gx_h%+!%IQ#%|1uLhu=EZD%BZBjG-L_uZb}oNE19d3Yh=
z`nit-9G-90L>(fobIs=4x5-{X8HD+9j!aD2smsQ(CRust#{jRTF5Cq6#5UBw;+TUR
zF!dah9-28$sVYl4rf7*~+d0yQ8XS|B_Rb5+PAO?#T~%E!_v^<^@)t0ipgfJxjk&pK
zp;>wit{6vbqW>195)56Y1l=tt49`Cs_CHP-o#CGEQq4h)U?FH~D7tsShf_w#0F0*G
zpo<6n*GtZ3$llp1JkXA4i$*I*i=HYIj`7CWx_Gk9<90=TqF=&yF=@XB&--v~cxB_J
ztiiD$NCL+~_s)RtJUBKEcOjYrG&-hfJirRxmP~uZ3~CiVin|DgpgF1&&oqoJj%r&g
zNQ_^IY2;Hj?Ty1T39W_`Tjo4b=azD}4738IMWc_1z8+Pf2l*i+Fn2@ohsSq`6|@qE
z7mn2S3l_I}`cj@AR!7gm8dx-DlSzh(>D;a=iv~LJ?beqx-aM(bH(p1agD)LJF=XIk
zV+MgfQnK+5TuJw@t!KunEyZnZ7(i!9P~BKUcFZ`&4#_VN`bO8ImIs?SD+C5J74Y5C
z1!EiJ(dlaj-G<MY-~proV)iU*7)vmN2O5$wHlWm(L8(bYb{)6#7I$v%z&+nId_yJU
z;Im+)u12)IG4cUnM%oAzCFr=FAJW*s2)<soq3=MQXrbkOPWAg1A&L`ok?oL#)^(;?
zq3^&Kj;S!@$r$^~t*<fAO4Rz!vP8*^kHwILi;Ma<rzD=Yvxu5<W7ry)z^U$<AA$zV
zl#ve;Y92a%8msh4xhU(oB1C&joA*W~pYX7|;r8$=Y3?}z`=-y|@{PMJF4j!GiSgHp
zi)?Y0%xP#wrQrfD;Q{nz33Q(wD=BK;DC#}4mx;w=64-<%a!nsTO9aYG`0<y#w(_G-
z!*gkmOA!a~CdVT@09s1pD55QK9dZt_%nlmei!yj57;#Ct!Iy*vg58@&f<A^65{y`;
zO*`y|N1BVSM^uA?;(<{-0J^1Rb}$=wahgLwMyLPPKAnXM9Cs=0a2y^9LHVQYaW8D~
zfNur(iu!~fy(8_%(SRnVFpLL?PBRqq^{tmnIP(oSO4fWk7d}gX>Rrp?#vTlWG|Dn<
zWPu6Iiz;+)*L+~y$q#cvdp~N_aCF72W4_V&inC$MXQ_#c1*6}A2m3{Ec`!-OG#ECT
z4qXghD84$9aqrPtnRZ(ulCYstlu!uQP|>V|7(<^JpF|aLs-1vnBaY=uuzs9|K0iN?
z)Ofmh?9_p{{p3XQ3I8ktO9>j$OfRA-dc8OVvL_CT6{rkma48rlXnI5>;QruEh|~Y7
zU=IchF%d`bx(;Y*12ep55Q?L`jN!q3LxWkbqRBK`%n_A~2WHJ-*0>i4^ob6<sUFpi
zC4z4sWVwx)Af_HcN1^AT%l06cJsXLmMf|fxCxqdjK7A!6@BqZFZQDFxk436!ENG!H
zI#F6XSb0kG{0y{^UVp@=_~>0(K3b@GZI*n)>dt^0;~<+YTfF0FOla{#6hA%cM(}#;
z+tJ%<++3KCb&0BYAeI~tJQD$*<&%2rM)(f<GISqFj|<?{S2Jo(pWn<pxW&iwvE&xv
z|7LZGt*)->bA@+uZY%>QqbKtW&!Jf5@b$^@b|*)^?-XH-ESic$6JVvm1*hf*+NB9R
zrw|f?*wHGdI^GV)1M=yV`5Sk>Ydjb`Smk$%X=0Blsg9Q86VNj3--8i@gzTjf8vnj8
z_p~aU;j}_x;WAK_TMcgymyaXVFJ>+ZM5kWn%wdgRf?nMB?oyxA40-H1t6rOLulDFc
z;kz#l%s!pM5q_=&TM3Ex%#D=X9QeA3^H?P>%wLxw&CTzw5MnignGJ*4KKAUYum0Q_
z8!_*PbRX`zT1D_Mv=a?wqNZD1^3eXvOhd2SKCEU*v{E*28Qymr8)3xc5Y?yerMuFy
zz9E?Zh6k>Mw;=Wx9I*DEmOe|L7>K0pJg5WTF*E(?p%S-m6(HNNhqmk2No{KSNgy*m
zo}#+$MS<hQ@YlSlw$11&K5rM@v&ZTkAQSqrZujo3#Fx_Ew&_~ACU#8vx#ZH6uA{I_
zlX+_t=*5G)Ago`CLbcv8?*@jtjK#%lndu@6y;}<pZaXmU6^faC6mL&u$vXP75<#>Q
zw&!53;cKiG+a*+VElDH0+kbYL7&6R|t0y?77|%_cylOLZ4CxFyL9Ur;&%Hm3Y_7b1
z1rb*9y<TTWo-#h?4do{6Tf0Tlp85F^Q(G^V`1kvxwKb7YZ(*)YOEu}#=9?H^-fCOR
zEDa^ICHC1(KT`A>uAvwVI7P)xNLiXb73{5cO#U0xAtpwP6+S$;g!8Yc&$i>w#7I>Q
z7<!PKifL5coX`^?nS0Kk6j+{otAq~~CM@kab9HFDV0mVIO&<^3bVdGbzYAi4WjI+U
zDlr^UacEl;cG=gAq9EpT+s>`mGQLVuw^38ob8sq3zqOW{m$xGO$}4*tPb}qQX{{!r
z1{0DfhokERAfW;*7TYo}yNLU^I|c7N4Dh{7>@r<XW8k6cy3ko|JhEj|B+;BIoTl@l
zK+r*TC|!!{Mbz~5^97<49&}|{8g4hTJP$tWHA2{=1(doZHB!8^4L!gRoKyJO^I@gZ
zL?2rla+y-eu5Zj9Vnu&Zi>AHyytD3h=ExOiU-Qi|_;BaIa0ZSq9Dcm-xM;^>vJHl4
zb8?-jG<2Q-9#|W|1ESgky-!V+#OnF4;tY%2cnUb)eN?EOcUz0T6X`Q4s#6u-9c%1~
zGoNCP7teU~U@UV#YwLkg*TV5w=f%+v{*e8z)v|B*($!2RGcl{@9@$(oQZoHfGEZg3
z&&2O(-A{S4s(Y?8p>3V#pp`!;%72hj0{g6LA9_rXTfUN6-9MY89rAebW53FlIN~rG
z=WqA8<hju+FvxT;^<$gCqB&E~vA$mzbWXz-2S(DKNQ1XsIjf~c1zQvscmx(wE^$xg
zK2<bIhTPG#zdD#*HYnT7RV=2Nj1=@_9V|>CnhFmJT71#>S)9D~AZbMH=}^zR#-BK2
zJWv=mI8fB}KCbhvh_xNjs%=pC1M&Ao@D2|1JkWtD<kd$uwbzSt+fNW`r<~#L%O0W#
zQFP%U)QWq~S{uYaVQUz-3g4mYYlsA6Z&>wEp51B7?^i2ZN&}v+W>Z#ouc_JvqJQ<1
zkV0mWJ(46#;E~b00yihiUFn|AAf$-zjLMOCk(b`<o_lbzMnvrZ>jUD1E{Ah(C_;X&
z4i0>}aqQ5NzQKOJf7y%7fc#SR9+nqM))LVBM0Gb`^U7o5^mw&z2ZdRtIcL=xSH1er
z7U=aO<}DiVKoKuyRe%AW0j4Xa(?<hIa7+Z~?Dt!t@0Bv(?I0N4pTq<26(*`sNv5_`
zBr(VO8si$C`Q$u{u#DSN>nRs)LVosF*c7IEBu&j~PG6tTg)HsoRo@W*lFrK0YGIe?
z6+C!$v~X@0*p=9sm<xZ!pWM#S<${xhY~NmOXC_s_1y_`KOBp}t67ikCTRc=vMQ8L*
z`kb%(VSiol70av!-9%=~H>rVP4WBAsL+6^|<1Z1%jKzj12qx5v9t&$d)#;7{1g9#5
z{Q|nQ4@vvcgz%1_bUZK|VSY@SSJ-o3A~CnO|3OS&2}W_Q@N(0T!qx*s)R^e|^!c)w
z(fiICFayxl+enRXi3~U2`1F$|=Aat&2&%M<D17J&QO<v)le7&FM$pyCSj>d0`Y08{
zTl#;*f7;cXtd0r&_H`p{O{-0a5ONd^?!|8!!$b7$KPy@Wkv?Scf<<*!9^}u09d1iM
zC80Ry3{~JCwfU2N{Lg=hUZJb;02cyGAB&&^`XS9bB+VN{&|NS_1{x(Dgj>(CFd^?C
z&N~#*+rM<kh8WGLG{Vog2cJOpci>I_RFSt?xSP?SZdxEe^U=t(2tVTE?^u5K;aQd7
zg1s+$%dzXmSz~5AqOm@$E92P}&sNRo`rS0VHHM1xbv-^UtuL69i4Jqt1D-dEtqQcZ
zcXfl?jiXg-s!JlqyRI3xe0zC@US@|1yJOdidyzMekw-PHO^F3>X-D}U3~i6TUq`f@
zBk`A$vG1$XoAD)Y)4p9(|G^W)QhL%3rMC|#q`X=A(t`ai!#tWi3gK47J5#0cCrUp)
zsp##oge=Ih__y^&z0H#0VJ1+q19l!mwqbQ@f5a=X00Er1{VQIwLw%<@IXrNIth#;P
z-T^va0!zfz6(S0uEoSFSw$Dt~Z-1#S9S}f=tqvZ1VGXXey}FXm>T7#NFV|gITAQr~
zT|7&!8Y(Im+r`$cBpr<<9)^c4)<I{!%TQ^j>3ZkqWAC_)3>!FB2W&U)t>~`E(v|m#
zPpaz&&v_(a0y$)F6id!khKP9WU(cE4ia!wc<B5Q|e~0c-2ObSSOB2Z{D868G1IJzx
zJhW)YshX|!B7#s&H^s&1ZRZTLQ$$qxfRRHSFE??tOwVQ9MaNfOl^{DIQyF_ED_w>T
zgwG{MIJf2S!^E`*sm!RZ;^6d}s4?4561wl^J>|Yxjfah!Hz17IFJB#56124~l|BJI
z;LdG~C+M^d(vArS$2-Ox1N+(n1znxxjs>-rDRur8<_2IEiZGQs`ao{Eoct!)UeO)C
z9h>zQDdlTfGyEM~Xn4j%2&>5r^y|2$4Q@$HKFur{&8)A2k58PPPN}zlo+yZR_>#1O
zZ>TSQeOzc)Y2@2{DYlc*iLu);d)C;a;X=Ql4+u3$CpgrNF97C3XI@Z#N%f8!UNdeJ
z>07f()d{ZjerqO;qCZ#^_hoPBF8sQiFVuOp-4b5E48OG`%{Zqru&<tPs-e`7lShqo
z8#5^;i8j|Z%l|Z@@@XYuNLcEYJcH7cHcc7(fbFzq<-y`&aV+04Y~NY`wt}3_eFA^4
zrLeH_w3hG>ramH1%1jiUoMc{GU*scHMFvPg+RAjOv)1mZkSD081fO?SmRTcj9-A;@
zdpm0PM4iQNeEvCtH;zS>732qMO$7w9C8(~&X(|)PGRK%KnKvorGh^d$4fIC?hlm|9
zFhUIH!$t3{HsfTVYqRk8>OSzf959<K*2g``-k`1IE1^cGTStpf2zn#&z<|wQ6jo6)
z)VaxYWRK4IP%8}0`@}Woy#DQ*93LzD`pBcp)y2wwoF(e;(xY}hS}YUaIwI28H^-9d
zg|6$!D5!UBnzoT`M@`S_n2i-~WHhepnKKuc<k9Q!S0|0DdA_Fn4q?QcdD8l!^+wWF
z+Z5F`1ZU7s8GeV4$|0SPCxYBxdxv!~aRdoxO?G}w+m}bTXK_<!Tl%stY>EwdUcVDt
zO~gnTDTdnx<${6n?QD@Eg*&Q1o9Di^{~6tW_|O_0L?`J?IwLuD%}UViD`1cS>7Hff
z{1Km;&Ge9f5sN+0b?HUY<K!ySHX&HjzA4*W556B<v5blS+bI`$jA;hr7q4K{p5=)y
zw5aRntms`UUoLn*KeYoA++He@SHsn5%M(1QCnK_*CdZ5KWD0cFOiz|T_IAo)5s>vB
z6;ub+Zhm5dt>^rvyE$)5prg<IUFAe-X=k2C76CH0*Q;aPvJ6|Z>Ox6l=wXS{al>MX
zvE{f+h9(Q|bh&ZFe2;tj2_*%KSOHjQ6+`wKUv5Tc9-v)L0CF0%VVdj7pnR{3;`SV|
z#CpaYG%ZX45>pQuy!Y~rvN1ufX&LZkj@YfcQLB&Ns&nZIsa@EOzN5{jWFLoUNeHXA
zdR66DQFwoSZ+U&*)1xl-+hL}kR$sWOi~x6%p1T$Ag#5-{-fby5x34>fpy4zPzSmt}
z?8)jcz5U~?!Laz1!KBFo`S)*B*qo{w_|%hOo9VE}CizsKc!;0aF*&3dJ&k6zps;f8
z$WFo9?Z1o`OmpN45$ug@pQgKKlcSJXWpJ@2o8!haehs;M00U9_-p8-5di{7{-tsiq
zgZ$vFK$XQY`0*wl_?ZnloS3i^+?RIDDhmWBlMVLR!mR2JWTRqkE5K5p!-OvIZz+E`
z>GIIf`^x|2GiwU`MZQ6jk3m!{JuFMBmdl!0$H+EjTyvQ6TG?G?>2K#%SqJqkYlO(Y
z533xL!G|B=-0a9{gLl0BH;v5esO0yu&Bm^*b8uUxUw;~{t?|*FeV~YSSUo{+6}U%=
zj0;=v(amTjdEvMzJ!~tT<zv0@b72ELY|F(fra_xu&0z7ONWIO-unP6$lm3p&MUEJ1
zNr<l<myR#_7|lCb!fHO{ammEB5b5DU7&-2?012+n63hdYJT+enqnN>`D|ZCnyHTu<
zqQ`_9QT>rS)J&essH@kYw3qM0$UkuqS7&(kk!_pfQS^sZ{+2qc6IrVtwWx~W+><NK
zeqqx{b2;q?EF^J0H_*13RK#Q1p%^KugOA_%x|XuLnk!{97+T%ZP=(T$!Bda>iC7f8
zt!9jeNK~y?Z1QYxp;+zBjfa9J?F@|*-nfABkUK_y*S!DpRBC3cz~5(Q?s;j;ugJ09
z{ReKVF`BJ#q+VfVMI+`&28(qDuas3$Cn!6#JW8vfGy|*D?`EctsT9GKBohzJ+4nU6
z<YOx9YUz*5b&V<wTY%0!fl1&3d*IW#P;?U5LZ7z4y3IQ{I%#}NrMi1Pdt{BLNDFt#
zF%Y^eLxnv`1cMSdS5Wdy_wR`xgA?0&s~%EW$+jCSU}yJ>)c@T(3qs?=_!?gIVGR#R
zKRWGwE2a{8|5FX49|WWTc#+-5$MxV7x>Qq44)4g$gbx?MJFBTEv{<?ux0t)gx1!X;
z+mwlNgp2s#R6a_m__Pq$HTy_Ap2e_9>Yi5iF}eBY72g!p)GB{Y+<i1t5Oo~IANS84
zW`S#heB0k!{-ujDP`u`K>ygz~-mhn?p=iSfkmE?-gC4GG;jTviN7I&dcHMgP4G8*#
z=YX1`Sii0!WB-oT=U3aUaKj%89M7S@tQL*w=LJtc@Q;U0Sp8^s+FIoYUnOu+FeD2v
z!?y;~FdENs(gV_T#n}f%iN#8eh2xREHLV;+U)D9J8uq*NRA6PL5!t9N7PI2Meq001
z(Lfa#SmeQsrx4TSB+I&8;KyE7URK90&akMXWh*D6Qt!@GIB=tZBfxN;I(u~F(eYw+
zaqgf4rSMc(H*TUIy0ii1#L>c^t)%Uu(_%pGsP^4x;z{2@9%MYp8iV7Whc`uUOp4;*
zG&|5)rKTS}nZNH~vwz*`62<xTpWbPXPhyF*UO}w6AwU|bhY}p_i22p&U8V-}^tedd
z*O*sq(T5s$Q-i*WL6tzyDV}{20-C@0hX-Ezg;r-19cUBDit>XQq@C@S4yKYpUexvo
zg31f;NqGN#@t?azoNn#c-0xdE%`@|$f2|dF;s^qiv@A?CTKl>7<KymO=sdN=AbgKq
z9b5GYWQY53Dj2?m{5(UGl|CiPrrOvq07P4@^o^UCo7NGTEfi$WdX!8HHtb-9TYJ@y
zpXYoi^_A6D`#pH<bnwG=@!YH=QA5PI7bsxyFD=wd;QWR`Ef_dUYB2Fj{oX{y=_dXj
z$WwD(-=@bNdg7u1**QR*sv24)26|i}bx_L8kt3Cr=^bH^(jF$pxm}6|scrDyum{ey
zMy5sL7IyFRP1p}o0*F!ZC$n*R+LdeD8J?TZyQ22VoyQI}qV}ru(#G5&yN6WReU;N%
z?<vsr)lXFRDX64m%!B`VPi_z_{BA-{mUY1Gm=?LTTjO|qjd9gNAiOGaGp0H^3Ber~
z!P|}_QyRzzIinUO+#}@(s-d@f#y$_Y39fKM2->lM3!s+9>Wv%Cci8^m<M><4r!OwY
zV3?SmCcQ76!iL@6A;+AAUp&h{CQYn@Vf)LC@|AB`XlqECEH8fyYgztZ`XYep4v!2E
z(RYkGl1D(=)GbqSroX^syd_pmgzM342xCXrJ&-YPK;mBcOdoCvp>kC)30l;k4kN2}
z#ruaf_{i+mk%g~7jwA+Tx|%GUz-oVu<H<ffS{r1GBfGH|kH7<T6Xvs~)<_kk5mwtn
z^ccDBY~3bd+Q0xZtA2B*k8D=B77u*1fMQR=G5m$;z5DltiW=IloX#+fr8x(lHZY&P
zBW>lb37vfanxc;qj&5*9C%w6NKnHd|zO5v7{fSNLjgkRB)-|u0o`j)kEl;bYj+aNB
z9C3{dTT#CJgu`uH9uBkzcz|LN_UK;6ciIPRhbx9Su+kALjNCdt0Ucqlt*KVfIacaE
zNj#AF01w1lXeK4wEEgI!@xDt#B~E}nuBYL!ia6STv|4d=LywO8=8uz>j|(&%i)4T8
z+IRR5xuLTvm@9|od+Li|ZB`o|<W?>FDI!f*Wsq}1w&sL6@$Z{X@E{24t;rHj?YE+f
zs=#it<-U3zRG=!tFbX2}A|unrXxS~rLFxIh%RxN(oHUJW9(&>+X7K=Xmxs`SY{@6c
zM!vIEjNyIy_H-Gl(~>SV6xpxXjXkr02lm(>q+O~LzEQO;*e1XmJAKbVXoIX%c=1;4
zLz=Z05m^4DELlV6_pW)n&F_*SV~$|Nz6#b5bU{A5KMr?#Fw-X+4HjS^^bP478Ea$?
z`=KHQMZ$~7<KwV3XItkt3(tatHh7`SgwuzepfqDT@SZb>tv9FcPf1qC_k;S$9rI%X
z$jJf}^nQ%+Wn%cRo7G{$Dm>l_;L$b29wGE}sA2y;SB-jsVJHQ#X(A+TT_Kyh^3pfM
z@E8xQfBLBUr4z|9M6q4aYm*gIbKzpDxTF@QaePM$mDvlQr?i8PI$}u&*DZ4e&bgHF
zvfR-+CXkpfhuebugxn2GLeb(Im(%s4PuC-I{C4V!8KKL>)3NX%vkY42ka8Z7j{uEX
z?kXk@!yCJHc1n~hiC1Z}MTi;8uUuAvI3m_s+1Wl#S8pzpc|4v}zh|smX<q94VUfgc
z7KWVA)7p>(rTe7?sr!&^;oo%A;Dk<CwN88(bW8_)(?O#?)ePA6bnR2AL7%(8IYtXF
z2OU8=4SbpxM@y**Dog^qlQwIRlhw)ElZDL|!UD;ls2L}}Zq0*tY}#xVm~vD;t#Yhx
z+PhdCSl^~_CSk+!y%-Q%jMb<SRj&xW#-ST~YcLWDMa4|PPhH{p$h50STrFZZGa*aT
z)=75K3Y3={v{8PQ@d9w~c;IlwUMDs`@kc70Q*>hpx<?p?!wNv2m7MMkOjNQ8rLnf&
zI`g~q<-QRa-jCpmXSlJ)MorsUlLe_1gBNA4%vv$cDKcF4b1P~V?}i=XZaaV;F&h_Q
z#BAXFX7fN4b7fA8awV1IGp+{>zp|@%PGl<i=KDuS(Nf8AX4|vl-yKw%k9`;75u+Q{
zRcajJz*C)@49rwbb>3>-7@jP~o40(@j;V`vP*j-ETYu)0d@2b|*}Cr$oEaa(_(kvi
zXIl4PwKKVCD>`84Nr9r|1M>??8NziM-Rzt{Ars838i3neSnD80_an@iC#odR*vK=@
z<A<N|G>e@nq$Noul+AYUy~5Ov_)RMsYl!xczqpMIPeujcc^z~s-{yplw<~cK{lnLx
z^QEwGT%7}=(A7nQrB2{lAD2_{l*dy7^l(N<A5*FsKRW56_WccUQ(0`M;k2>I_0<wp
zh8KJJo{N<lGEq;GCXD#9rn0QEgCr6Y4o+%3OV4!oWd$r=&bd9bt0Jc2zy0|koLWT$
z!hdHyDc;lVIIR22P<gEyCOlHPkGF=_Q;uyA{Z^D+hm`Are1}-FhK;O#63AK9`7nTH
zjP(N(*5&e|>?Xtx&kAIJ4YE^Y+&sObEXxKTUf9Bg-&vLB#RD7(F<?dnK7T%Bv(M9w
z))nHX+V?jrB1JkKuddyz2-d9SdP8)im+2ZqhkWd6@w(HQbiZhj>nE$hfE%qI>3$cV
z@e4=RESuf9Xn`kZ%2xJ2t~?_XNL;bw-DIzLmGvc_<CWiTEkH77cUeQH`5yPWN9Exe
zKUA1piyy5EyWxQ(JTz^4=>r}ZF&YOG96ESQ+K#a+{DcUK3*J|pV+0FsU<SP|0Q#*D
zWIfwLn1o3Pu5k-&)jJK~L}bX!H`l*yZ~6DPXh*7Oa7-KdKZ}wBza!|O898QJ0<Cdr
z;IRXzfuckH*Bz0Y<BL|s$PKd$Pj7px3kjQZmto)9R!n%hktQk;KI|4qe(k(vkLQtQ
z6FzZ`$iuhG1uAew1AVf?SMSM+h7#H;=sI9pt)=F7j%7<vbJO+5PE}p)`#873`WEWS
z(W{Y=ldNESqRiMZIcE_*VHYAvd9lZMpoZbei;IIS5;$4$v|Y^AV#{1x#P)Upn0(EO
z(~Nw1cJ&n=VDmOVG(OGne0J}PnI932fy1Vcsq>Xr&p1SiS>S=%FHef3E`D=TxkDlr
z(V3pWMljKTq59zCNA=JwhmwvcU%D6BYFti&D=gZ+59Z>Vn%AU2qVu&(JBH*`ukMmo
zZ=OgP5Y?m%3b^3p=^-ePM7Vdr>>6`57yML!g%dQH9=m<;+}Av3rY{vP(BNFVS-{83
z^t#Vm8FCU986lP$mn9ArDF&+ZMJcqys4B#-MCnal4mNv73#@A^d!<gUlyt;h-Fy6a
zC0>%2;PkjxOw=y!3-@l0tHnt;2q82;E_@8+!VS{)ze3+DX5fLGYRKMiD!dnSHPMJq
zk~<8tAIo8V(iP^cS}HjI@cZg{CBwI?yrS9_KghWgo<#fkZO$f%UCNCAi3WX->2Ke2
zXSo#MdJU}FzuoToAp(OKJXnYvw|st?8*8bP(5fVr=!!UEw*^n}uR!-W&9Y{MjxM-D
ze%B)D7HZ5fugk&j0bPH)9T3LeBKZTxy48?V9n@<^h4B=efBj!Mng9G<F+UoN+HA#C
zr{)Y<GRrkFXfZ!$hOYds9^CmL!(M%$+U4qVJ#Pw+^z%|}tgJ)p4V++lrFS-v<dy5L
zU5Rh#XQ5|u+VLdPvFAESa<ehA1JVLc+k^+kQk3cnLyrTW)|jm3l3V5T5J?`#7$<=_
zoU|56cydcB?Vv@NeW?EBWcAN??*ahzN{_CO)J*XOHKh2qL0EC&mD*q$;tNJsspU7d
zT!weksZ?3c@UF-$^K5_!_-{vM2|F@>uq_dcxv{xs?ZK)3oUWu!$PTo{r1m-JFTWRp
ztX7UeYLTy%VJfv%QQx^Ab-Nr5KZ3t}K7bR}YB!<_c{!}QeKydZ<z<f<mk25BA}7&+
z$4T~Xu_o~ivhCWKG_PIwE3d57VuwtdTaO1MJUl#lzg3<i0*__IMZKFmHh4a^nCMWb
zm?5)DejwM|s8`x~)+NO%U1m*HEOVnI==Ow_?@y}cW4-7IABQ<pl?PSywvU|-)L~Z^
zE)Xg^;Q<1yoyPe-b4twZVQHDH&+6*=R29YwKiu1|o)un}bnJ^JnHslY72DR2&oNPP
z6lk3u`{0?vQ4_00JOigwvCfsv-sW#%nu=qZY|ge#z5TSB_gWysJr$E#1Yd}QKy_u6
zeO7Q)Fou7&nBqH_%Dzl+S*_ybD!ud5NQL|6&dL5>QQ)krR{)Ho`9u+RWi)-t*(W2i
z8f!-hZDFO`b`0)2F~xNmUJ|LI)|`=+O}Ab=woFGW?B00cF3~Z>@747E2e+(w)r#f~
zot{^w&8C~8&4_<E?G<UM=as2vKUZ7CQ2K+ZM&rGzy(0VOQ4kx8ZWE;)`PBVNc`pSz
z9v}!Fj9Z^|kor#2?@W!g=Y!A|*uO$sxx7Y^1eH%yqwO^8O)J#bx|D6nzX@GYcG@{+
zt>;&neG@l+wLV=#^iGn-QPfqd6!vaN($aR`G)0|!_6S;TWelv)d)#s@z1G{!rf}A!
zkvr8{w%kXi?v(>ZZ!WyxtCfdeU;byVr=~4c%rU#?;|o~Z+yn;_Cv1JR2DAHp_!18K
zNx23DFOB>#Cb+QE4!!HLU!=St%RFhQm^ET59yulw>SkUB{V}sI)aDGQ@)|~`TWpi~
z7wntf(kdVQ>dIxU#5vCv@LW!s`gky!*$#K<3);<zrLZgF71y0>A6~twsbXk~QkLwx
zyE#9yVoMuC)nXGN3bWXMbtO$cOrxqVolVL@?g>%J(yq7ybe%u?l@SSsU4d@roBggG
zS?m1aPp7zu=oUR+%?n9e0Rlev7hFGlDt>!~OXc82?UpY|0^e{rM=#s9R&aDM>!7%m
z`-h>{uez)%Q)5nR=qK6wn?|K3*(%%QSGyHKw^D(?1sTa+y@{R#{oM$Y7WUj~NQ;SY
zvU0oDMz{}r+ReKKi4%Gfopwy51_reX8XO-Pd~<#A(dVjd$5vnE@%!2`QE^Wj^lE+k
z*5&3sR&6w7r<=^_Tu*$3mFg1;pMBlv-y|`cao^CasI5Zbfi?j{@pG|L0y?8i=N>)G
zdGHX){h}wjP+)Qa5$Y#ot39F`*P1n6t8wivBay_@y}dllkHLc#%jp*Lv&L&TF0Sd9
zlA9WJigNs@^9-w-t;bS2O_2<*ix1kf=n)JgOFe=g*~!#n^9P;`iedf6AM_OnCK!LQ
zgk^>D6Gq50%)4~R@OKo7`EnYen4i@IRlb`OV6G`i&}Q@zW@B9%iNfd<(sjAoDmW&_
zzmG39ZFuMLn23hUd0oet!Mso{$970R$@qE%S5CDG1Xcx-Utj%hgxMR17EiD!Ma_4!
zg6}u${?K?c?T*0E2T$5qw+D4!E1+f-0VB(+c1HB}sz!IWctq2(4Eo_nq#;O)G}$db
ze#ofGw#SjXl7Z#?4L05!ka@=!EL?|KTw&3_%85G`8>hTF<{(UwQ+zGG#ASeHOQ}HF
zk(`g`yO_oc5D|!9eV=3eDJp8`W4T(ePO~KIpn_F7uaW6Z60SFv?_>ks6~u`RxqFAI
zWgeltUTE}A3W!C^&eoNC2*fRW>DZO>X=P7ESsE;a++`xl=`#9xnUu4xBGNLJ``(@H
z*RTw2VYuD+H*Zk1U}&O@gm?dbZD@8`)EFc6e3DXA{v(vj-FSA~^v)K8rzQIW$xR(6
zwId33b|QNvFmRy{K~U>m71Ui}0une>(BI)+>v5ge{^wHu4i0U`j@EzPQMd5@XsU}-
zxTS?52M^=q9nVJzSiL$gy+TN{p}U&4bFmLTV}4AjKO7&FsY}qJ6XKY4_Xcwn=Ro;)
zdtdQ|N_plUph<pUX4fcThtc6<TrC?kiXW<9|6(tZx}&Hc2+Na~$s5pBeC%LPu|w=G
zm(IFGr<xGFdSOa4%V9Ht;ox<rE*DOmDx^*9%~ptGds43-bwhBO>oq*^SP<HP#w>e>
z$Pe$<x8!G!$1+yOe?1AuU5%4NDu-haH@5B>kF6%OJt3S-Rjhtjs+J9dZ$K<Bhj}tO
zygeE1(#*28Tug<}Wq?kw=p0ytr(NXthcAIK`MpN=67C}Z^zlsE&kwzt9A7wdzQC6h
zCLm3EB~>BX^>x+N5qB<W2@p90tOHm{+4cg{QFiRluN=jPwqn&*m9-5O2}&xv>P5(i
zK+VsuP1X{tgm*8pMSEDnJMw4*?cypL-bsf(A8C|b%vH%Ss*ELwV2rT%5wi8H&1+zI
zM+GeXUAEr6F6HfV+bi-*Z-Or0Bc<{PJa9=k%v3>&j#E8SQMELJIoC(iB|vVjq=9YB
z&=_`S<wK<9n+-rn|8j`YNL6*5X0OA2fcx$H4?lr#t8fZGw@4(p4gJ@of_~F>Cs(Vx
z7iN%$;XOLuv{e%2U`l^U0KU$`jeBW7;6v2yFZRdrE4qbaFy(3eGv&F5BEiIAiEwos
zr*xj)v)~8tid9!vZ6!<Bzdkeh^K+B`>R)0a@LSZkv=70Ll+KW3(YmKoU4`rzN-Ke=
z;szcVsw%!#=yutlqP{9>j)cKx-X!n=Cr(``6tUJeeLSpT7RAD?rTe{AO0PO53uY|e
zD@bwtEZ)&kl3|zjVx#v(O(<E})#z;Xe3iWV6b(4jhI-)pRpBVUeIdK?1a7F5*TlEM
zI*E^K1(CTc35VAL$u_?{lo7e^r0=>R*sNM{BKY2xvVietM<S4>yXsfr9%hnvLX=!l
z^w1Q>-)u1aWD|M2Jl0+E$=H42Ltw5-U?zC#=7#{WFa}gk=m$NObfPTTpp)iR-kVu@
z5V7}h)@d*py!9<Q0KT%biwBgl+*oPBJXc)>x_64N%zuY!kVjis`U_wMNB;q^7Md|2
z!15t|mN5&VvIEx!&$d=1&7_nEsS53XWyILamw&(1ulfE!Rq2)1weg@PhrP!9`xV0-
zQG%YbSyHCAIy+k)7#k_kz13+@DE=NeaKS6=M;Xc>xIpOA=D1S1+F;e$F=LVeLRC6M
z*d0mwhq|$=_Xk{SDUAlk?QXoDRM2$4TMZmX&0zUb<7XYn6;rxC*}5O>#6(}`6$l(4
zRBJreZw2nnB!A&m<G<>ZMh!>y-~JuKUh*rpOz#+rIi3)G1EZ9<HAV@#?8RMK=m@qz
zSSEo<s0U%$4t&|c#0?q|wQAn@Bq9H!t=EJCi%!$!OikS%W(LbD9FhEredVe~0wPW1
zdR7TL!wItUyGATsbfX<rC5@jp?B5iW`$}onRo9l41)tlDTA7b#>u^a)_0_nCKzW3?
zNe$K2^%h?FVwLbZ_i}XZSH{9I-klG--@Q|~BXKOF=s?XVQ$e1BeX08`XT?d2GCrpG
z1y@7QtsW%0G`uQ$pyXH}*Gl!a)@K5K73ZtuEzDRX)b2+V-g-e`KaSkjZqkJ|BU+S&
zt{zLZSL9XhH=vnBx3&4Bg4UkaF7$&o3~<i_iFzM<=n`7P#qZ+w(<<G{kirjDLu{QG
zB&$30z;S87K<!i7-g|otm>CvHu6xMaJBexih30Y}^{t!favHUmq{M}VgLPhR@T(v<
z#2%*+@nB)Z)Owf=N2(B?YH!?0rjtq>b;vj2+z1K>&WQW(GP{ID>MmVM=<|F%t{lC3
zMs{w9Jd0eKpN)jm!!B9u$%~2LslKsZ)d2A5!*jk*)gTJ-1dqEyk1rH554r!NnR!53
zujU3lBDIA^;{x?Z=?3zF`w<tsn6g0_*rBL~f$uTZkG;9U_xR@CcZSCo+wGaYEV~bs
zjw?!Ws$VQojOTLZvom^Ra`*o8uXJ^mH(zrQYLe8eDP2E5NPD5(@j@6w6PsjXu1#Y)
zwPrI;S?VhuxC@qEZb=-6r~O?ZO*s4o48<Jx=^?)kL#gPh`CQ3ecX-wz+89ec5thKf
z5g^3JGe~oi$2*r$&M|-8Sn+9=#Vc*KpY+u^n(+@G?aF??gju?|Wx&gOz1qxM-8-_u
zmFL9kk!z8CJNSi}?72a%upurdCW|-DP*}y#ump1Jh}zBZcroo*m{%s`(x!1gbUwHk
z8~6zKq+YQRvZJ*}b&LuJL*j1-IS5+5J$OFP?86Mz5%)2O2|<^Z9>(v={U;{W{BL2x
zKQSU$H4g0am##HKIfg^p4#zeFy|Y_cCWKqQKhI1{08iY#^q6yW&;nmLgn;2KT$GQ>
zwy{xJ+Wmoz^vd!Vy#mjSgyX&<v(!O$ajYA%1KFm+k$_dvm8J}{wVuV?TX)Qk2YP?c
zf+gP5I@tk_GfQoY;sTPmu}5}4L406q1q!!y0X_p-21w2ufq6rZM+*ea3U4YuaI1ZH
zVgj|g4Re`u#GY|I9gjdo`GB;1deJM8&^IcB|7%1vTHhVI$GS~&x{Hj_p-t9ds&SMU
zVwM^G9$dzO28UsS&a$B2W^?QH!l1h?L)I96Dai48bRc+4yc?}k+^kO7$l}pL!bOD!
z^R!u&vVxj`+z>}Adj-__Vhhw#i`SWr$+Bs?(k>1)26oySzFl;nVI?ayIy!sh;NZEP
zmry*h1&!-dO_Eu|REC5_ssJ1qa5QRSHZ}$OBp<yC&w0?#@O1m$aw=iffGa=wXvL(D
zx->cG(+0L@oGJR(BgPLkR_~nS7CqJdsno>fS|@v;)+DzjZ~<N*?`ih~)SAODtx^Bh
zng@p8p6Zwi4VnokgZ@N(?OX4=P%9N2b@wa89&Imt>pOTD{MQ6YLf9im6iD)*^~c~?
z5+4Ql2Iv%mxH0_TcXfdc>>za8#nC$JZwlEemSlmadX`$6!P2HFJq{xdK}BNjf|{=c
z*YRWerFr<Dk17#I_dXapFF6OnP=Q*z@(g+KKNx%OfF`zYe-w`e>4KmXAqog0P3h7i
zB3*j#DoTe)??geQcLAvp0Re%4^d34W(n}DKF1>{sAjG%h@tpg;zjxpJ-9LZ~nc1`V
z+G|$*tTpfa+o~GRVMad-2dt)Kyge8_beg25eN^aPB3v;Kz33UOjY)`Vc>m-3gM$Oh
z??GSV(>}9f*6ji@SA*hPwXM<aMjd5rjk)I@l}!oqkx@?S%g&!l?H7lo=p}Jv!tLzG
zjg{q!nxlD`3mCXu3^!p6GD8mbCeqiisqvA&8CDffo7IZAOoeMBFy8d6;q-P9Pbd^4
z{Wp7n1TkPf#L+){ulF_Gf01Q~YHa8?<*okZ*Lwth1(ZLs?fHjar!N69_J?7|elsi-
zd*}DMXZwQJK^_`Vn{W}Jwk>p)37ZU<PZiLx!U}M8DWKt22z*--j0V{*vWG8A0J70T
zwzJ}@UM#g92>7aQr*<^nNajcKyT<yF;^OWXG2OfNQXSo3>B(tc?VzI3U-8q&)Ebv+
zX<FAsk2^WpM`q(hO2D{FA?l|n#5PhK8mzG<+rDxB6nzjCE}m)}`jhWlrYM~SF50#u
z=bnNg(@+7)%H^WU!TnSf*MNHtmDiiTrtRnZcOnr-c0j`TGS2wY&0Q3JFLbKBxhi$v
zuTvnVjH(lh%HXbK6oT&_dVn%b)d#2t>4`t1Kii>pM~CoOA-{0bUql&|sKe$w=;tgD
zN-RK~99!et!}0!(AT_u0=`aApd2$6L;G`VjTY(B=71Kv+zwZ`&as_g91inChj9xc@
zFD<U&LD7a@j2Zj%Q#5?3sQ7f-mOGu(u&&DbX3B(xTTARv3haOfy1VN}n27GM>wZ~@
z*IaeYRFG4xmVyb~h%w=n*d%(me623GJZ@C6wfS^LQS#}BE8<(YeW2hPDdY+}p4ScC
z*nK7!bE!k58G7p@+yY2bs6OHlI~aLPsmj|8dGhDp)+dyNNf)8E0yW@I+X-jEL2=k=
z_*LAg8GL$P*XFWk{An;@^`p~=%~|W<E(eu_yU6@|j=}+t`R+d88hGTDn4_#Q#DAT{
zIp#KfwBbM?d*I0xP>}{)1yEwOZV(K${rxeC=apEJ>ksjrX^oWC9YxTv=$#x}<|hq<
z)q{_^LA=UBh2O32Ep6v6Z=a?b*1cBZ{?wA~6<rr+Tal)(|G|byr~Z-hSGs3nXN3~J
zIv7;_Ttn=B?Z%%7d3i74b^t>*_6VLxFX00YK{5uo>!92Q4c((hfmsCOY#Zia)Ofub
zfb3XDZIvk`AmM!y{3q)}(#<Y_uYrenas-Uato5tVy{m*v5U1W?<JfRTE_ko+@M%kM
z<u!!@{(uVE7l|KkFglL4A@;+KQUBfooZp0Le>>pGujMg}T+|3rRy@+)EjF{Zy`QFH
z#?+7VDa47DmzD&|;d`sg?{@5bom0)uP&>2OfM`i^=!l+m;8(5vzBE3bt!01Dw2A12
zA9ssTAJwV`P9WT<660QHuho;IVvRJkFuB}xrkZY(<zj|i@p<d2t2AGP1`Xx=*dq+z
zC0vX1PT|O|x+qq+lMWhwX;}YLc>h2C)q18yL%MB!W>{Z%26c79vs($FSy>e~CFW>0
zR`{Am`K3$eXzinDBO)U%(OX;cvupRsQUq?_yT+O*b^f`hPn)+#XyMP=A$Bj;D7~QY
z8zut#YxkLiK%+3P+wd>XFr25J6L3LOITs>$`yvJcjzH=6N~hF$Z+iI49gOn+Ut!|p
zCv#C)WO!EcGQ)?6Xw5Z+$KHYcQF~2X`dh`raB(6|dWOD79`F6OB?6~%%7++@vif|b
z0AA0$6JWg$0Uv%CtVNIl`-%X^$p&y77!~{rJr;x(%#%>Zyxe))#VnTxp=*QCpC$&d
z$n>$|0FLII98z@|MNcudbMC@FTwmA?-^yy_df_#L84b_A@>KKw7crvv4SBJ?##^;#
zBd|b6v!p;ygEj~mVIvlh;*A4$8e>sErC5W`apJs|;Rja%ezL!SV96WpfeechA>Q<&
z58JiJ1=0&;S+p90QEvh}1UtO--3FGv2hmzZ9Apt+f4s1Fm|6acJBZd*Y)e_UEFc%E
z%okK0oa1Z;e4ps)P}$Q`_znrOd=IJ60>_*JiUQZ@gR1k>N(D!%IV;GM8AV_1?M}J6
zvL~>D=4)>lf|)Qv!FCqYnHzgTz!dQ;wG02)?=~!Q+)y(nidg~**AnkG<}1{P<4&iK
zK3d|$N5vIjx0+%-KYn*~P^=n#%n;zzfpgV^b{*uqo{q4a*q&?(@OtFXb%69t{G_Q!
zU@=$a$czN>ySs}PRp=wMrQi@G$jU{pkeBvlfMQqI>aE-tq`icA$#1}m(e;IAdcUpY
z(7swi`9aRQ*d|mPq)!OhvA+P-Y_~rdA#ktD5nxAU3f^XZ)*cC$Bf6YH#WJjWiMIUh
zGnQbe@?&11y_}7V;kWPTz`BkY_+5s&)R#1tr&sx)Ye1-pCjyID<#!C?!vJb{5)L3M
zZe%V>z8o<ta%Wd>NxBsXlHTfJ#@s*eVg?0%C6g|QW7zy6%DPf(v{>(-i@&6*GygIK
zirLRTxTgEv1LRoZ7*Pl0@I|{J+*y#!yATL`&AR|gS>Mr$SG0wX-Tg(BT&(urlBxfz
ztVTA}b#RbS=mY}gW}o@nLh89;#qF~bH!BSz=R4?oJ0Z7tJ9kcUQzo}fGWg3dbRCES
z^Y$X^4t{}Y?TA}PWru20xuD>=(`YgFY6NBcJd8?~@AbB0>9E$-*b(d`$+ak#q1aBO
z9dVPUK|4kjK1-6M0iz6e7tQd5-x7UXSF;w?xOYZ-);($N)J|@=XfM*i)lY!;f!?m(
zr5zQnvuqhJiJ;<Z^^o~=t<FanhpNy;<GNysO0zj(vc>!#uU<{xf{Q23Xi55$4xbCr
zNjGu{xQpX5V6+U9Mit@=huE0d>#P$w9=|Xah&`Tr$#1QJQ^0%#yG=sw&mOL*648*J
zVqCyCH4)0t`~f}3QsJ{b)VAfUH`M0MaOV*wkL`un<e9E@m+|D8tuRLOH}zZ>BIlUw
z)}*x6WJ#*7^mdrIj^FQ4ub~UI%U*THiD0%uE65Zo<4r76$SjGSJL}li(9yXKME1*0
zzABigWEe8~l5DoYm#dpaZMQdA=b0uVTt<_(6&|6_UDb~++#J$d^;{_53GU<Y$FD#0
z;~v1>U@#|Iq5d=zPTw(Uft7m!CwA*rxtxc!T;XFK#{ZCP5qVXa@B{6B_dZLLxaR#8
zAn?QhzjPB4IaT<INX!MFbXkM`dVZJ-Z@tmm2sA%+D?PdrF8&?FZ+sR0#BWOK?XC|s
z-tbh{uD-!5E6KO8oxRt$Wcn6ZZZCB3ca!GSsU~m|HG>t?RFd1B2MLw6uYU5B7MzX1
zE9@2Pc0oNdSIqn{PZ#g)MRF^JCTt?N=B?+o1axJ-96x`FT-(r#`EfJcq=nBN_xUQ*
z*qLF<h60f18Hm*7Jnz?gc}~!?VXr}zM=ruhyuD@`zLk7Ol-$qGLbl$ADrod-EOO<>
zV4@uT=4D}z4%80&8gzekdho+`-fNunpnreeETgkm*ahdhd-TknAEtI06IOB^b8pNR
zpRvL7ZciGGmU+0je475*-t{h;eTkIlplCX%c4Mk|cIA3wGLnyn@6iRzdwdP@>MqTT
zpM~I*veMC#$HbAy!uoqR+*2-uT!>VdJ`>91c~CG-TsS!WprQ5^g98%wt_hMaHv@+b
zmcBV=Q(C(+!8{8D;uWjk$^htapbX3@za`>HhjN_~!kVA44WIvl*X{9yL$^Qr|C5|w
zc2#8DnmtXgU2?63C8G2mK#NqbZV5h8Z@nD6o%`BB(k)wcj-R^Q$;rcuJ0z@2=Rwx1
zR~suE#=nRt_Q^&|N6PJvQoQ!UTOCX9b<-{posuGYv#{#$vz|2E9<f@+T+a+gqC{NM
z5RRw>eXNTUEjoh_O&*r0Zxs40HtNEKIW<4&Cq}Ibml?xWm2i=e(3GCVgxP1o>anx6
zsA^-~1WJZ8Yk^~X42MXcwnn0|ZA37{XaMQ>WTbqfRH`$@iT}EY!e}v0H<@$0F)4pS
zpvS=>k39lYDKF(Lolt;b(l0d+K8_gZjY`V9GFjkv`t2gy_6OB_%JUz`HA|;m&bA$6
z(5bB{5>w%1s`5RseUgOAIX-_4KY^mo!N|*U{j3<Npy>eN>MZMbMf(M6oqger7w$>H
zujxr`20K8)B`>B-+VUWj!-x$jul79Xw80sA9u}ck##YAND`r#EIp}%!E&M|Y>@!t5
zW7A$uRL$95hH1;kDc>6ZtxLV>A$z~|B`8M=1=~kf1`2FTgb>F}BUB;PSB^z45FfOo
z@WJ{xHFX>xA^0^2Uxq2e4)a|1TFc%IuSZAv-!!#G5A~cz=NK0>)WfR2#g+)bFCS}{
zPYBK+LPl$)B6fZeJ+qAwWT%myiQ{+DTA}%vj!81Bs(!*WJ<-X|fS0`V0!oh8scp;8
z$C>pz6unbCxTLu2u;l2&*dXeYyjG>c{9|}f?zv=1=i;N-GFGZNu^E52C2{rEF5w;)
zQ|)$V(@3Kwm$LHelRF!)HbxuHyK!GWh^%^1_5GFL#*2<S;tQ1N+<`P}P@0Dsre6kq
z@7CvjmC0DAq>_4tYlyVbPe|6%Qu(a?07HSn$`qPRsqI#j#EmnI?X13dzl1XC9T0*A
z(~OUePpvwRhd&IkH!01GiIR5;+o+d;&Gu1Y*$t=0x;Y}5*e!1fD6(&V^Wa+hviJ#$
zQrqsw`ni6gNOS+<$T%>kOK<O+qn<xkW^*X4)v%sYCn4d<R#6dl(dDQ7tINC@MDr<&
zz8ugYJUg(T;d`0|jbwJol2@~(zQZIZ_~w2nZXjCnu#Xl`=G0G?08}x>AlQ>b@^*z1
zn`p~;@&KO9c$MsMW5d$z_^9-0>7IJ9yEpI%*+%xcQ)`3^mT~*FyHOSvUtdZb6fmk5
zCLzu|q$aO3?0dDBB74g1)0{FAhm$O6@Cg~^Hnvw&@oNc;vDtdo?w;zj>6GZt0uS*&
zA8>3ViMli<@gT|TC}+%HV+rYZJR~VK*YiM$NoK@C(XGIJXBYbQCO{@`z{QsvuhhFs
zUyM86d06#kZd2*3@`OCeeEeFEDW)pGLDKYT(x?`@c(x+T)K4lJ%CCwW%RV|^5kiht
zT)O2o&p)duT;|KlBTJ;XGf^ECP|oidlvBCx=q{n@Q^u0eh81iR<f!n-w)-BackcS`
z1<95MnO{V9kaSlxw|{MZnvoZ#qweWZ6VV~ms5^6DSjc)IT4R{T@&|vHX>|U=NTdt?
z{t$>x03fi=-Vw65!d(?PxE^4hDs2uaG8qMB4-|hVnP_W?wN%yd4~+iKB;{2kFT5Gh
z;<&w29YH<DnDn>#1Y$eO!p3IjjGINI4Hor;vPyo|n4Ks`tCx!EAy*{Dp0=0OWx&%N
zWcbt1IRhB3tS*J6=P#nqRuW~4dAgmxv3f<OPs%H!^mUxWh&a!s>C$u+_Z%_V;|l5S
zS*=o4$i9bQ-+uJof-M>G9;)|`x(5hm=bmifmMMe$>`r8gI2UhLGAkqAg^g6sjh+F)
z$fP6EqQVGkG;}k1@%Bg+&bt|usH1^ZM{C~{t`5OynZeQYAYmkv6+Jm=f%k_T4Icy0
z3K~TKt;l3ulXU`CI~8u#`z@ZPP-LZG>PNTpppd4bMbw>zGg>yOAls1+b+R6i?W|sS
z2|smB5xlqw+ZdaZxo7Vk=9WcLFXwd|k?>UK$Alz2NQz{*!GBlbIkz#F&HbbM%xfH`
zj2FvCtG(E-DyM!coZReiGNv(YWiC&;aK9@sJr^2e+3Dc&DJW&XzQE#ZQ*I)2sL+JW
zC8+(dP`KQK*&Mds$1mK`!t)bMDo`?0G8@va30XeeCQ~p+9d|+3I^(FoyD0fFCb5g>
zou@C^JKWe#Utd1wLeoGsb@awY<!M$;!xP}P2t(KDr@x_dJ&ExTnL%dgDKLQLydr~f
zF$<7=G8iy6>wg=Yul^XDpQ>afMaTEW#czEm5r6Ri)dx4Q3-nG5Q?dT28rKoWX^MOw
zrs(jY%Cw{-w)jx<J_Hn$6DeHdqS=tsW$62Q_kIvvassWOvm&#9#ZB5XW-1b1CQ9to
z5>XLdB#=mD3{RMD({m{qh6@NeqPrHPpcDLsJLg5$F`<%8A&`>^dAN9D7!mPbU@}yk
z|7p)uxTRlJNADe!4i_a_lXRV%$=@gbT$l;U`IFk<`}43<yPRTK%3`%|yLWj%RVfH&
zdy?HBC?3RL<Vak-8?sRS?n{Y}RgSgFY=Z!ty0!Sr<@5)%W5x9w9Tyk;g^NJ1$2d-j
ze7>J{C-lPHWZ~R7yyuoRo5a{5-aI_-hg_F=c;AM5vKh?l-8;J9)K_HKL%Uu@H?AkP
zhI->qUsoIFVkh}P?+3d^Z#NUf4f(0#>v+pJnX#f4J?k0GOOJ2m=XW2XSGk<!xId&T
zDHW9UNfO*lyE)=h|EWJ{KPwiR0Z>{_a3xW}@P$a63@DnLm_EIdFob;sZ@>As2U-n6
z4@?qH=I0*$P?((#7Uo`ou~(%qST1V9?nauUuj`e1dZ<L-_oL)~awP-vZd^!=ouz)i
zufcXMLf`1M&o#3_Q^RD3*$n~oeSE9269=L^GfcbgdfJYEMX1d-DEakpQmY*LdP5>B
z%;x)mdI_>I4pA23qr{t>TC~jQ5mM;inLiQwgxGmz_U&<ixSnI=j4GLIqw$*c&A1hL
z8spGMLC_z4$}85HEusxU8|(@3VtoXl;0O4a8NmG$aDsol*e}3~ZP3KNf%k*hBiRIe
z`9ZN~7GA|N65zeOpnIH1aYToL8~>rZ0UF1dg?-z099hQz_FG>_O%pxAR>2oItIF2u
zz?0%uNAmF(k)aUMbj<tNXnzi}S8-~Isyv~{<u88X<<YGIC0c=k)y$xQUG<(grOsTl
zkr)J-FE8VUB0sG+S=C>4MqJ_=KAE55H!W=NR|j1;SRHOlxF>#n`Y5({@zK)cs1&Ld
zLf$I=<-le^$KeZkS(!Z5NyXS)gy#Aj%b;HyDfNTAGxwX$zNh=@se*q1p@C09k8h!k
zycrkjIRQkEDipc}Ii;~f(0x!)Bb&3AW+d`www{Ryy!JkD(rZxL3j2IEJUr>$ggRr_
z#1wt*^T_Cv@?S)6;5%x2@WYz`7Br}DX#9YyUF6BV>YlML!;<%MR*e{!hbA^kG%}xt
ztWQL}6V9};ql-*vNFxe)9QpLVnxe*?d&fG%2_M4L79F*$NanzJiHuw0``lOKrVZU`
z3Oi)WOE#jWH3w_9NU_M-&573IV<tbN%OzLocbz8IRzUkn6OX8RGKaZ3P090*N1iae
zaq3ui)q=-vnC#oQg^tLhz9+NmeU=j{<M8N?Y|9Y4rYi*$5U{ui3dm$S2&XGyTKNhz
z>JT=dY})Ef-9KFE^Imal{zXJ%7yT(3=cz9$TV(#uJr|IO_iq&A!e{n@^51ofRNlGy
z^Cv2bO9TO5uzzPPf79|~<nwD`vkaAKd6w){ErlkAtuE~9w|{<+cpDgHJHkole&chU
zON>{Kz|=Um;=?-umuTeG)P;E&-apj8q~LN^_WDhxJYqW54<A0|HR+N{2fTGrQ3~K%
zX~o~Rn?62NU((%s^3IX?R206XCo~UwcL^V!`sD8Bfn1m9-?=VzZT;<dlNI+WXRp#5
zG!}^uWS~ZIQ@v!0k2F5g?)c#=tb~$3eNO)h{q7#nQ}jSIv8Vdw4^_F-peNBa{HHkK
z+*fi}$V$r$j2qrnS|2_X|H~!1qelIjjb0_5Z1}mH^J;#;H#KQD<X{aV1hT_si`dM?
zzbTgrzM7wD0i=Ztbo~lExmcAD6kz-Z>bT2&8Mr9_<5zCA)NfAAauwug^@uh8X*~VE
z`%7rF_T!)+cg38(;$WD+XhTnh`^86_zb;5_3mQYV6R|LS;J63=TrPG*oqo-qG`KzK
zicxM5zp$yYSnNXF)KJfn;=Gt}_$dL{gb(d4{zVkfiWeSGE1zd#chPO_a9*@ufzR@7
zPoEN(Pvc0`F<FGZRun*A`KSU80$wWPBD@k00nC37B=oio;2lXPE=`a<H8(hp4uSb}
z+^*IE*9mq337FTYR`?#v5PbV46tvt@!HGZ@rGP+~QHDplm{0f<0msd$5IzGkI+2hG
z|1<x2Xn=U)r^eiy^xtj{vL1|AJ6ISep>yz$`yfJ3_{XAJ6=-zJ$%w*}_JN>w%?$rB
zr#K2vMuqLi&`D6O#%#*XhQ`4HS)g&8`jN;j21E68^zpGqQ}h`5SFl+>KCX&_iwjZT
z>0&o&FFAFw34eZXho`Q_`XJ56mgB~kM~iPy8A;wS9Aiy9a+$nzPpaT;cpHRrG3aLa
z>}CPG{TV$~!Ryf$wVz*4nhrE5Yo;ib<^8*K)IUoX1y9Qc`1O}I&Mp~0f%OA6^^(Ca
zqGm%-`<I8G*d{)`oNoS$=)4uq4qiCC{$yX#LmUQZCJZh-mH2%jNX-C>n*T%5n&ORV
zBKY6Cpa<`W-sl4a9k@3N-6k9r>a0Wl-39YK$ltpV2*eEq{6Dr5Rpko|kB9U6U@A`l
zHPwHQDfZ9Kj^1{^Iy^gR6}i6w(F&Fe=+r5%d22hmQOb}Ib(YdoxOiUb!H^pEOV*^>
zWUIr)L1y1CX{<{=hr;Q^q5hDGX`?IK9GRAbYN51c241$;VxyGyk<p!?0lIy~iG-?4
zYZ7D8UggBx9pj^Hh3W`5Vx%3Hj-zjnEsT*%Hu0DkceC*tNDM8eg9cYhcp-R;=`8A)
za%CDzgP1o#AD~+?zlemE2y+Ky1at2T2C-VT3OMcx1XJYyS-JzFlRLSBn&saf`$hEb
zAoZVNp3D{>Q`w-fw7-X$ehFPpTLo!F9_YNn!GAj%wHkvHhJb@1{(d4z|Ia7lHxHt!
zBnf2vJrx2Op?{9`{*YDrvvl*mvR`iuwzc&g2!d`Brox36j-E+P_4(e&I%(8*t-ni2
ziS3>qi{`Q|0?Z<$6UQA%;D}(HUBR|q)vWOkQ6om_K<Tu^Jk<r7CN?W3r4GTBHN%m7
zt|HAM#=9T4t~ev8>J>7_u$Pr9Ye&}KX9&eeI`@9+PBz&g*}INb0iihf8(`G@^AI}s
zdj`*r408iDda7m(kci=GlSNUK7ahIwp_K%K^x^y;7G<nPr|HHCCSIX&sB}ebCt+QH
zn1K<*46uwyJc2>#?ML|U=NkHdJjj1P<}QC8b7)~-Nn<|c5)dW-c@-z_<`iM0@qftD
z19!v{<3k%i|CUZdsEI~`aDah9K%OuXVvs*3olp7G{MtAOPU{8CQNUHIMjkV~nK60)
zW4X{}XlSs;^lArUoYCZ%FJB=2fk45v=2wPIPo_W0iytC~PCS~-_f+?z3E~QA)p^-d
zRI7hng^F~|n|Gbw8tLEqSwNBK9%rW5(r9T~4zIndc0gD~Z=HSu8)`6pj5YE*`?j=E
z>dAv4y#Hg6F$$>eA#R@$SoY^0nm$pRCS!PhuA1!?8hLjg`EF|EEdFsk5P4#NDMIR4
zbC{Cg<-E|PMXD3*trI^4?o<Y()Xr<2IL3myqI*D|0>N6Wa?rzuf9XO%n*e{HAUU=x
z904l>@-7d$HIwyUH_rDfQ-tiEMF52MFQVf;zbX(=c@OA_r6Q!XlA{x@{=V5N;b!=L
zV7dGr;FG!iAat1+iU%9KzkK2drgtACF1D}1Bl#?)b<}f|<FHZt^KNc;I7ri?Dkx*w
zZRnb;bftavuX_~Ks*XgUwdL%d9t?iE;4rW;FZ@8MUSdh9c2wSP;VyN2&rJ?#QwlaG
zD%`&M$+G4_2z2QaeELCY{cj!87cqUflDCTkf>2rzKK(KGTYFcec{!kgls5jD7GWKT
z_s%`t<L2+(p2lH&K&n0^TA~%c`%@G^2kyPA(JVL!f&U(`1_e=N!m?>=vc~C(orC+?
zg2m1D9br=Or@}6HktA6d@pQO~l9uyjJNmIRyHSf#R*y9lC(DL;f}2BTL|>4=%NTsi
zuK!5OxNDX_a~45l4f);Kjk~p8G|!hixMlRLLI39SMn#43o5q$mQfqqcmZ>OJo<M{5
zj$Et1xl=j5`EjvX=lWxdm4^#IpA3D>^l=jgt<eMT|AS8X-~9c9U`b;4wZdE=fh=D+
zrEp_PJ=p+WJLAt^M2qE~!T9Eb{ULN_uu9xgQW$KUa&meacCtL^2-^}p-B(gE{(h}F
z{&fCm;P)@ND@5IJFO;}0Z-c-4No&K++wem3yzIe}q2b+WDwl1aITp}0@({r6Zo08h
zTe46N5MKGg5;{Fz6HN)4va(=-05wM=j=8vVwv%w7<Iq!Y&K;zrbeWYqH`aO*ctlgM
z-srm^W;C5Hl2}(5b;h?7f8y^7gKt$WDal>A&v*Fmp=wUfGqy-<)Hm1Dt2}DLcK#qx
zL)tLstUs?7ULFH4WnX~Tk0{KE;sVQICuGL|xEb=Hz|9DS?r|W+Lw%lk>!4otCb_`9
zg6HKI@h9+U`BXV~Ll(DbC+F!YK!|}v{I0)c7}xjn(=P~17nC<X={ZWd^`VRJB)kUI
zIGv1CZ;@P`rv7qo=@*d=<7%XH1~m}Cs5V$Jeo(kOR7pX$?83Al)f=AaZRB2ba^rf#
zFQSz)v~dlpemdP5N)BI0w}EVSgOpK5?f7`gp=O`%$-3#*=^`LPB-8ZC#?gS1ks(9)
zBJ^-#H_HcX9ZH<*Rw-FH7za?v8G1Q6y0t-{NAVjo7`WbT6wQW#;*~}V_5%T0vD0uw
zB{roWI}nYrXk9Cs#7a+%DNyWxlNUnJLwTOOrIC2%PZvE4r!!UXoMORTvh&kA`?H|S
zY4KG*#MfiXv?>C=V2Sm?@4}Zqg?HeID=?-pi2~P$XCTXmXQQzs2YB69wN$5CDbfm^
zXCIE^tTOht+VF0zSmSp6yXIBFl8QyJPcl0SY}+?GEw+}y^ra^n@2VOwT5BV;j|N><
z;o@!_w=N+<am!1?c-QLp{Q~LH(j0Yt(B(Dsn#M9t!6o_#3t!S2gLn0Tw5$o}He&=m
zE<hZEe`-_-c|ROvXv*Ro?ibh8d;a3fzEF*H`CE;@7LL(^m~#lMOa+S%Cn)|NMBl}n
z108!Q^8GG@`ZU^iql*>s5UiFHc^dpVWX&vc8w+no0h9F)W^6b7ZgfB_)o~E`E}CG;
zDjfpOU2EY#J*R1Cc;g8koj*7rM;AKyKjy#x<CRu7knpxCq5gU{hil{QJ1x(lwV^UL
z?8mn@wgzi2te8>dnb?*2x{q>{4Dz~3)Nwz&g89)?av#Cpo5tb=JsfyXrLkQVT@RhV
z%xWVVG1T7OeEaPSsTV%FRMft@+qrLquMQQ%p2h7z_W{W88P~p);6}>av!Qx@4~*b_
zG{0*kzfwB;&f-q-Rlhc?zyz@$ulDnOg$v5o#D8|a#NFYqKj{=TirnwIzeA%m=9K2F
zcI#}VdZ-yg?RL&63YLG?%JHFddSs)hBQ4$9@G126qCYk6VQ|}(9UJdAxx%B!Ar)4V
zOTUOd5l1;iy(#m*Ea%+FhJAG<ldjf;Eacng`%w3yWC2=ly{+b3L-<SG!Q((OTbq#2
zBO30rq==Jh555{CK<tw6b_yZzbqLHDjXv-;O`S3~>4Z5Vyp@>Fu59`hfSvndgCRZ*
z+*l*))Z{Cghm%?-vH8V!?RGOrN=w-h`ZJocxOsBvm5HabfhsMuV`OFWr&h@stL|1d
z>UDZ@JYAKU6Gl|Ee6VmY(y?Wf$+%kr8*4`2^4#EZ;7h>(RByvIkr}3I)QB~s7U#N0
zOZgYG)4XF%f5=$a@c#G~Aa+A*N5WNui)V9YnCE?cMf|s_^mDO|7bmlyv3TpB$1t@d
ziNA@@Ulp)B>~<hGvmJ}xH`E|5o*%4*kSJfr`eiG3lCdC|;@4@SJiZO6rFq>8nD1<)
ztEh<^_jCNg5g8^<3x9ivXG9NH*il%1=NFpDuBqa$`gZ?**V-`Y4)o$$?1XiasI#a1
zybhHM&+g>W#iqYpUK-GNg1Xy|{2V)Rp{pt4@`>NZ?q)v`5%D@l3EFY}tkLDVWz_Za
zH?RRd2RVhC0plzinbZQ^;k1G5FC)IzAONfZ@{d&J6aTTjw}@`Ka`n1z|H_m#OO6I&
z#X!S7Rs1gK_{cttbC@k+-TpppcLig@KNUgjmpl0>hU#-sfn6TILsm^i%DtJlj!JCy
z1ymL$R4u2JEo;pvSVLLB>bypZe1_7zK969;vnYv-+v;z;N>ba78ShyOojweCB}G^D
z7xC#1x94!e$Z^_kE^T@(^TJR&4933uHCC1}$&20L(|Zs0QHrFfdfvQg-gIP@<L>A2
zPqObVmdS`H1UnibwHWDe%2bCJF>Q`CDv@oGn5fnxJl!{6&9eUWdcg~+HqY%-k`u0U
zaC^3NRZDp?;8uE_!-t+|=aLwmlnowr&FpsE)hRzUYt@Nc;c-0IF{;jC|Cb0VmkrTU
zS^=e6Wt@tA;&58y@$t(w87q<bWF-wsFXoHTbQd^@eMdTMj_GD>_9ff%q9s2|8dO;Z
zcG=a-Orlg*ZE^BI88}9R_ZixOVtCyxTKE^Meo!4t&5wUQB0C2(U8wuN-~J*3!s&}`
zKYaZ%;p-svxh!PTHbcQDJ4W|Vn}Z^?9c}}`m%VBR$H07C(cOd5TKiw;tJTY)XzlF2
z{<Vaq`Z1-{TFmgq4BB7NaBS*Bk6rE<!{Ak>*tEmz+g?wONF@y|9I`y;TaGItlwdb|
znk&;DW<Ct_d%^AK1?ykZdB3;nedm*RM*j1xF%>_!c&o#evo+^t;$PkoP&K~BxDy?U
zr>()a)sG^D*CyW0CbLM~Bi@X6IX|EAeXk&2l+M*knN+LHs(`I91Q~q0>5f>3%qOGD
z&$-L)=Jvx#y(#AAvm$B+dqkuuBcr?m#IY?O?iYURBqGXUN5^=6U&L63`pt>(rRcu>
zav_z)Y3cHH{kPF-t-#n+cDrY>s4H$V=rML6=jJ&wyl{t{>N8!pr$V~<oG6;0c~>0n
z9x(Zm`-6&6Y7_Kp=mI~6X$`!8DAFQy^y2h|A`u9Alr%Fz)ehn7q|AnWVYBHRn8GbL
z&|HdkHda=82tS~4zYuoLL<-TOqVf)p(?e5Ae^9zz+-gduR<o^aI`!RnvM*0E+KGK2
z*s|M#K{D!g7U$Quk8;lUaH-TxO_(%$I54-De-RR(_`+^=yLD_h8;$Vg=e5naKF}I}
z{>}T9i=1L6v8U(VjT$05a&o1LDl?^CBjx$7pY@&}tc)mTO70~UC@Cm3kS;xbFnJb!
zP1;2^FyYawIH#!j2BkdPE8e>CQ|6PMFnffzz9bw(C`fl<7p)!M`<jjLj33)AiCeuJ
z>N^}O>+o6_nE#>GjlcYZqg&6Ab7&(|@HA0~$Lej`t%<3!gW|-+jP`rkb<7>nz+tCa
zL-WEu+Qv+(Wl5Wj%Cn8#VZd<<&cSi<>H2HL_~@vT_o(fI;(1=4A2vxTSMtyB+CNfZ
zoTU8v0@`cmG3SAcFZ%nu`1rTXo%FYcBSY&gei5;WwoV@chf7XhNpirrWmo-nI}MkW
zhlH*|K1U6T9$>3_whvE%)ij_RkI}R8qf#AerHeYoi{&(Tb`OX3zOH%vy^`a$E{!ET
z%)Gf#n#;kWXhN<iv%PS_P&DJK6452~M;@Sc$W@Hg@YSW(3|4Jeev5Cpm)Ne<8R^F0
z23PY-zQQ@JGh`i=rBwl{(n5(O79reRdPEUXYBEAUtXkahQrqsyUN@+1QP1V0mTK%>
zVNc<=ljSNqNn=&IM*0}ouIap(Y<GdAk`X_OjiGX^XtH7KS(^e@jhvfs4(@FC1JBFz
zALl1e4w0z)^n)?f(di%!Wi{F{I`}hjWN+bVk^8Gx&BT&AiHD<Tdp(lG2Nx6>Ry3xW
zj3unn--lE^DR~~rkzjRT9Z`DbAk^QgsY5Dw@MXz{<Wd_NR9wSB^U+^K`8B{}3&y*N
zWI*RW0yhUq2CAeW?>6-zJHRmM&2cowDs2jrsmPN_wXjjgWG~Eb=fBV3&TEV5LI&5S
zd>xGC<15~LuInW^_`am~y!aP6WP=CnYWHQ<FJ&c?@JQXR&&3*FoM^QbE;q8MU9u>W
z8ZH%hb6fHHomHtdQWcT%(RIU3_Vfi#Ue1z_>_}I-FTQfsZ=l5H_XnwjTj<QQ!d5mn
zEy^mrvX|>EYNQjE@KOP~+v`bJi4TWfeuLJEl9Os#gw;u?s2{P$!pGPFR&Oslc=~s9
z>A%7IiwB4uIgqg`QNmX&19k-YN`xo;PkEF0#J|?otN#D1wYAdj#KMF1Ic+GMSgTbl
za>}yP;7>Zp(-3prd*0Qzgk{_W*(K?IJhSNpHVSeH8*QFyJnYb4RAT*5vo$087AI$M
zu2FX-R=a39Nk7&T*5Scune4&!cET@4(Soz|^OK_)S7y5r>-SXmwxe4~>LGL76Kks8
zb8{UBJn9Zkm-yL0x4=g40E4})FhmQ4iogCwp@}MN&Tw%s$BUiOW#T2>yCsQ0XN7)!
zxE#^h98i8mfNbUBRn$<x6~D3{j5*gB3;J<j-*&Q%8-5*_v}YJAnm!tx1vsFAVo;AN
zJyok8$sU;nnme$aH+aUlnZsi1F1fn%v&iL}q+RhC_DeaOYFV&oz08b#r~H0GB<(dT
zwn@D1r0Sfhz(iX=)-A=nvMV*l{)luY10`c5GVYfUFKA>q(bO~CPOk;ObX(TuOts<o
z#fa{vx9@p~(M2}&N)lxxI^l<U9sH4$zSM;$<5hckzITQ?x7SpBtVdOXhGIG*2i{%3
z&Z1znJS7y%z%J+d<c%J~IiIkHkxwJFgmmQSbv0iSS7--1*W9*IcsnNq4;^P1Ji9vB
znQMFLnTg?R`%UJUYfDfg^`I;IBFDTxCrgCuMbSl4^*nbgB;W|!b&kQkqov)SB^7bz
zN6Xs<kUlzRX=dW;Je~28#8tThh5V&P7C<5>sIfqS*4A43va<zF9y6xmV>L3uFC$7I
z9?sN=(V8t_?p*(E?i>=F(A@247ODYY*bhJxp2!-O6<p3{?S(XD@D54x&wejgzof<k
z6FN$xpS~CCf=G(;>M`1;>l@pPrtz%O3{$+`SZfy}^0U68@4Cm&=%1z=9jO)`{HZR_
z9fSh2lxRNVy7I^Ar}(+DWU1+Qz6Mn9bw1KtO-s_w(0w{I<k!pDE)9Lt+3Y@E8PnM_
z%zoEcNnl3dbct>JGwvRI#({BWRkV>UTx%4P4C9zmlsX`H+Fvt^8@-}V^YFmEhtcY(
z&~058^x11V@Udg7)3f%dZDwdoe6GmmSe6!vbGC7SPC8oxy?_{bp+w+RwfdWB%>EqW
zgj93~xlU2=@~=F4BJ!unw3nJp+R2@^BvPLSP5P;ck0N=?zYWK!dfbDAOz%(t+N|?B
zfP7sTY7TzHD}MDf;5i7@r{odPX8+nX<hsCeal+(+I7`VR)bV9~UiEpl+N6`ZdnoEj
z{viCVG0y-Dy-kvPq#e%;4XgcQD~KHKHm|;JB_=5f2YsIPm9I$Xh+?Ft?eT`WOq!2=
zb`QDeT_NrEYoDuhVr8kihTTW?Dy_Ti?8r&IL$b&aU#nbyPRl0fMix6fT7%Q9pv`X9
z_Oscj?w4-GD*L{F><W#1iqi)C-~~eEXhrzmV`PQHd*e6hk3$}{Qe3~!(3lIloY60Z
zbP6fmX31Nnhcu0diC&2q9*m2V=c~&$vBOj0dn)QrxckU$pR+;vE-0{6EKLb+ABL7k
zpB2)VW(}BEd-WmG!J>?M#_`Mxzgl#0)CD3U%7A1cYLkZ+DeSRSH<@M6Mx`+(YpPx)
z?d9+Kw!KlAY4@R-B`1$}{ih5~p%0M>Ik}H(A>yJ_0Z#rH1TWZ34d_jXh?t3x`oKb`
z$3_ALKQ3R|#x29<%T_;e8%sGhh2tu%AiiM0#|DXrBW>Rn4d3gd^nAYO=R9L*Zqvsq
zq{a1vbs<K_V=ZhM&j5@`@j>Z0VDv8`qvju#)V@`9dhWoJmGy<doCOh(+ty#Tm9--3
z(uiMf!b@@YiaiT--WXhOsI^P4bDj`HGam_0*%+l)R^%A3>OBXotyOM3Z|+cB@RKRv
zr%}547Lz3x;bs3GDg9QCMi#ucY)}mSf%PSEKk48dr~Y0y+Voz=KD^4CJoxG*MDOkV
zIqY12Bdc{IM`LKJ8a4gR1bu0howJbMhD*jRWkPfGZSC&KB9U$0R>ihTnNgnOTv<vM
zQo6%;ps(^>i<xLYjqC4xUNqwx<&m_Q<EOGYK8Lc;Ap0y?MIE5WJ|BVDZFfan?)7J}
z?JT|nU&gL|tSBif)#By7{*t9p=ZVXHy9@L(Y9W0UWdPmtb>pMF>ySi}ug2xdfr-XN
zps3(euv0q2X<B<nj_sdCr{${LHfWm{T@A`n6xP^IygV!zwIzxVL#9P#5d}_sE?ibf
zp<tYQ-mNM4t=?k3h}(GEH^n^~I$lBXh@IO$%;TdXZ?#2)1tijS-mqjlAu1?qy8MIJ
zoQfx|d{T6qQr%J2QTC&OanEA2g&l3p$qH%UQCOm#HRm&%_hIsCn(1fhq`$8i-%^rD
z+stMOz1A7!d-eHTkx+NF@v6wG5z|X?i}c)y=$87ECbPSd0n6T5_BDE}Bz-^P5w+?T
z%RcBz3$}C5To-Gg^w`Vl7?F207qiM5139Lw`)?8V&wmz9H{xx4W+z{(k|^(<g^w-x
zZgk0=YnPq{yI=Igg#S&wijz%VRdBsxhFUJk&U~T_zQmmYuh8HDqR6Z@-$%a^8pBk<
z_cu|XJR7SLzw%;fKi_p1q)&O#r#{8IdFAkZQRqIwM#;^G&E7UNY5zE7W;|Jy$SBJy
zVRa#UXwuZSD(Nd#Lb-gQf_d(&QJma0)Eb*!=Od)eYNozz-q|5KC2Hq}^mWmJ@|eUM
zYD2MMxq0v|E7ju)n{3-a(y*F6`pg8C3%9eQUPsB@WsS;uBD@|$zhuy+T4#rxQMaA<
zXO(li@``iZQP0^a;IgCi6SLQL3D`HEd@twS)iAJc?qpk{<H>7KO*KDa1zs7!IAH^^
zpp*Xy_vojMW44VTC+Fa@;G6#z3DVX3P940q>RPTT_xOKTdHqi{_8+yM4I)y@f5$a)
zkyhsYlFwlnG7Yp4FJJG@`0DsA_#oe3kBckin4~%3{bgCvC%#bdDqYPYdiig&#SdK4
z2Zk(@gumGn%J&|O0x$9v;xvK9ylwjUN;w=y4$igP51~KR%eBbuVL)1R|2}Vua2|+d
zg=JZ_Z5?0P`};(Q!An2Fc{%F)q4;g2`G0<Q#-Ee>EU0#yig4<~`TZg~(8*vWDk-Z8
zot-{nhfqV;@L<z_2Ydnk9SZb9@k6|>dg~N9=6rE0Kb?)}LBB%&YSq=tvNVqv{5|`r
zQmbxzkMQ!f&Y30U7>y~+{<t|fbu-ei_}+Ez8MN^2*oagsU2m;48U-r_x^E8uwK~*k
z0+T<WL<O*lXRJW;0aK{qN9R+$%%OplMG>4jP*X5)`=&np*GLrbq?e6>`q~!!MO2!#
zCe*%f1dy<DE?@+pz^by~zekYo1JU3;USM@%fwcUtef;h0Y62;ox(}x!6#YAB{InPg
zuqpC^AZVNnPt`Lkn%xTVzu_PaLe;WEyc;tOVYAs`Yn-G_86-u;OrX?U5Ig?}?Mg;w
z+zfj<x>?qH=`VwmrA(yZuv)Hw1lM5PhnYiBnJm^CFh$g|(Z4f<5q85Bj-vn?w;*>-
zs8{`yj<_#anEUUA*%1~t{m;Vwy)1V><q2V7DFWO{6CmsxR0Q%nXQ3yz|AQRhs_4Qd
z>3r?aLujs9nhT%*_{Az^bMR9#Zz%o(1XEx}zTFqHK^%s3E0FN<N!PIyn|&v+^u*ju
zLSM@Jb4scBojofxwVzaP%y-nvqYr@*FwkdeX&1P?8IIv>9jB;FAP(NE$qMvG$E`a`
zq*aMQH!QY`OneEOVg+I#giWak@|5QiWPE2E7jL~%rcB{Nj|Hiv2fdMhb1pqLlfcJ+
zj`T-wOh$hi5%(5DTEN;s`svCZ3`Y)#llOa_4NQNp6K)Xv;<!kyQ{5yQoOHx#R6I&`
z3Sm~S`n@($`~~=dZo(Wd)to}eo<t<ayv$%`m~(1|M58=fZxjAKFW-!kmrdEzHa5k6
z7!xhcj`fC*12teO?Ntb4#KPM2T|CWpAC^|tR1fYvi?RveQ$D{o-JtQ`Xx$rR&}?fL
znsqx)jZ^dgwG*ZY0xSNzV@3F~M@z>=+PPg>gh!V^fPWrc@R$SE{Fl2GMs0#eY$-6s
z0Y#GLxi6h4GcTUDH*Mg*fS7xmr(IiBqIWo$;isp=PbDl8)sJje;wO(;_J06*Fx^Vn
zR<QIQ&#ET81je5Fw750JMD#A?he@+nu;$8_dvtwzFTC4UvPfeGjhPrdJ42DEwI75Y
zU$H+;qCk)qzGPDM+O2zotzBSQnp>}OSnn>mmeSxOmNQaR%v9bh4s#<sxCK**Z~6&o
z5FtvELha#Yr@@X2UMs&Wkd=O~fS0HJ_Y<8-hi^oG53kkHan<QxRHt}aFTw}-&Yj$E
zfw4(zN!ZY65UVGL4?#~a>h+};06G9qij8!!-iPnQ6nW$2mBvTUKAQIsL+)%SeW8$<
zT;WA6gv)}5GJ4r=z#jttA`N8opWywD6c2Vn1M6Y)(GaV2vm&KQjt)KX)=^8$p`kHh
zJ%i$N&5$H>*4UK7PZQAM`C4d<dx^%yuDP&MRrVlxO3|7+fSZw@{cmq2r~Utb8@tSk
z9CO~;4!7m~NZ8z);*T<OQnG3l6%}vfRGjZ75=+_2%u?9lgVSNV=Gz4qp>w;~XwZca
zyi&!D9yv~%b?Zk~Ahpqp^mvfP#Xb}+K4z&v^?-JmSlNB>*^ThIj+7hrgt7x-m_Ip>
znxz^=Eqei6uW%Or(gqA497z}$*%43M@LGa+)YgMAj%-CEUJMNt20<dtnGL%aknJ=(
zUj(q!N!M>d{QN%z%U>C@yR3DRrv9cP(!lpRCTMs(=i6bT{#7N4w#Z#jiVZ=k&x0T%
z<=Sy#<a1xV$fzdrhM{u4))_Xj6-|(#S406_vbIT({yA=DbcC)NAVFLVeiEDq0^Y9o
z*6!cD$Pobt%jm_66Q&Dp4h543&x6<BGh654E*O*j+_|5U-YbizCJ?E}1*`?E>lCaj
zo$wjin20C|etg`cwgiOR#Wxi|@{ZOV6=Ol&_KhOIDZ5C2J3QT(#Z+`h(w`Gk*D8&+
z-h3S7%fh%9xN;2N2%1ZNsg?7_n{*oUeWV!AVUr@9SmX0?qWfcV>Ux`V^F$hB5r!O|
zWo>?Nr3#E0WDQ=Up<)RZ_}B^@j@LXt_sKc^?W)qCv(H<?26W>3#L;*O&|Lb@B#Q8a
zNobmywJ=9P3x_wIfbI#ggYQYM!Bc)0GY7Ak|8w9@t9@{3ov@h;(Ai6b&HS4j>VI~;
z@Ar=1I-ouIXE%Ryg&X1jIoooJ1r(?#9%O}2!Q#+PiK>Ke_sItrQ%!(Ed<6gKs|+e-
z0fpmD#=@Ke2AIW+O4Cx}@6>Z;+u?6)w?`F;Mhb_R{WN(ukVF>zd=vV;2m$U20!v-H
zU<q0{pfBUxvf!X+a#UPx?Pxl^*vEm$M{;r^zq#|jIPwp73jg6w^(T~VewMi|fMTzq
zMnLM%8{^QpTZALye~!3IK14sEZ2o7n|7KjHR*Yp*G1jHkL%dvCV3gC7QBr~J7Ddg7
zx(t5A+Z2$I7P^qJ3f}_WWma5SzC0;!wyF58i&AN4^k#)&h55ymQKN>Dmnia^aTgfG
z9xWkqfc$waYXaT<LwZ9D0v9<2z)P<HSw5{`4Eu8!IyRV|+J2=`=9vd?h5MT$|1hXI
zphn++J$3LWl%1mgJW~5e{Jnqqm~s@p?D>a{Z)J_imNZsq*L1>Lm<s{JU<m9$i`oue
zyAJRAeLy$%G$xAc<f1!c+wi8BWX9Rlc7GnUki>@N=H_Nc%e_M6=G_|lv<<OUO1rBq
z8T`Y~P!7a;BaCG4Oq#E~zChVDZ^PNBK-}OB4<g2ysnfv61gI9dLxy}WTM<B4wp|lX
zP~kc?cTCQ79W}1(L%vp<@QcJQyX2^fxFW1Z1fw^+z}A|yL##%i%lw?DCq@f6!8xBF
zqFOL=Y?_dMKZ1`d?H5rYbE(e>&?37T-UH7l)iY(+k8@AYF900M)A;}TSS|({^xkkO
z4gS8beoPL~9sWTsW|9G?lFYtCw(3G&k23EI?o#fLKdmtjN%LeqS%ctT-*RG1%=Y%n
z4R`%T6zo1;lpDc!qbjV~GV1$ddJST-G;{@4WD_i<d0gt}<VWMsBDOdsrh>bg@n#kv
zSRBrM_4HNePO&24wFUpSnbm!oP)KX}(<hyoR?{#QR3`t|d#V5PGw~};C4p9^ZthR=
zVTQ?3f4v%x2Q_Y@9VlW2e+Rjq;m_RbKGhpvg4FBWIva1D9iVI7yM9U`UY|NMmCaWq
zsp)?B#@H#pj=gswPxbwR)%$jvNu0yBTf<WPL3qt$iqFNYl^mDgQ>$<y>$3xSNVpLu
zG5Ec;)0*h`>jxc=$psX4kG?Z7-9@vOltaTa7|?D8<y{N4Wp!zDbPX>%ZgRfY?pm6r
zJu@|6(itY{mFao^VQu>N-JgpR*4n;Esh9ZbkDl6d7Xs%YB2of#ay7xH&x=~@6BLjV
z(K$qJI)h_k$iEKfIbYk`r_8D3e-CP%2%)*w^{smHexI5GCj*YcsS-|K$TatSc+lLI
z_(9wV4U-GWk!9DH2{h(CmCLm-DrK3kfg39KS(FhwhQD7iBmx>i)kbyHyav*s=TH5i
z`W#;wJa@%igwf<9Q;*t;!>Hy6?LKSWa(7}vpC~np?Wlybf-QHqq}=Su)?X_z*gzGu
zFiCc0?D=62fkY*p7?QKA3M~68qeDd_g`yYl#C4RO$#@wtR}rLUW%)$xRza?_kzhtT
zcN8WgYp%}NC#0O0mCFI&Yq-TSOBWwlN2(}EW$V#u9GZ)Tf9#f!EJcX&Y{X61gYF4S
zIV?k<^5(hquE|;#>svnnZt;YR@A^SoYOBH+ceODbnV)P5hXf`jvfe$^jEVrVL{cxf
z<@D)^?to)feT`j3dEK2>*Xf-RV%dySlsLl1<LM73?vJ|LOSsr*pmxwdez%A6<$=$|
z|0(+}4px&U$K3}SuNzqLF@v=*3gsBA;G>jB>tXHBU>}g`%iIV`w1kx!mrtzx6s5Rk
zkC)Y(J?<?Qn<~bGf+E{1J(9@80pqW_teQhnr*@fGk3#clo8zeDPu+{tHu?_sJ1i>2
zVw}r5=ts6cvU?3ROC6-5z9vzum{dgzGaGfbegR>DA|E$_rc(K!2xadoW(gOQ+)$j9
z$4ok%+ZxrSRT?v6aT2+<oH+Y5>hir0x{OaFZ*toeNNL4qwA480x5~DwJkOKP&l`i3
z-P$S28LP)lp5VrC=bb7WnN#LFV^(U_8b0+o<O=lUsq!{I?{#J)a^oc4-^(1f9Y1Ho
zQS6dWh^4ZOUp);1ikMKveiQJ^_blK_19xgq1W3Y=T#<3M7tlGFBaq~O(Phq=fCeCI
z0~i1bvms#pZGI6kFuMW}PBcRKQOb<3t`xpu-iL~0+^omSZb7(bA?BLIncg!vlz9Gv
z8J4NTTeVy~VPrJ^)928v+L)Rsnf?H~%n^@!y0oLm8SyECQT0?t;!b9|7&bl3Yj532
zn~ygW<KpsssyB7I)~X%m-R0FJbbEdC!d#DjMC)bu=teH8vfg8j?nyH)V1G96<8Y4r
zBxRRbRu^M3CA~fD-5$1*80{7^8}?$hkEx2zA|oqMS(hjNwopx~zLX_sRfX8=3pL+D
z0GNLvQUz4gA7QxvuBLwyhSh8&n|q2Af?^!^V8=_pHEORXQg9ZxX186ZTH}=Ph9sM9
znB<voAJ(Jwa7t`22fZ%^(+DumH!)U#amj_sG|i*1x*ZO3H*4Z^d+v#>M{8&0I3Xx2
z3N}=f8cK(M?!sIr5-Yvb_0OV~?XpJs+{jFY7l(MX4mK1g$iA`>qvP(M+UZJkzU$Q)
zPvXjy^9p`ljFWZ4XltooddO?Z==ifD3e+k2dUlX7Q`lnrwCn59g_8Uhp7vU^<cCQz
zmG9<QUhf?bpXiKqyE^b`*KTBtbmBA!q1F6fL=D9FDCO>fJtccdSsSNW1Pz69+jBQE
zui}T<R9obh6$FRoi{vmsbp-+}(oGeF5c7aWFt6gO0Vel9RPri!(%&lj7=;hZmvlp_
z&Q6n<nNP&<-C+xv7qb*2J|6Y-GNMR*n$@GpmfgIU-Q(r373gLv(GrQ2oug2y$h&@G
zy!rOs<g1z_*bp?qBZFb2w{A8as{Qy}d>ca(etQQ0p^6}8T-1_o*II&h>pf4fz|CnB
zacUEyVC6o7yl_u^9wG19yby7SD@ey`y5*U!FxID}ArED>Ud*Pt4^=o5i{bK?4r?Cf
z`=p^Iw#*&NuSM1Cr<f~1!E32)#rZNnnHqdId{_j7ooh5qz5Z;e@iscZ5ypcvMq<6(
zNZgpkdvs?r^rkE<A~GG9;-I7ndOM%ZItChg09bVw6W@k7AO|79UaSjf1y*E^Z$U$j
zsf(yctngR)L!s*oRC}Kwlrs44k(UeUMl)x&sz+&m6iB4IxxEkf7uq(>4d2^{41vv_
zo0xp{6~sLJbkHQT#WYhk-r=4WZC{@>gsi{um{FAY3m)%LWXG-22f?NqC$8x>R1B7%
z1UfiS6sC$&$5ta+p&^BEtlR>+!oi~XIAOlWD_5S+b>av<dYc)=#<I4{)#>Q;aAaEG
z;h-&7$D=KHpO979OufXM-3G@IPIyl4u6g^;ME8xR_>(LTl*Lpn2?xs0@|#K9jR$HY
z@{?4>tfh^WqCee5T}+DG)Q@QRQG}4x1G<V&4V_8kA`^i<9D_}M117m`6wq~ln(A1-
z9KYVMuNyI58?uiRb9F$jkQL+^#PGT+EN6hvK@4PhF+FOJ+RO=pi#0&4Q$iEGp)cVJ
z_xqu19R$FZai-Y+wL#)F{`QqkUOc^>x<mEdNZqh~QiHR{x~Q`&wHjEvtO;3i-sd6+
zhPRI$VoE7~Hhk%|`#8+QTOlPq_jQLZWy<rLv-}Tw>aJpe;Mw#0Z)t4CJtFswO{vEg
z+cjt|r6o{RTkO22k{mSn?t2Y$yb|%yE}zF%AMcg;|5Wzn@lby4|5GZWh{#Tb>?Hd-
zsSsk4n2fDZwva8mDTVAGgc7E*?<xCQcA>G4ow4tXbugyy8P)TAKF{m-e7~>XAH8(X
zoco^poa;K*xz2T+_xn<DsI!*rx9Y$z6BumM5x@%Mr)XM1PCGwafJcoUpsQS~>G0MM
zus-Daofc(Y`|PT!kJQgvQ{ENnQl3pWQHlw!q1ckQwU%gyHX%}rgLh2}c9nxaEPU8G
zb;`12+=?vb)7r!3pOCsLR;@UbZnIt?NoMYDzaO8Q&W|roR;%Zpb~f(aTpT%1xUrU6
z)KJMtHDx1pCvv*klZ|XS!LsNnBCfXm+(vD=Z-}*Idr-GwTVZ+7my7Bn?=Za4-9rrV
zO7vq3@TY<GM6sH_$IBLUsUKe6NDaK!<cQwbc~7mwgX0DVlPlF7lkZvY#1+p4F%CT(
znr>9PyVpBch+=5L!Ef{xxl0(!O`ed|ADv?s;c9~NPemG|f~(oD=PjODL_ErM{kTZ+
zPO0~?G`Xp&Q7F*`P3<iw2Y&@E*{ZT%H0srdiZG`ehtTZ|mMI<VcaZb1X<jV=rBN20
zhg5_IdQwWlMwI#9A9YN6D~#?cav6tWKWsgCM!tO)*#_4euOZKWkyAwVuu9r&9k)`#
zv~4E@8S0r$N3`HL>)sYQFhtPKCta-S5=HO?n^Oi*XL-6Z9r(UJG8PW`_?HWP;jg;F
z?|uUjX(ntBV!`@`>2f^9@@#Yf>l{3!`xC<W=X-O5&K${uD_T&U!1m|6=h@D9o$;bI
zE}U%FXx_-yj4c{y^VUz~!Xv$CpK#3FOnyZ(X}2)!OKF?d1u5<<-1lJD*DDUY77K|k
zbTk@CuT#9pI%FG?y$rjpdHtQ2SL?IR4|~U%4+JgmuC>SJ=FJZ_)Rzb<K0m=7u5#Dj
zdE;mb>T7T>|D~yi{MTbtt`PHqozVoCq6$qsA)qWGz=?^-YTb3_o<LhYb>+>izTvAS
z`rU?Q7cQxW1#dw@*?e7fl{<626_dZE4ob8;P%r0-A8iu4Hw&Ro@5*f0FnZPEbnlx~
zIb(hMQT`G8%2!jaCs~&s+6O*i27W+*^Dts`(S$?#=t8Sz+4}M{gv_srD?BZ4gdo-R
zunN?utm$>>eB!3XkofhklV`#iM?$t&-6(svf~1AeX0ySWQcE{GG?!;V&Mx=Xqwo}Z
zM2M^?bp-wk^bB-yopj_l)rCbu)NyUQkLlYL&9uil3%4w2dN5FIH;KvN?|94Hh?8?u
z9KNlb>p50}Ey>AeQ_R|EUSeq5$EmD(0~S3j)YV*M(a^-Zct-)FMJ2JG$p_oEVQOM!
zGRKb20;U@V-wkYWq_dZ+V(xZkx^U+u_gr2o*65z`%-j$prL}$%<GZ@Pg4W}&Gn$ve
z_G=BZ?PX^pw7;4ag<9lJne!{B&uHem`=RT~h2j(2LUDfQBtoZC%{x_``bJqW-sa8@
z8SbgRt?Bin536IC6n0KrN4V9{xFlY$+w%<*o=J)A6G5Nl&R~lk32*bgmIc)9^CxEL
z+F$r+lp)xsP4E{<Z6VGwUlV9qaN*$Yg)6VM6O*5vuH=4C#wmtXn+<NpJEj(+uuQzD
zOY6H~Ju9A3O`$}F++263Zj%n`2sg#9p-)%QtQnw488bI6sF|qIH!80QpugxiN+H{%
zQZfb`(fBFZ!E=TQ5%n<qW+(J_v4>6^DE83)i&Ye6Fb3F2(Kmpp287x#1=aqJ{w#6^
zg&^eSkw@OpF?_+#lHK~IG81ne2(AB0O<wcedQ{#O)sS=s6uVJ6KAQk9)gfxRm~gM9
zy_;}(HoA+0*}Ew_+nrbE+GFE@Qs#cZb7^%-Uh1jt_Cfl>@0V7+mOsB~azYS(@^R>0
zY=vivOOl11;Q2_Z@GK_Fbwc)E_!JmHuwCr{kK8ott11Z)vh&vSm|&VImv&Px=uGtf
zbos<ps>lwvRei|=I!rx6VesK%+g}=Y3;drsy!I3OOU<S;ov-jAGmk`TEE0#c1G{Q4
z$(0%E@!dqV{NqT>5C~Hjji@jMa0jUi1k+n=JQFkUOb^W2vV&{(*mEa7>Q1?Gt>6=7
z{p6|zou`)$UkNKEorc|)dpqDTIf;+yw+HD87@K?nIxb=r07*$6CL6pqJe0BiyUFRG
zS-heh-BE+36?(7;8gpm*o-+cbmS*WMnG+)^;X0_&>m1by_j^$RC=jrB_ys1_^Qs9z
zC^q!A^_2{!CB@x%7viN}+qk><?L@rxcbyC0rC&cBM&qq7qFpC)RSZ<B8dGMZdHt?<
zpeF=7VqTnX{`#ULvl*n;)BPnfyhV8fbGz;dS!m^$J65h!yPffv?8=+lyUW56>5yiq
zE?#G!N}G27o}c>EGx=zQuC^R=Z&dW-smCo)R#)ggS^7qJ0l^@7XaU9O;x5Tv`+Ww(
zD$PI_)6#!)IRWm&7?^{_DG)Ef6GpWj3%{kJ5jrp6bV3{jN|~W)-7U3oiaAeAg@SQX
zc+2OtEzDcw4Ak!&OWvl~@W}77sfBDBLu*I5)|QF>kk6IzOIO!wZ_+glNAAH@aB4(#
zfUYEP?#T*haeb9DiOW>WY<2a?G^rP3EBPF_{u43+Ipr&xQO$=0u4~ON&s9YK!=>+`
z(V6r`1<)|)lpSDTrU52Lk0yln3!ctRPk0(eA4>jS64{7am%@`RfP95OIaRB?&$S=6
z@})0}H~7_Q%V~9$P2Q<Y7-y-xDIZO>uc2NQB{WDar%N@VPZ>x(-{S5?24)BmIp-$a
z?zP^yXMe%7U@K<}5C8b!yw`z=<}sf|GtBu06s(*YYU()*u+i!6;k8}gr&olrMNc}Z
z;3q>*na3#H*N+U1E(>uPoUVCW{XURA+}00oiYjn_QA5xI+u{!WiiSz1<?!m>=nw9`
z=(<khrbinx<)yZ98*kXeAZIR<vw8K(lt{Eqa)0dndi_HKj;zVEvu`%8rE6;ae96m~
zc4Z6N;vnvuZ9@OW;iR`p<ytk$se9hp@E{}k8G^UTNghC`ToCBz678mXaw%@ogRc9h
z6t?dyT|rh-NLtoapXnl8*=V=IoE<Sj=9QQGtjlcvIC0#P#i?A%6)p&$|AZ#FywX83
zO$5ygM6(Qnv`qKbHTT8>kbb1j!^0v%tGR$xv4FPQMAU`5R2f1y&y|6WW%JqUCELW`
zzJ<n{jcUyXZDJ-S*wquGtGn)5&UbI5b{d%wY%wbj?sppYbBolycNhuv4P4LlF$GGH
zn_ZmCK0-wKoUi{paO-T_WVQ0_diEf>zXba9JtIVa(7oZrZnXGH)b*7oa+dGe7ayLq
z>;Lvc%5&uoF5<=JDvR|)s*j^L(wj@KF=Z0xn{N9E{*VZBzTHhwwtkO)&6JmmGJ{?C
z3Aslx$y-y94__M#$f*>4z>^q?xueFNWX>80f4qN&oYViId-vC;CSn2nJf*Rt>m$tf
zT^hTzY1$iaP8Kj_Ci3#M_hd=-a0>R@El(KS;FdLOvbnf^Zx7Bo*=pEQ$>rweK6LH%
zz?r$S2bj@JaB`!eI3<Z0XWs7M@%ZVG(Fusm5>q6)V0APfzoQvG^bHf0+ur(D%X;No
z6T^9<yjhFK;c3v_iv`GjHl)C&0|eOu{q01<6II355Tg5J5z{6ifL`~^zqrW(*f<b?
zjnzqD<D35#WDHmx$mq?2`5?)pxEvGUmEimRZyosWJg9opLnem|hL(0`2RmF`{Uwiy
zSCV0+C)AJ5=I6Rx*ZK4lg4%}>C}6lef<jb4`rBZwo~Oc{ddR{Y=-dSmMR<M^064Ah
zAv>;t1^?(-f~~Lnj%=9)g20zmGbqKmc?RIqzP==3C&3-F#9xi9W+R?VN80%Bw{9`O
z_cdW4apj**JjRRf%1cjQF<Ln11Gwm+jnVPNlR7a!SV_g0NPJJr|K<umEXEWGiZM-B
z%7AUx32$GW7i3-@e$>wUg?WLs<^EB4U3LAc;yc2(&pf)V#)+7!D@<E)Gt+&dFGq>U
zJxEOlstcfgKOq3?czA_AK#|@6W2xYk!1j5`AQjX;^h6TCSs>*2HDnm)-!Is3D{P;^
zC_oE0LG}}zcK)w@Y$brDI6~_zu@(fd_s(P!!PXo^YLJI~gW0@IJF#DetU^xr(3SSu
z{pg9gcYy6@>Bd=fD&x{sJuJc{h|Pc5NBTunj<h>!rR#}TNBK4+UQS-m8XH8A-VK2q
z18)Gv7QDgV-eY+-!udt4N|r$Wb}UGBLbp-)GbjLpO#&CnREOeBPExG<)q?clzgvJq
z4Sy~ayaI(nE`eAJvT3ItwSy)GNp`ZsU`+(%uOV?Zp^m&%g%8J-my1U+vz{kT?J%?k
zMcH02IT0US##;y5<@J=_C!K?u7tF~M#a3-4AZZF;My-rW>%C_1cul*HSvZ-Ov2fUv
zUypRq*3nTDzE>iJ_?Sh~s^3ECJV<{)dM_lY8*ntolv8tw%3Wgjp>{$^+L^qsd#FW+
zGVDZiU|TPafXEjqhhby-D~C~Tx~v5y`kgy`h!Lv3Vo{dJxuDbFX2%u#f-+k0?Eci!
zX%%%|#>`xbA{|D8CCG$YK2!P(AXxK@F}T7Y#vsBG?kIutBAQ}fIm@>sJAS?4q2l(*
zSo1JCKStPVjD)zv818G-fnWMP>M?-_$AqD47od&h9+SgUK=FgK4^lyg{)po5tq%wN
z?mwPz(^U~#{Q<lVX|6dpl{z&yuB8)VO=&^A?+WKk(RFMM;e{k}p9;kI=3Je>tv5(F
ziqfi|%Dl)f#dhWLgI=%T)V1-5C1Ch_5VJM=u1z$P9R4>B{Ny$GD*`hJbHj>iGlJ!F
z8%s?(!S>TzoNtmn_ac78bU1y9$Dv*bc^jvBI2{kzzVOZ~!706CFLN`W4I|mE30qs<
z@mEkL%iR=8x;5gKp@;@(r0Q2fHKV3&aPdh|iuuvY-3mc(FII$}J>J}ScaKvq&$Fi+
zuBJ!%L!_(!1Be?~0hf&wI1qgX{a4@sPUc~IDRC{$kjl@`%SZhClN^d;)V*WwWW*b%
z|8VR$_l>a2_~y(5YxZ^i|Eu2T^^UF%&)ejY?gK<dWG(!Pd;Fla<O3FFDYYkKB1)!Z
z4foHksS&+J05x#?h|8(0F=oQ`GUbc4V;O)<gHTAEK#pB3=kIWa%i2sZ$U60JAn~6~
zH?VFX7Xt#~jiChKIHIU(_BY&2q6?s<sGa8bji_PR{**pS&!>%8TEX!c_DytmtpcQW
zq+Q<PLFD%8J{mM9O3o`GkdDyR$g5$8_a!gnm-;w9RTzUFtC{2UApOAnNj$J0N{pzT
znUyNRR@e&f!8*Ub#0I^Gb!Y^ZK8bng$=*a&js^ayDMY$1*SgT%!jxL@yJ%0&``G>p
zyu-Vd<$0q!&~GQMwwgb^8%`0t%3xWS%t>B-@yJ(3OciwTwQDzCLqdtBlc>@(pbO>O
z%(3ovekv!>dpp?jA`+|4QB3;nRf08iq6LZeA3Gq?BeQHiXZZ<nM6O1vz5dnJpAbEt
zAFiRs5z^>?^%Xg(>U;8U_eAjj>gBIq@a<)<h~|kjy^CJcBtG9c{1L0uYcS$-3~Fa$
zrHbo!v-RlxAdqMcR?6CsSPUtc?Q<e9Md*C7^<sTpy3uhB&CtQ|NOiQ*wFxm_eW9kV
zAP*rLk~<Sc81kKLRgYNN;oO~VGU`*SzoFN?>6G;z(0v&?mvGh#UT>hJX$(7chK8VF
zu^>*+y7wI=RHlVBj7KSkn-hiN2zWrL{H_L<df1^#lJJm|CgB$&h#u)c2HqJU84?dv
zqZstV`M~v1YRKPGJ5&oWS>OB2{vNLg0Vqjye4sZWf9uW6e)UOYhuj8{Fan%8R?>yi
z?+Z`0*u$aKnNHtfB<|At80^rHhRbpsEP`+TJb2lghWDA_&Azz0%Ps5~*SEJ^UeigT
zR-L;Q1$BQ7pkT~eIJBsm%O3(6rrEc!WhqQxXwLwI+%0T)q#w03PfVw7M-JS=H{dm=
zA9Q2#Q0+hmN_<%^at6k$^Sz7|)gvb&s$7#0AOs1pu*a?0<fCr=xR;Wc<55E};M~O>
zs`jC{X?7idUzkKrrxP|{`{OzVP|`ph&0feagBt(QklzFPM?>(3S`{ITJRH;LR@m+g
zm`KSBpI11Ij3Z>w-#GWkM-SzZR){)gek9C)F!XtB@FLj;m_&Dxr0E9d!AVJ&2F8D&
zc>jX@Jk9PZ`>jtaV)oP5&!zIvhvjpsk6*A%;bc%2ioAj<py)Gmd_EvMA70dGIUey#
z*5z{wW=C+Mb>mlMg?o_Q0`rw`enLp|IU`kVP%vIUFSA0zqi+=q686{J6ermYQ7AAQ
zp3*U#J7<BEJk&wLtDCsXkl$<SOp;duc>Dp`Dyfl(F9mQxfUpmYG0A@#(pUd_dz~%#
zuoAEp4k$n9CiUUyxE$V^4_)mY@l^ZseBgkQo=@+iM^cAI(Yj0}4y7V5&X>Y7!8=Ri
z=o#+T{i?csf@^~lCf?!ObWgs*f%dfhsg*~1rLQ6T;VVhIz+1Xc6UKrE<=|pyl*1Pd
zlpvoAlUfZtav#L}gcPluFuB~c%896z7(xmE2+}W7@?x&j#*2l!8rBdf<0F<<UvO^H
z19^ST%<ec5mk!Ed`{y6*ny#f1TY<ATTZ<tQ^6~n>A|TryY&G<60E@r+f{bWZg2FRM
z@@^x)A@?XvkmGlI=QsyEkq2bU$W`Fb`Tz3*+)T0#z*Dg#FoKzsI!ipRrFMApNibK&
zZ}rYW2jY<g{NPW>7<g?;=oe6uy7BP0b+!yZ4Pmu{+0WKv$2AfM6R}KFtU=j>l~VDZ
z?rz#zJR$S7Bgencsf$g9S8nE!HF)|2yQ{%nKNss8!q2~YP21E}4pQeoA)xRD*-wZz
zEnp4)l&$q`;YYlr&&R6pSWxva%<sREx&8WF;Wk8@Uz+ke?$YOSn!r`pD<1|&&qdx&
zus{Dq@W-Yot@rgl1y-+oE~|W=dUYQE&uiwb<Ez}ycbr3$3Xd#aoe54(A8vjuL>%tS
zo%$;?l0MX7P})4{ZM$~K)0MndiN_gFrex${HK`Dodb}U&qHWZTvkfA0OHcX<*|Df5
z+9n(&C)GicsEDS1skADxT)A<ilvsGAzw>4a!!ehOvCkA<gN%_Cj`6_V5U?*V$iqdD
zQ-%0IVx=(HQwLS5*<yXz^H(CLcKy`oeCC-pk5*BhR!tn3F*BRiZ|-jwexfyb0Mm;7
z0XySvW-QgXT+7ppYU_txts`R?JxX!xjPk5fQQ@Q10<?^by)Z*izWbM(Yg2SZTT|*+
zn##_PY?Lh>-J0se8oT48>z>9}e2ty)*$tJt_N>8^Nbj88ulTO0J*PWvHGjWu7enFg
zm9ZcVx5d_+*33d6#MH{H37^{J{F!7yGL+Ii3DY3=q{5H?d_2E*c8G`4rnbCSPkGRs
zZYp2iBWI3ZaFw$Fu7U(`6<w_8?%6`*-X?6?s3gz>55@ia8zB(lV^4l2PJ9IbyH7yA
zbRd|>BE|1)q=yL?U6IUgm#*_9TS#kOE`8I+rD8w+#K{(3TP^US;hgiQ;;63mK2w32
z!RxVM)m2TV-^+Vdcr8E`fZz%_%3HyiSqu7uN-?e(qhf|$?yY5HyxnBOQOBRmPDtf*
zB$T%|y|h28YDP17yy?f8O}kRC<QK{Xi?nfR-$8H$soK89C|H{(&pnk36>ISv3^<-Z
z%O+7D8a`}ZmeWjd%ec2ttnbUUwp4Be&!c1Yf7fo@6e>-|p6PYZFZoiQ7LJjq3>YB%
zb8ASMV{lX`s`~@*Brk%Bd)d$lDb>VeKj@6;V<-;$pWnu(<01z%@u%keg`KMfaCbQv
zi;I6kRHN3n*I@#Kec~^;yprl7cl+#W!bRWrElZ5iTG6CR&JP`{MT#+3(U3883lwNK
zv83{{CZ^J#+H5@SSW+!f9c@(6RjK&CC9BoCp}x_Pj?0spTI+6Fa@pk<NloTS{I-c}
zCBc(8HaEu>OP-jmce`#<U2IEAO{F>Q$O+Y$G!p{@>-BFL#zxu&<!ZdGbkU(v;%IGt
zxdM&J?K}3(%U&2BEX^*J_f1g!jf7ZTgpF}^{Ksc?3~R~h<P|iB9B{wR+2$Kt+Duim
zTs94qQ#XT9@q;iQ1`gsv&$Db`Zqk7SF_91ER?{5V^!1%cj8&6l&ZXBnuQSWq3*CD3
zr31WGtS5Y!C8_kRcKNwsJIN1vSUM}Kiar(FhO|uh9ml4`_+=2ZtWt8F8PBDDhs7IV
zxIW+)(DfW*6`h5f>bbegp^ZyoyZu-EAe+18`}*6Nx%2Tt7mYRcsPxXqY_J|Ln3M0x
z3d)WVu#;zDXeMX_F}h_P+y@7QalH{I@C6E{);?|wp8_aEZi%ti#~E3OZOUW;ybwTQ
z*!)6bNOGrY6&mxE_NYhUTMuy-z)E-O^<ac2MR%F2ISzm+P|=^s%`&tqH*QRR+Hn85
zbg>-js$#o&fVFb5T?jm0rL7B-1g+OHVHcBp7eO(s_OXC``RF(!r8XHu6Rdl*qE)lh
zA?JN%$&)qh=beF1Y}3T=bh34)VY7Kt+MRv*aZc_|hVnOs9`;BI_6Z)(u`7{TP+t;=
zeK%>CJi+9mh`bT4UQuo|1dZoWr&vxn#iE^~`>B^-(&edavSjlD2M<m%m#~JwOBrTx
zITf^t6z{&ku-b@HyJK`P3LyJs?Cz6eGI(VJI;hYd$P5Wf&a;*)sCqG=fsr7Ubmqyf
z=iH_Y+06x~R>64+7W6@Y2y&APP5@3ePqr!g;OIx9t-((Sb<JcQV!L+*MpUqk<!qD}
z0962zzbvb&IC+kRrhUOdI$Z27Y#HBF<&IH63tv2DVKKfzlmu7~^MkTX6Klr3$MKJH
zZ7N0w#@sE4>q+80zOH>)Div(L-;GM-f;B9<RqPyuHe|y2{;DXL%Q~S>$bJEPg{YcN
z7)*=9@~^nO3Tmh`dhDjt>o?y0y2r)LUslt+CN<BJNLQ9m5Vgy-V!2!X4t8GGVP^O7
zi^KsLMG7)pj<D_o%_|q%OO-Wix^?y`N0)tu*T_dQUCjbAz9ZP-A;>B1KImd6I5p}r
zMpN@Q=%-_O?=WVJdR1h$SgH$s-xzBi&CDgkd$dB71Rt%00>C6`2`m#6Sr)IL$cdLj
z@O>-`|MY(l<B$d5bKeix5Xq~PmTsDSXN+f$VyH7`o6Pmdi9a11wl8PA5NqNDLO*@^
zvR9(6@GyN{-igrIHf6atykK&=Hz$|t%COes78aTb-l8YvDF33jM2H%8s=zsm%Ifye
zl%>GJ&CNMJvbVStL=3TPZM_aw72D@kC2J;rVfy;{Q@$0>`rfYNUJ;ado9{!{0(Gmp
zxhv1w)G{-ty*?6(`yq!>_P{2Z!I<zTa6)f}=8MhbOPUY5J>0(m;<l#PQ9;guy$Jub
zF`kr{Xp8#erKY#`I>_VQJrqv6PK0qR)*=Xl3`@>O6vGxu_iqwsdF^3bnTxs$N=G^`
z;RnvWo_E|f3}F_rIQsOIQBqT$?7Y6~0c!)4)>T-9wdSPS$Acu-Si5WR<J;jGfV9pz
z!e$uf8#iGrJs}wpEFpZs^=4N~Zjz`3|FNXX4)V<FEOn<G&(~h`H`+S_%NV!xav!|W
zKdt=m#}miqOg^#}7$FvQ2AC`VnynnuAc%U7y9VP7Z;vw9e5iis<Rt7Ba<O)7ug6zm
zZMv@}WvDozxjZa%QL)UPjCM$J;MfQkI;$%`({v)mW{k%5(u403x2l`kbO=Ft(JD`)
zuXPXXn%i-J-Ja38FEk;Qw$`>EN9N2mi#Bvt?Ky4(ZUgMq<s{qens>&Z`wBx8FV)Hx
zCI}d7jCt~~dG1kmUFrQk$gH6>0q=>cM{vX-A9%TWq#L52#D2Dmz0tySNA<LYw?src
z-ZH&WW;mK}yDd~Ov&YOUOk|x8b4C4FaF%>j%8`3XN4r)fkjJgJ89NIZ#e$^Mlm+9=
z<h*FL8k|R-@@TA;ylrxa*MD-Sft7Vg?h7`j`?<NB@KJ?4gE1);Sz=u<y7=q{abrWU
zj5~diAkPvPd(7$0Qp5fe67CI^97%~cwCyNN&9(QQW>uccQOq{{>dR5xnQOnY^+><h
zRS;EZ#2`E9{1rW6%bj>|dTQe1n7+BY7ZI#6_1ZPK1F+D1j4DS_u(@AX{ehh9101s@
zfq?{IOI{`XgtTt05`#4sye~SAA29798j%{oRAZuNQ)pYgxs)sewwU{U*Nv}Tn=ShZ
zk<Ij$`A8FzBoci2n8T?n(iLY?P;K#<mgW<%V>W|P*5&HGg%ty#IErbCPO&BDp#)!s
zWbA1wgYL$XJez{|eUeh6=gBWXTJ+F8&++;N4k~t`sScj-VTXni3qUMRKQ6JBxx>u6
zM>*QFj8&qlc$Oh1691Kt{iPA|f&ra%JSL>_xL5jOUqS!ES<Vsv{r8#2X>`A>-g8!;
z%toI^)=KSBs1IIvywiAJ_x>a_j((_bdss(b-Sm;+n)cgtaB{2;(U>u0(be@RKrPzl
zyl8LrI~BcN2h@brmj~%q9R;0B_WBdEw_OB6)z;E{zU<Dtn?RjfygXOU-r>?Nr*&QH
z%hjE%D2n<YG}qC$riff!MN6(|`k@f7o8G62i?hDJS95xQaW?w-?ZoACA%p8<PNuI2
z{nq5*<Z4hADgSxBfpZ<<0^L6bc48kSZ{s5)mX^8Li@Y2TNa$HW3u4m&HYBv?e?pq#
z(~ylS-9)m>-q+j+7HcW64b|B7W)LE97Yf`M*Cq15*Wy%1L0ZnGo~xU0H^LP^&oVKY
zM{K{O-4ecXt@fPE#%-`vAjR-~TD=iL-qtzu=6AZFpIs`LU#^qC7QZ<@OU9mUklP#j
zVf&#^gsSdeN`9XlBo=e2YdyS0(+oAeTped_#nHv+H_JYb#-wv>&WkEst-cc6D|FG0
zqM>X>TblgaWPYAJT+G^T0(rs)5vq?+?~`b4X~Ri4`MdXTkxOdB^$QZrd#^wP=}NX&
zYN!j?3fuz>6k0QeA<yOQnlS4bz8B^^_1{SFFS+b{d6?>k8BE-wla<M>p|pyxa1YVJ
zU8*|u6eE4JK*c7kqE&gp$C{|rxpmr1nAv6DS=R61((9uqdLbL=zErgx&yT}#MZ-(5
zF^60y6JT!sDyc{A)NDuQ6_po&jOsVAVfq86jpfCv+~0YGd@&F=K6R?{a$y-4k*Ka;
z&3GeoZAVM&CxrH?(vs1vL=E*vO;mvAV>)w-$hNS}E6sv5s)3ChR9{Lvg<W9F@(;Kq
z6Kgdfw}-LMHy5wze_7|r-r(MgC9<Lfb#agR#OQ1s3O${Aher(%3sUWN9u914V#k`!
zH*>=;VB5*=t<}89pAO?H$Jh@K7aHtpMt3VbZOKF3h`UqTY4@;qxo`9!Zl_aJMOJCH
zSWv@3Ti+6HV9aI`^1wQcVA-?0WS3m>(pun#V;+Pjx!sL%Q0ZN^gt<<E-=gKnhVD~w
zqvgB^AI=8Dg9o|&_cYUm_@z{-{1QC3B{AVloSx^a`utL=raHfR3x&%FSE|t8%w)0o
zk@fz`32I0#XAl@I?Jd(B&OIeL*iqmz-0++oT5f|{_awQOoN>GGgNB|2>iU<D*R!l1
z=hb&(6pUSDG<F{NwKbc1mITCOce)1&f<`xTH-+1++yQ(R`U^grT`kf9#qz9;%)DXZ
zj(XPl#f6$$ZP7pnp4KH*FOk(a>6&5gKxTUFwuk9Jexp1^5a;(yZ|TSsz@fCF@ah%Y
z_ONY2d2|yZFaRC!PMH?QZ8mDSad}{Rlbhy_OrGDunBiKJ|7N0m-BU+X^%GpLp;zT%
z*}|v#3VgSg9!jnZ9^7iJwZKoOpO{ihI~VH8ygTp94bVEZ(h%QW$*c7H-f21bitD{K
zC7bB8R<~0dmgC<%EEXbv$GpkAVDneE_w|V}hIs_Q_#hw7#~XTNo^58Ij(#yT3_$AD
zeQb6q`5kivy9rLbs)D4e4`aL2Sb2#_O{F3Ywl9JlkXq1!9DUuXCLaO_+*Q6_N9a%a
zc}=E1!ndl_V7yhZ^}z!vpNh*iRxFwaFRLEm^na=r9p5FeaV5HtPE8)G3(gYdn}X!$
zUDI}3d2GiI6xeC@o6LgqbCMsh$`N6n00iX+e8sy;>@=IF9f-9%&^_8bcO-M79`sqT
z$?2o8SEEufL`#Fd%g6z8ri0_cL@xYv%C0waVF_?fo8CrD@%6Y=xz$xmRpL$r-Io*u
z9PedCaLVuF)T+L330hj%DprFYg$HgERlWm{6TWTRYTn)t=3h|f7$7Wk&D*EBA-?b3
zTU^cg(BrbZly~H^k*c{*I=S^C+Ga`;MQ2^j(0y_3M-bVVjUU&sb595}3bS!sAEpvq
z_w-V$aW4n;D<5`sv8D{iJH)CQSsp2q8Fw~9`<vmQ{!8Aam2}-EH#Ln+6uWk#qMTcn
z6tmLhH!mg#SM0J!_$ff80|@*M=1yNn#3jDi$x^mCsbRn7FmN@R(xwLAQi^;Zx$bJf
ztBB5nrn;6JucUjVu!bB6^^bZ_F3nsWA#X)jJ@A(86m`)$F}bfXT<7EJvZ0ZqEVCRX
zkn5#F6+hhN^-c+F#Ur5rKEANk?X3i6fe#iW(|)m-wBf%HZycBst4w#{TK|L)D+x}h
zY13dWHC5>0V*URoi3#(fYNw_OMA|C#t3=`LqjvP~ROEi;OV@z{@TAv6x3GZqJ}u7z
z#7eAjG>5Sg#Qb7soi}+*F!B8Br?aSBVW!+A=fJ*D9ToZGg{O3*17H~`sj%uA9l`>l
z!`8)PHLzwXf}jG<PA-le(8u%u0`nWooW!cLyKqtL>feFAE+nOmlve{y0kF3r5dUKd
z{xvK?Czvm968*_64)iB5gEpzM>%QlmE}i>5lS*93W^v$vd@3p-1|pPxZS0Z#mrQ4R
z6LG9W<#@HjJ---&gP*kLe~;RG*-98J1)D-<4u8>c@#K$j5^%c+nOi!+2tKAasUT5I
zF}aqfTT4dd<)rnk*}sX=_k{C;z4R%9${vY0!KgIfpZyIqC}^!2*-+jE9f<?SjTK$r
z<iW6UfSrizU;w%4j4?3m!qcMRlMjOVKIXI;IjaZrTOARMBms=M7xnhQI*~k?S6xOE
zH1;nG7+gapnT-301j~4H6JRR>q>Nx=N?p`SA_Vwt(ehA|;f&Zvcytg|@HKIaMB$@y
zZL!kS)Q^eJ?D<mPZ>F5Iajs^Voz$-aV6rzgn>;zIfk@o+pP74IG8qfo6-KNc_?dw?
zZ0r{zn7Zr^#5zXO)a64mt!5Kf!dt;8KTS9ie2w4g<5zlL37xB<$aBbMR1OjYz>)&<
z)&GP*&Uk}8^F`kRutmxzWT%nnpt<+!03R!sk?1EF$cW?W`bH3%2ZW;2@<;#oh~fKx
zeE*^=n2)S!Yae>ndhD#EmZ{d-)LsmLbLa?i2PX?+GSh!T9=l_RFEvplZtr}<i?M}a
z1}X;3+M$<Lxji_y(P7BB8z72#Nc0UY_O=D4iw8p@`o-kk>E5ev*~=AaibOuf|LYma
z`<9Jkn-`5ha24=+dt%?~Yy}1OW<FJj_{SGix$ga!p=*A_Ysw(c4WfuFTi^M8%pRX(
zi67ul1R*+G96<=@A2t&wT>T-_Xt?!w!F^5gFvzUT0tG>!I?Qd-PF&^lCnfT-=p~$x
zS9QmWr%;yd&{LbKnYxZ{s?q7pR%kBb0IuYKA`VL8hgSP%U$(xfnD$+=+_Eu_AT`Se
z%}oDa&A#*P)z>ZbRB)&re3>-eqZRo@;k_KeitGq-2B}qklQLEERL*;Ed=PQwb*`-r
z%=qYixjq;<+L}#z?MK(!-cMOylf(_HWk2DLnVxY;bWrb@?)gyi$=!%63md{Qwa13Z
zy6>s;{PxUn+1rol3><m|Q!fy>bcdtA$B=W#L=rfm)L_{l(S`S|De`^Y%--G*-z!pT
ziuzy1engmK)NHQ^2na~|kAyV-ND)mumg+f8e^B|mdj*qs!~kBChxEDDcp{ex%_P+b
z>}FK0)-8L#bN2`2DH>Hg3sSyr=FHx?gNUzv{h$Dw#Hb{>wi75U5j~#$Hmn*q<1tq@
zyfh+C>;;Nq_cz5df_PFI>FrymT3r7?o~;&%{M(nw`?ifW|JImgdLJ{31Cu!O=AV$_
z%0q<%ufz*ZTNF$>00BTr9O_lh^v`HClnO5IRf&+sz<r4L(lCN>Qll9shaal<WiRhS
zVo#O6K(B9HNYozrEVzl@mt1k@cs)#`p<OumML>c--6cW<_ai#*9g1Si+VfV)YPv-`
z-DOtfQ^qJQJr<JUUkCfBL&e`3KGhkllgYQFr*ZpTW#klcNJ$DvgzlF_tp2WMCS@w{
zlDDYd`9BJOVffcf;QV#ZA1Pw^l80cWKEJ!^4Gtw<V+Y+#$9J*+WBx4DdwJ~8WOprj
zm_7$tvokgIig2So33Zod%TG7YhzGQuFomT$d!C-D!N&FGn${vxJK}VbT%s;R1lk<?
zs>aB=LQmaoOujQCx$WpUJ?8;9)c0l&C<dE|@@fR0!Bx_KXNs2S^$yG)A@$PxaR7>}
z={mMY>xyc(Mq-6A$T^ihq-4J7$B3L;O1ZFtDNt3w7Km#R8sCMiHOK=tFeHa)Yw}GM
zOkY55;1faH=el~vCSG{?rSHk!&b$j&bz(+GK}8!HTgQjviRbzjE(N>iOsaF)XMIyu
haTxc!6CBjuzF<x1==b?tFkhz7pOZ%a`S<6*{{SY_jo$zO

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-88-Transformer Architecture Diagram.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-88-Transformer Architecture Diagram.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..b5b059d1231fa2a2f24e19cf18d6c3df090252aa
GIT binary patch
literal 62064
zcmdqJ1zeO{*ET-1l7fKrs30BEk^>?wQUcN<f`oubN)3qAP}0&3(n^T5N~3g2ch?{>
zz{LMXJ?D6y=bYz#-v9T0-|zXp;djGu&#txhz1P0hwbmZY7-kl9K}A7X0fdDG0$~9^
zAj||v4s;G5p8y~49038r`Sa%pi782liHL}4DK3&xGSY#W80i=oF0=5mUB1fA%)r1d
z%E5h|Ur0y@%qAvvLqL*OP)Ojc5v=p)&l3|7(~ywR2wY*fBJkgSVLpJ!&tcEuGT~rd
z1!0q8;gDltT0mf6oOoE@U!b2aENmQHJbZ$4=Lv~`0#z44*jP9?*tj@&c(}MgX>Z_j
z5H2|$#T9;8{EM1q1Xmp?1^l8i&oSS8`;khkf0sq@!PDpG38^p9(9&IFWn<^y6cQE@
zy&)zpcS~MDQAt@v`>u|z-aUN-^M@9ekF2b1oSa=;-Q1sf_`e7U3<?f`MaRU(#V5Q<
zOv=j6$<51uT~JtFQCan_`h899r{<Q{w)T$Bu7Sa!;gQj?uj6y`3yVw3E30ek@V#&Q
z2Zu+9<C8PFus}FJ!~%Z*5bPi1A_wHc#>K_KB{-7{3)>C2aL94-uJGei$Z8UpIbOUf
z;CGJlW>n_ekLQ^MwRWi<Jnbi>W)YgZ20s(+yJY{KV9)=5N%p&7f5<fsBF4c2CJ%=k
z1OXkLuxI%a{-<1A5X~AF`Rbs=CA*?ciS!Rn+T(_~RkdxY1lsFX*xi(|8rc2vlpxK&
zyG&G1Wig;mNF=&Z`*>7mw*svk8Pv4V4^7M<{RCsr!2Y){xw~as^$7nqm2TR}Fez^c
zQ!JJTEZ@SpT7x?!h(R0!a^4rV_cJnJ&+-ePWQuJ&&0mu#m4?ls8KE8Gr|2f|iJrZ<
z&K=3pPhmB2tywTmmH!we|HEYCv<kh$SEtO+EJhhXnbluDms7&Ejntimii3jGNnG57
zzpYqH8<})LPL50N<LOnskhP<{528|JI=Jtgf!9it1p~4FxMV1`9tl|{V>u~U3o6*y
zV=spdXv%*u>Q7P;{PBnVJ(JqsO;D-!q5sMUatvs+3o5?eNS%&&C(Q)jUxg&*5tt_l
zD$8^E)?^FCYCgFnWEl<P#a@P~2ypmTYFUQ$zb2BW)COh2*#GIudqdMIo;39uhsU>k
zgxn7`JVUa|K-%;YyGrm_*XJ!+a()ei&@Gi5m*Z#XIGb@(>2WayX=j2+1KfL*8seHV
zANF5QWS-m&%2k*m8}JhhMYv!<mp67!kkB>b_iILq&1J^~rqIy^3`k|GU1g-KMV{{k
z@JN&k{ija$h5h0NHOY-4BBvvhn=?lp9cZ1R@$&5n@#(Zizh1Ps6^=>@2Zz<~ip<Fs
za?K#tFXLMrvbWm`cykZiYakwX8~2cDD9yeKwL#X60ewm(Lk3nsav&$?i(GoOD*VfN
z`D;|WN17VUj++pg%NwTCZ;&%c&TR<c{V3Y;>s`jrIO$(<37cetuNZcZKpV_~Vp`8?
zdyk5tq8JciolYsA-Ihfl$MU^t*NF=b^EW!%=We#B1ziCr7h^yk&EKHA*}pZf(^Z6b
zklQ_Z_|}NI*Ip+6`cpk-W@dQ));huE8Bu-oLF6(9G^hBzVmnZ=$iJ*$?VwP-$U5qa
z-Hc|1vR`}b==nP7S3OpT2jT>rV!iZ;JEv_YoNEbg@rUs9I6J}oVqi@JCdPpS2&ubI
zyTWr@G4sk`g>wEUN=##|&Y<U53+XBx-Ve+=V1KA2Qq%x_5OmhH9((RVV$c=!-v<1L
zK9(rGEoD2jzPY6D+(SE{DWBDj9u-5rYd{`S{6&n=#Pv4~|I(aQ_J#nsf?cZZO_W5;
z1J{Db7N<T`+4++VQ?c6bu~MJPtR<B>Vn9qW&`}YzLV6aogL4Kovtg)}9DP-#%{Mm-
zHumzbmP(FLr3Mb;t>BL4KwP@sz6tS%_YZVkkgrBkA6nVHDpfqPG?Srg&gH?$r35j>
z(K|y_UVdL38mx{`(xyd5Zw$yZ62(=`$QAtORbnuV2+rLNm8aBI@RO(1!1@oouyu82
zm@dD?fB?lsl^Ar@1Am@3quS95zQXc6mvb{@fk9t?&0A_-Ssne%@Udg*@{JyXf&AjK
z3uK6>8Su&dnJ!<+-ZoQuA>rN4nceX9#dWj54|cB}x}AQ8MSd~`3pL!$eOE^?#!JTZ
zV6g?72o8Uy_uPwG(s0i7LRCq^xUdrI3&ZNfYAd_biXI8V{U!n=)|+yxGD&&I!x}}1
zMc6$5rn;6-psy4}z3%yu){s3<euR~gTu?|e&R*IJ-QZr2FN54Xm0LH_0|S(S=UT34
z;)9OWY@E9t^-SQ!=j^vB1_o>s$+qVeTu-o);9E@JGzNvInA=1X1X0OGb@Ai(9zr-3
z<M}U0JSjLHeFPUkTOmb~)H1Ig=_cAe;CyC;Y{7tLIBhQ)?mC3z?54yM7`}@h@4@3&
z;5kN(ocq{rnouR~aryD4m+E{dlw?At+d+7E_)8YOtyRKu6bAGX^l%a0>Nwuh<nkI(
z-AwHf5$TjS+3vdY?k1!0?Z*PN%HTkoxZYrjO$4}gRHF68wUX_xvFLTR;zS48x|$LQ
z1tRG7aJ}`Mrz*Xl^Zh!vXY<Edv|)2@5$6{jlX7tboHB;$&A1IF#}%S-)C!F!E_<f)
z%F72c`E$##(LlnTpk!qUTJW9F9b5{Thtb@voLd&3*e|26=Jg4y@{zhvv{Ik6z{lxB
zbeCzD?Xqr-WrNb*U*6Ai$42w0wohMg@VybJ&&<(47>&)|Lnc*F8GS!-bs*^BClQ+G
z0t7cb^a2dRIggragM!Ta7i-|Q>fDyMmxg<%Vmnhf!y*L7MvD+j2Q0gmuTO5q*X<cv
z$$hhHmvEe}KioDY(?>Ynfs+LadwSYg_VC`13W?r1?XLyDihfE!yPOyQ;Xq1N0c<&#
z@g`}HEA+Ef+@t2_A5J5NYL^R>n1Z|umFbn@Use{wWVk_V-A}+IRqQU{3%1oqjTWU<
zUR`Q0x-{djF;EedT`MX?_(JDr+<p1jHU*rSh6N15C78izYHjJ4wL{Y2#ux>(M0Z!6
z;%lv^ijDk+wL78Q`?g%l(V}(l8?M;#WVWrTzk`zX)NJe(?Xup-p0zf@8mMsKy{J;R
zD^m09qDU%9MKgEn(<_!=10hG9MN7e@&hOHMQibb`*$n&bg=)$K53PwquZqzeKh5#=
zskCX7P=mC5bN850t*IZ<6^>`0XC^(@%d(r{k)rDmav;G+ZkvQ3mpyrHvfm^$k?r06
zHDa4{OMx;ybFDlPgYYJO?`+7|x8|c&q~w#l#=}UTB*u}rN1nOHMBNG$YsB{+l%6|w
z-xw{cx`hE<NE$gY7S!r1v#WZ5V>o_AUvk%*_Gvcl3Tu&j1_z>Mj`?HD#i)ahH9cV}
zocXrM4OB88I<WF-Monf0;%$|k$&q5ipygl{*S!&KqT2TlZ+yg4W^8qiYnd=dU*hRy
zhJ3}zH?5DGc&Y#u@5(YJybW7GOR-`=rFO`02+;paou<>Kk;GpuGZ+zPhym51Y`vsg
zZue)wxH5eI$}peZEA~F;_zVLw?zUYn7vifsdm9dVOd5NJQLxrDtL63!$W+2>!MWIv
zF70lhWk+WY5E#%vo#Vj!$RN`_(nbuZtQ{RU5fN8n8VoZ%SE(ug(27!19`v7h;g^?U
zK#TX^{4~ef`g+j4>-V7VF`$k<{4yK%tsldtN}MM<#sbh6K3XSVKkYK0W2z(66Ne=k
zCjL{=(hXDc$P;UVJ&z-YPxX9<k1?P~C^>*Gl^`*rbxAZdZ_*KIHc%z#{zW~Hq@F~+
z*<lCPz|XxfmoWe37nfhRLrWlAbonUkCW(Mjo65!MfP$QRp6(Xz(@If^q&kTLcTX*I
zn3<!VyB|<#_YOl=sW6}zBIT9!^!@XI2NF=+kkbAoM7q_+ZhB(#4Jsw&RhYRo%S!&8
z`T@DTdmr8wi|E2%JlJ@5S>&BKd^+*>dfC6XrT+D{SeCMznT6-u(&E`yWuQ))$4**`
zcDUT#l;myQ;a`HWZmgx;W%4P&fMm*$uM8wn+Gs!1<Li~49Ajcx1_vF7YdV*d262})
z^9-IP_Uv49N-yQ`=`V!#v0*^0)G^=1gYKDG9Xc5j2(X=As~*=~oM>Gs+@g3)|8^~{
ziY1EWt&mn$?TuzG(sTQ*PE4HeP<KUDV>z9{Ylctf1Q`n3*;YBXL(7aeYK8L(9_7BR
zt_@R4&ew39h#2w|d$X)iQyoweUK1#Y!#hYTTg~(;bE{;j`c(3zA`8g8%L31Fe@zF8
z(nI?ZU_jVfvFe2wP#-XlvnpD5^Zb)o;*-4Nf*}tppEDfnEf7WRz}%|??CD%WBuB7R
z13)juoklWF6^a1q{V^av4#ja{(-Yiu<argTRGH-vv)Mr9?8Moy&)`W*4V9I?!;FvT
zQ`z{hBwn&<6vG)5HtijTu3mudUgMBN8U7qWq=kmqyuJwBJEME)a$MjbyJj6zVu7dQ
zU9UfiKy)ym3}p=HLu~d~caS)@5wtyL=AgSND&GpacfJ~M3^5?_eD2!fHy!@UI36z{
z1D7KB_4e!B-VM&dWCL|R()N%zYx+klcIKH-Rz8n^$MVyA`pt{_@mEMw=DfZ*cnW|b
zrOQ>}53QiCJLoz(JSQWq0YU?Og6|$ljuc1ukvia*!2S%m{x5V)D1I#Zx4&bsIxt-0
z9tQM%)id8c6Z%Xs`2S+n3!jQ$K<!Pz7|=!zxN~D_;}gVk25|%jqn!PZr92xzg4nTG
zu;qG-d9ixY{Ew0sic7dZNeY_N;sWm5LQpG@67=&6@X=m%eqe#73451|*(FPlMm$!o
zF6f-~y6Lw$0u(YEO`VpF0ZCtg&UB5g>zrQPT1zW~@o$-^V?adenix>}Impfuc(?KZ
ze7x(AMr$5$qWmWYrOdIz2=^ip1|E?}1i(;0*)gDi+}9XT?^%ZlLq&&V4z~}y2(NQ>
zLFTM&Am0{#^cDYGU(&gzZ#+HBp;ipgPdH%6-d>82@URyj1{D2h4glWeeBXqZnZ!r8
z>m4&o6S*}eur7PgZm$_M(!r~af+WSvvfHgGJFPFpv+#w_1b{Wm#-thq$F0gZfnj6<
z!{`$SpB^hBc^Ku;e!I|_ap_z`pu0zf{U+LgT#6dNBku)1Is^m|4?^K&Vn9u?-U?0k
z5BGa@v+6UDnnTc4MluvK7icc~HS|YoL$=?AvXL_ZR?N>fAV+6P5ck7?UU{9pFVNj&
znoe9F@(0b=7on*G0dZwkp*u@%Oq8SG7CLUXflpU0ABe0-k#dQ@dN!yRrCCJl#fn%{
zRpPM4(fI4#k_2?^p_Td4kA<_rcJs74{a~_>`JQubhI5vm-~Vg7B~_do2E>dPbQ*~a
zw@K=%`^9zf)Ks+j!HE?2UVwHGo}%B2?v;ptffFEo%bGU)p`0Li+1F~c6jBiY6qnKJ
zCOanNry|f_*3c?WFPa0`c&~nl!hrZ}f#;y=nHy8px+xW8k<1Ku@_yX1@cinwt1d{<
z09Taira8*1@N08FqRfs$Q%$&dvYOcvMSAe>$n#+L-S$k9SYVBi*v~A#(dN`g$V+`2
zLPsFAhR^T!VFzZE2BKxl$XXRsgr>y~2zWTE_~>yyrSBVn*=!l(y__Ud;a64kQ11}B
zfHj?fGq|6d72%gLl|2xiefGYf^us1=|0;y@Hks_Pc175U+j5e+`rtrrr9VLAl$ju`
zAoDRn=voN+g>6TjkMPC}33O3A^v8|fFUD)E&U1~-6=z1dUT)y;7#xan=N|y9+m^1g
zuW@Sy<tBtx3gECcdC+fGnNwudC-!`b>7VJLdFfxdLES2!s~lce`{k*kGX9p&{5ziW
z|Iq!oAJ10g_h)NFX9gKY4cUh537t>MijS%KL8qGi3cU<m{s3inu@+1#9w9vuk?2}k
zWLm>?J@Y@Hus#ATxE@;O5PWdhbV8&TKU&}gn2MKDK`8Gs^z-4R2Dr(gsl$WPXYb>7
zQoV~0J@ouG4+sXfN>}2S=2<l-cp{#7a}mzZ)ysNQ+*@;$V-*SB>LvD!`A{0jsG=r1
zH~b>18Mk;e8oRtyhSpqlPW51@%2>fR)IHwx&6`^<>?Q>S2pS$HM@nuD2gJ8At^^9J
za=F$--H*S90o}VF<EZ|+RW9GkZM+!Yikf{^J5pS4Jm<uDxpE)naC;zn|K94Tqp~Cq
zWnD_t;F?}p&nrpBZ12KP^Xr4l?ePf0uMl@a=)J=D*OXVEo&?5u=S}5SwcLo;l5D6i
zTAa0$+Q{lhvK5YRh+MiTkAvsJM-#)FEv3||mcKqC9$1nw4t><=KvEpORG-hX$UvO#
zba#Ku1qV)^k~8i8o>iB@D{bX{E5}G`@#%SOJ^q6wqIpI+t2Wklu&nVVKj&w8q8`!D
zaN7dzPy1{v6fmWVmAaX%w1`Kd+_v_qie?wVaETk*=l~3;RkzB1^{UoUpvjs6x~fE#
z<YRUGJQcR`-K}t0Hilsm)#j7HDEov<*rI+BxNjN{kRH0loDUI?I1P!@tI$Xn7RM89
z=SnLttm5-g^?^64wLi>6H18E>8#oTW^$LmO@w!%Q@)7TgGR4G~<Pl}C70ygVmBOh~
z{oqzsO$uKE#}yF~4-d3U!@O9o={a}%3+?7DUpl`Aw+S96`Gnd`U*0VqSDDLySEH{H
z(=(Vp2+K9Fc4{c)vyAXKQmq>-DPgUVDRNDozr2DI(Uf{eQmP<%j0e}sG8!zJ@Ihx`
z$H!%Sx}}lxn;r8lf;&xji6s=jL4Au2gSA_vxrg(TmX$V3hKhtFD+*KYYeldcOfs^B
zdCN6>L?l`tCVCazC%{)SeWJb7$`ceQY^N|l^olu5j`ztn0*9$yckBItx?jD__+8Pc
zmYepc%BPcuh2pV$Y|SXvYfq`RX|5BLk&MJTQZYQPe*g4ZO}gz|iSD8D$TdHTsY9W1
zY0Bz5?@Nqr)!z?FlI4ALqsy7!+LP^3{GvcMkkP0Z^FiG7t4<PGB_s{h+1oujAuLi{
z&5x8Gpjf>DtrWpwaz&1z_?3rZ3t3LXS)#fk{5MP*c1O|jN=+NUF1o5v?~hO%X@Jg^
zAz@L_QNY0Wg`1cmul!-*`v1<tT^P9&aO42ls421edjoeC??`M#0)dd1E=MRI$bRXh
zb1C!ODAFI;S>PB@uIqeN5u99gjvB^Z9FF~O$6fwAF`EDNvY-*Q-;A1Yp@*){=x-M8
z-0+qPhlJMm(8hm(Ie*<Qe}SAq-y!D{FctLIjnV-z`WkunS0gvPV=?nlF*z7o&n=7^
zwC=awVzqnVbT$7}5wdW*vaY85z4B~aRwAh!$Lj*yif9qX?fVlA-F4~I8=@LQ0+R~V
zGP*aT@VKSU7bfY}6|9|u8{WyfI3jAiaZJ~n`}&Y_%a$xLYdO1kUA&}4%V^T8@1;3=
z-Axp~-ZDI*fm<_w{L}H{>pD;FNU1&0l*=aQGy0;x62H8zylgk1G?7?nXnb=={abi(
zve)VthZ?82eUuHcCaen2URP~u+h|ZYbc#+fzUM(02IQ^O;qWQ7$TlgW!ta^%qG=r+
zNud;c<1YK_Lk;^wuEcm=7y8e2ww}+HXQ*noLL85*Pwexb<*MxIt1StIR)rWX7i#Ks
zq&$1f@TI{V81BQE&$do)R{&G&y5b^lRxoX?r?5VtRq;~pVt-JBZdRlP!Jwm<(ntfG
zw+Lz{+|b(fidCb8t_^#kOue~8BObkOCrw0qjmP0UcW8tx;PGZ;#aiE#!e9KFo9iB=
z-Jk8gxl9;2tnWsAGM@+qI*j!(Ug}S}j=qm;PJ*VonNUR<D^^p?@WsLGpv)8j0G+Ej
zrU(5P&_1)tO%JjXkE3SOW2&owe-?=WWzx-mfxd7E@PU7Y8OW-dTv@}T)Rg(B3m?Xg
z#l<Z59g>dJ6o->-PXUyKxlF0;S*?E^Zu;ldMLU3y2WTVazX8Jk91i<y!2G|joN&x{
zZ2BEP*y{ei)P(*UtLt}<4)VK4clet}*JJ~lZDf-b8kb6lx!9$<N^#-gg00>wRK!tL
z_$cZ`cwbh=0|VmJ$Z#$FA}w+^vn#4sn>26RYwJ*A=NMiKcrgl*Z)c#rKML#iud<Iz
z;n|^brQ4u)L%x-bl{KxjZJ<$f(yc&nLt51IXmzyTP%)QYF&8|py~$V5ay+`J*Nir@
zZ`$e4-gKM!w%~#R`Gk8@`K>AYttlSHo)Qer|GBqmz~zhkKDIjqxk9s0G7m^){+M+B
z#T9*?ZL^T2_z~w@wA^dH1S6@3T+{p(&ax}P-OlM?N!=u$AbdXu-igrWM!Of!-$t%J
z0|z*po|80c<k*e9KB-)%QH~n=Dp`JLez3BaeX8OebfA>xa!CKXq;GzabWNfE$M}ZH
z|0Jg;AgA6x$O-<T3+PJM4_*9Snd-4J=x_QuD<cXCQ)mnsmtr4hM-QgoKgm%~ZH?O|
zI3Z~Vre*_7YL-MsbgQD3MQvGZe1TwxZc_w??KkkIBs9*#()!MG|Mx|zO86YMQH*~X
zF_O*l|AQcDt19~4&oeqh;y5_B?St0T^B{8j8H!YYVnqMUjkMb8%?tjFPG$ZFMy9^Y
zt}l8<fd1e@MyehHCZpq{IeGzb`((mRhO+)Z;y!<npayXX^W>?dr%l`R#~K9TKHZas
zXFyyI1F9IU*Xy0Bn9j{#8#%#%CLFd(synHBr7hHEpf@_p06X_0Sq5<QmJ<P1%^EF)
zRU&Tz{iK!w?Q^;f&|Z}o5S`q-9Rb=u=@A+)AJKnb_;qnQLU|v2LTa6kpiW;<M6#Ta
zp$LR}kwoh7+=uv8RB;&4c@e<rm+ck=h`vFj)j#&J={uZN9vM>kdm8}3c3#^5j~dqc
zSS3mdwp?fm?>~AzYxUPMV`S8bnOXL^ih8(nZCuM>Wq-@NZTyy-9>h)?$0NNTO|d7|
zPFx~kJXI1+0^7uDk7f3H59Uj}>_&u2<mOs-4Q%2CI}d}CKf~tqg9-ZRW)KpW9Rib-
zdY<HXv*R>m#lv)Eu2EKMKE&2km8bssR;yqB`rjd`v-|(bU&PM_o>HwJ(Nx?&hf%3o
zy#9o(N^Fp~w0@X-ng4M!UM{Iz)EG3kv87CITr$r~ReLe%8y^``1`##y%_OC*vO68e
zQ}kA*n?w8M6L-EO(4h(!Y`3j!p{QFY8%`QxW?``u%@SzbU57rA)U&9Ms05vG)HT2l
zve^cF8RbP?=$m?TLE<p8rxI@2&>JW#to`tT<R;{Nf~)(E%=t8{9))LRl8Dbm>vVj6
z@f&LIJ*~SJHFu025r{FMxXSz4qF3b0-zR?V+AR|Fh-SyR?VOv(<p?wC!+D*zjk22b
zX2%-R!iiG-=l%8{_uyaGjzNB|g)#K6SCWn}y|%ZxROz979AP}og0TI|u!9UTVhkwI
z@hw}b{RTlF9|9ozh-dNvT>bRhp6PCxQ!6FbT>5VJ2^2-Z2LU`tLdab5{>}-hF<KQ(
zwJq^>$nPNA;{*oU-9cEQB+&i|&}e`z0|PbOPz1af&{>ru#tqb*!U1|WLr+oyP1^*p
ziWy5Qi%oNiNI{=;U^#s5?Sy`6Xa}}6cOPd5(;c!Nzcj|*2eJbUBpax9=d9WcP|aka
z0a_0c7cDyqT9IM;Q4req^e@W2_lWEX2RfGl3m|0?qK{^q2s?{q3yqA#yP|?8i5c6+
z^oqTx@6V9z&x(C~obJO})*h&fFn=NdSy<*xH%ORu_G_dY-;>r)@p<km#R;>7qvnqL
z>!H9f2^UuL9Kh4yRQmR_VHkN+b}tM8qi4$gmcc6xlw601OMV1?VFLx9`Ja7saQ1<W
zld8<8zi}LJg<~?kCwfn|Z4G|sV?eeM|LuSn?0;j<j+jHRxit2OqWZo$vh@j=z{_H8
zi+OH1H!r(r+|a0aAU;C><{P{a2FnJ5c`!0KsTbu5Ugqj;Bta<3j7T$lowlJfZfMyO
z%FKQ8ROSIFgG_TkQZ{F!zmqiqiZ{^mWSNbm@`P>{>Af(e{;5&Cf732YlzQ~K1iiDC
zf#M=N5^ju+$yhVEs#I$itNZ!N<Q%?$?U#BREX3CAtRp(>&ezQ$(3FWO%r(gq;lCwf
z^;U7YF{S8bq1fVzSgV^40sOWP-)>21@dbHqnC`ugJtG7J-`b#beeiSO-Ef=iHx<bM
zTPqCYxZn|`2acwhk}?@L88K+!CQJ*$*}^0>pJlq=khiln-<ve;5d7xBegcP$^jW~S
zV@eJ0*=CX4`Se6_;tIWi2+sRnm1YE~_Nicte9e3GkoWZa59q3m{3S-|#v!Z~pBwP$
z%>0e`#!I_P#ctwL1A$)>zf!Ew-q;x_=PU8yT-DWH$AHG;lY(L!&A-yTxh{73{vwJq
zA@GaZ=`F;I$%kJqq8Kht-0$HUr>DPjbAj<hgFtZB;nD=6x4EF8Esr+ti*^gtuT3!0
z-ZroS9t5kmn-86$|5)Dq$iiZ;+iSs*+o|JlzR>H^BmvA|*s$YUa9D)w<FvE`&sn}`
zFNs1W(5Z3*RB$L_X2e&F4@MUhTI|Ko6fl2}xh6vO)l!g#?|sIa4zpg#FdyM9U60gv
zk+beDT<`X_wzhPY>HDyZ+}ewwpX%fy<dHXS0QpVH@C%;-TX6f>qG_nTiE)&mtO}$%
za6rc7C0p*TtvbYmgyhvHR_UtkiJyMkUtt)D43M-g(MQy(pK~w2(K!COab#W4@B049
zLYla)qJO0WquT7&Rb#;x-3woZ3u&@#AE@x&z}?=^+d?zBr|q=UsRz51*bg}6zrA{6
zmQ#s&)CHsp=V~9FCV^Y}5#N`J>r#3YqM#b}$qx~w<?blWJZ*ben^$zLp6>Rhfht3I
z{}lr3jg<ZQw`lglPPp7hl~r2hnCDU(V{h28I#cTp^0oL>z6Wpq9O3#SZ}9tlxq<T1
zrp5bje+GbTI_u7u?Dn%H96!2-0(mx@AO6&tMF0(GSY?nxwW}jGOsfJdxYHlGPP~tB
z<I7bNGM0pX1|r8zk!Yc6=$_y>;9eD{pHK{+ER~2-8<{&nPU!)onhsFcP%zR8-8P5;
zt&Blu+5lA3=$<F^Iv3|cZX|7SLr&<Dy!xgw1nnJ!LPFu$r<eYyW`ojesDC%Oxl~)1
zc=<VhLbRMO`(edJ*ky5%)afy@;&8Ok%%&Ys6}rca0figGbkc;QMMxN6j7p0a6sd?u
zM@EiZ56gS$)Ssv)(2EewK3rI3Ka9qsltYCB1Cwq>qeT(@s8C>Y={=Jr94(xg)H75y
z#id9%o|bKES^6aJ8TLc8(9q%`V-(3~;C|>B@g))R&*Y2Q735Ka4dOG+N%A?^M4pte
zD;>8iaUiLtRW*T!xbLf@u7$Me-V)PgYRhXS&FR|&{Ps;_QM7l{9y2r?JeK5uJcTYQ
z0LtiVrODl*d72G5y{HE0%K;fYv!Hm$3M_f)nPc*%wn~0^rv4yK0MEU3o;f}QASoa<
z^nvxvw=H1az(`v;%J<ph{7<tbPA>u5(OCl+5YPhe&lWHspb6RR@#{+p(BGQ{ZYG-9
zlH@h^e+VEi5s-PH;Fhjst5SFqGM^1TSOc(Y(!h%e*N2@fwq+_Vmvc)iuKx`d`b#f6
z+!2TyS<(Ef?6rS@T>weXEdC>1!sdTHRYExlWWXV);2jR)p-em!vh=0)ABYipG}ecI
zDRlpHs`;nd@PNX=_h}Tt=Rfo)dh9`otijY?*D~d^*WQT>8n%5|=zh>0FD7-a%y}WA
z(#}YO0B24jJ@}hVtCzZUuDscs)RCH*x^Kb+AzoaCHl|dPVx@++!YwQ=7H@VxKTp8m
zBfOeJcwKP7m)+)YV0v|Qq;K}KaDCKkHXJ7o;2C)eCiLPfKxlvJH7`^Mk+|JmW$H$I
zP<l#fN3$ctB<3`mPKA(YJxXfwmoMoKIJHk2u>45SD7KQ4GO`?E2Pe{n6JPS!92vJv
zwpXSeK~_#WKTzK<Q~Yq0jU&a5^QGQ#mJy(!bsIT%i{Wy`hNYtsvM*kFrVkX@2zY6a
zKE4w#v_XWI=&J6rOmWwZdAh;swUkfgE2e#{9t7W~_(rnbMFS&}h9g?mmj`Y)I#GDf
zHV}~3>2q+4?d&=BEqmvQ<r$vJeEY%PJKiUw<>nhQnghO)>McNtvT)~+GM54~{e}CF
z_fH?8#v?Y{Q_|An*2*#zU%Shll4+Vwbw0k5V12k{I6=S&@8-q7G4CtsFFPQ8)tv%=
z;IZB2fgPuSSHh$5g~3tSnh>q@WmDTukt))3^W4JpsavWY?UO4fdTzer#F~{%S-z4B
z?MxSkt9qFbrrPBpbR*5slrN`By%{?uFY(zw><iUo;AKU}|B-jk!4BN`i~Qx{<fda9
zZs;U*5x_b2XIU{n?PG>QnT@9Mc<lFd%I}LnC^j$Jmmk29i<a+zY#)8d{<Wg!T+Opo
z#-s^!!$Sb5#+Q-CwVTch=f7cCfbH?o$UmF6bJ8E;W^s#be%XHLNcoC{cgc-pBVd|q
z(53qh5B;tBp*)vc)gkF@qcq?Gs+H-By9pu5%}v&7Pl;{~t4^t%ui{lo;2C|gIUQT@
z)t<v>s|2b1(2I?_$?0lt&AW?Yy*Cvvd#=Fdyv*mjZ=Qb88=Q83x;@ag4xXHRmS*-5
z!eKEk;@|Fb5JwVz;!e~mecrCZ)ViD-etE&`+K84TV!jfowxC9FI+r}Ae<wjN(lV;5
zn4$6(R%-Jb8sRM1%{p<<^o!vH&EvS#hZk)`kK*Cn)NkI=zVVG`BLEQ}Zr!UEZym{o
zlQrv(j^8@*9#XIzGxQLTl??jO3+>7r%8QhTlRXE*N9>Vmp?9bUJ`X8u(SDRpch?Cm
zqgboOfLhc^c@ss)?^j#<Pqsl^@3r}8cs~QD(vgUG@U!qf6=!O!T1*-`agBsSG^Lp<
zJ@*^mMV^XW$ZdT5PJ>Jfn(DE(;Wu8deaDnk-J#R~(Rd;SF^z_&ZwZQwYJkS>rhUpv
zeK{c!i8Uq~B&1$G^J;Ucu`b%yQwy2(vWdMn4`Q(SaerZ^#JwkI-Y|6L;%eDEt%~)#
zt2*UF`h@N7i&&{&7cvgYEaal;S^TGCM>3s)L))v}#sd!G<K{jm*KDr1=dh~tfM`BW
zRqj1o7_Y2sq8pn*+;O;I)XWpB+ZsK8p43FtBwOlaSRHFuc&|Br*h1>Mqn}ZDTdK=z
zq!^r1<gK7GQyKTP0dc$z^JOxFDjNU3wOsgiu615siRYZ*E1{U@gU842efySb4G_A1
zI9b?cC6B0D)1Jxt_=(OftB5;<(dQVyMUK4jl3gex+c3FMQ$6T#wWhJLn!Nb|WMtdE
z)$>8tkkIjd3DE~SyS|pg(d+G34;B?Z3_9LaOHPpHZy2l>b}L>_11EJ~<_adRan+Ub
z*}?VD;ff3{%Wt*wgwB1Qu)Df;*zOG2#wF!QTH38%k3K}ixm}%gzsPC%!Sn@#FNmac
zxXM@nL-J=I0>>zAtMG(N?RwYOMXuX;kaP!>W?qRHUse{SzQJN|oK1_9XIm~tV9m^Y
zP$rD%Zm{zb(s-#*afx}*x=f{WQc=o=v-MhrJd861vd15JvX23M?KYy)0w2?~qdcIS
z%Y{L0R3v_9DGF~o{yMiu!wQS*2Vpe^@HwlduHVpgNw`1Vmk)#VnJ3z7k$ot3^433*
z0D9zqVzPk5>aevR5#-nZUIdxd>g;SrO%Au<h@UZOH;>Q-YbzQc7Z605NJ$5?UhpI8
zn7ixIhnwu1(UI{m3f3i>kWjBLU(P&WeFGWf;XZKn6@Gox_Pql=2;VF_w!TY=H1*gh
zr|D^S%x&~oSY-47y#2x3Cs2bbl1dHUjt6&5J`mr{Fdz37j3`D`PVAf>0B|e^JqkU+
zpMlPlp&M)*74WbHAyqSIzv`Kz4Zv<G9##OBO5_xcf*x$BV~1z?C8m$}0*=Pd+S#YZ
zKy-`V8z5RSpp%3AO0D}E_zs74K+*|N2Ln1-MUOh10EaSWn$Qi_j%x}8x&NXAZL4gn
z3`^6)3h2)+SJ5L5z~F#X=d;n-QQA>rC7_CD_DPxm9A=90Fx|2Qd}|=$bpm7=jimJ}
z;DIcmwoNFUG7M;E6azAe+yW@?47;BN;<0ka*~t@8r9jkx1W3X>YeIeN(T@_RXHDew
zEA-2JY5MhEKdSh*;!u>w&^X8SvnGH+oTYI#0k<Gk>EHFW1L(^jMY9!000a8v)*mVa
z)B)%)!778e>DOTmU_iFjC>)2T9Y9c%%6Bjmb{xS|{ifBkBz~W!lYQvf$7N051*$~k
ze8^A$H2nLt02=;%0<E_I6%l{=<qmip7}jsIRU(xYp5+Tn@Wd|@{By2=`Bk;bo%f@i
z8J{Jt3ST`yjjE5l7<E4M4!;qO0o5+xm(4!P6;aZXAMZFPo#hvyZ0^!^-E5uY#&zLW
zCp?7~TmIu69<N9zQQkKEyxEqrad<;g)BHi;AZU-T@HbT*yRxgbkzVR`LvB<L|2Q}H
zM;Jo5<X2*~k6EvZJ!ebhdo+aRY&~gdSZ&GBB)kB~Pk<CPDTl7A>IL1Ax3qC1AKw_M
z=uweBe0Ir^!G5x7)*9eZlO7?Fk*ABJJXXq|ZyB*f^LA5o(}oZ0(-*$!5XyX#DMQmH
z9jADDMxv$zglMB0+u<3-3gN<lypldgdxx&b_g37xCJ;R8Ni1j{v!yAYZ*Xg`cH$PD
zX3!PIZXgHC-WvLCuj!~W`<F%-Vm5iL;`6Iu^D`YuEbhDbpX$xml&Rt>&xJ6MXSE+;
zmx`b`tAFVUQZ3Ybd~ABUIJlI4zgCF9O~Q>zcSEhB-oiHdUfz9o0rnfOp}&>sN7dv(
zd%J+;z?#5vO1fHgt(c<iZ71<#-{&}dIBVL@Yps^5^CX<?Um{&$Fo7>0eDUP0=NoV|
zbfbIkK3}4oebxDx&R)<Pdv!R1CG<%+w!K}ugVTmm6pQCO&ev?Npq<HK^{oa$v=0P6
zsQ6=)V8mK(r}W2eihKKYG~3}{TwmsFjmT@(eJkRlP_C@y5)fIE4g_-6?5&%=!7-qS
zBtW8>V+0T=Qe&t9l#%c-gf*=FYM{b8eU#is%0k?zY~mGMw?fDS;N2jh3wa5rPG>Gn
zB+_}{&}oyQqlTMYEmA<(JOAl(aj=1pM4BgBSnfxebfoi{3IIP0I2&cXr~ZaD9P92J
z0I7nZqxt9_8^~6-==ZU!y{!%0X(8Sfa~~Mucx;}!T$O#E!x&~K=<PW$sMjD~8}_$M
zR&grP_B3?V$)N3@nXG?t`s~l)z=d2Oka0EP6Az`PKHWcs9siLA1^y?o$9s}sa&`2;
z*mC7gpIwIhJG=5;v4y=>H!b3lCum~&di8n9Z>Mu3RRP5_=3>>(b>U24xcAp7r+Gf+
zaUf%IW2pIKQUzIht4H9D4lZ<acpL<peULyYUY5aWm7VjoGk>kmP}T9;=eG9(ox?>p
zW2|}{yLlc?eYM6D0uF5H)Ynk2UKj0JIp>cE$Dwy~e`BU&pq#v|(4dY185A`?92D>M
zxK)0rJ{P&Rv!nghfaYu7tL^vD`suXh@zO1(SWso^npFlizy{#9@=$7A2H^AeRr?@J
zQyv>2-hpG80Aaw&@uST513W;H3$K6!Q24*Oax~dMndd+gW@n)vW#G-ter0(a>KIDR
zZftg=dt6=iSIkL1p!ty|EpC+Y3B@a&HJX$gV@&jubd54nHdO#2#qT>Qp3;UIZjcAv
z(@^e~eywj@r(~CJT+u$-AN0ED>ruvoe!!Ug`(`H)MuweHQ=@v1>DfJQrMkpOGntF?
zG1xWyaIQ~H`<H_D8~~1&S}y>)%14IUo0-%8QkRU<t=@yY-+02_`qXr{yq*JKimjlm
z-#KUtcWw0ZU0?<CpedcW#^(-H0AC%wQ1T%gyXGRC?NiOdy&&|l!)`8w;(I;!@AVj>
z*TFg^$g*wmNkaZDqXZ;(I^hEP<}O+dO$iQ>rfNq9UPdM(*_Vx**Q=W1Q0<11HbA*Z
zBzGAhw9f?G+4RZ(m+>aLfrkMb%5@q}Mt3>pV^WLz=}0sg(zU+&(Dm_JQti=2zJt<1
z1Ncm!ixl-<52FbVOJ6zrl^_;xt``VZw|sX_DK%kZ-TqsfB}|{%^Sm2YR}77)sq6HX
z9@X8~^fSswaz_#Z8`J|bpyL=cwIZM${_omR6xik~(naeXF<RpB;ys1#zC{8CS2h^B
z6aQU3<_JBs|An9G;hj4$nCU_<6rCwY9dQp$4eZn{kfYB~fTu5){H3B;!jqFKhb5@v
z@T}IX9zfj_F@Kubr}?f)V0O;>7yPY%u<lPqaz%qF>e*)Qy?}l&L~`X-*F>y;<-Pm_
zu9O)S^u$A3O)6~Vjx$>LfupJ#e(LSNI}CzF@*83t`OS35&@JRr0;fSh9(V2fP@HlD
zXK|(f;q)B*rm0f!M}Sguk3`oIZiBZ+$!435Y3t>I)X@N2vgZogh<P{4tms%>g)HEK
z$D%Ahx4^qXSf7+>cF|aAbP$^s5u(1!2W+Ituiw_yhN^2lnUQ>jUfnv5G6=rz>!E@D
zy3N|^f9Nc_oV>iFfGl~u0wGL5c}v-k*QywbP<9S;@&<39DS-_=2il8-mLcwXDjl(<
z($i#9MV<u{qk!$WAAJ^WVHsCMVnB)j$_ro`VQfxfZT*)euJm3s6?*Y#L#Ko<qbaoe
z-Ah#_$0*%|%x(j>A?sL&lGNcxLD=p!+8bM1U#EDc-p6_FHuu*>ei)8tpzDmZizqbj
zxl+5NXtz+k(3vOr07d}7kY9ZNdw--U{gyk?cNQ5wbNsPN^qH=$G*^FRc*gpU#_=8+
zco?Ie0;#@9>Xz23h^PZ;a|0J)5AC8A3pVfGu~h}>ZVBg$NhaP_rJp}G(hgQl37pur
zaj`t67MYg8jer=`K8e%U7bLc1ji+Gvrbydc!e{gL*`sSE$ajxle5Q{*nH@DPKqxe;
z?>d<}ST@N7s;A7knTL6k+~v5Vw(&Ogu@6(^HT2gOCwcX2IdEBqor~OB54qA_z^e1D
z_o~n-gDtv5A^mRT%_L)2GdV=f^IWVIl9S#hN2;9rSlYAjsa+dhau8llQ?ei_z(*8-
z|8`3#z1$Z3Xy`F7+s%^G_XzWdpc2Du;i5;Bf((-LNe1JG2mJi94ExI|%`1`&_?L0U
zYuSZb(?9G@%G>uo<-Hjw8{c~S{^C?PoCbE+oc8@{k9~BBiS>~yPiXQp=8g{T8^YJ#
z#Xz53RJF6_4$hW{g{BOR`&jnm;xXA4Q95q2x4$U}sPA=L%n_iK$eT&tE7%dL+n}N_
z8ds)Z3TuY(2&Af<&vhwKW%?B6NsQv$%1iY0Dzz(Fe91S>d4uY0!J4CiyVfVyfatkg
ziwDgF4R_5%U7bc+`}4J~>)NGEOYt9Tk+%bzUaGRD+vL`vqc^^4I!9yN{!U;JQrp7;
z<(ZFu&b2HC85ZpWvRO`?nxT6<Yv~7@=_lvPRQX0$S{$8qGA+!F<;9aK*Z0+7e;19W
zC>MhKI67uKq7ZZh&`BF_GZfzE=1^7=|2RFS^xb~2U%b)u>!C5&pAwh344TMOf1Gj`
z{=1%jy-$Y$xxR<u0h><mJmh4P>pis22=e@lrUKG<T&aqs&(o?egiLC|Q~=}>s^pHF
zM5a>aEgEGZRP3%Jgr%y=<kC8|0A)xsKwa{M(hXC|DZgmWonR(QQ4saEK>$0pJSFj8
zy4n8_VEC`faEY1%d3hwj5i)>nQ>g$_d5%Fd&`|=kLRS8VR-Q;O;W=6&1k5qGFp!@l
zy#H<M)qSdlM~@hLgUpj2bTihMODKY;9Rp_df@nmYdOY6UH*-wQ-pd97+YDN#-(ZcJ
z#KD1O5y!dCU+AM(QwCd7i9@cOGxt(hbxgc!d@ra}thdpcQ)^pV!Q2i!W!mL?>9pur
z_d{iQjIyBNt-;$L6DxR$FGDNReCkJJRyl+QhqOW!v)wO1TY}INkZ+~0^>}6>$Cogm
zts>wA(z;%*=RJox=GwFl?STpxcek&{Md)&T3cdrBpn+npJof{oX~F(LE+^S5v1-Il
zWVP!wK38+8lCwIS)IlkmZeiY3!QhON3szLEQe2!HXayqh5%`#Hc;m-uyq^bifa7=^
znH8$?Z9J4yGq(p;m`g4*Dy#K)_Sa3P`pdSJOR54{b4wTy%2BxRo~~$cj^gfNM&Wwv
zgUi0pzy|7;#;grF-kRS8_VcyxI^HQuiC@{=Zwh=-`nkEHs@ktAF$QZsNd)ZAQ7S=|
zZCj*jmu+GVgPGUf*AH2|AGuq?-W#oVL(qsDE)>f=#hBU?U)xh<R))tqaL?;B$OOBb
zH2qcK;5wVmZcwlTjrT?+$de?)=T$L1lyYXmio&YjZjWJ6^k%jgGraJL&A`NJwZVg|
zW9<$WOR)}S2A{a$t;}j?_nEKv;ztD$2C99lRV@T_qd}424VF%%n#p^0zUFCC?p)>C
z6)DADBXsJ#UgaQOz*LUglUoyWx@ery;{h8cp4y@K530oX^_3e$9Ai=zn1-@->5r+n
zNv~C@jB_Z@jI0=%JrjaZxt!BdAWw<TK;|ErSDCwO9WH-s2Tk4Hv(vx1EjIu5QcE>C
zBC0Ak`24G->~%5_`7t3t1)rBN+&KSQf9&J=a9UUFClj@UE*a=OCPRJJ8s15*<BaOT
zedVad`r)Jzb7l+4a!(Z3gLcgXrCpxQ_=^CxQ5j<~>%?_oifiduR^)AtXGy9R)>jBT
zxfgz0jV-ZBa=AR*szAg|_jA!5@;gSK)ktCU%eEL$koC2p67CQWs)sT0?YZ_FGhYuy
zU0qiU(^}0!R6Y{EB&)gXWOQzLiSE*&N$Z~1jHr*#<B?bJn??q*Ou6~ZZY((D9m>Rt
zjpD;?wMySMEOaLNJ*z#KwdP$%>h*X=Ld0+8F?36?QhI!gsPZA>Rma`PuvySLN4Yc{
zB9}H1v{$N2c2U``uwha6W${zC_`}afghS;3)0yCsr*Hk{qwSOT4`|{y(w0kfBT8?(
z2q0BsnQ2x_P)7Yj_WAwDYq_%dUH!Qo0-c-;7p7ceROh)SQsq7xsI^X96it%7(I!Ix
zHuy5=b=yv;Y4fy*rgUq#nk{iyO}5xQenY<kHe!{fH21XgjXBPnR=L6&<Fw`dU8;t9
z!-(#8r>~~0wiKUQNpZb63CN=5JE_=*bTy{!t{_7_9-%zh&g?h`!S=)|G|pRMuJ@RF
zzxU)&9fhk`;JfanNCW*`0i06GVdStKkY@Nxb0zc#b2$0W%;Be3D6)a{+dcsHi{ScG
zD)ygG0iPv3Jo=fLeG_ncu>XteZ=m1zQ$zm%{W3gsU8{lbNC|xjt%bZQVb(V|Zj0e-
zBv=Qsc8G~dht_3BehGX0!#C0Vx^4Vh@4vvY+5!O1$_TJbgM~?PWfPAr-%Z|C2}@)w
z=hqf?uMCNA595%)qG6jZ`S{w%u$YM6kto5mpiTC0R?iSH%!k(@3uuQ9XaF0MYY4#l
zFJ@i>ci|&+g^w2w1sj9-m`cPIE4uuKDDKwcbEIWhhI-$cu)g$ewMBA~B;yHzSZOwz
zYVQ%)A$boxcLxBAJ}EI!UiDKhG^HnD_T9XvjsRJtk4n{Lpc*s1PgXrBtmYKqG3o$x
zazKD=>OLj|d^xIp({C7%=py7(!f>GrnK^GRkR+F4B?Vams8I2B*{yp9#wBHel?%9|
z1=Wsr18+>KC>wdoI}Mded1oMdZLEM_;%!c~rWtESB;wpYWspiMG~nr4`eX(XxVb!`
z2E&!2bHk1NK&QSL?y*$iR7`XCK<NThfW&%>{;QE!>lDWe0h1Ob!U_rj$I%$%`eagL
zI!M}Lt2SNzIyBs=)-7=BQC*#3!8R}PQ>^%xrS82qTJ7ZKrZ_Lgl}AFhESgd;6^yxB
zJd-rc$u@iRj0`0hl6*|~r3Ox?Ry5x2VByBwYF6FFl}7fuG?Tl;yzR4lEZHsW*Hiax
zT{-JXN*yOMvxaGkyV56;az3LYGrQAItT`h$)Gnp5yhPS|7Xvxh-;m+9ChOF-E_G^7
zoLOWhIj5utp{U#<TUt81>aQ7WOx_<Zr$1>z+1P}oZED3;GD>XBiK@Ef8}b!BBpZ2a
zIZ}o9G_<I=N5Wtt0i1TOWK5Ea2$J}Eve%Q%k=abKk68B$weDdD^*QD+(&W21x&<HY
z6<KnJ<{v;WnV4n7Ka`u6mpyq<s+i@TWqMFMkpD&&O*OVPpFlaB{RS1f-gDdC^zIX{
zDW8?}Z2;&Hes0>WT8c}{b>q$Ekfk@1U22*xlVKh&uUGV++W=VWMVl!_%W(DqSONI1
zS6hRi>PS*OvG&IDwVG24ywgg6v&hOB|HPDP{p`dOR+XpUfX>IuB2F~ILGO61dKu51
z@`w;gH1LNSb{Vkt8m}usx~jrCRCrZ0S4P^k@=b&+>cr#**IL;;R+n}IR(Da2xeVIM
z+~NKg<X%cJXiXxd(Tvy=ninR8qTiBSihr8n`5@AQB}6}--h#)$Jo)3+bi@mtIy;fQ
zgReYWi!bx1IbSSn+_vS)sWp659mQ(y8<s=i9iYw<HB>ZUKiT0QsUjtBYD{+5oR!;N
zTD{>_GLmyA2r24Vrg}qTjX??etaA3vmJXek{Rn?Sc=IRHJ1T8VV(9l7Po$(a9<+Th
znC>Rc%%ALPyV~V@L2oirrMJ4Gram^el0wB}?rw@!oG85;1Apw|bgdf~QwphcrOQr_
z_;6?uSMnty7YCNx%}dickJggXc<41#UPpAf64&{Wr;sb()T;`ovQc(&;_`^S?$O_>
zDkLz`VV=YWlN~m?0Of?`uG$gMa<!Yu<HI<p;{rR;C5=JHdV`G&fcs<%aI|G-5mR}u
zR<@IOC*UR1I|w(le2FN!AqHR%sMak|>Ol)+$F8=dvA}V`2Ijd>e`7;&fAi7*57T>p
zM%j~)pUyjw16)Tq0>%x?hqr8V$Y0}mXvJgU?vIwGKq-DJQTYsnFc!)AhM?m3Hl&r6
z{v|wr@eL759*#0Z@<Jk3-9S#~?fxWTqEO%qzm#Q2vyxNXvZePy>l~tl>TPG4pYUvW
z27#tpZv(Gl$yw6FQBDT0gpjuT0Z<ID{p<tUqaOum+47`Tv4%8$?neId_`Vb{_SVb9
z+IOsnDSO`%JpvK;dtPn`LungS4lLm7PH}m6B*Z&p6u%Qce1jEMn*4aWNhl2R68U;}
zxX^}#wc=@(a-P#tOvl|V*gCe~c=?jkP&eyz9!Y*cvDxv;H{RUsZz9k;ab+Zxy0gLA
z;RL5#u(y6P*d?+&Q8w&Wl<WL3&Y;XVz!rDNX#<Bmih%85B%`>28`{#W_1pi6^QkXO
zIo6Dpo4kZ3PB}i&Uc28(X^wd14_h^Q*%(;kP^sv>@FMhS?Sx@!_G@CN^mZx@W2NNP
zko_(4l~~jDt(D1Y4%*YVo>(*RQrLCuSr9=LVKxrz2@Pe=1jB>q_nLQFDPeEM4Gh?c
z&g(O=0MDie286Dm8x@Y4S3kZ~2KaDMIfs_9O(AEdq{%f^&9v?eM{lCC0%Q9$<*8Up
zQqz5%5#xqiH?5h2I>L&dDt+J-W1vtUsWR_Nf)cIkh8K>TC>7f?lPl2_tULN2l!8wU
z%rZ+~y)L4C+S6R*VVRs`6Jvep(=z${E%uJ7b64v)M#9WLPaYTFF$^xz(ut{P4DH*n
z7nWG{!ZN#R)KzN1^-@uGJoWVk-3ut$exlZ%e6&8;DOx~5&FrgtioCgS?oy7P#wCGU
z;ZaL((TO>gaK)HBses{FJ&iy<!gn%Z>1#TiT|K>-y$p?6)~6CxT>Ha}^d)im&xNvi
z_TQ!3TJr8HC`VOH&SxfQ4;(ORH#-{KIl6Rxit{s9+uf+Buo2Sqd2_skF}}@(hDu_6
z<_C%i`>nDfwf-7aHC5$-Q+5w2u9iN#e6(CJ9I7&XtDU=~myKno%+}VasD9*t0Fla=
zpZ582we5v)MO=nQ!n_HNQt9CbpYIvva56q;U%0WqW%Mv<v25OStE6Z-<W`;M!@Gy*
zYw!JAv~AjiSe;HgPOl4d)~YWX?G@G+C~(c0dUrdV?-gFIaX%6iD&=`)?{H^Gs4N$8
z6~FRjwvo#8<6wN~RJR3N@W|-h`1P)~8_e!rP23k-MU~+=V-w02jt*2)p{Z?by#!-}
zhg~C&pMKDDI!sBj&MaF|F7T3m#%EL?{|yhO2zn>BAnepiSF)5Al3_4@`@Z5k(pG{m
zO6|})wn@WP%S{11c5|wREMoVxYYtd5h7LliZag+m)bZ)O6iawupFXEN46Awa*+xb4
zX=I)2)`XlxJ6pFM>(cY%L4!b7oPrOf3YArMmc}L$@^R$Sy)@xBk1(Jc#p6o_*Vvpr
z#auWvGctJ-kgZwKurE6l>IZgb=r{EY{Tlp^e*a)Gg3ufdzuMEldBEd#?RHeXjh`UA
zI*ITb(z1+y_0O>k00RFj22`7VJ3UwO-}-8@|7K1-R@sql(5@*mY#PYwEB#a#bXwJn
z;6p1okONU|GlS;Ys95xk)K;ErJP*RL%Yjh$G4AIB(-q((2Cz&!SWOE7G<W}}S;hG?
zzRh7F&GV&Bn#`ok340{;B1{AS-236}Qu~1V!>Cruyvt0i=IvhFM+IbuV-WbU1qS2`
zWZAW9=7Xo#fy2|lH~o|?j$TtK4=WDURHKB<y8%3AyeWco2B`y_^95pEpZSmk4rtD@
zl@!gC{er_maD{@8OVcr`95~S7iUG|RIF$e~uB8Mt4glV%^iJoCI-#~Cle*FBbd$G<
z6lo!XSVMlQ6CGmY_&_z}@74a)mFcATkjUuBXgK@3G_l+2<uXAMhJB~Qp4MYx<c4TA
z=(pbo4%p9@9W<1?X_v7HQP`B`IGuUvN#!z@kfkP)b~(D_`l7r8A`SZcfE3O;1>D{5
zV=X-NiLJ>#8%uhs1JDTcdn11uiPfX9!<=qD2mZZV*%;8pzaR0Gg4N+S(pwrmfY^|D
z$ajs=jsPj4djKJaHGu)aN=Okq3S#XZKGSBM7a`&^NVGn5RsssY3;jicz7s9Wgz8sM
znMIx*6uGm+l@`Cc+=-1(3&bRgOnP+F256IMorxW{IU};5^Ttl-C4)itL7t|KXy_GV
z%7=?#i^ZRx$HxfOl)QWn6W|bF$FdT7;Wr)i|B?0{P)&4Q+i(;WMG=)EJtCkWO*+yd
zB3*j#B1$hJAf1Q^NEZ-LkRlyvO7BtW0s^5#>Am+FAc_A8_WQk`=Y7BRuca$Pa%Set
znVEC;zV@}Rogkwwxp7FY;gU7aj#0M_4=3li7J-PM<F1yYH44=l%B2+TGsg!I7JQsv
zP>m&)FLc+A(T{5Ko`#VE_xr;Y@$ENe>TS0<*oE~-1M}Z~pbu7;7+Z+%Bem8Jz3&)t
z%GAbmb%q~tv|8mRV<`EVhelUySuZF}*eqQvEDbxZZDVm2lEc^4gbbY*3F>2$m<=$C
z;+LP$d|TYn&p93p9lp&bV0_+^=u6N{huz1s)xGOHbT>oSztEjXbt!Q~tUfbR_AyU2
zY$lP8orHdRp<TaocPfv)XOHzEG)#&%L@b4muW<mLP5ORA8yHntE27HjdS$WO(J`j)
zgGg(_N7*hm)h&29KaBI6YN%rhPQ0J{5G7%rrt>94e?U6PUr|Kr=ww?!ynf%)u;WSz
zRwM3m*Pex&^k<ZIb8OaVHBz2`Q{f_7L`$Dh_7U>nsM!#B3m+a3ieq_Z`3ZY^$clZF
z)5)2EG~oe_?l67y%e)U9!{ILWM9a|=4ASm#-BxzP!m5>TyB%C)I!>;RG|<2&8e#hw
z){)gb46q8sxk2P;%=m`i`#E{Sk_V!60?Qt2<G1dTM~S-vZ_r^pX?HCg2V4T!n1O31
z&eIeSI6l?}F!qOdsBQ^^_c#|lJiEJqBS!>*+&M1$;ULM?fd<3e@9q4XN-l|IxeDL;
z2GM<2)3wooVS|&+#8U#Q$tti*{Ord8QKTuvcn7WBS>=^Au%s}rQHM2a+!1$&5o6T2
zalTN*iXQ_Sv<uOZhA(9mybhWv;VZb-Aow`_HvXWcLr^e1d^|KRRdI$!=VqGS$(d8*
zY0%T68m<&)O;Ml8=PN@K>b<#&Dy&1;)BFxO6rXZHPghRT@#-M!knvWHB|_meWC^H2
zPqa4;I?eg*!NnS*wdt>jV*Po)L2UiJh&1SXj?zb0epD+7F(x&oU&LQ;S<roWCu0+Q
zgh&~!g}VY<AA=h2F0#$iL~5O&yniE-*v%5P^+5JKGH9}1I`pI=ovY`@)dFv=Fi9MF
zQxIb2qv#HHH62P^{p%(e+HVi%D`TE8r{e~D*9o_uRHNAHO;%QmiWYX`+~sJ)F>Lna
z@Qx7p4nA{-XrKWI`arQbaunRo3eauN#Dp)ko8lgyL+*Ws?&`oT%#zx|BycpYX{jV{
zWx8=5L_4<U`t=pheHy-fB;v-?I<fZ!g1DjHqIOJ15*CqTin~ENQFgH`Gdxvc?A8YN
z=Guz^58cbAy;6jf1+2J{-nDNKh7)jM<t40v`S}g4R{r#omouU%c?C}HjZ(tzs;@cl
z4+q-wEgMPGzFTRx35%Xpj}@L4{VEfw#2`hc8Tm72{qqxu+`#d?F>2KBG~#~}oJTUp
z{uu@Q-#BE_QkNvC+JUWp_g~VNfA9#1e>xZD2N3=*=i(qT_{+JlWVI%<Apc|S>&dNw
z<0N>n+PmEZD$W4s0^~D1&*tZUAjtbh-=bf$@3pIr{y-yAuK4Z}!R5onY%%D-ZxE(^
z<E?$N%x@4nzC+XEeCV0Xj<ot=^2!PY^b~Qa>(!9dEIT*y%rR)Vuz1G1{spjHm=DsD
zh+GS;>DYnmZ6Ho~ih;C4#8^amcOIi~c29`62d!-gU^0*zC5%CR;!X!n4O-3Y%g;KN
zpw5QZz3L=%NF9`XSQbmM&K@D>G-W{RPf5q7p=B0D_HfCAO!l16@~bOhk8W$l+-G}S
z)@Xe=F)vFh-O@#SqqaHuX_bJmyLK#EU`3@1qntiyg|ffsn)o&Umd(|RNmC3mnMV;<
zX1$p^__y*C#)4UIy119TH;8z~Xk4vaD&GeSae|-E@Q-`4v(0lUnrE;+rf&dxvhmQM
z2Wf-lk-V&U7ZKQ5^qcOwc59p4am%>H2z$%JQ<F^w9v&!4{*EO?P$Kl)+>U^tiry#Y
z$CD<{BCpEi>6D{vMw*79Ye!qJd@-KOfA*<;y>U@xbdR2xdAY#k4aT@r>*LfVfxaT9
z`~-q?S9wRsCXT0_7vv|QWfIQqqqYn8coVF3(uKeB-bE&J`ssJIq_<+t>vvTB*Qa`^
z{MU-ZYGm?cMnm<LyO`F<6LUl#YFlP2h`fwHcGLV$u9z$1Mz%MpGTjJ<`TQ9HlUNNG
z$&kB_L25y=6f@2_9QASh>$*|fF=Y{VnhXb&V6>=Uy?%@SCjUitCmKO}iWAQVZ{^;K
zSuDgXF)Rv+<siiwjf{2C(w6LByPcj!wNll|oV`sM{yuJ^Afv0AiM<4X<3@V+&ayLw
zTGOkvz?nxRO(}ud#m>DU+r%cK<zmZ~i@6~rTJPIc)-ECJ$MPs_)#jL7@7&WmyG13`
zfvhn0i|rh-tjrr2VntL}SqCmTZ0K*QWUi{fsguUXn(Fc-Gr7(%;*PMfF>?<Ei8Jb_
z_3e;a?1c#5TzncA-1Kz4iD0$Ey&r{9wSE1RLBVpxK40Rh-oUA<aAT7d14Mlz>uSc;
zs_Vy4J_8Y|hV929))eG=O3qv?DMzXS9a8bxXLihv^DacF$cr|!o63|8Z>*BO3RXG~
zzsxQ+yIEFlU~e>~kC@Wrs%6lx%Qc?ec2}I*PPH0StY%GE7@R?7&uf=fuGEv9mP|J|
z5m(n9H!r)ZDOpA!zON|w!H=ZAfF_ZL`H3B4S%(a}O2y06Z1i4-Lf=IsQ}>F|p3adq
zN$SZW=-8W8jBKe>3{sI%C0sY0vRlARt3#T8(D_Z6X02$w{!x^yXyRZ{+z7#hR#t->
z^<5oU0^3a&bBVD6QmJv4e2xANOE-%#PFwS_)XPFR>9VS|?h*%TD%LgL22dNI>wUfH
z<NJds+fLK1-08@BQiBCq;pkWccbj(Yw<xFP;(cf9S&6fkKt_s*`aB_yc?Yt&-Y#J}
zhP|YJ(#87tNj`;0?f%O9gQaHt6$P(NsufZ%?3U2L_m^{8CWwg%G4MwC5Wl6TNZM)X
zB;aIaYfE)&FMs_A8|Ck^aC_;!(cBQ*6vsmnJq6!U=f9!+RF#+fac9|UmjNtWt|3ng
zVXH0RhCJ%Yu_W3IBpg#`rjI4nr22>mDmnRTsq%5J@~s<pVQuP+i8RAp_WT}zY=6XI
zQ624Qh<?n_b$&hbh(wpnltLt()Z*lhIgQ13%&V_xyT!M-%i)9@dE~uYX5$=3dmi#A
zl<jFt`OLDq<`@K9JkKuanZ|XETY67Lr|B-=9l{<xVLR>?zQVP1k*@TkGOpc_nKHBE
zE5o|mtI^I9UAcYfife?$3UA@O3f~~d6H-S92ZuTqYK>sgPC5<zyEjN)rzQkk)O*$Q
z(1^VF!4tgzb>E7LW5tX;PAsu!2lZL#pJ>Ng9Y^$|Dj>Ms4wznEA<rQQG~FflVx(g8
zSPWzI!1JxOd`n3mFGB2&5^e|y?BhM?{(QBwCijkn_{(g1r0fm1cSkqQyF2!R7XbD`
zfd)1u##yJ;JyDA=tA4~D$!Z*rjYCo|$H1ocNWh*RccMa0O~B+8BO;!O8>egcT-*y^
z=y<m%W7rKWDrhHsL{oXG6jiyDs(&kTNqeZI^1k&aOo{rZM_z21t1QrgqTBFRt_5Aq
z4{sc5K4k_wMu*E2208ONrIWvRKMW$mzZR9Bi_6bXHTvS>=OCjb{nQ!#d7={nQ72Br
zsz!FThN@fn<SxGQry`5J&)i0G>J7Ev5uUxEx=zmiK1)82)WET69(bq-^$hxo8?SLt
zQk<|n>mkA#mb^`#3*feg>%xZkCz>9+<H#2Ulhziv_Wi3}vCHKJH2nLQOQJAp?D{%`
zhSErB#uHUmu{MXjvSL1upM9Wv-nMpxcX}={nxnce@=JrYBV(g!Qkz;%!dIAHg_pBk
zS!F_Q+idKitMe5f4p*Z;ie@Ja_rHmkhJWF_6(LPV5iQy<^Qbn%$K-)o5V_94=Oc}u
zzG^iYSzov6TQjV`!?Sy5pk=tFbL}(ll4@;=_}4=oQCDt;Zn$||XO<l`AI|<5_r<8M
z$b<ZDVdP0&!w5auNsYlsbE+oFrWyf5;b}hei-N47vw1NFo6YHERXR>{cNnT06YfGz
zmp7p`2Wm9$g-PpY9==6zCO9)+37*b;T*q_kdB|KIbD8RNu}S$Sx0fbKszHxJXwM>x
zx$^U-3(xL`vcC__Z7GTNI?*Av0Lv`nf8L|f8y2J%6<+Ob?+2SS1PTLA-yppDC4OT7
z;<AMe!P@#p3o`4zL5QKO#^}f`ASsmB_V`c0^#CsXMW3|R`XOKh*bP7nBApCRZ`gyT
z1A4<PugXrwkiXP2^Pyv38xuej=|H|*GNP{}$NLVeCu3GhP;)0MF$Y63QPfDkgzyLc
zdO0?)9<vYprZ6Kf>yNdUEO-E#e=csgf9!Q-P~8&6Bz=CB5-h>}a$OQdW)Oy(tneIH
zp2Jb3pvuH!WfWEN>35v3Bc~OdBTjXNR1$m&*Ly3h9fMY9oUjijv@dMHL{^D$HT0Vm
z<POhKAPYxyzd`c+rTQJ_#iSrkWLl?F$7=*{p=^qE(;wDWsdd!{R}myCCy$qY5NdAO
z>m-={7ruivwtozB9tcGUg6zA6xA|kZrTe&(07Xoyhi`q+dW&Yd2MfFGpdcsD#(4dg
zdDfRbr>pl3f_Z#zuV5pY7=-MeIj4W;Nd9n@4uSOxSkV+a#+&=65PK)`Q!3z35$nqQ
zAiA*@3!FK=Lk+kNwxj^Zjc*X{6R=IP0^I>0BjtTjc#B994lxO^b+sCkMwOr=ZHglC
zp^|joApC|bn4n|h=P1$F4=%Xa-!D7$GEHrRTu5kwMmb#$*l7j3>)_dV?+*YA>lmka
z7rqeWO{9)qs|WdF%vwp0YzuArgXX-DM;_(`>)Df`%z-IRr$VlNl9r&4RuD#EcJ<(+
zlJGS?b8u}*Y|5D9_P9&2?_L_r-t9jYAs!iLP-$EAB||{}MPox#2}R|x=sUKd`AOC!
zUwzIjJ|%v+5H9cS{6`lo;p2cKBCeH$J~M(*r2lkhI*@!Pz{yr=ovms~pnrNAy7l1G
zqe3rY{j#^EMQ(A!!z^)TBMefF6Z2k*l7C;0#b;oz{618&<IVD}oK(iFySFv6XQfPa
zU1jR_oOcFnHmzAWd6Zw$UJw-Da=~3T-k1W+b01;=ry%Y6;4`1QLFAC;8zk_xT9$7d
z<3u+*Ll09AW3eCSlwsj5(rJ@{OG$2~wpn^LHAB^oA15i~&fjP9z&}}T#Wjw~NY2;A
z3OP%|D*F-x@5Q{0(C>HhLKbw#8`}WAy$-&{&l#!^z;mhUZE<bUK67ueqyE}{#d)?S
zCDzz}P5*TBZIJ=le2#K#Pj<P3>M{y8^ReSce^MV-fa{}x9}E@j-qq=+m0H0W7H=t?
z299$uUUtw?Vd=<ICiY7&8EWXE=xP#cIcBc;!PBXuK<|+Nz-E5#N>hT^T`l_Y3|MSy
z62vhzDHjWVgV^u$!EL@y?GAX`*1k+L6z{d4tflC}=HEQtZMz#3=F3m9WRLS?{{~rQ
zMxf&q`)4p{@Om9Q4p(@g!k5E7ex_+zxmX&?nb{P7C7<g3T+~RO&Jr@q?tfgy^?lgE
zqZ1%)V=zZLPk=o<5hkDsLPHXz<=-HQY?z!Yu3HsL!;Ge81R>`*X~HoNOWDUP*hd2!
zb<Z#~z0J#(c<;ZgLl9)3Qca}y<;I;5wXW+Yg18l=AeUGGl^OCPm8@9hFtsVRdy{YD
z)&l|3MGI0<Yc;B#75GBY8oDq3YyZ=D^{d$>uIF1rHaA?Gan3KZuHt%XW}vn38I|}z
zTw7_aBPDqu<Ip3LJdZHq4-bkOY#l{Xor?!dG7Xye&M>!WeKcTbC1_%r7)ckq9W*`O
zcB`t#GX6Qd#7CD<tJd1SsAMpM)}~*{TQAVwPHUX%$!B`<uQYZo1nKgr;<?^k5BY4I
z(401W5j<{Y<72%8luVE&Xu5*i>E~yb&b~B##o4TWG)m~g-YYGQogEjOP_ed1GLdIR
zUfoM`YRcIopVix|qqk{ak96*JEoOSvXH=2S_s!;zZLbcb=RSEl%z4tZ$289peLnP|
z{oWMT`q=#P{91Ir9kp5wkGmFl<fWazhTF64A@j~tbG?jJ%+%DSj}%tVKFZ;mwFN?P
z8UHCS7?J`Qlj#qv8Fjj(R>NHHt`{&&Uvuc(-`8qqJQWluA*UNnB~+FAf;yw@?rS@~
zG2sGT2G1z;os!}qqY>37#rn~)0ilglaH2|yj$0^^T%DTePxITRHW5i9SH3}7Z?2&G
zIFu60Dmmo&`AS~aI4S7MLYS7s*jhpp`rs4&_8+W!mpJcKmxPU98luU%;w7axm4!Py
zr#pT>=d7*bYI%i8e4%K-qV_eW0p%paVj7XuNZU-Noq=}u?FQUz`j^_r74X8C!6xJF
zYQ*z(l6MB%rSUlQf<$43&^L%wl9;Rf7B+a6WgUf#-ImAQiLr-G$%JG5!F<~au%ev?
z=$#5t8ePOn&^8IXyXsWIjs>p8xQ%Pc4KNEueHXPa;|zg|U27@c;t1Y4@TQIMFW~g{
zh(y!rAeby%OXx})w0{Gq&iHY5ZI<HAtmdO@g!9%m>fB+FY_^{CqsP}1Z%s~J25fw`
z8#n%3p~3cl4TS<(-V3-AhB?)146X}7!hy44hrLMjSEmLyX0^8)`?YxZYgz_;7p+n-
zay`YnqQO{!p+RR0^JcJ+SUMRJi<)x`;ffqZ=VOVfuhaUeaQ9cX!j8JSw_gudD4VFd
zaH(=Pxi~BT^W6*_p=pxuczXOAhu<fVWmJ)4y(TCpW@}#*2H2Hb3vYrI3VpGfxpHCg
z8bk>u5+N6k6+NGG3QP%A$_-XRC@LsFUT3~1ry_Lv>UHrFiw)US2$6V+PoZcjh6HW=
z&@>#q1_MPAz!Ej!sS<=c0{h~=;O6LqWR+W3mV-v*<qWU|iVO7{o-`L2Z}z<;Zm?zu
z3l-&u28r^zWD4UpGiI5ZST9VPc4xq-A(Pdd0vMY$lda+a%DKnqvOTp*;HRvpUBa9i
z!$hjg&ko*H8WAI*+!39a1G5=nZnXq7gg-vdy<a1mLv5tpp^ofIGRb?bBAp?OB-;Nj
zqBsV2dN%i_YFo9kz*Qx&K#U&*Hl~>4`q*QI)`~OIXylr#sd`dTqfpbkiLC;4%Dtd<
z#mmYyXpgmv`fLii_f~O*x00JWBDfIauq#{X81Ldk%s()pKjSpN@S*P%&tLe^-@)g)
zbOFE>f1DT{jSr7pG|s{~0|`bgkZ5<|rFRZy_Fpj~ZLYQRIJs%i$cP8z0bZ&Mn!*A2
zyG0ZQ?3+eo?2%4Fs=tj4tLoTo@N`Ey!?5rc5W`J(ucLdToDSjOaPvfv<)3pScj~zv
zrY&wl$C^5x*MU9Ujl;#w>BzTRgcw?Ibf~3Nm*FV#P+*n^5JCn}uP!s*JQ)t!h-VtV
zt$n9lF|Tpwzcul?ljPX*PMWP1HfA*h@8pE-?^(isZCdO_dw<vp^6F4)(5{FPalM<U
zb&{I(p=sx#mI7c*`Q-o;<2qPYR_3zu#V;v1+B5N5bheP@_sKkvB<MM-Jg-?rvOu<<
zNHY;mWoTV18mr@fBgdMB;sxwJ!vyr{<+XzB>a*jro|<FUbV`?6t3B>fO&Q#G1l)G&
zRpm35G1MJT7o8OhIX`{u|MJ>H_Sunm;;3iGuF-14GhK0X^b`S#t5XSSHUlqje?06E
z@{CXqFGP;N>V-}17=Rr2Re>SZfbXn!ffNY66`T*S3P<W>dVpcfa&YAU6tKr|SR?k1
z$^gj?V(4lK$c3CGhhi~&Uh)VN?7`^B85#cA9e95u-9U)^*A86S+KZ=a#AmXQsK3sK
zg#SGE6MrBhZg}Vp>yDUG(1xMNxMBNtj`iLC2g!-o<I6Tjlje*fiA~jBWmm}}dDXr+
zlRb_}P6o>Weku6*{}3@>79$x()#p0x=I|Nh<v2N`5za;3Fn5qL#t<in+4nB#8dbYf
ztZ81-Hbf~NAS_Ci3hyXekoooNc!=tf`JmB9x-fz6kNvlHVgs2Gt+YWo9sB$qxHEa@
zff&fzd=<zfYr>_1j0tUEBj?%RcM*FcLOX+DaA%oWtiV{7_KPJ(<PTuOIQ%tk<3<l#
zr#IaD9k+<e7ECqONG_4>rel>NNKV$E29?kLdqpLQIp7S}z3Oqi*h0e?l1<6a&;O`N
zKBo9~d_{+=O}u4+Q=iZoxfedTvCjZ6xG;09qT)m8T66{N$)_|MN8yc?-2Fw#L$7qx
zZF>S#rC8?lQpHo$IxR8|$y)Z@c|^^Ud0RE;sL8AD*#@%15<gNBevT^mB!)2jBEa<i
zkZiIbFaSdA$RG&t%9=iTM>EXbf>(M!Ker`R5CC1rXWAB&fm$U*<KBRa(<}h^4z(ko
znjV|{2xT@#_$Xz18h>;!McfcV-kGxfDx>DL4rMElv333I#F34NJ>*fybb13N*&+JD
z37FCIWYf$U<<!H!r566+9R8-JxBpjaI#R8VrIU>dPY=I^(8M`s>jDzSckd|USn`5`
ztT3|kFM}iBc$^Cp)egs1gAh-rqBD6bMhZ+pZeXHAg#dRc`84mroaFLrPO472j|JNQ
z=1IGk)j=an(jJj^4r0(g{iFkbs<`6|v+0R2&&KIEVfCq|e)A5@rj^NsQ&A0GQf%vN
ziJ~j*w^JTTG*UV)vovEJw3Kp^Rb}K^pdkA^icu)pn8Bh+Iq!(iu+OJu$kJ95nGJ`>
zF_tE!SE>;~LYa0x@CzwnEGx2UWU2#VS>wSc{KyUylPz*RD^8eYIus@M3i&19-yakX
z$^gL6!YF+9Qmqdi+sqOHPTH0WR||U$L^R~rc%h*ND<9K838`LBsou!_SN7_GgX(*o
zO4uIrgr93~5wS-MT=jSm7$H``RdL~b^?D%Gc-^08OR;##aUih%`;WtBS+lH`=hF`u
zN&g6+|08RNm`vrcx?H2>mV#P&B=Y0<IE$X;*%Lab9QyYvgz@N+@k{X_hw~}5bi$Qb
zR$NUJrieHMer4;(ee}Hx*;GepgV0qC4~H*QtvMB0Q$$K-8_P}Sx^0ObS~6Dl<SOse
z|0vMsKJ=;-6=T|h9s9gVOOT}ZJa<`OIrm`?DD)Tz;EBJT<$rlc4{L!844|?6F3-KW
z6Sp*ieaLqlg;$=(7brjs9TZm^0YnCTJ)aqzL>Vwmwhs#W0Qt(KU3`K%Y5-q!u)$LQ
zXWD1npG)w6+WxgP{|?>I{7UNj8M?9je-7RJ-<D;tP7D8b{&5ptY+ynD>ygiefk*zh
zvgr&fVqzM;H`|*trtfNpk+VHoe?wMRCt7SRs5KrZ4ouYiP<^9Q9T?`A(65>uVtd+M
zEhPb!i*B&>)hKn8Q{%p7nmb+bUGD2+Z)FgAuT96=)o@?!?)V&$d16Tm5+hBbv`doC
zanu><!A-wNr+<2>c^XGzoM(lO^Sao(Iav{euIKpR^E&E|X*ep~vC%Ojx){;c)gUi(
zVOu-GIG&YbQa}0Ou1>2tW+(4t(kZL$hXtZBt%cnC4RYi!Not9m_5^ZFb6xYy^es&-
za;Y?0cLqbtFYHb5N0}DP?s@grN!-g8U6*dT_-Wr?SxsUmb1SZ_P@*~4bgq&EmmALf
zO5$}mP1-}ELl|pwt?u-0PZATl_BTzA+hwN)&&jk&G|#h^watyv@%0nx(9cV9hXdu$
z^MrIo%DqQX7`7Uwq1{@O3eOY5OS|v(?!4}MK3y>Ana%jJv@~YhHSaZ~Iy6icnw`JW
zAQ0QH6m4s7ZfV0_`#D?iQ+mjgiI8>o?E;wAy$@=Vhp$RZIvV+AQ>LwD2AEbv*Te6r
zeUj^M4?D5*neCPgPo#HRchRkB)77xz?N8%fnnBC!ZNb&y8IBt4o2>);FKw5SIr!vt
zQ$?>fS@pyjN>o1(6nkHOKIrO6Q!^R*7Y$AV502v)thr7?v<^!T-X8#E6s>lK8y-l#
zYFUjbW(p;KWB;7uM76n3B#D?+XiU6IR`r7I>1`huxzF4v%$4DQ90NUcWdFMLOX$wj
z-Qmd)?hg}lh6%46T=nM1T_D7gDzc12A#O5YA(?0l9KWKjbw?$1Q*^tpaeSSv;!e1e
z*1MJHz%d!vsPzpJB5OhJ)ZF8>w~ro)WMLQcchnbd563WiQz1$(?3STI-pIH<f{t6!
zBnZ^WAqs=ldbY0dQyd?=-J(gDA@q7Yt#?15NSe4b+QTKQ=E+s=N`vLlr<6^4aWi$5
zHECxQI1*1So+Z0FRK7XE-}?pFo-0IA^@=S}`R3J{`dDw?4K7aR7{x+9lP?o+%J*}U
z1=lX^=_s9`a3VQrr4=_-jf#m7g`8y>%qvcONwtUK^7L_Lds|L)`95S0Rbr1;Qk1}$
zGeqZm)=dL**TZ7cxr5xt`*_ca(5Mm`Ge27)pZb7YHvL?qFMtC%Ujn!j+KK99O!vel
zgH^UQ1CDCi<lj6#XK*dHfi&mDY8Y_gJ_~>RhYxr7kH1eP2;y!~$6_BEV~+s=UXWA&
z%pcGa3}f-OjTMCW9x&>fAGYEZ+)7B~Tk%u*)WN*Y$EfN~q$dTYb39D{zb0?7X4bOy
z_&*YNLYGCO8&aMrJ!~?*`AA}ud;`(25<9;9bofmYvNnhea-d}LzZEs3X5oWG|4;GA
z!~9M1EOcPvKCngh@Zd|ba(08~HPCBdgJZoAoB6{ajRLlQ`lo>s)K`YD_X^nB|F?Rt
z|Iys|J{SMWghQ$a$TxR>=i-ub^}-XZe)&jv3K^t_&eD=lPw!V2JDw5nPYdH;0NF<G
z4%oU9m^uq~@p!B@ynIA{J^bqoP7Xk?Ti+lcJ0*I4X@_R+2I-ewq&<2s30KLlVB#eZ
z?_Q?06sU2Aw?oe#j@|`dm+-C@WM&k|U2;2zluUDpv1IbjZwM1xFjZb-#)hWolb2Qc
zb3g5yBCy%h;)f(zJ;<bD<0DeEGKklxja3CvDn9nP&<uVe!cjJ*nTE<I+tb|SX-aj(
zS8fWHx=+7l$#%NEb7RIVBfMaEc2%re+#qJraZ0}GIaDuPwQq|~ZRmDYISF;k^pzz7
zT2q4lEVC%SUdqeuCL5pnsE@%!d$E!lK)K4_GL2^RdPFp3KcRej9IrM@#&TzV7r1*T
z!g97v=s7T>+}pmC8!+M4!d@<RyNvR{4fao(U&4}muR6{t#6`<<e<gYO<pxQc5|5*v
zUQ9){)jRzrXP&|V?1$o0P-A3K(TcQJ!!-$cl>P~UQm*;__U%H3^O64R(xh~6=3NUk
z6>bJQ5nq9va|t=GIv1tmq)~a*st+ofZ;@Y>b*XSK%XwctTkXp{v5LRjQoh<a6;WGg
zh0a61VGCNP@wiN~Jd<kz_R15)cVt3)U;90uYO^>5vQtWQ)MVG&)|<b&+-aJ3N2;P#
zsU5;U<`S2daLr!ET`}bSX_D>kOEh7aD$TK;a7p9qVbPOj#$-y1Tpxvlj*`#Nnf!}U
za_Gl*$NsX(dZU2X(kux$d-<(+4s;3Rdx1WYdj}HKdL{TGF$@C->48VAPCt%$=GFCw
ziptNx+rNFPQR_)whYDkEPmI_4;pXAo#!@Z?3F23Qp`hJ~7*d{Qo2}jazrEJr9bo>I
z7ynZn_76`3ywJ*Gtl>Mvht0|H78UAGiz@sd78Otg_qS*#(=x+nvj4|W;?FBW{lx<{
ztos>rfgQwL@=R7`Kf!60#$O4mTY{>KtUqEa%zNQ8dI9P8fTz5EB6c1DG;6?14Pq_d
zg)4r-Di6Lv&cY`XtwDDuxNwiHv;N^*Kpc{aIxtb$z%<7xV~?`+jw}lzt5dgKfxq$F
zy%=U8n2}prCT?%!$iIKr&NJ0l6`MGN^Wuc9bZd7Rn+M?BE@RhO_C;YEEwGgcqvwu<
zWYJ-ACiyFlGwSwuC@>Z*u-W1r_{}n~nKO$hs`~~Jjl%7cc_l)3CzE!X-{6p5fqMln
zH_E;)!)N*?aF`OPc?F2ID1`5?_iieG1x9zG98kLn67L|vtSj$Ns)0Rx=M&98BM#c>
zgLXY$_<q^JR$Bk)m%!=-Rt-LKF=;z$5%y*`N%)}i_(tmFOc5_l{dK8M(_SQfyY*qG
zX`{e?&FtO1v82;RRz(*{F7X!Me$eEz7h!Z_HMl91Fm%~=>)QFny<)#w8xtm&%f_fG
zHf^7<*R!3ZXb9c`0H8g-B=btpYyG7CP3u{oQ%vxjaB!8iH@}aK4Cn(F=!1w?;=;iI
z0_p!9<Bd5mGI;6#ZCAuhB<N~*QNxenK@=yMV71$JQO)?H;>W^bof9#G#E%cYJ^V-e
zpTh~a6#s}H#moq>?tCA2&)|aHO@IO+IE<x!j&|zeDxmB#0kBpI+OPc9OC6kHaYqJc
z2<~aC+Rx5`QH1}zyXycb`#%1#VxY%g@N%^BC~$t5Doq5s3-)Bx&u;Rsq^4h$ICJ4?
z=h@DsY;FVBAl%nX+pr)FY}{M0xZeJ+8kl$I5bI}p5DSF>-vQD}e>!<8hwxd$bnkv>
zy8@}#Wsqlb?fV3BJyc>xiY1Ni=)ZY($(wu-RaIUSkX&Dgsu#%RiP?$dlpTC~?(}Kl
zE-%hw?c~q+XJIp+zkxLCL;bP)?j*Y#V1|GHFx`ndu18CGdlR}b1IP2FWqxl;b?W~2
z-=d?jHH4Vm5fC8~QCF(MZ-(!?SaCjXTkQyet!r*_?Wpet?XlIk3f3nO>Yy<2wE4J)
zQ63y=hg=ZP1|P6}`CN6llsJ9cOZ;<>;jxSw@~B@2<W<Fj;?8@<;MlyXKRStlZp`63
z*)HphhRpys8(d6WaB>eSr4Uv&ihpVV-f+wcRt8M9AKL`#MnTQEVPBjV7YJ%mW&N>9
ztmw|hh#!ef1Q-dk*UkeE<AnN$mtowGbL0+bw#>Dpj9PaoswXBEFK-$Ei!S5m#1B5H
zA(Fbn=YN!){8d%q*!MU(g#LNczW*zCz_Ev>^XN8UK+xft?GNi{5Ks&8uIk7SPgPIr
zSKaT||7EfHd2RyZpNb*?C^YnQA^D4JUlQ<vkrm@05~L@u*Fb&r_pDj+8<%l<{~s))
zn=@m}U?_eg#tfKY2<lPGrA8IVR=)*72sTj&{d=<Pvz~$;^3<wX6?n9#W-&cy^f2D-
zPC3(|u*6<qDb?Ksx2_X7<PpjshI<`)V>$%YVZ7RP9*{^mz*7z2n|c6-5}yS(^u`EI
z3WiaHc%6*nH5P;ay{im{4}e10lki=#Z;&;<Lz|oy?Vi96`*Tm|-^cAF?5s$;%)c@6
z_pbjq@OAo%341~v*Cqu}yvHMJ>}j#j?fX?>BnG~5yZdA2K28WybdyeDb=)$4cdaY^
ziNkMAE*)a>oik*_byhx!sDytMc_aZ{Aj#Y>fiCXcw->b>XN#=5)#>)c-R#x`(7}Ig
z`+8rj`u?){m)9=bEkbn4H44`$Qy!h?Gm8v@7$ET$c=2<U!_z_XfXV(Ztb~7pLoMC#
zNrr4V>K+(ayq^2W?r|&Qt*`J+>b_(MzU*9p4FWHLs&!B!RODyr3%mnC2&(4bv5wz<
zirwmIR*54(@C`}Lt1;c1d!gsz+qikAs%V8Y_Ah3tgG7*+DT$I;05nYL>Pf>3M`tot
zu*duI>PQM(abq~m*i>I^!f7uWaQFB_%`Kvj7*TDdw``?l*>jG)ElOM-UGhKPFJmu7
zaH)bc>I>?IXOiBnXV+k%rfB;HYV)AY=~`r(C4<~4+lu>=r|6TO<~@++Ii5N)Pkl0K
z-cs&@Gk?dNH?yKbgI;YAhi7Sbq=2QujQ9A^yC(UsmE{zrg&m;-XG#aR8Z^_`QtZ5x
zEIQ~E@1Z?34PENC^^%{wFXOg9YxlWpD;-q=YN%MM%?mCr5S<a1h%pl*BhfS3TDs2{
zAat#xv%AopwB4bPURbvz*j7-z%b6Ik%-C$~)DKI}Em{{43ccRo_|p4g5%fMukB2wN
zZrMR$c$q?S-OB=8EJnC1LTZxY#^heywJpA(x(n_||08A@i|l?aTYPu-ko3cwr)9{t
zPF`r)dLx|8!2W1%yIBS&ru|NXUw!>695o5sBR3Qne3lj+`ffPpnadt>Cx7BBcouH|
zq%Y$?|D-UV@+<?4lupL)<!u2ZY+vsEd;|FcaDlKa%%GGa9`%C%0KFWbr{R-$u|i{e
zEL$0Qp8e07*8g>Z`gv;pzeq6J_wfQH_D6w@`yB<=@jS<q)I?g5o|c}gnyh66W{!h^
z)PmaYoSs|%N{Ugf^dEb4Vf$iQ$|D8}{OU{z0yhx~lajy^P{-|(bC4Z6A3=gy1D22K
z|IaV+W<wA#Gt!eclTR%v9Y^3-RA=a30L%&Qg!098jI4{f#^TD8urx;d*>~q+J>ji{
zm{sfd2y+no`RFoku(ckJ3r!|T`M<oN|9oNbfB(0a78G0rGvSXH^&bubNhPb)h5eN0
zzm<zqf`E0JU_4$B9^XV=8jzx|H;9dy))^1AEi3J{aqQsx20<&;@;+SM18XLjX78!G
zlH!!0^{}n}nQstjqCKkX{X)qkN$|02=r(t>7ku^PH%MWDINGNGU8mZc%PFdCVPp3?
zB>2HQx4Zd{iJ3KC{$CocW7bG~_+X?9T6&3jHg-(KAx*S5F|S^&i*yn`!|<&Y)Sq1J
zkEh~S6lK+p8w+|qv5yw3x>HjG=Imz%w716!#ZFIX$Mn%CUK=e7y%@-NCCm4a^p(Ug
zkl;hoh1g`&L7`6ux=`gaj*GQL=~`Bvx|=f}t3dPY%fPv3#xTw1{PA*q1hHVCsF#Ct
z!Q8vrXmdM;BHhzd(P0YWB4?|hevT4sLouK9h#JO50$tp1o?9vI<%k(SszsxA^Qi3J
z*iqs66@xYV;4Q;Tb=t9V?~sohk#+QXy2_U?Gd|*O>WivRJXF%%t=uchmfmnI-P9@4
z&A~JA!CgBwnYS4omg8KfTnp5Ci<d6%t95H@xLwo@Dn94)*>$daJ<qGJxro=3+spa2
zYipBsWn1h0ZLQAcb?JD|dczr^mJbVBwj3D4T-V#^M6NSrG1JGQ+38_}eqv-BsIU@o
zpE1Kb8+vORwTzEhO#5t2pL!*<Ld0#tu1}h!bdxrgQbShrYJ-noy?Hxa)vYDiJYQhl
z3!!JHN|26zppPS;4z8lw7y2yh(F+TFjD!=>u<9w7w)4cZq)<J4Zca(J-&gjyct7v*
zhd52Yc{i6cH_l0QNa`B#cW#L!D9E5TpQct+A`M^kSM)P$HQsmouq$KL&i`3k@_e1P
zAU%8UvFz~^F?|a+%r46tQ87W+yTZK#2<R3nS8+w>pYmB7svRE|%0DBVvqe=P)W=71
z7CoZ6@1!S)VMNJMh3S`;i_C-o<4mPGjL@5{eAS}Iq?4hr$0_Y?WXG9{()$t7u7lO5
zg)+6;Ett&E3o3niTzqVX=f*B3E^mAi*;NyGH-pN66MZHrK$|w|iRBGf?xknsut{CK
z^<w=6n}EjMQO_E&1(*6t&FR+#t`Eoi#n$wOU*5YgVYO(I)T1t{kY+T3&aBhEe^ZY}
zq%_j3W9TR?!CsK6Rewl}2as0qzR+vSS7T+!ri>giG4q4DF_q6C2=eq+8}r`iTLU&d
zzrqI({^uthh`%c4HeVmBxOO42wpUAE%;Uo_Q_l*Y7vsLVa?d2G9Ibt+Y+94iE8mV8
zZ47UURe0`vEmQ9jvVVK;?2(7rm&T|eLYE05ujlOCG(}6p$kB03J^5R^9J!;_(TqXN
zEeTrE&}$u~+;YHiJpl_8l^j1w={)`JZE?AV9HT*N<eP_K(&t~H6h;ks7UWkuOKYAq
z3HE0^W1aDje&Ow(x|$#5W|E5z8=s~Nbnz^FuaAB%ot)H0&2{FQJ&D3N;{3p{F5)Ti
z<2e@&EAz5jE%!$cpP0N2k)dy_ObWnVNUEo&BXMDgSw^~XWIQ`%cTdb=vq5r{?%cjq
ztkJ%c$kD#E?s^#~mQ>ga{_}NW$3To7S;De){HC%)R;%!-$>%~Ju&i>8pX+4ob@vJs
zV0)MVU=HLFy?(O^yqkh%_~w<*vGoCBp|6LZJ146ePG9^JCjhl6IuHM(p#H9*c^n1c
zMG*M(<HpV5^_}sB+r=~gCm4~mO9(8?A1j^p_wdd!Q04DBm?!^;tp4lv|2aif$SF7U
z$p0jKGXD$V)9gp=H0?7nL>o~PtX%BzvgqA0rDKXJxDlm3ZF9sRbV4TZxUgtylB9a}
z?VJu1U5)HdLOF%dCBQpMqUqQl1+^sxK&(exJ89=VpdJ)bA*wB11b0Hsw;opzjr{qO
z^1(iA2m9y`jtuj~$M0{}7WzKR!B!`2OaW-ylVmL&H>|w7UJZO-LUeD!Qd677@cZ?q
z#OGeO4g8G%I4Pmg?`Fwu@TXlB?{>1WriD<38(x-oeR^~a*K@^37sB)01V82x=&hCo
zZ((ILkeuUXRa$4>s<?P>xD=#&T(b!Sp*E6hGjj?H^b*Zl)az%zLFl#N2bTgXi^6$=
z)o#TH$8VjqLM<L*vDfs>gQsA79o`W=f?b6*hA&NlVfcPYdL8@HVeo2;z4s5u;bpNu
zcjbfIU&ibLynKWJV}*hZ^O5YdLv_|q-}ru*8T?_Q_T4}Yz7-rAI-vy?Lg^^N{l@TI
zH$n!Dh1P?iHD-s0Dw^j?xjf{kSC?V9F)EvU_b_2WjqC$qZp=IYqaqSfh&^@$sD{#=
z*S2_>hVcO)Qn&n_iTsaHDu|Zz{ArKp{)zc#L2`2tyQjbWs7&{IPS*u^`QQz40Ov}U
zPR85k-z&fTz^Y{}2xh_$ZS3E44Zu|y0G!~1v1Gvz`9{+tU@nY{0z1htAHI3J;5BNw
z^Ke9*CFOL2ti|D)4vc&2dqxvcEE}&hY>ned)GL4BDTG=pP(=#f@+m(XSMRIb$C09w
z8u=w9>amOvQ<8j8#B^xDc~fN<vKNrZV<aVN`vN7{ePu9Ec`{$O3Re1Y##pQAy(+GR
z^H;fjn-`=B#kbTK`%ybfFfLpP)T|GIu-t`jW#@_*O7>qIJ|_3R<yt$ZTL-!F|7?`C
zSG7#vbza1DHThL9tjOAUq!@$P>q#>2^Ov>0wY|_ZC(}D}e@5yfq>=2DqbzrlX>)<#
zT4uei!iU-m?~wXRC6(46aK+6U1s9x}#H?%g#fz#|^d@>{V4uQsTFV_%zJ6GcmbkD(
zuD-a}v6J_sgYcSz4tf~|6iXEq=Od4au~0T1)z}v(!Y(LppjEeR&G-9~W>zz|Tn5Eb
zIJX-v5b^qG;M()x-rX1+S<=0}Uq=W|IDcJ(QZ-13P*juK7Vre!yVn7p_~Q_<K$<W-
zhkGMs+R8s?$HuW|r~%YFRmXMY!N0fDu+OxL<rxT^EYnGS$t)tAkSQL0KV^K2EYry@
zdpssW`Y4Cf%h$lp{3~Mdzo4~s|2MRDL4E|UMhFbjwk~`g?_V^Gl%S42JLY1fT|R?t
zq0~v?SLR2EAe|}I+G9!e?H+1<7rLu8nWXrS?|f-v)Ho%hxeKSSjh=;`DG44Tc<)}C
zo!NYDd6=L3oyz-j^TPDP)R6hCc2l(bp8g2&Tv^!z)<h4Tw1`JUCwU&b?!|QzM-x&)
zKR;qlNtMyY*UEZD@1F*wwQhA?KmJPs@w<mnhR>h$Jx<TO1}z>nJAgJkEtV~1<du3#
zB9cK_I<RQ2ACH}fC0Nn_DIV}E@<UD=RY!3oGKI9;@lc$HQ^8SevK?ni&nC-Ke)^+k
zqG>_4o-JSzKM?F2*;pgNV#tzgOTiTM6tM!pB<j_Z#*gXQt4cvx4vj~0)a7l+9jeW2
z_}ER?BAkCQKp6o5<p=RV4cH=P#<}*<U<NB4fOpgz@2tW@T?H{LNfhAq>r2|%!&jRl
zQx1mDS}X5kxzH+vHP})V&KuM)LOd?FN9%jjm#sPP1Z<rMO)Fi0A~*74vYGHPk7K*r
z3Wg>8_dyDHda4P>kF7;-2iTtKPnfEXXNnVzHhtv1VT!7Oc$w!JNIAcjV?W3A?v+Vb
zA+aIhq>%{GI{dh&7)q2mrKT}GU%u-Zw<!%ps7$6939`n-Rf=kngf1uk>^qgg2PlpS
z__?833W~0|`y7p#E&|QBO?zdA?d!rnS3YnhpmT+Q^e1n|QW)9g^769E$`WK=d$r{$
zk@wLZ9UY}zx;F&*qeKuV7jnj7#9ys)O7vVmL>$@=AA%E=xxCSps3olN;S_i!eV3*v
zTz+FDpub)Kg}c~g61X&>ZQaUpFWlP3CT3z_D#MlZW_PvRsGGBw7E1v?&325g-P(S0
zhsv8FZK@^h#pq?Juic(veO&x-qLSrwp-5F{9;&O5L;8o~$3YAr*#5M#Lz?kG^&Fp-
zXW6OioQDd8%4*BIYflaI543$0sWDl)^gQaBUkmK&%w;;Sg{-w5-%Ul{x-$lrec5-n
zi*5u@ViNDHs0K6*Z_S9YRyvel>QK0~G$Tf+zKfz8A30-HI((rE151-5F8Q2V9$#_h
zs+5Y-Rhi2{i>ifhlttn48!*ZN19W!-*Vqt$!>h`hH<k({E-Ee}u5bzyl$&R|KP_;z
z`LfzrmYYN|?|v-X**=S-n2l#hl2S2k)aLdv-p|%0pQYUBW5<tIUmGjy=CD<a4GbN0
zxD~}3k$GprDL%~Qa9Wc6#~Mq)r?GG@pDOxd4ZSe-ApKTXsu=wjplJ0A5g#7~TQ_?*
zs>uFv)@QV&H2xnjY(BM}xg{gPycx;iOjj-ExT4Azp9R1?UFaKAx-a<Fd0$&on^Qe*
zLj7PU*m>-Tuh{wI{nT`3Me&pe=3e4CnFF6L#^L%|t5QD!Y*qLz>P#BFhx}u9^EURw
z6AMQ0QTR!Ve$<nTJ^Ugp1zh}MAjRe5Zg@h&{oDuIkkc>ny^-^7xD)8O{&B515mxgu
zzxb$kAW}M#osoT^VnHG6t61y%*!z50RWAh}U*A(V*6NNj+uzsZ<ne7+E!P%IK^x0=
zRg0FL(a((yx6)I{7PmBro?&-ucpwaWQfw)HP66&<ceygAYm!u9LsaMUVfr^fAn0Vd
z!Iqpe4do?$w}RVYW^<&nhxo1eCstA{*FDLi3=*LtS^_YueS@^>*G;#$CrRw0=jh20
zu^OwTFFm-iliMwfUa~3oRjJJyRG~jgq~VQ%v7I;1z``Ae!qwaZFL+Fd_;~iaGAS}`
z%V$4BUH{?p&_6?jf5!r@A9vR>#G`lzg^d1z;z=O?5itB76clwO!6`BR_VMYwmps>i
zzNt|78DJb+Ct)esW}Wwo4}yc2$?m%MsL{Q9XOv8<?Pq{dSi50l&={+-7-lYo{j_=N
z`qGjfGW81Lgi1KC*bHM|>{<Z?N?NT6G(Q0NGvWv20F2SPI94!4mcv&*g4xf>>qd6w
zyNH#qJE`JZqp;N?yv_hj<ws-Km^nHV=MBPHh?6)nuNzq&C+M+B?z}5T1c1g01IhwB
zBv>?la-@I*t%7Be{Z*hT-NQ!s7JtOFOVuZF6fQvUVHt}5LDu`SYi9T+I5Xg*`@ym_
zN$z|?(2`&b#0X|#ai}h;f*6cM_7FNry|jn_vUUZS$+d1ACCD^Er8`ZG2L#DN=dOnD
z-@%{Z%I?XpydzoduIDiz)dj%H9X%jc2gfU-!@>FHq5JEIF@<@4&w$0d9@`e}t|Y(O
z!SL;T*YKU+BE;?*ucmKNzg}eW*r6|WSU9*Y$?rdb>q-OtOd2oP-4DQFxX|i*e#RHJ
z&xrwANnc2~-YUu8L&=5VAUWs>Y-bGqF+59ioy3H3q)^OayqW+<5dg*qbPEiF9uSZS
z7#EYNkD<^OJX1~DmNoH7#Uat1=;iG<4URnb<kB4nSTZu@ogMaGf|XwV4_D~Fl1wF$
zao-^KyTj#8z3MhI6o9nx9~@KE-ysX_18<8=4N2YBsdvBz`7>~#>&*bLACPQ?^+2rW
z$+xYMU><Q{mqvC0qEW;3aecw~NO7Lp`{-W2inMaSfK#6+ryS=-R`Uz$jaUO3Mh-cP
z$@A_{*aZqZv0ZQ`-t!IWMRNv$2PT*N(LM913s^<B%z766_uBLqkfvdhX|9jYG97Z4
zVR1Iwb215nY-Ks|j+6Msc_$XN9|_OAVH$aj=<WR=8OD<PmGJr@NySyKK0o)|Vb;>v
z#jA|0Z55-iQ4;kzqu?~FzDlk-TS2v|`_DdP-fUA=e?sehIcRMlfxw`5X<3}*=v{<D
zgeXO#&Td}M(xhpA*DFvVv)GlUZo}21u1nIzk-vR&=5s})?#X)tuTE_eWYR}>_g(h$
zl(ZiAI@YaOd|T`8ZV#Nm1)6AW_vjk@thIaJOBXUdyNK=PuP1q92rOs9N;=vnVC2%7
z@Bq=Gg@lo2R7!L*v-ODvjyvWof<>Z1pj;ZW+YRO5<1JI|RRUcLJJ$KDQVAhiW#?o1
zAJrsIZSW;r+k2RwVJ&NZqv&QBiJ6LZ(CSTxx^b>E4YXDfxphRThfAJM2#IT&3N<up
z*{lG+;}#NiQA_wg2{GOI8Et=R4Lni{<K0uPF4z@pT+JrR$GbBCcUc^8#yq}3%#ulL
zyP7a^x$uR481{(f8Zv7ZSZBxH0vx~sgnZ6w2gpP8@T6jY5e3)uNS)D8rsvBMUDr9i
z<mjxdSO}o?w~48ZvvSxvPro867+2!c4Ld;)<rDYBYMY5<WCB70;w^6rDEj=QzQ)S#
zx{r=-F6q?LbduI>^M15ToYoKaPt^BU$z2>O&l&0OgKdn=t;fMiY&;Ac=Qa9H$T{&%
zOM?iUKSRx$n16LF7uj}~=;=4fff4WONIO>h<XulI7?<c-?oG8PMmQ}ol{!cxST8@z
z3w`fJ><sPiyVj8iTZy{fo9l?HhK~?pSckm=E3dM99?j5m<uN`*#q6OSJuP=)w=-t&
zs+W{nHQG%)&ytL~DUi#qp|p<h6R92YI7b;x*s*IJdJCXi(%cSB`vDjhT;Ds$A%}4E
z2{5;EiGOf1BqG1DcS@T(2Q9I}KeANAr4fItM~|B}Qu@up6(65++OUtMjX9>_Tchyz
ziVVGr9tI9LFuxKh#J?2?yRkBsCLCI4rI%Rb=8(%da&gyzDu8nI%IMiGx`m=be+%{$
z|MA(uTaS)K_pmx{lArBk7it5b@!WVkJt9qMiIzIL`g1DhyYdGJ6=9X0r0bOoil>FD
zRmICWp=~i=Z9{ZMA#xoHw|wi?B*#65EI!@!$hlW$Axk5TRNl(*)$ZN^Iq6VA_%kr?
zLHqmRmzRV(U`|_@EQ1eD4^~|%c9etW2c*}Sr~DJ{FD}_m<?MO{h*0@3qI~suT?O8w
zIVb7_+WNMUjm`H6I2D{t=dBIqx2eWw<{u`lrtTYqIAT(GyFP}s*878#sP55jsl@Fo
z@7(ksO@^5A$C{62<znbXMLB63FIadkI{J=~r(z3k!>0iDO$Qs3=l3`@vjp)1Q>-7S
zE+G#OZ0wvL<|q&XDCkdW*}wcXWYqJ^R)dvAoQAtV@V$&CHrdj*x$=uwbxuzwVGA<B
z8qrZJkcf!B(7TBN*$GWHUVRx8muQ=7hO-JVA=`+p1uoo^VnqKobYmU1;)^3cn%*Pm
z&0J<d`&M6<=V3%hVK35GSyeH^Nkdi2`OMEC%fEh7vn2m7q(QbTD>%tg*fMOL|Bdy*
zwlUb|JKh6zQVWvkRQpx-0FuU63^;+Vt5D1<nWylDk`7!5`KB<oe|O?NeBFT_Ox5`)
z*xps`&V?O|gD9lG{gxtLkj}8GW7}^Aw!XoI^S7SAhWIY4ziYRGyCI0!I`|gZx|cu+
ze;SZZ#aA4?z{UH{U-4)d2{K6DZpc@yw=@CnMH_Bz$^5aNXJ159WiX<JaTf(2rBijX
zCDcSX4biHzI^a6oXE0L93eb?S1d9OMg`5vz@x~bLJ(Q?5ZY?9EB6o`?)Nl3e`Dvu8
z`TLEhyUGaUo5?~ajEvqE^o-$+;gfyE@%I`^<IWxZFfZ-cF=e3mN}S3cNySeyP_cX$
zDth(O5x9Do72{Jo;xAUOpUSo@N!XlLrmx-V8ba%_U^GqBz7F#a7`>@>6kb0QvP0*t
zAw1>pbH~os)(9ukYX0R&t6zL#bzkBTU*x>FBTNmMzgb#*o<XKRWg~T9t_j`C5Vh#V
z*2O<`TG4Dl%G`lCMEK!Cu>UB_u4_l0<DPxMCRS@gt@^PwC?b1(h!c75S>mHp=5bH&
zn6_rIz8Y;2B|vv7b;XQVDj-O{45Hm<bdki9cX}Ty+B^9vkwAQRspBT<Dk;KEZ&&ti
zb@Z>Kp2JN&U{LQ&6n{Py7=9_<_oZ*PrC_DPz{&cP+b^DUJsZ+`b6eYdja`Zk7eK3Y
zH`HnB_@viZBC&&Sy5Wh+h^i|*w#TKIg^*h9hsz!HjYyztx|YzbRYaQ>hpj6NC&R&r
ztJU5OYOKM&3d~+Dnq!`2?FkYho8SGM`Rbn!D+69q3DjgV)!T}A9Uij+RF;ld2kC)W
zbG;aA=ne@o(On(-2Rr`<<-x>28H6c8?YZCJEnt%Qk=+Rad2Rq9{)_2)g(lv0IoXxj
zu&X&;*GnQhEBRDAjbt~d?VOR6p}$M<E>e?#6jh)XV7U4@V%(a)w0ALbn%VXf<ui$G
z#$%<RrkkSV$A0nbv=3=RUjx~bi5LSsAcsRB_uXh+@|cSK*!@!K5#}eRo~|_xnnI&>
zQyy_|auHjK(}Y<R$4l7KBB}0PUwr>=nMX<dap{kwn6s7CW1>{Rkdq07EtKOlhsq=k
zF8jhJE!Hk$U7(+Sk}&dnQl2@b=l(~L!{0c?D6IH0#=rU+ZU@(Hgf$}AzX5Nyu1i{h
zFZLW-+Jj+y7GVp+2g|AkAAFbK3mjDq-#eZ&{wrOF>SBPwnd4$lo3m<L?US~+XArGw
z74O>x8O1E#`eS2Ab|;|NRhE5z1ZFiHhbF%?wxAHPAmuN$Z4KWA@?L-Z#3_@N%Gei^
zEVXR`n*l0d&8drT;Rg{~A2mDrV(@Q^l=0_*$h=}kaIP`{Y$kekc0pctD^)d`lOwOM
z{|-aA$Z2tjIV0j#PX4HIk|5udw?y@adA~t8tVis^_t?v4CT&PQR+Elu$<%X^)9>qp
z2xV6m{WiyKpw!I{FJ~ROR|aTUXW=7<6LX0<#}=ePkM!ZYJHa?K8RGkIz|A<ERIav6
zrn`Oi{8zBL&pZKObLt|n{5L+r_D40U{Am0rydKvZ-veJIa^u^F7XpZ;+IZ)Ewjhxp
z5jzE=Kp((*vhYVmj|B;^N2DaFB!feaN-MFvJq<z$e@Sosi(mJD^y%0Sm>DXYxm5rO
z)`gdYFnZ@tdbb7MMn5>u|GQ5oCHP%;nG;VUm)^nE;$6~qFPR@-a}53YwY%=ab>XW3
zB{`dx++|eqxf3i7Dqq5qq+-sF8lS0SdP>)HT<7rML-MZK{?BnZ(h`(inpRKoi@Sb|
z?1C-NxSNdA-BLYfpnA8Q<{f&>srcK~Po=M1lJxsrq*Shjb}I-pS1wi*z~<ID(z~DD
z$}>GRvKlm}IQC_;oAHwUWI1aMP58<-fD5`GDUn!_73Q3J3#}(O8-cYlqTWCGH6b%_
z%uA*r?ykUIXmWzB#QC%3I&~pVjOoUG-kqM%tR%9Nq*=#Q@3Grt$X%O%7`IUnOAwZD
zjW1vKDQDXx+$|8A2i5NHxb3tlCJxv|6j}dYd2bmO<+`^IkD?$*NH?gUl!%nl10pTb
zT@sQ4(#<GHNH>TGNJtKd(y4UEkdo5f4a2PW!dkla+Rxh0e?Q;e4;(Ys91PrZ&lSHo
zqg?fc8<(wF?A}>k$4l;65N!g9X=NlI!t9boB9*s7iSN<f_Zp)ys!~L*kz4Z^=`IsW
z+jfhQBAvE)LZ7EM)7}-U;+Ys04j66v6bC+W(2?$c$S*VU#=kI5Kge>v*nFTW6;`WQ
z?g%$@F~4%mEcS#xiY-c<v(Y2R+r;U(vtzAYGmJ##ibk}S7l$y^N3H*Hm@Rc^J-KCi
zRnNfi9KZim0X}K)Gja^#W+nC@>?b^pu1bEyRg7*tTd~BC^kuIRsd{4#Z@`ctni41O
z`P;;STAsL|^w1^=qUvarK|wtXGhAuX1Yyw)n$v3m4({_xoxk-dZ~#zEx~02%b^gTZ
z6m0k%vG(k{5!S7@P{5(`IPJ8_GxSZJih4Km{Uj3lAJ_p*$1>0=IfgCjl)^3C?<pRL
z0lve3)?=ege^QMNt~RMYX?GOHy!Hx=FaA0H!J-ml1SChm4EU<4{XgOOiT~?elDCUS
zie3n_e>Olo<X*9DZpJw(wXTWbqnCd`;)1&bPPTPVHZf55WKB?2dWRH;eQG&RpFct$
z<}(!&Y)cv*PC7Yf1v*%hsmEGM3*3~T0Wc`4ywGUNr<S^soY*A#+_J#>*if+x`8=<x
z=@rO6iUhEi)YKd8=4d>YtK_iF)N1hTH?6I*a%4>Q{Kq`EiP3nG%f8)Qy>N@$#c?c@
z38iRj$;(NIvPnKmsiFcVi2}0z-RsBY!9CNw+jcT1@T|SQ(<_*Dpn>)lR*3gZh!;yv
zm5D>Lj;HC+%YsFvDiFJDE616&+SH};pO43&uT>bN)09jJf}&S0_dDDbrU)LFJ2pb#
z=qb_BDU?I^dQ0FAG=zvet}YTi^`%RUFK=iBB*kGr6+vd%%Rxq$#wlz1&e9eY#ue&u
zoqsge>A^o>`<ihFqitvww;<~w+g|j58)`e=Ye3_%t_CZ;Gkw^jF-kKl<e&&mtb@tq
zi4|q=O@@eJWwr8caRUZxv_ZHX8w&muR8zG?KNs#$ryP+2sQ#|-5MOjR!#U#zAb>u~
z@Q_~Lh^UZttK;)6uuOi<(N8WGH$itPRbVqob85XX=j8SukQFt@F6z2V1RT8X2{_f2
zn+lkSSdnWqpTIo=8=&+$3Z-xY&xU<{rkYTVH8}PD4y#eRiW8T`<(n9J<3)1P8>lQe
zCPizny+TAjOK}56@AWJ`{sooPA@5^7Wq{xZT}dQJJH9{NSG3@}{U%xRMdrw%+b71>
zk?3mQLRJCFywTwX7wUj0C|{}&_0wgaC9@WULRFY;ZKLFX!}UgP{?wg_*MDA>D%hAz
z>54b~VyO(cNebNGJmKuHjZ1%UDM1-t8g&)%{wB;~=_!y`1fM|7Wh4G*YrcNp%*II|
zleOg{osr4a$_e5LBn?<b*(-lQdJ9kn9~u<B(uVJ;dMWhKOpgcf_vqr+|20tiZT!E=
zE^>ZFB!gb%ams&PhWv44{eCuiNc}jn#$kURWIs<V9E@~oCYFIkyMn+LIx^%!SBBLC
zi_{HZva@rdC(*~YzHU@3BY~xENa@TFs%yS=U{R;$%C}rR{Cbqno`7skRk^KT`dL$z
z!6tj)hbyg3)ZRfRiIoVaovuk8lB!g*cg~IzdOaqu;X25ekT33_#2B`lJ$}6>xd(2)
zsPAN4_O$K#7LU+)pLpRT{j8Tq9#O-=$lJHhZ)ZHrB<r<;-@LKTP#7c7VSPpFZ151>
zqK<D;sz{piNZnOZN5bUrl1opV;lb#vS7q%QuFhtV-qjH3hA`80DKu$zOld!QTVIyw
z@F+vq{382@60^$mi7T|V&@S`0WE@_&BIKQ%I*!2^i?OkM8GC}WTbiOKrKDG662ELB
z$|&u_lY^hL73N8_+8oeIBZvvhq}AA@(#AwnwU+WftbAxT6fHFo*h4ZW&nHh;vsCy_
zNW*-~waei%;aU>59sa&Lop@&p9J=s^M}`+;;{|$U%{-?V2lTh;j;IW~2W;wDt*!~p
z^Y?wR^~l5!gx)O8Ym~!1@T^nx6R$4sqm_4O>B0)Vd57*<Z&K&`SJJ&)aI3v8-O704
z;zRknHC$ygDounW++6zeC9b$`hO^{CyER#6@%+v<MXOkD-b9N2CcaNF6<rOVt*YsX
zbnkdvN9bMB9*1`<S>G#x_;>Fxc<-idVm2;l?}_84rj47~j7Zu0=h)G{q#>iqKO~kJ
zRkPT{WlWYu=Xta}MFOKw8mF2n4ev0!YxP9&k=Xbhl42w+2-IW30SJ->*<heL;SGA|
zwg~9*EG#bFA4T*t$?0EU>fe4X$MaVZ-_PSS*W#NO`DpiVFz>H94#l}nmdPfhH(;(W
zul@l^cbozoxL*pW1JTuVe0mpv(ZI{p|A_Z|NBUca0sWC-NKd+-W*pzgKS*!^3W$g(
zfKfRw$if29Fk$yjdH0#Ff1)w}lm}6Jit0|<qS%-}o&Z`4yUuv4py+fZ9~V~j2jqi1
zM#*Wp4&xmNES$fV>l);Hz>UJw2YB#JfIzsK9{~ArXXZRFgE-;E>G_ufE=iAXut)C_
zZ06noY`Gt7O!==Z2HQ~R4wF8~PAOsgJNx-!Z#z@Fjr*YmJNakFXX5H<v{MBYyylOT
z%M)V~v5N<HjfOQ>kvV7agg-MJVolyGlBpQE$ig4v|H-)G>hN<an+c)*n{VI~OEJX*
zgAp&T6jK^}Y?^b6pE|0Hy!FJXd%<0<$X*WJ_SWV5GkdMQNNem!cbR8b?yjMvgwbsw
z<V|op((?4VH<l)r_O0EYn`S>1-E!PqUtv*%Qd#t<r)PJe8_JW|(LBO}4tEi~#!Q3H
zabwbbNPsmA_BVlV5o37^YaR)u4@chKRM@5>F4M`dX+HFmlLkGI=c($bp;yWr4SOvq
zTiQ|6#_YX<PnZQs>nVJn(RUg5ghM%+IM!6x6O1#4<YGQ976(`1RCf6$UcE8<!3Li}
z;139%YiGGNCd{z;vd+B;GEez>%dyZ5=`1#XZeI90Jm{Uj^{5mFvlCe(?{vDcWfw+9
zy8YeA0aQ9;QQ5Hb+}bP`8{Wu^G)d2<s%R}VM?CKC@;aMoJ<O92IIjpq=&~R{qUKJY
zgI0$ki|IN!IcqAr*z*ye`Fw%h3|$LN-#4rYAEZfSxG>QgOPSA1*KjBGk7&9CMlCh@
z+vCtR5bAOl=j_ddNB7U2yY1XKR>dMT_~2bBg3X~rac!+v-0gkA@JPb#DGb1{+0CY#
z9<yszC~j^iLgN?R4qvlVF3cxfa=phXf+li<uq>>B%PrPsNx0+g8-7f&*R=j%=4sW@
zkR0EL<xqd+cV?{`)fFq4ogXyQClPuj;Ccd&dP8<oqDYs>_&W!=OXjY#mGXMhp;V7M
z$nJg8p3W#C_5@#G!D5^F2jLO){!-KJ%e2~?azo0Jyc%{>3P6^=-=CiLeM3?{cdN>4
z8Re=0Hq>X2t1Ue8uc8c}b-VRz59;vnd=iVlX8Ho;PoLHgDXeOi0ZxZq`^=*5vke$Z
zJSYEX7uv4M1Nu*$HMMSju8iwq&KUp1b^E8J@ccK<?^lua-#Nc$xiQ9wQo;f6_jI{^
zLxT9mgmq(d(SW8|q(6WuoNC1Ncvbu9Rp|Xq_YX)?1BnmWZ#F$`0BD2{)_49(*bb+j
zqAV)w)V$~GtCinh)s4}q3<-kP-!)AM3j&4I<<S)rxwN)R8@OeZ@7K&kMiM1IW_*4S
zxbZ>pdHD-nB(d&{zC{$2{Zk_z2JJvtNV~IOsOx<6c?L%brd}?8PolOn;rB8Wu?YnM
za8b27Bei8}6;HCfcMTrRn#`_^NyX&9IZ%38=;0Gg>IzTg3V+2i=>0Gp(YihTW>>-f
zhPcf^AEV;(5G|wUjA1nF4Qf4Bmto`w5fdFRbhq2_t*oO%oFORgkGPfI&yY3gXYNi5
z&~A^1<}6zHec;!_G22=o<?9bdzRRs`#-@L|y{Jw?!!q!AC+@~{#6*j_7sQ~Ykv(WY
ze))C%W=Lhclm4@oot>SWV4{2vD{e~8w|&?Bkz9y}1gWyrBP6<C^s{>>L`^1XFSeC(
zYK_07=8QlmBY^QuOFwlX2c`V85aAi`KIKY2^I98;j3w{-_~_#$KJ+Zhn=fyZ8yPFi
z+B8Fhjh#KEZWiGfOJx*QZ4&rsnZ$Voe_UK{wDA5ktma6RC@x9#RR0O)boW%ceuPMK
z2#62~mS{Jgjcb|jlQ1ZdvKM#_1!d5AhZL^b-M1!REZ0qctF6UYQb;n$LjTM?moUPj
z%PUMPQF117AjBJO3xjBYqD3Pj*^!1X0zFhTV0?++$G7i|^AQyZaWifdwqa;%Oi2c=
z<WLU_%X!NK{+~6!dU!qt*w|;&V1pq3VVA*2UYC{gNs`JJd61^-6;o}UHGj$>`Sa(0
zv=}-2l>`M&$G;;%eWQruRD(%)s$mmQK7mhEeF?;t1IAuG!a$7lw=DJ-Et(&%<Cm*l
z{L*zuj+6pmxTdYV#oxz2*ran&ii!i`&;Asm`R?8HHP3|nG#S~T9VSGH>Vow5w3U_b
znSbWw4RnTkvTMI)&m6LMLW>gKqupJnMR_qFWK;ZFkNbHysJiND4=?Q|9qqzS&JA`J
z?Wln<KKJQ(#$sM`cWeFGYiE5kengLMa1oz(wHXe2F;~q+3yOLnk2L&T!9=Ga%Ef`V
ziVA9xgpQ!nB7Mi<+*3F2;bOXtflP;?!WZy*CtRmuEy!C}?}I_nTqJL$x1J=|Lfv9R
zWb7+kXw}HFM)^jlqRXJ2FYls^j$DvCEt}ukT>L2B$`|D;E*!`H^FgltJnp3VUB)+6
zJ0SXH1}61Ef_JCl;pllohp~1TM~D;Vy`&U#*Q_!vekJ;tCW7lO7(5M{eU+?m(>*CS
zm&b|1A6Y4_hU6f(R$JaKHJCk_6K97wOfQ-7tncOxA%!Zfu{Fm<DX8y?k6ku<SK($D
zQku(uU=&*G7$Nmm1naQfYeh)+F5X@C<t9z(a<_{w$wr^JxhgbReLmpSttlqGHQX5f
zt`*a0SlbQTPWejDF6OR&`n59B^kV;sAP<l1X!YvUc`+)x_*=Lh%Rn!x=2D<UnZ-3M
zzqozWHcf?%I<Mf-{5hpy6*eC)CoI5$EAV$!OLqU7E-j;~<hC`pw-HqspyG!Nz60G|
zg2fNsWIIsgfNvyDd`+FseEcm{I;Cj+`t#4J({E}H-#Rm=T^i7t0V^oXo~ZEj==fUT
z{wkS^mnZ<190UFo?a?YIwxpi-z^!qt{?~5J*VgIPS0`E?cw6}~YalYC12a{R14L%V
z)oFkKdew~*7i!R+@eN?i*KIO2h&*T4E7Vu?Cao!zG(y&R&UyO2rSJK+mgSwSghQ43
zJx=EZ-n|U`B3p@8&&A!mShXH|{Wl{Pu1e#que4nVC3p_|HhZ`8QtM?VRW>}m2E~zD
zg>rjJmnbVtoEEjW8cfSn=iK)MnzM8&ZC&(4Woa23orQ`P6Pfj}*`DthhfQ2Sbxs%z
zW6*`x9H|MSzeqLX(}_A-)@^ZcetXZW8J6>a*YE)0%c`Y}mBOoAi7UDKV7ZyRtH{A(
z^5UaStE9KDUeNdEPjQM}nQSI&hTaeOU_F_St*h7drY>`=CF|`J!^m+;-GS@2YJq~-
zb`F*Ld2dU~cR~jISc%j^TWbSuuiPA+LFB4+bw_#)Nr@hmNIqy-Ws%ASW1STF2>AnY
z-f&3WY)}*Cf3vXS)xye`XION%5!0cS`~gY1V})|uosyA*gBTkbZjmFs#E8$P@#0Bu
zG?#R*#LT?<h)uFr<7T}dES9&R>Ns%ZnDJIy>gFqt%Rcv0af1`^k0{c0?tr8!39=!<
zFdR_<7p?Oo?Ahgkv*lasYNg4(z(c-gK)Yer3+*fmhDo971~Li=4m0DJPdF}M9QFD*
zFc@J;cBFWVS*fcI{*uAuYW`XtjG;TY-<eU{l}?(R{ub=o`LC8-KK%;K0ME}-d>2yU
z&exzIJ3Q4^`eAM@iin$da>6W%NIlgV!~C60=3@i>l}vWF2);><IJg_2tpMboe}*c*
zE|$MMr?bx^{gkxDc@T-J2%XjG{cZTe6{-WcLK*!VH;nF|8e+d~&-+Wi@7~FH)_=`h
z-lT$KjiwG&H4SP*VtPNN3eL16ML@zrr~!^4HI#U@Lw-v2WmvP{_sj+;csWqBe9dL_
zeSlfljuzh<HV2NwrA0m?8tQ_oP3qNSG2ZJJ-SjK0YZL-zyXXe19xskF^>d90sMqVq
zoU`0~k%}vS<Yj@i8I}5mQ0<O@vB8~cVmIT2rafiGN0ZI19@EPbp=5w*)~4ipsEK_?
z@D@vazr(7Gb|Pke#`s3o1r?iTVKAZdT7B+1IZMU(pGVt+h_bfNy4Q!i6kI;<8$I|Y
z=}N^^ZSbZpSDEpaK(iD^#wgi|jhcW+=7F2sW<sn}v1^<8rSfR|NR}X*XNv)|4ss;s
z<wZe`C5qy$6*7Fu*h7nvs)S8^h^9+nBXV4j3v&^d+EaV4XDn^KrwHVurc@=36=LmM
zLC7dvD>c&Ak6NW2jBnXUd*3#xM{pxg%U)Oi+<XKE_Y2&bEaCmNh`i;=z@SE<$49Qp
zB(Bl3KJb2cp?`r6<h|ERdRNcroaCvbW^)V?=QSbXMY0<(#04Jmb=3<mDsd)1u^okH
z-9+v*ZpJqv1mv<!W8_R8Z^n_WiG|;BF&WP4%F!J&Gke>0mAhOL!MrkW!wZGe)XEm#
zRDJBco8J|bey;VLd6FSZq|a(-6L<gEg{}r!{8$>N&x9S9cLjFyq$ip*cZ&+2kn2a)
zvJ*wrlMnVrYB(NszOjbGEDn$Jy-CKW9XSWRHF5<KL*GSdNk~oRw7ozv3w&r_zY-(a
zMi?2wbEHP+&Ym?E1Uc6Z*~uYsg|8)L{{b=6D!*7&?>iFSrOW)PLWV2y_8rNFS7>P0
zOERPyMvF+|MimhVHIchCy9>|@&>1rj!RIR>2S5y7<cd*?2htAMa^Gp%F$D6AR*+}F
zzU3L9VDNLY{$0-TzsfUyJB_~L1c08vS5ssC(>+4c%nS$eH`u|Vzo#95KJ6KziKSDI
zX7>^&P)VSiI692|10u@3OaHeoFU)pnP)?$*QZNz~Esw4el&@pdW<2P7R3Ib8-SDY|
zRGU#x-oq|_M)nRQ%%*!kGYi+jB0zd!2TC}mC-a5dPo=alQbDW#M$FhHo2EgySmscT
zf93h)qUery$LAD1QrjcX<5A)AE^4FqV@pm8dG97?exeT5bN!@0s;D-iBqU~7F>r%Y
zcjJK%ciLY1<A)Aq+qCE9sL}a0HLbHP$~yxybe!E3pJ9p3j*jpSE0oT77R}wyww0Xb
zMG7(rq@7EE$j!?vt&N06Q_ltsXS)mclIrwbDUBeTun-@K<_y6^LZ!PlW|orh)1#VG
zZb#TsLYd|V%GjwMTB?u<7JSM$PkA=_5LPZhtXn6e%}dB{jaBJnG4+~*H&rHZ;5yD~
zA+%#zwkLN&vRgn--+>Fq_FZE}Tjb@P1)B~V6YR4gf`VCzifE;oopuTKTznK&qT%LF
zYO1yey>+gfizOtrTebMsf|Xq#AlN1XM_Bp!Z6q%z#|Z1X1eC@;Im|!kp~`*~N{+M$
zg^;j5r5t>dK3o|MA+U8$d$(scA;OrNvl$iMGR>kEa*yf#Sq(WV;%pRu__a;#2=S#>
zgZt6ED=hItZzSc<MkYpO`zQMdbDs37VVScEHDnGcAYwur1IA}THt{EdpdMa>0sEOu
zfHHEqQQv{aP6Y6<S4+-N>vRwp_)Bc{|13E5T~cB2r&f*Tz)wwuXMZ{We&{It`gj&p
z+kUOCjs0c(quPc*DESzfUi(E=K~B0A{8wNF3*@K%kJ1T{R55m_^xX`ONwTpewF$WG
z?)t^JwCg~fBRuIH?WY`y=v0h#e5OYJ*Nz2mMc`&?6b_w}IJIOGW}iNh<*}fMG5l(3
zoI;OQCZ?5={0ZjK>o&(EkT=L-^B+M2TzN81oEAIxnl7W?*WauHOBXgAdZ0{0gF2Zw
zL7Bfokr35ve}S!MLnrlR089f&!u9J7mm@`wYCR;Olk(1P$NPHwhnWCKB|6y?R5XBb
za@#x!MS}f$g&oM)=f#Q)K#L3ifE316eyGgjTvWquRB}{g=I(Xn^ryu}G7hJzyOh98
zRmRmi9~*A(=Xg(I_&LvQqyB)D91H|5da+U6n=|92mu2MLxoo)D;fTe-{3bAOJ#$*2
z*k$nmI@!Jpw#}MV6j#kgW+flScxBUxll5l4umDX_$5JAzw`?E%huhoy$>c0SwnBw+
z<UAHklu9bh(%qx;83%HcrB^wnxTn${M%-WR-A?zLyyI(iMT0J8BlW2WVaY+?a7n<M
z{u}f~>Umd;*Y18n6`Ij7`Q0zjGNjsy+M}J;&cEY6V9TdUP;%|aUkLBOj(3}lbCn<P
z_BJw*yu&hG$Eb;EO|+(%FR-T9T`2z3t4tgL;IY?DV8ETRmokyiwKNpc=!9hY1A+^*
zaK3$T5V2sv>T0$T-|s^#lA(BFdlsYwpd0}Hc%l~U+n?Zqndi^r<rwgD-a!%V`>~_m
ze|ral_Bjpp`nB~Fpz*&6haSkW*37qpaEBTYS<E(9!GROYABuEBnxY2uI=Ox79qxC4
zFAzG}wLT7J#UA)AIWPyPmBO#hN#w3bZ0F^O4NeW*Phm_8ZEJLzuCm~>7FT?5p^3N$
z+h{)5$WGbTH)vZ+&sUeYytLE{GykISh&DNJ>&c6)(>;%<WY3gxGBDwgqN$scR6hee
zP^_`d0?|vd`C8}OBHON%O|;CQREBUdvvV}9#oJSPWzC^n#*y)ytLj4rb3q7CB9q}j
zNTH(1aHLb_R7@SMlyLg#N%gA&i~Jdp|BPP$U4IK`NR5Fo@SD)yGYVj7m`2U?kI)NO
ztbYZ{b)Sl6NIb?K#D|7zQf9p&5vwdC=S(c+$<0>rf%?CclCUduXnh~q=NbK}Wh1f<
z(MF#;=$7VacRWWGnWX0mVCEMeMm`+cGnYG1zX_c^U6(5CO|`Tauc-zAKpt3E;~g$w
zUA{t^ejTl^>%u0cQQU0E8w>yh33#~GfQO_HMIHcqp+Zz2tR0$ra|XJR=`MJ(+;t4x
zoWk5MZ>)Kq%(=qytT#bN^v5q3A^E3_2dy%mj~wc1`gXd`Lnl?h`izhkRas9lVRPE(
ztu0pkgpC->85OFhu~|Os58v>vtBT*I_Dcj48^wwkn3}7doO93<yn31DrJzNokK?^;
z%*)tD{Su@qEqMk}<4xzlx^T(^*8!G-44Bv6b)}8pM!MbsEdxbEg{I-N!4q~5&oyWl
z*m+f^Y4gsk5=K}*7owtd$!j_(vEIylcmR~R;d4w@BZfqeAB^G;R+)EAJ74n&fB0Gk
z8~x+-ZmtK0ZlDBb3@Jfw=mPKlvbJr<1b0~>Kb?2J@row&f&l-?F}Q+0SZ&hA`aVdQ
z*N<Vr;BMBs0Gtp|i#k|8==BR(tpWN{-xf*lu`0CFWY_#8sOvxpMUC2>__~w;aSQYq
zU9G?EIouh5rae}IJko|u*Gx+w8Db{37j3>T(%}NslOwoi`{}|G1Pcqywyz5dIw|LD
zcf1eVKdEU1`{JZPG58Ka%5e=WI_U4CB17c#Q88Tsh@(!ogNg4uogdgDA)Tk6XJT5*
zQHZ0sx+b9CGD9`;&1J*GL1|lwVit4tMP;?1Aan6F+8c!e9Vl{V74CEI%<_=?vR_=9
zGUhdpOlnW?r2F9c@Zsf-XLWgpFUV;s`${woYC`pGxSj>w)vaPr6iQHg6mrYLH9A}4
zrePxYqwBrrCv6rVq)}mUYFDSDn|6>N^(4V>VQB(8b4`CuO=Fjt-o>EPzR>@wOJ@C}
zOSW6@&I7tu;4Aqi99j51sbtLUAS+b(f2;!5{HzN8tO6!575>H;tm*t!59v%M9|8ev
z+_70c!c653ah&bGBHWKEfjcI+x<NlE*dsq@qK)kQioMGOv+1{n8HC6$ofRV;@@Tnc
z>r6Gk)#4$8U9fCP6HKy%qE{&P0Sf|rZf{VsxnAkvil?m>9dZ!f=Fdv0s>PTmdiK4f
zf;@IY5G+{j)BJ@dYEPx6K}0z#_p}bp`ST<zZI??NKdHFi<Wz-g*O{0T3`-Sz?>!Bs
zA+PXl$+I>Na=~xeoyJH^a5z$2eN2G=4zNqlmR}^a7R=Ud&W3)Fx!uWGIBmMWU=~)?
z(dkp<7nX9{F<Lq*mgmcSm>Hkb5D~#G<$xWzv)joL63AlMyskYS<Y+L}`4Xr`gPSmD
zf^w+FlZy7!-Mn5BCm@oh6X|oayWl7YFuoT_Gl*YI<rv-$LS!5@lS!BEK_}yT-<4@q
zFj~nY-zVD~1ni`4aydS3!-(I;BeI!d3GWgE&9~m;!8l;{D$bvOfQRy83FIt)8>+^v
znr9g4v)tsl<K|gpci)#ku!P{|Ce`C*TG@7tlC7LTDkpq(>AgTJgj`W9**Q<{X{A)A
zoW%b7_w{e82Dt|hbzOfd!qbdg79KuhlF9C$*A{)xfc>dD+Tc)s+ri_@C5dN=xNL%h
z3aVG81riLh^k)WUPOR>{7r$Y?RVvxXN#o6hxSPNZIkB*BI&1FeC}aLcgLqij(*Rcc
z(&T)?ZG{ew#&!DkT;1F5XNDe9DIHZ5PwrN*3^g=Qhj&$>l~g^}kT6HNlf283G`h;k
zcN=T-BhQ!JWsP&xqtm>(OG-9Nmf|&qkrH}e6k;kdP7-T^9h-deSU%Q(K;X=YMPclT
zf>6R>_m>-sbaNn_Y6!2Rwk%ZZyQz4FDRH-#yz!PSCyL}8062buu4lLQ>p6x+7z#Z?
z<_SF?xD_I5wQa~mekRVb!vp7rAd~o(#52BLU^)*rorhpo5(4Ne4+X%aL4Rzra{642
zo!VzK;)a=(6VW#5HCNY}6LT3$fr|0;)<SD*(wButGq@gQZx_0CFx3ObIzvH>H?jSt
zX1||y<DD_s!-&B-loLs!CVnrl<*J5~`@`^UHto#^zO`Gk7e85PpB0xv%aG?B$XVLC
z1H2Hl%KBlopI)Kd)lf%oOX`_o!ykf=FgsmP5zi38gBi?$NsqQZh{yqmG*OBE%)%Al
zoc`+Ey$Y$Iy>Myqi^-2&jWdXqWKXw?k`r6K8Rnt<t6GV<dgVST0Zc@{r4pd>^gFXo
z<2RK(U|<{z!rt#%oc+I&^SkNf?bFjvljDDCzxnD$Z+ATfvH!1pe86#$IDT7cu+N}a
z*@Z+(O`N3ab^=<}V301X`7UswZ2^>UitWw4_q+wTwW5!EwMJztOrJT0FLy%WcR7a6
z&@v=g(hpR>xc2_q{0OPN7~y3qlX)^Y4~6ovp^LFr<mC$w897PN*()Gelk(+N?L<lv
zEZ!}jK7L7%N8_|qwzWwBNPyH}x_-8NE?_O8`I4NTocV$H9YZR6qGSFSR#th4an|s|
zfERp3IAq!;S3+6(P~1XYGNa~<a~O1Qg(}r_0Hy{*v1%CwhrP^GowTuIUc*JBDqYu+
zs{>B$m_S>K9%Wou$2OjvvH6-I2)|~MCf?|{8~+y2<=fUGiFg4waNxyGo_hr|FDd5K
zf{sOF(Z0#e$I^aTsGjoVUd)QY6AuZnIaXO_yS}dAf7Rc3upH=SIMJThTDlIR)uy7F
z6Z>47ygn`dC(OGDp1h39xJ5LxET7I{W7%NL&I4wd)hjLg(uxlx(sW(~Ew^zWuuoLE
z?=bN$+bw2K(aC;Jg`5|Jq<`Fl`#<iP>#2F7aovw2jHi>oFQ(^n!{bNMhBvm$UoUj{
zoC|VKo`TC;u07gqhKKtB0BAlUE#kU=<`bfKqrB8C_fF!62d31&Xw-Nra$Xlf!$5AU
z60{D;^qJ5y58tTJq9>W|O>hG{z#2o))~zi;F>-hbpM`ea&5qBaWhA6nlnJ*lbn>Zs
zz99-9O=72$SLX091sm3D=?B!ZOa>mQ1-HRjKzBY?kZeb&f2j;&r>l}Yk0Q9pwjXM3
zzN<HxZ^*3n_C$`92a&zQD=R&}Qq5Reaj|lEXno|M<UrK~$*?^Q)z>>->4!_caDZNd
z?%z1;31vqW)qTSLP@o?5!H4w#w`eDdsS!phI%lCAMO*GL-84vhx`f9trp|pa8e%)y
z)lO55CA=zN6QkzwG-Mu;EAm$MB-O&w2|wt;7Y7WwC7!%kzvP&=LgOEn>|q=480JsT
z0Dy>j=z%&RNNc=KL)TU*OM3m;3-0;1l7*%cib;cQ_m<IIGCArlThh!Yr!MXAV-)9%
zE<q<B$|W6a=p8SCH*<y_K2bVN7xnFri%Z=ciecR7+9YH&hXTqR67-6dwt0g}zT_Af
z8>vfuy7kAdZCZ&1$>x3<h=JXdtv1e^qeoP#RdzIhz!Po`Jz4-5Rbu<yS>=GBVTl~+
z2lBE$L<;hze|l;({xm&=ScF8$^C<wXEubb)xO@{(YXSBF)4$jUxK5qY+L~`4f3wtJ
zUOq*>-VM+c)ri0N)hO`?6z1POiZ5!j0YZSuH$p(g+uw#i_yO^tLDl?k3^V?;6a1A8
z(7)dQD+pGYW+L^s$~LhmSXyC%ekX2C0Kgbf%?L@}0l``Opxud&#~%=F+Cz%X&2Bs0
z5y5ip+KpC@5Uh8*=mj;CxIM7>cG!d^in}SGt{kpjTf`t3%8DzDX7iC3O%R9C;7ol8
z=ODIAz9Im;K<`1f=Ai2!iUr{--p_Zo?UIkSOn#obIw!d@Q>6Vkyo7hX$$B8A1xvnc
zq%Utew6#hOb?Jl@<=zBcEjj1`)GN<Ga3~p~j;%LSmpIpG)xu}J(cTJ0FI0mAE({mC
z_+k5?fBisoNAGZ(c7FuK??YxW<&SE@&1gYY_aT7`(&DiYfpWT?w6crNXRb}mH_oF*
zJj|ZaK9esgK3mym$#t2Znwa138arXvA>pAK<b=QJ<#w~wz2%<bo|6Ex-+?Bw<e7Ia
zjP3I&oUpVDfEh`5ZLr4`7+$gT8tBvO_s!skNx07MLNAP%J0ZrTY?wK}Tq^zeu_@io
z(6oF9@nY;*J_WbSjLQ_~y`{|xy8O#<IU5hw{xk*YcB2s4sk;)yLwJy3Sl4RPB8vEB
zwzKAhY+~QVmzv~yhU`tPZjQSRE^Oy@@df=t>Xc(LpscHX&5AO<_H<-CbKY+D8!l}8
zaUUCdL+5qEHmFk>p^uXiD*=_bX7bF3Mxj9{_?vnP^&F~DteVLXx>Zh>Ww!W{{wK85
z=WpDJy@ihdU;(qG@j{2=#Ku!_4Ksg0G7i8uSbN@Ve9i8F?Lgrq$scc(iW_bi5VAE(
z?Db#?-gahUJY@~nR!~lJ4g437uOxvpOAc_fFHu4dkx4rsGojJZoxRb8L+Wry?2Z{c
zm~;<SG&IH|Bc;A`LDqNyMeQff5tk7m$4NdB0z#PO^iBE+lWsOD8uv=9y?6HM7Z|I$
zk{XqR=H|*1(330N+0qJ*5rDS9mz6GuZ7XA8-(YD)Xz`AG*cKNiy&xc(u9Fv-_Q~3s
z{w>iNuaE>a9<JB-?cXJsoW$=hbaK4yHStp=P*fF9b5eCu+m9&p4=R;;IO}Dp%ORYy
zEMM$4CN37O)$u_+7V=cxvUz^Ng6)_N+=L{|n)OJDJ)x|oBkWOFf!t>V%0MY=sK2DN
zFv3G<GoJwZVdT*ABGXufl~7ztlf2)G{JrZXQkTQWD!+^kg{e`y2DI{tXWF5>??6`+
zVTR@~up6Ijn9gJ%Ke_C2!Pnqxm*aFtYX@e>iWwh0Y2slCX&Qg04haqVVv?U>UdrWh
zAMaoz4k*v!V2JlM&oz1`jd3g3FJ>6CJdjg%9e;HSy|+G^scD4=WM$-BPqNAd>I`0Z
z2sm!hw2a-5UoG$%A`19{hxqyk3|;<7lbrY$74m+;Z#2UH6?KqfCqL00<1anyD#kMr
z9>be~<J>GC<%HZ{UzncbUcJG=t{&kmBOap~zIw*Vpxuc^3TY8bDAuP*u9DH|qC4ru
zam!7f%6F9h;TQ+mAgEH*UP%FG3b-fLBd3**=b~cZdje@P7+QosG}hmBba@RQ`7DiS
zDy(4AE|@VgJnDZk)S~t{sj6_QN(t;Pgedpe)BPk3yqo_XcsD4gc!14jmudJDc()04
zb6&|L=>Ge#RSBe_jLTsM_qcxSE?T`iEI2n+BM|tMJfG?alREQ42$bj2+I&dKwYvp^
z)Hux_#7=#FV;JbRJ3;$)bH64oFCl~{mkocY#pdBnR$nW)Uc0{&&k~ekEux?E&8wHw
zi`q^h2gOAo+KEP(IrS{5;_HapQoHPNqZhpqgEvvga5mCC_KKU|&b7JaV8%`8eoehM
zH-j~lwb8Y|nVbJPF1=GY_M@|ry~~GcpkQzTCj*IkAn}$I$sCjOW#NYXqLqGGyhN~F
z;dD~7TIepthHT<-`>lRf5<7NX?Ygr~)OFcsJ}!qgMzB=)6CEnOkKuiYLB2azKEj5s
zp))M;<mUVcGdjeucTpANDd>65uT7sWZxZy%=oV)rv*QUaRr^YA@D=8c(jW(+!u6t2
z3^hU?BQjNLzjUyrJkx}A%{D^uPWJ{Dxx?eHdjs^t=9!aJU!LOX3N!a!+d1J|ltCyJ
zqKFpGwdgilC7nU!<=aWyhtL_I!vLPbwhwKNU_K17gKl2!PudKlx}h^r6VxV3WvOW`
zU~Z+7+``a}xOMD)2YE9F88qEK;!>v6!g<$HEW%V$avD`be;+d@;i;GRx}6iJOFGD)
z_b`qIsWWt5U0h&5V-C85rvL!L`sX4KWR#t|D`Qz%m_z2tP|;1nw2El7`Uy5Ctw-2g
z$$4q+tIloW;py~8uI9HLUtA%%#Uiv(Z{@h#B<LsY(Xd;PBzc0wW}Rnch@d><ynCc7
zYI+pIzDIuIIm_6yOI@=$dFQ@IyJ{X$(lDoD{DO`K+{(VG*sbUVVxeO@tM1Cq$GseH
zl|mGvFPc8^<VsZiR?cIdPFo4VW!hspg+`%IcfihpYVNC<Z-gCB`C-A@S^8GYSq~$Q
zRNUHx6Ez!KiT8Mpb~_ApPvZ1s_wLS3IIZmyNYN^F%`4*2DNx@4=~y)m+n!L0Brp|8
zLLKG=ye*m|RB}~cuf+KSa<vb(3(nge=EdcN4I@I$1COhTw}b0L9N*2u?Hy+NonD#1
z#WXPiuuCKU!Vi@5K*0}3GU4xRA%N&=Joa1ssyKy*@B+Hlyr<dN{@2>gkQ(8yver*n
zG`~T*Vu=g@xd(83Kt%QvEcGXZ?9bOOjIsD^m>`2t^kBVAAFA2^KK^0CY$qcnqw(*Q
zt^dy|Ie)<}oMxBTRLhHHa$K%Ni%5`N?vFQ{KSG!<;M(1-@Zg&*lxaL!F^VIvnN4w=
z@55SnhLLWxTz+@S@k?XF%@qDOVNU?g0Lxo!K-Wb!_+Tr4YBFkr_9T5bH>ynMCDVwg
zJMeQf+*`fw9J~Ikiv47=`9#dzTh_{!U5#-&hm_p5;^pwQjVi>OsFRJ`r8{)q$Q(%;
zi@4{n@#^ucI*JiHYoed^N>8Agi^^Mga4{wwt?Zj=kJpNgqM{TBhRM~z?T#14R^y#&
z+=g2|?n4feVx_@8bi&f@HS!D$9Pr5RJ~ifN3<QU@SwZNGg(R!hBb7zNbhO!Y2-;Jg
zG^IwS+BY9$)NctgBAHCn&Yn8)iq+N{L|PZ|1)Qygcrb|(VW9)u>3vY5|JqRg@%Rrc
z_TL5WPhB2B&9vF}s};^Oiok9~1lzB=)nNz(1>|4L@%t7)EDu;=)c>ZImwX<ODt{3_
zVLXGw9d*fU$1j}(EfO0=JurUfiv4n38D*iO(-B(Jtd8`%k4@Z~s79Q-9jj}XxE}M-
z^m}J45t<G%rJGxB5eB-&EKGMF58Rn?4gbIwG@mXZAj5@6iA#3LtobuWfTJyogmK`5
z_Ic!;D<v|)w-seZB!#>7<>V0MSGv`>;o?VD>F5Onku(AoKD1+klp7zB%Wu3?;_1UF
zZQq^4A5~R;{mRc!I(}HEg<YJn<EDk(tyCff$#dK<^R+MP5Nv6G@qcAKNTnJ{MKOnz
zpIcthG&os)(N}VuEdotfCP|ZBFg0~->=iHeDSzIAbU_tmDO_C%R<<dGFl$ow*#w6@
zR5XZ*32U4RQp!xeafirqFMVA`W{%{()u<uSk+kNi;56E$f$xU!aKoQe!KdF1e;_-V
zr$%eQ8{Ya<k&`p<D>)Ffw!V=A^XMkKklsHFyHlW&i!U<?s1CUuKPJQf^mxuHy7qt#
zB@QEi4cZ`c%1?)!KZk!xO=n>JCyqb=JyY<vunNFWDe8tlaLZCmC<*J?+p&#C^E~3t
z6uUxvlUXaEiH&-$C^bLU#cIFXd#eMFHPl8GBgj5XI9}~p#S8g7DBl8>w|o)2!eb%q
zL|Iu==AInOg5jvPnb4Jz+nYM|Yc6*~?l4hb$bM(e7ZP=j!Y8da#Xj-;jSKr{3-jIi
z-|7TamFMi)AF6w>TnkB`9DVt6eP?n%E_7VHrVp!8KJ#@4v95|4C7)-JNoI^X{o&xc
zcpWwrs~3a2ef+anmX=ty*@Kixm*A+4y6%Cz@T|A#M(>~bVOZqvt2+=s$zs`Rvz;X?
z-4->JRJ?tA`)<7N)+DQ?QKIN`u^Y1X*F3Oay)S#6V=+*!zolLnOaJIf(4)|FvB_mj
z`08wVxweiD^d-YF-8&?2rU19`buU@f*)ydTmWOm}8T!cO6fDTc9P8M-SIdeXRz7Rs
zQ9L7~kt+UoJH>C4!y8~r{y{41Hw69vIkM$nur{x=U!Me5A#rf(%@<rv@;tIvxdLQ$
z%&+I!_SEH?^2b0NE?(&&n-bf@sF_vD56mUKXdg@R-f&LJfCb3s5v0ToY}AYgYb|kV
zWJ*1j30yGDt4dj7en{GVd$$oWozPF_IWf6sq@K9-F=;I7xF=N3M$1X_c9LVdaZzx!
zHyJXAK$b<J=T!$H!y-_BAATJiyw!5n0|f~TWx3a<ayu@{;cMt<U$`j1k@$j{m|-z~
z5QE-M`@jN^P`%RJm*2mOS)7I;%bxnK35U8atf{}GRc?Q<0HtC-e=V)G(1ga6az{~-
zu)&`EF|ca`KDT(cmt>O@m_u?sAnO`@_Y{}nE8{CS3T?6v9a~Rq#tIJNLz*Zi{H?6%
z<p=gmTAtJR6hy$ZJ&Aj-`h3CmV4f%sLd;QzF!e<hp$ESEfp}&A0mV3N-2QAB!8Iso
zzxrr2KI437pAx3neM^w}&T+<~B26^qslC|!Db&|u%)j9!zx&2ZmQbW%%nc;62fO}1
zQT8Fhh*CXtSaa8u+|e2|+DR4+K_ThK*aFW>T<KuSiEC08h&TMktop^#^#7_r1FrYi
zQ|jmQv~-}AWQD^Q05L<4TP(Fj7hKX5Uz8q1w{?o?nr!=!sd;t)7lzPB%^!;*1v5)x
z_^Ca4S4SyXMVxH9dDag$57lI^-tcc;BB%7iyUX&t?_uoy?G;iXZIe~i`yLY4pmGDH
zOP}h-#So6MY~oHWwMPS_f!ZzUtnpNWeK~kvTnFGjt)oK?90|Vi7Np95K%_Q>A}xSI
zzju4xVvw386O&tWYf7>23cf#lT8s>W%iO^JL`+I_)J9eHKMD6vLqPIh%kux?aN1e{
zqRZ9LQ-{-2eb3X1eH+_8C}Dkd&-!mEGJg$0F(rT&!q?D77&9O!tBaWRIwM-*0M|=J
z{j9~Nw#p#)kM_|XIL6u&tWBS}N93a4z-}($Y13SQiXwB~dqy`~+%}Z0ws?MDLl?C)
z>&Ak=RWcviS;is)mlxS;omZm@q&Ho%O*8W3)>AG!z8-DI!^7U#E>xOLLt185SaV%`
zj2_#-I$6LoF0)dHN$1K#C2xVvrUMf4yafJvDW6BJ!>rEcgDb<-)xzUnnw$Cx7>)+2
zc{5iHx8Ml&9wJ8Md090E$NQ>Y1~Grr4k1zy0lxCV-`pbxs(v_towLBw#E@nrqX-5H
z0Ls9$CSy@JNh#oW-v76w{ZD2iK>mWG9a|wl^S=-Rzy^ie@4^5-gaA(MROy8O6x;q=
z&#&KUi)uB$u^J(6o}r*@;)Zv$4<1E`-BoaYWp4Zyn*Mg+{0Lja5Iw>;xln?|#$#za
zvJ<4908BxvwBc6f)el)Trl0-ZbUJe^cl9{ZyeqrQWC=qESUAt4)P)0TUOfH-!t5s@
zw=zLwPJ-s2rV@=Y$cs`DdRlE<mfQ6QME1EM3Jui4QZJ_SJ7VA6?=OE%Mn<$`?do9q
zD-iA9KL01E%m2py<-ZG~e{N9UH?A`mvOxz<SG~;&7;6j?TZQ`(v+8I(t2+?auyk-+
z<<s}o^(_738J(4Xxon`&O{urt4DSmjDjGe5Vi9$tcU_{5>M%gg&O3Bb^`^wDX$w&D
zNmK>Jh?iI2e_HIIsjCOJ?XL-Xvq)k}E`fvOUruIu)0C$KKdbw|C)wxJFSra~+5w9w
zod_Fv*~xv=A^OVE1wrbcGx=|QDm9rH!LI-Bw&h=5Kl4|Ci{=ia#YCDyME-jI<p{@!
z&HZNjhr&WbXY)9uS@9W5=sTn}*<}K}>i?YLdCXO_2~NeU=X|`1Ih41BUo>fIvIE$|
z?}+w%&pgpaJzRSj<(P)Hxzn8<!I$j@pL;~+1=f^=snLI*^2)ad7A-8XFQ}(UW~P^a
z!M0QS>LBuOXV&SNd^)?BO6OjSL2QoNUO`D0OVHA4$_-bOP*u7cB^@|BemOeTuq$f2
zf><Le5t!E_j7+s`<C>{Zm-~jTUgEyA>aN|oWpeZWbHd0SG{lE=QW}e0ti<iW747u2
z2G;*<hJ)+)OYKtkBID{@qOu7qC;H>WGiX#Q0g!L?%2PrOcaF-;hY+pOJdIcG!cWgk
zhX+6sPW=>De>qN1)on03PuJaFc$3;zksDp&J(VUdQ?J}!?NwKpn9)VtWA|Du{c;Wn
z!8<;D_|NxD(p9lr+!QT(^F1+Qx=gotD<`yF;jP?WKCu-0Od$OUNWm(y%)-oz<t+Gl
zf;S_c1OEx{2i=y1EyJeiugAg|*2!ovy0QEjD1vtkv)09~b@%E<6+ShH$rbq#CjI5{
zEX5BYmwXlYjnoeW7e05zHFQq#b)OGMfE^67^A<YFb#ym5Nd9^V-6<R0`X|mNHf4dN
z9GjrQg1+;8vynCTGhU&%vqd&)iqeYZ*Aui=;-VC%f|O6Y=>N#P`)g|S|A#U3kI(-f
Dt;;vE

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-89-Neural Network Architecture Diagram.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-89-Neural Network Architecture Diagram.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..9f26db98a988f6a75172e0ae0dda9f5686dc1ae7
GIT binary patch
literal 56036
zcmeFa2|QKZ+dsTzDvHXK@hBCMlp$q08YIe;P{vASILVMP!zM{7MBz?x6f%>L*~zTY
z>=c=mIp-J;&e`X`j)oie{XEa_`Mvl1dH$dGee^k<_O|!h*SglVuJygX*R@yFPt+c0
zqvkP<V-Ou31kr&%5VZq30<C3YVrF7o%goHYZrxgz^_&~lv$C$|-ORzxDaeNs666yQ
z5Z=B=RCwEN5di@)`CYsB?vs_3MTs6%J|L~MM@Ckf)(G9Yb?er%uHUj@!xrhS0$Zj3
z+dtIT(5AKYnrpb}>9#>@Hqp^<qN7$pC?F>z-O>;A^M`H?Jp&^X^V)SRtl)yYjnEo8
zdipgC^o)!Q4B%>S@Oy}16XWKs`wlU2=$&WY=Ey1S7xr|m$l>gAu2YSK?J^gfZmeVB
z=Gnr_w_~TM*e-Edx&8774k{cus&-8MxQ3?wX#+!}GiQx0FJ8KAWo=`7&Dq7(&E4a=
z|IL6~fw%7jg+F*05gGNzqv&Vx35m~>l2cM&=H%wR$}cD^s;I20uBoki^R}tErL_(J
z>2rH;U;n_@Z-Ya_BgDz6>6zI%()<FgUvv=tk8Xj#e{^hBzczt>tzlrGXJDrFi*Ah@
z_|R`+VBEToY4agH=JSpm+ob*0avlzQnq9t5MCKHM>w;4w3-@-}-W^0**Oq$ruXXIk
zztywf9s9Fi?a+F9Ixu+jn;<kaw;=Y+m*pS$Y<zO+TOrJ6+EvXRVQ=Xz_rR=sJG<=G
z6O3C!`TYb-cVP)Zw%yYTqZV`DyQxrc1GABu)6a95pXVB>(Awu2ROra_JSyZfPK8LF
zkc+d?uD_l}{b=mhjSb8O(K6<i$;P9zvC2)d+ljZ*?I!G=M|`Pe>e1g)`<)mxjPB)Z
z#SOW%;U+q9RER&0Ei>rrk8{qy&c!2}v`mmdEet~GphCnVXk=K%G>g0~I-kN8ji)T;
zQ=xumxMEit6>1pHfV+!fL|#?U+&W99`AXhmJ^yI51gX|=<C#Nt+pmiFU*n}8L>Jc*
zf`;IwNB@4zzxL>%O#M~jtdf@2%#;r6r_qHk?ISw<8_qIeQ%_tHsvAcx8XR8t-rL90
zjCqypbghl1NvqD$`U5ZPjv3e6m8aCf4Y*|r0F9Vi^>|9cRb3miTQf_}r>V<+(|sr4
zV8?&);+FS5K@v}?&`o_qD)hA3m<r)ssSx?9uR@W;!@r&mC8^2TF9^zIEza3fp_(E3
zw0OByk3ZWb+$dKnT6z6>BKy5O*T|-(vyJA8Uff4_(^0y$#psJW)eM@qdj^Ytw9y{k
z9v~R9FZ?uz8f5Y;NDTT1KJ*bpEZNK54XMbcLPL^f22N!%R46o*jS77-L{k{kQsdSH
zi7kEDSWT%=_`BZF1wtVb(Zv=~K8l?@>$Q&xne(8Vip!gPxqn?LdI(&Z(?^9Cre7eZ
zjO<Lc{i)CnOf?mn89q-=$ZY>HBiS{@l*Q=plDw%9%6u;s%D&Z4g;Ya|HTw`0T#LVl
z9y?zEY*8e$>GupifW3*GJeiBls6|4<i*5USHp6eEn|$(73o4r9$x9kZNAtmTcluC^
zOhDeD=NWG+iAm(!v0JIoi%a!LkS&CZhwIoXk<xh3wi>5(_ayxbDwJhSg{C*DL1zDe
zQfXrRzo^)}e_OF9@jQe@M5W|B6|&q=i}(q;UiRhLb`Sr6e3TTLIkeHd{nL<q+XQF!
z%@)_RinnK+>y!IOfu;A_jNqn)G2L@-8<?M8yxxRo?a?x-TIfp4u;u#@P=ifUJo<_|
z$FI<_*rOkzZ!1oPRt`+s9g+qW+Wt;s;R`%8FY)S!O}!x7P@!$2x8X6~YgFi2biM?8
z4R&&ydmvICg<jZ|yaoxTLc)sd3$vkA=n$vgieaO3{b_8!%=6#<W;3dRiNxOSMV4AB
z6qn~>@Rn4Ms3<8?q4Q^eNpNST{%L%Y*N_uZx6q>%g9}FP3P#MC@S977T8cX`G|dTS
zP00A?I&&a~8PUYwr9z`kmGc^Ad5#L~<cKUDDuhoAoCIbIi9HK~fbGXk$FWKE&XK*{
zE0G%hP|6yGu}>Tgc-~cm^pNho`<&@3LibI3If=)zC7*NEuJ#Ase<FqsMF%*&==8EI
z2)NAc!|!|G%eMOmFV$P#8a0!z@|L!<DCe1VZQI=S<$(Tr-2x-FEgN6Q9#C4G&eYK%
zVyo(|JPVn7Eh#$^Cws@~Zoxvok}k7Z?@r=fejMop$4TA&-jBz&2F~SQeS;qBCuTk`
zv|oqu5pLs~T6C+-ik~-8ifKxlFYGK%I(g2=rKN$HgYW>+h<q>u=4|66nDjaoI`cb?
zb=ttBR)1rHh_wMj5+Hnhn(m?E_Iazcheyqr>jwzaXl}t?rNd`hE<hkFmbfSA4psCz
z9O7k40RD8b7Co(Pk0xxjrf*(p9ci}<NZ39*xr}ZDg7Sxm^!!b)FNeEqJ@JA*sjb+a
z_X&x;iWz^h5Qw6s%Eu>9_8miywxcNwddF56l`doZKY$Hr_~M`iFBPh-4TQ%eP{@te
zRwIdiG>Jr*pafU~KVw{!`eV?+!1v_U&+jhV0(=fDcG#?E*i;CJxg)9)HPd^IB2gkJ
zMrTbk5Af-8M$Jo@OMxp-uz%g*+FCV)o-{1603J6I_4b#)i<^Gt-{gA$7uZdl>1SWu
zauq$jb~HD0rCp7S(Z>*Rw;xw@aTT|U+|+V-YI#GZG2sH&webhoiUP@fN|(+P`A;;@
z;5Ny<8{y{Rkll2QTTDO-y52LFrAiD9<fu01Eom~gq<>4VwwHHuKtJNZbR9YEU8V@>
zDf?aL52yMoBct%f-no$}vig1k9k}3^PH0VNj7*n4s+BUT!b@B~d@b2Vl3%iEy$A8Y
z4h_LjREAq#6^Wzrdf6k#RE*Eo=v{I#293{;YoFp&Jsh`i5v&%Yuj1H5dqv3)Bt=IZ
zsZjhtW|sb|+>+*`d|b#uNx`)d+ZPi(2ipsEmaPgI<P(p^5kAtb<Db&JgH+efZ9#wZ
zJ;*=`?Nhdk?tU$_dGTtD-C{y<;e9oJ#{REw=x070AZrrcZguV;Cf(%2>s)5RN1nQK
z)Mt!N$!A-!{Tky+n;xyrVtNKDwfyJSJDuJP8#mxHo)tI9@q6?eg`BYAinw)XUJDYb
zOmu&6B0utYUrEmW#HyqBZm7Rc7tabt4;&$~Q~dY9)A~kef|F5H@8uBF2RR?_U7S5@
zrar{ztRhQ=!Z@nXv+IA@E6=q3Jl!W4p9?RneHP4*sJfzN#(`0Z#j)n<sX?6oz~?W^
zeC8@QcpB1E<D`A)$}uaK`2yt?UQl;U<1q|?3pM6^&3mHT=geN*aPE!wz&laYZJ{sE
zUZi{3^u}n<N+=3C)%1Nkby!W{b&i0Q-!xaTs=#VkP_W8x{^+XEL*47T%&S)}EmQl-
z3DN>FkaABRwZP!guFD+k-d!0hOy~;s&VVb*+dAg{xY5c)=XOQh%8eddXRyeA3)$zb
z%twX#_Gbz9@6kMbVjJpY<Qs}a5z#(Sm}n7rb^7idzJ1a+!n4kN5lCZynz`)&ve$+v
zdC%%F?liyQ<b}6m%4gPJY+ww%1$S`s&E1jJf=!BBveMhR^<};v;%D0WK<S2O=y~%f
zQ@0yRq8@Q_NMgDL>o`W=1(Wi+BH46YO~`*|G2hDNaY#ukp#xJUfNPo%-9L-pw`CyW
zI3wLeJy$(>JHSzw5-4CwdquR2EL?h?m-xjdzs|h<E6eexLE$R#VX8s~JQW#yVr>Ty
z;gP!AdsFkXeWBTE39sFaotpVol4cL@ZM3%>oX(Kc=~b@`7OF5AKiry;@r>7Fd)Y&}
z@wp=WWAz?8bZwFE-STMJcGpmTWX`ZS`q-3m{Hagq!9>Ut=kLrawcg#h`FQj9uJ3L1
zTQ&Yjku3ZiDiV?q6t!Z(CS(QLm5BDf)8cMAdnxG4ej)wH3su?ZN3!nC$Wfh*08&a1
zQXw@t$f6N9zzjf$If#gcwgt&9Gk4!TjX&(}m;L>_-*kUj#|u|^Xk9ur&ZQ4C<En+c
zXJ(~`R^6nXNze>?g}=1bq@my6T&^b=^*ZvpOLb^ae^YanZs&>F>Xrlp*LRx}-Gol3
z=!cnqP?=)5Ax%H7s4>KLAd8!T3LtZ&+T^1N;gxodeVj!PEhGnO-R%Z#1g0fItm%sz
zbE#0E?nv9D^_yN|a*B#ZUbxIohim!F$}(m#jzwsHFXrbXZFAAu*d#T0(@xPK(-#MX
zd#oCw$CByqG{6HH?l`1$H~L{jhY?2{6?$V#gelk0z`K57E&rw<c1`FnxVm8Fs*xkg
zNf*^8$tJbQddlX(7gLkkJxv$$A6VWKAYcOQZxo%?&#}Nij13&W*;iE0fATz`x-#>X
zvwk6`d8)nG3A%fp(_{=S3}UWbj~+<q>PJeA$kudN*4(cRN=N#<*I+u*-W99+-D^H+
zX1<@z2%<DeUmLBy9_(PjK5ZtV+LBkiMb0Bn%gxKlR{vze-a0$~W|ZgCiRsK)-xa{W
z2))UchtDW*B5QniLTSN`ZN!e6bvFDjplhasD?o>ebek1n&VNSB{PU)7xxRHlRLD7O
zR8@#cZUbDUFfkhyTq4qErn%*@%c~g1ggaNUdil}Q$5nQ9b*SF2Bn(!CRo%_owEL5o
zkS}9j(Y%+2B(5^2&qi21LU!VnthmFv&&9lH#+P3%B>6vWi`>fjpxrxerxWM+N9Cb4
zI&348qwNBG_u5@PKAGbFkk`Z&wztY@t)L^eCVpi^@{}-YUP@H=8*}kiO=`bv6H$`)
zdj8TS0dGzNDzqY)iDO;(zXQr-VyX~@1}~x6;q=bj4F`5A9WxR3mY_#?U_W?hmnel~
z3r%ZE_~wy5^rUqZ*qv*Mc^<76%pCqD`v58>leF2I-XD)1cuBHEO7_5sZvKf5*9Xaw
z7VBYrK>c(k!8wkpDA3Sw=-38#!)#Q!;s(RMcB0UU2&WzU)+Nvt-^*0<3~nlJf1mwC
zQG`(?P{8O$M`e-*!FZPc%rk}WVXk=jFis(du$`i!W&1*3U+|SH;gzolB!<M6@n#p<
z=_-1h@^A_W{dy&`^YxZGGNyg>%~cm~HXW3^q8?$aEz2!AFl5{=d+M;|7kR&i8_ed{
z@#%xnP+#tU4#()i-@d4sR1|-<>+<CT5Zlb)6!{84mZQX?J-qPLG0RtB5BnSZJ~;dA
z&o3+@nCCIZSt@?6+bA|bE@kvEYwZeP_an1s4!^OV^%no$B{817?w<5`6pS)2wWe=W
z+DDYAM5J0D>og`5#59RW)HO(N^Hr_UJ~&_G$v4KXIkkarPV;X6?np!^vg^c&&fWFy
zlDGHWF?em*@9ThRuK(-oe}C_9B8{(QN~DuzTY2(dUH>{$GNn-0pyQ<WvgbxEzlOjX
zZ<*6q5kZohPSdRvxBgC7{>=`ec86S1Pdn;0hkc|zII>s99C_n*)HUc}r$V~gYs-1Z
zX}OxN&qL<I#EDx<q6z#SWX1T7(ytXF6QQ5>4S96nLEK<Rn5c{uY#iHTKP{+fchW-P
zk^Roc@2xtXtoK#8h`4m%A9*P)GMFn9gUfD;@JaJuxWTcQ_ZVZ}5u#Es%{81$SG8iD
zL|2PYA@15L^vqCqQ{0Nc)1qdsZNbW4&ZMJw?ZkMmZ*JtvC%fYt2yg`C0qD38uYIEB
zDY?1$-ND4h5<lp{x9+d~SCy|BdC7wqhQ-8de|9$3JUe6<;5Er-Ha_P%j@KyLMCyA9
z6=dJ=$WW4B|MFNm@sIms+b@R16rBbf+huq#>J}B6Xo3SE3(}s~WQiu%N!Blx2yoG6
zQUDnq{f!Jo-H5Ce=Dbb2$Cc!E#yIee960s%Gx^0c_4z*__LGBMMYtb94f1p;IHo^x
zj0)Ws45WCfgRnJ7Y~_jy75`k?el2nT?l<%5DCVn@wQ2!jSQJH+qebPm!{i~{;4`@U
zu&+qLi=1Ndt9Ix9$U3t9eD-_``ct$Kg?=~aegzc@FqwKrg<|heA#c4wH7ca6k1TM~
z893WXZjl~t3wk}UiDdxwHnUmjXLF$nQu9ODxmL)bXoX|QWHyOJlT3Yh74d6o2A@zQ
ziaFFmXK2l`Ko7WLi}wE!<z{4a{z^{g&UbehETyyJVNYUOnX|=IBYGm0)_N*U*n^!M
zug!S~-xGHr5%J}AZo<NKtoxuD`t1RzlSU^_u9B65CTorLir_2lRzqSa!d-heWTrg#
zMR|R0M2ANsTz`}bl_k>+(6<;KB6QuIm3X%`v0XB6l)LcG1-eV3h4d+N89G0^CiFw7
zr>a|ggb4P5CE}M9c1Cf<pH%<j?b%1AFRPw-8qN>@Dat9{XSEAep!om@ghK4N{?QuL
z>|Q{qY{J`^s#nfi@|a7#ORm3tbzl7=IJKl?Ab1>;nMtLay=2~d4cW~p8X_)V(vy-!
z3evqrD^ySo=L_#@Hf4-+4_&aA^l+?an5nj#|JjQGQ7jL6MrUzIm&qqE&c<Azxvlp2
z%aEoo0^>S;DhaU~b8;zvO7~+>e<;dpIc&vuo$avY4mUP8sdcm$9}nMkTDo9bcqUW6
zcXxJHrSf(j-D_wDD%9*D@#?qMb(sPE!m?OiN|ubLLOlX-uR2*`f(dTO_<3l?6T?HE
z2C^-CY<+Ey)Y>EBCwOi--wfL#{ql31aL7$ZeH!*e|A{^AehpF@drf$a7i-_f?Wf?J
zJ)S^<opBo^mjzo10Gtl2qoGvd5=w<i|Did>bT#j(%>w0F`-owmwLxX_7o+ux1BNKF
zgboW}3Jy{s!Zsa5yl6y>J`Bton_i0rW;DV82()UWC+^=+Ebf-ILi~+wb+@lxl=NJj
z>*fEdjTEANvz)h!hhL|QCV}`y81HqYfAqtV#r-o!bGBsA1^8Xke(XNz7Y!{O_mU$#
zttFoTNs2XKocdC_2^mTffOiGZ{Pi6)DK)1@OMBFiaP^UkC&LS~`K>!c48+Uv{^c_@
zn1nbs<+3gA8VP6F{x~5f%%M17MNEP#atT=!dhE~k(lP-Tf+87~aRR>tc)gyZSh9gf
zWo54%sX=Mitjz2oyRX@cM*vq+K3_DrSb#Fc=h@0%sMIMe7ONkqvAA$AQrHSIs@+{C
zrm|n5u4y79;i^i<i;9lh-B|6IWcm>_$uO2{S=-FLNdfSX0LZ3n5~V_1W<rl$rKU$s
zUWD9mkJQTC`>w!>!F5|k1G4~*mAw6>tpCZapP)0^^9P1wZFN>P<&vw*ECMVKUxA%w
zhskRnP@$l#1BBD&97Oq0FO6r9_wO}+gWNniF(vMmMK=9fNXE2~9aFzpBO6;X)8isB
z_1hEHZH}}Xe|<nG24<Oe>m}g56#GX7)fc6w(>c=Jd=FQpqM6Zt^}VX76I5uW=2F-z
zby)h5L-kb1Z!=6Z!0V|BIK%6eM0xFs&YRUbb|~J%>VE)sz|vfSn`ZkdU*;>o6HTa~
z+z-F~=$SHhcI&PEVV}Ne_{LqtmYRxIJZ4`{>ORqOvEaq|Yxd5cER@SP?RyLJB%uOa
zu)J9_Yn2!s&p$W*Vrn|FUU(blZUco^jw1)im^u}v4{6r12Moe1#%$)^w&iGi-QRNG
zDFJ(7Es#!^xoFj>C!;qgNrcY-HdHe;$g$B&itt2iv+~|&Z0{8P$RmHJ?PyYEh52Se
z{mmIkv+3CnCEMc`k3K2vRkt`L9#|R5=5AD7w)REK*O!+I+bs*KzN6hsgyh{uNv)`M
zrcwRk#&lUNg}2|_2kw9QQlb}0XB5B?>ZH>nftvL!YMGwT+aNyq@tdMVuE}E?b7>BT
zUSH*dThIhPXhv$)z>9cE6CS4+HlGF2vX#?X@@S@@SlrtFJLm6gyT^Ex?(}uK_Mq?|
zoZJ$1`;(vhfAVjMP@*a@uiA3l%p4lIV>>2spQu9)G2Z~#K0pIapU`DC<zYUU`14U(
zB@ayfP(-)Wa0_r|LnGjF^rTS~@;VT(tKd>j7ULgj8U~S_h3xB-K@`?qgPtMU0cKsz
zm8;I(5>bbFVSIHya)*-+|0~FDlD>}LN*IHyLUjj`3;FPZEdGM0(N@AJqIx}$5|9Z5
zv58|V`^mMl7z1wijxz9vNgn8Fj<YIjEJ$(AQVUa|^M++vfUL(%EX;vPb4cz%kJS9e
zAHUIMR{Mt>=PwY$e6WvVsn=w8CF;Zp*TUi=6Bl{jPtxn&)HdZPP23hLV*a}0ED^U*
z&kh)eQ?w-3^%rS+)kCJ+Vh8sPk`K)^pm#~g=r$|4B#%U!k;8{DJ7Xl?Y*}-1-zD*D
zB);!M>7}_r1L{&gFBO|A6J8iXJ&b74Q-5`Tep9)rduXj8vLmOF*ZGKY3%f$WW;?p$
z45*KJUQ}r5>5}@b=z)wO^eh`tS3_j6W|E<1h3@YLCH4--DuD6%0~32SaPY3q%dx7*
zuHQScAB&5`y>tD;1aMd)GhUUP82^#vKN{zA%1BR5sQr9h2uppHxneO<C@Efi=!VIb
z-mp)1_8xtl9lH2!>Cq~*j-PG-t5&Le4qyY|hY_D!HPat3GB_b{70Qf$GW_M3Y`vh(
z!mE^I_5HV+Y^C_?5;OwDijSdLCd5)^o7j&2zS1B4<Bp;rG1_^DqGP!JQnRcoiKj`Q
zGP@e*?x<YWl~&J}OC0oCQmD8TJr&9zqA7uZtm4dk^*Bx9#*KsaihXQ8vwrg@&PMNy
z>d#<l!gzY*%AdWuz2HLM$?vYa)rGzlzuo0&!@TVvtk}n%39eL+A<~1+CuBYg$G*Dn
zBoaUXT2*rE6J*1m&Nthz?a4ltzLWR%SqvNd{Or_Ik|jtkO=v6t*BEbJG$LrTlV$C|
zRa`H+FfWqHj$!xhy5pM%87`y^wfQJD=3<oh^U8__we7fb_U0pDBRe%IJK;Y^Tl{%S
zDrru$$=-$c*iB-)>eS2R2iwIXg?$V@w~5|^2ae;Z&=|iXm{sl384`ip<j1aRbz$wD
zDw)ni)Cn@F%AUTyEJ8QCtTysb<rmQWR45%NgAxFis0QQwH0BzRU{XSZMAdOxqAFwL
zYgUo$bHEOtv!+qRj@OgO5v9yXIUcpJ89+qy6p&@GKLpaCF15(bymo_k7q^4!R4c+G
z!+j5QvLl*VchRFwwIE>?;~0%1M_6#f_{30<uTn_)PP_7W1#kmwCtic6dg*|tc7#$G
zB{DKspGb}DGhyV^JGD1q;)F(5K!E_rY|M*Z*J;wB@Xg?jL<qHrM%#mF;3kfhy0o6^
zymMu#?QA75irbFisL(mkFn4SInX-L=78kJq0^8LhcWoWN@aC^b0j|v4US~e|kEH~4
zR%`Y(a3|e=x|2f8_uyS)lANb5zmTORz1gHduos>Wh__D){Z#0%@wi0LN*7?-`d?{V
z=daq{wXV<iAew%~yeeEa&%%vN3?!>wf$USld5x~f@SDs#Rw}oS3{)8ImO$A7@?cqJ
zE~oP^{1}>ai!D^BE)2NrPy2zuYI$~stBm`Jo9c%T%g}KAif~h+;o!U6e;^G3Mjkrv
zj#Z7a$a@vS`t4<OyG!iB$h{=tO%24ZY>+SH03L;{8KB7Z2JL-8+Pl8XjyYNo?vSuZ
zpbY@ZOyb{^4moDH!&TSWLeasOrEOm-FfDRg6hjU=t+!Dz*S~rN5-qBoFer{aSH~|=
zx}J<~C}j3~F$qtkHw}cID^>x^=S>|DRZS}bllI-G2WoM!cfbPc3h*p+Ap^&P(Iefh
zSa8kYWiWl6UfGy^3l)p84LLr`np3}n<ejON-Z7HZ&l}vbNfyk)^PvG(HlsC5SGJOg
z=hS;ARPMS;a;=(N72(iza0Le4u9eg-PYIGL#TJH|l_1+n4Zrm%ns{8@aW1<m@l)(;
zCrp2elA|LPVm(R9cdYO5ssIon@@!4_;$YB0kxzT-6LHH_bsAK-^m$G7|IpCrcv8qn
zyTt83WS!!i&o|tV7PnoxMKPb`nc0EiDSF}~{lv60!A8P6Nae7Vef~A0Rf=y^-|flx
z87Qejv=3eoOag(zmbB=GOt~1(s)cWNn1e+(51$g}UKFrUQGX9J)sZC{O7t?+d+RsY
zD&!Va=k6Y1cddPkRx)~L!9q6L6Gl{Mn;bc1*>Y*`mmHzzM=DVyZnW`|OwZtz-4N{q
zeU`}u*q&a{HTS{~wL626!L-{H@9&b1QE7F+Zw93}$DGFRVH*s(Nk_?G9FHvB!R4B(
z_lBl+_Fj9AWA{Gv+q~8b*ScpW@q}=(sQcbDAfwT|AD^*45*8VA6bL{|c(46d#D3RD
z1ek<<?`*uR{i|=oD(~1cEpDhcI>F+^`p;8U@MlD_pmB%Sk>o1ly*e8D*j6{6!%K3t
zqgTuRTUU9{eoBr7f~!QaVXgXi_1_Q}v&cT?7_Kq;UCV5x6&hjG1j5F6tYR^I^0%GM
zgr@Whi6wpfXN<wf9J(9Fn;OfVOJojGlDACnAT>Fk_+yT9kyG8$4ds{K-OdhVEMxaS
z7C=-<6zle{yK@lzs2#0PM~P8VAGB%52404vnRxcnQ`&k1dmP}N(@yFy%whvpnryO^
z7ki)J;hMg;gEdj?j8$5kLA&F54H-7g^L?+?TpFx8Nn!5D`yIP>XCF&m_Z_O{Qeose
z{7+QcEwv#r*xjx@;{H9C-z8ejuRo%FuLG~2DaU-97>PAS+Mj~6uLE?FBqG~l@<}VP
zaQbsOgV3QYIikEjSvFRZP_)PIx%ih(t-<6x)g6>Zw7kGnz1&yeG2&*V7Pd$NPU;;T
zj3PXh6Tw^LgDNgbM9%!<;cx1V3$8Ji3GF+cW33nyUv4%O6Itu8^n|X~xG;MD0m3Pi
z2#kvnN13-L#(6Qc_<;rLMmIvvCpC@@2-GdugIb#E>q-8ZvN(Ybl37-`hE=rK&EDg>
zroL=49dci=zR{8Jz_}j}lzqsLl2&<GaDzX2`wjQ-GZ#-~hDfKgUy%5y<FB+2Om)?>
zaD{Rr<&R+@s|T}3KjS{sj9K#5@@9eG1u&<;4dwQriqM2?4G!0VL!WN+Of{|sn{&S~
zY&tQcWPfC%iAh!1k<B+lWVf8w-3!sjaj9Uw>5z1<M^V;uQ=z%9xEenK$0^j*UK1+R
z9SL#`%1`_sp|l#KNjWD8b~Q=;Nraac;+k38JicmJglP<uj2wK{*s3Fzvp?<*zZqLe
z)7h<<OQ|MunNMvtwC0@4)faZLPgXL*lCG6^@kP~`?+Vgk9}ecqokcVspWdcawXS_%
ztrF23Fe@zVr@-9(sX=hap;t=|1Vk)taL`s;uZav7$yi9k75*)_p`Til1A+b;7k*EV
z%L+5aYa3oMNPcAUww`rjyXcJ$JBI0-V00HBtSJiae8Mw)#V)?fSWU9{iK|@4ibjCy
zKV8*8so56oiOM(@W*hC2IA-m(&9v$zqe|Q+Q=Lledh1=5*Suuyl+4Og&35bGb?)AB
zcCA?wFT@t{6$WOrl?v@!gcm2f`_;)}TI%_?f11<}sY@DHTT6N;+|!Bp#dX=f#OS_{
z%$~m`cgN4ZR@UkG!LXUD)>$DX?1Yhtnpq>Gy|#|+cRki@95Ok`JBCSJIo38}8e=LK
zJ-dUHl;dq@d3Y2;A})C-?f)ne?#}g@X<biPtx}s#Wft4eD<96rJbt^KZ~2FJH+xq(
zh}V4<`0D#6iw{LdlU?SA4aWnEj_;`A29!}Im`ao<0q;Yf2Wpyz8m}_;bSWM$iBdx3
z&4u*#5~H;*#kVx=*RL;>J)pt<2xT&Gz0nk1p_nq^!)rZd`hH3y`_|mS?M%XYx-x~J
z6z)fz;{7K=4+}xzm&`G1=-Iu-Xh<wx_A)4~`oQ~do=m>_-LUDSXXL30vCnma1Q}DQ
zKp$z+kt%-6MVstG^kmK0mBG(NsE@u%-Lt^9?<WP~M(=emY&Lo!`o$tHOMsHFGX&6n
zY#JPC@rU*q>fiUdIALCcb@aKBA7`cO!l`HS2*6lXA-cZ$`2!nd5S%1>dPf$V1re>t
zPnaH2A&Xa70IYFs&U2UQ<Mh<Hp3>q|W?y%GM4JU(n7BrZ5lWE~`U-f`K_Aq9VXy$!
zPRzt8Ke{#qfRDARft@;XC<>mb2JnN!(Dqe4h@ju$7HH*t>z<CS1z6t?H7Pxcp81ZR
zR+x(>z`j)I&*PwvQ5B|hz**)BOGJ`FX(14p##xr+Y8Sb8WOW+w%K%T!MlL*jWohz6
z=QVns&bE7ofL&OZWuCQ_#0;J$X@Zn-(Bk#cR#}Ae;CCR_*{$ZDL@c5)0LpKOs42N2
zgFzf0dLR}os}`Gp<>;dWA_PCC_0*EXOHmX&2t__{dI2;UZUn?H0;2OiEBNqn;U{Cj
z##8MokwzLl+LTmK9MWWRcEBaS!1~T53I7O@mR2muuw9CbV9+F)$AAloHw4Wj_JTHu
zg@}z=FpcLXWaL`RliOf|l{_H#01a%%gTQiFGVcc(A9@~yIsbdj|L64MP!w8ex7{Y+
zT<hb@$$718?ZjPg%3s%v5OvtS=!tvM4b8NVI~S}Q(3pA?I;TD(H?v1Z!&i(RnC#uy
zwK;^n4e8@j_It=fU#&c&>KM3C;vt;ZERH78rag+12oH$%PAv4xBR3<)*3Iz@NnB@g
zVFvTJ@II~FsYeK8tRDC_qeo{!+;P}=Zh^qg4ZnG9gPmCffcmMVC&fy~)pP;)2IGyi
z_{E+1CZJq;04mPJqZcI8x<_9tiBcg^Ml{70p!7yNb1HPU`E%4BKQ&Inn~a7n@BptH
z6*2{Z?IF3#X}0Le^~K;`DL`pQ3stJ$_5u?#Eb1(n%D}Xr;!BMD$*ay7I+txuDp>M3
zrno8?1lQdZPt-Sw<V=e`H2FcPJyIGv#hIAH_odH=4#at^U|wYbAse)=&v>w}@B=AH
zgs1Nuo&|}&VVUX<MosDf$+K=#p+{MVvy@4Vz^P2a3#8Eb=ttz;$=^f%<!P_DYAQRn
z=aVC(*nvL^uAkBz153cKb>YANO+N^?n;?gMgn-s$;2{n3q6cc(@bwsGBFm&y`{{lI
z!W_jB_>;q$<3_#t0h+sz_kzsiJbPkBa`)3G<1Hgzq#s$pP!*~95$s$;rUk;4AAla(
zf}R)!uWq0S86~?wLZqAu!6-5Y_RNk6Yw;k$^&rSE3lQ?Mm}*5&JT=9UCG1(?hP`li
zEkI7}mG-pk4LAba0pFgAx=9>Y5jM2Ql8Mphv&~2M#dqfOgTT?#@}68%QMacB_c!-T
z-U?$ZFyY;k(fI6(_L02|RvDgBv{wIY=p#?@9>azarT<uB5WcULSjRJ)Tm8>0D=p)-
zB)SvLRsQZ8{}OVv>(yCcVqaY7?pOQzNmePVA|!s+H|8!>=3RTRpJHNE_PgU=gS{V^
zwTejf`$OdlFkF!?o34rk920pmn9MbX1?`H#-)IVigRQiRm02S)L*nc2BG;2B(_&L#
zMT<?LrDy>H?==Anq@O>6$kWV=r30i|)}!W#pnx!Uu6WZ$mtXod$XoXe`A|d|fm7f<
zp<6G|zi&j7T6ntIyd(t!Dxd#Bzx(8&DSm(di6aF~>QB5_Ty!>%GX5d9cwhwX$Z}oE
zC@wvDzPpz>aQXvm-YVRZQ8LsQ=(M5g-1l1BS$2|P7blo|=Rg#Yfyl)uP7WPxAJqFb
zR-C{4zfyas<=O-Iso&VM^Uh0!-zH_*C!3vL*?DE%#s^p38LkI`<j3#Fgd%eFr2f}F
z0?l3=Y39bmeFyt|U&{Yc%Pi9MT<deN@i&XtXE(_zn_L6vFF{m4v{!C4_NUdE^Ap@E
z+R?XVgEh^x8?=chQv*G=Frbc@N37Ik#Qu4MKnc_Tp5fS1zE^z~R0pY5TH4nL>vcJD
zKgsie(J7xs6to!q8DP;r&BfHBT8e2%LG;F@k{8*Vw0Ej)C=H?ecs=@#MMTK{!eJB>
zdLUwm3Vp{Rx2)rrqXn+FSKV5Ea!0G&0w$ytH<02EBPCbiXd_Ei8va`Pa2eYj{@A6n
z2U8&8*lMoIKA<JDXrfJpu!|OpWL&>0k60?)UgSomLhT@u0anI`&U2oar$XRGE8IIo
zmd+_CiISEC*Hf}6hy^iz(dd6~{?8TW@I;plvxf?qWal@37Y&(hj1~Lbdh*>H`U9ip
zCcX9TJV#49*a|Q0$L{KR!#f2ilTE4u6XPHX+N#42<9Tt@+q2H;6yOe-qlk;9O*4z3
z>}EDb1hdM450Q7K@*_qRLTgIPRr)B5_NpJ_M#P@wOVh%BCHiXYqywK7#itz}Isq0=
z^WW&(ZV7#-4}X7$RecsDahUeL2RlT-lAnOtJJUW$V=+A`e_f0fJf*)jfJ9w`Z)$re
z*&lRi6ug)*v@^YRIr={G$(qQ%5?=oe+&=viZbz+z+g$%9+`jq?ZpZ%@aJ#W}6~Yen
zM@?!@!*c*b9FaBRE$jx!WvN)Z*0y`{bO{<LP9FV1B0F>SI{dqM++pKTk$DbLz3OhN
z&8w(q5{gp0O<%ucsDJe2Dl_kEa$1}aGa(i|aHbJQSR;k(%yG7#7xw|HVwMDok_MnT
zaF-SAz32sQS$i@B6nZBf*$A%#3s-hL+{0i&*0R@A1-Vv#k`59O%num5ZJ^cwP!%^(
z74Y<K>uwSq4;A7tY0+h3CkrDW26<`;80Ob&ainN;FEas4VdaxYAT=sf)i%RP=MUH^
zG(a#zzvKxe9U=p$a=0cKu(q3EqFkxk|BCe90=!MJ*=BB22MMEoHg@Of^Ov?%ZUj}t
zA(%I0#YF}BSN5B112a!@`_E^C<zlW+=2)XDYLAyaA@WY|x?FxU?l*Q#$Dd2@?|VPM
zRlXfxwiGA>#Ekn3V%`Z5^D*m;_cwxMXbAW&dZ0(Peu0t;3?Pyg^RAl4XPY~tRQ%L<
z<K=z@$vR6x^7ysiK{A;4`T!n!E(OW0v>>^YRgLp<uCVxuxHwJDL=Ob>m%1sAFomJX
zbA!-U0tz{1W`&g2B7x>a^9=-%Ux&9Ox@>oO?a*<c@eK{W%h54ci;*M|g=lo;gQ-$G
zA9U(-@Kr|(2mpD;G#Fn25A7_yUJ}@YBKywRFOYO74EU_e&#@JO$`ydXu>D)GT)zq|
zyIB0kOJL1^dkGY91(v=;ry4!;)e<ag7%;WLd<jqL!!AsM!EDd_)bJ}k{;z&Bf22aW
zS>ymEWe|;6AvWf>%VY>`<uPtL0&u-cmLhH3cm0Z#M()H9KjuMpw8b!!Usw=mP&(#>
zix^yC)r(zV8wPwJg*LnEE78+}Aa0siXbYTGc?3}OsLmn**Q>t#z+|!JIxoPYk4RRC
ze-TWfLdNJ`8A3gU*_jG0B6&|Kq0iw4g=T~-MbcaT?__Ito;!JFD*gSgG08_f7$Pxl
zwjUG<#Gv!xI(eS<<efgC*|_f@bpyARSXS?UMI^g7+cm9?<nXXve;zu;y2pLkd}3LP
zh7P5lonGC7SKJv&I!TrR!C5C70jW1@*m4*<%?2zR$BJ++Kj2C#IkxIn|9<oaOXSFp
zJ~be<&FCRP8^F@?ki}LUw8$#4RvKqw?TIyZhfV4>*L`p}I@Yt5kzWA+3OLq3bqd#%
zSXQ*Xn)JFJ+u3vHDTk@gSe(Qhf4=4%JmxKf__bl@df|$kB(TU~fVThJDm9EH@~s+*
zEbo5QhBB;ETILyU>pvh-bL|aRR&?7$w@J3~dFQ4i<275I)&_X9=ZQKFxd)a9TWB|x
z97%l#dot!asjkV*<lOf~!6<jRiC}8WnA=Uv+(V5_?z%rW$Y)r$aW4v8>KVG+JoL25
z@iCcJEA;R$+m^9s)zHdYF;9pSLC*Z$Yeu=-+N&QnYtXIZJGss>tii}?nI#y>5Lr()
z_mbcY4X)sq3LW9R7j)G{%ET{u?n^W6RbjytX+MY`aU9_b&Pyv9F}Qqx&oTCs_~aEr
zVm=^@XWGrIqti@{EBEoNr3>HtX<jGedhPPwY4UtM67lc$&S-+;DX{K!*ju<E#UucA
zXEOQw@ONa*PQ1=BIcpmk#qp?r+kwRORo7w}uj?#-tSNhqq{`cl*BoycV@h-eYvi|U
zCZ&95Jel?OZE&V5{2#ljx-0)(wEnNVDh^Omm1&_%y4x$c2f^@nUR`_joZZV~26yy_
zUxV0(kf*c>0Gti^6hMWNwIEkcBNWJs=$E6W_jbUve0){os^bRc^J<QNxfAvOx0W7p
zRd$mN2o5g__IC;A%iR7{JBjWpuO%$tBS_a~Z@1V5RrhT;xTnFvDu14z$n3AW8EL{z
zaxM`k^NF5oysH;j=BN76!Oj+Z@1B}jPaUt=l6clKj3xJC#B1fyBMtZloBw6b{zsWJ
z`Vdg^pF&DPO48xk3|F~YP!4mN3?P)bA$rjeykkf!PTaLNk@jXXV`w+&F;aOA0O(D4
zgP^Y^JP59;dzK%NWU3)W(a^qQAog0X2O=tZ&I^E$tKI_c{o9jS-gdLatas0KoXnPH
zsy%t{a!F++4kGVMw2RWWanY#Ve%w_ZJEu;<rvYTSA8BZJiHvaReTQK^E*W>`a+O1z
zUaKO@Y{KH*X)Zuq<>voHAD01c3@`Qj-+1sx`sIHh9&~J%Cr6+;0RoQ*MOrg!3dZ>n
zO>7W6`nHw|+2a4?Vg&MUfQy#QiT3J&zUivtKS`Tk<jvoFqZF6>8#mVe4^m)-KiYa7
zZcwoxWTO5iVV9Bo=>0czuW}O=8f*saa=8~km1NN(3-W?(H%aONSt9vaevV87jbdDO
z5%w<^-QC+TUt1OZA+Ns1bA#Tt!i|ZoIS<{>UaWY5(7#!5%L2A|a}E?|W3^1E5aT2q
z;GqM;8{9B<W*$H}!2i!!v35r62?T`wy6;g`NF_QSVFjrNmKDNbd(G6i5+5nJ9)w9c
z&bayMRvf`Xilpo1nF!a@HUYXZ4_AQV$`)A_N5Z!pdkitvOs}tSFK?3KDQ=sC$50N}
z%s+r9d|P@#7Qzbp#WI=20>3HOp+aWg;c39lwmDB+HqBr81ijT_jfiFJu4~SI2cU{)
zA{F}iaCAjn8L=&DN5ETFv(wynd_UaubyjJ`x7r<rt6okZ1vun}&Dk3&FiAP1!@7Mo
zMXt(7`=u)9T49^D^L_(t5o2gV>@YkvoCf!lSrD?MNMNNF*^>j@517|SxF)z{C*Gc(
zTP~U?>2E|!%MsPC{fj0C$=CV?L5XZRUtYRldw9tUF8v)3Z^wtVg!!3={YZI4FQq(a
z@GPTVmL%UNq0Do<<yqma$zvW7e)+FF)Q_|z_mxT^9Gy~#x12qh=MBPD?L`klM{b~e
z3&2#wMbEVB>O`=aJi#qDBeB)P@4{*D`9YE;7>DI%0k}{{3oa!C%QW|Gm@~pSb(yW5
za`81KR)t%#%(7HS^~<8cZW<%{pHnzn{|yS~pPsV%CW(+jQ17_Pb~X5F{(cp1qGW5%
z;Khb^5s`EK!t=4MXtHPy-0-LmM_!|Y98?ty=BkA&Jmo3tVkH1|vmKD&4_6=4eQGpy
zTX7qhv;R|#MEA@{34U}geo?lGcv@?qZ2NxeH8Dv~=3~;z$p?w~)$P1ztYTaa(A7pc
zNq76RS<|P}l7+uR;2+7tL7lro(hq9FhKycX&qZI`e#(C^>&;Hh$-sMlq1rRkrtk<J
zWE5%q$p1YV#kI>bia~Qh{|UAE4^<NUPg0xz@VwZ{3oz7yi2zGP^3{F#Gw=h)N&(#R
z0%_uKyLc*8EQJJL|ND&Q8vZnw;@s%YH|xZu_X#>2lXyUwsF+}Jx0W!raXfJVlyJ_W
zOJMwh(Iqv=YkX0|w<s!56=L6cg|6da*7;D1F@@2c3jGbMZqgu=tPmtd<KJj3_^OH&
zyf3K#*QP%S*xC*q$~sK<sDkIq!5<_z$h*@2H9u`m*Q+ysU>D%VOY1?Y_1wb8*!P83
zLE{-~Su#M7TPOWvNwEE}B7H5Zd@FP#iG8`}&vMUV{>xergT9$Ut1YosHIiD+x{a(V
zT-kM{CjUT|FFd)X6*t-o-Y_vQH9taNM^ugTDPE$;4GccjhAigv1wh-EhfC%_?bU-f
zK;}O5H%voXy$>L5-Y8*_G7;qRbC^|JF+P>F54hnhbt>cnN^E4*RwSh|Wv-P0Z7glp
zwKDHy>I#;K9VaS5UZMXQx#=gCrs3)S+?6!=YE%2YRn$RyMxcG7JmuCm0BuERn<uS0
z@%vI>TG&agTzKx%QjvDBV>c^$;4y$h-@%d{Z@%p5Gzpe}=6@76VV4S<K1k$SaA5oZ
zg?SUKoJnM|8X{Na)6_l5@jD$p%Rs~3dHj#we+3|ECmubdjRTJRHm)X=q>)#@z>x(a
z=WSBN%+#Q+`ob8zB}gjXd~6Cp4`>mT-2n=p553~PqExY*?|i5O?%~L!{k;Y6fg)4F
zmyFgN$#{jR3tP@z6u4#%I<anlA)xBP5FiXdsITU$3oJge8l^Z5IpGKoFxY8P3)(w_
z7GP|*w+~X*;c4&n@sRKaYBpA1f)xd_R-A6|(#nJzVqj1ywFwS(Ijv{Ew>f(%Fi>h@
zE2&v-;JWFQnMV#bJ1yBkbN?}oT0zWb7|0L*?srLA#ZTV(S8<kH{2s%?w*V_GZy2>g
zGBX3NM68qS*eZc_%}G%v7}fy$wH9&v_U^vAt>3@icx+`=S3>i5mfHGm<{ADEX!F+X
zIZakAf<1KMySOwrR6Z!czkpXf)+6+F=sd3rc3}>+uqDeq`FUyQ+t@*{)~-;f?8=*5
zP8&vgziG~1-G^()LHvv-mch26zSr}eb?h2Gt61rc7oAiOW@%=c{8=}`C9Permu5PJ
z_P?I_G|7f9{OpjMLQwA8vwabqyUKgM%MHUTv|(zoqM#&^Vcsx4B6F2){xX<mSSRPz
z3N$sU*20`FBb;pLba(w;BO;Ab(1<_ZeUCnRW?`u~MSJjPaY{<~+?jq%j8S>${EqAB
zMPRm1qs3OubtnFqnV*q|!0P$jp9iL~IpC7A__5z2{$$RX1>@m2`a~Uy#~I*ujmI!6
zV{F-9d(qInbC;sPcW`6!@?aA^P;R&4@XyOuFA|s#(plh;I)FoRwE%C!{CYCi5z`j!
zu(%PvKkj~96wHkhG9NFV-F3x^nYY$dmvKSjPCgM8d{wePR*Ip0%Yf>Lc5eI)Y4q2K
z6O`h9?82sTG{F@|w)IuylL$dNiS?AVvsjX%1tO<DI}rj8sRQo19OT7`snD2prsAR-
z*i=oV9qt*2!F!Y)We0)wgqo=kGX~UPB-6jRz`0o)8qwNzJY3lM+}rCLoi;cWWft~d
zZnEdrVQfEki+O$JS$)6Uf&O<{(PRlw+QDmMgkkdY@Z43;{dRpS+#|ZpS6Sq5BDkz4
zh{Q;lc<Y6ROGLvkZmh$$hich{_b)kV4vZ^H3{}ybQz?gnfAX`SFLg9O_m{$}za*M+
zl8X0uuUT5Ama@kc@QPB)9w81;%XI^b6ayzV^ePKZA0B%b^&@?}vhXU$AP+Uq1j_L7
zJiuRTv7e8xQUSq2-Me&fssNlC?UE=*R-aL@Sf@{0jQ)~aTCvJ4<(ANYms`sFm0LR9
zOw#>ItLVBI;4x7XIxqSFJhlpckAG?uODi-9_drv;)X5)CBHX9l)C~xhh=zG6G736%
zIY?za{6?aY3U$Ji^^K;N2fcs3ZOJT{2ERE)dtuD|3l);3h4dzfW>g?pFlz?q6J3{?
z=_=}I^(yx}Y3$U+3Sy@|`^60)G>ua?)B4Ma-<SSn73(hpRdoAla{fS2KOS$0TD}Q}
z;n(w|Ra-@wuh`fk%RunYcap?sem_lJX_q5w<+ktYr_z-VZIQz!kUTXSGOGB@W9%_o
z#yQV%klGSC>8A3>C2EqEGFnrbvz)(4D21fJK+3+Qim|07GGpjbi=dilzk0vPBUbPY
zGMwyx&2ajoP}B7bWH7lv%5!1K5*eR8AjT6j)^Z1F%BTv__o9Dbs=ObVionj|xTp#O
z!ynN*&d_=GQoW;f0@<33In21KI>ATIMEB1;XG6J=$e(#lTAGucAR5YnSt<?QXFj2)
z(<|<IcS&T!<9YAAfP?v6{aX}TQwZM%mBTu6AK|Z`K;gQk$-az_613#zZv!;CPiE*p
z@(Xnp>+AF$iS29DAT^R&!zEXmWE>vrW%a`(-F_7Y{*UE4nI(I0GssTxj^LMWunAlX
ze%0~sq$sl>AqUZT6^e}E7UV`j_O#cE{J;)H`3z5Eez9AtjqmD8>(pfgoY=3u_{3-Q
zR$Auo-Ncrv!0(Zr3CBwNQgZKRaMyKG9$nNBG1RSeJjK5Ky3saaQV$bjOdEPUl!R}(
zxW>j&YyT@&l-xX803Q4ZCbcjeY*1KCdS~N?!6+H+Qtpsey?JEnzO?FKbM%5Ic$Yf~
zQAaTW4*}-&!j9x`7hWo1-jMnM73F3zPfxa<^f>@{o)|o$3IN-JKIesy%iQX3@_m>|
ziJn>28DFgPrIL>h4euGc#jAa~-}OMoglK;#dA<`KU?*lJ0^YZnRpcA)&vU8W7}7gR
z66Nt%Q}3KNQ{?m`F^_7-rbjKb`wD?e+~EO_t%avu1m5os<y-M=C2R<4Y7hXw`{<go
zht*r+9|eR>+GY76yFR=7<-POf{wl}4yT+{1<-C8*n6q5z0NDZXZi?8qKjk=Oz1s^v
zKz5{^%p&_Ca)w<K{gR!Xoe7&vm8;{$Kl&bdxLaDL-qAwm0&vpn*-05>fTAt9yBD_W
zy|1VvF6+eeHyC2knRfY?g%=%8hkkKl@3%N{;U4X(dBwv7ooby8Up_b{4B_`rzAwIb
zu2JCLV6oxE17a=W^&L0K3<m0tcuuo`uqlfN#7e|_4^9lONjuX?zSz>|aV5Uskw`?}
zWxchPDV1zGmKNHZJ~*M+KrsPxGW^MK0z{0_2md%LB)_~XMtV&?G9yJ^v+~j2?<1Qt
zKXdH87y26C{3)LE+TNEcryIO>5iymzC%D5BOgm~Nm>kxtZ}-;1EH@JGT|xWQKAo9=
zW<cs#ud_QcU;K9BAALg5XjlBp$Nk6RFKzgmz$4x9{%OC%*2-N&9&*#Jndm+(Z$Q!k
znc||~5O~P96?iBfwdCY)=P$au{n_2t4VINuXp0NwV7i>-o^PI)&sDFx>7?K+HzOog
z4F)>oL~mK3XD^P<CfYpCZ_l%1(!#>yJMPq|w*`&v_fy+?S8eOCsYP&Juv7h60uu4e
zw8Qvaic*D!Rp5JQ+bsdBFAbf(<2DjE7ul<%7I>Yr$UIm?JoE+mFaRS_ngFkOfO4TU
zG=}Y~)61@v(HP5=23e-xGuRey_@FA<rs!30-@UsW`54QCyt7<SXHmB;rlp51NK$CB
zfl!-ZWmrrnR|Ws_vlk`1tLXb`8bAyr+$=A7yLd{ayoPnWMrJ(Pr%AaoA~sRY0ehYl
z0C>zjAOgBE1>Q8!ThXo*hOPJQJL6xBdCU@HUeW}%+UV*qE^Un`?tDC(R@WbL>WX$}
zN=yN7{{&yd%AV31_&6C}p!1{4k7->7QOu<??FMsI8+1(Da=+rIs}wF~*O-2~s4~r7
ztK?EGcS<VRDW_E|lVc3M5jS+H2}dx8NvTIHiLA&iI|)Em4}zB{635SfImnx|$}K*&
z=@KA*`~x3s*QX`RUwo@D%Eb?@2(hVLWnPoz9oWZ1Szly?u!6;jOFb{pVZh4mgemHi
z&sMnMT_W650>Gm|SnntfHTnu{8Gl>0uF6Qd<9-|O8+8e6X*VY&!81@oSu?0trIIF#
z*)LfV_AeLI9E?Upl*&pN!1XO!^p=->oXtj?NR{o)YPrx&_6uhwt3waY?95%&Tzq?F
zfm2R#VwQ4IJ}JQ7Ms~0&`s`#QmR_gEK_(<m|4>vPQ{L0FwwOLa>3uFNZ@JQ?k9j(@
zcpjf{_-gfhr875VUfDYny#}&J%5an+kIIhb^*p*I(g81o$Il%q?;Nt8eeqo&eSG@Q
zT`JS^24~xiLdP@uZlE_0du~&`8>18py+*{NR*Z~tx?-S&Vv+GA724QEnyZZ7QIoO1
z^tq|}6?)mjRhhl__r-iMO6)j(Deu;?nnBfCp}th<Q=hcXL<WhaZlqQ8odTN(d+QrE
z_crx34&LhOn<d(jKR=sVb7S2w*7gH8dSf<?diiCer!{RAvlF^%Jxl|G-~mU1J;fW0
z=QHCJ%8KzlI~U7KtVW(Db=CK2$$xy|8ovI_eY#8SPBQgOQF(!mlQK<1t4!=~$Dt%4
zOQHxzq~L<aoMp0x6TfE+JUPDm0RQnVA}TX4cK@;+92I(*G`_6}XyWYv*ao{5tkqiq
z)6uH4LRUc2o0wWu2d)F`k!gd&a8sen^`EpmALl#Qn>Nj6gAtf6GVVeC&cH7JoC!bl
z{Z``bm^~tF?jCQ@sD4|v8nZU;e%+M=_Iu^G)Z69dteD91rzF6XD$WG&AWtfi-XUd@
zxas4m@T$pg=#9Nq;%J#-%R_K~pvBQ$r1Uv^`z0gm*YyIYmTY6X=)dq}$xD}gAIg$y
z+(U-b_b2dF@m+*3l!iAvI3H83I^flLFvDV%_e-7)1D*a(TS>rfslOMJge%K6o62Vd
zX3w*Z6O7n9vJK%Mr(TV2_Hk1T^?4-gd1j8y@VXgS#meb@eChrVKWFu6&ogdphHejy
zqTFq#YLTr3%JbA%;pS~;E4_lxhwrWSl+VMgyk9*p6wD@zG`Nm$5h(?EuLiA)Bv$08
zAS+VRj~MtnCX$f8uH)N@d!k+*75mg&*K-fmm+V|hUwd6U$}Xv$6m@c=NsY)oIX_YQ
z=h`DnW2Vga7uS($TuAay7|LI`>wfn{n4RRnlep%(&g>JG6P|kGmS0TMr=!Jhg}UuP
z?w<D$_uElj;`GAY_vH=8`9|ZlI8)JkxPdr#5u~USgh+Xr-wSkj;Ww%Tb&5+dFg=XE
zR6y`mm*+uZne^b@7cnSP4Ly(vLYi}O;J4q3Mh5f|&9UxTdJBq>ZEwrTQ4o>(1<=R@
z$1)I5hV|C~W^m39%q{L>@qRB+FbQjeL0I*@1LQCzO<gZ|#zb)H>F!->`b2Lx+1DO7
zw#yB$dB#QU17(6Bu4Gz7Dx%;8xzwnN>XuRKXF*}K_POMA<{7$RJTpzJmLz86=mwzG
z=6S=K6o3jJ*Dv(YUJXo#K`dG4_Y}rQ!{S*l_av#Sah|?M3z!FdMBz8et?+0x==R}a
z6DblQAG{=Uf}9paiUGvKoB=q(fF+h?{0gqWq8llcn#?Rht$R2p3QDRkfIvEqO}-W;
zF7{#<S(3mm=1s1d_N$JK7vnY0gEyI&{Ah1G@}$CVOd8-ZL4eVoO1ef=k6<Sar%{W{
zrl5Y?EYbAU;X^>U^}BZ2h|vdw6?Y(&^lNJxJnvJ$*BTJ5z(%!HXqQAzYHT0v;vYRJ
zVMp?-sL-q+z;z9$fZA4{NV&S>1qhf$STv2br(Nj7S8W0_;Ijp^uF&KY4iDioi&9Op
zC2s_YrEFQ+=RzI-dlQ#eqZ~EpNfCg$XE%UHHQH$_`pYQ+JJ^;P3UJb1pvW~rtB<GI
zt{JW}DYH(8SZNRy`SpY@jDn$l*7n?jmG28}XnW+B-e_NDRG7?_7MCe_^draxCvTxS
zeItGlHwr1)103txy|5MYGE*MV8cOcnNZB}U`fzLQWzoXVpy%{IT3umIX<$2+750|m
zwcAYl6|Li-X*&JW0E%l3QXD|(Y#Z7a9#Cz-jebB!T(QMYt^<pFCOZul))LssxA_1p
zOqxtx+&1Fu{A=qM^*%T9gH9u)FblaUk@ph(KOwB}!T|1VLDrq_NgWr9g>SfpjhSul
z5G6@48^WoO_~=u@BORyfV$WU))9ka~3up#a#tW8!R2ckkBcit7$g9u%-@J*9@xQi-
zjS5)ver;kCyAL=Fl*O`5Y*Ko&=DD0<uyZ-6zTwncaby&CEjq8l{T-sod;>k2(T&_S
z{vN71=%vwXO+Ioh=?kT7<n2g#%+u)ZtH%iRE)33V9vB(&$ysMwyNl|frw)u-%!47k
zlL!`5Q9Upt-x&i>0gCajc`|=#juG6!^%bw6b32o4<{58OCezX%^!BsR*@WXAbLs9D
zMT+aO$;oU{{V`zl`YcmN@U#7hiOowjoY3?Ade}HwBtx=#TyK=C4(u!R88^m+TTp6K
ziEQHo6xn5++kDk|gGX%Kv&+R)9-n1`*SEbOx$SF3=SEdW*S5b`IrPxOV^_?l#ey1}
zR7qw9tMh8tEC@G8(9;Jo7W1q?=JXGq>JKW5EW5h?4{vWB7FGBCfexagq#&WRf`Ftb
zAvr2iqEgZ&0um!2(m4pyF#-aL%8=57bc51}ba!_SIlwU9jr#hk@Ar5AxzBU|f`K{b
zth4v(z1C-8`m~4M=hRkeIqPoSrh6tYk?!uzBq|oj)y#wCpBk!Q)kD&Z433If>1e5)
z<8)AeSmip;$?>5(zfaRmH5=o1hyA&Omx$$C+{v@xoZ~s3;$kOFfo$eqa%BNCARHdk
zxm1@DTA(%Y(u6f&(!_B2R=2|#DO-MdSy>TU|6|1H)$&#G@)G6zvm5)wst>g9inLY-
z&Ki7<M#np%Kjfw-vPPT%5ikRab3;!@rQ8x)t$(T4UPNgU*2kZf30;>!itK1d-nuK1
zAYm1_ktJ1ADbdB^HOoY4uo#vOn!AQ-DMYRf$8&ja38qafnPC-(+z}15gL<;HI}!e!
zW{QaybP+T6CZ?Z1xVuIBm*r@{UJwn1PTTZWZP0*L3biL53~e8(JG7nhGy{dhl1&Ww
zqKv{l)}GnQ<~V$`U9{iQK*E%C%!ogZIvr@jioQWK%#Ss2ce;~5KsF?s=*(AM??F+G
z_u1d$tbw|0Cpr(iEUQ)H*nIpV2$UJKq@5oPz+5!^Pa;v6Dm4X#4?`wyUV^vAHd{8T
zxLjQN^gxHk{RH^zv!CS1e<yknpdg(Ep`0$$QL`&zoN4cj0Dy~AoKcn^hwT|Tjn&hF
z^+;mkdkG&Gl*5RKizLg^$6oJ#@+3|vV77_y;`4UnEa;<^hjZO4X4#zKv$M;uw@Bc1
zv^92{38B}=32>#No^ays-dHO1Nd1DfxS{Rivito;M3)H)b<CJv#v3Np3?_EXqX?=?
z+0rJ-NC(H7Cs!VEg%j%Dt~6MkQBjLt-47i2TU_`IFC5%f|G!Np@9xC(U`XDe0VYMG
zxFF(~9J0BFcxwVy9LP_3nRd>CLm6o?_>Nx9KcbB3sOk5}w$odOf&z)%8t4v{B7mez
zT6qAZx*scTZB3`wX3mpeZT7*NE)t;VvQ!wutH}YN$5a-48noWzq}^*7PW{rL@VCUE
z&emCH&c|NP?^-F>$WVY0%S*;z*w~~ke@=5wzdWMNQ0w5NfvAL6;H<`H7jKA0y><sd
z)hcMPaRi(beMqX^hXdjEq}dL!NC)ySJKiY2K4~t<VNZirNA*3e?`XJ8KJ(zE91~vw
z&?tZE7Gdf9OV^SUidPhC^2~N9#tfXsv;t50Y9jd}`tgbYBI#&}jslc21a{X_p|-T(
z12U}<Ep`6#Y^}rUy>AfStNr2*3kv;LcKo+X?|{S7iPHe=;~y@P1(YHVNk#vml&pBK
zLskly*^J4y{jD4@Tgp_|4NA)9ty0p>0tB{5gEK%NvAOw0YrBX3fZ!7hml7mmipPx1
zU<8g97@_We)zR6Zua!z711k|&BXLU9>ajKwGl|sZx5oPhvAS2xei#-Z6On`oh0?qy
zQb$K6>BIPKh;xqPy`~rS)F_mllkJ&-`Q^)|b?A=$v5MwUKsfw6;eglAD)jSjMq>Z=
zVJsyX+8$Yv6a@+Tx74<Xm$_BN%G7IOE35OiGZd`JPS7H1Nwh@_4t0rU%Cm8c$60X?
zMotUyx|8k)ZkXj)(ZQ}|nD4jdeCQ8{!qd)Sdl?f1^`U3A^%*(@Ge%T3I@jC`GqUP}
z(;s9<3D+;Z9L`3`PRRC5Gj=c{<VQ=YFt_ZP_UQ{i%g2w(=~MR;L5?G;05}EUlr={G
z^DdK!&IAG*k;T5i4vHF<G6MWQEliADHZ-8MP#3y_AF@Vq(Ky_hYf;hVbJPlozAg?E
zUAy1yIpv<IoXLF9*hsU{B7Ey!&>*WzGS$qE2Q_+RIM!q=$SU)~3I$~(faM-M=@IE#
z?ZTLqHNV2s7PRfZx-uI+YNyIb)sr*g8q8Gh=No=P`C5C%UtXCS{MYgxDLZ97H)vT!
zeoXIN-Qd@k_vmCVGVu{7Jw%kvn{)D9nG=PQz#B8b%YhkU`;dgJ0qq7uLu+$Vx73T8
z5jIWLo+sg)T&Z6Rj!sIHhVL<yQ{21uB2a*L*#&Y^J}n~{6K&72-q>lWo7J0hRkL1J
zO&u!cK@`J%f(+7dsWr?VHGEko<nhevdQD{TI~nK+{7qD0LP23*YbTxN8P+Qa^?_m>
z=kPbEc<gw{gL+=sGqBw68Q&13JI9;2d?{E+GBz@>lA^fl{u<emW2qAZ&$P89`AR_v
z{yZ!-v&B|7w_RYiyxbO1MsId?L)b)lIEG%8D39Wx9=P>B%<|$llZVE1^87oe?!V#=
zZiw4J9*@8^3Ch;&s_(Dn3ud{@Uf&jE)i&Rl@n}qGze4veG!sggle9n+6O~ZO+}BN%
z3+;Ha`6^FpXyj0FMyE)fx~OBhv?$Qz8^rQv9eGOk{S+z9Gcq?DlT1jHwQj0@K5k4q
zE91u#Ka#wtA@mwltvqq-{{~^hMUw0WTDu8b&n*@1Z0MLWnH5C9m<}EfM{KdBeR%P{
z`K;5`Ryx134qo;S)a#j$_*yIYAYv8SsBY3$E1^+Cvyi+*t+Yf#np8iie7NulcO5ap
zI3A`(79eOqbJucfkJRtOHwfh}gecAL;FOc{sx!(@rd?o#l#Ti+ZbvajYg#Pn)qWo1
zJ=wex-5vfX@uldswe6KV0(q_QoGeymGIJfThN0(r6<Jvok-0j9HS|~NuLRJJ<85Wa
zMyTr#u>*z!*B1n2jj|_2GM8Eul-4Usic7kAvbkTm52cXbAplK}wS*`IqL?`YP0?MS
ztro-H4H;K1jO^;#%8+pwPNE^FG4lk*$2ODFyJlb9OXK{({iM;mTwC>8pjZ=$BNy40
zp}<6|y;WgH=E)vpnC$eE>Y&+zY)^Dv%kp4fq!s9+wH#(z4|67T&|j#5(2t*198q1o
z3B5BI$VBdhIuU!I<y)ip(pbk_G0Jeh6M6WGaG)r!Fuzd873LK0BXis=j#tv_qdna@
zfm{0_zKNvKY>wi#S2m2dzwGP>>Nhd(guESu`q{ldZEzsjdOZog9YJ0y`wilZU@L%u
z;S8^flrztm6=~2U2O@a9J~ed9)!JarYTRYy=_x7ewzTsn!{+1|T-9}LtbrV!IPGxq
z;O*diCtGJqQEyU_jtC9K>0yqB?k&mfI<u-XymnER7tit9A3U5CBSIe}KiQIJeF>4n
zt+#p<l)%PUE}r(OU9Z?~oNFz&<udJyB^c+@pZzkr+OqOEK%3^=<zV=JTB+mk9S4ql
z{VP4dR<0=*bTUIXzSOxj@vpJi>=C-Bcx^fHQZFvjbn`YS1kGK$A~`VbaV)-T`}CGh
z>Q>8rsZ05OmRUm}q%b@@By(9<bf(~Xlan4#$>|AMCO8%q6&O#y>&tY&S5G?{JjShY
z$)3mtx7*Cjw9ZU6rI(5#sv|oL%beH0NH1&ojK>NA4h3hLc1ZI3Tnb+Fyvfw}>X4?o
z^t~bdXJrA2!-HF2p8}}mI~yxR_YJ7bE7^N^Ps$Wst2-@mo8K!8cfJV=OUL-6S4NHx
zby+D6t`-jJ;B_}$806n-g8C>Vn&-?9@<hEqL&uY#iCMidjkABMaq)h&6WIfIjcRI@
zR(NOJ$-!~P1i98;oE8?AgrccYJPevTgvp5OEOL~-|M(4Jy?O_FB@5GMCzodNH97S$
z0JVJ|8)hhYxYbNmZp7X2ZXY5R(XX-?lN=kC((LYfweGkScSD+lCqvV+SRcEo3BXpp
z#RJoRQFq+b-ZvH;6gJ~x<QJ#mV*=7bB>mjW+2T^E(pfO2*YW<VAG?Oa&HyxraF-H*
z;B8@We&C+t#M=NKU#k_uk<U1+=~E{E;~s+TDvYlMi+H21RwjqAEBUE)a&Mob<JY?t
zabf2n*>*+=il|yN8R;i*Xe8T>N-Xk|E498f^Mvf8V(gV`edoC_s!4qXV^khXxBM4e
z3?~Y>fYNbg{s#G=9P54f0h>W*0dprgbggrF{6gjOwDTI!T&kv4mByV+CJY26pLS6W
z_r&zj>P-5t7WQq#%?oqgS|u*MwBP5WN=bCGRqPOMIwoGE0-F0u-xoDs*fshFS<JHN
zyizzV;=r7nTiCV2Qjq6$ojKUhDCEYm5;*<Y<fcTYH+c98<p%lW-yq_wVocDx-WUyK
zXSjKaPC?zuSM~MmOEVASJnZY1Bri!`?pzaiPayYJDR7p}XLatdrS#-+WBwWcrB7Ik
z(cVkfx`G2)#)>WLZDaX$QOQ$>7kd{n^JkEn-Lgz39~G~ee}kCg7CqQXpd?Nno3*0c
z__Z!QJ%hmWN)!y1ZStqw^LX;?P;7e(wODgMw{xYgA|zA2{dx86=hDXU!$pz}lIu=2
zwe*WLIr9#FIK5278-B)+3*+!lvQyfkP@nt|l0hA@8&=4*kvonp7q)qwv$)EJbk5!F
zb0oic4ktp-aR__&wn1H`BuFN=qGyKw@u0YjWUde}?q&&LB!%{ZUo3W?I@va8%jAi7
z)R?-`E$rT32E{>6{W#7V$?dabG>c<PtIJzDw%;J!E3!x-iII<ShbNS~vE&c;O=>&O
zuVr_*HO`j3YIMXe^K?32FRFIE@I_LDs7NKV=KWa)!unn9*EVl8cd8|GE5TDWtTA`D
z;oH0FF5Cn-tsyc|U3g``l80Bp*4x+F0&jI*tEq^v5L3xqaSc`*^f_L{^L35~OO?dE
zWb2V<5q;+wTh+^E@8y&kCQp<Pxsj58`~zZ0B1APcJy(a^hU<MN-2u}iWBj8rp2{4n
zqL-ngc5rS_*GLXnBFd;<Co{gQV7{R(S&thf>-2W|rTZ0I%!3v^Du(kTp|A2Ar?psQ
zr6M1mVku7PWsCn=dU5P*;CS}i1MA6P8?u-&se;kbShou38SifpM%3i2(@NHK>|-KI
zIlZQ32$(+hV*R*^uGuc__Ls>y?Go3T*o3P#w1>y=5LvoZ16N%bOeoc@N>Ez!v@rcq
z{-Kv)_2u~}7tYY>-ujy;Sd`1jcYV>pHt%!l6Zu$T0~1RGTg^r9&8DPg`wMO}!5a22
z#XgG)IMm&RdM3(uS_?`@+k@i>4&jH7TH8bvZbMtzY%v=59whdJ&vX#nk+HwcUCa4A
zT>jIs9Q$la&4sf(37OF@LBS0sR>E=~RU?eExiSG6P64%*tjI5Utr`jikAObtlcg`}
zO4i@M=q`^c*AYs5x+8h6Kxg6AifhSf>JE3E3?>uo!l0uMi$Zd@eNc3dy<~!x=V_XJ
z^A6c1ou@agjVvyDT_5+l^hpg*?Z)8=+g*LZ9AOezl9W)kL&^!ulgf$*io3FN_nWL}
z+(~_5X1p{{I#>`pKDIHaj1OjHGj-|BR80qkVIGG-Q<O9@y-xiG$rG1HnI5RB(3+$z
znWrE}$>%%6kd1_8mLKLBsq@X1c{01sJI~mZRHB9>FkL+n30Ld0rX;k_T+H>pQ)INM
zD;H}#?c%@b>5<e^AzU-a?RaZ(Rla~kD($V3Wh>bMvu6f|&>a0j!}M`b%E+Q@T;y3}
zgWaL0aKb<ZG71<AO;J?o6M{^KoB-o}Ys2Rl!aE#}rqZb`ABMD}x{ZqhA);SDk<|!(
zg;&cgv5gT+xq3j0J8)C$4)svto(zMN=0f3_2dpI}278uH^^bwFE%i8;RS>SJVeWG$
z6pcnyXGBJ{oW+|(%fubn)Ai@;7-5B!_fWFsA)m0+`P}8~33be+W-<HYn{y+LkDuVg
z$!e%R6kYk^5QSG&T0^j%I@pA7{d|yMTk7+E=qnE9Ig>O?=2#{+xt9%xo!6;u%ep7q
zTGTK0!<)~OwIWxG;PGkFEnf+C(asr%n5xu_Gb2*ZN<wegbUQLBOF!oaX^x8Zi)^()
zyNOokJrc5dO-A363=uFlh#n3YiD|+^Zk76sB7M5gw!DBhe}#38_*p~+3aqYNs4R4K
z^{=U&BL0wPcd)mm@Oo<m*zvsgg+-Pi840b5U(^2BLXYMS6D<|K@M@aYWF(2Ex6Rt-
zTsZqV=I#QU4;Hh5vjT^=+$k0%uBnD471|c|u2kK&U7C08Q;cbeVG%ay?9yI8#Jy)%
z@Ylk_Eg5-Z=xLFkweyxFDL$6I#Ys|$ziCJc*eF`$96-UU5r>ge_gtme$rX!K3JrEN
zS0b2X@NxT@i@eF7x5Uyf6Wq~mJSwIBS&93yuw8zh1K$gM7H;V#-I0$f+}E{CZ52CD
z)^rB?Rv2^vJ<}&*S1svvlf%B3S<WQ+2DxkW1to!CN25xMymI*?%0&3iMSL(Yi@kUg
z@lo$o3JcDuX`|3RFCRxWV4<BA6_Fwj2S(fST+^d#$QuODTnXo}+J$5j_wMlAkq+&Z
zJ5R*u%rf(7)ixOX<NS%;fcz1t8v6M2!KT|+w5I&0Zx$pybt$R8u}pG1(cyuKF-&Vf
z-^ouYNV_+|?2-R!PS+4l3*IF!VGPBr*yX?HqSHmoypN|0bTrR4nWVdZa?e=uizu0G
zompgn)oc^<F?lfA>dP3Wp|#W%<WqpD8jT;^I5}i}8vJ^2c=Dc#rI-%-<{0WuFRi%<
zt$oHs64O@i%{J@_IPLtC<rRUY+lBdFT&_+HU&2zAIA3Y;^iN-09~;0L7^Y*qjJr{*
zp96xx>`^@#rHlJyuZ^c;wv_nW9};e^Q92<NV+e9Ozs7`S91r5Q8OVOkV*e!M>ve_(
z?HmeBVr}69PitI^#EbM(femD0m$zRA^NnAV3N1Zmoz}6$$kr*qeByADJFEHzQXH|R
z+?2`Qi&aLsmC7I)Bh274Yf5y<EIp415EybSXG?5AoYP~PQq2iZ<aV?pU&+|voRvkQ
z(_rgNu!~^wX!_p4&Vs)mmgFOpyK82ZW?9~ReCR}pPK&y0i2j!CoPObW%Hb;}PDFL#
zDzBx$lKbviDN8~``7*h*t&g})I&rfjEU|j5=9qIQ=;FS&f%uYCxb6@}Sv|SJ){XL$
zbl>`*ihStA<VkghFX2)_&zn-mpz#7UX(B1Y)HYq(vCs_HT6_aj<JR&#^j%<|;pCw~
z04j4!!2w5PvN^}n<?5EWuBvKbRtPt#2)IRL4tbc!#Nw8+uRbm^&3O5`BdJIIi6U>i
z*RwP<Frh@-zShc@Uu>7j@YktI!;;J>1PK%4l%Fdm#K;p)$jO+SeK@J%^L9DcLR10X
zoOv+ShTVj}_9$WUv9oU;DcW%i%wL+Qb+qWUb@$j{`bv&D61<G7z11Dkl)h9tN_j!b
zU8~$5&WAb;3hk2z=1D_LFeh;eZKpq<XkuHfmdz<{(?h>6fhy<Y1iSl4l8SbqwXg%p
zsQtRqk$N%bjtM3vwSG9hUW;wP<0rAtr72a;DVZf%y~3-<-YI+OWNw$?z-6CtKT3H;
ze8p%pY)c9DsCQIMLC!KkDW}>?K<PS!m{>#D<r`!ONtx*H);mZNy9;W614_w0pM=x)
z_ii`y;48w)8lJfKPu`4<L`Z{(yO*%BRmb<c*|i<j7pZq>pa?EUxm*lQiqM@6OB!9&
z4##*K+}!zeDnGwfr9*Mkb{Iz)qaW$$?g2&}G6&h=3H6rcMw!8HP1_4JXH&JL4ogJ)
z^7w3hvAMMLzOWtC-B$%4@Xcu_54YsOReGM-xyqDw^ClF%uql<PSBzt5`#4(?Rn>=8
ztn&h4LdZ7=-&ywk+Zl`L9^<>>2WqF`IRXmZ73h;6?Db$ctq(OU7q$W~wT@*ksp!MB
zx3}2t>NvT4`UYu+^^u4$#uE@>-t~mT1_#U}$#TL~S*hc3=2lj$jK(QFuQwV7Q{mOB
z@QfL8v7}~h+2^h<#7a}$_?yDxT!dW*7gnQONyL=VLUCkR_g1J~$^eoOI?mj?HXwd4
zjclvp*4W(_;5l4^qvP<(8o)t!4k%W-v+d)gSPd-Dz9l=aU(Gc-AE$2q2El7<!Nf$3
z)fPUYDp>CgvvH+e&$1?qu!4?1fk1sNda_^SzjgMhZ7*191X+f@P!sDKal&CjN(cmE
zM`gi%UvBPRcEC0ivsYErbpg83+9BSsZ)HU=&IwaIwLrZY6fo{O1P&GXXi$&gHIDe}
z$BN8SzWC2Rf&jpB%6#Pq%yl4cBXR1eXOJSZi3w`Fj7yhMv`R=x@Vr3Liu7Qf>LG(h
z^4GoZI@T{Qd&>h<jA(r*<@P3x_p6{jf9AlXYQ*rVH^#shyQrBx9#&rTRR#X+rWd?E
zVS^B!9vLx|`k|>J!g!sv8P{ge*qtx-A_jKz0`h*u@&==}_+#Py&@pAzA&aRN>b{P*
zI^JD2drXJDYicZqLyvl=0o}2x_y{x=YZ1A^c|WDXK|f68hKGB)uFRVhNAnZgc|*f8
ztiCtBfSm-^j{3;jy{h<bC-+&922!JmAy&(j5)p@}KAiJ4w=d8E37l_M=AcK3IZs)t
zy<xzGmxj^n%P?VzE>Xg1tmd3-FBUo}J;7sD*<=S_crkXFeg1$%A!YIGe39}(={uj5
zBr!{?p_1iLcXu+EE;Q-u(mucJ{2j0{>$zzRQV!5quFE{!Fq-Z~O0<IRnwPypuNzCs
zh#cG_XHOL&e|E-j&s*=zg6{0+pI$K@=-ebx*W>%V`=J|IIP%=o0&lwca)0sedG>Ww
zLb1V_qMe3X9;UlY0<^}KsrSVQpxof-paC&)k1I#m$Uv^^QO6b--T^u8(4Hy9ur7*Y
zXGf<jYDc0XjCfX-t2tQCvu?A0#4nNXp$$!hCG{(~x?TZ^Xe|WmQ3Sl8TlYS>x6GX}
zFH7c;7fb1v&!xAabBX&^8>knhEOgtC1_nl!`p`?XUu8HFMRGn`?-?KcyX5e)r9Bsv
z6gHUYxXZ6SFw9Xd8|js5T{^Y&l59%Jz^S;+Zr{<5rz(H#!KD1nx^jY^v67wh&^xo+
zFc=9Zu1ymyl*X8tnv_U=@GLbY--b9=!lg&&roE_apI{p$MGU3l2lK3k9iOjG;nLfo
z*RX?G{pO;4K9;j(;l}d1k0<vxl#C+|=d5S6ggu!11W#!zz?=lcNOxV{l3hV4pAm<D
z3VC#EU$Cw}hC`5v+Je(5vTyg4dypZ`ddq1|x{{8fpjAO3evGw3)Rx_W@pz4u<cr{<
zan7t(Kb~Q>sk+kHC7Y(gK*hWv#AA_W54PkDan;n+O_Zg8zpJc;_y9i+{fWs_kf+Lf
zE9teOQ@DjNOBm168~!Z<;L;XQH_pms!6xr<j^de4yyt|?cX@Kh4M4WP`Vs9tPUy14
zs@l^>J=51QSCVP4xKa5eUcQm;Z743XC!Lc+O(`7=$%LdYyM@Tm%;$R3xy!Qb2cq<+
zH_!Kul6I=tmsH5xbHz8t9Dc2J#{+quqDU%`$VnH)8+^y{AzX)WB9J5DHMwqe5p`$v
z6zAdtoIne;1M;rF9Nd}O2%e5sCsE3Un)I$(B2GU|u-gx%+gCA?srXr#fzMT|9^#mA
zKL;@;b3Er8q&$TMlv%uSi3xoJbMU)p)>B3Q!1&k|7*{pQlC?YE;kr=tiAe&Sv-~FC
z^fON5z<^G01b^cD!A@1kHKUWr?3B^Y)o}AuK#cEgKqtJB)n!Rf=QC3{Z!q`rY`+ur
z@o9NC#jh*V@o|UcWSY~leONZ(XPDhUMVH<(ulp!V5j4;T8e*bsFW@~78kwXYYd#Rx
zARp9jw&Aa}x!@@2NgNYXelW%4Z`fW=AYjebR~2UY;PPH!tS$m`3YrXgjImZP>L};3
zpVU+OSlnwhx?-dp?cPA10FIqF=pC9eo9s2Swgr2zw`k|I4Btvz9Gg41$fW-{rzaG$
zqHpG=lZ`>BXmnYI;~hI?sVz@M-79W1J#14PihAbGA2`&BCEaB%ESL<st|C<`XZb<>
zF?8h`qhg=EHC;t;tS>5K@<sQ^TkYZl6;d#ynC*grdCGN?wNQx=^2M0SJc=Q$I#I3X
zK6#yIn{P-kPJCk8ZOmG^c4OTtGAA*-)tM$KT9}B%BL%4J(i1)TNlF>1TAreKSIL%i
z>KO(iqK$1u4SWjZUPXqt$;cc`wzw_%euKD}u5D4}z$PTvMwP{Z&1f(XUHO`YY<P}Q
z1Km3z*Kl4!$lXJDee{6=XoZXmNjU^173eI=N5Ml8Jn8AFY7o43yg+*uTt9$mVgX4P
zcpuj6_YW4RfIQxg2UUdt+U(RId~Exu|Lyk=yk1|+r2p^h%|}kWaR^L4%mHXtGF<>n
zDjU=B`-jd_qN^)Z3I|5Nk(c<#r-XU#=6p52-(Cjs+wVbf|DVV+1CQ^jM_u`HYL|*>
z04Vm1u;~5`sJ7o9B>ab<`hxN>eq)u8!}<HywpEqxH(&ED4&H0twPN1W^N0hLQHyOm
z^>4s=FP-86u4?L@yXqYq->N+8%qE<`d%v`^2Hb_&u(Wi&!Rw#j(1hVOwh4yS-gBv2
z@@i&Ur))0IT+gp)wZ+xMHni`iQ#2=*497&K3#Yz^*XN=tTf-VZE~;N`U?)5O=INMn
zY~@r;tFm<cJqF<y$OESOSmt&*f0V;wl=oruo-t$pLozI3+2_u35^+rd5I%U!E*jgK
zi|L$y@jTC(<Fh(TnmXal{l3b}#BpAySeOGR!}CNFR(${(@|~mF8ru8U^erb2ReB!w
zxf#JZLPvKNq6owzj+;Kh8(w98M><=CV};e!RG#e4KAs>F3uU90c#l(p6Gvb)+Bz|9
zYP}};Iqg};)uYHWg*;q2$UXUI8HQ;jQ?9q+i}%PrGf7)0+Fw4o&!AzTvH5)D!+b}`
z2H&B8J#KGz0!E~PzS(o$H_vY238_rjhejf%{S{#dyp+Un!GpN0oR1esq8MCYR?XKw
zTmvNZo957sJ5&Sav9#+}uQLL&tc>*$w$D%=adset=sH(u#1<B0ow+Fbg3B~nrwL|U
z&hsJc96OFc43daDM%J6ZEY6;m3#E3s)3iHy#R_Gx#5In;b+R<6$L@9eMS}s(P|v%b
za8dY9<-Z%NohqAg?OF6~lZ8sk&M(Pz)6Wcs)AnLFq<HE2&jRBx-$5-%7?=(M2~RFg
z5`%l8v$t{W`Gft22Qy21J;;?1KAe|2{767EZp&m=067`}vCzMQ`1_~tl9ZueZ(Q&Q
z=`Lx%A8G+zdH?JBmrJzz{D;Y=KO`7%HTG&iygW@J#Ntj}*LH}IVARQO9!N-|%47YT
z(~cQcL!t(U$3fM~+CIQezSq9|UBv#q9pblJ2gMIW!-OAvC4sq#4mAoJ9fZ`t`9bFR
z$pU<fA`f7~E#U;IT2qpSb>xXG)Sc{E4ndd^LUZ%+6YsFFMu`R3S-C#DJ%N6=5t(*5
zZ==U1i`Uz<%MSCBK~>wGw(lyTTQ}qCHkIswsRB?^k;v~#D)Em`2@{X?GsWt0t!VxC
zZr1}BNZzH4tzE!w?)9wwMrv-kv}?-fd|sw#WPEWDMNL4TSYOy^#K)f2>Zn|SHSz_=
zQu~6w9iN1~9Ii<7S7+qrWh~luTBCuaazT$IRf}3b0p!hodo=<0?;muz^-;F+*2@V0
zz8yb*L09`yL{|%92HxU;tS*2T+EwkJ);fYD16pzx97Jns*L_$j-0jWgjdlnxO-fg|
zHOB1;ao*E``rOUzQ0|D0kmlFYle&DI{N>Fh=|>jVH@Ljevu{n(oHDAZcXyuZ-Rh%(
zGzb`WBe<?Jqr1tzlr2t{gF-5nXz!|}*(recO8W-%i*v(&;E>wEvBwZt4p5!Ia)dBC
z4^FgCfH9<pRCR5<v%N9|*b7I^fbpi_`0Eq+Ry6{1>j<X(Rx2p;^8~e0KGq$w*H-CM
zLCo~W9W<`Qo?V~7B=Wpzw`<D{Id5{tJyM8Z(|;t`==zl4e9v#yP(3n=$^t>4hx$9}
z>3dKI00C#v02k)e5uT|i6o)5^qpDC){d$0ibhz@zpD97f#}S(9kGJ6R2oym+odHDu
zfJXgAbP1FgqgqqM$d7hAYbI*^a%lL|$NHUA^(%(Qea=nAI)PT+KZ^xr?ti_<qKZ3%
z0NI)LJV4Dj<<T(Rzt*B?K5f>$;Y%>t-)q9O{=x|Wxc+*Tv4l|5VG-r$px8$i1by>b
z9pG&Vq3bB4PnBoaXI6upFZFtVxWAM-axuR!wU*<h=SkU{3;H3th?=TB$QZm|WeqgL
z6sTBzRoCDHoA4b$_W#^D@vm<G*$%K%e?B^EpJUd&CX&7~aXgzy_JdxjleL_>CcQ7U
zvKJ}osq2%u<!2|zNc1r5vc)CqxM+b+?L_f#ZJDnP4Du|31OF|2{Lv4SUV`K(QEU2t
z-=kR5;r~tGcc|Kb)+THJjz}_Cw7E*Lb%gJ7IfJ_mEYAGp-M2zb3`rI>vka%G798Su
z-Z2y7(Snl6DG$(Q-x!h#{{-FQ*Lz=tb*aIP<J7vO3k$Br<X!qzr^`1<6_SN%e^_4V
zJ4xL=MM9s-AU8OC#sUtIaoM1=-=BUGiep32{W&&pDW*Keh4!ZI-+cZ*7M6?Abhz@t
z!#`N_NWhr>5HQfLG$Z?FQIZmj5k0%5Bha2-R}fY0=p>!~<nf88a`mUFdcjWr&fQ#~
z4E2v`d7R1Y#;jpST=o0P0os3}{Qe`OXu&FJSph$j{v+alqXJZfeCO$viGMjYDKSQ`
zCelH?Pj(&YcL@_Q36mG#5nPEc%ri@XJ>c;1US&4IzkYsS1L!R9*s5Q=oLTY5C`8@q
z)qhC)_dDOgj^V!qN@weVt(?Pmai#cE$NWGk{)he}9V6h?oHHj$x*qMvn}j}7+-}$O
zLi8(Ic2+y_$qgF9tJm=*xKjR6K?_VrI!uiT|Bn%X=_-yC3OWDEU?=oQ1OZ7ugggm;
zB;$ajP5yy@wT$eM@&Q`rUx@=Xmw+`b6pOVO?Ex%_2SepL+Z!9lxP^$;$$Om&7Qrn6
z=ZM24AgH4|gFy!cKeY!~FJk!g`vs^x6tqt2-B)oOrjQ{6DuoifI_!7#dKswK-e2lf
z8R$KqFz+Mz1+x~ke`=0QI2A^$Mrf3@ch0Y7@WHbNL$Ra)({m<<bZ2hjdvO)~XHucc
ztL$QdkSr>Pd2J^MgeMUnw@0Z8U^(#m;eGk={Zk2L!9)dhm@1qs9|63tr2!WxIH*Ab
z+SK>x%NalbAk4JS(cL^@r1M^oQd#%p#8GlWHxS;W_ZIgF22NO8?Eg^dHK}j<eid8)
zr`F#=tsVee%O1&C-$)V8U%Pm@c2|s(BO%W4`+cMTP<!?TO>SbK*otKL(1#ZQlEBpX
ze1g(?K~VwAk-y3LUuE>83Og%A6?an@x&8TQPLL)J4^$N6gUY>Z0i2qFvEKdAf6BX?
z-DJSO=#+p#gU>%I<FdwV`yGD9W`tls`tYJqJg`T=3e-8MkD-^y4!rj?^vGU(aSaF0
z&%p!a60lFfw_}0T`j`aYCsN;jh#5OH^#hgimzh8-K!t9>uFR|IK#ok3?|lM%e+w~J
z5GeNied=w=lNX@mKJ}c6N~aP59eDch#r~*kQh${3sY%p+ug^a!Q*Ux&I<yV|4;Hfl
zE>SXAw!i<NGOX|rxal&K?-$I)+KYZx|1bR-0sDVe|MUGh!nH7i22}sEf_?wD`d{d`
zMz4gBe>;9TvTw}s_EG)GNqsO~f?9_AZL(;x7i-(6dx_*wDPvrwM6W|dA2dG}ECKLW
z{utzVHkdgFXZ!98m^pFbe2EO2s;Y}iO!^1smr_x(IBGvHU`-7Ruy2n%7@zp@s(&sJ
zG3n<GEiD1E6<#KM=-CIRJ;#vMk)1HY$q*SF%v4pEBw?OUD5E*=-Ck1v1~C%7^XXEJ
z5j;l6`hM|jI)AjG5JEMfgbAa~NC?E!t8c>^Xo???dwBFXPG^&TM_F)61zpb<rvc@F
zC$gu<fQP_Cb^`FqXV{)FM!A{yvz>j<Uz{FsbQds|?dT?4QR{PvavsykHL8)eES)48
z$1CEbQjcz2goHI1)jfE$ymi)W+l4Fa&sT#^m^tzNT#J+_JwH49ZVeWI=PLEtVC#xD
z?%t8QYF{@1v+AlM;6C)Z%QUijx_?R(`w^XB65bJ+8p7j9CUBJ9v6@icn>87>P4q@h
zQ<$TZA|=J<LBgKCm!<AD=XV<Z+K>ND1N{G@K{g%U$hL_qh5|eyrcclfW;28BS>%`8
zZL)w^lIZ)TA%X{w9euhXbm6jK9yJ4+tlGuVJ3mOQ;u#piX&J^E?EB>-gQ(iGN<ANY
z+s>c6|8pUKZ2m89iPdso=;%|{Mf|ZHe=O0n=8t+5*#9l}U&>9V#)vF%)MYszdmk2;
zzD{VMIN8ilGgzTMgp)A*26+nSTu6w~e$)0$`=1t#X{<FauLj5iB~aWqEk;pBlRVpn
zZ>$saNAG?dl1h{5lpCQmOee!=;RwOtz@u%VYS9wv31MCiEe)K8gFXF+zY#ybqXQq~
z!BHW&%V_@H;onzR<F_5YE&9jMVtwUQr`_r<H~Efj%3jNscS5SNtZ_nAuTcbw7K`u+
zQw#_E>-Wu9yTf<yc#P=c|KhQK==sTGkxjp|71MeimI|;v$#=HrE<4dd4OHGGjXLD^
zf)SWP-CCX~hu-yx!}v`~+|qkIVrgZWMRESr6OkJSo>QP6SWofyy-~ZvdvIFd7a#wx
zw^ZaVBmG_IzY7otlv11qvG-F+9Lc=TI&{Ac1T6gyQ(zzNEWw(~FM;0(7dBwCOWH-j
zx)z&l)GG~c#=LYXIVi+$!g%@1)ynF74E9uw!0q~1ewcojZ-pP?_Wr0z2WXpL3<m{E
z`p<HOYB><a{nb^qF$TeayOwHr*$r`xSd7y7*Q|wjQ<ONc#BE(HRRmgw=pQYU!cn$-
zIuZ5%rh6_QF)xGtBTNJCb_g8zxrhmj&*J-CJ8^M=9x!q&i|Yi><K8jd!f@wI(@+7t
z+^<Ft2^3ZD$!PS`$tIYMZQy?d=Fkk7M{;S}>nyiF5_s`UH9}Vdxr#p(J5#=%6IkTH
z<CpJzuYCV&nAk;{r%CDFAq}0L;;MCUa^JV;F1dWI97D4cS*>K}qtCN1Y#^&E%2=p2
zLi5(M>x)MDFFO>PDtF&4GNL)Jd-D7oz0uP;cfpC;?nmp}!P>c;V-18!2Rcu=PhKUf
z<iOXUd=wQ3xvL_K&t4#!i@jYMgz>;hT%sx<cpg6HYKhnQiFKcNZat3d;(B(iViDH9
z=Sl3NCwylHZ(RH2RJp)p@Xq66MGe)4Z@_v+eUt~k*@{nGw?GX^7c$?*mo=Cko(o%S
zq?Pd!io7NFfLh7cd(@LDkY7O>!p2##-K{R9I@0?2k*`n~C@yNzLMcqjL}$TbiOM?j
zF9nZ`ObT6<|H$pGgREf+fjl)hQEt!YFMe}UjIKl;7Ub=2b$Xuc%O?*!r~SVC(8x__
z4b-oar&Ii~ppMhZU2V%Htx+=Q@d=sn>(hol?pH*W@V-Cz!sN$tqilBH@=Krs@sq%r
z2u9bE3E4TFlw{|Ix-nv>pn6&cRAf9WqsH6W;r!g?R>}F@Ib^lxWh^0D3KmNo{$*BW
z*Wv8d@cRlZ6kp(1WyiU?mp(}nILX$Q@+MLjH(3ozV0q|P-f|P>K&BSS=JatDM<B%j
zmyZIZ#M%8p*8mg7*@Y#-vSoLl+iA)7pkbpC3u{-D(q~6ESI4rVnH7evkJHLTKiQPi
ze|Y|F#u-U3Pq8*%{fmrj>(p;uR%s`%V*}dU7wQ$eAL0c2HNxGf*Run}*-h=K)99fC
zyZ+H<1XNZzYaJP<sFogip7Cy@oap>_bQxaeX#u=CQLybA{#Yf9*C11E8>!Z3p$i}3
zqRXVSiqQn~AaPciG4%Rn((`ZvMeRN7`YIA}qjXH)iiXYL>FuC5CrS?!uM?JibebaM
zz+XI-q?IUtW>r?{LFjn*Yn1C}>X<_01dn8c?rog|Gi(aSL66sZ3iPgrV29GNN5Lu`
zH%PM2!2RPq+8;G4h6ozrT9!V0Bv-9fLh<yQ(*!%s``DWBN1QEZE<ZVjnL=i{p~g;Q
zE!^~Wo(z&Gr3}@$Ck9*B+lH3Jk!7aYsM*byT8eg$*5`~kE6j1e^Th0ZbPet)h1^vR
z)aE!QY$E;m5!D0Z@TZXN?6VjX^r@vWN^xlzchb-zsd1i)%PE`^L60+bsaxC}mcGb%
zw)=^lniSlYJb<XOJ-(P7dbh8QkpyEt#lzKbY_?NO$|g~_){1839Pv5h)a!Gca#%C`
z#V5*vcx@KiKOTuMrrX2Zz9qJzGCj#9$Ed#hsTIl?IWu<5%}CgvTM$OK;5btE)JjHi
zy;1)94gvHvDsi&VJKG6aZ7S0q#n4BQ_C7iKVZTU2<$WmUMwNFZ0a`t1GIcvYw0~iN
zwO8Yz;^sqodSY8&2#ykO%Zj6phY|wdKJo!R{j?;T(+ek~PulPIi?s%!7s*sv)}g$L
z6Iuo*-DKRP*7v&=*bd%O3w4G+yDy@O@#5l|GVpPepIo97bHBuVaN@OVz}MUr?oT$)
zm#^*hDt>Asbc(16;n^O%Vdt(g!m1KJ6WPEiw@(4(gzSu8j|=5sxNL@3Ecr?`HSSp8
z<!d*H<YeygnzcY|_Fp&Dk(`2e`GEO(OK9ED5AezPd4nCYqe+<#W_V^vV36vGBo={^
zL;<{p1r{7HB0%;~L<<gJ%m|JZAF=`viw-o1$WrL|zyKeQUsqg=7I@K4aA6#rnaG1)
zTt5(e0=&XcHoAV#755c`pvw|aTu^8!79i=c0Xlft#5!kR#&Y1l#OOmOhZmSun?TUS
zSh{|N>m^1PJ~?du<1hMU#6PdNJX`V&LXW`2x!nY9kqbacYoWZs0JM2P5&k4-6;=dJ
zJ}soZy#XsHu(rPq5@<K5+=$gkh(VW%_kEz)HLJGpw2#Kb-tGLS><au$VyArUNnH#&
z1Q3|aau9(T*a9Cq3RNZ8=#&KRZ8AQ#e}DuX*)fo%Ps!hh&0anlKFcy%atu1Tn)(fr
zdf^C%p#O3427Gcg`|vp#E;Np`iZcIkga9O8<#DtC<b`qHg^A|?6r(B_zBD-mZWg$F
zO&9K~h*ig31(XF@A5w7Oe@qDO1f&4+W<Ae@!d_zRpp&w{8upi(P*M{h+6`cg2X*N>
zZHKgG;ED(^{PxEcmo27ntbJqKtKWOOk$7a7I6KfIhuBjuM8SWcwQPWSG`Via;gion
zziumZ<^}@;<xe65A=*>rMuMA5m2_Q}f?RLUWt+Zv?D{O;U$Yr6oXlkz7J}BmhK_=@
z%zleFq%b=M$K1BZ2XkCKz^=GUgC$l55qT&eP3qTQG&I0i)n`t}<n7Pd6QE`C`<^Ds
z(kCZ=$uMGBbtTLL-}n8`_n#rx{l@_7jG^FTHgGhRXX*XSu`{e4@ClyY%C7>S?daTG
zi=2~fcKL%fk~J8Zuu&rL<zt|QwEg(ly8j~6mhcjCx7z?K&Gg47dppo$&g9AJrxc5W
zQo<DMpZbS4mx|}291tZ#?3)?Tb$^S0uRZ!UVDZ0SM<i|`rZRaFan^hTQ=~<1-gl<q
zv<8Az;AW_YqUvCUXfg5>ym4<Td;g#iFa*&JYG6;uyP@;eebBYkDoh}B;!G8AYpQgC
z3QqtXb6gn!5Vi~oQAjCh*2W}i`wxFLeG6;YY`k%zaxRW35@bkT$bu;R&nrX}!OD~E
z(`~mMEb`$lmb9HTkEyIk9@W(aL}~ab6&ETYm_}qd$u9Q=ZY@rFoP#&wtAb#>Wepc1
zfM<;(XOP1A9@^sefq?iY;>dxgwNF>@<7TC$9QZ+9SUlcHBdSP5pkOLbLTh8s)Tbua
zZABG}Hta=FzeAG!xx;M`;gRd<QR3AbI2kAxeJpw7W{?#X%4QfHlzRLd<XJA3DRFUd
z&U-8C{#;#YXPdoMZm}!^g1npT=#q`~;;UL31+$QP32GGg*p3>{vpMELO5v}U<)mxF
z*EJYuF}0t}veI$xNDL!t@Kw1YJG_Oe2MX12U2pnK62DWPj^>n7dVIn-o~Pst^v~Br
zp#mYB*;ETIMSfTb`?MiUhGvweP^1>IwBlC+D0_tqF|qzA8#`+pD-H}_1K>GfWXk*O
zIA5+5u!9KAs$r%to|h7Sg1bhd^ZQ_o5!R;eHjk~c!)c<937@!tcq(f+7=a_F!;SL&
z+-8IGpxUI(55CNGl<(*veTDZ0Ud@sU|IX9OfTy*mK2hk6Xb-ndhM3P5JX#lV+ISI6
zA*pz01>h#A{`m%AgMQzyqZis(k*U$l$2?D*H=k@V9vamFbuCW2$BOGE?`qr?XYr85
zhWxWdTBUQ?C<9`6pHJHsYTYi5RO8RvrH`$9$^%5MM1Tb<Q?S#<)wJm-`~FR<<Xo1+
ztN$efKZG2y_Ye0SG0a!HmTQ{j=-#Ttsvvu0UjJuHR%3D3fR~cC8%7vuJNO@h_@Es=
zoe8pP72MEQkwgFM5o$0vL>}g7Z%+^?m=wDZner4p(|GRuo&;Aum_hL;^LtMKef?b&
zR)Hv#mXh6pZ1NE<xK!pzRz?7EP&P_$Hf3x;yi&V$`iuP@7(?<0G3pq1fFp1O&XD5^
zf}$ItWp^Mme@iK60mAcA*CVG)ta4UuxLoH)4Men26x6l^1*{18_MZ|?{!79^g6F%0
zi#L3Vd7M27J=wolq|e=};`}w<OWcXh#Dqb$<3Fo|kq7V^ZSwnVz!*-W20cYCyPbCy
zP^66I=^db_dZ^8N6C~vxsCyhQ?pmJ6%SWphQI&I22xuS(32yFk<^E@Z^2(*+EMhc#
z3-n~jsF&{XB){v5bMW{2;^XUa{|(jXpIAmpCqtuIT9O8uS*#qNpMSl3N#-8q$Zv_O
zIHH1jOa@NY`sDY7Xn^2=2Hj-#9z!``_@jI%Yde97rps8cICNs@RZ-8j4ot*Y?@M^$
zX~u#QeVc5}`9VZI!_^^W&*888#%~S7smwmorLoRI{ibfvfw0nz92gHCze6lYEJb@k
z=S{l6(dvvD*>Q{!{k*6Le95a5UQIOt--iI>k0H&+6Y`tPBC17Po!@_7F?9p)<?Vr?
zcT>=?OyI{)AI&Lv2m<ns+01!H!o2mhfC5YHy2L<+n-^}v=x<W<af9Q+Igz%TYJm5{
z8~6@AHI7nZ0NM0sNj6u&x*rx1D+-iTnf2kBf*}oX{<Fs<ZV%q|2v5TdzwoDGfS}kX
z{IH&ad<Vp%z;o!*E3knQL#Of5;Qfzxk1*RHD`{6H%&a1(V+Ap3Y4d%j&0!OV>Z5Ym
zD#EdH%874;AEwi9Xxhb*=_Xz*Z@^JczlTqpLi6G9vw_E;BZ=2jE`>s6z_SMLnOa_I
z*gsK@PA`=X#n5jKw-cy>_Wwr4-Jb|L58VX7+rTEq_BZZ~fix<aE9jXAE?fJ(-~R(y
zod5Zf)3{6UMxQkIvtZ?^x`yBlnFgz5GrA46*?VUS_!2<&x6~D6e}h2wH}x3E?R*ED
z7WuB=8h$A_04@c^VAj_TeT=}9v`f<=b-h@Pcqf}lJtNhkJo8+mvqHi~Stju6PJo<4
z42GIvGZE*s&1uHYma|)?)o$j84Rb%u=R^xP-q(z%=WjS!3dh`X;{yW8Acn*8KukfZ
z;Mb*D5;XOUOlYdwsC}6%OJ{CaMK}madSAOyP1t;cTw#EMD;{)~lN%;FRl7SXlIzs*
zBn-KSbKFY35HRx6<=s?@1*Ewba7Zqg8duH>Pj*a9eyTl&jZ*xnCb#V3PW+?t1Aw;5
za{5PGX`GD%$!Bde93aiWFLM<FPm&|<n0IF&P&<=2CU^sA6J9n1o+NO5JBzFQ#?aeS
zWC!Q0pj)Sw@_&5!2pNZcf*l*d!@dN_J(BTa<O}4+-F#$L0}c^h_Q(bdK6yiFMF}bJ
zn^N2(7ncHj+>AV=>?tZ%Xa61KRO!UwZ?c&PQg<&I{0?1ZffpReacsq=k`tJ-q0h+e
zP4J+Edq+nMzsaru-hf7^)5eru0j43bX<|r@cbjZ^021g>y)x3&;>uv7&)m6ew?;dF
zX;$gU%FN>7VH^lIDzY((C57LCe8vr9Dt;b%!`m=D73`WAq)@gwV@jO))BgN)_HdB^
z<GUL-+H^Hc6EG37Xkrqfu+$-a89!pfr+1Jx-5!Dp>gd>j#3dnG>AFFoL|0KMs(kph
zkOsQ92Z>8J7^rMIz)~AU<34d6ouvSreDGeELJbZe**Js%m<I7<PATLsp@bEp*sGZ~
zB%PLifZVhbSpF&+RjeV~gIE~soCkz=d?>T{;TeG%jGvy-U|5(gvX;SRtR|LTr^If4
zo6fg5R7}SdpM)RE*G1LaM}?NDU)`-XIuN^GTv6paE0WbaMi<sS%}<aDMvDdjH>Uoy
zlAHjXjG0A@QN3|Td>fTr9ga!Yfgvz=Rx+92UEh$7pjIiK6JdYX#{xqWG$>ekElu=n
z-h~WzG(tclM^$yqY!+&8SU$syhE_bR_(7=Y@!|&MKuG^jS=K-D;6F;z!kYwvyg6U8
z21h+7!TV%81CV=7C<$~r2IGh;5BC%;{YO}#0R|fvEDUY~uB@}$0Vg&zM<+J?XfE7s
z9))@2{y9`ENa8;Fp2UR!#JKN#N~%#0N24dk4hS0nI~CZgeZjQhB*n!*;GqcuFKSe}
zr?}sw-C#jgEs~%)en{FjjdR$U|L)VQjd#<B*VMm3iX{1doNJD4;so2B5@ibvDCaA=
zD|?u8@;hoPP2V~AjwZ`~b+ON?ps5pO_m7h4*cOA0@zK>PMj50oa^MH%^;U98Y?tag
z*~%+Cj=YV^qfongRaU|#X6th=h&j$Ub=_W{X-Q5#91JQeQNM24z8V%Jgx6r$rmC}O
zhX0}u3MAa<hlG14KXv)j5&HjA!s};}<QNieY@E3C;GLC(F97d8GV;yx`@``0J+1;4
z0ldlm=vo8XhRH)(ya}=9r_Dl7#Jiyu)!PJxqXl_<2sbOVXx;kio^Bdp{lrr;Bkf8F
zv`|*^qKjm}#1NNj2u#J4U$9{~fYRhOs2Z)$qb3VJZn_c+T%#(*8w|3~<NKJ`Ltdj<
zgZDFNoQq!Gndwgtm%uxg<@6^;vckknuZFaz)AJRi>WT8%g5xqCMn%9a&qLHFpi{8^
zu@``>n6%*nEg)5i@J7-aTm`V5?b4KgCQc!GDB(JT4Kb%{xJsb<<WXOW$Ee_qE8}hZ
zdq6jKuz8AcZnT|Sa2RF7e4aR@Q!x-z^!lQchzI5R$V?o#ExJiY+mFd@n`A>y@{yW#
zEMDZIDKcb@hj0&U6BIyfD|tJt+*r`~3Vxs3rA-}CI!zX6Z~yjCx3BQrtFYpA#~KN)
z>P-fjnb71cIY$L|n`SEshq;tZ6dj0yeBP&FGGzLa)_u|ylJ{bDVb6prw>fP$9a`*N
z6#a3mx)wVx7xl?=3v<Fvv}P58U$@7~(SdB1EJ_r*$NdcC(NDm)oB;+l$U6MyV*tqX
zpYldH=?0dGWiGVpCybjzPc23YC)>sV|8cSlSxNonVPFga92<!Ou12_OU!c!Y_fHk&
zDP}Pv$&3lzt?^(C)w_CbrrT<jqIbafplo=GeL+v}8BTnCWz4@^GRM3#N!urL!QP_N
zy>tE<-i`zZew$<$TDe?}-LJJGDS58HZtyH#|9Ci|cW4}<x3tYy)VBm~m<H^sG<<IH
zsouHAMH|(Jub+3Z_!4-X${cZMu3H~9le_{N=aHI)MXs)gLLyEkM##vLdD$xc?Tqy`
zh2F`xI(>pmYPn@SsN2nEbdIkA<8Me}l?V*Mxz>?G0;2evg3s5xaPlc&utXCV931q%
zlvq1-Z2~GK<`c#o2ti*>)%Nr&JXn1!EBrJ@e@Rop@L7B0v5P~F##33(6sF+*Pw))<
ztZtrXS_r@ij=^jevJ!O*v*{HLY0qDx2u>wxwb3^xt0kj%O0>ffuO~qVJR?Jwlp?HO
z6WE`p_prlr#ho?quiCng{06~4i#12C=alQ1q?x~jc@T@b7i>>zbGJOp@_iEPE%6+C
zbQmScwLVg7u>Q_T%aWV*sqg-mdkg2qkJYdvYCQxOu4?zgsCV*OC^h&Kvs%ioG?I81
z_*I_9&g0`x%1YvO+kRK43BT0otR!%~{_9@dp!jLM@cyG!Oa5}LlnA2TZg)+f0lMu;
zCl3rw*KGKtb3z-b%GFOy%}fEAP^Nh#D6LAVDUJ48p3LvIKN(dQf1kzed4AZ+JKV8S
zs6VY^Ky<x6V;@#5nJu0zHX=io^*PO)O8I8&i<p`1O|)1oEh@lW*n5S=l5J^)KV8?0
ze(IbE=!xpbNKN?o207WgKUU3vZ6L2Ir0ty=TgLBVESQHpDsOG89XmT+S)`DCQcKEe
zBfXiqq)D1RVz-QNtDx06j`S=@a)dWeAokZwaFL^=k)M~48(MDs01A%=+6iiDLDK4{
zsbL2pO?Ux_miD(k0w5ks-TU6a)WhmP1@M9)I5`{qG2w*l4hLZCp#Mf}|M9&3orv;>
zX9WyC1-$8Mrw2G5lDxB$ir<R6q=^YAxJRV6Uis2mknS|AwQ%cgH5odsbNuIt$*f+d
z2TZO749Tqdbx^Mb&7+YAiv?KwEErL`IpewYt(+kX(X_CbRq0{ofRkFDtL~Dq+g~s)
zZFP?7mHZuXXzALR_ddfHM>mXHpC$)RiJz?J!0!@=I;V}zKh<3lecF{hT=eD%D_I`#
zjcH?g09h0Nr;<$@XFAh1i6j_UbX3lCyj`xEzO_jn7%mZd4bxLa3vUbnInR?|mFGXi
z5$y|OJ(r<NgV4j{$}*rxgISDhe+K~skW%Ty;FKH4$+8rAL%&x$-i}$$_$!x(pPRX2
zpxe2{Wn`Of@Y(zflZysE^k#Q&i1RK2M=u;?FLqD66L+02>#VWO@K9!ZmB?P?^El#r
z)>BeVMvhP)0ivw?TxJ8)6>kV{c-l*5ZB2eyZ}Y_(OuANZf&OkZZ?lQn>UdXX#1m7@
zE8#u%(Hsy;V}|6{9WoM@Jg5U<&MU0GVk;bOL6M)h-`_wrPmG0>i)A>uDs)-e%Sn!q
z<l9J;hve*@fOwJ_RC|hjnF4m_-<S=I*FfMD=&N?{0M4cve$KyP+3&94k$QaropwX_
z9l8&}=Y8Tx2Lrjp^m?-Ld8pSOlt1EGF*0YuXY~{%gmfg7PpM!c>`lg7#58E>o6;<z
z8Kq;9Tn`K72WxjuJcZMCtvdz@GHBy=W%{;0r@(~Fa`WX5I_2IbUfxIFU`YNe{#)_8
z^S84(@RjJ+B9kGf%-ZTfA0AsYaM4fI#%N%<)pdGHu8~N&I0qs(+vxUfmh_*q!niHz
zh%=6z+R3KIAl8?vY1u-oFGaoLS+%x)RCu5|{I!~4rFpy(D#>wd7o_Nba}-l!2VFzp
zMD(J)w#u@2I~T>WspKcAo$)A|5F^CyqvsA`6hq@F&nG`>GTn<Z7aAWH?0(zSpnr~U
zAuxMArn*hK94+H#d^}8Z>;;Wjz*VofiIRGa6bOh>Zvt181ca48Tu~3;iVA?iK)@AU
zL~aoLaz&YrTu~?2BUkjA<kh=qH@==7e!9p9Q|%vH><1b0)nllU)`Z6cxy(8qkU|JK
z{ere6ptbsRC0&AI5tin>!e8iluh@2@_3b2SoOB@sq1zAw2;3|g;=&iolTfzKTXwwh
zJZ-(zsa49C@MC!CP~yj~2;Z3FxfGg%sZApDa=6G^XmuN5V=!Xs{mmX<!uQgr{-5Tq
zJRHh@?T=JLWJsbcLzK!cM3%AqY)wK6HI_mPvSl#FFqWib389FwON@!el3n&BYlJK_
z7<)#-#F+Cwb$+eqoa>zTy?*Dq-oNLWneX#`zW4py_vik6?pw46(BB_8pL&;6DX8?)
z)5FnCs5M)X-@Vf+YB%T#<_r4AcJ?>)??v=K3!hE46HRr$4vn~3a~uE)qd9=Uz#Im&
zV|!ZoTjYF>NyqFhaZBiJAt0`IxokTT|B`WG-o`T@;}CUy+LrZtBD(!$L8s@lEEe!t
zMBbK!8yV8jJ)u`z5l%-~TgKX5NWYMQ0hsxSkd1+(c}}Cs)aD@H9H$z-(wbtFkXS_z
zx9j_eZT8TfKrt%i-UJM)n?t*2z061Kb#QnQX8cS$Jy1AsEb*rEyB)r`mxKc-Z#S0N
z12St_a!%%5lJbbx-b$qAooEKn?29xGw*Ti|dv-OM)ywE0rI~GTA?wjDsn=l0{#Bt*
zOm9%r4JT9cm6Gwa0Ll@?YN^3AZfyP|zRNK+HMO=+#*yvNaFe-{vt`}HO_kM0@stYR
zGD$w`7h0+4)E7CZFreLHFI^{N=AuvI?f~Zz-IT$c7hVP#S_!WFaWfJ(H%ZvLiAJ7R
zmbq=6o3zit-Rt=_+~1pkJxNfAKFOB-!p!W^hcC0*jxtVMmF%F!I*tM`ObmA;Y>gc-
z#%`kvP<9!IJ~igt4#km<k(b0gg)-wB?Rn8{Y(C6sYfa9yUjuQFZ8y-V8Hf#SfFyY4
zV7S6hti(X+fnPDVfh$&S;kA?A)N5N9AfbrU6pZ&Rt;Uz8EN2=7Pn#(XdCnFeZxP!(
zC{-D(r7S*g6KA78Ap@BmJw)rxv~()1y-qyo5MdI#Q^%txP@NNnYoN8PeRu>kyaaqw
z<mJw68pM2{V3q6e{f(^S1^3&x&lDdIiAl+&Ob;kpF!qiGVP{xy>&vyx1+xIHgf5uv
zq_n<<)^721IoQS>W?vH2s(zih<Sz`L^HY|a@1D4;CYa~w{dynydaX}o`XwOfZ7sYN
z5k5Jry}aE#iQGnxJ+MG|Wd?%U32f3w^m9*vCXjgXCZVItg<;sjnQQQ8U6(|-Ce2qU
z!t8~r?h>9a_a*fcCajH{&@~S?9Hed}m?!k$M)#VFJ?9t{>%T@n7@!EiC>gc1T{!xA
zWB{bQWKrqk)GC&D_f4gU?RT{ErXH`3<FY~C_W$7i^|h=legPkV$bOoB4IK8NN=2P;
z*Hvn~H%Ej$u9b7=f|mMjBoD4&cE~38%9{VhQP#yW=3<OXrz??(JfAaDBtGcEI1U#K
z{A?~$nlojqIY@w0c?h8k3dgUI{D%G7QMmOLUD*f3uu87c^u&6NZL#vvS+gPr(;uSe
zEpe<y@y}^-@SeuAj-@`EQiYt56oWTxkm`__B+w@*Glu4R?dsB(`FPBvTzZ@_1UnFG
z&H%CmVZX7B^|)W-`6JBNE_O=-J>=SRo!me7$4;OfA|_HZsx}ccH)?G|lIPf5sp-&g
z+T1!MK_mQltbeFCL+Y)UAhf~4r^5X4`g->hE<~DGkw!yYIMrIiI$+bv#ktvrZFy&z
zH~yjU$8f|;^*A>L&?e+I6{Fc_kNcx5S(7@aq&vCLp;!luI54aeTK%*yBy$*r)gkuW
zSWot|Y`ktYIWb!GS>vd)N186pg>dXi9TN)(JEk~u@o=UzKJ((3vAtr%^TU+V<fUf+
z-Jr`~Yd-%CuTNpfzr`8Ra>pm*Or7DZ`^MkkVTs%%juY&GzAYCQU?g!WFi{DN?4+|9
zFB4$2dzpjIW88H9oH<$FHBYI!7<o-)ZT-0&E<lc!M3vcM;$|>T(7JX+8lR!=tbKwQ
zvFgY)#0orJHWGX(8Ct*nCI=$5MRBlD)q=~J8eMOm=>EPw^BA11;LfPMd)=f^O-5y)
zoTh*f;ExU^Hb7TNo?8-Cf)XLW!XzN6KO2$>{2qjtr+^u!27r>`d{4t?L+cWd;^QM?
zR8U)?(*#*2#O2!ctIN_4i$xlk+;hRb;nn1P2|WB|1wQ_sOGRq`A9q5c9}-Tlb)H(m
zf@K=`=yLWh=p?n15nPf!F{AN&3SP;69$|E8^fAp;=toqk5Jvgc#V-)6%FoI30n-h3
zv25Q`fu^_$#lJ$iqlBGKW0aB6rJt|)ynDqv7?YavJbbS6uR~y+KoeD-B-KdYPg`)q
zzMU!f**6`|s_c2}vaJnWfJ^i|JBYFDBRjL<jkSw|wMyan{>`Vc#Vq3kw&czojtm)R
zGk;G%$Y8^cO$CbDw4ld8w#NppUj4{yZ?e=i^WbrjBOk4w9})HudcZV_vezo1)`sDc
z$@(&TK@`2Y1w+Y}_py#@Kz4jk{0??uzbD{zl8OR&-q(9lSI)>vhI6*_-#sKRNY-Qb
z5i$@L^8=>R5&q(Ippd^sLpoWj@6(p5ZudkVT?fNbrZ=t^k}o$O-Du%ygCMuhyRp$P
zb(d_JMxec#LWX=7<cl;GB2ouCK-X!V%|nDR1$CkR(dPYCMo$-Rt70e$_k*fdC%3t)
zFwWz$Xk|?d=(1jN25pG#sK{GGIHFxGFc#}^TO;_1<3K+{mG+h+_p<nqLdvf0;4|RX
zo*I3jD(=tcQct`spc_w&v7)g0sj7L4GK>LaSISGCGcQD!w~jCmNc@xtI2Zl$&Pn5F
zzW?~_TR|IN7v#P6JG{tl%@6nH>h{3mK^E1^(vi8=Esnl<7j-;EcNnCamdAD36%LOL
zTerz0-s?(ePaQgU<AIybtj$iO)DaY<LE|uAMZeoB>cHIUu;*mLA^kKyfnAHPl2S;S
z$c+m<&~|^jeqTj?FFP%X;9{<Kakx!Npt|;N`~aX%q`?Wq2`eqOe@+1a-V5mkj!G4j
zc#oXX{1W2KS<R?(F{=XMwHJmKL!6QnJ7PyW9Ik5DUJre?ycwb?U`RVOo*}n}=$>UH
zi$n2O>9DQ>HR!Ua4RtHe7l=IU%fo%{KhFTtZu60HQDLgPQx$`?q_oHOd@|XaSb^Sy
z_gK4cCOjSyRW)g$OYPO6HpOT6=cUc{%=7XZm6A7nPpF8}(CoWFOD(_UFp9$*!R5Hy
z(2t<L+J)mlLXc?$@@^crc#P3pmI;wTmVX+tnUWE8E+@zG`{AS}RGKOEVCHJHx_f{;
zl{dH$fA#IEAKVWneZIWB;t!L~kXAdbR&@v-1dMzP#R!RlO>af}8v%vBr}G+uPUsyS
zHMuz`H)Dhg>`eK`Kb~wRjK`$Z4e)2%VC4Fx371Q#mxf)guLtWt-*reAS_ctV&+o3{
z@gY?%LBtrm!7P#&qU^(AlKJcG)sY|<05<=ctM~x;<)5W7M_``YkD}S{Ks!jLQHIN!
zW>%kA(G>p2I;YD}aqzjxiN{=LX}HE%nrB^^hA;w|YAGCLe5ACiDLkapt=bZM06UrJ
zR7-_yu~;Zhi~*!_Gn&N{$ApU`#C3wp9!ZJEvHJ}L)gwV@qYnfaU4(mHHZ%&mu!0PE
zV*YWRX~`7DZBa2$#g#Qz_8RZy1&Y<qCtedzE0mrfpST4jH723w`*Rj%^|*Ld%RXBU
z_ZB*5f03+<)i!)lPs1Liu?GBC%6nwGFS&@6p4()fEuC9v^UAKcOzqMH#co7XXvF_1
zAsplJl!mCk=-)xXF{8piC$KC`*qNL{ud6W6U%+v?W>D7~-B@TzK*^z3WCfp-=xTl#
zDFW0L#%$9I=J98G$<XHA98$-wRQ4d1Q|BD-V^W=wLcr`@>_t$SBLEcfqY#$82bb|B
zw@MFWW$Y~{jt{q@B>=%}s`J~R4qut3-FBVUeMBgmqYu}JlT4nzWINZ$WQIVj!Hjc1
z=Vi@L<UnO>PX=7(Hf;Xo^o9lMqy@MT+jfQ8vV{T?pi@iWQ=o6fPUYX;dmbl&*)s%y
z{xXmq_A$273DmUg06bPR^YCV4>DfgGE+vl;;`*YE%XlQ11Ryb?l0uYWcq~mjV`<S<
ztzH(YaT8mev>JJe4W4q6!attVO}?x&5%gSOa*bSd5HO>luJ;PIgR!r4xGIz>S8kvM
zRy2hOq(!!Rv}?{a>T2O59#TZUVrHKIqwUk+98I8E6X7t;#gF=Nsj&x$6`)yGI>^!v
zidC_)W^&?GJ9nEhEQoO7KZeeZrDo?{oK@l;8#{CVVqNlN%*GJ{%q?n^m0j~iwetQ~
zLvq{EUEmy3tFl`dpKO438lBaGyi_{)DCbVb3zzrO=m|HNskITv1I7xQeB=m2L~lV4
zd1sN!2|rgk`5&JBGTUW;l<u*HJ}$tKxkcV6^m4H^?7e|O_@s}#DSi+&Dm98SVeJ&<
z;|cSiwl^LhZUZW8jgdC+v$-8woK}PYp93BJ8oOuK(An|y(ZhXs;>>zMhX;Cl(8J5-
zN)kbxCN~Y9lyrh<kcOTnH$1A{s?@QiO`vRkh2v4(nFmZW0nFAMFz}!bX;8>oUU0ej
z1IyJ*jVdZ15MGF1k+`@9w8o=!R6ysMZlIlPv)F5+TJP~Q<iVv_L%I{}uYUKkHI2%2
zEvT7-!!U+!cF4+mdMVkJ{E6<$Y(TrS>Vgh<!;lg|-YCz}+#*(Z2(Pwl5~694#$nUY
zV#}eBY+O9MQ5x?ErmqAk$xQAz+l_%!2@O4+((zAby?frvIbJ#2^gb@ta&khw!ooxi
zLbAfPmSq8YUI8o#4uDXwQ0xq%2TSFEQPbF$*k~Vmn*t8^Be&GklU~(}T>p@96Vo$3
zc_~U(@2Kd{Alz6lQc7Ikm;ZFHl;rF3J^Uzh^>=TM2X&fRa{XM$1$l2LKj)~<D$VxH
z@vq?aapO%^5Tm!IW}(d=&7Q*+5ywh9{MOj8C1+Btp8MMS5z^J0K&Ysabc||kg)g!e
zsuaWhT6#B;d*7W?Cr=jYLBv-I@4d9ZanNPF)Ys{Ux`9r2t;15QlT%p|Gsn9ukZP<X
zNo;EgFsA4jHdKTPy%kMwM_Vwq<<d-cmg4d*IF&m3<c>6X-2g`ET3X5D8Z9J#p?Ns1
z-@*vGksyl(1yhHIJ}ws8-;&<Psizd4`O9Sh8>CR5j7gNksPrdwr#Nh?w2P0j#gs=k
zC=Qq%ioBv7mHyyMZ-@|0A#Pue5Q38iE7c}&ZDrQ<D&w<=|9s%_u=zICyWl>H^CX>Y
zLeq%13`YU85rQSOwWRKjm8-g3v-gDZ`jT~F9LWWuo#2ba9~<g1{2QoW!GP)V?5DL^
zv+ET*6G`)Wr9A})OYT0bywf5%nzed3P!aqOFK!ENY6C;_K;qVIH|!@z00=FI-0N0F
zof;*Pd>8O;=}8|CS$(*RptOFFsLe6BcW|#4dv0)+1DB?dKI9%oQM}2r#Gu4)NAK->
zL_^Bcrzw+*%_!x?{t^uy;)#l|a4&z2!_fvceJ6&tRqBx3UxU+c^uHfttKwECRm3$U
zTs`X}u#*k9uGIq6uu7_w5@y}p_UN+PJL!e<oI`_7nruIiOAlJY&X0VRDgHnb%T{ea
zZ?^$FZxs$0UIe)fOgmRo2S5@-O>m>S`LHha%G4?)+2u+7exv>Y;k`GW&9SIUJTx*J
z?>(4MMy+^!Q=<tAD12>Vd@noaArwm%i55yr>lyLPM>j$)*aBjEGe&5&I3RAE0Duh8
zL@klQj_ri9ebu_tbuX6F;z^OJo4jypV?VDpWlh!iIf5R{@=nPTBv%iz9|cG&TJ)m;
zDPk1Jlmk5g*RKHu)13N|sbdWr4rY2fqS+Zc&#DIR0A0fvOxK-^?*1ao)&+#wO<#oB
z?R0}L0Oa54hfn?~{SZgTpnMoFivUna${G-U{RTazaqu?>NcRw3d`@?J&HL%~l<-X*
z@9<hV=CYsJal63dUC~C%wGGw>n0F>Vb=>E{9h<Oxryiy$k>5v@61Q|Xnfk~PWx{!z
z%oFG8FR%RcA9iF4S-XcW*}ck-*KRQFAyrr0Trp0#W_QL|Tnuu#$!W%xQ&LTTLLvov
zDwZu@`9}Z5qKAsg%|@PPRRA%6`&DU;`y@3Bqk#b}a)&D5#$t}cb7qyyZ^{mJxNS=p
z?Ye)2`N6-T=5VM2btjA>NeZ#4YW^ZgH6_?6kLxn=6XQHk?qD0J8(Y}~GNwREH3uB-
zi$j(!tD=jyIo1yL+pbKz{S6cl3i23&Hg&Sn?p-MDL2l-aewd7pytpUrKI{Caot006
zRV6GRt9f^2azqpb>KbeQ`#ks(s=uGIUXSi5NwZf=h&{GrvS_%=A8nCfHHSWi;;lcx
zcr?YL;9Q9!1k1?YHYr|OnqTd#_Pe{kpuY>5Q&L%S(yJ^6Wmq1ex9yej*@hSEK<!Mg
zkC;pA5DO4U9dbr=NOoXc_!I)1%7<D6T<b-b*9d3SB_LYV)KC)c#3ujg+pk}Hif9_T
zHBL?pmHkIlBo1!!7O@P*L3n-rqdr@c!c3-EV<B4r2<YGo%Xiw?og1kJB_j;+7TQ&1
z$;PqnX?h{9le^zx>bzz{W^IaRijP{DylMa%Zs<CUpltuB>K-=0!Ao7#lYIv1Rfjzv
zM<8JU-WCA0v8;_!v%QjGxHm~&jaz?`)9!*b;`NZeK)j$bx%yZ!(HP=rBT&346myv;
zYeyMRgphHbcpR-C|6BO*wvi50Qe&@VZ2^P=%op0|LyVrahMN#d55j3EfZlg4rfPbS
z`*eQ%d(SB4W@omBOs!?uT@299(qHOucZP($<Du4_vf&)$7ZWfazUerd7x^<o-j!Ex
ztiq4DF1EdCvk=wD?0RcRKbrpjx?_f6_Hc?EpKK}HtyUEQ2pTk9!=-?yjv33l4pNLJ
zUFWBKBcBs)AlI6ZLcapN2u>ZI>MHk!11)=<c(`_M3+iIBWc+%GChxz}1*fs)ly~ks
z32gp>*Y)SD-rqa}-iWhKafj~3kK^FIue(}A4Br*5f}t`uy1?!-Qnk}$nazc>TZO}n
zFTEaWnlLMC{HJlBECJ49r=0#f7ua+^WOMBZ^Nd@`Ft)SNcKu!EqW9R!GVj)!#5C^N
z5Vo@by1rn##&7(2HH5Jh4lrpK6aM@>I*J0JS;^O?2#qZq+W%e-r#A3_pZ_$#5Cpzr
zrW=ZT2wk}ETEG8evj+fr`g5;Ux_zeIV{GpA|7AIU{<1~`fM;kt!;TecLUn#z0d)ra
z9PUo-Qjx9N*6m(~|0RI3Vi)~wWhUURu^Zp6u(G)2ddXIhHvTA+sc`WboCE7#GBtLY
z2>gI0Z0TK&G|r)LL2|L)zKu%;Xk+%@ThaG51E8+NLvGE!5TgTe1vaUc9BREb*55bN
z&T-9v1+MC~Jy!FszRHFPxEuEUoBBhGe}8xuov`nBkh!3QTbT!MZ35Dv6W=Z{{kE?>
zE1lmT=;rQR`bItA%$h)c{rNsFTQPo&7~YLAhTK*!Kmseo_mXPE;&UTpi%$o?tO_k~
z*%h;9DHj4XQEyUGWmAYe?;^Yl4APSYjC4cd+le@`X<bIA140h}@XyoVm*W5ZsRU}=
z{&9uI0Dw!vxUge(HNHPq1O0w4X%GZ0+LM{aZF(+A>4rE{5JS%T%C{CID~s8o$u@O(
zM<yXBs=ZJ~O=yIjB6F7s^EYD5l$z74=QLyyXt%jM5aM{{XaD%;DGjlDb_W0XB(eLf
zeSvcv5VaK>{WS^ToP~Wo!O;KG{lNP_h`{)&6v)?K-Q&NHaIc%S?y4+pp=18OV}ry^
z(Sv1!QtKdhOi|3nIowZMkzVtCx1zrpA|W;4yGi^DOZ{ev|I|`f1$R-HmTj8~u0|Xs
z7S&6tkWVcJeE*voFKdm~Q?I3@);Z-dMR9+@a<Wc%zXJ-LUrkm0$Dz1Cc+vi=0=(8P
zP~EJKR~DGXvu?!Kc}JS1ohhbR!}<A-C--^WaSfhQ>OJAn)(CG~orQlll`nqhPrvlP
zJB5S)?i8BRj6Ant6nf56A}#lSWCJ?$wOJFs*_OqdqS-Zrr+L?0pMtga0Q?{0pB>Nt
z!C1|q5g+iwbv44KYJa3CO@ailoreiLKiS8n=Wg+M;bSP_W?B6yO`)w!uC1^iWxmw6
V=cPo>gN|r|m;>c>LD;_y{tv;eTwVYG

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-9-Fill- dog.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-9-Fill- dog.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..7218f87ab037ab8eb32b0b3618750150aa456395
GIT binary patch
literal 751
zcmex=<NpH&0WUXCHwH#V1_nkTWcYuZ!I^=Bjg6g+m4ls~os*M;i${c)hnt&6Qb?Fz
zL{>^(PF6}rMnOeST|r4lSw=>~TvNxu(8R<<Uft5x!pKI?*u)5A2qPyaCl5D|1TU|I
zk)n*E5y{~H0R}-11|bGrW=16jCP7AKLB{__803NOWMu>c1}I=;VrF4wW9Q)H;sz?%
zD!{<R$jr>d!pzFb!U9xX3zTPI5o8roG<0MW4oqZMDikqloVbuf*=gfJ(V&YTRE(2~
znmD<{#3dx9RMpfqG__1j&CD$<t(;w4-P}Dqy@EqR!@?sXqmoln)6z3Cvx-Yf%gQS%
ztD0L{+uA!iyCzMZGIiSY88c@sTD)ZGvgIpQuG+MD%hqk%ckJAC=<t!F$Bv&kdFs;T
zD_5^wzj5={!$*&wJbm{3#miS8KYjl4_1pI!KYxMz#mK-6@fMJTcnr;7f<S*Uv9K_+
zu!H=?$W#u*%z`YeiiT`Lj)Clng~CckjT|CQ6Blkg$f;}`^g%SK=pvVxipfLOk07ss
zeMX$en#l4Q++zrT-D2QjW&}navmk>#!?)et9dDD2PTdH+wt4!IFr5PK{|xs{?bavU
z>g{$|+jh>i_~MVMzZM#E>-Pp#%$T*K!|Te`ix>1ZXWRuVv?>4KbwJb7ZqY`ii|;N^
zTKS)$HuQC^T}tA9hH5G2<zc()zW7#Yvg#Ud$$X{3P!;IPlr+IsGh@+24-Jt(pPc_U
E0pB_Z=l}o!

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-90-Attention Mechanism Diagram.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-90-Attention Mechanism Diagram.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..411bd677a224d156c465a1a3649fcedbbbf30c17
GIT binary patch
literal 56930
zcmd?R2UJt-wk{mHbde?qM5K3>CN(J1RY0UjRZ#>YAiWb10qFt)QlvMj(mO~Ok=_KP
zgwSh34Ulq|U)$f__uKpIbM8I=J!AY~tR$@Z);XW&nez?)JAMIlUQ<;=6+}P)0ucaz
zAp8tS8FY@6l#G<*92prIIr%vXDh6sQN=ho03-q)M?5to8c2+jF%iN-Tm#+wOv9a+>
z3kYAmCLtjK=95vlaa~?iT;lrAn-GwblT%SrU8JVIc%74t^ZI}Kh5rnqJ4XZ}<|QJy
z0wSa%Afh9{cY?q`IY|h9d4Ya=5fBm)laP{~Bd4GQPN+T)A|xOpA|xgvAt5FP&h`b4
zgNW%!E^uDENlLH#nCyxp!}Wle%yV3~%G((44<ot7pE$iDr(j~f$im9Q%f~MuC?P2&
zeM3f8`L>Fxn!1Lj-UEFDL!*brmQSBqJ-4>8b#`%ebNBG{3Va<D9P%bKEH>_4d_v;;
zq~xsZoZP(pf{%q2l~vU>wRQCk?H!$6-92A=zmANKjZaK|pPGg*B9@j{R@c@yP<#6a
zheyZglhdE|A^;KnS}oxH*NXi^z36~?5fT#<5tIF_7XhI=uo2M_lW<-my>L^P?6D*L
zmFofL7;eR6mbZ~}iQh*uK5-hRVB(g5^PqlK?U$PUdlh^2U#i(375iJgra@Fh1VHBz
z(SabK<5T`De~SMxTMi$gKU0{!Hr&*1qP$3~Q^=0vQeE<J++Yl`(X)FVe2R4+-@UtQ
zb3fi-WUcI&J(t0MU+ckB23-}<|F5^HbNbw=1osLjQSwLhT`V0<FA9Ch*>t*N?Y|*J
z4(0G5W~iag)U4LC?1vwsB~0aa*JvLf6s8f@K+7&{8mGqfzP#d4(IH$?9~QWI(Dh(Q
z#783!?X;;9sNo^1C3mUzan&nG$k-7$$O8Ff7X7@#NvlZtNJw2-E>tGwN3BKPRnP`B
zN~D$vtL;=6A@Cqls=7kM_-J=uf!H<Qs@@2r@8oKyIN&Rib>_Dcew<NJz{1mg<CG9u
zKz5~JEbcq%`8}Q5s~i06{CP^cDh#0iG26`>ImE0WV*zn3B@%|$iwVEZ6ajI~d;FlR
zxR<#Zgkk*u=61{Rro0Y8vhm6yN;_$>b&LM7tk$P5&#cTE)s)-#;><37ys!Oa^`6W2
zx7smd{;UH3tT5mi|9m5$B@DY1U|Jh0@0g2rjckh8H@Cb(%!cF30A`5(RIZ?;(A`_f
zjj|CVhh==jEj-QLO(UDkbPw0(9!{}-gh;7gSK^*DQshSKLH3xm&yMgQ_`~*QnW8*b
z!#+oeXMOxNn5atIQ;L-)%iOt*1g1VqHm53P-GQM-y9<IxgUdR2P<t;j9ZM32!?vRJ
zE-gY{e~rNwr{Y1MfLq<u3pA*g_=HY&*3)q}zmpB`Y#f(&F4&Nsk$%`-)64cWKBD%U
zlEUDf<eeVEItA&j7Lt*tNn3}E%HsBMp)`mMC)u-!0CWso`;?Lodj>;(%;#6J?Y|}g
z)lYT|tk8Jj>X}Q%+Z5cl7(bqu|FV|9Hi7i{HCgIXddHs02-hwzgTO^<xlXCP#dbTm
zhpV8nz`^D5`(+gAlw6F7Pp*E{%yIF(Ys;TiedE=?-Gl#bPyg4>BbHn-o;`k3EfzZI
zMVh{NGkf}GKF<*E6wi;YnwWjM&CTiN8<Sz^A{^a2bgw&KSQhmYmx4}}_%Hj?cu@Iv
zGH6>kw;A~%ey3<ro0<B4x1{M}zvW)&jlr)P3O0Qx!**4x&_lB5B{BLY8Yail<L6+R
z)r?J3#a8K8%V_UKAsG4XEQ2WC5Bg7+$Uwe$(8qN%?Kj(36t5%CpXXFxP9bujd{cL-
zLsZ@RM#>#WilW8^xN;i@e;}}mvewj~cjGZ~DKdt1&eP0cUk&f357s@nowVQ*_VC&l
zLoOScQn7Ab`eKY4IZMad1p4!aqeiJmv<3>?(JbC!tWecoqG^{E_RZvzw}I;YZyujP
zM1##BFVSkmESXa48TInFNEZhAm^R9<PxLU_RqWZD_vbwj9jAVgHbr*}R3{Q&Q(A>;
zRdpWe6LI4~f_r`M>X63~O={SZ#ShB2rJaP4z3j<f6Lq(U2*TpxWiA#}rMMtR(OR9%
zZquPd!#f=suAq4$O{a?M{3j3g)F%Ap?D%?Op!0MYpGJ3n81W_vPcrS_vh-Lsyu(CA
z02cBUtPS%Mwho8S>a4TAeznc%Xy<z5wr8w6BotGXKJsbDmD1v(kJea}fAO3{@Qz5r
zR=2Lz+lB=~r2+AXvoiy~kBj~1F^n*pl!w73jD<4_0kw9hFU_VXe*%(9C5{m2;x&gN
ziNxtoSCzBWJSEHCIyFz<o!uX0<SFaKgDB@Lrj0v%R<~c2cU%kTyt6$l9TTx1;e|4_
z%Dq%mR(w96tnE#96doka=x$uC-a_kf*D^>yJMP{i#;XsOo&1`TL0gjPZ#ck1hfJRu
z8)8Z=b@p=3H??S{-So{sgpCgQDCc`5-aGS)zmYci&AKx{o%mzhrnzhGW`ZImN;|v+
zbCYVgALeCW@@&uerZYWlJcGZJ+H99ChJ~|<n#+?E<VqQP<?*X@nG?quc7CE^>#Q&k
z|9`MSQz@38qErSl3kUP9rOJO?ayUHJlcD2+xjcHBjx0$(-!It`0F$iaeOl|LB)e+U
z<=GR`q->exqX;XnOVNL;zIP>}A~mMD8FX>!5Cf%%m$497d;GFxB;_NtF(<Li0P4Y*
zH{o-)7+QPnwNFWdzY{aNlHv!Up@cf^5N0W)hqWrDPkr*D8(g})mt{w(8=6y%;*Iz8
zWG`k88~sWi`BD`r8~<g=am?{v)LX+1VXt>ZeepKziU_MPYl)5T3;!BJ733#f4%T@3
zs37cNr~)X1oL2MOxQmFiN$oX@=^p;APM^L51r<5<@sh(5DY;DpUIB4`uL!nBla$3C
zXPq$~tq+DJ%t$9t!o<&(5;prFvcYWN?ohqfM(zjC_%%^()+0kr1T+DQOijTH+E&Ai
zdwDvVaZ%XKPiNF+n9~kC$gj(@7Q>qc!Gki@wDF)e|6Dxi_2eQMmckf@qaxwg)iDT@
zC<!exHXY}2^V0rq2V0#6pB)J(c0lnU#UVUsz8uH6f(Id!F-pKaw0_>>O*W3+;tlvf
zzy=ROUu86nE>D!(@lyM42l@3{>Yz+8YMT~&#<&XptLymJe_qGnq}Voamds>9Rh*(<
z-!isr(;3$kY9DCJFRV^hj}@w~tgNjFdR!C08LG-ir$n?@Ci!<oe}Sg&PR<XN^o8CT
zuln-B-er)_sZ07j?R)ag1ET$6gog4{2McE7=H{F-%Z97~m4^fWQ;;Gj3&XsKb1Z?x
zDL+A)(ZR*+M+5i7wX^(LmLuW<290lCC}O4{;>e-7t6@r0f+%_5QF?rH=%7z#r96^5
zaogQbORMezlVsZuj|>|4IGg`x4v#PS3{*0p)e_I`mAd4RH}dq3uGx1<v)$PdYHTC#
zq;?7$1BikLpLjdZ#h&$W2#-qo%4wx{Bzw<VXw=-uY!z*Tg?^c7518{;pt@ZM@EuYR
zd%@L@b~A>K7x@_5%{`9w>&6cG<smu7b0#(w7xR->wr)LrOI6W*Zk3HHO{fsL(h6O)
zqnI?Pr26!Oce_+ZZ|LJOF`W{t38{0pwZL04hEsl`$T1AKM5D;u+<H#1esr<<azD}M
zxWc#B-uL;otJt9(I*#Tp4wW1fsk%prbmhEV&T->O3O(eGGd|EEP+|DzoBBNg8(Li@
z(hYI_GBLa2%QicC>QBr|R|(6jAQz210`=;vKFw_slG>=Z*WA0YJDocqFx7mQOEo8B
zB_aIdP{q#0%XDkDIbLS(w665n5RxmRjXuvF9u_?sSt;z~o#>%Mh%<huNqoNi-sPjc
zfBjxuWX4kgq73c_itKS`&OOWxZv!%GJ_XoisG8-kETy_3*nEX*lUOnzv*@5tw5a_3
z;-ldu7wqUnJCB7NdA@DS-ME|Yh|$g{HiP&ohP=2&cXS~fU2`_q8qh#iB5D&0NxTFx
zC4{C7`#5KBUiT!Ij&Y8aPx9bPn`;fSUW%)HF3dlcYMOm1w|-3bu3oaM?)!fRn+?fP
zLdMX$A}-&rKWjKcvvaY-6d}et8+jRI-$k{t*BzFPhmwO-cuOC!=Q@A$W7!me7PKTu
z!AU-g&~f=AY8N5#*Jskh=B`4vrtzS)hOHKGfg<H6#2FrRddZO84iDln>4s=oV42M>
zCWqx+xhq6d^)6>xR#-R8Sm0tXe;0!e=QS+=XFYjR-olOt^=hFeC;IRp71rruhY;A_
zeT?g21s*i4T3PgIctb*0#rfU;lsWo)IT%+I#fDr()XbWsTc~PK)Dbad-&cdJGm?KG
zNFF8yaLK=tHO$vl;!w*)t92PWB26c+ru4cL>?S|5XE-r`QWnp#B4hvl%YfoL4@Y@u
z-bP}>K>mW~uB7+G^f8fc4JCsTraWW5JqnlC{BlHxEMg8#x_W2gFoc7w8pR-8S>0dK
zXU2V(Ug~-jOR$oR3`?0B(mYZz01j19ToJO)R}r~lT>5=HlsgEsnelJ(dFU83^N?{b
zl~bKT($Qsw0dcILlhciyWcv=A5^V@7(Z961w|_e=Q%IAHX}|nh^sz6*c*Tcjp;^_;
zU~dBFtES~Kbbexh8OH6}My!uo9Avj`z|}*uBUwaTHalKWe^o?ut0^0hW}+n6c9HYg
zeUZn)5^UIfz0us1Cj#&}cDvCAsh*DgD0%HN*n&D9v}gl^TS#N6PLFZK(Kz06NL33T
z9yF*;4S1gm!`NID1n1@9fI}x#9qDd4VclBy{ZuD0LI^xaS+N-p3gE(nLNk06xo}p#
z-gpq98XiP%)H-cJj|Z*h2e<AfS>r~~>3EQWJm5flwA3o1ADwQ)RxpvCKA=AOm_<96
z1rF-Zt9TH5nc}byQ3+I<WSR^50*rM*tjHfyj^X0R*|iou!LSaC<8M`gI_PAw`CqE_
zOkRR_)R(4M(IGUGg}>Qi!9AHY4jY=6o77a-AcO~r@V!XSIAAO?CG*E<mu;Nl8grn1
zmaFS|=UIo11m<!Z)9)Di$r|3$5aQ~8m%6kp@*SASy?==(J{I6XU!+!X_0oHi_Jy_<
zd(;hhQ0ZMv<O4r$$@)O#8SZuw7!Ae+k9W_&dJR$0XEm*-qK#r9^Lso-c+h7&=s>De
zY6hp-8UdTF2Bw^AwKhU)jIU8vmOraX{I_QYkXZTvnn7$LqO2ql7baP0G*5#EE#;y&
zH=p4_S&`2SpTzu}rjK;~nZ@~kx1TH*#F$dFfwV@FmtIh2LGahN9p{cqLVX1pW1oE6
zaqD5Fs!UfBN}Md+brpCa(HO4laFnEv<o@ACG~i3^v?x@dQqX)aLV@hQR*GdsO{%F$
z&sCD!VHb(Ui1fxB3sm%pKvWd54VK=vkB)}`Q2XRB`{{Q*?UtjKx~daDQJ=hiarH|5
z`=@du_qZ<OLFeVuzZqs)d&O=vm>O#NcRrpR4$(DAK1#P?D#{i#xt*m|e1k&qao|LQ
ziMNrRP7WQnwI?SjDfC;rP7%c+pMaV8aF;=@ECb@=RCXT*FsWR$k+7}numb`!H=!7$
zJ0^ky804RN@t`3RS7zwTqu7$1@-C+bZ{}2lGaH{0UKbjbUwok(wg;y5Q9(%+AzmYw
zH`XUgE9IS}V>@F*;=$5-uSiVLA&4@1wAh27$7YI9p^Sc_i}#k>&PoRP@+Am1JhB;k
z=AmBAwH@#>HQy(bSLmEfwtD(pA6@mg{~~kw`9W#mZM(Y%;hvIif!n2-IY#FT^E_vI
zWw`RJiIf?hgz*!lBKa`y@E|rks1<;aS<q1x&%^-8Qa*YWd!~)0H&6a&0?6Ht34f+v
zhJXF9!{21UHV;6wmuJ#Xm*&5Wt1T*<yob;NV^$LoBLV=QWoK&Fiiw9^#Df|EK%2E$
zfrjBhSM;MXz)8xs2)ov$B6JUS25?~}4{#FAx4bK}v%-XwuVyv%baN<-X@^}#mW8lC
zZt_fEDNRy-VYNjtsN@NWe*rb;7(bXLh4%AxdKGO*4JXm2^Ls4!aKGRpiWu8>qhzmU
z?7}FZKBN571x>Tm3QR2fAHdDDRf%frN=H7*Wl(gX-2wM0)?;BJhGl@-{)2z~TH2vj
zFs#BDaPtr3!>d*z^8a4!w0e6W8TSz#s6Fy7JhUfiT4FgGt}7dpSH}1B0jEHVQBkFZ
zL`Y^aJ7uR$QEq2c5n=YWl1c2fv5ES|K=5W9?v#;X^H$D-tOG%pd~&B=TPJ!`6|rcu
zvfKwzBf_0*3q%pChms7e#mqQy>3iC7gy$A6p1e=HPL{8CP@1+fs?qe}d0o`B26OgR
z($s`gQ+GR;aKeEOl5TNRm|>!HXNmU*zd89<%I0Eg3O8HYYLn=b7wO02hAm^+)#b_7
zb5bt1+O%938)wyX-3EBbrJshM<n}wW8b)l19rehZNvxtxG5KrITmvcs;`82N$@(A1
z4Fl`-tq0<klRs?$veECR@)tpnE6t-M(=#uIE0o~5`wPM7``R}jc66Q+;6d-_Qh@R2
zhzCVlVN?N&YPSeEBkRY5GLl!CIFU1L$2f{12hl1@4ST-PlH~+dGSPn4SZ#&g44Qe|
z1v?^KV6p>_qz5MfYrmTT8*;u2nD9D0sQXhZT;GEW7t{wiTLSJ4Miw^F;X$`%)3JN7
zZhvVQoOcMaCX<H;EttX(Y8dWmGAx<IJccqF1Es_<8oq+8nN;FIE!yZ|Jcy#G4SXOn
z1^8G#j5U$_pC2n}HL5>)NVwR2I=yKneL^p^J$PpUHH6du255hUNC=iP0d@@77}oDY
zO?;Ui)&nkfQkTRP=cT`rt<I!AUynN(BC()@eKEO(2bHyA-%Z|@WnJ|F{4%E<C9VYz
zI?^*cuK-O;MDaT4p<f=rl9m+#KNAz!J%7XkIR%wA)Pu=jU)m5BXH@A}kfE6wDcLKZ
z`&EhUc+iEa-Sg9tS@77^jWwmm=mkI5kBAfkM6<N<Wbtg;s791TC54~i4ccoxH4Bgh
z$q64r<WdVKGC=CB#AJd~Xx42OVOlDPFu1+8NesSLrG4(9b;V`DPmHN_$4M0ykWdMN
z6%OJF2%H-^5d=4UG)TR#@lqTQ5=G%qH&4rnkYz9UxYNy{-&&YG1RbbtPq(|q?&MlY
z)qF$jcGI}inqr#HSa)50pUkM%Xgr_W(_G}g9AWR7dZ5qInz5_I%3#2ew8#Z3nYFpF
zzCS%{+!@=~JUm8vmM!SXZLkdToJc`jvY_y}hYFdN=r=eX^nT&{YNmhYO~~AmWr-^o
zS$8ma$|P@y2fdodea%7w9wj^-k$$`lIneidw64Sfj5x};I{;C)?1G_1@SrUKHw5+O
z!G_8gTQN*P%j>Tl=#Ztt+LuNlYepyw93|{b5CV6yNk0(wD8qwDTCwq73Je4Qaj%#7
z)1#u%rpeE-lpFx6X>-7Xo|#9hfINFJqIbn{LD7uBc&o*ODzb6Ryh*@t><I((0uwxF
z$}oHQzgVPw0MfNG+V60UluA(gx~tdKCM6~B&3t`Gz%KiCUfDu<k`tj#VC1n}wRR}8
zq6L*<Rc13Hy%X^$tz%t@jk%*Na?%*PC3~+jr(a|SuF@Z&(lb6<a2ox!IYd`xR1~%u
z2jkLrfza4+uvIW6-+e7rPLn0M-2DBJZ_}V!?1c0O9yG~|Q!RvCVExgK22{~2`XRr$
z43WRN472o(-IEK&umu=Ehgg7i`ALU%exXX!`Ka6t`q>Zc?A_K`Rpm+h^C9Dl=sBhZ
zu=v@n7ps%2WxkDq!uBkcwO@U(QmK=a2yn=#t?`&5*U+lEr1it6{21Zl_tVbbQPEzj
zt`=e9n>BVBYEK&Muv2Fe`=(lN;Dgjr*A-;elY6}zuDu6(j!79Il$CJ;d-8HF-O~{Z
zo!d-AYQNg{0q4o8;(W)@Hl<PvU=@qUr<1z+BpD<xlf^JRKtEOZSmHtFGKTxCCbz-U
zs@f;Zd)t6fARO>5YAm)03B-v$k7}v0IOQK3|4s+RiP0YWu%G<U1tLq~XDu|C9id?)
z|L0-~c?3?3`L7OT(B1$BX%}{$%+H+x*0qS+4Q!PQJMf{n%1_kmx=V-AMyAC`RTs^m
z&7qf`<QZ)zJ8}_zeyPpAIdSC)iYq4aEA>kYRyB-qv*kJ%7h$}!jRzs-#E!}KGRXfO
zeerkw(Neu2_x%EmhQh~BKhzv4?ot+YFI;a(eWh@-7{+Kb=@lF`yuK|s8_e-gqv?})
zo5%);8`11MQRKS-J2z)$S~RO|-^WT;r)Z*jjzS+67&toZFSj8S)QC!Gd~VfH)j*N=
zRx`HSVV;C9cm{n?VrSX8H*Gro-Np@OKV~1-uO7awuf2P1i=QYbtNxN0!$!J&iq^Qx
zmu*)rqPs6X@~*9ZUQZhfMckh|Cwn}VI7q#m;@g9@+HQ1?&bI|^hIZXP*6ERW*%Vfx
z^&w1KB&x2|e6!on;?;Kb7rO+FQkExC^NuUG)P+*L!CxyS2dSZk$s2RieJ|f;81UD6
z2wQ{_f)_x3E(B{5dYm^Iu60wMFJxenk*8U0R{S-#^*eI?&wk!|X+0nmi(-zrGK{&I
zZ$!lq(>h`TanvR{TwN1fAB|VDE>X>zd$Xx62#p(WqPOwsSI7yTvs#KOoQIoCH{wB^
zudo0X?5lcBhg&Z@k8}@k>4&zRTIG7Xeyr~5H2IOcSun6D>&MvlCi`Bor>#)dy5R?M
z=bKY$kr`-3i71!x5@mI6>`cfFp{VbYfOk6=92$*20O(RAPIA=}o)8#~Mvu2571m+!
zht`mNR1s{!dqSdMD4&El{9{y+jI*=&P%E4kkUCcffq5?d(>I>;3jx$m*a=;0chfPB
zF(D8Sg0R-&$eO{(;wtdTFZbKLrwRGmf`F8a;jFxvF`TDh%n1NI0dLRx>a1N>r~Li&
z6d3Y&D)dt6jSc8)zz#pl09b8z2>=XsH30wHa}y6rj|A)_(OlkxwO+}ulHr9PPLhV#
z&57M-L~}WHCwuR;h5{#U7jHkVsMYdznPPp()RY30=k;~J;i8w2RqSRKT4I;4W5$v@
zYRUADv>ek78t>$*b+!_QJHxIhS4W!t=NSNuoOtxRp7Hb38BEu@l!A`NwT;5oNb`_j
zOxz$f?7QG3pv;IUqb}hzTHgS!gIyZuZ|eYnnO=G1B=%Ja?BM<oney*=^zI||8$X4Q
z$EBNIsa_3TPUYmndGjn3o`~q7upN1bv!{11Pyd?Ip3heXOUmg=A7yxE;f7RP28eV<
zy1^9>+Vqng$r83^RH7gS5e1mrGX+^2rsfNkhGd48sk(4pR2}@d?Ds1yX#EWqG@U7-
zm?E>$>D@XTUb!Wy6}HR6&*N+!SF$hy-Pi661Pw1944&bHM&$Q1vg!eq`JRsefb%&3
zuLSD?BU90OxL^fw93B(~S`&IZxh44+VFxy>8tua7R#y$5SUrnS7J~IDr_FdExSatn
z3ztFWW2wBJWAPwHlHKqoPS|si;ufAyMoX8BdR)uP57~xDXhQ@XU7r_jCPr15+PV+4
zjXn0MI(Z=K*<&%%XuIT+PKV~ZJ&O2Lj-p9R7+!rMIkBBRL_dSEJ;v}UG60@B8gSRG
zi~g4uv`++ZvVdYg3Uq^Eo?*O?bZhlk3nzMF@9UymxQ+4T)AH1!C-Q9I0?Cc++`py*
zul;3mi(Ak4vKdovRrGS(#)#X8ewF5U?Ih6UED;<(8_C`=QDiH>UJE(wZH*}ttq42P
zCY;+~PIMO_46*+Fb|+1*JpnRH#^%1#7<oZv5y?&NvbFCU6V5Cn|4IoG(B(2nyY*q$
zTaF3dH}<>(4?4N9^_%;%1Kgj*Pxl7{ghCt`n1JzsXCVTZ=yYA5!-*j78Xn~Kvu<O9
z=#j&x+Rncctx{)GBqRi*ERco=X)C|<>ZjxH*-*3SZjj}-rm|!1V6}Rs{E++X)fTnz
z4%$MA{PVhrgsu|F6O0@HtCM~cDyofIe+m_O9)AcGkF&=Lvcf)R{1!+j8pKHe16gQ7
zF$N%oU8OtoIE6(#=p{@LuJ}(5fD-;Q0pfbGP&E#cF~4x2M=3UKVmsqFHR#N=^&h{r
zCVGb&AnWM+Eb9rhz?zonK<hJ-md2b7+0@#XHkCH0c6*TziC-NDE=Ki02AXeXMk4sv
ziqmHw$LPio=gibaMu{({aww*~BUm+NtO<2QT#_2$9+RYd5wYto(jnpal&+T8IrVhh
ztug`33Tv05Yx!~-yCJl`93)Z;-hJf9xIt&4LKq*+9jX0PN8k=!5^)N%$Hm!zR9|bN
zzJo@M=cow3ORl^#cUqD$tC@PQQejO%5V%Z_D9R?B3d*I<rL=X`h(`T%?A`xqdIka8
z>(|^=X&n<yCKgCsqvPVm{w>Gw51Iyh@6^v-Wa;(|7Mg*^prkQTiU6c6-G{9aHeQun
zR?T+Y!h?vRnx@5RBO<EvpO2-clMCvDCvJbO+5XC~fYa~s0We0adnN$dfJr|z-3&HH
zD33ulr?s)flc_#3z(LPH4%P|ve%+JVklSztY@stt5CbrpfQ`)Zpm;tIyr=yL;4FZ>
zI1o4H%RDuJwMC!sy#;OzP@hwll8?+pLjdad{!;<^Bec1q$OY?_MuD+`0P`B6zPkW9
z;Y(u$WElN2T$pjlqBJHBMu!J|mvz8`#^!(-5$g#rJ0md$Mni4}P4J(F87U%JM<zGR
z|Jsg^bVk2KA~UN>M6Aq@J$VWZ#he(^+{4L0kv!`KB=$p_UY|$>3FMZF3x`Bw?2Pi$
z=*!>W<VPE@c*kkU<P9(1{`Zl0`XufP5e$sD)heb2D$&DiJq&R{a*(q_U~<xHVe{b@
zr;NgQ(C!!vZhYaPiMd(za?`bQ&tA`D%zS>^^4YI$B_q6JXlBl&Nl(ha@e;Y4)DG=8
zkYaXb2F3hz+E3ece-wx5!7)&4x2GQn8pGxR9NL~$GyLLVR!#CEth(3!`3b`dBI1C}
z>HNmggY^N%JgqldmLFbaZGF~_IaIJFAkBwgSM?FHCab!ZzHZW>5)yd$R;4BU5w~vK
zrRj{vyQ9fp($z=pB?T<sd`mOE7DKUhe<|P#H)8W4XU?$e;Z<?mijJb|wEDpne+AhN
zwNV#94}Mf$TRk5+cjvLR<s_q5jE(hQWz!H)Kk{h2*D`*<BK*RQEa{z$a|FK(<ZA<k
zU?v~AfN0>ofmQIL9pTPq`$V$A`<PEb2%3l)WkJ+L_2b&c8sx#c_w`<x(B5-bKlV_x
ze0Ch<t=UM+fi0Q=j?FaX#2~CV*BT(YNv8c%7h$x3Y0@hHU5|S94|<fJ8iq502=Fji
zs!0}m*y84IdX&B%dhhV*pqtA(T@`Dq-~BgZIC2-K`5Ppk82@`S7;hFFeIJmo2!GFQ
zp@pCUi_2YRbPAB~Y^KIW82UII+lDE6{nz^o2!RZw{{$W^lr7DN=Gg3+&uLVg>(<!u
z1s!Klv~ZzFT0>kW8q-&u+`1^R>)=m}iExDrC{e4)>O_%3vr<ADV!Fd~B=?a=NzRMx
zx;}SH)T-4m9>!@gd{&C9n4{8_|3n#nFK<7~&xEWmhroOGN81Tw!zsV18{yk}B~3EK
zJ24eXh&9_ad1occ-vP|ePt)ko)+I+|8P+`o4^m>BG~`-zIAQYvSgzR$FqKK{lo2P8
z-bCvDSqGewR|wV{z-<}H`_Ungy?Y0c(_;w0`?5D-dqjV4Z2o46>IE^p;@<(`C~Wno
za`gVEr8%cYw*GLQ6ta{C_)iOQzzSGZHG*@kFc$&K;7x}00bpom@^s8g1&T2Kl1QLZ
ze`K1`SpG|6QsDQm3=wDzuv~u_t)B+$+hkRF(Yn*j^9wJ(Xj?I^gz{#?&!!ZWiM#GR
z_c|mi6`Cx+YdwtH6Y^EHChEx^7tJa+x&2;Pi~pTv!Q;{NGRa4q$Ipf*x7Pajk~MFW
z9<{MJm{)IfPZLd?1I$W{+7y5ZR$p5je+Eck)#SF_mJXA9oe|YdV;(*rT@3u}s0Z<o
zNU!d?eA3-PvZ-E5%tfLT0`tZrEr*lia2%Q;-LeLN$R4e`0ZJVD*hbf3M7676VH=!S
zYVP%E%%-uiXuN0H#v%@NF2Ky}dnu7+R>1n_GG(R&L~fJv+N(T@3?P>6r30#}`qjq&
zZ2kXjd)azH*nS{6Ir2m2`jSuO6&X<GZonF}p+K}`v9Ts$?in>(nEtzC(&}uzsRw#n
z4=jZ0m+>I#7xp{5OO3IMj?Znc#_Y;H9IU-ZFo@7KaYUJPgMZZk4t#0V0&k5hme=yc
zU)M@2)>ul0OQsW|KVmEkH@!H@@{POvxTq4(SJr;1V=vz{dE!V>{ao_XMqjd_<o-c6
zM6+G-JUR}*uS@_7@PCdGfWiOne<6r<M6vx--E>DI81jt|Fg7#8Zv#r9IF13<&WYl~
z1&h$*L7+jj-cdQ_rKIdDfF}O;ci;yyDwG$su~f!<ID&L!_H?JPy%iuur=#oBWKXAH
zYuUPhMgQ}y3<mw1*o)EL#*>nFZE+(z2)#WgyP*sYqi1WrZ!kqN{TkL1QAc4UjPKij
z8@K<RHYmsH!ToPapr>)u{#WYj!zSjmLT4?*B!zc+Km?|e@lA8`<D(CnBI9mWJ0GcE
z!kN?|ylJ)fH#MAv=M={K<I7!;*lgVCvm0kx(QuCW)se<Vk1MqSoWYV&5(N4Tj|kS4
zXo&*u{ll#JIdlHiCKy~TU(>*Y?G&joD#?kV5r4%HW4Mu*YwJ)o)2IZeLN=L{r`i)+
z`O7DsS#-Pkk&IxTJ1>$XIx9W<#Po&BV|H8?Ay+^6*sL~0GJIRPJ5AtIUAk*YxCy1p
zG->}@SN(=3QHhHCLXv39C1bRXg<z8aVM?@E;BrIl?4WPmrp`QC+BmxNIJqUTtS7%T
z^MaZ?Lqe8m1r?ccOklKW7zh}?a3Pe+a#Rd^LN1%TVe(;rXo9-Ff2bA-g57_xMR2wb
z<<lbDf=tBlXfLT**S6Y8#hiSmuYGiJCL(o}y+}_J?Z}(xkbPTH`Rb^vj6=A*g+xFH
zb$(jYAy&wXmbyt%p%EoL9iSCXT(u|VBvrFLHMkxI+7~g=pFFf6x4Ek2%5d789!8St
zu6>bWSvkl}w})j-fyDLtyhlh|3;(c4wZe-{R<{x^liC#fn5OHNmrLj2M-sMRs#38k
z_ws0CsS$RYYW)wKCvh_EQC<;;N9%@L7?z?rkKhgilwv(oHa3;K>J_Cf1sNB~Ok7-a
zMh2}sz`&C}ZZI*kjwy0_L(91oTHZEz#xg~4(B;g;cG6@l(3`Q>zLD2ooM&nIkh1~J
zvl+~ro|jW-XzXfsdO-9eZotcKu_~kk>()K6syd9(K2jj{q!fl&%}Si>5sv9?3|N1w
zUa}2tPoGj0X`Z;S)=PDyV=R1+{MlZ&G}9pW5SjLc_)z`#<wPXWFfZTB>p*U?^h<`k
zrn5!13en8mHani)H21b(0d<;sHcJI3uZb!f*~+DRU8?c}J+LN2zD0{a`=%%TP+#V#
zD)pzW$y&7r$?MALBFq(qr>-1_m5bWIi2(8a&52Q%#v0G9<L*>*7&vTN{G+q_8!`r9
zGamGo13=2=Bd|5zCIoyC6W2_OYaRsR%B$n(d!AdrVCJMC#y*d-9s_fl1cHL~>DMv$
zXcHwUg2>r#_7PGGqUYvr=A5wVA9mQrB#DeLhrZDrs~!A&jFAm1HLTkj$O^j|OR7qn
zpDV(7&I_FT{1><9N&B1I8&aShscfMFqia9G{)D*;{?9SD_dmhhfA+8cx4!>(*}R{t
zBnTZ%rJ4&&(b)zt>b1RhHOc^(r>tJ$$1N!4Cs!^;dTlIj%gbe^Zb%aySJEW({)qdI
zz#Npc(ymD*lP0p~7A|4epF+IUcDnsVY?AG2;vQ4S=iIt+#jG&<B;Bk2zmSEm$ErU5
zPQ1VhepA8kUD>f`83%GO_`u<k2|C;Wbrl+^;;`yp6<dLgl{m{(^)r{rpxN)j3B+|c
z8mT~^Oimsj6VA;MTvjq+;VxgGqL_kq*N(KzxHG?7r%e)m9Qfk$(^4-sC!r3zgG~#1
zn>0|v#AD{lL0_JfADW$2NKW7SRaDti6mQ%!U%1u`Wsz&b=+^4-?Npy^p_B6vK~QDJ
zrqtZ!p>0VMeb-mZ@|_PsRAepG=HjZ4Y`C7i6#trfP)1%kTD;u?_7KyKxFp2xwkI*p
z6Z-X}gN#Dk?t7Pubb~@jpdXiq*Gz|FiqYYXQm&S&$Ud$smj##T+j_YmSTE3SlTcY%
zsE>?Y(TU=%0n>AR&o7z9m0?J0?!@F#$`)7##6={ZAUdwk&ML#h!SwAzXibgPsL{T-
z<+}QPqp}at@ZLvc)ll<?79NQ`=G;+;4qd3@_pdb*$UZ-jiD`v;6219SYoZ^aI-ZwV
z)tAEbXD?-!I>rO(KqR9FXC<~4BsQ{LpA!h&JqfOwo#euAe^GUnM_khWR3a3~JE@G~
zi>MM2J#jIU^<|X_WH}ebqV-}nZisCGYfUtL!8%8{{7b|G_^VGhPDeL8<rVU8!eNXa
zF1F?zi5hhu`m3a;pDiTJ9flpmXn!NvkoASmtP#)}FQ+Rv)}z+Ock~r|?HnrRspA?`
zQ~h`w3I*ZPlrsgR<z0$F#k~li`>7mF)Ze`FoqBfjm6C<tsN$hm=nYgzkTZ~y^9#y$
zWBlTgf>RTt0BE*n>j8nu=tqG;^HAKKk?VFT)AJbrL)z0L00-TaTm{p>mOiY(4tHP&
zQe|ortxIGDu*s_QQ}VJKXyAU_yTEKH1HNQdztsPmy-Ka^yeP5RdhW-xEyck8+k`iP
zqLXAhB*%jmFD8>QB4ZFZGb(5`q`JtF`bS-`4BJvR(Fgy7>8U~XdqNYg5Q_EWmVAeT
zIm(3kn#=9IPHS9T4gN2wb;cAq(C&KU++#c2`LU?)kd&juFI;&t2=*fNULLFawi6;A
z(dLcAViI+T3XRLnO;O`{HjbZay!e-pv@#{A0cuB_ECF--dSgJT3Bs}WvXJ|(ng0T9
zuGSPqyEKJg{OUXnFY44o^;(9pwUd!=mRY2`a5%4f>XH~cbSQo2CuLy%DJJ|*8730C
zlpLo007^du0Yar{I%)KM-~7c%ED=Tw5I}*prZ_MbvQ!>u8AU;H0XX2|)_qtI*alq<
zupc0D2*iR<THBkM09RdBg#nyF1}q2w@|bzJ+O(et?3cS9;~bD>Dp~&Wo7)hk)-^C3
zb_OJzqjitc!z~VIk*xrcO~D8aTW8P;PZZ+>HXGQF;vJvCbAtDnf~NQqUs7F*i80#^
zIygCqCSN<X8<<xd>AuMQ-AVci$qmIM#*+X31zny%AU*wr$E#-qg1uNhJA()HG+FG>
zE}QcG<!+@5!~da8RB?1<ET)#&;R+>v_<e!@P=Y|j2`7l+PJW`2zuvdH$qW-|Qbxn3
z728WZqB|3&ncmlO(f_y`R1-vVr`XGqy?G-sNM24MySLbOwSPji`>Ev!&sO-l60^Jr
zymRQqhg@gH%$GiWNi(tA>jx#LO4oiaOZp2g^B?Rxr>f%Akl&F`y>Yxh_hVW!&J?lD
zaeMbdfAnt9Wl2{T9n#w^EF({4El#gwtviv6T!6$|-srix1-)-HVx24ldiqG2=m)DW
z13_OK^0>q8RAeAZIB83iO-`A+xb32gK-?Z;hEX(p!H)7~W9;6@oLWPSe5FEXztC&k
zn(#fc5kS)=N{efgWoTispy{<~y{jr*UKy(&&iutbV<|cC0UDNJyPw-NCQZ2f<a`y%
zR93!#6y!#>f`Jxf`Cl!;uxCANc{eff1iS@AQl1)p_fJWLUXY6=-_)*0=0$rKm;;p}
z&uy+@iVNW`>Pp@2(VWimmoXEE&xcf{oI$@_u8TFXKp!(R(+YOr7RxUi>i^cWhMYfn
zf72hl-}Ued8n8&<KP-|C8mGPYti##;Um&El)4wxSkUyEKQq5NKh$C4q{;c|M058fT
zb<50HH!dFTD=_MCLSeh#($}sJlFgL?@sNT*ifqvH8w?x#b?1J3<QV^ew8Uv_fe-f~
zxM1jQ?C3%9?%%1DCig|jGIdoL%QOCaa_=~AY$}o3G~!-7aMotH%))b<qxgF%a|fw+
zE63)2p6#(3gTSwmJV_ti*`Bi;lV<5vYSlLj(!6{(QxVp><^__;%_}o@edzxWg(Cpc
zEm>hp@ta_EKx%z5>F$6BaiCyzkocGBf4v{1^=IMcufChQclIl9nV(OPyy2a1q&E5y
zOX4OOUt}%oSIbjB#(8#Yru=DS=uF&?C?ItP<O%lAZ-AYj(GpE}F6g50bo|uI^f|pr
z{PXS!${ZdRHaAUaZNPs;J=>fx%byIc_s{ds|Eeti?mp8HK!9@kLx7r4|8_pU+p!z^
zrMi{nNAIE#OR2<Rn4PGN_(h)`Zo7k{(k6D6@suSq@RE(DNHeYWzw&@?I<|?dJ+F3l
zOGSd}lc(>$xdag%4Ma~~LayR8=70dFInW8pw(v4$u<OCK<eCtmj|{K9{k^9mkAFep
zuwI2gT+4I7r}SIb{(xxqqXA#SeMEbD0;JR`OIBZ5@M34sHDUd)*rR`a&3zrhaS>yj
zh?r)5OA6MME>RJ^Z7BZGk8@<8I@4@@QCoN*NEwm2t!Y?U?ow|$sW>^dcu>H6e^?CQ
za0->=bkpZ7-UVMvedLvHUJZl$22>-netfBm-BA`e?74YLJ5jlcgoQfz2up;g%t%Dd
zN&(?7j>lxLw$$#p5tZ1OG|vY~6v^?$h*ryGeKPr6Pj^{&auVdE?F3Dr7`Y!i#nJ4k
z`XKk-yEvzWzAO`1o7^Lt@!qx5(jw__`>LYQ?b6G&wGVk>Z)l$1@-WYFA#G@yyz?}t
zG@3V8`tH<exC*azp*Yi@#J&H^q`_X*nmY_`(rMg_(jQ2<)OIaWJ@SG=MqHH9QYyhj
z<wpaFZNEHysOpEZv7Jgy8t9-z`i0HJ*bTQQS~ga%ZV|7@b8CvnDs7GiOqRGPQjP7p
znw>MVkZnw2(QV)Uk#YDL1C{l7b2leq{mEn9T#kG-mCL!MfjR$58TqdsvteAt2_sE5
z()i08YHxAY+0{OUoioRS-XQkMZsl<CR%aW#JnN_a8j)%?oKkq}t%uvujWI!<oUjZU
zf6g*KByFgKoHn8L(XniEgt!{%q=qQn!+R??E~k4PC2?syvCdI(aTWa9aXD~|&U78g
z{F=cT?t2M*hyVZ*y^)6V`SAe<+=ZVJ#v%8+zh>g03n6eJ<Sv%X<!5#s5Kk^_$ervE
zxxQS|6I@l4!~k!KRJ@XL`ut+??)H2L8SZI{7zPxA5%f*wdj|lH*OeWu2kfITq$mU@
z7>(AFmjlr4tTd2zg8<Uui<r-x;XN?oDcAzB1k4@-?9UYJ1C+eW*;AL7fz)@NG<E=+
z?W6!91xGvx^#IoX5I%oOv)+nk20}ZGM%kuld)SI5u(YDhM`C#b$C}WFeD?MjH}HCR
z>#bAr_TnJT){RMtx%B;GFnX+&<c&j!+tT@)_31IVlOkD;IOJyMwenBMqp%S%G5YVS
zrLDoT-eFr3*y}x-)h1?&1C&~>+{HSobT<`Vk})7IF~o<v=&Bg~F8KX5i57^xsv_J8
zBI7>FAXtu){IOG*U4J7d%z9M`CELIek$-uT91%^omT1n>{7PWEbmxW<0{*EJ!S&;L
zwM)yzQ6RmnNjiTjy_rp@5xaODb{{G!HyF<@-chHk&y#IGAyug&U9CFW8A5yI;{hLI
z=C{%V-mJ{CJK+6k$l03Si2Bk%k3o+q+eiagNO_$SM9vp*Q{F%{cafTP^jmdvv%id~
z{GHE8Z@L-91F6_XHco*?71N2R4RW(snV2a*qyceQLLF_ef%S`OcHJv<xwCy2{Vx&_
z$oq<?e{F>8-7_6tk?b6KVB26b*A66HSpBmVOCa0k@!9575y{S82HWcoXFw0Ot_uw|
z*({h~?F|~M#&X_9sT6PT(H=XFqDZrHaxcyaZmqSC<Qo)5K6ENwRnGRPy*F7c6s|>P
zLrlSv+s&|qh?qE1^}N#byq$w?Y-QX*M0BTGgjXG5Fl#^KGvMn<YzP?dbBt|3G^!Su
zGpz`W5UakRrnIBnwYobZf&=G2=6w)#^R&=4U42vK-q2Jv{%DNptI5@c#%^}EPphxg
zB$aXJFQuPes@^@rLE2-Q2wrwjFZMeo*4YGrzm}Sg7&u<bWqq*xt<aB3J4B~*!Z<36
z=eok|%!dJ|F2jKIGCovk&EB$|2v6Okhfi)T(V$CJ{J@(2uTkc88AlKOaq$*9NQG~#
zuHUk|SeJ6SESIYmf)SaE?>rHgj7ADG&1=O!Hg5G}DZ5S;TM9+&Z}t1%x$aX60j6V+
z3uxb*4!#S5dR6ww6&c;^5UzL%88<9j4Lkb4+jcN>uEcx?ns+l$xJTIL@y5Lzha2BL
z6PT$(J`_Ay+1uV11A1!6GvGI8O_q+a0qB%ru`d^}KqB01wiV;ug#*IN?LL3G{{ex>
zKjLj(6)rX)idW`yvtrb2dutI|6u$tlE`ehO;Qecf_5Emx*@%saApZTk-?y(T*f^WJ
z!qYi!Z@QdrZ*;HRT)xt+P8t0OX1oT0%OO{>#A?{npDW-)b8md)eXh-@>A12YduQmb
zGYt6w?SOm5g~LM7fI?3`9}Gm1u0VEyX%b{ulaJ}!6`L8sJv;tD99hBpg5F=7vD3qC
zZgJ-BgyhtA&e^j*xhsrvuOhZVK)CYIpd2+HJc#N1<zc|m&N6Di(A|d3CjzDjD%0R>
zvoAuGFQ^xrczvj?a<o(;J%rh*_=0c4wwAiohYrWjn1Fs4^Yah0h8BWKjL$t$F*-&L
z_Hal2SY@O`O$MW)w>g2NmUN7OS`<bKvhrIgZ!_|1NQ%TTU?aGblZTDgZ)QvO1EB_Y
zc<br8=(7Vrp;p82`CS6c9FU6Cs*Pi8{iRy63e93G7M>$k5z)o~p9NZJ{<l^tHPk}~
zN!GON*^KbarRl@mzUrl+Z}dMmWY$b>v~s=Xl2JOfKE+Ty=;7U!40{7{C$QcD_1#9q
z94Jt`NH+1Ylv+1tTi+8m9d-wD?)8~|54ir{_+;$$Q5#zwmFE&NDc2C?Hj)l}m9dmQ
zM2DU<G4c}~8hitAzc5Dnry6wj0X^D-G3X((=rvYT*7T4ago}Rs?snEgH^MI$Ya9(O
zBTG}fU8xL`bGFi<-Ws!T%Bn)~9dl2xs7&#DS9a}=U=wnY2?3H$=ZbG3oNrTo)g&!D
z=D20uiWm|}uf4EO+qhL|w0o^0g6g18hvdEdHOm4uwo|`Mxwe(2>nERro;_xHsY-i!
zF&#cjdAF{rwt0-hz~s%2f27X&JPAHGCz&0EuKS9j%~4Rds+x-GD3)YPwrh`{I!VP&
z$s^S<){0_Hw9w^;-#e&3z2&CsymcNyb#72*bw7jhd3#MHe0Q5)Oq7S0{_4}$*F_-#
zpPcg9QDG$uYX|GqXpw44sru_R-*GRlq+ZaX@|h)3Z4qqLvI-N@y0~O*JU^)ZX;D1=
zopTg=$-pWFCK_MR<_%I!VEU1H!hTJO-bVJ_sbZ~z_lqu80Z-7O=|UjdaOB(!!Vug^
zP)3A|4&G@}F79l<F1+}1Un@Ehv`RFVd^}F@fMAG9hj92mVE7}@SE%akf!vby7N(l`
zER)I=(+W1Q@bl=QNiQ$MYh@m4XNJZ#<J)Dq70m%|<a9*OJh%Mv_lt`JZcOtT(73=2
zlk=ZDn1{$LdYiCdRN(W}(`u}0lqVH}G<2XfzYNwb(mLkO^0ikJx9)JbC!d>U&YvuK
z49th7THJS&qcPDG7jHgd%;<BOKDR-lsE+DKU0%m?a$_QPd9ma9j&>x2cSD&)na5(i
zTo8)mu}wVg<2W*xcv+-wcteC4*5t?GoyiaAPabk-Zra<SVk9f$Ke(RHL^zIy?b>l(
zHOVoz?5kFq+fHzBzAtgDzE8E-SG{DF<EiI&ueolYX-t)T2$%-4S_(u4e6`H-1ENEG
zQaa$rb<cieS==aJO|^7Km}yS|N7I0ygHM=~YRu9V!PTKBSq$}N2eLv4-(oi3-IUff
z=N9Qno}nfg$u1yGN8|0AEX4?K91(B5o%!@6AXw4x2H)oyb7knPkQU>P9K#VdYF|Km
zfiKv=o+PNf38sk^)4x)Gh6jb@>s1FhxQ2(8a=HqLUv4kJoo`l<*$oRTPqF`sjeHqj
zaEngQt+H`{%Y}pSlbKkDfs`dn6lWuNPCk8XV!+wdB<b=P966Ba$jxIZZCLyC)e?Oa
zIqr)05xbxT$&VlNcME@9>Ma$%fcR2%L28jO>Yg@V+$3MF4LOf>c3L%yR&rI^DRyhi
zIxB1p0Yvrx_hf}zHc+{TV_73Eec@BueHSi}ecTez$SLjO`&!zgTxeoyE6qgrmDPhV
ziFs5(C=3OOmi!>pO`BoE${_nX)GG1LuFI9r!iH?oriSd<9>GvrdeM&(uai<kvE$K@
zL~y*lMME#DaC<CRFZ1@zL+qjRBb3njq~6zE-X68z%K?8d86}>MzEuJUp^t$aZwd>v
zwmk6t7Lbob1uUF2b;&JLo8l^5fnfO3faIvmpP8Se(4SFbPel6Zg%TLjsuga+pu6>U
z$MUC9{@YG<A6G=+WSc=NTHFFzlFWakZg?#us>%Ka2L+%Zwj~4p#}s+oN$sG6ieM!z
zgQH(?c)NdK7k%9%(DQgRxzTjF43jX+g=@PHI4u3^uhiWYtepg`84Q$vZ$}_ZhtS5v
z{%_gdrSyNf`|p#$HTf;WmJbG*ItqX_^XjG~p=$2{O_OWa?;)1j)aI*AT}g19H@mVW
zTXN@wyksua)^C*1vu^PLya!>L*wrRH;m2MTwX-s1U+s|@v%SPW^U#FrN@Ylg93f;$
zVNnco5sc%lbct87Dvhw+le8(yE=SG>JsIj6QD1jvizSU{pepFT3iaM{gYECqV)ul;
z0XfG;up#eG82Ty%a~H@S-h!+tEJA*{(VNEzl0L@FcM1_)Ut`wiEh~TKI>3OmiSIzV
z+v*(nY{~FvK2;?Uwa+*Pydd%s44tfvHZTAmaG=0ADq4V@=x;TJAH6%{NI#MjJ2?))
zoiO-D4dQ&^z#<<N&uEO09PKHs2f$BA$$$kFIY93`2dv7?T{>XJ#%F*zNO*%U|KsI-
zI1fNX_X*plMH{&N=}}t1KpN=41<nEJs4W1%2G&Q4H@5|j6y$!dF8>*OI_9k7_ly5r
zPPKn1O7@f|nSx?ZKK75&I-N!bY*(9k?mkbks~IOe7c3rC4}qHw{^Nx>#<cW#a}@Kh
z_1BdbwiVK#lT^*Bidpw^i?_^e=d7rSVgS#w`{g&Amt8?B1g^oDcMslIv)|envYzu`
zb|<}aEnXF-c{pt=D9e>4z+=4y`1tFu{=~%pn!)@n4d*{R9;m`VV7%BqvJ1AU34Y<S
z&qW<QPzdy;LN@p$XbKpT@jzpaX8DUl;OxV#Ys>&b_cO%&%*Jq61$x^o9eV;yFF-97
z!_hS}9F713V)rZ1dxB_pRlWF;tu`P%QV7SGuL4qIpliDr#Xlm!&d3b%W90c4zmxDM
zO^T52Ei}o2c-_vD`jdEm{L4v7!QN1!8s~lQl`7XVI-3S!MXOAg@~6-AiXcO-l5Mc|
zQSa9C#%)xN(>5*kya~?xjJR9nMfX#U_2iK6@0c0Y58vzixLz~F(<H!Pc`l4mErU_g
zc@yD44I6Umgw5yzgNM8}xOGhiuqUt}n?a6M>G4e%*I81l$|D%?OHJvgG~a<{0YD$`
z94pWQ+tFAYgL6-vuX*iWYkkVWh`131nc@M(1tvg_(T3mxA02O6x;_RD6<lJ_G_v*^
zjZE8`Up#%uIicPZojw%fOvII42jwi(y%6gX#ZM%gW*2?p7|U<Gccu93)^CC|i~a6l
z(EWppJ3vc4m*VZx64JL{D-)fsfw}<8G!5iuu{M1?iIl9%uncpIFj>7l{?Xv-5hMLw
z$QK|2Zp@bXr?&iq>FM63a{l-;>DP*dQG_!yG*vbF`3s!lWVW>>e~faqW&~A<^J&;?
z^rTlIi0IZE5SjM8p>7r}y3UUi=uREjn&dZI*q(_)>lPU^E~@xtC{MooNh;dqompe+
zw|RCzJUNK`IZ6R|ssn<iRsmdPCI?8{x4=>~h?_3w|H-g2D$-?7bTLo}z5kT;>o1A@
zpC&+4&ARUDY1H8cLi!t@3b8Ix(RX_ul(CH*-1VF3q!O{yvUqr1>q?@<;(A;fLUQND
zb!hCcKQLlL7O&w!ckEgZ=*_<0(aI&yNtj1cf9&rPr(N`J%nzIz%4WAGe2}`ZZ7-B>
z(V!SVfYAp-Ubk+^(c)f>4~xx$HCOV-7CP;NfV4)vRG<x%{t=Kn88c%N!*|b^0Vk#=
z;uYlS2gIy+7SC{9hX9T1GtV^Lb#4Gt0RAQB@n3b@|CjsJZL7O5Ocfn$Kqjp38(QZG
zJV>)V^&lrFrQ*_Ep`?bI@O-F_r}R<zx8`sf!yg=3b<t>j)YRrgtw9|3kr3~*+B%&c
zFu>v?EiKwgJpvb{-)ucb-TRm~{r!aWMv2ApNn#r9NHJh(*h_)R-$apNkE&DG+U@t$
z^r>9E=p6Hf_=XPX;J#!y|06J(CLIn;%yTV(HCOVc#gJ(u%K)PKTFwkuDIKs#d$w&2
z{0I5tKid<o?;SG_ep&8v<&+FdumwS~L)xR!DhITuMBiZxvale}T@2^+DwcuvJZv5c
zWVZh8JGVDk%}30)12N!q@b9NPo`!VrABxfSIkyNY$Whi@asj2%_y$@1UIV3{HK<BQ
zhCo{nbbM|C__O48LAz%ErJ<fD{L+F><7-~Lk??J?TOoa)s-vX1R^nLPPSf(Ldo=gK
z!TYu`9{-EA_W)~Z+q#B>s7MnLP&(2(2!cors5B9g-a$d62}th*lqN-*fFiw0uc0^T
zh)5^&j&uk;K*;$P9?!jc?s?1qegE^QWaHi|dnaqnHRqUPj#<$vB919_&2D`%Jjc#6
z&Lu=|+-}{F;pVcUBg4Vb@jZS~SXh1%tP=LfzfY_m$Nn+ly*Tu#u+ID2M5lJI!RA?D
ztai5YJOR=8PQ#v~BPFP1S0aWX*r0oqi~G<c?uzLH>|ih#DZ6khx-q5_bTeLsyF$xg
z`6}N1xye8f!T?fWu8;#HakYkHGKc3?T}nsX)v~9rGC=U1!{KowOqcXATY*v2&ny1l
zz+p-^1bZ5+^B&-++X6~uucG7gDsd{z16JTxtc6x!URhcg5}ZQS^qihUTWuO<c~35b
zEhZW6pl~SLUo{=n0BbTlpgDVbi{;qOunZ1U8n0IXJW2VRrcyV}Wx^kYDL)qF$G<Pi
z@4qj~q$Xg_(zX6dIQ;+nll}$>>txLSMV&qOU+wSV@hbhqNf{7V(;#?EEdtlCL&3P5
zUtCu82q?<!(GaOB>OKfsl$(&DcDuQzRlV<*u9NvT+v@5Yo}wAH1*2+ROCZ#cN6cj5
zN>56F_~4tSLAJ#HU?uS_M?QOR7J1v(U2aaygQO5lOv5o&K|z)NFGm^gM97|o%Un7r
ze7GBMWC!a3P;b2=t!~m0SOJHfh4E;stoB*x8>iWbak)6H&GQ$=ZDQo6>fEnb=Aj0j
z8r!6<97ji(**tr9gO88)8NEn2w8n1<$T-1_7YIX>G6?b-T;+~KG^0^?hqAG=G>b!%
zCGrbguaLK{nwTug3-57o<|A1H1|*Snsr(gVn~d7l+V3N^cHeqpwL%;Q&uYaIvB7Ll
znlJpb#@Na=7FhL#PcCa`N)2QNALIU+3YjKoaIiy#PqD>Ao_CWzVuWB;vhxlpmQnby
zb?_V^Ys>AsyYlt^o7f>`RtfbjjyNO3Z>5qi%L4XlWWXHV@gff9wO(5mSR&;om_}RJ
z^6JW-(h=LA8zqPw{<c%PdrW_~pT*#;{sFn=6~tC3ANSsXZTmvI|K9K*$wSL7v)Ehw
zU$3-xV80Sx)Al0X{)*u>H$X_cSUnYe_F<EBwmAIUeA0?WJp-&$Vz^-qJYjE4t!nd>
zU=<SKYrXy=HNv!}>imRHi+M$O76?GUl)j69Cg8Tw5W26>{e0;G9NAK;r&B(fz<Z@7
zptqh6rD;lG6r}G|e{u2KOV3+V#kCA$q9}`gMFOMFHkn7d&f7NoFZT1RD>rO$^)`Op
zxcf9ke=`h<O1@_M#nLwxR1kb%-+vB5%`}1kHhJob`Zs_HqHNhSy8mCa{vQ<io?%Bh
z2YrTJ)dc+%_?wKEuel^C?tm?W0M#Y6ZBmhtwo3d>va7{Qn`AXB4l*U!xjen2EG7%;
z8h-5JPsI?dz?9tomnpGQm`%!B4SxHz9hG}{R#N<Q1iE*v;EmVvv8L#@<`zl;(_92w
z=GMP@+P9bSaK5k?)EJZrH|5ry#@ih!Ia`;&Y%?BD$5?*x;&+)lQHUhEykakK^;@FJ
z*H16UA4xuTH$5M>=3p35eWAhs$v~mN2oG}%@xhw}sfhTHNV-o4t&004ypdnl*M&2w
z0;O(rkuwgpqY!UUI4#Ek{t`EoW@=8ddAJChKV!?;89z;^JP<o4zJ@<f`@zI`zDsL;
zBh810yI)>|-utV*57dBNc*X8Cro3uT=_9%R)QhL~-p(Ov_JNxlixmoy{`WcSDIks=
zt3<{Iusp4mxItnR)!pLK$*VXu@yVP<=@7a7cbJ5=9OTyPGARDt>`d*PuO!A3&~C=#
z1z<fDMZ@Qx*~ittaW<I~Ki9@fVu?{a`Bt)7x3r+xj6-d&|28Tkf#Z7M^t3^&)%X_6
zE`>`QR^wdB{+jmpZ5zL(pzAKlkqci|`APV^Z|w{At4gt~0~?wt)oEt9V*oryL&H;Q
z_$t{VC`SFoC-S#U*mS-(D<#ch!N!xnsUC-$_KuU(DC9CZ^%dI*6|T72inc!>RAn$+
zi+*#BgD4B3qIkvPCMMGXXJLtv!pCBWCXt0O-atWiCZlf%m8(iB&XkZt<&y`k08|(U
zv83i75Mx=iKpu3DM+kEPb|APrNs6_{`pa(wV9gJj!P)b$A152&nrBT-S1E`JZ)(dt
zXr{2knSI<%P`*>9Dzn{@Mez2f)FBvv=)WGoP<(LOr1IL_%xBi{N9R9Yo;WtmfVdz2
zcNfgXUi6j#dzgQ80LBkIZ(|{*EevI@1zXm$K?A18y5&->auDR01VgDocYGaS&*vIW
zD50|%PXR<?+koT*a;t?&H>H^&p17a@fb;q(KB#Z-F+2@*^tyx^O+(eFg(<`h>x&$#
z2C7ep$a!MhzTS9ixro<~MEC2W!XC!4a5CuM{~~Kd{upPnOa(hm=bw$|f5|U@-S3UJ
zgjUL(GQZMvkd6OAPljwaQYn*dX#c}}Lx93Sqh+V-b4CW{eTL%A{LKOn-KS4&9S->#
zFEn3!d=p0G;pNyI*y3Iwa9AyCf=8LHWGS>GDi{1d%1da*l;)O-Dv;^hc<`m29PGr6
zz}5ck?l@z%lS0CL{o{&P>{oBCUZ=hPxaqT2`K_tyxZNJ$M(o@|5n-Ac!6X-ez?z!3
zub-0S+h9(Vw$m`z=mHy-6D(neW3W)SE7;gUx5FMlcBfHVUJSs|bj$~VpZS^8$uAcb
z-W?NX1Anl4V6#tA!I(G06~On)LJg#%Ue8gmgi_6JmIQqzt#W93<rcR`nARWu35b})
zZ(kQF0N%eLtiPHMq_e<I#hC&~h0}Y2eb{<?^}-*AFw_!2Ze&ao9Sx;8<%aEH>l<1u
z>=hnyB;Gm(+@9r&)z!;4#cJlg-W*I5j9Ywas4a@UEcpi{#-@F_(aX`Wkyw5{pT59R
ztFxkf;B7RnwO#vGhxoxdU4olIX=ZcYGNSqgYG*UW>`j}~!b=$TYm~YY-ZHU^akGZo
z{YOkYq+8)ULRCyL=$=JMTCy2AUPOzK1nvi-C|jpc=Wn<3m`aIK8tI}vaXsDQypqJ{
zTbUx7{6-nDopAJ?`84KPL7Q$5(+UlGJP65D=+J=j+Dupr-S$L6b@I1aPSy=B)xN>U
zwbABgyp-{N>&0!z(xyK&8sb3tD1){*eQfn+JCm(m8<TYS)AGa*?Vr9EXbR2>C1SpC
zKjLiD=aKVua+10d*eBChRUE%PAm$dgVut;#tcI6l3Mi7qq8a1r3X+O9YPTdN6dDfi
zk?(EkYaXz+(j8On6{4?)A#*Ul`3lx-*xwq8Fl=Bqoz8&G)B>jA2#gfAY}4O>G=To3
z8LmTvpnF0qhA3XTS=j@+e-HL2$MA$`F6@->SQCTaj#54i*p|ikpMrIG0VFZcD25`K
zW>gxWp?Cp2<<&L-FrT79IxMB(0f4An0K~GV^S`)<s8kQ-9(3q25JPEwj(RPNil7S+
zWUbxS_{d!{E@u+@0>V}ENK!m^=w#5YmAX$%CAHT2c1cmk(`9Lh2asNCN)#G|vu%0s
z^Sp?b>s}LndlPzKlYFth2$V5!S}|OLTaIjQsl!|aY+WtdSE4ZP>dPrXmtyWj7>CM`
zsXf73z5pHb7Um|wJfI7Nt-XUD6WSdop<~9kPOyM|P0P*d6Gr{BQ}iDJM(88xoI#4Y
z)l9;Je)B$So~Ppku1E2kG#6a|fHWsSWf5Y`Im?uJodmmzOLwWCMp=07AKNEc9DEO@
ze$|mD`>Fdz&`mo=NzZp0*4K@zc9&j>DcjD#h`UW}*{b@}qn>r+PI(_h@L_BXCCBxe
zovmZ9?JyN}2r;H~JY8k?2!t)YgB^Bcd6NPG(RKDFu~ehDS;zca%0u;>D;m`Xg)Gr_
z4xQwB?d0~}?Tk3XHEF-07HT;jH-eiRCGG&D5DmgBZ(tM}klv_iOpyK|1}h7N$e2-?
z(d09YBZ8nt_EE9_KF4LCp{4E~vQ%li@Ifmn*7pWvVeK<Fw89_^NeDgTY8aqezy;Z`
z83x$4`ik0PoM;OeE?O#YMB!<+$Gt%wE0Z=<dZ`K(4kM~gGWXtWd$1(L<KYkl8~Yjv
z<yti}fRGJv%<$%0llD{v4bc}2F&t4KDH%+J9_$9Y9~Sr<RQM3kVtX)T6+ys|WUNl3
z2pZ7pIJ1R8Vd%j+U2sx6AZHkSkcPPQ1l7}`A_tnP^IN8%L%fV{M@RFgu--`0IiM%k
zzKP)@gImY)Cn#f%9OOv-6=Io9Bv#XsddT*TIf`z0%hm}%E<jZK^D+naMz~q)6A!cy
zgtiisTbnN-d4#`3b-BlyXK~*@I&1mAIBS8PeR~DYa~0Fb*wX;8-Sz5JGoPfbJcwuy
zoCF1v8X-#(E~rsc!HTer!bznFG2(Z|z3=WY9(g(L5$1K;n-gqb>FcDdj_7^Gd8;Ln
zVn9qalZxgM5g*nhRd#dRRF1o+C?Xv7QG2_gIoGL=`@4Br`0deE!pnLr5}TVX4ok>S
zqaS%anW`y>TgH~!+uf<FdD5S8)tzheGX4YdHV(f18F%}8Vin_U+mNusv6>|R&>4M+
zHerE;yTXE;wYXlxGkVv=HEl8h8$&0yr2$Vi2p+b<E!!eQYY`d|xDkDqjmcYhBN5K7
zfBoA#xEMlvz%k4ha}z$4mk~4f1@?hCe5qUYRbRd6E@D~Q9WcSyc&{#(A1C;JOnGOQ
zwZ-VHy2(kUk9>xqM-IAiV@jS$zo`A*DOAo^L5)tg?^uh=otX{@`0T7Ao>*ruSlh5>
zmF{=9nC8;b>%AQL%=?QJvR^m0x1`Snm0n2&`gh%%Hv8SsdFjFGi(%KY9mW_qo0&U&
zIb74YqY&`~?g&MImO@(!kFNl?9BG|2t1bXN;=Mk7z*~rUOSVeZ!~G5A!M0n7lE*N^
zdi?-+{MrG`&7*af*j62A7+kn4v$AaPdEL7%Q*759L)S0icV1A3%++@=6gw2+o5hJQ
z4lTwc5I8%ll$Gj{eGU0459M2;5EoHlOPTRhZ5c}pV%e4myOv<@Q}OHrKaomOlbdZ6
zO0(^_9UTD3e{0{BPA?&*$jOjiAlF1+0}A7hqJV2Bfb{^x*hG%Vi`nO=31<5Rh={e9
zMUE#vun2MBj9qkTCLSQCIaZ!4#Iu~bwe1|RH|f<j+@xL>Q6T89eLmQk@&a?Q&nt20
z_+A0<0>k_SiEy;flJzEiw=e5VZFYLUp#2JR9tLm|RNd38)nft?iCE!2fltqT(yC(l
zzm`DAK_-$K_Nb9ex3M07SRmoSNwZEtK6~GnPIsDqmS?Y_x7xjh8;yH1+&m6xse?`$
z$JmopukA=vm&Y{S39)-Zlc^W7lsE-nboRP~%nY5Kv}kV9G1+q#`Eq36<+K)<Cj8|S
zoeGpP=wwdZcj^YxDT6SfZSwN@AV&{u7LkpmfnjeEusNMa326_b4Re$}S;UmP>G>>;
zM4aw)*QpstG-7Azys`;MBHGB`Q<Tv+)IGTfhjTOF)4k7+zq(}2*ZY!_R}JMeJ3N5a
zw93?8#Xqh7bd+R1%JZGO_jF1IO4(Jv-Rd{|W~Pg*B3{D(DB<nRKOi@uyb_bk*hb^C
z1wQ6;&?{ON$1xfFD+63k2h|=_1*`=8M3Xn3&@HK2G!S~+N=21QmkjdmE9eVpmrvq9
zBz|5I%ZSg~6=MJP_4%P`lrAk@T~y1<$$Pn@<EydqwluB5IS<dJ7Bty69>G)<JhwSN
zQ~DtSwhA2TG|UCG#_rsRju_ew&0AMu_4cYS!|HY!pT&Hb(Z>T46}YB|O%@xDOSX$l
zH)cd_<HN<>Pc#!W(@?o{G_j#*uA(&!ex4dDQE~VnmJ@mBx3;A_5RhN0o%6=4O9lEN
z_DZ0b1Ej$A=+!I^fElLmhGOc0LFn~^cuv)^4-Tz7`k&#QzhIxJm&tpA9cvP|D@vUz
zO5bEAJi@=(l#Ou=bwj4nn%7YFrHS+}zN$i4lafT}vAmhT6Txa_uzVD9BuV0@=hV2L
z4?{h2;DWXH0fdIoM1e{s-8D)u`*l9<oyv)?vQ+~f`k(Z=jP0TE$&!7Uvevi8LdhI?
zQSvs{JY3^Fb~*Y!m);D{9IkUJU`RZPpxZmsho1r0#)=5z^$~*-{F)*yaGLpMdP{^l
zR{&8ulwLodMy*=H`4IrH)A!oZ9u=oZ3;bzHb0ri0as4~*Q%3I6Ugj*G%Vzd6j(BP*
zWUb-oN?KJY-e2o1AZk3AwyT*E!}m(OqhRja4(FQ7l6OpKn_5Iryaay?z1Kz<v0rY0
z)2CoHWobw1*<S&016Pn)l!0LZwTfq;1hDRM?JmexhMYNeMIGRiSA@7-S!OrKk@{JH
zAn?jf^;0s@O$5B|5w|`=HL+`qs!d4F4DB6gv@<PjWqoab|93P)C;dduYjT6>dF^8m
zf5mDH=51bwa9Vv#%trhH$wwh%f{K&XAZ+9ir$Qn8yJei;RHG61dRq`_A~!=AO$T>2
z0A`l;7lKwv)oo-*h*sDZY;6n3pZx5)a4EgGgun1h{BFdWCUn+l4BTk(+%%dL=-oN4
z(7KMQe6Q?5X$?03jXMxVT!5Y?&>@TSVL$-S27?DX5rM3)390lw84@JqUv-YcFz-^#
zhY-V)&Yzop1n+@0wSm+&5Y%fxv4bFS86-7AErGdf4~8LCfyiC&#rojcTr0e}#e8cX
z9o%Q8L6g&mFRg{2B)i2s_Q0(WG@!DE5&?Abfd1YLz_d!w^02=TaRE37K%Pcv8*y@w
zbj(qAyS8*TeP9|j&{|z%UhNkRpVuXq-Y9<ac5uu^%#jwpYW&aoKP;{VqAJ^pn+bC!
z1Bp{Oftg4~qyF1=q*(1tVQ%ZV1td~hZ~!`p>@^BF6+HC|vr798jolUO(eIgjylHPl
zeL93=S)yP_Zo!>9X<j<ggkbj}wG}>TkLTON&dyiDw~Te`tvgXuX0Q0zMR?7rTms&M
zvh}FDuD5+ZyV~_@3H_e*`57<hmof?3PN3B&9m-&I`B|iwPkiEQ1UB_Bsi|rlhmw2z
zo`sryP*mR}y87yJ(#~V_Jpe9&IIY+6{U8Y0%BNu?mw8WV^d;T^0FbB!y8ngf^kP-0
z5=O!5@YH(_BsSWri#`I(&*AC6F+aJHzmh{2f5Xyq(*(ciz&fq^q3dM47(Zpz+4F8A
zpdEnyKQg@Nmo2|JD$1&ZWp~QO#cR!sSL4g<9jX;J*GQop{?e1P@8f3Nf(LK<WOJ@1
zWkDL&+qv&X#TReP@eO1Z(nUKwerJ@y?$p~)$XTw29IOsNv*^I{#zGEX>bB)zo*sEL
z_k0n#e9AEu1f81&0$i2jV3Fmx+<Q1|<%mCOJ#%eMu(|72J^lkF$;xFMRzZ7dy6u<f
zzpyu5HTY83sFzu`t}Z$7B!RxjZ;7%cFHYbQ<HAOqh)yr$rk-Wfy5(m6g4;eaFcrUF
zly(qTAG`v?ew6CXF}`x(6jnXfKXq;Yt)S{LUJ1Kdvh&p-9kwe!k$9|5GuVHiO22^m
z_8@EXXJYLxaU9CIO+@^Az}$vP+X0LG)x{2`C;U<2%_FY}J=?Xar+v$Ki8nBa0q%k?
z$b1Hm=56X;oMsn^cTbKfPgpTzygm)f`f&6#@S@Ysj$nTsB@=}fc@mOK_}7C8<)<)X
zczoRoCIr|ApZ<1;J^zC4o(xe+VF_$j1$7<cH*N?Bg=fD1uSXEnI8JZh>t)OJB$Qe`
zSavB+h+Wtj2m99}Z;9KV_XPfRYyY~LvxWQbTcCuXrg3Q4Z+ddB==07V`kA8O1uOh!
zy@H|jNj6-M7mM;Hl??XBVNIDx-c$VY24KrWAs*&I%VK0{`j%6C{p;Kerp}czMrpo}
zrJhT8V;QO^`PN^6?(&RbY%qfGR2QYY$ho3^fi8FPKOin`wMp4xy%#&kGyaCm{2i(J
z>-b^+HHz_w#L9GI9|Qed)aSYFT2+~a(Xl9eh|3eXDOk^;CEiG&vV2#zpT~W(^u@t_
zTobvcuFswnr^Y-NhfqfucxHp$ye;p272<`^{2Q{sr>MCaZk1=T%@zHO)*A5eSEA_5
z+J@Q94_S&cgx9nk)`XcX?X;&R$)oD3BX6mz-&HP)?(3s`OBBb`R_`-!h`nsvb7fmG
zB%A5uyBJ|?@}(ePs{PVtUcfq9LDb<1+s{eq+iN(!paq-Zf&n~0CKhBSbBWLw0F_0=
z>s!35Q5jzJqKaO>TTH{O8Hx(yFG_T>2DT7cG&dbKthfE=D1`?SXIIwzxRMRi-VXw@
z>)`*qfy3%&2oE!cn(6#_XPaa4b?8<h2CmtFikb<op~xR-DaY%lf2=@z=U5e1e0DP+
zvH9a>ehm5N&9Do%J?JJ>E3M|+OCt6V9w=s-VkoJ4PrVsYi8EqU$M|rNYhU4#%?lR!
z{O9_89SP*_nmD=UB2W4XKR9$<kuFOoe&HP!exgy>6n4ZSf^+H)TW^cTb6Ck$4GlFl
za7+@I932BSUA>aO=EO7;&m?psk{V$L6m+2C^<JSE3Q&6(p&(ze&JW!qk)-t%!PAlI
zRq4h0xu>6dqU;S;_4&pEP4(^kx_28F@?>UvXOr&e9h=r!S(eJ%q)sVZbIy}JubE(G
z`*CDzZ?<dVE(LT-H3F0d8)8UKYJCna*|`yJU`UDRCTS%;6P===v#Qmfx#o^<qzEj=
zj5B6RV&S6Yb2d^&bSEzaJ*l`h(1Oo3{-LCix<JCv0^*G3!Y@2R24FCB$Yc~|*;vFw
zZ|`&##4CB#&l4T-EiK<K#VK??ldzEYPUfTG>v?4UtfIJv(lNfMbEz(hEL`H8-;^v3
zW+fS)4q3zlU25VzLBX2f0!b8O)8EPu`KVl}XCK+6ADhCB<ZUwb6fD0tFLI2ezvjP^
z#Wcf*9hPsjb}iV%%Q#f~N>24+^GjJHks!$a%mr@KWqa|qU{fyNShIJL?%O*5+<wj|
zj#zRA&+(qK<Avz-3L*YWvu~V56Pvu5Mk?DbvY$&0VS`*AYP3iqE6aV^l_kYJ|29OX
z<<#|*(;dSS*YkSV4pb^OB=QR0XT?%_EPT*r@$5)_{b8A=TvjSEa18KUSfM*V_BYS7
z{cY>#{#GpTX8&WihqR5Wn6vZctEQ8?kUIN4iu{j@?AwVOLL?P;eNEoVpYGc&?$@O{
z>D~&ypgZ<?R9C|RxODC~W?<S}0%qVMtHqKPbfJ8O?f?(0hr0#AaQpJ49bJd8lM4#K
z_Nl3%q-e{*iQn1&G8(`BWWOm6CeOui&ZxeIg_OUxtBU<ld4U8G-BE@}xjCx$GW@m^
z7_ucwSm-);t$L1yB4M+%OL)3Pj*yAeH`l|0T5*bRB(|CZ`!eCd=4ECcU~AR>kzYo~
z{lFOXdRh+ovwWG@I&^itH>}eZtqC2vK-Rf9D>H!1v$qV0U)lTpoo5e@sbd0wckoL_
z*}yOb*69j1#bQs`o*m+ordWmOED{I+vXhejQ=7<u3~tafz;y})7R)^@4F?3}7{}#T
zwOi642e~w7cydt}CbB2>|EbRQ%7paNc&*f^5Ia@ur$YW(q<V-1XGuT$=&R<H+K^WN
z^)L_3Y{~^7Fw6#|>D)TeYq2B`NEAL8s@WN>+%>o7Tn%M+*c%XIc6=V$$sldXkSk|r
zTQ*k-{Y!5OxSL~jjM~4cbWH!H(gD0(r+f>h)JUPo2e)Ox6wo;Tv%pRcPp1LxV*^6>
zF~d{HP?8_r&O-sB<3li9sKyX*x$t3UnjdHIcitHbE%IqH3{ipkYU!p+DY*fr#K>PX
zq90Off44gZ0e=e{yu~j$ke0np{=H4&r6nJpCy^8vl?QV{`pn!l#bWGQGHaPU4QUdO
zS*$Jggl1O%6Sv1WVeEq{xXHM7j2~Xh)hizbZuRGN!t&)Q8L1*aeQ7>q6{g|0{U*LP
z{1Si-f&=>>gUN|?`u7(#OdIJKqk3+HgeB*t+|FbU(l33(a5vB+Z72JitkOZ)l0lu%
ziULrQQXs>W;@uClzAaOu{!p9BQ^byAGUiRr+F=*-*p~>~dhP2rUqsmomC_sck}qw{
z$=#4kqf#d22$ST{`9}(1H-zl<oFTE!vKwscv7TPfj+8}hS^7bHhG<J7V+Haw`T0f5
z>__A74k!IWC=Js9F(ErdyCI_EquM*KO@0Yo6U;Jg8CDBjfJo`Yh`v0*gIN3TbC>)j
zzNRnH&Jdh(jznC$6HN-qxrqaZo{K%_Eqn@X))=OxuNw*{Jj6R!ATf*K@^mTCY?Z*<
zmOczk-^K~p=N1|NTB4w-P-e<>kvkqM?7?0<(E~la_tH{2Om~T2l_`O5*;i@K<`kzE
z3bw_bGwv_*wh)NEK>=B#DX`A_9?ClQ{5}709_#Ptxv|^d6idSp^S)`=qeK1y!C?QW
zNx2l;vUN;!)@=bR3C%gQEyD&J<wZK=8;?hTSprDh0NSDeG@pDIo6ocyW!rT?dPge9
zyn+GWv_cIY`VQSL-s)yWPAYu+9Cie#{q_IHMGO}9JzG2_{8k2kS(Us?tAwszJ~N{X
z+h4bpC~iA(G0QLp^h^LL-=Wo!^s(efNN4`?9P0!A5Vu&0%FKu*x@#1Sw4}}^YWj9p
zwckRhbhGm#a#m7g(GOo#!+M%vp)c0zsro$>ENKdgO=u>FJHK-X-ywW;>+>E<5l)j0
z@Hnc>j~Y<J%F!XLO7S00bOCag936`}&x-0h&CLWM&4VtGMkGO7@S@bF&fHDAfn69#
ziIE8b7gw(g4Rm1ZvLcd(5O#(e`a+mj8iuGVN%OJ?1;AO9qT)qgQrgbZq$9x4j1f$j
zReNZ!)XRVmtvx3KsnpbmcsKyt0(2fq@vLx9edpT^aEIw*Ty5CQU05jHShdaR`Md@s
zJ+!SDHj9S>MniH^2y<cs-u+6UU&9{Z0Q9emPhV|X!7Nr9_O6zIZ{HV;2>oR!Bk(Pe
zAS*CFV8nyz`A4)kD7|)U#erKuV2J9>VIOnFDbnu_`_Bj9{PO`~0J%VdcA{WeKonPV
zi0L^-Q3VY7!z+$S`Unf99q15$wW;{q2WEyD0^-EXCLqCzixDJ3bNu|UE6(JZ@jf<A
z@A2q(Sz!d+B@ghcd}cdmD^Y7+$ZqP~Q|~kfYjV?X26J^PRU0^;X{nJzYm>{zYPaoc
zp9{HkJu8rEXF5DrP5E_{lk?0zHvNSV{rdBDe^A%<wY;%wubp#1lZMv3=NkT3vB_xU
zdXhnp2I%j5grSi6G{s&QEU-E&@M5$(ljd;IxGY}u6or!bcDE;qsX*+tqHZo;><*te
zR$(@|WzSZKR%+ZI5S;}<qU(AiE@3Bp8;_IqN9FNFO+_WisiWR<ibNYL8pt?uw8hoF
zZ3~*S@-T5b_S^71c00}CP9;x`Vv72P+YYgf(y1pySPPE3S5*2in6dCJl1B^PY`JU2
zbf1s(`=D|!plB6W{^>)~-$}lZnz|e1qTg&!;FDOkfsSZ}NCZ9KUS+TMa96O=Ps{E(
z=gpj2wEqW$n8ok(y$<%xhWfYN56W-Hp5HuN(Z%PecPfderl$4xW=c)tC;V*3?}}Y_
z@i7*YHxBC<_+7*!HOfCT+V}JlGr+D&B@ggBZOc5t&Q-%5WuVfsA9XY=SZ?rXsl|hH
zh^iX#i?YjiQ2z0Yw2R!Yh3!KBmUe-iCS(td47<}vlPYWdOS_d64m&zG4HCU&XB4Y@
zjXFIoR50unK68od0|j{+1os4DKT{xBBX704t?mDEYOWz34qBHG8&lVCV63Y=(tlC&
z0AzcVj!6Ux(d1#<X(zC`tW(@LO$-4J3XyIUqS2aYbK0=2it+8{1f+Uwv>9d^l?^<r
z=g|O!$HEA%kf(w4(;tv=5T8SrAA(Hh6KGr523RFYdo1RLsGD^21`$DglC=L9!<1U*
zp<#1|S5bDJ#?9roZ^v07t6Xo?YTjuhqA1j9Ww`*sZvxT#{~i+kIpMK0o}!{!V(RHi
zG#$+go{2uGc%&n9aFDT07r23jJ}Z&S)P3{Or1lbjKQwC~!vr+ybLMt)JoWUg&P!Ve
zLs=n8eAXm!{Lw-VhyX*xh+@tcs8dq2b;Bg~aP_fN<L^$uxwAJ78DMe@;@|wNE+fwh
z!OJ$y)v~zSNs}>gtM<t?;>s7MSr51lNzBc<1|N(37whxawR-lt>JJF%TDx4C)=c|Y
z=C`ka)Vev;tN8)dugV&zk2`l~NOm`wAhW!_p(07;Wq<0;t8(2@QTv~ai>tz$7hAfQ
z{Q2hTZqnH53&Ou883E9~hn|;M`wQ7lm;C8ga;sKZWo3mY2TNs0o4*#b@S`+QSTw}e
zbx%0G+i6(wQc*y6h|pEf(xng{jD1bWv9Xm}<jMEjIYuWp2k!a6m3k^}EFm%=_Myfi
zxcF@(UD8ejlA^jPv~?B@;4MQ3`zAycUAE<|hYuFz#!vUA`;$OBOs@&6+9Y`Ufntr<
z=BDl2k^SV$GGm*T!oI`(W!576@v!5yfm-4G(C6*$-W9|NC2T7LpAH0DES!^G^fQ}3
zd@i?DE(@2W$E(1mDY>ABq|R{6Htr$9onMwk#X&$`{2!{8*wR_NuM2$0%hzlXaSEkf
z>++LnyL(yd^nxaG>kZ>J0Z9+FBB^a>vGYD7Mdx1LX_;^pZ+237fDrS(kiCq#&)^|x
zP3%eYZf-TtvXgmaYB!b4Dg`;&6Zh9L`xqp8d8%QGE`hp(C+r+@y2;phJ9Sy{nu9xm
zL1W9yldz5kpPtj*EknuYAF4cMmt^+$f1K-Qtam*iQe2^>8WCvPENw#{bk6+(by64I
zhl2Hzq&d0-nFuLLQfX<`AxUz<XgT(>t>RFvvwuG?lLy})Mk_JA7Hp5}@FX?$L4gc{
zP7;wxpo=F%D0Skqm=_)(ZSh51j=bBER_z=wr-kc%<L4Lo_OfJ(@4vd!l=C(y4Wi+&
z{7GP|I6;IuRCGOQPBHG5UdD9jdfB9#)$M&+CdC?4>cSheo}B4rHLnhcxofkTOw;H)
z@>4WOoPr0Z$WnyN>J&&-@Hp>DS>9@4rKK9WG!rcR5;k+OY?Uh4Y>WGO`Mc-r;cfGS
z#IGf3uk-qI2~7LO$p+C|hHX@a=5@IY@OeE`A4P1=%+n4{p;VqoFuDxsHwu?M!QEIa
zSF}-@Rpfx-x6Y0-*k|1@&dJ=3XS`_Owtp^rbqcE&p0BqWOFY3m(8ds*T<Ox%A%cVF
z^;D8p+sZobTf*$PMpeR->TSWX(q?*<4uyqtqQvdJ!$V209B!iuv&}A!w!N)>;S769
z0)6*<vci^PVJ2=X4~?5LB5O>OUn5HsIzBm`Z0{RUn$(;aotj8j65MjjGAH!l$f~up
ze*TsB0)fMtBrUV6If)BTk6h%At~<Gyo|SRbSNhc8?=wQyS-S;U>U~@uMDs9w`Pnk}
z=YuTnmbvN?AD)L<J71AspxsC4dq^PnF^LD)HS)Q0rv*<K<wp497fyv&lt81tR5Q2m
z!6$EBx5&gQzgH(@n#J}Bk(7C|VYja53tG81IeXpsc$a_msyx&5cvvo%qV?(oBpsbo
ziEZUjt>N!synW5K;OiEp*?|zr_-8)iPCkS5?4x&ATb|6vZCYc<Q5HJ~?r*rCYi%;`
zW|hBn)?)Tp;wHZ%ELdeeJC09dJ+Dy_Y%<isjvel$|K?DV<^sgLC52I)hV+T*G7Veu
zc~+X0n!2^5?fk(Q37WX?R3Dy1TpBaJaaF#NhBI`?dOz3@UrS&9lfE?5+iW}>(dm#_
z<H4n(y;ghm77nXiYIyO3DD(X29@PnP%cwzDR44!+5qZ&3?zf8sHwc;PKd@BAx>m?E
zr5jTah{l^jLoHV6c9b1{Y_fx2az2%hrn0K5X_R+U9slz_y9F{4a5ot^=$<Bi4^sz*
z?^SedXf8Zrb)!3VPdX*cwHT*S9a-gopU$lukW7i)dRSC&@b<#Qf^*~68cIFxLF3m2
z2gAT)-awYhfJYUBCXrLu;-nTnfr5bRIwQSe_pIhbZ#kRVxYE?WEYXuLl3%Ncir6xs
zn$IOKBcd>{5V`q&C5$)9iT+C)jsLTNm-`eQ8}XWD<0$_w3~_?Qi9Fmgu;8w=x#dOD
zn9oPTvrc|55=ZixNn`v3GXtcg?cG>|SOy()6Rs=wFATuR8At-ZrrwX_A9v=2-0Ccd
zEVXEP_p4t3Hhbv8do#Lyup5_B=H`L~BS^?#>VT)xOQ>^JM$gm?h+c&@r|*XcodkSF
z&zz_K>xvQeEgSlxGWU-G>;%SKpB0{X;s_e0CGv{kgxTtUky%_7Z-qQruIC+a%+0oX
z^5NkcXAVc?c%SX=0s+K+s+u}XXX%9ppXuzHd-e;a4+`TOFAcYDp5KCQxFc9+C$B3b
zYU!?}xy}(je8^~g>Fw-0o?EXbN0!7A2eDR0Y0I9uA>J#^buA!y!h4*Is%qbT=APp3
z2y%TQ8gB$}bL%lP#IUoDOhdNeX0*!c*hWHg${ns-jnGpI$iA!9#`j2e<{%-Lj}9-s
z;NDvmzmr{3KlEA00zpYzI2WwY^&vx!{=}*{=5G5_nu|)3FF8f;A>f3p%_8e=`Gb)L
zy7!~ncI4z+KH<$IdhJ7;M1b@2LV$p|<#mtfrNBkIyjgi1^7%+vJ-q&beSE7&BYLA<
z-<#yI4kF?`rR|67NfcF^tMw?mTf18#WDKMu?>dWKPEWL}n(wbxpn?{SHd`~h-j^fs
z2;dr_QL2Mz146|QRO0MsCW%skal1~-7_UDM4|k{bq_12vN`C7ITm4d%ytE^W-Q(b>
zW$n6cjR<qDUip`LEl>~RH|bjKC-=|c%xf7ET7502d|S}xYk5-c_*i1~btAenhjL8E
zMRm5b=q}~X{<%n^ZpMl!8&#iE&LU)Yo{n=s-g=tJ^H(<`t)9F@brF3<+>i8QwJzMb
zGs~`)S5?jXb(H1;w}6m^qg}%1UlXnW#cPP0W-O|iv88muQ5u@z=2Jk@E@Js+Zctf1
zq%f96)Ho&ivH;fGXogWeG57wlyYEjvU*>!G%`&BI_(D~YvYX1CyakQNEs%xV{Ni34
zkf)w+XCBbs-f{JP#?l-q5zS%l94Tcl6#k_gHANvO7B^8ccq6iZx~HM_%eY*?*XUTL
z%Gr3kJA2uMa4K`@vDR#vR9%<58xcj?@)P3rA)sNzN5$JtZ)MF!@#ZZ`sH-L};w&kX
zKT~^dHo=jQ_h3&Vx_4srjk9ZZb^|`uk%D#Ww;`;-NO2KU<R`Qg%>0v1o7E=&)9~E3
zX7l$mM7O4aPlTeTT=5`)&Uq=NbE8}BCAan4eFR1swc)r}=cE?f6X&avFAx9S+dDgc
zKhH=S#xL`w;Il$JkCG|^dna#;c#SjJ#pw@-rpv=zQ~Za<I2VdUo_h-`UGWgp9c8W=
z*rYMFQ(*e4#djbst&VK>iL`Y08-7yd?+}GwVwB>KBSua6g6``6Nv_M%>)C^RCjL(j
zPx+s|3waHQ2!3zol#W^58cs0}7LKEN%{Q(N&L3wGnfF*J_5sx6evfVs8V|M&tcf2i
z)oltk19HQmPe7d8y3Goxu!a~A5P_`onM(KlHBF#t(W!fK3C3PnoHj}|jV#<#I`#mu
zch*_#J!`m}w08s|UnPv7AHayOw>0cMg2PVG?_j@<M%$FMlYAiH&ghIG!@L3AQ<6|1
z;|<#Wah{T3lAuWTKN|)bp`rkNwh+`^MuwrZ>Y2_cx4`&KFQkp!J9_L+DIQS+B5H6~
ze?YQ+JOV%`ei=^75ZtuFziwI<&1HBM)+Yi`!>t|Vb$awC@le{1$sbP*8(6|zfc^;3
zL7Nx4-G6+9fH~eb(B%XRP~URIc5nsr`0NQJz@uvpp!{847`f!V;~8DD8=WzwSU_0K
zHsI;HIBKWGnVZ-KJU1dey`EtY{dq%MKR(6B`X1^-0*7#sq*sodY&<+yClt9l%WhF$
zP6}JpR{cDX#VP>5mFAoF$lB7$%_Y^3Jhl2!k+F}S^mMD@x#91#_uYICV*1IK>R)wF
zO|j5O*|s`4UwT#%K{`_sPBd#EG<)g>#Y0O}BK<Scrt3?sOUHv<HnfMAYxp!YsGs;#
zF!f#x3#~PDw4KW*k{RHEySsCS4=C7Y=}=HUEhF0*KTk$+R6J1UByk6kiJX4D<;dxh
z6*<emz(~rX82Z}(i3nRe)3%;dXzKI|?G2Qxi8EDMd5jSIEv)bm<7K(|ab&?#TlucO
z3!~1fsas5iCLF13oyKKIHtcK7bKJfXmj@j6)vf2Ms<h^`2-Dv1FmvGU3{aRbA!W(9
z3`C2E%j%xv(>t5wXlr-g(lwBL8hx?<o}ajkZBKvYACU6(*Nsz53RL64Gz=4?Q*GQ6
z^4Mi^HBH2kSmaD<h|-2&kEibWD^9WOSz2bX*S2iAxar229GN&?@sD&v9NdUP^Ec3f
zv+v=!S+zs^oLVE&cs3Cjz0x9@>l51=`@lE29sOxy^t~f~sX5U5w;LT3D;`g*bfU&a
z=YB(Trt70FLWx`wVm1$YRLkBXRJ0j+nX|>x*xK&$PBM<=W|X?vofwu4!40o!%X6<+
z+?39`Z@^gwt0~)n3K=Iofb5+r&9V4pb{Sv)AU-htd1;J0o}2Fj=;UEwzp-u}({NRQ
zGZg3XP`c$uwSfs)M;lu#`84}OwJg2Fp$-?>`%w?KVZLdWoR!AGvX!FNmk)ePUy;3s
zV0~VBY*GFcZWEZfb-!kiYcaC1?4=2vnMPNeZKuKI3lQhH>tO;L_G*}~CoCz(Zhaq&
z{f~!I_-|mCdvsQF+tI9^E*`d-<K`lX8F}XCC?tB1qcdp-GJ8u(UPlek4y}`7eRZjL
zSUb!-ke3?fn3c#>^<objE}grK5D5!%i0oZbEF)yREhBV5j=tddKJ8p_^rg=7<M&^D
zpN)IM?!BoW5Ol4z<GtZ`9~bggG~h-aZ0gRYTZrv&W_=HuOOa9BtBZBFpaHwTidzBm
z;C2*%_Df(Q-y8<7CFt;F%S-7ynoa#Dys`#J7=J3~{-;lv^rue<(u^BA!y_w+?aGf0
zbU)SzTeY?ff0qioeQ|7UPdvws6Z=*alxVLFIlipq>^00Q6fYIwOoAwwHn0HAG`l%J
zyLq;cZf0Gx@EE?%e^Co5%-PsxnVPp@EM0`i^UF-b?}EHMxu)?jVt`pr@PU52J+DH!
zHvGs#*6l(q!j?PX-Bs#4zBK5tExx1T5v(nJ?k6h-mwWdt_v=f_9IDhgXf~OmAp33K
z1?%n^y~z0Q9K0cYLyTkv&_3GW1wGCXXIWUvKeMo98O7<Bzk$9R!G8%-{Et65aWu9C
zGs9q3rnZEgF^f$yDq`78^ZC}?Lf4{4In2vrr3RIy8D9OeiCyC9%YerTE+$Y&9x@cw
za;Hz38xU3uSVw5AFgSALM?^jnMq8!>GBJh@#{!BBSUEUJd#zqnDRd>$nZ@qWWpQck
z6KJrYWv*6%)rLcjS-NJTuB)?HGF`PeR>4%rV;rJ+D8AvENNDu8cr_ct(#gn?uev^H
zH%gm84`%02sK_sKL&`5Gj1?NS2=c6|WJJLykqeKRBR}`SM6UU!a^*bJ9@&i>d&yXC
zDt$i%c^{h#5$Qm5I3?z_ipuL>ebN0i{M~7sTDyy`sjzoI_l>~8wUYhGs{@7u25m^8
zn3kIyFQsTM<%>M9P!vrzm)DLDnI_un`Y7OUncHcip~6F}|1HIhtw%~371TsSq%^?8
z6(=VRU)Sw<@Ab0VpSy=?DZAiHj)jO-LAKR_dxvk)rY4)x`RtCKIZkN}#RAim;55=C
zj?!BW=Ur_CY2?HjOlu+@a;(dZrBQjWQx*1N>kbY*4kVL=5I}Gq=zM#$K1{r*K_h*;
z^o8SwkaD6Kcfq`Qie044BXVLy&{dl!b_(_?L6Y_gav)>)Z-?^luRneF7oIa)lw58m
z$nOn`41&z_*5VLE#+FpyeEqFmf5!8&g%6Sp<E2|;jJk=5UIt9_L|7B{r-Nz`XSFwg
z&`1(acXSK~z&~g2@{gtjzC-{GPx`2IveMAxGedJf(K=tYw*sY^(kDsn7~sP_^YRdJ
zafayVc`#fFQB_cVCz2U2h)l8(JDK$OpKkQ-ElFDC`K_y6fD3d14u9v1k8|}Zkv8<W
zIjm)PDa7#(Jj|D}b&qv1_K}_J;Ui%>pB!2?WMZs&_KM7%MQ%@zt9JcSm3&K}D>$n8
zeraz#8S3p=hg>n0u&!m*3!1u81AhiJnoDflidkJ9c}lZAN7oz*k9R;mM>^kpu2f7I
zG*SEp;825?AfE`&f3PICV^aA(jkHYl%GtjvMZRaR$$!3X1$35Rf=8SIDBwBWpkc){
z-)`v6ttz0Ki$!~bJT)QUY240WPI166x%H;LQ`VwsB92omTV=z7B!~3(NfM6Aj5(4*
zCf`|sW`sWvdMj7{>e=xd63zLaNOUtXvQW+X*QN*`(I8;?wU-zpxPx$(l(PisSyO}`
z>DK%|n<5OZy)YMl3+6~3LDSFW{adCL!8k+r=GX}cA~QaUy}M1=5-tT#FE5^^vh!NA
zUeMJ4yNOc4L30ujfjGZnUl2|cdcy>`j|=?`%R1Yj0On_-Uc)_Z7jWH=M!gbjtuM5H
zwCXK9zE-RLXIJ2}R=t|1_y!!H2FB(`tKKub*%tVbQ4c@@%CglE#SJVuhy(pPGhn^&
zxx$}~fl&au{@)E|#oOk|aVG)juTgHxeo04<IrX6uCN!VUDqU%vD<l}Td^}!P>-<3L
z{yMH6pF!G+hT~_z1|*cl)PX1JRkZs9f&-Gy(Pp3tAz=3!KgO~Bhj8c|Nl^2!nBv8c
z&KG>I)J>&9k88|2aOkFtT+WpzWz8Cx&Wfva3ff#*b4y>X@N#~aQjgR_k~%Iyp15h0
zrF{M9Nx-SLV8K4N7-4H)h?Xmb*Hmc1O6JX(q&-))d|naJ=8nVN7`6?pW;}JK=Cy|$
z6`B_(rXEP%g$}j7&V@NRP#+c?35v4%Q}_+Cuz!4JP5rbdS$uUHH=AwznW>+7>z9*~
z@8;$>3^7&TeoK%4v>Di}hP_r|QkmijBR5PPtQ*{f)|-kvpoIqJI)TWoK;2U&qCMTx
zL+k71N{0<Sh_bw}D`wXWZVZHGj75A~UNEeqa=Oubu}GK{-nuMux*7Y4H=y=@qaJ9L
znm>C|fj`cAGQG4m_CuEV9Bp(rs=TK~NJG?tvohs{$7=KCX_*a-Ye9G-=Z7J$8z|NL
zgG@z(`!$x9pNi{QCnF*vdfkZCaqYe=2Zb*M2a5$i9N4e1As>^Xch{F+6lJQ^pP1S0
z(b)qNrH2N5XP?i=Q)y@pb_rGw@#ww<#Jc{xRmazm2T961gAK@XF?>*k#hkS;J*zKR
ztnz7KQI?tDYI@vvkUM<tvW4--r$b*jEAY~MtAze~+Yp6!CL5tkdjU+yw*x@>8AKpT
zKaV4Oc5IM&o_RIAmD3}#H7D(`XQ+9MKgcD55hVM?z)ZeJlY}`(ganY4Uol_=QgHnN
zVfitF4(4pc$N?}y)`rQb=jV0C$<z6_Ve_zK3T`Np6z0cz01X9p=~)?wIF!$_-UvX>
zBZx_g0@Z0qIQqw9B!S0}g~ys4-Z-vxZ>WV9dsu<@<SxXV3quxiDN^YUipe^XMaqj$
zs1^Z{O48e|!W#x4a>F-lY}n)1#wcRQs9~gHSeF>Yy;`xD!gHFVrZ<NNi|sNKgAExI
z%P$IY=k`t@yAz8|vI6&m7pgy&51pj-CjJ45w$_mGnNy@|DN?XaGn95EP%54ho4JkE
z&Nu~Mi&XkBvEl1#`~_sfe{(0!{o-2uZ(m=&*Jijw0@M?IBa^l{G4d6l^sG&3@gXSl
z^F0%seaeJ!WNj%tVws``ejx=k+6wxL4*IpqgDv}~#oztY;t!h!Ko_+88`i$jonC`y
zsg;X$S_5O4dE@6Y_!l-)K=s3<C;e&C3%*yvf(&=C`eEyWmguoe_v=dYviSgV^O^Xs
z68&et7lPZl#iHL?v100&F^+?JoOQLq)c!&ocPlBzJS|%t2~G6^3@61u3mv34h8DXg
zJ#?O{ERG&xDyWXv8v7Ejj!;GH7dR;X3-4@i2EMJ%PrS3rY;)i<;@q(+ch4vjKOe+S
zZM%KZKq`GwN2qD?@>eDLdb3*ukFRPaYz$r=DR|?)EvtH%`eB7%@7^UA?KDY|n3o*V
zj*bL*6k5-&*j*}QM`FTwvJ3Ft-@$mWt34-WpaI)rnz`P<Cjs?wWbfu;0{!#AL&?1Y
z-`{Wh#!%rILq`lSGYqCr_;RX$CGY(9U-_Tb&9O^?G|s<tLe9Q_Jjx|>@Nw*^TNhv>
z#4Xkn!8+M{LCbS6@7oHpfCY(w0hgmt8@5NHSMho4h*<<ko4`)V2eBsp%oYD+!pS}2
zyrsT<@ndR}NkjEpUTIdYX{o^h`OZ-icDCHkxDTmSVT3MiL?lY?3%X@D$D{H36Aguz
zXsR`3mt;@((W_awQaha%Z0f!U0fX1?pO?x8>_yiLH7mleKU?Tt<XJyn8ZHxC{sU6m
zkU(nz^Mr{+I~GlIPGp#;t&F+Eu9x4u_dUL|<fagv+kEY<=VPJO=4~VgilUEWWFlg-
zHATr_Vo@mPg1t@(I&keX8FC*yWhthaC-xed{m!eV9JbZvEnjZ357B+3J4EcJeG5BT
zI~sNptY+#a`wChJU&Bzub@W&d+<U2YOQxAU#A$1|tSsq@dG&;ZiC@3MYE?5YK$ji9
zr*&IhQcqs&NX*P2Reo&t_u2Vu?f61gAQ$D>;!9b+2Munw_b(O+5W4Lu3~DylGrZ7y
z%WXq6S!Do7C~h@69SAhkw9vfU%Hd}7_aOC?z6v8kh@~|xP$g~F#kBS=MhcyqGn{Pg
zv7bg#BN7c=cD4IcM1;oZ6W!$x>K05TjM!K9*A*RUIr@|W9V++V)pOd=RD7hS=O?0A
zOKK`=smf7owofAco-IV!ZFAldHcm<HW%>L&(PURtq$kxj-Eif7ctsVe7?9{CrYOqu
z3#M=1M4e8*2wFko%yzzb`dU+APGu8fKp5|CpE%T`6Najx1vN%a2;kifJ&9j@Br#z7
zG($*Uc=H8tEzGC)h)RGVeFls#v}AAV7zapJ^TYgfQ|m6Py->q+4S)tAV9WRJ1eVrh
z<(IQ7q^Upg{J)=|{^whm{`nRI87m{KClX-RV@07k7U@s2R%AKOf1UR2h%i8Xxzne7
zUFT&^uJ^^hUd;@|M-Sj2g@=Vg*KdOYwo8Tb1)5a=?N|Aiz52WT`k#*<_MYo|$j^3%
z$#hNf9f`M;#E0a|N`INzsH4H8tDx<+O8}<!8AhEhq+x+|w&CPbJ9<^=jp2@BEr`Dj
z_+cDlu=Aio-43O!+MKk*wPLuxM1%>}8OZCo4C^S(fFa_c$J~~WvR}AHPWq85Ka>KV
z)48jV&KpE-FI3va6u9`AA}YUB-<G0H4qB98ve*S7a<zh>X<hBbsSA&EqnQJb*^Kqt
zKNA6WtU1c8RKl8z&cRje{rjc87Z{`1+vVI+mAkaL(xj?4&ZwZj_~jbFFR%RRm;W^4
z*@>+KsJ=A^W$7o*7yf~x`RDIco;?N*N|%KJMVSrBy@IdX={HkcU&o*8I@Coj?U1Du
zqLLo<(x03C8q15x8KaL4KWN0jzcnYXVtAsh(Q<7FB^(Ex7mBZBt(MRjGLkHc6{h<u
zZRYF_j6=0bpHM;gHFN~y6x@+QBvTy?^yG_=omsO$A+Q9pFpz7Hn;#4My7m!o)0}L;
zL$0)_rpU&5@^#Lse5)HJ6>{9Eaw$@N_sP$F{4_njQqDi6FUR<bzG`Gh(9tN*mB2ux
z*xx)e>@$X2n}t68X@=+AMVxI=qJk`b(vA*F<N+Qwz#vUk4bf^t&-fKG&3iLaZyNGD
znhJ~GdIjmpcnlnr+&M8=?m)v<Gmu+!r2WRQD4m4TDgrK5*4!4F40hlEFkPTW0lf~J
z$pwk2oM|NdjOHy?wsnI11A^A)K&x-l-_i9H4=cM2J8<**M*jt1y|YHZqrRII+<*jL
z|7aiZJ+2WQlcM!O2vCUm1_o+EY!jik!TW;Mu<a;b(XvG{(OJ$(CEP*5NmlDSk2IDo
z4YXsx2e6#1W0t;d`>fJ6oS5s<lNmG5vazAiN0v1xV;k|T=7h^r-zn(hL_PDV1J&Pc
zic2l1Nsw%>)842&AsmF7G(f^Xe5n_iuVm~+SU%!Yc$y9xNRa(Y&GQUAVY5uy;axS{
zU*iQjQ!yxUkZ8-20*ZG4R8OO<PO!&FpDO$n8BF6eEWBI(hq!?LPMQEDAme2{3(D3!
zPl<Ulp?Q3=fz|!G4D_oPD7=y29$r8$`3ce(v1yo=`F0dnHQKyD5L?X~25QEHPfE>l
zbEn1$M&J$(n#gs`Z|7#Is7(uKN9#P!rPa>A=%P8hti6?j$Y;KQ=gLdEp3@vZlT88I
z&VVn_ad!IX5b#SHJ7K7tCGgR6pRw-m`hyVnwR9Th>U7}r9vh(c2<Y^?#6`v4dhSs4
zF1tONG3Bpo0npl51+In8>bp2&JU3xTeo#GL1%z?D7-79BKpLUX46rdP=7di1C^a#J
z*V4w-HqF<~4@Brtng+o8PP`69UFQXiB6(nE*P0u4x9mZ307OyS>OJ6_)&(VdeuSKW
zj}$D6W^Nz`+x%ldJTfbDw@7Fn8CZ9qLl&R`#3OMCMNym$qX354`h6JK|2T@&Tu(r9
zxAEoImhAl3b`7*gqjAVPjcidG4gL~TW6J~WuC6b4CsV!zj-;}qg`og^2kRu}tad5o
z9*8?Xrw%D9wNFWaYL<k%yG=Sq<KrojGWv3Sc;W$qX|3un7wY|$KliJPXTZgcf_i$l
zlGJ+3PNjMo^>t<WB<)B`{M*-b$i6xLhne9wi*zwyzqnuv_qUBuO7*@&qdNOM!ajCj
zF{ZNzx#VWL?0RakPHA!wJcC~+a$uHe>B6kF5GIz1OVQ&6*f%CFQ5flN5Sjx1n3Q0G
zq0ceJ5Q;8^$hToZWdOSN3Xufj|4z;AfRpluW1c$fCc_<ebI^bczI4#AqapSbvr&i%
z&TaPK+au$hmF=TpCRNr?`wcU^cc|1K6An7}q=Zs{PrhM+abD?!umSUmv){72o($F@
z+m>`d1v@>jnT}wbIFq9LzizayLi?^PAl&?>*npn=CWi5zd1fpL11`;nkvyxgx{5n9
z#O>K+rp@I>yn#AF<K3doR@PTFBk#7!U*>-Vqx(|fKy&VUyY3KNp_xj-nT2sge(ZI!
zFq$JNpjJ3%<+ydDdvH6Ce?nm7O-cXK9l~}9_P}r*g+>@-kh?Um!S~Gv!#i~IbVs;A
zn!bteZ@Zn0ATJ>(DwTmQsd#|t5NQQezP4kJG`TRB&_K0I_<tW)B=;%nwQ~)Zw4eWu
ztB;qSa*vcX?FrI$MUq-@@gU=qhh&TuR8}ORAdI-8eN2U!qyx)%*RcuR@TQP$z?#R4
z8m*yG19!)FH6+3fm%D~bM0ay${`I~NApYUIsK5w5W{7+}EY_3jueEDRKKeiHeP>ux
z+4pV$1w|lA?@>THq6mlxL_qo=MS2wh0coO?P(u-s(5ngvBGROZ6zM2MK&2xQkQ#ao
zy(O9d#u;aH%CFoH_qliO{lF8>$vOL+oPG9M?|N5@2rnP+bb2B{(~LZ3x$0N2g;z4J
zpvaqQih1MDVHFKpvGT+j4lKJWx?JtF>>`s%3l_RLD`_<-6Lt9B_S(oJ#lA#c@}bM)
zh=nMlo;*e9Z7{nJ1n&QV?E1kn`c<jMYx3q(jr}#~XhBP<WY5x%I8KgULgoc~ddT=|
zlIF(>Dx0?IYQ-9i5t*2-pjOJNvwMB`Addr@Uavui6*dT~IW+41INJr8S602QDN};S
zW4JQP*YR+?+u-NVMsxk4jyBG$$Dh8r!bnRL@)V)is~kUK(uy8TNojMtzyn{5Y^VaA
z$HGD1G0*MhTyAqJqh~X1-s#hp11coAJ^iQsX7$g876zpTec$PtA2wA~Jqs$NctV36
zC#tacPo)cWd}5ar+@#-f7tWP4E0!S1BRC|q*{-UY##H-l9=h7-u3-{ji1wpeHH+eG
zbfoNixkAO>-qCNdZ48+_v8UsumpoB$h9HpHUB-9CsfTgEfb>qL2Mn29WCZCe=@E1j
zz3*9ST^wzy=5$K?jp{RQ&ifa?9AQOyga~4KHx`(tdv%wWZ`6>rQ!ob0T_)iy;wa|s
zm9lXWy{2wopd!d~u6pH0$mbc9es7JVV4G;PeUYG5yu018Q=DXEQhu~Vg;jb_?vD3P
z&BZ7n90sQn6=GOV#8sLn2oT!d=66z@UbjQvzm)i@H_>)vVw%p9&!R`Pg-0d<RKvL0
zUvSIOt;A_Sh+&01W$n&+lw(#5AP&wA7%u3wwg|r5jS2L!8bd*>s^W%smc)+PS_O<O
zk#ka<oupFAg>}>gu?c*XVjJ_leCtDj{o*vDV-}OJT`ewg^WxH+S=yg+RA|LIcNsQ?
z_ck9M$g~eWfL@8c24e2fJRo;A!t^T8W*me}fHwhnpXIJ}4jNrkb%h;NDBC-iLsIeU
zOGkV$MTyD%B!76Uw>~U=C%vdf;qIZR{ZNfP8E;FR7h0vjuoIc3V(%={(BqTY+Ck<u
zCOS%C(pE5R{1y@O;l}L9&Bk@=^9yD-#S0L6fmx-}6sIMrGcRZ@bd4TV?cwS)2Ue&a
z!A+xabWO+(zBvUY`17NimPWDpV#7`J`={F2Yjn+_$kx{Y_ky}OkRo+<&rC($tO`q(
z!;bl~jg}HJ6)Tsio;M?gN26+tvvxM6&ii^;QkONzZxy|wSt}Q>8y>-g6U6FQd74tW
zv2L~H>DG7c#NyYEkgGV}kJy?iT$XpVT<T3NC7SKiXBw}y)amzuxK);UgQ%~FOnv$^
zE|#NTo;&SUxnYXDy0NAsWjQ-ul=8-jBw{_GmMGrxU0W}!nOLtbGKB*Q(_|DtgUPgo
z(M=Eo+*74GBZUON6Fg|}LoX2Gi3WD$30G>55#9o617Q5EVjsY+aF_*yTB7?%K%bQT
zX)3?!yB~E_o}n2SGUl!p7}Vo{Pqon>^Sh_J!}L{W^?)p&Vf)Sk<YYdg5kF*(XD|yI
zhwsvscJ6JPPnr4JgE$1sZym~OE;PdA?2zO#59R>cUjkWRCC)hc3_E>dN_pLq(ntPp
zx#RiXuAt74CeWp2FL>$Yf2?xPaCFzSu6ayyT}O|=-Bq|k-7%zJk~q~t&-GAHqbDo?
z7!R5!pTk}8e0I=bxGH0J8a9t0CnE|<2!OEYS&mxn8uYk6?%qLH6^qy42Pk;y-jV(Q
zbY}FQwEN#06@PAiNXpwxt4YR*5&lI1so>@S=lq+&rPIlTY}IH)Zc%H@XzT#&#x(>I
z%P~A_1=(2nncauN!E}H0Tu6Sz0v<(DAMXjU`?LPi`NWpT!lA*x8eK#O^Zo751l}yX
z3z>s&F_#h?O`C6nXyp1y5>TA^7J9dgZ_!Te7jCP=9i08+6pKC4RilQm#(L|y7Z(}W
z>M2fxk`%~bCBd04s?GPueDA(nWL~UGNRNwwNF=!sx)<S{qD1!BR(+fC3v+%9{$|5e
zTvhOSi|tP2dVis9Di!M8%)ZjK$7O7~yLMBPJg*`@m1Wt98>uH5eSY(@q4r_rCQq)+
zrkDS5ir-v&f0Z5ghkcr8_@sGX{X)Mv{t!A1$G@r{0vOc$NkRq7)mg?SN;DxT`-<*|
zGnTD99JL|_2at?b)G5<Yc`T?;{~SO)y>HDo1ntsxsCbE2K#gx&01J~90WjXFKLEz!
z*law--~|F%GYG%e72eTHB?kvs{sh8gh@*bk@&`s2s28rW2aHJ^Gz`R+fhro#<jAh}
z4CI)PIZjs_z;3%S;13b)+{g0%zJVj7CF(IAHXa#La<P}X`}X9Q*eh=nLUK5ROb()5
zINj?v!DzAtLze^`#or5DlF&Ye(BX0c-6h!k^FeVg#bM+E6jUWG1BLW8&>J^5>W=RD
z<>Y~iWGadEV1*ap=F>vzCyjcL3-4igh;AnezV;J1cyH5rMh6Fs9*%xMz?lJ)aF)0#
zoRS|HMpD->sgYg7cBv;{AENdNHJ}QYu>#f%o!`!dW_2NLdTs$q;m+&XL0*_(i4F2m
z^@i#+He0188LB=9PWAO&MFY}{>kQFkm6LvA8spg^#*KdDWr2vA>VdY@u@iy$UVM9J
z$Yy{ua7^fqaT@vXj_5fChV7V^<1+#*AY~fvZ{A;bFH#gGiaLFanOBG8B`f*5IR%2U
zGzyhe_oC~BRgPKr>RUTW%<KhdlfM0gkSoGNecz`%wv)IuR3IZ~t?{g83lC2s8!w3&
zsv}B|8gbv3XR!ywn|~1;IBY;K5M>!-Bnr{Li1`_^%d@wQ_pIM2jI8X00Xz*y*DtjH
z49SF8&%&5Q+2D;yrtwLBFV~C*6=-Nnxu|o9TBIckU^`~aWR3zR@U1DJyb93`Bm~~y
zrKdf}v>?Iw-Se{DTir86Zq6acJ!b1S4xu~omB`J7-eN^w63~FbeU2<EXo3cWJ(`11
zo^f|O-<nGk=fNf%pWx-r=W?0d0zkh!b!n*!6Y?9yzq-bH!A`mQ&?tNba!Ysaz%>T0
zr5=SRuLC;t4UF(UMdrL=YAOwwf5^cRz@14njl@<udLxvYl?dZML+}aLKGg{;xMY|$
z!h)r)9jl?r<1|=0;-0E9{D!@3f$_y)#H0FNCx;L5G)>)!Y_HBGL3V@Qj<QOrq}S*r
z#Xh;wWg*w<a+bY)6eJOmh!=`=5)Ye)U8;tQf9j0$U~glXl2*8ejcSBaBBZI+F3C!-
z1yn6#X6_&d7VAS6j7LtBfZhS$*)=ixV^(I=Kyj!6`>)82pgYt5y8%-qi+zYg8QI{y
zi`I%{z-t>@jDc=DA~#IUSjMB$MeBoMS6t(@6x`$KnsFLfEZPSq6{AQw{BZAz6_skh
zy70usJ)l2M(w+2|Wjq-kq>`6M1m^6p+w-cfLRa@e?$WrAR|mj?CrSILuQblf(dQ;)
z+*Ah^YnH~OQTd3^BZB5Amg6Yyu;=Md_p`@9Z@+Cxy_mJyG24^Ft+ttrWY`YBJhT0*
z&+?gb<^A-S6UOg~i|R<vZ%W@fDQ*lHa5=e{y16~=o(n+bkh-uRUu7?Qw%{ieqK3^J
zDQ1~pJO6=Vfl=OHJbLtrTN-GeRZR#j&je<43^G^&n}cj>JTSt*3Y9h52-oNQQql<@
zms<6}(>Q{sMZy6j*dMnyq_j|%J!e1*6<||8a|E^JtjrIZRvpkn-!{!c1LjmfH|0*y
zfCX?fSBAh3e$#po2B0AYz|U{nwNTm$;Cw}5QxU)27Z6>r@3)b`UhKThkgr$#?h-#-
z5jhU7_;(ll{s#U}xuA&o0~vupo<xlhX4Esjo0gt1&|p(_!$FtQ4mqKe1KV>ym=aMU
zwFdT6=5#w|EhcJr9bVu1$RS)&$XH}Tu~9HM?nea#3NLVQq@?YMEmZwY{uAF(P+$6Q
z$=J%iUz}dqI92$n<8NGS_FHJ$v`HPU?vF@d;rtKW><eRdtHgW&pl<wN_aCI#jMwoY
zTgg-a^!Ze@erwtOcgqjZsV{7bT?wLIQ=m@+NyP!%`t`5Srm0RSsIga`_T`7ir^6X+
zKc~x$UOePM!UO9lUlhjFl}1i+CZ3Kvt!?%BbEk=4DUlQE#{2NwjMS22T|FH5X_9$c
z5=o3~Z;_aRm_V3r?EK*YmJ25-X0kQRJ4zb@2IIWK@Ae0dS@IM>BvB~4M8;G(rt;iN
zI#%VEh!#xh5-{GrY9<xEJ%bqjR!(A4ic0h3kB59Jq%_Hl6;59Ki*&C4!2L+>m6%TT
z_$FGPrKap8bzX`-Qx+mwqkNS#*L|6w+a2|xf%+;brTcby_wb;KGw*xlOl3gef-GTx
zbnm4aWSb8gicctyM}b`to{t9fb#wQ{GCP&Xn5hypY&TzT?j(U`IFI0sly3efS>!x%
z{6#<)8w0Q8uez8OCxQmR_*4C(Lj5bN^}&uClp;(u^4ZU02Co!G2=mK9WPx$v@>$Dd
z1;<l&0)UUWs{nkIA{)HNVS7xXEBpJG+2|MxJqR?TM*w7P%SMh4!pEhtQFw|Z4?O-U
zRpiSW%gpuygwnO%f@tZc)f=aINN!(OlCGqK{_Thi8@`fiyk^F^htS(x(oLwdl_W&^
z_yi`BRcUoQG@$H`uG~Y;S^*Y!35bFnQ2bQ=5`h404U?Jg?Tm-t-_+aHqHx@K-?1k*
z`+H4`Qzwk|lrbtIAAJu)yh855C)K*@7ulQ-@N9V=&D)vp^{LaJ`&jYwff6m;i8clp
zGs8z?<mup!sG=Rs7WU;vTNOX|I5Setfr5)%r4A1z3I=iwWq!0vRL)dq8V@zQ2;r*~
z&VF<<u^=QsADCKU+xOEC8x6N|*3;2(rLd*R@vBH&k_nPJ4KPyTV}OwsaCv`izZk7A
znC}Yw=8)=t<a}QyKy62BLrDd+F1Brm?9=**BDn}^V1@{6F@DTAV#xX2K+2-l@3F*Q
ze}NEf{#jt!9@jol5k?2BTmZNl;Nwmm@NsRxS6bi&GGH2tK%&@c8vgzym}k9Oj!O0^
zfZCOb|J_@j1EPqC```<pvcsWI^BD!m)?)zd71<pWW?@ZxJGy(C8H&FP#F=8Phi(H7
z@Vc>D2R8Xd_=Y{&?MJKNo0T9|38I?VPfzTMIi7D4a+Y3P<I?ur%5Q)2bc1uQ7h4!+
z6i9#vF;5OAfCBWLmR#8%FY=OO;rt6?D-=Wauia_dgT;H6on+Rw&6@(0!Zy4koZnUz
zCfK~xaJ#jtR5N}@kyPD7zgaPpQC2{#vUHw@HazMFKT}1R(4~pY;NaR6cNs>jz|)~>
zZQ{zBkPc{>!J3}{ctG%m(d{+o)k14g&*kvsN_4kLNZhJ9A%H*+mQNhW?bc{U?vd>n
z6F^jiDE=8kam>Fy<nGfg5y?G)jvA#xA60C5n0P^s-3YUIR{{lx-Q&uWR2QhG%dQ~l
z9ubSK97B$RNqZM%8}zw#k+)F({Z0|casO?%z(hTsq(<mx2ofMRX6a{8OU|NafQ$ca
zzi%f&v`+uv_7KK|{WP5IjO?P7+h!vUDCuY_Fi{rC=F^{S-tQEEVF5%$j@|{*=jH-C
z(@xBUZgE*(fe)NApP|_Fys;WDGJ0e8l_ZTyyV#9%RaJePSLA$$>0)}mbqHmuN)5`k
zr{)}$opDf9plE?yxE5vZ_pDNwVUBRKcHB{fB{V&>W;QJ2$v$zGqOWpmXRXI(=ltI3
zcj*)AG+L3${Vb&MtpzFNV~`g1KB5j2+pQ6X)yVs<<%wK1HYmi$;2{6=aY@bI3#NAs
z`)2wb#JqPfPo4&{C=Wji)sGq{@UN6Tp~h(SZ`jYKibcND^Q0?DJY*RuAfiFFP^FjW
z;WoZ7r2D!CDPnA&DWSit6J-RMx)G*XgH0{F`Es6*Ehw`;bvs5xLeulA*BHreUmgD^
zC$Wl+>b#?j#{`IS)k?R&)WEVR-3O^cJS-?DlQIWts%ss45?Uh^&y~r}3J5gHkUvxk
z(?zY>W~)74J2jLRE1Vn@LqKcXf;fQZ+8~dqCW{C&`fPYCs1$2<H7(Os+>E(bbicH^
zJUG^E^znsQbI-P6{IZu#=1qifBLh22X{B*xtas?}ow-<I-iAou!)`hdBGg|dw*FPJ
z>yP`6hxZ=hEi{2JRYgno#cN&Xs3;Fy9$s3uhy<OWFfsB1(Ax+xKpPy13W3iO0pK{s
ziX1oA(IgedamcU&*+B}pHh&iY+HTC>-VsoXZ$1;6rE+$G)m<xArpCooyx4WiNcYow
z-&qWouebi=Io^k8hT9#_46_0T#hsL+DFUT;o>FQoK}nHa#dcsQ&2D`9Smz!cXvRm*
z9B)T|&+a|PPlGQRvSHqnqn&FnJY<;N0`2`53v*{4;qp&v-z^pQ^0y^MF2TSE1@_-Y
z0L^8V;9!Kn8M)W{u4#7FY8GOR3gk*BIK%Iv1LCyBLvLaS2Fp4V?yR+wzYLSHp!C;}
zLT=6ygIhTa*7w(Y(b7wO>^xShElVqT=22{F=;`?DY1yp(C%XlgX|AFK0^>fgls=YU
zca*~LFm=);=NLXYvvrR36+JnZ_G-K}90clXjSEx3cKzp&J7lnfRJ$V~;4zZ?`WW>~
z^Ac-&mI{qmR2VHcTg2}8Gtr)V%d9}nuZW`4QX~%OBGUMVj=uZ+h<4KMRII6t<}<)>
zk+RZ63UpZX-hVQ7wCq@Vl^xpg)!F^zj`M_7SWhjqi5c{}ZYlO0VH}PxIe93W%0=^*
zA6tm_>*CjT%o0LY`kymGhPs$1ixm1C3tQ;CL~^-%=B(Ex9Iq+ulie4s=2P6?pW}RB
z^Mc1TV|{X4Y}lSR1|hdB(aN8gpTYhC6=s6%S<o-Pz&&q3nYHM7-D>%r*T$T-z4)r(
zj^f$~-BDKeju&-7r0LqOeH%Ufw7gY5dv^AxMreRNrU7V<zp%%EZbDuAi?0g50MbrA
z>me318ySn@E$se*Q#uHGP*e7s+tYj(4qis{Rge(`|6RMi{)2You4G^Qk33GgZ1#l9
zMj?1_fMuU1)#|tv?GoJrxs*JFKwFZy9e`E1GGu{M_YQIvT{vH19#sF8Ql8-<M0hRd
z{9RB5(K$7sRu2vG4t}jtmO-3|g8W2&7HmMJc0PeITfn>GCyZw-n>`UVT-2pcw3-L_
zmJ9;UeD9oneH7jZe;5L%y#XS&o4F5$I0z^HGmQCPlnH-A^I#l-k->tcl=9APF1hSg
zx~V&j-s8hY;)qo)jrbcf`Y?0V&G(VY9FN^WHSE2!hcwCJxy#(MHBS~g2S5p(z3a`?
z3)fUg1Z1Hp-4BwSJm}bm&%a?R(jc^fVkfX$$R!k*vs2w0y`Ze`zWM%I{rF{8p~N!B
z^GA!4PH}vB99SwibT_I>c40HW&8?E1z;Z7F^7_eCIQxFG6gmqu;h3vmA9n<g>>-X1
zUJNK-vO$pP1(q2(WSzF3Rf$?UpZdslcm)rC3zr*ap+8g0bK=rxq45B%8<$ZGTpTmG
zJlwSc`!Mj@J@qZZ@0nxs&JHy?C7+7mG{2%rHg}n#q}=$DL_yb-<>d@4o%DAU=r=0#
z+oy?hgpUeUva?LGSpHPubqm(K*Up@*lUuEY?<=ENX6uKTX;Y1+Cq}o6y)ijBg}W2+
z!+dv~EJCljrg2Xr18^#In`PxObot{;PuZ=qSxDimXfg21e&?<ir6`|)+G?}*f_Y)d
zX(KY;&~aFT=W<^Dg^)U)our8wl~08hRrC`VN=ile22<8s3e1kBiei>7@Q`OO>X&|5
z$|-~s=-G<!$3_5beG7<sYmnS_2^5&D0q=MqNDY2py^HxW(qf?i#5(rn5^~mTRhV$B
zexDycZULTaSM`JjjsaBN(gBSM4FCf9yWs$X5V%5kABosL#uiN10+d}NU|7<<o6>dw
zb?`M3I|K-9x$RIm7O(;XTAl3UmM@=6LwhQrI|lCc8^Q>nTn>-o6UZj$a$#%2h`3)i
zSyz|oC82*<<O-hI4cv(?6JY~_%LSIzpOS17r#V^Z_-n?{ndtLhp8hBPWnD+Pfg;iU
zWb0Eu6^jsi5i9by(-KX2L4*7_5zbf2dqh`G%!b)JJXd7zezevcsnM6zO=vqPgd%??
z2xuO4vk>6;o7vI;rBs+)VL0Mj@K=8P$gU3n?~c(NWHzvS;^ROWmHVb-KSLl%QHyDy
zK8naJeCN=oS=WP<2`iiqctQ_>M0vxVvCjjluuxP%2}ELEY=9<78-Ro2D%M>{?9rTm
zz-8~_e(J?}lLf3;p~Y&sr{9SBS?O)%NBX&h)2x_{!uHDc$j4;FkZtGs>PN$X`5@#0
zgnFL&)2C$J|E6vA57C_en~uGvI+Jsdib2A5_)PcgSFyg4LDB;RyZW;@+l_;-2BrDj
zL7^I=vj;6+4vqlw|LbS7(7zBU-vrBl^O>S;<<%p0XRzf#(V~=A*4%NU%L`sOWvkPH
zQ8lWVNPMSiPIKG9iHkV`C3(*RdQh>Q(qGk1<2SW4+CnJs3#@=fn6LdL2HOT<ligva
zIOIHfmX~Pb4?dDVMuz^Qw|kUn=OZtxic4ZpL@BkS56)~#d#ST1oC|^sySZcTv;c9p
zWRMC|tGzZMz1hB)2j8+XlT*$sWsMtpD#4wLP|~jGUMjnEKHF5KK>bd8&<S$HScxly
zHK`c8H$RQmsI5qPKQ&@#W}h2wMLkTMLpU=tB=%)2o$1aV`;FYC(+mRJz-iMnXHN~I
zHtclFGU3;lnuorkDOpaTS@&`+2#7OL7pt7j<#V_VW3HckbPK-H4C2k`tATO<2>^-C
zG*%yrqR+#_h#T`geRB_GxnEc4UZ0XBBTKP5uHXTP4xHr#l*PbwUNW-)R8Do`@NddL
z_Hw@^7QqTF;D}QC)k*$$$mSotKP$;iM9HA5<T!+hD~Txd<;}n}KK8N>6-)%r{;g5f
z@?=n<RORKPN}atlY+*b*e<qWXs|`~F@@NY}O`!%g0(+f~61aGJUzBU@PWyUVqrXgD
z+2;ao(z|L&JUl$^60))e>!V?Hhmp((r*qcK<=OVU2oaY`4T|S`mT3)DE0nhMBTU%M
z#2EW1{=u`=#S!hFl2<Q^<=nQrt8GxKeKQ;c;_8%{%DUE`ncnTIl4XiX@QS`TQBtZw
zKPS0ix#%I^zH%(05Ke-|zR-*_X|t8jJ$y!Q^Fq$^PU6Jp01y9FUfn-+A0>pY1CiY*
zG;!$^@jL^4wI>nFr1N%&*K9!hZOPGQH6fO!hl9)rq)Fcy!J2xpMaO%n3r{U@hO^$0
z?^3uXmP1qM6yA4;kG@HImppNa*Xhul(^~MpX$I_J(M8rGj9CD%_Rgmw$GOn}MTzAd
z$C*VD?xlfn*9zpSPCfQD@D8SPHjjb^P&i#zoo1b!UK?q_Lws4WATE3SFi6}1SP4gY
z3;x~zU?m6FrEPHSR0A9Y&IdkV`aNV<9Ehl8h$8TpY?V>^<w2*!>%TkakLSPn@q7m2
z-_MV-ml@wQK=OeL9}xgJuO0A8WA;ELe7B`1j5~7(+&Ry$ch2+UCVRhc^T81IrdX5m
zJ-UtD!i9%|(Z$E5dnKYV=^z|LbqXhq9n!BuEIUm)N}j!Qj_?`_Ycw9kzV7-N^6}d*
z30U<z_cKI91H}27!FOKtGgd_hq2{fn>Qbhk_jYZtu*h56(XzXiEHbWhJAMQm&y5O|
z8rWq@R(*#z^CfR)Sh!ff{6M!MC%#*C`zZX0+o$&(&kLRcSU~ZcyWu;7`k%N@6_jx-
zOyUl8@f!7HI8r}i`3Cmn)`{l3egfED1nNkvT1z0~o&6I;Uwp6nUc@aJ@l!pU`J7{%
zd`)<K=0WBs!J8#j@wFc*Oz7uZTj1%fxV+StfVgeJL~T1DHx$gUWcR5)___<UC{oOJ
zJ1|;P=riHY>o~wCixH#vAsGII@ePc+zF(*1Gk*S8$_wBLH*GZh$|MT{fIxH|2pbwD
z=`k}uUc`rA!gbQjEXT}u`PoH&&AUKn>p84uuLACx@Ay9&Q+$V~=-68JLgB;k_s?^d
z;e9HEIf70<#yF+3ab=hGI-nU|fiQ}9g))r<HHJv|a4~>obf0}>0GXl)-2-vv;kPi0
z2Xlb=We)TRqP6PdxV!n!Q2bDxA6|11&BN3Q+6Aa0!;!;a!FRjOeVS$mD?2tFBmC6?
z?&W*4lO9O}$bgvN;(h)b4ElfLv07h{IdS-2+zZu64E{>ma@v%-lUU_P+}}N6(~y5L
zF=fsewZ0Kpi{yLWXHPffP<(}Qxt3iNNkr8Gk?q{}0bMm}7}$xy+NIQlOj+yN#EVWh
zW7PbWTOqKkWkFd!I{lkSTBT<ObLBME?=`PR?vqCrbUF~*Rz|%>NxP$D)ns3hU+TV`
zMKN=by?GksH7*0=e70(1ejP>(Ji{8RQNM(4OTMxRgCE3i$^QR&{F{~X-^^pud|`OF
zNd6JdK4v$0&)Y(RGnG~z$KUnP$|gEcj8RQLl8zGJ$(T@<5*kPNz%!Tbdq2Xx4E-4*
zm_Cc7>0QtEIf)I~5=Xh^^$mG?)mKyEj&H)!%(Dc7qBQz^)G)nyh~%q%7R7cKUWFOL
zreN-8A#?BGk{eLa5_f(^K25z#)Kn|0!kqVGe|RV}I~AD;1{D;ba&f&bnLX|;Br;w{
zJo=cigb;eUnfV<YLbj3nB68}bmIB*cM9Ovm9JH|hdvW{Is?CA8<^7rh^@F(hCu+;*
zVrn`yiSHWhAEncX+E-h|U2pNTdp`8)P@&m3;j7!IfElWepjP|r`eyB^h{SrGau+K_
zxy<U@H*|e-NkO-&4l%T!c+g3Tzc<4~m!H#-`pVS7I4E*j<6p>y&pse3?k@%Q)z_<;
z^Y&286Kjxh>6NZ*2RMS3T0jm6ke&nL^ejLyXKmnLl_Y>iUy~Ej+4_$VpoL~gc>S+p
zd^1_f5cd<9y(@>mxl{kapG1YmE!)!{8eShsX}hg=h&?k3o@Jk#V^bbDW1Gqq&G#j}
zj}>NiEB!PRpG;6#N#%?TM@d*CfuyuY^TEjS6~pIqai2orA(H}SJvR4!NzXgdh7vcw
zl3s{-Pf7y4K}P2{@qT2E&gqnj?$yg~he)m_$PHDHKu!^KOBe1wPu;E`F@EwX(s_Iv
zhdPTygUn(}eV7H1#$he6<<CGGqZVag$kq%pyc=LL6~$b(U~2|7E`+5h!h=lXot{n6
zkkyV?DBc`tO|a~Kvz;?)Y00m5Am7xl=}1|BO|&VxT67jGj7xwr{tT%GoawWL-UV(%
z$<8ByY5$)AM?AMCecWEm?+M+z;Dt=Q{zd!tT#8LPEC-iY^ujCio>A%(>3Gb!kHOG#
z@BVmeMjh?gDt;jzchBs`VRQY|H6ebI<HaGauZn+4p}u;4SzYPtM7{eNq6YA)X?Bp5
z$OwBc8~31-b#!UCG*Ls;hqQMU1=o~T?<cRaG)caTNjDxHnCJMy`N5U5<>B#bEogXx
zb66gELP~A{W$km{q6_i`?M#K{OXerwv+4kwy?p>25Hg=up@e%wFdP#UTj*!y?(6ip
zk3=m6EwokiAZ>%k0GL=!paz5e&I9=L*OQ{bNf)CJ4%0HJA0%)fyOJ$I%H1gft#8o;
z5B_L5d`AS7ln{Xy^h%-x9`2hrfx6ueNURkoEm4NM0&FvJK(&*~<9MfKH>+&4R0R@$
zJLblZ$8dsU<Pa~cqYm(b=4w<AFjW=M+2~}POt+7$<3t3~04+M3uf7vv<?@jW#=j(m
zey+prIy^ZDP+_3lzl#j{2YnBr(7vwSeVLR$GB?lAcB|m7@9pR&iMDx-r)(;D*<}cu
zrU*T-Ea}=E7O#k3R}34HXoE*0RUu20JH<~k5|o9lNOls%AOr_KP&A|zzPnxz+9?7j
zD5~(x+C-yVpJQoy#-OQOam&`@n<i}nB7v&qh=q6jl==<DgZAR(FTb2%8+p1F78A#K
z_^j8OAF{{)QvHsx5e&Bn94DhkLG(BX-e?#AHuOyYK4AysSyrs<D3s>i>shj>iM<q>
zRS{`u#C{|^C2rj%{JPh4ZsWMOsT}XJ>ypA$xsaffRfwg)bL$qS*~?O0WIi&2wl)OQ
zqWYC!&~WU9w>b)QG>li`G%;S5pcF*%?nSG6ZUv0vMeHSn#h4}qT%7NGU~Y-df={$^
z#-Q2eFV^r-_^~r5nYD8}HjO8;HeFg2JbJ1QL<%o=sk1ey2wr`qh`Cdh5-2U3>tbe&
zjnhdoC~~c2N|KQKK##m9E(?29qz;-l{ihAT{%J^s(i7U$Nnz6bLZ-x?M#WJi3U1pL
z5yG^00&kDb%||s-h)_a&_Q}G|aL~7lMFh9Ezql7Tjrd#@&?|A0)xBLPEv!f=u(ZG2
zBevxZTI<8@d_yh=tMC)E0$<D<2SvjTH<IZs+qj31!ZXhkPJoh5{#&peD&TTu7t27r
zl+Q61TNH2L<xaAW=cGT}NL|r6%td%|tH$q4)$7<VAY;zB@mS6MBi-f7AFB<@4N~t#
z-P#)6QFImFBLNz36udGZWSFrFISU11%Z~xaOVU(7ex}0Ek;2F?ja9t(1NG$>`%G5*
zZ|fYA9Q^ny>7(oq2gj-l)erc5jtP3SXUX(d0wdAx?SbP2fn!9A$dv{_duceQ&xyw#
z725b9@tlqAlxE{<Gvp4E(&vIphTXc^$f?MQ6-LGRob%!PDQFL62yN-NTvDQ+2mS|v
Cix18K

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-91-Transformer Architecture Block.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-91-Transformer Architecture Block.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..53c5bff0eda81596517ae51334690a34a70abd26
GIT binary patch
literal 42132
zcmd?R2UJtrwl^N6DMh4rqSCua69gh6AfQqOrHY_5>AeO)Ktl;dKv8<H0qI@3ph)k%
zcL+T|NdDX7IY&MB-1pwS@4avQ$M@mbj=lC?WzOH+YpvN<u*2AC&;?}$B?S-;4hVz;
z`~zXfKysk71O$Wx_-6?T3D2E7OGH9NN<vIbLQg?SM#ankW?^PvV!FsCz<Kd9A1f0R
zmpC`y6(JE35iqBO^tG!}0>UC!zjcCh?%X*NViG!1Qo5^`m@ZxYm;bOILF8xgq;P_9
zaV~?-kmKNz<6xUXV1Q11oZtRHzyIN!!NtQTAUu1Hh#06)dI59>2N(AY9xgsU9v)EJ
z8+Z@GBgdz>BqU2fscuYo*`Dg^^N8fLtT&4qs5N?!Y{HKn{LT^4(9+Q}uyb&7ar20X
ziiuy7kd(V6ub_BaNm*0tzP8SThq@-FPoA2YTUa_eIlH*JxqJA(2nY;%`3e>p^*TBx
z_RZV4l+?8JjLfX;oDan%rDf$6l~s*R%`L5MpV~Wm`}zk4hlWQ+XJ+T-7Z#V6S5~)o
zcK7xV4pB$P-}u4-;eKZe`2Ra&f8mQ9;Oh(?9xfi?H@<MrxB?e0IUfEcAp#0nbwXo%
z%F9=upQXAPkzCYpj#XF#N&VQNhlqwvWQKkF8*9ID_FrSn@89C=PsV=mH3}lZ#Q}te
zOAdm74v)D~e2M<0E63w?Y{aNg;j1SVQd};LaL0|kB;waP<gTfx!SUeFg5>O9J}%@f
zJ*VNof=sWdHLc#&E2`eMNizxCz2~oVpS2Sz`sC?>+BsaAJ)A-HyZXL35}9f^@>KsT
z7p{Z69Y%CO$|_aYU{z8|(t03`x8laOM0nWJrTTPNf;X%54<DR4+e*rDc4sP}p4{1%
zablb!>G+w9a{S=7LgP)(E9`KV8dqxRDOin_VCZ7ElT**;<(IUPPXn+ZyIOy*Q+Jl=
zMJT0{y9_gGklCbZ=rOJn{TJRrnYVL&iM_RsGfKTn$k#e$l=Pc6KA!ES3tuv~a8XOt
zDw6|FRIvi_U+ZsU`e}GX&B{FM9IV50Ov>@%x|zA_<F7fT4L{K3N_ieYrG5kdfA}KZ
zD==zdxz-~knmM6r?@6qGQ|1Bgleg6*E(Py*r^2G&iU*abWKZgaGOEUyNm#IzDLnRW
zrx%ICeTmEreCBmO-EhrgOxDvqyREb_zHx%=5@7};-Q5tLcNZBn%Qos(sTY6Qb?l<T
zS6V3wNX@mbIU|*a!w)TxZ}RdlmW8~39eBkzF)7CZWhEP<9ce&&&-L-c_zks4)$Gf0
zJsHne<J+A&t?ms>Q$8?gva2B75xd=$Zypw{{8_25WMay=u(WjQu;%4`;r)-fsp%v)
zd*rD|xKd!C|LN-vnX(vMS(gjv3fITItb&4+;xf-y!+c7IZw@vz0=tw!fO!7J+4C>d
zzth{th$!R2?Zk+of=?(vM#@q7s=D&D<|er8D4{>1*D{bCWeJy%Ph+!!NVd-81wmQ~
z821tJ7ztF8Rf6aV9)(R=-|Lo!Iro#PPdY{?*HOtgC*2%e8^CqtcqizOKJI8P+^MYp
zHf~X_*OKs4!dWcLK`Ah<f4H(T;hhRM7Oo0KuW9r?_LXr)<s*ybko5s+gU^<#BR4kh
zE4^*NyYkr6Q%4iIG^72B;B7K0hB0?|>kGHg=qgo=q2j&waXqM`wkB;X2vLCr?a>ru
z&K#nnP6;KjAUIe39{CMs`F}b=G@km>z|3vz6D(vqLHz%;+P68T=0=61yMq~0Es0s(
zF%3NXy7<!)2**&gz{_*W<)DtfhofICGD8OscN5eF*1s<p%usp=LtB_k-xa%AWUJ{|
zvK!UjRY)hgQb&gjjG8f!<}X>h-P7p1OZ~ZMt4p`B)U9_st92=s3<jkzkjo4t=<8d+
zg4Q&!pvE3lEEaV0BNkL=HTH4qSp7(cb0{61zQb|}3nEsWH9956#T=z#XyDED$25ee
zyM|Lo>WV;(<n^u#SWrOfwjd?|j&^~gbRiU2(DDQDVW%f_K^|-vyAxC_CHH$n$o42?
z#vHAJ1tmX%PKj<{LDAso-|AeN1tUv**s-AQA}lDZ=chptwy8TAMO}rS!p%Rm6@mUj
zG8V+cb-Y(i_+u!5MnyC~_!V@IkL+ZzwtgoCj!-Fd0863}Ei6*ofuX0d*=|o->ff-P
zP7z)tKearFnwxqVCl+OuG3I6*BG$vFRAD-!fbY2gjuu3y9La@mll{cpAJi5?w&D)3
zpbmHk(EX9zNWy=B*OB`E3Y5#?|2(AMi2Mn=pK<>Uu%PB*Ea>Vt;akABO=kH&(A!7}
zy=gOwLgRbJaA85$nAG=|1_&=L%21&eGA&~xERHu`$K4-`Pk#4icZ_X1<dk<XHNy19
zvK+6&SqbVT9~qQu2C7;m?p9eC|6Qs#nK!5+C2`jhJwBl>&5q@(-mOL+By)S#3YFyw
zwR1-bMGfIGtfxNI(z&H9ChaQK+lw2gI~@LZllk{&xJy_NiGl#sJoNEHg%#Futz(}p
z>P^vE8FDNr%5O*}6bnkyDIbasL3L)YQ@t+HxpY%qMd?N(%=AMVmuW=f<&YQ~5ZWpc
z3wm+b*t)jfWcWciDm1}NVlPMCHmShLNs~g}ttpp4<LX(_VCOjq>4>3s<kG{Eu(@l)
zy^of9!xSd+1Wc4fRp^~*`{rr_5EpFRs2iMFDstt9AV$hNokX|Z%?0LdSA7so3IDjn
z8n;zyOR-$Vm^C1J-RkB99>ULZ;ci-fzhJI>ZoWoi;{)UB8ozT-uf1ZkOYce|%-5d_
zF-e%Mfwvt;hvm<L&rVnzs_T!H_B6GQ5c(Td-^$);5$|U_%zKfZ2ccP0o!KHWvb0xR
zRKj}_Z6ER8KGAZQF&DvLF-Zw;y*v9l`Zfh4E)DD0%KQEFd$FSXj4sj{u;i3g!uvhX
zw!S=t$gq0{mB|}1X<Zu`@pIK7;(0OpHJ%`)%B#FEeN5rWgNKDJ3JyO0ggZIflUI=&
z3x~t``|l(Kipx75N_2`69OHL(a7U^zsnatzCeib$QU}n6NeS@}m)vz}DLB^_!?qYe
za3Jd~;6$ZGOKYd6C*9whb0fGmjnlWTG|o#Wna?GXS$mj$=FIq3*Sjcq>`(&NHz7Rh
zc^HZESN1#2d(zL}yTZDw%VBd9>ULshNqW6y5<Fm|JKCgETJe@ZneFXGwWKN8@zIn*
z)e!Wxs-Oe+!Mv75mm~S3t_)t+iy{6ETXOz-Np)p3FkPM-%G?%QbPjI&qO;)h>ij;E
zYX`{Cq6=;2$7aVv<#Yaq?9<>Q!BH%z2Uyq*Q2Y}iOGR5M@B6X?{C3<5Oq%O2pe1I^
z-<`;*!Mj>-kze=<CEB|amIGU?p`9H@n<W+G<5%l7?_9lHZ2F!;_*h3VDy#&w%AMob
zBKfy_wG?q9WXDc-2^fy(;CP$tEEd$>V3nu<EQP#dYaOl73!{wqR8K>O*gq2~>&o3=
z%53Hr`>cg*jyVo1K8-c25c#k%Q2}*Dc<kmI)G;7}7EAg>gk2%8Z@FF>^%`k2SfU>A
zdf4O4ta7i<CeQlryo=^hlx~<;%Uronv}}!8_F9$Hu})A8v!@wb1U0`SMGKP&bFEcQ
z=xN;k9_9Gw9<;1y2BvH3S(t)25d+-_d;%X>@OYNJ*pY2bP-KYi=WL7a$w`A|_89lq
z!e_>jp3Zq-{N+Q*ttNiOhQliFf%JY7EU5M^QL5N!lf_o&gPt1qSu&E9?PcBa0B7Fd
zYU2fY(Gt(pN7pn|7j!$tmfCB-%y|mFO`Hy8mlEDKGbjldy?wEKf@Lm}7H{ropgt&p
zws1SUejD;KS>@<yrTJW#?OQc6ll^QoWs2LYx=WUlU#m@x^~Su1@h-&QF!~IR*Y2~~
z?+WmU-b^@VpUg~E<&HbYPwU7n?S`)EbEu0w%oCqCL$x)Eu`r?nX4*?C(7}4IzAn?g
z&}Q*3_c*lNCcOuta_egG;3#vl$QSwS{_*z0N3RPGUxeFK2WzV;SIgID)ApHbPtQZz
z>ez~V_DcH}KZqad20jYxgf1jYIe4D8YR}(e#DYjyJ)R_n-pOo=ltImeY4qHjKOJQ8
zhwVXL=?WB#hDFWZWf(Tlw<sWPn23^?+t1^-YN;v@a|-IV_F{C4x+hi>`>Kc)3o@r%
z(N%Zxvs#p}HK|7)!kkV`boxc|Whfr^eUjtBDNJw!M>{2ctwGEb!1LX}YSrC>>v(0o
zi9&)i%Wd6<TZY*oLR+xbn#bv>9E5PxXC;QERs%-W$cGg4{B#``<{Uzs5#4iCTd+FP
zZV@AVvGnwn?uUkYx2xHo-xN2T*DlL6bC_b>vq~>}GnW7UdHPvp+`#DszXC6#(ux|C
zw>xPbMHlyzOP6nU4s~nSZ1S9=w(7)!49<Jb5+u7rQ&C2;VJ<H%ztFhT`f1@b94uB{
z-wH^el*Eg%Ur}QV2DdxpNR2;l;O~$7x@{Iv%B<Ju!G7@Og=Lj)UXenZg$;qCG>Tez
zZq}yKJ+myH@P(+zfT<B*4E#ba%Q@1OyA!S59vRAdVme5lY-e{QqM3&FLkS|&eXwD8
zK3o{S0INhMHcCF5r0m;|zd0eWrN>YCMV#)2iErh~r>;5e64kR4DBGE^Tx&a$s?c$b
z&sQ_QxE4y;59M2XT`i9rn^}ydZoVqdlWL<xl?@hl5m{Bz)vuGazFd2cQ?JL``J4Xo
zU~<#SsF2X@`3zFef8%}~r<<HoZ>a&nU6v7%6^_IX$7j`7&r9>B(CEm`br_t+*%m|1
ztar<p-+s2QPKV4!M-L1p&kUB8#XX9B>&QSeDt%8<BV^PL9+L_+&)g>d$imd?!!kMX
zz@o6h^(kz7{Ic)-CT`SJzH7pT=p|%e1Y5|%&OFnob_iGA)T@|XeYEu8#d4U^6Ssbz
z%P}Uqh#S0$4Lvn77kW*i>DlzONb;`8f}E+(+h|Rk`1hpRsVk|(E%0%3TW|ww^o-$o
zl}yyyEPHXZ$(!5_GyRYaW_iy{%WXj%$L$j%>B0#tXoPyo5A`<w?kg|%6trG~1c}ay
zy#*E|wN97ZRxw*cruLzq&n8a#=DFl|kSnh*C?RTu9!gFH?Ael!iAWYC;<wI(uKT+k
zi>n*Hir8Ihnh>0o9txx|BDEAlS}Y9nT#xvA&x1^VNXb*Y6+$v9lPYy^*xj_N#IW#n
z@>JfVD?p0ZVutymMa=od5mU1pOYE)`_6et+gJTMGSIf>C`;pz`!VO0`&wYk6EeB3t
zZt^}iW>4T)att@=S}=%r<7`;agTPq0ihZqv;IEyg%TYtMjyH(^(I>$28fTh?$=>Wl
ze)V7nxr1AdIrTT3>8&xEBMcI~OWPciaIJ^@RS07AW=Oaqy-f2X9p~w-mki>;dEsN@
zXSb*o<89V)xi`IA+=n|f>aU8t2&;-o*?o)!C1iQ;sw}o(LDH1F1&qRX&v9j;hwGP8
ze4G-TjCKbglDIeT?U^Kcn7yM#@2P&#aPNV3-9j%9J?i#RIJ>mg8!Le>g2BHAV>~#Q
z6yv|u`I^W}O1O(U>D^<A27iA7mlQl&PJENyFA#LNf$BY!+5h!LW(5Vf@2ID*yj1wN
zo))>KmcP;PI8@CXvX{PbO8WbAuH6)X<X1;9QBp!vlMJq{ZnI-eukUq#A0%a6Ac({h
zBT_NP3?=$b*y8Waupn=>ccg8JgJB8vU*9gt|HgFcw-GZJx%$stYs;cac<(qh`Nu1&
zIsk$mh@?Q1tfvR2GSf_o{LUW)d?(P!l7TEetL8gkb<cjQ&Bs8Yq2&YI4?rkYmKr6l
zW}fbGDXW^&%GK3}y1|>C($+J1$-2@CftnzJkaVYd@;c53<_zAgZ!_)*h`!QleMR0C
zqw2UR9Ov4gN??G3Dpd`Xit<9UFSO`o$$sjpWE)ENPv^=lmgrc@J^#AIFQ)oVV^l3a
zrw0fL4FK=xpw%(nR+Ea#NZX%Ff9oR%yKNFD7A8*;a;3u^PbbDLYFZ~~-zu}J&xXA>
z-7)gAL3^UwRUt!!5)6b)M5!_OA?tYFnXjDGV`{<3Bxmq31E3GrLr*;ppJ~iShqC}$
zFcG0TU}P0QPY$u5p;Qdj`BW@OP9F<8+yZP^!!4MQ{J&l;=hxn}e(7z~O%ct-tcVHB
z#)7t{upmP?N=*`eN~(zkO#yUz)^WAa$T~JcW^SxP_C!^&ARjE~cn{k6ydS!3m54dT
zg7()YwiUQOkk9<e)9)?1zPH%lL}e_!e;j;K#%I9i+=ThD>CmAJ-y6BJ`0&`(8~ca3
zDoBc>?yGJe9_L-n{JaX0oIoAU%BG`a_{BKS%pRz>oe&T0^BU+hk$QW{P4iz}@>wwn
zk>l{#G&~211_=CG|91ph{!Acq7oegA;AQ~|+7RUQ1TdfhbM-skzaxZjZJ|r~r1;_&
z?w0>(H1NIAQ1xtxx+&p5sq}l#zgGI4jKA-RR*Lm6V*XtqmA?z5c8UtX?R%}Mmfz)q
zd*EFYzLD6Xxqc7~IT7`&;}+{NrIp%kgb<>y&sYp@`x{LnE?W!*$Rs)X8@|XPl!X~o
zFq`92ebiT%rvhoXrl)P)U?D@MVwABU7^ExT^V5nU=`Y29-FYY!cGa7}VxJ0`wq4>t
zk{X&PEf4Yv-iEfYHe;?;?C6W8Cp>!LA3nS~6^8FzU%VAe@mZ$=x!?arr9J_qx*gVp
zY|q~c@gYEd4VX58rY|2Hlq)RIcHVIGV`Pn5=gmezrv-@;Nz6U6dmdrB#kQ5r=qGBj
z*!GjiRQ>~_^H0xG+Lnsaq^}fsMiCv21yMm0bq^zYYZ!ki{;jG{Wbv4+)YJ{$Jn9;-
z=k6@6tj=^>=01i~##iU1zLzS>e~vN8h}fe3X$hY1m=2pq<hYMQl!aw$lqXouzmwl<
zlTSwA+W2VMptRPfYw4IyR5=zT3rD}?kuH^4IN?5!2}-GR`|+6T$1S&~rFYYaYSErF
z^={jNZA<+z33Ogo@yA_R=D76h6R=#5krebPS`V<F+c3ANe!BfvIxzG4vx7fxGdGgI
zkI?IkNPrgC@dMMx1Pi*Xe)?|P5#tX&qJUeUpIOfw-l&ryLzU%YK}Pm~BZ(iFs+%(4
zWme34V4LigcMHp%v3(UckvJmCxV-sjoYAC^m9>6No8JinixIQe9kaBeBImj#Z+GVT
zN2)()wx-^#KX7g7`o^@f(fU>}bdL@T`t<tS`{AzNL2>;KiZbLU+BS@Tpz<dtsVCyI
zQ>O%wor|esauuHcXJ8lQxQ$4tFZTHZHX<usFT*lTK97j#Af&tR(r!jh!}@O$zGmau
z8*+%i?UfO7i*1T~Eyg0&NA|jzyYdzYQO^WkGF&qDw#^!mceUVA!ONj%R>jkPm03h8
zT4@Qpv#WB$@88+Oq`6W{L0((iG@G_eUJpx<IUS#$JiQTdU8r>tqR*t0J@P<rWiVoN
z^j2Xrj0%qq!Pl)N-Zo(|{v_5#7_;E9rMzn&={0yAS)^Z1B($HJ&pD^>qNrO@aoht3
z?&TQ>zv!#~dZ#$2@O+mRtShvihBil=cgsAUTT|>_TDk2;&rzAr+ZM-CRPZ@fxBW`Z
ztGBl!#Qe0v?Vv<i4YlF#BUhb<m*~^>mhuH3@xH0sUJS}~gGm!uaESL(gZMmSIWr}a
z<=aOtIw%<wXSUHV!dr_<p;Q)C9H}NI9#1HZC@zn_3sgj8>JGPom#D6lR&a9&DCX1S
zX6G=}<=ZB&M6S{XydZZN)8X7HxaMVw%v2j1J}8sIl+4|8806B33tQhiU!o&Cg9R}!
zv#?i)9ni9=hP+HS2=R&TJvOQ3R!~QUD=6y;*(-2gG0&1GhW*B3W|CJ+3*B+AkBE<m
zIatVkKNYO2+6r$C#a$GDw5P48$g}vGxJ5M$`f&7Y@)e|Le98PA9;P<u2Vt16!?PM9
zAGb`Pu8w%O4zHt_e0vdY+zMsbdj{Rl?eJm50k=t8s~L-x<E|K>B&0R371^)ClL#y<
za;{hmOxojfdg$KU!<hy)ImkQ$m5M$dstJppp8Bcu8uV>5_{)W}+xi>}V&Bq7L-&aG
zM|b#fF)EXlC}2`kuaz#$L0)=XGx7yOCJT~&Fs`ICKV1avhm0#m5)b*RY+-_4ihw!;
zziXTtJ3{{w^0h8BY7?C92G|bigC$c;BUe64kEcT?30e2gRM~aKzJ0$x(5r}GtcdwE
zDg2lm{6_Ee{nI+=1Jk-~mxx*VSESxKk_FJJYCEW=!7~hxy9~KIQS&Ov)FbXG7Z+eT
z;(<_D1gCaQU#AAIE=e56XOyI#S1KR>n!6MbTu%X=cR<2VouH>NwYT;W0;nh~h&A>_
z{aP*-v|hT(=HZ-Y3E21$%?D6&1e=2qMg9EE{`v_fA5n4N=@%$QB@Pj`rXf&5Ml$NP
z{q$Xx(}uoP-UuYZSI`zMWbBe4FtDNV;P9-m1GR+Id5b=!Ue{Q4tzOHCK-9tH*QT~f
zmPC~YeQNITIM!7U6G*<t^zwP>+>mY=#+75S98r~b)$z(lKI=oA*P*%_lKlf#5%SlE
zv*dRruB0dRJb3q)7@iyszPnCS;*r4d)JZ6?-Vf!#b`U|39YfLjL%>rZTQE-B{8h@Z
zt(!_+-h=bs-|4|p=1gdh!LA`J=mtW+OLU$bav-=toF#9+qv#kOGLHMERS30hSRVn~
z6?(NhzGqjDACM~YTIW)4O-m<zT8b~N$kRv|NWUjenG45J!GbFZ&%W~ZegWslI>!Ez
z>l+?-Z?fI0sc|<RyJ-D6p~k6T629A_^`s+i^G-^-)t*#>V30?ekIac24;J(&eQ31r
z&_DJg#1)}#01iQ4&$43J3bJ{YqT|;(U-Ly@pxfnmf7z;Zs|^b(h@xi+EIH`y`;_=J
z9^EAaxP~S??+=vdol*?)1{Ik-eaL?Hs(o0RS^D)8omtmY;y4`)9vmZ3i+ct}Z6%-`
zF6ruetycGQbHXJg^+x>Ziwl+x=v*odzlyGGHtnewdncj1jicV7qc0NZ%Bpe+=-W4W
z&Gu4ZLDzFHW${h`VOO=_Z=vyj;2#u+lj3Kun58c~Sd%-`g^u;MJ#7UxN2~tNIlR}y
zsm>@#1Jn8f&43TD)o}_*${FJG@8_Y)n+-N2?ZF-oj>&4Nd_(rr5jUoZ?(LPtFXJ{~
zsG#je+loi~2zO@QhPt0h{}@jLG$h;(A3?V>Tg}?YH4mPM+~McGnFR8LQl7Ad8pyWC
zAf0wo^WY(kYd1RY#DS6dt37<M77IF4iMZfK+2q6V_&6b!q?qMH77<`TbT1ZXD~r-(
zglBU-vtQW;H<BdRm**>ZQYb)_jZhCTWPlap*S8Cq(N_Hk$B9%u@cx7am1kl>45}zK
z3@#RwNQ^)eL$~u}GS4qg=_Nj{NAp1m0WcaYjuHVilm_AtEI5x!&|RqefJO3C3&1FX
z_+mjzjcWjHQ)mnCd(6X_a)B1;&!Z~-+*>XfnT!VdmZ3F5(O^MyfPM|d!GgL1hA{Z`
zsGj|6uEzV7F1$cAtqlo1C80@t`)$dbF+o8vfyAm`0R8^~aFI<zj*wMY&__UdV}Q)a
zp~x^^0`*8>V{e6LH&v76e=aimnQXw0BL+7BQO7H~K4xg1wqFMYMgV_=?#=*Sr{}g9
zk#9_R+Ze#GAY@Su7%=(pGZ&$aaMXjzA3*+P%wIss1ekbyJbprr1<jba{Yf_$Dim1$
zkI6>AQ2_m=1puSsPcWJvzrS7xbZ`OM*b0C^xB(FcKCU14)bC~yFA_k=r67TQ#lp(d
zPjmzuNA0+SCHXSvydbs3fvb#+QB<Fp$wsHb6%;)Hsm=hHQetSt|CHl5Kp4LP0{+jX
z`a3xtf8Zf|@|zsM$RhNg=;T2ggOFe}$^beIsI8%Y5wgmv-DcZ<<-z}N#QKA9K&(H_
zkN-%lsQ?pAYYyu=!1o9LCP_N}?{fL+LoNEtr}P(8G=p5gda;kme*ToyJGXfoFEksS
zSe_F?3q`8#<U)U)A@@|D`{0EhlFCd+j1;_wFR8BDQMP>9?IK6ts@^uoG#~@gn<Mq%
z{EK7${tdXyMU%BAGv$7)NYx;U3FJ_5;#D9#J-WxzShfctUY=z1ZApJ1`;2VTRK2n;
zv-X)UZ%Vu<zNxW9WpxoKQ$0jo`^Nu{J$h-cg<oFEk87lTM!_Di{8SEtwz>S3i@GmC
zC+}grUVy7|uHYPRp7Q3Sgl54TTOeJ9t#`qK<F}<jGf-J0X)ndP0WaCv;LfM3t+R|8
zlUf|NF7l8}>pVnW*XrLRqu`?)(T6@=RVh&_+#u~2^YI6Vg1n{w(f#;6MG1CCqvyss
z7^sE+yUO*y!?S4RwM_LJEIQk(B1VC2XLEdpSnM%tI`@&sB0$s>SN1v;xagJ#^aJl3
z)Cm^EHc-E|2|2~j3G&AXxXCFa!=j8`vyL3cM%$QRCMJGV=No;c{b0LYD1!uG1x?Dt
z+_VK&XIe8rLtN&@g2LYcxgg!k2r1wL9hrt66G7*J^etfVba4Y?{1T7O)dTI%|KHwz
z<@!(puzRc{0VE+il+XY(OTbF-;<YkiUFmK2bW+@$y~WBuCecQP^99X?1x41*!gtpU
zcO-S-UX;keWby$i^_*Le-)Yz{G|!QM+Pk`!_7FxF50VIh45h!S=l@w5XJHBqosUaA
zM#BMZ(9+DWjt(WKfi#S8cTG);rPOU>3p2HS3kyjo0o3#Qox7^1K8k>3OP!%)(D_7j
z$o?EH#*YgZf}sX~6EY$A6b;=@{iRee3IokTXVg((jITZ5Cv5v|NBpI@k(G3w^Or{d
z4|P$Qfxd<ei-yEorRWjvhuZ>bO|ij!D$s!ZeWE0gB+h93e<W5Vc_7{Bwc44UzrAsX
zwoM&zWMb-BfnIg1>VxWcR7=3eJHddksXM&9fv?LFy0!y+iMhEbPhf_h$O4|@@5xT0
z|GZmZM2!mKIBstFEB|p?XVPBM*<%0xp-Z!5uP{`|{y@eF4e>Y7&)0-6v9#IPqlS35
z{o80q-OG@5FPbe~QQA(cIc+$K$&kTZl*)7g{K>O&nTwj)hM)ab*Ka1HCA#Jw4CFId
zsb`fLKuQQ-ypAYa-yQl4nNb1^GW;3H(UL3RK<+~6Xe8hwtGLutbf@jR6W8tmYZ+}5
zcn`l6NPf9%ygytJ;2``O3kvi@CZcz%0k68*w~6+1kvI33HejS5$^_$ER)5%@zP}9R
zI->7@Hp#lFV%&kS*i<o~{QO*^9suSy@eKU<43J<j#Q{gjdI<q`k)F}Xe9u1M*X8>6
zM^9br!Klrf0gLI+{Hp(2)Y0-H{dx2nA^6d6q=;au!3(sP07dC%a{o#^8LrzSEa(f(
z5auWyK!Nd3<iG~-ouEtqb<TnGtv^u^@%DgpFa<@R@1XK$w&>k%uV{0aFYXTB?Y-0r
zV(ptOLkn(~H%W2^icE;v+wF{wvE8|U{v3#C4-B9u_y>Ae&{@Gi$TG3j&`F863#3Cv
z?!P6*|7|${n%M93VnJR&auz<a?G(ovx)r53l#EXP^i>nXK->u3{knxY{bt7eR471T
zE*OzOyT1wHXBau)2*o40i1(Rj5!x4kT@ycbdIAA_(m$6BjL;YB0M};{KjL)9{MYZ;
z5Rf3NgeuBh@El;%T(3Vl_+~i#T&k-7`E&h+0hwB|h4TsyiO6mlN-1|&=;1oBkxR%x
zP`4^b57JpOgfZ0pzkK<r?>@3nRfMz&1X+Iad<37j$aC@}WEFICY%^rpR>p#wb2VT}
zkfo?6Mwlb1A%zzaoo?cxbrb?{#<fYZ7(KmUqsh{$BB}E}hCn3Jst%<$mx#JkBmOR&
zQoTgRpkoP<Y693-x>Xkaq4G|0+Sf<9aYRa!{_1G@$>}75v%45gdoZ-Y2<7kkQZ~Xv
z_Dn(Oc-L^HE!_?N0y;lk+La1jrrsD>Fky5oDxvX}zRORgbIJH8E$xhRs=uLg`fB+O
z+H}BaMPSKOq)huZaU{%ro@no;_v!*cfcG<gdW0nERnC+Jh8_7uEH+A(>Jb0Qt;f`D
z$;@j#o?!jGj2ZLYbJZgBsnSO+>I3^K*0jnM{Q__DE^xcHX&SouaILA0aUkqxluWvr
zE2=0$XP~uZFEt$pNUK@W<#j$(1s;E8tYDJTNOCqt-{{{beK<^6QKBBl{XIiDRpgrz
zss4zFD^=vX1~3VeQ&hW<WgJM)d{(-}&9(96)NNGLEHj7LX&(U}p<GBI#(C2q)GgK*
z06`Qm*#RR-mU`;B%?5oZ%K-tmc~)kH-zX*DP8*d;?sX7v&sDZ@Zma9c1M8x>E|q<o
zk+T;zSoT)J?GzVzZ#V&&x_^_S`^~5Du?E<QIPnX-8NWG-Y!MfbaP)hc%01iDGqrU!
zd1l+B$%X3j)Sn(`X!NQPO3W#2lN}H%&SXVzr9G;C8|_uPIVDcLG>Y&;IC%@)y=MfT
z;z*}(50ntN5mKIUF26p6A$~tFI#ZtXOIeIKEu+BZWu}zvsdA6T0b`Vf@yt<(xV>d8
zf}Z^GN=A5@<Ob;}Z%$Zv)z+%Y_(Tud-J$+${R~HKbFBI$L&8bxG1;~uf)7qcc&K;H
zgXC*fnXrB0>$wq&E%?RZFUeS0Gt*7oTmYRPNi(Nh6wOxuq9hO>A~}0!M{<X^5D6sF
zlGX=o0C~6Seyy8>m#7NwUev}{xJHOj?zOjbwAUSfS)KOwi`%)<+cJD>=khx~7>td*
zaKC|TN8e<xEwT(q0p=09fEwH^iKjVtM=d{l_^YC!XFm(c0A+JMjcE07Pik33S@WIG
zq3xe0ju!LK65FCd{$Z&z&<kBGiBjVHJkkxr1&np7%sFu`i)Cf!Y%?8cn>`H6likLe
zbgePz9I1~5#P#lqNqv1ED1AIsHxvk@Ke-sPZeu|~mwVsqkB*KTZ(evp%;HPlFekcs
z3v;<J|I13_34G)IR2cMwQKL@x8m*PJ^=0y!a)|?Gr2_=GXTR2}Ma;zqx7uy*M2FD2
zzvqL<Htt6?MNI=}OOOiqf}5*Ge~P=)0}d89+)H}Wsw?*~m#peYhoqz_M=b5ia#=_t
ziXZjny3jE_*VWK3+UN01^SBpsZ2kUR%7{K|>1$&W;}0Fur@Y!Vp3@sUE!mcXqhp`J
zFE^Q#c*aT7!_Dx>T5J95QG?Vo9YCm1xV^^28zI=@EqJe|U_P{fpWdaIIe3UqC;6gd
zr`k3=sC4Sg3KSXn0F|j;lORFc8Mt_-6-eZIlVAG)jxu5pxc*QH9an%hgKXOfddEZJ
zt?Bh5^c>P^4_A&!x9dY}_pl%`3v~-++WP~yZ+{Rjeje4uye429#KQWaZ%QMmRW~Fq
z&uWqGa}+Uo*Mz7}o68VQ95_Hqk;<A+QjaiNQ7!E}RCyIq$K`g{3&OtcQCnTz>N1uK
z7iY5*+fSYps-d1}4=cO#wa3fAbyhWyA%1?oDQi@oO_L6zFX?wxnv6a#5wyav1=}O#
zz29H@d6++6?@9|*kT9q@aw&W1^4sZCfz6>A+n0#VS@T2<Vg0;k5=4&hu6*ZuqBgXi
z0qbcS1a+brpOS8S$!Zh*RmJF?VKu5z#9L4+W>6xJ;9ycYW#Plky@@T@*KPiwmvzi*
zlFyEfULr*CYaJ;SJx*HZ!u->1fz-dIo1DO&^U8Q*6W9ZS*+^BIZiT?hoH{SW6b7#b
z@t(Bm1lMrSf=QPhQ1Ma^vs9thWe=0CK4y)?!BJ$s>ya3QNb5&SXHMM#MOryUd|Fmg
zk840>L1xF+WO@WKfu)(#^+%K<P|w?^^)Iv?qT+c=i-|qkQ{9}>lhpNFpDO{Gzr<^X
zl+!0s7TbNznt6gk_Z^EQ6JP68dknoq5n}G)8eu`szh!%ZU%l-guABwjK*t5)UHFNC
zHu-wt9CbGd`&|$;+njJIrP)~i>{X2t?_{|m$X0}})%wYV<Y%>j)aueeXI8ohT&UzO
zm>NxtJSbs%r#z7{KKGn{f?j5N_lRNd4*VL*b6b12QHBP7CrCD7n|$O&R)}mn=kbt{
z?a7TijqCv_33prKD+V+6@UPWIK`f;28tbU;@@o1`KAem0dIP%ty67UNmN%o{3zBYG
zMlmumtk+JJbHCmN2k;m`ZVu*o$)&esTlBrkPiMNaN|wwVYM~S0MPBhvdE4wI`ubw^
zX!A^phMQ(oVjno#Gf@Pz`ZotiqzD^>%r*$~a~}zj26UZJZyX^AQO^(HAg@QI+xm7f
z#nqrnW<o|fZ#!Ybv5ZyixUxj*jo0mbSGgW(EwQxLjGKZ*JB^DRV9L5PB7hMPPL1HR
zE+sZAulAEjwhvSykj<;T-jKl5%WlCZ;;H9q?AK8<TW+4CVeyb?=;~hAc?$-S;?J2D
zNIj|fk_^$--7T$6G}+9%ldduY^Rmcs%E<Nii&aEiOVL|)A4*|`7G>JKuO5|!i4&JQ
zgfMyB2hs&cS*kilGv3-dH6=$l*y~ZLf7!AtinW;OWNAH{T-KLA3!|(O)%vKpwx2KM
z7^lnSU~Bh*cVa|uYOJ)jpPTQ_m5#ZKg9?e$2+|cDBa5OQ>x*w3m?<Ol_B2Bls7*=r
zvqqmp83s35gGWJa@8Iutb04h9UZYQyn$1|}gHf1QIaQVD=8h^1ZFApx4}UAWO1Pxj
zzxR&$X?xy2qxq)w@Iq?1DW#5i%KBOP^omlN6!x7n8#|vqwWU95n+6lLxClhuET;4i
zKarsBRoBX7FMO!mOiN>Dpevo%!#h^BZvJT+kuI#-moJjbwZ3lMOYGK4Bf@mvu|+o}
zR+yL`3mWz?J7_y7AD+c@pIbOh1&d87i;_~_9Y}k=wZU3p<uXNX9~rvJdlM!Rze&Su
zv~m!a{<_Syo9&=CM9SuxjpM!2lE98pUMurKuE&h(v?*}q1elIX;R7IAM?m#j{U)eO
zcN-kE4xZbrS(VinhaegDwrEfppBp`>TTc65vfYxoW4g03Y_ewPjsz=KSJw=nbv((>
zY#%f}@Ql2DFi+N4OG2ev^Y-<~rnEUR44>bFz{G`gB$c_iMKY=u<OXSkAMs8ChL=p~
z7G3A}BIbLMH5~*5q<+0vUaQ}r^Wi|Y#?RKW+!fY*p+vcp-xGdt@c=;!D7m<^U|+#`
z=(&m0G9U-w!`jC~?X6ATWo03y7U{;N0D;==mq6dIsMro6)#;ciR1=_p&_Q;XJ=3WZ
zi!z73z98#2u%Hmg9uDAxzSMJCza50}y#k$=JXGd7pgJKGmJ&RH&XJvh0Nd!36Vw)M
z3~1OS;G^@ky)fwjnT9W2#6R^49>ap@pv$;~7&(Mf3fx$=&{4P%h-qN10ERdL89GQ2
zNUv@MAA=eIx7gYQSL(3lI@5oHggDQhb?$@nPu=cJvZJc4iSLR9+cH@V47Y+#E#(ki
z#!RFH7i5Zn70=m-0j+o%Fs=0XRnVv)`-5nuc|nb)ZQR|0cOOUleJ*}G=#@9=SVQ!o
z{8R*&1S0jlUw7zF^e+FzsAoErCy}@R+XUJlh(Ug^X}BWK(wO*Y(JTN9`T-gIC!~j}
z)D;Uehb7+5K!0GC`U7g`&DZMRSu^^dAOXlPNg{z9oqxwsxgB|nmnE3$8T6&Q+0jt-
z?_^Btnl&0xqU!H6WQJ|MHTk+#%;y^w)?`a0^G0-2*E+Q9ZDy011(BRB(Z(%VUwplk
z66MiLK-BflnSUpz;@i2nv`+eesxX5xgd|o}vuqwmTDh~rjJQYa5Fr~f6-i{VKG#vv
z&WZE|@x+Uy5_e4DTkmbqg}jK<c=SD%(UYd)_Fcu36FX>?>KB<xi2}3Pphoi=aFSS^
zbM{sNN7aK7(-(r1BuZaZ)13h4fzO4PDLq~ftr1<M4f5~WPp+}zyX$Z6iQsJg!!-PJ
zTE^Y!2E0yjy1ykma$oQ5bxk58L;<b{c4!NDX|Q(Q2|@5n@t5fTccYA(Oc^9BFUOaS
z$In+lA%a&d^bxmz=*=475S0>7(-$p;sbnh$k<KG44><kh8#q5m-;1e%U}*PFH5-TI
zRpqJxC2a_@$72AU(kci(a9oAkrF?t8-*rk9YjijOM%EWVm$iUETwPWbnVC#mg}NaS
z5+Xic!UU)wPF8<vZa`R^Xfn=)AOmdLQ%B&KT>8-Iz9L$1E%BIIpnfYyz<;ExXp>4O
z2(WN5K(<}7#v0}raBlxG6s_#~((oY>FR-r6K!F_0?rdiu2Nr<i&%uI|4jk7#1E^<!
zIMolbejZM~+f(8|3~H`=!~y8w!#4#_@z?TD)_`AbR}S#Y-3G#8<c8pF;@Kx%VP0ZY
zs%X|j?J*k~>r)Q`K=*3P)oZG!FOY)FoG|lZ$aAx0K2x;SU;9eH^&9KmCI9=hOE<!h
zSkModKz~4$vMl}ngk?tF4f+F9$j?YQv3&LZ&%{@LkVZWV0nk%Lca#J2<wT1RH@bGs
zc&5WEr(gmB>kGq&47$4rV)P?q*Q<0DW8sGel^}VER@Ee%z*^Gt3bM0rub=;Boc??1
zeR91q{=L3ZjB}7zTcxCyLk(58Lg<k;E-Xr%zTQRtcLC;KI86}s+-&@CPr)?0Rkd52
zRvg0Y{MJ;$l#>uM^4wtgt5r<RsEhP?E*T-An20P5WZ>f7k-T6OEqYh=WL`6X-*F<L
zBgB(r2Uw{REC9a|OzKVjQXF*Za-uw~$$~+kyAZTX1o)ukS?(C^b^_|DYD#dCLqXFY
z)!-b0M~jJvpE7&ohmUlO6MnCy_{Rv#DeL;Vg<ZebN^K9uxM!a3aPO(R$lM<``@NR>
zd<&4+--kJ(I_9dT<yja0qngyq@5H15gYNwOpp}0=sMp^Q%Jlb-1^x*w;2*Sb{eZ}u
z${;w}h4se+IXt#U%`ZH&vMtVLx||nU4HIseJXhLpomN{IBAaz_oX8Fg9;}A@O^Q?u
z?Mdv#%Lf~+q;Z=Jgzt6L$!6K>$2O`TKtm*3swl`)A1fm0F{M2>?=E){izc6S_{!Nm
zCsR`5`#7dbmG0kM__&hD;w}Q-_o)JJRg5ohZ2=M45&!5CU^*?IsUDp}Y=c#zp&)#I
zDs9dTU<tlR#FZw3yF=2GU;$bZDcPt%WR*OPjH;y}&MaKL)1&`1Q!0C#Q~8C;#aGE*
zNsn=+4_5B+Y_>XEdS2UQ&ae=EKvQ)xjw;wvxKc2D;fkHR)YJE6xESCJZy6S3L2|?>
z)3ykm8}5`*5PX){R8S^ftW;q}^?oTVx)pV7@d)!tNO?P^_Qn`pfdUypq)wzt)~eQl
zor6bwf_dlV#0aIN_YB%a7UM1!!tzvlDq+jIcXpM+_Db|r0-8iB(+aHGG};LRP2JL*
zj4$t``A_w}Kv+>q?6kD+N!kQa-IwNz>3#N@LiKgc5*uJR-HLvrpx?7d1LI12z@V(F
zY<{LvFd%V9ci;ASajK(ga-iLd4?u1x7dj+{x!)5c<u!$}2a;l8yje%ce{Wg?_K}Ra
zKSsr+avyRGDmbX%g3Om&B?8&gNkm&#VfC%v0{78)z_IQJERle%^E|*2BjyTkbp0A~
z-!J5X{bUu<k{7ULTn;@vNj>V*dpn3>yuvTV&5=Fx34z$>Ep|Sz+s2Es%o>Y`*vpxu
z>l5_S%={#3tuVKK@YOi<vUPgVc;aqvH8U&b)`^-su=g09o+-kxKtHjpjjrq(P{ia-
z2T;4YZ)zc}^j9!!10{+T?)e+Yo>+;?d2V8g-k!}on_p;VZnS@5w&W*Hd^vj91C7?~
z-uJwV+rls|nHD&#%H=lEFsdjjUVTJKliXhL>I2|idg8R57&KtuSM<!+O-jq7<D3kK
zg?iDE?xg&+y^DiBxj6#GbD=bPA`$De4k^}e&fAZclo}mzk4ivxfz=_Rh1`fNl?ag-
zH)cRL3JqMJM+JGBn<koGyj>9$X`fJvp#8jU@`&yElkNnMxIo@9Z}HhDCzHyTlp^jE
zL&@7L;~?*5D~%8D#u9Fe^drpX*@+FOzJw*r8TDFoT6u=vJUg%Hmp2a2cL0-Th)eoJ
ziKgYWZ1%U#MMRz_buMRN>M2-q-xT@$@QF!`YY4?%2aHr1Y?So;S=I-0D$Q!JE1-tF
z8PhqFO!5t8iK$2ZHFWo)`O#JBO9zp+p71XkUnQ_F%PiXFJD4IP$hMn&^2Jj9Vg0M>
zr&Xa^fM+`F5QtKzUIWx~ry(-q^v^lyE0MkU69OtZVe<^>yptFOjm-7=_u|DoBM&U%
z(o-haSlFEF!flA6@U`}+5!0PdUHZ2~lx(&4jTxukv*f-v*{4oSHFOho8t&69EGerE
zv5sI5id6LIM;4V=MIP^}_B{IVTs`vKO>1`uS!02=P`ZzKY3iz+<IGyTih6a$HcQ6f
z!OS+^mAmD{!wJ$n3D51Sj6!vk3;RcRS|5zSsy9bJvIwtfl}I>AaMmQYP?)JvM0}X0
z5K8DTs|t)JY-Z#Q*0VP=UJ$Wd5X&w4dKMf?zRt-tao1+*OJAMm6ph=5B_-I(#@@*l
zsowXr9K|(8Gwpl)7e%A@o67_*=M~)<EA(W-ID6X?2GrQQJG$jnd84!`al-3$gIeo2
zN(S~yKlBD0P|VCnP;IC|PMxApCk<e6{+df3d)I4uF|ss1f$VJy+HIQmMG8cMWwD?;
zI*8r^?fWtu9$NRa(}3BfVF{e#etq%$uQPn`pg?8D3>{Oehp8;z$ww~1-(f-LWiq?>
z)a9KMWvJp;EUtGG`u`Rxum2-d?(YQ{dy#(>|Mpj32s<x8+iiwqG66%7dU6P#5FNAO
zxC-6FG1#ylLUpBg)cXdcz=Xd~`8Njmic%NGn|o9#lo*|L)MT@T<$3Y@SRX`OzL3Jx
zN^5?f4&?FpovoFvc{P7h7&|B1<>yf-t=eJ*MVbCF&sSWVRTtRfOI*n$^_q*74(HE`
zi}&{ll&tZ#PC1+5%{yIHpo4$SC%>^6`Ygb_G^1H)bgcDdHi>2S;SJfHQ)w<w6|+jc
z!17m_vH{^q<Ag=4JeJ%O*=Isrc<*LD)bIE(t}DwI+%tKlZC51M?3sZ4$MTo=2&S%F
zoPgii&!tbTWmsn_sx}@>O6Z-Ozf|GJeN$}VD%UfxdfXekt5#$uKp=RA-<r0=Aoqgz
z(NZZ_#ya;`A>DQB4}1}?oq-ceT03WtH7}M2jtcUejpS;(q<+&EO4QcBzf`zQ8W?j)
zBlgk4Nmyz1#$<d#f@!N-l*_WlJEgvYCs$RCt@(m-Ym|YkAr*>NSVT?=*T?&6pv<13
zblN9bEi$H>iOPMOrn@$L*6C3vT^CG_B2;5lixVHk4W5&#uVA_2aw^T!Np~udT=r@q
zLryxs_KVN`W}(lthiqyewd^bow0lbIMrA3)*)^_+d)q(sVH!%**Q-UoIFU-fCT(%d
z4j-}I=Z2K{3@m;ki>;T@F_g|u8+^fi)5Su6^y6|8&hmAQ9(jf8cN5~K{8UaU@&0e|
z+37o}NUrO!Ba1OAhWS{K{@9U@-ssPpP<c~=j4k@waiUz0JoTU#>fcVz0gC|hfW2D(
zIPnyu<Ec*t-q9=V$_9)FeAm)8qdA#a9?Y5ZsEvomlWA4=LY+Mn?kI&zACoQV5=yK*
zz;N~%X#pqo^NiM5Ag?|B$oBF)QtPa<s$C>P1skJKehtpjdYaX=lndQAQCiHoCQaRI
zG%iCfy2--wEMBi(EyVU_xj|cX4GKa@Gcv_T1gv9C6feIoVu^OWF}Srq*e}2W7F0F7
z$Zq$=+v?$zR@t?zDxF|eZN~(%-p$fe8DmdR$%pcGV>Fx%PY*d|23*z+QK>DID;Fj{
z+h#tr=MLG~=tC^&)G>iknFYdF5X3gIx43uRO|!Lp$B36b8aT0p_tBKQ3;H#?-aG9H
z)c{@finqe*v2~Z<e0hJ#=dri^x1MvrT&Eh=zVft%I_vp~RA|iPKeIU~DHgm>`2K0q
zwqdRHELT#`p0>EEl>e6q#SUMl!La)5wiJ$d6X>II1`~yBzRbl@MP}*iy@MTVSqmNS
zUxTZyziiJG(?)sDct3uasX?6A7pM)6Hrk#{_kNN-ns$|r#^OxpRmVaP9pPCrl!Eqz
z8FIeaQm-M@x)`0CJGdX5&#BNirq(yOO0UH~c+UkxciiVKIId>FEqndCO{u~SWIu(T
zqVr6r!$UzW|C9Cx?Sq2$eLZWj(Q(UiJ6XF9TpO=5!%Ngl$4I2(gObr()wZo9+*aX^
zn?eR*Z`0&+&9wy!Mq2Ehig4b>vJt&qEfw&$yeCxba>P(p6`GMs75c=U`lDPR&&ZjI
z-I>a*%(%7Y(US1UrO#pK`~q}W&&S)Qt+*PEh}p|tQg}jMaCLaLLXfO|CdN;xMwX{8
z&D2&%Ko%07j#sd5c&R<BRqymu{fu5&+4hskP}?lg#rGEl@|M_`<`8pQU4eO1v%;hF
zHeSgWVr9%a6Rsa?id^52Bzws(btRbhq4gKLT#oKG)^tn5NxhYN$~%XVXN}#c@4rjF
zMxEkf)xFp^Qt>$z4TJ~C-5mNbly?P&mFzz(D7oxP&~>Tai_V_SSK8|;G^f!?G^Hew
zZqDy0@P<m7!8VhNw*!MbujlCDv2}Pnic)v$n4G+;a%U)R+{j}3*=zhyV+j>#3r-)s
zqgc_7)oV8En$>+y)x=^oy)~+wV{?o}Y%|d>H(=d$L+k?>dX+4jF`17AT62qdPm}8U
zrO240q+{YO9Gw&>@Ppo;4CFthBx_P?8-D!ZsahwVH&rA=m)%-`E0b}jmhYgN@(!|O
zbn=z0YmTM(P3>2AtcW-6)6ES@XM3?Pt;X48rmj+c=5y(z>uDH0@hR;$$Hj1OTxZ1?
zgzsXO3(P)NN`}>V+o<kk+ic$Mi@c)dZMf*_D{}p5O>NcHd#2?TJpRy*8~fB&H~SUh
zooA~D=jFK`LAG*?aHn*~j8?UUJBr3X+qJMtwC5b(4_-BEIe6*g{sd&|dXzJ!YQ!pO
z!A{Mx9wm>Q$8Z&41_nim3;Uj=gq;%$U_sxnC)1xYpX7{f8j2;Ax>LO|ar``FZYK-P
zKU+;IE)TyqFfZn+U0=<6ag{J#TrmQzI2Sv3DKw_F_i98ni7lH6+^{n3&?;$mHkB3(
zTV3G2Em&&Aw5HAN&PJ2`y2C``*&{n?9s{|%v5hj9dglvkE8J|JjIcS@t<Nz7NnVvR
z&#@qCEa;_u)FFh0$A}5~N%3YE8Vz32?6i>Q&(p}<RJPuSz8$qQPfZXWI{v194euEv
zlQsbJtLup0qx{s-cEP~ba=wlR+HM6TAHIX~jGcFXSdW}r^(K?2(s{T$qcj=wr!V<W
z=dqjkH`nr?#b5o%zd5jE|6+fw>5~v*1YOEEzgc5-)NMwyGO@fE!Y^Dc{M64^UT5}-
ztYv$R1v6TtL0Z_9+xDrS7>BZwr|=|UE?j}|M8XQptSFMHwjMKDsd!#PSDUj2TvZ~^
zQd31x>FYMQ(#G18IC37E-e}s-&PsP-${8%u7`jvRfo)V*7DswEL~tiNqbzWiBg{PV
zmQBuDxTP+ab)gze`*x~z>Pne|d(0qBcl}}NOKx<FUL+fEm|x!6COJ?xvq#R_?}hd&
zs>?l273>u9nYyiWseH<0OR!oP&_iwGl@OPkCg~bc3Vl!Ct8ye-?u5CPD60am<<AW}
zz+ytFpY-J|MYG2Y5=KHQHt5)Wf=X!_oTJBb$46y_1t+eyGJ@|6<ZvxMo`*j!{hDaz
zP8YV?doIF*FCq|kB_aCqSaadaTjrN>ZDVK`+A?@_xvIfDwd?A^3Vj!2JA+h9!}OOt
znv*bYx#Bd)iCci~q{8T|NKc5&Hcu{VPNrKARHTq+Xk*~H9Kw_J@l2{;$LK(O{>JR9
zGzo{71aqsF9^X3T3BB5E;GJ!Kkruq$uORN@%qA8yxW(Fpr(P2z@X41(CUY?3n+HU(
z=-!f2-xk}hz%%O%=#~;i(W(3c*x95|6PQRSZA#8GQ6x-Y<B=N7^)`Yzx<s5pmAXbr
zB+*Cy27O&djOTT$*wD;!m?nJ(?G5Eb%LJGJQ&DLi2UmJpQqs=~XhC_cgAp+q+Atr;
z^X~&J&^o5=UFb~nF$+xi-`7WFQvkn`jKww#Oyp$~bG)EDYUulEqEJf!dWO{1vZ4FR
zMZc?Ow+uL&A)ryzk|H_Hj%{*#`FoP-W3Y)K*D)fv=G>*e(tHk;EXtSZcstUv4S76$
z4g)L&Mj@fp?ZUn02q`et<F?MU@uhmBZzm>zKnGDJ8jjLt>F|adt?fbH>`C%=0ly#h
zEiRIq_z7@J0>6G`3|PSTyXK*du^$p29iNgdeoxQU{T9XGS=#xQdBhKdIj9|v7=VMN
zghR_vp=BqX1ZZRT3+NY~C7Cx;J%9sL0ep<Fj{y!+9B8hCjgrxA$vuXEmHXp4Fjy+t
z>6rp3aJU&bYDtFZ#+dw`C;aDg;HSWXFwb=$5kSW9uVejq{tNj4WBz~e1^u0`h%J8%
zRnTmR1bCaL5_cKMeR?9(uzw8x;=xS4l=u_Bz)zh0;PF4>9gIvJQ7!cL3EE`|l6PPF
z0}|lz51iG3L$5ORaz}8vl$u@OvHqNLWtR=vHwQVf0t;mJzVlxp{4cQe3%@^$>jzux
z?klK2F$~?7cfqVFR+z1)k)LwsXwV)6f{(&>4mKGXB?@d9pV?<SqI9H@932L#EpbyX
z*)&*ZSZ$i$&-*;cyKW%d3Z~rDp5Pn1+xzf&#MCtqRCvQk7NyywEko69+`F!M4$L?2
zurVIDoPM{((ycO(U)xe>gz<8`Jay61zjeG&%{;}IvBXTI{Zg0~_hsJf)x4`bx_8tV
z-+qgIDoIFMXUl90qSQ|V(tyuVtPg`mptJ+IT0mx4kg)}1kF*5H?BoS<Gk+>jC&Pqp
z&;#vtRZnrPAzMHyWPrSVn)$)O&YffDqzC;)G8%ihE4o4cy%mt)Nmf-dH-hcxgK>k$
zlYA@=?p=L=YOWd>7Zx$wDX1Qimv4~2^+e4p{Uo4W741qr{>xCiW*?3IzvjL>uBl~h
zHwcPK6Q#E(Aib!7bb=yHq)Triz4u-sA|N#a0*YYh0cjR`mENQ`>Aiy_)Bqvgh3<Ve
zo^PM;oV(9C_jmuuFUeZTteJOa&3fm3pXZq?Jh8J&eM`Pl*{Kh^K|)KA7fh(a>^u0;
zl4Q{LMexIOqtGe95xxjH{iO!P#9x*II8E!^tk{4O`2GSgP)~g>x+w!du8#=hfxFWV
zaeM&W&_^Uda^SZw`Go3nbt%NOvs{VF!M>DU{w24=Z)-40+}~<kq8G=>ucqmj8QifE
zzbk(GOJ*Y{+i@Q%8h#%I9R)Ym*zG2SJbGal;k6ChgH0R@YUv@bGzMxQeXN|z_`XW?
zT$oQ?IdEhnB2mEB_d%CwfdI9?7KZKg7fva%$4>xv|8$FfX<kng)jw;T(DJGNar9>z
zEV2X7LPB<=KNO9)$8hB?@KB1n!+VA^<uu4&M}erBhg%FqQMQRKjXsg)lXsb(J}Q|9
zPpdb9{A~HfSz+k-QSi~@+8L$O_2eiG+HDn+of)H7qrlU@NBv~|>%9ND5~sf(9^lhs
z#qx24$~ovBMJzB&jwv5))y~{c<Vm2lR}>l48@QKNI2)mYdp8@9@ug?4kDyVNwEmGl
z`>P>}(}J~UXi(sA?0Hl|_^#R8E>4H_T((fj?I7me$FehqQyKzB2Y3KVa`*yd=ZYlw
zn&*|zH7qEu&K$HK_rBG3!D5WvEBkbY!QIK%d(Hj8qPFPL_2Kv$>s(X&79of(YICF#
zE9w0mbnJ(~KD8Ok#=*a@`x{+1{mmCr;ZP|#vJJdB7J#WKaUTtvHliF+^qTea7d0l^
zp4)c`=1`IYc{>?c)brw@yYB+1K=ic|JC4Ik=3q<O#M{(#CIwCgEq{tdN1b5N$#D8l
z@rrRe(X0J>waCnc_$SfDyY&ZmGGZS|i_1wAZw2Q9DHg+CjG|SFp)6>C_vXUcm*m2`
z;<+0fNa%C;mZ2Ch@<7-koMB%k<ZzhS^-O&$k@*`0Dq|ay><w|uTQ{S2S6qo-{?CZe
zzvM_>ThT9#6tl6IjufF?8}oVHr?oYB6;uMf%$Xz3nSe41!Vmpc<id#<S-1B+FmZzO
zQGGsU$B8sU-S(3iu_!^h*Pw2+KK{VF?ex%fDpJ=FG0RrO-z)I2+Dq)?`G_EidEr@L
zzJRIMdsFq>GOOlHuxk%`H&+Xq9Qbj->Iy+6kqG!D>ksh*1;cF2bj=9(m+zqaj)Nt8
z7cBD!c0VggOQh4gs2UkIAy)PUKP5>!Tv1@bM`pJjp9SfpRaIgsm!8%x%`RavkRK18
z?K-1vl*@O}lT9oc&MLoF0<<23)WTqZ^yReZ4-cSL3~=Bfln^vA5FwIeNSF5V!0>jT
zg?2Y}V{vQ$ONFd#43FkmcTvhzbJa-(Y{{=|C2sel*6L)jhW4_@m9=QCmzam>54>SK
z=^uLv7DE&?I$m6));`?-oI*Ud=VW{wTEHVS=NdvikIAa8uc1Y5hPpurS5*yHO4aVE
zHi&Tg7KoqUG?E$h^+ks3d>-agihb4cDvk2$ZDD#5^C#kuT+^z`fO9Hz<NuB&`iH6-
zez*8{5Y7~aousAqEJFe%EA}e{t#ZcK_k?}{I6?_!Xvnu>H#iB<6&Hc%e>dhp8g?|T
z72#RfObMrSqlFNA`qvvHxa#H2+{9(6S>M-*+f42FiSs8jbSp)CQ?OLKE|Dt3cc^mq
zw9+=sl%Y+XKcigWTw%xs$203~t#gICJB6WG7I?k?h01|^&+^tVie~pu7WfQ<sN=32
zKLF)1_NF|utjl-USr5sNv+rFZi5TvhBB~J>TcP1kgog33M5i&eCK$VOE<19T0Yl_q
zy6^y94iH@d=EX(OE)8c#?To)CC)S?_iUbyc0Jz-fEzl--I2?lyMW&Fbo*ITfi~_`I
z|2u^|*fs<Ze*~w-IQg4A47BHRQ*$`szDM5e#z<N=yqzw|6hhdEc$2S+>;nKG<J0K{
zu7g~(rns>x!93WTUNP{MEVP;Wq3P0?Xzl&oYJjR;{0N=fSmICKV=tgEbikzk0cT<C
zJ!Z{wr@*9X@_e6|orA-<Jo~CLs*lf2M`HXug>$UuG{r1tmO^-In9%J|inVORW_E~s
z{=R<HU6}E)&491htW$bPY^Jusf#AM}TmVz^CKqn(&WgMl5+U1fr#af8K9myV&FtX`
zJ|vR1LP8rf69;SZt`B5Z29%~NxKzUZIf{B+ue&9v*QhA-E1Xd#XyCw)l4fi7z9e&=
zf8p>kTxy)61-PfrvjRw*<qIc?WxzE*5B}S?#O3T1i<2LmIs}=)Mb;kUa6>j@4amuG
zx`6(~pMf5p(S@F{S|l+iybJ{(YdtJ24RWbP2B3|wPvYVGZRyxc5CXs_y9^|d1$tE_
z={7M}{Q;0x%5@;qYzgGZNdPR=4j$m2)hN0?1aRIzE_-AdpY$E{$xt0-G(ErnDJyp-
zT&{UwOyC{im1WK9#prC@c_ShW1IqBjJ6ZC@1PQoxf!K(>3Zi4<ZShVVqG5_~Os5W~
zk2~Y$)w}CeCFgG0An0A9s#ga7Llw9B!yJjr%PAK%MHHjnP$`HCT?OxSf^sEk{C=U|
z;dFV<)uYh0_4~R~H7zgfLs9i*%Qo|VCUqi1p|f&3oVi9jBXV1DN>WQb!(&_`hr`c&
z0hC7!YNi&AZ`Axmu!hE$si>#OiWx<oK`FS8M;~#Eks)sUbSIRe`r!Z6y8kaa)!N7C
z{POKv2PLD@8TKMzF7T3`s|v2Fd&DE0ufzkZfGZIbAE9zah28Q`P(Z&q8eyMNiZ!|1
zA<0?RTUHwvKMBi4?;rY2+qC&pdzLo)3l9{emZPpn#(%zjd5HJT+mMA+>rwo)@=bm%
z-Z>&aens+V2Sf3@#vex>OKw#ju@FPKG$GG+rs(g#FhmD7UVm6JXIX+eqxJqVWno`X
ze%*>m4_k&|QeV$cFH4Z6Dt$I+Khl>yOFnN!WV`x(0tv33jBl~{4fmzte3o_o0`E@p
zC193wn~-gMON$+>9UR@071d?B%=)q+`#|#8dblxCLA}ov$0y6W)69`xP3V~%*5&4B
zqgP;k)QXbfa(d2~s($ygb&QmQ<)^jLy6SlCxCj}tJG2bS6K5(^T%>yB$A8!2zhFp$
zx`I_`35HIChpK0*z_YBF1Q@U;_zcMh0rFeYxS3?2{-N|3%aprY?a?V%)<<XW<QO$%
zSq%#g<6o+ym0S8sn1}+OSB9c&nmmRp@*6wSbuKY|ifrdJO|qc(_SnrRezc<{o-dGm
zOZEaorg>*Sfyi5^NJUjZVDyH5O)B!J!DG~CjOPterOA9e&O!y;pd--GX<C_b)t?r%
z(DGEEqnsyoQf<geN!tSeKdVO-d<M#E53}s1>kIq8QmyCPjewd>K!;hd8r!mU$409C
zo4X2rtja!}cV})=i7}d>U+t0a@P@l>h)Va<J1lKQEO$_iD$T(h@;$ZcxDC4-4u?`k
zbH&Tba7=iq=VSXb*?iS5__7TlNx}_Do_mx?2s|TttaDpRteOcj4npFr+e~q`_zR*f
zl*;<1htp!$4>N4>q{$W??8QZ}<d6n%*ac{2T_*a8!r4ReFkyOP7J7V%>UZ()CW5Y8
z_%9U}PLLIaw}<IU0ce0HSIFPwuc+9FNDn1DSEiOlG&iiR=(_e1yU6FJB21RRK_dCx
z0a!*uw6dDr`>q8_F`{Xt?0|VS$1Y@s2OUS0a!|BE==E`*M3@Q}iHFr_!Z;%%=e^@X
zLU&$GbrUkaY!;rtu<i(~7!mKV7a0-BUSHwPo-7@;Puk@fpF?&EysKP(P~`0<GEo~R
z<Rs0Fds3;B*X3VEjZc#&q*3{RmjPJ*K7s0j06DWT{QGRUuTZ-g!;|<!b{h@UhJA`D
z9-_+Ri_lL+%ls3D1Jn0o*o}7qMrCQmw^k;`Dqy`l6So&vpugr%JaD;wc1A9K^xhYT
zw+G#1>EB8hNgl!!@ner|7AKr&wU5)76j;X9ObHuG2A2+KCWl?2)Sl`MOWLKtE-4ko
z`V*5<?tS8)#V)H`esdX${j6IW=!zGj8m@*NL@^*3^HPJEWt;__x^8v~6?)0<T(H6?
zAJ{jphh+-UIH<7KzleVd5T2X=F+lNG{P4~9x-e^~VUY^1@NNcE1cU67nv;AJ2sc3C
z6uowc+EAol);=pE{g<g66bHyDkV59GJT0&|$2OCkby!Adn<ugxgL~M6UlsLIMdau1
z8RP<-RBqfNKB6zD$XZoHJ`@TeOY00M8zin8=-8WAc(z%ZL_0FEq86*~#{{L9iEBKg
zXO||scnL@}vr(N|0sS-D_CG!UuU7a(F6i99yrTuM`lAQ~1bQt0#Sa%xugQux$^Wn-
z?y)5<Ae+g~1|VMn-5*_cwoFH$XaGffN+Ie`K8v&AlrL3VSnFcr(y#idtCke0_jF#>
z$GSE7K12um(q}bUJ;GfbmfBYsezZ~vPIfY+LqptV&wmFM`&wk{w~4oOy_Z2>WpI|q
zYUiy!j3EEoXS=hF60J*_!(Jx1@{Pp^1q73V;M3iQR9v;2%Rn0Avr(V~0f^+i+}Cg2
z-CLQ!S%K-=Lwv#G{qLZm0%(CcXY`vX<R=VpTS=WwI6ejgk}+K0LFb@7b!Oi|P+9a4
z35LD!EZ`0a*KXEgi^0gOD!><#Tm-xyK%`^9&mC?~7cu#FSB1=2p!onr8Q!BqNb`H>
zjG`wmHlPzglmZf(*}v8yeXZ!|#=QCduU9<@yh7^WJ2!NoQ@vP$K;Xe;QwQB4b~xJn
z4$7DPwMqtvkq{=q+SAvBp>?pp<0kcK2NnxM<>4Y7>P)c4ztte;M}@#!zm=xE_VS<C
z;E4ng8nDZkpH|@gwF3J8v;ttXx*_0Grno?-pvTsbUksAt=lpNl5V70t_sW^i2TK7B
zge*S-&{4JN7{F8gWhB)7o!zly!%qQcnr>=;3Sglo3|s9Pw{~v+VmBZHe5ybj{9pe9
z`=w11mCB!pWgMXO-AD^SSjcF92MXxaoE})(kiQ!{(E3EA(J}5D>=7VPs=7OR(gs(I
zGScDq|9eqJR>`KX8d17(8}_Rg$Fxs5yk>i8Y}50@fRHT`=<mY;4h&dvASHh?LVpei
z<wjr>!wz2AIsvNQvgkg*@jO*CfCd3v+#EX3Fo(ql?gT(0=(IIp1^w#{|LGfJ6<D7M
zOR#tfOgUhfbv^g_vcX-z+7qxM;RXU&jRN_`-JDooa-?Z5*%4ju5;{hbWDBu7YTVi_
z^<iLrR}@;LJt6Icv%;)I4ZW#FHg8_zjsgc1Zw8m*HZqV6uqHO2A$%b`uHn+<C%a%+
zHw~fI_3UnVv3d#fiG4&&=Lm)+@4e7$y&RwC_D~I1LG$Vfl=#nIL?GWIhs&M`d*Ky=
zIg52>+xH^7`m)bM_J;+&X@B0^DZG4&`dU#{W#hYd`ze{K9J@_){7=N^&xiP>ZCUFX
z{>{tQ9$<1eZepFf_rV}kisX5*eO#8xyzO1_pob~5oNLC?)CE^sB$x+w6rl}!@qBrX
zlS*o49DuNrIOO8DBXHq;dx^~(Z$5!6JGH8-O8fJ&Dl6hlo?hqrHu0q3g8vOG7B?&Y
zY9(&rDeI{s*7n2R^TMma6EK;yw5O(JK`fySGSipZok{vKa*C6Klbh1Q*#E&Z=sHMN
z?B@6#=36PA6ZdaL4=|*!7;++E?%^oqMqM&n-{7|MB)HU&q3YUVPuSnFjU67E@%wxw
zD^l^+N;7AX&F9rEBx)2q|KL{3RkepNZKtEo9}di={6n(D|0TOvbWYJkqqm6VjZA-L
zO?C8BndoLCd!HAg7iW2PYD0%aTvoR{vnCSxw{=@Tm$hWs*v!J7@6r>uC>8f3^t5W=
z?LJx5q`Y+4V%RMB;>vA*n)1qFG4*Ui`2{+PG7TA9r>%fvo2<B(yo(CslYL^orC=iH
z3`cdOYFfmm^hz0hZ8W5-ypvtxIy&pCjpN!4EB8JOQm5!zDX;B5b)Er7mx02bTRf-H
zTe%VVqxmHH*hBMb);h!MeZ{=^Upt8gRG(kfUXZ;?#&N^tKr=QB(al^DP3amd1O`p5
z3f5BWS_ybwCit4)=z`ZZ9<kk>Z=~qcEFm%Yt-pT1XGK>d_rS=?l-Lv^b<6<|DyFrA
z&f!02{qU%#?Of9fSNrpwmKcV?d|NI765>gbJK1^@l|}ZB+F)hFI7OeTp~0*1Fr_7d
zS>Y-LhdCpn6@Ny{0$t9?UPGBm-`*%^QLP%S2;Y0dTn;sip62yK4-@sg+Fs^#jqi}J
zH_qjoXp}0EluflbFu_qJa0<lqvCNQ9X0dDp_TcMTIuD7sxkEq`Qp{{7TkI@iL@%@F
zEOWU9gHb%mr0V##fl-rHIuJt$Zz!qA$fpS9YS_RR(iC2v{MsZs%knyPY}x&AGS1Hd
zVXY}iE6>QZANcWTu(!yhPz_NHlj^l&?AysTxM^{@xaj_C*4VIKj7^&av9(>^q>V^a
zraN(=6Wf%%zd;yZD?@O#P0s9xLSh}8@*5VfJS&?Ful7qYtsE-FO!|6gw%C>9TKUV&
zdZUI5t-Ddzha16ox&_rf1$T0Exx%g&X`cydTX|cYnQMZjYz`j}XNT-i<kkXS!hDjU
zQ*ZylP_LCUr~Si(nq$b_sR%LWQOXdmg1kpprlw}NQyn%*+deNvge@)fOR(!`m*lh5
z+VMZHF|leUA6u0)#tO)`7_aA5Q5MK$uCHe>IN=K6@j#*r<!eza(Ig>e1D!kPdK&MS
z8F$lNRO*4<((+&t8R3KXi`lR~_otg&yPdv1{9fv6G^jg)F|b==P9S7@LaMpuW?xaK
zq;;s71py9!Bo(hKuFDw6ecC;56Ho7p1eIsnac>Om3Tq-c6PUNt0A8Ph-(bf|cZHUY
zWPkLXQ^dpkdCpol@1(ujStGJ0)ICcY{?#^t7iRL3UqiSE-eR1ZZA5j4#k{784BLw7
zmAI`ZcV3bn+__z9+#-;59#X{U3UJ|!v3APnkNA7A;E%+;UMu%#su+isogF5(*gRvD
zpJVCzNkZ-2D!r~g&+SHJT;(|9ZMx+pv}OowbORn8<&HZr2%aU2PUyc%vsA<3gq+gZ
z-FgW>+OScsvydR@10o@5vY(gG(q=3OrM;2hJ{jbSf@E5GClH;8c|ti<#aox)sEu()
zk?j*-=GS6|?*m&P<a>rZ8Gy8G_-UWHSaJuv9=7=z^PnrMMPZf%CPCBJ(eyZWO8;7O
zPbL{SXUz~YTNr_5MNurLBw6htU_4V#8^)91?KQ84Fyu3x{)`n-u?{@YaQll#5n9on
zg?nBR83__J)f^4cc1~UX5hDH?%de?xiLf^;0ll0IZ+8Uwm*Kmz?v5@=G2U2#@vj&^
zWZb|S-IP@+VVxAeDXb;T1Bj*J=zT>?h&o)d{6Mf1w@)1#BS;5!iqKNb^A$ptd_XAJ
zu*Bk-4FtsqG+f&y!|D5KIJSB_dSX;5R<FG>=ALaXiS;MLYe+t|$`6CPQv~{5romm3
zJ-A<E?i`;PE;R*sUZ>VbKbI-^nIKQfXTejW1o}TEGY$&zQ1=R_d82x5Tv90nzlv6Z
zI^M$@@Mfzgsbglz5?P37v(1dhX|`{E@EsNiZhWbxHcWnE_%KOx8*k#|S#IHVH&L^<
z=a#J2{bW-M92C%sGu#|d5l+h2Pp<l<Vm?be*(sO|D;s#Jk=8ia<<KyR-|Ks0Uoq?R
za_PO-q*Knvpmk1$ePE3dxLG)gT4#=&D7_`k(#X2ZS(OGaPTq8K&ed+}7h_FZ-oLxp
z+{|{J^!djy{En5w#4jky1}G6aZF9pr@{L~#vakM#I;5O@s8{}Bj7QnJbD~27oNz@|
zuf+~=b&GkM^y@;nYa1lA0719YQY;d7UA4pgg7%l89d1aYh>wo7W}6t%NU-BcD@-1s
zWoPI)cI{K&$LNqP+}nCh22L$l4P#PM)qFrx9wEk^!BT$wi9Yc<${<UFirHJU#dkk5
zqmz|oA1}{DaVAm(dU*^T&?g1OGv|MV)~8!ys?|+sWMKG!x*f~%Iy<+x=o!WNBPH2t
z>t0#WeuJl@<K1th-<S8Di*vG%9a$%RHBbAI69${^4m7Ex1V4WL-1flkCi{U_imC?9
z$EYt{`Hv$G6*ER3Bx*mGwM2R8F&#LTHJ=rf?zQ75VkElNq^~D=UUH)>;$-xtN-K-{
z1Vt#LrHiJ}_wk>HbsVQ$+mdoPaNiz7rRyV0-po?xE!4_W=gn_3em(Mc@E%Kpi&pqO
zZTA0^K58?n*!<d;ZcLw0NTyC~sc=SZW$)5TJjI@7T~)a2`G6=TP>XJ<G>?VN*{5M_
zIaF$@()>7Yi)RgSASmeWtnduL-8ZbvU)>uej&#eJ6w*$)+rml<dn8fK+2(&vM>*Fs
z!2tCD^*+jC<O;)5684!^YJjq)*=?V?c_;bOd^SJ|^^5tJIibwD6{VkY_8CjF01JYo
z7Cl_$V)(1N{r{A+$Im2F!RMTV<E>zC_Yy@es+k_7zLsnkL^JHpyKiIU(WV<_d*_B+
zdmA5+W?YoWZ9Swpq$LY_7;)+RKKZSuF`sDc7=ZN)L2lzk_u6Nf<03QQd@!<7VDpeH
z3s?y<RFAC>eFp)O{72KOdp6L68OmcMCvUF$x`er>GKQzq2OGp*yBPv74$Z599MQ|E
z{f6O6zr-o5r!)}DzbMh^01&nqfs)RGHGj})A*Tw5p$!uEk1wi2r$`JpelMNvNT3#j
z49B9${B%z!y3YWQetozWfNo>a-he0{kYZw21j-ioDIEba#!JtP_CKfptRyc`$zAIc
z+V2&hNuPkkbLxGEqZwei95hl0?a358M(%!_GA{)vY^2bsGq6v3fZEXc+RXsj!JHG8
z@_(m6>_o-DA|U?96#>HmeCl-6Cxg1~XN$N4>8LyCkwOcsH1(73Ag8sS8n!hGEG?3I
zVl=~wucC=`l&=g(K3uhdHVnHb4u`A@u+2UTe|}jii0(2DBkV_MsLemDDEmi`6uSRm
z$3MCw{|Dn6ddiA_*4Za^{9AV%7N4-lFPyUB4)l)>*?0KEh<|j)>c9yzo%Ph9I9d1q
ztwYu(YEF%dKl<aRb>RQc+Y>S;8){1X2pN&3-a|DG>#Lqx2N-DE^?)5zxKr>Msai02
zz`!yHd<};HqfvOSJ1iml5bXz+)x>KkLd+v#lxw7Y5<+$qc!`&hR*AlMg|6uny0H!%
z4aN5^vrD$zAHAundDnhMnoRxDUq<Dh1jSA^V*@e+)F%Q;GM1eHgfx-w^g(rHRi#eZ
z8!sBMs%I2y+3lb7;CDfaSVMyri>*@b@P5mG*>QuO;4S?5(sn`Ro<E9rFC>_?*UY!u
z^gz=4CF`N-#qGjSD52Z&Wr9L7>%-)@HXwK%Pk;1rM9dT?iZd6jj_hyr7XS8o*2h4t
zWj#S9B>s$%3lrfqDq;yA$fNqFMf4_u0DUKOAk+&G$j^lF$pBlU{{6w<QY(Lnnhqcm
zFNc{sieTNEJp*SE&oII_pKhvdTNqW-mrb_&Eq@g!9#9*O1&`v_Kbe;Dl`V_|07-x>
zo$|p95T){8rhmQmP%Gw#)|@)l(+E0M0hvjuVh5%v-rCIxoc3<rw5o&?(KGmV{So#U
z7`UhYOswfWNIqYS>@g$*CK1Z1{ckWprtBiLn_%;3U()&0P<G+<ACi3t3=#;V)w-T2
z@cnif+_<;J(q6oPC|VF?DQN%r=!dl0&#Uy%<?X)XY=fSv3Ha1So-CLZ{;AI80-$rr
z+3e5as|5g1BC42ObD1lmOhno$<j|k-pt>W-+U6-D%NnYF*O8g3TccwcN*!RlCpalw
z-Om3%w$dVB)llIVga2Yod`@xeuq~q#i^C6$PkJ+_4F%kg((h45jE4t0>5`w;y_>k5
zYv_TaA--zvE8b!JU%O*4Lg4$WTA63w7oDK2{}Sv;&ReYy*nw+qimJ-Z2jRs)-Ae~-
zg=a`I`4Rk@EXiaQn(uT-(vW<6h*To0*0$n>SpzIic{dvYD9O%s<?|yv;(AE?NduZZ
zlKpHF0j9NVX}qzqP<e+syYJ1^Adr=Nr7Z6L;{+^e<P~gyd+q+ZW_D(QzqyY@Gu(vr
zkE5zUO1e1|2-8*?9qn=Ih6%s&q4A4=qh<J&56_;+I)0GFFww9cpV@$Je$BULTQpv`
z+Pejvq3VS!Q`!IqYXT!9Ea5u@#lYZvT%4W$Is{M|X#>`+Cij3Sra|HH5gD}pW*W4I
zXBc}NHk1}+&hQs%AOb#JgPb2V=mBDqf2+ds->Q(qC(B3qF{^^w2pRFWqcF6L>+cQH
zEy9)MBQaC<`TJk|t;xCrs$W`uwv+mFJC|PrE4Py-k>|@N5hn69uBaOj7M>~^u$9Q~
zwo;X*`yw8}`vHJG{$XLZ(}p3>2Y%xJFIwYo)mMzIA0-R@P?W1ia?D5mK~DOj+Bep_
zu@ek#v*0s4iI5U8apw48&8ceAoE9Z#&S5OM=Sr2?%tYxuqWe7uF0f5+!GoQ=yCQ-5
z@VZ%Be=ZwM)oEGA%aSY2%DV-LSDZC1LK2NrmHI+=Zis(UkUPh2ld|=fG(Y%NC4ch1
zYX1T63*a7b0NjJq?C+CUV21D#Kgc{m%)F|vy?Ijyl~ro$kQMyp)<GKIwjdqI=OLxH
zduE#FM|viOfhBETEkZNVu*1Yb^`RDmrZ!d{gDa(TCIdNqhBmYG<QUHDQJIKULEBD|
zjBu_u0o^kOTA^2m+=wL37nR3=`EwFw>@w9yW1sRzU7N^}>7*yNx=_eJRHO(bU`?w^
zhYKjM0_`EMZf~!1+S}P<FrqN^=drH6zMWCYUa9r%%PLI<qq4^OEm2D`BqW=`vXNCy
z2hq>P{c;og`8kP<6!l&S9EA+N_Au!J0l{PU0(6wP3<*w}bsy8XEaNv<+oyb!Z-Vkn
zQ9MrG^uXSeu9aTQzWxgeqToGQ0e-#)CkC{c{FS5D&tcm#!_XPd0WN+5y;uiRCL@7E
zYB{=q11;IvWJyn>hMqC2G2<BZ1(|hEBQ>Z9E0L`R*L}x+vw<~sn=iw%eTh9vSPtmM
z<;to$p|7+nT1CnfU&O9wj~fWRU2NF*fBY6KPDD&2N=(&Sx@p_BFJ@8f^j;ruiV1F6
z683o+S#;GmW()1SqfrjBFCL@XRn$7++eM<D!!M?ng5xxi1C;S_QhV+~#P%ecd)}+n
zn=RY#ROE{+G^-ZV4qWXRUW%wr2K0qBy?qYMm;lQk=;ss4J8t<;%0a%?3Foz-<TUxP
z;>OVr_Tdlm;lO{Hd<d}c^GM`R9HRO#b|U^WhyBV@3W*$spB*PD@Ud6mq&_d3{a;pe
zLoOEu_SixCDyh~tQWE87p0X{*ZnkFQ3J&z_x%cU3c8oRlU#)L#B_K)7FF*cf5;;@r
zKIb>_9YmXiXtZ~=xfWr*B>@r1ne#GL&y;rT%Zfkp?`a!9I?}Rpv2yTymvBRtBWD~h
zj20h-P_R4ODDj{ty;<hst*5ndY}H&Ey2Og@N4X3xxotCKy{zH#CBffT(mC=kQ<w^^
zDjM|()PBT>2P?3pSH_RHcT*_03wK+ua~D+-+~}|~bGZ0k^qEsYqF;4na$0N2(EEC-
zg=bDd-NR%P_XeY1I`*rnxvzWeHnjw}apF2+4f4l$9ypyTpvk%KV2*b7A2+r9GJV(d
zXpGM=qJkoJ$qVt|)3!_U<o%@sjhuYDg0xHHcj!J4hpnE^T733C)^4IOy4eOxt0Tr|
z;*}-y!C>TGOiPgo69~Tc&}}Sm7It1|)lq7x)BNBqF@lL2{NUowqW}}qY#h*M!>>Ep
zc6r>k4abS2Y#vFa@d3_$D21dPV}l}}T)t;f05(MC^Mj$=;S%Eq=Xl`~aRLPi$A#1R
zl6osQth!ycWoZcQabGBt57S>!;5%qhD!R2Kiizv;FU$Q50^x=^=cK=%3AULnu8IZ(
zLYuwKPH3T->_rtNs#j#zI_&0P?b();Th_ItJiPaK>3A<}DHI5@QFSj8d0bhcvHOyx
z7fxVh25CmI3m9JwJ<mz=G~M#532tAMnNRrYu5Q?3FTaAU_njB)-a`*IzUs2`Ns9GQ
zo~S(B$jHpddh-7d;r7&+f6+HAK4-<idttIdSo7kIJ9TS{*7xSqDMoty;kumN`C{A>
zxihT}n{EoVMF%*uq&4I+Lamz`ReT5|bgrV?pa5sIgY6>orR2Ou1|YBeHV*Mgo-X$a
zXJ$vu=-arJ-KJ|o8~Ut)rj`8|*>}q^6XJ~&O%H6Bn9cJ%d32bE#qJiY*IB5P+s+kQ
zE78>6O%JW*9@;1@+Yr^F&QTWez2EmpCzDi+M+cW45jddktICx#2O)Xa+8)tee&;F;
zO#2RNV<*QgIn7e17v7GR2zvEhCQ{9nmQON+h0kf`nzXzHV^Smos=D<f`r|*tC~5n1
z&WI($O)djSa0<@wevF_MYoq9x`P(Jat0M1X@sccJ$2A*`c$*wkk_dR7?amMC=;*!U
z)5z*yGO}*{COS+zw-%aT`%&z52Fz_X_-mu7%ZdR}b9IJp7joPh*n$s17&Uiwm<dIp
z>SUauV8KzcR=kzu%oiB;+(6zar-sAkYn$|{$J`UXmBb65I~_+u0y9MP6Q3m(Z|;TN
zGh>$DG9{d&%E=Q`5U*`Oy&F&7C(Y4^&)FtvIJ=YGBwppy)GQy_YfGzYZ*Nc@w7Yzy
zg%ZtQ4|H!WIP+|;nbWAQqO)$GU`J<DbN7(}va7bSyk(b6#8S1{MZj~pYb>Y5+b}uO
zaae-BYG9Y(4eXLN%+8wXIaBE?-j1)a533-~{I#?!(Iz?78xbE8M5o+`K>HZBhy8RP
zcy7tJ$Yw321vV?X_=_a!L5bv<l~85TGV{y~$3UP#Z<8GTaZWaPWh0Mkz^g{5;ikmy
z>)B0W14|J}AH}<~Hk8qt+F7E{#iO7iOn8aq<W9Go5*T|KV3{B6SbAT@G?O#Oz8$pB
z0Z8AipIR_mMhjXT=6PN3v|Rfi_sWT=4bTK#=f2L5^9xJ;@1;_H64hD;0HzvS!KbCa
zx{v8W+G(kp=@bC6IPtrRjmUQp^-j4K@)Gbgd*m&5q9jP(g`T&l7o7SATQVS*c5)yZ
z;3h;de<;;(dSSJGZ?2OfBL6D1>6*=kIe^^v9g=OR;rID4wZRR$)9Du7K<4;7MnL<?
z=p{ms_)W!<qS7KM`XbW$jF`J@Ah<3<9P@=q8Ug;6Wd4*71vcn@zysyTO|>5K#t+>s
za}$>6Ui!iy2(4&%3nY#`tjui4JH|7s6vV2;-le<vDayKKX&c=>sucAa@uoH*lwEq5
zSvW1#P-!5ZJp5&P*G^RcMrYY=TCn$`k~ayzeLiY1^BoLbekel>aRx*HhmGj-i{zfa
zkjVv)tE3a`q^@sdR45>x-cCM8p_cA=NaGZvsFztclW|b~cEcZ^h-jfE8Fd@0&_+R?
zD4^XDg`j`ud4T@(!kH-k4p`m5ulbFM$E{8mE4+_|6CRRs7^^AcV!aQp+_P6UMi%X8
zKddCiaWYp0u5MKq?iHw&BPYW>M91}4O8OowajhpSx-f{9h7HjZQ!$Y?CuF~S2k4)y
z7%bkp!M74t=wxQ&sWLv+!qYrn^Ej~RFzmkaYrgw0$!6GEWLn*Twa#U|?!$fGx#NC)
z@!$lWd}Q@Tib0=QvTP1sl2)1s*Ynm@YAW(avUoIR)kPH1=j~?X((td5Izl+e^2phQ
zi;g%MeA36!H>{j^5N0+GUNjrg%&>TgV#JI^No72CTdCK$=&1lZ-e+TA78ELYJ15)E
zlLd%Aa08+bo0nL(bLDC31DI5vSDnQLX;g%MGgBsFYqK-;@(;NkBDNokPV*a{H9yP4
z7hzG%U5t&!ZzN#fxJnVvNFnX_Mx$E{wqO`40YexlF6n>OQ{>&B57oxH9u$qyMpMGA
z@ScLp%W+0_5Hw+n4i`jq*Ib_KH6aV5c<p&LV%m?TxY~vE&C^kZq4@%KT-qzP!;%$M
zQQ=$JU~I+aQgLa;GbtB5=ceN}GSUN@sHq3<i$l{&KRsm|+vJb|L3HDo`^;k+I$f9t
zUnQzEM_Zm>0nqN(wAcYKJP33SM4#iL%IfZZm-wcfs`QyK>9fFXdLFkJV30!Qi&v+1
zJ8R?Is&iw|I)DsBp(d~$nH?tAS9lJ<1~tHPcErh44J^8Y{_@s*_fG3c)ZIBPHQ|Qk
zTX8O&zGj&g_Ic-p8nH52al7ZfT2;TR^zA5<TdkMnCA;brIb+p)qn$<a4xKGoleCgr
zX3FesH8-VDc-ux#Xcv>nSZnEX6&foxu(4@hb=#PothKb|nY-KHW@x_c`qsJ-#mzq+
z7bALSM`AZ_R#=yp#ONa*6BqFv!}CG{jcw^G(Ry#5i|MfLJ&hduGM#Gctr_>Wl&5r>
zULIlQH613GJdCbU?_?$7zuZ`EAYezGnlhybZdfj)9$8dy_v?~pEp*Yq5Lk%~K}YvR
zf*QA!;S-`}5B)fjft+$GvSwUvi!}~c<kcA6Q%{LO-X}#J29P@js^6~DzTBK*ZB0Ma
z_zt=mK{vm$_hH;bOwA&(GsLKm$4onAAm7wONJ9sQ<^8T7rTXA5;>c`U*AkU7vLJ_h
zGq0T1UDQHH+Q8ba@jED1I}uwoD$oqS-1yP&oe@`z|E4mkKzNjw*fT*f<o=LpMbxZH
zOaoUyE8Z*u^)1qYB|o!!vHQ*I5|ParK$e0;0P*R*+~QjfrKG&P-XV0Xo(RLsQkzRJ
zio%}I?RN|0;$_)*E_|jPpd*&C>Grjo>CodP(NiGXzt_US!W?@waBZ{6YEls#=u2PG
zr^BGL_k7g6Ye@V%D49pYPBc<0$=YY^y340ddQ`J=wbx4;iDVDkQmq;;r|dGKxTLe1
z;^#Om>P9!3j%!j823@6>N0KhQM0R{#3{h&UX_BJ!Vjeo8hZ{OtL7S_(>k~DWo)@k3
zZK{-owF|%EX#8p}zNO^%ZZDF)D`ZZ-h_^(+$%6Up@E2hwgts_cDNQ?meYAJkRlbnV
z^P?hVn@TR#3;DNI=JATaM3qvF?H$b}J=aqs=(a@Ogb3aM&vKR63G_rhzHEOP^BL&`
zzdr(JM@cD5wpfq6KPd0QL73(xnBUD8{E}6qCbtoM(n!|Fe&-Y&EApH6L&bDhLhPLP
zhTPi;H^Gz4d)WehG~0Epi3P8-$2-mlU6B^GZ#^7nrn&CdX?Q*BK%-BbAi9o9A{h1^
zq~XXQGQbim+gp&QpPJ}uRwpEkPn}ata$cDwK>#zFzqI$X+3dQ}`SaADjj+`hX$%4z
z+uE8rGrN}fEh2{S0|jW46&f`A4I~bNHD2x4<zv4B?4=fIj<Ae}Pw09j(-PE`Qvdr;
z<`V+B<u4*;N>h=Cqe-T*Ef_#tCh<2>IUH@k^_EdIPF*3;-wYS<=;LCF&O1Ai2mAO)
zc>=%YW~Zw#|M0!Iiz4ULZrq_h7by~}#-nN_%3ziUJ|~Y5Z+>&D$*1(Dti9Z$$=NsW
zR)+WeDSC^=?^2Z6m>;j(-ntJqYOg-SjV~9h%B5?TCI<<9tYUNL$s;Mkr2?O!g0u-b
zqlYgGGKO2XS9mdai9X8oak&q)7^gZ8_Prk$-nq#8q;S#TmbjQAVHD$?F{}AuIezZz
z7Td#$#g~^v8>NH~2S*sAEECyHv?7CtG^z2t)n4}NQWEmV4vo=8MFL8h)t)VfoB$l}
z({wgt1=9A?mw-7(DfVS)S9S|Kdc=s@q(Eu&6dM}>?16gzMrzSBX@`r_G&}dG&V&f$
zS0vDhDhc{<Qor{!kuENm-`J`2T#$O{rcbJ`pokdvtiX6?&CF?cABxCFGjR4>Coje!
zRtfXH%+A&s25UE%Y-dsz*u2jVSyYI=Zt`Wfqxy`viG0HS0LIeb1znq$`q!xG*Ptz0
zq&IsCOJSe579x_L%q6aw_N`wprue8MIW#?g&*ZG^jPe`hPj7(-nGN9!;^>cO(vk1>
zqI)`4Klu*ZsJ}#Yexbx(ikcmgP6SKvReMp@Wmn0PNiZXAomaNF+lo1_-4l1bA?;3J
zY+eF2(bJYLxw(Kx3+2$$<J6;y(2VcBLoGZ;69mq@pLl=LgL`IyWvt}gm+3r*s`IYP
z3uT{*!xmH=0_F}riVT%LYbx6FNEkX4yG<$|cNgw0O~2-EKp_9tg}=fsw_WLnn1t3-
zHpu`<l^gihIS<2G-csCGNE|YVlAY<M!JEUrg&%5o)z0U(tn3*f3z|p!M%(%5^GNHT
z#dFd;;aiil%~zZn?JSa6qV=6fcNgbVNOsw#KyJCliSE|UItfyi9C|b!T(62V4pVT`
zaG$;spx!0rtM=YZ_*`$4-+P<9iheE!Q+b}e>DT?=ik?%!vaG&?9v2^}P53497BOz<
z+>ZS0Z5||)OR&0CsnuK5#b8xCLxoxxT$naC@ekZjF=Z#K;Y86#6(b6wGvxQ$zEPb~
zF}=Fk>7hl@GjZ>6S<v-}T`m2vr~UW)*THU?kyS)%bjHdnca!*QCF3rJp~8EUlq2kj
zqF^&?YR<-Gp(N8c4GJ<(@`#0p`_N;&fzsQWr2%I<i`37LIeUc>_pfr8OS`fG&eWrv
zW!X$t{tkpxjN*azq68S)nooJOfmzGRw#$F?>AAEWp<}b~#V}A#&VBjH1erI_gtb+r
zS-diAd4JJES>x+I(MPoKXpYoLh}#-tMgFdk#@b7!MqE_<m*uH|gm*|L$ae<C(q(iG
zqXBE=rWJ_8UU(#Alwb_jCmc4mb0JzN^0*}AIc`e6SWVmLPu*Xop3#A@cD!)SsSfN#
zVvavlC8~lpnuA}^Z=Iy8JhBTFz5svaV}jwNd07sV#f@?mAK@l$VT>5Qd>x$@=zw7y
zd;ZOC3O)pb%)*X=)B_I?)Ym?`;3{sk@c^QiTw>YjBmt-kACg113{JMvJoPi#53ius
z#+a@#e)BT;kK+L386aI+<#?bZ6vxE4@{8hx0?-o4mV108KxwbX%_D}dEMWlWH&q?*
zjHWP_+b4=KJvqRFW)sWrLmjf01^%+}NyaAhmlIwmyTLC%{0?gK0MOy$&l--@NfzBl
z(ghk1emNrsU<&|gV(5G&u=rqTHa^Y?*%r0!O`P@p<;0KX;Gd9bd)HaOqpzTRC7sj-
z^xv?o%|TQ3?e9clapw;DYkE<#*dS$00<gQ<*DsLb8(0gwL_U3G_#cP6(Euv$E&{9Y
zYe}r9kN?u#-|R5<pRq&4A9nD|o%M{hz%Vwr^TDni`n%Sg?lO}b*nx(F|Gg{U|JId^
z0e}nx(3uIpj|I6YWKjWSyAhEWGoY^?0I1z@TwY~OG(OZ{Db9a9Ce@!=Rql8O7U$9d
zzoQ{>W?4(!aJ7c5Tt==yuOr0qXhI&MB)gzd1P*+A6?HD1em`RK{#Ys@cXR;v#>RnG
zh1H>7$r}^$<RnhQO9cbc%V!;w=(4wNmUZXJ>sW?g-QGp0;V9@PUHg}~;sA*Ee+myx
zE+$KZ_|^J=y&a{w$#8V{7Pz?<%cAR<Ewy9E$QNtRVIEJi1nS9;?RR+gzl-gni#>dt
ziJqA?>!~8;PI3rOmVEWlBDuB^s%l7$3~!u5MtN=xF8JyhEMAZoBb*LAfDJv7_}od>
z8`!!s3jc8t(94sZB;}Q|-XDCDq$6o2A%)gMrbR<!8uu?Vvj?_r!Z9AZ1+aSEdK)Z7
ze=*=6@pE*qqv!qIwwGF_t`Mm=-B?CSEZbfRsasv51_wiQ*S>=+;Ft5eV%=sAGL9F@
zZ`EH|&DcIn1npl0_<eY3@nN9*Cm%Az*$1^$t3#Cf5mjZ;YHTW%e6Ca}B-|*Y$mZ85
z_?^DSO1nWq4<>Psh{Cn7-Kyb+Nk$amVRyKFac7Hf0)wp=_7d$?fAZbU05NIGFfk_M
z9H!tG%@jr|bAg9ppcS?hVDk?=3>y%E253D_yO{uT_y?KqulLXIeKzT5HSkI}g@gkg
zihQ@!d{{n^HAHx$f#T~-^WC`^Zx3wT+=*;DHJq*m>R1t4WJ66VL%De+_APvUcyOQT
zn8F_J_#MQ7f{au_8*3Z&zk@nFp|L&qA1sFw04Y-&D-XyhOR#`U0vL)*olj#w)t(HX
z3x1M_&PoZnhYqof&O6GjsH>4Cf(}Av9qM0WgfqrHW0o`pT{@j{pO&@RChhDMq|YSO
zhv$nIIgpL6ou$!^HxF?*s{^b-yjT1sK($25DU~o7nm|hnxepIHBsum1utF(-<(5x$
z=YM<MwRwYT3E}b8nJF)N&a0U6I^@-~h4XeC)+o-k=$Q(BYvN`DWZmI81q0;~^z~kz
z|GvXSYj>v4$r2Sb;YmEXI<N}0DNfpa$QhZx*56mgOAl@Pyo@^nYzV&}S+$#j56CT?
zJNql4>fgj>{4^9PVAhtR^qK}tZX?tJJTZ!nVLdRt(iA7|E$-u!%{=c$B`{O587!ub
zJZh$tU_vIpuk8Q!(YzQx?whB0^-W2J4QWqm^v3K<Tfu-Srob<7j3O9W;|n|z?uuf8
z5D$tBXY-{Nz$&OeK*=7T-#q95lwpCh1WQfe9j4kPUVs%Q$#5X;3C8fk$)G(z2tKJ6
zBmF<ih?|E0T5cq2u8EKYqsl`pBpeIFxIYo}huG*kA}#h*tHL)r9b?W5`i@E3!Uuq^
ztJUh?<vp`<W7MFDzhv)23kRoj1lbuP-|#%^gv6mjmu#cfZWq4z$9~XE8&9St5%{wz
zSt9If+Hv8th9mN4jF0=Hs$nydVB20pAlG)f?tr}gscM6K7RaZezt$6ay5%bPHLCx#
z2!Rn*f}1$9%x?#$Ykw(=Jao1@Vv=>pSKJ9v8p7Py2aPMZ;~TKj9tQd_=Rmr0#n+|J
zVGh_a%kH_38PQhiSQM1zka1{ha&Lr(J4@c!Db7_GPpgjgskfg^e+|8_(lCZKqZ2W*
zLh^15fBZ>8<Go#6&@LeTvFrD<8A?J7_|PsREI?H^k^r9Usr27L!ccS=XuqBFGr(i?
zMW<t*d0-a4gJyxVLEE#iL(-}31VFGZg~T_liUdp99R^vJJt>0muN0BNnut{X_0p!b
z<W+vNmdx*aF)Vutw<6OX>2Z)`P2<l=UdAv>I5fe?9>Dn@%{i{L0hCAlux+4PHMmfG
zE51(O4whW+x^HxJ)5PIuQ>@z*YDMygko}*tPkypentq>Aet(x)E8FhN$Y=uj4x(T)
zZY6<alh^wZ7aX`|OiP&3Z!2ky1rAkA1x^ucxaRtR$qc`g3aZ~_4j`ldU{8%vA{OT~
znVZI)0X(Ea0BE;EQII<WY@whvN`m;B26#@=AlIGWCs5#>JZ@H;xVzDtyeq-?P0DLW
zWjBfR$zrSXogm){mm`tYdQ4_PzV%R0nHSDD<+w?{4{LxJiP^LP<@)V{eg!6nw-$7t
zpdr?4?qQ07lTXNix!&=2rue`APQvqJN8<rNGG`uo_+y5|%I^U#qv1{HGGn>&pMrpX
zZg!jXznT0$a1OVlMgs6I1t7Zzz_!SPgBT#v5#tBM*@q*H4$r>><{S)@V5BdH>noo0
zVyLj$HoXEd4pqyX?j&{Jd{31i!pgb*V|CsI(iep1uHv*TNYehPD{`u*{=M_j5q;)Q
z&fH=@^Tacq-y#v@M)sPasOTTigMNJs`~}J@4z20Z_Mz5=IS1VFH3|=pM5PZoqt@45
zXj;4&o8>l2g}`whyR=WB9LkUM;1ZZ?C{aDnx0?@8JgNQy<Y!eT41|@co@PuloFf^k
zAP_(2K<znnxTZ8z9PW1x-z+-4`UTgP#S6ILMd6jGxDJd-@3lcOjqBYZc4mo(T~}CA
zkR)-!R9%qpd~cGvLW-5c{h;*z=`c~BO0o-F3K;D<Xbm)9V3YaiqOPDl!YzH}rsWWU
z72!S~V~of6gT4<K?O0u@Oggom8~=fU@@LF5oS@c2Eg}HdOukk!G#u{@4lWjb^ZB-{
zP{_W?aq5~u>#ARc8UwL78&MSB%(wV>e=4(z{%_M&NsAkWObzWzIfq)&tNzp|)?h4C
zTb`$^<lx!Fb_Mp3i{qHj-ho|^i-!=hFlUmXsM2+w_-`g?s6qLVG0U7>P5-<GZTzZu
c3VhGc#?hJmW)s_rr0tpbe~s6S^L^z10BP_#>;M1&

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-92-Transformer Architecture Diagram.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-92-Transformer Architecture Diagram.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..da6ca0db422bc7f4b8930f76dca0192f762bbd71
GIT binary patch
literal 53874
zcmd?RcUV*Fwl^Aj6-0{kD4?K-NJm;grHM!rf>f1Gr1u(%fYOVAB2_>@njpP}-g^tu
zt4L3%0YbRbwa?y5*ZJ;uzH{$c`;U8B&-7XIVZQGiW4xpO#+aN>oX>+UK2%Uv0O8?*
zKzP7^pz|rveGn-zF$pmdDG3P)85t=#CEW!|3JOZ5OSIH<Y|LPGHfC1VD_pm^uW;Pr
zWM$<MyK(D|fUvMInES4@xS-T+Az{Ivo8Xa=kx^1mGG4gAD0r3is^EY7=e!X_LrTDi
z&rX2H0m7%jBcQ=MZv}w?I*IW9_yPUL4<0@NArUbNDH%Bh@Id)R5I!CO0X`uC5fLFF
z@U#!`dk`TF(WR>ba>TS6&q+8O=mh;^GDtb^l{C?74xzY&UN{DjkuzLoWMaN{otx*z
zO<@sHG4Z<+_aDeBC@LvG)Ow<=1J!-1XJTq*ZeeL<?d0s@>gMj@8TcwFIOO%4(Ac=Q
z@d=6V-Y0#`%*y_hlbiRs^lMppMP*fWO>;|YTYE=mSNHJ9=-4=N;@jlH;?nZU_thV3
z>*(FR{e#0J%<;)jzVJW<|6mLF_aBV?g)bU_FML8m0z#6XeBt4{0T%%cA<<O<;!AQG
zB+ngaIRyPl>F&j3lr)iX3TdL~UpNktGjItnTtok4?GMiW&ln5%f5h3p82gj2Nf0Fg
z9&mUBG$07*=!EB^ANl|2mA;=&$i>rjh1!#Vn2C^P%YY~~S;`~d+Rd|IL^Q_2aXg_y
zqq{RwD<tMHT0a%E)^<HFJIBwqz{QYRIdg=oI&$`~YsDf8mXd*Vkkq{-;X;S^Ls-W)
zzMv&vC6`O1hJ`nw!e`?69mr9-x=6CEfxp)0lCtmz$uHw41+KB(u^hXl>6~#xU!zuK
z*+b+VkBkIPZ)d`?Q?757OXfRCxpsGYijwjrQ@RX1EXl#de;PF%5n+=tl)*eOj}&up
zi6_wv7Z+dREEdKa)Oea?UQU&_fN^=9=@P8#Js%O#2xWpVo+<3;qf**aJ{gs#>^rKi
z6qFPvQ$8h^vs>60Sde9pkmpG0CSw#|TT_uGqSN^IUL@Ic>Lh7vdW8u80~;-s@pn_Y
zGlumu@k@a#cYL2xI8#!29uUVFj%|56xR_*E+8x$DcVcThm^KlRXTD=oTf@MG=Wn?A
zr9*-)LBv^FJ6Qf=6CGJ8<FE*Bod@4fJcUGeWS<Y#TH%>J>KZ4LZfioz)?oTFETEw-
zK)lGZ|A?J<oL`U3L=B^qun>5a$b?qGjb{IQy}63+H5ZSo5#M|_1OpU@vnHxI2}p7~
z^gw$(TfWUxi?$zfg+mW%*QgNIMjApl=i??W38Z;eySS0Ok#fndh~t=+`_yEAbeSeO
zU64mxb%tyw%6is^6cRe3D|q$I%cQ|(Xpw;^{Be9SC5`^4P7@{MX>K|>Xm5s~HOVKW
zC3lnS9o%Yis{ZR!c#jEB=Tv2}Ohddv`=Yd@D#p&sb5_1ibUU^ads9fxk8CT>DCJOB
zYDcmws*jW9Fk&u6$>d(f!+^{R9z5+p9?ob5x$JbxfAhK8i)y-O8jY1BN;l9?^}o%D
zlsWiBn9ko!UQYAe$?x6gqfj3$N6@Ll7Fo8Wi9fHu@K?{1q)mHAE6aT1TbuV|_G;A-
zR?)-8;nKGc6UCYke$v8Vs%r6exz3^h$R*3+F6TFS`a*i?vEE7$*M^+oYE`G^=pQ&*
zG<&AV!FWdQKu#Bnp~0717xC}qf{2(_Lj$2Bx5{=XFh*m~mG+PAY=Ra#<_Jygq<2r9
zl0X~I=OFqYH7UbWdb9bD=HKe*sNL}_lAXcm$fPW(xZ8=mbAe^+R3hAMmXvzL66hb>
zr^j_k4WTb^s8Q>yT*N<=oRDdS?s$A?Y{oGSl<S~`T|-)p?nD!brA?YDr)Id`hESE^
zjo&Y{LNY%cU91Z#2uQH1^!`j@aPlH=!o5;{v}kyI62+87*j^N#`V2hN$%N$%MpT!T
z)}u|q&rfaMA}eAPUly0JuQYaYf9W5#9<Q6d!kiP#qGNM&R_JppX8_Vk#(u8Vp<S8?
z^wP>#xZ=%$(t%gm)2pNA0gS_feJe$G?9)@vU|O2vFRBJP5yJ<Px=S9J+EwuPq_^>m
z^Ok*7pJVVPAzKgzCI1WG##Sz+EmHWG`A8ro^MjPIQ2Gj@*bRnj_s)iHSoXfdI;44m
z)@cn#uh)z%ij9x=zzXieSRU31zbuJO+hJ=Z*wNB;A0Iwy_l$g9d2utCr!JOm+luOJ
z{!BD<r5t>4GItiCW8BTWwm*+Rm3k{To`a%T?w^A)EeY;FMm{S;)mLQZTPKtTGs50g
zDN`+iG)7Y=@@p(!JJ%ccF+d;gPz!S6hX;=4H4)6#eU-mFtT?Z<l`!;H->^=_Rae2B
zQeXrVkkGMYNStru>aA$!R5WXqAUk2Gc&A*D>DsH@uDfh>^MfQ>B;jQ&VVzqqMosuR
zUq-yX%2rQb65tzL3F|3Jd@?9?<7HAxLrNjWcJx7y6jz%>d)7;zdNNja(mqemJI*?6
zq@C#`8uE0Yf5)XQ$tF1RICfpdvO;9E-6K+YdKsj)Ol0uUk9Y2=T%PWLne&IO)%&br
z$!2OA8q-#;Zl2FaimoWzkdyX479@|1cMJtJm7;<Z%{(p)UcP*(375GgRQHkp=svql
z*;Ewq8tsg#^Bd{%-hLzH!W_$)u69ScWryJ!avp-qI2u)!Q<{BvN#0l2*>2r!{^T9L
z<n4jG{np8;<b&8)<cr1m465r@)voS`$q|Lg#gE5Epm^x8R-1(#kP#_kSnbfEWyvVM
zj0xtpC4rgLjr4VjvkX)7H$}>CrzZ^rneIDvk;FhpT9_YNQDhf>43m#B`xcjA-&9FE
zn(XHY8^GaX-j~}ErQBY4Q#GRhVjIU3`7o_<*_VEOA1{tOc)wcj#bM+7qS#%vcY8NY
zV7@GhD~~_4oOn-mTW`_wt*1xzDl@t9^b>&WC%QKD-l`MdYM>ih87kb*goWvw&k-Z9
zeta2Mt;-tNm8piRc%RcJydFDkpbC!XLTZ*3X`NQv22SXV(c$&U&l_H%WhShGSx!i~
zM%izXM?2nmwG{O@et1Y8M5pm@x}YSB;4mBwYBuY{XKXWey4`_8zuoxxKKCaWH}3LL
zz&Qxva}M(R?kD{)baxJ8JWGK)JHinpK^EZd{HI5A7%EGG(cEIbb5PLPJYr`KK7Tj!
zFYBt+URMlu%}YDFy<yhfyiU5}2<7dkw*LO-7BH4J1T*$p0Y*h<#6}M_ZKzkLvF+zy
z6;7E1T9={JYdHsz4=7gCTuJWWU=qbndAExXWP7r?bGM|0;TTaJ{$*R7>aY?Qkp05d
zTX$c0;zUNzLCrXn@zD+f#X3lmr(vXj4x%`1g3mRagBqO_vHUwk=OEwHa}Zu1$TOaP
z1%X1;T|PVA!IB8W|2GSvWl<5nl;a|d1+lx9*WPa3cc78y9+A!^7~;tyWLJEs2jck{
z`nO&;DaK7pQ$`mOM6aAK=6pUn2klZ<pM#22vAG1zzLY;sTyXxm*3b(3=~)%e_2FLs
zeh>+wT4W7A;i-6rzllJxL7J=h{pWVC8=ixZd*`5Q#i|9Vt5UPs)SJ@WIDc1T3{~2K
zlC$&`%5#v}H~72+JjhbZ^jXZ;i%Ota63+)S$=(l)^+gU-7HmZIZ&fBDUUcyghJW5_
z>=*AU^rA2%KL<SuK6CC7UyKoZq2jFBkdEGXn&g{!7$G5f4x-u+V{jcI;Lz{R=X$8z
z#iGXB?})dU_iYZ|tem?hU>&1)=tQ}-a^q}tgfpn~fUyg7GQyit54TBQJJD|ccw!UQ
zLTPh#irmS6&_VlFdz?sLcH#INlM8*l{CBjKrf=pE5H1z>@=~-WFsK(Hp4$<^O_-lo
zxr2^5K5*S2z$i0e^A)72RRY^;1R|RWIocH&jl!9wz@vl2$HUGdF88131lxu_f0Q;H
z@0>z26XSeJ?6UrmuJepHDo*(;9N!u_a1qvYt*67@7i(r_Q>&&C?pmm_LBR)pf;wv}
z;3cRlW*xrLqST;LG7S%lCrKhQu{-6xzvo^2#R_L}<o$MFB@}*mJJM0%y@@~ahzv*H
zVtp~oh%rRFvZON5yF`_KbNKtpkrJsCRTlgEHJ$Qf-=5-Wy~%-Fo)0!dpr)+)3F3^9
zmMZ(%z@%FYl6W7j2u-aL9>9?`@F4y}_PBG9Y%M>QL=Ba1-@&S$<#4mWI{k`~pKIO?
z@|9oD*8to$L-H`H(G417b%>gtsu6aSXVhVOMt#K#nT@1C!*R+L*|>f93FD_qR{a`j
zf~GiSr}=sYtK_;UGg=|`tS$OlgL9BSeEGp3Vxyh^j1VfPmvU8}P95*>yfh5tSEsrd
z9O}te*Kg|a5PToF;GVF$V2~6QQohA}&@ri}Ywj<|%1RlIQUoF80Fy^3oP*L83ISVB
z#KNZ8d6wJvbvjgAgy%||&OuTp=b#3n+fP&iY*$|c4r6Bs@q;EGK9_wCVumcZS<dZ~
zjv;o2&p{DhZr`4rgHi>~L38*~zb@sspk00A%YhNKGL6PK0jb`0jL9{c0Y_~Ef@AIc
zsL%%bn$pmIW2$wd2jaW&9Aqm?pN1J}Fwlmx1nT1@@EMBd^cHxp9dbIa(H$7Wjz`kQ
zPp<z>%?cb+4!OQ0WA8j|Isg`8=)$h+M}_$^)g(+>?O#w`uDBb7O(*vuwM`~JD*lrm
zN8?N7wQzC_i^ixXPf(NEb?Uc1hx5LMaPqtAj-0*cpana3%ZV<FGygoFB*Uqt-C!06
zu5-|3M^$D1b_n%jlvEAFr!4}8@OOzT;+&B_Wc1&>S<sX++$grH6cev0+Cz^p9<HVB
zl9Q-q*dVTl1dEQsVdxywmlgYa&=gG%+29LIW6Yw29<~%5t3_jcL0AFk0;Y1|gV$4=
zOcXBb>btm`jQ+D~1}oKA*lfc;H}LtVFjnL`qb^ip2GS>|ItV3he~wYe(0K4{o+>aQ
z4>*t?|K)+O=1M24(Ezb%E)zb;sRINr6`V-WB7&_8O`yciGAJx9S7f^^+jsLB4~g{G
z<D?V*%`fl)#&gh)|6`>W;VYc-GTlTnPsqubaBL%KN~rCW9Hpkz$w~2dkt<IK^qe&w
zefb#51Nz&q5)orYcendh3@5227BB&(-Q~B$*v}!@TgAli!Hyh24TogewCTG6rR_#p
zoKbqh&(7%Jzx+Smn1(^|ua7JKdIPL=0MqSDvS~Fj$M<cT>y(rySY9ldEVWrEnU0*(
zs|75Fw<&F3VC@`qw68-FfrT#s&YNIEC!yvb{A-^Dhaz(~nK^GG9Ue*31@d-eV*+z|
zow;Ow)i+!6lBw%Ro2)2}5s`KJWeB;q!$Jh-LVLVfF3i>SNFZd6E*8|2Xwv7JhAORN
zItSfnPdf*}<v}h_puE4mR^zujbrNlPM<BufWeNDVyZ^j_cD-afj&ZDLe7wb=Bz2)-
z(~4)>H?SULH}r4Fv!94L3X8@mAv|c_`Qm^2BTiHOBTh$vypK>L&CJk<TL+Mf?xEa>
zx+L_-QKT#zwaLy2)D6gW@|)oM1Yx*SIJ$t}KkXl(8k^Py8`-eTe(|&&IQ7pc<1^4A
z;J)UtmVmlz&m&Io+Ri~f2n^CpUh<0g97fxS0&sn-#z*LLP<!44Rtj}J{m6<c_<ebD
z)Adz{JrFfm?6JJtSU*M|C*yJsIwk7@p3mmJB1qC=O!(n@`8nv7x0%T$yIZGJ%8dP<
zXf5Ei`6%cguSG=Rgy-lCXIh*J`RaRP=!S=uZq7M`hl^2rmbd`wX=2SR-B&+0q9WZH
zywscW?jgCrigM#!Q22|mD^~$}p?}gl1n^t@C%<7<E*GGW5}$}ld^PGE7KYNya40e`
z2H}bM`}-$HdK5~fym0e+i>Q0g5iYC~$M~@_I{lUyG2RDmX_SD1pYk7@8UKgyGI8|A
zKmz-N<nr0!IcVug*=p@LvPEEecABHl!roS@n!K#`DTpxYyYv~XE>t9#D?+H8j;E`u
z@kn^nZyB<n?aq($bAZp;;ee#@7m344KZgA#;wd0RILuvY0RLbIqmq-xBdlNAy<ApM
z3{_aYMdGw$)M3EgPJMj6Ch-*D_Q#93hmD?>gY3*l>$tOKr$yIt%0d-o3Z9sbw>jZ}
zv^0kL-Z`k45x!4jNc2Me?=A?Rh-tjHxgO!W*WL}G(bA9w-^B`}UE}8SrPXB7bOX;l
zE-W>0MZA{6oAB~2p8<4W9MA#cCBU`X;pnH<Q)y7Ra{JpNeC++}&jh|JU*wA_1S~hm
zVSeZ2vM``l`#0ZC(nsp!7%Br0Kg7Uir*Kr}uQx?GIQou2#1DfJzzYuoNA~AUPJeU9
zPoJRQWW3K3g*!uFbePa^zqYYnl>6u1>FI8>nCEWVw`7^x=bjry07t*nG`D}-3h-G!
z01|$^12#$pGh$_8Zw$jPs@zSbA*ieU7D{~U?$kQ$-o_%t|Muj!?D6Oi9uG<uSiKu*
z*0y0^e`A6-4P6}UO}}7Ax-L<RaeF*Nso2A=ew>WT+~bIJWw`6%4Mm+znyFoyz7LbU
zoG>i7D8^mP;wUtYe`D9Zw(<J<QyZ*`bb-^eK0=l;u11OxTSX8R>6#vbvJ67vj%Z@=
zeANIRN!lWbb2`m9LLwILz?nB83kL3zxS&1=?u`6yb4S`5P8j3yiN*LUOqU^_<6Z&R
zRr*dYDhYc5y*X5Q9sM~-t_qMLpo~E-#;77GmUGa(?|^gl4FUsqZ2!7r-Mr=a*9G9e
zZUFgh$$!1UPxZfI$$kY;|Jz~CNMxns$B*(X4#6Z<hsAooiSp)n+I;Z^E2xUg^N+es
z5@+8oU5(k7&UJcuOLalzM%f(MnkbZ_!jg|Oq9c=tiM~Xhp5T8LrvG2S{x>Oldb}u<
zZHvAuJ$s`f6=_dL^}R0mXtDUUw^pu74u(KMj7Gt=BE$Yp;IxH52KNMSvkV#@L9le8
zagPhF8cyli{`n5%S|*MrEo^RI{3#Hi!DkU5FA@4B2r3+FbPmdB9>8JFL7RZLer2(E
zbVkJhKk5J+r7U}&y!!x_6LJ~x!yeGN2FNLpdop3_fyfw?c7{F&O$?HJ1rQK7SwpAB
zqhgWXm?jg-L>Wzo?-F@aaX%y$tD`UqzWngP1&ec#H~df}ZV^t6RS#@FNv=r@wXrBw
zu@Gv_>-lsS?CK|><}U*_lx+I4{$;vTOXHrof3^DhGO_VvagO>I4K65#AT;|<Qv&S|
z-)j|RBgq1xmkr{NBjK-(`kd4L!Un;&++rYl|Hg~r?`(h$t$Evlgz#5h0RKli(6)2J
zdJE9hC|tXrbW$if?KcJhUn_+6!i7*kP601dl1^>@vCiUm!Giw}h*6p}ZdVoX#<=uc
zcu;(uL0!!E8C(K%=*ioS6+qjhK@CaTnVl>r^CUH<US~nHMvkF*0i>O4vJ`()0Yeh*
zty)`)PKy+t3pw%bWBY=?q~R=mxrlnuHw*g7@<b#!@YDSqtMN6WGL;~0HlKmKVj+~+
z2^5I-tOhE*G5*Y8xoAjwv39Mw%H3~|Nh4lEf<O)u=b*M7a(6GyIJKljSlGKrE`7_R
zS2C~m`%D2>eTquNqDK)s04B=Zi($&vHFAe(jM^4nP2JW<LKB`)DuGy?wpBfI4i!EC
zrQ@mE=`LcyV6T;@E1#+(4gTAD$bt_>1?RqQd^8V_u$#4JHY*P0+b`aP=~VjU@eL$Y
zMJf<}Tw*&+>-8L;X-f^W0>5{HJtudb;j+v;py#Kt^*0Fu{J_xy|M5~De9r%8O#PL<
zjawfc){pIMB2`Ow3pKefy&esrBHKUAEiNikV(!)ZW`&gTnbenQyZ_bIW8O>aq$64v
zK#+c+$<#e(NiEnVihMoErVP61m2dGztQpkB$n?El=49aEmoHUyajF%j0irPhjn!8u
z(QPJ{N1{iSs7a$AIu}LyDksw|13E=bDaE?)_&(oKejzb&%L54@PhkygsDXg8GmaD9
zB`4bg)($FY0(W4V=NjVIx4SfO>R+I4K~5%n%4hA^&^TOvo9VFMe?z!S*avzaHx%-y
zT<3|MAVbi7g^i<V^eD4TN%khgT?oe5_YzQ9N+h0Pz)Juwg&>0uu&Lm%)aatx#}d-x
z{$`&ICMNW+wUXVSW(L&;JH$$_FHTxU;rCXIU!c86-)a@0-1t4J;Fu`#GVb!+E5vFf
zP`>(-U;s;_*l9N2>(B&3H31e@dFKcI^|viK9<Y?Yk~;#(Bn35UE{D#cHUDd;;W|=c
zBjbN;0)T$MY%;dRy##$FqL10co`ylAw-l<wtmD>_(T35(&dq|t|4<ksAM}R@BP1=g
zwOJ*Vk?vd(nX%%{rLm3diX}O$_u?KlnT+}qnmXQqC8M_U?X2c)IF2;yBCm;R2=xdB
zf$iNyoF1S>6Bik;RgKsZR-mh+`rGL{H!7ul%ZE9QLSJ-89T}<(j{G1<KqCVRye%?R
zU=lZHIT9+W2);+0I<2kqa?T?|`9*BVcjU+3N9JX!9C}c=m@VV`w3A|a2YI`tm=Pv`
z>s{=ztcrx0#lLkP=!EB`Q=9xvRUARP3>e;JhF<;YzU~!20X%sWMbydiTz6gZ!VxyX
zm>u2#*}r+<v9y;SE4AbqKQO9J67Nk2Bz_!wIK=WfXi%qKW_?jo<*BXtvyulvGf~fo
zRo&Hsy_NI4uh}Tdj_p(Qywh9x6tFmLKaWnkCr)4KgsxPrt&E*rYM#uB?i8&N#Aozm
zUdVg+*k&TD@9l`U;%9gBUHOu)wAPo-D()IByn6kOSVr^!#M5ql80Q9CgwRY)Thnj`
ze#%Nfbqju8d8gv%K23^W-G*5;{Y>X>p#!1>(doE!v>8*)+$&L?ua}Ew%QCn^^fXd8
z;4V{6m)PKKTcc~)g*%~FOKcL%7rSmhu%KY3J#7>ie3pD-IzI5`rEr+EVv8z_^5SC`
z#&H2siuyZF$u0z;ONF@GKSZOIDcLU|B5yq5dd*=Vz8bhOigO{VYy)3-+F2?$|6$+d
zS@#s)O~ps1XpBaeOrvMzn{qPett-MZdUbn>cHfl*V|Jd^zTRgl(i`RXKbVph6jjL@
zU3n0^Xu-0maTI;R@6y2}UcizTkz}}1J2j2b(n?|?W@4iYkcm%DqpRb$B20I`d2C`Y
z)%=5+Af`(S@1gMb_#}c+DWEXo_z52wKynLaT=ZMC`U)RVAG$328l?x~o>tuX3RgI6
z+A?^R#wr|fuPY<2g*m>hERg77J}-H!am1uEN{ZH9|4A&jW<hx9eS%RMWvwKgFDyxf
z>P7|_>p6`lvEQ7<m&+sN-dg#pcaQ|!TLNooAJnSAE7xmW(z>1@nH}Oe#Gky+X~Bzp
zRW$6dWpLKfR*1je&2qPnCAYi|L>l*u-H4cY+EIKzM-J^IS5e0B1tX@eL>OQgAaK+~
zC~$C>AgM@s_K={qW@vwJ$?*ErW^|Z)!ELtZq@oty_qm)!j2{k`b)>c3JXEit`1m^9
z?=$r^#vpJ@tnyNI(G%>;5xte$YC$gdC9cZHJ?qqz<J<?wb9lo>IE3g>MY*3`XKs+n
zIQa>}K_m+*-$pk{GTmjMADSkGV+AZ=;%`hwu^+1u;Q&hgNQD0=6VUB8r}1+Ti}RF<
z`_??FB9B!d_ldkLzW*S32iiD_AIG^y&?3Pdyfdtyr{x{TPoBP7sh0OqIHx});5z{7
zlWlpM%+D~dx#;)6iodj#8}`OnJj2nBpg#MuVd#1+xFp*1ya<On?}=o!^tf!wu2biV
zY@D#CI;Rk~sF_cXkFU`@pZ@HxM?bB+3<VQee7WzC?p~}_S^rqQ`&iS5idUtPU3~2N
zc#+iA#i~}lnJ>MLkwndrfC4ymXc#3L$)O*Lj5Kh#bL&*H+&0?ias{{6CI$k9H@M$V
z+P5yh1-$DZa~&w(=y4jz&&YUp6Wn9&*13a4L^qIpF#nH^oBWx_N}2rXSZa3FLgsd#
zdVBm#I0y5`>=?7(Zsrgww1S)c#EmavjZvQh^SW~SxQ?JStV(=KvlmZjH=aUJ_1J6Y
zAep2P96=PiASxiqCS@Q*gyMMXW5W8+Y(bu~6-0IS=z2ZmRH6sxy#*w205lo|V|Ihy
ziMNHqSRq(`I1s%)WdQx6r9WVa9U$26k3vwa@CY~Xw{hdWRl7fsSRPz|={YD(5`Mam
zSWx@s5qA*983OF}%k$vh$SGR-?VaYZ*l#}$Z`db2xlGM9)EpC}-6Q$TQJ%f0*Sh|M
z75N(-Fz(iK5R<n+fxEHRh)rQ}g4YL&Hx#lU!f?tx!?urxDvocQ7Haj~)n=nrSe8%(
zNuvyU9*zOyNc*joA}cTcJBK*MSPaGDK!}vcd>=%qp|aj9%)V(-TrlUB8i~xoFueH)
zNV86?!5At?d##CCPCk)nMMjj|O0lp=WNIKE>}BR?`^U7>J?a7vR<++~`w89r!n2F0
zTF&e`bI`{%)Qzt(7fT}Sr=rDJy~cpDVT1p8uksH#lkOiRQ3K(94hZjSx$t@MKk#ZV
zAU*RDp~jMcmkc`&T@ta!KqdGS%O;0>EkLaH&*9GaF&dk7EgS5Le_dUlg|$KjXXnaW
zG%OCST-9C;v!?x_Bn8zzOECj<!WAf~*Wf_kD4h9msxNqEI!s*0osIb}J%0Q(KdC4a
z<>At*C8O<eY0HbUoY7vx<NU9#dDO9d?BQf^Eq(p<XS<;MDNB$CxE*}VECsy$IrZ6l
zUL<cPP5|CHG;eoG3g7IKWv`z7s{tJq-$Zp_lhxiJHrn8Co$)q>|E9jEdq>O8@vR1_
zpC!}}?e#<idcgrO`VYs<yNKV6i66eyyo9S3+ZD!Jh7-V-AJqcJehi64=0M+JF90!I
za0iItI2EH5Lv@Ts3v}tZJe@XEkdu*^Vw_T$Quc0^M9>!~In~H_Dtk|)iuU&AeEkEJ
z*R7$kw?e7SwW8q?%r(reZi3vEV`W=1him0Jb(UK*v7EMfdw9`~ya~bW+tO4$8o}-D
zv-8J5YG+x#c6+nc!mVe|wqIb!C{mV_&{RiC=JK%3wx;FQ1R-32L$LY{OVK^rGH`Qt
zYc^+WSy}B^p$NrB%FSVqh}Lymv$`8xc#M9RSB~$1q<moal`2)8v}j-oye)P)Q)QNq
ze@r)Q4dcym;U&W*W@}LG@orAHcBiVWBF!JXAG!wF;<+NWcoVio)uL{hYWbck$W@U`
zQ20^)*>oNW`zX&B$470bh&qOvxi@@US^RWv4nahfFVBXt)rV__W||}W`D}cq3_2Us
z@8o>4u&tD)tM!JTA2!F;0yTfYy(;4{Aatm@{72|;({9EZpMzpydGLBLF8GFuxq%Fq
z>rbFFhV%Y^U}pN|LGy^?OTv&7G~iO?fId}-J2VFS0(d5~aqjTqIp|w#y<=U}(q(J}
zJMlT_O9-y_E#5}TMt7aSIf$Ef(e4Coyu#*L?73S^3GZsfe8AN~j}>LvTmHVnPzK<s
zXKCQ50~chJ=XDNZzYIR;Lc|pFVtjxGZDL2-PShEBz2*^4>NaE}4$djdu80!DJ?KH4
zoP*+y`8-`bq8jIpX>Xr{HgIao<!fVO)IqEwzM^!&3DILr$rW)<ix<p?RjLkH#A&xK
zwU>Oj*GlM^nX)uozU>mGdY#8)w3zesK0oSe&r%+_plp#-GmiaB{cv_wimg<8T~+_o
zdpdZbZIfUA;ojt0D&J@jcBt7bnE$J?&@;x-i``_~)Z81IVO9p?K5i<J!z>jIuk?GB
zB30*jFOqRWWZ^dxMzl*Cf|YHy>4yapr2^_KqCFk@9PY>yZI|0fIRuY<A5T*8mC<P>
zaiV_Fm^NPQo?=!u7OqZApda+Iiy$+2129V=z?lgfhTNQ3*U~D9ZRZ`Wc~fY1lk=@u
zcUvSeb@k$B#2ew)J2KrzLvQXMTLhMg9jTZw9riit*fSnruu`w(i_+|m7G&q!6-+eF
zK{iZ?our;I5uR-+GRL90$*F?Ry)`~{URgRbv5c{g6}gfrHF{;9xD9W3I*TD*#IDKr
zqf*rgE0j8yekh8he8zlLEiY|271`u>A=IQJyp%nrJeB%t*}31k{1vav*F}{un@=8`
zK_+jVVpdF_0U5CBct#d=P^|7(1#<>s1^`@72zXY-X=kwAHLxT<!IN42H9n^_z@mMP
zQ%C%OQ$$*O1ipM3fHDoVek!qb-o@ts(iWclf6o@&vkP*xnXZe1eCb!<)QII$%-&B(
zECX6NND}IOsi8ciMK9=WB~6DD{l?eUO#+ZCQ_~6a{yC^(@*FhK3pqkT`4_1JjhK)J
z$}Zsj4>!I`W}gZLL8bdiH=Y`!(!K8j(&f{_;rKB+pR?n`uPMHtUG+MgGCn>I!Qsed
zreNnF$Q?lQnhY*udB9ZgL6s*!6b{1y%{G73>KS3V+9?J|VJ44h58y&|`n4jA`maIz
zR5x$Tsn)1hUa-0u7|nIF1rp%^{_SOe29lGsr0riCgX{oZoFH~&Cmgybnc-xL?=MnC
zainmtwD!=pU?RZ6FWOOXDRcp{Ad7Lr1?c6R0qNUkW@M8w`Hv*N?>SDNtzWQMCMle)
z@A;2p1KY?HfA@q=7926`%}*-`)tP@Z-YkE=VqEeD9O6*PcObpdgXKnrG|%2ZwMCXt
zW#;8pJ*pvtE<3bPrIrI)`B$o>L*CC6jwPLa+v*q^ee!ff>M%{z*NKuz#<11L6G{7*
z1%F|3%R6wwBW1p>oB;njB^)WI@-M;8BYx#46GulK0{L<6GkmTM*ipJTx}o^H8^Q*l
zC+!`4XTFGHi7MM%hJ9A<FgN_G6pWcSKzExYXYj95G#qXqao1NJ<*1D>+IjSd$)qZp
zZlH=F>2cv$!4u1;v#Tcam|1>e%aYD)!<Qck*)x~vE0sX%z*K%CenP1j`7R{fcvsk+
z1=kEd6@(T6QRDd^QR5u+kFen<?Nsjp4TdZ)daIs;jCiq`#o9YY+6z&~;%T&SWav4F
z=Lf-r<^P)rpgu=-8T3}7|9)1|1F_3U60^e3X-NtPCr~n*=jgyTCH|E$n=&5L<IGBm
zJ-jJSLY%pu^yg6Y07eeS3m@FOe6|a3j{5b+Pdf77`RmUri*v7yFKlzb8JgIOKYk^G
zb&~X^^&HUQZH;P6b3Z8?FRS%YXn!tJ-b@nF;Q;0N3tFOI%=KH$v;BQUe_rN})k$Q|
zyh_!rWu?L;g{m4?skd^`>0Zgc+H=UeOFPFGMb1Gd=tRJ*h4I?3WFrT>)Ff}r<FAeE
zD5rv``)C8S-$vc{gN<#h0<&M3s71D@z*~I##*}g%Iq7ycU0*T)cy}051jy<Q(I&W8
zJ$9!%=b+MbYJ-n;QMgMxVc`Ai`tUjUSv(k(=&cL5BEc!#DUhJ&5+HesIRQYtcCq7(
zEMe|w4j7+O#9o_Yfc$t=0pR*TE9@rdpqsZ7n8LV?DFL7%v&u7IeCr#a#bj=6Q75!~
zh#ds3+fUjtbQgkAX}AR+d~X9(mVov>`A^gov!Yj;-9IcMgUTo_arwv?m(2+7axSxi
zo8TI1iBB+yqN`;gilxK!7+CQ0c=k-LbI{FoED`Ett_iK`;$V-gX+w&M*^M4G4%n^A
zvK9VSt^eD3x26!0rg9@|EUZgP4sCsMsvCC?b^D!*O6xV#YR)4ipL*Y{MS!(%WcckM
zbTGza1e4G`^dapA-9<z!P)0WMq3v)XyvF~8{QH>x=q~6l&Ye-|ApYo-C}KJ07=ZSv
zBj6T(c1b{oFNczV-hq4rA5iA50G=A?egL5I-?!6sSUX~Y0Rz-w_v4HIXw3`(?F>X4
z;)Jyj{zo^1v!c?N-gl^S&X(Pj`C8Q-h3SY116Cj1wC?(x(BnY4A#Vq<)-%uH9^(Ku
zYaaia8s65xm3fD4N!Owc9F1KVeE%-cEc-|Ah@Z~E2vBCy%0Ksy`U|son{^s(?#RCg
z2J$<NgCwPBMfxRURG7Cups(G?fAyh^f06DVeW-$jImUgO!*>TPY|k$zyvm(!nexYO
z<e<dbc-80(D`N8WMH7n@Tl9Jw9VNB~cGIcvfA&oMV3TiE$#6O5R>fYsiSzSO=4wT2
z&@R6}ly*uN6WB7WWF*b2Zu&ZINSPCyw2Ce^ECyqMWR6oU3bF|R4qugxnq=7pP^UN*
z{wT;C_=Mhb<c{{O#~`Nbb&0>i8Y(*&RMj7oju9XaptDR@r%`NOX^#<V$@4O?{w`Ye
zHZA$o5tIXO)<?r|K@@7IK-yTECxed%2vK#R17a5kcm=%!z2&^uZ%v2qmn_er60m@{
zGwzMxfJAyT7qH&SMdTSdL)sA%uwKL4nMKAeiyCfp6GH{7k^O6T?hIU6`HJh}fzTQf
zXBX+OA!+nIw5DesW)D+1&rT`o$OLXER;E2GSvCGIcDDVn_}YB*U@Gj*EH8`jtGDr@
zWsmOL61wy|v?=Cd@=`aH0~qaYWmPvs2slv9i3%kz?JpIw&$><g?A-oF^ykQu0<89U
z8LUqbPBz5_)ewH%Iqjz)ew>eVA-l~nVryC^d&Eo2_;#N!l4RAO^3{QU{^|a1`3)Bq
zg|fZdMh^%&(>Rw2@o?jc;*D7)wAKqI0jR#6Hhv0>FH*4#m38U9EvZgSgGsEKxSb~;
zmfuCR8g9E?;C(f3=INv7)sdG>qA9mz%Bdm>rVZD`T#u@vbV}|el1tEr7X+Rqu;NV0
zMP7e^e$icoFYsXiGrkv;b9Ml@K+WIJtZ3jdnnP}(o<Rj6v5q?&<D$9uA@zP4!%J7z
zgSEb=b_{DVYa>RF%z!E*dVsDZ-u?Y+0?v`tvikbREhSBWGx=2kGI5vY!i@KM^x$*G
zXYp=!i?!l?bv7{1+qbo6Dd1O*V{b;25me5SBtPL@QeonZ|5%2I-|D(7kX_AZt9aBg
zk}A~3KAZEbr0sVabIma+OU6_x7Y0J>_*j`usuYthIlkW+jcTs9o?K+<(JgvrkLvax
z3UT4Qg1mrErpD+<B!b&6166Aa4L4U3edNjbcitW)Ti~%?;4ymzxxD<>!&3Sg?yyEZ
zu9}K$qUuw^2UlO#dIx@tv{ofqv<ngGv9fKLv$G(L&U&$Krf4rwF^%FaP_&RY`-X{o
zFnVow^8j{Z8Mo<_2T6cw`jP)uz#8TMw=<PJaD)t3?J!mnmT48<lM55_c~5>o*1qZE
zNV24lqd-MO1(uQC;xjRpw1mAW*;6{}!o{~@ADykX8{<E~raMl^)FMur>rMYT6dKyy
z6MrReTAhG9mBljrYj=!-#Mdt%-|M;XX2p;2LA?$fP{U)8Z!z1m#*E&^Bi`5CT!i(W
zxXyZY(3*HOaUbL9x6DTcAXbNg;EjL5Orj+4D_i6e?vgYuE?^vTbOvva!YJ*lolpRQ
zc@9u4=DkAb0>7WIp@jbFlvh^36)_qi+O9?r)u)0fEF(%}tjz7=l!26HuJdzy4?<Js
zw1Nk>+|p1nKhpLYfC!D)_}QfVm9*4Z>{S%Ke<kgd;f<>I&!T8cdXndT<4v)bQ0h#g
zi4e?1%ahi79Zo<<XMY2D8yNT$hXC4oT%O!#L<R62z|BN>9HyZH8$DBAK`Sbds)U)2
zw33vO@%Q!?5G`IT-^)^227f$xxW3&*V^_oG*SyME2-bbA8`kVulybR4jloda=VijK
zY{oS!S)J1qDvx4qz$Bv{0Ha&wQD^5MV{{Q1M;8@Pa~AuDjLg^OC>q$TD-*{PVy5d3
z1&_5dQv7vrnX^#<tDex`2m}AhxX9`kfK|GapuSLjL#C~GX1Uc0(95M`X25L8Rhj_c
z5n$4v_~$lmzb*WW!~n4G*T*rMGQfa%no1g$RJh?Q2$+)oRldVf7k?BqLA6V{_VHbS
z<6A&1C}DVUKDXhhD<ju2Z1c#Vaq-)kjxtc%*e54L2k(fYR5gn--Ud+LlSIDvHbA|u
z9fmLP40ps7thpzvfQg1YuAD3t>R>qYjJlo|T2{JIJFq9Zt=!voytgZ`e+<{#PqAW9
zrB+vD(y5510Ww07K@NT*_aJYrg$t6pAd=Lp-|@b6P(tp&;N>1}jojuK%h1R7X1Ynf
zbQWuD$+AOG7C418cKC$KImkS=KA;XhKY)#p0bs;0iMYONUPPe(TVN3ykNp+)DP3n{
z(lw<C0KO&Y!r{X^V?2Pv+=c((HA>7g{J<vqea*x}kLO#frJ$~VBYs^H1Rt~4loYY<
zE_yg@c>DW(p5XcLb~WT~-_vjCOk4&8v*q~sRW>)5aDV7j(`6_-tCvc>?J+x=S><)K
zVwuu8NXW$irB-YmqCCnyBEneCXU!C?YMKzMx*|Y!>v7{Mf!{Ym_TVpv-T+3OtA>+Q
z7>EELke!1%EDwdeBEP4!LiMu85pbKFffbK&t@c7Dood}Te15*k)Y+CB%w-Z=+rddL
z<*kcs_wJfUH+NqF(ex`C!9M(xI2IXU_$c=|h%IxX^R`<m-(~K55R0cNQWLnrFBZL)
zZWk6D`W;e}k++TnCSeT2m=}`S!+KAA<gfY%C<cITQr(qiq(t|bzx>(eR!_saezta-
zV|0$Vy{cX#p<7uIksY0@>FOWXcI}>(?rl%8@Wt5GrkZ4Rg<&Psg0_P4vg_wmo)O#3
zAeZ{voYxKj5B`N;|FzNzWR^`4!L~8r%x1B;`g$Mc168vTD6}BVuun%RtsT&3e_c{M
zy9Y;4K72K3Ff}ap!+1h39!txYZ#gt6`MOJVmr|^k<O=)y13mK$x}>p#**rVgjnY^z
zQuQ)ZrV6#{G?J8bQK3y3*rGk^<P|WJSoSXt@+bO_C{k8hsb<B$q;;Dx>psp#H(py@
zlBpv8IJ~tSx!T%0SbB^!i;izcFQ<1NtctY$Yi$IA8M01$4vHK-B?}smMTKk1&7ZN~
zh>3kr7V%W~SzwvHypu67t+V{j+IUAE$aq3q|9KEv4Jfx(1k<sE-5a}tLg$Pt9<Lau
zCl1-H+F!jbYX06=**tf_y|T$uq;2f0oaeXzJgafyg)3ENM(#e?Kb5_-JmJC%dW6GO
z0R!F|0j+OuSxvp5IlAB4awev}HP${45Q!j3C%`X&KIeXK4I%Kp;edx5&@Yr(c8rr3
z5Qp5?mZDfRgtY+0E57?D6R9RQT_Z7Uxlv;(mU@JKgMQhV;jO;=QsdE(_t&$^o>_^l
z>15xWy>x2B-wG6$_3{-XMgR+agBCk;FW!yxlMW8$Nyq=+T-3~%7yw(%Z$xMT@_-f~
z<GcZ*h#i|Z&imOk8@D8Qk4}r&M-W-%J9+nU?Iz3Ffal(xdQy8XWT3^`Qha2-Wn+B1
zn}?1gY@>P=7ZrDNy(P_4#V`X!)=8mn3d<BO>NR6?pDB@m1HpO4W^Eu3rfSScq>V7V
z58hs7cfkOw&dyV(%0zJ`rEYn{vM}{ttUa;M1s~q<5l!I;{Ewe=f6zT62cadk^2D~t
za#Eh!j31p!9tBLtzMq&8>hqF!p9|y9Ky`Gah&>%63sFlQ=%J0-4Gg%8bvQ->7&66W
zAQRdb(1p(p8R)*Q<joS+L0`|Y#a$cOU(2XYo&Bady+L?^zpuNURNVoqh@yZ02^Kf$
zZoZ>ZCfMX;<C);PB_;oqBfc@>uu=+N5ldXGi|J_6fhHnNS}QbFJ+8P}ytM~`cn-m%
zW729yD299wk=|LZGM%Jp*@f!_;x?VLy*U|2xhmPgx=82u`x`sdrR#2PG@>~d6C@L<
z6I!0XU5d(iSe~PA3_BEB-}*c=)jQl>fqu}acqx+}FA*&2y1Y7G^0<0I@<T0egi6Q7
zS?RYu!l0Tfgr5GROX0&6^$T3Fi;@tQ7MPji7FR{*4-dQg@+jW8ILwd*3~$7pvIHd>
zYY;K3$mQIx>Lk|3w=y%HOCY}hTLW66j@w!*dysG8TjXj6lxV#qNVqr6$2EpYo66Ul
z;i79L6c2^M$M25SUAdCf&d<`q9xo)|CE`3U(8J@K@mP(0pKE)@Z=X*{Jy3fjqrPJL
z+1pF6!c8rh&UgdAmR41yL6Q3tJ+n{O<KDb5s=Vl38@DbI<*=j23<<;1e_Y!zA$e0U
zJ1giN@8K^{Y(_HZ+IRcI5;c)k8f>>t*>ujj$}41sXW;`A!BnWSh}V@HUB!fTXsY~A
zN|6=;UC*L-@f^F!*uSl9=~Y%BeOX1tO4cjg<hD%$zVn7qmXb)i@pN>{T|w*WoP@OG
zTa4qo2MlzLDG9c$M&v5^uI6y170Q4wVl;|uvPPxsi1u~D*-5iZ)ft`5J7zgP&&ocE
zUC*1}Qq#B5oS)%NtyrsF4ksfej9iWURAj7cE$Z12W5-bG301dHDeR?wF!Oe4`7Yy9
z$>*HbRAL!$nj(;pB#m^wtL9t1(Bi}Z$;*ez2%@ydwt_}5v7OQ%gsxl)XX}2liV`kw
zXtc6amHt%!c}>kty7wZNVCzW5s^LPZ(6pHo2Km4fdYL4=j-I&KEw}j1t?){L4wf5l
zpAq&80H_Faxmar&$$g4WZ#mN@Iq|20YJ*S2yXyUxa6pjiG;TLOyof6{%F73Cm``!_
z%Yad<dRR1eE~iMT<dc50v9qhZ*DFwUp%p+B?$xV7&q2{5M`vDLKq8g2pU|4j-v~aw
z-hxA1!^N)~=J)u5&Ou$G;DclS{bJ3nN7VnRgf;qWD&Y5fQ~uMl&$`JVL0FgXufsvw
zwZL%DUBt!*_)QSH42_8Lw)t!<7PwGWF}!t6;8rEbY+w}UPH)kT832IjN$4_SL9sFF
zn64arN(#XRl&{BkY1U<4j~OCY&i~qtEd~ZH_Rg|>Rd943KmGmc=|gNHmiH_AQ)aG}
zFPm2cUyL2)kRp@Iv|vApT6;lDQS&SV^Ju0u1zZF<<hSBmy_hrgq`YG@(~A`xk50qE
z%Zj@IK#_L|f;|UW8OH)pwTsLp<aW`1`s8#>_HtsWKF7y-Q_7$d|FrHh@B0NsA3n{I
zUeoZQ&q}1pV_I+@_%08z(LB8THK@qG0oo2f#tkEYqMtlJ&&v4nfuZQCT5av{<m{pl
ztDg;F9;4J^t(P6Wyx1Glp(%S_>saDl<DKNyWD`dGin0%ZZdp^0E%XDqp4W}3W}G!{
zDI;?$nX`#K6han&F+C&p;VZ-Y8-;v)&j>k6bU3+Es}4jmR=h2Md~=I;7nq3NP#gVJ
zg=Q}?<K>UDzPcNH$JdMtz{S9t@4XG#)9Ph<UmCeGuG+gW4Gbnpm&+b%h#UXPIr}g4
zZx>><vJDLt37wQr$G_1P(%y0u`&i8=oG5d1*v6JC^r_ht?Ph{@P?Gr6P%<U;nqoyR
zdpBD@%dZFdr-17T)R6_k-!cQBvC7Ma8*~D~5tXMC>h{v>#UbUzTOay#v+}N$T_%r?
zH+aT4_FCrndX$|elG==7V$u80GpAS4K&t`zOw_@iU)=HBD?2~v{d0nw)KzOnEe8BQ
zKS1!zIr|D2LYp`=F80wig&PJt&Ko~mq(vuBrsFQOs@${~3=b{WWhVhp@5_IDgMiql
z(Lb1QA_6-1{6Oa(=x_gRoqKm=Yt%8H5z$E+(CRd=`>?2pO(@1cQv+I}UuD^qQE@m$
zel|D&K;U{0He8m|$RNv(Xyh3j0B#11D*yOPBdmx>Zq!=|fbwR;LoG}F<)^{AX@|0_
zkcWHV3U5k451fIb&S|We;b~Jb)_Y{XPgQ2f>_X~+KW^JzjdLTayLJF`A1elo!tzN1
z#Q<PBN=;n`-7ZfI->*V!Fn~qLtN{ZotC?E}0?6tNWM}%|#~dmIV~6w8bHfn;;}rnZ
z1P=yW3Q-PxUJ$SrXsJ)<N%N-1z?3gBe4qwCSN-GEu5sY_NbU4U+EWaB6~_X29EKEN
zWTxk5Qwh8Pe8^)phoJ-vz4ZA((8OL^1@>Q*4;>Epr|oU09c_EA@r|@xc6e{&P0xke
zF}-vx;CX0?R-}(yA;z0~q58Qpb;zcAX<*4#wBRZGjhl8=GtM>aESUqS1>Y+$L2H2<
zD0H~b8&~BP@9KG{jqw_wWA>+jkeTr2tG^I}<zWAn%Cop_{({>b$!C@G7TD9Av(wb5
zUuZ;nxB=Ek4t&E%S3@7Xk>{O@wnlgn?scS#z;HnK9nhgcipRiL*k-^}MqNkXO2eqT
zrxyQ|3HTQ=7b^gv1kwWE#~(qUn0_`kemk5Sr`*%Vy1%Wy%P&K0XQ1DK#AJS;|B?3V
z(P&*q83&sOE%{KWO}3C+<bk}StB<1w__&{;lGT%`FZ0@_Kc(^rV$t5~_2SbQkSt#S
zpm!sn1iN0BKd&zZM#Zh=ZXN3DZ$5anYBviWgnnKJW)p}3V87S{vQPVzjf4V4f>Zti
z+;_pVJrk{W=lmeMsv&2-DrdZ-wdy2MSU`bdayrruF9DcWR`Ij{5(q7v!+P`qJ>aQh
zXuS8Y)ndLIFeKmvM~VVpA}pujLzXp1;hR^0&IdX2Gf-HP0`E})bny!?nFdslc}6bA
z5h-sQ=$ukT6nrjS4AniWn3$(Te=jsqwXyepFw3-?JkjSYLVJBKvHP@5=p1ASS{g)p
zgbzP6&wkk5CO$L0H-8R#5pL99kbrUzetOMO{K1u?rLEYzpWK6S7xdLfjhY&U$bUHH
zd|>PrV$kyQO3U`VJ}5_sPpv1Ln@OII*AB`VDC}Au?zkD(VY4_KCve{>yFGfDRgzcW
z3fO?zkV3Vt8dVXsyzV9{$=7HaadG=(TgwnioQNM6J^EO5>R!ocok_7W+>-ldMHAbu
z&@Su#=cHhN`r_C8eEVT`94Zl)oHeUgdO&wYX6H2>lJ3s5#Ov-U%}ySvd?_)$Xl&4L
zM33uN`uLR7jC1EgwR%;T%xF^Zr%GSOaX#G4p;s4C_l4`@7rAB<PQMW*pDntxBC}r)
z-hGxXu<p>6*&};;7%?LhX<gmc>5yceXYvUqG-KQ!-Qs2OavUjWA4#uddSRWcUwR!G
zxDvUfiDv7)SZ1&4UCd-URp+53hWA6M&xMcqP74p`VE9Oh=88k^1aA-qNYJ?kfPQiX
z@SSzhdX;fFc=yqP+9?pQGD2@)m7Fk7N8Q1=2Zj{5I$(TdP~L8w#2?U0`TzLjTIbBu
zf)r>{0>As4M_WiDelLz-T@76DE^8G3D4<{38^9>kU)-_LU;MT6&%bMex1^VbO%AF&
zbBAvh8f6&$thBm1_2I}6T=&>I{gBGSU0$r5Je^K3o|4z_usR9N0uNT!nY1svKdA!e
zefr=_^)so}_4{~_s*+Z<ks|U{U&d@-l)aN9{aU3PLn{Ab&PSQ6(pMmKQ+P(=!p$}t
zzDkdW{Vfh%Jpv{taZhZq(yT|jv-(Ce6Mf<ocPq^B4Jh&N6ZDIBHsx6*Iq@dvjf&`Z
z3C{=~BGupB5>gh_fAoec!*t@qgg6_O5=r61+vO_m*(0)brIl5+0gOhArXCs4eiW%W
zq@@Wmdsq~yM)}PrsbA8HyDYXBeBIr6m8IcOnNZX-Ik4|0#=Lc6da8eKTDm7BVNvmH
z!R$1PCftP8B>T1wYiHZ&{_C<nx0X+n-<P_*hS_g?vLXQUp;{cc*bynN@gd;gXJX@(
ziEfpNi44UxB&l+{_KNZ#XKByz70v697v$-*xOk*_fImM*ErbDjkXMa?S{RAJ*%{^k
zp8rCdz{lj64jiIm&-1|07$=LIJJ{jI1;8S<J$X%nFa&@?PQa1Nh~avbau2&-Q{Y^t
zrE?H5eAx=UdiDx&XvI6h+kpcDQ|HLiz$qDga~S$X9r(oMf9<5SSB!rh-uOHN;7G}H
z2YrZmkO%kg`Roe(FWxK#x@2L-A4DYY<iM6)R!MtDck$k)8ZZ&BqU+0DQa$$a`3Q%C
z=#kb<Lx~E}=DT*j4wX@QuZntXJKIrPZ3n64bV;v<OJOl0tq!%omu8ReQL9BqN<SGE
ztu2gDY;`C~l)P4F{i3b)8F!}#>(PeRI*ulkMQKMk#(6R*IZULc%Z)QYZpFS=k&_dh
z&kOT(i7-=54&b{tL+NB|__>KZ-qw*yE!%KpbU-_U;r*gyIcht4WNl9+&qyJkPR2U!
z_C?yOFBcR&lk6D6C?t`i&c}t@HuP-s3e@#X6~Xr;!f_&DqG3)>pDe{LCrP*FJbpc8
zphxCfdqbOLFyAR4Gko_3Sk^0F`ko;~KDN*FV%EJy1tH}(1Oj(o&?`u|Y&;&K`09nb
z#M@b1xV0l}_3ZNVpnQ++shKAg?YOloV2w7DHP5k?xsU`Ko$>8k)&V>-76v6^M6&by
zMtBGGgD_F88S5mj!S<(o+mp(Veb<j4S7SR1#LH%seyl!*k<rhOCCuM7<K;46>g`;W
z;x`!9`68KA>K?lNv<UuH_>G-Sp+U#3W^L78g!>hU7n`J0+Z{~FZCe|gvf3MVW;Nxf
zPb};s?rl%rryUIJcvxt1J7Zy@sB9t2(C9|$Q=9BSD=1YPYB{DXpw&q+#F=-7_eq6U
zkY=WuS<E2zqt3g|CterY!ydSqk4NOQY4ZB>eVv@1diXqv;n|cvD4b^WqFkTV_~SS$
z>4uy_m0Mn#i)*H@S9f^cT!y?8DO5iiEdK(fKnLQKQvql5@+Tl-IA)Jvge<>bPdfx^
zs{3?nSS79h-#S`i;+#Bd1S&=@+X`V~I9_N!U|-;Q$AFS%16nYr5pW}GY_*g$^J)gA
zzoMfGbIaJR%j)Q@G8+dc;u+EVHM3ewkUFC*jp7OUoC#e;>9*bzk5NuoMfKaRS5588
zIJPM#tvpwKmP5~mlw7VT3m-d)cERs=@g}9$o{#Nsgark#Y`DeyU1g9}CNy=}|6aZ2
zQux7O#J5>}`nAPgIMBq=SV^mooT_+{-;pD4g*sKKEqhJ&f3f!-Kv8X5*JvXMl9ikr
z0Rcfoau8@hNg^Uhj*=wj9Gf6PqJV&86v;_)rUeP2l0%bo&P{Bf>GN+r=iVdd-h1x*
z|N7p0^{QT3N;U4i_6ob#oNLT6$1Hvya`@b*SMAEFc(>|j#QQA~m9bazmNQoq2)<zQ
z8-*<6ykjcT+oZ8g!x!&4YEt1N*RTX(MPCCyT3~?*63uW$Qqn~9*u6#H>SRQHbwpoS
z=;)Sa7U)`jEP1a#K6W#1VJq(1i(55ibURq_nU6$*UT?svw)}d?yC&xLZwW^$-?O#D
zox8w56;iuiFi{z&=sy}^PQB3O&%!zLf)g6ix4g5p#fl+shwQ~lNZ$n}gn{z>1KM@K
za@I7agJxppS|W7%l<6_?lnvNjyw<Ll{V|=Y0KctDwJdC2P<NW2{fiT|bOFv$$)jZ-
z;$uT*?eptb#x_(>J=P<+mF*vG6ehOCRpJpp0=9gX14tlbpBxc$0gYKX+Gv2G0?J^U
zGs+iO@C2V50H#qE3Ef0Nh04?~Ika^%tM6-s4S#h{H4{-70RCwM+1xi=H^`X?$oMOu
z@!w(_n<RP3__>bt@;#oAU&+*)E*J;!;3gIBwuq=_lJKh3PK|oL2V%Id=MWiQkr?`H
zC~jL!bU;ek#hD?Z%)rAWp25^=Y`yM9{zlxGrH=mSJ7)q;!X_oo^q?&2;v88L_ZQ(G
z;wr>oXv!ME9g^(P{6TCV01(efN#HE?0x)@i*o);XwvTZOo9~OS7fjZ%4)CXe*%!JQ
zYTlSJz0KxZiL(d0loxxqeGM>=hs5IlrKKNve~0)Z(4XQjUbEv|u+<rEK%?bY(f;%#
z0+2lMHMsKojb)*L3q)B6#2a&dvhcmu!2jk(P4UGjouM`~@v!SNED2Lb@-Q;GFH_tb
z7H3VElaJ@2^WGj%bb!~-DFEcNO8*?!=xXbQAD9%$#9j5l$zYr(&{)l^u?U=xR-e6y
zn?(CA0A!e}U`>B-%M1lz3NCdV$f2krKEt+x0p$J8X8V7Pn*ID%E$X}j;LG4ilwq9z
ze&erm2ZVfrx3i%AeCoh)84ys}gqi{jrc4jmZh(O~BCow1Y2LOsIey1+cINvPa+L&`
zn{NT9137Tyfm4(G;L>D{;zXdC%3@p|%r|4o46`&e#bWTXUh$XO&U|#tjc=tP!Lrwz
zStNrcT>p{}6trv?3AsXO%W^~3DV8Zy{psz(dr#J$6sMFw_}t)<q8tkNbsB`Xs;eA%
z=yCBdN<`U99=Ba)awlviEJ3MYOBQ=V7cU{lrT}s4FATlS5$}IV%UNx*Ez?KZe<t0~
z5bSn#ij#dsnudL6-ti3nKraS>CCFgg`vCGFcMD{LgzD8Ih@yzHZ4-#_x=DT4(j2~g
zF2`XiLMrQ}8V=|jFYrfoeBaxCyok%p4tZV7rJ@|zB=1@mK*RcBBPE>Z^&=1MmQerM
zfWj7%>KYi*)hT|ux!Bs*ov}VzDTJxAo`AS^S&|{-$!+T%6r|XSfo){lwz?o?l+%oK
z;yrfExgyqr{fR8b_-=eB=OE6be=9bID0>Co*J;8(f&grq9#5fPkrjWj_<1%|w1Fsa
zPW=sZk-Ry&*)2f={j$7R21KWUgK0+d@1#316D`-E<LF9DEv9ahYDGHJZ9C3k=UuH9
zA*6c_a{PJXg0?Mp$#0+$eW?@wLy7nG#7I>k!$Z*x7|<@cj<io<r@(FJ#;L=!fs_O2
zum2~9x=mYlM(=6}%xQShamzzr{S$G@ZxOwuHiq}^P9s+tl5^sOm!q;{$p=DyL`8Qv
zd!h64)6o9SLNpAe4&M7<2U~L;ff}MYlB)HCHg@Z0#@D_4GD>UQ-1cxKkWp85&PHPC
ztgpXPd1&PJ5;M}vxM>wl76rc`YAD+TQl^2kF`n!uI#gft2uKXgKQ8*{jWcz~T`}p2
zixW$kz#zyv5Zv{cXe_^szZs(9V*TyDcZhO>StJkmF+5HiB^G|t0Y}qCbkUSeY|Sg^
z#`o@I@4B4=`4PZ3huIZyD@u!i$wa7mtB;8X?Rep7>&TuDPLSKSR$Rw?eUBJUr{<nw
z7LxUJM!Qu+xxrL&47C~fms_E2u>dOb4z7LyMHY$|ZZWi;h*Pi|1w8spBa7RO$CEKT
znE7|}nmtk4dgMNJ7&*vSSn%RG89|)#ql1`VmqE!sU`QTMagj@X(T-Z#5dhVn9k)mU
z_t<{|EG5FF`{3cpqBT)y60ory+5U1`fV8!c5Bc28W=+mzzScUmFY--(=EG<Ru<VT1
zyJsiy0P#T}V9)^uf-a>JpP`b@Gz<P>UL+Z~<~YBgZUdB71A3Sdsg*N+s-_+0z7__O
z2NmV5<OselL8pzJxMs(kUR-T$U|Yt#aewaIe7{rzKPF1_3O;xFnDvdkuSo=-9T`wT
zr{N%pUtx9KvJ@0oA#xvp=@S<p57?TI<QN^V(SIzbJ3ejp-K?{}fimi2pcn#D*s`F<
zUH~m~1?7G>o;YYXXEgQVDyer@qkW3pP4Rul4u`yUL#i0e&omw=IY22(&poV32%+2I
z{;{WcJ<!`jk9XoueypDqOb1B4!1a)rp~r^Y=(96w&hVtcR+Zb4?;N}z8E8Gm`GxDK
zEJ7m@G1)rL#Vc(5G%S4XDrOc~ToIs(P<9fZkyq`WBO%BJ&`}|0H*}uq2RI;I1K@&C
z0F9*t7$k;NkTs1V*e(FXEUaOU7WMk^E9P{}dFra%TJD{c7kV!C;W-ceaiEf!APf;M
zRW2rw+u7y6+}eePs9Hb?1=0--LfaX{hgHu!o~+%;USaQp*?)S9-PH!eelTA~pf&w=
zhD&;5j5eo_FizV^TvE6c-82ap2~xA6>e%@{{Pk7!(LREruMdv8o}C(340bKb44(EB
zSZd_d@7EMeo`C_;=|&k(wqxZ^`!ga-!;?1P3&0OGMZExw@=5|=ZMcEPBpGTAXc6JG
z#5X*O<oD1SFw4=^SXEiVSbIt_lX8*nWAZ{YJrd@ZJG0t8N--cr$ijh%u^rswg1&~d
z&+`ypYWDm98_5GVH>H+|OP>LX4r^lK^OM8`W3*fXH20k*QO)Cc?F5TM!adf1q>7PW
zG6-dQWz5Jn=Y<%|n6t3|kahMi_MvaI%G=jj`J8;fk@9VvPbdz1Yv{&R3l+)h2HLGq
zbAg;;#XF=o6>fwQ5UXgV7zQ3jaer2^z$fi7q6?9XmvC~oYdxagvVQ;G|F*%ph9<xj
z5xUM<T@|RM<)9MkAfx{u7~}tK8@~x`pM6~qV3TLiPr$C-q;s~8rt;Bk7~UBO2`Y_j
z`pU}`Uj})Q`3e4Ud{$?6@>WMq`?I!14#dajG9az@kuf^F;ufI)^fSNI)Wa6ohrdVX
zKYD*;5}j~Yu7p*t1mrV5uSiTffwF0+OHfskrZ|^5RA6-`dpngq?Eg8&>g=&*oQHGf
z1Y0}oXbH%AJ^FgdL~&$X+9sR|E`g|$bic;k)R%wVLY`vCUIhfcFJla~0Mhgeb9DNW
za4LDyf|5*C455`*IC09vgo5S<S*%V%ug5w1A)z<A2>_t`l|W7qEEoBAd#Tn30e7<t
zAMGpfIZZye5qTjcupw{&!18EnE76l68v%AP{rs`6d&XP~Y*t2Liz^HX07pD!1h(cg
z0u%gUME)Rv2MZKI`%jDfZ2vGb)*8SrexQMx1QzQL8adf0U^XADl$_QAh7vG_CA#R)
z9^C_bG{+z0?`Jx-7sM&GE3-drU2e7g8Cbx+2Zk*C2Y+12YW7gVYBm*$Q2R?CMoR6r
zx3WBU@}jApnq|o1fzDD8RgDnR7Ot_Wu_B3}taP-Wgf>gB$JuKLhUU<m*R*`LHbSE)
zUouZZQ4j;AAh51;H#pD3TPa3)a9ed|T$JO8Z8&4apWpf~`Eh@tjAs!W{TDq2%+5=o
zp}^8C31q3-gK`53h#{navWwOLweGxbqXL~SXIsW)I=}3GcuLQn#3=6DwHf9Sm$A32
zU**1l^UJi}13nCztn(c(iKFGGnP`p}<TIMk3u2wF6~I;=HLzoLL*^e_fe*#4!O1_C
z1~9EW`OyBOVn1_W70Pt~A86pSAMM(p1(@cjM^JaYEQ9v09qV~t=ADDnh32nKF`qMm
zH1S)22X+fc6EFP-Kl1mVYDdshOhYKVDf0}sDB*Hs8Z>_?5M9RgD`fZRXRgHMu=9Iq
zKpuo{<u6R?*?%yp0kYW+`i@7C#z^UQ6a9Sdu&piln|DYr)wxLyADXl*-0+ZvZ4)hE
zGRFwsdpVOvkb2S$d?!l0N}Pt<g}Xn5ntXxHiz0IXTP5xHgXqX+NCsPzSB9gki-uh{
zkz!9OJJ@NsJ`9Xc-yQfKN8FrwtRMw&Hw9n?)`=;m1CpEkaNfY~t4%NDI7HKkf@b2&
zBw9^+0JXv2+k`I8{%92Xk47tpd{nM>=9DT6bSvTu&kM&2zI{blcippBa^d~3m{x_}
z`cqx5k>VuE^4!TVJkRp9RXZrLmw40p)o8h2hVwuN0cqd1mT4Yh-P4lad1sOQhR$D>
zSES5%_*Px0Qhnkm&#ktHJv88j=fdE0Cp7s;8F%%y5m(mXk`GlRQzB8CTL-2-LEyc+
z#LQ%gOiBi=CVgVuB|eIKwV@?0-uBqZ#<f_SUx=P4h{rVBK-*jqis+Xw0eWgPPA6rO
z4)mq#{l?oqMQ`7+itwbDY=%e3j^;HF?7VNf!llviNH1%>jvy4g^>N8hKmV+K+xu!X
z@t>XN|E0OcsQc})t@9-`-YbdTo0F!FWIRc608#p;oSoNU5nG3ss^#F!w>z;ce88XI
zdD2c9aw<IxGroa8^nL!>uNdT$mfO(&*O_HVxF7n?(BgGY84uPv4GYHe`<`*Zj3kr@
z^6QA)w+MMehc~mdd|edR+v*n4UHWE=<AW^<VZ%S~A0qC6Qdm4|6$(eOj;6T8VOcKr
zYC>|nrkfD@lQNE&q2cO8(W3VNRx~~$T?%PZV2T+U7IVJ!ESl+w0zbw5bL+6ulJ|AN
zpF22kWa(R}v2%*S*!LK425^PJMiKGoxe`Ss+1}F}UB$O~_iDz)Y6!@iiSEO-BGdqT
zPkxyO)~s<kp}ZgG<G<5>d^ty|HN$|AO<M4{duxb|7vD35S{*oeFf7!7cfdIwzkxz+
z&HH^I)(aP+f{tYH8yjwG5V+JTq!;HTzHEreU;Np*&e&$CJi)9LkfCD9OlLD)TQ*vz
zNp9&%{u`*h+|`n|n{0xlNtK&1h#NZv%>yg1Lw{<h)b@F}O7SI4#vu)T0%^;pi*8Bo
z0l6KjQCK@9I+RSky7ftt#YMlcXDVP!?GR(p@YfA<-~QJ#-aqZ$O-9$;({jL<hl=il
z!-P^`uUeSLJeayv;-6Gmh@CEnz3yujZw^)VvPZGk0nml@2()ieySMoHR$JFc&);tp
z8v{TESh~kZU#sqYPWQS7M05@TJMX^yCyp5BlvqFPwhd|@?Lywz*HUvay?K+L+{8nB
zV$L^D2UfZ+j!>JOD@ZnLpge}hXH{jMHrAES6>-pN2>?&v-Q@v@rv^o6C?J1CH2=aI
zCl!1GKgj-hGd!ww@6qTAc?vP*hU&vbj<s<dM30nE>jm$`{(XfedtdtRnNF;)vF)>_
z<!b%4QyA!6!Bujvp3KLTbBi2DH{1WwO4+CTGRe7yq*hECROWa>H-H_OIB--`nOAC&
zOI9NoRWE(-7H$7QYxd@Ke7^Cf-^a>e1EdG^HrYzxPIQaCW{VVHO}vMnWv405%Qs8T
z_RCcLcyvbV&vC9Dn4r(lu0UL5?>+F(yB}0+NEG<e2d%uRJO3Qz1C;eCJO*GVM8u#&
znl({q{+K=f_k2<d(<)||?8=hf?%A7U=fN?ig<ih^d6_6W1VdhtrB_B$(G$D7E=8G)
zPr7cwGxA!l39QlldEsc=B}DHpoTZ;+NMfo>$#tsde<YN1ToySP)u(u9YLs9U2pH0T
z;UZrIDb+XLXbNE;Z)5K^#sT5&%Zt$>Fh3=oeDsjn=H@R-ew-iwn!xm&L}VMOURLvi
zK%DggI79jZ{y({1{5v+*{v8*M8NB9(y`{ujosnUCj}oqSMH*WY$aha>G4QgAB~4m`
zUmitHiOd~oYnE!yNYj^zY|lR-KG_5kd$paLcS6swEuklaKTg=bm5U<3f!_Y}0df_Y
zDpN!C(Y~s??Uctgq;JJGZx1{+rF|2*{E^rIXN^-%dt|%%+cYl!npypRHPv#W6e$L%
zl`c+L?6A~+I}-@euTcZ`Y!*0}b*LQwkgho-0G_l9{0;yLRLOf!I&#-tcx~G|evp+J
z`;wP-Xpa}u7R5Oegr1IB9rw)#2oJI(fK{}N?lZMwGK=@gV%7>IANO5qsjxJ=1Z6l_
zHJN%|a$ix=+v9uOy$OdbQ$#~tHh=N`jEF_~4|RJl^61zH?|<GejEw)XtuCgVH!XD?
z?ot<-^jgw5<Lag(E?wFA=X{i$*TDs8`z%G1)CZ|T%TXHB#L7SulWK)l#y#C(jnGL6
zAfn&T2MnkMScdQq`8`*An(3oMT<GPVhO1TE(%jd0{Z8Ux5Mc<t?ELJAWlE${iJ^g&
z#^|6xWG#&k$755^4z{VjAQa<I>hizL(dCg9oKw%tJ2%$_q;?6Co|?Y5Ji&+2T`{=J
zholL8RO_+h^Q4oh#de(I(FH(bUWBK?Z~SFy@__}8`E!ArU$(7gc}R=g+;fYe%kO5I
zkfr{~XtqxM!HHw}toj?s3vxlA0iFaX<$sQ{P$wqDkIiF2xT@?rEiK`lFAOij0=0<7
zuvXG66dnQ4US^<}{sIKkV*7(fRN~ZF2ihO%Li|N|N)#=SIyW2YCl>K2Zi1Uc`8}1{
z^U++sKxG6r-93RFFW)yhZke`bpmq(!9feHEdmKG(B%TB_q{zJY?;3_s+6=kt-L>g{
z0Quqz`h5cg<Ri^++dGQ$S+yX|b|&eh5N&xYXXdj0w8w6{FeLypll$B%8;`jQgw%T+
zC}ZxK5<#&q*fGb7{!iR(3@S7EVleKSvxOg>lIT_!^Q#xmwFx(;-?|<Pz+^xUGxU2h
z@K7HksIR?CRE~m`aaBNt&Q#Kj=Ec-fOo;&lPIbyxji$OdTLVp!bQwQw=GVT{nbRs4
zGwIH0a7`JIlo@@y#?vlWjvmo068WMkK6l~mX9F^zzvXU`9Vuya$$pGGQE7;tnBhtE
zB)aNZ($yt?E6;TB(Ds>1)DwbonPA9h#nF9B33eZ?x`7=t$N39l1{*7fTk&;}XR(Lm
zTNE^|iOE)pqk`qSpMvmW^PjR~e(USplS74z_FW+KI^z*=&DzoBil)IAO*Oo+B({?d
zL1I^Mu+Zv<7*AzP*E6UG4qq+TSCzlA%QfEDyEn}oKb$DmkMl-n13Uq%V$JkC){U^|
zd(xNSkV@|-yTLi(tr=sTbZ_0T${^F#muYhHn@Ks#>v;u^&(vpd0PeS1|3S3`4tY>b
zlyxXc^L}ivN5i>N=Ch$HaoH8B64RcZFA1LrBHGF%isdf$tumq(3@be(v}{eI_jfwi
zEC=XMHSe?<8_U@i*PqdhSB5IZs1Lj1H=c98vP+jX8$NZ+|776%4cu9Iq(u9q8CF+U
zGg88(;bDTs%>9kuzCi>>c=5HbjC9TSYXW1gMc%u_B}Y?~4ib43EAl>-v_=h1P7ocK
zt!L?`;0aAaLQfUNH<nlSHV8Z3m&Wxk`luNfF~f_*C{s#SQU!BLELFNpoGQb%GhfMn
z>1IK|^ERJ^bC!tP-Km<kR@BA);CW-&ryF};@hWJ(o+WaTdROkDKWvUy_tS(T@3sk%
z{NWOutB}`VGik4bB%S+NeYnu@lEKY{dw4f@)3Y!?5h%H~fGKF$Lbnb(hqrSD5nHn>
zWj)=iB}VjuW`pMaCZqg`gJyRr6o_6#QNNmu+-5PIZ%KRF!un~u#O`@hjrR5u$;0u9
zxjhHR3(nrE!z7vE>arV?*cR9Y{5mf=d)MmP{k=+|Ox8tv0D#S}&p<D5q^OWx`&Alk
z9CCZoUEEjMOX(*6g@`M8ylPc~-Of^7*V`uSuCJb}Ik$2?eTmmry03#^&AC$2`MmPF
zzlWP|tLGt0cz?>S?f^?=-SFM*o$b72#$@KuZ}*afRrA=GS%|Dz``XU*3$5K|Cmm81
zce%H|vgnUa@~UBGNSbujl6#wt=7_(yrs;fRYip)m4uqchcVI3x%3t|<u`R3oOH+25
z0j}U^cIo}em$e6pv{3G3y!xl##~1UYH0(-I3g!itHJv-X%G*p|piXk*Vfy2ADAW}Z
z!03#Fai`X1Cq`3OcyF-1y(c7MmwZxG3o~jMu4*hV(8;fGH_nwhu#;|SIkX(RI>2q;
zTav%7^KxKHys(SuN$l2CDKVDmK3>YSIH8d)Ev+xGRjG=m7wG1{k7Rqx+bHCHGOf8h
z>hi_NlVzAoos8tWnE}q~)6p!?%vQ)LKJptH_8X`OUTF0z`OQFmkN@<9fwMW1qBi3<
z5Ks4by-C-cj92L;uxGvG)!(@&xfp=L&R_7Is_!=xc|KvXz~e4uOa01!Tg>jt5Jf~6
z`S{S9TT&!j-VRf8z&3@bLh0}_dy##cAE1lC$@CJ-<ZbDrgk@^}=rC1PP4k4)S?UXy
z7?eB8;-H1^Y#of;MZyb><FYsTILF%e`|dA7N@IcC8X$F#!M+o!&kSTO0f_ia#VGeY
zGAdt3PmgcCf>#QUA@<vHDAjKu4?9$W&$A-KyjLy}iufVnGn`>jE3=CSv{vs>nBcEv
z6T{76$ByLzt3KvOgAl|lqOc)7uai($v3_U=RuR?w{l)Do2|u{da9?MD4(*mc+IeiP
z=zd##*fEIa#!2JSVhct=DN2Tb^2O*x@5Y%~l-X-t#``xa0~MG{i7`_QCbBNli23_n
zG9&!xfVxB_VwTp{pqrQ#<xBDK4Qsi7&WU~`&7i*Z@nDCOY$j_e%M#=(1_^t2pR@?M
zS(D<629M?&di<)2%euiaD|L30IF9g4o5So$HDWW&;D1ikz&}S(x-r@AR(e-viBC(>
zmNK2iode?rFd5h7nb)jo^$>bNicvsnEkNy;{HT1#NJG+8FZx4dsR!fJA~j-jqE+z~
z)F0E4-Sdw{GsshXc9fj3W$bB~ipYe^1FRuvXQ3goYr#AyPF%TNLxWOB%OU<6Pra15
z6EXSbQ5)(x5W_YvgiZn;f%*d=&-QK350-Nkz;fmi1z652v|)*AYyiu-@;|Vg|L@i(
z`&&y1u$*6;cV^tT`we8j37{liM}U;y%glWdkIf%nx?}S)-Jfnek!BYI^<GyPe}_GZ
zr$ZOcR6Xyt39&OCwE7BU&mRTgO78&3Yt9K8Y={iD1Og1ooq#m0(1F55BG>mGJV7C$
z@5=jE8l?6jTEU0d;FD9JLO?~jR_k~Yjh#+5;HSRCndiPB1mYc-@hJAoA2}-lFimDI
z^Xy951saMd6m|bx7Ajh#&y|=?*JI5S^88l(lH)L4N=&g_xj{!79K{I1g|1makaU^z
za=(7izXKy`p=&LgTvxRmh}e8-$sF1ff2U~psAzUC9|gQRlE85a)`#ZzH5LyVtNbs$
z%7+lP&==_ySq|K;aaD+TJjZztiy(fM`JjMu-rYZAUsq;Ot&fDW;k3emR#@COW?62O
zc}zS)Ea?fL?aPLYC|FO@8Bijk!knDC$dNrh^_Y%i$lEV%L|+HLgdGZiQAEmnrKOwm
zP=A|5*1AD;tcp7d$)?M1=ZLBdP~3Y&>E>L^qi<qcNp{?Mzc@fdCCV9Ew@jTf_X2!=
zSq|{!)p2_;&lX5^h2N}o$?wM+B%#T{fsi#k$SwdpM*(TS-new;zs}j^3Cu)sK(L_w
z<j|j&Yi0tSv(2jw(Z8*s7;^hMZ}$P9zEze5%-_wQJ-PH^aCqR%-;M?JNv>9S(JrkX
zmVQH%QwBoU@L)gRhE%pTVyq^cZ22+y&gJBNh>k=h#yKv1Qm9J_o9w{z$^qk7cO<7m
z1gB^r?aEHRR=t<@`DGZEd0kCXdjtNH{RvBW>hl>VHM4*p3|6niOBePV|80=)M+MQ#
z$`Jq4glMv7+6mZN{^ANbJufUAHNC`_JGx%I2&dHUXr~mkk(>4CXMo&@>3pvwie6Q$
z8aA&=u(x-$u*(gLNul~|Bz4#pkXcZ=tgV~Cc)ajtjv(Wz;eF;<24^3*`<Y;#xifYV
zYY|&oge3{TLqL302<Qq=P}~!%ttdQ2EVx@r`kRo!Tj4uBVCOlf=qv`Q_1Kxl40f#R
z*F<pYveWcJGxI`s#pE1K8wRIkz+<d(x6hl~zY5x8B0pl94EvF@X4@7_>sWR@t!?66
z7m~4K`2NN+n_cbE+s$DToM!ju1uR#1MZ@(<w@l4T*;kFe#E56g(zNRY3^5IxcEroj
zcc3Z=ceHhli;nMmLLSwZZNzP+JQQ@((cjeb&BaM(sWrVG9ILPtN!n#|2Dep|6F$8X
zej5YpHId_JR=M@xvzH5@B&<+;(HKmCAR6%w3Xe2AyH;}cX%B)5YoNUF=l~#r@Y%A*
z^LYO%xn%q+oB4l6ap}Ls(f+T|A)p38f@#D6Z1WQ!6Ik|)d^zO=mG-0TgaOW}xYyg#
zJId{@Psbh|l;MN7nw@l8UR!Cx-3Bw-9>%8dA)^-e%VbNPpt!nyS<~xKt7NhBqz3I_
zAiYxpRn|YsW2w)lz<MMn!eECoG$}J@-Ozoz-S>f~T^em$hi0nD8RbrzZ_>$6r7W?e
z3sK76r88a3^BMuRX1@{B!AP?>aS<BfMa&R_R8JHqlQNE8&j)%2r56u!bFoy4C51uD
z>ZxJ@T}FdNDR)x&O*}#-bYCJM3GQ4iljqVtAM@P5QLQo_ZtBxFAC8KyWZOIQpWK@m
z*KK(y_2C5<BO9Iw8)kq8x0n#&l1>HftLqyiayQK|c`B~r#~3ycYL^e{z*Q2@bQ3cc
zESQ74C9}5fI0tOjq18lKU%nr@=c80WyUozH@O9=H(}vr;Nxf{S<21Ve3j?ySg|`tt
z+j{nXYF*G#+UWkYy&^d^UBJf|4L#2uE2-W$^`sVy2;0FPNP8o4C0=`oRA*qPYMsSm
za9)s7CGPfZE<8uCw4Bjuu9Zq}D|-Q5tvfXj1KWnXo4;b;O0|Z15U6EqHa893q1ZpO
z6;EGQc<gY)QTSOfd+-wsx(rSOU+fKWY3m+tRY7})LN>XV^2KV;?@?3PI3m^L+V&?E
zEFJSUR3CU^+0%aGH&$VHn`)1Yq&w(PUr_pBJh|EMTDSQwZNbDdD0xZq$ka{Khb~hJ
zdIYaAI^}Y-TRt{@L_k8-k8baB&8$3#NN*fz%3V_<5-$YKFkGH24e6izoLQVt8`b!o
z+2jmu9BYc%LhZ~)Y+UIT)x2L7Cr8T1UK>i_aN>3H+}xIdOIC_v$Z%m-2#8hA&7z|G
zgn`h}F2LOx5%@D!1gJ#<NEowWG-UG}h%kE{Dg8p(7}jMD*!jE7_Ax-b|Eu%;r<eUd
zK;Wj!YgaV#oPTEX{cEMZ6g7u~tf|UFucc!&o@LtZ@VlOjnQaH6*3&fbyAlYAW&B2i
zjob0^gOcyO>0Ow3^D%3jA}ArJnR}Eo#!$0FN+n`vC(7rL$IeG&tR*i5(+_!3H~BoE
zN-<Ab)4mle+6?kJr<vBmn2$=hsjMOsy%H0d=MU>k#lG)fyXhFyneB_I8aSO>d%fG4
zqWEN>z0ZHmV=~RbK}jaxqG7b!)!SL@y6&9`o5Wa|m7SZ(0pG6kOxEUz)0IA{`FMUm
zN*7H^y<l1^_~6N_@>M~%<@!#Zx<hnzN!ErSbT4{+kSAo|)=S=pgDwpI8A>u2sZioD
ziXHa(xEbABHE)vd4J5EE5jYW9DRD~HMm!kW7NAwMezpA`H%SsH(H@@6-#_@`A<cIh
z_sFB8M9zBml5#_)>1E6%$TSYwK$*_BMWLqK&IA+_kIUFHG37qRK9PLRr`zC`ERYK;
zGHB^z-I8X;^Q0vUiban2K9llQ)=AW+miaJYQ)Aor9siz4S3iw=R9kNc7D9hZWpdVl
zHLZrP;dV4<)Q~ilKR!`t{ug@j4W(!8I@Q6=EAMS>-j`Q%pBKG))WcDxVQ`PH7sso>
zHfxru#Af!vU`Yn66xSJ(;Ib;Oy4w<I^aY>#^4>~`U{bziNuIWNPhT3O`qpb6GbabP
zMMi(gE~#+0urg*ZTa%|v!#dyO0;ikuRkd^Ljmh2j3qjOum=YtJZ9<fkG<jhY8^laz
z%`zS*cA&8McRR#}oryEwv<G(yx0}<1m^Nlu>Vo?4Ok%NlsUok-?HBpc4Y}fTrt55~
z+&is>Gnr{cOB04SLJ3?8+$ukgObQkKy}eRHv#6mdT>qN+7%&Gtz2U-rhKK+tP2@0x
z<hFl9CIO5Yvs?gd3t(eZ-U4~8Ue=8@DEf=2@qdUx{Zi)X?*l!aY;DS?bWN_mfeZmj
zIX-v^JkAHmVvYUQWq9<1zgH>l^*al~0}UVyY?RqhcmP`2AeZx-!0xGVGcCG_c;D-Y
zM^7vB6}_4u9{UG2@?IO`4Kz#5pnxLnZR6OUA)^m^wl7J@_`E3?)z7D8@o{aLQ{C)x
zuge9X9+LLekikhdp`~4=dNLmroUb0+ZkJNH=oc_ZGLmM(>R}vrg8?O0fQqVbb^XPb
zA-;9Olq_7$VY3yzKbjWSmz-Xu^OASNodUnHH;_LTxk#Wz0G(wm!BHI}z@@L$qj+bI
z9bb&hR4uRVSguK?E2sbN(5@H{A5*(AW}rQ3c~Wy`+x%h1hGkX&z4De1^uY1J4hyj%
zbN3<LHba=cRO@rxlfshxwuVB>S)q)*<WM?WEaJYD#Vwcn;)?R{ySoqLpWNL+6;SsY
z;dRl9i>#z(YfTy;V;&CMG0(cQMprfkM=LI4dkuUIN=`4y`8K8VDmS2HEb%G}Gc#5s
zS{zD~2E;A{#jX1e-_U%RkWKa38daj7TH$TSO@HwTXBec=Ay+2JKkh2d`6NZ&mVwsN
zO?LH!=mq}%nW@`xUUx}Qrea1Iy#nJs7S|5Zdd~E_Lox`8VAf3PfKt{t;8b@~v|Q;k
zzTuR$(l8NHtYakgK1kj?(T5IL;<7IA(Z$ad&b{PDFGF!4OV)_43n&!Gg}t2f?iFF`
zAl^$kM~sR$0$!Q8-$0L!I4)%-7KHt%S&N9dBy$ZMK^J@N&sKn<6-B>_u<62(2dU`#
zT0r}a1qmF|m=d#roM3>W2Gp!jZ7Q1s09l=wi<jV^N^6e}3Q;y&IeS^zWU4gZ`?I}^
zwSe_=OL`Wz+T`@Q0B42yR6W`5d5D&AoVsRmc;|=xb^?HwV&Gjkt7~=QHC3GSLQAst
zqsMmohz?)fM@Ew*5cHGP@>I#fZ4_I<17Bwww%A%ZhJo^S+s1scr5id<%o5Hu(JQ#-
ziC76bT8=A>Vx^wc1=fAb-cdMeh!^>_wS3i0D!gs;kIFe5(+CjHbPQ)FXSBM>Ql`Jh
zJ$mJoq%mpC(RDQ`pq3trrx(ySwF9Gx*naApKj~St`tpFlbJfl<GuJvi*wuQLaCT$2
zc&f`0D~S~=l3nt~80a%tXu5zOY2Jt^)(JA4Dof3g5qW7l{>^tLxzjT{{=3hr5m4N2
zyV(66kHrUSRast%klckjUyk#qaLva<QHM2~$KdLz9tx~Dl4W(NF3dpXd4)nNozhtQ
zBFl0^{z~bZ!HKCy7-rhH#?;H<RAOf|A_5<s>3g`G`sjC}7U*w6s&?$&!{X%4qkXPl
zi%R32BZRqAos{P06p^I^^1;8R7w-IJL(EfNkj`xD%?5nieWo?TqeV(|AgABQA6o59
zcY^^Rmj}AWRJ%DOEd4*hxBf3>5X7v1P5w4eLNKEhH3R(e0G3Ia_Kz122qiNoMZ*A$
z<fo(a?@<zBKn)jMWe^b`Id<br+$-J5KmzF|rtNH5uzs?gXHDTF<B%OFI=7gz44cP9
zz5~ca#fHGwid65&qP{U($CXSyMx#gYp|**s&GvJt)-LizN-vytPA<DH`P8nbCDR*?
z(oOqhrpF}^q+|<#lJsv<0v&1}g=!=@E88_PWLjEYjY`u<90;3xCCx<iNu4%^Xx*Jh
zi7s)~rWR~zT>AB4UFV$C7csXo3BZxZUx>LND))n-l)wOJpaNhxqulV{K(Del_IDU2
z#AD=aX*!OswphHXyWx4OHjUT$Gr@dAMoaY*cw2*dPP=MnJb7^K1N`qjbaEqVX~gS#
zY$!%38FbAx0x$~;7QhpT|M>(+QD0qiu{T39QKq%MJ^u~48j<uFsrYW^L`bw1?3gHx
zr99S%<M{USC-pH~1BqurU*;TqIln#!(DioCbiZAhn69U(lUi}wq#5Lu(KEC8CEQ3!
z^q+Guc-GVyS`%Z^Z@#yaD*i?zm*QdYgnWt+2cn!Mu2_U#iG_h~h_Nbhw%Zb`x8l*h
zy!MhAW1v=A+H=iJAUuwPkVA)R!3@!?F_)ShI%_%)t&TAn%B!rc&zP`$=91WJz?|72
z&!N1eq}Ai8{GUh6U8GodQL*J!W6|T$5|ia44X4;H_HiW$9Gx%u(COj2i4u742SzEq
zp;|&zU>SulyE&e!99g;(+clE-(25{5qrNQB?hvDJH%DCmbh(Sc7)T~~D~(uU`C~Zc
zGgz{t!{@7$sH^suz;XQuleho7ye(j#J^Z=PmT_DP*<1Ka;k?TtW<XvC<WRj{_c1@U
zi9rHM-!Gb409{$Z#$2lt_Y5Kg^^on(?Dx3w*0xL=^YBpgbx1hmP_*L*Ctcv1D3Piy
zpNG1NhPW<&w^}#p`+8Y3#(Uel1_Ieg=mJF}{m>Y4gZgUq=Sc;4s6lg);-%Xm8c9yg
z4O?Cs33)Of))SBKRq{&LO-*YZv7E=pYje-bw-Q=I#T#=L4IZkig?%I7_4lTWN5UzA
zXa~3hd`52!@Y#Xt@t8=!aQyL&Q!-j<h?wXqpPurt<4l)6_PlF)&rq7FzUI>e5(^tA
zUu;-ohM|d67k}H>y3tyLm`sVLfW>!kOX3)U2S`c&+SF46kNXSy!Ea978H9pwh6u)v
zt@>jt?+t9RO&N@e$0!6n44HjcH#n-v)3dVtg_^;H2a>oE0wE3)z~`*vHjA8`<SNP?
zVKSxX%LtW7SZNRn@nha>5HBq-U-U?sS>a(KO^Y$<QqlaeW&Ak+xslZ=zftjMIQoW>
zy}i*f{<>}HR`$IQ=a}}=PU=bTs9TS-Jak03?vC#4YwzqVy;`Z~z-YIjRwD|K74=S8
z_)BY-UgKlZ9d2uet`7$5<ukLECrZqm+K&da=&9bAwxVdtG~ZnMzEoEC5&JycJ5FHD
z&i7bh-(ECR_1tL3KuH|7l-ynB_*TAkT1vTykFnSHth@8E2fzsEFyapIV`~U8q<yFs
z8OYa%zAuO3fKpgjd<F#8wd|^v9JUE0m&=hDPlVk*q<3(17ik^ZUxsx;MkhG$YuRQ=
zzHSS+A!mjOQX3g{{!#4X{{xaCSLyTL`%73OWAZ&-qBMt&w76cpVorOIyL;+09lFx#
zs{ql14<u4TY(54qbt00V^2kw{vA8e~YjPt<TdfzxK~iLa^wQ%^n+grKj$@e*^z330
zRtKLg8swr~8XLX8VE0waF)Y6!0y1qJB^f$oJj+nr5I_mU8-~IGn0yC&=BSfKKn%lK
zk|E)7qA~|%ytUv6n^k1|7H2PH-V@1(_MQfyd=VfiEHenQ+B}QKOaTGtFm5Jk2cq-%
zcws!M_5N;_Ce{aHe~Ct?CU4CF?XnCP=qm$;N@Q&*pw+-eLFraN_VA%1iJ&Vup!DF^
zh7Jok0j}kLc*<enXGBQ0d#;BLdZCRn<=`vl6-G4kC$@f~`r}f$-<zra(Vx|780{vM
zM7@d_#}a-|yKi4_gS51tw2mRO*PpiqW6ElDBKRcTo^w6vyXH2%+LNYz-&QerKY7Hw
zGT{XB+2@)DnLJKB)NZtXp9V_F_9@2yC<FE{)sRNlK*dn9ndvbPyJPEXEE$KLsx$o5
zT+9xzg1&iOvKx|MaTGz*NL3%X)r9^O$y*lRTAZ>3VK%HY^VrNBUt9x)MPkCu7BU1N
zP}Sx@oAB1;X}RGd{TCo4_^wDJlfH?!pSZTw*W5|iLx*Hi87S?RKVV=D9EbW^GY@8V
z0ackE@LtmoB@po)fH+3ikCUT`gK%|KKw<jY=E|k7=`2W(;gUr4Ak$13j{cbDpUeIQ
zq1*|<-Dn{nvEj;X;G5FvCNs)nwBwLm@#przqbX*<)3P_|i7!v-eL7C7aP!UCby+CQ
zk?7uT=q!a8_xvvAdV@NumT6_0N?2ZzNGk&t<pOlza#vLTTUSH;`n{r1H4|>hSiJZ*
z89hzc7#^e-iaYQ^Z|HM%bs6G*xMMqdwqQ6P^_;Q%Eal4pzpeLzVFZ_t!oq#Q@_{?L
zz6lXWuaB@|zQk{bgLWktrZ!ZOqP??PwTXn%1AcwHUqozSuFd;(D-9`s2>AWK;c#-F
zK&gFjIroCUE}a3(v>ARBJq*<Q!Fwx(!0gg+@~QN#{Ep|fJvD`X-|W_u)FlBP_2F5(
zidYTF5)#o*2~LUD_fGQ#o!!uBFzhV5W-y7}*cjI~N1Q>uDDv!x-U4&LqLd9yu?j?c
z?h{|^%>tn@u09}^;|4yThqd|Nx8i&SgxTunV$O&@1DP{IKZJ$woq=c_eJC1fzn4Wc
zkyTew-K3Nxh<Mx*$7pm02hfLKE&wVl|Jk-AJsXO7Lg?a3F>Dt|$^ohY$E?jB;#C0Q
zHGDLA4`4v1_T(;bfa75c?T>KZug`so1Nhq4&;ZIUS;T$52dEOEn9u%f${D&>D+U|`
zrN*GUfb0>TGEz6=8UXGuK~6qHf%2qi@ZjMo#De&SPIE$|Zca)<SbL7zf<zG2PuW^1
zpzo8V4phE0+$&?>6D%<+^>IgFzsq~VR-O38=Jgefu0%+Vw-N}*AZmkTL;E?tp;5nU
zEdA0U9kr*}_Ln+k5HdsS(eBV5o3)moMf^qW&A;Q-%jvkrJQ${rCb#_npeLV{Kn}lw
ze$7`)^0}g67!ub0Twv;hcVzex&Ce{B%co=@b5e{L9fA1Vc|3@!c!U*3?D_?Ae(#Sc
zEhhORU-0Al`0ts@)d_tFF%IR`@J5;c-N87cMf(r)eQ-+^DN-%sxZdPw8$Fep@S@W+
z)7y=KEoA~nj-y3xbf5)h3Q{rKGRcsT|5Yjfxwe^^Z|`0K+p67?Cb0Ybx`GD2du1I!
zv1vcLb&aHkjyIGyigu$FB+X98_Bnxf;^l4|?C_rD?8$}2mES;@Cie1+^8if>!vl^z
zt$EPdqwHTlWD&AgDRJOp#ah;cEoR^0xOTyTq$>6P^^(ii6NQAY!shSqm0b|fxC01>
z4&>Jlpf!uXzqu)50YTyc`_x~?>kGRtr)T$Q)79`5`uboAjr(ZH3Zto<-HeIQ$18Px
z*Ty!W*PA>t1V?NQ;EyV3UDjCW%C~0W5_Ld5(0`E>WgxJxLHQzVhxIxL8`{4^n)eC(
zLVgs~_%G6;_mCs=-<lOakEYDLEuIL85}F`mU&^~$e)tIz>|#KGu#JfngJ5S{GMzR`
zX3(JqU=A{_k?-DwfCBGH?Hb6Hp;(7qrj3=nKY3*y+fIeLBt}AARwrxcEHH;1Q`%eh
zprHb{BjG7rk%Jkf{gEjL%Lw95e4Zu1e%;SA5F56^Mx~?!E`ni4<{8O0Y!~oTJD%bI
zR5iTwHpn42KnVD~KKh@ZG)ez*Ik4UQ|F{2R>aHr|Xz5sHf_-ExP3-BLo7^6lI!3bh
zC3<OAz<a!&)Gm6UIX5Y5TEO8-PKpk-6lQf%4rxcn;B<Gxy#$mt;27MUM4v%W>L9NX
z@+H{i-+?cG{6D|M=kkL*lREk+@x{UD8|gev+ve)+_+&m6%nk~NeUJL$&KD^fB)$>F
zntkAO7^);F8~P!Gxb8!^S26inv!r;VR;kdsVjs@Ce?6nod3FY<8;<4S;i21l<`&!P
z!Ng!hKeazwP#PF%9RB;RnEC2hvxOLuk&3{15}XqtSvzc^G9qe<rt_67Qy38FfwYV2
ziAJY7#Or?L#mkU7lz6GpJW@<qQ!%OkFkXry!DGtwo_JW<O&C(C6lt%Lq>6+Vr^>wE
z@y4BG_YF0cfTe@HI>?uTw2|NJ#0tcO@_N7h2I9gb0CyKa=NXXz0xz8&^RtpbKTe5?
zfg<qs;&gJKk!?YD%h0`mCcFd>v_H?}M^?nK3&y6JCIExBNg*Q8!S}&Gszg)*MFNN;
z4G(XR0mN^^3*c!Z&KUqG69)wVA$TP047Zf|@)f4YOg&_QQ1Fp(HH1*R)%duVEkXCq
zV<)+ubxDdA8kE3ZZsQz1pUSXHb;^dB(>^toIgy;n8fP(JUd892XIJtrE})1q(LIVv
z1jl4+;`KEHhN^}kHKBO^sK8mCJ_ONeY0~9Kf?U9Rc}>KCB~}A0cNrQuK4k1cE---V
zRWKwR^7muz|MlVlU@PzjkiNsK%I5$iu&4*@^DJO0*xIx5ABi95qL9B%s?=ZZ0FoAW
zfkR+FIb;`@z9?tFk$mj~MDE``>H1kpV-2t)L5q|Zcy5p%r8LYX>2WUKad{{Leg9=W
zTs6S>P1JdMclIpYR%Ar5r47LW0&pf4i~MkMwdd?qAkFx{w2)hU(&_uu^Ts-jTY6&<
z4|9y47VwUPw#2*_y}{TPPI~eiCxf?jbshZ7?YbBOEB%N(G<IeB?W%p%?u`h%k{DpO
zD{OjA3}ZnH7`Dw`3$7_{IEiq@9<6@<fZgZqqQs}8uH|im_aJ(9jDIQklm#cWE%Ip8
z8m@L3qLmMy_=+fbqsJ253lb3)-j$^9A^*DObzB527}gnfv%O7Hgx%eD86&TvwN7ls
z7^HB(={9l;giO}E<#Gi&&0mD~Ul!_0yv-uy;D~-#yxw5YS39daX@A~g6X1M0;=L{V
zj3QGoRp7(NK8Ns~eFA=SkumSutSmw+&g72>-_o3tO&UE?ozp}qvBZOb1I3#rUFB2)
z*_MUHG*?TG%bYDSs~!zDd=V>Ycdp8K?=N6cn5dHzoo#1c*%-2Lb7axsldq%tGJ+zC
zVBi63!HbGV7&3h9cZeT5OVVhOJy+M=R_%KHQpwkyu*t@OMiY;CRa<oRm2vf66uL4;
z$=?0g<J)bGsSnXzWElO=RRSIdd{0Ew&s79MIpX|DuSDXRo?M@lK2YY6p&_WO|AaXO
zCw4~Y%36oi4wMMc+o=mfp4Z;>{|(gSz>eAYDf>zj3Z+z6OS_ArU7*$S?ml*y^OY1B
z^niBKfL|@X7~EY<lsVt4{l?_0w$F~~479Jqj&YCuQ%-g@$YVAHy0qk@41n1tr*Z~e
z0R|%TnWrLP!1lpYfYM!?<G)|}{%61bxbM9`!7q`yA1ZdB=PH2x$0RcjX9smq0g)3P
zy}owtQ??97ASO=@JtWl^a5lUS$n<4+1pOn&*u;kl*i6*3p^a?lNUPm)J>u4w(_1=1
z=M~Vk&eAjB8Gkext{e7Tf9O$cS<%NU{<k`)3O{aW2ocuMe)FUqV8I$G2A(Dhfak#V
z?+UDSUPPCt%c5t7<>epn2e_M*@;%i;W<D4$z1o~uV(!SZPUn2v1o;%Z8lX{KB?}G=
zRG4$kXKbmi54=5J7qyTSHmwEpQ`z7RhH-fC-MP38UDIS54}bGWq3>CTEZ%d&<9{fq
zb5Px#Yp~S7jeCIqb_vh9I`pY8F+YZYXKqmLCLG8x`!FOhTpoI^BWYqS#rkAql_mVJ
za<KAnnsrh!4zZmO(3Cc%SYLVY8lx*~4p8-5pvOCr+FPkF)w8OcwHlnfM%dd*6-fWt
zL55y5KGSL(Ud2T+`$^ML4(r}$TZ_TZydY|7O^*47RYp4aGe>*!k*3$mG~Hz3Dgz-8
zFo$VYl0MZ)sJX?>TJc$yf4psU=QIrDM24u#2N>L-)vb4<=1rk`RYA%lcXNkIvYRXF
z<4s=+PS4(M#dO<|>UxxW_l{}h;PdM8ROLislFqv}%g-P3Ue^llqJ1JobyT_l>?_A7
zI<dpH_T2pEwUKfxiP4}~Imxe5IMl+zKx!Gzx`S>j1*=>5o*{LHw1Gk>?c0;ZYS8ob
zQ9(y!S?Bk}kJ)l`w0NBudY_zQ9*=4U%}1yVHwjq#6|qn>U};kH*L_XKw|&v&gpE^U
zT@NMH7OZqE<ecgf_--sRaO>tR5c$=lVa(C2q}DU*^)uIEE=RjFt83eLjp9i<>pJ<S
zu8Uw9`}0(X84dY(n;c_lMI8lyX^Q6Y|LRZXgyZmpZ}+K(xAYKnUgcqoC24ZiB1_~3
zJ|8)o$no}i_`1t3!GxBwqbmzsD5(~AS;5)qJk$I{7O27JUzFG&Q<4#q@=&Uy@WB#0
zS9~qirX&M2&mgsC4_Q5!sWCD?$mGWNorFpSaX=SzK<7q(^~Hwl5m%Ep`4UB9uT9C)
zJ)Lq>tevGj31d(nL&6Lsa7(3xrM#i}W5&d|t%j~Aw!y8nlGjpQrF?+D*@l^&Swmsn
zX+0*Enrqq3=lr?{4Hvh-{7?l*WD7&543`xh9mz|oD!<P&MJYD&d;&QsN$}t3%x@+G
zarUD5W)0-#+6NC&7eyKk(LErs*Hf9xF`fQAH0Yr&%}`AQkQtFVujX{e#_X-!@ptf1
zOdsbO=b#Ji^c8P`P^r3dZ;#F^I=ru8{-uU(FgzD7hE9qR+adMgz^ifI@0#x7Ov{K}
zCHoC@!$)W+LvXlBh-B?-x^5QhINP`$+_oXic$h_WaHXD`%mZH;PCQwxFyxxwV!^!~
zGD^5McK&&6qz?-jiOg<0o_JXvRvKVoXN+DdbohJ#=z=}Pxj6?Vowgd7UZ?qPP1Kw#
z9K9p3&WNU_91Gvv>_zDWNh4$Cqx`_J_NJm{Gr~m0ye}`Vl}R6v0x6gMm<6~XCr5=9
zHXxC*^vbqfllOw|1;2ie?ff)XyU>;Cui{H%-TI$jhhOUzO#!X=@bKH7%OR6rhN+i;
zuo&`gz$@WN<4Eq$lrtQoRWbv%+i`7F4EU+W-NNPs3bSde0lFFF!vb7<290|e<xX&?
z2iNP%o1o47)UAZ*!3<o$p5^@9Uw-T{|K;yr_eB>c`B>S(`&VVK62(Df0wYJZ)?F!g
zbFiZbtCK=AZZrAHZfmEwf_8Yaw&C%k0Lpb~7cJ`c;c_nZAZ|VL$<VK<oDYuaIhQHq
zRVK4>w`ZUAAUIxWe$u;-e=cmdZKiFzB8g}?G!rKTDa(*|p`IWfAQeBsCteap)Ly}d
zn%iNZu$AW}sn2G^k9@85Qa}3<$w#%*8EmLVc37jofZNf-=Z3*4kH=EmDcu{E$Cop9
z+;B5Zu|S+jdyo(xTcMDWxKT8iNL%>8aS69H@5NI0O*;&UjJG9?-(a*zYKhtWX_*Ca
zYLPlqe;H@Iljk@DS3%ZOJ{)^C-C>8OHGYG-Uj{y&UAJb~e1g#Q=kv}r(6gRkau$f{
zo^~WT;ejDc`r%pY4Z$@<dAhUXUn?f{7~_NtUeZ)ZGN*ug`>Vf!Z&+Tp@^Wd@^-N+s
zc{X)pEPSv`sPd%;=R(*=f15$Ehf#MNi5tnkI*lDpiImA_5n*;|rnrVi_;5KEz7z~7
zePAEs(c2n*4=9(O5*mt<vbHswF9Hi`3GoOt_3QBa$x@LlA4d|HZ|eKi=IQGpzkN<}
zl<c#&J&qCSdN}1zaG~T9K;{DSWyg$<c{X}<@d!=N<ZZ2ZAJ?yUsOLs(?i-9cjM!l6
zPOAiX)Gq%8zN(Ph9&16~w460h_rB!osEV_ft=(rdsmk7cxK=tPO$}zt)4|h2(~~{s
zlqphv+EhexBCYE^>fv4b(S(Ku=x@=AQL-ycXEt>&1oH*AH=~wF9EYkwmg5H21GAE>
zb>$;2lVMX;$K93P&v|);=)ZbtvWcB#WWV!Z-RRn)a8&e3y?MP{%}1dRXJ@h6pmyM0
ze0z%TY$!kH_Dz+vS^iimra0aYHe*kyYfWAYcj@@h$QGE)!SFEidRWfP7L*+A-X2^*
z&CQwP>|#pN@OixA*Vk=#r%ddp{8(NSr(pD0Y|DM#^Mnel<2te%QPp#^x-s5__hE+1
znTzA=uW!5YSv{YN%Mx*9<jsHE_BwAL3*H_@cfz*@A3>H2DQv*+CR3{Ot-X2+vJ`V#
zvkV^;>9s$1<}kh%K|pyR${QKS(|wqARr!WB4g6K9OEcr7j76fxiM1yOC8I)PR6RhY
zS`T_sji9I{6Fqu4>S$;+VH7E|L>M9b+DripRktd3T;L<{Zps492K#P%EHhNR{qD`7
zGnE7MEozgtUFUAK_-Z(7MW8eNKn0`pIfF;Mgw@SH9BTUfD;J&3MQb{VZ&DI-a%XNG
z4eE+rmn&a<(Tj)bVq~Z%w{L|YP8Oi&1i&FI>z315VhmP9PS5-<&XjIR!l4i)iGm$-
za)NGxe%Bq(?(GgY29olIicACVw=_4M3%dDrVXyG=aSr)02I053V{DV2HdWOQ9C=q-
z@`Pw}ZP(`RVK9rFl-4x$Nx=~0rIib&gH?*&W02|(tO|GAAJP|f3Z{Uz`SqdaX1U<;
zl&GYnXnV%}6Z4@AYZHN1WV{yQjs!t-L*iGiyQk*Cj68a{QiM!F8Q7u=N%|Ends7sm
zO`;u#aIj4v=i8Nd7w0?CH$r+NqQ<F!-F=t;MO_j5j*ou9MlI<ErQ0ZlyOO0XVR0_6
zHc$Onv_kis%cuOi%ZRJt>lt+Ms?)AePmWt>0V`Y;clVX44tVxg5rB!{PcFTCMq7q!
zMWg?nCTh7SYGhDHuhso_QqsJ>!qWAzFY7^%2f21oy2sNRtIwKi{Ph*DrcqR!8Vf{)
z+u8Uo$g^btjxCxb6)ftJC^DYaqDwi+;K&RDPH672J+?sxin;n$DJE98Z;cCaExdi6
zqDFP_w2(-yuG89GzIs?prr6^ZceQnUWz{eZtw+f+Pr@nL{^vA;J&7ue*%y)F2lsuQ
zwY=H+ufm|!-Nj0I7xix_uV>xW9deuDLyq*g!BzKGva?bN4UQEROJs%bn$#zKXSx1F
zN-T0QcF<q^N*(d5VB4Lh+feq4o|a0=x89&n{!r1~&_|yUp`q~|3{=g7<24E#FK$EX
z8JCq;u7d1{-Y|sJ6N8XB)y-U07m}W$E9vJElWz01L_#r7y;d6WKnJkUc-Dk6Waejg
zoNo;=PrbjqL9EEIUNbrrSW7O|?J&TrL6D7}?CC4zSslX=yT0}(!%&x)1w*U0%*V)B
z!pbhkg>)KP)Bn}lSI0%wt!;yJ3j)%hfFLQ|3`k2OT`D~c-62u}N;)7YC?zcnNDbZ6
z9YacY3?(HD^L*PU&hec0ob$f#_kDlx+dpRSz4lsb?-lobU-xzCSsv`YRHgJ5=Wr0l
zOg#!P3ko(kTnv9!Yunh^Y?AAcFi8BAykYt{m<urb2`Q$~kuZDo71fjFs0izpqxAEb
zw2hUs*_%({O?4oViF76%DgI}c<8n+gzg%5#0cxK-tJrx#QjhTFh7=RQ>myb9h_yY5
zqid~H7TU0xAD!-OqEwc-nQvCzCS#jSi-2o3AuF9zKu+gO-O(7!!kO4@{0S%p2X7eI
zkcQV-wWfse9QUfbS;{a!3QU<vkw{OUx{s_<#|sNgUHeX(m)zmR`z-`SI8X^ki15=o
zzMx6!s`znssQkUD>7)A~*GE)Cw**GQ)lL)h!x69FFi5wHtqT;^zY^G4c?@+I3+$+!
zW|2t#H<%p4KhH~mUVCcdbqv}r*%>}?wzJGu!%SGyv~#>|$x?o}cV_w|3d#H^dLUOQ
z=*xY9z1<quJfHJPH%DrrnQvK%1gio)1+}cWji*n(GTj{89612=I?R;Gs|=?mpGuD^
z%VXL+RCbe!#(09g!^Gi=x0SMZm|!XsTK!sjqls2vi5NMzJzK|5<`=$#n`-T8y_`wf
zR_HK!p41JIP6+>^`i<<po1~F?-oox|W+cyZ&~lUD@z5ym7%rk3n;gm{P<N9;oqW7H
z05>Yfbc>F+^qpO<yh|u$MoD1OzLqA2e-w&+@pj9WdL`gs$-GXsg3u+zK37_KLI_3+
zjIewe|Ddm|7YAhxQGMK77T8+Ku@af;>AP$&!E>|eEXkcIn=l@>{_zXoL-CYjEW{ut
zbSlps753n?d1~<XgayG%W?Vg0Wu~b&BzI`u#il1^UnskDWJ-y-3Ah62dk)X?@>0ad
ztJPz?6cD$3^j}nOQEdivrIuVMbc$Kt8{x^+`O<=QrLG;jd>)_Jz2iQiAGNX&Z#_eu
z4D0nDF^$0^%hWizcEHTM#mI_ir0EGB1Hp3$;u}=&6p!q7RGEkzFg~}bX#|9L^73QI
zlbx|#j!l}kJjeZaf&?sA<?!9r%|UV0>SYuco?4R0^KsSvTDA}{>eHMKdD3aIs3m1Z
zO;eZyO07hrXZfXvBTjPpbo@$)BudY!&g-Z%Z+I3ry<q3|#-ven@ZCFCa6NfEHk+dn
z8$`iTWMVygX)!~EI@O$0O|*D#ipu61(G)A*Pp`(FZgl&XBh99TT;bhfb(ri?j$k*{
z80H4cj((VYxBEwg!fG)q<vX`&$6MP_3MRC;=WPZGiEsJ=AxaqD;<+p3r~J3TmqD<P
zeZyYowbbQieCHox*H!W*dY6nO0$0F%DC^}x8NK6n!!&Dmi1@69bPCI%>NDu{p#xS!
z4psN`MWy<fmkjGrLt}&3AeULs5p|-Wp4J1YGpd4ui+rL%qbtFcq5by5uXgcLxmW{o
za_p*X3^q328zEvqkF_2(C6&CpIkTu)px9}N7O%Y7*2elVnJLQ(?iFM@XFle9%6-oc
zUTblbLc^wmvue%@hpt>RKSpF~&?%<W)WmtTIDoNA<!HodkQN9^%&sTfvYb;@kQheb
zxp!?MRnz7_Ue91LtOXEGAIU;xYw}beSf3>4<wc+5Qz%)1?wEP$;N25Whde}x5S$nz
zU10p{-xmnh1m5Sd;If2xkYaYjjFQ>|s!~L!$_k5j;pcIF@iPzNI>4_;vqg_iHyR!R
zTQ+BIvndfN0`K=oXPy$<+c)sp1ck>!9ww^N=zd(CqU_h?wmdxTT%%Jo^fe6{IB=&M
zz7q$V88UVwT_4ge1GIwx%g}zwS&zo{O7lcWo3Dl`{~!z#gQO47MZUY*D-AbJHp#oB
zpF4+WccV_O>FwuO<`>)^(HP&6>K#X5c#?Wx5qt7L{b)mZJ)w!UFAX93s|_<ue`*E6
zhmv3RJ0-d@DX@@di=G`+r8iIm)3arK4Dhs!^9H*HxtyKrbPMx6=)D_8wya-uKnAAM
z7!--j#HRSt=B4Gno%sl3jPbt1rw|D;$_qx357X5_e8`g~AIw(=cNxUdy9p~)?`}t<
z?6X%EEe><vE&E+rrYwhFy_JqWx!Wes7J>&;IeSHhf+wIaDKR_Lj_A+^GuBH@0pJ7-
zHT<|>3Qc`i62F43<NHVEquXiX5|S1l_Q659!P?I(U!TPU|3ETdpKx9&GJl^1U2W-L
zIU#xXc<)wMN8AZx$A@OM>PQi0e7e&3<FxMCd(dW8@cBp<fg^og+QJw(Q8XD!gl$<O
zw{`!;I3DWkXD#So{do~tsx-Uv%7-U$=SH3i8;;}>8EDGqnE+o0nK>>)Ai(anX4h!n
zq1Od+IJi{@efU8>JVR2&vh(b(`w1KhoBt{_D4*<)s@^c=;;(80;0Zw3s5yce9F7hI
z5<!CqF;b#qkPm`~9RMzrY?axkL(+hg_aIx2VpPSH6XPGa-`<aPWd<Q$6i_byy&w#A
zC8fVwm-DxBfV*}7_T;~MK?l3K9c6aJk7BjNXinjn^Y)S*#FbpHhn~=i%wGRlPwvEv
z1l&yTC1)#tY6APPE?4&VVLHj1OedJbD8eJq*=FcuyYC<nfzus+OuJ6@ojD>P*}tqU
zCJ?`w5iIuMnL0dfbZtq9|9v;!WYg_mDl{e-iB0~-k7XkGZ%vo|tCKJ{Z*5<;bi^61
zoGVu*=^hS_r`mssN#$iYb?Ek%O`h0VkUZRIpb-s#wWOkS`WDQig9tMqe&5V8e>el5
z0e2<>b!VB^LxC?le|qr#?!6l|8xmP0kS2(F#mhm@!r2ZQTAuHm%tN(t+TFggEYPaV
z8*}t??|!gNq^j1`Fb=JrCwwVBTO^StaOQjiHmrCc!Q>RtiXte557BcQ8xjeJiBGse
zF)&a#7&aFw?eGPvG1-2GIGKR~+xq(87U8I3x-DQGm%i#A*%rDeYu|=lXYNUr`d(*$
zNu3rLo`iwnnPj})H220osH%6muf1Qlm`h;rv~XTXw|zlrY1-j-E14q8DM(01CClMR
zwL&FtCa0*cqBSf0hYl`T#}>lNLNNjZUhHGGc%EM;L#TRkl}Y9(7Q*||w>}nE`Kny?
znDOPMJ+}QqlO^Zf&_|tgpHg@p#@b}$=RoL{;emGWSFJzhY2~Xnlb~`8!>_!#Wt3G$
z_sIFG)tm|(@?%KO+#X{j&AGD>Cdf~nn7Lw_Hdc0E`@mx;4<#_62)7=iQqS3X2qTB~
zI8{nlAJNlqHOVyQ*Y3K#*<itim|o#sqdGiUh+<yl?nfQGbUznbVeSL`;o_n&yzzpX
zSN*M#DsLq3oUn_d1WcP*CY)T*Y!_NYK57LKr5f>3cQ9WrtDTAu$rRVsSHhb@v+Bbn
zKDiX#jl???At{9xnB3)s#Wix%@`SQtfmyK=+C!ul<&}ajjOJR!6E9-Vq%7;ns9MjN
z1V^4l!28+rj=2MF(XF1A*73k{j^XljKTM7f!`Ft*1MJe-8$Bd@be~UPvo6_sPT_`#
zYm;8YJQ{B#0_V?@Q(eOf;VErV2O1&HEc}m?hJtn<FK057ddb(gUV`RN){YE@GFP^c
zY?a3+{i!`R3Hs3J+Q%amIO{;{n#3!BG>Iu9+XU<`;8p$Fnm7P1nfY}DH}2m$Z*&55
z@S;&#4G3wKquY-TWvWqdQ6Ys*ts@4ZQ&4X};5cYmX&ZFH0I;Pm6#zbOEp=7E6Ha!W
zyo=y66D^>eEO-le_hQC^w<L;#7u!@&oJ}0)@U)t16xGgzUIYJ3clkQ#@Y6}=C8^`$
z`61v6B;*G`Cs`XXfLsM9p!&|X(sZEsnRM=R;xYW5DQ`WQT*{WeUvIdP0JE6h4zNv!
z71m{39v@LQAPL}Vq}nx9KAW9lv-)&tj-t9Eh_||0pXPf_bmv@YX|Zqm75MNO`$)(i
z(kqdgLnPmOBEn0xSEGG@sobn+S@HC+GhczNQ;M%(iAm%`OKR(gd1#nWXgAFA3nC5~
zhwOcIAD-b*{&9a=b$B(}=vhBgcgDYKY>RF2E?q)&)$7%;d0xJ%4gm!rn;Si9T>{XL
zgvhN19Q@{}|IksoJ|KIh?ti#IGdMKBuIsoOX<*ac*V)zv5M#!CIdhl3TFP(uY#|TZ
zlFaM3kcE1#t4MuJtYZZrXCdh7U8+@PoZvO*qv4;~A_tbkhMo`pn!F1)lKLXnx_pY9
zg18=qouj1z#C@qVst{{4fz;3EYGuBwpbTQVzDCa88%g9xkBPClg^Lfor3+nC`)j;v
zZGglN4MYWdateRLm<9~e6RI+UBB!mFcM&sdK!gyWf4C%b%sijYK~ow6OjPp7$AERU
zOR3kuT$y0q3*eWPz`-X>2+%>fE?Jl<_amz(6ppy^s2c{u>lT2(AD?}UR!ucLIXm%k
zN9u`4z^C#bug+VAHJ2G_OJW5~as_dI@ZEZC&>*^BSK#iUQVw99+Fy@@wq!mBFIqvH
zvB4U7W)=v-416Am(vA+xyBTNzkh_efDN<6#R<|>%$|@bWDWct3Kl#b2THOpk$FMSG
zS~%{$p28RDr!SZll%_qprpgC7TAlBS5T<S9f0o2(B?LYg7(Y6Ew&41VyDHNZ$jGg>
z8hct^BNpe##|F)n)ejcH_Uc7O+oRadsTXXkk-3l{l8Kx3If=1}aD=x^kl!h#MHEjU
z!_R_*elO^R6NnL0<pI&vKz(2d?hIhc`K$>kGBKWOPgM717|5Fjcs^N}BpD`sLrX=t
zGs&VR45fdJy|jH(2WoQjgwAE1<@qo`n@Ze)QSxuPT-V3wpS#@n1@}d;`{B8=Ec-~K
zLhxCP+Rchb-yX1$E?P!5jn!($f{rzSS8NXid0|pXoXXvS%P`H;OcHSY$7rg3SfU|T
zIm<26YJjx<XWTsNkDTw)#KO(LEXV)x@pokltWIg*3*unU{aqgFbSHWJ1rT6MN*n|2
zcKn868*ut4#Y=CR^YeKP{L=eljjzWm*owu_=BMbsC%3oa+YFJfIk3+8fqaEA;d(KL
zEILlCx8u^FK(J{1*bl#|+J;08F|c}a_w@-^LF~y~8HZ7evVoctaw#r>O>#g>_2fr{
z5A~FrMNT6H0TpA8m6YH|@(XgUG@63gZb9zsE`vz<19|CshV=ou$%;w1kq^1)T&J|h
z@PqdclB{ttG1hECC$rTxJ=#PxC1?BYTi0ipJZlgPDP&vQx2(g?NQaaZ+BJj`y<$mJ
zGO=e<EGWJy82kw9?M4-n{_(hrFoB}LBi^dt0DbfXAsn(EUs8#yg6Q4*iG6Rr9{05A
zQdSD=;hBcb=~g#-q<rUzWmQvUo_Enli)Vq2tARXTU_{@?TnCgOe;w$S0*6Lu<wYQo
zZ0a06bh>w%-E$7SlhEJY_VR&%pxk5Nlqg!cppZX!wJ#V*{^}XQi$mc7nP)0`zlg~h
z9WtYp7}e43WWX#93&>OWwiDGJ7CksojTBQ&<8*aV)O(Z%^%0`Ld)zAfDGp>gUagi!
zFEJ2bTpLc$&-{v#%IjWJ9^(_u2W-t6Tf4#(t5R%_lR*G3<>2f1T=i$Lo4i|p)jWO3
zXxWwgi=)#{FK-;g1ho!rDI0kgK2AcBICBvt;A9u}Qg0%4z8A#z&5}L6DrKx|4BO|M
zK~0$7(E3^+0$jywce!Yp;;<ASxDlp$_q*Wj{_Z~QGRC0Ys!t*7;@kF!q%Mdj$wya?
zGpiqG%?@~}q@pz%3A<|ESv&P%3p<HQ#74*JPKRc+f;S#sg;fS5nr(M_qcyCoMLWMg
zLN3O;Ptl&_%lqOCB;^VgSCOsv;2pv-yVsO%tUq9dBTktqw(FAz(@f1wyMZLt>~EE!
z!wlBZHOn8k=SADq>1%TgqQP|c$<O_xhXxa+ti@pxuDnaN(F<w@w(o`RW|UCcpiK(q
z%sc#@sRk(UB7d@`-VC6_P06j&Rl>n>%LG&|-v23LWV*lm@+S(0ts9sz05v(fk=O6q
zhZ>dvTu0J1)}QKeUdjJFHcQt2$7Av@@6dl9o58=1&CTb&(4{!z(4;j6GD{^j=fYhl
zE29wuR&nCrFdzz{yRioIzUt`NQNEJ{;m)&{GaH!c%@?253N9ji5|9m6ISfHDzhPA5
zJ~mAq=Bs`&yEf{WX&c|}tL~-xc7HZ{Q8pkpW4h3KLgc*{^0rxR%L0FXjatc9$ol6#
zxgXjKJw2Nuqh{MT@Vz-vV=v~pd$eTt*NCpU2)uBTl*hdeq(iOQ8=~gUQJ=_mqpd0*
zR1q<n9?$9di7438If~t-j2C&@Js`oKF|&%r$VDLiL}mw^GVIPCGl-oyukMPO9IA4B
zR@m0cL(sd&ZAnJDljh!FA!cN}(vYFHM$y*THKfKaL4%wc%ay$i;oM_ZZMc#_eALAE
ze;m*k>(SQD{8b3L@TO$IPg<?8N9!H-u{zI`Zkub6NV!6Fa_Vb644!N<Em9@*U>tP%
z3JeP=h75Ef>4=0<Sr{w&{gA^ZM-{7~MBF`H*=kIanse>dR?{C75OKCgXq>c3oc88v
zlP#L>Qk$j}6qbycx)M+dI3*D0GOQ(Kyd@pzdw1pf_%N=kN`xiO-SInnW=gY8Y|$OH
ztC{ZSr$__VNpB)vif4AC1b4oSqhLLfb+aCUM`j%Dmm%Y}qbrD)0gt)w7Dk;HMqOap
z(;&yii$Kfd+Lh{LvmZ7iCwY+DYahce#;H<C5JLr7jy`0bMKZ{ysrMCKM_hZhv9<T(
z-H)N+8P$(=4!#mB(>_<B&i~|7bM<hR=3SpYD~o-p+(AZDalu4Y-UMHXy`6X!G<PPU
z<*iLOTE?8@#6x>|2Jrar?g_sCG;TU~Ug+7L3aXU}!ZXF(3b1WR<^AMyH4u{7ms_}`
zz(Ah8^BHfA>ydIg8UF=0kTd8SAN-RW!9L(D;3y%i<yiD$6W!8s=38c8EWrfG=;^Th
z+zS1D`kOe#IY9XXh!H@6lMdsk1puNPbM64r(!tj_5CnH$^MBdx1g7g;==SV-&d*&O
zs6(Xg_;O5h;1Fj&5G#-nvDZVK#<-I0ymKw!{Wy8HcUYckL)<ZKkZz>Z*f7cKEk%D?
zorZ78AT9g!=~rgm>sgyi(c++I{<ejV<?2*l?+L8WIdN$RH+rgSN~P9BJ*jLSgL=Dd
z>b~jZs^W$-zkxsAj`d8-E*mZcyrf;JyfaM>vi-sokFw1+-qD*mV9`FAtiNjFv9JJF
zrV@U*uMuK>U`x1q`kAgfV%!LFe9nKfF`8zmt?!468Ozm12spWn4dI1X)l@q%draWM
z8n#0HTA%NG6=gRoc08$H3HuSC>76_KQ8IbJBhnKmak^5mFE^xQ&O@zR$8XRp=i!9Q
zzO!;s5ql@BBuqc<&a{o~Ro;-6`&6u_P6Ek};h|>1jAJ{AppkWD-#|I81Xo-J9tVTF
z23-)YndOe`-3bnLNS*L5#NiW9F<mO1irj@%6vhp_$?~eXdA)@Lo$(Zh6!f{VgJzFL
zgh8lr?GwG?@rfxl(FkAX7gK3UJ7!hoxt=P*c1q4Ug!A$w@iIHPmZT2O8@3a9z-T(#
z+Bd<RyVsg)T@QsOD5&!E`HEgfB*dQB)HaE|xz5<m@h4X(b~X<W!DN(rEDTdHM&yk-
ztu&b#+l}e%*vGRkHhy8|Q^s329lZ!R3$j`?n5ZTfK2%~;W6*Vq#iQY%<&Y-KR6X3;
zemwiAhJ<5gkGkhZZ4XKMMElUjgGmvGJm;Gh#S5Z2XQ~Hu0#N2eb{>5<W8ws@QxDo|
zXQ@s&oz2w7e&5Cd*jF{0jX2M*2g7<JA5yR3QzUZ~m?>zswQmUV`ZoDh`IZmpwVMP}
ztYZe0VKyNa=FMEA_B>@WF=u$~{U^Onx6e`;1fU3($xU~24j?7#p5z}Q(31`I%K$90
zR}cY0W}+iGmDHE*Ee-*BWi@mt0FnBc?_2+91I-L*bb>}eyIuU(*hXrG9{+8S|6kaV
zOcqD1t!W!MD<q)K7u0DYh?1#(hg@+Ae%VG}R;p-zS%A2eOas{K0!Beh8RS!F{$zJ_
zP|d2!HO9&C)i%KCFFSXXgANI>zdixve*!Hijh_$Ktz<f1i~?v#86or~AOr+x5IX?-
z5vJ5XnT9Q=l&DGVza44+!9e`C-&N*b{PMWyGDzWOniRzUUUFDB-8(y(5L#hliA>Lq
z)k!qJday_|*i^SJf?Dk^ah-wF5&%uNHhl4GT|Ah`kLJIl-0Bc~dNx%PPkNvxs^nkY
z?sAL-Ee<uO;{9G&=dZU|01C%{uQp#(X*3VRe`!q8A0)eY`N6;Q5F5dDmBLdq?w>8j
zF`r<KgMKF?E-Ldr%2(tRb`~Kbb|G#IyxuvRz5lcBAr}@)W-WN&cS$=*C9|bD{ONA`
zYy9TK=R2CdC%PJM{xbLS>j}uAb;S60(*Xuo4O!BQh$Rv|G&4a5q;OkIFIAVFl`{zN
zWxF2$3KmspLBJrX0}R4Ng+E_Xk+5IES!UOh%iF@gVGINxc?E+}wt#iu3Cx$xQGjR-
z@CLZa(kzB4(c>5W07Q2K$n6axL-QpdL9s0-d_QsMBS32M?(9~<(~Y42a#`ACO_%sc
z!-cPw0Tx>d1KHJn6TB7_v%vE1;UUge^*2|(iMg*gZ9-HA7Q;4T@Pr#aYNoUt`RY_g
z?~lum+ts8hutm2<GM~?DUl$y`Lq`mP(3i|83zO^2Mg`u32-{JY@Yg(Z12sIdC=G3G
zbJ1YQGcF#6<NaS+b+z@cn?+3u_LY8orM=33O%xD(eFEtAfU25*_E1d$+WL?FiNO>4
zwJ4y2yjApp@zn`pRA5RdF_{6UL3&`)uR7SUGWE2_nl^y%U?4AddlXEknV*jP{DXrb
z+psxjCm;?(@W0-s{k2{D>*xf{Ew50`hDH)X-zZ4}xlF4}43QEbhha*^qhe*J31?Q;
z+@Ru_*3Mr*k`Po*na!UF!2g`^aN}n}L|qG0C%qrNITWf6dpTzuudIJknpk(h2>1gc
z$^dI{@sc2m6teVIH#6c=Bk%SAt`0rJ>VULe6J6u^QUWRw#(ljVd}3{s{f}xGz@q$<
z7WDt=Pk#HS`0xwB0g?ng0$ux;9mh8%*7ft_Y^N{@HXSM63q}(4pz0Jrz44O7!4=#&
z|BF`tLjy}Ai+1Y0B%71H3(WVA`K%mrXWe|D;n5f?viQI}$~D%q08DYpA_0sxe)b(H
zmXsq|qbJ|*!(Wy^5vll=s11sPjQl^f^q+d_h7k6{?kw8Rrphn~Y+J`s)TwL1?GZJN
zICgwygxQB{#mxP*<2Z@~{e<=moG;`2B!$gs4h3%6&2klDv<KaQGksUz#)wksAgb|M
z-psu`UtjwoC2_y~j}j_M#I#!C!z}U1+U+T(Ew2F$$Ip(Erzc_*k>o^n_@A+E(niW!
zxo7xgk;&(XY{D(?A^3uqnIpmN-$*Q-WluhZRQfxjR^e{>HPR~nzRa(lgREUW*~l%`
zBsD8(Srk=wxBRn6`gxV7bWP$)`dK0kBQ=7F%5)7YEiIOJosBdOH=_@P8yXt=w+>1Z
zX>4ZOK0f&I1*88(GDLA=sea;QHQz6P#jIk<(%4b6I^F%dvtCv))^;aGfXu&Gp#HX~
z=>j`6M$)zeZ=#4u92T2n<BSl@UXBriot4unv&GjL%vE(iV9V7RJHjq;oLpJga%^Z}
z%m)_{1ziRQUh}5yh*vjub_P@KWW3B=W;Wefg|f%lC>ttc6l1+nfeCKR(ielBH<c1;
zDT{N6!|>OP(){@Kn_f4H<>z&L0EwcBnS66KU;Q|v#N3hi45y1LEpT$-*)Xvp9o=VM
z(358l#r-1E@Bw}lnUvSz&)d|5$m>^Ix0ZV6G6u-jC7ElbUB-tWb^)@fUnWYKHjxJm
zko$U{UySKzq<<ft43P;IHX?_CFX2(y-ym-wzDbLw$}a5DhD;i5{<bp-Z>_~y(;7bQ
z-Ufo+-uTZaMHRHGYa@kF?B|KWEFdn7t^NI_^2)UR4S9x}*@-GLRC2w-7aZ{$_?xf8
zRqjUpuGP_a&?&Uwh}Ct*8!T-&8SvcWEA(m5)*26~ib7~w;+dw3;-S{dXN?nVRms^`
z&I1l?Y4{q!?HJo{aNSgKLu76V8__PS_mp}AYeS{9(se;TjmOA0wR%6>VapICt4v_@
z-qt^cnt<*4U(4D5;)q#s-yvN^55JUE^)NE~nf)@St)DuWV&FT{y2r~+^k{g2>f5Ls
z4P94)yZ?&JZN0cR3RWE7<)zcNs{pj;4YAjIjkoR6f?(;$#_WaLX`b{C)#36qQjz{E
zO~SFUbYWvd3+)JA*fZ6q+V!s<;00i;K53ge3t&of%8w2*9r{sCKxh6*n|1#?u77I>
zLlBO}toADrS4xNaPL$8&8!(d3+4^md)*7qN9;s)%Z1v2j9D_kkl=rTx_Z&UsJ?~0m
zUE==av6!rt)J>m?Rhp&P%{&$VoZW>xwc|;T$GxuZfIS&I<~sxul{r0M(kqVyuAP)_
zL}SPar~~-*f5x-_@xKzzS0i15r%<-oM65eK;^M-Xyq;)|!;{(Cs>bnsrPAW38|o&h
z9*wbr5B77tVZHXz82KhtSPyh-SJ_Ue*fHDz7=3$C(cA|-_}B^JjZ@0m{aHh-Iz=vt
z%e2Jr?Y?y8bi~a}su>o{0k2#b3R4-~W}FyA{Rh22?cYdjNoSgVO~KfKuVQ|w>*|g3
zQ%+5VON^_hHC&D%uQ{P~(XX$=a>8(Sfj-dx8FhINz-sB)fW?u}K{a?0rGya9jJkxs
z^LR=<7*JvMO>wQ|fDg+f_bGX%>8WYh{?IJ?TbnnbCOOMncjy}rkggm<e9p6#CWuB5
z={`NDb3T(nC(4sznEA+A!|khk@2ZH%WI{2Ri4Bby<%R8M0h;b=u=V#{M*SSt_uKZq
zl3SQ3DUl8fDr)YL`!cw2WHFtxW4KK=-$Il!cM9$p-6Rlcuz9Vh2qnPpj}Hii4!>}0
z2cx-S6vi4;s-my7pC-6elt=D7_~6z}`}muid-Sed2IsBk6>Q))Vgjwb;y`bD(D}p^
zS@^+ugLNvZ#s{c}Z*;nHydQUAS)aoSjmK;9K4lp1#C~D(>phhEkIfZaZ}kIugk54%
z0<F3`j&f}wT=IBtlrVVz)1>$R@f?k;P|G{bL)ghA623g4Kz`!;Gz9HzlISQ#XPIZc
ztO+FAr%2rqNZF2`&qB6`_A`WOnjN8dIbOQh>S)j8Mz4i_Q@LAyjajmIi&64iF9Z@G
zWC3=@2!veu%`b?_=)YZ;r(uc47&tP7eU^O<xz5Rd+gLRTgDSGU-^X2&e;CNHI$M)F
zB{IliFm8=NmZXjAeAwHW+?&gO6Q<8_z2qJnYs5|cp{V~xUP(Y~{X+<K;tXubnkx&`
zD2<vEinVKCzCCMhp`Jx^$6p#|c%N-ns9Me`2|0-2-ppBFS9>_r#FTCeAyzQHIq&K-
zP~i0(Ez!o5{6b_3_Tuh#%C2)>drX1)RiQ~c_V-(C#NH?Qi(u36i@>k$ydS&Nsyov}
zi2Cy{hL(|SsA5lpTQkq)#!l~5)uxP=<iWvrVw=0|ABtILwMvg*XU^3Rl@%^3Ww+VE
z;ezj(0xK4q-jb#2lZM#S%IsjSniPz~R%^=fOw*7haXBsh46g*&YR(^i&-g(VPMVOn
zm6i{~t;=7mO+)TG12LRQ6N4e2Winz?6<Gv3JlVZKCI2FFN+EGUDsaX&aga!Qkoa|_
zKXy_}i0VlefwZ<KOsVL?ZptuhCQ;K8H$Kp!O`f*zi;PS{wa?{Q?yPKRa1j>)-Q@fR
zz82;zL8tpAI?sJYM!TawZ+prW>|E3-GjQBK8iB=%@t}7%F@SIz^~9BTD*QCYj}?3`
zamYYXH}PvxD<x+Cj^&-^mc!nOYF<LBarTtyxo)2B0gtgP;#RV^o^OQa(q<$V%8DJQ
z&e9mDV_ctcB#Cs6S}~d5(3LyEwn4a3PS2ZPkd93f`Lm_lRNfOYe?zUv+x-RaIN!MG
zJfb?tihr;F!!G?Cydly|hbHF>J+zILAvXL#j>eMxNMsVWbnVTzN78s{mjfYEj;pOB
zqh|<YIJz)W0)!JTg=Q>vd{Uk~t*ed4Q?+R9Axi(OCN0K>HCCq*{um*AKz&dJf+QJN
zd140(DBZXfrlNPdY}KMH-kFbI7{FF$`<p+Rt<$HKGBjXAW9Z=Ci?455{K`yWX4z>o
znLtvnkv)xyctS7Fs2wnOC^Astpl71hxjtTMTfr0XMY%l*;EI?t*lXM+dzIEO2ytI~
z(&oB0RG!47Bf4Z(qdS?oBmx#jYN4+Cky<N$!=GJd$yRHGF%hHxc8>pdbN~O{@4cVY
zR{U~xdUk$-+fJ#>G{(m@#-CNht0amWS>2Yn6G+zT4(z*KDXVnlaDP(F;Sb&e>=9x;
zKrn=+)MvLt2$0J9wz!?vH2CtJu~66N3f2cS#8_V9-P(^hvxsJ?qg=C1)UXBBg_9nQ
zYfBgK^TZ(%)<9enKv89Z&SwqxVU1HUgAYH9AMhy)%4}6shHF=Zjm_LpAjBV4c?vu-
Qgy&zcb-%Y4^S7D*1DPxq<p2Nx

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-93-Diagram.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-93-Diagram.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..d12c0ff2c156a25fa697667b9421068f6516ba60
GIT binary patch
literal 16529
zcmeIZ2UJws+AX*dBuEm;8Oa$X3X+j5k|Y*MKuH3JoGBCm$pQjO&bi1%Ne0Q1a|Q{L
zb1Y)@_S}2kz32Y@`gIuZjqWkJ7@OJ)_Fij!E6#6zbD^eCKY{xy3d#xq8X5qgfj<Ch
z7LWt5F)^_)?_y(NVd3Cl-@_xp$HT?NqkKS2NJ2|RPe)5dL&Lz#%f`US%|t`PF2ce6
z=&_)nAU&I?#1npTUI9V=-<hD{;Nall;!)t^Q}92edC32N`GaZ!h_HdOJ5lIpjKCct
zG;|^~R69Tq*7GjfpC90#AGAB@7<VzTuyO9;f)Bv&19#BS(eGfO-@S{00Y2>q{vW^~
zy8GbaV;M|h%~x2AP9*&AVluIrWGh-pwT2Iv1<ak_<J==7r=X-_VP#|I;1m=R7I`8n
zCihHUK~YIrMf;_WuAaVup@rq^H&)g*wl1!2?jD|A-hm&2f<r!rhQ-Exj!#JZ@--<d
zJ0~|Uzo4+FvZ@+hgZNfk_r0yXqqD2K=f}wC*!aZc)bz~K^2+M3we^k7t;3_^lhd<v
z<i+K0yU+mif0zaS{)b`zVHXi-*BuNDbPTNDcA?$z055bRjJppXV?L14#CqjK%*g)^
zn?yDyv!WG;NkHp>)ZBUa9vQRX63gLl)Bd#V|D0j(|8H6L-wgYgT{8e4IvUt{=tO`N
zaDK_26>v}X4-Okb#$a@eBFpKRddg0(4k@A4$|}Mc6&8%$+nxb|POm&8UxUND9cNWm
z*`6;KYQFxl$^2gZvqC<lgy_$cTt8my)4AcKW3IvQJ5nJvO>8xz4PCKL7zurgZdLEm
z_I1pV#jxqE8o728vN*Mo{S;<$Otp66Q4gsl^)mLd+(F%*+<vD^wuqeZ2K!QL%<%^j
zLZk^A(|n%@PfN{@moZ_bo=hEjRQ`#fCs$ufP=E*Ty$tQI&OT9ao=qp%?wWV$O4{e0
zq+_YTq=nidPZN^yx0VoBnN^b>))h(RLEi|yJRSHO<~<$~O{G`zBpPV{uedPdB*%d2
zkatSPFJFJ8*H#lyP`qqM0Zl=GS4k3Y&LZ8)_-z;8na7#cXNSi}d+X5?Uw<0oYL_=0
zRvAyLVmCCz!_Em$!(85Tja*MPH>IBsW%qwX0lm+D=b>r{S*2A^JvHXj9+t#|%r4AG
zG!9LOlxRgjDH&_v9*3sw9D<PqPy*F_$gC<2LPSgW<-2)*_?AEW!CLBazwlG)&1v(f
z*Iy{+(Bs8*+fANp<k&Ip%HI>Ey{qN1_$_J23xCyw@xZFRQBS*K=*_sjkbVr)W16>S
z!1__4KRwdQh>q|uD521D!XqiZ{TJ!&Hu-Z)AInMDMaBA!ISN>mjppaJ=u^Mi(5i`)
zoFG74q`4i$pU%><U7_m^vs9`{xU;m;v4~1=jcoB8u1nhfekFBX5d}yP-(Hd|N~=sV
zXJsE}qkyzf6ySGHd;<lnXF(Tb-^FTbUJRpv!9Ux9&J}t*EVZ90{owx_e`Sw>?3GK&
zNfTzp34(L;_x${ycoEg<2?!TLVaB~SS#@oWMAJgYyb60uST6e`rJi|vc77Bc4zpHu
z@%Gt{dkNy{EpJLU&mL{oJerZNw+Q`13I@Dp`%q%adbE7D+tb58_vnTsfCB{_gls^M
z*H8eGhz$jhLd*g<#?XRL0JeJw3XpU}0q-6_4_`vR(`SO6l#Bv?K1;vWaTu1SF#Y?B
ziq{V>$*(V(Z!wfnK!@&{^`HvSh5|lF$)bRC5fso8DupbPS|S{3UhfABWmLcAL|A9w
zNg?G<_%4p2*Vu6=AT0a#{te-+?;;Ag!;Au!i=D&%k%!!W<N*$zzcQ&gR`4r8C;t13
z1-}da_m}2!=A|jp|7(ru|5f8(Bxs<;*#7@VW@}1QK>wd+V!xhbQvJWCC<o#&X=j0d
z)Y<f3eXIt>wkZ;@Jx?f`&aCx~Zi(gc4+GYq)k5?HD%meTo7j}d-jwrBhKu8`<Vke6
zZnTb(GQ8)<-q#q!@OUK7U*I`M`r1JTv*MbAsm;+Vr+a5N|HUiWdEYE_Rw#P(_W-fK
zO@ikmNe<R%V_KThxbiF{K=ps`hSeI)MOCf;$$wq%m6LFC`T?;p8Pz0!JqJs$8qky{
z0W_79jE4T&8?YpnUpNZNOW+?oK>-0m4s=rY+79Wjq1MpTD-=*E<dAlf*5bu787=PQ
zvm#;f?BFau&qy)92`8m4#c5-zG`wX&v~F_GjYq(+BC1ViRNreO^2>qGdvCp@yyRu-
z{ZL7vxVE}t{khiTcyvj}7o6}|#5E`V1KSCN2tV@uvL;#H2z@GGM&b83%?8E<Wr#g5
ziFU3!goeOzQ9${O9hr-<D-m->+{x)R=WbqE{^FoGS>hl4JoWZpi7GX&qQ;L`la!NH
z4t@rox7EC;`aV$wAzrVt$m|k7AN1bvwJ1<N7+k*F*+}yC?P)Tr-aUTFq3pnmW8|pq
zY$#pea=(LWG{It7$Z0P%<jNhFdE^@xxp?3tCY)))-Zk~k$hzSeEIx^4@eh5@dW%@D
zZif@{;ifyb<a)OL^9AK~smZ1K2ZT#HzAC)yho(V1zl2RKscZ#t{ncYltq1&W*b!?I
zrxKNfB-S2cZ<8X#a*L-srM*4`+TQqa+Q4^t=XvPtu3RB~eqXBIt*ukcZjb3jdP3W<
z^v1<?tj=~Hb-9^YB#f#Lw8ur3ZO(jq8TazgJ=`H?Kk}L>pOTuXB%BZZ7O9B>e22a-
zPOkdNUQQ&_9#1u%;JQ(HMH4yI>WxKx&nX|<IfcA(dF4Xd#~jln+}-bm)fUQg4JkpU
zcg!T&S0}K*>8z~3`!42j4P6tGhcFx*buEP`jy80*>ay{qc@K>TxsZ2y??*I<Iyx21
zvPQGK|4~TQ;OzCq9O%K1I<fOcgbP9mg%)xp(@BE&ripfmf=P2UF6PuNbelL)KzF3b
zjW4*UWQI9*;Ck*gkkd9~eEHP~*F_)d`<fGcCdLJ}Pg3sowEk8Cf}A6DxQl@;s@bqO
zXF>UG9jr6A6k-hNaGu51k$IawXE7JHehtZ+wn<|+aIFy@hI9)N6Ks6um@<D`*fpdl
zg`Wz$4O*_Zt4Hq0+3lGp$i(w~GZU#0gqnVmkSfz26)byTeL3wmDn#v*7rl?Y$m~yQ
zd#+tMs!4aY#pUV(H`Kd_b5cqupJx2DQ&-o!=4&2o^=yY{U+_5Kr5j#j(SG#q!-l4V
z2I36QWF561-b8_N7!G`qzJh1Y#-(se`xUd2TkD@`@2kzmtFK^!wvSBYSYoIf4p!bs
zxEMV*Wc}j*NbNR=V0?J|`&()cuP^gaU%M#JOAS3oXbJX)n>}&}$;I_J2}ob{Jdq5q
zr_8j)Dza(f7&;A2qkZ}kUK@kPUD1t0A7m1!SzTK#qG2S@@@>FU_d-GJ*oZ#D-gQ<@
zt}WK)F{G;?c})L00L{AG!-}>dtaGgN%`mS}88#%g(pK-@nY6ny;b3&Wpkq1hY2#|5
zKdUnAwAjn_96ncL8&DyN0`#d%pT1n_n87+rKeIY(%%AnJKk{u&T}U_lc}i{LT1K`o
zYZD%7-|(adK>x->8cGo3=XLOd)TfLPV$kCNJIm8O&i=Hr#wNNzeVU((0!n}S_#Z}`
zm3$O8$S~SsQxDXwj@_a0Qe_zM<J66|3VH5<pm(2qI~ujf$8+89<=0?(5N&;Fgt%`*
z)f7szxoX^c^n(A75<hkEk!>@>?1|-Oc$!ycuxqRm0gJpSyWf`3_{mvS!j6f|nYAi+
z>^_=CR7To(C(>}4!q;LM1qeTj=I>&_o4Rm!E9LK0+VhpjE!iW86A5Lx(j4sWsppEj
znOjaRL!xabS%tdVzx`47CfCvR5U;ZHg0WJZcA2&AKt8XyWPu@Oy6p#21M2w_&-;Xw
zc|wvZq<!Y?N5+tsL`pm(=m>9%)D|~d?0&E45BNKpNbeO>{q(k7!3smpv<H6ccFm>!
zW)d7c`spr{``3DzHXe^>7j0{5j+M|}#vHux_T$p!(6VliDYtwT|5_A7?~CbXB`czA
zVe`QzRf==^Nw4Z~$j6{xI`w#Zrc1_FYPAPz2}4B&C7U(W9{!#?5;nOR5(6J6Sffz@
zlS1=ppwxLQtgd53YSnu3wj8>F`Kf>FFPMeXK}tH-Yj4NBe{L?jzJY0tP7Rry8F*b@
z{=vwWAHP-k!oqa_aY_1)!M^&}Vq0<%Uhga=i%7rsh4e7KkR^{AKb4iW+D1pA&@HUj
z*LUCQJ!60sCdWN)ULqY<?x~dZQx?s>B{C+z^<}!TdlOdA=+Nhgly^0~IEX&|_kXy{
zxLZKKb7g@b=>rr-e-O6Oe7r=z4H49|B!44v%~;2Gja0k@fi8AwIEbr=ZsAq(WdD=j
zNeO4c8he2Mc37pGx6g6ME}3|3lPa>mp1`+|ria*v)FD0St##5xvln;S!z;;b?3-1y
z)kn8SY0C)}ZW}Yx563eutSbL#k6w<r`Dx3hX1Gz%lbRu}HTFk0Yp^K!UR^MKq_R=x
zJ9!dqAS;X=$jQwSMC<lE?(A8@rFIJ*Td>uu^wLdeL(Yy}IdesRJIrr4#V@i=V;<%<
zRpu67tcq*8?{iw%#JR3=nE0VV-Z^5%KBq6PhM#Fr7AiGTEy?IP+IH+oc7|&&yRf%>
zB*lx(WZ&1Gt`d~vII&b;F(b2V%&G5sAvyaX`4n?n|7Y_^ejH>pYm6YBWmVOkiT{hL
z?<^KH*VAve3h8<+M3sCYJKyZN-(qy!@6hU#zinELX`dIhg_cLL%I=)AR4H*euIeWa
zVo&oO_>mYC*Z0M!xcst&y3#y`!on-s;!u~fG#nPi8ZPJUE=kJDWB*Z@L8tkr_MbgJ
zzHL38XsB9RNM5QZ3{7K4e5<Jr-kRAZf1v>ITME1TQxr)OjW$q2m(wZIALJ$vBp!X~
z=xKR5=d8CVc*&=FEAQr?kLX{fWyKekP*9VdGw7C9MqKBl1qxm@+P$dsd0AT@##(1q
zj`idi=cFuICkF)tX%}IK3&&$t2Tw;oiJ*ht+Yxt!ZO)`2ekyU7F@B42V0xoJ`-B2L
zT}3SS=B=u`qLs^`qH6Ww{xwsTIF7?Z-t#vmq!$<1rzn7GpD56RE`F(QEq<w9J*tAY
z*v5u7VnV^{_%nu$*F{q!*PJ=0G}pOPrv!U+OS&dv-=^lnXH9wZ-#|}vp9lqXoq@2~
zwE2ojcOUl3Gx}DlTI%u!1x!;R)a9fp-TmoDPHtZ8Yr(6dxO$tcK3nmf7Qn>$vZjqq
z<{_I0T|6k@+V|6w#4RyB@}g^n$v20zXYos>1W;S3)u9{L025jx7R*f&@6a4s^~`R)
zI^l<P&f`J6=9acnLMK^6BVkKJtG2Rx)|VM$CDqnUby%Epsrh5*BXFTIf=!c$@7diT
z?4{YEZ5f|j9Sz}_g|FQHI6FH}I2uUz7W_m;uOX(@UpO^;5p37Zbkt4QBrUu?IT9Y8
zNsya0WjkYGGda;ClnhX@4q(%AroonYa3P})M^9<RICeA9%ynrpXdl_kpn%XFS3-h0
zJN`#$*m0ivUx?YR8h%a~qkxb5aK}5TkT&`^SFSO|U9^2+cdV*h0-#iwk@mQ4R8qma
zhO<f)VG|;vet`*+Yss&`0-oOvU(qGwna+q_>CWAriw;2dvoFSGUhjnGPDAa~-X;!W
z+uV6Fqfg*|++7$9&-05fZLa3=AIP^!>^IK1w0e>m`c@{-(@}Z&q*kyOmm;Gw&K;SU
zIcNgsjmff^A^li2%41Q3z$kyV88<fG{w+-DSr23NGb>L~iqn1>`yzdldKTC!ai!l9
z&AW=z4nRa}WardJ&c^S~AevbRb)HOjZu6+U(9_q5hM?D>#+LUM7qsrBx4e5clluX!
zZ}O7@(-Y?-G{m-n3Fo0(bdawoYt<ik2c`3c#CT0gG?oG0BTa!-Q{xRICHueN30rsL
zcV8dBVnb46So&j(TP!s)&n!Tw*(1m+DIM-dgwmW!872)HRMd|wjgc)gzkjC3{O$W5
z5TITr<fYFajKy%m)F{j~*FGZtFw5G5b@_WAbG!X9ZErbUKwJw9w^4ZHR@H_#!+>r^
zh8y%N(W6e3i*1ILVtV`>O4sk@N#oMXXsf$9+TkQETQ7%t*OvqStnXrYzgpLQ9ec*K
z8_dVtJD2AYJ&-{~@P)^bM=eDGcbW?FamrF@cPt$SK{V7fd{na+cX{S5{+7buJd3I(
zWu)hR6N3Ml0Ar|v-quqsj5jutcth2YX85!Lr+NfeeN{YNAX`|YQ|2bZ5LS~fk>lv|
z7CYEnRN8wyIr&PJ{R2Ypu?*$L$P*1H@k^of`_mgU_?@MDEQlbH$OuX3tEpihTftI8
zG2@tVg4|WUSv(Wv#HPM=`sWkU2lOFQ)$+*Exc+1D`TD5-8yCcrZB?hDg)Kw(uU?t+
z`kht1)X#Ze_{;TZMlZvVYf&1$2tBm0*!(AwpU+75I3iVc8Av<trNs}*{gfhrEQWVi
zuRh?~*WvCUZIoT7g!KsFK7mE{B|hc`es&w(#oAU!)FJ9Ws@n6bQEm*En?Z>bAt5o5
zMV=yZ6OIXIXB{R#@pH$+66iv(VzfJ!?8#^ujaench+c7#c|Jah^-h{1(ZD2&Ucx5_
zDWlPyb{DZ-egSg(Cb07gQNR+_$cxCEm^1d<7J_HuKWX*`L1#t->uCX!UV7XisDJ#U
zfc?F`sNM#GcjaEi{Y&#4xfO{!npov1Ale*LygAoaQyM2impA60U;+h53nBEA6t5$x
zP{0J?4KRdxN}?%!_xJT08OPLSm_R@{y?CLU3#M-6VXC){ix-+>3hpVuD6C@ihv_ff
zDxGQ+aDfGZPO{wUnAeL@lw%3Pe?aXQP{8+oD%R60@-t{U!tv?31<cKr&CLmJWtP(~
z=jLN)LH^ali3I0n(}?}Lp9S^{zT<CSayUqTo^954Oj624#$I%^U^tuIFiE6Pc>Z+`
zkZk&FxG=NOwl*`@Ar4)LY$F^=ZR@U(*R5}^Dwm#2)R--Nf~j|pa9urWYr!m-WBHF2
zE_mylggj1g`<OPy$ANANGLvlaFuaeY1x8p7VJ~npp9WkC=<Mz9a%)J;_h~%5<uGEu
zv9aHS?JXbMuSMw(Dk@<3n}-MLvi9@n)QxfPkO<9>JwhM)u_SZ7^{no_Mw-!Z(_#Ef
z%O2gB$%=KdppH-dECjn@w)YEcWk5t_NpbrHqW<@Aa1__-y4jd}blrh7_iS9w5ZFk}
zI5{%C(7DWnLAxKE-+pU8%G|+qaZ%_QehadKX<XMur<%jft2nPwfRWyX&en>^UrYk=
zlbr3BZhl($j2)$K=H`NwMibn{@1l=QJa=49&Rl=<y#un>#wb{lJ@@`DU~g(OF_T)7
zfcT^+(GZAF6UZ<rlIQ#AAS$K+cUz5)H1);H8hws4%+d=JkpIdE{t8kCWguy#^&e@C
z>N^9COOagd6O4npRZ+{NPd`8UrCw2#B=XMpX~ukqTi)iU*|}%ILNNlV`K2}sdSTFw
zhk4MSTqxl1rPtr{)~H4sMG8o#w`<ys*p#Qf5QtCt!zIFM+lVkkk_@uAmBtj;L8T(@
zvPCFVoUocHnGN^w|0_R%-}zxTXrllbeDEGE9c0R~S|Fx)Hn^FoB>K{V%k|HxJv%II
zPyn7UQ=TB9efIatR=#AK53#L{E_%LYBq(4=?m5W8>4BtL!O_2RGX2fD!8+`@rHl_8
zf|iwE#p#Y_)y5JZ30M;Cb~q?fM9M}16zD^`Sn<p0m)JJx$a~;UtwZ-$&Hl8Mhcwvr
zCGk6>{l7iKq_|w-1kHPVB0K=rIa&itKFRR=2)s70$zDVoK{mNn|C#GGtLaOr5rlv=
z4Y*69fR!uIyDnS2i79sahFN~Chyv(m=x_W{z)mD2KV=9jYQcs|xOurz3!G+>oV7!z
zQv|$25%OFFzo;oMk0go-bq^;$x~YG-Ty^P-^m*->;JjdXUCjNuT&e5%N{aVnt|tii
zgRa#IsIRU>AX$%&WVjSew*&j_rah(PMz19=Nt@EKM^o+}l+QOyD6<uw=Tt`q!UjoA
z@lEvSk>=a#Bd*3|mbDRG9%Kaudx?=hWYC?YCTX_~+rCq&hu`ubn`mu0co_nFUw>5T
z#=Wnw|2blXbl$r8o;X*AZBL=W^i!i}%Had?DGGklY?QEVdOVvXhx!6LvY|?o#oa5p
zeP&@XGpjpA+m5C~gm|MT^>&MaO{|DIy;RrwTKu$i$N8UERCCFS!zY6QdX<|oopHv7
zIf?SG`D$;Jm{$%uyrWWo&Qq(5mX+|plxv#YeLlqW?z5F?8%&tuT?@U+THL&EsKmYh
z@p!0j{mBN}fZ~#N^G{m6V)0SPh`n3C<5FI-Hzmxff{Qadey*OJi7CyNhj3{<#L=I{
zv+7yegziW+awT?QOr1f;UD|^<C02BM+oTnAX&fRPtHawIZvA7^jI+I9N4!8Q<$At%
z(&+aYorL;=?ME%&&oy-*3A{>Xm{_z}OD`8-m!WTcQ2;@Hf!u-0%)o*k*^zDM%=7M-
zUY6@N4lP%@H_;(w)%)Z~_pM&l5kXcw(uPP?A7fTgYNd-vZ&-RjgT(8l?MTe0_h;PN
zzA}d?@+3&KiiZ_0?FUOz9t>okUEzv|FubC(F;q)`p2q&%y>{JOF|gW^>{|XX|Ey2T
zNFJjlM^;ZBKf3WKCeCOq={0<^<;HkVCofKEoQ{jlhWaswD~81rapEzLvJBTn+)eKn
z`2|~KpX%neu-w`xDfXmfJ+C?8`R@g}c*w34qx#^HCz0HTN;|V(>(bO|u~gC$j&2mv
z8=(U6A>So&9E0y~o@*;w<o5qE8ss##IPcI)?Rz26MY^H;Xm)n<K+bj+wi3bpmfBs9
z#$}<_)1Mq^LWr-nbZEt-ul6K$JkNQy1-L)m{nNaz*G|7=*SzMPd&h$h@+atFg?7$b
z@MxxCagNM+Ux^7fYM9u9Pa8`w_Ys3tMDUZDc|E#ulQ(1V<VBpR#-O}H@-x#kp0d4r
z^4x*wY`^T=3EK6FAf6uTRU>R8nV~^Bzs@sV;_AyJY;*Sm1;clF2h}}uly(BhM&!Ae
zV=SU*Xhx{Vj_bo|UD^_EK^#*va`I(XmG2B+Y`gDqH_pw5aTxipIf1Bgwg_LIB{iuf
znZ`;uJPgXp8g?X(^Tu3H)E`!#@?IV0O_076&U5GciOta0y}kSUv3m+Jd1g=W+T)@f
zy^nDkgfO$;T)vJDbbKoWNqCuLVCn`#^x;-}nPUMf0G+j8Bbu9-gbnwp6p`U{>(Z3l
zuIxew<w{ek)&hyc2M*m{dLw_K0U3MJ#rNWl7Ls2{hzwpBQa`%2h1Br7)BGW@Ym!*x
z$@P4E4N?1LuFZ`^mPx33mspH&iAAZquzC^8I!P^cH#hf-K40xO1@qQ{$7$BF!|&Y@
zG3~bAZVAat>6ko0C6Bn1f=Z$or8B?0i**{i8cRwmS-_fTP{%MsE11QdmmoYeqEYxE
z;r!g{u(WcrrA{a}6`sY?)@J_);!#N=!7Qz}1zSEsrLox4PIY3x`fB#dQP@w?RBRqW
z1aBtD4uIaXzcruMKLSVk*=TzbVQ`{q#kl>BYq~hZbnsUPcVD~mLu!2is|p&2(&Sb{
zo!gjYV}o48NcAiSqk@=Q<m8tMsq?d4<664$F}o)6(FWP_<c^rv0daT-N*1x=r)>mY
z1>6mkIr=tw2}E7oq2Acv5)2Gh<F;1U;!oZ>x@0I2WWMW`z!xjptn+J1%$KpS4PtnA
zhcPY%ZC|(GPp|*C=U<}6bgK{v-Nw2Nuyd#ojJ}`}LIEZ8muMOI|Ba~WJ!HEMH%z?o
zX+DCf{97W^fk{do1$=Tt+&F{Kin9sa-59nVFISs?l<1j1w!%RHLgmmY1{AR2How-e
z-%f-KR7FN4t$oc<Et*XxtV-wAc`m$@2G4%A+)OgJ*m`&H-5$)$1DAQ%gA%)O0L$>B
zloOw6f1=PniLV;g2eU(~nFdAInV{ZhWQ#8zeVrhhf6p%Ax6LG1KV;v;YS^_DIWcjb
zu*bVAo){#@Csz^BdZ}A-V7owZI8a>Fm8D!Xy`}Oc7E|LOo?=F3$A)J|T&~DhW>jdl
z|B;~q^8<#Dk9g?3$<HOn_(IWb`*O38-fc$6$mN8wEOOz4UP_3KXhh9ogI+Cdl^%EX
ztUBJce(<PrgrT7=8No56tKH{Q#3S115qN`8uBm}%SNkMFc$c<uu3$(>sVzXV8d0Zn
zl1_ZmuW3Iu)$y9!SuG~WB7&ecCr<NY&S^{#2(H^Yy-N{gb`w3`hl|Qqb{K8WGBj2c
zz+v1((gGd)0K_?d6gF2`l}R(Y5RLX6wNCfIQ3)r#IJHB<4{p0E#sr-_>Z;8ta}u?Q
zmY-C-f39S18yuEaiFELg9qSXxao1FS+%>oVPD-)m6SuAIUP5R?l}6Ws%w4uf@!z8V
zr8e2TT8gxy^&fN^-BcU1KTXH?T-Z0N7|9(gaa?{D|L_kwVUz1qQWGvIqHTI2K|k+f
zRblu0@|+k}c!%%BDh9Q8pLyRIu2l1;$ATd1eA4e52^ab>+m=sN<Nv`kS&N;qBAHj^
z%jJ;;xqji}h$qnY%EN5LXvRzZK^JE^uxs}ClaCH^c|x3J`R2``D~B6ILTyB89r1dR
z5}jH}qVV!f>N4(PsPF>AnBXsXl^x|nrSU)t|5pKB^>pg!VWfLsOci97j0x2bgU*V}
zwre(_59?wV7C1UrgN2>|eCnN9ri6wY^yGq{M~_KUYAWkyEq5Z$XP%;O>Mf5pC@#_3
zY1or}r&U*J{5-fy*?<Td)J#_yc<1Kj&ux8f*b>H(Tm3n=gzb+Yzd@I0BGIQqK1PGl
zFGqx;$+yn^8AtX{nc>MhXP>&>9Ctj3%6Zpnp(iM6UvkShg$O>0ROx!&5IS<nVb2^)
zYQ`VI4`4;;*3a6R5FC<adgO1G71<buhZ;Uf!Fd=*!HnLD2^ZvAd|*d4yI?$p0$$tT
z5Iw7jvs2}YI}fD=PDo^|KU}8jXih*^aeP3;4I*<C0MnQN0r)?YjiI5n*&tN!z5P~p
zR6MSz0M1jE#2Y8mUwXw6bL?4R!0&6_?Za_{URLLI=X(R$vpI6$mJ;^q5f>APS7Vx$
zK+aqn`Vc}3t`-r?af|_EVb6!Gfqu$t@i&!%D1c~s(O_=AJ9fIw@u_sbYm<r6lkP!t
zZz^D_pR%M;4ici?R1UZE`Kq@4Sut4R#}~?8y6@FT64o1chLzJetbuGwum-J@V=TAf
zVi8J+f`I5f1co11POHSB(f&v1<OT{jyB~frsVq%%{x^u}Uf%FGfY}5_6?JmPO3dAr
z`4|+n-@_O%ULN++6w!(3X%7{4XJCzJt;GojuooHT!CqxeNt|W7(84Rt1Y>E?k}4cs
z@W+S-F~XU(*ezd+;t@J2N?TTI#wd9910<R;NdlmE*(&%(o5GD3Q)T@VCpAoAWWdMT
zflYt4Hm)~F|7bVjr#~=yr=N#ao)Qd^YQ`uhNwea!K7P@CS~OV~nU`vRmRvi+F2}iV
z(WxJRwXBqPH;Ek&8^dE$hx^nHU)JY~J#TiBs@2ijOHuZP-~gUs1?%pNJ5eWZBEkSe
z4t@azd4Pvh4Gtk4*M2Ud8NMFzqugqZodBmR&vwC?9nBhSL^-1r!!a?_uv2)#!j{&p
z3?_E?%BqB2$-aJ))OEz=`Jb-x9q4ys(9MvfO2566ewcmxU|ap-U<{1sgDys-<8p)s
zCe}5}MEdbkA*dAK0GUOpCEjW<c#jV*@o4JEiCgv#!0c~%l<azR2qUQQPq<ze6naw1
z_&5VAwWV#OiOXO-kYoUixtQ!<7eGE{=7SM9vDw>NzN2D_qD$y?Agp;i2?cOg8HZbt
zu?cDoOXDbT*sudAfHh1imj|0bK;xjP)~3{GtBHC%8zJH;LN=*n8BtC#*A!f0O-I&P
zGhsO?)O*@AwjjlEk9BJK#Wzi36PMAX=OYnXQ}*ESu7y(B>D37uLJauJX85v$WqVT!
zx5Mt*6J$kb%2S~$QbL#foChJbW7i_ZiVnQ9u4iBYYKse|DpgA;0M}&3_GsICErSm(
zO5CdzTJt1sSpLCwV$UHzKEAPk`=wV(>4FDlm*LhXJFJUsh~u%UyvF+iJJX}Pjo_r=
zyDqx<b1wRUQ<MHe<LvIYdA<(!3LD{=WZGx(p$fWFpFE4x4-yTbgTY|i1ms`aDJsw(
zGFO5xgP!ymSHxTkD1)dQz4aB6y1py5qWJfoS?r+5z#~Me!lc&Qz^U4zeJl94j)7fk
zh5@Tm@a1t|<2;It+Hgy)^}+Br&QJ9;XDZ-Q7u40!m%l`gVClJl#zZM|_0TEqN66a>
zh|<Q?hHNZXKo#AiZwDVFS^Rv6Vc*hsWJ!-wr3Y}fW1mjCElXXHxtU1)8Zo^ACefB|
z=sPBxuq#GZnksJlzacanC`3|XVt%Y-K3NguDzD7|H(1Ylt;$is<k7s&2~{r_F$OE@
zZ})0{x~L;2d}VS>wl49GBel+`iM=cY7<A)O?9IedmSOWqg)7zi$}wLdK^zyyw>*}?
z>rYuCTvuHMZ=}A@R3}m;6c^dz(3N>$O)vXs9?deW+7D`{S^L~Me&ovmTQu2n$3PbE
zk`uf5<SoejB6+f^*s@BaYx;5DP0eSisZbp83%{x8;8TI5EAd@Tq#n4MU?W0>>~6TO
zY}Fpg=Ns{K&A`SkM&q%7!xquC5<+yN=0G<;GSzSGlZml&9Sj&n331+mH#Rj~l7YOu
zr}ku^TU+-wDW>+ysI*FHIKaUDJr?cb=OG=5N$w%bBx9DxLioaOlm;F*h+Kj}lWV4=
z`J2U%G9l5O_RF^eBiJ6VK1bmBjJgeCs1|$v7}Qn$9Mx?vlCVnCr}0aQlU_ACbHEf?
ztYNIODAP2VGqNx<AX-}bD$u8g3yS?S0841t6TMx}yMC*NTpRwgA_hYwkBL4l0%z5t
zfFV$On~rY$)gk(J67G!PvFyWIL_L;Wkf;{+hL;dCm0sxb!EI*bi!nP9z9!<TbK#YD
z<peoqbm}g$vzihEWeg`-*$4w&?DicPy9VuNGvY;3mWN;bAA%u+Y!omh%eQXK;_~+-
z;IhC3(gwSPx6RNq1z6{X9br54@CFniP43@zkJs5q1YFc@&9)-wNyWj@i}PXaiLT6Q
zY9GJnpbW(S&LIgMS=FIQ{@ZhHPu=mv9Z3g&D{*_HXwyw&g7}}5j=nC-o2QMO!lV10
zvtBva)0;nzRMLMG=p(7y_59H%8i)$oDk+#3^GvEZ3`m53=Ag%PpX^y1D%{E?RQl(B
zMrN07uB(j+!C1db(A~a_@JrheAHt;PcxB8Qz4FyT+^z)a^Rgyvx+I&pm9yqqh1)z5
zPcMCwj(B`;-}Oe)G=xea#Vp2ux<HNXODy}(T@7cPEm5JyL#tM?J(x%S)&hmB8ydBt
z5r&&lds|tbx3l6ewT%}$fm(;PhvaR$9=gp#usy+gpJ?6%4%%j4w5#^0_~IhunK3IZ
zp~BF~w#S&Gy{=A_f$z7B=T@;c3l9&B$LO(|m#9a08m@9eNf;{&-3Rnnf4Y^>lX?<s
zU%dz^mCulYCHpWV>PKHE+B`9`6n5&6AWP-DB=l2bmt?c;u_!ZKut{j1HPmUIiGP^x
ztKE*>gZK2E#<mn?-1E_E9yi()EvRiLOKmR-C@^k)@#J*=LT4Y%(_}-naDEX9Q5!O=
z{n(1%z~<YbzA!i4DN$kM80=4C2Yq!YR8wKw!je2=BR@|;)R;mP*wsf~DtVaegPBSw
z7t%#Oxd2AR)kM^zmT4u2RM)&dkbf$bwa7P`*#F>WY@t6ivJDwYR%_sGX=z`#7N=T~
zBtt^l>8KC(%KVBT>&Er&mdch`PeDP1mLl85<m;bT>Gv0`!$m?%ma4~mJ29WUP?$R$
zN?%tCTNC~|*l}Y?e~I;5=JE2Df2G~zJ}BP-3BqA@ZG9V&p=*_KA;o}jj*_e}Q4hke
z?|LW(Y#oU=6B92dgV$?5^pNIWB)HFEwja$|#SJpM=G4e-^KEA)G_f2C*Sh(L1Xo{S
zjl$ThF%qlzh1xRPFaR3Bvu9g<RNQ+e=qw8M=HYu3&>wV;=*Mrj`YaLc?^hI+1csL0
zH!bGMfP9DU1f<Y`yObwSo+2jv?We~WX0iMN9giERi&}p&7F9GgC0c1clM5myo6{hk
z#Rwz+!!J@zv5QH)Zeku5zjHDa6M}!NDgXs`Un)kp?eebuuy>wSAtR6DmfP{TyBdI)
zpTh>Oma`?X8pb4PRPz@U?~j+}Tv`5D=Nz?iA5qktDY8jo_7IDV(6|;UAEo0!H=3X8
zAkslEODtcFo6X~Z?eL5bth67Qb}SWN2>yzg`}n2o%P)X-Kw5l7XieR#1ko~U2YbPu
zd#}dP!6H6QS@BE$`kdt9wcVs6tbZZh$sq@w`+1<`3e99P#KxcD8`6p}#A=x3{l2=7
z^?1Z^d<t`zDlZ{AZkm%a$y>!`(+4)*X$eVdsTQ=s*$lw~j!y+YRZyb6(;!^Z5Q#7!
zDe+Z@(#79Ve(kgBzyIs_%ZZiL0NmF&XJLyc!!H({9p0?`rVR})`$?TG{d*-$(BA($
zJ!y|){!Bm5{9ytGZ@1;QXqqTOjH}z1j?Q{=+HIF*p$>d2(K=P5zpB&tH{D)|y2(vL
z80gzy-abAgT@0}oJgclyt=;FdsMeo9BTN@xKOpV(^pHyjk<!x}t~O#%hY>+1e;6l5
zI#Uq#hrqxA&(idcOXIa%-T?cD{J8eIlxuBhH9`ZBv_>C|OU#}x(1SS79&y<P>NwSr
zS*_T`U5x<*;VQEiL-2)%B@Mw{b*$)8o@-Grr-CW=aeGI}7M>;FoGL5a_lj~SFujp|
z_4a~O8MLeWqj;FcZTlBrI|b6>2aJ%4y0z64IZ>ohn{LsF>5>THJ}h&^=f@MVn>TLM
z+m73Eink9;A8bq}D7M%6y`Nh6@zB7Y)#}kxR|0HG%0150kO=gR%U=_j4`d|cxI_6d
zyBY8bujMU3<)#C2!VX_-rR|)`IEOgr+{LInvi?=~%X?j-5(6A*YzGO&J}cNwZTC{?
zwU0XUW&>t_)hJT-%<*$JN+a@-UwW5$MB!@u6ANo<MEk!|oDbPweI5`qTfGX)@by~8
z98v$cTt0#VDxB7M>Wzt9ht~Hks9mC*k|xG|McoRJJAFe$dA(U`mZO;TT=jf_l?0k-
zm+k6XUq06Kytb_7wq)E!Ee1xa&*4Nhp9nA_2d-CQAEyivT1@Qlt~6J?-y{B#C%t*X
zSTaG{Fq4{BW|P~IBP-ZZ(>t%ot`pgXM*28KcLNNrvY2nu9|_ul3L~i#bckDM4zzo?
z?8Xcv+VLMIk7>$-xL+OsL9F@(8JzF(9Qw;J{@)U^a|-_d#&e9@OWn#$ES~m2;|)qX
zD#Cw9J<v@&{Dcuj*D6gzyQc>B+;?-FML*(ir|+%)0fs#{g1<c_@aNxJJY6DHohPYz
zqd4s=myhi8)SYc7=Ql8JT~7{evB^X)(2i0rKFiiP$Zy9NP_j4N*C-!n{JdNDFiAuv
z<vma=B7Xh43S8k_P=J_KX!B~Zr#Q624GfCh)0{W`W^(>u*<QQTgmbLAUQNYbKzZax
zmtX?&nC)}KC!CGDkCSx{BpdTOgo~XDtuH?`TRFnbdhk*|GErh?BF2^u_#)xC6X<fe
zTSu^Q_}++xUMD3rWoynjJlv5M8Ll+yDr{H$^l6Nnhi8#5d`40SBT5a|mC)UA%nFnZ
zE?>bObZI8O7%d@E>npeDiyu6A?~SHU_h|Uk{@%7+5L_7yz#Gf*AuoU);=r4wF{-IV
zjqp}U$uS4G#;}cdWpS4~NxU)^hOn5fX{4`#Rhg-^`=yLsvC=6;#H8)F2w_hRb?uYf
z>5CAkoJ$AQe8+wm?3&M}C@&HF!`y=L9@^PD8o5NzzJVSh7AbtCR$qQ7o&=9L=W=wj
zbK&o9dEDa0gcX+9ks#(Cw=xCa^-v2tm#?qB60GdSN~#&*=r(`!2Z2*k?9+Yp`E6Zc
z6WW8buSG@;0lmy*KZ@T5B75yS6+v}|lNy?{MS7%rNW};>3Xm(k{6^U+DQpOxVrf1R
z+b_yKDBCVbZwE2`Z=KD39elf6>BQ#K4ipe?T0}K@{f-a19S(XybS(%GLC1?b2GB{;
zTOIF$jm0C3e|iF^PRT+43~<t%ft~`BKNt!%%Da`V@zG@qwMd%T>M{ssOWb+;Y&f5}
zy$w(Ll!pF$_0B#Fj_dXfp2`{-EcbBmLJ(B!F%OGtWmwOvRK|Rg*}@mbW~vE#7%UXU
zOz~1PAbaRu!aw)`4i4)Kj4Uvr0^ZyS<Ddw_r~n9ZhA`Rw%^z1x`o&Uf3^lDnRK8+?
zMKt*ymvMdb8^@~ccQd*Ky~w}$>aG*ye@~xhV2TebM)N;=ejp+&@S>Y(rU`l|rr&!=
z_%gan&oCACwPo~I&{uPvQ)WGnr5ml;R(gW9F-N!Y3GP?s6C<6@DruyWjqIE5go+l!
z-c<Zz=q5IHhmx0EH$raBgiYzM3Y97#MqZg=RenP&HP+*j?29tX656sO4I(au#`-b0
zg~9h$nA24xo_U)n!sI->>@D7&le=_baGdA3x6ns=Dbyb_o*N<|UPYT!etjaG{dZdx
z+aN^O1}AxnWopH~)OEFo3Zc#u2eKjjs=;;iix{psS{vRw{2fmBdhx=U9niTrx*5}x
zj-NKucP;tQ<85BLhX@Ug!9*al?H8}VM;7m=MA=C$F5gzT2rVR&2bR$r!k^~V=u#*h
z5U8(lzzZKw)72(%4emB^+KhPK6<6bF_}I@kJuya8rJ7=onKdfO3`VOR^fzbDKFm08
z(HM5K5a66R%E_mGU(Z@k;_4G34D)`!om3N@gS1`Os2yFzvv3ez5futwAq>^KM0{Tx
zcZH}H8&JKv+t-a0E-7hL_g$xtWSg_GvzSrfa53?)S+RE*U0U_-pA6oc*%FRoK@1q`
za7uY~nX7pu=;6D)#@Hu*cEs=|vaZyJ%28n`uI}0OaNvuqccF?)s`9`;Jo<i;YK=SQ
z?|+Y|>?FhA8ndhb;^SO!IOFKo{VRk&F>h}3ujN>p`rj5{(|;|%siog1sW3C|`K=@V
zkgQjumF^ow0jsq3;B1(@&`HY99zak@<P@G8J_ZBPZm<XnP-fmjsNyg_2eBS}zLMld
z0?da&+=tVRG&Gg*s~?D2Y8PZOFeOl|%f@Ea(G3VFlQ!sXR#L<YoyY_JIy@x$*sEcp
zpK@Y~3wPQWW1o7OOUHcwm|d>HX~<rVXK8T1xWLSlA?mSatKHplMr@{!beSZ0V<(zs
zKKc&h^YzvPk5jY@{&}S2&ye}m?~r-%>DOhPXJYs(bTCS33FV(qF?BOYDrO`|o2&9&
zE;s)u(^2DR!i={ecGLe%{{uGp@Y|nqc~COnX_TfQZ!w2dl&eq8OMDU1XOY19IQ>V>
zMh1b;?fqy%aQ70G+Rp}$a!AsHdw{e5n>s3X^fZt~U~5AGCj{z!!=RI^9s+XlH0fVU
zgF)`Ec?k!klyA`EjzRW-7^FQevDnt^GJng$kg~o~px9#dx}W~w0}^`suID0Y!}`yn
z(*IGE!2htMR*-RgYc&<u?<%N)L00q0;CuP(_fPHFALN01X<=a9{wDGlVJyGa@=f0<
zj!UgDWw4mS#H+pThAlct)2Wu)`Ev}PHp&hf9<(6?RZ{k<Js;xT_oiyCLb{bMUO$?E
z^=DS4?d=%P=nMFDXs0%TORma!7zad^;BxLjja>eAa>BJ(|C+E6(%4YUGIoAk9wqVZ
zm-lg6{EVl%Qgby(fL~4T<V8)a%CGiq2gL#FSdHG2671KUrE1ZXU>gMqg*MT7Hb0N;
zwB~i#v$TGoGuz;X;b#pB$Ihw_95sho4o-LB^EtQ});)b)<MKWt4tFVXntKoEPtVg7
zSp$pcNv_3GY|iO);xknfr<{nU8btCLs~aS8Z14N(9j0XpeeSVy!%)TO`@sE08XK!w
z<)my=(bnSz3c4`wko1xUNJ8UAr23iFXuj&Knp$a4NkFzrYRlzBVzBG$@dovLaTDAz
z?(Ay&<2hU68lsSMEbnvr?-Ay)!-3+nt#y)_Rx9b0^G4HZG~`-=7*Ssy;JHg|CsZ8x
zBis%^@q$Kq64x}GgDsen+$Khj3(sm2i*(O4mp+J=TX1L33zit>tBTc@TMs|Tof_kL
z?%r#|{xC-)n-|N-D(r-s(kkr-C`x?Pw?Vlg_1&qvSg?AwmO~%pm*xJ_fc)=$-~We5
zSP~Qo|JL=?s56#VlO4lR!2K5u9qaP<9kmMMKvzx!OYW~jgldlUFLET<(L({Gm3Hh1
zH1WkZ=d+`<k6lIdFYMmlmu7fR_}mqyTKt61eg?NdS3l)de6UQZCsJ!|EPV%NXy;ik
z$A3{E`IRAh03NBz#ZTj4k_95DN?)}hTQMiPy!mEik?Br4F*uhLe@iYrK*>eXO^Nca
z*O#0jXX>Hg++hMWB2Ry7I-r)w^xOAhR=4QQ;L$5Z_($i;8&bI|HgN2n5RFP5(1NG3
zili!iLGo0FRsdvB7k}$DX4*v!{KGPD;+CP8*qiA{g5Q!1`e{ivaLPvg*0St_F&@ob
zbDEN7d5zniL#Z1K*THKn=q+dTf7Gkstb#z-G^^l0>hT}7^wAID;v0VXU+VE6^^_=)
zi%;Ar`Y#o^iCH%P!;SU{!78K)dcyhVW8rtT`lQhdg~A`CKiC>p#2)x+!+OE8%M}$S
zAzfU&B<k=5YG)f~1fm>qMs*ItiY{h<q2bwCIh#9jjt@GhA~*|LNFNmX5ved|=kk!~
z%KwFL?*1j@`tN*`oEl3?Xg^Q;p(Xp{8=hF<7WO$7W~D2Sacb1pLeg;U0DCjf2k(X_
z$LL>-4<S?r#;Waj428%ar*8gG3bD&PV~UX`-zfESjdY(~g-=Gr5Z3W#5GY<_n<aTx
zg6({_1bP5Yw!@cb_42Q7!rK>5$Sc4h0FntEnrD2(&>@p9uoJ<xk5roavo8HqgBsYe
zKJ?cZQeX#~ABx=E-T5nn+W$WTwErb-Kvem=-T&&i&Jp-UXV2+)B%x^)BuMI=Xa}HP
zYG;?v2!XK82vOeZGidin<_{~n=nCRL+7#1*bl<*idz|0}ZDyjWxJ{Sl5bVF#tMVq6
z#fF!De~`=3{W8ul96b2;uT#u`&2Lm3`%ifM-*EDO+!(TFVC4QYz6P#=f5zGVN8hOF
F{|zC@8|VN4

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-94-B --_ C[_L.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-94-B --_ C[_L.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..fc75b8ba72fe742675395f0f5ae44ce9d7e0c872
GIT binary patch
literal 5608
zcmbW4XEYpMx5h^qU82kgq8q(4YIISCgeW15k`PfQy3s`^1kuCjEu+`y(Sr~~CuZ~(
zM6Xe=|NGu`?^^fMz4tlmoG)juz4mXNwa<CZ?ab{WfI?FZrUt;l0RV9B2H+M0PyrAT
z5D*doi3kY^iHV6w$Ux*|q@-kYRMhuDjP%S*jPwi)ED%917B+r%1_o|P9)4jFC=|-f
zB`qf<Dk~@k75yg(4lyw?87UbpIXSH;D+8<O|5>*k07@bNJsv9_4jTZM5(keG=k^<b
z`L0eN&c6isPvPL=;R6W>iHJ!^?*i&50Ju1Kc)0j@Kp;N;U9|t*J^-H*NX06mL_n?k
zijd6(BpMW-OT?~R-3itk-G_)-x&{-I&^(}}qvzn{;^yInic3gJNz14_R#j8ifNAO*
zJU29YVQgac+WL)+t)0D_JJQ3`%iAX;G%P&gePmQZVp4L-r_?l5UVcI0XLM0<NlopS
zy84F3rsl5hZ#}(z-}?u~#wRAHre}W5E-kODuB~tU-rPDkJUTu(Jv;w<@edac0Po*e
zck92w{s$N39TzS>J{~^dKU_Gto_7<E5+BGaLO`XYOZdu#noTr_2&5dJTir>_E~d8+
zwsajOp@Be`I1c_n`xn{&4lMZpMfP7{|IIZEAj8ACJ3Kr}fCAv`!VcP-#FpYgl3&b)
zn|FysUtM+I0s??E{=mWJ#MRMkpWz84hEbvy(Nw|CLzU811({~e_tUMLIC)-+`i_A_
z5c4ED|7^#tiy<Cz<EW0_9uHY_mBZs2OUfXdbP2G#1t<vL0v0Sk)?-9S8YmLH@Vv^J
zj4MTV1%}pIGt3=^zCB~vI&9Rv7|&^pS{8wb7Q7FLq!m_3b_<}0x9FsgcQ@=3B&NGz
zHJO!6CJ3=~e&25MQHu745{7WiR?%rSMBR)%3~fl+rCkqbdZ>XXIf4`q@?XJ2_p_VM
z(C#FxISj^d&%+#YgRSBd9vzo0Fxa7=p$2@BxV!T_f~?Nc14%cbBaHW^>{fzlQtb4k
zCag0tfcttnniaEk!Ek|Y3k=c2g3s2oI@3}WM&FDM&O<uYe{{w!j|{O8?goA>zH;S_
zZNX<>Jho`kW^0h;-d^W|KAM4LPWWU-R}?euw6t7L8XF`YZ=kA%DYaUFy8V#j3Qzs<
za*M8~Y+dm`7^~dlK?HgrCZZCW*(B6n(3iT*tKt(WO2|uRXT|yM{eF;>N5oX0WetB3
z9fN3m+<+^&93uMM+jX<R)V8+2ZAB}!118O%-4#H=S8EQ`H>6@z1x0rnBsc?E!@z_X
zfm^`Fve4xpJ^%WJ8{eK=fPWN!pXCsT_sW%S42S#8fK}c5TY$waU}o9{QG~&o^oXQD
zL|GgP`{?L;^gk#rk2(f>6_KwsG9Mf~xIX1$@1-x8)d}6(a|pNA=umz{rTB9xV?wz4
z^K5d0rls!>_js2iI|ItBj5jHWZMYZ8t|B*<WAXbTP<MOC+P2v&+5}jc3341$E{D_r
zjDLm0AeV_ReA<!`pZz4J1=!*RSzkCZ$<|-zgtORWsZvo+bE2(S6+fL0TI>STwD-`^
zjkdbT0hlL=f^s<v{yT7|S-P3d(sf-*GS!cwelkmHl9#2pqHZ%JzsrxIRilFDe;{WG
zea&{7hcCDpY&Nw`Oeq`4ugeB01#>-bw!RZ91d7|pc~{);@G+HqN4mdrDQvtLt?_#I
zm)<>{6|?xp`W9oB@GS`sJq1q|i0`=lEb&|31vt!Qm19CcnC@^&5q`LBxIKI#Ankw*
zxHsE7t}5O-wceJd{I@hC>HBt8#&n)X0qz*JsycfK&l^?)SC}l0GVRq^V$bsjQ`tu+
z_ph%&{U`8;UXbM7rI`?}4Unj50=6OB$KM+q(ZiYED_9%Y{3KMBxx`200(HV#WSop|
zrt<R|3QBCslsVoq>q*&+)%KYT*dbMR7JPXNXb-OTb1A{v-rS#X+EL$I4*jDr2SI*D
z(4>$2@>d&{exhfNDGLey{EX;IOdnFp#l7@tQd`x^PUd;241@=w+jbuQ_jRYB#&)7X
z*~XXslt?E8L*8a#qwV6ezx;#W!nm?c2x2P|IjcAhKvQQrHZGRcbE!{8a<cij8P#^a
zGItf3oDVNQ#l^sz#vap%#y5oxpDJpLs*Nr%X9C<0=HWxKajGuVL$tsZBVZD<?kw7(
z0udOz1rLa%|57i3kZH>#3*DQMKRU`_LYOntVX$^6(|vfNOL0I+(1N3|=&!dPfYaPk
zqAfeb$B8Qk&NQ?sw(Zlp7D7~&UrXU^7*vcIa`=tPJT1hp3@EJ6+T@&6OY}l^um*LU
zTyvA6zUZprk!VK2R${6S*|JYlNt|XEZvk1O0SlIawOm}daZHH#gOBgqdS0hYC4|VL
zIg&PP!Np70uH-tJQ8vjm&m_JR<HhR^S6cq1j~Qy_Wv)}Y1;{Pm0@}jlIE)`~4|Gd?
zmqrgpRx|cY&<vP+uSBZT#dm$2N^K6yuh84Y6^o7py866Dn;r~*5u)}panX1g8S!I)
zKp=JlH8lYxH5T_JR~C+!1$HWRI2*)feVKo+*3&v@r0YF(qz<(S9Bq8{H!2;1I&vc3
zuCZ;Sq;AWiA98vfQ%JQV+q5bueYKsJb<P#bUN4bA7n9~yaI_ySy;vb7y@zsABh*zA
z@4=k!+Cc+$V8<ckCD;$1oGTEjPFI3?HH~s(KaE5C2AOx+)~8Jlmd0G1PlG&dNTj4?
z^)%r5rt|O**|pvW*E!Me8)Cls%S>S2ub>w9gg&SDHj`sb+yuUzI-1ZC=|vE-WH2Qo
z^bXi8&h>7VwTSQks!(nHri*ppRS{yX{t5BO<;%S;WwbKK^f?R6FLR_8TSqsNDee;Z
z=waqMJqpWr+0#@UI3>w&7}ddjTgs9L?P04#1lx8$WiuSKueX@*Sp>ZPwSClWI}V=Y
z&;@zX4u&HCNN<d#V;vZ;!4U=Lkw^ixJ)Hy`^2sVSYh%e`!{K|*a^#NBSjAKc%SB=M
z_Qq+?)%COiIfOQ#G;z~~*^hs{LvAj?o#&Xoox<-I9;qPgOPbWf5~7_w6TN)inzbn5
za&u7r5T_5z+cPxDz8qek$>$iaF)gt<_;*a9y0k(>p|5s!h4B^*#T?`yC)pF|K?km2
zCzTO0d$NB%fSii$%`|Ljt*?1DZS)LN>P&Bp8yrAy@HN<onBhQ-DNu^D>3$S0>k>i2
zb3GcbVU1zw3LAGMXI7u_y?h&J9`_!L_x;DlI9&UsvRNlx=i%a$+Mk#sR&aL&^WxWI
zgsFs;9Qv?^NjJim3{j4Mo*4G7n*5F7UPy3$_(q00_WE~&V!Qr32hD-m=i$B>ufl-l
z1WoYA5o&$ef$B86$!BD{0zrSL>6RN=6MM730#p*4Z&r(>m-uR2=qz}G<J3ufqm0Iu
zCamk$T36My5UJ>oQUcWBfD0E5B<bU3nsQGPEM+`p96?`&7-~tD;YW^r%<EeKM@25-
zY#!~Bna;2R!^S>(22++zO?7J9nc~aV&HhNyl0bp~25Mo@60_+xqRv$=lPWXbqK{+8
z6Md;<>BWE=`0(vQb{wL+@NIaNH_#{XNzr&x8`#YP`liHuOQPA24bhas{lkH5Zb-?d
z(yrmiTcW|GpUbRt8ib4HQBM;fm$#EH!&Fk(rRb*$3a-Q|ia!6yR`zR)W;T=wSysyL
z-Me;@<CrnFj!-tXi6t6L)QHd78tlM1N0p%3GP%`0>ee}LkQgE#)s8camgMypn(-CA
zv~nc+zG-ezFh8TTAJzNlgEX7>P72ZPEDM-1kfbMq9Y5Ai09GGS$@6{K4v`7RlvBgT
zc4TY)`HIvs3y8knD>%~aTkceda6)SN>WFHIZu1j7aYe^HWF8B4bpN%Shg#<Inl&!e
zSTWan1Rz{Sq}3cmC$@b&Er(*%OL1A`9hcE|Zz+Rj=tEvir|XR%J-$@K%2|veKPQ+q
zy_D`++^8()%Hv^ttKTP!favk%la=z|3!e}a4!OL0IHg({{#6>SM3i;7+{38<t^>r~
z&qYu^f8JSER>$R_fSk`LIf6&FhaTVc>6*b*J$N`T$%xkv?%L3dEVX-)_$;z8gnA=K
z&(rU#|B{IhO~ZAS6J^dJXI*MHn-f-4hQe7UnjZea$});O$68MPNyFq@j+z$b)5AbU
z6$%~cE$Irk8*p~mohj+nxxBdrteE+OT}q|=1bg-KwFBszdd&QU_y44f3ABEV8&o3Z
z%Gj{Gpf)}Iw4Y@#p<-_&(r;U^M$J-nJmizRsaT%-p`56(*wI=RObo?pYxs%nw_lyN
zU*B2SgJOpp#&gH1b-wp+Gp!@LbC0l#A@TFg*~^7x*L7O(G!(x$Xg9Col^0sAW$KtT
zMrO*^$~zFah98JS*f3V|G#^oG{KDA3q*Gvto0B)DY0@Q5Y}-r~oZKL>v+CT?25f1m
zZE8S#Q1^BW>%x8y{m~skqJyUG*fH5IuwTCDGHR?%;AZt&!<IKSSfL#!M@O|6T}Hel
z*85<SW#vNbR$gO7ev6u2(J)?-U0C6SpHRvCIUN+#R09iEi(xh73w!Cs9OePi1IN1h
zGaI#zTa8x;I<VJ^ykEC{-Vg`a%mVV8Gp8Y?Xf*y<Xx0a+I^jg8C`<j6bzg4g<=%G5
z$gB+8`*I7Q#oAAa8mm~jP{hKK%ET=DSeLB!Or*VtmMSAZqa&DMlz$&a9i3ln$kZ2=
z5CvFkU$XG>{CF&R=OljKK$#=vnG_D!Zvkh2Zvnl{DBh;j-Jik%Vbg`NbIMpjFCe_o
zJ?=_w#E@tTZs?60ILP5lyf@$6%+u7rD=Bd%9dK@R!!)d#e)kDDy9LnCHC2W0c4_g%
z$x?Bp4EXcTf$!^@ZU`Kk=?!<-^~+`U6j;4gTcd3>?^p?mO)ERzH#jvX{W`+$C~!8%
zUox(lz3|i2=S_<YH)V2;-L%Y`NQ5;Kq6Z_vpQB)*kgt=^cW{$S@39}{k1cfLhTI>h
z)K!^wHeuKc{qk^#usfw$^-ukH870w~8hU+&P`Z@8>q50z+x=Q*xOds$_0dj_2G#~k
zHZ=s2^z<NPc3I-Pyp$8|y||F9uTJI=#U0`gyQlWzVg<F`(a|FS@&=@qoJ|SaOSqYs
z7Tdm2j?GzNiDptY&I^KOZP48UNNT$Rj+VG?@L@O5sdM9{r_sRZ!1&Hfm5g_FvnZ9Z
z5TRE(e|48>6iD|T_EcJV5RY3v8f=x!{f%?7)8m=H<P;`y3t*xOSbUtlVrILi?@^HO
zSifs5Jd(lHPiVi)m9IQBJ!v(d05*M8fx6TV(XGlFSQk$q9?37>CF+6arG0%xd&Rx+
zYP3$v7Y`lzXICKELv5N!D`+oPs_fDNSJgV#*jPpM`t$JWoT>!Y`UlP5>It`xT`jz7
zziq7r?ipUf;^tuG_Md2$cFN7UL%m5v@4>j*rOKE|H$S~&J@-e?JZyPoIdkM!^(2)%
z!v_7zJgS2_7>BS38lRU3R3(uE^bi?Jr^-qeVZ5Sl0lHBLC16h;T%FEvU}u<EAx3Zf
zirfWJXeaVRuI$sS6*cuAPDy+)YtSiYOB6R<KjIzT1k#L2OJlt{SUpAZktHiYKTBlz
zDUu?;%oc+Ade7tdir0h(Ye>SK7dM!x-`(s{Ei>dz>}fDV<SHz4Du1GWL*YQ0eXO=|
zgK9sYhN<fC@}*^YD|DxS%ADnEv{HWeyqkff8hs^qSaG)SgZvxBwX{j6L38(ak%49A
z59H^`Sf_t7-1tAdyQ&n<r|Q!S;dT<e^Fw4VG(y2WO$ru;=6PRg#9D+azVIX(JHVfy
zq$*x3CPH$O;_ij6v^N&_X8S^K0k$m(1PS77kZ6jWtc~`D6_W{l%C7qa_A6Z$GYfBP
zj^xMQ97)sz_~Fduh^M(*Ld#y_E^<|rv#BJnnz%BqMG=JsAURLGP$%Hl&=L$9Q1^?N
ze$(a%w+(RbA#)+3duba({$@q5I%`G_Yb$7#414$~=0~iL&xMheDvniJy3)kLw<(#N
z=6c(mJlkJp+UpR8EU7)??EMJ)g&9;&P)p5Rfahu85`6V<P~WE65C`egkioTGKe=L^
z3ftLWQ<KoDuoY|GU#=ZwA?JoZUSbB9<bUq_zm*^LKW#0d<s-k0l61YVx%+5r<WX(n
zxSxRUt7U0%srA}$o_Hz^mgu6c-45on=}j|h&@)z%A%h8bjKARk{851rem<fI^4dmD
z)if{cbC;bQU0-(iy9ab^{kMR<%j|7a&sbSff=qDPEMxSl7&xAy_Hv`u=hD6Cr%rD(
zkL6aEZ@t^|PTgXHa;uFG3Zz>{^WD^TpESxA#h_0BjDIWPI^pJYGcA9xRkU0`T@wFJ
zn*ff%ESo0NeFjCx<0F0KfrZ*K+golZryzGm_Ghsd!;@pnqMFrd7&?4+E=J;l19U{C
zA1seie$3a)Q>GR=prevCIW}tQnwZ$~C?5>AO)k$#6Nu-0eT2KiDNnd$YMKRXZyYn3
z^-bq&dBEq~@XmN1V=7D*K;~k$1G0c8kM(gBox8ngopeWxdcM)lGE4W7Fs+w+MD~1Q
z9EqM>ZEb3-ww<~!NEH7Nrxh+fqN_m@!6+HBC-kLUhP1TNs--$rW(e?-WHH>_UrF5Q
zhVoj;&y1!d(d5I6ovR=^!-eRRpPHLR`GZXPifoy8uP}k^tBK;@YUHm}7Ki9b-*3eJ
z3XQL_mPa5NE~b@Kfn5bl`z;`G0k&zwh8Kb>LiF{Ec$7bvPD)akXvU6z<hmj7AUR;{
zYpc!+)NEc*Ngc?W+CxO>D^H=l<Wo1Kqq!l#X7JVcZ~OIsdc$y?RO3`VbB14sYuo5|
z-s0AT%bKePkG;e=cIGL0i&~9Fp;8<J*)?BMNaur?{nc}m-Cb;R7kjMj#0q;Z%VpFq
zcTVUZm#0f+u84AZc)9ZMGO5N@dyVYlZ*%fadRWgD6wCg*LIm3W^x3@0`^pbB#mcxT
z497di6;o08CsKX;pG!8nL+6ZbV3t1*CHLgjv=#PB1h1F_t|N+npFZ$7FfmU-+US{!
z&MEH1D(IVKg5(rep?k#UcKfzR96e3#<2zxc65}<G@t92<_Cf`BcaYxlqi@B@VTO|a
zXiK(ZyjBmWep>@L_UV;miF|pU`E}l)U?$$T?YcJCPBr!GL*9)Dcda?jGXvC?EkvvT
aYL$`z=!Hk9p!u7-K(a_z6@+v9>puYRRFowE

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-95-C --_ D[_O.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-95-C --_ D[_O.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..8046b940744b2cf897ee1e25dc7687932f121b6f
GIT binary patch
literal 9601
zcmbVy2UJwcw(TZo5NRaSK!eaEB?rlpQxhZy2_iWP2naSoK#79noSTf~ERqEYk~5Ms
zN=^d(+H>wb|J?iEd;h<;d#tX}qxPs>bFEc#&8pqVY2*@cM_FD;9za6_05sGGK+XY=
z0bFcs9BeFH92^`xJY0N25D_5(0U_00G7=CSHJF}`nwFM<nVXe?i4#Ig%O(Wne8|Jk
z&ktr55f|na<L2Y%{XGa89v&Vc0U;$35hX7pEhF#$_(FaLNO93<(Fifnm;iKAGz?NS
zWETKN%@Yglj|=$6g@%rSiG_`Wi-%8ux}o+CfR2WNfsToRg@uWUy4w%c4`7mF-DTvF
z#wOD=$6;~>@dm_X<3eOA+sU;?4w(5Y+ye3N?@>@vQM24<WrMQw3kV7ci-<m!m6KOc
zR8rP{qNA&)Z(wNo%<8$djji1acMs2(Ufw=IZ-PTY-@Xfr{SX(QkeHO5l9QX4Uw|kq
zDz2)osjaJTXl&}}?CS36{nFPzIyOErIW;{qyS%cxw!X2swY_tAbbNApc7Abr^&1x&
zfbl0R)c2pj{tXu?3Ku#iCI%+XZ(L~TFHwd;iiyR@gMC+86UW?@jEOe@7bFvtUD=KY
z;nO-Gw{RQ5zsJnK%yRe}+8@aN|9}PluaNx(?Em1J1yIpL1rLK1kOa=J*mC^wf1B#)
z7))6Y9qP0kJi_c!zKP#DsAvo*F`!L0f{EtS?Yl&W@*(%4W-V<2aS%ysbWyj-p+|Se
z)+VgVFEO$AOK|AHX3;g<%g2W4=&G>{Ueml8k1^ic#x6c4$Wda-ZR`m2NjY|Y;}hQ{
z=o1<ufb+a%)Y_)qGPW;+$a9gYilT{VcCGXsRjeSLPGU^Zg?2*NR#I~_pP8U-6^s_z
zr10dat}uDbvWdp71a;-77l~d6n>Sg?nd8){UH87tZ|N0@@$?7cFq%kH&HCB+pifZb
zG>5o<CoE!$UXdr1R5mEjs?!+jkAVt*{iu0073YPUiR+bLgX5sT^YNy5SUk;d9h`Js
zlu4y<79EQCkjd1)!uI+0I0LpN#~rqy9M)X98#54FzO`WD_he1GUQd9#y5PcDeXMMf
z<?bSHue0+Vj91{}wDG=`w@g!9Cy_GP)y+-vuUv*G6|s5I=q_n>1j^qO>=(5Rkt+!U
zF9m3YH0GambGiX8$`2i0>ja9yuyczRx0^hQKH0+()<W@%yR4mH+WW@69cEb<?>U(m
z1Vnf!S8e)M@=aG?(I*hwu!8(2JsXP)!t-HpW<J$QZr_HuYH$_^Ew?H1T2Fu^oRPXU
zD&5bXD{tyBv3{{V$n05AR4BRb&t4AO6_s>?U)<i@*>%5^_gr2UC|-+d?{G)#s%9$^
z1!Q2WvAuRRbzV`k8`BwW5icHgESl?NnRV3P;Nfj_Y;c`_jyPm}C&2NPev4YXHn+y@
z@&jFU@UhDqvs>@Y(b&n)CvDk_UteN!mT-<_JAwGnQr=7058QI@QJV&Pa5a_g7Am9x
z1L6VX6GCB@^;4xa;a`;)5>5@W+&+i&7Vf>Snao<q{Ib>gJaS?%lhP30p~CIYwIS3;
zkpd#7d`8k)#u6P-CP4MGj4LboXQ_UE7iG^7U)sqUHBRN2^*8O8$D@sfEiZD~g4Yi*
z)cb5npSg5y5F)T#cVpC%z?(A0jP?f(R&`M~b<z-FGb1d2;Vl;uLrnM7?N4?gvx>t7
z_QNMgfNZBe^R9>5Lwz!$Jkn@R^_FLq^RIKk@dgvjb>S;fQ6IRr8WN~5jkqP<K0{gE
zd`707JzqX5<k~kL^J>C#s>OBRRdR+`hh9CFpT>tb@r@t&=+?y)b64iK!)di;s?lZL
z3MOe+-`i|)r0{FXVf?WO%@HF?0o`7LkOI35hA~<&kJDg3TD!Y15(s8aNC|0N`7U^_
zKJMVKpEKtysv4fa{6mt1ECOraMC{6{W%i9;C-lV~j#hO7=$@YftiPOFP1{fED14ZB
z*N38OT40burLDClL6ZG+(W~$ELtM_!X|AThrKUHTory2qdPYbwd?O<Q<$=}3+DPr@
zv8*<mPu~cb9UBxf@Xk+*;6wqwdb}-Uh)>DOGz8wD(p18TPr*s`rzM8h^-6ieM73|u
zW7WvA^p(+h5x=^08vsI2`nVmpaU}zK?+Pz#%}HOb{9#*%v!=y#ras)5L`XHdG=x$z
zU-u#?Yv(F7&~oHtf!F>k!ac!&bVSe7?Ynotu4%Fyfi%MU#jr;k@s8*~3U)Pl-pBdv
zSnSxL=O#l9?d_NmH)<+{UQXv-uLVbH-|a8<&#CA=dS>+iA}D;RM7cEeN{*tgLzsx5
z^C~o0V9-s!jJdUD-1?X7b3u(SUBF{($XJ~nNob0CV@{;sgOj>Iqwr*IM$Z_038l|V
zAHFwK$mhHfDvDg5sr5b?<}<1dn>}bI;TD`1j7po3q?*}%IZG8Po7$h&a4c9i1-+Jr
zS%z)fWRY-9T=Nw^czZ2bx_u=+@Xl<HRX(0@h)Qut#WLb}&@`l1?`c@IJyFgA0Zx^Q
zE7a@4A=Yal?S<((Ib7Itm$o}63o2T5V~k_&GvyH!F{-ylOu;&4utoE2&5I!E@y)}G
zpcMim-GoQNc~Sb0*<1`<NLcCoc0c6=XNl`X3m^W7FW;F}kH-3x&b8hpWG^;I#uTgp
z1M?Akle50%zp*&)m7p7UJb9H^TZ1{Uyh`(uIEiacY$|(1<{R~OsrLZ2Q+ejSa*u?O
zA96v{H|f^j>4nfq)Mk3=<0*n`2CdZ(!C@8LH7a>wH=T2J7k$3mJe{tliE`j|^HvyD
z)d78NiLdxL|D$HTvGUo|AKAQ3@y?4B!2bPaHh1p|xd^=!k6nRgj*!L%-ADs@-iJ!V
zth9Qza*x7#Gm(Iqy(m1|!_Rb-l-ckNX`UN4<-0@?PGaHBI@_!DkP^u*NBmnN?iC{r
z#RZmh(}%qM3NkaR67h>8a%VIX)q&sK#T7aXhpG-|`rx*O1FR8U{Zu3(y7LMZcDwr$
zqmJ+AnR=mpY@xxM0hc;EQ1_21sFfEG4APXsGWW_fPLvvz+Y{6_6-s$)9;_ll_?Z@M
zs?6!E9NrZ>d#S5?ZZE9lq=Co8fXNU@a919SG3OENt_pX|%i;ywse8JW_qRsfIUt8a
zPfqq#=^2~rZU<7XgzwI2n8m~mY1Fe5du<#4$l-nfUuGRG&EuQqDpsPxaZ$iwk^VVa
zFcD@qYaQ(9NM&l(5TXQf)70_)vi}68U34gSI+VIBZgD$NXFO*x$f^2-mN%PW>2ysu
zGA&Xd@2&{pFm<Ky4>^mAd6EmM78ym!BjScDBv4{kpEvh3zc%;l>*za?N)b}n@{7rX
z_xUVAnsUJZ#>heM6?h#J_&rXnFkjblF=pX1)&$NdcM`gmxXCb3<vil>%KHu?g}}Wv
zFfPY0@<C|BUTc=0=^2s0N5|gVaJ#9o-fNY8_-+`S(Lh2J3B+J@NuCikAb}A_!z=i8
z(0<$RE~$GqIbi_X|H^V=<-+dA%8);~tF*_4Zph0KJLdcJ>?@Jotr47^PC{PJ_-M)J
z#;XXs?UfCG(a-MsnOce`YGIEd5Bt|*rB`SDIWKl^Wl8QJfoZ{2Bp_F7zl{WrNa~P4
zIrKW%(rYPb>2IA5fA0hga>Cev|A`eM;u#|PAi;7}%;U9&XV2>E67=4!KQZaPgAV(q
zfemV!Z1ii`YLcN0B@o}ew7Xqa7>w@73Dr3CtD+d^Plb-Z2p73^zJ`<MJFgHB3^JL>
z40erl1t)`iJ2A59BCRXlp0zkVaB#x-__VqU35c$(MnC<c;XgNaO6frZ7vx&nB#g>8
zAj!r_DJf$a80n^Up~~V)o-lc`Pxr|}SbSFrBGny_p0FD*na76PPIdL|^HG_E=j2HR
z)r?VlsO^mZT?jp~3m|rKrCX5KSGv7OQB@uDEJb7`R#poyf}zt110k^3YmX_Lv>b`I
z7O%mlTz8N?U&)lIkwwi-rwXPyTzWtXpB7z>{`GvqUa9tzioL=IO<M?Q5u3SYOnrgR
z1e`YdBFpzNiWTOfZ|+T0AR=tf+D`i<-{+4LJkgYU_(#?Jr-c1~w1gA(Go!PUO8LLS
z8YNCGig(b-tRBpg`96B>fg$!9gx1qr&_b%<o^Z7N(h+JdnpX0|Lgve-v{iAt+k_O8
zgu)WPTm$``*t_@KgJlN%bSkf&q`*S>CmKv-h?LKcIDbY#on{rkoppTZkyPF)2*k^s
z6SFxC%1k08)bLNd)ZR(Y->;p9SAStvoU^q8bNfa6)KO}nk6J`_M1)D1d9A^_F;>98
zaE#$wb!Co{x6)_dPrD`GmuAv|FS5jbyI}WE7a)Nz5_7i=h$GPFYB`Vw+J9r{WMM+O
z3SrKOF|kJ;-VRbJ4Eah_v>(Bf4KR|6IiqobT@Hhdx80lp`kZFZ{Osar^q_LJFUG4?
zlvK17HRV9SZ;P7*PJebwgaMlszAWb6kU_$FPqMbf*in-=x0s|?IyPdY_EbnfW&Bi4
zTIp9JUtsR-C3;=0%3L_3)4^<OM@_&p(jpeU#?J_&r*p=Qk<92izea=z+cag+ZOoz;
zS;E*RNaX<x^uk@CDP5P2y7x7)gS_1>+{=`#G;hBw=^_k!raa`vv=;8y$L#+Ae@(FR
z3naZ+d8N@#<+;e*Tx;Sft}eWA^0~aKD_>X6Vae=6P;Z3~{A~U7?P&RfwScly3jK~e
zD^-X23K5a(66`0A>T_L9@(GbIEX)j;8nuj*`C?O>Dpv~HyiVsH5a}BVduL@pS>@Kc
z?wHs6ynq$U?6{i>qsR)U>+x-NJ@|^N#1e)C-uu<xxWd*rXnMg%j9x*KC&ZbO=X(=n
z>_a~u*^7X+Gh|7Ncxr6WXnb56i>OeM(*CcxAvQ>g@|Hs%+$pr{rWpQp({@vY^2XKp
zJh+9*il{XN!J&5c88eAca5K#{TDfgi#L#Aszv0sUYcTPrLJ`USCL2pq*_aCaEVe8B
zlA5sA7#1!TE+xjlB?dP5-SPx$RWN_adgX^fnoSp6ouBQy1_>F&V~$QKKYn<7aA})!
za2{DD-n3^XR9w_yCaS&LtWDUNgklU5%7$3c_23SPu2gZhs93K!>JEw1PcB^&8`{5v
zuvM1h&izn=gxy<mHzar}kw$%cFGQ`2(`h-0Z9A41uS_O81Q+wwm;!pH6cKKg85>wy
zkrcFsYG8TY_i-dw-{biEK90WnGw=QWnfLL}{+)+y|Hi|BVNMv-|DOr^?`>S9iYAO*
znoM~UKTJQ<PBc_IN%{t{y73|;92Sc2N7n#38uT#J<5?<9G2$qb*N{#8Kq09<F>aAo
zPg{R4j4hAhZzPTZ>7ouEj7$mV0UG1$dd_i3vrp~TYc>wKdP=OkixzFS9ja;^>I$S2
z+E+1`rlePXl@R!`3!gsnDyT`(iGm3)gUH5HhHyG4MAzfHDC(+Ae|BlM3yVC0>Cn$)
zJCRtH@28k7j(e6az_g;;%gin7RElIZKWcp@+YLjbHVP4c9p}`mVgHVvqh(CM#2Gez
z20NoM_aNMAeq1Cxt6&++K4<@O*2m^tXsnl0G^o_--osCtuJM~<->`;h>wGa*=p{F3
zBvG|@dJGAyfgO>6vGyf?&tVUaznBaTZ0`?VtwdyAB+ep%DbTHqKi9we^Y6dohrLGk
z%UT|ZDh$+P^ht@P&%0hu$*8%dY+kGS8s%*-S)q!(lCLKuOEO;ghwu;QZNb1!mAYEf
zn4Wv(W4h_eEBH`86)CLWdg~uXdmgT<P#FLjrFde=*4_NI64odz+21J4<*fa5RCSTC
zYK&|jD{_D@1hVGz@Q$ACim(UXo~4PT7WFG<noahyfD<PU4%oL-x$))O@xw>oOX02e
zdT_^B3)H_6i)1^ySnC-`Fidjt)A28Ue^0K6ceJ^&Z}{14tk5i4_?LY8ir)i+P*vyJ
z?=Z(E+jzxxE&LudI??g^=_$@@0ZRu0HD@ucp@!asJ7ycL_+ez#YVO4KB0qnZt~)Q0
zz&m#&aK$;1&I(K5c%@{d*&HKl=UWf0xo#CUzOBWHg0D#*lH3H9OP(0%)}hob!!PHn
zmCP?1bid2je<{LvqR=Gb`!8IOfQ?tQ-UQE4$xVhB5~yx3Yjr!Yy%JyOlXT;YF4H~;
zj;TCYuWI8}7Mo-(;u=0JsCj!u6IVkYuXT1c1q&Z)Ziu2p0xf&MjV<$HS6yr~*XRTX
zm;9JU_+U*#l-F_O$Vc-losq|Cj~<3==}Ds)<KaJYA0zY7qiL|9mw8gn&zUe_y-r=F
z;^Qi_M``K<QiT;0^&xRSwU$V(O!s=S?)5j65SwA<v>VaMitx<m=_JXo1R^Wr@X8r`
z)~L>LFeZ!ZS_>BJu6(JjuI7y^AC2Ch7i*zSIN1b861Z4v4wp$JtM_GL<)j$VpQJ|F
zU=Z{^J!0?*y=|ZRO}0jVBU?x>b0%;R8UgRB`$L^M{0l4mHv&vG!v-VaFfCHdliJvN
zvn7q>v&XH+m~1$$-P?!70LHW)lm>2lEfrJU#3cbVoOu4c#NSOwoi2d5nm#?Wqj^W6
z{_Lx)3Q<tAYZS*gm{MfhSUd@Jn2_63weWEPv7P%hd}K`=wrsSV-zRBvra;dwc5r6z
zX?e{)R?A`gfSWZ+vCKrKSn;8X^@p%i?g>gMo+x(Zp<0-|(0$v`oWd~;Rg~TxnEow#
zp#*3s{vu6bjefyq1#wFwJ;}r3dirFv=9iG8*3s-DdLCFpDl1yuXNn-_0wJYlH`?3b
zLz7=Sux{NN@}(OOP5)+(@CZk_9^6^Tzb{vdUQ*g`1o<WNxKZK_I?1{rwQ0U{UT4Af
zOV7JT^MlaHJ6Ut-d26I|z}Q>ysJ6ut(?K!8^0R}>DzjxboK;;>{EAnu<h6OR1KpMw
zv7pR#1<kUN!EIC43}+zS=kks!6L)_a;R(iZ!KZ4!0=e9UMH9TNac0F7NiMyw+`JDJ
zBqlyA|I#kLhJH|$dvBaX@?!=+E$F?-)syouk2y)A>Cds=bz|KuJsJU&(m}C)H_&Z&
z?t=3uT$FnWx=gSBSYVSq87~lX@ZbDYdF|Zm-y-FM1iG5wC{1XuJeGo5daviamgEtZ
zU+^;%3wRVsEB{vf{!&QNDDSF{YY%-i>f>`M%zt-9I9|K4D0C>8Ygr7-|7>yZ=bb)i
z!eyw~Mlp|@Cp*uEwe-^T*BKK#trsk7drMb^OK`&-(4jHH|3QB1!RTc+&IgEWs)8BX
zZS9DO$=pouhVeiQYe||W^Ur6{SItSc4=2@=bE-NA7shZIOxIJ9Kv_!lax06w$vpzi
zfjsB<XkE+kluZW%U!7H<Hr?-t?W{cEts{EGcEpq$PQCJIj!RgmDMDQGwUZx?)~MFx
z{pG*G!q9*AYFw)wG)SWykWAx7cFkH~=ffjK)Xg6;9;bmJ&Z8*2J(`!}FY=QXB^iTI
z+7f&Ix3>JF#<u-KTf)Bt{3oI_>px*9MH@65)M)s}!{j#it`HG>=Df=E>m(^pBA5zS
zYkf$?o;Rwog(Cs#oy1IUuJ=aK&xetKVX=^5JjDcc6Y)Eo(37*8`dFnqU!L+>iZBp=
zS3dq3Zn3tYj|QP}3q3bGZf4EwZxucIK|^CujxdXnZ%+DPoEf~2m^_90!V2XTlH;l)
zL+7KX=#ju=edlnj>CB1nq2^iTnWj%QWSJ{{@6O^NyQpDbWIzCrscD+3*ruvoB03>n
zI=^qJ3~G%7J#dBE<Wvd%-+P8Uet=9V7KUAYx*%&S%C&F_Bw2FujfuAzZf5GWjarO2
z{ivX~sl~f10(qtZLFKg6@TS5O|Ix!fBoK!4*A~`@`mZgl{-V%j3)TwS{5GoUZdDsL
z`G()5J025WDt({zH{3DF$vp;kq)H{pF3RUR4SnX7L-agnV~W;N3cLG_3zPd~#73vL
z*vk1j!FL=^FY^Lzx=Z_;LpGK}FPWMwiw%&#@POp`x8ihYhjEqcSP^xMR`^JwO}TZ~
zYyOYlI1?Poy2?HCT<f1!)M_4VcBv3Ks8(0ZSiK`yjwZ}4B3BMpAa<`|nJPehSwz^%
zd5>KijU^ne-qYr1cVWTw{T{59xDtP?Jm_rYyms%BAY^E9W+Uz6gjof%4)w><d9xqG
zT6qHNkd^Yhy?#zdX=8NtJ@91QwZ;U=b)&(pD!hzU#@^i?Yp8;30xv6rm&hC9t2jw1
z0jW3XjKDa$f$FWuf8>ggf8_aMREv1|2KtH$wB1La?cs-&=P)+#E_fltj94N*U@1cI
z1J_(ta`}C0KZKZP1?#v#<YR*dl0x<8u`IJ?HQYF+{v?J00{bwfcUhH<HoDra2RO{G
zH}+oUEKoPDf#UHeg-xZWM9-J6wO2sj9FxLnESOteuNA8FY(YwdN+3IOQkmkYj)sbm
z*lwYa3{R<Q@lHItrY|nUuuYSX<`Gc}PWIG`yK6=eTG5T@npc&pWuiG`tmlcx`Ns-{
zr4H@}v6`Bf#a@I&(6|R$IFtU>U^#^iYvIjp7!E&B^Y;QDk`M;;9tvj6B0>cS*m|BN
zJc#p&`2tQVx7dLSe1#EDD`0+QDINLhW_n*E6&tsYQUrCR^-yFxMs3zlRC7Y&^BJ$0
zft#ZkxYPuT(7Y-|3X$DG7Ph%3hM!c|EOg|qB)CuCOJ2L`uYgk1|J*B<S)l~SoCAEA
z`Bo;mR`e9gN+~`t2=Cmj;KZNeB8mSHPc;O;(fPUqCzP8=MX5)s#H8!)j?IJe8SeDj
zB1c?$L!-Q)DV8L-v|i*Bc3}yd7}2V93VGOq9|`Zsr+X^cmk(;O?q&eNN|fhA9QpMJ
z_rvL$^3M8P1#$U!kL-)ODL2YJHiZUe;)RRd<H--oL(}cr2(c!L?%1&oX~*AX1?TII
zN|4v+9;N<TC#%P|!1R}-)hk#D6fe#VE1`5_%_fJ+mpyfS@b>UkX0XqIGee+?w}#)S
zQ35#9ZYz_Bd%bQ5;d-WvfnVw07436kAD#>uFD;v*d44SP4DOE3{)4^Pl6?rOI21(<
zdcFzs^frbQIFD)jK9xSxm3)Qc1y;2v2L~VBlsb-+?Je|aw;gR?P364?<y6Oe_w6{V
zxpBxIA0E_wXBACr*#A|jf&}pErfvhZ;omE71-3w;`3g0OFHF5@seO6IR&<~q4>B{J
zvExdH+PPgn99?@~J3p%0u!L5BN<L|9++r9R*%VM`v0OcF?#6z&-7R2fXWSR2y@A-v
z?3`YE;EQD~6w8HpWwR0?50M*ody&~wU*iXLPv_xG(7r#P-eq?5!jQpLQJOW1-RM&(
z!q5pn{X_wT1V|vZR3W)+n42^>7n5g*tn&Ok1v6`#4#&%JHy0iw41TS~yh@#dDZV+&
z_>pTm`j{dG@3TJUX<U4Hv@hL8ha@3-CJ8t~L=<tj9TA%XxkU@&X{2IicaOWNhI55+
zE+_U}<+=`aOklQts*yOd)O5L@S-tBU{RViVfZlDx9UiHx(J;b%5p{K~g>X5L7W2Oz
z-K8wppnuA>!bTvB^%w5{vQL_YYBM|OQbHgx?d6WI!CP4X>!cK|nLPyq8WMoB|9pF`
z1P)yaNWpvV{XB}3P1s})bQeyYsXb}fztJ<aC=mPO@U5(8hd;Iw>)5poPIi(6y^Z<T
z%h^vW5B2TNMIgHy+HK2Ex7v;m%iv2ZyGS5PXO7O)M8^IX9=h}^J1NIERZ9^eRK1tv
z(fK<miPwxx`6H?OLhoU2G08MEfz4P{``<K2myA$vUEsO!;htI~5R_VRE241CaYJ+a
zTA<>Z)&zdoAKEcHpOSyfMxhb>hKiv@QW&m7*K4X!Sl$57K)rz!fnVrd30+^?KfMrc
zLISICnFkdo4)ESTh6_gxXDGou^`UcCuKQS;d4p{xkYP6<17_!V+frv}lKwf`eJUcR
zlghy=$(rg4LuQ<C_2B$5XX*1v0&bUHy~Z!7k{*Wy{(6MS??=S*rxaw1Pb@}<zw%Sr
zThXU8Nybl$Sc}+XI4iZk(bgQP5KySiurE=u$BvbcKYx?tjt?`v%p#IR4fEh{Glh4w
zjkIm98X|%A?kOZdTgY`vP$F(G<3A7M_X#d(36x(5p}~cW{REFToo-L2O1U8c6gcP0
zi^;YFR}Uo63zb9#;QR4mDH8ZI0=hlTr3yK=dK49)*h|Hsy8?Z}RM(<9&=&dkUY_4|
zY@&Ak1KFz2lbi74P8#&{UenuH#YfDxTW$TudiDA!O#=Kc0qvToz|Ox(^Z=2XsG!B-
zM1JKUMTtscd5(vIWsViwXLaXp#*gH`JCQKjjI9fEWc;e^EwDXB??r`>;?EE+phEbM
zS^hIko^a2`XVm9Erd#_k|EPY>;+R0T@(cnALT!x8+kG@}I8e(U3CJUX%t(7AfJ5>0
z+AaDo*ZmoRZ#xvWR?p9g%iFO%dm8UoI<#mzOTLj@X2{^f)OXW3lBcXV$uA^-y1Ws}
zfVMG7iH?h-*C=*{1WFM|0OfZ0-`rk8x?8WYsBg4$@9^>2I@8@KBch1qDs17>zPt$s
z55N2TEwL->3!fG!-zO!Afm1Wm_Ip>=7(~Tc<!eXEQf5bfqzJ+vrluy}cUU56Sxa*r
z%eO&bkay2tgc!6K<n?0hDOp04BLYI6anxtD5G#Too8+WLe8VXGw}W?RSvx|D-UcJ$
z;vLh2(EUzf@b+0A>L^*jHl@q-X_VNbLcZu~T&qw|FXDE^8_<;Y%Y56bkneTVbH+=7
zVq5Wt(S?XU#7v(ZSH>iTKk3^UG|gzII4<mkA(&#FeFdFY$PQFr>RUJV$zCV(YP~#p
zh2?Up5dlFeqpJtM&|Ut>jjC9xs1<q8OMwbUTW5Q4qBFj1^3b?OuB5cKMYyfG2cKh&
zjpNVT+0jA%6-g+ymW13YgBgkRrEU_f1{PhV6zx=WGDSP}M^DXE>)n%5N1yu%y&ZaC
zpF15r$dnbN2p#w?SC7kQk73p0Oh-Q*%^RbCePD3Cq_(r2)SRs?Hk7H`pJb$*g%igm
zB%Wf#Hq|)ltxyS`^D5B#IQ6EW^X4a421-+1@4{3M-iZ2qrJXIvg=5C>%X8GrG>F6c
z!(N;YIvLIw&SV=Id1dLYz5T|<dQd{Sl0+rwLsVNfE_C0ZAQpE(<1!D-rOp>YVt%Rn
z5oC!GW^Ccl<7@ck6WK)lM-4}owKO<hIqXR!;y^O=2Wfzc?NWkT%d(5YDfxF(gW2zL
z>n3yEV%EjV0ikQQA8jXf&w3VV6d`XSC`TWHqO(@=eYw2j^7EsNG^6*w->E66Pvmg6
zhbWGut-3J0I4zld`KBk+i(9?Ecz!A2Xfsy4`7K0}9o;A6w9yeUGZV{IW*+qNDHMHk
zH>@(?$>}pL(!m)oS%V!(2hoiZ;bXB*!eJ_zSME|S;(R9TCmSC?dlmul71Jzn-AQPb
zjpCwuDfu;tNB}#7K>L&QhTu0h*iXY&!Hq?lLRIaq*dCvfLWW!Hl3Cljd!#j<p1Nm;
zAJ;A3vPt@bCMSt|S;{l_#kD(%?C&3Oi>+2yz3F2et=Si2;;IFs{?k)DkG>%vq8HJ#
z*o#Xna$45xDA+Udb<UujfV3~_VcxBdGX@Clo%ix9nnCr^>z0qL<(|ya=xL|J{jgo5
V@Tl=OmicUydFUf@AT;F6e*hRZ09pV5

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-96-__details_.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-96-__details_.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..82050dfa6672187f1bceaa65441d53e8c60c93e8
GIT binary patch
literal 9265
zcmbVx1yoe;y8a#pX{3=7P>>X)yOEaemS$)ekdiJzT0-gWkZzC$m4+b&X@+i)nm_*H
zoOAF0+_lcVd)B*W*6cldea{=u_q^{QW)MFCTzP3ZX#fNQ0MPvlK+FS@02&GkD#`;i
zR8&-SbTkYsLToHdOe|7-0vy7}WK@)o$tWnOX<6y1pFXFdpkUx-e9p$s#l=NM&o9i!
zA;ikb#qs+gAarzeEKDpCY-|#aClpUO{?`ZM3xJ0Pq5z?QK~DiBJP;TUgy;dN?$`MM
z^v41Gb%2n-$PZ9Z(a<q4?{BEX1&}~sFcLEO!2@LE`@4PauLH<<5AdI`i=z;znxH;)
zCgcc+%SNM-sOltA8#|=sG<69?#~^-0LQ3|Gj-G*$iHn<umycgS@}-otjI5lzx`w8f
zwvMiznYo3fl{Lf$>gx8!-NVx>C^#fE>|J<7{D*|Zq~wpEQgU+h@(T)!ic6|%YU}D7
z8k?HCx_f&2`UeKTj!#TZ!KP<s=ayGi*VZ>Sx8U1H$0w&}=NFg1u72YJ0pLGj-Jkyi
z_TO;f-Qz++Mg}9J{>BADa=$k)9`b`H>?ru+s;DN;1W!2v&<G{sva34LX*ksmiA-I_
zFo<cnmY*H{hV}=t{|s2*{|VVYfc+EK9DoG|-3Jeh2Z#a}R}4A+823hI3@LhWTlMhm
z8i?E$e+Ia+tP*l8Rmi!t+~4>SxWI-dp={-tsJvnQLB77>(7e9-WqipzCl$M-MSX_n
z!GZi05AhU@xsBGVCjAx{;g>lD1i5sl7UtV%{6uS_Si|ofe=<Jn7!RJOOK8nBTk7*`
zi<rAqIWd^CX(;xnhD<+lfH`@#d}sX7d3P|Ly4cm8ER2C!RAGw$WqZpzBH5j^LIAb}
z7sV|Y*NAiUb8t`<WG)6(!PC2sD>_I?_%29x6tdi^K$B(NySyrncLyIiZ{Wr%wc%ZI
zP$c%Pa%z;;=ABnn2q5Iho@%E2CfEGC_E!Uk`Dv0q8=UY_$oZncVQ`J4J%u7yft9NY
z+L!CaN&1FQa)vdq@#96Ud5R-JFXliS>DZ@9rbq$t$~MQ2WZZ32i!lfQO*wWhWg&3m
z3l{R~t>xm9-j0y-`L{jtYm6>ORs^6Tk(yjmL~3@rN)`2(Ro?xLz*L-}BqK6quzR6Z
z#K}@{^ICIQD3xNX+4&x;x;=wK-W&RzAuqHwbuWOp--dS@b2SssM!>Qm8xDI@2KRIY
zxg{{#A-%bFJ<zA5K4SK8lpxDr%%ov>O&k8qpg>8Ksw+BRax2I(YU;bbM<-ot%Az92
zK6O$K+}PpgmJCV1m%qpU9J8Xx`L%LmZEgEUNy7LuEH4YM$Wf6n;}pfI;cZ`*n(?~%
z$4njtoJOI?7?GiUd{pTQkQG~nD4R{WL`uwgkDl)_6D9{KVh#tZ+_)|N-%SXlEx>ea
z-ETw^L)+<2c1=2JtKv7lYHRAM_BknWHdK0TRIEh5h=M(j%c)H<+kYa)a^lW)H!gOn
znDLHIO%|B|o}zNrdFkb`a+Dcv8b}Un6RS8<gf?@=qRqlH7=5WOW7MaURWh~*gGKG)
zBtMDc1&ldQjt0Ps7ac?r9B-IEh4tYXrJhgNt+xhteuv6O0t+az;C9fSrkgUAF68RX
zhawqUmZ6M-qdXTHK-`o)ac9xLYUcjO4kC$P3nM26rp!|n+M;S#vPbDw>AdW}Y~;uE
zjz&o;*0$9qjhzwwurmm1L;$W=lrnnw?w>0s;qDtzQ=P^hA2f}_d9H+rA1o`lCorV3
z-sRHYFlSBPC^!}v>q7c?l2u!gd+ma)zz6u=ptvDS^Dm1-MDGiBj*PZ>_3S>k)vZ^T
zw%S1x9fB!ux3XB9Q(aZ1z`sk9U-VrP{?euNR#(Vc1G7_!=zA0FnDI)(AA@eolFt%r
zlkJ7uCuJjo;v4tHZf$ME9*UEqR@l^M7Iqd&AL$2HaXR2_KJiT`&lQJlW?mv;L%V$m
z1ndz&=)s&Zk4%>wIx@lCt?s4I&+8#f9T+!cnb>J*;FXqm10m_KK7|!L<y1g=4R1&3
zYC&tu+1N@TxtFV1{G;m*UDS;0;%*+!AoiQ!pXNwT0uRsBhP%koKD|~?w%_0NG~2d0
zge&BSwKQ!I%-B{QSz^Dneq`AtXzBks{`p#@75SBhC@xo&yY7)ySj8@vU~zfvFWn8N
zBLEuh-%#gOPN?rly}jg;CN%%N!;-zp;NvhajsstX7OY<d)~W#YEYjKba&_*bsdq~!
zv_H7e$xwVVsebaHE{3*hlzR#Lt#Z?3?GMVUP1&{>`){pdNmi(#>jB(57(F@h`EtO|
z^TIJ11<dkc`o2Y~j>$7aRMqO>S6tVXJUT(Z_ZHbzA@{Q)A$yDR?K=!_KG$Ckm2`<Z
z(jkvb19A9Yi!vQp=jMk(lbyGxjd0?)E)}DT?9X4)cg}rzZC?DeG2Ok3to+`?u2b)o
zno`wj8zVdyAqllDvb5j~<!PcFE>+mi`l^lQ-sn2NRby<MIBRXw#UZK@7Fu1kc_$GB
zP*t2eah7<Q>t4zl!&ehODpvC-=0Vt7hhb5SQ+WpPx2!|AE(J$-lY$>`f$TUv?NB%3
z&9r(AinPe{ZCi;Q<*E6V{EVVz&F&c~OW2+hnQ(siuyYIF4fCjVZVfo_@Gi4N{D{DK
zlGU~4-SdhmV#ZISL3LuoV1i*`CQ-CYKi$#XmI>N0JC4OcP6H&2R=bD5CiUjy(oySd
z&_+AOVL|rtJ2y;pleX5tmGzCNJu6KE9=_K-(9<EA6~~7*j3&$TEc8;IPpjJ$!ih-<
zY#8j~PVhcNoNhBb+~i!b^|3?%-B`_RJju}-%~hcD%?%Y9(*8CVul~?FaLJ{+=I60}
za{<?uLg_>yI0q_qQoq?^n|#CzD<?ih1*s{sqg~1;wY88O9z~F*#X__Ua-dkRc!h_8
zTH}#J;)-mBoY5R{golYwG&EXU=*?!zDH8)Yd7{>7F5%)Baw5ao_msm>o^%GB=A=w9
zW++9t|1vAJQB{iY{qK5X6H={IT)t+g$e!42XW{4@ozJ%Fq{atMi&l<kb0u4*_IK%O
zLWMk4hx5%H7AjTar9^wwW>cdCU`JM%Tuaa6Vu@r)e+>$O$D1B2I-HT?5WwrpCg6u8
z&jLCZKub-dl$V$ihF`Wn7_>DsPvlOT2AFk_ME0iTzQ!dNY1)Hp3n_bxq%Ip8-A$b@
z=<9ytvXgfD8XS#dBn8zgl_@pyP-B*pY*l~0Pq=AQ61h2XR6at600zQVaIR4n{I=?|
z?VWicI<T6!g6e=Zeyb?mXn{10dI2rgM8_gbL7tRb+OV$@X1JgXVW_@g(Fw^tZs7l5
zAi_}@zWL{nr<;6k0|mXdSa=_oL-|He>Igws8hw$Y$hfofV(U2#5j-^U??7cS<jy}u
zas6flRuO<youd{`6arY2IKsINau7Y$S8X(yoJjDq)I$K%ga}|%O24Gp{U(UTZzsa<
ziB=Ji6T$F*F%ULAY0*BNf`<`=+~$7I_68YLq_0xdSqoH@3OB?jxwBwA5lX{F@y&~1
z@$ug|(GlTA0C6}yqUYH696x5SLf7O2@hm9FsbAE}KF$u8Pq0G*4f5|?X|(ffelem(
z0H5vq@7~*ht;~#-5J0R&<*l>w8q<{KM8_JbEdnr5|AkQ}_JC0Je`#daHh>-@FLZ>k
zDGSTTPH6}r-eW1@`Q`6suv*}b*Xuc)u~*@t+{;scwA@jv_ZnRKp>8tHU)jW{S%X&v
zO$e$gV~fmxyd1?jZ4;2<{5BgJKAG{@=Avs%cc8kJqwM(pVpl-yV%QE`KZBd(km{Z2
zF1a%T$eC-vUnCh;qm}S33D9Z(+Zhl4aEAQ37J;_=vvC&3@$sRxNj=#fg#@;uk#9S5
z^(6&qsONuy|MADB^}CS%Q+v{sJlNpL!?{N~mrHxgoYpkaDpSTxJk?SCly5Gns#F#=
z_Ys!p6T`=|AN2<8yFN+WWM2^+7~F=1lihX6-hGEP$Cs9f)3NP0Q8ByH(7^ne^)CH-
z$h?!odfj=$?mUeoNhN$lq|~pb#S0A<M)35%L9vd~c=)w0P?~hkrrIXeF!|gPCy7GO
zQuv8+IXL5`yZgKd42#ql{g1{Y)vUlNhF!6kI+VZNf%%Wz&~FK#&qxeeg(3h#s&_KC
zlE3p<1*IY#0Z@N4zFNr~&@3q}ye~|S>AS|lV<MaX*dKrUjmgFx2U0L1z`7wdK-AX-
zJJz3{8!6FQI*7GoFlDB;w2ObZ8fi7&;vL6W|6y=`!)$$#Z=}ryv(&>|yg6x8Z9Hq7
zwPQVhWVWl+I~>^LqUKsoRvo90#!U2{=MmKUiL)rPMd5xG^R*doRGS4Srd8NO9x|Od
zhmQb81i4Rie8Ktl@Dn40mlK9!pB+SL4RvKY+5qt~qlJ0lGOf=wgU$?*0|ZWyUU6}~
zuk}2dH|C}d6;+?wMzKu2j143<ym^6|Jz}J+Hw&xN*|n@|Xbc&u`$ib=_QABbAA03%
zz&WQ_1X-k;;95I5U9&C>Tzfl26NdGzrSvrh@i{4swWdht2i&%(6<@08#$Se1k~|iT
zbnwUY<7Ukma=(F)d%i<8xaYevX84oo%2rOIgg}}4L<c&|kt9M;=;<cSVfg{s(Z7(+
zv#J*>+_eY4Q2t<<JBe~Fx(`<FkIU0yN|c$<lG$smLBD*Gx$6bg|JR%teDumf=8FZg
z>zcZQ0wx5*=djRmnkb~;$7R4SHDs6Ndp?R>TA<Isd@nWcIGQO*G_7&YO5T^Uk7t67
z4*1O1FGDQss|G1rI{Aiiz>k@=h13D2@=5Sn9$E<-A!wJ;It%69sH=)d;OACH1n`vV
zo!{T}x`Wz>0FIwrhTU~GP+hSUA=^N{_*u^V3y=E!r#$+BD>d30G^x%@rlQE~zs>l7
zh3)TDe9~m8psOqMoiOgK*D0y}>Cr?dIem!9Cmjn5UfGuZ3eG;;mL}7r>gF>|T3^lY
zGd79^5T2{hh9U(TrR*aLmMZZzEC!LrJPsD2%T(Q_cROTm?dcGL1BPmJN(liMbilo$
zyUxX(*^M~6z*xsdn+~?(QzI@S%cS{k4(G=j#ty1{MerGc(;#Jn15s-6wyhNuVoj1a
z?V!dxql1Lv*$ZV}xgO$KHLjWL`o@}8boA<dtt`c|_~U2@);_NlchFyD`Zvv$_}MPO
zr&DCx8>6l3aAHGZAW;LzK3=PbrA9n|>;P1M?EqrUGt<Ax9P$^LYjSN+&DM9E^@_%p
zx?(ZpL;(NJ7_nKNWFa*fQ`kOg=841Z4bI^wbBgShbgs=n0P@>P>_aZ?f}t=U@FP%)
zGWXjMtv+*p@F`sh74C9Vcjpm}PR)m*7T2ctB<NMznP0ShmR}Hcue>LHrW2|Da^4W<
zgmP;0Vi7OmTBCOCbmQro#Iu&TXid2-k-8-h(XODbbNrVUCk2TOf^V)cc1ns$j2HPI
z%g6V4cOVJ4!4+iN7;WEe|0A-^YUkA@ku^`i$CZ2tAXvL!9X^P9Lz~1V2FzpX;;TIL
zProf4w{WIV+RO=5w4C<{lW(ezHu1A-ndE^bic|I_1@SZ6llQ_)Awxx%fnTp+j5W{M
z^>!VbrJ;=%{Whof<U(HDnX6C^cTajm40mae@u*M0VIy>GB|O;~$$ul6RRS-nRU}!Y
znRZ10II}G4zf@05g({Q|;0ABUA$RnLcU8pkecSMxrouEv@=rQ!D#C2oUYgHnce}H@
zj7ZLQmawHDO(`&OXCBb);wTEvYUbAlAsf+^pd-}6^FKD|r6CiKrMs6ea1p=^&mRhe
zHE_p8kzOf<S)X5DttIZI!gT{<?M>TZ)?Hn_fTp47op{opQP$`Sj9|z@`gayPK28Qm
zjyK{E+c>AYAqSKD2yhBkUZfr7?tCyDn(BFzRJ|ZC7R~*<e+J{Y9BIyx@G@%A$Ufe<
zc7bhc=!W?!WiHa;S4NLU@^jaP-5b)pL5TTP$R_Xf(8gC~lN%;cjO`G14QdR4WKXGV
zoz==I*wf6!I!jee=P$hmqS&Gh7(KOM{xzK@wS3=jbU1!cj3*~`G%@(D!#4QX#mj1*
zdn-B2K5r<^1bt-LND;bnfE)#4p^!PRv*1V!i~sd2T=*C&zgm^M{LK$!>=8;dX4l^D
zXS2R)74Tt*gnDm8b;!$!XcKdl3ez@aILf|Yfb7WX7utIW*v#CrjY5;dv8XYZF!<+6
zYRef{s36jx1oh~j1O>Jl|L@=VbKeL0pERs#|F^eK@wBY}N1a#DK)7vtyT}0k>dUl!
zak!`tKN>iiYt{eAc)cl%ZFs35RIRg(*J@@nkZ<0<IBb(tQM}Uej&0`i3CoIouwQj+
z!#1{;R(hcxBxz;wD{|<Q;i-!4L^CqHLVG2W(M*`ZuUgiXqzLBV{l9DD_dD5E^%E^p
z<kyq9I`i}Md3ZfJT;v*NS*2Vm4|MIQ({mv-YGd_hd<T(MXQdJm3`n8nP^hihbJ*u!
z)g|$Sv4BXyXBHu4jvL|k#w{3D){<<Gc{%N=iiujv7Gxar7g~e;%`8aNJp1dM1>8Qt
zMDV2wyDHCvL(n6$)f1g&HsLa}k2LJ-%YE_}AyoFw1TsZ<q{h!#`>F8)1<v}HwT0}U
zKVRVD82%}%O@9Pb8hbbhTCdTKiwmvC22hToJoGu47_Wb8gL6ae`&+QO{T8f-;5|>W
zIVjHV{GUptxp&+Z76BV}tY75AEuJ|>DqP=Z*O$y^&-x#fH;6Oh+tI@ut~UIYt=pfC
z;@isd6T-FuNBcRILRvH*e?~6667~k&Y{UCg<iHT-_7LUJb2>u>l}Uqmv)h3M0bZ?J
zxk}ky=pyFCyz*ghR_uO~#Yy_R&Sy=VClwJTwM~WDiO=?b?Dwlm5ych#yY{4S=Rlf$
zJW~o_m*Eau_4|d}Dv1DI&&S-}3&%fo{6DptSd^mRo%kQLeV<|_6`6l)v@5hyjepDH
zj0|Ny+C5%IQBJW-1|QR>U7{jAh6ORWy+OrX@39nV(wG=ceSk`aCT-XYQ<fIrQqMZs
zJwm_Hct58121o6=o={ImdzXUFZ%lZ^=*q<#wXMjsQ+09fPvahkd=3!A?umE4G;J;x
z@8lPG7XdFizOc%dj(As;i;)X>VZ_H``9N$F@;}%9H3ItAg#6>PgtN3QbB|Zin5$sw
z4fdG-BVk^ALf-;^ZqSg)<$onQE1qJXJR|GA?XwEANwlcAG3oo{X#l)3+7rF|%Jjdq
zQyX7}{nk-g0y8rc_f6TKjSB)0C$cPtjDrjHB4f@NZ$flA9&C$UjUp##QN4SsYPS4M
zDq|~&^-T`rT1rs2FZ;xee7sMlt4sek>04*5;-UVGInrw#=&`YSZcffgf*<~!Tg(a$
z;mqZmA**K7-c*~XXJ+#333<6hrA%t7iZyQ{)?NK5;d*W9J==W*Nc*n7jpr3Ej_=QR
zXaiYTwNx*38cA=Mb(U=gYjez=Ym($GGzjxV99LfI>3xVgnwbk0=4=riE~vRIW&ZjN
zTF8jrc^tlWZTX>lQhUP8yHx68=5$=SoNm>~V2Pj(r=Am2(68o=#KVJ4U3HI>o)^r`
zi)ALwOnr@1uOi2GX$?#mh4ElJqPX*NQx$f8HNhDQ_Dh>)?xgVgrXg!v5svsJwfb>$
zTx9lQ8SFHI(*uL3^P&rP0)ro4M_h(^-!?Aw8}aQKDhIxWvc%jd6xMr|`?KIixqS7?
zNG~lmv5}^LlL*<P$w>*nVS)JK$ey-IoESDVHn6d7bv2TQ;!L+QS6uoPV!ptp&BqvY
z*<(a4dW_-+GO}HzBC*k{$mTBLs)w1yP)Fsrjd-0NfNkQ9FSTF_{w45)kyinuldxPq
zwT)zTG}EcKk}>A4m-$6K{*lpA)Sr|=$=uy$HChT%Z0%Enc_$iaNI0uvI`I)Eu@BLK
zTWhT$KqTVTiNb$rSkY`Td#}v4??_r}!WCpY4K>`EI;*a<;03V|P|rf&+}TB#S?Hqc
zHNpGv?{OT+OaNv){~BdRV%th-kkvA_<r)JNJ7J{uluyE0Z&}${$Cvka%lWs2O_||I
z=HNJefy$EKTabG`ZAvJ&zPFl)0Cr%N?}S8BjwQ+kB}{2=a`}fK@U_2Y1a}g-`pE*5
z^&ctq=JWh71}&*Z)jQNZO-sJo<Yg3{+`2EP_nZfmRSFGGZrTNrQubvZUUZWejmx=_
zXVOUknlT%E2PtRIeKoSQc8IiRy+y*FXAgy6^|aGO8HYC0uv+orzw$i^#|XN_=$-Z@
z9T85cON1v`*zLx?#yhK21R`Ehp0QP`v2dL;*=BGCUF&CPX5YMMx)$0iHbAp*u0!_Y
zL4A9dD0PRw-KCB04Ox%eGu6MB#=9OR+K-fp^DP`2XL&!h9Fh`M_iHJ(q{V+xO&}zj
z`ME1XOjM`pS%jQ`<qPM<@=;=@6Aeunn52_9^nB&3E4NBD-1gQr>mgL<*3#X5+s&oY
z{kky8ud8Z`y>~COf#r^fRuuC<)|vZ;v46k}`Q#vOyiJtiG{5+KTsl52uWWHMZT5z-
zUX$+pEYFJHP3jBHj@HC-bTaa5{e|z<o5_x;G!sNWrpQwZ!&IvqRCrz)@Z7gV%6Mw>
zLt7R~X-}T<ReHMd>xhuSLw_oG(<W29Qn{b>>m_Y2pOqy)gk7*WqF+}%#bS9Qna?6w
z%xFD3hA~m7Iu#x7T_Y$xt}Q#EHe|uEN55$@I5-3y^FZM{z<2gzoTYwCbTQ0aotqNZ
zPoVZtP1)yr8&sNXC~WrC9@+xAOXO);I#uUjo{j3_`{~#$YDNQaT*UT{sCrBM@FH&{
z(ugyml}O}Is!gdbl8CsVf{ak<rsW5)I;y(V{`YH`wX9xR!*PY!%!;8y77%1H|Dnla
z<+D=%2-P5|UZ#^Y4cb$EOa(aw*@6Eq=9$`V6Wj9(7iNCYU3-5_VbrE|&?2FsiR&yL
zk>6|;U(p;j8m4ii9f3j#Nx>MYGpuqq)<`KgB4Zj42zEeXU%=YUKmC@zqIM7A_#W|8
zHAXtzO*ah-i^8-D^2<^Ul_nJGqi9>3v|^d#iBz5AWl@``(j^PGk8L1Db5;7b^StZ>
zk2ZikEVN+`Hi+G0R&^?zQv<*LzB&XD^uF?rUjYGNAOL9ukQsG9ZbE%zeB)BAyFC|i
z`A~m}yMlFW=|MEii9G9+*7c$^gBYf-(bU*Km#gve`y;;{qWgt($eXq&Ke{8jdyfD_
z$)@ifvUXgqQyo^GI{vzZbsRdoA%K47!eNobs1;@0{^dRHiWGEuCo#03XjxMFEQ;~A
z#6H#gf7ASO?negySd^kD4wv-nK6``eO^86-AkBTlsui7EejB~mX(o1|UH#mtuO}cL
zonIt~NMqZ5y5UhX-!aP>L#{4im}z8KWKd+Z_+vqJ*h+KVfK2!8BdVj5vemop-`JAx
zS9(7;{KrZymTa0s6Im-@4Fn6bk`7sN%npp~uh|M4fe)8jA?3HdnGsw=LPK0*OS-MY
z=B96|cj0G?eoVyo4*9+6T)%%VTIPoN_R*a$cjXO*q2JM0_y|?H`DKuyBC2f0Syqx6
zJ~7(+Y0APZ!cZ%}u8y&e&CUBELTB$Z0-z{p=pMrRq%%~SWZbM&>2g0ti(@+5Z?8|`
zPTWkwnhwDy3E$r3K=Bcncv$-OVwy~{yp=3$_GXKM-Fn7#GxAX8mAW-?zUtv$akTm?
zj{l0);XW$b>LubU4CT)cXw!YauB?4skLTx`6W^Jx7qH9-Q>{CqOtr^en|=`2zEHNl
zs`QaY7)KBI*Ju2@$QF$t6>ob5!jlLLg<NE5)H=;b>5=@|5WuqW*3!vI83OpZvV#Dk
z)ybDP!l=84N<Sl0@Km}u$=nOcvQo&3M_BL&qm-u+@J6W&XgrX6ZF)|AZ7*`p>_OiW
z6^RwC;{e1z6g$o7YSL^4<$@3Z)!#YhN@gD^V3F{~iL0E#48t-p&q2x4k~X7l2#TU8
z-)}r&sy|5ooMangoH&BJPn>iM8ZFHE$`Mxqx@yS7P-#Z?cI-Q{c%MN9oAPR!O5)7$
zjM^k*y14lNn-YV_^PMws&84cxH9vxHi|u3wMy{qRzE3f?(JM`2)UAiq4XR;$%F*t8
zj5d(<P+v8C`SMflHa;8ikeSevlfL7zSW#S@b-Cpot>z<{hzcz^{6$DSZJb~n*;=5B
z;IzRxvCEgwa<-UVh3iqd4`fEwf7XZ2u~XpD$_g+s0KQ1+`;W1_UtsC!!tD!hb2h9M
z4p6j^ORbz}0Qb`Rl$SgWF>frAAhQyV36UYEBuKTwa2di7`{z%7IvX^^%xZV>zOD{@
z<$=6<+3O}<Vg#udh(J5A+uK*au92qj&B-s#&W(euI_^<n80}M8Mc7Ao$D%9YG|1Z}
zy(oPvKB-6kDcc`12v&9wvoQVcgpO>5Oqn?2XEl49yxU<Bwu=BxzP+CR<ytsDJFi!)
zZ|jk*=JL{-km_s2Rkem)Tv(xpJf@&$cBWcKd$dlZK5IIfiVsi8$v#w%*z0jy{@f2z
zixiERuab<YrWatq+gG#T0Rx2^<2KDh=JcbQryiV|Se;OZpXS%vFMlw#{RqiFrDJZf
zcAyc~(!dg>k=F-x@2GOkQ3dZOY>?Z2G&04(Xh9n+on}jyTzUBdxeWg?f0CRj&H8gC
zHZQ9b`07MiPQ9(p9<{y;f4CV)c{x%e3C2_Z`n|2S3HBgfmcgB-;*W4wHrEdHC?4pG
z^TkrA|Gb(f4O3pE)w-A*>As?%;$hZAW$z&DOh5BuN1|Y#N~U@p=+-uOj$w`w`yHpo
znU&_)fdWV6K2<RSFrQk`(B`SXa3-mE9c?|L5eLQ@7=InZ*Ai0Ui$C{K)(jn=O-Tuy
zF;!Jbf1dpQE%&)D7%fH4F!pweL5%-uS{)_T%*x?)T}>d#yH43v44j`2SPIfD%zMl2
zse|Jp`$>#MF-)t%3ol>lEMX?W>h$xm47#0;5==cd(a^WOr&41uXGY5BwoTR}^j~+<
jL{h(^Y$Auw!y0%3q}j!KR0A1L{nbW6QiLj~h}r)KwA*hQ

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-97-__details_.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-97-__details_.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..d7539cb4fc70090a8bd2c71ded08201e3decca16
GIT binary patch
literal 9175
zcmbt(cQ{?$x9-}AUP2IME776^(K|tuO%O!gY7i~z*1Kql8a0R(y_YB(L5SY_*2UI)
zixy=&zH-jFzu&$0dA@V+T+dkltntiezGII0j(5y;JAJzZ+*gu^$O9k{0D$fu;C2p>
z1+XzOu`uspV_{+8;9%q8lM>+L;o(z~JRl;ap`xRup#p>HnYbR)Gdy7ggIR^xo;>B@
z=jW$;EFvMyE6&Bo&-=$DARHVVd^~&#0s;!&N8m@i|KoAn3J_z1z`!Xwhyg$&2B8y!
zZaV<FyLH|J{W*ZY2M7%v;~pj!HV!V{okQ(?01bqWj)sAL?;Zxmowx7ZcL0O<9?2sf
zY0L-erdSM4q`ZN#U$7Zvs@ljjMh}_zUOT_T!6ko4K}p5T@|cy4onJsuNLWNv_PLzA
zf+9po^Ocsij;@}*nYqOqODk&|n2W2MyN9P&P;f|S*!vIRaq$U>NuQEaQnPb%^YRM{
zi;BNi*VNX*>l+$>w0CrNb@%l4jg3!CBBrKiW|7M)t842Un_JsQ$G=Wa&(1G?U;cp$
z1fc%~>+by*uz$lve1{7S0|Olc>knKYH1|70C&sw<hzFBIS{=*O=>Y?8AU3H??3b!G
z97aBkL$cS-qqyWu{7B}bKcM}I?4JR9_y2_KzkvNWu2}#d9dx&O=)`~&aDLR29XJ*a
zu;H{0vgJy!g78*Sqp1ta(J9h|HQy<`m=arwQnC|!hG&1p#kHYq?x3=uwn`woyr+q}
z{~efLn92IZ`DKn=-tVoWS_OYa7LE9)kI(1KQ<)s(9SJxLpO<_a(8#i+--yv)zQ+49
zXK<n4tv)g8inr6#ajfDj{sRvdGUO<km}7wqtvvFX&E@?*!we_(#9u9b`glKR1blXq
zKUqV*0U_vcCw@}d*!Z-^LIg7diY`&|arCjMLzJru0pyq|%Hfew@3&BN6b8<<Z8<$}
zBK>_2`tzKu%a7$>td2cxVR%yK&jT|1K5h%XHfCLT#)LXZ=KHM^Z|mh+5iH5Q)d-)-
zh7xGulf2=nWyT6UTbksi$)%EtIXNJcwQ#ukY$rOq08e_V>}od0D0~^N{3==C&FCJ9
z(cBLtQw9@kRIimKPp4<l**)pfzG|7(GGlR8*X2U|EOtdhmiYMB7TkSJqiy+O-=)D-
zObqAE_#-CI?Im+=jF9bT`6u&)IqtR8S5uElJkI)6tHvsjaPM!NO3$O&vK^o5MmkM3
z>jrgc|KQYDkwMs!jytV4<*+ZEuzQcb!PCr1-KKUW;IHZ;lGz1{(BCzH-|<T9^r4ux
zRZ6bKyoYzQla6`C`4syUF%F+?^BKkFWnLuC-U3t1J11Exy9S)m6PV==oqlY_c%8Q5
z2nTVY2f3iw*4Y7%B^1AnABPHehp163XF}9Xwqm%JQ-Fd&Ojq2LdNX0XE7$gVeCJuk
zGDjJRbKUmJqa%c;9erd2uJ8LPlE42Or~Fd&bN(&yl0?&UYB(a9hHzU*`#Dw3@xrqh
zlcRRghk8w|?SQ#CVPdk6Ee7KJT##JTXm+{^V(~tb9DG0L;yW&|4Zl+Vmbxmy4VEh~
zusW*y?ATkJCNqQkYDJjcGfxfN#s7Jy*Ck>#ZfIrq0En#SImIAUkg!58=agUBGB}}S
z3*M=;no2s>Uo?1b5zK=RCTxlhO}PbdqP`sQUjp#tpWXKpScEN@A~(jvF)q_t_Pt&?
z&vyct)*4Se?oH!ob~RiPQRr_wFV4;C4>GTPPRIb8nbO{H#2@X$^DjOjUAs!GT3$1a
z1~&Man=-tUtoi)40V25T<q_}Lv+AvGu%B6MoX$QNujnp|i)=cjTyo3)Y{NA`pO&2}
zD!0jIl^qDmm0+{t2X$Y|)OenV+18JI(_QFxe0D;K^&8Prov(M1(;h$lLKeCx7tlTu
zja>#YgS@s{ec98FkG-Syw$yBVuj78wal)D`tj3GTMo~1aJB$Hw&6x|`JQp=@jC5=7
z4_}@fPXH6N^)0Q83ykP?dJ60;E})~4;?cD1CZ2Le^P$M{+2YDq*>%gMSKSI$u^98)
z&u)Pa`We{)zXj`hZNF7ZEec;+lFew@N&fh$2ERX-KY7)WQL4t2=>>lVcJJ`VS6<G<
zlc>$2v;TmA!qQB`n&k>To^DGKtc}=H`_5OATT`bEd2-$YzEpdKIX&*vD?S{^&)=lb
zZ-F;9&O9ykfpPAfaX1uRz9mA6Bd5L(+a7qBTOWuAh{`!fx9H(RFjj-QJeQkE!fD~Z
zNJftBl-n-L<B<n=*5rbG+mF@0g)cAbE}$K@R#Ly0tS|5H6vfYAKlEKsC7n}&QMCG4
z=-z)OJe=opqG`WWQyas3B>1_)Mv8D;8a`_2-Ln#fL!wYycj&0>e%|Sxs*rw@X!98E
z?fKk>N{Bv@-kXF&K3t}%>ssdUX8n8itlaA_d38<EOZkqvT+UeE1!9+}X<!;h4xzQe
z{9^HTulF|4nY=#<ZydN(K(Ygy)i=ES(o5QpbY3Co6dIs7d)gGMKk1mA=G+{eUh#9%
z8PqzEMMR;=G)A>1-Ah?v-$}dg*o}pe`J-7ioIK!Ed`Iyx$hxt!snM|P?6Y0aS+aSG
zJ`2{@!pE5ThxuVe9)gQkDo{%9vfT9Cce)D-_^?oXg%?*-{&K*u*pXH!+;f?mz)&`4
z&@qX(22O<6U4zCG*bq33gc@;IA!-R2Fvj%0aI)79Shbn+oa1`gU)vUEN4I)L9fWc3
z`8Z|U)=`Nc*x6LzkA8SCAQmd*JWcN^zA;-+Gw%8x^~A_lEytiNI7u08utll~=W*0b
zH$yXRIL73`x+griR3M!XdL*%i_}~h5ucj<RdGtEf;5*KfD0sD39)`WQywEK4@U!Dm
z_TJ*U?&<jYNL!Pk&bibZ-Kbygp5fvKpPhTrtS%JlZ@M7XPL;#kOFJHbMJH%go*J&g
zvj2lSQSTn9`U`0}(y(wKdRdmB<|`=fy)Kaf?pl-7a{q#x?#E5{x^TV?Whct#t(&hh
zn}}*%^b>Y4KRa>cG?rR&Q1lZ=Pj>p|b3m>|T|AjA8(j5}?)Zy(=*+D{JU47yS!Y${
zD5h_z1ggh<tW@J_?g~G@!4j^f_ofl2A-i5t!4DlPkJq2IPGRK-k2MJ_f5uC~bDVnk
zBsM<O@%LPe!FuCQ+*ybj(pPfv?FSO#Z&K-+m<mV&r5&wNi-x9;;w9d$*pFncKZs>V
zOU<Z5Puo3c7jI5DlHlJJUyCN5k<NuO-ms|tE+3=gc`cXN-h(xObi}!I%f+Zsmjg)u
zu_-E&0yV+r>am@`dcgfGMyw2;L1~((QVq{os7$ofhnMIvWxClP$yUGCC8_Z$GPqN;
z^P>5SW>Vx0lD4k-(GgwbZ`=Zv>F20Kh@rMfITU$*9Ra%qrd4l&TR<tdyf^@tHT$32
zz@)%8PS(Qog*-oU)`V*KlBl0R7A$^<gPcYd5@D1yP!V4!yeK{bW4Hyrs+rzcgZ`lG
zyo1l(!LIFueyHj1;+}~Oc{_FbIlMB%;QsS3DQ=b5Vkk0=4c+vL_1e0)u}2`#U^}?(
znJ_>cO{AaEwpaUp><FpOulh<f?PO^wI=du`@Ac<cd5*MC9hpbEP%9@HDxs(h$oIxp
zOSFPwnHhu4U&>nsITzu_>jWBSy>^57nT$DD+FVzXC_<;{v+^*N<{0(yvIB;zcvh!O
zFE{Fu)(hWTfMNa?ID7E@78onyC@$Ce{|gk=Jj|fH=z)z_KPazut+~mLTC|Z1{L!Nq
z9O+71JCUZtT)Z`Ffhz91j6$V2Dn6-t!T7+>BuLR}xOuG9fgyCoaLjbF^h@7|$H5SB
z3h_{i-vOtT<^8I*EL9O#Qhisf>TB<-;51d?P%&F52NOI9jhU`vX2>hfrbg$|=OLS=
zZSC4?h++fYwyH3h4Ci9)kC{HZPcCzQ>S-_|U*^r4BUFSHqLW3JX_3m~xU)L`yzy72
zk?mMLTDGkfl{$wk<wqCi9I14b(tS3YQqR30mKfv#sr9+Wy#~*6ec@i}ToOzB(Vrq@
zQy1EODpKvDzNI-N3fTA(I2)IU9O#dO=4^S>`9hZ5*?XF1UTF$}dk%Rc<wi7eS!#P6
zyYwMYx-DLJf!Sx}vBkZQVq4dG(4|6P#zbM)n*VEZ=HhFBtg^!a)_-W$2J6Mf)^1)2
zMp|o4FxIVl=a!{YtSueu(l%+PCBpoV;4c@hSt;<9mvd7l6ZV2A=#F2z^4D>*8EgAk
z^ohWJUp38(DJl1(2hVEj<4C54M&t10OvQ>AN8jD|$6Xw)6+ZQ4pG66nLq<eP*swCq
z#*%fvhw~^y>b*wLOvWzN>%B&&NJ0HRlD9ytz5f-?&s$*YRpO)$$Ke%9uHhEgee8b=
z<Z0+=J-cJSe{L|U)4QTh^1IB%mtk!CXaBvm`bHjSSSyIoOGiyz6;FPf5Jv-al8cq8
zXLNx;^yZ*CMwt|QsYA2;jLoiEYNsw-%b_yWwmlluK@{9n;NmnliJf@()b0tLkV1U>
zWsqS%<3nO7U+%7dgd0y!r<*9hW?LRq&iNbjE9y@ob9*Z2oC_~ZYLm30a#{1<RcHo|
zHGEbv(?d;;bxx>L8_KYl(IsgpQs6HgORu2Ux(J<fTAGS)p%09fBdNgTXJoxmHV75X
z7oXL%GuD4aB#Vzf3RGOp++WE^9%2JoG)en<Iuvh{bEC~#kBO36_4BtFFShk`t0`@s
z^iNE<%z5{qc6-1?FQ(8f*ESm;esKAmg0?Uy(Jo7j%)84&ET2^!Q)C1i{{f+{ejm2S
zGALA(w)O@7EfDtem~;3RFcrH6ZrI}*i;+IW7VeTk&WGEu)&h-|4r{9WQe)<)nufX9
zM_q--DHQk*O+XHQ!nqg||CplX0J2ZzKj*g)Bx<$=!#+sJF_N9Sz&JTj-xWN>7&RXm
zqM>-2+eYh26yX|i!^P~6ZJP^cuv!lxGB)NDn72mTbLltr!LFYcdgm;CE-~mhn>ZZF
zT|lh&(+W`sr>}Y1kH^PK6M+R@$w=R+I$RmJq{*DM*Iss__{m<5PJ00!hvMwp#=gJ~
zSY;17DHyH$IK2?As`Sp+NqI{-Tx<l3^YAK@V90;_@g2$K@#<&*H20i;5`ABVW}<$$
z-vXCf%&xCm|LGC?!%xXPM5gZGTV&d$<~B#9CvOs^VHmwTMQ-cyp6T^tmrri~CP(P|
zX@eVc(vGcyfEd`tNR*JH>990u%)`EI7wKUa$+6bW;tq=by&<K)!D-+0x^82aN;{D`
z1KP_s-`FyL^znWSqS2qQd3;kl$}6_p*^Ksem-ClzE3>K7bh0|l)FC>}jmjL5a&wGa
z8{MTh4bTG;<7uPKPfEQ`1vbu1a^lSu#BWVDigw1sb?Rx7jv`mW4K~Pni0&I3&DdN<
zrS&9T`oz({@1p228`_6;IT?~C`lTj)vh$`}NI}10o5q*=_td#7rgVQ7(_7%rYWhE^
z<9A5{ZmoG+?5Gr*_9~HdESJ@A8o=}v&TU;`IAq?=+2~B|<E!RTT%^y6Q=^PLGUN&~
zW%-l~)l(KT5N9RryV1Q&B`jLk<(#aM(eMxQdM9#TbaFNEy*hf0w77@w9W31HMbfhF
z7kC_`YK=W^hH|-HS6na4R(~=pT$;bCkD(ThEkB<2P+TWV!#!7H-*d8<fLiv5CGn1_
zYSs7;(CpTwS=?5B-SN3imx@q(onRaqt#E+p0iw35lT$3taS?lby?$ih!cb|SOf>P3
zxI@$G7J$T0Ldp@?v%-l~@*fM^-gK!=kq!Pk`MrFa9nK2;Q!CvwQ>vWYHHS|;(lcd;
z3_Ey@<|}@gOo$An;1Bp!#@HrFT0d@)B!T(nz8FJ_pLR0g&M)V?zTrT{_DyBb?t8`{
zE9?L>tCMn$mue(i8odq{W!C-qtBJfn^gR+Xp8XCG-s^Ou0=pe;k(b!9r9PtQh?;C3
z<e_?%oR`1fyBrwZ`PfTk!cr<7aJ~ip^^j=wUH==ezXZvV{$CBvGL;QSB$qSB%joqn
z4Mgv<tHL3BEAFSkMt`IW4P^HoOp^8@#;kl>+2m~4?n#=w9vo9LT@+E3CnDF&iJxb5
zKQ%a`bk7+U?vW2uD~<hnC)ASf$vrir4wjM}k111DR|S3Oa$8fAOb9rpF?(^i{BXk6
z7~jw^Au;<~dYN9@_m_Q6Nk&ew-L#WilH@O2z?FEmXXeCQJxY7*^-ILlQ}p5rh1j1J
zzot?jq=ikSV}}C}WSBD+U6{>olZZW{ksyKF<5P4Ms}RnZs%Us#rQ~`E3F(sgN<kUS
zOTOCQd)ZFo$1!O*hq){j8qTU^nvS9(5I>^xFvqABC5d>?YnLQENzu{D16ZcLil}1P
zfnSCsRTb$Qlsax5D}5mEl(hVmwwjUB>EflDm70-g=aqwI)xI)T|Jh14BHJSdk|e}8
zKPUz*l<{d}ar+hNewUoiZ70Ko(|Y}=udD$k5?+%8DaJ%Ge~X5zJ3(t+UI?BdTJq(e
z-_+ra*y*V*GA4*sM2k5|5yjWB#y5Il^LgPc(jFG)R}+vF&YFexe>65;R`iFRR6ox!
zBP0%0_Umz5)|(C>7wM&jMtRjUo#OF=J+Z1klTXNIFOIFS!kFvgc$na-RnOD=wf#dS
zX=kja?r%R({AI`<R1;0sTv8X2gUdOg<4cIUT~orWGULiH;lsBqMXK9q13%Kw!OyFa
zWpp>`t}nd>@O%WD$4+}3DheXZvDm9l-|StuR=fZ<NO!eu$<*cAtfGtv<KxocGN4Y;
zaE|2dKgD~;_sMlb-L0fE0+HjO{>RD0>S{FIEOjMeQ?+yHj2&>E_N+ylB7qw3&X#!=
zJlA;z15`q2;-Hy*qhB22QYF1?0IHW8<an=_DZ|SzQ7E`69+@saH`iQaq_q4{gsodP
z`m}8`b+Rj%Yp|kyPo5=1-pwlMQQPV7lIFv-Jtt%dWyZsh+(@3Nqr_n|t;&>Ih-zLg
zhQ}~cl@5`v==Em>`d9g5P|<$yoBYqt<S#N+zuO5V)_)ayxw!|=!qioAn$c-ggl~bJ
zG0W7}qc@ea+L5Sd3+|3TC`etObkh|W|47r}tKv(I^i28mmgs}HHS-+IG%qR^eKb!(
zZ3%0~F!ki5w1Uu@Bgg6^)X|uF&EY^~M}J9cB5@(9C)Mfew}lW+QtdZ^e;;KuO`n=Y
zW2<?2oPFzy+)jW3GnP?tf}K^11}OMLvS})tyaZ)ffl;nqEVcec(>wa<c`LGH!Ew2c
z!5UvZJ%=Ea8#GZasghX&5)6nFe9zHP#*y;^6P^}2{~oy1P4K}ja8j(a9p!8UeB=&$
zj1k~pa}a}i(QBxE9U1B865uK%kW#+=ea4Gs;g~fR8Cj`+EWxoXSW8#}hQp2QisE?{
z)}kMZub>NzDierSImgJRwy=}F$>A!fk4~r^gnAsbS7%AhzU;mQ45{roR0I}874eT2
zTaQ3-eM?8W^$-^!4K*{R@YT0|44dwksWS?E9Ab6~u0N_y1|g*$=L)0Te!WhN;;j}P
zW@3J|em~0g`UX%{O7ruxG+Jc6TgLZm4E1l`B4fuCkoXZbJf*|L*UDk?lT=-Z2?Ku1
z^JpmGP2^RGEbj9O7ma_S#oC_vS+<#TkX~R_zq?a;CNJWOiz!s1!T(Od&ihJrHS`aI
zZO`E<LUS2U0)ry~@<!97$)pO|B+qo#y`lq{K_`ZWGGn3cL^b#Xz08r=N2fYoi+s?G
zzLv8_?R!SE+e*QTkyF98Xzf{UU9Yd>p4+14yR|^=rK9mL0@Kom*_%d1slO$A>&fYT
zI=sBKN;z?Lv{Et=C5Y-TG(-v$KGFr&NizG}TjY%AiXsaqWc}7UXDFVdusO!JGh189
zu`y3JE~@rY`;Qy~q()3d*^)FVe}A#YTlN1+AcgD>b>-wj*<M{3%}_}_kzc`A^+wpF
zQ;fkhCJ<U2jibRiU$y~!jfvM<-S|W+3Te$V(w9@9ExkB(^$(y;Y1#?Tk{jgj5l#qe
z;Xr^Zy{{EX(WdmZ6`B$oXz;G}|67HUQBntzG4m5zKNUyeS@YX5cIeAOReu>Oi_Psu
zr5Hfcd|FM+7)8n}+Am>SEp*jiVZXZXYqxEBrH-4x#uD&Bs^@PFV+2Q=o{B?kVTHBh
z&-5?XdBYp%n1)iW-PXU=^S5D!^CQ{l<<=a!C3sRhFYfx3zZ&9}yM{Q0!(FQ}Zm2E)
zJ=(J3RHi$C3QZr}cweH<EL1fx>w&wtxGiFIx~3(<^VM;26621>PGH<AZ;xeW9>>?i
zHVNFOMT)SL>L=5*Bg1QH^ok}X%W6bu_*&}(HNVYQev>zBF{p|}j~(86bt)C+HYKyN
z3&&hwqGM7DvboZ6mU}eh^|BZumM@}R#IkU%@P5mmP@qA;W4S4)w+@2&`*~0z)`cTX
z(<2BuRDqeRnoimDPSrgL2s(&28ji6kC^mpt6!eNqD~CQ4BGSIQ_7L6H3o)`c8$b=`
z?f$0OYgoB_+@5Z4r+#mj&LWVS^O1$wg$bgi;;{T!`3rN%t}}-(l1uuA&!}j^#7PyM
zG%u!fZP*$4u7Jv@3u^D#;g9n+wF`T_$)(;P#qi;y=7wDk)plgY2b-d^5FxIzkAvN`
z$>mei;T)8&i)-!86p=-8&_uBKEkID3aRz;FdF<X`Qgk2WImF>x!z@XS>iIRzHQ4e-
zWG8iYP}=oT_?Wd0bu49oWR|u@eA342GNw2~LQS<pQQe=?F5I~eZ0&oqfCHk=b?=^Q
zzb;aUfUs*Jk#d-Z{U)Kz$;^Q-uu(B_j)wP{fF+p_mu~9U)U=Gkbr&^kmMA~_khwl3
z(peq!H2)BV5)U>36(wl9H`ALJK7r1d0Nq$)%Y<fwF|=%WkGtqoj@4GqR`#HU^)se@
z`z8eF5Z~Wch;EkT=H_Bn0v5iz%@M`}Rb~iGlxdgz5fKZPQ>+`GA4c#eBKTKq-dF|Q
zmn}S5FSL>*H6+<r4s<*Iq>{`Ly>wTzXDd_6U9PO>f#c`VtuDPlYW3hlk_vU{HVF#Y
zjvT2vjP{jiIBV{I$;f;ueP7Lq3i2OA%1H{o;fk*e;$_h@Z-EfsFTdj&1q*PJbP^FX
z8p{In1A6bZ95Ep*u_#(AXRfKwx)wdcc1D}gQhRy2@FN4FrC-aGNUQ8u?mVvcI24yh
zYB5Ij@QJr}uB`OI#_uZm?V%e$-S|hI*2jn0ty*+MCkD4bcUSc-5EM~?5>dVdaBl(m
zTOc#a_7=brGQM_BLTsP<xO<v0k3;P1)cZa}vd0Y((FK%x`x7rh$^_E;=Gz^)&zR<_
z?U<mA=sWOe?{OvM$kg51{d4?>yK4WQS>c-Fh8pE3P;m`5^grs`R#+%3w}e{hTjFcU
zJC?-x<Gv70`}wavw%6h#t1=aWmHnHu&AoJ&yk%C4tPxsc+^%eoysbDbk_3NY_YlY7
ztQ07Ph^sh($%WwBv2tdf^idRw%K6f>x@O=N@Pmn$ttN+<5t$bk2>(MT*E_Uq{z&7^
z@4t@9{Fjz@Zh>emJFQyi<2tJf^LX{R&DYrT$pd=(JYAUV36~2io0lz>)v7U;9-~Z;
z-fI+IIV$)BLMk_H{eOHP{l2lHe+#sA-hl<@pvX{Bw}2GY6pE1R`^B0|-590a>yMG-
zFP%<Fs}(D|#srlLhk)MvD;%3>%l~v9{>xdQg?6(Px8|}Jt5CFaO6oUB`DO-#it&|P
zQy5&C?S<vQw$sFtFMIYyvBU1Pt0(7*A(x&^*rHEs?h+40x3L#sb1gYaEK_><qYw-#
zHN^K{RdT<J<-@<?y>J)rvSq$vsNSMsyVvsGyuW1|UYZbksDampM5T?2_mvVJUVlNe
zN4X&D*U(wnU%k;GPCcBLnsDip2JU~|6REq<{rvCH>Btq-927unN6=styr7$1n5LMW
z<aCkAU88YWapLg%0`dJ2_GiqA+V{u;F<12HPqB0xZ-JFW2jwFYo6DgurZi2l5zm5~
zf~e2&S8+>yR2<KAyb_yB)lBW!qLO=LD=B)>DGuh(_^$(A|8FQq$He(evkjWg;<gF*
zKVvtvq`G#&THWYrMG@M~oXBzeS_<wpX{JXt7kl&j&adv{u3$a>nJ2eQ<F)^@9cAGD
za&DUg7b4~W<SQ<Dr>aDE+lZ=bxokDv2+kTJ&*gI~MS43)XRB~^bT~)lNJ;<mlABCZ
z-2zJeZU8u*E9$m^zciSWb)^hnW=i6lG?YcZpi(mtAJWbEwKNdn@T<vm)j~Et#977m
zBEa8zr-c|QPvWT~@6ItaK`h*Rtw<N;de&$W5@|=4m)P87`7ZW(u@pU<UCkVaAh(@0
z{u6ne=%=|cs%-NwvNC8txNZr=)ETC%M!mM`=lYQqhbg#m5#vP^#)+fFJG}ZN-xL#B
z?Y6g=vU30x-jNs1$1}x}j!u}NV2@J-2=j9b*FUgCb~A8%p<r*PN0BBYHqtiF_6jc^
zb_%);;g8S%WCy%I`DoT^z)?6OZ})!kL7V_B8fne=%vP%X(wcP9cBks9Iyh%P#p_qS
z60ktkh!<7wVB*?tM+1<72nu|E@Jqn~!Nceql?tfAq*`)Y2Eoy957fc@Jl2X%-r;1z
zSfBDhl`?CRB3Wpc2`s+LQ}VPbx@OnuS+E>#04M+x$Zx=lQ$)+nhfpcz(a5sh{XZta
zC!~`xzT=S}Pz=?4h&}VGwtZ=|ujLA}k`HF472;in!7@DOa2#HbOElXNJC`WIKAoho
zAG0{%wG7roh~z4+vvm@l)GT@5yjuFA$p=}>DdF4}vSX5``_~K(735pB3;LMHlj4O&
zPXj<B7C4lb<EPxX1oEf$^6=u>J(UPB5$%Ws{E^7{po@umxZO6MY26Vv=gND&r*h~|
zoYfF%3w{Z^PKvF>L1PKEvI^8WeNij70C90o3XgPP+FeaFw{G7xCKT|-$$ZH6q_9sx
z<TZBdwQXaB+}Pee)iRAFLS(M=14*dVd&+{kPo_*L?-^*#Jl)fdy!x#nJ}tz`+jUNH
zM$WF!dA%&P#k0!y($p#T7N2H?05_|TrJ~+$(^6GU)U=y&h_bybW54%{nl?8G3cN`V
he_r<ftsO~MAN8v@79V8ZUG!eAkZOgq;xXRN{0H1HODg~X

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-98-__details_.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-98-__details_.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..da4837449eeab2eb9e120c6130dd536e348b746b
GIT binary patch
literal 9465
zcmbt&1yo$iw(V{pI5h4OBxrDV0zm@7gG&f50fIy05H!$OfY7)*1Zf;X2y`I0JHdhm
z*97Uux%a&P&p&^>d*A!N_Lw#H9=mFfHTPOotJXx$B3A$c6~$+Y00;yCp!*9zE&%cX
zCOSF>`U6Z13=AwROl({dJX{<cTuLHhFbORcJsm9-4b4MlZq|p4kC|v_*hJVL^YRG_
z3evNRNs01HatjFZ|M3wJ78VvR4lV^A9tA%G4FmuGxFNd$LQD`1aE%IL1W*V;sDvP7
z4?ur!=L66`8t`WWp`fBYK*zwu!p6BD04D%YK&YrFXs8b!prPH54!D00pb<VGV&Hp%
zPOS9`gVB|QKO`{^lS!`jGpY925wn1WTPPMb894<d)gu;GHg*m{Az=|wF>(2)3W`d~
z&s20?=<4Yk7#dkxS=-p!**my<czSvJ_(H<ohDSt3MaLv1zfVa``;ZRHFDNW3E-5W5
zud8o>H#Rl5w03{#=|z0)>;E=BF*!9oGdnlGy0*UYV{>bJXZQHz^z8iN^6J;`KX`!v
z)PK^t@Bc~cZ@dWad7+@8p`u~@!3%`qeGgPZv<D1)=tNJnFkZP5GxCRElE@|I)qcie
z63{*(wQw85CSw*{eRTW>wSO@C?-2|Ae`5B(i2ZL~^8hX?=-zp#gn$fixjzZdDRfBv
zjmW|~uOKGLU6)eC$GrJmg$?4(k6{D;1gNc}oW4<ht3lf0P^%>Z0)~X?c2Iexc>63d
zMCY8)=!t}x6J0q_FJwNGx)K;16lil@2}DJS=RFaLD6)E{<?Yh!iK5l3O4_3n+si15
z1gt}9SdXA-B?HICy>I$oIUFlBSqO5-ort4|R?tc0+!4e%KAk!%xbU%UCYuo+J0`C1
zUKl0ZW#@9*q<xvVGvJN0DAd~5>2RXcq1p!9khFi}F<?v!A#PN)PxhtnC6wWniTq(|
z<<u$kYBY9&V6KL1zjjN5#CNBo>&{~=$YGGw`IQ9(^pJT5bPStcy1|efmnT+EDxRYR
zS#Qn2t*;`~P+TGzxtM;cRZ$C(t@W|x49<%?{i=sOJD}A*fQ<T&wKi9=_J|m9hv)9J
zj{2VOHHSuFEHmRKeQg9Jrz_1^47qD6jfR!aaYWxDmNNaf-9xEMj$pY;Pd?2D&s9^a
zUcJLFaeC!Rm+bYht;JFM3*L{97VYaz9nK1CU^rrYb{^h?#q<6IL-%tZ+RCZyg$Qnl
zF<NYPm?TVds(bHbq4${l$+g^aw6(r6t~W(gV(fwXRbQ3;&5N;J@$f<_)5%Y-VkML4
z6E!G*xz8Mx8RfkmPWFa#?{2alS7(vGjf~b}PVFhR;b^Z`7o*pCdM8-h(D1Q6n_YYO
ze2Vb{R76Bwrb+@_G@J<+>?0vk1|XvpgfmQ~LYsm7(+7vr4BLUk5jGLy{zD#`tC^q#
zfl1s^xIKpAh_Z1rZDZwF?HMkfiZPTk`B*Q~K~li$g6~n*AYodBqbKIKFN>a~om5w;
zK_pj<16pmLTRube5F-4Uw#NuNqmm8IpVwKgS*ULx=Zz?guoPklt#t}bo=a$u?A-B&
z>WS;7e4m}?%PJIE4k|(ENSgLJa9V@0EGDs8OZQl5!k@(*T0q$HgZTyVgaoVjCG4ug
zTMxK?gteh%X66{p<i`MP|3FeOS&RxBs)$*gI5aHC<`cw#QfY=XePtnQ8Mjt8c6{OK
zt0cb5CI(JufNKt-Rp!JYr8C{d)>mlgqut;ZKjZDRbo2SnFRk$|-^0jC_`bl``MY|V
zNS?r<fOt-#ZVfcgUwf(sM+ZggYL;qgT5v}^?rsgy&zzj90vFeX!5C6|oo4T4mh$Xf
z7`#tK52G|QmaxAo$Em6Yyh-GM4rFVLV((eJ<QCF6h<$<5jXoK;z?hbz??AR4HeWrq
zNHx3C$-dKC-L(45qk~g5`@q-K*iD=x7IN^)_>L;Z?hJ>``Ro#&jY%Y8C`_cRiS;dc
zxv4bIE~KI@lRQR})z5dGmbJ&ri8*wPj@>-&LQIe18!^HiTBy5y*7U4K=+Suf(1bCC
zQVzdhwFGFGuYXs;^Gs79;>xjP*GNBtTw_YG-^mtg_>!NWU?J;+r6XOBp4v#*MoYHw
ztVhNGp5eyhCgJ3Agt`y6K=NTPB!I-TSxQ4{=4{_)z4wm1C0;#ylM_G!_RWg2g&(yt
z$uMg7Rbcq_uBDFj3%vb4tX^c#lRzYPiU5cD6WTt~Z9&c86T(#_Kp=kvJ^X?y*W$P$
z$6&}fyZ%NZ<og8lN;0NxEsn`#(w|{<Pr{UJr`pLTdQ<HfF9aQYY<W_nmH+nV0oaj1
zZl76YpIC7a#5UV^AzH24vrLeR1bQGZqXjQfH7928_M3_FD43)>Q|7glKG3<Z<N0aV
zjp2$MbG<hT;SI<;(w<BXX^u@!9FmYb@d%2nox4(54$vP^ie?EeM`eB3G^hmG7gFQ+
zYFO*XB{waRVK05=GF~_#IKV~M&B-Ob#I>JKp*)dG@=!ER>2sOiis5TqqYB9cB=9x8
z`Q@jXVz2YdiX1$}PqwRj0X$~oTaDS1B!*e*=6l)Fd&J{y5VqZ(sc~$!{E%=GE!hY6
zz_T<-&0EK5qbJlT?9KabY9VB|70P0T>;8pz#iJVD8nXr$^Z51BB&#@keiyU5KxOqs
zT^KyUR?6qbo-czOGBv2*8kmKvb=$ftz=YBN0vjC?5Tuf(JWZ|H+*zNl%l)$uiz9Dk
z!;0`qpWTvcz$fer3{i}$=!g-c6o~RkD|z8z%;eD^7i&zrQYnjC`vjxnQig+h;#ExH
zr<a3Cx6>t_^w5SOJ{laupWL>I!l9}KJtSMDtMjddeboX6F}{J1w%@skhHCsA=r%0)
z{xu!r^(|+4gKB93<L0XE>!WU|5A@Gr@?2WV`1W={@1LyyVE%Vt7_k-RKFCjo@w?07
zC_Lf<NHo>a)mRi=@1O2_MFoI~TkQ!~c;%MI^l0C54F&6Y1+W<=OEBPw+gHY{)e2tq
zMAOL+71g&=j{3Bu+f_2Q94zK|A9UoZPm#b!wZpsErs@(Wx0&xJFB&wi(Uy_G_5fse
z8$gL+%l(%~N=@zngg&rsthK!RPPd&ZUT5&kHFf)-y_{aop{b{=X8(qJeD3*i=^GZd
zH(r^Szt`GDs6UVB3_Ff}Hc#<b8sVXadNAiFp52HLE<UY$x;hr|L?^+)WG3Z?t$C6)
zb%)AEn2#GJIk8QuVsh^tq3WC(V#|xF23}mqzGL`1wG2N4)1GuA@k-f((px$>NXH28
zQtg$a(T~PxcNeMs`haYWgeA6-)BteqW#v%p96X*vd9~7C#O@;!n3&p8`Z}f+xu@^s
zFYifHK~`ThU@<6~Ztx6CI-{BCn4)+ukfEtA6bp9lRB4R{U!hJ3K!>0N+_HPn8gV(<
zDpwP0)?o`TI#E~-Kl$l;cKDofi~*NlVxnBM3maI0=-o%o6C{9nmo&ppp2cVVB7V2a
z>e^j<cD$uS!F>j@fdrf<8uoN!O_zFXY!aWn&_wq^qr2-UccM1%yRO)y4p(TaOJL3b
zVLzcnv&x>_cT*w%KOMC9z7q)~73BxbvRonoMdKNL+3tVmF&Jc`tT<QzzMx!lX53~U
zg?XHryg;+ruK%SIz5N*1o9MHo>lfSz-k;!MCD&gwWj@z0#9hKS4Hk$^2(c}zHIP7g
z^_7e&l~Tm(s^duZj=K`reu0q(y9ixLj@etz>4sJUABiuvUyPLI3O#+Z1|-<lT2<7~
z;QeA^o%Xb~p(UggA={1^#;JzYRgay<S&|{c2)*uAb=lt=9#!iTu&s6_^muO~V@JK-
zs>PdnnsA++1UC*<fvTU*=B+K_$}#NvctWWwqsrjRpw=Lc<?(Z67p;7Pj)tRSW+LwK
zPwG8>P<Fw0c&w`R1Uv7rWfcSUmvRtU?iKbIP*5VB*NPGu<-!pXpt2AYyKx+8_j460
zjx1X=ows#YqT#1Z0NN(kDMw_+JFxi;K@UTf9!^*{Mp!RAR$d=_PnBA&?Io&f-pP7&
zS1ZlfnADrgZK}fQHGm3r|E+t7`()E6r$;>BfBN)WG%+*|E-QM`S6#W#t;zH>97BPF
zm%X2eabE$uGlrL=#zK2>!!v3tW6dn;qX`B5HTTgWCUrbNKBCpnpqeqZ@>0=j=?e)?
ze3!nAzs%Z>UCsqo2ND=dJ)d$Si9qe(BGCjX{0ls1f(1PBcBL(<Y$D2JRyOSnwt;<r
zB4MmE;;*>B29Bcgf|huYg$;ke&)J{}^xW<PK(bw=UH(#yj@KPJJ;bs7uI$SFw7}ji
z=cs~9RGkA(-cW>o`*$t7{Fp8A(EL=)lIVPxV3IHe$6i8Ueo<jxA%=kGiVWCPh1t=5
zO=c<dz##2J52fL3ANBdTZ(YMvfAhYc`ox`<x*(&0DM=k)`+!IA$jC!D13l3*R782z
z&M9w&8SQlS`G*6eL)9F0pTfBx>ffHN(A*S4&qf7YAyh`P_HF{x!31M5W^9X6_M9Q#
zz6bSdkIDQb_Co>%TzeJO+Shj~snJNlJmdQ<rHiR4?|niE{x9)-9Hs)8%upUPY5U3G
z-=-2rAJRO{^<-+ksi^HcuMwXF9h3K5J8E<|m9Tl8EsEXw>s@)Y{K_8C$szjA%CWTV
zMMpiMn4D`k2Q8ym3{Z2#b~xfwCyg!KSO`$dqcbRM#Ze&9W&^8qACpk+_h>5REg3JU
zyu3_OBTN9r%PKgJQ#}VuHchl!qZdd%Tgzfz<UjQ3?CL=R9q|IotzaCMN~ZPzz2D0x
ziWwV8n1c@FK)|@V*a#%A?4`!)kj2`OPvF{($qH9*q4CDc3*%7NiFtUt#6^EWb4Po_
zHT7bDhf{yQZWoZ_9#a~fVX~pmRk=sij;fRTO%N(2Mfx>|Y*kcjcpA;JB(J*gyw??W
zQDNzgUxc@vH0<~I7ig1dM5bHr%v>22L(0L6((~qttGjFA++29*=H2)G$JVBIM#1=e
ziF<o`XKH4u3rlj{8wI9@%7p3U4j-8wh9u9o6sB6uNXk_2Y6T>T)Y-8tokT63VN8ha
z7@1Kt30x(=oJ!6xF0(W+@OTpgVmc-@ec<MJ_>04c^)}Qc=*+sq)3bMvcSxqEgOH)s
z&--qmU1ID-rf-7lDGFyPJk*Dva>mVs$j4R}E$I70ZA!NoJHbGb2S3GQo~ZtrL*Ik$
zQ{??Bfw5=pXsDp9mlnqu0bmtbJE7>c^h2k1F<<Fy+2%NYd~w{<-#W3rh565a43Km8
z&@mjFrRU~C*ZhZ(fG2U1)X*z`fkyj%7tgXIn~rp-`{Br*nT)ICjJr_JxL}=Fzqc4m
zn@a@w@3f1PIR#E?M#@6P4IbK0ROh=ZrZf`ulgIY!9gUBK8>9-gV`TYMI1y5x?-!Ce
zMv;EA2%S825YN!pf%b$?P_YV<x7y}VbjlmwN4;li#XCG?C**@I2`EyXD%<`-wxx4(
z{kQpCNlF0&q;2)gmQc_`J@P0xSD>l7Y5=G9#81Ykee32Xd(%4Cwn!8F><&kbZeEjl
zdG81NXCi5GuiNB`G*K{Q4Qqc*KtD5;&`dnHTTIao=w&O)MPn-jUeG{BNkGBCZ|${M
zi(oP1Kb=tnzI)nKU4zmbMDmiB6Cti%nwUN>!TAC0;Y!vB;Zio__1U4(9o;cAY_Yyz
zPO3TX$%72BkrnpYh23+hoQB4TYZ|KFNlE?u9esO8zre)dTXK7uYz)%GpmlpEo~@?4
zZz<F4lp+{=VX<d50yAf(4%a$qTGwbpq+_QfP_KB6@mAhR23@#_Wg0z=B2}hMfyan%
z=$b^-w1J7FGk+x*y|{+&C?|&g>G<ojy**ol(S%F<9yGMAYzdn-Jj))(l396gNALoX
zUf0P&qd;~<T_zVx>er`sQ|*>Q_5zTYA7?zI1C=jtQ_e2KHh9__A(qgv>D=iXo8Qs}
zLiGj$l|DTg7hwtDk`6h2FU1_)^5T{05~H3Ci)5DeG~KH_Z=WH1OJ}b7uUVhmQN-5c
z9SUsMt8AtZ#10N0HHQkMz578OIYZj^Ma|h==e+~V+QsNaX6Cuz?n=g*bH)V&vtB)A
zADW^%2nmD)otIN|vUR__OywrWNM!N-idq60m>Z}qv~S@oXlZK?MNAuKq|K4YbI)#b
zlKQ)>Zkfw8Bqt**-^ir+2DYtL=@_-AbdHW1e*8K&lNj&5I4wW7IACS1>T4vjYQX-v
zsvy$TP}si;UM?Nl)Dp8v3Zq0teBt=!hNnCX^o!OIkKLG-+d&K`s-7!KtE7{pn*4S*
z^u80Asa|#TnzZ4gqt0bLt0;M!@=S<0gV6NVPT7m4Y$ULWPThpp;hxQB0*?0AcP%rO
z4qKh=9X#<*e%_vsIs-fXAgNPP{lNp#>H2!>L2DiKN@)9cU_tJczFhd($F!txvWZQv
zhM#O4>pzy6f~Qt?ha0Zv)EDIqg2SmcW!5)GZ5ua{0QOHwtd+fZyl0+5>rYSnP|9MF
z0NCvAtWWxpVRW~tVLy@OArpp78cDLhN`pX3W4$la9hvvM2HgiCAwJUGC%r#CCcas!
zz>_XJ)Q>!h4h_ZWD(8DcT7`#D(K&0OkU*4=HphdbOa0)B=aq!toWU~~l-KZH%Q{g=
zk~8~juLd2`Xqxj9n=raYvV`&b?HgaoXhzVHOI<hZX<KItre&(5lT>ln-Hv(5Nr?~l
zx_UPC;m=#)H3Xl`U>aeagz(rfb%OW{axbI(O}NjzO)Yw6aIi%Zh{5Heg^9FawZch#
z@;ggOX>R~u2E)2+F83HhLI>JyE646WB!~;%*)drzsaP6uDW~PIf;tJ3c_cB)Ctx8o
zMo-vrcf9?y+TgC!(wxoHI`R>73RS(gZ5j;LOFzQbDGrli6JtWYJUnn(;f)FtgFe!9
zeNYG`2EB^8_9x1#ynOKQa5MUw=m(x46pw0)%lH`a`%Sn;=8sL7b@>D43kbGwb{DoM
zH#;w<sgdzg*O-ZH62gaL7gHw7E%{3QR5`u6T?{gMDeTr_m$402`Po;<IWb->^oTYp
zONa}S{jBsxW9sK2Uem03j52iY3G>FaE)UsNyw<UFq?05hpofgj{c*5=bzmo=_11ee
zE4#iz>bI#>y|O!FxpV)`Rdt2hI9EdzH?8zC-v)vgbhzu-wy?TVz^1e;`9q#q>zhDo
z>@g4KmEvJf6BlDkQ)8?<yUD=?-Fe4462Otq+evjdko|#W-SR$ZPSR3r=X()k@lBy>
zqadaf&`Ttjtf>70zoa}d(Qp#+%~SUo7r8vdK*L&LBCOsvWE&!N*9sN9dY-Kv+LMW&
z6<zEwO)ma;hxA5`28yLMBa`CyldRU5d)7kvYksVrNL2fylB+~Z^3u<1*GcRfe%c06
zDn*+O;wBYxNt#P^`m0h{?HZoq3j95(3#u+Ur>L3n;~jO&%bdm@5oiYMvZT67fSz;6
zY6U(1d;^(lPUerSR@m&qZ#|*nA{qBpTCo@J_2G-B`%0_u2Cw7+CvSJ=RaHhBw*Ybd
z<RMG1G;MjV%6Gg!lI{C$ICqLEOK;vjHbA`nz1H-_(pvGi$yV=bU|o_MJU-h44Bn+m
zg+FN5Byn13Qi-(tDmhcAy0YYK&G4xXJ*e$9`7i9l9)}VJK)O3?q=>Y(zI>vV!k@%W
zY0Wlq*<X5k`t=vmhA_${>iw;WWD~O@TVJPg9C?y=p43iVG+R;?+qWg8l<=sJ?o?^C
z6i^3ti%e=KT8b$3B5CEi>e%`?x+&-SttiCJ`H<OcXP97~MiCq75X(YKr3<NJ6gf#l
zgS)I*_c)c#c*Te-X@i>Jc%>`PqYuFkR4IqQUlA)!35lKKjJcf-K=po%ve5=>i&p%`
zh<tn_LEEFJsKIS7IaH@?5*93;?Wbpc6~5}_7=;9yJo+|bSN#VHLGfEg+4M87W}J#r
z$zxu`HAd$;jeTm(KAY|uf~-p_tySR<pO`Z4?mG=sJ5w+WfDewuVf#Q)8EVMO`Y$zh
z;)`!S2u|2ttdH~Mq)B>LfpHfEI~ix-=HR)5O@+7XhYw7Mf5q$tusifj4T~5w`Nc;=
zXzbk|<K3qDc=yJx4~9)r?Q%I~&rzCf+Ml?$YV*rH<jnbdL8oj1F8X(8{lC@$YF2t^
z{Gnh=^+Lf9G#y3I43@S4C%T9>jNwb}ceOd!1)V|I(-V)LtG;d=>pGI2R=ztdW&9|q
zRI*F3oYBG5L$Fh)8ZXQ~D&8m&lJKOWlkh|#_WMq<nJJ~lJnMVF@S`}Wi=tQPqd);I
zyM4h~5i>M2n4F}!_;53B5;XAg-<-z*5-o-QKGKV%*jq?G&~Ue{T1~;zH#<hT&Pi}O
zC895c7YVOFmLwtqnyX|mzTkCqEDFO!E_BP)PUI}Ga^735c>bPtu2{p#A~tG|8A6l@
zUNQC)M1%o1y)6{Tdl|drZPL%r-mZS7pM51yU0z{!MgDl1e6wDqjqZ^Z=WfO{BZMcQ
zGj1M=Mqp}MNu<(492&a_zQXe;C~`FuZHe;)gNscXjAGjM<1!q6IrG1f>Se2dyB6rb
zn6jl~_&8Se=%g@PB=wnaM0brW=*E7Yu8M2AsB9;VXH&zHu`C&I(W68Q`A#bTBI?Q7
zEvE^?{NQJ1?$22BkWeKvw;&Ghh$<@=0>{?QX#<x>3h&+^Rw|lgplr}@cUI>?443yJ
zfQQEQ1GAt%M4BcrqIt<;cJW4abp5nA^6rs$Tr10$pvutJ3}bnR*ka$!{$cCaiLwI^
zH&YX|NB?Ef_?JLJ5m^#Stl0Gy2HWEm<u=1M)jrtHlicS5_(ERw%ic6dcr45bkx?Ra
z+x=}e#DrV%yS8j0B0PNGqNUl<xB_jOn*s|p6cPkRqn}ReK5o}HYKDz-`VLK7@x4i+
zeRm34Kmt`J-MiV`YWC+mSF$4?#(w#d^KP9knex1K5yJT;#C|Tt*Ki#sN~fw!A6KzR
z#9qu){Cf;)KcFg0xPDqxGA3K;miGUzhx}D9foVNM3rU=q&r$#=NJe9@9)hwPcG&;~
zJ02I4M=si9B_n}DlY^?VMUkkVg2sk%ZEDm*kIQot3UVpYAmiKO4Kq~PWkn`^)-Z&^
zOWt4{PP{LoYvH9CwPt^-OWnM;=t(@}k$`5!$SvgqPh%uNUxZ4l@KCJiU+Zmuwe~;n
z6V8f?8(n(=H^@-^{MA>r>Gl#o&+z>pY(+7|eWEm%f`@p9%AQLu1|A;J6J3HxZ7f~W
zmd_iuq?1mpv06=?d{51y^u+KiCQbdHk1_ENk>98s;%{f>Apt`SS5q~3ZbNJ?%$MIi
z-HJO1cSg!z>4uAz00~U~sX1vdy`qfF%e9=`u$@jVvnS{AD>O1y29oS_XYtb+tN$5s
z%IXr@6I8)8`0o3vFFY1XT2+%)z}#!f2q{ok#U!AmKmuqJLnm8`;Q*W12%Jl6!Z~}}
z)CKVM22-t%di>`Qn^c&FAdtJ6TDo8=2`l<hi#ia_#Nl_dP=6C{+D8I3Xj}bXA^vv7
zY80KWe$`39thK4NgPd_~$xL*ksWk~5yN3*|0C&sorb6;YdJIAxXS;J->v^wOb8P0U
zJ)LY<2q^mM!iZxqHqeaN?>VE7gw(J`A25e$wly?BjXBBLevT8IkfM5x#kyv?Dak8i
zPOKh8QlUMAzt!X=^?a9rard+&sQc4c(AK&U68Jncg9K<w+jYv-1p|bUfLe#$Dr|Sw
zzu>T-FZXmO?D?@`lY7ywmurK*o8dE@bgH3FpIN8R=3)!eIjSL+ccgdkkbn%;%pE@W
zr>h_IM>S_Izpkb~9l8EtF{h<`vtI|}yltYD4do)f&j{t^`DK+j9SrpC4+}p1#ezZ^
z@Y&1znL+=Y$uWD(DDv*rXzIL4JJE9+*N~GG3i`__qP-^KU6E<nYl6Yovc!T={mqBM
zW5Mp9Ner-6k51*E|I9Ej$;@=PWMZAUwU)UzF77YJ;RW5+7k{Zx@_SSbo9>NI{lQG+
z8q&4(iLSY_LqK<`hDXqpM>EOJ%+Yr<Wi-VG`x~+Jm1KMoj@IlX5(p2<M*<@VI1&iU
zsJRnUy5YPfzY7$qxuG!)I{uc^ZB&FPc=d+cplxAk0C1lQZ9$bT0rVA?v);OWzyB$J
zQ2X<zu!FzcQr}O_`RCLo&$XwKJ*h_g3*ScGR3o%`3!G(SIy9Q6xvi!)Cp@kgk_?!@
zoX>yAvgT4?WJi<~eW{AU`h)BKU%5*B%@L}2H?Z6Astth*V_lnTO(IgyhlIgOdF2q9
zi;jyA2)`!P7p>;W0x2mgfce&pMC(N_pGnT&zVSC_a=gS|G#lpWIq4TFHz9O<T(aeH
zdA^lbof?@tUBY=^1>I}CNFXQ95eZ<Bzr1lvxI$H+KRK>M0xN5KNC2ukWZM&6<RBi9
zGq;g=a6m@e^-5p*cGq~{Oc@>}*e1H3bfP?1wOOnCg7yldgBG=K=w&2~!pl|oBW3Ua
zp4kR5H2wC6s1JscA}+U3HaNg+8wu>IBylNjnKW_IRM<^7u}F;4gp#0M8h}j#70b5g
zho-6;3ulrkofKx$UNMiHsuU?{2hA_Z8tlz1=a@8wd2(jS(LOa@el$2{rV^aD!e)Uk
zRZ+|e^I}o&d9S6w82XpJEO!)xw0MB>D!HmO(YHSAlYfWx4lc|)%wNILorMLu7BH}Q
zAQ6EPNTKga7gwy{HN&?vT_#5J?PICs)w&RKt99%Qitp?FWoH?mvC!|?Y)F8i$sIOv
z!+C)O9&ERI<#~GIrhe=i{Fp*7ZXUZqx7K7cwhmKBapq?Fp!6f1pxVH1LoWf9q6@)p
zN5rvnL0~^!yC93H(7#p2ypb~qYf^r|<G@o&qkC411iB~3PZ^I(hNX}0&I0UVC`iD@
zC%ISd;0Z<QDvR8rwPYbBU3-|R>UOK~5>C@Z71f5vhwh@U>#-MQ+#U<mU%~FSXu}1d
z!dO1k;}Sm;eDdx)vJCB`z*L*bb84cDq8Ck8lq1h0^s0+x@MUX_P`y1a$?`&%1bATb
zo@nc|k<L?frRB}2fCnmE6a-88NYbz*{9OfZ?D)p(;PK$sN9obbIb|$0=Gvg;tmpWg
zW~qF~s9%Ena-$C1M>Nho_W2aj;^AA(o(e5ccFV_au;1#+lnRXv73|b6zDsYoHe^Lx
z(~njK_uSj-?6Jq$@yWg+)Tsb<Fjg32U9~6%QXhHrJ+g4BU4TQnAi$btrcOQ1;ak!B
zY=IUH()K%2B6|#tyZI^f9Z5v9A=4?v3U0ulWxUF^wqTqbW4I<SuuihVUPqW-V21?e
z2-<_3+uChjr*o?uP*4C)ntWG!>3fRzDba4---(0kGBU&p<64E^%{Am{l=)Q_?FJN$
zcn2Y9;j>6BIx?#N%)4-BX1p-Xi)^Bmrb3md7Gsi#{dDKTn~zy%{_|tklc?iRl514C
zS@BH0_<UhFPt?dl4Hwse5N-dXGEEaUnPoJ~#09v=Z`;Vck8mHGww6!a3+)3Pu>%Nn
z-dz0blnT6d;p4}eh(tsODG4Bh?Lz{J&-d|~k#kIKgxO1vF(lqBweyLIcE`-kv-2%y
K$x3M;=l%oYPUJNJ

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-99-__details_.jpg b/apps/api/app/data/demo_documents/stem-transformers-tutorial/images/image-99-__details_.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..f74c9117817e35bdac081b1e559e3081336c39b8
GIT binary patch
literal 8980
zcmbVy1ytM1_U<o);_fa53KVzu1}zQ+0<=(Qiv@R=LQ8OO(W1c*6t_YTZbcj1Ay~2E
z6!~-Rz31F}-@9+E`+t+QvsRMH%>HI(&;Guh+)dvt14Qb|YRUiz1OTA>2XHqBC;?a)
z7?>CjurM((v9Ymm@W}A-aB=adNk|FF=xG=k=xONam{@t)nI3Yp(9v;-adPtu2n!1{
zvP;N_3rh0}2@C!)2nZV+8xI$c3Ll?JkeQBI@PFOzIsjrU5F>C520aAOh(Tat&|Me6
zc<<)}(BB&Hj|M^mqd&mF#KOkGz3)&*1fYSyU^H~_g9qs7_q_w|KL^l>ACNE$C}5E4
zT4FwQArlNq$i-q&to}-_H+IM>^wKpH8;63DikgP)5jzLxV_^|dF>wh=r6&+&6;(BL
zeFMX1M#d&kE9+OU-`LpNxw(6IdU^Z!hP@4sc=tXMo|u%JlA8A6V|reGL17W1xTN%R
zO>JF$Lt|6(@10%UJ-vPX1LG5u-;q<(GqWqJYwH`R&8_X7qo2nor)TFEmsfw_0s-K^
z!@7U|JFx!)7x6tVG<0+@I_4j^Kxkg~1|~*-z$}14qM(au=|cKYFa(QCF(J45D>jRe
z-XZx**D)LlR^b)4qd%bi4cUJOEcE{i*<Zl^iE9?X1B3224@?Zm0q0j7dBHe;S%G6R
zuz*SnlHsE5g7%(?yoFH_y18&fpvz33Uke!eL)=PivPqiSL$?`F;~42mtbT9b;w`)K
z%SqCXFQ?W^@@$UBoc?~{W;!KufWLiJw&N*!{DSvoNQD}0b*AIO7NH%orU@xRh)0d$
zbSmi@ZsfS6D%p-x<nRTJM|`vShGEawIos-sO2FUYMLLv6<}~i8T3!&@&fa_<PJQPl
z6R+<M5IdPwu6CfQAcRFKg2$G&gp`k`jnXgjUmO`l%qhIzp&(T&*4|JL>@na2BSsF)
z$;6s_GFI6dzSq%mx?kq;(1jARmc@3ZG99UWpx0X4)<~~ROC3_L=z3Dz5Bl11n(I{Y
z{80+8rOo6@rZ^L01rs-^swsULJM;)YA}-g=uEy-iD1=rrevLqWOU6brp>@={r8=7}
ztxu5i4lpKLla7WnOrhIj4m0~3u`LIYj8t4a=ep7Jvu?6A$9@q{R4(7aK3neH*_Gd!
zZcX}x#b=+FB?Md#EPnN3w9K6FMVs6XqjTj1udk6u7A`CxK6q%{$SSZ9)=0D4T5c(@
z=M>szG@|cfXEO_YV_6hq{5|B6@uIEQ(RdTSocZL^s%UQRyasp%Vpr2!&r^=g66)$U
zHJ+q>1nG?w8T^G$)k|I%hMv9yS!x?OEIsPQ%p7Z6d}rB0mJwIza(?@`>2T>ixA2Yq
zVB(aH6jMv2=brx!(k#c(&78L|fFY}Beo-~hSf`P`9~^Qq?xgX~l%kVF@?|E0J^aFJ
zP3$Nl#f@!Jk#^AbBkOxS3s3RNF<<?vce)TVJdQj#@TYMSs&i6V6RQ%i^jO{jE3AiQ
zV%L6ANc@}w*xD5m5r@Tqj{K=2>gsU^xPKoGQZ~2OHdcDS8QE3Ue=|id_Yt9iFx{23
zgH+fa4mm4zKYXX>OXvAD_czZ@sG88o7lsR0WDt(Gm62&0TmvE~**c^fqS)@9iT6f^
zt8Glg8VTdAWSNGId&Y`suL1-?(vvJ-vuR9&YGQD;iPmVP!@-Q|pRep}o7v9-Bj4aR
z6X_BI25~Z4kF)b64k9vczn0}(zVwia<D(Zqi3XWXISfz{DXX;UjMf&rn?I(d!hR@l
zEU+`=!+yk?J|@G7aW37kS`)YDgySmSE**&0Aj_#jdM$yZM~ZSfZcqiQitlZkrUjB7
z-dx`XEXKSNZfU?wB+?47Q}dU}pSNAI$kD7zoM1o4r{cQQ)6nplXE+y-mRW&`D<JGT
z1R5z6DK5VlVN%aaGGy&0AL>CU!~BiYu;5Wa&Yt4S_+_zNlMdxP!h<eOubk+J!V>5-
zg5_{3uP9Pj$F(2jIE?q7&-Vx}L7j9|;#zTCeu*nT)nJWeIF(Z1I`&{l*@haVs;%_H
zV7aOvxxcSZhbRnWy6-~IpbRNR(`_-SIWU;r9S}&BkApZQI~^C^Dle#s?Llvdw_L?S
zt2!ssFl3w8&|px@hnoKOmFL-}-N#O?uOo)cBMT?jkAq0a+AdzKNJRxFnMot%`<Vvm
zKEFx2nkrxqmzGWUo92zN=AqkIA&PnX3$7;3wsPsPT9c&w+0RDHDl%8EBu)Wx5EOqV
z-v0h9zLPRMeQ}Z1VA85TMlo14M?LKYKVJ_a!TU4JU((SRVD@Yw^W*JQ!5Oy9)cCs6
zn`yXz{$Xj%N(KIA=<9J9jWOYVW*4@0?w)+brSXQt;S!CA;X?HGd$|*up$mIb?`H>H
zlFy15ByJ}kMQ1-Pp4kYnA0?F^fB2mM!H{9su$MWH)#0|A^laY&=6H6Kw<w{WS$T?y
zIU6<Yq(Ah9rN`f>#M@6}yoUAn^+7Ja>uMc&wl+zc9cgWz?)_ZL0_YQ7oT{eAxMA#M
z{SMYUpbkFt{Tj2hf7PjB3);Mm6f+H6a0ER#T5y?%?>;=-kHg44yEvJ%Zrwaz6=-K)
zjIy<8Z*v<=w9moxe-XR7I&HFjwd3I36*8&XMxdfq_oF{lP-4WlZ_-~Ncc-TODmKa1
z<MD~lOFWec5d;kV*(f)^a&=c24xAr2BYUA>s%OWM7ZOgUEB}B@PX}Fpn7&m|Qz$$J
z^xA3^G&v<h80Rk_GUTjMraay^r|aK9Et|!ao6VX{35U$bVp;BRrPtYrXgZ!+!38Kj
zpt}U;-&kU@9|D1|!`njkTu;8Re~$X*T9e^zYMlmBh|vyon`?6@!_etiXHXzVJ;QHU
zA!tA)v_X#pRd-SC&;xfuv0rE%+AYJsB%Mag*4p@4$Lmx@vP5ZrS*%if!4~<wS%U<O
zE-JY?)(m9{s(&){sr(ww9gAdab!-%w?y>$k<zqe<2x}ACQ^n@A<+K4k;33lisde*^
z0eX64^4Jhwj&9%)$NlSa5QI!0$b)nI2YWh-Mn2*@GEu7`!|T^yp_{V5aa_b!liI_j
zBD~NsiXr`lYNF7`3;T(i>?N}aR!m&;3926L0RZaQQ&zTB7^VkMt$^I>`-v}!L0dhQ
zAMlJs4)1{5Coy8%?6=W&+r|H3&i~}cKi`w#tX&(=kQb~wU55sQcdzfg{}fZ;_5(xH
z^~$lPbg3|F+GgEkokyfJ`KHTQ-0Iq7InbkS6(*@^+6m2i%T6+HDs4ZPSb($6>rfc>
z^l&)!Be?K~e(7*Hi-VuB?Amr#dm$FJyLXgs^WkFds+3=R)tvMf^M=&MS26I+YU=fp
z1M`@e@fRiv9@Il_OdjVLt!G>sQH1Drw{$-r*>AIEF@vbeE@Oufo&s?h=?CsDN|uGt
zS<)mt^|x2c9z}Z=J60Fqe=fkWnRdv@SFx~i>tC;S9FJv<QA~u3VhZMOZ8!2NQLub!
ztHi*fcv4;YZ3sZ7`(Ii_LQM}B$yu+#_t)0;Q&ly3%G0XHtPFeCa_@veHI43g*a#y+
zxiDcVZ1kGl=32p1!bcVSH@Iu$ZAG0WCIj!Cf@-;qU%hg`)Yej2WVo>bJJIRE%r?QY
zjYYK~MAb}>e`@*SSTw&cfT13-iYw9{Fe+T?pik$Od?|TFKQdF$67r^x!6Y7|f4di2
zPbgzkMK={Jx2`%7__srl-IVk04*1Dx+pZ>eVr8UxA8&ue+<#|S3tVZ9Nrn@r+qZ+v
zt#tyI6?U6=1U^_nxxL6{&pk6)M3gzy%_q;!X#CrS+8*^;_$`sMJk@GQV%xU{FBg`r
zFwN!&qoL}>78O>^36NHh`nG$E*yoA0P!n*U7{z0LK{a-Uc_h@v)y(*-glFyKckho{
z+G8yu4l_3ercA8@8Nsq{RKMpq6RN+Y_bl9Fhfwp-g7#gW2YlMDXP{`Vu`lzROk9_o
z6B)X-h`HM9J=~=8*fzg8{m?$K&!f@$(q>j>%Xu&%I&2yV_I|m)AHZ)%nV<nfw11>2
zaG;+@1HES547Fu?BlL#3^}@7bX-LR*#Jxv*^?|hoe?Tz#l8qOiNA8T-;O%Es!;Brs
zOSKj1*c`t?CGW^0^S+^@WT_6TR8U9{HhY8b_DX{)vuZx@5Ga)ais-eJI%bDs+QZ5p
zrm7HRTUao=-2ptbjpWn4f&=jFfvUc~hfVDOnm;kZ?=t5~psWbT7TDpS=lFyM|9_e=
zkX$=I@mCas%7x%vEp<p3yX{H;!)!6B?8TKh%$uaSE$@n1`_Fk4R^edQD;-P@kr8s?
zMV-T>-{f{R*G&UkMeVhECZ45wG=F~-gR}Xnu1QK|@?5Uao~0a4PbHYGK)<8@l17|v
zeEgYp^IkOcT2dfBV<yiw1z3I@k1hA1KuDVfnf9>i)e$7wUigb)=bZd6wnjq+Xu=e`
z#M-v0ZhQwnQ&`_80>70z;5w4VX<Yk;>idL|(Es8x5=L5-sxg5UQ<{x<)^;0e4^vj)
z+ZG>#4cN>4aIi9)Ue3rStl<lpAo+ynY=Z(Erq5iK7+O)yl9#`IMM@Sf!C^^SuVYu}
zg!&XNG5z6Jnt@v*(Byr~@bX<qe;F=>%#dCIa(_kZnE&`ix9I5K7SqD;0fi{$qhrhb
zHrV)>H10Vkze>*Z?nGbJ*X3Q@!D53w&n8xRiS+|VwKI$s4Rb~1Mv4X(A2IHh(0B8+
zQy3+-i7)ux;nir^lLb>ocMhP_gN98e%70Woii1-0H6(Qr7xYT0SOh$7#x3zY+cKFM
zbncXeCdEOI!@R6zS#0%j8?#qUadQMZgNSX;;zp02=Y$v^Us!23PURu9Dg$Rogl(Su
zAmbuZ?bTi(dnEgg_@%l(GqP**Joh*7{^{|H-&WuU!o-4G6u7efV`%qjY&Acvlg9e9
zx(Vyg4Hwq<NUWHV<`a?1QgX$RU`{gvzWZEu2fUT+`pOd@b)KQrwejwNwvwiWYAAzD
z)!>UPEFUcU{o4f))J<G;bI%yYV$4M!036$YEZcuFRo`*z%?iUw5nPzyH;tC2RB<cn
z*TUE>jzWgtdE8@UO$VDqAynT2v_D-<F&5Z*1#*4Ye~yeVO!l9dX;8SGAV6gxjLp24
zbTnV+D{DSvAI>TZVvrQVInYHb)&aoL1e4Jfdo)fj!&9RW+vg2p&+517rnqU8=`VU$
z#%s6HLNuO!XH7}G7n^_Q6(ZHOn^Xts9ts|eS@ztf@B_t`cMkBU#2e}D*UZj4`aaN#
zxxR|jDib>S;T&tZZ*5Xq39lzA3W%{%^7Tl6<<sG;L$X_(Uh_Ke2+tLDDn5+<@l1<<
zW<+;n)BJS?-H|PF+f^Zxi7+f7$F8s{dt-Q^xbNFz+_Y3FwMDA)q2g}JB2+K<xKiR2
z=A<=sV$k@pF!sjWk;jCR-{Ork6F7GMYVwlI^Kv(~_S5<l_Dy^7!iAIW5gnyNf~gu`
znjN|N=bmmYwZA37l<-NfdL47+Ks6olD`KtR1!NiTfWCx3_eI2w0bsc$`ZLcr-~iCS
zB=?{4J6{;kdmTMVI^PX*JRVwk2;m;`26QN?{rsFPZFz==LdEl`J!Qh3&z$Ek4h&3x
zO=r^+EVPfUNK^OSK9u1k=96Wz(-6+cJv?pM(9dnMod0DMgr|n5L1$A!gZH?&11%w<
zj{XXl&YlKqOffGS$frWAh9FZvHr{J9;7_CZ&Aadi%Fw(k7vvUwG+s^<x=sq?AgoGe
z5<B<a)jP9N0V8HE4z$K@hwlYJFA0}}E;oE|YRn~luQthf*07|RY2HU^=<CSvQu;D#
ztUMhlzbG^5e}j13AYdi?Va~iKB2R{-U#TTLQh8H?rx*J9`TA^fgXk5k3mMPT{kt+$
z{KK*osAI%#)#=Gp`nM#vf*EPbpVgF`{T>PovJQy=yLhkf3G+By!!LF-z4w)y)pCVV
z=S$?9wp6uoI^}LN)s2vaXu`JGwzAgoAHxx8_V$^V0^C9IWs^D!Ct&!Y?1!2Q*&cl_
z@9@^4QZvEgn>Bax>7EGj?}Dbd!N%)3C6!(sjDMwLZF%7TiYGNCL(i6mXDLtno0*$>
z0=G`@V~9jU*tzTHz)nK(pb#Cv73!6-icv7ybHMnnVs29ge~_SaHgRWvv)4E0EFkrw
zR?71ZP|eBBj9YnOx6fU^_XB3tP#<~EmBS6`aFqGZV;3;zOd+=SYK=)XpUP0TgIs)B
zhmcHPv`TMWZ<POE*{R6$lTV*B`vkL19l?#gA}@2B++$~rl3$DH8T(nKKebsqS;DvF
z%fG3(<|<The%p-Aq$b9($r>_wZ2l^F(8U(7ID|OaQocu~Y-F!hrsDZbziWERO=?b4
z+?jiHll5+Ai8$tX%Yt~9`)*K8(R4jf>PM(vSk31;#)^YrD6<q<sfj(qY{G5qqN4y$
zk?ko;><j-Y<|!oBIuh(<rpD=V4#HU%*?WxIxdY@?v$S%pQTCCe7Cx4$OgCEMX9W$^
z-v`UKkIVy7O}9w=LpExIMYXjaqgFxEQ|Tt^Q!jAp%4S?0P4;t!Zn?{&F=abI7e;=0
zW@=u!(<6LW{Y=VEC1gJc-M}4U!M1WUQd+wYmDFa=r5GNYoAy*~LzC+@ZCPU&1P4?k
zfI9$MxE!OT-Eg>0+K&pT)I<3^XpJ^|XCZ+*LOwQ<Z|fU%Q)((+-~&iyNl1GQ3zd>~
zmZoI}jH{kPlAf5WvY_){&S7sBxtLA9Am&+5VfjTC<^n#56*3Qn%BP0Tywt@q4*}K~
zQWX5f@+0tsFF=?~KMqt45bt7c3Y?~+UL2v>JR4O%l>TB*94_AdY}DU`qREe~*|eY7
zfG?FLAzrS+VR1XvH}s+TT(4m6z&q-0$eVoIS^o;Q!g5_HJd&trxCKIK#so1u-#^v*
zf*{hL=lRU~%aC&nz#>tu&~&tJV+zKWE}qTDQ=io<u_jTL<|~^O#Gi^9=d=ccKDxS?
zG=ItBiF@aiKgt}7i%>MO>CuwQVxQM9QPBMyg))Cid?edlS=gYV_B7#?wpRqXU>9Yd
zSD&X-MI0&mCR;`QvQus1;1u7LOUl5-ec$l2q;JwTd?xEvs1K75HC#YZVK+=GaZ|$C
z8}6M_4tsN+KhAsm$kcRZkn?leW5jFi2QA=>sf5b*Ah*&H7n%9>=lrJOF-J{qnS@#?
zON-sb#uqQSLJH@)VrYVjl$XUZ=~dd*H)@ObV5h2x#6B%DAs<UI>phva=38>Dr~vgI
z%M?4fK@PW((v&oFx$&ZDKtxY}#mjm~hxn$%jd#BBQL?0RAzKo(pIM$@gQaoU2bHtB
zr}(=bEUz}ohxWP=U^TM$s<5G~`B*fz|0X_~QnU;84kNbjF;UhAZP#{19i(wANe^qF
zf;h=i`e?Q(<s!y$pYn&^&!8{jCHmcGI;OZbwLIECc0_|yudR+tx%`R*7PCp3dt9-@
z6>i<j$+FNlMks#SxzFByNhi+~YUN@7Fz1Y*S`*P$JaUIFeuC-Es!lV*hB{&edUwsv
zqddwoZg3z;%1sRhuehW$lsgj+E{r6W2S28Dr>cLhBG@nkcjA%WJkTrJbLrMO<NN5>
zo4<R@6{XM`yQtxn-0ak60Z_ACJ&TAb<E<{LSXCawV1-%rb!+++7~7F>H$1Bz*x{#6
zW5r1yA6OiiSAdap6S0QthL~(yu}ktMs>`0c#V4(j5fAjAQO6>=vN|)3tlo$>*F<=r
zV-tyE)+^gfT#MvOrAqogi0qe=LYC_m2$Z`N8{89ss@!nf(PTXYt!(~Q9$ZEI?P`8J
z_I-Jt&DbIi>UUDf)pd1G`<!kE3vHcy9hQ!XGBzQnQbq|E<Dj%aT4cqB2Lq>#uspUm
zlo%DhW1yC4by(S;^^+jS5vBz@Bjmn{c6sjhW`%UsT+!nQGm_WCz*q^r;X^MLyTqkF
zu(sI7s8s{+)M}`GixRiOYLW?FE&G(cK2Z>d9)(+~Zt(WCS+F08_^>Ml1NG5UF_(-3
zBI6Nzlv4^zwRNIatK%`@&&u&=cvggKqPMKlE1x1I--K;1SD}8&WR2inUh<ldL~X~@
z2_>|zI8VZGf&rP*r*N~_$qtk>AhaAK^>+ndZzT5bBpL*)M*mS@fNLUzcQ`--nlsvY
z!GbVpDTMJ(gJd$%<N0|DDc=CuI*0B0r`<6H=-G%taz{8ts2UGE&G%K|Y0eC<g&Nb^
z`j+^%Ny3HPlaQf!;{rX{D}wSFYAW&m^NJnLqA{a4RPFe})*hB3D1*(9lsVU)%||!{
z@AD5!ICA^jzSj4IgArsfgsv*YbWe6pug>1S@oiN#dhS73damt?IYrNoRE9m)TB=Zr
zg=yF&a+qwt*F`{?)24vAQG8d6{vTY0xTL_5iYsAWf9n%ofKn&YsGkd~H6xM;kwrPs
z83%1Bnx(}TogM8Pr?SE_Z?2d6KC2E`S)gev?3&cmoW|ytJU52+J=c&g(vM3+eFNk|
zDjor$SbZm_m12-+_E>+NY7R36r(g_;n+;qOW6iA?+iP8WqHM!ZuiB6^4fouqc7Eq0
z^cNM4GbV<~>%?ElQJ%E<7mx~W#QDH^NXTx>uz!&H{<Umk?<Zr{^~*9e%#lhC+J%pc
z_cwn6i{_Qu9gt7c?7J#W%uv2aSS@-^5k+|*%GJ>ow<xAZWn@L=LKEpc68E9FgMC^D
zeNspAzZ2nqiFGy}s!te1RK&Zz<T17@Ww`WEm=;AdrO>h}bYq&Ix<^5L-`<IA;%hg(
zBMXBQ-gb=!m$0kD$IgDD`1kX_ep52V;RnFrDzfBHN%G&E{*{HmQGx%?C;$8E$G=ud
z`muD3Pk@OX2_xUnjH`Ma;I}lWT%VOJl`iMSzJxh7z7z*?Pr;sURp~d0h&InuN_#&`
zCojhNbpEw1h|krGxv{s9!Qp6KqkU6BmL(S{nI%gqrYFDbnS@N)m+>EWK+Q>uJ->H^
zNOT~W><WAT<pmITq3C{4@P~jdoR`B{y(TPT>ka$yO3bL#bZDS(u=u_}7fkcRDsB)W
zZ&D?YD#5;Ei<b(IkSZ={OnvauI?C}V+KPo`R}U3T0e?D<y8o$anEGCV3n|+Gd3lYE
zvB+7|$VlR@!s(D~pno;HvNHGnWF*KF<VBCA104CnumAdn&P^$^J5NL4NiWKZu`|=-
zDji6NKfUh-<rIPdJbzYPn0GZGfKUl4tYb9?0yz7!G6;{>esG_zHD~Z%=Bs};nT3ni
z^;0@2_Dfy<P3~IU6=m&<Yg)NGfVwi){=LQYs|0;Fm|3Rvm4R0p5~*9ZpiQUVYr{L;
zfAWdoIj6r9`RVY;89}uFUJl<`*>#Ju+-96__1PUj7c|<IcLyxb+yNKEcJsTQW2SS%
zAk&;$xilh`4y#b#vt^o3+1$Yp=g)JkM)77mO%3zd+?_0#2qwmX;D@)PN4+<=&3w1`
zId?$x_)UAS+zIbi`-N!Gtq}Cevy}J1(P8~<r<+q~pP8rvH73h0)EzYNZ{1YpuJ3Cg
ziu+M_K-il*U`^z^t~?#$>|LzfmibuFp~HQx;C0*{;k~0Re>v)bCokiY9>G=2Zi}v0
zkZtPVjF8e23cDP|<O-0B<>Th%X|EEtKF+r}$2a^oAN}S=Q<MH6mPF*mh02M3E$9wl
zHu__x`sOb=Y@_uW(@@yl6U)oK9WKH1Zrxednha4taYuBLAy#T-c1Ew?^yDOY(dA|t
z#P5JyKgb>MwdM{uN|&pZcKJ8QMb4vGYT!F7Fd9=06>RB&wT(W^{ZnaTb39jUVskBn
z=rBn7Ji(j2TZ#K|y#5+Tc4;l=iqieh?JRcB3zpDsxLCUlU!c4LFh=fx9-Dt(=P3g_
z?0w66&EtXUBKg5gymVmmAI_ZpwTi}rYi`9+BR}YAACgjx>=~V6%IyS{m9(_gR~sgx
ztRn=SslPqYZ$|D}evU<9nuez;konO8U6~%A@T!Zw*BF2D*&uFL|CrofMXm7&{inJ}
zfMCy<VjTC}bK&kdXV<7WWQ>rR#;=SylU&hrQEQ*~!;OGjSi+RJTnY{QdnP2RJr-*L
zl6kB4=9Z;aRHZ=}cj!A)(zzQ%?eFLQ_dhFI3C()rVhf)L*n342GTJcK)A()*X(~-O
z7`e_$DqknQh(xA-!-jK#ANyi(cie_nUc||_AvZqTIIT8lm>``iK(5AUlKXUS&-mO;
zD*0d@SdNKY7eqbQ0<TQ8b&TZ9+|;G`J}e?7%6L@tY9{@)2{I6BzGDlVa58r@ivHJ^
zePoc_r5D?)UgNK8nqyCS;UnBI)*%okn{luN74@F^^SJ!VR9<Tz|GA8hPixc~fTS%c
zLc7WCXI&qlS~<@CkYc-YqFM%bTO8#f?2cY((j}30RSZsBJWfuVPgq6KnzTLL!H%-}
zVP=>SUnfq2C;~Dh;8%JdCFFJz+t76OXtAcb)<Tu#uemZuTg5yIzZCE~tv120JU@=X
z&WO~*d%PG1m1aKe#6DZKWxi0!TVj&4Wqg(9ykqt`F^I(eg<*!tq|<7BT4$QuG)q2r
zlr%G|1g0C>uPVtkavy2d-v_2NQ%__wV1k2mvd?I7=2A4?eCpUUS1bkqe$KWz@)OlH
ze<j}P0IxH`3+2j6_m${Yx8F(hZ%26v#<pYatKXAH-v1ATipdl4gRHU81uprAY=2kh
z5-3v_Q*pAJ%5Cms1yC$|Y;o0!j9jECwoI`!z;U-K)*@bI;DcP%?|_bX6;D%s&{Hev
zrmD$4+(Hf~;mm3<(MP$;#gpg2itR)LnU9`G21KV7vPR~Iia|OBf4X)N2G)%&+0>ZN
z8!xeqs|46LVoR5oVeH^+UQNy_!-cmU_pLu@dU&p&;(141MnOp-MlKK&DoN#xAU`Kx
zM~6z`CX|OQYf65iT6Jbz%6l+^`V`@<q4m97BnEbn>mItgEY1416M#2es<9M$(yBmp
U@}hR=x!Gk;^s6CEa(6TT16typZvX%Q

literal 0
HcmV?d00001

diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/manifest.json b/apps/api/app/data/demo_documents/stem-transformers-tutorial/manifest.json
new file mode 100644
index 000000000..7b264b042
--- /dev/null
+++ b/apps/api/app/data/demo_documents/stem-transformers-tutorial/manifest.json
@@ -0,0 +1,317 @@
+{
+  "version": "2.0",
+  "job_id": "job_72b1dbaf6bcf",
+  "data_id": null,
+  "source_file_name": "transformers-tutorial.pdf",
+  "processing_date": "2026-06-16T09:42:54.208009Z",
+  "processing": {
+    "page_count": 187,
+    "billing_status": "charged",
+    "cost": {
+      "micro_dollars": 280500,
+      "credits": 0.2805
+    },
+    "timing": {
+      "started_at": "2026-06-16T09:36:24.096559+00:00",
+      "completed_at": "2026-06-16T09:42:54.118018+00:00",
+      "duration_ms": 390021
+    },
+    "stages": {
+      "timing_ms": {
+        "document.profile": 3495,
+        "pdf.extract.standard": 299462,
+        "toc.detect_range_llm": 1336,
+        "md.detect_toc": 1370,
+        "heading.merge_pre_pass_llm": 3872,
+        "heading.hierarchy_llm_call": 18629,
+        "heading.hierarchy_llm": 18696,
+        "md.predict_headings": 25933,
+        "md.deferred_summaries": 57407,
+        "md.build_dataframe": 93,
+        "pdf.parse_md": 86806,
+        "document.cleanup_unreferenced_images": 3,
+        "document.compress_images": 9,
+        "worker.parse.document": 389783
+      },
+      "token_usage": {
+        "prompt_tokens": 12433,
+        "completion_tokens": 3955,
+        "total_tokens": 16388
+      }
+    }
+  },
+  "statistics": {
+    "total_chunks": 519,
+    "text_chunks": 234,
+    "image_chunks": 244,
+    "table_chunks": 41,
+    "total_pages": null
+  },
+  "HIERARCHY": {
+    "INTRODUCTION TO TRANSFORMERS": {
+      "Who am I?": {},
+      "Interests": {},
+      "Academia": {},
+      "What I hope you will learn": {},
+      "Attention Timeline": {},
+      "What are transformers?": {},
+      "What can we do with transformers?": {},
+      "What can we do with transformers?_2": {},
+      "What can we do with transformers? Classify composites": {},
+      "What can we do with transformers? Classify composites_2": {},
+      "What can we do with transformers? Complete composites": {},
+      "What can we do with transformers? Complete composites_2": {
+        "Inputs": {},
+        "Output": {}
+      },
+      "What can we do with transformers? Complete composites_3": {},
+      "What can we do with transformers? Transform composites": {
+        "Inputs": {
+          "Input": {},
+          "Translation Model": {},
+          "Output": {},
+          "Output_2": {}
+        }
+      },
+      "What can we do with transformers? Transform composites_2": {
+        "Inputs": {
+          "Input": {},
+          "Summarization Model": {},
+          "Output": {},
+          "Output_2": {}
+        }
+      },
+      "What can we do with transformers? Transform composites_3": {},
+      "What can we do with transformers? Transform composites_4": {
+        "Inputs": {
+          "Input": {},
+          "Output": {}
+        }
+      },
+      "What can we do with transformers?_3": {},
+      "How to classify composites with transformers?": {},
+      "Representations matter": {},
+      "Representation learning": {},
+      "How can be build a representation for composites?": {
+        "Embeddings": {}
+      },
+      "How can we build a representation for composites?": {},
+      "What are “context-aware” embeddings": {},
+      "How do transformer layers deal with context?": {},
+      "How do transformer layers deal with context? Attention": {},
+      "Text classification with transformers": {},
+      "Text classification with transformers using BERT": {},
+      "How do transformer layers deal with context?_2": {
+        "BERT training MLM": {},
+        "BERT training NSP": {}
+      },
+      "Text classification with transformers using BERT_2": {},
+      "Image classification with ViT": {},
+      "What can we do with transformers?_4": {},
+      "How to generate composites? Decoders": {},
+      "How to generate composites? Decoders_2": {},
+      "What is masked attention?": {},
+      "What is masked attention?_2": {},
+      "How to generate composites? Decoders_3": {},
+      "How are decoders trained? The model is simply trained to predict the next word": {},
+      "How are decoders efficiently trained?": {},
+      "What can we do with transformers?_5": {},
+      "Transforming composites. Encoders and decoders together 8) The complete output": {},
+      "Transforming composites. Encoders and decoders together 8) The complete output_2": {},
+      "Decoders vs. conditional decoders": {},
+      "What can we do with transformers?_6": {},
+      "Transformer layer": {},
+      "Transformer layer_2": {
+        "Algorithm 12.3: Transformer layer": {},
+        "Attention coefficients": {},
+        "How to compute attention weights": {},
+        "Attention via linear transformations": {},
+        "Softmax": {},
+        "Self-Attention": {},
+        "Scaled self-attention in one slide. One attention head": {},
+        "Algorithm 12.1: Scaled dot-product self-attention": {},
+        "Multi head attention": {},
+        "Multi head attention Each attention head learns a specific set of parameters W": {},
+        "Multi head attention_2": {},
+        "Multi-Head Attention": {
+          "1) This is our input sentence\\*": {},
+          "2) We embed each word\\*": {},
+          "4) Calculate attention using the resulting Q∕K∕V matrices": {}
+        },
+        "Multi head attention_3": {}
+      },
+      "Transformer layer_3": {},
+      "Cross-attention": {},
+      "Cross-Attention (e.g. Machine Translation)": {},
+      "Cross-attention transformer layer": {},
+      "Transformer & Multi-Head Attention": {},
+      "Transformers vs. RNNs": {},
+      "Large Language Models": {},
+      "Emergent Abilities of Large Language Models": {},
+      "Few-Shot Prompting": {},
+      "Potential Explanations of Emergence": {},
+      "Reinforcement Learning with Human Feedback (RLHF)": {},
+      "Direct Preference Optimization (DPO)": {},
+      "GPT-4": {},
+      "Gemini": {},
+      "Gemini_2": {},
+      "Where we are (2024)": {},
+      "The Future (What's Next?)": {},
+      "The Future (What's Missing?)": {},
+      "Questions?": {},
+      "M.EM": {},
+      "Hugging face": {}
+    },
+    "Transformers and LLMs: An Introduction": {
+      "Challenges and Weaknesses": {
+        "Challenges of NLP:": {},
+        "Weaknesses of earlier models∕apporoaches:": {}
+      },
+      "NLP Throughout the Years": {
+        "Rule Based NLP Systems": {},
+        "Linguistic Foundations": {},
+        "Word Embeddings": {},
+        "Seq2seq Models": {},
+        "Attention and Transformers": {},
+        "Analogy for Q, K, V": {},
+        "Attention and Transformers_2": {},
+        "Self-Attention": {},
+        "Multi-Head Attention": {
+          "1) This is our input sentence\\*": {},
+          "2) We embed each word\\*": {},
+          "4) Calculate attention using the resulting Q∕K∕V matrices": {}
+        },
+        "Cross-Attention (e.g. Machine Translation)": {},
+        "Transformers vs. RNNs": {},
+        "Large Language Models": {},
+        "Emergent Abilities of Large Language Models": {},
+        "Few-Shot Prompting": {},
+        "Potential Explanations of Emergence": {},
+        "Beyond Scaling": {},
+        "Questions for the Group": {}
+      },
+      "RLHF, ChatGPT, GPT-4, Gemini": {
+        "Reinforcement Learning with Human Feedback (RLHF)": {},
+        "Direct Preference Optimization (DPO)": {},
+        "ChatGPT": {},
+        "GPT-4": {},
+        "Gemini": {},
+        "Gemini_2": {},
+        "Where we are (2024)": {},
+        "The Future (What's Next?)": {},
+        "The Future (What's Missing?)": {}
+      },
+      "Major Applications of Transformers": {
+        "Text and Language": {},
+        "Audio: Speech + Music": {},
+        "Vision: Analyzing Images & Videos": {},
+        "Vision: Generating Images & Video": {},
+        "Robotics, Simulations, Physical Tasks": {},
+        "E.g. Voyager, Mobile ALOHA": {},
+        "Playing Games": {},
+        "Biology + Healthcare": {},
+        "E.g. Med-PaLM, AlphaFold": {}
+      },
+      "Recent Trends and Remaining Weaknesses of LLMs": {
+        "Requiring Large Amounts of Data, Compute, and Cost": {},
+        "BabyLM: Children vs. LLMs": {},
+        "BabyLM: Children vs. LLMs_2": {},
+        "Minified LLMs and On-Device LLMs": {},
+        "Memory Augmentation & Personalization": {},
+        "Memory Augmentation & Personalization_2": {},
+        "Pretraining Data Synthesis & Selection": {},
+        "Microsoft Phi-2 Model": {},
+        "New Knowledge or “Memorizing”?": {},
+        "Continual Learning": {},
+        "Interpretability of LLMs": {},
+        "Model Editing & Mechanistic Interpretability": {
+          "(e) Impact of restoring state after corrupted input": {},
+          "(f) Impact of restoring MLP after corrupted input": {},
+          "(g) Impact of restoring Attn after corrupted input": {}
+        },
+        "Model Modularity + Mixture of Experts (MoE)": {},
+        "Model Modularity + Mixture of Experts (MoE)_2": {},
+        "Self-Improvement ∕ Self-Reflection": {},
+        "Self-Improvement ∕ Self-Reflection_2": {},
+        "Hallucination Problem": {},
+        "Chain-of-Thought Reasoning": {
+          "Standard Prompting": {
+            "Model Input": {},
+            "Model Output": {}
+          },
+          "Chain-of-Thought Prompting": {
+            "Model Input": {},
+            "Model Output": {}
+          },
+          "Improving Chain-of-Thought Reasoning": {},
+          "Chain-of-Thought Reasoning for Smaller Models": {},
+          "Generalizing Chain-of-Thought Reasoning": {},
+          "Tree of Thoughts": {},
+          "Socratic Questioning": {}
+        }
+      },
+      "From Language Models to AI Agents": {
+        "Introduction": {},
+        "Building AI Agents": {
+          "1. Why?": {},
+          "2. How?": {},
+          "3. Ingredients?": {},
+          "4. What can they do?": {}
+        },
+        "AI Agents": {
+          "1. Why?": {},
+          "2. How?": {},
+          "3. Ingredients?": {},
+          "4. What can they do?": {}
+        },
+        "AI Agents_2": {},
+        "The first flight to be fully booked by an AI": {},
+        "AI Agent Passing the Online CA Driving Test": {},
+        "Why human-like AI Agents?": {},
+        "5 levels of Autonomy": {},
+        "Computer Interactions": {
+          "Agent Computer Interaction": {},
+          "API": {},
+          "Direct interaction": {},
+          "Agent Action API: An universal API for computer interaction": {},
+          "LANGCHAIN EXAMPLE": {}
+        },
+        "Memory & Personalization": {
+          "AI Models as Neural Compute Unit": {},
+          "AI Models as Neural Compute Unit_2": {},
+          "Long-term Memory": {},
+          "Personalization": {},
+          "Challenges": {}
+        },
+        "Agent-to-Agent Communication": {
+          "Multi Agent Autonomous AI systems": {},
+          "Why Multi-agent Systems": {},
+          "Agent to Agent Communication": {},
+          "Agent to Agent Communication_2": {},
+          "Agent to Agent Communication_3": {},
+          "Agent to Agent Communication_4": {},
+          "Agent to Agent Communication_5": {},
+          "Agent to Agent Communication_6": {},
+          "Agent to Agent Communication_7": {},
+          "Agent to Agent Communication_8": {},
+          "Agent to Agent Communication_9": {},
+          "Agent to Agent Communication_10": {}
+        },
+        "Future Directions": {
+          "Key Issues with Autonomous Agents": {
+            "4. Real world-deployment & Observability": {},
+            "1. Reliability": {},
+            "2. Looping & Plan Divergence": {},
+            "3. Testing & Benchmarking": {},
+            "a. How do we trust a fully autonomous AI system": {},
+            "b. How do we build in human overrides": {}
+          },
+          "Plan Divergence": {}
+        },
+        "Karpathy - LLM OS": {},
+        "Building Generalized AI Systems": {},
+        "Future needs for AI agents": {}
+      }
+    }
+  }
+}
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-0 Transformer Era.html b/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-0 Transformer Era.html
new file mode 100644
index 000000000..b49ec3c11
--- /dev/null
+++ b/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-0 Transformer Era.html	
@@ -0,0 +1,38 @@
+<table border='1' border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>Era</th>
+      <th>Description</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>1990s</td>
+      <td>Prehistoric Era</td>
+    </tr>
+    <tr>
+      <td>2014</td>
+      <td>Simple attention mechanisms</td>
+    </tr>
+    <tr>
+      <td>2017</td>
+      <td>Beginning of transformers</td>
+    </tr>
+    <tr>
+      <td>2018</td>
+      <td>Explosion of transformers in NLP (BERT, GPT-3)</td>
+    </tr>
+    <tr>
+      <td>2018-2020</td>
+      <td>Explosion into other fields (ViTs, Alphafold-2.)</td>
+    </tr>
+    <tr>
+      <td>2021-2022</td>
+      <td>Start of Generative Era (Codex, Decision Transformers, GPT-X, DALL-E)</td>
+    </tr>
+    <tr>
+      <td>2024</td>
+      <td>Present Day (Future ?!)</td>
+    </tr>
+  </tbody>
+</table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-1 Frequency Data.html b/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-1 Frequency Data.html
new file mode 100644
index 000000000..bf75c0af8
--- /dev/null
+++ b/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-1 Frequency Data.html	
@@ -0,0 +1,410 @@
+<table border='1' border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>Time Segment</th>
+      <th>Frequency (s)</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>0</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <td>1</td>
+      <td>0.5</td>
+    </tr>
+    <tr>
+      <td>2</td>
+      <td>0.3</td>
+    </tr>
+    <tr>
+      <td>3</td>
+      <td>0.7</td>
+    </tr>
+    <tr>
+      <td>4</td>
+      <td>0.2</td>
+    </tr>
+    <tr>
+      <td>5</td>
+      <td>0.8</td>
+    </tr>
+    <tr>
+      <td>6</td>
+      <td>0.4</td>
+    </tr>
+    <tr>
+      <td>7</td>
+      <td>0.6</td>
+    </tr>
+    <tr>
+      <td>8</td>
+      <td>0.9</td>
+    </tr>
+    <tr>
+      <td>9</td>
+      <td>0.1</td>
+    </tr>
+    <tr>
+      <td>10</td>
+      <td>0.5</td>
+    </tr>
+    <tr>
+      <td>11</td>
+      <td>0.3</td>
+    </tr>
+    <tr>
+      <td>12</td>
+      <td>0.7</td>
+    </tr>
+    <tr>
+      <td>13</td>
+      <td>0.2</td>
+    </tr>
+    <tr>
+      <td>14</td>
+      <td>0.8</td>
+    </tr>
+    <tr>
+      <td>15</td>
+      <td>0.4</td>
+    </tr>
+    <tr>
+      <td>16</td>
+      <td>0.6</td>
+    </tr>
+    <tr>
+      <td>17</td>
+      <td>0.9</td>
+    </tr>
+    <tr>
+      <td>18</td>
+      <td>0.1</td>
+    </tr>
+    <tr>
+      <td>19</td>
+      <td>0.5</td>
+    </tr>
+    <tr>
+      <td>20</td>
+      <td>0.3</td>
+    </tr>
+    <tr>
+      <td>21</td>
+      <td>0.7</td>
+    </tr>
+    <tr>
+      <td>22</td>
+      <td>0.2</td>
+    </tr>
+    <tr>
+      <td>23</td>
+      <td>0.8</td>
+    </tr>
+    <tr>
+      <td>24</td>
+      <td>0.4</td>
+    </tr>
+    <tr>
+      <td>25</td>
+      <td>0.6</td>
+    </tr>
+    <tr>
+      <td>26</td>
+      <td>0.9</td>
+    </tr>
+    <tr>
+      <td>27</td>
+      <td>0.1</td>
+    </tr>
+    <tr>
+      <td>28</td>
+      <td>0.5</td>
+    </tr>
+    <tr>
+      <td>29</td>
+      <td>0.3</td>
+    </tr>
+    <tr>
+      <td>30</td>
+      <td>0.7</td>
+    </tr>
+    <tr>
+      <td>31</td>
+      <td>0.2</td>
+    </tr>
+    <tr>
+      <td>32</td>
+      <td>0.8</td>
+    </tr>
+    <tr>
+      <td>33</td>
+      <td>0.4</td>
+    </tr>
+    <tr>
+      <td>34</td>
+      <td>0.6</td>
+    </tr>
+    <tr>
+      <td>35</td>
+      <td>0.9</td>
+    </tr>
+    <tr>
+      <td>36</td>
+      <td>0.1</td>
+    </tr>
+    <tr>
+      <td>37</td>
+      <td>0.5</td>
+    </tr>
+    <tr>
+      <td>38</td>
+      <td>0.3</td>
+    </tr>
+    <tr>
+      <td>39</td>
+      <td>0.7</td>
+    </tr>
+    <tr>
+      <td>40</td>
+      <td>0.2</td>
+    </tr>
+    <tr>
+      <td>41</td>
+      <td>0.8</td>
+    </tr>
+    <tr>
+      <td>42</td>
+      <td>0.4</td>
+    </tr>
+    <tr>
+      <td>43</td>
+      <td>0.6</td>
+    </tr>
+    <tr>
+      <td>44</td>
+      <td>0.9</td>
+    </tr>
+    <tr>
+      <td>45</td>
+      <td>0.1</td>
+    </tr>
+    <tr>
+      <td>46</td>
+      <td>0.5</td>
+    </tr>
+    <tr>
+      <td>47</td>
+      <td>0.3</td>
+    </tr>
+    <tr>
+      <td>48</td>
+      <td>0.7</td>
+    </tr>
+    <tr>
+      <td>49</td>
+      <td>0.2</td>
+    </tr>
+    <tr>
+      <td>50</td>
+      <td>0.8</td>
+    </tr>
+    <tr>
+      <td>51</td>
+      <td>0.4</td>
+    </tr>
+    <tr>
+      <td>52</td>
+      <td>0.6</td>
+    </tr>
+    <tr>
+      <td>53</td>
+      <td>0.9</td>
+    </tr>
+    <tr>
+      <td>54</td>
+      <td>0.1</td>
+    </tr>
+    <tr>
+      <td>55</td>
+      <td>0.5</td>
+    </tr>
+    <tr>
+      <td>56</td>
+      <td>0.3</td>
+    </tr>
+    <tr>
+      <td>57</td>
+      <td>0.7</td>
+    </tr>
+    <tr>
+      <td>58</td>
+      <td>0.2</td>
+    </tr>
+    <tr>
+      <td>59</td>
+      <td>0.8</td>
+    </tr>
+    <tr>
+      <td>60</td>
+      <td>0.4</td>
+    </tr>
+    <tr>
+      <td>61</td>
+      <td>0.6</td>
+    </tr>
+    <tr>
+      <td>62</td>
+      <td>0.9</td>
+    </tr>
+    <tr>
+      <td>63</td>
+      <td>0.1</td>
+    </tr>
+    <tr>
+      <td>64</td>
+      <td>0.5</td>
+    </tr>
+    <tr>
+      <td>65</td>
+      <td>0.3</td>
+    </tr>
+    <tr>
+      <td>66</td>
+      <td>0.7</td>
+    </tr>
+    <tr>
+      <td>67</td>
+      <td>0.2</td>
+    </tr>
+    <tr>
+      <td>68</td>
+      <td>0.8</td>
+    </tr>
+    <tr>
+      <td>69</td>
+      <td>0.4</td>
+    </tr>
+    <tr>
+      <td>70</td>
+      <td>0.6</td>
+    </tr>
+    <tr>
+      <td>71</td>
+      <td>0.9</td>
+    </tr>
+    <tr>
+      <td>72</td>
+      <td>0.1</td>
+    </tr>
+    <tr>
+      <td>73</td>
+      <td>0.5</td>
+    </tr>
+    <tr>
+      <td>74</td>
+      <td>0.3</td>
+    </tr>
+    <tr>
+      <td>75</td>
+      <td>0.7</td>
+    </tr>
+    <tr>
+      <td>76</td>
+      <td>0.2</td>
+    </tr>
+    <tr>
+      <td>77</td>
+      <td>0.8</td>
+    </tr>
+    <tr>
+      <td>78</td>
+      <td>0.4</td>
+    </tr>
+    <tr>
+      <td>79</td>
+      <td>0.6</td>
+    </tr>
+    <tr>
+      <td>80</td>
+      <td>0.9</td>
+    </tr>
+    <tr>
+      <td>81</td>
+      <td>0.1</td>
+    </tr>
+    <tr>
+      <td>82</td>
+      <td>0.5</td>
+    </tr>
+    <tr>
+      <td>83</td>
+      <td>0.3</td>
+    </tr>
+    <tr>
+      <td>84</td>
+      <td>0.7</td>
+    </tr>
+    <tr>
+      <td>85</td>
+      <td>0.2</td>
+    </tr>
+    <tr>
+      <td>86</td>
+      <td>0.8</td>
+    </tr>
+    <tr>
+      <td>87</td>
+      <td>0.4</td>
+    </tr>
+    <tr>
+      <td>88</td>
+      <td>0.6</td>
+    </tr>
+    <tr>
+      <td>89</td>
+      <td>0.9</td>
+    </tr>
+    <tr>
+      <td>90</td>
+      <td>0.1</td>
+    </tr>
+    <tr>
+      <td>91</td>
+      <td>0.5</td>
+    </tr>
+    <tr>
+      <td>92</td>
+      <td>0.3</td>
+    </tr>
+    <tr>
+      <td>93</td>
+      <td>0.7</td>
+    </tr>
+    <tr>
+      <td>94</td>
+      <td>0.2</td>
+    </tr>
+    <tr>
+      <td>95</td>
+      <td>0.8</td>
+    </tr>
+    <tr>
+      <td>96</td>
+      <td>0.4</td>
+    </tr>
+    <tr>
+      <td>97</td>
+      <td>0.6</td>
+    </tr>
+    <tr>
+      <td>98</td>
+      <td>0.9</td>
+    </tr>
+    <tr>
+      <td>99</td>
+      <td>0.1</td>
+    </tr>
+  </tbody>
+</table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-10 Animal Street.html b/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-10 Animal Street.html
new file mode 100644
index 000000000..870510ad6
--- /dev/null
+++ b/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-10 Animal Street.html	
@@ -0,0 +1,66 @@
+<table border='1' border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>Word</th>
+      <th>Item</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>The_</td>
+      <td>The</td>
+    </tr>
+    <tr>
+      <td>animal_</td>
+      <td>animal</td>
+    </tr>
+    <tr>
+      <td>didn_</td>
+      <td>didn</td>
+    </tr>
+    <tr>
+      <td>_</td>
+      <td>_</td>
+    </tr>
+    <tr>
+      <td>t_</td>
+      <td>t</td>
+    </tr>
+    <tr>
+      <td>cross_</td>
+      <td>cross</td>
+    </tr>
+    <tr>
+      <td>the_</td>
+      <td>the</td>
+    </tr>
+    <tr>
+      <td>street_</td>
+      <td>street</td>
+    </tr>
+    <tr>
+      <td>because_</td>
+      <td>because</td>
+    </tr>
+    <tr>
+      <td>it_</td>
+      <td>it</td>
+    </tr>
+    <tr>
+      <td>was_</td>
+      <td>was</td>
+    </tr>
+    <tr>
+      <td>too_</td>
+      <td>too</td>
+    </tr>
+    <tr>
+      <td>tire</td>
+      <td>tire</td>
+    </tr>
+    <tr>
+      <td>d_</td>
+      <td>d</td>
+    </tr>
+  </tbody>
+</table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-11 Word Transition Matrix.html b/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-11 Word Transition Matrix.html
new file mode 100644
index 000000000..b9c4124b3
--- /dev/null
+++ b/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-11 Word Transition Matrix.html	
@@ -0,0 +1,69 @@
+<table border='1' border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>Life</th>
+      <th>is</th>
+      <th>short</th>
+      <th>eat</th>
+      <th>desert</th>
+      <th>first</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>Life</td>
+      <td>0.17</td>
+      <td>0.13</td>
+      <td>0.18</td>
+      <td>0.16</td>
+      <td>0.15</td>
+      <td>0.18</td>
+    </tr>
+    <tr>
+      <td>is</td>
+      <td>0.03</td>
+      <td>0.68</td>
+      <td>0.02</td>
+      <td>0.08</td>
+      <td>0.14</td>
+      <td>0.02</td>
+    </tr>
+    <tr>
+      <td>short</td>
+      <td>0.19</td>
+      <td>0.06</td>
+      <td>0.25</td>
+      <td>0.14</td>
+      <td>0.11</td>
+      <td>0.23</td>
+    </tr>
+    <tr>
+      <td>eat</td>
+      <td>0.15</td>
+      <td>0.21</td>
+      <td>0.14</td>
+      <td>0.16</td>
+      <td>0.17</td>
+      <td>0.14</td>
+    </tr>
+    <tr>
+      <td>desert</td>
+      <td>0.13</td>
+      <td>0.27</td>
+      <td>0.11</td>
+      <td>0.16</td>
+      <td>0.18</td>
+      <td>0.12</td>
+    </tr>
+    <tr>
+      <td>first</td>
+      <td>0.19</td>
+      <td>0.02</td>
+      <td>0.31</td>
+      <td>0.11</td>
+      <td>0.07</td>
+      <td>0.27</td>
+    </tr>
+  </tbody>
+</table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-12 Word Transition Matrix.html b/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-12 Word Transition Matrix.html
new file mode 100644
index 000000000..b9c4124b3
--- /dev/null
+++ b/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-12 Word Transition Matrix.html	
@@ -0,0 +1,69 @@
+<table border='1' border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>Life</th>
+      <th>is</th>
+      <th>short</th>
+      <th>eat</th>
+      <th>desert</th>
+      <th>first</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>Life</td>
+      <td>0.17</td>
+      <td>0.13</td>
+      <td>0.18</td>
+      <td>0.16</td>
+      <td>0.15</td>
+      <td>0.18</td>
+    </tr>
+    <tr>
+      <td>is</td>
+      <td>0.03</td>
+      <td>0.68</td>
+      <td>0.02</td>
+      <td>0.08</td>
+      <td>0.14</td>
+      <td>0.02</td>
+    </tr>
+    <tr>
+      <td>short</td>
+      <td>0.19</td>
+      <td>0.06</td>
+      <td>0.25</td>
+      <td>0.14</td>
+      <td>0.11</td>
+      <td>0.23</td>
+    </tr>
+    <tr>
+      <td>eat</td>
+      <td>0.15</td>
+      <td>0.21</td>
+      <td>0.14</td>
+      <td>0.16</td>
+      <td>0.17</td>
+      <td>0.14</td>
+    </tr>
+    <tr>
+      <td>desert</td>
+      <td>0.13</td>
+      <td>0.27</td>
+      <td>0.11</td>
+      <td>0.16</td>
+      <td>0.18</td>
+      <td>0.12</td>
+    </tr>
+    <tr>
+      <td>first</td>
+      <td>0.19</td>
+      <td>0.02</td>
+      <td>0.31</td>
+      <td>0.11</td>
+      <td>0.07</td>
+      <td>0.27</td>
+    </tr>
+  </tbody>
+</table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-13 RNNs vs Transformers.html b/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-13 RNNs vs Transformers.html
new file mode 100644
index 000000000..4d2bbbea9
--- /dev/null
+++ b/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-13 RNNs vs Transformers.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td>Challenges with RNNs</td><td>Transformers</td></tr><tr><td>Long range dependenciesGradient vanishing and explosionLarge # of training stepsSequential/recurrence → can’t parallelizeComplexity per layer: O(n*d2)</td><td>Can model long-rangedependenciesNo gradient vanishing and explosionFewer training stepsCan parallelize computation!Complexity per layer: O(n2*d)</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-14 Accuracy vs x.html b/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-14 Accuracy vs x.html
new file mode 100644
index 000000000..83b91f3bd
--- /dev/null
+++ b/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-14 Accuracy vs x.html	
@@ -0,0 +1,26 @@
+<table border='1' border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>x</th>
+      <th>Accuracy (%)</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>10^18</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <td>10^20</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <td>10^22</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <td>10^24</td>
+      <td>35</td>
+    </tr>
+  </tbody>
+</table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-15 BLEU vs X.html b/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-15 BLEU vs X.html
new file mode 100644
index 000000000..683fd9e4c
--- /dev/null
+++ b/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-15 BLEU vs X.html	
@@ -0,0 +1,26 @@
+<table border='1' border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>X (log scale)</th>
+      <th>BLEU (%)</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>10^18</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <td>10^20</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <td>10^22</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <td>10^24</td>
+      <td>25</td>
+    </tr>
+  </tbody>
+</table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-16 Exact match rates.html b/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-16 Exact match rates.html
new file mode 100644
index 000000000..386df9dae
--- /dev/null
+++ b/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-16 Exact match rates.html	
@@ -0,0 +1,26 @@
+<table border='1' border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>x</th>
+      <th>Exact match (%)</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>10^18</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <td>10^20</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <td>10^22</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <td>10^24</td>
+      <td>15</td>
+    </tr>
+  </tbody>
+</table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-17 Exact match rates.html b/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-17 Exact match rates.html
new file mode 100644
index 000000000..e12a5061a
--- /dev/null
+++ b/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-17 Exact match rates.html	
@@ -0,0 +1,26 @@
+<table border='1' border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>x</th>
+      <th>Exact match (%)</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>10^18</td>
+      <td>25</td>
+    </tr>
+    <tr>
+      <td>10^20</td>
+      <td>23</td>
+    </tr>
+    <tr>
+      <td>10^22</td>
+      <td>24</td>
+    </tr>
+    <tr>
+      <td>10^24</td>
+      <td>45</td>
+    </tr>
+  </tbody>
+</table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-18 Accuracy Table.html b/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-18 Accuracy Table.html
new file mode 100644
index 000000000..ce69a21fc
--- /dev/null
+++ b/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-18 Accuracy Table.html	
@@ -0,0 +1,22 @@
+<table border='1' border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>x</th>
+      <th>Accuracy (%)</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>10^20</td>
+      <td>20</td>
+    </tr>
+    <tr>
+      <td>10^22</td>
+      <td>20</td>
+    </tr>
+    <tr>
+      <td>10^24</td>
+      <td>45</td>
+    </tr>
+  </tbody>
+</table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-19 Accuracy vs x.html b/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-19 Accuracy vs x.html
new file mode 100644
index 000000000..7d66de13d
--- /dev/null
+++ b/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-19 Accuracy vs x.html	
@@ -0,0 +1,26 @@
+<table border='1' border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>x</th>
+      <th>Accuracy (%)</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>10^20</td>
+      <td>10</td>
+    </tr>
+    <tr>
+      <td>10^21</td>
+      <td>8</td>
+    </tr>
+    <tr>
+      <td>10^22</td>
+      <td>15</td>
+    </tr>
+    <tr>
+      <td>10^23</td>
+      <td>45</td>
+    </tr>
+  </tbody>
+</table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-2 Grouped Data.html b/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-2 Grouped Data.html
new file mode 100644
index 000000000..77892dd42
--- /dev/null
+++ b/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-2 Grouped Data.html	
@@ -0,0 +1,21 @@
+<table border='1' border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>x1</th>
+      <th>x2</th>
+      <th>Group</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>(various)</td>
+      <td>(various)</td>
+      <td>Blue</td>
+    </tr>
+    <tr>
+      <td>(various)</td>
+      <td>(various)</td>
+      <td>Green</td>
+    </tr>
+  </tbody>
+</table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-20 Accuracy vs x.html b/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-20 Accuracy vs x.html
new file mode 100644
index 000000000..7b69f8c27
--- /dev/null
+++ b/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-20 Accuracy vs x.html	
@@ -0,0 +1,22 @@
+<table border='1' border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>x</th>
+      <th>Accuracy (%)</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>10^20</td>
+      <td>25</td>
+    </tr>
+    <tr>
+      <td>10^22</td>
+      <td>30</td>
+    </tr>
+    <tr>
+      <td>10^24</td>
+      <td>60</td>
+    </tr>
+  </tbody>
+</table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-21 Accuracy by Value.html b/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-21 Accuracy by Value.html
new file mode 100644
index 000000000..e0c58117c
--- /dev/null
+++ b/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-21 Accuracy by Value.html	
@@ -0,0 +1,22 @@
+<table border='1' border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>Word in context</th>
+      <th>Accuracy (%)</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>10^20</td>
+      <td>50</td>
+    </tr>
+    <tr>
+      <td>10^22</td>
+      <td>48</td>
+    </tr>
+    <tr>
+      <td>10^24</td>
+      <td>65</td>
+    </tr>
+  </tbody>
+</table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-22 Table Data.html b/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-22 Table Data.html
new file mode 100644
index 000000000..6b766248f
--- /dev/null
+++ b/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-22 Table Data.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td>EEEEEE</td><td>LL</td><td>III</td><td>ZZZZZZ</td><td colspan="2">AAAAA</td></tr><tr><td>EE</td><td>LL</td><td>II</td><td>ZZ</td><td>AA</td><td>AA</td></tr><tr><td>EEEE</td><td>LL</td><td>II</td><td>ZZZ</td><td colspan="2">AAAAAAAA</td></tr><tr><td>EE</td><td>LL</td><td>II</td><td>ZZ</td><td>AA</td><td>AA</td></tr><tr><td>EEEEEE</td><td>LLLLLLL</td><td>III</td><td>ZZZZZZ</td><td>AA</td><td>AA</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-23 Table Data.html b/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-23 Table Data.html
new file mode 100644
index 000000000..e723d144e
--- /dev/null
+++ b/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-23 Table Data.html	
@@ -0,0 +1,31 @@
+<table border='1' border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>Input</th>
+      <th>Thinking</th>
+      <th>Machines</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>Embedding</td>
+      <td>X₁</td>
+      <td>X₂</td>
+    </tr>
+    <tr>
+      <td>Queries</td>
+      <td>q₁</td>
+      <td>q₂</td>
+    </tr>
+    <tr>
+      <td>Keys</td>
+      <td>k₁</td>
+      <td>k₂</td>
+    </tr>
+    <tr>
+      <td>Values</td>
+      <td>v₁</td>
+      <td>v₂</td>
+    </tr>
+  </tbody>
+</table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-24 RNNs vs Transformers.html b/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-24 RNNs vs Transformers.html
new file mode 100644
index 000000000..4d2bbbea9
--- /dev/null
+++ b/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-24 RNNs vs Transformers.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td>Challenges with RNNs</td><td>Transformers</td></tr><tr><td>Long range dependenciesGradient vanishing and explosionLarge # of training stepsSequential/recurrence → can’t parallelizeComplexity per layer: O(n*d2)</td><td>Can model long-rangedependenciesNo gradient vanishing and explosionFewer training stepsCan parallelize computation!Complexity per layer: O(n2*d)</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-25 Accuracy vs x.html b/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-25 Accuracy vs x.html
new file mode 100644
index 000000000..83b91f3bd
--- /dev/null
+++ b/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-25 Accuracy vs x.html	
@@ -0,0 +1,26 @@
+<table border='1' border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>x</th>
+      <th>Accuracy (%)</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>10^18</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <td>10^20</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <td>10^22</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <td>10^24</td>
+      <td>35</td>
+    </tr>
+  </tbody>
+</table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-26 BLEU vs X.html b/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-26 BLEU vs X.html
new file mode 100644
index 000000000..683fd9e4c
--- /dev/null
+++ b/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-26 BLEU vs X.html	
@@ -0,0 +1,26 @@
+<table border='1' border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>X (log scale)</th>
+      <th>BLEU (%)</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>10^18</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <td>10^20</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <td>10^22</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <td>10^24</td>
+      <td>25</td>
+    </tr>
+  </tbody>
+</table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-27 Exact match rates.html b/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-27 Exact match rates.html
new file mode 100644
index 000000000..386df9dae
--- /dev/null
+++ b/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-27 Exact match rates.html	
@@ -0,0 +1,26 @@
+<table border='1' border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>x</th>
+      <th>Exact match (%)</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>10^18</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <td>10^20</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <td>10^22</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <td>10^24</td>
+      <td>15</td>
+    </tr>
+  </tbody>
+</table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-28 Exact match rates.html b/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-28 Exact match rates.html
new file mode 100644
index 000000000..2b9fb5f21
--- /dev/null
+++ b/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-28 Exact match rates.html	
@@ -0,0 +1,26 @@
+<table border='1' border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>x</th>
+      <th>Exact match (%)</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>10^18</td>
+      <td>25</td>
+    </tr>
+    <tr>
+      <td>10^20</td>
+      <td>24</td>
+    </tr>
+    <tr>
+      <td>10^22</td>
+      <td>26</td>
+    </tr>
+    <tr>
+      <td>10^24</td>
+      <td>45</td>
+    </tr>
+  </tbody>
+</table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-29 Accuracy Table.html b/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-29 Accuracy Table.html
new file mode 100644
index 000000000..ce69a21fc
--- /dev/null
+++ b/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-29 Accuracy Table.html	
@@ -0,0 +1,22 @@
+<table border='1' border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>x</th>
+      <th>Accuracy (%)</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>10^20</td>
+      <td>20</td>
+    </tr>
+    <tr>
+      <td>10^22</td>
+      <td>20</td>
+    </tr>
+    <tr>
+      <td>10^24</td>
+      <td>45</td>
+    </tr>
+  </tbody>
+</table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-3 Data Table Summary.html b/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-3 Data Table Summary.html
new file mode 100644
index 000000000..1a60c602c
--- /dev/null
+++ b/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-3 Data Table Summary.html	
@@ -0,0 +1,546 @@
+<table border='1' border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>Group</th>
+      <th>x1²</th>
+      <th>x2²</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>Green</td>
+      <td>0.1</td>
+      <td>0.3</td>
+    </tr>
+    <tr>
+      <td>Green</td>
+      <td>0.2</td>
+      <td>0.4</td>
+    </tr>
+    <tr>
+      <td>Green</td>
+      <td>0.3</td>
+      <td>0.5</td>
+    </tr>
+    <tr>
+      <td>Green</td>
+      <td>0.4</td>
+      <td>0.6</td>
+    </tr>
+    <tr>
+      <td>Green</td>
+      <td>0.5</td>
+      <td>0.7</td>
+    </tr>
+    <tr>
+      <td>Green</td>
+      <td>0.6</td>
+      <td>0.8</td>
+    </tr>
+    <tr>
+      <td>Green</td>
+      <td>0.7</td>
+      <td>0.9</td>
+    </tr>
+    <tr>
+      <td>Green</td>
+      <td>0.8</td>
+      <td>1.0</td>
+    </tr>
+    <tr>
+      <td>Blue</td>
+      <td>0.1</td>
+      <td>0.2</td>
+    </tr>
+    <tr>
+      <td>Blue</td>
+      <td>0.2</td>
+      <td>0.3</td>
+    </tr>
+    <tr>
+      <td>Blue</td>
+      <td>0.3</td>
+      <td>0.4</td>
+    </tr>
+    <tr>
+      <td>Blue</td>
+      <td>0.4</td>
+      <td>0.5</td>
+    </tr>
+    <tr>
+      <td>Blue</td>
+      <td>0.5</td>
+      <td>0.6</td>
+    </tr>
+    <tr>
+      <td>Blue</td>
+      <td>0.6</td>
+      <td>0.7</td>
+    </tr>
+    <tr>
+      <td>Blue</td>
+      <td>0.7</td>
+      <td>0.8</td>
+    </tr>
+    <tr>
+      <td>Blue</td>
+      <td>0.8</td>
+      <td>0.9</td>
+    </tr>
+    <tr>
+      <td>Blue</td>
+      <td>0.9</td>
+      <td>1.0</td>
+    </tr>
+    <tr>
+      <td>Blue</td>
+      <td>1.0</td>
+      <td>1.1</td>
+    </tr>
+    <tr>
+      <td>Blue</td>
+      <td>1.1</td>
+      <td>1.2</td>
+    </tr>
+    <tr>
+      <td>Blue</td>
+      <td>1.2</td>
+      <td>1.3</td>
+    </tr>
+    <tr>
+      <td>Blue</td>
+      <td>1.3</td>
+      <td>1.4</td>
+    </tr>
+    <tr>
+      <td>Blue</td>
+      <td>1.4</td>
+      <td>1.5</td>
+    </tr>
+    <tr>
+      <td>Blue</td>
+      <td>1.5</td>
+      <td>1.6</td>
+    </tr>
+    <tr>
+      <td>Blue</td>
+      <td>1.6</td>
+      <td>1.7</td>
+    </tr>
+    <tr>
+      <td>Blue</td>
+      <td>1.7</td>
+      <td>1.8</td>
+    </tr>
+    <tr>
+      <td>Blue</td>
+      <td>1.8</td>
+      <td>1.9</td>
+    </tr>
+    <tr>
+      <td>Blue</td>
+      <td>1.9</td>
+      <td>2.0</td>
+    </tr>
+    <tr>
+      <td>Blue</td>
+      <td>2.0</td>
+      <td>2.1</td>
+    </tr>
+    <tr>
+      <td>Blue</td>
+      <td>2.1</td>
+      <td>2.2</td>
+    </tr>
+    <tr>
+      <td>Blue</td>
+      <td>2.2</td>
+      <td>2.3</td>
+    </tr>
+    <tr>
+      <td>Blue</td>
+      <td>2.3</td>
+      <td>2.4</td>
+    </tr>
+    <tr>
+      <td>Blue</td>
+      <td>2.4</td>
+      <td>2.5</td>
+    </tr>
+    <tr>
+      <td>Blue</td>
+      <td>2.5</td>
+      <td>2.6</td>
+    </tr>
+    <tr>
+      <td>Blue</td>
+      <td>2.6</td>
+      <td>2.7</td>
+    </tr>
+    <tr>
+      <td>Blue</td>
+      <td>2.7</td>
+      <td>2.8</td>
+    </tr>
+    <tr>
+      <td>Blue</td>
+      <td>2.8</td>
+      <td>2.9</td>
+    </tr>
+    <tr>
+      <td>Blue</td>
+      <td>2.9</td>
+      <td>3.0</td>
+    </tr>
+    <tr>
+      <td>Blue</td>
+      <td>3.0</td>
+      <td>3.1</td>
+    </tr>
+    <tr>
+      <td>Blue</td>
+      <td>3.1</td>
+      <td>3.2</td>
+    </tr>
+    <tr>
+      <td>Blue</td>
+      <td>3.2</td>
+      <td>3.3</td>
+    </tr>
+    <tr>
+      <td>Blue</td>
+      <td>3.3</td>
+      <td>3.4</td>
+    </tr>
+    <tr>
+      <td>Blue</td>
+      <td>3.4</td>
+      <td>3.5</td>
+    </tr>
+    <tr>
+      <td>Blue</td>
+      <td>3.5</td>
+      <td>3.6</td>
+    </tr>
+    <tr>
+      <td>Blue</td>
+      <td>3.6</td>
+      <td>3.7</td>
+    </tr>
+    <tr>
+      <td>Blue</td>
+      <td>3.7</td>
+      <td>3.8</td>
+    </tr>
+    <tr>
+      <td>Blue</td>
+      <td>3.8</td>
+      <td>3.9</td>
+    </tr>
+    <tr>
+      <td>Blue</td>
+      <td>3.9</td>
+      <td>4.0</td>
+    </tr>
+    <tr>
+      <td>Blue</td>
+      <td>4.0</td>
+      <td>4.1</td>
+    </tr>
+    <tr>
+      <td>Blue</td>
+      <td>4.1</td>
+      <td>4.2</td>
+    </tr>
+    <tr>
+      <td>Blue</td>
+      <td>4.2</td>
+      <td>4.3</td>
+    </tr>
+    <tr>
+      <td>Blue</td>
+      <td>4.3</td>
+      <td>4.4</td>
+    </tr>
+    <tr>
+      <td>Blue</td>
+      <td>4.4</td>
+      <td>4.5</td>
+    </tr>
+    <tr>
+      <td>Blue</td>
+      <td>4.5</td>
+      <td>4.6</td>
+    </tr>
+    <tr>
+      <td>Blue</td>
+      <td>4.6</td>
+      <td>4.7</td>
+    </tr>
+    <tr>
+      <td>Blue</td>
+      <td>4.7</td>
+      <td>4.8</td>
+    </tr>
+    <tr>
+      <td>Blue</td>
+      <td>4.8</td>
+      <td>4.9</td>
+    </tr>
+    <tr>
+      <td>Blue</td>
+      <td>4.9</td>
+      <td>5.0</td>
+    </tr>
+    <tr>
+      <td>Blue</td>
+      <td>5.0</td>
+      <td>5.1</td>
+    </tr>
+    <tr>
+      <td>Blue</td>
+      <td>5.1</td>
+      <td>5.2</td>
+    </tr>
+    <tr>
+      <td>Blue</td>
+      <td>5.2</td>
+      <td>5.3</td>
+    </tr>
+    <tr>
+      <td>Blue</td>
+      <td>5.3</td>
+      <td>5.4</td>
+    </tr>
+    <tr>
+      <td>Blue</td>
+      <td>5.4</td>
+      <td>5.5</td>
+    </tr>
+    <tr>
+      <td>Blue</td>
+      <td>5.5</td>
+      <td>5.6</td>
+    </tr>
+    <tr>
+      <td>Blue</td>
+      <td>5.6</td>
+      <td>5.7</td>
+    </tr>
+    <tr>
+      <td>Blue</td>
+      <td>5.7</td>
+      <td>5.8</td>
+    </tr>
+    <tr>
+      <td>Blue</td>
+      <td>5.8</td>
+      <td>5.9</td>
+    </tr>
+    <tr>
+      <td>Blue</td>
+      <td>5.9</td>
+      <td>6.0</td>
+    </tr>
+    <tr>
+      <td>Blue</td>
+      <td>6.0</td>
+      <td>6.1</td>
+    </tr>
+    <tr>
+      <td>Blue</td>
+      <td>6.1</td>
+      <td>6.2</td>
+    </tr>
+    <tr>
+      <td>Blue</td>
+      <td>6.2</td>
+      <td>6.3</td>
+    </tr>
+    <tr>
+      <td>Blue</td>
+      <td>6.3</td>
+      <td>6.4</td>
+    </tr>
+    <tr>
+      <td>Blue</td>
+      <td>6.4</td>
+      <td>6.5</td>
+    </tr>
+    <tr>
+      <td>Blue</td>
+      <td>6.5</td>
+      <td>6.6</td>
+    </tr>
+    <tr>
+      <td>Blue</td>
+      <td>6.6</td>
+      <td>6.7</td>
+    </tr>
+    <tr>
+      <td>Blue</td>
+      <td>6.7</td>
+      <td>6.8</td>
+    </tr>
+    <tr>
+      <td>Blue</td>
+      <td>6.8</td>
+      <td>6.9</td>
+    </tr>
+    <tr>
+      <td>Blue</td>
+      <td>6.9</td>
+      <td>7.0</td>
+    </tr>
+    <tr>
+      <td>Blue</td>
+      <td>7.0</td>
+      <td>7.1</td>
+    </tr>
+    <tr>
+      <td>Blue</td>
+      <td>7.1</td>
+      <td>7.2</td>
+    </tr>
+    <tr>
+      <td>Blue</td>
+      <td>7.2</td>
+      <td>7.3</td>
+    </tr>
+    <tr>
+      <td>Blue</td>
+      <td>7.3</td>
+      <td>7.4</td>
+    </tr>
+    <tr>
+      <td>Blue</td>
+      <td>7.4</td>
+      <td>7.5</td>
+    </tr>
+    <tr>
+      <td>Blue</td>
+      <td>7.5</td>
+      <td>7.6</td>
+    </tr>
+    <tr>
+      <td>Blue</td>
+      <td>7.6</td>
+      <td>7.7</td>
+    </tr>
+    <tr>
+      <td>Blue</td>
+      <td>7.7</td>
+      <td>7.8</td>
+    </tr>
+    <tr>
+      <td>Blue</td>
+      <td>7.8</td>
+      <td>7.9</td>
+    </tr>
+    <tr>
+      <td>Blue</td>
+      <td>7.9</td>
+      <td>8.0</td>
+    </tr>
+    <tr>
+      <td>Blue</td>
+      <td>8.0</td>
+      <td>8.1</td>
+    </tr>
+    <tr>
+      <td>Blue</td>
+      <td>8.1</td>
+      <td>8.2</td>
+    </tr>
+    <tr>
+      <td>Blue</td>
+      <td>8.2</td>
+      <td>8.3</td>
+    </tr>
+    <tr>
+      <td>Blue</td>
+      <td>8.3</td>
+      <td>8.4</td>
+    </tr>
+    <tr>
+      <td>Blue</td>
+      <td>8.4</td>
+      <td>8.5</td>
+    </tr>
+    <tr>
+      <td>Blue</td>
+      <td>8.5</td>
+      <td>8.6</td>
+    </tr>
+    <tr>
+      <td>Blue</td>
+      <td>8.6</td>
+      <td>8.7</td>
+    </tr>
+    <tr>
+      <td>Blue</td>
+      <td>8.7</td>
+      <td>8.8</td>
+    </tr>
+    <tr>
+      <td>Blue</td>
+      <td>8.8</td>
+      <td>8.9</td>
+    </tr>
+    <tr>
+      <td>Blue</td>
+      <td>8.9</td>
+      <td>9.0</td>
+    </tr>
+    <tr>
+      <td>Blue</td>
+      <td>9.0</td>
+      <td>9.1</td>
+    </tr>
+    <tr>
+      <td>Blue</td>
+      <td>9.1</td>
+      <td>9.2</td>
+    </tr>
+    <tr>
+      <td>Blue</td>
+      <td>9.2</td>
+      <td>9.3</td>
+    </tr>
+    <tr>
+      <td>Blue</td>
+      <td>9.3</td>
+      <td>9.4</td>
+    </tr>
+    <tr>
+      <td>Blue</td>
+      <td>9.4</td>
+      <td>9.5</td>
+    </tr>
+    <tr>
+      <td>Blue</td>
+      <td>9.5</td>
+      <td>9.6</td>
+    </tr>
+    <tr>
+      <td>Blue</td>
+      <td>9.6</td>
+      <td>9.7</td>
+    </tr>
+    <tr>
+      <td>Blue</td>
+      <td>9.7</td>
+      <td>9.8</td>
+    </tr>
+    <tr>
+      <td>Blue</td>
+      <td>9.8</td>
+      <td>9.9</td>
+    </tr>
+    <tr>
+      <td>Blue</td>
+      <td>9.9</td>
+      <td>10.0</td>
+    </tr>
+  </tbody>
+</table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-30 Accuracy vs x.html b/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-30 Accuracy vs x.html
new file mode 100644
index 000000000..7d66de13d
--- /dev/null
+++ b/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-30 Accuracy vs x.html	
@@ -0,0 +1,26 @@
+<table border='1' border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>x</th>
+      <th>Accuracy (%)</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>10^20</td>
+      <td>10</td>
+    </tr>
+    <tr>
+      <td>10^21</td>
+      <td>8</td>
+    </tr>
+    <tr>
+      <td>10^22</td>
+      <td>15</td>
+    </tr>
+    <tr>
+      <td>10^23</td>
+      <td>45</td>
+    </tr>
+  </tbody>
+</table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-31 Accuracy vs x.html b/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-31 Accuracy vs x.html
new file mode 100644
index 000000000..7b69f8c27
--- /dev/null
+++ b/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-31 Accuracy vs x.html	
@@ -0,0 +1,22 @@
+<table border='1' border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>x</th>
+      <th>Accuracy (%)</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>10^20</td>
+      <td>25</td>
+    </tr>
+    <tr>
+      <td>10^22</td>
+      <td>30</td>
+    </tr>
+    <tr>
+      <td>10^24</td>
+      <td>60</td>
+    </tr>
+  </tbody>
+</table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-32 Accuracy vs. Scale.html b/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-32 Accuracy vs. Scale.html
new file mode 100644
index 000000000..e0c58117c
--- /dev/null
+++ b/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-32 Accuracy vs. Scale.html	
@@ -0,0 +1,22 @@
+<table border='1' border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>Word in context</th>
+      <th>Accuracy (%)</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>10^20</td>
+      <td>50</td>
+    </tr>
+    <tr>
+      <td>10^22</td>
+      <td>48</td>
+    </tr>
+    <tr>
+      <td>10^24</td>
+      <td>65</td>
+    </tr>
+  </tbody>
+</table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-33 Age vs Sleep Bounds.html b/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-33 Age vs Sleep Bounds.html
new file mode 100644
index 000000000..ea448d93e
--- /dev/null
+++ b/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-33 Age vs Sleep Bounds.html	
@@ -0,0 +1,31 @@
+<table border='1' border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>Age (years)</th>
+      <th>human upper bound</th>
+      <th>human lower bound</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>0</td>
+      <td>7.0</td>
+      <td>6.0</td>
+    </tr>
+    <tr>
+      <td>5</td>
+      <td>7.2</td>
+      <td>6.2</td>
+    </tr>
+    <tr>
+      <td>10</td>
+      <td>7.5</td>
+      <td>6.5</td>
+    </tr>
+    <tr>
+      <td>20</td>
+      <td>8.0</td>
+      <td>7.0</td>
+    </tr>
+  </tbody>
+</table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-34 Probability Table.html b/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-34 Probability Table.html
new file mode 100644
index 000000000..6a01d9198
--- /dev/null
+++ b/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-34 Probability Table.html	
@@ -0,0 +1,36 @@
+<table border='1' border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>The*</th>
+      <th>Space*</th>
+      <th>Need*</th>
+      <th>le*</th>
+      <th>is</th>
+      <th>in</th>
+      <th>downtown</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>p(Seattle)</td>
+      <td>0.8</td>
+      <td>0.6</td>
+      <td>0.4</td>
+      <td>0.2</td>
+      <td>0.1</td>
+      <td>0.05</td>
+      <td>0.02</td>
+    </tr>
+    <tr>
+      <td>(various values)</td>
+      <td>0.8</td>
+      <td>0.6</td>
+      <td>0.4</td>
+      <td>0.2</td>
+      <td>0.1</td>
+      <td>0.05</td>
+      <td>0.02</td>
+    </tr>
+  </tbody>
+</table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-35 MLP Layer Prob.html b/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-35 MLP Layer Prob.html
new file mode 100644
index 000000000..5d5c14cf7
--- /dev/null
+++ b/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-35 MLP Layer Prob.html	
@@ -0,0 +1,46 @@
+<table border='1' border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>center of interval of 10 restored MLP layers</th>
+      <th>p(Seattle)</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>The*</td>
+      <td>10</td>
+      <td>0.8</td>
+    </tr>
+    <tr>
+      <td>Space*</td>
+      <td>15</td>
+      <td>0.6</td>
+    </tr>
+    <tr>
+      <td>Need*</td>
+      <td>20</td>
+      <td>0.4</td>
+    </tr>
+    <tr>
+      <td>le*</td>
+      <td>25</td>
+      <td>0.2</td>
+    </tr>
+    <tr>
+      <td>is</td>
+      <td>30</td>
+      <td>0.1</td>
+    </tr>
+    <tr>
+      <td>in</td>
+      <td>35</td>
+      <td>0.05</td>
+    </tr>
+    <tr>
+      <td>downtown</td>
+      <td>40</td>
+      <td>0.02</td>
+    </tr>
+  </tbody>
+</table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-36 Attn Layers & Seattle.html b/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-36 Attn Layers & Seattle.html
new file mode 100644
index 000000000..3a3ca74ee
--- /dev/null
+++ b/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-36 Attn Layers & Seattle.html	
@@ -0,0 +1,38 @@
+<table border='1' border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>center of interval of 10 restored Attn layers</th>
+      <th>p(Seattle)</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>The*</td>
+      <td>0.6</td>
+    </tr>
+    <tr>
+      <td>Space*</td>
+      <td>0.4</td>
+    </tr>
+    <tr>
+      <td>Need*</td>
+      <td>0.2</td>
+    </tr>
+    <tr>
+      <td>le*</td>
+      <td>0.3</td>
+    </tr>
+    <tr>
+      <td>is</td>
+      <td>0.5</td>
+    </tr>
+    <tr>
+      <td>in</td>
+      <td>0.6</td>
+    </tr>
+    <tr>
+      <td>downtown</td>
+      <td>0.7</td>
+    </tr>
+  </tbody>
+</table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-37 Reflexion Trials.html b/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-37 Reflexion Trials.html
new file mode 100644
index 000000000..97a2fbd25
--- /dev/null
+++ b/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-37 Reflexion Trials.html	
@@ -0,0 +1,48 @@
+<table border='1' border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>Trials</th>
+      <th>Base</th>
+      <th>Reflexion of Base</th>
+      <th>Reflexion of Reflexion of Base</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>0</td>
+      <td>30.0</td>
+      <td>30.0</td>
+      <td>30.0</td>
+    </tr>
+    <tr>
+      <td>2</td>
+      <td>35.0</td>
+      <td>60.0</td>
+      <td>70.0</td>
+    </tr>
+    <tr>
+      <td>4</td>
+      <td>38.0</td>
+      <td>70.0</td>
+      <td>80.0</td>
+    </tr>
+    <tr>
+      <td>6</td>
+      <td>39.0</td>
+      <td>75.0</td>
+      <td>85.0</td>
+    </tr>
+    <tr>
+      <td>8</td>
+      <td>40.0</td>
+      <td>78.0</td>
+      <td>88.0</td>
+    </tr>
+    <tr>
+      <td>10</td>
+      <td>40.0</td>
+      <td>80.0</td>
+      <td>90.0</td>
+    </tr>
+  </tbody>
+</table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-38 Automation Levels.html b/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-38 Automation Levels.html
new file mode 100644
index 000000000..cb9c914a4
--- /dev/null
+++ b/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-38 Automation Levels.html	
@@ -0,0 +1,60 @@
+<table border='1' border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>Human driver monitors the road</th>
+      <th>0</th>
+      <th>NO AUTOMATION</th>
+      <th>Steering and acceleration/deceleration</th>
+      <th>Monitoring of driving environment</th>
+      <th>Fallback when automation fails</th>
+      <th>Automated system is in control</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>Human driver monitors the road</td>
+      <td>1</td>
+      <td>DRIVER ASSISTANCE</td>
+      <td>N/A</td>
+      <td>N/A</td>
+      <td>N/A</td>
+      <td>SOME DRIVING MODES</td>
+    </tr>
+    <tr>
+      <td>Human driver monitors the road</td>
+      <td>2</td>
+      <td>PARTIAL AUTOMATION</td>
+      <td>SOME DRIVING MODES</td>
+      <td>SOME DRIVING MODES</td>
+      <td>SOME DRIVING MODES</td>
+      <td>SOME DRIVING MODES</td>
+    </tr>
+    <tr>
+      <td>Automated driving system monitors the road</td>
+      <td>3</td>
+      <td>CONDITIONAL AUTOMATION</td>
+      <td>SOME DRIVING MODES</td>
+      <td>SOME DRIVING MODES</td>
+      <td>SOME DRIVING MODES</td>
+      <td>SOME DRIVING MODES</td>
+    </tr>
+    <tr>
+      <td>Automated driving system monitors the road</td>
+      <td>4</td>
+      <td>HIGH AUTOMATION</td>
+      <td>SOME DRIVING MODES</td>
+      <td>SOME DRIVING MODES</td>
+      <td>SOME DRIVING MODES</td>
+      <td>SOME DRIVING MODES</td>
+    </tr>
+    <tr>
+      <td>Automated driving system monitors the road</td>
+      <td>5</td>
+      <td>FULL AUTOMATION</td>
+      <td>SOME DRIVING MODES</td>
+      <td>SOME DRIVING MODES</td>
+      <td>SOME DRIVING MODES</td>
+      <td>SOME DRIVING MODES</td>
+    </tr>
+  </tbody>
+</table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-39 Instruction Format.html b/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-39 Instruction Format.html
new file mode 100644
index 000000000..b3305d2da
--- /dev/null
+++ b/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-39 Instruction Format.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td>001000</td><td>00001</td><td>00010</td><td>0000000101011110</td></tr><tr><td>OP Code</td><td>Addr 1</td><td>Addr 2</td><td>Immediate value</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-4 Frequency Data.html b/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-4 Frequency Data.html
new file mode 100644
index 000000000..0e79e6367
--- /dev/null
+++ b/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-4 Frequency Data.html	
@@ -0,0 +1,334 @@
+<table border='1' border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>Time Segment</th>
+      <th>Frequency (s)</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>0</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <td>1</td>
+      <td>0.5</td>
+    </tr>
+    <tr>
+      <td>2</td>
+      <td>0.3</td>
+    </tr>
+    <tr>
+      <td>3</td>
+      <td>0.7</td>
+    </tr>
+    <tr>
+      <td>4</td>
+      <td>0.2</td>
+    </tr>
+    <tr>
+      <td>5</td>
+      <td>0.8</td>
+    </tr>
+    <tr>
+      <td>6</td>
+      <td>0.4</td>
+    </tr>
+    <tr>
+      <td>7</td>
+      <td>0.6</td>
+    </tr>
+    <tr>
+      <td>8</td>
+      <td>0.9</td>
+    </tr>
+    <tr>
+      <td>9</td>
+      <td>0.1</td>
+    </tr>
+    <tr>
+      <td>10</td>
+      <td>0.5</td>
+    </tr>
+    <tr>
+      <td>11</td>
+      <td>0.3</td>
+    </tr>
+    <tr>
+      <td>12</td>
+      <td>0.7</td>
+    </tr>
+    <tr>
+      <td>13</td>
+      <td>0.2</td>
+    </tr>
+    <tr>
+      <td>14</td>
+      <td>0.8</td>
+    </tr>
+    <tr>
+      <td>15</td>
+      <td>0.4</td>
+    </tr>
+    <tr>
+      <td>16</td>
+      <td>0.6</td>
+    </tr>
+    <tr>
+      <td>17</td>
+      <td>0.9</td>
+    </tr>
+    <tr>
+      <td>18</td>
+      <td>0.1</td>
+    </tr>
+    <tr>
+      <td>19</td>
+      <td>0.5</td>
+    </tr>
+    <tr>
+      <td>20</td>
+      <td>0.3</td>
+    </tr>
+    <tr>
+      <td>21</td>
+      <td>0.7</td>
+    </tr>
+    <tr>
+      <td>22</td>
+      <td>0.2</td>
+    </tr>
+    <tr>
+      <td>23</td>
+      <td>0.8</td>
+    </tr>
+    <tr>
+      <td>24</td>
+      <td>0.4</td>
+    </tr>
+    <tr>
+      <td>25</td>
+      <td>0.6</td>
+    </tr>
+    <tr>
+      <td>26</td>
+      <td>0.9</td>
+    </tr>
+    <tr>
+      <td>27</td>
+      <td>0.1</td>
+    </tr>
+    <tr>
+      <td>28</td>
+      <td>0.5</td>
+    </tr>
+    <tr>
+      <td>29</td>
+      <td>0.3</td>
+    </tr>
+    <tr>
+      <td>30</td>
+      <td>0.7</td>
+    </tr>
+    <tr>
+      <td>31</td>
+      <td>0.2</td>
+    </tr>
+    <tr>
+      <td>32</td>
+      <td>0.8</td>
+    </tr>
+    <tr>
+      <td>33</td>
+      <td>0.4</td>
+    </tr>
+    <tr>
+      <td>34</td>
+      <td>0.6</td>
+    </tr>
+    <tr>
+      <td>35</td>
+      <td>0.9</td>
+    </tr>
+    <tr>
+      <td>36</td>
+      <td>0.1</td>
+    </tr>
+    <tr>
+      <td>37</td>
+      <td>0.5</td>
+    </tr>
+    <tr>
+      <td>38</td>
+      <td>0.3</td>
+    </tr>
+    <tr>
+      <td>39</td>
+      <td>0.7</td>
+    </tr>
+    <tr>
+      <td>40</td>
+      <td>0.2</td>
+    </tr>
+    <tr>
+      <td>41</td>
+      <td>0.8</td>
+    </tr>
+    <tr>
+      <td>42</td>
+      <td>0.4</td>
+    </tr>
+    <tr>
+      <td>43</td>
+      <td>0.6</td>
+    </tr>
+    <tr>
+      <td>44</td>
+      <td>0.9</td>
+    </tr>
+    <tr>
+      <td>45</td>
+      <td>0.1</td>
+    </tr>
+    <tr>
+      <td>46</td>
+      <td>0.5</td>
+    </tr>
+    <tr>
+      <td>47</td>
+      <td>0.3</td>
+    </tr>
+    <tr>
+      <td>48</td>
+      <td>0.7</td>
+    </tr>
+    <tr>
+      <td>49</td>
+      <td>0.2</td>
+    </tr>
+    <tr>
+      <td>50</td>
+      <td>0.8</td>
+    </tr>
+    <tr>
+      <td>51</td>
+      <td>0.4</td>
+    </tr>
+    <tr>
+      <td>52</td>
+      <td>0.6</td>
+    </tr>
+    <tr>
+      <td>53</td>
+      <td>0.9</td>
+    </tr>
+    <tr>
+      <td>54</td>
+      <td>0.1</td>
+    </tr>
+    <tr>
+      <td>55</td>
+      <td>0.5</td>
+    </tr>
+    <tr>
+      <td>56</td>
+      <td>0.3</td>
+    </tr>
+    <tr>
+      <td>57</td>
+      <td>0.7</td>
+    </tr>
+    <tr>
+      <td>58</td>
+      <td>0.2</td>
+    </tr>
+    <tr>
+      <td>59</td>
+      <td>0.8</td>
+    </tr>
+    <tr>
+      <td>60</td>
+      <td>0.4</td>
+    </tr>
+    <tr>
+      <td>61</td>
+      <td>0.6</td>
+    </tr>
+    <tr>
+      <td>62</td>
+      <td>0.9</td>
+    </tr>
+    <tr>
+      <td>63</td>
+      <td>0.1</td>
+    </tr>
+    <tr>
+      <td>64</td>
+      <td>0.5</td>
+    </tr>
+    <tr>
+      <td>65</td>
+      <td>0.3</td>
+    </tr>
+    <tr>
+      <td>66</td>
+      <td>0.7</td>
+    </tr>
+    <tr>
+      <td>67</td>
+      <td>0.2</td>
+    </tr>
+    <tr>
+      <td>68</td>
+      <td>0.8</td>
+    </tr>
+    <tr>
+      <td>69</td>
+      <td>0.4</td>
+    </tr>
+    <tr>
+      <td>70</td>
+      <td>0.6</td>
+    </tr>
+    <tr>
+      <td>71</td>
+      <td>0.9</td>
+    </tr>
+    <tr>
+      <td>72</td>
+      <td>0.1</td>
+    </tr>
+    <tr>
+      <td>73</td>
+      <td>0.5</td>
+    </tr>
+    <tr>
+      <td>74</td>
+      <td>0.3</td>
+    </tr>
+    <tr>
+      <td>75</td>
+      <td>0.7</td>
+    </tr>
+    <tr>
+      <td>76</td>
+      <td>0.2</td>
+    </tr>
+    <tr>
+      <td>77</td>
+      <td>0.8</td>
+    </tr>
+    <tr>
+      <td>78</td>
+      <td>0.4</td>
+    </tr>
+    <tr>
+      <td>79</td>
+      <td>0.6</td>
+    </tr>
+    <tr>
+      <td>80</td>
+      <td>0.9</td>
+    </tr>
+  </tbody>
+</table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-40 Path Values.html b/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-40 Path Values.html
new file mode 100644
index 000000000..726f816e8
--- /dev/null
+++ b/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-40 Path Values.html	
@@ -0,0 +1,410 @@
+<table border='1' border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>Point</th>
+      <th>Actual Path Value</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>1</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <td>2</td>
+      <td>~0.8</td>
+    </tr>
+    <tr>
+      <td>3</td>
+      <td>~0.6</td>
+    </tr>
+    <tr>
+      <td>4</td>
+      <td>~0.4</td>
+    </tr>
+    <tr>
+      <td>5</td>
+      <td>~0.7</td>
+    </tr>
+    <tr>
+      <td>6</td>
+      <td>~0.9</td>
+    </tr>
+    <tr>
+      <td>7</td>
+      <td>~0.5</td>
+    </tr>
+    <tr>
+      <td>8</td>
+      <td>~0.8</td>
+    </tr>
+    <tr>
+      <td>9</td>
+      <td>~0.7</td>
+    </tr>
+    <tr>
+      <td>10</td>
+      <td>~0.9</td>
+    </tr>
+    <tr>
+      <td>11</td>
+      <td>~0.6</td>
+    </tr>
+    <tr>
+      <td>12</td>
+      <td>~0.8</td>
+    </tr>
+    <tr>
+      <td>13</td>
+      <td>~0.7</td>
+    </tr>
+    <tr>
+      <td>14</td>
+      <td>~0.9</td>
+    </tr>
+    <tr>
+      <td>15</td>
+      <td>~0.8</td>
+    </tr>
+    <tr>
+      <td>16</td>
+      <td>~0.7</td>
+    </tr>
+    <tr>
+      <td>17</td>
+      <td>~0.9</td>
+    </tr>
+    <tr>
+      <td>18</td>
+      <td>~0.8</td>
+    </tr>
+    <tr>
+      <td>19</td>
+      <td>~0.7</td>
+    </tr>
+    <tr>
+      <td>20</td>
+      <td>~0.9</td>
+    </tr>
+    <tr>
+      <td>21</td>
+      <td>~0.8</td>
+    </tr>
+    <tr>
+      <td>22</td>
+      <td>~0.7</td>
+    </tr>
+    <tr>
+      <td>23</td>
+      <td>~0.9</td>
+    </tr>
+    <tr>
+      <td>24</td>
+      <td>~0.8</td>
+    </tr>
+    <tr>
+      <td>25</td>
+      <td>~0.7</td>
+    </tr>
+    <tr>
+      <td>26</td>
+      <td>~0.9</td>
+    </tr>
+    <tr>
+      <td>27</td>
+      <td>~0.8</td>
+    </tr>
+    <tr>
+      <td>28</td>
+      <td>~0.7</td>
+    </tr>
+    <tr>
+      <td>29</td>
+      <td>~0.9</td>
+    </tr>
+    <tr>
+      <td>30</td>
+      <td>~0.8</td>
+    </tr>
+    <tr>
+      <td>31</td>
+      <td>~0.7</td>
+    </tr>
+    <tr>
+      <td>32</td>
+      <td>~0.9</td>
+    </tr>
+    <tr>
+      <td>33</td>
+      <td>~0.8</td>
+    </tr>
+    <tr>
+      <td>34</td>
+      <td>~0.7</td>
+    </tr>
+    <tr>
+      <td>35</td>
+      <td>~0.9</td>
+    </tr>
+    <tr>
+      <td>36</td>
+      <td>~0.8</td>
+    </tr>
+    <tr>
+      <td>37</td>
+      <td>~0.7</td>
+    </tr>
+    <tr>
+      <td>38</td>
+      <td>~0.9</td>
+    </tr>
+    <tr>
+      <td>39</td>
+      <td>~0.8</td>
+    </tr>
+    <tr>
+      <td>40</td>
+      <td>~0.7</td>
+    </tr>
+    <tr>
+      <td>41</td>
+      <td>~0.9</td>
+    </tr>
+    <tr>
+      <td>42</td>
+      <td>~0.8</td>
+    </tr>
+    <tr>
+      <td>43</td>
+      <td>~0.7</td>
+    </tr>
+    <tr>
+      <td>44</td>
+      <td>~0.9</td>
+    </tr>
+    <tr>
+      <td>45</td>
+      <td>~0.8</td>
+    </tr>
+    <tr>
+      <td>46</td>
+      <td>~0.7</td>
+    </tr>
+    <tr>
+      <td>47</td>
+      <td>~0.9</td>
+    </tr>
+    <tr>
+      <td>48</td>
+      <td>~0.8</td>
+    </tr>
+    <tr>
+      <td>49</td>
+      <td>~0.7</td>
+    </tr>
+    <tr>
+      <td>50</td>
+      <td>~0.9</td>
+    </tr>
+    <tr>
+      <td>51</td>
+      <td>~0.8</td>
+    </tr>
+    <tr>
+      <td>52</td>
+      <td>~0.7</td>
+    </tr>
+    <tr>
+      <td>53</td>
+      <td>~0.9</td>
+    </tr>
+    <tr>
+      <td>54</td>
+      <td>~0.8</td>
+    </tr>
+    <tr>
+      <td>55</td>
+      <td>~0.7</td>
+    </tr>
+    <tr>
+      <td>56</td>
+      <td>~0.9</td>
+    </tr>
+    <tr>
+      <td>57</td>
+      <td>~0.8</td>
+    </tr>
+    <tr>
+      <td>58</td>
+      <td>~0.7</td>
+    </tr>
+    <tr>
+      <td>59</td>
+      <td>~0.9</td>
+    </tr>
+    <tr>
+      <td>60</td>
+      <td>~0.8</td>
+    </tr>
+    <tr>
+      <td>61</td>
+      <td>~0.7</td>
+    </tr>
+    <tr>
+      <td>62</td>
+      <td>~0.9</td>
+    </tr>
+    <tr>
+      <td>63</td>
+      <td>~0.8</td>
+    </tr>
+    <tr>
+      <td>64</td>
+      <td>~0.7</td>
+    </tr>
+    <tr>
+      <td>65</td>
+      <td>~0.9</td>
+    </tr>
+    <tr>
+      <td>66</td>
+      <td>~0.8</td>
+    </tr>
+    <tr>
+      <td>67</td>
+      <td>~0.7</td>
+    </tr>
+    <tr>
+      <td>68</td>
+      <td>~0.9</td>
+    </tr>
+    <tr>
+      <td>69</td>
+      <td>~0.8</td>
+    </tr>
+    <tr>
+      <td>70</td>
+      <td>~0.7</td>
+    </tr>
+    <tr>
+      <td>71</td>
+      <td>~0.9</td>
+    </tr>
+    <tr>
+      <td>72</td>
+      <td>~0.8</td>
+    </tr>
+    <tr>
+      <td>73</td>
+      <td>~0.7</td>
+    </tr>
+    <tr>
+      <td>74</td>
+      <td>~0.9</td>
+    </tr>
+    <tr>
+      <td>75</td>
+      <td>~0.8</td>
+    </tr>
+    <tr>
+      <td>76</td>
+      <td>~0.7</td>
+    </tr>
+    <tr>
+      <td>77</td>
+      <td>~0.9</td>
+    </tr>
+    <tr>
+      <td>78</td>
+      <td>~0.8</td>
+    </tr>
+    <tr>
+      <td>79</td>
+      <td>~0.7</td>
+    </tr>
+    <tr>
+      <td>80</td>
+      <td>~0.9</td>
+    </tr>
+    <tr>
+      <td>81</td>
+      <td>~0.8</td>
+    </tr>
+    <tr>
+      <td>82</td>
+      <td>~0.7</td>
+    </tr>
+    <tr>
+      <td>83</td>
+      <td>~0.9</td>
+    </tr>
+    <tr>
+      <td>84</td>
+      <td>~0.8</td>
+    </tr>
+    <tr>
+      <td>85</td>
+      <td>~0.7</td>
+    </tr>
+    <tr>
+      <td>86</td>
+      <td>~0.9</td>
+    </tr>
+    <tr>
+      <td>87</td>
+      <td>~0.8</td>
+    </tr>
+    <tr>
+      <td>88</td>
+      <td>~0.7</td>
+    </tr>
+    <tr>
+      <td>89</td>
+      <td>~0.9</td>
+    </tr>
+    <tr>
+      <td>90</td>
+      <td>~0.8</td>
+    </tr>
+    <tr>
+      <td>91</td>
+      <td>~0.7</td>
+    </tr>
+    <tr>
+      <td>92</td>
+      <td>~0.9</td>
+    </tr>
+    <tr>
+      <td>93</td>
+      <td>~0.8</td>
+    </tr>
+    <tr>
+      <td>94</td>
+      <td>~0.7</td>
+    </tr>
+    <tr>
+      <td>95</td>
+      <td>~0.9</td>
+    </tr>
+    <tr>
+      <td>96</td>
+      <td>~0.8</td>
+    </tr>
+    <tr>
+      <td>97</td>
+      <td>~0.7</td>
+    </tr>
+    <tr>
+      <td>98</td>
+      <td>~0.9</td>
+    </tr>
+    <tr>
+      <td>99</td>
+      <td>~0.8</td>
+    </tr>
+    <tr>
+      <td>100</td>
+      <td>~0.7</td>
+    </tr>
+  </tbody>
+</table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-5 Token Sequence.html b/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-5 Token Sequence.html
new file mode 100644
index 000000000..6b30d53a0
--- /dev/null
+++ b/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-5 Token Sequence.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td>[CLS]</td><td>This</td><td>is</td><td>a</td><td>input</td><td>.</td><td>[SEP]</td></tr><tr><td>101</td><td>2023</td><td>2003</td><td>1037</td><td>7953</td><td>1012</td><td>102</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-6 Numerical Data.html b/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-6 Numerical Data.html
new file mode 100644
index 000000000..6d71d89a6
--- /dev/null
+++ b/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-6 Numerical Data.html	
@@ -0,0 +1 @@
+<table border='1' border='1'><tr><td>0.0390,-0.0123,-0.0208,...</td><td>-0.0558,0.0151,0.0031,...</td><td>-0.0440,-0.0236,-0.0283,...</td><td>0.0119,-0.0037,-0.0402,...</td><td>0069,0.0057,-0.0016,...</td><td>0.0199,-0.0095,-0.0099,...</td><td>-0.0788,0.0202,-0.0352,...</td></tr></table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-7 Word Transition Matrix.html b/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-7 Word Transition Matrix.html
new file mode 100644
index 000000000..b9c4124b3
--- /dev/null
+++ b/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-7 Word Transition Matrix.html	
@@ -0,0 +1,69 @@
+<table border='1' border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>Life</th>
+      <th>is</th>
+      <th>short</th>
+      <th>eat</th>
+      <th>desert</th>
+      <th>first</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>Life</td>
+      <td>0.17</td>
+      <td>0.13</td>
+      <td>0.18</td>
+      <td>0.16</td>
+      <td>0.15</td>
+      <td>0.18</td>
+    </tr>
+    <tr>
+      <td>is</td>
+      <td>0.03</td>
+      <td>0.68</td>
+      <td>0.02</td>
+      <td>0.08</td>
+      <td>0.14</td>
+      <td>0.02</td>
+    </tr>
+    <tr>
+      <td>short</td>
+      <td>0.19</td>
+      <td>0.06</td>
+      <td>0.25</td>
+      <td>0.14</td>
+      <td>0.11</td>
+      <td>0.23</td>
+    </tr>
+    <tr>
+      <td>eat</td>
+      <td>0.15</td>
+      <td>0.21</td>
+      <td>0.14</td>
+      <td>0.16</td>
+      <td>0.17</td>
+      <td>0.14</td>
+    </tr>
+    <tr>
+      <td>desert</td>
+      <td>0.13</td>
+      <td>0.27</td>
+      <td>0.11</td>
+      <td>0.16</td>
+      <td>0.18</td>
+      <td>0.12</td>
+    </tr>
+    <tr>
+      <td>first</td>
+      <td>0.19</td>
+      <td>0.02</td>
+      <td>0.31</td>
+      <td>0.11</td>
+      <td>0.07</td>
+      <td>0.27</td>
+    </tr>
+  </tbody>
+</table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-8 Word Transition Matrix.html b/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-8 Word Transition Matrix.html
new file mode 100644
index 000000000..b9c4124b3
--- /dev/null
+++ b/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-8 Word Transition Matrix.html	
@@ -0,0 +1,69 @@
+<table border='1' border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>Life</th>
+      <th>is</th>
+      <th>short</th>
+      <th>eat</th>
+      <th>desert</th>
+      <th>first</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>Life</td>
+      <td>0.17</td>
+      <td>0.13</td>
+      <td>0.18</td>
+      <td>0.16</td>
+      <td>0.15</td>
+      <td>0.18</td>
+    </tr>
+    <tr>
+      <td>is</td>
+      <td>0.03</td>
+      <td>0.68</td>
+      <td>0.02</td>
+      <td>0.08</td>
+      <td>0.14</td>
+      <td>0.02</td>
+    </tr>
+    <tr>
+      <td>short</td>
+      <td>0.19</td>
+      <td>0.06</td>
+      <td>0.25</td>
+      <td>0.14</td>
+      <td>0.11</td>
+      <td>0.23</td>
+    </tr>
+    <tr>
+      <td>eat</td>
+      <td>0.15</td>
+      <td>0.21</td>
+      <td>0.14</td>
+      <td>0.16</td>
+      <td>0.17</td>
+      <td>0.14</td>
+    </tr>
+    <tr>
+      <td>desert</td>
+      <td>0.13</td>
+      <td>0.27</td>
+      <td>0.11</td>
+      <td>0.16</td>
+      <td>0.18</td>
+      <td>0.12</td>
+    </tr>
+    <tr>
+      <td>first</td>
+      <td>0.19</td>
+      <td>0.02</td>
+      <td>0.31</td>
+      <td>0.11</td>
+      <td>0.07</td>
+      <td>0.27</td>
+    </tr>
+  </tbody>
+</table>
\ No newline at end of file
diff --git a/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-9 Table Data.html b/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-9 Table Data.html
new file mode 100644
index 000000000..e723d144e
--- /dev/null
+++ b/apps/api/app/data/demo_documents/stem-transformers-tutorial/tables/table-9 Table Data.html	
@@ -0,0 +1,31 @@
+<table border='1' border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>Input</th>
+      <th>Thinking</th>
+      <th>Machines</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>Embedding</td>
+      <td>X₁</td>
+      <td>X₂</td>
+    </tr>
+    <tr>
+      <td>Queries</td>
+      <td>q₁</td>
+      <td>q₂</td>
+    </tr>
+    <tr>
+      <td>Keys</td>
+      <td>k₁</td>
+      <td>k₂</td>
+    </tr>
+    <tr>
+      <td>Values</td>
+      <td>v₁</td>
+      <td>v₂</td>
+    </tr>
+  </tbody>
+</table>
\ No newline at end of file
diff --git a/apps/api/app/services/demo/official_library_catalog.py b/apps/api/app/services/demo/official_library_catalog.py
index 9f7fd090a..2aa5bde2d 100644
--- a/apps/api/app/services/demo/official_library_catalog.py
+++ b/apps/api/app/services/demo/official_library_catalog.py
@@ -136,6 +136,8 @@ class OfficialLibrarySourceDefinition:
             "530bd7ed-a8c8-4687-af4a-8c129f740e09"
         ),
         mime_type="application/pdf",
+        status="ready",
+        demo_source_id="demo-financial-micron-report-530bd7ed",
     ),
     OfficialLibrarySourceDefinition(
         library_source_id="financial-micron-report-9c0becf5",
@@ -146,6 +148,8 @@ class OfficialLibrarySourceDefinition:
             "9c0becf5-df56-4eec-bd67-453dda68b273"
         ),
         mime_type="application/pdf",
+        status="ready",
+        demo_source_id="demo-financial-micron-report-9c0becf5",
     ),
     OfficialLibrarySourceDefinition(
         library_source_id="financial-goog-10-k-2025",
@@ -241,6 +245,8 @@ class OfficialLibrarySourceDefinition:
             "Transformers-tutorial.pdf"
         ),
         mime_type="application/pdf",
+        status="ready",
+        demo_source_id="demo-stem-transformers-tutorial",
     ),
     OfficialLibrarySourceDefinition(
         library_source_id="stem-deep-learning-transformer-network",
diff --git a/apps/api/app/services/demo/source_catalog.py b/apps/api/app/services/demo/source_catalog.py
index 181638909..5cad33554 100644
--- a/apps/api/app/services/demo/source_catalog.py
+++ b/apps/api/app/services/demo/source_catalog.py
@@ -275,6 +275,28 @@ class DemoSourceDefinition:
         examples=(),
         original_file_name=None,
     ),
+    DemoSourceDefinition(
+        demo_source_id="demo-financial-micron-report-530bd7ed",
+        canonical_document_id="demo-doc-financial-micron-report-530bd7ed",
+        title="Micron investor report 530bd7ed.pdf",
+        mime_type="application/pdf",
+        size_bytes=4_497_791,
+        asset_directory="financial-micron-report-530bd7ed",
+        chunk_count=82,
+        examples=(),
+        original_file_name=None,
+    ),
+    DemoSourceDefinition(
+        demo_source_id="demo-financial-micron-report-9c0becf5",
+        canonical_document_id="demo-doc-financial-micron-report-9c0becf5",
+        title="Micron investor report 9c0becf5.pdf",
+        mime_type="application/pdf",
+        size_bytes=4_383_420,
+        asset_directory="financial-micron-report-9c0becf5",
+        chunk_count=87,
+        examples=(),
+        original_file_name=None,
+    ),
     DemoSourceDefinition(
         demo_source_id="demo-financial-goog-10-k-2025",
         canonical_document_id="demo-doc-financial-goog-10-k-2025",
@@ -355,6 +377,17 @@ class DemoSourceDefinition:
         examples=(),
         original_file_name=None,
     ),
+    DemoSourceDefinition(
+        demo_source_id="demo-stem-transformers-tutorial",
+        canonical_document_id="demo-doc-stem-transformers-tutorial",
+        title="Transformers Tutorial.pdf",
+        mime_type="application/pdf",
+        size_bytes=12_824_695,
+        asset_directory="stem-transformers-tutorial",
+        chunk_count=519,
+        examples=(),
+        original_file_name=None,
+    ),
     DemoSourceDefinition(
         demo_source_id="demo-stem-deep-learning-transformer-network",
         canonical_document_id="demo-doc-stem-deep-learning-transformer-network",
diff --git a/apps/api/tests/contract/test_demo_documents_contract.py b/apps/api/tests/contract/test_demo_documents_contract.py
index c6b6267ea..1c86aacf5 100644
--- a/apps/api/tests/contract/test_demo_documents_contract.py
+++ b/apps/api/tests/contract/test_demo_documents_contract.py
@@ -126,12 +126,26 @@ async def test_should_return_demo_catalog_with_resolvable_canonical_citations(
     assert library_sources_by_id["financial-nvda-q1-fy27-earnings-call"][
         "demo_source_id"
     ] == "demo-financial-nvda-q1-fy27-earnings-call"
+    assert library_sources_by_id["financial-micron-report-530bd7ed"]["status"] == (
+        "ready"
+    )
     assert library_sources_by_id["financial-micron-report-530bd7ed"][
-        "status"
-    ] == "planned"
-    assert "demo_source_id" not in library_sources_by_id[
-        "financial-micron-report-530bd7ed"
-    ]
+        "demo_source_id"
+    ] == "demo-financial-micron-report-530bd7ed"
+    assert library_sources_by_id["financial-micron-report-530bd7ed"][
+        "chunk_count"
+    ] == 82
+    assert library_sources_by_id["financial-micron-report-9c0becf5"][
+        "demo_source_id"
+    ] == "demo-financial-micron-report-9c0becf5"
+    assert library_sources_by_id["financial-micron-report-9c0becf5"][
+        "chunk_count"
+    ] == 87
+    assert library_sources_by_id["stem-transformers-tutorial"]["demo_source_id"] == (
+        "demo-stem-transformers-tutorial"
+    )
+    assert library_sources_by_id["stem-transformers-tutorial"]["chunk_count"] == 519
+    assert library_sources_by_id["stem-information-theory"]["status"] == "planned"
 
     async with api_client_factory() as api_client:
         chunks_response = await api_client.get(

From f7e71edf4dd77e8cf25efe3549968c9d256644f9 Mon Sep 17 00:00:00 2001
From: suguanYang <wangbinqi77@gmail.com>
Date: Tue, 16 Jun 2026 12:08:15 +0000
Subject: [PATCH 3/4] Fix official library catalog performance and paths

---
 apps/api/app/services/demo/source_catalog.py  | 19 ++---
 .../app/services/demo/source_projection.py    | 27 ++++++-
 .../contract/test_demo_documents_contract.py  | 77 +++++++++++++++----
 3 files changed, 90 insertions(+), 33 deletions(-)

diff --git a/apps/api/app/services/demo/source_catalog.py b/apps/api/app/services/demo/source_catalog.py
index 5cad33554..bba8db847 100644
--- a/apps/api/app/services/demo/source_catalog.py
+++ b/apps/api/app/services/demo/source_catalog.py
@@ -69,9 +69,7 @@ class DemoSourceDefinition:
                 ),
                 citations=(
                     DemoCitationDefinition(
-                        section_path=(
-                            "TSLA-Q4-2025-Update.pdf-->OTHER UPDATES"
-                        ),
+                        section_path=("TSLA-Q4-2025-Update.pdf-->OTHER UPDATES"),
                         description="xAI investment",
                         content=(
                             "On January 16, 2026, Tesla entered into an agreement "
@@ -117,10 +115,7 @@ class DemoSourceDefinition:
                 ),
                 citations=(
                     DemoCitationDefinition(
-                        section_path=(
-                            "TSLA-Q4-2025-Update.pdf-->OUTLOOK-->"
-                            "Product"
-                        ),
+                        section_path=("TSLA-Q4-2025-Update.pdf-->OUTLOOK-->Product"),
                         description="2026 production plans",
                         content=(
                             "Cybercab, Tesla Semi and Megapack 3 are on schedule "
@@ -346,8 +341,7 @@ class DemoSourceDefinition:
         canonical_document_id="demo-doc-financial-microsoft-2025-annual-report",
         title="Microsoft 2025 Annual Report.docx",
         mime_type=(
-            "application/vnd.openxmlformats-officedocument."
-            "wordprocessingml.document"
+            "application/vnd.openxmlformats-officedocument.wordprocessingml.document"
         ),
         size_bytes=1_044_155,
         asset_directory="financial-microsoft-2025-annual-report",
@@ -446,7 +440,7 @@ def get_catalog(self) -> dict[str, Any]:
         source_payloads = [
             self._projection.source_catalog_payload(
                 source=source,
-                chunks=_load_source_chunks(source),
+                chunks=_load_source_chunks(source) if source.examples else (),
             )
             for source in _DEMO_SOURCE_DEFINITIONS
         ]
@@ -464,10 +458,7 @@ def get_catalog(self) -> dict[str, Any]:
         return {
             "sources": source_payloads,
             "official_library": get_official_library_catalog(
-                {
-                    str(payload["demo_source_id"]): payload
-                    for payload in source_payloads
-                }
+                {str(payload["demo_source_id"]): payload for payload in source_payloads}
             ),
         }
 
diff --git a/apps/api/app/services/demo/source_projection.py b/apps/api/app/services/demo/source_projection.py
index 46a5f8ffe..ce86b6a7a 100644
--- a/apps/api/app/services/demo/source_projection.py
+++ b/apps/api/app/services/demo/source_projection.py
@@ -5,6 +5,20 @@
 from typing import Any, Protocol
 from urllib.parse import quote
 
+_SOURCE_FILE_EXTENSIONS = (
+    ".csv",
+    ".doc",
+    ".docx",
+    ".html",
+    ".md",
+    ".pdf",
+    ".ppt",
+    ".pptx",
+    ".txt",
+    ".xls",
+    ".xlsx",
+)
+
 
 class _DemoCitationDefinition(Protocol):
     @property
@@ -129,10 +143,7 @@ def publication_chunks(
         source: _DemoSourceDefinition,
         chunks: tuple[dict[str, Any], ...],
     ) -> list[dict[str, Any]]:
-        return [
-            _publication_chunk(source=source, chunk=chunk)
-            for chunk in chunks
-        ]
+        return [_publication_chunk(source=source, chunk=chunk) for chunk in chunks]
 
     def canonical_chunk_id(
         self,
@@ -243,9 +254,17 @@ def _publication_path(
     if len(parts) >= 2 and parts[0] == "Default_Root":
         section_parts = parts[2:] if parts[1] == source.title else parts[1:]
         return "/".join([prefix, *section_parts]) if section_parts else prefix
+    if parts and _is_source_file_root(parts[0]):
+        section_parts = parts[1:]
+        return "/".join([prefix, *section_parts]) if section_parts else prefix
     return prefix
 
 
+def _is_source_file_root(value: str) -> bool:
+    normalized = value.strip().lower()
+    return normalized.endswith(_SOURCE_FILE_EXTENSIONS)
+
+
 def _resolve_citation_chunk(
     *,
     source: _DemoSourceDefinition,
diff --git a/apps/api/tests/contract/test_demo_documents_contract.py b/apps/api/tests/contract/test_demo_documents_contract.py
index 1c86aacf5..9cbaf89d7 100644
--- a/apps/api/tests/contract/test_demo_documents_contract.py
+++ b/apps/api/tests/contract/test_demo_documents_contract.py
@@ -11,11 +11,14 @@
 from httpx import AsyncClient
 from pytest import MonkeyPatch
 
+from app.services.demo import source_catalog as source_catalog_module
+from app.services.demo.source_catalog import DemoSourceCatalog, DemoSourceDefinition
 from tests.support.contract_database import ContractDatabase
 
 
 DEMO_SOURCE_ID = "demo-tsla-q4-2025"
 SPACEX_DEMO_SOURCE_ID = "demo-spacex-s1"
+NVDA_EARNINGS_CALL_DEMO_SOURCE_ID = "demo-financial-nvda-q1-fy27-earnings-call"
 
 
 class FakeResultStorage:
@@ -69,6 +72,47 @@ def generate_artifact_url(
         return f"https://assets.example.test/{job_id}/{normalized}"
 
 
+def test_should_keep_demo_catalog_metadata_light_for_sources_without_examples(
+    monkeypatch: MonkeyPatch,
+) -> None:
+    loaded_demo_source_ids: list[str] = []
+    original_load_source_chunks = source_catalog_module._load_source_chunks
+
+    def load_source_chunks(
+        source: DemoSourceDefinition,
+    ) -> tuple[dict[str, Any], ...]:
+        loaded_demo_source_ids.append(source.demo_source_id)
+        return original_load_source_chunks(source)
+
+    monkeypatch.setattr(
+        source_catalog_module,
+        "_load_source_chunks",
+        load_source_chunks,
+    )
+
+    catalog = DemoSourceCatalog().get_catalog()
+
+    assert catalog["sources"]
+    assert DEMO_SOURCE_ID in loaded_demo_source_ids
+    assert SPACEX_DEMO_SOURCE_ID in loaded_demo_source_ids
+    assert NVDA_EARNINGS_CALL_DEMO_SOURCE_ID not in loaded_demo_source_ids
+
+
+def test_should_preserve_filename_rooted_sections_when_publishing_demo_chunks() -> None:
+    catalog = DemoSourceCatalog()
+    source = catalog.require_source(NVDA_EARNINGS_CALL_DEMO_SOURCE_ID)
+    publication_chunks = catalog.publication_chunks(source)
+    publication_paths = {
+        str(chunk.get("path") or "")
+        for chunk in publication_chunks
+        if chunk.get("type") == "text"
+    }
+
+    assert source.title in publication_paths
+    assert f"{source.title}/NVIDIA Corp. (NVDA)" in publication_paths
+    assert f"{source.title}/MANAGEMENT DISCUSSION SECTION" in publication_paths
+
+
 @pytest.mark.asyncio
 async def test_should_return_demo_catalog_with_resolvable_canonical_citations(
     api_client_factory: Callable[[], AbstractAsyncContextManager[AsyncClient]],
@@ -123,24 +167,27 @@ async def test_should_return_demo_catalog_with_resolvable_canonical_citations(
         "demo-stem-statistical-learning"
     )
     assert library_sources_by_id["stem-statistical-learning"]["chunk_count"] == 71
-    assert library_sources_by_id["financial-nvda-q1-fy27-earnings-call"][
-        "demo_source_id"
-    ] == "demo-financial-nvda-q1-fy27-earnings-call"
+    assert (
+        library_sources_by_id["financial-nvda-q1-fy27-earnings-call"]["demo_source_id"]
+        == "demo-financial-nvda-q1-fy27-earnings-call"
+    )
     assert library_sources_by_id["financial-micron-report-530bd7ed"]["status"] == (
         "ready"
     )
-    assert library_sources_by_id["financial-micron-report-530bd7ed"][
-        "demo_source_id"
-    ] == "demo-financial-micron-report-530bd7ed"
-    assert library_sources_by_id["financial-micron-report-530bd7ed"][
-        "chunk_count"
-    ] == 82
-    assert library_sources_by_id["financial-micron-report-9c0becf5"][
-        "demo_source_id"
-    ] == "demo-financial-micron-report-9c0becf5"
-    assert library_sources_by_id["financial-micron-report-9c0becf5"][
-        "chunk_count"
-    ] == 87
+    assert (
+        library_sources_by_id["financial-micron-report-530bd7ed"]["demo_source_id"]
+        == "demo-financial-micron-report-530bd7ed"
+    )
+    assert (
+        library_sources_by_id["financial-micron-report-530bd7ed"]["chunk_count"] == 82
+    )
+    assert (
+        library_sources_by_id["financial-micron-report-9c0becf5"]["demo_source_id"]
+        == "demo-financial-micron-report-9c0becf5"
+    )
+    assert (
+        library_sources_by_id["financial-micron-report-9c0becf5"]["chunk_count"] == 87
+    )
     assert library_sources_by_id["stem-transformers-tutorial"]["demo_source_id"] == (
         "demo-stem-transformers-tutorial"
     )

From 3dfc2f36ef437b3c632549a1ff31d6a9e36ab606 Mon Sep 17 00:00:00 2001
From: suguanYang <wangbinqi77@gmail.com>
Date: Tue, 16 Jun 2026 12:19:44 +0000
Subject: [PATCH 4/4] Fix demo catalog test import isolation

---
 .../contract/test_demo_documents_contract.py  | 26 +++++++++++++++----
 1 file changed, 21 insertions(+), 5 deletions(-)

diff --git a/apps/api/tests/contract/test_demo_documents_contract.py b/apps/api/tests/contract/test_demo_documents_contract.py
index 9cbaf89d7..d68b37c3b 100644
--- a/apps/api/tests/contract/test_demo_documents_contract.py
+++ b/apps/api/tests/contract/test_demo_documents_contract.py
@@ -1,18 +1,23 @@
 from __future__ import annotations
 
 import asyncio
+import importlib
+import sys
 from collections.abc import Callable
 from contextlib import AbstractAsyncContextManager
 from pathlib import Path
 from types import SimpleNamespace
+from types import ModuleType
 from typing import Any, cast
 
 import pytest
 from httpx import AsyncClient
 from pytest import MonkeyPatch
 
-from app.services.demo import source_catalog as source_catalog_module
-from app.services.demo.source_catalog import DemoSourceCatalog, DemoSourceDefinition
+from tests.support.import_environment import (
+    configure_import_environment,
+    ensure_import_paths,
+)
 from tests.support.contract_database import ContractDatabase
 
 
@@ -72,14 +77,24 @@ def generate_artifact_url(
         return f"https://assets.example.test/{job_id}/{normalized}"
 
 
+def _load_source_catalog_module() -> ModuleType:
+    configure_import_environment()
+    ensure_import_paths()
+    for module_name in list(sys.modules):
+        if module_name == "app" or module_name.startswith("app."):
+            sys.modules.pop(module_name, None)
+    return importlib.import_module("app.services.demo.source_catalog")
+
+
 def test_should_keep_demo_catalog_metadata_light_for_sources_without_examples(
     monkeypatch: MonkeyPatch,
 ) -> None:
+    source_catalog_module = _load_source_catalog_module()
     loaded_demo_source_ids: list[str] = []
     original_load_source_chunks = source_catalog_module._load_source_chunks
 
     def load_source_chunks(
-        source: DemoSourceDefinition,
+        source: Any,
     ) -> tuple[dict[str, Any], ...]:
         loaded_demo_source_ids.append(source.demo_source_id)
         return original_load_source_chunks(source)
@@ -90,7 +105,7 @@ def load_source_chunks(
         load_source_chunks,
     )
 
-    catalog = DemoSourceCatalog().get_catalog()
+    catalog = source_catalog_module.DemoSourceCatalog().get_catalog()
 
     assert catalog["sources"]
     assert DEMO_SOURCE_ID in loaded_demo_source_ids
@@ -99,7 +114,8 @@ def load_source_chunks(
 
 
 def test_should_preserve_filename_rooted_sections_when_publishing_demo_chunks() -> None:
-    catalog = DemoSourceCatalog()
+    source_catalog_module = _load_source_catalog_module()
+    catalog = source_catalog_module.DemoSourceCatalog()
     source = catalog.require_source(NVDA_EARNINGS_CALL_DEMO_SOURCE_ID)
     publication_chunks = catalog.publication_chunks(source)
     publication_paths = {